[2025-11-25T02:21:34.924496] [DEBUG] [R-STATUS  ] Registered 'tdm' as a dependent service.
[2025-11-25T02:21:35.099721] [DEBUG] [R-STATUS  ] Registered 'sap' as a dependent service.
[2025-11-25T02:21:35.302865] [DEBUG] [R-STATUS  ] Registered 'exp' as a dependent service.
[2025-11-25T02:21:35.511065] [DEBUG] [R-STATUS  ] Registered 'sig' as a dependent service.
[2025-11-25T02:21:35.511609] [WARN ] [STATE     ] State set to: WAITING
[2025-11-25T02:21:35.511707] [INFO ] [STATE     ] Checking TDM service status...
[2025-11-25T02:21:35.723252] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:21:35.760180] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:21:35.799435] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:21:35.836739] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:21:35.836912] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:21:38.841743] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:21:38.846178] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:21:38.851612] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:21:38.856930] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:21:38.857118] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:21:41.863578] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:21:41.868899] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:21:41.875178] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:21:41.880552] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:21:41.880726] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:21:44.885821] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:21:44.890422] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:21:44.894811] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:21:44.898362] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:21:44.898448] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:21:47.905029] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:21:47.909215] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:21:47.913049] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:21:47.916943] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:21:47.917109] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:21:50.921732] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:21:50.925544] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:21:50.929118] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:21:50.932637] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:21:50.932753] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:21:53.937369] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:21:53.940792] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:21:53.944094] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:21:53.947381] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:21:53.947456] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:21:56.952099] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:21:56.956911] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:21:56.961152] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:21:56.965724] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:21:56.965833] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:21:59.971556] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:21:59.975679] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:21:59.979912] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:21:59.983872] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:21:59.983993] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:22:02.990767] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:22:02.996585] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:22:03.001105] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:22:03.005581] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:22:03.005737] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:22:06.104689] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:22:06.138123] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:22:06.172049] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:22:06.205897] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:22:06.205994] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:22:09.211240] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:22:09.215616] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:22:09.220190] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:22:09.224526] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:22:09.224814] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:22:12.230664] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:22:12.235492] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:22:12.241043] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:22:12.245777] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:22:12.246124] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:22:15.252472] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:22:15.258150] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:22:15.263002] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:22:15.268433] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:22:15.268590] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:22:18.275734] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:22:18.281116] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:22:18.285889] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:22:18.290541] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:22:18.290713] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:22:21.297628] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:22:21.302969] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:22:21.307322] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:22:21.311382] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:22:21.311496] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:22:24.317014] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:22:24.324613] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:22:24.328404] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:22:24.332197] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:22:24.332308] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:22:27.338745] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:22:27.344470] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:22:27.350337] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:22:27.355572] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:22:27.355757] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:22:30.360976] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:22:30.365318] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:22:30.369615] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:22:30.374331] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:22:30.374542] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:22:33.379848] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:22:33.384088] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:22:33.387992] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:22:33.391748] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:22:33.391849] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:22:36.398245] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:22:36.403758] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:22:36.409522] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:22:36.414468] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:22:36.414543] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:22:39.419209] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:22:39.423107] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:22:39.426982] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:22:39.430618] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:22:39.430723] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:22:42.435952] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:22:42.440714] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:22:42.445321] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:22:42.450012] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:22:42.450126] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:22:45.455067] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:22:45.459039] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:22:45.462822] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:22:45.466463] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:22:45.466601] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:22:48.471715] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:22:48.475895] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:22:48.479819] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:22:48.484144] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:22:48.484292] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:22:51.490765] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:22:51.495538] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:22:51.500344] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:22:51.504683] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:22:51.504814] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:22:54.512007] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:22:54.517321] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:22:54.522199] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:22:54.527204] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:22:54.527362] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:22:57.531823] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:22:57.535702] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:22:57.539201] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:22:57.542562] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:22:57.542655] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:23:00.549589] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:23:00.554029] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:23:00.558055] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:23:00.563031] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:23:00.563251] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:23:03.568024] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:23:03.572166] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:23:03.575815] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:23:03.579247] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:23:03.579328] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:23:06.584704] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:23:06.588533] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:23:06.592000] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:23:06.595507] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:23:06.595595] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:23:09.600934] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:23:09.635842] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:23:09.670606] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:23:09.705585] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:23:09.705749] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:23:12.710749] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:23:12.714659] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:23:12.718633] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:23:12.722438] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:23:12.722549] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:23:15.727439] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:23:15.731274] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:23:15.734958] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:23:15.738613] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:23:15.738742] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:23:18.744382] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:23:18.748161] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:23:18.751664] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:23:18.755145] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:23:18.755232] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:23:21.762522] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:23:21.768433] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:23:21.772846] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:23:21.776945] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:23:21.777035] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:23:24.783523] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:23:24.788171] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:23:24.792220] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:23:24.796110] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:23:24.796206] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:23:27.802187] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:23:27.807993] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:23:27.812451] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:23:27.816574] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:23:27.816802] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:23:30.822241] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:23:30.826625] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:23:30.830621] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:23:30.833999] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:23:30.834078] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:23:33.839230] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:23:33.843600] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:23:33.847258] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:23:33.850817] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:23:33.850896] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:23:36.856336] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:23:36.860339] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:23:36.864081] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:23:36.867752] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:23:36.867848] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:23:39.872568] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:23:39.876441] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:23:39.880295] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:23:39.884103] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:23:39.884240] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:23:42.890128] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:23:42.895406] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:23:42.900571] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:23:42.905677] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:23:42.905816] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:23:45.912197] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:23:45.917285] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:23:45.921593] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:23:45.925220] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:23:45.925304] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:23:48.931169] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:23:48.935812] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:23:48.940126] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:23:48.943786] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:23:48.943879] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:23:51.948697] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:23:51.952437] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:23:51.956259] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:23:51.960090] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:23:51.960192] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:23:54.964932] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:23:54.968808] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:23:54.972476] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:23:54.976141] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:23:54.976233] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:23:57.982107] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:23:57.985851] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:23:57.990192] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:23:57.994005] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:23:57.994099] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:24:01.000462] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:24:01.004496] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:24:01.008868] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:24:01.012752] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:24:01.012864] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:24:04.017760] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:24:04.022003] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:24:04.026176] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:24:04.031054] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:24:04.031316] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:24:07.205066] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:24:07.209380] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:24:07.213084] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:24:07.217327] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:24:07.217487] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:24:10.222404] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:24:10.257060] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:24:10.292063] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:24:10.326269] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:24:10.326378] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:24:13.331489] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:24:13.335494] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:24:13.339741] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:24:13.344223] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:24:13.344344] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:24:16.349865] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:24:16.353792] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:24:16.357227] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:24:16.361485] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:24:16.361663] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:24:19.368079] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:24:19.373150] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:24:19.377127] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:24:19.380694] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:24:19.380801] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:24:22.385936] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:24:22.389939] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:24:22.393743] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:24:22.397891] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:24:22.398020] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:24:25.403427] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:24:25.407942] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:24:25.411684] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:24:25.416739] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:24:25.416894] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:24:28.421574] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:24:28.425214] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:24:28.428688] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:24:28.432047] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:24:28.432127] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:24:31.436766] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:24:31.440540] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:24:31.444232] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:24:31.447926] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:24:31.448035] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:24:34.453384] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:24:34.457341] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:24:34.460910] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:24:34.464972] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:24:34.465192] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:24:37.470329] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:24:37.473962] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:24:37.478591] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:24:37.482448] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:24:37.482535] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:24:40.487659] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:24:40.491474] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:24:40.495228] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:24:40.499012] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:24:40.499086] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:24:43.503527] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:24:43.507219] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:24:43.510738] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:24:43.514152] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:24:43.514237] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:24:46.519066] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:24:46.522913] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:24:46.526689] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:24:46.530446] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:24:46.530533] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:24:49.535779] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:24:49.540092] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:24:49.544509] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:24:49.548906] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:24:49.549049] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:24:52.554723] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:24:52.558635] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:24:52.562131] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:24:52.565675] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:24:52.565764] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:24:55.570597] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:24:55.574236] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:24:55.577787] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:24:55.581241] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:24:55.581351] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:24:58.588488] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:24:58.593486] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:24:58.598167] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:24:58.603572] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:24:58.603685] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:25:01.607744] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:25:01.611358] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:25:01.615199] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:25:01.619377] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:25:01.619547] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:25:04.624470] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:25:04.628345] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:25:04.632122] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:25:04.636083] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:25:04.636221] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:25:07.641968] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:25:07.646096] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:25:07.650032] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:25:07.653547] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:25:07.653685] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:25:10.658893] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:25:10.663892] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:25:10.668312] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:25:10.673280] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:25:10.673358] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:25:13.678105] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:25:13.682115] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:25:13.685628] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:25:13.689024] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:25:13.689106] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:25:16.695866] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:25:16.701506] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:25:16.705995] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:25:16.709681] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:25:16.709760] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:25:19.714850] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:25:19.719323] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:25:19.722976] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:25:19.726289] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:25:19.726365] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:25:22.731103] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:25:22.734727] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:25:22.738301] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:25:22.742102] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:25:22.742247] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:25:25.747175] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:25:25.750807] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:25:25.754216] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:25:25.757807] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:25:25.757904] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:25:28.764534] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:25:28.768669] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:25:28.773474] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:25:28.777806] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:25:28.777899] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:25:31.782408] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:25:31.785934] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:25:31.789316] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:25:31.792740] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:25:31.792821] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:25:34.797673] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:25:34.801132] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:25:34.804460] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:25:34.807809] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:25:34.807884] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:25:37.813955] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:25:37.818755] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:25:37.823235] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:25:37.827532] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:25:37.827678] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:25:40.832230] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:25:40.836576] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:25:40.840704] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:25:40.844559] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:25:40.844657] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:25:43.849843] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:25:43.853714] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:25:43.857309] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:25:43.860894] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:25:43.860981] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:25:46.865864] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:25:46.869370] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:25:46.872657] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:25:46.875917] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:25:46.875996] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:25:49.881320] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:25:49.885173] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:25:49.890107] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:25:49.894756] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:25:49.894916] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:25:52.901592] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:25:52.906261] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:25:52.911851] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:25:52.916829] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:25:52.916995] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:25:55.921511] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:25:55.925082] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:25:55.928551] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:25:55.932142] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:25:55.932226] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:25:58.936999] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:25:58.940630] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:25:58.944211] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:25:58.948296] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:25:58.948429] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:26:01.954949] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:26:01.960452] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:26:01.964609] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:26:01.968783] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:26:01.968892] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:26:04.973610] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:26:04.977571] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:26:04.981536] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:26:04.985024] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:26:04.985104] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:26:07.993122] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:26:07.998677] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:26:08.004741] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:26:08.010046] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:26:08.010209] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:26:11.015810] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:26:11.050739] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:26:11.086221] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:26:11.120666] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:26:11.120801] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:26:14.125691] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:26:14.129275] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:26:14.132733] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:26:14.136064] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:26:14.136152] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:26:17.142097] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:26:17.146603] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:26:17.150353] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:26:17.155304] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:26:17.155467] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:26:20.161580] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:26:20.165896] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:26:20.170169] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:26:20.173960] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:26:20.174039] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:26:23.178888] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:26:23.182265] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:26:23.185604] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:26:23.189028] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:26:23.189126] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:26:26.195399] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:26:26.200993] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:26:26.206736] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:26:26.213015] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:26:26.213242] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:26:29.218264] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:26:29.221862] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:26:29.225444] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:26:29.229278] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:26:29.229389] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:26:32.234185] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:26:32.237509] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:26:32.240822] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:26:32.244095] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:26:32.244174] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:26:35.249612] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:26:35.253694] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:26:35.257515] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:26:35.261291] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:26:35.261385] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:26:38.266967] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:26:38.270429] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:26:38.273775] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:26:38.277329] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:26:38.277427] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:26:41.281978] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:26:41.285866] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:26:41.289846] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:26:41.293478] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:26:41.293558] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:26:44.297994] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:26:44.301580] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:26:44.305267] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:26:44.308978] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:26:44.309100] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:26:47.314669] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:26:47.318205] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:26:47.321808] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:26:47.325280] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:26:47.325384] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:26:50.329937] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:26:50.333337] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:26:50.336714] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:26:50.340111] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:26:50.340194] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:26:53.346383] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:26:53.351555] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:26:53.356870] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:26:53.361228] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:26:53.361327] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:26:56.366297] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:26:56.373759] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:26:56.379176] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:26:56.384238] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:26:56.384343] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:26:59.391205] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:26:59.396159] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:26:59.400182] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:26:59.405150] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:26:59.405307] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:27:02.410554] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:27:02.415024] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:27:02.419878] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:27:02.424965] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:27:02.425084] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:27:05.431909] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:27:05.436922] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:27:05.441147] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:27:05.445188] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:27:05.445292] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:27:08.450142] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:27:08.453918] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:27:08.457461] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:27:08.460935] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:27:08.461025] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:27:11.466078] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:27:11.469873] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:27:11.473507] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:27:11.477247] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:27:11.477329] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:27:14.482168] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:27:14.486012] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:27:14.489896] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:27:14.493289] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:27:14.493390] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:27:17.498249] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:27:17.502384] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:27:17.506517] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:27:17.510664] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:27:17.510779] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:27:20.516012] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:27:20.519793] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:27:20.523329] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:27:20.526736] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:27:20.526826] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:27:23.532606] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:27:23.537380] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:27:23.541713] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:27:23.546039] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:27:23.546166] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:27:26.551002] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:27:26.554767] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:27:26.558297] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:27:26.561894] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:27:26.561973] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:27:29.566577] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:27:29.570114] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:27:29.573671] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:27:29.577333] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:27:29.577417] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:27:32.582431] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:27:32.585882] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:27:32.589246] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:27:32.593409] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:27:32.593571] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:27:35.598612] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:27:35.602463] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:27:35.606209] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:27:35.609917] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:27:35.609999] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:27:38.615738] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:27:38.619947] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:27:38.623798] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:27:38.627217] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:27:38.627299] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:27:41.632671] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:27:41.637988] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:27:41.643072] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:27:41.648956] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:27:41.649118] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:27:44.655306] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:27:44.660725] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:27:44.665194] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:27:44.668906] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:27:44.668995] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:27:47.675133] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:27:47.680394] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:27:47.684276] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:27:47.687830] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:27:47.687909] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:27:50.694164] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:27:50.698789] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:27:50.703014] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:27:50.706729] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:27:50.706816] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:27:53.712894] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:27:53.717352] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:27:53.721263] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:27:53.726257] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:27:53.726407] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:27:56.731262] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:27:56.734665] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:27:56.738037] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:27:56.741256] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:27:56.741331] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:27:59.747428] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:27:59.752215] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:27:59.756270] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:27:59.759618] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:27:59.759709] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:28:02.764088] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:28:02.767490] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:28:02.770744] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:28:02.774040] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:28:02.774120] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:28:05.779025] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:28:05.783105] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:28:05.787713] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:28:05.791673] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:28:05.791756] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:28:08.801767] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:28:08.806961] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:28:08.810818] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:28:08.814807] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:28:08.814897] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:28:11.820526] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:28:11.825388] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:28:11.830726] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:28:11.836369] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:28:11.836467] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:28:14.842057] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:28:14.846786] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:28:14.851053] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:28:14.855722] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:28:14.855863] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:28:17.860757] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:28:17.864483] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:28:17.867924] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:28:17.871632] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:28:17.871729] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:28:20.876491] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:28:20.880679] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:28:20.884963] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:28:20.889214] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:28:20.889355] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:28:23.894975] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:28:23.898584] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:28:23.903442] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:28:23.908955] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:28:23.909085] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:28:26.914204] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:28:26.917855] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:28:26.921511] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:28:26.925022] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:28:26.925117] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:28:29.930139] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:28:29.933570] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:28:29.936984] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:28:29.940586] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:28:29.940702] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:28:32.946739] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:28:32.952074] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:28:32.956107] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:28:32.959582] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:28:32.959694] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:28:35.964561] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:28:35.968608] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:28:35.972997] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:28:35.976767] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:28:35.976853] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:28:38.983085] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:28:38.987217] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:28:38.990859] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:28:38.994176] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:28:38.994250] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:28:41.999724] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:28:42.035141] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:28:42.070158] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:28:42.104604] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:28:42.104747] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:28:45.109320] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:28:45.112771] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:28:45.116187] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:28:45.121135] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:28:45.121303] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:28:48.126539] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:28:48.130570] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:28:48.134807] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:28:48.138611] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:28:48.138736] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:28:51.147560] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:28:51.154947] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:28:51.161177] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:28:51.168320] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:28:51.168497] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:28:54.174797] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:28:54.179729] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:28:54.183873] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:28:54.187220] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:28:54.187306] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:28:57.192321] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:28:57.195761] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:28:57.199036] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:28:57.202240] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:28:57.202333] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:29:00.206811] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:29:00.210187] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:29:00.213458] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:29:00.216705] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:29:00.216781] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:29:03.221322] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:29:03.225226] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:29:03.228855] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:29:03.232523] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:29:03.232621] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:29:06.237703] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:29:06.242184] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:29:06.245566] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:29:06.249103] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:29:06.249180] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:29:09.254568] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:29:09.258005] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:29:09.261353] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:29:09.264803] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:29:09.264884] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:29:12.270475] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:29:12.275544] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:29:12.280398] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:29:12.285866] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:29:12.286010] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:29:15.291220] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:29:15.294826] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:29:15.298124] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:29:15.301417] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:29:15.301490] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:29:18.306698] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:29:18.310835] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:29:18.314436] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:29:18.318136] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:29:18.318238] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:29:21.322904] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:29:21.327053] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:29:21.331134] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:29:21.335066] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:29:21.335191] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:29:24.340372] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:29:24.344083] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:29:24.347581] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:29:24.351296] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:29:24.351402] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:29:27.356310] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:29:27.360036] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:29:27.363931] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:29:27.367819] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:29:27.367936] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:29:30.372333] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:29:30.375863] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:29:30.379330] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:29:30.382706] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:29:30.382792] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:29:33.387790] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:29:33.391239] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:29:33.394606] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:29:33.398019] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:29:33.398109] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:29:36.402336] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:29:36.405925] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:29:36.409429] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:29:36.412860] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:29:36.412961] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:29:39.419803] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:29:39.423778] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:29:39.427318] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:29:39.430679] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:29:39.430757] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:29:42.435466] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:29:42.439487] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:29:42.443375] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:29:42.447319] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:29:42.447395] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:29:45.452292] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:29:45.455681] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:29:45.459063] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:29:45.463009] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:29:45.463099] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:29:48.468583] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:29:48.472476] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:29:48.476083] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:29:48.479502] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:29:48.479593] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:29:51.484383] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:29:51.488214] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:29:51.492328] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:29:51.496323] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:29:51.496418] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:29:54.501228] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:29:54.504794] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:29:54.508459] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:29:54.511830] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:29:54.511919] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:29:57.516771] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:29:57.520612] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:29:57.524375] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:29:57.527996] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:29:57.528098] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:30:00.535868] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:30:00.542084] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:30:00.548024] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:30:00.555112] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:30:00.555275] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:30:03.560932] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:30:03.564596] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:30:03.568031] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:30:03.571324] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:30:03.571407] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:30:06.577370] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:30:06.582171] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:30:06.586551] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:30:06.590322] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:30:06.590413] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:30:09.598570] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:30:09.603993] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:30:09.608523] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:30:09.612363] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:30:09.612456] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:30:12.618795] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:30:12.623410] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:30:12.627541] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:30:12.632843] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:30:12.633024] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:30:15.639164] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:30:15.643948] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:30:15.647544] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:30:15.650805] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:30:15.650882] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:30:18.655532] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:30:18.658965] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:30:18.662189] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:30:18.665501] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:30:18.665581] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:30:21.670937] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:30:21.674763] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:30:21.679024] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:30:21.683043] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:30:21.683158] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:30:24.690115] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:30:24.695090] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:30:24.699788] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:30:24.704533] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:30:24.704709] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:30:27.711245] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:30:27.715240] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:30:27.720140] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:30:27.724980] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:30:27.725124] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:30:30.731899] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:30:30.737521] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:30:30.742729] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:30:30.748175] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:30:30.748311] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:30:33.754294] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:30:33.758487] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:30:33.762523] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:30:33.766199] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:30:33.766291] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:30:36.771405] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:30:36.777394] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:30:36.781181] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:30:36.785377] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:30:36.785519] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:30:39.790875] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:30:39.794971] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:30:39.798728] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:30:39.802481] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:30:39.802608] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:30:42.807043] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:30:42.811532] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:30:42.816540] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:30:42.820830] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:30:42.820937] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:30:45.825729] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:30:45.829356] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:30:45.832873] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:30:45.836292] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:30:45.836379] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:30:48.841428] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:30:48.845099] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:30:48.848793] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:30:48.852611] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:30:48.852730] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:30:51.858139] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:30:51.861764] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:30:51.865279] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:30:51.869213] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:30:51.869314] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:30:54.873897] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:30:54.877878] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:30:54.881310] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:30:54.884780] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:30:54.884866] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:30:57.890239] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:30:57.894055] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:30:57.897852] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:30:57.901296] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:30:57.901392] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:31:00.905624] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:31:00.908986] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:31:00.912196] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:31:00.915434] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:31:00.915575] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:31:03.921669] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:31:03.925743] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:31:03.929474] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:31:03.932897] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:31:03.933004] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:31:06.938701] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:31:06.942765] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:31:06.947232] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:31:06.952445] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:31:06.952605] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:31:09.958409] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:31:09.962252] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:31:09.965872] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:31:09.969248] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:31:09.969330] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:31:12.974103] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:31:12.978787] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:31:12.983365] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:31:12.988022] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:31:12.988155] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:31:15.993602] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:31:15.998286] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:31:16.003415] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:31:16.008430] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:31:16.008560] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:31:19.014262] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:31:19.018280] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:31:19.021920] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:31:19.025671] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:31:19.025778] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:31:22.030625] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:31:22.034210] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:31:22.037759] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:31:22.041195] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:31:22.041286] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:31:25.047139] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:31:25.052014] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:31:25.056129] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:31:25.060205] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:31:25.060359] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:31:28.066662] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:31:28.070730] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:31:28.075164] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:31:28.079198] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:31:28.079290] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:31:31.086511] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:31:31.092001] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:31:31.095755] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:31:31.098990] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:31:31.099073] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:31:34.106585] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:31:34.112460] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:31:34.117885] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:31:34.121976] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:31:34.122085] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:31:37.158060] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:31:37.193246] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:31:37.228311] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:31:37.262746] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:31:37.262899] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:31:40.333577] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:31:40.337838] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:31:40.341273] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:31:40.344696] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:31:40.344779] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:31:43.351152] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:31:43.356627] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:31:43.361463] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:31:43.365688] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:31:43.365786] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:31:46.370280] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:31:46.373787] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:31:46.377198] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:31:46.380570] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:31:46.380669] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:31:49.385346] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:31:49.388932] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:31:49.392423] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:31:49.395910] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:31:49.395994] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:31:52.400787] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:31:52.404524] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:31:52.408056] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:31:52.411543] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:31:52.411630] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:31:55.416135] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:31:55.419601] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:31:55.422985] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:31:55.426426] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:31:55.426514] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:31:58.431252] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:31:58.434689] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:31:58.438154] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:31:58.441480] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:31:58.441558] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:32:01.446740] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:32:01.450792] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:32:01.454983] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:32:01.459064] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:32:01.459200] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:32:04.463665] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:32:04.467284] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:32:04.470628] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:32:04.473924] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:32:04.473998] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:32:07.479335] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:32:07.482951] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:32:07.486426] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:32:07.490205] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:32:07.490332] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:32:10.495684] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:32:10.499434] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:32:10.503262] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:32:10.507172] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:32:10.507274] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:32:13.511996] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:32:13.516263] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:32:13.520533] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:32:13.524790] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:32:13.524895] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:32:16.529883] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:32:16.533494] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:32:16.537005] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:32:16.540557] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:32:16.540666] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:32:19.545191] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:32:19.548527] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:32:19.551738] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:32:19.554899] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:32:19.554977] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:32:22.559870] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:32:22.563788] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:32:22.568045] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:32:22.571903] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:32:22.572010] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:32:25.576848] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:32:25.581284] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:32:25.585143] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:32:25.588971] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:32:25.589071] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:32:28.594003] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:32:28.598262] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:32:28.603719] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:32:28.608382] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:32:28.608491] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:32:31.614792] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:32:31.619207] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:32:31.622810] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:32:31.626276] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:32:31.626370] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:32:34.632162] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:32:34.636279] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:32:34.639940] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:32:34.644781] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:32:34.644973] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:32:37.651057] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:32:37.654846] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:32:37.658301] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:32:37.661762] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:32:37.661842] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:32:40.666669] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:32:40.670246] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:32:40.673691] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:32:40.677128] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:32:40.677242] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:32:43.682130] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:32:43.686083] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:32:43.689854] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:32:43.693429] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:32:43.693508] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:32:46.698081] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:32:46.701922] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:32:46.706360] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:32:46.710353] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:32:46.710487] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:32:49.715561] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:32:49.720066] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:32:49.724117] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:32:49.727858] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:32:49.727958] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:32:52.733210] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:32:52.737426] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:32:52.741483] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:32:52.745107] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:32:52.745195] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:32:55.751053] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:32:55.755790] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:32:55.759824] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:32:55.763420] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:32:55.763526] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:32:58.767747] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:32:58.771249] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:32:58.774628] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:32:58.778206] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:32:58.778302] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:33:01.783583] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:33:01.786906] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:33:01.790192] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:33:01.793541] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:33:01.793616] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:33:04.798931] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:33:04.802984] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:33:04.806384] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:33:04.812911] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:33:04.812997] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:33:07.818430] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:33:07.822011] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:33:07.825613] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:33:07.829287] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:33:07.829376] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:33:10.836093] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:33:10.840570] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:33:10.844167] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:33:10.848768] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:33:10.848913] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:33:13.854188] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:33:13.858931] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:33:13.863200] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:33:13.868166] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:33:13.868285] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:33:16.873729] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:33:16.878051] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:33:16.881519] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:33:16.885456] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:33:16.885625] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:33:19.890144] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:33:19.893924] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:33:19.897350] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:33:19.901170] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:33:19.901313] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:33:22.906667] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:33:22.911529] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:33:22.916226] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:33:22.920427] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:33:22.920538] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:33:25.925318] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:33:25.928930] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:33:25.932202] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:33:25.935596] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:33:25.935712] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:33:28.940819] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:33:28.945259] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:33:28.949227] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:33:28.952819] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:33:28.952920] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:33:31.958135] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:33:31.962562] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:33:31.966592] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:33:31.970375] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:33:31.970479] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:33:34.974863] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:33:34.978581] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:33:34.982709] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:33:34.986235] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:33:34.986321] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:33:37.991111] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:33:37.994502] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:33:37.997872] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:33:38.001213] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:33:38.001291] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:33:41.167535] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:33:41.171033] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:33:41.174245] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:33:41.177445] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:33:41.177519] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:33:44.182250] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:33:44.216362] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:33:44.250585] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:33:44.285504] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:33:44.285618] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:33:47.290925] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:33:47.294255] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:33:47.297565] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:33:47.300863] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:33:47.300941] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:33:50.305664] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:33:50.309174] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:33:50.312533] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:33:50.315853] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:33:50.315943] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:33:53.320476] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:33:53.324186] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:33:53.327692] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:33:53.331258] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:33:53.331360] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:33:56.336074] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:33:56.339476] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:33:56.342690] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:33:56.345852] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:33:56.345928] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:33:59.351279] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:33:59.354897] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:33:59.358365] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:33:59.362345] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:33:59.362469] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:34:02.369435] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:34:02.374711] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:34:02.379590] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:34:02.384440] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:34:02.384559] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:34:05.389535] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:34:05.393524] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:34:05.397456] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:34:05.401238] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:34:05.401342] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:34:08.405956] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:34:08.409549] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:34:08.413254] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:34:08.416781] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:34:08.416864] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:34:11.424257] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:34:11.428739] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:34:11.432598] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:34:11.437353] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:34:11.437509] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:34:14.442456] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:34:14.447105] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:34:14.451284] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:34:14.456472] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:34:14.456615] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:34:17.461921] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:34:17.466071] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:34:17.470113] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:34:17.474439] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:34:17.474582] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:34:20.480773] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:34:20.486170] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:34:20.490593] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:34:20.494355] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:34:20.494441] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:34:23.500336] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:34:23.504540] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:34:23.508184] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:34:23.511841] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:34:23.511941] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:34:26.517239] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:34:26.520715] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:34:26.524133] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:34:26.528402] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:34:26.528533] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:34:29.533174] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:34:29.536731] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:34:29.540254] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:34:29.543670] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:34:29.543752] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:34:32.548471] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:34:32.551820] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:34:32.555084] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:34:32.558439] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:34:32.558520] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:34:35.562990] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:34:35.566513] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:34:35.570328] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:34:35.573670] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:34:35.573746] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:34:38.578902] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:34:38.582525] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:34:38.585857] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:34:38.589234] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:34:38.589340] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:34:41.594310] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:34:41.598094] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:34:41.601767] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:34:41.606452] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:34:41.606557] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:34:44.611671] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:34:44.616617] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:34:44.625304] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:34:44.630999] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:34:44.631163] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:34:47.636109] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:34:47.639719] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:34:47.643094] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:34:47.646540] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:34:47.646615] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:34:50.651253] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:34:50.654844] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:34:50.658536] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:34:50.662362] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:34:50.662472] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:34:53.667666] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:34:53.671586] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:34:53.675411] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:34:53.679286] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:34:53.679395] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:34:56.685322] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:34:56.689741] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:34:56.693171] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:34:56.696620] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:34:56.696717] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:34:59.701993] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:34:59.705958] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:34:59.709824] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:34:59.713734] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:34:59.713878] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:35:02.718695] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:35:02.722634] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:35:02.726570] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:35:02.731070] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:35:02.731201] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:35:05.735964] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:35:05.740024] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:35:05.744627] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:35:05.748748] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:35:05.748850] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:35:08.754077] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:35:08.758037] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:35:08.761722] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:35:08.765401] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:35:08.765523] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:35:11.771045] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:35:11.775430] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:35:11.779470] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:35:11.783077] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:35:11.783174] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:35:14.788369] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:35:14.792068] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:35:14.795821] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:35:14.799716] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:35:14.799841] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:35:17.805354] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:35:17.809342] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:35:17.813319] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:35:17.817395] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:35:17.817518] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:35:20.823669] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:35:20.827249] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:35:20.830604] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:35:20.834764] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:35:20.834928] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:35:23.839849] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:35:23.843693] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:35:23.847337] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:35:23.850850] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:35:23.850951] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:35:26.857305] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:35:26.861811] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:35:26.866494] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:35:26.869935] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:35:26.870016] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:35:29.876419] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:35:29.881290] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:35:29.885999] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:35:29.893061] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:35:29.893201] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:35:32.898839] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:35:32.902695] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:35:32.906032] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:35:32.909392] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:35:32.909467] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:35:35.914757] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:35:35.918510] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:35:35.921978] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:35:35.925407] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:35:35.925509] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:35:38.930202] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:35:38.933943] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:35:38.937847] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:35:38.941522] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:35:38.941621] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:35:41.947412] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:35:41.950993] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:35:41.954429] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:35:41.957896] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:35:41.957983] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:35:44.962332] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:35:44.966079] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:35:44.969453] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:35:44.972717] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:35:44.972805] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:35:47.977383] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:35:47.980930] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:35:47.984325] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:35:47.987729] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:35:47.987808] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:35:50.994739] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:35:50.998922] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:35:51.002267] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:35:51.005790] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:35:51.005866] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:35:54.010989] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:35:54.015420] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:35:54.019343] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:35:54.023178] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:35:54.023278] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:35:57.028498] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:35:57.032222] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:35:57.036194] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:35:57.040161] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:35:57.040258] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:36:00.045211] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:36:00.048915] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:36:00.052509] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:36:00.056012] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:36:00.056108] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:36:03.062272] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:36:03.066775] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:36:03.070804] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:36:03.075066] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:36:03.075215] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:36:06.083132] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:36:06.090135] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:36:06.097121] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:36:06.103581] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:36:06.103793] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:36:09.108639] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:36:09.112129] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:36:09.115578] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:36:09.119550] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:36:09.119634] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:36:12.124902] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:36:12.128755] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:36:12.132504] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:36:12.136202] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:36:12.136291] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:36:15.141330] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:36:15.145609] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:36:15.149447] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:36:15.153024] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:36:15.153106] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:36:18.157727] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:36:18.161192] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:36:18.164535] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:36:18.167851] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:36:18.167948] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:36:21.173238] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:36:21.177607] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:36:21.181687] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:36:21.185306] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:36:21.185385] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:36:24.190683] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:36:24.194501] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:36:24.198228] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:36:24.201881] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:36:24.201997] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:36:27.207964] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:36:27.213209] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:36:27.217445] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:36:27.220992] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:36:27.221095] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:36:30.225932] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:36:30.229791] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:36:30.233279] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:36:30.236755] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:36:30.236845] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:36:33.241669] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:36:33.245226] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:36:33.248680] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:36:33.252051] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:36:33.252154] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:36:36.256885] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:36:36.260571] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:36:36.264025] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:36:36.267384] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:36:36.267485] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:36:39.273490] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:36:39.277305] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:36:39.280867] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:36:39.284439] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:36:39.284523] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:36:42.290006] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:36:42.294156] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:36:42.298165] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:36:42.301955] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:36:42.302073] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:36:45.307965] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:36:45.313021] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:36:45.318132] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:36:45.322623] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:36:45.322757] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:36:48.329039] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:36:48.333504] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:36:48.337786] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:36:48.341877] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:36:48.342008] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:36:51.347358] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:36:51.351058] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:36:51.354950] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:36:51.358344] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:36:51.358439] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:36:54.363881] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:36:54.369630] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:36:54.374544] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:36:54.380454] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:36:54.380664] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:36:57.385676] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:36:57.389805] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:36:57.393332] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:36:57.396830] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:36:57.396909] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:37:00.402974] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:37:00.407677] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:37:00.412452] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:37:00.418122] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:37:00.418279] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:37:03.423588] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:37:03.428005] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:37:03.431599] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:37:03.434985] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:37:03.435063] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:37:06.444990] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:37:06.450041] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:37:06.455092] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:37:06.460374] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:37:06.460500] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:37:09.466336] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:37:09.471436] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:37:09.476115] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:37:09.481485] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:37:09.481663] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:37:12.487961] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:37:12.493754] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:37:12.499237] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:37:12.503914] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:37:12.504232] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:37:15.510560] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:37:15.514378] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:37:15.517660] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:37:15.520964] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:37:15.521041] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:37:18.526024] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:37:18.529573] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:37:18.533080] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:37:18.536840] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:37:18.536912] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:37:21.542617] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:37:21.546449] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:37:21.550065] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:37:21.553849] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:37:21.553931] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:37:24.560249] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:37:24.563785] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:37:24.567173] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:37:24.570824] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:37:24.570940] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:37:27.575899] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:37:27.579714] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:37:27.583417] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:37:27.587163] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:37:27.587297] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:37:30.592772] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:37:30.596938] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:37:30.600979] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:37:30.604889] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:37:30.604980] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:37:33.611340] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:37:33.616737] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:37:33.622259] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:37:33.627337] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:37:33.627473] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:37:36.633267] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:37:36.638474] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:37:36.643114] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:37:36.647615] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:37:36.647731] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:37:39.652817] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:37:39.656741] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:37:39.660341] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:37:39.663938] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:37:39.664041] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:37:42.670052] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:37:42.673447] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:37:42.676900] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:37:42.680379] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:37:42.680457] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:37:45.686534] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:37:45.690601] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:37:45.695819] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:37:45.700113] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:37:45.700224] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:37:48.704860] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:37:48.708698] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:37:48.712100] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:37:48.715424] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:37:48.715502] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:37:51.721742] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:37:51.726692] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:37:51.731435] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:37:51.735605] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:37:51.735710] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:37:54.740839] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:37:54.744819] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:37:54.748571] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:37:54.752029] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:37:54.752118] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:37:57.756546] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:37:57.760100] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:37:57.763388] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:37:57.766685] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:37:57.766783] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:38:00.772379] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:38:00.775995] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:38:00.779367] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:38:00.782677] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:38:00.782756] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:38:03.788195] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:38:03.792146] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:38:03.795523] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:38:03.798788] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:38:03.798861] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:38:06.804267] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:38:06.807982] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:38:06.811556] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:38:06.815480] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:38:06.815621] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:38:09.824965] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:38:09.829381] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:38:09.834779] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:38:09.840234] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:38:09.840379] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:38:12.846170] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:38:12.850316] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:38:12.853798] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:38:12.857329] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:38:12.857420] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:38:15.862144] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:38:15.865504] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:38:15.868810] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:38:15.872018] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:38:15.872094] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:38:18.877184] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:38:18.880960] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:38:18.884515] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:38:18.888059] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:38:18.888151] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:38:21.894107] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:38:21.898483] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:38:21.902759] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:38:21.907002] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:38:21.907125] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:38:24.912852] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:38:24.917557] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:38:24.921408] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:38:24.924905] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:38:24.925000] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:38:27.929911] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:38:27.933427] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:38:27.937209] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:38:27.940733] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:38:27.940848] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:38:30.947223] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:38:30.951129] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:38:30.955300] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:38:30.959272] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:38:30.959349] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:38:33.965889] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:38:33.970297] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:38:33.973846] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:38:33.977470] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:38:33.977560] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:38:36.982121] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:38:36.985656] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:38:36.989445] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:38:36.992951] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:38:36.993033] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:38:39.999319] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:38:40.003482] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:38:40.007234] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:38:40.011383] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:38:40.011469] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:38:43.184634] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:38:43.190406] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:38:43.195099] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:38:43.199137] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:38:43.199251] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:38:46.205185] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:38:46.210276] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:38:46.214337] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:38:46.218056] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:38:46.218140] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:38:49.223687] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:38:49.227435] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:38:49.232255] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:38:49.236125] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:38:49.236206] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:38:52.241435] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:38:52.244826] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:38:52.248034] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:38:52.251228] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:38:52.251321] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:38:55.258255] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:38:55.264112] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:38:55.270377] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:38:55.276060] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:38:55.276201] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:38:58.281710] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:38:58.285091] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:38:58.288353] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:38:58.291698] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:38:58.291776] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:39:01.296564] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:39:01.300449] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:39:01.304340] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:39:01.308273] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:39:01.308412] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:39:04.313288] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:39:04.317154] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:39:04.320891] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:39:04.324437] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:39:04.324554] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:39:07.330268] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:39:07.334544] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:39:07.338267] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:39:07.341542] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:39:07.341622] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:39:10.346418] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:39:10.350311] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:39:10.354014] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:39:10.357683] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:39:10.357785] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:39:13.363104] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:39:13.366552] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:39:13.369893] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:39:13.373323] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:39:13.373405] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:39:16.377951] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:39:16.381275] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:39:16.384558] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:39:16.387914] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:39:16.387994] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:39:19.392496] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:39:19.396006] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:39:19.399323] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:39:19.402565] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:39:19.402661] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:39:22.409538] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:39:22.414975] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:39:22.419948] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:39:22.424320] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:39:22.424475] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:39:25.429441] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:39:25.432956] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:39:25.436411] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:39:25.440619] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:39:25.440772] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:39:28.447388] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:39:28.451543] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:39:28.455136] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:39:28.458654] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:39:28.458741] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:39:31.464343] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:39:31.469448] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:39:31.473922] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:39:31.479011] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:39:31.479173] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:39:34.483808] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:39:34.487338] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:39:34.490932] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:39:34.494326] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:39:34.494417] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:39:37.500677] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:39:37.504768] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:39:37.508560] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:39:37.513321] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:39:37.513473] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:39:40.518579] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:39:40.522715] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:39:40.526805] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:39:40.530794] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:39:40.530911] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:39:43.537342] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:39:43.541849] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:39:43.547729] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:39:43.552132] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:39:43.552260] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:39:46.557129] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:39:46.560477] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:39:46.563844] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:39:46.567124] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:39:46.567206] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:39:49.573194] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:39:49.576919] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:39:49.580201] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:39:49.583344] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:39:49.583420] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:39:52.588472] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:39:52.592456] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:39:52.596236] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:39:52.600104] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:39:52.600217] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:39:55.604460] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:39:55.608788] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:39:55.612722] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:39:55.616632] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:39:55.616769] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:39:58.622982] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:39:58.627202] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:39:58.631202] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:39:58.634948] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:39:58.635031] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:40:01.639718] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:40:01.644549] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:40:01.649269] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:40:01.653821] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:40:01.653977] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:40:04.659281] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:40:04.664111] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:40:04.668837] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:40:04.673398] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:40:04.673510] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:40:07.679866] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:40:07.684454] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:40:07.688473] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:40:07.692765] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:40:07.692870] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:40:10.698299] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:40:10.702174] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:40:10.706122] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:40:10.710281] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:40:10.710404] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:40:13.716342] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:40:13.720193] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:40:13.723686] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:40:13.727137] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:40:13.727220] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:40:16.731939] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:40:16.735455] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:40:16.738797] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:40:16.742193] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:40:16.742274] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:40:19.747395] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:40:19.751272] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:40:19.755603] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:40:19.759438] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:40:19.759532] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:40:22.764737] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:40:22.768432] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:40:22.771712] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:40:22.774977] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:40:22.775054] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:40:25.780129] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:40:25.784461] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:40:25.788249] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:40:25.792165] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:40:25.792260] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:40:28.798391] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:40:28.803885] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:40:28.809023] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:40:28.814523] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:40:28.814675] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:40:31.820955] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:40:31.824427] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:40:31.827691] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:40:31.830967] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:40:31.831045] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:40:34.836723] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:40:34.840596] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:40:34.844258] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:40:34.847692] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:40:34.847803] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:40:37.852263] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:40:37.856247] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:40:37.860130] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:40:37.864051] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:40:37.864177] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:40:40.870183] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:40:40.874385] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:40:40.879008] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:40:40.884039] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:40:40.884215] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:40:43.889549] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:40:43.892842] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:40:43.897108] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:40:43.901073] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:40:43.901152] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:40:46.907372] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:40:46.911802] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:40:46.915826] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:40:46.919202] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:40:46.919283] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:40:49.924234] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:40:49.928172] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:40:49.931891] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:40:49.935695] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:40:49.935799] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:40:52.940003] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:40:52.943377] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:40:52.946672] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:40:52.949941] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:40:52.950020] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:40:55.954721] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:40:55.958261] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:40:55.961784] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:40:55.965160] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:40:55.965244] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:40:58.970795] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:40:58.974556] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:40:58.978223] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:40:58.981814] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:40:58.981912] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:41:01.986130] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:41:01.989602] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:41:01.992870] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:41:01.996240] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:41:01.996330] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:41:05.001272] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:41:05.004897] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:41:05.008560] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:41:05.012350] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:41:05.012463] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:41:08.018012] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:41:08.021838] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:41:08.025147] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:41:08.028548] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:41:08.028625] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:41:11.033334] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:41:11.036733] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:41:11.040059] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:41:11.043349] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:41:11.043446] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:41:14.112566] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:41:14.116092] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:41:14.119826] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:41:14.123244] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:41:14.123322] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:41:17.128483] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:41:17.132536] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:41:17.136474] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:41:17.140174] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:41:17.140280] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:41:20.145878] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:41:20.149634] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:41:20.152999] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:41:20.156210] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:41:20.156286] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:41:23.161099] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:41:23.164595] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:41:23.168159] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:41:23.171478] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:41:23.171576] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:41:26.176365] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:41:26.180020] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:41:26.183632] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:41:26.187108] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:41:26.187221] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:41:29.194470] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:41:29.199482] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:41:29.202822] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:41:29.206273] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:41:29.206350] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:41:32.211146] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:41:32.214554] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:41:32.218074] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:41:32.221545] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:41:32.221628] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:41:35.228131] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:41:35.232780] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:41:35.237148] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:41:35.241030] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:41:35.241120] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:41:38.275432] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:41:38.309140] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:41:38.342733] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:41:38.378524] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:41:38.378777] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:41:41.383576] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:41:41.387013] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:41:41.390298] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:41:41.393765] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:41:41.393884] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:41:44.399120] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:41:44.402637] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:41:44.405990] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:41:44.413107] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:41:44.413248] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:41:47.418070] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:41:47.421754] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:41:47.425231] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:41:47.428837] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:41:47.428934] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:41:50.433729] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:41:50.437803] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:41:50.441831] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:41:50.445699] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:41:50.445824] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:41:53.450761] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:41:53.455837] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:41:53.460473] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:41:53.464355] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:41:53.464468] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:41:56.469366] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:41:56.473413] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:41:56.477233] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:41:56.481168] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:41:56.481286] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:41:59.487581] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:41:59.491980] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:41:59.496612] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:41:59.501125] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:41:59.501230] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:42:02.506087] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:42:02.510221] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:42:02.513777] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:42:02.517363] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:42:02.517454] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:42:05.522741] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:42:05.526832] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:42:05.531502] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:42:05.536160] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:42:05.536280] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:42:08.541372] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:42:08.545100] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:42:08.548708] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:42:08.552295] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:42:08.552389] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:42:11.556697] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:42:11.560029] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:42:11.563867] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:42:11.568875] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:42:11.569060] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:42:14.575158] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:42:14.579775] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:42:14.584311] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:42:14.589117] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:42:14.589213] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:42:17.593715] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:42:17.598885] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:42:17.604149] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:42:17.609163] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:42:17.609290] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:42:20.614100] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:42:20.617734] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:42:20.621115] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:42:20.624630] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:42:20.624745] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:42:23.629196] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:42:23.633254] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:42:23.636744] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:42:23.640026] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:42:23.640102] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:42:26.644689] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:42:26.648272] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:42:26.651611] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:42:26.654923] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:42:26.654999] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:42:29.659985] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:42:29.663815] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:42:29.667286] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:42:29.670778] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:42:29.670873] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:42:32.677297] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:42:32.682980] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:42:32.688698] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:42:32.694258] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:42:32.694392] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:42:35.699850] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:42:35.703985] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:42:35.708088] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:42:35.711672] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:42:35.711776] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:42:38.717547] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:42:38.722043] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:42:38.728169] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:42:38.732225] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:42:38.732319] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:42:41.736495] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:42:41.740015] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:42:41.743379] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:42:41.748592] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:42:41.748845] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:42:44.754043] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:42:44.757463] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:42:44.760690] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:42:44.763856] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:42:44.763932] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:42:47.768522] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:42:47.772338] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:42:47.776012] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:42:47.779690] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:42:47.779780] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:42:50.784252] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:42:50.787814] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:42:50.791247] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:42:50.794548] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:42:50.794623] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:42:53.799626] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:42:53.804060] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:42:53.808269] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:42:53.812214] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:42:53.812322] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:42:56.817072] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:42:56.820590] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:42:56.823933] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:42:56.827305] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:42:56.827385] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:42:59.832411] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:42:59.836536] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:42:59.840841] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:42:59.844859] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:42:59.844975] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:43:02.849968] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:43:02.854757] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:43:02.859139] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:43:02.863667] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:43:02.863763] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:43:05.869715] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:43:05.874382] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:43:05.878020] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:43:05.882588] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:43:05.882748] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:43:08.887496] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:43:08.892029] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:43:08.897193] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:43:08.902445] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:43:08.902599] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:43:11.907510] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:43:11.911112] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:43:11.914575] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:43:11.917995] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:43:11.918082] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:43:14.923361] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:43:14.927075] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:43:14.930761] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:43:14.934242] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:43:14.934370] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:43:17.939209] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:43:17.942732] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:43:17.947609] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:43:17.951991] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:43:17.952141] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:43:20.958508] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:43:20.962977] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:43:20.967307] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:43:20.970923] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:43:20.971020] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:43:23.976618] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:43:23.988307] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:43:23.992861] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:43:23.996803] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:43:23.996938] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:43:27.002570] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:43:27.007485] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:43:27.012311] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:43:27.016973] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:43:27.017117] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:43:30.022684] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:43:30.026754] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:43:30.030686] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:43:30.034451] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:43:30.034560] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:43:33.039803] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:43:33.043581] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:43:33.047537] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:43:33.051661] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:43:33.051782] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:43:36.057034] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:43:36.060626] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:43:36.064259] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:43:36.067977] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:43:36.068093] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:43:39.072877] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:43:39.076299] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:43:39.079724] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:43:39.083143] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:43:39.083241] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:43:42.088188] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:43:42.092149] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:43:42.096239] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:43:42.100078] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:43:42.100162] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:43:45.200082] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:43:45.204777] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:43:45.209120] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:43:45.213571] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:43:45.213711] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:43:48.219011] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:43:48.223035] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:43:48.226596] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:43:48.229968] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:43:48.230043] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:43:51.236121] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:43:51.241099] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:43:51.245299] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:43:51.249205] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:43:51.249296] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:43:54.253679] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:43:54.256973] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:43:54.260184] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:43:54.263403] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:43:54.263480] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:43:57.268795] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:43:57.272240] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:43:57.275490] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:43:57.278871] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:43:57.278956] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:44:00.283415] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:44:00.287785] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:44:00.292241] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:44:00.296377] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:44:00.296494] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:44:03.302134] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:44:03.306374] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:44:03.310426] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:44:03.314264] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:44:03.314366] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:44:06.319184] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:44:06.322834] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:44:06.326500] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:44:06.330703] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:44:06.330847] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:44:09.336517] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:44:09.341270] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:44:09.345847] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:44:09.350314] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:44:09.350425] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:44:12.356028] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:44:12.361855] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:44:12.367291] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:44:12.372514] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:44:12.372688] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:44:15.378028] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:44:15.382875] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:44:15.387721] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:44:15.392162] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:44:15.392359] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:44:18.397438] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:44:18.401568] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:44:18.405297] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:44:18.408930] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:44:18.409029] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:44:21.413415] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:44:21.416772] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:44:21.420017] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:44:21.423585] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:44:21.423687] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:44:24.427903] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:44:24.431290] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:44:24.434566] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:44:24.437850] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:44:24.437925] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:44:27.442564] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:44:27.446277] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:44:27.449745] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:44:27.453033] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:44:27.453109] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:44:30.458135] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:44:30.461862] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:44:30.465354] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:44:30.468793] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:44:30.468891] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:44:33.474129] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:44:33.477637] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:44:33.481048] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:44:33.484474] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:44:33.484568] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:44:36.489691] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:44:36.493336] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:44:36.497044] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:44:36.501219] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:44:36.501335] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:44:39.506400] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:44:39.510161] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:44:39.513696] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:44:39.517127] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:44:39.517231] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:44:42.522412] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:44:42.526411] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:44:42.530322] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:44:42.534442] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:44:42.534556] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:44:45.539657] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:44:45.543234] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:44:45.546777] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:44:45.550375] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:44:45.550471] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:44:48.554929] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:44:48.558318] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:44:48.561708] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:44:48.564913] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:44:48.564990] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:44:51.569971] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:44:51.573732] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:44:51.577356] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:44:51.580972] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:44:51.581080] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:44:54.586467] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:44:54.590607] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:44:54.594593] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:44:54.598400] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:44:54.598514] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:44:57.603601] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:44:57.607972] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:44:57.611880] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:44:57.615939] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:44:57.616070] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:45:00.623666] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:45:00.631398] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:45:00.638268] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:45:00.645262] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:45:00.645382] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:45:03.651464] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:45:03.656034] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:45:03.662035] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:45:03.667880] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:45:03.668017] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:45:06.674304] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:45:06.678579] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:45:06.682362] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:45:06.686056] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:45:06.686140] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:45:09.690735] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:45:09.694601] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:45:09.697952] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:45:09.701497] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:45:09.701576] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:45:12.707006] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:45:12.711044] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:45:12.715338] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:45:12.719174] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:45:12.719257] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:45:15.724871] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:45:15.729989] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:45:15.734171] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:45:15.738351] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:45:15.738473] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:45:18.744224] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:45:18.748586] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:45:18.752244] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:45:18.755600] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:45:18.755702] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:45:21.760559] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:45:21.764609] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:45:21.768091] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:45:21.771471] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:45:21.771550] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:45:24.776145] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:45:24.779881] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:45:24.783949] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:45:24.787579] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:45:24.787701] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:45:27.793511] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:45:27.798397] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:45:27.802746] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:45:27.807007] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:45:27.807184] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:45:30.812739] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:45:30.816831] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:45:30.822087] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:45:30.827273] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:45:30.827359] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:45:33.833316] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:45:33.837391] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:45:33.841866] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:45:33.845678] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:45:33.845759] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:45:36.851797] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:45:36.856091] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:45:36.860303] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:45:36.863904] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:45:36.863981] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:45:39.868347] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:45:39.872254] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:45:39.875864] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:45:39.879252] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:45:39.879338] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:45:42.883929] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:45:42.887476] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:45:42.890923] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:45:42.894246] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:45:42.894346] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:45:45.898338] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:45:45.901612] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:45:45.904855] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:45:45.908114] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:45:45.908189] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:45:48.913715] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:45:48.917527] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:45:48.921180] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:45:48.924490] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:45:48.924567] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:45:51.930486] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:45:51.934079] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:45:51.937785] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:45:51.941262] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:45:51.941359] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:45:54.947073] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:45:54.950629] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:45:54.954184] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:45:54.958335] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:45:54.958485] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:45:57.962839] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:45:57.966303] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:45:57.969668] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:45:57.972982] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:45:57.973062] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:46:00.980662] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:46:00.986071] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:46:00.990680] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:46:00.995249] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:46:00.995382] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:46:04.001458] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:46:04.006137] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:46:04.010029] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:46:04.013597] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:46:04.013710] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:46:07.018550] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:46:07.022620] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:46:07.026547] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:46:07.030510] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:46:07.030622] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:46:10.038133] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:46:10.045259] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:46:10.051868] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:46:10.058521] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:46:10.058739] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:46:13.064728] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:46:13.069196] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:46:13.073130] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:46:13.076968] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:46:13.077071] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:46:16.082682] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:46:16.087150] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:46:16.091441] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:46:16.095346] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:46:16.095439] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:46:19.101748] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:46:19.109725] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:46:19.115173] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:46:19.120243] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:46:19.120405] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:46:22.125584] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:46:22.129190] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:46:22.132450] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:46:22.135750] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:46:22.135847] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:46:25.140988] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:46:25.146775] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:46:25.151609] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:46:25.155958] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:46:25.156110] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:46:28.162119] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:46:28.167133] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:46:28.172114] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:46:28.176818] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:46:28.176968] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:46:31.182602] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:46:31.186408] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:46:31.189836] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:46:31.193179] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:46:31.193281] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:46:34.197965] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:46:34.201503] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:46:34.205002] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:46:34.208672] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:46:34.208755] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:46:37.213744] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:46:37.217460] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:46:37.221018] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:46:37.224509] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:46:37.224594] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:46:40.230925] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:46:40.234995] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:46:40.239693] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:46:40.244357] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:46:40.244454] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:46:43.249307] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:46:43.252917] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:46:43.256578] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:46:43.260490] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:46:43.260615] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:46:46.265338] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:46:46.269343] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:46:46.273372] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:46:46.277845] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:46:46.277972] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:46:49.283112] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:46:49.286723] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:46:49.290157] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:46:49.293531] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:46:49.293604] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:46:52.298742] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:46:52.302174] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:46:52.305748] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:46:52.309326] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:46:52.309399] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:46:55.314721] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:46:55.319718] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:46:55.324697] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:46:55.329302] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:46:55.329395] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:46:58.334468] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:46:58.338427] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:46:58.343302] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:46:58.347880] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:46:58.348023] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:47:01.353848] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:47:01.358148] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:47:01.361779] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:47:01.366297] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:47:01.366418] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:47:04.370561] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:47:04.373994] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:47:04.377349] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:47:04.380711] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:47:04.380790] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:47:07.385766] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:47:07.389627] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:47:07.393313] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:47:07.396867] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:47:07.396969] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:47:10.402922] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:47:10.406880] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:47:10.410545] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:47:10.413948] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:47:10.414023] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:47:13.420080] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:47:13.424400] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:47:13.427935] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:47:13.431175] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:47:13.431252] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:47:16.435708] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:47:16.439478] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:47:16.443275] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:47:16.446751] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:47:16.446832] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:47:19.451669] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:47:19.455353] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:47:19.458840] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:47:19.462298] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:47:19.462389] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:47:22.468425] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:47:22.473378] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:47:22.478309] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:47:22.483154] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:47:22.483275] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:47:25.487836] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:47:25.491671] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:47:25.495494] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:47:25.499158] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:47:25.499265] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:47:28.503986] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:47:28.507817] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:47:28.511237] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:47:28.514724] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:47:28.514812] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:47:31.519495] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:47:31.523297] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:47:31.526951] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:47:31.530348] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:47:31.530422] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:47:34.535350] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:47:34.538706] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:47:34.541899] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:47:34.545118] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:47:34.545193] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:47:37.551067] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:47:37.555257] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:47:37.559529] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:47:37.563290] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:47:37.563395] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:47:40.568571] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:47:40.572399] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:47:40.575988] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:47:40.579805] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:47:40.579915] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:47:43.586030] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:47:43.590982] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:47:43.595562] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:47:43.600089] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:47:43.600197] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:47:46.604898] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:47:46.608629] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:47:46.612945] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:47:46.616466] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:47:46.616551] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:47:49.626038] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:47:49.632958] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:47:49.639393] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:47:49.646485] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:47:49.646736] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:47:52.652571] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:47:52.656319] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:47:52.660485] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:47:52.663926] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:47:52.664011] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:47:55.668712] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:47:55.672316] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:47:55.675799] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:47:55.679446] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:47:55.679539] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:47:58.684361] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:47:58.688070] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:47:58.692042] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:47:58.695802] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:47:58.695916] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:48:01.699948] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:48:01.703285] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:48:01.706684] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:48:01.710498] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:48:01.710577] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:48:04.715907] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:48:04.719898] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:48:04.723635] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:48:04.727741] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:48:04.727837] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:48:07.734201] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:48:07.739940] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:48:07.745087] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:48:07.749663] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:48:07.749815] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:48:10.754727] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:48:10.758252] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:48:10.761776] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:48:10.765133] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:48:10.765221] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:48:13.769846] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:48:13.773813] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:48:13.777579] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:48:13.782156] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:48:13.782311] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:48:16.787486] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:48:16.791917] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:48:16.796380] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:48:16.800987] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:48:16.801125] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:48:19.805829] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:48:19.809576] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:48:19.812896] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:48:19.816183] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:48:19.816270] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:48:22.820557] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:48:22.823872] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:48:22.827188] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:48:22.830486] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:48:22.830563] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:48:25.836789] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:48:25.841144] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:48:25.844727] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:48:25.848168] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:48:25.848256] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:48:28.853022] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:48:28.856817] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:48:28.860399] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:48:28.863829] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:48:28.863932] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:48:31.868503] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:48:31.872564] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:48:31.876294] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:48:31.879733] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:48:31.879834] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:48:34.885164] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:48:34.889115] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:48:34.892993] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:48:34.896883] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:48:34.896989] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:48:37.902811] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:48:37.907266] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:48:37.912058] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:48:37.916422] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:48:37.916570] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:48:40.922742] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:48:40.927612] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:48:40.932330] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:48:40.936053] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:48:40.936153] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:48:43.942567] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:48:43.948371] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:48:43.952937] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:48:43.956675] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:48:43.956757] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:48:46.961638] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:48:46.965334] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:48:46.969141] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:48:46.972818] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:48:46.972930] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:48:49.978700] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:48:49.982457] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:48:49.986167] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:48:49.990132] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:48:49.990217] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:48:52.995558] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:48:52.999617] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:48:53.004793] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:48:53.009112] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:48:53.009223] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:48:56.014452] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:48:56.018360] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:48:56.021837] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:48:56.025271] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:48:56.025357] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:48:59.031390] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:48:59.035566] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:48:59.039495] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:48:59.043411] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:48:59.043535] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:49:02.049037] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:49:02.054615] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:49:02.059932] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:49:02.064909] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:49:02.065042] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:49:05.069869] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:49:05.073636] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:49:05.078052] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:49:05.081986] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:49:05.082111] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:49:08.086933] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:49:08.091136] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:49:08.094880] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:49:08.101762] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:49:08.101863] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:49:11.106695] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:49:11.110445] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:49:11.114122] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:49:11.118212] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:49:11.118364] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:49:14.124453] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:49:14.129615] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:49:14.134080] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:49:14.138734] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:49:14.138859] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:49:17.144718] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:49:17.149200] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:49:17.153053] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:49:17.156370] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:49:17.156450] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:49:20.161869] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:49:20.165797] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:49:20.174256] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:49:20.178477] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:49:20.178576] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:49:23.183876] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:49:23.187461] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:49:23.190785] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:49:23.194021] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:49:23.194099] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:49:26.198842] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:49:26.202653] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:49:26.206285] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:49:26.209980] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:49:26.210084] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:49:29.215632] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:49:29.219656] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:49:29.223486] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:49:29.227331] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:49:29.227425] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:49:32.233834] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:49:32.238793] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:49:32.243682] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:49:32.248494] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:49:32.248632] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:49:35.254102] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:49:35.258292] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:49:35.261871] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:49:35.265256] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:49:35.265337] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:49:38.271148] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:49:38.274864] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:49:38.278319] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:49:38.281725] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:49:38.281808] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:49:41.287262] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:49:41.291105] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:49:41.294673] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:49:41.298664] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:49:41.298756] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:49:44.304381] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:49:44.308150] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:49:44.312115] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:49:44.316938] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:49:44.317125] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:49:47.324957] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:49:47.331330] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:49:47.336283] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:49:47.340978] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:49:47.341110] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:49:50.345978] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:49:50.349510] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:49:50.353561] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:49:50.357365] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:49:50.357457] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:49:53.362874] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:49:53.366731] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:49:53.370511] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:49:53.374159] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:49:53.374259] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:49:56.380433] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:49:56.385306] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:49:56.390426] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:49:56.394391] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:49:56.394490] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:49:59.399372] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:49:59.403718] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:49:59.407958] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:49:59.411867] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:49:59.411973] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:50:02.417084] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:50:02.422107] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:50:02.426399] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:50:02.430836] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:50:02.430986] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:50:05.435738] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:50:05.439894] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:50:05.443792] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:50:05.447499] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:50:05.447608] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:50:08.453519] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:50:08.457707] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:50:08.461481] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:50:08.465282] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:50:08.465381] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:50:11.471638] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:50:11.475943] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:50:11.479621] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:50:11.483259] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:50:11.483357] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:50:14.488723] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:50:14.492597] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:50:14.496236] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:50:14.499983] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:50:14.500076] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:50:17.506791] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:50:17.511903] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:50:17.516259] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:50:17.521482] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:50:17.521675] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:50:20.526517] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:50:20.530406] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:50:20.534066] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:50:20.537586] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:50:20.537701] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:50:23.544513] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:50:23.548943] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:50:23.552588] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:50:23.556100] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:50:23.556182] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:50:26.562153] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:50:26.566197] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:50:26.569980] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:50:26.573735] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:50:26.573835] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:50:29.578982] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:50:29.582799] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:50:29.586463] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:50:29.590341] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:50:29.590461] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:50:32.596197] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:50:32.601054] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:50:32.605627] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:50:32.610382] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:50:32.610504] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:50:35.616766] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:50:35.621683] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:50:35.625920] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:50:35.630624] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:50:35.630807] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:50:38.635348] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:50:38.638869] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:50:38.642226] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:50:38.646091] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:50:38.646228] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:50:41.651858] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:50:41.655381] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:50:41.660236] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:50:41.664498] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:50:41.664603] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:50:44.670165] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:50:44.674665] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:50:44.678933] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:50:44.684413] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:50:44.684566] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:50:47.690291] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:50:47.693991] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:50:47.697432] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:50:47.700890] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:50:47.700985] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:50:50.707185] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:50:50.713398] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:50:50.719113] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:50:50.724082] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:50:50.724222] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:50:53.731365] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:50:53.736111] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:50:53.740837] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:50:53.745282] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:50:53.745415] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:50:56.750270] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:50:56.753585] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:50:56.756828] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:50:56.760453] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:50:56.760590] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:50:59.765404] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:50:59.769822] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:50:59.773788] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:50:59.777736] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:50:59.777869] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:51:02.782762] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:51:02.787618] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:51:02.791880] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:51:02.796708] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:51:02.796848] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:51:05.802837] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:51:05.808009] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:51:05.813562] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:51:05.818325] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:51:05.818430] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:51:08.826581] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:51:08.833608] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:51:08.840635] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:51:08.847089] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:51:08.847263] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:51:11.851894] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:51:11.855393] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:51:11.858903] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:51:11.862338] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:51:11.862426] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:51:14.868055] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:51:14.871708] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:51:14.876173] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:51:14.880273] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:51:14.880383] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:51:17.885675] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:51:17.890879] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:51:17.895638] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:51:17.899301] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:51:17.899385] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:51:20.904525] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:51:20.908039] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:51:20.911580] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:51:20.915049] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:51:20.915137] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:51:23.920621] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:51:23.924865] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:51:23.929835] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:51:23.935051] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:51:23.935178] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:51:26.940313] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:51:26.944335] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:51:26.948392] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:51:26.952140] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:51:26.952244] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:51:29.957406] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:51:29.961452] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:51:29.965269] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:51:29.968962] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:51:29.969059] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:51:32.973496] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:51:32.977083] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:51:32.980471] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:51:32.983812] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:51:32.983908] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:51:35.988859] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:51:35.992627] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:51:35.996336] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:51:36.000343] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:51:36.000464] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:51:39.005822] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:51:39.042826] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:51:39.077277] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:51:39.111541] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:51:39.111672] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:51:42.116577] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:51:42.120256] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:51:42.123828] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:51:42.127715] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:51:42.127831] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:51:45.133488] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:51:45.138096] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:51:45.142143] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:51:45.146695] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:51:45.146887] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:51:48.151800] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:51:48.155390] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:51:48.159582] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:51:48.163320] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:51:48.163427] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:51:51.168289] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:51:51.172364] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:51:51.177385] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:51:51.183153] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:51:51.183306] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:51:54.189231] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:51:54.194443] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:51:54.198638] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:51:54.203269] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:51:54.203380] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:51:57.208135] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:51:57.211881] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:51:57.215278] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:51:57.218704] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:51:57.218800] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:52:00.224069] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:52:00.228368] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:52:00.233073] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:52:00.237506] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:52:00.237614] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:52:03.242399] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:52:03.246483] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:52:03.250826] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:52:03.255352] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:52:03.255472] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:52:06.261058] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:52:06.266018] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:52:06.270967] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:52:06.275966] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:52:06.276096] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:52:09.281036] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:52:09.284772] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:52:09.288539] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:52:09.292320] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:52:09.292428] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:52:12.296931] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:52:12.300294] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:52:12.303577] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:52:12.306828] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:52:12.306902] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:52:15.313228] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:52:15.318694] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:52:15.326570] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:52:15.332021] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:52:15.332160] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:52:18.337198] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:52:18.341784] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:52:18.345838] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:52:18.349823] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:52:18.349957] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:52:21.356034] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:52:21.360570] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:52:21.366151] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:52:21.371781] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:52:21.371907] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:52:24.377496] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:52:24.382352] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:52:24.387210] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:52:24.391414] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:52:24.391531] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:52:27.399166] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:52:27.404676] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:52:27.409046] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:52:27.412728] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:52:27.412825] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:52:30.419456] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:52:30.423381] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:52:30.426801] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:52:30.430121] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:52:30.430222] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:52:33.437094] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:52:33.441342] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:52:33.444988] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:52:33.448472] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:52:33.448560] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:52:36.454828] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:52:36.460169] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:52:36.465302] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:52:36.470073] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:52:36.470204] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:52:39.476200] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:52:39.481169] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:52:39.485877] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:52:39.490590] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:52:39.490739] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:52:42.495559] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:52:42.499335] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:52:42.502843] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:52:42.506432] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:52:42.506517] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:52:45.512018] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:52:45.515849] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:52:45.519323] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:52:45.522661] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:52:45.522752] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:52:48.529537] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:52:48.535875] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:52:48.540661] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:52:48.545199] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:52:48.545354] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:52:51.551003] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:52:51.554707] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:52:51.558231] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:52:51.561558] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:52:51.561666] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:52:54.565804] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:52:54.569464] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:52:54.572919] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:52:54.576387] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:52:54.576473] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:52:57.581169] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:52:57.585946] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:52:57.590304] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:52:57.594306] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:52:57.594406] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:53:00.600364] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:53:00.605558] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:53:00.610992] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:53:00.616082] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:53:00.616216] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:53:03.623492] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:53:03.628170] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:53:03.632400] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:53:03.637847] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:53:03.637990] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:53:06.643446] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:53:06.647419] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:53:06.651413] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:53:06.656552] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:53:06.656793] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:53:09.663150] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:53:09.667399] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:53:09.671399] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:53:09.675715] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:53:09.675851] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:53:12.682182] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:53:12.686240] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:53:12.690484] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:53:12.694282] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:53:12.694386] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:53:15.700893] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:53:15.705731] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:53:15.710122] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:53:15.713812] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:53:15.713914] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:53:18.720124] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:53:18.724392] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:53:18.729218] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:53:18.733208] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:53:18.733296] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:53:21.739554] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:53:21.744952] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:53:21.749682] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:53:21.754526] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:53:21.754681] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:53:24.759809] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:53:24.763907] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:53:24.771350] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:53:24.777157] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:53:24.777306] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:53:27.782475] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:53:27.786324] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:53:27.790215] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:53:27.793972] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:53:27.794068] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:53:30.800398] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:53:30.804819] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:53:30.808840] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:53:30.812713] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:53:30.812796] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:53:33.819022] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:53:33.823230] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:53:33.826992] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:53:33.831444] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:53:33.831591] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:53:36.837825] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:53:36.841944] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:53:36.845513] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:53:36.849188] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:53:36.849277] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:53:39.853547] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:53:39.857161] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:53:39.860578] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:53:39.863972] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:53:39.864058] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:53:42.869074] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:53:42.872834] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:53:42.876420] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:53:42.880108] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:53:42.880197] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:53:45.885844] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:53:45.890027] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:53:45.893421] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:53:45.896784] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:53:45.896856] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:53:48.902293] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:53:48.907120] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:53:48.911867] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:53:48.916561] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:53:48.916709] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:53:51.922371] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:53:51.928331] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:53:51.932979] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:53:51.936357] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:53:51.936433] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:53:54.942522] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:53:54.947538] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:53:54.952072] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:53:54.956713] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:53:54.956842] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:53:57.963667] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:53:57.969637] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:53:57.974720] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:53:57.979686] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:53:57.979849] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:54:00.986351] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:54:00.992048] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:54:01.001252] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:54:01.007395] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:54:01.007585] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:54:04.013364] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:54:04.017996] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:54:04.022193] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:54:04.025729] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:54:04.025814] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:54:07.030906] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:54:07.034786] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:54:07.041267] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:54:07.044811] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:54:07.044886] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:54:10.051115] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:54:10.055277] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:54:10.059774] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:54:10.063964] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:54:10.064068] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:54:13.069816] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:54:13.073783] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:54:13.077406] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:54:13.081164] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:54:13.081280] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:54:16.088032] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:54:16.092978] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:54:16.097804] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:54:16.101619] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:54:16.101762] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:54:19.108396] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:54:19.114995] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:54:19.121111] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:54:19.127083] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:54:19.127324] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:54:22.133148] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:54:22.138199] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:54:22.142949] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:54:22.148152] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:54:22.148295] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:54:25.152974] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:54:25.156868] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:54:25.160525] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:54:25.164753] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:54:25.164893] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:54:28.169943] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:54:28.173943] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:54:28.177749] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:54:28.181478] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:54:28.181580] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:54:31.187471] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:54:31.191513] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:54:31.195390] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:54:31.199467] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:54:31.199599] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:54:34.204532] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:54:34.208118] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:54:34.211502] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:54:34.214955] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:54:34.215041] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:54:37.220041] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:54:37.224222] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:54:37.228238] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:54:37.232563] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:54:37.232700] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:54:40.237434] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:54:40.241233] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:54:40.244889] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:54:40.248980] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:54:40.249100] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:54:43.254630] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:54:43.258409] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:54:43.262109] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:54:43.265654] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:54:43.265763] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:54:46.270808] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:54:46.274303] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:54:46.277736] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:54:46.281222] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:54:46.281322] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:54:49.286030] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:54:49.289939] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:54:49.293471] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:54:49.297144] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:54:49.297277] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:54:52.303625] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:54:52.307891] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:54:52.311972] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:54:52.316077] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:54:52.316189] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:54:55.321115] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:54:55.324576] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:54:55.327954] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:54:55.331383] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:54:55.331462] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:54:58.337410] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:54:58.343518] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:54:58.347875] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:54:58.353447] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:54:58.353567] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:55:01.359781] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:55:01.364159] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:55:01.368247] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:55:01.372456] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:55:01.372581] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:55:04.378991] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:55:04.384804] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:55:04.391110] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:55:04.397952] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:55:04.398109] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:55:07.403410] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:55:07.407828] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:55:07.411770] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:55:07.415506] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:55:07.415594] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:55:10.420093] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:55:10.423792] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:55:10.427099] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:55:10.430418] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:55:10.430510] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:55:13.435500] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:55:13.439024] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:55:13.442340] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:55:13.445612] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:55:13.445705] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:55:16.451010] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:55:16.454569] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:55:16.458173] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:55:16.462712] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:55:16.462857] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:55:19.467680] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:55:19.471163] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:55:19.474396] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:55:19.477636] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:55:19.477725] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:55:22.483677] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:55:22.487862] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:55:22.491744] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:55:22.496430] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:55:22.496590] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:55:25.501846] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:55:25.506068] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:55:25.510494] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:55:25.514454] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:55:25.514570] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:55:28.519782] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:55:28.524403] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:55:28.528622] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:55:28.532876] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:55:28.532986] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:55:31.537910] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:55:31.541917] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:55:31.546756] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:55:31.551507] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:55:31.551632] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:55:34.556638] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:55:34.560061] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:55:34.564339] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:55:34.568109] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:55:34.568194] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:55:37.574151] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:55:37.580719] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:55:37.586203] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:55:37.590863] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:55:37.590959] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:55:40.597814] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:55:40.602283] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:55:40.607174] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:55:40.611758] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:55:40.611910] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:55:43.616120] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:55:43.619893] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:55:43.623580] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:55:43.627665] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:55:43.627771] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:55:46.633726] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:55:46.639044] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:55:46.644360] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:55:46.649965] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:55:46.650120] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:55:49.654433] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:55:49.657910] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:55:49.661409] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:55:49.664982] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:55:49.665074] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:55:52.670224] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:55:52.673774] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:55:52.677211] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:55:52.680526] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:55:52.680611] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:55:55.686125] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:55:55.690044] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:55:55.693633] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:55:55.697570] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:55:55.697702] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:55:58.701994] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:55:58.705358] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:55:58.708697] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:55:58.711978] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:55:58.712064] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:56:01.716805] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:56:01.720473] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:56:01.723829] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:56:01.727241] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:56:01.727323] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:56:04.733027] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:56:04.736721] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:56:04.739964] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:56:04.743160] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:56:04.743235] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:56:07.747767] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:56:07.751154] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:56:07.754561] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:56:07.758051] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:56:07.758142] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:56:10.764356] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:56:10.768362] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:56:10.772127] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:56:10.776468] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:56:10.776575] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:56:13.781748] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:56:13.785998] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:56:13.790581] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:56:13.795199] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:56:13.795329] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:56:16.800495] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:56:16.804074] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:56:16.807429] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:56:16.811618] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:56:16.811773] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:56:19.816046] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:56:19.819448] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:56:19.822930] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:56:19.826195] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:56:19.826273] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:56:22.835392] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:56:22.840386] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:56:22.845017] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:56:22.849825] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:56:22.849936] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:56:25.855626] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:56:25.860864] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:56:25.864971] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:56:25.869931] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:56:25.870188] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:56:28.876159] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:56:28.880935] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:56:28.885541] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:56:28.890776] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:56:28.890916] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:56:31.895424] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:56:31.902010] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:56:31.905680] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:56:31.909059] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:56:31.909159] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:56:34.914796] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:56:34.919275] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:56:34.923050] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:56:34.926393] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:56:34.926471] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:56:37.931394] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:56:37.935266] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:56:37.939096] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:56:37.943882] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:56:37.944011] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:56:40.950752] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:56:40.955534] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:56:40.959670] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:56:40.963520] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:56:40.963630] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:56:43.970136] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:56:43.975898] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:56:43.980689] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:56:43.985631] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:56:43.985840] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:56:46.990980] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:56:46.995149] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:56:46.998997] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:56:47.002883] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:56:47.003007] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:56:50.007130] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:56:50.010424] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:56:50.013712] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:56:50.017155] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:56:50.017240] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:56:53.022146] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:56:53.026082] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:56:53.029973] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:56:53.033827] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:56:53.033934] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:56:56.042608] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:56:56.047039] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:56:56.051244] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:56:56.055577] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:56:56.055717] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:56:59.060266] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:56:59.064050] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:56:59.067427] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:56:59.071087] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:56:59.071170] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:57:02.075861] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:57:02.079672] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:57:02.083422] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:57:02.087567] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:57:02.087706] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:57:05.094338] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:57:05.100375] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:57:05.105260] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:57:05.109068] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:57:05.109169] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:57:08.114479] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:57:08.118606] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:57:08.122601] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:57:08.126374] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:57:08.126470] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:57:11.131102] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:57:11.135041] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:57:11.138827] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:57:11.142314] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:57:11.142400] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:57:14.146923] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:57:14.151526] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:57:14.155156] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:57:14.159043] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:57:14.159143] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:57:17.164584] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:57:17.168510] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:57:17.173850] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:57:17.178428] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:57:17.178569] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:57:20.183009] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:57:20.186445] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:57:20.189995] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:57:20.193469] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:57:20.193568] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:57:23.198473] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:57:23.202747] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:57:23.206556] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:57:23.210483] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:57:23.210591] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:57:26.215776] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:57:26.220941] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:57:26.224815] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:57:26.228178] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:57:26.228260] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:57:29.234362] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:57:29.242822] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:57:29.248257] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:57:29.252788] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:57:29.252891] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:57:32.259206] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:57:32.263927] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:57:32.268625] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:57:32.272451] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:57:32.272539] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:57:35.279039] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:57:35.283758] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:57:35.289273] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:57:35.295095] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:57:35.295316] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:57:38.300220] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:57:38.303603] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:57:38.307528] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:57:38.310878] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:57:38.310954] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:57:41.317632] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:57:41.321820] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:57:41.325588] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:57:41.329532] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:57:41.329692] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:57:44.334894] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:57:44.338215] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:57:44.341439] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:57:44.344620] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:57:44.344710] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:57:47.351042] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:57:47.357351] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:57:47.364461] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:57:47.372022] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:57:47.372189] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:57:50.377031] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:57:50.380485] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:57:50.383951] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:57:50.387231] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:57:50.387312] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:57:53.391935] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:57:53.396529] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:57:53.400067] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:57:53.404514] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:57:53.404732] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:57:56.411703] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:57:56.417078] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:57:56.422105] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:57:56.427240] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:57:56.427449] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:57:59.432797] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:57:59.437055] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:57:59.440872] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:57:59.444707] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:57:59.444806] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:58:02.450549] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:58:02.454449] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:58:02.457830] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:58:02.461135] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:58:02.461213] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:58:05.465664] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:58:05.469258] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:58:05.472703] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:58:05.476209] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:58:05.476315] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:58:08.481212] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:58:08.484989] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:58:08.488743] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:58:08.492287] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:58:08.492385] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:58:11.497234] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:58:11.501390] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:58:11.505083] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:58:11.509000] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:58:11.509095] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:58:14.514869] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:58:14.519220] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:58:14.523727] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:58:14.527800] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:58:14.527902] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:58:17.532429] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:58:17.535830] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:58:17.539445] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:58:17.542877] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:58:17.542969] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:58:20.548276] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:58:20.553114] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:58:20.557999] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:58:20.562877] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:58:20.562986] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:58:23.567550] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:58:23.571483] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:58:23.575323] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:58:23.578960] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:58:23.579059] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:58:26.584057] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:58:26.590354] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:58:26.593800] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:58:26.597146] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:58:26.597239] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:58:29.601695] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:58:29.605052] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:58:29.608317] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:58:29.611516] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:58:29.611591] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:58:32.616627] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:58:32.620194] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:58:32.623525] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:58:32.626875] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:58:32.626955] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:58:35.632042] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:58:35.636230] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:58:35.639819] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:58:35.643317] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:58:35.643421] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:58:38.648373] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:58:38.652485] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:58:38.656913] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:58:38.661396] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:58:38.661527] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:58:41.667769] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:58:41.672297] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:58:41.677305] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:58:41.681429] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:58:41.681570] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:58:44.687047] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:58:44.691178] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:58:44.694932] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:58:44.698550] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:58:44.700490] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:58:47.705610] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:58:47.709419] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:58:47.712947] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:58:47.716434] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:58:47.716530] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:58:50.722177] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:58:50.726786] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:58:50.731234] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:58:50.735557] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:58:50.735691] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:58:53.740845] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:58:53.744563] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:58:53.748136] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:58:53.751555] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:58:53.751661] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:58:56.756802] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:58:56.760292] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:58:56.763722] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:58:56.767022] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:58:56.767103] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:58:59.771934] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:58:59.775492] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:58:59.778864] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:58:59.782094] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:58:59.782171] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:59:02.787051] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:59:02.790570] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:59:02.794046] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:59:02.797435] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:59:02.797522] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:59:05.802330] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:59:05.806005] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:59:05.809556] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:59:05.813196] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:59:05.813308] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:59:08.817775] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:59:08.821216] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:59:08.824576] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:59:08.828192] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:59:08.828283] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:59:11.833892] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:59:11.837583] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:59:11.841072] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:59:11.845751] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:59:11.845930] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:59:14.851055] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:59:14.854534] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:59:14.857934] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:59:14.861228] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:59:14.861332] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:59:17.866580] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:59:17.870690] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:59:17.874504] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:59:17.879215] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:59:17.879347] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:59:20.884681] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:59:20.889173] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:59:20.892912] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:59:20.896280] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:59:20.896358] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:59:23.901237] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:59:23.904979] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:59:23.908315] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:59:23.911672] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:59:23.911757] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:59:26.917476] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:59:26.922985] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:59:26.927935] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:59:26.931741] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:59:26.931819] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:59:29.936729] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:59:29.940608] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:59:29.944251] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:59:29.947830] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:59:29.947945] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:59:32.952618] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:59:32.956362] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:59:32.959884] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:59:32.963404] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:59:32.963502] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:59:35.968402] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:59:35.971970] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:59:35.975414] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:59:35.978871] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:59:35.978987] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:59:38.984302] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:59:38.988017] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:59:38.992177] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:59:38.995784] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:59:38.995868] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:59:42.003032] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:59:42.008924] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:59:42.014033] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:59:42.018572] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:59:42.018742] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:59:45.024396] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:59:45.029573] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:59:45.033603] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:59:45.037849] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:59:45.037953] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:59:48.044221] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:59:48.049812] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:59:48.053514] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:59:48.056774] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:59:48.056850] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:59:51.063027] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:59:51.068362] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:59:51.073361] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:59:51.078747] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:59:51.078900] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:59:54.084301] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:59:54.088364] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:59:54.092271] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:59:54.096042] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:59:54.096153] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T02:59:57.100570] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T02:59:57.104123] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T02:59:57.107673] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T02:59:57.111138] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T02:59:57.111225] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:00:00.116123] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:00:00.120097] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:00:00.123609] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:00:00.127432] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:00:00.127520] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:00:03.132749] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:00:03.142066] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:00:03.148347] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:00:03.152531] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:00:03.152688] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:00:06.157475] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:00:06.161182] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:00:06.165236] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:00:06.169140] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:00:06.169248] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:00:09.175062] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:00:09.180890] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:00:09.185479] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:00:09.189920] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:00:09.190036] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:00:12.194951] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:00:12.198849] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:00:12.202456] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:00:12.206068] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:00:12.206171] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:00:15.211017] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:00:15.214984] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:00:15.218857] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:00:15.222558] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:00:15.222663] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:00:18.228560] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:00:18.233279] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:00:18.237783] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:00:18.241065] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:00:18.241144] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:00:21.246096] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:00:21.249486] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:00:21.252785] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:00:21.256017] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:00:21.256094] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:00:24.261863] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:00:24.266572] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:00:24.270541] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:00:24.273832] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:00:24.273906] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:00:27.279266] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:00:27.282794] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:00:27.286034] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:00:27.289785] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:00:27.289859] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:00:30.294753] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:00:30.298347] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:00:30.302690] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:00:30.307796] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:00:30.307956] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:00:33.312795] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:00:33.316102] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:00:33.319361] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:00:33.322564] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:00:33.322678] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:00:36.328439] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:00:36.333991] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:00:36.340789] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:00:36.346132] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:00:36.346322] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:00:39.351199] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:00:39.354915] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:00:39.358436] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:00:39.361913] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:00:39.361995] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:00:42.367750] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:00:42.372596] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:00:42.377548] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:00:42.382447] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:00:42.382603] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:00:45.388682] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:00:45.392634] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:00:45.396859] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:00:45.400851] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:00:45.400968] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:00:48.406357] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:00:48.411024] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:00:48.415693] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:00:48.419539] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:00:48.419637] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:00:51.424467] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:00:51.428106] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:00:51.431766] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:00:51.435460] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:00:51.435557] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:00:54.440584] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:00:54.444364] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:00:54.447890] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:00:54.451183] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:00:54.451264] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:00:57.458009] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:00:57.461977] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:00:57.467268] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:00:57.471105] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:00:57.471182] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:01:00.477150] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:01:00.482680] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:01:00.488122] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:01:00.493250] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:01:00.493387] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:01:03.497703] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:01:03.501198] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:01:03.504533] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:01:03.507913] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:01:03.507991] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:01:06.512692] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:01:06.516660] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:01:06.520258] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:01:06.525063] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:01:06.525228] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:01:09.529877] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:01:09.533617] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:01:09.537445] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:01:09.541117] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:01:09.541231] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:01:12.547119] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:01:12.552566] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:01:12.556895] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:01:12.561063] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:01:12.561150] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:01:15.566680] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:01:15.570735] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:01:15.574491] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:01:15.578246] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:01:15.578334] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:01:18.583414] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:01:18.586887] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:01:18.590193] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:01:18.594264] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:01:18.594342] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:01:21.598760] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:01:21.602190] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:01:21.605524] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:01:21.608862] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:01:21.608953] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:01:24.615745] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:01:24.621682] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:01:24.627768] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:01:24.633558] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:01:24.633754] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:01:27.638538] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:01:27.642335] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:01:27.646034] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:01:27.649764] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:01:27.649866] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:01:30.656560] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:01:30.661895] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:01:30.665810] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:01:30.670951] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:01:30.671121] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:01:33.676248] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:01:33.680135] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:01:33.683609] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:01:33.687079] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:01:33.687188] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:01:36.692208] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:01:36.695677] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:01:36.699081] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:01:36.702381] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:01:36.702458] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:01:39.707939] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:01:39.711698] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:01:39.718976] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:01:39.723291] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:01:39.723368] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:01:42.730136] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:01:42.735318] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:01:42.740553] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:01:42.744583] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:01:42.744878] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:01:45.749744] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:01:45.753676] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:01:45.758459] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:01:45.763441] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:01:45.763573] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:01:48.768132] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:01:48.771900] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:01:48.775798] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:01:48.779734] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:01:48.779826] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:01:51.784370] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:01:51.788829] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:01:51.792436] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:01:51.796032] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:01:51.796106] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:01:54.801724] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:01:54.805701] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:01:54.809717] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:01:54.813808] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:01:54.813906] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:01:57.818944] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:01:57.822942] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:01:57.826772] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:01:57.830309] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:01:57.830395] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:02:00.835050] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:02:00.839070] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:02:00.842917] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:02:00.846663] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:02:00.846777] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:02:03.852096] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:02:03.857104] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:02:03.863349] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:02:03.867330] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:02:03.867432] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:02:06.872416] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:02:06.876094] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:02:06.879994] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:02:06.883974] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:02:06.884068] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:02:09.889153] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:02:09.892886] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:02:09.896435] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:02:09.900353] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:02:09.900436] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:02:12.905423] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:02:12.909255] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:02:12.913081] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:02:12.916885] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:02:12.916999] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:02:15.921920] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:02:15.925836] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:02:15.929602] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:02:15.933109] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:02:15.933197] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:02:18.939159] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:02:18.944178] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:02:18.949062] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:02:18.953968] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:02:18.954090] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:02:21.960017] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:02:21.963661] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:02:21.967230] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:02:21.970809] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:02:21.970911] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:02:24.975712] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:02:24.979718] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:02:24.983706] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:02:24.987437] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:02:24.987583] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:02:27.992305] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:02:27.995679] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:02:27.999453] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:02:28.003695] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:02:28.003807] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:02:31.008879] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:02:31.012952] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:02:31.017212] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:02:31.021137] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:02:31.021243] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:02:34.027370] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:02:34.032038] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:02:34.036748] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:02:34.041344] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:02:34.041552] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:02:37.047559] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:02:37.051627] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:02:37.055378] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:02:37.058890] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:02:37.059007] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:02:40.064315] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:02:40.068130] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:02:40.071975] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:02:40.075383] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:02:40.075485] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:02:43.082549] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:02:43.088512] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:02:43.093669] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:02:43.097731] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:02:43.097823] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:02:46.104403] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:02:46.109503] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:02:46.113427] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:02:46.117242] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:02:46.117350] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:02:49.122907] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:02:49.127080] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:02:49.130625] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:02:49.134063] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:02:49.134159] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:02:52.139438] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:02:52.143296] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:02:52.146914] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:02:52.151170] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:02:52.151311] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:02:55.157688] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:02:55.162864] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:02:55.168544] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:02:55.174129] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:02:55.174284] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:02:58.180162] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:02:58.185285] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:02:58.189780] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:02:58.194027] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:02:58.194146] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:03:01.200287] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:03:01.205020] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:03:01.210607] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:03:01.216519] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:03:01.216612] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:03:04.221275] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:03:04.225215] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:03:04.229630] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:03:04.233593] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:03:04.233733] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:03:07.238419] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:03:07.241983] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:03:07.245917] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:03:07.249735] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:03:07.249823] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:03:10.254975] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:03:10.259382] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:03:10.263469] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:03:10.267469] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:03:10.267585] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:03:13.273074] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:03:13.277029] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:03:13.281118] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:03:13.284401] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:03:13.284476] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:03:16.289369] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:03:16.293477] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:03:16.297400] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:03:16.301065] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:03:16.301171] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:03:19.306197] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:03:19.310865] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:03:19.314543] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:03:19.318989] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:03:19.319108] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:03:22.323832] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:03:22.327609] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:03:22.332865] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:03:22.337381] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:03:22.337479] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:03:25.342239] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:03:25.346005] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:03:25.349803] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:03:25.353462] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:03:25.353577] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:03:28.358438] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:03:28.362484] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:03:28.366358] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:03:28.370302] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:03:28.370405] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:03:31.375946] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:03:31.380776] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:03:31.384771] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:03:31.388827] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:03:31.388947] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:03:34.394879] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:03:34.400489] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:03:34.405657] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:03:34.410414] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:03:34.410527] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:03:37.415043] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:03:37.418421] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:03:37.421716] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:03:37.425036] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:03:37.425118] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:03:40.431315] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:03:40.436019] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:03:40.439604] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:03:40.443085] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:03:40.443176] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:03:43.448059] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:03:43.452158] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:03:43.456581] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:03:43.461478] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:03:43.461589] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:03:46.467593] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:03:46.473040] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:03:46.477120] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:03:46.480901] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:03:46.480996] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:03:49.488623] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:03:49.494001] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:03:49.498515] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:03:49.502592] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:03:49.502714] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:03:52.507436] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:03:52.511048] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:03:52.514622] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:03:52.518347] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:03:52.518439] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:03:55.524012] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:03:55.527896] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:03:55.531522] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:03:55.534882] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:03:55.534954] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:03:58.539859] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:03:58.543495] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:03:58.546949] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:03:58.550510] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:03:58.550603] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:04:01.555699] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:04:01.559308] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:04:01.563103] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:04:01.566767] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:04:01.566857] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:04:04.571430] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:04:04.574943] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:04:04.578373] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:04:04.581798] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:04:04.581898] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:04:07.586975] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:04:07.590455] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:04:07.593759] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:04:07.597011] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:04:07.597089] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:04:10.601931] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:04:10.606062] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:04:10.609884] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:04:10.613400] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:04:10.613495] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:04:13.620770] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:04:13.626318] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:04:13.631611] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:04:13.636948] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:04:13.637101] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:04:16.643674] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:04:16.648033] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:04:16.652133] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:04:16.656065] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:04:16.656149] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:04:19.660737] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:04:19.664902] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:04:19.669449] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:04:19.673978] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:04:19.674100] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:04:22.679278] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:04:22.683401] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:04:22.687922] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:04:22.692316] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:04:22.692445] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:04:25.697529] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:04:25.701137] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:04:25.704445] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:04:25.707811] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:04:25.707887] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:04:28.713540] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:04:28.718026] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:04:28.722308] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:04:28.726536] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:04:28.726676] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:04:31.733134] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:04:31.738746] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:04:31.743106] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:04:31.747030] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:04:31.747108] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:04:34.752595] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:04:34.756376] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:04:34.760718] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:04:34.764176] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:04:34.764273] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:04:37.768866] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:04:37.773908] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:04:37.779169] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:04:37.784176] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:04:37.784314] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:04:40.789934] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:04:40.793751] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:04:40.797092] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:04:40.800824] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:04:40.800898] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:04:43.805854] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:04:43.809358] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:04:43.812708] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:04:43.816048] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:04:43.816140] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:04:46.820983] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:04:46.825742] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:04:46.830405] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:04:46.834484] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:04:46.834567] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:04:49.840294] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:04:49.845074] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:04:49.849482] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:04:49.853566] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:04:49.853731] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:04:52.858592] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:04:52.862421] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:04:52.866028] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:04:52.869734] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:04:52.869828] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:04:55.874734] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:04:55.878714] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:04:55.883092] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:04:55.891205] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:04:55.891362] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:04:58.897633] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:04:58.901948] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:04:58.905774] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:04:58.909022] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:04:58.909100] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:05:01.915372] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:05:01.921547] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:05:01.926499] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:05:01.931226] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:05:01.931369] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:05:04.937555] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:05:04.941922] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:05:04.945719] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:05:04.949862] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:05:04.949974] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:05:07.955167] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:05:07.958675] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:05:07.961923] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:05:07.965280] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:05:07.965355] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:05:10.970419] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:05:10.974263] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:05:10.978161] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:05:10.982238] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:05:10.982372] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:05:13.986792] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:05:13.990318] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:05:13.993718] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:05:13.997168] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:05:13.997253] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:05:17.001937] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:05:17.006035] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:05:17.015354] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:05:17.020388] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:05:17.020482] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:05:20.025591] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:05:20.031363] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:05:20.035103] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:05:20.039228] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:05:20.039310] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:05:23.044719] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:05:23.048581] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:05:23.052255] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:05:23.056003] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:05:23.056132] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:05:26.060945] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:05:26.064270] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:05:26.067488] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:05:26.071418] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:05:26.071564] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:05:29.077588] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:05:29.081404] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:05:29.084820] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:05:29.088183] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:05:29.088279] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:05:32.092698] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:05:32.096337] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:05:32.100058] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:05:32.103569] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:05:32.103682] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:05:35.109315] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:05:35.113693] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:05:35.117455] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:05:35.121189] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:05:35.121277] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:05:38.126466] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:05:38.130495] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:05:38.133805] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:05:38.137093] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:05:38.137233] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:05:41.143269] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:05:41.147123] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:05:41.150534] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:05:41.154308] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:05:41.154446] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:05:44.159810] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:05:44.163458] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:05:44.166808] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:05:44.170056] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:05:44.170146] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:05:47.175592] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:05:47.179747] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:05:47.183208] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:05:47.186567] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:05:47.186686] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:05:50.191538] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:05:50.195885] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:05:50.199503] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:05:50.203016] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:05:50.203124] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:05:53.208896] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:05:53.214678] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:05:53.220234] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:05:53.226101] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:05:53.226255] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:05:56.232536] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:05:56.237100] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:05:56.241566] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:05:56.246108] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:05:56.246204] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:05:59.251548] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:05:59.255772] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:05:59.259608] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:05:59.263216] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:05:59.263316] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:06:02.268732] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:06:02.273049] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:06:02.277396] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:06:02.281381] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:06:02.281471] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:06:05.287110] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:06:05.291304] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:06:05.295237] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:06:05.299499] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:06:05.299622] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:06:08.305535] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:06:08.309407] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:06:08.313794] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:06:08.318102] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:06:08.318195] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:06:11.323422] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:06:11.328284] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:06:11.333109] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:06:11.336806] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:06:11.336902] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:06:14.341433] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:06:14.344852] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:06:14.348198] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:06:14.351513] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:06:14.351592] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:06:17.356954] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:06:17.360669] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:06:17.364544] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:06:17.367927] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:06:17.368022] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:06:20.373901] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:06:20.378708] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:06:20.382954] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:06:20.387101] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:06:20.387223] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:06:23.393145] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:06:23.397308] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:06:23.401063] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:06:23.404635] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:06:23.404737] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:06:26.411232] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:06:26.415841] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:06:26.419904] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:06:26.423500] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:06:26.423583] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:06:29.428131] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:06:29.431852] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:06:29.435439] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:06:29.438789] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:06:29.438868] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:06:32.445760] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:06:32.450634] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:06:32.455288] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:06:32.460446] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:06:32.460637] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:06:35.465767] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:06:35.469244] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:06:35.473306] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:06:35.477484] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:06:35.477612] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:06:38.481657] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:06:38.484971] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:06:38.488247] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:06:38.491668] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:06:38.491745] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:06:41.499737] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:06:41.505973] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:06:41.511752] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:06:41.517325] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:06:41.517481] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:06:44.523378] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:06:44.528207] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:06:44.532129] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:06:44.535769] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:06:44.535858] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:06:47.540945] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:06:47.546091] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:06:47.550163] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:06:47.553581] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:06:47.553683] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:06:50.558288] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:06:50.562193] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:06:50.566020] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:06:50.569997] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:06:50.570111] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:06:53.577061] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:06:53.582605] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:06:53.588179] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:06:53.593754] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:06:53.593924] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:06:56.599600] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:06:56.603505] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:06:56.607865] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:06:56.611418] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:06:56.611497] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:06:59.616114] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:06:59.619535] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:06:59.622787] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:06:59.625978] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:06:59.626052] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:07:02.631725] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:07:02.636355] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:07:02.641171] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:07:02.645905] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:07:02.646029] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:07:05.650991] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:07:05.654758] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:07:05.658295] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:07:05.662020] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:07:05.662137] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:07:08.666794] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:07:08.670686] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:07:08.674164] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:07:08.677485] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:07:08.677574] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:07:11.682849] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:07:11.686325] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:07:11.689881] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:07:11.693411] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:07:11.693492] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:07:14.698072] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:07:14.701412] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:07:14.704678] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:07:14.707898] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:07:14.707973] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:07:17.712566] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:07:17.717027] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:07:17.721109] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:07:17.724553] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:07:17.724636] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:07:20.728987] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:07:20.732245] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:07:20.736050] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:07:20.739311] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:07:20.739385] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:07:23.744476] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:07:23.748430] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:07:23.752518] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:07:23.755899] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:07:23.755979] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:07:26.761685] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:07:26.765446] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:07:26.770146] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:07:26.774868] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:07:26.775017] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:07:29.779877] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:07:29.783445] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:07:29.786992] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:07:29.790885] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:07:29.790991] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:07:32.795812] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:07:32.799629] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:07:32.803056] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:07:32.806399] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:07:32.806478] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:07:35.811045] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:07:35.814441] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:07:35.817699] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:07:35.820895] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:07:35.820972] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:07:38.825459] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:07:38.828938] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:07:38.832367] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:07:38.835704] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:07:38.835806] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:07:41.840433] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:07:41.844359] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:07:41.847991] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:07:41.851448] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:07:41.851531] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:07:44.856676] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:07:44.861238] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:07:44.865594] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:07:44.870913] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:07:44.871060] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:07:47.875859] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:07:47.880174] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:07:47.884105] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:07:47.888100] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:07:47.888230] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:07:50.894075] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:07:50.899009] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:07:50.903600] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:07:50.908360] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:07:50.908476] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:07:53.912939] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:07:53.916275] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:07:53.919483] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:07:53.922674] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:07:53.922750] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:07:56.926904] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:07:56.930264] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:07:56.933485] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:07:56.936769] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:07:56.936840] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:07:59.941561] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:07:59.945257] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:07:59.949056] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:07:59.952759] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:07:59.952873] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:08:02.958486] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:08:02.962412] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:08:02.965995] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:08:02.969750] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:08:02.969890] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:08:05.975128] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:08:05.979024] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:08:05.982775] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:08:05.986436] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:08:05.986517] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:08:08.990780] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:08:08.994206] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:08:08.997476] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:08:09.000840] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:08:09.000945] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:08:12.005425] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:08:12.009039] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:08:12.012430] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:08:12.015826] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:08:12.015915] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:08:15.020499] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:08:15.024068] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:08:15.027529] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:08:15.030924] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:08:15.031026] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:08:18.035751] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:08:18.039350] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:08:18.042828] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:08:18.046173] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:08:18.046259] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:08:21.051926] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:08:21.056543] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:08:21.061380] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:08:21.065751] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:08:21.065843] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:08:24.071077] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:08:24.075122] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:08:24.079057] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:08:24.083458] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:08:24.083560] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:08:27.087575] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:08:27.091051] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:08:27.094567] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:08:27.099871] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:08:27.100110] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:08:30.105655] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:08:30.109955] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:08:30.113544] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:08:30.117042] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:08:30.117137] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:08:33.121226] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:08:33.124502] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:08:33.127735] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:08:33.130912] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:08:33.130988] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:08:36.134748] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:08:36.138025] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:08:36.141250] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:08:36.144517] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:08:36.144609] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:08:39.149432] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:08:39.153736] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:08:39.158034] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:08:39.162076] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:08:39.162183] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:08:42.168483] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:08:42.173631] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:08:42.178756] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:08:42.183552] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:08:42.183663] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:08:45.190475] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:08:45.196275] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:08:45.202301] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:08:45.208573] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:08:45.208796] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:08:48.214827] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:08:48.219576] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:08:48.227271] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:08:48.233534] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:08:48.233712] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:08:51.239262] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:08:51.244270] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:08:51.248469] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:08:51.252103] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:08:51.252199] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:08:54.257040] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:08:54.260700] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:08:54.264900] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:08:54.269024] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:08:54.269145] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:08:57.273443] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:08:57.277348] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:08:57.280833] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:08:57.284128] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:08:57.284220] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:09:00.289955] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:09:00.295005] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:09:00.299286] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:09:00.302898] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:09:00.302984] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:09:03.307663] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:09:03.311145] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:09:03.314442] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:09:03.317836] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:09:03.317916] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:09:06.322916] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:09:06.326996] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:09:06.330629] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:09:06.334284] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:09:06.334371] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:09:09.340048] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:09:09.343879] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:09:09.347324] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:09:09.352329] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:09:09.352552] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:09:12.358149] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:09:12.362276] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:09:12.365781] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:09:12.369279] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:09:12.369362] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:09:15.374400] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:09:15.378694] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:09:15.383059] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:09:15.389634] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:09:15.389903] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:09:18.395885] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:09:18.399832] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:09:18.404502] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:09:18.409045] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:09:18.409171] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:09:21.414145] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:09:21.418029] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:09:21.421534] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:09:21.425025] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:09:21.425106] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:09:24.430661] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:09:24.435127] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:09:24.439013] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:09:24.442689] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:09:24.442790] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:09:27.447704] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:09:27.451306] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:09:27.454884] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:09:27.458302] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:09:27.458391] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:09:30.463279] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:09:30.467242] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:09:30.470996] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:09:30.474606] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:09:30.474727] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:09:33.480419] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:09:33.484462] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:09:33.488509] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:09:33.492484] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:09:33.492582] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:09:36.497600] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:09:36.501526] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:09:36.505714] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:09:36.509659] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:09:36.509742] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:09:39.514201] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:09:39.517580] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:09:39.520976] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:09:39.524459] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:09:39.524550] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:09:42.530309] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:09:42.534170] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:09:42.537765] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:09:42.541015] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:09:42.541091] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:09:45.546240] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:09:45.549758] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:09:45.553025] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:09:45.556233] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:09:45.556310] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:09:48.560877] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:09:48.564517] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:09:48.568037] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:09:48.571541] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:09:48.571626] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:09:51.577471] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:09:51.582453] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:09:51.586743] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:09:51.591593] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:09:51.591758] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:09:54.598096] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:09:54.603493] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:09:54.609095] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:09:54.613826] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:09:54.613980] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:09:57.619660] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:09:57.623781] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:09:57.627571] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:09:57.631243] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:09:57.631338] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:10:00.641795] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:10:00.648050] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:10:00.653683] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:10:00.661052] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:10:00.661141] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:10:03.668011] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:10:03.673335] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:10:03.678897] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:10:03.684300] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:10:03.684413] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:10:06.691128] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:10:06.696555] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:10:06.701125] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:10:06.705248] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:10:06.705332] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:10:09.710333] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:10:09.714311] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:10:09.718162] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:10:09.721823] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:10:09.721926] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:10:12.728335] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:10:12.732978] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:10:12.737531] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:10:12.742087] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:10:12.742207] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:10:15.747373] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:10:15.751671] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:10:15.755257] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:10:15.758563] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:10:15.758661] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:10:18.764791] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:10:18.768954] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:10:18.773432] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:10:18.777914] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:10:18.778044] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:10:21.783264] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:10:21.787415] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:10:21.790840] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:10:21.794180] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:10:21.794256] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:10:24.799899] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:10:24.803847] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:10:24.808468] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:10:24.812673] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:10:24.812789] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:10:27.818575] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:10:27.823169] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:10:27.827424] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:10:27.831915] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:10:27.832027] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:10:30.838460] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:10:30.843495] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:10:30.848123] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:10:30.852520] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:10:30.852687] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:10:33.857001] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:10:33.860512] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:10:33.863800] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:10:33.867044] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:10:33.867118] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:10:36.871778] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:10:36.875229] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:10:36.878635] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:10:36.881879] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:10:36.881952] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:10:39.886740] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:10:39.890351] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:10:39.893818] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:10:39.897350] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:10:39.897427] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:10:42.902290] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:10:42.905997] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:10:42.909635] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:10:42.914107] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:10:42.914229] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:10:45.918789] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:10:45.922766] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:10:45.926499] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:10:45.930328] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:10:45.930428] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:10:48.935232] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:10:48.939695] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:10:48.944028] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:10:48.948171] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:10:48.948288] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:10:51.953133] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:10:51.957176] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:10:51.960908] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:10:51.964514] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:10:51.964623] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:10:54.969543] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:10:54.973373] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:10:54.977414] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:10:54.981703] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:10:54.981819] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:10:57.987383] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:10:57.991353] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:10:57.995283] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:10:57.999131] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:10:57.999220] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:11:01.004352] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:11:01.009250] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:11:01.012999] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:11:01.016398] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:11:01.016492] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:11:04.020880] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:11:04.024780] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:11:04.028135] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:11:04.031798] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:11:04.031885] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:11:07.036429] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:11:07.040315] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:11:07.044094] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:11:07.047759] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:11:07.047858] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:11:10.052475] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:11:10.056480] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:11:10.064509] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:11:10.068705] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:11:10.068821] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:11:13.073434] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:11:13.077028] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:11:13.080460] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:11:13.083823] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:11:13.083905] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:11:16.089156] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:11:16.092515] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:11:16.095803] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:11:16.099279] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:11:16.099386] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:11:19.104299] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:11:19.108175] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:11:19.111704] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:11:19.115178] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:11:19.115265] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:11:22.121036] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:11:22.125410] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:11:22.129708] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:11:22.134153] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:11:22.134255] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:11:25.139385] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:11:25.142975] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:11:25.147021] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:11:25.150669] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:11:25.150760] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:11:28.155440] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:11:28.159472] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:11:28.163445] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:11:28.167235] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:11:28.167331] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:11:31.172693] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:11:31.177022] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:11:31.181417] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:11:31.185271] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:11:31.185418] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:11:34.192548] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:11:34.199566] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:11:34.206433] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:11:34.213543] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:11:34.213729] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:11:37.218702] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:11:37.222831] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:11:37.226078] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:11:37.229512] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:11:37.229586] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:11:40.234064] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:11:40.267766] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:11:40.301502] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:11:40.335917] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:11:40.336026] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:11:43.370899] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:11:43.374514] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:11:43.377873] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:11:43.381205] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:11:43.381280] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:11:46.386079] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:11:46.389982] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:11:46.393684] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:11:46.397535] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:11:46.397670] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:11:49.402573] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:11:49.406472] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:11:49.410284] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:11:49.413982] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:11:49.414081] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:11:52.418796] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:11:52.422184] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:11:52.425506] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:11:52.428760] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:11:52.428839] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:11:55.433563] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:11:55.437250] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:11:55.440912] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:11:55.444338] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:11:55.444426] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:11:58.449248] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:11:58.452685] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:11:58.456057] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:11:58.459407] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:11:58.459484] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:12:01.465023] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:12:01.468830] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:12:01.472494] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:12:01.475949] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:12:01.476037] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:12:04.480695] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:12:04.484301] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:12:04.487834] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:12:04.491380] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:12:04.491472] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:12:07.496345] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:12:07.499840] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:12:07.503424] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:12:07.506887] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:12:07.506965] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:12:10.511979] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:12:10.515941] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:12:10.519487] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:12:10.522768] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:12:10.522840] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:12:13.527941] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:12:13.531776] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:12:13.535179] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:12:13.538848] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:12:13.538946] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:12:16.544031] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:12:16.548313] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:12:16.552768] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:12:16.556401] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:12:16.556500] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:12:19.563078] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:12:19.566829] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:12:19.570518] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:12:19.574767] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:12:19.574941] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:12:22.579719] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:12:22.583470] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:12:22.587087] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:12:22.590832] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:12:22.590948] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:12:25.596121] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:12:25.600140] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:12:25.603637] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:12:25.607180] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:12:25.607273] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:12:28.612014] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:12:28.615730] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:12:28.619455] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:12:28.623505] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:12:28.623615] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:12:31.628856] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:12:31.632792] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:12:31.636722] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:12:31.640801] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:12:31.640954] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:12:34.645489] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:12:34.649011] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:12:34.652373] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:12:34.655809] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:12:34.655901] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:12:37.660817] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:12:37.664302] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:12:37.667863] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:12:37.671176] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:12:37.671260] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:12:40.678065] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:12:40.683515] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:12:40.688903] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:12:40.693418] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:12:40.693508] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:12:43.699274] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:12:43.703232] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:12:43.706931] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:12:43.711911] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:12:43.712108] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:12:46.718800] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:12:46.723234] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:12:46.727561] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:12:46.731209] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:12:46.731310] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:12:49.737938] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:12:49.742545] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:12:49.746439] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:12:49.750413] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:12:49.750505] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:12:52.757838] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:12:52.763206] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:12:52.769016] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:12:52.774064] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:12:52.774177] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:12:55.779405] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:12:55.784271] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:12:55.788906] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:12:55.793201] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:12:55.793340] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:12:58.798664] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:12:58.802408] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:12:58.805623] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:12:58.808837] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:12:58.808912] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:13:01.813804] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:13:01.817719] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:13:01.821591] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:13:01.825219] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:13:01.825320] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:13:04.829854] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:13:04.833384] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:13:04.836713] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:13:04.840071] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:13:04.840149] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:13:07.845397] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:13:07.849067] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:13:07.852326] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:13:07.855559] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:13:07.855638] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:13:10.860474] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:13:10.864438] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:13:10.868340] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:13:10.871725] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:13:10.871802] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:13:13.878053] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:13:13.883121] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:13:13.887012] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:13:13.892066] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:13:13.892212] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:13:16.899381] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:13:16.904890] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:13:16.908590] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:13:16.912233] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:13:16.912326] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:13:19.916827] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:13:19.921416] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:13:19.925184] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:13:19.928911] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:13:19.929042] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:13:22.934862] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:13:22.939265] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:13:22.943624] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:13:22.947949] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:13:22.948080] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:13:25.953229] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:13:25.957032] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:13:25.960631] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:13:25.964225] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:13:25.964331] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:13:28.971284] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:13:28.976266] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:13:28.980483] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:13:28.984807] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:13:28.984921] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:13:31.990384] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:13:31.994614] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:13:31.998233] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:13:32.002889] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:13:32.003020] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:13:35.007252] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:13:35.010840] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:13:35.014241] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:13:35.017898] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:13:35.017996] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:13:38.022151] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:13:38.025487] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:13:38.028716] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:13:38.032015] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:13:38.032098] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:13:41.038929] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:13:41.045084] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:13:41.050417] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:13:41.056039] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:13:41.056192] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:13:44.061512] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:13:44.065891] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:13:44.069955] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:13:44.074522] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:13:44.074795] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:13:47.080709] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:13:47.084988] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:13:47.089506] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:13:47.094301] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:13:47.094418] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:13:50.100393] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:13:50.105604] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:13:50.110669] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:13:50.115521] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:13:50.115654] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:13:53.120164] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:13:53.124081] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:13:53.127893] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:13:53.131530] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:13:53.131620] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:13:56.137276] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:13:56.141330] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:13:56.144747] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:13:56.148252] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:13:56.148356] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:13:59.153738] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:13:59.157279] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:13:59.161200] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:13:59.164524] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:13:59.164599] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:14:02.172055] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:14:02.178700] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:14:02.185812] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:14:02.192079] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:14:02.192270] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:14:05.197450] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:14:05.201206] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:14:05.204497] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:14:05.207829] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:14:05.207916] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:14:08.213745] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:14:08.218337] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:14:08.222819] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:14:08.226699] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:14:08.226813] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:14:11.232022] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:14:11.235776] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:14:11.239159] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:14:11.242348] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:14:11.242423] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:14:14.247248] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:14:14.251348] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:14:14.255036] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:14:14.258690] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:14:14.258790] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:14:17.266361] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:14:17.272015] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:14:17.275844] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:14:17.279227] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:14:17.279743] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:14:20.285792] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:14:20.291559] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:14:20.295057] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:14:20.299060] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:14:20.299185] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:14:23.303832] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:14:23.307716] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:14:23.311624] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:14:23.315556] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:14:23.315710] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:14:26.321655] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:14:26.325630] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:14:26.329219] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:14:26.332614] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:14:26.332707] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:14:29.337370] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:14:29.340944] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:14:29.344332] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:14:29.347939] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:14:29.348041] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:14:32.352954] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:14:32.356843] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:14:32.360418] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:14:32.364620] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:14:32.364748] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:14:35.369309] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:14:35.372716] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:14:35.376668] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:14:35.380353] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:14:35.380442] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:14:38.385498] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:14:38.389777] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:14:38.393812] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:14:38.398078] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:14:38.398178] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:14:41.404270] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:14:41.408586] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:14:41.412460] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:14:41.416264] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:14:41.416366] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:14:44.423021] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:14:44.427999] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:14:44.431859] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:14:44.435441] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:14:44.435536] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:14:47.441523] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:14:47.445252] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:14:47.448705] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:14:47.452217] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:14:47.452313] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:14:50.458113] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:14:50.462130] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:14:50.466129] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:14:50.470080] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:14:50.470210] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:14:53.475911] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:14:53.479880] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:14:53.483458] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:14:53.486926] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:14:53.487035] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:14:56.492511] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:14:56.496430] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:14:56.499872] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:14:56.503781] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:14:56.503937] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:14:59.510180] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:14:59.515331] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:14:59.519417] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:14:59.522957] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:14:59.523090] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:15:02.529094] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:15:02.534107] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:15:02.539516] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:15:02.544293] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:15:02.544429] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:15:05.550680] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:15:05.555556] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:15:05.559829] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:15:05.565167] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:15:05.565350] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:15:08.570680] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:15:08.574633] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:15:08.578258] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:15:08.581891] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:15:08.581994] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:15:11.589259] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:15:11.594613] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:15:11.599927] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:15:11.605328] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:15:11.605452] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:15:14.611782] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:15:14.616978] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:15:14.621431] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:15:14.624767] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:15:14.624843] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:15:17.628934] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:15:17.632360] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:15:17.635605] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:15:17.639011] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:15:17.639091] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:15:20.644971] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:15:20.649347] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:15:20.654263] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:15:20.659381] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:15:20.659489] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:15:23.666479] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:15:23.671740] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:15:23.676271] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:15:23.680825] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:15:23.680940] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:15:26.685254] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:15:26.688676] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:15:26.691927] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:15:26.695311] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:15:26.695392] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:15:29.700063] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:15:29.703468] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:15:29.706852] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:15:29.710269] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:15:29.710372] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:15:32.715313] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:15:32.719113] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:15:32.722749] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:15:32.726135] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:15:32.726236] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:15:35.732594] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:15:35.737400] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:15:35.741599] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:15:35.745504] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:15:35.745592] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:15:38.750321] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:15:38.753905] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:15:38.757453] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:15:38.760781] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:15:38.760858] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:15:41.766910] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:15:41.771057] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:15:41.774482] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:15:41.777931] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:15:41.778020] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:15:44.783944] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:15:44.787774] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:15:44.791393] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:15:44.794912] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:15:44.794999] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:15:47.800958] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:15:47.804873] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:15:47.808425] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:15:47.812444] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:15:47.812550] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:15:50.818852] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:15:50.823512] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:15:50.828563] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:15:50.833795] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:15:50.833948] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:15:53.840057] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:15:53.843917] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:15:53.847542] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:15:53.851086] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:15:53.851183] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:15:56.857632] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:15:56.861484] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:15:56.866107] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:15:56.869909] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:15:56.870023] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:15:59.875231] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:15:59.878973] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:15:59.882413] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:15:59.886311] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:15:59.886445] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:16:02.892228] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:16:02.897342] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:16:02.902126] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:16:02.906928] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:16:02.907053] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:16:05.913624] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:16:05.918834] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:16:05.923478] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:16:05.928022] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:16:05.928146] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:16:08.933272] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:16:08.937076] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:16:08.941231] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:16:08.945881] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:16:08.945986] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:16:11.950520] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:16:11.955119] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:16:11.959148] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:16:11.963624] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:16:11.963748] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:16:14.969450] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:16:14.974667] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:16:14.978982] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:16:14.982453] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:16:14.982536] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:16:17.989103] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:16:17.993979] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:16:17.999087] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:16:18.004207] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:16:18.004346] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:16:21.009997] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:16:21.013838] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:16:21.019145] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:16:21.023059] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:16:21.023154] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:16:24.029310] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:16:24.033726] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:16:24.037742] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:16:24.041472] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:16:24.041568] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:16:27.046287] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:16:27.049754] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:16:27.052997] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:16:27.056223] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:16:27.056331] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:16:30.062449] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:16:30.067715] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:16:30.072711] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:16:30.077833] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:16:30.077969] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:16:33.083278] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:16:33.086905] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:16:33.091073] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:16:33.095170] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:16:33.095254] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:16:36.100068] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:16:36.103582] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:16:36.106866] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:16:36.110120] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:16:36.110196] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:16:39.115594] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:16:39.121199] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:16:39.124910] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:16:39.128376] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:16:39.128460] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:16:42.133310] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:16:42.137293] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:16:42.141371] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:16:42.146444] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:16:42.146578] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:16:45.151963] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:16:45.155877] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:16:45.159158] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:16:45.162398] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:16:45.162471] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:16:48.167971] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:16:48.173360] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:16:48.178611] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:16:48.183587] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:16:48.183745] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:16:51.191006] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:16:51.199261] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:16:51.205144] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:16:51.211128] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:16:51.211336] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:16:54.216570] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:16:54.222757] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:16:54.228061] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:16:54.232432] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:16:54.232539] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:16:57.238566] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:16:57.243041] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:16:57.246879] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:16:57.251095] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:16:57.251211] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:17:00.256509] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:17:00.260435] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:17:00.264292] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:17:00.268190] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:17:00.268317] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:17:03.275230] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:17:03.280007] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:17:03.283955] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:17:03.289382] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:17:03.289568] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:17:06.294516] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:17:06.299039] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:17:06.303158] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:17:06.307451] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:17:06.307601] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:17:09.312348] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:17:09.315814] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:17:09.319224] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:17:09.323114] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:17:09.323207] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:17:12.328238] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:17:12.332051] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:17:12.335799] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:17:12.339231] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:17:12.339313] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:17:15.345618] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:17:15.350582] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:17:15.355474] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:17:15.359154] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:17:15.359241] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:17:18.364839] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:17:18.368573] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:17:18.371985] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:17:18.375469] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:17:18.375570] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:17:21.381267] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:17:21.385123] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:17:21.388503] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:17:21.391921] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:17:21.392002] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:17:24.396566] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:17:24.400022] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:17:24.403333] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:17:24.406680] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:17:24.406763] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:17:27.413137] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:17:27.417877] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:17:27.421778] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:17:27.426473] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:17:27.426670] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:17:30.431225] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:17:30.434604] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:17:30.438042] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:17:30.441322] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:17:30.441399] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:17:33.446927] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:17:33.450553] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:17:33.455589] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:17:33.460722] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:17:33.460899] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:17:36.466726] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:17:36.471463] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:17:36.475349] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:17:36.478956] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:17:36.479046] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:17:39.485933] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:17:39.490938] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:17:39.496883] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:17:39.501730] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:17:39.501872] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:17:42.506290] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:17:42.509817] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:17:42.513073] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:17:42.516379] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:17:42.516458] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:17:45.521322] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:17:45.525410] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:17:45.529805] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:17:45.533970] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:17:45.534078] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:17:48.540604] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:17:48.545688] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:17:48.550798] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:17:48.555056] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:17:48.555144] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:17:51.560879] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:17:51.565611] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:17:51.570515] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:17:51.575383] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:17:51.575493] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:17:54.580752] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:17:54.584718] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:17:54.588810] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:17:54.592867] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:17:54.592977] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:17:57.598041] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:17:57.601902] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:17:57.605859] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:17:57.609688] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:17:57.609790] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:18:00.615926] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:18:00.621365] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:18:00.626364] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:18:00.631513] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:18:00.631673] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:18:03.637566] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:18:03.641915] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:18:03.646925] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:18:03.650750] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:18:03.650845] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:18:06.655739] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:18:06.659129] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:18:06.662439] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:18:06.666063] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:18:06.666139] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:18:09.671026] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:18:09.675111] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:18:09.679063] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:18:09.682761] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:18:09.682848] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:18:12.687315] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:18:12.691820] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:18:12.697000] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:18:12.702398] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:18:12.702552] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:18:15.708457] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:18:15.712945] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:18:15.716747] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:18:15.720846] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:18:15.720959] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:18:18.725494] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:18:18.728985] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:18:18.732320] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:18:18.735806] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:18:18.735913] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:18:21.740746] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:18:21.744275] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:18:21.747638] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:18:21.751062] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:18:21.751149] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:18:24.756090] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:18:24.759983] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:18:24.763787] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:18:24.767473] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:18:24.767595] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:18:27.773437] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:18:27.778441] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:18:27.782742] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:18:27.786378] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:18:27.786462] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:18:30.791293] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:18:30.794688] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:18:30.797925] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:18:30.801229] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:18:30.801306] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:18:33.807174] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:18:33.811505] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:18:33.815816] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:18:33.819789] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:18:33.819874] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:18:36.825901] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:18:36.831168] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:18:36.836187] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:18:36.841211] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:18:36.841339] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:18:39.847580] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:18:39.851539] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:18:39.855537] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:18:39.859611] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:18:39.859753] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:18:42.865400] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:18:42.870823] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:18:42.875739] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:18:42.880711] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:18:42.880846] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:18:45.885488] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:18:45.888980] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:18:45.892262] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:18:45.895604] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:18:45.895709] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:18:48.901123] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:18:48.905713] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:18:48.910101] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:18:48.914411] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:18:48.914498] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:18:51.919825] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:18:51.924413] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:18:51.928308] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:18:51.932197] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:18:51.932324] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:18:54.936825] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:18:54.940250] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:18:54.943511] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:18:54.946786] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:18:54.946863] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:18:57.951553] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:18:57.955141] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:18:57.958465] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:18:57.962234] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:18:57.962332] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:19:00.968467] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:19:00.972510] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:19:00.976868] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:19:00.981170] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:19:00.981308] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:19:03.986852] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:19:03.990854] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:19:03.994487] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:19:03.997895] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:19:03.997990] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:19:07.003380] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:19:07.007153] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:19:07.011415] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:19:07.015995] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:19:07.016173] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:19:10.021128] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:19:10.024834] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:19:10.028515] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:19:10.032145] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:19:10.032244] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:19:13.037336] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:19:13.041502] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:19:13.045714] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:19:13.049501] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:19:13.049582] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:19:16.054675] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:19:16.058171] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:19:16.061491] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:19:16.065481] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:19:16.065622] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:19:19.071943] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:19:19.077529] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:19:19.081684] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:19:19.085312] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:19:19.085421] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:19:22.090341] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:19:22.094183] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:19:22.097868] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:19:22.101399] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:19:22.101491] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:19:25.106075] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:19:25.110155] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:19:25.114065] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:19:25.117975] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:19:25.118078] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:19:28.122920] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:19:28.126566] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:19:28.130010] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:19:28.133394] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:19:28.133467] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:19:31.139747] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:19:31.144130] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:19:31.148285] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:19:31.151967] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:19:31.152053] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:19:34.157861] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:19:34.162212] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:19:34.166854] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:19:34.172055] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:19:34.172184] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:19:37.176992] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:19:37.180380] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:19:37.184436] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:19:37.187855] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:19:37.187932] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:19:40.194773] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:19:40.200019] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:19:40.203715] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:19:40.207477] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:19:40.207586] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:19:43.212281] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:19:43.216358] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:19:43.220074] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:19:43.224269] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:19:43.224418] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:19:46.229198] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:19:46.233584] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:19:46.237290] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:19:46.240689] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:19:46.240775] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:19:49.247299] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:19:49.251848] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:19:49.255602] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:19:49.259341] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:19:49.259440] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:19:52.265490] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:19:52.270592] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:19:52.275204] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:19:52.279951] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:19:52.280071] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:19:55.285161] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:19:55.289189] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:19:55.293207] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:19:55.297333] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:19:55.297437] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:19:58.301713] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:19:58.305257] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:19:58.308674] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:19:58.312005] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:19:58.312086] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:20:01.317591] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:20:01.322053] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:20:01.325942] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:20:01.329959] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:20:01.330073] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:20:04.336581] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:20:04.341291] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:20:04.345704] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:20:04.350837] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:20:04.351009] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:20:07.356275] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:20:07.359937] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:20:07.363452] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:20:07.366883] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:20:07.366971] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:20:10.372815] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:20:10.377797] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:20:10.383487] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:20:10.388162] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:20:10.388252] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:20:13.392391] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:20:13.396303] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:20:13.399982] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:20:13.403575] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:20:13.403697] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:20:16.408487] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:20:16.412583] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:20:16.416017] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:20:16.419862] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:20:16.419947] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:20:19.424274] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:20:19.427778] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:20:19.431098] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:20:19.434539] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:20:19.434626] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:20:22.439521] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:20:22.443323] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:20:22.447129] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:20:22.450932] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:20:22.451039] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:20:25.455997] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:20:25.459726] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:20:25.463131] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:20:25.466418] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:20:25.466495] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:20:28.474060] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:20:28.478674] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:20:28.482711] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:20:28.486594] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:20:28.486723] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:20:31.492766] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:20:31.496410] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:20:31.499937] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:20:31.503430] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:20:31.503511] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:20:34.508605] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:20:34.513061] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:20:34.518220] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:20:34.522655] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:20:34.522768] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:20:37.527364] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:20:37.531154] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:20:37.535448] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:20:37.539876] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:20:37.540013] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:20:40.545245] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:20:40.549397] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:20:40.553407] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:20:40.557455] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:20:40.557597] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:20:43.562446] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:20:43.566251] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:20:43.570265] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:20:43.573853] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:20:43.573941] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:20:46.579734] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:20:46.583064] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:20:46.586273] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:20:46.589454] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:20:46.589531] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:20:49.595091] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:20:49.599871] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:20:49.603878] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:20:49.607410] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:20:49.607489] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:20:52.612423] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:20:52.616598] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:20:52.620210] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:20:52.624628] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:20:52.624837] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:20:55.629586] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:20:55.633170] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:20:55.636636] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:20:55.640251] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:20:55.640329] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:20:58.644961] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:20:58.648903] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:20:58.652279] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:20:58.655531] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:20:58.655619] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:21:01.660463] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:21:01.664347] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:21:01.669410] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:21:01.674990] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:21:01.675179] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:21:04.681038] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:21:04.686142] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:21:04.691187] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:21:04.695996] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:21:04.696115] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:21:07.701946] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:21:07.706662] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:21:07.711288] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:21:07.715350] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:21:07.715471] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:21:10.721573] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:21:10.725546] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:21:10.728976] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:21:10.732529] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:21:10.732626] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:21:13.738339] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:21:13.742701] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:21:13.746501] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:21:13.750130] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:21:13.750218] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:21:16.756511] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:21:16.762768] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:21:16.767747] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:21:16.772024] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:21:16.772178] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:21:19.777287] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:21:19.781555] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:21:19.785725] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:21:19.789956] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:21:19.790116] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:21:22.794955] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:21:22.799195] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:21:22.803046] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:21:22.807024] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:21:22.807263] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:21:25.813563] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:21:25.823188] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:21:25.828930] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:21:25.833504] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:21:25.833698] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:21:28.840547] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:21:28.846743] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:21:28.851177] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:21:28.855078] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:21:28.855168] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:21:31.860291] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:21:31.864974] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:21:31.869832] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:21:31.874003] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:21:31.874123] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:21:34.882301] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:21:34.887532] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:21:34.891372] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:21:34.895098] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:21:34.895179] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:21:37.900453] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:21:37.905573] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:21:37.909663] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:21:37.914250] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:21:37.914433] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:21:40.920402] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:21:40.925940] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:21:40.930679] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:21:40.934582] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:21:40.934686] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:21:43.940779] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:21:43.945358] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:21:43.951041] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:21:43.955824] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:21:43.955930] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:21:46.966042] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:21:46.970158] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:21:46.973790] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:21:46.977527] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:21:46.977638] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:21:49.982042] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:21:49.985549] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:21:49.989111] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:21:49.992439] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:21:49.992535] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:21:52.997637] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:21:53.001163] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:21:53.004847] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:21:53.008131] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:21:53.008211] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:21:56.014902] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:21:56.019117] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:21:56.022959] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:21:56.026472] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:21:56.026550] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:21:59.031908] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:21:59.035611] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:21:59.039192] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:21:59.042502] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:21:59.042578] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:22:02.048688] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:22:02.053485] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:22:02.058274] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:22:02.062624] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:22:02.062768] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:22:05.069169] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:22:05.074247] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:22:05.079414] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:22:05.084957] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:22:05.085164] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:22:08.094742] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:22:08.099268] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:22:08.104764] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:22:08.109955] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:22:08.110106] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:22:11.115480] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:22:11.120077] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:22:11.125598] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:22:11.130204] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:22:11.130337] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:22:14.136137] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:22:14.139988] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:22:14.143525] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:22:14.151263] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:22:14.151488] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:22:17.156742] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:22:17.161082] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:22:17.165455] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:22:17.169948] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:22:17.170118] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:22:20.174833] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:22:20.178570] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:22:20.181973] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:22:20.185720] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:22:20.185829] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:22:23.192231] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:22:23.196932] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:22:23.200291] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:22:23.203626] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:22:23.203714] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:22:26.208556] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:22:26.212228] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:22:26.215668] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:22:26.219189] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:22:26.219292] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:22:29.227582] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:22:29.233608] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:22:29.238572] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:22:29.242727] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:22:29.242838] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:22:32.247793] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:22:32.251460] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:22:32.254727] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:22:32.257994] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:22:32.258074] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:22:35.262570] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:22:35.266192] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:22:35.269753] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:22:35.273538] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:22:35.273683] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:22:38.280505] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:22:38.285990] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:22:38.290633] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:22:38.295596] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:22:38.295735] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:22:41.303505] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:22:41.309539] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:22:41.314689] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:22:41.319801] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:22:41.319973] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:22:44.326043] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:22:44.330248] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:22:44.334049] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:22:44.339100] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:22:44.339267] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:22:47.345407] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:22:47.350485] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:22:47.354845] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:22:47.359394] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:22:47.359536] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:22:50.366240] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:22:50.371715] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:22:50.376289] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:22:50.380364] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:22:50.380471] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:22:53.387237] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:22:53.391780] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:22:53.395306] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:22:53.399616] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:22:53.399735] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:22:56.404333] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:22:56.407827] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:22:56.411064] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:22:56.414294] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:22:56.414372] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:22:59.419970] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:22:59.423558] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:22:59.426839] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:22:59.430686] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:22:59.430795] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:23:02.435935] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:23:02.439865] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:23:02.443272] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:23:02.446924] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:23:02.447024] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:23:05.454034] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:23:05.459757] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:23:05.463795] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:23:05.468625] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:23:05.468813] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:23:08.475153] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:23:08.479515] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:23:08.482995] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:23:08.486393] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:23:08.486493] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:23:11.494229] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:23:11.499477] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:23:11.504667] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:23:11.509788] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:23:11.509970] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:23:14.513994] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:23:14.517479] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:23:14.520856] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:23:14.524261] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:23:14.524354] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:23:17.529256] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:23:17.533240] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:23:17.537000] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:23:17.541319] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:23:17.541435] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:23:20.546450] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:23:20.550242] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:23:20.554288] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:23:20.557843] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:23:20.557925] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:23:23.564241] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:23:23.568292] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:23:23.572379] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:23:23.576840] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:23:23.576936] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:23:26.582973] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:23:26.589130] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:23:26.593879] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:23:26.597783] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:23:26.597866] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:23:29.605397] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:23:29.611794] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:23:29.618020] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:23:29.622713] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:23:29.622811] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:23:32.628309] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:23:32.632353] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:23:32.635880] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:23:32.639169] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:23:32.639262] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:23:35.644162] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:23:35.648152] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:23:35.651380] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:23:35.654680] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:23:35.654757] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:23:38.660873] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:23:38.664860] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:23:38.669000] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:23:38.672953] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:23:38.673035] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:23:41.678731] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:23:41.683620] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:23:41.688343] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:23:41.693207] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:23:41.693351] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:23:44.698471] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:23:44.702090] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:23:44.705681] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:23:44.709398] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:23:44.709490] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:23:47.713971] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:23:47.719126] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:23:47.724308] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:23:47.728836] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:23:47.728946] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:23:50.734132] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:23:50.739343] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:23:50.744287] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:23:50.749223] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:23:50.749344] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:23:53.754970] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:23:53.758679] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:23:53.761923] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:23:53.765286] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:23:53.765361] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:23:56.770111] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:23:56.773469] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:23:56.776715] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:23:56.780197] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:23:56.780288] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:23:59.786313] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:23:59.790199] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:23:59.793740] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:23:59.797477] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:23:59.797575] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:24:02.802792] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:24:02.806300] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:24:02.809841] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:24:02.813281] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:24:02.813361] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:24:05.818332] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:24:05.823024] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:24:05.827256] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:24:05.830635] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:24:05.830736] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:24:08.835198] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:24:08.838975] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:24:08.842409] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:24:08.845715] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:24:08.845798] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:24:11.851966] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:24:11.857791] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:24:11.862884] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:24:11.867741] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:24:11.867865] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:24:14.873059] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:24:14.877565] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:24:14.881206] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:24:14.884750] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:24:14.884838] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:24:17.891161] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:24:17.896147] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:24:17.901165] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:24:17.905953] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:24:17.906064] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:24:20.911210] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:24:20.914914] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:24:20.918444] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:24:20.922043] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:24:20.922138] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:24:23.929564] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:24:23.934553] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:24:23.940069] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:24:23.944897] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:24:23.945047] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:24:26.951124] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:24:26.955201] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:24:26.958884] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:24:26.962621] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:24:26.962730] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:24:29.969326] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:24:29.974760] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:24:29.980071] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:24:29.984828] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:24:29.984968] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:24:32.989756] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:24:32.993479] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:24:32.997361] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:24:33.000912] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:24:33.000991] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:24:36.007218] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:24:36.012515] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:24:36.018168] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:24:36.023251] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:24:36.023432] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:24:39.028749] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:24:39.033403] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:24:39.037783] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:24:39.041873] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:24:39.041981] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:24:42.048059] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:24:42.052458] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:24:42.056713] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:24:42.060506] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:24:42.060612] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:24:45.068175] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:24:45.073115] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:24:45.077250] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:24:45.081599] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:24:45.081735] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:24:48.087175] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:24:48.092061] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:24:48.096744] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:24:48.101445] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:24:48.101553] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:24:51.108069] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:24:51.113155] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:24:51.117825] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:24:51.122268] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:24:51.122393] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:24:54.126932] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:24:54.130933] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:24:54.135266] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:24:54.140665] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:24:54.140870] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:24:57.146212] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:24:57.150984] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:24:57.154877] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:24:57.158720] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:24:57.158820] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:25:00.163437] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:25:00.167131] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:25:00.170819] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:25:00.174327] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:25:00.174414] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:25:03.179502] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:25:03.183415] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:25:03.187005] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:25:03.190701] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:25:03.190786] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:25:06.196577] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:25:06.201568] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:25:06.205675] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:25:06.210112] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:25:06.210245] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:25:09.215739] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:25:09.219534] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:25:09.223241] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:25:09.226692] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:25:09.226786] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:25:12.231933] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:25:12.236220] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:25:12.240599] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:25:12.245086] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:25:12.245222] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:25:15.250122] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:25:15.254207] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:25:15.258318] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:25:15.262584] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:25:15.262728] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:25:18.269775] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:25:18.274810] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:25:18.279405] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:25:18.284013] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:25:18.284167] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:25:21.290338] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:25:21.295423] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:25:21.300204] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:25:21.304545] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:25:21.304719] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:25:24.311963] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:25:24.323354] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:25:24.328610] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:25:24.332195] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:25:24.332302] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:25:27.337238] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:25:27.340912] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:25:27.344377] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:25:27.347849] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:25:27.347957] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:25:30.354238] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:25:30.359296] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:25:30.363575] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:25:30.366927] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:25:30.367019] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:25:33.372226] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:25:33.376280] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:25:33.380164] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:25:33.384276] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:25:33.384397] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:25:36.389963] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:25:36.395347] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:25:36.399542] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:25:36.403783] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:25:36.403913] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:25:39.409985] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:25:39.415144] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:25:39.419890] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:25:39.424357] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:25:39.424467] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:25:42.429233] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:25:42.432886] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:25:42.436419] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:25:42.439841] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:25:42.439922] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:25:45.446885] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:25:45.453080] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:25:45.457989] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:25:45.462246] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:25:45.462351] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:25:48.467032] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:25:48.471870] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:25:48.476282] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:25:48.481417] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:25:48.481540] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:25:51.486786] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:25:51.490794] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:25:51.494460] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:25:51.497995] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:25:51.498103] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:25:54.503001] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:25:54.506783] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:25:54.510428] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:25:54.514617] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:25:54.514763] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:25:57.519831] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:25:57.523401] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:25:57.526891] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:25:57.531310] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:25:57.531441] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:26:00.537233] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:26:00.542084] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:26:00.546890] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:26:00.550815] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:26:00.550900] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:26:03.555775] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:26:03.560213] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:26:03.565449] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:26:03.569922] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:26:03.570063] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:26:06.575103] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:26:06.579691] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:26:06.585081] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:26:06.588845] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:26:06.588927] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:26:09.594059] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:26:09.597492] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:26:09.600869] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:26:09.604737] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:26:09.604812] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:26:12.609371] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:26:12.612774] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:26:12.616154] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:26:12.619436] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:26:12.619511] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:26:15.625505] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:26:15.630329] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:26:15.634711] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:26:15.638421] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:26:15.638517] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:26:18.643172] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:26:18.646879] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:26:18.650673] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:26:18.654578] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:26:18.654697] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:26:21.660405] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:26:21.664321] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:26:21.667844] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:26:21.671474] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:26:21.671568] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:26:24.675937] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:26:24.679888] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:26:24.683909] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:26:24.687593] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:26:24.687692] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:26:27.692581] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:26:27.696024] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:26:27.699287] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:26:27.703344] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:26:27.703444] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:26:30.708612] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:26:30.712415] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:26:30.716143] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:26:30.719590] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:26:30.719704] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:26:33.725691] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:26:33.731561] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:26:33.735516] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:26:33.738955] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:26:33.739033] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:26:36.743685] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:26:36.747348] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:26:36.750879] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:26:36.754515] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:26:36.754607] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:26:39.759466] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:26:39.763363] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:26:39.769954] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:26:39.773718] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:26:39.773806] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:26:42.778639] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:26:42.782455] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:26:42.785848] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:26:42.789714] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:26:42.789794] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:26:45.795144] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:26:45.798904] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:26:45.802271] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:26:45.805685] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:26:45.805784] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:26:48.814979] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:26:48.819733] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:26:48.824954] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:26:48.829701] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:26:48.829851] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:26:51.836405] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:26:51.840614] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:26:51.844291] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:26:51.847954] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:26:51.848045] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:26:54.852399] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:26:54.856061] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:26:54.859660] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:26:54.863172] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:26:54.863273] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:26:57.868174] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:26:57.872169] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:26:57.876040] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:26:57.880016] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:26:57.880146] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:27:00.886576] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:27:00.891261] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:27:00.896098] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:27:00.900970] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:27:00.901135] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:27:03.905728] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:27:03.909305] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:27:03.912877] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:27:03.916958] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:27:03.917077] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:27:06.921781] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:27:06.925233] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:27:06.928594] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:27:06.931898] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:27:06.931995] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:27:09.936772] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:27:09.940402] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:27:09.943792] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:27:09.947177] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:27:09.947263] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:27:12.953067] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:27:12.957916] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:27:12.962810] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:27:12.967186] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:27:12.967304] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:27:15.972436] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:27:15.976361] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:27:15.980152] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:27:15.983935] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:27:15.984024] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:27:18.989900] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:27:18.994791] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:27:18.998968] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:27:19.002476] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:27:19.002579] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:27:22.007722] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:27:22.011618] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:27:22.015576] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:27:22.019025] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:27:22.019111] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:27:25.024850] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:27:25.029843] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:27:25.035416] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:27:25.040034] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:27:25.040168] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:27:28.044751] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:27:28.048967] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:27:28.052882] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:27:28.056686] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:27:28.056771] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:27:31.061891] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:27:31.065870] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:27:31.069577] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:27:31.073439] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:27:31.073551] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:27:34.078804] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:27:34.083349] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:27:34.088081] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:27:34.091621] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:27:34.091723] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:27:37.096470] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:27:37.100019] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:27:37.104985] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:27:37.109989] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:27:37.110152] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:27:40.116002] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:27:40.119592] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:27:40.122881] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:27:40.127485] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:27:40.127730] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:27:43.133459] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:27:43.137509] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:27:43.140992] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:27:43.145621] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:27:43.145769] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:27:46.150632] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:27:46.154755] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:27:46.158724] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:27:46.162217] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:27:46.162317] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:27:49.167833] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:27:49.172556] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:27:49.176955] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:27:49.181911] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:27:49.182036] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:27:52.186690] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:27:52.190502] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:27:52.194305] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:27:52.198573] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:27:52.198713] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:27:55.203446] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:27:55.207920] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:27:55.212025] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:27:55.216394] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:27:55.216530] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:27:58.222063] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:27:58.225696] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:27:58.229101] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:27:58.232865] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:27:58.232965] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:28:01.239540] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:28:01.245209] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:28:01.249616] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:28:01.253901] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:28:01.253997] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:28:04.259714] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:28:04.264435] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:28:04.269077] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:28:04.273945] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:28:04.274059] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:28:07.281150] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:28:07.287344] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:28:07.292833] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:28:07.298375] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:28:07.298544] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:28:10.304596] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:28:10.308283] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:28:10.311830] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:28:10.315435] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:28:10.315535] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:28:13.321451] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:28:13.325262] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:28:13.328966] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:28:13.332462] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:28:13.332572] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:28:16.338444] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:28:16.343597] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:28:16.348364] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:28:16.353122] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:28:16.353268] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:28:19.359055] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:28:19.362733] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:28:19.366241] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:28:19.369738] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:28:19.369824] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:28:22.375616] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:28:22.379985] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:28:22.383829] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:28:22.387605] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:28:22.387726] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:28:25.393972] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:28:25.398186] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:28:25.401920] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:28:25.405295] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:28:25.405372] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:28:28.411086] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:28:28.415129] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:28:28.419574] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:28:28.423773] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:28:28.423884] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:28:31.429131] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:28:31.433000] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:28:31.436600] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:28:31.441081] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:28:31.441213] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:28:34.447733] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:28:34.452900] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:28:34.458952] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:28:34.464667] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:28:34.464831] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:28:37.471275] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:28:37.475034] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:28:37.480126] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:28:37.484604] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:28:37.484705] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:28:40.489987] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:28:40.494957] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:28:40.502210] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:28:40.506010] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:28:40.506103] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:28:43.512095] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:28:43.516697] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:28:43.521818] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:28:43.527592] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:28:43.527766] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:28:46.533636] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:28:46.538324] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:28:46.543174] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:28:46.547674] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:28:46.547852] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:28:49.553424] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:28:49.557453] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:28:49.561085] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:28:49.564757] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:28:49.564853] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:28:52.571058] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:28:52.575218] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:28:52.578960] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:28:52.582378] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:28:52.582474] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:28:55.588297] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:28:55.594011] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:28:55.598910] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:28:55.603484] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:28:55.603580] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:28:58.608402] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:28:58.612611] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:28:58.616838] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:28:58.621529] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:28:58.621714] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:29:01.628287] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:29:01.632392] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:29:01.636275] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:29:01.641253] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:29:01.641349] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:29:04.646691] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:29:04.651093] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:29:04.655294] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:29:04.659163] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:29:04.659257] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:29:07.664019] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:29:07.667512] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:29:07.671027] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:29:07.674378] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:29:07.674475] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:29:10.679829] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:29:10.683685] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:29:10.687486] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:29:10.691359] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:29:10.691475] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:29:13.696369] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:29:13.699779] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:29:13.703039] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:29:13.707984] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:29:13.708159] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:29:16.713524] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:29:16.717094] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:29:16.720668] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:29:16.724183] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:29:16.724285] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:29:19.729330] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:29:19.733028] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:29:19.737265] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:29:19.741221] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:29:19.741299] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:29:22.746335] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:29:22.750127] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:29:22.753566] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:29:22.757204] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:29:22.757305] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:29:25.762251] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:29:25.766385] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:29:25.770420] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:29:25.774764] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:29:25.774889] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:29:28.781032] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:29:28.785163] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:29:28.790573] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:29:28.796880] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:29:28.797058] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:29:31.801465] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:29:31.804903] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:29:31.808593] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:29:31.813234] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:29:31.813354] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:29:34.819017] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:29:34.823375] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:29:34.827852] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:29:34.832479] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:29:34.832595] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:29:37.838894] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:29:37.844576] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:29:37.850003] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:29:37.855345] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:29:37.855519] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:29:40.861409] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:29:40.864961] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:29:40.870132] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:29:40.874028] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:29:40.874121] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:29:43.880817] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:29:43.886411] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:29:43.892934] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:29:43.897959] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:29:43.898117] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:29:46.903906] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:29:46.907845] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:29:46.911157] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:29:46.914453] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:29:46.914558] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:29:49.918695] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:29:49.922032] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:29:49.925222] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:29:49.928415] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:29:49.928495] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:29:52.933186] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:29:52.936816] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:29:52.940477] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:29:52.943882] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:29:52.943966] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:29:55.948925] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:29:55.952388] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:29:55.955632] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:29:55.958858] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:29:55.958930] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:29:58.963961] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:29:58.967344] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:29:58.970595] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:29:58.973798] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:29:58.973871] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:30:01.979442] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:30:01.983843] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:30:01.987980] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:30:01.991951] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:30:01.992065] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:30:04.998866] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:30:05.004175] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:30:05.009619] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:30:05.014548] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:30:05.014714] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:30:08.021134] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:30:08.025901] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:30:08.030210] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:30:08.034908] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:30:08.035067] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:30:11.041323] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:30:11.045839] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:30:11.050543] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:30:11.055835] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:30:11.055962] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:30:14.062444] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:30:14.067016] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:30:14.071063] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:30:14.074817] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:30:14.074896] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:30:17.082003] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:30:17.086466] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:30:17.090973] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:30:17.094955] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:30:17.095065] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:30:20.099494] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:30:20.102813] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:30:20.106002] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:30:20.109204] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:30:20.109278] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:30:23.114043] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:30:23.117430] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:30:23.120804] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:30:23.124114] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:30:23.124191] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:30:26.129061] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:30:26.133468] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:30:26.137690] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:30:26.141808] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:30:26.141946] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:30:29.146948] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:30:29.154954] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:30:29.159472] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:30:29.163597] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:30:29.163726] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:30:32.169908] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:30:32.173768] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:30:32.177045] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:30:32.180775] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:30:32.180848] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:30:35.186711] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:30:35.190668] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:30:35.194342] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:30:35.197932] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:30:35.198170] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:30:38.203146] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:30:38.207637] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:30:38.211447] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:30:38.216244] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:30:38.216452] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:30:41.221355] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:30:41.225009] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:30:41.228703] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:30:41.232400] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:30:41.232515] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:30:44.239291] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:30:44.245040] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:30:44.250776] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:30:44.255737] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:30:44.255847] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:30:47.260867] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:30:47.264523] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:30:47.268076] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:30:47.271421] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:30:47.271517] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:30:50.277530] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:30:50.281379] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:30:50.284871] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:30:50.288271] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:30:50.288361] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:30:53.293498] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:30:53.297810] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:30:53.301690] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:30:53.305673] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:30:53.305808] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:30:56.310815] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:30:56.314489] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:30:56.318168] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:30:56.321668] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:30:56.321756] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:30:59.328777] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:30:59.333109] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:30:59.336543] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:30:59.341369] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:30:59.341580] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:31:02.346568] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:31:02.350910] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:31:02.356126] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:31:02.360879] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:31:02.361040] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:31:05.366189] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:31:05.370309] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:31:05.373896] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:31:05.377229] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:31:05.377314] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:31:08.382034] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:31:08.386023] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:31:08.390049] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:31:08.393966] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:31:08.394076] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:31:11.400217] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:31:11.404104] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:31:11.407765] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:31:11.411937] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:31:11.412099] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:31:14.417624] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:31:14.421463] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:31:14.425153] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:31:14.428675] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:31:14.428791] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:31:17.435945] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:31:17.443309] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:31:17.449266] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:31:17.454919] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:31:17.455077] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:31:20.460378] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:31:20.463844] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:31:20.467623] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:31:20.471264] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:31:20.471350] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:31:23.475676] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:31:23.479077] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:31:23.484455] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:31:23.489581] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:31:23.489767] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:31:26.494987] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:31:26.498732] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:31:26.502121] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:31:26.506484] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:31:26.506670] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:31:29.510976] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:31:29.514425] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:31:29.517956] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:31:29.521762] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:31:29.521870] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:31:32.527924] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:31:32.534057] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:31:32.538889] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:31:32.542518] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:31:32.542602] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:31:35.549483] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:31:35.555205] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:31:35.560346] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:31:35.564678] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:31:35.564811] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:31:38.569834] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:31:38.573867] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:31:38.577565] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:31:38.581596] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:31:38.581730] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:31:41.587227] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:31:41.621662] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:31:41.657275] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:31:41.692796] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:31:41.692915] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:31:44.728322] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:31:44.732252] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:31:44.735940] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:31:44.739848] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:31:44.739952] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:31:47.745054] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:31:47.748776] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:31:47.752267] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:31:47.755585] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:31:47.755686] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:31:50.762386] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:31:50.766764] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:31:50.770455] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:31:50.774281] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:31:50.774390] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:31:53.780383] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:31:53.784069] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:31:53.787492] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:31:53.791421] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:31:53.791570] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:31:56.796748] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:31:56.801046] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:31:56.804728] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:31:56.808826] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:31:56.808939] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:31:59.813961] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:31:59.818184] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:31:59.822811] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:31:59.827345] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:31:59.827482] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:32:02.833017] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:32:02.837439] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:32:02.841373] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:32:02.844964] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:32:02.845079] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:32:05.849596] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:32:05.853391] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:32:05.857228] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:32:05.861109] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:32:05.861233] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:32:08.866668] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:32:08.870227] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:32:08.873780] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:32:08.877248] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:32:08.877399] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:32:11.883347] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:32:11.888835] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:32:11.894074] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:32:11.899221] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:32:11.899370] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:32:14.904224] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:32:14.907814] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:32:14.911053] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:32:14.914627] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:32:14.914719] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:32:17.919373] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:32:17.922956] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:32:17.926393] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:32:17.930049] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:32:17.930158] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:32:20.934802] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:32:20.938798] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:32:20.942523] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:32:20.946226] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:32:20.946319] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:32:23.952013] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:32:23.957430] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:32:23.962631] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:32:23.967766] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:32:23.967902] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:32:26.973985] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:32:26.979336] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:32:26.983041] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:32:26.986589] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:32:26.986686] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:32:29.991768] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:32:29.996210] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:32:30.000116] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:32:30.006274] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:32:30.006507] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:32:33.011407] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:32:33.014740] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:32:33.018099] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:32:33.021335] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:32:33.021410] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:32:36.026062] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:32:36.029807] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:32:36.034092] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:32:36.038448] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:32:36.038563] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:32:39.043207] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:32:39.046799] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:32:39.050413] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:32:39.054099] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:32:39.054188] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:32:42.059004] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:32:42.063201] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:32:42.066950] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:32:42.071937] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:32:42.072068] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:32:45.077224] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:32:45.080998] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:32:45.084318] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:32:45.088361] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:32:45.088512] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:32:48.094293] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:32:48.099563] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:32:48.103536] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:32:48.106874] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:32:48.106952] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:32:51.111813] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:32:51.115414] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:32:51.119293] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:32:51.122712] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:32:51.122797] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:32:54.127948] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:32:54.131363] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:32:54.134603] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:32:54.138238] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:32:54.138366] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:32:57.144550] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:32:57.149184] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:32:57.153555] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:32:57.161907] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:32:57.162052] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:33:00.167305] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:33:00.171412] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:33:00.175229] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:33:00.179319] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:33:00.179418] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:33:03.183952] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:33:03.187508] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:33:03.191077] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:33:03.194493] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:33:03.194575] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:33:06.200503] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:33:06.204559] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:33:06.208469] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:33:06.212185] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:33:06.212291] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:33:09.217214] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:33:09.220624] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:33:09.223951] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:33:09.227183] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:33:09.227257] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:33:12.233537] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:33:12.238192] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:33:12.243389] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:33:12.249592] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:33:12.249798] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:33:15.255588] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:33:15.260895] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:33:15.266009] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:33:15.271082] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:33:15.271219] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:33:18.275908] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:33:18.279702] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:33:18.283303] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:33:18.286870] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:33:18.286955] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:33:21.293204] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:33:21.298510] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:33:21.302466] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:33:21.305893] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:33:21.305971] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:33:24.310771] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:33:24.314630] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:33:24.319372] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:33:24.324284] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:33:24.324414] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:33:27.329227] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:33:27.332557] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:33:27.335835] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:33:27.339084] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:33:27.339159] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:33:30.345117] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:33:30.350063] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:33:30.354017] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:33:30.358754] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:33:30.358958] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:33:33.364054] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:33:33.368178] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:33:33.371481] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:33:33.374745] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:33:33.374821] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:33:36.379687] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:33:36.383518] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:33:36.387096] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:33:36.390404] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:33:36.390483] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:33:39.397005] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:33:39.402260] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:33:39.407582] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:33:39.412899] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:33:39.413031] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:33:42.418014] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:33:42.422282] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:33:42.426056] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:33:42.429371] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:33:42.429457] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:33:45.435198] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:33:45.438739] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:33:45.442015] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:33:45.445222] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:33:45.445296] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:33:48.452322] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:33:48.456692] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:33:48.460499] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:33:48.464526] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:33:48.464700] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:33:51.469777] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:33:51.473225] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:33:51.476473] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:33:51.479845] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:33:51.479931] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:33:54.484608] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:33:54.488116] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:33:54.491823] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:33:54.495350] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:33:54.495459] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:33:57.501328] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:33:57.506017] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:33:57.510547] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:33:57.515444] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:33:57.515584] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:34:00.520991] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:34:00.526220] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:34:00.531099] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:34:00.536620] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:34:00.536806] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:34:03.542535] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:34:03.548103] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:34:03.552182] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:34:03.555733] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:34:03.555814] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:34:06.561251] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:34:06.565184] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:34:06.568882] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:34:06.572428] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:34:06.572507] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:34:09.578207] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:34:09.582543] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:34:09.586554] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:34:09.589941] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:34:09.590017] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:34:12.595358] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:34:12.599089] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:34:12.602495] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:34:12.605967] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:34:12.606110] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:34:15.611706] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:34:15.616956] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:34:15.620863] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:34:15.624969] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:34:15.625094] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:34:18.631947] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:34:18.636865] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:34:18.640586] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:34:18.644163] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:34:18.644251] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:34:21.650254] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:34:21.655041] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:34:21.659561] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:34:21.664015] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:34:21.664134] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:34:24.669297] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:34:24.672913] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:34:24.676628] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:34:24.680281] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:34:24.680383] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:34:27.685254] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:34:27.688773] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:34:27.691966] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:34:27.695137] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:34:27.695211] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:34:30.700194] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:34:30.704332] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:34:30.709042] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:34:30.712955] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:34:30.713077] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:34:33.718952] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:34:33.723871] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:34:33.727907] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:34:33.731701] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:34:33.731818] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:34:36.736684] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:34:36.740255] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:34:36.744034] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:34:36.747267] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:34:36.747346] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:34:39.752231] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:34:39.756161] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:34:39.760093] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:34:39.763744] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:34:39.763860] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:34:42.769048] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:34:42.772867] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:34:42.776222] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:34:42.779817] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:34:42.779893] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:34:45.784559] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:34:45.788390] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:34:45.791902] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:34:45.795411] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:34:45.795511] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:34:48.802571] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:34:48.808265] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:34:48.813412] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:34:48.818311] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:34:48.818438] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:34:51.823315] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:34:51.828050] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:34:51.832013] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:34:51.837178] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:34:51.837286] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:34:54.842447] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:34:54.846421] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:34:54.850306] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:34:54.854197] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:34:54.854311] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:34:57.859721] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:34:57.863863] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:34:57.868887] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:34:57.873568] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:34:57.873745] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:35:00.879801] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:35:00.883745] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:35:00.887927] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:35:00.892360] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:35:00.892474] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:35:03.899345] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:35:03.905106] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:35:03.909237] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:35:03.913574] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:35:03.913747] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:35:06.920432] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:35:06.925932] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:35:06.930616] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:35:06.935135] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:35:06.935290] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:35:09.941313] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:35:09.946462] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:35:09.950347] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:35:09.954378] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:35:09.954479] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:35:12.959727] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:35:12.963865] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:35:12.967340] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:35:12.970834] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:35:12.970913] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:35:15.977119] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:35:15.981778] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:35:15.986124] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:35:15.989896] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:35:15.990006] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:35:18.996215] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:35:19.001543] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:35:19.006976] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:35:19.012087] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:35:19.012213] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:35:22.017863] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:35:22.022037] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:35:22.026217] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:35:22.030700] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:35:22.030848] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:35:25.035688] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:35:25.039509] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:35:25.044951] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:35:25.049930] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:35:25.050153] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:35:28.055269] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:35:28.058729] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:35:28.062586] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:35:28.066271] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:35:28.066353] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:35:31.071927] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:35:31.075381] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:35:31.080267] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:35:31.084167] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:35:31.084264] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:35:34.090439] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:35:34.097264] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:35:34.103434] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:35:34.108069] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:35:34.108173] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:35:37.114612] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:35:37.119122] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:35:37.122806] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:35:37.126271] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:35:37.126349] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:35:40.136510] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:35:40.144173] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:35:40.150545] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:35:40.155853] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:35:40.155992] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:35:43.161531] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:35:43.166711] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:35:43.171400] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:35:43.175602] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:35:43.175740] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:35:46.182657] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:35:46.186876] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:35:46.190359] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:35:46.193708] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:35:46.193789] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:35:49.198262] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:35:49.202089] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:35:49.205497] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:35:49.208996] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:35:49.209089] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:35:52.214571] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:35:52.218329] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:35:52.222423] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:35:52.226855] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:35:52.226963] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:35:55.232045] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:35:55.236063] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:35:55.240008] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:35:55.244134] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:35:55.244266] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:35:58.249018] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:35:58.252435] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:35:58.255771] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:35:58.259015] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:35:58.259090] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:36:01.264258] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:36:01.268673] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:36:01.273131] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:36:01.276875] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:36:01.276949] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:36:04.281769] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:36:04.285036] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:36:04.292152] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:36:04.295744] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:36:04.295821] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:36:07.301577] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:36:07.306304] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:36:07.310993] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:36:07.315549] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:36:07.315689] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:36:10.320368] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:36:10.324275] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:36:10.328250] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:36:10.331987] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:36:10.332092] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:36:13.339018] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:36:13.343195] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:36:13.346804] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:36:13.350997] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:36:13.351106] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:36:16.356918] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:36:16.365170] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:36:16.369426] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:36:16.373281] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:36:16.373412] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:36:19.378209] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:36:19.381514] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:36:19.384784] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:36:19.388004] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:36:19.388080] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:36:22.392560] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:36:22.396230] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:36:22.399857] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:36:22.403294] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:36:22.403381] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:36:25.408582] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:36:25.412277] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:36:25.415768] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:36:25.419269] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:36:25.419360] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:36:28.424498] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:36:28.428278] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:36:28.432234] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:36:28.435842] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:36:28.435923] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:36:31.441717] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:36:31.446728] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:36:31.450724] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:36:31.454398] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:36:31.454484] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:36:34.460003] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:36:34.463364] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:36:34.466617] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:36:34.469982] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:36:34.470062] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:36:37.475486] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:36:37.480044] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:36:37.484230] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:36:37.488833] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:36:37.488964] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:36:40.493806] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:36:40.498479] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:36:40.504150] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:36:40.508423] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:36:40.508507] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:36:43.513093] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:36:43.516569] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:36:43.519966] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:36:43.523940] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:36:43.524054] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:36:46.529520] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:36:46.534186] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:36:46.539176] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:36:46.544326] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:36:46.544465] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:36:49.549378] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:36:49.553400] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:36:49.557822] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:36:49.562059] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:36:49.562185] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:36:52.568291] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:36:52.572183] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:36:52.575705] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:36:52.579257] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:36:52.579354] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:36:55.586068] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:36:55.591840] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:36:55.596115] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:36:55.599731] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:36:55.599815] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:36:58.605341] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:36:58.609463] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:36:58.613290] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:36:58.616882] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:36:58.616962] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:37:01.621928] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:37:01.625704] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:37:01.629390] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:37:01.633390] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:37:01.633499] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:37:04.638783] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:37:04.642715] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:37:04.647224] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:37:04.651832] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:37:04.651986] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:37:07.656980] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:37:07.661124] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:37:07.664986] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:37:07.668771] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:37:07.668879] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:37:10.673915] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:37:10.677507] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:37:10.680739] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:37:10.684009] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:37:10.684083] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:37:13.688843] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:37:13.693419] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:37:13.697671] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:37:13.701504] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:37:13.701627] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:37:16.706278] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:37:16.710350] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:37:16.714154] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:37:16.718132] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:37:16.718255] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:37:19.723591] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:37:19.728262] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:37:19.732509] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:37:19.736227] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:37:19.736311] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:37:22.742339] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:37:22.746864] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:37:22.751321] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:37:22.755989] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:37:22.756113] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:37:25.761607] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:37:25.765734] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:37:25.769793] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:37:25.773548] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:37:25.773703] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:37:28.779178] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:37:28.782726] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:37:28.786549] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:37:28.790304] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:37:28.790393] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:37:31.795238] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:37:31.799145] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:37:31.802672] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:37:31.806141] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:37:31.806358] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:37:34.812156] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:37:34.816339] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:37:34.819958] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:37:34.823488] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:37:34.823582] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:37:37.828793] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:37:37.832675] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:37:37.836469] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:37:37.840259] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:37:37.840358] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:37:40.845024] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:37:40.850498] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:37:40.855079] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:37:40.859861] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:37:40.860004] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:37:43.866238] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:37:43.871042] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:37:43.875463] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:37:43.879877] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:37:43.880013] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:37:46.884321] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:37:46.887884] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:37:46.891363] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:37:46.894825] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:37:46.894900] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:37:49.899727] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:37:49.903343] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:37:49.906805] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:37:49.910084] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:37:49.910159] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:37:52.914524] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:37:52.917943] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:37:52.921940] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:37:52.925217] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:37:52.925294] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:37:55.930286] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:37:55.934224] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:37:55.939384] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:37:55.944008] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:37:55.944096] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:37:58.949150] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:37:58.953785] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:37:58.958081] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:37:58.961843] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:37:58.961930] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:38:01.966960] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:38:01.971022] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:38:01.975431] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:38:01.979326] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:38:01.979436] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:38:04.984134] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:38:04.988002] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:38:04.991558] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:38:04.995883] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:38:04.996015] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:38:08.001437] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:38:08.005578] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:38:08.009162] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:38:08.014083] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:38:08.014279] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:38:11.019136] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:38:11.023054] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:38:11.027355] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:38:11.031439] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:38:11.031530] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:38:14.036154] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:38:14.039888] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:38:14.043443] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:38:14.047025] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:38:14.047141] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:38:17.052457] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:38:17.056386] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:38:17.060358] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:38:17.065130] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:38:17.065245] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:38:20.069757] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:38:20.073568] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:38:20.077369] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:38:20.080867] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:38:20.080951] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:38:23.085824] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:38:23.089298] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:38:23.092659] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:38:23.095937] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:38:23.096016] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:38:26.101255] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:38:26.104982] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:38:26.108520] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:38:26.112463] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:38:26.112584] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:38:29.116897] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:38:29.120906] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:38:29.125734] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:38:29.130130] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:38:29.130243] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:38:32.134795] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:38:32.141135] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:38:32.144411] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:38:32.147703] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:38:32.147782] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:38:35.153666] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:38:35.158742] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:38:35.162289] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:38:35.166004] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:38:35.166087] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:38:38.171235] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:38:38.174802] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:38:38.178315] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:38:38.181553] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:38:38.181628] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:38:41.186442] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:38:41.190975] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:38:41.195205] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:38:41.199273] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:38:41.199373] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:38:44.205114] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:38:44.210371] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:38:44.215323] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:38:44.220141] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:38:44.220273] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:38:47.224895] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:38:47.228580] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:38:47.232224] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:38:47.236003] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:38:47.236111] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:38:50.241016] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:38:50.244494] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:38:50.247935] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:38:50.251264] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:38:50.251364] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:38:53.257407] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:38:53.261290] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:38:53.265911] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:38:53.270516] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:38:53.270687] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:38:56.276599] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:38:56.281833] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:38:56.287383] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:38:56.292737] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:38:56.292887] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:38:59.298664] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:38:59.302432] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:38:59.305951] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:38:59.309527] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:38:59.309624] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:39:02.316559] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:39:02.322468] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:39:02.328236] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:39:02.335470] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:39:02.335703] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:39:05.341338] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:39:05.345081] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:39:05.349345] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:39:05.353710] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:39:05.353828] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:39:08.361038] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:39:08.365430] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:39:08.370865] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:39:08.374656] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:39:08.374745] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:39:11.381030] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:39:11.385225] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:39:11.389170] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:39:11.392970] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:39:11.393092] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:39:14.398094] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:39:14.401467] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:39:14.404684] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:39:14.407901] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:39:14.407979] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:39:17.412344] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:39:17.415785] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:39:17.419078] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:39:17.422338] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:39:17.422435] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:39:20.426866] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:39:20.430170] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:39:20.433385] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:39:20.436671] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:39:20.436753] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:39:23.441603] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:39:23.445769] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:39:23.449251] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:39:23.453166] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:39:23.453254] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:39:26.458041] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:39:26.461526] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:39:26.464916] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:39:26.471227] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:39:26.471327] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:39:29.477422] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:39:29.481482] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:39:29.487114] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:39:29.492168] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:39:29.492289] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:39:32.497208] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:39:32.501054] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:39:32.504887] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:39:32.508553] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:39:32.508663] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:39:35.513680] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:39:35.516984] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:39:35.520267] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:39:35.523699] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:39:35.523780] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:39:38.529489] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:39:38.533583] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:39:38.537552] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:39:38.541940] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:39:38.542080] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:39:41.547799] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:39:41.551332] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:39:41.554812] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:39:41.558369] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:39:41.558459] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:39:44.563509] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:39:44.567565] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:39:44.571887] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:39:44.575827] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:39:44.575922] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:39:47.582577] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:39:47.587221] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:39:47.590971] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:39:47.594755] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:39:47.594852] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:39:50.600770] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:39:50.605115] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:39:50.608763] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:39:50.611974] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:39:50.612053] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:39:53.617535] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:39:53.621368] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:39:53.624762] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:39:53.628176] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:39:53.628261] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:39:56.633287] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:39:56.637308] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:39:56.641306] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:39:56.645280] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:39:56.645358] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:39:59.651218] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:39:59.655590] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:39:59.659812] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:39:59.665079] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:39:59.665224] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:40:02.672289] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:40:02.679008] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:40:02.684556] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:40:02.690610] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:40:02.690835] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:40:05.697312] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:40:05.702850] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:40:05.708426] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:40:05.713365] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:40:05.713543] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:40:08.720125] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:40:08.724469] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:40:08.729377] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:40:08.733608] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:40:08.733725] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:40:11.739572] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:40:11.743971] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:40:11.747766] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:40:11.752061] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:40:11.752186] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:40:14.757727] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:40:14.761886] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:40:14.765687] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:40:14.769412] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:40:14.769517] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:40:17.774372] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:40:17.778026] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:40:17.781505] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:40:17.784973] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:40:17.785062] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:40:20.791228] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:40:20.796319] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:40:20.800542] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:40:20.804398] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:40:20.804515] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:40:23.809775] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:40:23.814352] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:40:23.819090] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:40:23.823720] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:40:23.823863] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:40:26.830680] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:40:26.836315] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:40:26.841885] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:40:26.845474] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:40:26.845560] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:40:29.849894] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:40:29.853212] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:40:29.856413] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:40:29.859885] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:40:29.859966] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:40:32.865013] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:40:32.868987] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:40:32.873491] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:40:32.877097] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:40:32.877178] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:40:35.881781] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:40:35.885352] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:40:35.888985] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:40:35.892456] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:40:35.892538] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:40:38.897556] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:40:38.901406] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:40:38.905140] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:40:38.910482] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:40:38.910597] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:40:41.915371] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:40:41.919252] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:40:41.922889] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:40:41.926590] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:40:41.926699] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:40:44.931629] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:40:44.935021] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:40:44.938297] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:40:44.941508] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:40:44.941586] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:40:47.946336] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:40:47.950198] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:40:47.953591] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:40:47.956899] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:40:47.956984] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:40:50.961557] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:40:50.964973] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:40:50.968250] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:40:50.971443] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:40:50.971518] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:40:53.976849] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:40:53.980703] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:40:53.984024] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:40:53.987363] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:40:53.987439] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:40:56.992810] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:40:56.997304] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:40:57.001283] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:40:57.004949] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:40:57.005071] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:41:00.009459] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:41:00.012829] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:41:00.016061] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:41:00.019271] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:41:00.019347] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:41:03.024598] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:41:03.028268] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:41:03.031659] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:41:03.035158] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:41:03.035264] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:41:06.040999] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:41:06.045090] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:41:06.048656] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:41:06.052059] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:41:06.052139] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:41:09.057124] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:41:09.060867] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:41:09.064544] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:41:09.068444] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:41:09.068568] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:41:12.073569] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:41:12.077634] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:41:12.082632] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:41:12.087442] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:41:12.087569] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:41:15.093468] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:41:15.097337] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:41:15.100730] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:41:15.104831] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:41:15.104952] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:41:18.109526] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:41:18.113001] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:41:18.116509] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:41:18.120128] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:41:18.120229] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:41:21.124717] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:41:21.128251] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:41:21.131850] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:41:21.135170] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:41:21.135256] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:41:24.141255] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:41:24.145274] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:41:24.149179] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:41:24.153197] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:41:24.153322] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:41:27.159388] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:41:27.163585] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:41:27.167533] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:41:27.171778] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:41:27.171907] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:41:30.178174] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:41:30.183115] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:41:30.187781] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:41:30.192413] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:41:30.192585] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:41:33.198745] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:41:33.203314] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:41:33.207517] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:41:33.211173] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:41:33.211258] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:41:36.215478] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:41:36.219294] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:41:36.222777] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:41:36.226263] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:41:36.226349] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:41:39.231351] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:41:39.235194] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:41:39.238907] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:41:39.242503] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:41:39.242610] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:41:42.246821] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:41:42.281445] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:41:42.315386] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:41:42.349680] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:41:42.349823] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:41:45.385233] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:41:45.389196] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:41:45.393467] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:41:45.397782] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:41:45.397909] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:41:48.403131] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:41:48.407039] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:41:48.411035] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:41:48.415381] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:41:48.415474] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:41:51.420387] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:41:51.423775] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:41:51.427120] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:41:51.430446] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:41:51.430528] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:41:54.435041] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:41:54.438783] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:41:54.442020] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:41:54.445231] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:41:54.445312] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:41:57.449468] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:41:57.453066] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:41:57.456523] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:41:57.459969] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:41:57.460072] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:42:00.465578] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:42:00.470343] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:42:00.474426] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:42:00.479302] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:42:00.479441] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:42:03.485310] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:42:03.489418] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:42:03.494581] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:42:03.499824] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:42:03.499983] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:42:06.505108] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:42:06.508539] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:42:06.511778] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:42:06.514993] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:42:06.515069] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:42:09.520307] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:42:09.523843] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:42:09.527287] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:42:09.530741] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:42:09.530833] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:42:12.536890] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:42:12.542048] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:42:12.547091] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:42:12.552155] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:42:12.552296] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:42:15.556825] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:42:15.560518] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:42:15.564188] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:42:15.567993] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:42:15.568112] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:42:18.572888] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:42:18.576274] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:42:18.580831] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:42:18.585592] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:42:18.585740] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:42:21.590620] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:42:21.594492] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:42:21.598094] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:42:21.601404] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:42:21.601480] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:42:24.606014] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:42:24.609391] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:42:24.612675] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:42:24.615921] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:42:24.616006] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:42:27.621521] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:42:27.625493] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:42:27.629031] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:42:27.632327] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:42:27.632405] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:42:30.637802] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:42:30.641714] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:42:30.645232] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:42:30.648893] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:42:30.648986] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:42:33.653850] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:42:33.658301] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:42:33.662190] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:42:33.665565] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:42:33.665656] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:42:36.671751] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:42:36.675788] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:42:36.679530] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:42:36.682868] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:42:36.682947] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:42:39.688471] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:42:39.692159] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:42:39.695551] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:42:39.698940] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:42:39.699021] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:42:42.705506] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:42:42.709948] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:42:42.713734] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:42:42.717818] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:42:42.717920] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:42:45.723608] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:42:45.727123] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:42:45.731703] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:42:45.736447] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:42:45.736539] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:42:48.743712] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:42:48.748584] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:42:48.753058] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:42:48.757313] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:42:48.757405] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:42:51.762626] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:42:51.767293] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:42:51.771625] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:42:51.775810] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:42:51.775941] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:42:54.780602] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:42:54.784065] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:42:54.787283] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:42:54.790513] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:42:54.790604] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:42:57.796714] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:42:57.801662] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:42:57.806595] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:42:57.811430] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:42:57.811551] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:43:00.821170] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:43:00.828570] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:43:00.834122] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:43:00.838842] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:43:00.838968] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:43:03.844084] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:43:03.847655] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:43:03.851135] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:43:03.854581] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:43:03.854689] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:43:06.859868] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:43:06.863603] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:43:06.867244] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:43:06.871467] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:43:06.871595] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:43:09.881106] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:43:09.885555] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:43:09.889440] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:43:09.893042] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:43:09.893125] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:43:12.898294] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:43:12.902695] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:43:12.906335] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:43:12.911627] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:43:12.911868] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:43:15.916739] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:43:15.920104] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:43:15.925045] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:43:15.930156] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:43:15.930332] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:43:18.934831] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:43:18.938722] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:43:18.942636] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:43:18.946735] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:43:18.946873] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:43:21.951595] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:43:21.955178] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:43:21.958595] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:43:21.962086] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:43:21.962176] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:43:24.967220] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:43:24.971273] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:43:24.974706] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:43:24.978327] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:43:24.978457] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:43:27.983070] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:43:27.986892] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:43:27.991245] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:43:27.995197] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:43:27.995320] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:43:31.000512] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:43:31.003838] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:43:31.007245] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:43:31.010477] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:43:31.010550] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:43:34.015286] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:43:34.019234] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:43:34.023200] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:43:34.026632] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:43:34.026727] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:43:37.031922] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:43:37.035678] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:43:37.039279] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:43:37.042815] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:43:37.042936] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:43:40.048880] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:43:40.053752] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:43:40.058207] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:43:40.062634] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:43:40.062759] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:43:43.067776] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:43:43.072918] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:43:43.076831] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:43:43.080402] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:43:43.080498] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:43:46.085873] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:43:46.090097] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:43:46.093820] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:43:46.098499] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:43:46.098664] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:43:49.104143] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:43:49.107772] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:43:49.111226] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:43:49.115722] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:43:49.115872] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:43:52.123934] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:43:52.129402] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:43:52.133570] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:43:52.137519] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:43:52.137662] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:43:55.142586] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:43:55.146289] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:43:55.149824] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:43:55.153513] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:43:55.153619] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:43:58.159723] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:43:58.165210] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:43:58.172010] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:43:58.175420] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:43:58.175503] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:44:01.182766] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:44:01.188481] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:44:01.193263] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:44:01.197682] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:44:01.197885] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:44:04.202750] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:44:04.206803] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:44:04.210555] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:44:04.214239] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:44:04.214342] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:44:07.221465] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:44:07.225878] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:44:07.229831] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:44:07.233574] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:44:07.233724] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:44:10.240033] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:44:10.244675] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:44:10.250044] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:44:10.254527] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:44:10.254615] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:44:13.259166] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:44:13.262537] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:44:13.266301] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:44:13.271288] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:44:13.271508] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:44:16.275874] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:44:16.279612] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:44:16.283161] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:44:16.286748] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:44:16.286845] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:44:19.293324] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:44:19.297343] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:44:19.300970] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:44:19.304629] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:44:19.304745] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:44:22.310023] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:44:22.313773] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:44:22.317181] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:44:22.320547] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:44:22.320666] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:44:25.326728] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:44:25.332281] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:44:25.335825] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:44:25.339139] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:44:25.339216] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:44:28.343531] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:44:28.347061] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:44:28.350493] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:44:28.353852] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:44:28.353930] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:44:31.358854] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:44:31.362289] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:44:31.365748] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:44:31.369169] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:44:31.369257] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:44:34.373957] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:44:34.378141] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:44:34.381740] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:44:34.385257] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:44:34.385348] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:44:37.390123] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:44:37.393492] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:44:37.396759] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:44:37.399985] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:44:37.400061] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:44:40.406038] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:44:40.409734] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:44:40.412936] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:44:40.416132] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:44:40.416208] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:44:43.421532] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:44:43.425904] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:44:43.430049] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:44:43.434296] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:44:43.434403] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:44:46.438805] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:44:46.442266] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:44:46.445913] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:44:46.449371] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:44:46.449468] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:44:49.454518] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:44:49.458896] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:44:49.463978] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:44:49.469249] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:44:49.469415] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:44:52.473970] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:44:52.477428] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:44:52.480693] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:44:52.483971] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:44:52.484047] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:44:55.489223] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:44:55.493045] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:44:55.497065] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:44:55.501280] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:44:55.501399] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:44:58.506479] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:44:58.510951] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:44:58.514940] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:44:58.519049] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:44:58.519146] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:45:01.524818] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:45:01.529937] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:45:01.534457] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:45:01.539945] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:45:01.540109] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:45:04.545047] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:45:04.548620] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:45:04.552011] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:45:04.555356] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:45:04.555433] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:45:07.560919] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:45:07.565125] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:45:07.568591] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:45:07.571837] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:45:07.571912] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:45:10.576866] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:45:10.580432] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:45:10.583808] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:45:10.587346] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:45:10.587421] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:45:13.593146] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:45:13.596687] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:45:13.601565] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:45:13.605842] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:45:13.605932] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:45:16.612822] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:45:16.618527] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:45:16.623684] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:45:16.627833] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:45:16.627925] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:45:19.633220] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:45:19.637005] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:45:19.640485] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:45:19.643873] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:45:19.643960] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:45:22.648552] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:45:22.652789] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:45:22.657201] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:45:22.660931] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:45:22.661033] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:45:25.666112] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:45:25.670313] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:45:25.674128] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:45:25.677813] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:45:25.677908] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:45:28.682598] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:45:28.686276] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:45:28.689768] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:45:28.693222] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:45:28.693333] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:45:31.700163] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:45:31.705285] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:45:31.711278] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:45:31.716306] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:45:31.716424] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:45:34.721160] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:45:34.724494] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:45:34.727775] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:45:34.730965] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:45:34.731040] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:45:37.735716] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:45:37.739284] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:45:37.742766] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:45:37.746054] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:45:37.746140] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:45:40.754044] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:45:40.759903] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:45:40.765886] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:45:40.771776] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:45:40.771920] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:45:43.777917] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:45:43.783449] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:45:43.788905] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:45:43.794550] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:45:43.794759] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:45:46.799161] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:45:46.803038] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:45:46.806355] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:45:46.809735] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:45:46.809822] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:45:49.815565] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:45:49.819997] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:45:49.823985] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:45:49.828351] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:45:49.828564] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:45:52.834439] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:45:52.840563] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:45:52.845956] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:45:52.849770] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:45:52.849898] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:45:55.854784] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:45:55.858834] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:45:55.862627] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:45:55.866328] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:45:55.866438] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:45:58.872421] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:45:58.876610] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:45:58.880626] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:45:58.884170] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:45:58.884251] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:46:01.890492] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:46:01.895449] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:46:01.900371] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:46:01.905212] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:46:01.905354] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:46:04.910240] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:46:04.913872] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:46:04.917203] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:46:04.920612] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:46:04.920728] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:46:07.926072] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:46:07.930441] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:46:07.934995] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:46:07.940447] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:46:07.940669] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:46:10.946487] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:46:10.950093] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:46:10.953564] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:46:10.958364] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:46:10.958554] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:46:13.964114] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:46:13.968017] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:46:13.972216] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:46:13.976217] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:46:13.976323] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:46:16.981480] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:46:16.985003] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:46:16.988295] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:46:16.992309] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:46:16.992433] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:46:19.998725] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:46:20.002760] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:46:20.006145] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:46:20.009448] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:46:20.009525] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:46:23.014200] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:46:23.018091] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:46:23.021592] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:46:23.025086] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:46:23.025168] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:46:26.029678] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:46:26.033537] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:46:26.036839] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:46:26.040168] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:46:26.040243] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:46:29.045087] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:46:29.049033] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:46:29.052480] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:46:29.055901] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:46:29.055989] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:46:32.061485] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:46:32.065172] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:46:32.068554] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:46:32.071805] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:46:32.071899] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:46:35.076679] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:46:35.080612] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:46:35.084590] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:46:35.088707] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:46:35.088830] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:46:38.093753] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:46:38.097765] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:46:38.101676] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:46:38.105072] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:46:38.105162] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:46:41.110020] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:46:41.113482] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:46:41.116889] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:46:41.120304] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:46:41.120386] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:46:44.126223] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:46:44.130330] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:46:44.133934] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:46:44.137537] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:46:44.137624] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:46:47.142937] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:46:47.146625] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:46:47.150177] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:46:47.153720] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:46:47.153817] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:46:50.160151] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:46:50.164092] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:46:50.167479] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:46:50.170850] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:46:50.170927] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:46:53.176217] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:46:53.182817] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:46:53.186431] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:46:53.189800] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:46:53.189879] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:46:56.194688] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:46:56.198141] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:46:56.201573] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:46:56.204867] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:46:56.204944] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:46:59.211091] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:46:59.215610] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:46:59.219604] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:46:59.223125] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:46:59.223211] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:47:02.228011] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:47:02.231726] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:47:02.234907] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:47:02.238732] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:47:02.238860] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:47:05.245084] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:47:05.249393] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:47:05.252973] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:47:05.257802] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:47:05.257956] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:47:08.264481] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:47:08.268097] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:47:08.272514] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:47:08.276387] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:47:08.276471] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:47:11.281024] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:47:11.284399] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:47:11.287699] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:47:11.291016] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:47:11.291095] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:47:14.295983] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:47:14.299449] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:47:14.302699] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:47:14.305964] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:47:14.306040] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:47:17.310434] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:47:17.313954] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:47:17.317243] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:47:17.320572] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:47:17.320684] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:47:20.325812] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:47:20.329293] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:47:20.332618] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:47:20.336453] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:47:20.336533] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:47:23.341529] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:47:23.345628] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:47:23.349564] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:47:23.354262] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:47:23.354410] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:47:26.358794] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:47:26.362243] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:47:26.365485] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:47:26.368709] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:47:26.368783] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:47:29.373585] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:47:29.376962] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:47:29.380951] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:47:29.384361] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:47:29.384437] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:47:32.390484] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:47:32.394977] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:47:32.398583] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:47:32.402178] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:47:32.402275] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:47:35.407581] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:47:35.411986] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:47:35.416011] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:47:35.421135] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:47:35.421276] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:47:38.426193] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:47:38.429544] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:47:38.432812] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:47:38.436017] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:47:38.436090] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:47:41.441388] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:47:41.445154] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:47:41.448614] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:47:41.452726] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:47:41.452861] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:47:44.458712] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:47:44.463095] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:47:44.467051] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:47:44.470717] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:47:44.470823] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:47:47.475418] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:47:47.479263] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:47:47.482633] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:47:47.485839] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:47:47.485912] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:47:50.490893] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:47:50.494535] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:47:50.497854] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:47:50.501276] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:47:50.501360] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:47:53.506076] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:47:53.509946] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:47:53.513570] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:47:53.517300] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:47:53.517390] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:47:56.522741] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:47:56.527179] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:47:56.531575] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:47:56.535626] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:47:56.535747] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:47:59.541262] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:47:59.545060] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:47:59.548390] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:47:59.551693] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:47:59.551789] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:48:02.558476] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:48:02.563008] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:48:02.567990] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:48:02.571985] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:48:02.572085] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:48:05.577388] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:48:05.581957] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:48:05.585816] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:48:05.589674] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:48:05.589753] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:48:08.594780] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:48:08.598209] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:48:08.601529] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:48:08.604820] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:48:08.604895] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:48:11.612232] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:48:11.617238] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:48:11.621253] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:48:11.624822] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:48:11.624918] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:48:14.629143] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:48:14.632573] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:48:14.635916] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:48:14.639249] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:48:14.639341] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:48:17.645202] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:48:17.650491] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:48:17.655137] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:48:17.659765] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:48:17.659856] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:48:20.665566] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:48:20.670457] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:48:20.675101] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:48:20.679211] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:48:20.679338] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:48:23.685375] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:48:23.690120] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:48:23.695045] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:48:23.699596] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:48:23.699752] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:48:26.704691] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:48:26.708662] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:48:26.712903] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:48:26.716942] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:48:26.717112] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:48:29.722796] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:48:29.726602] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:48:29.730150] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:48:29.733795] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:48:29.733893] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:48:32.740299] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:48:32.746239] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:48:32.750951] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:48:32.754857] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:48:32.754957] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:48:35.760361] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:48:35.764028] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:48:35.768011] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:48:35.771704] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:48:35.771787] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:48:38.777468] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:48:38.781141] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:48:38.784888] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:48:38.788534] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:48:38.788667] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:48:41.793822] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:48:41.798177] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:48:41.802284] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:48:41.805966] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:48:41.806085] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:48:44.810993] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:48:44.815018] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:48:44.818498] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:48:44.821867] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:48:44.821953] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:48:47.826679] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:48:47.830345] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:48:47.833894] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:48:47.837372] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:48:47.837460] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:48:50.843440] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:48:50.847402] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:48:50.850880] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:48:50.854259] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:48:50.854336] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:48:53.860597] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:48:53.865356] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:48:53.869220] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:48:53.873221] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:48:53.873353] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:48:56.886158] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:48:56.893106] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:48:56.898665] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:48:56.903353] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:48:56.903482] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:48:59.908596] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:48:59.912161] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:48:59.915460] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:48:59.918786] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:48:59.918884] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:49:02.924743] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:49:02.929189] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:49:02.932826] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:49:02.937292] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:49:02.937431] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:49:05.941883] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:49:05.945269] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:49:05.948822] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:49:05.952066] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:49:05.952141] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:49:08.957590] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:49:08.961701] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:49:08.965735] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:49:08.969302] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:49:08.969402] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:49:11.975477] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:49:11.979701] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:49:11.983241] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:49:11.986599] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:49:11.986691] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:49:14.991118] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:49:14.994549] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:49:14.997832] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:49:15.001014] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:49:15.001090] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:49:18.006136] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:49:18.009793] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:49:18.013286] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:49:18.016796] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:49:18.016894] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:49:21.022395] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:49:21.027438] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:49:21.032331] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:49:21.036583] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:49:21.036690] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:49:24.041376] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:49:24.044918] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:49:24.048409] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:49:24.051822] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:49:24.051907] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:49:27.057553] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:49:27.061697] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:49:27.065209] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:49:27.068695] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:49:27.068782] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:49:30.072946] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:49:30.076293] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:49:30.079740] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:49:30.083569] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:49:30.083667] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:49:33.089523] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:49:33.094030] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:49:33.098453] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:49:33.102412] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:49:33.102518] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:49:36.107855] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:49:36.111955] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:49:36.115798] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:49:36.119686] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:49:36.119781] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:49:39.125896] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:49:39.131777] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:49:39.136057] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:49:39.139904] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:49:39.139985] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:49:42.144510] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:49:42.147878] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:49:42.151166] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:49:42.154439] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:49:42.154517] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:49:45.158945] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:49:45.162545] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:49:45.165938] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:49:45.169444] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:49:45.169542] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:49:48.173812] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:49:48.177085] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:49:48.180245] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:49:48.183394] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:49:48.183470] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:49:51.188089] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:49:51.191793] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:49:51.195505] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:49:51.199376] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:49:51.199469] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:49:54.203623] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:49:54.207175] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:49:54.210438] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:49:54.213875] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:49:54.213980] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:49:57.218252] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:49:57.221688] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:49:57.225090] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:49:57.228388] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:49:57.228487] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:50:00.234871] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:50:00.239532] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:50:00.243059] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:50:00.246475] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:50:00.246557] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:50:03.251806] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:50:03.255714] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:50:03.259593] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:50:03.263004] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:50:03.263082] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:50:06.267974] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:50:06.272031] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:50:06.275755] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:50:06.279379] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:50:06.279472] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:50:09.284396] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:50:09.288561] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:50:09.292663] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:50:09.296923] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:50:09.297080] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:50:12.301700] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:50:12.305140] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:50:12.308706] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:50:12.312036] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:50:12.312118] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:50:15.317902] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:50:15.322476] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:50:15.326916] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:50:15.332601] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:50:15.332818] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:50:18.337481] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:50:18.340960] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:50:18.344136] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:50:18.347346] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:50:18.347420] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:50:21.352702] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:50:21.357363] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:50:21.362124] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:50:21.366698] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:50:21.366818] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:50:24.371951] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:50:24.376178] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:50:24.379621] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:50:24.383438] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:50:24.383515] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:50:27.388396] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:50:27.391864] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:50:27.395312] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:50:27.398749] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:50:27.398829] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:50:30.403691] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:50:30.407503] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:50:30.411071] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:50:30.414789] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:50:30.414892] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:50:33.420195] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:50:33.424013] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:50:33.428258] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:50:33.433247] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:50:33.433366] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:50:36.437998] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:50:36.441857] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:50:36.445417] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:50:36.448877] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:50:36.448964] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:50:39.453427] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:50:39.457406] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:50:39.460986] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:50:39.464591] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:50:39.464704] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:50:42.469097] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:50:42.472760] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:50:42.476404] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:50:42.480344] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:50:42.480457] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:50:45.484817] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:50:45.488851] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:50:45.492299] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:50:45.495633] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:50:45.495730] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:50:48.499961] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:50:48.503779] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:50:48.507403] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:50:48.510974] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:50:48.511083] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:50:51.515481] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:50:51.519873] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:50:51.523759] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:50:51.527403] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:50:51.527489] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:50:54.532971] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:50:54.537740] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:50:54.542723] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:50:54.547434] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:50:54.547573] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:50:57.554081] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:50:57.557890] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:50:57.561595] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:50:57.566404] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:50:57.566585] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:51:00.572009] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:51:00.576043] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:51:00.580697] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:51:00.586349] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:51:00.586477] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:51:03.591931] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:51:03.596126] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:51:03.599756] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:51:03.603332] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:51:03.603418] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:51:06.609388] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:51:06.613262] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:51:06.616811] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:51:06.620363] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:51:06.620449] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:51:09.626797] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:51:09.631628] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:51:09.635596] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:51:09.639450] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:51:09.639531] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:51:12.645876] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:51:12.650728] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:51:12.654762] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:51:12.658703] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:51:12.658834] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:51:15.664206] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:51:15.669364] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:51:15.673824] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:51:15.677301] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:51:15.677383] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:51:18.683088] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:51:18.687268] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:51:18.691621] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:51:18.695806] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:51:18.695892] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:51:21.701921] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:51:21.707108] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:51:21.711985] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:51:21.716719] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:51:21.716879] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:51:24.722788] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:51:24.727088] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:51:24.730831] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:51:24.734354] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:51:24.734449] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:51:27.739963] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:51:27.743337] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:51:27.746622] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:51:27.749896] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:51:27.749972] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:51:30.754944] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:51:30.758397] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:51:30.761799] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:51:30.765099] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:51:30.765193] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:51:33.771096] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:51:33.775978] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:51:33.780949] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:51:33.785896] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:51:33.786017] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:51:36.790765] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:51:36.794352] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:51:36.798152] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:51:36.801794] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:51:36.801900] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:51:39.806544] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:51:39.810459] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:51:39.814249] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:51:39.818626] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:51:39.818773] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:51:42.823918] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:51:42.828276] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:51:42.832444] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:51:42.836789] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:51:42.836910] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:51:45.842756] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:51:45.847051] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:51:45.851591] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:51:45.856457] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:51:45.856559] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:51:48.862575] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:51:48.866681] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:51:48.870106] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:51:48.873381] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:51:48.873457] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:51:51.878327] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:51:51.881836] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:51:51.885183] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:51:51.888665] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:51:51.888764] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:51:54.893994] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:51:54.898174] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:51:54.901806] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:51:54.905340] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:51:54.905442] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:51:57.911333] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:51:57.915723] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:51:57.920799] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:51:57.924748] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:51:57.924879] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:52:00.930419] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:52:00.934781] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:52:00.938634] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:52:00.942351] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:52:00.942450] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:52:03.948244] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:52:03.952088] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:52:03.955899] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:52:03.960280] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:52:03.960439] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:52:06.967028] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:52:06.971298] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:52:06.974901] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:52:06.978246] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:52:06.978335] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:52:09.983068] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:52:09.987072] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:52:09.990985] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:52:09.995154] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:52:09.995248] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:52:13.001417] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:52:13.005391] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:52:13.008815] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:52:13.012233] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:52:13.012320] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:52:16.018049] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:52:16.023508] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:52:16.029125] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:52:16.033444] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:52:16.033553] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:52:19.039048] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:52:19.042678] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:52:19.045945] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:52:19.049470] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:52:19.049559] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:52:22.054722] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:52:22.058406] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:52:22.061921] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:52:22.065278] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:52:22.065368] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:52:25.071256] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:52:25.075466] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:52:25.079537] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:52:25.083319] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:52:25.083399] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:52:28.087971] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:52:28.093001] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:52:28.097522] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:52:28.101018] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:52:28.101096] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:52:31.108022] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:52:31.112099] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:52:31.117245] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:52:31.121631] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:52:31.121752] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:52:34.127583] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:52:34.132206] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:52:34.135796] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:52:34.139611] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:52:34.139714] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:52:37.144373] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:52:37.147996] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:52:37.151453] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:52:37.155058] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:52:37.155162] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:52:40.159822] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:52:40.163461] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:52:40.166822] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:52:40.170275] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:52:40.170374] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:52:43.176704] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:52:43.181870] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:52:43.187089] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:52:43.192399] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:52:43.192547] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:52:46.197750] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:52:46.201091] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:52:46.204293] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:52:46.207625] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:52:46.207717] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:52:49.212748] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:52:49.216280] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:52:49.219778] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:52:49.223215] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:52:49.223313] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:52:52.233987] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:52:52.239340] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:52:52.243878] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:52:52.248482] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:52:52.248626] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:52:55.253748] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:52:55.257876] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:52:55.261751] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:52:55.265734] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:52:55.265866] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:52:58.272380] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:52:58.276855] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:52:58.281531] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:52:58.286562] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:52:58.286714] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:53:01.291755] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:53:01.296021] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:53:01.300944] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:53:01.305429] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:53:01.305580] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:53:04.310798] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:53:04.314888] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:53:04.318580] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:53:04.322120] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:53:04.322219] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:53:07.327784] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:53:07.332602] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:53:07.336803] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:53:07.340386] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:53:07.340468] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:53:10.345342] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:53:10.348939] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:53:10.352345] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:53:10.355818] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:53:10.355918] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:53:13.360525] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:53:13.364272] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:53:13.367631] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:53:13.371007] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:53:13.371156] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:53:16.376026] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:53:16.380179] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:53:16.384622] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:53:16.388482] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:53:16.388570] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:53:19.394789] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:53:19.399079] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:53:19.403296] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:53:19.407197] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:53:19.407311] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:53:22.413426] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:53:22.417453] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:53:22.421060] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:53:22.424502] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:53:22.424581] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:53:25.431176] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:53:25.435824] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:53:25.440228] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:53:25.445075] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:53:25.445229] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:53:28.452417] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:53:28.460023] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:53:28.465239] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:53:28.470753] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:53:28.470960] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:53:31.475709] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:53:31.479695] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:53:31.484793] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:53:31.490060] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:53:31.490242] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:53:34.496279] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:53:34.500535] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:53:34.504273] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:53:34.508088] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:53:34.508196] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:53:37.513918] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:53:37.519304] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:53:37.524160] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:53:37.527960] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:53:37.528048] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:53:40.533552] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:53:40.537580] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:53:40.541793] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:53:40.545946] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:53:40.546048] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:53:43.551373] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:53:43.555101] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:53:43.558397] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:53:43.561744] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:53:43.561837] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:53:46.568217] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:53:46.571873] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:53:46.575253] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:53:46.578966] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:53:46.579047] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:53:49.585284] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:53:49.590845] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:53:49.595586] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:53:49.599471] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:53:49.599546] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:53:52.605332] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:53:52.609548] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:53:52.614126] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:53:52.619035] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:53:52.619190] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:53:55.624111] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:53:55.627542] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:53:55.631143] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:53:55.634444] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:53:55.634541] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:53:58.640456] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:53:58.644254] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:53:58.648620] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:53:58.652262] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:53:58.652340] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:54:01.659825] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:54:01.665816] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:54:01.670156] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:54:01.674093] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:54:01.674209] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:54:04.679985] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:54:04.683744] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:54:04.687692] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:54:04.692609] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:54:04.692815] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:54:07.698934] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:54:07.703980] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:54:07.709007] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:54:07.713829] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:54:07.713954] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:54:10.719891] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:54:10.724748] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:54:10.728677] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:54:10.732254] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:54:10.732407] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:54:13.737619] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:54:13.742161] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:54:13.746023] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:54:13.749775] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:54:13.749882] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:54:16.754348] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:54:16.757868] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:54:16.761129] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:54:16.766365] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:54:16.766587] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:54:19.772534] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:54:19.776305] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:54:19.779971] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:54:19.783581] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:54:19.783728] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:54:22.788681] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:54:22.792697] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:54:22.796540] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:54:22.800464] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:54:22.800568] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:54:25.805882] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:54:25.809515] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:54:25.813004] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:54:25.816585] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:54:25.816699] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:54:28.821286] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:54:28.824599] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:54:28.827913] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:54:28.831158] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:54:28.831235] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:54:31.836228] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:54:31.839898] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:54:31.843384] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:54:31.846758] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:54:31.846840] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:54:34.852454] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:54:34.855932] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:54:34.860205] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:54:34.864336] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:54:34.864446] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:54:37.869170] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:54:37.872543] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:54:37.875977] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:54:37.879232] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:54:37.879307] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:54:40.885250] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:54:40.889667] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:54:40.895635] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:54:40.900654] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:54:40.900749] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:54:43.906491] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:54:43.910414] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:54:43.915828] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:54:43.920734] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:54:43.920895] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:54:46.925825] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:54:46.929729] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:54:46.934091] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:54:46.937526] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:54:46.937606] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:54:49.944285] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:54:49.949801] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:54:49.955060] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:54:49.959261] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:54:49.959393] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:54:52.963900] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:54:52.967874] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:54:52.971690] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:54:52.976042] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:54:52.976148] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:54:55.982057] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:54:55.986341] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:54:55.991615] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:54:55.996285] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:54:55.996398] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:54:59.001372] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:54:59.004851] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:54:59.008164] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:54:59.011457] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:54:59.011534] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:55:02.018302] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:55:02.024057] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:55:02.029606] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:55:02.034917] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:55:02.035083] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:55:05.042148] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:55:05.047043] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:55:05.051912] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:55:05.055736] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:55:05.055835] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:55:08.062069] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:55:08.067108] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:55:08.070762] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:55:08.073984] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:55:08.074061] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:55:11.081362] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:55:11.085604] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:55:11.089266] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:55:11.092918] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:55:11.093006] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:55:14.098746] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:55:14.104415] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:55:14.109885] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:55:14.115445] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:55:14.115592] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:55:17.120195] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:55:17.123533] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:55:17.126813] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:55:17.130035] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:55:17.130109] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:55:20.135118] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:55:20.139142] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:55:20.143167] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:55:20.146920] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:55:20.147071] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:55:23.152356] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:55:23.156376] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:55:23.160195] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:55:23.163969] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:55:23.164072] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:55:26.170402] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:55:26.175391] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:55:26.180185] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:55:26.185088] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:55:26.185235] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:55:29.190422] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:55:29.193739] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:55:29.197024] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:55:29.200353] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:55:29.200433] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:55:32.205421] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:55:32.209754] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:55:32.213908] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:55:32.217990] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:55:32.218133] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:55:35.223088] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:55:35.226929] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:55:35.230933] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:55:35.234910] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:55:35.235078] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:55:38.240045] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:55:38.243674] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:55:38.247145] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:55:38.250885] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:55:38.250958] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:55:41.256873] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:55:41.262145] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:55:41.267411] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:55:41.272158] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:55:41.272315] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:55:44.278228] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:55:44.283492] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:55:44.288775] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:55:44.293994] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:55:44.294137] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:55:47.299043] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:55:47.302884] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:55:47.306542] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:55:47.310207] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:55:47.310306] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:55:50.316438] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:55:50.321120] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:55:50.325255] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:55:50.329466] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:55:50.329583] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:55:53.334511] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:55:53.338277] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:55:53.342621] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:55:53.346519] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:55:53.346629] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:55:56.352663] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:55:56.358658] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:55:56.364584] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:55:56.369458] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:55:56.369565] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:55:59.376435] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:55:59.380910] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:55:59.385457] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:55:59.389337] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:55:59.389415] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:56:02.395969] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:56:02.400990] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:56:02.405454] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:56:02.411217] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:56:02.411421] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:56:05.417468] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:56:05.421736] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:56:05.425441] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:56:05.429881] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:56:05.430023] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:56:08.435367] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:56:08.440049] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:56:08.443852] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:56:08.447700] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:56:08.447786] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:56:11.453737] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:56:11.458273] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:56:11.461926] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:56:11.465602] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:56:11.465751] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:56:14.473915] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:56:14.479964] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:56:14.485769] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:56:14.491592] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:56:14.491748] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:56:17.496388] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:56:17.500185] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:56:17.503656] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:56:17.507213] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:56:17.507313] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:56:20.511581] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:56:20.519921] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:56:20.523893] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:56:20.527350] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:56:20.527452] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:56:23.532502] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:56:23.536799] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:56:23.540177] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:56:23.543729] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:56:23.543807] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:56:26.549111] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:56:26.552859] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:56:26.556456] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:56:26.559906] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:56:26.559989] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:56:29.564921] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:56:29.568892] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:56:29.572958] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:56:29.576600] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:56:29.576765] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:56:32.581602] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:56:32.585634] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:56:32.589442] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:56:32.593085] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:56:32.593184] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:56:35.597605] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:56:35.601711] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:56:35.605555] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:56:35.609389] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:56:35.609487] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:56:38.616242] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:56:38.622115] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:56:38.626534] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:56:38.631125] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:56:38.631254] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:56:41.636238] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:56:41.639785] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:56:41.643063] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:56:41.647066] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:56:41.647159] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:56:44.653926] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:56:44.659404] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:56:44.664221] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:56:44.667980] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:56:44.668083] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:56:47.672159] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:56:47.675584] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:56:47.679048] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:56:47.682460] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:56:47.682558] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:56:50.689099] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:56:50.693821] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:56:50.697604] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:56:50.701193] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:56:50.701273] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:56:53.706279] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:56:53.710002] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:56:53.713420] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:56:53.716802] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:56:53.716892] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:56:56.722176] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:56:56.726160] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:56:56.729482] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:56:56.733407] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:56:56.733526] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:56:59.738393] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:56:59.741692] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:56:59.744883] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:56:59.748108] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:56:59.748184] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:57:02.752632] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:57:02.756308] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:57:02.759767] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:57:02.763174] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:57:02.763272] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:57:05.768109] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:57:05.771918] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:57:05.775312] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:57:05.778860] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:57:05.778952] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:57:08.783436] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:57:08.787284] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:57:08.791393] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:57:08.796036] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:57:08.796159] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:57:11.800765] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:57:11.804628] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:57:11.810589] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:57:11.816706] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:57:11.817086] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:57:14.822682] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:57:14.827461] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:57:14.831789] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:57:14.835677] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:57:14.835764] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:57:17.840813] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:57:17.844840] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:57:17.848890] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:57:17.853455] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:57:17.853585] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:57:20.858569] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:57:20.862123] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:57:20.865566] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:57:20.869213] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:57:20.869290] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:57:23.875149] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:57:23.879959] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:57:23.884143] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:57:23.887946] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:57:23.888057] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:57:26.893712] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:57:26.898690] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:57:26.903041] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:57:26.907905] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:57:26.908030] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:57:29.914734] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:57:29.918999] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:57:29.922717] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:57:29.926580] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:57:29.926690] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:57:32.931215] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:57:32.934590] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:57:32.938669] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:57:32.942748] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:57:32.942829] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:57:35.948669] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:57:35.953232] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:57:35.957809] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:57:35.963286] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:57:35.963417] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:57:38.969702] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:57:38.974259] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:57:38.979413] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:57:38.983948] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:57:38.984044] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:57:41.988507] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:57:41.992053] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:57:41.995404] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:57:41.998880] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:57:41.998961] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:57:45.003952] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:57:45.007564] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:57:45.011300] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:57:45.014881] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:57:45.014992] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:57:48.020767] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:57:48.025410] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:57:48.030196] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:57:48.034753] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:57:48.034884] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:57:51.039912] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:57:51.043719] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:57:51.047360] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:57:51.050985] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:57:51.051098] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:57:54.056343] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:57:54.060001] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:57:54.063596] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:57:54.070676] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:57:54.070828] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:57:57.076393] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:57:57.079859] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:57:57.083136] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:57:57.086434] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:57:57.086509] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:58:00.091487] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:58:00.094776] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:58:00.097963] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:58:00.101170] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:58:00.101244] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:58:03.105979] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:58:03.109505] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:58:03.112908] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:58:03.116243] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:58:03.116331] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:58:06.121219] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:58:06.124682] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:58:06.128525] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:58:06.132374] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:58:06.132449] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:58:09.138078] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:58:09.142999] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:58:09.147153] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:58:09.150758] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:58:09.150837] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:58:12.155533] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:58:12.159194] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:58:12.162621] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:58:12.166010] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:58:12.166107] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:58:15.170905] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:58:15.174569] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:58:15.178927] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:58:15.183680] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:58:15.183848] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:58:18.189536] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:58:18.193380] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:58:18.196674] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:58:18.199935] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:58:18.200011] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:58:21.204555] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:58:21.207940] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:58:21.211163] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:58:21.214356] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:58:21.214431] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:58:24.222375] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:58:24.229422] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:58:24.236452] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:58:24.243756] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:58:24.244009] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:58:27.248977] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:58:27.252588] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:58:27.256158] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:58:27.259461] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:58:27.259549] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:58:30.264327] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:58:30.267755] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:58:30.271065] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:58:30.274273] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:58:30.274349] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:58:33.278711] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:58:33.282055] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:58:33.285669] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:58:33.289228] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:58:33.289359] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:58:36.294342] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:58:36.298262] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:58:36.301973] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:58:36.305734] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:58:36.305834] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:58:39.311055] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:58:39.314511] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:58:39.317925] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:58:39.321239] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:58:39.321314] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:58:42.326165] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:58:42.329464] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:58:42.332874] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:58:42.336058] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:58:42.336134] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:58:45.342694] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:58:45.347057] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:58:45.350467] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:58:45.353789] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:58:45.353861] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:58:48.360632] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:58:48.366357] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:58:48.370912] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:58:48.374505] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:58:48.374583] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:58:51.381091] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:58:51.385666] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:58:51.389769] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:58:51.393678] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:58:51.393788] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:58:54.399891] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:58:54.404123] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:58:54.408561] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:58:54.412298] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:58:54.412395] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:58:57.418230] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:58:57.423691] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:58:57.428302] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:58:57.432764] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:58:57.432892] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:59:00.438176] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:59:00.442278] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:59:00.446210] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:59:00.449793] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:59:00.449903] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:59:03.454335] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:59:03.458144] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:59:03.461837] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:59:03.465855] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:59:03.465996] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:59:06.470920] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:59:06.474755] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:59:06.478419] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:59:06.482178] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:59:06.482277] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:59:09.488128] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:59:09.491853] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:59:09.496315] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:59:09.500123] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:59:09.500215] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:59:12.506765] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:59:12.511105] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:59:12.515807] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:59:12.520437] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:59:12.520606] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:59:15.526670] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:59:15.532770] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:59:15.538896] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:59:15.544397] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:59:15.544543] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:59:18.550394] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:59:18.555296] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:59:18.559209] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:59:18.562579] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:59:18.562680] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:59:21.568428] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:59:21.572087] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:59:21.575597] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:59:21.579806] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:59:21.579917] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:59:24.585922] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:59:24.589865] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:59:24.594340] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:59:24.598083] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:59:24.598166] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:59:27.604840] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:59:27.609831] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:59:27.614338] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:59:27.618288] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:59:27.618380] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:59:30.623848] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:59:30.627900] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:59:30.631357] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:59:30.636009] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:59:30.636165] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:59:33.642190] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:59:33.647148] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:59:33.650892] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:59:33.654805] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:59:33.654945] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:59:36.661212] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:59:36.665506] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:59:36.669016] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:59:36.672462] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:59:36.672543] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:59:39.676825] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:59:39.680129] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:59:39.683941] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:59:39.687469] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:59:39.687552] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:59:42.692626] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:59:42.696894] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:59:42.701843] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:59:42.706469] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:59:42.706589] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:59:45.711638] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:59:45.715969] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:59:45.719803] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:59:45.723785] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:59:45.723929] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:59:48.729486] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:59:48.733442] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:59:48.736721] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:59:48.740026] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:59:48.740141] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:59:51.744768] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:59:51.748221] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:59:51.751523] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:59:51.754808] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:59:51.754883] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:59:54.760505] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:59:54.764937] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:59:54.769196] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:59:54.773474] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:59:54.773565] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T03:59:57.778063] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T03:59:57.782555] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T03:59:57.786100] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T03:59:57.789473] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T03:59:57.789566] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:00:00.795476] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:00:00.800010] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:00:00.803851] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:00:00.808713] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:00:00.808881] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:00:03.814996] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:00:03.820176] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:00:03.826070] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:00:03.831581] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:00:03.831752] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:00:06.836938] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:00:06.841240] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:00:06.845357] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:00:06.849451] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:00:06.849563] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:00:09.854499] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:00:09.858686] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:00:09.862352] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:00:09.865698] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:00:09.865790] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:00:12.871792] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:00:12.875972] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:00:12.880406] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:00:12.884711] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:00:12.884864] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:00:15.889901] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:00:15.894190] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:00:15.898377] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:00:15.902504] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:00:15.902613] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:00:18.908938] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:00:18.913440] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:00:18.917920] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:00:18.921694] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:00:18.921785] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:00:21.926548] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:00:21.930365] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:00:21.934257] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:00:21.937777] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:00:21.937875] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:00:24.944079] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:00:24.948053] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:00:24.952374] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:00:24.956301] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:00:24.956387] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:00:27.961185] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:00:27.964916] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:00:27.968351] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:00:27.971789] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:00:27.971890] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:00:30.976635] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:00:30.980113] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:00:30.983441] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:00:30.986771] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:00:30.986850] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:00:33.991530] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:00:33.995478] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:00:34.000003] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:00:34.003388] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:00:34.003470] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:00:37.008922] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:00:37.012698] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:00:37.016553] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:00:37.020632] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:00:37.020781] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:00:40.025485] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:00:40.029014] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:00:40.032448] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:00:40.036965] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:00:40.037095] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:00:43.044009] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:00:43.049828] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:00:43.055615] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:00:43.060207] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:00:43.060323] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:00:46.065735] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:00:46.070757] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:00:46.075923] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:00:46.080224] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:00:46.080354] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:00:49.086462] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:00:49.090563] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:00:49.096122] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:00:49.101186] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:00:49.101391] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:00:52.106177] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:00:52.110465] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:00:52.114314] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:00:52.119082] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:00:52.119197] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:00:55.124030] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:00:55.127895] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:00:55.131348] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:00:55.134909] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:00:55.134998] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:00:58.139982] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:00:58.143930] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:00:58.147611] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:00:58.151316] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:00:58.151418] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:01:01.156806] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:01:01.161402] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:01:01.165698] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:01:01.170182] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:01:01.170323] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:01:04.175865] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:01:04.179946] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:01:04.183767] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:01:04.187474] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:01:04.187595] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:01:07.192589] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:01:07.196977] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:01:07.201263] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:01:07.205701] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:01:07.205832] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:01:10.212196] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:01:10.216707] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:01:10.220254] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:01:10.223499] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:01:10.223575] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:01:13.230385] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:01:13.235139] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:01:13.240268] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:01:13.245078] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:01:13.245161] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:01:16.249864] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:01:16.253634] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:01:16.257274] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:01:16.260912] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:01:16.261107] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:01:19.266409] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:01:19.270272] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:01:19.273994] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:01:19.278010] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:01:19.278188] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:01:22.284111] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:01:22.288044] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:01:22.291407] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:01:22.294673] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:01:22.294749] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:01:25.299700] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:01:25.304049] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:01:25.307824] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:01:25.311915] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:01:25.312062] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:01:28.317158] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:01:28.321064] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:01:28.324885] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:01:28.328892] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:01:28.329005] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:01:31.334455] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:01:31.339019] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:01:31.342878] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:01:31.346827] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:01:31.346977] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:01:34.353866] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:01:34.358474] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:01:34.362512] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:01:34.367020] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:01:34.367109] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:01:37.372074] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:01:37.376120] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:01:37.379869] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:01:37.384081] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:01:37.384165] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:01:40.390693] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:01:40.395363] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:01:40.400096] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:01:40.404815] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:01:40.404968] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:01:43.409944] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:01:43.444782] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:01:43.479431] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:01:43.513506] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:01:43.513632] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:01:46.549333] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:01:46.553235] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:01:46.557004] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:01:46.560256] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:01:46.560335] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:01:49.565531] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:01:49.569378] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:01:49.573158] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:01:49.578055] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:01:49.578188] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:01:52.582881] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:01:52.586962] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:01:52.590620] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:01:52.594164] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:01:52.594297] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:01:55.600493] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:01:55.604507] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:01:55.608291] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:01:55.613270] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:01:55.613436] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:01:58.618131] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:01:58.621699] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:01:58.625040] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:01:58.628476] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:01:58.628580] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:02:01.633633] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:02:01.638412] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:02:01.643030] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:02:01.648771] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:02:01.648927] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:02:04.653746] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:02:04.657283] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:02:04.660608] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:02:04.663865] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:02:04.663942] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:02:07.668657] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:02:07.672975] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:02:07.676522] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:02:07.680982] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:02:07.681106] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:02:10.685942] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:02:10.689580] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:02:10.692953] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:02:10.696282] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:02:10.696367] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:02:13.701579] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:02:13.705004] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:02:13.708523] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:02:13.711842] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:02:13.711917] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:02:16.716754] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:02:16.720275] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:02:16.723824] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:02:16.727327] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:02:16.727437] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:02:19.732382] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:02:19.736550] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:02:19.740588] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:02:19.744805] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:02:19.744902] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:02:22.749403] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:02:22.753095] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:02:22.756543] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:02:22.760164] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:02:22.760260] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:02:25.766780] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:02:25.772587] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:02:25.777835] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:02:25.781801] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:02:25.781881] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:02:28.788570] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:02:28.793475] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:02:28.798258] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:02:28.803171] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:02:28.803309] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:02:31.808106] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:02:31.812318] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:02:31.816082] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:02:31.819592] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:02:31.819703] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:02:34.824262] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:02:34.828379] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:02:34.832196] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:02:34.835860] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:02:34.835970] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:02:37.841143] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:02:37.844984] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:02:37.848452] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:02:37.851832] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:02:37.851929] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:02:40.858687] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:02:40.863615] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:02:40.868159] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:02:40.872745] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:02:40.872935] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:02:43.877847] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:02:43.882188] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:02:43.885973] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:02:43.890018] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:02:43.890113] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:02:46.894624] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:02:46.898874] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:02:46.902884] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:02:46.906536] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:02:46.906636] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:02:49.912026] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:02:49.916144] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:02:49.920064] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:02:49.923991] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:02:49.924073] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:02:52.929867] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:02:52.934289] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:02:52.938693] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:02:52.943133] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:02:52.943261] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:02:55.950727] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:02:55.955875] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:02:55.960872] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:02:55.965802] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:02:55.965991] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:02:58.972130] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:02:58.977356] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:02:58.982930] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:02:58.988566] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:02:58.988746] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:03:01.994150] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:03:01.997806] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:03:02.002353] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:03:02.006281] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:03:02.006384] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:03:05.012599] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:03:05.016883] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:03:05.021503] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:03:05.025785] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:03:05.025899] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:03:08.031466] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:03:08.035921] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:03:08.041049] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:03:08.045489] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:03:08.045602] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:03:11.050528] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:03:11.054283] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:03:11.058354] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:03:11.062026] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:03:11.062125] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:03:14.067283] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:03:14.071183] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:03:14.075099] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:03:14.079823] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:03:14.079981] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:03:17.085849] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:03:17.089791] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:03:17.094404] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:03:17.098815] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:03:17.098976] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:03:20.105539] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:03:20.114173] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:03:20.118825] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:03:20.122694] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:03:20.122789] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:03:23.129512] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:03:23.134476] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:03:23.139093] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:03:23.143482] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:03:23.143587] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:03:26.149851] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:03:26.154479] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:03:26.159007] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:03:26.163217] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:03:26.163338] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:03:29.167977] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:03:29.171374] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:03:29.175175] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:03:29.178427] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:03:29.178507] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:03:32.183112] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:03:32.187018] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:03:32.190613] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:03:32.195056] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:03:32.195185] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:03:35.200374] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:03:35.203756] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:03:35.207087] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:03:35.210533] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:03:35.210614] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:03:38.217008] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:03:38.222622] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:03:38.227336] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:03:38.232956] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:03:38.233115] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:03:41.241767] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:03:41.252792] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:03:41.262982] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:03:41.271385] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:03:41.271709] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:03:44.279237] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:03:44.283895] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:03:44.289007] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:03:44.293931] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:03:44.294046] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:03:47.300346] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:03:47.305565] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:03:47.311220] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:03:47.316373] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:03:47.316491] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:03:50.321149] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:03:50.325197] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:03:50.328556] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:03:50.331857] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:03:50.331933] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:03:53.336659] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:03:53.340402] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:03:53.343859] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:03:53.347275] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:03:53.347363] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:03:56.354134] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:03:56.358472] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:03:56.362434] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:03:56.366056] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:03:56.366192] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:03:59.371160] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:03:59.374660] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:03:59.379873] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:03:59.385332] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:03:59.385495] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:04:02.391772] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:04:02.396973] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:04:02.402196] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:04:02.407324] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:04:02.407466] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:04:05.412004] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:04:05.415506] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:04:05.418978] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:04:05.422351] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:04:05.422455] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:04:08.427795] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:04:08.431231] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:04:08.434594] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:04:08.438248] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:04:08.438333] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:04:11.444404] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:04:11.448949] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:04:11.453667] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:04:11.458708] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:04:11.458863] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:04:14.463970] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:04:14.467618] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:04:14.471493] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:04:14.474960] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:04:14.475040] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:04:17.481236] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:04:17.485309] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:04:17.490124] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:04:17.494158] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:04:17.494269] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:04:20.499843] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:04:20.504849] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:04:20.509416] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:04:20.513815] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:04:20.513987] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:04:23.518830] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:04:23.522383] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:04:23.525706] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:04:23.529382] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:04:23.529464] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:04:26.534243] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:04:26.537709] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:04:26.541224] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:04:26.544618] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:04:26.544729] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:04:29.551129] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:04:29.555176] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:04:29.559258] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:04:29.564313] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:04:29.564509] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:04:32.570958] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:04:32.575358] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:04:32.579694] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:04:32.585250] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:04:32.585406] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:04:35.591297] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:04:35.595224] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:04:35.598930] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:04:35.602252] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:04:35.602329] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:04:38.608336] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:04:38.611978] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:04:38.616293] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:04:38.620346] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:04:38.620427] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:04:41.626911] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:04:41.632463] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:04:41.637067] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:04:41.640961] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:04:41.641039] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:04:44.645617] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:04:44.649055] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:04:44.652405] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:04:44.656213] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:04:44.656310] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:04:47.661380] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:04:47.665093] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:04:47.668582] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:04:47.672849] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:04:47.672937] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:04:50.678093] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:04:50.682893] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:04:50.687756] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:04:50.691913] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:04:50.692030] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:04:53.697855] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:04:53.702502] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:04:53.706367] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:04:53.710053] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:04:53.710137] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:04:56.716332] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:04:56.721614] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:04:56.726688] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:04:56.730550] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:04:56.730677] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:04:59.737772] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:04:59.742747] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:04:59.747144] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:04:59.751494] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:04:59.751598] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:05:02.756630] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:05:02.760470] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:05:02.764137] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:05:02.767572] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:05:02.767682] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:05:05.773709] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:05:05.777428] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:05:05.780893] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:05:05.785154] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:05:05.785316] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:05:08.790566] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:05:08.794148] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:05:08.797423] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:05:08.800779] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:05:08.800869] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:05:11.806220] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:05:11.810236] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:05:11.813935] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:05:11.818065] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:05:11.818200] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:05:14.823166] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:05:14.826884] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:05:14.830572] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:05:14.834337] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:05:14.834460] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:05:17.840234] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:05:17.845143] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:05:17.849489] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:05:17.853494] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:05:17.853620] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:05:20.858483] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:05:20.862128] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:05:20.865768] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:05:20.869713] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:05:20.869845] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:05:23.874753] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:05:23.879006] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:05:23.882954] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:05:23.886982] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:05:23.887135] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:05:26.892073] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:05:26.896331] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:05:26.900057] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:05:26.903514] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:05:26.903610] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:05:29.909086] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:05:29.913732] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:05:29.918506] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:05:29.923133] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:05:29.923261] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:05:32.929613] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:05:32.934095] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:05:32.938288] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:05:32.942133] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:05:32.942235] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:05:35.947207] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:05:35.950867] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:05:35.954297] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:05:35.957939] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:05:35.958066] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:05:38.963288] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:05:38.967662] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:05:38.971069] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:05:38.974353] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:05:38.974432] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:05:41.980400] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:05:41.985020] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:05:41.988701] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:05:41.991938] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:05:41.992015] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:05:44.997036] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:05:45.000466] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:05:45.003740] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:05:45.007107] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:05:45.007199] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:05:48.012201] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:05:48.016161] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:05:48.020214] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:05:48.023977] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:05:48.024084] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:05:51.029098] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:05:51.032690] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:05:51.036097] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:05:51.039690] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:05:51.039775] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:05:54.044733] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:05:54.048327] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:05:54.052129] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:05:54.056288] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:05:54.056367] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:05:57.061397] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:05:57.065377] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:05:57.069280] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:05:57.073134] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:05:57.073235] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:06:00.078160] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:06:00.081980] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:06:00.085810] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:06:00.089202] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:06:00.089320] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:06:03.094324] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:06:03.097979] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:06:03.101367] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:06:03.104725] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:06:03.104826] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:06:06.110865] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:06:06.114884] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:06:06.118467] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:06:06.121700] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:06:06.121777] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:06:09.126591] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:06:09.130141] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:06:09.133613] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:06:09.137114] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:06:09.137209] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:06:12.143834] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:06:12.148358] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:06:12.152022] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:06:12.156248] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:06:12.156379] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:06:15.162603] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:06:15.166411] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:06:15.171527] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:06:15.177471] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:06:15.177806] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:06:18.182512] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:06:18.185926] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:06:18.189166] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:06:18.192521] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:06:18.192600] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:06:21.200224] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:06:21.205523] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:06:21.210237] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:06:21.214887] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:06:21.214993] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:06:24.221552] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:06:24.226722] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:06:24.231477] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:06:24.236474] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:06:24.236619] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:06:27.242082] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:06:27.245679] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:06:27.249117] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:06:27.252528] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:06:27.252621] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:06:30.257607] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:06:30.261693] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:06:30.265351] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:06:30.269076] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:06:30.269181] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:06:33.274286] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:06:33.277679] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:06:33.280938] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:06:33.285106] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:06:33.285231] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:06:36.290884] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:06:36.294708] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:06:36.298070] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:06:36.301833] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:06:36.301975] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:06:39.306688] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:06:39.310223] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:06:39.313599] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:06:39.316900] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:06:39.317003] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:06:42.321901] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:06:42.325289] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:06:42.328548] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:06:42.331851] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:06:42.331925] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:06:45.336816] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:06:45.340470] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:06:45.343871] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:06:45.347800] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:06:45.348044] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:06:48.353335] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:06:48.357220] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:06:48.362343] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:06:48.367205] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:06:48.367330] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:06:51.373291] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:06:51.378086] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:06:51.381885] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:06:51.385593] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:06:51.385704] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:06:54.391519] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:06:54.395881] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:06:54.400489] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:06:54.404999] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:06:54.405140] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:06:57.411658] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:06:57.415847] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:06:57.424496] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:06:57.429783] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:06:57.429992] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:07:00.436487] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:07:00.440923] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:07:00.444927] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:07:00.449461] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:07:00.449552] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:07:03.456567] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:07:03.462172] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:07:03.467570] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:07:03.472040] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:07:03.472128] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:07:06.476813] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:07:06.480258] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:07:06.483482] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:07:06.486663] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:07:06.486738] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:07:09.493069] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:07:09.498080] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:07:09.502258] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:07:09.507969] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:07:09.508137] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:07:12.514224] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:07:12.518249] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:07:12.522420] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:07:12.525932] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:07:12.526011] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:07:15.532414] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:07:15.537539] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:07:15.542385] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:07:15.547241] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:07:15.547460] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:07:18.553022] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:07:18.557395] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:07:18.561394] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:07:18.565419] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:07:18.565530] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:07:21.571207] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:07:21.575213] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:07:21.583506] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:07:21.588567] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:07:21.588667] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:07:24.594476] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:07:24.599291] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:07:24.603720] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:07:24.608178] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:07:24.608280] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:07:27.613032] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:07:27.616983] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:07:27.620663] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:07:27.624732] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:07:27.624828] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:07:30.630365] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:07:30.635201] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:07:30.639869] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:07:30.643982] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:07:30.644115] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:07:33.650080] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:07:33.655343] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:07:33.661062] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:07:33.666045] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:07:33.666174] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:07:36.671774] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:07:36.675577] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:07:36.682549] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:07:36.686014] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:07:36.686089] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:07:39.693048] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:07:39.697496] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:07:39.702066] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:07:39.706523] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:07:39.706689] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:07:42.711779] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:07:42.715075] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:07:42.719408] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:07:42.722914] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:07:42.722993] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:07:45.728259] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:07:45.732513] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:07:45.736967] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:07:45.741295] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:07:45.741392] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:07:48.746982] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:07:48.751520] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:07:48.756001] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:07:48.760515] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:07:48.760629] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:07:51.766815] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:07:51.771916] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:07:51.776866] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:07:51.781763] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:07:51.781898] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:07:54.787945] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:07:54.792312] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:07:54.796353] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:07:54.800458] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:07:54.800571] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:07:57.805746] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:07:57.809826] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:07:57.814821] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:07:57.818779] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:07:57.818911] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:08:00.824895] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:08:00.829129] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:08:00.834408] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:08:00.839140] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:08:00.839232] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:08:03.843691] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:08:03.847395] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:08:03.850683] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:08:03.853895] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:08:03.853977] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:08:06.858269] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:08:06.861918] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:08:06.865540] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:08:06.869116] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:08:06.869205] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:08:09.874137] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:08:09.878081] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:08:09.881525] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:08:09.885265] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:08:09.885380] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:08:12.890474] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:08:12.893881] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:08:12.897284] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:08:12.900614] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:08:12.900726] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:08:15.906842] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:08:15.912721] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:08:15.918409] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:08:15.924336] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:08:15.924562] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:08:18.935373] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:08:18.940977] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:08:18.945840] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:08:18.950722] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:08:18.950852] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:08:21.955939] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:08:21.959772] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:08:21.963680] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:08:21.967343] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:08:21.967443] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:08:24.972917] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:08:24.977385] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:08:24.981509] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:08:24.985599] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:08:24.985721] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:08:27.991482] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:08:27.995036] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:08:27.999705] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:08:28.003828] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:08:28.003919] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:08:31.009618] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:08:31.013729] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:08:31.017343] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:08:31.021102] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:08:31.021192] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:08:34.025784] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:08:34.029587] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:08:34.033065] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:08:34.036541] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:08:34.036631] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:08:37.041196] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:08:37.044568] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:08:37.047936] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:08:37.051158] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:08:37.051267] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:08:40.057674] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:08:40.062448] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:08:40.066730] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:08:40.071235] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:08:40.071403] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:08:43.076804] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:08:43.080418] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:08:43.083771] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:08:43.087205] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:08:43.087287] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:08:46.091935] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:08:46.095735] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:08:46.099587] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:08:46.102907] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:08:46.102996] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:08:49.107995] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:08:49.112066] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:08:49.115374] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:08:49.118713] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:08:49.118789] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:08:52.125024] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:08:52.130194] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:08:52.134765] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:08:52.138944] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:08:52.139069] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:08:55.145944] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:08:55.151616] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:08:55.157298] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:08:55.162360] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:08:55.162480] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:08:58.168585] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:08:58.173352] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:08:58.177784] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:08:58.182307] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:08:58.182418] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:09:01.188223] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:09:01.191977] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:09:01.195283] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:09:01.202331] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:09:01.202411] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:09:04.207583] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:09:04.211056] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:09:04.214983] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:09:04.219116] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:09:04.219209] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:09:07.223616] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:09:07.227697] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:09:07.231208] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:09:07.234946] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:09:07.235030] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:09:10.240614] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:09:10.244829] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:09:10.248948] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:09:10.253053] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:09:10.253146] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:09:13.260827] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:09:13.266520] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:09:13.272571] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:09:13.277236] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:09:13.277354] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:09:16.281886] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:09:16.285398] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:09:16.289025] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:09:16.292683] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:09:16.292796] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:09:19.298690] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:09:19.302422] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:09:19.307762] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:09:19.312905] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:09:19.313070] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:09:22.318875] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:09:22.323029] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:09:22.326566] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:09:22.330747] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:09:22.330857] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:09:25.336362] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:09:25.339972] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:09:25.343363] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:09:25.347014] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:09:25.347090] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:09:28.352905] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:09:28.356788] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:09:28.360665] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:09:28.365747] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:09:28.365931] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:09:31.371315] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:09:31.375419] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:09:31.379699] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:09:31.383785] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:09:31.383867] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:09:34.389388] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:09:34.393336] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:09:34.396723] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:09:34.400286] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:09:34.400366] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:09:37.406439] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:09:37.410674] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:09:37.415601] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:09:37.420945] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:09:37.421112] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:09:40.426915] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:09:40.432276] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:09:40.437694] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:09:40.441766] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:09:40.441850] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:09:43.447351] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:09:43.452304] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:09:43.456760] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:09:43.460984] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:09:43.461120] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:09:46.466854] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:09:46.470903] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:09:46.474628] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:09:46.478510] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:09:46.478625] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:09:49.483437] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:09:49.486979] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:09:49.490531] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:09:49.493897] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:09:49.493988] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:09:52.498876] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:09:52.502946] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:09:52.506475] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:09:52.509914] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:09:52.509996] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:09:55.516073] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:09:55.519710] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:09:55.524943] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:09:55.528850] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:09:55.528934] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:09:58.535238] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:09:58.540034] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:09:58.543578] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:09:58.546852] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:09:58.546949] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:10:01.554767] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:10:01.560923] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:10:01.567168] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:10:01.573461] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:10:01.573804] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:10:04.579237] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:10:04.583502] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:10:04.588148] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:10:04.592423] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:10:04.592554] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:10:07.598359] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:10:07.602400] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:10:07.606478] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:10:07.610009] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:10:07.610095] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:10:10.616038] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:10:10.620078] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:10:10.623749] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:10:10.627314] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:10:10.627416] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:10:13.634296] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:10:13.638933] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:10:13.642868] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:10:13.646475] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:10:13.646566] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:10:16.651425] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:10:16.655111] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:10:16.658969] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:10:16.662822] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:10:16.662948] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:10:19.668087] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:10:19.672183] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:10:19.676347] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:10:19.680478] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:10:19.680557] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:10:22.686496] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:10:22.690546] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:10:22.694593] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:10:22.698426] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:10:22.698519] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:10:25.704612] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:10:25.708723] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:10:25.712367] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:10:25.716168] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:10:25.716270] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:10:28.721989] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:10:28.725987] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:10:28.729517] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:10:28.733249] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:10:28.733341] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:10:31.739662] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:10:31.744095] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:10:31.747989] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:10:31.751697] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:10:31.751811] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:10:34.757801] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:10:34.762561] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:10:34.766242] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:10:34.769824] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:10:34.769908] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:10:37.777058] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:10:37.781613] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:10:37.787030] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:10:37.791777] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:10:37.791902] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:10:40.798295] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:10:40.803994] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:10:40.809226] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:10:40.814630] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:10:40.814838] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:10:43.821627] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:10:43.825992] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:10:43.829828] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:10:43.833431] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:10:43.833520] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:10:46.839723] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:10:46.844105] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:10:46.850511] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:10:46.855067] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:10:46.855161] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:10:49.860981] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:10:49.865094] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:10:49.869813] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:10:49.873954] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:10:49.874120] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:10:52.881059] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:10:52.885594] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:10:52.889103] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:10:52.892544] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:10:52.892637] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:10:55.898977] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:10:55.902814] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:10:55.906379] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:10:55.909895] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:10:55.909976] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:10:58.916387] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:10:58.922019] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:10:58.926516] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:10:58.930555] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:10:58.930637] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:11:01.936418] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:11:01.941970] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:11:01.947132] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:11:01.952252] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:11:01.952535] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:11:04.958412] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:11:04.962485] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:11:04.966385] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:11:04.970467] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:11:04.970559] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:11:07.975689] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:11:07.980114] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:11:07.983970] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:11:07.987670] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:11:07.987786] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:11:10.994370] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:11:10.998804] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:11:11.002763] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:11:11.006729] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:11:11.006818] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:11:14.011948] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:11:14.016164] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:11:14.019871] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:11:14.023470] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:11:14.023570] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:11:17.028584] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:11:17.032177] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:11:17.035545] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:11:17.038971] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:11:17.039071] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:11:20.044079] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:11:20.047507] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:11:20.051292] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:11:20.054672] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:11:20.054751] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:11:23.060481] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:11:23.065621] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:11:23.069328] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:11:23.072719] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:11:23.072799] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:11:26.077972] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:11:26.081713] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:11:26.085479] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:11:26.089229] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:11:26.089313] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:11:29.094079] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:11:29.097567] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:11:29.100912] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:11:29.104258] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:11:29.104357] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:11:32.108822] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:11:32.112330] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:11:32.115792] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:11:32.119049] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:11:32.119126] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:11:35.125194] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:11:35.130801] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:11:35.136204] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:11:35.141280] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:11:35.141441] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:11:38.146141] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:11:38.149889] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:11:38.153112] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:11:38.156560] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:11:38.156635] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:11:41.160775] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:11:41.164420] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:11:41.167867] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:11:41.171188] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:11:41.171275] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:11:44.179891] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:11:44.216170] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:11:44.253202] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:11:44.288231] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:11:44.288369] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:11:47.325224] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:11:47.329883] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:11:47.334460] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:11:47.339199] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:11:47.339355] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:11:50.345554] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:11:50.349710] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:11:50.353372] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:11:50.357507] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:11:50.357590] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:11:53.362512] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:11:53.365966] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:11:53.369294] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:11:53.372549] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:11:53.372625] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:11:56.378435] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:11:56.382594] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:11:56.386892] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:11:56.390836] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:11:56.390949] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:11:59.396733] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:11:59.400628] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:11:59.405249] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:11:59.409576] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:11:59.409674] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:12:02.414806] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:12:02.419052] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:12:02.423723] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:12:02.428164] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:12:02.428292] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:12:05.433060] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:12:05.438570] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:12:05.443602] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:12:05.448769] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:12:05.448910] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:12:08.454739] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:12:08.458427] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:12:08.462484] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:12:08.465961] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:12:08.466046] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:12:11.470876] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:12:11.474616] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:12:11.478237] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:12:11.481819] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:12:11.481908] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:12:14.487014] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:12:14.490716] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:12:14.494205] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:12:14.497579] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:12:14.497677] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:12:17.503171] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:12:17.507129] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:12:17.510507] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:12:17.513835] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:12:17.513910] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:12:20.519659] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:12:20.523393] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:12:20.526907] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:12:20.531408] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:12:20.531495] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:12:23.537310] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:12:23.542928] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:12:23.548486] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:12:23.553550] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:12:23.553709] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:12:26.559534] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:12:26.563534] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:12:26.567091] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:12:26.571341] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:12:26.571496] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:12:29.580554] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:12:29.586291] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:12:29.591888] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:12:29.596104] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:12:29.596191] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:12:32.600735] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:12:32.604611] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:12:32.608423] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:12:32.612220] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:12:32.612342] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:12:35.617346] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:12:35.621210] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:12:35.624812] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:12:35.628339] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:12:35.628436] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:12:38.634050] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:12:38.637863] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:12:38.641583] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:12:38.645131] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:12:38.645208] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:12:41.650424] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:12:41.654336] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:12:41.659294] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:12:41.663952] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:12:41.664069] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:12:44.670971] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:12:44.675421] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:12:44.679262] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:12:44.682821] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:12:44.682937] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:12:47.689428] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:12:47.693072] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:12:47.696593] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:12:47.700045] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:12:47.700134] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:12:50.707059] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:12:50.712602] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:12:50.717584] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:12:50.721392] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:12:50.721480] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:12:53.727457] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:12:53.731005] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:12:53.734346] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:12:53.737739] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:12:53.737821] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:12:56.745701] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:12:56.751758] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:12:56.757166] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:12:56.762340] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:12:56.762495] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:12:59.767396] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:12:59.772110] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:12:59.776666] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:12:59.780720] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:12:59.780825] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:13:02.786811] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:13:02.791842] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:13:02.796513] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:13:02.801033] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:13:02.801152] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:13:05.806168] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:13:05.810308] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:13:05.814739] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:13:05.818701] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:13:05.818815] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:13:08.823272] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:13:08.826842] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:13:08.830273] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:13:08.833618] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:13:08.833717] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:13:11.839942] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:13:11.843975] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:13:11.847478] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:13:11.850895] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:13:11.850972] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:13:14.855472] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:13:14.859668] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:13:14.863932] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:13:14.867486] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:13:14.867571] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:13:17.872389] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:13:17.876325] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:13:17.880229] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:13:17.883911] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:13:17.884014] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:13:20.889527] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:13:20.893989] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:13:20.897878] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:13:20.902266] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:13:20.902421] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:13:23.907481] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:13:23.911218] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:13:23.914795] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:13:23.918500] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:13:23.918600] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:13:26.923249] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:13:26.926781] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:13:26.930201] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:13:26.933609] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:13:26.933710] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:13:29.939032] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:13:29.944499] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:13:29.948878] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:13:29.954195] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:13:29.954373] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:13:32.959333] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:13:32.963206] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:13:32.967152] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:13:32.970862] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:13:32.970953] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:13:35.975462] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:13:35.978899] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:13:35.982176] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:13:35.985380] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:13:35.985456] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:13:38.990086] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:13:38.993549] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:13:38.996899] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:13:39.000179] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:13:39.000259] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:13:42.006523] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:13:42.011458] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:13:42.016264] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:13:42.022077] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:13:42.022245] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:13:45.028632] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:13:45.034380] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:13:45.039202] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:13:45.043053] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:13:45.043147] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:13:48.048921] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:13:48.053112] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:13:48.057113] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:13:48.061300] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:13:48.061436] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:13:51.066695] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:13:51.070513] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:13:51.074064] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:13:51.078376] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:13:51.078557] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:13:54.084134] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:13:54.088851] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:13:54.093017] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:13:54.096498] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:13:54.096581] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:13:57.102423] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:13:57.107282] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:13:57.111822] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:13:57.116407] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:13:57.116518] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:14:00.123134] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:14:00.128369] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:14:00.133776] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:14:00.139069] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:14:00.139208] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:14:03.143436] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:14:03.147003] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:14:03.150376] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:14:03.153702] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:14:03.153802] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:14:06.159491] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:14:06.164130] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:14:06.168336] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:14:06.172685] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:14:06.172766] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:14:09.178999] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:14:09.184082] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:14:09.188980] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:14:09.194919] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:14:09.195121] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:14:12.201164] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:14:12.205158] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:14:12.209296] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:14:12.213155] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:14:12.213268] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:14:15.219344] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:14:15.224140] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:14:15.228885] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:14:15.233825] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:14:15.233956] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:14:18.240354] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:14:18.244906] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:14:18.250123] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:14:18.254929] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:14:18.255248] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:14:21.261126] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:14:21.265043] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:14:21.268597] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:14:21.272170] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:14:21.272257] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:14:24.279518] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:14:24.286773] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:14:24.293546] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:14:24.299272] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:14:24.299415] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:14:27.303951] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:14:27.307259] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:14:27.310455] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:14:27.313603] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:14:27.313695] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:14:30.318892] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:14:30.323170] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:14:30.326980] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:14:30.330295] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:14:30.330374] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:14:33.335995] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:14:33.339517] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:14:33.343848] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:14:33.347993] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:14:33.348093] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:14:36.353421] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:14:36.357506] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:14:36.361298] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:14:36.365174] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:14:36.365260] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:14:39.370539] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:14:39.375027] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:14:39.379115] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:14:39.383072] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:14:39.383178] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:14:42.388911] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:14:42.392793] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:14:42.396243] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:14:42.399797] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:14:42.399888] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:14:45.405580] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:14:45.409871] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:14:45.413966] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:14:45.418310] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:14:45.418417] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:14:48.425526] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:14:48.431161] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:14:48.436447] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:14:48.440807] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:14:48.440891] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:14:51.446808] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:14:51.450940] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:14:51.454707] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:14:51.458254] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:14:51.458360] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:14:54.465076] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:14:54.469722] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:14:54.473839] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:14:54.478140] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:14:54.478269] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:14:57.484520] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:14:57.491297] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:14:57.495558] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:14:57.500095] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:14:57.500188] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:15:00.505412] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:15:00.509684] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:15:00.513596] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:15:00.517223] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:15:00.517312] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:15:03.522688] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:15:03.526825] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:15:03.530472] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:15:03.533945] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:15:03.534024] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:15:06.540663] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:15:06.545863] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:15:06.551884] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:15:06.556764] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:15:06.556938] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:15:09.564100] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:15:09.568911] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:15:09.574050] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:15:09.579280] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:15:09.579400] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:15:12.586565] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:15:12.592135] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:15:12.596762] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:15:12.600865] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:15:12.600974] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:15:15.607303] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:15:15.612866] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:15:15.618660] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:15:15.623341] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:15:15.623492] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:15:18.631616] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:15:18.637865] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:15:18.643294] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:15:18.647860] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:15:18.647986] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:15:21.653777] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:15:21.657818] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:15:21.661478] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:15:21.666377] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:15:21.666572] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:15:24.672951] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:15:24.677247] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:15:24.681580] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:15:24.687855] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:15:24.688080] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:15:27.694373] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:15:27.699515] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:15:27.704362] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:15:27.708495] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:15:27.708575] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:15:30.714572] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:15:30.718692] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:15:30.722368] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:15:30.726032] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:15:30.726150] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:15:33.732006] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:15:33.736301] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:15:33.740097] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:15:33.744216] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:15:33.744330] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:15:36.750767] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:15:36.756865] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:15:36.761838] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:15:36.766507] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:15:36.766672] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:15:39.771437] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:15:39.774899] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:15:39.778276] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:15:39.781470] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:15:39.781547] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:15:42.789238] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:15:42.794797] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:15:42.799471] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:15:42.805457] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:15:42.805619] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:15:45.810115] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:15:45.813544] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:15:45.816778] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:15:45.820115] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:15:45.820208] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:15:48.826496] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:15:48.831667] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:15:48.836403] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:15:48.840262] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:15:48.840339] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:15:51.845546] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:15:51.850119] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:15:51.854683] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:15:51.859080] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:15:51.859226] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:15:54.864098] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:15:54.868291] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:15:54.872714] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:15:54.876531] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:15:54.876681] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:15:57.881545] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:15:57.885440] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:15:57.889203] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:15:57.892987] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:15:57.893094] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:16:00.898079] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:16:00.902579] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:16:00.907045] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:16:00.911330] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:16:00.911500] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:16:03.918172] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:16:03.924423] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:16:03.929993] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:16:03.934922] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:16:03.935069] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:16:06.940608] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:16:06.944682] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:16:06.948558] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:16:06.952105] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:16:06.952198] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:16:09.958012] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:16:09.962124] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:16:09.965983] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:16:09.969839] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:16:09.969937] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:16:12.974670] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:16:12.978349] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:16:12.981742] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:16:12.985050] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:16:12.985135] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:16:15.989916] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:16:15.993351] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:16:15.996606] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:16:16.000025] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:16:16.000104] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:16:19.006227] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:16:19.011717] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:16:19.016297] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:16:19.020246] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:16:19.020335] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:16:22.024407] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:16:22.027856] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:16:22.031155] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:16:22.034603] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:16:22.034729] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:16:25.039569] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:16:25.043386] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:16:25.047222] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:16:25.050953] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:16:25.051079] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:16:28.056199] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:16:28.059952] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:16:28.063344] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:16:28.066794] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:16:28.066891] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:16:31.071740] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:16:31.075409] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:16:31.078968] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:16:31.082444] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:16:31.082533] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:16:34.089150] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:16:34.093965] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:16:34.098573] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:16:34.103005] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:16:34.103128] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:16:37.108436] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:16:37.112507] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:16:37.116147] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:16:37.119585] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:16:37.119684] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:16:40.127667] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:16:40.132301] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:16:40.137612] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:16:40.143159] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:16:40.143282] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:16:43.150075] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:16:43.154736] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:16:43.160164] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:16:43.164975] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:16:43.165081] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:16:46.171710] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:16:46.176460] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:16:46.180317] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:16:46.183861] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:16:46.183942] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:16:49.190110] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:16:49.195236] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:16:49.200509] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:16:49.205227] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:16:49.205374] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:16:52.212620] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:16:52.218700] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:16:52.224115] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:16:52.231440] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:16:52.231682] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:16:55.237331] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:16:55.241487] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:16:55.245339] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:16:55.249136] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:16:55.249220] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:16:58.255576] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:16:58.261666] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:16:58.267528] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:16:58.272669] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:16:58.272803] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:17:01.281379] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:17:01.286571] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:17:01.290604] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:17:01.295049] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:17:01.295213] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:17:04.301744] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:17:04.305724] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:17:04.310150] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:17:04.314128] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:17:04.314231] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:17:07.320690] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:17:07.325054] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:17:07.328615] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:17:07.331891] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:17:07.331978] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:17:10.337373] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:17:10.341398] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:17:10.344974] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:17:10.348450] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:17:10.348530] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:17:13.354668] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:17:13.358981] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:17:13.362285] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:17:13.365840] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:17:13.365917] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:17:16.371059] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:17:16.374970] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:17:16.379082] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:17:16.383064] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:17:16.383176] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:17:19.387552] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:17:19.391056] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:17:19.394611] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:17:19.397985] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:17:19.398085] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:17:22.404364] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:17:22.410211] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:17:22.416162] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:17:22.422338] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:17:22.422531] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:17:25.427460] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:17:25.431153] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:17:25.434760] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:17:25.438382] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:17:25.438485] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:17:28.444526] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:17:28.449827] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:17:28.454334] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:17:28.458888] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:17:28.459032] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:17:31.463542] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:17:31.468581] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:17:31.472513] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:17:31.476483] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:17:31.476581] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:17:34.481674] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:17:34.485287] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:17:34.488792] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:17:34.492189] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:17:34.492277] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:17:37.496444] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:17:37.500376] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:17:37.503942] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:17:37.507365] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:17:37.507454] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:17:40.513125] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:17:40.517226] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:17:40.520903] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:17:40.524583] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:17:40.524677] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:17:43.530952] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:17:43.535985] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:17:43.539897] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:17:43.544965] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:17:43.545147] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:17:46.551148] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:17:46.556088] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:17:46.560578] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:17:46.565188] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:17:46.565304] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:17:49.570394] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:17:49.574023] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:17:49.578225] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:17:49.582113] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:17:49.582202] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:17:52.586966] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:17:52.590873] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:17:52.595312] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:17:52.600199] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:17:52.600305] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:17:55.604943] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:17:55.608822] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:17:55.612515] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:17:55.616614] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:17:55.616725] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:17:58.621148] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:17:58.625476] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:17:58.629411] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:17:58.633070] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:17:58.633171] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:18:01.638677] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:18:01.643155] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:18:01.648314] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:18:01.653579] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:18:01.653754] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:18:04.658605] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:18:04.662201] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:18:04.665590] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:18:04.669152] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:18:04.669246] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:18:07.676281] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:18:07.680947] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:18:07.685881] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:18:07.689927] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:18:07.690021] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:18:10.696256] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:18:10.700444] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:18:10.704397] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:18:10.708119] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:18:10.708221] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:18:13.714236] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:18:13.719080] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:18:13.723005] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:18:13.726769] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:18:13.726850] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:18:16.732810] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:18:16.736900] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:18:16.740681] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:18:16.744180] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:18:16.744274] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:18:19.749355] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:18:19.753236] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:18:19.756786] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:18:19.760157] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:18:19.760245] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:18:22.765671] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:18:22.769472] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:18:22.773139] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:18:22.777042] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:18:22.777137] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:18:25.781725] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:18:25.785336] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:18:25.789048] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:18:25.792459] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:18:25.792558] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:18:28.797006] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:18:28.800632] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:18:28.804061] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:18:28.807518] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:18:28.807607] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:18:31.812526] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:18:31.816148] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:18:31.819817] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:18:31.823389] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:18:31.823481] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:18:34.828882] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:18:34.832576] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:18:34.835953] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:18:34.839284] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:18:34.839366] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:18:37.844575] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:18:37.848389] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:18:37.851930] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:18:37.855568] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:18:37.855676] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:18:40.861915] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:18:40.866748] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:18:40.871190] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:18:40.875365] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:18:40.875486] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:18:43.880316] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:18:43.883931] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:18:43.887751] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:18:43.891597] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:18:43.891744] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:18:46.896406] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:18:46.900246] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:18:46.904327] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:18:46.910106] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:18:46.910293] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:18:49.916329] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:18:49.920251] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:18:49.925013] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:18:49.929461] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:18:49.929569] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:18:52.935945] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:18:52.940060] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:18:52.943894] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:18:52.948120] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:18:52.948228] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:18:55.952386] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:18:55.957395] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:18:55.962029] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:18:55.965429] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:18:55.965511] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:18:58.969750] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:18:58.973051] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:18:58.976259] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:18:58.980191] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:18:58.980271] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:19:01.991231] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:19:01.998898] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:19:02.009693] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:19:02.016814] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:19:02.017090] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:19:05.021871] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:19:05.025216] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:19:05.028556] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:19:05.031848] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:19:05.031925] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:19:08.037994] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:19:08.042916] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:19:08.046382] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:19:08.049714] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:19:08.049791] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:19:11.054885] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:19:11.058867] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:19:11.062173] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:19:11.065423] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:19:11.065512] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:19:14.070626] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:19:14.074173] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:19:14.077417] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:19:14.080599] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:19:14.080694] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:19:17.086067] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:19:17.091047] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:19:17.095752] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:19:17.100291] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:19:17.100454] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:19:20.105017] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:19:20.108557] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:19:20.111929] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:19:20.115321] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:19:20.115403] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:19:23.120380] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:19:23.125415] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:19:23.129340] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:19:23.133098] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:19:23.133195] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:19:26.138198] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:19:26.141900] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:19:26.145277] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:19:26.148626] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:19:26.148732] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:19:29.153157] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:19:29.157122] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:19:29.160991] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:19:29.164308] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:19:29.164406] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:19:32.170586] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:19:32.175071] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:19:32.178616] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:19:32.184107] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:19:32.184306] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:19:35.190592] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:19:35.196128] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:19:35.200214] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:19:35.204079] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:19:35.204162] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:19:38.210452] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:19:38.216042] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:19:38.221794] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:19:38.226171] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:19:38.226287] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:19:41.232084] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:19:41.237259] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:19:41.241142] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:19:41.245284] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:19:41.245367] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:19:44.251474] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:19:44.256860] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:19:44.261810] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:19:44.266416] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:19:44.266588] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:19:47.273445] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:19:47.278386] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:19:47.282142] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:19:47.285397] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:19:47.285475] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:19:50.291586] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:19:50.295768] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:19:50.299166] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:19:50.303838] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:19:50.304048] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:19:53.310890] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:19:53.315936] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:19:53.319761] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:19:53.323275] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:19:53.323382] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:19:56.329411] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:19:56.333612] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:19:56.337269] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:19:56.340697] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:19:56.340776] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:19:59.346302] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:19:59.350095] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:19:59.353550] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:19:59.357302] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:19:59.357396] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:20:02.363193] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:20:02.367246] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:20:02.371251] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:20:02.375447] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:20:02.375595] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:20:05.381902] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:20:05.386122] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:20:05.389738] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:20:05.393402] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:20:05.393499] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:20:08.400254] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:20:08.406380] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:20:08.412311] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:20:08.418841] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:20:08.419090] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:20:11.424475] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:20:11.429197] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:20:11.433417] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:20:11.437555] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:20:11.437694] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:20:14.444396] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:20:14.449015] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:20:14.452608] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:20:14.455851] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:20:14.455923] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:20:17.461543] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:20:17.465737] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:20:17.470119] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:20:17.474525] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:20:17.474688] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:20:20.483848] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:20:20.488023] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:20:20.491670] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:20:20.495381] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:20:20.495523] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:20:23.501325] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:20:23.505960] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:20:23.510528] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:20:23.515278] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:20:23.515378] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:20:26.521129] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:20:26.525862] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:20:26.530132] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:20:26.533751] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:20:26.533838] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:20:29.538730] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:20:29.542423] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:20:29.546414] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:20:29.550678] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:20:29.550790] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:20:32.556961] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:20:32.561850] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:20:32.565681] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:20:32.569177] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:20:32.569265] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:20:35.574436] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:20:35.578163] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:20:35.581696] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:20:35.585188] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:20:35.585278] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:20:38.590264] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:20:38.593740] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:20:38.598942] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:20:38.603559] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:20:38.603681] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:20:41.608410] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:20:41.613186] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:20:41.617739] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:20:41.621542] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:20:41.621670] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:20:44.628699] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:20:44.633844] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:20:44.639226] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:20:44.644296] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:20:44.644471] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:20:47.650672] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:20:47.655872] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:20:47.660110] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:20:47.663879] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:20:47.663989] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:20:50.669230] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:20:50.673261] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:20:50.678232] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:20:50.683167] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:20:50.683291] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:20:53.689671] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:20:53.694094] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:20:53.699300] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:20:53.704120] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:20:53.704266] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:20:56.710224] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:20:56.714939] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:20:56.719245] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:20:56.724015] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:20:56.724173] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:20:59.732116] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:20:59.739612] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:20:59.746370] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:20:59.753576] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:20:59.753778] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:21:02.761324] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:21:02.766726] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:21:02.770834] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:21:02.774354] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:21:02.774439] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:21:05.779750] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:21:05.783695] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:21:05.787182] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:21:05.790693] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:21:05.790801] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:21:08.796368] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:21:08.801036] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:21:08.805203] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:21:08.811369] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:21:08.811586] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:21:11.821428] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:21:11.827091] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:21:11.832460] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:21:11.837321] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:21:11.837445] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:21:14.842546] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:21:14.846347] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:21:14.849937] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:21:14.854056] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:21:14.854185] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:21:17.862746] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:21:17.867325] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:21:17.870837] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:21:17.874425] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:21:17.874531] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:21:20.881180] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:21:20.885083] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:21:20.888555] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:21:20.894475] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:21:20.894701] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:21:23.899942] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:21:23.903458] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:21:23.907161] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:21:23.911700] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:21:23.911802] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:21:26.917426] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:21:26.921557] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:21:26.925368] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:21:26.929091] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:21:26.929201] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:21:29.934994] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:21:29.939197] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:21:29.942947] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:21:29.946311] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:21:29.946387] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:21:32.952119] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:21:32.956828] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:21:32.961534] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:21:32.966003] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:21:32.966106] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:21:35.970775] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:21:35.974727] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:21:35.978230] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:21:35.981760] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:21:35.981858] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:21:38.987668] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:21:38.991892] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:21:38.995988] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:21:38.999610] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:21:38.999717] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:21:42.005377] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:21:42.009298] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:21:42.012944] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:21:42.016415] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:21:42.016577] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:21:45.021446] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:21:45.055698] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:21:45.089677] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:21:45.123764] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:21:45.123864] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:21:48.161083] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:21:48.166806] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:21:48.172498] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:21:48.178161] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:21:48.178318] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:21:51.183228] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:21:51.186948] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:21:51.190290] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:21:51.194815] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:21:51.194947] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:21:54.200179] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:21:54.204129] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:21:54.207746] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:21:54.212184] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:21:54.212296] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:21:57.217463] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:21:57.221633] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:21:57.225742] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:21:57.229665] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:21:57.229795] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:22:00.234841] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:22:00.239565] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:22:00.244607] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:22:00.248821] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:22:00.248909] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:22:03.254305] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:22:03.259174] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:22:03.263668] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:22:03.267543] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:22:03.267660] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:22:06.272909] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:22:06.276938] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:22:06.280422] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:22:06.284006] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:22:06.284119] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:22:09.288917] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:22:09.293002] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:22:09.296469] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:22:09.300897] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:22:09.300981] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:22:12.306747] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:22:12.311633] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:22:12.315588] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:22:12.319047] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:22:12.319130] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:22:15.323629] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:22:15.327084] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:22:15.330431] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:22:15.333812] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:22:15.333911] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:22:18.339151] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:22:18.342541] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:22:18.345827] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:22:18.349116] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:22:18.349198] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:22:21.354976] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:22:21.359155] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:22:21.363722] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:22:21.367876] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:22:21.367977] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:22:24.372754] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:22:24.376300] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:22:24.380123] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:22:24.383502] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:22:24.383596] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:22:27.388491] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:22:27.391973] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:22:27.395247] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:22:27.398950] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:22:27.399051] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:22:30.403993] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:22:30.408243] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:22:30.411899] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:22:30.415567] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:22:30.415711] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:22:33.420509] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:22:33.423982] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:22:33.427366] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:22:33.430969] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:22:33.431053] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:22:36.436323] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:22:36.440360] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:22:36.444368] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:22:36.447990] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:22:36.448090] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:22:39.453369] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:22:39.458032] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:22:39.462215] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:22:39.467093] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:22:39.467243] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:22:42.472670] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:22:42.476775] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:22:42.480795] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:22:42.484407] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:22:42.484502] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:22:45.490995] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:22:45.496449] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:22:45.501298] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:22:45.505665] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:22:45.505791] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:22:48.510748] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:22:48.514262] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:22:48.517941] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:22:48.521299] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:22:48.521402] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:22:51.526252] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:22:51.534802] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:22:51.538433] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:22:51.541780] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:22:51.541857] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:22:54.547362] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:22:54.551677] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:22:54.555560] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:22:54.559434] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:22:54.559538] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:22:57.564750] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:22:57.568812] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:22:57.572763] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:22:57.576375] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:22:57.576491] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:23:00.582540] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:23:00.587714] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:23:00.592453] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:23:00.597276] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:23:00.597423] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:23:03.602223] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:23:03.606351] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:23:03.610490] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:23:03.614562] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:23:03.614682] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:23:06.621132] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:23:06.626061] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:23:06.631374] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:23:06.635776] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:23:06.635895] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:23:09.640720] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:23:09.644432] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:23:09.648634] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:23:09.652732] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:23:09.652853] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:23:12.657667] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:23:12.661172] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:23:12.664696] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:23:12.668043] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:23:12.668130] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:23:15.672594] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:23:15.676069] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:23:15.679478] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:23:15.682801] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:23:15.682884] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:23:18.687286] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:23:18.692932] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:23:18.696687] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:23:18.700071] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:23:18.700148] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:23:21.704681] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:23:21.708478] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:23:21.712091] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:23:21.715668] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:23:21.715750] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:23:24.721381] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:23:24.725504] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:23:24.729185] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:23:24.732848] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:23:24.732928] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:23:27.739781] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:23:27.745377] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:23:27.750000] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:23:27.754817] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:23:27.754969] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:23:30.760636] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:23:30.765273] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:23:30.769545] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:23:30.773674] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:23:30.773810] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:23:33.778894] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:23:33.782658] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:23:33.786193] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:23:33.789979] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:23:33.790082] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:23:36.795199] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:23:36.799909] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:23:36.803533] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:23:36.807133] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:23:36.807211] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:23:39.812591] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:23:39.816976] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:23:39.820832] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:23:39.825996] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:23:39.826171] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:23:42.834357] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:23:42.839151] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:23:42.843462] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:23:42.847284] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:23:42.847371] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:23:45.853056] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:23:45.858609] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:23:45.864231] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:23:45.869510] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:23:45.869806] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:23:48.876753] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:23:48.884126] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:23:48.890034] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:23:48.895724] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:23:48.895870] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:23:51.904195] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:23:51.908211] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:23:51.912259] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:23:51.916268] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:23:51.916359] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:23:54.920859] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:23:54.924285] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:23:54.927615] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:23:54.930899] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:23:54.930977] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:23:57.935544] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:23:57.939082] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:23:57.942435] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:23:57.945809] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:23:57.945899] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:24:00.951377] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:24:00.955068] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:24:00.958584] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:24:00.962351] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:24:00.962445] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:24:03.968586] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:24:03.973360] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:24:03.977729] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:24:03.982626] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:24:03.982791] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:24:06.988826] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:24:06.992621] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:24:06.996692] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:24:07.000385] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:24:07.000502] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:24:10.006419] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:24:10.011591] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:24:10.015543] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:24:10.019038] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:24:10.019128] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:24:13.025079] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:24:13.029460] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:24:13.033692] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:24:13.037709] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:24:13.037799] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:24:16.042502] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:24:16.045942] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:24:16.049366] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:24:16.053848] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:24:16.053977] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:24:19.059246] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:24:19.062861] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:24:19.066241] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:24:19.069757] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:24:19.069849] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:24:22.074841] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:24:22.078848] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:24:22.082584] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:24:22.087871] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:24:22.088050] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:24:25.092688] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:24:25.096690] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:24:25.100545] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:24:25.104179] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:24:25.104309] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:24:28.110400] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:24:28.115214] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:24:28.120025] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:24:28.124624] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:24:28.124751] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:24:31.129517] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:24:31.133815] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:24:31.138512] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:24:31.143124] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:24:31.143241] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:24:34.148001] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:24:34.152091] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:24:34.155827] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:24:34.159170] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:24:34.159256] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:24:37.166841] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:24:37.172085] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:24:37.176523] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:24:37.183255] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:24:37.183442] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:24:40.189832] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:24:40.194574] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:24:40.199614] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:24:40.204773] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:24:40.204909] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:24:43.209949] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:24:43.213623] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:24:43.217239] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:24:43.221058] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:24:43.221146] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:24:46.228211] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:24:46.233451] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:24:46.237622] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:24:46.241045] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:24:46.241128] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:24:49.246280] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:24:49.249893] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:24:49.253237] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:24:49.257677] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:24:49.257813] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:24:52.263748] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:24:52.267680] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:24:52.272406] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:24:52.276422] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:24:52.276505] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:24:55.282419] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:24:55.286164] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:24:55.290430] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:24:55.294554] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:24:55.294690] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:24:58.301321] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:24:58.305854] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:24:58.309334] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:24:58.312753] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:24:58.312834] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:25:01.317300] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:25:01.321099] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:25:01.324975] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:25:01.328943] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:25:01.329048] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:25:04.335025] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:25:04.340431] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:25:04.345675] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:25:04.351119] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:25:04.351253] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:25:07.355809] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:25:07.359440] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:25:07.362890] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:25:07.366370] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:25:07.366459] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:25:10.370485] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:25:10.373977] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:25:10.377223] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:25:10.381304] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:25:10.381378] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:25:13.386996] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:25:13.390572] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:25:13.395062] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:25:13.399473] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:25:13.399586] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:25:16.404108] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:25:16.408205] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:25:16.412161] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:25:16.416973] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:25:16.417119] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:25:19.422782] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:25:19.426406] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:25:19.429786] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:25:19.433109] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:25:19.433187] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:25:22.438779] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:25:22.442760] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:25:22.446276] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:25:22.449838] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:25:22.449938] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:25:25.454637] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:25:25.458771] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:25:25.462758] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:25:25.466929] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:25:25.467069] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:25:28.472686] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:25:28.476875] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:25:28.481215] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:25:28.485356] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:25:28.485470] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:25:31.491401] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:25:31.495540] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:25:31.499683] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:25:31.504026] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:25:31.504154] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:25:34.509665] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:25:34.513320] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:25:34.517128] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:25:34.520655] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:25:34.520736] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:25:37.527114] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:25:37.532144] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:25:37.536857] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:25:37.540683] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:25:37.540771] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:25:40.548868] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:25:40.554403] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:25:40.560349] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:25:40.565699] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:25:40.565867] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:25:43.573013] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:25:43.578053] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:25:43.582881] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:25:43.587875] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:25:43.588040] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:25:46.594062] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:25:46.598382] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:25:46.601897] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:25:46.605501] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:25:46.605590] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:25:49.612088] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:25:49.616542] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:25:49.620783] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:25:49.625165] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:25:49.625319] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:25:52.631311] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:25:52.635782] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:25:52.640408] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:25:52.644346] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:25:52.644449] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:25:55.650615] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:25:55.655552] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:25:55.660172] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:25:55.664588] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:25:55.664729] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:25:58.671823] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:25:58.677607] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:25:58.681957] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:25:58.686584] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:25:58.686706] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:26:01.691509] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:26:01.695503] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:26:01.701721] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:26:01.707115] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:26:01.707277] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:26:04.711698] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:26:04.715047] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:26:04.718307] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:26:04.721672] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:26:04.721757] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:26:07.726680] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:26:07.730503] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:26:07.734158] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:26:07.737744] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:26:07.737848] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:26:10.744348] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:26:10.748181] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:26:10.751963] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:26:10.756097] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:26:10.756200] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:26:13.762134] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:26:13.765903] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:26:13.770610] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:26:13.774761] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:26:13.774863] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:26:16.786046] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:26:16.792811] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:26:16.798606] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:26:16.804445] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:26:16.804679] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:26:19.811693] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:26:19.817447] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:26:19.823329] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:26:19.828830] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:26:19.829005] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:26:22.834661] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:26:22.839517] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:26:22.843885] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:26:22.847738] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:26:22.847860] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:26:25.853161] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:26:25.856618] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:26:25.861289] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:26:25.865183] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:26:25.865284] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:26:28.870484] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:26:28.874156] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:26:28.877477] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:26:28.880812] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:26:28.880890] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:26:31.887250] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:26:31.891550] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:26:31.895442] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:26:31.901055] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:26:31.901317] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:26:34.906045] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:26:34.909405] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:26:34.912627] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:26:34.915882] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:26:34.915962] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:26:37.921845] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:26:37.927224] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:26:37.932340] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:26:37.937476] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:26:37.937660] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:26:40.943760] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:26:40.948415] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:26:40.953886] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:26:40.957872] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:26:40.957955] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:26:43.962344] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:26:43.965756] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:26:43.969051] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:26:43.972297] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:26:43.972372] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:26:46.977181] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:26:46.981006] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:26:46.984516] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:26:46.988072] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:26:46.988165] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:26:49.994188] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:26:49.998590] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:26:50.003257] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:26:50.007793] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:26:50.007920] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:26:53.012622] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:26:53.016462] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:26:53.019978] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:26:53.023420] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:26:53.023519] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:26:56.029505] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:26:56.034904] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:26:56.040689] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:26:56.046162] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:26:56.046308] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:26:59.052876] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:26:59.058822] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:26:59.063434] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:26:59.067591] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:26:59.067691] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:27:02.072723] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:27:02.076821] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:27:02.080950] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:27:02.085333] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:27:02.085463] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:27:05.092341] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:27:05.096860] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:27:05.100795] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:27:05.104958] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:27:05.105051] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:27:08.109602] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:27:08.114129] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:27:08.118683] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:27:08.122827] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:27:08.122952] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:27:11.128086] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:27:11.131702] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:27:11.135093] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:27:11.138499] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:27:11.138598] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:27:14.145022] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:27:14.150200] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:27:14.153949] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:27:14.157543] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:27:14.157628] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:27:17.163747] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:27:17.167725] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:27:17.171243] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:27:17.174746] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:27:17.174831] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:27:20.180618] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:27:20.184940] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:27:20.188683] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:27:20.192208] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:27:20.192321] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:27:23.197170] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:27:23.200559] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:27:23.204906] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:27:23.208931] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:27:23.209014] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:27:26.214902] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:27:26.220243] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:27:26.225130] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:27:26.229353] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:27:26.229450] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:27:29.235504] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:27:29.239342] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:27:29.243203] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:27:29.247361] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:27:29.247473] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:27:32.252148] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:27:32.256217] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:27:32.260459] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:27:32.264043] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:27:32.264120] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:27:35.269501] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:27:35.273225] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:27:35.276627] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:27:35.280083] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:27:35.280171] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:27:38.285187] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:27:38.289249] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:27:38.293129] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:27:38.297070] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:27:38.297201] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:27:41.303141] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:27:41.307193] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:27:41.310687] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:27:41.313948] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:27:41.314023] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:27:44.318673] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:27:44.323179] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:27:44.327300] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:27:44.331500] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:27:44.331611] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:27:47.336494] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:27:47.340379] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:27:47.343916] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:27:47.347760] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:27:47.347857] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:27:50.352682] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:27:50.356399] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:27:50.360320] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:27:50.363961] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:27:50.364074] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:27:53.370199] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:27:53.374942] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:27:53.378433] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:27:53.381699] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:27:53.381776] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:27:56.386861] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:27:56.390594] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:27:56.395610] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:27:56.399697] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:27:56.399780] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:27:59.405930] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:27:59.410236] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:27:59.415506] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:27:59.420605] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:27:59.420712] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:28:02.425819] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:28:02.430499] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:28:02.435090] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:28:02.440414] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:28:02.440622] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:28:05.447755] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:28:05.452025] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:28:05.456389] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:28:05.460947] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:28:05.461045] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:28:08.465584] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:28:08.468910] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:28:08.472114] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:28:08.475289] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:28:08.475364] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:28:11.480309] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:28:11.484090] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:28:11.487977] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:28:11.491708] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:28:11.491825] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:28:14.498206] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:28:14.502141] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:28:14.506559] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:28:14.510757] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:28:14.510879] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:28:17.516700] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:28:17.521068] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:28:17.524605] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:28:17.528043] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:28:17.528127] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:28:20.533751] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:28:20.537619] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:28:20.541396] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:28:20.544926] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:28:20.545009] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:28:23.550498] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:28:23.554463] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:28:23.557798] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:28:23.562146] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:28:23.562399] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:28:26.566939] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:28:26.570305] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:28:26.573948] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:28:26.577174] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:28:26.577253] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:28:29.582865] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:28:29.586683] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:28:29.590113] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:28:29.593434] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:28:29.593515] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:28:32.598961] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:28:32.602965] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:28:32.606173] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:28:32.609511] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:28:32.609588] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:28:35.614516] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:28:35.619086] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:28:35.622885] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:28:35.626795] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:28:35.626933] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:28:38.632361] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:28:38.637274] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:28:38.641412] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:28:38.644918] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:28:38.645000] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:28:41.653079] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:28:41.657406] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:28:41.661307] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:28:41.664798] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:28:41.664887] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:28:44.671064] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:28:44.674696] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:28:44.678430] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:28:44.682451] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:28:44.682565] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:28:47.688353] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:28:47.693127] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:28:47.697577] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:28:47.701018] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:28:47.701102] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:28:50.707515] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:28:50.712533] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:28:50.717087] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:28:50.721582] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:28:50.721771] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:28:53.731334] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:28:53.736563] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:28:53.740229] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:28:53.743610] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:28:53.743705] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:28:56.749781] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:28:56.754388] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:28:56.758541] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:28:56.762110] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:28:56.762215] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:28:59.767440] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:28:59.771363] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:28:59.774803] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:28:59.778190] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:28:59.778266] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:29:02.783830] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:29:02.787949] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:29:02.791520] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:29:02.795059] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:29:02.795137] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:29:05.800033] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:29:05.804158] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:29:05.807769] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:29:05.812542] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:29:05.812726] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:29:08.817528] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:29:08.821160] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:29:08.824631] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:29:08.828094] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:29:08.828192] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:29:11.832927] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:29:11.836811] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:29:11.840607] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:29:11.844120] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:29:11.844227] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:29:14.849141] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:29:14.852818] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:29:14.856334] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:29:14.860554] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:29:14.860638] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:29:17.866218] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:29:17.870518] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:29:17.874027] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:29:17.877377] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:29:17.877453] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:29:20.881996] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:29:20.885584] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:29:20.889230] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:29:20.892777] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:29:20.892866] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:29:23.897901] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:29:23.901588] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:29:23.904914] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:29:23.908299] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:29:23.908377] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:29:26.913792] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:29:26.918205] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:29:26.921942] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:29:26.925322] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:29:26.925404] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:29:29.932045] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:29:29.936675] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:29:29.941521] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:29:29.946046] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:29:29.946139] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:29:32.951707] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:29:32.955496] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:29:32.959111] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:29:32.962666] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:29:32.962823] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:29:35.969352] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:29:35.974277] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:29:35.977925] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:29:35.981296] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:29:35.981372] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:29:38.993031] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:29:38.998888] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:29:39.004418] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:29:39.008299] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:29:39.008387] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:29:42.013216] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:29:42.017326] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:29:42.020881] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:29:42.025735] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:29:42.025910] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:29:45.030856] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:29:45.034606] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:29:45.038815] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:29:45.042817] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:29:45.042911] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:29:48.048049] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:29:48.051806] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:29:48.055017] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:29:48.058241] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:29:48.058318] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:29:51.064070] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:29:51.068639] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:29:51.073235] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:29:51.077735] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:29:51.077849] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:29:54.084894] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:29:54.090504] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:29:54.096485] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:29:54.102521] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:29:54.102706] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:29:57.108484] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:29:57.112291] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:29:57.115944] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:29:57.119742] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:29:57.119836] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:30:00.125183] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:30:00.128587] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:30:00.132120] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:30:00.136211] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:30:00.136316] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:30:03.141798] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:30:03.145741] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:30:03.149732] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:30:03.153602] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:30:03.153725] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:30:06.160067] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:30:06.165753] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:30:06.171387] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:30:06.177294] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:30:06.177427] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:30:09.182134] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:30:09.186331] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:30:09.190625] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:30:09.194782] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:30:09.194920] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:30:12.199741] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:30:12.203029] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:30:12.206274] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:30:12.209492] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:30:12.209567] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:30:15.214366] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:30:15.217876] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:30:15.221339] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:30:15.224794] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:30:15.224867] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:30:18.230348] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:30:18.233916] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:30:18.237338] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:30:18.240813] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:30:18.240895] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:30:21.246570] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:30:21.250242] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:30:21.254008] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:30:21.259453] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:30:21.259867] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:30:24.265726] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:30:24.270234] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:30:24.274992] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:30:24.279135] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:30:24.279247] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:30:27.285698] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:30:27.289799] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:30:27.293508] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:30:27.297405] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:30:27.297507] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:30:30.302621] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:30:30.307561] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:30:30.311701] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:30:30.315011] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:30:30.315088] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:30:33.321372] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:30:33.325136] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:30:33.328609] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:30:33.332031] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:30:33.332111] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:30:36.337434] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:30:36.341233] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:30:36.344541] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:30:36.348227] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:30:36.348309] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:30:39.354041] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:30:39.358195] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:30:39.362391] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:30:39.366060] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:30:39.366183] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:30:42.371439] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:30:42.374937] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:30:42.378367] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:30:42.382004] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:30:42.382150] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:30:45.389374] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:30:45.394121] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:30:45.398978] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:30:45.403554] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:30:45.403680] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:30:48.407943] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:30:48.411446] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:30:48.414919] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:30:48.418603] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:30:48.418716] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:30:51.424400] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:30:51.428348] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:30:51.432464] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:30:51.436163] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:30:51.436255] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:30:54.440887] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:30:54.444367] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:30:54.447688] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:30:54.450956] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:30:54.451033] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:30:57.456201] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:30:57.460365] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:30:57.464106] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:30:57.467759] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:30:57.467854] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:31:00.472532] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:31:00.476577] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:31:00.480693] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:31:00.484356] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:31:00.484439] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:31:03.490727] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:31:03.495910] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:31:03.500687] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:31:03.505004] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:31:03.505142] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:31:06.511002] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:31:06.516072] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:31:06.520691] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:31:06.526075] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:31:06.526229] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:31:09.531554] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:31:09.535327] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:31:09.538775] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:31:09.543662] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:31:09.543841] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:31:12.548828] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:31:12.552662] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:31:12.556279] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:31:12.560125] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:31:12.560219] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:31:15.565733] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:31:15.569706] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:31:15.573469] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:31:15.578815] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:31:15.578995] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:31:18.585550] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:31:18.589618] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:31:18.594237] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:31:18.598754] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:31:18.598888] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:31:21.608503] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:31:21.612439] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:31:21.616190] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:31:21.620362] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:31:21.620504] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:31:24.624696] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:31:24.628301] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:31:24.631621] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:31:24.634937] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:31:24.635023] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:31:27.640175] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:31:27.643526] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:31:27.646791] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:31:27.650058] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:31:27.650133] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:31:30.654786] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:31:30.658203] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:31:30.661591] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:31:30.665281] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:31:30.665380] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:31:33.670567] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:31:33.673997] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:31:33.677344] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:31:33.681161] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:31:33.681236] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:31:36.686074] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:31:36.690122] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:31:36.694148] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:31:36.697994] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:31:36.698134] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:31:39.703218] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:31:39.706991] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:31:39.710485] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:31:39.714061] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:31:39.714148] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:31:42.720803] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:31:42.725111] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:31:42.728691] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:31:42.732306] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:31:42.732390] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:31:45.737327] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:31:45.741367] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:31:45.745375] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:31:45.749507] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:31:45.749595] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:31:48.755940] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:31:48.760702] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:31:48.764103] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:31:48.767525] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:31:48.767614] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:31:51.774946] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:31:51.781489] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:31:51.787364] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:31:51.792238] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:31:51.792371] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:31:54.797832] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:31:54.802616] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:31:54.806456] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:31:54.810189] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:31:54.810279] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:31:57.817260] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:31:57.821992] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:31:57.826882] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:31:57.830977] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:31:57.831066] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:32:00.835294] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:32:00.838784] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:32:00.842066] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:32:00.845346] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:32:00.845428] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:32:03.850382] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:32:03.854166] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:32:03.858380] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:32:03.861932] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:32:03.862026] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:32:06.867281] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:32:06.870887] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:32:06.874529] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:32:06.878206] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:32:06.878300] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:32:09.882839] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:32:09.886410] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:32:09.890991] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:32:09.895462] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:32:09.895565] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:32:12.901346] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:32:12.904979] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:32:12.909735] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:32:12.914014] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:32:12.914114] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:32:15.921803] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:32:15.927825] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:32:15.932958] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:32:15.937986] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:32:15.938164] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:32:18.943884] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:32:18.947438] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:32:18.951115] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:32:18.954910] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:32:18.954987] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:32:21.959728] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:32:21.963098] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:32:21.966989] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:32:21.970277] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:32:21.970356] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:32:24.974597] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:32:24.978588] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:32:24.981995] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:32:24.985377] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:32:24.985456] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:32:27.990006] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:32:27.994361] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:32:27.998210] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:32:28.001854] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:32:28.001937] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:32:31.008344] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:32:31.013527] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:32:31.019022] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:32:31.022974] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:32:31.023064] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:32:34.027786] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:32:34.031373] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:32:34.035569] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:32:34.040067] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:32:34.040196] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:32:37.044631] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:32:37.048121] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:32:37.051592] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:32:37.055109] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:32:37.055191] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:32:40.059597] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:32:40.064138] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:32:40.068697] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:32:40.073009] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:32:40.073126] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:32:43.080840] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:32:43.087485] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:32:43.093484] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:32:43.099813] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:32:43.099979] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:32:46.106362] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:32:46.111030] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:32:46.115023] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:32:46.119597] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:32:46.119807] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:32:49.125866] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:32:49.130193] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:32:49.133795] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:32:49.137234] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:32:49.137316] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:32:52.143785] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:32:52.148191] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:32:52.152078] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:32:52.155896] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:32:52.155999] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:32:55.161937] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:32:55.166412] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:32:55.170574] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:32:55.174618] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:32:55.174738] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:32:58.179171] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:32:58.182493] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:32:58.185695] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:32:58.189275] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:32:58.189352] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:33:01.195868] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:33:01.200574] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:33:01.205890] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:33:01.209974] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:33:01.210074] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:33:04.215568] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:33:04.219875] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:33:04.224017] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:33:04.227923] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:33:04.228038] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:33:07.233516] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:33:07.237670] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:33:07.241321] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:33:07.245454] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:33:07.245610] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:33:10.249823] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:33:10.253117] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:33:10.256389] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:33:10.259626] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:33:10.259713] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:33:13.264290] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:33:13.267998] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:33:13.271925] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:33:13.275591] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:33:13.275697] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:33:16.279549] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:33:16.282828] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:33:16.286078] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:33:16.289446] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:33:16.289526] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:33:19.293174] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:33:19.296392] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:33:19.299622] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:33:19.302788] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:33:19.302859] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:33:22.307712] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:33:22.311204] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:33:22.314527] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:33:22.317920] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:33:22.318017] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:33:25.322459] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:33:25.326331] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:33:25.330427] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:33:25.334803] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:33:25.334926] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:33:28.341351] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:33:28.347087] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:33:28.352280] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:33:28.357029] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:33:28.357167] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:33:31.363457] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:33:31.368786] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:33:31.373183] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:33:31.379133] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:33:31.379382] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:33:34.385622] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:33:34.390501] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:33:34.395249] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:33:34.399113] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:33:34.399191] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:33:37.404905] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:33:37.410560] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:33:37.416273] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:33:37.421803] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:33:37.421940] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:33:40.427300] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:33:40.431467] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:33:40.436290] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:33:40.441433] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:33:40.441611] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:33:43.446257] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:33:43.449930] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:33:43.453485] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:33:43.457764] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:33:43.457863] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:33:46.462824] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:33:46.466698] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:33:46.471223] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:33:46.476793] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:33:46.476990] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:33:49.481689] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:33:49.485284] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:33:49.488894] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:33:49.492680] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:33:49.492782] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:33:52.497726] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:33:52.501204] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:33:52.504532] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:33:52.507872] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:33:52.507951] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:33:55.513560] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:33:55.517453] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:33:55.522215] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:33:55.526157] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:33:55.526243] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:33:58.531189] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:33:58.535407] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:33:58.539121] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:33:58.542606] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:33:58.542712] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:34:01.548157] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:34:01.552722] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:34:01.556993] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:34:01.561189] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:34:01.561340] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:34:04.566072] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:34:04.569853] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:34:04.573203] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:34:04.576541] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:34:04.576618] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:34:07.581332] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:34:07.584929] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:34:07.588571] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:34:07.592069] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:34:07.592169] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:34:10.597105] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:34:10.600684] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:34:10.604119] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:34:10.607477] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:34:10.607558] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:34:13.612271] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:34:13.615842] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:34:13.619239] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:34:13.623027] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:34:13.623114] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:34:16.629090] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:34:16.632758] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:34:16.636238] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:34:16.639796] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:34:16.639886] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:34:19.644777] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:34:19.649052] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:34:19.652778] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:34:19.657035] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:34:19.657165] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:34:22.663141] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:34:22.667133] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:34:22.671509] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:34:22.675536] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:34:22.675675] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:34:25.681164] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:34:25.685350] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:34:25.688837] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:34:25.692414] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:34:25.692519] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:34:28.697501] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:34:28.700879] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:34:28.704558] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:34:28.707932] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:34:28.708014] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:34:31.713065] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:34:31.716761] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:34:31.720565] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:34:31.724189] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:34:31.724272] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:34:34.729331] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:34:34.733553] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:34:34.737823] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:34:34.742049] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:34:34.742183] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:34:37.747681] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:34:37.751849] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:34:37.755829] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:34:37.760012] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:34:37.760139] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:34:40.765119] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:34:40.769977] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:34:40.774160] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:34:40.777893] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:34:40.777985] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:34:43.785134] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:34:43.789821] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:34:43.793747] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:34:43.800208] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:34:43.800316] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:34:46.806311] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:34:46.809865] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:34:46.813384] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:34:46.816720] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:34:46.816825] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:34:49.822446] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:34:49.826363] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:34:49.829966] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:34:49.833618] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:34:49.833718] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:34:52.840263] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:34:52.845257] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:34:52.849987] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:34:52.854152] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:34:52.854266] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:34:55.860431] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:34:55.864869] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:34:55.872011] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:34:55.878544] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:34:55.878770] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:34:58.884730] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:34:58.888714] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:34:58.892359] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:34:58.896026] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:34:58.896121] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:35:01.902965] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:35:01.909212] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:35:01.916159] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:35:01.922545] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:35:01.922781] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:35:04.929453] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:35:04.934962] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:35:04.940286] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:35:04.944544] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:35:04.944699] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:35:07.951831] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:35:07.957635] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:35:07.962338] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:35:07.965927] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:35:07.966016] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:35:10.971542] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:35:10.975377] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:35:10.979689] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:35:10.983390] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:35:10.983494] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:35:13.989964] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:35:13.995262] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:35:13.999785] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:35:14.005711] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:35:14.005908] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:35:17.012067] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:35:17.016461] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:35:17.020875] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:35:17.024809] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:35:17.024892] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:35:20.030089] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:35:20.034717] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:35:20.039070] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:35:20.042843] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:35:20.042947] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:35:23.047887] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:35:23.052831] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:35:23.058043] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:35:23.062114] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:35:23.062201] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:35:26.069028] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:35:26.074342] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:35:26.080071] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:35:26.085873] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:35:26.086061] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:35:29.091175] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:35:29.094806] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:35:29.098161] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:35:29.101483] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:35:29.101564] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:35:32.107676] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:35:32.112430] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:35:32.116952] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:35:32.121602] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:35:32.121756] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:35:35.127097] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:35:35.130515] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:35:35.133831] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:35:35.137111] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:35:35.137188] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:35:38.141602] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:35:38.145045] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:35:38.148316] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:35:38.151513] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:35:38.151590] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:35:41.156361] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:35:41.160282] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:35:41.163844] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:35:41.167100] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:35:41.167176] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:35:44.172123] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:35:44.175884] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:35:44.179653] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:35:44.183133] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:35:44.183245] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:35:47.188435] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:35:47.192507] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:35:47.196428] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:35:47.200136] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:35:47.200224] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:35:50.206619] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:35:50.211138] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:35:50.215669] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:35:50.220483] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:35:50.220685] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:35:53.225056] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:35:53.228394] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:35:53.231711] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:35:53.235357] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:35:53.235432] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:35:56.241519] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:35:56.246423] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:35:56.249946] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:35:56.253442] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:35:56.253539] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:35:59.258573] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:35:59.263424] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:35:59.268345] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:35:59.272527] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:35:59.272667] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:36:02.279099] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:36:02.285051] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:36:02.290817] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:36:02.297640] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:36:02.297864] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:36:05.302711] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:36:05.306623] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:36:05.310325] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:36:05.314070] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:36:05.314189] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:36:08.319173] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:36:08.323171] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:36:08.326857] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:36:08.330699] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:36:08.330803] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:36:11.335723] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:36:11.339418] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:36:11.342910] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:36:11.346517] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:36:11.346605] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:36:14.352966] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:36:14.356891] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:36:14.360747] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:36:14.364543] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:36:14.364668] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:36:17.370129] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:36:17.373725] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:36:17.377211] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:36:17.380884] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:36:17.380978] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:36:20.386111] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:36:20.389810] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:36:20.393287] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:36:20.396695] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:36:20.396801] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:36:23.402097] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:36:23.406298] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:36:23.410136] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:36:23.414210] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:36:23.414295] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:36:26.419340] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:36:26.423063] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:36:26.426418] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:36:26.429830] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:36:26.429914] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:36:29.435684] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:36:29.440532] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:36:29.445268] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:36:29.449516] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:36:29.449676] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:36:32.454340] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:36:32.457672] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:36:32.460845] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:36:32.463994] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:36:32.464066] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:36:35.469699] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:36:35.473735] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:36:35.477934] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:36:35.482088] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:36:35.482200] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:36:38.487776] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:36:38.491803] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:36:38.495356] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:36:38.498922] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:36:38.499029] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:36:41.503948] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:36:41.507425] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:36:41.510637] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:36:41.513921] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:36:41.513994] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:36:44.519712] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:36:44.523634] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:36:44.527380] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:36:44.530910] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:36:44.531019] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:36:47.535732] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:36:47.539187] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:36:47.542778] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:36:47.546115] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:36:47.546201] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:36:50.550394] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:36:50.554292] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:36:50.558080] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:36:50.561885] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:36:50.561993] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:36:53.567270] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:36:53.571760] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:36:53.575740] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:36:53.581067] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:36:53.581177] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:36:56.586788] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:36:56.590880] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:36:56.595435] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:36:56.602670] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:36:56.602789] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:36:59.609555] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:36:59.613991] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:36:59.617625] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:36:59.621114] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:36:59.621206] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:37:02.627070] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:37:02.630770] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:37:02.634464] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:37:02.637974] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:37:02.638055] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:37:05.642568] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:37:05.646133] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:37:05.649472] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:37:05.652845] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:37:05.652932] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:37:08.657361] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:37:08.660950] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:37:08.664570] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:37:08.667852] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:37:08.667932] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:37:11.672841] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:37:11.677448] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:37:11.681669] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:37:11.686274] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:37:11.686449] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:37:14.692485] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:37:14.696667] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:37:14.700716] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:37:14.705003] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:37:14.705186] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:37:17.709385] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:37:17.712880] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:37:17.716120] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:37:17.719319] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:37:17.719396] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:37:20.724543] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:37:20.728227] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:37:20.731727] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:37:20.735002] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:37:20.735091] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:37:23.740554] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:37:23.744485] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:37:23.747998] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:37:23.751479] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:37:23.751562] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:37:26.756273] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:37:26.760139] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:37:26.763805] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:37:26.767601] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:37:26.767723] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:37:29.771848] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:37:29.775202] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:37:29.778475] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:37:29.782035] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:37:29.782121] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:37:32.786990] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:37:32.790786] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:37:32.794638] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:37:32.798823] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:37:32.798926] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:37:35.803858] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:37:35.807490] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:37:35.811045] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:37:35.814556] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:37:35.814709] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:37:38.819337] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:37:38.823020] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:37:38.826553] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:37:38.830057] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:37:38.830155] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:37:41.835265] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:37:41.839329] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:37:41.843246] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:37:41.847149] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:37:41.847281] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:37:44.852187] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:37:44.855794] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:37:44.859471] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:37:44.863121] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:37:44.863220] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:37:47.868151] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:37:47.871981] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:37:47.875611] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:37:47.879135] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:37:47.879225] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:37:50.884363] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:37:50.889132] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:37:50.892819] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:37:50.896154] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:37:50.896237] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:37:53.901983] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:37:53.906255] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:37:53.913096] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:37:53.918368] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:37:53.918512] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:37:56.923919] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:37:56.927497] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:37:56.931150] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:37:56.935231] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:37:56.935382] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:37:59.940444] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:37:59.944216] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:37:59.947695] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:37:59.951688] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:37:59.951784] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:38:02.957417] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:38:02.962287] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:38:02.965928] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:38:02.969944] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:38:02.970034] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:38:05.974954] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:38:05.979481] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:38:05.983332] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:38:05.986791] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:38:05.986883] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:38:08.991491] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:38:08.995258] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:38:08.998882] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:38:09.002606] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:38:09.002715] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:38:12.007459] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:38:12.011115] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:38:12.014633] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:38:12.018069] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:38:12.018170] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:38:15.023131] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:38:15.027038] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:38:15.030946] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:38:15.034594] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:38:15.034713] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:38:18.039500] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:38:18.043418] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:38:18.047304] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:38:18.051054] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:38:18.051179] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:38:21.055788] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:38:21.059316] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:38:21.062850] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:38:21.072259] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:38:21.072516] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:38:24.079278] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:38:24.085019] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:38:24.089845] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:38:24.094177] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:38:24.094306] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:38:27.099630] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:38:27.104015] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:38:27.108574] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:38:27.113174] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:38:27.113314] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:38:30.120364] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:38:30.125567] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:38:30.130346] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:38:30.135042] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:38:30.135333] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:38:33.143385] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:38:33.148936] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:38:33.153718] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:38:33.158523] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:38:33.158723] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:38:36.164676] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:38:36.168307] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:38:36.172332] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:38:36.175896] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:38:36.175974] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:38:39.180893] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:38:39.184675] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:38:39.188000] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:38:39.191408] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:38:39.191486] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:38:42.196386] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:38:42.199768] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:38:42.203037] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:38:42.206279] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:38:42.206359] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:38:45.211512] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:38:45.215498] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:38:45.218855] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:38:45.222272] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:38:45.222352] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:38:48.228171] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:38:48.232972] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:38:48.237471] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:38:48.242087] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:38:48.242202] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:38:51.247099] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:38:51.250961] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:38:51.254549] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:38:51.258449] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:38:51.258562] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:38:54.263770] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:38:54.267620] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:38:54.271176] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:38:54.274563] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:38:54.274680] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:38:57.279450] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:38:57.283497] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:38:57.287189] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:38:57.290584] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:38:57.290689] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:39:00.296212] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:39:00.299981] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:39:00.303495] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:39:00.307261] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:39:00.307350] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:39:03.313125] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:39:03.317894] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:39:03.322598] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:39:03.327238] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:39:03.327386] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:39:06.333610] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:39:06.339034] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:39:06.344242] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:39:06.348857] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:39:06.348956] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:39:09.354837] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:39:09.360467] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:39:09.365866] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:39:09.371062] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:39:09.371346] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:39:12.376184] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:39:12.379856] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:39:12.383264] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:39:12.386686] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:39:12.386789] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:39:15.392051] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:39:15.396988] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:39:15.401688] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:39:15.405812] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:39:15.405920] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:39:18.412065] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:39:18.416760] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:39:18.421422] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:39:18.425022] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:39:18.425141] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:39:21.430734] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:39:21.434768] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:39:21.438499] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:39:21.442129] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:39:21.442230] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:39:24.447522] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:39:24.451005] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:39:24.454240] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:39:24.458529] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:39:24.458760] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:39:27.464087] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:39:27.468188] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:39:27.472102] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:39:27.476123] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:39:27.476385] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:39:30.481021] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:39:30.484408] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:39:30.487857] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:39:30.491120] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:39:30.491194] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:39:33.496948] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:39:33.500611] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:39:33.503873] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:39:33.507126] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:39:33.507199] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:39:36.512825] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:39:36.517572] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:39:36.521534] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:39:36.525274] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:39:36.525357] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:39:39.531398] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:39:39.535499] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:39:39.539079] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:39:39.542442] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:39:39.542526] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:39:42.547110] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:39:42.550504] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:39:42.554435] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:39:42.558194] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:39:42.558308] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:39:45.562840] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:39:45.566216] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:39:45.569732] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:39:45.573014] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:39:45.573095] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:39:48.578198] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:39:48.581927] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:39:48.585268] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:39:48.588583] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:39:48.588692] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:39:51.593495] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:39:51.597317] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:39:51.601790] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:39:51.606125] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:39:51.606238] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:39:54.612201] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:39:54.616165] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:39:54.620517] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:39:54.624476] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:39:54.624586] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:39:57.629662] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:39:57.633179] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:39:57.636571] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:39:57.639917] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:39:57.640005] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:40:00.646439] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:40:00.651106] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:40:00.655871] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:40:00.660204] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:40:00.660410] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:40:03.666938] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:40:03.672234] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:40:03.677492] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:40:03.682328] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:40:03.682442] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:40:06.688000] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:40:06.692581] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:40:06.696940] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:40:06.701624] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:40:06.701771] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:40:09.711588] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:40:09.716766] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:40:09.720607] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:40:09.724503] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:40:09.724588] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:40:12.730240] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:40:12.736002] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:40:12.741500] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:40:12.745731] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:40:12.745851] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:40:15.751273] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:40:15.755427] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:40:15.759342] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:40:15.763017] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:40:15.763114] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:40:18.769349] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:40:18.773694] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:40:18.777986] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:40:18.782716] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:40:18.782875] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:40:21.787742] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:40:21.791402] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:40:21.795831] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:40:21.799571] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:40:21.799706] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:40:24.805123] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:40:24.808631] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:40:24.812013] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:40:24.815414] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:40:24.815511] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:40:27.821027] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:40:27.824913] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:40:27.829151] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:40:27.833593] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:40:27.833773] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:40:30.838184] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:40:30.841977] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:40:30.845617] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:40:30.849202] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:40:30.849295] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:40:33.854459] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:40:33.858402] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:40:33.861742] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:40:33.865583] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:40:33.865731] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:40:36.870437] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:40:36.873743] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:40:36.876962] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:40:36.880674] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:40:36.880748] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:40:39.886025] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:40:39.890181] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:40:39.893956] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:40:39.898083] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:40:39.898201] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:40:42.903278] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:40:42.907068] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:40:42.910434] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:40:42.913905] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:40:42.913996] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:40:45.920592] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:40:45.926060] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:40:45.930337] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:40:45.934176] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:40:45.934285] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:40:48.943458] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:40:48.948891] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:40:48.953406] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:40:48.956996] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:40:48.957082] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:40:51.962809] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:40:51.966818] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:40:51.972972] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:40:51.977153] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:40:51.977292] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:40:54.981507] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:40:54.984983] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:40:54.988433] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:40:54.991808] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:40:54.991912] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:40:57.997166] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:40:58.001166] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:40:58.004775] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:40:58.008436] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:40:58.008530] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:41:01.013279] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:41:01.017928] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:41:01.022393] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:41:01.026841] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:41:01.027007] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:41:04.032160] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:41:04.036161] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:41:04.040024] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:41:04.043769] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:41:04.043866] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:41:07.048769] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:41:07.052755] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:41:07.056550] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:41:07.060205] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:41:07.060308] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:41:10.064916] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:41:10.068621] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:41:10.072260] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:41:10.075948] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:41:10.076049] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:41:13.081194] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:41:13.085194] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:41:13.088981] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:41:13.092790] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:41:13.092894] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:41:16.099158] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:41:16.104580] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:41:16.110663] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:41:16.117068] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:41:16.117258] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:41:19.123160] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:41:19.127117] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:41:19.130575] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:41:19.134055] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:41:19.134141] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:41:22.138923] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:41:22.142412] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:41:22.145890] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:41:22.149546] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:41:22.149659] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:41:25.154828] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:41:25.159434] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:41:25.163838] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:41:25.167822] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:41:25.167988] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:41:28.172880] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:41:28.176771] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:41:28.180383] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:41:28.183752] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:41:28.183837] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:41:31.189941] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:41:31.194101] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:41:31.198110] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:41:31.203287] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:41:31.203511] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:41:34.209308] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:41:34.213797] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:41:34.217758] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:41:34.224108] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:41:34.224221] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:41:37.229018] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:41:37.232405] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:41:37.235710] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:41:37.239105] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:41:37.239191] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:41:40.244491] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:41:40.248241] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:41:40.251842] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:41:40.255718] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:41:40.255830] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:41:43.260705] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:41:43.265572] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:41:43.270748] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:41:43.275500] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:41:43.275623] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:41:46.280468] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:41:46.378906] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:41:46.412550] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:41:46.447009] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:41:46.447134] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:41:49.482334] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:41:49.485870] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:41:49.489153] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:41:49.492339] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:41:49.492416] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:41:52.498699] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:41:52.504168] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:41:52.509357] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:41:52.515071] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:41:52.515262] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:41:55.520150] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:41:55.523448] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:41:55.526611] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:41:55.529867] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:41:55.529945] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:41:58.535337] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:41:58.540171] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:41:58.544670] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:41:58.549004] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:41:58.549116] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:42:01.554966] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:42:01.559486] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:42:01.563844] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:42:01.567431] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:42:01.567512] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:42:04.573218] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:42:04.577396] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:42:04.581327] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:42:04.585317] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:42:04.585434] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:42:07.591491] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:42:07.597102] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:42:07.601580] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:42:07.605892] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:42:07.606010] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:42:10.610774] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:42:10.614280] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:42:10.617731] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:42:10.621178] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:42:10.621262] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:42:13.626143] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:42:13.629746] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:42:13.633194] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:42:13.636499] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:42:13.636574] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:42:16.641294] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:42:16.644982] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:42:16.648339] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:42:16.651852] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:42:16.651950] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:42:19.657534] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:42:19.661014] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:42:19.664276] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:42:19.667554] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:42:19.667632] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:42:22.673211] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:42:22.677751] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:42:22.681560] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:42:22.685933] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:42:22.686052] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:42:25.691358] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:42:25.694930] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:42:25.698999] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:42:25.702852] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:42:25.702933] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:42:28.708818] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:42:28.712612] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:42:28.716215] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:42:28.720108] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:42:28.720245] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:42:31.725088] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:42:31.728866] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:42:31.732542] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:42:31.736304] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:42:31.736405] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:42:34.741665] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:42:34.745032] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:42:34.748435] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:42:34.751976] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:42:34.752056] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:42:37.756724] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:42:37.760389] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:42:37.763868] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:42:37.767280] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:42:37.767366] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:42:40.772363] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:42:40.775791] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:42:40.779524] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:42:40.783236] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:42:40.783326] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:42:43.787764] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:42:43.791653] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:42:43.795279] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:42:43.798969] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:42:43.799067] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:42:46.803960] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:42:46.807581] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:42:46.811064] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:42:46.814412] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:42:46.814496] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:42:49.820224] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:42:49.823732] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:42:49.827044] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:42:49.830338] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:42:49.830414] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:42:52.835503] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:42:52.839255] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:42:52.842763] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:42:52.846076] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:42:52.846159] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:42:55.851195] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:42:55.854926] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:42:55.858794] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:42:55.862430] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:42:55.862529] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:42:58.867339] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:42:58.871281] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:42:58.875201] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:42:58.878776] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:42:58.878862] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:43:01.885411] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:43:01.889978] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:43:01.894724] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:43:01.898969] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:43:01.899071] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:43:04.905211] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:43:04.910177] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:43:04.914336] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:43:04.917829] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:43:04.917920] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:43:07.922849] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:43:07.926224] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:43:07.930219] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:43:07.933831] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:43:07.933910] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:43:10.939995] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:43:10.944828] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:43:10.948775] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:43:10.952554] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:43:10.952661] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:43:13.958678] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:43:13.963276] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:43:13.967387] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:43:13.971202] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:43:13.971325] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:43:16.975376] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:43:16.978916] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:43:16.982183] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:43:16.985422] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:43:16.985497] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:43:19.990824] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:43:19.994260] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:43:19.997659] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:43:20.001086] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:43:20.001209] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:43:23.005868] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:43:23.009850] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:43:23.014055] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:43:23.018026] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:43:23.018151] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:43:26.023851] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:43:26.027994] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:43:26.031961] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:43:26.035789] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:43:26.035874] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:43:29.041813] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:43:29.045740] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:43:29.049391] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:43:29.054272] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:43:29.054454] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:43:32.061639] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:43:32.067190] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:43:32.072504] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:43:32.078502] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:43:32.078658] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:43:35.083744] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:43:35.087408] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:43:35.090721] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:43:35.094043] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:43:35.094163] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:43:38.100381] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:43:38.104606] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:43:38.108267] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:43:38.111868] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:43:38.111966] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:43:41.116729] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:43:41.120208] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:43:41.123401] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:43:41.126699] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:43:41.126774] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:43:44.131775] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:43:44.135596] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:43:44.140262] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:43:44.143995] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:43:44.144080] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:43:47.149376] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:43:47.153448] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:43:47.158617] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:43:47.163515] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:43:47.163692] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:43:50.168768] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:43:50.172727] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:43:50.176322] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:43:50.180417] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:43:50.180532] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:43:53.185787] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:43:53.189523] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:43:53.192832] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:43:53.196289] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:43:53.196370] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:43:56.201386] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:43:56.204807] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:43:56.208123] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:43:56.211433] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:43:56.211510] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:43:59.216828] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:43:59.221071] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:43:59.224398] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:43:59.228929] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:43:59.229088] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:44:02.234759] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:44:02.238536] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:44:02.241783] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:44:02.244961] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:44:02.245035] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:44:05.249605] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:44:05.252971] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:44:05.256160] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:44:05.259354] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:44:05.259431] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:44:08.264936] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:44:08.268550] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:44:08.273192] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:44:08.277190] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:44:08.277279] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:44:11.283694] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:44:11.288111] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:44:11.291887] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:44:11.295301] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:44:11.295380] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:44:14.300339] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:44:14.304203] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:44:14.307984] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:44:14.311782] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:44:14.311895] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:44:17.317268] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:44:17.320933] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:44:17.324363] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:44:17.327853] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:44:17.327948] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:44:20.334496] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:44:20.339274] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:44:20.343585] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:44:20.347599] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:44:20.347740] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:44:23.353399] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:44:23.358520] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:44:23.363976] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:44:23.368991] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:44:23.369114] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:44:26.373620] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:44:26.377151] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:44:26.380483] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:44:26.383803] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:44:26.383890] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:44:29.388315] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:44:29.391621] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:44:29.394868] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:44:29.398437] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:44:29.398519] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:44:32.403587] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:44:32.407089] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:44:32.410392] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:44:32.413689] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:44:32.413778] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:44:35.418545] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:44:35.422267] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:44:35.425812] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:44:35.430817] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:44:35.430903] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:44:38.436981] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:44:38.441159] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:44:38.445179] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:44:38.449375] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:44:38.449512] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:44:41.454272] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:44:41.457688] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:44:41.460990] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:44:41.464267] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:44:41.464346] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:44:44.470495] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:44:44.475326] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:44:44.480939] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:44:44.486429] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:44:44.486634] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:44:47.492569] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:44:47.496435] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:44:47.500411] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:44:47.503975] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:44:47.504072] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:44:50.510029] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:44:50.514081] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:44:50.519142] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:44:50.523686] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:44:50.523866] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:44:53.528719] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:44:53.532547] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:44:53.536362] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:44:53.539974] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:44:53.540060] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:44:56.546783] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:44:56.550568] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:44:56.555506] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:44:56.559955] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:44:56.560093] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:44:59.565523] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:44:59.569511] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:44:59.574285] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:44:59.578418] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:44:59.578505] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:45:02.585148] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:45:02.589126] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:45:02.592696] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:45:02.596170] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:45:02.596270] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:45:05.602658] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:45:05.607263] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:45:05.610975] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:45:05.614570] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:45:05.614731] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:45:08.619475] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:45:08.623376] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:45:08.627187] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:45:08.631095] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:45:08.631211] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:45:11.636782] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:45:11.641745] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:45:11.645493] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:45:11.649686] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:45:11.649810] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:45:14.654123] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:45:14.658013] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:45:14.661791] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:45:14.665807] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:45:14.665932] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:45:17.670526] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:45:17.674030] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:45:17.677410] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:45:17.680917] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:45:17.681009] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:45:20.687223] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:45:20.691064] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:45:20.694890] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:45:20.698794] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:45:20.698880] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:45:23.705206] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:45:23.709463] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:45:23.714312] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:45:23.718786] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:45:23.718929] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:45:26.724151] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:45:26.727537] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:45:26.730803] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:45:26.734532] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:45:26.734668] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:45:29.739365] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:45:29.744294] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:45:29.748604] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:45:29.752753] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:45:29.752850] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:45:32.759505] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:45:32.763862] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:45:32.767330] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:45:32.770743] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:45:32.770819] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:45:35.775656] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:45:35.779466] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:45:35.783387] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:45:35.787818] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:45:35.787907] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:45:38.792892] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:45:38.796874] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:45:38.805758] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:45:38.811585] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:45:38.811950] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:45:41.820499] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:45:41.825362] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:45:41.829252] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:45:41.833006] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:45:41.833089] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:45:44.838692] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:45:44.842563] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:45:44.846205] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:45:44.850406] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:45:44.850563] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:45:47.855603] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:45:47.859753] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:45:47.863634] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:45:47.868007] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:45:47.868132] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:45:50.873732] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:45:50.878834] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:45:50.883437] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:45:50.887295] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:45:50.887439] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:45:53.892199] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:45:53.896376] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:45:53.900231] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:45:53.904920] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:45:53.905068] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:45:56.910608] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:45:56.915743] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:45:56.920503] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:45:56.925345] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:45:56.925487] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:45:59.930772] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:45:59.934445] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:45:59.938393] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:45:59.942901] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:45:59.943026] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:46:02.947675] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:46:02.951197] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:46:02.954638] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:46:02.957971] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:46:02.958073] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:46:05.964065] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:46:05.969707] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:46:05.974160] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:46:05.978400] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:46:05.978567] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:46:08.984117] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:46:08.988495] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:46:08.992197] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:46:08.996064] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:46:08.996201] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:46:12.001536] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:46:12.006629] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:46:12.011282] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:46:12.015815] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:46:12.015908] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:46:15.021639] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:46:15.026610] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:46:15.031947] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:46:15.036417] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:46:15.036521] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:46:18.041895] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:46:18.045542] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:46:18.049864] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:46:18.053296] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:46:18.053374] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:46:21.057986] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:46:21.061387] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:46:21.065141] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:46:21.068889] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:46:21.068969] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:46:24.074094] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:46:24.077755] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:46:24.081071] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:46:24.084286] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:46:24.084373] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:46:27.090401] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:46:27.095712] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:46:27.101041] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:46:27.105687] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:46:27.105806] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:46:30.110807] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:46:30.114352] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:46:30.117690] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:46:30.120920] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:46:30.120998] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:46:33.126470] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:46:33.130963] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:46:33.135584] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:46:33.140362] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:46:33.140489] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:46:36.147190] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:46:36.151839] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:46:36.156731] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:46:36.160702] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:46:36.160787] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:46:39.165712] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:46:39.169265] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:46:39.172701] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:46:39.176235] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:46:39.176337] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:46:42.181063] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:46:42.184613] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:46:42.188069] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:46:42.191572] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:46:42.191691] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:46:45.196636] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:46:45.200288] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:46:45.203852] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:46:45.207509] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:46:45.207609] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:46:48.212978] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:46:48.216828] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:46:48.220582] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:46:48.224429] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:46:48.224545] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:46:51.229434] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:46:51.233509] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:46:51.237547] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:46:51.241495] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:46:51.241614] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:46:54.248056] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:46:54.252332] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:46:54.256390] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:46:54.260145] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:46:54.260251] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:46:57.266056] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:46:57.269612] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:46:57.272992] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:46:57.276622] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:46:57.276726] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:47:00.281477] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:47:00.285067] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:47:00.288597] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:47:00.293316] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:47:00.293496] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:47:03.298801] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:47:03.302726] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:47:03.306216] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:47:03.309761] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:47:03.309873] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:47:06.314690] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:47:06.318103] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:47:06.321353] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:47:06.325029] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:47:06.325125] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:47:09.330395] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:47:09.334971] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:47:09.338711] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:47:09.342070] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:47:09.342174] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:47:12.348337] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:47:12.352686] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:47:12.356853] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:47:12.366945] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:47:12.367139] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:47:15.372186] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:47:15.375544] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:47:15.378791] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:47:15.382773] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:47:15.382855] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:47:18.387562] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:47:18.391210] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:47:18.394777] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:47:18.398468] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:47:18.398557] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:47:21.404786] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:47:21.408983] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:47:21.412565] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:47:21.416195] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:47:21.416278] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:47:24.422773] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:47:24.427931] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:47:24.432550] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:47:24.437262] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:47:24.437435] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:47:27.443861] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:47:27.449415] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:47:27.453303] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:47:27.456929] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:47:27.457022] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:47:30.462617] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:47:30.467527] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:47:30.471845] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:47:30.476754] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:47:30.476934] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:47:33.482888] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:47:33.487421] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:47:33.491750] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:47:33.496059] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:47:33.496226] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:47:36.500633] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:47:36.504384] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:47:36.508131] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:47:36.511803] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:47:36.511906] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:47:39.516380] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:47:39.520128] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:47:39.523681] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:47:39.527235] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:47:39.527331] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:47:42.532861] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:47:42.537970] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:47:42.542906] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:47:42.548174] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:47:42.548329] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:47:45.553308] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:47:45.556990] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:47:45.560446] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:47:45.564745] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:47:45.564857] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:47:48.570889] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:47:48.575192] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:47:48.579600] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:47:48.584409] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:47:48.584609] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:47:51.589658] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:47:51.593592] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:47:51.599390] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:47:51.604198] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:47:51.604355] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:47:54.608926] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:47:54.612215] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:47:54.615678] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:47:54.619163] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:47:54.619316] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:47:57.623986] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:47:57.628478] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:47:57.632592] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:47:57.636298] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:47:57.636391] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:48:00.641497] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:48:00.645333] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:48:00.649155] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:48:00.652968] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:48:00.653089] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:48:03.657861] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:48:03.661709] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:48:03.665780] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:48:03.669700] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:48:03.669813] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:48:06.675999] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:48:06.679688] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:48:06.683131] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:48:06.686680] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:48:06.686768] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:48:09.691553] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:48:09.695058] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:48:09.698378] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:48:09.701583] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:48:09.701681] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:48:12.708519] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:48:12.712549] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:48:12.715883] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:48:12.719298] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:48:12.719380] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:48:15.723565] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:48:15.729485] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:48:15.734276] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:48:15.738955] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:48:15.739151] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:48:18.744600] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:48:18.749822] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:48:18.754081] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:48:18.758495] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:48:18.758574] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:48:21.763636] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:48:21.768193] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:48:21.772132] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:48:21.776478] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:48:21.776595] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:48:24.781428] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:48:24.785291] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:48:24.788788] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:48:24.792986] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:48:24.793093] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:48:27.798438] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:48:27.803027] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:48:27.808203] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:48:27.813445] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:48:27.813605] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:48:30.818782] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:48:30.822724] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:48:30.827823] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:48:30.832007] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:48:30.832116] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:48:33.837235] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:48:33.840602] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:48:33.843778] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:48:33.847103] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:48:33.847182] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:48:36.851753] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:48:36.855361] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:48:36.859220] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:48:36.863185] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:48:36.863324] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:48:39.870000] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:48:39.874480] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:48:39.878476] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:48:39.882078] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:48:39.882183] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:48:42.888499] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:48:42.892964] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:48:42.896959] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:48:42.900731] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:48:42.900814] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:48:45.905994] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:48:45.909428] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:48:45.912610] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:48:45.915777] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:48:45.915848] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:48:48.920573] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:48:48.924339] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:48:48.927985] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:48:48.931509] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:48:48.931617] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:48:51.937227] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:48:51.940881] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:48:51.944253] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:48:51.947679] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:48:51.947762] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:48:54.952139] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:48:54.955373] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:48:54.961593] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:48:54.964987] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:48:54.965072] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:48:57.970392] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:48:57.974270] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:48:57.977738] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:48:57.981057] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:48:57.981135] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:49:00.990530] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:49:00.994795] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:49:00.998244] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:49:01.002814] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:49:01.002959] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:49:04.010380] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:49:04.016352] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:49:04.022911] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:49:04.033714] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:49:04.033923] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:49:07.039123] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:49:07.042832] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:49:07.046322] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:49:07.049743] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:49:07.049818] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:49:10.055235] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:49:10.059961] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:49:10.064558] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:49:10.068986] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:49:10.069167] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:49:13.075818] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:49:13.080584] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:49:13.084970] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:49:13.088612] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:49:13.088723] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:49:16.093523] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:49:16.096964] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:49:16.100420] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:49:16.103798] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:49:16.103897] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:49:19.110056] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:49:19.114835] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:49:19.119287] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:49:19.124220] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:49:19.124344] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:49:22.129142] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:49:22.132816] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:49:22.136263] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:49:22.141061] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:49:22.141263] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:49:25.145746] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:49:25.149083] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:49:25.152547] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:49:25.156107] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:49:25.156202] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:49:28.161981] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:49:28.166312] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:49:28.170036] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:49:28.173346] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:49:28.173432] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:49:31.177689] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:49:31.181139] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:49:31.184550] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:49:31.187856] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:49:31.187935] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:49:34.193184] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:49:34.197058] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:49:34.201111] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:49:34.205335] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:49:34.205475] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:49:37.210627] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:49:37.214701] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:49:37.219625] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:49:37.223605] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:49:37.223699] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:49:40.229064] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:49:40.233110] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:49:40.236690] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:49:40.240199] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:49:40.240294] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:49:43.246338] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:49:43.249941] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:49:43.253252] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:49:43.258334] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:49:43.258539] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:49:46.264689] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:49:46.269287] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:49:46.273188] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:49:46.277795] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:49:46.277961] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:49:49.282883] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:49:49.286603] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:49:49.290308] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:49:49.294083] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:49:49.294186] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:49:52.298987] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:49:52.303795] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:49:52.307474] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:49:52.311087] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:49:52.311184] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:49:55.315942] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:49:55.319468] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:49:55.322757] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:49:55.326136] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:49:55.326212] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:49:58.332329] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:49:58.336793] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:49:58.340956] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:49:58.344304] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:49:58.344380] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:50:01.350015] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:50:01.354123] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:50:01.357704] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:50:01.361139] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:50:01.361242] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:50:04.366319] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:50:04.370399] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:50:04.374102] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:50:04.377635] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:50:04.377759] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:50:07.384547] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:50:07.390429] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:50:07.395434] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:50:07.400143] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:50:07.400277] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:50:10.406287] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:50:10.411184] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:50:10.415639] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:50:10.419503] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:50:10.419612] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:50:13.426071] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:50:13.430633] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:50:13.434508] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:50:13.441019] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:50:13.441276] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:50:16.446730] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:50:16.452869] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:50:16.460284] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:50:16.464943] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:50:16.465050] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:50:19.469532] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:50:19.473346] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:50:19.476956] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:50:19.480306] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:50:19.480381] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:50:22.485350] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:50:22.489630] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:50:22.493234] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:50:22.497629] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:50:22.497726] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:50:25.502667] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:50:25.506830] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:50:25.510892] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:50:25.515119] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:50:25.515223] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:50:28.520707] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:50:28.525512] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:50:28.530418] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:50:28.535325] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:50:28.535444] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:50:31.540031] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:50:31.543526] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:50:31.547016] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:50:31.550556] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:50:31.550661] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:50:34.556046] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:50:34.559684] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:50:34.563105] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:50:34.566417] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:50:34.566505] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:50:37.571110] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:50:37.574866] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:50:37.578385] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:50:37.581791] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:50:37.581864] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:50:40.587939] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:50:40.591578] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:50:40.595900] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:50:40.600057] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:50:40.600187] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:50:43.606844] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:50:43.612729] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:50:43.618185] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:50:43.623183] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:50:43.623349] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:50:46.628949] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:50:46.633033] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:50:46.636955] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:50:46.641319] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:50:46.641452] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:50:49.647323] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:50:49.651684] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:50:49.655435] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:50:49.658696] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:50:49.658772] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:50:52.663226] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:50:52.666605] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:50:52.669956] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:50:52.673257] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:50:52.673357] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:50:55.678323] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:50:55.681813] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:50:55.685073] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:50:55.688257] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:50:55.688334] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:50:58.693602] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:50:58.698663] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:50:58.703234] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:50:58.707480] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:50:58.707690] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:51:01.713944] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:51:01.718630] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:51:01.722621] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:51:01.726963] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:51:01.727085] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:51:04.732102] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:51:04.735912] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:51:04.739415] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:51:04.742869] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:51:04.742958] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:51:07.747696] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:51:07.751351] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:51:07.754844] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:51:07.758396] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:51:07.758494] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:51:10.763858] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:51:10.767695] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:51:10.771350] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:51:10.774954] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:51:10.775050] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:51:13.780997] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:51:13.785456] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:51:13.789876] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:51:13.794834] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:51:13.795103] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:51:16.800119] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:51:16.806060] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:51:16.810886] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:51:16.814948] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:51:16.815091] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:51:19.821244] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:51:19.825679] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:51:19.830323] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:51:19.834339] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:51:19.834454] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:51:22.839281] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:51:22.843005] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:51:22.846467] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:51:22.850964] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:51:22.851098] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:51:25.856693] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:51:25.860377] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:51:25.863730] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:51:25.867303] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:51:25.867398] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:51:28.873174] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:51:28.877893] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:51:28.882180] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:51:28.885846] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:51:28.885945] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:51:31.892104] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:51:31.897268] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:51:31.902355] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:51:31.907113] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:51:31.907254] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:51:34.912508] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:51:34.917319] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:51:34.921555] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:51:34.925461] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:51:34.925563] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:51:37.930301] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:51:37.933844] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:51:37.937390] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:51:37.941285] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:51:37.941401] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:51:40.946549] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:51:40.950436] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:51:40.955068] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:51:40.959227] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:51:40.959308] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:51:43.964366] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:51:43.968482] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:51:43.974369] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:51:43.979851] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:51:43.980013] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:51:46.984613] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:51:46.989032] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:51:46.993043] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:51:46.997625] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:51:46.997740] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:51:50.003071] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:51:50.007055] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:51:50.010493] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:51:50.013955] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:51:50.014041] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:51:53.019896] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:51:53.025287] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:51:53.030709] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:51:53.035836] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:51:53.035988] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:51:56.041107] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:51:56.045089] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:51:56.049511] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:51:56.053398] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:51:56.053479] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:51:59.058453] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:51:59.061736] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:51:59.065254] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:51:59.068478] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:51:59.068552] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:52:02.075075] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:52:02.080191] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:52:02.084435] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:52:02.087842] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:52:02.087916] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:52:05.092480] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:52:05.096288] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:52:05.099784] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:52:05.103531] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:52:05.103699] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:52:08.109120] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:52:08.112758] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:52:08.116279] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:52:08.119723] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:52:08.119810] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:52:11.125933] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:52:11.130589] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:52:11.135308] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:52:11.143006] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:52:11.143117] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:52:14.148834] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:52:14.152796] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:52:14.156283] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:52:14.164173] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:52:14.164275] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:52:17.169786] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:52:17.173602] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:52:17.177149] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:52:17.180780] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:52:17.180875] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:52:20.185877] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:52:20.189866] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:52:20.193260] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:52:20.196767] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:52:20.196851] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:52:23.202782] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:52:23.207883] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:52:23.211669] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:52:23.215056] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:52:23.215135] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:52:26.221476] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:52:26.226786] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:52:26.232133] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:52:26.237425] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:52:26.237586] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:52:29.243758] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:52:29.248529] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:52:29.253282] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:52:29.257371] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:52:29.257489] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:52:32.263248] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:52:32.267901] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:52:32.272941] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:52:32.276997] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:52:32.277078] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:52:35.283496] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:52:35.289025] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:52:35.293756] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:52:35.297674] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:52:35.297777] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:52:38.304223] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:52:38.308812] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:52:38.313814] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:52:38.317901] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:52:38.318003] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:52:41.324145] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:52:41.328085] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:52:41.331914] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:52:41.337577] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:52:41.337893] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:52:44.344032] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:52:44.348099] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:52:44.351896] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:52:44.355486] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:52:44.355570] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:52:47.360537] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:52:47.364745] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:52:47.369091] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:52:47.372922] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:52:47.373011] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:52:50.377497] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:52:50.381200] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:52:50.384560] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:52:50.387903] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:52:50.387984] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:52:53.392946] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:52:53.396414] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:52:53.399859] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:52:53.403465] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:52:53.403563] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:52:56.408741] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:52:56.412605] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:52:56.416495] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:52:56.420781] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:52:56.420917] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:52:59.427375] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:52:59.432427] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:52:59.437803] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:52:59.442814] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:52:59.442939] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:53:02.447591] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:53:02.451210] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:53:02.454570] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:53:02.457982] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:53:02.458069] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:53:05.462703] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:53:05.466087] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:53:05.469380] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:53:05.472624] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:53:05.472711] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:53:08.477808] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:53:08.481561] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:53:08.485241] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:53:08.488905] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:53:08.488990] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:53:11.493636] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:53:11.497454] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:53:11.500988] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:53:11.504401] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:53:11.504498] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:53:14.509666] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:53:14.513408] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:53:14.517066] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:53:14.520909] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:53:14.521010] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:53:17.526460] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:53:17.531085] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:53:17.534570] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:53:17.538951] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:53:17.539106] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:53:20.543492] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:53:20.547373] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:53:20.550854] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:53:20.554193] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:53:20.554267] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:53:23.558950] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:53:23.562310] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:53:23.565610] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:53:23.568970] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:53:23.569049] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:53:26.575396] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:53:26.580674] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:53:26.586001] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:53:26.591291] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:53:26.591433] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:53:29.596376] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:53:29.600057] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:53:29.603684] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:53:29.607276] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:53:29.607393] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:53:32.612042] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:53:32.616169] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:53:32.620030] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:53:32.624013] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:53:32.624137] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:53:35.629254] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:53:35.632547] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:53:35.637044] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:53:35.641633] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:53:35.641743] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:53:38.646759] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:53:38.650388] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:53:38.653876] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:53:38.657200] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:53:38.657280] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:53:41.663018] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:53:41.666678] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:53:41.670356] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:53:41.674040] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:53:41.674126] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:53:44.679393] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:53:44.683590] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:53:44.687723] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:53:44.691547] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:53:44.691680] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:53:47.697667] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:53:47.701995] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:53:47.705794] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:53:47.709883] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:53:47.710007] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:53:50.714404] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:53:50.718006] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:53:50.721354] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:53:50.724753] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:53:50.724835] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:53:53.730949] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:53:53.735120] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:53:53.738536] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:53:53.741840] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:53:53.741915] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:53:56.747230] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:53:56.750741] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:53:56.754163] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:53:56.757459] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:53:56.757543] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:53:59.762144] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:53:59.765975] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:53:59.769580] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:53:59.773183] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:53:59.773280] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:54:02.778196] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:54:02.781573] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:54:02.784903] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:54:02.788179] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:54:02.788257] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:54:05.793804] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:54:05.797671] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:54:05.801299] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:54:05.805214] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:54:05.805304] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:54:08.810957] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:54:08.816087] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:54:08.820824] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:54:08.825139] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:54:08.825281] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:54:11.831387] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:54:11.835764] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:54:11.839468] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:54:11.843300] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:54:11.843419] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:54:14.850214] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:54:14.854932] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:54:14.858379] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:54:14.861824] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:54:14.861930] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:54:17.867802] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:54:17.872299] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:54:17.876583] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:54:17.880212] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:54:17.880355] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:54:20.886761] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:54:20.891189] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:54:20.895063] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:54:20.899161] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:54:20.899279] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:54:23.905467] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:54:23.909800] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:54:23.913817] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:54:23.917917] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:54:23.918022] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:54:26.924359] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:54:26.928322] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:54:26.931922] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:54:26.935298] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:54:26.935383] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:54:29.940745] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:54:29.944718] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:54:29.948033] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:54:29.951750] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:54:29.951828] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:54:32.957247] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:54:32.961333] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:54:32.965117] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:54:32.969326] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:54:32.969449] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:54:35.974881] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:54:35.979351] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:54:35.983489] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:54:35.988542] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:54:35.988724] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:54:38.993455] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:54:38.997321] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:54:39.001049] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:54:39.004508] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:54:39.004601] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:54:42.009544] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:54:42.013409] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:54:42.017109] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:54:42.021126] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:54:42.021236] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:54:45.026307] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:54:45.030490] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:54:45.034102] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:54:45.037813] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:54:45.037922] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:54:48.043618] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:54:48.047866] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:54:48.051551] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:54:48.055136] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:54:48.055228] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:54:51.061784] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:54:51.066979] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:54:51.071570] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:54:51.076701] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:54:51.076862] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:54:54.084745] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:54:54.090585] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:54:54.097266] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:54:54.102629] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:54:54.102838] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:54:57.108630] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:54:57.112859] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:54:57.116762] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:54:57.120347] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:54:57.120424] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:55:00.124986] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:55:00.131276] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:55:00.134541] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:55:00.137797] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:55:00.137873] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:55:03.144690] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:55:03.150670] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:55:03.156271] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:55:03.160821] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:55:03.160952] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:55:06.166281] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:55:06.169844] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:55:06.173265] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:55:06.176595] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:55:06.176699] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:55:09.182069] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:55:09.185983] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:55:09.189853] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:55:09.193664] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:55:09.193775] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:55:12.199590] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:55:12.203886] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:55:12.209096] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:55:12.213753] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:55:12.213835] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:55:15.218564] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:55:15.222420] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:55:15.226397] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:55:15.234556] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:55:15.234744] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:55:18.240242] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:55:18.243792] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:55:18.247113] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:55:18.250831] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:55:18.250906] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:55:21.255982] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:55:21.259670] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:55:21.263329] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:55:21.267042] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:55:21.267139] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:55:24.272280] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:55:24.276151] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:55:24.279707] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:55:24.283282] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:55:24.283359] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:55:27.288634] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:55:27.292091] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:55:27.295383] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:55:27.298736] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:55:27.298811] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:55:30.303697] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:55:30.307237] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:55:30.310623] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:55:30.313969] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:55:30.314047] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:55:33.318519] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:55:33.321988] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:55:33.325422] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:55:33.328952] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:55:33.329094] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:55:36.334013] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:55:36.337973] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:55:36.341933] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:55:36.345607] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:55:36.345724] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:55:39.350545] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:55:39.354592] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:55:39.358039] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:55:39.361632] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:55:39.361727] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:55:42.368037] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:55:42.373075] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:55:42.377884] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:55:42.382466] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:55:42.382592] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:55:45.388582] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:55:45.392594] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:55:45.396580] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:55:45.400064] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:55:45.400149] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:55:48.405951] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:55:48.409766] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:55:48.413907] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:55:48.418824] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:55:48.418994] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:55:51.424457] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:55:51.428554] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:55:51.432353] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:55:51.435821] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:55:51.435897] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:55:54.440722] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:55:54.444169] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:55:54.447424] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:55:54.450604] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:55:54.450697] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:55:57.456331] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:55:57.460387] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:55:57.464017] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:55:57.467526] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:55:57.467609] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:56:00.472292] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:56:00.475971] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:56:00.479574] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:56:00.483107] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:56:00.483194] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:56:03.487594] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:56:03.491057] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:56:03.494488] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:56:03.497944] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:56:03.498029] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:56:06.502540] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:56:06.505984] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:56:06.509396] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:56:06.512867] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:56:06.512952] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:56:09.518623] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:56:09.523419] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:56:09.528303] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:56:09.533144] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:56:09.533255] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:56:12.537928] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:56:12.541633] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:56:12.545198] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:56:12.548787] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:56:12.548886] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:56:15.553529] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:56:15.557404] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:56:15.561390] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:56:15.564926] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:56:15.565050] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:56:18.570515] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:56:18.574916] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:56:18.578676] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:56:18.582415] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:56:18.582514] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:56:21.589383] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:56:21.593384] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:56:21.597005] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:56:21.601932] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:56:21.602179] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:56:24.606982] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:56:24.610697] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:56:24.614246] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:56:24.617812] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:56:24.617907] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:56:27.623195] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:56:27.627098] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:56:27.631545] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:56:27.635941] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:56:27.636043] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:56:30.642325] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:56:30.646349] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:56:30.650403] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:56:30.654370] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:56:30.654511] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:56:33.659756] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:56:33.663563] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:56:33.667435] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:56:33.671236] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:56:33.671342] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:56:36.677892] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:56:36.683305] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:56:36.687109] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:56:36.691165] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:56:36.691295] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:56:39.695835] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:56:39.699366] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:56:39.703013] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:56:39.706588] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:56:39.706704] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:56:42.712749] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:56:42.717689] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:56:42.722902] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:56:42.726979] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:56:42.727069] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:56:45.731520] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:56:45.735458] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:56:45.739074] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:56:45.742485] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:56:45.742577] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:56:48.748139] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:56:48.751582] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:56:48.754914] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:56:48.758234] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:56:48.758322] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:56:51.762877] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:56:51.766580] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:56:51.770193] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:56:51.774351] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:56:51.774485] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:56:54.779826] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:56:54.783740] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:56:54.787351] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:56:54.790924] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:56:54.791015] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:56:57.795472] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:56:57.799347] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:56:57.803117] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:56:57.806729] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:56:57.806828] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:57:00.812562] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:57:00.817055] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:57:00.821560] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:57:00.825877] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:57:00.825977] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:57:03.838421] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:57:03.850224] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:57:03.856251] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:57:03.863117] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:57:03.863281] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:57:06.869236] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:57:06.873885] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:57:06.878000] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:57:06.881959] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:57:06.882066] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:57:09.888061] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:57:09.892515] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:57:09.896487] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:57:09.900322] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:57:09.900420] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:57:12.906859] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:57:12.911667] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:57:12.915247] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:57:12.920139] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:57:12.920281] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:57:15.925769] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:57:15.929908] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:57:15.933777] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:57:15.938104] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:57:15.938218] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:57:18.943030] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:57:18.947719] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:57:18.951734] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:57:18.955285] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:57:18.955381] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:57:21.959685] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:57:21.963340] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:57:21.966993] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:57:21.970378] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:57:21.970475] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:57:24.975768] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:57:24.980588] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:57:24.985262] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:57:24.989058] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:57:24.989160] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:57:27.994449] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:57:27.998026] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:57:28.002034] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:57:28.005760] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:57:28.005845] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:57:31.010939] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:57:31.014639] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:57:31.018061] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:57:31.021467] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:57:31.021571] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:57:34.026375] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:57:34.029939] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:57:34.033150] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:57:34.036356] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:57:34.036434] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:57:37.042738] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:57:37.046906] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:57:37.050560] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:57:37.054037] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:57:37.054127] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:57:40.058387] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:57:40.061722] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:57:40.064970] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:57:40.068211] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:57:40.068287] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:57:43.072761] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:57:43.076317] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:57:43.079708] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:57:43.083027] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:57:43.083113] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:57:46.087235] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:57:46.090602] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:57:46.093882] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:57:46.097149] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:57:46.097228] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:57:49.101926] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:57:49.105461] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:57:49.108989] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:57:49.112351] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:57:49.112450] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:57:52.116899] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:57:52.120300] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:57:52.123695] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:57:52.126966] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:57:52.127046] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:57:55.133991] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:57:55.140677] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:57:55.147218] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:57:55.154707] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:57:55.154907] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:57:58.160225] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:57:58.163980] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:57:58.167404] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:57:58.170832] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:57:58.170911] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:58:01.175601] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:58:01.179562] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:58:01.183289] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:58:01.187028] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:58:01.187128] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:58:04.191757] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:58:04.195199] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:58:04.204660] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:58:04.209798] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:58:04.209871] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:58:07.214784] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:58:07.218614] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:58:07.222632] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:58:07.226730] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:58:07.226834] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:58:10.233243] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:58:10.239430] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:58:10.243913] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:58:10.248391] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:58:10.248544] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:58:13.253388] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:58:13.256631] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:58:13.259923] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:58:13.263082] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:58:13.263158] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:58:16.269504] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:58:16.274221] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:58:16.279285] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:58:16.283457] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:58:16.283584] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:58:19.288242] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:58:19.291692] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:58:19.295533] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:58:19.298962] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:58:19.299044] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:58:22.304346] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:58:22.308344] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:58:22.312030] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:58:22.315565] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:58:22.315672] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:58:25.320716] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:58:25.324472] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:58:25.328179] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:58:25.331568] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:58:25.331668] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:58:28.337406] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:58:28.342467] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:58:28.347685] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:58:28.352256] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:58:28.352353] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:58:31.359138] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:58:31.363020] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:58:31.366284] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:58:31.369584] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:58:31.369678] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:58:34.374025] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:58:34.377470] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:58:34.380746] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:58:34.384839] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:58:34.384966] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:58:37.390127] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:58:37.393688] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:58:37.397094] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:58:37.400618] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:58:37.400728] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:58:40.407226] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:58:40.411628] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:58:40.415066] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:58:40.418364] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:58:40.418457] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:58:43.423862] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:58:43.428459] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:58:43.432960] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:58:43.437359] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:58:43.437520] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:58:46.441794] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:58:46.445271] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:58:46.448824] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:58:46.452315] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:58:46.452402] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:58:49.457266] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:58:49.460707] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:58:49.464058] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:58:49.467418] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:58:49.467521] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:58:52.472894] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:58:52.476789] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:58:52.482790] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:58:52.486860] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:58:52.486967] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:58:55.491377] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:58:55.494799] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:58:55.498190] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:58:55.501567] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:58:55.501666] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:58:58.507383] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:58:58.511907] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:58:58.516979] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:58:58.521408] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:58:58.521532] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:59:01.528292] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:59:01.534004] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:59:01.538721] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:59:01.542975] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:59:01.543075] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:59:04.549201] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:59:04.553327] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:59:04.556974] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:59:04.561305] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:59:04.561391] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:59:07.567292] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:59:07.572198] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:59:07.576534] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:59:07.580591] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:59:07.580738] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:59:10.585727] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:59:10.590187] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:59:10.593928] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:59:10.597454] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:59:10.597537] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:59:13.604168] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:59:13.608660] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:59:13.612348] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:59:13.615876] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:59:13.615966] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:59:16.621152] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:59:16.624608] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:59:16.628152] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:59:16.631607] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:59:16.631746] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:59:19.636496] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:59:19.640291] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:59:19.643691] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:59:19.647287] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:59:19.647376] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:59:22.653221] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:59:22.656910] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:59:22.660487] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:59:22.663972] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:59:22.664073] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:59:25.669015] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:59:25.673249] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:59:25.676860] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:59:25.680536] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:59:25.680616] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:59:28.685998] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:59:28.689716] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:59:28.693248] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:59:28.696753] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:59:28.696835] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:59:31.702179] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:59:31.705776] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:59:31.712253] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:59:31.715626] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:59:31.715736] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:59:34.720420] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:59:34.723840] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:59:34.727219] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:59:34.730673] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:59:34.730778] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:59:37.735392] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:59:37.739480] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:59:37.743351] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:59:37.746740] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:59:37.746832] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:59:40.751987] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:59:40.755466] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:59:40.758674] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:59:40.761843] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:59:40.761916] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:59:43.766614] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:59:43.770053] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:59:43.773398] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:59:43.776662] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:59:43.776738] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:59:46.782054] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:59:46.786374] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:59:46.790442] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:59:46.794173] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:59:46.794305] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:59:49.799495] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:59:49.802892] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:59:49.806117] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:59:49.809308] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:59:49.809383] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:59:52.814115] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:59:52.818268] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:59:52.822829] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:59:52.827318] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:59:52.827516] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:59:55.833876] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:59:55.838760] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:59:55.842567] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:59:55.846079] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:59:55.846169] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T04:59:58.851527] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T04:59:58.855515] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T04:59:58.859505] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T04:59:58.863608] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T04:59:58.863756] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:00:01.871211] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:00:01.877922] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:00:01.884363] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:00:01.890325] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:00:01.890493] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:00:04.896859] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:00:04.901015] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:00:04.904514] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:00:04.908052] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:00:04.908143] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:00:07.914033] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:00:07.918478] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:00:07.922758] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:00:07.926543] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:00:07.926627] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:00:10.932742] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:00:10.938177] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:00:10.943320] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:00:10.947940] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:00:10.948111] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:00:13.954029] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:00:13.959594] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:00:13.965179] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:00:13.970304] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:00:13.970447] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:00:16.976978] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:00:16.981175] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:00:16.984957] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:00:16.988481] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:00:16.988563] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:00:19.994887] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:00:19.999902] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:00:20.004317] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:00:20.008500] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:00:20.008616] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:00:23.014821] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:00:23.019743] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:00:23.024500] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:00:23.029528] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:00:23.029711] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:00:26.036148] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:00:26.041249] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:00:26.046468] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:00:26.050552] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:00:26.050657] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:00:29.056353] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:00:29.060402] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:00:29.065172] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:00:29.069483] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:00:29.069570] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:00:32.075605] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:00:32.080565] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:00:32.085476] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:00:32.089888] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:00:32.089968] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:00:35.096000] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:00:35.100833] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:00:35.105105] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:00:35.109985] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:00:35.110110] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:00:38.116977] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:00:38.121894] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:00:38.126702] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:00:38.131674] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:00:38.131772] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:00:41.138875] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:00:41.143771] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:00:41.148928] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:00:41.153912] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:00:41.154045] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:00:44.158777] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:00:44.162592] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:00:44.166904] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:00:44.171756] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:00:44.171882] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:00:47.179238] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:00:47.184150] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:00:47.188484] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:00:47.192494] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:00:47.192628] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:00:50.197700] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:00:50.201211] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:00:50.204782] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:00:50.208160] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:00:50.208239] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:00:53.213386] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:00:53.221483] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:00:53.225571] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:00:53.229484] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:00:53.229621] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:00:56.235714] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:00:56.241218] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:00:56.246357] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:00:56.250553] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:00:56.250680] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:00:59.255525] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:00:59.259423] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:00:59.263139] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:00:59.267059] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:00:59.267187] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:01:02.272699] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:01:02.276582] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:01:02.280545] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:01:02.284317] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:01:02.284441] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:01:05.289321] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:01:05.292954] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:01:05.296349] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:01:05.299819] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:01:05.299922] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:01:08.305281] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:01:08.310171] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:01:08.314514] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:01:08.318487] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:01:08.318597] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:01:11.324000] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:01:11.327874] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:01:11.331439] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:01:11.334844] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:01:11.334921] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:01:14.341780] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:01:14.347151] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:01:14.351917] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:01:14.356621] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:01:14.356752] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:01:17.362357] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:01:17.366241] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:01:17.370034] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:01:17.373740] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:01:17.373859] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:01:20.379181] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:01:20.382887] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:01:20.386129] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:01:20.389411] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:01:20.389506] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:01:23.395154] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:01:23.400029] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:01:23.404134] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:01:23.408948] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:01:23.409075] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:01:26.413576] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:01:26.416958] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:01:26.420329] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:01:26.423542] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:01:26.423618] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:01:29.429854] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:01:29.434134] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:01:29.438512] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:01:29.442962] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:01:29.443125] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:01:32.451255] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:01:32.458123] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:01:32.464518] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:01:32.470924] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:01:32.471106] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:01:35.477065] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:01:35.482894] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:01:35.487289] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:01:35.491850] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:01:35.491952] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:01:38.496783] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:01:38.500217] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:01:38.503468] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:01:38.507863] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:01:38.507980] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:01:41.512718] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:01:41.516757] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:01:41.520811] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:01:41.524826] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:01:41.524945] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:01:44.529665] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:01:44.533471] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:01:44.537306] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:01:44.541608] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:01:44.541778] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:01:47.546967] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:01:47.551109] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:01:47.555108] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:01:47.559357] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:01:47.559457] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:01:50.566092] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:01:50.571237] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:01:50.576044] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:01:50.580936] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:01:50.581070] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:01:53.586716] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:01:53.591314] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:01:53.596266] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:01:53.603822] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:01:53.603957] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:01:56.608722] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:01:56.612719] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:01:56.616373] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:01:56.620058] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:01:56.620165] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:01:59.624909] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:01:59.628391] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:01:59.631725] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:01:59.635104] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:01:59.635184] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:02:02.640136] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:02:02.644113] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:02:02.647820] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:02:02.651280] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:02:02.651368] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:02:05.655704] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:02:05.659204] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:02:05.662593] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:02:05.665882] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:02:05.665960] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:02:08.671286] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:02:08.675494] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:02:08.679475] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:02:08.683348] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:02:08.683469] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:02:11.688110] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:02:11.691891] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:02:11.695419] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:02:11.699000] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:02:11.699083] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:02:14.703490] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:02:14.707598] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:02:14.711535] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:02:14.715334] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:02:14.715433] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:02:17.720907] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:02:17.724867] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:02:17.728276] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:02:17.731998] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:02:17.732079] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:02:20.736943] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:02:20.741490] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:02:20.745187] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:02:20.748861] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:02:20.748958] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:02:23.755347] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:02:23.759799] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:02:23.764204] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:02:23.769689] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:02:23.769876] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:02:26.775059] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:02:26.778591] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:02:26.782270] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:02:26.785949] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:02:26.786045] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:02:29.793989] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:02:29.799619] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:02:29.805214] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:02:29.810598] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:02:29.810802] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:02:32.815536] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:02:32.819286] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:02:32.823047] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:02:32.826450] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:02:32.826524] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:02:35.833390] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:02:35.838564] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:02:35.844371] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:02:35.848452] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:02:35.848552] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:02:38.853918] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:02:38.858242] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:02:38.862878] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:02:38.869051] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:02:38.869408] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:02:41.875450] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:02:41.880305] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:02:41.885951] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:02:41.891005] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:02:41.891142] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:02:44.895882] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:02:44.899519] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:02:44.902905] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:02:44.906489] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:02:44.906573] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:02:47.911370] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:02:47.915009] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:02:47.918709] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:02:47.922277] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:02:47.922362] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:02:50.927213] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:02:50.930953] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:02:50.934594] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:02:50.938267] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:02:50.938388] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:02:53.943890] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:02:53.947561] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:02:53.950960] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:02:53.954407] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:02:53.954495] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:02:56.959098] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:02:56.962539] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:02:56.966022] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:02:56.969413] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:02:56.969514] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:02:59.974784] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:02:59.978742] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:02:59.982913] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:02:59.986854] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:02:59.986958] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:03:02.991478] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:03:02.995196] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:03:02.999164] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:03:03.003019] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:03:03.003119] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:03:06.008178] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:03:06.011841] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:03:06.015270] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:03:06.018712] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:03:06.018801] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:03:09.024466] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:03:09.028921] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:03:09.032376] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:03:09.035525] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:03:09.035600] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:03:12.040992] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:03:12.044421] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:03:12.049016] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:03:12.053220] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:03:12.053317] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:03:15.059095] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:03:15.063919] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:03:15.068267] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:03:15.071889] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:03:15.071977] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:03:18.076867] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:03:18.080598] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:03:18.084400] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:03:18.088258] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:03:18.088343] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:03:21.093177] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:03:21.096930] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:03:21.100464] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:03:21.104200] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:03:21.104314] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:03:24.111202] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:03:24.115917] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:03:24.120562] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:03:24.124337] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:03:24.124463] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:03:27.129601] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:03:27.133307] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:03:27.140241] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:03:27.143886] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:03:27.143972] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:03:30.148912] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:03:30.153049] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:03:30.156671] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:03:30.160545] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:03:30.160684] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:03:33.165163] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:03:33.168515] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:03:33.171758] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:03:33.175136] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:03:33.175214] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:03:36.180665] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:03:36.184686] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:03:36.188592] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:03:36.192399] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:03:36.192506] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:03:39.198300] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:03:39.203095] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:03:39.206934] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:03:39.210514] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:03:39.210625] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:03:42.215019] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:03:42.218353] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:03:42.221546] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:03:42.224803] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:03:42.224891] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:03:45.229930] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:03:45.233322] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:03:45.236606] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:03:45.239948] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:03:45.240034] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:03:48.244821] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:03:48.248861] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:03:48.252762] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:03:48.257405] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:03:48.257547] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:03:51.262886] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:03:51.266197] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:03:51.272767] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:03:51.276088] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:03:51.276175] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:03:54.280445] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:03:54.284013] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:03:54.287451] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:03:54.290880] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:03:54.290973] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:03:57.295947] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:03:57.299428] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:03:57.302730] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:03:57.306086] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:03:57.306186] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:04:00.311867] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:04:00.316216] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:04:00.320443] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:04:00.324454] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:04:00.324556] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:04:03.330844] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:04:03.334781] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:04:03.338624] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:04:03.342273] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:04:03.342352] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:04:06.349045] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:04:06.353419] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:04:06.357135] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:04:06.360843] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:04:06.360925] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:04:09.366589] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:04:09.370244] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:04:09.374896] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:04:09.379196] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:04:09.379319] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:04:12.385892] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:04:12.390528] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:04:12.394261] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:04:12.398320] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:04:12.398405] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:04:15.403824] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:04:15.409609] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:04:15.417098] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:04:15.423339] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:04:15.423498] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:04:18.428619] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:04:18.432367] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:04:18.436026] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:04:18.439794] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:04:18.439889] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:04:21.446147] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:04:21.450005] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:04:21.453546] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:04:21.456938] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:04:21.457014] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:04:24.463432] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:04:24.467473] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:04:24.471143] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:04:24.475065] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:04:24.475160] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:04:27.481776] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:04:27.485958] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:04:27.491234] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:04:27.496917] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:04:27.497144] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:04:30.504290] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:04:30.509556] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:04:30.513828] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:04:30.518886] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:04:30.519077] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:04:33.524686] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:04:33.528825] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:04:33.532894] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:04:33.536546] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:04:33.536635] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:04:36.542493] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:04:36.546862] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:04:36.552188] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:04:36.557421] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:04:36.557545] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:04:39.562501] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:04:39.567831] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:04:39.572007] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:04:39.575700] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:04:39.575830] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:04:42.581321] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:04:42.586458] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:04:42.591181] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:04:42.595612] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:04:42.595761] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:04:45.600580] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:04:45.604216] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:04:45.607846] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:04:45.611364] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:04:45.611483] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:04:48.618006] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:04:48.622204] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:04:48.626515] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:04:48.630250] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:04:48.630339] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:04:51.635493] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:04:51.639408] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:04:51.642862] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:04:51.646534] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:04:51.646657] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:04:54.651760] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:04:54.655380] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:04:54.658859] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:04:54.662305] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:04:54.662391] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:04:57.668927] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:04:57.673160] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:04:57.676915] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:04:57.680571] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:04:57.680695] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:05:00.687400] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:05:00.691586] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:05:00.695805] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:05:00.699861] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:05:00.699944] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:05:03.706235] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:05:03.710778] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:05:03.715189] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:05:03.720151] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:05:03.720302] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:05:06.726754] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:05:06.731448] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:05:06.735697] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:05:06.740086] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:05:06.740235] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:05:09.746001] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:05:09.750138] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:05:09.754734] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:05:09.759048] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:05:09.759177] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:05:12.765313] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:05:12.769269] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:05:12.772882] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:05:12.777128] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:05:12.777209] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:05:15.784001] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:05:15.788502] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:05:15.792456] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:05:15.796636] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:05:15.796754] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:05:18.802257] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:05:18.805989] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:05:18.809774] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:05:18.813424] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:05:18.813517] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:05:21.820748] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:05:21.825057] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:05:21.828941] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:05:21.832620] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:05:21.832725] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:05:24.838796] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:05:24.843207] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:05:24.847092] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:05:24.850848] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:05:24.850927] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:05:27.857143] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:05:27.862437] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:05:27.868043] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:05:27.872764] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:05:27.872923] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:05:30.878216] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:05:30.881716] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:05:30.885047] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:05:30.891410] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:05:30.891489] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:05:33.896274] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:05:33.900479] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:05:33.904710] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:05:33.908355] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:05:33.908443] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:05:36.914940] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:05:36.919441] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:05:36.923579] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:05:36.928760] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:05:36.928965] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:05:39.934757] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:05:39.940724] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:05:39.946090] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:05:39.951406] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:05:39.951578] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:05:42.956486] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:05:42.960635] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:05:42.964177] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:05:42.968598] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:05:42.968755] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:05:45.973792] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:05:45.977307] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:05:45.981105] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:05:45.984458] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:05:45.984539] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:05:48.989033] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:05:48.992321] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:05:48.995680] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:05:48.998948] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:05:48.999032] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:05:52.003687] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:05:52.007042] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:05:52.010246] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:05:52.013531] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:05:52.013632] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:05:55.018778] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:05:55.022861] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:05:55.026503] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:05:55.030127] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:05:55.030231] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:05:58.036132] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:05:58.041141] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:05:58.046084] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:05:58.052340] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:05:58.052565] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:06:01.059163] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:06:01.063499] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:06:01.067732] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:06:01.072041] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:06:01.072135] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:06:04.077111] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:06:04.080827] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:06:04.085091] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:06:04.088606] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:06:04.088697] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:06:07.093545] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:06:07.097870] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:06:07.101416] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:06:07.105751] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:06:07.105857] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:06:10.112147] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:06:10.118204] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:06:10.123799] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:06:10.130038] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:06:10.130200] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:06:13.135749] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:06:13.139880] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:06:13.143252] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:06:13.146451] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:06:13.146527] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:06:16.151244] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:06:16.154866] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:06:16.158343] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:06:16.161792] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:06:16.161883] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:06:19.166817] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:06:19.170332] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:06:19.173686] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:06:19.176837] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:06:19.176936] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:06:22.181967] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:06:22.185302] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:06:22.188634] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:06:22.191902] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:06:22.191979] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:06:25.197211] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:06:25.202079] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:06:25.206431] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:06:25.210113] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:06:25.210204] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:06:28.215991] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:06:28.220719] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:06:28.225328] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:06:28.229747] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:06:28.229846] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:06:31.237040] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:06:31.243137] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:06:31.248278] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:06:31.252159] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:06:31.252260] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:06:34.256956] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:06:34.262084] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:06:34.266611] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:06:34.271037] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:06:34.271190] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:06:37.276777] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:06:37.281149] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:06:37.284822] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:06:37.288153] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:06:37.288236] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:06:40.294543] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:06:40.298531] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:06:40.302017] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:06:40.305411] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:06:40.305492] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:06:43.312236] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:06:43.316062] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:06:43.319594] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:06:43.322980] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:06:43.323058] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:06:46.329217] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:06:46.334144] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:06:46.339138] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:06:46.344208] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:06:46.344347] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:06:49.348758] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:06:49.352540] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:06:49.356667] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:06:49.360380] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:06:49.360471] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:06:52.365403] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:06:52.369508] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:06:52.373397] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:06:52.377273] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:06:52.377398] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:06:55.381814] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:06:55.385170] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:06:55.388460] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:06:55.391900] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:06:55.391986] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:06:58.397243] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:06:58.400938] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:06:58.404772] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:06:58.408485] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:06:58.408597] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:07:01.414836] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:07:01.419509] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:07:01.424558] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:07:01.429426] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:07:01.429571] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:07:04.434342] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:07:04.438352] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:07:04.441867] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:07:04.445723] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:07:04.445818] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:07:07.450374] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:07:07.454053] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:07:07.457770] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:07:07.461315] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:07:07.461426] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:07:10.467112] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:07:10.471694] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:07:10.475502] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:07:10.480565] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:07:10.480753] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:07:13.485402] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:07:13.489863] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:07:13.495601] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:07:13.500269] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:07:13.500367] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:07:16.505966] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:07:16.511558] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:07:16.516349] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:07:16.519870] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:07:16.519948] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:07:19.525267] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:07:19.529736] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:07:19.533791] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:07:19.537238] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:07:19.537312] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:07:22.542183] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:07:22.546716] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:07:22.550882] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:07:22.554865] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:07:22.554980] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:07:25.560812] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:07:25.565133] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:07:25.569421] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:07:25.573933] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:07:25.574050] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:07:28.578760] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:07:28.582096] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:07:28.585366] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:07:28.588678] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:07:28.588756] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:07:31.593464] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:07:31.597040] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:07:31.600471] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:07:31.603961] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:07:31.604065] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:07:34.609123] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:07:34.612599] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:07:34.616009] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:07:34.619425] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:07:34.619521] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:07:37.623884] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:07:37.627296] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:07:37.630728] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:07:37.634101] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:07:37.634192] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:07:40.638920] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:07:40.642680] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:07:40.646130] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:07:40.649621] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:07:40.649741] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:07:43.655557] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:07:43.658972] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:07:43.662423] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:07:43.665697] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:07:43.665774] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:07:46.670588] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:07:46.675010] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:07:46.679399] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:07:46.683374] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:07:46.683491] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:07:49.687848] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:07:49.692211] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:07:49.695531] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:07:49.699007] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:07:49.699085] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:07:52.703849] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:07:52.707457] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:07:52.710884] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:07:52.714260] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:07:52.714365] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:07:55.720169] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:07:55.723822] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:07:55.727441] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:07:55.730951] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:07:55.731035] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:07:58.737823] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:07:58.743274] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:07:58.747623] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:07:58.751463] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:07:58.751574] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:08:01.755790] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:08:01.759434] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:08:01.763222] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:08:01.766900] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:08:01.767153] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:08:04.771542] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:08:04.774985] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:08:04.778370] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:08:04.781874] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:08:04.781971] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:08:07.786752] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:08:07.790685] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:08:07.794279] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:08:07.797855] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:08:07.797953] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:08:10.802819] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:08:10.807151] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:08:10.811273] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:08:10.815675] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:08:10.815810] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:08:13.821234] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:08:13.825665] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:08:13.829996] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:08:13.833899] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:08:13.833992] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:08:16.839082] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:08:16.842684] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:08:16.846096] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:08:16.851992] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:08:16.852178] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:08:19.857345] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:08:19.860980] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:08:19.864376] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:08:19.867861] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:08:19.867935] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:08:22.872719] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:08:22.876454] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:08:22.880109] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:08:22.883542] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:08:22.883666] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:08:25.888875] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:08:25.893963] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:08:25.898325] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:08:25.902373] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:08:25.902455] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:08:28.907187] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:08:28.910702] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:08:28.914221] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:08:28.917687] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:08:28.917789] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:08:31.924345] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:08:31.928368] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:08:31.931920] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:08:31.935662] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:08:31.935762] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:08:34.940334] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:08:34.943955] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:08:34.947514] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:08:34.950921] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:08:34.951041] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:08:37.955130] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:08:37.958489] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:08:37.961748] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:08:37.964977] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:08:37.965055] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:08:40.970419] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:08:40.974530] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:08:40.978379] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:08:40.981833] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:08:40.981908] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:08:43.987417] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:08:43.992660] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:08:43.997841] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:08:44.002734] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:08:44.002902] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:08:47.007789] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:08:47.011761] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:08:47.015619] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:08:47.019399] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:08:47.019501] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:08:50.023754] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:08:50.027245] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:08:50.030516] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:08:50.033835] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:08:50.033909] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:08:53.039435] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:08:53.043977] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:08:53.048171] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:08:53.052714] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:08:53.052861] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:08:56.057786] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:08:56.061728] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:08:56.065712] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:08:56.069430] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:08:56.069538] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:08:59.075154] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:08:59.079763] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:08:59.084826] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:08:59.089215] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:08:59.089330] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:09:02.094817] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:09:02.100500] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:09:02.106280] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:09:02.111200] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:09:02.111318] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:09:05.116443] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:09:05.120487] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:09:05.124349] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:09:05.128184] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:09:05.128288] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:09:08.133584] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:09:08.138484] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:09:08.143136] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:09:08.146696] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:09:08.146773] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:09:11.153182] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:09:11.158692] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:09:11.163850] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:09:11.168790] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:09:11.168938] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:09:14.176015] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:09:14.181086] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:09:14.186049] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:09:14.191403] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:09:14.191524] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:09:17.196177] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:09:17.199813] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:09:17.203297] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:09:17.206714] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:09:17.206808] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:09:20.212069] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:09:20.216340] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:09:20.220716] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:09:20.224814] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:09:20.224930] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:09:23.229881] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:09:23.233241] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:09:23.237055] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:09:23.240660] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:09:23.240757] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:09:26.247083] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:09:26.252017] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:09:26.256740] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:09:26.260586] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:09:26.260690] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:09:29.266330] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:09:29.271058] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:09:29.275132] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:09:29.278592] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:09:29.278709] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:09:32.284671] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:09:32.291655] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:09:32.296545] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:09:32.301151] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:09:32.301284] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:09:35.306123] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:09:35.309592] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:09:35.313537] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:09:35.316972] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:09:35.317062] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:09:38.322394] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:09:38.326124] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:09:38.329484] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:09:38.333588] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:09:38.333701] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:09:41.339398] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:09:41.343060] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:09:41.346587] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:09:41.350439] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:09:41.350525] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:09:44.355695] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:09:44.362892] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:09:44.366925] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:09:44.371050] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:09:44.371171] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:09:47.375832] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:09:47.379534] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:09:47.384085] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:09:47.387962] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:09:47.388070] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:09:50.393455] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:09:50.397128] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:09:50.400602] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:09:50.404014] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:09:50.404101] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:09:53.410964] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:09:53.415811] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:09:53.421005] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:09:53.425229] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:09:53.425317] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:09:56.431145] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:09:56.436288] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:09:56.441152] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:09:56.445035] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:09:56.445184] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:09:59.450952] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:09:59.454828] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:09:59.458493] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:09:59.461875] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:09:59.461962] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:10:02.467780] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:10:02.471432] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:10:02.474945] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:10:02.479256] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:10:02.479381] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:10:05.484387] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:10:05.488270] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:10:05.492172] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:10:05.495554] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:10:05.495628] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:10:08.500495] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:10:08.504213] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:10:08.508200] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:10:08.511996] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:10:08.512104] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:10:11.516789] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:10:11.520838] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:10:11.524686] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:10:11.528974] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:10:11.529064] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:10:14.534178] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:10:14.538112] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:10:14.541884] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:10:14.546710] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:10:14.546840] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:10:17.551558] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:10:17.555340] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:10:17.560878] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:10:17.566447] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:10:17.566584] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:10:20.571371] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:10:20.575151] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:10:20.578517] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:10:20.581845] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:10:20.581924] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:10:23.587474] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:10:23.591503] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:10:23.595133] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:10:23.598755] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:10:23.598835] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:10:26.605193] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:10:26.610158] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:10:26.614380] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:10:26.619689] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:10:26.619892] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:10:29.627114] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:10:29.633134] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:10:29.638701] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:10:29.644453] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:10:29.644698] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:10:32.649792] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:10:32.653328] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:10:32.656703] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:10:32.660165] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:10:32.660248] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:10:35.666261] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:10:35.670222] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:10:35.673898] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:10:35.678008] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:10:35.678137] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:10:38.684832] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:10:38.689097] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:10:38.693127] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:10:38.697490] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:10:38.697665] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:10:41.702502] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:10:41.706403] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:10:41.710125] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:10:41.713690] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:10:41.713806] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:10:44.719313] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:10:44.724009] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:10:44.728144] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:10:44.731799] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:10:44.731882] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:10:47.736794] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:10:47.742751] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:10:47.746100] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:10:47.749493] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:10:47.749574] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:10:50.755569] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:10:50.760655] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:10:50.764562] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:10:50.768539] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:10:50.768613] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:10:53.774779] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:10:53.780567] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:10:53.785757] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:10:53.790534] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:10:53.790720] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:10:56.796425] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:10:56.800228] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:10:56.803932] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:10:56.807584] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:10:56.807700] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:10:59.814191] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:10:59.818273] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:10:59.821887] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:10:59.826515] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:10:59.826716] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:11:02.832819] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:11:02.838948] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:11:02.843437] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:11:02.847179] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:11:02.847269] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:11:05.851896] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:11:05.856077] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:11:05.859487] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:11:05.862978] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:11:05.863077] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:11:08.867564] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:11:08.871228] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:11:08.874611] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:11:08.877872] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:11:08.877947] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:11:11.882586] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:11:11.886098] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:11:11.892544] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:11:11.895896] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:11:11.895973] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:11:14.901985] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:11:14.906837] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:11:14.911194] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:11:14.915683] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:11:14.915888] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:11:17.920400] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:11:17.924468] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:11:17.928226] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:11:17.931853] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:11:17.931940] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:11:20.937125] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:11:20.943328] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:11:20.947636] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:11:20.952253] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:11:20.952425] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:11:23.957100] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:11:23.961150] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:11:23.965038] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:11:23.969786] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:11:23.969912] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:11:26.976225] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:11:26.980795] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:11:26.986571] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:11:26.992184] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:11:26.992367] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:11:29.996819] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:11:30.000783] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:11:30.004396] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:11:30.009998] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:11:30.010173] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:11:33.015972] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:11:33.019619] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:11:33.022878] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:11:33.027495] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:11:33.027679] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:11:36.034377] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:11:36.039933] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:11:36.044431] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:11:36.050364] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:11:36.050592] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:11:39.056534] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:11:39.060474] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:11:39.064514] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:11:39.069151] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:11:39.069314] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:11:42.074256] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:11:42.077674] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:11:42.081210] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:11:42.084463] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:11:42.084540] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:11:45.090196] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:11:45.094516] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:11:45.099105] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:11:45.103455] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:11:45.103555] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:11:48.108268] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:11:48.112540] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:11:48.117800] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:11:48.122395] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:11:48.122493] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:11:51.151751] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:11:51.155501] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:11:51.159772] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:11:51.164139] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:11:51.164246] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:11:54.169514] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:11:54.173309] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:11:54.177312] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:11:54.181173] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:11:54.181275] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:11:57.186364] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:11:57.193279] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:11:57.196730] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:11:57.201073] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:11:57.201183] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:12:00.207666] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:12:00.211588] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:12:00.215497] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:12:00.219772] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:12:00.219891] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:12:03.225615] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:12:03.229169] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:12:03.232397] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:12:03.235612] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:12:03.235702] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:12:06.240070] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:12:06.243332] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:12:06.246498] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:12:06.249712] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:12:06.249785] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:12:09.254884] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:12:09.258806] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:12:09.262345] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:12:09.265766] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:12:09.265842] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:12:12.271714] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:12:12.275781] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:12:12.279303] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:12:12.283081] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:12:12.283183] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:12:15.288396] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:12:15.292932] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:12:15.296655] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:12:15.299922] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:12:15.300000] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:12:18.304628] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:12:18.308737] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:12:18.312419] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:12:18.316088] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:12:18.316172] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:12:21.322341] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:12:21.327938] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:12:21.332743] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:12:21.336494] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:12:21.336580] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:12:24.341444] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:12:24.345076] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:12:24.349242] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:12:24.353462] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:12:24.353592] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:12:27.358267] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:12:27.362203] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:12:27.365955] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:12:27.369616] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:12:27.369733] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:12:30.374156] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:12:30.378074] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:12:30.382100] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:12:30.386669] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:12:30.386784] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:12:33.392971] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:12:33.397098] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:12:33.400347] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:12:33.403548] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:12:33.403624] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:12:36.409175] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:12:36.412842] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:12:36.416455] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:12:36.420101] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:12:36.420181] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:12:39.426496] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:12:39.430622] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:12:39.433995] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:12:39.438283] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:12:39.438458] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:12:42.443791] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:12:42.447624] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:12:42.451580] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:12:42.455585] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:12:42.455700] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:12:45.461706] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:12:45.465486] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:12:45.469082] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:12:45.472786] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:12:45.472864] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:12:48.478353] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:12:48.482029] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:12:48.486489] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:12:48.490746] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:12:48.490829] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:12:51.497027] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:12:51.502174] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:12:51.506447] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:12:51.510316] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:12:51.510432] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:12:54.516264] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:12:54.520019] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:12:54.523733] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:12:54.527180] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:12:54.527260] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:12:57.531925] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:12:57.536623] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:12:57.540574] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:12:57.544163] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:12:57.544251] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:13:00.553852] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:13:00.558553] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:13:00.563505] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:13:00.568002] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:13:00.568077] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:13:03.572779] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:13:03.576839] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:13:03.580448] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:13:03.583992] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:13:03.584095] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:13:06.590879] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:13:06.596662] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:13:06.601714] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:13:06.606344] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:13:06.606435] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:13:09.611875] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:13:09.615888] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:13:09.620475] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:13:09.624633] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:13:09.624772] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:13:12.630599] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:13:12.635895] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:13:12.641592] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:13:12.646583] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:13:12.646713] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:13:15.651683] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:13:15.655985] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:13:15.659394] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:13:15.662837] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:13:15.662930] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:13:18.669211] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:13:18.672936] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:13:18.676755] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:13:18.680361] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:13:18.680478] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:13:21.685164] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:13:21.688586] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:13:21.691961] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:13:21.695388] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:13:21.695464] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:13:24.700337] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:13:24.704096] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:13:24.707788] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:13:24.711432] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:13:24.711529] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:13:27.716356] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:13:27.720085] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:13:27.723740] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:13:27.727465] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:13:27.727583] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:13:30.732194] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:13:30.736002] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:13:30.740076] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:13:30.744140] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:13:30.744273] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:13:33.750732] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:13:33.754547] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:13:33.758955] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:13:33.763482] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:13:33.763604] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:13:36.768341] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:13:36.771674] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:13:36.775032] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:13:36.778384] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:13:36.778468] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:13:39.783323] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:13:39.786815] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:13:39.790148] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:13:39.793450] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:13:39.793530] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:13:42.799447] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:13:42.803625] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:13:42.807596] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:13:42.812105] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:13:42.812229] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:13:45.817837] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:13:45.821736] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:13:45.825882] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:13:45.829287] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:13:45.829364] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:13:48.835488] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:13:48.841075] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:13:48.847680] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:13:48.852367] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:13:48.852457] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:13:51.857428] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:13:51.861054] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:13:51.864353] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:13:51.867876] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:13:51.867975] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:13:54.873977] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:13:54.878456] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:13:54.882193] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:13:54.887184] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:13:54.887376] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:13:57.892602] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:13:57.897511] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:13:57.902552] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:13:57.906481] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:13:57.906563] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:14:00.910783] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:14:00.914112] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:14:00.917447] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:14:00.920971] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:14:00.921060] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:14:03.926402] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:14:03.930470] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:14:03.935594] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:14:03.940394] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:14:03.940519] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:14:06.945375] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:14:06.948736] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:14:06.951939] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:14:06.955209] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:14:06.955289] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:14:09.961269] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:14:09.966686] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:14:09.971051] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:14:09.975372] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:14:09.975520] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:14:12.980079] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:14:12.983442] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:14:12.986598] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:14:12.989874] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:14:12.989949] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:14:15.995858] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:14:16.000278] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:14:16.004074] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:14:16.007790] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:14:16.007886] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:14:19.014602] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:14:19.018093] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:14:19.021937] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:14:19.025246] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:14:19.025322] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:14:22.032049] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:14:22.036591] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:14:22.040443] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:14:22.044239] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:14:22.044359] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:14:25.050714] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:14:25.056048] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:14:25.060947] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:14:25.064633] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:14:25.064744] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:14:28.070275] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:14:28.076077] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:14:28.080042] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:14:28.083433] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:14:28.083519] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:14:31.088177] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:14:31.091589] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:14:31.095090] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:14:31.098543] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:14:31.098665] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:14:34.103715] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:14:34.108510] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:14:34.112210] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:14:34.115815] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:14:34.115901] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:14:37.120761] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:14:37.124231] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:14:37.127683] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:14:37.131041] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:14:37.131135] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:14:40.136120] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:14:40.140411] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:14:40.144264] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:14:40.148051] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:14:40.148156] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:14:43.153421] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:14:43.158215] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:14:43.162169] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:14:43.165702] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:14:43.165784] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:14:46.170510] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:14:46.174672] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:14:46.178253] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:14:46.181912] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:14:46.181998] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:14:49.186894] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:14:49.190782] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:14:49.194474] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:14:49.198325] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:14:49.198428] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:14:52.203314] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:14:52.207589] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:14:52.211321] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:14:52.215015] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:14:52.215100] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:14:55.221113] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:14:55.226295] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:14:55.231221] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:14:55.236322] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:14:55.236448] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:14:58.242631] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:14:58.246944] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:14:58.251486] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:14:58.257407] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:14:58.257744] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:15:01.263758] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:15:01.267441] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:15:01.270688] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:15:01.273905] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:15:01.273979] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:15:04.283859] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:15:04.293485] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:15:04.301043] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:15:04.312916] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:15:04.313186] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:15:07.318272] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:15:07.321944] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:15:07.325691] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:15:07.329258] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:15:07.329356] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:15:10.334265] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:15:10.338135] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:15:10.341884] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:15:10.345342] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:15:10.345428] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:15:13.350631] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:15:13.354190] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:15:13.357492] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:15:13.360866] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:15:13.360963] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:15:16.367683] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:15:16.373768] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:15:16.378106] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:15:16.381499] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:15:16.381579] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:15:19.386629] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:15:19.390226] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:15:19.393490] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:15:19.396714] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:15:19.396787] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:15:22.401547] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:15:22.405422] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:15:22.409239] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:15:22.412833] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:15:22.412948] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:15:25.419371] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:15:25.423802] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:15:25.427230] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:15:25.430523] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:15:25.430605] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:15:28.435802] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:15:28.440298] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:15:28.443851] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:15:28.448143] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:15:28.448390] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:15:31.454183] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:15:31.458274] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:15:31.462366] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:15:31.466729] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:15:31.466869] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:15:34.472303] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:15:34.476991] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:15:34.480963] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:15:34.485073] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:15:34.485190] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:15:37.490332] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:15:37.494016] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:15:37.497794] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:15:37.501430] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:15:37.501513] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:15:40.507917] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:15:40.514071] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:15:40.519774] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:15:40.525051] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:15:40.525230] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:15:43.531887] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:15:43.536856] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:15:43.540807] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:15:43.545509] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:15:43.545713] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:15:46.550598] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:15:46.554555] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:15:46.558589] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:15:46.562277] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:15:46.562380] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:15:49.567228] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:15:49.571674] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:15:49.576078] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:15:49.579945] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:15:49.580041] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:15:52.586426] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:15:52.591028] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:15:52.596238] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:15:52.602445] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:15:52.602639] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:15:55.608092] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:15:55.611756] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:15:55.615570] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:15:55.618896] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:15:55.618981] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:15:58.624965] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:15:58.630167] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:15:58.633727] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:15:58.637287] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:15:58.637365] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:16:01.642616] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:16:01.647898] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:16:01.652785] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:16:01.657175] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:16:01.657293] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:16:04.662117] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:16:04.665588] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:16:04.668925] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:16:04.672165] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:16:04.672242] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:16:07.676821] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:16:07.680276] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:16:07.684468] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:16:07.688327] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:16:07.688420] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:16:10.693783] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:16:10.697686] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:16:10.701176] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:16:10.704733] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:16:10.704815] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:16:13.710324] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:16:13.714472] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:16:13.718710] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:16:13.722380] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:16:13.722491] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:16:16.727956] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:16:16.731712] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:16:16.735462] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:16:16.740189] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:16:16.740384] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:16:19.745194] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:16:19.748667] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:16:19.751963] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:16:19.755105] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:16:19.755179] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:16:22.759991] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:16:22.764244] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:16:22.768696] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:16:22.772835] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:16:22.772968] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:16:25.777556] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:16:25.781746] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:16:25.785556] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:16:25.789117] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:16:25.789195] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:16:28.795827] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:16:28.800350] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:16:28.804485] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:16:28.809760] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:16:28.809913] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:16:31.815490] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:16:31.819596] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:16:31.823313] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:16:31.826917] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:16:31.827028] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:16:34.833708] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:16:34.838295] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:16:34.843120] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:16:34.848626] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:16:34.848859] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:16:37.855717] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:16:37.862525] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:16:37.868202] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:16:37.872530] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:16:37.872665] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:16:40.878992] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:16:40.886004] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:16:40.891854] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:16:40.896857] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:16:40.897523] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:16:43.905836] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:16:43.914080] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:16:43.921379] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:16:43.927913] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:16:43.928192] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:16:46.934522] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:16:46.939002] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:16:46.942620] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:16:46.948198] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:16:46.948602] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:16:49.953809] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:16:49.957300] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:16:49.960581] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:16:49.963884] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:16:49.963975] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:16:52.970125] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:16:52.974800] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:16:52.978977] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:16:52.983868] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:16:52.983968] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:16:55.990045] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:16:55.994367] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:16:55.998146] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:16:56.002900] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:16:56.003065] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:16:59.008720] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:16:59.012405] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:16:59.015930] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:16:59.019449] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:16:59.019547] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:17:02.028341] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:17:02.035943] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:17:02.042700] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:17:02.049375] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:17:02.049609] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:17:05.055400] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:17:05.060075] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:17:05.065216] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:17:05.069892] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:17:05.070004] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:17:08.075329] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:17:08.078825] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:17:08.082094] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:17:08.085255] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:17:08.085329] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:17:11.089888] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:17:11.093256] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:17:11.096554] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:17:11.100024] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:17:11.100118] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:17:14.104959] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:17:14.108891] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:17:14.112147] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:17:14.115569] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:17:14.115681] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:17:17.120599] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:17:17.124123] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:17:17.127378] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:17:17.130691] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:17:17.130768] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:17:20.137410] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:17:20.142113] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:17:20.146320] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:17:20.150743] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:17:20.150855] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:17:23.156447] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:17:23.161250] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:17:23.166300] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:17:23.171165] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:17:23.171297] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:17:26.176246] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:17:26.180235] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:17:26.184288] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:17:26.189179] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:17:26.189346] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:17:29.194158] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:17:29.197997] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:17:29.201369] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:17:29.204924] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:17:29.205011] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:17:32.209344] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:17:32.212753] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:17:32.215921] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:17:32.219349] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:17:32.219423] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:17:35.224423] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:17:35.228089] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:17:35.232284] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:17:35.236219] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:17:35.236325] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:17:38.241671] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:17:38.245877] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:17:38.250668] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:17:38.257757] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:17:38.258042] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:17:41.263054] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:17:41.267519] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:17:41.272057] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:17:41.276040] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:17:41.276143] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:17:44.282273] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:17:44.287009] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:17:44.290916] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:17:44.295131] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:17:44.295247] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:17:47.300513] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:17:47.304301] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:17:47.307862] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:17:47.312005] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:17:47.312100] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:17:50.317112] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:17:50.321418] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:17:50.326175] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:17:50.330224] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:17:50.330321] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:17:53.336963] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:17:53.341025] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:17:53.344918] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:17:53.349684] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:17:53.349814] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:17:56.354490] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:17:56.357916] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:17:56.361160] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:17:56.364442] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:17:56.364517] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:17:59.370718] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:17:59.375789] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:17:59.379944] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:17:59.383266] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:17:59.383343] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:18:02.388517] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:18:02.392286] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:18:02.395818] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:18:02.400943] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:18:02.401154] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:18:05.405792] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:18:05.409127] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:18:05.412369] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:18:05.415549] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:18:05.415623] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:18:08.420898] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:18:08.424840] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:18:08.428275] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:18:08.432154] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:18:08.432279] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:18:11.437030] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:18:11.440525] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:18:11.445552] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:18:11.450727] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:18:11.450905] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:18:14.455792] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:18:14.459562] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:18:14.463240] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:18:14.466890] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:18:14.467005] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:18:17.471761] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:18:17.475715] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:18:17.479586] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:18:17.484168] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:18:17.484302] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:18:20.488767] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:18:20.492474] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:18:20.496065] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:18:20.499604] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:18:20.499711] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:18:23.505591] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:18:23.510583] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:18:23.515804] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:18:23.520121] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:18:23.520256] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:18:26.526454] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:18:26.531096] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:18:26.534965] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:18:26.538589] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:18:26.538705] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:18:29.543452] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:18:29.547362] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:18:29.550851] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:18:29.554195] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:18:29.554280] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:18:32.559509] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:18:32.563243] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:18:32.567746] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:18:32.572321] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:18:32.572455] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:18:35.576515] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:18:35.580189] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:18:35.583373] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:18:35.587208] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:18:35.587331] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:18:38.592265] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:18:38.595869] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:18:38.599391] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:18:38.602891] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:18:38.602977] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:18:41.607257] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:18:41.610704] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:18:41.614095] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:18:41.617444] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:18:41.617524] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:18:44.622049] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:18:44.625450] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:18:44.628800] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:18:44.632030] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:18:44.632105] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:18:47.636820] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:18:47.641108] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:18:47.644470] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:18:47.647701] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:18:47.647783] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:18:50.653454] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:18:50.658106] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:18:50.662621] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:18:50.667038] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:18:50.667155] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:18:53.673513] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:18:53.678255] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:18:53.683015] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:18:53.687606] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:18:53.687799] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:18:56.692527] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:18:56.696906] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:18:56.701279] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:18:56.705622] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:18:56.705764] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:18:59.711420] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:18:59.715404] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:18:59.719287] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:18:59.722977] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:18:59.723070] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:19:02.728215] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:19:02.732450] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:19:02.736322] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:19:02.740076] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:19:02.740177] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:19:05.746312] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:19:05.751218] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:19:05.755279] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:19:05.759345] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:19:05.759484] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:19:08.766388] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:19:08.772416] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:19:08.776684] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:19:08.780309] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:19:08.780401] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:19:11.786424] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:19:11.792565] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:19:11.798991] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:19:11.805565] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:19:11.805817] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:19:14.811199] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:19:14.814965] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:19:14.818827] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:19:14.822431] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:19:14.822529] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:19:17.828414] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:19:17.832323] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:19:17.835860] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:19:17.839672] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:19:17.839753] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:19:20.845978] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:19:20.850397] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:19:20.853953] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:19:20.857362] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:19:20.857444] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:19:23.861974] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:19:23.865635] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:19:23.869261] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:19:23.872816] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:19:23.872905] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:19:26.878433] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:19:26.882488] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:19:26.885984] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:19:26.890265] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:19:26.890348] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:19:29.896108] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:19:29.899689] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:19:29.902944] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:19:29.906974] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:19:29.907051] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:19:32.913566] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:19:32.919181] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:19:32.924335] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:19:32.929705] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:19:32.929838] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:19:35.934449] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:19:35.937944] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:19:35.941356] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:19:35.944728] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:19:35.944812] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:19:38.950101] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:19:38.953662] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:19:38.957205] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:19:38.960668] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:19:38.960764] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:19:41.966042] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:19:41.969981] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:19:41.973448] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:19:41.976970] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:19:41.977079] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:19:44.982304] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:19:44.985948] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:19:44.989502] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:19:44.993137] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:19:44.993243] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:19:47.997519] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:19:48.000849] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:19:48.004113] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:19:48.010360] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:19:48.010456] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:19:51.016624] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:19:51.022486] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:19:51.028350] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:19:51.033924] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:19:51.034129] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:19:54.039857] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:19:54.044464] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:19:54.049974] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:19:54.054805] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:19:54.054935] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:19:57.060238] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:19:57.063919] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:19:57.067380] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:19:57.070781] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:19:57.070879] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:20:00.075716] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:20:00.079779] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:20:00.083824] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:20:00.088003] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:20:00.088126] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:20:03.094550] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:20:03.098961] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:20:03.103109] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:20:03.107538] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:20:03.107713] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:20:06.112471] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:20:06.116410] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:20:06.120459] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:20:06.123977] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:20:06.124074] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:20:09.129856] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:20:09.134887] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:20:09.139502] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:20:09.144150] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:20:09.144248] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:20:12.151273] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:20:12.155377] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:20:12.159114] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:20:12.162707] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:20:12.162787] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:20:15.167448] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:20:15.171088] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:20:15.174387] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:20:15.178045] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:20:15.178151] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:20:18.184230] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:20:18.190773] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:20:18.195802] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:20:18.201432] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:20:18.201611] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:20:21.207874] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:20:21.215361] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:20:21.222440] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:20:21.229176] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:20:21.229368] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:20:24.236011] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:20:24.241000] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:20:24.244638] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:20:24.249092] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:20:24.249206] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:20:27.255082] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:20:27.259159] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:20:27.263350] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:20:27.267879] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:20:27.268020] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:20:30.275375] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:20:30.282912] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:20:30.288583] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:20:30.292593] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:20:30.292696] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:20:33.298603] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:20:33.302792] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:20:33.306632] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:20:33.310477] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:20:33.310582] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:20:36.315345] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:20:36.319233] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:20:36.323442] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:20:36.327416] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:20:36.327523] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:20:39.332154] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:20:39.335595] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:20:39.339090] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:20:39.342433] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:20:39.342525] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:20:42.347761] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:20:42.351889] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:20:42.355136] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:20:42.358738] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:20:42.358816] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:20:45.364121] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:20:45.368276] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:20:45.372160] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:20:45.376160] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:20:45.376285] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:20:48.381307] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:20:48.385035] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:20:48.388793] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:20:48.392515] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:20:48.392617] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:20:51.397211] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:20:51.400924] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:20:51.404585] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:20:51.408286] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:20:51.408384] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:20:54.413945] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:20:54.418927] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:20:54.423848] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:20:54.429149] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:20:54.429276] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:20:57.435700] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:20:57.440027] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:20:57.443739] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:20:57.447277] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:20:57.447386] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:21:00.455313] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:21:00.463497] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:21:00.468400] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:21:00.473516] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:21:00.473626] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:21:03.479456] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:21:03.483337] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:21:03.486842] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:21:03.490207] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:21:03.490286] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:21:06.496496] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:21:06.500619] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:21:06.503880] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:21:06.507320] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:21:06.507409] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:21:09.513262] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:21:09.516912] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:21:09.520329] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:21:09.523768] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:21:09.523909] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:21:12.529637] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:21:12.534142] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:21:12.538338] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:21:12.541782] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:21:12.541879] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:21:15.547997] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:21:15.552795] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:21:15.557315] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:21:15.561896] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:21:15.562035] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:21:18.567241] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:21:18.570758] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:21:18.574066] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:21:18.577370] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:21:18.577468] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:21:21.581542] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:21:21.584953] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:21:21.588341] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:21:21.591724] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:21:21.591804] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:21:24.596792] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:21:24.600373] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:21:24.603918] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:21:24.607502] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:21:24.607584] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:21:27.612782] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:21:27.616626] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:21:27.620809] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:21:27.624668] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:21:27.624761] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:21:30.630383] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:21:30.634562] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:21:30.638574] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:21:30.642132] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:21:30.642219] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:21:33.646755] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:21:33.650525] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:21:33.654120] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:21:33.657397] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:21:33.657472] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:21:36.662146] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:21:36.665634] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:21:36.669080] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:21:36.672680] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:21:36.672781] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:21:39.677529] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:21:39.681401] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:21:39.685398] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:21:39.689251] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:21:39.689369] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:21:42.696477] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:21:42.700273] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:21:42.704511] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:21:42.709701] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:21:42.709878] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:21:45.715968] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:21:45.721104] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:21:45.725361] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:21:45.729820] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:21:45.729951] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:21:48.736127] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:21:48.741048] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:21:48.745429] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:21:48.749434] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:21:48.749536] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:21:51.755143] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:21:51.760095] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:21:51.764423] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:21:51.768291] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:21:51.768366] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:21:54.774198] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:21:54.777967] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:21:54.781741] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:21:54.786286] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:21:54.786440] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:21:57.792753] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:21:57.798211] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:21:57.803144] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:21:57.807121] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:21:57.807216] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:22:00.812350] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:22:00.815986] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:22:00.819936] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:22:00.823575] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:22:00.823672] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:22:03.830522] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:22:03.836323] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:22:03.840867] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:22:03.845754] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:22:03.845888] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:22:06.851765] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:22:06.855863] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:22:06.860216] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:22:06.865600] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:22:06.865780] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:22:09.870692] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:22:09.874347] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:22:09.878023] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:22:09.881559] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:22:09.881696] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:22:12.888404] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:22:12.893829] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:22:12.899046] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:22:12.903112] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:22:12.903238] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:22:15.908558] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:22:15.912271] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:22:15.915892] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:22:15.919675] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:22:15.919774] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:22:18.924941] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:22:18.929012] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:22:18.932959] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:22:18.936803] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:22:18.936929] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:22:21.943042] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:22:21.949797] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:22:21.956772] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:22:21.961142] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:22:21.961240] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:22:24.968529] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:22:24.974485] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:22:24.978687] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:22:24.982488] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:22:24.982587] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:22:27.987401] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:22:27.991267] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:22:27.994725] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:22:27.998898] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:22:27.998984] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:22:31.004319] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:22:31.008093] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:22:31.011736] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:22:31.015084] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:22:31.015175] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:22:34.020603] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:22:34.025393] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:22:34.029448] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:22:34.033497] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:22:34.033621] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:22:37.039061] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:22:37.043104] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:22:37.046971] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:22:37.051178] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:22:37.051305] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:22:40.058697] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:22:40.064720] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:22:40.070027] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:22:40.075073] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:22:40.075266] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:22:43.081596] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:22:43.085764] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:22:43.089523] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:22:43.093810] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:22:43.093953] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:22:46.098979] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:22:46.102999] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:22:46.106586] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:22:46.111098] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:22:46.111209] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:22:49.116426] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:22:49.119913] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:22:49.123184] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:22:49.126386] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:22:49.126461] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:22:52.134801] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:22:52.138622] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:22:52.142363] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:22:52.145955] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:22:52.146063] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:22:55.150555] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:22:55.154424] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:22:55.158170] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:22:55.161901] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:22:55.162008] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:22:58.166874] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:22:58.170987] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:22:58.174819] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:22:58.178773] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:22:58.178867] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:23:01.183672] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:23:01.187029] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:23:01.190261] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:23:01.193493] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:23:01.193571] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:23:04.200305] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:23:04.204933] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:23:04.210628] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:23:04.214719] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:23:04.214814] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:23:07.219557] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:23:07.223055] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:23:07.226392] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:23:07.230323] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:23:07.230402] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:23:10.236527] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:23:10.244285] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:23:10.251577] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:23:10.258164] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:23:10.258374] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:23:13.263532] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:23:13.268505] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:23:13.272579] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:23:13.276193] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:23:13.276334] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:23:16.281554] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:23:16.285917] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:23:16.290204] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:23:16.293841] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:23:16.293918] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:23:19.298920] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:23:19.302566] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:23:19.306612] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:23:19.313578] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:23:19.313704] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:23:22.318982] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:23:22.322697] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:23:22.327246] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:23:22.332475] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:23:22.332614] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:23:25.337289] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:23:25.341151] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:23:25.344808] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:23:25.348440] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:23:25.348532] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:23:28.353177] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:23:28.356682] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:23:28.360012] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:23:28.363332] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:23:28.363415] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:23:31.369797] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:23:31.373864] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:23:31.377806] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:23:31.381414] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:23:31.381508] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:23:34.387357] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:23:34.391802] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:23:34.395484] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:23:34.399561] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:23:34.399741] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:23:37.405629] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:23:37.410179] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:23:37.413882] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:23:37.417237] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:23:37.417317] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:23:40.423528] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:23:40.433559] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:23:40.438591] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:23:40.443007] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:23:40.443158] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:23:43.448155] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:23:43.452042] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:23:43.456828] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:23:43.460815] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:23:43.460942] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:23:46.465901] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:23:46.469901] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:23:46.473629] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:23:46.477108] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:23:46.477195] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:23:49.482208] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:23:49.485904] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:23:49.489401] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:23:49.492851] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:23:49.492937] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:23:52.498362] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:23:52.502059] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:23:52.505409] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:23:52.509174] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:23:52.509250] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:23:55.513500] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:23:55.517104] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:23:55.520474] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:23:55.523804] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:23:55.523893] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:23:58.529926] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:23:58.535889] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:23:58.540425] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:23:58.544463] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:23:58.544613] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:24:01.551075] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:24:01.556539] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:24:01.561009] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:24:01.564680] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:24:01.564782] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:24:04.570583] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:24:04.576268] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:24:04.580672] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:24:04.585268] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:24:04.585436] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:24:07.590179] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:24:07.593911] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:24:07.597753] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:24:07.601382] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:24:07.601483] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:24:10.606073] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:24:10.610062] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:24:10.614099] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:24:10.617830] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:24:10.617943] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:24:13.623187] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:24:13.627456] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:24:13.632373] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:24:13.636433] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:24:13.636516] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:24:16.641560] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:24:16.645522] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:24:16.652762] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:24:16.656884] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:24:16.657026] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:24:19.663069] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:24:19.667671] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:24:19.671234] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:24:19.674808] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:24:19.674895] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:24:22.679703] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:24:22.683728] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:24:22.687462] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:24:22.691227] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:24:22.691328] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:24:25.696413] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:24:25.700090] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:24:25.704564] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:24:25.708321] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:24:25.708402] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:24:28.714184] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:24:28.718847] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:24:28.723221] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:24:28.727749] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:24:28.727868] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:24:31.733221] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:24:31.739639] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:24:31.744537] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:24:31.748691] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:24:31.748805] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:24:34.753531] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:24:34.758032] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:24:34.762742] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:24:34.766813] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:24:34.766971] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:24:37.772989] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:24:37.777416] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:24:37.781458] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:24:37.785455] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:24:37.785565] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:24:40.790311] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:24:40.794277] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:24:40.798025] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:24:40.802527] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:24:40.802679] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:24:43.809486] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:24:43.814755] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:24:43.820148] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:24:43.824037] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:24:43.824123] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:24:46.829210] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:24:46.833257] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:24:46.837237] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:24:46.840787] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:24:46.840886] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:24:49.846837] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:24:49.851093] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:24:49.857228] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:24:49.863103] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:24:49.863298] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:24:52.869012] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:24:52.872995] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:24:52.876575] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:24:52.882404] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:24:52.882601] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:24:55.887434] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:24:55.891706] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:24:55.895349] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:24:55.899222] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:24:55.899327] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:24:58.904073] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:24:58.907553] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:24:58.910820] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:24:58.914018] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:24:58.914092] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:25:01.920305] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:25:01.925979] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:25:01.930805] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:25:01.935319] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:25:01.935449] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:25:04.941189] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:25:04.944702] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:25:04.947957] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:25:04.951101] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:25:04.951175] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:25:07.957533] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:25:07.963743] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:25:07.969233] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:25:07.973430] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:25:07.973521] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:25:10.980009] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:25:10.985427] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:25:10.989893] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:25:10.993600] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:25:10.993723] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:25:13.999579] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:25:14.003837] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:25:14.007749] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:25:14.011552] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:25:14.011661] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:25:17.018833] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:25:17.023815] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:25:17.027635] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:25:17.032059] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:25:17.032282] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:25:20.038810] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:25:20.043533] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:25:20.048679] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:25:20.053836] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:25:20.054012] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:25:23.060968] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:25:23.065747] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:25:23.070484] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:25:23.074686] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:25:23.074795] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:25:26.081183] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:25:26.086442] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:25:26.091606] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:25:26.096583] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:25:26.096753] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:25:29.101909] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:25:29.106104] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:25:29.110073] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:25:29.113705] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:25:29.113819] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:25:32.118320] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:25:32.121761] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:25:32.124965] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:25:32.128223] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:25:32.128301] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:25:35.133347] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:25:35.137954] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:25:35.141314] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:25:35.144682] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:25:35.144763] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:25:38.150000] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:25:38.154424] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:25:38.158411] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:25:38.162112] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:25:38.162203] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:25:41.168555] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:25:41.172518] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:25:41.176769] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:25:41.180798] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:25:41.180887] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:25:44.186305] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:25:44.190297] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:25:44.195033] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:25:44.199388] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:25:44.199471] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:25:47.204905] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:25:47.209204] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:25:47.213328] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:25:47.218068] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:25:47.218183] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:25:50.223435] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:25:50.227207] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:25:50.230957] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:25:50.234576] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:25:50.234684] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:25:53.239566] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:25:53.243916] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:25:53.248703] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:25:53.253762] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:25:53.253935] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:25:56.259811] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:25:56.263685] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:25:56.268230] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:25:56.272095] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:25:56.272175] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:25:59.278033] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:25:59.282235] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:25:59.285950] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:25:59.289626] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:25:59.289733] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:26:02.294501] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:26:02.298237] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:26:02.301737] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:26:02.305003] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:26:02.305077] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:26:05.310368] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:26:05.314052] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:26:05.318881] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:26:05.323793] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:26:05.323885] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:26:08.329674] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:26:08.334355] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:26:08.338580] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:26:08.342324] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:26:08.342428] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:26:11.348536] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:26:11.353913] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:26:11.359156] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:26:11.363926] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:26:11.364066] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:26:14.368881] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:26:14.372834] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:26:14.376579] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:26:14.380192] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:26:14.380286] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:26:17.385585] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:26:17.389631] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:26:17.393901] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:26:17.397776] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:26:17.397878] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:26:20.402704] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:26:20.407184] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:26:20.411219] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:26:20.414892] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:26:20.415004] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:26:23.419933] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:26:23.423663] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:26:23.427836] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:26:23.431779] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:26:23.431898] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:26:26.438107] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:26:26.443189] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:26:26.447056] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:26:26.451473] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:26:26.451616] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:26:29.456970] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:26:29.461459] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:26:29.465564] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:26:29.469454] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:26:29.469562] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:26:32.474449] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:26:32.478205] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:26:32.481462] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:26:32.484717] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:26:32.484790] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:26:35.491114] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:26:35.495167] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:26:35.499893] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:26:35.504213] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:26:35.504345] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:26:38.509872] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:26:38.513687] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:26:38.517457] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:26:38.521517] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:26:38.521621] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:26:41.527583] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:26:41.531345] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:26:41.536302] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:26:41.540428] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:26:41.540523] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:26:44.545514] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:26:44.549262] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:26:44.552763] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:26:44.556170] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:26:44.556254] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:26:47.562268] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:26:47.566843] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:26:47.572350] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:26:47.576230] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:26:47.576309] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:26:50.582735] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:26:50.587058] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:26:50.591692] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:26:50.595300] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:26:50.595387] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:26:53.601806] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:26:53.606385] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:26:53.610573] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:26:53.614439] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:26:53.614519] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:26:56.619855] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:26:56.625205] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:26:56.631780] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:26:56.638304] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:26:56.638497] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:26:59.643464] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:26:59.646805] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:26:59.650468] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:26:59.655307] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:26:59.655476] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:27:02.661963] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:27:02.667443] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:27:02.672615] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:27:02.677136] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:27:02.677245] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:27:05.681893] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:27:05.685357] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:27:05.688762] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:27:05.692096] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:27:05.692175] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:27:08.696827] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:27:08.700398] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:27:08.703801] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:27:08.707402] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:27:08.707511] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:27:11.713550] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:27:11.717582] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:27:11.720928] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:27:11.724187] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:27:11.724263] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:27:14.728670] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:27:14.732683] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:27:14.736465] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:27:14.740051] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:27:14.740164] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:27:17.745367] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:27:17.749281] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:27:17.753213] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:27:17.756783] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:27:17.756863] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:27:20.762838] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:27:20.768473] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:27:20.773954] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:27:20.779388] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:27:20.779534] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:27:23.785902] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:27:23.789963] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:27:23.793622] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:27:23.798292] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:27:23.798492] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:27:26.804334] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:27:26.808783] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:27:26.812803] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:27:26.816246] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:27:26.816327] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:27:29.821811] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:27:29.825588] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:27:29.829181] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:27:29.833062] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:27:29.833184] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:27:32.838067] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:27:32.841556] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:27:32.844832] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:27:32.848203] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:27:32.848279] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:27:35.852735] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:27:35.856339] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:27:35.859690] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:27:35.863185] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:27:35.863274] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:27:38.868731] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:27:38.872522] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:27:38.876178] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:27:38.880017] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:27:38.880117] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:27:41.886609] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:27:41.891878] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:27:41.897306] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:27:41.902380] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:27:41.902702] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:27:44.907386] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:27:44.911215] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:27:44.914870] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:27:44.918537] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:27:44.918633] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:27:47.924769] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:27:47.928828] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:27:47.932318] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:27:47.935869] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:27:47.935952] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:27:50.941810] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:27:50.945530] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:27:50.948854] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:27:50.952036] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:27:50.952109] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:27:53.957490] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:27:53.961273] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:27:53.965261] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:27:53.969010] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:27:53.969098] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:27:56.974544] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:27:56.978745] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:27:56.982520] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:27:56.986536] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:27:56.986683] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:27:59.992564] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:27:59.996686] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:28:00.000836] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:28:00.004706] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:28:00.004815] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:28:03.009500] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:28:03.013400] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:28:03.017004] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:28:03.020541] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:28:03.020656] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:28:06.025000] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:28:06.028353] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:28:06.031607] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:28:06.034829] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:28:06.034909] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:28:09.039149] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:28:09.042457] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:28:09.045798] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:28:09.049153] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:28:09.049236] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:28:12.054589] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:28:12.058789] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:28:12.062868] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:28:12.067059] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:28:12.067214] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:28:15.071951] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:28:15.075785] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:28:15.079752] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:28:15.083496] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:28:15.083593] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:28:18.088400] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:28:18.092174] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:28:18.095846] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:28:18.099431] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:28:18.099542] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:28:21.104130] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:28:21.107725] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:28:21.111198] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:28:21.114576] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:28:21.114684] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:28:24.120361] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:28:24.124358] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:28:24.128701] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:28:24.134887] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:28:24.135022] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:28:27.140219] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:28:27.144334] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:28:27.148612] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:28:27.152547] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:28:27.152669] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:28:30.157582] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:28:30.161386] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:28:30.165249] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:28:30.168801] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:28:30.168885] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:28:33.174903] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:28:33.180058] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:28:33.184271] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:28:33.188083] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:28:33.188193] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:28:36.194121] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:28:36.201680] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:28:36.205278] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:28:36.208711] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:28:36.208791] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:28:39.214756] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:28:39.218562] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:28:39.222095] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:28:39.225575] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:28:39.225669] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:28:42.234580] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:28:42.242560] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:28:42.249609] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:28:42.257102] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:28:42.257355] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:28:45.263449] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:28:45.268302] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:28:45.273208] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:28:45.277401] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:28:45.277519] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:28:48.282065] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:28:48.285871] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:28:48.289401] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:28:48.293215] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:28:48.293322] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:28:51.297811] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:28:51.301348] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:28:51.304567] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:28:51.307781] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:28:51.307853] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:28:54.312764] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:28:54.316513] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:28:54.320107] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:28:54.323691] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:28:54.323808] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:28:57.328981] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:28:57.333303] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:28:57.337113] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:28:57.341183] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:28:57.341316] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:29:00.346551] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:29:00.350121] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:29:00.353511] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:29:00.356976] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:29:00.357084] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:29:03.362057] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:29:03.367156] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:29:03.371126] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:29:03.374392] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:29:03.374468] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:29:06.379836] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:29:06.384524] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:29:06.389853] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:29:06.394492] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:29:06.394579] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:29:09.399294] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:29:09.403380] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:29:09.407338] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:29:09.411476] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:29:09.411601] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:29:12.418252] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:29:12.422988] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:29:12.426633] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:29:12.430916] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:29:12.431085] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:29:15.436675] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:29:15.441303] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:29:15.445755] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:29:15.450154] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:29:15.450246] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:29:18.455375] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:29:18.459037] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:29:18.462311] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:29:18.465772] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:29:18.465887] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:29:21.471509] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:29:21.475559] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:29:21.479562] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:29:21.483624] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:29:21.483781] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:29:24.489416] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:29:24.493536] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:29:24.497504] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:29:24.501104] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:29:24.501194] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:29:27.505524] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:29:27.510505] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:29:27.516008] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:29:27.521089] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:29:27.521225] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:29:30.527332] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:29:30.531804] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:29:30.536057] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:29:30.540260] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:29:30.540388] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:29:33.545197] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:29:33.548583] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:29:33.552025] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:29:33.555328] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:29:33.555404] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:29:36.561622] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:29:36.566747] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:29:36.570234] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:29:36.573564] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:29:36.573662] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:29:39.579657] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:29:39.584693] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:29:39.588961] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:29:39.592886] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:29:39.592992] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:29:42.599486] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:29:42.605122] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:29:42.609872] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:29:42.613868] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:29:42.613962] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:29:45.619089] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:29:45.622711] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:29:45.626154] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:29:45.629550] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:29:45.629673] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:29:48.635620] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:29:48.641331] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:29:48.646541] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:29:48.650429] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:29:48.650533] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:29:51.657075] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:29:51.662143] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:29:51.666596] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:29:51.670919] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:29:51.671036] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:29:54.676181] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:29:54.679997] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:29:54.683756] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:29:54.687270] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:29:54.687356] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:29:57.692443] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:29:57.696973] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:29:57.701241] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:29:57.705830] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:29:57.705949] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:30:00.711267] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:30:00.714894] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:30:00.718397] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:30:00.721838] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:30:00.721984] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:30:03.728678] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:30:03.733842] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:30:03.739549] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:30:03.744283] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:30:03.744460] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:30:06.749559] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:30:06.753920] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:30:06.757339] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:30:06.761010] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:30:06.761086] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:30:09.766018] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:30:09.770369] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:30:09.774211] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:30:09.777475] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:30:09.777550] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:30:12.783333] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:30:12.792180] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:30:12.796984] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:30:12.800500] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:30:12.800579] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:30:15.806668] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:30:15.810833] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:30:15.814639] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:30:15.819064] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:30:15.819163] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:30:18.826226] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:30:18.831916] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:30:18.835659] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:30:18.839274] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:30:18.839371] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:30:21.845230] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:30:21.849237] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:30:21.852621] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:30:21.855985] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:30:21.856077] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:30:24.860754] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:30:24.865589] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:30:24.870824] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:30:24.875199] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:30:24.875326] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:30:27.880478] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:30:27.884401] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:30:27.888502] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:30:27.892510] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:30:27.892623] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:30:30.897623] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:30:30.901893] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:30:30.905997] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:30:30.910008] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:30:30.910164] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:30:33.916343] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:30:33.921607] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:30:33.926390] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:30:33.931270] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:30:33.931413] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:30:36.937255] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:30:36.942373] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:30:36.947053] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:30:36.951724] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:30:36.951845] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:30:39.957252] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:30:39.961932] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:30:39.966445] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:30:39.976565] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:30:39.976797] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:30:42.981571] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:30:42.985471] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:30:42.989266] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:30:42.992925] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:30:42.993036] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:30:45.997204] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:30:46.000585] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:30:46.003775] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:30:46.007500] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:30:46.007574] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:30:49.013172] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:30:49.018634] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:30:49.023919] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:30:49.029525] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:30:49.029696] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:30:52.034094] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:30:52.037503] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:30:52.040753] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:30:52.043947] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:30:52.044027] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:30:55.049145] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:30:55.054366] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:30:55.059056] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:30:55.062942] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:30:55.063059] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:30:58.067351] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:30:58.074233] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:30:58.078051] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:30:58.081687] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:30:58.081780] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:31:01.086245] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:31:01.090224] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:31:01.094551] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:31:01.098796] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:31:01.098896] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:31:04.104462] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:31:04.108759] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:31:04.113163] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:31:04.117555] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:31:04.117770] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:31:07.123599] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:31:07.127590] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:31:07.132342] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:31:07.136980] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:31:07.137115] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:31:10.145864] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:31:10.151545] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:31:10.157520] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:31:10.164993] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:31:10.165159] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:31:13.171141] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:31:13.175012] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:31:13.179895] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:31:13.184434] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:31:13.184748] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:31:16.189348] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:31:16.192881] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:31:16.196213] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:31:16.199499] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:31:16.199583] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:31:19.206201] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:31:19.212379] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:31:19.218553] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:31:19.223999] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:31:19.224201] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:31:22.228991] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:31:22.232723] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:31:22.236165] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:31:22.240256] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:31:22.240342] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:31:25.245486] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:31:25.249467] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:31:25.252944] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:31:25.256552] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:31:25.256634] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:31:28.261546] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:31:28.264977] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:31:28.268237] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:31:28.271418] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:31:28.271494] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:31:31.276809] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:31:31.280963] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:31:31.286216] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:31:31.291730] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:31:31.291936] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:31:34.296867] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:31:34.300429] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:31:34.303842] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:31:34.307137] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:31:34.307236] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:31:37.312943] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:31:37.316723] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:31:37.320447] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:31:37.324340] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:31:37.324455] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:31:40.330536] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:31:40.334881] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:31:40.338488] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:31:40.342979] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:31:40.343080] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:31:43.348851] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:31:43.352690] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:31:43.356305] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:31:43.360299] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:31:43.360396] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:31:46.366293] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:31:46.375559] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:31:46.380499] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:31:46.385406] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:31:46.385540] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:31:49.390065] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:31:49.424927] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:31:49.458774] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:31:49.492797] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:31:49.492889] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:31:52.529149] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:31:52.534139] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:31:52.539060] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:31:52.544073] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:31:52.544219] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:31:55.549333] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:31:55.553285] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:31:55.557021] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:31:55.560579] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:31:55.560716] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:31:58.570784] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:31:58.575971] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:31:58.580742] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:31:58.584400] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:31:58.584484] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:32:01.590178] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:32:01.594575] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:32:01.598264] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:32:01.601905] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:32:01.601987] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:32:04.607289] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:32:04.610724] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:32:04.613960] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:32:04.618190] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:32:04.618297] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:32:07.623287] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:32:07.627174] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:32:07.630949] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:32:07.634916] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:32:07.635050] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:32:10.641175] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:32:10.646236] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:32:10.651145] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:32:10.656516] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:32:10.656675] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:32:13.662586] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:32:13.666584] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:32:13.670529] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:32:13.674563] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:32:13.674712] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:32:16.681671] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:32:16.686226] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:32:16.690071] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:32:16.693933] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:32:16.694043] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:32:19.701927] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:32:19.707908] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:32:19.714601] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:32:19.723177] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:32:19.723323] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:32:22.727921] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:32:22.731461] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:32:22.734947] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:32:22.738437] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:32:22.738525] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:32:25.743338] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:32:25.746800] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:32:25.750522] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:32:25.754138] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:32:25.754223] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:32:28.759033] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:32:28.762910] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:32:28.766696] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:32:28.770282] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:32:28.770382] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:32:31.775412] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:32:31.779114] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:32:31.782457] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:32:31.786332] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:32:31.786463] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:32:34.793668] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:32:34.799373] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:32:34.805959] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:32:34.811304] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:32:34.811489] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:32:37.817612] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:32:37.824002] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:32:37.828409] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:32:37.832732] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:32:37.832820] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:32:40.838252] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:32:40.842271] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:32:40.846047] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:32:40.849983] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:32:40.850094] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:32:43.854935] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:32:43.858528] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:32:43.861990] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:32:43.865307] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:32:43.865394] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:32:46.870221] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:32:46.873762] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:32:46.877139] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:32:46.880684] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:32:46.880771] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:32:49.886091] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:32:49.890016] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:32:49.893549] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:32:49.896879] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:32:49.896951] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:32:52.902616] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:32:52.906509] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:32:52.910458] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:32:52.913766] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:32:52.913839] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:32:55.918161] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:32:55.921506] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:32:55.924733] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:32:55.927959] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:32:55.928036] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:32:58.933809] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:32:58.939486] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:32:58.946268] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:32:58.952492] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:32:58.952635] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:33:01.957602] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:33:01.961923] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:33:01.965416] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:33:01.968871] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:33:01.968943] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:33:04.974244] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:33:04.978106] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:33:04.981995] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:33:04.985528] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:33:04.985603] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:33:07.991598] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:33:07.996083] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:33:08.001011] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:33:08.005032] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:33:08.005177] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:33:11.011591] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:33:11.017136] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:33:11.021628] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:33:11.025281] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:33:11.025390] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:33:14.030889] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:33:14.034851] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:33:14.038556] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:33:14.042375] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:33:14.042491] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:33:17.047413] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:33:17.051244] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:33:17.054766] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:33:17.058207] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:33:17.058328] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:33:20.063886] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:33:20.067569] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:33:20.071719] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:33:20.075564] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:33:20.075672] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:33:23.080359] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:33:23.084130] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:33:23.088358] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:33:23.091974] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:33:23.092052] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:33:26.098779] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:33:26.102895] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:33:26.106446] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:33:26.110636] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:33:26.110768] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:33:29.116163] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:33:29.120076] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:33:29.123567] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:33:29.128437] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:33:29.128559] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:33:32.133450] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:33:32.137507] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:33:32.141067] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:33:32.146128] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:33:32.146307] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:33:35.151003] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:33:35.156163] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:33:35.160340] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:33:35.165286] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:33:35.165459] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:33:38.172590] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:33:38.177621] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:33:38.182404] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:33:38.186565] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:33:38.186698] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:33:41.193825] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:33:41.199083] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:33:41.203893] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:33:41.208055] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:33:41.208209] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:33:44.214089] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:33:44.218113] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:33:44.222792] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:33:44.227158] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:33:44.227271] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:33:47.233181] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:33:47.237833] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:33:47.241947] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:33:47.246753] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:33:47.246932] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:33:50.253694] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:33:50.259054] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:33:50.264204] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:33:50.268299] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:33:50.268387] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:33:53.274969] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:33:53.279135] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:33:53.282839] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:33:53.288156] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:33:53.288317] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:33:56.294094] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:33:56.298078] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:33:56.302870] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:33:56.307091] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:33:56.307190] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:33:59.313077] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:33:59.316862] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:33:59.320496] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:33:59.325172] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:33:59.325354] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:34:02.331431] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:34:02.335913] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:34:02.340485] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:34:02.345251] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:34:02.345436] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:34:05.351520] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:34:05.356242] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:34:05.361199] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:34:05.365298] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:34:05.365381] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:34:08.372053] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:34:08.376221] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:34:08.380173] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:34:08.383683] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:34:08.383772] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:34:11.390801] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:34:11.395412] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:34:11.399290] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:34:11.402724] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:34:11.402807] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:34:14.408618] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:34:14.413265] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:34:14.417867] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:34:14.421432] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:34:14.421530] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:34:17.427009] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:34:17.430999] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:34:17.434905] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:34:17.438988] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:34:17.439087] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:34:20.443833] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:34:20.447307] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:34:20.450710] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:34:20.453974] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:34:20.454054] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:34:23.458912] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:34:23.462392] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:34:23.465794] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:34:23.469140] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:34:23.469218] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:34:26.476262] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:34:26.480318] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:34:26.483770] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:34:26.487752] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:34:26.487834] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:34:29.492303] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:34:29.495816] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:34:29.499123] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:34:29.502335] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:34:29.502413] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:34:32.507226] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:34:32.510801] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:34:32.514357] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:34:32.517737] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:34:32.517812] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:34:35.522830] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:34:35.526558] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:34:35.529850] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:34:35.533906] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:34:35.534038] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:34:38.539916] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:34:38.544432] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:34:38.549781] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:34:38.553936] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:34:38.554072] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:34:41.558910] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:34:41.563293] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:34:41.567520] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:34:41.571369] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:34:41.571502] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:34:44.576753] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:34:44.580498] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:34:44.584238] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:34:44.588296] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:34:44.588389] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:34:47.595117] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:34:47.601321] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:34:47.612614] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:34:47.619102] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:34:47.619261] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:34:50.624169] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:34:50.627811] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:34:50.631222] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:34:50.634769] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:34:50.634852] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:34:53.640908] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:34:53.644832] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:34:53.648372] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:34:53.652108] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:34:53.652217] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:34:56.656724] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:34:56.660898] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:34:56.664420] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:34:56.668182] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:34:56.668285] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:34:59.673793] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:34:59.680807] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:34:59.684367] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:34:59.687856] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:34:59.687932] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:35:02.693312] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:35:02.702722] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:35:02.708356] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:35:02.714024] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:35:02.714177] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:35:05.719498] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:35:05.722965] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:35:05.726553] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:35:05.730155] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:35:05.730229] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:35:08.735994] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:35:08.740174] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:35:08.744930] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:35:08.749770] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:35:08.749930] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:35:11.756779] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:35:11.761415] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:35:11.766557] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:35:11.771108] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:35:11.771314] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:35:14.777018] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:35:14.780817] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:35:14.784271] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:35:14.787943] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:35:14.788042] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:35:17.794048] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:35:17.798940] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:35:17.803401] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:35:17.807319] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:35:17.807417] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:35:20.812197] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:35:20.815849] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:35:20.819290] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:35:20.822620] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:35:20.822736] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:35:23.827672] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:35:23.831328] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:35:23.834798] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:35:23.838460] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:35:23.838551] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:35:26.843507] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:35:26.847423] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:35:26.851210] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:35:26.855280] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:35:26.855399] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:35:29.860522] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:35:29.864168] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:35:29.868228] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:35:29.871711] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:35:29.871789] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:35:32.877582] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:35:32.881166] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:35:32.884718] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:35:32.888085] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:35:32.888166] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:35:35.894619] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:35:35.899009] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:35:35.903560] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:35:35.907308] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:35:35.907393] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:35:38.911485] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:35:38.916180] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:35:38.921351] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:35:38.926633] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:35:38.927025] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:35:41.933277] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:35:41.937347] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:35:41.940964] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:35:41.946859] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:35:41.947065] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:35:44.952921] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:35:44.957304] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:35:44.961167] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:35:44.964994] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:35:44.965089] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:35:47.970048] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:35:47.973388] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:35:47.976683] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:35:47.979931] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:35:47.980015] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:35:50.985163] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:35:50.989145] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:35:50.992820] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:35:50.996470] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:35:50.996566] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:35:54.001811] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:35:54.005521] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:35:54.009239] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:35:54.012946] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:35:54.013044] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:35:57.018417] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:35:57.022089] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:35:57.025608] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:35:57.029146] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:35:57.029231] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:36:00.035322] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:36:00.040515] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:36:00.045392] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:36:00.050448] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:36:00.050572] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:36:03.056191] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:36:03.060189] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:36:03.063450] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:36:03.066981] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:36:03.067075] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:36:06.072031] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:36:06.076103] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:36:06.079533] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:36:06.083129] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:36:06.083229] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:36:09.088284] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:36:09.092271] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:36:09.096028] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:36:09.099695] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:36:09.099802] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:36:12.104697] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:36:12.108131] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:36:12.111452] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:36:12.114924] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:36:12.115003] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:36:15.121196] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:36:15.125413] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:36:15.128897] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:36:15.132153] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:36:15.132227] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:36:18.137968] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:36:18.142905] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:36:18.147629] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:36:18.152259] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:36:18.152381] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:36:21.157064] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:36:21.160564] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:36:21.163818] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:36:21.167132] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:36:21.167217] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:36:24.172311] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:36:24.176199] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:36:24.181416] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:36:24.186595] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:36:24.186955] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:36:27.192050] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:36:27.196358] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:36:27.200473] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:36:27.204344] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:36:27.204468] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:36:30.209695] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:36:30.213116] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:36:30.216322] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:36:30.219678] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:36:30.219761] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:36:33.225324] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:36:33.229696] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:36:33.233556] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:36:33.237241] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:36:33.237356] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:36:36.242097] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:36:36.245982] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:36:36.249473] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:36:36.252889] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:36:36.252989] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:36:39.257557] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:36:39.261852] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:36:39.265570] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:36:39.269556] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:36:39.269672] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:36:42.274831] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:36:42.278305] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:36:42.281693] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:36:42.285176] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:36:42.285267] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:36:45.290096] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:36:45.293615] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:36:45.297046] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:36:45.300351] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:36:45.300438] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:36:48.306136] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:36:48.310118] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:36:48.313466] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:36:48.316944] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:36:48.317048] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:36:51.322552] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:36:51.325924] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:36:51.330125] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:36:51.334127] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:36:51.334202] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:36:54.339091] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:36:54.342530] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:36:54.346296] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:36:54.349775] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:36:54.349851] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:36:57.354367] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:36:57.357803] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:36:57.361094] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:36:57.364380] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:36:57.364460] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:37:00.369669] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:37:00.373178] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:37:00.376553] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:37:00.380101] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:37:00.380184] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:37:03.384216] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:37:03.387491] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:37:03.390672] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:37:03.393843] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:37:03.393916] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:37:06.399004] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:37:06.403219] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:37:06.407154] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:37:06.410975] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:37:06.411087] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:37:09.416210] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:37:09.420590] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:37:09.426119] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:37:09.431516] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:37:09.431686] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:37:12.436610] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:37:12.440716] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:37:12.444806] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:37:12.448844] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:37:12.448968] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:37:15.453577] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:37:15.458192] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:37:15.462115] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:37:15.465346] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:37:15.465420] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:37:18.471591] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:37:18.475221] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:37:18.479120] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:37:18.483824] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:37:18.484024] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:37:21.488857] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:37:21.492407] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:37:21.495782] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:37:21.499961] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:37:21.500082] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:37:24.507626] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:37:24.513790] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:37:24.518968] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:37:24.523274] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:37:24.523378] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:37:27.530356] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:37:27.535225] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:37:27.540667] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:37:27.545786] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:37:27.545939] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:37:30.552147] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:37:30.556681] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:37:30.561294] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:37:30.565506] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:37:30.565626] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:37:33.570383] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:37:33.574552] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:37:33.578386] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:37:33.582289] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:37:33.582378] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:37:36.586874] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:37:36.590406] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:37:36.593775] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:37:36.597307] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:37:36.597402] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:37:39.603302] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:37:39.607798] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:37:39.612481] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:37:39.616357] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:37:39.616442] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:37:42.622236] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:37:42.626913] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:37:42.634235] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:37:42.638542] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:37:42.638658] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:37:45.643196] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:37:45.647556] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:37:45.652481] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:37:45.656859] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:37:45.656958] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:37:48.662677] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:37:48.667063] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:37:48.670498] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:37:48.673879] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:37:48.673973] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:37:51.678421] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:37:51.681870] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:37:51.685260] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:37:51.688457] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:37:51.688533] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:37:54.693607] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:37:54.697323] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:37:54.700791] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:37:54.704130] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:37:54.704205] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:37:57.708821] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:37:57.712301] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:37:57.715743] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:37:57.719317] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:37:57.719410] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:38:00.728563] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:38:00.734403] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:38:00.738969] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:38:00.743609] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:38:00.743750] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:38:03.749765] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:38:03.753715] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:38:03.757479] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:38:03.760781] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:38:03.760867] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:38:06.767363] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:38:06.771990] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:38:06.775829] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:38:06.780734] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:38:06.780931] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:38:09.785728] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:38:09.789764] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:38:09.793578] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:38:09.797455] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:38:09.797591] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:38:12.804245] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:38:12.809746] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:38:12.815148] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:38:12.820540] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:38:12.820831] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:38:15.826445] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:38:15.830378] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:38:15.834420] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:38:15.838013] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:38:15.838104] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:38:18.843871] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:38:18.847884] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:38:18.851445] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:38:18.854820] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:38:18.854906] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:38:21.859713] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:38:21.863664] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:38:21.867328] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:38:21.870965] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:38:21.871055] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:38:24.876931] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:38:24.881769] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:38:24.885462] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:38:24.889034] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:38:24.889122] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:38:27.893779] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:38:27.897555] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:38:27.900998] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:38:27.904449] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:38:27.904535] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:38:30.910791] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:38:30.916036] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:38:30.920561] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:38:30.925426] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:38:30.925544] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:38:33.930399] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:38:33.934003] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:38:33.938151] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:38:33.942053] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:38:33.942160] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:38:36.949348] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:38:36.953791] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:38:36.957825] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:38:36.961504] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:38:36.961627] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:38:39.968006] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:38:39.972618] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:38:39.976264] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:38:39.979557] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:38:39.979639] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:38:42.987703] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:38:42.993562] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:38:42.998316] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:38:43.002303] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:38:43.002409] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:38:46.008409] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:38:46.012567] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:38:46.016822] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:38:46.021259] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:38:46.021379] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:38:49.026513] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:38:49.030775] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:38:49.034791] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:38:49.039021] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:38:49.039140] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:38:52.044627] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:38:52.048574] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:38:52.052403] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:38:52.056480] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:38:52.056612] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:38:55.062106] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:38:55.066041] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:38:55.070031] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:38:55.074106] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:38:55.074240] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:38:58.078982] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:38:58.083211] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:38:58.087486] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:38:58.091317] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:38:58.091430] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:39:01.096999] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:39:01.101759] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:39:01.107169] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:39:01.112114] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:39:01.112231] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:39:04.120087] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:39:04.126414] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:39:04.131588] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:39:04.136207] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:39:04.136315] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:39:07.141336] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:39:07.145080] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:39:07.148794] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:39:07.152400] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:39:07.152498] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:39:10.157669] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:39:10.161794] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:39:10.165697] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:39:10.169461] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:39:10.169559] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:39:13.173890] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:39:13.177200] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:39:13.180386] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:39:13.183551] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:39:13.183626] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:39:16.189488] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:39:16.193093] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:39:16.196427] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:39:16.199955] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:39:16.200034] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:39:19.205747] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:39:19.209851] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:39:19.214806] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:39:19.219152] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:39:19.219247] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:39:22.225458] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:39:22.229938] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:39:22.234624] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:39:22.238747] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:39:22.238828] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:39:25.243941] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:39:25.248617] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:39:25.253055] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:39:25.256995] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:39:25.257095] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:39:28.262675] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:39:28.268373] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:39:28.272404] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:39:28.276098] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:39:28.276190] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:39:31.282601] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:39:31.288131] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:39:31.294622] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:39:31.300576] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:39:31.300749] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:39:34.307944] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:39:34.313077] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:39:34.318237] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:39:34.323678] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:39:34.323791] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:39:37.330119] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:39:37.334797] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:39:37.338825] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:39:37.343006] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:39:37.343126] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:39:40.348871] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:39:40.353286] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:39:40.357319] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:39:40.362202] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:39:40.362405] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:39:43.368379] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:39:43.372593] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:39:43.377664] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:39:43.382187] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:39:43.382290] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:39:46.388490] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:39:46.392399] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:39:46.397336] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:39:46.401286] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:39:46.401374] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:39:49.405986] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:39:49.410564] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:39:49.414506] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:39:49.420994] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:39:49.421084] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:39:52.426102] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:39:52.430009] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:39:52.433605] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:39:52.437470] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:39:52.437612] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:39:55.444087] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:39:55.448621] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:39:55.452805] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:39:55.457591] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:39:55.457766] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:39:58.462626] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:39:58.466507] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:39:58.470369] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:39:58.474241] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:39:58.474347] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:40:01.479860] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:40:01.483504] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:40:01.486862] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:40:01.490230] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:40:01.490311] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:40:04.497341] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:40:04.502134] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:40:04.506027] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:40:04.509423] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:40:04.509503] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:40:07.516076] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:40:07.520554] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:40:07.525877] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:40:07.530726] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:40:07.530874] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:40:10.535328] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:40:10.539074] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:40:10.542476] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:40:10.545760] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:40:10.545837] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:40:13.550687] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:40:13.554376] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:40:13.557928] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:40:13.561231] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:40:13.561305] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:40:16.566040] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:40:16.569471] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:40:16.572834] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:40:16.576276] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:40:16.576356] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:40:19.581242] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:40:19.584810] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:40:19.588222] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:40:19.591660] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:40:19.591754] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:40:22.598362] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:40:22.604370] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:40:22.609760] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:40:22.614890] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:40:22.615046] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:40:25.622551] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:40:25.628546] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:40:25.634618] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:40:25.639314] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:40:25.639405] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:40:28.644634] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:40:28.648705] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:40:28.652619] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:40:28.656936] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:40:28.657075] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:40:31.661972] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:40:31.665383] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:40:31.668927] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:40:31.672401] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:40:31.672474] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:40:34.678845] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:40:34.683152] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:40:34.687474] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:40:34.691374] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:40:34.691461] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:40:37.696747] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:40:37.700234] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:40:37.703575] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:40:37.707841] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:40:37.707961] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:40:40.712525] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:40:40.716195] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:40:40.719955] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:40:40.723748] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:40:40.723871] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:40:43.733211] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:40:43.737751] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:40:43.742258] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:40:43.746688] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:40:43.746774] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:40:46.752780] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:40:46.758713] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:40:46.764912] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:40:46.769965] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:40:46.770089] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:40:49.777874] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:40:49.783191] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:40:49.786806] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:40:49.790426] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:40:49.790507] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:40:52.795466] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:40:52.799466] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:40:52.803502] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:40:52.807586] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:40:52.807722] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:40:55.812487] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:40:55.815977] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:40:55.819407] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:40:55.822856] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:40:55.822937] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:40:58.828612] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:40:58.832841] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:40:58.836527] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:40:58.840770] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:40:58.840934] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:41:01.847560] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:41:01.852901] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:41:01.858424] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:41:01.864150] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:41:01.864296] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:41:04.869825] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:41:04.874628] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:41:04.878427] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:41:04.882770] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:41:04.882962] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:41:07.889272] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:41:07.893565] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:41:07.897145] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:41:07.900542] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:41:07.900620] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:41:10.905689] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:41:10.910318] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:41:10.914903] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:41:10.919247] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:41:10.919337] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:41:13.924246] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:41:13.928120] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:41:13.932083] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:41:13.936146] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:41:13.936267] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:41:16.941836] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:41:16.948551] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:41:16.953435] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:41:16.957815] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:41:16.957923] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:41:19.963058] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:41:19.967242] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:41:19.971188] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:41:19.974910] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:41:19.975013] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:41:22.980790] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:41:22.985240] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:41:22.989954] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:41:22.994226] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:41:22.994343] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:41:26.000730] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:41:26.005517] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:41:26.010609] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:41:26.015517] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:41:26.015731] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:41:29.020871] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:41:29.024444] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:41:29.028029] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:41:29.031605] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:41:29.031725] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:41:32.036905] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:41:32.040512] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:41:32.044593] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:41:32.048296] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:41:32.048383] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:41:35.053978] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:41:35.059379] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:41:35.064458] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:41:35.068513] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:41:35.068594] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:41:38.073918] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:41:38.078022] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:41:38.081486] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:41:38.084887] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:41:38.084972] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:41:41.091436] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:41:41.095868] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:41:41.100384] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:41:41.104298] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:41:41.104407] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:41:44.110066] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:41:44.115210] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:41:44.120528] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:41:44.124317] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:41:44.124414] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:41:47.130960] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:41:47.136296] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:41:47.140480] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:41:47.144485] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:41:47.144572] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:41:50.151296] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:41:50.187910] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:41:50.223899] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:41:50.260058] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:41:50.260217] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:41:53.299597] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:41:53.305484] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:41:53.310442] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:41:53.315420] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:41:53.315595] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:41:56.320766] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:41:56.325024] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:41:56.329131] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:41:56.333316] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:41:56.333449] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:41:59.338992] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:41:59.343577] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:41:59.348432] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:41:59.352822] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:41:59.352971] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:42:02.358235] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:42:02.362353] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:42:02.366002] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:42:02.369753] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:42:02.369848] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:42:05.374571] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:42:05.378097] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:42:05.381504] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:42:05.384843] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:42:05.384920] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:42:08.392154] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:42:08.397626] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:42:08.403043] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:42:08.407950] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:42:08.408080] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:42:11.412865] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:42:11.416468] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:42:11.419950] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:42:11.423503] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:42:11.423594] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:42:14.428988] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:42:14.434084] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:42:14.439267] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:42:14.443850] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:42:14.443978] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:42:17.448702] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:42:17.452983] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:42:17.456799] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:42:17.460244] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:42:17.460347] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:42:20.469142] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:42:20.474267] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:42:20.479180] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:42:20.483537] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:42:20.483657] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:42:23.492320] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:42:23.498489] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:42:23.505303] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:42:23.510713] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:42:23.510878] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:42:26.521300] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:42:26.527245] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:42:26.532001] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:42:26.535633] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:42:26.535756] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:42:29.540982] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:42:29.545146] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:42:29.548747] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:42:29.552267] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:42:29.552368] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:42:32.558797] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:42:32.562886] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:42:32.566276] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:42:32.569557] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:42:32.569633] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:42:35.574614] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:42:35.578333] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:42:35.582247] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:42:35.587235] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:42:35.587353] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:42:38.592534] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:42:38.596325] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:42:38.599927] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:42:38.603556] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:42:38.603629] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:42:41.608114] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:42:41.611684] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:42:41.615426] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:42:41.618875] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:42:41.618964] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:42:44.624335] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:42:44.628020] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:42:44.632704] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:42:44.637405] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:42:44.637586] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:42:47.643267] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:42:47.647538] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:42:47.651094] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:42:47.654893] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:42:47.654969] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:42:50.660552] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:42:50.664225] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:42:50.667586] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:42:50.670916] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:42:50.670993] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:42:53.677028] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:42:53.681569] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:42:53.686007] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:42:53.690296] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:42:53.690426] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:42:56.696140] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:42:56.700885] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:42:56.705021] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:42:56.709382] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:42:56.709482] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:42:59.714491] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:42:59.718349] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:42:59.721899] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:42:59.725514] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:42:59.725626] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:43:02.731290] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:43:02.735105] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:43:02.738503] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:43:02.743083] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:43:02.743297] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:43:05.749557] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:43:05.753891] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:43:05.757863] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:43:05.762702] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:43:05.762910] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:43:08.767535] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:43:08.771419] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:43:08.775307] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:43:08.779216] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:43:08.779301] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:43:11.785389] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:43:11.789137] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:43:11.792600] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:43:11.796082] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:43:11.796163] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:43:14.802312] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:43:14.808222] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:43:14.812677] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:43:14.816999] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:43:14.817088] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:43:17.823418] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:43:17.827447] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:43:17.831291] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:43:17.835278] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:43:17.835368] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:43:20.841771] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:43:20.846150] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:43:20.850914] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:43:20.854637] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:43:20.854737] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:43:23.860126] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:43:23.864477] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:43:23.869023] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:43:23.873295] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:43:23.873421] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:43:26.878120] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:43:26.883324] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:43:26.887576] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:43:26.891304] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:43:26.891382] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:43:29.896337] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:43:29.900140] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:43:29.904287] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:43:29.908205] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:43:29.908286] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:43:32.913410] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:43:32.917257] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:43:32.921077] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:43:32.924973] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:43:32.925047] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:43:35.929675] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:43:35.933118] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:43:35.936381] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:43:35.939761] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:43:35.939842] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:43:38.945551] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:43:38.952288] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:43:38.956068] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:43:38.959727] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:43:38.959807] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:43:41.965704] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:43:41.969932] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:43:41.973608] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:43:41.977838] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:43:41.978002] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:43:44.982226] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:43:44.985757] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:43:44.989157] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:43:44.992498] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:43:44.992576] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:43:47.997328] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:43:48.001012] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:43:48.004884] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:43:48.008720] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:43:48.008822] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:43:51.013379] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:43:51.017298] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:43:51.021263] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:43:51.025008] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:43:51.025115] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:43:54.030588] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:43:54.034604] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:43:54.039234] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:43:54.043816] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:43:54.043932] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:43:57.051178] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:43:57.056258] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:43:57.061877] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:43:57.066233] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:43:57.066374] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:44:00.073111] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:44:00.078732] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:44:00.082832] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:44:00.086529] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:44:00.086630] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:44:03.094366] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:44:03.099637] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:44:03.104629] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:44:03.109604] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:44:03.109771] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:44:06.115791] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:44:06.120976] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:44:06.125743] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:44:06.130257] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:44:06.130417] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:44:09.136480] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:44:09.140339] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:44:09.143765] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:44:09.147228] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:44:09.147305] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:44:12.153660] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:44:12.159032] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:44:12.163482] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:44:12.168024] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:44:12.168238] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:44:15.174004] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:44:15.179314] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:44:15.184231] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:44:15.188335] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:44:15.188456] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:44:18.193538] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:44:18.197788] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:44:18.201621] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:44:18.205828] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:44:18.205940] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:44:21.210856] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:44:21.214720] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:44:21.218329] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:44:21.221890] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:44:21.221984] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:44:24.226931] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:44:24.231074] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:44:24.234438] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:44:24.237974] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:44:24.238052] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:44:27.243212] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:44:27.246897] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:44:27.250898] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:44:27.255230] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:44:27.255357] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:44:30.260272] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:44:30.263695] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:44:30.266957] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:44:30.270381] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:44:30.270459] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:44:33.275327] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:44:33.278875] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:44:33.282247] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:44:33.285501] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:44:33.285578] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:44:36.290349] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:44:36.294025] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:44:36.297341] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:44:36.300752] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:44:36.300826] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:44:39.306562] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:44:39.310151] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:44:39.313562] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:44:39.316956] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:44:39.317072] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:44:42.322630] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:44:42.326479] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:44:42.330793] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:44:42.334742] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:44:42.334821] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:44:45.341984] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:44:45.347127] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:44:45.351392] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:44:45.355137] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:44:45.355239] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:44:48.359959] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:44:48.363998] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:44:48.369112] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:44:48.374477] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:44:48.374609] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:44:51.380621] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:44:51.385603] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:44:51.390595] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:44:51.395333] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:44:51.395500] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:44:54.400256] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:44:54.404659] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:44:54.409212] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:44:54.413977] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:44:54.414108] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:44:57.419162] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:44:57.424120] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:44:57.428910] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:44:57.434298] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:44:57.434463] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:45:00.441282] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:45:00.446221] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:45:00.450709] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:45:00.455192] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:45:00.455318] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:45:03.461994] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:45:03.467699] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:45:03.471737] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:45:03.475519] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:45:03.475628] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:45:06.480898] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:45:06.484676] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:45:06.488283] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:45:06.491913] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:45:06.492018] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:45:09.497015] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:45:09.501260] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:45:09.505301] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:45:09.508730] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:45:09.508807] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:45:12.515215] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:45:12.520336] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:45:12.525082] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:45:12.529453] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:45:12.529574] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:45:15.534702] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:45:15.538288] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:45:15.542335] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:45:15.545688] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:45:15.545770] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:45:18.550461] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:45:18.553959] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:45:18.557153] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:45:18.560375] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:45:18.560451] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:45:21.564724] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:45:21.568582] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:45:21.572307] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:45:21.575936] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:45:21.576028] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:45:24.580936] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:45:24.584999] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:45:24.588409] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:45:24.592161] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:45:24.592278] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:45:27.598308] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:45:27.603300] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:45:27.607455] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:45:27.611297] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:45:27.611403] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:45:30.616069] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:45:30.619817] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:45:30.623546] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:45:30.627261] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:45:30.627349] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:45:33.632074] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:45:33.635929] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:45:33.639157] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:45:33.642713] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:45:33.642788] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:45:36.649399] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:45:36.655176] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:45:36.660933] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:45:36.666041] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:45:36.666202] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:45:39.672011] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:45:39.676761] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:45:39.681539] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:45:39.686323] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:45:39.686445] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:45:42.692352] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:45:42.697359] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:45:42.702588] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:45:42.706520] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:45:42.706622] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:45:45.711745] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:45:45.715895] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:45:45.719529] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:45:45.723025] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:45:45.723113] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:45:48.728820] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:45:48.733467] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:45:48.738096] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:45:48.742703] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:45:48.742827] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:45:51.747633] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:45:51.751341] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:45:51.754999] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:45:51.758946] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:45:51.759080] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:45:54.764729] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:45:54.768361] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:45:54.771783] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:45:54.775111] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:45:54.775189] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:45:57.780703] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:45:57.786326] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:45:57.790734] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:45:57.794540] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:45:57.794680] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:46:00.800763] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:46:00.804865] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:46:00.808343] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:46:00.811739] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:46:00.811818] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:46:03.816703] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:46:03.820612] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:46:03.824251] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:46:03.827758] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:46:03.827840] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:46:06.833013] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:46:06.837002] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:46:06.840669] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:46:06.844381] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:46:06.844504] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:46:09.849441] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:46:09.853235] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:46:09.857114] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:46:09.861050] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:46:09.861132] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:46:12.866203] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:46:12.869906] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:46:12.874353] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:46:12.878031] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:46:12.878119] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:46:15.883601] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:46:15.888280] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:46:15.892320] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:46:15.895906] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:46:15.895993] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:46:18.900733] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:46:18.904335] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:46:18.908025] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:46:18.911677] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:46:18.911793] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:46:21.916362] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:46:21.920260] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:46:21.923964] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:46:21.927409] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:46:21.927504] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:46:24.932205] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:46:24.935789] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:46:24.939348] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:46:24.942753] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:46:24.942837] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:46:27.947245] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:46:27.950728] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:46:27.954352] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:46:27.957856] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:46:27.957933] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:46:30.963566] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:46:30.968347] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:46:30.972488] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:46:30.977220] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:46:30.977337] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:46:33.982685] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:46:33.987760] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:46:33.992592] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:46:33.997633] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:46:33.997789] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:46:37.002829] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:46:37.007100] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:46:37.011093] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:46:37.015044] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:46:37.015165] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:46:40.020541] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:46:40.025209] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:46:40.029014] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:46:40.032482] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:46:40.032581] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:46:43.038043] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:46:43.042508] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:46:43.046917] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:46:43.051391] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:46:43.051509] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:46:46.056035] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:46:46.059774] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:46:46.063263] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:46:46.066866] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:46:46.066960] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:46:49.072923] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:46:49.077032] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:46:49.081338] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:46:49.085576] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:46:49.085729] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:46:52.091354] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:46:52.095264] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:46:52.099217] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:46:52.103780] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:46:52.103949] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:46:55.110732] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:46:55.116391] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:46:55.122344] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:46:55.127935] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:46:55.128095] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:46:58.134739] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:46:58.140180] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:46:58.145224] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:46:58.149593] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:46:58.149723] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:47:01.154440] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:47:01.158230] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:47:01.161768] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:47:01.165186] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:47:01.165285] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:47:04.169962] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:47:04.173301] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:47:04.176546] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:47:04.179924] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:47:04.180004] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:47:07.184978] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:47:07.189186] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:47:07.193139] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:47:07.197063] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:47:07.197177] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:47:10.202471] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:47:10.209190] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:47:10.214562] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:47:10.218836] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:47:10.218960] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:47:13.224408] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:47:13.228173] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:47:13.231798] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:47:13.235450] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:47:13.235530] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:47:16.241594] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:47:16.246702] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:47:16.250928] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:47:16.255089] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:47:16.255190] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:47:19.259884] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:47:19.263170] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:47:19.266391] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:47:19.269598] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:47:19.269704] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:47:22.274733] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:47:22.278296] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:47:22.281589] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:47:22.284837] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:47:22.284916] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:47:25.290156] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:47:25.294506] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:47:25.298499] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:47:25.302776] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:47:25.302901] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:47:28.307766] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:47:28.311820] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:47:28.315805] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:47:28.319918] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:47:28.320029] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:47:31.326305] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:47:31.331667] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:47:31.337337] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:47:31.342930] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:47:31.343078] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:47:34.349405] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:47:34.353624] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:47:34.357810] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:47:34.361359] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:47:34.361443] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:47:37.368087] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:47:37.372368] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:47:37.376171] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:47:37.380049] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:47:37.380166] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:47:40.387004] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:47:40.391744] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:47:40.396440] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:47:40.400922] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:47:40.401036] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:47:43.406435] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:47:43.410355] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:47:43.413938] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:47:43.417502] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:47:43.417609] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:47:46.422430] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:47:46.426357] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:47:46.430409] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:47:46.434447] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:47:46.434571] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:47:49.439442] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:47:49.443398] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:47:49.447134] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:47:49.450511] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:47:49.450598] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:47:52.455051] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:47:52.458562] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:47:52.461946] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:47:52.465258] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:47:52.465336] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:47:55.470295] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:47:55.474267] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:47:55.478215] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:47:55.482628] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:47:55.482801] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:47:58.487593] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:47:58.491098] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:47:58.494306] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:47:58.497734] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:47:58.497814] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:48:01.502365] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:48:01.506018] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:48:01.509467] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:48:01.512815] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:48:01.512891] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:48:04.517997] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:48:04.522045] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:48:04.525904] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:48:04.529867] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:48:04.529983] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:48:07.535395] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:48:07.539490] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:48:07.543509] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:48:07.547452] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:48:07.547560] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:48:10.554587] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:48:10.562455] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:48:10.568399] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:48:10.573970] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:48:10.574057] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:48:13.580289] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:48:13.585149] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:48:13.590367] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:48:13.594815] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:48:13.594933] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:48:16.600096] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:48:16.603898] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:48:16.610692] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:48:16.615005] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:48:16.615103] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:48:19.620390] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:48:19.624635] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:48:19.628917] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:48:19.633431] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:48:19.633572] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:48:22.639045] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:48:22.642817] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:48:22.646510] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:48:22.650520] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:48:22.650626] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:48:25.656252] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:48:25.660165] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:48:25.664113] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:48:25.668211] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:48:25.668346] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:48:28.674244] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:48:28.678354] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:48:28.682443] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:48:28.686067] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:48:28.686144] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:48:31.692890] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:48:31.697765] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:48:31.701354] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:48:31.706006] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:48:31.706168] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:48:34.713004] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:48:34.717308] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:48:34.721290] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:48:34.725421] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:48:34.725515] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:48:37.731961] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:48:37.736218] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:48:37.739871] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:48:37.743461] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:48:37.743548] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:48:40.750458] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:48:40.755622] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:48:40.760471] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:48:40.765050] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:48:40.765149] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:48:43.770927] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:48:43.775524] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:48:43.779999] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:48:43.784064] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:48:43.784199] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:48:46.790739] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:48:46.794679] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:48:46.798699] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:48:46.802229] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:48:46.802307] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:48:49.806925] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:48:49.813956] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:48:49.817944] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:48:49.822002] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:48:49.822133] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:48:52.827306] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:48:52.831190] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:48:52.834922] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:48:52.838758] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:48:52.838871] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:48:55.844496] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:48:55.848882] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:48:55.853223] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:48:55.857626] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:48:55.857798] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:48:58.862988] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:48:58.867212] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:48:58.870960] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:48:58.875960] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:48:58.876077] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:49:01.881675] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:49:01.885590] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:49:01.889733] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:49:01.894102] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:49:01.894251] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:49:04.898304] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:49:04.901686] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:49:04.906021] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:49:04.910084] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:49:04.910187] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:49:07.917366] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:49:07.922858] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:49:07.927333] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:49:07.930888] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:49:07.930966] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:49:10.941972] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:49:10.952383] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:49:10.959811] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:49:10.966291] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:49:10.966457] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:49:13.972797] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:49:13.976821] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:49:13.980346] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:49:13.984198] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:49:13.984280] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:49:16.991048] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:49:16.995869] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:49:16.999256] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:49:17.003193] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:49:17.003314] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:49:20.008022] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:49:20.011670] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:49:20.015157] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:49:20.018805] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:49:20.018898] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:49:23.024552] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:49:23.028692] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:49:23.032664] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:49:23.036250] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:49:23.036341] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:49:26.041558] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:49:26.045747] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:49:26.049356] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:49:26.052911] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:49:26.053016] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:49:29.057763] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:49:29.061247] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:49:29.064545] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:49:29.067809] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:49:29.067885] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:49:32.073352] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:49:32.077514] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:49:32.081675] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:49:32.085594] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:49:32.085715] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:49:35.092442] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:49:35.096747] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:49:35.100893] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:49:35.106508] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:49:35.106698] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:49:38.111935] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:49:38.115446] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:49:38.119033] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:49:38.122384] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:49:38.122459] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:49:41.127275] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:49:41.131425] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:49:41.135418] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:49:41.139289] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:49:41.139390] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:49:44.144742] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:49:44.148603] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:49:44.152316] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:49:44.156211] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:49:44.156323] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:49:47.160939] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:49:47.164551] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:49:47.168302] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:49:47.172003] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:49:47.172099] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:49:50.177662] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:49:50.183392] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:49:50.188070] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:49:50.191956] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:49:50.192044] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:49:53.196940] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:49:53.200553] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:49:53.204018] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:49:53.207686] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:49:53.207782] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:49:56.213796] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:49:56.218241] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:49:56.222019] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:49:56.225550] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:49:56.225673] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:49:59.232028] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:49:59.236687] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:49:59.240864] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:49:59.244823] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:49:59.244942] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:50:02.251049] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:50:02.256873] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:50:02.262148] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:50:02.266447] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:50:02.266573] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:50:05.271483] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:50:05.275242] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:50:05.279017] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:50:05.282524] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:50:05.282614] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:50:08.287826] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:50:08.291585] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:50:08.295046] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:50:08.298301] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:50:08.298380] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:50:11.303266] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:50:11.307270] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:50:11.310979] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:50:11.314667] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:50:11.314779] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:50:14.319894] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:50:14.323557] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:50:14.327958] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:50:14.332252] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:50:14.332376] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:50:17.339048] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:50:17.345234] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:50:17.350090] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:50:17.354487] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:50:17.354589] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:50:20.359763] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:50:20.363501] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:50:20.367236] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:50:20.371277] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:50:20.371400] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:50:23.376392] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:50:23.380146] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:50:23.383572] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:50:23.387006] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:50:23.387095] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:50:26.393570] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:50:26.398441] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:50:26.402787] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:50:26.406209] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:50:26.406289] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:50:29.412369] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:50:29.416813] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:50:29.421577] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:50:29.425412] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:50:29.425510] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:50:32.431550] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:50:32.436714] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:50:32.442086] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:50:32.447265] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:50:32.447397] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:50:35.452184] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:50:35.455812] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:50:35.459405] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:50:35.462884] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:50:35.462982] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:50:38.468074] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:50:38.471985] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:50:38.476170] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:50:38.480143] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:50:38.480269] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:50:41.484893] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:50:41.488985] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:50:41.493215] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:50:41.497220] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:50:41.497362] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:50:44.502334] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:50:44.506194] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:50:44.509940] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:50:44.513579] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:50:44.513702] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:50:47.518783] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:50:47.522297] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:50:47.525593] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:50:47.528954] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:50:47.529057] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:50:50.533696] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:50:50.537155] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:50:50.540517] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:50:50.544055] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:50:50.544157] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:50:53.550051] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:50:53.554985] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:50:53.559218] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:50:53.562989] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:50:53.563113] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:50:56.568077] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:50:56.572152] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:50:56.576027] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:50:56.579891] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:50:56.579998] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:50:59.584630] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:50:59.589066] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:50:59.592990] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:50:59.596666] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:50:59.596762] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:51:02.602264] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:51:02.606693] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:51:02.611484] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:51:02.615663] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:51:02.615787] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:51:05.621706] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:51:05.626921] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:51:05.631725] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:51:05.636189] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:51:05.636302] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:51:08.643226] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:51:08.648568] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:51:08.653762] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:51:08.659197] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:51:08.659348] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:51:11.664521] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:51:11.668213] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:51:11.671732] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:51:11.675350] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:51:11.675469] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:51:14.680812] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:51:14.684783] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:51:14.689577] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:51:14.693692] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:51:14.693806] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:51:17.698371] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:51:17.702070] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:51:17.705549] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:51:17.709048] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:51:17.709136] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:51:20.713860] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:51:20.717696] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:51:20.721346] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:51:20.725021] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:51:20.725118] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:51:23.730491] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:51:23.734601] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:51:23.738182] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:51:23.741673] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:51:23.741766] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:51:26.746719] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:51:26.751657] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:51:26.755621] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:51:26.759110] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:51:26.759193] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:51:29.764143] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:51:29.767971] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:51:29.772125] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:51:29.775875] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:51:29.775970] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:51:32.781158] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:51:32.784972] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:51:32.789181] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:51:32.793350] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:51:32.793429] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:51:35.798463] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:51:35.802565] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:51:35.806458] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:51:35.810338] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:51:35.810448] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:51:38.815220] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:51:38.819165] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:51:38.823084] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:51:38.827628] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:51:38.827766] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:51:41.832609] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:51:41.836053] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:51:41.839424] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:51:41.842697] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:51:41.842777] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:51:44.848826] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:51:44.852875] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:51:44.856486] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:51:44.859996] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:51:44.860079] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:51:47.865422] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:51:47.869365] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:51:47.873276] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:51:47.877537] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:51:47.877611] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:51:50.882790] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:51:50.886517] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:51:50.889903] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:51:50.893382] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:51:50.893475] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:51:53.900181] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:51:53.904740] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:51:53.908847] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:51:53.913336] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:51:53.913473] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:51:56.918381] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:51:56.922042] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:51:56.926308] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:51:56.930168] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:51:56.930260] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:51:59.935430] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:51:59.939316] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:51:59.943325] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:51:59.947423] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:51:59.947562] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:52:02.952556] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:52:02.956232] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:52:02.959695] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:52:02.963282] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:52:02.963381] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:52:05.968449] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:52:05.972033] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:52:05.975626] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:52:05.979097] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:52:05.979193] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:52:08.985006] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:52:08.988797] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:52:08.992614] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:52:08.996175] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:52:08.996266] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:52:12.001759] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:52:12.006407] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:52:12.012690] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:52:12.018010] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:52:12.018120] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:52:15.022801] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:52:15.026283] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:52:15.029669] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:52:15.032952] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:52:15.033034] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:52:18.038786] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:52:18.043203] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:52:18.047998] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:52:18.052548] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:52:18.052695] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:52:21.057159] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:52:21.060484] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:52:21.064295] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:52:21.067499] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:52:21.067576] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:52:24.071859] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:52:24.075259] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:52:24.078586] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:52:24.081833] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:52:24.081908] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:52:27.086293] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:52:27.089987] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:52:27.093360] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:52:27.097073] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:52:27.097158] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:52:30.101880] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:52:30.105923] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:52:30.109834] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:52:30.113749] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:52:30.113840] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:52:33.118906] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:52:33.122423] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:52:33.125828] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:52:33.129209] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:52:33.129288] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:52:36.134846] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:52:36.139432] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:52:36.143868] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:52:36.148242] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:52:36.148359] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:52:39.152822] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:52:39.156195] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:52:39.159438] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:52:39.162687] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:52:39.162767] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:52:42.167728] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:52:42.171439] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:52:42.174949] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:52:42.178628] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:52:42.178738] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:52:45.184507] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:52:45.189328] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:52:45.193586] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:52:45.198114] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:52:45.198266] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:52:48.205664] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:52:48.212118] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:52:48.219244] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:52:48.225001] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:52:48.225173] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:52:51.231251] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:52:51.234849] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:52:51.238836] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:52:51.242142] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:52:51.242217] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:52:54.247130] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:52:54.250604] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:52:54.253842] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:52:54.257109] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:52:54.257195] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:52:57.263204] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:52:57.268075] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:52:57.273100] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:52:57.278227] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:52:57.278370] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:53:00.282927] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:53:00.286348] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:53:00.292842] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:53:00.296288] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:53:00.296381] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:53:03.302310] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:53:03.307136] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:53:03.311869] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:53:03.316351] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:53:03.316450] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:53:06.321078] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:53:06.324413] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:53:06.327677] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:53:06.330943] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:53:06.331019] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:53:09.335962] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:53:09.339426] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:53:09.342825] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:53:09.346124] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:53:09.346204] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:53:12.352605] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:53:12.357731] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:53:12.362889] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:53:12.367990] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:53:12.368139] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:53:15.374250] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:53:15.378791] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:53:15.382706] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:53:15.386545] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:53:15.386623] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:53:18.391694] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:53:18.396010] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:53:18.400432] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:53:18.404462] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:53:18.404594] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:53:21.408693] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:53:21.412003] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:53:21.415175] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:53:21.418363] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:53:21.418441] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:53:24.425238] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:53:24.429350] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:53:24.432950] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:53:24.437032] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:53:24.437122] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:53:27.442329] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:53:27.445857] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:53:27.449331] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:53:27.452794] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:53:27.452872] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:53:30.457595] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:53:30.461062] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:53:30.464488] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:53:30.468153] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:53:30.468264] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:53:33.472935] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:53:33.476748] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:53:33.480491] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:53:33.483909] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:53:33.483998] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:53:36.488518] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:53:36.492258] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:53:36.495916] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:53:36.499593] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:53:36.499703] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:53:39.503451] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:53:39.506959] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:53:39.510213] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:53:39.513467] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:53:39.513544] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:53:42.519153] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:53:42.523752] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:53:42.527857] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:53:42.532296] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:53:42.532429] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:53:45.536341] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:53:45.539700] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:53:45.542981] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:53:45.546190] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:53:45.546268] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:53:48.551376] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:53:48.556248] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:53:48.561117] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:53:48.565342] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:53:48.565494] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:53:51.570244] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:53:51.574017] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:53:51.578010] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:53:51.582245] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:53:51.582362] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:53:54.586810] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:53:54.590606] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:53:54.594512] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:53:54.598183] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:53:54.598311] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:53:57.602991] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:53:57.606777] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:53:57.610469] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:53:57.614104] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:53:57.614264] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:54:00.621743] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:54:00.626570] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:54:00.630481] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:54:00.634164] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:54:00.634259] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:54:03.639092] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:54:03.643179] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:54:03.647368] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:54:03.652076] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:54:03.652241] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:54:06.658887] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:54:06.664179] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:54:06.668722] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:54:06.672812] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:54:06.672916] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:54:09.677561] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:54:09.681121] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:54:09.684675] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:54:09.688208] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:54:09.688290] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:54:12.693901] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:54:12.698955] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:54:12.703003] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:54:12.706596] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:54:12.706711] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:54:15.712343] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:54:15.717212] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:54:15.721439] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:54:15.725481] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:54:15.725581] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:54:18.730804] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:54:18.735071] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:54:18.739013] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:54:18.742598] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:54:18.742711] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:54:21.747707] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:54:21.751326] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:54:21.754907] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:54:21.758330] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:54:21.758412] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:54:24.763592] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:54:24.767123] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:54:24.770500] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:54:24.773776] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:54:24.773851] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:54:27.780292] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:54:27.785365] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:54:27.791040] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:54:27.796010] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:54:27.796199] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:54:30.800993] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:54:30.804677] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:54:30.808465] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:54:30.811967] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:54:30.812057] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:54:33.817097] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:54:33.821221] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:54:33.825205] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:54:33.828992] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:54:33.829094] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:54:36.835340] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:54:36.840295] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:54:36.844497] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:54:36.851781] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:54:36.851943] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:54:39.858915] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:54:39.863888] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:54:39.868454] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:54:39.872954] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:54:39.873058] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:54:42.878750] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:54:42.882603] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:54:42.886180] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:54:42.889944] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:54:42.890033] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:54:45.895994] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:54:45.900444] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:54:45.904497] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:54:45.908328] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:54:45.908434] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:54:48.914600] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:54:48.918790] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:54:48.922915] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:54:48.926376] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:54:48.926478] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:54:51.932706] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:54:51.936952] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:54:51.941670] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:54:51.946057] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:54:51.946169] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:54:54.951179] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:54:54.954926] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:54:54.958575] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:54:54.962389] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:54:54.962494] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:54:57.968241] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:54:57.972004] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:54:57.975424] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:54:57.978829] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:54:57.978919] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:55:00.983300] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:55:00.986609] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:55:00.989839] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:55:00.993102] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:55:00.993196] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:55:03.997963] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:55:04.002050] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:55:04.006369] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:55:04.010468] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:55:04.010593] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:55:07.015779] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:55:07.019313] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:55:07.022875] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:55:07.026309] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:55:07.026394] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:55:10.031442] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:55:10.035456] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:55:10.038872] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:55:10.042925] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:55:10.043029] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:55:13.049318] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:55:13.053675] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:55:13.058338] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:55:13.062123] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:55:13.062224] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:55:16.067451] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:55:16.070930] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:55:16.074271] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:55:16.077581] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:55:16.077679] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:55:19.083279] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:55:19.087144] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:55:19.090367] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:55:19.093582] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:55:19.093672] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:55:22.097864] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:55:22.101260] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:55:22.104506] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:55:22.107771] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:55:22.107843] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:55:25.112888] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:55:25.116695] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:55:25.121141] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:55:25.125217] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:55:25.125318] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:55:28.130191] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:55:28.134428] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:55:28.138563] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:55:28.142515] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:55:28.142620] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:55:31.147439] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:55:31.150967] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:55:31.154259] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:55:31.157716] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:55:31.157805] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:55:34.163381] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:55:34.167267] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:55:34.171104] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:55:34.175132] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:55:34.175262] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:55:37.181907] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:55:37.187322] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:55:37.191919] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:55:37.196272] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:55:37.196401] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:55:40.201198] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:55:40.204796] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:55:40.209482] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:55:40.213851] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:55:40.213935] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:55:43.218484] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:55:43.221953] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:55:43.225225] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:55:43.229029] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:55:43.229108] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:55:46.233900] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:55:46.237964] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:55:46.242122] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:55:46.245926] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:55:46.246028] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:55:49.253145] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:55:49.258318] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:55:49.262203] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:55:49.265552] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:55:49.265630] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:55:52.270695] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:55:52.275104] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:55:52.279209] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:55:52.283308] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:55:52.283400] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:55:55.289572] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:55:55.293764] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:55:55.297542] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:55:55.301354] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:55:55.301431] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:55:58.306336] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:55:58.310116] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:55:58.314013] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:55:58.317761] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:55:58.317849] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:56:01.322819] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:56:01.327113] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:56:01.330925] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:56:01.335467] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:56:01.335594] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:56:04.340738] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:56:04.345386] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:56:04.349813] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:56:04.353704] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:56:04.353810] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:56:07.360236] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:56:07.365060] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:56:07.368857] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:56:07.372285] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:56:07.372383] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:56:10.377407] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:56:10.381230] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:56:10.386384] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:56:10.390556] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:56:10.390702] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:56:13.397271] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:56:13.401867] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:56:13.406247] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:56:13.410179] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:56:13.410287] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:56:16.415938] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:56:16.420276] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:56:16.423872] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:56:16.430069] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:56:16.430326] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:56:19.436719] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:56:19.441612] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:56:19.446424] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:56:19.451336] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:56:19.451522] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:56:22.456220] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:56:22.459800] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:56:22.463979] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:56:22.467815] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:56:22.467894] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:56:25.475061] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:56:25.479185] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:56:25.482833] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:56:25.487218] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:56:25.487388] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:56:28.493622] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:56:28.498989] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:56:28.504535] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:56:28.509722] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:56:28.509864] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:56:31.515972] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:56:31.519827] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:56:31.523666] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:56:31.528318] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:56:31.528515] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:56:34.533694] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:56:34.537331] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:56:34.540634] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:56:34.543962] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:56:34.544042] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:56:37.548926] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:56:37.552562] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:56:37.555786] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:56:37.559105] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:56:37.559191] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:56:40.563724] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:56:40.567136] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:56:40.570390] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:56:40.573913] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:56:40.574045] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:56:43.579928] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:56:43.584453] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:56:43.588929] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:56:43.593364] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:56:43.593456] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:56:46.598087] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:56:46.601565] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:56:46.604899] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:56:46.608221] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:56:46.608297] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:56:49.613461] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:56:49.617220] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:56:49.620804] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:56:49.624355] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:56:49.624438] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:56:52.630153] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:56:52.633948] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:56:52.637870] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:56:52.642321] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:56:52.642454] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:56:55.647598] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:56:55.651705] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:56:55.655345] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:56:55.659281] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:56:55.659366] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:56:58.665014] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:56:58.673368] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:56:58.679607] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:56:58.685061] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:56:58.685211] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:57:01.690391] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:57:01.694429] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:57:01.698565] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:57:01.702438] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:57:01.702543] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:57:04.708069] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:57:04.711939] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:57:04.715536] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:57:04.720840] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:57:04.721072] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:57:07.727267] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:57:07.731351] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:57:07.735591] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:57:07.740818] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:57:07.740969] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:57:10.746154] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:57:10.749789] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:57:10.753057] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:57:10.756397] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:57:10.756475] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:57:13.762008] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:57:13.765811] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:57:13.769443] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:57:13.772922] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:57:13.773022] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:57:16.777950] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:57:16.781490] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:57:16.784773] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:57:16.788055] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:57:16.788155] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:57:19.792927] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:57:19.796750] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:57:19.800874] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:57:19.804515] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:57:19.804620] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:57:22.810541] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:57:22.815392] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:57:22.820414] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:57:22.824251] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:57:22.824341] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:57:25.829443] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:57:25.833262] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:57:25.836820] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:57:25.840470] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:57:25.840576] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:57:28.845755] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:57:28.849678] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:57:28.853827] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:57:28.857415] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:57:28.857495] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:57:31.863546] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:57:31.868716] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:57:31.874218] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:57:31.879669] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:57:31.879820] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:57:34.885720] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:57:34.889901] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:57:34.893598] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:57:34.897481] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:57:34.897594] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:57:37.903764] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:57:37.907613] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:57:37.911224] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:57:37.916268] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:57:37.916471] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:57:40.921102] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:57:40.924889] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:57:40.928511] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:57:40.932140] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:57:40.932224] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:57:43.937582] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:57:43.941441] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:57:43.945017] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:57:43.948683] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:57:43.948787] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:57:46.954663] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:57:46.959452] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:57:46.963262] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:57:46.968755] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:57:46.968931] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:57:49.975272] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:57:49.979431] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:57:49.984300] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:57:49.989589] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:57:49.989771] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:57:52.996355] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:57:53.002123] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:57:53.006293] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:57:53.009807] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:57:53.009899] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:57:56.015762] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:57:56.019805] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:57:56.024115] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:57:56.028374] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:57:56.028490] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:57:59.034457] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:57:59.039470] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:57:59.043774] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:57:59.048309] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:57:59.048473] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:58:02.056094] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:58:02.061087] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:58:02.065319] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:58:02.070505] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:58:02.070682] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:58:05.078513] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:58:05.083177] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:58:05.086693] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:58:05.090220] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:58:05.090303] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:58:08.095274] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:58:08.098841] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:58:08.102122] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:58:08.105413] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:58:08.105493] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:58:11.110485] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:58:11.114266] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:58:11.118380] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:58:11.122800] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:58:11.122909] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:58:14.128357] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:58:14.134458] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:58:14.139877] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:58:14.144515] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:58:14.144661] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:58:17.149664] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:58:17.153408] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:58:17.157130] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:58:17.160852] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:58:17.160930] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:58:20.167946] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:58:20.173983] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:58:20.178371] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:58:20.182706] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:58:20.182841] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:58:23.189740] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:58:23.195378] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:58:23.200983] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:58:23.206400] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:58:23.206540] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:58:26.211339] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:58:26.214996] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:58:26.218556] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:58:26.221968] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:58:26.222053] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:58:29.228556] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:58:29.232824] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:58:29.237613] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:58:29.242222] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:58:29.242365] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:58:32.248447] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:58:32.253816] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:58:32.259283] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:58:32.264269] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:58:32.264453] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:58:35.270911] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:58:35.276038] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:58:35.280896] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:58:35.284421] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:58:35.284518] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:58:38.289753] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:58:38.293468] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:58:38.297259] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:58:38.300627] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:58:38.300717] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:58:41.305074] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:58:41.308580] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:58:41.312348] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:58:41.316050] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:58:41.316139] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:58:44.321357] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:58:44.325168] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:58:44.328995] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:58:44.332551] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:58:44.332675] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:58:47.338564] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:58:47.342290] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:58:47.346630] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:58:47.351131] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:58:47.351231] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:58:50.356000] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:58:50.359454] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:58:50.364795] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:58:50.369020] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:58:50.369150] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:58:53.373625] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:58:53.377010] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:58:53.380411] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:58:53.383794] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:58:53.383897] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:58:56.389868] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:58:56.395036] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:58:56.400062] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:58:56.404904] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:58:56.405028] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:58:59.409906] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:58:59.413270] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:58:59.416584] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:58:59.419902] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:58:59.419979] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:59:02.424586] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:59:02.428386] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:59:02.431783] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:59:02.435229] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:59:02.435332] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:59:05.440122] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:59:05.443976] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:59:05.447850] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:59:05.451453] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:59:05.451547] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:59:08.456924] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:59:08.460776] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:59:08.464496] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:59:08.468282] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:59:08.468382] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:59:11.472963] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:59:11.476342] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:59:11.479779] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:59:11.483311] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:59:11.483392] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:59:14.490699] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:59:14.495483] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:59:14.499986] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:59:14.504318] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:59:14.504495] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:59:17.510588] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:59:17.514872] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:59:17.518398] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:59:17.523719] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:59:17.523932] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:59:20.529882] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:59:20.534158] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:59:20.539533] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:59:20.543930] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:59:20.544038] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:59:23.550083] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:59:23.554134] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:59:23.558015] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:59:23.561676] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:59:23.561780] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:59:26.568479] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:59:26.572829] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:59:26.577208] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:59:26.582021] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:59:26.582185] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:59:29.588344] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:59:29.593511] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:59:29.598307] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:59:29.603455] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:59:29.603686] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:59:32.609473] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:59:32.613104] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:59:32.616740] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:59:32.620617] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:59:32.620726] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:59:35.626080] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:59:35.630908] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:59:35.634557] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:59:35.638071] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:59:35.638157] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:59:38.643391] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:59:38.647368] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:59:38.651388] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:59:38.655413] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:59:38.655508] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:59:41.661684] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:59:41.665220] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:59:41.668701] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:59:41.672367] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:59:41.672468] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:59:44.678429] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:59:44.682468] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:59:44.686121] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:59:44.689780] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:59:44.689874] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:59:47.695810] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:59:47.700298] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:59:47.705451] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:59:47.710398] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:59:47.710529] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:59:50.715435] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:59:50.719581] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:59:50.724184] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:59:50.729633] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:59:50.729786] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:59:53.734931] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:59:53.739001] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:59:53.742817] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:59:53.746535] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:59:53.746626] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:59:56.752993] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:59:56.756940] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:59:56.761034] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:59:56.765155] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:59:56.765305] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T05:59:59.771669] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T05:59:59.776719] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T05:59:59.781998] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T05:59:59.787511] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T05:59:59.787672] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:00:02.793968] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:00:02.798540] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:00:02.802948] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:00:02.807697] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:00:02.807864] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:00:05.814251] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:00:05.818664] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:00:05.822860] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:00:05.827393] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:00:05.827514] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:00:08.833817] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:00:08.838919] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:00:08.844210] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:00:08.850211] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:00:08.850384] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:00:11.856514] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:00:11.862057] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:00:11.867859] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:00:11.872897] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:00:11.873008] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:00:14.879053] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:00:14.884052] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:00:14.888717] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:00:14.892799] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:00:14.892941] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:00:17.897578] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:00:17.901214] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:00:17.904587] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:00:17.907914] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:00:17.907993] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:00:20.913247] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:00:20.918375] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:00:20.923223] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:00:20.928490] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:00:20.928596] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:00:23.933412] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:00:23.937500] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:00:23.941217] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:00:23.944983] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:00:23.945088] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:00:26.950605] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:00:26.954464] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:00:26.957961] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:00:26.961768] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:00:26.961846] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:00:29.968004] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:00:29.972170] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:00:29.975969] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:00:29.979536] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:00:29.979620] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:00:32.985064] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:00:32.989379] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:00:32.993035] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:00:32.996662] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:00:32.996764] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:00:36.002050] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:00:36.006499] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:00:36.010619] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:00:36.014298] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:00:36.014413] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:00:39.018819] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:00:39.022167] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:00:39.025416] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:00:39.028754] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:00:39.028832] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:00:42.034323] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:00:42.038626] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:00:42.042690] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:00:42.046609] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:00:42.046737] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:00:45.053342] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:00:45.058890] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:00:45.064417] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:00:45.068608] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:00:45.068708] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:00:48.073796] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:00:48.078286] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:00:48.082234] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:00:48.088629] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:00:48.088853] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:00:51.093812] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:00:51.097805] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:00:51.101749] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:00:51.105626] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:00:51.105767] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:00:54.110608] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:00:54.115149] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:00:54.119030] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:00:54.123074] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:00:54.123188] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:00:57.129442] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:00:57.134189] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:00:57.139004] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:00:57.143254] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:00:57.143374] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:01:00.148910] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:01:00.153197] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:01:00.157414] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:01:00.161778] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:01:00.161912] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:01:03.167909] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:01:03.172954] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:01:03.177761] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:01:03.182737] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:01:03.182882] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:01:06.187763] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:01:06.191293] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:01:06.194567] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:01:06.197789] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:01:06.197865] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:01:09.204453] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:01:09.210479] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:01:09.216170] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:01:09.222083] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:01:09.222262] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:01:12.227129] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:01:12.230995] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:01:12.234618] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:01:12.238353] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:01:12.238442] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:01:15.243152] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:01:15.247997] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:01:15.252292] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:01:15.256405] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:01:15.256537] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:01:18.263866] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:01:18.270076] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:01:18.273748] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:01:18.277306] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:01:18.277382] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:01:21.282702] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:01:21.286235] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:01:21.289490] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:01:21.292749] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:01:21.292821] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:01:24.297848] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:01:24.301400] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:01:24.304765] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:01:24.308143] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:01:24.308220] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:01:27.312529] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:01:27.315999] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:01:27.319631] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:01:27.323267] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:01:27.323356] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:01:30.329537] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:01:30.333507] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:01:30.338545] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:01:30.342975] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:01:30.343103] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:01:33.348902] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:01:33.352570] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:01:33.356892] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:01:33.360898] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:01:33.360985] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:01:36.366369] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:01:36.370186] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:01:36.373718] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:01:36.377156] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:01:36.377256] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:01:39.383059] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:01:39.387749] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:01:39.392522] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:01:39.397553] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:01:39.397695] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:01:42.402323] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:01:42.406847] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:01:42.410976] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:01:42.415313] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:01:42.415451] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:01:45.420430] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:01:45.424201] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:01:45.428083] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:01:45.432268] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:01:45.432384] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:01:48.438972] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:01:48.444991] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:01:48.449486] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:01:48.453592] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:01:48.453728] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:01:51.459764] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:01:51.495865] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:01:51.531783] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:01:51.567745] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:01:51.567966] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:01:54.604015] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:01:54.610000] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:01:54.614631] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:01:54.619228] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:01:54.619360] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:01:57.625176] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:01:57.629360] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:01:57.633063] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:01:57.637357] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:01:57.637505] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:02:00.643765] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:02:00.647737] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:02:00.651334] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:02:00.655024] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:02:00.655102] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:02:03.661787] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:02:03.667516] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:02:03.672594] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:02:03.676422] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:02:03.676524] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:02:06.681950] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:02:06.685842] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:02:06.689954] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:02:06.694093] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:02:06.694184] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:02:09.699920] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:02:09.704765] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:02:09.709668] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:02:09.713903] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:02:09.714022] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:02:12.720464] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:02:12.725288] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:02:12.729104] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:02:12.732973] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:02:12.733082] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:02:15.738100] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:02:15.743795] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:02:15.748466] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:02:15.752753] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:02:15.752858] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:02:18.759460] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:02:18.763491] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:02:18.767211] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:02:18.770706] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:02:18.770785] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:02:21.777168] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:02:21.781277] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:02:21.785583] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:02:21.790022] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:02:21.790155] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:02:24.794701] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:02:24.798340] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:02:24.801723] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:02:24.804973] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:02:24.805060] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:02:27.809971] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:02:27.815309] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:02:27.819687] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:02:27.823841] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:02:27.823990] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:02:30.828712] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:02:30.833714] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:02:30.839072] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:02:30.844196] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:02:30.844309] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:02:33.849623] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:02:33.853516] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:02:33.857243] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:02:33.860878] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:02:33.860972] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:02:36.867407] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:02:36.871926] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:02:36.877898] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:02:36.882996] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:02:36.883140] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:02:39.888228] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:02:39.891602] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:02:39.894885] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:02:39.898511] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:02:39.898585] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:02:42.905731] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:02:42.910419] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:02:42.915576] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:02:42.919847] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:02:42.919926] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:02:45.925318] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:02:45.930375] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:02:45.934352] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:02:45.938841] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:02:45.939011] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:02:48.947213] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:02:48.954374] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:02:48.962598] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:02:48.974096] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:02:48.974375] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:02:51.979609] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:02:51.984062] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:02:51.988510] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:02:51.993216] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:02:51.993387] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:02:54.998232] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:02:55.001853] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:02:55.005738] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:02:55.009457] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:02:55.009547] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:02:58.015452] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:02:58.020595] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:02:58.025607] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:02:58.029974] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:02:58.030087] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:03:01.034705] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:03:01.038256] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:03:01.042175] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:03:01.045742] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:03:01.045835] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:03:04.050618] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:03:04.054228] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:03:04.057779] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:03:04.061085] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:03:04.061164] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:03:07.067355] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:03:07.072774] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:03:07.078174] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:03:07.083566] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:03:07.083766] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:03:10.089387] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:03:10.093364] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:03:10.097011] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:03:10.100584] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:03:10.100686] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:03:13.105904] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:03:13.109684] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:03:13.113116] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:03:13.117579] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:03:13.117675] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:03:16.122985] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:03:16.126972] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:03:16.131214] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:03:16.135283] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:03:16.135413] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:03:19.142194] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:03:19.147606] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:03:19.152620] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:03:19.157501] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:03:19.157666] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:03:22.163027] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:03:22.166580] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:03:22.170069] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:03:22.174761] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:03:22.174917] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:03:25.180421] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:03:25.186869] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:03:25.191903] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:03:25.195576] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:03:25.195678] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:03:28.201680] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:03:28.206761] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:03:28.211336] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:03:28.216025] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:03:28.216177] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:03:31.220501] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:03:31.224308] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:03:31.228064] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:03:31.232046] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:03:31.232151] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:03:34.237418] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:03:34.241169] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:03:34.244957] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:03:34.248942] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:03:34.249065] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:03:37.255828] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:03:37.261293] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:03:37.267682] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:03:37.273288] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:03:37.273417] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:03:40.278958] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:03:40.283021] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:03:40.286890] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:03:40.290713] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:03:40.290841] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:03:43.296701] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:03:43.300976] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:03:43.304556] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:03:43.308481] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:03:43.308598] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:03:46.315244] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:03:46.319587] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:03:46.323600] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:03:46.327539] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:03:46.327664] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:03:49.333450] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:03:49.339310] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:03:49.343499] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:03:49.347071] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:03:49.347169] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:03:52.352807] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:03:52.357693] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:03:52.361624] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:03:52.365854] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:03:52.365986] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:03:55.371383] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:03:55.375491] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:03:55.379721] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:03:55.383688] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:03:55.383792] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:03:58.388681] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:03:58.392318] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:03:58.395704] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:03:58.399108] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:03:58.399194] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:04:01.406304] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:04:01.412814] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:04:01.418883] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:04:01.425579] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:04:01.425748] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:04:04.432473] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:04:04.438471] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:04:04.443365] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:04:04.447691] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:04:04.447817] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:04:07.453337] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:04:07.457626] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:04:07.461244] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:04:07.464901] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:04:07.464987] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:04:10.470892] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:04:10.475179] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:04:10.479206] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:04:10.483232] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:04:10.483338] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:04:13.488782] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:04:13.493571] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:04:13.497716] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:04:13.501347] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:04:13.501423] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:04:16.505937] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:04:16.509587] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:04:16.513257] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:04:16.516936] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:04:16.517060] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:04:19.522236] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:04:19.525924] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:04:19.529380] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:04:19.533045] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:04:19.533153] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:04:22.537968] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:04:22.542684] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:04:22.546796] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:04:22.550962] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:04:22.551055] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:04:25.555587] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:04:25.559293] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:04:25.562790] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:04:25.566166] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:04:25.566249] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:04:28.571394] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:04:28.575191] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:04:28.578791] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:04:28.582231] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:04:28.582327] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:04:31.587436] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:04:31.591101] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:04:31.594576] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:04:31.598016] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:04:31.598100] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:04:34.602593] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:04:34.606048] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:04:34.609504] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:04:34.613490] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:04:34.613575] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:04:37.618799] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:04:37.622491] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:04:37.626159] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:04:37.630077] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:04:37.630170] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:04:40.636350] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:04:40.640162] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:04:40.645453] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:04:40.650113] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:04:40.650252] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:04:43.655007] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:04:43.659040] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:04:43.663357] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:04:43.667561] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:04:43.667705] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:04:46.672625] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:04:46.676109] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:04:46.681371] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:04:46.685679] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:04:46.685762] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:04:49.691671] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:04:49.696410] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:04:49.700385] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:04:49.704696] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:04:49.704851] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:04:52.710276] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:04:52.714397] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:04:52.718260] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:04:52.721834] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:04:52.721934] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:04:55.727291] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:04:55.730892] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:04:55.734395] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:04:55.737753] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:04:55.737856] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:04:58.743781] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:04:58.750709] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:04:58.755245] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:04:58.758929] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:04:58.759015] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:05:01.766032] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:05:01.771583] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:05:01.776967] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:05:01.782258] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:05:01.782403] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:05:04.788052] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:05:04.792084] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:05:04.795461] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:05:04.799036] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:05:04.799134] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:05:07.804183] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:05:07.808323] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:05:07.813047] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:05:07.818236] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:05:07.818370] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:05:10.823100] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:05:10.827015] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:05:10.830829] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:05:10.834660] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:05:10.834779] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:05:13.840637] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:05:13.844948] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:05:13.849615] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:05:13.853922] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:05:13.854005] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:05:16.861449] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:05:16.867832] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:05:16.874150] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:05:16.880193] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:05:16.880407] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:05:19.884985] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:05:19.888542] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:05:19.891941] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:05:19.895282] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:05:19.895384] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:05:22.900341] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:05:22.904020] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:05:22.907504] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:05:22.910911] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:05:22.910988] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:05:25.915638] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:05:25.919255] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:05:25.922804] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:05:25.926219] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:05:25.926304] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:05:28.932398] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:05:28.937610] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:05:28.942299] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:05:28.946484] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:05:28.946605] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:05:31.953849] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:05:31.959459] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:05:31.964560] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:05:31.968862] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:05:31.968974] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:05:34.973599] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:05:34.977105] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:05:34.980790] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:05:34.984060] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:05:34.984136] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:05:37.989692] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:05:37.993556] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:05:37.996980] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:05:38.000538] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:05:38.000625] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:05:41.005395] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:05:41.009116] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:05:41.012533] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:05:41.015843] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:05:41.015923] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:05:44.021145] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:05:44.024774] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:05:44.028169] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:05:44.031471] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:05:44.031551] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:05:47.036528] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:05:47.040323] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:05:47.043989] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:05:47.047599] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:05:47.047711] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:05:50.053118] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:05:50.057502] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:05:50.061949] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:05:50.066196] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:05:50.066319] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:05:53.071429] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:05:53.076284] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:05:53.080545] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:05:53.084840] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:05:53.084944] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:05:56.089504] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:05:56.093432] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:05:56.097002] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:05:56.100560] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:05:56.100711] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:05:59.106157] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:05:59.111523] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:05:59.116829] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:05:59.122083] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:05:59.122234] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:06:02.127137] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:06:02.130794] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:06:02.134277] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:06:02.137840] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:06:02.137930] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:06:05.143548] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:06:05.148694] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:06:05.153461] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:06:05.157326] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:06:05.157430] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:06:08.162180] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:06:08.166270] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:06:08.170534] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:06:08.174665] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:06:08.174801] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:06:11.180317] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:06:11.184114] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:06:11.192309] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:06:11.196211] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:06:11.196308] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:06:14.200383] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:06:14.203823] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:06:14.207200] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:06:14.210610] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:06:14.210725] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:06:17.215404] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:06:17.219210] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:06:17.222871] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:06:17.226452] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:06:17.226537] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:06:20.231559] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:06:20.235538] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:06:20.239308] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:06:20.243100] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:06:20.243219] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:06:23.247871] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:06:23.251560] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:06:23.255252] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:06:23.259759] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:06:23.259911] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:06:26.267582] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:06:26.273584] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:06:26.278319] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:06:26.283739] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:06:26.283953] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:06:29.288755] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:06:29.292270] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:06:29.295657] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:06:29.299168] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:06:29.299258] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:06:32.304979] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:06:32.309831] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:06:32.313750] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:06:32.317941] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:06:32.318116] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:06:35.323350] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:06:35.327218] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:06:35.330555] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:06:35.333933] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:06:35.334014] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:06:38.339137] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:06:38.343198] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:06:38.346859] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:06:38.350394] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:06:38.350475] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:06:41.355770] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:06:41.359931] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:06:41.363809] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:06:41.368583] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:06:41.368811] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:06:44.374249] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:06:44.378202] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:06:44.381693] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:06:44.385149] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:06:44.385236] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:06:47.391248] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:06:47.395623] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:06:47.400499] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:06:47.405915] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:06:47.406080] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:06:50.412457] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:06:50.416836] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:06:50.420468] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:06:50.424189] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:06:50.424283] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:06:53.429097] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:06:53.432554] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:06:53.435869] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:06:53.439322] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:06:53.439396] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:06:56.444925] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:06:56.449132] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:06:56.453244] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:06:56.457440] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:06:56.457612] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:06:59.464264] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:06:59.469241] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:06:59.473770] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:06:59.478512] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:06:59.478709] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:07:02.483808] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:07:02.487557] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:07:02.491232] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:07:02.494732] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:07:02.494823] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:07:05.499897] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:07:05.503975] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:07:05.507918] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:07:05.511784] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:07:05.511901] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:07:08.517286] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:07:08.521094] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:07:08.524381] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:07:08.527963] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:07:08.528053] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:07:11.533192] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:07:11.536739] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:07:11.540322] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:07:11.543780] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:07:11.543862] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:07:14.547892] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:07:14.551194] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:07:14.554418] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:07:14.557635] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:07:14.557729] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:07:17.562188] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:07:17.565984] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:07:17.569633] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:07:17.573042] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:07:17.573126] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:07:20.579004] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:07:20.582615] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:07:20.586294] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:07:20.591233] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:07:20.591404] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:07:23.596607] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:07:23.601437] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:07:23.606041] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:07:23.610565] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:07:23.610712] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:07:26.615359] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:07:26.619264] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:07:26.623889] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:07:26.629183] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:07:26.629317] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:07:29.634248] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:07:29.641311] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:07:29.645349] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:07:29.649139] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:07:29.649246] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:07:32.654432] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:07:32.657987] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:07:32.661373] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:07:32.664926] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:07:32.665039] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:07:35.669805] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:07:35.673787] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:07:35.677376] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:07:35.680954] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:07:35.681058] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:07:38.686263] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:07:38.690063] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:07:38.693989] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:07:38.698007] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:07:38.698113] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:07:41.705015] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:07:41.709462] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:07:41.713010] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:07:41.716752] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:07:41.716839] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:07:44.721616] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:07:44.725225] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:07:44.728836] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:07:44.732179] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:07:44.732274] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:07:47.738909] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:07:47.744156] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:07:47.749486] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:07:47.753710] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:07:47.753834] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:07:50.760483] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:07:50.765580] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:07:50.770851] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:07:50.776197] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:07:50.776310] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:07:53.782379] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:07:53.787821] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:07:53.792762] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:07:53.796871] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:07:53.796946] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:07:56.802776] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:07:56.806677] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:07:56.810437] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:07:56.814428] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:07:56.814555] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:07:59.819493] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:07:59.823376] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:07:59.827056] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:07:59.831225] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:07:59.831312] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:08:02.837290] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:08:02.842050] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:08:02.846661] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:08:02.851518] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:08:02.851668] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:08:05.857603] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:08:05.861311] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:08:05.864754] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:08:05.869162] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:08:05.869345] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:08:08.874854] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:08:08.879074] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:08:08.883046] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:08:08.887035] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:08:08.887131] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:08:11.893186] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:08:11.898691] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:08:11.902531] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:08:11.907073] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:08:11.907171] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:08:14.911703] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:08:14.915451] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:08:14.918915] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:08:14.922485] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:08:14.922612] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:08:17.927081] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:08:17.930420] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:08:17.933666] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:08:17.938167] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:08:17.938357] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:08:20.943132] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:08:20.946799] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:08:20.950357] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:08:20.953965] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:08:20.954060] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:08:23.960154] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:08:23.965898] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:08:23.969564] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:08:23.973462] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:08:23.973568] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:08:26.978833] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:08:26.982332] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:08:26.985617] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:08:26.989057] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:08:26.989158] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:08:29.995600] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:08:30.001758] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:08:30.008228] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:08:30.013628] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:08:30.013768] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:08:33.020384] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:08:33.024897] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:08:33.028740] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:08:33.032278] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:08:33.032358] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:08:36.037109] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:08:36.041050] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:08:36.044967] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:08:36.048571] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:08:36.048685] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:08:39.053896] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:08:39.058263] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:08:39.062404] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:08:39.066223] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:08:39.066337] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:08:42.074421] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:08:42.080954] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:08:42.086322] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:08:42.091833] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:08:42.092003] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:08:45.096574] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:08:45.100272] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:08:45.104066] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:08:45.107842] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:08:45.107958] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:08:48.112943] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:08:48.116978] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:08:48.120853] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:08:48.124469] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:08:48.124566] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:08:51.131091] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:08:51.135438] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:08:51.139575] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:08:51.143674] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:08:51.143772] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:08:54.149361] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:08:54.153545] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:08:54.157405] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:08:54.161612] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:08:54.161752] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:08:57.166714] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:08:57.171305] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:08:57.174926] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:08:57.178231] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:08:57.178309] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:09:00.183201] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:09:00.186751] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:09:00.190177] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:09:00.193533] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:09:00.193617] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:09:03.199525] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:09:03.204025] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:09:03.208842] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:09:03.213314] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:09:03.213479] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:09:06.218059] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:09:06.221492] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:09:06.224899] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:09:06.228145] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:09:06.228221] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:09:09.234100] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:09:09.237854] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:09:09.241361] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:09:09.244587] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:09:09.244682] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:09:12.250034] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:09:12.254221] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:09:12.257619] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:09:12.261044] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:09:12.261131] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:09:15.266442] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:09:15.270551] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:09:15.274507] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:09:15.278881] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:09:15.278999] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:09:18.284051] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:09:18.288213] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:09:18.292010] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:09:18.295629] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:09:18.295743] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:09:21.300654] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:09:21.304239] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:09:21.308024] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:09:21.311716] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:09:21.311802] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:09:24.316414] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:09:24.320848] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:09:24.325509] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:09:24.330185] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:09:24.330303] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:09:27.336616] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:09:27.340663] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:09:27.344113] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:09:27.347621] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:09:27.347735] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:09:30.352216] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:09:30.355667] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:09:30.358946] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:09:30.362659] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:09:30.362734] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:09:33.367847] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:09:33.371778] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:09:33.375341] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:09:33.378853] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:09:33.378938] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:09:36.384066] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:09:36.387891] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:09:36.391264] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:09:36.394570] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:09:36.394659] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:09:39.399428] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:09:39.403431] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:09:39.407462] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:09:39.412390] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:09:39.412525] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:09:42.417636] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:09:42.422333] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:09:42.426399] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:09:42.430025] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:09:42.430120] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:09:45.435078] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:09:45.438972] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:09:45.442957] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:09:45.446457] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:09:45.446556] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:09:48.451589] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:09:48.455303] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:09:48.459827] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:09:48.463895] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:09:48.463998] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:09:51.469722] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:09:51.474431] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:09:51.479170] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:09:51.483898] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:09:51.484006] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:09:54.488277] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:09:54.491771] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:09:54.495439] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:09:54.498836] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:09:54.498919] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:09:57.504042] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:09:57.508216] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:09:57.511951] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:09:57.516473] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:09:57.516605] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:10:00.521733] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:10:00.525430] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:10:00.528935] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:10:00.532256] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:10:00.532336] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:10:03.538045] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:10:03.542808] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:10:03.547660] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:10:03.552204] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:10:03.552332] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:10:06.558911] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:10:06.563071] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:10:06.567044] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:10:06.570879] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:10:06.570968] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:10:09.576932] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:10:09.580654] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:10:09.584056] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:10:09.587622] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:10:09.587722] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:10:12.592823] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:10:12.596810] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:10:12.600789] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:10:12.604759] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:10:12.604854] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:10:15.610226] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:10:15.614689] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:10:15.618948] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:10:15.622912] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:10:15.623002] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:10:18.629060] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:10:18.633332] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:10:18.637211] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:10:18.641029] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:10:18.641129] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:10:21.645723] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:10:21.649895] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:10:21.653469] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:10:21.657323] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:10:21.657405] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:10:24.663667] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:10:24.668917] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:10:24.673773] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:10:24.678038] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:10:24.678131] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:10:27.685133] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:10:27.689674] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:10:27.693872] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:10:27.697721] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:10:27.697801] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:10:30.702789] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:10:30.708414] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:10:30.713821] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:10:30.718337] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:10:30.718449] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:10:33.724109] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:10:33.727698] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:10:33.732172] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:10:33.736172] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:10:33.736269] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:10:36.741399] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:10:36.745110] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:10:36.748967] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:10:36.752437] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:10:36.752515] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:10:39.758498] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:10:39.763467] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:10:39.767525] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:10:39.771536] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:10:39.771668] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:10:42.776047] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:10:42.779470] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:10:42.782757] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:10:42.785983] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:10:42.786085] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:10:45.791770] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:10:45.796470] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:10:45.800432] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:10:45.803968] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:10:45.804042] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:10:48.809407] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:10:48.813303] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:10:48.816896] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:10:48.820597] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:10:48.820712] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:10:51.826109] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:10:51.829932] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:10:51.833533] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:10:51.837054] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:10:51.837150] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:10:54.841550] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:10:54.847953] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:10:54.852957] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:10:54.857127] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:10:54.857223] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:10:57.862894] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:10:57.868523] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:10:57.872550] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:10:57.877993] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:10:57.878198] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:11:00.884722] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:11:00.890815] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:11:00.896547] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:11:00.901271] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:11:00.901373] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:11:03.906019] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:11:03.910040] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:11:03.913794] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:11:03.920486] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:11:03.920727] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:11:06.926078] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:11:06.930002] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:11:06.933522] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:11:06.937033] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:11:06.937144] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:11:09.942015] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:11:09.945977] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:11:09.949988] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:11:09.953981] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:11:09.954091] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:11:12.958706] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:11:12.962218] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:11:12.965599] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:11:12.968946] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:11:12.969019] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:11:15.974947] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:11:15.979279] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:11:15.982757] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:11:15.986102] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:11:15.986174] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:11:18.990813] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:11:18.994268] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:11:18.997526] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:11:19.000806] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:11:19.000900] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:11:22.006317] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:11:22.010294] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:11:22.014268] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:11:22.018433] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:11:22.018554] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:11:25.023669] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:11:25.026967] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:11:25.030201] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:11:25.033384] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:11:25.033460] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:11:28.039103] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:11:28.042826] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:11:28.047455] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:11:28.051407] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:11:28.051513] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:11:31.056925] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:11:31.061397] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:11:31.065665] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:11:31.069959] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:11:31.070065] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:11:34.074834] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:11:34.078943] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:11:34.082957] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:11:34.086445] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:11:34.086535] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:11:37.091735] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:11:37.095479] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:11:37.099079] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:11:37.102603] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:11:37.102717] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:11:40.107247] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:11:40.111314] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:11:40.115216] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:11:40.118811] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:11:40.118909] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:11:43.124978] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:11:43.129272] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:11:43.133170] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:11:43.137074] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:11:43.137167] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:11:46.141781] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:11:46.145364] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:11:46.149107] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:11:46.152994] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:11:46.153098] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:11:49.159192] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:11:49.164609] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:11:49.169780] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:11:49.175008] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:11:49.175144] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:11:52.180653] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:11:52.214558] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:11:52.249673] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:11:52.284685] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:11:52.284799] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:11:55.320830] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:11:55.325887] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:11:55.330412] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:11:55.334805] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:11:55.334911] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:11:58.339955] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:11:58.343812] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:11:58.347823] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:11:58.351563] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:11:58.351679] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:12:01.358575] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:12:01.365270] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:12:01.371149] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:12:01.376467] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:12:01.376595] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:12:04.382676] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:12:04.387179] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:12:04.390812] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:12:04.394331] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:12:04.394408] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:12:07.398518] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:12:07.402318] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:12:07.406531] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:12:07.410460] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:12:07.410549] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:12:10.415771] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:12:10.419421] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:12:10.422892] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:12:10.426308] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:12:10.426391] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:12:13.432425] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:12:13.440907] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:12:13.445805] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:12:13.449855] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:12:13.449972] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:12:16.454493] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:12:16.458218] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:12:16.461696] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:12:16.465113] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:12:16.465194] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:12:19.470898] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:12:19.474728] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:12:19.478184] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:12:19.481634] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:12:19.481726] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:12:22.486618] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:12:22.490039] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:12:22.493489] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:12:22.497013] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:12:22.497100] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:12:25.503261] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:12:25.507426] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:12:25.512159] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:12:25.516435] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:12:25.516533] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:12:28.522118] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:12:28.525703] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:12:28.529228] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:12:28.534431] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:12:28.534685] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:12:31.540271] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:12:31.544403] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:12:31.548756] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:12:31.552784] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:12:31.552915] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:12:34.558597] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:12:34.562932] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:12:34.566592] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:12:34.570307] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:12:34.570383] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:12:37.576455] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:12:37.582394] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:12:37.588241] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:12:37.594403] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:12:37.594628] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:12:40.601083] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:12:40.605227] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:12:40.609088] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:12:40.613284] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:12:40.613405] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:12:43.618923] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:12:43.622555] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:12:43.626445] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:12:43.630167] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:12:43.630260] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:12:46.636709] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:12:46.642305] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:12:46.648206] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:12:46.653806] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:12:46.653986] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:12:49.658810] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:12:49.662850] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:12:49.666192] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:12:49.669756] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:12:49.669833] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:12:52.674967] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:12:52.678869] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:12:52.682233] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:12:52.685992] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:12:52.686106] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:12:55.691074] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:12:55.695152] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:12:55.699190] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:12:55.703714] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:12:55.703875] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:12:58.709274] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:12:58.713449] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:12:58.716983] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:12:58.721720] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:12:58.721906] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:13:01.727959] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:13:01.732944] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:13:01.737955] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:13:01.742569] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:13:01.742716] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:13:04.747405] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:13:04.751092] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:13:04.754808] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:13:04.759003] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:13:04.759117] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:13:07.765902] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:13:07.771103] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:13:07.775409] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:13:07.779570] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:13:07.779711] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:13:10.784707] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:13:10.788083] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:13:10.791398] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:13:10.794658] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:13:10.794735] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:13:13.801246] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:13:13.806186] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:13:13.809562] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:13:13.812909] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:13:13.812991] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:13:16.817970] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:13:16.822026] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:13:16.825761] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:13:16.829269] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:13:16.829352] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:13:19.834197] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:13:19.837773] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:13:19.841200] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:13:19.844830] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:13:19.844927] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:13:22.849623] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:13:22.853131] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:13:22.856436] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:13:22.859805] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:13:22.859899] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:13:25.864822] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:13:25.868963] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:13:25.872373] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:13:25.875728] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:13:25.875804] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:13:28.881268] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:13:28.885224] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:13:28.889886] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:13:28.893978] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:13:28.894077] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:13:31.898526] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:13:31.902077] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:13:31.905364] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:13:31.908680] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:13:31.908756] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:13:34.913745] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:13:34.917321] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:13:34.920882] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:13:34.924234] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:13:34.924313] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:13:37.929571] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:13:37.934314] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:13:37.938914] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:13:37.944604] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:13:37.944760] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:13:40.950632] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:13:40.955426] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:13:40.960347] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:13:40.964793] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:13:40.964906] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:13:43.970284] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:13:43.973801] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:13:43.978572] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:13:43.982541] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:13:43.982618] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:13:46.988013] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:13:46.991893] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:13:46.996137] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:13:47.000313] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:13:47.000428] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:13:50.005672] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:13:50.010140] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:13:50.014112] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:13:50.019212] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:13:50.019327] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:13:53.024589] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:13:53.028700] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:13:53.032354] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:13:53.036897] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:13:53.037072] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:13:56.041905] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:13:56.045884] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:13:56.049705] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:13:56.053526] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:13:56.053635] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:13:59.058739] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:13:59.062808] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:13:59.066747] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:13:59.074279] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:13:59.074408] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:14:02.080878] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:14:02.085926] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:14:02.090796] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:14:02.095586] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:14:02.095713] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:14:05.101656] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:14:05.106609] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:14:05.110379] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:14:05.113767] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:14:05.113843] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:14:08.120493] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:14:08.124860] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:14:08.128931] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:14:08.135157] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:14:08.135408] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:14:11.141686] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:14:11.146757] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:14:11.150835] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:14:11.154289] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:14:11.154382] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:14:14.159511] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:14:14.163497] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:14:14.167212] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:14:14.171051] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:14:14.171153] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:14:17.176219] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:14:17.179830] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:14:17.183400] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:14:17.187079] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:14:17.187163] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:14:20.192045] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:14:20.195737] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:14:20.199287] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:14:20.202659] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:14:20.202740] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:14:23.207527] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:14:23.211124] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:14:23.214521] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:14:23.218099] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:14:23.218203] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:14:26.223356] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:14:26.227244] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:14:26.231233] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:14:26.235179] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:14:26.235283] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:14:29.241574] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:14:29.246226] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:14:29.250279] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:14:29.254534] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:14:29.254732] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:14:32.259619] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:14:32.263191] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:14:32.266665] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:14:32.270009] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:14:32.270086] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:14:35.276881] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:14:35.282322] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:14:35.287331] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:14:35.291204] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:14:35.291291] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:14:38.296140] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:14:38.299665] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:14:38.304426] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:14:38.309078] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:14:38.309214] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:14:41.314210] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:14:41.317677] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:14:41.320928] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:14:41.324134] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:14:41.324211] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:14:44.328975] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:14:44.332763] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:14:44.336428] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:14:44.340078] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:14:44.340162] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:14:47.346694] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:14:47.351717] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:14:47.356156] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:14:47.359938] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:14:47.360016] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:14:50.366250] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:14:50.370927] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:14:50.374710] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:14:50.378300] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:14:50.378420] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:14:53.383670] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:14:53.387403] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:14:53.391096] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:14:53.394553] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:14:53.394662] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:14:56.400993] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:14:56.405856] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:14:56.410700] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:14:56.415264] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:14:56.415368] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:14:59.420971] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:14:59.424520] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:14:59.427790] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:14:59.431154] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:14:59.431230] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:15:02.437486] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:15:02.441741] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:15:02.445986] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:15:02.449544] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:15:02.449666] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:15:05.455120] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:15:05.459678] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:15:05.465249] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:15:05.469833] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:15:05.469934] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:15:08.476144] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:15:08.480247] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:15:08.483835] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:15:08.487315] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:15:08.487404] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:15:11.493018] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:15:11.497588] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:15:11.501346] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:15:11.505140] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:15:11.505243] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:15:14.512218] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:15:14.516891] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:15:14.520359] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:15:14.524146] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:15:14.524232] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:15:17.530135] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:15:17.534348] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:15:17.538544] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:15:17.542565] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:15:17.542676] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:15:20.549230] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:15:20.553273] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:15:20.557817] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:15:20.562240] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:15:20.562358] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:15:23.569019] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:15:23.574251] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:15:23.582358] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:15:23.586375] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:15:23.586466] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:15:26.592892] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:15:26.597335] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:15:26.601450] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:15:26.605180] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:15:26.605300] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:15:29.612301] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:15:29.618432] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:15:29.624147] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:15:29.630338] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:15:29.630520] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:15:32.636894] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:15:32.641969] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:15:32.646037] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:15:32.651071] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:15:32.651197] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:15:35.660773] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:15:35.666858] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:15:35.674436] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:15:35.681929] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:15:35.682144] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:15:38.688039] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:15:38.692806] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:15:38.697206] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:15:38.701942] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:15:38.702036] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:15:41.707692] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:15:41.712226] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:15:41.717162] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:15:41.721462] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:15:41.721573] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:15:44.727227] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:15:44.732473] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:15:44.736869] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:15:44.741132] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:15:44.741260] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:15:47.747273] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:15:47.751831] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:15:47.755402] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:15:47.758948] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:15:47.759051] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:15:50.765319] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:15:50.769790] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:15:50.773581] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:15:50.778026] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:15:50.778125] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:15:53.785060] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:15:53.789726] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:15:53.793449] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:15:53.796982] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:15:53.797095] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:15:56.801711] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:15:56.805197] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:15:56.808699] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:15:56.812253] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:15:56.812352] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:15:59.817423] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:15:59.820810] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:15:59.824296] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:15:59.827669] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:15:59.827749] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:16:02.834019] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:16:02.839284] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:16:02.843590] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:16:02.847594] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:16:02.847722] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:16:05.853341] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:16:05.857064] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:16:05.860795] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:16:05.864323] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:16:05.864415] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:16:08.869340] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:16:08.872659] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:16:08.875867] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:16:08.879117] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:16:08.879192] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:16:11.883871] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:16:11.888345] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:16:11.893298] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:16:11.897260] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:16:11.897377] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:16:14.902286] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:16:14.906343] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:16:14.910233] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:16:14.914231] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:16:14.914339] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:16:17.919336] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:16:17.923422] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:16:17.927363] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:16:17.931145] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:16:17.931266] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:16:20.938715] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:16:20.944307] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:16:20.949556] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:16:20.956324] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:16:20.956515] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:16:23.961583] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:16:23.965373] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:16:23.969152] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:16:23.972855] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:16:23.973017] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:16:26.977903] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:16:26.982250] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:16:26.986505] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:16:26.990564] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:16:26.990718] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:16:29.996955] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:16:30.001169] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:16:30.006386] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:16:30.010756] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:16:30.010858] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:16:33.016351] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:16:33.021153] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:16:33.025084] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:16:33.029128] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:16:33.029214] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:16:36.034503] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:16:36.038226] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:16:36.041978] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:16:36.045769] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:16:36.045854] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:16:39.052397] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:16:39.056743] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:16:39.060656] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:16:39.065559] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:16:39.065705] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:16:42.072026] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:16:42.075972] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:16:42.079488] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:16:42.083840] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:16:42.084011] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:16:45.089835] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:16:45.094843] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:16:45.099134] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:16:45.103834] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:16:45.103993] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:16:48.108977] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:16:48.112635] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:16:48.116031] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:16:48.119450] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:16:48.119549] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:16:51.124142] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:16:51.127718] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:16:51.131157] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:16:51.134494] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:16:51.134579] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:16:54.139777] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:16:54.143743] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:16:54.147297] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:16:54.150741] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:16:54.150841] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:16:57.156116] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:16:57.160157] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:16:57.163870] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:16:57.167498] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:16:57.167595] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:17:00.172299] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:17:00.177328] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:17:00.181798] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:17:00.185611] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:17:00.185739] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:17:03.190494] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:17:03.194376] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:17:03.198161] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:17:03.201727] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:17:03.201806] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:17:06.206338] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:17:06.209841] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:17:06.213296] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:17:06.216809] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:17:06.216893] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:17:09.221560] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:17:09.225011] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:17:09.228388] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:17:09.231703] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:17:09.231780] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:17:12.237016] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:17:12.240526] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:17:12.243882] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:17:12.250184] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:17:12.250282] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:17:15.255130] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:17:15.258769] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:17:15.262155] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:17:15.265569] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:17:15.265693] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:17:18.270991] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:17:18.275025] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:17:18.278761] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:17:18.282289] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:17:18.282393] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:17:21.288938] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:17:21.293814] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:17:21.298109] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:17:21.302119] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:17:21.302216] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:17:24.307506] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:17:24.311636] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:17:24.315602] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:17:24.319891] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:17:24.320021] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:17:27.326010] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:17:27.330528] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:17:27.334359] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:17:27.338400] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:17:27.338499] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:17:30.344581] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:17:30.349789] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:17:30.354258] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:17:30.358835] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:17:30.359014] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:17:33.365812] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:17:33.371953] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:17:33.377413] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:17:33.383158] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:17:33.383318] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:17:36.389618] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:17:36.394345] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:17:36.399080] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:17:36.403170] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:17:36.403273] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:17:39.409834] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:17:39.414967] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:17:39.418809] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:17:39.422415] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:17:39.422505] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:17:42.427211] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:17:42.430613] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:17:42.433975] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:17:42.437255] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:17:42.437331] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:17:45.443396] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:17:45.447371] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:17:45.450865] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:17:45.454225] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:17:45.454302] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:17:48.460548] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:17:48.466356] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:17:48.470934] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:17:48.474764] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:17:48.474880] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:17:51.482212] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:17:51.485804] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:17:51.489130] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:17:51.492267] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:17:51.492341] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:17:54.497579] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:17:54.501712] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:17:54.505471] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:17:54.510786] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:17:54.510893] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:17:57.516420] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:17:57.521028] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:17:57.525455] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:17:57.530544] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:17:57.530795] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:18:00.536793] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:18:00.541545] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:18:00.545978] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:18:00.551359] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:18:00.551522] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:18:03.556157] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:18:03.559860] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:18:03.563416] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:18:03.566797] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:18:03.566877] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:18:06.573100] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:18:06.578045] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:18:06.582836] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:18:06.587078] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:18:06.587202] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:18:09.592853] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:18:09.600488] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:18:09.604512] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:18:09.608179] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:18:09.608268] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:18:12.613836] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:18:12.617866] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:18:12.621205] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:18:12.624545] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:18:12.624622] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:18:15.630990] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:18:15.636599] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:18:15.641233] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:18:15.645317] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:18:15.645412] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:18:18.652773] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:18:18.658083] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:18:18.663325] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:18:18.668735] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:18:18.668882] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:18:21.673490] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:18:21.676969] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:18:21.680434] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:18:21.683746] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:18:21.683844] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:18:24.689449] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:18:24.693483] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:18:24.697704] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:18:24.701419] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:18:24.701512] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:18:27.707023] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:18:27.710413] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:18:27.714182] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:18:27.717626] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:18:27.717722] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:18:30.722601] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:18:30.726347] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:18:30.729882] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:18:30.733401] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:18:30.733504] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:18:33.738635] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:18:33.742270] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:18:33.745538] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:18:33.748757] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:18:33.748846] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:18:36.753398] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:18:36.757184] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:18:36.760573] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:18:36.764119] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:18:36.764205] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:18:39.769456] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:18:39.773109] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:18:39.776727] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:18:39.780358] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:18:39.780461] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:18:42.785846] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:18:42.789854] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:18:42.793068] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:18:42.796284] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:18:42.796361] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:18:45.801068] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:18:45.804625] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:18:45.808043] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:18:45.811390] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:18:45.811476] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:18:48.816480] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:18:48.820070] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:18:48.823435] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:18:48.826770] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:18:48.826860] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:18:51.831871] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:18:51.835291] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:18:51.838710] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:18:51.841963] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:18:51.842038] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:18:54.846512] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:18:54.850509] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:18:54.853752] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:18:54.856975] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:18:54.857066] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:18:57.861821] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:18:57.865495] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:18:57.868960] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:18:57.872163] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:18:57.872243] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:19:00.878798] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:19:00.882916] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:19:00.886902] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:19:00.890680] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:19:00.890780] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:19:03.895455] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:19:03.898889] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:19:03.902105] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:19:03.905312] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:19:03.905389] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:19:06.911589] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:19:06.916793] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:19:06.921131] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:19:06.924968] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:19:06.925051] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:19:09.931612] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:19:09.936135] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:19:09.940988] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:19:09.945472] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:19:09.945636] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:19:12.951845] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:19:12.958045] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:19:12.963960] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:19:12.970200] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:19:12.970361] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:19:15.976734] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:19:15.981497] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:19:15.985479] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:19:15.989690] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:19:15.989832] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:19:18.995066] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:19:18.998621] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:19:19.001961] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:19:19.005183] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:19:19.005256] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:19:22.012179] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:19:22.016807] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:19:22.020406] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:19:22.023955] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:19:22.024034] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:19:25.029951] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:19:25.034917] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:19:25.038801] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:19:25.042194] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:19:25.042277] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:19:28.048167] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:19:28.052553] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:19:28.057014] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:19:28.060860] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:19:28.060954] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:19:31.067172] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:19:31.073231] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:19:31.078829] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:19:31.085004] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:19:31.085178] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:19:34.091186] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:19:34.096271] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:19:34.101728] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:19:34.107172] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:19:34.107340] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:19:37.113557] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:19:37.118658] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:19:37.122381] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:19:37.126531] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:19:37.126664] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:19:40.131779] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:19:40.135762] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:19:40.139638] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:19:40.143505] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:19:40.143671] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:19:43.148635] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:19:43.152609] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:19:43.156155] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:19:43.160088] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:19:43.160181] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:19:46.164900] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:19:46.168261] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:19:46.171562] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:19:46.174858] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:19:46.174948] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:19:49.179889] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:19:49.183695] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:19:49.187299] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:19:49.190806] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:19:49.190903] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:19:52.195847] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:19:52.199689] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:19:52.203488] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:19:52.206798] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:19:52.206875] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:19:55.211480] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:19:55.215478] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:19:55.219383] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:19:55.222677] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:19:55.222755] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:19:58.228838] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:19:58.233323] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:19:58.237562] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:19:58.242336] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:19:58.242448] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:20:01.249181] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:20:01.253443] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:20:01.260055] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:20:01.264920] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:20:01.264995] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:20:04.270850] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:20:04.275629] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:20:04.279597] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:20:04.283962] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:20:04.284125] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:20:07.290430] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:20:07.296081] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:20:07.301315] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:20:07.305873] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:20:07.306004] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:20:10.312350] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:20:10.316150] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:20:10.320811] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:20:10.324707] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:20:10.324793] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:20:13.330898] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:20:13.335488] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:20:13.339576] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:20:13.343741] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:20:13.343846] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:20:16.351772] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:20:16.357521] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:20:16.362593] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:20:16.366665] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:20:16.366757] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:20:19.372409] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:20:19.376033] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:20:19.379686] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:20:19.383214] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:20:19.383298] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:20:22.389620] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:20:22.393778] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:20:22.397574] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:20:22.401608] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:20:22.401748] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:20:25.407231] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:20:25.412110] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:20:25.416545] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:20:25.421138] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:20:25.421296] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:20:28.431722] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:20:28.438095] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:20:28.442807] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:20:28.448578] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:20:28.448814] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:20:31.455696] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:20:31.462155] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:20:31.467733] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:20:31.473091] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:20:31.473250] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:20:34.480143] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:20:34.485337] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:20:34.490802] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:20:34.496068] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:20:34.496171] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:20:37.502768] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:20:37.508520] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:20:37.512578] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:20:37.515851] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:20:37.515944] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:20:40.521989] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:20:40.526421] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:20:40.530715] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:20:40.535518] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:20:40.535720] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:20:43.540845] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:20:43.544371] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:20:43.547705] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:20:43.551700] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:20:43.551778] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:20:46.556545] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:20:46.560275] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:20:46.563827] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:20:46.567450] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:20:46.567548] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:20:49.573665] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:20:49.577475] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:20:49.581864] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:20:49.586527] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:20:49.586679] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:20:52.592037] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:20:52.596617] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:20:52.600637] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:20:52.604194] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:20:52.604275] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:20:55.610947] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:20:55.615469] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:20:55.619733] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:20:55.623851] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:20:55.623977] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:20:58.628724] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:20:58.632397] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:20:58.635946] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:20:58.639692] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:20:58.639797] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:21:01.646149] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:21:01.650584] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:21:01.655759] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:21:01.660487] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:21:01.660615] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:21:04.665775] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:21:04.670343] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:21:04.675111] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:21:04.679770] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:21:04.679921] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:21:07.684541] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:21:07.688207] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:21:07.692725] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:21:07.696339] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:21:07.696439] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:21:10.702358] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:21:10.707088] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:21:10.711605] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:21:10.716057] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:21:10.716157] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:21:13.721158] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:21:13.724984] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:21:13.728878] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:21:13.732509] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:21:13.732609] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:21:16.739009] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:21:16.743239] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:21:16.748224] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:21:16.751868] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:21:16.751945] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:21:19.757767] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:21:19.761634] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:21:19.765196] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:21:19.768565] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:21:19.768667] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:21:22.773815] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:21:22.777696] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:21:22.781262] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:21:22.785634] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:21:22.785776] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:21:25.790723] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:21:25.794312] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:21:25.797635] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:21:25.800960] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:21:25.801038] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:21:28.806153] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:21:28.809586] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:21:28.812837] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:21:28.816057] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:21:28.816142] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:21:31.820957] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:21:31.824417] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:21:31.827939] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:21:31.831523] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:21:31.831605] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:21:34.836582] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:21:34.840241] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:21:34.843771] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:21:34.847333] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:21:34.847433] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:21:37.852179] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:21:37.855849] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:21:37.859338] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:21:37.862698] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:21:37.862780] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:21:40.867561] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:21:40.871979] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:21:40.875506] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:21:40.878936] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:21:40.879026] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:21:43.885704] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:21:43.892450] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:21:43.898415] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:21:43.904675] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:21:43.904838] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:21:46.912469] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:21:46.917955] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:21:46.924191] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:21:46.932126] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:21:46.932397] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:21:49.938885] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:21:49.943350] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:21:49.946803] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:21:49.950509] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:21:49.950600] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:21:52.956554] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:21:52.961737] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:21:52.967049] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:21:52.973057] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:21:52.973256] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:21:55.983922] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:21:55.989967] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:21:55.995460] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:21:56.000971] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:21:56.001140] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:21:59.008139] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:21:59.013082] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:21:59.017884] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:21:59.022835] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:21:59.022974] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:22:02.027866] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:22:02.031990] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:22:02.035727] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:22:02.039405] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:22:02.039496] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:22:05.044965] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:22:05.048911] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:22:05.052819] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:22:05.057098] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:22:05.057223] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:22:08.061978] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:22:08.065807] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:22:08.069365] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:22:08.072731] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:22:08.072836] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:22:11.078190] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:22:11.081826] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:22:11.085235] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:22:11.088566] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:22:11.088681] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:22:14.094095] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:22:14.098570] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:22:14.102289] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:22:14.106053] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:22:14.106191] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:22:17.110621] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:22:17.114086] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:22:17.117404] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:22:17.122846] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:22:17.122959] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:22:20.128201] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:22:20.131928] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:22:20.136103] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:22:20.140805] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:22:20.140921] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:22:23.146211] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:22:23.150769] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:22:23.155615] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:22:23.160461] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:22:23.160618] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:22:26.165360] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:22:26.169494] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:22:26.173274] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:22:26.177014] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:22:26.177132] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:22:29.182202] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:22:29.185897] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:22:29.189447] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:22:29.193156] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:22:29.193243] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:22:32.198168] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:22:32.202285] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:22:32.207906] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:22:32.212076] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:22:32.212166] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:22:35.218747] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:22:35.222929] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:22:35.226540] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:22:35.231448] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:22:35.231621] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:22:38.238514] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:22:38.243708] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:22:38.249464] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:22:38.254567] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:22:38.254746] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:22:41.259725] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:22:41.263667] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:22:41.267246] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:22:41.271137] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:22:41.271288] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:22:44.276374] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:22:44.280863] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:22:44.285686] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:22:44.290482] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:22:44.290605] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:22:47.296550] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:22:47.302260] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:22:47.307542] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:22:47.312771] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:22:47.312936] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:22:50.318888] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:22:50.322791] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:22:50.327343] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:22:50.331841] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:22:50.331932] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:22:53.336605] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:22:53.341567] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:22:53.345267] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:22:53.348842] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:22:53.348952] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:22:56.354537] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:22:56.358232] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:22:56.363025] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:22:56.367933] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:22:56.368146] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:22:59.373705] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:22:59.378564] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:22:59.383247] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:22:59.387124] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:22:59.387253] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:23:02.392273] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:23:02.395810] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:23:02.399183] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:23:02.402542] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:23:02.402623] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:23:05.408261] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:23:05.412887] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:23:05.417533] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:23:05.422164] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:23:05.422323] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:23:08.426973] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:23:08.430325] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:23:08.433509] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:23:08.436669] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:23:08.436743] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:23:11.441889] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:23:11.445915] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:23:11.449807] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:23:11.453387] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:23:11.453494] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:23:14.461733] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:23:14.465703] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:23:14.469063] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:23:14.472700] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:23:14.472776] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:23:17.477452] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:23:17.481222] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:23:17.484908] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:23:17.488624] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:23:17.488737] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:23:20.493510] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:23:20.497485] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:23:20.501201] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:23:20.504824] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:23:20.504932] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:23:23.511006] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:23:23.515072] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:23:23.519106] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:23:23.523186] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:23:23.523300] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:23:26.528429] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:23:26.533062] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:23:26.537549] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:23:26.541831] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:23:26.541956] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:23:29.548672] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:23:29.552974] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:23:29.557264] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:23:29.560857] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:23:29.560938] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:23:32.565865] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:23:32.569671] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:23:32.575001] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:23:32.580541] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:23:32.580726] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:23:35.586449] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:23:35.591633] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:23:35.596792] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:23:35.602139] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:23:35.602302] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:23:38.608624] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:23:38.612899] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:23:38.617937] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:23:38.623340] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:23:38.623515] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:23:41.628571] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:23:41.632079] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:23:41.635425] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:23:41.638889] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:23:41.638969] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:23:44.645198] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:23:44.650884] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:23:44.656909] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:23:44.662322] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:23:44.662531] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:23:47.668064] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:23:47.672837] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:23:47.677033] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:23:47.680672] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:23:47.680773] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:23:50.686970] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:23:50.690685] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:23:50.694067] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:23:50.698453] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:23:50.698788] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:23:53.703508] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:23:53.707315] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:23:53.710761] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:23:53.713884] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:23:53.713955] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:23:56.718991] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:23:56.722761] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:23:56.726559] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:23:56.730752] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:23:56.730851] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:23:59.736441] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:23:59.740413] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:23:59.743735] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:23:59.747494] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:23:59.747574] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:24:02.752338] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:24:02.755857] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:24:02.759253] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:24:02.762768] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:24:02.762873] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:24:05.768030] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:24:05.772133] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:24:05.776117] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:24:05.780501] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:24:05.780612] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:24:08.787357] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:24:08.792866] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:24:08.797184] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:24:08.800948] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:24:08.801036] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:24:11.806502] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:24:11.810612] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:24:11.814212] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:24:11.817505] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:24:11.817584] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:24:14.823948] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:24:14.829093] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:24:14.834253] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:24:14.839138] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:24:14.839285] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:24:17.845304] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:24:17.850068] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:24:17.855334] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:24:17.861080] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:24:17.861257] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:24:20.866213] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:24:20.870420] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:24:20.874503] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:24:20.878595] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:24:20.878764] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:24:23.885989] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:24:23.890697] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:24:23.895209] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:24:23.899807] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:24:23.899949] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:24:26.905032] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:24:26.909091] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:24:26.912917] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:24:26.917136] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:24:26.917280] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:24:29.923709] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:24:29.931691] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:24:29.935431] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:24:29.939395] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:24:29.939477] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:24:32.945077] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:24:32.949927] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:24:32.953876] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:24:32.958131] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:24:32.958247] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:24:35.962995] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:24:35.966978] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:24:35.970559] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:24:35.974328] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:24:35.974426] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:24:38.979890] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:24:38.984335] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:24:38.988343] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:24:38.992255] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:24:38.992363] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:24:41.998150] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:24:42.001740] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:24:42.005560] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:24:42.009633] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:24:42.009767] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:24:45.015435] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:24:45.019924] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:24:45.023949] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:24:45.027532] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:24:45.027629] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:24:48.032978] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:24:48.037408] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:24:48.041256] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:24:48.045180] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:24:48.045307] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:24:51.051682] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:24:51.058519] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:24:51.063531] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:24:51.067212] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:24:51.067290] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:24:54.073828] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:24:54.080330] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:24:54.087037] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:24:54.092754] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:24:54.092887] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:24:57.098835] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:24:57.103282] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:24:57.107462] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:24:57.112816] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:24:57.112982] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:25:00.119016] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:25:00.124974] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:25:00.130464] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:25:00.135159] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:25:00.135269] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:25:03.140358] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:25:03.143666] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:25:03.146871] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:25:03.150474] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:25:03.150550] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:25:06.157296] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:25:06.162274] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:25:06.166716] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:25:06.170814] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:25:06.170936] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:25:09.176512] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:25:09.180612] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:25:09.185200] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:25:09.189167] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:25:09.189281] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:25:12.196072] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:25:12.201401] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:25:12.206230] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:25:12.210827] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:25:12.210931] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:25:15.215442] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:25:15.218890] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:25:15.222137] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:25:15.225332] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:25:15.225408] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:25:18.229928] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:25:18.233623] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:25:18.237908] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:25:18.241594] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:25:18.241698] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:25:21.246874] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:25:21.251212] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:25:21.254848] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:25:21.259021] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:25:21.259117] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:25:24.267500] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:25:24.273175] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:25:24.278492] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:25:24.284280] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:25:24.284433] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:25:27.291012] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:25:27.295319] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:25:27.298830] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:25:27.302223] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:25:27.302312] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:25:30.309167] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:25:30.314535] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:25:30.319997] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:25:30.325905] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:25:30.326066] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:25:33.331419] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:25:33.335463] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:25:33.339728] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:25:33.344235] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:25:33.344395] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:25:36.349871] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:25:36.353935] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:25:36.358206] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:25:36.361559] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:25:36.361635] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:25:39.365989] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:25:39.369613] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:25:39.373127] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:25:39.377722] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:25:39.377853] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:25:42.382732] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:25:42.386673] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:25:42.390270] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:25:42.393613] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:25:42.393705] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:25:45.399968] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:25:45.405333] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:25:45.410782] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:25:45.416194] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:25:45.416353] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:25:48.421439] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:25:48.425662] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:25:48.429416] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:25:48.432862] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:25:48.432967] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:25:51.438895] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:25:51.444327] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:25:51.449332] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:25:51.453969] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:25:51.454097] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:25:54.459192] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:25:54.462540] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:25:54.466027] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:25:54.469366] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:25:54.469442] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:25:57.476130] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:25:57.480915] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:25:57.485092] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:25:57.489594] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:25:57.489752] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:26:00.494911] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:26:00.499131] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:26:00.503391] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:26:00.507730] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:26:00.507870] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:26:03.513757] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:26:03.518010] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:26:03.521461] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:26:03.524933] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:26:03.525013] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:26:06.530721] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:26:06.535045] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:26:06.539503] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:26:06.543379] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:26:06.543469] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:26:09.548702] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:26:09.552817] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:26:09.557093] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:26:09.560699] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:26:09.560778] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:26:12.565404] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:26:12.569004] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:26:12.572470] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:26:12.576039] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:26:12.576121] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:26:15.580790] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:26:15.584531] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:26:15.587828] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:26:15.591038] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:26:15.591112] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:26:18.595827] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:26:18.599915] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:26:18.603794] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:26:18.607508] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:26:18.607631] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:26:21.612512] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:26:21.616452] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:26:21.620764] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:26:21.624476] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:26:21.624571] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:26:24.629888] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:26:24.634460] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:26:24.638873] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:26:24.643133] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:26:24.643273] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:26:27.650460] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:26:27.655024] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:26:27.659035] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:26:27.663089] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:26:27.663185] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:26:30.668921] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:26:30.672423] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:26:30.675818] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:26:30.679154] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:26:30.679234] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:26:33.684882] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:26:33.689746] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:26:33.693967] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:26:33.698098] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:26:33.698209] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:26:36.702707] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:26:36.706601] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:26:36.710246] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:26:36.714012] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:26:36.714131] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:26:39.720883] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:26:39.725425] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:26:39.730013] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:26:39.734160] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:26:39.734254] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:26:42.739317] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:26:42.743654] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:26:42.747376] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:26:42.750592] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:26:42.750683] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:26:45.755298] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:26:45.759459] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:26:45.763585] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:26:45.767734] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:26:45.767866] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:26:48.773512] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:26:48.777469] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:26:48.780904] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:26:48.785236] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:26:48.785332] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:26:51.790195] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:26:51.793815] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:26:51.797255] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:26:51.800797] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:26:51.801069] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:26:54.806062] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:26:54.809960] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:26:54.814720] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:26:54.818413] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:26:54.818491] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:26:57.823066] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:26:57.826592] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:26:57.833343] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:26:57.837134] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:26:57.837230] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:27:00.849368] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:27:00.858298] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:27:00.863336] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:27:00.868337] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:27:00.868422] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:27:03.874287] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:27:03.878253] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:27:03.882409] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:27:03.886095] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:27:03.886180] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:27:06.892404] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:27:06.896344] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:27:06.900108] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:27:06.904486] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:27:06.904573] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:27:09.910667] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:27:09.915282] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:27:09.919522] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:27:09.924261] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:27:09.924421] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:27:12.930032] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:27:12.936138] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:27:12.941923] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:27:12.946725] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:27:12.946829] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:27:15.952384] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:27:15.955814] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:27:15.959101] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:27:15.962286] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:27:15.962360] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:27:18.966860] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:27:18.970600] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:27:18.974015] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:27:18.977302] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:27:18.977376] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:27:21.983039] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:27:21.986876] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:27:21.990420] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:27:21.993660] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:27:21.993734] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:27:24.998191] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:27:25.004479] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:27:25.010199] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:27:25.015081] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:27:25.015233] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:27:28.021262] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:27:28.025067] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:27:28.029324] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:27:28.033742] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:27:28.033850] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:27:31.038763] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:27:31.042389] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:27:31.045747] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:27:31.049261] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:27:31.049362] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:27:34.054265] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:27:34.058226] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:27:34.061952] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:27:34.065587] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:27:34.065701] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:27:37.070409] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:27:37.073956] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:27:37.077363] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:27:37.080891] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:27:37.080985] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:27:40.086044] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:27:40.089527] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:27:40.092864] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:27:40.096235] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:27:40.096330] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:27:43.101281] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:27:43.106723] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:27:43.112457] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:27:43.116943] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:27:43.117063] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:27:46.122002] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:27:46.126195] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:27:46.130056] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:27:46.134395] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:27:46.134497] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:27:49.139619] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:27:49.143199] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:27:49.146724] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:27:49.150355] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:27:49.150467] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:27:52.155166] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:27:52.158550] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:27:52.161825] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:27:52.165054] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:27:52.165131] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:27:55.172956] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:27:55.178705] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:27:55.183420] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:27:55.187341] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:27:55.187421] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:27:58.192885] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:27:58.198132] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:27:58.201796] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:27:58.206272] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:27:58.206415] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:28:01.211613] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:28:01.216186] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:28:01.220722] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:28:01.224900] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:28:01.225134] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:28:04.231865] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:28:04.236452] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:28:04.241232] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:28:04.245455] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:28:04.245591] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:28:07.251674] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:28:07.256615] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:28:07.260862] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:28:07.264861] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:28:07.264958] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:28:10.270016] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:28:10.274071] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:28:10.277420] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:28:10.280705] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:28:10.280778] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:28:13.285614] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:28:13.289508] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:28:13.293264] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:28:13.296859] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:28:13.296959] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:28:16.303341] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:28:16.308989] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:28:16.313622] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:28:16.318603] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:28:16.318853] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:28:19.323353] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:28:19.326670] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:28:19.330166] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:28:19.333687] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:28:19.333763] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:28:22.338471] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:28:22.341806] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:28:22.344998] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:28:22.348210] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:28:22.348285] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:28:25.352998] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:28:25.356520] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:28:25.361845] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:28:25.367084] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:28:25.367179] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:28:28.372922] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:28:28.377082] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:28:28.380819] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:28:28.384444] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:28:28.384587] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:28:31.388544] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:28:31.391906] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:28:31.395303] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:28:31.398820] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:28:31.398905] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:28:34.403592] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:28:34.407291] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:28:34.410805] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:28:34.414241] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:28:34.414336] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:28:37.419351] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:28:37.423334] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:28:37.427242] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:28:37.431123] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:28:37.431200] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:28:40.436694] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:28:40.440671] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:28:40.445335] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:28:40.449221] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:28:40.449303] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:28:43.455324] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:28:43.459686] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:28:43.463731] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:28:43.467680] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:28:43.467763] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:28:46.472567] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:28:46.476434] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:28:46.479862] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:28:46.484862] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:28:46.485061] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:28:49.489760] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:28:49.493158] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:28:49.496758] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:28:49.500087] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:28:49.500165] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:28:52.504624] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:28:52.508270] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:28:52.511936] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:28:52.515292] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:28:52.515375] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:28:55.521492] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:28:55.526680] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:28:55.530595] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:28:55.534537] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:28:55.534622] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:28:58.540231] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:28:58.544307] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:28:58.549034] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:28:58.553741] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:28:58.553822] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:29:01.559917] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:29:01.564576] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:29:01.568819] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:29:01.574063] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:29:01.574268] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:29:04.580950] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:29:04.585254] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:29:04.590157] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:29:04.595123] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:29:04.595270] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:29:07.601415] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:29:07.606566] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:29:07.611249] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:29:07.615424] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:29:07.615545] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:29:10.622081] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:29:10.627308] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:29:10.632518] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:29:10.637988] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:29:10.638204] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:29:13.645336] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:29:13.650069] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:29:13.653739] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:29:13.657527] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:29:13.657606] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:29:16.663245] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:29:16.666914] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:29:16.672438] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:29:16.676359] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:29:16.676456] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:29:19.681293] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:29:19.685067] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:29:19.688771] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:29:19.692549] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:29:19.692658] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:29:22.698365] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:29:22.702673] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:29:22.706218] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:29:22.709496] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:29:22.709569] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:29:25.714517] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:29:25.718020] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:29:25.721285] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:29:25.724677] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:29:25.724753] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:29:28.729381] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:29:28.732953] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:29:28.736438] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:29:28.739937] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:29:28.740035] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:29:31.745018] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:29:31.749071] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:29:31.753143] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:29:31.756757] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:29:31.756850] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:29:34.764441] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:29:34.769279] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:29:34.773705] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:29:34.778382] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:29:34.778468] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:29:37.782884] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:29:37.787981] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:29:37.792013] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:29:37.795499] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:29:37.795580] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:29:40.801514] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:29:40.805196] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:29:40.809179] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:29:40.812853] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:29:40.812940] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:29:43.817793] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:29:43.821152] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:29:43.824416] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:29:43.827681] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:29:43.827758] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:29:46.832973] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:29:46.837172] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:29:46.841395] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:29:46.846603] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:29:46.846794] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:29:49.851844] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:29:49.855543] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:29:49.859126] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:29:49.862760] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:29:49.862850] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:29:52.867495] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:29:52.871451] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:29:52.874839] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:29:52.878097] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:29:52.878174] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:29:55.882702] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:29:55.886661] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:29:55.890662] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:29:55.894353] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:29:55.894438] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:29:58.899267] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:29:58.902728] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:29:58.905922] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:29:58.909121] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:29:58.909195] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:30:01.915634] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:30:01.920958] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:30:01.925878] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:30:01.930293] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:30:01.930392] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:30:04.935365] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:30:04.940046] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:30:04.944223] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:30:04.948263] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:30:04.948367] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:30:07.953392] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:30:07.957477] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:30:07.961956] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:30:07.967469] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:30:07.967615] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:30:10.972680] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:30:10.976590] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:30:10.980599] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:30:10.984264] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:30:10.984357] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:30:13.989124] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:30:13.992799] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:30:13.996361] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:30:14.000559] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:30:14.000720] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:30:17.005331] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:30:17.009021] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:30:17.012553] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:30:17.016113] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:30:17.016208] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:30:20.021579] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:30:20.025532] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:30:20.029318] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:30:20.033156] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:30:20.033283] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:30:23.038916] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:30:23.043572] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:30:23.047742] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:30:23.051581] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:30:23.051708] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:30:26.057077] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:30:26.061145] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:30:26.065050] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:30:26.068886] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:30:26.069013] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:30:29.073751] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:30:29.077566] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:30:29.082432] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:30:29.086306] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:30:29.086403] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:30:32.091920] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:30:32.095444] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:30:32.098852] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:30:32.102111] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:30:32.102221] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:30:35.107346] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:30:35.111263] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:30:35.115012] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:30:35.118847] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:30:35.118961] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:30:38.123603] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:30:38.127555] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:30:38.131773] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:30:38.135684] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:30:38.135793] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:30:41.140446] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:30:41.144349] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:30:41.147962] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:30:41.151566] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:30:41.151706] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:30:44.156901] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:30:44.162011] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:30:44.167179] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:30:44.172531] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:30:44.172680] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:30:47.177999] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:30:47.182572] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:30:47.187212] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:30:47.191121] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:30:47.191215] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:30:50.196471] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:30:50.200219] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:30:50.203755] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:30:50.207216] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:30:50.207305] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:30:53.212583] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:30:53.216818] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:30:53.221065] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:30:53.225502] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:30:53.225679] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:30:56.231069] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:30:56.235518] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:30:56.239916] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:30:56.244096] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:30:56.244219] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:30:59.250480] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:30:59.255455] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:30:59.259115] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:30:59.262355] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:30:59.262429] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:31:02.267332] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:31:02.271369] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:31:02.274996] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:31:02.278617] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:31:02.278716] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:31:05.283881] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:31:05.288094] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:31:05.291954] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:31:05.295791] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:31:05.295879] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:31:08.303116] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:31:08.308278] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:31:08.313094] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:31:08.318126] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:31:08.318278] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:31:11.323435] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:31:11.327337] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:31:11.331059] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:31:11.334827] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:31:11.334950] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:31:14.340357] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:31:14.344438] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:31:14.348352] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:31:14.352244] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:31:14.352352] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:31:17.357706] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:31:17.362451] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:31:17.366283] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:31:17.370094] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:31:17.370188] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:31:20.375173] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:31:20.378829] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:31:20.382207] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:31:20.385661] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:31:20.385746] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:31:23.391953] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:31:23.395670] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:31:23.399555] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:31:23.403221] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:31:23.403298] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:31:26.409434] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:31:26.414944] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:31:26.419717] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:31:26.424484] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:31:26.424708] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:31:29.430032] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:31:29.433998] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:31:29.437538] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:31:29.441397] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:31:29.441486] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:31:32.446046] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:31:32.449591] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:31:32.452908] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:31:32.456226] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:31:32.456307] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:31:35.462592] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:31:35.467516] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:31:35.472018] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:31:35.476375] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:31:35.476711] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:31:38.481350] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:31:38.485131] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:31:38.488845] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:31:38.492722] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:31:38.492825] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:31:41.498523] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:31:41.503600] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:31:41.508116] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:31:41.512615] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:31:41.512760] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:31:44.517711] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:31:44.521438] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:31:44.525140] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:31:44.529943] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:31:44.530133] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:31:47.535064] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:31:47.539367] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:31:47.543485] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:31:47.548327] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:31:47.548514] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:31:50.553005] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:31:50.556722] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:31:50.560521] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:31:50.564529] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:31:50.564673] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:31:53.569148] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:31:53.573075] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:31:53.577237] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:31:53.581561] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:31:53.581682] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:31:56.590954] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:31:56.595745] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:31:56.600170] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:31:56.604521] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:31:56.604699] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:31:59.609568] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:31:59.613138] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:31:59.616433] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:31:59.619789] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:31:59.619870] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:32:02.624934] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:32:02.628717] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:32:02.633161] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:32:02.637809] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:32:02.637961] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:32:05.645349] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:32:05.650064] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:32:05.655116] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:32:05.659174] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:32:05.659303] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:32:08.664089] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:32:08.668205] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:32:08.672210] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:32:08.676094] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:32:08.676193] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:32:11.681157] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:32:11.685258] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:32:11.689341] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:32:11.693162] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:32:11.693250] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:32:14.698632] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:32:14.702795] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:32:14.706460] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:32:14.710734] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:32:14.710815] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:32:17.715670] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:32:17.719249] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:32:17.722689] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:32:17.726252] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:32:17.726349] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:32:20.731319] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:32:20.735569] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:32:20.739156] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:32:20.742961] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:32:20.743058] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:32:23.748971] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:32:23.754152] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:32:23.758566] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:32:23.763138] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:32:23.763287] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:32:26.769285] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:32:26.773918] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:32:26.778836] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:32:26.784098] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:32:26.784270] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:32:29.789571] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:32:29.793661] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:32:29.797748] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:32:29.802153] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:32:29.802306] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:32:32.807390] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:32:32.811615] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:32:32.815434] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:32:32.819331] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:32:32.819435] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:32:35.826750] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:32:35.832310] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:32:35.838606] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:32:35.844090] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:32:35.844210] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:32:38.849911] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:32:38.853529] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:32:38.856978] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:32:38.861529] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:32:38.861703] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:32:41.867361] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:32:41.872425] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:32:41.877062] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:32:41.881836] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:32:41.881958] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:32:44.890635] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:32:44.894263] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:32:44.899066] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:32:44.903048] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:32:44.903124] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:32:47.910047] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:32:47.914293] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:32:47.917949] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:32:47.921743] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:32:47.921861] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:32:50.926716] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:32:50.930593] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:32:50.934161] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:32:50.937818] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:32:50.937905] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:32:53.944299] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:32:53.948116] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:32:53.951631] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:32:53.955431] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:32:53.955526] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:32:56.960538] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:32:56.964525] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:32:56.968502] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:32:56.972292] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:32:56.972395] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:32:59.977087] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:32:59.980560] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:32:59.983878] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:32:59.987118] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:32:59.987206] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:33:02.992382] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:33:02.996135] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:33:02.999637] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:33:03.003030] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:33:03.003114] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:33:06.008347] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:33:06.012301] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:33:06.016104] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:33:06.019847] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:33:06.019946] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:33:09.024378] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:33:09.027883] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:33:09.031104] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:33:09.034269] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:33:09.034344] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:33:12.038838] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:33:12.042232] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:33:12.045507] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:33:12.048780] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:33:12.048853] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:33:15.053601] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:33:15.057538] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:33:15.061174] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:33:15.064397] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:33:15.064473] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:33:18.070081] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:33:18.073979] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:33:18.077459] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:33:18.081137] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:33:18.081225] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:33:21.087712] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:33:21.091895] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:33:21.095620] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:33:21.099346] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:33:21.099423] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:33:24.107271] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:33:24.112569] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:33:24.117588] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:33:24.122999] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:33:24.123360] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:33:27.129327] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:33:27.133685] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:33:27.137564] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:33:27.141573] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:33:27.141679] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:33:30.146556] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:33:30.150217] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:33:30.153612] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:33:30.157135] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:33:30.157222] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:33:33.162278] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:33:33.165788] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:33:33.169102] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:33:33.172450] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:33:33.172539] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:33:36.176867] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:33:36.181029] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:33:36.185067] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:33:36.188463] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:33:36.188538] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:33:39.193224] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:33:39.198023] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:33:39.202994] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:33:39.207253] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:33:39.207361] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:33:42.215273] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:33:42.222625] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:33:42.229721] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:33:42.237297] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:33:42.237514] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:33:45.242245] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:33:45.246472] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:33:45.250373] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:33:45.253922] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:33:45.254022] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:33:48.260239] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:33:48.264072] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:33:48.267402] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:33:48.271524] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:33:48.271598] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:33:51.278091] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:33:51.283962] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:33:51.288735] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:33:51.294193] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:33:51.294389] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:33:54.299878] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:33:54.305731] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:33:54.309971] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:33:54.313919] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:33:54.314040] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:33:57.318708] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:33:57.322624] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:33:57.326314] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:33:57.330025] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:33:57.330132] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:34:00.334753] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:34:00.338596] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:34:00.342301] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:34:00.345939] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:34:00.346054] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:34:03.351278] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:34:03.355890] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:34:03.359799] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:34:03.363675] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:34:03.363774] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:34:06.370389] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:34:06.376094] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:34:06.380134] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:34:06.383927] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:34:06.384023] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:34:09.389038] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:34:09.393569] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:34:09.397337] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:34:09.401064] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:34:09.401166] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:34:12.406971] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:34:12.410991] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:34:12.414482] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:34:12.417881] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:34:12.417963] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:34:15.423227] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:34:15.427086] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:34:15.430551] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:34:15.434901] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:34:15.435078] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:34:18.440915] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:34:18.445575] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:34:18.450063] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:34:18.453843] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:34:18.453923] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:34:21.460558] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:34:21.466995] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:34:21.472101] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:34:21.477570] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:34:21.477735] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:34:24.482426] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:34:24.486779] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:34:24.491947] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:34:24.496467] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:34:24.496591] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:34:27.500877] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:34:27.504403] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:34:27.508538] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:34:27.512100] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:34:27.512172] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:34:30.515879] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:34:30.519205] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:34:30.522453] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:34:30.525697] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:34:30.525774] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:34:33.535091] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:34:33.539635] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:34:33.544090] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:34:33.548517] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:34:33.548612] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:34:36.554184] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:34:36.558827] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:34:36.562460] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:34:36.565958] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:34:36.566043] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:34:39.570126] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:34:39.573922] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:34:39.577593] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:34:39.581170] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:34:39.581286] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:34:42.585814] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:34:42.589357] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:34:42.593034] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:34:42.596487] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:34:42.596574] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:34:45.601142] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:34:45.605047] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:34:45.608989] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:34:45.613082] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:34:45.613207] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:34:48.617711] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:34:48.621662] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:34:48.625051] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:34:48.628441] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:34:48.628520] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:34:51.634304] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:34:51.638748] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:34:51.643765] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:34:51.649082] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:34:51.649203] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:34:54.654302] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:34:54.658240] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:34:54.661983] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:34:54.665697] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:34:54.665819] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:34:57.672003] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:34:57.676155] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:34:57.679886] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:34:57.683594] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:34:57.683711] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:35:00.690126] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:35:00.694397] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:35:00.699742] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:35:00.704266] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:35:00.704414] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:35:03.709497] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:35:03.713122] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:35:03.716369] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:35:03.719677] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:35:03.719753] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:35:06.725865] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:35:06.731105] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:35:06.735839] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:35:06.740561] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:35:06.740698] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:35:09.745404] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:35:09.748974] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:35:09.752637] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:35:09.756478] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:35:09.756598] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:35:12.761966] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:35:12.766808] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:35:12.771258] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:35:12.774714] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:35:12.774791] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:35:15.779552] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:35:15.782999] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:35:15.786303] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:35:15.789682] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:35:15.789779] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:35:18.796034] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:35:18.801122] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:35:18.806617] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:35:18.810783] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:35:18.810921] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:35:21.816848] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:35:21.822692] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:35:21.826791] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:35:21.830270] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:35:21.830351] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:35:24.835255] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:35:24.839313] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:35:24.843169] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:35:24.847145] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:35:24.847273] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:35:27.852186] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:35:27.855849] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:35:27.859955] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:35:27.864024] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:35:27.864113] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:35:30.869668] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:35:30.873688] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:35:30.877236] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:35:30.880611] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:35:30.880704] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:35:33.885754] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:35:33.890503] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:35:33.895237] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:35:33.898878] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:35:33.898975] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:35:36.903508] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:35:36.906979] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:35:36.910236] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:35:36.913557] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:35:36.913656] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:35:39.920562] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:35:39.924719] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:35:39.928353] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:35:39.931785] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:35:39.931861] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:35:42.937437] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:35:42.942125] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:35:42.946240] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:35:42.950979] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:35:42.951178] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:35:45.956028] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:35:45.959742] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:35:45.963293] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:35:45.966888] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:35:45.967047] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:35:48.972941] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:35:48.977716] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:35:48.982366] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:35:48.986736] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:35:48.986872] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:35:51.992248] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:35:51.997189] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:35:52.001747] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:35:52.006754] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:35:52.006914] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:35:55.011908] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:35:55.015488] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:35:55.019114] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:35:55.022568] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:35:55.022667] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:35:58.027455] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:35:58.031918] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:35:58.037062] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:35:58.042933] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:35:58.043081] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:36:01.051427] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:36:01.057961] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:36:01.063268] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:36:01.068940] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:36:01.069187] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:36:04.075223] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:36:04.084328] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:36:04.088369] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:36:04.093449] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:36:04.093624] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:36:07.098912] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:36:07.103480] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:36:07.107918] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:36:07.111984] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:36:07.112105] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:36:10.119335] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:36:10.125422] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:36:10.132194] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:36:10.138519] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:36:10.138710] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:36:13.143392] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:36:13.147171] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:36:13.150839] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:36:13.154687] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:36:13.154775] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:36:16.159486] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:36:16.163437] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:36:16.167183] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:36:16.170424] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:36:16.170500] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:36:19.176822] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:36:19.181787] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:36:19.186082] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:36:19.190056] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:36:19.190178] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:36:22.194738] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:36:22.198326] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:36:22.201779] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:36:22.205190] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:36:22.205269] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:36:25.211279] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:36:25.216560] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:36:25.220749] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:36:25.224740] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:36:25.224826] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:36:28.230362] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:36:28.234263] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:36:28.238005] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:36:28.242028] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:36:28.242163] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:36:31.248078] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:36:31.253337] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:36:31.257906] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:36:31.262682] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:36:31.262821] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:36:34.270485] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:36:34.275090] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:36:34.279496] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:36:34.283544] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:36:34.283670] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:36:37.289263] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:36:37.293044] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:36:37.297185] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:36:37.300943] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:36:37.301019] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:36:40.305866] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:36:40.311834] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:36:40.316001] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:36:40.319795] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:36:40.319883] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:36:43.324618] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:36:43.329143] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:36:43.333212] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:36:43.337246] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:36:43.337375] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:36:46.342745] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:36:46.347517] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:36:46.352406] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:36:46.356976] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:36:46.357113] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:36:49.362421] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:36:49.366104] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:36:49.369398] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:36:49.372777] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:36:49.372851] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:36:52.378733] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:36:52.383873] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:36:52.389039] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:36:52.394169] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:36:52.394274] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:36:55.400101] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:36:55.404466] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:36:55.408503] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:36:55.413401] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:36:55.413561] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:36:58.420240] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:36:58.425151] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:36:58.428952] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:36:58.432827] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:36:58.432911] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:37:01.439782] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:37:01.446424] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:37:01.452547] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:37:01.458367] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:37:01.458513] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:37:04.464681] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:37:04.469481] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:37:04.473059] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:37:04.477713] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:37:04.477933] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:37:07.484626] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:37:07.488908] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:37:07.492795] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:37:07.497501] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:37:07.497631] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:37:10.503578] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:37:10.508828] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:37:10.513084] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:37:10.516726] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:37:10.516814] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:37:13.522768] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:37:13.526733] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:37:13.530399] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:37:13.534136] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:37:13.534233] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:37:16.539907] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:37:16.543921] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:37:16.548579] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:37:16.555929] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:37:16.556103] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:37:19.563688] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:37:19.569399] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:37:19.574283] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:37:19.580930] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:37:19.581180] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:37:22.585989] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:37:22.589881] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:37:22.593228] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:37:22.598298] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:37:22.598494] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:37:25.603464] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:37:25.606973] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:37:25.610524] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:37:25.613869] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:37:25.613944] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:37:28.618854] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:37:28.622468] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:37:28.626345] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:37:28.629907] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:37:28.629994] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:37:31.635324] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:37:31.640219] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:37:31.645163] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:37:31.650213] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:37:31.650331] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:37:34.656385] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:37:34.661426] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:37:34.665041] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:37:34.669709] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:37:34.669865] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:37:37.675308] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:37:37.680103] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:37:37.683768] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:37:37.688719] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:37:37.688894] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:37:40.694681] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:37:40.699055] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:37:40.702582] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:37:40.706820] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:37:40.706917] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:37:43.712806] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:37:43.717769] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:37:43.723270] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:37:43.728105] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:37:43.728251] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:37:46.733618] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:37:46.742413] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:37:46.749036] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:37:46.754102] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:37:46.754294] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:37:49.758754] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:37:49.762803] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:37:49.766340] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:37:49.769827] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:37:49.769903] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:37:52.776560] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:37:52.781995] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:37:52.787156] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:37:52.792902] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:37:52.793240] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:37:55.798429] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:37:55.802163] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:37:55.805682] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:37:55.809049] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:37:55.809127] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:37:58.814074] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:37:58.818669] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:37:58.822486] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:37:58.826338] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:37:58.826433] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:38:01.833233] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:38:01.838189] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:38:01.842491] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:38:01.847103] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:38:01.847312] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:38:04.853182] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:38:04.858195] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:38:04.862624] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:38:04.866694] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:38:04.866862] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:38:07.871699] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:38:07.875447] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:38:07.879103] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:38:07.882811] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:38:07.882919] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:38:10.887279] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:38:10.890771] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:38:10.894415] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:38:10.897867] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:38:10.897946] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:38:13.903161] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:38:13.907378] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:38:13.911221] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:38:13.914876] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:38:13.914965] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:38:16.920498] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:38:16.924847] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:38:16.929058] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:38:16.933244] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:38:16.933325] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:38:19.938304] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:38:19.941925] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:38:19.945262] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:38:19.948494] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:38:19.948565] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:38:22.954293] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:38:22.958387] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:38:22.961932] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:38:22.965372] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:38:22.965831] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:38:25.970361] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:38:25.973961] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:38:25.977508] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:38:25.981212] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:38:25.981304] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:38:28.987207] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:38:28.992036] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:38:28.996118] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:38:29.000740] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:38:29.000834] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:38:32.005339] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:38:32.009057] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:38:32.012658] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:38:32.016210] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:38:32.016300] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:38:35.022219] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:38:35.026542] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:38:35.030580] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:38:35.034022] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:38:35.034111] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:38:38.039160] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:38:38.042937] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:38:38.046619] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:38:38.050532] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:38:38.050624] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:38:41.056067] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:38:41.060056] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:38:41.063323] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:38:41.066519] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:38:41.066591] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:38:44.072308] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:38:44.077231] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:38:44.080954] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:38:44.084314] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:38:44.084390] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:38:47.090169] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:38:47.094170] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:38:47.098026] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:38:47.102494] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:38:47.102685] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:38:50.109050] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:38:50.114324] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:38:50.119403] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:38:50.124088] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:38:50.124211] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:38:53.130215] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:38:53.133974] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:38:53.138663] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:38:53.142303] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:38:53.142385] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:38:56.149083] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:38:56.154550] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:38:56.158702] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:38:56.162598] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:38:56.162694] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:38:59.168695] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:38:59.173750] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:38:59.178052] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:38:59.182791] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:38:59.182940] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:39:02.188043] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:39:02.192211] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:39:02.196247] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:39:02.201465] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:39:02.201710] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:39:05.206282] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:39:05.211045] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:39:05.214812] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:39:05.218278] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:39:05.218359] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:39:08.222991] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:39:08.226744] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:39:08.231025] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:39:08.235459] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:39:08.235611] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:39:11.241363] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:39:11.245607] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:39:11.249420] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:39:11.253108] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:39:11.253182] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:39:14.258510] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:39:14.263190] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:39:14.267380] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:39:14.271465] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:39:14.271588] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:39:17.277790] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:39:17.282963] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:39:17.287555] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:39:17.292154] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:39:17.292314] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:39:20.297939] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:39:20.304239] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:39:20.309663] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:39:20.314518] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:39:20.314624] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:39:23.320373] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:39:23.325393] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:39:23.330138] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:39:23.334892] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:39:23.335030] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:39:26.340376] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:39:26.344197] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:39:26.348000] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:39:26.352016] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:39:26.352092] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:39:29.357212] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:39:29.361090] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:39:29.365115] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:39:29.368836] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:39:29.368922] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:39:32.373704] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:39:32.377208] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:39:32.380548] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:39:32.383855] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:39:32.383929] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:39:35.389481] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:39:35.393148] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:39:35.396485] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:39:35.399926] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:39:35.400008] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:39:38.405184] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:39:38.410380] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:39:38.414399] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:39:38.418048] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:39:38.418128] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:39:41.423134] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:39:41.428314] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:39:41.432901] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:39:41.437484] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:39:41.437709] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:39:44.442669] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:39:44.446930] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:39:44.451568] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:39:44.455479] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:39:44.455590] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:39:47.466382] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:39:47.473209] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:39:47.478692] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:39:47.484511] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:39:47.484702] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:39:50.489737] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:39:50.494199] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:39:50.498119] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:39:50.502346] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:39:50.502478] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:39:53.508196] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:39:53.513481] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:39:53.518473] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:39:53.522117] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:39:53.522208] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:39:56.527962] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:39:56.532318] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:39:56.536154] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:39:56.540948] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:39:56.541076] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:39:59.546211] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:39:59.550823] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:39:59.554984] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:39:59.558427] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:39:59.558518] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:40:02.563676] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:40:02.568869] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:40:02.574721] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:40:02.580511] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:40:02.580663] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:40:05.586669] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:40:05.592298] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:40:05.597405] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:40:05.602708] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:40:05.602813] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:40:08.607818] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:40:08.612071] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:40:08.616125] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:40:08.620263] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:40:08.620375] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:40:11.625073] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:40:11.628532] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:40:11.631875] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:40:11.635328] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:40:11.635406] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:40:14.640345] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:40:14.645205] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:40:14.653309] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:40:14.657454] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:40:14.657587] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:40:17.663514] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:40:17.667308] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:40:17.671026] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:40:17.675490] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:40:17.675684] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:40:20.681523] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:40:20.686841] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:40:20.691694] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:40:20.695733] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:40:20.695857] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:40:23.702862] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:40:23.708896] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:40:23.716135] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:40:23.721275] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:40:23.721394] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:40:26.725981] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:40:26.730169] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:40:26.734619] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:40:26.739090] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:40:26.739291] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:40:29.744155] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:40:29.748272] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:40:29.752061] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:40:29.755737] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:40:29.755843] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:40:32.761032] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:40:32.764735] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:40:32.768180] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:40:32.771580] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:40:32.771678] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:40:35.777751] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:40:35.782914] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:40:35.787309] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:40:35.791339] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:40:35.791475] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:40:38.797491] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:40:38.801593] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:40:38.805345] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:40:38.809497] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:40:38.809599] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:40:41.814736] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:40:41.818551] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:40:41.822005] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:40:41.825355] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:40:41.825446] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:40:44.830470] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:40:44.836146] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:40:44.841838] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:40:44.846920] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:40:44.847105] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:40:47.852659] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:40:47.856674] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:40:47.860062] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:40:47.865091] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:40:47.865255] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:40:50.869725] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:40:50.873745] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:40:50.877218] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:40:50.880598] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:40:50.880694] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:40:53.886761] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:40:53.891352] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:40:53.895826] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:40:53.899868] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:40:53.899964] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:40:56.905170] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:40:56.909735] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:40:56.914328] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:40:56.918946] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:40:56.919058] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:40:59.926783] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:40:59.930700] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:40:59.934035] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:40:59.937818] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:40:59.937896] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:41:02.942964] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:41:02.947712] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:41:02.951740] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:41:02.956269] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:41:02.956346] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:41:05.962680] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:41:05.967270] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:41:05.971503] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:41:05.976835] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:41:05.977077] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:41:08.982755] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:41:08.987424] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:41:08.991478] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:41:08.995411] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:41:08.995535] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:41:12.000615] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:41:12.004856] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:41:12.009755] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:41:12.013556] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:41:12.013661] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:41:15.018929] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:41:15.022466] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:41:15.025847] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:41:15.029315] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:41:15.029401] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:41:18.035190] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:41:18.040500] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:41:18.044259] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:41:18.048887] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:41:18.049049] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:41:21.053826] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:41:21.057287] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:41:21.060622] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:41:21.063948] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:41:21.064030] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:41:24.069092] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:41:24.073950] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:41:24.079429] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:41:24.083720] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:41:24.083816] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:41:27.088703] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:41:27.093221] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:41:27.097493] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:41:27.101701] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:41:27.101799] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:41:30.109443] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:41:30.114718] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:41:30.118547] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:41:30.124432] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:41:30.124565] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:41:33.129909] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:41:33.133274] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:41:33.136609] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:41:33.140107] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:41:33.140182] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:41:36.147705] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:41:36.151906] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:41:36.155309] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:41:36.158616] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:41:36.158713] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:41:39.163540] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:41:39.167793] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:41:39.171551] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:41:39.175179] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:41:39.175270] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:41:42.179816] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:41:42.183358] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:41:42.186684] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:41:42.189949] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:41:42.190023] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:41:45.194573] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:41:45.199266] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:41:45.203138] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:41:45.207190] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:41:45.207273] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:41:48.213392] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:41:48.218806] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:41:48.223831] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:41:48.228070] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:41:48.228186] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:41:51.232759] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:41:51.237474] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:41:51.241396] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:41:51.245244] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:41:51.245322] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:41:54.250277] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:41:54.285891] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:41:54.320599] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:41:54.356040] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:41:54.356164] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:41:57.361952] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:41:57.365612] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:41:57.369577] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:41:57.373179] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:41:57.373269] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:42:00.408581] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:42:00.412363] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:42:00.415622] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:42:00.418926] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:42:00.419010] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:42:03.423827] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:42:03.428160] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:42:03.432280] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:42:03.436786] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:42:03.436942] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:42:06.441620] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:42:06.445162] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:42:06.448603] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:42:06.453015] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:42:06.453157] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:42:09.458570] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:42:09.463395] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:42:09.468073] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:42:09.472900] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:42:09.473052] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:42:12.478458] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:42:12.482143] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:42:12.486634] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:42:12.490552] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:42:12.490629] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:42:15.495092] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:42:15.498835] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:42:15.502192] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:42:15.505503] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:42:15.505589] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:42:18.509900] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:42:18.513947] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:42:18.517803] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:42:18.521270] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:42:18.521346] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:42:21.526368] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:42:21.529953] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:42:21.533381] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:42:21.536825] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:42:21.536926] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:42:24.541979] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:42:24.545804] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:42:24.549675] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:42:24.553103] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:42:24.553180] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:42:27.558962] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:42:27.563581] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:42:27.568074] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:42:27.572478] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:42:27.572669] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:42:30.579010] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:42:30.584094] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:42:30.588929] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:42:30.593152] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:42:30.593270] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:42:33.598884] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:42:33.602982] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:42:33.609125] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:42:33.615096] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:42:33.615248] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:42:36.621869] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:42:36.628392] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:42:36.634565] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:42:36.640423] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:42:36.640567] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:42:39.646113] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:42:39.650744] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:42:39.655045] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:42:39.659710] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:42:39.659835] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:42:42.664573] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:42:42.668017] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:42:42.671221] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:42:42.676803] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:42:42.677021] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:42:45.682083] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:42:45.685952] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:42:45.690196] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:42:45.694003] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:42:45.694116] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:42:48.699587] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:42:48.704313] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:42:48.708134] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:42:48.711518] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:42:48.711594] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:42:51.716948] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:42:51.722080] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:42:51.726783] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:42:51.731447] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:42:51.731604] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:42:54.737809] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:42:54.743454] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:42:54.748227] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:42:54.752061] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:42:54.752162] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:42:57.756723] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:42:57.760979] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:42:57.764761] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:42:57.768049] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:42:57.768125] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:43:00.775524] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:43:00.780329] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:43:00.784169] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:43:00.788259] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:43:00.788357] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:43:03.792965] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:43:03.796664] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:43:03.799894] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:43:03.803165] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:43:03.803237] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:43:06.808786] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:43:06.812763] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:43:06.816582] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:43:06.820254] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:43:06.820331] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:43:09.826102] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:43:09.830840] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:43:09.835018] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:43:09.840157] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:43:09.840414] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:43:12.845857] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:43:12.850694] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:43:12.856671] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:43:12.862366] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:43:12.862537] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:43:15.868528] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:43:15.872801] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:43:15.876301] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:43:15.881150] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:43:15.881303] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:43:18.887481] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:43:18.892495] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:43:18.897236] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:43:18.901950] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:43:18.902097] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:43:21.906894] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:43:21.911759] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:43:21.915684] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:43:21.919376] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:43:21.919472] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:43:24.925184] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:43:24.929806] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:43:24.933958] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:43:24.938047] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:43:24.938172] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:43:27.943324] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:43:27.948307] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:43:27.952509] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:43:27.956413] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:43:27.956528] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:43:30.962414] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:43:30.966384] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:43:30.971770] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:43:30.976453] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:43:30.976566] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:43:33.981325] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:43:33.985574] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:43:33.989528] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:43:33.993148] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:43:33.993238] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:43:36.998034] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:43:37.001771] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:43:37.005190] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:43:37.008626] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:43:37.008738] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:43:40.013562] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:43:40.017472] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:43:40.021587] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:43:40.025864] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:43:40.025978] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:43:43.030438] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:43:43.033892] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:43:43.037396] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:43:43.041102] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:43:43.041187] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:43:46.046237] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:43:46.050564] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:43:46.056157] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:43:46.061183] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:43:46.061331] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:43:49.066257] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:43:49.069724] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:43:49.073843] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:43:49.078006] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:43:49.078096] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:43:52.083311] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:43:52.088993] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:43:52.093262] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:43:52.096807] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:43:52.096886] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:43:55.102265] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:43:55.107199] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:43:55.112301] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:43:55.116133] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:43:55.116213] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:43:58.123008] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:43:58.127762] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:43:58.132313] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:43:58.136920] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:43:58.137009] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:44:01.142686] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:44:01.146783] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:44:01.150366] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:44:01.154010] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:44:01.154166] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:44:04.159532] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:44:04.165151] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:44:04.169833] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:44:04.175075] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:44:04.175260] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:44:07.180528] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:44:07.186105] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:44:07.191114] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:44:07.196113] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:44:07.196280] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:44:10.203031] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:44:10.207765] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:44:10.211975] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:44:10.216085] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:44:10.216177] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:44:13.222455] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:44:13.227183] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:44:13.231584] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:44:13.235002] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:44:13.235090] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:44:16.241359] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:44:16.246806] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:44:16.252271] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:44:16.256963] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:44:16.257145] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:44:19.262857] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:44:19.267967] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:44:19.271978] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:44:19.277250] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:44:19.277422] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:44:22.282399] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:44:22.286322] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:44:22.291007] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:44:22.295781] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:44:22.295859] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:44:25.301786] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:44:25.306484] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:44:25.310066] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:44:25.314429] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:44:25.314579] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:44:28.319523] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:44:28.323592] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:44:28.327386] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:44:28.331077] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:44:28.331153] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:44:31.337999] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:44:31.345153] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:44:31.351932] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:44:31.358310] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:44:31.358503] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:44:34.365562] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:44:34.373129] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:44:34.379778] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:44:34.385181] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:44:34.385318] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:44:37.390732] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:44:37.394732] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:44:37.398328] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:44:37.401812] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:44:37.401916] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:44:40.407734] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:44:40.411342] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:44:40.415095] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:44:40.418808] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:44:40.418913] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:44:43.423592] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:44:43.427282] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:44:43.430755] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:44:43.434152] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:44:43.434236] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:44:46.440257] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:44:46.444354] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:44:46.447908] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:44:46.451780] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:44:46.451858] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:44:49.457718] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:44:49.463237] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:44:49.467902] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:44:49.472068] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:44:49.472163] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:44:52.478707] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:44:52.483964] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:44:52.488770] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:44:52.493467] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:44:52.493573] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:44:55.498922] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:44:55.503179] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:44:55.506888] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:44:55.510435] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:44:55.510520] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:44:58.518596] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:44:58.523587] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:44:58.531496] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:44:58.537835] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:44:58.538041] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:45:01.544080] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:45:01.548583] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:45:01.552899] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:45:01.557613] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:45:01.557771] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:45:04.563030] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:45:04.567733] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:45:04.571210] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:45:04.574767] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:45:04.574855] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:45:07.579630] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:45:07.583522] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:45:07.587320] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:45:07.590872] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:45:07.590980] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:45:10.596490] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:45:10.601146] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:45:10.605198] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:45:10.609418] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:45:10.609532] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:45:13.615232] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:45:13.620111] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:45:13.624984] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:45:13.630385] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:45:13.630492] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:45:16.635878] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:45:16.639783] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:45:16.643265] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:45:16.647003] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:45:16.647108] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:45:19.653077] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:45:19.658858] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:45:19.664041] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:45:19.669460] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:45:19.669727] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:45:22.674566] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:45:22.678740] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:45:22.682736] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:45:22.686347] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:45:22.686466] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:45:25.692293] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:45:25.696490] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:45:25.700908] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:45:25.705096] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:45:25.705205] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:45:28.710951] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:45:28.716691] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:45:28.722312] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:45:28.727747] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:45:28.727901] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:45:31.732526] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:45:31.736066] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:45:31.740045] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:45:31.743582] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:45:31.743713] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:45:34.748902] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:45:34.752693] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:45:34.757196] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:45:34.760853] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:45:34.760940] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:45:37.766415] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:45:37.769980] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:45:37.773565] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:45:37.777316] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:45:37.777395] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:45:40.783770] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:45:40.788714] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:45:40.792601] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:45:40.798090] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:45:40.798311] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:45:43.803294] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:45:43.808001] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:45:43.811824] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:45:43.815943] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:45:43.816043] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:45:46.820831] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:45:46.824879] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:45:46.830559] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:45:46.835345] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:45:46.835536] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:45:49.840556] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:45:49.844266] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:45:49.848115] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:45:49.852247] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:45:49.852386] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:45:52.857797] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:45:52.861435] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:45:52.865114] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:45:52.868415] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:45:52.868493] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:45:55.874287] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:45:55.879089] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:45:55.883879] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:45:55.889002] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:45:55.889183] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:45:58.893893] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:45:58.898551] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:45:58.903709] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:45:58.908899] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:45:58.909057] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:46:01.915126] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:46:01.919682] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:46:01.923677] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:46:01.927705] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:46:01.927786] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:46:04.933264] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:46:04.937551] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:46:04.941490] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:46:04.945206] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:46:04.945282] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:46:07.950972] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:46:07.955888] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:46:07.962042] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:46:07.966538] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:46:07.966680] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:46:10.971889] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:46:10.975662] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:46:10.979570] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:46:10.983627] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:46:10.983753] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:46:13.989454] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:46:13.997518] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:46:14.005243] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:46:14.012275] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:46:14.012458] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:46:17.018720] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:46:17.023290] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:46:17.028207] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:46:17.031925] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:46:17.032026] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:46:20.036561] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:46:20.040472] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:46:20.044736] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:46:20.048492] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:46:20.048603] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:46:23.053022] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:46:23.056291] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:46:23.059539] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:46:23.062769] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:46:23.062843] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:46:26.067770] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:46:26.071226] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:46:26.074480] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:46:26.077874] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:46:26.077947] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:46:29.083423] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:46:29.088341] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:46:29.092917] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:46:29.097608] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:46:29.097823] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:46:32.102732] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:46:32.106414] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:46:32.110434] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:46:32.114678] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:46:32.114809] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:46:35.119391] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:46:35.123539] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:46:35.127048] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:46:35.130725] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:46:35.130798] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:46:38.136709] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:46:38.140796] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:46:38.144761] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:46:38.148830] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:46:38.148929] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:46:41.156010] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:46:41.162041] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:46:41.166482] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:46:41.171721] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:46:41.171843] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:46:44.176880] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:46:44.184772] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:46:44.189167] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:46:44.193078] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:46:44.193152] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:46:47.198657] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:46:47.203617] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:46:47.208002] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:46:47.212590] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:46:47.212703] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:46:50.217997] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:46:50.222126] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:46:50.225937] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:46:50.229698] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:46:50.229809] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:46:53.234887] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:46:53.238278] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:46:53.241529] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:46:53.244801] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:46:53.244886] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:46:56.249584] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:46:56.253033] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:46:56.256350] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:46:56.259610] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:46:56.259708] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:46:59.266222] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:46:59.270697] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:46:59.275203] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:46:59.279855] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:46:59.279954] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:47:02.287399] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:47:02.294123] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:47:02.300305] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:47:02.305728] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:47:02.305989] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:47:05.310857] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:47:05.314767] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:47:05.318291] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:47:05.323623] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:47:05.323796] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:47:08.327956] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:47:08.332607] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:47:08.337104] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:47:08.341117] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:47:08.341234] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:47:11.345934] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:47:11.349481] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:47:11.353501] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:47:11.357308] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:47:11.357398] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:47:14.361942] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:47:14.365359] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:47:14.368831] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:47:14.372251] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:47:14.372348] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:47:17.376918] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:47:17.380619] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:47:17.384142] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:47:17.387672] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:47:17.387761] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:47:20.393559] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:47:20.399454] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:47:20.405324] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:47:20.410043] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:47:20.410179] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:47:23.416385] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:47:23.422832] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:47:23.428808] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:47:23.436125] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:47:23.436337] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:47:26.441484] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:47:26.445467] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:47:26.450577] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:47:26.454901] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:47:26.455005] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:47:29.459637] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:47:29.463578] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:47:29.467155] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:47:29.470509] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:47:29.470583] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:47:32.475792] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:47:32.480172] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:47:32.483783] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:47:32.487182] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:47:32.487294] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:47:35.492581] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:47:35.496925] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:47:35.500406] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:47:35.503680] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:47:35.503754] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:47:38.508621] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:47:38.513306] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:47:38.517946] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:47:38.522219] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:47:38.522355] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:47:41.527389] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:47:41.532021] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:47:41.535971] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:47:41.539746] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:47:41.539822] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:47:44.547193] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:47:44.553209] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:47:44.558626] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:47:44.563506] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:47:44.563658] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:47:47.569698] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:47:47.574626] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:47:47.580147] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:47:47.585576] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:47:47.585774] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:47:50.590718] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:47:50.594330] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:47:50.598091] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:47:50.601470] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:47:50.601544] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:47:53.606326] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:47:53.609807] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:47:53.613528] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:47:53.617003] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:47:53.617126] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:47:56.621740] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:47:56.625194] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:47:56.628471] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:47:56.631780] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:47:56.631855] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:47:59.636911] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:47:59.642241] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:47:59.646456] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:47:59.650316] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:47:59.650434] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:48:02.656025] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:48:02.661155] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:48:02.665589] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:48:02.670197] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:48:02.670341] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:48:05.676177] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:48:05.680907] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:48:05.685138] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:48:05.689071] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:48:05.689203] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:48:08.697660] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:48:08.702880] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:48:08.708185] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:48:08.713092] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:48:08.713201] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:48:11.718637] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:48:11.722775] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:48:11.728727] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:48:11.732618] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:48:11.732733] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:48:14.737976] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:48:14.741682] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:48:14.745137] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:48:14.748551] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:48:14.748624] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:48:17.754508] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:48:17.759636] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:48:17.764286] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:48:17.768613] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:48:17.769068] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:48:20.774251] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:48:20.778975] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:48:20.783520] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:48:20.787888] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:48:20.788036] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:48:23.792684] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:48:23.797008] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:48:23.804597] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:48:23.810951] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:48:23.811323] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:48:26.817377] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:48:26.822489] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:48:26.827221] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:48:26.831912] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:48:26.832030] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:48:29.836834] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:48:29.840319] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:48:29.843820] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:48:29.847270] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:48:29.847346] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:48:32.853215] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:48:32.859708] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:48:32.864704] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:48:32.870175] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:48:32.870513] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:48:35.875980] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:48:35.880788] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:48:35.885609] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:48:35.889813] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:48:35.889889] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:48:38.895939] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:48:38.901375] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:48:38.907379] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:48:38.912491] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:48:38.912628] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:48:41.918959] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:48:41.924404] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:48:41.929133] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:48:41.934397] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:48:41.934541] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:48:44.941609] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:48:44.947934] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:48:44.954228] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:48:44.959266] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:48:44.959403] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:48:47.964730] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:48:47.968469] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:48:47.972100] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:48:47.976671] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:48:47.976903] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:48:50.983124] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:48:50.988562] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:48:50.993591] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:48:50.997693] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:48:50.997810] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:48:54.002915] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:48:54.008330] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:48:54.014093] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:48:54.019741] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:48:54.020125] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:48:57.027257] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:48:57.031872] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:48:57.035607] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:48:57.040303] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:48:57.040421] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:49:00.046221] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:49:00.051432] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:49:00.056087] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:49:00.061043] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:49:00.061215] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:49:03.066566] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:49:03.070608] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:49:03.075329] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:49:03.080596] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:49:03.080728] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:49:06.086819] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:49:06.092171] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:49:06.097380] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:49:06.101460] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:49:06.101589] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:49:09.108936] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:49:09.113875] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:49:09.117981] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:49:09.122659] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:49:09.122756] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:49:12.131374] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:49:12.137561] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:49:12.143073] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:49:12.147711] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:49:12.147789] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:49:15.152536] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:49:15.158429] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:49:15.162569] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:49:15.166277] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:49:15.166353] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:49:18.171214] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:49:18.174860] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:49:18.178164] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:49:18.182443] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:49:18.182603] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:49:21.189093] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:49:21.194157] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:49:21.198404] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:49:21.202244] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:49:21.202354] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:49:24.207868] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:49:24.212300] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:49:24.216637] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:49:24.220809] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:49:24.220941] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:49:27.226407] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:49:27.230882] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:49:27.236550] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:49:27.242667] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:49:27.242810] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:49:30.248860] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:49:30.254905] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:49:30.260406] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:49:30.265425] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:49:30.265566] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:49:33.270666] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:49:33.274578] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:49:33.278700] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:49:33.283252] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:49:33.283350] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:49:36.287924] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:49:36.291230] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:49:36.294759] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:49:36.298025] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:49:36.298098] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:49:39.303576] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:49:39.308099] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:49:39.312022] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:49:39.316186] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:49:39.316286] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:49:42.322398] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:49:42.328230] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:49:42.333558] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:49:42.338310] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:49:42.338409] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:49:45.347034] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:49:45.353431] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:49:45.360138] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:49:45.366974] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:49:45.367172] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:49:48.375259] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:49:48.382578] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:49:48.388489] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:49:48.393734] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:49:48.393934] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:49:51.402538] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:49:51.409063] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:49:51.417742] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:49:51.425871] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:49:51.426047] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:49:54.431218] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:49:54.434861] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:49:54.441308] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:49:54.447188] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:49:54.447350] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:49:57.452270] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:49:57.455853] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:49:57.459088] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:49:57.462304] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:49:57.462378] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:50:00.475613] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:50:00.480892] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:50:00.487340] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:50:00.493806] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:50:00.493940] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:50:03.499267] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:50:03.503607] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:50:03.507964] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:50:03.512290] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:50:03.512406] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:50:06.517285] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:50:06.521394] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:50:06.525128] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:50:06.528809] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:50:06.528899] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:50:09.533613] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:50:09.537712] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:50:09.543717] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:50:09.547559] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:50:09.547686] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:50:12.552565] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:50:12.557432] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:50:12.562020] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:50:12.566888] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:50:12.566984] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:50:15.571637] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:50:15.575207] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:50:15.579412] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:50:15.584700] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:50:15.584820] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:50:18.589703] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:50:18.593576] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:50:18.598308] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:50:18.602439] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:50:18.602518] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:50:21.607038] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:50:21.611134] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:50:21.615884] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:50:21.619767] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:50:21.619878] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:50:24.626732] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:50:24.634693] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:50:24.640268] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:50:24.645381] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:50:24.645516] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:50:27.652188] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:50:27.657586] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:50:27.662981] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:50:27.668590] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:50:27.668760] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:50:30.673788] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:50:30.677922] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:50:30.681952] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:50:30.685686] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:50:30.685782] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:50:33.692504] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:50:33.696408] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:50:33.699750] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:50:33.703946] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:50:33.704026] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:50:36.708532] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:50:36.712126] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:50:36.715627] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:50:36.719211] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:50:36.719299] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:50:39.724758] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:50:39.729600] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:50:39.733414] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:50:39.736973] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:50:39.737067] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:50:42.741946] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:50:42.747489] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:50:42.752006] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:50:42.756102] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:50:42.756240] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:50:45.761342] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:50:45.765350] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:50:45.769183] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:50:45.772926] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:50:45.773022] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:50:48.778175] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:50:48.782334] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:50:48.785998] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:50:48.789794] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:50:48.789900] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:50:51.796047] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:50:51.801175] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:50:51.805969] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:50:51.810898] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:50:51.811034] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:50:54.815508] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:50:54.819438] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:50:54.823479] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:50:54.827354] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:50:54.827438] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:50:57.832281] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:50:57.835934] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:50:57.839534] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:50:57.843385] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:50:57.843529] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:51:00.850705] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:51:00.855213] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:51:00.862121] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:51:00.867544] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:51:00.869100] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:51:03.873879] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:51:03.878522] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:51:03.882832] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:51:03.886315] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:51:03.886405] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:51:06.891202] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:51:06.894793] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:51:06.899083] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:51:06.903004] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:51:06.903079] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:51:09.907632] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:51:09.912315] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:51:09.916363] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:51:09.920391] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:51:09.920503] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:51:12.924953] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:51:12.928684] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:51:12.931937] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:51:12.935485] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:51:12.935558] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:51:15.940497] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:51:15.944169] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:51:15.947981] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:51:15.951694] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:51:15.951801] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:51:18.957918] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:51:18.963552] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:51:18.971471] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:51:18.977213] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:51:18.977380] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:51:21.986960] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:51:21.993288] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:51:21.998183] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:51:22.003825] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:51:22.003987] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:51:25.011206] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:51:25.016614] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:51:25.020541] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:51:25.024482] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:51:25.024593] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:51:28.029547] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:51:28.033264] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:51:28.036844] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:51:28.040251] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:51:28.040329] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:51:31.045264] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:51:31.049607] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:51:31.054537] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:51:31.060286] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:51:31.060453] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:51:34.066470] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:51:34.072164] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:51:34.076723] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:51:34.081506] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:51:34.081729] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:51:37.088355] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:51:37.093711] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:51:37.098329] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:51:37.102320] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:51:37.102399] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:51:40.107544] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:51:40.112109] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:51:40.115923] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:51:40.119847] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:51:40.119952] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:51:43.124546] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:51:43.128466] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:51:43.132712] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:51:43.136261] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:51:43.136336] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:51:46.141436] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:51:46.145894] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:51:46.150074] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:51:46.154119] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:51:46.154220] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:51:49.159822] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:51:49.163941] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:51:49.167567] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:51:49.171817] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:51:49.171976] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:51:52.176870] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:51:52.180666] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:51:52.184682] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:51:52.188578] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:51:52.188697] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:51:55.194597] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:51:55.230588] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:51:55.268014] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:51:55.304041] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:51:55.304248] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:51:58.309841] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:51:58.314716] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:51:58.319876] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:51:58.325568] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:51:58.325720] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:52:01.362594] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:52:01.366343] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:52:01.369786] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:52:01.373389] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:52:01.373464] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:52:04.379096] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:52:04.382827] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:52:04.387818] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:52:04.392634] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:52:04.392783] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:52:07.399279] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:52:07.404154] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:52:07.409239] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:52:07.413587] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:52:07.413706] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:52:10.419784] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:52:10.424724] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:52:10.428531] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:52:10.432117] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:52:10.432199] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:52:13.438099] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:52:13.444254] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:52:13.449463] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:52:13.454472] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:52:13.454681] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:52:16.460676] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:52:16.464430] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:52:16.468351] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:52:16.472272] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:52:16.472357] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:52:19.478605] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:52:19.482181] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:52:19.486069] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:52:19.495466] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:52:19.495748] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:52:22.500584] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:52:22.504228] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:52:22.507829] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:52:22.511555] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:52:22.511675] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:52:25.517289] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:52:25.522182] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:52:25.527429] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:52:25.531680] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:52:25.531982] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:52:28.536561] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:52:28.540232] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:52:28.543786] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:52:28.547414] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:52:28.547509] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:52:31.555632] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:52:31.561496] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:52:31.565460] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:52:31.569417] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:52:31.569508] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:52:34.575202] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:52:34.579762] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:52:34.585782] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:52:34.590910] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:52:34.591045] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:52:37.596172] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:52:37.600320] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:52:37.604160] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:52:37.608213] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:52:37.608296] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:52:40.613732] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:52:40.618525] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:52:40.622433] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:52:40.626660] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:52:40.626799] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:52:43.631363] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:52:43.635060] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:52:43.639001] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:52:43.642815] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:52:43.642926] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:52:46.647902] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:52:46.651809] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:52:46.655361] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:52:46.658865] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:52:46.658939] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:52:49.664209] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:52:49.668362] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:52:49.671826] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:52:49.675164] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:52:49.675242] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:52:52.680935] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:52:52.686149] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:52:52.691728] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:52:52.697291] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:52:52.697488] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:52:55.702745] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:52:55.706910] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:52:55.711005] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:52:55.715361] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:52:55.715478] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:52:58.720771] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:52:58.724672] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:52:58.728156] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:52:58.731495] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:52:58.731571] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:53:01.737903] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:53:01.741927] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:53:01.745517] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:53:01.750234] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:53:01.750315] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:53:04.756420] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:53:04.760153] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:53:04.763684] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:53:04.767294] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:53:04.767379] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:53:07.773108] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:53:07.776729] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:53:07.781588] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:53:07.785522] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:53:07.785620] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:53:10.790940] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:53:10.794871] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:53:10.798226] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:53:10.802337] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:53:10.802461] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:53:13.811834] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:53:13.817127] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:53:13.820977] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:53:13.824491] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:53:13.824575] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:53:16.830698] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:53:16.836370] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:53:16.840433] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:53:16.844039] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:53:16.844120] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:53:19.850027] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:53:19.854808] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:53:19.859441] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:53:19.863920] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:53:19.864030] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:53:22.870763] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:53:22.876916] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:53:22.882694] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:53:22.887754] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:53:22.887931] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:53:25.892978] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:53:25.898600] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:53:25.902960] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:53:25.907239] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:53:25.907383] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:53:28.914177] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:53:28.920347] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:53:28.926471] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:53:28.931857] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:53:28.931981] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:53:31.936805] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:53:31.942314] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:53:31.946989] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:53:31.951999] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:53:31.952121] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:53:34.957736] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:53:34.962338] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:53:34.966541] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:53:34.970463] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:53:34.970579] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:53:37.977523] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:53:37.983396] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:53:37.988910] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:53:37.993176] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:53:37.993260] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:53:40.998854] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:53:41.003779] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:53:41.009148] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:53:41.013367] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:53:41.013503] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:53:44.019523] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:53:44.025354] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:53:44.031615] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:53:44.037499] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:53:44.037695] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:53:47.042877] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:53:47.046308] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:53:47.050055] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:53:47.053377] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:53:47.053484] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:53:50.058383] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:53:50.062527] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:53:50.066281] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:53:50.070063] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:53:50.070159] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:53:53.076773] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:53:53.081387] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:53:53.085032] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:53:53.088556] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:53:53.088927] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:53:56.095883] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:53:56.100983] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:53:56.104685] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:53:56.110016] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:53:56.110215] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:53:59.114866] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:53:59.118568] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:53:59.122276] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:53:59.125807] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:53:59.125902] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:54:02.131602] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:54:02.135943] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:54:02.139392] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:54:02.144301] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:54:02.144388] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:54:05.150673] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:54:05.155310] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:54:05.159836] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:54:05.164025] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:54:05.164123] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:54:08.169849] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:54:08.176323] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:54:08.182534] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:54:08.187612] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:54:08.187818] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:54:11.193121] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:54:11.197057] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:54:11.200789] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:54:11.204393] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:54:11.204477] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:54:14.210381] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:54:14.215540] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:54:14.220971] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:54:14.226254] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:54:14.226356] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:54:17.231625] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:54:17.235575] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:54:17.239529] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:54:17.243880] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:54:17.243974] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:54:20.251614] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:54:20.255876] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:54:20.259713] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:54:20.264207] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:54:20.264356] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:54:23.272724] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:54:23.278846] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:54:23.284549] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:54:23.289702] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:54:23.289810] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:54:26.294993] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:54:26.298700] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:54:26.302522] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:54:26.306525] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:54:26.306679] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:54:29.311367] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:54:29.315092] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:54:29.318680] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:54:29.322082] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:54:29.322163] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:54:32.327897] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:54:32.332471] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:54:32.338249] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:54:32.342392] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:54:32.342498] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:54:35.348763] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:54:35.352847] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:54:35.356119] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:54:35.359324] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:54:35.359399] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:54:38.364932] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:54:38.370515] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:54:38.375411] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:54:38.380561] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:54:38.380724] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:54:41.385679] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:54:41.389743] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:54:41.393582] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:54:41.396868] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:54:41.396943] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:54:44.402252] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:54:44.406038] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:54:44.409686] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:54:44.412975] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:54:44.413056] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:54:47.418139] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:54:47.421991] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:54:47.425696] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:54:47.430915] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:54:47.431098] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:54:50.437075] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:54:50.445000] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:54:50.450429] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:54:50.454351] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:54:50.454454] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:54:53.459710] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:54:53.463381] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:54:53.466793] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:54:53.470092] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:54:53.470164] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:54:56.475806] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:54:56.480744] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:54:56.486132] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:54:56.490256] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:54:56.490336] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:54:59.495622] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:54:59.499388] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:54:59.503005] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:54:59.506281] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:54:59.506357] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:55:02.511927] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:55:02.515938] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:55:02.520107] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:55:02.524540] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:55:02.524665] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:55:05.530208] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:55:05.535188] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:55:05.540223] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:55:05.544302] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:55:05.544433] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:55:08.549510] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:55:08.553846] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:55:08.558145] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:55:08.562788] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:55:08.562908] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:55:11.567599] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:55:11.571437] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:55:11.575151] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:55:11.578501] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:55:11.578583] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:55:14.584633] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:55:14.589789] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:55:14.594412] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:55:14.598387] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:55:14.598498] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:55:17.604734] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:55:17.609687] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:55:17.614002] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:55:17.618139] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:55:17.618294] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:55:20.623258] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:55:20.627881] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:55:20.633097] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:55:20.638190] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:55:20.638392] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:55:23.643264] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:55:23.648219] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:55:23.654319] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:55:23.660277] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:55:23.660436] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:55:26.665832] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:55:26.670559] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:55:26.674883] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:55:26.679276] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:55:26.679380] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:55:29.684371] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:55:29.688495] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:55:29.692474] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:55:29.696430] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:55:29.696544] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:55:32.701668] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:55:32.705589] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:55:32.709273] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:55:32.712982] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:55:32.713088] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:55:35.719700] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:55:35.724152] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:55:35.728163] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:55:35.731879] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:55:35.731965] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:55:38.737932] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:55:38.742356] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:55:38.746100] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:55:38.749533] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:55:38.749608] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:55:41.754244] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:55:41.758945] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:55:41.762630] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:55:41.766020] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:55:41.766105] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:55:44.771559] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:55:44.775203] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:55:44.778938] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:55:44.782284] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:55:44.782362] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:55:47.787254] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:55:47.791754] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:55:47.796437] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:55:47.800545] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:55:47.800674] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:55:50.805374] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:55:50.808924] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:55:50.812354] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:55:50.816411] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:55:50.816538] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:55:53.825987] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:55:53.831280] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:55:53.835377] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:55:53.839688] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:55:53.839801] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:55:56.845096] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:55:56.849602] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:55:56.853120] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:55:56.856541] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:55:56.856621] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:55:59.863078] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:55:59.867215] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:55:59.871958] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:55:59.876143] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:55:59.876241] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:56:02.881783] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:56:02.886944] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:56:02.890583] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:56:02.894043] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:56:02.894125] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:56:05.900245] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:56:05.905549] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:56:05.910446] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:56:05.915672] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:56:05.915855] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:56:08.921058] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:56:08.925444] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:56:08.929143] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:56:08.933079] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:56:08.933171] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:56:11.939969] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:56:11.946232] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:56:11.953610] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:56:11.960208] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:56:11.960376] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:56:14.965284] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:56:14.970007] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:56:14.975301] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:56:14.980189] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:56:14.980399] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:56:17.986084] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:56:17.989962] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:56:17.993380] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:56:17.996934] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:56:17.997019] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:56:21.002872] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:56:21.007485] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:56:21.012689] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:56:21.016335] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:56:21.016424] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:56:24.021559] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:56:24.025095] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:56:24.031526] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:56:24.035183] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:56:24.035265] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:56:27.041587] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:56:27.046061] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:56:27.049794] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:56:27.055340] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:56:27.055431] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:56:30.060227] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:56:30.063882] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:56:30.067420] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:56:30.070923] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:56:30.071008] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:56:33.075692] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:56:33.079262] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:56:33.082635] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:56:33.085978] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:56:33.086057] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:56:36.090634] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:56:36.094350] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:56:36.097960] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:56:36.101781] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:56:36.101894] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:56:39.108119] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:56:39.113730] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:56:39.119679] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:56:39.125228] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:56:39.125442] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:56:42.131425] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:56:42.136573] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:56:42.142154] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:56:42.146166] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:56:42.146244] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:56:45.151181] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:56:45.155051] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:56:45.158829] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:56:45.162497] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:56:45.162585] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:56:48.167447] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:56:48.171616] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:56:48.175226] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:56:48.178524] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:56:48.178600] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:56:51.183929] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:56:51.188838] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:56:51.193571] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:56:51.197852] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:56:51.197948] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:56:54.202702] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:56:54.207126] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:56:54.210984] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:56:54.215404] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:56:54.215514] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:56:57.220922] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:56:57.225115] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:56:57.228694] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:56:57.232839] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:56:57.232983] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:57:00.238770] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:57:00.243243] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:57:00.247962] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:57:00.251840] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:57:00.251921] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:57:03.256906] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:57:03.260473] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:57:03.264482] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:57:03.267991] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:57:03.268069] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:57:06.272929] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:57:06.276710] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:57:06.280261] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:57:06.283826] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:57:06.283900] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:57:09.290423] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:57:09.295100] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:57:09.299523] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:57:09.303962] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:57:09.304087] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:57:12.309237] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:57:12.313452] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:57:12.318400] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:57:12.322433] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:57:12.322578] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:57:15.327197] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:57:15.331692] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:57:15.335618] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:57:15.340440] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:57:15.340628] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:57:18.347020] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:57:18.351743] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:57:18.356249] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:57:18.360124] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:57:18.360203] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:57:21.366712] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:57:21.371987] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:57:21.375786] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:57:21.379292] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:57:21.379372] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:57:24.384860] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:57:24.389246] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:57:24.393083] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:57:24.396940] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:57:24.397046] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:57:27.402253] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:57:27.406994] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:57:27.411570] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:57:27.416703] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:57:27.416859] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:57:30.422245] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:57:30.425923] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:57:30.430010] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:57:30.434177] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:57:30.434375] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:57:33.438884] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:57:33.442418] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:57:33.445812] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:57:33.449067] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:57:33.449141] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:57:36.454127] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:57:36.457774] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:57:36.461187] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:57:36.464609] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:57:36.464723] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:57:39.469420] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:57:39.473685] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:57:39.477357] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:57:39.481041] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:57:39.481112] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:57:42.486233] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:57:42.490299] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:57:42.494123] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:57:42.498007] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:57:42.498157] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:57:45.503125] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:57:45.506732] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:57:45.510166] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:57:45.513389] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:57:45.513462] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:57:48.518341] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:57:48.522710] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:57:48.527039] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:57:48.531549] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:57:48.531698] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:57:51.536598] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:57:51.540213] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:57:51.543434] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:57:51.546730] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:57:51.546920] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:57:54.551874] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:57:54.555886] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:57:54.559702] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:57:54.563377] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:57:54.563476] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:57:57.568167] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:57:57.571743] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:57:57.575250] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:57:57.578847] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:57:57.578920] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:58:00.585537] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:58:00.593736] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:58:00.599820] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:58:00.605864] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:58:00.606019] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:58:03.610733] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:58:03.614486] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:58:03.618257] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:58:03.621797] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:58:03.621886] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:58:06.626866] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:58:06.630767] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:58:06.634505] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:58:06.639260] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:58:06.639386] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:58:09.643867] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:58:09.647803] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:58:09.651320] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:58:09.654969] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:58:09.655055] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:58:12.660923] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:58:12.666004] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:58:12.670947] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:58:12.675086] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:58:12.675205] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:58:15.680491] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:58:15.684962] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:58:15.689357] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:58:15.693060] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:58:15.693151] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:58:18.698038] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:58:18.701857] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:58:18.705383] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:58:18.708826] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:58:18.708911] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:58:21.714405] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:58:21.719208] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:58:21.723859] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:58:21.727804] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:58:21.727900] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:58:24.735902] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:58:24.740915] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:58:24.746618] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:58:24.750932] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:58:24.751018] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:58:27.755961] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:58:27.759573] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:58:27.763202] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:58:27.766629] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:58:27.766742] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:58:30.772051] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:58:30.776628] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:58:30.782096] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:58:30.786501] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:58:30.786701] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:58:33.792468] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:58:33.796925] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:58:33.801066] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:58:33.805165] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:58:33.805361] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:58:36.809838] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:58:36.814487] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:58:36.819633] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:58:36.823704] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:58:36.823805] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:58:39.828544] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:58:39.832068] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:58:39.835890] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:58:39.839181] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:58:39.839255] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:58:42.844421] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:58:42.848240] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:58:42.851911] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:58:42.856068] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:58:42.856145] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:58:45.862034] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:58:45.866255] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:58:45.870014] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:58:45.873627] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:58:45.873716] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:58:48.880032] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:58:48.885112] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:58:48.889945] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:58:48.894815] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:58:48.894917] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:58:51.900183] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:58:51.903669] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:58:51.907004] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:58:51.910524] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:58:51.910631] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:58:54.915661] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:58:54.919742] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:58:54.923086] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:58:54.926331] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:58:54.926405] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:58:57.931252] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:58:57.934948] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:58:57.938284] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:58:57.941823] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:58:57.941902] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:59:00.946941] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:59:00.951828] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:59:00.956040] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:59:00.959703] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:59:00.959846] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:59:03.964669] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:59:03.968697] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:59:03.972592] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:59:03.976822] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:59:03.977051] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:59:06.982601] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:59:06.987365] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:59:06.991918] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:59:06.995847] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:59:06.995953] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:59:10.000470] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:59:10.004023] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:59:10.007432] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:59:10.010800] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:59:10.010878] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:59:13.015621] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:59:13.019432] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:59:13.023115] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:59:13.026911] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:59:13.027016] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:59:16.032339] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:59:16.036485] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:59:16.040265] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:59:16.043939] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:59:16.044022] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:59:19.050196] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:59:19.054314] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:59:19.060039] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:59:19.064347] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:59:19.064485] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:59:22.069106] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:59:22.072753] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:59:22.076439] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:59:22.079862] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:59:22.079944] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:59:25.085076] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:59:25.089327] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:59:25.093251] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:59:25.097070] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:59:25.097179] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:59:28.102355] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:59:28.106516] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:59:28.110698] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:59:28.114718] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:59:28.114820] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:59:31.121161] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:59:31.125579] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:59:31.130318] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:59:31.134631] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:59:31.134777] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:59:34.143390] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:59:34.147914] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:59:34.152356] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:59:34.155892] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:59:34.155975] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:59:37.160932] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:59:37.165595] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:59:37.170395] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:59:37.175336] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:59:37.175504] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:59:40.181397] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:59:40.185273] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:59:40.190766] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:59:40.195782] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:59:40.195880] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:59:43.202665] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:59:43.207416] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:59:43.212396] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:59:43.217050] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:59:43.217162] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:59:46.221752] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:59:46.225537] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:59:46.229470] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:59:46.233137] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:59:46.233240] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:59:49.241692] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:59:49.249139] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:59:49.257075] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:59:49.264670] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:59:49.264893] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:59:52.270052] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:59:52.274277] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:59:52.278935] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:59:52.282410] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:59:52.282492] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:59:55.287729] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:59:55.291346] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:59:55.295420] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:59:55.299016] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:59:55.299103] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T06:59:58.304952] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T06:59:58.310583] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T06:59:58.315716] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T06:59:58.320821] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T06:59:58.320972] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T07:00:01.326126] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T07:00:01.330546] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T07:00:01.335867] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T07:00:01.340278] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T07:00:01.340396] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T07:00:04.345525] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T07:00:04.349605] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T07:00:04.353706] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T07:00:04.357859] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T07:00:04.358065] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T07:00:07.362859] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T07:00:07.367296] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T07:00:07.371973] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T07:00:07.377738] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T07:00:07.377862] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T07:00:10.382811] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T07:00:10.386964] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T07:00:10.391819] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T07:00:10.395366] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T07:00:10.395476] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T07:00:13.400535] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T07:00:13.404272] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T07:00:13.408120] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T07:00:13.411711] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T07:00:13.411817] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T07:00:16.416596] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T07:00:16.420179] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T07:00:16.423509] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T07:00:16.426830] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T07:00:16.426964] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T07:00:19.434589] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T07:00:19.440240] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T07:00:19.446052] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T07:00:19.451180] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T07:00:19.451371] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T07:00:22.457183] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T07:00:22.461226] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T07:00:22.465150] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T07:00:22.469087] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T07:00:22.469186] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T07:00:25.474834] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T07:00:25.479729] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T07:00:25.484195] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T07:00:25.487926] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T07:00:25.488012] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T07:00:28.493075] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T07:00:28.497446] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T07:00:28.501723] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T07:00:28.505694] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T07:00:28.505775] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T07:00:31.510325] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T07:00:31.515088] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T07:00:31.519619] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T07:00:31.523536] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T07:00:31.523636] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T07:00:34.529424] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T07:00:34.534670] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T07:00:34.539716] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T07:00:34.545896] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T07:00:34.546044] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T07:00:37.552088] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T07:00:37.555963] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T07:00:37.560677] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T07:00:37.564571] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T07:00:37.564670] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T07:00:40.569374] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T07:00:40.573024] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T07:00:40.577171] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T07:00:40.581534] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T07:00:40.581658] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T07:00:43.587723] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T07:00:43.592686] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T07:00:43.596938] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T07:00:43.600939] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T07:00:43.601078] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T07:00:46.605945] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T07:00:46.610680] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T07:00:46.614380] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T07:00:46.618540] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T07:00:46.618677] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T07:00:49.625237] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T07:00:49.630547] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T07:00:49.635258] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T07:00:49.639904] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T07:00:49.640074] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T07:00:52.646103] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T07:00:52.651749] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T07:00:52.656995] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T07:00:52.662185] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T07:00:52.662553] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T07:00:55.668094] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T07:00:55.672076] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T07:00:55.675481] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T07:00:55.678788] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T07:00:55.678862] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T07:00:58.684593] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T07:00:58.689018] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T07:00:58.692859] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T07:00:58.696631] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T07:00:58.696730] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T07:01:01.702086] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T07:01:01.705654] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T07:01:01.709010] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T07:01:01.712903] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T07:01:01.712983] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T07:01:04.719547] [WARN ] [tdm-status] Service 'tdm' is not running.
[2025-11-25T07:01:04.724305] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-24), and is a dependency of this service.
[2025-11-25T07:01:04.728134] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T07:01:04.733008] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T07:01:04.737673] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T07:01:04.738140] [WARN ] [STATE     ] State set to: RUNNING
[2025-11-25T07:01:04.738244] [INFO ] [CACHE     ] Starting cache update
[2025-11-25T07:01:04.738313] [DEBUG] [REMOTE    ] Fetching unscheduled blackout dates from 'https://tdm.silogroup.org/cache/unscheduled_blackouts.txt'.
[2025-11-25T07:01:04.742809] [DEBUG] [REMOTE    ] Fetched 1 unscheduled blackout dates.
[2025-11-25T07:01:04.743254] [DEBUG] [LOCAL     ] Cached 1 unscheduled blackout dates
[2025-11-25T07:01:04.743318] [INFO ] [CACHE     ] Cache update completed successfully
[2025-11-25T07:01:04.743366] [INFO ] [sig       ] Resuming configuration (only processing symbols without existing configuration)
[2025-11-25T07:01:04.743441] [DEBUG] [REMOTE    ] Fetching current symbols from directory listing at 'https://tdm.silogroup.org/data/derivative_storage'.
[2025-11-25T07:01:04.786145] [DEBUG] [REMOTE    ] Fetched 2057 unique symbols from directory listing.
[2025-11-25T07:01:04.791702] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: PCQ
[2025-11-25T07:01:04.792173] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: IDT
[2025-11-25T07:01:04.792916] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: SPXX
[2025-11-25T07:01:04.793697] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: TFX
[2025-11-25T07:01:04.793847] [INFO ] [LOCAL     ] Pruned 4 configuration files
[2025-11-25T07:01:04.795487] [INFO ] [sig       ] Skipping 1893 symbols with existing configuration
[2025-11-25T07:01:04.796583] [INFO ] [sig       ] Found 164 active symbols to configure
[2025-11-25T07:01:04.796860] [INFO ] [sig       ] [1/164] Configuring AB...
[2025-11-25T07:01:04.796926] [INFO ] [CONFIGURE ] AB: Configurate test run.
[2025-11-25T07:01:04.796980] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AB' from 'https://tdm.silogroup.org/data/derivative_storage/AB.csv'.
[2025-11-25T07:01:04.814631] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'AB'.
[2025-11-25T07:01:04.815279] [INFO ] [CONFIGURE ] AB: Testing with 29 available features
[2025-11-25T07:01:04.815350] [INFO ] [CONFIGURE ] AB: Establishing baseline with no features...
[2025-11-25T07:01:05.141547] [DEBUG] [FORECASTER] AB: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T07:01:05.856597] [DEBUG] [FORECASTER] AB: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T07:01:06.089812] [DEBUG] [FORECASTER] AB: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T07:01:06.288167] [DEBUG] [FORECASTER] AB: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T07:01:06.488927] [DEBUG] [FORECASTER] AB: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T07:01:06.676581] [DEBUG] [FORECASTER] AB: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T07:01:06.850077] [DEBUG] [FORECASTER] AB: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T07:01:07.026396] [DEBUG] [FORECASTER] AB: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T07:01:07.219921] [DEBUG] [FORECASTER] AB: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T07:01:07.417243] [DEBUG] [FORECASTER] AB: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T07:01:07.417440] [INFO ] [CONFIGURE ] AB: Baseline score (no features): 50.00%
[2025-11-25T07:01:07.417491] [INFO ] [CONFIGURE ] AB: Testing feature 1/29: add_bollinger_bands
[2025-11-25T07:01:07.417530] [INFO ] [CONFIGURE ] AB: Testing with features: ['add_bollinger_bands']
[2025-11-25T07:01:07.649744] [DEBUG] [FORECASTER] AB: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T07:01:07.886412] [DEBUG] [FORECASTER] AB: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T07:01:08.130994] [DEBUG] [FORECASTER] AB: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T07:01:08.414803] [DEBUG] [FORECASTER] AB: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T07:01:08.649194] [DEBUG] [FORECASTER] AB: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T07:01:08.899857] [DEBUG] [FORECASTER] AB: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T07:01:09.143142] [DEBUG] [FORECASTER] AB: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T07:01:09.388120] [DEBUG] [FORECASTER] AB: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T07:01:09.627529] [DEBUG] [FORECASTER] AB: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T07:01:09.864998] [DEBUG] [FORECASTER] AB: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T07:01:09.865199] [INFO ] [CONFIGURE ] AB: KEPT add_bollinger_bands (score: 60.00%)
[2025-11-25T07:01:09.865251] [INFO ] [CONFIGURE ] JOB ETA: 3.2h | Avg: 2.4s/test | Remaining: 4755 tests
[2025-11-25T07:01:09.865294] [INFO ] [CONFIGURE ] AB: Testing feature 2/29: add_cumulative_delta
[2025-11-25T07:01:09.865332] [INFO ] [CONFIGURE ] AB: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta']
[2025-11-25T07:01:10.131503] [DEBUG] [FORECASTER] AB: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T07:01:10.407785] [DEBUG] [FORECASTER] AB: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T07:01:10.676582] [DEBUG] [FORECASTER] AB: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T07:01:10.949460] [DEBUG] [FORECASTER] AB: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T07:01:11.220309] [DEBUG] [FORECASTER] AB: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T07:01:11.495236] [DEBUG] [FORECASTER] AB: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T07:01:11.774105] [DEBUG] [FORECASTER] AB: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T07:01:12.058391] [DEBUG] [FORECASTER] AB: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T07:01:12.329929] [DEBUG] [FORECASTER] AB: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T07:01:12.601139] [DEBUG] [FORECASTER] AB: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T07:01:12.601334] [INFO ] [CONFIGURE ] AB: DISCARDED add_cumulative_delta (score: 40.00%)
[2025-11-25T07:01:12.601398] [INFO ] [CONFIGURE ] JOB ETA: 3.4h | Avg: 2.6s/test | Remaining: 4754 tests
[2025-11-25T07:01:12.601451] [INFO ] [CONFIGURE ] AB: Testing feature 3/29: add_daily_returns
[2025-11-25T07:01:12.601501] [INFO ] [CONFIGURE ] AB: Testing with features: ['add_bollinger_bands', 'add_daily_returns']
[2025-11-25T07:01:12.852004] [DEBUG] [FORECASTER] AB: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T07:01:13.104302] [DEBUG] [FORECASTER] AB: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T07:01:13.355908] [DEBUG] [FORECASTER] AB: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T07:01:13.611849] [DEBUG] [FORECASTER] AB: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T07:01:13.869557] [DEBUG] [FORECASTER] AB: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T07:01:14.133196] [DEBUG] [FORECASTER] AB: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T07:01:14.399047] [DEBUG] [FORECASTER] AB: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T07:01:14.645986] [DEBUG] [FORECASTER] AB: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T07:01:14.887334] [DEBUG] [FORECASTER] AB: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T07:01:15.131981] [DEBUG] [FORECASTER] AB: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T07:01:15.132165] [INFO ] [CONFIGURE ] AB: DISCARDED add_daily_returns (score: 60.00%)
[2025-11-25T07:01:15.132216] [INFO ] [CONFIGURE ] JOB ETA: 3.4h | Avg: 2.6s/test | Remaining: 4753 tests
[2025-11-25T07:01:15.132256] [INFO ] [CONFIGURE ] AB: Testing feature 4/29: add_ema
[2025-11-25T07:01:15.132294] [INFO ] [CONFIGURE ] AB: Testing with features: ['add_bollinger_bands', 'add_ema']
[2025-11-25T07:01:15.417493] [DEBUG] [FORECASTER] AB: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T07:01:15.695274] [DEBUG] [FORECASTER] AB: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T07:01:15.978414] [DEBUG] [FORECASTER] AB: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T07:01:16.248509] [DEBUG] [FORECASTER] AB: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T07:01:16.526569] [DEBUG] [FORECASTER] AB: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T07:01:16.800115] [DEBUG] [FORECASTER] AB: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T07:01:17.051666] [DEBUG] [FORECASTER] AB: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T07:01:17.303247] [DEBUG] [FORECASTER] AB: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T07:01:17.555892] [DEBUG] [FORECASTER] AB: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T07:01:17.816012] [DEBUG] [FORECASTER] AB: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T07:01:17.816234] [INFO ] [CONFIGURE ] AB: DISCARDED add_ema (score: 60.00%)
[2025-11-25T07:01:17.816457] [INFO ] [CONFIGURE ] JOB ETA: 3.4h | Avg: 2.6s/test | Remaining: 4752 tests
[2025-11-25T07:01:17.816570] [INFO ] [CONFIGURE ] AB: Testing feature 5/29: add_exhaustion_signals
[2025-11-25T07:01:17.816709] [INFO ] [CONFIGURE ] AB: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals']
[2025-11-25T07:01:18.068372] [DEBUG] [FORECASTER] AB: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T07:01:18.318515] [DEBUG] [FORECASTER] AB: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T07:01:18.570478] [DEBUG] [FORECASTER] AB: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T07:01:18.828392] [DEBUG] [FORECASTER] AB: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T07:01:19.086605] [DEBUG] [FORECASTER] AB: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T07:01:19.349911] [DEBUG] [FORECASTER] AB: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T07:01:19.607332] [DEBUG] [FORECASTER] AB: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T07:01:19.863917] [DEBUG] [FORECASTER] AB: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T07:01:20.129270] [DEBUG] [FORECASTER] AB: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T07:01:20.392578] [DEBUG] [FORECASTER] AB: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T07:01:20.392804] [INFO ] [CONFIGURE ] AB: DISCARDED add_exhaustion_signals (score: 40.00%)
[2025-11-25T07:01:20.392863] [INFO ] [CONFIGURE ] JOB ETA: 3.4h | Avg: 2.6s/test | Remaining: 4751 tests
[2025-11-25T07:01:20.392911] [INFO ] [CONFIGURE ] AB: Testing feature 6/29: add_failed_moves
[2025-11-25T07:01:20.392953] [INFO ] [CONFIGURE ] AB: Testing with features: ['add_bollinger_bands', 'add_failed_moves']
[2025-11-25T07:01:20.648587] [DEBUG] [FORECASTER] AB: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T07:01:20.890025] [DEBUG] [FORECASTER] AB: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T07:01:21.116910] [DEBUG] [FORECASTER] AB: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T07:01:21.324506] [DEBUG] [FORECASTER] AB: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T07:01:21.547592] [DEBUG] [FORECASTER] AB: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T07:01:21.800342] [DEBUG] [FORECASTER] AB: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T07:01:22.044826] [DEBUG] [FORECASTER] AB: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T07:01:22.286405] [DEBUG] [FORECASTER] AB: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T07:01:22.540674] [DEBUG] [FORECASTER] AB: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T07:01:22.782057] [DEBUG] [FORECASTER] AB: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T07:01:22.782397] [INFO ] [CONFIGURE ] AB: DISCARDED add_failed_moves (score: 60.00%)
[2025-11-25T07:01:22.782515] [INFO ] [CONFIGURE ] JOB ETA: 3.4h | Avg: 2.6s/test | Remaining: 4750 tests
[2025-11-25T07:01:22.782623] [INFO ] [CONFIGURE ] AB: Testing feature 7/29: add_lag_shelf
[2025-11-25T07:01:22.782757] [INFO ] [CONFIGURE ] AB: Testing with features: ['add_bollinger_bands', 'add_lag_shelf']
[2025-11-25T07:01:23.008200] [DEBUG] [FORECASTER] AB: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T07:01:23.237498] [DEBUG] [FORECASTER] AB: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T07:01:23.482006] [DEBUG] [FORECASTER] AB: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T07:01:23.733118] [DEBUG] [FORECASTER] AB: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T07:01:23.981979] [DEBUG] [FORECASTER] AB: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T07:01:24.233618] [DEBUG] [FORECASTER] AB: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T07:01:24.455130] [DEBUG] [FORECASTER] AB: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T07:01:24.669257] [DEBUG] [FORECASTER] AB: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T07:01:24.883838] [DEBUG] [FORECASTER] AB: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T07:01:25.094572] [DEBUG] [FORECASTER] AB: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T07:01:25.094767] [INFO ] [CONFIGURE ] AB: DISCARDED add_lag_shelf (score: 60.00%)
[2025-11-25T07:01:25.094826] [INFO ] [CONFIGURE ] JOB ETA: 3.3h | Avg: 2.5s/test | Remaining: 4749 tests
[2025-11-25T07:01:25.094868] [INFO ] [CONFIGURE ] AB: Testing feature 8/29: add_macd
[2025-11-25T07:01:25.094908] [INFO ] [CONFIGURE ] AB: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd']
[2025-11-25T07:01:25.389227] [DEBUG] [FORECASTER] AB: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T07:01:25.700464] [DEBUG] [FORECASTER] AB: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T07:01:26.012980] [DEBUG] [FORECASTER] AB: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T07:01:26.308026] [DEBUG] [FORECASTER] AB: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T07:01:26.612089] [DEBUG] [FORECASTER] AB: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T07:01:26.921746] [DEBUG] [FORECASTER] AB: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T07:01:27.230302] [DEBUG] [FORECASTER] AB: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T07:01:27.540225] [DEBUG] [FORECASTER] AB: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T07:01:27.854183] [DEBUG] [FORECASTER] AB: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T07:01:28.172191] [DEBUG] [FORECASTER] AB: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T07:01:28.172409] [INFO ] [CONFIGURE ] AB: DISCARDED add_macd (score: 30.00%)
[2025-11-25T07:01:28.172470] [INFO ] [CONFIGURE ] JOB ETA: 3.4h | Avg: 2.6s/test | Remaining: 4748 tests
[2025-11-25T07:01:28.172522] [INFO ] [CONFIGURE ] AB: Testing feature 9/29: add_mfi
[2025-11-25T07:01:28.172569] [INFO ] [CONFIGURE ] AB: Testing with features: ['add_bollinger_bands', 'add_mfi']
[2025-11-25T07:01:28.396560] [DEBUG] [FORECASTER] AB: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T07:01:28.621818] [DEBUG] [FORECASTER] AB: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T07:01:28.849240] [DEBUG] [FORECASTER] AB: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T07:01:29.096728] [DEBUG] [FORECASTER] AB: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T07:01:29.432748] [DEBUG] [FORECASTER] AB: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T07:01:29.768585] [DEBUG] [FORECASTER] AB: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T07:01:30.031976] [DEBUG] [FORECASTER] AB: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T07:01:30.267361] [DEBUG] [FORECASTER] AB: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T07:01:30.495582] [DEBUG] [FORECASTER] AB: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T07:01:30.732755] [DEBUG] [FORECASTER] AB: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T07:01:30.732971] [INFO ] [CONFIGURE ] AB: DISCARDED add_mfi (score: 60.00%)
[2025-11-25T07:01:30.733030] [INFO ] [CONFIGURE ] JOB ETA: 3.4h | Avg: 2.6s/test | Remaining: 4747 tests
[2025-11-25T07:01:30.733079] [INFO ] [CONFIGURE ] AB: Testing feature 10/29: add_momentum_acceleration
[2025-11-25T07:01:30.733124] [INFO ] [CONFIGURE ] AB: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-11-25T07:01:31.056759] [DEBUG] [FORECASTER] AB: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T07:01:31.390698] [DEBUG] [FORECASTER] AB: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T07:01:31.723046] [DEBUG] [FORECASTER] AB: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T07:01:32.052570] [DEBUG] [FORECASTER] AB: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T07:01:32.375942] [DEBUG] [FORECASTER] AB: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T07:01:32.704168] [DEBUG] [FORECASTER] AB: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T07:01:33.034446] [DEBUG] [FORECASTER] AB: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T07:01:33.385149] [DEBUG] [FORECASTER] AB: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T07:01:33.742868] [DEBUG] [FORECASTER] AB: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T07:01:34.092545] [DEBUG] [FORECASTER] AB: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T07:01:34.092814] [INFO ] [CONFIGURE ] AB: DISCARDED add_momentum_acceleration (score: 50.00%)
[2025-11-25T07:01:34.092897] [INFO ] [CONFIGURE ] JOB ETA: 3.5h | Avg: 2.7s/test | Remaining: 4746 tests
[2025-11-25T07:01:34.092967] [INFO ] [CONFIGURE ] AB: Testing feature 11/29: add_obv_daily
[2025-11-25T07:01:34.093035] [INFO ] [CONFIGURE ] AB: Testing with features: ['add_bollinger_bands', 'add_obv_daily']
[2025-11-25T07:01:34.343976] [DEBUG] [FORECASTER] AB: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T07:01:34.573861] [DEBUG] [FORECASTER] AB: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T07:01:34.796340] [DEBUG] [FORECASTER] AB: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T07:01:35.026112] [DEBUG] [FORECASTER] AB: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T07:01:35.261977] [DEBUG] [FORECASTER] AB: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T07:01:35.482157] [DEBUG] [FORECASTER] AB: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T07:01:35.702071] [DEBUG] [FORECASTER] AB: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T07:01:35.924079] [DEBUG] [FORECASTER] AB: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T07:01:36.146366] [DEBUG] [FORECASTER] AB: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T07:01:36.380116] [DEBUG] [FORECASTER] AB: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T07:01:36.380453] [INFO ] [CONFIGURE ] AB: DISCARDED add_obv_daily (score: 50.00%)
[2025-11-25T07:01:36.380563] [INFO ] [CONFIGURE ] JOB ETA: 3.5h | Avg: 2.6s/test | Remaining: 4745 tests
[2025-11-25T07:01:36.380698] [INFO ] [CONFIGURE ] AB: Testing feature 12/29: add_obv_interval
[2025-11-25T07:01:36.380996] [INFO ] [CONFIGURE ] AB: Testing with features: ['add_bollinger_bands', 'add_obv_interval']
[2025-11-25T07:01:36.603246] [DEBUG] [FORECASTER] AB: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T07:01:36.820866] [DEBUG] [FORECASTER] AB: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T07:01:37.039914] [DEBUG] [FORECASTER] AB: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T07:01:37.257435] [DEBUG] [FORECASTER] AB: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T07:01:37.483513] [DEBUG] [FORECASTER] AB: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T07:01:37.698521] [DEBUG] [FORECASTER] AB: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T07:01:37.933858] [DEBUG] [FORECASTER] AB: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T07:01:38.165055] [DEBUG] [FORECASTER] AB: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T07:01:38.401128] [DEBUG] [FORECASTER] AB: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T07:01:38.625879] [DEBUG] [FORECASTER] AB: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T07:01:38.626085] [INFO ] [CONFIGURE ] AB: DISCARDED add_obv_interval (score: 40.00%)
[2025-11-25T07:01:38.626136] [INFO ] [CONFIGURE ] JOB ETA: 3.4h | Avg: 2.6s/test | Remaining: 4744 tests
[2025-11-25T07:01:38.626175] [INFO ] [CONFIGURE ] AB: Testing feature 13/29: add_opening_strength
[2025-11-25T07:01:38.626211] [INFO ] [CONFIGURE ] AB: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_opening_strength']
[2025-11-25T07:01:38.860839] [DEBUG] [FORECASTER] AB: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T07:01:39.105497] [DEBUG] [FORECASTER] AB: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T07:01:39.377075] [DEBUG] [FORECASTER] AB: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T07:01:39.664528] [DEBUG] [FORECASTER] AB: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T07:01:39.938283] [DEBUG] [FORECASTER] AB: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T07:01:40.237349] [DEBUG] [FORECASTER] AB: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T07:01:40.477259] [DEBUG] [FORECASTER] AB: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T07:01:40.721218] [DEBUG] [FORECASTER] AB: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T07:01:40.963446] [DEBUG] [FORECASTER] AB: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T07:01:41.229901] [DEBUG] [FORECASTER] AB: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T07:01:41.230126] [INFO ] [CONFIGURE ] AB: DISCARDED add_opening_strength (score: 60.00%)
[2025-11-25T07:01:41.230190] [INFO ] [CONFIGURE ] JOB ETA: 3.4h | Avg: 2.6s/test | Remaining: 4743 tests
[2025-11-25T07:01:41.230249] [INFO ] [CONFIGURE ] AB: Testing feature 14/29: add_order_flow_imbalance
[2025-11-25T07:01:41.230305] [INFO ] [CONFIGURE ] AB: Testing with features: ['add_bollinger_bands', 'add_order_flow_imbalance']
[2025-11-25T07:01:41.476975] [DEBUG] [FORECASTER] AB: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T07:01:41.722438] [DEBUG] [FORECASTER] AB: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T07:01:41.970276] [DEBUG] [FORECASTER] AB: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T07:01:42.214155] [DEBUG] [FORECASTER] AB: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T07:01:42.456706] [DEBUG] [FORECASTER] AB: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T07:01:42.695833] [DEBUG] [FORECASTER] AB: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T07:01:42.966549] [DEBUG] [FORECASTER] AB: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T07:01:43.228302] [DEBUG] [FORECASTER] AB: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T07:01:43.475512] [DEBUG] [FORECASTER] AB: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T07:01:43.726850] [DEBUG] [FORECASTER] AB: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T07:01:43.727033] [INFO ] [CONFIGURE ] AB: DISCARDED add_order_flow_imbalance (score: 40.00%)
[2025-11-25T07:01:43.727090] [INFO ] [CONFIGURE ] JOB ETA: 3.4h | Avg: 2.6s/test | Remaining: 4742 tests
[2025-11-25T07:01:43.727172] [INFO ] [CONFIGURE ] AB: Testing feature 15/29: add_pbf_morning_momentum
[2025-11-25T07:01:43.727217] [INFO ] [CONFIGURE ] AB: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum']
[2025-11-25T07:01:43.941409] [DEBUG] [FORECASTER] AB: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T07:01:44.151465] [DEBUG] [FORECASTER] AB: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T07:01:44.366934] [DEBUG] [FORECASTER] AB: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T07:01:44.593872] [DEBUG] [FORECASTER] AB: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T07:01:44.811579] [DEBUG] [FORECASTER] AB: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T07:01:45.030545] [DEBUG] [FORECASTER] AB: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T07:01:45.245604] [DEBUG] [FORECASTER] AB: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T07:01:45.464333] [DEBUG] [FORECASTER] AB: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T07:01:45.688219] [DEBUG] [FORECASTER] AB: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T07:01:45.924002] [DEBUG] [FORECASTER] AB: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T07:01:45.924179] [INFO ] [CONFIGURE ] AB: DISCARDED add_pbf_morning_momentum (score: 60.00%)
[2025-11-25T07:01:45.924231] [INFO ] [CONFIGURE ] JOB ETA: 3.4h | Avg: 2.6s/test | Remaining: 4741 tests
[2025-11-25T07:01:45.924453] [INFO ] [CONFIGURE ] AB: Testing feature 16/29: add_pbf_overnight_gap
[2025-11-25T07:01:45.924503] [INFO ] [CONFIGURE ] AB: Testing with features: ['add_bollinger_bands', 'add_pbf_overnight_gap']
[2025-11-25T07:01:46.176568] [DEBUG] [FORECASTER] AB: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T07:01:46.430472] [DEBUG] [FORECASTER] AB: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T07:01:46.690825] [DEBUG] [FORECASTER] AB: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T07:01:46.948607] [DEBUG] [FORECASTER] AB: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T07:01:47.174152] [DEBUG] [FORECASTER] AB: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T07:01:47.398593] [DEBUG] [FORECASTER] AB: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T07:01:47.627196] [DEBUG] [FORECASTER] AB: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T07:01:47.857986] [DEBUG] [FORECASTER] AB: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T07:01:48.093451] [DEBUG] [FORECASTER] AB: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T07:01:48.318751] [DEBUG] [FORECASTER] AB: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T07:01:48.318953] [INFO ] [CONFIGURE ] AB: DISCARDED add_pbf_overnight_gap (score: 50.00%)
[2025-11-25T07:01:48.319003] [INFO ] [CONFIGURE ] JOB ETA: 3.4h | Avg: 2.6s/test | Remaining: 4740 tests
[2025-11-25T07:01:48.319044] [INFO ] [CONFIGURE ] AB: Testing feature 17/29: add_pbf_return_2d
[2025-11-25T07:01:48.319080] [INFO ] [CONFIGURE ] AB: Testing with features: ['add_bollinger_bands', 'add_pbf_return_2d']
[2025-11-25T07:01:48.544726] [DEBUG] [FORECASTER] AB: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T07:01:48.772109] [DEBUG] [FORECASTER] AB: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T07:01:49.004354] [DEBUG] [FORECASTER] AB: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T07:01:49.239352] [DEBUG] [FORECASTER] AB: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T07:01:49.457209] [DEBUG] [FORECASTER] AB: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T07:01:49.678898] [DEBUG] [FORECASTER] AB: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T07:01:49.912640] [DEBUG] [FORECASTER] AB: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T07:01:50.161263] [DEBUG] [FORECASTER] AB: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T07:01:50.408911] [DEBUG] [FORECASTER] AB: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T07:01:50.652987] [DEBUG] [FORECASTER] AB: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T07:01:50.653163] [INFO ] [CONFIGURE ] AB: DISCARDED add_pbf_return_2d (score: 40.00%)
[2025-11-25T07:01:50.653220] [INFO ] [CONFIGURE ] JOB ETA: 3.3h | Avg: 2.5s/test | Remaining: 4739 tests
[2025-11-25T07:01:50.653268] [INFO ] [CONFIGURE ] AB: Testing feature 18/29: add_pbf_volatility_5d
[2025-11-25T07:01:50.653312] [INFO ] [CONFIGURE ] AB: Testing with features: ['add_bollinger_bands', 'add_pbf_volatility_5d']
[2025-11-25T07:01:50.869424] [DEBUG] [FORECASTER] AB: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T07:01:51.084028] [DEBUG] [FORECASTER] AB: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T07:01:51.300723] [DEBUG] [FORECASTER] AB: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T07:01:51.509790] [DEBUG] [FORECASTER] AB: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T07:01:51.726482] [DEBUG] [FORECASTER] AB: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T07:01:51.957312] [DEBUG] [FORECASTER] AB: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T07:01:52.177403] [DEBUG] [FORECASTER] AB: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T07:01:52.416849] [DEBUG] [FORECASTER] AB: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T07:01:52.644905] [DEBUG] [FORECASTER] AB: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T07:01:52.870059] [DEBUG] [FORECASTER] AB: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T07:01:52.870238] [INFO ] [CONFIGURE ] AB: KEPT add_pbf_volatility_5d (score: 80.00%)
[2025-11-25T07:01:52.870288] [INFO ] [CONFIGURE ] JOB ETA: 3.3h | Avg: 2.5s/test | Remaining: 4738 tests
[2025-11-25T07:01:52.870327] [INFO ] [CONFIGURE ] AB: Testing feature 19/29: add_pbf_vs_sma_5
[2025-11-25T07:01:52.870364] [INFO ] [CONFIGURE ] AB: Testing with features: ['add_bollinger_bands', 'add_pbf_volatility_5d', 'add_pbf_vs_sma_5']
[2025-11-25T07:01:53.107570] [DEBUG] [FORECASTER] AB: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T07:01:53.338088] [DEBUG] [FORECASTER] AB: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T07:01:53.580740] [DEBUG] [FORECASTER] AB: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T07:01:53.817173] [DEBUG] [FORECASTER] AB: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T07:01:54.050781] [DEBUG] [FORECASTER] AB: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T07:01:54.289226] [DEBUG] [FORECASTER] AB: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T07:01:54.544491] [DEBUG] [FORECASTER] AB: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T07:01:54.787991] [DEBUG] [FORECASTER] AB: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T07:01:55.010841] [DEBUG] [FORECASTER] AB: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T07:01:55.238621] [DEBUG] [FORECASTER] AB: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T07:01:55.238799] [INFO ] [CONFIGURE ] AB: DISCARDED add_pbf_vs_sma_5 (score: 50.00%)
[2025-11-25T07:01:55.238848] [INFO ] [CONFIGURE ] JOB ETA: 3.3h | Avg: 2.5s/test | Remaining: 4737 tests
[2025-11-25T07:01:55.238888] [INFO ] [CONFIGURE ] AB: Testing feature 20/29: add_price_rejection
[2025-11-25T07:01:55.238924] [INFO ] [CONFIGURE ] AB: Testing with features: ['add_bollinger_bands', 'add_pbf_volatility_5d', 'add_price_rejection']
[2025-11-25T07:01:55.479545] [DEBUG] [FORECASTER] AB: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T07:01:55.718158] [DEBUG] [FORECASTER] AB: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T07:01:55.962089] [DEBUG] [FORECASTER] AB: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T07:01:56.202144] [DEBUG] [FORECASTER] AB: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T07:01:56.463543] [DEBUG] [FORECASTER] AB: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T07:01:56.707467] [DEBUG] [FORECASTER] AB: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T07:01:56.952480] [DEBUG] [FORECASTER] AB: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T07:01:57.198327] [DEBUG] [FORECASTER] AB: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T07:01:57.439021] [DEBUG] [FORECASTER] AB: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T07:01:57.680427] [DEBUG] [FORECASTER] AB: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T07:01:57.680622] [INFO ] [CONFIGURE ] AB: DISCARDED add_price_rejection (score: 40.00%)
[2025-11-25T07:01:57.680703] [INFO ] [CONFIGURE ] JOB ETA: 3.3h | Avg: 2.5s/test | Remaining: 4736 tests
[2025-11-25T07:01:57.680753] [INFO ] [CONFIGURE ] AB: Testing feature 21/29: add_range_position
[2025-11-25T07:01:57.680798] [INFO ] [CONFIGURE ] AB: Testing with features: ['add_bollinger_bands', 'add_pbf_volatility_5d', 'add_range_position']
[2025-11-25T07:01:57.938521] [DEBUG] [FORECASTER] AB: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T07:01:58.198008] [DEBUG] [FORECASTER] AB: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T07:01:58.456924] [DEBUG] [FORECASTER] AB: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T07:01:58.722039] [DEBUG] [FORECASTER] AB: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T07:01:58.981171] [DEBUG] [FORECASTER] AB: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T07:01:59.242479] [DEBUG] [FORECASTER] AB: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T07:01:59.508932] [DEBUG] [FORECASTER] AB: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T07:01:59.776887] [DEBUG] [FORECASTER] AB: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T07:02:00.051737] [DEBUG] [FORECASTER] AB: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T07:02:01.041462] [DEBUG] [FORECASTER] AB: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T07:02:01.041702] [INFO ] [CONFIGURE ] AB: DISCARDED add_range_position (score: 70.00%)
[2025-11-25T07:02:01.041771] [INFO ] [CONFIGURE ] JOB ETA: 3.4h | Avg: 2.6s/test | Remaining: 4735 tests
[2025-11-25T07:02:01.041822] [INFO ] [CONFIGURE ] AB: Testing feature 22/29: add_realized_volatility
[2025-11-25T07:02:01.041866] [INFO ] [CONFIGURE ] AB: Testing with features: ['add_bollinger_bands', 'add_pbf_volatility_5d', 'add_realized_volatility']
[2025-11-25T07:02:01.532375] [DEBUG] [FORECASTER] AB: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T07:02:01.902043] [DEBUG] [FORECASTER] AB: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T07:02:02.266119] [DEBUG] [FORECASTER] AB: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T07:02:02.635290] [DEBUG] [FORECASTER] AB: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T07:02:02.988025] [DEBUG] [FORECASTER] AB: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T07:02:03.355955] [DEBUG] [FORECASTER] AB: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T07:02:03.724912] [DEBUG] [FORECASTER] AB: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T07:02:04.074791] [DEBUG] [FORECASTER] AB: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T07:02:04.426283] [DEBUG] [FORECASTER] AB: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T07:02:04.777159] [DEBUG] [FORECASTER] AB: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T07:02:04.777366] [INFO ] [CONFIGURE ] AB: DISCARDED add_realized_volatility (score: 60.00%)
[2025-11-25T07:02:04.777422] [INFO ] [CONFIGURE ] JOB ETA: 3.4h | Avg: 2.6s/test | Remaining: 4734 tests
[2025-11-25T07:02:04.777469] [INFO ] [CONFIGURE ] AB: Testing feature 23/29: add_recent_range_context
[2025-11-25T07:02:04.777512] [INFO ] [CONFIGURE ] AB: Testing with features: ['add_bollinger_bands', 'add_pbf_volatility_5d', 'add_recent_range_context']
[2025-11-25T07:02:05.026262] [DEBUG] [FORECASTER] AB: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T07:02:05.275839] [DEBUG] [FORECASTER] AB: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T07:02:05.526726] [DEBUG] [FORECASTER] AB: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T07:02:05.776496] [DEBUG] [FORECASTER] AB: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T07:02:06.027241] [DEBUG] [FORECASTER] AB: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T07:02:06.293791] [DEBUG] [FORECASTER] AB: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T07:02:06.561362] [DEBUG] [FORECASTER] AB: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T07:02:06.827562] [DEBUG] [FORECASTER] AB: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T07:02:07.081466] [DEBUG] [FORECASTER] AB: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T07:02:07.315834] [DEBUG] [FORECASTER] AB: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T07:02:07.316052] [INFO ] [CONFIGURE ] AB: DISCARDED add_recent_range_context (score: 50.00%)
[2025-11-25T07:02:07.316108] [INFO ] [CONFIGURE ] JOB ETA: 3.4h | Avg: 2.6s/test | Remaining: 4733 tests
[2025-11-25T07:02:07.316157] [INFO ] [CONFIGURE ] AB: Testing feature 24/29: add_rsi
[2025-11-25T07:02:07.316202] [INFO ] [CONFIGURE ] AB: Testing with features: ['add_bollinger_bands', 'add_pbf_volatility_5d', 'add_ema', 'add_rsi']
[2025-11-25T07:02:07.596195] [DEBUG] [FORECASTER] AB: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T07:02:07.884049] [DEBUG] [FORECASTER] AB: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T07:02:08.180799] [DEBUG] [FORECASTER] AB: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T07:02:08.450908] [DEBUG] [FORECASTER] AB: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T07:02:08.727832] [DEBUG] [FORECASTER] AB: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T07:02:08.999166] [DEBUG] [FORECASTER] AB: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T07:02:09.282703] [DEBUG] [FORECASTER] AB: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T07:02:09.585588] [DEBUG] [FORECASTER] AB: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T07:02:09.871918] [DEBUG] [FORECASTER] AB: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T07:02:10.148733] [DEBUG] [FORECASTER] AB: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T07:02:10.148919] [INFO ] [CONFIGURE ] AB: DISCARDED add_rsi (score: 30.00%)
[2025-11-25T07:02:10.148974] [INFO ] [CONFIGURE ] JOB ETA: 3.4h | Avg: 2.6s/test | Remaining: 4732 tests
[2025-11-25T07:02:10.149050] [INFO ] [CONFIGURE ] AB: Testing feature 25/29: add_tick_distribution
[2025-11-25T07:02:10.149094] [INFO ] [CONFIGURE ] AB: Testing with features: ['add_bollinger_bands', 'add_pbf_volatility_5d', 'add_tick_distribution']
[2025-11-25T07:02:10.369559] [DEBUG] [FORECASTER] AB: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T07:02:10.595424] [DEBUG] [FORECASTER] AB: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T07:02:10.824784] [DEBUG] [FORECASTER] AB: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T07:02:11.053273] [DEBUG] [FORECASTER] AB: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T07:02:11.286392] [DEBUG] [FORECASTER] AB: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T07:02:11.527248] [DEBUG] [FORECASTER] AB: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T07:02:11.768108] [DEBUG] [FORECASTER] AB: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T07:02:12.006946] [DEBUG] [FORECASTER] AB: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T07:02:12.234294] [DEBUG] [FORECASTER] AB: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T07:02:12.485125] [DEBUG] [FORECASTER] AB: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T07:02:12.485343] [INFO ] [CONFIGURE ] AB: DISCARDED add_tick_distribution (score: 50.00%)
[2025-11-25T07:02:12.485406] [INFO ] [CONFIGURE ] JOB ETA: 3.4h | Avg: 2.6s/test | Remaining: 4731 tests
[2025-11-25T07:02:12.485468] [INFO ] [CONFIGURE ] AB: Testing feature 26/29: add_volume_momentum_confirmation
[2025-11-25T07:02:12.485516] [INFO ] [CONFIGURE ] AB: Testing with features: ['add_bollinger_bands', 'add_pbf_volatility_5d', 'add_volume_momentum_confirmation']
[2025-11-25T07:02:12.723166] [DEBUG] [FORECASTER] AB: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T07:02:12.965949] [DEBUG] [FORECASTER] AB: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T07:02:13.212906] [DEBUG] [FORECASTER] AB: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T07:02:13.461395] [DEBUG] [FORECASTER] AB: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T07:02:13.704909] [DEBUG] [FORECASTER] AB: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T07:02:13.939283] [DEBUG] [FORECASTER] AB: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T07:02:14.180562] [DEBUG] [FORECASTER] AB: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T07:02:14.405607] [DEBUG] [FORECASTER] AB: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T07:02:14.634786] [DEBUG] [FORECASTER] AB: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T07:02:14.871851] [DEBUG] [FORECASTER] AB: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T07:02:14.872063] [INFO ] [CONFIGURE ] AB: DISCARDED add_volume_momentum_confirmation (score: 80.00%)
[2025-11-25T07:02:14.872122] [INFO ] [CONFIGURE ] JOB ETA: 3.4h | Avg: 2.6s/test | Remaining: 4730 tests
[2025-11-25T07:02:14.872173] [INFO ] [CONFIGURE ] AB: Testing feature 27/29: add_volume_price_divergence
[2025-11-25T07:02:14.872219] [INFO ] [CONFIGURE ] AB: Testing with features: ['add_bollinger_bands', 'add_pbf_volatility_5d', 'add_volume_price_divergence']
[2025-11-25T07:02:15.125185] [DEBUG] [FORECASTER] AB: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T07:02:15.374424] [DEBUG] [FORECASTER] AB: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T07:02:15.628956] [DEBUG] [FORECASTER] AB: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T07:02:15.881480] [DEBUG] [FORECASTER] AB: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T07:02:16.136189] [DEBUG] [FORECASTER] AB: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T07:02:16.391183] [DEBUG] [FORECASTER] AB: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T07:02:16.637352] [DEBUG] [FORECASTER] AB: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T07:02:16.896851] [DEBUG] [FORECASTER] AB: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T07:02:17.153276] [DEBUG] [FORECASTER] AB: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T07:02:17.428436] [DEBUG] [FORECASTER] AB: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T07:02:17.428698] [INFO ] [CONFIGURE ] AB: DISCARDED add_volume_price_divergence (score: 80.00%)
[2025-11-25T07:02:17.428776] [INFO ] [CONFIGURE ] JOB ETA: 3.4h | Avg: 2.6s/test | Remaining: 4729 tests
[2025-11-25T07:02:17.428826] [INFO ] [CONFIGURE ] AB: Testing feature 28/29: add_volume_profile
[2025-11-25T07:02:17.428873] [INFO ] [CONFIGURE ] AB: Testing with features: ['add_bollinger_bands', 'add_pbf_volatility_5d', 'add_volume_profile']
[2025-11-25T07:02:17.676401] [DEBUG] [FORECASTER] AB: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T07:02:17.935357] [DEBUG] [FORECASTER] AB: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T07:02:18.177035] [DEBUG] [FORECASTER] AB: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T07:02:18.422755] [DEBUG] [FORECASTER] AB: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T07:02:18.673628] [DEBUG] [FORECASTER] AB: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T07:02:18.924121] [DEBUG] [FORECASTER] AB: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T07:02:19.163927] [DEBUG] [FORECASTER] AB: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T07:02:19.415301] [DEBUG] [FORECASTER] AB: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T07:02:19.654636] [DEBUG] [FORECASTER] AB: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T07:02:19.904065] [DEBUG] [FORECASTER] AB: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T07:02:19.904266] [INFO ] [CONFIGURE ] AB: DISCARDED add_volume_profile (score: 60.00%)
[2025-11-25T07:02:19.904329] [INFO ] [CONFIGURE ] JOB ETA: 3.4h | Avg: 2.6s/test | Remaining: 4728 tests
[2025-11-25T07:02:19.904380] [INFO ] [CONFIGURE ] AB: Testing feature 29/29: add_vwap
[2025-11-25T07:02:19.904429] [INFO ] [CONFIGURE ] AB: Testing with features: ['add_bollinger_bands', 'add_pbf_volatility_5d', 'add_vwap']
[2025-11-25T07:02:20.178082] [DEBUG] [FORECASTER] AB: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T07:02:20.425851] [DEBUG] [FORECASTER] AB: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T07:02:20.684336] [DEBUG] [FORECASTER] AB: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T07:02:20.921461] [DEBUG] [FORECASTER] AB: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T07:02:21.165490] [DEBUG] [FORECASTER] AB: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T07:02:21.405736] [DEBUG] [FORECASTER] AB: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T07:02:21.641429] [DEBUG] [FORECASTER] AB: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T07:02:21.894251] [DEBUG] [FORECASTER] AB: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T07:02:22.144383] [DEBUG] [FORECASTER] AB: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T07:02:22.389215] [DEBUG] [FORECASTER] AB: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T07:02:22.389397] [INFO ] [CONFIGURE ] AB: DISCARDED add_vwap (score: 40.00%)
[2025-11-25T07:02:22.389455] [INFO ] [CONFIGURE ] JOB ETA: 3.4h | Avg: 2.6s/test | Remaining: 4727 tests
[2025-11-25T07:02:22.389506] [INFO ] [CONFIGURE ] AB: ===== FEATURE SELECTION COMPLETE =====
[2025-11-25T07:02:22.389549] [INFO ] [CONFIGURE ] AB: Best accuracy: 80.00%
[2025-11-25T07:02:22.389664] [INFO ] [CONFIGURE ] AB: Best feature set (2 features): ['add_bollinger_bands', 'add_pbf_volatility_5d']
[2025-11-25T07:02:22.389715] [INFO ] [CONFIGURE ] AB: Improvement over baseline: 30.00%
[2025-11-25T07:02:22.389754] [INFO ] [CONFIGURE ] AB: Total time: 1.2 minutes
[2025-11-25T07:02:22.389794] [INFO ] [CONFIGURE ] AB: Average time per feature: 2.6 seconds
[2025-11-25T07:02:22.389833] [INFO ] [CONFIGURE ] AB: Average speed: 0.39 features/sec
[2025-11-25T07:02:22.390156] [INFO ] [LOCAL     ] Saved configuration for AB: 2 features, 80.00% accuracy -> ./output/feature-sets/AB.json
[2025-11-25T07:02:22.390214] [INFO ] [CONFIGURE ] AB: Configuration saved successfully: 2 features, 80.00% accuracy.
[2025-11-25T07:02:22.390266] [INFO ] [sig       ] [1/164] Successfully configured AB | 0.01 sym/s | Total: 1.3m | ETA: 3.5h
[2025-11-25T07:02:22.390311] [INFO ] [sig       ] [2/164] Configuring ABG...
[2025-11-25T07:02:22.390353] [INFO ] [CONFIGURE ] ABG: Configurate test run.
[2025-11-25T07:02:22.390404] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ABG' from 'https://tdm.silogroup.org/data/derivative_storage/ABG.csv'.
[2025-11-25T07:02:22.403281] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'ABG'.
[2025-11-25T07:02:22.403702] [INFO ] [CONFIGURE ] ABG: Testing with 29 available features
[2025-11-25T07:02:22.403777] [INFO ] [CONFIGURE ] ABG: Establishing baseline with no features...
[2025-11-25T07:02:22.600945] [DEBUG] [FORECASTER] ABG: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T07:02:22.766499] [DEBUG] [FORECASTER] ABG: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T07:02:22.937569] [DEBUG] [FORECASTER] ABG: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T07:02:23.115330] [DEBUG] [FORECASTER] ABG: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T07:02:23.287294] [DEBUG] [FORECASTER] ABG: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T07:02:23.462087] [DEBUG] [FORECASTER] ABG: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T07:02:23.642521] [DEBUG] [FORECASTER] ABG: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T07:02:23.817218] [DEBUG] [FORECASTER] ABG: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-25T07:02:23.998940] [DEBUG] [FORECASTER] ABG: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T07:02:24.175304] [DEBUG] [FORECASTER] ABG: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T07:02:24.175442] [INFO ] [CONFIGURE ] ABG: Baseline score (no features): 70.00%
[2025-11-25T07:02:24.175490] [INFO ] [CONFIGURE ] ABG: Testing feature 1/29: add_bollinger_bands
[2025-11-25T07:02:24.175530] [INFO ] [CONFIGURE ] ABG: Testing with features: ['add_bollinger_bands']
[2025-11-25T07:02:24.379810] [DEBUG] [FORECASTER] ABG: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T07:02:24.585093] [DEBUG] [FORECASTER] ABG: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T07:02:24.785527] [DEBUG] [FORECASTER] ABG: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T07:02:24.983495] [DEBUG] [FORECASTER] ABG: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T07:02:25.192459] [DEBUG] [FORECASTER] ABG: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T07:02:25.405471] [DEBUG] [FORECASTER] ABG: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T07:02:25.634621] [DEBUG] [FORECASTER] ABG: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T07:02:25.846297] [DEBUG] [FORECASTER] ABG: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T07:02:26.056837] [DEBUG] [FORECASTER] ABG: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-25T07:02:26.269673] [DEBUG] [FORECASTER] ABG: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T07:02:26.269893] [INFO ] [CONFIGURE ] ABG: DISCARDED add_bollinger_bands (score: 50.00%)
[2025-11-25T07:02:26.269943] [INFO ] [CONFIGURE ] JOB ETA: 3.4h | Avg: 2.6s/test | Remaining: 4726 tests
[2025-11-25T07:02:26.269983] [INFO ] [CONFIGURE ] ABG: Testing feature 2/29: add_cumulative_delta
[2025-11-25T07:02:26.270019] [INFO ] [CONFIGURE ] ABG: Testing with features: ['add_cumulative_delta']
[2025-11-25T07:02:26.486906] [DEBUG] [FORECASTER] ABG: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T07:02:26.706426] [DEBUG] [FORECASTER] ABG: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T07:02:26.926731] [DEBUG] [FORECASTER] ABG: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T07:02:27.155989] [DEBUG] [FORECASTER] ABG: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T07:02:27.406984] [DEBUG] [FORECASTER] ABG: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T07:02:27.626618] [DEBUG] [FORECASTER] ABG: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T07:02:27.848175] [DEBUG] [FORECASTER] ABG: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T07:02:28.057290] [DEBUG] [FORECASTER] ABG: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-25T07:02:28.261774] [DEBUG] [FORECASTER] ABG: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T07:02:28.466662] [DEBUG] [FORECASTER] ABG: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T07:02:28.466838] [INFO ] [CONFIGURE ] ABG: DISCARDED add_cumulative_delta (score: 70.00%)
[2025-11-25T07:02:28.466886] [INFO ] [CONFIGURE ] JOB ETA: 3.4h | Avg: 2.6s/test | Remaining: 4725 tests
[2025-11-25T07:02:28.467110] [INFO ] [CONFIGURE ] ABG: Testing feature 3/29: add_daily_returns
[2025-11-25T07:02:28.467156] [INFO ] [CONFIGURE ] ABG: Testing with features: ['add_daily_returns']
[2025-11-25T07:02:28.655335] [DEBUG] [FORECASTER] ABG: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T07:02:28.847456] [DEBUG] [FORECASTER] ABG: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T07:02:29.036703] [DEBUG] [FORECASTER] ABG: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T07:02:29.231547] [DEBUG] [FORECASTER] ABG: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T07:02:29.414322] [DEBUG] [FORECASTER] ABG: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T07:02:29.600485] [DEBUG] [FORECASTER] ABG: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T07:02:29.796603] [DEBUG] [FORECASTER] ABG: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T07:02:29.995024] [DEBUG] [FORECASTER] ABG: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-25T07:02:30.193294] [DEBUG] [FORECASTER] ABG: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T07:02:30.382665] [DEBUG] [FORECASTER] ABG: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T07:02:30.382846] [INFO ] [CONFIGURE ] ABG: DISCARDED add_daily_returns (score: 60.00%)
[2025-11-25T07:02:30.382898] [INFO ] [CONFIGURE ] JOB ETA: 3.3h | Avg: 2.5s/test | Remaining: 4724 tests
[2025-11-25T07:02:30.382939] [INFO ] [CONFIGURE ] ABG: Testing feature 4/29: add_ema
[2025-11-25T07:02:30.382978] [INFO ] [CONFIGURE ] ABG: Testing with features: ['add_ema']
[2025-11-25T07:02:30.630528] [DEBUG] [FORECASTER] ABG: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T07:02:30.884616] [DEBUG] [FORECASTER] ABG: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T07:02:31.104473] [DEBUG] [FORECASTER] ABG: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T07:02:31.327506] [DEBUG] [FORECASTER] ABG: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T07:02:31.548387] [DEBUG] [FORECASTER] ABG: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T07:02:31.779517] [DEBUG] [FORECASTER] ABG: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T07:02:32.008944] [DEBUG] [FORECASTER] ABG: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T07:02:32.229178] [DEBUG] [FORECASTER] ABG: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T07:02:32.446355] [DEBUG] [FORECASTER] ABG: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T07:02:32.667503] [DEBUG] [FORECASTER] ABG: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T07:02:32.667715] [INFO ] [CONFIGURE ] ABG: DISCARDED add_ema (score: 60.00%)
[2025-11-25T07:02:32.667779] [INFO ] [CONFIGURE ] JOB ETA: 3.3h | Avg: 2.5s/test | Remaining: 4723 tests
[2025-11-25T07:02:32.667831] [INFO ] [CONFIGURE ] ABG: Testing feature 5/29: add_exhaustion_signals
[2025-11-25T07:02:32.667883] [INFO ] [CONFIGURE ] ABG: Testing with features: ['add_vwap', 'add_exhaustion_signals']
[2025-11-25T07:02:32.900580] [DEBUG] [FORECASTER] ABG: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T07:02:33.131467] [DEBUG] [FORECASTER] ABG: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T07:02:33.353880] [DEBUG] [FORECASTER] ABG: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T07:02:33.580779] [DEBUG] [FORECASTER] ABG: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T07:02:33.815044] [DEBUG] [FORECASTER] ABG: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T07:02:34.062958] [DEBUG] [FORECASTER] ABG: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T07:02:34.312875] [DEBUG] [FORECASTER] ABG: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T07:02:34.564453] [DEBUG] [FORECASTER] ABG: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T07:02:34.802622] [DEBUG] [FORECASTER] ABG: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-25T07:02:35.032090] [DEBUG] [FORECASTER] ABG: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T07:02:35.032292] [INFO ] [CONFIGURE ] ABG: DISCARDED add_exhaustion_signals (score: 70.00%)
[2025-11-25T07:02:35.032350] [INFO ] [CONFIGURE ] JOB ETA: 3.3h | Avg: 2.5s/test | Remaining: 4722 tests
[2025-11-25T07:02:35.032399] [INFO ] [CONFIGURE ] ABG: Testing feature 6/29: add_failed_moves
[2025-11-25T07:02:35.032442] [INFO ] [CONFIGURE ] ABG: Testing with features: ['add_failed_moves']
[2025-11-25T07:02:35.216517] [DEBUG] [FORECASTER] ABG: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T07:02:35.399227] [DEBUG] [FORECASTER] ABG: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T07:02:35.582067] [DEBUG] [FORECASTER] ABG: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T07:02:35.770409] [DEBUG] [FORECASTER] ABG: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T07:02:35.964212] [DEBUG] [FORECASTER] ABG: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T07:02:36.162123] [DEBUG] [FORECASTER] ABG: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T07:02:36.346898] [DEBUG] [FORECASTER] ABG: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T07:02:36.534584] [DEBUG] [FORECASTER] ABG: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T07:02:36.733294] [DEBUG] [FORECASTER] ABG: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T07:02:36.921628] [DEBUG] [FORECASTER] ABG: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T07:02:36.921812] [INFO ] [CONFIGURE ] ABG: KEPT add_failed_moves (score: 80.00%)
[2025-11-25T07:02:36.921861] [INFO ] [CONFIGURE ] JOB ETA: 3.3h | Avg: 2.5s/test | Remaining: 4721 tests
[2025-11-25T07:02:36.921900] [INFO ] [CONFIGURE ] ABG: Testing feature 7/29: add_lag_shelf
[2025-11-25T07:02:36.921937] [INFO ] [CONFIGURE ] ABG: Testing with features: ['add_failed_moves', 'add_lag_shelf']
[2025-11-25T07:02:37.102421] [DEBUG] [FORECASTER] ABG: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T07:02:37.281585] [DEBUG] [FORECASTER] ABG: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T07:02:37.462736] [DEBUG] [FORECASTER] ABG: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T07:02:37.642366] [DEBUG] [FORECASTER] ABG: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T07:02:37.820827] [DEBUG] [FORECASTER] ABG: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T07:02:38.009060] [DEBUG] [FORECASTER] ABG: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T07:02:38.201550] [DEBUG] [FORECASTER] ABG: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T07:02:38.399300] [DEBUG] [FORECASTER] ABG: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T07:02:38.631812] [DEBUG] [FORECASTER] ABG: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T07:02:38.888831] [DEBUG] [FORECASTER] ABG: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T07:02:38.889073] [INFO ] [CONFIGURE ] ABG: DISCARDED add_lag_shelf (score: 80.00%)
[2025-11-25T07:02:38.889152] [INFO ] [CONFIGURE ] JOB ETA: 3.3h | Avg: 2.5s/test | Remaining: 4720 tests
[2025-11-25T07:02:38.889221] [INFO ] [CONFIGURE ] ABG: Testing feature 8/29: add_macd
[2025-11-25T07:02:38.889287] [INFO ] [CONFIGURE ] ABG: Testing with features: ['add_failed_moves', 'add_vwap', 'add_macd']
[2025-11-25T07:02:39.262672] [DEBUG] [FORECASTER] ABG: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T07:02:39.573668] [DEBUG] [FORECASTER] ABG: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T07:02:39.862059] [DEBUG] [FORECASTER] ABG: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T07:02:40.154437] [DEBUG] [FORECASTER] ABG: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T07:02:40.439893] [DEBUG] [FORECASTER] ABG: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T07:02:40.734282] [DEBUG] [FORECASTER] ABG: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T07:02:41.031701] [DEBUG] [FORECASTER] ABG: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T07:02:41.321976] [DEBUG] [FORECASTER] ABG: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T07:02:41.619584] [DEBUG] [FORECASTER] ABG: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T07:02:41.896448] [DEBUG] [FORECASTER] ABG: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T07:02:41.896913] [INFO ] [CONFIGURE ] ABG: DISCARDED add_macd (score: 80.00%)
[2025-11-25T07:02:41.896978] [INFO ] [CONFIGURE ] JOB ETA: 3.3h | Avg: 2.5s/test | Remaining: 4719 tests
[2025-11-25T07:02:41.897027] [INFO ] [CONFIGURE ] ABG: Testing feature 9/29: add_mfi
[2025-11-25T07:02:41.897071] [INFO ] [CONFIGURE ] ABG: Testing with features: ['add_failed_moves', 'add_mfi']
[2025-11-25T07:02:42.102210] [DEBUG] [FORECASTER] ABG: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T07:02:42.297541] [DEBUG] [FORECASTER] ABG: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T07:02:42.529233] [DEBUG] [FORECASTER] ABG: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T07:02:42.755402] [DEBUG] [FORECASTER] ABG: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T07:02:42.965035] [DEBUG] [FORECASTER] ABG: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T07:02:43.166308] [DEBUG] [FORECASTER] ABG: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T07:02:43.368383] [DEBUG] [FORECASTER] ABG: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T07:02:43.584084] [DEBUG] [FORECASTER] ABG: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T07:02:43.808553] [DEBUG] [FORECASTER] ABG: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T07:02:44.020274] [DEBUG] [FORECASTER] ABG: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T07:02:44.020513] [INFO ] [CONFIGURE ] ABG: DISCARDED add_mfi (score: 70.00%)
[2025-11-25T07:02:44.020575] [INFO ] [CONFIGURE ] JOB ETA: 3.3h | Avg: 2.5s/test | Remaining: 4718 tests
[2025-11-25T07:02:44.020628] [INFO ] [CONFIGURE ] ABG: Testing feature 10/29: add_momentum_acceleration
[2025-11-25T07:02:44.020697] [INFO ] [CONFIGURE ] ABG: Testing with features: ['add_failed_moves', 'add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-11-25T07:02:44.329968] [DEBUG] [FORECASTER] ABG: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T07:02:44.629459] [DEBUG] [FORECASTER] ABG: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T07:02:44.937748] [DEBUG] [FORECASTER] ABG: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T07:02:45.260429] [DEBUG] [FORECASTER] ABG: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T07:02:45.558633] [DEBUG] [FORECASTER] ABG: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T07:02:45.855255] [DEBUG] [FORECASTER] ABG: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T07:02:46.153267] [DEBUG] [FORECASTER] ABG: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T07:02:46.457253] [DEBUG] [FORECASTER] ABG: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T07:02:46.767804] [DEBUG] [FORECASTER] ABG: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T07:02:47.073140] [DEBUG] [FORECASTER] ABG: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T07:02:47.073373] [INFO ] [CONFIGURE ] ABG: DISCARDED add_momentum_acceleration (score: 70.00%)
[2025-11-25T07:02:47.073432] [INFO ] [CONFIGURE ] JOB ETA: 3.3h | Avg: 2.5s/test | Remaining: 4717 tests
[2025-11-25T07:02:47.073479] [INFO ] [CONFIGURE ] ABG: Testing feature 11/29: add_obv_daily
[2025-11-25T07:02:47.073522] [INFO ] [CONFIGURE ] ABG: Testing with features: ['add_failed_moves', 'add_obv_daily']
[2025-11-25T07:02:47.287856] [DEBUG] [FORECASTER] ABG: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T07:02:47.512518] [DEBUG] [FORECASTER] ABG: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T07:02:47.725831] [DEBUG] [FORECASTER] ABG: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T07:02:47.940844] [DEBUG] [FORECASTER] ABG: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T07:02:48.168018] [DEBUG] [FORECASTER] ABG: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T07:02:48.405727] [DEBUG] [FORECASTER] ABG: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T07:02:48.633010] [DEBUG] [FORECASTER] ABG: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T07:02:48.842584] [DEBUG] [FORECASTER] ABG: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T07:02:49.072347] [DEBUG] [FORECASTER] ABG: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T07:02:49.340365] [DEBUG] [FORECASTER] ABG: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T07:02:49.340760] [INFO ] [CONFIGURE ] ABG: DISCARDED add_obv_daily (score: 80.00%)
[2025-11-25T07:02:49.340884] [INFO ] [CONFIGURE ] JOB ETA: 3.3h | Avg: 2.5s/test | Remaining: 4716 tests
[2025-11-25T07:02:49.340994] [INFO ] [CONFIGURE ] ABG: Testing feature 12/29: add_obv_interval
[2025-11-25T07:02:49.341127] [INFO ] [CONFIGURE ] ABG: Testing with features: ['add_failed_moves', 'add_obv_interval']
[2025-11-25T07:02:49.563944] [DEBUG] [FORECASTER] ABG: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T07:02:49.792491] [DEBUG] [FORECASTER] ABG: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T07:02:50.019196] [DEBUG] [FORECASTER] ABG: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T07:02:50.243979] [DEBUG] [FORECASTER] ABG: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T07:02:50.489452] [DEBUG] [FORECASTER] ABG: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T07:02:50.713777] [DEBUG] [FORECASTER] ABG: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T07:02:50.950058] [DEBUG] [FORECASTER] ABG: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T07:02:51.171911] [DEBUG] [FORECASTER] ABG: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T07:02:51.404613] [DEBUG] [FORECASTER] ABG: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T07:02:51.628939] [DEBUG] [FORECASTER] ABG: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T07:02:51.629153] [INFO ] [CONFIGURE ] ABG: DISCARDED add_obv_interval (score: 70.00%)
[2025-11-25T07:02:51.629205] [INFO ] [CONFIGURE ] JOB ETA: 3.3h | Avg: 2.5s/test | Remaining: 4715 tests
[2025-11-25T07:02:51.629252] [INFO ] [CONFIGURE ] ABG: Testing feature 13/29: add_opening_strength
[2025-11-25T07:02:51.629299] [INFO ] [CONFIGURE ] ABG: Testing with features: ['add_failed_moves', 'add_daily_returns', 'add_opening_strength']
[2025-11-25T07:02:51.859140] [DEBUG] [FORECASTER] ABG: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T07:02:52.087776] [DEBUG] [FORECASTER] ABG: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T07:02:52.316233] [DEBUG] [FORECASTER] ABG: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T07:02:52.558117] [DEBUG] [FORECASTER] ABG: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T07:02:52.789915] [DEBUG] [FORECASTER] ABG: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T07:02:53.020436] [DEBUG] [FORECASTER] ABG: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T07:02:53.255815] [DEBUG] [FORECASTER] ABG: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T07:02:53.487009] [DEBUG] [FORECASTER] ABG: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T07:02:53.722032] [DEBUG] [FORECASTER] ABG: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T07:02:53.956526] [DEBUG] [FORECASTER] ABG: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T07:02:53.956924] [INFO ] [CONFIGURE ] ABG: DISCARDED add_opening_strength (score: 80.00%)
[2025-11-25T07:02:53.956988] [INFO ] [CONFIGURE ] JOB ETA: 3.3h | Avg: 2.5s/test | Remaining: 4714 tests
[2025-11-25T07:02:53.957049] [INFO ] [CONFIGURE ] ABG: Testing feature 14/29: add_order_flow_imbalance
[2025-11-25T07:02:53.957097] [INFO ] [CONFIGURE ] ABG: Testing with features: ['add_failed_moves', 'add_order_flow_imbalance']
[2025-11-25T07:02:54.195749] [DEBUG] [FORECASTER] ABG: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T07:02:54.424603] [DEBUG] [FORECASTER] ABG: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T07:02:54.653684] [DEBUG] [FORECASTER] ABG: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T07:02:54.885571] [DEBUG] [FORECASTER] ABG: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T07:02:55.116560] [DEBUG] [FORECASTER] ABG: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T07:02:55.349437] [DEBUG] [FORECASTER] ABG: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T07:02:55.581907] [DEBUG] [FORECASTER] ABG: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T07:02:55.811949] [DEBUG] [FORECASTER] ABG: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-25T07:02:56.043536] [DEBUG] [FORECASTER] ABG: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T07:02:56.276002] [DEBUG] [FORECASTER] ABG: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T07:02:56.276183] [INFO ] [CONFIGURE ] ABG: DISCARDED add_order_flow_imbalance (score: 70.00%)
[2025-11-25T07:02:56.276241] [INFO ] [CONFIGURE ] JOB ETA: 3.3h | Avg: 2.5s/test | Remaining: 4713 tests
[2025-11-25T07:02:56.276334] [INFO ] [CONFIGURE ] ABG: Testing feature 15/29: add_pbf_morning_momentum
[2025-11-25T07:02:56.276386] [INFO ] [CONFIGURE ] ABG: Testing with features: ['add_failed_moves', 'add_pbf_morning_momentum']
[2025-11-25T07:02:56.482209] [DEBUG] [FORECASTER] ABG: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T07:02:56.680961] [DEBUG] [FORECASTER] ABG: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T07:02:56.876313] [DEBUG] [FORECASTER] ABG: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T07:02:57.070707] [DEBUG] [FORECASTER] ABG: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T07:02:57.279315] [DEBUG] [FORECASTER] ABG: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T07:02:57.482346] [DEBUG] [FORECASTER] ABG: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T07:02:57.690411] [DEBUG] [FORECASTER] ABG: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T07:02:57.887936] [DEBUG] [FORECASTER] ABG: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T07:02:58.086520] [DEBUG] [FORECASTER] ABG: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T07:02:58.285476] [DEBUG] [FORECASTER] ABG: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T07:02:58.285873] [INFO ] [CONFIGURE ] ABG: DISCARDED add_pbf_morning_momentum (score: 60.00%)
[2025-11-25T07:02:58.285957] [INFO ] [CONFIGURE ] JOB ETA: 3.2h | Avg: 2.5s/test | Remaining: 4712 tests
[2025-11-25T07:02:58.286008] [INFO ] [CONFIGURE ] ABG: Testing feature 16/29: add_pbf_overnight_gap
[2025-11-25T07:02:58.286056] [INFO ] [CONFIGURE ] ABG: Testing with features: ['add_failed_moves', 'add_pbf_overnight_gap']
[2025-11-25T07:02:58.502983] [DEBUG] [FORECASTER] ABG: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T07:02:58.735825] [DEBUG] [FORECASTER] ABG: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T07:02:58.954387] [DEBUG] [FORECASTER] ABG: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T07:02:59.178919] [DEBUG] [FORECASTER] ABG: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T07:02:59.403758] [DEBUG] [FORECASTER] ABG: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T07:02:59.624925] [DEBUG] [FORECASTER] ABG: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T07:02:59.845260] [DEBUG] [FORECASTER] ABG: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T07:03:00.067278] [DEBUG] [FORECASTER] ABG: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T07:03:00.287338] [DEBUG] [FORECASTER] ABG: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T07:03:01.251144] [DEBUG] [FORECASTER] ABG: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T07:03:01.251350] [INFO ] [CONFIGURE ] ABG: DISCARDED add_pbf_overnight_gap (score: 70.00%)
[2025-11-25T07:03:01.251400] [INFO ] [CONFIGURE ] JOB ETA: 3.3h | Avg: 2.5s/test | Remaining: 4711 tests
[2025-11-25T07:03:01.251439] [INFO ] [CONFIGURE ] ABG: Testing feature 17/29: add_pbf_return_2d
[2025-11-25T07:03:01.251475] [INFO ] [CONFIGURE ] ABG: Testing with features: ['add_failed_moves', 'add_pbf_return_2d']
[2025-11-25T07:03:01.587142] [DEBUG] [FORECASTER] ABG: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T07:03:01.823050] [DEBUG] [FORECASTER] ABG: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T07:03:02.049293] [DEBUG] [FORECASTER] ABG: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T07:03:02.279944] [DEBUG] [FORECASTER] ABG: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T07:03:02.509185] [DEBUG] [FORECASTER] ABG: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T07:03:02.740169] [DEBUG] [FORECASTER] ABG: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T07:03:02.981374] [DEBUG] [FORECASTER] ABG: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T07:03:03.227088] [DEBUG] [FORECASTER] ABG: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T07:03:03.467215] [DEBUG] [FORECASTER] ABG: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T07:03:03.718300] [DEBUG] [FORECASTER] ABG: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T07:03:03.718491] [INFO ] [CONFIGURE ] ABG: DISCARDED add_pbf_return_2d (score: 70.00%)
[2025-11-25T07:03:03.718555] [INFO ] [CONFIGURE ] JOB ETA: 3.3h | Avg: 2.5s/test | Remaining: 4710 tests
[2025-11-25T07:03:03.718601] [INFO ] [CONFIGURE ] ABG: Testing feature 18/29: add_pbf_volatility_5d
[2025-11-25T07:03:03.718669] [INFO ] [CONFIGURE ] ABG: Testing with features: ['add_failed_moves', 'add_pbf_volatility_5d']
[2025-11-25T07:03:03.932418] [DEBUG] [FORECASTER] ABG: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T07:03:04.154292] [DEBUG] [FORECASTER] ABG: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T07:03:04.375246] [DEBUG] [FORECASTER] ABG: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T07:03:04.590097] [DEBUG] [FORECASTER] ABG: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T07:03:04.793241] [DEBUG] [FORECASTER] ABG: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T07:03:05.009473] [DEBUG] [FORECASTER] ABG: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T07:03:05.218998] [DEBUG] [FORECASTER] ABG: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T07:03:05.424901] [DEBUG] [FORECASTER] ABG: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T07:03:05.615938] [DEBUG] [FORECASTER] ABG: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T07:03:05.812701] [DEBUG] [FORECASTER] ABG: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T07:03:05.813068] [INFO ] [CONFIGURE ] ABG: DISCARDED add_pbf_volatility_5d (score: 70.00%)
[2025-11-25T07:03:05.813185] [INFO ] [CONFIGURE ] JOB ETA: 3.2h | Avg: 2.5s/test | Remaining: 4709 tests
[2025-11-25T07:03:05.813292] [INFO ] [CONFIGURE ] ABG: Testing feature 19/29: add_pbf_vs_sma_5
[2025-11-25T07:03:05.813434] [INFO ] [CONFIGURE ] ABG: Testing with features: ['add_failed_moves', 'add_pbf_vs_sma_5']
[2025-11-25T07:03:06.012207] [DEBUG] [FORECASTER] ABG: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T07:03:06.211689] [DEBUG] [FORECASTER] ABG: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T07:03:06.415247] [DEBUG] [FORECASTER] ABG: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T07:03:06.614164] [DEBUG] [FORECASTER] ABG: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T07:03:06.805342] [DEBUG] [FORECASTER] ABG: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T07:03:06.999802] [DEBUG] [FORECASTER] ABG: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T07:03:07.196279] [DEBUG] [FORECASTER] ABG: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T07:03:07.410521] [DEBUG] [FORECASTER] ABG: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T07:03:07.613545] [DEBUG] [FORECASTER] ABG: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T07:03:07.811077] [DEBUG] [FORECASTER] ABG: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T07:03:07.811249] [INFO ] [CONFIGURE ] ABG: DISCARDED add_pbf_vs_sma_5 (score: 70.00%)
[2025-11-25T07:03:07.811298] [INFO ] [CONFIGURE ] JOB ETA: 3.2h | Avg: 2.5s/test | Remaining: 4708 tests
[2025-11-25T07:03:07.811337] [INFO ] [CONFIGURE ] ABG: Testing feature 20/29: add_price_rejection
[2025-11-25T07:03:07.811374] [INFO ] [CONFIGURE ] ABG: Testing with features: ['add_failed_moves', 'add_price_rejection']
[2025-11-25T07:03:08.022501] [DEBUG] [FORECASTER] ABG: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T07:03:08.239713] [DEBUG] [FORECASTER] ABG: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T07:03:08.443013] [DEBUG] [FORECASTER] ABG: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T07:03:08.666769] [DEBUG] [FORECASTER] ABG: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T07:03:08.885361] [DEBUG] [FORECASTER] ABG: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T07:03:09.100815] [DEBUG] [FORECASTER] ABG: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T07:03:09.310886] [DEBUG] [FORECASTER] ABG: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T07:03:09.539845] [DEBUG] [FORECASTER] ABG: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T07:03:09.760229] [DEBUG] [FORECASTER] ABG: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T07:03:09.988813] [DEBUG] [FORECASTER] ABG: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T07:03:09.989014] [INFO ] [CONFIGURE ] ABG: DISCARDED add_price_rejection (score: 70.00%)
[2025-11-25T07:03:09.989066] [INFO ] [CONFIGURE ] JOB ETA: 3.2h | Avg: 2.5s/test | Remaining: 4707 tests
[2025-11-25T07:03:09.989108] [INFO ] [CONFIGURE ] ABG: Testing feature 21/29: add_range_position
[2025-11-25T07:03:09.989146] [INFO ] [CONFIGURE ] ABG: Testing with features: ['add_failed_moves', 'add_range_position']
[2025-11-25T07:03:10.257275] [DEBUG] [FORECASTER] ABG: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T07:03:10.513458] [DEBUG] [FORECASTER] ABG: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T07:03:10.761662] [DEBUG] [FORECASTER] ABG: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T07:03:11.011841] [DEBUG] [FORECASTER] ABG: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T07:03:11.261726] [DEBUG] [FORECASTER] ABG: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T07:03:11.531103] [DEBUG] [FORECASTER] ABG: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T07:03:11.772545] [DEBUG] [FORECASTER] ABG: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T07:03:12.023372] [DEBUG] [FORECASTER] ABG: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-25T07:03:12.267509] [DEBUG] [FORECASTER] ABG: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T07:03:12.514791] [DEBUG] [FORECASTER] ABG: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T07:03:12.514998] [INFO ] [CONFIGURE ] ABG: DISCARDED add_range_position (score: 70.00%)
[2025-11-25T07:03:12.515057] [INFO ] [CONFIGURE ] JOB ETA: 3.2h | Avg: 2.5s/test | Remaining: 4706 tests
[2025-11-25T07:03:12.515105] [INFO ] [CONFIGURE ] ABG: Testing feature 22/29: add_realized_volatility
[2025-11-25T07:03:12.515148] [INFO ] [CONFIGURE ] ABG: Testing with features: ['add_failed_moves', 'add_realized_volatility']
[2025-11-25T07:03:12.865589] [DEBUG] [FORECASTER] ABG: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T07:03:13.201364] [DEBUG] [FORECASTER] ABG: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T07:03:13.535806] [DEBUG] [FORECASTER] ABG: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T07:03:13.882517] [DEBUG] [FORECASTER] ABG: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T07:03:14.235261] [DEBUG] [FORECASTER] ABG: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T07:03:14.570739] [DEBUG] [FORECASTER] ABG: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T07:03:14.899385] [DEBUG] [FORECASTER] ABG: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T07:03:15.202792] [DEBUG] [FORECASTER] ABG: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T07:03:15.521230] [DEBUG] [FORECASTER] ABG: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T07:03:15.849739] [DEBUG] [FORECASTER] ABG: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T07:03:15.849965] [INFO ] [CONFIGURE ] ABG: DISCARDED add_realized_volatility (score: 60.00%)
[2025-11-25T07:03:15.850026] [INFO ] [CONFIGURE ] JOB ETA: 3.2h | Avg: 2.5s/test | Remaining: 4705 tests
[2025-11-25T07:03:15.850073] [INFO ] [CONFIGURE ] ABG: Testing feature 23/29: add_recent_range_context
[2025-11-25T07:03:15.850120] [INFO ] [CONFIGURE ] ABG: Testing with features: ['add_failed_moves', 'add_recent_range_context']
[2025-11-25T07:03:16.059832] [DEBUG] [FORECASTER] ABG: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T07:03:16.267334] [DEBUG] [FORECASTER] ABG: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T07:03:16.474423] [DEBUG] [FORECASTER] ABG: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T07:03:16.688051] [DEBUG] [FORECASTER] ABG: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T07:03:16.894894] [DEBUG] [FORECASTER] ABG: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T07:03:17.107353] [DEBUG] [FORECASTER] ABG: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T07:03:17.324691] [DEBUG] [FORECASTER] ABG: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T07:03:17.543219] [DEBUG] [FORECASTER] ABG: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T07:03:17.756987] [DEBUG] [FORECASTER] ABG: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T07:03:17.970399] [DEBUG] [FORECASTER] ABG: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T07:03:17.970565] [INFO ] [CONFIGURE ] ABG: DISCARDED add_recent_range_context (score: 70.00%)
[2025-11-25T07:03:17.970613] [INFO ] [CONFIGURE ] JOB ETA: 3.2h | Avg: 2.5s/test | Remaining: 4704 tests
[2025-11-25T07:03:17.970671] [INFO ] [CONFIGURE ] ABG: Testing feature 24/29: add_rsi
[2025-11-25T07:03:17.970732] [INFO ] [CONFIGURE ] ABG: Testing with features: ['add_failed_moves', 'add_ema', 'add_rsi']
[2025-11-25T07:03:18.232846] [DEBUG] [FORECASTER] ABG: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T07:03:18.488970] [DEBUG] [FORECASTER] ABG: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T07:03:18.751984] [DEBUG] [FORECASTER] ABG: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T07:03:18.992968] [DEBUG] [FORECASTER] ABG: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T07:03:19.253825] [DEBUG] [FORECASTER] ABG: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T07:03:19.519607] [DEBUG] [FORECASTER] ABG: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T07:03:19.790893] [DEBUG] [FORECASTER] ABG: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T07:03:20.038666] [DEBUG] [FORECASTER] ABG: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-25T07:03:20.304433] [DEBUG] [FORECASTER] ABG: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T07:03:20.545320] [DEBUG] [FORECASTER] ABG: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T07:03:20.545492] [INFO ] [CONFIGURE ] ABG: DISCARDED add_rsi (score: 60.00%)
[2025-11-25T07:03:20.545547] [INFO ] [CONFIGURE ] JOB ETA: 3.2h | Avg: 2.5s/test | Remaining: 4703 tests
[2025-11-25T07:03:20.545593] [INFO ] [CONFIGURE ] ABG: Testing feature 25/29: add_tick_distribution
[2025-11-25T07:03:20.545636] [INFO ] [CONFIGURE ] ABG: Testing with features: ['add_failed_moves', 'add_tick_distribution']
[2025-11-25T07:03:20.738607] [DEBUG] [FORECASTER] ABG: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T07:03:20.930982] [DEBUG] [FORECASTER] ABG: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T07:03:21.123577] [DEBUG] [FORECASTER] ABG: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T07:03:21.316217] [DEBUG] [FORECASTER] ABG: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T07:03:21.512193] [DEBUG] [FORECASTER] ABG: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T07:03:21.708340] [DEBUG] [FORECASTER] ABG: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T07:03:21.907337] [DEBUG] [FORECASTER] ABG: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T07:03:22.104259] [DEBUG] [FORECASTER] ABG: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T07:03:22.303076] [DEBUG] [FORECASTER] ABG: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T07:03:22.501272] [DEBUG] [FORECASTER] ABG: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T07:03:22.501487] [INFO ] [CONFIGURE ] ABG: DISCARDED add_tick_distribution (score: 80.00%)
[2025-11-25T07:03:22.501561] [INFO ] [CONFIGURE ] JOB ETA: 3.2h | Avg: 2.5s/test | Remaining: 4702 tests
[2025-11-25T07:03:22.501627] [INFO ] [CONFIGURE ] ABG: Testing feature 26/29: add_volume_momentum_confirmation
[2025-11-25T07:03:22.501727] [INFO ] [CONFIGURE ] ABG: Testing with features: ['add_failed_moves', 'add_volume_momentum_confirmation']
[2025-11-25T07:03:22.694369] [DEBUG] [FORECASTER] ABG: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T07:03:22.896307] [DEBUG] [FORECASTER] ABG: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T07:03:23.098245] [DEBUG] [FORECASTER] ABG: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T07:03:23.302276] [DEBUG] [FORECASTER] ABG: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T07:03:23.507427] [DEBUG] [FORECASTER] ABG: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T07:03:23.716034] [DEBUG] [FORECASTER] ABG: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T07:03:23.928140] [DEBUG] [FORECASTER] ABG: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T07:03:24.136753] [DEBUG] [FORECASTER] ABG: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T07:03:24.365958] [DEBUG] [FORECASTER] ABG: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T07:03:24.571084] [DEBUG] [FORECASTER] ABG: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T07:03:24.571256] [INFO ] [CONFIGURE ] ABG: DISCARDED add_volume_momentum_confirmation (score: 60.00%)
[2025-11-25T07:03:24.571305] [INFO ] [CONFIGURE ] JOB ETA: 3.2h | Avg: 2.5s/test | Remaining: 4701 tests
[2025-11-25T07:03:24.571345] [INFO ] [CONFIGURE ] ABG: Testing feature 27/29: add_volume_price_divergence
[2025-11-25T07:03:24.571382] [INFO ] [CONFIGURE ] ABG: Testing with features: ['add_failed_moves', 'add_volume_price_divergence']
[2025-11-25T07:03:24.783670] [DEBUG] [FORECASTER] ABG: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T07:03:25.011911] [DEBUG] [FORECASTER] ABG: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T07:03:25.239211] [DEBUG] [FORECASTER] ABG: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T07:03:25.467290] [DEBUG] [FORECASTER] ABG: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T07:03:25.705378] [DEBUG] [FORECASTER] ABG: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T07:03:25.947915] [DEBUG] [FORECASTER] ABG: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T07:03:26.213084] [DEBUG] [FORECASTER] ABG: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T07:03:26.511484] [DEBUG] [FORECASTER] ABG: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T07:03:26.767529] [DEBUG] [FORECASTER] ABG: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T07:03:26.993662] [DEBUG] [FORECASTER] ABG: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T07:03:26.993847] [INFO ] [CONFIGURE ] ABG: DISCARDED add_volume_price_divergence (score: 80.00%)
[2025-11-25T07:03:26.993905] [INFO ] [CONFIGURE ] JOB ETA: 3.2h | Avg: 2.5s/test | Remaining: 4700 tests
[2025-11-25T07:03:26.993972] [INFO ] [CONFIGURE ] ABG: Testing feature 28/29: add_volume_profile
[2025-11-25T07:03:26.994017] [INFO ] [CONFIGURE ] ABG: Testing with features: ['add_failed_moves', 'add_volume_profile']
[2025-11-25T07:03:27.210765] [DEBUG] [FORECASTER] ABG: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T07:03:27.407602] [DEBUG] [FORECASTER] ABG: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T07:03:27.607764] [DEBUG] [FORECASTER] ABG: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T07:03:27.816806] [DEBUG] [FORECASTER] ABG: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T07:03:28.016308] [DEBUG] [FORECASTER] ABG: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T07:03:28.221367] [DEBUG] [FORECASTER] ABG: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T07:03:28.423172] [DEBUG] [FORECASTER] ABG: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T07:03:28.622150] [DEBUG] [FORECASTER] ABG: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T07:03:28.823148] [DEBUG] [FORECASTER] ABG: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T07:03:29.024601] [DEBUG] [FORECASTER] ABG: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T07:03:29.024913] [INFO ] [CONFIGURE ] ABG: DISCARDED add_volume_profile (score: 70.00%)
[2025-11-25T07:03:29.024964] [INFO ] [CONFIGURE ] JOB ETA: 3.2h | Avg: 2.5s/test | Remaining: 4699 tests
[2025-11-25T07:03:29.025004] [INFO ] [CONFIGURE ] ABG: Testing feature 29/29: add_vwap
[2025-11-25T07:03:29.025041] [INFO ] [CONFIGURE ] ABG: Testing with features: ['add_failed_moves', 'add_vwap']
[2025-11-25T07:03:29.249094] [DEBUG] [FORECASTER] ABG: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T07:03:29.455467] [DEBUG] [FORECASTER] ABG: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T07:03:29.665348] [DEBUG] [FORECASTER] ABG: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T07:03:29.881208] [DEBUG] [FORECASTER] ABG: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T07:03:30.099912] [DEBUG] [FORECASTER] ABG: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T07:03:30.326603] [DEBUG] [FORECASTER] ABG: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T07:03:30.538274] [DEBUG] [FORECASTER] ABG: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T07:03:30.748232] [DEBUG] [FORECASTER] ABG: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T07:03:30.968285] [DEBUG] [FORECASTER] ABG: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T07:03:31.181601] [DEBUG] [FORECASTER] ABG: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T07:03:31.181797] [INFO ] [CONFIGURE ] ABG: DISCARDED add_vwap (score: 70.00%)
[2025-11-25T07:03:31.181849] [INFO ] [CONFIGURE ] JOB ETA: 3.2h | Avg: 2.4s/test | Remaining: 4698 tests
[2025-11-25T07:03:31.181902] [INFO ] [CONFIGURE ] ABG: ===== FEATURE SELECTION COMPLETE =====
[2025-11-25T07:03:31.181948] [INFO ] [CONFIGURE ] ABG: Best accuracy: 80.00%
[2025-11-25T07:03:31.181988] [INFO ] [CONFIGURE ] ABG: Best feature set (1 features): ['add_failed_moves']
[2025-11-25T07:03:31.182031] [INFO ] [CONFIGURE ] ABG: Improvement over baseline: 10.00%
[2025-11-25T07:03:31.182077] [INFO ] [CONFIGURE ] ABG: Total time: 1.1 minutes
[2025-11-25T07:03:31.182111] [INFO ] [CONFIGURE ] ABG: Average time per feature: 2.3 seconds
[2025-11-25T07:03:31.182156] [INFO ] [CONFIGURE ] ABG: Average speed: 0.43 features/sec
[2025-11-25T07:03:31.182529] [INFO ] [LOCAL     ] Saved configuration for ABG: 1 features, 80.00% accuracy -> ./output/feature-sets/ABG.json
[2025-11-25T07:03:31.182602] [INFO ] [CONFIGURE ] ABG: Configuration saved successfully: 1 features, 80.00% accuracy.
[2025-11-25T07:03:31.182676] [INFO ] [sig       ] [2/164] Successfully configured ABG | 0.01 sym/s | Total: 2.4m | ETA: 3.3h
[2025-11-25T07:03:31.182745] [INFO ] [sig       ] [3/164] Configuring ACA...
[2025-11-25T07:03:31.182792] [INFO ] [CONFIGURE ] ACA: Configurate test run.
[2025-11-25T07:03:31.182833] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ACA' from 'https://tdm.silogroup.org/data/derivative_storage/ACA.csv'.
[2025-11-25T07:03:31.195512] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'ACA'.
[2025-11-25T07:03:31.195952] [INFO ] [CONFIGURE ] ACA: Testing with 29 available features
[2025-11-25T07:03:31.196029] [INFO ] [CONFIGURE ] ACA: Establishing baseline with no features...
[2025-11-25T07:03:31.382306] [DEBUG] [FORECASTER] ACA: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T07:03:31.560314] [DEBUG] [FORECASTER] ACA: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T07:03:31.739291] [DEBUG] [FORECASTER] ACA: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T07:03:31.919908] [DEBUG] [FORECASTER] ACA: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T07:03:32.101038] [DEBUG] [FORECASTER] ACA: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T07:03:32.276717] [DEBUG] [FORECASTER] ACA: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T07:03:32.455881] [DEBUG] [FORECASTER] ACA: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T07:03:32.634896] [DEBUG] [FORECASTER] ACA: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T07:03:32.819878] [DEBUG] [FORECASTER] ACA: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T07:03:32.997302] [DEBUG] [FORECASTER] ACA: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T07:03:32.997467] [INFO ] [CONFIGURE ] ACA: Baseline score (no features): 40.00%
[2025-11-25T07:03:32.997515] [INFO ] [CONFIGURE ] ACA: Testing feature 1/29: add_bollinger_bands
[2025-11-25T07:03:32.997555] [INFO ] [CONFIGURE ] ACA: Testing with features: ['add_bollinger_bands']
[2025-11-25T07:03:33.213685] [DEBUG] [FORECASTER] ACA: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0
[2025-11-25T07:03:33.420395] [DEBUG] [FORECASTER] ACA: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T07:03:33.635043] [DEBUG] [FORECASTER] ACA: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T07:03:33.857550] [DEBUG] [FORECASTER] ACA: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T07:03:34.074081] [DEBUG] [FORECASTER] ACA: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T07:03:34.291344] [DEBUG] [FORECASTER] ACA: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T07:03:34.519406] [DEBUG] [FORECASTER] ACA: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T07:03:34.745417] [DEBUG] [FORECASTER] ACA: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T07:03:35.003553] [DEBUG] [FORECASTER] ACA: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T07:03:35.227109] [DEBUG] [FORECASTER] ACA: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T07:03:35.227457] [INFO ] [CONFIGURE ] ACA: DISCARDED add_bollinger_bands (score: 10.00%)
[2025-11-25T07:03:35.227577] [INFO ] [CONFIGURE ] JOB ETA: 3.2h | Avg: 2.4s/test | Remaining: 4697 tests
[2025-11-25T07:03:35.227698] [INFO ] [CONFIGURE ] ACA: Testing feature 2/29: add_cumulative_delta
[2025-11-25T07:03:35.227817] [INFO ] [CONFIGURE ] ACA: Testing with features: ['add_cumulative_delta']
[2025-11-25T07:03:35.455215] [DEBUG] [FORECASTER] ACA: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0
[2025-11-25T07:03:35.678041] [DEBUG] [FORECASTER] ACA: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T07:03:35.887752] [DEBUG] [FORECASTER] ACA: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T07:03:36.103857] [DEBUG] [FORECASTER] ACA: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T07:03:36.326989] [DEBUG] [FORECASTER] ACA: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T07:03:36.537997] [DEBUG] [FORECASTER] ACA: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T07:03:36.754059] [DEBUG] [FORECASTER] ACA: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T07:03:36.966264] [DEBUG] [FORECASTER] ACA: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T07:03:37.183940] [DEBUG] [FORECASTER] ACA: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T07:03:37.394741] [DEBUG] [FORECASTER] ACA: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T07:03:37.394910] [INFO ] [CONFIGURE ] ACA: KEPT add_cumulative_delta (score: 50.00%)
[2025-11-25T07:03:37.394961] [INFO ] [CONFIGURE ] JOB ETA: 3.2h | Avg: 2.4s/test | Remaining: 4696 tests
[2025-11-25T07:03:37.395007] [INFO ] [CONFIGURE ] ACA: Testing feature 3/29: add_daily_returns
[2025-11-25T07:03:37.395045] [INFO ] [CONFIGURE ] ACA: Testing with features: ['add_cumulative_delta', 'add_daily_returns']
[2025-11-25T07:03:37.619559] [DEBUG] [FORECASTER] ACA: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T07:03:37.871059] [DEBUG] [FORECASTER] ACA: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T07:03:38.101070] [DEBUG] [FORECASTER] ACA: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T07:03:38.330384] [DEBUG] [FORECASTER] ACA: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T07:03:38.557169] [DEBUG] [FORECASTER] ACA: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T07:03:38.818054] [DEBUG] [FORECASTER] ACA: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T07:03:39.081105] [DEBUG] [FORECASTER] ACA: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T07:03:39.347116] [DEBUG] [FORECASTER] ACA: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T07:03:39.594184] [DEBUG] [FORECASTER] ACA: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T07:03:39.838633] [DEBUG] [FORECASTER] ACA: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T07:03:39.839024] [INFO ] [CONFIGURE ] ACA: DISCARDED add_daily_returns (score: 50.00%)
[2025-11-25T07:03:39.839090] [INFO ] [CONFIGURE ] JOB ETA: 3.2h | Avg: 2.4s/test | Remaining: 4695 tests
[2025-11-25T07:03:39.839199] [INFO ] [CONFIGURE ] ACA: Testing feature 4/29: add_ema
[2025-11-25T07:03:39.839313] [INFO ] [CONFIGURE ] ACA: Testing with features: ['add_cumulative_delta', 'add_ema']
[2025-11-25T07:03:40.136484] [DEBUG] [FORECASTER] ACA: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0
[2025-11-25T07:03:40.411537] [DEBUG] [FORECASTER] ACA: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T07:03:40.702951] [DEBUG] [FORECASTER] ACA: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T07:03:40.987835] [DEBUG] [FORECASTER] ACA: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T07:03:41.268776] [DEBUG] [FORECASTER] ACA: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T07:03:41.555040] [DEBUG] [FORECASTER] ACA: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T07:03:41.839925] [DEBUG] [FORECASTER] ACA: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T07:03:42.140777] [DEBUG] [FORECASTER] ACA: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T07:03:42.473056] [DEBUG] [FORECASTER] ACA: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T07:03:42.763003] [DEBUG] [FORECASTER] ACA: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T07:03:42.763215] [INFO ] [CONFIGURE ] ACA: DISCARDED add_ema (score: 10.00%)
[2025-11-25T07:03:42.763277] [INFO ] [CONFIGURE ] JOB ETA: 3.2h | Avg: 2.4s/test | Remaining: 4694 tests
[2025-11-25T07:03:42.763330] [INFO ] [CONFIGURE ] ACA: Testing feature 5/29: add_exhaustion_signals
[2025-11-25T07:03:42.763399] [INFO ] [CONFIGURE ] ACA: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals']
[2025-11-25T07:03:43.049774] [DEBUG] [FORECASTER] ACA: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T07:03:43.332575] [DEBUG] [FORECASTER] ACA: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T07:03:43.608211] [DEBUG] [FORECASTER] ACA: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T07:03:43.889558] [DEBUG] [FORECASTER] ACA: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T07:03:44.179908] [DEBUG] [FORECASTER] ACA: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T07:03:44.478672] [DEBUG] [FORECASTER] ACA: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T07:03:44.765238] [DEBUG] [FORECASTER] ACA: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T07:03:45.052419] [DEBUG] [FORECASTER] ACA: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T07:03:45.336970] [DEBUG] [FORECASTER] ACA: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T07:03:45.636721] [DEBUG] [FORECASTER] ACA: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T07:03:45.636914] [INFO ] [CONFIGURE ] ACA: DISCARDED add_exhaustion_signals (score: 50.00%)
[2025-11-25T07:03:45.636973] [INFO ] [CONFIGURE ] JOB ETA: 3.2h | Avg: 2.5s/test | Remaining: 4693 tests
[2025-11-25T07:03:45.637023] [INFO ] [CONFIGURE ] ACA: Testing feature 6/29: add_failed_moves
[2025-11-25T07:03:45.637068] [INFO ] [CONFIGURE ] ACA: Testing with features: ['add_cumulative_delta', 'add_failed_moves']
[2025-11-25T07:03:45.889032] [DEBUG] [FORECASTER] ACA: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0
[2025-11-25T07:03:46.136901] [DEBUG] [FORECASTER] ACA: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T07:03:46.369627] [DEBUG] [FORECASTER] ACA: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T07:03:46.588607] [DEBUG] [FORECASTER] ACA: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T07:03:46.802169] [DEBUG] [FORECASTER] ACA: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T07:03:47.014527] [DEBUG] [FORECASTER] ACA: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T07:03:47.229416] [DEBUG] [FORECASTER] ACA: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T07:03:47.463527] [DEBUG] [FORECASTER] ACA: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T07:03:47.675182] [DEBUG] [FORECASTER] ACA: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T07:03:47.887729] [DEBUG] [FORECASTER] ACA: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T07:03:47.887910] [INFO ] [CONFIGURE ] ACA: DISCARDED add_failed_moves (score: 40.00%)
[2025-11-25T07:03:47.887970] [INFO ] [CONFIGURE ] JOB ETA: 3.2h | Avg: 2.5s/test | Remaining: 4692 tests
[2025-11-25T07:03:47.888021] [INFO ] [CONFIGURE ] ACA: Testing feature 7/29: add_lag_shelf
[2025-11-25T07:03:47.888067] [INFO ] [CONFIGURE ] ACA: Testing with features: ['add_cumulative_delta', 'add_lag_shelf']
[2025-11-25T07:03:48.087158] [DEBUG] [FORECASTER] ACA: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0
[2025-11-25T07:03:48.292664] [DEBUG] [FORECASTER] ACA: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T07:03:48.490394] [DEBUG] [FORECASTER] ACA: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T07:03:48.687903] [DEBUG] [FORECASTER] ACA: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T07:03:48.907405] [DEBUG] [FORECASTER] ACA: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T07:03:49.124984] [DEBUG] [FORECASTER] ACA: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T07:03:49.345224] [DEBUG] [FORECASTER] ACA: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T07:03:49.559223] [DEBUG] [FORECASTER] ACA: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T07:03:49.768749] [DEBUG] [FORECASTER] ACA: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T07:03:49.983323] [DEBUG] [FORECASTER] ACA: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T07:03:49.983529] [INFO ] [CONFIGURE ] ACA: DISCARDED add_lag_shelf (score: 50.00%)
[2025-11-25T07:03:49.983580] [INFO ] [CONFIGURE ] JOB ETA: 3.2h | Avg: 2.4s/test | Remaining: 4691 tests
[2025-11-25T07:03:49.983619] [INFO ] [CONFIGURE ] ACA: Testing feature 8/29: add_macd
[2025-11-25T07:03:49.983684] [INFO ] [CONFIGURE ] ACA: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_macd']
[2025-11-25T07:03:50.306010] [DEBUG] [FORECASTER] ACA: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T07:03:50.637580] [DEBUG] [FORECASTER] ACA: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T07:03:50.947887] [DEBUG] [FORECASTER] ACA: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T07:03:51.256229] [DEBUG] [FORECASTER] ACA: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T07:03:51.577165] [DEBUG] [FORECASTER] ACA: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T07:03:51.896119] [DEBUG] [FORECASTER] ACA: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T07:03:52.269026] [DEBUG] [FORECASTER] ACA: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T07:03:52.603800] [DEBUG] [FORECASTER] ACA: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T07:03:52.934261] [DEBUG] [FORECASTER] ACA: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T07:03:53.274851] [DEBUG] [FORECASTER] ACA: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T07:03:53.275090] [INFO ] [CONFIGURE ] ACA: KEPT add_macd (score: 60.00%)
[2025-11-25T07:03:53.275157] [INFO ] [CONFIGURE ] JOB ETA: 3.2h | Avg: 2.5s/test | Remaining: 4690 tests
[2025-11-25T07:03:53.275205] [INFO ] [CONFIGURE ] ACA: Testing feature 9/29: add_mfi
[2025-11-25T07:03:53.275253] [INFO ] [CONFIGURE ] ACA: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_macd', 'add_mfi']
[2025-11-25T07:03:53.637290] [DEBUG] [FORECASTER] ACA: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T07:03:53.994855] [DEBUG] [FORECASTER] ACA: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T07:03:54.353691] [DEBUG] [FORECASTER] ACA: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T07:03:54.727699] [DEBUG] [FORECASTER] ACA: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T07:03:55.077607] [DEBUG] [FORECASTER] ACA: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T07:03:55.446162] [DEBUG] [FORECASTER] ACA: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T07:03:55.808102] [DEBUG] [FORECASTER] ACA: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T07:03:56.176068] [DEBUG] [FORECASTER] ACA: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T07:03:56.549256] [DEBUG] [FORECASTER] ACA: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T07:03:56.937351] [DEBUG] [FORECASTER] ACA: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T07:03:56.937583] [INFO ] [CONFIGURE ] ACA: KEPT add_mfi (score: 80.00%)
[2025-11-25T07:03:56.937665] [INFO ] [CONFIGURE ] JOB ETA: 3.2h | Avg: 2.5s/test | Remaining: 4689 tests
[2025-11-25T07:03:56.937720] [INFO ] [CONFIGURE ] ACA: Testing feature 10/29: add_momentum_acceleration
[2025-11-25T07:03:56.937769] [INFO ] [CONFIGURE ] ACA: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_macd', 'add_mfi', 'add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-11-25T07:03:57.358694] [DEBUG] [FORECASTER] ACA: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T07:03:57.785854] [DEBUG] [FORECASTER] ACA: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T07:03:58.203117] [DEBUG] [FORECASTER] ACA: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T07:03:58.623501] [DEBUG] [FORECASTER] ACA: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T07:03:59.054759] [DEBUG] [FORECASTER] ACA: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T07:03:59.484497] [DEBUG] [FORECASTER] ACA: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T07:03:59.913376] [DEBUG] [FORECASTER] ACA: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T07:04:00.363212] [DEBUG] [FORECASTER] ACA: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T07:04:01.480109] [DEBUG] [FORECASTER] ACA: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T07:04:01.926389] [DEBUG] [FORECASTER] ACA: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T07:04:01.926666] [INFO ] [CONFIGURE ] ACA: DISCARDED add_momentum_acceleration (score: 60.00%)
[2025-11-25T07:04:01.926748] [INFO ] [CONFIGURE ] JOB ETA: 3.3h | Avg: 2.5s/test | Remaining: 4688 tests
[2025-11-25T07:04:01.926815] [INFO ] [CONFIGURE ] ACA: Testing feature 11/29: add_obv_daily
[2025-11-25T07:04:01.926876] [INFO ] [CONFIGURE ] ACA: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_macd', 'add_mfi', 'add_obv_daily']
[2025-11-25T07:04:02.314368] [DEBUG] [FORECASTER] ACA: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T07:04:02.700264] [DEBUG] [FORECASTER] ACA: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T07:04:03.100594] [DEBUG] [FORECASTER] ACA: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T07:04:03.468760] [DEBUG] [FORECASTER] ACA: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T07:04:03.852048] [DEBUG] [FORECASTER] ACA: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T07:04:04.261323] [DEBUG] [FORECASTER] ACA: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T07:04:04.680391] [DEBUG] [FORECASTER] ACA: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T07:04:05.097566] [DEBUG] [FORECASTER] ACA: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T07:04:05.467434] [DEBUG] [FORECASTER] ACA: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T07:04:05.852571] [DEBUG] [FORECASTER] ACA: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T07:04:05.852794] [INFO ] [CONFIGURE ] ACA: DISCARDED add_obv_daily (score: 60.00%)
[2025-11-25T07:04:05.852854] [INFO ] [CONFIGURE ] JOB ETA: 3.3h | Avg: 2.5s/test | Remaining: 4687 tests
[2025-11-25T07:04:05.852903] [INFO ] [CONFIGURE ] ACA: Testing feature 12/29: add_obv_interval
[2025-11-25T07:04:05.852946] [INFO ] [CONFIGURE ] ACA: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_macd', 'add_mfi', 'add_obv_interval']
[2025-11-25T07:04:06.252426] [DEBUG] [FORECASTER] ACA: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T07:04:06.623101] [DEBUG] [FORECASTER] ACA: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T07:04:06.988323] [DEBUG] [FORECASTER] ACA: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T07:04:07.377093] [DEBUG] [FORECASTER] ACA: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T07:04:07.740388] [DEBUG] [FORECASTER] ACA: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T07:04:08.126498] [DEBUG] [FORECASTER] ACA: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T07:04:08.518355] [DEBUG] [FORECASTER] ACA: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T07:04:08.893715] [DEBUG] [FORECASTER] ACA: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T07:04:09.253912] [DEBUG] [FORECASTER] ACA: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T07:04:09.604023] [DEBUG] [FORECASTER] ACA: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T07:04:09.604209] [INFO ] [CONFIGURE ] ACA: DISCARDED add_obv_interval (score: 60.00%)
[2025-11-25T07:04:09.604268] [INFO ] [CONFIGURE ] JOB ETA: 3.3h | Avg: 2.6s/test | Remaining: 4686 tests
[2025-11-25T07:04:09.604315] [INFO ] [CONFIGURE ] ACA: Testing feature 13/29: add_opening_strength
[2025-11-25T07:04:09.604358] [INFO ] [CONFIGURE ] ACA: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_macd', 'add_mfi', 'add_daily_returns', 'add_opening_strength']
[2025-11-25T07:04:09.976044] [DEBUG] [FORECASTER] ACA: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T07:04:10.353036] [DEBUG] [FORECASTER] ACA: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T07:04:10.727478] [DEBUG] [FORECASTER] ACA: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T07:04:11.114817] [DEBUG] [FORECASTER] ACA: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T07:04:11.496561] [DEBUG] [FORECASTER] ACA: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T07:04:11.907194] [DEBUG] [FORECASTER] ACA: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T07:04:12.308601] [DEBUG] [FORECASTER] ACA: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T07:04:12.711802] [DEBUG] [FORECASTER] ACA: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T07:04:13.124562] [DEBUG] [FORECASTER] ACA: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T07:04:13.517690] [DEBUG] [FORECASTER] ACA: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T07:04:13.517893] [INFO ] [CONFIGURE ] ACA: DISCARDED add_opening_strength (score: 60.00%)
[2025-11-25T07:04:13.517956] [INFO ] [CONFIGURE ] JOB ETA: 3.3h | Avg: 2.6s/test | Remaining: 4685 tests
[2025-11-25T07:04:13.518007] [INFO ] [CONFIGURE ] ACA: Testing feature 14/29: add_order_flow_imbalance
[2025-11-25T07:04:13.518053] [INFO ] [CONFIGURE ] ACA: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_macd', 'add_mfi', 'add_order_flow_imbalance']
[2025-11-25T07:04:13.894741] [DEBUG] [FORECASTER] ACA: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T07:04:14.287801] [DEBUG] [FORECASTER] ACA: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T07:04:14.663353] [DEBUG] [FORECASTER] ACA: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T07:04:15.049953] [DEBUG] [FORECASTER] ACA: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T07:04:15.429213] [DEBUG] [FORECASTER] ACA: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T07:04:15.805150] [DEBUG] [FORECASTER] ACA: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T07:04:16.162627] [DEBUG] [FORECASTER] ACA: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T07:04:16.535509] [DEBUG] [FORECASTER] ACA: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T07:04:16.898905] [DEBUG] [FORECASTER] ACA: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T07:04:17.270599] [DEBUG] [FORECASTER] ACA: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T07:04:17.270846] [INFO ] [CONFIGURE ] ACA: DISCARDED add_order_flow_imbalance (score: 80.00%)
[2025-11-25T07:04:17.270908] [INFO ] [CONFIGURE ] JOB ETA: 3.4h | Avg: 2.6s/test | Remaining: 4684 tests
[2025-11-25T07:04:17.270957] [INFO ] [CONFIGURE ] ACA: Testing feature 15/29: add_pbf_morning_momentum
[2025-11-25T07:04:17.271004] [INFO ] [CONFIGURE ] ACA: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_macd', 'add_mfi', 'add_pbf_morning_momentum']
[2025-11-25T07:04:17.616846] [DEBUG] [FORECASTER] ACA: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T07:04:17.957391] [DEBUG] [FORECASTER] ACA: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T07:04:18.321937] [DEBUG] [FORECASTER] ACA: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T07:04:18.756847] [DEBUG] [FORECASTER] ACA: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T07:04:19.252401] [DEBUG] [FORECASTER] ACA: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T07:04:19.623266] [DEBUG] [FORECASTER] ACA: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T07:04:19.989617] [DEBUG] [FORECASTER] ACA: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T07:04:20.345557] [DEBUG] [FORECASTER] ACA: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T07:04:20.704405] [DEBUG] [FORECASTER] ACA: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T07:04:21.062452] [DEBUG] [FORECASTER] ACA: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T07:04:21.062666] [INFO ] [CONFIGURE ] ACA: DISCARDED add_pbf_morning_momentum (score: 60.00%)
[2025-11-25T07:04:21.062731] [INFO ] [CONFIGURE ] JOB ETA: 3.4h | Avg: 2.6s/test | Remaining: 4683 tests
[2025-11-25T07:04:21.062782] [INFO ] [CONFIGURE ] ACA: Testing feature 16/29: add_pbf_overnight_gap
[2025-11-25T07:04:21.062829] [INFO ] [CONFIGURE ] ACA: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_macd', 'add_mfi', 'add_pbf_overnight_gap']
[2025-11-25T07:04:21.406960] [DEBUG] [FORECASTER] ACA: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T07:04:21.757606] [DEBUG] [FORECASTER] ACA: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T07:04:22.093746] [DEBUG] [FORECASTER] ACA: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T07:04:22.428476] [DEBUG] [FORECASTER] ACA: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T07:04:22.782448] [DEBUG] [FORECASTER] ACA: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T07:04:23.128129] [DEBUG] [FORECASTER] ACA: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T07:04:23.481499] [DEBUG] [FORECASTER] ACA: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T07:04:23.836380] [DEBUG] [FORECASTER] ACA: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T07:04:24.201855] [DEBUG] [FORECASTER] ACA: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T07:04:24.550075] [DEBUG] [FORECASTER] ACA: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T07:04:24.550290] [INFO ] [CONFIGURE ] ACA: DISCARDED add_pbf_overnight_gap (score: 60.00%)
[2025-11-25T07:04:24.550354] [INFO ] [CONFIGURE ] JOB ETA: 3.4h | Avg: 2.6s/test | Remaining: 4682 tests
[2025-11-25T07:04:24.550407] [INFO ] [CONFIGURE ] ACA: Testing feature 17/29: add_pbf_return_2d
[2025-11-25T07:04:24.550456] [INFO ] [CONFIGURE ] ACA: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_macd', 'add_mfi', 'add_pbf_return_2d']
[2025-11-25T07:04:24.916243] [DEBUG] [FORECASTER] ACA: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T07:04:25.279442] [DEBUG] [FORECASTER] ACA: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T07:04:25.654306] [DEBUG] [FORECASTER] ACA: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T07:04:26.020142] [DEBUG] [FORECASTER] ACA: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T07:04:26.382927] [DEBUG] [FORECASTER] ACA: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T07:04:26.744434] [DEBUG] [FORECASTER] ACA: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T07:04:27.110456] [DEBUG] [FORECASTER] ACA: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T07:04:27.463840] [DEBUG] [FORECASTER] ACA: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T07:04:27.812012] [DEBUG] [FORECASTER] ACA: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T07:04:28.161275] [DEBUG] [FORECASTER] ACA: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T07:04:28.161504] [INFO ] [CONFIGURE ] ACA: DISCARDED add_pbf_return_2d (score: 70.00%)
[2025-11-25T07:04:28.161565] [INFO ] [CONFIGURE ] JOB ETA: 3.4h | Avg: 2.6s/test | Remaining: 4681 tests
[2025-11-25T07:04:28.161613] [INFO ] [CONFIGURE ] ACA: Testing feature 18/29: add_pbf_volatility_5d
[2025-11-25T07:04:28.161679] [INFO ] [CONFIGURE ] ACA: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_macd', 'add_mfi', 'add_pbf_volatility_5d']
[2025-11-25T07:04:28.487274] [DEBUG] [FORECASTER] ACA: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T07:04:28.811513] [DEBUG] [FORECASTER] ACA: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T07:04:29.137481] [DEBUG] [FORECASTER] ACA: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T07:04:29.492530] [DEBUG] [FORECASTER] ACA: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T07:04:29.854934] [DEBUG] [FORECASTER] ACA: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T07:04:30.204730] [DEBUG] [FORECASTER] ACA: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T07:04:30.562589] [DEBUG] [FORECASTER] ACA: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T07:04:30.919267] [DEBUG] [FORECASTER] ACA: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T07:04:31.288299] [DEBUG] [FORECASTER] ACA: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T07:04:31.662782] [DEBUG] [FORECASTER] ACA: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T07:04:31.662982] [INFO ] [CONFIGURE ] ACA: DISCARDED add_pbf_volatility_5d (score: 60.00%)
[2025-11-25T07:04:31.663040] [INFO ] [CONFIGURE ] JOB ETA: 3.4h | Avg: 2.6s/test | Remaining: 4680 tests
[2025-11-25T07:04:31.663089] [INFO ] [CONFIGURE ] ACA: Testing feature 19/29: add_pbf_vs_sma_5
[2025-11-25T07:04:31.663135] [INFO ] [CONFIGURE ] ACA: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_macd', 'add_mfi', 'add_pbf_vs_sma_5']
[2025-11-25T07:04:31.989583] [DEBUG] [FORECASTER] ACA: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T07:04:32.304219] [DEBUG] [FORECASTER] ACA: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T07:04:32.654839] [DEBUG] [FORECASTER] ACA: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T07:04:32.982328] [DEBUG] [FORECASTER] ACA: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T07:04:33.301418] [DEBUG] [FORECASTER] ACA: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T07:04:33.633531] [DEBUG] [FORECASTER] ACA: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T07:04:33.959861] [DEBUG] [FORECASTER] ACA: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T07:04:34.289632] [DEBUG] [FORECASTER] ACA: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T07:04:34.643634] [DEBUG] [FORECASTER] ACA: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T07:04:34.977104] [DEBUG] [FORECASTER] ACA: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T07:04:34.977332] [INFO ] [CONFIGURE ] ACA: DISCARDED add_pbf_vs_sma_5 (score: 70.00%)
[2025-11-25T07:04:34.977392] [INFO ] [CONFIGURE ] JOB ETA: 3.4h | Avg: 2.6s/test | Remaining: 4679 tests
[2025-11-25T07:04:34.977434] [INFO ] [CONFIGURE ] ACA: Testing feature 20/29: add_price_rejection
[2025-11-25T07:04:34.977480] [INFO ] [CONFIGURE ] ACA: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_macd', 'add_mfi', 'add_price_rejection']
[2025-11-25T07:04:35.337239] [DEBUG] [FORECASTER] ACA: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T07:04:35.693255] [DEBUG] [FORECASTER] ACA: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T07:04:36.063223] [DEBUG] [FORECASTER] ACA: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T07:04:36.447444] [DEBUG] [FORECASTER] ACA: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T07:04:36.820996] [DEBUG] [FORECASTER] ACA: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T07:04:37.196074] [DEBUG] [FORECASTER] ACA: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T07:04:37.576318] [DEBUG] [FORECASTER] ACA: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T07:04:37.944142] [DEBUG] [FORECASTER] ACA: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T07:04:38.312497] [DEBUG] [FORECASTER] ACA: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T07:04:38.699132] [DEBUG] [FORECASTER] ACA: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T07:04:38.699314] [INFO ] [CONFIGURE ] ACA: DISCARDED add_price_rejection (score: 60.00%)
[2025-11-25T07:04:38.699375] [INFO ] [CONFIGURE ] JOB ETA: 3.5h | Avg: 2.7s/test | Remaining: 4678 tests
[2025-11-25T07:04:38.699425] [INFO ] [CONFIGURE ] ACA: Testing feature 21/29: add_range_position
[2025-11-25T07:04:38.699473] [INFO ] [CONFIGURE ] ACA: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_macd', 'add_mfi', 'add_range_position']
[2025-11-25T07:04:39.071272] [DEBUG] [FORECASTER] ACA: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T07:04:39.445969] [DEBUG] [FORECASTER] ACA: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T07:04:39.793986] [DEBUG] [FORECASTER] ACA: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T07:04:40.138152] [DEBUG] [FORECASTER] ACA: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T07:04:40.493748] [DEBUG] [FORECASTER] ACA: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T07:04:40.839834] [DEBUG] [FORECASTER] ACA: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T07:04:41.184169] [DEBUG] [FORECASTER] ACA: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T07:04:41.529455] [DEBUG] [FORECASTER] ACA: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T07:04:41.874933] [DEBUG] [FORECASTER] ACA: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T07:04:42.218850] [DEBUG] [FORECASTER] ACA: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T07:04:42.219067] [INFO ] [CONFIGURE ] ACA: DISCARDED add_range_position (score: 60.00%)
[2025-11-25T07:04:42.219128] [INFO ] [CONFIGURE ] JOB ETA: 3.5h | Avg: 2.7s/test | Remaining: 4677 tests
[2025-11-25T07:04:42.219177] [INFO ] [CONFIGURE ] ACA: Testing feature 22/29: add_realized_volatility
[2025-11-25T07:04:42.219224] [INFO ] [CONFIGURE ] ACA: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_macd', 'add_mfi', 'add_realized_volatility']
[2025-11-25T07:04:42.675900] [DEBUG] [FORECASTER] ACA: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T07:04:43.129406] [DEBUG] [FORECASTER] ACA: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T07:04:43.600341] [DEBUG] [FORECASTER] ACA: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T07:04:44.113496] [DEBUG] [FORECASTER] ACA: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T07:04:44.606687] [DEBUG] [FORECASTER] ACA: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T07:04:45.090668] [DEBUG] [FORECASTER] ACA: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T07:04:45.582365] [DEBUG] [FORECASTER] ACA: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T07:04:46.066962] [DEBUG] [FORECASTER] ACA: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T07:04:46.544326] [DEBUG] [FORECASTER] ACA: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T07:04:47.019813] [DEBUG] [FORECASTER] ACA: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T07:04:47.020075] [INFO ] [CONFIGURE ] ACA: DISCARDED add_realized_volatility (score: 50.00%)
[2025-11-25T07:04:47.020165] [INFO ] [CONFIGURE ] JOB ETA: 3.5h | Avg: 2.7s/test | Remaining: 4676 tests
[2025-11-25T07:04:47.020216] [INFO ] [CONFIGURE ] ACA: Testing feature 23/29: add_recent_range_context
[2025-11-25T07:04:47.020261] [INFO ] [CONFIGURE ] ACA: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_macd', 'add_mfi', 'add_recent_range_context']
[2025-11-25T07:04:47.389237] [DEBUG] [FORECASTER] ACA: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T07:04:47.776213] [DEBUG] [FORECASTER] ACA: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T07:04:48.177613] [DEBUG] [FORECASTER] ACA: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T07:04:48.542766] [DEBUG] [FORECASTER] ACA: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T07:04:48.912043] [DEBUG] [FORECASTER] ACA: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T07:04:49.290859] [DEBUG] [FORECASTER] ACA: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T07:04:49.658027] [DEBUG] [FORECASTER] ACA: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T07:04:50.021787] [DEBUG] [FORECASTER] ACA: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T07:04:50.374490] [DEBUG] [FORECASTER] ACA: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T07:04:50.727340] [DEBUG] [FORECASTER] ACA: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T07:04:50.727538] [INFO ] [CONFIGURE ] ACA: DISCARDED add_recent_range_context (score: 60.00%)
[2025-11-25T07:04:50.727596] [INFO ] [CONFIGURE ] JOB ETA: 3.5h | Avg: 2.7s/test | Remaining: 4675 tests
[2025-11-25T07:04:50.727665] [INFO ] [CONFIGURE ] ACA: Testing feature 24/29: add_rsi
[2025-11-25T07:04:50.727715] [INFO ] [CONFIGURE ] ACA: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_macd', 'add_mfi', 'add_ema', 'add_rsi']
[2025-11-25T07:04:51.091447] [DEBUG] [FORECASTER] ACA: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T07:04:51.488875] [DEBUG] [FORECASTER] ACA: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T07:04:51.882391] [DEBUG] [FORECASTER] ACA: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T07:04:52.259109] [DEBUG] [FORECASTER] ACA: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T07:04:52.612893] [DEBUG] [FORECASTER] ACA: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T07:04:52.996973] [DEBUG] [FORECASTER] ACA: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T07:04:53.367364] [DEBUG] [FORECASTER] ACA: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T07:04:53.741674] [DEBUG] [FORECASTER] ACA: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T07:04:54.105616] [DEBUG] [FORECASTER] ACA: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T07:04:54.510685] [DEBUG] [FORECASTER] ACA: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T07:04:54.510922] [INFO ] [CONFIGURE ] ACA: DISCARDED add_rsi (score: 40.00%)
[2025-11-25T07:04:54.510984] [INFO ] [CONFIGURE ] JOB ETA: 3.5h | Avg: 2.7s/test | Remaining: 4674 tests
[2025-11-25T07:04:54.511034] [INFO ] [CONFIGURE ] ACA: Testing feature 25/29: add_tick_distribution
[2025-11-25T07:04:54.511079] [INFO ] [CONFIGURE ] ACA: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_macd', 'add_mfi', 'add_tick_distribution']
[2025-11-25T07:04:54.850717] [DEBUG] [FORECASTER] ACA: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T07:04:55.199221] [DEBUG] [FORECASTER] ACA: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T07:04:55.588903] [DEBUG] [FORECASTER] ACA: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T07:04:55.974007] [DEBUG] [FORECASTER] ACA: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T07:04:56.299702] [DEBUG] [FORECASTER] ACA: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T07:04:56.630380] [DEBUG] [FORECASTER] ACA: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T07:04:56.957606] [DEBUG] [FORECASTER] ACA: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T07:04:57.283053] [DEBUG] [FORECASTER] ACA: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T07:04:57.614307] [DEBUG] [FORECASTER] ACA: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T07:04:57.942315] [DEBUG] [FORECASTER] ACA: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T07:04:57.942706] [INFO ] [CONFIGURE ] ACA: DISCARDED add_tick_distribution (score: 50.00%)
[2025-11-25T07:04:57.942766] [INFO ] [CONFIGURE ] JOB ETA: 3.5h | Avg: 2.7s/test | Remaining: 4673 tests
[2025-11-25T07:04:57.942813] [INFO ] [CONFIGURE ] ACA: Testing feature 26/29: add_volume_momentum_confirmation
[2025-11-25T07:04:57.942859] [INFO ] [CONFIGURE ] ACA: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_macd', 'add_mfi', 'add_volume_momentum_confirmation']
[2025-11-25T07:04:58.295052] [DEBUG] [FORECASTER] ACA: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T07:04:58.664421] [DEBUG] [FORECASTER] ACA: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T07:04:59.023304] [DEBUG] [FORECASTER] ACA: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T07:04:59.379407] [DEBUG] [FORECASTER] ACA: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T07:04:59.746670] [DEBUG] [FORECASTER] ACA: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T07:05:00.120412] [DEBUG] [FORECASTER] ACA: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T07:05:00.470913] [DEBUG] [FORECASTER] ACA: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T07:05:01.623140] [DEBUG] [FORECASTER] ACA: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T07:05:02.304197] [DEBUG] [FORECASTER] ACA: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T07:05:02.708035] [DEBUG] [FORECASTER] ACA: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T07:05:02.708284] [INFO ] [CONFIGURE ] ACA: DISCARDED add_volume_momentum_confirmation (score: 50.00%)
[2025-11-25T07:05:02.708359] [INFO ] [CONFIGURE ] JOB ETA: 3.6h | Avg: 2.8s/test | Remaining: 4672 tests
[2025-11-25T07:05:02.708425] [INFO ] [CONFIGURE ] ACA: Testing feature 27/29: add_volume_price_divergence
[2025-11-25T07:05:02.708482] [INFO ] [CONFIGURE ] ACA: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_macd', 'add_mfi', 'add_volume_price_divergence']
[2025-11-25T07:05:03.106634] [DEBUG] [FORECASTER] ACA: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T07:05:03.513829] [DEBUG] [FORECASTER] ACA: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T07:05:03.905828] [DEBUG] [FORECASTER] ACA: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T07:05:04.313477] [DEBUG] [FORECASTER] ACA: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T07:05:04.730793] [DEBUG] [FORECASTER] ACA: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T07:05:05.169956] [DEBUG] [FORECASTER] ACA: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T07:05:05.590460] [DEBUG] [FORECASTER] ACA: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T07:05:06.073782] [DEBUG] [FORECASTER] ACA: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T07:05:06.611308] [DEBUG] [FORECASTER] ACA: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T07:05:07.013777] [DEBUG] [FORECASTER] ACA: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T07:05:07.013987] [INFO ] [CONFIGURE ] ACA: DISCARDED add_volume_price_divergence (score: 50.00%)
[2025-11-25T07:05:07.014107] [INFO ] [CONFIGURE ] JOB ETA: 3.6h | Avg: 2.8s/test | Remaining: 4671 tests
[2025-11-25T07:05:07.014170] [INFO ] [CONFIGURE ] ACA: Testing feature 28/29: add_volume_profile
[2025-11-25T07:05:07.014220] [INFO ] [CONFIGURE ] ACA: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_macd', 'add_mfi', 'add_volume_profile']
[2025-11-25T07:05:07.352009] [DEBUG] [FORECASTER] ACA: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T07:05:07.674519] [DEBUG] [FORECASTER] ACA: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T07:05:08.001950] [DEBUG] [FORECASTER] ACA: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T07:05:08.332117] [DEBUG] [FORECASTER] ACA: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T07:05:08.662752] [DEBUG] [FORECASTER] ACA: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T07:05:09.004340] [DEBUG] [FORECASTER] ACA: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T07:05:09.375847] [DEBUG] [FORECASTER] ACA: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T07:05:09.735012] [DEBUG] [FORECASTER] ACA: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T07:05:10.093408] [DEBUG] [FORECASTER] ACA: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T07:05:10.453549] [DEBUG] [FORECASTER] ACA: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T07:05:10.453785] [INFO ] [CONFIGURE ] ACA: DISCARDED add_volume_profile (score: 60.00%)
[2025-11-25T07:05:10.453846] [INFO ] [CONFIGURE ] JOB ETA: 3.6h | Avg: 2.8s/test | Remaining: 4670 tests
[2025-11-25T07:05:10.453916] [INFO ] [CONFIGURE ] ACA: ===== FEATURE SELECTION COMPLETE =====
[2025-11-25T07:05:10.453960] [INFO ] [CONFIGURE ] ACA: Best accuracy: 80.00%
[2025-11-25T07:05:10.454003] [INFO ] [CONFIGURE ] ACA: Best feature set (4 features): ['add_cumulative_delta', 'add_vwap', 'add_macd', 'add_mfi']
[2025-11-25T07:05:10.454043] [INFO ] [CONFIGURE ] ACA: Improvement over baseline: 40.00%
[2025-11-25T07:05:10.454081] [INFO ] [CONFIGURE ] ACA: Total time: 1.6 minutes
[2025-11-25T07:05:10.454118] [INFO ] [CONFIGURE ] ACA: Average time per feature: 3.5 seconds
[2025-11-25T07:05:10.454155] [INFO ] [CONFIGURE ] ACA: Average speed: 0.30 features/sec
[2025-11-25T07:05:10.454540] [INFO ] [LOCAL     ] Saved configuration for ACA: 4 features, 80.00% accuracy -> ./output/feature-sets/ACA.json
[2025-11-25T07:05:10.454601] [INFO ] [CONFIGURE ] ACA: Configuration saved successfully: 4 features, 80.00% accuracy.
[2025-11-25T07:05:10.454678] [INFO ] [sig       ] [3/164] Successfully configured ACA | 0.01 sym/s | Total: 4.1m | ETA: 3.7h
[2025-11-25T07:05:10.454728] [INFO ] [sig       ] [4/164] Configuring ACEL...
[2025-11-25T07:05:10.454769] [INFO ] [CONFIGURE ] ACEL: Configurate test run.
[2025-11-25T07:05:10.454811] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ACEL' from 'https://tdm.silogroup.org/data/derivative_storage/ACEL.csv'.
[2025-11-25T07:05:10.468319] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'ACEL'.
[2025-11-25T07:05:10.468746] [INFO ] [CONFIGURE ] ACEL: Testing with 29 available features
[2025-11-25T07:05:10.468815] [INFO ] [CONFIGURE ] ACEL: Establishing baseline with no features...
[2025-11-25T07:05:10.662229] [DEBUG] [FORECASTER] ACEL: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T07:05:10.855335] [DEBUG] [FORECASTER] ACEL: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T07:05:11.052392] [DEBUG] [FORECASTER] ACEL: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T07:05:11.245731] [DEBUG] [FORECASTER] ACEL: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T07:05:11.445621] [DEBUG] [FORECASTER] ACEL: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T07:05:11.641610] [DEBUG] [FORECASTER] ACEL: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T07:05:11.830673] [DEBUG] [FORECASTER] ACEL: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T07:05:12.018474] [DEBUG] [FORECASTER] ACEL: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T07:05:12.205606] [DEBUG] [FORECASTER] ACEL: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T07:05:12.401422] [DEBUG] [FORECASTER] ACEL: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-11-25T07:05:12.401595] [INFO ] [CONFIGURE ] ACEL: Baseline score (no features): 50.00%
[2025-11-25T07:05:12.401680] [INFO ] [CONFIGURE ] ACEL: Testing feature 1/29: add_bollinger_bands
[2025-11-25T07:05:12.401734] [INFO ] [CONFIGURE ] ACEL: Testing with features: ['add_bollinger_bands']
[2025-11-25T07:05:12.625805] [DEBUG] [FORECASTER] ACEL: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T07:05:12.852475] [DEBUG] [FORECASTER] ACEL: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T07:05:13.070051] [DEBUG] [FORECASTER] ACEL: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T07:05:13.296187] [DEBUG] [FORECASTER] ACEL: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T07:05:13.515244] [DEBUG] [FORECASTER] ACEL: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T07:05:13.747012] [DEBUG] [FORECASTER] ACEL: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T07:05:13.961054] [DEBUG] [FORECASTER] ACEL: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T07:05:14.181515] [DEBUG] [FORECASTER] ACEL: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T07:05:14.410351] [DEBUG] [FORECASTER] ACEL: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T07:05:14.642629] [DEBUG] [FORECASTER] ACEL: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-25T07:05:14.643023] [INFO ] [CONFIGURE ] ACEL: KEPT add_bollinger_bands (score: 70.00%)
[2025-11-25T07:05:14.643071] [INFO ] [CONFIGURE ] JOB ETA: 3.6h | Avg: 2.8s/test | Remaining: 4669 tests
[2025-11-25T07:05:14.643109] [INFO ] [CONFIGURE ] ACEL: Testing feature 2/29: add_cumulative_delta
[2025-11-25T07:05:14.643144] [INFO ] [CONFIGURE ] ACEL: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta']
[2025-11-25T07:05:14.923561] [DEBUG] [FORECASTER] ACEL: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T07:05:15.185504] [DEBUG] [FORECASTER] ACEL: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T07:05:15.435867] [DEBUG] [FORECASTER] ACEL: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T07:05:15.689591] [DEBUG] [FORECASTER] ACEL: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T07:05:15.941660] [DEBUG] [FORECASTER] ACEL: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T07:05:16.195193] [DEBUG] [FORECASTER] ACEL: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T07:05:16.476291] [DEBUG] [FORECASTER] ACEL: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T07:05:16.726359] [DEBUG] [FORECASTER] ACEL: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T07:05:16.983855] [DEBUG] [FORECASTER] ACEL: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T07:05:17.246698] [DEBUG] [FORECASTER] ACEL: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-11-25T07:05:17.246883] [INFO ] [CONFIGURE ] ACEL: DISCARDED add_cumulative_delta (score: 60.00%)
[2025-11-25T07:05:17.246941] [INFO ] [CONFIGURE ] JOB ETA: 3.6h | Avg: 2.8s/test | Remaining: 4668 tests
[2025-11-25T07:05:17.246998] [INFO ] [CONFIGURE ] ACEL: Testing feature 3/29: add_daily_returns
[2025-11-25T07:05:17.247044] [INFO ] [CONFIGURE ] ACEL: Testing with features: ['add_bollinger_bands', 'add_daily_returns']
[2025-11-25T07:05:17.470511] [DEBUG] [FORECASTER] ACEL: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T07:05:17.693599] [DEBUG] [FORECASTER] ACEL: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T07:05:17.919860] [DEBUG] [FORECASTER] ACEL: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T07:05:18.138309] [DEBUG] [FORECASTER] ACEL: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T07:05:18.356525] [DEBUG] [FORECASTER] ACEL: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T07:05:18.605467] [DEBUG] [FORECASTER] ACEL: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T07:05:18.827001] [DEBUG] [FORECASTER] ACEL: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T07:05:19.047419] [DEBUG] [FORECASTER] ACEL: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T07:05:19.284596] [DEBUG] [FORECASTER] ACEL: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T07:05:19.504073] [DEBUG] [FORECASTER] ACEL: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-11-25T07:05:19.504264] [INFO ] [CONFIGURE ] ACEL: DISCARDED add_daily_returns (score: 50.00%)
[2025-11-25T07:05:19.504314] [INFO ] [CONFIGURE ] JOB ETA: 3.6h | Avg: 2.8s/test | Remaining: 4667 tests
[2025-11-25T07:05:19.504352] [INFO ] [CONFIGURE ] ACEL: Testing feature 4/29: add_ema
[2025-11-25T07:05:19.504389] [INFO ] [CONFIGURE ] ACEL: Testing with features: ['add_bollinger_bands', 'add_ema']
[2025-11-25T07:05:19.757841] [DEBUG] [FORECASTER] ACEL: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T07:05:19.999070] [DEBUG] [FORECASTER] ACEL: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T07:05:20.251192] [DEBUG] [FORECASTER] ACEL: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T07:05:20.518965] [DEBUG] [FORECASTER] ACEL: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T07:05:20.774332] [DEBUG] [FORECASTER] ACEL: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T07:05:21.027688] [DEBUG] [FORECASTER] ACEL: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T07:05:21.289702] [DEBUG] [FORECASTER] ACEL: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T07:05:21.560235] [DEBUG] [FORECASTER] ACEL: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T07:05:21.831497] [DEBUG] [FORECASTER] ACEL: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T07:05:22.114218] [DEBUG] [FORECASTER] ACEL: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-11-25T07:05:22.114474] [INFO ] [CONFIGURE ] ACEL: DISCARDED add_ema (score: 40.00%)
[2025-11-25T07:05:22.114713] [INFO ] [CONFIGURE ] JOB ETA: 3.6h | Avg: 2.8s/test | Remaining: 4666 tests
[2025-11-25T07:05:22.114855] [INFO ] [CONFIGURE ] ACEL: Testing feature 5/29: add_exhaustion_signals
[2025-11-25T07:05:22.114972] [INFO ] [CONFIGURE ] ACEL: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals']
[2025-11-25T07:05:22.380942] [DEBUG] [FORECASTER] ACEL: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T07:05:22.642497] [DEBUG] [FORECASTER] ACEL: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T07:05:22.929754] [DEBUG] [FORECASTER] ACEL: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T07:05:23.213981] [DEBUG] [FORECASTER] ACEL: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T07:05:23.488800] [DEBUG] [FORECASTER] ACEL: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T07:05:23.751168] [DEBUG] [FORECASTER] ACEL: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T07:05:24.017710] [DEBUG] [FORECASTER] ACEL: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T07:05:24.302149] [DEBUG] [FORECASTER] ACEL: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T07:05:24.576528] [DEBUG] [FORECASTER] ACEL: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T07:05:24.849868] [DEBUG] [FORECASTER] ACEL: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-11-25T07:05:24.850122] [INFO ] [CONFIGURE ] ACEL: DISCARDED add_exhaustion_signals (score: 50.00%)
[2025-11-25T07:05:24.850184] [INFO ] [CONFIGURE ] JOB ETA: 3.6h | Avg: 2.8s/test | Remaining: 4665 tests
[2025-11-25T07:05:24.850237] [INFO ] [CONFIGURE ] ACEL: Testing feature 6/29: add_failed_moves
[2025-11-25T07:05:24.850283] [INFO ] [CONFIGURE ] ACEL: Testing with features: ['add_bollinger_bands', 'add_failed_moves']
[2025-11-25T07:05:25.081668] [DEBUG] [FORECASTER] ACEL: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T07:05:25.297212] [DEBUG] [FORECASTER] ACEL: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T07:05:25.522107] [DEBUG] [FORECASTER] ACEL: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T07:05:25.747295] [DEBUG] [FORECASTER] ACEL: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T07:05:25.968295] [DEBUG] [FORECASTER] ACEL: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T07:05:26.203417] [DEBUG] [FORECASTER] ACEL: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T07:05:26.424330] [DEBUG] [FORECASTER] ACEL: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T07:05:26.643024] [DEBUG] [FORECASTER] ACEL: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T07:05:26.864253] [DEBUG] [FORECASTER] ACEL: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T07:05:27.087306] [DEBUG] [FORECASTER] ACEL: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-25T07:05:27.087486] [INFO ] [CONFIGURE ] ACEL: DISCARDED add_failed_moves (score: 60.00%)
[2025-11-25T07:05:27.087537] [INFO ] [CONFIGURE ] JOB ETA: 3.6h | Avg: 2.8s/test | Remaining: 4664 tests
[2025-11-25T07:05:27.087578] [INFO ] [CONFIGURE ] ACEL: Testing feature 7/29: add_lag_shelf
[2025-11-25T07:05:27.087616] [INFO ] [CONFIGURE ] ACEL: Testing with features: ['add_bollinger_bands', 'add_lag_shelf']
[2025-11-25T07:05:27.306518] [DEBUG] [FORECASTER] ACEL: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T07:05:27.518422] [DEBUG] [FORECASTER] ACEL: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T07:05:27.734309] [DEBUG] [FORECASTER] ACEL: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T07:05:27.938015] [DEBUG] [FORECASTER] ACEL: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T07:05:28.148348] [DEBUG] [FORECASTER] ACEL: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T07:05:28.356940] [DEBUG] [FORECASTER] ACEL: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T07:05:28.556243] [DEBUG] [FORECASTER] ACEL: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T07:05:28.758712] [DEBUG] [FORECASTER] ACEL: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T07:05:28.963803] [DEBUG] [FORECASTER] ACEL: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T07:05:29.174388] [DEBUG] [FORECASTER] ACEL: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-25T07:05:29.174582] [INFO ] [CONFIGURE ] ACEL: DISCARDED add_lag_shelf (score: 50.00%)
[2025-11-25T07:05:29.174633] [INFO ] [CONFIGURE ] JOB ETA: 3.6h | Avg: 2.8s/test | Remaining: 4663 tests
[2025-11-25T07:05:29.174707] [INFO ] [CONFIGURE ] ACEL: Testing feature 8/29: add_macd
[2025-11-25T07:05:29.174781] [INFO ] [CONFIGURE ] ACEL: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd']
[2025-11-25T07:05:29.483208] [DEBUG] [FORECASTER] ACEL: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T07:05:29.794572] [DEBUG] [FORECASTER] ACEL: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T07:05:30.115374] [DEBUG] [FORECASTER] ACEL: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T07:05:30.430437] [DEBUG] [FORECASTER] ACEL: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T07:05:30.753607] [DEBUG] [FORECASTER] ACEL: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T07:05:31.064009] [DEBUG] [FORECASTER] ACEL: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T07:05:31.369738] [DEBUG] [FORECASTER] ACEL: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T07:05:31.677578] [DEBUG] [FORECASTER] ACEL: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T07:05:31.989253] [DEBUG] [FORECASTER] ACEL: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T07:05:32.306810] [DEBUG] [FORECASTER] ACEL: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-11-25T07:05:32.307018] [INFO ] [CONFIGURE ] ACEL: DISCARDED add_macd (score: 40.00%)
[2025-11-25T07:05:32.307079] [INFO ] [CONFIGURE ] JOB ETA: 3.6h | Avg: 2.8s/test | Remaining: 4662 tests
[2025-11-25T07:05:32.307120] [INFO ] [CONFIGURE ] ACEL: Testing feature 9/29: add_mfi
[2025-11-25T07:05:32.307182] [INFO ] [CONFIGURE ] ACEL: Testing with features: ['add_bollinger_bands', 'add_mfi']
[2025-11-25T07:05:32.533306] [DEBUG] [FORECASTER] ACEL: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T07:05:32.764967] [DEBUG] [FORECASTER] ACEL: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T07:05:32.992984] [DEBUG] [FORECASTER] ACEL: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T07:05:33.211698] [DEBUG] [FORECASTER] ACEL: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T07:05:33.429561] [DEBUG] [FORECASTER] ACEL: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T07:05:33.657974] [DEBUG] [FORECASTER] ACEL: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T07:05:33.878614] [DEBUG] [FORECASTER] ACEL: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T07:05:34.099543] [DEBUG] [FORECASTER] ACEL: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T07:05:34.329525] [DEBUG] [FORECASTER] ACEL: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T07:05:34.594232] [DEBUG] [FORECASTER] ACEL: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-11-25T07:05:34.594429] [INFO ] [CONFIGURE ] ACEL: DISCARDED add_mfi (score: 60.00%)
[2025-11-25T07:05:34.594491] [INFO ] [CONFIGURE ] JOB ETA: 3.6h | Avg: 2.8s/test | Remaining: 4661 tests
[2025-11-25T07:05:34.594539] [INFO ] [CONFIGURE ] ACEL: Testing feature 10/29: add_momentum_acceleration
[2025-11-25T07:05:34.594585] [INFO ] [CONFIGURE ] ACEL: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-11-25T07:05:34.920824] [DEBUG] [FORECASTER] ACEL: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T07:05:35.270102] [DEBUG] [FORECASTER] ACEL: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T07:05:35.580638] [DEBUG] [FORECASTER] ACEL: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T07:05:35.894290] [DEBUG] [FORECASTER] ACEL: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T07:05:36.210902] [DEBUG] [FORECASTER] ACEL: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T07:05:36.521494] [DEBUG] [FORECASTER] ACEL: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T07:05:36.822838] [DEBUG] [FORECASTER] ACEL: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T07:05:37.134086] [DEBUG] [FORECASTER] ACEL: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T07:05:37.450134] [DEBUG] [FORECASTER] ACEL: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T07:05:37.762195] [DEBUG] [FORECASTER] ACEL: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-11-25T07:05:37.762423] [INFO ] [CONFIGURE ] ACEL: DISCARDED add_momentum_acceleration (score: 50.00%)
[2025-11-25T07:05:37.762482] [INFO ] [CONFIGURE ] JOB ETA: 3.6h | Avg: 2.8s/test | Remaining: 4660 tests
[2025-11-25T07:05:37.762552] [INFO ] [CONFIGURE ] ACEL: Testing feature 11/29: add_obv_daily
[2025-11-25T07:05:37.762599] [INFO ] [CONFIGURE ] ACEL: Testing with features: ['add_bollinger_bands', 'add_obv_daily']
[2025-11-25T07:05:37.995177] [DEBUG] [FORECASTER] ACEL: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T07:05:38.222871] [DEBUG] [FORECASTER] ACEL: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T07:05:38.454340] [DEBUG] [FORECASTER] ACEL: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T07:05:38.674803] [DEBUG] [FORECASTER] ACEL: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T07:05:38.893235] [DEBUG] [FORECASTER] ACEL: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T07:05:39.109890] [DEBUG] [FORECASTER] ACEL: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T07:05:39.340819] [DEBUG] [FORECASTER] ACEL: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T07:05:39.570006] [DEBUG] [FORECASTER] ACEL: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T07:05:39.794043] [DEBUG] [FORECASTER] ACEL: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T07:05:40.024385] [DEBUG] [FORECASTER] ACEL: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-25T07:05:40.024577] [INFO ] [CONFIGURE ] ACEL: DISCARDED add_obv_daily (score: 60.00%)
[2025-11-25T07:05:40.024628] [INFO ] [CONFIGURE ] JOB ETA: 3.6h | Avg: 2.8s/test | Remaining: 4659 tests
[2025-11-25T07:05:40.024690] [INFO ] [CONFIGURE ] ACEL: Testing feature 12/29: add_obv_interval
[2025-11-25T07:05:40.024768] [INFO ] [CONFIGURE ] ACEL: Testing with features: ['add_bollinger_bands', 'add_obv_interval']
[2025-11-25T07:05:40.266925] [DEBUG] [FORECASTER] ACEL: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0
[2025-11-25T07:05:40.481673] [DEBUG] [FORECASTER] ACEL: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T07:05:40.703381] [DEBUG] [FORECASTER] ACEL: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T07:05:40.918628] [DEBUG] [FORECASTER] ACEL: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T07:05:41.131305] [DEBUG] [FORECASTER] ACEL: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T07:05:41.343671] [DEBUG] [FORECASTER] ACEL: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T07:05:41.555984] [DEBUG] [FORECASTER] ACEL: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T07:05:41.774139] [DEBUG] [FORECASTER] ACEL: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T07:05:41.991307] [DEBUG] [FORECASTER] ACEL: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T07:05:42.205399] [DEBUG] [FORECASTER] ACEL: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-11-25T07:05:42.205572] [INFO ] [CONFIGURE ] ACEL: DISCARDED add_obv_interval (score: 30.00%)
[2025-11-25T07:05:42.205622] [INFO ] [CONFIGURE ] JOB ETA: 3.6h | Avg: 2.7s/test | Remaining: 4658 tests
[2025-11-25T07:05:42.205682] [INFO ] [CONFIGURE ] ACEL: Testing feature 13/29: add_opening_strength
[2025-11-25T07:05:42.205749] [INFO ] [CONFIGURE ] ACEL: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_opening_strength']
[2025-11-25T07:05:42.435612] [DEBUG] [FORECASTER] ACEL: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T07:05:42.674223] [DEBUG] [FORECASTER] ACEL: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T07:05:42.900570] [DEBUG] [FORECASTER] ACEL: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T07:05:43.125730] [DEBUG] [FORECASTER] ACEL: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T07:05:43.352915] [DEBUG] [FORECASTER] ACEL: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T07:05:43.578098] [DEBUG] [FORECASTER] ACEL: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T07:05:43.822892] [DEBUG] [FORECASTER] ACEL: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T07:05:44.068486] [DEBUG] [FORECASTER] ACEL: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T07:05:44.320087] [DEBUG] [FORECASTER] ACEL: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T07:05:44.589713] [DEBUG] [FORECASTER] ACEL: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-11-25T07:05:44.589887] [INFO ] [CONFIGURE ] ACEL: DISCARDED add_opening_strength (score: 50.00%)
[2025-11-25T07:05:44.589945] [INFO ] [CONFIGURE ] JOB ETA: 3.5h | Avg: 2.7s/test | Remaining: 4657 tests
[2025-11-25T07:05:44.589984] [INFO ] [CONFIGURE ] ACEL: Testing feature 14/29: add_order_flow_imbalance
[2025-11-25T07:05:44.590059] [INFO ] [CONFIGURE ] ACEL: Testing with features: ['add_bollinger_bands', 'add_order_flow_imbalance']
[2025-11-25T07:05:44.851291] [DEBUG] [FORECASTER] ACEL: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0
[2025-11-25T07:05:45.108679] [DEBUG] [FORECASTER] ACEL: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T07:05:45.374716] [DEBUG] [FORECASTER] ACEL: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T07:05:45.642431] [DEBUG] [FORECASTER] ACEL: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T07:05:45.901636] [DEBUG] [FORECASTER] ACEL: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T07:05:46.176024] [DEBUG] [FORECASTER] ACEL: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T07:05:46.441877] [DEBUG] [FORECASTER] ACEL: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T07:05:46.708178] [DEBUG] [FORECASTER] ACEL: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T07:05:46.952539] [DEBUG] [FORECASTER] ACEL: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T07:05:47.197735] [DEBUG] [FORECASTER] ACEL: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-25T07:05:47.197905] [INFO ] [CONFIGURE ] ACEL: DISCARDED add_order_flow_imbalance (score: 50.00%)
[2025-11-25T07:05:47.197963] [INFO ] [CONFIGURE ] JOB ETA: 3.5h | Avg: 2.7s/test | Remaining: 4656 tests
[2025-11-25T07:05:47.198010] [INFO ] [CONFIGURE ] ACEL: Testing feature 15/29: add_pbf_morning_momentum
[2025-11-25T07:05:47.198056] [INFO ] [CONFIGURE ] ACEL: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum']
[2025-11-25T07:05:47.409612] [DEBUG] [FORECASTER] ACEL: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T07:05:47.620201] [DEBUG] [FORECASTER] ACEL: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T07:05:47.831671] [DEBUG] [FORECASTER] ACEL: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T07:05:48.047043] [DEBUG] [FORECASTER] ACEL: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T07:05:48.269612] [DEBUG] [FORECASTER] ACEL: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T07:05:48.494158] [DEBUG] [FORECASTER] ACEL: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T07:05:48.709285] [DEBUG] [FORECASTER] ACEL: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T07:05:48.934231] [DEBUG] [FORECASTER] ACEL: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T07:05:49.161033] [DEBUG] [FORECASTER] ACEL: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T07:05:49.387688] [DEBUG] [FORECASTER] ACEL: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-11-25T07:05:49.387863] [INFO ] [CONFIGURE ] ACEL: DISCARDED add_pbf_morning_momentum (score: 40.00%)
[2025-11-25T07:05:49.387913] [INFO ] [CONFIGURE ] JOB ETA: 3.5h | Avg: 2.7s/test | Remaining: 4655 tests
[2025-11-25T07:05:49.387952] [INFO ] [CONFIGURE ] ACEL: Testing feature 16/29: add_pbf_overnight_gap
[2025-11-25T07:05:49.387988] [INFO ] [CONFIGURE ] ACEL: Testing with features: ['add_bollinger_bands', 'add_pbf_overnight_gap']
[2025-11-25T07:05:49.631174] [DEBUG] [FORECASTER] ACEL: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T07:05:49.888087] [DEBUG] [FORECASTER] ACEL: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T07:05:50.150990] [DEBUG] [FORECASTER] ACEL: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T07:05:50.395861] [DEBUG] [FORECASTER] ACEL: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T07:05:50.646280] [DEBUG] [FORECASTER] ACEL: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T07:05:50.897214] [DEBUG] [FORECASTER] ACEL: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T07:05:51.123542] [DEBUG] [FORECASTER] ACEL: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T07:05:51.352589] [DEBUG] [FORECASTER] ACEL: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T07:05:51.583053] [DEBUG] [FORECASTER] ACEL: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T07:05:51.813533] [DEBUG] [FORECASTER] ACEL: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-11-25T07:05:51.813942] [INFO ] [CONFIGURE ] ACEL: DISCARDED add_pbf_overnight_gap (score: 40.00%)
[2025-11-25T07:05:51.814016] [INFO ] [CONFIGURE ] JOB ETA: 3.5h | Avg: 2.7s/test | Remaining: 4654 tests
[2025-11-25T07:05:51.814073] [INFO ] [CONFIGURE ] ACEL: Testing feature 17/29: add_pbf_return_2d
[2025-11-25T07:05:51.814127] [INFO ] [CONFIGURE ] ACEL: Testing with features: ['add_bollinger_bands', 'add_pbf_return_2d']
[2025-11-25T07:05:52.035062] [DEBUG] [FORECASTER] ACEL: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T07:05:52.252506] [DEBUG] [FORECASTER] ACEL: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T07:05:52.468519] [DEBUG] [FORECASTER] ACEL: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T07:05:52.689757] [DEBUG] [FORECASTER] ACEL: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T07:05:52.908298] [DEBUG] [FORECASTER] ACEL: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T07:05:53.134320] [DEBUG] [FORECASTER] ACEL: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T07:05:53.364018] [DEBUG] [FORECASTER] ACEL: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T07:05:53.596939] [DEBUG] [FORECASTER] ACEL: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T07:05:53.837270] [DEBUG] [FORECASTER] ACEL: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T07:05:54.075313] [DEBUG] [FORECASTER] ACEL: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-11-25T07:05:54.075486] [INFO ] [CONFIGURE ] ACEL: DISCARDED add_pbf_return_2d (score: 50.00%)
[2025-11-25T07:05:54.075547] [INFO ] [CONFIGURE ] JOB ETA: 3.5h | Avg: 2.7s/test | Remaining: 4653 tests
[2025-11-25T07:05:54.075605] [INFO ] [CONFIGURE ] ACEL: Testing feature 18/29: add_pbf_volatility_5d
[2025-11-25T07:05:54.075673] [INFO ] [CONFIGURE ] ACEL: Testing with features: ['add_bollinger_bands', 'add_pbf_volatility_5d']
[2025-11-25T07:05:54.295321] [DEBUG] [FORECASTER] ACEL: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T07:05:54.517162] [DEBUG] [FORECASTER] ACEL: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T07:05:54.716435] [DEBUG] [FORECASTER] ACEL: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T07:05:54.916265] [DEBUG] [FORECASTER] ACEL: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T07:05:55.122224] [DEBUG] [FORECASTER] ACEL: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T07:05:55.322810] [DEBUG] [FORECASTER] ACEL: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T07:05:55.543179] [DEBUG] [FORECASTER] ACEL: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T07:05:55.772081] [DEBUG] [FORECASTER] ACEL: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T07:05:55.996142] [DEBUG] [FORECASTER] ACEL: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T07:05:56.219158] [DEBUG] [FORECASTER] ACEL: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-11-25T07:05:56.219346] [INFO ] [CONFIGURE ] ACEL: DISCARDED add_pbf_volatility_5d (score: 60.00%)
[2025-11-25T07:05:56.219395] [INFO ] [CONFIGURE ] JOB ETA: 3.5h | Avg: 2.7s/test | Remaining: 4652 tests
[2025-11-25T07:05:56.219435] [INFO ] [CONFIGURE ] ACEL: Testing feature 19/29: add_pbf_vs_sma_5
[2025-11-25T07:05:56.219472] [INFO ] [CONFIGURE ] ACEL: Testing with features: ['add_bollinger_bands', 'add_pbf_vs_sma_5']
[2025-11-25T07:05:56.452032] [DEBUG] [FORECASTER] ACEL: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T07:05:56.657175] [DEBUG] [FORECASTER] ACEL: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T07:05:56.861373] [DEBUG] [FORECASTER] ACEL: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T07:05:57.069080] [DEBUG] [FORECASTER] ACEL: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T07:05:57.273690] [DEBUG] [FORECASTER] ACEL: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T07:05:57.481964] [DEBUG] [FORECASTER] ACEL: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T07:05:57.690707] [DEBUG] [FORECASTER] ACEL: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T07:05:57.899007] [DEBUG] [FORECASTER] ACEL: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T07:05:58.103282] [DEBUG] [FORECASTER] ACEL: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T07:05:58.323773] [DEBUG] [FORECASTER] ACEL: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-25T07:05:58.323939] [INFO ] [CONFIGURE ] ACEL: DISCARDED add_pbf_vs_sma_5 (score: 50.00%)
[2025-11-25T07:05:58.323987] [INFO ] [CONFIGURE ] JOB ETA: 3.5h | Avg: 2.7s/test | Remaining: 4651 tests
[2025-11-25T07:05:58.324026] [INFO ] [CONFIGURE ] ACEL: Testing feature 20/29: add_price_rejection
[2025-11-25T07:05:58.324062] [INFO ] [CONFIGURE ] ACEL: Testing with features: ['add_bollinger_bands', 'add_price_rejection']
[2025-11-25T07:05:58.550174] [DEBUG] [FORECASTER] ACEL: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T07:05:58.767175] [DEBUG] [FORECASTER] ACEL: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T07:05:58.986421] [DEBUG] [FORECASTER] ACEL: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T07:05:59.212692] [DEBUG] [FORECASTER] ACEL: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T07:05:59.432964] [DEBUG] [FORECASTER] ACEL: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T07:05:59.655846] [DEBUG] [FORECASTER] ACEL: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T07:05:59.872485] [DEBUG] [FORECASTER] ACEL: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T07:06:00.208801] [DEBUG] [FORECASTER] ACEL: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T07:06:00.962446] [DEBUG] [FORECASTER] ACEL: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T07:06:01.296840] [DEBUG] [FORECASTER] ACEL: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-25T07:06:01.297048] [INFO ] [CONFIGURE ] ACEL: DISCARDED add_price_rejection (score: 60.00%)
[2025-11-25T07:06:01.297111] [INFO ] [CONFIGURE ] JOB ETA: 3.5h | Avg: 2.7s/test | Remaining: 4650 tests
[2025-11-25T07:06:01.297177] [INFO ] [CONFIGURE ] ACEL: Testing feature 21/29: add_range_position
[2025-11-25T07:06:01.297224] [INFO ] [CONFIGURE ] ACEL: Testing with features: ['add_bollinger_bands', 'add_range_position']
[2025-11-25T07:06:01.552303] [DEBUG] [FORECASTER] ACEL: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0
[2025-11-25T07:06:01.791105] [DEBUG] [FORECASTER] ACEL: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T07:06:02.054853] [DEBUG] [FORECASTER] ACEL: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T07:06:02.298781] [DEBUG] [FORECASTER] ACEL: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T07:06:02.555569] [DEBUG] [FORECASTER] ACEL: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T07:06:02.798343] [DEBUG] [FORECASTER] ACEL: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T07:06:03.047695] [DEBUG] [FORECASTER] ACEL: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T07:06:03.293374] [DEBUG] [FORECASTER] ACEL: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T07:06:03.563153] [DEBUG] [FORECASTER] ACEL: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T07:06:03.805537] [DEBUG] [FORECASTER] ACEL: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-25T07:06:03.805741] [INFO ] [CONFIGURE ] ACEL: DISCARDED add_range_position (score: 50.00%)
[2025-11-25T07:06:03.805797] [INFO ] [CONFIGURE ] JOB ETA: 3.5h | Avg: 2.7s/test | Remaining: 4649 tests
[2025-11-25T07:06:03.805845] [INFO ] [CONFIGURE ] ACEL: Testing feature 22/29: add_realized_volatility
[2025-11-25T07:06:03.805881] [INFO ] [CONFIGURE ] ACEL: Testing with features: ['add_bollinger_bands', 'add_realized_volatility']
[2025-11-25T07:06:04.134780] [DEBUG] [FORECASTER] ACEL: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0
[2025-11-25T07:06:04.493625] [DEBUG] [FORECASTER] ACEL: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T07:06:04.832754] [DEBUG] [FORECASTER] ACEL: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T07:06:05.174464] [DEBUG] [FORECASTER] ACEL: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T07:06:05.521071] [DEBUG] [FORECASTER] ACEL: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T07:06:05.871093] [DEBUG] [FORECASTER] ACEL: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T07:06:06.212625] [DEBUG] [FORECASTER] ACEL: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T07:06:06.548589] [DEBUG] [FORECASTER] ACEL: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T07:06:06.874387] [DEBUG] [FORECASTER] ACEL: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T07:06:07.215874] [DEBUG] [FORECASTER] ACEL: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-11-25T07:06:07.216116] [INFO ] [CONFIGURE ] ACEL: DISCARDED add_realized_volatility (score: 50.00%)
[2025-11-25T07:06:07.216177] [INFO ] [CONFIGURE ] JOB ETA: 3.5h | Avg: 2.7s/test | Remaining: 4648 tests
[2025-11-25T07:06:07.216224] [INFO ] [CONFIGURE ] ACEL: Testing feature 23/29: add_recent_range_context
[2025-11-25T07:06:07.216267] [INFO ] [CONFIGURE ] ACEL: Testing with features: ['add_bollinger_bands', 'add_recent_range_context']
[2025-11-25T07:06:07.436489] [DEBUG] [FORECASTER] ACEL: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T07:06:07.651856] [DEBUG] [FORECASTER] ACEL: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T07:06:07.868590] [DEBUG] [FORECASTER] ACEL: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T07:06:08.096310] [DEBUG] [FORECASTER] ACEL: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T07:06:08.311004] [DEBUG] [FORECASTER] ACEL: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T07:06:08.524370] [DEBUG] [FORECASTER] ACEL: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T07:06:08.734686] [DEBUG] [FORECASTER] ACEL: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T07:06:08.946915] [DEBUG] [FORECASTER] ACEL: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T07:06:09.167989] [DEBUG] [FORECASTER] ACEL: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T07:06:09.387826] [DEBUG] [FORECASTER] ACEL: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-11-25T07:06:09.388074] [INFO ] [CONFIGURE ] ACEL: DISCARDED add_recent_range_context (score: 30.00%)
[2025-11-25T07:06:09.388128] [INFO ] [CONFIGURE ] JOB ETA: 3.5h | Avg: 2.7s/test | Remaining: 4647 tests
[2025-11-25T07:06:09.388169] [INFO ] [CONFIGURE ] ACEL: Testing feature 24/29: add_rsi
[2025-11-25T07:06:09.388208] [INFO ] [CONFIGURE ] ACEL: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_rsi']
[2025-11-25T07:06:09.664121] [DEBUG] [FORECASTER] ACEL: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T07:06:09.932493] [DEBUG] [FORECASTER] ACEL: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T07:06:10.213421] [DEBUG] [FORECASTER] ACEL: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T07:06:10.487152] [DEBUG] [FORECASTER] ACEL: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T07:06:10.753546] [DEBUG] [FORECASTER] ACEL: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T07:06:11.013978] [DEBUG] [FORECASTER] ACEL: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T07:06:11.270787] [DEBUG] [FORECASTER] ACEL: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T07:06:11.530558] [DEBUG] [FORECASTER] ACEL: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T07:06:11.795964] [DEBUG] [FORECASTER] ACEL: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T07:06:12.055861] [DEBUG] [FORECASTER] ACEL: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-11-25T07:06:12.056035] [INFO ] [CONFIGURE ] ACEL: DISCARDED add_rsi (score: 70.00%)
[2025-11-25T07:06:12.056092] [INFO ] [CONFIGURE ] JOB ETA: 3.5h | Avg: 2.7s/test | Remaining: 4646 tests
[2025-11-25T07:06:12.056163] [INFO ] [CONFIGURE ] ACEL: Testing feature 25/29: add_tick_distribution
[2025-11-25T07:06:12.056221] [INFO ] [CONFIGURE ] ACEL: Testing with features: ['add_bollinger_bands', 'add_tick_distribution']
[2025-11-25T07:06:12.263738] [DEBUG] [FORECASTER] ACEL: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T07:06:12.480451] [DEBUG] [FORECASTER] ACEL: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T07:06:12.700231] [DEBUG] [FORECASTER] ACEL: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T07:06:12.917675] [DEBUG] [FORECASTER] ACEL: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T07:06:13.139711] [DEBUG] [FORECASTER] ACEL: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T07:06:13.357915] [DEBUG] [FORECASTER] ACEL: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T07:06:13.569683] [DEBUG] [FORECASTER] ACEL: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T07:06:13.789808] [DEBUG] [FORECASTER] ACEL: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T07:06:14.006578] [DEBUG] [FORECASTER] ACEL: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T07:06:14.231806] [DEBUG] [FORECASTER] ACEL: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-25T07:06:14.232142] [INFO ] [CONFIGURE ] ACEL: DISCARDED add_tick_distribution (score: 60.00%)
[2025-11-25T07:06:14.232261] [INFO ] [CONFIGURE ] JOB ETA: 3.5h | Avg: 2.7s/test | Remaining: 4645 tests
[2025-11-25T07:06:14.232368] [INFO ] [CONFIGURE ] ACEL: Testing feature 26/29: add_volume_momentum_confirmation
[2025-11-25T07:06:14.232481] [INFO ] [CONFIGURE ] ACEL: Testing with features: ['add_bollinger_bands', 'add_volume_momentum_confirmation']
[2025-11-25T07:06:14.466529] [DEBUG] [FORECASTER] ACEL: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T07:06:14.745766] [DEBUG] [FORECASTER] ACEL: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T07:06:15.057667] [DEBUG] [FORECASTER] ACEL: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T07:06:15.329913] [DEBUG] [FORECASTER] ACEL: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T07:06:15.576712] [DEBUG] [FORECASTER] ACEL: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T07:06:15.796909] [DEBUG] [FORECASTER] ACEL: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T07:06:16.009247] [DEBUG] [FORECASTER] ACEL: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T07:06:16.244858] [DEBUG] [FORECASTER] ACEL: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T07:06:16.486616] [DEBUG] [FORECASTER] ACEL: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T07:06:16.717479] [DEBUG] [FORECASTER] ACEL: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-11-25T07:06:16.717754] [INFO ] [CONFIGURE ] ACEL: DISCARDED add_volume_momentum_confirmation (score: 40.00%)
[2025-11-25T07:06:16.717823] [INFO ] [CONFIGURE ] JOB ETA: 3.5h | Avg: 2.7s/test | Remaining: 4644 tests
[2025-11-25T07:06:16.717877] [INFO ] [CONFIGURE ] ACEL: Testing feature 27/29: add_volume_price_divergence
[2025-11-25T07:06:16.717939] [INFO ] [CONFIGURE ] ACEL: Testing with features: ['add_bollinger_bands', 'add_volume_price_divergence']
[2025-11-25T07:06:16.935492] [DEBUG] [FORECASTER] ACEL: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T07:06:17.164582] [DEBUG] [FORECASTER] ACEL: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T07:06:17.394686] [DEBUG] [FORECASTER] ACEL: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T07:06:17.618967] [DEBUG] [FORECASTER] ACEL: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T07:06:17.843098] [DEBUG] [FORECASTER] ACEL: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T07:06:18.066259] [DEBUG] [FORECASTER] ACEL: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T07:06:18.289157] [DEBUG] [FORECASTER] ACEL: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T07:06:18.539828] [DEBUG] [FORECASTER] ACEL: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T07:06:18.790845] [DEBUG] [FORECASTER] ACEL: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T07:06:19.039712] [DEBUG] [FORECASTER] ACEL: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-11-25T07:06:19.039886] [INFO ] [CONFIGURE ] ACEL: DISCARDED add_volume_price_divergence (score: 50.00%)
[2025-11-25T07:06:19.039946] [INFO ] [CONFIGURE ] JOB ETA: 3.5h | Avg: 2.7s/test | Remaining: 4643 tests
[2025-11-25T07:06:19.040015] [INFO ] [CONFIGURE ] ACEL: Testing feature 28/29: add_volume_profile
[2025-11-25T07:06:19.040076] [INFO ] [CONFIGURE ] ACEL: Testing with features: ['add_bollinger_bands', 'add_volume_profile']
[2025-11-25T07:06:19.294810] [DEBUG] [FORECASTER] ACEL: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T07:06:19.538394] [DEBUG] [FORECASTER] ACEL: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T07:06:19.794142] [DEBUG] [FORECASTER] ACEL: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T07:06:20.046103] [DEBUG] [FORECASTER] ACEL: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T07:06:20.293772] [DEBUG] [FORECASTER] ACEL: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T07:06:20.538660] [DEBUG] [FORECASTER] ACEL: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T07:06:20.787724] [DEBUG] [FORECASTER] ACEL: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T07:06:21.042798] [DEBUG] [FORECASTER] ACEL: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T07:06:21.290524] [DEBUG] [FORECASTER] ACEL: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T07:06:21.548849] [DEBUG] [FORECASTER] ACEL: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-11-25T07:06:21.549218] [INFO ] [CONFIGURE ] ACEL: DISCARDED add_volume_profile (score: 40.00%)
[2025-11-25T07:06:21.549379] [INFO ] [CONFIGURE ] JOB ETA: 3.5h | Avg: 2.7s/test | Remaining: 4642 tests
[2025-11-25T07:06:21.549531] [INFO ] [CONFIGURE ] ACEL: Testing feature 29/29: add_vwap
[2025-11-25T07:06:21.549661] [INFO ] [CONFIGURE ] ACEL: Testing with features: ['add_bollinger_bands', 'add_vwap']
[2025-11-25T07:06:21.820282] [DEBUG] [FORECASTER] ACEL: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T07:06:22.079039] [DEBUG] [FORECASTER] ACEL: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T07:06:22.337946] [DEBUG] [FORECASTER] ACEL: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T07:06:22.610346] [DEBUG] [FORECASTER] ACEL: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T07:06:22.871510] [DEBUG] [FORECASTER] ACEL: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T07:06:23.123701] [DEBUG] [FORECASTER] ACEL: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T07:06:23.375283] [DEBUG] [FORECASTER] ACEL: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T07:06:23.632425] [DEBUG] [FORECASTER] ACEL: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T07:06:23.888228] [DEBUG] [FORECASTER] ACEL: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T07:06:24.149231] [DEBUG] [FORECASTER] ACEL: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-11-25T07:06:24.149432] [INFO ] [CONFIGURE ] ACEL: DISCARDED add_vwap (score: 50.00%)
[2025-11-25T07:06:24.149499] [INFO ] [CONFIGURE ] JOB ETA: 3.5h | Avg: 2.7s/test | Remaining: 4641 tests
[2025-11-25T07:06:24.149567] [INFO ] [CONFIGURE ] ACEL: ===== FEATURE SELECTION COMPLETE =====
[2025-11-25T07:06:24.149614] [INFO ] [CONFIGURE ] ACEL: Best accuracy: 70.00%
[2025-11-25T07:06:24.149683] [INFO ] [CONFIGURE ] ACEL: Best feature set (1 features): ['add_bollinger_bands']
[2025-11-25T07:06:24.149732] [INFO ] [CONFIGURE ] ACEL: Improvement over baseline: 20.00%
[2025-11-25T07:06:24.149787] [INFO ] [CONFIGURE ] ACEL: Total time: 1.2 minutes
[2025-11-25T07:06:24.149831] [INFO ] [CONFIGURE ] ACEL: Average time per feature: 2.5 seconds
[2025-11-25T07:06:24.149889] [INFO ] [CONFIGURE ] ACEL: Average speed: 0.40 features/sec
[2025-11-25T07:06:24.150481] [INFO ] [LOCAL     ] Saved configuration for ACEL: 1 features, 70.00% accuracy -> ./output/feature-sets/ACEL.json
[2025-11-25T07:06:24.150561] [INFO ] [CONFIGURE ] ACEL: Configuration saved successfully: 1 features, 70.00% accuracy.
[2025-11-25T07:06:24.150632] [INFO ] [sig       ] [4/164] Successfully configured ACEL | 0.01 sym/s | Total: 5.3m | ETA: 3.5h
[2025-11-25T07:06:24.150718] [INFO ] [sig       ] [5/164] Configuring ACM...
[2025-11-25T07:06:24.150771] [INFO ] [CONFIGURE ] ACM: Configurate test run.
[2025-11-25T07:06:24.150823] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ACM' from 'https://tdm.silogroup.org/data/derivative_storage/ACM.csv'.
[2025-11-25T07:06:24.168397] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'ACM'.
[2025-11-25T07:06:24.169140] [INFO ] [CONFIGURE ] ACM: Testing with 29 available features
[2025-11-25T07:06:24.169234] [INFO ] [CONFIGURE ] ACM: Establishing baseline with no features...
[2025-11-25T07:06:24.370323] [DEBUG] [FORECASTER] ACM: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T07:06:24.561762] [DEBUG] [FORECASTER] ACM: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T07:06:24.755737] [DEBUG] [FORECASTER] ACM: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T07:06:24.956900] [DEBUG] [FORECASTER] ACM: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T07:06:25.154742] [DEBUG] [FORECASTER] ACM: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T07:06:25.350841] [DEBUG] [FORECASTER] ACM: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T07:06:25.544883] [DEBUG] [FORECASTER] ACM: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T07:06:25.752578] [DEBUG] [FORECASTER] ACM: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-25T07:06:25.953964] [DEBUG] [FORECASTER] ACM: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T07:06:26.147447] [DEBUG] [FORECASTER] ACM: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T07:06:26.147607] [INFO ] [CONFIGURE ] ACM: Baseline score (no features): 80.00%
[2025-11-25T07:06:26.147675] [INFO ] [CONFIGURE ] ACM: Testing feature 1/29: add_bollinger_bands
[2025-11-25T07:06:26.147746] [INFO ] [CONFIGURE ] ACM: Testing with features: ['add_bollinger_bands']
[2025-11-25T07:06:26.382480] [DEBUG] [FORECASTER] ACM: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T07:06:26.609634] [DEBUG] [FORECASTER] ACM: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T07:06:26.851798] [DEBUG] [FORECASTER] ACM: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T07:06:27.092817] [DEBUG] [FORECASTER] ACM: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T07:06:27.318808] [DEBUG] [FORECASTER] ACM: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T07:06:27.548108] [DEBUG] [FORECASTER] ACM: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T07:06:27.791616] [DEBUG] [FORECASTER] ACM: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T07:06:28.024938] [DEBUG] [FORECASTER] ACM: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T07:06:28.248901] [DEBUG] [FORECASTER] ACM: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T07:06:28.471526] [DEBUG] [FORECASTER] ACM: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T07:06:28.471722] [INFO ] [CONFIGURE ] ACM: DISCARDED add_bollinger_bands (score: 80.00%)
[2025-11-25T07:06:28.471799] [INFO ] [CONFIGURE ] JOB ETA: 3.5h | Avg: 2.7s/test | Remaining: 4640 tests
[2025-11-25T07:06:28.471859] [INFO ] [CONFIGURE ] ACM: Testing feature 2/29: add_cumulative_delta
[2025-11-25T07:06:28.471906] [INFO ] [CONFIGURE ] ACM: Testing with features: ['add_cumulative_delta']
[2025-11-25T07:06:28.696670] [DEBUG] [FORECASTER] ACM: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T07:06:28.927382] [DEBUG] [FORECASTER] ACM: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T07:06:29.156529] [DEBUG] [FORECASTER] ACM: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T07:06:29.387415] [DEBUG] [FORECASTER] ACM: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T07:06:29.619186] [DEBUG] [FORECASTER] ACM: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T07:06:29.848806] [DEBUG] [FORECASTER] ACM: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T07:06:30.073774] [DEBUG] [FORECASTER] ACM: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T07:06:30.303676] [DEBUG] [FORECASTER] ACM: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-25T07:06:30.531283] [DEBUG] [FORECASTER] ACM: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T07:06:30.763394] [DEBUG] [FORECASTER] ACM: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T07:06:30.763584] [INFO ] [CONFIGURE ] ACM: DISCARDED add_cumulative_delta (score: 50.00%)
[2025-11-25T07:06:30.763634] [INFO ] [CONFIGURE ] JOB ETA: 3.5h | Avg: 2.7s/test | Remaining: 4639 tests
[2025-11-25T07:06:30.763723] [INFO ] [CONFIGURE ] ACM: Testing feature 3/29: add_daily_returns
[2025-11-25T07:06:30.763772] [INFO ] [CONFIGURE ] ACM: Testing with features: ['add_daily_returns']
[2025-11-25T07:06:30.962526] [DEBUG] [FORECASTER] ACM: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T07:06:31.160350] [DEBUG] [FORECASTER] ACM: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T07:06:31.360900] [DEBUG] [FORECASTER] ACM: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T07:06:31.561444] [DEBUG] [FORECASTER] ACM: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T07:06:31.763305] [DEBUG] [FORECASTER] ACM: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T07:06:31.978802] [DEBUG] [FORECASTER] ACM: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T07:06:32.179453] [DEBUG] [FORECASTER] ACM: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T07:06:32.387217] [DEBUG] [FORECASTER] ACM: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-25T07:06:32.594431] [DEBUG] [FORECASTER] ACM: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T07:06:32.804789] [DEBUG] [FORECASTER] ACM: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T07:06:32.804969] [INFO ] [CONFIGURE ] ACM: DISCARDED add_daily_returns (score: 70.00%)
[2025-11-25T07:06:32.805019] [INFO ] [CONFIGURE ] JOB ETA: 3.5h | Avg: 2.7s/test | Remaining: 4638 tests
[2025-11-25T07:06:32.805058] [INFO ] [CONFIGURE ] ACM: Testing feature 4/29: add_ema
[2025-11-25T07:06:32.805094] [INFO ] [CONFIGURE ] ACM: Testing with features: ['add_ema']
[2025-11-25T07:06:33.050801] [DEBUG] [FORECASTER] ACM: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T07:06:33.290802] [DEBUG] [FORECASTER] ACM: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T07:06:33.522100] [DEBUG] [FORECASTER] ACM: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T07:06:33.766246] [DEBUG] [FORECASTER] ACM: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T07:06:33.996686] [DEBUG] [FORECASTER] ACM: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T07:06:34.225234] [DEBUG] [FORECASTER] ACM: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T07:06:34.450113] [DEBUG] [FORECASTER] ACM: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T07:06:34.678871] [DEBUG] [FORECASTER] ACM: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-25T07:06:34.895726] [DEBUG] [FORECASTER] ACM: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T07:06:35.114748] [DEBUG] [FORECASTER] ACM: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T07:06:35.114921] [INFO ] [CONFIGURE ] ACM: DISCARDED add_ema (score: 70.00%)
[2025-11-25T07:06:35.114969] [INFO ] [CONFIGURE ] JOB ETA: 3.5h | Avg: 2.7s/test | Remaining: 4637 tests
[2025-11-25T07:06:35.115009] [INFO ] [CONFIGURE ] ACM: Testing feature 5/29: add_exhaustion_signals
[2025-11-25T07:06:35.115045] [INFO ] [CONFIGURE ] ACM: Testing with features: ['add_vwap', 'add_exhaustion_signals']
[2025-11-25T07:06:35.335414] [DEBUG] [FORECASTER] ACM: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T07:06:35.557720] [DEBUG] [FORECASTER] ACM: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T07:06:35.781421] [DEBUG] [FORECASTER] ACM: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T07:06:36.011454] [DEBUG] [FORECASTER] ACM: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T07:06:36.236180] [DEBUG] [FORECASTER] ACM: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T07:06:36.460711] [DEBUG] [FORECASTER] ACM: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T07:06:36.686501] [DEBUG] [FORECASTER] ACM: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T07:06:36.911227] [DEBUG] [FORECASTER] ACM: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-25T07:06:37.134739] [DEBUG] [FORECASTER] ACM: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T07:06:37.373164] [DEBUG] [FORECASTER] ACM: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T07:06:37.373336] [INFO ] [CONFIGURE ] ACM: DISCARDED add_exhaustion_signals (score: 60.00%)
[2025-11-25T07:06:37.373389] [INFO ] [CONFIGURE ] JOB ETA: 3.5h | Avg: 2.7s/test | Remaining: 4636 tests
[2025-11-25T07:06:37.373435] [INFO ] [CONFIGURE ] ACM: Testing feature 6/29: add_failed_moves
[2025-11-25T07:06:37.373517] [INFO ] [CONFIGURE ] ACM: Testing with features: ['add_failed_moves']
[2025-11-25T07:06:37.556610] [DEBUG] [FORECASTER] ACM: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T07:06:37.739811] [DEBUG] [FORECASTER] ACM: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T07:06:37.937498] [DEBUG] [FORECASTER] ACM: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T07:06:38.121618] [DEBUG] [FORECASTER] ACM: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T07:06:38.306148] [DEBUG] [FORECASTER] ACM: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T07:06:38.493737] [DEBUG] [FORECASTER] ACM: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T07:06:38.680160] [DEBUG] [FORECASTER] ACM: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T07:06:38.868716] [DEBUG] [FORECASTER] ACM: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-25T07:06:39.052776] [DEBUG] [FORECASTER] ACM: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T07:06:39.246106] [DEBUG] [FORECASTER] ACM: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T07:06:39.246377] [INFO ] [CONFIGURE ] ACM: DISCARDED add_failed_moves (score: 80.00%)
[2025-11-25T07:06:39.246493] [INFO ] [CONFIGURE ] JOB ETA: 3.5h | Avg: 2.7s/test | Remaining: 4635 tests
[2025-11-25T07:06:39.246598] [INFO ] [CONFIGURE ] ACM: Testing feature 7/29: add_lag_shelf
[2025-11-25T07:06:39.246740] [INFO ] [CONFIGURE ] ACM: Testing with features: ['add_lag_shelf']
[2025-11-25T07:06:39.420066] [DEBUG] [FORECASTER] ACM: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T07:06:39.590779] [DEBUG] [FORECASTER] ACM: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T07:06:39.761778] [DEBUG] [FORECASTER] ACM: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T07:06:39.933292] [DEBUG] [FORECASTER] ACM: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T07:06:40.108134] [DEBUG] [FORECASTER] ACM: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T07:06:40.282010] [DEBUG] [FORECASTER] ACM: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T07:06:40.453671] [DEBUG] [FORECASTER] ACM: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T07:06:40.625003] [DEBUG] [FORECASTER] ACM: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-25T07:06:40.796997] [DEBUG] [FORECASTER] ACM: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T07:06:40.970222] [DEBUG] [FORECASTER] ACM: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T07:06:40.970391] [INFO ] [CONFIGURE ] ACM: DISCARDED add_lag_shelf (score: 80.00%)
[2025-11-25T07:06:40.970439] [INFO ] [CONFIGURE ] JOB ETA: 3.4h | Avg: 2.7s/test | Remaining: 4634 tests
[2025-11-25T07:06:40.970481] [INFO ] [CONFIGURE ] ACM: Testing feature 8/29: add_macd
[2025-11-25T07:06:40.970529] [INFO ] [CONFIGURE ] ACM: Testing with features: ['add_vwap', 'add_macd']
[2025-11-25T07:06:41.237016] [DEBUG] [FORECASTER] ACM: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T07:06:41.507798] [DEBUG] [FORECASTER] ACM: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T07:06:41.774834] [DEBUG] [FORECASTER] ACM: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T07:06:42.040061] [DEBUG] [FORECASTER] ACM: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T07:06:42.306484] [DEBUG] [FORECASTER] ACM: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T07:06:42.575876] [DEBUG] [FORECASTER] ACM: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T07:06:42.841969] [DEBUG] [FORECASTER] ACM: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T07:06:43.105621] [DEBUG] [FORECASTER] ACM: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-25T07:06:43.371823] [DEBUG] [FORECASTER] ACM: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T07:06:43.640797] [DEBUG] [FORECASTER] ACM: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T07:06:43.640986] [INFO ] [CONFIGURE ] ACM: DISCARDED add_macd (score: 40.00%)
[2025-11-25T07:06:43.641044] [INFO ] [CONFIGURE ] JOB ETA: 3.4h | Avg: 2.7s/test | Remaining: 4633 tests
[2025-11-25T07:06:43.641094] [INFO ] [CONFIGURE ] ACM: Testing feature 9/29: add_mfi
[2025-11-25T07:06:43.641137] [INFO ] [CONFIGURE ] ACM: Testing with features: ['add_mfi']
[2025-11-25T07:06:43.824525] [DEBUG] [FORECASTER] ACM: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T07:06:44.007219] [DEBUG] [FORECASTER] ACM: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T07:06:44.191141] [DEBUG] [FORECASTER] ACM: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T07:06:44.377029] [DEBUG] [FORECASTER] ACM: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T07:06:44.559374] [DEBUG] [FORECASTER] ACM: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T07:06:44.742472] [DEBUG] [FORECASTER] ACM: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T07:06:44.928526] [DEBUG] [FORECASTER] ACM: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T07:06:45.127766] [DEBUG] [FORECASTER] ACM: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-25T07:06:45.306001] [DEBUG] [FORECASTER] ACM: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T07:06:45.485565] [DEBUG] [FORECASTER] ACM: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T07:06:45.485775] [INFO ] [CONFIGURE ] ACM: KEPT add_mfi (score: 90.00%)
[2025-11-25T07:06:45.485832] [INFO ] [CONFIGURE ] JOB ETA: 3.4h | Avg: 2.7s/test | Remaining: 4632 tests
[2025-11-25T07:06:45.485871] [INFO ] [CONFIGURE ] ACM: Testing feature 10/29: add_momentum_acceleration
[2025-11-25T07:06:45.485907] [INFO ] [CONFIGURE ] ACM: Testing with features: ['add_mfi', 'add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-11-25T07:06:45.783959] [DEBUG] [FORECASTER] ACM: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T07:06:46.078363] [DEBUG] [FORECASTER] ACM: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T07:06:46.380388] [DEBUG] [FORECASTER] ACM: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T07:06:46.667534] [DEBUG] [FORECASTER] ACM: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T07:06:46.956637] [DEBUG] [FORECASTER] ACM: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T07:06:47.244454] [DEBUG] [FORECASTER] ACM: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T07:06:47.537598] [DEBUG] [FORECASTER] ACM: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T07:06:47.826676] [DEBUG] [FORECASTER] ACM: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T07:06:48.119668] [DEBUG] [FORECASTER] ACM: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T07:06:48.417633] [DEBUG] [FORECASTER] ACM: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T07:06:48.417885] [INFO ] [CONFIGURE ] ACM: DISCARDED add_momentum_acceleration (score: 90.00%)
[2025-11-25T07:06:48.417961] [INFO ] [CONFIGURE ] JOB ETA: 3.4h | Avg: 2.7s/test | Remaining: 4631 tests
[2025-11-25T07:06:48.418016] [INFO ] [CONFIGURE ] ACM: Testing feature 11/29: add_obv_daily
[2025-11-25T07:06:48.418063] [INFO ] [CONFIGURE ] ACM: Testing with features: ['add_mfi', 'add_obv_daily']
[2025-11-25T07:06:48.643220] [DEBUG] [FORECASTER] ACM: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T07:06:48.875212] [DEBUG] [FORECASTER] ACM: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T07:06:49.091781] [DEBUG] [FORECASTER] ACM: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T07:06:49.317491] [DEBUG] [FORECASTER] ACM: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T07:06:49.533939] [DEBUG] [FORECASTER] ACM: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T07:06:49.749862] [DEBUG] [FORECASTER] ACM: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T07:06:49.965683] [DEBUG] [FORECASTER] ACM: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T07:06:50.191234] [DEBUG] [FORECASTER] ACM: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-25T07:06:50.410877] [DEBUG] [FORECASTER] ACM: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T07:06:50.625269] [DEBUG] [FORECASTER] ACM: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T07:06:50.625469] [INFO ] [CONFIGURE ] ACM: DISCARDED add_obv_daily (score: 70.00%)
[2025-11-25T07:06:50.625535] [INFO ] [CONFIGURE ] JOB ETA: 3.4h | Avg: 2.7s/test | Remaining: 4630 tests
[2025-11-25T07:06:50.625585] [INFO ] [CONFIGURE ] ACM: Testing feature 12/29: add_obv_interval
[2025-11-25T07:06:50.625633] [INFO ] [CONFIGURE ] ACM: Testing with features: ['add_mfi', 'add_obv_interval']
[2025-11-25T07:06:50.835429] [DEBUG] [FORECASTER] ACM: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T07:06:51.041089] [DEBUG] [FORECASTER] ACM: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T07:06:51.252283] [DEBUG] [FORECASTER] ACM: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T07:06:51.453191] [DEBUG] [FORECASTER] ACM: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T07:06:51.655054] [DEBUG] [FORECASTER] ACM: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T07:06:51.859232] [DEBUG] [FORECASTER] ACM: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T07:06:52.063701] [DEBUG] [FORECASTER] ACM: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T07:06:52.264275] [DEBUG] [FORECASTER] ACM: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-25T07:06:52.467598] [DEBUG] [FORECASTER] ACM: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T07:06:52.675035] [DEBUG] [FORECASTER] ACM: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T07:06:52.675236] [INFO ] [CONFIGURE ] ACM: DISCARDED add_obv_interval (score: 80.00%)
[2025-11-25T07:06:52.675296] [INFO ] [CONFIGURE ] JOB ETA: 3.4h | Avg: 2.7s/test | Remaining: 4629 tests
[2025-11-25T07:06:52.675345] [INFO ] [CONFIGURE ] ACM: Testing feature 13/29: add_opening_strength
[2025-11-25T07:06:52.675392] [INFO ] [CONFIGURE ] ACM: Testing with features: ['add_mfi', 'add_daily_returns', 'add_opening_strength']
[2025-11-25T07:06:52.911404] [DEBUG] [FORECASTER] ACM: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T07:06:53.156072] [DEBUG] [FORECASTER] ACM: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T07:06:53.382751] [DEBUG] [FORECASTER] ACM: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T07:06:53.621010] [DEBUG] [FORECASTER] ACM: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T07:06:53.852366] [DEBUG] [FORECASTER] ACM: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T07:06:54.085987] [DEBUG] [FORECASTER] ACM: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T07:06:54.332267] [DEBUG] [FORECASTER] ACM: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T07:06:54.568244] [DEBUG] [FORECASTER] ACM: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-25T07:06:54.802671] [DEBUG] [FORECASTER] ACM: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T07:06:55.035693] [DEBUG] [FORECASTER] ACM: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T07:06:55.035907] [INFO ] [CONFIGURE ] ACM: DISCARDED add_opening_strength (score: 50.00%)
[2025-11-25T07:06:55.035968] [INFO ] [CONFIGURE ] JOB ETA: 3.4h | Avg: 2.7s/test | Remaining: 4628 tests
[2025-11-25T07:06:55.036078] [INFO ] [CONFIGURE ] ACM: Testing feature 14/29: add_order_flow_imbalance
[2025-11-25T07:06:55.036126] [INFO ] [CONFIGURE ] ACM: Testing with features: ['add_mfi', 'add_order_flow_imbalance']
[2025-11-25T07:06:55.248959] [DEBUG] [FORECASTER] ACM: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T07:06:55.486615] [DEBUG] [FORECASTER] ACM: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T07:06:55.700410] [DEBUG] [FORECASTER] ACM: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T07:06:55.933224] [DEBUG] [FORECASTER] ACM: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T07:06:56.161182] [DEBUG] [FORECASTER] ACM: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T07:06:56.391357] [DEBUG] [FORECASTER] ACM: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T07:06:56.621258] [DEBUG] [FORECASTER] ACM: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T07:06:56.847519] [DEBUG] [FORECASTER] ACM: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-25T07:06:57.076370] [DEBUG] [FORECASTER] ACM: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T07:06:57.332069] [DEBUG] [FORECASTER] ACM: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T07:06:57.332286] [INFO ] [CONFIGURE ] ACM: DISCARDED add_order_flow_imbalance (score: 70.00%)
[2025-11-25T07:06:57.332348] [INFO ] [CONFIGURE ] JOB ETA: 3.4h | Avg: 2.7s/test | Remaining: 4627 tests
[2025-11-25T07:06:57.332397] [INFO ] [CONFIGURE ] ACM: Testing feature 15/29: add_pbf_morning_momentum
[2025-11-25T07:06:57.332442] [INFO ] [CONFIGURE ] ACM: Testing with features: ['add_mfi', 'add_pbf_morning_momentum']
[2025-11-25T07:06:57.553793] [DEBUG] [FORECASTER] ACM: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T07:06:57.766142] [DEBUG] [FORECASTER] ACM: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T07:06:57.972062] [DEBUG] [FORECASTER] ACM: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T07:06:58.208738] [DEBUG] [FORECASTER] ACM: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T07:06:58.432147] [DEBUG] [FORECASTER] ACM: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T07:06:58.645448] [DEBUG] [FORECASTER] ACM: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T07:06:58.854632] [DEBUG] [FORECASTER] ACM: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T07:06:59.062186] [DEBUG] [FORECASTER] ACM: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T07:06:59.275120] [DEBUG] [FORECASTER] ACM: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T07:06:59.493015] [DEBUG] [FORECASTER] ACM: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T07:06:59.493219] [INFO ] [CONFIGURE ] ACM: DISCARDED add_pbf_morning_momentum (score: 90.00%)
[2025-11-25T07:06:59.493436] [INFO ] [CONFIGURE ] JOB ETA: 3.4h | Avg: 2.7s/test | Remaining: 4626 tests
[2025-11-25T07:06:59.493549] [INFO ] [CONFIGURE ] ACM: Testing feature 16/29: add_pbf_overnight_gap
[2025-11-25T07:06:59.493608] [INFO ] [CONFIGURE ] ACM: Testing with features: ['add_mfi', 'add_pbf_overnight_gap']
[2025-11-25T07:06:59.721221] [DEBUG] [FORECASTER] ACM: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T07:06:59.947389] [DEBUG] [FORECASTER] ACM: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T07:07:00.964418] [DEBUG] [FORECASTER] ACM: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T07:07:01.445633] [DEBUG] [FORECASTER] ACM: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T07:07:01.682733] [DEBUG] [FORECASTER] ACM: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T07:07:01.944966] [DEBUG] [FORECASTER] ACM: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T07:07:02.195063] [DEBUG] [FORECASTER] ACM: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T07:07:02.447430] [DEBUG] [FORECASTER] ACM: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-25T07:07:02.758225] [DEBUG] [FORECASTER] ACM: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T07:07:03.055336] [DEBUG] [FORECASTER] ACM: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T07:07:03.055585] [INFO ] [CONFIGURE ] ACM: DISCARDED add_pbf_overnight_gap (score: 70.00%)
[2025-11-25T07:07:03.055681] [INFO ] [CONFIGURE ] JOB ETA: 3.4h | Avg: 2.7s/test | Remaining: 4625 tests
[2025-11-25T07:07:03.055744] [INFO ] [CONFIGURE ] ACM: Testing feature 17/29: add_pbf_return_2d
[2025-11-25T07:07:03.055798] [INFO ] [CONFIGURE ] ACM: Testing with features: ['add_mfi', 'add_pbf_return_2d']
[2025-11-25T07:07:03.354597] [DEBUG] [FORECASTER] ACM: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T07:07:03.577864] [DEBUG] [FORECASTER] ACM: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T07:07:03.789494] [DEBUG] [FORECASTER] ACM: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T07:07:04.003622] [DEBUG] [FORECASTER] ACM: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T07:07:04.225509] [DEBUG] [FORECASTER] ACM: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T07:07:04.457464] [DEBUG] [FORECASTER] ACM: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T07:07:04.690332] [DEBUG] [FORECASTER] ACM: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T07:07:04.924214] [DEBUG] [FORECASTER] ACM: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-25T07:07:05.157000] [DEBUG] [FORECASTER] ACM: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T07:07:05.364356] [DEBUG] [FORECASTER] ACM: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T07:07:05.364510] [INFO ] [CONFIGURE ] ACM: DISCARDED add_pbf_return_2d (score: 70.00%)
[2025-11-25T07:07:05.364565] [INFO ] [CONFIGURE ] JOB ETA: 3.4h | Avg: 2.7s/test | Remaining: 4624 tests
[2025-11-25T07:07:05.364604] [INFO ] [CONFIGURE ] ACM: Testing feature 18/29: add_pbf_volatility_5d
[2025-11-25T07:07:05.364664] [INFO ] [CONFIGURE ] ACM: Testing with features: ['add_mfi', 'add_pbf_volatility_5d']
[2025-11-25T07:07:05.560136] [DEBUG] [FORECASTER] ACM: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T07:07:05.760965] [DEBUG] [FORECASTER] ACM: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T07:07:05.966264] [DEBUG] [FORECASTER] ACM: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T07:07:06.160597] [DEBUG] [FORECASTER] ACM: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T07:07:06.354424] [DEBUG] [FORECASTER] ACM: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T07:07:06.550215] [DEBUG] [FORECASTER] ACM: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T07:07:06.741759] [DEBUG] [FORECASTER] ACM: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T07:07:06.947354] [DEBUG] [FORECASTER] ACM: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-25T07:07:07.149165] [DEBUG] [FORECASTER] ACM: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T07:07:07.348806] [DEBUG] [FORECASTER] ACM: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T07:07:07.348981] [INFO ] [CONFIGURE ] ACM: DISCARDED add_pbf_volatility_5d (score: 80.00%)
[2025-11-25T07:07:07.349029] [INFO ] [CONFIGURE ] JOB ETA: 3.4h | Avg: 2.6s/test | Remaining: 4623 tests
[2025-11-25T07:07:07.349067] [INFO ] [CONFIGURE ] ACM: Testing feature 19/29: add_pbf_vs_sma_5
[2025-11-25T07:07:07.349112] [INFO ] [CONFIGURE ] ACM: Testing with features: ['add_mfi', 'add_pbf_vs_sma_5']
[2025-11-25T07:07:07.545762] [DEBUG] [FORECASTER] ACM: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T07:07:07.742622] [DEBUG] [FORECASTER] ACM: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T07:07:07.937162] [DEBUG] [FORECASTER] ACM: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T07:07:08.133619] [DEBUG] [FORECASTER] ACM: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T07:07:08.330687] [DEBUG] [FORECASTER] ACM: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T07:07:08.523329] [DEBUG] [FORECASTER] ACM: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T07:07:08.718024] [DEBUG] [FORECASTER] ACM: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T07:07:08.913027] [DEBUG] [FORECASTER] ACM: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-25T07:07:09.109724] [DEBUG] [FORECASTER] ACM: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T07:07:09.312834] [DEBUG] [FORECASTER] ACM: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T07:07:09.313031] [INFO ] [CONFIGURE ] ACM: DISCARDED add_pbf_vs_sma_5 (score: 80.00%)
[2025-11-25T07:07:09.313091] [INFO ] [CONFIGURE ] JOB ETA: 3.4h | Avg: 2.6s/test | Remaining: 4622 tests
[2025-11-25T07:07:09.313141] [INFO ] [CONFIGURE ] ACM: Testing feature 20/29: add_price_rejection
[2025-11-25T07:07:09.313187] [INFO ] [CONFIGURE ] ACM: Testing with features: ['add_mfi', 'add_price_rejection']
[2025-11-25T07:07:09.532983] [DEBUG] [FORECASTER] ACM: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T07:07:09.748922] [DEBUG] [FORECASTER] ACM: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T07:07:09.963969] [DEBUG] [FORECASTER] ACM: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T07:07:10.196634] [DEBUG] [FORECASTER] ACM: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T07:07:10.416960] [DEBUG] [FORECASTER] ACM: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T07:07:10.638631] [DEBUG] [FORECASTER] ACM: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T07:07:10.859278] [DEBUG] [FORECASTER] ACM: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T07:07:11.070525] [DEBUG] [FORECASTER] ACM: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-25T07:07:11.284041] [DEBUG] [FORECASTER] ACM: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T07:07:11.495085] [DEBUG] [FORECASTER] ACM: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T07:07:11.495275] [INFO ] [CONFIGURE ] ACM: DISCARDED add_price_rejection (score: 80.00%)
[2025-11-25T07:07:11.495331] [INFO ] [CONFIGURE ] JOB ETA: 3.4h | Avg: 2.6s/test | Remaining: 4621 tests
[2025-11-25T07:07:11.495378] [INFO ] [CONFIGURE ] ACM: Testing feature 21/29: add_range_position
[2025-11-25T07:07:11.495422] [INFO ] [CONFIGURE ] ACM: Testing with features: ['add_mfi', 'add_range_position']
[2025-11-25T07:07:11.744829] [DEBUG] [FORECASTER] ACM: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T07:07:11.998231] [DEBUG] [FORECASTER] ACM: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T07:07:12.250495] [DEBUG] [FORECASTER] ACM: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T07:07:12.501487] [DEBUG] [FORECASTER] ACM: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T07:07:12.742482] [DEBUG] [FORECASTER] ACM: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T07:07:12.991629] [DEBUG] [FORECASTER] ACM: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T07:07:13.238562] [DEBUG] [FORECASTER] ACM: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T07:07:13.481702] [DEBUG] [FORECASTER] ACM: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-25T07:07:13.728085] [DEBUG] [FORECASTER] ACM: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T07:07:13.983936] [DEBUG] [FORECASTER] ACM: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T07:07:13.984139] [INFO ] [CONFIGURE ] ACM: DISCARDED add_range_position (score: 60.00%)
[2025-11-25T07:07:13.984203] [INFO ] [CONFIGURE ] JOB ETA: 3.4h | Avg: 2.6s/test | Remaining: 4620 tests
[2025-11-25T07:07:13.984256] [INFO ] [CONFIGURE ] ACM: Testing feature 22/29: add_realized_volatility
[2025-11-25T07:07:13.984303] [INFO ] [CONFIGURE ] ACM: Testing with features: ['add_mfi', 'add_realized_volatility']
[2025-11-25T07:07:14.334226] [DEBUG] [FORECASTER] ACM: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T07:07:14.670871] [DEBUG] [FORECASTER] ACM: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T07:07:15.016708] [DEBUG] [FORECASTER] ACM: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T07:07:15.358568] [DEBUG] [FORECASTER] ACM: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T07:07:15.705347] [DEBUG] [FORECASTER] ACM: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T07:07:16.036213] [DEBUG] [FORECASTER] ACM: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T07:07:16.390383] [DEBUG] [FORECASTER] ACM: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T07:07:16.722034] [DEBUG] [FORECASTER] ACM: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T07:07:17.065750] [DEBUG] [FORECASTER] ACM: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T07:07:17.433293] [DEBUG] [FORECASTER] ACM: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T07:07:17.433529] [INFO ] [CONFIGURE ] ACM: DISCARDED add_realized_volatility (score: 80.00%)
[2025-11-25T07:07:17.433612] [INFO ] [CONFIGURE ] JOB ETA: 3.4h | Avg: 2.6s/test | Remaining: 4619 tests
[2025-11-25T07:07:17.433708] [INFO ] [CONFIGURE ] ACM: Testing feature 23/29: add_recent_range_context
[2025-11-25T07:07:17.433778] [INFO ] [CONFIGURE ] ACM: Testing with features: ['add_mfi', 'add_recent_range_context']
[2025-11-25T07:07:17.687732] [DEBUG] [FORECASTER] ACM: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T07:07:17.921701] [DEBUG] [FORECASTER] ACM: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T07:07:18.153387] [DEBUG] [FORECASTER] ACM: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T07:07:18.377280] [DEBUG] [FORECASTER] ACM: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T07:07:18.594675] [DEBUG] [FORECASTER] ACM: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T07:07:18.816911] [DEBUG] [FORECASTER] ACM: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T07:07:19.026401] [DEBUG] [FORECASTER] ACM: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T07:07:19.243191] [DEBUG] [FORECASTER] ACM: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T07:07:19.462777] [DEBUG] [FORECASTER] ACM: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T07:07:19.678407] [DEBUG] [FORECASTER] ACM: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T07:07:19.678575] [INFO ] [CONFIGURE ] ACM: DISCARDED add_recent_range_context (score: 80.00%)
[2025-11-25T07:07:19.678637] [INFO ] [CONFIGURE ] JOB ETA: 3.4h | Avg: 2.6s/test | Remaining: 4618 tests
[2025-11-25T07:07:19.678707] [INFO ] [CONFIGURE ] ACM: Testing feature 24/29: add_rsi
[2025-11-25T07:07:19.678752] [INFO ] [CONFIGURE ] ACM: Testing with features: ['add_mfi', 'add_ema', 'add_rsi']
[2025-11-25T07:07:19.942090] [DEBUG] [FORECASTER] ACM: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T07:07:20.199665] [DEBUG] [FORECASTER] ACM: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T07:07:20.446845] [DEBUG] [FORECASTER] ACM: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T07:07:20.695447] [DEBUG] [FORECASTER] ACM: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T07:07:20.949254] [DEBUG] [FORECASTER] ACM: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T07:07:21.209674] [DEBUG] [FORECASTER] ACM: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T07:07:21.454591] [DEBUG] [FORECASTER] ACM: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T07:07:21.705435] [DEBUG] [FORECASTER] ACM: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-25T07:07:21.952191] [DEBUG] [FORECASTER] ACM: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T07:07:22.199594] [DEBUG] [FORECASTER] ACM: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T07:07:22.199786] [INFO ] [CONFIGURE ] ACM: DISCARDED add_rsi (score: 70.00%)
[2025-11-25T07:07:22.199845] [INFO ] [CONFIGURE ] JOB ETA: 3.4h | Avg: 2.6s/test | Remaining: 4617 tests
[2025-11-25T07:07:22.199892] [INFO ] [CONFIGURE ] ACM: Testing feature 25/29: add_tick_distribution
[2025-11-25T07:07:22.199935] [INFO ] [CONFIGURE ] ACM: Testing with features: ['add_mfi', 'add_tick_distribution']
[2025-11-25T07:07:22.396315] [DEBUG] [FORECASTER] ACM: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T07:07:22.592795] [DEBUG] [FORECASTER] ACM: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T07:07:22.791686] [DEBUG] [FORECASTER] ACM: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T07:07:22.987495] [DEBUG] [FORECASTER] ACM: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T07:07:23.185129] [DEBUG] [FORECASTER] ACM: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T07:07:23.382032] [DEBUG] [FORECASTER] ACM: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T07:07:23.585253] [DEBUG] [FORECASTER] ACM: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T07:07:23.794787] [DEBUG] [FORECASTER] ACM: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-25T07:07:23.991728] [DEBUG] [FORECASTER] ACM: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T07:07:24.197454] [DEBUG] [FORECASTER] ACM: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T07:07:24.197608] [INFO ] [CONFIGURE ] ACM: DISCARDED add_tick_distribution (score: 70.00%)
[2025-11-25T07:07:24.197698] [INFO ] [CONFIGURE ] JOB ETA: 3.4h | Avg: 2.6s/test | Remaining: 4616 tests
[2025-11-25T07:07:24.197756] [INFO ] [CONFIGURE ] ACM: Testing feature 26/29: add_volume_momentum_confirmation
[2025-11-25T07:07:24.197812] [INFO ] [CONFIGURE ] ACM: Testing with features: ['add_mfi', 'add_volume_momentum_confirmation']
[2025-11-25T07:07:24.395916] [DEBUG] [FORECASTER] ACM: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T07:07:24.590593] [DEBUG] [FORECASTER] ACM: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T07:07:24.782378] [DEBUG] [FORECASTER] ACM: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T07:07:24.975956] [DEBUG] [FORECASTER] ACM: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T07:07:25.184312] [DEBUG] [FORECASTER] ACM: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T07:07:25.388313] [DEBUG] [FORECASTER] ACM: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T07:07:25.592450] [DEBUG] [FORECASTER] ACM: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T07:07:25.800779] [DEBUG] [FORECASTER] ACM: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-25T07:07:26.002919] [DEBUG] [FORECASTER] ACM: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T07:07:26.206169] [DEBUG] [FORECASTER] ACM: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T07:07:26.206344] [INFO ] [CONFIGURE ] ACM: DISCARDED add_volume_momentum_confirmation (score: 70.00%)
[2025-11-25T07:07:26.206398] [INFO ] [CONFIGURE ] JOB ETA: 3.4h | Avg: 2.6s/test | Remaining: 4615 tests
[2025-11-25T07:07:26.206444] [INFO ] [CONFIGURE ] ACM: Testing feature 27/29: add_volume_price_divergence
[2025-11-25T07:07:26.206509] [INFO ] [CONFIGURE ] ACM: Testing with features: ['add_mfi', 'add_volume_price_divergence']
[2025-11-25T07:07:26.431690] [DEBUG] [FORECASTER] ACM: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T07:07:26.656114] [DEBUG] [FORECASTER] ACM: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T07:07:26.884081] [DEBUG] [FORECASTER] ACM: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T07:07:27.110580] [DEBUG] [FORECASTER] ACM: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T07:07:27.344626] [DEBUG] [FORECASTER] ACM: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T07:07:27.576628] [DEBUG] [FORECASTER] ACM: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T07:07:27.806053] [DEBUG] [FORECASTER] ACM: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T07:07:28.036815] [DEBUG] [FORECASTER] ACM: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-25T07:07:28.265405] [DEBUG] [FORECASTER] ACM: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T07:07:28.495331] [DEBUG] [FORECASTER] ACM: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T07:07:28.495511] [INFO ] [CONFIGURE ] ACM: DISCARDED add_volume_price_divergence (score: 70.00%)
[2025-11-25T07:07:28.495567] [INFO ] [CONFIGURE ] JOB ETA: 3.4h | Avg: 2.6s/test | Remaining: 4614 tests
[2025-11-25T07:07:28.495614] [INFO ] [CONFIGURE ] ACM: Testing feature 28/29: add_volume_profile
[2025-11-25T07:07:28.495678] [INFO ] [CONFIGURE ] ACM: Testing with features: ['add_mfi', 'add_volume_profile']
[2025-11-25T07:07:28.707557] [DEBUG] [FORECASTER] ACM: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T07:07:28.924104] [DEBUG] [FORECASTER] ACM: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T07:07:29.139166] [DEBUG] [FORECASTER] ACM: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T07:07:29.375141] [DEBUG] [FORECASTER] ACM: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T07:07:29.588856] [DEBUG] [FORECASTER] ACM: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T07:07:29.807446] [DEBUG] [FORECASTER] ACM: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T07:07:30.032774] [DEBUG] [FORECASTER] ACM: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T07:07:30.249969] [DEBUG] [FORECASTER] ACM: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-25T07:07:30.470964] [DEBUG] [FORECASTER] ACM: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T07:07:30.709123] [DEBUG] [FORECASTER] ACM: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T07:07:30.709337] [INFO ] [CONFIGURE ] ACM: DISCARDED add_volume_profile (score: 80.00%)
[2025-11-25T07:07:30.709399] [INFO ] [CONFIGURE ] JOB ETA: 3.4h | Avg: 2.6s/test | Remaining: 4613 tests
[2025-11-25T07:07:30.709449] [INFO ] [CONFIGURE ] ACM: Testing feature 29/29: add_vwap
[2025-11-25T07:07:30.709494] [INFO ] [CONFIGURE ] ACM: Testing with features: ['add_mfi', 'add_vwap']
[2025-11-25T07:07:30.954303] [DEBUG] [FORECASTER] ACM: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T07:07:31.188009] [DEBUG] [FORECASTER] ACM: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T07:07:31.421076] [DEBUG] [FORECASTER] ACM: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T07:07:31.661479] [DEBUG] [FORECASTER] ACM: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T07:07:31.904271] [DEBUG] [FORECASTER] ACM: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T07:07:32.144759] [DEBUG] [FORECASTER] ACM: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T07:07:32.367739] [DEBUG] [FORECASTER] ACM: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T07:07:32.591186] [DEBUG] [FORECASTER] ACM: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-25T07:07:32.833153] [DEBUG] [FORECASTER] ACM: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T07:07:33.073005] [DEBUG] [FORECASTER] ACM: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T07:07:33.073216] [INFO ] [CONFIGURE ] ACM: DISCARDED add_vwap (score: 70.00%)
[2025-11-25T07:07:33.073275] [INFO ] [CONFIGURE ] JOB ETA: 3.4h | Avg: 2.6s/test | Remaining: 4612 tests
[2025-11-25T07:07:33.073324] [INFO ] [CONFIGURE ] ACM: ===== FEATURE SELECTION COMPLETE =====
[2025-11-25T07:07:33.073368] [INFO ] [CONFIGURE ] ACM: Best accuracy: 90.00%
[2025-11-25T07:07:33.073411] [INFO ] [CONFIGURE ] ACM: Best feature set (1 features): ['add_mfi']
[2025-11-25T07:07:33.073450] [INFO ] [CONFIGURE ] ACM: Improvement over baseline: 10.00%
[2025-11-25T07:07:33.073488] [INFO ] [CONFIGURE ] ACM: Total time: 1.1 minutes
[2025-11-25T07:07:33.073526] [INFO ] [CONFIGURE ] ACM: Average time per feature: 2.3 seconds
[2025-11-25T07:07:33.073563] [INFO ] [CONFIGURE ] ACM: Average speed: 0.43 features/sec
[2025-11-25T07:07:33.073959] [INFO ] [LOCAL     ] Saved configuration for ACM: 1 features, 90.00% accuracy -> ./output/feature-sets/ACM.json
[2025-11-25T07:07:33.074018] [INFO ] [CONFIGURE ] ACM: Configuration saved successfully: 1 features, 90.00% accuracy.
[2025-11-25T07:07:33.074068] [INFO ] [sig       ] [5/164] Successfully configured ACM | 0.01 sym/s | Total: 6.5m | ETA: 3.4h
[2025-11-25T07:07:33.074111] [INFO ] [sig       ] [6/164] Configuring ACP...
[2025-11-25T07:07:33.074150] [INFO ] [CONFIGURE ] ACP: Configurate test run.
[2025-11-25T07:07:33.074191] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ACP' from 'https://tdm.silogroup.org/data/derivative_storage/ACP.csv'.
[2025-11-25T07:07:33.086985] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'ACP'.
[2025-11-25T07:07:33.087731] [INFO ] [CONFIGURE ] ACP: Testing with 29 available features
[2025-11-25T07:07:33.087812] [INFO ] [CONFIGURE ] ACP: Establishing baseline with no features...
[2025-11-25T07:07:33.262536] [DEBUG] [FORECASTER] ACP: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T07:07:33.442309] [DEBUG] [FORECASTER] ACP: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T07:07:33.633620] [DEBUG] [FORECASTER] ACP: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T07:07:33.818403] [DEBUG] [FORECASTER] ACP: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T07:07:34.005342] [DEBUG] [FORECASTER] ACP: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T07:07:34.196667] [DEBUG] [FORECASTER] ACP: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T07:07:34.374240] [DEBUG] [FORECASTER] ACP: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T07:07:34.546259] [DEBUG] [FORECASTER] ACP: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-25T07:07:34.719051] [DEBUG] [FORECASTER] ACP: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T07:07:34.905714] [DEBUG] [FORECASTER] ACP: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T07:07:34.905905] [INFO ] [CONFIGURE ] ACP: Baseline score (no features): 60.00%
[2025-11-25T07:07:34.905960] [INFO ] [CONFIGURE ] ACP: Testing feature 1/29: add_bollinger_bands
[2025-11-25T07:07:34.906001] [INFO ] [CONFIGURE ] ACP: Testing with features: ['add_bollinger_bands']
[2025-11-25T07:07:35.119368] [DEBUG] [FORECASTER] ACP: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T07:07:35.354990] [DEBUG] [FORECASTER] ACP: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0
[2025-11-25T07:07:35.554141] [DEBUG] [FORECASTER] ACP: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T07:07:35.749175] [DEBUG] [FORECASTER] ACP: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T07:07:35.948063] [DEBUG] [FORECASTER] ACP: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T07:07:36.149638] [DEBUG] [FORECASTER] ACP: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T07:07:36.355393] [DEBUG] [FORECASTER] ACP: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T07:07:36.561052] [DEBUG] [FORECASTER] ACP: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-25T07:07:36.780435] [DEBUG] [FORECASTER] ACP: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T07:07:36.989612] [DEBUG] [FORECASTER] ACP: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T07:07:36.989806] [INFO ] [CONFIGURE ] ACP: DISCARDED add_bollinger_bands (score: 50.00%)
[2025-11-25T07:07:36.989855] [INFO ] [CONFIGURE ] JOB ETA: 3.4h | Avg: 2.6s/test | Remaining: 4611 tests
[2025-11-25T07:07:36.989894] [INFO ] [CONFIGURE ] ACP: Testing feature 2/29: add_cumulative_delta
[2025-11-25T07:07:36.989928] [INFO ] [CONFIGURE ] ACP: Testing with features: ['add_cumulative_delta']
[2025-11-25T07:07:37.200319] [DEBUG] [FORECASTER] ACP: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0
[2025-11-25T07:07:37.434049] [DEBUG] [FORECASTER] ACP: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T07:07:37.671894] [DEBUG] [FORECASTER] ACP: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T07:07:37.901746] [DEBUG] [FORECASTER] ACP: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T07:07:38.138034] [DEBUG] [FORECASTER] ACP: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-25T07:07:38.363449] [DEBUG] [FORECASTER] ACP: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T07:07:38.599576] [DEBUG] [FORECASTER] ACP: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T07:07:38.820780] [DEBUG] [FORECASTER] ACP: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-25T07:07:39.032204] [DEBUG] [FORECASTER] ACP: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T07:07:39.250561] [DEBUG] [FORECASTER] ACP: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T07:07:39.250745] [INFO ] [CONFIGURE ] ACP: DISCARDED add_cumulative_delta (score: 60.00%)
[2025-11-25T07:07:39.250815] [INFO ] [CONFIGURE ] JOB ETA: 3.4h | Avg: 2.6s/test | Remaining: 4610 tests
[2025-11-25T07:07:39.250876] [INFO ] [CONFIGURE ] ACP: Testing feature 3/29: add_daily_returns
[2025-11-25T07:07:39.250923] [INFO ] [CONFIGURE ] ACP: Testing with features: ['add_daily_returns']
[2025-11-25T07:07:39.435289] [DEBUG] [FORECASTER] ACP: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T07:07:39.618247] [DEBUG] [FORECASTER] ACP: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T07:07:39.798428] [DEBUG] [FORECASTER] ACP: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T07:07:39.984152] [DEBUG] [FORECASTER] ACP: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T07:07:40.172373] [DEBUG] [FORECASTER] ACP: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T07:07:40.353711] [DEBUG] [FORECASTER] ACP: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T07:07:40.536602] [DEBUG] [FORECASTER] ACP: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T07:07:40.726445] [DEBUG] [FORECASTER] ACP: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T07:07:40.914917] [DEBUG] [FORECASTER] ACP: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T07:07:41.098083] [DEBUG] [FORECASTER] ACP: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T07:07:41.098266] [INFO ] [CONFIGURE ] ACP: DISCARDED add_daily_returns (score: 60.00%)
[2025-11-25T07:07:41.098317] [INFO ] [CONFIGURE ] JOB ETA: 3.3h | Avg: 2.6s/test | Remaining: 4609 tests
[2025-11-25T07:07:41.098355] [INFO ] [CONFIGURE ] ACP: Testing feature 4/29: add_ema
[2025-11-25T07:07:41.098391] [INFO ] [CONFIGURE ] ACP: Testing with features: ['add_ema']
[2025-11-25T07:07:41.311401] [DEBUG] [FORECASTER] ACP: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T07:07:41.534821] [DEBUG] [FORECASTER] ACP: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0
[2025-11-25T07:07:41.758088] [DEBUG] [FORECASTER] ACP: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T07:07:41.971031] [DEBUG] [FORECASTER] ACP: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T07:07:42.185735] [DEBUG] [FORECASTER] ACP: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T07:07:42.399768] [DEBUG] [FORECASTER] ACP: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T07:07:42.616595] [DEBUG] [FORECASTER] ACP: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T07:07:42.838180] [DEBUG] [FORECASTER] ACP: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-25T07:07:43.058719] [DEBUG] [FORECASTER] ACP: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T07:07:43.279393] [DEBUG] [FORECASTER] ACP: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T07:07:43.279606] [INFO ] [CONFIGURE ] ACP: DISCARDED add_ema (score: 40.00%)
[2025-11-25T07:07:43.279674] [INFO ] [CONFIGURE ] JOB ETA: 3.3h | Avg: 2.6s/test | Remaining: 4608 tests
[2025-11-25T07:07:43.279723] [INFO ] [CONFIGURE ] ACP: Testing feature 5/29: add_exhaustion_signals
[2025-11-25T07:07:43.279788] [INFO ] [CONFIGURE ] ACP: Testing with features: ['add_vwap', 'add_exhaustion_signals']
[2025-11-25T07:07:43.503244] [DEBUG] [FORECASTER] ACP: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0
[2025-11-25T07:07:43.728010] [DEBUG] [FORECASTER] ACP: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T07:07:43.971362] [DEBUG] [FORECASTER] ACP: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T07:07:44.202973] [DEBUG] [FORECASTER] ACP: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T07:07:44.432734] [DEBUG] [FORECASTER] ACP: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-25T07:07:44.646863] [DEBUG] [FORECASTER] ACP: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T07:07:44.866552] [DEBUG] [FORECASTER] ACP: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T07:07:45.091040] [DEBUG] [FORECASTER] ACP: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-25T07:07:45.308900] [DEBUG] [FORECASTER] ACP: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T07:07:45.534575] [DEBUG] [FORECASTER] ACP: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T07:07:45.534782] [INFO ] [CONFIGURE ] ACP: DISCARDED add_exhaustion_signals (score: 30.00%)
[2025-11-25T07:07:45.534840] [INFO ] [CONFIGURE ] JOB ETA: 3.3h | Avg: 2.6s/test | Remaining: 4607 tests
[2025-11-25T07:07:45.534888] [INFO ] [CONFIGURE ] ACP: Testing feature 6/29: add_failed_moves
[2025-11-25T07:07:45.534931] [INFO ] [CONFIGURE ] ACP: Testing with features: ['add_failed_moves']
[2025-11-25T07:07:45.717276] [DEBUG] [FORECASTER] ACP: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T07:07:45.897593] [DEBUG] [FORECASTER] ACP: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0
[2025-11-25T07:07:46.080357] [DEBUG] [FORECASTER] ACP: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T07:07:46.272158] [DEBUG] [FORECASTER] ACP: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T07:07:46.457412] [DEBUG] [FORECASTER] ACP: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T07:07:46.644618] [DEBUG] [FORECASTER] ACP: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T07:07:46.831227] [DEBUG] [FORECASTER] ACP: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T07:07:47.018168] [DEBUG] [FORECASTER] ACP: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-25T07:07:47.211544] [DEBUG] [FORECASTER] ACP: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T07:07:47.396889] [DEBUG] [FORECASTER] ACP: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T07:07:47.397040] [INFO ] [CONFIGURE ] ACP: DISCARDED add_failed_moves (score: 40.00%)
[2025-11-25T07:07:47.397089] [INFO ] [CONFIGURE ] JOB ETA: 3.3h | Avg: 2.6s/test | Remaining: 4606 tests
[2025-11-25T07:07:47.397126] [INFO ] [CONFIGURE ] ACP: Testing feature 7/29: add_lag_shelf
[2025-11-25T07:07:47.397182] [INFO ] [CONFIGURE ] ACP: Testing with features: ['add_lag_shelf']
[2025-11-25T07:07:47.566884] [DEBUG] [FORECASTER] ACP: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T07:07:47.739849] [DEBUG] [FORECASTER] ACP: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T07:07:47.912281] [DEBUG] [FORECASTER] ACP: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T07:07:48.083927] [DEBUG] [FORECASTER] ACP: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T07:07:48.257340] [DEBUG] [FORECASTER] ACP: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T07:07:48.430316] [DEBUG] [FORECASTER] ACP: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T07:07:48.606916] [DEBUG] [FORECASTER] ACP: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T07:07:48.779768] [DEBUG] [FORECASTER] ACP: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-25T07:07:48.963769] [DEBUG] [FORECASTER] ACP: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T07:07:49.137698] [DEBUG] [FORECASTER] ACP: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T07:07:49.137850] [INFO ] [CONFIGURE ] ACP: DISCARDED add_lag_shelf (score: 60.00%)
[2025-11-25T07:07:49.137897] [INFO ] [CONFIGURE ] JOB ETA: 3.3h | Avg: 2.6s/test | Remaining: 4605 tests
[2025-11-25T07:07:49.137934] [INFO ] [CONFIGURE ] ACP: Testing feature 8/29: add_macd
[2025-11-25T07:07:49.137969] [INFO ] [CONFIGURE ] ACP: Testing with features: ['add_vwap', 'add_macd']
[2025-11-25T07:07:49.413512] [DEBUG] [FORECASTER] ACP: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0
[2025-11-25T07:07:49.681488] [DEBUG] [FORECASTER] ACP: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T07:07:49.978964] [DEBUG] [FORECASTER] ACP: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T07:07:50.266322] [DEBUG] [FORECASTER] ACP: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T07:07:50.553120] [DEBUG] [FORECASTER] ACP: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T07:07:50.831770] [DEBUG] [FORECASTER] ACP: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T07:07:51.109021] [DEBUG] [FORECASTER] ACP: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T07:07:51.403188] [DEBUG] [FORECASTER] ACP: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-25T07:07:51.699387] [DEBUG] [FORECASTER] ACP: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T07:07:51.975832] [DEBUG] [FORECASTER] ACP: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T07:07:51.976015] [INFO ] [CONFIGURE ] ACP: DISCARDED add_macd (score: 40.00%)
[2025-11-25T07:07:51.976073] [INFO ] [CONFIGURE ] JOB ETA: 3.3h | Avg: 2.6s/test | Remaining: 4604 tests
[2025-11-25T07:07:51.976139] [INFO ] [CONFIGURE ] ACP: Testing feature 9/29: add_mfi
[2025-11-25T07:07:51.976195] [INFO ] [CONFIGURE ] ACP: Testing with features: ['add_mfi']
[2025-11-25T07:07:52.155093] [DEBUG] [FORECASTER] ACP: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T07:07:52.334194] [DEBUG] [FORECASTER] ACP: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0
[2025-11-25T07:07:52.514290] [DEBUG] [FORECASTER] ACP: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T07:07:52.694218] [DEBUG] [FORECASTER] ACP: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T07:07:52.876721] [DEBUG] [FORECASTER] ACP: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T07:07:53.061340] [DEBUG] [FORECASTER] ACP: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T07:07:53.245218] [DEBUG] [FORECASTER] ACP: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T07:07:53.433331] [DEBUG] [FORECASTER] ACP: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-25T07:07:53.616176] [DEBUG] [FORECASTER] ACP: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T07:07:53.802182] [DEBUG] [FORECASTER] ACP: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T07:07:53.802365] [INFO ] [CONFIGURE ] ACP: DISCARDED add_mfi (score: 60.00%)
[2025-11-25T07:07:53.802418] [INFO ] [CONFIGURE ] JOB ETA: 3.3h | Avg: 2.6s/test | Remaining: 4603 tests
[2025-11-25T07:07:53.802457] [INFO ] [CONFIGURE ] ACP: Testing feature 10/29: add_momentum_acceleration
[2025-11-25T07:07:53.802492] [INFO ] [CONFIGURE ] ACP: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-11-25T07:07:54.079689] [DEBUG] [FORECASTER] ACP: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T07:07:54.364504] [DEBUG] [FORECASTER] ACP: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0
[2025-11-25T07:07:54.642389] [DEBUG] [FORECASTER] ACP: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T07:07:54.915632] [DEBUG] [FORECASTER] ACP: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T07:07:55.237580] [DEBUG] [FORECASTER] ACP: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T07:07:55.620118] [DEBUG] [FORECASTER] ACP: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T07:07:55.940436] [DEBUG] [FORECASTER] ACP: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T07:07:56.239510] [DEBUG] [FORECASTER] ACP: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-25T07:07:56.509178] [DEBUG] [FORECASTER] ACP: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T07:07:56.786009] [DEBUG] [FORECASTER] ACP: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T07:07:56.786179] [INFO ] [CONFIGURE ] ACP: DISCARDED add_momentum_acceleration (score: 50.00%)
[2025-11-25T07:07:56.786235] [INFO ] [CONFIGURE ] JOB ETA: 3.3h | Avg: 2.6s/test | Remaining: 4602 tests
[2025-11-25T07:07:56.786284] [INFO ] [CONFIGURE ] ACP: Testing feature 11/29: add_obv_daily
[2025-11-25T07:07:56.786333] [INFO ] [CONFIGURE ] ACP: Testing with features: ['add_obv_daily']
[2025-11-25T07:07:56.978619] [DEBUG] [FORECASTER] ACP: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T07:07:57.168828] [DEBUG] [FORECASTER] ACP: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0
[2025-11-25T07:07:57.357783] [DEBUG] [FORECASTER] ACP: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T07:07:57.552217] [DEBUG] [FORECASTER] ACP: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T07:07:57.745336] [DEBUG] [FORECASTER] ACP: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T07:07:57.941041] [DEBUG] [FORECASTER] ACP: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T07:07:58.140359] [DEBUG] [FORECASTER] ACP: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T07:07:58.336463] [DEBUG] [FORECASTER] ACP: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-25T07:07:58.538955] [DEBUG] [FORECASTER] ACP: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T07:07:58.730250] [DEBUG] [FORECASTER] ACP: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T07:07:58.730426] [INFO ] [CONFIGURE ] ACP: DISCARDED add_obv_daily (score: 50.00%)
[2025-11-25T07:07:58.730477] [INFO ] [CONFIGURE ] JOB ETA: 3.3h | Avg: 2.6s/test | Remaining: 4601 tests
[2025-11-25T07:07:58.730517] [INFO ] [CONFIGURE ] ACP: Testing feature 12/29: add_obv_interval
[2025-11-25T07:07:58.730610] [INFO ] [CONFIGURE ] ACP: Testing with features: ['add_obv_interval']
[2025-11-25T07:07:58.927074] [DEBUG] [FORECASTER] ACP: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T07:07:59.124107] [DEBUG] [FORECASTER] ACP: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0
[2025-11-25T07:07:59.328492] [DEBUG] [FORECASTER] ACP: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T07:07:59.527472] [DEBUG] [FORECASTER] ACP: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T07:07:59.722388] [DEBUG] [FORECASTER] ACP: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T07:07:59.913457] [DEBUG] [FORECASTER] ACP: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T07:08:00.106735] [DEBUG] [FORECASTER] ACP: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T07:08:00.302925] [DEBUG] [FORECASTER] ACP: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-25T07:08:01.229930] [DEBUG] [FORECASTER] ACP: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T07:08:01.437075] [DEBUG] [FORECASTER] ACP: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T07:08:01.437223] [INFO ] [CONFIGURE ] ACP: DISCARDED add_obv_interval (score: 30.00%)
[2025-11-25T07:08:01.437272] [INFO ] [CONFIGURE ] JOB ETA: 3.3h | Avg: 2.6s/test | Remaining: 4600 tests
[2025-11-25T07:08:01.437310] [INFO ] [CONFIGURE ] ACP: Testing feature 13/29: add_opening_strength
[2025-11-25T07:08:01.437347] [INFO ] [CONFIGURE ] ACP: Testing with features: ['add_daily_returns', 'add_opening_strength']
[2025-11-25T07:08:01.718690] [DEBUG] [FORECASTER] ACP: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0
[2025-11-25T07:08:01.926814] [DEBUG] [FORECASTER] ACP: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T07:08:02.143196] [DEBUG] [FORECASTER] ACP: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T07:08:02.355786] [DEBUG] [FORECASTER] ACP: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T07:08:02.575890] [DEBUG] [FORECASTER] ACP: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T07:08:02.788344] [DEBUG] [FORECASTER] ACP: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T07:08:02.999347] [DEBUG] [FORECASTER] ACP: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T07:08:03.212004] [DEBUG] [FORECASTER] ACP: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-25T07:08:03.427334] [DEBUG] [FORECASTER] ACP: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T07:08:03.639498] [DEBUG] [FORECASTER] ACP: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T07:08:03.639704] [INFO ] [CONFIGURE ] ACP: DISCARDED add_opening_strength (score: 40.00%)
[2025-11-25T07:08:03.639790] [INFO ] [CONFIGURE ] JOB ETA: 3.3h | Avg: 2.6s/test | Remaining: 4599 tests
[2025-11-25T07:08:03.639842] [INFO ] [CONFIGURE ] ACP: Testing feature 14/29: add_order_flow_imbalance
[2025-11-25T07:08:03.639889] [INFO ] [CONFIGURE ] ACP: Testing with features: ['add_order_flow_imbalance']
[2025-11-25T07:08:03.842602] [DEBUG] [FORECASTER] ACP: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T07:08:04.058069] [DEBUG] [FORECASTER] ACP: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T07:08:04.277018] [DEBUG] [FORECASTER] ACP: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T07:08:04.477458] [DEBUG] [FORECASTER] ACP: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T07:08:04.677267] [DEBUG] [FORECASTER] ACP: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T07:08:04.889519] [DEBUG] [FORECASTER] ACP: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T07:08:05.092027] [DEBUG] [FORECASTER] ACP: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T07:08:05.323890] [DEBUG] [FORECASTER] ACP: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-25T07:08:05.528320] [DEBUG] [FORECASTER] ACP: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T07:08:05.737790] [DEBUG] [FORECASTER] ACP: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T07:08:05.737957] [INFO ] [CONFIGURE ] ACP: KEPT add_order_flow_imbalance (score: 70.00%)
[2025-11-25T07:08:05.738005] [INFO ] [CONFIGURE ] JOB ETA: 3.3h | Avg: 2.6s/test | Remaining: 4598 tests
[2025-11-25T07:08:05.738043] [INFO ] [CONFIGURE ] ACP: Testing feature 15/29: add_pbf_morning_momentum
[2025-11-25T07:08:05.738080] [INFO ] [CONFIGURE ] ACP: Testing with features: ['add_order_flow_imbalance', 'add_pbf_morning_momentum']
[2025-11-25T07:08:05.937493] [DEBUG] [FORECASTER] ACP: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0
[2025-11-25T07:08:06.146831] [DEBUG] [FORECASTER] ACP: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T07:08:06.354363] [DEBUG] [FORECASTER] ACP: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T07:08:06.558424] [DEBUG] [FORECASTER] ACP: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T07:08:06.766818] [DEBUG] [FORECASTER] ACP: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-25T07:08:06.970187] [DEBUG] [FORECASTER] ACP: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T07:08:07.171991] [DEBUG] [FORECASTER] ACP: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T07:08:07.375448] [DEBUG] [FORECASTER] ACP: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-25T07:08:07.587692] [DEBUG] [FORECASTER] ACP: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T07:08:07.795051] [DEBUG] [FORECASTER] ACP: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T07:08:07.795241] [INFO ] [CONFIGURE ] ACP: DISCARDED add_pbf_morning_momentum (score: 30.00%)
[2025-11-25T07:08:07.795301] [INFO ] [CONFIGURE ] JOB ETA: 3.3h | Avg: 2.6s/test | Remaining: 4597 tests
[2025-11-25T07:08:07.795351] [INFO ] [CONFIGURE ] ACP: Testing feature 16/29: add_pbf_overnight_gap
[2025-11-25T07:08:07.795396] [INFO ] [CONFIGURE ] ACP: Testing with features: ['add_order_flow_imbalance', 'add_pbf_overnight_gap']
[2025-11-25T07:08:08.020605] [DEBUG] [FORECASTER] ACP: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0
[2025-11-25T07:08:08.253675] [DEBUG] [FORECASTER] ACP: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T07:08:08.494411] [DEBUG] [FORECASTER] ACP: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T07:08:08.723819] [DEBUG] [FORECASTER] ACP: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T07:08:08.950677] [DEBUG] [FORECASTER] ACP: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-25T07:08:09.186755] [DEBUG] [FORECASTER] ACP: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T07:08:09.412570] [DEBUG] [FORECASTER] ACP: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T07:08:09.641455] [DEBUG] [FORECASTER] ACP: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-25T07:08:09.864025] [DEBUG] [FORECASTER] ACP: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T07:08:10.114807] [DEBUG] [FORECASTER] ACP: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T07:08:10.115004] [INFO ] [CONFIGURE ] ACP: DISCARDED add_pbf_overnight_gap (score: 50.00%)
[2025-11-25T07:08:10.115063] [INFO ] [CONFIGURE ] JOB ETA: 3.3h | Avg: 2.6s/test | Remaining: 4596 tests
[2025-11-25T07:08:10.115112] [INFO ] [CONFIGURE ] ACP: Testing feature 17/29: add_pbf_return_2d
[2025-11-25T07:08:10.115157] [INFO ] [CONFIGURE ] ACP: Testing with features: ['add_order_flow_imbalance', 'add_pbf_return_2d']
[2025-11-25T07:08:10.344573] [DEBUG] [FORECASTER] ACP: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0
[2025-11-25T07:08:10.591246] [DEBUG] [FORECASTER] ACP: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T07:08:10.847610] [DEBUG] [FORECASTER] ACP: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T07:08:11.085012] [DEBUG] [FORECASTER] ACP: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T07:08:11.335862] [DEBUG] [FORECASTER] ACP: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-25T07:08:11.567167] [DEBUG] [FORECASTER] ACP: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T07:08:11.785982] [DEBUG] [FORECASTER] ACP: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T07:08:12.005545] [DEBUG] [FORECASTER] ACP: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-25T07:08:12.219199] [DEBUG] [FORECASTER] ACP: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T07:08:12.436492] [DEBUG] [FORECASTER] ACP: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T07:08:12.436679] [INFO ] [CONFIGURE ] ACP: DISCARDED add_pbf_return_2d (score: 40.00%)
[2025-11-25T07:08:12.436739] [INFO ] [CONFIGURE ] JOB ETA: 3.3h | Avg: 2.6s/test | Remaining: 4595 tests
[2025-11-25T07:08:12.436786] [INFO ] [CONFIGURE ] ACP: Testing feature 18/29: add_pbf_volatility_5d
[2025-11-25T07:08:12.436829] [INFO ] [CONFIGURE ] ACP: Testing with features: ['add_order_flow_imbalance', 'add_pbf_volatility_5d']
[2025-11-25T07:08:12.626002] [DEBUG] [FORECASTER] ACP: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T07:08:12.815689] [DEBUG] [FORECASTER] ACP: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T07:08:13.006201] [DEBUG] [FORECASTER] ACP: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T07:08:13.204738] [DEBUG] [FORECASTER] ACP: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T07:08:13.399191] [DEBUG] [FORECASTER] ACP: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T07:08:13.593678] [DEBUG] [FORECASTER] ACP: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T07:08:13.792958] [DEBUG] [FORECASTER] ACP: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T07:08:13.995401] [DEBUG] [FORECASTER] ACP: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-25T07:08:14.210779] [DEBUG] [FORECASTER] ACP: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T07:08:14.420245] [DEBUG] [FORECASTER] ACP: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T07:08:14.420468] [INFO ] [CONFIGURE ] ACP: DISCARDED add_pbf_volatility_5d (score: 60.00%)
[2025-11-25T07:08:14.420537] [INFO ] [CONFIGURE ] JOB ETA: 3.3h | Avg: 2.6s/test | Remaining: 4594 tests
[2025-11-25T07:08:14.420588] [INFO ] [CONFIGURE ] ACP: Testing feature 19/29: add_pbf_vs_sma_5
[2025-11-25T07:08:14.420632] [INFO ] [CONFIGURE ] ACP: Testing with features: ['add_order_flow_imbalance', 'add_pbf_vs_sma_5']
[2025-11-25T07:08:14.628720] [DEBUG] [FORECASTER] ACP: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T07:08:14.836739] [DEBUG] [FORECASTER] ACP: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T07:08:15.046139] [DEBUG] [FORECASTER] ACP: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T07:08:15.256752] [DEBUG] [FORECASTER] ACP: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T07:08:15.491973] [DEBUG] [FORECASTER] ACP: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T07:08:15.704502] [DEBUG] [FORECASTER] ACP: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T07:08:15.917780] [DEBUG] [FORECASTER] ACP: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T07:08:16.131343] [DEBUG] [FORECASTER] ACP: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-25T07:08:16.361406] [DEBUG] [FORECASTER] ACP: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T07:08:16.581705] [DEBUG] [FORECASTER] ACP: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T07:08:16.581901] [INFO ] [CONFIGURE ] ACP: DISCARDED add_pbf_vs_sma_5 (score: 60.00%)
[2025-11-25T07:08:16.581967] [INFO ] [CONFIGURE ] JOB ETA: 3.3h | Avg: 2.6s/test | Remaining: 4593 tests
[2025-11-25T07:08:16.582017] [INFO ] [CONFIGURE ] ACP: Testing feature 20/29: add_price_rejection
[2025-11-25T07:08:16.582062] [INFO ] [CONFIGURE ] ACP: Testing with features: ['add_order_flow_imbalance', 'add_price_rejection']
[2025-11-25T07:08:16.812728] [DEBUG] [FORECASTER] ACP: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0
[2025-11-25T07:08:17.055702] [DEBUG] [FORECASTER] ACP: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T07:08:17.273422] [DEBUG] [FORECASTER] ACP: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T07:08:17.501516] [DEBUG] [FORECASTER] ACP: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T07:08:17.731418] [DEBUG] [FORECASTER] ACP: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T07:08:17.943438] [DEBUG] [FORECASTER] ACP: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T07:08:18.182825] [DEBUG] [FORECASTER] ACP: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T07:08:18.409926] [DEBUG] [FORECASTER] ACP: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-25T07:08:18.631433] [DEBUG] [FORECASTER] ACP: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T07:08:18.855625] [DEBUG] [FORECASTER] ACP: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T07:08:18.855839] [INFO ] [CONFIGURE ] ACP: DISCARDED add_price_rejection (score: 50.00%)
[2025-11-25T07:08:18.855896] [INFO ] [CONFIGURE ] JOB ETA: 3.3h | Avg: 2.6s/test | Remaining: 4592 tests
[2025-11-25T07:08:18.855944] [INFO ] [CONFIGURE ] ACP: Testing feature 21/29: add_range_position
[2025-11-25T07:08:18.855990] [INFO ] [CONFIGURE ] ACP: Testing with features: ['add_order_flow_imbalance', 'add_range_position']
[2025-11-25T07:08:19.115669] [DEBUG] [FORECASTER] ACP: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T07:08:19.396862] [DEBUG] [FORECASTER] ACP: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T07:08:19.660824] [DEBUG] [FORECASTER] ACP: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T07:08:19.909677] [DEBUG] [FORECASTER] ACP: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T07:08:20.200685] [DEBUG] [FORECASTER] ACP: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-25T07:08:20.453059] [DEBUG] [FORECASTER] ACP: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T07:08:20.699560] [DEBUG] [FORECASTER] ACP: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T07:08:20.953291] [DEBUG] [FORECASTER] ACP: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-25T07:08:21.203576] [DEBUG] [FORECASTER] ACP: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T07:08:21.460678] [DEBUG] [FORECASTER] ACP: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T07:08:21.460905] [INFO ] [CONFIGURE ] ACP: DISCARDED add_range_position (score: 50.00%)
[2025-11-25T07:08:21.460969] [INFO ] [CONFIGURE ] JOB ETA: 3.3h | Avg: 2.6s/test | Remaining: 4591 tests
[2025-11-25T07:08:21.461021] [INFO ] [CONFIGURE ] ACP: Testing feature 22/29: add_realized_volatility
[2025-11-25T07:08:21.461073] [INFO ] [CONFIGURE ] ACP: Testing with features: ['add_order_flow_imbalance', 'add_realized_volatility']
[2025-11-25T07:08:21.808453] [DEBUG] [FORECASTER] ACP: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T07:08:22.159786] [DEBUG] [FORECASTER] ACP: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T07:08:22.506299] [DEBUG] [FORECASTER] ACP: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T07:08:22.870146] [DEBUG] [FORECASTER] ACP: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T07:08:23.216331] [DEBUG] [FORECASTER] ACP: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T07:08:23.571779] [DEBUG] [FORECASTER] ACP: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T07:08:23.924265] [DEBUG] [FORECASTER] ACP: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T07:08:24.268959] [DEBUG] [FORECASTER] ACP: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-25T07:08:24.644796] [DEBUG] [FORECASTER] ACP: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T07:08:25.027670] [DEBUG] [FORECASTER] ACP: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T07:08:25.027890] [INFO ] [CONFIGURE ] ACP: DISCARDED add_realized_volatility (score: 70.00%)
[2025-11-25T07:08:25.027950] [INFO ] [CONFIGURE ] JOB ETA: 3.3h | Avg: 2.6s/test | Remaining: 4590 tests
[2025-11-25T07:08:25.027998] [INFO ] [CONFIGURE ] ACP: Testing feature 23/29: add_recent_range_context
[2025-11-25T07:08:25.028043] [INFO ] [CONFIGURE ] ACP: Testing with features: ['add_order_flow_imbalance', 'add_recent_range_context']
[2025-11-25T07:08:25.264900] [DEBUG] [FORECASTER] ACP: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T07:08:25.501419] [DEBUG] [FORECASTER] ACP: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T07:08:25.739777] [DEBUG] [FORECASTER] ACP: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T07:08:25.963628] [DEBUG] [FORECASTER] ACP: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T07:08:26.183182] [DEBUG] [FORECASTER] ACP: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T07:08:26.400526] [DEBUG] [FORECASTER] ACP: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T07:08:26.616944] [DEBUG] [FORECASTER] ACP: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T07:08:26.837635] [DEBUG] [FORECASTER] ACP: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-25T07:08:27.061846] [DEBUG] [FORECASTER] ACP: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T07:08:27.286462] [DEBUG] [FORECASTER] ACP: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T07:08:27.286704] [INFO ] [CONFIGURE ] ACP: DISCARDED add_recent_range_context (score: 70.00%)
[2025-11-25T07:08:27.286768] [INFO ] [CONFIGURE ] JOB ETA: 3.3h | Avg: 2.6s/test | Remaining: 4589 tests
[2025-11-25T07:08:27.286819] [INFO ] [CONFIGURE ] ACP: Testing feature 24/29: add_rsi
[2025-11-25T07:08:27.286868] [INFO ] [CONFIGURE ] ACP: Testing with features: ['add_order_flow_imbalance', 'add_ema', 'add_rsi']
[2025-11-25T07:08:27.555122] [DEBUG] [FORECASTER] ACP: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0
[2025-11-25T07:08:27.824843] [DEBUG] [FORECASTER] ACP: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0
[2025-11-25T07:08:28.096086] [DEBUG] [FORECASTER] ACP: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T07:08:28.353851] [DEBUG] [FORECASTER] ACP: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T07:08:28.609288] [DEBUG] [FORECASTER] ACP: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T07:08:28.901472] [DEBUG] [FORECASTER] ACP: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T07:08:29.197558] [DEBUG] [FORECASTER] ACP: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T07:08:29.473326] [DEBUG] [FORECASTER] ACP: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-25T07:08:29.756194] [DEBUG] [FORECASTER] ACP: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T07:08:30.027035] [DEBUG] [FORECASTER] ACP: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T07:08:30.027252] [INFO ] [CONFIGURE ] ACP: DISCARDED add_rsi (score: 40.00%)
[2025-11-25T07:08:30.027313] [INFO ] [CONFIGURE ] JOB ETA: 3.3h | Avg: 2.6s/test | Remaining: 4588 tests
[2025-11-25T07:08:30.027428] [INFO ] [CONFIGURE ] ACP: Testing feature 25/29: add_tick_distribution
[2025-11-25T07:08:30.027478] [INFO ] [CONFIGURE ] ACP: Testing with features: ['add_order_flow_imbalance', 'add_tick_distribution']
[2025-11-25T07:08:30.275148] [DEBUG] [FORECASTER] ACP: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0
[2025-11-25T07:08:30.487918] [DEBUG] [FORECASTER] ACP: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T07:08:30.702766] [DEBUG] [FORECASTER] ACP: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T07:08:30.914791] [DEBUG] [FORECASTER] ACP: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T07:08:31.135622] [DEBUG] [FORECASTER] ACP: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T07:08:31.358686] [DEBUG] [FORECASTER] ACP: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T07:08:31.576580] [DEBUG] [FORECASTER] ACP: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T07:08:31.803531] [DEBUG] [FORECASTER] ACP: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-25T07:08:32.029026] [DEBUG] [FORECASTER] ACP: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T07:08:32.249221] [DEBUG] [FORECASTER] ACP: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T07:08:32.249409] [INFO ] [CONFIGURE ] ACP: DISCARDED add_tick_distribution (score: 30.00%)
[2025-11-25T07:08:32.249469] [INFO ] [CONFIGURE ] JOB ETA: 3.3h | Avg: 2.6s/test | Remaining: 4587 tests
[2025-11-25T07:08:32.249517] [INFO ] [CONFIGURE ] ACP: Testing feature 26/29: add_volume_momentum_confirmation
[2025-11-25T07:08:32.249560] [INFO ] [CONFIGURE ] ACP: Testing with features: ['add_order_flow_imbalance', 'add_volume_momentum_confirmation']
[2025-11-25T07:08:32.475459] [DEBUG] [FORECASTER] ACP: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0
[2025-11-25T07:08:32.690797] [DEBUG] [FORECASTER] ACP: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0
[2025-11-25T07:08:32.912074] [DEBUG] [FORECASTER] ACP: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T07:08:33.131762] [DEBUG] [FORECASTER] ACP: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T07:08:33.350259] [DEBUG] [FORECASTER] ACP: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T07:08:33.566585] [DEBUG] [FORECASTER] ACP: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T07:08:33.781816] [DEBUG] [FORECASTER] ACP: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T07:08:34.004903] [DEBUG] [FORECASTER] ACP: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-25T07:08:34.231812] [DEBUG] [FORECASTER] ACP: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T07:08:34.451989] [DEBUG] [FORECASTER] ACP: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T07:08:34.452192] [INFO ] [CONFIGURE ] ACP: DISCARDED add_volume_momentum_confirmation (score: 30.00%)
[2025-11-25T07:08:34.452251] [INFO ] [CONFIGURE ] JOB ETA: 3.3h | Avg: 2.6s/test | Remaining: 4586 tests
[2025-11-25T07:08:34.452299] [INFO ] [CONFIGURE ] ACP: Testing feature 27/29: add_volume_price_divergence
[2025-11-25T07:08:34.452348] [INFO ] [CONFIGURE ] ACP: Testing with features: ['add_order_flow_imbalance', 'add_volume_price_divergence']
[2025-11-25T07:08:34.679386] [DEBUG] [FORECASTER] ACP: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T07:08:34.909213] [DEBUG] [FORECASTER] ACP: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T07:08:35.138169] [DEBUG] [FORECASTER] ACP: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T07:08:35.393898] [DEBUG] [FORECASTER] ACP: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T07:08:35.635204] [DEBUG] [FORECASTER] ACP: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-25T07:08:35.860315] [DEBUG] [FORECASTER] ACP: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T07:08:36.093552] [DEBUG] [FORECASTER] ACP: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T07:08:36.330476] [DEBUG] [FORECASTER] ACP: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-25T07:08:36.559662] [DEBUG] [FORECASTER] ACP: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T07:08:36.790180] [DEBUG] [FORECASTER] ACP: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T07:08:36.790365] [INFO ] [CONFIGURE ] ACP: DISCARDED add_volume_price_divergence (score: 60.00%)
[2025-11-25T07:08:36.790423] [INFO ] [CONFIGURE ] JOB ETA: 3.3h | Avg: 2.6s/test | Remaining: 4585 tests
[2025-11-25T07:08:36.790471] [INFO ] [CONFIGURE ] ACP: Testing feature 28/29: add_volume_profile
[2025-11-25T07:08:36.790515] [INFO ] [CONFIGURE ] ACP: Testing with features: ['add_order_flow_imbalance', 'add_volume_profile']
[2025-11-25T07:08:37.012348] [DEBUG] [FORECASTER] ACP: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0
[2025-11-25T07:08:37.242938] [DEBUG] [FORECASTER] ACP: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T07:08:37.476139] [DEBUG] [FORECASTER] ACP: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T07:08:37.704442] [DEBUG] [FORECASTER] ACP: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T07:08:37.929211] [DEBUG] [FORECASTER] ACP: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T07:08:38.155867] [DEBUG] [FORECASTER] ACP: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T07:08:38.381707] [DEBUG] [FORECASTER] ACP: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T07:08:38.607845] [DEBUG] [FORECASTER] ACP: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-25T07:08:38.833739] [DEBUG] [FORECASTER] ACP: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T07:08:39.055923] [DEBUG] [FORECASTER] ACP: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T07:08:39.056108] [INFO ] [CONFIGURE ] ACP: DISCARDED add_volume_profile (score: 40.00%)
[2025-11-25T07:08:39.056166] [INFO ] [CONFIGURE ] JOB ETA: 3.3h | Avg: 2.6s/test | Remaining: 4584 tests
[2025-11-25T07:08:39.056212] [INFO ] [CONFIGURE ] ACP: Testing feature 29/29: add_vwap
[2025-11-25T07:08:39.056256] [INFO ] [CONFIGURE ] ACP: Testing with features: ['add_order_flow_imbalance', 'add_vwap']
[2025-11-25T07:08:39.289677] [DEBUG] [FORECASTER] ACP: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T07:08:39.522464] [DEBUG] [FORECASTER] ACP: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T07:08:39.748194] [DEBUG] [FORECASTER] ACP: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T07:08:39.971052] [DEBUG] [FORECASTER] ACP: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T07:08:40.198369] [DEBUG] [FORECASTER] ACP: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T07:08:40.434563] [DEBUG] [FORECASTER] ACP: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T07:08:40.660754] [DEBUG] [FORECASTER] ACP: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T07:08:40.884255] [DEBUG] [FORECASTER] ACP: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-25T07:08:41.107152] [DEBUG] [FORECASTER] ACP: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T07:08:41.336754] [DEBUG] [FORECASTER] ACP: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T07:08:41.336936] [INFO ] [CONFIGURE ] ACP: DISCARDED add_vwap (score: 60.00%)
[2025-11-25T07:08:41.336992] [INFO ] [CONFIGURE ] JOB ETA: 3.3h | Avg: 2.6s/test | Remaining: 4583 tests
[2025-11-25T07:08:41.337039] [INFO ] [CONFIGURE ] ACP: ===== FEATURE SELECTION COMPLETE =====
[2025-11-25T07:08:41.337079] [INFO ] [CONFIGURE ] ACP: Best accuracy: 70.00%
[2025-11-25T07:08:41.337120] [INFO ] [CONFIGURE ] ACP: Best feature set (1 features): ['add_order_flow_imbalance']
[2025-11-25T07:08:41.337198] [INFO ] [CONFIGURE ] ACP: Improvement over baseline: 10.00%
[2025-11-25T07:08:41.337240] [INFO ] [CONFIGURE ] ACP: Total time: 1.1 minutes
[2025-11-25T07:08:41.337279] [INFO ] [CONFIGURE ] ACP: Average time per feature: 2.3 seconds
[2025-11-25T07:08:41.337320] [INFO ] [CONFIGURE ] ACP: Average speed: 0.44 features/sec
[2025-11-25T07:08:41.337784] [INFO ] [LOCAL     ] Saved configuration for ACP: 1 features, 70.00% accuracy -> ./output/feature-sets/ACP.json
[2025-11-25T07:08:41.337843] [INFO ] [CONFIGURE ] ACP: Configuration saved successfully: 1 features, 70.00% accuracy.
[2025-11-25T07:08:41.337893] [INFO ] [sig       ] [6/164] Successfully configured ACP | 0.01 sym/s | Total: 7.6m | ETA: 3.3h
[2025-11-25T07:08:41.337937] [INFO ] [sig       ] [7/164] Configuring ACRE...
[2025-11-25T07:08:41.337977] [INFO ] [CONFIGURE ] ACRE: Configurate test run.
[2025-11-25T07:08:41.338017] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ACRE' from 'https://tdm.silogroup.org/data/derivative_storage/ACRE.csv'.
[2025-11-25T07:08:41.349934] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'ACRE'.
[2025-11-25T07:08:41.350218] [INFO ] [CONFIGURE ] ACRE: Testing with 29 available features
[2025-11-25T07:08:41.350278] [INFO ] [CONFIGURE ] ACRE: Establishing baseline with no features...
[2025-11-25T07:08:41.517719] [DEBUG] [FORECASTER] ACRE: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T07:08:41.686154] [DEBUG] [FORECASTER] ACRE: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T07:08:41.858238] [DEBUG] [FORECASTER] ACRE: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T07:08:42.029709] [DEBUG] [FORECASTER] ACRE: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T07:08:42.200773] [DEBUG] [FORECASTER] ACRE: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T07:08:42.385279] [DEBUG] [FORECASTER] ACRE: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T07:08:42.594394] [DEBUG] [FORECASTER] ACRE: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T07:08:42.825847] [DEBUG] [FORECASTER] ACRE: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T07:08:43.045060] [DEBUG] [FORECASTER] ACRE: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T07:08:43.259281] [DEBUG] [FORECASTER] ACRE: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T07:08:43.259458] [INFO ] [CONFIGURE ] ACRE: Baseline score (no features): 50.00%
[2025-11-25T07:08:43.259508] [INFO ] [CONFIGURE ] ACRE: Testing feature 1/29: add_bollinger_bands
[2025-11-25T07:08:43.259548] [INFO ] [CONFIGURE ] ACRE: Testing with features: ['add_bollinger_bands']
[2025-11-25T07:08:43.506412] [DEBUG] [FORECASTER] ACRE: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T07:08:43.721249] [DEBUG] [FORECASTER] ACRE: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T07:08:43.931042] [DEBUG] [FORECASTER] ACRE: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T07:08:44.147877] [DEBUG] [FORECASTER] ACRE: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T07:08:44.389030] [DEBUG] [FORECASTER] ACRE: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T07:08:44.586324] [DEBUG] [FORECASTER] ACRE: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T07:08:44.789809] [DEBUG] [FORECASTER] ACRE: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T07:08:44.991617] [DEBUG] [FORECASTER] ACRE: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T07:08:45.198932] [DEBUG] [FORECASTER] ACRE: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T07:08:45.414761] [DEBUG] [FORECASTER] ACRE: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T07:08:45.414944] [INFO ] [CONFIGURE ] ACRE: DISCARDED add_bollinger_bands (score: 50.00%)
[2025-11-25T07:08:45.415039] [INFO ] [CONFIGURE ] JOB ETA: 3.3h | Avg: 2.6s/test | Remaining: 4582 tests
[2025-11-25T07:08:45.415081] [INFO ] [CONFIGURE ] ACRE: Testing feature 2/29: add_cumulative_delta
[2025-11-25T07:08:45.415116] [INFO ] [CONFIGURE ] ACRE: Testing with features: ['add_cumulative_delta']
[2025-11-25T07:08:45.627975] [DEBUG] [FORECASTER] ACRE: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T07:08:45.845570] [DEBUG] [FORECASTER] ACRE: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T07:08:46.057069] [DEBUG] [FORECASTER] ACRE: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T07:08:46.268664] [DEBUG] [FORECASTER] ACRE: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T07:08:46.479382] [DEBUG] [FORECASTER] ACRE: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T07:08:46.692752] [DEBUG] [FORECASTER] ACRE: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T07:08:46.903932] [DEBUG] [FORECASTER] ACRE: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T07:08:47.115439] [DEBUG] [FORECASTER] ACRE: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T07:08:47.326130] [DEBUG] [FORECASTER] ACRE: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T07:08:47.538573] [DEBUG] [FORECASTER] ACRE: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T07:08:47.538792] [INFO ] [CONFIGURE ] ACRE: DISCARDED add_cumulative_delta (score: 40.00%)
[2025-11-25T07:08:47.539033] [INFO ] [CONFIGURE ] JOB ETA: 3.3h | Avg: 2.6s/test | Remaining: 4581 tests
[2025-11-25T07:08:47.539144] [INFO ] [CONFIGURE ] ACRE: Testing feature 3/29: add_daily_returns
[2025-11-25T07:08:47.539251] [INFO ] [CONFIGURE ] ACRE: Testing with features: ['add_daily_returns']
[2025-11-25T07:08:47.722293] [DEBUG] [FORECASTER] ACRE: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T07:08:47.908432] [DEBUG] [FORECASTER] ACRE: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T07:08:48.093905] [DEBUG] [FORECASTER] ACRE: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T07:08:48.288140] [DEBUG] [FORECASTER] ACRE: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T07:08:48.472360] [DEBUG] [FORECASTER] ACRE: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T07:08:48.667853] [DEBUG] [FORECASTER] ACRE: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T07:08:48.860620] [DEBUG] [FORECASTER] ACRE: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T07:08:49.054460] [DEBUG] [FORECASTER] ACRE: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T07:08:49.250113] [DEBUG] [FORECASTER] ACRE: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T07:08:49.435492] [DEBUG] [FORECASTER] ACRE: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T07:08:49.435711] [INFO ] [CONFIGURE ] ACRE: DISCARDED add_daily_returns (score: 30.00%)
[2025-11-25T07:08:49.435768] [INFO ] [CONFIGURE ] JOB ETA: 3.3h | Avg: 2.6s/test | Remaining: 4580 tests
[2025-11-25T07:08:49.435807] [INFO ] [CONFIGURE ] ACRE: Testing feature 4/29: add_ema
[2025-11-25T07:08:49.435850] [INFO ] [CONFIGURE ] ACRE: Testing with features: ['add_ema']
[2025-11-25T07:08:49.649356] [DEBUG] [FORECASTER] ACRE: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T07:08:49.873834] [DEBUG] [FORECASTER] ACRE: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T07:08:50.099046] [DEBUG] [FORECASTER] ACRE: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T07:08:50.321709] [DEBUG] [FORECASTER] ACRE: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T07:08:50.555736] [DEBUG] [FORECASTER] ACRE: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T07:08:50.788799] [DEBUG] [FORECASTER] ACRE: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T07:08:51.038637] [DEBUG] [FORECASTER] ACRE: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T07:08:51.257423] [DEBUG] [FORECASTER] ACRE: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T07:08:51.474152] [DEBUG] [FORECASTER] ACRE: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T07:08:51.699236] [DEBUG] [FORECASTER] ACRE: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T07:08:51.699463] [INFO ] [CONFIGURE ] ACRE: KEPT add_ema (score: 60.00%)
[2025-11-25T07:08:51.699521] [INFO ] [CONFIGURE ] JOB ETA: 3.3h | Avg: 2.6s/test | Remaining: 4579 tests
[2025-11-25T07:08:51.699561] [INFO ] [CONFIGURE ] ACRE: Testing feature 5/29: add_exhaustion_signals
[2025-11-25T07:08:51.699598] [INFO ] [CONFIGURE ] ACRE: Testing with features: ['add_ema', 'add_vwap', 'add_exhaustion_signals']
[2025-11-25T07:08:51.975745] [DEBUG] [FORECASTER] ACRE: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T07:08:52.252555] [DEBUG] [FORECASTER] ACRE: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T07:08:52.514527] [DEBUG] [FORECASTER] ACRE: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T07:08:52.779852] [DEBUG] [FORECASTER] ACRE: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T07:08:53.052114] [DEBUG] [FORECASTER] ACRE: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T07:08:53.356286] [DEBUG] [FORECASTER] ACRE: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T07:08:53.639901] [DEBUG] [FORECASTER] ACRE: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T07:08:53.970734] [DEBUG] [FORECASTER] ACRE: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T07:08:54.262566] [DEBUG] [FORECASTER] ACRE: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T07:08:54.543017] [DEBUG] [FORECASTER] ACRE: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T07:08:54.543268] [INFO ] [CONFIGURE ] ACRE: DISCARDED add_exhaustion_signals (score: 40.00%)
[2025-11-25T07:08:54.543328] [INFO ] [CONFIGURE ] JOB ETA: 3.3h | Avg: 2.6s/test | Remaining: 4578 tests
[2025-11-25T07:08:54.543375] [INFO ] [CONFIGURE ] ACRE: Testing feature 6/29: add_failed_moves
[2025-11-25T07:08:54.543417] [INFO ] [CONFIGURE ] ACRE: Testing with features: ['add_ema', 'add_failed_moves']
[2025-11-25T07:08:54.768217] [DEBUG] [FORECASTER] ACRE: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T07:08:54.991262] [DEBUG] [FORECASTER] ACRE: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T07:08:55.216451] [DEBUG] [FORECASTER] ACRE: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T07:08:55.441615] [DEBUG] [FORECASTER] ACRE: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T07:08:55.667291] [DEBUG] [FORECASTER] ACRE: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T07:08:55.895151] [DEBUG] [FORECASTER] ACRE: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T07:08:56.118731] [DEBUG] [FORECASTER] ACRE: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T07:08:56.344023] [DEBUG] [FORECASTER] ACRE: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T07:08:56.571480] [DEBUG] [FORECASTER] ACRE: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T07:08:56.803929] [DEBUG] [FORECASTER] ACRE: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T07:08:56.804140] [INFO ] [CONFIGURE ] ACRE: DISCARDED add_failed_moves (score: 60.00%)
[2025-11-25T07:08:56.804202] [INFO ] [CONFIGURE ] JOB ETA: 3.3h | Avg: 2.6s/test | Remaining: 4577 tests
[2025-11-25T07:08:56.804253] [INFO ] [CONFIGURE ] ACRE: Testing feature 7/29: add_lag_shelf
[2025-11-25T07:08:56.804310] [INFO ] [CONFIGURE ] ACRE: Testing with features: ['add_ema', 'add_lag_shelf']
[2025-11-25T07:08:57.017320] [DEBUG] [FORECASTER] ACRE: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T07:08:57.230833] [DEBUG] [FORECASTER] ACRE: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T07:08:57.449036] [DEBUG] [FORECASTER] ACRE: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T07:08:57.668328] [DEBUG] [FORECASTER] ACRE: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T07:08:57.895123] [DEBUG] [FORECASTER] ACRE: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T07:08:58.107213] [DEBUG] [FORECASTER] ACRE: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T07:08:58.321433] [DEBUG] [FORECASTER] ACRE: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T07:08:58.531959] [DEBUG] [FORECASTER] ACRE: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T07:08:58.746756] [DEBUG] [FORECASTER] ACRE: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T07:08:58.959270] [DEBUG] [FORECASTER] ACRE: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T07:08:58.959425] [INFO ] [CONFIGURE ] ACRE: DISCARDED add_lag_shelf (score: 60.00%)
[2025-11-25T07:08:58.959474] [INFO ] [CONFIGURE ] JOB ETA: 3.2h | Avg: 2.6s/test | Remaining: 4576 tests
[2025-11-25T07:08:58.959512] [INFO ] [CONFIGURE ] ACRE: Testing feature 8/29: add_macd
[2025-11-25T07:08:58.959549] [INFO ] [CONFIGURE ] ACRE: Testing with features: ['add_ema', 'add_vwap', 'add_macd']
[2025-11-25T07:08:59.250971] [DEBUG] [FORECASTER] ACRE: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T07:08:59.533263] [DEBUG] [FORECASTER] ACRE: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T07:08:59.821401] [DEBUG] [FORECASTER] ACRE: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T07:09:00.133062] [DEBUG] [FORECASTER] ACRE: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T07:09:00.422804] [DEBUG] [FORECASTER] ACRE: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T07:09:01.418223] [DEBUG] [FORECASTER] ACRE: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T07:09:01.895943] [DEBUG] [FORECASTER] ACRE: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T07:09:02.233728] [DEBUG] [FORECASTER] ACRE: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T07:09:02.532141] [DEBUG] [FORECASTER] ACRE: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T07:09:02.836164] [DEBUG] [FORECASTER] ACRE: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T07:09:02.836373] [INFO ] [CONFIGURE ] ACRE: DISCARDED add_macd (score: 40.00%)
[2025-11-25T07:09:02.836433] [INFO ] [CONFIGURE ] JOB ETA: 3.3h | Avg: 2.6s/test | Remaining: 4575 tests
[2025-11-25T07:09:02.836481] [INFO ] [CONFIGURE ] ACRE: Testing feature 9/29: add_mfi
[2025-11-25T07:09:02.836546] [INFO ] [CONFIGURE ] ACRE: Testing with features: ['add_ema', 'add_mfi']
[2025-11-25T07:09:03.093990] [DEBUG] [FORECASTER] ACRE: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T07:09:03.351601] [DEBUG] [FORECASTER] ACRE: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T07:09:03.594616] [DEBUG] [FORECASTER] ACRE: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T07:09:03.827939] [DEBUG] [FORECASTER] ACRE: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T07:09:04.060638] [DEBUG] [FORECASTER] ACRE: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T07:09:04.323317] [DEBUG] [FORECASTER] ACRE: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T07:09:04.623948] [DEBUG] [FORECASTER] ACRE: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T07:09:04.872396] [DEBUG] [FORECASTER] ACRE: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T07:09:05.113809] [DEBUG] [FORECASTER] ACRE: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T07:09:05.376817] [DEBUG] [FORECASTER] ACRE: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T07:09:05.377013] [INFO ] [CONFIGURE ] ACRE: DISCARDED add_mfi (score: 50.00%)
[2025-11-25T07:09:05.377074] [INFO ] [CONFIGURE ] JOB ETA: 3.3h | Avg: 2.6s/test | Remaining: 4574 tests
[2025-11-25T07:09:05.377124] [INFO ] [CONFIGURE ] ACRE: Testing feature 10/29: add_momentum_acceleration
[2025-11-25T07:09:05.377192] [INFO ] [CONFIGURE ] ACRE: Testing with features: ['add_ema', 'add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-11-25T07:09:05.690667] [DEBUG] [FORECASTER] ACRE: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T07:09:06.007193] [DEBUG] [FORECASTER] ACRE: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T07:09:06.345668] [DEBUG] [FORECASTER] ACRE: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T07:09:06.659506] [DEBUG] [FORECASTER] ACRE: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T07:09:06.963907] [DEBUG] [FORECASTER] ACRE: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T07:09:07.272236] [DEBUG] [FORECASTER] ACRE: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T07:09:07.585086] [DEBUG] [FORECASTER] ACRE: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T07:09:07.897962] [DEBUG] [FORECASTER] ACRE: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T07:09:08.206269] [DEBUG] [FORECASTER] ACRE: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T07:09:08.513053] [DEBUG] [FORECASTER] ACRE: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T07:09:08.513242] [INFO ] [CONFIGURE ] ACRE: DISCARDED add_momentum_acceleration (score: 40.00%)
[2025-11-25T07:09:08.513299] [INFO ] [CONFIGURE ] JOB ETA: 3.3h | Avg: 2.6s/test | Remaining: 4573 tests
[2025-11-25T07:09:08.513347] [INFO ] [CONFIGURE ] ACRE: Testing feature 11/29: add_obv_daily
[2025-11-25T07:09:08.513391] [INFO ] [CONFIGURE ] ACRE: Testing with features: ['add_ema', 'add_obv_daily']
[2025-11-25T07:09:08.784813] [DEBUG] [FORECASTER] ACRE: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T07:09:09.060033] [DEBUG] [FORECASTER] ACRE: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T07:09:09.345670] [DEBUG] [FORECASTER] ACRE: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T07:09:09.624069] [DEBUG] [FORECASTER] ACRE: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T07:09:09.890076] [DEBUG] [FORECASTER] ACRE: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T07:09:10.173013] [DEBUG] [FORECASTER] ACRE: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T07:09:10.447351] [DEBUG] [FORECASTER] ACRE: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T07:09:10.721803] [DEBUG] [FORECASTER] ACRE: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T07:09:11.001039] [DEBUG] [FORECASTER] ACRE: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T07:09:11.271482] [DEBUG] [FORECASTER] ACRE: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T07:09:11.271721] [INFO ] [CONFIGURE ] ACRE: DISCARDED add_obv_daily (score: 50.00%)
[2025-11-25T07:09:11.271803] [INFO ] [CONFIGURE ] JOB ETA: 3.3h | Avg: 2.6s/test | Remaining: 4572 tests
[2025-11-25T07:09:11.271856] [INFO ] [CONFIGURE ] ACRE: Testing feature 12/29: add_obv_interval
[2025-11-25T07:09:11.271904] [INFO ] [CONFIGURE ] ACRE: Testing with features: ['add_ema', 'add_obv_interval']
[2025-11-25T07:09:11.519488] [DEBUG] [FORECASTER] ACRE: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T07:09:11.764361] [DEBUG] [FORECASTER] ACRE: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T07:09:12.000885] [DEBUG] [FORECASTER] ACRE: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T07:09:12.231450] [DEBUG] [FORECASTER] ACRE: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T07:09:12.486724] [DEBUG] [FORECASTER] ACRE: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T07:09:12.734580] [DEBUG] [FORECASTER] ACRE: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T07:09:12.987039] [DEBUG] [FORECASTER] ACRE: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T07:09:13.236341] [DEBUG] [FORECASTER] ACRE: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T07:09:13.485701] [DEBUG] [FORECASTER] ACRE: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T07:09:13.744024] [DEBUG] [FORECASTER] ACRE: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T07:09:13.744223] [INFO ] [CONFIGURE ] ACRE: DISCARDED add_obv_interval (score: 60.00%)
[2025-11-25T07:09:13.744276] [INFO ] [CONFIGURE ] JOB ETA: 3.3h | Avg: 2.6s/test | Remaining: 4571 tests
[2025-11-25T07:09:13.744325] [INFO ] [CONFIGURE ] ACRE: Testing feature 13/29: add_opening_strength
[2025-11-25T07:09:13.744365] [INFO ] [CONFIGURE ] ACRE: Testing with features: ['add_ema', 'add_daily_returns', 'add_opening_strength']
[2025-11-25T07:09:14.028674] [DEBUG] [FORECASTER] ACRE: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T07:09:14.335092] [DEBUG] [FORECASTER] ACRE: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T07:09:14.618704] [DEBUG] [FORECASTER] ACRE: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T07:09:14.907092] [DEBUG] [FORECASTER] ACRE: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T07:09:15.191561] [DEBUG] [FORECASTER] ACRE: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T07:09:15.486737] [DEBUG] [FORECASTER] ACRE: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T07:09:15.778990] [DEBUG] [FORECASTER] ACRE: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T07:09:16.068713] [DEBUG] [FORECASTER] ACRE: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T07:09:16.376802] [DEBUG] [FORECASTER] ACRE: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T07:09:16.652455] [DEBUG] [FORECASTER] ACRE: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T07:09:16.652627] [INFO ] [CONFIGURE ] ACRE: DISCARDED add_opening_strength (score: 60.00%)
[2025-11-25T07:09:16.652711] [INFO ] [CONFIGURE ] JOB ETA: 3.3h | Avg: 2.6s/test | Remaining: 4570 tests
[2025-11-25T07:09:16.652753] [INFO ] [CONFIGURE ] ACRE: Testing feature 14/29: add_order_flow_imbalance
[2025-11-25T07:09:16.652816] [INFO ] [CONFIGURE ] ACRE: Testing with features: ['add_ema', 'add_order_flow_imbalance']
[2025-11-25T07:09:16.912856] [DEBUG] [FORECASTER] ACRE: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T07:09:17.172903] [DEBUG] [FORECASTER] ACRE: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T07:09:17.432846] [DEBUG] [FORECASTER] ACRE: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T07:09:17.709445] [DEBUG] [FORECASTER] ACRE: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T07:09:17.979941] [DEBUG] [FORECASTER] ACRE: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T07:09:18.249460] [DEBUG] [FORECASTER] ACRE: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T07:09:18.512056] [DEBUG] [FORECASTER] ACRE: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T07:09:18.771893] [DEBUG] [FORECASTER] ACRE: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T07:09:19.032468] [DEBUG] [FORECASTER] ACRE: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T07:09:19.300469] [DEBUG] [FORECASTER] ACRE: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T07:09:19.300674] [INFO ] [CONFIGURE ] ACRE: DISCARDED add_order_flow_imbalance (score: 60.00%)
[2025-11-25T07:09:19.300775] [INFO ] [CONFIGURE ] JOB ETA: 3.3h | Avg: 2.6s/test | Remaining: 4569 tests
[2025-11-25T07:09:19.300826] [INFO ] [CONFIGURE ] ACRE: Testing feature 15/29: add_pbf_morning_momentum
[2025-11-25T07:09:19.300871] [INFO ] [CONFIGURE ] ACRE: Testing with features: ['add_ema', 'add_pbf_morning_momentum']
[2025-11-25T07:09:19.540533] [DEBUG] [FORECASTER] ACRE: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T07:09:19.787881] [DEBUG] [FORECASTER] ACRE: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T07:09:20.038241] [DEBUG] [FORECASTER] ACRE: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T07:09:20.285475] [DEBUG] [FORECASTER] ACRE: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T07:09:20.540287] [DEBUG] [FORECASTER] ACRE: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T07:09:20.785530] [DEBUG] [FORECASTER] ACRE: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T07:09:21.043460] [DEBUG] [FORECASTER] ACRE: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T07:09:21.321729] [DEBUG] [FORECASTER] ACRE: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T07:09:21.592003] [DEBUG] [FORECASTER] ACRE: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T07:09:21.852587] [DEBUG] [FORECASTER] ACRE: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T07:09:21.853041] [INFO ] [CONFIGURE ] ACRE: DISCARDED add_pbf_morning_momentum (score: 50.00%)
[2025-11-25T07:09:21.853174] [INFO ] [CONFIGURE ] JOB ETA: 3.3h | Avg: 2.6s/test | Remaining: 4568 tests
[2025-11-25T07:09:21.853290] [INFO ] [CONFIGURE ] ACRE: Testing feature 16/29: add_pbf_overnight_gap
[2025-11-25T07:09:21.853469] [INFO ] [CONFIGURE ] ACRE: Testing with features: ['add_ema', 'add_pbf_overnight_gap']
[2025-11-25T07:09:22.120713] [DEBUG] [FORECASTER] ACRE: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T07:09:22.402579] [DEBUG] [FORECASTER] ACRE: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T07:09:22.672959] [DEBUG] [FORECASTER] ACRE: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T07:09:22.942558] [DEBUG] [FORECASTER] ACRE: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T07:09:23.202686] [DEBUG] [FORECASTER] ACRE: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T07:09:23.459077] [DEBUG] [FORECASTER] ACRE: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T07:09:23.726660] [DEBUG] [FORECASTER] ACRE: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T07:09:23.997594] [DEBUG] [FORECASTER] ACRE: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T07:09:24.268069] [DEBUG] [FORECASTER] ACRE: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T07:09:24.541161] [DEBUG] [FORECASTER] ACRE: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T07:09:24.541365] [INFO ] [CONFIGURE ] ACRE: DISCARDED add_pbf_overnight_gap (score: 50.00%)
[2025-11-25T07:09:24.541428] [INFO ] [CONFIGURE ] JOB ETA: 3.3h | Avg: 2.6s/test | Remaining: 4567 tests
[2025-11-25T07:09:24.541477] [INFO ] [CONFIGURE ] ACRE: Testing feature 17/29: add_pbf_return_2d
[2025-11-25T07:09:24.541521] [INFO ] [CONFIGURE ] ACRE: Testing with features: ['add_ema', 'add_pbf_return_2d']
[2025-11-25T07:09:24.805183] [DEBUG] [FORECASTER] ACRE: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T07:09:25.066402] [DEBUG] [FORECASTER] ACRE: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T07:09:25.330261] [DEBUG] [FORECASTER] ACRE: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T07:09:25.595448] [DEBUG] [FORECASTER] ACRE: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T07:09:25.857370] [DEBUG] [FORECASTER] ACRE: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T07:09:26.128325] [DEBUG] [FORECASTER] ACRE: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T07:09:26.393592] [DEBUG] [FORECASTER] ACRE: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T07:09:26.657758] [DEBUG] [FORECASTER] ACRE: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T07:09:26.918139] [DEBUG] [FORECASTER] ACRE: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T07:09:27.179908] [DEBUG] [FORECASTER] ACRE: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T07:09:27.180114] [INFO ] [CONFIGURE ] ACRE: DISCARDED add_pbf_return_2d (score: 50.00%)
[2025-11-25T07:09:27.180175] [INFO ] [CONFIGURE ] JOB ETA: 3.3h | Avg: 2.6s/test | Remaining: 4566 tests
[2025-11-25T07:09:27.180225] [INFO ] [CONFIGURE ] ACRE: Testing feature 18/29: add_pbf_volatility_5d
[2025-11-25T07:09:27.180273] [INFO ] [CONFIGURE ] ACRE: Testing with features: ['add_ema', 'add_pbf_volatility_5d']
[2025-11-25T07:09:27.428481] [DEBUG] [FORECASTER] ACRE: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T07:09:27.674418] [DEBUG] [FORECASTER] ACRE: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T07:09:27.930374] [DEBUG] [FORECASTER] ACRE: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T07:09:28.179166] [DEBUG] [FORECASTER] ACRE: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T07:09:28.429911] [DEBUG] [FORECASTER] ACRE: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T07:09:28.677890] [DEBUG] [FORECASTER] ACRE: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T07:09:28.928042] [DEBUG] [FORECASTER] ACRE: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T07:09:29.182571] [DEBUG] [FORECASTER] ACRE: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T07:09:29.448277] [DEBUG] [FORECASTER] ACRE: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T07:09:29.701774] [DEBUG] [FORECASTER] ACRE: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T07:09:29.701942] [INFO ] [CONFIGURE ] ACRE: DISCARDED add_pbf_volatility_5d (score: 50.00%)
[2025-11-25T07:09:29.701993] [INFO ] [CONFIGURE ] JOB ETA: 3.3h | Avg: 2.6s/test | Remaining: 4565 tests
[2025-11-25T07:09:29.702033] [INFO ] [CONFIGURE ] ACRE: Testing feature 19/29: add_pbf_vs_sma_5
[2025-11-25T07:09:29.702072] [INFO ] [CONFIGURE ] ACRE: Testing with features: ['add_ema', 'add_pbf_vs_sma_5']
[2025-11-25T07:09:29.937685] [DEBUG] [FORECASTER] ACRE: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T07:09:30.169891] [DEBUG] [FORECASTER] ACRE: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T07:09:30.398808] [DEBUG] [FORECASTER] ACRE: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T07:09:30.625985] [DEBUG] [FORECASTER] ACRE: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T07:09:30.853191] [DEBUG] [FORECASTER] ACRE: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T07:09:31.082571] [DEBUG] [FORECASTER] ACRE: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T07:09:31.315347] [DEBUG] [FORECASTER] ACRE: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T07:09:31.546201] [DEBUG] [FORECASTER] ACRE: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T07:09:31.787444] [DEBUG] [FORECASTER] ACRE: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T07:09:32.023901] [DEBUG] [FORECASTER] ACRE: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T07:09:32.024249] [INFO ] [CONFIGURE ] ACRE: DISCARDED add_pbf_vs_sma_5 (score: 60.00%)
[2025-11-25T07:09:32.024369] [INFO ] [CONFIGURE ] JOB ETA: 3.3h | Avg: 2.6s/test | Remaining: 4564 tests
[2025-11-25T07:09:32.024478] [INFO ] [CONFIGURE ] ACRE: Testing feature 20/29: add_price_rejection
[2025-11-25T07:09:32.024599] [INFO ] [CONFIGURE ] ACRE: Testing with features: ['add_ema', 'add_price_rejection']
[2025-11-25T07:09:32.283251] [DEBUG] [FORECASTER] ACRE: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T07:09:32.540946] [DEBUG] [FORECASTER] ACRE: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T07:09:32.833366] [DEBUG] [FORECASTER] ACRE: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T07:09:33.116063] [DEBUG] [FORECASTER] ACRE: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T07:09:33.374926] [DEBUG] [FORECASTER] ACRE: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T07:09:33.640793] [DEBUG] [FORECASTER] ACRE: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T07:09:33.903144] [DEBUG] [FORECASTER] ACRE: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T07:09:34.169030] [DEBUG] [FORECASTER] ACRE: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T07:09:34.445358] [DEBUG] [FORECASTER] ACRE: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T07:09:34.711713] [DEBUG] [FORECASTER] ACRE: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T07:09:34.711890] [INFO ] [CONFIGURE ] ACRE: DISCARDED add_price_rejection (score: 60.00%)
[2025-11-25T07:09:34.711948] [INFO ] [CONFIGURE ] JOB ETA: 3.3h | Avg: 2.6s/test | Remaining: 4563 tests
[2025-11-25T07:09:34.711998] [INFO ] [CONFIGURE ] ACRE: Testing feature 21/29: add_range_position
[2025-11-25T07:09:34.712042] [INFO ] [CONFIGURE ] ACRE: Testing with features: ['add_ema', 'add_range_position']
[2025-11-25T07:09:34.973701] [DEBUG] [FORECASTER] ACRE: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T07:09:35.235935] [DEBUG] [FORECASTER] ACRE: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T07:09:35.547096] [DEBUG] [FORECASTER] ACRE: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T07:09:35.811482] [DEBUG] [FORECASTER] ACRE: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T07:09:36.085555] [DEBUG] [FORECASTER] ACRE: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T07:09:36.364888] [DEBUG] [FORECASTER] ACRE: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T07:09:36.638429] [DEBUG] [FORECASTER] ACRE: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T07:09:36.892183] [DEBUG] [FORECASTER] ACRE: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T07:09:37.146436] [DEBUG] [FORECASTER] ACRE: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T07:09:37.405739] [DEBUG] [FORECASTER] ACRE: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T07:09:37.405952] [INFO ] [CONFIGURE ] ACRE: DISCARDED add_range_position (score: 60.00%)
[2025-11-25T07:09:37.406013] [INFO ] [CONFIGURE ] JOB ETA: 3.3h | Avg: 2.6s/test | Remaining: 4562 tests
[2025-11-25T07:09:37.406063] [INFO ] [CONFIGURE ] ACRE: Testing feature 22/29: add_realized_volatility
[2025-11-25T07:09:37.406109] [INFO ] [CONFIGURE ] ACRE: Testing with features: ['add_ema', 'add_realized_volatility']
[2025-11-25T07:09:37.784312] [DEBUG] [FORECASTER] ACRE: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T07:09:38.143246] [DEBUG] [FORECASTER] ACRE: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T07:09:38.499737] [DEBUG] [FORECASTER] ACRE: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T07:09:38.868040] [DEBUG] [FORECASTER] ACRE: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T07:09:39.224744] [DEBUG] [FORECASTER] ACRE: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T07:09:39.586822] [DEBUG] [FORECASTER] ACRE: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T07:09:39.934173] [DEBUG] [FORECASTER] ACRE: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T07:09:40.319581] [DEBUG] [FORECASTER] ACRE: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T07:09:40.697084] [DEBUG] [FORECASTER] ACRE: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T07:09:41.088578] [DEBUG] [FORECASTER] ACRE: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T07:09:41.088921] [INFO ] [CONFIGURE ] ACRE: DISCARDED add_realized_volatility (score: 50.00%)
[2025-11-25T07:09:41.088988] [INFO ] [CONFIGURE ] JOB ETA: 3.3h | Avg: 2.6s/test | Remaining: 4561 tests
[2025-11-25T07:09:41.089032] [INFO ] [CONFIGURE ] ACRE: Testing feature 23/29: add_recent_range_context
[2025-11-25T07:09:41.089072] [INFO ] [CONFIGURE ] ACRE: Testing with features: ['add_ema', 'add_recent_range_context']
[2025-11-25T07:09:41.356983] [DEBUG] [FORECASTER] ACRE: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T07:09:41.611179] [DEBUG] [FORECASTER] ACRE: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T07:09:41.874682] [DEBUG] [FORECASTER] ACRE: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T07:09:42.124504] [DEBUG] [FORECASTER] ACRE: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T07:09:42.370321] [DEBUG] [FORECASTER] ACRE: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T07:09:42.620606] [DEBUG] [FORECASTER] ACRE: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T07:09:42.871342] [DEBUG] [FORECASTER] ACRE: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T07:09:43.118283] [DEBUG] [FORECASTER] ACRE: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T07:09:43.355508] [DEBUG] [FORECASTER] ACRE: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T07:09:43.591306] [DEBUG] [FORECASTER] ACRE: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T07:09:43.591515] [INFO ] [CONFIGURE ] ACRE: DISCARDED add_recent_range_context (score: 40.00%)
[2025-11-25T07:09:43.591571] [INFO ] [CONFIGURE ] JOB ETA: 3.3h | Avg: 2.6s/test | Remaining: 4560 tests
[2025-11-25T07:09:43.591614] [INFO ] [CONFIGURE ] ACRE: Testing feature 24/29: add_rsi
[2025-11-25T07:09:43.591683] [INFO ] [CONFIGURE ] ACRE: Testing with features: ['add_ema', 'add_rsi']
[2025-11-25T07:09:43.824389] [DEBUG] [FORECASTER] ACRE: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T07:09:44.055674] [DEBUG] [FORECASTER] ACRE: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T07:09:44.307355] [DEBUG] [FORECASTER] ACRE: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T07:09:44.556265] [DEBUG] [FORECASTER] ACRE: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T07:09:44.803936] [DEBUG] [FORECASTER] ACRE: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T07:09:45.049848] [DEBUG] [FORECASTER] ACRE: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T07:09:45.292246] [DEBUG] [FORECASTER] ACRE: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T07:09:45.534375] [DEBUG] [FORECASTER] ACRE: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T07:09:45.771413] [DEBUG] [FORECASTER] ACRE: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T07:09:46.010555] [DEBUG] [FORECASTER] ACRE: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T07:09:46.010800] [INFO ] [CONFIGURE ] ACRE: DISCARDED add_rsi (score: 60.00%)
[2025-11-25T07:09:46.010860] [INFO ] [CONFIGURE ] JOB ETA: 3.3h | Avg: 2.6s/test | Remaining: 4559 tests
[2025-11-25T07:09:46.010906] [INFO ] [CONFIGURE ] ACRE: Testing feature 25/29: add_tick_distribution
[2025-11-25T07:09:46.010950] [INFO ] [CONFIGURE ] ACRE: Testing with features: ['add_ema', 'add_tick_distribution']
[2025-11-25T07:09:46.226526] [DEBUG] [FORECASTER] ACRE: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T07:09:46.443065] [DEBUG] [FORECASTER] ACRE: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T07:09:46.662049] [DEBUG] [FORECASTER] ACRE: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T07:09:46.879606] [DEBUG] [FORECASTER] ACRE: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T07:09:47.098283] [DEBUG] [FORECASTER] ACRE: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T07:09:47.321341] [DEBUG] [FORECASTER] ACRE: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T07:09:47.543437] [DEBUG] [FORECASTER] ACRE: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T07:09:47.765011] [DEBUG] [FORECASTER] ACRE: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T07:09:47.987585] [DEBUG] [FORECASTER] ACRE: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T07:09:48.212355] [DEBUG] [FORECASTER] ACRE: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T07:09:48.212535] [INFO ] [CONFIGURE ] ACRE: DISCARDED add_tick_distribution (score: 60.00%)
[2025-11-25T07:09:48.212604] [INFO ] [CONFIGURE ] JOB ETA: 3.3h | Avg: 2.6s/test | Remaining: 4558 tests
[2025-11-25T07:09:48.212678] [INFO ] [CONFIGURE ] ACRE: Testing feature 26/29: add_volume_momentum_confirmation
[2025-11-25T07:09:48.212751] [INFO ] [CONFIGURE ] ACRE: Testing with features: ['add_ema', 'add_volume_momentum_confirmation']
[2025-11-25T07:09:48.444806] [DEBUG] [FORECASTER] ACRE: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T07:09:48.678277] [DEBUG] [FORECASTER] ACRE: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T07:09:48.912985] [DEBUG] [FORECASTER] ACRE: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T07:09:49.146160] [DEBUG] [FORECASTER] ACRE: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T07:09:49.402128] [DEBUG] [FORECASTER] ACRE: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T07:09:49.651128] [DEBUG] [FORECASTER] ACRE: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T07:09:49.904050] [DEBUG] [FORECASTER] ACRE: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T07:09:50.173705] [DEBUG] [FORECASTER] ACRE: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T07:09:50.494811] [DEBUG] [FORECASTER] ACRE: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T07:09:50.854118] [DEBUG] [FORECASTER] ACRE: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T07:09:50.854388] [INFO ] [CONFIGURE ] ACRE: DISCARDED add_volume_momentum_confirmation (score: 60.00%)
[2025-11-25T07:09:50.854463] [INFO ] [CONFIGURE ] JOB ETA: 3.3h | Avg: 2.6s/test | Remaining: 4557 tests
[2025-11-25T07:09:50.854522] [INFO ] [CONFIGURE ] ACRE: Testing feature 27/29: add_volume_price_divergence
[2025-11-25T07:09:50.854576] [INFO ] [CONFIGURE ] ACRE: Testing with features: ['add_ema', 'add_volume_price_divergence']
[2025-11-25T07:09:51.192178] [DEBUG] [FORECASTER] ACRE: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T07:09:51.463126] [DEBUG] [FORECASTER] ACRE: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T07:09:51.737300] [DEBUG] [FORECASTER] ACRE: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T07:09:52.006523] [DEBUG] [FORECASTER] ACRE: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T07:09:52.274534] [DEBUG] [FORECASTER] ACRE: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T07:09:52.539533] [DEBUG] [FORECASTER] ACRE: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T07:09:52.804092] [DEBUG] [FORECASTER] ACRE: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T07:09:53.073455] [DEBUG] [FORECASTER] ACRE: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T07:09:53.340272] [DEBUG] [FORECASTER] ACRE: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T07:09:53.620104] [DEBUG] [FORECASTER] ACRE: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T07:09:53.620332] [INFO ] [CONFIGURE ] ACRE: DISCARDED add_volume_price_divergence (score: 40.00%)
[2025-11-25T07:09:53.620395] [INFO ] [CONFIGURE ] JOB ETA: 3.3h | Avg: 2.6s/test | Remaining: 4556 tests
[2025-11-25T07:09:53.620461] [INFO ] [CONFIGURE ] ACRE: Testing feature 28/29: add_volume_profile
[2025-11-25T07:09:53.620509] [INFO ] [CONFIGURE ] ACRE: Testing with features: ['add_ema', 'add_volume_profile']
[2025-11-25T07:09:53.881821] [DEBUG] [FORECASTER] ACRE: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T07:09:54.106173] [DEBUG] [FORECASTER] ACRE: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T07:09:54.347093] [DEBUG] [FORECASTER] ACRE: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T07:09:54.570578] [DEBUG] [FORECASTER] ACRE: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T07:09:54.797583] [DEBUG] [FORECASTER] ACRE: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T07:09:55.035932] [DEBUG] [FORECASTER] ACRE: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T07:09:55.272708] [DEBUG] [FORECASTER] ACRE: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T07:09:55.506890] [DEBUG] [FORECASTER] ACRE: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T07:09:55.741910] [DEBUG] [FORECASTER] ACRE: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T07:09:55.972197] [DEBUG] [FORECASTER] ACRE: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T07:09:55.972463] [INFO ] [CONFIGURE ] ACRE: DISCARDED add_volume_profile (score: 40.00%)
[2025-11-25T07:09:55.972515] [INFO ] [CONFIGURE ] JOB ETA: 3.3h | Avg: 2.6s/test | Remaining: 4555 tests
[2025-11-25T07:09:55.972555] [INFO ] [CONFIGURE ] ACRE: Testing feature 29/29: add_vwap
[2025-11-25T07:09:55.972592] [INFO ] [CONFIGURE ] ACRE: Testing with features: ['add_ema', 'add_vwap']
[2025-11-25T07:09:56.195192] [DEBUG] [FORECASTER] ACRE: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T07:09:56.419117] [DEBUG] [FORECASTER] ACRE: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T07:09:56.645814] [DEBUG] [FORECASTER] ACRE: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T07:09:56.870632] [DEBUG] [FORECASTER] ACRE: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T07:09:57.098085] [DEBUG] [FORECASTER] ACRE: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T07:09:57.327832] [DEBUG] [FORECASTER] ACRE: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T07:09:57.557185] [DEBUG] [FORECASTER] ACRE: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T07:09:57.785949] [DEBUG] [FORECASTER] ACRE: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T07:09:58.015451] [DEBUG] [FORECASTER] ACRE: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T07:09:58.243244] [DEBUG] [FORECASTER] ACRE: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T07:09:58.243417] [INFO ] [CONFIGURE ] ACRE: DISCARDED add_vwap (score: 40.00%)
[2025-11-25T07:09:58.243475] [INFO ] [CONFIGURE ] JOB ETA: 3.3h | Avg: 2.6s/test | Remaining: 4554 tests
[2025-11-25T07:09:58.243546] [INFO ] [CONFIGURE ] ACRE: ===== FEATURE SELECTION COMPLETE =====
[2025-11-25T07:09:58.243591] [INFO ] [CONFIGURE ] ACRE: Best accuracy: 60.00%
[2025-11-25T07:09:58.243634] [INFO ] [CONFIGURE ] ACRE: Best feature set (1 features): ['add_ema']
[2025-11-25T07:09:58.243696] [INFO ] [CONFIGURE ] ACRE: Improvement over baseline: 10.00%
[2025-11-25T07:09:58.243736] [INFO ] [CONFIGURE ] ACRE: Total time: 1.2 minutes
[2025-11-25T07:09:58.243775] [INFO ] [CONFIGURE ] ACRE: Average time per feature: 2.6 seconds
[2025-11-25T07:09:58.243814] [INFO ] [CONFIGURE ] ACRE: Average speed: 0.39 features/sec
[2025-11-25T07:09:58.244322] [INFO ] [LOCAL     ] Saved configuration for ACRE: 1 features, 60.00% accuracy -> ./output/feature-sets/ACRE.json
[2025-11-25T07:09:58.244396] [INFO ] [CONFIGURE ] ACRE: Configuration saved successfully: 1 features, 60.00% accuracy.
[2025-11-25T07:09:58.244452] [INFO ] [sig       ] [7/164] Successfully configured ACRE | 0.01 sym/s | Total: 8.9m | ETA: 3.3h
[2025-11-25T07:09:58.244498] [INFO ] [sig       ] [8/164] Configuring ADM...
[2025-11-25T07:09:58.244539] [INFO ] [CONFIGURE ] ADM: Configurate test run.
[2025-11-25T07:09:58.244578] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ADM' from 'https://tdm.silogroup.org/data/derivative_storage/ADM.csv'.
[2025-11-25T07:09:58.257491] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'ADM'.
[2025-11-25T07:09:58.257840] [INFO ] [CONFIGURE ] ADM: Testing with 29 available features
[2025-11-25T07:09:58.257903] [INFO ] [CONFIGURE ] ADM: Establishing baseline with no features...
[2025-11-25T07:09:58.428529] [DEBUG] [FORECASTER] ADM: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T07:09:58.595243] [DEBUG] [FORECASTER] ADM: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T07:09:58.762683] [DEBUG] [FORECASTER] ADM: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T07:09:58.932524] [DEBUG] [FORECASTER] ADM: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T07:09:59.103390] [DEBUG] [FORECASTER] ADM: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T07:09:59.279266] [DEBUG] [FORECASTER] ADM: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1
[2025-11-25T07:09:59.449477] [DEBUG] [FORECASTER] ADM: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T07:09:59.622117] [DEBUG] [FORECASTER] ADM: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-25T07:09:59.792412] [DEBUG] [FORECASTER] ADM: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-25T07:09:59.962566] [DEBUG] [FORECASTER] ADM: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-11-25T07:09:59.962742] [INFO ] [CONFIGURE ] ADM: Baseline score (no features): 30.00%
[2025-11-25T07:09:59.962796] [INFO ] [CONFIGURE ] ADM: Testing feature 1/29: add_bollinger_bands
[2025-11-25T07:09:59.962861] [INFO ] [CONFIGURE ] ADM: Testing with features: ['add_bollinger_bands']
[2025-11-25T07:10:00.167954] [DEBUG] [FORECASTER] ADM: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T07:10:00.371787] [DEBUG] [FORECASTER] ADM: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T07:10:00.577919] [DEBUG] [FORECASTER] ADM: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T07:10:00.782860] [DEBUG] [FORECASTER] ADM: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T07:10:01.658544] [DEBUG] [FORECASTER] ADM: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T07:10:01.996846] [DEBUG] [FORECASTER] ADM: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1
[2025-11-25T07:10:02.214850] [DEBUG] [FORECASTER] ADM: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T07:10:02.442759] [DEBUG] [FORECASTER] ADM: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-25T07:10:02.679672] [DEBUG] [FORECASTER] ADM: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-25T07:10:02.897189] [DEBUG] [FORECASTER] ADM: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-11-25T07:10:02.897391] [INFO ] [CONFIGURE ] ADM: KEPT add_bollinger_bands (score: 40.00%)
[2025-11-25T07:10:02.897444] [INFO ] [CONFIGURE ] JOB ETA: 3.3h | Avg: 2.6s/test | Remaining: 4553 tests
[2025-11-25T07:10:02.897483] [INFO ] [CONFIGURE ] ADM: Testing feature 2/29: add_cumulative_delta
[2025-11-25T07:10:02.897521] [INFO ] [CONFIGURE ] ADM: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta']
[2025-11-25T07:10:03.155948] [DEBUG] [FORECASTER] ADM: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T07:10:03.385055] [DEBUG] [FORECASTER] ADM: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T07:10:03.616407] [DEBUG] [FORECASTER] ADM: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T07:10:03.845489] [DEBUG] [FORECASTER] ADM: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T07:10:04.072574] [DEBUG] [FORECASTER] ADM: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-25T07:10:04.325070] [DEBUG] [FORECASTER] ADM: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1
[2025-11-25T07:10:04.559441] [DEBUG] [FORECASTER] ADM: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T07:10:04.789797] [DEBUG] [FORECASTER] ADM: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T07:10:05.045938] [DEBUG] [FORECASTER] ADM: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-25T07:10:05.310743] [DEBUG] [FORECASTER] ADM: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-25T07:10:05.310922] [INFO ] [CONFIGURE ] ADM: DISCARDED add_cumulative_delta (score: 40.00%)
[2025-11-25T07:10:05.310977] [INFO ] [CONFIGURE ] JOB ETA: 3.3h | Avg: 2.6s/test | Remaining: 4552 tests
[2025-11-25T07:10:05.311029] [INFO ] [CONFIGURE ] ADM: Testing feature 3/29: add_daily_returns
[2025-11-25T07:10:05.311075] [INFO ] [CONFIGURE ] ADM: Testing with features: ['add_bollinger_bands', 'add_daily_returns']
[2025-11-25T07:10:05.588409] [DEBUG] [FORECASTER] ADM: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T07:10:05.824860] [DEBUG] [FORECASTER] ADM: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T07:10:06.061266] [DEBUG] [FORECASTER] ADM: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T07:10:06.311760] [DEBUG] [FORECASTER] ADM: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T07:10:06.570760] [DEBUG] [FORECASTER] ADM: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-25T07:10:06.818305] [DEBUG] [FORECASTER] ADM: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1
[2025-11-25T07:10:07.072476] [DEBUG] [FORECASTER] ADM: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T07:10:07.322103] [DEBUG] [FORECASTER] ADM: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-25T07:10:07.564714] [DEBUG] [FORECASTER] ADM: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T07:10:07.811104] [DEBUG] [FORECASTER] ADM: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-11-25T07:10:07.811305] [INFO ] [CONFIGURE ] ADM: DISCARDED add_daily_returns (score: 40.00%)
[2025-11-25T07:10:07.811354] [INFO ] [CONFIGURE ] JOB ETA: 3.3h | Avg: 2.6s/test | Remaining: 4551 tests
[2025-11-25T07:10:07.811393] [INFO ] [CONFIGURE ] ADM: Testing feature 4/29: add_ema
[2025-11-25T07:10:07.811428] [INFO ] [CONFIGURE ] ADM: Testing with features: ['add_bollinger_bands', 'add_ema']
[2025-11-25T07:10:08.102176] [DEBUG] [FORECASTER] ADM: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T07:10:08.383606] [DEBUG] [FORECASTER] ADM: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T07:10:08.667217] [DEBUG] [FORECASTER] ADM: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T07:10:08.953311] [DEBUG] [FORECASTER] ADM: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T07:10:09.273977] [DEBUG] [FORECASTER] ADM: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T07:10:09.565227] [DEBUG] [FORECASTER] ADM: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1
[2025-11-25T07:10:09.852012] [DEBUG] [FORECASTER] ADM: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T07:10:10.163074] [DEBUG] [FORECASTER] ADM: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-25T07:10:10.437522] [DEBUG] [FORECASTER] ADM: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T07:10:10.727350] [DEBUG] [FORECASTER] ADM: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-25T07:10:10.727580] [INFO ] [CONFIGURE ] ADM: KEPT add_ema (score: 50.00%)
[2025-11-25T07:10:10.727636] [INFO ] [CONFIGURE ] JOB ETA: 3.3h | Avg: 2.6s/test | Remaining: 4550 tests
[2025-11-25T07:10:10.727717] [INFO ] [CONFIGURE ] ADM: Testing feature 5/29: add_exhaustion_signals
[2025-11-25T07:10:10.727763] [INFO ] [CONFIGURE ] ADM: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_vwap', 'add_exhaustion_signals']
[2025-11-25T07:10:11.059658] [DEBUG] [FORECASTER] ADM: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T07:10:11.386166] [DEBUG] [FORECASTER] ADM: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T07:10:11.733326] [DEBUG] [FORECASTER] ADM: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T07:10:12.072238] [DEBUG] [FORECASTER] ADM: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T07:10:12.407470] [DEBUG] [FORECASTER] ADM: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T07:10:12.732952] [DEBUG] [FORECASTER] ADM: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1
[2025-11-25T07:10:13.055793] [DEBUG] [FORECASTER] ADM: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T07:10:13.390238] [DEBUG] [FORECASTER] ADM: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-25T07:10:13.717081] [DEBUG] [FORECASTER] ADM: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T07:10:14.076065] [DEBUG] [FORECASTER] ADM: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-25T07:10:14.076284] [INFO ] [CONFIGURE ] ADM: KEPT add_exhaustion_signals (score: 60.00%)
[2025-11-25T07:10:14.076345] [INFO ] [CONFIGURE ] JOB ETA: 3.3h | Avg: 2.6s/test | Remaining: 4549 tests
[2025-11-25T07:10:14.076395] [INFO ] [CONFIGURE ] ADM: Testing feature 6/29: add_failed_moves
[2025-11-25T07:10:14.076440] [INFO ] [CONFIGURE ] ADM: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_vwap', 'add_exhaustion_signals', 'add_failed_moves']
[2025-11-25T07:10:14.440042] [DEBUG] [FORECASTER] ADM: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T07:10:14.788362] [DEBUG] [FORECASTER] ADM: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T07:10:15.130482] [DEBUG] [FORECASTER] ADM: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T07:10:15.480686] [DEBUG] [FORECASTER] ADM: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T07:10:15.816509] [DEBUG] [FORECASTER] ADM: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T07:10:16.158535] [DEBUG] [FORECASTER] ADM: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1
[2025-11-25T07:10:16.494676] [DEBUG] [FORECASTER] ADM: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T07:10:16.844490] [DEBUG] [FORECASTER] ADM: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-25T07:10:17.185116] [DEBUG] [FORECASTER] ADM: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T07:10:17.532447] [DEBUG] [FORECASTER] ADM: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-25T07:10:17.532665] [INFO ] [CONFIGURE ] ADM: DISCARDED add_failed_moves (score: 50.00%)
[2025-11-25T07:10:17.532724] [INFO ] [CONFIGURE ] JOB ETA: 3.3h | Avg: 2.6s/test | Remaining: 4548 tests
[2025-11-25T07:10:17.532773] [INFO ] [CONFIGURE ] ADM: Testing feature 7/29: add_lag_shelf
[2025-11-25T07:10:17.532826] [INFO ] [CONFIGURE ] ADM: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_vwap', 'add_exhaustion_signals', 'add_lag_shelf']
[2025-11-25T07:10:17.867632] [DEBUG] [FORECASTER] ADM: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T07:10:18.201242] [DEBUG] [FORECASTER] ADM: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T07:10:18.535451] [DEBUG] [FORECASTER] ADM: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T07:10:18.863801] [DEBUG] [FORECASTER] ADM: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T07:10:19.203542] [DEBUG] [FORECASTER] ADM: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-25T07:10:19.551771] [DEBUG] [FORECASTER] ADM: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1
[2025-11-25T07:10:19.890081] [DEBUG] [FORECASTER] ADM: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T07:10:20.237529] [DEBUG] [FORECASTER] ADM: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-25T07:10:20.580373] [DEBUG] [FORECASTER] ADM: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T07:10:20.928859] [DEBUG] [FORECASTER] ADM: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-25T07:10:20.929053] [INFO ] [CONFIGURE ] ADM: DISCARDED add_lag_shelf (score: 50.00%)
[2025-11-25T07:10:20.929112] [INFO ] [CONFIGURE ] JOB ETA: 3.3h | Avg: 2.6s/test | Remaining: 4547 tests
[2025-11-25T07:10:20.929161] [INFO ] [CONFIGURE ] ADM: Testing feature 8/29: add_macd
[2025-11-25T07:10:20.929208] [INFO ] [CONFIGURE ] ADM: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_vwap', 'add_exhaustion_signals', 'add_macd']
[2025-11-25T07:10:21.327381] [DEBUG] [FORECASTER] ADM: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T07:10:21.729438] [DEBUG] [FORECASTER] ADM: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T07:10:22.133815] [DEBUG] [FORECASTER] ADM: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T07:10:22.522468] [DEBUG] [FORECASTER] ADM: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T07:10:22.924801] [DEBUG] [FORECASTER] ADM: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T07:10:23.363028] [DEBUG] [FORECASTER] ADM: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1
[2025-11-25T07:10:23.800135] [DEBUG] [FORECASTER] ADM: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T07:10:24.233396] [DEBUG] [FORECASTER] ADM: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T07:10:24.652548] [DEBUG] [FORECASTER] ADM: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-25T07:10:25.064162] [DEBUG] [FORECASTER] ADM: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-25T07:10:25.064372] [INFO ] [CONFIGURE ] ADM: DISCARDED add_macd (score: 60.00%)
[2025-11-25T07:10:25.064432] [INFO ] [CONFIGURE ] JOB ETA: 3.3h | Avg: 2.6s/test | Remaining: 4546 tests
[2025-11-25T07:10:25.064483] [INFO ] [CONFIGURE ] ADM: Testing feature 9/29: add_mfi
[2025-11-25T07:10:25.064527] [INFO ] [CONFIGURE ] ADM: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_vwap', 'add_exhaustion_signals', 'add_mfi']
[2025-11-25T07:10:25.409388] [DEBUG] [FORECASTER] ADM: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T07:10:25.753953] [DEBUG] [FORECASTER] ADM: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T07:10:26.091104] [DEBUG] [FORECASTER] ADM: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T07:10:26.431344] [DEBUG] [FORECASTER] ADM: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T07:10:26.772205] [DEBUG] [FORECASTER] ADM: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T07:10:27.120149] [DEBUG] [FORECASTER] ADM: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1
[2025-11-25T07:10:27.454914] [DEBUG] [FORECASTER] ADM: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T07:10:27.798419] [DEBUG] [FORECASTER] ADM: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-25T07:10:28.138360] [DEBUG] [FORECASTER] ADM: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-25T07:10:28.481286] [DEBUG] [FORECASTER] ADM: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-25T07:10:28.481485] [INFO ] [CONFIGURE ] ADM: DISCARDED add_mfi (score: 60.00%)
[2025-11-25T07:10:28.481545] [INFO ] [CONFIGURE ] JOB ETA: 3.3h | Avg: 2.6s/test | Remaining: 4545 tests
[2025-11-25T07:10:28.481678] [INFO ] [CONFIGURE ] ADM: Testing feature 10/29: add_momentum_acceleration
[2025-11-25T07:10:28.481734] [INFO ] [CONFIGURE ] ADM: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_vwap', 'add_exhaustion_signals', 'add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-11-25T07:10:28.891107] [DEBUG] [FORECASTER] ADM: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T07:10:29.313825] [DEBUG] [FORECASTER] ADM: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T07:10:29.755727] [DEBUG] [FORECASTER] ADM: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T07:10:30.165354] [DEBUG] [FORECASTER] ADM: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T07:10:30.566227] [DEBUG] [FORECASTER] ADM: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T07:10:30.973728] [DEBUG] [FORECASTER] ADM: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1
[2025-11-25T07:10:31.386634] [DEBUG] [FORECASTER] ADM: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T07:10:31.792337] [DEBUG] [FORECASTER] ADM: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-25T07:10:32.212499] [DEBUG] [FORECASTER] ADM: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T07:10:32.633167] [DEBUG] [FORECASTER] ADM: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-25T07:10:32.633403] [INFO ] [CONFIGURE ] ADM: DISCARDED add_momentum_acceleration (score: 60.00%)
[2025-11-25T07:10:32.633462] [INFO ] [CONFIGURE ] JOB ETA: 3.3h | Avg: 2.6s/test | Remaining: 4544 tests
[2025-11-25T07:10:32.633511] [INFO ] [CONFIGURE ] ADM: Testing feature 11/29: add_obv_daily
[2025-11-25T07:10:32.633556] [INFO ] [CONFIGURE ] ADM: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_vwap', 'add_exhaustion_signals', 'add_obv_daily']
[2025-11-25T07:10:32.984039] [DEBUG] [FORECASTER] ADM: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T07:10:33.317005] [DEBUG] [FORECASTER] ADM: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T07:10:33.655494] [DEBUG] [FORECASTER] ADM: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T07:10:33.993244] [DEBUG] [FORECASTER] ADM: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T07:10:34.327271] [DEBUG] [FORECASTER] ADM: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-25T07:10:34.685025] [DEBUG] [FORECASTER] ADM: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1
[2025-11-25T07:10:35.038458] [DEBUG] [FORECASTER] ADM: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T07:10:35.386666] [DEBUG] [FORECASTER] ADM: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T07:10:35.751931] [DEBUG] [FORECASTER] ADM: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-25T07:10:36.106927] [DEBUG] [FORECASTER] ADM: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-25T07:10:36.107117] [INFO ] [CONFIGURE ] ADM: DISCARDED add_obv_daily (score: 30.00%)
[2025-11-25T07:10:36.107199] [INFO ] [CONFIGURE ] JOB ETA: 3.3h | Avg: 2.6s/test | Remaining: 4543 tests
[2025-11-25T07:10:36.107251] [INFO ] [CONFIGURE ] ADM: Testing feature 12/29: add_obv_interval
[2025-11-25T07:10:36.107297] [INFO ] [CONFIGURE ] ADM: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_vwap', 'add_exhaustion_signals', 'add_obv_interval']
[2025-11-25T07:10:36.451621] [DEBUG] [FORECASTER] ADM: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T07:10:36.822618] [DEBUG] [FORECASTER] ADM: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T07:10:37.175352] [DEBUG] [FORECASTER] ADM: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T07:10:37.540968] [DEBUG] [FORECASTER] ADM: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T07:10:37.922937] [DEBUG] [FORECASTER] ADM: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T07:10:38.353147] [DEBUG] [FORECASTER] ADM: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1
[2025-11-25T07:10:38.812356] [DEBUG] [FORECASTER] ADM: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T07:10:39.153599] [DEBUG] [FORECASTER] ADM: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-25T07:10:39.470446] [DEBUG] [FORECASTER] ADM: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T07:10:39.793327] [DEBUG] [FORECASTER] ADM: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-25T07:10:39.793530] [INFO ] [CONFIGURE ] ADM: KEPT add_obv_interval (score: 70.00%)
[2025-11-25T07:10:39.793588] [INFO ] [CONFIGURE ] JOB ETA: 3.3h | Avg: 2.6s/test | Remaining: 4542 tests
[2025-11-25T07:10:39.793636] [INFO ] [CONFIGURE ] ADM: Testing feature 13/29: add_opening_strength
[2025-11-25T07:10:39.793702] [INFO ] [CONFIGURE ] ADM: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_vwap', 'add_exhaustion_signals', 'add_obv_interval', 'add_daily_returns', 'add_opening_strength']
[2025-11-25T07:10:40.133489] [DEBUG] [FORECASTER] ADM: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T07:10:40.488250] [DEBUG] [FORECASTER] ADM: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T07:10:40.823402] [DEBUG] [FORECASTER] ADM: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T07:10:41.154502] [DEBUG] [FORECASTER] ADM: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T07:10:41.508261] [DEBUG] [FORECASTER] ADM: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-25T07:10:41.864085] [DEBUG] [FORECASTER] ADM: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1
[2025-11-25T07:10:42.222717] [DEBUG] [FORECASTER] ADM: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T07:10:42.568061] [DEBUG] [FORECASTER] ADM: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-25T07:10:42.901237] [DEBUG] [FORECASTER] ADM: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-25T07:10:43.229007] [DEBUG] [FORECASTER] ADM: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-25T07:10:43.229212] [INFO ] [CONFIGURE ] ADM: DISCARDED add_opening_strength (score: 40.00%)
[2025-11-25T07:10:43.229270] [INFO ] [CONFIGURE ] JOB ETA: 3.3h | Avg: 2.6s/test | Remaining: 4541 tests
[2025-11-25T07:10:43.229318] [INFO ] [CONFIGURE ] ADM: Testing feature 14/29: add_order_flow_imbalance
[2025-11-25T07:10:43.229361] [INFO ] [CONFIGURE ] ADM: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_vwap', 'add_exhaustion_signals', 'add_obv_interval', 'add_order_flow_imbalance']
[2025-11-25T07:10:43.562615] [DEBUG] [FORECASTER] ADM: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T07:10:43.897514] [DEBUG] [FORECASTER] ADM: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T07:10:44.248565] [DEBUG] [FORECASTER] ADM: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T07:10:44.612005] [DEBUG] [FORECASTER] ADM: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T07:10:44.959360] [DEBUG] [FORECASTER] ADM: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-25T07:10:45.303838] [DEBUG] [FORECASTER] ADM: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1
[2025-11-25T07:10:45.643961] [DEBUG] [FORECASTER] ADM: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T07:10:45.987838] [DEBUG] [FORECASTER] ADM: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-25T07:10:46.359339] [DEBUG] [FORECASTER] ADM: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-25T07:10:46.708532] [DEBUG] [FORECASTER] ADM: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-11-25T07:10:46.708739] [INFO ] [CONFIGURE ] ADM: DISCARDED add_order_flow_imbalance (score: 30.00%)
[2025-11-25T07:10:46.708802] [INFO ] [CONFIGURE ] JOB ETA: 3.3h | Avg: 2.6s/test | Remaining: 4540 tests
[2025-11-25T07:10:46.708874] [INFO ] [CONFIGURE ] ADM: Testing feature 15/29: add_pbf_morning_momentum
[2025-11-25T07:10:46.708921] [INFO ] [CONFIGURE ] ADM: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_vwap', 'add_exhaustion_signals', 'add_obv_interval', 'add_pbf_morning_momentum']
[2025-11-25T07:10:47.007106] [DEBUG] [FORECASTER] ADM: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T07:10:47.328883] [DEBUG] [FORECASTER] ADM: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T07:10:47.653605] [DEBUG] [FORECASTER] ADM: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T07:10:47.965962] [DEBUG] [FORECASTER] ADM: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T07:10:48.276236] [DEBUG] [FORECASTER] ADM: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T07:10:48.583352] [DEBUG] [FORECASTER] ADM: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1
[2025-11-25T07:10:48.891253] [DEBUG] [FORECASTER] ADM: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T07:10:49.189363] [DEBUG] [FORECASTER] ADM: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-25T07:10:49.487786] [DEBUG] [FORECASTER] ADM: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T07:10:49.808436] [DEBUG] [FORECASTER] ADM: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-25T07:10:49.808739] [INFO ] [CONFIGURE ] ADM: DISCARDED add_pbf_morning_momentum (score: 70.00%)
[2025-11-25T07:10:49.808800] [INFO ] [CONFIGURE ] JOB ETA: 3.3h | Avg: 2.6s/test | Remaining: 4539 tests
[2025-11-25T07:10:49.808848] [INFO ] [CONFIGURE ] ADM: Testing feature 16/29: add_pbf_overnight_gap
[2025-11-25T07:10:49.808891] [INFO ] [CONFIGURE ] ADM: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_vwap', 'add_exhaustion_signals', 'add_obv_interval', 'add_pbf_overnight_gap']
[2025-11-25T07:10:50.156029] [DEBUG] [FORECASTER] ADM: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T07:10:50.499621] [DEBUG] [FORECASTER] ADM: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T07:10:50.834823] [DEBUG] [FORECASTER] ADM: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T07:10:51.165351] [DEBUG] [FORECASTER] ADM: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T07:10:51.499579] [DEBUG] [FORECASTER] ADM: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T07:10:51.832660] [DEBUG] [FORECASTER] ADM: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1
[2025-11-25T07:10:52.169192] [DEBUG] [FORECASTER] ADM: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T07:10:52.504114] [DEBUG] [FORECASTER] ADM: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-25T07:10:52.837073] [DEBUG] [FORECASTER] ADM: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T07:10:53.183118] [DEBUG] [FORECASTER] ADM: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-25T07:10:53.183318] [INFO ] [CONFIGURE ] ADM: DISCARDED add_pbf_overnight_gap (score: 60.00%)
[2025-11-25T07:10:53.183379] [INFO ] [CONFIGURE ] JOB ETA: 3.3h | Avg: 2.6s/test | Remaining: 4538 tests
[2025-11-25T07:10:53.183432] [INFO ] [CONFIGURE ] ADM: Testing feature 17/29: add_pbf_return_2d
[2025-11-25T07:10:53.183480] [INFO ] [CONFIGURE ] ADM: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_vwap', 'add_exhaustion_signals', 'add_obv_interval', 'add_pbf_return_2d']
[2025-11-25T07:10:53.516569] [DEBUG] [FORECASTER] ADM: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T07:10:53.849160] [DEBUG] [FORECASTER] ADM: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T07:10:54.217051] [DEBUG] [FORECASTER] ADM: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T07:10:54.557771] [DEBUG] [FORECASTER] ADM: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T07:10:54.894551] [DEBUG] [FORECASTER] ADM: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-25T07:10:55.228719] [DEBUG] [FORECASTER] ADM: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1
[2025-11-25T07:10:55.584446] [DEBUG] [FORECASTER] ADM: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T07:10:55.975732] [DEBUG] [FORECASTER] ADM: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T07:10:56.356216] [DEBUG] [FORECASTER] ADM: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T07:10:56.702383] [DEBUG] [FORECASTER] ADM: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-25T07:10:56.702581] [INFO ] [CONFIGURE ] ADM: DISCARDED add_pbf_return_2d (score: 70.00%)
[2025-11-25T07:10:56.702640] [INFO ] [CONFIGURE ] JOB ETA: 3.3h | Avg: 2.6s/test | Remaining: 4537 tests
[2025-11-25T07:10:56.702709] [INFO ] [CONFIGURE ] ADM: Testing feature 18/29: add_pbf_volatility_5d
[2025-11-25T07:10:56.702754] [INFO ] [CONFIGURE ] ADM: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_vwap', 'add_exhaustion_signals', 'add_obv_interval', 'add_pbf_volatility_5d']
[2025-11-25T07:10:57.023526] [DEBUG] [FORECASTER] ADM: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T07:10:57.332125] [DEBUG] [FORECASTER] ADM: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T07:10:57.637886] [DEBUG] [FORECASTER] ADM: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T07:10:57.938832] [DEBUG] [FORECASTER] ADM: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T07:10:58.239342] [DEBUG] [FORECASTER] ADM: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-25T07:10:58.552253] [DEBUG] [FORECASTER] ADM: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1
[2025-11-25T07:10:58.856153] [DEBUG] [FORECASTER] ADM: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T07:10:59.182927] [DEBUG] [FORECASTER] ADM: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-25T07:10:59.486532] [DEBUG] [FORECASTER] ADM: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-25T07:10:59.839443] [DEBUG] [FORECASTER] ADM: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-11-25T07:10:59.839680] [INFO ] [CONFIGURE ] ADM: DISCARDED add_pbf_volatility_5d (score: 40.00%)
[2025-11-25T07:10:59.839744] [INFO ] [CONFIGURE ] JOB ETA: 3.3h | Avg: 2.6s/test | Remaining: 4536 tests
[2025-11-25T07:10:59.839796] [INFO ] [CONFIGURE ] ADM: Testing feature 19/29: add_pbf_vs_sma_5
[2025-11-25T07:10:59.839843] [INFO ] [CONFIGURE ] ADM: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_vwap', 'add_exhaustion_signals', 'add_obv_interval', 'add_pbf_vs_sma_5']
[2025-11-25T07:11:00.178381] [DEBUG] [FORECASTER] ADM: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T07:11:00.527632] [DEBUG] [FORECASTER] ADM: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T07:11:00.874270] [DEBUG] [FORECASTER] ADM: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T07:11:02.012222] [DEBUG] [FORECASTER] ADM: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T07:11:02.354225] [DEBUG] [FORECASTER] ADM: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T07:11:02.691288] [DEBUG] [FORECASTER] ADM: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1
[2025-11-25T07:11:03.028905] [DEBUG] [FORECASTER] ADM: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T07:11:03.392303] [DEBUG] [FORECASTER] ADM: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-25T07:11:03.741637] [DEBUG] [FORECASTER] ADM: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T07:11:04.078429] [DEBUG] [FORECASTER] ADM: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-11-25T07:11:04.078627] [INFO ] [CONFIGURE ] ADM: DISCARDED add_pbf_vs_sma_5 (score: 60.00%)
[2025-11-25T07:11:04.078761] [INFO ] [CONFIGURE ] JOB ETA: 3.3h | Avg: 2.6s/test | Remaining: 4535 tests
[2025-11-25T07:11:04.078823] [INFO ] [CONFIGURE ] ADM: Testing feature 20/29: add_price_rejection
[2025-11-25T07:11:04.078879] [INFO ] [CONFIGURE ] ADM: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_vwap', 'add_exhaustion_signals', 'add_obv_interval', 'add_price_rejection']
[2025-11-25T07:11:04.402085] [DEBUG] [FORECASTER] ADM: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T07:11:04.766284] [DEBUG] [FORECASTER] ADM: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T07:11:05.103682] [DEBUG] [FORECASTER] ADM: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T07:11:05.452503] [DEBUG] [FORECASTER] ADM: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T07:11:05.809668] [DEBUG] [FORECASTER] ADM: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-25T07:11:06.156916] [DEBUG] [FORECASTER] ADM: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1
[2025-11-25T07:11:06.495469] [DEBUG] [FORECASTER] ADM: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T07:11:06.834784] [DEBUG] [FORECASTER] ADM: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-25T07:11:07.195879] [DEBUG] [FORECASTER] ADM: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T07:11:07.533294] [DEBUG] [FORECASTER] ADM: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-25T07:11:07.533467] [INFO ] [CONFIGURE ] ADM: DISCARDED add_price_rejection (score: 50.00%)
[2025-11-25T07:11:07.533524] [INFO ] [CONFIGURE ] JOB ETA: 3.3h | Avg: 2.6s/test | Remaining: 4534 tests
[2025-11-25T07:11:07.533572] [INFO ] [CONFIGURE ] ADM: Testing feature 21/29: add_range_position
[2025-11-25T07:11:07.533618] [INFO ] [CONFIGURE ] ADM: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_vwap', 'add_exhaustion_signals', 'add_obv_interval', 'add_range_position']
[2025-11-25T07:11:07.895561] [DEBUG] [FORECASTER] ADM: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T07:11:08.274585] [DEBUG] [FORECASTER] ADM: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T07:11:08.648471] [DEBUG] [FORECASTER] ADM: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T07:11:09.038164] [DEBUG] [FORECASTER] ADM: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T07:11:09.433443] [DEBUG] [FORECASTER] ADM: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-25T07:11:09.835585] [DEBUG] [FORECASTER] ADM: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1
[2025-11-25T07:11:10.208934] [DEBUG] [FORECASTER] ADM: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T07:11:10.577712] [DEBUG] [FORECASTER] ADM: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T07:11:10.954845] [DEBUG] [FORECASTER] ADM: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T07:11:11.345520] [DEBUG] [FORECASTER] ADM: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-11-25T07:11:11.345732] [INFO ] [CONFIGURE ] ADM: DISCARDED add_range_position (score: 40.00%)
[2025-11-25T07:11:11.345793] [INFO ] [CONFIGURE ] JOB ETA: 3.3h | Avg: 2.6s/test | Remaining: 4533 tests
[2025-11-25T07:11:11.345843] [INFO ] [CONFIGURE ] ADM: Testing feature 22/29: add_realized_volatility
[2025-11-25T07:11:11.345888] [INFO ] [CONFIGURE ] ADM: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_vwap', 'add_exhaustion_signals', 'add_obv_interval', 'add_realized_volatility']
[2025-11-25T07:11:11.789871] [DEBUG] [FORECASTER] ADM: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T07:11:12.220909] [DEBUG] [FORECASTER] ADM: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T07:11:12.661870] [DEBUG] [FORECASTER] ADM: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T07:11:13.089804] [DEBUG] [FORECASTER] ADM: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T07:11:13.519762] [DEBUG] [FORECASTER] ADM: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T07:11:13.956755] [DEBUG] [FORECASTER] ADM: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1
[2025-11-25T07:11:14.415963] [DEBUG] [FORECASTER] ADM: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T07:11:14.883273] [DEBUG] [FORECASTER] ADM: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-25T07:11:15.375463] [DEBUG] [FORECASTER] ADM: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-25T07:11:15.864466] [DEBUG] [FORECASTER] ADM: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-11-25T07:11:15.864667] [INFO ] [CONFIGURE ] ADM: DISCARDED add_realized_volatility (score: 50.00%)
[2025-11-25T07:11:15.864728] [INFO ] [CONFIGURE ] JOB ETA: 3.3h | Avg: 2.7s/test | Remaining: 4532 tests
[2025-11-25T07:11:15.864775] [INFO ] [CONFIGURE ] ADM: Testing feature 23/29: add_recent_range_context
[2025-11-25T07:11:15.864819] [INFO ] [CONFIGURE ] ADM: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_vwap', 'add_exhaustion_signals', 'add_obv_interval', 'add_recent_range_context']
[2025-11-25T07:11:16.199444] [DEBUG] [FORECASTER] ADM: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T07:11:16.525044] [DEBUG] [FORECASTER] ADM: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T07:11:16.847938] [DEBUG] [FORECASTER] ADM: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T07:11:17.169747] [DEBUG] [FORECASTER] ADM: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T07:11:17.502082] [DEBUG] [FORECASTER] ADM: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T07:11:17.835859] [DEBUG] [FORECASTER] ADM: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1
[2025-11-25T07:11:18.166815] [DEBUG] [FORECASTER] ADM: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T07:11:18.492798] [DEBUG] [FORECASTER] ADM: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-25T07:11:18.824379] [DEBUG] [FORECASTER] ADM: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T07:11:19.173564] [DEBUG] [FORECASTER] ADM: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-11-25T07:11:19.173762] [INFO ] [CONFIGURE ] ADM: DISCARDED add_recent_range_context (score: 60.00%)
[2025-11-25T07:11:19.173823] [INFO ] [CONFIGURE ] JOB ETA: 3.3h | Avg: 2.7s/test | Remaining: 4531 tests
[2025-11-25T07:11:19.173874] [INFO ] [CONFIGURE ] ADM: Testing feature 24/29: add_rsi
[2025-11-25T07:11:19.173922] [INFO ] [CONFIGURE ] ADM: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_vwap', 'add_exhaustion_signals', 'add_obv_interval', 'add_rsi']
[2025-11-25T07:11:19.533894] [DEBUG] [FORECASTER] ADM: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T07:11:19.917276] [DEBUG] [FORECASTER] ADM: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T07:11:20.288897] [DEBUG] [FORECASTER] ADM: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T07:11:20.658587] [DEBUG] [FORECASTER] ADM: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T07:11:21.022535] [DEBUG] [FORECASTER] ADM: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-25T07:11:21.394785] [DEBUG] [FORECASTER] ADM: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1
[2025-11-25T07:11:21.761697] [DEBUG] [FORECASTER] ADM: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T07:11:22.157181] [DEBUG] [FORECASTER] ADM: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-25T07:11:22.525613] [DEBUG] [FORECASTER] ADM: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T07:11:22.921523] [DEBUG] [FORECASTER] ADM: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-11-25T07:11:22.921735] [INFO ] [CONFIGURE ] ADM: DISCARDED add_rsi (score: 40.00%)
[2025-11-25T07:11:22.921842] [INFO ] [CONFIGURE ] JOB ETA: 3.4h | Avg: 2.7s/test | Remaining: 4530 tests
[2025-11-25T07:11:22.921896] [INFO ] [CONFIGURE ] ADM: Testing feature 25/29: add_tick_distribution
[2025-11-25T07:11:22.921945] [INFO ] [CONFIGURE ] ADM: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_vwap', 'add_exhaustion_signals', 'add_obv_interval', 'add_tick_distribution']
[2025-11-25T07:11:23.279186] [DEBUG] [FORECASTER] ADM: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T07:11:23.662343] [DEBUG] [FORECASTER] ADM: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T07:11:24.041424] [DEBUG] [FORECASTER] ADM: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T07:11:24.408060] [DEBUG] [FORECASTER] ADM: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T07:11:24.800374] [DEBUG] [FORECASTER] ADM: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T07:11:25.158788] [DEBUG] [FORECASTER] ADM: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1
[2025-11-25T07:11:25.520486] [DEBUG] [FORECASTER] ADM: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T07:11:25.861570] [DEBUG] [FORECASTER] ADM: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-25T07:11:26.208958] [DEBUG] [FORECASTER] ADM: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T07:11:26.554384] [DEBUG] [FORECASTER] ADM: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-25T07:11:26.554590] [INFO ] [CONFIGURE ] ADM: DISCARDED add_tick_distribution (score: 60.00%)
[2025-11-25T07:11:26.554673] [INFO ] [CONFIGURE ] JOB ETA: 3.4h | Avg: 2.7s/test | Remaining: 4529 tests
[2025-11-25T07:11:26.554727] [INFO ] [CONFIGURE ] ADM: Testing feature 26/29: add_volume_momentum_confirmation
[2025-11-25T07:11:26.554775] [INFO ] [CONFIGURE ] ADM: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_vwap', 'add_exhaustion_signals', 'add_obv_interval', 'add_volume_momentum_confirmation']
[2025-11-25T07:11:26.904535] [DEBUG] [FORECASTER] ADM: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T07:11:27.262080] [DEBUG] [FORECASTER] ADM: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T07:11:27.578403] [DEBUG] [FORECASTER] ADM: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T07:11:27.892212] [DEBUG] [FORECASTER] ADM: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T07:11:28.210803] [DEBUG] [FORECASTER] ADM: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-25T07:11:28.523707] [DEBUG] [FORECASTER] ADM: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1
[2025-11-25T07:11:28.830478] [DEBUG] [FORECASTER] ADM: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T07:11:29.145114] [DEBUG] [FORECASTER] ADM: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-25T07:11:29.471032] [DEBUG] [FORECASTER] ADM: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T07:11:29.851181] [DEBUG] [FORECASTER] ADM: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-11-25T07:11:29.851419] [INFO ] [CONFIGURE ] ADM: DISCARDED add_volume_momentum_confirmation (score: 40.00%)
[2025-11-25T07:11:29.851482] [INFO ] [CONFIGURE ] JOB ETA: 3.4h | Avg: 2.7s/test | Remaining: 4528 tests
[2025-11-25T07:11:29.851544] [INFO ] [CONFIGURE ] ADM: Testing feature 27/29: add_volume_price_divergence
[2025-11-25T07:11:29.851593] [INFO ] [CONFIGURE ] ADM: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_vwap', 'add_exhaustion_signals', 'add_obv_interval', 'add_volume_price_divergence']
[2025-11-25T07:11:30.209422] [DEBUG] [FORECASTER] ADM: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T07:11:30.558277] [DEBUG] [FORECASTER] ADM: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T07:11:30.923918] [DEBUG] [FORECASTER] ADM: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T07:11:31.283455] [DEBUG] [FORECASTER] ADM: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T07:11:31.743080] [DEBUG] [FORECASTER] ADM: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-25T07:11:32.227293] [DEBUG] [FORECASTER] ADM: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1
[2025-11-25T07:11:32.612577] [DEBUG] [FORECASTER] ADM: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T07:11:32.982789] [DEBUG] [FORECASTER] ADM: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-25T07:11:33.337129] [DEBUG] [FORECASTER] ADM: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T07:11:33.722120] [DEBUG] [FORECASTER] ADM: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-25T07:11:33.722316] [INFO ] [CONFIGURE ] ADM: DISCARDED add_volume_price_divergence (score: 50.00%)
[2025-11-25T07:11:33.722376] [INFO ] [CONFIGURE ] JOB ETA: 3.4h | Avg: 2.7s/test | Remaining: 4527 tests
[2025-11-25T07:11:33.722424] [INFO ] [CONFIGURE ] ADM: Testing feature 28/29: add_volume_profile
[2025-11-25T07:11:33.722475] [INFO ] [CONFIGURE ] ADM: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_vwap', 'add_exhaustion_signals', 'add_obv_interval', 'add_volume_profile']
[2025-11-25T07:11:34.106282] [DEBUG] [FORECASTER] ADM: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T07:11:34.475591] [DEBUG] [FORECASTER] ADM: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T07:11:34.850850] [DEBUG] [FORECASTER] ADM: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T07:11:35.202022] [DEBUG] [FORECASTER] ADM: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T07:11:35.532312] [DEBUG] [FORECASTER] ADM: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-25T07:11:35.863584] [DEBUG] [FORECASTER] ADM: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1
[2025-11-25T07:11:36.226370] [DEBUG] [FORECASTER] ADM: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T07:11:36.600563] [DEBUG] [FORECASTER] ADM: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-25T07:11:36.964349] [DEBUG] [FORECASTER] ADM: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T07:11:37.315748] [DEBUG] [FORECASTER] ADM: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-11-25T07:11:37.315966] [INFO ] [CONFIGURE ] ADM: DISCARDED add_volume_profile (score: 40.00%)
[2025-11-25T07:11:37.316026] [INFO ] [CONFIGURE ] JOB ETA: 3.4h | Avg: 2.7s/test | Remaining: 4526 tests
[2025-11-25T07:11:37.316075] [INFO ] [CONFIGURE ] ADM: ===== FEATURE SELECTION COMPLETE =====
[2025-11-25T07:11:37.316118] [INFO ] [CONFIGURE ] ADM: Best accuracy: 70.00%
[2025-11-25T07:11:37.316161] [INFO ] [CONFIGURE ] ADM: Best feature set (5 features): ['add_bollinger_bands', 'add_ema', 'add_vwap', 'add_exhaustion_signals', 'add_obv_interval']
[2025-11-25T07:11:37.316203] [INFO ] [CONFIGURE ] ADM: Improvement over baseline: 40.00%
[2025-11-25T07:11:37.316241] [INFO ] [CONFIGURE ] ADM: Total time: 1.6 minutes
[2025-11-25T07:11:37.316279] [INFO ] [CONFIGURE ] ADM: Average time per feature: 3.5 seconds
[2025-11-25T07:11:37.316318] [INFO ] [CONFIGURE ] ADM: Average speed: 0.30 features/sec
[2025-11-25T07:11:37.316733] [INFO ] [LOCAL     ] Saved configuration for ADM: 5 features, 70.00% accuracy -> ./output/feature-sets/ADM.json
[2025-11-25T07:11:37.316799] [INFO ] [CONFIGURE ] ADM: Configuration saved successfully: 5 features, 70.00% accuracy.
[2025-11-25T07:11:37.316850] [INFO ] [sig       ] [8/164] Successfully configured ADM | 0.01 sym/s | Total: 10.5m | ETA: 3.4h
[2025-11-25T07:11:37.316894] [INFO ] [sig       ] [9/164] Configuring AEM...
[2025-11-25T07:11:37.316936] [INFO ] [CONFIGURE ] AEM: Configurate test run.
[2025-11-25T07:11:37.316976] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AEM' from 'https://tdm.silogroup.org/data/derivative_storage/AEM.csv'.
[2025-11-25T07:11:37.329027] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'AEM'.
[2025-11-25T07:11:37.329344] [INFO ] [CONFIGURE ] AEM: Testing with 29 available features
[2025-11-25T07:11:37.329406] [INFO ] [CONFIGURE ] AEM: Establishing baseline with no features...
[2025-11-25T07:11:37.523455] [DEBUG] [FORECASTER] AEM: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T07:11:37.719027] [DEBUG] [FORECASTER] AEM: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T07:11:37.919062] [DEBUG] [FORECASTER] AEM: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T07:11:38.107587] [DEBUG] [FORECASTER] AEM: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T07:11:38.292277] [DEBUG] [FORECASTER] AEM: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T07:11:38.476613] [DEBUG] [FORECASTER] AEM: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T07:11:38.656237] [DEBUG] [FORECASTER] AEM: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T07:11:38.835497] [DEBUG] [FORECASTER] AEM: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T07:11:39.010087] [DEBUG] [FORECASTER] AEM: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T07:11:39.186422] [DEBUG] [FORECASTER] AEM: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T07:11:39.186592] [INFO ] [CONFIGURE ] AEM: Baseline score (no features): 60.00%
[2025-11-25T07:11:39.186661] [INFO ] [CONFIGURE ] AEM: Testing feature 1/29: add_bollinger_bands
[2025-11-25T07:11:39.186737] [INFO ] [CONFIGURE ] AEM: Testing with features: ['add_bollinger_bands']
[2025-11-25T07:11:39.398246] [DEBUG] [FORECASTER] AEM: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T07:11:39.617088] [DEBUG] [FORECASTER] AEM: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T07:11:39.827857] [DEBUG] [FORECASTER] AEM: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T07:11:40.051783] [DEBUG] [FORECASTER] AEM: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T07:11:40.261136] [DEBUG] [FORECASTER] AEM: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T07:11:40.484088] [DEBUG] [FORECASTER] AEM: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T07:11:40.696275] [DEBUG] [FORECASTER] AEM: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T07:11:40.909889] [DEBUG] [FORECASTER] AEM: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T07:11:41.123565] [DEBUG] [FORECASTER] AEM: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T07:11:41.334108] [DEBUG] [FORECASTER] AEM: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T07:11:41.334283] [INFO ] [CONFIGURE ] AEM: DISCARDED add_bollinger_bands (score: 50.00%)
[2025-11-25T07:11:41.334334] [INFO ] [CONFIGURE ] JOB ETA: 3.4h | Avg: 2.7s/test | Remaining: 4525 tests
[2025-11-25T07:11:41.334375] [INFO ] [CONFIGURE ] AEM: Testing feature 2/29: add_cumulative_delta
[2025-11-25T07:11:41.334412] [INFO ] [CONFIGURE ] AEM: Testing with features: ['add_cumulative_delta']
[2025-11-25T07:11:41.548233] [DEBUG] [FORECASTER] AEM: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T07:11:41.763659] [DEBUG] [FORECASTER] AEM: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T07:11:41.975787] [DEBUG] [FORECASTER] AEM: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T07:11:42.188017] [DEBUG] [FORECASTER] AEM: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T07:11:42.406749] [DEBUG] [FORECASTER] AEM: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T07:11:42.621424] [DEBUG] [FORECASTER] AEM: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T07:11:42.839441] [DEBUG] [FORECASTER] AEM: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T07:11:43.050100] [DEBUG] [FORECASTER] AEM: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T07:11:43.264928] [DEBUG] [FORECASTER] AEM: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T07:11:43.475356] [DEBUG] [FORECASTER] AEM: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T07:11:43.475543] [INFO ] [CONFIGURE ] AEM: DISCARDED add_cumulative_delta (score: 40.00%)
[2025-11-25T07:11:43.475594] [INFO ] [CONFIGURE ] JOB ETA: 3.4h | Avg: 2.7s/test | Remaining: 4524 tests
[2025-11-25T07:11:43.475635] [INFO ] [CONFIGURE ] AEM: Testing feature 3/29: add_daily_returns
[2025-11-25T07:11:43.475713] [INFO ] [CONFIGURE ] AEM: Testing with features: ['add_daily_returns']
[2025-11-25T07:11:43.656258] [DEBUG] [FORECASTER] AEM: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T07:11:43.837709] [DEBUG] [FORECASTER] AEM: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T07:11:44.019476] [DEBUG] [FORECASTER] AEM: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T07:11:44.208475] [DEBUG] [FORECASTER] AEM: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T07:11:44.411827] [DEBUG] [FORECASTER] AEM: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T07:11:44.609948] [DEBUG] [FORECASTER] AEM: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T07:11:44.796482] [DEBUG] [FORECASTER] AEM: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T07:11:44.984214] [DEBUG] [FORECASTER] AEM: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T07:11:45.168865] [DEBUG] [FORECASTER] AEM: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T07:11:45.352631] [DEBUG] [FORECASTER] AEM: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T07:11:45.352829] [INFO ] [CONFIGURE ] AEM: DISCARDED add_daily_returns (score: 60.00%)
[2025-11-25T07:11:45.352878] [INFO ] [CONFIGURE ] JOB ETA: 3.4h | Avg: 2.7s/test | Remaining: 4523 tests
[2025-11-25T07:11:45.352918] [INFO ] [CONFIGURE ] AEM: Testing feature 4/29: add_ema
[2025-11-25T07:11:45.352955] [INFO ] [CONFIGURE ] AEM: Testing with features: ['add_ema']
[2025-11-25T07:11:45.563186] [DEBUG] [FORECASTER] AEM: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T07:11:45.774539] [DEBUG] [FORECASTER] AEM: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T07:11:45.984927] [DEBUG] [FORECASTER] AEM: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T07:11:46.197368] [DEBUG] [FORECASTER] AEM: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T07:11:46.411849] [DEBUG] [FORECASTER] AEM: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T07:11:46.622189] [DEBUG] [FORECASTER] AEM: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T07:11:46.832511] [DEBUG] [FORECASTER] AEM: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T07:11:47.041925] [DEBUG] [FORECASTER] AEM: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-25T07:11:47.255354] [DEBUG] [FORECASTER] AEM: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T07:11:47.467002] [DEBUG] [FORECASTER] AEM: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T07:11:47.467192] [INFO ] [CONFIGURE ] AEM: DISCARDED add_ema (score: 40.00%)
[2025-11-25T07:11:47.467241] [INFO ] [CONFIGURE ] JOB ETA: 3.4h | Avg: 2.7s/test | Remaining: 4522 tests
[2025-11-25T07:11:47.467281] [INFO ] [CONFIGURE ] AEM: Testing feature 5/29: add_exhaustion_signals
[2025-11-25T07:11:47.467319] [INFO ] [CONFIGURE ] AEM: Testing with features: ['add_vwap', 'add_exhaustion_signals']
[2025-11-25T07:11:47.679353] [DEBUG] [FORECASTER] AEM: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T07:11:47.895742] [DEBUG] [FORECASTER] AEM: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T07:11:48.130218] [DEBUG] [FORECASTER] AEM: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T07:11:48.350225] [DEBUG] [FORECASTER] AEM: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T07:11:48.583445] [DEBUG] [FORECASTER] AEM: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T07:11:48.810758] [DEBUG] [FORECASTER] AEM: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T07:11:49.028707] [DEBUG] [FORECASTER] AEM: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T07:11:49.258037] [DEBUG] [FORECASTER] AEM: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T07:11:49.482434] [DEBUG] [FORECASTER] AEM: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T07:11:49.725634] [DEBUG] [FORECASTER] AEM: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T07:11:49.725862] [INFO ] [CONFIGURE ] AEM: DISCARDED add_exhaustion_signals (score: 50.00%)
[2025-11-25T07:11:49.725926] [INFO ] [CONFIGURE ] JOB ETA: 3.4h | Avg: 2.7s/test | Remaining: 4521 tests
[2025-11-25T07:11:49.725971] [INFO ] [CONFIGURE ] AEM: Testing feature 6/29: add_failed_moves
[2025-11-25T07:11:49.726016] [INFO ] [CONFIGURE ] AEM: Testing with features: ['add_failed_moves']
[2025-11-25T07:11:49.914711] [DEBUG] [FORECASTER] AEM: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T07:11:50.114915] [DEBUG] [FORECASTER] AEM: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T07:11:50.302788] [DEBUG] [FORECASTER] AEM: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T07:11:50.492411] [DEBUG] [FORECASTER] AEM: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T07:11:50.683969] [DEBUG] [FORECASTER] AEM: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T07:11:50.877635] [DEBUG] [FORECASTER] AEM: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T07:11:51.075769] [DEBUG] [FORECASTER] AEM: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T07:11:51.269197] [DEBUG] [FORECASTER] AEM: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T07:11:51.465630] [DEBUG] [FORECASTER] AEM: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T07:11:51.656754] [DEBUG] [FORECASTER] AEM: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T07:11:51.656920] [INFO ] [CONFIGURE ] AEM: KEPT add_failed_moves (score: 70.00%)
[2025-11-25T07:11:51.656969] [INFO ] [CONFIGURE ] JOB ETA: 3.3h | Avg: 2.7s/test | Remaining: 4520 tests
[2025-11-25T07:11:51.657008] [INFO ] [CONFIGURE ] AEM: Testing feature 7/29: add_lag_shelf
[2025-11-25T07:11:51.657045] [INFO ] [CONFIGURE ] AEM: Testing with features: ['add_failed_moves', 'add_lag_shelf']
[2025-11-25T07:11:51.839856] [DEBUG] [FORECASTER] AEM: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T07:11:52.022625] [DEBUG] [FORECASTER] AEM: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T07:11:52.203515] [DEBUG] [FORECASTER] AEM: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T07:11:52.382911] [DEBUG] [FORECASTER] AEM: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T07:11:52.567727] [DEBUG] [FORECASTER] AEM: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T07:11:52.750113] [DEBUG] [FORECASTER] AEM: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T07:11:52.935232] [DEBUG] [FORECASTER] AEM: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T07:11:53.120375] [DEBUG] [FORECASTER] AEM: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T07:11:53.302372] [DEBUG] [FORECASTER] AEM: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T07:11:53.486729] [DEBUG] [FORECASTER] AEM: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T07:11:53.486907] [INFO ] [CONFIGURE ] AEM: DISCARDED add_lag_shelf (score: 70.00%)
[2025-11-25T07:11:53.486978] [INFO ] [CONFIGURE ] JOB ETA: 3.3h | Avg: 2.7s/test | Remaining: 4519 tests
[2025-11-25T07:11:53.487018] [INFO ] [CONFIGURE ] AEM: Testing feature 8/29: add_macd
[2025-11-25T07:11:53.487054] [INFO ] [CONFIGURE ] AEM: Testing with features: ['add_failed_moves', 'add_vwap', 'add_macd']
[2025-11-25T07:11:53.763209] [DEBUG] [FORECASTER] AEM: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T07:11:54.040520] [DEBUG] [FORECASTER] AEM: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T07:11:54.321327] [DEBUG] [FORECASTER] AEM: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T07:11:54.608137] [DEBUG] [FORECASTER] AEM: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T07:11:54.895713] [DEBUG] [FORECASTER] AEM: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T07:11:55.180699] [DEBUG] [FORECASTER] AEM: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T07:11:55.452721] [DEBUG] [FORECASTER] AEM: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T07:11:55.723974] [DEBUG] [FORECASTER] AEM: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T07:11:56.008444] [DEBUG] [FORECASTER] AEM: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T07:11:56.293414] [DEBUG] [FORECASTER] AEM: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T07:11:56.293604] [INFO ] [CONFIGURE ] AEM: DISCARDED add_macd (score: 50.00%)
[2025-11-25T07:11:56.293683] [INFO ] [CONFIGURE ] JOB ETA: 3.3h | Avg: 2.7s/test | Remaining: 4518 tests
[2025-11-25T07:11:56.293734] [INFO ] [CONFIGURE ] AEM: Testing feature 9/29: add_mfi
[2025-11-25T07:11:56.293779] [INFO ] [CONFIGURE ] AEM: Testing with features: ['add_failed_moves', 'add_mfi']
[2025-11-25T07:11:56.486384] [DEBUG] [FORECASTER] AEM: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T07:11:56.680517] [DEBUG] [FORECASTER] AEM: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T07:11:56.876017] [DEBUG] [FORECASTER] AEM: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T07:11:57.074518] [DEBUG] [FORECASTER] AEM: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T07:11:57.270733] [DEBUG] [FORECASTER] AEM: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T07:11:57.463808] [DEBUG] [FORECASTER] AEM: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T07:11:57.658090] [DEBUG] [FORECASTER] AEM: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T07:11:57.856168] [DEBUG] [FORECASTER] AEM: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T07:11:58.057974] [DEBUG] [FORECASTER] AEM: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T07:11:58.254702] [DEBUG] [FORECASTER] AEM: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T07:11:58.254884] [INFO ] [CONFIGURE ] AEM: DISCARDED add_mfi (score: 70.00%)
[2025-11-25T07:11:58.254940] [INFO ] [CONFIGURE ] JOB ETA: 3.3h | Avg: 2.7s/test | Remaining: 4517 tests
[2025-11-25T07:11:58.255016] [INFO ] [CONFIGURE ] AEM: Testing feature 10/29: add_momentum_acceleration
[2025-11-25T07:11:58.255069] [INFO ] [CONFIGURE ] AEM: Testing with features: ['add_failed_moves', 'add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-11-25T07:11:58.539386] [DEBUG] [FORECASTER] AEM: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T07:11:58.829263] [DEBUG] [FORECASTER] AEM: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T07:11:59.115081] [DEBUG] [FORECASTER] AEM: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T07:11:59.405558] [DEBUG] [FORECASTER] AEM: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T07:11:59.704591] [DEBUG] [FORECASTER] AEM: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T07:12:00.005765] [DEBUG] [FORECASTER] AEM: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T07:12:00.315164] [DEBUG] [FORECASTER] AEM: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T07:12:00.625997] [DEBUG] [FORECASTER] AEM: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T07:12:00.930035] [DEBUG] [FORECASTER] AEM: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T07:12:01.859632] [DEBUG] [FORECASTER] AEM: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T07:12:01.859865] [INFO ] [CONFIGURE ] AEM: DISCARDED add_momentum_acceleration (score: 50.00%)
[2025-11-25T07:12:01.859936] [INFO ] [CONFIGURE ] JOB ETA: 3.3h | Avg: 2.7s/test | Remaining: 4516 tests
[2025-11-25T07:12:01.859990] [INFO ] [CONFIGURE ] AEM: Testing feature 11/29: add_obv_daily
[2025-11-25T07:12:01.860028] [INFO ] [CONFIGURE ] AEM: Testing with features: ['add_failed_moves', 'add_obv_daily']
[2025-11-25T07:12:02.106658] [DEBUG] [FORECASTER] AEM: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T07:12:02.337204] [DEBUG] [FORECASTER] AEM: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T07:12:02.569803] [DEBUG] [FORECASTER] AEM: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T07:12:02.801870] [DEBUG] [FORECASTER] AEM: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T07:12:03.028845] [DEBUG] [FORECASTER] AEM: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T07:12:03.243667] [DEBUG] [FORECASTER] AEM: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T07:12:03.457255] [DEBUG] [FORECASTER] AEM: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T07:12:03.673309] [DEBUG] [FORECASTER] AEM: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-25T07:12:03.887347] [DEBUG] [FORECASTER] AEM: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T07:12:04.103862] [DEBUG] [FORECASTER] AEM: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T07:12:04.104037] [INFO ] [CONFIGURE ] AEM: DISCARDED add_obv_daily (score: 40.00%)
[2025-11-25T07:12:04.104087] [INFO ] [CONFIGURE ] JOB ETA: 3.3h | Avg: 2.7s/test | Remaining: 4515 tests
[2025-11-25T07:12:04.104130] [INFO ] [CONFIGURE ] AEM: Testing feature 12/29: add_obv_interval
[2025-11-25T07:12:04.104168] [INFO ] [CONFIGURE ] AEM: Testing with features: ['add_failed_moves', 'add_obv_interval']
[2025-11-25T07:12:04.316002] [DEBUG] [FORECASTER] AEM: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T07:12:04.521500] [DEBUG] [FORECASTER] AEM: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T07:12:04.743012] [DEBUG] [FORECASTER] AEM: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T07:12:04.938101] [DEBUG] [FORECASTER] AEM: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T07:12:05.133133] [DEBUG] [FORECASTER] AEM: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T07:12:05.324228] [DEBUG] [FORECASTER] AEM: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T07:12:05.518216] [DEBUG] [FORECASTER] AEM: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T07:12:05.738987] [DEBUG] [FORECASTER] AEM: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T07:12:05.932039] [DEBUG] [FORECASTER] AEM: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T07:12:06.126225] [DEBUG] [FORECASTER] AEM: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T07:12:06.126388] [INFO ] [CONFIGURE ] AEM: DISCARDED add_obv_interval (score: 50.00%)
[2025-11-25T07:12:06.126437] [INFO ] [CONFIGURE ] JOB ETA: 3.3h | Avg: 2.7s/test | Remaining: 4514 tests
[2025-11-25T07:12:06.126477] [INFO ] [CONFIGURE ] AEM: Testing feature 13/29: add_opening_strength
[2025-11-25T07:12:06.126513] [INFO ] [CONFIGURE ] AEM: Testing with features: ['add_failed_moves', 'add_daily_returns', 'add_opening_strength']
[2025-11-25T07:12:06.331446] [DEBUG] [FORECASTER] AEM: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T07:12:06.534973] [DEBUG] [FORECASTER] AEM: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T07:12:06.746705] [DEBUG] [FORECASTER] AEM: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T07:12:06.957913] [DEBUG] [FORECASTER] AEM: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T07:12:07.169265] [DEBUG] [FORECASTER] AEM: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T07:12:07.381900] [DEBUG] [FORECASTER] AEM: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T07:12:07.593995] [DEBUG] [FORECASTER] AEM: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T07:12:07.812190] [DEBUG] [FORECASTER] AEM: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-25T07:12:08.028723] [DEBUG] [FORECASTER] AEM: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T07:12:08.239388] [DEBUG] [FORECASTER] AEM: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T07:12:08.239570] [INFO ] [CONFIGURE ] AEM: DISCARDED add_opening_strength (score: 40.00%)
[2025-11-25T07:12:08.239618] [INFO ] [CONFIGURE ] JOB ETA: 3.3h | Avg: 2.7s/test | Remaining: 4513 tests
[2025-11-25T07:12:08.239676] [INFO ] [CONFIGURE ] AEM: Testing feature 14/29: add_order_flow_imbalance
[2025-11-25T07:12:08.239740] [INFO ] [CONFIGURE ] AEM: Testing with features: ['add_failed_moves', 'add_order_flow_imbalance']
[2025-11-25T07:12:08.451974] [DEBUG] [FORECASTER] AEM: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T07:12:08.664707] [DEBUG] [FORECASTER] AEM: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T07:12:08.879573] [DEBUG] [FORECASTER] AEM: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T07:12:09.095661] [DEBUG] [FORECASTER] AEM: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T07:12:09.310801] [DEBUG] [FORECASTER] AEM: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T07:12:09.529326] [DEBUG] [FORECASTER] AEM: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T07:12:09.748467] [DEBUG] [FORECASTER] AEM: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T07:12:09.966538] [DEBUG] [FORECASTER] AEM: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T07:12:10.177404] [DEBUG] [FORECASTER] AEM: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T07:12:10.389410] [DEBUG] [FORECASTER] AEM: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T07:12:10.389580] [INFO ] [CONFIGURE ] AEM: DISCARDED add_order_flow_imbalance (score: 60.00%)
[2025-11-25T07:12:10.389635] [INFO ] [CONFIGURE ] JOB ETA: 3.3h | Avg: 2.7s/test | Remaining: 4512 tests
[2025-11-25T07:12:10.389703] [INFO ] [CONFIGURE ] AEM: Testing feature 15/29: add_pbf_morning_momentum
[2025-11-25T07:12:10.389740] [INFO ] [CONFIGURE ] AEM: Testing with features: ['add_failed_moves', 'add_pbf_morning_momentum']
[2025-11-25T07:12:10.570624] [DEBUG] [FORECASTER] AEM: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T07:12:10.751773] [DEBUG] [FORECASTER] AEM: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T07:12:10.937856] [DEBUG] [FORECASTER] AEM: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T07:12:11.122512] [DEBUG] [FORECASTER] AEM: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T07:12:11.302029] [DEBUG] [FORECASTER] AEM: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T07:12:11.481460] [DEBUG] [FORECASTER] AEM: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T07:12:11.658356] [DEBUG] [FORECASTER] AEM: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T07:12:11.845483] [DEBUG] [FORECASTER] AEM: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T07:12:12.031446] [DEBUG] [FORECASTER] AEM: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T07:12:12.220707] [DEBUG] [FORECASTER] AEM: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T07:12:12.221074] [INFO ] [CONFIGURE ] AEM: DISCARDED add_pbf_morning_momentum (score: 60.00%)
[2025-11-25T07:12:12.221192] [INFO ] [CONFIGURE ] JOB ETA: 3.3h | Avg: 2.7s/test | Remaining: 4511 tests
[2025-11-25T07:12:12.221298] [INFO ] [CONFIGURE ] AEM: Testing feature 16/29: add_pbf_overnight_gap
[2025-11-25T07:12:12.221412] [INFO ] [CONFIGURE ] AEM: Testing with features: ['add_failed_moves', 'add_pbf_overnight_gap']
[2025-11-25T07:12:12.426014] [DEBUG] [FORECASTER] AEM: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T07:12:12.630426] [DEBUG] [FORECASTER] AEM: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T07:12:12.843637] [DEBUG] [FORECASTER] AEM: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T07:12:13.059607] [DEBUG] [FORECASTER] AEM: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T07:12:13.280493] [DEBUG] [FORECASTER] AEM: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T07:12:13.502361] [DEBUG] [FORECASTER] AEM: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T07:12:13.720553] [DEBUG] [FORECASTER] AEM: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T07:12:13.939777] [DEBUG] [FORECASTER] AEM: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T07:12:14.159557] [DEBUG] [FORECASTER] AEM: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T07:12:14.385604] [DEBUG] [FORECASTER] AEM: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T07:12:14.385826] [INFO ] [CONFIGURE ] AEM: DISCARDED add_pbf_overnight_gap (score: 50.00%)
[2025-11-25T07:12:14.385880] [INFO ] [CONFIGURE ] JOB ETA: 3.3h | Avg: 2.7s/test | Remaining: 4510 tests
[2025-11-25T07:12:14.385922] [INFO ] [CONFIGURE ] AEM: Testing feature 17/29: add_pbf_return_2d
[2025-11-25T07:12:14.385960] [INFO ] [CONFIGURE ] AEM: Testing with features: ['add_failed_moves', 'add_pbf_return_2d']
[2025-11-25T07:12:14.608708] [DEBUG] [FORECASTER] AEM: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T07:12:14.818234] [DEBUG] [FORECASTER] AEM: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T07:12:15.027535] [DEBUG] [FORECASTER] AEM: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T07:12:15.234077] [DEBUG] [FORECASTER] AEM: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T07:12:15.440540] [DEBUG] [FORECASTER] AEM: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T07:12:15.650939] [DEBUG] [FORECASTER] AEM: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T07:12:15.860788] [DEBUG] [FORECASTER] AEM: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T07:12:16.070061] [DEBUG] [FORECASTER] AEM: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T07:12:16.295767] [DEBUG] [FORECASTER] AEM: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T07:12:16.516994] [DEBUG] [FORECASTER] AEM: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T07:12:16.517180] [INFO ] [CONFIGURE ] AEM: DISCARDED add_pbf_return_2d (score: 50.00%)
[2025-11-25T07:12:16.517242] [INFO ] [CONFIGURE ] JOB ETA: 3.3h | Avg: 2.6s/test | Remaining: 4509 tests
[2025-11-25T07:12:16.517288] [INFO ] [CONFIGURE ] AEM: Testing feature 18/29: add_pbf_volatility_5d
[2025-11-25T07:12:16.517332] [INFO ] [CONFIGURE ] AEM: Testing with features: ['add_failed_moves', 'add_pbf_volatility_5d']
[2025-11-25T07:12:16.695975] [DEBUG] [FORECASTER] AEM: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T07:12:16.874976] [DEBUG] [FORECASTER] AEM: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T07:12:17.058081] [DEBUG] [FORECASTER] AEM: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T07:12:17.248433] [DEBUG] [FORECASTER] AEM: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T07:12:17.429639] [DEBUG] [FORECASTER] AEM: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T07:12:17.610224] [DEBUG] [FORECASTER] AEM: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T07:12:17.789789] [DEBUG] [FORECASTER] AEM: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T07:12:17.969231] [DEBUG] [FORECASTER] AEM: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-25T07:12:18.152922] [DEBUG] [FORECASTER] AEM: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T07:12:18.338505] [DEBUG] [FORECASTER] AEM: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T07:12:18.338705] [INFO ] [CONFIGURE ] AEM: DISCARDED add_pbf_volatility_5d (score: 40.00%)
[2025-11-25T07:12:18.338761] [INFO ] [CONFIGURE ] JOB ETA: 3.3h | Avg: 2.6s/test | Remaining: 4508 tests
[2025-11-25T07:12:18.338837] [INFO ] [CONFIGURE ] AEM: Testing feature 19/29: add_pbf_vs_sma_5
[2025-11-25T07:12:18.338892] [INFO ] [CONFIGURE ] AEM: Testing with features: ['add_failed_moves', 'add_pbf_vs_sma_5']
[2025-11-25T07:12:18.538863] [DEBUG] [FORECASTER] AEM: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T07:12:18.729155] [DEBUG] [FORECASTER] AEM: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T07:12:18.917696] [DEBUG] [FORECASTER] AEM: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T07:12:19.128475] [DEBUG] [FORECASTER] AEM: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T07:12:19.379853] [DEBUG] [FORECASTER] AEM: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T07:12:19.609475] [DEBUG] [FORECASTER] AEM: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T07:12:19.811289] [DEBUG] [FORECASTER] AEM: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T07:12:20.022946] [DEBUG] [FORECASTER] AEM: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T07:12:20.223340] [DEBUG] [FORECASTER] AEM: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T07:12:20.421080] [DEBUG] [FORECASTER] AEM: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T07:12:20.421253] [INFO ] [CONFIGURE ] AEM: DISCARDED add_pbf_vs_sma_5 (score: 40.00%)
[2025-11-25T07:12:20.421306] [INFO ] [CONFIGURE ] JOB ETA: 3.3h | Avg: 2.6s/test | Remaining: 4507 tests
[2025-11-25T07:12:20.421346] [INFO ] [CONFIGURE ] AEM: Testing feature 20/29: add_price_rejection
[2025-11-25T07:12:20.421384] [INFO ] [CONFIGURE ] AEM: Testing with features: ['add_failed_moves', 'add_price_rejection']
[2025-11-25T07:12:20.621997] [DEBUG] [FORECASTER] AEM: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T07:12:20.819509] [DEBUG] [FORECASTER] AEM: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T07:12:21.019889] [DEBUG] [FORECASTER] AEM: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T07:12:21.214906] [DEBUG] [FORECASTER] AEM: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T07:12:21.412819] [DEBUG] [FORECASTER] AEM: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T07:12:21.618102] [DEBUG] [FORECASTER] AEM: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T07:12:21.825593] [DEBUG] [FORECASTER] AEM: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T07:12:22.023220] [DEBUG] [FORECASTER] AEM: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T07:12:22.220584] [DEBUG] [FORECASTER] AEM: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T07:12:22.420610] [DEBUG] [FORECASTER] AEM: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T07:12:22.420805] [INFO ] [CONFIGURE ] AEM: DISCARDED add_price_rejection (score: 70.00%)
[2025-11-25T07:12:22.420896] [INFO ] [CONFIGURE ] JOB ETA: 3.3h | Avg: 2.6s/test | Remaining: 4506 tests
[2025-11-25T07:12:22.420940] [INFO ] [CONFIGURE ] AEM: Testing feature 21/29: add_range_position
[2025-11-25T07:12:22.420976] [INFO ] [CONFIGURE ] AEM: Testing with features: ['add_failed_moves', 'add_range_position']
[2025-11-25T07:12:22.641805] [DEBUG] [FORECASTER] AEM: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T07:12:22.866455] [DEBUG] [FORECASTER] AEM: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T07:12:23.085360] [DEBUG] [FORECASTER] AEM: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T07:12:23.306498] [DEBUG] [FORECASTER] AEM: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T07:12:23.530304] [DEBUG] [FORECASTER] AEM: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T07:12:23.755217] [DEBUG] [FORECASTER] AEM: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T07:12:23.987124] [DEBUG] [FORECASTER] AEM: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T07:12:24.212501] [DEBUG] [FORECASTER] AEM: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T07:12:24.436484] [DEBUG] [FORECASTER] AEM: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T07:12:24.671735] [DEBUG] [FORECASTER] AEM: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T07:12:24.671909] [INFO ] [CONFIGURE ] AEM: DISCARDED add_range_position (score: 70.00%)
[2025-11-25T07:12:24.671965] [INFO ] [CONFIGURE ] JOB ETA: 3.3h | Avg: 2.6s/test | Remaining: 4505 tests
[2025-11-25T07:12:24.672011] [INFO ] [CONFIGURE ] AEM: Testing feature 22/29: add_realized_volatility
[2025-11-25T07:12:24.672051] [INFO ] [CONFIGURE ] AEM: Testing with features: ['add_failed_moves', 'add_realized_volatility']
[2025-11-25T07:12:24.977677] [DEBUG] [FORECASTER] AEM: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T07:12:25.294235] [DEBUG] [FORECASTER] AEM: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T07:12:25.601483] [DEBUG] [FORECASTER] AEM: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T07:12:25.905492] [DEBUG] [FORECASTER] AEM: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T07:12:26.207955] [DEBUG] [FORECASTER] AEM: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T07:12:26.505452] [DEBUG] [FORECASTER] AEM: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T07:12:26.807311] [DEBUG] [FORECASTER] AEM: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T07:12:27.126608] [DEBUG] [FORECASTER] AEM: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T07:12:27.431835] [DEBUG] [FORECASTER] AEM: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T07:12:27.733481] [DEBUG] [FORECASTER] AEM: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T07:12:27.733714] [INFO ] [CONFIGURE ] AEM: DISCARDED add_realized_volatility (score: 50.00%)
[2025-11-25T07:12:27.733775] [INFO ] [CONFIGURE ] JOB ETA: 3.3h | Avg: 2.6s/test | Remaining: 4504 tests
[2025-11-25T07:12:27.733824] [INFO ] [CONFIGURE ] AEM: Testing feature 23/29: add_recent_range_context
[2025-11-25T07:12:27.733867] [INFO ] [CONFIGURE ] AEM: Testing with features: ['add_failed_moves', 'add_recent_range_context']
[2025-11-25T07:12:27.920114] [DEBUG] [FORECASTER] AEM: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T07:12:28.103865] [DEBUG] [FORECASTER] AEM: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T07:12:28.292560] [DEBUG] [FORECASTER] AEM: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T07:12:28.467264] [DEBUG] [FORECASTER] AEM: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T07:12:28.636285] [DEBUG] [FORECASTER] AEM: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T07:12:28.822784] [DEBUG] [FORECASTER] AEM: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T07:12:29.009391] [DEBUG] [FORECASTER] AEM: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T07:12:29.196278] [DEBUG] [FORECASTER] AEM: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T07:12:29.384433] [DEBUG] [FORECASTER] AEM: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T07:12:29.585848] [DEBUG] [FORECASTER] AEM: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T07:12:29.586023] [INFO ] [CONFIGURE ] AEM: DISCARDED add_recent_range_context (score: 50.00%)
[2025-11-25T07:12:29.586070] [INFO ] [CONFIGURE ] JOB ETA: 3.3h | Avg: 2.6s/test | Remaining: 4503 tests
[2025-11-25T07:12:29.586110] [INFO ] [CONFIGURE ] AEM: Testing feature 24/29: add_rsi
[2025-11-25T07:12:29.586147] [INFO ] [CONFIGURE ] AEM: Testing with features: ['add_failed_moves', 'add_ema', 'add_rsi']
[2025-11-25T07:12:29.820305] [DEBUG] [FORECASTER] AEM: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T07:12:30.054078] [DEBUG] [FORECASTER] AEM: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T07:12:30.287735] [DEBUG] [FORECASTER] AEM: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T07:12:30.540848] [DEBUG] [FORECASTER] AEM: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T07:12:30.780575] [DEBUG] [FORECASTER] AEM: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T07:12:31.017265] [DEBUG] [FORECASTER] AEM: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T07:12:31.273180] [DEBUG] [FORECASTER] AEM: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T07:12:31.511746] [DEBUG] [FORECASTER] AEM: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T07:12:31.749346] [DEBUG] [FORECASTER] AEM: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T07:12:31.987907] [DEBUG] [FORECASTER] AEM: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T07:12:31.988095] [INFO ] [CONFIGURE ] AEM: KEPT add_rsi (score: 80.00%)
[2025-11-25T07:12:31.988151] [INFO ] [CONFIGURE ] JOB ETA: 3.3h | Avg: 2.6s/test | Remaining: 4502 tests
[2025-11-25T07:12:31.988200] [INFO ] [CONFIGURE ] AEM: Testing feature 25/29: add_tick_distribution
[2025-11-25T07:12:31.988244] [INFO ] [CONFIGURE ] AEM: Testing with features: ['add_failed_moves', 'add_ema', 'add_rsi', 'add_tick_distribution']
[2025-11-25T07:12:32.227941] [DEBUG] [FORECASTER] AEM: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T07:12:32.467731] [DEBUG] [FORECASTER] AEM: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T07:12:32.708167] [DEBUG] [FORECASTER] AEM: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T07:12:32.955093] [DEBUG] [FORECASTER] AEM: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T07:12:33.192998] [DEBUG] [FORECASTER] AEM: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T07:12:33.428803] [DEBUG] [FORECASTER] AEM: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T07:12:33.667943] [DEBUG] [FORECASTER] AEM: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T07:12:33.940922] [DEBUG] [FORECASTER] AEM: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T07:12:34.226092] [DEBUG] [FORECASTER] AEM: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T07:12:34.501228] [DEBUG] [FORECASTER] AEM: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T07:12:34.501450] [INFO ] [CONFIGURE ] AEM: DISCARDED add_tick_distribution (score: 60.00%)
[2025-11-25T07:12:34.501520] [INFO ] [CONFIGURE ] JOB ETA: 3.3h | Avg: 2.6s/test | Remaining: 4501 tests
[2025-11-25T07:12:34.501574] [INFO ] [CONFIGURE ] AEM: Testing feature 26/29: add_volume_momentum_confirmation
[2025-11-25T07:12:34.501626] [INFO ] [CONFIGURE ] AEM: Testing with features: ['add_failed_moves', 'add_ema', 'add_rsi', 'add_volume_momentum_confirmation']
[2025-11-25T07:12:34.771004] [DEBUG] [FORECASTER] AEM: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T07:12:35.028906] [DEBUG] [FORECASTER] AEM: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T07:12:35.298414] [DEBUG] [FORECASTER] AEM: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T07:12:35.551798] [DEBUG] [FORECASTER] AEM: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T07:12:35.841387] [DEBUG] [FORECASTER] AEM: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T07:12:36.102042] [DEBUG] [FORECASTER] AEM: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T07:12:36.371554] [DEBUG] [FORECASTER] AEM: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T07:12:36.637203] [DEBUG] [FORECASTER] AEM: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-25T07:12:36.895349] [DEBUG] [FORECASTER] AEM: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T07:12:37.158673] [DEBUG] [FORECASTER] AEM: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T07:12:37.158868] [INFO ] [CONFIGURE ] AEM: DISCARDED add_volume_momentum_confirmation (score: 60.00%)
[2025-11-25T07:12:37.158929] [INFO ] [CONFIGURE ] JOB ETA: 3.3h | Avg: 2.6s/test | Remaining: 4500 tests
[2025-11-25T07:12:37.158980] [INFO ] [CONFIGURE ] AEM: Testing feature 27/29: add_volume_price_divergence
[2025-11-25T07:12:37.159024] [INFO ] [CONFIGURE ] AEM: Testing with features: ['add_failed_moves', 'add_ema', 'add_rsi', 'add_volume_price_divergence']
[2025-11-25T07:12:37.461001] [DEBUG] [FORECASTER] AEM: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T07:12:37.737388] [DEBUG] [FORECASTER] AEM: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T07:12:38.016166] [DEBUG] [FORECASTER] AEM: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T07:12:38.300337] [DEBUG] [FORECASTER] AEM: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T07:12:38.577957] [DEBUG] [FORECASTER] AEM: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T07:12:38.854700] [DEBUG] [FORECASTER] AEM: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T07:12:39.134976] [DEBUG] [FORECASTER] AEM: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T07:12:39.421866] [DEBUG] [FORECASTER] AEM: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T07:12:39.712241] [DEBUG] [FORECASTER] AEM: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T07:12:39.998109] [DEBUG] [FORECASTER] AEM: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T07:12:39.998291] [INFO ] [CONFIGURE ] AEM: DISCARDED add_volume_price_divergence (score: 50.00%)
[2025-11-25T07:12:39.998348] [INFO ] [CONFIGURE ] JOB ETA: 3.3h | Avg: 2.6s/test | Remaining: 4499 tests
[2025-11-25T07:12:39.998395] [INFO ] [CONFIGURE ] AEM: Testing feature 28/29: add_volume_profile
[2025-11-25T07:12:39.998438] [INFO ] [CONFIGURE ] AEM: Testing with features: ['add_failed_moves', 'add_ema', 'add_rsi', 'add_volume_profile']
[2025-11-25T07:12:40.249073] [DEBUG] [FORECASTER] AEM: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T07:12:40.494318] [DEBUG] [FORECASTER] AEM: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T07:12:40.739747] [DEBUG] [FORECASTER] AEM: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T07:12:40.993493] [DEBUG] [FORECASTER] AEM: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T07:12:41.247175] [DEBUG] [FORECASTER] AEM: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T07:12:41.497851] [DEBUG] [FORECASTER] AEM: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T07:12:41.760041] [DEBUG] [FORECASTER] AEM: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T07:12:42.011907] [DEBUG] [FORECASTER] AEM: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-25T07:12:42.258007] [DEBUG] [FORECASTER] AEM: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T07:12:42.514617] [DEBUG] [FORECASTER] AEM: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T07:12:42.514821] [INFO ] [CONFIGURE ] AEM: DISCARDED add_volume_profile (score: 50.00%)
[2025-11-25T07:12:42.514881] [INFO ] [CONFIGURE ] JOB ETA: 3.3h | Avg: 2.6s/test | Remaining: 4498 tests
[2025-11-25T07:12:42.514931] [INFO ] [CONFIGURE ] AEM: Testing feature 29/29: add_vwap
[2025-11-25T07:12:42.514977] [INFO ] [CONFIGURE ] AEM: Testing with features: ['add_failed_moves', 'add_ema', 'add_rsi', 'add_vwap']
[2025-11-25T07:12:42.774235] [DEBUG] [FORECASTER] AEM: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T07:12:43.048709] [DEBUG] [FORECASTER] AEM: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T07:12:43.303839] [DEBUG] [FORECASTER] AEM: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T07:12:43.569454] [DEBUG] [FORECASTER] AEM: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T07:12:43.836445] [DEBUG] [FORECASTER] AEM: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T07:12:44.105140] [DEBUG] [FORECASTER] AEM: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T07:12:44.374057] [DEBUG] [FORECASTER] AEM: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T07:12:44.643268] [DEBUG] [FORECASTER] AEM: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T07:12:44.926830] [DEBUG] [FORECASTER] AEM: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T07:12:45.213414] [DEBUG] [FORECASTER] AEM: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T07:12:45.213663] [INFO ] [CONFIGURE ] AEM: DISCARDED add_vwap (score: 70.00%)
[2025-11-25T07:12:45.213725] [INFO ] [CONFIGURE ] JOB ETA: 3.3h | Avg: 2.6s/test | Remaining: 4497 tests
[2025-11-25T07:12:45.213774] [INFO ] [CONFIGURE ] AEM: ===== FEATURE SELECTION COMPLETE =====
[2025-11-25T07:12:45.213817] [INFO ] [CONFIGURE ] AEM: Best accuracy: 80.00%
[2025-11-25T07:12:45.213860] [INFO ] [CONFIGURE ] AEM: Best feature set (3 features): ['add_failed_moves', 'add_ema', 'add_rsi']
[2025-11-25T07:12:45.213900] [INFO ] [CONFIGURE ] AEM: Improvement over baseline: 20.00%
[2025-11-25T07:12:45.213938] [INFO ] [CONFIGURE ] AEM: Total time: 1.1 minutes
[2025-11-25T07:12:45.213976] [INFO ] [CONFIGURE ] AEM: Average time per feature: 2.3 seconds
[2025-11-25T07:12:45.214014] [INFO ] [CONFIGURE ] AEM: Average speed: 0.44 features/sec
[2025-11-25T07:12:45.214564] [INFO ] [LOCAL     ] Saved configuration for AEM: 3 features, 80.00% accuracy -> ./output/feature-sets/AEM.json
[2025-11-25T07:12:45.214622] [INFO ] [CONFIGURE ] AEM: Configuration saved successfully: 3 features, 80.00% accuracy.
[2025-11-25T07:12:45.214690] [INFO ] [sig       ] [9/164] Successfully configured AEM | 0.01 sym/s | Total: 11.7m | ETA: 3.4h
[2025-11-25T07:12:45.214735] [INFO ] [sig       ] [10/164] Configuring AER...
[2025-11-25T07:12:45.214775] [INFO ] [CONFIGURE ] AER: Configurate test run.
[2025-11-25T07:12:45.214817] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AER' from 'https://tdm.silogroup.org/data/derivative_storage/AER.csv'.
[2025-11-25T07:12:45.228538] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'AER'.
[2025-11-25T07:12:45.228916] [INFO ] [CONFIGURE ] AER: Testing with 29 available features
[2025-11-25T07:12:45.228981] [INFO ] [CONFIGURE ] AER: Establishing baseline with no features...
[2025-11-25T07:12:45.434037] [DEBUG] [FORECASTER] AER: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T07:12:45.639809] [DEBUG] [FORECASTER] AER: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T07:12:45.830174] [DEBUG] [FORECASTER] AER: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T07:12:46.026393] [DEBUG] [FORECASTER] AER: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T07:12:46.232710] [DEBUG] [FORECASTER] AER: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T07:12:46.431763] [DEBUG] [FORECASTER] AER: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T07:12:46.630499] [DEBUG] [FORECASTER] AER: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T07:12:46.833758] [DEBUG] [FORECASTER] AER: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T07:12:47.032615] [DEBUG] [FORECASTER] AER: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T07:12:47.228635] [DEBUG] [FORECASTER] AER: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T07:12:47.228830] [INFO ] [CONFIGURE ] AER: Baseline score (no features): 50.00%
[2025-11-25T07:12:47.228881] [INFO ] [CONFIGURE ] AER: Testing feature 1/29: add_bollinger_bands
[2025-11-25T07:12:47.228921] [INFO ] [CONFIGURE ] AER: Testing with features: ['add_bollinger_bands']
[2025-11-25T07:12:47.455662] [DEBUG] [FORECASTER] AER: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T07:12:47.684411] [DEBUG] [FORECASTER] AER: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T07:12:47.922025] [DEBUG] [FORECASTER] AER: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T07:12:48.159452] [DEBUG] [FORECASTER] AER: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T07:12:48.393529] [DEBUG] [FORECASTER] AER: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T07:12:48.640349] [DEBUG] [FORECASTER] AER: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T07:12:48.899918] [DEBUG] [FORECASTER] AER: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T07:12:49.151410] [DEBUG] [FORECASTER] AER: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T07:12:49.390846] [DEBUG] [FORECASTER] AER: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T07:12:49.635435] [DEBUG] [FORECASTER] AER: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T07:12:49.635800] [INFO ] [CONFIGURE ] AER: DISCARDED add_bollinger_bands (score: 40.00%)
[2025-11-25T07:12:49.635925] [INFO ] [CONFIGURE ] JOB ETA: 3.3h | Avg: 2.6s/test | Remaining: 4496 tests
[2025-11-25T07:12:49.636036] [INFO ] [CONFIGURE ] AER: Testing feature 2/29: add_cumulative_delta
[2025-11-25T07:12:49.636161] [INFO ] [CONFIGURE ] AER: Testing with features: ['add_cumulative_delta']
[2025-11-25T07:12:49.883167] [DEBUG] [FORECASTER] AER: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T07:12:50.142738] [DEBUG] [FORECASTER] AER: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T07:12:50.396503] [DEBUG] [FORECASTER] AER: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T07:12:50.647101] [DEBUG] [FORECASTER] AER: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T07:12:50.900245] [DEBUG] [FORECASTER] AER: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T07:12:51.155210] [DEBUG] [FORECASTER] AER: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T07:12:51.406144] [DEBUG] [FORECASTER] AER: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T07:12:51.652677] [DEBUG] [FORECASTER] AER: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T07:12:51.901284] [DEBUG] [FORECASTER] AER: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T07:12:52.152673] [DEBUG] [FORECASTER] AER: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T07:12:52.152839] [INFO ] [CONFIGURE ] AER: DISCARDED add_cumulative_delta (score: 40.00%)
[2025-11-25T07:12:52.152886] [INFO ] [CONFIGURE ] JOB ETA: 3.3h | Avg: 2.6s/test | Remaining: 4495 tests
[2025-11-25T07:12:52.152924] [INFO ] [CONFIGURE ] AER: Testing feature 3/29: add_daily_returns
[2025-11-25T07:12:52.153004] [INFO ] [CONFIGURE ] AER: Testing with features: ['add_daily_returns']
[2025-11-25T07:12:52.367499] [DEBUG] [FORECASTER] AER: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T07:12:52.597731] [DEBUG] [FORECASTER] AER: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T07:12:52.818599] [DEBUG] [FORECASTER] AER: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T07:12:53.034943] [DEBUG] [FORECASTER] AER: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T07:12:53.250126] [DEBUG] [FORECASTER] AER: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T07:12:53.470795] [DEBUG] [FORECASTER] AER: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T07:12:53.676767] [DEBUG] [FORECASTER] AER: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T07:12:53.908533] [DEBUG] [FORECASTER] AER: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T07:12:54.109842] [DEBUG] [FORECASTER] AER: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T07:12:54.336035] [DEBUG] [FORECASTER] AER: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T07:12:54.336198] [INFO ] [CONFIGURE ] AER: DISCARDED add_daily_returns (score: 50.00%)
[2025-11-25T07:12:54.336268] [INFO ] [CONFIGURE ] JOB ETA: 3.3h | Avg: 2.6s/test | Remaining: 4494 tests
[2025-11-25T07:12:54.336309] [INFO ] [CONFIGURE ] AER: Testing feature 4/29: add_ema
[2025-11-25T07:12:54.336345] [INFO ] [CONFIGURE ] AER: Testing with features: ['add_ema']
[2025-11-25T07:12:54.591035] [DEBUG] [FORECASTER] AER: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T07:12:54.846906] [DEBUG] [FORECASTER] AER: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T07:12:55.087447] [DEBUG] [FORECASTER] AER: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T07:12:55.336777] [DEBUG] [FORECASTER] AER: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T07:12:55.579327] [DEBUG] [FORECASTER] AER: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T07:12:55.839279] [DEBUG] [FORECASTER] AER: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T07:12:56.098562] [DEBUG] [FORECASTER] AER: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T07:12:56.350996] [DEBUG] [FORECASTER] AER: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T07:12:56.596750] [DEBUG] [FORECASTER] AER: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T07:12:56.851768] [DEBUG] [FORECASTER] AER: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T07:12:56.852018] [INFO ] [CONFIGURE ] AER: DISCARDED add_ema (score: 50.00%)
[2025-11-25T07:12:56.852090] [INFO ] [CONFIGURE ] JOB ETA: 3.3h | Avg: 2.6s/test | Remaining: 4493 tests
[2025-11-25T07:12:56.852146] [INFO ] [CONFIGURE ] AER: Testing feature 5/29: add_exhaustion_signals
[2025-11-25T07:12:56.852201] [INFO ] [CONFIGURE ] AER: Testing with features: ['add_vwap', 'add_exhaustion_signals']
[2025-11-25T07:12:57.106104] [DEBUG] [FORECASTER] AER: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T07:12:57.354837] [DEBUG] [FORECASTER] AER: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T07:12:57.613550] [DEBUG] [FORECASTER] AER: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T07:12:57.862749] [DEBUG] [FORECASTER] AER: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T07:12:58.131581] [DEBUG] [FORECASTER] AER: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T07:12:58.397676] [DEBUG] [FORECASTER] AER: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T07:12:58.661948] [DEBUG] [FORECASTER] AER: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T07:12:58.915448] [DEBUG] [FORECASTER] AER: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T07:12:59.177440] [DEBUG] [FORECASTER] AER: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T07:12:59.430540] [DEBUG] [FORECASTER] AER: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T07:12:59.430772] [INFO ] [CONFIGURE ] AER: DISCARDED add_exhaustion_signals (score: 40.00%)
[2025-11-25T07:12:59.430835] [INFO ] [CONFIGURE ] JOB ETA: 3.3h | Avg: 2.6s/test | Remaining: 4492 tests
[2025-11-25T07:12:59.430894] [INFO ] [CONFIGURE ] AER: Testing feature 6/29: add_failed_moves
[2025-11-25T07:12:59.430941] [INFO ] [CONFIGURE ] AER: Testing with features: ['add_failed_moves']
[2025-11-25T07:12:59.660830] [DEBUG] [FORECASTER] AER: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T07:12:59.863816] [DEBUG] [FORECASTER] AER: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T07:13:00.084065] [DEBUG] [FORECASTER] AER: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T07:13:00.294719] [DEBUG] [FORECASTER] AER: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T07:13:00.500390] [DEBUG] [FORECASTER] AER: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T07:13:00.713020] [DEBUG] [FORECASTER] AER: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T07:13:00.918724] [DEBUG] [FORECASTER] AER: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T07:13:01.773465] [DEBUG] [FORECASTER] AER: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T07:13:02.098155] [DEBUG] [FORECASTER] AER: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T07:13:02.311304] [DEBUG] [FORECASTER] AER: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T07:13:02.311680] [INFO ] [CONFIGURE ] AER: DISCARDED add_failed_moves (score: 30.00%)
[2025-11-25T07:13:02.311813] [INFO ] [CONFIGURE ] JOB ETA: 3.3h | Avg: 2.6s/test | Remaining: 4491 tests
[2025-11-25T07:13:02.311933] [INFO ] [CONFIGURE ] AER: Testing feature 7/29: add_lag_shelf
[2025-11-25T07:13:02.312064] [INFO ] [CONFIGURE ] AER: Testing with features: ['add_lag_shelf']
[2025-11-25T07:13:02.504187] [DEBUG] [FORECASTER] AER: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T07:13:02.700721] [DEBUG] [FORECASTER] AER: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T07:13:02.893338] [DEBUG] [FORECASTER] AER: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T07:13:03.090022] [DEBUG] [FORECASTER] AER: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T07:13:03.283954] [DEBUG] [FORECASTER] AER: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T07:13:03.461728] [DEBUG] [FORECASTER] AER: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T07:13:03.640398] [DEBUG] [FORECASTER] AER: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T07:13:03.847288] [DEBUG] [FORECASTER] AER: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T07:13:04.027591] [DEBUG] [FORECASTER] AER: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T07:13:04.207599] [DEBUG] [FORECASTER] AER: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T07:13:04.207790] [INFO ] [CONFIGURE ] AER: DISCARDED add_lag_shelf (score: 50.00%)
[2025-11-25T07:13:04.207839] [INFO ] [CONFIGURE ] JOB ETA: 3.3h | Avg: 2.6s/test | Remaining: 4490 tests
[2025-11-25T07:13:04.207879] [INFO ] [CONFIGURE ] AER: Testing feature 8/29: add_macd
[2025-11-25T07:13:04.207915] [INFO ] [CONFIGURE ] AER: Testing with features: ['add_vwap', 'add_macd']
[2025-11-25T07:13:04.486510] [DEBUG] [FORECASTER] AER: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T07:13:04.765624] [DEBUG] [FORECASTER] AER: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T07:13:05.031787] [DEBUG] [FORECASTER] AER: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T07:13:05.300134] [DEBUG] [FORECASTER] AER: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T07:13:05.569550] [DEBUG] [FORECASTER] AER: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T07:13:05.895434] [DEBUG] [FORECASTER] AER: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T07:13:06.172564] [DEBUG] [FORECASTER] AER: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T07:13:06.453476] [DEBUG] [FORECASTER] AER: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T07:13:06.726068] [DEBUG] [FORECASTER] AER: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T07:13:07.014627] [DEBUG] [FORECASTER] AER: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T07:13:07.014827] [INFO ] [CONFIGURE ] AER: DISCARDED add_macd (score: 40.00%)
[2025-11-25T07:13:07.014888] [INFO ] [CONFIGURE ] JOB ETA: 3.3h | Avg: 2.6s/test | Remaining: 4489 tests
[2025-11-25T07:13:07.014938] [INFO ] [CONFIGURE ] AER: Testing feature 9/29: add_mfi
[2025-11-25T07:13:07.014988] [INFO ] [CONFIGURE ] AER: Testing with features: ['add_mfi']
[2025-11-25T07:13:07.200178] [DEBUG] [FORECASTER] AER: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T07:13:07.397821] [DEBUG] [FORECASTER] AER: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T07:13:07.582009] [DEBUG] [FORECASTER] AER: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T07:13:07.768327] [DEBUG] [FORECASTER] AER: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T07:13:07.964202] [DEBUG] [FORECASTER] AER: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T07:13:08.151681] [DEBUG] [FORECASTER] AER: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T07:13:08.352279] [DEBUG] [FORECASTER] AER: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T07:13:08.549497] [DEBUG] [FORECASTER] AER: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T07:13:08.736130] [DEBUG] [FORECASTER] AER: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T07:13:08.926813] [DEBUG] [FORECASTER] AER: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T07:13:08.927044] [INFO ] [CONFIGURE ] AER: DISCARDED add_mfi (score: 40.00%)
[2025-11-25T07:13:08.927098] [INFO ] [CONFIGURE ] JOB ETA: 3.3h | Avg: 2.6s/test | Remaining: 4488 tests
[2025-11-25T07:13:08.927163] [INFO ] [CONFIGURE ] AER: Testing feature 10/29: add_momentum_acceleration
[2025-11-25T07:13:08.927206] [INFO ] [CONFIGURE ] AER: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-11-25T07:13:09.205736] [DEBUG] [FORECASTER] AER: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T07:13:09.501951] [DEBUG] [FORECASTER] AER: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T07:13:09.807685] [DEBUG] [FORECASTER] AER: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T07:13:10.118666] [DEBUG] [FORECASTER] AER: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T07:13:10.414794] [DEBUG] [FORECASTER] AER: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T07:13:10.714929] [DEBUG] [FORECASTER] AER: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T07:13:11.011368] [DEBUG] [FORECASTER] AER: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T07:13:11.305294] [DEBUG] [FORECASTER] AER: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T07:13:11.597980] [DEBUG] [FORECASTER] AER: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T07:13:11.886575] [DEBUG] [FORECASTER] AER: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T07:13:11.886766] [INFO ] [CONFIGURE ] AER: DISCARDED add_momentum_acceleration (score: 20.00%)
[2025-11-25T07:13:11.886822] [INFO ] [CONFIGURE ] JOB ETA: 3.3h | Avg: 2.6s/test | Remaining: 4487 tests
[2025-11-25T07:13:11.886892] [INFO ] [CONFIGURE ] AER: Testing feature 11/29: add_obv_daily
[2025-11-25T07:13:11.886937] [INFO ] [CONFIGURE ] AER: Testing with features: ['add_obv_daily']
[2025-11-25T07:13:12.097739] [DEBUG] [FORECASTER] AER: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T07:13:12.315949] [DEBUG] [FORECASTER] AER: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T07:13:12.530004] [DEBUG] [FORECASTER] AER: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T07:13:12.741364] [DEBUG] [FORECASTER] AER: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T07:13:12.953213] [DEBUG] [FORECASTER] AER: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T07:13:13.172457] [DEBUG] [FORECASTER] AER: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T07:13:13.387191] [DEBUG] [FORECASTER] AER: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T07:13:13.603551] [DEBUG] [FORECASTER] AER: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T07:13:13.821854] [DEBUG] [FORECASTER] AER: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T07:13:14.044672] [DEBUG] [FORECASTER] AER: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T07:13:14.045016] [INFO ] [CONFIGURE ] AER: DISCARDED add_obv_daily (score: 10.00%)
[2025-11-25T07:13:14.045134] [INFO ] [CONFIGURE ] JOB ETA: 3.3h | Avg: 2.6s/test | Remaining: 4486 tests
[2025-11-25T07:13:14.045241] [INFO ] [CONFIGURE ] AER: Testing feature 12/29: add_obv_interval
[2025-11-25T07:13:14.045354] [INFO ] [CONFIGURE ] AER: Testing with features: ['add_obv_interval']
[2025-11-25T07:13:14.255127] [DEBUG] [FORECASTER] AER: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T07:13:14.462934] [DEBUG] [FORECASTER] AER: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T07:13:14.680247] [DEBUG] [FORECASTER] AER: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T07:13:14.898840] [DEBUG] [FORECASTER] AER: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T07:13:15.115464] [DEBUG] [FORECASTER] AER: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T07:13:15.338102] [DEBUG] [FORECASTER] AER: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T07:13:15.553826] [DEBUG] [FORECASTER] AER: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T07:13:15.764494] [DEBUG] [FORECASTER] AER: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T07:13:15.966971] [DEBUG] [FORECASTER] AER: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T07:13:16.161421] [DEBUG] [FORECASTER] AER: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T07:13:16.161587] [INFO ] [CONFIGURE ] AER: DISCARDED add_obv_interval (score: 50.00%)
[2025-11-25T07:13:16.161636] [INFO ] [CONFIGURE ] JOB ETA: 3.3h | Avg: 2.6s/test | Remaining: 4485 tests
[2025-11-25T07:13:16.161704] [INFO ] [CONFIGURE ] AER: Testing feature 13/29: add_opening_strength
[2025-11-25T07:13:16.161748] [INFO ] [CONFIGURE ] AER: Testing with features: ['add_daily_returns', 'add_opening_strength']
[2025-11-25T07:13:16.382730] [DEBUG] [FORECASTER] AER: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T07:13:16.589238] [DEBUG] [FORECASTER] AER: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T07:13:16.800615] [DEBUG] [FORECASTER] AER: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T07:13:17.018850] [DEBUG] [FORECASTER] AER: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T07:13:17.226934] [DEBUG] [FORECASTER] AER: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T07:13:17.440555] [DEBUG] [FORECASTER] AER: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T07:13:17.652041] [DEBUG] [FORECASTER] AER: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T07:13:17.875841] [DEBUG] [FORECASTER] AER: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T07:13:18.098154] [DEBUG] [FORECASTER] AER: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T07:13:18.323046] [DEBUG] [FORECASTER] AER: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T07:13:18.323263] [INFO ] [CONFIGURE ] AER: DISCARDED add_opening_strength (score: 50.00%)
[2025-11-25T07:13:18.323325] [INFO ] [CONFIGURE ] JOB ETA: 3.3h | Avg: 2.6s/test | Remaining: 4484 tests
[2025-11-25T07:13:18.323377] [INFO ] [CONFIGURE ] AER: Testing feature 14/29: add_order_flow_imbalance
[2025-11-25T07:13:18.323426] [INFO ] [CONFIGURE ] AER: Testing with features: ['add_order_flow_imbalance']
[2025-11-25T07:13:18.535586] [DEBUG] [FORECASTER] AER: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T07:13:18.739824] [DEBUG] [FORECASTER] AER: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T07:13:18.960357] [DEBUG] [FORECASTER] AER: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T07:13:19.166628] [DEBUG] [FORECASTER] AER: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T07:13:19.374407] [DEBUG] [FORECASTER] AER: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T07:13:19.601839] [DEBUG] [FORECASTER] AER: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T07:13:19.837102] [DEBUG] [FORECASTER] AER: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T07:13:20.073666] [DEBUG] [FORECASTER] AER: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T07:13:20.310899] [DEBUG] [FORECASTER] AER: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T07:13:20.538164] [DEBUG] [FORECASTER] AER: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T07:13:20.538337] [INFO ] [CONFIGURE ] AER: DISCARDED add_order_flow_imbalance (score: 50.00%)
[2025-11-25T07:13:20.538388] [INFO ] [CONFIGURE ] JOB ETA: 3.3h | Avg: 2.6s/test | Remaining: 4483 tests
[2025-11-25T07:13:20.538434] [INFO ] [CONFIGURE ] AER: Testing feature 15/29: add_pbf_morning_momentum
[2025-11-25T07:13:20.538487] [INFO ] [CONFIGURE ] AER: Testing with features: ['add_pbf_morning_momentum']
[2025-11-25T07:13:20.730914] [DEBUG] [FORECASTER] AER: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T07:13:20.931832] [DEBUG] [FORECASTER] AER: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T07:13:21.140010] [DEBUG] [FORECASTER] AER: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T07:13:21.341247] [DEBUG] [FORECASTER] AER: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T07:13:21.544545] [DEBUG] [FORECASTER] AER: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T07:13:21.736786] [DEBUG] [FORECASTER] AER: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T07:13:21.932712] [DEBUG] [FORECASTER] AER: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T07:13:22.136065] [DEBUG] [FORECASTER] AER: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T07:13:22.331857] [DEBUG] [FORECASTER] AER: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T07:13:22.535571] [DEBUG] [FORECASTER] AER: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T07:13:22.535801] [INFO ] [CONFIGURE ] AER: DISCARDED add_pbf_morning_momentum (score: 30.00%)
[2025-11-25T07:13:22.535896] [INFO ] [CONFIGURE ] JOB ETA: 3.3h | Avg: 2.6s/test | Remaining: 4482 tests
[2025-11-25T07:13:22.535957] [INFO ] [CONFIGURE ] AER: Testing feature 16/29: add_pbf_overnight_gap
[2025-11-25T07:13:22.536015] [INFO ] [CONFIGURE ] AER: Testing with features: ['add_pbf_overnight_gap']
[2025-11-25T07:13:22.755768] [DEBUG] [FORECASTER] AER: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T07:13:22.971626] [DEBUG] [FORECASTER] AER: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T07:13:23.195146] [DEBUG] [FORECASTER] AER: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T07:13:23.413711] [DEBUG] [FORECASTER] AER: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T07:13:23.648589] [DEBUG] [FORECASTER] AER: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T07:13:23.867587] [DEBUG] [FORECASTER] AER: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T07:13:24.086790] [DEBUG] [FORECASTER] AER: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T07:13:24.322132] [DEBUG] [FORECASTER] AER: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T07:13:24.548224] [DEBUG] [FORECASTER] AER: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T07:13:24.783526] [DEBUG] [FORECASTER] AER: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T07:13:24.783723] [INFO ] [CONFIGURE ] AER: DISCARDED add_pbf_overnight_gap (score: 40.00%)
[2025-11-25T07:13:24.783799] [INFO ] [CONFIGURE ] JOB ETA: 3.3h | Avg: 2.6s/test | Remaining: 4481 tests
[2025-11-25T07:13:24.783851] [INFO ] [CONFIGURE ] AER: Testing feature 17/29: add_pbf_return_2d
[2025-11-25T07:13:24.783913] [INFO ] [CONFIGURE ] AER: Testing with features: ['add_pbf_return_2d']
[2025-11-25T07:13:25.009592] [DEBUG] [FORECASTER] AER: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T07:13:25.230917] [DEBUG] [FORECASTER] AER: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T07:13:25.447720] [DEBUG] [FORECASTER] AER: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T07:13:25.665506] [DEBUG] [FORECASTER] AER: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T07:13:25.889864] [DEBUG] [FORECASTER] AER: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T07:13:26.121426] [DEBUG] [FORECASTER] AER: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T07:13:26.344867] [DEBUG] [FORECASTER] AER: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T07:13:26.569747] [DEBUG] [FORECASTER] AER: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T07:13:26.807771] [DEBUG] [FORECASTER] AER: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T07:13:27.032966] [DEBUG] [FORECASTER] AER: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T07:13:27.033270] [INFO ] [CONFIGURE ] AER: DISCARDED add_pbf_return_2d (score: 20.00%)
[2025-11-25T07:13:27.033393] [INFO ] [CONFIGURE ] JOB ETA: 3.3h | Avg: 2.6s/test | Remaining: 4480 tests
[2025-11-25T07:13:27.033515] [INFO ] [CONFIGURE ] AER: Testing feature 18/29: add_pbf_volatility_5d
[2025-11-25T07:13:27.033660] [INFO ] [CONFIGURE ] AER: Testing with features: ['add_pbf_volatility_5d']
[2025-11-25T07:13:27.237051] [DEBUG] [FORECASTER] AER: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T07:13:27.453793] [DEBUG] [FORECASTER] AER: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T07:13:27.728469] [DEBUG] [FORECASTER] AER: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T07:13:28.007556] [DEBUG] [FORECASTER] AER: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T07:13:28.251610] [DEBUG] [FORECASTER] AER: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T07:13:28.453154] [DEBUG] [FORECASTER] AER: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T07:13:28.648629] [DEBUG] [FORECASTER] AER: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T07:13:28.840639] [DEBUG] [FORECASTER] AER: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T07:13:29.034348] [DEBUG] [FORECASTER] AER: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T07:13:29.222934] [DEBUG] [FORECASTER] AER: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T07:13:29.223315] [INFO ] [CONFIGURE ] AER: DISCARDED add_pbf_volatility_5d (score: 20.00%)
[2025-11-25T07:13:29.223439] [INFO ] [CONFIGURE ] JOB ETA: 3.3h | Avg: 2.6s/test | Remaining: 4479 tests
[2025-11-25T07:13:29.223548] [INFO ] [CONFIGURE ] AER: Testing feature 19/29: add_pbf_vs_sma_5
[2025-11-25T07:13:29.223683] [INFO ] [CONFIGURE ] AER: Testing with features: ['add_pbf_vs_sma_5']
[2025-11-25T07:13:29.412619] [DEBUG] [FORECASTER] AER: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T07:13:29.596790] [DEBUG] [FORECASTER] AER: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T07:13:29.774154] [DEBUG] [FORECASTER] AER: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T07:13:29.950447] [DEBUG] [FORECASTER] AER: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T07:13:30.144059] [DEBUG] [FORECASTER] AER: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T07:13:30.340740] [DEBUG] [FORECASTER] AER: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T07:13:30.536817] [DEBUG] [FORECASTER] AER: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T07:13:30.734144] [DEBUG] [FORECASTER] AER: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T07:13:30.938989] [DEBUG] [FORECASTER] AER: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T07:13:31.129106] [DEBUG] [FORECASTER] AER: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T07:13:31.129265] [INFO ] [CONFIGURE ] AER: DISCARDED add_pbf_vs_sma_5 (score: 30.00%)
[2025-11-25T07:13:31.129320] [INFO ] [CONFIGURE ] JOB ETA: 3.3h | Avg: 2.6s/test | Remaining: 4478 tests
[2025-11-25T07:13:31.129359] [INFO ] [CONFIGURE ] AER: Testing feature 20/29: add_price_rejection
[2025-11-25T07:13:31.129397] [INFO ] [CONFIGURE ] AER: Testing with features: ['add_price_rejection']
[2025-11-25T07:13:31.337891] [DEBUG] [FORECASTER] AER: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T07:13:31.547973] [DEBUG] [FORECASTER] AER: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T07:13:31.757011] [DEBUG] [FORECASTER] AER: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T07:13:31.966204] [DEBUG] [FORECASTER] AER: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T07:13:32.164001] [DEBUG] [FORECASTER] AER: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T07:13:32.365184] [DEBUG] [FORECASTER] AER: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T07:13:32.570604] [DEBUG] [FORECASTER] AER: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T07:13:32.779273] [DEBUG] [FORECASTER] AER: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T07:13:32.986119] [DEBUG] [FORECASTER] AER: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T07:13:33.198110] [DEBUG] [FORECASTER] AER: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T07:13:33.198283] [INFO ] [CONFIGURE ] AER: DISCARDED add_price_rejection (score: 30.00%)
[2025-11-25T07:13:33.198334] [INFO ] [CONFIGURE ] JOB ETA: 3.2h | Avg: 2.6s/test | Remaining: 4477 tests
[2025-11-25T07:13:33.198373] [INFO ] [CONFIGURE ] AER: Testing feature 21/29: add_range_position
[2025-11-25T07:13:33.198409] [INFO ] [CONFIGURE ] AER: Testing with features: ['add_range_position']
[2025-11-25T07:13:33.410495] [DEBUG] [FORECASTER] AER: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T07:13:33.625411] [DEBUG] [FORECASTER] AER: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T07:13:33.838617] [DEBUG] [FORECASTER] AER: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T07:13:34.054144] [DEBUG] [FORECASTER] AER: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T07:13:34.270142] [DEBUG] [FORECASTER] AER: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T07:13:34.486484] [DEBUG] [FORECASTER] AER: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T07:13:34.728186] [DEBUG] [FORECASTER] AER: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T07:13:34.955436] [DEBUG] [FORECASTER] AER: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T07:13:35.181810] [DEBUG] [FORECASTER] AER: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T07:13:35.411023] [DEBUG] [FORECASTER] AER: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T07:13:35.411188] [INFO ] [CONFIGURE ] AER: DISCARDED add_range_position (score: 30.00%)
[2025-11-25T07:13:35.411238] [INFO ] [CONFIGURE ] JOB ETA: 3.2h | Avg: 2.6s/test | Remaining: 4476 tests
[2025-11-25T07:13:35.411277] [INFO ] [CONFIGURE ] AER: Testing feature 22/29: add_realized_volatility
[2025-11-25T07:13:35.411313] [INFO ] [CONFIGURE ] AER: Testing with features: ['add_realized_volatility']
[2025-11-25T07:13:35.724363] [DEBUG] [FORECASTER] AER: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T07:13:36.053441] [DEBUG] [FORECASTER] AER: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T07:13:36.360718] [DEBUG] [FORECASTER] AER: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T07:13:36.666439] [DEBUG] [FORECASTER] AER: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T07:13:36.973197] [DEBUG] [FORECASTER] AER: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T07:13:37.292024] [DEBUG] [FORECASTER] AER: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T07:13:37.610115] [DEBUG] [FORECASTER] AER: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T07:13:37.926962] [DEBUG] [FORECASTER] AER: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T07:13:38.239100] [DEBUG] [FORECASTER] AER: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T07:13:38.541363] [DEBUG] [FORECASTER] AER: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T07:13:38.541539] [INFO ] [CONFIGURE ] AER: DISCARDED add_realized_volatility (score: 40.00%)
[2025-11-25T07:13:38.541597] [INFO ] [CONFIGURE ] JOB ETA: 3.2h | Avg: 2.6s/test | Remaining: 4475 tests
[2025-11-25T07:13:38.541661] [INFO ] [CONFIGURE ] AER: Testing feature 23/29: add_recent_range_context
[2025-11-25T07:13:38.541708] [INFO ] [CONFIGURE ] AER: Testing with features: ['add_recent_range_context']
[2025-11-25T07:13:38.728926] [DEBUG] [FORECASTER] AER: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T07:13:38.917305] [DEBUG] [FORECASTER] AER: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T07:13:39.105532] [DEBUG] [FORECASTER] AER: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T07:13:39.294527] [DEBUG] [FORECASTER] AER: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T07:13:39.480691] [DEBUG] [FORECASTER] AER: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T07:13:39.669790] [DEBUG] [FORECASTER] AER: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T07:13:39.856351] [DEBUG] [FORECASTER] AER: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T07:13:40.043684] [DEBUG] [FORECASTER] AER: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T07:13:40.233558] [DEBUG] [FORECASTER] AER: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T07:13:40.420413] [DEBUG] [FORECASTER] AER: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T07:13:40.420581] [INFO ] [CONFIGURE ] AER: DISCARDED add_recent_range_context (score: 40.00%)
[2025-11-25T07:13:40.420631] [INFO ] [CONFIGURE ] JOB ETA: 3.2h | Avg: 2.6s/test | Remaining: 4474 tests
[2025-11-25T07:13:40.420701] [INFO ] [CONFIGURE ] AER: Testing feature 24/29: add_rsi
[2025-11-25T07:13:40.420791] [INFO ] [CONFIGURE ] AER: Testing with features: ['add_ema', 'add_rsi']
[2025-11-25T07:13:40.657576] [DEBUG] [FORECASTER] AER: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T07:13:40.889276] [DEBUG] [FORECASTER] AER: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T07:13:41.125265] [DEBUG] [FORECASTER] AER: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T07:13:41.359192] [DEBUG] [FORECASTER] AER: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T07:13:41.595443] [DEBUG] [FORECASTER] AER: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T07:13:41.834795] [DEBUG] [FORECASTER] AER: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T07:13:42.069781] [DEBUG] [FORECASTER] AER: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T07:13:42.310674] [DEBUG] [FORECASTER] AER: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T07:13:42.559607] [DEBUG] [FORECASTER] AER: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T07:13:42.805326] [DEBUG] [FORECASTER] AER: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T07:13:42.805503] [INFO ] [CONFIGURE ] AER: DISCARDED add_rsi (score: 40.00%)
[2025-11-25T07:13:42.805591] [INFO ] [CONFIGURE ] JOB ETA: 3.2h | Avg: 2.6s/test | Remaining: 4473 tests
[2025-11-25T07:13:42.805671] [INFO ] [CONFIGURE ] AER: Testing feature 25/29: add_tick_distribution
[2025-11-25T07:13:42.805729] [INFO ] [CONFIGURE ] AER: Testing with features: ['add_tick_distribution']
[2025-11-25T07:13:42.993614] [DEBUG] [FORECASTER] AER: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T07:13:43.180127] [DEBUG] [FORECASTER] AER: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T07:13:43.370991] [DEBUG] [FORECASTER] AER: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T07:13:43.565540] [DEBUG] [FORECASTER] AER: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T07:13:43.748267] [DEBUG] [FORECASTER] AER: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T07:13:43.929332] [DEBUG] [FORECASTER] AER: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T07:13:44.109432] [DEBUG] [FORECASTER] AER: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T07:13:44.290528] [DEBUG] [FORECASTER] AER: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T07:13:44.472396] [DEBUG] [FORECASTER] AER: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T07:13:44.659300] [DEBUG] [FORECASTER] AER: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T07:13:44.659464] [INFO ] [CONFIGURE ] AER: DISCARDED add_tick_distribution (score: 40.00%)
[2025-11-25T07:13:44.659513] [INFO ] [CONFIGURE ] JOB ETA: 3.2h | Avg: 2.6s/test | Remaining: 4472 tests
[2025-11-25T07:13:44.659552] [INFO ] [CONFIGURE ] AER: Testing feature 26/29: add_volume_momentum_confirmation
[2025-11-25T07:13:44.659588] [INFO ] [CONFIGURE ] AER: Testing with features: ['add_volume_momentum_confirmation']
[2025-11-25T07:13:44.844987] [DEBUG] [FORECASTER] AER: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T07:13:45.033329] [DEBUG] [FORECASTER] AER: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T07:13:45.217165] [DEBUG] [FORECASTER] AER: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T07:13:45.410794] [DEBUG] [FORECASTER] AER: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T07:13:45.607332] [DEBUG] [FORECASTER] AER: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T07:13:45.803826] [DEBUG] [FORECASTER] AER: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T07:13:46.001976] [DEBUG] [FORECASTER] AER: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T07:13:46.203905] [DEBUG] [FORECASTER] AER: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T07:13:46.407627] [DEBUG] [FORECASTER] AER: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T07:13:46.605718] [DEBUG] [FORECASTER] AER: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T07:13:46.605886] [INFO ] [CONFIGURE ] AER: DISCARDED add_volume_momentum_confirmation (score: 40.00%)
[2025-11-25T07:13:46.605936] [INFO ] [CONFIGURE ] JOB ETA: 3.2h | Avg: 2.6s/test | Remaining: 4471 tests
[2025-11-25T07:13:46.605981] [INFO ] [CONFIGURE ] AER: Testing feature 27/29: add_volume_price_divergence
[2025-11-25T07:13:46.606020] [INFO ] [CONFIGURE ] AER: Testing with features: ['add_volume_price_divergence']
[2025-11-25T07:13:46.807570] [DEBUG] [FORECASTER] AER: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T07:13:47.014881] [DEBUG] [FORECASTER] AER: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T07:13:47.213014] [DEBUG] [FORECASTER] AER: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T07:13:47.415815] [DEBUG] [FORECASTER] AER: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T07:13:47.625049] [DEBUG] [FORECASTER] AER: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T07:13:47.853173] [DEBUG] [FORECASTER] AER: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T07:13:48.077383] [DEBUG] [FORECASTER] AER: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T07:13:48.308399] [DEBUG] [FORECASTER] AER: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T07:13:48.533978] [DEBUG] [FORECASTER] AER: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T07:13:48.751432] [DEBUG] [FORECASTER] AER: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T07:13:48.751623] [INFO ] [CONFIGURE ] AER: DISCARDED add_volume_price_divergence (score: 40.00%)
[2025-11-25T07:13:48.751695] [INFO ] [CONFIGURE ] JOB ETA: 3.2h | Avg: 2.6s/test | Remaining: 4470 tests
[2025-11-25T07:13:48.751761] [INFO ] [CONFIGURE ] AER: Testing feature 28/29: add_volume_profile
[2025-11-25T07:13:48.751810] [INFO ] [CONFIGURE ] AER: Testing with features: ['add_volume_profile']
[2025-11-25T07:13:48.962328] [DEBUG] [FORECASTER] AER: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T07:13:49.175015] [DEBUG] [FORECASTER] AER: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T07:13:49.384239] [DEBUG] [FORECASTER] AER: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T07:13:49.595504] [DEBUG] [FORECASTER] AER: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T07:13:49.802416] [DEBUG] [FORECASTER] AER: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T07:13:50.023135] [DEBUG] [FORECASTER] AER: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T07:13:50.241277] [DEBUG] [FORECASTER] AER: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T07:13:50.457363] [DEBUG] [FORECASTER] AER: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T07:13:50.674938] [DEBUG] [FORECASTER] AER: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T07:13:50.900506] [DEBUG] [FORECASTER] AER: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T07:13:50.900910] [INFO ] [CONFIGURE ] AER: DISCARDED add_volume_profile (score: 30.00%)
[2025-11-25T07:13:50.901036] [INFO ] [CONFIGURE ] JOB ETA: 3.2h | Avg: 2.6s/test | Remaining: 4469 tests
[2025-11-25T07:13:50.901147] [INFO ] [CONFIGURE ] AER: Testing feature 29/29: add_vwap
[2025-11-25T07:13:50.901270] [INFO ] [CONFIGURE ] AER: Testing with features: ['add_vwap']
[2025-11-25T07:13:51.114081] [DEBUG] [FORECASTER] AER: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T07:13:51.332491] [DEBUG] [FORECASTER] AER: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T07:13:51.556999] [DEBUG] [FORECASTER] AER: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T07:13:51.778409] [DEBUG] [FORECASTER] AER: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T07:13:51.987351] [DEBUG] [FORECASTER] AER: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T07:13:52.194497] [DEBUG] [FORECASTER] AER: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T07:13:52.406547] [DEBUG] [FORECASTER] AER: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T07:13:52.613693] [DEBUG] [FORECASTER] AER: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T07:13:52.823486] [DEBUG] [FORECASTER] AER: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T07:13:53.044990] [DEBUG] [FORECASTER] AER: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T07:13:53.045338] [INFO ] [CONFIGURE ] AER: DISCARDED add_vwap (score: 50.00%)
[2025-11-25T07:13:53.045482] [INFO ] [CONFIGURE ] JOB ETA: 3.2h | Avg: 2.6s/test | Remaining: 4468 tests
[2025-11-25T07:13:53.045596] [INFO ] [CONFIGURE ] AER: ===== FEATURE SELECTION COMPLETE =====
[2025-11-25T07:13:53.045727] [INFO ] [CONFIGURE ] AER: Best accuracy: 50.00%
[2025-11-25T07:13:53.045858] [INFO ] [CONFIGURE ] AER: Best feature set (0 features): []
[2025-11-25T07:13:53.045973] [INFO ] [CONFIGURE ] AER: Improvement over baseline: 0.00%
[2025-11-25T07:13:53.046073] [INFO ] [CONFIGURE ] AER: Total time: 1.1 minutes
[2025-11-25T07:13:53.046194] [INFO ] [CONFIGURE ] AER: Average time per feature: 2.3 seconds
[2025-11-25T07:13:53.046311] [INFO ] [CONFIGURE ] AER: Average speed: 0.44 features/sec
[2025-11-25T07:13:53.047743] [INFO ] [LOCAL     ] Saved configuration for AER: 0 features, 50.00% accuracy -> ./output/feature-sets/AER.json
[2025-11-25T07:13:53.047872] [INFO ] [CONFIGURE ] AER: Configuration saved successfully: 0 features, 50.00% accuracy.
[2025-11-25T07:13:53.047994] [INFO ] [sig       ] [10/164] Successfully configured AER | 0.01 sym/s | Total: 12.8m | ETA: 3.3h
[2025-11-25T07:13:53.048111] [INFO ] [sig       ] [11/164] Configuring AGCO...
[2025-11-25T07:13:53.048212] [INFO ] [CONFIGURE ] AGCO: Configurate test run.
[2025-11-25T07:13:53.048329] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AGCO' from 'https://tdm.silogroup.org/data/derivative_storage/AGCO.csv'.
[2025-11-25T07:13:53.061595] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'AGCO'.
[2025-11-25T07:13:53.062193] [INFO ] [CONFIGURE ] AGCO: Testing with 29 available features
[2025-11-25T07:13:53.062328] [INFO ] [CONFIGURE ] AGCO: Establishing baseline with no features...
[2025-11-25T07:13:53.242341] [DEBUG] [FORECASTER] AGCO: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T07:13:53.420985] [DEBUG] [FORECASTER] AGCO: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T07:13:53.608554] [DEBUG] [FORECASTER] AGCO: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T07:13:53.786882] [DEBUG] [FORECASTER] AGCO: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T07:13:53.957071] [DEBUG] [FORECASTER] AGCO: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T07:13:54.130884] [DEBUG] [FORECASTER] AGCO: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T07:13:54.303055] [DEBUG] [FORECASTER] AGCO: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T07:13:54.474032] [DEBUG] [FORECASTER] AGCO: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T07:13:54.648025] [DEBUG] [FORECASTER] AGCO: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-25T07:13:54.818360] [DEBUG] [FORECASTER] AGCO: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T07:13:54.818523] [INFO ] [CONFIGURE ] AGCO: Baseline score (no features): 50.00%
[2025-11-25T07:13:54.818571] [INFO ] [CONFIGURE ] AGCO: Testing feature 1/29: add_bollinger_bands
[2025-11-25T07:13:54.818609] [INFO ] [CONFIGURE ] AGCO: Testing with features: ['add_bollinger_bands']
[2025-11-25T07:13:55.029224] [DEBUG] [FORECASTER] AGCO: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T07:13:55.232565] [DEBUG] [FORECASTER] AGCO: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T07:13:55.431499] [DEBUG] [FORECASTER] AGCO: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T07:13:55.636610] [DEBUG] [FORECASTER] AGCO: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T07:13:55.852600] [DEBUG] [FORECASTER] AGCO: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T07:13:56.071673] [DEBUG] [FORECASTER] AGCO: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T07:13:56.289685] [DEBUG] [FORECASTER] AGCO: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T07:13:56.512194] [DEBUG] [FORECASTER] AGCO: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T07:13:56.731659] [DEBUG] [FORECASTER] AGCO: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-25T07:13:56.957211] [DEBUG] [FORECASTER] AGCO: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T07:13:56.957388] [INFO ] [CONFIGURE ] AGCO: KEPT add_bollinger_bands (score: 60.00%)
[2025-11-25T07:13:56.957437] [INFO ] [CONFIGURE ] JOB ETA: 3.2h | Avg: 2.6s/test | Remaining: 4467 tests
[2025-11-25T07:13:56.957474] [INFO ] [CONFIGURE ] AGCO: Testing feature 2/29: add_cumulative_delta
[2025-11-25T07:13:56.957510] [INFO ] [CONFIGURE ] AGCO: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta']
[2025-11-25T07:13:57.206062] [DEBUG] [FORECASTER] AGCO: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T07:13:57.456234] [DEBUG] [FORECASTER] AGCO: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T07:13:57.705094] [DEBUG] [FORECASTER] AGCO: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T07:13:57.952931] [DEBUG] [FORECASTER] AGCO: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T07:13:58.203964] [DEBUG] [FORECASTER] AGCO: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T07:13:58.453863] [DEBUG] [FORECASTER] AGCO: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T07:13:58.704188] [DEBUG] [FORECASTER] AGCO: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T07:13:58.960681] [DEBUG] [FORECASTER] AGCO: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T07:13:59.212636] [DEBUG] [FORECASTER] AGCO: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-25T07:13:59.466069] [DEBUG] [FORECASTER] AGCO: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T07:13:59.466279] [INFO ] [CONFIGURE ] AGCO: DISCARDED add_cumulative_delta (score: 60.00%)
[2025-11-25T07:13:59.466337] [INFO ] [CONFIGURE ] JOB ETA: 3.2h | Avg: 2.6s/test | Remaining: 4466 tests
[2025-11-25T07:13:59.466383] [INFO ] [CONFIGURE ] AGCO: Testing feature 3/29: add_daily_returns
[2025-11-25T07:13:59.466425] [INFO ] [CONFIGURE ] AGCO: Testing with features: ['add_bollinger_bands', 'add_daily_returns']
[2025-11-25T07:13:59.714030] [DEBUG] [FORECASTER] AGCO: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T07:13:59.946697] [DEBUG] [FORECASTER] AGCO: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T07:14:00.187548] [DEBUG] [FORECASTER] AGCO: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T07:14:00.421286] [DEBUG] [FORECASTER] AGCO: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T07:14:00.638673] [DEBUG] [FORECASTER] AGCO: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T07:14:00.855357] [DEBUG] [FORECASTER] AGCO: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T07:14:01.785699] [DEBUG] [FORECASTER] AGCO: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T07:14:02.013059] [DEBUG] [FORECASTER] AGCO: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T07:14:02.275978] [DEBUG] [FORECASTER] AGCO: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-25T07:14:02.503934] [DEBUG] [FORECASTER] AGCO: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T07:14:02.504144] [INFO ] [CONFIGURE ] AGCO: KEPT add_daily_returns (score: 70.00%)
[2025-11-25T07:14:02.504194] [INFO ] [CONFIGURE ] JOB ETA: 3.2h | Avg: 2.6s/test | Remaining: 4465 tests
[2025-11-25T07:14:02.504233] [INFO ] [CONFIGURE ] AGCO: Testing feature 4/29: add_ema
[2025-11-25T07:14:02.504270] [INFO ] [CONFIGURE ] AGCO: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_ema']
[2025-11-25T07:14:02.763151] [DEBUG] [FORECASTER] AGCO: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T07:14:03.031577] [DEBUG] [FORECASTER] AGCO: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T07:14:03.289601] [DEBUG] [FORECASTER] AGCO: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T07:14:03.554851] [DEBUG] [FORECASTER] AGCO: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T07:14:03.822711] [DEBUG] [FORECASTER] AGCO: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T07:14:04.094269] [DEBUG] [FORECASTER] AGCO: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T07:14:04.365198] [DEBUG] [FORECASTER] AGCO: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T07:14:04.641398] [DEBUG] [FORECASTER] AGCO: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T07:14:04.912493] [DEBUG] [FORECASTER] AGCO: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-25T07:14:05.181406] [DEBUG] [FORECASTER] AGCO: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T07:14:05.181599] [INFO ] [CONFIGURE ] AGCO: DISCARDED add_ema (score: 50.00%)
[2025-11-25T07:14:05.181678] [INFO ] [CONFIGURE ] JOB ETA: 3.2h | Avg: 2.6s/test | Remaining: 4464 tests
[2025-11-25T07:14:05.181731] [INFO ] [CONFIGURE ] AGCO: Testing feature 5/29: add_exhaustion_signals
[2025-11-25T07:14:05.181769] [INFO ] [CONFIGURE ] AGCO: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_vwap', 'add_exhaustion_signals']
[2025-11-25T07:14:05.437720] [DEBUG] [FORECASTER] AGCO: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T07:14:05.697514] [DEBUG] [FORECASTER] AGCO: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T07:14:05.991299] [DEBUG] [FORECASTER] AGCO: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T07:14:06.254971] [DEBUG] [FORECASTER] AGCO: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T07:14:06.512348] [DEBUG] [FORECASTER] AGCO: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T07:14:06.777466] [DEBUG] [FORECASTER] AGCO: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T07:14:07.039315] [DEBUG] [FORECASTER] AGCO: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T07:14:07.311161] [DEBUG] [FORECASTER] AGCO: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T07:14:07.576889] [DEBUG] [FORECASTER] AGCO: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-25T07:14:07.859683] [DEBUG] [FORECASTER] AGCO: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T07:14:07.859879] [INFO ] [CONFIGURE ] AGCO: DISCARDED add_exhaustion_signals (score: 50.00%)
[2025-11-25T07:14:07.859955] [INFO ] [CONFIGURE ] JOB ETA: 3.2h | Avg: 2.6s/test | Remaining: 4463 tests
[2025-11-25T07:14:07.860016] [INFO ] [CONFIGURE ] AGCO: Testing feature 6/29: add_failed_moves
[2025-11-25T07:14:07.860084] [INFO ] [CONFIGURE ] AGCO: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_failed_moves']
[2025-11-25T07:14:08.094963] [DEBUG] [FORECASTER] AGCO: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T07:14:08.336617] [DEBUG] [FORECASTER] AGCO: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T07:14:08.571410] [DEBUG] [FORECASTER] AGCO: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T07:14:08.803871] [DEBUG] [FORECASTER] AGCO: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T07:14:09.048565] [DEBUG] [FORECASTER] AGCO: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T07:14:09.289679] [DEBUG] [FORECASTER] AGCO: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T07:14:09.531949] [DEBUG] [FORECASTER] AGCO: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T07:14:09.780302] [DEBUG] [FORECASTER] AGCO: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T07:14:10.017594] [DEBUG] [FORECASTER] AGCO: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-25T07:14:10.256705] [DEBUG] [FORECASTER] AGCO: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T07:14:10.257050] [INFO ] [CONFIGURE ] AGCO: DISCARDED add_failed_moves (score: 70.00%)
[2025-11-25T07:14:10.257182] [INFO ] [CONFIGURE ] JOB ETA: 3.2h | Avg: 2.6s/test | Remaining: 4462 tests
[2025-11-25T07:14:10.257289] [INFO ] [CONFIGURE ] AGCO: Testing feature 7/29: add_lag_shelf
[2025-11-25T07:14:10.257392] [INFO ] [CONFIGURE ] AGCO: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_lag_shelf']
[2025-11-25T07:14:10.479675] [DEBUG] [FORECASTER] AGCO: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T07:14:10.709852] [DEBUG] [FORECASTER] AGCO: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T07:14:10.946579] [DEBUG] [FORECASTER] AGCO: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T07:14:11.184182] [DEBUG] [FORECASTER] AGCO: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T07:14:11.425172] [DEBUG] [FORECASTER] AGCO: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T07:14:11.679755] [DEBUG] [FORECASTER] AGCO: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T07:14:11.932226] [DEBUG] [FORECASTER] AGCO: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T07:14:12.164704] [DEBUG] [FORECASTER] AGCO: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T07:14:12.388355] [DEBUG] [FORECASTER] AGCO: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-25T07:14:12.628508] [DEBUG] [FORECASTER] AGCO: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T07:14:12.628701] [INFO ] [CONFIGURE ] AGCO: DISCARDED add_lag_shelf (score: 40.00%)
[2025-11-25T07:14:12.628792] [INFO ] [CONFIGURE ] JOB ETA: 3.2h | Avg: 2.6s/test | Remaining: 4461 tests
[2025-11-25T07:14:12.628849] [INFO ] [CONFIGURE ] AGCO: Testing feature 8/29: add_macd
[2025-11-25T07:14:12.628898] [INFO ] [CONFIGURE ] AGCO: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_vwap', 'add_macd']
[2025-11-25T07:14:12.941418] [DEBUG] [FORECASTER] AGCO: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T07:14:13.258551] [DEBUG] [FORECASTER] AGCO: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T07:14:13.570586] [DEBUG] [FORECASTER] AGCO: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T07:14:13.887351] [DEBUG] [FORECASTER] AGCO: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T07:14:14.211252] [DEBUG] [FORECASTER] AGCO: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T07:14:14.520867] [DEBUG] [FORECASTER] AGCO: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T07:14:14.866607] [DEBUG] [FORECASTER] AGCO: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T07:14:15.286263] [DEBUG] [FORECASTER] AGCO: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T07:14:15.728243] [DEBUG] [FORECASTER] AGCO: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-25T07:14:16.095033] [DEBUG] [FORECASTER] AGCO: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T07:14:16.095212] [INFO ] [CONFIGURE ] AGCO: DISCARDED add_macd (score: 50.00%)
[2025-11-25T07:14:16.095274] [INFO ] [CONFIGURE ] JOB ETA: 3.2h | Avg: 2.6s/test | Remaining: 4460 tests
[2025-11-25T07:14:16.095323] [INFO ] [CONFIGURE ] AGCO: Testing feature 9/29: add_mfi
[2025-11-25T07:14:16.095371] [INFO ] [CONFIGURE ] AGCO: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_mfi']
[2025-11-25T07:14:16.350256] [DEBUG] [FORECASTER] AGCO: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T07:14:16.588333] [DEBUG] [FORECASTER] AGCO: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T07:14:16.819722] [DEBUG] [FORECASTER] AGCO: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T07:14:17.050981] [DEBUG] [FORECASTER] AGCO: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T07:14:17.281222] [DEBUG] [FORECASTER] AGCO: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T07:14:17.521078] [DEBUG] [FORECASTER] AGCO: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T07:14:17.769111] [DEBUG] [FORECASTER] AGCO: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T07:14:18.058793] [DEBUG] [FORECASTER] AGCO: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T07:14:18.341316] [DEBUG] [FORECASTER] AGCO: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-25T07:14:18.591167] [DEBUG] [FORECASTER] AGCO: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T07:14:18.591360] [INFO ] [CONFIGURE ] AGCO: DISCARDED add_mfi (score: 50.00%)
[2025-11-25T07:14:18.591419] [INFO ] [CONFIGURE ] JOB ETA: 3.2h | Avg: 2.6s/test | Remaining: 4459 tests
[2025-11-25T07:14:18.591467] [INFO ] [CONFIGURE ] AGCO: Testing feature 10/29: add_momentum_acceleration
[2025-11-25T07:14:18.591511] [INFO ] [CONFIGURE ] AGCO: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-11-25T07:14:18.915201] [DEBUG] [FORECASTER] AGCO: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T07:14:19.224182] [DEBUG] [FORECASTER] AGCO: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T07:14:19.550315] [DEBUG] [FORECASTER] AGCO: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T07:14:19.898355] [DEBUG] [FORECASTER] AGCO: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T07:14:20.232170] [DEBUG] [FORECASTER] AGCO: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T07:14:20.572958] [DEBUG] [FORECASTER] AGCO: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T07:14:20.921004] [DEBUG] [FORECASTER] AGCO: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T07:14:21.266078] [DEBUG] [FORECASTER] AGCO: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T07:14:21.619208] [DEBUG] [FORECASTER] AGCO: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-25T07:14:21.958703] [DEBUG] [FORECASTER] AGCO: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T07:14:21.958902] [INFO ] [CONFIGURE ] AGCO: DISCARDED add_momentum_acceleration (score: 50.00%)
[2025-11-25T07:14:21.958962] [INFO ] [CONFIGURE ] JOB ETA: 3.2h | Avg: 2.6s/test | Remaining: 4458 tests
[2025-11-25T07:14:21.959012] [INFO ] [CONFIGURE ] AGCO: Testing feature 11/29: add_obv_daily
[2025-11-25T07:14:21.959062] [INFO ] [CONFIGURE ] AGCO: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_obv_daily']
[2025-11-25T07:14:22.218114] [DEBUG] [FORECASTER] AGCO: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T07:14:22.470369] [DEBUG] [FORECASTER] AGCO: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T07:14:22.733911] [DEBUG] [FORECASTER] AGCO: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T07:14:22.986002] [DEBUG] [FORECASTER] AGCO: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T07:14:23.236323] [DEBUG] [FORECASTER] AGCO: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T07:14:23.499101] [DEBUG] [FORECASTER] AGCO: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T07:14:23.761681] [DEBUG] [FORECASTER] AGCO: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T07:14:24.014987] [DEBUG] [FORECASTER] AGCO: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T07:14:24.265115] [DEBUG] [FORECASTER] AGCO: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-25T07:14:24.518176] [DEBUG] [FORECASTER] AGCO: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T07:14:24.518363] [INFO ] [CONFIGURE ] AGCO: DISCARDED add_obv_daily (score: 60.00%)
[2025-11-25T07:14:24.518413] [INFO ] [CONFIGURE ] JOB ETA: 3.2h | Avg: 2.6s/test | Remaining: 4457 tests
[2025-11-25T07:14:24.518453] [INFO ] [CONFIGURE ] AGCO: Testing feature 12/29: add_obv_interval
[2025-11-25T07:14:24.518490] [INFO ] [CONFIGURE ] AGCO: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_obv_interval']
[2025-11-25T07:14:24.744582] [DEBUG] [FORECASTER] AGCO: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T07:14:24.959935] [DEBUG] [FORECASTER] AGCO: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T07:14:25.172434] [DEBUG] [FORECASTER] AGCO: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T07:14:25.384857] [DEBUG] [FORECASTER] AGCO: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T07:14:25.598438] [DEBUG] [FORECASTER] AGCO: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T07:14:25.812142] [DEBUG] [FORECASTER] AGCO: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T07:14:26.027435] [DEBUG] [FORECASTER] AGCO: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T07:14:26.241396] [DEBUG] [FORECASTER] AGCO: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T07:14:26.453670] [DEBUG] [FORECASTER] AGCO: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-25T07:14:26.666430] [DEBUG] [FORECASTER] AGCO: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T07:14:26.666596] [INFO ] [CONFIGURE ] AGCO: KEPT add_obv_interval (score: 80.00%)
[2025-11-25T07:14:26.666664] [INFO ] [CONFIGURE ] JOB ETA: 3.2h | Avg: 2.6s/test | Remaining: 4456 tests
[2025-11-25T07:14:26.666730] [INFO ] [CONFIGURE ] AGCO: Testing feature 13/29: add_opening_strength
[2025-11-25T07:14:26.666779] [INFO ] [CONFIGURE ] AGCO: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_obv_interval', 'add_opening_strength']
[2025-11-25T07:14:26.914277] [DEBUG] [FORECASTER] AGCO: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T07:14:27.168191] [DEBUG] [FORECASTER] AGCO: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T07:14:27.416145] [DEBUG] [FORECASTER] AGCO: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T07:14:27.665069] [DEBUG] [FORECASTER] AGCO: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T07:14:27.917544] [DEBUG] [FORECASTER] AGCO: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T07:14:28.171470] [DEBUG] [FORECASTER] AGCO: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T07:14:28.425500] [DEBUG] [FORECASTER] AGCO: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T07:14:28.679170] [DEBUG] [FORECASTER] AGCO: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T07:14:28.934461] [DEBUG] [FORECASTER] AGCO: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-25T07:14:29.188746] [DEBUG] [FORECASTER] AGCO: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T07:14:29.188920] [INFO ] [CONFIGURE ] AGCO: DISCARDED add_opening_strength (score: 50.00%)
[2025-11-25T07:14:29.189008] [INFO ] [CONFIGURE ] JOB ETA: 3.2h | Avg: 2.6s/test | Remaining: 4455 tests
[2025-11-25T07:14:29.189058] [INFO ] [CONFIGURE ] AGCO: Testing feature 14/29: add_order_flow_imbalance
[2025-11-25T07:14:29.189104] [INFO ] [CONFIGURE ] AGCO: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_obv_interval', 'add_order_flow_imbalance']
[2025-11-25T07:14:29.435175] [DEBUG] [FORECASTER] AGCO: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T07:14:29.688087] [DEBUG] [FORECASTER] AGCO: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T07:14:29.935210] [DEBUG] [FORECASTER] AGCO: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T07:14:30.184993] [DEBUG] [FORECASTER] AGCO: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T07:14:30.431668] [DEBUG] [FORECASTER] AGCO: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T07:14:30.678150] [DEBUG] [FORECASTER] AGCO: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T07:14:30.926325] [DEBUG] [FORECASTER] AGCO: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T07:14:31.173064] [DEBUG] [FORECASTER] AGCO: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T07:14:31.428929] [DEBUG] [FORECASTER] AGCO: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-25T07:14:31.677299] [DEBUG] [FORECASTER] AGCO: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T07:14:31.677478] [INFO ] [CONFIGURE ] AGCO: DISCARDED add_order_flow_imbalance (score: 50.00%)
[2025-11-25T07:14:31.677537] [INFO ] [CONFIGURE ] JOB ETA: 3.2h | Avg: 2.6s/test | Remaining: 4454 tests
[2025-11-25T07:14:31.677584] [INFO ] [CONFIGURE ] AGCO: Testing feature 15/29: add_pbf_morning_momentum
[2025-11-25T07:14:31.677631] [INFO ] [CONFIGURE ] AGCO: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_obv_interval', 'add_pbf_morning_momentum']
[2025-11-25T07:14:31.909420] [DEBUG] [FORECASTER] AGCO: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T07:14:32.138612] [DEBUG] [FORECASTER] AGCO: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T07:14:32.370609] [DEBUG] [FORECASTER] AGCO: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T07:14:32.600337] [DEBUG] [FORECASTER] AGCO: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T07:14:32.830578] [DEBUG] [FORECASTER] AGCO: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T07:14:33.058148] [DEBUG] [FORECASTER] AGCO: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T07:14:33.285879] [DEBUG] [FORECASTER] AGCO: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T07:14:33.518035] [DEBUG] [FORECASTER] AGCO: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T07:14:33.748825] [DEBUG] [FORECASTER] AGCO: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-25T07:14:33.983207] [DEBUG] [FORECASTER] AGCO: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T07:14:33.983375] [INFO ] [CONFIGURE ] AGCO: DISCARDED add_pbf_morning_momentum (score: 40.00%)
[2025-11-25T07:14:33.983425] [INFO ] [CONFIGURE ] JOB ETA: 3.2h | Avg: 2.6s/test | Remaining: 4453 tests
[2025-11-25T07:14:33.983465] [INFO ] [CONFIGURE ] AGCO: Testing feature 16/29: add_pbf_overnight_gap
[2025-11-25T07:14:33.983505] [INFO ] [CONFIGURE ] AGCO: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_obv_interval', 'add_pbf_overnight_gap']
[2025-11-25T07:14:34.233030] [DEBUG] [FORECASTER] AGCO: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T07:14:34.487241] [DEBUG] [FORECASTER] AGCO: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T07:14:34.751635] [DEBUG] [FORECASTER] AGCO: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T07:14:35.006938] [DEBUG] [FORECASTER] AGCO: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T07:14:35.263626] [DEBUG] [FORECASTER] AGCO: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T07:14:35.548065] [DEBUG] [FORECASTER] AGCO: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T07:14:35.828507] [DEBUG] [FORECASTER] AGCO: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T07:14:36.153727] [DEBUG] [FORECASTER] AGCO: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T07:14:36.446309] [DEBUG] [FORECASTER] AGCO: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-25T07:14:36.736943] [DEBUG] [FORECASTER] AGCO: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T07:14:36.737175] [INFO ] [CONFIGURE ] AGCO: DISCARDED add_pbf_overnight_gap (score: 50.00%)
[2025-11-25T07:14:36.737259] [INFO ] [CONFIGURE ] JOB ETA: 3.2h | Avg: 2.6s/test | Remaining: 4452 tests
[2025-11-25T07:14:36.737333] [INFO ] [CONFIGURE ] AGCO: Testing feature 17/29: add_pbf_return_2d
[2025-11-25T07:14:36.737407] [INFO ] [CONFIGURE ] AGCO: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_obv_interval', 'add_pbf_return_2d']
[2025-11-25T07:14:37.015823] [DEBUG] [FORECASTER] AGCO: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T07:14:37.296246] [DEBUG] [FORECASTER] AGCO: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T07:14:37.575222] [DEBUG] [FORECASTER] AGCO: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T07:14:37.857617] [DEBUG] [FORECASTER] AGCO: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T07:14:38.129299] [DEBUG] [FORECASTER] AGCO: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T07:14:38.399737] [DEBUG] [FORECASTER] AGCO: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T07:14:38.661824] [DEBUG] [FORECASTER] AGCO: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T07:14:38.938661] [DEBUG] [FORECASTER] AGCO: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T07:14:39.216045] [DEBUG] [FORECASTER] AGCO: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-25T07:14:39.483442] [DEBUG] [FORECASTER] AGCO: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T07:14:39.483630] [INFO ] [CONFIGURE ] AGCO: DISCARDED add_pbf_return_2d (score: 60.00%)
[2025-11-25T07:14:39.483710] [INFO ] [CONFIGURE ] JOB ETA: 3.2h | Avg: 2.6s/test | Remaining: 4451 tests
[2025-11-25T07:14:39.483759] [INFO ] [CONFIGURE ] AGCO: Testing feature 18/29: add_pbf_volatility_5d
[2025-11-25T07:14:39.483797] [INFO ] [CONFIGURE ] AGCO: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_obv_interval', 'add_pbf_volatility_5d']
[2025-11-25T07:14:39.749614] [DEBUG] [FORECASTER] AGCO: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T07:14:40.000152] [DEBUG] [FORECASTER] AGCO: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T07:14:40.260981] [DEBUG] [FORECASTER] AGCO: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T07:14:40.521595] [DEBUG] [FORECASTER] AGCO: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T07:14:40.786042] [DEBUG] [FORECASTER] AGCO: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T07:14:41.043463] [DEBUG] [FORECASTER] AGCO: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T07:14:41.300100] [DEBUG] [FORECASTER] AGCO: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T07:14:41.536480] [DEBUG] [FORECASTER] AGCO: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T07:14:41.778013] [DEBUG] [FORECASTER] AGCO: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-25T07:14:42.015330] [DEBUG] [FORECASTER] AGCO: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T07:14:42.015531] [INFO ] [CONFIGURE ] AGCO: DISCARDED add_pbf_volatility_5d (score: 50.00%)
[2025-11-25T07:14:42.015625] [INFO ] [CONFIGURE ] JOB ETA: 3.2h | Avg: 2.6s/test | Remaining: 4450 tests
[2025-11-25T07:14:42.015707] [INFO ] [CONFIGURE ] AGCO: Testing feature 19/29: add_pbf_vs_sma_5
[2025-11-25T07:14:42.015779] [INFO ] [CONFIGURE ] AGCO: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_obv_interval', 'add_pbf_vs_sma_5']
[2025-11-25T07:14:42.247678] [DEBUG] [FORECASTER] AGCO: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T07:14:42.484432] [DEBUG] [FORECASTER] AGCO: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T07:14:42.719592] [DEBUG] [FORECASTER] AGCO: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T07:14:42.957984] [DEBUG] [FORECASTER] AGCO: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T07:14:43.193047] [DEBUG] [FORECASTER] AGCO: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T07:14:43.430131] [DEBUG] [FORECASTER] AGCO: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T07:14:43.662721] [DEBUG] [FORECASTER] AGCO: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T07:14:43.905293] [DEBUG] [FORECASTER] AGCO: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T07:14:44.141562] [DEBUG] [FORECASTER] AGCO: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-25T07:14:44.374620] [DEBUG] [FORECASTER] AGCO: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T07:14:44.374815] [INFO ] [CONFIGURE ] AGCO: DISCARDED add_pbf_vs_sma_5 (score: 70.00%)
[2025-11-25T07:14:44.374872] [INFO ] [CONFIGURE ] JOB ETA: 3.2h | Avg: 2.6s/test | Remaining: 4449 tests
[2025-11-25T07:14:44.374915] [INFO ] [CONFIGURE ] AGCO: Testing feature 20/29: add_price_rejection
[2025-11-25T07:14:44.374957] [INFO ] [CONFIGURE ] AGCO: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_obv_interval', 'add_price_rejection']
[2025-11-25T07:14:44.632592] [DEBUG] [FORECASTER] AGCO: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T07:14:44.897177] [DEBUG] [FORECASTER] AGCO: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T07:14:45.145707] [DEBUG] [FORECASTER] AGCO: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T07:14:45.393723] [DEBUG] [FORECASTER] AGCO: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T07:14:45.647486] [DEBUG] [FORECASTER] AGCO: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T07:14:45.902115] [DEBUG] [FORECASTER] AGCO: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T07:14:46.151897] [DEBUG] [FORECASTER] AGCO: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T07:14:46.402414] [DEBUG] [FORECASTER] AGCO: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T07:14:46.661882] [DEBUG] [FORECASTER] AGCO: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-25T07:14:46.917091] [DEBUG] [FORECASTER] AGCO: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T07:14:46.920588] [INFO ] [CONFIGURE ] AGCO: DISCARDED add_price_rejection (score: 40.00%)
[2025-11-25T07:14:46.920682] [INFO ] [CONFIGURE ] JOB ETA: 3.2h | Avg: 2.6s/test | Remaining: 4448 tests
[2025-11-25T07:14:46.920741] [INFO ] [CONFIGURE ] AGCO: Testing feature 21/29: add_range_position
[2025-11-25T07:14:46.920787] [INFO ] [CONFIGURE ] AGCO: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_obv_interval', 'add_range_position']
[2025-11-25T07:14:47.207012] [DEBUG] [FORECASTER] AGCO: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T07:14:47.488271] [DEBUG] [FORECASTER] AGCO: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T07:14:47.764235] [DEBUG] [FORECASTER] AGCO: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T07:14:48.042605] [DEBUG] [FORECASTER] AGCO: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T07:14:48.313729] [DEBUG] [FORECASTER] AGCO: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T07:14:48.580115] [DEBUG] [FORECASTER] AGCO: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T07:14:48.847163] [DEBUG] [FORECASTER] AGCO: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T07:14:49.128109] [DEBUG] [FORECASTER] AGCO: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T07:14:49.397118] [DEBUG] [FORECASTER] AGCO: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-25T07:14:49.681354] [DEBUG] [FORECASTER] AGCO: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T07:14:49.681527] [INFO ] [CONFIGURE ] AGCO: DISCARDED add_range_position (score: 50.00%)
[2025-11-25T07:14:49.681585] [INFO ] [CONFIGURE ] JOB ETA: 3.2h | Avg: 2.6s/test | Remaining: 4447 tests
[2025-11-25T07:14:49.681633] [INFO ] [CONFIGURE ] AGCO: Testing feature 22/29: add_realized_volatility
[2025-11-25T07:14:49.681698] [INFO ] [CONFIGURE ] AGCO: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_obv_interval', 'add_realized_volatility']
[2025-11-25T07:14:50.050770] [DEBUG] [FORECASTER] AGCO: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T07:14:50.416845] [DEBUG] [FORECASTER] AGCO: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T07:14:50.779795] [DEBUG] [FORECASTER] AGCO: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T07:14:51.148960] [DEBUG] [FORECASTER] AGCO: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T07:14:51.532089] [DEBUG] [FORECASTER] AGCO: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T07:14:51.915003] [DEBUG] [FORECASTER] AGCO: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T07:14:52.295976] [DEBUG] [FORECASTER] AGCO: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T07:14:52.674705] [DEBUG] [FORECASTER] AGCO: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T07:14:53.067567] [DEBUG] [FORECASTER] AGCO: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-25T07:14:53.445485] [DEBUG] [FORECASTER] AGCO: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T07:14:53.445713] [INFO ] [CONFIGURE ] AGCO: DISCARDED add_realized_volatility (score: 50.00%)
[2025-11-25T07:14:53.445786] [INFO ] [CONFIGURE ] JOB ETA: 3.2h | Avg: 2.6s/test | Remaining: 4446 tests
[2025-11-25T07:14:53.445840] [INFO ] [CONFIGURE ] AGCO: Testing feature 23/29: add_recent_range_context
[2025-11-25T07:14:53.445888] [INFO ] [CONFIGURE ] AGCO: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_obv_interval', 'add_recent_range_context']
[2025-11-25T07:14:53.720910] [DEBUG] [FORECASTER] AGCO: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T07:14:53.998543] [DEBUG] [FORECASTER] AGCO: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T07:14:54.270009] [DEBUG] [FORECASTER] AGCO: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T07:14:54.539558] [DEBUG] [FORECASTER] AGCO: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T07:14:54.821026] [DEBUG] [FORECASTER] AGCO: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T07:14:55.100718] [DEBUG] [FORECASTER] AGCO: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T07:14:55.384163] [DEBUG] [FORECASTER] AGCO: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T07:14:55.659924] [DEBUG] [FORECASTER] AGCO: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T07:14:55.934295] [DEBUG] [FORECASTER] AGCO: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-25T07:14:56.222846] [DEBUG] [FORECASTER] AGCO: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T07:14:56.223065] [INFO ] [CONFIGURE ] AGCO: DISCARDED add_recent_range_context (score: 50.00%)
[2025-11-25T07:14:56.223157] [INFO ] [CONFIGURE ] JOB ETA: 3.2h | Avg: 2.6s/test | Remaining: 4445 tests
[2025-11-25T07:14:56.223209] [INFO ] [CONFIGURE ] AGCO: Testing feature 24/29: add_rsi
[2025-11-25T07:14:56.223261] [INFO ] [CONFIGURE ] AGCO: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_obv_interval', 'add_ema', 'add_rsi']
[2025-11-25T07:14:56.550777] [DEBUG] [FORECASTER] AGCO: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T07:14:56.888920] [DEBUG] [FORECASTER] AGCO: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T07:14:57.231472] [DEBUG] [FORECASTER] AGCO: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T07:14:57.563883] [DEBUG] [FORECASTER] AGCO: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T07:14:57.879401] [DEBUG] [FORECASTER] AGCO: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T07:14:58.193691] [DEBUG] [FORECASTER] AGCO: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T07:14:58.496329] [DEBUG] [FORECASTER] AGCO: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T07:14:58.804737] [DEBUG] [FORECASTER] AGCO: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T07:14:59.107555] [DEBUG] [FORECASTER] AGCO: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-25T07:14:59.422845] [DEBUG] [FORECASTER] AGCO: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T07:14:59.423075] [INFO ] [CONFIGURE ] AGCO: DISCARDED add_rsi (score: 60.00%)
[2025-11-25T07:14:59.423135] [INFO ] [CONFIGURE ] JOB ETA: 3.2h | Avg: 2.6s/test | Remaining: 4444 tests
[2025-11-25T07:14:59.423183] [INFO ] [CONFIGURE ] AGCO: Testing feature 25/29: add_tick_distribution
[2025-11-25T07:14:59.423229] [INFO ] [CONFIGURE ] AGCO: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_obv_interval', 'add_tick_distribution']
[2025-11-25T07:14:59.698113] [DEBUG] [FORECASTER] AGCO: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T07:14:59.958287] [DEBUG] [FORECASTER] AGCO: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T07:15:00.957834] [DEBUG] [FORECASTER] AGCO: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T07:15:01.402205] [DEBUG] [FORECASTER] AGCO: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T07:15:01.682114] [DEBUG] [FORECASTER] AGCO: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T07:15:01.955067] [DEBUG] [FORECASTER] AGCO: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T07:15:02.236583] [DEBUG] [FORECASTER] AGCO: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T07:15:02.510071] [DEBUG] [FORECASTER] AGCO: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T07:15:02.780085] [DEBUG] [FORECASTER] AGCO: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-25T07:15:03.045169] [DEBUG] [FORECASTER] AGCO: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T07:15:03.045345] [INFO ] [CONFIGURE ] AGCO: DISCARDED add_tick_distribution (score: 50.00%)
[2025-11-25T07:15:03.045406] [INFO ] [CONFIGURE ] JOB ETA: 3.2h | Avg: 2.6s/test | Remaining: 4443 tests
[2025-11-25T07:15:03.045453] [INFO ] [CONFIGURE ] AGCO: Testing feature 26/29: add_volume_momentum_confirmation
[2025-11-25T07:15:03.045498] [INFO ] [CONFIGURE ] AGCO: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_obv_interval', 'add_volume_momentum_confirmation']
[2025-11-25T07:15:03.311517] [DEBUG] [FORECASTER] AGCO: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T07:15:03.591929] [DEBUG] [FORECASTER] AGCO: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T07:15:03.860718] [DEBUG] [FORECASTER] AGCO: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T07:15:04.132881] [DEBUG] [FORECASTER] AGCO: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T07:15:04.410504] [DEBUG] [FORECASTER] AGCO: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T07:15:04.706553] [DEBUG] [FORECASTER] AGCO: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T07:15:04.976431] [DEBUG] [FORECASTER] AGCO: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T07:15:05.248331] [DEBUG] [FORECASTER] AGCO: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T07:15:05.528923] [DEBUG] [FORECASTER] AGCO: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-25T07:15:05.798406] [DEBUG] [FORECASTER] AGCO: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T07:15:05.798622] [INFO ] [CONFIGURE ] AGCO: DISCARDED add_volume_momentum_confirmation (score: 30.00%)
[2025-11-25T07:15:05.798716] [INFO ] [CONFIGURE ] JOB ETA: 3.2h | Avg: 2.6s/test | Remaining: 4442 tests
[2025-11-25T07:15:05.798769] [INFO ] [CONFIGURE ] AGCO: Testing feature 27/29: add_volume_price_divergence
[2025-11-25T07:15:05.798814] [INFO ] [CONFIGURE ] AGCO: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_obv_interval', 'add_volume_price_divergence']
[2025-11-25T07:15:06.122060] [DEBUG] [FORECASTER] AGCO: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T07:15:06.403577] [DEBUG] [FORECASTER] AGCO: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T07:15:06.682486] [DEBUG] [FORECASTER] AGCO: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T07:15:06.965883] [DEBUG] [FORECASTER] AGCO: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T07:15:07.240631] [DEBUG] [FORECASTER] AGCO: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T07:15:07.548305] [DEBUG] [FORECASTER] AGCO: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T07:15:07.905339] [DEBUG] [FORECASTER] AGCO: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T07:15:08.268687] [DEBUG] [FORECASTER] AGCO: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T07:15:08.582510] [DEBUG] [FORECASTER] AGCO: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-25T07:15:08.855657] [DEBUG] [FORECASTER] AGCO: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T07:15:08.856063] [INFO ] [CONFIGURE ] AGCO: DISCARDED add_volume_price_divergence (score: 50.00%)
[2025-11-25T07:15:08.856124] [INFO ] [CONFIGURE ] JOB ETA: 3.2h | Avg: 2.6s/test | Remaining: 4441 tests
[2025-11-25T07:15:08.856175] [INFO ] [CONFIGURE ] AGCO: Testing feature 28/29: add_volume_profile
[2025-11-25T07:15:08.856221] [INFO ] [CONFIGURE ] AGCO: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_obv_interval', 'add_volume_profile']
[2025-11-25T07:15:09.120960] [DEBUG] [FORECASTER] AGCO: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T07:15:09.389941] [DEBUG] [FORECASTER] AGCO: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T07:15:09.658069] [DEBUG] [FORECASTER] AGCO: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T07:15:09.949927] [DEBUG] [FORECASTER] AGCO: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T07:15:10.222258] [DEBUG] [FORECASTER] AGCO: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T07:15:10.486705] [DEBUG] [FORECASTER] AGCO: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T07:15:10.748329] [DEBUG] [FORECASTER] AGCO: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T07:15:11.009080] [DEBUG] [FORECASTER] AGCO: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T07:15:11.282031] [DEBUG] [FORECASTER] AGCO: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-25T07:15:11.544941] [DEBUG] [FORECASTER] AGCO: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T07:15:11.545175] [INFO ] [CONFIGURE ] AGCO: DISCARDED add_volume_profile (score: 50.00%)
[2025-11-25T07:15:11.545268] [INFO ] [CONFIGURE ] JOB ETA: 3.2h | Avg: 2.6s/test | Remaining: 4440 tests
[2025-11-25T07:15:11.545319] [INFO ] [CONFIGURE ] AGCO: Testing feature 29/29: add_vwap
[2025-11-25T07:15:11.545364] [INFO ] [CONFIGURE ] AGCO: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_obv_interval', 'add_vwap']
[2025-11-25T07:15:11.801854] [DEBUG] [FORECASTER] AGCO: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T07:15:12.051314] [DEBUG] [FORECASTER] AGCO: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T07:15:12.296991] [DEBUG] [FORECASTER] AGCO: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T07:15:12.565297] [DEBUG] [FORECASTER] AGCO: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T07:15:12.831249] [DEBUG] [FORECASTER] AGCO: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T07:15:13.091427] [DEBUG] [FORECASTER] AGCO: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T07:15:13.372127] [DEBUG] [FORECASTER] AGCO: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T07:15:13.663392] [DEBUG] [FORECASTER] AGCO: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T07:15:13.958111] [DEBUG] [FORECASTER] AGCO: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-25T07:15:14.273993] [DEBUG] [FORECASTER] AGCO: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T07:15:14.274211] [INFO ] [CONFIGURE ] AGCO: DISCARDED add_vwap (score: 60.00%)
[2025-11-25T07:15:14.274270] [INFO ] [CONFIGURE ] JOB ETA: 3.2h | Avg: 2.6s/test | Remaining: 4439 tests
[2025-11-25T07:15:14.274317] [INFO ] [CONFIGURE ] AGCO: ===== FEATURE SELECTION COMPLETE =====
[2025-11-25T07:15:14.274359] [INFO ] [CONFIGURE ] AGCO: Best accuracy: 80.00%
[2025-11-25T07:15:14.274403] [INFO ] [CONFIGURE ] AGCO: Best feature set (3 features): ['add_bollinger_bands', 'add_daily_returns', 'add_obv_interval']
[2025-11-25T07:15:14.274444] [INFO ] [CONFIGURE ] AGCO: Improvement over baseline: 30.00%
[2025-11-25T07:15:14.274482] [INFO ] [CONFIGURE ] AGCO: Total time: 1.3 minutes
[2025-11-25T07:15:14.274520] [INFO ] [CONFIGURE ] AGCO: Average time per feature: 2.7 seconds
[2025-11-25T07:15:14.274558] [INFO ] [CONFIGURE ] AGCO: Average speed: 0.36 features/sec
[2025-11-25T07:15:14.275026] [INFO ] [LOCAL     ] Saved configuration for AGCO: 3 features, 80.00% accuracy -> ./output/feature-sets/AGCO.json
[2025-11-25T07:15:14.275084] [INFO ] [CONFIGURE ] AGCO: Configuration saved successfully: 3 features, 80.00% accuracy.
[2025-11-25T07:15:14.275147] [INFO ] [sig       ] [11/164] Successfully configured AGCO | 0.01 sym/s | Total: 14.2m | ETA: 3.3h
[2025-11-25T07:15:14.275192] [INFO ] [sig       ] [12/164] Configuring AGL...
[2025-11-25T07:15:14.275233] [INFO ] [CONFIGURE ] AGL: Configurate test run.
[2025-11-25T07:15:14.275274] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AGL' from 'https://tdm.silogroup.org/data/derivative_storage/AGL.csv'.
[2025-11-25T07:15:14.287459] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'AGL'.
[2025-11-25T07:15:14.287869] [INFO ] [CONFIGURE ] AGL: Testing with 29 available features
[2025-11-25T07:15:14.287930] [INFO ] [CONFIGURE ] AGL: Establishing baseline with no features...
[2025-11-25T07:15:14.481122] [DEBUG] [FORECASTER] AGL: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T07:15:14.684127] [DEBUG] [FORECASTER] AGL: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T07:15:14.881978] [DEBUG] [FORECASTER] AGL: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T07:15:15.074696] [DEBUG] [FORECASTER] AGL: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T07:15:15.267569] [DEBUG] [FORECASTER] AGL: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T07:15:15.464085] [DEBUG] [FORECASTER] AGL: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T07:15:15.639697] [DEBUG] [FORECASTER] AGL: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T07:15:15.813483] [DEBUG] [FORECASTER] AGL: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T07:15:15.987614] [DEBUG] [FORECASTER] AGL: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-25T07:15:16.163009] [DEBUG] [FORECASTER] AGL: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T07:15:16.163166] [INFO ] [CONFIGURE ] AGL: Baseline score (no features): 30.00%
[2025-11-25T07:15:16.163216] [INFO ] [CONFIGURE ] AGL: Testing feature 1/29: add_bollinger_bands
[2025-11-25T07:15:16.163254] [INFO ] [CONFIGURE ] AGL: Testing with features: ['add_bollinger_bands']
[2025-11-25T07:15:16.373490] [DEBUG] [FORECASTER] AGL: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T07:15:16.586050] [DEBUG] [FORECASTER] AGL: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T07:15:16.793355] [DEBUG] [FORECASTER] AGL: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T07:15:17.003718] [DEBUG] [FORECASTER] AGL: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T07:15:17.216249] [DEBUG] [FORECASTER] AGL: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T07:15:17.454066] [DEBUG] [FORECASTER] AGL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T07:15:17.706335] [DEBUG] [FORECASTER] AGL: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T07:15:17.947020] [DEBUG] [FORECASTER] AGL: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T07:15:18.172888] [DEBUG] [FORECASTER] AGL: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T07:15:18.395320] [DEBUG] [FORECASTER] AGL: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T07:15:18.395519] [INFO ] [CONFIGURE ] AGL: KEPT add_bollinger_bands (score: 50.00%)
[2025-11-25T07:15:18.395568] [INFO ] [CONFIGURE ] JOB ETA: 3.2h | Avg: 2.6s/test | Remaining: 4438 tests
[2025-11-25T07:15:18.395609] [INFO ] [CONFIGURE ] AGL: Testing feature 2/29: add_cumulative_delta
[2025-11-25T07:15:18.395667] [INFO ] [CONFIGURE ] AGL: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta']
[2025-11-25T07:15:18.650108] [DEBUG] [FORECASTER] AGL: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T07:15:18.911076] [DEBUG] [FORECASTER] AGL: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T07:15:19.173348] [DEBUG] [FORECASTER] AGL: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T07:15:19.431952] [DEBUG] [FORECASTER] AGL: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T07:15:19.706963] [DEBUG] [FORECASTER] AGL: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T07:15:19.976518] [DEBUG] [FORECASTER] AGL: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T07:15:20.236855] [DEBUG] [FORECASTER] AGL: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T07:15:20.503367] [DEBUG] [FORECASTER] AGL: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T07:15:20.793332] [DEBUG] [FORECASTER] AGL: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T07:15:21.053498] [DEBUG] [FORECASTER] AGL: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T07:15:21.053698] [INFO ] [CONFIGURE ] AGL: DISCARDED add_cumulative_delta (score: 40.00%)
[2025-11-25T07:15:21.053759] [INFO ] [CONFIGURE ] JOB ETA: 3.2h | Avg: 2.6s/test | Remaining: 4437 tests
[2025-11-25T07:15:21.053809] [INFO ] [CONFIGURE ] AGL: Testing feature 3/29: add_daily_returns
[2025-11-25T07:15:21.053855] [INFO ] [CONFIGURE ] AGL: Testing with features: ['add_bollinger_bands', 'add_daily_returns']
[2025-11-25T07:15:21.271561] [DEBUG] [FORECASTER] AGL: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T07:15:21.498131] [DEBUG] [FORECASTER] AGL: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T07:15:21.723693] [DEBUG] [FORECASTER] AGL: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T07:15:21.956130] [DEBUG] [FORECASTER] AGL: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T07:15:22.178946] [DEBUG] [FORECASTER] AGL: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T07:15:22.408125] [DEBUG] [FORECASTER] AGL: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T07:15:22.633508] [DEBUG] [FORECASTER] AGL: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T07:15:22.865760] [DEBUG] [FORECASTER] AGL: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T07:15:23.103825] [DEBUG] [FORECASTER] AGL: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-25T07:15:23.328156] [DEBUG] [FORECASTER] AGL: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T07:15:23.328575] [INFO ] [CONFIGURE ] AGL: DISCARDED add_daily_returns (score: 20.00%)
[2025-11-25T07:15:23.328742] [INFO ] [CONFIGURE ] JOB ETA: 3.2h | Avg: 2.6s/test | Remaining: 4436 tests
[2025-11-25T07:15:23.328856] [INFO ] [CONFIGURE ] AGL: Testing feature 4/29: add_ema
[2025-11-25T07:15:23.328965] [INFO ] [CONFIGURE ] AGL: Testing with features: ['add_bollinger_bands', 'add_ema']
[2025-11-25T07:15:23.587536] [DEBUG] [FORECASTER] AGL: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T07:15:23.852487] [DEBUG] [FORECASTER] AGL: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T07:15:24.125579] [DEBUG] [FORECASTER] AGL: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T07:15:24.391562] [DEBUG] [FORECASTER] AGL: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T07:15:24.659970] [DEBUG] [FORECASTER] AGL: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T07:15:24.928785] [DEBUG] [FORECASTER] AGL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T07:15:25.197841] [DEBUG] [FORECASTER] AGL: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T07:15:25.476104] [DEBUG] [FORECASTER] AGL: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T07:15:25.757780] [DEBUG] [FORECASTER] AGL: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-25T07:15:26.029137] [DEBUG] [FORECASTER] AGL: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T07:15:26.029375] [INFO ] [CONFIGURE ] AGL: DISCARDED add_ema (score: 40.00%)
[2025-11-25T07:15:26.029443] [INFO ] [CONFIGURE ] JOB ETA: 3.2h | Avg: 2.6s/test | Remaining: 4435 tests
[2025-11-25T07:15:26.029489] [INFO ] [CONFIGURE ] AGL: Testing feature 5/29: add_exhaustion_signals
[2025-11-25T07:15:26.029532] [INFO ] [CONFIGURE ] AGL: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals']
[2025-11-25T07:15:26.305113] [DEBUG] [FORECASTER] AGL: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T07:15:26.597376] [DEBUG] [FORECASTER] AGL: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T07:15:26.870235] [DEBUG] [FORECASTER] AGL: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T07:15:27.146042] [DEBUG] [FORECASTER] AGL: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T07:15:27.417548] [DEBUG] [FORECASTER] AGL: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T07:15:27.714552] [DEBUG] [FORECASTER] AGL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T07:15:28.024278] [DEBUG] [FORECASTER] AGL: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T07:15:28.319460] [DEBUG] [FORECASTER] AGL: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T07:15:28.628314] [DEBUG] [FORECASTER] AGL: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-25T07:15:28.925570] [DEBUG] [FORECASTER] AGL: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T07:15:28.925865] [INFO ] [CONFIGURE ] AGL: DISCARDED add_exhaustion_signals (score: 30.00%)
[2025-11-25T07:15:28.925925] [INFO ] [CONFIGURE ] JOB ETA: 3.2h | Avg: 2.6s/test | Remaining: 4434 tests
[2025-11-25T07:15:28.925975] [INFO ] [CONFIGURE ] AGL: Testing feature 6/29: add_failed_moves
[2025-11-25T07:15:28.926022] [INFO ] [CONFIGURE ] AGL: Testing with features: ['add_bollinger_bands', 'add_failed_moves']
[2025-11-25T07:15:29.174142] [DEBUG] [FORECASTER] AGL: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T07:15:29.425039] [DEBUG] [FORECASTER] AGL: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T07:15:29.695074] [DEBUG] [FORECASTER] AGL: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T07:15:29.953633] [DEBUG] [FORECASTER] AGL: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T07:15:30.211424] [DEBUG] [FORECASTER] AGL: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T07:15:30.473758] [DEBUG] [FORECASTER] AGL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T07:15:30.725436] [DEBUG] [FORECASTER] AGL: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T07:15:30.982403] [DEBUG] [FORECASTER] AGL: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T07:15:31.214964] [DEBUG] [FORECASTER] AGL: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T07:15:31.447954] [DEBUG] [FORECASTER] AGL: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T07:15:31.448283] [INFO ] [CONFIGURE ] AGL: DISCARDED add_failed_moves (score: 50.00%)
[2025-11-25T07:15:31.448396] [INFO ] [CONFIGURE ] JOB ETA: 3.2h | Avg: 2.6s/test | Remaining: 4433 tests
[2025-11-25T07:15:31.448506] [INFO ] [CONFIGURE ] AGL: Testing feature 7/29: add_lag_shelf
[2025-11-25T07:15:31.448616] [INFO ] [CONFIGURE ] AGL: Testing with features: ['add_bollinger_bands', 'add_lag_shelf']
[2025-11-25T07:15:31.671020] [DEBUG] [FORECASTER] AGL: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T07:15:31.913383] [DEBUG] [FORECASTER] AGL: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T07:15:32.137793] [DEBUG] [FORECASTER] AGL: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T07:15:32.372365] [DEBUG] [FORECASTER] AGL: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T07:15:32.597305] [DEBUG] [FORECASTER] AGL: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T07:15:32.827834] [DEBUG] [FORECASTER] AGL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T07:15:33.065729] [DEBUG] [FORECASTER] AGL: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T07:15:33.293277] [DEBUG] [FORECASTER] AGL: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T07:15:33.534199] [DEBUG] [FORECASTER] AGL: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T07:15:33.766322] [DEBUG] [FORECASTER] AGL: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T07:15:33.766493] [INFO ] [CONFIGURE ] AGL: DISCARDED add_lag_shelf (score: 50.00%)
[2025-11-25T07:15:33.766543] [INFO ] [CONFIGURE ] JOB ETA: 3.2h | Avg: 2.6s/test | Remaining: 4432 tests
[2025-11-25T07:15:33.766583] [INFO ] [CONFIGURE ] AGL: Testing feature 8/29: add_macd
[2025-11-25T07:15:33.766621] [INFO ] [CONFIGURE ] AGL: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd']
[2025-11-25T07:15:34.078951] [DEBUG] [FORECASTER] AGL: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T07:15:34.395298] [DEBUG] [FORECASTER] AGL: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T07:15:34.720182] [DEBUG] [FORECASTER] AGL: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T07:15:35.040182] [DEBUG] [FORECASTER] AGL: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T07:15:35.354265] [DEBUG] [FORECASTER] AGL: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T07:15:35.678761] [DEBUG] [FORECASTER] AGL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T07:15:36.002930] [DEBUG] [FORECASTER] AGL: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T07:15:36.285099] [DEBUG] [FORECASTER] AGL: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T07:15:36.575713] [DEBUG] [FORECASTER] AGL: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-25T07:15:36.859420] [DEBUG] [FORECASTER] AGL: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T07:15:36.859605] [INFO ] [CONFIGURE ] AGL: DISCARDED add_macd (score: 40.00%)
[2025-11-25T07:15:36.859681] [INFO ] [CONFIGURE ] JOB ETA: 3.2h | Avg: 2.6s/test | Remaining: 4431 tests
[2025-11-25T07:15:36.859727] [INFO ] [CONFIGURE ] AGL: Testing feature 9/29: add_mfi
[2025-11-25T07:15:36.859768] [INFO ] [CONFIGURE ] AGL: Testing with features: ['add_bollinger_bands', 'add_mfi']
[2025-11-25T07:15:37.067633] [DEBUG] [FORECASTER] AGL: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T07:15:37.272221] [DEBUG] [FORECASTER] AGL: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T07:15:37.484029] [DEBUG] [FORECASTER] AGL: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T07:15:37.697817] [DEBUG] [FORECASTER] AGL: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T07:15:37.913207] [DEBUG] [FORECASTER] AGL: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T07:15:38.129834] [DEBUG] [FORECASTER] AGL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T07:15:38.348082] [DEBUG] [FORECASTER] AGL: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T07:15:38.563830] [DEBUG] [FORECASTER] AGL: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T07:15:38.778026] [DEBUG] [FORECASTER] AGL: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T07:15:38.991836] [DEBUG] [FORECASTER] AGL: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T07:15:38.992041] [INFO ] [CONFIGURE ] AGL: DISCARDED add_mfi (score: 40.00%)
[2025-11-25T07:15:38.992098] [INFO ] [CONFIGURE ] JOB ETA: 3.2h | Avg: 2.6s/test | Remaining: 4430 tests
[2025-11-25T07:15:38.992144] [INFO ] [CONFIGURE ] AGL: Testing feature 10/29: add_momentum_acceleration
[2025-11-25T07:15:38.992185] [INFO ] [CONFIGURE ] AGL: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-11-25T07:15:39.295014] [DEBUG] [FORECASTER] AGL: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T07:15:39.609451] [DEBUG] [FORECASTER] AGL: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T07:15:39.922924] [DEBUG] [FORECASTER] AGL: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T07:15:40.246950] [DEBUG] [FORECASTER] AGL: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T07:15:40.559119] [DEBUG] [FORECASTER] AGL: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T07:15:40.888742] [DEBUG] [FORECASTER] AGL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T07:15:41.203278] [DEBUG] [FORECASTER] AGL: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T07:15:41.508381] [DEBUG] [FORECASTER] AGL: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T07:15:41.823444] [DEBUG] [FORECASTER] AGL: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T07:15:42.140888] [DEBUG] [FORECASTER] AGL: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T07:15:42.141115] [INFO ] [CONFIGURE ] AGL: DISCARDED add_momentum_acceleration (score: 50.00%)
[2025-11-25T07:15:42.141177] [INFO ] [CONFIGURE ] JOB ETA: 3.2h | Avg: 2.6s/test | Remaining: 4429 tests
[2025-11-25T07:15:42.141226] [INFO ] [CONFIGURE ] AGL: Testing feature 11/29: add_obv_daily
[2025-11-25T07:15:42.141316] [INFO ] [CONFIGURE ] AGL: Testing with features: ['add_bollinger_bands', 'add_obv_daily']
[2025-11-25T07:15:42.358236] [DEBUG] [FORECASTER] AGL: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T07:15:42.582218] [DEBUG] [FORECASTER] AGL: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T07:15:42.802498] [DEBUG] [FORECASTER] AGL: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T07:15:43.031151] [DEBUG] [FORECASTER] AGL: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T07:15:43.250085] [DEBUG] [FORECASTER] AGL: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T07:15:43.467200] [DEBUG] [FORECASTER] AGL: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T07:15:43.688187] [DEBUG] [FORECASTER] AGL: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T07:15:43.910001] [DEBUG] [FORECASTER] AGL: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T07:15:44.136157] [DEBUG] [FORECASTER] AGL: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-25T07:15:44.360585] [DEBUG] [FORECASTER] AGL: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T07:15:44.360948] [INFO ] [CONFIGURE ] AGL: DISCARDED add_obv_daily (score: 10.00%)
[2025-11-25T07:15:44.361067] [INFO ] [CONFIGURE ] JOB ETA: 3.2h | Avg: 2.6s/test | Remaining: 4428 tests
[2025-11-25T07:15:44.361172] [INFO ] [CONFIGURE ] AGL: Testing feature 12/29: add_obv_interval
[2025-11-25T07:15:44.361275] [INFO ] [CONFIGURE ] AGL: Testing with features: ['add_bollinger_bands', 'add_obv_interval']
[2025-11-25T07:15:44.579109] [DEBUG] [FORECASTER] AGL: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T07:15:44.799745] [DEBUG] [FORECASTER] AGL: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T07:15:45.017767] [DEBUG] [FORECASTER] AGL: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T07:15:45.237704] [DEBUG] [FORECASTER] AGL: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T07:15:45.460573] [DEBUG] [FORECASTER] AGL: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T07:15:45.678882] [DEBUG] [FORECASTER] AGL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T07:15:45.905430] [DEBUG] [FORECASTER] AGL: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T07:15:46.129256] [DEBUG] [FORECASTER] AGL: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T07:15:46.353162] [DEBUG] [FORECASTER] AGL: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T07:15:46.616454] [DEBUG] [FORECASTER] AGL: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T07:15:46.616658] [INFO ] [CONFIGURE ] AGL: DISCARDED add_obv_interval (score: 50.00%)
[2025-11-25T07:15:46.616739] [INFO ] [CONFIGURE ] JOB ETA: 3.2h | Avg: 2.6s/test | Remaining: 4427 tests
[2025-11-25T07:15:46.616807] [INFO ] [CONFIGURE ] AGL: Testing feature 13/29: add_opening_strength
[2025-11-25T07:15:46.616857] [INFO ] [CONFIGURE ] AGL: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_opening_strength']
[2025-11-25T07:15:46.885082] [DEBUG] [FORECASTER] AGL: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T07:15:47.132998] [DEBUG] [FORECASTER] AGL: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T07:15:47.402901] [DEBUG] [FORECASTER] AGL: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T07:15:47.670168] [DEBUG] [FORECASTER] AGL: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T07:15:47.938303] [DEBUG] [FORECASTER] AGL: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T07:15:48.219170] [DEBUG] [FORECASTER] AGL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T07:15:48.497210] [DEBUG] [FORECASTER] AGL: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T07:15:48.765899] [DEBUG] [FORECASTER] AGL: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T07:15:49.047419] [DEBUG] [FORECASTER] AGL: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-25T07:15:49.317786] [DEBUG] [FORECASTER] AGL: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T07:15:49.317962] [INFO ] [CONFIGURE ] AGL: DISCARDED add_opening_strength (score: 40.00%)
[2025-11-25T07:15:49.318011] [INFO ] [CONFIGURE ] JOB ETA: 3.2h | Avg: 2.6s/test | Remaining: 4426 tests
[2025-11-25T07:15:49.318049] [INFO ] [CONFIGURE ] AGL: Testing feature 14/29: add_order_flow_imbalance
[2025-11-25T07:15:49.318084] [INFO ] [CONFIGURE ] AGL: Testing with features: ['add_bollinger_bands', 'add_order_flow_imbalance']
[2025-11-25T07:15:49.584194] [DEBUG] [FORECASTER] AGL: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T07:15:49.852124] [DEBUG] [FORECASTER] AGL: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T07:15:50.118920] [DEBUG] [FORECASTER] AGL: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T07:15:50.391224] [DEBUG] [FORECASTER] AGL: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T07:15:50.656036] [DEBUG] [FORECASTER] AGL: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T07:15:50.913950] [DEBUG] [FORECASTER] AGL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T07:15:51.185203] [DEBUG] [FORECASTER] AGL: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T07:15:51.469915] [DEBUG] [FORECASTER] AGL: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T07:15:51.752346] [DEBUG] [FORECASTER] AGL: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-25T07:15:52.035601] [DEBUG] [FORECASTER] AGL: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T07:15:52.035810] [INFO ] [CONFIGURE ] AGL: DISCARDED add_order_flow_imbalance (score: 30.00%)
[2025-11-25T07:15:52.035867] [INFO ] [CONFIGURE ] JOB ETA: 3.2h | Avg: 2.6s/test | Remaining: 4425 tests
[2025-11-25T07:15:52.035907] [INFO ] [CONFIGURE ] AGL: Testing feature 15/29: add_pbf_morning_momentum
[2025-11-25T07:15:52.035981] [INFO ] [CONFIGURE ] AGL: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum']
[2025-11-25T07:15:52.282288] [DEBUG] [FORECASTER] AGL: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T07:15:52.521595] [DEBUG] [FORECASTER] AGL: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T07:15:52.761505] [DEBUG] [FORECASTER] AGL: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T07:15:53.000688] [DEBUG] [FORECASTER] AGL: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T07:15:53.235855] [DEBUG] [FORECASTER] AGL: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T07:15:53.481460] [DEBUG] [FORECASTER] AGL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T07:15:53.732100] [DEBUG] [FORECASTER] AGL: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T07:15:53.976068] [DEBUG] [FORECASTER] AGL: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T07:15:54.204284] [DEBUG] [FORECASTER] AGL: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T07:15:54.447412] [DEBUG] [FORECASTER] AGL: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T07:15:54.447767] [INFO ] [CONFIGURE ] AGL: DISCARDED add_pbf_morning_momentum (score: 50.00%)
[2025-11-25T07:15:54.447888] [INFO ] [CONFIGURE ] JOB ETA: 3.2h | Avg: 2.6s/test | Remaining: 4424 tests
[2025-11-25T07:15:54.447995] [INFO ] [CONFIGURE ] AGL: Testing feature 16/29: add_pbf_overnight_gap
[2025-11-25T07:15:54.448101] [INFO ] [CONFIGURE ] AGL: Testing with features: ['add_bollinger_bands', 'add_pbf_overnight_gap']
[2025-11-25T07:15:54.714453] [DEBUG] [FORECASTER] AGL: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T07:15:54.973160] [DEBUG] [FORECASTER] AGL: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T07:15:55.240328] [DEBUG] [FORECASTER] AGL: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T07:15:55.512844] [DEBUG] [FORECASTER] AGL: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T07:15:55.818204] [DEBUG] [FORECASTER] AGL: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T07:15:56.138577] [DEBUG] [FORECASTER] AGL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T07:15:56.407664] [DEBUG] [FORECASTER] AGL: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T07:15:56.683683] [DEBUG] [FORECASTER] AGL: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T07:15:56.946781] [DEBUG] [FORECASTER] AGL: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T07:15:57.205972] [DEBUG] [FORECASTER] AGL: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T07:15:57.206205] [INFO ] [CONFIGURE ] AGL: DISCARDED add_pbf_overnight_gap (score: 50.00%)
[2025-11-25T07:15:57.206257] [INFO ] [CONFIGURE ] JOB ETA: 3.2h | Avg: 2.6s/test | Remaining: 4423 tests
[2025-11-25T07:15:57.206299] [INFO ] [CONFIGURE ] AGL: Testing feature 17/29: add_pbf_return_2d
[2025-11-25T07:15:57.206337] [INFO ] [CONFIGURE ] AGL: Testing with features: ['add_bollinger_bands', 'add_pbf_return_2d']
[2025-11-25T07:15:57.460270] [DEBUG] [FORECASTER] AGL: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T07:15:57.715616] [DEBUG] [FORECASTER] AGL: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T07:15:57.974480] [DEBUG] [FORECASTER] AGL: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T07:15:58.245580] [DEBUG] [FORECASTER] AGL: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T07:15:58.509396] [DEBUG] [FORECASTER] AGL: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T07:15:58.757994] [DEBUG] [FORECASTER] AGL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T07:15:58.994102] [DEBUG] [FORECASTER] AGL: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T07:15:59.228768] [DEBUG] [FORECASTER] AGL: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T07:15:59.464188] [DEBUG] [FORECASTER] AGL: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-25T07:15:59.712113] [DEBUG] [FORECASTER] AGL: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T07:15:59.712285] [INFO ] [CONFIGURE ] AGL: DISCARDED add_pbf_return_2d (score: 30.00%)
[2025-11-25T07:15:59.712342] [INFO ] [CONFIGURE ] JOB ETA: 3.2h | Avg: 2.6s/test | Remaining: 4422 tests
[2025-11-25T07:15:59.712392] [INFO ] [CONFIGURE ] AGL: Testing feature 18/29: add_pbf_volatility_5d
[2025-11-25T07:15:59.712431] [INFO ] [CONFIGURE ] AGL: Testing with features: ['add_bollinger_bands', 'add_pbf_volatility_5d']
[2025-11-25T07:15:59.917444] [DEBUG] [FORECASTER] AGL: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T07:16:00.133559] [DEBUG] [FORECASTER] AGL: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T07:16:01.052391] [DEBUG] [FORECASTER] AGL: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T07:16:01.481704] [DEBUG] [FORECASTER] AGL: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T07:16:01.720936] [DEBUG] [FORECASTER] AGL: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T07:16:01.940745] [DEBUG] [FORECASTER] AGL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T07:16:02.153160] [DEBUG] [FORECASTER] AGL: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T07:16:02.370358] [DEBUG] [FORECASTER] AGL: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T07:16:02.613977] [DEBUG] [FORECASTER] AGL: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T07:16:02.836230] [DEBUG] [FORECASTER] AGL: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T07:16:02.836600] [INFO ] [CONFIGURE ] AGL: KEPT add_pbf_volatility_5d (score: 70.00%)
[2025-11-25T07:16:02.836737] [INFO ] [CONFIGURE ] JOB ETA: 3.2h | Avg: 2.6s/test | Remaining: 4421 tests
[2025-11-25T07:16:02.836855] [INFO ] [CONFIGURE ] AGL: Testing feature 19/29: add_pbf_vs_sma_5
[2025-11-25T07:16:02.836980] [INFO ] [CONFIGURE ] AGL: Testing with features: ['add_bollinger_bands', 'add_pbf_volatility_5d', 'add_pbf_vs_sma_5']
[2025-11-25T07:16:03.052124] [DEBUG] [FORECASTER] AGL: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T07:16:03.268006] [DEBUG] [FORECASTER] AGL: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T07:16:03.497211] [DEBUG] [FORECASTER] AGL: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T07:16:03.730170] [DEBUG] [FORECASTER] AGL: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T07:16:03.963754] [DEBUG] [FORECASTER] AGL: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T07:16:04.191771] [DEBUG] [FORECASTER] AGL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T07:16:04.424828] [DEBUG] [FORECASTER] AGL: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T07:16:04.669817] [DEBUG] [FORECASTER] AGL: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T07:16:04.921635] [DEBUG] [FORECASTER] AGL: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T07:16:05.176039] [DEBUG] [FORECASTER] AGL: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T07:16:05.176429] [INFO ] [CONFIGURE ] AGL: KEPT add_pbf_vs_sma_5 (score: 80.00%)
[2025-11-25T07:16:05.176552] [INFO ] [CONFIGURE ] JOB ETA: 3.2h | Avg: 2.6s/test | Remaining: 4420 tests
[2025-11-25T07:16:05.176680] [INFO ] [CONFIGURE ] AGL: Testing feature 20/29: add_price_rejection
[2025-11-25T07:16:05.176791] [INFO ] [CONFIGURE ] AGL: Testing with features: ['add_bollinger_bands', 'add_pbf_volatility_5d', 'add_pbf_vs_sma_5', 'add_price_rejection']
[2025-11-25T07:16:05.467632] [DEBUG] [FORECASTER] AGL: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T07:16:05.738822] [DEBUG] [FORECASTER] AGL: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T07:16:06.004468] [DEBUG] [FORECASTER] AGL: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T07:16:06.284840] [DEBUG] [FORECASTER] AGL: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T07:16:06.544947] [DEBUG] [FORECASTER] AGL: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T07:16:06.789975] [DEBUG] [FORECASTER] AGL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T07:16:07.037349] [DEBUG] [FORECASTER] AGL: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T07:16:07.293336] [DEBUG] [FORECASTER] AGL: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T07:16:07.533568] [DEBUG] [FORECASTER] AGL: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T07:16:07.778530] [DEBUG] [FORECASTER] AGL: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T07:16:07.778765] [INFO ] [CONFIGURE ] AGL: DISCARDED add_price_rejection (score: 60.00%)
[2025-11-25T07:16:07.778828] [INFO ] [CONFIGURE ] JOB ETA: 3.2h | Avg: 2.6s/test | Remaining: 4419 tests
[2025-11-25T07:16:07.778876] [INFO ] [CONFIGURE ] AGL: Testing feature 21/29: add_range_position
[2025-11-25T07:16:07.778922] [INFO ] [CONFIGURE ] AGL: Testing with features: ['add_bollinger_bands', 'add_pbf_volatility_5d', 'add_pbf_vs_sma_5', 'add_range_position']
[2025-11-25T07:16:08.032546] [DEBUG] [FORECASTER] AGL: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T07:16:08.287512] [DEBUG] [FORECASTER] AGL: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T07:16:08.544566] [DEBUG] [FORECASTER] AGL: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T07:16:08.805373] [DEBUG] [FORECASTER] AGL: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T07:16:09.073662] [DEBUG] [FORECASTER] AGL: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T07:16:09.337392] [DEBUG] [FORECASTER] AGL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T07:16:09.603238] [DEBUG] [FORECASTER] AGL: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T07:16:09.871457] [DEBUG] [FORECASTER] AGL: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T07:16:10.144562] [DEBUG] [FORECASTER] AGL: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-25T07:16:10.415789] [DEBUG] [FORECASTER] AGL: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T07:16:10.416002] [INFO ] [CONFIGURE ] AGL: DISCARDED add_range_position (score: 50.00%)
[2025-11-25T07:16:10.416070] [INFO ] [CONFIGURE ] JOB ETA: 3.2h | Avg: 2.6s/test | Remaining: 4418 tests
[2025-11-25T07:16:10.416119] [INFO ] [CONFIGURE ] AGL: Testing feature 22/29: add_realized_volatility
[2025-11-25T07:16:10.416173] [INFO ] [CONFIGURE ] AGL: Testing with features: ['add_bollinger_bands', 'add_pbf_volatility_5d', 'add_pbf_vs_sma_5', 'add_realized_volatility']
[2025-11-25T07:16:10.773087] [DEBUG] [FORECASTER] AGL: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T07:16:11.133623] [DEBUG] [FORECASTER] AGL: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T07:16:11.505016] [DEBUG] [FORECASTER] AGL: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T07:16:11.893970] [DEBUG] [FORECASTER] AGL: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T07:16:12.274769] [DEBUG] [FORECASTER] AGL: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T07:16:12.660005] [DEBUG] [FORECASTER] AGL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T07:16:13.047357] [DEBUG] [FORECASTER] AGL: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T07:16:13.413006] [DEBUG] [FORECASTER] AGL: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T07:16:13.779302] [DEBUG] [FORECASTER] AGL: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T07:16:14.142997] [DEBUG] [FORECASTER] AGL: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T07:16:14.143199] [INFO ] [CONFIGURE ] AGL: DISCARDED add_realized_volatility (score: 70.00%)
[2025-11-25T07:16:14.143293] [INFO ] [CONFIGURE ] JOB ETA: 3.2h | Avg: 2.6s/test | Remaining: 4417 tests
[2025-11-25T07:16:14.143343] [INFO ] [CONFIGURE ] AGL: Testing feature 23/29: add_recent_range_context
[2025-11-25T07:16:14.143388] [INFO ] [CONFIGURE ] AGL: Testing with features: ['add_bollinger_bands', 'add_pbf_volatility_5d', 'add_pbf_vs_sma_5', 'add_recent_range_context']
[2025-11-25T07:16:14.401721] [DEBUG] [FORECASTER] AGL: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T07:16:14.661333] [DEBUG] [FORECASTER] AGL: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T07:16:14.939894] [DEBUG] [FORECASTER] AGL: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T07:16:15.209618] [DEBUG] [FORECASTER] AGL: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T07:16:15.453207] [DEBUG] [FORECASTER] AGL: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T07:16:15.715064] [DEBUG] [FORECASTER] AGL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T07:16:15.987473] [DEBUG] [FORECASTER] AGL: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T07:16:16.256161] [DEBUG] [FORECASTER] AGL: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T07:16:16.527942] [DEBUG] [FORECASTER] AGL: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T07:16:16.800511] [DEBUG] [FORECASTER] AGL: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T07:16:16.800765] [INFO ] [CONFIGURE ] AGL: DISCARDED add_recent_range_context (score: 60.00%)
[2025-11-25T07:16:16.800829] [INFO ] [CONFIGURE ] JOB ETA: 3.2h | Avg: 2.6s/test | Remaining: 4416 tests
[2025-11-25T07:16:16.800878] [INFO ] [CONFIGURE ] AGL: Testing feature 24/29: add_rsi
[2025-11-25T07:16:16.800923] [INFO ] [CONFIGURE ] AGL: Testing with features: ['add_bollinger_bands', 'add_pbf_volatility_5d', 'add_pbf_vs_sma_5', 'add_ema', 'add_rsi']
[2025-11-25T07:16:17.102143] [DEBUG] [FORECASTER] AGL: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T07:16:17.421737] [DEBUG] [FORECASTER] AGL: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T07:16:17.724656] [DEBUG] [FORECASTER] AGL: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T07:16:18.018508] [DEBUG] [FORECASTER] AGL: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T07:16:18.329866] [DEBUG] [FORECASTER] AGL: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T07:16:18.641817] [DEBUG] [FORECASTER] AGL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T07:16:18.946986] [DEBUG] [FORECASTER] AGL: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T07:16:19.268277] [DEBUG] [FORECASTER] AGL: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T07:16:19.580378] [DEBUG] [FORECASTER] AGL: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-25T07:16:19.902053] [DEBUG] [FORECASTER] AGL: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T07:16:19.902227] [INFO ] [CONFIGURE ] AGL: DISCARDED add_rsi (score: 50.00%)
[2025-11-25T07:16:19.902286] [INFO ] [CONFIGURE ] JOB ETA: 3.2h | Avg: 2.6s/test | Remaining: 4415 tests
[2025-11-25T07:16:19.902336] [INFO ] [CONFIGURE ] AGL: Testing feature 25/29: add_tick_distribution
[2025-11-25T07:16:19.902381] [INFO ] [CONFIGURE ] AGL: Testing with features: ['add_bollinger_bands', 'add_pbf_volatility_5d', 'add_pbf_vs_sma_5', 'add_tick_distribution']
[2025-11-25T07:16:20.171110] [DEBUG] [FORECASTER] AGL: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T07:16:20.429597] [DEBUG] [FORECASTER] AGL: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T07:16:20.688049] [DEBUG] [FORECASTER] AGL: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T07:16:20.948135] [DEBUG] [FORECASTER] AGL: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T07:16:21.207850] [DEBUG] [FORECASTER] AGL: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T07:16:21.484593] [DEBUG] [FORECASTER] AGL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T07:16:21.758638] [DEBUG] [FORECASTER] AGL: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T07:16:22.030357] [DEBUG] [FORECASTER] AGL: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T07:16:22.285278] [DEBUG] [FORECASTER] AGL: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T07:16:22.547541] [DEBUG] [FORECASTER] AGL: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T07:16:22.547733] [INFO ] [CONFIGURE ] AGL: DISCARDED add_tick_distribution (score: 70.00%)
[2025-11-25T07:16:22.547794] [INFO ] [CONFIGURE ] JOB ETA: 3.2h | Avg: 2.6s/test | Remaining: 4414 tests
[2025-11-25T07:16:22.547843] [INFO ] [CONFIGURE ] AGL: Testing feature 26/29: add_volume_momentum_confirmation
[2025-11-25T07:16:22.547886] [INFO ] [CONFIGURE ] AGL: Testing with features: ['add_bollinger_bands', 'add_pbf_volatility_5d', 'add_pbf_vs_sma_5', 'add_volume_momentum_confirmation']
[2025-11-25T07:16:22.814428] [DEBUG] [FORECASTER] AGL: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T07:16:23.075379] [DEBUG] [FORECASTER] AGL: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T07:16:23.333994] [DEBUG] [FORECASTER] AGL: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T07:16:23.615175] [DEBUG] [FORECASTER] AGL: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T07:16:23.897475] [DEBUG] [FORECASTER] AGL: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T07:16:24.182953] [DEBUG] [FORECASTER] AGL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T07:16:24.465133] [DEBUG] [FORECASTER] AGL: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T07:16:24.752720] [DEBUG] [FORECASTER] AGL: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T07:16:25.018377] [DEBUG] [FORECASTER] AGL: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T07:16:25.297404] [DEBUG] [FORECASTER] AGL: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T07:16:25.297585] [INFO ] [CONFIGURE ] AGL: DISCARDED add_volume_momentum_confirmation (score: 70.00%)
[2025-11-25T07:16:25.297665] [INFO ] [CONFIGURE ] JOB ETA: 3.2h | Avg: 2.6s/test | Remaining: 4413 tests
[2025-11-25T07:16:25.297720] [INFO ] [CONFIGURE ] AGL: Testing feature 27/29: add_volume_price_divergence
[2025-11-25T07:16:25.297769] [INFO ] [CONFIGURE ] AGL: Testing with features: ['add_bollinger_bands', 'add_pbf_volatility_5d', 'add_pbf_vs_sma_5', 'add_volume_price_divergence']
[2025-11-25T07:16:25.591290] [DEBUG] [FORECASTER] AGL: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T07:16:25.878143] [DEBUG] [FORECASTER] AGL: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T07:16:26.164218] [DEBUG] [FORECASTER] AGL: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T07:16:26.464567] [DEBUG] [FORECASTER] AGL: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T07:16:26.747825] [DEBUG] [FORECASTER] AGL: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T07:16:27.038935] [DEBUG] [FORECASTER] AGL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T07:16:27.329868] [DEBUG] [FORECASTER] AGL: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T07:16:27.615956] [DEBUG] [FORECASTER] AGL: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T07:16:27.903913] [DEBUG] [FORECASTER] AGL: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T07:16:28.200815] [DEBUG] [FORECASTER] AGL: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T07:16:28.201044] [INFO ] [CONFIGURE ] AGL: DISCARDED add_volume_price_divergence (score: 70.00%)
[2025-11-25T07:16:28.201107] [INFO ] [CONFIGURE ] JOB ETA: 3.2h | Avg: 2.6s/test | Remaining: 4412 tests
[2025-11-25T07:16:28.201160] [INFO ] [CONFIGURE ] AGL: Testing feature 28/29: add_volume_profile
[2025-11-25T07:16:28.201206] [INFO ] [CONFIGURE ] AGL: Testing with features: ['add_bollinger_bands', 'add_pbf_volatility_5d', 'add_pbf_vs_sma_5', 'add_volume_profile']
[2025-11-25T07:16:28.479550] [DEBUG] [FORECASTER] AGL: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T07:16:28.751409] [DEBUG] [FORECASTER] AGL: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T07:16:29.032957] [DEBUG] [FORECASTER] AGL: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T07:16:29.313666] [DEBUG] [FORECASTER] AGL: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T07:16:29.603458] [DEBUG] [FORECASTER] AGL: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T07:16:29.887963] [DEBUG] [FORECASTER] AGL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T07:16:30.177942] [DEBUG] [FORECASTER] AGL: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T07:16:30.454786] [DEBUG] [FORECASTER] AGL: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T07:16:30.725401] [DEBUG] [FORECASTER] AGL: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T07:16:30.993155] [DEBUG] [FORECASTER] AGL: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T07:16:30.993330] [INFO ] [CONFIGURE ] AGL: DISCARDED add_volume_profile (score: 60.00%)
[2025-11-25T07:16:30.993416] [INFO ] [CONFIGURE ] JOB ETA: 3.2h | Avg: 2.6s/test | Remaining: 4411 tests
[2025-11-25T07:16:30.993468] [INFO ] [CONFIGURE ] AGL: Testing feature 29/29: add_vwap
[2025-11-25T07:16:30.993512] [INFO ] [CONFIGURE ] AGL: Testing with features: ['add_bollinger_bands', 'add_pbf_volatility_5d', 'add_pbf_vs_sma_5', 'add_vwap']
[2025-11-25T07:16:31.261816] [DEBUG] [FORECASTER] AGL: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T07:16:31.518961] [DEBUG] [FORECASTER] AGL: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T07:16:31.772772] [DEBUG] [FORECASTER] AGL: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T07:16:32.028492] [DEBUG] [FORECASTER] AGL: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T07:16:32.285019] [DEBUG] [FORECASTER] AGL: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T07:16:32.542021] [DEBUG] [FORECASTER] AGL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T07:16:32.800142] [DEBUG] [FORECASTER] AGL: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T07:16:33.053965] [DEBUG] [FORECASTER] AGL: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T07:16:33.309122] [DEBUG] [FORECASTER] AGL: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-25T07:16:33.568168] [DEBUG] [FORECASTER] AGL: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T07:16:33.568344] [INFO ] [CONFIGURE ] AGL: DISCARDED add_vwap (score: 40.00%)
[2025-11-25T07:16:33.568404] [INFO ] [CONFIGURE ] JOB ETA: 3.2h | Avg: 2.6s/test | Remaining: 4410 tests
[2025-11-25T07:16:33.568476] [INFO ] [CONFIGURE ] AGL: ===== FEATURE SELECTION COMPLETE =====
[2025-11-25T07:16:33.568525] [INFO ] [CONFIGURE ] AGL: Best accuracy: 80.00%
[2025-11-25T07:16:33.568579] [INFO ] [CONFIGURE ] AGL: Best feature set (3 features): ['add_bollinger_bands', 'add_pbf_volatility_5d', 'add_pbf_vs_sma_5']
[2025-11-25T07:16:33.568632] [INFO ] [CONFIGURE ] AGL: Improvement over baseline: 50.00%
[2025-11-25T07:16:33.568707] [INFO ] [CONFIGURE ] AGL: Total time: 1.3 minutes
[2025-11-25T07:16:33.568748] [INFO ] [CONFIGURE ] AGL: Average time per feature: 2.7 seconds
[2025-11-25T07:16:33.568790] [INFO ] [CONFIGURE ] AGL: Average speed: 0.37 features/sec
[2025-11-25T07:16:33.569257] [INFO ] [LOCAL     ] Saved configuration for AGL: 3 features, 80.00% accuracy -> ./output/feature-sets/AGL.json
[2025-11-25T07:16:33.569319] [INFO ] [CONFIGURE ] AGL: Configuration saved successfully: 3 features, 80.00% accuracy.
[2025-11-25T07:16:33.569378] [INFO ] [sig       ] [12/164] Successfully configured AGL | 0.01 sym/s | Total: 15.5m | ETA: 3.3h
[2025-11-25T07:16:33.569427] [INFO ] [sig       ] [13/164] Configuring AGM...
[2025-11-25T07:16:33.569470] [INFO ] [CONFIGURE ] AGM: Configurate test run.
[2025-11-25T07:16:33.569513] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AGM' from 'https://tdm.silogroup.org/data/derivative_storage/AGM.csv'.
[2025-11-25T07:16:33.583496] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'AGM'.
[2025-11-25T07:16:33.583838] [INFO ] [CONFIGURE ] AGM: Testing with 29 available features
[2025-11-25T07:16:33.583902] [INFO ] [CONFIGURE ] AGM: Establishing baseline with no features...
[2025-11-25T07:16:33.757031] [DEBUG] [FORECASTER] AGM: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T07:16:33.928927] [DEBUG] [FORECASTER] AGM: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T07:16:34.097400] [DEBUG] [FORECASTER] AGM: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T07:16:34.264385] [DEBUG] [FORECASTER] AGM: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T07:16:34.433682] [DEBUG] [FORECASTER] AGM: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T07:16:34.609317] [DEBUG] [FORECASTER] AGM: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T07:16:34.780329] [DEBUG] [FORECASTER] AGM: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T07:16:34.955087] [DEBUG] [FORECASTER] AGM: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T07:16:35.125628] [DEBUG] [FORECASTER] AGM: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T07:16:35.293024] [DEBUG] [FORECASTER] AGM: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-25T07:16:35.293133] [INFO ] [CONFIGURE ] AGM: Baseline score (no features): 60.00%
[2025-11-25T07:16:35.293180] [INFO ] [CONFIGURE ] AGM: Testing feature 1/29: add_bollinger_bands
[2025-11-25T07:16:35.293217] [INFO ] [CONFIGURE ] AGM: Testing with features: ['add_bollinger_bands']
[2025-11-25T07:16:35.491147] [DEBUG] [FORECASTER] AGM: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T07:16:35.692204] [DEBUG] [FORECASTER] AGM: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T07:16:35.891185] [DEBUG] [FORECASTER] AGM: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T07:16:36.092887] [DEBUG] [FORECASTER] AGM: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T07:16:36.292300] [DEBUG] [FORECASTER] AGM: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T07:16:36.493317] [DEBUG] [FORECASTER] AGM: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T07:16:36.694322] [DEBUG] [FORECASTER] AGM: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T07:16:36.895744] [DEBUG] [FORECASTER] AGM: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T07:16:37.096427] [DEBUG] [FORECASTER] AGM: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T07:16:37.298622] [DEBUG] [FORECASTER] AGM: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-25T07:16:37.298813] [INFO ] [CONFIGURE ] AGM: DISCARDED add_bollinger_bands (score: 60.00%)
[2025-11-25T07:16:37.298863] [INFO ] [CONFIGURE ] JOB ETA: 3.2h | Avg: 2.6s/test | Remaining: 4409 tests
[2025-11-25T07:16:37.298902] [INFO ] [CONFIGURE ] AGM: Testing feature 2/29: add_cumulative_delta
[2025-11-25T07:16:37.298938] [INFO ] [CONFIGURE ] AGM: Testing with features: ['add_cumulative_delta']
[2025-11-25T07:16:37.530435] [DEBUG] [FORECASTER] AGM: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T07:16:37.759581] [DEBUG] [FORECASTER] AGM: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T07:16:37.982072] [DEBUG] [FORECASTER] AGM: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T07:16:38.199885] [DEBUG] [FORECASTER] AGM: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T07:16:38.413162] [DEBUG] [FORECASTER] AGM: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T07:16:38.627878] [DEBUG] [FORECASTER] AGM: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T07:16:38.849312] [DEBUG] [FORECASTER] AGM: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T07:16:39.067881] [DEBUG] [FORECASTER] AGM: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T07:16:39.283274] [DEBUG] [FORECASTER] AGM: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T07:16:39.525744] [DEBUG] [FORECASTER] AGM: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-25T07:16:39.525977] [INFO ] [CONFIGURE ] AGM: DISCARDED add_cumulative_delta (score: 60.00%)
[2025-11-25T07:16:39.526038] [INFO ] [CONFIGURE ] JOB ETA: 3.2h | Avg: 2.6s/test | Remaining: 4408 tests
[2025-11-25T07:16:39.526081] [INFO ] [CONFIGURE ] AGM: Testing feature 3/29: add_daily_returns
[2025-11-25T07:16:39.526119] [INFO ] [CONFIGURE ] AGM: Testing with features: ['add_daily_returns']
[2025-11-25T07:16:39.731402] [DEBUG] [FORECASTER] AGM: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T07:16:39.930489] [DEBUG] [FORECASTER] AGM: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T07:16:40.138132] [DEBUG] [FORECASTER] AGM: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T07:16:40.337619] [DEBUG] [FORECASTER] AGM: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T07:16:40.540448] [DEBUG] [FORECASTER] AGM: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T07:16:40.738285] [DEBUG] [FORECASTER] AGM: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T07:16:40.936192] [DEBUG] [FORECASTER] AGM: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T07:16:41.140302] [DEBUG] [FORECASTER] AGM: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T07:16:41.337709] [DEBUG] [FORECASTER] AGM: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T07:16:41.544693] [DEBUG] [FORECASTER] AGM: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-25T07:16:41.545057] [INFO ] [CONFIGURE ] AGM: DISCARDED add_daily_returns (score: 60.00%)
[2025-11-25T07:16:41.545181] [INFO ] [CONFIGURE ] JOB ETA: 3.2h | Avg: 2.6s/test | Remaining: 4407 tests
[2025-11-25T07:16:41.545290] [INFO ] [CONFIGURE ] AGM: Testing feature 4/29: add_ema
[2025-11-25T07:16:41.545399] [INFO ] [CONFIGURE ] AGM: Testing with features: ['add_ema']
[2025-11-25T07:16:41.776737] [DEBUG] [FORECASTER] AGM: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T07:16:42.001443] [DEBUG] [FORECASTER] AGM: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T07:16:42.227452] [DEBUG] [FORECASTER] AGM: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T07:16:42.453615] [DEBUG] [FORECASTER] AGM: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T07:16:42.685254] [DEBUG] [FORECASTER] AGM: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T07:16:42.916997] [DEBUG] [FORECASTER] AGM: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T07:16:43.150418] [DEBUG] [FORECASTER] AGM: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T07:16:43.395835] [DEBUG] [FORECASTER] AGM: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T07:16:43.649824] [DEBUG] [FORECASTER] AGM: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T07:16:43.881449] [DEBUG] [FORECASTER] AGM: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-25T07:16:43.881669] [INFO ] [CONFIGURE ] AGM: DISCARDED add_ema (score: 60.00%)
[2025-11-25T07:16:43.881753] [INFO ] [CONFIGURE ] JOB ETA: 3.2h | Avg: 2.6s/test | Remaining: 4406 tests
[2025-11-25T07:16:43.881814] [INFO ] [CONFIGURE ] AGM: Testing feature 5/29: add_exhaustion_signals
[2025-11-25T07:16:43.881864] [INFO ] [CONFIGURE ] AGM: Testing with features: ['add_vwap', 'add_exhaustion_signals']
[2025-11-25T07:16:44.130120] [DEBUG] [FORECASTER] AGM: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T07:16:44.370795] [DEBUG] [FORECASTER] AGM: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T07:16:44.603998] [DEBUG] [FORECASTER] AGM: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T07:16:44.820461] [DEBUG] [FORECASTER] AGM: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T07:16:45.041889] [DEBUG] [FORECASTER] AGM: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T07:16:45.263260] [DEBUG] [FORECASTER] AGM: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T07:16:45.484496] [DEBUG] [FORECASTER] AGM: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T07:16:45.703151] [DEBUG] [FORECASTER] AGM: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T07:16:45.921078] [DEBUG] [FORECASTER] AGM: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T07:16:46.139398] [DEBUG] [FORECASTER] AGM: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-25T07:16:46.139592] [INFO ] [CONFIGURE ] AGM: KEPT add_exhaustion_signals (score: 70.00%)
[2025-11-25T07:16:46.139716] [INFO ] [CONFIGURE ] JOB ETA: 3.2h | Avg: 2.6s/test | Remaining: 4405 tests
[2025-11-25T07:16:46.139771] [INFO ] [CONFIGURE ] AGM: Testing feature 6/29: add_failed_moves
[2025-11-25T07:16:46.139815] [INFO ] [CONFIGURE ] AGM: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_failed_moves']
[2025-11-25T07:16:46.363897] [DEBUG] [FORECASTER] AGM: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T07:16:46.589688] [DEBUG] [FORECASTER] AGM: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T07:16:46.825756] [DEBUG] [FORECASTER] AGM: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T07:16:47.055509] [DEBUG] [FORECASTER] AGM: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T07:16:47.283105] [DEBUG] [FORECASTER] AGM: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T07:16:47.513416] [DEBUG] [FORECASTER] AGM: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T07:16:47.756545] [DEBUG] [FORECASTER] AGM: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T07:16:47.998230] [DEBUG] [FORECASTER] AGM: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T07:16:48.233512] [DEBUG] [FORECASTER] AGM: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T07:16:48.475922] [DEBUG] [FORECASTER] AGM: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-25T07:16:48.476137] [INFO ] [CONFIGURE ] AGM: DISCARDED add_failed_moves (score: 70.00%)
[2025-11-25T07:16:48.476196] [INFO ] [CONFIGURE ] JOB ETA: 3.2h | Avg: 2.6s/test | Remaining: 4404 tests
[2025-11-25T07:16:48.476247] [INFO ] [CONFIGURE ] AGM: Testing feature 7/29: add_lag_shelf
[2025-11-25T07:16:48.476292] [INFO ] [CONFIGURE ] AGM: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_lag_shelf']
[2025-11-25T07:16:48.696281] [DEBUG] [FORECASTER] AGM: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T07:16:48.917283] [DEBUG] [FORECASTER] AGM: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T07:16:49.135787] [DEBUG] [FORECASTER] AGM: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T07:16:49.359167] [DEBUG] [FORECASTER] AGM: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T07:16:49.579200] [DEBUG] [FORECASTER] AGM: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T07:16:49.810636] [DEBUG] [FORECASTER] AGM: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T07:16:50.030067] [DEBUG] [FORECASTER] AGM: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T07:16:50.250576] [DEBUG] [FORECASTER] AGM: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T07:16:50.471882] [DEBUG] [FORECASTER] AGM: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T07:16:50.693631] [DEBUG] [FORECASTER] AGM: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-25T07:16:50.693831] [INFO ] [CONFIGURE ] AGM: DISCARDED add_lag_shelf (score: 70.00%)
[2025-11-25T07:16:50.693889] [INFO ] [CONFIGURE ] JOB ETA: 3.2h | Avg: 2.6s/test | Remaining: 4403 tests
[2025-11-25T07:16:50.693935] [INFO ] [CONFIGURE ] AGM: Testing feature 8/29: add_macd
[2025-11-25T07:16:50.693979] [INFO ] [CONFIGURE ] AGM: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_macd']
[2025-11-25T07:16:50.985096] [DEBUG] [FORECASTER] AGM: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T07:16:51.258699] [DEBUG] [FORECASTER] AGM: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T07:16:51.537414] [DEBUG] [FORECASTER] AGM: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T07:16:51.818976] [DEBUG] [FORECASTER] AGM: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T07:16:52.094418] [DEBUG] [FORECASTER] AGM: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T07:16:52.368033] [DEBUG] [FORECASTER] AGM: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T07:16:52.667310] [DEBUG] [FORECASTER] AGM: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T07:16:52.955329] [DEBUG] [FORECASTER] AGM: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T07:16:53.249725] [DEBUG] [FORECASTER] AGM: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T07:16:53.544135] [DEBUG] [FORECASTER] AGM: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-25T07:16:53.544320] [INFO ] [CONFIGURE ] AGM: DISCARDED add_macd (score: 60.00%)
[2025-11-25T07:16:53.544378] [INFO ] [CONFIGURE ] JOB ETA: 3.2h | Avg: 2.6s/test | Remaining: 4402 tests
[2025-11-25T07:16:53.544426] [INFO ] [CONFIGURE ] AGM: Testing feature 9/29: add_mfi
[2025-11-25T07:16:53.544468] [INFO ] [CONFIGURE ] AGM: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_mfi']
[2025-11-25T07:16:53.770997] [DEBUG] [FORECASTER] AGM: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T07:16:53.997011] [DEBUG] [FORECASTER] AGM: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T07:16:54.229358] [DEBUG] [FORECASTER] AGM: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T07:16:54.458090] [DEBUG] [FORECASTER] AGM: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T07:16:54.692248] [DEBUG] [FORECASTER] AGM: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T07:16:54.915234] [DEBUG] [FORECASTER] AGM: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T07:16:55.142833] [DEBUG] [FORECASTER] AGM: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T07:16:55.369420] [DEBUG] [FORECASTER] AGM: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T07:16:55.598378] [DEBUG] [FORECASTER] AGM: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T07:16:55.832232] [DEBUG] [FORECASTER] AGM: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-25T07:16:55.832441] [INFO ] [CONFIGURE ] AGM: DISCARDED add_mfi (score: 70.00%)
[2025-11-25T07:16:55.832498] [INFO ] [CONFIGURE ] JOB ETA: 3.2h | Avg: 2.6s/test | Remaining: 4401 tests
[2025-11-25T07:16:55.832546] [INFO ] [CONFIGURE ] AGM: Testing feature 10/29: add_momentum_acceleration
[2025-11-25T07:16:55.832588] [INFO ] [CONFIGURE ] AGM: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-11-25T07:16:56.155212] [DEBUG] [FORECASTER] AGM: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T07:16:56.495977] [DEBUG] [FORECASTER] AGM: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T07:16:56.816536] [DEBUG] [FORECASTER] AGM: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T07:16:57.135311] [DEBUG] [FORECASTER] AGM: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T07:16:57.472182] [DEBUG] [FORECASTER] AGM: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T07:16:57.786770] [DEBUG] [FORECASTER] AGM: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T07:16:58.109192] [DEBUG] [FORECASTER] AGM: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T07:16:58.437938] [DEBUG] [FORECASTER] AGM: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T07:16:58.774298] [DEBUG] [FORECASTER] AGM: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T07:16:59.105876] [DEBUG] [FORECASTER] AGM: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-25T07:16:59.106144] [INFO ] [CONFIGURE ] AGM: DISCARDED add_momentum_acceleration (score: 70.00%)
[2025-11-25T07:16:59.106220] [INFO ] [CONFIGURE ] JOB ETA: 3.2h | Avg: 2.6s/test | Remaining: 4400 tests
[2025-11-25T07:16:59.106274] [INFO ] [CONFIGURE ] AGM: Testing feature 11/29: add_obv_daily
[2025-11-25T07:16:59.106321] [INFO ] [CONFIGURE ] AGM: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_obv_daily']
[2025-11-25T07:16:59.350927] [DEBUG] [FORECASTER] AGM: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T07:16:59.591957] [DEBUG] [FORECASTER] AGM: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T07:16:59.827444] [DEBUG] [FORECASTER] AGM: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T07:17:00.066125] [DEBUG] [FORECASTER] AGM: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T07:17:00.308018] [DEBUG] [FORECASTER] AGM: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T07:17:01.245508] [DEBUG] [FORECASTER] AGM: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T07:17:01.525454] [DEBUG] [FORECASTER] AGM: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T07:17:01.827365] [DEBUG] [FORECASTER] AGM: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T07:17:02.096870] [DEBUG] [FORECASTER] AGM: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T07:17:02.347273] [DEBUG] [FORECASTER] AGM: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-25T07:17:02.347464] [INFO ] [CONFIGURE ] AGM: KEPT add_obv_daily (score: 80.00%)
[2025-11-25T07:17:02.347521] [INFO ] [CONFIGURE ] JOB ETA: 3.2h | Avg: 2.6s/test | Remaining: 4399 tests
[2025-11-25T07:17:02.347569] [INFO ] [CONFIGURE ] AGM: Testing feature 12/29: add_obv_interval
[2025-11-25T07:17:02.347613] [INFO ] [CONFIGURE ] AGM: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_obv_daily', 'add_obv_interval']
[2025-11-25T07:17:02.601990] [DEBUG] [FORECASTER] AGM: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T07:17:02.857032] [DEBUG] [FORECASTER] AGM: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T07:17:03.123149] [DEBUG] [FORECASTER] AGM: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T07:17:03.396011] [DEBUG] [FORECASTER] AGM: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T07:17:03.661976] [DEBUG] [FORECASTER] AGM: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T07:17:03.919144] [DEBUG] [FORECASTER] AGM: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T07:17:04.251761] [DEBUG] [FORECASTER] AGM: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T07:17:04.599160] [DEBUG] [FORECASTER] AGM: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T07:17:04.936723] [DEBUG] [FORECASTER] AGM: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T07:17:05.231814] [DEBUG] [FORECASTER] AGM: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-25T07:17:05.232059] [INFO ] [CONFIGURE ] AGM: DISCARDED add_obv_interval (score: 70.00%)
[2025-11-25T07:17:05.232122] [INFO ] [CONFIGURE ] JOB ETA: 3.2h | Avg: 2.6s/test | Remaining: 4398 tests
[2025-11-25T07:17:05.232172] [INFO ] [CONFIGURE ] AGM: Testing feature 13/29: add_opening_strength
[2025-11-25T07:17:05.232217] [INFO ] [CONFIGURE ] AGM: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_obv_daily', 'add_daily_returns', 'add_opening_strength']
[2025-11-25T07:17:05.531104] [DEBUG] [FORECASTER] AGM: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T07:17:05.822272] [DEBUG] [FORECASTER] AGM: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T07:17:06.102054] [DEBUG] [FORECASTER] AGM: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T07:17:06.394959] [DEBUG] [FORECASTER] AGM: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T07:17:06.685079] [DEBUG] [FORECASTER] AGM: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T07:17:06.962473] [DEBUG] [FORECASTER] AGM: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T07:17:07.240114] [DEBUG] [FORECASTER] AGM: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T07:17:07.535471] [DEBUG] [FORECASTER] AGM: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T07:17:07.815412] [DEBUG] [FORECASTER] AGM: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T07:17:08.099026] [DEBUG] [FORECASTER] AGM: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-25T07:17:08.099213] [INFO ] [CONFIGURE ] AGM: DISCARDED add_opening_strength (score: 60.00%)
[2025-11-25T07:17:08.099265] [INFO ] [CONFIGURE ] JOB ETA: 3.2h | Avg: 2.6s/test | Remaining: 4397 tests
[2025-11-25T07:17:08.099313] [INFO ] [CONFIGURE ] AGM: Testing feature 14/29: add_order_flow_imbalance
[2025-11-25T07:17:08.099349] [INFO ] [CONFIGURE ] AGM: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_obv_daily', 'add_order_flow_imbalance']
[2025-11-25T07:17:08.357943] [DEBUG] [FORECASTER] AGM: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T07:17:08.629072] [DEBUG] [FORECASTER] AGM: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T07:17:08.921941] [DEBUG] [FORECASTER] AGM: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T07:17:09.193593] [DEBUG] [FORECASTER] AGM: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T07:17:09.464631] [DEBUG] [FORECASTER] AGM: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T07:17:09.735531] [DEBUG] [FORECASTER] AGM: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T07:17:10.007211] [DEBUG] [FORECASTER] AGM: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T07:17:10.303680] [DEBUG] [FORECASTER] AGM: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T07:17:10.606590] [DEBUG] [FORECASTER] AGM: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T07:17:10.910081] [DEBUG] [FORECASTER] AGM: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-25T07:17:10.910300] [INFO ] [CONFIGURE ] AGM: DISCARDED add_order_flow_imbalance (score: 70.00%)
[2025-11-25T07:17:10.910360] [INFO ] [CONFIGURE ] JOB ETA: 3.2h | Avg: 2.6s/test | Remaining: 4396 tests
[2025-11-25T07:17:10.910399] [INFO ] [CONFIGURE ] AGM: Testing feature 15/29: add_pbf_morning_momentum
[2025-11-25T07:17:10.910447] [INFO ] [CONFIGURE ] AGM: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_obv_daily', 'add_pbf_morning_momentum']
[2025-11-25T07:17:11.164292] [DEBUG] [FORECASTER] AGM: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T07:17:11.419858] [DEBUG] [FORECASTER] AGM: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T07:17:11.703503] [DEBUG] [FORECASTER] AGM: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T07:17:11.976058] [DEBUG] [FORECASTER] AGM: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T07:17:12.252846] [DEBUG] [FORECASTER] AGM: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T07:17:12.531910] [DEBUG] [FORECASTER] AGM: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T07:17:12.816542] [DEBUG] [FORECASTER] AGM: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T07:17:13.067669] [DEBUG] [FORECASTER] AGM: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T07:17:13.321146] [DEBUG] [FORECASTER] AGM: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T07:17:13.576599] [DEBUG] [FORECASTER] AGM: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-25T07:17:13.576816] [INFO ] [CONFIGURE ] AGM: DISCARDED add_pbf_morning_momentum (score: 60.00%)
[2025-11-25T07:17:13.576875] [INFO ] [CONFIGURE ] JOB ETA: 3.2h | Avg: 2.6s/test | Remaining: 4395 tests
[2025-11-25T07:17:13.576923] [INFO ] [CONFIGURE ] AGM: Testing feature 16/29: add_pbf_overnight_gap
[2025-11-25T07:17:13.576967] [INFO ] [CONFIGURE ] AGM: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_obv_daily', 'add_pbf_overnight_gap']
[2025-11-25T07:17:13.852293] [DEBUG] [FORECASTER] AGM: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T07:17:14.121172] [DEBUG] [FORECASTER] AGM: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T07:17:14.387336] [DEBUG] [FORECASTER] AGM: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T07:17:14.654962] [DEBUG] [FORECASTER] AGM: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T07:17:14.931983] [DEBUG] [FORECASTER] AGM: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T07:17:15.226141] [DEBUG] [FORECASTER] AGM: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T07:17:15.536151] [DEBUG] [FORECASTER] AGM: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T07:17:15.831935] [DEBUG] [FORECASTER] AGM: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T07:17:16.131779] [DEBUG] [FORECASTER] AGM: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T07:17:16.430553] [DEBUG] [FORECASTER] AGM: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-25T07:17:16.430758] [INFO ] [CONFIGURE ] AGM: DISCARDED add_pbf_overnight_gap (score: 70.00%)
[2025-11-25T07:17:16.430821] [INFO ] [CONFIGURE ] JOB ETA: 3.2h | Avg: 2.6s/test | Remaining: 4394 tests
[2025-11-25T07:17:16.430870] [INFO ] [CONFIGURE ] AGM: Testing feature 17/29: add_pbf_return_2d
[2025-11-25T07:17:16.430915] [INFO ] [CONFIGURE ] AGM: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_obv_daily', 'add_pbf_return_2d']
[2025-11-25T07:17:16.711847] [DEBUG] [FORECASTER] AGM: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T07:17:16.988409] [DEBUG] [FORECASTER] AGM: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T07:17:17.261730] [DEBUG] [FORECASTER] AGM: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T07:17:17.532679] [DEBUG] [FORECASTER] AGM: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T07:17:17.802203] [DEBUG] [FORECASTER] AGM: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T07:17:18.082530] [DEBUG] [FORECASTER] AGM: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T07:17:18.365419] [DEBUG] [FORECASTER] AGM: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T07:17:18.635921] [DEBUG] [FORECASTER] AGM: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T07:17:18.903099] [DEBUG] [FORECASTER] AGM: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T07:17:19.172300] [DEBUG] [FORECASTER] AGM: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-25T07:17:19.172486] [INFO ] [CONFIGURE ] AGM: DISCARDED add_pbf_return_2d (score: 70.00%)
[2025-11-25T07:17:19.172555] [INFO ] [CONFIGURE ] JOB ETA: 3.2h | Avg: 2.6s/test | Remaining: 4393 tests
[2025-11-25T07:17:19.172604] [INFO ] [CONFIGURE ] AGM: Testing feature 18/29: add_pbf_volatility_5d
[2025-11-25T07:17:19.172668] [INFO ] [CONFIGURE ] AGM: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_obv_daily', 'add_pbf_volatility_5d']
[2025-11-25T07:17:19.423176] [DEBUG] [FORECASTER] AGM: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T07:17:19.694478] [DEBUG] [FORECASTER] AGM: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T07:17:19.957251] [DEBUG] [FORECASTER] AGM: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T07:17:20.215092] [DEBUG] [FORECASTER] AGM: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T07:17:20.476182] [DEBUG] [FORECASTER] AGM: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T07:17:20.745185] [DEBUG] [FORECASTER] AGM: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T07:17:21.014486] [DEBUG] [FORECASTER] AGM: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T07:17:21.298775] [DEBUG] [FORECASTER] AGM: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T07:17:21.580498] [DEBUG] [FORECASTER] AGM: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T07:17:21.874558] [DEBUG] [FORECASTER] AGM: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-25T07:17:21.874771] [INFO ] [CONFIGURE ] AGM: DISCARDED add_pbf_volatility_5d (score: 70.00%)
[2025-11-25T07:17:21.874845] [INFO ] [CONFIGURE ] JOB ETA: 3.2h | Avg: 2.6s/test | Remaining: 4392 tests
[2025-11-25T07:17:21.874896] [INFO ] [CONFIGURE ] AGM: Testing feature 19/29: add_pbf_vs_sma_5
[2025-11-25T07:17:21.874941] [INFO ] [CONFIGURE ] AGM: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_obv_daily', 'add_pbf_vs_sma_5']
[2025-11-25T07:17:22.150822] [DEBUG] [FORECASTER] AGM: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T07:17:22.420314] [DEBUG] [FORECASTER] AGM: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T07:17:22.696417] [DEBUG] [FORECASTER] AGM: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T07:17:22.967258] [DEBUG] [FORECASTER] AGM: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T07:17:23.231208] [DEBUG] [FORECASTER] AGM: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T07:17:23.508286] [DEBUG] [FORECASTER] AGM: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T07:17:23.784907] [DEBUG] [FORECASTER] AGM: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T07:17:24.053683] [DEBUG] [FORECASTER] AGM: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T07:17:24.327220] [DEBUG] [FORECASTER] AGM: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T07:17:24.599124] [DEBUG] [FORECASTER] AGM: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-25T07:17:24.599341] [INFO ] [CONFIGURE ] AGM: DISCARDED add_pbf_vs_sma_5 (score: 80.00%)
[2025-11-25T07:17:24.599400] [INFO ] [CONFIGURE ] JOB ETA: 3.2h | Avg: 2.6s/test | Remaining: 4391 tests
[2025-11-25T07:17:24.599448] [INFO ] [CONFIGURE ] AGM: Testing feature 20/29: add_price_rejection
[2025-11-25T07:17:24.599492] [INFO ] [CONFIGURE ] AGM: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_obv_daily', 'add_price_rejection']
[2025-11-25T07:17:24.886977] [DEBUG] [FORECASTER] AGM: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T07:17:25.186846] [DEBUG] [FORECASTER] AGM: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T07:17:25.494635] [DEBUG] [FORECASTER] AGM: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T07:17:25.794010] [DEBUG] [FORECASTER] AGM: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T07:17:26.097460] [DEBUG] [FORECASTER] AGM: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T07:17:26.392933] [DEBUG] [FORECASTER] AGM: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T07:17:26.692931] [DEBUG] [FORECASTER] AGM: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T07:17:26.986828] [DEBUG] [FORECASTER] AGM: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T07:17:27.281101] [DEBUG] [FORECASTER] AGM: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T07:17:27.572049] [DEBUG] [FORECASTER] AGM: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-25T07:17:27.572250] [INFO ] [CONFIGURE ] AGM: DISCARDED add_price_rejection (score: 60.00%)
[2025-11-25T07:17:27.572310] [INFO ] [CONFIGURE ] JOB ETA: 3.2h | Avg: 2.6s/test | Remaining: 4390 tests
[2025-11-25T07:17:27.572361] [INFO ] [CONFIGURE ] AGM: Testing feature 21/29: add_range_position
[2025-11-25T07:17:27.572405] [INFO ] [CONFIGURE ] AGM: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_obv_daily', 'add_range_position']
[2025-11-25T07:17:27.875949] [DEBUG] [FORECASTER] AGM: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T07:17:28.181895] [DEBUG] [FORECASTER] AGM: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T07:17:28.485458] [DEBUG] [FORECASTER] AGM: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T07:17:28.795476] [DEBUG] [FORECASTER] AGM: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T07:17:29.104224] [DEBUG] [FORECASTER] AGM: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T07:17:29.412971] [DEBUG] [FORECASTER] AGM: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T07:17:29.727712] [DEBUG] [FORECASTER] AGM: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T07:17:30.045630] [DEBUG] [FORECASTER] AGM: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T07:17:30.332047] [DEBUG] [FORECASTER] AGM: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T07:17:30.615074] [DEBUG] [FORECASTER] AGM: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-25T07:17:30.615294] [INFO ] [CONFIGURE ] AGM: DISCARDED add_range_position (score: 80.00%)
[2025-11-25T07:17:30.615355] [INFO ] [CONFIGURE ] JOB ETA: 3.2h | Avg: 2.6s/test | Remaining: 4389 tests
[2025-11-25T07:17:30.615408] [INFO ] [CONFIGURE ] AGM: Testing feature 22/29: add_realized_volatility
[2025-11-25T07:17:30.615454] [INFO ] [CONFIGURE ] AGM: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_obv_daily', 'add_realized_volatility']
[2025-11-25T07:17:30.975036] [DEBUG] [FORECASTER] AGM: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T07:17:31.349237] [DEBUG] [FORECASTER] AGM: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T07:17:31.739633] [DEBUG] [FORECASTER] AGM: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T07:17:32.131972] [DEBUG] [FORECASTER] AGM: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T07:17:32.543163] [DEBUG] [FORECASTER] AGM: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T07:17:32.944321] [DEBUG] [FORECASTER] AGM: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T07:17:33.341078] [DEBUG] [FORECASTER] AGM: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T07:17:33.743437] [DEBUG] [FORECASTER] AGM: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T07:17:34.164793] [DEBUG] [FORECASTER] AGM: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T07:17:34.550824] [DEBUG] [FORECASTER] AGM: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-25T07:17:34.551052] [INFO ] [CONFIGURE ] AGM: DISCARDED add_realized_volatility (score: 80.00%)
[2025-11-25T07:17:34.551134] [INFO ] [CONFIGURE ] JOB ETA: 3.2h | Avg: 2.6s/test | Remaining: 4388 tests
[2025-11-25T07:17:34.551187] [INFO ] [CONFIGURE ] AGM: Testing feature 23/29: add_recent_range_context
[2025-11-25T07:17:34.551233] [INFO ] [CONFIGURE ] AGM: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_obv_daily', 'add_recent_range_context']
[2025-11-25T07:17:34.842414] [DEBUG] [FORECASTER] AGM: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T07:17:35.130999] [DEBUG] [FORECASTER] AGM: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T07:17:35.415846] [DEBUG] [FORECASTER] AGM: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T07:17:35.705037] [DEBUG] [FORECASTER] AGM: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T07:17:35.999376] [DEBUG] [FORECASTER] AGM: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T07:17:36.329822] [DEBUG] [FORECASTER] AGM: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T07:17:36.626182] [DEBUG] [FORECASTER] AGM: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T07:17:36.919977] [DEBUG] [FORECASTER] AGM: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T07:17:37.213992] [DEBUG] [FORECASTER] AGM: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T07:17:37.514505] [DEBUG] [FORECASTER] AGM: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-25T07:17:37.514842] [INFO ] [CONFIGURE ] AGM: DISCARDED add_recent_range_context (score: 70.00%)
[2025-11-25T07:17:37.514910] [INFO ] [CONFIGURE ] JOB ETA: 3.2h | Avg: 2.6s/test | Remaining: 4387 tests
[2025-11-25T07:17:37.514956] [INFO ] [CONFIGURE ] AGM: Testing feature 24/29: add_rsi
[2025-11-25T07:17:37.515005] [INFO ] [CONFIGURE ] AGM: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_obv_daily', 'add_ema', 'add_rsi']
[2025-11-25T07:17:37.854173] [DEBUG] [FORECASTER] AGM: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T07:17:38.199910] [DEBUG] [FORECASTER] AGM: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T07:17:38.540671] [DEBUG] [FORECASTER] AGM: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T07:17:38.905181] [DEBUG] [FORECASTER] AGM: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T07:17:39.272629] [DEBUG] [FORECASTER] AGM: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T07:17:39.636531] [DEBUG] [FORECASTER] AGM: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T07:17:39.985082] [DEBUG] [FORECASTER] AGM: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T07:17:40.311010] [DEBUG] [FORECASTER] AGM: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T07:17:40.635536] [DEBUG] [FORECASTER] AGM: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T07:17:40.986324] [DEBUG] [FORECASTER] AGM: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-25T07:17:40.986513] [INFO ] [CONFIGURE ] AGM: DISCARDED add_rsi (score: 70.00%)
[2025-11-25T07:17:40.986572] [INFO ] [CONFIGURE ] JOB ETA: 3.2h | Avg: 2.6s/test | Remaining: 4386 tests
[2025-11-25T07:17:40.986620] [INFO ] [CONFIGURE ] AGM: Testing feature 25/29: add_tick_distribution
[2025-11-25T07:17:40.986683] [INFO ] [CONFIGURE ] AGM: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_obv_daily', 'add_tick_distribution']
[2025-11-25T07:17:41.279691] [DEBUG] [FORECASTER] AGM: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T07:17:41.572144] [DEBUG] [FORECASTER] AGM: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T07:17:41.857114] [DEBUG] [FORECASTER] AGM: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T07:17:42.150472] [DEBUG] [FORECASTER] AGM: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T07:17:42.436146] [DEBUG] [FORECASTER] AGM: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T07:17:42.720005] [DEBUG] [FORECASTER] AGM: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T07:17:43.016123] [DEBUG] [FORECASTER] AGM: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T07:17:43.309532] [DEBUG] [FORECASTER] AGM: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T07:17:43.598524] [DEBUG] [FORECASTER] AGM: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T07:17:43.883098] [DEBUG] [FORECASTER] AGM: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-25T07:17:43.883288] [INFO ] [CONFIGURE ] AGM: DISCARDED add_tick_distribution (score: 70.00%)
[2025-11-25T07:17:43.883358] [INFO ] [CONFIGURE ] JOB ETA: 3.2h | Avg: 2.6s/test | Remaining: 4385 tests
[2025-11-25T07:17:43.883410] [INFO ] [CONFIGURE ] AGM: Testing feature 26/29: add_volume_momentum_confirmation
[2025-11-25T07:17:43.883469] [INFO ] [CONFIGURE ] AGM: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_obv_daily', 'add_volume_momentum_confirmation']
[2025-11-25T07:17:44.164634] [DEBUG] [FORECASTER] AGM: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T07:17:44.487524] [DEBUG] [FORECASTER] AGM: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T07:17:44.762289] [DEBUG] [FORECASTER] AGM: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T07:17:45.034624] [DEBUG] [FORECASTER] AGM: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T07:17:45.309896] [DEBUG] [FORECASTER] AGM: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T07:17:45.574907] [DEBUG] [FORECASTER] AGM: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T07:17:45.843109] [DEBUG] [FORECASTER] AGM: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T07:17:46.110713] [DEBUG] [FORECASTER] AGM: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T07:17:46.373833] [DEBUG] [FORECASTER] AGM: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T07:17:46.616188] [DEBUG] [FORECASTER] AGM: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-25T07:17:46.616381] [INFO ] [CONFIGURE ] AGM: DISCARDED add_volume_momentum_confirmation (score: 80.00%)
[2025-11-25T07:17:46.616437] [INFO ] [CONFIGURE ] JOB ETA: 3.2h | Avg: 2.6s/test | Remaining: 4384 tests
[2025-11-25T07:17:46.616484] [INFO ] [CONFIGURE ] AGM: Testing feature 27/29: add_volume_price_divergence
[2025-11-25T07:17:46.616528] [INFO ] [CONFIGURE ] AGM: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_obv_daily', 'add_volume_price_divergence']
[2025-11-25T07:17:46.876249] [DEBUG] [FORECASTER] AGM: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T07:17:47.164715] [DEBUG] [FORECASTER] AGM: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T07:17:47.433354] [DEBUG] [FORECASTER] AGM: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T07:17:47.704434] [DEBUG] [FORECASTER] AGM: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T07:17:48.002326] [DEBUG] [FORECASTER] AGM: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T07:17:48.295498] [DEBUG] [FORECASTER] AGM: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T07:17:48.563013] [DEBUG] [FORECASTER] AGM: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T07:17:48.837746] [DEBUG] [FORECASTER] AGM: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T07:17:49.108328] [DEBUG] [FORECASTER] AGM: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T07:17:49.413602] [DEBUG] [FORECASTER] AGM: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-25T07:17:49.413834] [INFO ] [CONFIGURE ] AGM: DISCARDED add_volume_price_divergence (score: 70.00%)
[2025-11-25T07:17:49.413893] [INFO ] [CONFIGURE ] JOB ETA: 3.2h | Avg: 2.6s/test | Remaining: 4383 tests
[2025-11-25T07:17:49.413942] [INFO ] [CONFIGURE ] AGM: Testing feature 28/29: add_volume_profile
[2025-11-25T07:17:49.413987] [INFO ] [CONFIGURE ] AGM: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_obv_daily', 'add_volume_profile']
[2025-11-25T07:17:49.719268] [DEBUG] [FORECASTER] AGM: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T07:17:49.983797] [DEBUG] [FORECASTER] AGM: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T07:17:50.249473] [DEBUG] [FORECASTER] AGM: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T07:17:50.517348] [DEBUG] [FORECASTER] AGM: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T07:17:50.786392] [DEBUG] [FORECASTER] AGM: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T07:17:51.068322] [DEBUG] [FORECASTER] AGM: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T07:17:51.359968] [DEBUG] [FORECASTER] AGM: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T07:17:51.656849] [DEBUG] [FORECASTER] AGM: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T07:17:52.008611] [DEBUG] [FORECASTER] AGM: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T07:17:52.347998] [DEBUG] [FORECASTER] AGM: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-25T07:17:52.348261] [INFO ] [CONFIGURE ] AGM: DISCARDED add_volume_profile (score: 60.00%)
[2025-11-25T07:17:52.348381] [INFO ] [CONFIGURE ] JOB ETA: 3.2h | Avg: 2.6s/test | Remaining: 4382 tests
[2025-11-25T07:17:52.348459] [INFO ] [CONFIGURE ] AGM: ===== FEATURE SELECTION COMPLETE =====
[2025-11-25T07:17:52.348519] [INFO ] [CONFIGURE ] AGM: Best accuracy: 80.00%
[2025-11-25T07:17:52.348577] [INFO ] [CONFIGURE ] AGM: Best feature set (3 features): ['add_vwap', 'add_exhaustion_signals', 'add_obv_daily']
[2025-11-25T07:17:52.348631] [INFO ] [CONFIGURE ] AGM: Improvement over baseline: 20.00%
[2025-11-25T07:17:52.348700] [INFO ] [CONFIGURE ] AGM: Total time: 1.3 minutes
[2025-11-25T07:17:52.348748] [INFO ] [CONFIGURE ] AGM: Average time per feature: 2.8 seconds
[2025-11-25T07:17:52.348803] [INFO ] [CONFIGURE ] AGM: Average speed: 0.38 features/sec
[2025-11-25T07:17:52.349313] [INFO ] [LOCAL     ] Saved configuration for AGM: 3 features, 80.00% accuracy -> ./output/feature-sets/AGM.json
[2025-11-25T07:17:52.349384] [INFO ] [CONFIGURE ] AGM: Configuration saved successfully: 3 features, 80.00% accuracy.
[2025-11-25T07:17:52.349453] [INFO ] [sig       ] [13/164] Successfully configured AGM | 0.01 sym/s | Total: 16.8m | ETA: 3.3h
[2025-11-25T07:17:52.349516] [INFO ] [sig       ] [14/164] Configuring AGO...
[2025-11-25T07:17:52.349576] [INFO ] [CONFIGURE ] AGO: Configurate test run.
[2025-11-25T07:17:52.349631] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AGO' from 'https://tdm.silogroup.org/data/derivative_storage/AGO.csv'.
[2025-11-25T07:17:52.362154] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'AGO'.
[2025-11-25T07:17:52.362664] [INFO ] [CONFIGURE ] AGO: Testing with 29 available features
[2025-11-25T07:17:52.362748] [INFO ] [CONFIGURE ] AGO: Establishing baseline with no features...
[2025-11-25T07:17:52.538905] [DEBUG] [FORECASTER] AGO: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T07:17:52.725972] [DEBUG] [FORECASTER] AGO: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T07:17:52.889530] [DEBUG] [FORECASTER] AGO: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T07:17:53.054692] [DEBUG] [FORECASTER] AGO: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T07:17:53.215977] [DEBUG] [FORECASTER] AGO: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-25T07:17:53.382414] [DEBUG] [FORECASTER] AGO: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1
[2025-11-25T07:17:53.557935] [DEBUG] [FORECASTER] AGO: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T07:17:53.739085] [DEBUG] [FORECASTER] AGO: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T07:17:53.917405] [DEBUG] [FORECASTER] AGO: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-25T07:17:54.092376] [DEBUG] [FORECASTER] AGO: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-25T07:17:54.092540] [INFO ] [CONFIGURE ] AGO: Baseline score (no features): 40.00%
[2025-11-25T07:17:54.092590] [INFO ] [CONFIGURE ] AGO: Testing feature 1/29: add_bollinger_bands
[2025-11-25T07:17:54.092630] [INFO ] [CONFIGURE ] AGO: Testing with features: ['add_bollinger_bands']
[2025-11-25T07:17:54.292848] [DEBUG] [FORECASTER] AGO: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T07:17:54.499785] [DEBUG] [FORECASTER] AGO: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T07:17:54.710447] [DEBUG] [FORECASTER] AGO: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T07:17:54.916695] [DEBUG] [FORECASTER] AGO: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T07:17:55.137934] [DEBUG] [FORECASTER] AGO: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-25T07:17:55.347207] [DEBUG] [FORECASTER] AGO: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1
[2025-11-25T07:17:55.577475] [DEBUG] [FORECASTER] AGO: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T07:17:55.793493] [DEBUG] [FORECASTER] AGO: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T07:17:55.998145] [DEBUG] [FORECASTER] AGO: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-25T07:17:56.204179] [DEBUG] [FORECASTER] AGO: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-25T07:17:56.204370] [INFO ] [CONFIGURE ] AGO: KEPT add_bollinger_bands (score: 50.00%)
[2025-11-25T07:17:56.204422] [INFO ] [CONFIGURE ] JOB ETA: 3.2h | Avg: 2.6s/test | Remaining: 4381 tests
[2025-11-25T07:17:56.204462] [INFO ] [CONFIGURE ] AGO: Testing feature 2/29: add_cumulative_delta
[2025-11-25T07:17:56.204500] [INFO ] [CONFIGURE ] AGO: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta']
[2025-11-25T07:17:56.442398] [DEBUG] [FORECASTER] AGO: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T07:17:56.678062] [DEBUG] [FORECASTER] AGO: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T07:17:56.925693] [DEBUG] [FORECASTER] AGO: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T07:17:57.172816] [DEBUG] [FORECASTER] AGO: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T07:17:57.431603] [DEBUG] [FORECASTER] AGO: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-25T07:17:57.661970] [DEBUG] [FORECASTER] AGO: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1
[2025-11-25T07:17:57.897979] [DEBUG] [FORECASTER] AGO: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T07:17:58.137763] [DEBUG] [FORECASTER] AGO: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T07:17:58.370473] [DEBUG] [FORECASTER] AGO: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-25T07:17:58.623721] [DEBUG] [FORECASTER] AGO: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-11-25T07:17:58.623894] [INFO ] [CONFIGURE ] AGO: DISCARDED add_cumulative_delta (score: 40.00%)
[2025-11-25T07:17:58.623949] [INFO ] [CONFIGURE ] JOB ETA: 3.2h | Avg: 2.6s/test | Remaining: 4380 tests
[2025-11-25T07:17:58.623995] [INFO ] [CONFIGURE ] AGO: Testing feature 3/29: add_daily_returns
[2025-11-25T07:17:58.624031] [INFO ] [CONFIGURE ] AGO: Testing with features: ['add_bollinger_bands', 'add_daily_returns']
[2025-11-25T07:17:58.834559] [DEBUG] [FORECASTER] AGO: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T07:17:59.049818] [DEBUG] [FORECASTER] AGO: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T07:17:59.269205] [DEBUG] [FORECASTER] AGO: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T07:17:59.486282] [DEBUG] [FORECASTER] AGO: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T07:17:59.719398] [DEBUG] [FORECASTER] AGO: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-25T07:17:59.957792] [DEBUG] [FORECASTER] AGO: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1
[2025-11-25T07:18:00.174397] [DEBUG] [FORECASTER] AGO: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T07:18:00.391668] [DEBUG] [FORECASTER] AGO: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T07:18:00.625932] [DEBUG] [FORECASTER] AGO: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-25T07:18:01.531494] [DEBUG] [FORECASTER] AGO: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-25T07:18:01.531702] [INFO ] [CONFIGURE ] AGO: DISCARDED add_daily_returns (score: 50.00%)
[2025-11-25T07:18:01.531759] [INFO ] [CONFIGURE ] JOB ETA: 3.2h | Avg: 2.6s/test | Remaining: 4379 tests
[2025-11-25T07:18:01.531798] [INFO ] [CONFIGURE ] AGO: Testing feature 4/29: add_ema
[2025-11-25T07:18:01.531836] [INFO ] [CONFIGURE ] AGO: Testing with features: ['add_bollinger_bands', 'add_ema']
[2025-11-25T07:18:01.850251] [DEBUG] [FORECASTER] AGO: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T07:18:02.071488] [DEBUG] [FORECASTER] AGO: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T07:18:02.301610] [DEBUG] [FORECASTER] AGO: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T07:18:02.535788] [DEBUG] [FORECASTER] AGO: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T07:18:02.769561] [DEBUG] [FORECASTER] AGO: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-25T07:18:03.005606] [DEBUG] [FORECASTER] AGO: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1
[2025-11-25T07:18:03.231160] [DEBUG] [FORECASTER] AGO: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T07:18:03.461423] [DEBUG] [FORECASTER] AGO: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T07:18:03.692198] [DEBUG] [FORECASTER] AGO: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-25T07:18:03.923376] [DEBUG] [FORECASTER] AGO: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-25T07:18:03.923564] [INFO ] [CONFIGURE ] AGO: DISCARDED add_ema (score: 50.00%)
[2025-11-25T07:18:03.923614] [INFO ] [CONFIGURE ] JOB ETA: 3.2h | Avg: 2.6s/test | Remaining: 4378 tests
[2025-11-25T07:18:03.923672] [INFO ] [CONFIGURE ] AGO: Testing feature 5/29: add_exhaustion_signals
[2025-11-25T07:18:03.923727] [INFO ] [CONFIGURE ] AGO: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals']
[2025-11-25T07:18:04.161043] [DEBUG] [FORECASTER] AGO: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T07:18:04.401126] [DEBUG] [FORECASTER] AGO: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T07:18:04.654784] [DEBUG] [FORECASTER] AGO: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T07:18:04.896583] [DEBUG] [FORECASTER] AGO: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T07:18:05.138802] [DEBUG] [FORECASTER] AGO: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-25T07:18:05.373948] [DEBUG] [FORECASTER] AGO: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1
[2025-11-25T07:18:05.624198] [DEBUG] [FORECASTER] AGO: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T07:18:05.877635] [DEBUG] [FORECASTER] AGO: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T07:18:06.130480] [DEBUG] [FORECASTER] AGO: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-25T07:18:06.399605] [DEBUG] [FORECASTER] AGO: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-25T07:18:06.399807] [INFO ] [CONFIGURE ] AGO: DISCARDED add_exhaustion_signals (score: 40.00%)
[2025-11-25T07:18:06.399865] [INFO ] [CONFIGURE ] JOB ETA: 3.2h | Avg: 2.6s/test | Remaining: 4377 tests
[2025-11-25T07:18:06.400101] [INFO ] [CONFIGURE ] AGO: Testing feature 6/29: add_failed_moves
[2025-11-25T07:18:06.400145] [INFO ] [CONFIGURE ] AGO: Testing with features: ['add_bollinger_bands', 'add_failed_moves']
[2025-11-25T07:18:06.606732] [DEBUG] [FORECASTER] AGO: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T07:18:06.814780] [DEBUG] [FORECASTER] AGO: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T07:18:07.023061] [DEBUG] [FORECASTER] AGO: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T07:18:07.232598] [DEBUG] [FORECASTER] AGO: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T07:18:07.440694] [DEBUG] [FORECASTER] AGO: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-25T07:18:07.649698] [DEBUG] [FORECASTER] AGO: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1
[2025-11-25T07:18:07.867969] [DEBUG] [FORECASTER] AGO: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T07:18:08.082898] [DEBUG] [FORECASTER] AGO: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T07:18:08.291458] [DEBUG] [FORECASTER] AGO: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-25T07:18:08.506001] [DEBUG] [FORECASTER] AGO: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-25T07:18:08.506216] [INFO ] [CONFIGURE ] AGO: DISCARDED add_failed_moves (score: 50.00%)
[2025-11-25T07:18:08.506267] [INFO ] [CONFIGURE ] JOB ETA: 3.2h | Avg: 2.6s/test | Remaining: 4376 tests
[2025-11-25T07:18:08.506306] [INFO ] [CONFIGURE ] AGO: Testing feature 7/29: add_lag_shelf
[2025-11-25T07:18:08.506341] [INFO ] [CONFIGURE ] AGO: Testing with features: ['add_bollinger_bands', 'add_lag_shelf']
[2025-11-25T07:18:08.703534] [DEBUG] [FORECASTER] AGO: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T07:18:08.898508] [DEBUG] [FORECASTER] AGO: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T07:18:09.091322] [DEBUG] [FORECASTER] AGO: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T07:18:09.286763] [DEBUG] [FORECASTER] AGO: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T07:18:09.483753] [DEBUG] [FORECASTER] AGO: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-25T07:18:09.693868] [DEBUG] [FORECASTER] AGO: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1
[2025-11-25T07:18:09.902770] [DEBUG] [FORECASTER] AGO: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T07:18:10.113452] [DEBUG] [FORECASTER] AGO: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T07:18:10.314306] [DEBUG] [FORECASTER] AGO: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-25T07:18:10.507899] [DEBUG] [FORECASTER] AGO: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-25T07:18:10.508119] [INFO ] [CONFIGURE ] AGO: DISCARDED add_lag_shelf (score: 40.00%)
[2025-11-25T07:18:10.508185] [INFO ] [CONFIGURE ] JOB ETA: 3.2h | Avg: 2.6s/test | Remaining: 4375 tests
[2025-11-25T07:18:10.508226] [INFO ] [CONFIGURE ] AGO: Testing feature 8/29: add_macd
[2025-11-25T07:18:10.508263] [INFO ] [CONFIGURE ] AGO: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd']
[2025-11-25T07:18:10.799627] [DEBUG] [FORECASTER] AGO: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T07:18:11.085626] [DEBUG] [FORECASTER] AGO: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T07:18:11.370456] [DEBUG] [FORECASTER] AGO: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T07:18:11.657036] [DEBUG] [FORECASTER] AGO: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T07:18:11.953430] [DEBUG] [FORECASTER] AGO: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-25T07:18:12.255837] [DEBUG] [FORECASTER] AGO: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1
[2025-11-25T07:18:12.579471] [DEBUG] [FORECASTER] AGO: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T07:18:12.872487] [DEBUG] [FORECASTER] AGO: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T07:18:13.177096] [DEBUG] [FORECASTER] AGO: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-25T07:18:13.477538] [DEBUG] [FORECASTER] AGO: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-25T07:18:13.477762] [INFO ] [CONFIGURE ] AGO: KEPT add_macd (score: 60.00%)
[2025-11-25T07:18:13.477828] [INFO ] [CONFIGURE ] JOB ETA: 3.2h | Avg: 2.6s/test | Remaining: 4374 tests
[2025-11-25T07:18:13.477877] [INFO ] [CONFIGURE ] AGO: Testing feature 9/29: add_mfi
[2025-11-25T07:18:13.477923] [INFO ] [CONFIGURE ] AGO: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd', 'add_mfi']
[2025-11-25T07:18:13.808051] [DEBUG] [FORECASTER] AGO: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T07:18:14.112220] [DEBUG] [FORECASTER] AGO: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T07:18:14.425917] [DEBUG] [FORECASTER] AGO: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T07:18:14.763890] [DEBUG] [FORECASTER] AGO: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T07:18:15.073374] [DEBUG] [FORECASTER] AGO: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-25T07:18:15.386802] [DEBUG] [FORECASTER] AGO: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1
[2025-11-25T07:18:15.704944] [DEBUG] [FORECASTER] AGO: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T07:18:16.013765] [DEBUG] [FORECASTER] AGO: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T07:18:16.331153] [DEBUG] [FORECASTER] AGO: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-25T07:18:16.655062] [DEBUG] [FORECASTER] AGO: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-25T07:18:16.655277] [INFO ] [CONFIGURE ] AGO: DISCARDED add_mfi (score: 60.00%)
[2025-11-25T07:18:16.655338] [INFO ] [CONFIGURE ] JOB ETA: 3.2h | Avg: 2.6s/test | Remaining: 4373 tests
[2025-11-25T07:18:16.655387] [INFO ] [CONFIGURE ] AGO: Testing feature 10/29: add_momentum_acceleration
[2025-11-25T07:18:16.655425] [INFO ] [CONFIGURE ] AGO: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd', 'add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-11-25T07:18:17.046191] [DEBUG] [FORECASTER] AGO: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T07:18:17.425569] [DEBUG] [FORECASTER] AGO: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T07:18:17.799532] [DEBUG] [FORECASTER] AGO: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T07:18:18.167029] [DEBUG] [FORECASTER] AGO: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T07:18:18.542028] [DEBUG] [FORECASTER] AGO: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-25T07:18:18.946014] [DEBUG] [FORECASTER] AGO: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1
[2025-11-25T07:18:19.366583] [DEBUG] [FORECASTER] AGO: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T07:18:19.755056] [DEBUG] [FORECASTER] AGO: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T07:18:20.135810] [DEBUG] [FORECASTER] AGO: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-25T07:18:20.528126] [DEBUG] [FORECASTER] AGO: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-25T07:18:20.528622] [INFO ] [CONFIGURE ] AGO: DISCARDED add_momentum_acceleration (score: 60.00%)
[2025-11-25T07:18:20.528708] [INFO ] [CONFIGURE ] JOB ETA: 3.2h | Avg: 2.6s/test | Remaining: 4372 tests
[2025-11-25T07:18:20.528758] [INFO ] [CONFIGURE ] AGO: Testing feature 11/29: add_obv_daily
[2025-11-25T07:18:20.528802] [INFO ] [CONFIGURE ] AGO: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd', 'add_obv_daily']
[2025-11-25T07:18:20.843171] [DEBUG] [FORECASTER] AGO: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T07:18:21.189283] [DEBUG] [FORECASTER] AGO: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T07:18:21.535768] [DEBUG] [FORECASTER] AGO: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T07:18:21.875060] [DEBUG] [FORECASTER] AGO: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T07:18:22.217724] [DEBUG] [FORECASTER] AGO: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-25T07:18:22.556307] [DEBUG] [FORECASTER] AGO: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1
[2025-11-25T07:18:22.876847] [DEBUG] [FORECASTER] AGO: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T07:18:23.220854] [DEBUG] [FORECASTER] AGO: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T07:18:23.558522] [DEBUG] [FORECASTER] AGO: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-25T07:18:23.890789] [DEBUG] [FORECASTER] AGO: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-25T07:18:23.890981] [INFO ] [CONFIGURE ] AGO: DISCARDED add_obv_daily (score: 50.00%)
[2025-11-25T07:18:23.891041] [INFO ] [CONFIGURE ] JOB ETA: 3.2h | Avg: 2.6s/test | Remaining: 4371 tests
[2025-11-25T07:18:23.891090] [INFO ] [CONFIGURE ] AGO: Testing feature 12/29: add_obv_interval
[2025-11-25T07:18:23.891187] [INFO ] [CONFIGURE ] AGO: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd', 'add_obv_interval']
[2025-11-25T07:18:24.208323] [DEBUG] [FORECASTER] AGO: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T07:18:24.532058] [DEBUG] [FORECASTER] AGO: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T07:18:24.864122] [DEBUG] [FORECASTER] AGO: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T07:18:25.176954] [DEBUG] [FORECASTER] AGO: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T07:18:25.487874] [DEBUG] [FORECASTER] AGO: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-25T07:18:25.798526] [DEBUG] [FORECASTER] AGO: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1
[2025-11-25T07:18:26.123680] [DEBUG] [FORECASTER] AGO: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T07:18:26.474399] [DEBUG] [FORECASTER] AGO: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T07:18:26.778568] [DEBUG] [FORECASTER] AGO: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-25T07:18:27.086770] [DEBUG] [FORECASTER] AGO: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-25T07:18:27.086955] [INFO ] [CONFIGURE ] AGO: DISCARDED add_obv_interval (score: 60.00%)
[2025-11-25T07:18:27.087015] [INFO ] [CONFIGURE ] JOB ETA: 3.2h | Avg: 2.6s/test | Remaining: 4370 tests
[2025-11-25T07:18:27.087065] [INFO ] [CONFIGURE ] AGO: Testing feature 13/29: add_opening_strength
[2025-11-25T07:18:27.087111] [INFO ] [CONFIGURE ] AGO: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd', 'add_daily_returns', 'add_opening_strength']
[2025-11-25T07:18:27.411835] [DEBUG] [FORECASTER] AGO: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T07:18:27.753974] [DEBUG] [FORECASTER] AGO: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T07:18:28.125086] [DEBUG] [FORECASTER] AGO: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T07:18:28.498567] [DEBUG] [FORECASTER] AGO: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T07:18:28.873792] [DEBUG] [FORECASTER] AGO: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-25T07:18:29.230801] [DEBUG] [FORECASTER] AGO: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1
[2025-11-25T07:18:29.564620] [DEBUG] [FORECASTER] AGO: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T07:18:29.901536] [DEBUG] [FORECASTER] AGO: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T07:18:30.253390] [DEBUG] [FORECASTER] AGO: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-25T07:18:30.589544] [DEBUG] [FORECASTER] AGO: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-25T07:18:30.589742] [INFO ] [CONFIGURE ] AGO: DISCARDED add_opening_strength (score: 60.00%)
[2025-11-25T07:18:30.589802] [INFO ] [CONFIGURE ] JOB ETA: 3.2h | Avg: 2.6s/test | Remaining: 4369 tests
[2025-11-25T07:18:30.589849] [INFO ] [CONFIGURE ] AGO: Testing feature 14/29: add_order_flow_imbalance
[2025-11-25T07:18:30.589893] [INFO ] [CONFIGURE ] AGO: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd', 'add_order_flow_imbalance']
[2025-11-25T07:18:30.897397] [DEBUG] [FORECASTER] AGO: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T07:18:31.209722] [DEBUG] [FORECASTER] AGO: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T07:18:31.520962] [DEBUG] [FORECASTER] AGO: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T07:18:31.843180] [DEBUG] [FORECASTER] AGO: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T07:18:32.172365] [DEBUG] [FORECASTER] AGO: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-25T07:18:32.521464] [DEBUG] [FORECASTER] AGO: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1
[2025-11-25T07:18:32.842916] [DEBUG] [FORECASTER] AGO: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T07:18:33.189385] [DEBUG] [FORECASTER] AGO: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T07:18:33.535621] [DEBUG] [FORECASTER] AGO: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-25T07:18:33.871254] [DEBUG] [FORECASTER] AGO: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-25T07:18:33.871461] [INFO ] [CONFIGURE ] AGO: DISCARDED add_order_flow_imbalance (score: 50.00%)
[2025-11-25T07:18:33.871520] [INFO ] [CONFIGURE ] JOB ETA: 3.2h | Avg: 2.6s/test | Remaining: 4368 tests
[2025-11-25T07:18:33.871566] [INFO ] [CONFIGURE ] AGO: Testing feature 15/29: add_pbf_morning_momentum
[2025-11-25T07:18:33.871608] [INFO ] [CONFIGURE ] AGO: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd', 'add_pbf_morning_momentum']
[2025-11-25T07:18:34.172085] [DEBUG] [FORECASTER] AGO: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T07:18:34.477867] [DEBUG] [FORECASTER] AGO: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T07:18:34.793976] [DEBUG] [FORECASTER] AGO: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T07:18:35.091308] [DEBUG] [FORECASTER] AGO: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T07:18:35.387104] [DEBUG] [FORECASTER] AGO: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-25T07:18:35.688043] [DEBUG] [FORECASTER] AGO: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1
[2025-11-25T07:18:36.021486] [DEBUG] [FORECASTER] AGO: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T07:18:36.405267] [DEBUG] [FORECASTER] AGO: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T07:18:36.752571] [DEBUG] [FORECASTER] AGO: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-25T07:18:37.059138] [DEBUG] [FORECASTER] AGO: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-25T07:18:37.059335] [INFO ] [CONFIGURE ] AGO: KEPT add_pbf_morning_momentum (score: 70.00%)
[2025-11-25T07:18:37.059391] [INFO ] [CONFIGURE ] JOB ETA: 3.2h | Avg: 2.6s/test | Remaining: 4367 tests
[2025-11-25T07:18:37.059442] [INFO ] [CONFIGURE ] AGO: Testing feature 16/29: add_pbf_overnight_gap
[2025-11-25T07:18:37.059487] [INFO ] [CONFIGURE ] AGO: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd', 'add_pbf_morning_momentum', 'add_pbf_overnight_gap']
[2025-11-25T07:18:37.382018] [DEBUG] [FORECASTER] AGO: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T07:18:37.702902] [DEBUG] [FORECASTER] AGO: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T07:18:38.020145] [DEBUG] [FORECASTER] AGO: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T07:18:38.357249] [DEBUG] [FORECASTER] AGO: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T07:18:38.680465] [DEBUG] [FORECASTER] AGO: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-25T07:18:39.001358] [DEBUG] [FORECASTER] AGO: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1
[2025-11-25T07:18:39.349327] [DEBUG] [FORECASTER] AGO: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T07:18:39.700361] [DEBUG] [FORECASTER] AGO: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T07:18:40.069665] [DEBUG] [FORECASTER] AGO: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-25T07:18:40.428872] [DEBUG] [FORECASTER] AGO: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-25T07:18:40.429073] [INFO ] [CONFIGURE ] AGO: DISCARDED add_pbf_overnight_gap (score: 40.00%)
[2025-11-25T07:18:40.429136] [INFO ] [CONFIGURE ] JOB ETA: 3.2h | Avg: 2.6s/test | Remaining: 4366 tests
[2025-11-25T07:18:40.429221] [INFO ] [CONFIGURE ] AGO: Testing feature 17/29: add_pbf_return_2d
[2025-11-25T07:18:40.429277] [INFO ] [CONFIGURE ] AGO: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd', 'add_pbf_morning_momentum', 'add_pbf_return_2d']
[2025-11-25T07:18:40.805387] [DEBUG] [FORECASTER] AGO: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T07:18:41.179068] [DEBUG] [FORECASTER] AGO: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T07:18:41.543548] [DEBUG] [FORECASTER] AGO: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T07:18:41.901621] [DEBUG] [FORECASTER] AGO: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T07:18:42.280217] [DEBUG] [FORECASTER] AGO: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-25T07:18:42.650158] [DEBUG] [FORECASTER] AGO: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1
[2025-11-25T07:18:43.001966] [DEBUG] [FORECASTER] AGO: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T07:18:43.363623] [DEBUG] [FORECASTER] AGO: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T07:18:43.733673] [DEBUG] [FORECASTER] AGO: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-25T07:18:44.143619] [DEBUG] [FORECASTER] AGO: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-25T07:18:44.143891] [INFO ] [CONFIGURE ] AGO: DISCARDED add_pbf_return_2d (score: 60.00%)
[2025-11-25T07:18:44.143977] [INFO ] [CONFIGURE ] JOB ETA: 3.2h | Avg: 2.6s/test | Remaining: 4365 tests
[2025-11-25T07:18:44.144053] [INFO ] [CONFIGURE ] AGO: Testing feature 18/29: add_pbf_volatility_5d
[2025-11-25T07:18:44.144124] [INFO ] [CONFIGURE ] AGO: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd', 'add_pbf_morning_momentum', 'add_pbf_volatility_5d']
[2025-11-25T07:18:44.624153] [DEBUG] [FORECASTER] AGO: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T07:18:45.061203] [DEBUG] [FORECASTER] AGO: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T07:18:45.401400] [DEBUG] [FORECASTER] AGO: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T07:18:45.735399] [DEBUG] [FORECASTER] AGO: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T07:18:46.056774] [DEBUG] [FORECASTER] AGO: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-25T07:18:46.370974] [DEBUG] [FORECASTER] AGO: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1
[2025-11-25T07:18:46.680516] [DEBUG] [FORECASTER] AGO: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T07:18:46.994243] [DEBUG] [FORECASTER] AGO: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T07:18:47.314418] [DEBUG] [FORECASTER] AGO: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-25T07:18:47.621333] [DEBUG] [FORECASTER] AGO: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-25T07:18:47.621507] [INFO ] [CONFIGURE ] AGO: KEPT add_pbf_volatility_5d (score: 80.00%)
[2025-11-25T07:18:47.621565] [INFO ] [CONFIGURE ] JOB ETA: 3.2h | Avg: 2.6s/test | Remaining: 4364 tests
[2025-11-25T07:18:47.621613] [INFO ] [CONFIGURE ] AGO: Testing feature 19/29: add_pbf_vs_sma_5
[2025-11-25T07:18:47.621674] [INFO ] [CONFIGURE ] AGO: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd', 'add_pbf_morning_momentum', 'add_pbf_volatility_5d', 'add_pbf_vs_sma_5']
[2025-11-25T07:18:47.950496] [DEBUG] [FORECASTER] AGO: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T07:18:48.256381] [DEBUG] [FORECASTER] AGO: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T07:18:48.556330] [DEBUG] [FORECASTER] AGO: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T07:18:48.855411] [DEBUG] [FORECASTER] AGO: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T07:18:49.162427] [DEBUG] [FORECASTER] AGO: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-25T07:18:49.473044] [DEBUG] [FORECASTER] AGO: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1
[2025-11-25T07:18:49.783102] [DEBUG] [FORECASTER] AGO: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T07:18:50.105321] [DEBUG] [FORECASTER] AGO: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T07:18:50.418363] [DEBUG] [FORECASTER] AGO: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-25T07:18:50.729440] [DEBUG] [FORECASTER] AGO: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-25T07:18:50.729667] [INFO ] [CONFIGURE ] AGO: DISCARDED add_pbf_vs_sma_5 (score: 70.00%)
[2025-11-25T07:18:50.729731] [INFO ] [CONFIGURE ] JOB ETA: 3.2h | Avg: 2.6s/test | Remaining: 4363 tests
[2025-11-25T07:18:50.729784] [INFO ] [CONFIGURE ] AGO: Testing feature 20/29: add_price_rejection
[2025-11-25T07:18:50.729834] [INFO ] [CONFIGURE ] AGO: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd', 'add_pbf_morning_momentum', 'add_pbf_volatility_5d', 'add_price_rejection']
[2025-11-25T07:18:51.073748] [DEBUG] [FORECASTER] AGO: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T07:18:51.415447] [DEBUG] [FORECASTER] AGO: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T07:18:51.767078] [DEBUG] [FORECASTER] AGO: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T07:18:52.102141] [DEBUG] [FORECASTER] AGO: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T07:18:52.448743] [DEBUG] [FORECASTER] AGO: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-25T07:18:52.792212] [DEBUG] [FORECASTER] AGO: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1
[2025-11-25T07:18:53.164408] [DEBUG] [FORECASTER] AGO: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T07:18:53.514325] [DEBUG] [FORECASTER] AGO: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T07:18:53.847121] [DEBUG] [FORECASTER] AGO: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-25T07:18:54.186391] [DEBUG] [FORECASTER] AGO: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-25T07:18:54.186592] [INFO ] [CONFIGURE ] AGO: DISCARDED add_price_rejection (score: 50.00%)
[2025-11-25T07:18:54.186674] [INFO ] [CONFIGURE ] JOB ETA: 3.2h | Avg: 2.6s/test | Remaining: 4362 tests
[2025-11-25T07:18:54.186729] [INFO ] [CONFIGURE ] AGO: Testing feature 21/29: add_range_position
[2025-11-25T07:18:54.186777] [INFO ] [CONFIGURE ] AGO: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd', 'add_pbf_morning_momentum', 'add_pbf_volatility_5d', 'add_range_position']
[2025-11-25T07:18:54.538504] [DEBUG] [FORECASTER] AGO: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T07:18:54.888543] [DEBUG] [FORECASTER] AGO: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T07:18:55.238964] [DEBUG] [FORECASTER] AGO: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T07:18:55.577264] [DEBUG] [FORECASTER] AGO: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T07:18:55.914100] [DEBUG] [FORECASTER] AGO: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-25T07:18:56.252897] [DEBUG] [FORECASTER] AGO: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1
[2025-11-25T07:18:56.602317] [DEBUG] [FORECASTER] AGO: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T07:18:56.947464] [DEBUG] [FORECASTER] AGO: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T07:18:57.304569] [DEBUG] [FORECASTER] AGO: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-25T07:18:57.654712] [DEBUG] [FORECASTER] AGO: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-25T07:18:57.654970] [INFO ] [CONFIGURE ] AGO: DISCARDED add_range_position (score: 80.00%)
[2025-11-25T07:18:57.655034] [INFO ] [CONFIGURE ] JOB ETA: 3.2h | Avg: 2.6s/test | Remaining: 4361 tests
[2025-11-25T07:18:57.655084] [INFO ] [CONFIGURE ] AGO: Testing feature 22/29: add_realized_volatility
[2025-11-25T07:18:57.655131] [INFO ] [CONFIGURE ] AGO: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd', 'add_pbf_morning_momentum', 'add_pbf_volatility_5d', 'add_realized_volatility']
[2025-11-25T07:18:58.104179] [DEBUG] [FORECASTER] AGO: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T07:18:58.559066] [DEBUG] [FORECASTER] AGO: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T07:18:59.024523] [DEBUG] [FORECASTER] AGO: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T07:18:59.477500] [DEBUG] [FORECASTER] AGO: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T07:18:59.959399] [DEBUG] [FORECASTER] AGO: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-25T07:19:00.436082] [DEBUG] [FORECASTER] AGO: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1
[2025-11-25T07:19:01.668761] [DEBUG] [FORECASTER] AGO: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T07:19:02.137834] [DEBUG] [FORECASTER] AGO: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T07:19:02.586986] [DEBUG] [FORECASTER] AGO: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-25T07:19:03.036744] [DEBUG] [FORECASTER] AGO: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-25T07:19:03.036946] [INFO ] [CONFIGURE ] AGO: DISCARDED add_realized_volatility (score: 60.00%)
[2025-11-25T07:19:03.037027] [INFO ] [CONFIGURE ] JOB ETA: 3.2h | Avg: 2.7s/test | Remaining: 4360 tests
[2025-11-25T07:19:03.037081] [INFO ] [CONFIGURE ] AGO: Testing feature 23/29: add_recent_range_context
[2025-11-25T07:19:03.037147] [INFO ] [CONFIGURE ] AGO: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd', 'add_pbf_morning_momentum', 'add_pbf_volatility_5d', 'add_recent_range_context']
[2025-11-25T07:19:03.372103] [DEBUG] [FORECASTER] AGO: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T07:19:03.700886] [DEBUG] [FORECASTER] AGO: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T07:19:04.030132] [DEBUG] [FORECASTER] AGO: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T07:19:04.369082] [DEBUG] [FORECASTER] AGO: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T07:19:04.718742] [DEBUG] [FORECASTER] AGO: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-25T07:19:05.043445] [DEBUG] [FORECASTER] AGO: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1
[2025-11-25T07:19:05.365960] [DEBUG] [FORECASTER] AGO: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T07:19:05.706038] [DEBUG] [FORECASTER] AGO: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T07:19:06.048061] [DEBUG] [FORECASTER] AGO: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-25T07:19:06.421865] [DEBUG] [FORECASTER] AGO: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-25T07:19:06.422074] [INFO ] [CONFIGURE ] AGO: DISCARDED add_recent_range_context (score: 60.00%)
[2025-11-25T07:19:06.422136] [INFO ] [CONFIGURE ] JOB ETA: 3.2h | Avg: 2.7s/test | Remaining: 4359 tests
[2025-11-25T07:19:06.422186] [INFO ] [CONFIGURE ] AGO: Testing feature 24/29: add_rsi
[2025-11-25T07:19:06.422235] [INFO ] [CONFIGURE ] AGO: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd', 'add_pbf_morning_momentum', 'add_pbf_volatility_5d', 'add_ema', 'add_rsi']
[2025-11-25T07:19:06.763160] [DEBUG] [FORECASTER] AGO: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T07:19:07.101979] [DEBUG] [FORECASTER] AGO: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T07:19:07.445332] [DEBUG] [FORECASTER] AGO: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T07:19:07.784316] [DEBUG] [FORECASTER] AGO: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T07:19:08.130246] [DEBUG] [FORECASTER] AGO: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-25T07:19:08.478414] [DEBUG] [FORECASTER] AGO: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1
[2025-11-25T07:19:08.835496] [DEBUG] [FORECASTER] AGO: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T07:19:09.206155] [DEBUG] [FORECASTER] AGO: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T07:19:09.580564] [DEBUG] [FORECASTER] AGO: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-25T07:19:09.966337] [DEBUG] [FORECASTER] AGO: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-25T07:19:09.966543] [INFO ] [CONFIGURE ] AGO: DISCARDED add_rsi (score: 70.00%)
[2025-11-25T07:19:09.966605] [INFO ] [CONFIGURE ] JOB ETA: 3.2h | Avg: 2.7s/test | Remaining: 4358 tests
[2025-11-25T07:19:09.966676] [INFO ] [CONFIGURE ] AGO: Testing feature 25/29: add_tick_distribution
[2025-11-25T07:19:09.966724] [INFO ] [CONFIGURE ] AGO: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd', 'add_pbf_morning_momentum', 'add_pbf_volatility_5d', 'add_tick_distribution']
[2025-11-25T07:19:10.299854] [DEBUG] [FORECASTER] AGO: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T07:19:10.618250] [DEBUG] [FORECASTER] AGO: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T07:19:10.936453] [DEBUG] [FORECASTER] AGO: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T07:19:11.258200] [DEBUG] [FORECASTER] AGO: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T07:19:11.578375] [DEBUG] [FORECASTER] AGO: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-25T07:19:11.900148] [DEBUG] [FORECASTER] AGO: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1
[2025-11-25T07:19:12.221924] [DEBUG] [FORECASTER] AGO: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T07:19:12.548453] [DEBUG] [FORECASTER] AGO: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T07:19:12.877055] [DEBUG] [FORECASTER] AGO: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-25T07:19:13.199144] [DEBUG] [FORECASTER] AGO: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-25T07:19:13.199340] [INFO ] [CONFIGURE ] AGO: DISCARDED add_tick_distribution (score: 50.00%)
[2025-11-25T07:19:13.199400] [INFO ] [CONFIGURE ] JOB ETA: 3.2h | Avg: 2.7s/test | Remaining: 4357 tests
[2025-11-25T07:19:13.199449] [INFO ] [CONFIGURE ] AGO: Testing feature 26/29: add_volume_momentum_confirmation
[2025-11-25T07:19:13.199495] [INFO ] [CONFIGURE ] AGO: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd', 'add_pbf_morning_momentum', 'add_pbf_volatility_5d', 'add_volume_momentum_confirmation']
[2025-11-25T07:19:13.550674] [DEBUG] [FORECASTER] AGO: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T07:19:13.893930] [DEBUG] [FORECASTER] AGO: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T07:19:14.237401] [DEBUG] [FORECASTER] AGO: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T07:19:14.591585] [DEBUG] [FORECASTER] AGO: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T07:19:14.942556] [DEBUG] [FORECASTER] AGO: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-25T07:19:15.287169] [DEBUG] [FORECASTER] AGO: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1
[2025-11-25T07:19:15.636567] [DEBUG] [FORECASTER] AGO: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T07:19:15.988213] [DEBUG] [FORECASTER] AGO: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T07:19:16.314392] [DEBUG] [FORECASTER] AGO: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-25T07:19:16.648784] [DEBUG] [FORECASTER] AGO: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-25T07:19:16.648976] [INFO ] [CONFIGURE ] AGO: DISCARDED add_volume_momentum_confirmation (score: 70.00%)
[2025-11-25T07:19:16.649034] [INFO ] [CONFIGURE ] JOB ETA: 3.2h | Avg: 2.7s/test | Remaining: 4356 tests
[2025-11-25T07:19:16.649089] [INFO ] [CONFIGURE ] AGO: Testing feature 27/29: add_volume_price_divergence
[2025-11-25T07:19:16.649182] [INFO ] [CONFIGURE ] AGO: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd', 'add_pbf_morning_momentum', 'add_pbf_volatility_5d', 'add_volume_price_divergence']
[2025-11-25T07:19:16.989266] [DEBUG] [FORECASTER] AGO: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T07:19:17.320583] [DEBUG] [FORECASTER] AGO: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T07:19:17.697561] [DEBUG] [FORECASTER] AGO: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T07:19:18.056372] [DEBUG] [FORECASTER] AGO: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T07:19:18.422880] [DEBUG] [FORECASTER] AGO: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-25T07:19:18.783978] [DEBUG] [FORECASTER] AGO: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1
[2025-11-25T07:19:19.183380] [DEBUG] [FORECASTER] AGO: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T07:19:19.553997] [DEBUG] [FORECASTER] AGO: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T07:19:19.926860] [DEBUG] [FORECASTER] AGO: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-25T07:19:20.310730] [DEBUG] [FORECASTER] AGO: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-25T07:19:20.310970] [INFO ] [CONFIGURE ] AGO: DISCARDED add_volume_price_divergence (score: 50.00%)
[2025-11-25T07:19:20.311032] [INFO ] [CONFIGURE ] JOB ETA: 3.2h | Avg: 2.7s/test | Remaining: 4355 tests
[2025-11-25T07:19:20.311082] [INFO ] [CONFIGURE ] AGO: Testing feature 28/29: add_volume_profile
[2025-11-25T07:19:20.311129] [INFO ] [CONFIGURE ] AGO: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd', 'add_pbf_morning_momentum', 'add_pbf_volatility_5d', 'add_volume_profile']
[2025-11-25T07:19:20.660484] [DEBUG] [FORECASTER] AGO: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T07:19:20.999710] [DEBUG] [FORECASTER] AGO: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T07:19:21.345016] [DEBUG] [FORECASTER] AGO: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T07:19:21.682181] [DEBUG] [FORECASTER] AGO: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T07:19:22.038565] [DEBUG] [FORECASTER] AGO: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-25T07:19:22.401183] [DEBUG] [FORECASTER] AGO: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1
[2025-11-25T07:19:22.755811] [DEBUG] [FORECASTER] AGO: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T07:19:23.103399] [DEBUG] [FORECASTER] AGO: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T07:19:23.469928] [DEBUG] [FORECASTER] AGO: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-25T07:19:23.805279] [DEBUG] [FORECASTER] AGO: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-25T07:19:23.805481] [INFO ] [CONFIGURE ] AGO: DISCARDED add_volume_profile (score: 50.00%)
[2025-11-25T07:19:23.805538] [INFO ] [CONFIGURE ] JOB ETA: 3.2h | Avg: 2.7s/test | Remaining: 4354 tests
[2025-11-25T07:19:23.805589] [INFO ] [CONFIGURE ] AGO: ===== FEATURE SELECTION COMPLETE =====
[2025-11-25T07:19:23.805631] [INFO ] [CONFIGURE ] AGO: Best accuracy: 80.00%
[2025-11-25T07:19:23.805886] [INFO ] [CONFIGURE ] AGO: Best feature set (5 features): ['add_bollinger_bands', 'add_vwap', 'add_macd', 'add_pbf_morning_momentum', 'add_pbf_volatility_5d']
[2025-11-25T07:19:23.805929] [INFO ] [CONFIGURE ] AGO: Improvement over baseline: 40.00%
[2025-11-25T07:19:23.805968] [INFO ] [CONFIGURE ] AGO: Total time: 1.5 minutes
[2025-11-25T07:19:23.806005] [INFO ] [CONFIGURE ] AGO: Average time per feature: 3.2 seconds
[2025-11-25T07:19:23.806041] [INFO ] [CONFIGURE ] AGO: Average speed: 0.32 features/sec
[2025-11-25T07:19:23.806607] [INFO ] [LOCAL     ] Saved configuration for AGO: 5 features, 80.00% accuracy -> ./output/feature-sets/AGO.json
[2025-11-25T07:19:23.806713] [INFO ] [CONFIGURE ] AGO: Configuration saved successfully: 5 features, 80.00% accuracy.
[2025-11-25T07:19:23.806768] [INFO ] [sig       ] [14/164] Successfully configured AGO | 0.01 sym/s | Total: 18.3m | ETA: 3.3h
[2025-11-25T07:19:23.806814] [INFO ] [sig       ] [15/164] Configuring AGX...
[2025-11-25T07:19:23.806855] [INFO ] [CONFIGURE ] AGX: Configurate test run.
[2025-11-25T07:19:23.806897] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AGX' from 'https://tdm.silogroup.org/data/derivative_storage/AGX.csv'.
[2025-11-25T07:19:23.819704] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'AGX'.
[2025-11-25T07:19:23.820152] [INFO ] [CONFIGURE ] AGX: Testing with 29 available features
[2025-11-25T07:19:23.820219] [INFO ] [CONFIGURE ] AGX: Establishing baseline with no features...
[2025-11-25T07:19:24.016127] [DEBUG] [FORECASTER] AGX: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T07:19:24.215136] [DEBUG] [FORECASTER] AGX: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T07:19:24.403764] [DEBUG] [FORECASTER] AGX: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T07:19:24.608993] [DEBUG] [FORECASTER] AGX: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-25T07:19:24.808282] [DEBUG] [FORECASTER] AGX: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T07:19:25.007612] [DEBUG] [FORECASTER] AGX: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T07:19:25.209425] [DEBUG] [FORECASTER] AGX: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T07:19:25.414606] [DEBUG] [FORECASTER] AGX: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T07:19:25.622158] [DEBUG] [FORECASTER] AGX: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T07:19:25.813883] [DEBUG] [FORECASTER] AGX: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T07:19:25.814047] [INFO ] [CONFIGURE ] AGX: Baseline score (no features): 40.00%
[2025-11-25T07:19:25.814098] [INFO ] [CONFIGURE ] AGX: Testing feature 1/29: add_bollinger_bands
[2025-11-25T07:19:25.814139] [INFO ] [CONFIGURE ] AGX: Testing with features: ['add_bollinger_bands']
[2025-11-25T07:19:26.043412] [DEBUG] [FORECASTER] AGX: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T07:19:26.275411] [DEBUG] [FORECASTER] AGX: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T07:19:26.507545] [DEBUG] [FORECASTER] AGX: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T07:19:26.732256] [DEBUG] [FORECASTER] AGX: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-25T07:19:26.967920] [DEBUG] [FORECASTER] AGX: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T07:19:27.194310] [DEBUG] [FORECASTER] AGX: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T07:19:27.420208] [DEBUG] [FORECASTER] AGX: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T07:19:27.638958] [DEBUG] [FORECASTER] AGX: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T07:19:27.859085] [DEBUG] [FORECASTER] AGX: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T07:19:28.076961] [DEBUG] [FORECASTER] AGX: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T07:19:28.077196] [INFO ] [CONFIGURE ] AGX: DISCARDED add_bollinger_bands (score: 40.00%)
[2025-11-25T07:19:28.077250] [INFO ] [CONFIGURE ] JOB ETA: 3.2h | Avg: 2.7s/test | Remaining: 4353 tests
[2025-11-25T07:19:28.077292] [INFO ] [CONFIGURE ] AGX: Testing feature 2/29: add_cumulative_delta
[2025-11-25T07:19:28.077328] [INFO ] [CONFIGURE ] AGX: Testing with features: ['add_cumulative_delta']
[2025-11-25T07:19:28.300860] [DEBUG] [FORECASTER] AGX: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T07:19:28.538563] [DEBUG] [FORECASTER] AGX: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T07:19:28.772453] [DEBUG] [FORECASTER] AGX: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T07:19:29.012788] [DEBUG] [FORECASTER] AGX: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-25T07:19:29.242203] [DEBUG] [FORECASTER] AGX: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T07:19:29.503563] [DEBUG] [FORECASTER] AGX: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T07:19:29.743301] [DEBUG] [FORECASTER] AGX: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T07:19:29.976227] [DEBUG] [FORECASTER] AGX: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T07:19:30.214778] [DEBUG] [FORECASTER] AGX: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T07:19:30.450486] [DEBUG] [FORECASTER] AGX: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T07:19:30.450675] [INFO ] [CONFIGURE ] AGX: KEPT add_cumulative_delta (score: 60.00%)
[2025-11-25T07:19:30.450778] [INFO ] [CONFIGURE ] JOB ETA: 3.2h | Avg: 2.7s/test | Remaining: 4352 tests
[2025-11-25T07:19:30.450832] [INFO ] [CONFIGURE ] AGX: Testing feature 3/29: add_daily_returns
[2025-11-25T07:19:30.450883] [INFO ] [CONFIGURE ] AGX: Testing with features: ['add_cumulative_delta', 'add_daily_returns']
[2025-11-25T07:19:30.694234] [DEBUG] [FORECASTER] AGX: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T07:19:30.949372] [DEBUG] [FORECASTER] AGX: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T07:19:31.207912] [DEBUG] [FORECASTER] AGX: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T07:19:31.481881] [DEBUG] [FORECASTER] AGX: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-25T07:19:31.836232] [DEBUG] [FORECASTER] AGX: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T07:19:32.190972] [DEBUG] [FORECASTER] AGX: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T07:19:32.518445] [DEBUG] [FORECASTER] AGX: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T07:19:32.797500] [DEBUG] [FORECASTER] AGX: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T07:19:33.079486] [DEBUG] [FORECASTER] AGX: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T07:19:33.350807] [DEBUG] [FORECASTER] AGX: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T07:19:33.351010] [INFO ] [CONFIGURE ] AGX: DISCARDED add_daily_returns (score: 50.00%)
[2025-11-25T07:19:33.351231] [INFO ] [CONFIGURE ] JOB ETA: 3.2h | Avg: 2.7s/test | Remaining: 4351 tests
[2025-11-25T07:19:33.351345] [INFO ] [CONFIGURE ] AGX: Testing feature 4/29: add_ema
[2025-11-25T07:19:33.351402] [INFO ] [CONFIGURE ] AGX: Testing with features: ['add_cumulative_delta', 'add_ema']
[2025-11-25T07:19:33.642502] [DEBUG] [FORECASTER] AGX: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T07:19:33.945305] [DEBUG] [FORECASTER] AGX: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T07:19:34.244243] [DEBUG] [FORECASTER] AGX: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T07:19:34.519250] [DEBUG] [FORECASTER] AGX: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-25T07:19:34.818688] [DEBUG] [FORECASTER] AGX: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T07:19:35.097855] [DEBUG] [FORECASTER] AGX: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T07:19:35.373662] [DEBUG] [FORECASTER] AGX: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T07:19:35.657112] [DEBUG] [FORECASTER] AGX: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T07:19:35.941079] [DEBUG] [FORECASTER] AGX: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T07:19:36.220393] [DEBUG] [FORECASTER] AGX: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T07:19:36.220586] [INFO ] [CONFIGURE ] AGX: KEPT add_ema (score: 70.00%)
[2025-11-25T07:19:36.220692] [INFO ] [CONFIGURE ] JOB ETA: 3.2h | Avg: 2.7s/test | Remaining: 4350 tests
[2025-11-25T07:19:36.220747] [INFO ] [CONFIGURE ] AGX: Testing feature 5/29: add_exhaustion_signals
[2025-11-25T07:19:36.220794] [INFO ] [CONFIGURE ] AGX: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_vwap', 'add_exhaustion_signals']
[2025-11-25T07:19:36.601870] [DEBUG] [FORECASTER] AGX: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T07:19:36.947180] [DEBUG] [FORECASTER] AGX: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T07:19:37.279090] [DEBUG] [FORECASTER] AGX: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T07:19:37.604815] [DEBUG] [FORECASTER] AGX: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-25T07:19:37.926213] [DEBUG] [FORECASTER] AGX: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T07:19:38.242924] [DEBUG] [FORECASTER] AGX: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T07:19:38.559839] [DEBUG] [FORECASTER] AGX: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T07:19:38.904938] [DEBUG] [FORECASTER] AGX: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T07:19:39.248760] [DEBUG] [FORECASTER] AGX: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T07:19:39.579269] [DEBUG] [FORECASTER] AGX: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T07:19:39.579423] [INFO ] [CONFIGURE ] AGX: DISCARDED add_exhaustion_signals (score: 60.00%)
[2025-11-25T07:19:39.579481] [INFO ] [CONFIGURE ] JOB ETA: 3.2h | Avg: 2.7s/test | Remaining: 4349 tests
[2025-11-25T07:19:39.579525] [INFO ] [CONFIGURE ] AGX: Testing feature 6/29: add_failed_moves
[2025-11-25T07:19:39.579566] [INFO ] [CONFIGURE ] AGX: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_failed_moves']
[2025-11-25T07:19:39.866478] [DEBUG] [FORECASTER] AGX: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T07:19:40.192892] [DEBUG] [FORECASTER] AGX: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T07:19:40.497458] [DEBUG] [FORECASTER] AGX: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T07:19:40.804341] [DEBUG] [FORECASTER] AGX: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-25T07:19:41.117717] [DEBUG] [FORECASTER] AGX: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T07:19:41.414809] [DEBUG] [FORECASTER] AGX: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T07:19:41.719771] [DEBUG] [FORECASTER] AGX: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T07:19:42.053298] [DEBUG] [FORECASTER] AGX: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T07:19:42.352302] [DEBUG] [FORECASTER] AGX: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T07:19:42.684833] [DEBUG] [FORECASTER] AGX: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T07:19:42.685094] [INFO ] [CONFIGURE ] AGX: DISCARDED add_failed_moves (score: 60.00%)
[2025-11-25T07:19:42.685160] [INFO ] [CONFIGURE ] JOB ETA: 3.2h | Avg: 2.7s/test | Remaining: 4348 tests
[2025-11-25T07:19:42.685206] [INFO ] [CONFIGURE ] AGX: Testing feature 7/29: add_lag_shelf
[2025-11-25T07:19:42.685251] [INFO ] [CONFIGURE ] AGX: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_lag_shelf']
[2025-11-25T07:19:42.978173] [DEBUG] [FORECASTER] AGX: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T07:19:43.271432] [DEBUG] [FORECASTER] AGX: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T07:19:43.565563] [DEBUG] [FORECASTER] AGX: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T07:19:43.829296] [DEBUG] [FORECASTER] AGX: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-25T07:19:44.088851] [DEBUG] [FORECASTER] AGX: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T07:19:44.349050] [DEBUG] [FORECASTER] AGX: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T07:19:44.622199] [DEBUG] [FORECASTER] AGX: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T07:19:44.886387] [DEBUG] [FORECASTER] AGX: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T07:19:45.150555] [DEBUG] [FORECASTER] AGX: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T07:19:45.414944] [DEBUG] [FORECASTER] AGX: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T07:19:45.415115] [INFO ] [CONFIGURE ] AGX: DISCARDED add_lag_shelf (score: 70.00%)
[2025-11-25T07:19:45.415170] [INFO ] [CONFIGURE ] JOB ETA: 3.2h | Avg: 2.7s/test | Remaining: 4347 tests
[2025-11-25T07:19:45.415209] [INFO ] [CONFIGURE ] AGX: Testing feature 8/29: add_macd
[2025-11-25T07:19:45.415253] [INFO ] [CONFIGURE ] AGX: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_vwap', 'add_macd']
[2025-11-25T07:19:45.757367] [DEBUG] [FORECASTER] AGX: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T07:19:46.097913] [DEBUG] [FORECASTER] AGX: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T07:19:46.447987] [DEBUG] [FORECASTER] AGX: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T07:19:46.793210] [DEBUG] [FORECASTER] AGX: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-25T07:19:47.151467] [DEBUG] [FORECASTER] AGX: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T07:19:47.519633] [DEBUG] [FORECASTER] AGX: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T07:19:47.885350] [DEBUG] [FORECASTER] AGX: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T07:19:48.250975] [DEBUG] [FORECASTER] AGX: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T07:19:48.612269] [DEBUG] [FORECASTER] AGX: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T07:19:49.002962] [DEBUG] [FORECASTER] AGX: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T07:19:49.003168] [INFO ] [CONFIGURE ] AGX: DISCARDED add_macd (score: 70.00%)
[2025-11-25T07:19:49.003230] [INFO ] [CONFIGURE ] JOB ETA: 3.2h | Avg: 2.7s/test | Remaining: 4346 tests
[2025-11-25T07:19:49.003271] [INFO ] [CONFIGURE ] AGX: Testing feature 9/29: add_mfi
[2025-11-25T07:19:49.003317] [INFO ] [CONFIGURE ] AGX: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_mfi']
[2025-11-25T07:19:49.308929] [DEBUG] [FORECASTER] AGX: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T07:19:49.587802] [DEBUG] [FORECASTER] AGX: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T07:19:49.896743] [DEBUG] [FORECASTER] AGX: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T07:19:50.200197] [DEBUG] [FORECASTER] AGX: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-25T07:19:50.512343] [DEBUG] [FORECASTER] AGX: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T07:19:50.822251] [DEBUG] [FORECASTER] AGX: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T07:19:51.153664] [DEBUG] [FORECASTER] AGX: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T07:19:51.460770] [DEBUG] [FORECASTER] AGX: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T07:19:51.769243] [DEBUG] [FORECASTER] AGX: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T07:19:52.091398] [DEBUG] [FORECASTER] AGX: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T07:19:52.091631] [INFO ] [CONFIGURE ] AGX: DISCARDED add_mfi (score: 50.00%)
[2025-11-25T07:19:52.091711] [INFO ] [CONFIGURE ] JOB ETA: 3.2h | Avg: 2.7s/test | Remaining: 4345 tests
[2025-11-25T07:19:52.091761] [INFO ] [CONFIGURE ] AGX: Testing feature 10/29: add_momentum_acceleration
[2025-11-25T07:19:52.091804] [INFO ] [CONFIGURE ] AGX: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-11-25T07:19:52.482543] [DEBUG] [FORECASTER] AGX: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T07:19:52.871474] [DEBUG] [FORECASTER] AGX: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T07:19:53.238546] [DEBUG] [FORECASTER] AGX: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T07:19:53.610149] [DEBUG] [FORECASTER] AGX: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-25T07:19:54.009315] [DEBUG] [FORECASTER] AGX: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T07:19:54.395438] [DEBUG] [FORECASTER] AGX: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T07:19:54.775618] [DEBUG] [FORECASTER] AGX: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T07:19:55.160189] [DEBUG] [FORECASTER] AGX: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T07:19:55.547357] [DEBUG] [FORECASTER] AGX: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T07:19:55.945075] [DEBUG] [FORECASTER] AGX: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T07:19:55.945296] [INFO ] [CONFIGURE ] AGX: DISCARDED add_momentum_acceleration (score: 60.00%)
[2025-11-25T07:19:55.945357] [INFO ] [CONFIGURE ] JOB ETA: 3.2h | Avg: 2.7s/test | Remaining: 4344 tests
[2025-11-25T07:19:55.945405] [INFO ] [CONFIGURE ] AGX: Testing feature 11/29: add_obv_daily
[2025-11-25T07:19:55.945452] [INFO ] [CONFIGURE ] AGX: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_obv_daily']
[2025-11-25T07:19:56.241726] [DEBUG] [FORECASTER] AGX: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T07:19:56.527159] [DEBUG] [FORECASTER] AGX: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T07:19:56.824295] [DEBUG] [FORECASTER] AGX: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T07:19:57.107923] [DEBUG] [FORECASTER] AGX: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-25T07:19:57.386594] [DEBUG] [FORECASTER] AGX: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-25T07:19:57.663658] [DEBUG] [FORECASTER] AGX: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T07:19:57.939052] [DEBUG] [FORECASTER] AGX: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T07:19:58.238327] [DEBUG] [FORECASTER] AGX: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T07:19:58.522405] [DEBUG] [FORECASTER] AGX: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T07:19:58.808873] [DEBUG] [FORECASTER] AGX: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T07:19:58.809090] [INFO ] [CONFIGURE ] AGX: DISCARDED add_obv_daily (score: 60.00%)
[2025-11-25T07:19:58.809165] [INFO ] [CONFIGURE ] JOB ETA: 3.2h | Avg: 2.7s/test | Remaining: 4343 tests
[2025-11-25T07:19:58.809219] [INFO ] [CONFIGURE ] AGX: Testing feature 12/29: add_obv_interval
[2025-11-25T07:19:58.809265] [INFO ] [CONFIGURE ] AGX: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_obv_interval']
[2025-11-25T07:19:59.077408] [DEBUG] [FORECASTER] AGX: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T07:19:59.325163] [DEBUG] [FORECASTER] AGX: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T07:19:59.582322] [DEBUG] [FORECASTER] AGX: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T07:19:59.874627] [DEBUG] [FORECASTER] AGX: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-25T07:20:00.181382] [DEBUG] [FORECASTER] AGX: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-25T07:20:00.476235] [DEBUG] [FORECASTER] AGX: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T07:20:00.756984] [DEBUG] [FORECASTER] AGX: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T07:20:01.894354] [DEBUG] [FORECASTER] AGX: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T07:20:02.402322] [DEBUG] [FORECASTER] AGX: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T07:20:02.702705] [DEBUG] [FORECASTER] AGX: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T07:20:02.702916] [INFO ] [CONFIGURE ] AGX: DISCARDED add_obv_interval (score: 60.00%)
[2025-11-25T07:20:02.702977] [INFO ] [CONFIGURE ] JOB ETA: 3.2h | Avg: 2.7s/test | Remaining: 4342 tests
[2025-11-25T07:20:02.703025] [INFO ] [CONFIGURE ] AGX: Testing feature 13/29: add_opening_strength
[2025-11-25T07:20:02.703069] [INFO ] [CONFIGURE ] AGX: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_daily_returns', 'add_opening_strength']
[2025-11-25T07:20:03.040119] [DEBUG] [FORECASTER] AGX: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T07:20:03.362270] [DEBUG] [FORECASTER] AGX: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T07:20:03.686924] [DEBUG] [FORECASTER] AGX: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T07:20:04.015233] [DEBUG] [FORECASTER] AGX: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-25T07:20:04.338292] [DEBUG] [FORECASTER] AGX: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T07:20:04.691030] [DEBUG] [FORECASTER] AGX: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T07:20:05.015476] [DEBUG] [FORECASTER] AGX: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T07:20:05.322108] [DEBUG] [FORECASTER] AGX: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T07:20:05.649031] [DEBUG] [FORECASTER] AGX: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T07:20:05.938521] [DEBUG] [FORECASTER] AGX: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T07:20:05.938737] [INFO ] [CONFIGURE ] AGX: DISCARDED add_opening_strength (score: 50.00%)
[2025-11-25T07:20:05.938798] [INFO ] [CONFIGURE ] JOB ETA: 3.2h | Avg: 2.7s/test | Remaining: 4341 tests
[2025-11-25T07:20:05.938845] [INFO ] [CONFIGURE ] AGX: Testing feature 14/29: add_order_flow_imbalance
[2025-11-25T07:20:05.938890] [INFO ] [CONFIGURE ] AGX: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_order_flow_imbalance']
[2025-11-25T07:20:06.217219] [DEBUG] [FORECASTER] AGX: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T07:20:06.528274] [DEBUG] [FORECASTER] AGX: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T07:20:06.829506] [DEBUG] [FORECASTER] AGX: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T07:20:07.115099] [DEBUG] [FORECASTER] AGX: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-25T07:20:07.402163] [DEBUG] [FORECASTER] AGX: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T07:20:07.686824] [DEBUG] [FORECASTER] AGX: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T07:20:07.973509] [DEBUG] [FORECASTER] AGX: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T07:20:08.263573] [DEBUG] [FORECASTER] AGX: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T07:20:08.561034] [DEBUG] [FORECASTER] AGX: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T07:20:08.853311] [DEBUG] [FORECASTER] AGX: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T07:20:08.853506] [INFO ] [CONFIGURE ] AGX: DISCARDED add_order_flow_imbalance (score: 70.00%)
[2025-11-25T07:20:08.853564] [INFO ] [CONFIGURE ] JOB ETA: 3.2h | Avg: 2.7s/test | Remaining: 4340 tests
[2025-11-25T07:20:08.853612] [INFO ] [CONFIGURE ] AGX: Testing feature 15/29: add_pbf_morning_momentum
[2025-11-25T07:20:08.853675] [INFO ] [CONFIGURE ] AGX: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_pbf_morning_momentum']
[2025-11-25T07:20:09.123051] [DEBUG] [FORECASTER] AGX: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T07:20:09.389114] [DEBUG] [FORECASTER] AGX: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T07:20:09.668539] [DEBUG] [FORECASTER] AGX: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T07:20:09.953931] [DEBUG] [FORECASTER] AGX: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-25T07:20:10.216951] [DEBUG] [FORECASTER] AGX: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T07:20:10.476785] [DEBUG] [FORECASTER] AGX: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T07:20:10.737745] [DEBUG] [FORECASTER] AGX: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T07:20:11.000006] [DEBUG] [FORECASTER] AGX: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T07:20:11.279916] [DEBUG] [FORECASTER] AGX: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T07:20:11.557100] [DEBUG] [FORECASTER] AGX: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T07:20:11.557341] [INFO ] [CONFIGURE ] AGX: DISCARDED add_pbf_morning_momentum (score: 50.00%)
[2025-11-25T07:20:11.557402] [INFO ] [CONFIGURE ] JOB ETA: 3.2h | Avg: 2.7s/test | Remaining: 4339 tests
[2025-11-25T07:20:11.557452] [INFO ] [CONFIGURE ] AGX: Testing feature 16/29: add_pbf_overnight_gap
[2025-11-25T07:20:11.557497] [INFO ] [CONFIGURE ] AGX: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_pbf_overnight_gap']
[2025-11-25T07:20:11.865890] [DEBUG] [FORECASTER] AGX: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T07:20:12.156378] [DEBUG] [FORECASTER] AGX: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T07:20:12.455242] [DEBUG] [FORECASTER] AGX: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T07:20:12.746084] [DEBUG] [FORECASTER] AGX: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-25T07:20:13.041700] [DEBUG] [FORECASTER] AGX: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T07:20:13.345704] [DEBUG] [FORECASTER] AGX: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T07:20:13.644152] [DEBUG] [FORECASTER] AGX: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T07:20:13.943395] [DEBUG] [FORECASTER] AGX: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T07:20:14.250065] [DEBUG] [FORECASTER] AGX: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T07:20:14.551906] [DEBUG] [FORECASTER] AGX: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T07:20:14.552116] [INFO ] [CONFIGURE ] AGX: DISCARDED add_pbf_overnight_gap (score: 60.00%)
[2025-11-25T07:20:14.552179] [INFO ] [CONFIGURE ] JOB ETA: 3.2h | Avg: 2.7s/test | Remaining: 4338 tests
[2025-11-25T07:20:14.552230] [INFO ] [CONFIGURE ] AGX: Testing feature 17/29: add_pbf_return_2d
[2025-11-25T07:20:14.552279] [INFO ] [CONFIGURE ] AGX: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_pbf_return_2d']
[2025-11-25T07:20:14.852780] [DEBUG] [FORECASTER] AGX: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T07:20:15.151177] [DEBUG] [FORECASTER] AGX: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T07:20:15.438239] [DEBUG] [FORECASTER] AGX: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T07:20:15.720429] [DEBUG] [FORECASTER] AGX: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-25T07:20:16.002827] [DEBUG] [FORECASTER] AGX: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T07:20:16.292243] [DEBUG] [FORECASTER] AGX: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T07:20:16.584365] [DEBUG] [FORECASTER] AGX: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T07:20:16.869060] [DEBUG] [FORECASTER] AGX: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T07:20:17.159686] [DEBUG] [FORECASTER] AGX: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T07:20:17.448368] [DEBUG] [FORECASTER] AGX: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T07:20:17.448555] [INFO ] [CONFIGURE ] AGX: DISCARDED add_pbf_return_2d (score: 50.00%)
[2025-11-25T07:20:17.448617] [INFO ] [CONFIGURE ] JOB ETA: 3.2h | Avg: 2.7s/test | Remaining: 4337 tests
[2025-11-25T07:20:17.448690] [INFO ] [CONFIGURE ] AGX: Testing feature 18/29: add_pbf_volatility_5d
[2025-11-25T07:20:17.448741] [INFO ] [CONFIGURE ] AGX: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_pbf_volatility_5d']
[2025-11-25T07:20:17.704229] [DEBUG] [FORECASTER] AGX: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T07:20:17.973726] [DEBUG] [FORECASTER] AGX: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T07:20:18.242366] [DEBUG] [FORECASTER] AGX: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T07:20:18.522799] [DEBUG] [FORECASTER] AGX: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-25T07:20:18.791240] [DEBUG] [FORECASTER] AGX: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-25T07:20:19.058033] [DEBUG] [FORECASTER] AGX: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T07:20:19.311590] [DEBUG] [FORECASTER] AGX: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T07:20:19.571904] [DEBUG] [FORECASTER] AGX: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T07:20:19.829026] [DEBUG] [FORECASTER] AGX: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T07:20:20.082227] [DEBUG] [FORECASTER] AGX: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T07:20:20.082416] [INFO ] [CONFIGURE ] AGX: DISCARDED add_pbf_volatility_5d (score: 40.00%)
[2025-11-25T07:20:20.082490] [INFO ] [CONFIGURE ] JOB ETA: 3.2h | Avg: 2.7s/test | Remaining: 4336 tests
[2025-11-25T07:20:20.082546] [INFO ] [CONFIGURE ] AGX: Testing feature 19/29: add_pbf_vs_sma_5
[2025-11-25T07:20:20.082592] [INFO ] [CONFIGURE ] AGX: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_pbf_vs_sma_5']
[2025-11-25T07:20:20.334622] [DEBUG] [FORECASTER] AGX: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T07:20:20.586987] [DEBUG] [FORECASTER] AGX: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T07:20:20.856276] [DEBUG] [FORECASTER] AGX: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T07:20:21.109669] [DEBUG] [FORECASTER] AGX: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-25T07:20:21.359455] [DEBUG] [FORECASTER] AGX: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T07:20:21.610963] [DEBUG] [FORECASTER] AGX: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T07:20:21.866913] [DEBUG] [FORECASTER] AGX: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T07:20:22.122338] [DEBUG] [FORECASTER] AGX: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T07:20:22.377715] [DEBUG] [FORECASTER] AGX: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T07:20:22.629252] [DEBUG] [FORECASTER] AGX: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T07:20:22.629442] [INFO ] [CONFIGURE ] AGX: DISCARDED add_pbf_vs_sma_5 (score: 60.00%)
[2025-11-25T07:20:22.629501] [INFO ] [CONFIGURE ] JOB ETA: 3.2h | Avg: 2.7s/test | Remaining: 4335 tests
[2025-11-25T07:20:22.629549] [INFO ] [CONFIGURE ] AGX: Testing feature 20/29: add_price_rejection
[2025-11-25T07:20:22.629594] [INFO ] [CONFIGURE ] AGX: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_price_rejection']
[2025-11-25T07:20:22.893208] [DEBUG] [FORECASTER] AGX: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T07:20:23.176964] [DEBUG] [FORECASTER] AGX: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T07:20:23.461717] [DEBUG] [FORECASTER] AGX: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T07:20:23.754581] [DEBUG] [FORECASTER] AGX: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-25T07:20:24.043738] [DEBUG] [FORECASTER] AGX: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T07:20:24.340332] [DEBUG] [FORECASTER] AGX: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T07:20:24.624755] [DEBUG] [FORECASTER] AGX: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T07:20:24.951078] [DEBUG] [FORECASTER] AGX: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T07:20:25.269832] [DEBUG] [FORECASTER] AGX: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T07:20:25.582459] [DEBUG] [FORECASTER] AGX: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T07:20:25.582701] [INFO ] [CONFIGURE ] AGX: DISCARDED add_price_rejection (score: 70.00%)
[2025-11-25T07:20:25.582767] [INFO ] [CONFIGURE ] JOB ETA: 3.2h | Avg: 2.7s/test | Remaining: 4334 tests
[2025-11-25T07:20:25.582818] [INFO ] [CONFIGURE ] AGX: Testing feature 21/29: add_range_position
[2025-11-25T07:20:25.582865] [INFO ] [CONFIGURE ] AGX: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_range_position']
[2025-11-25T07:20:25.916223] [DEBUG] [FORECASTER] AGX: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T07:20:26.249297] [DEBUG] [FORECASTER] AGX: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T07:20:26.577309] [DEBUG] [FORECASTER] AGX: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T07:20:26.907290] [DEBUG] [FORECASTER] AGX: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-25T07:20:27.228559] [DEBUG] [FORECASTER] AGX: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T07:20:27.564857] [DEBUG] [FORECASTER] AGX: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T07:20:27.885503] [DEBUG] [FORECASTER] AGX: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T07:20:28.209663] [DEBUG] [FORECASTER] AGX: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T07:20:28.540001] [DEBUG] [FORECASTER] AGX: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T07:20:28.872474] [DEBUG] [FORECASTER] AGX: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T07:20:28.872681] [INFO ] [CONFIGURE ] AGX: DISCARDED add_range_position (score: 50.00%)
[2025-11-25T07:20:28.872742] [INFO ] [CONFIGURE ] JOB ETA: 3.2h | Avg: 2.7s/test | Remaining: 4333 tests
[2025-11-25T07:20:28.872788] [INFO ] [CONFIGURE ] AGX: Testing feature 22/29: add_realized_volatility
[2025-11-25T07:20:28.872833] [INFO ] [CONFIGURE ] AGX: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_realized_volatility']
[2025-11-25T07:20:29.257004] [DEBUG] [FORECASTER] AGX: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T07:20:29.652229] [DEBUG] [FORECASTER] AGX: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T07:20:30.071351] [DEBUG] [FORECASTER] AGX: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T07:20:30.470366] [DEBUG] [FORECASTER] AGX: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-25T07:20:30.863856] [DEBUG] [FORECASTER] AGX: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T07:20:31.257250] [DEBUG] [FORECASTER] AGX: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T07:20:31.649410] [DEBUG] [FORECASTER] AGX: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T07:20:32.055933] [DEBUG] [FORECASTER] AGX: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T07:20:32.500078] [DEBUG] [FORECASTER] AGX: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T07:20:32.906710] [DEBUG] [FORECASTER] AGX: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T07:20:32.906928] [INFO ] [CONFIGURE ] AGX: DISCARDED add_realized_volatility (score: 70.00%)
[2025-11-25T07:20:32.907041] [INFO ] [CONFIGURE ] JOB ETA: 3.2h | Avg: 2.7s/test | Remaining: 4332 tests
[2025-11-25T07:20:32.907096] [INFO ] [CONFIGURE ] AGX: Testing feature 23/29: add_recent_range_context
[2025-11-25T07:20:32.907163] [INFO ] [CONFIGURE ] AGX: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_recent_range_context']
[2025-11-25T07:20:33.221934] [DEBUG] [FORECASTER] AGX: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T07:20:33.533415] [DEBUG] [FORECASTER] AGX: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T07:20:33.848263] [DEBUG] [FORECASTER] AGX: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T07:20:34.171128] [DEBUG] [FORECASTER] AGX: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-25T07:20:34.456692] [DEBUG] [FORECASTER] AGX: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T07:20:34.746222] [DEBUG] [FORECASTER] AGX: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T07:20:35.049749] [DEBUG] [FORECASTER] AGX: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T07:20:35.356221] [DEBUG] [FORECASTER] AGX: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T07:20:35.664942] [DEBUG] [FORECASTER] AGX: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T07:20:35.979362] [DEBUG] [FORECASTER] AGX: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T07:20:35.979581] [INFO ] [CONFIGURE ] AGX: DISCARDED add_recent_range_context (score: 60.00%)
[2025-11-25T07:20:35.979661] [INFO ] [CONFIGURE ] JOB ETA: 3.2h | Avg: 2.7s/test | Remaining: 4331 tests
[2025-11-25T07:20:35.979716] [INFO ] [CONFIGURE ] AGX: Testing feature 24/29: add_rsi
[2025-11-25T07:20:35.979761] [INFO ] [CONFIGURE ] AGX: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_rsi']
[2025-11-25T07:20:36.291617] [DEBUG] [FORECASTER] AGX: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T07:20:36.667010] [DEBUG] [FORECASTER] AGX: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T07:20:37.002277] [DEBUG] [FORECASTER] AGX: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T07:20:37.317275] [DEBUG] [FORECASTER] AGX: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-25T07:20:37.641468] [DEBUG] [FORECASTER] AGX: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T07:20:37.965693] [DEBUG] [FORECASTER] AGX: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T07:20:38.268724] [DEBUG] [FORECASTER] AGX: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T07:20:38.548730] [DEBUG] [FORECASTER] AGX: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T07:20:38.836668] [DEBUG] [FORECASTER] AGX: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T07:20:39.113933] [DEBUG] [FORECASTER] AGX: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T07:20:39.114119] [INFO ] [CONFIGURE ] AGX: DISCARDED add_rsi (score: 60.00%)
[2025-11-25T07:20:39.114179] [INFO ] [CONFIGURE ] JOB ETA: 3.2h | Avg: 2.7s/test | Remaining: 4330 tests
[2025-11-25T07:20:39.114227] [INFO ] [CONFIGURE ] AGX: Testing feature 25/29: add_tick_distribution
[2025-11-25T07:20:39.114271] [INFO ] [CONFIGURE ] AGX: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_tick_distribution']
[2025-11-25T07:20:39.377946] [DEBUG] [FORECASTER] AGX: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T07:20:39.645021] [DEBUG] [FORECASTER] AGX: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T07:20:39.925022] [DEBUG] [FORECASTER] AGX: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T07:20:40.231474] [DEBUG] [FORECASTER] AGX: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-25T07:20:40.541980] [DEBUG] [FORECASTER] AGX: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T07:20:40.856465] [DEBUG] [FORECASTER] AGX: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T07:20:41.156061] [DEBUG] [FORECASTER] AGX: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T07:20:41.446662] [DEBUG] [FORECASTER] AGX: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T07:20:41.796143] [DEBUG] [FORECASTER] AGX: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T07:20:42.155018] [DEBUG] [FORECASTER] AGX: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T07:20:42.155304] [INFO ] [CONFIGURE ] AGX: DISCARDED add_tick_distribution (score: 70.00%)
[2025-11-25T07:20:42.155386] [INFO ] [CONFIGURE ] JOB ETA: 3.2h | Avg: 2.7s/test | Remaining: 4329 tests
[2025-11-25T07:20:42.155441] [INFO ] [CONFIGURE ] AGX: Testing feature 26/29: add_volume_momentum_confirmation
[2025-11-25T07:20:42.155504] [INFO ] [CONFIGURE ] AGX: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_volume_momentum_confirmation']
[2025-11-25T07:20:42.535069] [DEBUG] [FORECASTER] AGX: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T07:20:42.839882] [DEBUG] [FORECASTER] AGX: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T07:20:43.157951] [DEBUG] [FORECASTER] AGX: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T07:20:43.465537] [DEBUG] [FORECASTER] AGX: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-25T07:20:43.774537] [DEBUG] [FORECASTER] AGX: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T07:20:44.073916] [DEBUG] [FORECASTER] AGX: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T07:20:44.376554] [DEBUG] [FORECASTER] AGX: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T07:20:44.672806] [DEBUG] [FORECASTER] AGX: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T07:20:44.974312] [DEBUG] [FORECASTER] AGX: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T07:20:45.267794] [DEBUG] [FORECASTER] AGX: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T07:20:45.268003] [INFO ] [CONFIGURE ] AGX: DISCARDED add_volume_momentum_confirmation (score: 70.00%)
[2025-11-25T07:20:45.268063] [INFO ] [CONFIGURE ] JOB ETA: 3.2h | Avg: 2.7s/test | Remaining: 4328 tests
[2025-11-25T07:20:45.268114] [INFO ] [CONFIGURE ] AGX: Testing feature 27/29: add_volume_price_divergence
[2025-11-25T07:20:45.268162] [INFO ] [CONFIGURE ] AGX: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_volume_price_divergence']
[2025-11-25T07:20:45.595656] [DEBUG] [FORECASTER] AGX: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T07:20:45.901664] [DEBUG] [FORECASTER] AGX: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T07:20:46.226350] [DEBUG] [FORECASTER] AGX: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T07:20:46.563930] [DEBUG] [FORECASTER] AGX: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-25T07:20:46.885139] [DEBUG] [FORECASTER] AGX: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-25T07:20:47.184109] [DEBUG] [FORECASTER] AGX: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T07:20:47.474558] [DEBUG] [FORECASTER] AGX: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T07:20:47.775953] [DEBUG] [FORECASTER] AGX: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T07:20:48.069055] [DEBUG] [FORECASTER] AGX: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T07:20:48.371142] [DEBUG] [FORECASTER] AGX: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T07:20:48.371341] [INFO ] [CONFIGURE ] AGX: DISCARDED add_volume_price_divergence (score: 50.00%)
[2025-11-25T07:20:48.371401] [INFO ] [CONFIGURE ] JOB ETA: 3.2h | Avg: 2.7s/test | Remaining: 4327 tests
[2025-11-25T07:20:48.371451] [INFO ] [CONFIGURE ] AGX: Testing feature 28/29: add_volume_profile
[2025-11-25T07:20:48.371541] [INFO ] [CONFIGURE ] AGX: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_volume_profile']
[2025-11-25T07:20:48.657968] [DEBUG] [FORECASTER] AGX: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T07:20:48.954400] [DEBUG] [FORECASTER] AGX: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T07:20:49.243320] [DEBUG] [FORECASTER] AGX: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T07:20:49.536600] [DEBUG] [FORECASTER] AGX: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-25T07:20:49.831008] [DEBUG] [FORECASTER] AGX: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T07:20:50.125261] [DEBUG] [FORECASTER] AGX: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T07:20:50.421186] [DEBUG] [FORECASTER] AGX: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T07:20:50.706498] [DEBUG] [FORECASTER] AGX: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T07:20:51.003983] [DEBUG] [FORECASTER] AGX: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T07:20:51.290248] [DEBUG] [FORECASTER] AGX: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T07:20:51.290424] [INFO ] [CONFIGURE ] AGX: DISCARDED add_volume_profile (score: 50.00%)
[2025-11-25T07:20:51.290485] [INFO ] [CONFIGURE ] JOB ETA: 3.2h | Avg: 2.7s/test | Remaining: 4326 tests
[2025-11-25T07:20:51.290535] [INFO ] [CONFIGURE ] AGX: Testing feature 29/29: add_vwap
[2025-11-25T07:20:51.290581] [INFO ] [CONFIGURE ] AGX: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_vwap']
[2025-11-25T07:20:51.569906] [DEBUG] [FORECASTER] AGX: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T07:20:51.855965] [DEBUG] [FORECASTER] AGX: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T07:20:52.134474] [DEBUG] [FORECASTER] AGX: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T07:20:52.416626] [DEBUG] [FORECASTER] AGX: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-25T07:20:52.708150] [DEBUG] [FORECASTER] AGX: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T07:20:53.039385] [DEBUG] [FORECASTER] AGX: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T07:20:53.327476] [DEBUG] [FORECASTER] AGX: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T07:20:53.610896] [DEBUG] [FORECASTER] AGX: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T07:20:53.899591] [DEBUG] [FORECASTER] AGX: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T07:20:54.208720] [DEBUG] [FORECASTER] AGX: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T07:20:54.208926] [INFO ] [CONFIGURE ] AGX: DISCARDED add_vwap (score: 60.00%)
[2025-11-25T07:20:54.208987] [INFO ] [CONFIGURE ] JOB ETA: 3.2h | Avg: 2.7s/test | Remaining: 4325 tests
[2025-11-25T07:20:54.209039] [INFO ] [CONFIGURE ] AGX: ===== FEATURE SELECTION COMPLETE =====
[2025-11-25T07:20:54.209083] [INFO ] [CONFIGURE ] AGX: Best accuracy: 70.00%
[2025-11-25T07:20:54.209128] [INFO ] [CONFIGURE ] AGX: Best feature set (2 features): ['add_cumulative_delta', 'add_ema']
[2025-11-25T07:20:54.209170] [INFO ] [CONFIGURE ] AGX: Improvement over baseline: 30.00%
[2025-11-25T07:20:54.209211] [INFO ] [CONFIGURE ] AGX: Total time: 1.5 minutes
[2025-11-25T07:20:54.209249] [INFO ] [CONFIGURE ] AGX: Average time per feature: 3.0 seconds
[2025-11-25T07:20:54.209289] [INFO ] [CONFIGURE ] AGX: Average speed: 0.33 features/sec
[2025-11-25T07:20:54.209795] [INFO ] [LOCAL     ] Saved configuration for AGX: 2 features, 70.00% accuracy -> ./output/feature-sets/AGX.json
[2025-11-25T07:20:54.209859] [INFO ] [CONFIGURE ] AGX: Configuration saved successfully: 2 features, 70.00% accuracy.
[2025-11-25T07:20:54.210090] [INFO ] [sig       ] [15/164] Successfully configured AGX | 0.01 sym/s | Total: 19.8m | ETA: 3.3h
[2025-11-25T07:20:54.210147] [INFO ] [sig       ] [16/164] Configuring AHT...
[2025-11-25T07:20:54.210213] [INFO ] [CONFIGURE ] AHT: Configurate test run.
[2025-11-25T07:20:54.210272] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AHT' from 'https://tdm.silogroup.org/data/derivative_storage/AHT.csv'.
[2025-11-25T07:20:54.224025] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'AHT'.
[2025-11-25T07:20:54.224420] [INFO ] [CONFIGURE ] AHT: Testing with 29 available features
[2025-11-25T07:20:54.224485] [INFO ] [CONFIGURE ] AHT: Establishing baseline with no features...
[2025-11-25T07:20:54.403217] [DEBUG] [FORECASTER] AHT: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T07:20:54.580439] [DEBUG] [FORECASTER] AHT: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T07:20:54.758856] [DEBUG] [FORECASTER] AHT: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T07:20:54.930997] [DEBUG] [FORECASTER] AHT: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-25T07:20:55.096890] [DEBUG] [FORECASTER] AHT: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T07:20:55.262702] [DEBUG] [FORECASTER] AHT: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1
[2025-11-25T07:20:55.431389] [DEBUG] [FORECASTER] AHT: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T07:20:55.600915] [DEBUG] [FORECASTER] AHT: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T07:20:55.772424] [DEBUG] [FORECASTER] AHT: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T07:20:55.948272] [DEBUG] [FORECASTER] AHT: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-25T07:20:55.948456] [INFO ] [CONFIGURE ] AHT: Baseline score (no features): 80.00%
[2025-11-25T07:20:55.948504] [INFO ] [CONFIGURE ] AHT: Testing feature 1/29: add_bollinger_bands
[2025-11-25T07:20:55.948542] [INFO ] [CONFIGURE ] AHT: Testing with features: ['add_bollinger_bands']
[2025-11-25T07:20:56.156375] [DEBUG] [FORECASTER] AHT: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0
[2025-11-25T07:20:56.357515] [DEBUG] [FORECASTER] AHT: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T07:20:56.568173] [DEBUG] [FORECASTER] AHT: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T07:20:56.782196] [DEBUG] [FORECASTER] AHT: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-25T07:20:56.988485] [DEBUG] [FORECASTER] AHT: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T07:20:57.191499] [DEBUG] [FORECASTER] AHT: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1
[2025-11-25T07:20:57.396097] [DEBUG] [FORECASTER] AHT: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T07:20:57.603138] [DEBUG] [FORECASTER] AHT: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T07:20:57.808767] [DEBUG] [FORECASTER] AHT: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T07:20:58.012948] [DEBUG] [FORECASTER] AHT: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-25T07:20:58.013127] [INFO ] [CONFIGURE ] AHT: DISCARDED add_bollinger_bands (score: 70.00%)
[2025-11-25T07:20:58.013178] [INFO ] [CONFIGURE ] JOB ETA: 3.2h | Avg: 2.7s/test | Remaining: 4324 tests
[2025-11-25T07:20:58.013219] [INFO ] [CONFIGURE ] AHT: Testing feature 2/29: add_cumulative_delta
[2025-11-25T07:20:58.013257] [INFO ] [CONFIGURE ] AHT: Testing with features: ['add_cumulative_delta']
[2025-11-25T07:20:58.223033] [DEBUG] [FORECASTER] AHT: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T07:20:58.433867] [DEBUG] [FORECASTER] AHT: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T07:20:58.639667] [DEBUG] [FORECASTER] AHT: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T07:20:58.846977] [DEBUG] [FORECASTER] AHT: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1
[2025-11-25T07:20:59.063272] [DEBUG] [FORECASTER] AHT: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T07:20:59.284802] [DEBUG] [FORECASTER] AHT: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1
[2025-11-25T07:20:59.496719] [DEBUG] [FORECASTER] AHT: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T07:20:59.714808] [DEBUG] [FORECASTER] AHT: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T07:20:59.933490] [DEBUG] [FORECASTER] AHT: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T07:21:00.162839] [DEBUG] [FORECASTER] AHT: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-25T07:21:00.163028] [INFO ] [CONFIGURE ] AHT: DISCARDED add_cumulative_delta (score: 60.00%)
[2025-11-25T07:21:00.163079] [INFO ] [CONFIGURE ] JOB ETA: 3.2h | Avg: 2.7s/test | Remaining: 4323 tests
[2025-11-25T07:21:00.163116] [INFO ] [CONFIGURE ] AHT: Testing feature 3/29: add_daily_returns
[2025-11-25T07:21:00.163152] [INFO ] [CONFIGURE ] AHT: Testing with features: ['add_daily_returns']
[2025-11-25T07:21:01.050096] [DEBUG] [FORECASTER] AHT: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0
[2025-11-25T07:21:01.363777] [DEBUG] [FORECASTER] AHT: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T07:21:01.550894] [DEBUG] [FORECASTER] AHT: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T07:21:01.743144] [DEBUG] [FORECASTER] AHT: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-25T07:21:01.934543] [DEBUG] [FORECASTER] AHT: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T07:21:02.120904] [DEBUG] [FORECASTER] AHT: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1
[2025-11-25T07:21:02.305776] [DEBUG] [FORECASTER] AHT: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T07:21:02.498249] [DEBUG] [FORECASTER] AHT: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T07:21:02.680578] [DEBUG] [FORECASTER] AHT: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T07:21:02.870075] [DEBUG] [FORECASTER] AHT: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-25T07:21:02.870450] [INFO ] [CONFIGURE ] AHT: DISCARDED add_daily_returns (score: 60.00%)
[2025-11-25T07:21:02.870573] [INFO ] [CONFIGURE ] JOB ETA: 3.2h | Avg: 2.7s/test | Remaining: 4322 tests
[2025-11-25T07:21:02.870699] [INFO ] [CONFIGURE ] AHT: Testing feature 4/29: add_ema
[2025-11-25T07:21:02.870808] [INFO ] [CONFIGURE ] AHT: Testing with features: ['add_ema']
[2025-11-25T07:21:03.088054] [DEBUG] [FORECASTER] AHT: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0
[2025-11-25T07:21:03.303882] [DEBUG] [FORECASTER] AHT: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T07:21:03.516819] [DEBUG] [FORECASTER] AHT: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T07:21:03.732873] [DEBUG] [FORECASTER] AHT: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-25T07:21:03.942681] [DEBUG] [FORECASTER] AHT: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T07:21:04.156535] [DEBUG] [FORECASTER] AHT: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1
[2025-11-25T07:21:04.370820] [DEBUG] [FORECASTER] AHT: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T07:21:04.582610] [DEBUG] [FORECASTER] AHT: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-25T07:21:04.796742] [DEBUG] [FORECASTER] AHT: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T07:21:05.020318] [DEBUG] [FORECASTER] AHT: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-25T07:21:05.020525] [INFO ] [CONFIGURE ] AHT: DISCARDED add_ema (score: 70.00%)
[2025-11-25T07:21:05.020577] [INFO ] [CONFIGURE ] JOB ETA: 3.2h | Avg: 2.7s/test | Remaining: 4321 tests
[2025-11-25T07:21:05.020616] [INFO ] [CONFIGURE ] AHT: Testing feature 5/29: add_exhaustion_signals
[2025-11-25T07:21:05.020672] [INFO ] [CONFIGURE ] AHT: Testing with features: ['add_vwap', 'add_exhaustion_signals']
[2025-11-25T07:21:05.240233] [DEBUG] [FORECASTER] AHT: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T07:21:05.460965] [DEBUG] [FORECASTER] AHT: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T07:21:05.687143] [DEBUG] [FORECASTER] AHT: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T07:21:05.910854] [DEBUG] [FORECASTER] AHT: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-25T07:21:06.134232] [DEBUG] [FORECASTER] AHT: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T07:21:06.361253] [DEBUG] [FORECASTER] AHT: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1
[2025-11-25T07:21:06.612458] [DEBUG] [FORECASTER] AHT: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T07:21:06.824800] [DEBUG] [FORECASTER] AHT: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T07:21:07.057248] [DEBUG] [FORECASTER] AHT: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T07:21:07.276681] [DEBUG] [FORECASTER] AHT: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-25T07:21:07.276857] [INFO ] [CONFIGURE ] AHT: DISCARDED add_exhaustion_signals (score: 60.00%)
[2025-11-25T07:21:07.276914] [INFO ] [CONFIGURE ] JOB ETA: 3.2h | Avg: 2.7s/test | Remaining: 4320 tests
[2025-11-25T07:21:07.276961] [INFO ] [CONFIGURE ] AHT: Testing feature 6/29: add_failed_moves
[2025-11-25T07:21:07.276999] [INFO ] [CONFIGURE ] AHT: Testing with features: ['add_failed_moves']
[2025-11-25T07:21:07.452267] [DEBUG] [FORECASTER] AHT: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0
[2025-11-25T07:21:07.626972] [DEBUG] [FORECASTER] AHT: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T07:21:07.800088] [DEBUG] [FORECASTER] AHT: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T07:21:07.971739] [DEBUG] [FORECASTER] AHT: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1
[2025-11-25T07:21:08.144104] [DEBUG] [FORECASTER] AHT: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T07:21:08.317449] [DEBUG] [FORECASTER] AHT: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1
[2025-11-25T07:21:08.492977] [DEBUG] [FORECASTER] AHT: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T07:21:08.669957] [DEBUG] [FORECASTER] AHT: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T07:21:08.842075] [DEBUG] [FORECASTER] AHT: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T07:21:09.015462] [DEBUG] [FORECASTER] AHT: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-25T07:21:09.015617] [INFO ] [CONFIGURE ] AHT: DISCARDED add_failed_moves (score: 60.00%)
[2025-11-25T07:21:09.015722] [INFO ] [CONFIGURE ] JOB ETA: 3.2h | Avg: 2.7s/test | Remaining: 4319 tests
[2025-11-25T07:21:09.015775] [INFO ] [CONFIGURE ] AHT: Testing feature 7/29: add_lag_shelf
[2025-11-25T07:21:09.015827] [INFO ] [CONFIGURE ] AHT: Testing with features: ['add_lag_shelf']
[2025-11-25T07:21:09.174782] [DEBUG] [FORECASTER] AHT: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T07:21:09.334360] [DEBUG] [FORECASTER] AHT: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T07:21:09.498213] [DEBUG] [FORECASTER] AHT: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T07:21:09.659459] [DEBUG] [FORECASTER] AHT: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-25T07:21:09.825947] [DEBUG] [FORECASTER] AHT: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T07:21:09.994418] [DEBUG] [FORECASTER] AHT: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1
[2025-11-25T07:21:10.160042] [DEBUG] [FORECASTER] AHT: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T07:21:10.322093] [DEBUG] [FORECASTER] AHT: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T07:21:10.494357] [DEBUG] [FORECASTER] AHT: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T07:21:10.666135] [DEBUG] [FORECASTER] AHT: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-25T07:21:10.666295] [INFO ] [CONFIGURE ] AHT: DISCARDED add_lag_shelf (score: 80.00%)
[2025-11-25T07:21:10.666345] [INFO ] [CONFIGURE ] JOB ETA: 3.2h | Avg: 2.7s/test | Remaining: 4318 tests
[2025-11-25T07:21:10.666385] [INFO ] [CONFIGURE ] AHT: Testing feature 8/29: add_macd
[2025-11-25T07:21:10.666423] [INFO ] [CONFIGURE ] AHT: Testing with features: ['add_vwap', 'add_macd']
[2025-11-25T07:21:10.944258] [DEBUG] [FORECASTER] AHT: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T07:21:11.214167] [DEBUG] [FORECASTER] AHT: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0
[2025-11-25T07:21:11.478281] [DEBUG] [FORECASTER] AHT: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T07:21:11.751024] [DEBUG] [FORECASTER] AHT: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-25T07:21:12.017428] [DEBUG] [FORECASTER] AHT: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T07:21:12.283987] [DEBUG] [FORECASTER] AHT: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1
[2025-11-25T07:21:12.561074] [DEBUG] [FORECASTER] AHT: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T07:21:12.826249] [DEBUG] [FORECASTER] AHT: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T07:21:13.135956] [DEBUG] [FORECASTER] AHT: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T07:21:13.408214] [DEBUG] [FORECASTER] AHT: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-11-25T07:21:13.408423] [INFO ] [CONFIGURE ] AHT: DISCARDED add_macd (score: 60.00%)
[2025-11-25T07:21:13.408483] [INFO ] [CONFIGURE ] JOB ETA: 3.2h | Avg: 2.7s/test | Remaining: 4317 tests
[2025-11-25T07:21:13.408558] [INFO ] [CONFIGURE ] AHT: Testing feature 9/29: add_mfi
[2025-11-25T07:21:13.408608] [INFO ] [CONFIGURE ] AHT: Testing with features: ['add_mfi']
[2025-11-25T07:21:13.597662] [DEBUG] [FORECASTER] AHT: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0
[2025-11-25T07:21:13.781342] [DEBUG] [FORECASTER] AHT: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0
[2025-11-25T07:21:13.966861] [DEBUG] [FORECASTER] AHT: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T07:21:14.153342] [DEBUG] [FORECASTER] AHT: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-25T07:21:14.339914] [DEBUG] [FORECASTER] AHT: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T07:21:14.527560] [DEBUG] [FORECASTER] AHT: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1
[2025-11-25T07:21:14.715340] [DEBUG] [FORECASTER] AHT: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T07:21:14.906041] [DEBUG] [FORECASTER] AHT: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T07:21:15.092805] [DEBUG] [FORECASTER] AHT: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T07:21:15.279405] [DEBUG] [FORECASTER] AHT: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-25T07:21:15.279592] [INFO ] [CONFIGURE ] AHT: DISCARDED add_mfi (score: 60.00%)
[2025-11-25T07:21:15.279661] [INFO ] [CONFIGURE ] JOB ETA: 3.2h | Avg: 2.7s/test | Remaining: 4316 tests
[2025-11-25T07:21:15.279733] [INFO ] [CONFIGURE ] AHT: Testing feature 10/29: add_momentum_acceleration
[2025-11-25T07:21:15.279792] [INFO ] [CONFIGURE ] AHT: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-11-25T07:21:15.554759] [DEBUG] [FORECASTER] AHT: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T07:21:15.848018] [DEBUG] [FORECASTER] AHT: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T07:21:16.127943] [DEBUG] [FORECASTER] AHT: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T07:21:16.415516] [DEBUG] [FORECASTER] AHT: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-25T07:21:16.698559] [DEBUG] [FORECASTER] AHT: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T07:21:16.977232] [DEBUG] [FORECASTER] AHT: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1
[2025-11-25T07:21:17.255174] [DEBUG] [FORECASTER] AHT: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T07:21:17.532294] [DEBUG] [FORECASTER] AHT: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-25T07:21:17.808303] [DEBUG] [FORECASTER] AHT: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T07:21:18.089142] [DEBUG] [FORECASTER] AHT: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-25T07:21:18.089384] [INFO ] [CONFIGURE ] AHT: DISCARDED add_momentum_acceleration (score: 70.00%)
[2025-11-25T07:21:18.089447] [INFO ] [CONFIGURE ] JOB ETA: 3.2h | Avg: 2.7s/test | Remaining: 4315 tests
[2025-11-25T07:21:18.089497] [INFO ] [CONFIGURE ] AHT: Testing feature 11/29: add_obv_daily
[2025-11-25T07:21:18.089544] [INFO ] [CONFIGURE ] AHT: Testing with features: ['add_obv_daily']
[2025-11-25T07:21:18.280679] [DEBUG] [FORECASTER] AHT: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0
[2025-11-25T07:21:18.483632] [DEBUG] [FORECASTER] AHT: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T07:21:18.685576] [DEBUG] [FORECASTER] AHT: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T07:21:18.882149] [DEBUG] [FORECASTER] AHT: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1
[2025-11-25T07:21:19.074355] [DEBUG] [FORECASTER] AHT: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T07:21:19.268077] [DEBUG] [FORECASTER] AHT: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1
[2025-11-25T07:21:19.460297] [DEBUG] [FORECASTER] AHT: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T07:21:19.657116] [DEBUG] [FORECASTER] AHT: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T07:21:19.851828] [DEBUG] [FORECASTER] AHT: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T07:21:20.054111] [DEBUG] [FORECASTER] AHT: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-25T07:21:20.054283] [INFO ] [CONFIGURE ] AHT: DISCARDED add_obv_daily (score: 70.00%)
[2025-11-25T07:21:20.054337] [INFO ] [CONFIGURE ] JOB ETA: 3.2h | Avg: 2.7s/test | Remaining: 4314 tests
[2025-11-25T07:21:20.054377] [INFO ] [CONFIGURE ] AHT: Testing feature 12/29: add_obv_interval
[2025-11-25T07:21:20.054416] [INFO ] [CONFIGURE ] AHT: Testing with features: ['add_obv_interval']
[2025-11-25T07:21:20.244403] [DEBUG] [FORECASTER] AHT: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T07:21:20.433191] [DEBUG] [FORECASTER] AHT: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T07:21:20.618621] [DEBUG] [FORECASTER] AHT: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T07:21:20.809456] [DEBUG] [FORECASTER] AHT: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-25T07:21:20.996926] [DEBUG] [FORECASTER] AHT: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T07:21:21.188558] [DEBUG] [FORECASTER] AHT: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1
[2025-11-25T07:21:21.391343] [DEBUG] [FORECASTER] AHT: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T07:21:21.591601] [DEBUG] [FORECASTER] AHT: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T07:21:21.789618] [DEBUG] [FORECASTER] AHT: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T07:21:21.990017] [DEBUG] [FORECASTER] AHT: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-25T07:21:21.990230] [INFO ] [CONFIGURE ] AHT: DISCARDED add_obv_interval (score: 70.00%)
[2025-11-25T07:21:21.990286] [INFO ] [CONFIGURE ] JOB ETA: 3.2h | Avg: 2.7s/test | Remaining: 4313 tests
[2025-11-25T07:21:21.990334] [INFO ] [CONFIGURE ] AHT: Testing feature 13/29: add_opening_strength
[2025-11-25T07:21:21.990448] [INFO ] [CONFIGURE ] AHT: Testing with features: ['add_daily_returns', 'add_opening_strength']
[2025-11-25T07:21:22.200258] [DEBUG] [FORECASTER] AHT: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0
[2025-11-25T07:21:22.412782] [DEBUG] [FORECASTER] AHT: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T07:21:22.625836] [DEBUG] [FORECASTER] AHT: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T07:21:22.841543] [DEBUG] [FORECASTER] AHT: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1
[2025-11-25T07:21:23.049305] [DEBUG] [FORECASTER] AHT: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T07:21:23.255106] [DEBUG] [FORECASTER] AHT: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1
[2025-11-25T07:21:23.461593] [DEBUG] [FORECASTER] AHT: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T07:21:23.667842] [DEBUG] [FORECASTER] AHT: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T07:21:23.877912] [DEBUG] [FORECASTER] AHT: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T07:21:24.087373] [DEBUG] [FORECASTER] AHT: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-25T07:21:24.087553] [INFO ] [CONFIGURE ] AHT: DISCARDED add_opening_strength (score: 60.00%)
[2025-11-25T07:21:24.087605] [INFO ] [CONFIGURE ] JOB ETA: 3.2h | Avg: 2.7s/test | Remaining: 4312 tests
[2025-11-25T07:21:24.087666] [INFO ] [CONFIGURE ] AHT: Testing feature 14/29: add_order_flow_imbalance
[2025-11-25T07:21:24.087737] [INFO ] [CONFIGURE ] AHT: Testing with features: ['add_order_flow_imbalance']
[2025-11-25T07:21:24.289723] [DEBUG] [FORECASTER] AHT: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T07:21:24.492927] [DEBUG] [FORECASTER] AHT: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T07:21:24.697701] [DEBUG] [FORECASTER] AHT: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T07:21:24.914036] [DEBUG] [FORECASTER] AHT: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-25T07:21:25.121025] [DEBUG] [FORECASTER] AHT: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T07:21:25.321209] [DEBUG] [FORECASTER] AHT: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1
[2025-11-25T07:21:25.520602] [DEBUG] [FORECASTER] AHT: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T07:21:25.725560] [DEBUG] [FORECASTER] AHT: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T07:21:25.931966] [DEBUG] [FORECASTER] AHT: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T07:21:26.135930] [DEBUG] [FORECASTER] AHT: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-25T07:21:26.136114] [INFO ] [CONFIGURE ] AHT: DISCARDED add_order_flow_imbalance (score: 80.00%)
[2025-11-25T07:21:26.136163] [INFO ] [CONFIGURE ] JOB ETA: 3.2h | Avg: 2.7s/test | Remaining: 4311 tests
[2025-11-25T07:21:26.136204] [INFO ] [CONFIGURE ] AHT: Testing feature 15/29: add_pbf_morning_momentum
[2025-11-25T07:21:26.136241] [INFO ] [CONFIGURE ] AHT: Testing with features: ['add_pbf_morning_momentum']
[2025-11-25T07:21:26.312447] [DEBUG] [FORECASTER] AHT: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T07:21:26.484331] [DEBUG] [FORECASTER] AHT: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T07:21:26.670405] [DEBUG] [FORECASTER] AHT: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T07:21:26.843091] [DEBUG] [FORECASTER] AHT: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-25T07:21:27.020720] [DEBUG] [FORECASTER] AHT: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T07:21:27.197535] [DEBUG] [FORECASTER] AHT: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1
[2025-11-25T07:21:27.399565] [DEBUG] [FORECASTER] AHT: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T07:21:27.583949] [DEBUG] [FORECASTER] AHT: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-25T07:21:27.762542] [DEBUG] [FORECASTER] AHT: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T07:21:27.938124] [DEBUG] [FORECASTER] AHT: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-25T07:21:27.938296] [INFO ] [CONFIGURE ] AHT: DISCARDED add_pbf_morning_momentum (score: 60.00%)
[2025-11-25T07:21:27.938344] [INFO ] [CONFIGURE ] JOB ETA: 3.2h | Avg: 2.7s/test | Remaining: 4310 tests
[2025-11-25T07:21:27.938398] [INFO ] [CONFIGURE ] AHT: Testing feature 16/29: add_pbf_overnight_gap
[2025-11-25T07:21:27.938435] [INFO ] [CONFIGURE ] AHT: Testing with features: ['add_pbf_overnight_gap']
[2025-11-25T07:21:28.132471] [DEBUG] [FORECASTER] AHT: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0
[2025-11-25T07:21:28.327354] [DEBUG] [FORECASTER] AHT: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0
[2025-11-25T07:21:28.521057] [DEBUG] [FORECASTER] AHT: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T07:21:28.722621] [DEBUG] [FORECASTER] AHT: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-25T07:21:28.931861] [DEBUG] [FORECASTER] AHT: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T07:21:29.162083] [DEBUG] [FORECASTER] AHT: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1
[2025-11-25T07:21:29.407359] [DEBUG] [FORECASTER] AHT: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T07:21:29.662127] [DEBUG] [FORECASTER] AHT: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T07:21:29.900031] [DEBUG] [FORECASTER] AHT: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T07:21:30.129939] [DEBUG] [FORECASTER] AHT: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-25T07:21:30.130381] [INFO ] [CONFIGURE ] AHT: DISCARDED add_pbf_overnight_gap (score: 50.00%)
[2025-11-25T07:21:30.130548] [INFO ] [CONFIGURE ] JOB ETA: 3.2h | Avg: 2.7s/test | Remaining: 4309 tests
[2025-11-25T07:21:30.130706] [INFO ] [CONFIGURE ] AHT: Testing feature 17/29: add_pbf_return_2d
[2025-11-25T07:21:30.130778] [INFO ] [CONFIGURE ] AHT: Testing with features: ['add_pbf_return_2d']
[2025-11-25T07:21:30.342998] [DEBUG] [FORECASTER] AHT: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T07:21:30.537722] [DEBUG] [FORECASTER] AHT: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0
[2025-11-25T07:21:30.733883] [DEBUG] [FORECASTER] AHT: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T07:21:30.932105] [DEBUG] [FORECASTER] AHT: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-25T07:21:31.132572] [DEBUG] [FORECASTER] AHT: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T07:21:31.338359] [DEBUG] [FORECASTER] AHT: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1
[2025-11-25T07:21:31.545119] [DEBUG] [FORECASTER] AHT: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T07:21:31.761696] [DEBUG] [FORECASTER] AHT: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T07:21:31.964892] [DEBUG] [FORECASTER] AHT: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T07:21:32.165340] [DEBUG] [FORECASTER] AHT: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-25T07:21:32.165523] [INFO ] [CONFIGURE ] AHT: DISCARDED add_pbf_return_2d (score: 50.00%)
[2025-11-25T07:21:32.165576] [INFO ] [CONFIGURE ] JOB ETA: 3.2h | Avg: 2.7s/test | Remaining: 4308 tests
[2025-11-25T07:21:32.165617] [INFO ] [CONFIGURE ] AHT: Testing feature 18/29: add_pbf_volatility_5d
[2025-11-25T07:21:32.165694] [INFO ] [CONFIGURE ] AHT: Testing with features: ['add_pbf_volatility_5d']
[2025-11-25T07:21:32.336770] [DEBUG] [FORECASTER] AHT: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T07:21:32.511395] [DEBUG] [FORECASTER] AHT: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T07:21:32.689498] [DEBUG] [FORECASTER] AHT: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T07:21:32.866382] [DEBUG] [FORECASTER] AHT: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-25T07:21:33.041631] [DEBUG] [FORECASTER] AHT: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T07:21:33.218420] [DEBUG] [FORECASTER] AHT: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1
[2025-11-25T07:21:33.396205] [DEBUG] [FORECASTER] AHT: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T07:21:33.569219] [DEBUG] [FORECASTER] AHT: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T07:21:33.743423] [DEBUG] [FORECASTER] AHT: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T07:21:33.917623] [DEBUG] [FORECASTER] AHT: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-25T07:21:33.917845] [INFO ] [CONFIGURE ] AHT: DISCARDED add_pbf_volatility_5d (score: 70.00%)
[2025-11-25T07:21:33.917902] [INFO ] [CONFIGURE ] JOB ETA: 3.2h | Avg: 2.7s/test | Remaining: 4307 tests
[2025-11-25T07:21:33.917947] [INFO ] [CONFIGURE ] AHT: Testing feature 19/29: add_pbf_vs_sma_5
[2025-11-25T07:21:33.917989] [INFO ] [CONFIGURE ] AHT: Testing with features: ['add_pbf_vs_sma_5']
[2025-11-25T07:21:34.099245] [DEBUG] [FORECASTER] AHT: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T07:21:34.273109] [DEBUG] [FORECASTER] AHT: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T07:21:34.446435] [DEBUG] [FORECASTER] AHT: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T07:21:34.626191] [DEBUG] [FORECASTER] AHT: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-25T07:21:34.802113] [DEBUG] [FORECASTER] AHT: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T07:21:34.984582] [DEBUG] [FORECASTER] AHT: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1
[2025-11-25T07:21:35.170549] [DEBUG] [FORECASTER] AHT: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T07:21:35.348350] [DEBUG] [FORECASTER] AHT: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T07:21:35.528939] [DEBUG] [FORECASTER] AHT: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T07:21:35.710631] [DEBUG] [FORECASTER] AHT: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-25T07:21:35.710833] [INFO ] [CONFIGURE ] AHT: DISCARDED add_pbf_vs_sma_5 (score: 70.00%)
[2025-11-25T07:21:35.710888] [INFO ] [CONFIGURE ] JOB ETA: 3.2h | Avg: 2.7s/test | Remaining: 4306 tests
[2025-11-25T07:21:35.710929] [INFO ] [CONFIGURE ] AHT: Testing feature 20/29: add_price_rejection
[2025-11-25T07:21:35.710968] [INFO ] [CONFIGURE ] AHT: Testing with features: ['add_price_rejection']
[2025-11-25T07:21:35.902314] [DEBUG] [FORECASTER] AHT: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T07:21:36.098693] [DEBUG] [FORECASTER] AHT: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T07:21:36.293567] [DEBUG] [FORECASTER] AHT: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T07:21:36.493744] [DEBUG] [FORECASTER] AHT: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-25T07:21:36.680894] [DEBUG] [FORECASTER] AHT: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T07:21:36.867073] [DEBUG] [FORECASTER] AHT: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1
[2025-11-25T07:21:37.055199] [DEBUG] [FORECASTER] AHT: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T07:21:37.244348] [DEBUG] [FORECASTER] AHT: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T07:21:37.434251] [DEBUG] [FORECASTER] AHT: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T07:21:37.623712] [DEBUG] [FORECASTER] AHT: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-25T07:21:37.623875] [INFO ] [CONFIGURE ] AHT: KEPT add_price_rejection (score: 90.00%)
[2025-11-25T07:21:37.623924] [INFO ] [CONFIGURE ] JOB ETA: 3.2h | Avg: 2.7s/test | Remaining: 4305 tests
[2025-11-25T07:21:37.624014] [INFO ] [CONFIGURE ] AHT: Testing feature 21/29: add_range_position
[2025-11-25T07:21:37.624055] [INFO ] [CONFIGURE ] AHT: Testing with features: ['add_price_rejection', 'add_range_position']
[2025-11-25T07:21:37.856084] [DEBUG] [FORECASTER] AHT: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0
[2025-11-25T07:21:38.087162] [DEBUG] [FORECASTER] AHT: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0
[2025-11-25T07:21:38.317202] [DEBUG] [FORECASTER] AHT: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T07:21:38.558869] [DEBUG] [FORECASTER] AHT: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1
[2025-11-25T07:21:38.805403] [DEBUG] [FORECASTER] AHT: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T07:21:39.051182] [DEBUG] [FORECASTER] AHT: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1
[2025-11-25T07:21:39.299086] [DEBUG] [FORECASTER] AHT: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T07:21:39.542379] [DEBUG] [FORECASTER] AHT: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T07:21:39.787452] [DEBUG] [FORECASTER] AHT: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T07:21:40.053016] [DEBUG] [FORECASTER] AHT: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-25T07:21:40.053205] [INFO ] [CONFIGURE ] AHT: DISCARDED add_range_position (score: 60.00%)
[2025-11-25T07:21:40.053265] [INFO ] [CONFIGURE ] JOB ETA: 3.2h | Avg: 2.7s/test | Remaining: 4304 tests
[2025-11-25T07:21:40.053313] [INFO ] [CONFIGURE ] AHT: Testing feature 22/29: add_realized_volatility
[2025-11-25T07:21:40.053360] [INFO ] [CONFIGURE ] AHT: Testing with features: ['add_price_rejection', 'add_realized_volatility']
[2025-11-25T07:21:40.402056] [DEBUG] [FORECASTER] AHT: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T07:21:40.753001] [DEBUG] [FORECASTER] AHT: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T07:21:41.126724] [DEBUG] [FORECASTER] AHT: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T07:21:41.475625] [DEBUG] [FORECASTER] AHT: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1
[2025-11-25T07:21:41.825286] [DEBUG] [FORECASTER] AHT: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T07:21:42.160589] [DEBUG] [FORECASTER] AHT: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1
[2025-11-25T07:21:42.479361] [DEBUG] [FORECASTER] AHT: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T07:21:42.798162] [DEBUG] [FORECASTER] AHT: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T07:21:43.120727] [DEBUG] [FORECASTER] AHT: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T07:21:43.442575] [DEBUG] [FORECASTER] AHT: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-25T07:21:43.442801] [INFO ] [CONFIGURE ] AHT: DISCARDED add_realized_volatility (score: 70.00%)
[2025-11-25T07:21:43.442864] [INFO ] [CONFIGURE ] JOB ETA: 3.2h | Avg: 2.7s/test | Remaining: 4303 tests
[2025-11-25T07:21:43.442917] [INFO ] [CONFIGURE ] AHT: Testing feature 23/29: add_recent_range_context
[2025-11-25T07:21:43.442967] [INFO ] [CONFIGURE ] AHT: Testing with features: ['add_price_rejection', 'add_recent_range_context']
[2025-11-25T07:21:43.657079] [DEBUG] [FORECASTER] AHT: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0
[2025-11-25T07:21:43.874752] [DEBUG] [FORECASTER] AHT: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T07:21:44.087760] [DEBUG] [FORECASTER] AHT: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T07:21:44.300000] [DEBUG] [FORECASTER] AHT: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-25T07:21:44.516169] [DEBUG] [FORECASTER] AHT: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T07:21:44.729197] [DEBUG] [FORECASTER] AHT: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1
[2025-11-25T07:21:44.957367] [DEBUG] [FORECASTER] AHT: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T07:21:45.179598] [DEBUG] [FORECASTER] AHT: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T07:21:45.396211] [DEBUG] [FORECASTER] AHT: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T07:21:45.613711] [DEBUG] [FORECASTER] AHT: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-25T07:21:45.613889] [INFO ] [CONFIGURE ] AHT: DISCARDED add_recent_range_context (score: 70.00%)
[2025-11-25T07:21:45.613939] [INFO ] [CONFIGURE ] JOB ETA: 3.2h | Avg: 2.7s/test | Remaining: 4302 tests
[2025-11-25T07:21:45.613984] [INFO ] [CONFIGURE ] AHT: Testing feature 24/29: add_rsi
[2025-11-25T07:21:45.614025] [INFO ] [CONFIGURE ] AHT: Testing with features: ['add_price_rejection', 'add_ema', 'add_rsi']
[2025-11-25T07:21:45.864120] [DEBUG] [FORECASTER] AHT: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T07:21:46.119509] [DEBUG] [FORECASTER] AHT: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T07:21:46.369719] [DEBUG] [FORECASTER] AHT: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T07:21:46.623531] [DEBUG] [FORECASTER] AHT: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-25T07:21:46.874384] [DEBUG] [FORECASTER] AHT: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T07:21:47.131481] [DEBUG] [FORECASTER] AHT: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1
[2025-11-25T07:21:47.386471] [DEBUG] [FORECASTER] AHT: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T07:21:47.646177] [DEBUG] [FORECASTER] AHT: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T07:21:47.924979] [DEBUG] [FORECASTER] AHT: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T07:21:48.208036] [DEBUG] [FORECASTER] AHT: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-25T07:21:48.208304] [INFO ] [CONFIGURE ] AHT: DISCARDED add_rsi (score: 80.00%)
[2025-11-25T07:21:48.208369] [INFO ] [CONFIGURE ] JOB ETA: 3.2h | Avg: 2.7s/test | Remaining: 4301 tests
[2025-11-25T07:21:48.208422] [INFO ] [CONFIGURE ] AHT: Testing feature 25/29: add_tick_distribution
[2025-11-25T07:21:48.208468] [INFO ] [CONFIGURE ] AHT: Testing with features: ['add_price_rejection', 'add_tick_distribution']
[2025-11-25T07:21:48.432840] [DEBUG] [FORECASTER] AHT: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T07:21:48.643305] [DEBUG] [FORECASTER] AHT: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T07:21:48.852247] [DEBUG] [FORECASTER] AHT: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T07:21:49.058359] [DEBUG] [FORECASTER] AHT: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-25T07:21:49.273528] [DEBUG] [FORECASTER] AHT: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T07:21:49.476464] [DEBUG] [FORECASTER] AHT: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1
[2025-11-25T07:21:49.683796] [DEBUG] [FORECASTER] AHT: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T07:21:49.896194] [DEBUG] [FORECASTER] AHT: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T07:21:50.098602] [DEBUG] [FORECASTER] AHT: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T07:21:50.297393] [DEBUG] [FORECASTER] AHT: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-25T07:21:50.297571] [INFO ] [CONFIGURE ] AHT: DISCARDED add_tick_distribution (score: 80.00%)
[2025-11-25T07:21:50.297624] [INFO ] [CONFIGURE ] JOB ETA: 3.2h | Avg: 2.7s/test | Remaining: 4300 tests
[2025-11-25T07:21:50.297686] [INFO ] [CONFIGURE ] AHT: Testing feature 26/29: add_volume_momentum_confirmation
[2025-11-25T07:21:50.297744] [INFO ] [CONFIGURE ] AHT: Testing with features: ['add_price_rejection', 'add_volume_momentum_confirmation']
[2025-11-25T07:21:50.488088] [DEBUG] [FORECASTER] AHT: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0
[2025-11-25T07:21:50.680140] [DEBUG] [FORECASTER] AHT: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0
[2025-11-25T07:21:50.870783] [DEBUG] [FORECASTER] AHT: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T07:21:51.065095] [DEBUG] [FORECASTER] AHT: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-25T07:21:51.260608] [DEBUG] [FORECASTER] AHT: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T07:21:51.456817] [DEBUG] [FORECASTER] AHT: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1
[2025-11-25T07:21:51.655485] [DEBUG] [FORECASTER] AHT: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T07:21:51.855104] [DEBUG] [FORECASTER] AHT: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T07:21:52.055112] [DEBUG] [FORECASTER] AHT: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T07:21:52.252741] [DEBUG] [FORECASTER] AHT: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-11-25T07:21:52.252906] [INFO ] [CONFIGURE ] AHT: DISCARDED add_volume_momentum_confirmation (score: 60.00%)
[2025-11-25T07:21:52.252963] [INFO ] [CONFIGURE ] JOB ETA: 3.2h | Avg: 2.7s/test | Remaining: 4299 tests
[2025-11-25T07:21:52.253008] [INFO ] [CONFIGURE ] AHT: Testing feature 27/29: add_volume_price_divergence
[2025-11-25T07:21:52.253048] [INFO ] [CONFIGURE ] AHT: Testing with features: ['add_price_rejection', 'add_volume_price_divergence']
[2025-11-25T07:21:52.486373] [DEBUG] [FORECASTER] AHT: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T07:21:52.716793] [DEBUG] [FORECASTER] AHT: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T07:21:52.947561] [DEBUG] [FORECASTER] AHT: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T07:21:53.171905] [DEBUG] [FORECASTER] AHT: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1
[2025-11-25T07:21:53.402627] [DEBUG] [FORECASTER] AHT: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T07:21:53.674538] [DEBUG] [FORECASTER] AHT: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1
[2025-11-25T07:21:53.937487] [DEBUG] [FORECASTER] AHT: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T07:21:54.173683] [DEBUG] [FORECASTER] AHT: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T07:21:54.413183] [DEBUG] [FORECASTER] AHT: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T07:21:54.647917] [DEBUG] [FORECASTER] AHT: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-25T07:21:54.648103] [INFO ] [CONFIGURE ] AHT: DISCARDED add_volume_price_divergence (score: 70.00%)
[2025-11-25T07:21:54.648163] [INFO ] [CONFIGURE ] JOB ETA: 3.2h | Avg: 2.7s/test | Remaining: 4298 tests
[2025-11-25T07:21:54.648211] [INFO ] [CONFIGURE ] AHT: Testing feature 28/29: add_volume_profile
[2025-11-25T07:21:54.648255] [INFO ] [CONFIGURE ] AHT: Testing with features: ['add_price_rejection', 'add_volume_profile']
[2025-11-25T07:21:54.892710] [DEBUG] [FORECASTER] AHT: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T07:21:55.128410] [DEBUG] [FORECASTER] AHT: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0
[2025-11-25T07:21:55.347230] [DEBUG] [FORECASTER] AHT: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T07:21:55.569687] [DEBUG] [FORECASTER] AHT: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-25T07:21:55.790416] [DEBUG] [FORECASTER] AHT: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T07:21:56.010682] [DEBUG] [FORECASTER] AHT: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1
[2025-11-25T07:21:56.238300] [DEBUG] [FORECASTER] AHT: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T07:21:56.461549] [DEBUG] [FORECASTER] AHT: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T07:21:56.703497] [DEBUG] [FORECASTER] AHT: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T07:21:56.960810] [DEBUG] [FORECASTER] AHT: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-25T07:21:56.961008] [INFO ] [CONFIGURE ] AHT: DISCARDED add_volume_profile (score: 80.00%)
[2025-11-25T07:21:56.961225] [INFO ] [CONFIGURE ] JOB ETA: 3.2h | Avg: 2.7s/test | Remaining: 4297 tests
[2025-11-25T07:21:56.961357] [INFO ] [CONFIGURE ] AHT: Testing feature 29/29: add_vwap
[2025-11-25T07:21:56.961415] [INFO ] [CONFIGURE ] AHT: Testing with features: ['add_price_rejection', 'add_vwap']
[2025-11-25T07:21:57.202782] [DEBUG] [FORECASTER] AHT: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T07:21:57.422619] [DEBUG] [FORECASTER] AHT: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T07:21:57.654111] [DEBUG] [FORECASTER] AHT: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T07:21:57.873410] [DEBUG] [FORECASTER] AHT: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1
[2025-11-25T07:21:58.098347] [DEBUG] [FORECASTER] AHT: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T07:21:58.332185] [DEBUG] [FORECASTER] AHT: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1
[2025-11-25T07:21:58.566936] [DEBUG] [FORECASTER] AHT: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T07:21:58.803453] [DEBUG] [FORECASTER] AHT: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T07:21:59.043424] [DEBUG] [FORECASTER] AHT: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T07:21:59.296050] [DEBUG] [FORECASTER] AHT: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-25T07:21:59.296277] [INFO ] [CONFIGURE ] AHT: DISCARDED add_vwap (score: 70.00%)
[2025-11-25T07:21:59.296361] [INFO ] [CONFIGURE ] JOB ETA: 3.2h | Avg: 2.7s/test | Remaining: 4296 tests
[2025-11-25T07:21:59.296426] [INFO ] [CONFIGURE ] AHT: ===== FEATURE SELECTION COMPLETE =====
[2025-11-25T07:21:59.296488] [INFO ] [CONFIGURE ] AHT: Best accuracy: 90.00%
[2025-11-25T07:21:59.296554] [INFO ] [CONFIGURE ] AHT: Best feature set (1 features): ['add_price_rejection']
[2025-11-25T07:21:59.296623] [INFO ] [CONFIGURE ] AHT: Improvement over baseline: 10.00%
[2025-11-25T07:21:59.296715] [INFO ] [CONFIGURE ] AHT: Total time: 1.1 minutes
[2025-11-25T07:21:59.296773] [INFO ] [CONFIGURE ] AHT: Average time per feature: 2.2 seconds
[2025-11-25T07:21:59.296831] [INFO ] [CONFIGURE ] AHT: Average speed: 0.46 features/sec
[2025-11-25T07:21:59.297571] [INFO ] [LOCAL     ] Saved configuration for AHT: 1 features, 90.00% accuracy -> ./output/feature-sets/AHT.json
[2025-11-25T07:21:59.297641] [INFO ] [CONFIGURE ] AHT: Configuration saved successfully: 1 features, 90.00% accuracy.
[2025-11-25T07:21:59.297722] [INFO ] [sig       ] [16/164] Successfully configured AHT | 0.01 sym/s | Total: 20.9m | ETA: 3.2h
[2025-11-25T07:21:59.297771] [INFO ] [sig       ] [17/164] Configuring AIT...
[2025-11-25T07:21:59.297809] [INFO ] [CONFIGURE ] AIT: Configurate test run.
[2025-11-25T07:21:59.297853] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AIT' from 'https://tdm.silogroup.org/data/derivative_storage/AIT.csv'.
[2025-11-25T07:21:59.312037] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'AIT'.
[2025-11-25T07:21:59.312457] [INFO ] [CONFIGURE ] AIT: Testing with 29 available features
[2025-11-25T07:21:59.312522] [INFO ] [CONFIGURE ] AIT: Establishing baseline with no features...
[2025-11-25T07:21:59.507195] [DEBUG] [FORECASTER] AIT: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0
[2025-11-25T07:21:59.703160] [DEBUG] [FORECASTER] AIT: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0
[2025-11-25T07:21:59.899711] [DEBUG] [FORECASTER] AIT: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T07:22:00.098232] [DEBUG] [FORECASTER] AIT: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T07:22:00.302045] [DEBUG] [FORECASTER] AIT: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T07:22:01.137436] [DEBUG] [FORECASTER] AIT: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T07:22:01.458042] [DEBUG] [FORECASTER] AIT: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T07:22:01.647779] [DEBUG] [FORECASTER] AIT: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T07:22:01.835760] [DEBUG] [FORECASTER] AIT: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-25T07:22:02.030224] [DEBUG] [FORECASTER] AIT: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T07:22:02.030431] [INFO ] [CONFIGURE ] AIT: Baseline score (no features): 30.00%
[2025-11-25T07:22:02.030482] [INFO ] [CONFIGURE ] AIT: Testing feature 1/29: add_bollinger_bands
[2025-11-25T07:22:02.030523] [INFO ] [CONFIGURE ] AIT: Testing with features: ['add_bollinger_bands']
[2025-11-25T07:22:02.251769] [DEBUG] [FORECASTER] AIT: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0
[2025-11-25T07:22:02.474722] [DEBUG] [FORECASTER] AIT: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0
[2025-11-25T07:22:02.693782] [DEBUG] [FORECASTER] AIT: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T07:22:02.915533] [DEBUG] [FORECASTER] AIT: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T07:22:03.139723] [DEBUG] [FORECASTER] AIT: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T07:22:03.357772] [DEBUG] [FORECASTER] AIT: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T07:22:03.578051] [DEBUG] [FORECASTER] AIT: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T07:22:03.805170] [DEBUG] [FORECASTER] AIT: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T07:22:04.024987] [DEBUG] [FORECASTER] AIT: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-25T07:22:04.257988] [DEBUG] [FORECASTER] AIT: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T07:22:04.258165] [INFO ] [CONFIGURE ] AIT: DISCARDED add_bollinger_bands (score: 20.00%)
[2025-11-25T07:22:04.258214] [INFO ] [CONFIGURE ] JOB ETA: 3.2h | Avg: 2.7s/test | Remaining: 4295 tests
[2025-11-25T07:22:04.258252] [INFO ] [CONFIGURE ] AIT: Testing feature 2/29: add_cumulative_delta
[2025-11-25T07:22:04.258288] [INFO ] [CONFIGURE ] AIT: Testing with features: ['add_cumulative_delta']
[2025-11-25T07:22:04.490442] [DEBUG] [FORECASTER] AIT: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T07:22:04.720436] [DEBUG] [FORECASTER] AIT: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T07:22:04.961364] [DEBUG] [FORECASTER] AIT: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T07:22:05.189699] [DEBUG] [FORECASTER] AIT: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T07:22:05.402421] [DEBUG] [FORECASTER] AIT: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T07:22:05.623840] [DEBUG] [FORECASTER] AIT: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T07:22:05.840680] [DEBUG] [FORECASTER] AIT: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T07:22:06.054617] [DEBUG] [FORECASTER] AIT: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T07:22:06.271146] [DEBUG] [FORECASTER] AIT: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-25T07:22:06.487926] [DEBUG] [FORECASTER] AIT: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T07:22:06.488112] [INFO ] [CONFIGURE ] AIT: KEPT add_cumulative_delta (score: 60.00%)
[2025-11-25T07:22:06.488164] [INFO ] [CONFIGURE ] JOB ETA: 3.2h | Avg: 2.7s/test | Remaining: 4294 tests
[2025-11-25T07:22:06.488203] [INFO ] [CONFIGURE ] AIT: Testing feature 3/29: add_daily_returns
[2025-11-25T07:22:06.488241] [INFO ] [CONFIGURE ] AIT: Testing with features: ['add_cumulative_delta', 'add_daily_returns']
[2025-11-25T07:22:06.733913] [DEBUG] [FORECASTER] AIT: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T07:22:06.956535] [DEBUG] [FORECASTER] AIT: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0
[2025-11-25T07:22:07.178995] [DEBUG] [FORECASTER] AIT: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T07:22:07.396964] [DEBUG] [FORECASTER] AIT: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T07:22:07.611474] [DEBUG] [FORECASTER] AIT: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T07:22:07.841290] [DEBUG] [FORECASTER] AIT: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T07:22:08.075631] [DEBUG] [FORECASTER] AIT: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T07:22:08.309913] [DEBUG] [FORECASTER] AIT: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T07:22:08.547942] [DEBUG] [FORECASTER] AIT: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-25T07:22:08.795329] [DEBUG] [FORECASTER] AIT: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T07:22:08.795540] [INFO ] [CONFIGURE ] AIT: DISCARDED add_daily_returns (score: 50.00%)
[2025-11-25T07:22:08.795591] [INFO ] [CONFIGURE ] JOB ETA: 3.2h | Avg: 2.7s/test | Remaining: 4293 tests
[2025-11-25T07:22:08.795630] [INFO ] [CONFIGURE ] AIT: Testing feature 4/29: add_ema
[2025-11-25T07:22:08.795688] [INFO ] [CONFIGURE ] AIT: Testing with features: ['add_cumulative_delta', 'add_ema']
[2025-11-25T07:22:09.059420] [DEBUG] [FORECASTER] AIT: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T07:22:09.333806] [DEBUG] [FORECASTER] AIT: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T07:22:09.600231] [DEBUG] [FORECASTER] AIT: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T07:22:09.870980] [DEBUG] [FORECASTER] AIT: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T07:22:10.161256] [DEBUG] [FORECASTER] AIT: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T07:22:10.446568] [DEBUG] [FORECASTER] AIT: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T07:22:10.727336] [DEBUG] [FORECASTER] AIT: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T07:22:11.011533] [DEBUG] [FORECASTER] AIT: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T07:22:11.300622] [DEBUG] [FORECASTER] AIT: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-25T07:22:11.576736] [DEBUG] [FORECASTER] AIT: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T07:22:11.576919] [INFO ] [CONFIGURE ] AIT: KEPT add_ema (score: 70.00%)
[2025-11-25T07:22:11.576978] [INFO ] [CONFIGURE ] JOB ETA: 3.2h | Avg: 2.7s/test | Remaining: 4292 tests
[2025-11-25T07:22:11.577025] [INFO ] [CONFIGURE ] AIT: Testing feature 5/29: add_exhaustion_signals
[2025-11-25T07:22:11.577069] [INFO ] [CONFIGURE ] AIT: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_vwap', 'add_exhaustion_signals']
[2025-11-25T07:22:11.882150] [DEBUG] [FORECASTER] AIT: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T07:22:12.203373] [DEBUG] [FORECASTER] AIT: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0
[2025-11-25T07:22:12.534324] [DEBUG] [FORECASTER] AIT: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T07:22:12.859428] [DEBUG] [FORECASTER] AIT: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T07:22:13.181243] [DEBUG] [FORECASTER] AIT: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T07:22:13.502245] [DEBUG] [FORECASTER] AIT: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T07:22:13.829306] [DEBUG] [FORECASTER] AIT: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T07:22:14.161232] [DEBUG] [FORECASTER] AIT: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T07:22:14.494793] [DEBUG] [FORECASTER] AIT: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-25T07:22:14.825962] [DEBUG] [FORECASTER] AIT: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T07:22:14.826162] [INFO ] [CONFIGURE ] AIT: DISCARDED add_exhaustion_signals (score: 60.00%)
[2025-11-25T07:22:14.826221] [INFO ] [CONFIGURE ] JOB ETA: 3.2h | Avg: 2.7s/test | Remaining: 4291 tests
[2025-11-25T07:22:14.826268] [INFO ] [CONFIGURE ] AIT: Testing feature 6/29: add_failed_moves
[2025-11-25T07:22:14.826317] [INFO ] [CONFIGURE ] AIT: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_failed_moves']
[2025-11-25T07:22:15.111773] [DEBUG] [FORECASTER] AIT: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T07:22:15.392877] [DEBUG] [FORECASTER] AIT: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T07:22:15.678965] [DEBUG] [FORECASTER] AIT: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T07:22:15.972886] [DEBUG] [FORECASTER] AIT: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T07:22:16.259505] [DEBUG] [FORECASTER] AIT: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T07:22:16.550621] [DEBUG] [FORECASTER] AIT: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T07:22:16.845990] [DEBUG] [FORECASTER] AIT: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T07:22:17.134611] [DEBUG] [FORECASTER] AIT: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T07:22:17.425494] [DEBUG] [FORECASTER] AIT: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-25T07:22:17.709024] [DEBUG] [FORECASTER] AIT: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T07:22:17.709202] [INFO ] [CONFIGURE ] AIT: DISCARDED add_failed_moves (score: 70.00%)
[2025-11-25T07:22:17.709261] [INFO ] [CONFIGURE ] JOB ETA: 3.2h | Avg: 2.7s/test | Remaining: 4290 tests
[2025-11-25T07:22:17.709300] [INFO ] [CONFIGURE ] AIT: Testing feature 7/29: add_lag_shelf
[2025-11-25T07:22:17.709344] [INFO ] [CONFIGURE ] AIT: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_lag_shelf']
[2025-11-25T07:22:17.999568] [DEBUG] [FORECASTER] AIT: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T07:22:18.268449] [DEBUG] [FORECASTER] AIT: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T07:22:18.535831] [DEBUG] [FORECASTER] AIT: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T07:22:18.807523] [DEBUG] [FORECASTER] AIT: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T07:22:19.083831] [DEBUG] [FORECASTER] AIT: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T07:22:19.350694] [DEBUG] [FORECASTER] AIT: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T07:22:19.628033] [DEBUG] [FORECASTER] AIT: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T07:22:19.901882] [DEBUG] [FORECASTER] AIT: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T07:22:20.193623] [DEBUG] [FORECASTER] AIT: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-25T07:22:20.460950] [DEBUG] [FORECASTER] AIT: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T07:22:20.461130] [INFO ] [CONFIGURE ] AIT: DISCARDED add_lag_shelf (score: 70.00%)
[2025-11-25T07:22:20.461185] [INFO ] [CONFIGURE ] JOB ETA: 3.2h | Avg: 2.7s/test | Remaining: 4289 tests
[2025-11-25T07:22:20.461224] [INFO ] [CONFIGURE ] AIT: Testing feature 8/29: add_macd
[2025-11-25T07:22:20.461269] [INFO ] [CONFIGURE ] AIT: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_vwap', 'add_macd']
[2025-11-25T07:22:20.825758] [DEBUG] [FORECASTER] AIT: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T07:22:21.197726] [DEBUG] [FORECASTER] AIT: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0
[2025-11-25T07:22:21.642318] [DEBUG] [FORECASTER] AIT: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T07:22:22.142942] [DEBUG] [FORECASTER] AIT: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T07:22:22.539251] [DEBUG] [FORECASTER] AIT: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T07:22:22.919327] [DEBUG] [FORECASTER] AIT: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T07:22:23.273434] [DEBUG] [FORECASTER] AIT: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T07:22:23.616751] [DEBUG] [FORECASTER] AIT: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T07:22:23.948906] [DEBUG] [FORECASTER] AIT: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-25T07:22:24.275344] [DEBUG] [FORECASTER] AIT: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T07:22:24.275567] [INFO ] [CONFIGURE ] AIT: DISCARDED add_macd (score: 60.00%)
[2025-11-25T07:22:24.275627] [INFO ] [CONFIGURE ] JOB ETA: 3.2h | Avg: 2.7s/test | Remaining: 4288 tests
[2025-11-25T07:22:24.275700] [INFO ] [CONFIGURE ] AIT: Testing feature 9/29: add_mfi
[2025-11-25T07:22:24.275751] [INFO ] [CONFIGURE ] AIT: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_mfi']
[2025-11-25T07:22:24.548135] [DEBUG] [FORECASTER] AIT: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T07:22:24.814320] [DEBUG] [FORECASTER] AIT: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T07:22:25.099561] [DEBUG] [FORECASTER] AIT: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T07:22:25.377187] [DEBUG] [FORECASTER] AIT: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T07:22:25.654972] [DEBUG] [FORECASTER] AIT: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T07:22:25.927942] [DEBUG] [FORECASTER] AIT: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T07:22:26.202411] [DEBUG] [FORECASTER] AIT: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T07:22:26.475299] [DEBUG] [FORECASTER] AIT: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T07:22:26.749623] [DEBUG] [FORECASTER] AIT: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-25T07:22:27.023783] [DEBUG] [FORECASTER] AIT: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T07:22:27.023965] [INFO ] [CONFIGURE ] AIT: DISCARDED add_mfi (score: 70.00%)
[2025-11-25T07:22:27.024019] [INFO ] [CONFIGURE ] JOB ETA: 3.2h | Avg: 2.7s/test | Remaining: 4287 tests
[2025-11-25T07:22:27.024063] [INFO ] [CONFIGURE ] AIT: Testing feature 10/29: add_momentum_acceleration
[2025-11-25T07:22:27.024108] [INFO ] [CONFIGURE ] AIT: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-11-25T07:22:27.370810] [DEBUG] [FORECASTER] AIT: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T07:22:27.720379] [DEBUG] [FORECASTER] AIT: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T07:22:28.082975] [DEBUG] [FORECASTER] AIT: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T07:22:28.447859] [DEBUG] [FORECASTER] AIT: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T07:22:28.807508] [DEBUG] [FORECASTER] AIT: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T07:22:29.169870] [DEBUG] [FORECASTER] AIT: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T07:22:29.532683] [DEBUG] [FORECASTER] AIT: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T07:22:29.882527] [DEBUG] [FORECASTER] AIT: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T07:22:30.275430] [DEBUG] [FORECASTER] AIT: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-25T07:22:30.679212] [DEBUG] [FORECASTER] AIT: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T07:22:30.679421] [INFO ] [CONFIGURE ] AIT: DISCARDED add_momentum_acceleration (score: 70.00%)
[2025-11-25T07:22:30.679503] [INFO ] [CONFIGURE ] JOB ETA: 3.2h | Avg: 2.7s/test | Remaining: 4286 tests
[2025-11-25T07:22:30.679552] [INFO ] [CONFIGURE ] AIT: Testing feature 11/29: add_obv_daily
[2025-11-25T07:22:30.679596] [INFO ] [CONFIGURE ] AIT: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_obv_daily']
[2025-11-25T07:22:30.974155] [DEBUG] [FORECASTER] AIT: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T07:22:31.259344] [DEBUG] [FORECASTER] AIT: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T07:22:31.538901] [DEBUG] [FORECASTER] AIT: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T07:22:31.812844] [DEBUG] [FORECASTER] AIT: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T07:22:32.116518] [DEBUG] [FORECASTER] AIT: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T07:22:32.386078] [DEBUG] [FORECASTER] AIT: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T07:22:32.661290] [DEBUG] [FORECASTER] AIT: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T07:22:32.932608] [DEBUG] [FORECASTER] AIT: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T07:22:33.194369] [DEBUG] [FORECASTER] AIT: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-25T07:22:33.462442] [DEBUG] [FORECASTER] AIT: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T07:22:33.462620] [INFO ] [CONFIGURE ] AIT: DISCARDED add_obv_daily (score: 50.00%)
[2025-11-25T07:22:33.462694] [INFO ] [CONFIGURE ] JOB ETA: 3.2h | Avg: 2.7s/test | Remaining: 4285 tests
[2025-11-25T07:22:33.462745] [INFO ] [CONFIGURE ] AIT: Testing feature 12/29: add_obv_interval
[2025-11-25T07:22:33.462787] [INFO ] [CONFIGURE ] AIT: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_obv_interval']
[2025-11-25T07:22:33.718638] [DEBUG] [FORECASTER] AIT: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T07:22:33.969012] [DEBUG] [FORECASTER] AIT: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T07:22:34.214905] [DEBUG] [FORECASTER] AIT: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T07:22:34.467476] [DEBUG] [FORECASTER] AIT: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T07:22:34.722534] [DEBUG] [FORECASTER] AIT: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T07:22:34.981213] [DEBUG] [FORECASTER] AIT: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T07:22:35.256456] [DEBUG] [FORECASTER] AIT: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T07:22:35.512739] [DEBUG] [FORECASTER] AIT: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T07:22:35.756830] [DEBUG] [FORECASTER] AIT: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-25T07:22:36.012400] [DEBUG] [FORECASTER] AIT: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T07:22:36.012578] [INFO ] [CONFIGURE ] AIT: KEPT add_obv_interval (score: 80.00%)
[2025-11-25T07:22:36.012635] [INFO ] [CONFIGURE ] JOB ETA: 3.2h | Avg: 2.7s/test | Remaining: 4284 tests
[2025-11-25T07:22:36.012705] [INFO ] [CONFIGURE ] AIT: Testing feature 13/29: add_opening_strength
[2025-11-25T07:22:36.012749] [INFO ] [CONFIGURE ] AIT: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_obv_interval', 'add_daily_returns', 'add_opening_strength']
[2025-11-25T07:22:36.311483] [DEBUG] [FORECASTER] AIT: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T07:22:36.622920] [DEBUG] [FORECASTER] AIT: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T07:22:36.960425] [DEBUG] [FORECASTER] AIT: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T07:22:37.287448] [DEBUG] [FORECASTER] AIT: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T07:22:37.604750] [DEBUG] [FORECASTER] AIT: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T07:22:37.911786] [DEBUG] [FORECASTER] AIT: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T07:22:38.221874] [DEBUG] [FORECASTER] AIT: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T07:22:38.529968] [DEBUG] [FORECASTER] AIT: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T07:22:38.853112] [DEBUG] [FORECASTER] AIT: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-25T07:22:39.174419] [DEBUG] [FORECASTER] AIT: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T07:22:39.174616] [INFO ] [CONFIGURE ] AIT: DISCARDED add_opening_strength (score: 50.00%)
[2025-11-25T07:22:39.174693] [INFO ] [CONFIGURE ] JOB ETA: 3.2h | Avg: 2.7s/test | Remaining: 4283 tests
[2025-11-25T07:22:39.174742] [INFO ] [CONFIGURE ] AIT: Testing feature 14/29: add_order_flow_imbalance
[2025-11-25T07:22:39.174786] [INFO ] [CONFIGURE ] AIT: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_obv_interval', 'add_order_flow_imbalance']
[2025-11-25T07:22:39.473380] [DEBUG] [FORECASTER] AIT: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T07:22:39.763251] [DEBUG] [FORECASTER] AIT: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T07:22:40.060441] [DEBUG] [FORECASTER] AIT: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T07:22:40.383159] [DEBUG] [FORECASTER] AIT: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T07:22:40.696002] [DEBUG] [FORECASTER] AIT: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T07:22:41.011094] [DEBUG] [FORECASTER] AIT: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T07:22:41.317067] [DEBUG] [FORECASTER] AIT: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T07:22:41.627613] [DEBUG] [FORECASTER] AIT: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T07:22:41.949741] [DEBUG] [FORECASTER] AIT: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-25T07:22:42.255787] [DEBUG] [FORECASTER] AIT: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T07:22:42.256016] [INFO ] [CONFIGURE ] AIT: DISCARDED add_order_flow_imbalance (score: 70.00%)
[2025-11-25T07:22:42.256089] [INFO ] [CONFIGURE ] JOB ETA: 3.2h | Avg: 2.7s/test | Remaining: 4282 tests
[2025-11-25T07:22:42.256140] [INFO ] [CONFIGURE ] AIT: Testing feature 15/29: add_pbf_morning_momentum
[2025-11-25T07:22:42.256186] [INFO ] [CONFIGURE ] AIT: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_obv_interval', 'add_pbf_morning_momentum']
[2025-11-25T07:22:42.558735] [DEBUG] [FORECASTER] AIT: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T07:22:42.849850] [DEBUG] [FORECASTER] AIT: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T07:22:43.157975] [DEBUG] [FORECASTER] AIT: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T07:22:43.454291] [DEBUG] [FORECASTER] AIT: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T07:22:43.779059] [DEBUG] [FORECASTER] AIT: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T07:22:44.080576] [DEBUG] [FORECASTER] AIT: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T07:22:44.387009] [DEBUG] [FORECASTER] AIT: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T07:22:44.671713] [DEBUG] [FORECASTER] AIT: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T07:22:44.976971] [DEBUG] [FORECASTER] AIT: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-25T07:22:45.272631] [DEBUG] [FORECASTER] AIT: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T07:22:45.272916] [INFO ] [CONFIGURE ] AIT: KEPT add_pbf_morning_momentum (score: 90.00%)
[2025-11-25T07:22:45.272999] [INFO ] [CONFIGURE ] JOB ETA: 3.2h | Avg: 2.7s/test | Remaining: 4281 tests
[2025-11-25T07:22:45.273069] [INFO ] [CONFIGURE ] AIT: Testing feature 16/29: add_pbf_overnight_gap
[2025-11-25T07:22:45.273145] [INFO ] [CONFIGURE ] AIT: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_obv_interval', 'add_pbf_morning_momentum', 'add_pbf_overnight_gap']
[2025-11-25T07:22:45.618064] [DEBUG] [FORECASTER] AIT: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T07:22:45.936457] [DEBUG] [FORECASTER] AIT: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T07:22:46.244163] [DEBUG] [FORECASTER] AIT: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T07:22:46.575468] [DEBUG] [FORECASTER] AIT: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T07:22:46.942627] [DEBUG] [FORECASTER] AIT: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T07:22:47.275126] [DEBUG] [FORECASTER] AIT: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T07:22:47.607516] [DEBUG] [FORECASTER] AIT: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T07:22:47.948787] [DEBUG] [FORECASTER] AIT: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T07:22:48.275073] [DEBUG] [FORECASTER] AIT: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-25T07:22:48.618440] [DEBUG] [FORECASTER] AIT: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T07:22:48.618704] [INFO ] [CONFIGURE ] AIT: DISCARDED add_pbf_overnight_gap (score: 70.00%)
[2025-11-25T07:22:48.618770] [INFO ] [CONFIGURE ] JOB ETA: 3.2h | Avg: 2.7s/test | Remaining: 4280 tests
[2025-11-25T07:22:48.618822] [INFO ] [CONFIGURE ] AIT: Testing feature 17/29: add_pbf_return_2d
[2025-11-25T07:22:48.618870] [INFO ] [CONFIGURE ] AIT: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_obv_interval', 'add_pbf_morning_momentum', 'add_pbf_return_2d']
[2025-11-25T07:22:48.976435] [DEBUG] [FORECASTER] AIT: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T07:22:49.302101] [DEBUG] [FORECASTER] AIT: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0
[2025-11-25T07:22:49.631571] [DEBUG] [FORECASTER] AIT: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T07:22:49.976880] [DEBUG] [FORECASTER] AIT: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T07:22:50.294444] [DEBUG] [FORECASTER] AIT: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T07:22:50.632156] [DEBUG] [FORECASTER] AIT: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T07:22:50.938406] [DEBUG] [FORECASTER] AIT: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T07:22:51.232882] [DEBUG] [FORECASTER] AIT: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T07:22:51.520710] [DEBUG] [FORECASTER] AIT: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-25T07:22:51.834662] [DEBUG] [FORECASTER] AIT: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T07:22:51.834852] [INFO ] [CONFIGURE ] AIT: DISCARDED add_pbf_return_2d (score: 70.00%)
[2025-11-25T07:22:51.834908] [INFO ] [CONFIGURE ] JOB ETA: 3.2h | Avg: 2.7s/test | Remaining: 4279 tests
[2025-11-25T07:22:51.834956] [INFO ] [CONFIGURE ] AIT: Testing feature 18/29: add_pbf_volatility_5d
[2025-11-25T07:22:51.835000] [INFO ] [CONFIGURE ] AIT: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_obv_interval', 'add_pbf_morning_momentum', 'add_pbf_volatility_5d']
[2025-11-25T07:22:52.129222] [DEBUG] [FORECASTER] AIT: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T07:22:52.416755] [DEBUG] [FORECASTER] AIT: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T07:22:52.706044] [DEBUG] [FORECASTER] AIT: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T07:22:52.989685] [DEBUG] [FORECASTER] AIT: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T07:22:53.278763] [DEBUG] [FORECASTER] AIT: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T07:22:53.561180] [DEBUG] [FORECASTER] AIT: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T07:22:53.865627] [DEBUG] [FORECASTER] AIT: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T07:22:54.169475] [DEBUG] [FORECASTER] AIT: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T07:22:54.428554] [DEBUG] [FORECASTER] AIT: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-25T07:22:54.700844] [DEBUG] [FORECASTER] AIT: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T07:22:54.701022] [INFO ] [CONFIGURE ] AIT: DISCARDED add_pbf_volatility_5d (score: 60.00%)
[2025-11-25T07:22:54.701079] [INFO ] [CONFIGURE ] JOB ETA: 3.2h | Avg: 2.7s/test | Remaining: 4278 tests
[2025-11-25T07:22:54.701129] [INFO ] [CONFIGURE ] AIT: Testing feature 19/29: add_pbf_vs_sma_5
[2025-11-25T07:22:54.701174] [INFO ] [CONFIGURE ] AIT: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_obv_interval', 'add_pbf_morning_momentum', 'add_pbf_vs_sma_5']
[2025-11-25T07:22:55.000779] [DEBUG] [FORECASTER] AIT: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T07:22:55.284004] [DEBUG] [FORECASTER] AIT: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T07:22:55.571960] [DEBUG] [FORECASTER] AIT: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T07:22:55.872819] [DEBUG] [FORECASTER] AIT: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T07:22:56.173110] [DEBUG] [FORECASTER] AIT: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T07:22:56.471108] [DEBUG] [FORECASTER] AIT: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T07:22:56.757296] [DEBUG] [FORECASTER] AIT: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T07:22:57.052040] [DEBUG] [FORECASTER] AIT: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T07:22:57.340580] [DEBUG] [FORECASTER] AIT: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-25T07:22:57.616715] [DEBUG] [FORECASTER] AIT: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T07:22:57.616902] [INFO ] [CONFIGURE ] AIT: DISCARDED add_pbf_vs_sma_5 (score: 80.00%)
[2025-11-25T07:22:57.616959] [INFO ] [CONFIGURE ] JOB ETA: 3.2h | Avg: 2.7s/test | Remaining: 4277 tests
[2025-11-25T07:22:57.617006] [INFO ] [CONFIGURE ] AIT: Testing feature 20/29: add_price_rejection
[2025-11-25T07:22:57.617049] [INFO ] [CONFIGURE ] AIT: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_obv_interval', 'add_pbf_morning_momentum', 'add_price_rejection']
[2025-11-25T07:22:57.895584] [DEBUG] [FORECASTER] AIT: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T07:22:58.205979] [DEBUG] [FORECASTER] AIT: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T07:22:58.499562] [DEBUG] [FORECASTER] AIT: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T07:22:58.805043] [DEBUG] [FORECASTER] AIT: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T07:22:59.109940] [DEBUG] [FORECASTER] AIT: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T07:22:59.411465] [DEBUG] [FORECASTER] AIT: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T07:22:59.687219] [DEBUG] [FORECASTER] AIT: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T07:22:59.993145] [DEBUG] [FORECASTER] AIT: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T07:23:00.315192] [DEBUG] [FORECASTER] AIT: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-25T07:23:01.397887] [DEBUG] [FORECASTER] AIT: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T07:23:01.398165] [INFO ] [CONFIGURE ] AIT: DISCARDED add_price_rejection (score: 80.00%)
[2025-11-25T07:23:01.398287] [INFO ] [CONFIGURE ] JOB ETA: 3.2h | Avg: 2.7s/test | Remaining: 4276 tests
[2025-11-25T07:23:01.399002] [INFO ] [CONFIGURE ] AIT: Testing feature 21/29: add_range_position
[2025-11-25T07:23:01.399090] [INFO ] [CONFIGURE ] AIT: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_obv_interval', 'add_pbf_morning_momentum', 'add_range_position']
[2025-11-25T07:23:01.819389] [DEBUG] [FORECASTER] AIT: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T07:23:02.142610] [DEBUG] [FORECASTER] AIT: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T07:23:02.471305] [DEBUG] [FORECASTER] AIT: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T07:23:02.802103] [DEBUG] [FORECASTER] AIT: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T07:23:03.141613] [DEBUG] [FORECASTER] AIT: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T07:23:03.494857] [DEBUG] [FORECASTER] AIT: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T07:23:03.824613] [DEBUG] [FORECASTER] AIT: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T07:23:04.160721] [DEBUG] [FORECASTER] AIT: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T07:23:04.494931] [DEBUG] [FORECASTER] AIT: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-25T07:23:04.857096] [DEBUG] [FORECASTER] AIT: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T07:23:04.857407] [INFO ] [CONFIGURE ] AIT: DISCARDED add_range_position (score: 80.00%)
[2025-11-25T07:23:04.857470] [INFO ] [CONFIGURE ] JOB ETA: 3.2h | Avg: 2.7s/test | Remaining: 4275 tests
[2025-11-25T07:23:04.857521] [INFO ] [CONFIGURE ] AIT: Testing feature 22/29: add_realized_volatility
[2025-11-25T07:23:04.857567] [INFO ] [CONFIGURE ] AIT: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_obv_interval', 'add_pbf_morning_momentum', 'add_realized_volatility']
[2025-11-25T07:23:05.299546] [DEBUG] [FORECASTER] AIT: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T07:23:05.731412] [DEBUG] [FORECASTER] AIT: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T07:23:06.178151] [DEBUG] [FORECASTER] AIT: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T07:23:06.623594] [DEBUG] [FORECASTER] AIT: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T07:23:07.122740] [DEBUG] [FORECASTER] AIT: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T07:23:07.575531] [DEBUG] [FORECASTER] AIT: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T07:23:08.028368] [DEBUG] [FORECASTER] AIT: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T07:23:08.481692] [DEBUG] [FORECASTER] AIT: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T07:23:09.023883] [DEBUG] [FORECASTER] AIT: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-25T07:23:09.596712] [DEBUG] [FORECASTER] AIT: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T07:23:09.596925] [INFO ] [CONFIGURE ] AIT: DISCARDED add_realized_volatility (score: 60.00%)
[2025-11-25T07:23:09.596998] [INFO ] [CONFIGURE ] JOB ETA: 3.2h | Avg: 2.7s/test | Remaining: 4274 tests
[2025-11-25T07:23:09.597065] [INFO ] [CONFIGURE ] AIT: Testing feature 23/29: add_recent_range_context
[2025-11-25T07:23:09.597119] [INFO ] [CONFIGURE ] AIT: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_obv_interval', 'add_pbf_morning_momentum', 'add_recent_range_context']
[2025-11-25T07:23:09.921485] [DEBUG] [FORECASTER] AIT: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T07:23:10.245249] [DEBUG] [FORECASTER] AIT: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T07:23:10.557361] [DEBUG] [FORECASTER] AIT: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T07:23:10.852904] [DEBUG] [FORECASTER] AIT: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T07:23:11.128257] [DEBUG] [FORECASTER] AIT: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T07:23:11.405879] [DEBUG] [FORECASTER] AIT: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T07:23:11.689776] [DEBUG] [FORECASTER] AIT: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T07:23:11.979296] [DEBUG] [FORECASTER] AIT: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T07:23:12.279660] [DEBUG] [FORECASTER] AIT: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-25T07:23:12.585690] [DEBUG] [FORECASTER] AIT: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T07:23:12.585862] [INFO ] [CONFIGURE ] AIT: DISCARDED add_recent_range_context (score: 60.00%)
[2025-11-25T07:23:12.585916] [INFO ] [CONFIGURE ] JOB ETA: 3.2h | Avg: 2.7s/test | Remaining: 4273 tests
[2025-11-25T07:23:12.585963] [INFO ] [CONFIGURE ] AIT: Testing feature 24/29: add_rsi
[2025-11-25T07:23:12.586005] [INFO ] [CONFIGURE ] AIT: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_obv_interval', 'add_pbf_morning_momentum', 'add_rsi']
[2025-11-25T07:23:12.901371] [DEBUG] [FORECASTER] AIT: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T07:23:13.202383] [DEBUG] [FORECASTER] AIT: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T07:23:13.498591] [DEBUG] [FORECASTER] AIT: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T07:23:13.810301] [DEBUG] [FORECASTER] AIT: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T07:23:14.114569] [DEBUG] [FORECASTER] AIT: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T07:23:14.422194] [DEBUG] [FORECASTER] AIT: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T07:23:14.724057] [DEBUG] [FORECASTER] AIT: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T07:23:15.043290] [DEBUG] [FORECASTER] AIT: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T07:23:15.379893] [DEBUG] [FORECASTER] AIT: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-25T07:23:15.690456] [DEBUG] [FORECASTER] AIT: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T07:23:15.690694] [INFO ] [CONFIGURE ] AIT: DISCARDED add_rsi (score: 60.00%)
[2025-11-25T07:23:15.690755] [INFO ] [CONFIGURE ] JOB ETA: 3.2h | Avg: 2.7s/test | Remaining: 4272 tests
[2025-11-25T07:23:15.690803] [INFO ] [CONFIGURE ] AIT: Testing feature 25/29: add_tick_distribution
[2025-11-25T07:23:15.690847] [INFO ] [CONFIGURE ] AIT: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_obv_interval', 'add_pbf_morning_momentum', 'add_tick_distribution']
[2025-11-25T07:23:15.974199] [DEBUG] [FORECASTER] AIT: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T07:23:16.276043] [DEBUG] [FORECASTER] AIT: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T07:23:16.573359] [DEBUG] [FORECASTER] AIT: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T07:23:16.878621] [DEBUG] [FORECASTER] AIT: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T07:23:17.177797] [DEBUG] [FORECASTER] AIT: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T07:23:17.462559] [DEBUG] [FORECASTER] AIT: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T07:23:17.756095] [DEBUG] [FORECASTER] AIT: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T07:23:18.057276] [DEBUG] [FORECASTER] AIT: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T07:23:18.347843] [DEBUG] [FORECASTER] AIT: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-25T07:23:18.641024] [DEBUG] [FORECASTER] AIT: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T07:23:18.641197] [INFO ] [CONFIGURE ] AIT: DISCARDED add_tick_distribution (score: 70.00%)
[2025-11-25T07:23:18.641445] [INFO ] [CONFIGURE ] JOB ETA: 3.2h | Avg: 2.7s/test | Remaining: 4271 tests
[2025-11-25T07:23:18.641492] [INFO ] [CONFIGURE ] AIT: Testing feature 26/29: add_volume_momentum_confirmation
[2025-11-25T07:23:18.641583] [INFO ] [CONFIGURE ] AIT: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_obv_interval', 'add_pbf_morning_momentum', 'add_volume_momentum_confirmation']
[2025-11-25T07:23:18.938933] [DEBUG] [FORECASTER] AIT: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T07:23:19.253811] [DEBUG] [FORECASTER] AIT: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T07:23:19.583906] [DEBUG] [FORECASTER] AIT: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T07:23:19.870408] [DEBUG] [FORECASTER] AIT: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T07:23:20.158295] [DEBUG] [FORECASTER] AIT: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T07:23:20.445187] [DEBUG] [FORECASTER] AIT: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T07:23:20.731722] [DEBUG] [FORECASTER] AIT: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T07:23:21.018868] [DEBUG] [FORECASTER] AIT: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T07:23:21.312707] [DEBUG] [FORECASTER] AIT: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-25T07:23:21.608107] [DEBUG] [FORECASTER] AIT: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T07:23:21.608364] [INFO ] [CONFIGURE ] AIT: DISCARDED add_volume_momentum_confirmation (score: 70.00%)
[2025-11-25T07:23:21.608435] [INFO ] [CONFIGURE ] JOB ETA: 3.2h | Avg: 2.7s/test | Remaining: 4270 tests
[2025-11-25T07:23:21.608500] [INFO ] [CONFIGURE ] AIT: Testing feature 27/29: add_volume_price_divergence
[2025-11-25T07:23:21.608553] [INFO ] [CONFIGURE ] AIT: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_obv_interval', 'add_pbf_morning_momentum', 'add_volume_price_divergence']
[2025-11-25T07:23:21.909779] [DEBUG] [FORECASTER] AIT: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T07:23:22.217762] [DEBUG] [FORECASTER] AIT: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T07:23:22.509546] [DEBUG] [FORECASTER] AIT: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T07:23:22.833941] [DEBUG] [FORECASTER] AIT: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T07:23:23.122215] [DEBUG] [FORECASTER] AIT: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T07:23:23.413926] [DEBUG] [FORECASTER] AIT: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T07:23:23.710927] [DEBUG] [FORECASTER] AIT: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T07:23:24.003898] [DEBUG] [FORECASTER] AIT: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T07:23:24.297595] [DEBUG] [FORECASTER] AIT: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-25T07:23:24.589812] [DEBUG] [FORECASTER] AIT: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T07:23:24.590003] [INFO ] [CONFIGURE ] AIT: DISCARDED add_volume_price_divergence (score: 60.00%)
[2025-11-25T07:23:24.590062] [INFO ] [CONFIGURE ] JOB ETA: 3.2h | Avg: 2.7s/test | Remaining: 4269 tests
[2025-11-25T07:23:24.590112] [INFO ] [CONFIGURE ] AIT: Testing feature 28/29: add_volume_profile
[2025-11-25T07:23:24.590159] [INFO ] [CONFIGURE ] AIT: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_obv_interval', 'add_pbf_morning_momentum', 'add_volume_profile']
[2025-11-25T07:23:24.874873] [DEBUG] [FORECASTER] AIT: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T07:23:25.183081] [DEBUG] [FORECASTER] AIT: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T07:23:25.482246] [DEBUG] [FORECASTER] AIT: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T07:23:25.786626] [DEBUG] [FORECASTER] AIT: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T07:23:26.074803] [DEBUG] [FORECASTER] AIT: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T07:23:26.359792] [DEBUG] [FORECASTER] AIT: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T07:23:26.649550] [DEBUG] [FORECASTER] AIT: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T07:23:26.953360] [DEBUG] [FORECASTER] AIT: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T07:23:27.247820] [DEBUG] [FORECASTER] AIT: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-25T07:23:27.540503] [DEBUG] [FORECASTER] AIT: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T07:23:27.540727] [INFO ] [CONFIGURE ] AIT: DISCARDED add_volume_profile (score: 80.00%)
[2025-11-25T07:23:27.540787] [INFO ] [CONFIGURE ] JOB ETA: 3.2h | Avg: 2.7s/test | Remaining: 4268 tests
[2025-11-25T07:23:27.540834] [INFO ] [CONFIGURE ] AIT: Testing feature 29/29: add_vwap
[2025-11-25T07:23:27.540877] [INFO ] [CONFIGURE ] AIT: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_obv_interval', 'add_pbf_morning_momentum', 'add_vwap']
[2025-11-25T07:23:27.823591] [DEBUG] [FORECASTER] AIT: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0
[2025-11-25T07:23:28.156789] [DEBUG] [FORECASTER] AIT: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T07:23:28.450295] [DEBUG] [FORECASTER] AIT: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T07:23:28.781796] [DEBUG] [FORECASTER] AIT: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T07:23:29.108062] [DEBUG] [FORECASTER] AIT: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T07:23:29.422968] [DEBUG] [FORECASTER] AIT: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T07:23:29.752081] [DEBUG] [FORECASTER] AIT: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T07:23:30.085550] [DEBUG] [FORECASTER] AIT: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T07:23:30.442712] [DEBUG] [FORECASTER] AIT: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-25T07:23:30.793021] [DEBUG] [FORECASTER] AIT: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T07:23:30.793215] [INFO ] [CONFIGURE ] AIT: DISCARDED add_vwap (score: 70.00%)
[2025-11-25T07:23:30.793276] [INFO ] [CONFIGURE ] JOB ETA: 3.2h | Avg: 2.7s/test | Remaining: 4267 tests
[2025-11-25T07:23:30.793328] [INFO ] [CONFIGURE ] AIT: ===== FEATURE SELECTION COMPLETE =====
[2025-11-25T07:23:30.793373] [INFO ] [CONFIGURE ] AIT: Best accuracy: 90.00%
[2025-11-25T07:23:30.793422] [INFO ] [CONFIGURE ] AIT: Best feature set (4 features): ['add_cumulative_delta', 'add_ema', 'add_obv_interval', 'add_pbf_morning_momentum']
[2025-11-25T07:23:30.793467] [INFO ] [CONFIGURE ] AIT: Improvement over baseline: 60.00%
[2025-11-25T07:23:30.793506] [INFO ] [CONFIGURE ] AIT: Total time: 1.5 minutes
[2025-11-25T07:23:30.793548] [INFO ] [CONFIGURE ] AIT: Average time per feature: 3.1 seconds
[2025-11-25T07:23:30.793588] [INFO ] [CONFIGURE ] AIT: Average speed: 0.33 features/sec
[2025-11-25T07:23:30.793968] [INFO ] [LOCAL     ] Saved configuration for AIT: 4 features, 90.00% accuracy -> ./output/feature-sets/AIT.json
[2025-11-25T07:23:30.794030] [INFO ] [CONFIGURE ] AIT: Configuration saved successfully: 4 features, 90.00% accuracy.
[2025-11-25T07:23:30.794083] [INFO ] [sig       ] [17/164] Successfully configured AIT | 0.01 sym/s | Total: 22.4m | ETA: 3.2h
[2025-11-25T07:23:30.794132] [INFO ] [sig       ] [18/164] Configuring ALB...
[2025-11-25T07:23:30.794176] [INFO ] [CONFIGURE ] ALB: Configurate test run.
[2025-11-25T07:23:30.794219] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALB' from 'https://tdm.silogroup.org/data/derivative_storage/ALB.csv'.
[2025-11-25T07:23:30.806846] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'ALB'.
[2025-11-25T07:23:30.807199] [INFO ] [CONFIGURE ] ALB: Testing with 29 available features
[2025-11-25T07:23:30.807266] [INFO ] [CONFIGURE ] ALB: Establishing baseline with no features...
[2025-11-25T07:23:30.982879] [DEBUG] [FORECASTER] ALB: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T07:23:31.160972] [DEBUG] [FORECASTER] ALB: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T07:23:31.342029] [DEBUG] [FORECASTER] ALB: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T07:23:31.517803] [DEBUG] [FORECASTER] ALB: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T07:23:31.690397] [DEBUG] [FORECASTER] ALB: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T07:23:31.860453] [DEBUG] [FORECASTER] ALB: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T07:23:32.041539] [DEBUG] [FORECASTER] ALB: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T07:23:32.224382] [DEBUG] [FORECASTER] ALB: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T07:23:32.413778] [DEBUG] [FORECASTER] ALB: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T07:23:32.600448] [DEBUG] [FORECASTER] ALB: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T07:23:32.600612] [INFO ] [CONFIGURE ] ALB: Baseline score (no features): 70.00%
[2025-11-25T07:23:32.600682] [INFO ] [CONFIGURE ] ALB: Testing feature 1/29: add_bollinger_bands
[2025-11-25T07:23:32.600743] [INFO ] [CONFIGURE ] ALB: Testing with features: ['add_bollinger_bands']
[2025-11-25T07:23:32.808111] [DEBUG] [FORECASTER] ALB: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T07:23:33.011629] [DEBUG] [FORECASTER] ALB: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T07:23:33.219172] [DEBUG] [FORECASTER] ALB: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T07:23:33.427258] [DEBUG] [FORECASTER] ALB: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T07:23:33.635874] [DEBUG] [FORECASTER] ALB: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T07:23:33.839350] [DEBUG] [FORECASTER] ALB: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T07:23:34.040932] [DEBUG] [FORECASTER] ALB: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T07:23:34.251923] [DEBUG] [FORECASTER] ALB: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T07:23:34.461110] [DEBUG] [FORECASTER] ALB: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T07:23:34.678081] [DEBUG] [FORECASTER] ALB: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T07:23:34.678285] [INFO ] [CONFIGURE ] ALB: DISCARDED add_bollinger_bands (score: 40.00%)
[2025-11-25T07:23:34.678337] [INFO ] [CONFIGURE ] JOB ETA: 3.2h | Avg: 2.7s/test | Remaining: 4266 tests
[2025-11-25T07:23:34.678383] [INFO ] [CONFIGURE ] ALB: Testing feature 2/29: add_cumulative_delta
[2025-11-25T07:23:34.678420] [INFO ] [CONFIGURE ] ALB: Testing with features: ['add_cumulative_delta']
[2025-11-25T07:23:34.882909] [DEBUG] [FORECASTER] ALB: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T07:23:35.082178] [DEBUG] [FORECASTER] ALB: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T07:23:35.300681] [DEBUG] [FORECASTER] ALB: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T07:23:35.520805] [DEBUG] [FORECASTER] ALB: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T07:23:35.750310] [DEBUG] [FORECASTER] ALB: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-25T07:23:36.003498] [DEBUG] [FORECASTER] ALB: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T07:23:36.236974] [DEBUG] [FORECASTER] ALB: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T07:23:36.455574] [DEBUG] [FORECASTER] ALB: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T07:23:36.693441] [DEBUG] [FORECASTER] ALB: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T07:23:36.974158] [DEBUG] [FORECASTER] ALB: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T07:23:36.974534] [INFO ] [CONFIGURE ] ALB: DISCARDED add_cumulative_delta (score: 40.00%)
[2025-11-25T07:23:36.974673] [INFO ] [CONFIGURE ] JOB ETA: 3.2h | Avg: 2.7s/test | Remaining: 4265 tests
[2025-11-25T07:23:36.974778] [INFO ] [CONFIGURE ] ALB: Testing feature 3/29: add_daily_returns
[2025-11-25T07:23:36.974879] [INFO ] [CONFIGURE ] ALB: Testing with features: ['add_daily_returns']
[2025-11-25T07:23:37.173790] [DEBUG] [FORECASTER] ALB: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T07:23:37.359889] [DEBUG] [FORECASTER] ALB: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T07:23:37.549439] [DEBUG] [FORECASTER] ALB: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T07:23:37.731599] [DEBUG] [FORECASTER] ALB: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T07:23:37.912758] [DEBUG] [FORECASTER] ALB: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T07:23:38.106554] [DEBUG] [FORECASTER] ALB: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T07:23:38.301740] [DEBUG] [FORECASTER] ALB: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T07:23:38.490705] [DEBUG] [FORECASTER] ALB: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T07:23:38.676591] [DEBUG] [FORECASTER] ALB: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T07:23:38.867724] [DEBUG] [FORECASTER] ALB: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T07:23:38.867961] [INFO ] [CONFIGURE ] ALB: DISCARDED add_daily_returns (score: 40.00%)
[2025-11-25T07:23:38.868026] [INFO ] [CONFIGURE ] JOB ETA: 3.2h | Avg: 2.7s/test | Remaining: 4264 tests
[2025-11-25T07:23:38.868077] [INFO ] [CONFIGURE ] ALB: Testing feature 4/29: add_ema
[2025-11-25T07:23:38.868124] [INFO ] [CONFIGURE ] ALB: Testing with features: ['add_ema']
[2025-11-25T07:23:39.085052] [DEBUG] [FORECASTER] ALB: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T07:23:39.289881] [DEBUG] [FORECASTER] ALB: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T07:23:39.519557] [DEBUG] [FORECASTER] ALB: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T07:23:39.734179] [DEBUG] [FORECASTER] ALB: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T07:23:39.946885] [DEBUG] [FORECASTER] ALB: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T07:23:40.174021] [DEBUG] [FORECASTER] ALB: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T07:23:40.410255] [DEBUG] [FORECASTER] ALB: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T07:23:40.645533] [DEBUG] [FORECASTER] ALB: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T07:23:40.890660] [DEBUG] [FORECASTER] ALB: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T07:23:41.126219] [DEBUG] [FORECASTER] ALB: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T07:23:41.126414] [INFO ] [CONFIGURE ] ALB: DISCARDED add_ema (score: 60.00%)
[2025-11-25T07:23:41.126463] [INFO ] [CONFIGURE ] JOB ETA: 3.2h | Avg: 2.7s/test | Remaining: 4263 tests
[2025-11-25T07:23:41.126504] [INFO ] [CONFIGURE ] ALB: Testing feature 5/29: add_exhaustion_signals
[2025-11-25T07:23:41.126541] [INFO ] [CONFIGURE ] ALB: Testing with features: ['add_vwap', 'add_exhaustion_signals']
[2025-11-25T07:23:41.363537] [DEBUG] [FORECASTER] ALB: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T07:23:41.603145] [DEBUG] [FORECASTER] ALB: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T07:23:41.831231] [DEBUG] [FORECASTER] ALB: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T07:23:42.061936] [DEBUG] [FORECASTER] ALB: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T07:23:42.293799] [DEBUG] [FORECASTER] ALB: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T07:23:42.525962] [DEBUG] [FORECASTER] ALB: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T07:23:42.747536] [DEBUG] [FORECASTER] ALB: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T07:23:42.976791] [DEBUG] [FORECASTER] ALB: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T07:23:43.232441] [DEBUG] [FORECASTER] ALB: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T07:23:43.463279] [DEBUG] [FORECASTER] ALB: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T07:23:43.463454] [INFO ] [CONFIGURE ] ALB: DISCARDED add_exhaustion_signals (score: 30.00%)
[2025-11-25T07:23:43.463509] [INFO ] [CONFIGURE ] JOB ETA: 3.2h | Avg: 2.7s/test | Remaining: 4262 tests
[2025-11-25T07:23:43.463606] [INFO ] [CONFIGURE ] ALB: Testing feature 6/29: add_failed_moves
[2025-11-25T07:23:43.463682] [INFO ] [CONFIGURE ] ALB: Testing with features: ['add_failed_moves']
[2025-11-25T07:23:43.647950] [DEBUG] [FORECASTER] ALB: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T07:23:43.822584] [DEBUG] [FORECASTER] ALB: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T07:23:44.009264] [DEBUG] [FORECASTER] ALB: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T07:23:44.184882] [DEBUG] [FORECASTER] ALB: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T07:23:44.369060] [DEBUG] [FORECASTER] ALB: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T07:23:44.554522] [DEBUG] [FORECASTER] ALB: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T07:23:44.744268] [DEBUG] [FORECASTER] ALB: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T07:23:44.941421] [DEBUG] [FORECASTER] ALB: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T07:23:45.124639] [DEBUG] [FORECASTER] ALB: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T07:23:45.310091] [DEBUG] [FORECASTER] ALB: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T07:23:45.310242] [INFO ] [CONFIGURE ] ALB: DISCARDED add_failed_moves (score: 70.00%)
[2025-11-25T07:23:45.310292] [INFO ] [CONFIGURE ] JOB ETA: 3.2h | Avg: 2.7s/test | Remaining: 4261 tests
[2025-11-25T07:23:45.310331] [INFO ] [CONFIGURE ] ALB: Testing feature 7/29: add_lag_shelf
[2025-11-25T07:23:45.310385] [INFO ] [CONFIGURE ] ALB: Testing with features: ['add_lag_shelf']
[2025-11-25T07:23:45.477009] [DEBUG] [FORECASTER] ALB: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T07:23:45.642965] [DEBUG] [FORECASTER] ALB: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T07:23:45.808394] [DEBUG] [FORECASTER] ALB: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T07:23:45.975215] [DEBUG] [FORECASTER] ALB: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T07:23:46.152389] [DEBUG] [FORECASTER] ALB: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T07:23:46.333672] [DEBUG] [FORECASTER] ALB: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T07:23:46.548550] [DEBUG] [FORECASTER] ALB: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T07:23:46.736508] [DEBUG] [FORECASTER] ALB: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T07:23:46.902565] [DEBUG] [FORECASTER] ALB: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T07:23:47.074310] [DEBUG] [FORECASTER] ALB: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T07:23:47.074467] [INFO ] [CONFIGURE ] ALB: DISCARDED add_lag_shelf (score: 70.00%)
[2025-11-25T07:23:47.074514] [INFO ] [CONFIGURE ] JOB ETA: 3.2h | Avg: 2.7s/test | Remaining: 4260 tests
[2025-11-25T07:23:47.074553] [INFO ] [CONFIGURE ] ALB: Testing feature 8/29: add_macd
[2025-11-25T07:23:47.074590] [INFO ] [CONFIGURE ] ALB: Testing with features: ['add_vwap', 'add_macd']
[2025-11-25T07:23:47.339442] [DEBUG] [FORECASTER] ALB: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T07:23:47.623327] [DEBUG] [FORECASTER] ALB: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T07:23:47.912101] [DEBUG] [FORECASTER] ALB: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T07:23:48.192091] [DEBUG] [FORECASTER] ALB: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T07:23:48.482352] [DEBUG] [FORECASTER] ALB: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T07:23:48.773087] [DEBUG] [FORECASTER] ALB: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T07:23:49.065588] [DEBUG] [FORECASTER] ALB: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T07:23:49.361066] [DEBUG] [FORECASTER] ALB: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T07:23:49.644799] [DEBUG] [FORECASTER] ALB: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T07:23:49.933010] [DEBUG] [FORECASTER] ALB: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T07:23:49.933226] [INFO ] [CONFIGURE ] ALB: KEPT add_macd (score: 80.00%)
[2025-11-25T07:23:49.933286] [INFO ] [CONFIGURE ] JOB ETA: 3.2h | Avg: 2.7s/test | Remaining: 4259 tests
[2025-11-25T07:23:49.933336] [INFO ] [CONFIGURE ] ALB: Testing feature 9/29: add_mfi
[2025-11-25T07:23:49.933381] [INFO ] [CONFIGURE ] ALB: Testing with features: ['add_vwap', 'add_macd', 'add_mfi']
[2025-11-25T07:23:50.239178] [DEBUG] [FORECASTER] ALB: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T07:23:50.543726] [DEBUG] [FORECASTER] ALB: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T07:23:50.846938] [DEBUG] [FORECASTER] ALB: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T07:23:51.145231] [DEBUG] [FORECASTER] ALB: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T07:23:51.460819] [DEBUG] [FORECASTER] ALB: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T07:23:51.769799] [DEBUG] [FORECASTER] ALB: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T07:23:52.077339] [DEBUG] [FORECASTER] ALB: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T07:23:52.382422] [DEBUG] [FORECASTER] ALB: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T07:23:52.681392] [DEBUG] [FORECASTER] ALB: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T07:23:52.987842] [DEBUG] [FORECASTER] ALB: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T07:23:52.988037] [INFO ] [CONFIGURE ] ALB: DISCARDED add_mfi (score: 80.00%)
[2025-11-25T07:23:52.988097] [INFO ] [CONFIGURE ] JOB ETA: 3.2h | Avg: 2.7s/test | Remaining: 4258 tests
[2025-11-25T07:23:52.988147] [INFO ] [CONFIGURE ] ALB: Testing feature 10/29: add_momentum_acceleration
[2025-11-25T07:23:52.988194] [INFO ] [CONFIGURE ] ALB: Testing with features: ['add_vwap', 'add_macd', 'add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-11-25T07:23:53.364363] [DEBUG] [FORECASTER] ALB: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T07:23:53.744861] [DEBUG] [FORECASTER] ALB: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T07:23:54.120230] [DEBUG] [FORECASTER] ALB: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T07:23:54.494491] [DEBUG] [FORECASTER] ALB: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T07:23:54.864180] [DEBUG] [FORECASTER] ALB: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T07:23:55.229544] [DEBUG] [FORECASTER] ALB: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T07:23:55.593911] [DEBUG] [FORECASTER] ALB: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T07:23:55.946446] [DEBUG] [FORECASTER] ALB: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T07:23:56.316341] [DEBUG] [FORECASTER] ALB: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T07:23:56.695046] [DEBUG] [FORECASTER] ALB: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T07:23:56.695281] [INFO ] [CONFIGURE ] ALB: DISCARDED add_momentum_acceleration (score: 70.00%)
[2025-11-25T07:23:56.695340] [INFO ] [CONFIGURE ] JOB ETA: 3.2h | Avg: 2.7s/test | Remaining: 4257 tests
[2025-11-25T07:23:56.695390] [INFO ] [CONFIGURE ] ALB: Testing feature 11/29: add_obv_daily
[2025-11-25T07:23:56.695433] [INFO ] [CONFIGURE ] ALB: Testing with features: ['add_vwap', 'add_macd', 'add_obv_daily']
[2025-11-25T07:23:57.018760] [DEBUG] [FORECASTER] ALB: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T07:23:57.351384] [DEBUG] [FORECASTER] ALB: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T07:23:57.667081] [DEBUG] [FORECASTER] ALB: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T07:23:57.975406] [DEBUG] [FORECASTER] ALB: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T07:23:58.285497] [DEBUG] [FORECASTER] ALB: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T07:23:58.580137] [DEBUG] [FORECASTER] ALB: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T07:23:58.892945] [DEBUG] [FORECASTER] ALB: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T07:23:59.181862] [DEBUG] [FORECASTER] ALB: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T07:23:59.477459] [DEBUG] [FORECASTER] ALB: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T07:23:59.790887] [DEBUG] [FORECASTER] ALB: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T07:23:59.791092] [INFO ] [CONFIGURE ] ALB: DISCARDED add_obv_daily (score: 80.00%)
[2025-11-25T07:23:59.791152] [INFO ] [CONFIGURE ] JOB ETA: 3.2h | Avg: 2.7s/test | Remaining: 4256 tests
[2025-11-25T07:23:59.791203] [INFO ] [CONFIGURE ] ALB: Testing feature 12/29: add_obv_interval
[2025-11-25T07:23:59.791248] [INFO ] [CONFIGURE ] ALB: Testing with features: ['add_vwap', 'add_macd', 'add_obv_interval']
[2025-11-25T07:24:00.072543] [DEBUG] [FORECASTER] ALB: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T07:24:00.362656] [DEBUG] [FORECASTER] ALB: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T07:24:00.660914] [DEBUG] [FORECASTER] ALB: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T07:24:01.681848] [DEBUG] [FORECASTER] ALB: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T07:24:01.984999] [DEBUG] [FORECASTER] ALB: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T07:24:02.280205] [DEBUG] [FORECASTER] ALB: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T07:24:02.558222] [DEBUG] [FORECASTER] ALB: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T07:24:02.835284] [DEBUG] [FORECASTER] ALB: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T07:24:03.133778] [DEBUG] [FORECASTER] ALB: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T07:24:03.436278] [DEBUG] [FORECASTER] ALB: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T07:24:03.436485] [INFO ] [CONFIGURE ] ALB: DISCARDED add_obv_interval (score: 80.00%)
[2025-11-25T07:24:03.436564] [INFO ] [CONFIGURE ] JOB ETA: 3.2h | Avg: 2.7s/test | Remaining: 4255 tests
[2025-11-25T07:24:03.436616] [INFO ] [CONFIGURE ] ALB: Testing feature 13/29: add_opening_strength
[2025-11-25T07:24:03.436691] [INFO ] [CONFIGURE ] ALB: Testing with features: ['add_vwap', 'add_macd', 'add_daily_returns', 'add_opening_strength']
[2025-11-25T07:24:03.763938] [DEBUG] [FORECASTER] ALB: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T07:24:04.097460] [DEBUG] [FORECASTER] ALB: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T07:24:04.425910] [DEBUG] [FORECASTER] ALB: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T07:24:04.778669] [DEBUG] [FORECASTER] ALB: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T07:24:05.101048] [DEBUG] [FORECASTER] ALB: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T07:24:05.454922] [DEBUG] [FORECASTER] ALB: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T07:24:05.764202] [DEBUG] [FORECASTER] ALB: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T07:24:06.093856] [DEBUG] [FORECASTER] ALB: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T07:24:06.408769] [DEBUG] [FORECASTER] ALB: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T07:24:06.724033] [DEBUG] [FORECASTER] ALB: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T07:24:06.724213] [INFO ] [CONFIGURE ] ALB: DISCARDED add_opening_strength (score: 50.00%)
[2025-11-25T07:24:06.724272] [INFO ] [CONFIGURE ] JOB ETA: 3.2h | Avg: 2.7s/test | Remaining: 4254 tests
[2025-11-25T07:24:06.724322] [INFO ] [CONFIGURE ] ALB: Testing feature 14/29: add_order_flow_imbalance
[2025-11-25T07:24:06.724368] [INFO ] [CONFIGURE ] ALB: Testing with features: ['add_vwap', 'add_macd', 'add_order_flow_imbalance']
[2025-11-25T07:24:07.045092] [DEBUG] [FORECASTER] ALB: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T07:24:07.373217] [DEBUG] [FORECASTER] ALB: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T07:24:07.673174] [DEBUG] [FORECASTER] ALB: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T07:24:07.970068] [DEBUG] [FORECASTER] ALB: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T07:24:08.265893] [DEBUG] [FORECASTER] ALB: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T07:24:08.563196] [DEBUG] [FORECASTER] ALB: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T07:24:08.861357] [DEBUG] [FORECASTER] ALB: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T07:24:09.157013] [DEBUG] [FORECASTER] ALB: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T07:24:09.473346] [DEBUG] [FORECASTER] ALB: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T07:24:09.777020] [DEBUG] [FORECASTER] ALB: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T07:24:09.777302] [INFO ] [CONFIGURE ] ALB: DISCARDED add_order_flow_imbalance (score: 80.00%)
[2025-11-25T07:24:09.777364] [INFO ] [CONFIGURE ] JOB ETA: 3.2h | Avg: 2.7s/test | Remaining: 4253 tests
[2025-11-25T07:24:09.777414] [INFO ] [CONFIGURE ] ALB: Testing feature 15/29: add_pbf_morning_momentum
[2025-11-25T07:24:09.777460] [INFO ] [CONFIGURE ] ALB: Testing with features: ['add_vwap', 'add_macd', 'add_pbf_morning_momentum']
[2025-11-25T07:24:10.053044] [DEBUG] [FORECASTER] ALB: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T07:24:10.361220] [DEBUG] [FORECASTER] ALB: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T07:24:10.641420] [DEBUG] [FORECASTER] ALB: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T07:24:10.934202] [DEBUG] [FORECASTER] ALB: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T07:24:11.225081] [DEBUG] [FORECASTER] ALB: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T07:24:11.514375] [DEBUG] [FORECASTER] ALB: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T07:24:11.794921] [DEBUG] [FORECASTER] ALB: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T07:24:12.075167] [DEBUG] [FORECASTER] ALB: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T07:24:12.360911] [DEBUG] [FORECASTER] ALB: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T07:24:12.644483] [DEBUG] [FORECASTER] ALB: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T07:24:12.644675] [INFO ] [CONFIGURE ] ALB: DISCARDED add_pbf_morning_momentum (score: 80.00%)
[2025-11-25T07:24:12.644735] [INFO ] [CONFIGURE ] JOB ETA: 3.2h | Avg: 2.7s/test | Remaining: 4252 tests
[2025-11-25T07:24:12.644806] [INFO ] [CONFIGURE ] ALB: Testing feature 16/29: add_pbf_overnight_gap
[2025-11-25T07:24:12.644852] [INFO ] [CONFIGURE ] ALB: Testing with features: ['add_vwap', 'add_macd', 'add_pbf_overnight_gap']
[2025-11-25T07:24:12.916119] [DEBUG] [FORECASTER] ALB: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T07:24:13.188501] [DEBUG] [FORECASTER] ALB: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T07:24:13.462068] [DEBUG] [FORECASTER] ALB: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T07:24:13.733255] [DEBUG] [FORECASTER] ALB: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T07:24:14.007768] [DEBUG] [FORECASTER] ALB: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T07:24:14.279298] [DEBUG] [FORECASTER] ALB: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T07:24:14.551765] [DEBUG] [FORECASTER] ALB: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T07:24:14.832140] [DEBUG] [FORECASTER] ALB: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T07:24:15.120064] [DEBUG] [FORECASTER] ALB: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T07:24:15.399088] [DEBUG] [FORECASTER] ALB: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T07:24:15.399266] [INFO ] [CONFIGURE ] ALB: DISCARDED add_pbf_overnight_gap (score: 70.00%)
[2025-11-25T07:24:15.399325] [INFO ] [CONFIGURE ] JOB ETA: 3.2h | Avg: 2.7s/test | Remaining: 4251 tests
[2025-11-25T07:24:15.399377] [INFO ] [CONFIGURE ] ALB: Testing feature 17/29: add_pbf_return_2d
[2025-11-25T07:24:15.399430] [INFO ] [CONFIGURE ] ALB: Testing with features: ['add_vwap', 'add_macd', 'add_pbf_return_2d']
[2025-11-25T07:24:15.718149] [DEBUG] [FORECASTER] ALB: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T07:24:16.032117] [DEBUG] [FORECASTER] ALB: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T07:24:16.343813] [DEBUG] [FORECASTER] ALB: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T07:24:16.640143] [DEBUG] [FORECASTER] ALB: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T07:24:17.029203] [DEBUG] [FORECASTER] ALB: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T07:24:17.435273] [DEBUG] [FORECASTER] ALB: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T07:24:17.818945] [DEBUG] [FORECASTER] ALB: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T07:24:18.115937] [DEBUG] [FORECASTER] ALB: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T07:24:18.410483] [DEBUG] [FORECASTER] ALB: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T07:24:18.708497] [DEBUG] [FORECASTER] ALB: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T07:24:18.708726] [INFO ] [CONFIGURE ] ALB: KEPT add_pbf_return_2d (score: 90.00%)
[2025-11-25T07:24:18.708788] [INFO ] [CONFIGURE ] JOB ETA: 3.2h | Avg: 2.7s/test | Remaining: 4250 tests
[2025-11-25T07:24:18.708840] [INFO ] [CONFIGURE ] ALB: Testing feature 18/29: add_pbf_volatility_5d
[2025-11-25T07:24:18.708880] [INFO ] [CONFIGURE ] ALB: Testing with features: ['add_vwap', 'add_macd', 'add_pbf_return_2d', 'add_pbf_volatility_5d']
[2025-11-25T07:24:19.025273] [DEBUG] [FORECASTER] ALB: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T07:24:19.332028] [DEBUG] [FORECASTER] ALB: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T07:24:19.662728] [DEBUG] [FORECASTER] ALB: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T07:24:19.988487] [DEBUG] [FORECASTER] ALB: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T07:24:20.324829] [DEBUG] [FORECASTER] ALB: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T07:24:20.677325] [DEBUG] [FORECASTER] ALB: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T07:24:21.017847] [DEBUG] [FORECASTER] ALB: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T07:24:21.342766] [DEBUG] [FORECASTER] ALB: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T07:24:21.661974] [DEBUG] [FORECASTER] ALB: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T07:24:21.965351] [DEBUG] [FORECASTER] ALB: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T07:24:21.965527] [INFO ] [CONFIGURE ] ALB: DISCARDED add_pbf_volatility_5d (score: 80.00%)
[2025-11-25T07:24:21.965584] [INFO ] [CONFIGURE ] JOB ETA: 3.2h | Avg: 2.7s/test | Remaining: 4249 tests
[2025-11-25T07:24:21.965631] [INFO ] [CONFIGURE ] ALB: Testing feature 19/29: add_pbf_vs_sma_5
[2025-11-25T07:24:21.965699] [INFO ] [CONFIGURE ] ALB: Testing with features: ['add_vwap', 'add_macd', 'add_pbf_return_2d', 'add_pbf_vs_sma_5']
[2025-11-25T07:24:22.243122] [DEBUG] [FORECASTER] ALB: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T07:24:22.534090] [DEBUG] [FORECASTER] ALB: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T07:24:22.818214] [DEBUG] [FORECASTER] ALB: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T07:24:23.103724] [DEBUG] [FORECASTER] ALB: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T07:24:23.391696] [DEBUG] [FORECASTER] ALB: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T07:24:23.673555] [DEBUG] [FORECASTER] ALB: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T07:24:23.960481] [DEBUG] [FORECASTER] ALB: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T07:24:24.235301] [DEBUG] [FORECASTER] ALB: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T07:24:24.524445] [DEBUG] [FORECASTER] ALB: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T07:24:24.822146] [DEBUG] [FORECASTER] ALB: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T07:24:24.822334] [INFO ] [CONFIGURE ] ALB: DISCARDED add_pbf_vs_sma_5 (score: 80.00%)
[2025-11-25T07:24:24.822395] [INFO ] [CONFIGURE ] JOB ETA: 3.2h | Avg: 2.7s/test | Remaining: 4248 tests
[2025-11-25T07:24:24.822452] [INFO ] [CONFIGURE ] ALB: Testing feature 20/29: add_price_rejection
[2025-11-25T07:24:24.822498] [INFO ] [CONFIGURE ] ALB: Testing with features: ['add_vwap', 'add_macd', 'add_pbf_return_2d', 'add_price_rejection']
[2025-11-25T07:24:25.133170] [DEBUG] [FORECASTER] ALB: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T07:24:25.456124] [DEBUG] [FORECASTER] ALB: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T07:24:25.776972] [DEBUG] [FORECASTER] ALB: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T07:24:26.100955] [DEBUG] [FORECASTER] ALB: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T07:24:26.419355] [DEBUG] [FORECASTER] ALB: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T07:24:26.755799] [DEBUG] [FORECASTER] ALB: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T07:24:27.100976] [DEBUG] [FORECASTER] ALB: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T07:24:27.438800] [DEBUG] [FORECASTER] ALB: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T07:24:27.759282] [DEBUG] [FORECASTER] ALB: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T07:24:28.093535] [DEBUG] [FORECASTER] ALB: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T07:24:28.093744] [INFO ] [CONFIGURE ] ALB: DISCARDED add_price_rejection (score: 80.00%)
[2025-11-25T07:24:28.093804] [INFO ] [CONFIGURE ] JOB ETA: 3.2h | Avg: 2.7s/test | Remaining: 4247 tests
[2025-11-25T07:24:28.093852] [INFO ] [CONFIGURE ] ALB: Testing feature 21/29: add_range_position
[2025-11-25T07:24:28.093896] [INFO ] [CONFIGURE ] ALB: Testing with features: ['add_vwap', 'add_macd', 'add_pbf_return_2d', 'add_range_position']
[2025-11-25T07:24:28.397931] [DEBUG] [FORECASTER] ALB: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T07:24:28.706211] [DEBUG] [FORECASTER] ALB: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T07:24:29.023889] [DEBUG] [FORECASTER] ALB: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T07:24:29.343002] [DEBUG] [FORECASTER] ALB: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T07:24:29.654563] [DEBUG] [FORECASTER] ALB: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T07:24:29.973743] [DEBUG] [FORECASTER] ALB: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T07:24:30.300374] [DEBUG] [FORECASTER] ALB: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T07:24:30.646282] [DEBUG] [FORECASTER] ALB: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T07:24:30.973594] [DEBUG] [FORECASTER] ALB: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T07:24:31.301528] [DEBUG] [FORECASTER] ALB: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T07:24:31.301748] [INFO ] [CONFIGURE ] ALB: DISCARDED add_range_position (score: 70.00%)
[2025-11-25T07:24:31.301807] [INFO ] [CONFIGURE ] JOB ETA: 3.2h | Avg: 2.7s/test | Remaining: 4246 tests
[2025-11-25T07:24:31.301853] [INFO ] [CONFIGURE ] ALB: Testing feature 22/29: add_realized_volatility
[2025-11-25T07:24:31.301897] [INFO ] [CONFIGURE ] ALB: Testing with features: ['add_vwap', 'add_macd', 'add_pbf_return_2d', 'add_realized_volatility']
[2025-11-25T07:24:31.749394] [DEBUG] [FORECASTER] ALB: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T07:24:32.177780] [DEBUG] [FORECASTER] ALB: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T07:24:32.599275] [DEBUG] [FORECASTER] ALB: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T07:24:33.034427] [DEBUG] [FORECASTER] ALB: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T07:24:33.455519] [DEBUG] [FORECASTER] ALB: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T07:24:33.888543] [DEBUG] [FORECASTER] ALB: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T07:24:34.304888] [DEBUG] [FORECASTER] ALB: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T07:24:34.772536] [DEBUG] [FORECASTER] ALB: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T07:24:35.212840] [DEBUG] [FORECASTER] ALB: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T07:24:35.688335] [DEBUG] [FORECASTER] ALB: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T07:24:35.688585] [INFO ] [CONFIGURE ] ALB: DISCARDED add_realized_volatility (score: 80.00%)
[2025-11-25T07:24:35.688693] [INFO ] [CONFIGURE ] JOB ETA: 3.2h | Avg: 2.7s/test | Remaining: 4245 tests
[2025-11-25T07:24:35.688759] [INFO ] [CONFIGURE ] ALB: Testing feature 23/29: add_recent_range_context
[2025-11-25T07:24:35.688833] [INFO ] [CONFIGURE ] ALB: Testing with features: ['add_vwap', 'add_macd', 'add_pbf_return_2d', 'add_recent_range_context']
[2025-11-25T07:24:36.045773] [DEBUG] [FORECASTER] ALB: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T07:24:36.400987] [DEBUG] [FORECASTER] ALB: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T07:24:36.742463] [DEBUG] [FORECASTER] ALB: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T07:24:37.101734] [DEBUG] [FORECASTER] ALB: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T07:24:37.459359] [DEBUG] [FORECASTER] ALB: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T07:24:37.802938] [DEBUG] [FORECASTER] ALB: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T07:24:38.145122] [DEBUG] [FORECASTER] ALB: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T07:24:38.483744] [DEBUG] [FORECASTER] ALB: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T07:24:38.838862] [DEBUG] [FORECASTER] ALB: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T07:24:39.190805] [DEBUG] [FORECASTER] ALB: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T07:24:39.191014] [INFO ] [CONFIGURE ] ALB: DISCARDED add_recent_range_context (score: 80.00%)
[2025-11-25T07:24:39.191078] [INFO ] [CONFIGURE ] JOB ETA: 3.2h | Avg: 2.7s/test | Remaining: 4244 tests
[2025-11-25T07:24:39.191131] [INFO ] [CONFIGURE ] ALB: Testing feature 24/29: add_rsi
[2025-11-25T07:24:39.191178] [INFO ] [CONFIGURE ] ALB: Testing with features: ['add_vwap', 'add_macd', 'add_pbf_return_2d', 'add_ema', 'add_rsi']
[2025-11-25T07:24:39.566831] [DEBUG] [FORECASTER] ALB: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T07:24:39.901149] [DEBUG] [FORECASTER] ALB: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T07:24:40.251670] [DEBUG] [FORECASTER] ALB: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T07:24:40.604542] [DEBUG] [FORECASTER] ALB: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T07:24:40.980548] [DEBUG] [FORECASTER] ALB: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T07:24:41.318855] [DEBUG] [FORECASTER] ALB: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T07:24:41.672069] [DEBUG] [FORECASTER] ALB: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T07:24:42.035449] [DEBUG] [FORECASTER] ALB: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T07:24:42.392470] [DEBUG] [FORECASTER] ALB: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T07:24:42.752849] [DEBUG] [FORECASTER] ALB: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T07:24:42.753077] [INFO ] [CONFIGURE ] ALB: DISCARDED add_rsi (score: 90.00%)
[2025-11-25T07:24:42.753139] [INFO ] [CONFIGURE ] JOB ETA: 3.2h | Avg: 2.7s/test | Remaining: 4243 tests
[2025-11-25T07:24:42.753189] [INFO ] [CONFIGURE ] ALB: Testing feature 25/29: add_tick_distribution
[2025-11-25T07:24:42.753235] [INFO ] [CONFIGURE ] ALB: Testing with features: ['add_vwap', 'add_macd', 'add_pbf_return_2d', 'add_tick_distribution']
[2025-11-25T07:24:43.069603] [DEBUG] [FORECASTER] ALB: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T07:24:43.375317] [DEBUG] [FORECASTER] ALB: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T07:24:43.687481] [DEBUG] [FORECASTER] ALB: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T07:24:44.004613] [DEBUG] [FORECASTER] ALB: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T07:24:44.313427] [DEBUG] [FORECASTER] ALB: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T07:24:44.649148] [DEBUG] [FORECASTER] ALB: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T07:24:44.976598] [DEBUG] [FORECASTER] ALB: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T07:24:45.296853] [DEBUG] [FORECASTER] ALB: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T07:24:45.619478] [DEBUG] [FORECASTER] ALB: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T07:24:45.951296] [DEBUG] [FORECASTER] ALB: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T07:24:45.951562] [INFO ] [CONFIGURE ] ALB: DISCARDED add_tick_distribution (score: 80.00%)
[2025-11-25T07:24:45.951630] [INFO ] [CONFIGURE ] JOB ETA: 3.2h | Avg: 2.7s/test | Remaining: 4242 tests
[2025-11-25T07:24:45.951706] [INFO ] [CONFIGURE ] ALB: Testing feature 26/29: add_volume_momentum_confirmation
[2025-11-25T07:24:45.951755] [INFO ] [CONFIGURE ] ALB: Testing with features: ['add_vwap', 'add_macd', 'add_pbf_return_2d', 'add_volume_momentum_confirmation']
[2025-11-25T07:24:46.286761] [DEBUG] [FORECASTER] ALB: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T07:24:46.636766] [DEBUG] [FORECASTER] ALB: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T07:24:46.980004] [DEBUG] [FORECASTER] ALB: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T07:24:47.330061] [DEBUG] [FORECASTER] ALB: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T07:24:47.688975] [DEBUG] [FORECASTER] ALB: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T07:24:48.030881] [DEBUG] [FORECASTER] ALB: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T07:24:48.369392] [DEBUG] [FORECASTER] ALB: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T07:24:48.707229] [DEBUG] [FORECASTER] ALB: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T07:24:49.051639] [DEBUG] [FORECASTER] ALB: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T07:24:49.408567] [DEBUG] [FORECASTER] ALB: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T07:24:49.408806] [INFO ] [CONFIGURE ] ALB: DISCARDED add_volume_momentum_confirmation (score: 80.00%)
[2025-11-25T07:24:49.408864] [INFO ] [CONFIGURE ] JOB ETA: 3.2h | Avg: 2.7s/test | Remaining: 4241 tests
[2025-11-25T07:24:49.408913] [INFO ] [CONFIGURE ] ALB: Testing feature 27/29: add_volume_price_divergence
[2025-11-25T07:24:49.408956] [INFO ] [CONFIGURE ] ALB: Testing with features: ['add_vwap', 'add_macd', 'add_pbf_return_2d', 'add_volume_price_divergence']
[2025-11-25T07:24:49.759282] [DEBUG] [FORECASTER] ALB: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T07:24:50.121906] [DEBUG] [FORECASTER] ALB: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T07:24:50.462715] [DEBUG] [FORECASTER] ALB: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T07:24:50.815975] [DEBUG] [FORECASTER] ALB: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T07:24:51.198246] [DEBUG] [FORECASTER] ALB: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T07:24:51.537570] [DEBUG] [FORECASTER] ALB: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T07:24:51.876412] [DEBUG] [FORECASTER] ALB: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T07:24:52.199466] [DEBUG] [FORECASTER] ALB: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T07:24:52.524800] [DEBUG] [FORECASTER] ALB: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T07:24:52.881945] [DEBUG] [FORECASTER] ALB: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T07:24:52.882208] [INFO ] [CONFIGURE ] ALB: DISCARDED add_volume_price_divergence (score: 70.00%)
[2025-11-25T07:24:52.882286] [INFO ] [CONFIGURE ] JOB ETA: 3.2h | Avg: 2.7s/test | Remaining: 4240 tests
[2025-11-25T07:24:52.882359] [INFO ] [CONFIGURE ] ALB: Testing feature 28/29: add_volume_profile
[2025-11-25T07:24:52.882423] [INFO ] [CONFIGURE ] ALB: Testing with features: ['add_vwap', 'add_macd', 'add_pbf_return_2d', 'add_volume_profile']
[2025-11-25T07:24:53.224418] [DEBUG] [FORECASTER] ALB: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T07:24:53.552287] [DEBUG] [FORECASTER] ALB: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T07:24:53.911000] [DEBUG] [FORECASTER] ALB: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T07:24:54.251168] [DEBUG] [FORECASTER] ALB: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T07:24:54.583837] [DEBUG] [FORECASTER] ALB: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T07:24:54.921465] [DEBUG] [FORECASTER] ALB: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T07:24:55.253320] [DEBUG] [FORECASTER] ALB: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T07:24:55.594331] [DEBUG] [FORECASTER] ALB: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T07:24:55.925336] [DEBUG] [FORECASTER] ALB: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T07:24:56.257453] [DEBUG] [FORECASTER] ALB: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T07:24:56.257670] [INFO ] [CONFIGURE ] ALB: DISCARDED add_volume_profile (score: 70.00%)
[2025-11-25T07:24:56.257732] [INFO ] [CONFIGURE ] JOB ETA: 3.2h | Avg: 2.7s/test | Remaining: 4239 tests
[2025-11-25T07:24:56.257802] [INFO ] [CONFIGURE ] ALB: ===== FEATURE SELECTION COMPLETE =====
[2025-11-25T07:24:56.257847] [INFO ] [CONFIGURE ] ALB: Best accuracy: 90.00%
[2025-11-25T07:24:56.257892] [INFO ] [CONFIGURE ] ALB: Best feature set (3 features): ['add_vwap', 'add_macd', 'add_pbf_return_2d']
[2025-11-25T07:24:56.257934] [INFO ] [CONFIGURE ] ALB: Improvement over baseline: 20.00%
[2025-11-25T07:24:56.257972] [INFO ] [CONFIGURE ] ALB: Total time: 1.4 minutes
[2025-11-25T07:24:56.258011] [INFO ] [CONFIGURE ] ALB: Average time per feature: 3.0 seconds
[2025-11-25T07:24:56.258051] [INFO ] [CONFIGURE ] ALB: Average speed: 0.35 features/sec
[2025-11-25T07:24:56.258560] [INFO ] [LOCAL     ] Saved configuration for ALB: 3 features, 90.00% accuracy -> ./output/feature-sets/ALB.json
[2025-11-25T07:24:56.258668] [INFO ] [CONFIGURE ] ALB: Configuration saved successfully: 3 features, 90.00% accuracy.
[2025-11-25T07:24:56.258748] [INFO ] [sig       ] [18/164] Successfully configured ALB | 0.01 sym/s | Total: 23.9m | ETA: 3.2h
[2025-11-25T07:24:56.258810] [INFO ] [sig       ] [19/164] Configuring ALL...
[2025-11-25T07:24:56.258855] [INFO ] [CONFIGURE ] ALL: Configurate test run.
[2025-11-25T07:24:56.258897] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALL' from 'https://tdm.silogroup.org/data/derivative_storage/ALL.csv'.
[2025-11-25T07:24:56.272747] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'ALL'.
[2025-11-25T07:24:56.273242] [INFO ] [CONFIGURE ] ALL: Testing with 29 available features
[2025-11-25T07:24:56.273303] [INFO ] [CONFIGURE ] ALL: Establishing baseline with no features...
[2025-11-25T07:24:56.476444] [DEBUG] [FORECASTER] ALL: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T07:24:56.662437] [DEBUG] [FORECASTER] ALL: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T07:24:56.852334] [DEBUG] [FORECASTER] ALL: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T07:24:57.034340] [DEBUG] [FORECASTER] ALL: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-25T07:24:57.221602] [DEBUG] [FORECASTER] ALL: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T07:24:57.397560] [DEBUG] [FORECASTER] ALL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T07:24:57.578378] [DEBUG] [FORECASTER] ALL: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T07:24:57.754534] [DEBUG] [FORECASTER] ALL: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T07:24:57.921624] [DEBUG] [FORECASTER] ALL: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-25T07:24:58.094318] [DEBUG] [FORECASTER] ALL: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T07:24:58.094471] [INFO ] [CONFIGURE ] ALL: Baseline score (no features): 60.00%
[2025-11-25T07:24:58.094519] [INFO ] [CONFIGURE ] ALL: Testing feature 1/29: add_bollinger_bands
[2025-11-25T07:24:58.094557] [INFO ] [CONFIGURE ] ALL: Testing with features: ['add_bollinger_bands']
[2025-11-25T07:24:58.294570] [DEBUG] [FORECASTER] ALL: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T07:24:58.509164] [DEBUG] [FORECASTER] ALL: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T07:24:58.715776] [DEBUG] [FORECASTER] ALL: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T07:24:58.919009] [DEBUG] [FORECASTER] ALL: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-25T07:24:59.121703] [DEBUG] [FORECASTER] ALL: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T07:24:59.327037] [DEBUG] [FORECASTER] ALL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T07:24:59.539436] [DEBUG] [FORECASTER] ALL: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T07:24:59.742583] [DEBUG] [FORECASTER] ALL: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T07:24:59.951025] [DEBUG] [FORECASTER] ALL: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-25T07:25:00.177155] [DEBUG] [FORECASTER] ALL: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T07:25:00.177352] [INFO ] [CONFIGURE ] ALL: DISCARDED add_bollinger_bands (score: 60.00%)
[2025-11-25T07:25:00.177400] [INFO ] [CONFIGURE ] JOB ETA: 3.2h | Avg: 2.7s/test | Remaining: 4238 tests
[2025-11-25T07:25:00.177439] [INFO ] [CONFIGURE ] ALL: Testing feature 2/29: add_cumulative_delta
[2025-11-25T07:25:00.177473] [INFO ] [CONFIGURE ] ALL: Testing with features: ['add_cumulative_delta']
[2025-11-25T07:25:00.402049] [DEBUG] [FORECASTER] ALL: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T07:25:00.638380] [DEBUG] [FORECASTER] ALL: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T07:25:01.603096] [DEBUG] [FORECASTER] ALL: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T07:25:02.010773] [DEBUG] [FORECASTER] ALL: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-25T07:25:02.280443] [DEBUG] [FORECASTER] ALL: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T07:25:02.519587] [DEBUG] [FORECASTER] ALL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T07:25:02.769558] [DEBUG] [FORECASTER] ALL: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T07:25:02.997709] [DEBUG] [FORECASTER] ALL: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T07:25:03.219327] [DEBUG] [FORECASTER] ALL: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-25T07:25:03.452187] [DEBUG] [FORECASTER] ALL: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T07:25:03.452358] [INFO ] [CONFIGURE ] ALL: DISCARDED add_cumulative_delta (score: 40.00%)
[2025-11-25T07:25:03.452407] [INFO ] [CONFIGURE ] JOB ETA: 3.2h | Avg: 2.7s/test | Remaining: 4237 tests
[2025-11-25T07:25:03.452445] [INFO ] [CONFIGURE ] ALL: Testing feature 3/29: add_daily_returns
[2025-11-25T07:25:03.452480] [INFO ] [CONFIGURE ] ALL: Testing with features: ['add_daily_returns']
[2025-11-25T07:25:03.667412] [DEBUG] [FORECASTER] ALL: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T07:25:03.902242] [DEBUG] [FORECASTER] ALL: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T07:25:04.103691] [DEBUG] [FORECASTER] ALL: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T07:25:04.299099] [DEBUG] [FORECASTER] ALL: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-25T07:25:04.501414] [DEBUG] [FORECASTER] ALL: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T07:25:04.729403] [DEBUG] [FORECASTER] ALL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T07:25:04.999381] [DEBUG] [FORECASTER] ALL: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T07:25:05.299344] [DEBUG] [FORECASTER] ALL: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T07:25:05.560921] [DEBUG] [FORECASTER] ALL: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-25T07:25:05.791242] [DEBUG] [FORECASTER] ALL: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T07:25:05.791429] [INFO ] [CONFIGURE ] ALL: DISCARDED add_daily_returns (score: 40.00%)
[2025-11-25T07:25:05.791478] [INFO ] [CONFIGURE ] JOB ETA: 3.2h | Avg: 2.7s/test | Remaining: 4236 tests
[2025-11-25T07:25:05.791518] [INFO ] [CONFIGURE ] ALL: Testing feature 4/29: add_ema
[2025-11-25T07:25:05.791553] [INFO ] [CONFIGURE ] ALL: Testing with features: ['add_ema']
[2025-11-25T07:25:06.037258] [DEBUG] [FORECASTER] ALL: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T07:25:06.282972] [DEBUG] [FORECASTER] ALL: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T07:25:06.505294] [DEBUG] [FORECASTER] ALL: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T07:25:06.724351] [DEBUG] [FORECASTER] ALL: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-25T07:25:06.942111] [DEBUG] [FORECASTER] ALL: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T07:25:07.165482] [DEBUG] [FORECASTER] ALL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T07:25:07.435554] [DEBUG] [FORECASTER] ALL: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T07:25:07.661938] [DEBUG] [FORECASTER] ALL: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T07:25:07.887203] [DEBUG] [FORECASTER] ALL: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-25T07:25:08.109893] [DEBUG] [FORECASTER] ALL: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T07:25:08.110110] [INFO ] [CONFIGURE ] ALL: KEPT add_ema (score: 70.00%)
[2025-11-25T07:25:08.110163] [INFO ] [CONFIGURE ] JOB ETA: 3.2h | Avg: 2.7s/test | Remaining: 4235 tests
[2025-11-25T07:25:08.110214] [INFO ] [CONFIGURE ] ALL: Testing feature 5/29: add_exhaustion_signals
[2025-11-25T07:25:08.110258] [INFO ] [CONFIGURE ] ALL: Testing with features: ['add_ema', 'add_vwap', 'add_exhaustion_signals']
[2025-11-25T07:25:08.378094] [DEBUG] [FORECASTER] ALL: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T07:25:08.646530] [DEBUG] [FORECASTER] ALL: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T07:25:08.910886] [DEBUG] [FORECASTER] ALL: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T07:25:09.169137] [DEBUG] [FORECASTER] ALL: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1
[2025-11-25T07:25:09.427557] [DEBUG] [FORECASTER] ALL: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T07:25:09.689495] [DEBUG] [FORECASTER] ALL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T07:25:09.950667] [DEBUG] [FORECASTER] ALL: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T07:25:10.206937] [DEBUG] [FORECASTER] ALL: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T07:25:10.470572] [DEBUG] [FORECASTER] ALL: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-25T07:25:10.732090] [DEBUG] [FORECASTER] ALL: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T07:25:10.732266] [INFO ] [CONFIGURE ] ALL: DISCARDED add_exhaustion_signals (score: 20.00%)
[2025-11-25T07:25:10.732322] [INFO ] [CONFIGURE ] JOB ETA: 3.2h | Avg: 2.7s/test | Remaining: 4234 tests
[2025-11-25T07:25:10.732369] [INFO ] [CONFIGURE ] ALL: Testing feature 6/29: add_failed_moves
[2025-11-25T07:25:10.732411] [INFO ] [CONFIGURE ] ALL: Testing with features: ['add_ema', 'add_failed_moves']
[2025-11-25T07:25:10.951883] [DEBUG] [FORECASTER] ALL: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T07:25:11.164620] [DEBUG] [FORECASTER] ALL: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T07:25:11.375374] [DEBUG] [FORECASTER] ALL: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T07:25:11.593150] [DEBUG] [FORECASTER] ALL: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-25T07:25:11.813628] [DEBUG] [FORECASTER] ALL: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T07:25:12.048620] [DEBUG] [FORECASTER] ALL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T07:25:12.264493] [DEBUG] [FORECASTER] ALL: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T07:25:12.476692] [DEBUG] [FORECASTER] ALL: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T07:25:12.693106] [DEBUG] [FORECASTER] ALL: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-25T07:25:12.918088] [DEBUG] [FORECASTER] ALL: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T07:25:12.918312] [INFO ] [CONFIGURE ] ALL: DISCARDED add_failed_moves (score: 70.00%)
[2025-11-25T07:25:12.918369] [INFO ] [CONFIGURE ] JOB ETA: 3.2h | Avg: 2.7s/test | Remaining: 4233 tests
[2025-11-25T07:25:12.918416] [INFO ] [CONFIGURE ] ALL: Testing feature 7/29: add_lag_shelf
[2025-11-25T07:25:12.918462] [INFO ] [CONFIGURE ] ALL: Testing with features: ['add_ema', 'add_lag_shelf']
[2025-11-25T07:25:13.121057] [DEBUG] [FORECASTER] ALL: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T07:25:13.316391] [DEBUG] [FORECASTER] ALL: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T07:25:13.514854] [DEBUG] [FORECASTER] ALL: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T07:25:13.713512] [DEBUG] [FORECASTER] ALL: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-25T07:25:13.925337] [DEBUG] [FORECASTER] ALL: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T07:25:14.138144] [DEBUG] [FORECASTER] ALL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T07:25:14.353750] [DEBUG] [FORECASTER] ALL: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T07:25:14.567230] [DEBUG] [FORECASTER] ALL: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T07:25:14.782076] [DEBUG] [FORECASTER] ALL: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-25T07:25:14.995097] [DEBUG] [FORECASTER] ALL: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T07:25:14.995257] [INFO ] [CONFIGURE ] ALL: DISCARDED add_lag_shelf (score: 70.00%)
[2025-11-25T07:25:14.995306] [INFO ] [CONFIGURE ] JOB ETA: 3.2h | Avg: 2.7s/test | Remaining: 4232 tests
[2025-11-25T07:25:14.995346] [INFO ] [CONFIGURE ] ALL: Testing feature 8/29: add_macd
[2025-11-25T07:25:14.995383] [INFO ] [CONFIGURE ] ALL: Testing with features: ['add_ema', 'add_vwap', 'add_macd']
[2025-11-25T07:25:15.291754] [DEBUG] [FORECASTER] ALL: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T07:25:15.574738] [DEBUG] [FORECASTER] ALL: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T07:25:15.862840] [DEBUG] [FORECASTER] ALL: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T07:25:16.149546] [DEBUG] [FORECASTER] ALL: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-25T07:25:16.453847] [DEBUG] [FORECASTER] ALL: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T07:25:16.756588] [DEBUG] [FORECASTER] ALL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T07:25:17.045734] [DEBUG] [FORECASTER] ALL: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T07:25:17.338733] [DEBUG] [FORECASTER] ALL: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T07:25:17.633155] [DEBUG] [FORECASTER] ALL: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T07:25:17.932106] [DEBUG] [FORECASTER] ALL: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T07:25:17.932317] [INFO ] [CONFIGURE ] ALL: DISCARDED add_macd (score: 40.00%)
[2025-11-25T07:25:17.932377] [INFO ] [CONFIGURE ] JOB ETA: 3.2h | Avg: 2.7s/test | Remaining: 4231 tests
[2025-11-25T07:25:17.932426] [INFO ] [CONFIGURE ] ALL: Testing feature 9/29: add_mfi
[2025-11-25T07:25:17.932468] [INFO ] [CONFIGURE ] ALL: Testing with features: ['add_ema', 'add_mfi']
[2025-11-25T07:25:18.173374] [DEBUG] [FORECASTER] ALL: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T07:25:18.424202] [DEBUG] [FORECASTER] ALL: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T07:25:18.668672] [DEBUG] [FORECASTER] ALL: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T07:25:18.905485] [DEBUG] [FORECASTER] ALL: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-25T07:25:19.145434] [DEBUG] [FORECASTER] ALL: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T07:25:19.390617] [DEBUG] [FORECASTER] ALL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T07:25:19.635266] [DEBUG] [FORECASTER] ALL: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T07:25:19.879325] [DEBUG] [FORECASTER] ALL: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T07:25:20.112954] [DEBUG] [FORECASTER] ALL: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-25T07:25:20.377030] [DEBUG] [FORECASTER] ALL: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T07:25:20.377232] [INFO ] [CONFIGURE ] ALL: DISCARDED add_mfi (score: 70.00%)
[2025-11-25T07:25:20.377293] [INFO ] [CONFIGURE ] JOB ETA: 3.2h | Avg: 2.7s/test | Remaining: 4230 tests
[2025-11-25T07:25:20.377341] [INFO ] [CONFIGURE ] ALL: Testing feature 10/29: add_momentum_acceleration
[2025-11-25T07:25:20.377385] [INFO ] [CONFIGURE ] ALL: Testing with features: ['add_ema', 'add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-11-25T07:25:20.689392] [DEBUG] [FORECASTER] ALL: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T07:25:21.002876] [DEBUG] [FORECASTER] ALL: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T07:25:21.302964] [DEBUG] [FORECASTER] ALL: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T07:25:21.605469] [DEBUG] [FORECASTER] ALL: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-25T07:25:21.904299] [DEBUG] [FORECASTER] ALL: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T07:25:22.276234] [DEBUG] [FORECASTER] ALL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T07:25:22.599462] [DEBUG] [FORECASTER] ALL: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T07:25:22.919709] [DEBUG] [FORECASTER] ALL: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T07:25:23.251415] [DEBUG] [FORECASTER] ALL: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T07:25:23.582947] [DEBUG] [FORECASTER] ALL: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T07:25:23.583138] [INFO ] [CONFIGURE ] ALL: DISCARDED add_momentum_acceleration (score: 70.00%)
[2025-11-25T07:25:23.583218] [INFO ] [CONFIGURE ] JOB ETA: 3.2h | Avg: 2.7s/test | Remaining: 4229 tests
[2025-11-25T07:25:23.583270] [INFO ] [CONFIGURE ] ALL: Testing feature 11/29: add_obv_daily
[2025-11-25T07:25:23.583499] [INFO ] [CONFIGURE ] ALL: Testing with features: ['add_ema', 'add_obv_daily']
[2025-11-25T07:25:23.868147] [DEBUG] [FORECASTER] ALL: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T07:25:24.137196] [DEBUG] [FORECASTER] ALL: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T07:25:24.408470] [DEBUG] [FORECASTER] ALL: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T07:25:24.673580] [DEBUG] [FORECASTER] ALL: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-25T07:25:24.935371] [DEBUG] [FORECASTER] ALL: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T07:25:25.211995] [DEBUG] [FORECASTER] ALL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T07:25:25.485909] [DEBUG] [FORECASTER] ALL: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T07:25:25.762501] [DEBUG] [FORECASTER] ALL: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T07:25:26.038097] [DEBUG] [FORECASTER] ALL: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-25T07:25:26.303523] [DEBUG] [FORECASTER] ALL: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T07:25:26.303785] [INFO ] [CONFIGURE ] ALL: DISCARDED add_obv_daily (score: 60.00%)
[2025-11-25T07:25:26.304016] [INFO ] [CONFIGURE ] JOB ETA: 3.2h | Avg: 2.7s/test | Remaining: 4228 tests
[2025-11-25T07:25:26.304147] [INFO ] [CONFIGURE ] ALL: Testing feature 12/29: add_obv_interval
[2025-11-25T07:25:26.304256] [INFO ] [CONFIGURE ] ALL: Testing with features: ['add_ema', 'add_obv_interval']
[2025-11-25T07:25:26.558215] [DEBUG] [FORECASTER] ALL: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T07:25:26.839335] [DEBUG] [FORECASTER] ALL: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T07:25:27.092312] [DEBUG] [FORECASTER] ALL: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T07:25:27.358275] [DEBUG] [FORECASTER] ALL: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-25T07:25:27.618047] [DEBUG] [FORECASTER] ALL: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T07:25:27.876328] [DEBUG] [FORECASTER] ALL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T07:25:28.133775] [DEBUG] [FORECASTER] ALL: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T07:25:28.393737] [DEBUG] [FORECASTER] ALL: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T07:25:28.659191] [DEBUG] [FORECASTER] ALL: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-25T07:25:28.921024] [DEBUG] [FORECASTER] ALL: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T07:25:28.921247] [INFO ] [CONFIGURE ] ALL: DISCARDED add_obv_interval (score: 40.00%)
[2025-11-25T07:25:28.921309] [INFO ] [CONFIGURE ] JOB ETA: 3.2h | Avg: 2.7s/test | Remaining: 4227 tests
[2025-11-25T07:25:28.921362] [INFO ] [CONFIGURE ] ALL: Testing feature 13/29: add_opening_strength
[2025-11-25T07:25:28.921410] [INFO ] [CONFIGURE ] ALL: Testing with features: ['add_ema', 'add_daily_returns', 'add_opening_strength']
[2025-11-25T07:25:29.207930] [DEBUG] [FORECASTER] ALL: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T07:25:29.482143] [DEBUG] [FORECASTER] ALL: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T07:25:29.769224] [DEBUG] [FORECASTER] ALL: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T07:25:30.043811] [DEBUG] [FORECASTER] ALL: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-25T07:25:30.327579] [DEBUG] [FORECASTER] ALL: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T07:25:30.606883] [DEBUG] [FORECASTER] ALL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T07:25:30.886909] [DEBUG] [FORECASTER] ALL: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T07:25:31.168852] [DEBUG] [FORECASTER] ALL: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T07:25:31.451700] [DEBUG] [FORECASTER] ALL: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-25T07:25:31.726201] [DEBUG] [FORECASTER] ALL: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T07:25:31.726382] [INFO ] [CONFIGURE ] ALL: DISCARDED add_opening_strength (score: 60.00%)
[2025-11-25T07:25:31.726438] [INFO ] [CONFIGURE ] JOB ETA: 3.2h | Avg: 2.7s/test | Remaining: 4226 tests
[2025-11-25T07:25:31.726486] [INFO ] [CONFIGURE ] ALL: Testing feature 14/29: add_order_flow_imbalance
[2025-11-25T07:25:31.726529] [INFO ] [CONFIGURE ] ALL: Testing with features: ['add_ema', 'add_order_flow_imbalance']
[2025-11-25T07:25:31.987155] [DEBUG] [FORECASTER] ALL: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T07:25:32.246355] [DEBUG] [FORECASTER] ALL: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T07:25:32.515458] [DEBUG] [FORECASTER] ALL: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T07:25:32.782860] [DEBUG] [FORECASTER] ALL: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-25T07:25:33.043869] [DEBUG] [FORECASTER] ALL: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T07:25:33.317755] [DEBUG] [FORECASTER] ALL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T07:25:33.583771] [DEBUG] [FORECASTER] ALL: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T07:25:33.864013] [DEBUG] [FORECASTER] ALL: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T07:25:34.135671] [DEBUG] [FORECASTER] ALL: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T07:25:34.401631] [DEBUG] [FORECASTER] ALL: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T07:25:34.401820] [INFO ] [CONFIGURE ] ALL: DISCARDED add_order_flow_imbalance (score: 60.00%)
[2025-11-25T07:25:34.401877] [INFO ] [CONFIGURE ] JOB ETA: 3.2h | Avg: 2.7s/test | Remaining: 4225 tests
[2025-11-25T07:25:34.401923] [INFO ] [CONFIGURE ] ALL: Testing feature 15/29: add_pbf_morning_momentum
[2025-11-25T07:25:34.401967] [INFO ] [CONFIGURE ] ALL: Testing with features: ['add_ema', 'add_pbf_morning_momentum']
[2025-11-25T07:25:34.639026] [DEBUG] [FORECASTER] ALL: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T07:25:34.881365] [DEBUG] [FORECASTER] ALL: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T07:25:35.133368] [DEBUG] [FORECASTER] ALL: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T07:25:35.380085] [DEBUG] [FORECASTER] ALL: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-25T07:25:35.617832] [DEBUG] [FORECASTER] ALL: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T07:25:35.859155] [DEBUG] [FORECASTER] ALL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T07:25:36.088227] [DEBUG] [FORECASTER] ALL: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T07:25:36.330084] [DEBUG] [FORECASTER] ALL: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T07:25:36.568275] [DEBUG] [FORECASTER] ALL: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T07:25:36.811213] [DEBUG] [FORECASTER] ALL: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T07:25:36.811419] [INFO ] [CONFIGURE ] ALL: KEPT add_pbf_morning_momentum (score: 80.00%)
[2025-11-25T07:25:36.811469] [INFO ] [CONFIGURE ] JOB ETA: 3.2h | Avg: 2.7s/test | Remaining: 4224 tests
[2025-11-25T07:25:36.811514] [INFO ] [CONFIGURE ] ALL: Testing feature 16/29: add_pbf_overnight_gap
[2025-11-25T07:25:36.811552] [INFO ] [CONFIGURE ] ALL: Testing with features: ['add_ema', 'add_pbf_morning_momentum', 'add_pbf_overnight_gap']
[2025-11-25T07:25:37.086877] [DEBUG] [FORECASTER] ALL: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T07:25:37.395764] [DEBUG] [FORECASTER] ALL: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T07:25:37.656051] [DEBUG] [FORECASTER] ALL: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T07:25:37.903011] [DEBUG] [FORECASTER] ALL: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-25T07:25:38.145077] [DEBUG] [FORECASTER] ALL: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T07:25:38.386351] [DEBUG] [FORECASTER] ALL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T07:25:38.629853] [DEBUG] [FORECASTER] ALL: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T07:25:38.883271] [DEBUG] [FORECASTER] ALL: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T07:25:39.136288] [DEBUG] [FORECASTER] ALL: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-25T07:25:39.386995] [DEBUG] [FORECASTER] ALL: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T07:25:39.387207] [INFO ] [CONFIGURE ] ALL: DISCARDED add_pbf_overnight_gap (score: 50.00%)
[2025-11-25T07:25:39.387267] [INFO ] [CONFIGURE ] JOB ETA: 3.2h | Avg: 2.7s/test | Remaining: 4223 tests
[2025-11-25T07:25:39.387317] [INFO ] [CONFIGURE ] ALL: Testing feature 17/29: add_pbf_return_2d
[2025-11-25T07:25:39.387361] [INFO ] [CONFIGURE ] ALL: Testing with features: ['add_ema', 'add_pbf_morning_momentum', 'add_pbf_return_2d']
[2025-11-25T07:25:39.638846] [DEBUG] [FORECASTER] ALL: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T07:25:39.878740] [DEBUG] [FORECASTER] ALL: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T07:25:40.121823] [DEBUG] [FORECASTER] ALL: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T07:25:40.382832] [DEBUG] [FORECASTER] ALL: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1
[2025-11-25T07:25:40.630243] [DEBUG] [FORECASTER] ALL: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T07:25:40.875328] [DEBUG] [FORECASTER] ALL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T07:25:41.123795] [DEBUG] [FORECASTER] ALL: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T07:25:41.371758] [DEBUG] [FORECASTER] ALL: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T07:25:41.619567] [DEBUG] [FORECASTER] ALL: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-25T07:25:41.876420] [DEBUG] [FORECASTER] ALL: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T07:25:41.876613] [INFO ] [CONFIGURE ] ALL: DISCARDED add_pbf_return_2d (score: 40.00%)
[2025-11-25T07:25:41.876688] [INFO ] [CONFIGURE ] JOB ETA: 3.2h | Avg: 2.7s/test | Remaining: 4222 tests
[2025-11-25T07:25:41.876733] [INFO ] [CONFIGURE ] ALL: Testing feature 18/29: add_pbf_volatility_5d
[2025-11-25T07:25:41.876778] [INFO ] [CONFIGURE ] ALL: Testing with features: ['add_ema', 'add_pbf_morning_momentum', 'add_pbf_volatility_5d']
[2025-11-25T07:25:42.113806] [DEBUG] [FORECASTER] ALL: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T07:25:42.344576] [DEBUG] [FORECASTER] ALL: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T07:25:42.580399] [DEBUG] [FORECASTER] ALL: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T07:25:42.819786] [DEBUG] [FORECASTER] ALL: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-25T07:25:43.058224] [DEBUG] [FORECASTER] ALL: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T07:25:43.290995] [DEBUG] [FORECASTER] ALL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T07:25:43.559529] [DEBUG] [FORECASTER] ALL: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T07:25:43.799497] [DEBUG] [FORECASTER] ALL: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T07:25:44.046326] [DEBUG] [FORECASTER] ALL: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-25T07:25:44.285905] [DEBUG] [FORECASTER] ALL: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T07:25:44.286084] [INFO ] [CONFIGURE ] ALL: DISCARDED add_pbf_volatility_5d (score: 40.00%)
[2025-11-25T07:25:44.286135] [INFO ] [CONFIGURE ] JOB ETA: 3.2h | Avg: 2.7s/test | Remaining: 4221 tests
[2025-11-25T07:25:44.286176] [INFO ] [CONFIGURE ] ALL: Testing feature 19/29: add_pbf_vs_sma_5
[2025-11-25T07:25:44.286238] [INFO ] [CONFIGURE ] ALL: Testing with features: ['add_ema', 'add_pbf_morning_momentum', 'add_pbf_vs_sma_5']
[2025-11-25T07:25:44.518963] [DEBUG] [FORECASTER] ALL: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T07:25:44.744188] [DEBUG] [FORECASTER] ALL: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T07:25:44.975888] [DEBUG] [FORECASTER] ALL: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T07:25:45.200189] [DEBUG] [FORECASTER] ALL: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-25T07:25:45.433077] [DEBUG] [FORECASTER] ALL: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T07:25:45.654244] [DEBUG] [FORECASTER] ALL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T07:25:45.877276] [DEBUG] [FORECASTER] ALL: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T07:25:46.103423] [DEBUG] [FORECASTER] ALL: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T07:25:46.338510] [DEBUG] [FORECASTER] ALL: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T07:25:46.561234] [DEBUG] [FORECASTER] ALL: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T07:25:46.561420] [INFO ] [CONFIGURE ] ALL: DISCARDED add_pbf_vs_sma_5 (score: 50.00%)
[2025-11-25T07:25:46.561469] [INFO ] [CONFIGURE ] JOB ETA: 3.2h | Avg: 2.7s/test | Remaining: 4220 tests
[2025-11-25T07:25:46.561507] [INFO ] [CONFIGURE ] ALL: Testing feature 20/29: add_price_rejection
[2025-11-25T07:25:46.561543] [INFO ] [CONFIGURE ] ALL: Testing with features: ['add_ema', 'add_pbf_morning_momentum', 'add_price_rejection']
[2025-11-25T07:25:46.804904] [DEBUG] [FORECASTER] ALL: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T07:25:47.047661] [DEBUG] [FORECASTER] ALL: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T07:25:47.292617] [DEBUG] [FORECASTER] ALL: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T07:25:47.534413] [DEBUG] [FORECASTER] ALL: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1
[2025-11-25T07:25:47.773776] [DEBUG] [FORECASTER] ALL: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T07:25:48.024556] [DEBUG] [FORECASTER] ALL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T07:25:48.276659] [DEBUG] [FORECASTER] ALL: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T07:25:48.534090] [DEBUG] [FORECASTER] ALL: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T07:25:48.793508] [DEBUG] [FORECASTER] ALL: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-25T07:25:49.036037] [DEBUG] [FORECASTER] ALL: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T07:25:49.036237] [INFO ] [CONFIGURE ] ALL: DISCARDED add_price_rejection (score: 50.00%)
[2025-11-25T07:25:49.036299] [INFO ] [CONFIGURE ] JOB ETA: 3.2h | Avg: 2.7s/test | Remaining: 4219 tests
[2025-11-25T07:25:49.036347] [INFO ] [CONFIGURE ] ALL: Testing feature 21/29: add_range_position
[2025-11-25T07:25:49.036386] [INFO ] [CONFIGURE ] ALL: Testing with features: ['add_ema', 'add_pbf_morning_momentum', 'add_range_position']
[2025-11-25T07:25:49.287803] [DEBUG] [FORECASTER] ALL: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T07:25:49.535325] [DEBUG] [FORECASTER] ALL: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T07:25:49.800406] [DEBUG] [FORECASTER] ALL: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T07:25:50.079929] [DEBUG] [FORECASTER] ALL: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-25T07:25:50.380904] [DEBUG] [FORECASTER] ALL: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T07:25:50.672501] [DEBUG] [FORECASTER] ALL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T07:25:50.943966] [DEBUG] [FORECASTER] ALL: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T07:25:51.210156] [DEBUG] [FORECASTER] ALL: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T07:25:51.479501] [DEBUG] [FORECASTER] ALL: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-25T07:25:51.758444] [DEBUG] [FORECASTER] ALL: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T07:25:51.758621] [INFO ] [CONFIGURE ] ALL: DISCARDED add_range_position (score: 60.00%)
[2025-11-25T07:25:51.758701] [INFO ] [CONFIGURE ] JOB ETA: 3.2h | Avg: 2.7s/test | Remaining: 4218 tests
[2025-11-25T07:25:51.758766] [INFO ] [CONFIGURE ] ALL: Testing feature 22/29: add_realized_volatility
[2025-11-25T07:25:51.758814] [INFO ] [CONFIGURE ] ALL: Testing with features: ['add_ema', 'add_pbf_morning_momentum', 'add_realized_volatility']
[2025-11-25T07:25:52.098543] [DEBUG] [FORECASTER] ALL: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T07:25:52.454096] [DEBUG] [FORECASTER] ALL: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T07:25:52.794782] [DEBUG] [FORECASTER] ALL: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T07:25:53.141111] [DEBUG] [FORECASTER] ALL: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-25T07:25:53.483478] [DEBUG] [FORECASTER] ALL: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T07:25:53.829133] [DEBUG] [FORECASTER] ALL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T07:25:54.174985] [DEBUG] [FORECASTER] ALL: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T07:25:54.512744] [DEBUG] [FORECASTER] ALL: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T07:25:54.850162] [DEBUG] [FORECASTER] ALL: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-25T07:25:55.187063] [DEBUG] [FORECASTER] ALL: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T07:25:55.187246] [INFO ] [CONFIGURE ] ALL: DISCARDED add_realized_volatility (score: 50.00%)
[2025-11-25T07:25:55.187303] [INFO ] [CONFIGURE ] JOB ETA: 3.2h | Avg: 2.7s/test | Remaining: 4217 tests
[2025-11-25T07:25:55.187349] [INFO ] [CONFIGURE ] ALL: Testing feature 23/29: add_recent_range_context
[2025-11-25T07:25:55.187391] [INFO ] [CONFIGURE ] ALL: Testing with features: ['add_ema', 'add_pbf_morning_momentum', 'add_recent_range_context']
[2025-11-25T07:25:55.430568] [DEBUG] [FORECASTER] ALL: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T07:25:55.673339] [DEBUG] [FORECASTER] ALL: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T07:25:55.906274] [DEBUG] [FORECASTER] ALL: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T07:25:56.143106] [DEBUG] [FORECASTER] ALL: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1
[2025-11-25T07:25:56.382730] [DEBUG] [FORECASTER] ALL: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T07:25:56.630097] [DEBUG] [FORECASTER] ALL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T07:25:56.869307] [DEBUG] [FORECASTER] ALL: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T07:25:57.139841] [DEBUG] [FORECASTER] ALL: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T07:25:57.464000] [DEBUG] [FORECASTER] ALL: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-25T07:25:57.818250] [DEBUG] [FORECASTER] ALL: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T07:25:57.818522] [INFO ] [CONFIGURE ] ALL: DISCARDED add_recent_range_context (score: 40.00%)
[2025-11-25T07:25:57.818606] [INFO ] [CONFIGURE ] JOB ETA: 3.2h | Avg: 2.7s/test | Remaining: 4216 tests
[2025-11-25T07:25:57.818704] [INFO ] [CONFIGURE ] ALL: Testing feature 24/29: add_rsi
[2025-11-25T07:25:57.818769] [INFO ] [CONFIGURE ] ALL: Testing with features: ['add_ema', 'add_pbf_morning_momentum', 'add_rsi']
[2025-11-25T07:25:58.186572] [DEBUG] [FORECASTER] ALL: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T07:25:58.481113] [DEBUG] [FORECASTER] ALL: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T07:25:58.730105] [DEBUG] [FORECASTER] ALL: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T07:25:58.984323] [DEBUG] [FORECASTER] ALL: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-25T07:25:59.247444] [DEBUG] [FORECASTER] ALL: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T07:25:59.506297] [DEBUG] [FORECASTER] ALL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T07:25:59.753100] [DEBUG] [FORECASTER] ALL: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T07:26:00.035694] [DEBUG] [FORECASTER] ALL: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T07:26:00.295137] [DEBUG] [FORECASTER] ALL: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-25T07:26:00.558154] [DEBUG] [FORECASTER] ALL: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T07:26:00.558371] [INFO ] [CONFIGURE ] ALL: DISCARDED add_rsi (score: 70.00%)
[2025-11-25T07:26:00.558460] [INFO ] [CONFIGURE ] JOB ETA: 3.2h | Avg: 2.7s/test | Remaining: 4215 tests
[2025-11-25T07:26:00.558536] [INFO ] [CONFIGURE ] ALL: Testing feature 25/29: add_tick_distribution
[2025-11-25T07:26:00.558614] [INFO ] [CONFIGURE ] ALL: Testing with features: ['add_ema', 'add_pbf_morning_momentum', 'add_tick_distribution']
[2025-11-25T07:26:00.797357] [DEBUG] [FORECASTER] ALL: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T07:26:01.778529] [DEBUG] [FORECASTER] ALL: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T07:26:02.144821] [DEBUG] [FORECASTER] ALL: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T07:26:02.378963] [DEBUG] [FORECASTER] ALL: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-25T07:26:02.614833] [DEBUG] [FORECASTER] ALL: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T07:26:02.872140] [DEBUG] [FORECASTER] ALL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T07:26:03.139284] [DEBUG] [FORECASTER] ALL: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T07:26:03.418610] [DEBUG] [FORECASTER] ALL: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T07:26:03.686594] [DEBUG] [FORECASTER] ALL: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-25T07:26:03.930545] [DEBUG] [FORECASTER] ALL: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T07:26:03.930732] [INFO ] [CONFIGURE ] ALL: DISCARDED add_tick_distribution (score: 70.00%)
[2025-11-25T07:26:03.930788] [INFO ] [CONFIGURE ] JOB ETA: 3.2h | Avg: 2.7s/test | Remaining: 4214 tests
[2025-11-25T07:26:03.930827] [INFO ] [CONFIGURE ] ALL: Testing feature 26/29: add_volume_momentum_confirmation
[2025-11-25T07:26:03.930864] [INFO ] [CONFIGURE ] ALL: Testing with features: ['add_ema', 'add_pbf_morning_momentum', 'add_volume_momentum_confirmation']
[2025-11-25T07:26:04.167394] [DEBUG] [FORECASTER] ALL: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T07:26:04.409173] [DEBUG] [FORECASTER] ALL: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T07:26:04.671094] [DEBUG] [FORECASTER] ALL: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T07:26:04.937610] [DEBUG] [FORECASTER] ALL: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-25T07:26:05.198839] [DEBUG] [FORECASTER] ALL: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T07:26:05.470397] [DEBUG] [FORECASTER] ALL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T07:26:05.735541] [DEBUG] [FORECASTER] ALL: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T07:26:06.003910] [DEBUG] [FORECASTER] ALL: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T07:26:06.275396] [DEBUG] [FORECASTER] ALL: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-25T07:26:06.534754] [DEBUG] [FORECASTER] ALL: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T07:26:06.534922] [INFO ] [CONFIGURE ] ALL: DISCARDED add_volume_momentum_confirmation (score: 50.00%)
[2025-11-25T07:26:06.534980] [INFO ] [CONFIGURE ] JOB ETA: 3.2h | Avg: 2.7s/test | Remaining: 4213 tests
[2025-11-25T07:26:06.535029] [INFO ] [CONFIGURE ] ALL: Testing feature 27/29: add_volume_price_divergence
[2025-11-25T07:26:06.535076] [INFO ] [CONFIGURE ] ALL: Testing with features: ['add_ema', 'add_pbf_morning_momentum', 'add_volume_price_divergence']
[2025-11-25T07:26:06.833595] [DEBUG] [FORECASTER] ALL: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T07:26:07.105475] [DEBUG] [FORECASTER] ALL: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T07:26:07.421322] [DEBUG] [FORECASTER] ALL: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T07:26:07.700831] [DEBUG] [FORECASTER] ALL: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1
[2025-11-25T07:26:07.983785] [DEBUG] [FORECASTER] ALL: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T07:26:08.267870] [DEBUG] [FORECASTER] ALL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T07:26:08.548074] [DEBUG] [FORECASTER] ALL: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T07:26:08.828491] [DEBUG] [FORECASTER] ALL: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T07:26:09.132901] [DEBUG] [FORECASTER] ALL: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-25T07:26:09.418694] [DEBUG] [FORECASTER] ALL: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T07:26:09.418903] [INFO ] [CONFIGURE ] ALL: DISCARDED add_volume_price_divergence (score: 40.00%)
[2025-11-25T07:26:09.418966] [INFO ] [CONFIGURE ] JOB ETA: 3.2h | Avg: 2.7s/test | Remaining: 4212 tests
[2025-11-25T07:26:09.419013] [INFO ] [CONFIGURE ] ALL: Testing feature 28/29: add_volume_profile
[2025-11-25T07:26:09.419058] [INFO ] [CONFIGURE ] ALL: Testing with features: ['add_ema', 'add_pbf_morning_momentum', 'add_volume_profile']
[2025-11-25T07:26:09.696437] [DEBUG] [FORECASTER] ALL: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T07:26:09.976525] [DEBUG] [FORECASTER] ALL: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T07:26:10.256747] [DEBUG] [FORECASTER] ALL: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T07:26:10.534233] [DEBUG] [FORECASTER] ALL: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-25T07:26:10.819949] [DEBUG] [FORECASTER] ALL: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T07:26:11.101809] [DEBUG] [FORECASTER] ALL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T07:26:11.379838] [DEBUG] [FORECASTER] ALL: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T07:26:11.652397] [DEBUG] [FORECASTER] ALL: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T07:26:11.927445] [DEBUG] [FORECASTER] ALL: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-25T07:26:12.207238] [DEBUG] [FORECASTER] ALL: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T07:26:12.207425] [INFO ] [CONFIGURE ] ALL: DISCARDED add_volume_profile (score: 60.00%)
[2025-11-25T07:26:12.207482] [INFO ] [CONFIGURE ] JOB ETA: 3.2h | Avg: 2.7s/test | Remaining: 4211 tests
[2025-11-25T07:26:12.207529] [INFO ] [CONFIGURE ] ALL: Testing feature 29/29: add_vwap
[2025-11-25T07:26:12.207573] [INFO ] [CONFIGURE ] ALL: Testing with features: ['add_ema', 'add_pbf_morning_momentum', 'add_vwap']
[2025-11-25T07:26:12.485585] [DEBUG] [FORECASTER] ALL: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T07:26:12.758128] [DEBUG] [FORECASTER] ALL: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T07:26:13.037285] [DEBUG] [FORECASTER] ALL: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T07:26:13.312638] [DEBUG] [FORECASTER] ALL: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1
[2025-11-25T07:26:13.603482] [DEBUG] [FORECASTER] ALL: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T07:26:13.896441] [DEBUG] [FORECASTER] ALL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T07:26:14.206677] [DEBUG] [FORECASTER] ALL: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T07:26:14.493540] [DEBUG] [FORECASTER] ALL: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T07:26:14.786793] [DEBUG] [FORECASTER] ALL: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-25T07:26:15.082349] [DEBUG] [FORECASTER] ALL: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T07:26:15.082551] [INFO ] [CONFIGURE ] ALL: DISCARDED add_vwap (score: 20.00%)
[2025-11-25T07:26:15.082611] [INFO ] [CONFIGURE ] JOB ETA: 3.2h | Avg: 2.7s/test | Remaining: 4210 tests
[2025-11-25T07:26:15.082705] [INFO ] [CONFIGURE ] ALL: ===== FEATURE SELECTION COMPLETE =====
[2025-11-25T07:26:15.082754] [INFO ] [CONFIGURE ] ALL: Best accuracy: 80.00%
[2025-11-25T07:26:15.082797] [INFO ] [CONFIGURE ] ALL: Best feature set (2 features): ['add_ema', 'add_pbf_morning_momentum']
[2025-11-25T07:26:15.082874] [INFO ] [CONFIGURE ] ALL: Improvement over baseline: 20.00%
[2025-11-25T07:26:15.082918] [INFO ] [CONFIGURE ] ALL: Total time: 1.3 minutes
[2025-11-25T07:26:15.082957] [INFO ] [CONFIGURE ] ALL: Average time per feature: 2.7 seconds
[2025-11-25T07:26:15.082997] [INFO ] [CONFIGURE ] ALL: Average speed: 0.38 features/sec
[2025-11-25T07:26:15.083310] [INFO ] [LOCAL     ] Saved configuration for ALL: 2 features, 80.00% accuracy -> ./output/feature-sets/ALL.json
[2025-11-25T07:26:15.083367] [INFO ] [CONFIGURE ] ALL: Configuration saved successfully: 2 features, 80.00% accuracy.
[2025-11-25T07:26:15.083418] [INFO ] [sig       ] [19/164] Successfully configured ALL | 0.01 sym/s | Total: 25.2m | ETA: 3.2h
[2025-11-25T07:26:15.083462] [INFO ] [sig       ] [20/164] Configuring ALUR...
[2025-11-25T07:26:15.083501] [INFO ] [CONFIGURE ] ALUR: Configurate test run.
[2025-11-25T07:26:15.083542] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALUR' from 'https://tdm.silogroup.org/data/derivative_storage/ALUR.csv'.
[2025-11-25T07:26:15.095823] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'ALUR'.
[2025-11-25T07:26:15.096138] [INFO ] [CONFIGURE ] ALUR: Testing with 29 available features
[2025-11-25T07:26:15.096198] [INFO ] [CONFIGURE ] ALUR: Establishing baseline with no features...
[2025-11-25T07:26:15.285902] [DEBUG] [FORECASTER] ALUR: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T07:26:15.469581] [DEBUG] [FORECASTER] ALUR: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0
[2025-11-25T07:26:15.658520] [DEBUG] [FORECASTER] ALUR: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T07:26:15.845769] [DEBUG] [FORECASTER] ALUR: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T07:26:16.035506] [DEBUG] [FORECASTER] ALUR: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-25T07:26:16.222202] [DEBUG] [FORECASTER] ALUR: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T07:26:16.408825] [DEBUG] [FORECASTER] ALUR: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T07:26:16.595119] [DEBUG] [FORECASTER] ALUR: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T07:26:16.779077] [DEBUG] [FORECASTER] ALUR: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T07:26:16.970361] [DEBUG] [FORECASTER] ALUR: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-11-25T07:26:16.970539] [INFO ] [CONFIGURE ] ALUR: Baseline score (no features): 60.00%
[2025-11-25T07:26:16.970589] [INFO ] [CONFIGURE ] ALUR: Testing feature 1/29: add_bollinger_bands
[2025-11-25T07:26:16.970628] [INFO ] [CONFIGURE ] ALUR: Testing with features: ['add_bollinger_bands']
[2025-11-25T07:26:17.186449] [DEBUG] [FORECASTER] ALUR: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T07:26:17.403944] [DEBUG] [FORECASTER] ALUR: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0
[2025-11-25T07:26:17.623509] [DEBUG] [FORECASTER] ALUR: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T07:26:17.844585] [DEBUG] [FORECASTER] ALUR: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T07:26:18.058346] [DEBUG] [FORECASTER] ALUR: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T07:26:18.263220] [DEBUG] [FORECASTER] ALUR: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T07:26:18.470675] [DEBUG] [FORECASTER] ALUR: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T07:26:18.690083] [DEBUG] [FORECASTER] ALUR: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T07:26:18.912051] [DEBUG] [FORECASTER] ALUR: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T07:26:19.143253] [DEBUG] [FORECASTER] ALUR: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-11-25T07:26:19.143434] [INFO ] [CONFIGURE ] ALUR: KEPT add_bollinger_bands (score: 70.00%)
[2025-11-25T07:26:19.143508] [INFO ] [CONFIGURE ] JOB ETA: 3.2h | Avg: 2.7s/test | Remaining: 4209 tests
[2025-11-25T07:26:19.143550] [INFO ] [CONFIGURE ] ALUR: Testing feature 2/29: add_cumulative_delta
[2025-11-25T07:26:19.143589] [INFO ] [CONFIGURE ] ALUR: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta']
[2025-11-25T07:26:19.401759] [DEBUG] [FORECASTER] ALUR: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0
[2025-11-25T07:26:19.660846] [DEBUG] [FORECASTER] ALUR: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0
[2025-11-25T07:26:19.913701] [DEBUG] [FORECASTER] ALUR: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T07:26:20.171215] [DEBUG] [FORECASTER] ALUR: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T07:26:20.431249] [DEBUG] [FORECASTER] ALUR: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-25T07:26:20.686045] [DEBUG] [FORECASTER] ALUR: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T07:26:20.939346] [DEBUG] [FORECASTER] ALUR: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T07:26:21.190926] [DEBUG] [FORECASTER] ALUR: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T07:26:21.447851] [DEBUG] [FORECASTER] ALUR: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T07:26:21.708972] [DEBUG] [FORECASTER] ALUR: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-11-25T07:26:21.709146] [INFO ] [CONFIGURE ] ALUR: DISCARDED add_cumulative_delta (score: 30.00%)
[2025-11-25T07:26:21.709203] [INFO ] [CONFIGURE ] JOB ETA: 3.2h | Avg: 2.7s/test | Remaining: 4208 tests
[2025-11-25T07:26:21.709251] [INFO ] [CONFIGURE ] ALUR: Testing feature 3/29: add_daily_returns
[2025-11-25T07:26:21.709294] [INFO ] [CONFIGURE ] ALUR: Testing with features: ['add_bollinger_bands', 'add_daily_returns']
[2025-11-25T07:26:21.939400] [DEBUG] [FORECASTER] ALUR: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T07:26:22.156761] [DEBUG] [FORECASTER] ALUR: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T07:26:22.371931] [DEBUG] [FORECASTER] ALUR: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T07:26:22.587965] [DEBUG] [FORECASTER] ALUR: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T07:26:22.809299] [DEBUG] [FORECASTER] ALUR: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T07:26:23.030913] [DEBUG] [FORECASTER] ALUR: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T07:26:23.251415] [DEBUG] [FORECASTER] ALUR: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T07:26:23.475313] [DEBUG] [FORECASTER] ALUR: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T07:26:23.698156] [DEBUG] [FORECASTER] ALUR: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T07:26:23.951224] [DEBUG] [FORECASTER] ALUR: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-11-25T07:26:23.951606] [INFO ] [CONFIGURE ] ALUR: KEPT add_daily_returns (score: 80.00%)
[2025-11-25T07:26:23.951747] [INFO ] [CONFIGURE ] JOB ETA: 3.2h | Avg: 2.7s/test | Remaining: 4207 tests
[2025-11-25T07:26:23.951854] [INFO ] [CONFIGURE ] ALUR: Testing feature 4/29: add_ema
[2025-11-25T07:26:23.951959] [INFO ] [CONFIGURE ] ALUR: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_ema']
[2025-11-25T07:26:24.216137] [DEBUG] [FORECASTER] ALUR: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T07:26:24.479545] [DEBUG] [FORECASTER] ALUR: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T07:26:24.741962] [DEBUG] [FORECASTER] ALUR: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T07:26:25.009081] [DEBUG] [FORECASTER] ALUR: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T07:26:25.278811] [DEBUG] [FORECASTER] ALUR: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T07:26:25.565864] [DEBUG] [FORECASTER] ALUR: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T07:26:25.863316] [DEBUG] [FORECASTER] ALUR: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T07:26:26.145165] [DEBUG] [FORECASTER] ALUR: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T07:26:26.428926] [DEBUG] [FORECASTER] ALUR: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T07:26:26.714029] [DEBUG] [FORECASTER] ALUR: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-11-25T07:26:26.714240] [INFO ] [CONFIGURE ] ALUR: DISCARDED add_ema (score: 70.00%)
[2025-11-25T07:26:26.714302] [INFO ] [CONFIGURE ] JOB ETA: 3.2h | Avg: 2.7s/test | Remaining: 4206 tests
[2025-11-25T07:26:26.714344] [INFO ] [CONFIGURE ] ALUR: Testing feature 5/29: add_exhaustion_signals
[2025-11-25T07:26:26.714392] [INFO ] [CONFIGURE ] ALUR: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_vwap', 'add_exhaustion_signals']
[2025-11-25T07:26:26.996260] [DEBUG] [FORECASTER] ALUR: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T07:26:27.277814] [DEBUG] [FORECASTER] ALUR: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T07:26:27.559904] [DEBUG] [FORECASTER] ALUR: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T07:26:27.833322] [DEBUG] [FORECASTER] ALUR: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T07:26:28.097711] [DEBUG] [FORECASTER] ALUR: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T07:26:28.367185] [DEBUG] [FORECASTER] ALUR: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T07:26:28.639432] [DEBUG] [FORECASTER] ALUR: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T07:26:28.907011] [DEBUG] [FORECASTER] ALUR: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T07:26:29.183477] [DEBUG] [FORECASTER] ALUR: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T07:26:29.469684] [DEBUG] [FORECASTER] ALUR: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-11-25T07:26:29.469894] [INFO ] [CONFIGURE ] ALUR: DISCARDED add_exhaustion_signals (score: 70.00%)
[2025-11-25T07:26:29.469954] [INFO ] [CONFIGURE ] JOB ETA: 3.1h | Avg: 2.7s/test | Remaining: 4205 tests
[2025-11-25T07:26:29.469996] [INFO ] [CONFIGURE ] ALUR: Testing feature 6/29: add_failed_moves
[2025-11-25T07:26:29.470043] [INFO ] [CONFIGURE ] ALUR: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_failed_moves']
[2025-11-25T07:26:29.696280] [DEBUG] [FORECASTER] ALUR: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T07:26:29.919820] [DEBUG] [FORECASTER] ALUR: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T07:26:30.139891] [DEBUG] [FORECASTER] ALUR: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T07:26:30.371980] [DEBUG] [FORECASTER] ALUR: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T07:26:30.593178] [DEBUG] [FORECASTER] ALUR: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T07:26:30.816570] [DEBUG] [FORECASTER] ALUR: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T07:26:31.043995] [DEBUG] [FORECASTER] ALUR: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T07:26:31.303435] [DEBUG] [FORECASTER] ALUR: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T07:26:31.527745] [DEBUG] [FORECASTER] ALUR: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T07:26:31.755371] [DEBUG] [FORECASTER] ALUR: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-11-25T07:26:31.755564] [INFO ] [CONFIGURE ] ALUR: DISCARDED add_failed_moves (score: 80.00%)
[2025-11-25T07:26:31.755612] [INFO ] [CONFIGURE ] JOB ETA: 3.1h | Avg: 2.7s/test | Remaining: 4204 tests
[2025-11-25T07:26:31.755671] [INFO ] [CONFIGURE ] ALUR: Testing feature 7/29: add_lag_shelf
[2025-11-25T07:26:31.755788] [INFO ] [CONFIGURE ] ALUR: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_lag_shelf']
[2025-11-25T07:26:31.999260] [DEBUG] [FORECASTER] ALUR: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T07:26:32.209084] [DEBUG] [FORECASTER] ALUR: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0
[2025-11-25T07:26:32.422149] [DEBUG] [FORECASTER] ALUR: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T07:26:32.635019] [DEBUG] [FORECASTER] ALUR: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T07:26:32.846027] [DEBUG] [FORECASTER] ALUR: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T07:26:33.061382] [DEBUG] [FORECASTER] ALUR: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T07:26:33.276384] [DEBUG] [FORECASTER] ALUR: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T07:26:33.493320] [DEBUG] [FORECASTER] ALUR: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T07:26:33.717415] [DEBUG] [FORECASTER] ALUR: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T07:26:33.939079] [DEBUG] [FORECASTER] ALUR: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-11-25T07:26:33.939253] [INFO ] [CONFIGURE ] ALUR: DISCARDED add_lag_shelf (score: 70.00%)
[2025-11-25T07:26:33.939303] [INFO ] [CONFIGURE ] JOB ETA: 3.1h | Avg: 2.7s/test | Remaining: 4203 tests
[2025-11-25T07:26:33.939342] [INFO ] [CONFIGURE ] ALUR: Testing feature 8/29: add_macd
[2025-11-25T07:26:33.939380] [INFO ] [CONFIGURE ] ALUR: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_vwap', 'add_macd']
[2025-11-25T07:26:34.265635] [DEBUG] [FORECASTER] ALUR: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0
[2025-11-25T07:26:34.582910] [DEBUG] [FORECASTER] ALUR: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0
[2025-11-25T07:26:34.894084] [DEBUG] [FORECASTER] ALUR: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T07:26:35.202220] [DEBUG] [FORECASTER] ALUR: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T07:26:35.544967] [DEBUG] [FORECASTER] ALUR: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T07:26:35.874087] [DEBUG] [FORECASTER] ALUR: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T07:26:36.218559] [DEBUG] [FORECASTER] ALUR: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T07:26:36.560960] [DEBUG] [FORECASTER] ALUR: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T07:26:36.883847] [DEBUG] [FORECASTER] ALUR: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T07:26:37.211808] [DEBUG] [FORECASTER] ALUR: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-11-25T07:26:37.212049] [INFO ] [CONFIGURE ] ALUR: DISCARDED add_macd (score: 50.00%)
[2025-11-25T07:26:37.212111] [INFO ] [CONFIGURE ] JOB ETA: 3.1h | Avg: 2.7s/test | Remaining: 4202 tests
[2025-11-25T07:26:37.212152] [INFO ] [CONFIGURE ] ALUR: Testing feature 9/29: add_mfi
[2025-11-25T07:26:37.212200] [INFO ] [CONFIGURE ] ALUR: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_mfi']
[2025-11-25T07:26:37.489836] [DEBUG] [FORECASTER] ALUR: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T07:26:37.734277] [DEBUG] [FORECASTER] ALUR: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T07:26:37.976201] [DEBUG] [FORECASTER] ALUR: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T07:26:38.229161] [DEBUG] [FORECASTER] ALUR: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T07:26:38.478331] [DEBUG] [FORECASTER] ALUR: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T07:26:38.730714] [DEBUG] [FORECASTER] ALUR: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T07:26:38.958783] [DEBUG] [FORECASTER] ALUR: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T07:26:39.186494] [DEBUG] [FORECASTER] ALUR: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T07:26:39.416187] [DEBUG] [FORECASTER] ALUR: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T07:26:39.646990] [DEBUG] [FORECASTER] ALUR: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-11-25T07:26:39.647187] [INFO ] [CONFIGURE ] ALUR: DISCARDED add_mfi (score: 80.00%)
[2025-11-25T07:26:39.647249] [INFO ] [CONFIGURE ] JOB ETA: 3.1h | Avg: 2.7s/test | Remaining: 4201 tests
[2025-11-25T07:26:39.647298] [INFO ] [CONFIGURE ] ALUR: Testing feature 10/29: add_momentum_acceleration
[2025-11-25T07:26:39.647342] [INFO ] [CONFIGURE ] ALUR: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-11-25T07:26:39.960165] [DEBUG] [FORECASTER] ALUR: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T07:26:40.325790] [DEBUG] [FORECASTER] ALUR: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T07:26:40.667949] [DEBUG] [FORECASTER] ALUR: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T07:26:41.009251] [DEBUG] [FORECASTER] ALUR: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T07:26:41.364053] [DEBUG] [FORECASTER] ALUR: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T07:26:41.701883] [DEBUG] [FORECASTER] ALUR: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T07:26:42.031514] [DEBUG] [FORECASTER] ALUR: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T07:26:42.361340] [DEBUG] [FORECASTER] ALUR: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T07:26:42.694241] [DEBUG] [FORECASTER] ALUR: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T07:26:43.034988] [DEBUG] [FORECASTER] ALUR: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-11-25T07:26:43.035198] [INFO ] [CONFIGURE ] ALUR: DISCARDED add_momentum_acceleration (score: 70.00%)
[2025-11-25T07:26:43.035258] [INFO ] [CONFIGURE ] JOB ETA: 3.1h | Avg: 2.7s/test | Remaining: 4200 tests
[2025-11-25T07:26:43.035309] [INFO ] [CONFIGURE ] ALUR: Testing feature 11/29: add_obv_daily
[2025-11-25T07:26:43.035356] [INFO ] [CONFIGURE ] ALUR: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_obv_daily']
[2025-11-25T07:26:43.307780] [DEBUG] [FORECASTER] ALUR: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T07:26:43.570936] [DEBUG] [FORECASTER] ALUR: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T07:26:43.829096] [DEBUG] [FORECASTER] ALUR: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T07:26:44.079707] [DEBUG] [FORECASTER] ALUR: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T07:26:44.337847] [DEBUG] [FORECASTER] ALUR: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-25T07:26:44.620995] [DEBUG] [FORECASTER] ALUR: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T07:26:44.913308] [DEBUG] [FORECASTER] ALUR: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T07:26:45.267771] [DEBUG] [FORECASTER] ALUR: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T07:26:45.574692] [DEBUG] [FORECASTER] ALUR: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T07:26:45.884141] [DEBUG] [FORECASTER] ALUR: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-11-25T07:26:45.884335] [INFO ] [CONFIGURE ] ALUR: DISCARDED add_obv_daily (score: 60.00%)
[2025-11-25T07:26:45.884392] [INFO ] [CONFIGURE ] JOB ETA: 3.1h | Avg: 2.7s/test | Remaining: 4199 tests
[2025-11-25T07:26:45.884443] [INFO ] [CONFIGURE ] ALUR: Testing feature 12/29: add_obv_interval
[2025-11-25T07:26:45.884487] [INFO ] [CONFIGURE ] ALUR: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_obv_interval']
[2025-11-25T07:26:46.100461] [DEBUG] [FORECASTER] ALUR: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T07:26:46.332680] [DEBUG] [FORECASTER] ALUR: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0
[2025-11-25T07:26:46.558055] [DEBUG] [FORECASTER] ALUR: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T07:26:46.783164] [DEBUG] [FORECASTER] ALUR: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T07:26:47.007598] [DEBUG] [FORECASTER] ALUR: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T07:26:47.239446] [DEBUG] [FORECASTER] ALUR: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T07:26:47.456918] [DEBUG] [FORECASTER] ALUR: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T07:26:47.673559] [DEBUG] [FORECASTER] ALUR: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T07:26:47.912495] [DEBUG] [FORECASTER] ALUR: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T07:26:48.137599] [DEBUG] [FORECASTER] ALUR: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-11-25T07:26:48.137801] [INFO ] [CONFIGURE ] ALUR: DISCARDED add_obv_interval (score: 60.00%)
[2025-11-25T07:26:48.137928] [INFO ] [CONFIGURE ] JOB ETA: 3.1h | Avg: 2.7s/test | Remaining: 4198 tests
[2025-11-25T07:26:48.138071] [INFO ] [CONFIGURE ] ALUR: Testing feature 13/29: add_opening_strength
[2025-11-25T07:26:48.138189] [INFO ] [CONFIGURE ] ALUR: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_opening_strength']
[2025-11-25T07:26:48.365932] [DEBUG] [FORECASTER] ALUR: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T07:26:48.592397] [DEBUG] [FORECASTER] ALUR: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0
[2025-11-25T07:26:48.823498] [DEBUG] [FORECASTER] ALUR: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T07:26:49.049528] [DEBUG] [FORECASTER] ALUR: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T07:26:49.287692] [DEBUG] [FORECASTER] ALUR: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T07:26:49.530977] [DEBUG] [FORECASTER] ALUR: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T07:26:49.774803] [DEBUG] [FORECASTER] ALUR: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T07:26:50.035505] [DEBUG] [FORECASTER] ALUR: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T07:26:50.287270] [DEBUG] [FORECASTER] ALUR: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T07:26:50.538588] [DEBUG] [FORECASTER] ALUR: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-11-25T07:26:50.538823] [INFO ] [CONFIGURE ] ALUR: DISCARDED add_opening_strength (score: 60.00%)
[2025-11-25T07:26:50.538883] [INFO ] [CONFIGURE ] JOB ETA: 3.1h | Avg: 2.7s/test | Remaining: 4197 tests
[2025-11-25T07:26:50.538931] [INFO ] [CONFIGURE ] ALUR: Testing feature 14/29: add_order_flow_imbalance
[2025-11-25T07:26:50.538974] [INFO ] [CONFIGURE ] ALUR: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_order_flow_imbalance']
[2025-11-25T07:26:50.800056] [DEBUG] [FORECASTER] ALUR: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T07:26:51.059094] [DEBUG] [FORECASTER] ALUR: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T07:26:51.316323] [DEBUG] [FORECASTER] ALUR: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T07:26:51.557539] [DEBUG] [FORECASTER] ALUR: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T07:26:51.811252] [DEBUG] [FORECASTER] ALUR: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T07:26:52.069439] [DEBUG] [FORECASTER] ALUR: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T07:26:52.315366] [DEBUG] [FORECASTER] ALUR: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T07:26:52.575483] [DEBUG] [FORECASTER] ALUR: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T07:26:52.824505] [DEBUG] [FORECASTER] ALUR: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T07:26:53.069097] [DEBUG] [FORECASTER] ALUR: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-11-25T07:26:53.069282] [INFO ] [CONFIGURE ] ALUR: DISCARDED add_order_flow_imbalance (score: 80.00%)
[2025-11-25T07:26:53.069342] [INFO ] [CONFIGURE ] JOB ETA: 3.1h | Avg: 2.7s/test | Remaining: 4196 tests
[2025-11-25T07:26:53.069392] [INFO ] [CONFIGURE ] ALUR: Testing feature 15/29: add_pbf_morning_momentum
[2025-11-25T07:26:53.069438] [INFO ] [CONFIGURE ] ALUR: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_pbf_morning_momentum']
[2025-11-25T07:26:53.291302] [DEBUG] [FORECASTER] ALUR: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T07:26:53.510905] [DEBUG] [FORECASTER] ALUR: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T07:26:53.731500] [DEBUG] [FORECASTER] ALUR: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T07:26:53.950969] [DEBUG] [FORECASTER] ALUR: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T07:26:54.173348] [DEBUG] [FORECASTER] ALUR: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-25T07:26:54.401490] [DEBUG] [FORECASTER] ALUR: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T07:26:54.627059] [DEBUG] [FORECASTER] ALUR: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T07:26:54.848666] [DEBUG] [FORECASTER] ALUR: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T07:26:55.065968] [DEBUG] [FORECASTER] ALUR: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T07:26:55.289369] [DEBUG] [FORECASTER] ALUR: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-11-25T07:26:55.289542] [INFO ] [CONFIGURE ] ALUR: DISCARDED add_pbf_morning_momentum (score: 60.00%)
[2025-11-25T07:26:55.289593] [INFO ] [CONFIGURE ] JOB ETA: 3.1h | Avg: 2.7s/test | Remaining: 4195 tests
[2025-11-25T07:26:55.289634] [INFO ] [CONFIGURE ] ALUR: Testing feature 16/29: add_pbf_overnight_gap
[2025-11-25T07:26:55.289715] [INFO ] [CONFIGURE ] ALUR: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_pbf_overnight_gap']
[2025-11-25T07:26:55.528146] [DEBUG] [FORECASTER] ALUR: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T07:26:55.769272] [DEBUG] [FORECASTER] ALUR: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0
[2025-11-25T07:26:56.009508] [DEBUG] [FORECASTER] ALUR: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T07:26:56.252820] [DEBUG] [FORECASTER] ALUR: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T07:26:56.494324] [DEBUG] [FORECASTER] ALUR: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-25T07:26:56.736276] [DEBUG] [FORECASTER] ALUR: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T07:26:56.983162] [DEBUG] [FORECASTER] ALUR: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T07:26:57.223915] [DEBUG] [FORECASTER] ALUR: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T07:26:57.462473] [DEBUG] [FORECASTER] ALUR: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T07:26:57.701156] [DEBUG] [FORECASTER] ALUR: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-11-25T07:26:57.701362] [INFO ] [CONFIGURE ] ALUR: DISCARDED add_pbf_overnight_gap (score: 60.00%)
[2025-11-25T07:26:57.701422] [INFO ] [CONFIGURE ] JOB ETA: 3.1h | Avg: 2.7s/test | Remaining: 4194 tests
[2025-11-25T07:26:57.701474] [INFO ] [CONFIGURE ] ALUR: Testing feature 17/29: add_pbf_return_2d
[2025-11-25T07:26:57.701521] [INFO ] [CONFIGURE ] ALUR: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_pbf_return_2d']
[2025-11-25T07:26:57.946355] [DEBUG] [FORECASTER] ALUR: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T07:26:58.206816] [DEBUG] [FORECASTER] ALUR: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T07:26:58.458807] [DEBUG] [FORECASTER] ALUR: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T07:26:58.703452] [DEBUG] [FORECASTER] ALUR: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T07:26:58.945793] [DEBUG] [FORECASTER] ALUR: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T07:26:59.196798] [DEBUG] [FORECASTER] ALUR: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T07:26:59.449720] [DEBUG] [FORECASTER] ALUR: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T07:26:59.688703] [DEBUG] [FORECASTER] ALUR: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T07:26:59.931876] [DEBUG] [FORECASTER] ALUR: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T07:27:00.176034] [DEBUG] [FORECASTER] ALUR: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-11-25T07:27:00.176222] [INFO ] [CONFIGURE ] ALUR: DISCARDED add_pbf_return_2d (score: 80.00%)
[2025-11-25T07:27:00.176280] [INFO ] [CONFIGURE ] JOB ETA: 3.1h | Avg: 2.7s/test | Remaining: 4193 tests
[2025-11-25T07:27:00.176329] [INFO ] [CONFIGURE ] ALUR: Testing feature 18/29: add_pbf_volatility_5d
[2025-11-25T07:27:00.176373] [INFO ] [CONFIGURE ] ALUR: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_pbf_volatility_5d']
[2025-11-25T07:27:00.401148] [DEBUG] [FORECASTER] ALUR: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0
[2025-11-25T07:27:00.612768] [DEBUG] [FORECASTER] ALUR: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0
[2025-11-25T07:27:00.863389] [DEBUG] [FORECASTER] ALUR: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T07:27:01.831968] [DEBUG] [FORECASTER] ALUR: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T07:27:02.230076] [DEBUG] [FORECASTER] ALUR: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T07:27:02.473850] [DEBUG] [FORECASTER] ALUR: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T07:27:02.719103] [DEBUG] [FORECASTER] ALUR: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T07:27:02.971986] [DEBUG] [FORECASTER] ALUR: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T07:27:03.213925] [DEBUG] [FORECASTER] ALUR: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T07:27:03.462086] [DEBUG] [FORECASTER] ALUR: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-11-25T07:27:03.462444] [INFO ] [CONFIGURE ] ALUR: DISCARDED add_pbf_volatility_5d (score: 60.00%)
[2025-11-25T07:27:03.462568] [INFO ] [CONFIGURE ] JOB ETA: 3.1h | Avg: 2.7s/test | Remaining: 4192 tests
[2025-11-25T07:27:03.462697] [INFO ] [CONFIGURE ] ALUR: Testing feature 19/29: add_pbf_vs_sma_5
[2025-11-25T07:27:03.462808] [INFO ] [CONFIGURE ] ALUR: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_pbf_vs_sma_5']
[2025-11-25T07:27:03.697794] [DEBUG] [FORECASTER] ALUR: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T07:27:03.910953] [DEBUG] [FORECASTER] ALUR: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0
[2025-11-25T07:27:04.122498] [DEBUG] [FORECASTER] ALUR: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T07:27:04.332934] [DEBUG] [FORECASTER] ALUR: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T07:27:04.550394] [DEBUG] [FORECASTER] ALUR: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T07:27:04.768283] [DEBUG] [FORECASTER] ALUR: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T07:27:04.980758] [DEBUG] [FORECASTER] ALUR: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T07:27:05.209737] [DEBUG] [FORECASTER] ALUR: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T07:27:05.429219] [DEBUG] [FORECASTER] ALUR: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T07:27:05.644255] [DEBUG] [FORECASTER] ALUR: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-11-25T07:27:05.644597] [INFO ] [CONFIGURE ] ALUR: DISCARDED add_pbf_vs_sma_5 (score: 70.00%)
[2025-11-25T07:27:05.644736] [INFO ] [CONFIGURE ] JOB ETA: 3.1h | Avg: 2.7s/test | Remaining: 4191 tests
[2025-11-25T07:27:05.644844] [INFO ] [CONFIGURE ] ALUR: Testing feature 20/29: add_price_rejection
[2025-11-25T07:27:05.644948] [INFO ] [CONFIGURE ] ALUR: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_price_rejection']
[2025-11-25T07:27:05.907207] [DEBUG] [FORECASTER] ALUR: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T07:27:06.177686] [DEBUG] [FORECASTER] ALUR: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0
[2025-11-25T07:27:06.452231] [DEBUG] [FORECASTER] ALUR: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T07:27:06.735306] [DEBUG] [FORECASTER] ALUR: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T07:27:06.994665] [DEBUG] [FORECASTER] ALUR: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T07:27:07.261254] [DEBUG] [FORECASTER] ALUR: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T07:27:07.541796] [DEBUG] [FORECASTER] ALUR: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T07:27:07.786160] [DEBUG] [FORECASTER] ALUR: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T07:27:08.035375] [DEBUG] [FORECASTER] ALUR: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T07:27:08.281321] [DEBUG] [FORECASTER] ALUR: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-11-25T07:27:08.281512] [INFO ] [CONFIGURE ] ALUR: DISCARDED add_price_rejection (score: 70.00%)
[2025-11-25T07:27:08.281574] [INFO ] [CONFIGURE ] JOB ETA: 3.1h | Avg: 2.7s/test | Remaining: 4190 tests
[2025-11-25T07:27:08.281620] [INFO ] [CONFIGURE ] ALUR: Testing feature 21/29: add_range_position
[2025-11-25T07:27:08.281685] [INFO ] [CONFIGURE ] ALUR: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_range_position']
[2025-11-25T07:27:08.541046] [DEBUG] [FORECASTER] ALUR: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T07:27:08.800064] [DEBUG] [FORECASTER] ALUR: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T07:27:09.064519] [DEBUG] [FORECASTER] ALUR: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T07:27:09.325663] [DEBUG] [FORECASTER] ALUR: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T07:27:09.575136] [DEBUG] [FORECASTER] ALUR: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T07:27:09.825816] [DEBUG] [FORECASTER] ALUR: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T07:27:10.080046] [DEBUG] [FORECASTER] ALUR: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T07:27:10.350752] [DEBUG] [FORECASTER] ALUR: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T07:27:10.607940] [DEBUG] [FORECASTER] ALUR: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T07:27:10.860339] [DEBUG] [FORECASTER] ALUR: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-25T07:27:10.860529] [INFO ] [CONFIGURE ] ALUR: KEPT add_range_position (score: 90.00%)
[2025-11-25T07:27:10.860584] [INFO ] [CONFIGURE ] JOB ETA: 3.1h | Avg: 2.7s/test | Remaining: 4189 tests
[2025-11-25T07:27:10.860634] [INFO ] [CONFIGURE ] ALUR: Testing feature 22/29: add_realized_volatility
[2025-11-25T07:27:10.860691] [INFO ] [CONFIGURE ] ALUR: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_range_position', 'add_realized_volatility']
[2025-11-25T07:27:11.241112] [DEBUG] [FORECASTER] ALUR: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0
[2025-11-25T07:27:11.614298] [DEBUG] [FORECASTER] ALUR: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0
[2025-11-25T07:27:12.013395] [DEBUG] [FORECASTER] ALUR: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T07:27:12.427829] [DEBUG] [FORECASTER] ALUR: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T07:27:12.818791] [DEBUG] [FORECASTER] ALUR: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T07:27:13.221301] [DEBUG] [FORECASTER] ALUR: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T07:27:13.631020] [DEBUG] [FORECASTER] ALUR: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T07:27:14.021675] [DEBUG] [FORECASTER] ALUR: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T07:27:14.433608] [DEBUG] [FORECASTER] ALUR: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T07:27:14.837587] [DEBUG] [FORECASTER] ALUR: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-25T07:27:14.837800] [INFO ] [CONFIGURE ] ALUR: DISCARDED add_realized_volatility (score: 60.00%)
[2025-11-25T07:27:14.837861] [INFO ] [CONFIGURE ] JOB ETA: 3.1h | Avg: 2.7s/test | Remaining: 4188 tests
[2025-11-25T07:27:14.837913] [INFO ] [CONFIGURE ] ALUR: Testing feature 23/29: add_recent_range_context
[2025-11-25T07:27:14.837959] [INFO ] [CONFIGURE ] ALUR: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_range_position', 'add_recent_range_context']
[2025-11-25T07:27:15.125780] [DEBUG] [FORECASTER] ALUR: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T07:27:15.438875] [DEBUG] [FORECASTER] ALUR: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0
[2025-11-25T07:27:15.712325] [DEBUG] [FORECASTER] ALUR: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T07:27:16.007792] [DEBUG] [FORECASTER] ALUR: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T07:27:16.299793] [DEBUG] [FORECASTER] ALUR: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T07:27:16.606291] [DEBUG] [FORECASTER] ALUR: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T07:27:16.904430] [DEBUG] [FORECASTER] ALUR: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T07:27:17.210690] [DEBUG] [FORECASTER] ALUR: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T07:27:17.526130] [DEBUG] [FORECASTER] ALUR: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T07:27:17.814527] [DEBUG] [FORECASTER] ALUR: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-25T07:27:17.814761] [INFO ] [CONFIGURE ] ALUR: DISCARDED add_recent_range_context (score: 80.00%)
[2025-11-25T07:27:17.814832] [INFO ] [CONFIGURE ] JOB ETA: 3.1h | Avg: 2.7s/test | Remaining: 4187 tests
[2025-11-25T07:27:17.814882] [INFO ] [CONFIGURE ] ALUR: Testing feature 24/29: add_rsi
[2025-11-25T07:27:17.814925] [INFO ] [CONFIGURE ] ALUR: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_range_position', 'add_ema', 'add_rsi']
[2025-11-25T07:27:18.175481] [DEBUG] [FORECASTER] ALUR: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T07:27:18.503803] [DEBUG] [FORECASTER] ALUR: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T07:27:18.822737] [DEBUG] [FORECASTER] ALUR: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T07:27:19.157141] [DEBUG] [FORECASTER] ALUR: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T07:27:19.499666] [DEBUG] [FORECASTER] ALUR: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T07:27:19.842369] [DEBUG] [FORECASTER] ALUR: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T07:27:20.191307] [DEBUG] [FORECASTER] ALUR: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T07:27:20.545002] [DEBUG] [FORECASTER] ALUR: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T07:27:20.900634] [DEBUG] [FORECASTER] ALUR: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T07:27:21.249408] [DEBUG] [FORECASTER] ALUR: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-11-25T07:27:21.249630] [INFO ] [CONFIGURE ] ALUR: DISCARDED add_rsi (score: 80.00%)
[2025-11-25T07:27:21.249714] [INFO ] [CONFIGURE ] JOB ETA: 3.1h | Avg: 2.7s/test | Remaining: 4186 tests
[2025-11-25T07:27:21.249767] [INFO ] [CONFIGURE ] ALUR: Testing feature 25/29: add_tick_distribution
[2025-11-25T07:27:21.249819] [INFO ] [CONFIGURE ] ALUR: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_range_position', 'add_tick_distribution']
[2025-11-25T07:27:21.545772] [DEBUG] [FORECASTER] ALUR: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T07:27:21.835380] [DEBUG] [FORECASTER] ALUR: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0
[2025-11-25T07:27:22.133059] [DEBUG] [FORECASTER] ALUR: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T07:27:22.422234] [DEBUG] [FORECASTER] ALUR: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T07:27:22.720686] [DEBUG] [FORECASTER] ALUR: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T07:27:23.031546] [DEBUG] [FORECASTER] ALUR: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T07:27:23.324061] [DEBUG] [FORECASTER] ALUR: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T07:27:23.629090] [DEBUG] [FORECASTER] ALUR: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T07:27:23.931181] [DEBUG] [FORECASTER] ALUR: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T07:27:24.220952] [DEBUG] [FORECASTER] ALUR: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-25T07:27:24.221151] [INFO ] [CONFIGURE ] ALUR: DISCARDED add_tick_distribution (score: 70.00%)
[2025-11-25T07:27:24.221210] [INFO ] [CONFIGURE ] JOB ETA: 3.1h | Avg: 2.7s/test | Remaining: 4185 tests
[2025-11-25T07:27:24.221259] [INFO ] [CONFIGURE ] ALUR: Testing feature 26/29: add_volume_momentum_confirmation
[2025-11-25T07:27:24.221306] [INFO ] [CONFIGURE ] ALUR: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_range_position', 'add_volume_momentum_confirmation']
[2025-11-25T07:27:24.513497] [DEBUG] [FORECASTER] ALUR: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T07:27:24.804791] [DEBUG] [FORECASTER] ALUR: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0
[2025-11-25T07:27:25.103911] [DEBUG] [FORECASTER] ALUR: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T07:27:25.410029] [DEBUG] [FORECASTER] ALUR: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T07:27:25.708388] [DEBUG] [FORECASTER] ALUR: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T07:27:26.005591] [DEBUG] [FORECASTER] ALUR: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T07:27:26.297208] [DEBUG] [FORECASTER] ALUR: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T07:27:26.606700] [DEBUG] [FORECASTER] ALUR: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T07:27:26.902343] [DEBUG] [FORECASTER] ALUR: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T07:27:27.193087] [DEBUG] [FORECASTER] ALUR: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-25T07:27:27.193265] [INFO ] [CONFIGURE ] ALUR: DISCARDED add_volume_momentum_confirmation (score: 70.00%)
[2025-11-25T07:27:27.193324] [INFO ] [CONFIGURE ] JOB ETA: 3.1h | Avg: 2.7s/test | Remaining: 4184 tests
[2025-11-25T07:27:27.193374] [INFO ] [CONFIGURE ] ALUR: Testing feature 27/29: add_volume_price_divergence
[2025-11-25T07:27:27.193420] [INFO ] [CONFIGURE ] ALUR: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_range_position', 'add_volume_price_divergence']
[2025-11-25T07:27:27.481830] [DEBUG] [FORECASTER] ALUR: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T07:27:27.777089] [DEBUG] [FORECASTER] ALUR: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0
[2025-11-25T07:27:28.075952] [DEBUG] [FORECASTER] ALUR: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T07:27:28.376281] [DEBUG] [FORECASTER] ALUR: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T07:27:28.667623] [DEBUG] [FORECASTER] ALUR: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T07:27:28.968863] [DEBUG] [FORECASTER] ALUR: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T07:27:29.273668] [DEBUG] [FORECASTER] ALUR: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T07:27:29.568928] [DEBUG] [FORECASTER] ALUR: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T07:27:29.883082] [DEBUG] [FORECASTER] ALUR: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T07:27:30.189307] [DEBUG] [FORECASTER] ALUR: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-11-25T07:27:30.189487] [INFO ] [CONFIGURE ] ALUR: DISCARDED add_volume_price_divergence (score: 70.00%)
[2025-11-25T07:27:30.189547] [INFO ] [CONFIGURE ] JOB ETA: 3.1h | Avg: 2.7s/test | Remaining: 4183 tests
[2025-11-25T07:27:30.189596] [INFO ] [CONFIGURE ] ALUR: Testing feature 28/29: add_volume_profile
[2025-11-25T07:27:30.189659] [INFO ] [CONFIGURE ] ALUR: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_range_position', 'add_volume_profile']
[2025-11-25T07:27:30.494059] [DEBUG] [FORECASTER] ALUR: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T07:27:30.790681] [DEBUG] [FORECASTER] ALUR: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T07:27:31.089272] [DEBUG] [FORECASTER] ALUR: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T07:27:31.395749] [DEBUG] [FORECASTER] ALUR: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T07:27:31.701309] [DEBUG] [FORECASTER] ALUR: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-25T07:27:32.009613] [DEBUG] [FORECASTER] ALUR: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T07:27:32.316418] [DEBUG] [FORECASTER] ALUR: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T07:27:32.624180] [DEBUG] [FORECASTER] ALUR: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T07:27:32.940337] [DEBUG] [FORECASTER] ALUR: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T07:27:33.252160] [DEBUG] [FORECASTER] ALUR: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-25T07:27:33.252341] [INFO ] [CONFIGURE ] ALUR: DISCARDED add_volume_profile (score: 60.00%)
[2025-11-25T07:27:33.252404] [INFO ] [CONFIGURE ] JOB ETA: 3.1h | Avg: 2.7s/test | Remaining: 4182 tests
[2025-11-25T07:27:33.252454] [INFO ] [CONFIGURE ] ALUR: Testing feature 29/29: add_vwap
[2025-11-25T07:27:33.252499] [INFO ] [CONFIGURE ] ALUR: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_range_position', 'add_vwap']
[2025-11-25T07:27:33.553358] [DEBUG] [FORECASTER] ALUR: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0
[2025-11-25T07:27:33.870390] [DEBUG] [FORECASTER] ALUR: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T07:27:34.175442] [DEBUG] [FORECASTER] ALUR: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T07:27:34.484667] [DEBUG] [FORECASTER] ALUR: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T07:27:34.794145] [DEBUG] [FORECASTER] ALUR: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T07:27:35.097837] [DEBUG] [FORECASTER] ALUR: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T07:27:35.437536] [DEBUG] [FORECASTER] ALUR: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T07:27:35.753869] [DEBUG] [FORECASTER] ALUR: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T07:27:36.082099] [DEBUG] [FORECASTER] ALUR: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T07:27:36.400003] [DEBUG] [FORECASTER] ALUR: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-11-25T07:27:36.400242] [INFO ] [CONFIGURE ] ALUR: DISCARDED add_vwap (score: 50.00%)
[2025-11-25T07:27:36.400319] [INFO ] [CONFIGURE ] JOB ETA: 3.1h | Avg: 2.7s/test | Remaining: 4181 tests
[2025-11-25T07:27:36.400369] [INFO ] [CONFIGURE ] ALUR: ===== FEATURE SELECTION COMPLETE =====
[2025-11-25T07:27:36.400413] [INFO ] [CONFIGURE ] ALUR: Best accuracy: 90.00%
[2025-11-25T07:27:36.400456] [INFO ] [CONFIGURE ] ALUR: Best feature set (3 features): ['add_bollinger_bands', 'add_daily_returns', 'add_range_position']
[2025-11-25T07:27:36.400496] [INFO ] [CONFIGURE ] ALUR: Improvement over baseline: 30.00%
[2025-11-25T07:27:36.400535] [INFO ] [CONFIGURE ] ALUR: Total time: 1.3 minutes
[2025-11-25T07:27:36.400573] [INFO ] [CONFIGURE ] ALUR: Average time per feature: 2.7 seconds
[2025-11-25T07:27:36.400612] [INFO ] [CONFIGURE ] ALUR: Average speed: 0.37 features/sec
[2025-11-25T07:27:36.400964] [INFO ] [LOCAL     ] Saved configuration for ALUR: 3 features, 90.00% accuracy -> ./output/feature-sets/ALUR.json
[2025-11-25T07:27:36.401023] [INFO ] [CONFIGURE ] ALUR: Configuration saved successfully: 3 features, 90.00% accuracy.
[2025-11-25T07:27:36.401073] [INFO ] [sig       ] [20/164] Successfully configured ALUR | 0.01 sym/s | Total: 26.5m | ETA: 3.2h
[2025-11-25T07:27:36.401117] [INFO ] [sig       ] [21/164] Configuring AMBP...
[2025-11-25T07:27:36.401158] [INFO ] [CONFIGURE ] AMBP: Configurate test run.
[2025-11-25T07:27:36.401202] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMBP' from 'https://tdm.silogroup.org/data/derivative_storage/AMBP.csv'.
[2025-11-25T07:27:36.413453] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'AMBP'.
[2025-11-25T07:27:36.413800] [INFO ] [CONFIGURE ] AMBP: Testing with 29 available features
[2025-11-25T07:27:36.413861] [INFO ] [CONFIGURE ] AMBP: Establishing baseline with no features...
[2025-11-25T07:27:36.596324] [DEBUG] [FORECASTER] AMBP: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T07:27:36.770718] [DEBUG] [FORECASTER] AMBP: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T07:27:36.940597] [DEBUG] [FORECASTER] AMBP: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T07:27:37.117808] [DEBUG] [FORECASTER] AMBP: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-25T07:27:37.293314] [DEBUG] [FORECASTER] AMBP: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T07:27:37.481994] [DEBUG] [FORECASTER] AMBP: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1
[2025-11-25T07:27:37.652682] [DEBUG] [FORECASTER] AMBP: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T07:27:37.823619] [DEBUG] [FORECASTER] AMBP: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T07:27:37.996033] [DEBUG] [FORECASTER] AMBP: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T07:27:38.171625] [DEBUG] [FORECASTER] AMBP: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-25T07:27:38.171803] [INFO ] [CONFIGURE ] AMBP: Baseline score (no features): 70.00%
[2025-11-25T07:27:38.171852] [INFO ] [CONFIGURE ] AMBP: Testing feature 1/29: add_bollinger_bands
[2025-11-25T07:27:38.171893] [INFO ] [CONFIGURE ] AMBP: Testing with features: ['add_bollinger_bands']
[2025-11-25T07:27:38.383070] [DEBUG] [FORECASTER] AMBP: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T07:27:38.601163] [DEBUG] [FORECASTER] AMBP: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T07:27:38.814604] [DEBUG] [FORECASTER] AMBP: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T07:27:39.074072] [DEBUG] [FORECASTER] AMBP: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-25T07:27:39.296446] [DEBUG] [FORECASTER] AMBP: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T07:27:39.519930] [DEBUG] [FORECASTER] AMBP: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1
[2025-11-25T07:27:39.739200] [DEBUG] [FORECASTER] AMBP: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T07:27:39.956340] [DEBUG] [FORECASTER] AMBP: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T07:27:40.176241] [DEBUG] [FORECASTER] AMBP: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-25T07:27:40.399203] [DEBUG] [FORECASTER] AMBP: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-25T07:27:40.399390] [INFO ] [CONFIGURE ] AMBP: DISCARDED add_bollinger_bands (score: 50.00%)
[2025-11-25T07:27:40.399443] [INFO ] [CONFIGURE ] JOB ETA: 3.1h | Avg: 2.7s/test | Remaining: 4180 tests
[2025-11-25T07:27:40.399484] [INFO ] [CONFIGURE ] AMBP: Testing feature 2/29: add_cumulative_delta
[2025-11-25T07:27:40.399522] [INFO ] [CONFIGURE ] AMBP: Testing with features: ['add_cumulative_delta']
[2025-11-25T07:27:40.617201] [DEBUG] [FORECASTER] AMBP: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T07:27:40.835127] [DEBUG] [FORECASTER] AMBP: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T07:27:41.053946] [DEBUG] [FORECASTER] AMBP: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T07:27:41.269006] [DEBUG] [FORECASTER] AMBP: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-25T07:27:41.485967] [DEBUG] [FORECASTER] AMBP: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T07:27:41.712708] [DEBUG] [FORECASTER] AMBP: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1
[2025-11-25T07:27:41.932185] [DEBUG] [FORECASTER] AMBP: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T07:27:42.176324] [DEBUG] [FORECASTER] AMBP: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T07:27:42.419633] [DEBUG] [FORECASTER] AMBP: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T07:27:42.666573] [DEBUG] [FORECASTER] AMBP: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-11-25T07:27:42.666813] [INFO ] [CONFIGURE ] AMBP: DISCARDED add_cumulative_delta (score: 50.00%)
[2025-11-25T07:27:42.666876] [INFO ] [CONFIGURE ] JOB ETA: 3.1h | Avg: 2.7s/test | Remaining: 4179 tests
[2025-11-25T07:27:42.666928] [INFO ] [CONFIGURE ] AMBP: Testing feature 3/29: add_daily_returns
[2025-11-25T07:27:42.666977] [INFO ] [CONFIGURE ] AMBP: Testing with features: ['add_daily_returns']
[2025-11-25T07:27:42.880833] [DEBUG] [FORECASTER] AMBP: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T07:27:43.094299] [DEBUG] [FORECASTER] AMBP: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T07:27:43.308961] [DEBUG] [FORECASTER] AMBP: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T07:27:43.522591] [DEBUG] [FORECASTER] AMBP: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-25T07:27:43.730581] [DEBUG] [FORECASTER] AMBP: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T07:27:43.940605] [DEBUG] [FORECASTER] AMBP: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1
[2025-11-25T07:27:44.151010] [DEBUG] [FORECASTER] AMBP: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T07:27:44.370330] [DEBUG] [FORECASTER] AMBP: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T07:27:44.581768] [DEBUG] [FORECASTER] AMBP: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T07:27:44.804611] [DEBUG] [FORECASTER] AMBP: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-11-25T07:27:44.804986] [INFO ] [CONFIGURE ] AMBP: DISCARDED add_daily_returns (score: 60.00%)
[2025-11-25T07:27:44.805109] [INFO ] [CONFIGURE ] JOB ETA: 3.1h | Avg: 2.7s/test | Remaining: 4178 tests
[2025-11-25T07:27:44.805216] [INFO ] [CONFIGURE ] AMBP: Testing feature 4/29: add_ema
[2025-11-25T07:27:44.805321] [INFO ] [CONFIGURE ] AMBP: Testing with features: ['add_ema']
[2025-11-25T07:27:45.044258] [DEBUG] [FORECASTER] AMBP: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T07:27:45.288224] [DEBUG] [FORECASTER] AMBP: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T07:27:45.544295] [DEBUG] [FORECASTER] AMBP: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T07:27:45.784410] [DEBUG] [FORECASTER] AMBP: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-25T07:27:46.030294] [DEBUG] [FORECASTER] AMBP: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T07:27:46.270840] [DEBUG] [FORECASTER] AMBP: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1
[2025-11-25T07:27:46.519031] [DEBUG] [FORECASTER] AMBP: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T07:27:46.764601] [DEBUG] [FORECASTER] AMBP: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T07:27:47.013053] [DEBUG] [FORECASTER] AMBP: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-25T07:27:47.264551] [DEBUG] [FORECASTER] AMBP: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-11-25T07:27:47.264935] [INFO ] [CONFIGURE ] AMBP: DISCARDED add_ema (score: 30.00%)
[2025-11-25T07:27:47.265057] [INFO ] [CONFIGURE ] JOB ETA: 3.1h | Avg: 2.7s/test | Remaining: 4177 tests
[2025-11-25T07:27:47.265166] [INFO ] [CONFIGURE ] AMBP: Testing feature 5/29: add_exhaustion_signals
[2025-11-25T07:27:47.265270] [INFO ] [CONFIGURE ] AMBP: Testing with features: ['add_vwap', 'add_exhaustion_signals']
[2025-11-25T07:27:47.516778] [DEBUG] [FORECASTER] AMBP: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T07:27:47.763972] [DEBUG] [FORECASTER] AMBP: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T07:27:48.022461] [DEBUG] [FORECASTER] AMBP: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T07:27:48.284380] [DEBUG] [FORECASTER] AMBP: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-25T07:27:48.536991] [DEBUG] [FORECASTER] AMBP: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T07:27:48.784620] [DEBUG] [FORECASTER] AMBP: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1
[2025-11-25T07:27:49.032601] [DEBUG] [FORECASTER] AMBP: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T07:27:49.259672] [DEBUG] [FORECASTER] AMBP: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T07:27:49.482029] [DEBUG] [FORECASTER] AMBP: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T07:27:49.710970] [DEBUG] [FORECASTER] AMBP: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-11-25T07:27:49.711159] [INFO ] [CONFIGURE ] AMBP: DISCARDED add_exhaustion_signals (score: 50.00%)
[2025-11-25T07:27:49.711216] [INFO ] [CONFIGURE ] JOB ETA: 3.1h | Avg: 2.7s/test | Remaining: 4176 tests
[2025-11-25T07:27:49.711264] [INFO ] [CONFIGURE ] AMBP: Testing feature 6/29: add_failed_moves
[2025-11-25T07:27:49.711309] [INFO ] [CONFIGURE ] AMBP: Testing with features: ['add_failed_moves']
[2025-11-25T07:27:49.894623] [DEBUG] [FORECASTER] AMBP: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T07:27:50.077930] [DEBUG] [FORECASTER] AMBP: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T07:27:50.261044] [DEBUG] [FORECASTER] AMBP: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T07:27:50.444939] [DEBUG] [FORECASTER] AMBP: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-25T07:27:50.650921] [DEBUG] [FORECASTER] AMBP: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T07:27:50.839496] [DEBUG] [FORECASTER] AMBP: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1
[2025-11-25T07:27:51.027603] [DEBUG] [FORECASTER] AMBP: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T07:27:51.211006] [DEBUG] [FORECASTER] AMBP: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T07:27:51.397399] [DEBUG] [FORECASTER] AMBP: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T07:27:51.583085] [DEBUG] [FORECASTER] AMBP: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-11-25T07:27:51.583248] [INFO ] [CONFIGURE ] AMBP: DISCARDED add_failed_moves (score: 60.00%)
[2025-11-25T07:27:51.583297] [INFO ] [CONFIGURE ] JOB ETA: 3.1h | Avg: 2.7s/test | Remaining: 4175 tests
[2025-11-25T07:27:51.583338] [INFO ] [CONFIGURE ] AMBP: Testing feature 7/29: add_lag_shelf
[2025-11-25T07:27:51.583376] [INFO ] [CONFIGURE ] AMBP: Testing with features: ['add_lag_shelf']
[2025-11-25T07:27:51.755256] [DEBUG] [FORECASTER] AMBP: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T07:27:51.923481] [DEBUG] [FORECASTER] AMBP: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T07:27:52.092535] [DEBUG] [FORECASTER] AMBP: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T07:27:52.265367] [DEBUG] [FORECASTER] AMBP: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-25T07:27:52.438004] [DEBUG] [FORECASTER] AMBP: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T07:27:52.617666] [DEBUG] [FORECASTER] AMBP: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1
[2025-11-25T07:27:52.790621] [DEBUG] [FORECASTER] AMBP: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T07:27:52.987769] [DEBUG] [FORECASTER] AMBP: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T07:27:53.224687] [DEBUG] [FORECASTER] AMBP: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T07:27:53.453338] [DEBUG] [FORECASTER] AMBP: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-25T07:27:53.453535] [INFO ] [CONFIGURE ] AMBP: DISCARDED add_lag_shelf (score: 70.00%)
[2025-11-25T07:27:53.453588] [INFO ] [CONFIGURE ] JOB ETA: 3.1h | Avg: 2.7s/test | Remaining: 4174 tests
[2025-11-25T07:27:53.453629] [INFO ] [CONFIGURE ] AMBP: Testing feature 8/29: add_macd
[2025-11-25T07:27:53.453696] [INFO ] [CONFIGURE ] AMBP: Testing with features: ['add_vwap', 'add_macd']
[2025-11-25T07:27:53.809555] [DEBUG] [FORECASTER] AMBP: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T07:27:54.110250] [DEBUG] [FORECASTER] AMBP: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T07:27:54.415987] [DEBUG] [FORECASTER] AMBP: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T07:27:54.712299] [DEBUG] [FORECASTER] AMBP: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-25T07:27:54.995361] [DEBUG] [FORECASTER] AMBP: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T07:27:55.269408] [DEBUG] [FORECASTER] AMBP: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1
[2025-11-25T07:27:55.542594] [DEBUG] [FORECASTER] AMBP: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T07:27:55.847830] [DEBUG] [FORECASTER] AMBP: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T07:27:56.171243] [DEBUG] [FORECASTER] AMBP: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T07:27:56.464936] [DEBUG] [FORECASTER] AMBP: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-25T07:27:56.465121] [INFO ] [CONFIGURE ] AMBP: DISCARDED add_macd (score: 70.00%)
[2025-11-25T07:27:56.465181] [INFO ] [CONFIGURE ] JOB ETA: 3.1h | Avg: 2.7s/test | Remaining: 4173 tests
[2025-11-25T07:27:56.465228] [INFO ] [CONFIGURE ] AMBP: Testing feature 9/29: add_mfi
[2025-11-25T07:27:56.465295] [INFO ] [CONFIGURE ] AMBP: Testing with features: ['add_mfi']
[2025-11-25T07:27:56.668989] [DEBUG] [FORECASTER] AMBP: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T07:27:56.869067] [DEBUG] [FORECASTER] AMBP: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T07:27:57.051229] [DEBUG] [FORECASTER] AMBP: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T07:27:57.232946] [DEBUG] [FORECASTER] AMBP: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-25T07:27:57.414478] [DEBUG] [FORECASTER] AMBP: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T07:27:57.596826] [DEBUG] [FORECASTER] AMBP: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1
[2025-11-25T07:27:57.781346] [DEBUG] [FORECASTER] AMBP: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T07:27:57.966282] [DEBUG] [FORECASTER] AMBP: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T07:27:58.150183] [DEBUG] [FORECASTER] AMBP: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T07:27:58.333385] [DEBUG] [FORECASTER] AMBP: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-11-25T07:27:58.333552] [INFO ] [CONFIGURE ] AMBP: DISCARDED add_mfi (score: 60.00%)
[2025-11-25T07:27:58.333601] [INFO ] [CONFIGURE ] JOB ETA: 3.1h | Avg: 2.7s/test | Remaining: 4172 tests
[2025-11-25T07:27:58.333669] [INFO ] [CONFIGURE ] AMBP: Testing feature 10/29: add_momentum_acceleration
[2025-11-25T07:27:58.333751] [INFO ] [CONFIGURE ] AMBP: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-11-25T07:27:58.612899] [DEBUG] [FORECASTER] AMBP: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T07:27:58.883243] [DEBUG] [FORECASTER] AMBP: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T07:27:59.154124] [DEBUG] [FORECASTER] AMBP: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T07:27:59.447782] [DEBUG] [FORECASTER] AMBP: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-25T07:27:59.741828] [DEBUG] [FORECASTER] AMBP: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T07:28:00.013276] [DEBUG] [FORECASTER] AMBP: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1
[2025-11-25T07:28:00.995786] [DEBUG] [FORECASTER] AMBP: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T07:28:01.376357] [DEBUG] [FORECASTER] AMBP: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T07:28:01.669466] [DEBUG] [FORECASTER] AMBP: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-25T07:28:01.954492] [DEBUG] [FORECASTER] AMBP: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-11-25T07:28:01.954740] [INFO ] [CONFIGURE ] AMBP: DISCARDED add_momentum_acceleration (score: 50.00%)
[2025-11-25T07:28:01.954816] [INFO ] [CONFIGURE ] JOB ETA: 3.1h | Avg: 2.7s/test | Remaining: 4171 tests
[2025-11-25T07:28:01.954871] [INFO ] [CONFIGURE ] AMBP: Testing feature 11/29: add_obv_daily
[2025-11-25T07:28:01.954930] [INFO ] [CONFIGURE ] AMBP: Testing with features: ['add_obv_daily']
[2025-11-25T07:28:02.188227] [DEBUG] [FORECASTER] AMBP: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T07:28:02.423349] [DEBUG] [FORECASTER] AMBP: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T07:28:02.651243] [DEBUG] [FORECASTER] AMBP: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T07:28:02.878984] [DEBUG] [FORECASTER] AMBP: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-25T07:28:03.110575] [DEBUG] [FORECASTER] AMBP: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T07:28:03.332919] [DEBUG] [FORECASTER] AMBP: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1
[2025-11-25T07:28:03.559410] [DEBUG] [FORECASTER] AMBP: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T07:28:03.774260] [DEBUG] [FORECASTER] AMBP: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T07:28:03.984823] [DEBUG] [FORECASTER] AMBP: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-25T07:28:04.202140] [DEBUG] [FORECASTER] AMBP: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-11-25T07:28:04.202500] [INFO ] [CONFIGURE ] AMBP: DISCARDED add_obv_daily (score: 40.00%)
[2025-11-25T07:28:04.202580] [INFO ] [CONFIGURE ] JOB ETA: 3.1h | Avg: 2.7s/test | Remaining: 4170 tests
[2025-11-25T07:28:04.202707] [INFO ] [CONFIGURE ] AMBP: Testing feature 12/29: add_obv_interval
[2025-11-25T07:28:04.202845] [INFO ] [CONFIGURE ] AMBP: Testing with features: ['add_obv_interval']
[2025-11-25T07:28:04.407190] [DEBUG] [FORECASTER] AMBP: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T07:28:04.620580] [DEBUG] [FORECASTER] AMBP: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T07:28:04.828780] [DEBUG] [FORECASTER] AMBP: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T07:28:05.031312] [DEBUG] [FORECASTER] AMBP: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-25T07:28:05.233023] [DEBUG] [FORECASTER] AMBP: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T07:28:05.444550] [DEBUG] [FORECASTER] AMBP: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1
[2025-11-25T07:28:05.650695] [DEBUG] [FORECASTER] AMBP: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T07:28:05.854773] [DEBUG] [FORECASTER] AMBP: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T07:28:06.065959] [DEBUG] [FORECASTER] AMBP: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T07:28:06.285242] [DEBUG] [FORECASTER] AMBP: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-11-25T07:28:06.285558] [INFO ] [CONFIGURE ] AMBP: DISCARDED add_obv_interval (score: 60.00%)
[2025-11-25T07:28:06.285699] [INFO ] [CONFIGURE ] JOB ETA: 3.1h | Avg: 2.7s/test | Remaining: 4169 tests
[2025-11-25T07:28:06.285808] [INFO ] [CONFIGURE ] AMBP: Testing feature 13/29: add_opening_strength
[2025-11-25T07:28:06.285912] [INFO ] [CONFIGURE ] AMBP: Testing with features: ['add_daily_returns', 'add_opening_strength']
[2025-11-25T07:28:06.508959] [DEBUG] [FORECASTER] AMBP: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T07:28:06.739059] [DEBUG] [FORECASTER] AMBP: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T07:28:06.965962] [DEBUG] [FORECASTER] AMBP: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T07:28:07.194028] [DEBUG] [FORECASTER] AMBP: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-25T07:28:07.433563] [DEBUG] [FORECASTER] AMBP: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T07:28:07.690703] [DEBUG] [FORECASTER] AMBP: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1
[2025-11-25T07:28:07.930501] [DEBUG] [FORECASTER] AMBP: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T07:28:08.174379] [DEBUG] [FORECASTER] AMBP: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T07:28:08.409431] [DEBUG] [FORECASTER] AMBP: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T07:28:08.659211] [DEBUG] [FORECASTER] AMBP: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-11-25T07:28:08.659601] [INFO ] [CONFIGURE ] AMBP: DISCARDED add_opening_strength (score: 60.00%)
[2025-11-25T07:28:08.659744] [INFO ] [CONFIGURE ] JOB ETA: 3.1h | Avg: 2.7s/test | Remaining: 4168 tests
[2025-11-25T07:28:08.659853] [INFO ] [CONFIGURE ] AMBP: Testing feature 14/29: add_order_flow_imbalance
[2025-11-25T07:28:08.659958] [INFO ] [CONFIGURE ] AMBP: Testing with features: ['add_order_flow_imbalance']
[2025-11-25T07:28:08.891992] [DEBUG] [FORECASTER] AMBP: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T07:28:09.121692] [DEBUG] [FORECASTER] AMBP: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T07:28:09.354857] [DEBUG] [FORECASTER] AMBP: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T07:28:09.606098] [DEBUG] [FORECASTER] AMBP: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-25T07:28:09.867428] [DEBUG] [FORECASTER] AMBP: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T07:28:10.114774] [DEBUG] [FORECASTER] AMBP: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1
[2025-11-25T07:28:10.379258] [DEBUG] [FORECASTER] AMBP: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T07:28:10.615978] [DEBUG] [FORECASTER] AMBP: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T07:28:10.865355] [DEBUG] [FORECASTER] AMBP: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T07:28:11.096900] [DEBUG] [FORECASTER] AMBP: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-11-25T07:28:11.097079] [INFO ] [CONFIGURE ] AMBP: DISCARDED add_order_flow_imbalance (score: 60.00%)
[2025-11-25T07:28:11.097145] [INFO ] [CONFIGURE ] JOB ETA: 3.1h | Avg: 2.7s/test | Remaining: 4167 tests
[2025-11-25T07:28:11.097193] [INFO ] [CONFIGURE ] AMBP: Testing feature 15/29: add_pbf_morning_momentum
[2025-11-25T07:28:11.097228] [INFO ] [CONFIGURE ] AMBP: Testing with features: ['add_pbf_morning_momentum']
[2025-11-25T07:28:11.304456] [DEBUG] [FORECASTER] AMBP: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T07:28:11.511451] [DEBUG] [FORECASTER] AMBP: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T07:28:11.709243] [DEBUG] [FORECASTER] AMBP: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T07:28:11.938763] [DEBUG] [FORECASTER] AMBP: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-25T07:28:12.163366] [DEBUG] [FORECASTER] AMBP: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T07:28:12.386293] [DEBUG] [FORECASTER] AMBP: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1
[2025-11-25T07:28:12.611875] [DEBUG] [FORECASTER] AMBP: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T07:28:12.833307] [DEBUG] [FORECASTER] AMBP: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T07:28:13.063490] [DEBUG] [FORECASTER] AMBP: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T07:28:13.282002] [DEBUG] [FORECASTER] AMBP: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-25T07:28:13.282435] [INFO ] [CONFIGURE ] AMBP: KEPT add_pbf_morning_momentum (score: 80.00%)
[2025-11-25T07:28:13.282490] [INFO ] [CONFIGURE ] JOB ETA: 3.1h | Avg: 2.7s/test | Remaining: 4166 tests
[2025-11-25T07:28:13.282531] [INFO ] [CONFIGURE ] AMBP: Testing feature 16/29: add_pbf_overnight_gap
[2025-11-25T07:28:13.282569] [INFO ] [CONFIGURE ] AMBP: Testing with features: ['add_pbf_morning_momentum', 'add_pbf_overnight_gap']
[2025-11-25T07:28:13.514791] [DEBUG] [FORECASTER] AMBP: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T07:28:13.738831] [DEBUG] [FORECASTER] AMBP: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T07:28:13.966664] [DEBUG] [FORECASTER] AMBP: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T07:28:14.224844] [DEBUG] [FORECASTER] AMBP: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-25T07:28:14.470982] [DEBUG] [FORECASTER] AMBP: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T07:28:14.715275] [DEBUG] [FORECASTER] AMBP: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1
[2025-11-25T07:28:14.964307] [DEBUG] [FORECASTER] AMBP: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T07:28:15.212927] [DEBUG] [FORECASTER] AMBP: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T07:28:15.469366] [DEBUG] [FORECASTER] AMBP: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T07:28:15.725375] [DEBUG] [FORECASTER] AMBP: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-25T07:28:15.725899] [INFO ] [CONFIGURE ] AMBP: DISCARDED add_pbf_overnight_gap (score: 60.00%)
[2025-11-25T07:28:15.726029] [INFO ] [CONFIGURE ] JOB ETA: 3.1h | Avg: 2.7s/test | Remaining: 4165 tests
[2025-11-25T07:28:15.726146] [INFO ] [CONFIGURE ] AMBP: Testing feature 17/29: add_pbf_return_2d
[2025-11-25T07:28:15.726256] [INFO ] [CONFIGURE ] AMBP: Testing with features: ['add_pbf_morning_momentum', 'add_pbf_return_2d']
[2025-11-25T07:28:15.964090] [DEBUG] [FORECASTER] AMBP: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T07:28:16.195380] [DEBUG] [FORECASTER] AMBP: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T07:28:16.417352] [DEBUG] [FORECASTER] AMBP: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T07:28:16.650579] [DEBUG] [FORECASTER] AMBP: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-25T07:28:16.884238] [DEBUG] [FORECASTER] AMBP: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T07:28:17.121989] [DEBUG] [FORECASTER] AMBP: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1
[2025-11-25T07:28:17.364792] [DEBUG] [FORECASTER] AMBP: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T07:28:17.598553] [DEBUG] [FORECASTER] AMBP: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T07:28:17.831681] [DEBUG] [FORECASTER] AMBP: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T07:28:18.066490] [DEBUG] [FORECASTER] AMBP: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-11-25T07:28:18.066778] [INFO ] [CONFIGURE ] AMBP: DISCARDED add_pbf_return_2d (score: 60.00%)
[2025-11-25T07:28:18.066880] [INFO ] [CONFIGURE ] JOB ETA: 3.1h | Avg: 2.7s/test | Remaining: 4164 tests
[2025-11-25T07:28:18.067173] [INFO ] [CONFIGURE ] AMBP: Testing feature 18/29: add_pbf_volatility_5d
[2025-11-25T07:28:18.067292] [INFO ] [CONFIGURE ] AMBP: Testing with features: ['add_pbf_morning_momentum', 'add_pbf_volatility_5d']
[2025-11-25T07:28:18.285790] [DEBUG] [FORECASTER] AMBP: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T07:28:18.508218] [DEBUG] [FORECASTER] AMBP: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T07:28:18.720340] [DEBUG] [FORECASTER] AMBP: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T07:28:18.935204] [DEBUG] [FORECASTER] AMBP: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-25T07:28:19.156350] [DEBUG] [FORECASTER] AMBP: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T07:28:19.367548] [DEBUG] [FORECASTER] AMBP: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1
[2025-11-25T07:28:19.583366] [DEBUG] [FORECASTER] AMBP: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T07:28:19.811118] [DEBUG] [FORECASTER] AMBP: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T07:28:20.023198] [DEBUG] [FORECASTER] AMBP: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-25T07:28:20.243563] [DEBUG] [FORECASTER] AMBP: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-11-25T07:28:20.243921] [INFO ] [CONFIGURE ] AMBP: DISCARDED add_pbf_volatility_5d (score: 60.00%)
[2025-11-25T07:28:20.244047] [INFO ] [CONFIGURE ] JOB ETA: 3.1h | Avg: 2.7s/test | Remaining: 4163 tests
[2025-11-25T07:28:20.244172] [INFO ] [CONFIGURE ] AMBP: Testing feature 19/29: add_pbf_vs_sma_5
[2025-11-25T07:28:20.244286] [INFO ] [CONFIGURE ] AMBP: Testing with features: ['add_pbf_morning_momentum', 'add_pbf_vs_sma_5']
[2025-11-25T07:28:20.455035] [DEBUG] [FORECASTER] AMBP: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T07:28:20.662883] [DEBUG] [FORECASTER] AMBP: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T07:28:20.880353] [DEBUG] [FORECASTER] AMBP: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T07:28:21.109490] [DEBUG] [FORECASTER] AMBP: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-25T07:28:21.324189] [DEBUG] [FORECASTER] AMBP: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T07:28:21.511778] [DEBUG] [FORECASTER] AMBP: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1
[2025-11-25T07:28:21.697248] [DEBUG] [FORECASTER] AMBP: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T07:28:21.883471] [DEBUG] [FORECASTER] AMBP: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T07:28:22.069119] [DEBUG] [FORECASTER] AMBP: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T07:28:22.257534] [DEBUG] [FORECASTER] AMBP: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-11-25T07:28:22.257782] [INFO ] [CONFIGURE ] AMBP: DISCARDED add_pbf_vs_sma_5 (score: 60.00%)
[2025-11-25T07:28:22.257862] [INFO ] [CONFIGURE ] JOB ETA: 3.1h | Avg: 2.7s/test | Remaining: 4162 tests
[2025-11-25T07:28:22.257914] [INFO ] [CONFIGURE ] AMBP: Testing feature 20/29: add_price_rejection
[2025-11-25T07:28:22.257962] [INFO ] [CONFIGURE ] AMBP: Testing with features: ['add_pbf_morning_momentum', 'add_price_rejection']
[2025-11-25T07:28:22.463455] [DEBUG] [FORECASTER] AMBP: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T07:28:22.670604] [DEBUG] [FORECASTER] AMBP: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T07:28:22.878245] [DEBUG] [FORECASTER] AMBP: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T07:28:23.092294] [DEBUG] [FORECASTER] AMBP: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-25T07:28:23.301078] [DEBUG] [FORECASTER] AMBP: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T07:28:23.516448] [DEBUG] [FORECASTER] AMBP: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1
[2025-11-25T07:28:23.732713] [DEBUG] [FORECASTER] AMBP: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T07:28:23.948600] [DEBUG] [FORECASTER] AMBP: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T07:28:24.159442] [DEBUG] [FORECASTER] AMBP: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T07:28:24.369303] [DEBUG] [FORECASTER] AMBP: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-11-25T07:28:24.369479] [INFO ] [CONFIGURE ] AMBP: DISCARDED add_price_rejection (score: 60.00%)
[2025-11-25T07:28:24.369529] [INFO ] [CONFIGURE ] JOB ETA: 3.1h | Avg: 2.7s/test | Remaining: 4161 tests
[2025-11-25T07:28:24.369568] [INFO ] [CONFIGURE ] AMBP: Testing feature 21/29: add_range_position
[2025-11-25T07:28:24.369604] [INFO ] [CONFIGURE ] AMBP: Testing with features: ['add_pbf_morning_momentum', 'add_range_position']
[2025-11-25T07:28:24.597201] [DEBUG] [FORECASTER] AMBP: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T07:28:24.822598] [DEBUG] [FORECASTER] AMBP: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T07:28:25.067667] [DEBUG] [FORECASTER] AMBP: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T07:28:25.308267] [DEBUG] [FORECASTER] AMBP: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-25T07:28:25.541226] [DEBUG] [FORECASTER] AMBP: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T07:28:25.778426] [DEBUG] [FORECASTER] AMBP: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1
[2025-11-25T07:28:26.010572] [DEBUG] [FORECASTER] AMBP: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T07:28:26.246688] [DEBUG] [FORECASTER] AMBP: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T07:28:26.485290] [DEBUG] [FORECASTER] AMBP: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-25T07:28:26.721748] [DEBUG] [FORECASTER] AMBP: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-11-25T07:28:26.721939] [INFO ] [CONFIGURE ] AMBP: DISCARDED add_range_position (score: 50.00%)
[2025-11-25T07:28:26.721999] [INFO ] [CONFIGURE ] JOB ETA: 3.1h | Avg: 2.7s/test | Remaining: 4160 tests
[2025-11-25T07:28:26.722047] [INFO ] [CONFIGURE ] AMBP: Testing feature 22/29: add_realized_volatility
[2025-11-25T07:28:26.722142] [INFO ] [CONFIGURE ] AMBP: Testing with features: ['add_pbf_morning_momentum', 'add_realized_volatility']
[2025-11-25T07:28:27.048922] [DEBUG] [FORECASTER] AMBP: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T07:28:27.373209] [DEBUG] [FORECASTER] AMBP: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T07:28:27.701236] [DEBUG] [FORECASTER] AMBP: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T07:28:28.024670] [DEBUG] [FORECASTER] AMBP: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-25T07:28:28.348815] [DEBUG] [FORECASTER] AMBP: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T07:28:28.670706] [DEBUG] [FORECASTER] AMBP: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1
[2025-11-25T07:28:28.986398] [DEBUG] [FORECASTER] AMBP: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T07:28:29.323563] [DEBUG] [FORECASTER] AMBP: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T07:28:29.656058] [DEBUG] [FORECASTER] AMBP: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T07:28:30.003484] [DEBUG] [FORECASTER] AMBP: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-11-25T07:28:30.003762] [INFO ] [CONFIGURE ] AMBP: DISCARDED add_realized_volatility (score: 50.00%)
[2025-11-25T07:28:30.003832] [INFO ] [CONFIGURE ] JOB ETA: 3.1h | Avg: 2.7s/test | Remaining: 4159 tests
[2025-11-25T07:28:30.003887] [INFO ] [CONFIGURE ] AMBP: Testing feature 23/29: add_recent_range_context
[2025-11-25T07:28:30.003936] [INFO ] [CONFIGURE ] AMBP: Testing with features: ['add_pbf_morning_momentum', 'add_recent_range_context']
[2025-11-25T07:28:30.241837] [DEBUG] [FORECASTER] AMBP: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T07:28:30.468573] [DEBUG] [FORECASTER] AMBP: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T07:28:30.682315] [DEBUG] [FORECASTER] AMBP: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T07:28:30.899157] [DEBUG] [FORECASTER] AMBP: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-25T07:28:31.114304] [DEBUG] [FORECASTER] AMBP: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T07:28:31.332826] [DEBUG] [FORECASTER] AMBP: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1
[2025-11-25T07:28:31.548238] [DEBUG] [FORECASTER] AMBP: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T07:28:31.761240] [DEBUG] [FORECASTER] AMBP: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T07:28:31.974485] [DEBUG] [FORECASTER] AMBP: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T07:28:32.185453] [DEBUG] [FORECASTER] AMBP: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-11-25T07:28:32.185638] [INFO ] [CONFIGURE ] AMBP: DISCARDED add_recent_range_context (score: 60.00%)
[2025-11-25T07:28:32.185735] [INFO ] [CONFIGURE ] JOB ETA: 3.1h | Avg: 2.7s/test | Remaining: 4158 tests
[2025-11-25T07:28:32.185789] [INFO ] [CONFIGURE ] AMBP: Testing feature 24/29: add_rsi
[2025-11-25T07:28:32.185837] [INFO ] [CONFIGURE ] AMBP: Testing with features: ['add_pbf_morning_momentum', 'add_ema', 'add_rsi']
[2025-11-25T07:28:32.441242] [DEBUG] [FORECASTER] AMBP: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T07:28:32.696821] [DEBUG] [FORECASTER] AMBP: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T07:28:32.950079] [DEBUG] [FORECASTER] AMBP: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T07:28:33.212728] [DEBUG] [FORECASTER] AMBP: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-25T07:28:33.462206] [DEBUG] [FORECASTER] AMBP: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T07:28:33.720446] [DEBUG] [FORECASTER] AMBP: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1
[2025-11-25T07:28:33.967134] [DEBUG] [FORECASTER] AMBP: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T07:28:34.213045] [DEBUG] [FORECASTER] AMBP: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T07:28:34.460613] [DEBUG] [FORECASTER] AMBP: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T07:28:34.706308] [DEBUG] [FORECASTER] AMBP: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-25T07:28:34.706486] [INFO ] [CONFIGURE ] AMBP: DISCARDED add_rsi (score: 70.00%)
[2025-11-25T07:28:34.706555] [INFO ] [CONFIGURE ] JOB ETA: 3.1h | Avg: 2.7s/test | Remaining: 4157 tests
[2025-11-25T07:28:34.706685] [INFO ] [CONFIGURE ] AMBP: Testing feature 25/29: add_tick_distribution
[2025-11-25T07:28:34.706736] [INFO ] [CONFIGURE ] AMBP: Testing with features: ['add_pbf_morning_momentum', 'add_tick_distribution']
[2025-11-25T07:28:34.903998] [DEBUG] [FORECASTER] AMBP: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T07:28:35.101197] [DEBUG] [FORECASTER] AMBP: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T07:28:35.301094] [DEBUG] [FORECASTER] AMBP: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T07:28:35.498217] [DEBUG] [FORECASTER] AMBP: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-25T07:28:35.707284] [DEBUG] [FORECASTER] AMBP: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T07:28:35.907250] [DEBUG] [FORECASTER] AMBP: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1
[2025-11-25T07:28:36.106977] [DEBUG] [FORECASTER] AMBP: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T07:28:36.312572] [DEBUG] [FORECASTER] AMBP: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T07:28:36.521036] [DEBUG] [FORECASTER] AMBP: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-25T07:28:36.727214] [DEBUG] [FORECASTER] AMBP: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-11-25T07:28:36.727983] [INFO ] [CONFIGURE ] AMBP: DISCARDED add_tick_distribution (score: 50.00%)
[2025-11-25T07:28:36.728066] [INFO ] [CONFIGURE ] JOB ETA: 3.1h | Avg: 2.7s/test | Remaining: 4156 tests
[2025-11-25T07:28:36.728120] [INFO ] [CONFIGURE ] AMBP: Testing feature 26/29: add_volume_momentum_confirmation
[2025-11-25T07:28:36.728172] [INFO ] [CONFIGURE ] AMBP: Testing with features: ['add_pbf_morning_momentum', 'add_volume_momentum_confirmation']
[2025-11-25T07:28:36.921060] [DEBUG] [FORECASTER] AMBP: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T07:28:37.112559] [DEBUG] [FORECASTER] AMBP: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T07:28:37.302930] [DEBUG] [FORECASTER] AMBP: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T07:28:37.512997] [DEBUG] [FORECASTER] AMBP: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-25T07:28:37.704587] [DEBUG] [FORECASTER] AMBP: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T07:28:37.905828] [DEBUG] [FORECASTER] AMBP: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1
[2025-11-25T07:28:38.101768] [DEBUG] [FORECASTER] AMBP: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T07:28:38.293938] [DEBUG] [FORECASTER] AMBP: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T07:28:38.491530] [DEBUG] [FORECASTER] AMBP: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-25T07:28:38.694967] [DEBUG] [FORECASTER] AMBP: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-11-25T07:28:38.695134] [INFO ] [CONFIGURE ] AMBP: DISCARDED add_volume_momentum_confirmation (score: 50.00%)
[2025-11-25T07:28:38.695183] [INFO ] [CONFIGURE ] JOB ETA: 3.1h | Avg: 2.7s/test | Remaining: 4155 tests
[2025-11-25T07:28:38.695222] [INFO ] [CONFIGURE ] AMBP: Testing feature 27/29: add_volume_price_divergence
[2025-11-25T07:28:38.695260] [INFO ] [CONFIGURE ] AMBP: Testing with features: ['add_pbf_morning_momentum', 'add_volume_price_divergence']
[2025-11-25T07:28:38.919848] [DEBUG] [FORECASTER] AMBP: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T07:28:39.149249] [DEBUG] [FORECASTER] AMBP: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T07:28:39.375505] [DEBUG] [FORECASTER] AMBP: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T07:28:39.598460] [DEBUG] [FORECASTER] AMBP: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-25T07:28:39.820825] [DEBUG] [FORECASTER] AMBP: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T07:28:40.046538] [DEBUG] [FORECASTER] AMBP: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1
[2025-11-25T07:28:40.299811] [DEBUG] [FORECASTER] AMBP: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T07:28:40.571847] [DEBUG] [FORECASTER] AMBP: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T07:28:40.873603] [DEBUG] [FORECASTER] AMBP: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T07:28:41.185936] [DEBUG] [FORECASTER] AMBP: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-25T07:28:41.186193] [INFO ] [CONFIGURE ] AMBP: DISCARDED add_volume_price_divergence (score: 60.00%)
[2025-11-25T07:28:41.186288] [INFO ] [CONFIGURE ] JOB ETA: 3.1h | Avg: 2.7s/test | Remaining: 4154 tests
[2025-11-25T07:28:41.186371] [INFO ] [CONFIGURE ] AMBP: Testing feature 28/29: add_volume_profile
[2025-11-25T07:28:41.186446] [INFO ] [CONFIGURE ] AMBP: Testing with features: ['add_pbf_morning_momentum', 'add_volume_profile']
[2025-11-25T07:28:41.469880] [DEBUG] [FORECASTER] AMBP: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T07:28:41.693534] [DEBUG] [FORECASTER] AMBP: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T07:28:41.909342] [DEBUG] [FORECASTER] AMBP: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T07:28:42.125632] [DEBUG] [FORECASTER] AMBP: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-25T07:28:42.356508] [DEBUG] [FORECASTER] AMBP: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T07:28:42.579140] [DEBUG] [FORECASTER] AMBP: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1
[2025-11-25T07:28:42.801356] [DEBUG] [FORECASTER] AMBP: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T07:28:43.027204] [DEBUG] [FORECASTER] AMBP: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T07:28:43.243944] [DEBUG] [FORECASTER] AMBP: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-25T07:28:43.465069] [DEBUG] [FORECASTER] AMBP: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-11-25T07:28:43.465257] [INFO ] [CONFIGURE ] AMBP: DISCARDED add_volume_profile (score: 50.00%)
[2025-11-25T07:28:43.465310] [INFO ] [CONFIGURE ] JOB ETA: 3.1h | Avg: 2.7s/test | Remaining: 4153 tests
[2025-11-25T07:28:43.465352] [INFO ] [CONFIGURE ] AMBP: Testing feature 29/29: add_vwap
[2025-11-25T07:28:43.465391] [INFO ] [CONFIGURE ] AMBP: Testing with features: ['add_pbf_morning_momentum', 'add_vwap']
[2025-11-25T07:28:43.695781] [DEBUG] [FORECASTER] AMBP: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T07:28:43.921888] [DEBUG] [FORECASTER] AMBP: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T07:28:44.145087] [DEBUG] [FORECASTER] AMBP: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T07:28:44.371142] [DEBUG] [FORECASTER] AMBP: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-25T07:28:44.589631] [DEBUG] [FORECASTER] AMBP: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T07:28:44.806203] [DEBUG] [FORECASTER] AMBP: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1
[2025-11-25T07:28:45.022564] [DEBUG] [FORECASTER] AMBP: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T07:28:45.237279] [DEBUG] [FORECASTER] AMBP: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T07:28:45.452834] [DEBUG] [FORECASTER] AMBP: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T07:28:45.664661] [DEBUG] [FORECASTER] AMBP: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-25T07:28:45.664838] [INFO ] [CONFIGURE ] AMBP: DISCARDED add_vwap (score: 50.00%)
[2025-11-25T07:28:45.664889] [INFO ] [CONFIGURE ] JOB ETA: 3.1h | Avg: 2.7s/test | Remaining: 4152 tests
[2025-11-25T07:28:45.664931] [INFO ] [CONFIGURE ] AMBP: ===== FEATURE SELECTION COMPLETE =====
[2025-11-25T07:28:45.664989] [INFO ] [CONFIGURE ] AMBP: Best accuracy: 80.00%
[2025-11-25T07:28:45.665029] [INFO ] [CONFIGURE ] AMBP: Best feature set (1 features): ['add_pbf_morning_momentum']
[2025-11-25T07:28:45.665065] [INFO ] [CONFIGURE ] AMBP: Improvement over baseline: 10.00%
[2025-11-25T07:28:45.665098] [INFO ] [CONFIGURE ] AMBP: Total time: 1.1 minutes
[2025-11-25T07:28:45.665131] [INFO ] [CONFIGURE ] AMBP: Average time per feature: 2.3 seconds
[2025-11-25T07:28:45.665189] [INFO ] [CONFIGURE ] AMBP: Average speed: 0.43 features/sec
[2025-11-25T07:28:45.665632] [INFO ] [LOCAL     ] Saved configuration for AMBP: 1 features, 80.00% accuracy -> ./output/feature-sets/AMBP.json
[2025-11-25T07:28:45.665806] [INFO ] [CONFIGURE ] AMBP: Configuration saved successfully: 1 features, 80.00% accuracy.
[2025-11-25T07:28:45.665882] [INFO ] [sig       ] [21/164] Successfully configured AMBP | 0.01 sym/s | Total: 27.7m | ETA: 3.1h
[2025-11-25T07:28:45.666045] [INFO ] [sig       ] [22/164] Configuring AMH...
[2025-11-25T07:28:45.666123] [INFO ] [CONFIGURE ] AMH: Configurate test run.
[2025-11-25T07:28:45.666196] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMH' from 'https://tdm.silogroup.org/data/derivative_storage/AMH.csv'.
[2025-11-25T07:28:45.677910] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'AMH'.
[2025-11-25T07:28:45.678326] [INFO ] [CONFIGURE ] AMH: Testing with 29 available features
[2025-11-25T07:28:45.678450] [INFO ] [CONFIGURE ] AMH: Establishing baseline with no features...
[2025-11-25T07:28:45.854018] [DEBUG] [FORECASTER] AMH: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T07:28:46.025929] [DEBUG] [FORECASTER] AMH: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T07:28:46.198199] [DEBUG] [FORECASTER] AMH: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T07:28:46.369977] [DEBUG] [FORECASTER] AMH: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-25T07:28:46.550928] [DEBUG] [FORECASTER] AMH: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-25T07:28:46.718401] [DEBUG] [FORECASTER] AMH: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T07:28:46.887930] [DEBUG] [FORECASTER] AMH: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T07:28:47.058604] [DEBUG] [FORECASTER] AMH: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T07:28:47.230164] [DEBUG] [FORECASTER] AMH: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-25T07:28:47.390565] [DEBUG] [FORECASTER] AMH: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T07:28:47.390740] [INFO ] [CONFIGURE ] AMH: Baseline score (no features): 50.00%
[2025-11-25T07:28:47.390815] [INFO ] [CONFIGURE ] AMH: Testing feature 1/29: add_bollinger_bands
[2025-11-25T07:28:47.390871] [INFO ] [CONFIGURE ] AMH: Testing with features: ['add_bollinger_bands']
[2025-11-25T07:28:47.593563] [DEBUG] [FORECASTER] AMH: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T07:28:47.793376] [DEBUG] [FORECASTER] AMH: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T07:28:47.999592] [DEBUG] [FORECASTER] AMH: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T07:28:48.209252] [DEBUG] [FORECASTER] AMH: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-25T07:28:48.423171] [DEBUG] [FORECASTER] AMH: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-25T07:28:48.634673] [DEBUG] [FORECASTER] AMH: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T07:28:48.844840] [DEBUG] [FORECASTER] AMH: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T07:28:49.054843] [DEBUG] [FORECASTER] AMH: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T07:28:49.270217] [DEBUG] [FORECASTER] AMH: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-25T07:28:49.479439] [DEBUG] [FORECASTER] AMH: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T07:28:49.479688] [INFO ] [CONFIGURE ] AMH: DISCARDED add_bollinger_bands (score: 40.00%)
[2025-11-25T07:28:49.479770] [INFO ] [CONFIGURE ] JOB ETA: 3.1h | Avg: 2.7s/test | Remaining: 4151 tests
[2025-11-25T07:28:49.479824] [INFO ] [CONFIGURE ] AMH: Testing feature 2/29: add_cumulative_delta
[2025-11-25T07:28:49.479994] [INFO ] [CONFIGURE ] AMH: Testing with features: ['add_cumulative_delta']
[2025-11-25T07:28:49.695543] [DEBUG] [FORECASTER] AMH: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T07:28:49.917569] [DEBUG] [FORECASTER] AMH: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T07:28:50.126929] [DEBUG] [FORECASTER] AMH: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T07:28:50.346778] [DEBUG] [FORECASTER] AMH: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1
[2025-11-25T07:28:50.572064] [DEBUG] [FORECASTER] AMH: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-25T07:28:50.805471] [DEBUG] [FORECASTER] AMH: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T07:28:51.027801] [DEBUG] [FORECASTER] AMH: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T07:28:51.245545] [DEBUG] [FORECASTER] AMH: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T07:28:51.471775] [DEBUG] [FORECASTER] AMH: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T07:28:51.703695] [DEBUG] [FORECASTER] AMH: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T07:28:51.703904] [INFO ] [CONFIGURE ] AMH: DISCARDED add_cumulative_delta (score: 40.00%)
[2025-11-25T07:28:51.703955] [INFO ] [CONFIGURE ] JOB ETA: 3.1h | Avg: 2.7s/test | Remaining: 4150 tests
[2025-11-25T07:28:51.703996] [INFO ] [CONFIGURE ] AMH: Testing feature 3/29: add_daily_returns
[2025-11-25T07:28:51.704033] [INFO ] [CONFIGURE ] AMH: Testing with features: ['add_daily_returns']
[2025-11-25T07:28:51.895082] [DEBUG] [FORECASTER] AMH: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T07:28:52.088458] [DEBUG] [FORECASTER] AMH: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T07:28:52.270924] [DEBUG] [FORECASTER] AMH: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T07:28:52.455442] [DEBUG] [FORECASTER] AMH: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-25T07:28:52.644819] [DEBUG] [FORECASTER] AMH: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-25T07:28:52.835521] [DEBUG] [FORECASTER] AMH: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T07:28:53.022837] [DEBUG] [FORECASTER] AMH: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T07:28:53.212869] [DEBUG] [FORECASTER] AMH: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T07:28:53.407007] [DEBUG] [FORECASTER] AMH: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-25T07:28:53.594760] [DEBUG] [FORECASTER] AMH: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T07:28:53.594925] [INFO ] [CONFIGURE ] AMH: DISCARDED add_daily_returns (score: 40.00%)
[2025-11-25T07:28:53.594974] [INFO ] [CONFIGURE ] JOB ETA: 3.1h | Avg: 2.7s/test | Remaining: 4149 tests
[2025-11-25T07:28:53.595013] [INFO ] [CONFIGURE ] AMH: Testing feature 4/29: add_ema
[2025-11-25T07:28:53.595050] [INFO ] [CONFIGURE ] AMH: Testing with features: ['add_ema']
[2025-11-25T07:28:53.814423] [DEBUG] [FORECASTER] AMH: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T07:28:54.031028] [DEBUG] [FORECASTER] AMH: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T07:28:54.246753] [DEBUG] [FORECASTER] AMH: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T07:28:54.464093] [DEBUG] [FORECASTER] AMH: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-25T07:28:54.682324] [DEBUG] [FORECASTER] AMH: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-25T07:28:54.899174] [DEBUG] [FORECASTER] AMH: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T07:28:55.140008] [DEBUG] [FORECASTER] AMH: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T07:28:55.369786] [DEBUG] [FORECASTER] AMH: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T07:28:55.591420] [DEBUG] [FORECASTER] AMH: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-25T07:28:55.812673] [DEBUG] [FORECASTER] AMH: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T07:28:55.812850] [INFO ] [CONFIGURE ] AMH: DISCARDED add_ema (score: 40.00%)
[2025-11-25T07:28:55.812900] [INFO ] [CONFIGURE ] JOB ETA: 3.1h | Avg: 2.7s/test | Remaining: 4148 tests
[2025-11-25T07:28:55.812939] [INFO ] [CONFIGURE ] AMH: Testing feature 5/29: add_exhaustion_signals
[2025-11-25T07:28:55.812976] [INFO ] [CONFIGURE ] AMH: Testing with features: ['add_vwap', 'add_exhaustion_signals']
[2025-11-25T07:28:56.033857] [DEBUG] [FORECASTER] AMH: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T07:28:56.253478] [DEBUG] [FORECASTER] AMH: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T07:28:56.474205] [DEBUG] [FORECASTER] AMH: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T07:28:56.694041] [DEBUG] [FORECASTER] AMH: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-25T07:28:56.912225] [DEBUG] [FORECASTER] AMH: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T07:28:57.134483] [DEBUG] [FORECASTER] AMH: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T07:28:57.355798] [DEBUG] [FORECASTER] AMH: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T07:28:57.578497] [DEBUG] [FORECASTER] AMH: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T07:28:57.799177] [DEBUG] [FORECASTER] AMH: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T07:28:58.019816] [DEBUG] [FORECASTER] AMH: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T07:28:58.019994] [INFO ] [CONFIGURE ] AMH: KEPT add_exhaustion_signals (score: 70.00%)
[2025-11-25T07:28:58.020059] [INFO ] [CONFIGURE ] JOB ETA: 3.1h | Avg: 2.7s/test | Remaining: 4147 tests
[2025-11-25T07:28:58.020116] [INFO ] [CONFIGURE ] AMH: Testing feature 6/29: add_failed_moves
[2025-11-25T07:28:58.020164] [INFO ] [CONFIGURE ] AMH: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_failed_moves']
[2025-11-25T07:28:58.254959] [DEBUG] [FORECASTER] AMH: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T07:28:58.484396] [DEBUG] [FORECASTER] AMH: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T07:28:58.712582] [DEBUG] [FORECASTER] AMH: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T07:28:58.940699] [DEBUG] [FORECASTER] AMH: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-25T07:28:59.171983] [DEBUG] [FORECASTER] AMH: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T07:28:59.430104] [DEBUG] [FORECASTER] AMH: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T07:28:59.651480] [DEBUG] [FORECASTER] AMH: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T07:28:59.874807] [DEBUG] [FORECASTER] AMH: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T07:29:00.101458] [DEBUG] [FORECASTER] AMH: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T07:29:01.067165] [DEBUG] [FORECASTER] AMH: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T07:29:01.067373] [INFO ] [CONFIGURE ] AMH: KEPT add_failed_moves (score: 80.00%)
[2025-11-25T07:29:01.067432] [INFO ] [CONFIGURE ] JOB ETA: 3.1h | Avg: 2.7s/test | Remaining: 4146 tests
[2025-11-25T07:29:01.067482] [INFO ] [CONFIGURE ] AMH: Testing feature 7/29: add_lag_shelf
[2025-11-25T07:29:01.067528] [INFO ] [CONFIGURE ] AMH: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_failed_moves', 'add_lag_shelf']
[2025-11-25T07:29:01.447904] [DEBUG] [FORECASTER] AMH: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T07:29:01.684507] [DEBUG] [FORECASTER] AMH: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T07:29:01.922729] [DEBUG] [FORECASTER] AMH: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T07:29:02.182171] [DEBUG] [FORECASTER] AMH: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-25T07:29:02.415079] [DEBUG] [FORECASTER] AMH: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T07:29:02.643907] [DEBUG] [FORECASTER] AMH: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T07:29:02.873260] [DEBUG] [FORECASTER] AMH: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T07:29:03.098262] [DEBUG] [FORECASTER] AMH: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T07:29:03.326555] [DEBUG] [FORECASTER] AMH: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T07:29:03.557617] [DEBUG] [FORECASTER] AMH: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T07:29:03.557852] [INFO ] [CONFIGURE ] AMH: DISCARDED add_lag_shelf (score: 60.00%)
[2025-11-25T07:29:03.557911] [INFO ] [CONFIGURE ] JOB ETA: 3.1h | Avg: 2.7s/test | Remaining: 4145 tests
[2025-11-25T07:29:03.557958] [INFO ] [CONFIGURE ] AMH: Testing feature 8/29: add_macd
[2025-11-25T07:29:03.558003] [INFO ] [CONFIGURE ] AMH: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_failed_moves', 'add_macd']
[2025-11-25T07:29:03.856324] [DEBUG] [FORECASTER] AMH: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T07:29:04.153466] [DEBUG] [FORECASTER] AMH: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T07:29:04.445316] [DEBUG] [FORECASTER] AMH: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T07:29:04.735468] [DEBUG] [FORECASTER] AMH: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-25T07:29:05.029445] [DEBUG] [FORECASTER] AMH: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T07:29:05.329600] [DEBUG] [FORECASTER] AMH: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T07:29:05.635545] [DEBUG] [FORECASTER] AMH: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T07:29:05.944598] [DEBUG] [FORECASTER] AMH: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T07:29:06.257108] [DEBUG] [FORECASTER] AMH: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-25T07:29:06.573217] [DEBUG] [FORECASTER] AMH: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T07:29:06.573456] [INFO ] [CONFIGURE ] AMH: DISCARDED add_macd (score: 50.00%)
[2025-11-25T07:29:06.573526] [INFO ] [CONFIGURE ] JOB ETA: 3.1h | Avg: 2.7s/test | Remaining: 4144 tests
[2025-11-25T07:29:06.573573] [INFO ] [CONFIGURE ] AMH: Testing feature 9/29: add_mfi
[2025-11-25T07:29:06.573621] [INFO ] [CONFIGURE ] AMH: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_failed_moves', 'add_mfi']
[2025-11-25T07:29:06.824139] [DEBUG] [FORECASTER] AMH: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T07:29:07.080772] [DEBUG] [FORECASTER] AMH: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T07:29:07.332493] [DEBUG] [FORECASTER] AMH: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T07:29:07.611234] [DEBUG] [FORECASTER] AMH: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1
[2025-11-25T07:29:07.863577] [DEBUG] [FORECASTER] AMH: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T07:29:08.113784] [DEBUG] [FORECASTER] AMH: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T07:29:08.362274] [DEBUG] [FORECASTER] AMH: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T07:29:08.611872] [DEBUG] [FORECASTER] AMH: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T07:29:08.861775] [DEBUG] [FORECASTER] AMH: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T07:29:09.116165] [DEBUG] [FORECASTER] AMH: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T07:29:09.116405] [INFO ] [CONFIGURE ] AMH: DISCARDED add_mfi (score: 60.00%)
[2025-11-25T07:29:09.116469] [INFO ] [CONFIGURE ] JOB ETA: 3.1h | Avg: 2.7s/test | Remaining: 4143 tests
[2025-11-25T07:29:09.116516] [INFO ] [CONFIGURE ] AMH: Testing feature 10/29: add_momentum_acceleration
[2025-11-25T07:29:09.116559] [INFO ] [CONFIGURE ] AMH: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_failed_moves', 'add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-11-25T07:29:09.451473] [DEBUG] [FORECASTER] AMH: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T07:29:09.788742] [DEBUG] [FORECASTER] AMH: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T07:29:10.127216] [DEBUG] [FORECASTER] AMH: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T07:29:10.464770] [DEBUG] [FORECASTER] AMH: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-25T07:29:10.804245] [DEBUG] [FORECASTER] AMH: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T07:29:11.141674] [DEBUG] [FORECASTER] AMH: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T07:29:11.477795] [DEBUG] [FORECASTER] AMH: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T07:29:11.838262] [DEBUG] [FORECASTER] AMH: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T07:29:12.192561] [DEBUG] [FORECASTER] AMH: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T07:29:12.530732] [DEBUG] [FORECASTER] AMH: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T07:29:12.530920] [INFO ] [CONFIGURE ] AMH: DISCARDED add_momentum_acceleration (score: 70.00%)
[2025-11-25T07:29:12.530977] [INFO ] [CONFIGURE ] JOB ETA: 3.1h | Avg: 2.7s/test | Remaining: 4142 tests
[2025-11-25T07:29:12.531024] [INFO ] [CONFIGURE ] AMH: Testing feature 11/29: add_obv_daily
[2025-11-25T07:29:12.531068] [INFO ] [CONFIGURE ] AMH: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_failed_moves', 'add_obv_daily']
[2025-11-25T07:29:12.795112] [DEBUG] [FORECASTER] AMH: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T07:29:13.053311] [DEBUG] [FORECASTER] AMH: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T07:29:13.317837] [DEBUG] [FORECASTER] AMH: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T07:29:13.575337] [DEBUG] [FORECASTER] AMH: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-25T07:29:13.836973] [DEBUG] [FORECASTER] AMH: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T07:29:14.089200] [DEBUG] [FORECASTER] AMH: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T07:29:14.352558] [DEBUG] [FORECASTER] AMH: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T07:29:14.613582] [DEBUG] [FORECASTER] AMH: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T07:29:14.871206] [DEBUG] [FORECASTER] AMH: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T07:29:15.132792] [DEBUG] [FORECASTER] AMH: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T07:29:15.133729] [INFO ] [CONFIGURE ] AMH: DISCARDED add_obv_daily (score: 60.00%)
[2025-11-25T07:29:15.133807] [INFO ] [CONFIGURE ] JOB ETA: 3.1h | Avg: 2.7s/test | Remaining: 4141 tests
[2025-11-25T07:29:15.133858] [INFO ] [CONFIGURE ] AMH: Testing feature 12/29: add_obv_interval
[2025-11-25T07:29:15.133904] [INFO ] [CONFIGURE ] AMH: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_failed_moves', 'add_obv_interval']
[2025-11-25T07:29:15.405385] [DEBUG] [FORECASTER] AMH: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T07:29:15.693801] [DEBUG] [FORECASTER] AMH: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T07:29:15.955563] [DEBUG] [FORECASTER] AMH: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T07:29:16.220862] [DEBUG] [FORECASTER] AMH: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-25T07:29:16.498730] [DEBUG] [FORECASTER] AMH: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T07:29:16.763116] [DEBUG] [FORECASTER] AMH: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T07:29:17.023970] [DEBUG] [FORECASTER] AMH: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T07:29:17.276148] [DEBUG] [FORECASTER] AMH: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T07:29:17.544785] [DEBUG] [FORECASTER] AMH: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T07:29:17.803067] [DEBUG] [FORECASTER] AMH: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T07:29:17.803260] [INFO ] [CONFIGURE ] AMH: DISCARDED add_obv_interval (score: 70.00%)
[2025-11-25T07:29:17.803319] [INFO ] [CONFIGURE ] JOB ETA: 3.1h | Avg: 2.7s/test | Remaining: 4140 tests
[2025-11-25T07:29:17.803366] [INFO ] [CONFIGURE ] AMH: Testing feature 13/29: add_opening_strength
[2025-11-25T07:29:17.803410] [INFO ] [CONFIGURE ] AMH: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_failed_moves', 'add_daily_returns', 'add_opening_strength']
[2025-11-25T07:29:18.090788] [DEBUG] [FORECASTER] AMH: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T07:29:18.360911] [DEBUG] [FORECASTER] AMH: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T07:29:18.634753] [DEBUG] [FORECASTER] AMH: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T07:29:18.921250] [DEBUG] [FORECASTER] AMH: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-25T07:29:19.205846] [DEBUG] [FORECASTER] AMH: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-25T07:29:19.476702] [DEBUG] [FORECASTER] AMH: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T07:29:19.761258] [DEBUG] [FORECASTER] AMH: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T07:29:20.044177] [DEBUG] [FORECASTER] AMH: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T07:29:20.332947] [DEBUG] [FORECASTER] AMH: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-25T07:29:20.614919] [DEBUG] [FORECASTER] AMH: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T07:29:20.615130] [INFO ] [CONFIGURE ] AMH: DISCARDED add_opening_strength (score: 40.00%)
[2025-11-25T07:29:20.615188] [INFO ] [CONFIGURE ] JOB ETA: 3.1h | Avg: 2.7s/test | Remaining: 4139 tests
[2025-11-25T07:29:20.615238] [INFO ] [CONFIGURE ] AMH: Testing feature 14/29: add_order_flow_imbalance
[2025-11-25T07:29:20.615284] [INFO ] [CONFIGURE ] AMH: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_failed_moves', 'add_order_flow_imbalance']
[2025-11-25T07:29:20.884992] [DEBUG] [FORECASTER] AMH: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T07:29:21.154505] [DEBUG] [FORECASTER] AMH: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T07:29:21.424861] [DEBUG] [FORECASTER] AMH: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T07:29:21.710228] [DEBUG] [FORECASTER] AMH: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-25T07:29:21.986429] [DEBUG] [FORECASTER] AMH: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T07:29:22.256860] [DEBUG] [FORECASTER] AMH: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T07:29:22.531598] [DEBUG] [FORECASTER] AMH: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T07:29:22.802332] [DEBUG] [FORECASTER] AMH: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T07:29:23.104982] [DEBUG] [FORECASTER] AMH: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T07:29:23.396502] [DEBUG] [FORECASTER] AMH: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T07:29:23.396686] [INFO ] [CONFIGURE ] AMH: DISCARDED add_order_flow_imbalance (score: 70.00%)
[2025-11-25T07:29:23.396743] [INFO ] [CONFIGURE ] JOB ETA: 3.1h | Avg: 2.7s/test | Remaining: 4138 tests
[2025-11-25T07:29:23.396789] [INFO ] [CONFIGURE ] AMH: Testing feature 15/29: add_pbf_morning_momentum
[2025-11-25T07:29:23.396833] [INFO ] [CONFIGURE ] AMH: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_failed_moves', 'add_pbf_morning_momentum']
[2025-11-25T07:29:23.627742] [DEBUG] [FORECASTER] AMH: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T07:29:23.860966] [DEBUG] [FORECASTER] AMH: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T07:29:24.102544] [DEBUG] [FORECASTER] AMH: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T07:29:24.335466] [DEBUG] [FORECASTER] AMH: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-25T07:29:24.587342] [DEBUG] [FORECASTER] AMH: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T07:29:24.839399] [DEBUG] [FORECASTER] AMH: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T07:29:25.088483] [DEBUG] [FORECASTER] AMH: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T07:29:25.347313] [DEBUG] [FORECASTER] AMH: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T07:29:25.587347] [DEBUG] [FORECASTER] AMH: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T07:29:25.836349] [DEBUG] [FORECASTER] AMH: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T07:29:25.836527] [INFO ] [CONFIGURE ] AMH: DISCARDED add_pbf_morning_momentum (score: 70.00%)
[2025-11-25T07:29:25.836584] [INFO ] [CONFIGURE ] JOB ETA: 3.1h | Avg: 2.7s/test | Remaining: 4137 tests
[2025-11-25T07:29:25.836631] [INFO ] [CONFIGURE ] AMH: Testing feature 16/29: add_pbf_overnight_gap
[2025-11-25T07:29:25.836697] [INFO ] [CONFIGURE ] AMH: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_failed_moves', 'add_pbf_overnight_gap']
[2025-11-25T07:29:26.097726] [DEBUG] [FORECASTER] AMH: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T07:29:26.363584] [DEBUG] [FORECASTER] AMH: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T07:29:26.627130] [DEBUG] [FORECASTER] AMH: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T07:29:26.890663] [DEBUG] [FORECASTER] AMH: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-25T07:29:27.150778] [DEBUG] [FORECASTER] AMH: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-25T07:29:27.417325] [DEBUG] [FORECASTER] AMH: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T07:29:27.697023] [DEBUG] [FORECASTER] AMH: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T07:29:27.975127] [DEBUG] [FORECASTER] AMH: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T07:29:28.262119] [DEBUG] [FORECASTER] AMH: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-25T07:29:28.544140] [DEBUG] [FORECASTER] AMH: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T07:29:28.544332] [INFO ] [CONFIGURE ] AMH: DISCARDED add_pbf_overnight_gap (score: 50.00%)
[2025-11-25T07:29:28.544394] [INFO ] [CONFIGURE ] JOB ETA: 3.1h | Avg: 2.7s/test | Remaining: 4136 tests
[2025-11-25T07:29:28.544443] [INFO ] [CONFIGURE ] AMH: Testing feature 17/29: add_pbf_return_2d
[2025-11-25T07:29:28.544490] [INFO ] [CONFIGURE ] AMH: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_failed_moves', 'add_pbf_return_2d']
[2025-11-25T07:29:28.825926] [DEBUG] [FORECASTER] AMH: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T07:29:29.113782] [DEBUG] [FORECASTER] AMH: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T07:29:29.415234] [DEBUG] [FORECASTER] AMH: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T07:29:29.708980] [DEBUG] [FORECASTER] AMH: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1
[2025-11-25T07:29:29.995285] [DEBUG] [FORECASTER] AMH: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T07:29:30.296961] [DEBUG] [FORECASTER] AMH: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T07:29:30.589883] [DEBUG] [FORECASTER] AMH: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T07:29:30.887228] [DEBUG] [FORECASTER] AMH: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T07:29:31.190274] [DEBUG] [FORECASTER] AMH: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T07:29:31.486225] [DEBUG] [FORECASTER] AMH: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T07:29:31.486428] [INFO ] [CONFIGURE ] AMH: DISCARDED add_pbf_return_2d (score: 60.00%)
[2025-11-25T07:29:31.486490] [INFO ] [CONFIGURE ] JOB ETA: 3.1h | Avg: 2.7s/test | Remaining: 4135 tests
[2025-11-25T07:29:31.486541] [INFO ] [CONFIGURE ] AMH: Testing feature 18/29: add_pbf_volatility_5d
[2025-11-25T07:29:31.486587] [INFO ] [CONFIGURE ] AMH: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_failed_moves', 'add_pbf_volatility_5d']
[2025-11-25T07:29:31.736515] [DEBUG] [FORECASTER] AMH: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T07:29:31.987196] [DEBUG] [FORECASTER] AMH: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T07:29:32.255118] [DEBUG] [FORECASTER] AMH: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T07:29:32.507910] [DEBUG] [FORECASTER] AMH: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-25T07:29:32.763156] [DEBUG] [FORECASTER] AMH: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T07:29:33.032373] [DEBUG] [FORECASTER] AMH: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T07:29:33.307908] [DEBUG] [FORECASTER] AMH: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T07:29:33.586416] [DEBUG] [FORECASTER] AMH: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T07:29:33.875749] [DEBUG] [FORECASTER] AMH: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T07:29:34.225204] [DEBUG] [FORECASTER] AMH: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T07:29:34.225478] [INFO ] [CONFIGURE ] AMH: DISCARDED add_pbf_volatility_5d (score: 70.00%)
[2025-11-25T07:29:34.225561] [INFO ] [CONFIGURE ] JOB ETA: 3.1h | Avg: 2.7s/test | Remaining: 4134 tests
[2025-11-25T07:29:34.225616] [INFO ] [CONFIGURE ] AMH: Testing feature 19/29: add_pbf_vs_sma_5
[2025-11-25T07:29:34.225708] [INFO ] [CONFIGURE ] AMH: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_failed_moves', 'add_pbf_vs_sma_5']
[2025-11-25T07:29:34.526348] [DEBUG] [FORECASTER] AMH: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T07:29:34.781386] [DEBUG] [FORECASTER] AMH: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T07:29:35.025708] [DEBUG] [FORECASTER] AMH: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T07:29:35.274002] [DEBUG] [FORECASTER] AMH: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-25T07:29:35.542314] [DEBUG] [FORECASTER] AMH: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T07:29:35.818303] [DEBUG] [FORECASTER] AMH: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T07:29:36.109623] [DEBUG] [FORECASTER] AMH: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T07:29:36.386427] [DEBUG] [FORECASTER] AMH: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T07:29:36.648538] [DEBUG] [FORECASTER] AMH: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T07:29:36.900522] [DEBUG] [FORECASTER] AMH: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T07:29:36.900756] [INFO ] [CONFIGURE ] AMH: DISCARDED add_pbf_vs_sma_5 (score: 70.00%)
[2025-11-25T07:29:36.900819] [INFO ] [CONFIGURE ] JOB ETA: 3.1h | Avg: 2.7s/test | Remaining: 4133 tests
[2025-11-25T07:29:36.900867] [INFO ] [CONFIGURE ] AMH: Testing feature 20/29: add_price_rejection
[2025-11-25T07:29:36.900913] [INFO ] [CONFIGURE ] AMH: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_failed_moves', 'add_price_rejection']
[2025-11-25T07:29:37.162045] [DEBUG] [FORECASTER] AMH: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T07:29:37.454790] [DEBUG] [FORECASTER] AMH: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T07:29:37.758083] [DEBUG] [FORECASTER] AMH: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T07:29:38.028952] [DEBUG] [FORECASTER] AMH: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-25T07:29:38.280939] [DEBUG] [FORECASTER] AMH: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T07:29:38.537037] [DEBUG] [FORECASTER] AMH: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T07:29:38.799252] [DEBUG] [FORECASTER] AMH: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T07:29:39.062972] [DEBUG] [FORECASTER] AMH: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T07:29:39.327010] [DEBUG] [FORECASTER] AMH: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T07:29:39.585323] [DEBUG] [FORECASTER] AMH: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T07:29:39.585514] [INFO ] [CONFIGURE ] AMH: DISCARDED add_price_rejection (score: 70.00%)
[2025-11-25T07:29:39.585571] [INFO ] [CONFIGURE ] JOB ETA: 3.1h | Avg: 2.7s/test | Remaining: 4132 tests
[2025-11-25T07:29:39.585620] [INFO ] [CONFIGURE ] AMH: Testing feature 21/29: add_range_position
[2025-11-25T07:29:39.585684] [INFO ] [CONFIGURE ] AMH: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_failed_moves', 'add_range_position']
[2025-11-25T07:29:39.863046] [DEBUG] [FORECASTER] AMH: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T07:29:40.141903] [DEBUG] [FORECASTER] AMH: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T07:29:40.429710] [DEBUG] [FORECASTER] AMH: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T07:29:40.711433] [DEBUG] [FORECASTER] AMH: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1
[2025-11-25T07:29:40.990639] [DEBUG] [FORECASTER] AMH: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T07:29:41.278069] [DEBUG] [FORECASTER] AMH: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T07:29:41.572247] [DEBUG] [FORECASTER] AMH: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T07:29:41.866538] [DEBUG] [FORECASTER] AMH: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T07:29:42.164113] [DEBUG] [FORECASTER] AMH: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-25T07:29:42.449465] [DEBUG] [FORECASTER] AMH: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T07:29:42.449710] [INFO ] [CONFIGURE ] AMH: DISCARDED add_range_position (score: 50.00%)
[2025-11-25T07:29:42.449771] [INFO ] [CONFIGURE ] JOB ETA: 3.1h | Avg: 2.7s/test | Remaining: 4131 tests
[2025-11-25T07:29:42.449822] [INFO ] [CONFIGURE ] AMH: Testing feature 22/29: add_realized_volatility
[2025-11-25T07:29:42.449867] [INFO ] [CONFIGURE ] AMH: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_failed_moves', 'add_realized_volatility']
[2025-11-25T07:29:42.819838] [DEBUG] [FORECASTER] AMH: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T07:29:43.210403] [DEBUG] [FORECASTER] AMH: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T07:29:43.593442] [DEBUG] [FORECASTER] AMH: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T07:29:43.982373] [DEBUG] [FORECASTER] AMH: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1
[2025-11-25T07:29:44.354131] [DEBUG] [FORECASTER] AMH: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T07:29:44.738974] [DEBUG] [FORECASTER] AMH: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T07:29:45.121896] [DEBUG] [FORECASTER] AMH: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T07:29:45.509872] [DEBUG] [FORECASTER] AMH: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T07:29:45.893987] [DEBUG] [FORECASTER] AMH: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T07:29:46.278176] [DEBUG] [FORECASTER] AMH: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T07:29:46.278384] [INFO ] [CONFIGURE ] AMH: DISCARDED add_realized_volatility (score: 80.00%)
[2025-11-25T07:29:46.278444] [INFO ] [CONFIGURE ] JOB ETA: 3.1h | Avg: 2.7s/test | Remaining: 4130 tests
[2025-11-25T07:29:46.278492] [INFO ] [CONFIGURE ] AMH: Testing feature 23/29: add_recent_range_context
[2025-11-25T07:29:46.278539] [INFO ] [CONFIGURE ] AMH: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_failed_moves', 'add_recent_range_context']
[2025-11-25T07:29:46.543373] [DEBUG] [FORECASTER] AMH: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T07:29:46.816298] [DEBUG] [FORECASTER] AMH: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T07:29:47.092502] [DEBUG] [FORECASTER] AMH: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T07:29:47.355560] [DEBUG] [FORECASTER] AMH: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-25T07:29:47.619335] [DEBUG] [FORECASTER] AMH: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T07:29:47.886884] [DEBUG] [FORECASTER] AMH: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T07:29:48.153405] [DEBUG] [FORECASTER] AMH: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T07:29:48.421534] [DEBUG] [FORECASTER] AMH: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T07:29:48.688942] [DEBUG] [FORECASTER] AMH: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-25T07:29:48.958704] [DEBUG] [FORECASTER] AMH: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T07:29:48.958899] [INFO ] [CONFIGURE ] AMH: DISCARDED add_recent_range_context (score: 60.00%)
[2025-11-25T07:29:48.958958] [INFO ] [CONFIGURE ] JOB ETA: 3.1h | Avg: 2.7s/test | Remaining: 4129 tests
[2025-11-25T07:29:48.959008] [INFO ] [CONFIGURE ] AMH: Testing feature 24/29: add_rsi
[2025-11-25T07:29:48.959053] [INFO ] [CONFIGURE ] AMH: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_failed_moves', 'add_ema', 'add_rsi']
[2025-11-25T07:29:49.279372] [DEBUG] [FORECASTER] AMH: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T07:29:49.598771] [DEBUG] [FORECASTER] AMH: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T07:29:49.914754] [DEBUG] [FORECASTER] AMH: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T07:29:50.226781] [DEBUG] [FORECASTER] AMH: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-25T07:29:50.522042] [DEBUG] [FORECASTER] AMH: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T07:29:50.832286] [DEBUG] [FORECASTER] AMH: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T07:29:51.151782] [DEBUG] [FORECASTER] AMH: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T07:29:51.457371] [DEBUG] [FORECASTER] AMH: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T07:29:51.767843] [DEBUG] [FORECASTER] AMH: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-25T07:29:52.083389] [DEBUG] [FORECASTER] AMH: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T07:29:52.083611] [INFO ] [CONFIGURE ] AMH: DISCARDED add_rsi (score: 70.00%)
[2025-11-25T07:29:52.083721] [INFO ] [CONFIGURE ] JOB ETA: 3.1h | Avg: 2.7s/test | Remaining: 4128 tests
[2025-11-25T07:29:52.083777] [INFO ] [CONFIGURE ] AMH: Testing feature 25/29: add_tick_distribution
[2025-11-25T07:29:52.083821] [INFO ] [CONFIGURE ] AMH: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_failed_moves', 'add_tick_distribution']
[2025-11-25T07:29:52.352979] [DEBUG] [FORECASTER] AMH: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T07:29:52.623751] [DEBUG] [FORECASTER] AMH: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T07:29:52.900399] [DEBUG] [FORECASTER] AMH: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T07:29:53.186265] [DEBUG] [FORECASTER] AMH: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-25T07:29:53.443854] [DEBUG] [FORECASTER] AMH: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T07:29:53.706699] [DEBUG] [FORECASTER] AMH: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T07:29:53.969639] [DEBUG] [FORECASTER] AMH: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T07:29:54.239349] [DEBUG] [FORECASTER] AMH: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T07:29:54.511627] [DEBUG] [FORECASTER] AMH: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-25T07:29:54.775483] [DEBUG] [FORECASTER] AMH: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T07:29:54.775676] [INFO ] [CONFIGURE ] AMH: DISCARDED add_tick_distribution (score: 70.00%)
[2025-11-25T07:29:54.775736] [INFO ] [CONFIGURE ] JOB ETA: 3.1h | Avg: 2.7s/test | Remaining: 4127 tests
[2025-11-25T07:29:54.775783] [INFO ] [CONFIGURE ] AMH: Testing feature 26/29: add_volume_momentum_confirmation
[2025-11-25T07:29:54.775827] [INFO ] [CONFIGURE ] AMH: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_failed_moves', 'add_volume_momentum_confirmation']
[2025-11-25T07:29:55.055296] [DEBUG] [FORECASTER] AMH: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T07:29:55.357477] [DEBUG] [FORECASTER] AMH: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T07:29:55.620917] [DEBUG] [FORECASTER] AMH: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T07:29:55.889320] [DEBUG] [FORECASTER] AMH: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-25T07:29:56.169361] [DEBUG] [FORECASTER] AMH: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T07:29:56.446025] [DEBUG] [FORECASTER] AMH: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T07:29:56.725510] [DEBUG] [FORECASTER] AMH: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T07:29:57.005976] [DEBUG] [FORECASTER] AMH: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T07:29:57.282953] [DEBUG] [FORECASTER] AMH: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T07:29:57.549132] [DEBUG] [FORECASTER] AMH: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T07:29:57.549309] [INFO ] [CONFIGURE ] AMH: DISCARDED add_volume_momentum_confirmation (score: 80.00%)
[2025-11-25T07:29:57.549365] [INFO ] [CONFIGURE ] JOB ETA: 3.1h | Avg: 2.7s/test | Remaining: 4126 tests
[2025-11-25T07:29:57.549413] [INFO ] [CONFIGURE ] AMH: Testing feature 27/29: add_volume_price_divergence
[2025-11-25T07:29:57.549456] [INFO ] [CONFIGURE ] AMH: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_failed_moves', 'add_volume_price_divergence']
[2025-11-25T07:29:57.821485] [DEBUG] [FORECASTER] AMH: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T07:29:58.092743] [DEBUG] [FORECASTER] AMH: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T07:29:58.363196] [DEBUG] [FORECASTER] AMH: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T07:29:58.635629] [DEBUG] [FORECASTER] AMH: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-25T07:29:58.903116] [DEBUG] [FORECASTER] AMH: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T07:29:59.180943] [DEBUG] [FORECASTER] AMH: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T07:29:59.461315] [DEBUG] [FORECASTER] AMH: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T07:29:59.748442] [DEBUG] [FORECASTER] AMH: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T07:30:00.028459] [DEBUG] [FORECASTER] AMH: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T07:30:00.318855] [DEBUG] [FORECASTER] AMH: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T07:30:00.319045] [INFO ] [CONFIGURE ] AMH: DISCARDED add_volume_price_divergence (score: 50.00%)
[2025-11-25T07:30:00.319107] [INFO ] [CONFIGURE ] JOB ETA: 3.1h | Avg: 2.7s/test | Remaining: 4125 tests
[2025-11-25T07:30:00.319157] [INFO ] [CONFIGURE ] AMH: Testing feature 28/29: add_volume_profile
[2025-11-25T07:30:00.319206] [INFO ] [CONFIGURE ] AMH: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_failed_moves', 'add_volume_profile']
[2025-11-25T07:30:01.228195] [DEBUG] [FORECASTER] AMH: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T07:30:01.508508] [DEBUG] [FORECASTER] AMH: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T07:30:01.769482] [DEBUG] [FORECASTER] AMH: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T07:30:02.025695] [DEBUG] [FORECASTER] AMH: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-25T07:30:02.364973] [DEBUG] [FORECASTER] AMH: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T07:30:02.694229] [DEBUG] [FORECASTER] AMH: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T07:30:02.972901] [DEBUG] [FORECASTER] AMH: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T07:30:03.256048] [DEBUG] [FORECASTER] AMH: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T07:30:03.540492] [DEBUG] [FORECASTER] AMH: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T07:30:03.795545] [DEBUG] [FORECASTER] AMH: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T07:30:03.795744] [INFO ] [CONFIGURE ] AMH: DISCARDED add_volume_profile (score: 70.00%)
[2025-11-25T07:30:03.795802] [INFO ] [CONFIGURE ] JOB ETA: 3.1h | Avg: 2.7s/test | Remaining: 4124 tests
[2025-11-25T07:30:03.795842] [INFO ] [CONFIGURE ] AMH: ===== FEATURE SELECTION COMPLETE =====
[2025-11-25T07:30:03.795886] [INFO ] [CONFIGURE ] AMH: Best accuracy: 80.00%
[2025-11-25T07:30:03.795930] [INFO ] [CONFIGURE ] AMH: Best feature set (3 features): ['add_vwap', 'add_exhaustion_signals', 'add_failed_moves']
[2025-11-25T07:30:03.795977] [INFO ] [CONFIGURE ] AMH: Improvement over baseline: 30.00%
[2025-11-25T07:30:03.796043] [INFO ] [CONFIGURE ] AMH: Total time: 1.3 minutes
[2025-11-25T07:30:03.796099] [INFO ] [CONFIGURE ] AMH: Average time per feature: 2.7 seconds
[2025-11-25T07:30:03.796155] [INFO ] [CONFIGURE ] AMH: Average speed: 0.38 features/sec
[2025-11-25T07:30:03.796474] [INFO ] [LOCAL     ] Saved configuration for AMH: 3 features, 80.00% accuracy -> ./output/feature-sets/AMH.json
[2025-11-25T07:30:03.796545] [INFO ] [CONFIGURE ] AMH: Configuration saved successfully: 3 features, 80.00% accuracy.
[2025-11-25T07:30:03.796611] [INFO ] [sig       ] [22/164] Successfully configured AMH | 0.01 sym/s | Total: 29.0m | ETA: 3.1h
[2025-11-25T07:30:03.796687] [INFO ] [sig       ] [23/164] Configuring AMR...
[2025-11-25T07:30:03.796743] [INFO ] [CONFIGURE ] AMR: Configurate test run.
[2025-11-25T07:30:03.796796] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMR' from 'https://tdm.silogroup.org/data/derivative_storage/AMR.csv'.
[2025-11-25T07:30:03.809902] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'AMR'.
[2025-11-25T07:30:03.810331] [INFO ] [CONFIGURE ] AMR: Testing with 29 available features
[2025-11-25T07:30:03.810410] [INFO ] [CONFIGURE ] AMR: Establishing baseline with no features...
[2025-11-25T07:30:04.020790] [DEBUG] [FORECASTER] AMR: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T07:30:04.220494] [DEBUG] [FORECASTER] AMR: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T07:30:04.415360] [DEBUG] [FORECASTER] AMR: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T07:30:04.608220] [DEBUG] [FORECASTER] AMR: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T07:30:04.814193] [DEBUG] [FORECASTER] AMR: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-25T07:30:05.021414] [DEBUG] [FORECASTER] AMR: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T07:30:05.224194] [DEBUG] [FORECASTER] AMR: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T07:30:05.429415] [DEBUG] [FORECASTER] AMR: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T07:30:05.623883] [DEBUG] [FORECASTER] AMR: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T07:30:05.826933] [DEBUG] [FORECASTER] AMR: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T07:30:05.827243] [INFO ] [CONFIGURE ] AMR: Baseline score (no features): 60.00%
[2025-11-25T07:30:05.827365] [INFO ] [CONFIGURE ] AMR: Testing feature 1/29: add_bollinger_bands
[2025-11-25T07:30:05.827473] [INFO ] [CONFIGURE ] AMR: Testing with features: ['add_bollinger_bands']
[2025-11-25T07:30:06.076586] [DEBUG] [FORECASTER] AMR: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0
[2025-11-25T07:30:06.305117] [DEBUG] [FORECASTER] AMR: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T07:30:06.541227] [DEBUG] [FORECASTER] AMR: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T07:30:06.781325] [DEBUG] [FORECASTER] AMR: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T07:30:07.024801] [DEBUG] [FORECASTER] AMR: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-25T07:30:07.268357] [DEBUG] [FORECASTER] AMR: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T07:30:07.503433] [DEBUG] [FORECASTER] AMR: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T07:30:07.778816] [DEBUG] [FORECASTER] AMR: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T07:30:08.016340] [DEBUG] [FORECASTER] AMR: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T07:30:08.266538] [DEBUG] [FORECASTER] AMR: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T07:30:08.266882] [INFO ] [CONFIGURE ] AMR: DISCARDED add_bollinger_bands (score: 40.00%)
[2025-11-25T07:30:08.266944] [INFO ] [CONFIGURE ] JOB ETA: 3.1h | Avg: 2.7s/test | Remaining: 4123 tests
[2025-11-25T07:30:08.266985] [INFO ] [CONFIGURE ] AMR: Testing feature 2/29: add_cumulative_delta
[2025-11-25T07:30:08.267020] [INFO ] [CONFIGURE ] AMR: Testing with features: ['add_cumulative_delta']
[2025-11-25T07:30:08.508830] [DEBUG] [FORECASTER] AMR: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T07:30:08.742707] [DEBUG] [FORECASTER] AMR: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T07:30:08.985434] [DEBUG] [FORECASTER] AMR: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T07:30:09.226088] [DEBUG] [FORECASTER] AMR: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T07:30:09.461583] [DEBUG] [FORECASTER] AMR: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-25T07:30:09.695054] [DEBUG] [FORECASTER] AMR: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T07:30:09.925964] [DEBUG] [FORECASTER] AMR: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T07:30:10.168841] [DEBUG] [FORECASTER] AMR: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T07:30:10.414827] [DEBUG] [FORECASTER] AMR: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T07:30:10.649260] [DEBUG] [FORECASTER] AMR: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T07:30:10.649439] [INFO ] [CONFIGURE ] AMR: DISCARDED add_cumulative_delta (score: 50.00%)
[2025-11-25T07:30:10.649488] [INFO ] [CONFIGURE ] JOB ETA: 3.1h | Avg: 2.7s/test | Remaining: 4122 tests
[2025-11-25T07:30:10.649526] [INFO ] [CONFIGURE ] AMR: Testing feature 3/29: add_daily_returns
[2025-11-25T07:30:10.649561] [INFO ] [CONFIGURE ] AMR: Testing with features: ['add_daily_returns']
[2025-11-25T07:30:10.867390] [DEBUG] [FORECASTER] AMR: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T07:30:11.086520] [DEBUG] [FORECASTER] AMR: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T07:30:11.306785] [DEBUG] [FORECASTER] AMR: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T07:30:11.528711] [DEBUG] [FORECASTER] AMR: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T07:30:11.738422] [DEBUG] [FORECASTER] AMR: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-25T07:30:11.955749] [DEBUG] [FORECASTER] AMR: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T07:30:12.185526] [DEBUG] [FORECASTER] AMR: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T07:30:12.405122] [DEBUG] [FORECASTER] AMR: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T07:30:12.622634] [DEBUG] [FORECASTER] AMR: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T07:30:12.841000] [DEBUG] [FORECASTER] AMR: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T07:30:12.841592] [INFO ] [CONFIGURE ] AMR: DISCARDED add_daily_returns (score: 60.00%)
[2025-11-25T07:30:12.841661] [INFO ] [CONFIGURE ] JOB ETA: 3.1h | Avg: 2.7s/test | Remaining: 4121 tests
[2025-11-25T07:30:12.841716] [INFO ] [CONFIGURE ] AMR: Testing feature 4/29: add_ema
[2025-11-25T07:30:12.841794] [INFO ] [CONFIGURE ] AMR: Testing with features: ['add_ema']
[2025-11-25T07:30:13.083408] [DEBUG] [FORECASTER] AMR: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T07:30:13.328808] [DEBUG] [FORECASTER] AMR: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T07:30:13.585095] [DEBUG] [FORECASTER] AMR: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T07:30:13.828255] [DEBUG] [FORECASTER] AMR: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T07:30:14.078733] [DEBUG] [FORECASTER] AMR: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-25T07:30:14.323542] [DEBUG] [FORECASTER] AMR: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T07:30:14.568992] [DEBUG] [FORECASTER] AMR: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T07:30:14.816055] [DEBUG] [FORECASTER] AMR: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T07:30:15.057871] [DEBUG] [FORECASTER] AMR: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T07:30:15.315846] [DEBUG] [FORECASTER] AMR: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T07:30:15.316324] [INFO ] [CONFIGURE ] AMR: DISCARDED add_ema (score: 60.00%)
[2025-11-25T07:30:15.316395] [INFO ] [CONFIGURE ] JOB ETA: 3.1h | Avg: 2.7s/test | Remaining: 4120 tests
[2025-11-25T07:30:15.316506] [INFO ] [CONFIGURE ] AMR: Testing feature 5/29: add_exhaustion_signals
[2025-11-25T07:30:15.316610] [INFO ] [CONFIGURE ] AMR: Testing with features: ['add_vwap', 'add_exhaustion_signals']
[2025-11-25T07:30:15.563823] [DEBUG] [FORECASTER] AMR: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0
[2025-11-25T07:30:15.807773] [DEBUG] [FORECASTER] AMR: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T07:30:16.075873] [DEBUG] [FORECASTER] AMR: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T07:30:16.317515] [DEBUG] [FORECASTER] AMR: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T07:30:16.557056] [DEBUG] [FORECASTER] AMR: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-25T07:30:16.805757] [DEBUG] [FORECASTER] AMR: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T07:30:17.045461] [DEBUG] [FORECASTER] AMR: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T07:30:17.299890] [DEBUG] [FORECASTER] AMR: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T07:30:17.559448] [DEBUG] [FORECASTER] AMR: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T07:30:17.807131] [DEBUG] [FORECASTER] AMR: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T07:30:17.807318] [INFO ] [CONFIGURE ] AMR: DISCARDED add_exhaustion_signals (score: 40.00%)
[2025-11-25T07:30:17.807374] [INFO ] [CONFIGURE ] JOB ETA: 3.1h | Avg: 2.7s/test | Remaining: 4119 tests
[2025-11-25T07:30:17.807422] [INFO ] [CONFIGURE ] AMR: Testing feature 6/29: add_failed_moves
[2025-11-25T07:30:17.807465] [INFO ] [CONFIGURE ] AMR: Testing with features: ['add_failed_moves']
[2025-11-25T07:30:18.017017] [DEBUG] [FORECASTER] AMR: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T07:30:18.225322] [DEBUG] [FORECASTER] AMR: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T07:30:18.411300] [DEBUG] [FORECASTER] AMR: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T07:30:18.613378] [DEBUG] [FORECASTER] AMR: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T07:30:18.825486] [DEBUG] [FORECASTER] AMR: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-25T07:30:19.038045] [DEBUG] [FORECASTER] AMR: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T07:30:19.247804] [DEBUG] [FORECASTER] AMR: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T07:30:19.461465] [DEBUG] [FORECASTER] AMR: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T07:30:19.667917] [DEBUG] [FORECASTER] AMR: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T07:30:19.874673] [DEBUG] [FORECASTER] AMR: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T07:30:19.874846] [INFO ] [CONFIGURE ] AMR: DISCARDED add_failed_moves (score: 60.00%)
[2025-11-25T07:30:19.874894] [INFO ] [CONFIGURE ] JOB ETA: 3.1h | Avg: 2.7s/test | Remaining: 4118 tests
[2025-11-25T07:30:19.874932] [INFO ] [CONFIGURE ] AMR: Testing feature 7/29: add_lag_shelf
[2025-11-25T07:30:19.874968] [INFO ] [CONFIGURE ] AMR: Testing with features: ['add_lag_shelf']
[2025-11-25T07:30:20.074708] [DEBUG] [FORECASTER] AMR: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T07:30:20.270407] [DEBUG] [FORECASTER] AMR: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T07:30:20.463437] [DEBUG] [FORECASTER] AMR: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T07:30:20.654580] [DEBUG] [FORECASTER] AMR: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T07:30:20.839252] [DEBUG] [FORECASTER] AMR: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-25T07:30:21.024290] [DEBUG] [FORECASTER] AMR: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T07:30:21.216539] [DEBUG] [FORECASTER] AMR: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T07:30:21.451404] [DEBUG] [FORECASTER] AMR: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T07:30:21.697727] [DEBUG] [FORECASTER] AMR: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T07:30:21.910228] [DEBUG] [FORECASTER] AMR: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T07:30:21.910448] [INFO ] [CONFIGURE ] AMR: DISCARDED add_lag_shelf (score: 60.00%)
[2025-11-25T07:30:21.910501] [INFO ] [CONFIGURE ] JOB ETA: 3.1h | Avg: 2.7s/test | Remaining: 4117 tests
[2025-11-25T07:30:21.910544] [INFO ] [CONFIGURE ] AMR: Testing feature 8/29: add_macd
[2025-11-25T07:30:21.910609] [INFO ] [CONFIGURE ] AMR: Testing with features: ['add_vwap', 'add_macd']
[2025-11-25T07:30:22.218840] [DEBUG] [FORECASTER] AMR: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T07:30:22.487672] [DEBUG] [FORECASTER] AMR: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T07:30:22.756493] [DEBUG] [FORECASTER] AMR: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T07:30:23.041978] [DEBUG] [FORECASTER] AMR: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T07:30:23.330924] [DEBUG] [FORECASTER] AMR: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-25T07:30:23.644027] [DEBUG] [FORECASTER] AMR: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T07:30:23.962886] [DEBUG] [FORECASTER] AMR: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T07:30:24.233671] [DEBUG] [FORECASTER] AMR: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T07:30:24.496459] [DEBUG] [FORECASTER] AMR: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T07:30:24.757764] [DEBUG] [FORECASTER] AMR: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T07:30:24.757965] [INFO ] [CONFIGURE ] AMR: DISCARDED add_macd (score: 40.00%)
[2025-11-25T07:30:24.758024] [INFO ] [CONFIGURE ] JOB ETA: 3.1h | Avg: 2.7s/test | Remaining: 4116 tests
[2025-11-25T07:30:24.758070] [INFO ] [CONFIGURE ] AMR: Testing feature 9/29: add_mfi
[2025-11-25T07:30:24.758113] [INFO ] [CONFIGURE ] AMR: Testing with features: ['add_mfi']
[2025-11-25T07:30:24.939443] [DEBUG] [FORECASTER] AMR: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0
[2025-11-25T07:30:25.124924] [DEBUG] [FORECASTER] AMR: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T07:30:25.327174] [DEBUG] [FORECASTER] AMR: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T07:30:25.510571] [DEBUG] [FORECASTER] AMR: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T07:30:25.698889] [DEBUG] [FORECASTER] AMR: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-25T07:30:25.884617] [DEBUG] [FORECASTER] AMR: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T07:30:26.069822] [DEBUG] [FORECASTER] AMR: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T07:30:26.255098] [DEBUG] [FORECASTER] AMR: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T07:30:26.440674] [DEBUG] [FORECASTER] AMR: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T07:30:26.630918] [DEBUG] [FORECASTER] AMR: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T07:30:26.631318] [INFO ] [CONFIGURE ] AMR: DISCARDED add_mfi (score: 40.00%)
[2025-11-25T07:30:26.631437] [INFO ] [CONFIGURE ] JOB ETA: 3.1h | Avg: 2.7s/test | Remaining: 4115 tests
[2025-11-25T07:30:26.631545] [INFO ] [CONFIGURE ] AMR: Testing feature 10/29: add_momentum_acceleration
[2025-11-25T07:30:26.631668] [INFO ] [CONFIGURE ] AMR: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-11-25T07:30:26.912334] [DEBUG] [FORECASTER] AMR: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T07:30:27.179362] [DEBUG] [FORECASTER] AMR: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T07:30:27.451409] [DEBUG] [FORECASTER] AMR: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T07:30:27.743326] [DEBUG] [FORECASTER] AMR: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T07:30:28.037343] [DEBUG] [FORECASTER] AMR: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-25T07:30:28.330716] [DEBUG] [FORECASTER] AMR: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T07:30:28.639228] [DEBUG] [FORECASTER] AMR: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T07:30:28.966886] [DEBUG] [FORECASTER] AMR: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T07:30:29.298161] [DEBUG] [FORECASTER] AMR: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T07:30:29.580027] [DEBUG] [FORECASTER] AMR: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T07:30:29.580236] [INFO ] [CONFIGURE ] AMR: DISCARDED add_momentum_acceleration (score: 60.00%)
[2025-11-25T07:30:29.580308] [INFO ] [CONFIGURE ] JOB ETA: 3.1h | Avg: 2.7s/test | Remaining: 4114 tests
[2025-11-25T07:30:29.580359] [INFO ] [CONFIGURE ] AMR: Testing feature 11/29: add_obv_daily
[2025-11-25T07:30:29.580405] [INFO ] [CONFIGURE ] AMR: Testing with features: ['add_obv_daily']
[2025-11-25T07:30:29.783237] [DEBUG] [FORECASTER] AMR: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T07:30:29.991626] [DEBUG] [FORECASTER] AMR: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T07:30:30.196093] [DEBUG] [FORECASTER] AMR: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T07:30:30.402588] [DEBUG] [FORECASTER] AMR: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T07:30:30.616638] [DEBUG] [FORECASTER] AMR: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-25T07:30:30.833401] [DEBUG] [FORECASTER] AMR: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T07:30:31.053475] [DEBUG] [FORECASTER] AMR: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T07:30:31.273209] [DEBUG] [FORECASTER] AMR: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T07:30:31.489849] [DEBUG] [FORECASTER] AMR: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T07:30:31.711339] [DEBUG] [FORECASTER] AMR: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T07:30:31.711508] [INFO ] [CONFIGURE ] AMR: KEPT add_obv_daily (score: 70.00%)
[2025-11-25T07:30:31.711558] [INFO ] [CONFIGURE ] JOB ETA: 3.1h | Avg: 2.7s/test | Remaining: 4113 tests
[2025-11-25T07:30:31.711598] [INFO ] [CONFIGURE ] AMR: Testing feature 12/29: add_obv_interval
[2025-11-25T07:30:31.711637] [INFO ] [CONFIGURE ] AMR: Testing with features: ['add_obv_daily', 'add_obv_interval']
[2025-11-25T07:30:31.935973] [DEBUG] [FORECASTER] AMR: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0
[2025-11-25T07:30:32.154992] [DEBUG] [FORECASTER] AMR: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T07:30:32.370598] [DEBUG] [FORECASTER] AMR: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T07:30:32.588936] [DEBUG] [FORECASTER] AMR: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T07:30:32.810043] [DEBUG] [FORECASTER] AMR: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-25T07:30:33.030816] [DEBUG] [FORECASTER] AMR: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T07:30:33.259907] [DEBUG] [FORECASTER] AMR: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T07:30:33.484626] [DEBUG] [FORECASTER] AMR: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T07:30:33.705880] [DEBUG] [FORECASTER] AMR: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T07:30:33.932074] [DEBUG] [FORECASTER] AMR: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T07:30:33.932303] [INFO ] [CONFIGURE ] AMR: DISCARDED add_obv_interval (score: 70.00%)
[2025-11-25T07:30:33.932359] [INFO ] [CONFIGURE ] JOB ETA: 3.1h | Avg: 2.7s/test | Remaining: 4112 tests
[2025-11-25T07:30:33.932398] [INFO ] [CONFIGURE ] AMR: Testing feature 13/29: add_opening_strength
[2025-11-25T07:30:33.932436] [INFO ] [CONFIGURE ] AMR: Testing with features: ['add_obv_daily', 'add_daily_returns', 'add_opening_strength']
[2025-11-25T07:30:34.168238] [DEBUG] [FORECASTER] AMR: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T07:30:34.400354] [DEBUG] [FORECASTER] AMR: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T07:30:34.629451] [DEBUG] [FORECASTER] AMR: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T07:30:34.859639] [DEBUG] [FORECASTER] AMR: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T07:30:35.101218] [DEBUG] [FORECASTER] AMR: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-25T07:30:35.351894] [DEBUG] [FORECASTER] AMR: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T07:30:35.618449] [DEBUG] [FORECASTER] AMR: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T07:30:35.867851] [DEBUG] [FORECASTER] AMR: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T07:30:36.117504] [DEBUG] [FORECASTER] AMR: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T07:30:36.368111] [DEBUG] [FORECASTER] AMR: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T07:30:36.368476] [INFO ] [CONFIGURE ] AMR: DISCARDED add_opening_strength (score: 50.00%)
[2025-11-25T07:30:36.368618] [INFO ] [CONFIGURE ] JOB ETA: 3.1h | Avg: 2.7s/test | Remaining: 4111 tests
[2025-11-25T07:30:36.368751] [INFO ] [CONFIGURE ] AMR: Testing feature 14/29: add_order_flow_imbalance
[2025-11-25T07:30:36.368855] [INFO ] [CONFIGURE ] AMR: Testing with features: ['add_obv_daily', 'add_order_flow_imbalance']
[2025-11-25T07:30:36.609225] [DEBUG] [FORECASTER] AMR: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T07:30:36.849704] [DEBUG] [FORECASTER] AMR: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T07:30:37.090056] [DEBUG] [FORECASTER] AMR: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T07:30:37.329270] [DEBUG] [FORECASTER] AMR: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T07:30:37.567164] [DEBUG] [FORECASTER] AMR: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-25T07:30:37.822731] [DEBUG] [FORECASTER] AMR: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T07:30:38.041577] [DEBUG] [FORECASTER] AMR: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T07:30:38.268445] [DEBUG] [FORECASTER] AMR: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T07:30:38.497365] [DEBUG] [FORECASTER] AMR: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T07:30:38.717999] [DEBUG] [FORECASTER] AMR: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T07:30:38.718201] [INFO ] [CONFIGURE ] AMR: DISCARDED add_order_flow_imbalance (score: 50.00%)
[2025-11-25T07:30:38.718258] [INFO ] [CONFIGURE ] JOB ETA: 3.1h | Avg: 2.7s/test | Remaining: 4110 tests
[2025-11-25T07:30:38.718304] [INFO ] [CONFIGURE ] AMR: Testing feature 15/29: add_pbf_morning_momentum
[2025-11-25T07:30:38.718341] [INFO ] [CONFIGURE ] AMR: Testing with features: ['add_obv_daily', 'add_pbf_morning_momentum']
[2025-11-25T07:30:38.917553] [DEBUG] [FORECASTER] AMR: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T07:30:39.120545] [DEBUG] [FORECASTER] AMR: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T07:30:39.323411] [DEBUG] [FORECASTER] AMR: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T07:30:39.523122] [DEBUG] [FORECASTER] AMR: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T07:30:39.723367] [DEBUG] [FORECASTER] AMR: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-25T07:30:39.923432] [DEBUG] [FORECASTER] AMR: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T07:30:40.134853] [DEBUG] [FORECASTER] AMR: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T07:30:40.375787] [DEBUG] [FORECASTER] AMR: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T07:30:40.580919] [DEBUG] [FORECASTER] AMR: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T07:30:40.777792] [DEBUG] [FORECASTER] AMR: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T07:30:40.777972] [INFO ] [CONFIGURE ] AMR: DISCARDED add_pbf_morning_momentum (score: 70.00%)
[2025-11-25T07:30:40.778044] [INFO ] [CONFIGURE ] JOB ETA: 3.1h | Avg: 2.7s/test | Remaining: 4109 tests
[2025-11-25T07:30:40.778084] [INFO ] [CONFIGURE ] AMR: Testing feature 16/29: add_pbf_overnight_gap
[2025-11-25T07:30:40.778121] [INFO ] [CONFIGURE ] AMR: Testing with features: ['add_obv_daily', 'add_pbf_overnight_gap']
[2025-11-25T07:30:41.005573] [DEBUG] [FORECASTER] AMR: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T07:30:41.232965] [DEBUG] [FORECASTER] AMR: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T07:30:41.461198] [DEBUG] [FORECASTER] AMR: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T07:30:41.687988] [DEBUG] [FORECASTER] AMR: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T07:30:41.908210] [DEBUG] [FORECASTER] AMR: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-25T07:30:42.129696] [DEBUG] [FORECASTER] AMR: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T07:30:42.349047] [DEBUG] [FORECASTER] AMR: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T07:30:42.572380] [DEBUG] [FORECASTER] AMR: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T07:30:42.788414] [DEBUG] [FORECASTER] AMR: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T07:30:43.001984] [DEBUG] [FORECASTER] AMR: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T07:30:43.002156] [INFO ] [CONFIGURE ] AMR: DISCARDED add_pbf_overnight_gap (score: 60.00%)
[2025-11-25T07:30:43.002207] [INFO ] [CONFIGURE ] JOB ETA: 3.1h | Avg: 2.7s/test | Remaining: 4108 tests
[2025-11-25T07:30:43.002249] [INFO ] [CONFIGURE ] AMR: Testing feature 17/29: add_pbf_return_2d
[2025-11-25T07:30:43.002287] [INFO ] [CONFIGURE ] AMR: Testing with features: ['add_obv_daily', 'add_pbf_return_2d']
[2025-11-25T07:30:43.208995] [DEBUG] [FORECASTER] AMR: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T07:30:43.416702] [DEBUG] [FORECASTER] AMR: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T07:30:43.625395] [DEBUG] [FORECASTER] AMR: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T07:30:43.835530] [DEBUG] [FORECASTER] AMR: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T07:30:44.047272] [DEBUG] [FORECASTER] AMR: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-25T07:30:44.264779] [DEBUG] [FORECASTER] AMR: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T07:30:44.475178] [DEBUG] [FORECASTER] AMR: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T07:30:44.685467] [DEBUG] [FORECASTER] AMR: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T07:30:44.897459] [DEBUG] [FORECASTER] AMR: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T07:30:45.110871] [DEBUG] [FORECASTER] AMR: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T07:30:45.111070] [INFO ] [CONFIGURE ] AMR: KEPT add_pbf_return_2d (score: 80.00%)
[2025-11-25T07:30:45.111128] [INFO ] [CONFIGURE ] JOB ETA: 3.1h | Avg: 2.7s/test | Remaining: 4107 tests
[2025-11-25T07:30:45.111173] [INFO ] [CONFIGURE ] AMR: Testing feature 18/29: add_pbf_volatility_5d
[2025-11-25T07:30:45.111215] [INFO ] [CONFIGURE ] AMR: Testing with features: ['add_obv_daily', 'add_pbf_return_2d', 'add_pbf_volatility_5d']
[2025-11-25T07:30:45.338230] [DEBUG] [FORECASTER] AMR: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T07:30:45.562080] [DEBUG] [FORECASTER] AMR: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T07:30:45.783368] [DEBUG] [FORECASTER] AMR: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T07:30:46.006118] [DEBUG] [FORECASTER] AMR: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T07:30:46.230854] [DEBUG] [FORECASTER] AMR: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-25T07:30:46.462838] [DEBUG] [FORECASTER] AMR: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T07:30:46.692423] [DEBUG] [FORECASTER] AMR: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T07:30:46.916865] [DEBUG] [FORECASTER] AMR: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T07:30:47.181049] [DEBUG] [FORECASTER] AMR: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T07:30:47.412269] [DEBUG] [FORECASTER] AMR: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T07:30:47.412471] [INFO ] [CONFIGURE ] AMR: DISCARDED add_pbf_volatility_5d (score: 70.00%)
[2025-11-25T07:30:47.412529] [INFO ] [CONFIGURE ] JOB ETA: 3.1h | Avg: 2.7s/test | Remaining: 4106 tests
[2025-11-25T07:30:47.412575] [INFO ] [CONFIGURE ] AMR: Testing feature 19/29: add_pbf_vs_sma_5
[2025-11-25T07:30:47.412626] [INFO ] [CONFIGURE ] AMR: Testing with features: ['add_obv_daily', 'add_pbf_return_2d', 'add_pbf_vs_sma_5']
[2025-11-25T07:30:47.662007] [DEBUG] [FORECASTER] AMR: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T07:30:47.893053] [DEBUG] [FORECASTER] AMR: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T07:30:48.118575] [DEBUG] [FORECASTER] AMR: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T07:30:48.346457] [DEBUG] [FORECASTER] AMR: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T07:30:48.584887] [DEBUG] [FORECASTER] AMR: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-25T07:30:48.815368] [DEBUG] [FORECASTER] AMR: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T07:30:49.062229] [DEBUG] [FORECASTER] AMR: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T07:30:49.318130] [DEBUG] [FORECASTER] AMR: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T07:30:49.579580] [DEBUG] [FORECASTER] AMR: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T07:30:49.818091] [DEBUG] [FORECASTER] AMR: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T07:30:49.818268] [INFO ] [CONFIGURE ] AMR: DISCARDED add_pbf_vs_sma_5 (score: 70.00%)
[2025-11-25T07:30:49.818327] [INFO ] [CONFIGURE ] JOB ETA: 3.0h | Avg: 2.7s/test | Remaining: 4105 tests
[2025-11-25T07:30:49.818373] [INFO ] [CONFIGURE ] AMR: Testing feature 20/29: add_price_rejection
[2025-11-25T07:30:49.818417] [INFO ] [CONFIGURE ] AMR: Testing with features: ['add_obv_daily', 'add_pbf_return_2d', 'add_price_rejection']
[2025-11-25T07:30:50.070492] [DEBUG] [FORECASTER] AMR: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T07:30:50.319562] [DEBUG] [FORECASTER] AMR: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T07:30:50.562901] [DEBUG] [FORECASTER] AMR: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T07:30:50.811285] [DEBUG] [FORECASTER] AMR: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T07:30:51.059926] [DEBUG] [FORECASTER] AMR: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-25T07:30:51.338222] [DEBUG] [FORECASTER] AMR: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T07:30:51.617909] [DEBUG] [FORECASTER] AMR: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T07:30:51.895173] [DEBUG] [FORECASTER] AMR: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T07:30:52.176797] [DEBUG] [FORECASTER] AMR: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T07:30:52.449090] [DEBUG] [FORECASTER] AMR: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T07:30:52.449307] [INFO ] [CONFIGURE ] AMR: DISCARDED add_price_rejection (score: 70.00%)
[2025-11-25T07:30:52.449370] [INFO ] [CONFIGURE ] JOB ETA: 3.0h | Avg: 2.7s/test | Remaining: 4104 tests
[2025-11-25T07:30:52.449417] [INFO ] [CONFIGURE ] AMR: Testing feature 21/29: add_range_position
[2025-11-25T07:30:52.449470] [INFO ] [CONFIGURE ] AMR: Testing with features: ['add_obv_daily', 'add_pbf_return_2d', 'add_range_position']
[2025-11-25T07:30:52.739080] [DEBUG] [FORECASTER] AMR: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T07:30:53.037587] [DEBUG] [FORECASTER] AMR: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T07:30:53.341448] [DEBUG] [FORECASTER] AMR: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T07:30:53.644334] [DEBUG] [FORECASTER] AMR: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T07:30:53.950039] [DEBUG] [FORECASTER] AMR: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-25T07:30:54.242324] [DEBUG] [FORECASTER] AMR: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T07:30:54.539128] [DEBUG] [FORECASTER] AMR: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T07:30:54.837953] [DEBUG] [FORECASTER] AMR: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T07:30:55.138793] [DEBUG] [FORECASTER] AMR: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T07:30:55.444826] [DEBUG] [FORECASTER] AMR: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T07:30:55.445031] [INFO ] [CONFIGURE ] AMR: DISCARDED add_range_position (score: 70.00%)
[2025-11-25T07:30:55.445092] [INFO ] [CONFIGURE ] JOB ETA: 3.0h | Avg: 2.7s/test | Remaining: 4103 tests
[2025-11-25T07:30:55.445142] [INFO ] [CONFIGURE ] AMR: Testing feature 22/29: add_realized_volatility
[2025-11-25T07:30:55.445188] [INFO ] [CONFIGURE ] AMR: Testing with features: ['add_obv_daily', 'add_pbf_return_2d', 'add_realized_volatility']
[2025-11-25T07:30:55.812857] [DEBUG] [FORECASTER] AMR: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T07:30:56.176407] [DEBUG] [FORECASTER] AMR: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T07:30:56.546576] [DEBUG] [FORECASTER] AMR: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T07:30:56.918547] [DEBUG] [FORECASTER] AMR: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T07:30:57.306330] [DEBUG] [FORECASTER] AMR: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-25T07:30:57.684084] [DEBUG] [FORECASTER] AMR: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T07:30:58.060196] [DEBUG] [FORECASTER] AMR: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T07:30:58.443961] [DEBUG] [FORECASTER] AMR: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T07:30:58.836209] [DEBUG] [FORECASTER] AMR: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T07:30:59.231360] [DEBUG] [FORECASTER] AMR: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T07:30:59.231634] [INFO ] [CONFIGURE ] AMR: DISCARDED add_realized_volatility (score: 70.00%)
[2025-11-25T07:30:59.231722] [INFO ] [CONFIGURE ] JOB ETA: 3.0h | Avg: 2.7s/test | Remaining: 4102 tests
[2025-11-25T07:30:59.231775] [INFO ] [CONFIGURE ] AMR: Testing feature 23/29: add_recent_range_context
[2025-11-25T07:30:59.231821] [INFO ] [CONFIGURE ] AMR: Testing with features: ['add_obv_daily', 'add_pbf_return_2d', 'add_recent_range_context']
[2025-11-25T07:30:59.502698] [DEBUG] [FORECASTER] AMR: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T07:30:59.772256] [DEBUG] [FORECASTER] AMR: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T07:31:00.048848] [DEBUG] [FORECASTER] AMR: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T07:31:00.341915] [DEBUG] [FORECASTER] AMR: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T07:31:01.332187] [DEBUG] [FORECASTER] AMR: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-25T07:31:01.858164] [DEBUG] [FORECASTER] AMR: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T07:31:02.125459] [DEBUG] [FORECASTER] AMR: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T07:31:02.395435] [DEBUG] [FORECASTER] AMR: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T07:31:02.666843] [DEBUG] [FORECASTER] AMR: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T07:31:02.935672] [DEBUG] [FORECASTER] AMR: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T07:31:02.935849] [INFO ] [CONFIGURE ] AMR: DISCARDED add_recent_range_context (score: 50.00%)
[2025-11-25T07:31:02.935910] [INFO ] [CONFIGURE ] JOB ETA: 3.1h | Avg: 2.7s/test | Remaining: 4101 tests
[2025-11-25T07:31:02.935960] [INFO ] [CONFIGURE ] AMR: Testing feature 24/29: add_rsi
[2025-11-25T07:31:02.936005] [INFO ] [CONFIGURE ] AMR: Testing with features: ['add_obv_daily', 'add_pbf_return_2d', 'add_ema', 'add_rsi']
[2025-11-25T07:31:03.259375] [DEBUG] [FORECASTER] AMR: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T07:31:03.576508] [DEBUG] [FORECASTER] AMR: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T07:31:03.903168] [DEBUG] [FORECASTER] AMR: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T07:31:04.254521] [DEBUG] [FORECASTER] AMR: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T07:31:04.593822] [DEBUG] [FORECASTER] AMR: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-25T07:31:04.920699] [DEBUG] [FORECASTER] AMR: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T07:31:05.238746] [DEBUG] [FORECASTER] AMR: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T07:31:05.564304] [DEBUG] [FORECASTER] AMR: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T07:31:05.888028] [DEBUG] [FORECASTER] AMR: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T07:31:06.212352] [DEBUG] [FORECASTER] AMR: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T07:31:06.212554] [INFO ] [CONFIGURE ] AMR: DISCARDED add_rsi (score: 70.00%)
[2025-11-25T07:31:06.212615] [INFO ] [CONFIGURE ] JOB ETA: 3.1h | Avg: 2.7s/test | Remaining: 4100 tests
[2025-11-25T07:31:06.212694] [INFO ] [CONFIGURE ] AMR: Testing feature 25/29: add_tick_distribution
[2025-11-25T07:31:06.212743] [INFO ] [CONFIGURE ] AMR: Testing with features: ['add_obv_daily', 'add_pbf_return_2d', 'add_tick_distribution']
[2025-11-25T07:31:06.504816] [DEBUG] [FORECASTER] AMR: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T07:31:06.782044] [DEBUG] [FORECASTER] AMR: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T07:31:07.048968] [DEBUG] [FORECASTER] AMR: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T07:31:07.314569] [DEBUG] [FORECASTER] AMR: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T07:31:07.593710] [DEBUG] [FORECASTER] AMR: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-25T07:31:07.916130] [DEBUG] [FORECASTER] AMR: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T07:31:08.191181] [DEBUG] [FORECASTER] AMR: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T07:31:08.453323] [DEBUG] [FORECASTER] AMR: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T07:31:08.719614] [DEBUG] [FORECASTER] AMR: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T07:31:08.999371] [DEBUG] [FORECASTER] AMR: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T07:31:08.999556] [INFO ] [CONFIGURE ] AMR: DISCARDED add_tick_distribution (score: 70.00%)
[2025-11-25T07:31:08.999615] [INFO ] [CONFIGURE ] JOB ETA: 3.1h | Avg: 2.7s/test | Remaining: 4099 tests
[2025-11-25T07:31:08.999684] [INFO ] [CONFIGURE ] AMR: Testing feature 26/29: add_volume_momentum_confirmation
[2025-11-25T07:31:08.999730] [INFO ] [CONFIGURE ] AMR: Testing with features: ['add_obv_daily', 'add_pbf_return_2d', 'add_volume_momentum_confirmation']
[2025-11-25T07:31:09.246071] [DEBUG] [FORECASTER] AMR: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T07:31:09.510078] [DEBUG] [FORECASTER] AMR: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T07:31:09.761572] [DEBUG] [FORECASTER] AMR: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T07:31:10.014112] [DEBUG] [FORECASTER] AMR: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T07:31:10.263081] [DEBUG] [FORECASTER] AMR: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-25T07:31:10.513370] [DEBUG] [FORECASTER] AMR: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T07:31:10.767751] [DEBUG] [FORECASTER] AMR: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T07:31:11.028698] [DEBUG] [FORECASTER] AMR: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T07:31:11.282830] [DEBUG] [FORECASTER] AMR: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T07:31:11.535782] [DEBUG] [FORECASTER] AMR: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T07:31:11.535961] [INFO ] [CONFIGURE ] AMR: DISCARDED add_volume_momentum_confirmation (score: 60.00%)
[2025-11-25T07:31:11.536025] [INFO ] [CONFIGURE ] JOB ETA: 3.0h | Avg: 2.7s/test | Remaining: 4098 tests
[2025-11-25T07:31:11.536073] [INFO ] [CONFIGURE ] AMR: Testing feature 27/29: add_volume_price_divergence
[2025-11-25T07:31:11.536116] [INFO ] [CONFIGURE ] AMR: Testing with features: ['add_obv_daily', 'add_pbf_return_2d', 'add_volume_price_divergence']
[2025-11-25T07:31:11.838374] [DEBUG] [FORECASTER] AMR: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T07:31:12.108098] [DEBUG] [FORECASTER] AMR: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T07:31:12.364330] [DEBUG] [FORECASTER] AMR: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T07:31:12.664913] [DEBUG] [FORECASTER] AMR: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T07:31:12.946588] [DEBUG] [FORECASTER] AMR: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T07:31:13.246088] [DEBUG] [FORECASTER] AMR: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T07:31:13.531419] [DEBUG] [FORECASTER] AMR: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T07:31:13.812209] [DEBUG] [FORECASTER] AMR: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T07:31:14.105872] [DEBUG] [FORECASTER] AMR: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T07:31:14.398186] [DEBUG] [FORECASTER] AMR: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T07:31:14.398406] [INFO ] [CONFIGURE ] AMR: DISCARDED add_volume_price_divergence (score: 60.00%)
[2025-11-25T07:31:14.398469] [INFO ] [CONFIGURE ] JOB ETA: 3.0h | Avg: 2.7s/test | Remaining: 4097 tests
[2025-11-25T07:31:14.398518] [INFO ] [CONFIGURE ] AMR: Testing feature 28/29: add_volume_profile
[2025-11-25T07:31:14.398565] [INFO ] [CONFIGURE ] AMR: Testing with features: ['add_obv_daily', 'add_pbf_return_2d', 'add_volume_profile']
[2025-11-25T07:31:14.672605] [DEBUG] [FORECASTER] AMR: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T07:31:14.947821] [DEBUG] [FORECASTER] AMR: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T07:31:15.201062] [DEBUG] [FORECASTER] AMR: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T07:31:15.448069] [DEBUG] [FORECASTER] AMR: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T07:31:15.704155] [DEBUG] [FORECASTER] AMR: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-25T07:31:15.951982] [DEBUG] [FORECASTER] AMR: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T07:31:16.253928] [DEBUG] [FORECASTER] AMR: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T07:31:16.540594] [DEBUG] [FORECASTER] AMR: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T07:31:16.807664] [DEBUG] [FORECASTER] AMR: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T07:31:17.068800] [DEBUG] [FORECASTER] AMR: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T07:31:17.069003] [INFO ] [CONFIGURE ] AMR: DISCARDED add_volume_profile (score: 70.00%)
[2025-11-25T07:31:17.069061] [INFO ] [CONFIGURE ] JOB ETA: 3.0h | Avg: 2.7s/test | Remaining: 4096 tests
[2025-11-25T07:31:17.069109] [INFO ] [CONFIGURE ] AMR: Testing feature 29/29: add_vwap
[2025-11-25T07:31:17.069154] [INFO ] [CONFIGURE ] AMR: Testing with features: ['add_obv_daily', 'add_pbf_return_2d', 'add_vwap']
[2025-11-25T07:31:17.327181] [DEBUG] [FORECASTER] AMR: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T07:31:17.577680] [DEBUG] [FORECASTER] AMR: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T07:31:17.827278] [DEBUG] [FORECASTER] AMR: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T07:31:18.081839] [DEBUG] [FORECASTER] AMR: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T07:31:18.358816] [DEBUG] [FORECASTER] AMR: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-25T07:31:18.614714] [DEBUG] [FORECASTER] AMR: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T07:31:18.892615] [DEBUG] [FORECASTER] AMR: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T07:31:19.155189] [DEBUG] [FORECASTER] AMR: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T07:31:19.399436] [DEBUG] [FORECASTER] AMR: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T07:31:19.648826] [DEBUG] [FORECASTER] AMR: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T07:31:19.649001] [INFO ] [CONFIGURE ] AMR: DISCARDED add_vwap (score: 60.00%)
[2025-11-25T07:31:19.649058] [INFO ] [CONFIGURE ] JOB ETA: 3.0h | Avg: 2.7s/test | Remaining: 4095 tests
[2025-11-25T07:31:19.649106] [INFO ] [CONFIGURE ] AMR: ===== FEATURE SELECTION COMPLETE =====
[2025-11-25T07:31:19.649148] [INFO ] [CONFIGURE ] AMR: Best accuracy: 80.00%
[2025-11-25T07:31:19.649193] [INFO ] [CONFIGURE ] AMR: Best feature set (2 features): ['add_obv_daily', 'add_pbf_return_2d']
[2025-11-25T07:31:19.649233] [INFO ] [CONFIGURE ] AMR: Improvement over baseline: 20.00%
[2025-11-25T07:31:19.649271] [INFO ] [CONFIGURE ] AMR: Total time: 1.2 minutes
[2025-11-25T07:31:19.649308] [INFO ] [CONFIGURE ] AMR: Average time per feature: 2.5 seconds
[2025-11-25T07:31:19.649346] [INFO ] [CONFIGURE ] AMR: Average speed: 0.39 features/sec
[2025-11-25T07:31:19.649728] [INFO ] [LOCAL     ] Saved configuration for AMR: 2 features, 80.00% accuracy -> ./output/feature-sets/AMR.json
[2025-11-25T07:31:19.649787] [INFO ] [CONFIGURE ] AMR: Configuration saved successfully: 2 features, 80.00% accuracy.
[2025-11-25T07:31:19.649837] [INFO ] [sig       ] [23/164] Successfully configured AMR | 0.01 sym/s | Total: 30.2m | ETA: 3.1h
[2025-11-25T07:31:19.649880] [INFO ] [sig       ] [24/164] Configuring AMT...
[2025-11-25T07:31:19.649921] [INFO ] [CONFIGURE ] AMT: Configurate test run.
[2025-11-25T07:31:19.649960] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMT' from 'https://tdm.silogroup.org/data/derivative_storage/AMT.csv'.
[2025-11-25T07:31:19.663007] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'AMT'.
[2025-11-25T07:31:19.663403] [INFO ] [CONFIGURE ] AMT: Testing with 29 available features
[2025-11-25T07:31:19.663466] [INFO ] [CONFIGURE ] AMT: Establishing baseline with no features...
[2025-11-25T07:31:19.838006] [DEBUG] [FORECASTER] AMT: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T07:31:20.020082] [DEBUG] [FORECASTER] AMT: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T07:31:20.196401] [DEBUG] [FORECASTER] AMT: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T07:31:20.376953] [DEBUG] [FORECASTER] AMT: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T07:31:20.554290] [DEBUG] [FORECASTER] AMT: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T07:31:20.733895] [DEBUG] [FORECASTER] AMT: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1
[2025-11-25T07:31:20.912226] [DEBUG] [FORECASTER] AMT: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T07:31:21.086939] [DEBUG] [FORECASTER] AMT: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T07:31:21.261212] [DEBUG] [FORECASTER] AMT: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-25T07:31:21.436046] [DEBUG] [FORECASTER] AMT: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-25T07:31:21.436344] [INFO ] [CONFIGURE ] AMT: Baseline score (no features): 60.00%
[2025-11-25T07:31:21.436460] [INFO ] [CONFIGURE ] AMT: Testing feature 1/29: add_bollinger_bands
[2025-11-25T07:31:21.436557] [INFO ] [CONFIGURE ] AMT: Testing with features: ['add_bollinger_bands']
[2025-11-25T07:31:21.647691] [DEBUG] [FORECASTER] AMT: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T07:31:21.856238] [DEBUG] [FORECASTER] AMT: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T07:31:22.062111] [DEBUG] [FORECASTER] AMT: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T07:31:22.273784] [DEBUG] [FORECASTER] AMT: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T07:31:22.484694] [DEBUG] [FORECASTER] AMT: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T07:31:22.696308] [DEBUG] [FORECASTER] AMT: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1
[2025-11-25T07:31:22.906857] [DEBUG] [FORECASTER] AMT: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T07:31:23.115893] [DEBUG] [FORECASTER] AMT: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T07:31:23.328526] [DEBUG] [FORECASTER] AMT: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T07:31:23.541625] [DEBUG] [FORECASTER] AMT: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-25T07:31:23.541861] [INFO ] [CONFIGURE ] AMT: DISCARDED add_bollinger_bands (score: 60.00%)
[2025-11-25T07:31:23.541912] [INFO ] [CONFIGURE ] JOB ETA: 3.0h | Avg: 2.7s/test | Remaining: 4094 tests
[2025-11-25T07:31:23.541951] [INFO ] [CONFIGURE ] AMT: Testing feature 2/29: add_cumulative_delta
[2025-11-25T07:31:23.541988] [INFO ] [CONFIGURE ] AMT: Testing with features: ['add_cumulative_delta']
[2025-11-25T07:31:23.755996] [DEBUG] [FORECASTER] AMT: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T07:31:23.972534] [DEBUG] [FORECASTER] AMT: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T07:31:24.187078] [DEBUG] [FORECASTER] AMT: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T07:31:24.400354] [DEBUG] [FORECASTER] AMT: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T07:31:24.613578] [DEBUG] [FORECASTER] AMT: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T07:31:24.826731] [DEBUG] [FORECASTER] AMT: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1
[2025-11-25T07:31:25.042687] [DEBUG] [FORECASTER] AMT: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T07:31:25.259045] [DEBUG] [FORECASTER] AMT: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T07:31:25.480889] [DEBUG] [FORECASTER] AMT: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T07:31:25.704525] [DEBUG] [FORECASTER] AMT: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-11-25T07:31:25.704724] [INFO ] [CONFIGURE ] AMT: DISCARDED add_cumulative_delta (score: 40.00%)
[2025-11-25T07:31:25.704796] [INFO ] [CONFIGURE ] JOB ETA: 3.0h | Avg: 2.7s/test | Remaining: 4093 tests
[2025-11-25T07:31:25.704848] [INFO ] [CONFIGURE ] AMT: Testing feature 3/29: add_daily_returns
[2025-11-25T07:31:25.704894] [INFO ] [CONFIGURE ] AMT: Testing with features: ['add_daily_returns']
[2025-11-25T07:31:25.896766] [DEBUG] [FORECASTER] AMT: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T07:31:26.091265] [DEBUG] [FORECASTER] AMT: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T07:31:26.293418] [DEBUG] [FORECASTER] AMT: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T07:31:26.506239] [DEBUG] [FORECASTER] AMT: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T07:31:26.695378] [DEBUG] [FORECASTER] AMT: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T07:31:26.896376] [DEBUG] [FORECASTER] AMT: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1
[2025-11-25T07:31:27.099881] [DEBUG] [FORECASTER] AMT: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T07:31:27.307434] [DEBUG] [FORECASTER] AMT: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T07:31:27.514283] [DEBUG] [FORECASTER] AMT: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-25T07:31:27.731923] [DEBUG] [FORECASTER] AMT: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-11-25T07:31:27.732314] [INFO ] [CONFIGURE ] AMT: DISCARDED add_daily_returns (score: 30.00%)
[2025-11-25T07:31:27.732438] [INFO ] [CONFIGURE ] JOB ETA: 3.0h | Avg: 2.7s/test | Remaining: 4092 tests
[2025-11-25T07:31:27.732551] [INFO ] [CONFIGURE ] AMT: Testing feature 4/29: add_ema
[2025-11-25T07:31:27.732683] [INFO ] [CONFIGURE ] AMT: Testing with features: ['add_ema']
[2025-11-25T07:31:27.988959] [DEBUG] [FORECASTER] AMT: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T07:31:28.231966] [DEBUG] [FORECASTER] AMT: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T07:31:28.482038] [DEBUG] [FORECASTER] AMT: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T07:31:28.728460] [DEBUG] [FORECASTER] AMT: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T07:31:29.002095] [DEBUG] [FORECASTER] AMT: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T07:31:29.284065] [DEBUG] [FORECASTER] AMT: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1
[2025-11-25T07:31:29.564174] [DEBUG] [FORECASTER] AMT: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T07:31:29.851793] [DEBUG] [FORECASTER] AMT: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T07:31:30.165066] [DEBUG] [FORECASTER] AMT: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-25T07:31:30.443175] [DEBUG] [FORECASTER] AMT: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-25T07:31:30.443557] [INFO ] [CONFIGURE ] AMT: DISCARDED add_ema (score: 40.00%)
[2025-11-25T07:31:30.443698] [INFO ] [CONFIGURE ] JOB ETA: 3.0h | Avg: 2.7s/test | Remaining: 4091 tests
[2025-11-25T07:31:30.443809] [INFO ] [CONFIGURE ] AMT: Testing feature 5/29: add_exhaustion_signals
[2025-11-25T07:31:30.443916] [INFO ] [CONFIGURE ] AMT: Testing with features: ['add_vwap', 'add_exhaustion_signals']
[2025-11-25T07:31:30.694309] [DEBUG] [FORECASTER] AMT: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T07:31:30.941868] [DEBUG] [FORECASTER] AMT: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T07:31:31.189592] [DEBUG] [FORECASTER] AMT: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T07:31:31.440546] [DEBUG] [FORECASTER] AMT: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T07:31:31.688893] [DEBUG] [FORECASTER] AMT: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T07:31:31.932950] [DEBUG] [FORECASTER] AMT: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1
[2025-11-25T07:31:32.185151] [DEBUG] [FORECASTER] AMT: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T07:31:32.427222] [DEBUG] [FORECASTER] AMT: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T07:31:32.669166] [DEBUG] [FORECASTER] AMT: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-25T07:31:32.920976] [DEBUG] [FORECASTER] AMT: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-25T07:31:32.921219] [INFO ] [CONFIGURE ] AMT: DISCARDED add_exhaustion_signals (score: 60.00%)
[2025-11-25T07:31:32.921282] [INFO ] [CONFIGURE ] JOB ETA: 3.0h | Avg: 2.7s/test | Remaining: 4090 tests
[2025-11-25T07:31:32.921332] [INFO ] [CONFIGURE ] AMT: Testing feature 6/29: add_failed_moves
[2025-11-25T07:31:32.921370] [INFO ] [CONFIGURE ] AMT: Testing with features: ['add_failed_moves']
[2025-11-25T07:31:33.130464] [DEBUG] [FORECASTER] AMT: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T07:31:33.315742] [DEBUG] [FORECASTER] AMT: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T07:31:33.493565] [DEBUG] [FORECASTER] AMT: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T07:31:33.686443] [DEBUG] [FORECASTER] AMT: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T07:31:33.887339] [DEBUG] [FORECASTER] AMT: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T07:31:34.094482] [DEBUG] [FORECASTER] AMT: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1
[2025-11-25T07:31:34.298762] [DEBUG] [FORECASTER] AMT: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T07:31:34.499186] [DEBUG] [FORECASTER] AMT: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T07:31:34.697328] [DEBUG] [FORECASTER] AMT: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-25T07:31:34.896152] [DEBUG] [FORECASTER] AMT: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-25T07:31:34.896343] [INFO ] [CONFIGURE ] AMT: DISCARDED add_failed_moves (score: 50.00%)
[2025-11-25T07:31:34.896393] [INFO ] [CONFIGURE ] JOB ETA: 3.0h | Avg: 2.7s/test | Remaining: 4089 tests
[2025-11-25T07:31:34.896432] [INFO ] [CONFIGURE ] AMT: Testing feature 7/29: add_lag_shelf
[2025-11-25T07:31:34.896468] [INFO ] [CONFIGURE ] AMT: Testing with features: ['add_lag_shelf']
[2025-11-25T07:31:35.080131] [DEBUG] [FORECASTER] AMT: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T07:31:35.283397] [DEBUG] [FORECASTER] AMT: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T07:31:35.475527] [DEBUG] [FORECASTER] AMT: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T07:31:35.662293] [DEBUG] [FORECASTER] AMT: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T07:31:35.850218] [DEBUG] [FORECASTER] AMT: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T07:31:36.037728] [DEBUG] [FORECASTER] AMT: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1
[2025-11-25T07:31:36.226490] [DEBUG] [FORECASTER] AMT: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T07:31:36.416824] [DEBUG] [FORECASTER] AMT: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T07:31:36.608559] [DEBUG] [FORECASTER] AMT: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-25T07:31:36.804959] [DEBUG] [FORECASTER] AMT: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-25T07:31:36.805207] [INFO ] [CONFIGURE ] AMT: DISCARDED add_lag_shelf (score: 60.00%)
[2025-11-25T07:31:36.805257] [INFO ] [CONFIGURE ] JOB ETA: 3.0h | Avg: 2.7s/test | Remaining: 4088 tests
[2025-11-25T07:31:36.805299] [INFO ] [CONFIGURE ] AMT: Testing feature 8/29: add_macd
[2025-11-25T07:31:36.805340] [INFO ] [CONFIGURE ] AMT: Testing with features: ['add_vwap', 'add_macd']
[2025-11-25T07:31:37.092176] [DEBUG] [FORECASTER] AMT: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T07:31:37.374522] [DEBUG] [FORECASTER] AMT: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T07:31:37.654347] [DEBUG] [FORECASTER] AMT: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T07:31:37.964809] [DEBUG] [FORECASTER] AMT: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T07:31:38.246594] [DEBUG] [FORECASTER] AMT: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T07:31:38.525769] [DEBUG] [FORECASTER] AMT: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1
[2025-11-25T07:31:38.809966] [DEBUG] [FORECASTER] AMT: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T07:31:39.095953] [DEBUG] [FORECASTER] AMT: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T07:31:39.392004] [DEBUG] [FORECASTER] AMT: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-25T07:31:39.687454] [DEBUG] [FORECASTER] AMT: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-25T07:31:39.687661] [INFO ] [CONFIGURE ] AMT: DISCARDED add_macd (score: 50.00%)
[2025-11-25T07:31:39.687720] [INFO ] [CONFIGURE ] JOB ETA: 3.0h | Avg: 2.7s/test | Remaining: 4087 tests
[2025-11-25T07:31:39.687777] [INFO ] [CONFIGURE ] AMT: Testing feature 9/29: add_mfi
[2025-11-25T07:31:39.687820] [INFO ] [CONFIGURE ] AMT: Testing with features: ['add_mfi']
[2025-11-25T07:31:39.891981] [DEBUG] [FORECASTER] AMT: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T07:31:40.093563] [DEBUG] [FORECASTER] AMT: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T07:31:40.302709] [DEBUG] [FORECASTER] AMT: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T07:31:40.510168] [DEBUG] [FORECASTER] AMT: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T07:31:40.718057] [DEBUG] [FORECASTER] AMT: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T07:31:40.924433] [DEBUG] [FORECASTER] AMT: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1
[2025-11-25T07:31:41.135879] [DEBUG] [FORECASTER] AMT: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T07:31:41.340672] [DEBUG] [FORECASTER] AMT: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T07:31:41.543152] [DEBUG] [FORECASTER] AMT: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-25T07:31:41.749504] [DEBUG] [FORECASTER] AMT: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-11-25T07:31:41.749688] [INFO ] [CONFIGURE ] AMT: DISCARDED add_mfi (score: 40.00%)
[2025-11-25T07:31:41.749753] [INFO ] [CONFIGURE ] JOB ETA: 3.0h | Avg: 2.7s/test | Remaining: 4086 tests
[2025-11-25T07:31:41.749824] [INFO ] [CONFIGURE ] AMT: Testing feature 10/29: add_momentum_acceleration
[2025-11-25T07:31:41.749877] [INFO ] [CONFIGURE ] AMT: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-11-25T07:31:42.040386] [DEBUG] [FORECASTER] AMT: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T07:31:42.336540] [DEBUG] [FORECASTER] AMT: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T07:31:42.631177] [DEBUG] [FORECASTER] AMT: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T07:31:42.921937] [DEBUG] [FORECASTER] AMT: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T07:31:43.211340] [DEBUG] [FORECASTER] AMT: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T07:31:43.507479] [DEBUG] [FORECASTER] AMT: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1
[2025-11-25T07:31:43.801474] [DEBUG] [FORECASTER] AMT: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T07:31:44.109028] [DEBUG] [FORECASTER] AMT: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-25T07:31:44.416355] [DEBUG] [FORECASTER] AMT: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-25T07:31:44.725702] [DEBUG] [FORECASTER] AMT: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-11-25T07:31:44.725884] [INFO ] [CONFIGURE ] AMT: DISCARDED add_momentum_acceleration (score: 30.00%)
[2025-11-25T07:31:44.725943] [INFO ] [CONFIGURE ] JOB ETA: 3.0h | Avg: 2.7s/test | Remaining: 4085 tests
[2025-11-25T07:31:44.725991] [INFO ] [CONFIGURE ] AMT: Testing feature 11/29: add_obv_daily
[2025-11-25T07:31:44.726037] [INFO ] [CONFIGURE ] AMT: Testing with features: ['add_obv_daily']
[2025-11-25T07:31:44.955467] [DEBUG] [FORECASTER] AMT: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T07:31:45.181239] [DEBUG] [FORECASTER] AMT: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T07:31:45.411548] [DEBUG] [FORECASTER] AMT: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T07:31:45.637570] [DEBUG] [FORECASTER] AMT: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T07:31:45.860443] [DEBUG] [FORECASTER] AMT: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T07:31:46.084568] [DEBUG] [FORECASTER] AMT: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1
[2025-11-25T07:31:46.313574] [DEBUG] [FORECASTER] AMT: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T07:31:46.550977] [DEBUG] [FORECASTER] AMT: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T07:31:46.783247] [DEBUG] [FORECASTER] AMT: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-25T07:31:47.010116] [DEBUG] [FORECASTER] AMT: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-25T07:31:47.010528] [INFO ] [CONFIGURE ] AMT: DISCARDED add_obv_daily (score: 60.00%)
[2025-11-25T07:31:47.010597] [INFO ] [CONFIGURE ] JOB ETA: 3.0h | Avg: 2.7s/test | Remaining: 4084 tests
[2025-11-25T07:31:47.010735] [INFO ] [CONFIGURE ] AMT: Testing feature 12/29: add_obv_interval
[2025-11-25T07:31:47.010866] [INFO ] [CONFIGURE ] AMT: Testing with features: ['add_obv_interval']
[2025-11-25T07:31:47.236929] [DEBUG] [FORECASTER] AMT: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T07:31:47.452979] [DEBUG] [FORECASTER] AMT: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T07:31:47.664552] [DEBUG] [FORECASTER] AMT: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T07:31:47.883964] [DEBUG] [FORECASTER] AMT: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T07:31:48.107573] [DEBUG] [FORECASTER] AMT: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T07:31:48.323423] [DEBUG] [FORECASTER] AMT: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1
[2025-11-25T07:31:48.531884] [DEBUG] [FORECASTER] AMT: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T07:31:48.744417] [DEBUG] [FORECASTER] AMT: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T07:31:48.953063] [DEBUG] [FORECASTER] AMT: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-25T07:31:49.169631] [DEBUG] [FORECASTER] AMT: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-25T07:31:49.169838] [INFO ] [CONFIGURE ] AMT: KEPT add_obv_interval (score: 70.00%)
[2025-11-25T07:31:49.169887] [INFO ] [CONFIGURE ] JOB ETA: 3.0h | Avg: 2.7s/test | Remaining: 4083 tests
[2025-11-25T07:31:49.169925] [INFO ] [CONFIGURE ] AMT: Testing feature 13/29: add_opening_strength
[2025-11-25T07:31:49.169962] [INFO ] [CONFIGURE ] AMT: Testing with features: ['add_obv_interval', 'add_daily_returns', 'add_opening_strength']
[2025-11-25T07:31:49.429309] [DEBUG] [FORECASTER] AMT: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T07:31:49.685349] [DEBUG] [FORECASTER] AMT: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T07:31:49.937885] [DEBUG] [FORECASTER] AMT: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T07:31:50.189441] [DEBUG] [FORECASTER] AMT: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T07:31:50.444605] [DEBUG] [FORECASTER] AMT: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T07:31:50.694407] [DEBUG] [FORECASTER] AMT: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1
[2025-11-25T07:31:50.944087] [DEBUG] [FORECASTER] AMT: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T07:31:51.193688] [DEBUG] [FORECASTER] AMT: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T07:31:51.471580] [DEBUG] [FORECASTER] AMT: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-25T07:31:51.737402] [DEBUG] [FORECASTER] AMT: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-25T07:31:51.737688] [INFO ] [CONFIGURE ] AMT: DISCARDED add_opening_strength (score: 70.00%)
[2025-11-25T07:31:51.737942] [INFO ] [CONFIGURE ] JOB ETA: 3.0h | Avg: 2.7s/test | Remaining: 4082 tests
[2025-11-25T07:31:51.738064] [INFO ] [CONFIGURE ] AMT: Testing feature 14/29: add_order_flow_imbalance
[2025-11-25T07:31:51.738176] [INFO ] [CONFIGURE ] AMT: Testing with features: ['add_obv_interval', 'add_order_flow_imbalance']
[2025-11-25T07:31:51.983551] [DEBUG] [FORECASTER] AMT: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T07:31:52.223393] [DEBUG] [FORECASTER] AMT: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T07:31:52.463817] [DEBUG] [FORECASTER] AMT: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T07:31:52.707854] [DEBUG] [FORECASTER] AMT: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T07:31:52.958985] [DEBUG] [FORECASTER] AMT: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T07:31:53.213336] [DEBUG] [FORECASTER] AMT: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1
[2025-11-25T07:31:53.455942] [DEBUG] [FORECASTER] AMT: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T07:31:53.704327] [DEBUG] [FORECASTER] AMT: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T07:31:53.950915] [DEBUG] [FORECASTER] AMT: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-25T07:31:54.224981] [DEBUG] [FORECASTER] AMT: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-25T07:31:54.225201] [INFO ] [CONFIGURE ] AMT: DISCARDED add_order_flow_imbalance (score: 60.00%)
[2025-11-25T07:31:54.225277] [INFO ] [CONFIGURE ] JOB ETA: 3.0h | Avg: 2.7s/test | Remaining: 4081 tests
[2025-11-25T07:31:54.225338] [INFO ] [CONFIGURE ] AMT: Testing feature 15/29: add_pbf_morning_momentum
[2025-11-25T07:31:54.225397] [INFO ] [CONFIGURE ] AMT: Testing with features: ['add_obv_interval', 'add_pbf_morning_momentum']
[2025-11-25T07:31:54.445131] [DEBUG] [FORECASTER] AMT: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T07:31:54.663173] [DEBUG] [FORECASTER] AMT: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T07:31:54.879613] [DEBUG] [FORECASTER] AMT: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T07:31:55.104301] [DEBUG] [FORECASTER] AMT: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T07:31:55.325349] [DEBUG] [FORECASTER] AMT: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T07:31:55.545974] [DEBUG] [FORECASTER] AMT: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1
[2025-11-25T07:31:55.766925] [DEBUG] [FORECASTER] AMT: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T07:31:55.987327] [DEBUG] [FORECASTER] AMT: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T07:31:56.205030] [DEBUG] [FORECASTER] AMT: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-25T07:31:56.432863] [DEBUG] [FORECASTER] AMT: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-25T07:31:56.433289] [INFO ] [CONFIGURE ] AMT: DISCARDED add_pbf_morning_momentum (score: 50.00%)
[2025-11-25T07:31:56.433441] [INFO ] [CONFIGURE ] JOB ETA: 3.0h | Avg: 2.7s/test | Remaining: 4080 tests
[2025-11-25T07:31:56.433570] [INFO ] [CONFIGURE ] AMT: Testing feature 16/29: add_pbf_overnight_gap
[2025-11-25T07:31:56.433714] [INFO ] [CONFIGURE ] AMT: Testing with features: ['add_obv_interval', 'add_pbf_overnight_gap']
[2025-11-25T07:31:56.674627] [DEBUG] [FORECASTER] AMT: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T07:31:56.915222] [DEBUG] [FORECASTER] AMT: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T07:31:57.156858] [DEBUG] [FORECASTER] AMT: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T07:31:57.391335] [DEBUG] [FORECASTER] AMT: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T07:31:57.635428] [DEBUG] [FORECASTER] AMT: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T07:31:57.874163] [DEBUG] [FORECASTER] AMT: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1
[2025-11-25T07:31:58.112823] [DEBUG] [FORECASTER] AMT: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T07:31:58.359349] [DEBUG] [FORECASTER] AMT: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T07:31:58.597485] [DEBUG] [FORECASTER] AMT: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-25T07:31:58.833766] [DEBUG] [FORECASTER] AMT: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-25T07:31:58.834145] [INFO ] [CONFIGURE ] AMT: DISCARDED add_pbf_overnight_gap (score: 50.00%)
[2025-11-25T07:31:58.834266] [INFO ] [CONFIGURE ] JOB ETA: 3.0h | Avg: 2.7s/test | Remaining: 4079 tests
[2025-11-25T07:31:58.834379] [INFO ] [CONFIGURE ] AMT: Testing feature 17/29: add_pbf_return_2d
[2025-11-25T07:31:58.834485] [INFO ] [CONFIGURE ] AMT: Testing with features: ['add_obv_interval', 'add_pbf_return_2d']
[2025-11-25T07:31:59.076128] [DEBUG] [FORECASTER] AMT: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T07:31:59.322348] [DEBUG] [FORECASTER] AMT: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T07:31:59.569309] [DEBUG] [FORECASTER] AMT: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T07:31:59.807429] [DEBUG] [FORECASTER] AMT: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T07:32:00.050348] [DEBUG] [FORECASTER] AMT: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T07:32:00.293908] [DEBUG] [FORECASTER] AMT: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1
[2025-11-25T07:32:00.542951] [DEBUG] [FORECASTER] AMT: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T07:32:01.108864] [DEBUG] [FORECASTER] AMT: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T07:32:01.653154] [DEBUG] [FORECASTER] AMT: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-25T07:32:02.174503] [DEBUG] [FORECASTER] AMT: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-25T07:32:02.174741] [INFO ] [CONFIGURE ] AMT: DISCARDED add_pbf_return_2d (score: 70.00%)
[2025-11-25T07:32:02.174825] [INFO ] [CONFIGURE ] JOB ETA: 3.0h | Avg: 2.7s/test | Remaining: 4078 tests
[2025-11-25T07:32:02.174895] [INFO ] [CONFIGURE ] AMT: Testing feature 18/29: add_pbf_volatility_5d
[2025-11-25T07:32:02.174954] [INFO ] [CONFIGURE ] AMT: Testing with features: ['add_obv_interval', 'add_pbf_volatility_5d']
[2025-11-25T07:32:02.391769] [DEBUG] [FORECASTER] AMT: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T07:32:02.612333] [DEBUG] [FORECASTER] AMT: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T07:32:02.842405] [DEBUG] [FORECASTER] AMT: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T07:32:03.063107] [DEBUG] [FORECASTER] AMT: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T07:32:03.277032] [DEBUG] [FORECASTER] AMT: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T07:32:03.491256] [DEBUG] [FORECASTER] AMT: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1
[2025-11-25T07:32:03.709582] [DEBUG] [FORECASTER] AMT: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T07:32:03.929433] [DEBUG] [FORECASTER] AMT: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T07:32:04.147071] [DEBUG] [FORECASTER] AMT: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-25T07:32:04.384118] [DEBUG] [FORECASTER] AMT: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-25T07:32:04.384304] [INFO ] [CONFIGURE ] AMT: DISCARDED add_pbf_volatility_5d (score: 60.00%)
[2025-11-25T07:32:04.384374] [INFO ] [CONFIGURE ] JOB ETA: 3.0h | Avg: 2.7s/test | Remaining: 4077 tests
[2025-11-25T07:32:04.384414] [INFO ] [CONFIGURE ] AMT: Testing feature 19/29: add_pbf_vs_sma_5
[2025-11-25T07:32:04.384450] [INFO ] [CONFIGURE ] AMT: Testing with features: ['add_obv_interval', 'add_pbf_vs_sma_5']
[2025-11-25T07:32:04.596885] [DEBUG] [FORECASTER] AMT: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T07:32:04.803961] [DEBUG] [FORECASTER] AMT: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T07:32:05.023114] [DEBUG] [FORECASTER] AMT: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T07:32:05.240466] [DEBUG] [FORECASTER] AMT: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T07:32:05.458867] [DEBUG] [FORECASTER] AMT: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T07:32:05.680158] [DEBUG] [FORECASTER] AMT: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1
[2025-11-25T07:32:05.905530] [DEBUG] [FORECASTER] AMT: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T07:32:06.132298] [DEBUG] [FORECASTER] AMT: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T07:32:06.345557] [DEBUG] [FORECASTER] AMT: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-25T07:32:06.558581] [DEBUG] [FORECASTER] AMT: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-25T07:32:06.558775] [INFO ] [CONFIGURE ] AMT: DISCARDED add_pbf_vs_sma_5 (score: 70.00%)
[2025-11-25T07:32:06.558855] [INFO ] [CONFIGURE ] JOB ETA: 3.0h | Avg: 2.7s/test | Remaining: 4076 tests
[2025-11-25T07:32:06.558913] [INFO ] [CONFIGURE ] AMT: Testing feature 20/29: add_price_rejection
[2025-11-25T07:32:06.558963] [INFO ] [CONFIGURE ] AMT: Testing with features: ['add_obv_interval', 'add_price_rejection']
[2025-11-25T07:32:06.794074] [DEBUG] [FORECASTER] AMT: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T07:32:07.032206] [DEBUG] [FORECASTER] AMT: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T07:32:07.279350] [DEBUG] [FORECASTER] AMT: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T07:32:07.516943] [DEBUG] [FORECASTER] AMT: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T07:32:07.757861] [DEBUG] [FORECASTER] AMT: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T07:32:07.987410] [DEBUG] [FORECASTER] AMT: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1
[2025-11-25T07:32:08.220614] [DEBUG] [FORECASTER] AMT: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T07:32:08.444971] [DEBUG] [FORECASTER] AMT: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T07:32:08.662106] [DEBUG] [FORECASTER] AMT: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-25T07:32:08.882055] [DEBUG] [FORECASTER] AMT: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-25T07:32:08.882335] [INFO ] [CONFIGURE ] AMT: DISCARDED add_price_rejection (score: 60.00%)
[2025-11-25T07:32:08.882400] [INFO ] [CONFIGURE ] JOB ETA: 3.0h | Avg: 2.7s/test | Remaining: 4075 tests
[2025-11-25T07:32:08.882451] [INFO ] [CONFIGURE ] AMT: Testing feature 21/29: add_range_position
[2025-11-25T07:32:08.882498] [INFO ] [CONFIGURE ] AMT: Testing with features: ['add_obv_interval', 'add_range_position']
[2025-11-25T07:32:09.122015] [DEBUG] [FORECASTER] AMT: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T07:32:09.363274] [DEBUG] [FORECASTER] AMT: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T07:32:09.602822] [DEBUG] [FORECASTER] AMT: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T07:32:09.840634] [DEBUG] [FORECASTER] AMT: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T07:32:10.077359] [DEBUG] [FORECASTER] AMT: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T07:32:10.321385] [DEBUG] [FORECASTER] AMT: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1
[2025-11-25T07:32:10.561396] [DEBUG] [FORECASTER] AMT: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T07:32:10.802663] [DEBUG] [FORECASTER] AMT: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T07:32:11.048414] [DEBUG] [FORECASTER] AMT: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T07:32:11.278912] [DEBUG] [FORECASTER] AMT: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-25T07:32:11.279142] [INFO ] [CONFIGURE ] AMT: DISCARDED add_range_position (score: 50.00%)
[2025-11-25T07:32:11.279201] [INFO ] [CONFIGURE ] JOB ETA: 3.0h | Avg: 2.7s/test | Remaining: 4074 tests
[2025-11-25T07:32:11.279248] [INFO ] [CONFIGURE ] AMT: Testing feature 22/29: add_realized_volatility
[2025-11-25T07:32:11.279293] [INFO ] [CONFIGURE ] AMT: Testing with features: ['add_obv_interval', 'add_realized_volatility']
[2025-11-25T07:32:11.583985] [DEBUG] [FORECASTER] AMT: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T07:32:11.897289] [DEBUG] [FORECASTER] AMT: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T07:32:12.206135] [DEBUG] [FORECASTER] AMT: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T07:32:12.534216] [DEBUG] [FORECASTER] AMT: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T07:32:12.858832] [DEBUG] [FORECASTER] AMT: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T07:32:13.176509] [DEBUG] [FORECASTER] AMT: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1
[2025-11-25T07:32:13.486475] [DEBUG] [FORECASTER] AMT: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T07:32:13.793519] [DEBUG] [FORECASTER] AMT: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T07:32:14.107734] [DEBUG] [FORECASTER] AMT: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-25T07:32:14.431694] [DEBUG] [FORECASTER] AMT: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-25T07:32:14.431931] [INFO ] [CONFIGURE ] AMT: DISCARDED add_realized_volatility (score: 60.00%)
[2025-11-25T07:32:14.431991] [INFO ] [CONFIGURE ] JOB ETA: 3.0h | Avg: 2.7s/test | Remaining: 4073 tests
[2025-11-25T07:32:14.432040] [INFO ] [CONFIGURE ] AMT: Testing feature 23/29: add_recent_range_context
[2025-11-25T07:32:14.432084] [INFO ] [CONFIGURE ] AMT: Testing with features: ['add_obv_interval', 'add_recent_range_context']
[2025-11-25T07:32:14.662754] [DEBUG] [FORECASTER] AMT: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T07:32:14.898003] [DEBUG] [FORECASTER] AMT: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T07:32:15.127446] [DEBUG] [FORECASTER] AMT: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T07:32:15.396161] [DEBUG] [FORECASTER] AMT: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T07:32:15.657592] [DEBUG] [FORECASTER] AMT: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T07:32:15.895883] [DEBUG] [FORECASTER] AMT: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1
[2025-11-25T07:32:16.151721] [DEBUG] [FORECASTER] AMT: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T07:32:16.385280] [DEBUG] [FORECASTER] AMT: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T07:32:16.625245] [DEBUG] [FORECASTER] AMT: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-25T07:32:16.913728] [DEBUG] [FORECASTER] AMT: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-25T07:32:16.914001] [INFO ] [CONFIGURE ] AMT: DISCARDED add_recent_range_context (score: 60.00%)
[2025-11-25T07:32:16.914093] [INFO ] [CONFIGURE ] JOB ETA: 3.0h | Avg: 2.7s/test | Remaining: 4072 tests
[2025-11-25T07:32:16.914159] [INFO ] [CONFIGURE ] AMT: Testing feature 24/29: add_rsi
[2025-11-25T07:32:16.914220] [INFO ] [CONFIGURE ] AMT: Testing with features: ['add_obv_interval', 'add_ema', 'add_rsi']
[2025-11-25T07:32:17.272981] [DEBUG] [FORECASTER] AMT: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T07:32:17.570686] [DEBUG] [FORECASTER] AMT: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T07:32:17.843758] [DEBUG] [FORECASTER] AMT: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T07:32:18.154401] [DEBUG] [FORECASTER] AMT: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T07:32:18.434596] [DEBUG] [FORECASTER] AMT: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T07:32:18.715754] [DEBUG] [FORECASTER] AMT: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1
[2025-11-25T07:32:18.998850] [DEBUG] [FORECASTER] AMT: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T07:32:19.244198] [DEBUG] [FORECASTER] AMT: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-25T07:32:19.495596] [DEBUG] [FORECASTER] AMT: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-25T07:32:19.778924] [DEBUG] [FORECASTER] AMT: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-25T07:32:19.779097] [INFO ] [CONFIGURE ] AMT: DISCARDED add_rsi (score: 40.00%)
[2025-11-25T07:32:19.779158] [INFO ] [CONFIGURE ] JOB ETA: 3.0h | Avg: 2.7s/test | Remaining: 4071 tests
[2025-11-25T07:32:19.779206] [INFO ] [CONFIGURE ] AMT: Testing feature 25/29: add_tick_distribution
[2025-11-25T07:32:19.779252] [INFO ] [CONFIGURE ] AMT: Testing with features: ['add_obv_interval', 'add_tick_distribution']
[2025-11-25T07:32:20.008582] [DEBUG] [FORECASTER] AMT: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T07:32:20.241827] [DEBUG] [FORECASTER] AMT: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T07:32:20.467251] [DEBUG] [FORECASTER] AMT: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T07:32:20.686777] [DEBUG] [FORECASTER] AMT: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T07:32:20.903804] [DEBUG] [FORECASTER] AMT: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T07:32:21.135661] [DEBUG] [FORECASTER] AMT: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1
[2025-11-25T07:32:21.361385] [DEBUG] [FORECASTER] AMT: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T07:32:21.594737] [DEBUG] [FORECASTER] AMT: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T07:32:21.824967] [DEBUG] [FORECASTER] AMT: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-25T07:32:22.051604] [DEBUG] [FORECASTER] AMT: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-11-25T07:32:22.051821] [INFO ] [CONFIGURE ] AMT: DISCARDED add_tick_distribution (score: 60.00%)
[2025-11-25T07:32:22.051873] [INFO ] [CONFIGURE ] JOB ETA: 3.0h | Avg: 2.7s/test | Remaining: 4070 tests
[2025-11-25T07:32:22.051912] [INFO ] [CONFIGURE ] AMT: Testing feature 26/29: add_volume_momentum_confirmation
[2025-11-25T07:32:22.051950] [INFO ] [CONFIGURE ] AMT: Testing with features: ['add_obv_interval', 'add_volume_momentum_confirmation']
[2025-11-25T07:32:22.281345] [DEBUG] [FORECASTER] AMT: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T07:32:22.518326] [DEBUG] [FORECASTER] AMT: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T07:32:22.751391] [DEBUG] [FORECASTER] AMT: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T07:32:22.986687] [DEBUG] [FORECASTER] AMT: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T07:32:23.219588] [DEBUG] [FORECASTER] AMT: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T07:32:23.449036] [DEBUG] [FORECASTER] AMT: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1
[2025-11-25T07:32:23.682553] [DEBUG] [FORECASTER] AMT: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T07:32:23.906424] [DEBUG] [FORECASTER] AMT: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T07:32:24.135012] [DEBUG] [FORECASTER] AMT: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T07:32:24.359895] [DEBUG] [FORECASTER] AMT: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-25T07:32:24.360247] [INFO ] [CONFIGURE ] AMT: DISCARDED add_volume_momentum_confirmation (score: 60.00%)
[2025-11-25T07:32:24.360313] [INFO ] [CONFIGURE ] JOB ETA: 3.0h | Avg: 2.7s/test | Remaining: 4069 tests
[2025-11-25T07:32:24.360442] [INFO ] [CONFIGURE ] AMT: Testing feature 27/29: add_volume_price_divergence
[2025-11-25T07:32:24.360496] [INFO ] [CONFIGURE ] AMT: Testing with features: ['add_obv_interval', 'add_volume_price_divergence']
[2025-11-25T07:32:24.598217] [DEBUG] [FORECASTER] AMT: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T07:32:24.821347] [DEBUG] [FORECASTER] AMT: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T07:32:25.047454] [DEBUG] [FORECASTER] AMT: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T07:32:25.281572] [DEBUG] [FORECASTER] AMT: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T07:32:25.516690] [DEBUG] [FORECASTER] AMT: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T07:32:25.745429] [DEBUG] [FORECASTER] AMT: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1
[2025-11-25T07:32:25.975008] [DEBUG] [FORECASTER] AMT: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T07:32:26.205474] [DEBUG] [FORECASTER] AMT: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T07:32:26.436952] [DEBUG] [FORECASTER] AMT: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-25T07:32:26.666494] [DEBUG] [FORECASTER] AMT: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-25T07:32:26.666727] [INFO ] [CONFIGURE ] AMT: DISCARDED add_volume_price_divergence (score: 60.00%)
[2025-11-25T07:32:26.666785] [INFO ] [CONFIGURE ] JOB ETA: 3.0h | Avg: 2.7s/test | Remaining: 4068 tests
[2025-11-25T07:32:26.666829] [INFO ] [CONFIGURE ] AMT: Testing feature 28/29: add_volume_profile
[2025-11-25T07:32:26.666869] [INFO ] [CONFIGURE ] AMT: Testing with features: ['add_obv_interval', 'add_volume_profile']
[2025-11-25T07:32:26.876889] [DEBUG] [FORECASTER] AMT: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T07:32:27.090368] [DEBUG] [FORECASTER] AMT: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T07:32:27.304511] [DEBUG] [FORECASTER] AMT: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T07:32:27.517683] [DEBUG] [FORECASTER] AMT: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T07:32:27.730369] [DEBUG] [FORECASTER] AMT: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T07:32:27.941521] [DEBUG] [FORECASTER] AMT: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1
[2025-11-25T07:32:28.160870] [DEBUG] [FORECASTER] AMT: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T07:32:28.376367] [DEBUG] [FORECASTER] AMT: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T07:32:28.594755] [DEBUG] [FORECASTER] AMT: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T07:32:28.810900] [DEBUG] [FORECASTER] AMT: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-11-25T07:32:28.811082] [INFO ] [CONFIGURE ] AMT: DISCARDED add_volume_profile (score: 70.00%)
[2025-11-25T07:32:28.811131] [INFO ] [CONFIGURE ] JOB ETA: 3.0h | Avg: 2.7s/test | Remaining: 4067 tests
[2025-11-25T07:32:28.811171] [INFO ] [CONFIGURE ] AMT: Testing feature 29/29: add_vwap
[2025-11-25T07:32:28.811208] [INFO ] [CONFIGURE ] AMT: Testing with features: ['add_obv_interval', 'add_vwap']
[2025-11-25T07:32:29.032047] [DEBUG] [FORECASTER] AMT: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T07:32:29.264923] [DEBUG] [FORECASTER] AMT: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T07:32:29.485538] [DEBUG] [FORECASTER] AMT: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T07:32:29.707454] [DEBUG] [FORECASTER] AMT: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T07:32:29.928068] [DEBUG] [FORECASTER] AMT: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T07:32:30.143376] [DEBUG] [FORECASTER] AMT: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1
[2025-11-25T07:32:30.375807] [DEBUG] [FORECASTER] AMT: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T07:32:30.593629] [DEBUG] [FORECASTER] AMT: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T07:32:30.811736] [DEBUG] [FORECASTER] AMT: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-25T07:32:31.029485] [DEBUG] [FORECASTER] AMT: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-25T07:32:31.029697] [INFO ] [CONFIGURE ] AMT: DISCARDED add_vwap (score: 60.00%)
[2025-11-25T07:32:31.029900] [INFO ] [CONFIGURE ] JOB ETA: 3.0h | Avg: 2.7s/test | Remaining: 4066 tests
[2025-11-25T07:32:31.030012] [INFO ] [CONFIGURE ] AMT: ===== FEATURE SELECTION COMPLETE =====
[2025-11-25T07:32:31.030115] [INFO ] [CONFIGURE ] AMT: Best accuracy: 70.00%
[2025-11-25T07:32:31.030168] [INFO ] [CONFIGURE ] AMT: Best feature set (1 features): ['add_obv_interval']
[2025-11-25T07:32:31.030266] [INFO ] [CONFIGURE ] AMT: Improvement over baseline: 10.00%
[2025-11-25T07:32:31.030372] [INFO ] [CONFIGURE ] AMT: Total time: 1.2 minutes
[2025-11-25T07:32:31.030434] [INFO ] [CONFIGURE ] AMT: Average time per feature: 2.4 seconds
[2025-11-25T07:32:31.030532] [INFO ] [CONFIGURE ] AMT: Average speed: 0.42 features/sec
[2025-11-25T07:32:31.031163] [INFO ] [LOCAL     ] Saved configuration for AMT: 1 features, 70.00% accuracy -> ./output/feature-sets/AMT.json
[2025-11-25T07:32:31.031229] [INFO ] [CONFIGURE ] AMT: Configuration saved successfully: 1 features, 70.00% accuracy.
[2025-11-25T07:32:31.031350] [INFO ] [sig       ] [24/164] Successfully configured AMT | 0.01 sym/s | Total: 31.4m | ETA: 3.1h
[2025-11-25T07:32:31.031469] [INFO ] [sig       ] [25/164] Configuring AMTD...
[2025-11-25T07:32:31.031521] [INFO ] [CONFIGURE ] AMTD: Configurate test run.
[2025-11-25T07:32:31.031619] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMTD' from 'https://tdm.silogroup.org/data/derivative_storage/AMTD.csv'.
[2025-11-25T07:32:31.044533] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'AMTD'.
[2025-11-25T07:32:31.045025] [INFO ] [CONFIGURE ] AMTD: Testing with 29 available features
[2025-11-25T07:32:31.045147] [INFO ] [CONFIGURE ] AMTD: Establishing baseline with no features...
[2025-11-25T07:32:31.211139] [DEBUG] [FORECASTER] AMTD: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T07:32:31.378552] [DEBUG] [FORECASTER] AMTD: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T07:32:31.551472] [DEBUG] [FORECASTER] AMTD: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T07:32:31.724236] [DEBUG] [FORECASTER] AMTD: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1
[2025-11-25T07:32:31.909091] [DEBUG] [FORECASTER] AMTD: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T07:32:32.073385] [DEBUG] [FORECASTER] AMTD: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T07:32:32.238011] [DEBUG] [FORECASTER] AMTD: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T07:32:32.403807] [DEBUG] [FORECASTER] AMTD: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T07:32:32.569741] [DEBUG] [FORECASTER] AMTD: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T07:32:32.734523] [DEBUG] [FORECASTER] AMTD: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T07:32:32.734862] [INFO ] [CONFIGURE ] AMTD: Baseline score (no features): 70.00%
[2025-11-25T07:32:32.734927] [INFO ] [CONFIGURE ] AMTD: Testing feature 1/29: add_bollinger_bands
[2025-11-25T07:32:32.735032] [INFO ] [CONFIGURE ] AMTD: Testing with features: ['add_bollinger_bands']
[2025-11-25T07:32:32.931216] [DEBUG] [FORECASTER] AMTD: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T07:32:33.127689] [DEBUG] [FORECASTER] AMTD: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0
[2025-11-25T07:32:33.330832] [DEBUG] [FORECASTER] AMTD: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T07:32:33.534325] [DEBUG] [FORECASTER] AMTD: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1
[2025-11-25T07:32:33.736712] [DEBUG] [FORECASTER] AMTD: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T07:32:33.936204] [DEBUG] [FORECASTER] AMTD: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T07:32:34.136363] [DEBUG] [FORECASTER] AMTD: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T07:32:34.336888] [DEBUG] [FORECASTER] AMTD: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T07:32:34.541367] [DEBUG] [FORECASTER] AMTD: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T07:32:34.743670] [DEBUG] [FORECASTER] AMTD: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T07:32:34.743839] [INFO ] [CONFIGURE ] AMTD: DISCARDED add_bollinger_bands (score: 70.00%)
[2025-11-25T07:32:34.743889] [INFO ] [CONFIGURE ] JOB ETA: 3.0h | Avg: 2.7s/test | Remaining: 4065 tests
[2025-11-25T07:32:34.743929] [INFO ] [CONFIGURE ] AMTD: Testing feature 2/29: add_cumulative_delta
[2025-11-25T07:32:34.743966] [INFO ] [CONFIGURE ] AMTD: Testing with features: ['add_cumulative_delta']
[2025-11-25T07:32:34.959586] [DEBUG] [FORECASTER] AMTD: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T07:32:35.178495] [DEBUG] [FORECASTER] AMTD: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T07:32:35.380987] [DEBUG] [FORECASTER] AMTD: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T07:32:35.584766] [DEBUG] [FORECASTER] AMTD: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1
[2025-11-25T07:32:35.789371] [DEBUG] [FORECASTER] AMTD: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T07:32:35.990023] [DEBUG] [FORECASTER] AMTD: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T07:32:36.203625] [DEBUG] [FORECASTER] AMTD: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T07:32:36.407857] [DEBUG] [FORECASTER] AMTD: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T07:32:36.602921] [DEBUG] [FORECASTER] AMTD: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T07:32:36.794108] [DEBUG] [FORECASTER] AMTD: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T07:32:36.794273] [INFO ] [CONFIGURE ] AMTD: DISCARDED add_cumulative_delta (score: 70.00%)
[2025-11-25T07:32:36.794322] [INFO ] [CONFIGURE ] JOB ETA: 3.0h | Avg: 2.7s/test | Remaining: 4064 tests
[2025-11-25T07:32:36.794361] [INFO ] [CONFIGURE ] AMTD: Testing feature 3/29: add_daily_returns
[2025-11-25T07:32:36.794399] [INFO ] [CONFIGURE ] AMTD: Testing with features: ['add_daily_returns']
[2025-11-25T07:32:36.962726] [DEBUG] [FORECASTER] AMTD: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T07:32:37.133347] [DEBUG] [FORECASTER] AMTD: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0
[2025-11-25T07:32:37.305794] [DEBUG] [FORECASTER] AMTD: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T07:32:37.477464] [DEBUG] [FORECASTER] AMTD: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-25T07:32:37.647677] [DEBUG] [FORECASTER] AMTD: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T07:32:37.829198] [DEBUG] [FORECASTER] AMTD: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T07:32:38.005233] [DEBUG] [FORECASTER] AMTD: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T07:32:38.187208] [DEBUG] [FORECASTER] AMTD: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T07:32:38.373853] [DEBUG] [FORECASTER] AMTD: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T07:32:38.564400] [DEBUG] [FORECASTER] AMTD: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T07:32:38.564574] [INFO ] [CONFIGURE ] AMTD: DISCARDED add_daily_returns (score: 70.00%)
[2025-11-25T07:32:38.564624] [INFO ] [CONFIGURE ] JOB ETA: 3.0h | Avg: 2.7s/test | Remaining: 4063 tests
[2025-11-25T07:32:38.564687] [INFO ] [CONFIGURE ] AMTD: Testing feature 4/29: add_ema
[2025-11-25T07:32:38.564754] [INFO ] [CONFIGURE ] AMTD: Testing with features: ['add_ema']
[2025-11-25T07:32:38.788372] [DEBUG] [FORECASTER] AMTD: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0
[2025-11-25T07:32:39.007845] [DEBUG] [FORECASTER] AMTD: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0
[2025-11-25T07:32:39.228740] [DEBUG] [FORECASTER] AMTD: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T07:32:39.449219] [DEBUG] [FORECASTER] AMTD: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1
[2025-11-25T07:32:39.666082] [DEBUG] [FORECASTER] AMTD: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T07:32:39.889236] [DEBUG] [FORECASTER] AMTD: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T07:32:40.125784] [DEBUG] [FORECASTER] AMTD: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T07:32:40.351752] [DEBUG] [FORECASTER] AMTD: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T07:32:40.585975] [DEBUG] [FORECASTER] AMTD: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T07:32:40.822010] [DEBUG] [FORECASTER] AMTD: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T07:32:40.822383] [INFO ] [CONFIGURE ] AMTD: DISCARDED add_ema (score: 40.00%)
[2025-11-25T07:32:40.822518] [INFO ] [CONFIGURE ] JOB ETA: 3.0h | Avg: 2.7s/test | Remaining: 4062 tests
[2025-11-25T07:32:40.822629] [INFO ] [CONFIGURE ] AMTD: Testing feature 5/29: add_exhaustion_signals
[2025-11-25T07:32:40.822950] [INFO ] [CONFIGURE ] AMTD: Testing with features: ['add_vwap', 'add_exhaustion_signals']
[2025-11-25T07:32:41.061242] [DEBUG] [FORECASTER] AMTD: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T07:32:41.292817] [DEBUG] [FORECASTER] AMTD: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0
[2025-11-25T07:32:41.527338] [DEBUG] [FORECASTER] AMTD: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T07:32:41.769608] [DEBUG] [FORECASTER] AMTD: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1
[2025-11-25T07:32:42.003343] [DEBUG] [FORECASTER] AMTD: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T07:32:42.221243] [DEBUG] [FORECASTER] AMTD: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T07:32:42.437063] [DEBUG] [FORECASTER] AMTD: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T07:32:42.660043] [DEBUG] [FORECASTER] AMTD: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T07:32:42.892412] [DEBUG] [FORECASTER] AMTD: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T07:32:43.127217] [DEBUG] [FORECASTER] AMTD: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T07:32:43.127409] [INFO ] [CONFIGURE ] AMTD: DISCARDED add_exhaustion_signals (score: 50.00%)
[2025-11-25T07:32:43.127471] [INFO ] [CONFIGURE ] JOB ETA: 3.0h | Avg: 2.7s/test | Remaining: 4061 tests
[2025-11-25T07:32:43.127520] [INFO ] [CONFIGURE ] AMTD: Testing feature 6/29: add_failed_moves
[2025-11-25T07:32:43.127565] [INFO ] [CONFIGURE ] AMTD: Testing with features: ['add_failed_moves']
[2025-11-25T07:32:43.313184] [DEBUG] [FORECASTER] AMTD: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T07:32:43.498997] [DEBUG] [FORECASTER] AMTD: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T07:32:43.685231] [DEBUG] [FORECASTER] AMTD: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T07:32:43.868515] [DEBUG] [FORECASTER] AMTD: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1
[2025-11-25T07:32:44.054996] [DEBUG] [FORECASTER] AMTD: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T07:32:44.246358] [DEBUG] [FORECASTER] AMTD: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T07:32:44.431141] [DEBUG] [FORECASTER] AMTD: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T07:32:44.622825] [DEBUG] [FORECASTER] AMTD: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T07:32:44.807318] [DEBUG] [FORECASTER] AMTD: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T07:32:44.992891] [DEBUG] [FORECASTER] AMTD: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T07:32:44.993075] [INFO ] [CONFIGURE ] AMTD: DISCARDED add_failed_moves (score: 70.00%)
[2025-11-25T07:32:44.993152] [INFO ] [CONFIGURE ] JOB ETA: 3.0h | Avg: 2.7s/test | Remaining: 4060 tests
[2025-11-25T07:32:44.993200] [INFO ] [CONFIGURE ] AMTD: Testing feature 7/29: add_lag_shelf
[2025-11-25T07:32:44.993239] [INFO ] [CONFIGURE ] AMTD: Testing with features: ['add_lag_shelf']
[2025-11-25T07:32:45.162871] [DEBUG] [FORECASTER] AMTD: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T07:32:45.339517] [DEBUG] [FORECASTER] AMTD: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T07:32:45.510061] [DEBUG] [FORECASTER] AMTD: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T07:32:45.677858] [DEBUG] [FORECASTER] AMTD: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1
[2025-11-25T07:32:45.845477] [DEBUG] [FORECASTER] AMTD: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T07:32:46.011571] [DEBUG] [FORECASTER] AMTD: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T07:32:46.195703] [DEBUG] [FORECASTER] AMTD: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T07:32:46.360910] [DEBUG] [FORECASTER] AMTD: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T07:32:46.524035] [DEBUG] [FORECASTER] AMTD: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T07:32:46.706987] [DEBUG] [FORECASTER] AMTD: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T07:32:46.707171] [INFO ] [CONFIGURE ] AMTD: DISCARDED add_lag_shelf (score: 70.00%)
[2025-11-25T07:32:46.707220] [INFO ] [CONFIGURE ] JOB ETA: 3.0h | Avg: 2.7s/test | Remaining: 4059 tests
[2025-11-25T07:32:46.707258] [INFO ] [CONFIGURE ] AMTD: Testing feature 8/29: add_macd
[2025-11-25T07:32:46.707295] [INFO ] [CONFIGURE ] AMTD: Testing with features: ['add_vwap', 'add_macd']
[2025-11-25T07:32:46.956868] [DEBUG] [FORECASTER] AMTD: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0
[2025-11-25T07:32:47.210289] [DEBUG] [FORECASTER] AMTD: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0
[2025-11-25T07:32:47.481803] [DEBUG] [FORECASTER] AMTD: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T07:32:47.758896] [DEBUG] [FORECASTER] AMTD: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1
[2025-11-25T07:32:48.041780] [DEBUG] [FORECASTER] AMTD: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T07:32:48.327347] [DEBUG] [FORECASTER] AMTD: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T07:32:48.611529] [DEBUG] [FORECASTER] AMTD: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T07:32:48.878838] [DEBUG] [FORECASTER] AMTD: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T07:32:49.148205] [DEBUG] [FORECASTER] AMTD: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T07:32:49.437824] [DEBUG] [FORECASTER] AMTD: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T07:32:49.438040] [INFO ] [CONFIGURE ] AMTD: DISCARDED add_macd (score: 40.00%)
[2025-11-25T07:32:49.438101] [INFO ] [CONFIGURE ] JOB ETA: 3.0h | Avg: 2.7s/test | Remaining: 4058 tests
[2025-11-25T07:32:49.438200] [INFO ] [CONFIGURE ] AMTD: Testing feature 9/29: add_mfi
[2025-11-25T07:32:49.438249] [INFO ] [CONFIGURE ] AMTD: Testing with features: ['add_mfi']
[2025-11-25T07:32:49.622757] [DEBUG] [FORECASTER] AMTD: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0
[2025-11-25T07:32:49.801753] [DEBUG] [FORECASTER] AMTD: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T07:32:49.979793] [DEBUG] [FORECASTER] AMTD: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T07:32:50.157320] [DEBUG] [FORECASTER] AMTD: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1
[2025-11-25T07:32:50.345211] [DEBUG] [FORECASTER] AMTD: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T07:32:50.521557] [DEBUG] [FORECASTER] AMTD: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T07:32:50.708537] [DEBUG] [FORECASTER] AMTD: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T07:32:50.897881] [DEBUG] [FORECASTER] AMTD: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T07:32:51.083813] [DEBUG] [FORECASTER] AMTD: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T07:32:51.264291] [DEBUG] [FORECASTER] AMTD: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T07:32:51.264467] [INFO ] [CONFIGURE ] AMTD: DISCARDED add_mfi (score: 60.00%)
[2025-11-25T07:32:51.264516] [INFO ] [CONFIGURE ] JOB ETA: 3.0h | Avg: 2.7s/test | Remaining: 4057 tests
[2025-11-25T07:32:51.264555] [INFO ] [CONFIGURE ] AMTD: Testing feature 10/29: add_momentum_acceleration
[2025-11-25T07:32:51.264591] [INFO ] [CONFIGURE ] AMTD: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-11-25T07:32:51.529712] [DEBUG] [FORECASTER] AMTD: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0
[2025-11-25T07:32:51.793965] [DEBUG] [FORECASTER] AMTD: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T07:32:52.056741] [DEBUG] [FORECASTER] AMTD: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T07:32:52.324993] [DEBUG] [FORECASTER] AMTD: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1
[2025-11-25T07:32:52.587614] [DEBUG] [FORECASTER] AMTD: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T07:32:52.854223] [DEBUG] [FORECASTER] AMTD: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T07:32:53.117469] [DEBUG] [FORECASTER] AMTD: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T07:32:53.380229] [DEBUG] [FORECASTER] AMTD: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T07:32:53.652977] [DEBUG] [FORECASTER] AMTD: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T07:32:53.923300] [DEBUG] [FORECASTER] AMTD: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T07:32:53.923500] [INFO ] [CONFIGURE ] AMTD: DISCARDED add_momentum_acceleration (score: 50.00%)
[2025-11-25T07:32:53.923560] [INFO ] [CONFIGURE ] JOB ETA: 3.0h | Avg: 2.7s/test | Remaining: 4056 tests
[2025-11-25T07:32:53.923610] [INFO ] [CONFIGURE ] AMTD: Testing feature 11/29: add_obv_daily
[2025-11-25T07:32:53.923688] [INFO ] [CONFIGURE ] AMTD: Testing with features: ['add_obv_daily']
[2025-11-25T07:32:54.136034] [DEBUG] [FORECASTER] AMTD: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T07:32:54.367881] [DEBUG] [FORECASTER] AMTD: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0
[2025-11-25T07:32:54.566330] [DEBUG] [FORECASTER] AMTD: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T07:32:54.752187] [DEBUG] [FORECASTER] AMTD: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1
[2025-11-25T07:32:54.948486] [DEBUG] [FORECASTER] AMTD: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T07:32:55.140605] [DEBUG] [FORECASTER] AMTD: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T07:32:55.340829] [DEBUG] [FORECASTER] AMTD: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T07:32:55.534100] [DEBUG] [FORECASTER] AMTD: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T07:32:55.719176] [DEBUG] [FORECASTER] AMTD: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T07:32:55.908703] [DEBUG] [FORECASTER] AMTD: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T07:32:55.908876] [INFO ] [CONFIGURE ] AMTD: DISCARDED add_obv_daily (score: 50.00%)
[2025-11-25T07:32:55.908924] [INFO ] [CONFIGURE ] JOB ETA: 3.0h | Avg: 2.7s/test | Remaining: 4055 tests
[2025-11-25T07:32:55.908964] [INFO ] [CONFIGURE ] AMTD: Testing feature 12/29: add_obv_interval
[2025-11-25T07:32:55.909000] [INFO ] [CONFIGURE ] AMTD: Testing with features: ['add_obv_interval']
[2025-11-25T07:32:56.092667] [DEBUG] [FORECASTER] AMTD: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T07:32:56.278909] [DEBUG] [FORECASTER] AMTD: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T07:32:56.466127] [DEBUG] [FORECASTER] AMTD: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T07:32:56.668817] [DEBUG] [FORECASTER] AMTD: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1
[2025-11-25T07:32:56.852897] [DEBUG] [FORECASTER] AMTD: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T07:32:57.033728] [DEBUG] [FORECASTER] AMTD: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T07:32:57.210751] [DEBUG] [FORECASTER] AMTD: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T07:32:57.394894] [DEBUG] [FORECASTER] AMTD: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T07:32:57.577855] [DEBUG] [FORECASTER] AMTD: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T07:32:57.757701] [DEBUG] [FORECASTER] AMTD: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T07:32:57.757889] [INFO ] [CONFIGURE ] AMTD: DISCARDED add_obv_interval (score: 70.00%)
[2025-11-25T07:32:57.757943] [INFO ] [CONFIGURE ] JOB ETA: 3.0h | Avg: 2.7s/test | Remaining: 4054 tests
[2025-11-25T07:32:57.757994] [INFO ] [CONFIGURE ] AMTD: Testing feature 13/29: add_opening_strength
[2025-11-25T07:32:57.758036] [INFO ] [CONFIGURE ] AMTD: Testing with features: ['add_daily_returns', 'add_opening_strength']
[2025-11-25T07:32:57.953470] [DEBUG] [FORECASTER] AMTD: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T07:32:58.151505] [DEBUG] [FORECASTER] AMTD: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0
[2025-11-25T07:32:58.354159] [DEBUG] [FORECASTER] AMTD: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T07:32:58.566670] [DEBUG] [FORECASTER] AMTD: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-25T07:32:58.779451] [DEBUG] [FORECASTER] AMTD: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T07:32:58.990112] [DEBUG] [FORECASTER] AMTD: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T07:32:59.208333] [DEBUG] [FORECASTER] AMTD: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T07:32:59.420784] [DEBUG] [FORECASTER] AMTD: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T07:32:59.648879] [DEBUG] [FORECASTER] AMTD: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T07:32:59.858256] [DEBUG] [FORECASTER] AMTD: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T07:32:59.858434] [INFO ] [CONFIGURE ] AMTD: DISCARDED add_opening_strength (score: 70.00%)
[2025-11-25T07:32:59.858484] [INFO ] [CONFIGURE ] JOB ETA: 3.0h | Avg: 2.7s/test | Remaining: 4053 tests
[2025-11-25T07:32:59.858522] [INFO ] [CONFIGURE ] AMTD: Testing feature 14/29: add_order_flow_imbalance
[2025-11-25T07:32:59.858556] [INFO ] [CONFIGURE ] AMTD: Testing with features: ['add_order_flow_imbalance']
[2025-11-25T07:33:00.067499] [DEBUG] [FORECASTER] AMTD: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0
[2025-11-25T07:33:00.996717] [DEBUG] [FORECASTER] AMTD: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0
[2025-11-25T07:33:01.324559] [DEBUG] [FORECASTER] AMTD: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T07:33:01.511413] [DEBUG] [FORECASTER] AMTD: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1
[2025-11-25T07:33:01.698429] [DEBUG] [FORECASTER] AMTD: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T07:33:01.883288] [DEBUG] [FORECASTER] AMTD: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T07:33:02.081110] [DEBUG] [FORECASTER] AMTD: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T07:33:02.280073] [DEBUG] [FORECASTER] AMTD: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T07:33:02.484334] [DEBUG] [FORECASTER] AMTD: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T07:33:02.689830] [DEBUG] [FORECASTER] AMTD: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T07:33:02.690004] [INFO ] [CONFIGURE ] AMTD: DISCARDED add_order_flow_imbalance (score: 40.00%)
[2025-11-25T07:33:02.690057] [INFO ] [CONFIGURE ] JOB ETA: 3.0h | Avg: 2.7s/test | Remaining: 4052 tests
[2025-11-25T07:33:02.690099] [INFO ] [CONFIGURE ] AMTD: Testing feature 15/29: add_pbf_morning_momentum
[2025-11-25T07:33:02.690139] [INFO ] [CONFIGURE ] AMTD: Testing with features: ['add_pbf_morning_momentum']
[2025-11-25T07:33:02.870533] [DEBUG] [FORECASTER] AMTD: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0
[2025-11-25T07:33:03.041615] [DEBUG] [FORECASTER] AMTD: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T07:33:03.208587] [DEBUG] [FORECASTER] AMTD: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T07:33:03.371540] [DEBUG] [FORECASTER] AMTD: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1
[2025-11-25T07:33:03.533613] [DEBUG] [FORECASTER] AMTD: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T07:33:03.700607] [DEBUG] [FORECASTER] AMTD: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T07:33:03.865538] [DEBUG] [FORECASTER] AMTD: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T07:33:04.032414] [DEBUG] [FORECASTER] AMTD: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T07:33:04.204683] [DEBUG] [FORECASTER] AMTD: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T07:33:04.369743] [DEBUG] [FORECASTER] AMTD: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T07:33:04.369900] [INFO ] [CONFIGURE ] AMTD: DISCARDED add_pbf_morning_momentum (score: 60.00%)
[2025-11-25T07:33:04.369949] [INFO ] [CONFIGURE ] JOB ETA: 3.0h | Avg: 2.7s/test | Remaining: 4051 tests
[2025-11-25T07:33:04.369988] [INFO ] [CONFIGURE ] AMTD: Testing feature 16/29: add_pbf_overnight_gap
[2025-11-25T07:33:04.370024] [INFO ] [CONFIGURE ] AMTD: Testing with features: ['add_pbf_overnight_gap']
[2025-11-25T07:33:04.553135] [DEBUG] [FORECASTER] AMTD: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T07:33:04.733704] [DEBUG] [FORECASTER] AMTD: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0
[2025-11-25T07:33:04.921541] [DEBUG] [FORECASTER] AMTD: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T07:33:05.114339] [DEBUG] [FORECASTER] AMTD: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-25T07:33:05.313145] [DEBUG] [FORECASTER] AMTD: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T07:33:05.503882] [DEBUG] [FORECASTER] AMTD: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T07:33:05.693058] [DEBUG] [FORECASTER] AMTD: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T07:33:05.885140] [DEBUG] [FORECASTER] AMTD: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T07:33:06.074700] [DEBUG] [FORECASTER] AMTD: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T07:33:06.266530] [DEBUG] [FORECASTER] AMTD: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T07:33:06.266711] [INFO ] [CONFIGURE ] AMTD: DISCARDED add_pbf_overnight_gap (score: 70.00%)
[2025-11-25T07:33:06.266791] [INFO ] [CONFIGURE ] JOB ETA: 3.0h | Avg: 2.7s/test | Remaining: 4050 tests
[2025-11-25T07:33:06.266843] [INFO ] [CONFIGURE ] AMTD: Testing feature 17/29: add_pbf_return_2d
[2025-11-25T07:33:06.266890] [INFO ] [CONFIGURE ] AMTD: Testing with features: ['add_pbf_return_2d']
[2025-11-25T07:33:06.455695] [DEBUG] [FORECASTER] AMTD: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T07:33:06.648350] [DEBUG] [FORECASTER] AMTD: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T07:33:06.836820] [DEBUG] [FORECASTER] AMTD: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T07:33:07.027801] [DEBUG] [FORECASTER] AMTD: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1
[2025-11-25T07:33:07.217796] [DEBUG] [FORECASTER] AMTD: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T07:33:07.410816] [DEBUG] [FORECASTER] AMTD: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T07:33:07.604133] [DEBUG] [FORECASTER] AMTD: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T07:33:07.797688] [DEBUG] [FORECASTER] AMTD: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T07:33:07.991964] [DEBUG] [FORECASTER] AMTD: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T07:33:08.182468] [DEBUG] [FORECASTER] AMTD: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T07:33:08.182663] [INFO ] [CONFIGURE ] AMTD: DISCARDED add_pbf_return_2d (score: 70.00%)
[2025-11-25T07:33:08.182744] [INFO ] [CONFIGURE ] JOB ETA: 3.0h | Avg: 2.7s/test | Remaining: 4049 tests
[2025-11-25T07:33:08.182796] [INFO ] [CONFIGURE ] AMTD: Testing feature 18/29: add_pbf_volatility_5d
[2025-11-25T07:33:08.182842] [INFO ] [CONFIGURE ] AMTD: Testing with features: ['add_pbf_volatility_5d']
[2025-11-25T07:33:08.360676] [DEBUG] [FORECASTER] AMTD: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T07:33:08.532212] [DEBUG] [FORECASTER] AMTD: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T07:33:08.703096] [DEBUG] [FORECASTER] AMTD: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T07:33:08.874669] [DEBUG] [FORECASTER] AMTD: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1
[2025-11-25T07:33:09.049181] [DEBUG] [FORECASTER] AMTD: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T07:33:09.260148] [DEBUG] [FORECASTER] AMTD: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T07:33:09.487069] [DEBUG] [FORECASTER] AMTD: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T07:33:09.708470] [DEBUG] [FORECASTER] AMTD: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T07:33:09.916831] [DEBUG] [FORECASTER] AMTD: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T07:33:10.096146] [DEBUG] [FORECASTER] AMTD: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T07:33:10.096380] [INFO ] [CONFIGURE ] AMTD: DISCARDED add_pbf_volatility_5d (score: 60.00%)
[2025-11-25T07:33:10.096439] [INFO ] [CONFIGURE ] JOB ETA: 3.0h | Avg: 2.7s/test | Remaining: 4048 tests
[2025-11-25T07:33:10.096480] [INFO ] [CONFIGURE ] AMTD: Testing feature 19/29: add_pbf_vs_sma_5
[2025-11-25T07:33:10.096520] [INFO ] [CONFIGURE ] AMTD: Testing with features: ['add_pbf_vs_sma_5']
[2025-11-25T07:33:10.271144] [DEBUG] [FORECASTER] AMTD: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0
[2025-11-25T07:33:10.440764] [DEBUG] [FORECASTER] AMTD: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T07:33:10.609147] [DEBUG] [FORECASTER] AMTD: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T07:33:10.781267] [DEBUG] [FORECASTER] AMTD: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1
[2025-11-25T07:33:10.960583] [DEBUG] [FORECASTER] AMTD: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T07:33:11.139074] [DEBUG] [FORECASTER] AMTD: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T07:33:11.311815] [DEBUG] [FORECASTER] AMTD: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T07:33:11.490027] [DEBUG] [FORECASTER] AMTD: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T07:33:11.669614] [DEBUG] [FORECASTER] AMTD: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T07:33:11.853057] [DEBUG] [FORECASTER] AMTD: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T07:33:11.853241] [INFO ] [CONFIGURE ] AMTD: DISCARDED add_pbf_vs_sma_5 (score: 50.00%)
[2025-11-25T07:33:11.853292] [INFO ] [CONFIGURE ] JOB ETA: 3.0h | Avg: 2.7s/test | Remaining: 4047 tests
[2025-11-25T07:33:11.853331] [INFO ] [CONFIGURE ] AMTD: Testing feature 20/29: add_price_rejection
[2025-11-25T07:33:11.853367] [INFO ] [CONFIGURE ] AMTD: Testing with features: ['add_price_rejection']
[2025-11-25T07:33:12.044081] [DEBUG] [FORECASTER] AMTD: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0
[2025-11-25T07:33:12.251130] [DEBUG] [FORECASTER] AMTD: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0
[2025-11-25T07:33:12.457491] [DEBUG] [FORECASTER] AMTD: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T07:33:12.652289] [DEBUG] [FORECASTER] AMTD: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-25T07:33:12.846322] [DEBUG] [FORECASTER] AMTD: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T07:33:13.043136] [DEBUG] [FORECASTER] AMTD: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T07:33:13.237072] [DEBUG] [FORECASTER] AMTD: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T07:33:13.429416] [DEBUG] [FORECASTER] AMTD: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T07:33:13.630831] [DEBUG] [FORECASTER] AMTD: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T07:33:13.827386] [DEBUG] [FORECASTER] AMTD: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T07:33:13.827572] [INFO ] [CONFIGURE ] AMTD: DISCARDED add_price_rejection (score: 60.00%)
[2025-11-25T07:33:13.827624] [INFO ] [CONFIGURE ] JOB ETA: 3.0h | Avg: 2.6s/test | Remaining: 4046 tests
[2025-11-25T07:33:13.827686] [INFO ] [CONFIGURE ] AMTD: Testing feature 21/29: add_range_position
[2025-11-25T07:33:13.827761] [INFO ] [CONFIGURE ] AMTD: Testing with features: ['add_range_position']
[2025-11-25T07:33:14.039578] [DEBUG] [FORECASTER] AMTD: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T07:33:14.257591] [DEBUG] [FORECASTER] AMTD: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0
[2025-11-25T07:33:14.465094] [DEBUG] [FORECASTER] AMTD: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T07:33:14.689878] [DEBUG] [FORECASTER] AMTD: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1
[2025-11-25T07:33:14.927097] [DEBUG] [FORECASTER] AMTD: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T07:33:15.131298] [DEBUG] [FORECASTER] AMTD: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T07:33:15.369937] [DEBUG] [FORECASTER] AMTD: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T07:33:15.601824] [DEBUG] [FORECASTER] AMTD: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T07:33:15.829164] [DEBUG] [FORECASTER] AMTD: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T07:33:16.056162] [DEBUG] [FORECASTER] AMTD: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T07:33:16.056341] [INFO ] [CONFIGURE ] AMTD: DISCARDED add_range_position (score: 70.00%)
[2025-11-25T07:33:16.056391] [INFO ] [CONFIGURE ] JOB ETA: 3.0h | Avg: 2.6s/test | Remaining: 4045 tests
[2025-11-25T07:33:16.056430] [INFO ] [CONFIGURE ] AMTD: Testing feature 22/29: add_realized_volatility
[2025-11-25T07:33:16.056489] [INFO ] [CONFIGURE ] AMTD: Testing with features: ['add_realized_volatility']
[2025-11-25T07:33:16.370484] [DEBUG] [FORECASTER] AMTD: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T07:33:16.675573] [DEBUG] [FORECASTER] AMTD: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0
[2025-11-25T07:33:16.981042] [DEBUG] [FORECASTER] AMTD: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T07:33:17.298722] [DEBUG] [FORECASTER] AMTD: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1
[2025-11-25T07:33:17.609744] [DEBUG] [FORECASTER] AMTD: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T07:33:17.915325] [DEBUG] [FORECASTER] AMTD: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T07:33:18.219673] [DEBUG] [FORECASTER] AMTD: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T07:33:18.528237] [DEBUG] [FORECASTER] AMTD: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T07:33:18.832309] [DEBUG] [FORECASTER] AMTD: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T07:33:19.156027] [DEBUG] [FORECASTER] AMTD: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T07:33:19.156294] [INFO ] [CONFIGURE ] AMTD: DISCARDED add_realized_volatility (score: 60.00%)
[2025-11-25T07:33:19.156359] [INFO ] [CONFIGURE ] JOB ETA: 3.0h | Avg: 2.6s/test | Remaining: 4044 tests
[2025-11-25T07:33:19.156407] [INFO ] [CONFIGURE ] AMTD: Testing feature 23/29: add_recent_range_context
[2025-11-25T07:33:19.156459] [INFO ] [CONFIGURE ] AMTD: Testing with features: ['add_recent_range_context']
[2025-11-25T07:33:19.340558] [DEBUG] [FORECASTER] AMTD: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T07:33:19.521587] [DEBUG] [FORECASTER] AMTD: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T07:33:19.704695] [DEBUG] [FORECASTER] AMTD: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T07:33:19.884335] [DEBUG] [FORECASTER] AMTD: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1
[2025-11-25T07:33:20.064994] [DEBUG] [FORECASTER] AMTD: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T07:33:20.245977] [DEBUG] [FORECASTER] AMTD: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T07:33:20.438184] [DEBUG] [FORECASTER] AMTD: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T07:33:20.637892] [DEBUG] [FORECASTER] AMTD: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T07:33:20.839393] [DEBUG] [FORECASTER] AMTD: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T07:33:21.036401] [DEBUG] [FORECASTER] AMTD: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T07:33:21.036753] [INFO ] [CONFIGURE ] AMTD: DISCARDED add_recent_range_context (score: 60.00%)
[2025-11-25T07:33:21.036894] [INFO ] [CONFIGURE ] JOB ETA: 3.0h | Avg: 2.6s/test | Remaining: 4043 tests
[2025-11-25T07:33:21.037004] [INFO ] [CONFIGURE ] AMTD: Testing feature 24/29: add_rsi
[2025-11-25T07:33:21.037125] [INFO ] [CONFIGURE ] AMTD: Testing with features: ['add_ema', 'add_rsi']
[2025-11-25T07:33:21.277689] [DEBUG] [FORECASTER] AMTD: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0
[2025-11-25T07:33:21.526572] [DEBUG] [FORECASTER] AMTD: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0
[2025-11-25T07:33:21.768511] [DEBUG] [FORECASTER] AMTD: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T07:33:22.018188] [DEBUG] [FORECASTER] AMTD: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1
[2025-11-25T07:33:22.260215] [DEBUG] [FORECASTER] AMTD: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T07:33:22.502076] [DEBUG] [FORECASTER] AMTD: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T07:33:22.748389] [DEBUG] [FORECASTER] AMTD: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T07:33:22.992212] [DEBUG] [FORECASTER] AMTD: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T07:33:23.234386] [DEBUG] [FORECASTER] AMTD: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T07:33:23.482923] [DEBUG] [FORECASTER] AMTD: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T07:33:23.483109] [INFO ] [CONFIGURE ] AMTD: DISCARDED add_rsi (score: 30.00%)
[2025-11-25T07:33:23.483166] [INFO ] [CONFIGURE ] JOB ETA: 3.0h | Avg: 2.6s/test | Remaining: 4042 tests
[2025-11-25T07:33:23.483215] [INFO ] [CONFIGURE ] AMTD: Testing feature 25/29: add_tick_distribution
[2025-11-25T07:33:23.483251] [INFO ] [CONFIGURE ] AMTD: Testing with features: ['add_tick_distribution']
[2025-11-25T07:33:23.691398] [DEBUG] [FORECASTER] AMTD: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0
[2025-11-25T07:33:23.895854] [DEBUG] [FORECASTER] AMTD: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0
[2025-11-25T07:33:24.087509] [DEBUG] [FORECASTER] AMTD: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T07:33:24.288906] [DEBUG] [FORECASTER] AMTD: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1
[2025-11-25T07:33:24.479206] [DEBUG] [FORECASTER] AMTD: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T07:33:24.677186] [DEBUG] [FORECASTER] AMTD: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T07:33:24.869766] [DEBUG] [FORECASTER] AMTD: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T07:33:25.061505] [DEBUG] [FORECASTER] AMTD: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T07:33:25.257436] [DEBUG] [FORECASTER] AMTD: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T07:33:25.460540] [DEBUG] [FORECASTER] AMTD: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T07:33:25.460729] [INFO ] [CONFIGURE ] AMTD: DISCARDED add_tick_distribution (score: 50.00%)
[2025-11-25T07:33:25.460806] [INFO ] [CONFIGURE ] JOB ETA: 3.0h | Avg: 2.6s/test | Remaining: 4041 tests
[2025-11-25T07:33:25.460857] [INFO ] [CONFIGURE ] AMTD: Testing feature 26/29: add_volume_momentum_confirmation
[2025-11-25T07:33:25.460902] [INFO ] [CONFIGURE ] AMTD: Testing with features: ['add_volume_momentum_confirmation']
[2025-11-25T07:33:25.656995] [DEBUG] [FORECASTER] AMTD: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0
[2025-11-25T07:33:25.854992] [DEBUG] [FORECASTER] AMTD: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T07:33:26.055535] [DEBUG] [FORECASTER] AMTD: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T07:33:26.254926] [DEBUG] [FORECASTER] AMTD: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1
[2025-11-25T07:33:26.436714] [DEBUG] [FORECASTER] AMTD: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T07:33:26.617713] [DEBUG] [FORECASTER] AMTD: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T07:33:26.803664] [DEBUG] [FORECASTER] AMTD: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T07:33:26.984590] [DEBUG] [FORECASTER] AMTD: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T07:33:27.167492] [DEBUG] [FORECASTER] AMTD: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T07:33:27.351327] [DEBUG] [FORECASTER] AMTD: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T07:33:27.351491] [INFO ] [CONFIGURE ] AMTD: DISCARDED add_volume_momentum_confirmation (score: 60.00%)
[2025-11-25T07:33:27.351539] [INFO ] [CONFIGURE ] JOB ETA: 3.0h | Avg: 2.6s/test | Remaining: 4040 tests
[2025-11-25T07:33:27.351578] [INFO ] [CONFIGURE ] AMTD: Testing feature 27/29: add_volume_price_divergence
[2025-11-25T07:33:27.351615] [INFO ] [CONFIGURE ] AMTD: Testing with features: ['add_volume_price_divergence']
[2025-11-25T07:33:27.443564] [FATAL] [FORECASTER] Failed to test lookback=11: [07:33:27] /workspace/src/data/gradient_index.h:100: Check failed: valid: Input data contains `inf` or a value too large, while `missing` is not set to `inf`
Stack trace:
  [bt] (0) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x2a6e7c) [0x7f7436ca6e7c]
  [bt] (1) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5eba2d) [0x7f7436feba2d]
  [bt] (2) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5e96cb) [0x7f7436fe96cb]
  [bt] (3) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5ea8f9) [0x7f7436fea8f9]
  [bt] (4) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x57b4f1) [0x7f7436f7b4f1]
  [bt] (5) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(XGQuantileDMatrixCreateFromCallback+0x178) [0x7f7436bb9378]
  [bt] (6) /lib64/libffi.so.8(+0x9056) [0x7f745f173056]
  [bt] (7) /lib64/libffi.so.8(+0x474d) [0x7f745f16e74d]
  [bt] (8) /lib64/libffi.so.8(ffi_call+0x12e) [0x7f745f17164e]


[2025-11-25T07:33:27.532636] [FATAL] [FORECASTER] Failed to test lookback=10: [07:33:27] /workspace/src/data/gradient_index.h:100: Check failed: valid: Input data contains `inf` or a value too large, while `missing` is not set to `inf`
Stack trace:
  [bt] (0) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x2a6e7c) [0x7f7436ca6e7c]
  [bt] (1) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5eba2d) [0x7f7436feba2d]
  [bt] (2) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5e96cb) [0x7f7436fe96cb]
  [bt] (3) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5ea8f9) [0x7f7436fea8f9]
  [bt] (4) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x57b4f1) [0x7f7436f7b4f1]
  [bt] (5) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(XGQuantileDMatrixCreateFromCallback+0x178) [0x7f7436bb9378]
  [bt] (6) /lib64/libffi.so.8(+0x9056) [0x7f745f173056]
  [bt] (7) /lib64/libffi.so.8(+0x474d) [0x7f745f16e74d]
  [bt] (8) /lib64/libffi.so.8(ffi_call+0x12e) [0x7f745f17164e]


[2025-11-25T07:33:27.621473] [FATAL] [FORECASTER] Failed to test lookback=9: [07:33:27] /workspace/src/data/gradient_index.h:100: Check failed: valid: Input data contains `inf` or a value too large, while `missing` is not set to `inf`
Stack trace:
  [bt] (0) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x2a6e7c) [0x7f7436ca6e7c]
  [bt] (1) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5eba2d) [0x7f7436feba2d]
  [bt] (2) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5e96cb) [0x7f7436fe96cb]
  [bt] (3) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5ea8f9) [0x7f7436fea8f9]
  [bt] (4) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x57b4f1) [0x7f7436f7b4f1]
  [bt] (5) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(XGQuantileDMatrixCreateFromCallback+0x178) [0x7f7436bb9378]
  [bt] (6) /lib64/libffi.so.8(+0x9056) [0x7f745f173056]
  [bt] (7) /lib64/libffi.so.8(+0x474d) [0x7f745f16e74d]
  [bt] (8) /lib64/libffi.so.8(ffi_call+0x12e) [0x7f745f17164e]


[2025-11-25T07:33:27.709810] [FATAL] [FORECASTER] Failed to test lookback=8: [07:33:27] /workspace/src/data/gradient_index.h:100: Check failed: valid: Input data contains `inf` or a value too large, while `missing` is not set to `inf`
Stack trace:
  [bt] (0) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x2a6e7c) [0x7f7436ca6e7c]
  [bt] (1) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5eba2d) [0x7f7436feba2d]
  [bt] (2) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5e96cb) [0x7f7436fe96cb]
  [bt] (3) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5ea8f9) [0x7f7436fea8f9]
  [bt] (4) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x57b4f1) [0x7f7436f7b4f1]
  [bt] (5) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(XGQuantileDMatrixCreateFromCallback+0x178) [0x7f7436bb9378]
  [bt] (6) /lib64/libffi.so.8(+0x9056) [0x7f745f173056]
  [bt] (7) /lib64/libffi.so.8(+0x474d) [0x7f745f16e74d]
  [bt] (8) /lib64/libffi.so.8(ffi_call+0x12e) [0x7f745f17164e]


[2025-11-25T07:33:27.798598] [FATAL] [FORECASTER] Failed to test lookback=7: [07:33:27] /workspace/src/data/gradient_index.h:100: Check failed: valid: Input data contains `inf` or a value too large, while `missing` is not set to `inf`
Stack trace:
  [bt] (0) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x2a6e7c) [0x7f7436ca6e7c]
  [bt] (1) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5eba2d) [0x7f7436feba2d]
  [bt] (2) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5e96cb) [0x7f7436fe96cb]
  [bt] (3) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5ea8f9) [0x7f7436fea8f9]
  [bt] (4) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x57b4f1) [0x7f7436f7b4f1]
  [bt] (5) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(XGQuantileDMatrixCreateFromCallback+0x178) [0x7f7436bb9378]
  [bt] (6) /lib64/libffi.so.8(+0x9056) [0x7f745f173056]
  [bt] (7) /lib64/libffi.so.8(+0x474d) [0x7f745f16e74d]
  [bt] (8) /lib64/libffi.so.8(ffi_call+0x12e) [0x7f745f17164e]


[2025-11-25T07:33:27.888561] [FATAL] [FORECASTER] Failed to test lookback=6: [07:33:27] /workspace/src/data/gradient_index.h:100: Check failed: valid: Input data contains `inf` or a value too large, while `missing` is not set to `inf`
Stack trace:
  [bt] (0) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x2a6e7c) [0x7f7436ca6e7c]
  [bt] (1) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5eba2d) [0x7f7436feba2d]
  [bt] (2) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5e96cb) [0x7f7436fe96cb]
  [bt] (3) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5ea8f9) [0x7f7436fea8f9]
  [bt] (4) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x57b4f1) [0x7f7436f7b4f1]
  [bt] (5) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(XGQuantileDMatrixCreateFromCallback+0x178) [0x7f7436bb9378]
  [bt] (6) /lib64/libffi.so.8(+0x9056) [0x7f745f173056]
  [bt] (7) /lib64/libffi.so.8(+0x474d) [0x7f745f16e74d]
  [bt] (8) /lib64/libffi.so.8(ffi_call+0x12e) [0x7f745f17164e]


[2025-11-25T07:33:27.978384] [FATAL] [FORECASTER] Failed to test lookback=5: [07:33:27] /workspace/src/data/gradient_index.h:100: Check failed: valid: Input data contains `inf` or a value too large, while `missing` is not set to `inf`
Stack trace:
  [bt] (0) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x2a6e7c) [0x7f7436ca6e7c]
  [bt] (1) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5eba2d) [0x7f7436feba2d]
  [bt] (2) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5e96cb) [0x7f7436fe96cb]
  [bt] (3) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5ea8f9) [0x7f7436fea8f9]
  [bt] (4) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x57b4f1) [0x7f7436f7b4f1]
  [bt] (5) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(XGQuantileDMatrixCreateFromCallback+0x178) [0x7f7436bb9378]
  [bt] (6) /lib64/libffi.so.8(+0x9056) [0x7f745f173056]
  [bt] (7) /lib64/libffi.so.8(+0x474d) [0x7f745f16e74d]
  [bt] (8) /lib64/libffi.so.8(ffi_call+0x12e) [0x7f745f17164e]


[2025-11-25T07:33:28.072830] [FATAL] [FORECASTER] Failed to test lookback=4: [07:33:28] /workspace/src/data/gradient_index.h:100: Check failed: valid: Input data contains `inf` or a value too large, while `missing` is not set to `inf`
Stack trace:
  [bt] (0) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x2a6e7c) [0x7f7436ca6e7c]
  [bt] (1) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5eba2d) [0x7f7436feba2d]
  [bt] (2) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5e96cb) [0x7f7436fe96cb]
  [bt] (3) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5ea8f9) [0x7f7436fea8f9]
  [bt] (4) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x57b4f1) [0x7f7436f7b4f1]
  [bt] (5) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(XGQuantileDMatrixCreateFromCallback+0x178) [0x7f7436bb9378]
  [bt] (6) /lib64/libffi.so.8(+0x9056) [0x7f745f173056]
  [bt] (7) /lib64/libffi.so.8(+0x474d) [0x7f745f16e74d]
  [bt] (8) /lib64/libffi.so.8(ffi_call+0x12e) [0x7f745f17164e]


[2025-11-25T07:33:28.162938] [FATAL] [FORECASTER] Failed to test lookback=3: [07:33:28] /workspace/src/data/gradient_index.h:100: Check failed: valid: Input data contains `inf` or a value too large, while `missing` is not set to `inf`
Stack trace:
  [bt] (0) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x2a6e7c) [0x7f7436ca6e7c]
  [bt] (1) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5eba2d) [0x7f7436feba2d]
  [bt] (2) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5e96cb) [0x7f7436fe96cb]
  [bt] (3) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5ea8f9) [0x7f7436fea8f9]
  [bt] (4) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x57b4f1) [0x7f7436f7b4f1]
  [bt] (5) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(XGQuantileDMatrixCreateFromCallback+0x178) [0x7f7436bb9378]
  [bt] (6) /lib64/libffi.so.8(+0x9056) [0x7f745f173056]
  [bt] (7) /lib64/libffi.so.8(+0x474d) [0x7f745f16e74d]
  [bt] (8) /lib64/libffi.so.8(ffi_call+0x12e) [0x7f745f17164e]


[2025-11-25T07:33:28.253720] [FATAL] [FORECASTER] Failed to test lookback=2: [07:33:28] /workspace/src/data/gradient_index.h:100: Check failed: valid: Input data contains `inf` or a value too large, while `missing` is not set to `inf`
Stack trace:
  [bt] (0) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x2a6e7c) [0x7f7436ca6e7c]
  [bt] (1) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5eba2d) [0x7f7436feba2d]
  [bt] (2) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5e96cb) [0x7f7436fe96cb]
  [bt] (3) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5ea8f9) [0x7f7436fea8f9]
  [bt] (4) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x57b4f1) [0x7f7436f7b4f1]
  [bt] (5) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(XGQuantileDMatrixCreateFromCallback+0x178) [0x7f7436bb9378]
  [bt] (6) /lib64/libffi.so.8(+0x9056) [0x7f745f173056]
  [bt] (7) /lib64/libffi.so.8(+0x474d) [0x7f745f16e74d]
  [bt] (8) /lib64/libffi.so.8(ffi_call+0x12e) [0x7f745f17164e]


[2025-11-25T07:33:28.253903] [INFO ] [CONFIGURE ] AMTD: DISCARDED add_volume_price_divergence (score: 0.00%)
[2025-11-25T07:33:28.253959] [INFO ] [CONFIGURE ] JOB ETA: 3.0h | Avg: 2.6s/test | Remaining: 4039 tests
[2025-11-25T07:33:28.253998] [INFO ] [CONFIGURE ] AMTD: Testing feature 28/29: add_volume_profile
[2025-11-25T07:33:28.254032] [INFO ] [CONFIGURE ] AMTD: Testing with features: ['add_volume_profile']
[2025-11-25T07:33:28.438881] [DEBUG] [FORECASTER] AMTD: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T07:33:28.625092] [DEBUG] [FORECASTER] AMTD: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T07:33:28.815982] [DEBUG] [FORECASTER] AMTD: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T07:33:29.001515] [DEBUG] [FORECASTER] AMTD: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1
[2025-11-25T07:33:29.188524] [DEBUG] [FORECASTER] AMTD: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T07:33:29.374681] [DEBUG] [FORECASTER] AMTD: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T07:33:29.565416] [DEBUG] [FORECASTER] AMTD: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T07:33:29.752106] [DEBUG] [FORECASTER] AMTD: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T07:33:29.941462] [DEBUG] [FORECASTER] AMTD: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T07:33:30.129090] [DEBUG] [FORECASTER] AMTD: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T07:33:30.129276] [INFO ] [CONFIGURE ] AMTD: KEPT add_volume_profile (score: 80.00%)
[2025-11-25T07:33:30.129327] [INFO ] [CONFIGURE ] JOB ETA: 3.0h | Avg: 2.6s/test | Remaining: 4038 tests
[2025-11-25T07:33:30.129366] [INFO ] [CONFIGURE ] AMTD: Testing feature 29/29: add_vwap
[2025-11-25T07:33:30.129404] [INFO ] [CONFIGURE ] AMTD: Testing with features: ['add_volume_profile', 'add_vwap']
[2025-11-25T07:33:30.329834] [DEBUG] [FORECASTER] AMTD: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0
[2025-11-25T07:33:30.529605] [DEBUG] [FORECASTER] AMTD: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0
[2025-11-25T07:33:30.723287] [DEBUG] [FORECASTER] AMTD: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T07:33:30.945552] [DEBUG] [FORECASTER] AMTD: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1
[2025-11-25T07:33:31.163567] [DEBUG] [FORECASTER] AMTD: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T07:33:31.381690] [DEBUG] [FORECASTER] AMTD: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T07:33:31.605707] [DEBUG] [FORECASTER] AMTD: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T07:33:31.839189] [DEBUG] [FORECASTER] AMTD: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T07:33:32.059969] [DEBUG] [FORECASTER] AMTD: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T07:33:32.286078] [DEBUG] [FORECASTER] AMTD: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T07:33:32.286286] [INFO ] [CONFIGURE ] AMTD: DISCARDED add_vwap (score: 50.00%)
[2025-11-25T07:33:32.286371] [INFO ] [CONFIGURE ] JOB ETA: 3.0h | Avg: 2.6s/test | Remaining: 4037 tests
[2025-11-25T07:33:32.286424] [INFO ] [CONFIGURE ] AMTD: ===== FEATURE SELECTION COMPLETE =====
[2025-11-25T07:33:32.286469] [INFO ] [CONFIGURE ] AMTD: Best accuracy: 80.00%
[2025-11-25T07:33:32.286513] [INFO ] [CONFIGURE ] AMTD: Best feature set (1 features): ['add_volume_profile']
[2025-11-25T07:33:32.286556] [INFO ] [CONFIGURE ] AMTD: Improvement over baseline: 10.00%
[2025-11-25T07:33:32.286596] [INFO ] [CONFIGURE ] AMTD: Total time: 59.6 seconds
[2025-11-25T07:33:32.286635] [INFO ] [CONFIGURE ] AMTD: Average time per feature: 2.1 seconds
[2025-11-25T07:33:32.286698] [INFO ] [CONFIGURE ] AMTD: Average speed: 0.49 features/sec
[2025-11-25T07:33:32.287268] [INFO ] [LOCAL     ] Saved configuration for AMTD: 1 features, 80.00% accuracy -> ./output/feature-sets/AMTD.json
[2025-11-25T07:33:32.287336] [INFO ] [CONFIGURE ] AMTD: Configuration saved successfully: 1 features, 80.00% accuracy.
[2025-11-25T07:33:32.287408] [INFO ] [sig       ] [25/164] Successfully configured AMTD | 0.01 sym/s | Total: 32.5m | ETA: 3.0h
[2025-11-25T07:33:32.287472] [INFO ] [sig       ] [26/164] Configuring AMX...
[2025-11-25T07:33:32.287526] [INFO ] [CONFIGURE ] AMX: Configurate test run.
[2025-11-25T07:33:32.287570] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMX' from 'https://tdm.silogroup.org/data/derivative_storage/AMX.csv'.
[2025-11-25T07:33:32.302131] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'AMX'.
[2025-11-25T07:33:32.302598] [INFO ] [CONFIGURE ] AMX: Testing with 29 available features
[2025-11-25T07:33:32.302685] [INFO ] [CONFIGURE ] AMX: Establishing baseline with no features...
[2025-11-25T07:33:32.475380] [DEBUG] [FORECASTER] AMX: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T07:33:32.637639] [DEBUG] [FORECASTER] AMX: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0
[2025-11-25T07:33:32.804534] [DEBUG] [FORECASTER] AMX: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T07:33:32.982805] [DEBUG] [FORECASTER] AMX: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T07:33:33.154392] [DEBUG] [FORECASTER] AMX: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T07:33:33.326238] [DEBUG] [FORECASTER] AMX: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1
[2025-11-25T07:33:33.501162] [DEBUG] [FORECASTER] AMX: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T07:33:33.677036] [DEBUG] [FORECASTER] AMX: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T07:33:33.854451] [DEBUG] [FORECASTER] AMX: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T07:33:34.031241] [DEBUG] [FORECASTER] AMX: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T07:33:34.031405] [INFO ] [CONFIGURE ] AMX: Baseline score (no features): 70.00%
[2025-11-25T07:33:34.031455] [INFO ] [CONFIGURE ] AMX: Testing feature 1/29: add_bollinger_bands
[2025-11-25T07:33:34.031496] [INFO ] [CONFIGURE ] AMX: Testing with features: ['add_bollinger_bands']
[2025-11-25T07:33:34.246583] [DEBUG] [FORECASTER] AMX: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T07:33:34.461422] [DEBUG] [FORECASTER] AMX: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0
[2025-11-25T07:33:34.670572] [DEBUG] [FORECASTER] AMX: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T07:33:34.885854] [DEBUG] [FORECASTER] AMX: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T07:33:35.111835] [DEBUG] [FORECASTER] AMX: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T07:33:35.329858] [DEBUG] [FORECASTER] AMX: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1
[2025-11-25T07:33:35.544418] [DEBUG] [FORECASTER] AMX: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T07:33:35.759796] [DEBUG] [FORECASTER] AMX: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T07:33:35.969044] [DEBUG] [FORECASTER] AMX: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T07:33:36.171849] [DEBUG] [FORECASTER] AMX: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T07:33:36.172027] [INFO ] [CONFIGURE ] AMX: DISCARDED add_bollinger_bands (score: 40.00%)
[2025-11-25T07:33:36.172078] [INFO ] [CONFIGURE ] JOB ETA: 3.0h | Avg: 2.6s/test | Remaining: 4036 tests
[2025-11-25T07:33:36.172118] [INFO ] [CONFIGURE ] AMX: Testing feature 2/29: add_cumulative_delta
[2025-11-25T07:33:36.172156] [INFO ] [CONFIGURE ] AMX: Testing with features: ['add_cumulative_delta']
[2025-11-25T07:33:36.379410] [DEBUG] [FORECASTER] AMX: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T07:33:36.593997] [DEBUG] [FORECASTER] AMX: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0
[2025-11-25T07:33:36.803697] [DEBUG] [FORECASTER] AMX: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T07:33:37.024061] [DEBUG] [FORECASTER] AMX: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T07:33:37.242887] [DEBUG] [FORECASTER] AMX: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T07:33:37.459240] [DEBUG] [FORECASTER] AMX: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1
[2025-11-25T07:33:37.684158] [DEBUG] [FORECASTER] AMX: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T07:33:37.905977] [DEBUG] [FORECASTER] AMX: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T07:33:38.125748] [DEBUG] [FORECASTER] AMX: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T07:33:38.387558] [DEBUG] [FORECASTER] AMX: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T07:33:38.387766] [INFO ] [CONFIGURE ] AMX: DISCARDED add_cumulative_delta (score: 40.00%)
[2025-11-25T07:33:38.388001] [INFO ] [CONFIGURE ] JOB ETA: 3.0h | Avg: 2.6s/test | Remaining: 4035 tests
[2025-11-25T07:33:38.388124] [INFO ] [CONFIGURE ] AMX: Testing feature 3/29: add_daily_returns
[2025-11-25T07:33:38.388244] [INFO ] [CONFIGURE ] AMX: Testing with features: ['add_daily_returns']
[2025-11-25T07:33:38.575624] [DEBUG] [FORECASTER] AMX: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T07:33:38.764266] [DEBUG] [FORECASTER] AMX: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0
[2025-11-25T07:33:38.970004] [DEBUG] [FORECASTER] AMX: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T07:33:39.167611] [DEBUG] [FORECASTER] AMX: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T07:33:39.369550] [DEBUG] [FORECASTER] AMX: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T07:33:39.575402] [DEBUG] [FORECASTER] AMX: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1
[2025-11-25T07:33:39.774590] [DEBUG] [FORECASTER] AMX: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T07:33:39.961238] [DEBUG] [FORECASTER] AMX: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T07:33:40.170597] [DEBUG] [FORECASTER] AMX: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T07:33:40.374822] [DEBUG] [FORECASTER] AMX: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T07:33:40.374976] [INFO ] [CONFIGURE ] AMX: DISCARDED add_daily_returns (score: 70.00%)
[2025-11-25T07:33:40.375026] [INFO ] [CONFIGURE ] JOB ETA: 3.0h | Avg: 2.6s/test | Remaining: 4034 tests
[2025-11-25T07:33:40.375065] [INFO ] [CONFIGURE ] AMX: Testing feature 4/29: add_ema
[2025-11-25T07:33:40.375127] [INFO ] [CONFIGURE ] AMX: Testing with features: ['add_ema']
[2025-11-25T07:33:40.607809] [DEBUG] [FORECASTER] AMX: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T07:33:40.831578] [DEBUG] [FORECASTER] AMX: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0
[2025-11-25T07:33:41.059150] [DEBUG] [FORECASTER] AMX: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T07:33:41.283679] [DEBUG] [FORECASTER] AMX: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T07:33:41.506911] [DEBUG] [FORECASTER] AMX: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T07:33:41.739714] [DEBUG] [FORECASTER] AMX: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1
[2025-11-25T07:33:41.965893] [DEBUG] [FORECASTER] AMX: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T07:33:42.193628] [DEBUG] [FORECASTER] AMX: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T07:33:42.420288] [DEBUG] [FORECASTER] AMX: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T07:33:42.649874] [DEBUG] [FORECASTER] AMX: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T07:33:42.650234] [INFO ] [CONFIGURE ] AMX: DISCARDED add_ema (score: 50.00%)
[2025-11-25T07:33:42.650357] [INFO ] [CONFIGURE ] JOB ETA: 3.0h | Avg: 2.6s/test | Remaining: 4033 tests
[2025-11-25T07:33:42.650470] [INFO ] [CONFIGURE ] AMX: Testing feature 5/29: add_exhaustion_signals
[2025-11-25T07:33:42.650577] [INFO ] [CONFIGURE ] AMX: Testing with features: ['add_vwap', 'add_exhaustion_signals']
[2025-11-25T07:33:42.879444] [DEBUG] [FORECASTER] AMX: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T07:33:43.113863] [DEBUG] [FORECASTER] AMX: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0
[2025-11-25T07:33:43.341621] [DEBUG] [FORECASTER] AMX: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T07:33:43.576121] [DEBUG] [FORECASTER] AMX: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T07:33:43.812968] [DEBUG] [FORECASTER] AMX: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T07:33:44.048137] [DEBUG] [FORECASTER] AMX: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1
[2025-11-25T07:33:44.286346] [DEBUG] [FORECASTER] AMX: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T07:33:44.521108] [DEBUG] [FORECASTER] AMX: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-25T07:33:44.755404] [DEBUG] [FORECASTER] AMX: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T07:33:44.997397] [DEBUG] [FORECASTER] AMX: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T07:33:44.997588] [INFO ] [CONFIGURE ] AMX: DISCARDED add_exhaustion_signals (score: 40.00%)
[2025-11-25T07:33:44.997693] [INFO ] [CONFIGURE ] JOB ETA: 3.0h | Avg: 2.6s/test | Remaining: 4032 tests
[2025-11-25T07:33:44.997749] [INFO ] [CONFIGURE ] AMX: Testing feature 6/29: add_failed_moves
[2025-11-25T07:33:44.997789] [INFO ] [CONFIGURE ] AMX: Testing with features: ['add_failed_moves']
[2025-11-25T07:33:45.188854] [DEBUG] [FORECASTER] AMX: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T07:33:45.391020] [DEBUG] [FORECASTER] AMX: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0
[2025-11-25T07:33:45.593343] [DEBUG] [FORECASTER] AMX: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T07:33:45.778988] [DEBUG] [FORECASTER] AMX: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T07:33:45.972947] [DEBUG] [FORECASTER] AMX: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T07:33:46.177303] [DEBUG] [FORECASTER] AMX: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1
[2025-11-25T07:33:46.365160] [DEBUG] [FORECASTER] AMX: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T07:33:46.554946] [DEBUG] [FORECASTER] AMX: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-25T07:33:46.743111] [DEBUG] [FORECASTER] AMX: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T07:33:46.931762] [DEBUG] [FORECASTER] AMX: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T07:33:46.931959] [INFO ] [CONFIGURE ] AMX: DISCARDED add_failed_moves (score: 50.00%)
[2025-11-25T07:33:46.932009] [INFO ] [CONFIGURE ] JOB ETA: 3.0h | Avg: 2.6s/test | Remaining: 4031 tests
[2025-11-25T07:33:46.932050] [INFO ] [CONFIGURE ] AMX: Testing feature 7/29: add_lag_shelf
[2025-11-25T07:33:46.932088] [INFO ] [CONFIGURE ] AMX: Testing with features: ['add_lag_shelf']
[2025-11-25T07:33:47.104528] [DEBUG] [FORECASTER] AMX: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T07:33:47.282318] [DEBUG] [FORECASTER] AMX: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0
[2025-11-25T07:33:47.453401] [DEBUG] [FORECASTER] AMX: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T07:33:47.630283] [DEBUG] [FORECASTER] AMX: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T07:33:47.808573] [DEBUG] [FORECASTER] AMX: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T07:33:48.006087] [DEBUG] [FORECASTER] AMX: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1
[2025-11-25T07:33:48.180071] [DEBUG] [FORECASTER] AMX: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T07:33:48.354477] [DEBUG] [FORECASTER] AMX: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T07:33:48.532178] [DEBUG] [FORECASTER] AMX: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T07:33:48.707438] [DEBUG] [FORECASTER] AMX: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T07:33:48.707593] [INFO ] [CONFIGURE ] AMX: DISCARDED add_lag_shelf (score: 70.00%)
[2025-11-25T07:33:48.707657] [INFO ] [CONFIGURE ] JOB ETA: 3.0h | Avg: 2.6s/test | Remaining: 4030 tests
[2025-11-25T07:33:48.707724] [INFO ] [CONFIGURE ] AMX: Testing feature 8/29: add_macd
[2025-11-25T07:33:48.707783] [INFO ] [CONFIGURE ] AMX: Testing with features: ['add_vwap', 'add_macd']
[2025-11-25T07:33:48.978094] [DEBUG] [FORECASTER] AMX: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T07:33:49.280954] [DEBUG] [FORECASTER] AMX: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0
[2025-11-25T07:33:49.570895] [DEBUG] [FORECASTER] AMX: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T07:33:49.860703] [DEBUG] [FORECASTER] AMX: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T07:33:50.146984] [DEBUG] [FORECASTER] AMX: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T07:33:50.419908] [DEBUG] [FORECASTER] AMX: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1
[2025-11-25T07:33:50.692943] [DEBUG] [FORECASTER] AMX: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T07:33:50.980450] [DEBUG] [FORECASTER] AMX: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-25T07:33:51.262578] [DEBUG] [FORECASTER] AMX: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T07:33:51.546346] [DEBUG] [FORECASTER] AMX: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T07:33:51.546531] [INFO ] [CONFIGURE ] AMX: DISCARDED add_macd (score: 60.00%)
[2025-11-25T07:33:51.546593] [INFO ] [CONFIGURE ] JOB ETA: 3.0h | Avg: 2.6s/test | Remaining: 4029 tests
[2025-11-25T07:33:51.546662] [INFO ] [CONFIGURE ] AMX: Testing feature 9/29: add_mfi
[2025-11-25T07:33:51.546711] [INFO ] [CONFIGURE ] AMX: Testing with features: ['add_mfi']
[2025-11-25T07:33:51.741036] [DEBUG] [FORECASTER] AMX: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T07:33:51.925232] [DEBUG] [FORECASTER] AMX: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0
[2025-11-25T07:33:52.124973] [DEBUG] [FORECASTER] AMX: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T07:33:52.312256] [DEBUG] [FORECASTER] AMX: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T07:33:52.502390] [DEBUG] [FORECASTER] AMX: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T07:33:52.721409] [DEBUG] [FORECASTER] AMX: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1
[2025-11-25T07:33:52.940384] [DEBUG] [FORECASTER] AMX: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T07:33:53.153141] [DEBUG] [FORECASTER] AMX: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T07:33:53.368603] [DEBUG] [FORECASTER] AMX: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T07:33:53.576817] [DEBUG] [FORECASTER] AMX: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T07:33:53.577037] [INFO ] [CONFIGURE ] AMX: DISCARDED add_mfi (score: 60.00%)
[2025-11-25T07:33:53.577089] [INFO ] [CONFIGURE ] JOB ETA: 2.9h | Avg: 2.6s/test | Remaining: 4028 tests
[2025-11-25T07:33:53.577348] [INFO ] [CONFIGURE ] AMX: Testing feature 10/29: add_momentum_acceleration
[2025-11-25T07:33:53.577389] [INFO ] [CONFIGURE ] AMX: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-11-25T07:33:53.855400] [DEBUG] [FORECASTER] AMX: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T07:33:54.127331] [DEBUG] [FORECASTER] AMX: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0
[2025-11-25T07:33:54.407376] [DEBUG] [FORECASTER] AMX: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T07:33:54.694709] [DEBUG] [FORECASTER] AMX: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T07:33:55.008081] [DEBUG] [FORECASTER] AMX: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T07:33:55.306136] [DEBUG] [FORECASTER] AMX: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1
[2025-11-25T07:33:55.617991] [DEBUG] [FORECASTER] AMX: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T07:33:55.917492] [DEBUG] [FORECASTER] AMX: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T07:33:56.208439] [DEBUG] [FORECASTER] AMX: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T07:33:56.525324] [DEBUG] [FORECASTER] AMX: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T07:33:56.525818] [INFO ] [CONFIGURE ] AMX: DISCARDED add_momentum_acceleration (score: 60.00%)
[2025-11-25T07:33:56.525903] [INFO ] [CONFIGURE ] JOB ETA: 2.9h | Avg: 2.6s/test | Remaining: 4027 tests
[2025-11-25T07:33:56.525984] [INFO ] [CONFIGURE ] AMX: Testing feature 11/29: add_obv_daily
[2025-11-25T07:33:56.526054] [INFO ] [CONFIGURE ] AMX: Testing with features: ['add_obv_daily']
[2025-11-25T07:33:56.738771] [DEBUG] [FORECASTER] AMX: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T07:33:56.992380] [DEBUG] [FORECASTER] AMX: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0
[2025-11-25T07:33:57.242370] [DEBUG] [FORECASTER] AMX: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T07:33:57.515262] [DEBUG] [FORECASTER] AMX: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T07:33:57.779178] [DEBUG] [FORECASTER] AMX: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T07:33:58.007623] [DEBUG] [FORECASTER] AMX: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1
[2025-11-25T07:33:58.229769] [DEBUG] [FORECASTER] AMX: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T07:33:58.431815] [DEBUG] [FORECASTER] AMX: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T07:33:58.642910] [DEBUG] [FORECASTER] AMX: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T07:33:58.852814] [DEBUG] [FORECASTER] AMX: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T07:33:58.852988] [INFO ] [CONFIGURE ] AMX: DISCARDED add_obv_daily (score: 60.00%)
[2025-11-25T07:33:58.853038] [INFO ] [CONFIGURE ] JOB ETA: 2.9h | Avg: 2.6s/test | Remaining: 4026 tests
[2025-11-25T07:33:58.853076] [INFO ] [CONFIGURE ] AMX: Testing feature 12/29: add_obv_interval
[2025-11-25T07:33:58.853112] [INFO ] [CONFIGURE ] AMX: Testing with features: ['add_obv_interval']
[2025-11-25T07:33:59.047502] [DEBUG] [FORECASTER] AMX: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T07:33:59.247845] [DEBUG] [FORECASTER] AMX: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0
[2025-11-25T07:33:59.452517] [DEBUG] [FORECASTER] AMX: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T07:33:59.663678] [DEBUG] [FORECASTER] AMX: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T07:33:59.865347] [DEBUG] [FORECASTER] AMX: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T07:34:00.073194] [DEBUG] [FORECASTER] AMX: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1
[2025-11-25T07:34:00.327263] [DEBUG] [FORECASTER] AMX: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T07:34:01.163161] [DEBUG] [FORECASTER] AMX: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-25T07:34:01.477880] [DEBUG] [FORECASTER] AMX: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T07:34:01.690536] [DEBUG] [FORECASTER] AMX: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T07:34:01.690750] [INFO ] [CONFIGURE ] AMX: DISCARDED add_obv_interval (score: 50.00%)
[2025-11-25T07:34:01.690808] [INFO ] [CONFIGURE ] JOB ETA: 2.9h | Avg: 2.6s/test | Remaining: 4025 tests
[2025-11-25T07:34:01.690853] [INFO ] [CONFIGURE ] AMX: Testing feature 13/29: add_opening_strength
[2025-11-25T07:34:01.690895] [INFO ] [CONFIGURE ] AMX: Testing with features: ['add_daily_returns', 'add_opening_strength']
[2025-11-25T07:34:01.917750] [DEBUG] [FORECASTER] AMX: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T07:34:02.129926] [DEBUG] [FORECASTER] AMX: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0
[2025-11-25T07:34:02.346820] [DEBUG] [FORECASTER] AMX: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T07:34:02.566202] [DEBUG] [FORECASTER] AMX: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T07:34:02.784501] [DEBUG] [FORECASTER] AMX: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T07:34:03.021952] [DEBUG] [FORECASTER] AMX: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1
[2025-11-25T07:34:03.250585] [DEBUG] [FORECASTER] AMX: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T07:34:03.465869] [DEBUG] [FORECASTER] AMX: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-25T07:34:03.682764] [DEBUG] [FORECASTER] AMX: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T07:34:03.906882] [DEBUG] [FORECASTER] AMX: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T07:34:03.907134] [INFO ] [CONFIGURE ] AMX: DISCARDED add_opening_strength (score: 50.00%)
[2025-11-25T07:34:03.907190] [INFO ] [CONFIGURE ] JOB ETA: 2.9h | Avg: 2.6s/test | Remaining: 4024 tests
[2025-11-25T07:34:03.907232] [INFO ] [CONFIGURE ] AMX: Testing feature 14/29: add_order_flow_imbalance
[2025-11-25T07:34:03.907271] [INFO ] [CONFIGURE ] AMX: Testing with features: ['add_order_flow_imbalance']
[2025-11-25T07:34:04.108372] [DEBUG] [FORECASTER] AMX: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T07:34:04.306081] [DEBUG] [FORECASTER] AMX: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0
[2025-11-25T07:34:04.514123] [DEBUG] [FORECASTER] AMX: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T07:34:04.721307] [DEBUG] [FORECASTER] AMX: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T07:34:04.933732] [DEBUG] [FORECASTER] AMX: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T07:34:05.143953] [DEBUG] [FORECASTER] AMX: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1
[2025-11-25T07:34:05.365311] [DEBUG] [FORECASTER] AMX: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T07:34:05.606204] [DEBUG] [FORECASTER] AMX: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T07:34:05.827894] [DEBUG] [FORECASTER] AMX: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T07:34:06.029916] [DEBUG] [FORECASTER] AMX: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T07:34:06.030077] [INFO ] [CONFIGURE ] AMX: DISCARDED add_order_flow_imbalance (score: 70.00%)
[2025-11-25T07:34:06.030126] [INFO ] [CONFIGURE ] JOB ETA: 2.9h | Avg: 2.6s/test | Remaining: 4023 tests
[2025-11-25T07:34:06.030165] [INFO ] [CONFIGURE ] AMX: Testing feature 15/29: add_pbf_morning_momentum
[2025-11-25T07:34:06.030200] [INFO ] [CONFIGURE ] AMX: Testing with features: ['add_pbf_morning_momentum']
[2025-11-25T07:34:06.200573] [DEBUG] [FORECASTER] AMX: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T07:34:06.375227] [DEBUG] [FORECASTER] AMX: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0
[2025-11-25T07:34:06.555488] [DEBUG] [FORECASTER] AMX: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T07:34:06.729256] [DEBUG] [FORECASTER] AMX: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T07:34:06.906043] [DEBUG] [FORECASTER] AMX: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T07:34:07.073094] [DEBUG] [FORECASTER] AMX: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1
[2025-11-25T07:34:07.246776] [DEBUG] [FORECASTER] AMX: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T07:34:07.420461] [DEBUG] [FORECASTER] AMX: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T07:34:07.600248] [DEBUG] [FORECASTER] AMX: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T07:34:07.773421] [DEBUG] [FORECASTER] AMX: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T07:34:07.773603] [INFO ] [CONFIGURE ] AMX: DISCARDED add_pbf_morning_momentum (score: 60.00%)
[2025-11-25T07:34:07.773672] [INFO ] [CONFIGURE ] JOB ETA: 2.9h | Avg: 2.6s/test | Remaining: 4022 tests
[2025-11-25T07:34:07.773741] [INFO ] [CONFIGURE ] AMX: Testing feature 16/29: add_pbf_overnight_gap
[2025-11-25T07:34:07.773790] [INFO ] [CONFIGURE ] AMX: Testing with features: ['add_pbf_overnight_gap']
[2025-11-25T07:34:07.963176] [DEBUG] [FORECASTER] AMX: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T07:34:08.180402] [DEBUG] [FORECASTER] AMX: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0
[2025-11-25T07:34:08.429798] [DEBUG] [FORECASTER] AMX: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T07:34:08.648174] [DEBUG] [FORECASTER] AMX: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T07:34:08.865440] [DEBUG] [FORECASTER] AMX: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T07:34:09.093488] [DEBUG] [FORECASTER] AMX: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1
[2025-11-25T07:34:09.319714] [DEBUG] [FORECASTER] AMX: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T07:34:09.544813] [DEBUG] [FORECASTER] AMX: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T07:34:09.769713] [DEBUG] [FORECASTER] AMX: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T07:34:09.993022] [DEBUG] [FORECASTER] AMX: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T07:34:09.993197] [INFO ] [CONFIGURE ] AMX: KEPT add_pbf_overnight_gap (score: 80.00%)
[2025-11-25T07:34:09.993246] [INFO ] [CONFIGURE ] JOB ETA: 2.9h | Avg: 2.6s/test | Remaining: 4021 tests
[2025-11-25T07:34:09.993283] [INFO ] [CONFIGURE ] AMX: Testing feature 17/29: add_pbf_return_2d
[2025-11-25T07:34:09.993319] [INFO ] [CONFIGURE ] AMX: Testing with features: ['add_pbf_overnight_gap', 'add_pbf_return_2d']
[2025-11-25T07:34:10.244066] [DEBUG] [FORECASTER] AMX: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T07:34:10.492809] [DEBUG] [FORECASTER] AMX: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0
[2025-11-25T07:34:10.738010] [DEBUG] [FORECASTER] AMX: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T07:34:10.985391] [DEBUG] [FORECASTER] AMX: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T07:34:11.233636] [DEBUG] [FORECASTER] AMX: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T07:34:11.472274] [DEBUG] [FORECASTER] AMX: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1
[2025-11-25T07:34:11.705333] [DEBUG] [FORECASTER] AMX: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T07:34:11.935274] [DEBUG] [FORECASTER] AMX: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T07:34:12.175077] [DEBUG] [FORECASTER] AMX: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T07:34:12.422777] [DEBUG] [FORECASTER] AMX: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T07:34:12.422942] [INFO ] [CONFIGURE ] AMX: DISCARDED add_pbf_return_2d (score: 80.00%)
[2025-11-25T07:34:12.422997] [INFO ] [CONFIGURE ] JOB ETA: 2.9h | Avg: 2.6s/test | Remaining: 4020 tests
[2025-11-25T07:34:12.423042] [INFO ] [CONFIGURE ] AMX: Testing feature 18/29: add_pbf_volatility_5d
[2025-11-25T07:34:12.423085] [INFO ] [CONFIGURE ] AMX: Testing with features: ['add_pbf_overnight_gap', 'add_pbf_volatility_5d']
[2025-11-25T07:34:12.644091] [DEBUG] [FORECASTER] AMX: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T07:34:12.866813] [DEBUG] [FORECASTER] AMX: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0
[2025-11-25T07:34:13.091566] [DEBUG] [FORECASTER] AMX: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T07:34:13.312539] [DEBUG] [FORECASTER] AMX: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T07:34:13.533178] [DEBUG] [FORECASTER] AMX: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T07:34:13.756973] [DEBUG] [FORECASTER] AMX: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1
[2025-11-25T07:34:13.963604] [DEBUG] [FORECASTER] AMX: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T07:34:14.198192] [DEBUG] [FORECASTER] AMX: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T07:34:14.427040] [DEBUG] [FORECASTER] AMX: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T07:34:14.657554] [DEBUG] [FORECASTER] AMX: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T07:34:14.657751] [INFO ] [CONFIGURE ] AMX: DISCARDED add_pbf_volatility_5d (score: 70.00%)
[2025-11-25T07:34:14.657806] [INFO ] [CONFIGURE ] JOB ETA: 2.9h | Avg: 2.6s/test | Remaining: 4019 tests
[2025-11-25T07:34:14.657880] [INFO ] [CONFIGURE ] AMX: Testing feature 19/29: add_pbf_vs_sma_5
[2025-11-25T07:34:14.657935] [INFO ] [CONFIGURE ] AMX: Testing with features: ['add_pbf_overnight_gap', 'add_pbf_vs_sma_5']
[2025-11-25T07:34:14.864686] [DEBUG] [FORECASTER] AMX: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T07:34:15.070278] [DEBUG] [FORECASTER] AMX: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0
[2025-11-25T07:34:15.281383] [DEBUG] [FORECASTER] AMX: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T07:34:15.491578] [DEBUG] [FORECASTER] AMX: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T07:34:15.704359] [DEBUG] [FORECASTER] AMX: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T07:34:15.917086] [DEBUG] [FORECASTER] AMX: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1
[2025-11-25T07:34:16.126187] [DEBUG] [FORECASTER] AMX: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T07:34:16.339132] [DEBUG] [FORECASTER] AMX: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T07:34:16.551507] [DEBUG] [FORECASTER] AMX: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T07:34:16.767778] [DEBUG] [FORECASTER] AMX: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T07:34:16.767971] [INFO ] [CONFIGURE ] AMX: DISCARDED add_pbf_vs_sma_5 (score: 70.00%)
[2025-11-25T07:34:16.768022] [INFO ] [CONFIGURE ] JOB ETA: 2.9h | Avg: 2.6s/test | Remaining: 4018 tests
[2025-11-25T07:34:16.768063] [INFO ] [CONFIGURE ] AMX: Testing feature 20/29: add_price_rejection
[2025-11-25T07:34:16.768100] [INFO ] [CONFIGURE ] AMX: Testing with features: ['add_pbf_overnight_gap', 'add_price_rejection']
[2025-11-25T07:34:17.013280] [DEBUG] [FORECASTER] AMX: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T07:34:17.266906] [DEBUG] [FORECASTER] AMX: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0
[2025-11-25T07:34:17.523786] [DEBUG] [FORECASTER] AMX: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T07:34:17.770363] [DEBUG] [FORECASTER] AMX: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T07:34:18.027749] [DEBUG] [FORECASTER] AMX: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T07:34:18.283206] [DEBUG] [FORECASTER] AMX: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1
[2025-11-25T07:34:18.521504] [DEBUG] [FORECASTER] AMX: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T07:34:18.768221] [DEBUG] [FORECASTER] AMX: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T07:34:19.023207] [DEBUG] [FORECASTER] AMX: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T07:34:19.270358] [DEBUG] [FORECASTER] AMX: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T07:34:19.270538] [INFO ] [CONFIGURE ] AMX: DISCARDED add_price_rejection (score: 50.00%)
[2025-11-25T07:34:19.270588] [INFO ] [CONFIGURE ] JOB ETA: 2.9h | Avg: 2.6s/test | Remaining: 4017 tests
[2025-11-25T07:34:19.270626] [INFO ] [CONFIGURE ] AMX: Testing feature 21/29: add_range_position
[2025-11-25T07:34:19.270682] [INFO ] [CONFIGURE ] AMX: Testing with features: ['add_pbf_overnight_gap', 'add_range_position']
[2025-11-25T07:34:19.525104] [DEBUG] [FORECASTER] AMX: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T07:34:19.770487] [DEBUG] [FORECASTER] AMX: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0
[2025-11-25T07:34:20.031219] [DEBUG] [FORECASTER] AMX: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T07:34:20.264601] [DEBUG] [FORECASTER] AMX: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T07:34:20.512313] [DEBUG] [FORECASTER] AMX: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T07:34:20.760989] [DEBUG] [FORECASTER] AMX: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1
[2025-11-25T07:34:21.004418] [DEBUG] [FORECASTER] AMX: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T07:34:21.245729] [DEBUG] [FORECASTER] AMX: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T07:34:21.500990] [DEBUG] [FORECASTER] AMX: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T07:34:21.740697] [DEBUG] [FORECASTER] AMX: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T07:34:21.740897] [INFO ] [CONFIGURE ] AMX: DISCARDED add_range_position (score: 60.00%)
[2025-11-25T07:34:21.740955] [INFO ] [CONFIGURE ] JOB ETA: 2.9h | Avg: 2.6s/test | Remaining: 4016 tests
[2025-11-25T07:34:21.741003] [INFO ] [CONFIGURE ] AMX: Testing feature 22/29: add_realized_volatility
[2025-11-25T07:34:21.741047] [INFO ] [CONFIGURE ] AMX: Testing with features: ['add_pbf_overnight_gap', 'add_realized_volatility']
[2025-11-25T07:34:22.093958] [DEBUG] [FORECASTER] AMX: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T07:34:22.425601] [DEBUG] [FORECASTER] AMX: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0
[2025-11-25T07:34:22.749981] [DEBUG] [FORECASTER] AMX: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T07:34:23.077766] [DEBUG] [FORECASTER] AMX: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T07:34:23.408884] [DEBUG] [FORECASTER] AMX: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T07:34:23.737304] [DEBUG] [FORECASTER] AMX: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1
[2025-11-25T07:34:24.071477] [DEBUG] [FORECASTER] AMX: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T07:34:24.427483] [DEBUG] [FORECASTER] AMX: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T07:34:24.783395] [DEBUG] [FORECASTER] AMX: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T07:34:25.153138] [DEBUG] [FORECASTER] AMX: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T07:34:25.153383] [INFO ] [CONFIGURE ] AMX: DISCARDED add_realized_volatility (score: 60.00%)
[2025-11-25T07:34:25.153444] [INFO ] [CONFIGURE ] JOB ETA: 2.9h | Avg: 2.6s/test | Remaining: 4015 tests
[2025-11-25T07:34:25.153494] [INFO ] [CONFIGURE ] AMX: Testing feature 23/29: add_recent_range_context
[2025-11-25T07:34:25.153540] [INFO ] [CONFIGURE ] AMX: Testing with features: ['add_pbf_overnight_gap', 'add_recent_range_context']
[2025-11-25T07:34:25.400304] [DEBUG] [FORECASTER] AMX: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T07:34:25.641138] [DEBUG] [FORECASTER] AMX: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0
[2025-11-25T07:34:25.888799] [DEBUG] [FORECASTER] AMX: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T07:34:26.144254] [DEBUG] [FORECASTER] AMX: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T07:34:26.398815] [DEBUG] [FORECASTER] AMX: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T07:34:26.626183] [DEBUG] [FORECASTER] AMX: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1
[2025-11-25T07:34:26.844951] [DEBUG] [FORECASTER] AMX: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T07:34:27.068911] [DEBUG] [FORECASTER] AMX: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T07:34:27.293890] [DEBUG] [FORECASTER] AMX: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T07:34:27.512693] [DEBUG] [FORECASTER] AMX: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T07:34:27.512861] [INFO ] [CONFIGURE ] AMX: DISCARDED add_recent_range_context (score: 60.00%)
[2025-11-25T07:34:27.512910] [INFO ] [CONFIGURE ] JOB ETA: 2.9h | Avg: 2.6s/test | Remaining: 4014 tests
[2025-11-25T07:34:27.512949] [INFO ] [CONFIGURE ] AMX: Testing feature 24/29: add_rsi
[2025-11-25T07:34:27.512985] [INFO ] [CONFIGURE ] AMX: Testing with features: ['add_pbf_overnight_gap', 'add_ema', 'add_rsi']
[2025-11-25T07:34:27.760933] [DEBUG] [FORECASTER] AMX: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T07:34:28.019716] [DEBUG] [FORECASTER] AMX: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0
[2025-11-25T07:34:28.278773] [DEBUG] [FORECASTER] AMX: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T07:34:28.530030] [DEBUG] [FORECASTER] AMX: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T07:34:28.790501] [DEBUG] [FORECASTER] AMX: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T07:34:29.040741] [DEBUG] [FORECASTER] AMX: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1
[2025-11-25T07:34:29.291181] [DEBUG] [FORECASTER] AMX: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T07:34:29.541635] [DEBUG] [FORECASTER] AMX: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-25T07:34:29.798060] [DEBUG] [FORECASTER] AMX: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T07:34:30.055637] [DEBUG] [FORECASTER] AMX: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T07:34:30.055831] [INFO ] [CONFIGURE ] AMX: DISCARDED add_rsi (score: 40.00%)
[2025-11-25T07:34:30.055891] [INFO ] [CONFIGURE ] JOB ETA: 2.9h | Avg: 2.6s/test | Remaining: 4013 tests
[2025-11-25T07:34:30.055940] [INFO ] [CONFIGURE ] AMX: Testing feature 25/29: add_tick_distribution
[2025-11-25T07:34:30.055983] [INFO ] [CONFIGURE ] AMX: Testing with features: ['add_pbf_overnight_gap', 'add_tick_distribution']
[2025-11-25T07:34:30.255430] [DEBUG] [FORECASTER] AMX: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T07:34:30.458767] [DEBUG] [FORECASTER] AMX: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0
[2025-11-25T07:34:30.657797] [DEBUG] [FORECASTER] AMX: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T07:34:30.858707] [DEBUG] [FORECASTER] AMX: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T07:34:31.070096] [DEBUG] [FORECASTER] AMX: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T07:34:31.277379] [DEBUG] [FORECASTER] AMX: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1
[2025-11-25T07:34:31.492934] [DEBUG] [FORECASTER] AMX: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T07:34:31.692866] [DEBUG] [FORECASTER] AMX: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T07:34:31.894031] [DEBUG] [FORECASTER] AMX: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T07:34:32.114088] [DEBUG] [FORECASTER] AMX: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T07:34:32.114420] [INFO ] [CONFIGURE ] AMX: DISCARDED add_tick_distribution (score: 40.00%)
[2025-11-25T07:34:32.114542] [INFO ] [CONFIGURE ] JOB ETA: 2.9h | Avg: 2.6s/test | Remaining: 4012 tests
[2025-11-25T07:34:32.114669] [INFO ] [CONFIGURE ] AMX: Testing feature 26/29: add_volume_momentum_confirmation
[2025-11-25T07:34:32.114778] [INFO ] [CONFIGURE ] AMX: Testing with features: ['add_pbf_overnight_gap', 'add_volume_momentum_confirmation']
[2025-11-25T07:34:32.337914] [DEBUG] [FORECASTER] AMX: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T07:34:32.555179] [DEBUG] [FORECASTER] AMX: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0
[2025-11-25T07:34:32.772111] [DEBUG] [FORECASTER] AMX: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T07:34:32.990722] [DEBUG] [FORECASTER] AMX: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T07:34:33.224081] [DEBUG] [FORECASTER] AMX: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T07:34:33.457492] [DEBUG] [FORECASTER] AMX: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1
[2025-11-25T07:34:33.695180] [DEBUG] [FORECASTER] AMX: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T07:34:33.934198] [DEBUG] [FORECASTER] AMX: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T07:34:34.170665] [DEBUG] [FORECASTER] AMX: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T07:34:34.399153] [DEBUG] [FORECASTER] AMX: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T07:34:34.399388] [INFO ] [CONFIGURE ] AMX: DISCARDED add_volume_momentum_confirmation (score: 80.00%)
[2025-11-25T07:34:34.399597] [INFO ] [CONFIGURE ] JOB ETA: 2.9h | Avg: 2.6s/test | Remaining: 4011 tests
[2025-11-25T07:34:34.399726] [INFO ] [CONFIGURE ] AMX: Testing feature 27/29: add_volume_price_divergence
[2025-11-25T07:34:34.399830] [INFO ] [CONFIGURE ] AMX: Testing with features: ['add_pbf_overnight_gap', 'add_volume_price_divergence']
[2025-11-25T07:34:34.639341] [DEBUG] [FORECASTER] AMX: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T07:34:34.884011] [DEBUG] [FORECASTER] AMX: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0
[2025-11-25T07:34:35.129305] [DEBUG] [FORECASTER] AMX: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T07:34:35.383025] [DEBUG] [FORECASTER] AMX: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T07:34:35.641993] [DEBUG] [FORECASTER] AMX: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T07:34:35.886618] [DEBUG] [FORECASTER] AMX: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1
[2025-11-25T07:34:36.135794] [DEBUG] [FORECASTER] AMX: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T07:34:36.396282] [DEBUG] [FORECASTER] AMX: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T07:34:36.648281] [DEBUG] [FORECASTER] AMX: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T07:34:36.894180] [DEBUG] [FORECASTER] AMX: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T07:34:36.894412] [INFO ] [CONFIGURE ] AMX: DISCARDED add_volume_price_divergence (score: 70.00%)
[2025-11-25T07:34:36.894489] [INFO ] [CONFIGURE ] JOB ETA: 2.9h | Avg: 2.6s/test | Remaining: 4010 tests
[2025-11-25T07:34:36.894555] [INFO ] [CONFIGURE ] AMX: Testing feature 28/29: add_volume_profile
[2025-11-25T07:34:36.894617] [INFO ] [CONFIGURE ] AMX: Testing with features: ['add_pbf_overnight_gap', 'add_volume_profile']
[2025-11-25T07:34:37.142681] [DEBUG] [FORECASTER] AMX: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T07:34:37.371698] [DEBUG] [FORECASTER] AMX: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0
[2025-11-25T07:34:37.600852] [DEBUG] [FORECASTER] AMX: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T07:34:37.830177] [DEBUG] [FORECASTER] AMX: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T07:34:38.051829] [DEBUG] [FORECASTER] AMX: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T07:34:38.269692] [DEBUG] [FORECASTER] AMX: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1
[2025-11-25T07:34:38.530152] [DEBUG] [FORECASTER] AMX: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T07:34:38.759041] [DEBUG] [FORECASTER] AMX: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T07:34:38.996972] [DEBUG] [FORECASTER] AMX: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T07:34:39.244453] [DEBUG] [FORECASTER] AMX: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T07:34:39.244676] [INFO ] [CONFIGURE ] AMX: DISCARDED add_volume_profile (score: 40.00%)
[2025-11-25T07:34:39.244906] [INFO ] [CONFIGURE ] JOB ETA: 2.9h | Avg: 2.6s/test | Remaining: 4009 tests
[2025-11-25T07:34:39.244967] [INFO ] [CONFIGURE ] AMX: Testing feature 29/29: add_vwap
[2025-11-25T07:34:39.245015] [INFO ] [CONFIGURE ] AMX: Testing with features: ['add_pbf_overnight_gap', 'add_vwap']
[2025-11-25T07:34:39.482503] [DEBUG] [FORECASTER] AMX: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T07:34:39.726935] [DEBUG] [FORECASTER] AMX: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0
[2025-11-25T07:34:39.970417] [DEBUG] [FORECASTER] AMX: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T07:34:40.221904] [DEBUG] [FORECASTER] AMX: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T07:34:40.479198] [DEBUG] [FORECASTER] AMX: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T07:34:40.751747] [DEBUG] [FORECASTER] AMX: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1
[2025-11-25T07:34:40.990823] [DEBUG] [FORECASTER] AMX: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T07:34:41.231596] [DEBUG] [FORECASTER] AMX: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T07:34:41.472288] [DEBUG] [FORECASTER] AMX: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T07:34:41.706089] [DEBUG] [FORECASTER] AMX: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T07:34:41.706295] [INFO ] [CONFIGURE ] AMX: DISCARDED add_vwap (score: 60.00%)
[2025-11-25T07:34:41.706370] [INFO ] [CONFIGURE ] JOB ETA: 2.9h | Avg: 2.6s/test | Remaining: 4008 tests
[2025-11-25T07:34:41.706418] [INFO ] [CONFIGURE ] AMX: ===== FEATURE SELECTION COMPLETE =====
[2025-11-25T07:34:41.706459] [INFO ] [CONFIGURE ] AMX: Best accuracy: 80.00%
[2025-11-25T07:34:41.706499] [INFO ] [CONFIGURE ] AMX: Best feature set (1 features): ['add_pbf_overnight_gap']
[2025-11-25T07:34:41.706540] [INFO ] [CONFIGURE ] AMX: Improvement over baseline: 10.00%
[2025-11-25T07:34:41.706576] [INFO ] [CONFIGURE ] AMX: Total time: 1.1 minutes
[2025-11-25T07:34:41.706612] [INFO ] [CONFIGURE ] AMX: Average time per feature: 2.3 seconds
[2025-11-25T07:34:41.706672] [INFO ] [CONFIGURE ] AMX: Average speed: 0.43 features/sec
[2025-11-25T07:34:41.707096] [INFO ] [LOCAL     ] Saved configuration for AMX: 1 features, 80.00% accuracy -> ./output/feature-sets/AMX.json
[2025-11-25T07:34:41.707171] [INFO ] [CONFIGURE ] AMX: Configuration saved successfully: 1 features, 80.00% accuracy.
[2025-11-25T07:34:41.707221] [INFO ] [sig       ] [26/164] Successfully configured AMX | 0.01 sym/s | Total: 33.6m | ETA: 3.0h
[2025-11-25T07:34:41.707267] [INFO ] [sig       ] [27/164] Configuring AOD...
[2025-11-25T07:34:41.707308] [INFO ] [CONFIGURE ] AOD: Configurate test run.
[2025-11-25T07:34:41.707346] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AOD' from 'https://tdm.silogroup.org/data/derivative_storage/AOD.csv'.
[2025-11-25T07:34:41.719494] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'AOD'.
[2025-11-25T07:34:41.719963] [INFO ] [CONFIGURE ] AOD: Testing with 29 available features
[2025-11-25T07:34:41.720027] [INFO ] [CONFIGURE ] AOD: Establishing baseline with no features...
[2025-11-25T07:34:41.890856] [DEBUG] [FORECASTER] AOD: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T07:34:42.057424] [DEBUG] [FORECASTER] AOD: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T07:34:42.225221] [DEBUG] [FORECASTER] AOD: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T07:34:42.406423] [DEBUG] [FORECASTER] AOD: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T07:34:42.608091] [DEBUG] [FORECASTER] AOD: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T07:34:42.799269] [DEBUG] [FORECASTER] AOD: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T07:34:42.995590] [DEBUG] [FORECASTER] AOD: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T07:34:43.186534] [DEBUG] [FORECASTER] AOD: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T07:34:43.379672] [DEBUG] [FORECASTER] AOD: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T07:34:43.570112] [DEBUG] [FORECASTER] AOD: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T07:34:43.570284] [INFO ] [CONFIGURE ] AOD: Baseline score (no features): 60.00%
[2025-11-25T07:34:43.570333] [INFO ] [CONFIGURE ] AOD: Testing feature 1/29: add_bollinger_bands
[2025-11-25T07:34:43.570374] [INFO ] [CONFIGURE ] AOD: Testing with features: ['add_bollinger_bands']
[2025-11-25T07:34:43.799523] [DEBUG] [FORECASTER] AOD: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T07:34:44.051360] [DEBUG] [FORECASTER] AOD: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T07:34:44.290237] [DEBUG] [FORECASTER] AOD: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T07:34:44.528513] [DEBUG] [FORECASTER] AOD: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T07:34:44.761222] [DEBUG] [FORECASTER] AOD: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T07:34:44.981519] [DEBUG] [FORECASTER] AOD: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T07:34:45.195278] [DEBUG] [FORECASTER] AOD: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T07:34:45.417152] [DEBUG] [FORECASTER] AOD: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T07:34:45.632504] [DEBUG] [FORECASTER] AOD: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T07:34:45.851807] [DEBUG] [FORECASTER] AOD: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T07:34:45.852007] [INFO ] [CONFIGURE ] AOD: DISCARDED add_bollinger_bands (score: 60.00%)
[2025-11-25T07:34:45.852066] [INFO ] [CONFIGURE ] JOB ETA: 2.9h | Avg: 2.6s/test | Remaining: 4007 tests
[2025-11-25T07:34:45.852108] [INFO ] [CONFIGURE ] AOD: Testing feature 2/29: add_cumulative_delta
[2025-11-25T07:34:45.852145] [INFO ] [CONFIGURE ] AOD: Testing with features: ['add_cumulative_delta']
[2025-11-25T07:34:46.073965] [DEBUG] [FORECASTER] AOD: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T07:34:46.306807] [DEBUG] [FORECASTER] AOD: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T07:34:46.530388] [DEBUG] [FORECASTER] AOD: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T07:34:46.763018] [DEBUG] [FORECASTER] AOD: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T07:34:46.982503] [DEBUG] [FORECASTER] AOD: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T07:34:47.202286] [DEBUG] [FORECASTER] AOD: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T07:34:47.428148] [DEBUG] [FORECASTER] AOD: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T07:34:47.657963] [DEBUG] [FORECASTER] AOD: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T07:34:47.880176] [DEBUG] [FORECASTER] AOD: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T07:34:48.112449] [DEBUG] [FORECASTER] AOD: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T07:34:48.112692] [INFO ] [CONFIGURE ] AOD: DISCARDED add_cumulative_delta (score: 60.00%)
[2025-11-25T07:34:48.112774] [INFO ] [CONFIGURE ] JOB ETA: 2.9h | Avg: 2.6s/test | Remaining: 4006 tests
[2025-11-25T07:34:48.112842] [INFO ] [CONFIGURE ] AOD: Testing feature 3/29: add_daily_returns
[2025-11-25T07:34:48.112900] [INFO ] [CONFIGURE ] AOD: Testing with features: ['add_daily_returns']
[2025-11-25T07:34:48.307949] [DEBUG] [FORECASTER] AOD: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T07:34:48.502871] [DEBUG] [FORECASTER] AOD: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T07:34:48.700044] [DEBUG] [FORECASTER] AOD: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T07:34:48.897096] [DEBUG] [FORECASTER] AOD: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T07:34:49.096208] [DEBUG] [FORECASTER] AOD: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T07:34:49.295177] [DEBUG] [FORECASTER] AOD: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T07:34:49.497071] [DEBUG] [FORECASTER] AOD: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T07:34:49.707467] [DEBUG] [FORECASTER] AOD: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T07:34:49.909807] [DEBUG] [FORECASTER] AOD: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T07:34:50.113561] [DEBUG] [FORECASTER] AOD: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T07:34:50.113800] [INFO ] [CONFIGURE ] AOD: DISCARDED add_daily_returns (score: 50.00%)
[2025-11-25T07:34:50.113885] [INFO ] [CONFIGURE ] JOB ETA: 2.9h | Avg: 2.6s/test | Remaining: 4005 tests
[2025-11-25T07:34:50.113950] [INFO ] [CONFIGURE ] AOD: Testing feature 4/29: add_ema
[2025-11-25T07:34:50.114002] [INFO ] [CONFIGURE ] AOD: Testing with features: ['add_ema']
[2025-11-25T07:34:50.358021] [DEBUG] [FORECASTER] AOD: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T07:34:50.588138] [DEBUG] [FORECASTER] AOD: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T07:34:50.810458] [DEBUG] [FORECASTER] AOD: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T07:34:51.032287] [DEBUG] [FORECASTER] AOD: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T07:34:51.258195] [DEBUG] [FORECASTER] AOD: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T07:34:51.511437] [DEBUG] [FORECASTER] AOD: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T07:34:51.760319] [DEBUG] [FORECASTER] AOD: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T07:34:52.003159] [DEBUG] [FORECASTER] AOD: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T07:34:52.230999] [DEBUG] [FORECASTER] AOD: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T07:34:52.452470] [DEBUG] [FORECASTER] AOD: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T07:34:52.452731] [INFO ] [CONFIGURE ] AOD: DISCARDED add_ema (score: 50.00%)
[2025-11-25T07:34:52.452895] [INFO ] [CONFIGURE ] JOB ETA: 2.9h | Avg: 2.6s/test | Remaining: 4004 tests
[2025-11-25T07:34:52.453053] [INFO ] [CONFIGURE ] AOD: Testing feature 5/29: add_exhaustion_signals
[2025-11-25T07:34:52.453164] [INFO ] [CONFIGURE ] AOD: Testing with features: ['add_vwap', 'add_exhaustion_signals']
[2025-11-25T07:34:52.701062] [DEBUG] [FORECASTER] AOD: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T07:34:52.952673] [DEBUG] [FORECASTER] AOD: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T07:34:53.202279] [DEBUG] [FORECASTER] AOD: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T07:34:53.439816] [DEBUG] [FORECASTER] AOD: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T07:34:53.687562] [DEBUG] [FORECASTER] AOD: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T07:34:53.936059] [DEBUG] [FORECASTER] AOD: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T07:34:54.197465] [DEBUG] [FORECASTER] AOD: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T07:34:54.455842] [DEBUG] [FORECASTER] AOD: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T07:34:54.709135] [DEBUG] [FORECASTER] AOD: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T07:34:54.993754] [DEBUG] [FORECASTER] AOD: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T07:34:54.993983] [INFO ] [CONFIGURE ] AOD: DISCARDED add_exhaustion_signals (score: 50.00%)
[2025-11-25T07:34:54.994064] [INFO ] [CONFIGURE ] JOB ETA: 2.9h | Avg: 2.6s/test | Remaining: 4003 tests
[2025-11-25T07:34:54.994119] [INFO ] [CONFIGURE ] AOD: Testing feature 6/29: add_failed_moves
[2025-11-25T07:34:54.994182] [INFO ] [CONFIGURE ] AOD: Testing with features: ['add_failed_moves']
[2025-11-25T07:34:55.235495] [DEBUG] [FORECASTER] AOD: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T07:34:55.450259] [DEBUG] [FORECASTER] AOD: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T07:34:55.664612] [DEBUG] [FORECASTER] AOD: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T07:34:55.874191] [DEBUG] [FORECASTER] AOD: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T07:34:56.079106] [DEBUG] [FORECASTER] AOD: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T07:34:56.268365] [DEBUG] [FORECASTER] AOD: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T07:34:56.472720] [DEBUG] [FORECASTER] AOD: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T07:34:56.670578] [DEBUG] [FORECASTER] AOD: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T07:34:56.863692] [DEBUG] [FORECASTER] AOD: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T07:34:57.060028] [DEBUG] [FORECASTER] AOD: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T07:34:57.060227] [INFO ] [CONFIGURE ] AOD: DISCARDED add_failed_moves (score: 60.00%)
[2025-11-25T07:34:57.060285] [INFO ] [CONFIGURE ] JOB ETA: 2.9h | Avg: 2.6s/test | Remaining: 4002 tests
[2025-11-25T07:34:57.060333] [INFO ] [CONFIGURE ] AOD: Testing feature 7/29: add_lag_shelf
[2025-11-25T07:34:57.060379] [INFO ] [CONFIGURE ] AOD: Testing with features: ['add_lag_shelf']
[2025-11-25T07:34:57.237971] [DEBUG] [FORECASTER] AOD: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T07:34:57.410434] [DEBUG] [FORECASTER] AOD: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T07:34:57.578899] [DEBUG] [FORECASTER] AOD: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T07:34:57.754864] [DEBUG] [FORECASTER] AOD: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T07:34:57.929625] [DEBUG] [FORECASTER] AOD: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T07:34:58.100708] [DEBUG] [FORECASTER] AOD: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T07:34:58.275099] [DEBUG] [FORECASTER] AOD: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T07:34:58.446889] [DEBUG] [FORECASTER] AOD: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T07:34:58.618952] [DEBUG] [FORECASTER] AOD: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T07:34:58.796687] [DEBUG] [FORECASTER] AOD: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T07:34:58.796857] [INFO ] [CONFIGURE ] AOD: DISCARDED add_lag_shelf (score: 60.00%)
[2025-11-25T07:34:58.796905] [INFO ] [CONFIGURE ] JOB ETA: 2.9h | Avg: 2.6s/test | Remaining: 4001 tests
[2025-11-25T07:34:58.796945] [INFO ] [CONFIGURE ] AOD: Testing feature 8/29: add_macd
[2025-11-25T07:34:58.796982] [INFO ] [CONFIGURE ] AOD: Testing with features: ['add_vwap', 'add_macd']
[2025-11-25T07:34:59.064807] [DEBUG] [FORECASTER] AOD: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T07:34:59.341327] [DEBUG] [FORECASTER] AOD: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T07:34:59.605680] [DEBUG] [FORECASTER] AOD: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T07:34:59.869801] [DEBUG] [FORECASTER] AOD: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T07:35:00.144055] [DEBUG] [FORECASTER] AOD: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T07:35:00.513988] [DEBUG] [FORECASTER] AOD: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T07:35:01.306293] [DEBUG] [FORECASTER] AOD: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T07:35:01.614840] [DEBUG] [FORECASTER] AOD: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T07:35:01.888790] [DEBUG] [FORECASTER] AOD: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T07:35:02.176111] [DEBUG] [FORECASTER] AOD: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T07:35:02.176315] [INFO ] [CONFIGURE ] AOD: DISCARDED add_macd (score: 40.00%)
[2025-11-25T07:35:02.176373] [INFO ] [CONFIGURE ] JOB ETA: 2.9h | Avg: 2.6s/test | Remaining: 4000 tests
[2025-11-25T07:35:02.176424] [INFO ] [CONFIGURE ] AOD: Testing feature 9/29: add_mfi
[2025-11-25T07:35:02.176467] [INFO ] [CONFIGURE ] AOD: Testing with features: ['add_mfi']
[2025-11-25T07:35:02.365841] [DEBUG] [FORECASTER] AOD: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T07:35:02.567591] [DEBUG] [FORECASTER] AOD: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T07:35:02.747564] [DEBUG] [FORECASTER] AOD: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T07:35:02.932139] [DEBUG] [FORECASTER] AOD: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T07:35:03.112888] [DEBUG] [FORECASTER] AOD: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T07:35:03.295533] [DEBUG] [FORECASTER] AOD: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T07:35:03.472604] [DEBUG] [FORECASTER] AOD: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T07:35:03.653229] [DEBUG] [FORECASTER] AOD: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T07:35:03.839500] [DEBUG] [FORECASTER] AOD: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T07:35:04.031898] [DEBUG] [FORECASTER] AOD: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T07:35:04.032285] [INFO ] [CONFIGURE ] AOD: KEPT add_mfi (score: 80.00%)
[2025-11-25T07:35:04.032418] [INFO ] [CONFIGURE ] JOB ETA: 2.9h | Avg: 2.6s/test | Remaining: 3999 tests
[2025-11-25T07:35:04.032531] [INFO ] [CONFIGURE ] AOD: Testing feature 10/29: add_momentum_acceleration
[2025-11-25T07:35:04.032655] [INFO ] [CONFIGURE ] AOD: Testing with features: ['add_mfi', 'add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-11-25T07:35:04.333258] [DEBUG] [FORECASTER] AOD: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T07:35:04.644551] [DEBUG] [FORECASTER] AOD: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T07:35:04.958887] [DEBUG] [FORECASTER] AOD: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T07:35:05.262207] [DEBUG] [FORECASTER] AOD: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T07:35:05.577691] [DEBUG] [FORECASTER] AOD: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T07:35:05.891011] [DEBUG] [FORECASTER] AOD: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T07:35:06.244580] [DEBUG] [FORECASTER] AOD: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T07:35:06.651058] [DEBUG] [FORECASTER] AOD: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T07:35:07.025180] [DEBUG] [FORECASTER] AOD: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T07:35:07.348952] [DEBUG] [FORECASTER] AOD: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T07:35:07.349181] [INFO ] [CONFIGURE ] AOD: DISCARDED add_momentum_acceleration (score: 80.00%)
[2025-11-25T07:35:07.349242] [INFO ] [CONFIGURE ] JOB ETA: 2.9h | Avg: 2.6s/test | Remaining: 3998 tests
[2025-11-25T07:35:07.349296] [INFO ] [CONFIGURE ] AOD: Testing feature 11/29: add_obv_daily
[2025-11-25T07:35:07.349345] [INFO ] [CONFIGURE ] AOD: Testing with features: ['add_mfi', 'add_obv_daily']
[2025-11-25T07:35:07.535073] [DEBUG] [FORECASTER] AOD: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T07:35:07.729523] [DEBUG] [FORECASTER] AOD: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T07:35:07.920871] [DEBUG] [FORECASTER] AOD: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T07:35:08.126493] [DEBUG] [FORECASTER] AOD: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T07:35:08.334099] [DEBUG] [FORECASTER] AOD: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T07:35:08.553714] [DEBUG] [FORECASTER] AOD: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T07:35:08.766038] [DEBUG] [FORECASTER] AOD: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T07:35:08.975492] [DEBUG] [FORECASTER] AOD: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T07:35:09.188291] [DEBUG] [FORECASTER] AOD: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T07:35:09.403140] [DEBUG] [FORECASTER] AOD: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T07:35:09.403323] [INFO ] [CONFIGURE ] AOD: DISCARDED add_obv_daily (score: 70.00%)
[2025-11-25T07:35:09.403381] [INFO ] [CONFIGURE ] JOB ETA: 2.9h | Avg: 2.6s/test | Remaining: 3997 tests
[2025-11-25T07:35:09.403427] [INFO ] [CONFIGURE ] AOD: Testing feature 12/29: add_obv_interval
[2025-11-25T07:35:09.403471] [INFO ] [CONFIGURE ] AOD: Testing with features: ['add_mfi', 'add_obv_interval']
[2025-11-25T07:35:09.602351] [DEBUG] [FORECASTER] AOD: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T07:35:09.804635] [DEBUG] [FORECASTER] AOD: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T07:35:10.014983] [DEBUG] [FORECASTER] AOD: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T07:35:10.218794] [DEBUG] [FORECASTER] AOD: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T07:35:10.423974] [DEBUG] [FORECASTER] AOD: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T07:35:10.624934] [DEBUG] [FORECASTER] AOD: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T07:35:10.831679] [DEBUG] [FORECASTER] AOD: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T07:35:11.034866] [DEBUG] [FORECASTER] AOD: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T07:35:11.236702] [DEBUG] [FORECASTER] AOD: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T07:35:11.441570] [DEBUG] [FORECASTER] AOD: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T07:35:11.441782] [INFO ] [CONFIGURE ] AOD: DISCARDED add_obv_interval (score: 80.00%)
[2025-11-25T07:35:11.441841] [INFO ] [CONFIGURE ] JOB ETA: 2.9h | Avg: 2.6s/test | Remaining: 3996 tests
[2025-11-25T07:35:11.441888] [INFO ] [CONFIGURE ] AOD: Testing feature 13/29: add_opening_strength
[2025-11-25T07:35:11.441931] [INFO ] [CONFIGURE ] AOD: Testing with features: ['add_mfi', 'add_daily_returns', 'add_opening_strength']
[2025-11-25T07:35:11.669797] [DEBUG] [FORECASTER] AOD: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T07:35:11.898176] [DEBUG] [FORECASTER] AOD: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T07:35:12.126222] [DEBUG] [FORECASTER] AOD: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T07:35:12.355756] [DEBUG] [FORECASTER] AOD: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T07:35:12.585760] [DEBUG] [FORECASTER] AOD: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T07:35:12.818772] [DEBUG] [FORECASTER] AOD: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T07:35:13.054981] [DEBUG] [FORECASTER] AOD: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T07:35:13.286860] [DEBUG] [FORECASTER] AOD: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T07:35:13.514970] [DEBUG] [FORECASTER] AOD: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T07:35:13.744184] [DEBUG] [FORECASTER] AOD: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T07:35:13.744357] [INFO ] [CONFIGURE ] AOD: DISCARDED add_opening_strength (score: 70.00%)
[2025-11-25T07:35:13.744414] [INFO ] [CONFIGURE ] JOB ETA: 2.9h | Avg: 2.6s/test | Remaining: 3995 tests
[2025-11-25T07:35:13.744462] [INFO ] [CONFIGURE ] AOD: Testing feature 14/29: add_order_flow_imbalance
[2025-11-25T07:35:13.744504] [INFO ] [CONFIGURE ] AOD: Testing with features: ['add_mfi', 'add_order_flow_imbalance']
[2025-11-25T07:35:13.959578] [DEBUG] [FORECASTER] AOD: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T07:35:14.171710] [DEBUG] [FORECASTER] AOD: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T07:35:14.396007] [DEBUG] [FORECASTER] AOD: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T07:35:14.622598] [DEBUG] [FORECASTER] AOD: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T07:35:14.843359] [DEBUG] [FORECASTER] AOD: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T07:35:15.067734] [DEBUG] [FORECASTER] AOD: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T07:35:15.302228] [DEBUG] [FORECASTER] AOD: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T07:35:15.542020] [DEBUG] [FORECASTER] AOD: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T07:35:15.778371] [DEBUG] [FORECASTER] AOD: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T07:35:16.009697] [DEBUG] [FORECASTER] AOD: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T07:35:16.009858] [INFO ] [CONFIGURE ] AOD: DISCARDED add_order_flow_imbalance (score: 40.00%)
[2025-11-25T07:35:16.009916] [INFO ] [CONFIGURE ] JOB ETA: 2.9h | Avg: 2.6s/test | Remaining: 3994 tests
[2025-11-25T07:35:16.009963] [INFO ] [CONFIGURE ] AOD: Testing feature 15/29: add_pbf_morning_momentum
[2025-11-25T07:35:16.010007] [INFO ] [CONFIGURE ] AOD: Testing with features: ['add_mfi', 'add_pbf_morning_momentum']
[2025-11-25T07:35:16.214729] [DEBUG] [FORECASTER] AOD: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T07:35:16.427499] [DEBUG] [FORECASTER] AOD: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T07:35:16.635203] [DEBUG] [FORECASTER] AOD: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T07:35:16.841831] [DEBUG] [FORECASTER] AOD: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T07:35:17.053455] [DEBUG] [FORECASTER] AOD: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T07:35:17.245733] [DEBUG] [FORECASTER] AOD: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T07:35:17.440462] [DEBUG] [FORECASTER] AOD: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T07:35:17.632380] [DEBUG] [FORECASTER] AOD: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T07:35:17.826669] [DEBUG] [FORECASTER] AOD: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T07:35:18.020575] [DEBUG] [FORECASTER] AOD: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T07:35:18.020767] [INFO ] [CONFIGURE ] AOD: DISCARDED add_pbf_morning_momentum (score: 80.00%)
[2025-11-25T07:35:18.020948] [INFO ] [CONFIGURE ] JOB ETA: 2.9h | Avg: 2.6s/test | Remaining: 3993 tests
[2025-11-25T07:35:18.021059] [INFO ] [CONFIGURE ] AOD: Testing feature 16/29: add_pbf_overnight_gap
[2025-11-25T07:35:18.021163] [INFO ] [CONFIGURE ] AOD: Testing with features: ['add_mfi', 'add_pbf_overnight_gap']
[2025-11-25T07:35:18.249380] [DEBUG] [FORECASTER] AOD: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T07:35:18.477459] [DEBUG] [FORECASTER] AOD: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T07:35:18.705367] [DEBUG] [FORECASTER] AOD: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T07:35:18.935782] [DEBUG] [FORECASTER] AOD: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T07:35:19.167085] [DEBUG] [FORECASTER] AOD: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T07:35:19.398407] [DEBUG] [FORECASTER] AOD: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T07:35:19.629462] [DEBUG] [FORECASTER] AOD: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T07:35:19.865401] [DEBUG] [FORECASTER] AOD: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T07:35:20.101904] [DEBUG] [FORECASTER] AOD: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T07:35:20.347992] [DEBUG] [FORECASTER] AOD: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T07:35:20.348196] [INFO ] [CONFIGURE ] AOD: DISCARDED add_pbf_overnight_gap (score: 50.00%)
[2025-11-25T07:35:20.348256] [INFO ] [CONFIGURE ] JOB ETA: 2.9h | Avg: 2.6s/test | Remaining: 3992 tests
[2025-11-25T07:35:20.348326] [INFO ] [CONFIGURE ] AOD: Testing feature 17/29: add_pbf_return_2d
[2025-11-25T07:35:20.348374] [INFO ] [CONFIGURE ] AOD: Testing with features: ['add_mfi', 'add_pbf_return_2d']
[2025-11-25T07:35:20.582176] [DEBUG] [FORECASTER] AOD: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T07:35:20.807792] [DEBUG] [FORECASTER] AOD: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T07:35:21.037750] [DEBUG] [FORECASTER] AOD: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T07:35:21.259994] [DEBUG] [FORECASTER] AOD: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T07:35:21.486725] [DEBUG] [FORECASTER] AOD: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T07:35:21.714160] [DEBUG] [FORECASTER] AOD: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T07:35:21.952013] [DEBUG] [FORECASTER] AOD: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T07:35:22.186974] [DEBUG] [FORECASTER] AOD: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T07:35:22.425893] [DEBUG] [FORECASTER] AOD: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T07:35:22.658326] [DEBUG] [FORECASTER] AOD: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T07:35:22.658509] [INFO ] [CONFIGURE ] AOD: DISCARDED add_pbf_return_2d (score: 50.00%)
[2025-11-25T07:35:22.658569] [INFO ] [CONFIGURE ] JOB ETA: 2.9h | Avg: 2.6s/test | Remaining: 3991 tests
[2025-11-25T07:35:22.658618] [INFO ] [CONFIGURE ] AOD: Testing feature 18/29: add_pbf_volatility_5d
[2025-11-25T07:35:22.658686] [INFO ] [CONFIGURE ] AOD: Testing with features: ['add_mfi', 'add_pbf_volatility_5d']
[2025-11-25T07:35:22.877569] [DEBUG] [FORECASTER] AOD: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T07:35:23.097122] [DEBUG] [FORECASTER] AOD: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T07:35:23.321844] [DEBUG] [FORECASTER] AOD: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T07:35:23.549226] [DEBUG] [FORECASTER] AOD: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T07:35:23.773636] [DEBUG] [FORECASTER] AOD: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T07:35:23.978096] [DEBUG] [FORECASTER] AOD: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T07:35:24.174263] [DEBUG] [FORECASTER] AOD: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T07:35:24.373382] [DEBUG] [FORECASTER] AOD: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T07:35:24.575742] [DEBUG] [FORECASTER] AOD: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T07:35:24.781814] [DEBUG] [FORECASTER] AOD: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T07:35:24.782019] [INFO ] [CONFIGURE ] AOD: DISCARDED add_pbf_volatility_5d (score: 40.00%)
[2025-11-25T07:35:24.782105] [INFO ] [CONFIGURE ] JOB ETA: 2.9h | Avg: 2.6s/test | Remaining: 3990 tests
[2025-11-25T07:35:24.782179] [INFO ] [CONFIGURE ] AOD: Testing feature 19/29: add_pbf_vs_sma_5
[2025-11-25T07:35:24.782247] [INFO ] [CONFIGURE ] AOD: Testing with features: ['add_mfi', 'add_pbf_vs_sma_5']
[2025-11-25T07:35:24.991412] [DEBUG] [FORECASTER] AOD: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T07:35:25.190353] [DEBUG] [FORECASTER] AOD: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T07:35:25.398403] [DEBUG] [FORECASTER] AOD: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T07:35:25.599585] [DEBUG] [FORECASTER] AOD: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T07:35:25.798597] [DEBUG] [FORECASTER] AOD: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T07:35:25.994570] [DEBUG] [FORECASTER] AOD: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T07:35:26.189622] [DEBUG] [FORECASTER] AOD: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T07:35:26.391347] [DEBUG] [FORECASTER] AOD: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T07:35:26.588222] [DEBUG] [FORECASTER] AOD: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T07:35:26.790428] [DEBUG] [FORECASTER] AOD: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T07:35:26.790597] [INFO ] [CONFIGURE ] AOD: DISCARDED add_pbf_vs_sma_5 (score: 80.00%)
[2025-11-25T07:35:26.790664] [INFO ] [CONFIGURE ] JOB ETA: 2.9h | Avg: 2.6s/test | Remaining: 3989 tests
[2025-11-25T07:35:26.790715] [INFO ] [CONFIGURE ] AOD: Testing feature 20/29: add_price_rejection
[2025-11-25T07:35:26.790774] [INFO ] [CONFIGURE ] AOD: Testing with features: ['add_mfi', 'add_price_rejection']
[2025-11-25T07:35:27.004721] [DEBUG] [FORECASTER] AOD: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T07:35:27.219019] [DEBUG] [FORECASTER] AOD: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T07:35:27.431446] [DEBUG] [FORECASTER] AOD: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T07:35:27.643272] [DEBUG] [FORECASTER] AOD: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T07:35:27.853396] [DEBUG] [FORECASTER] AOD: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T07:35:28.066048] [DEBUG] [FORECASTER] AOD: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T07:35:28.282371] [DEBUG] [FORECASTER] AOD: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T07:35:28.496864] [DEBUG] [FORECASTER] AOD: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T07:35:28.713764] [DEBUG] [FORECASTER] AOD: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T07:35:28.940834] [DEBUG] [FORECASTER] AOD: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T07:35:28.941031] [INFO ] [CONFIGURE ] AOD: DISCARDED add_price_rejection (score: 70.00%)
[2025-11-25T07:35:28.941090] [INFO ] [CONFIGURE ] JOB ETA: 2.9h | Avg: 2.6s/test | Remaining: 3988 tests
[2025-11-25T07:35:28.941135] [INFO ] [CONFIGURE ] AOD: Testing feature 21/29: add_range_position
[2025-11-25T07:35:28.941181] [INFO ] [CONFIGURE ] AOD: Testing with features: ['add_mfi', 'add_range_position']
[2025-11-25T07:35:29.175709] [DEBUG] [FORECASTER] AOD: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T07:35:29.407983] [DEBUG] [FORECASTER] AOD: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T07:35:29.640445] [DEBUG] [FORECASTER] AOD: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T07:35:29.876479] [DEBUG] [FORECASTER] AOD: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T07:35:30.130344] [DEBUG] [FORECASTER] AOD: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T07:35:30.379676] [DEBUG] [FORECASTER] AOD: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T07:35:30.632241] [DEBUG] [FORECASTER] AOD: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T07:35:30.886717] [DEBUG] [FORECASTER] AOD: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T07:35:31.148464] [DEBUG] [FORECASTER] AOD: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T07:35:31.389356] [DEBUG] [FORECASTER] AOD: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T07:35:31.389552] [INFO ] [CONFIGURE ] AOD: DISCARDED add_range_position (score: 40.00%)
[2025-11-25T07:35:31.389612] [INFO ] [CONFIGURE ] JOB ETA: 2.9h | Avg: 2.6s/test | Remaining: 3987 tests
[2025-11-25T07:35:31.389680] [INFO ] [CONFIGURE ] AOD: Testing feature 22/29: add_realized_volatility
[2025-11-25T07:35:31.389725] [INFO ] [CONFIGURE ] AOD: Testing with features: ['add_mfi', 'add_realized_volatility']
[2025-11-25T07:35:31.717154] [DEBUG] [FORECASTER] AOD: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T07:35:32.031930] [DEBUG] [FORECASTER] AOD: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T07:35:32.342979] [DEBUG] [FORECASTER] AOD: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T07:35:32.662048] [DEBUG] [FORECASTER] AOD: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T07:35:32.980775] [DEBUG] [FORECASTER] AOD: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T07:35:33.302737] [DEBUG] [FORECASTER] AOD: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T07:35:33.618156] [DEBUG] [FORECASTER] AOD: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T07:35:33.951283] [DEBUG] [FORECASTER] AOD: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T07:35:34.281335] [DEBUG] [FORECASTER] AOD: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T07:35:34.601445] [DEBUG] [FORECASTER] AOD: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T07:35:34.601676] [INFO ] [CONFIGURE ] AOD: DISCARDED add_realized_volatility (score: 70.00%)
[2025-11-25T07:35:34.601739] [INFO ] [CONFIGURE ] JOB ETA: 2.9h | Avg: 2.6s/test | Remaining: 3986 tests
[2025-11-25T07:35:34.601789] [INFO ] [CONFIGURE ] AOD: Testing feature 23/29: add_recent_range_context
[2025-11-25T07:35:34.601835] [INFO ] [CONFIGURE ] AOD: Testing with features: ['add_mfi', 'add_recent_range_context']
[2025-11-25T07:35:34.816122] [DEBUG] [FORECASTER] AOD: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T07:35:35.026803] [DEBUG] [FORECASTER] AOD: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T07:35:35.235558] [DEBUG] [FORECASTER] AOD: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T07:35:35.450627] [DEBUG] [FORECASTER] AOD: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T07:35:35.661130] [DEBUG] [FORECASTER] AOD: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T07:35:35.869584] [DEBUG] [FORECASTER] AOD: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T07:35:36.080579] [DEBUG] [FORECASTER] AOD: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T07:35:36.297268] [DEBUG] [FORECASTER] AOD: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T07:35:36.509329] [DEBUG] [FORECASTER] AOD: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T07:35:36.717695] [DEBUG] [FORECASTER] AOD: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T07:35:36.717883] [INFO ] [CONFIGURE ] AOD: DISCARDED add_recent_range_context (score: 70.00%)
[2025-11-25T07:35:36.717941] [INFO ] [CONFIGURE ] JOB ETA: 2.9h | Avg: 2.6s/test | Remaining: 3985 tests
[2025-11-25T07:35:36.717987] [INFO ] [CONFIGURE ] AOD: Testing feature 24/29: add_rsi
[2025-11-25T07:35:36.718030] [INFO ] [CONFIGURE ] AOD: Testing with features: ['add_mfi', 'add_ema', 'add_rsi']
[2025-11-25T07:35:36.965818] [DEBUG] [FORECASTER] AOD: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T07:35:37.214816] [DEBUG] [FORECASTER] AOD: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T07:35:37.468266] [DEBUG] [FORECASTER] AOD: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T07:35:37.724758] [DEBUG] [FORECASTER] AOD: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T07:35:37.979803] [DEBUG] [FORECASTER] AOD: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T07:35:38.233334] [DEBUG] [FORECASTER] AOD: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T07:35:38.509496] [DEBUG] [FORECASTER] AOD: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T07:35:38.759214] [DEBUG] [FORECASTER] AOD: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T07:35:39.030399] [DEBUG] [FORECASTER] AOD: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T07:35:39.311976] [DEBUG] [FORECASTER] AOD: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T07:35:39.312195] [INFO ] [CONFIGURE ] AOD: DISCARDED add_rsi (score: 50.00%)
[2025-11-25T07:35:39.312254] [INFO ] [CONFIGURE ] JOB ETA: 2.9h | Avg: 2.6s/test | Remaining: 3984 tests
[2025-11-25T07:35:39.312300] [INFO ] [CONFIGURE ] AOD: Testing feature 25/29: add_tick_distribution
[2025-11-25T07:35:39.312350] [INFO ] [CONFIGURE ] AOD: Testing with features: ['add_mfi', 'add_tick_distribution']
[2025-11-25T07:35:39.534969] [DEBUG] [FORECASTER] AOD: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T07:35:39.760144] [DEBUG] [FORECASTER] AOD: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T07:35:39.973053] [DEBUG] [FORECASTER] AOD: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T07:35:40.185495] [DEBUG] [FORECASTER] AOD: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T07:35:40.434891] [DEBUG] [FORECASTER] AOD: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T07:35:40.665216] [DEBUG] [FORECASTER] AOD: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T07:35:40.896201] [DEBUG] [FORECASTER] AOD: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T07:35:41.123574] [DEBUG] [FORECASTER] AOD: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T07:35:41.347802] [DEBUG] [FORECASTER] AOD: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T07:35:41.572386] [DEBUG] [FORECASTER] AOD: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T07:35:41.572560] [INFO ] [CONFIGURE ] AOD: DISCARDED add_tick_distribution (score: 70.00%)
[2025-11-25T07:35:41.572617] [INFO ] [CONFIGURE ] JOB ETA: 2.9h | Avg: 2.6s/test | Remaining: 3983 tests
[2025-11-25T07:35:41.572684] [INFO ] [CONFIGURE ] AOD: Testing feature 26/29: add_volume_momentum_confirmation
[2025-11-25T07:35:41.572726] [INFO ] [CONFIGURE ] AOD: Testing with features: ['add_mfi', 'add_volume_momentum_confirmation']
[2025-11-25T07:35:41.794537] [DEBUG] [FORECASTER] AOD: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T07:35:42.018842] [DEBUG] [FORECASTER] AOD: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T07:35:42.248329] [DEBUG] [FORECASTER] AOD: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T07:35:42.482543] [DEBUG] [FORECASTER] AOD: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T07:35:42.706709] [DEBUG] [FORECASTER] AOD: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T07:35:42.925012] [DEBUG] [FORECASTER] AOD: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T07:35:43.148291] [DEBUG] [FORECASTER] AOD: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T07:35:43.366478] [DEBUG] [FORECASTER] AOD: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T07:35:43.587574] [DEBUG] [FORECASTER] AOD: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T07:35:43.809803] [DEBUG] [FORECASTER] AOD: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T07:35:43.809979] [INFO ] [CONFIGURE ] AOD: DISCARDED add_volume_momentum_confirmation (score: 40.00%)
[2025-11-25T07:35:43.810037] [INFO ] [CONFIGURE ] JOB ETA: 2.9h | Avg: 2.6s/test | Remaining: 3982 tests
[2025-11-25T07:35:43.810083] [INFO ] [CONFIGURE ] AOD: Testing feature 27/29: add_volume_price_divergence
[2025-11-25T07:35:43.810127] [INFO ] [CONFIGURE ] AOD: Testing with features: ['add_mfi', 'add_volume_price_divergence']
[2025-11-25T07:35:44.055877] [DEBUG] [FORECASTER] AOD: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T07:35:44.311362] [DEBUG] [FORECASTER] AOD: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T07:35:44.563572] [DEBUG] [FORECASTER] AOD: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T07:35:44.820281] [DEBUG] [FORECASTER] AOD: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T07:35:45.069886] [DEBUG] [FORECASTER] AOD: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T07:35:45.327020] [DEBUG] [FORECASTER] AOD: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T07:35:45.593294] [DEBUG] [FORECASTER] AOD: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T07:35:45.847010] [DEBUG] [FORECASTER] AOD: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T07:35:46.108310] [DEBUG] [FORECASTER] AOD: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T07:35:46.376935] [DEBUG] [FORECASTER] AOD: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T07:35:46.377134] [INFO ] [CONFIGURE ] AOD: DISCARDED add_volume_price_divergence (score: 80.00%)
[2025-11-25T07:35:46.377197] [INFO ] [CONFIGURE ] JOB ETA: 2.9h | Avg: 2.6s/test | Remaining: 3981 tests
[2025-11-25T07:35:46.377249] [INFO ] [CONFIGURE ] AOD: Testing feature 28/29: add_volume_profile
[2025-11-25T07:35:46.377293] [INFO ] [CONFIGURE ] AOD: Testing with features: ['add_mfi', 'add_volume_profile']
[2025-11-25T07:35:46.631494] [DEBUG] [FORECASTER] AOD: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T07:35:46.881381] [DEBUG] [FORECASTER] AOD: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T07:35:47.134083] [DEBUG] [FORECASTER] AOD: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T07:35:47.391181] [DEBUG] [FORECASTER] AOD: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T07:35:47.628439] [DEBUG] [FORECASTER] AOD: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T07:35:47.855833] [DEBUG] [FORECASTER] AOD: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T07:35:48.091356] [DEBUG] [FORECASTER] AOD: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T07:35:48.334778] [DEBUG] [FORECASTER] AOD: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T07:35:48.576920] [DEBUG] [FORECASTER] AOD: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T07:35:48.819690] [DEBUG] [FORECASTER] AOD: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T07:35:48.819872] [INFO ] [CONFIGURE ] AOD: DISCARDED add_volume_profile (score: 70.00%)
[2025-11-25T07:35:48.819930] [INFO ] [CONFIGURE ] JOB ETA: 2.9h | Avg: 2.6s/test | Remaining: 3980 tests
[2025-11-25T07:35:48.819979] [INFO ] [CONFIGURE ] AOD: Testing feature 29/29: add_vwap
[2025-11-25T07:35:48.820017] [INFO ] [CONFIGURE ] AOD: Testing with features: ['add_mfi', 'add_vwap']
[2025-11-25T07:35:49.056883] [DEBUG] [FORECASTER] AOD: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T07:35:49.290486] [DEBUG] [FORECASTER] AOD: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T07:35:49.532907] [DEBUG] [FORECASTER] AOD: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T07:35:49.771372] [DEBUG] [FORECASTER] AOD: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T07:35:50.008082] [DEBUG] [FORECASTER] AOD: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T07:35:50.253957] [DEBUG] [FORECASTER] AOD: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T07:35:50.501852] [DEBUG] [FORECASTER] AOD: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T07:35:50.742725] [DEBUG] [FORECASTER] AOD: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T07:35:50.981452] [DEBUG] [FORECASTER] AOD: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T07:35:51.216685] [DEBUG] [FORECASTER] AOD: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T07:35:51.216867] [INFO ] [CONFIGURE ] AOD: DISCARDED add_vwap (score: 40.00%)
[2025-11-25T07:35:51.216925] [INFO ] [CONFIGURE ] JOB ETA: 2.9h | Avg: 2.6s/test | Remaining: 3979 tests
[2025-11-25T07:35:51.216974] [INFO ] [CONFIGURE ] AOD: ===== FEATURE SELECTION COMPLETE =====
[2025-11-25T07:35:51.217053] [INFO ] [CONFIGURE ] AOD: Best accuracy: 80.00%
[2025-11-25T07:35:51.217121] [INFO ] [CONFIGURE ] AOD: Best feature set (1 features): ['add_mfi']
[2025-11-25T07:35:51.217165] [INFO ] [CONFIGURE ] AOD: Improvement over baseline: 20.00%
[2025-11-25T07:35:51.217203] [INFO ] [CONFIGURE ] AOD: Total time: 1.1 minutes
[2025-11-25T07:35:51.217246] [INFO ] [CONFIGURE ] AOD: Average time per feature: 2.3 seconds
[2025-11-25T07:35:51.217282] [INFO ] [CONFIGURE ] AOD: Average speed: 0.43 features/sec
[2025-11-25T07:35:51.217852] [INFO ] [LOCAL     ] Saved configuration for AOD: 1 features, 80.00% accuracy -> ./output/feature-sets/AOD.json
[2025-11-25T07:35:51.217914] [INFO ] [CONFIGURE ] AOD: Configuration saved successfully: 1 features, 80.00% accuracy.
[2025-11-25T07:35:51.217964] [INFO ] [sig       ] [27/164] Successfully configured AOD | 0.01 sym/s | Total: 34.8m | ETA: 2.9h
[2025-11-25T07:35:51.218011] [INFO ] [sig       ] [28/164] Configuring AOMR...
[2025-11-25T07:35:51.218049] [INFO ] [CONFIGURE ] AOMR: Configurate test run.
[2025-11-25T07:35:51.218090] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AOMR' from 'https://tdm.silogroup.org/data/derivative_storage/AOMR.csv'.
[2025-11-25T07:35:51.230206] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'AOMR'.
[2025-11-25T07:35:51.230517] [INFO ] [CONFIGURE ] AOMR: Testing with 29 available features
[2025-11-25T07:35:51.230579] [INFO ] [CONFIGURE ] AOMR: Establishing baseline with no features...
[2025-11-25T07:35:51.421250] [DEBUG] [FORECASTER] AOMR: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0
[2025-11-25T07:35:51.610719] [DEBUG] [FORECASTER] AOMR: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T07:35:51.798871] [DEBUG] [FORECASTER] AOMR: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T07:35:51.988834] [DEBUG] [FORECASTER] AOMR: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T07:35:52.175087] [DEBUG] [FORECASTER] AOMR: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-25T07:35:52.362067] [DEBUG] [FORECASTER] AOMR: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T07:35:52.554195] [DEBUG] [FORECASTER] AOMR: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T07:35:52.742241] [DEBUG] [FORECASTER] AOMR: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-25T07:35:52.928668] [DEBUG] [FORECASTER] AOMR: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T07:35:53.119072] [DEBUG] [FORECASTER] AOMR: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T07:35:53.119234] [INFO ] [CONFIGURE ] AOMR: Baseline score (no features): 50.00%
[2025-11-25T07:35:53.119283] [INFO ] [CONFIGURE ] AOMR: Testing feature 1/29: add_bollinger_bands
[2025-11-25T07:35:53.119322] [INFO ] [CONFIGURE ] AOMR: Testing with features: ['add_bollinger_bands']
[2025-11-25T07:35:53.346825] [DEBUG] [FORECASTER] AOMR: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0
[2025-11-25T07:35:53.575731] [DEBUG] [FORECASTER] AOMR: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T07:35:53.862058] [DEBUG] [FORECASTER] AOMR: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T07:35:54.134966] [DEBUG] [FORECASTER] AOMR: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T07:35:54.384791] [DEBUG] [FORECASTER] AOMR: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T07:35:54.650967] [DEBUG] [FORECASTER] AOMR: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T07:35:54.877731] [DEBUG] [FORECASTER] AOMR: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T07:35:55.084435] [DEBUG] [FORECASTER] AOMR: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-25T07:35:55.298227] [DEBUG] [FORECASTER] AOMR: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T07:35:55.505377] [DEBUG] [FORECASTER] AOMR: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T07:35:55.505746] [INFO ] [CONFIGURE ] AOMR: DISCARDED add_bollinger_bands (score: 40.00%)
[2025-11-25T07:35:55.505812] [INFO ] [CONFIGURE ] JOB ETA: 2.9h | Avg: 2.6s/test | Remaining: 3978 tests
[2025-11-25T07:35:55.505922] [INFO ] [CONFIGURE ] AOMR: Testing feature 2/29: add_cumulative_delta
[2025-11-25T07:35:55.506026] [INFO ] [CONFIGURE ] AOMR: Testing with features: ['add_cumulative_delta']
[2025-11-25T07:35:55.714543] [DEBUG] [FORECASTER] AOMR: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0
[2025-11-25T07:35:55.926448] [DEBUG] [FORECASTER] AOMR: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T07:35:56.145218] [DEBUG] [FORECASTER] AOMR: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T07:35:56.365791] [DEBUG] [FORECASTER] AOMR: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T07:35:56.588544] [DEBUG] [FORECASTER] AOMR: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-25T07:35:56.813504] [DEBUG] [FORECASTER] AOMR: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T07:35:57.037588] [DEBUG] [FORECASTER] AOMR: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T07:35:57.268854] [DEBUG] [FORECASTER] AOMR: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T07:35:57.501352] [DEBUG] [FORECASTER] AOMR: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T07:35:57.746241] [DEBUG] [FORECASTER] AOMR: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T07:35:57.746414] [INFO ] [CONFIGURE ] AOMR: KEPT add_cumulative_delta (score: 60.00%)
[2025-11-25T07:35:57.746462] [INFO ] [CONFIGURE ] JOB ETA: 2.9h | Avg: 2.6s/test | Remaining: 3977 tests
[2025-11-25T07:35:57.746500] [INFO ] [CONFIGURE ] AOMR: Testing feature 3/29: add_daily_returns
[2025-11-25T07:35:57.746537] [INFO ] [CONFIGURE ] AOMR: Testing with features: ['add_cumulative_delta', 'add_daily_returns']
[2025-11-25T07:35:57.986196] [DEBUG] [FORECASTER] AOMR: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0
[2025-11-25T07:35:58.225264] [DEBUG] [FORECASTER] AOMR: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T07:35:58.466055] [DEBUG] [FORECASTER] AOMR: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T07:35:58.706455] [DEBUG] [FORECASTER] AOMR: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T07:35:58.949019] [DEBUG] [FORECASTER] AOMR: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T07:35:59.189357] [DEBUG] [FORECASTER] AOMR: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T07:35:59.436677] [DEBUG] [FORECASTER] AOMR: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T07:35:59.674582] [DEBUG] [FORECASTER] AOMR: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T07:35:59.913897] [DEBUG] [FORECASTER] AOMR: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T07:36:00.165633] [DEBUG] [FORECASTER] AOMR: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T07:36:00.165859] [INFO ] [CONFIGURE ] AOMR: DISCARDED add_daily_returns (score: 40.00%)
[2025-11-25T07:36:00.166077] [INFO ] [CONFIGURE ] JOB ETA: 2.9h | Avg: 2.6s/test | Remaining: 3976 tests
[2025-11-25T07:36:00.166186] [INFO ] [CONFIGURE ] AOMR: Testing feature 4/29: add_ema
[2025-11-25T07:36:00.166240] [INFO ] [CONFIGURE ] AOMR: Testing with features: ['add_cumulative_delta', 'add_ema']
[2025-11-25T07:36:00.492317] [DEBUG] [FORECASTER] AOMR: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0
[2025-11-25T07:36:01.467922] [DEBUG] [FORECASTER] AOMR: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T07:36:01.876905] [DEBUG] [FORECASTER] AOMR: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T07:36:02.181819] [DEBUG] [FORECASTER] AOMR: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T07:36:02.499415] [DEBUG] [FORECASTER] AOMR: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-25T07:36:02.805367] [DEBUG] [FORECASTER] AOMR: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T07:36:03.157468] [DEBUG] [FORECASTER] AOMR: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T07:36:03.454406] [DEBUG] [FORECASTER] AOMR: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T07:36:03.757756] [DEBUG] [FORECASTER] AOMR: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T07:36:04.058444] [DEBUG] [FORECASTER] AOMR: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T07:36:04.058749] [INFO ] [CONFIGURE ] AOMR: DISCARDED add_ema (score: 40.00%)
[2025-11-25T07:36:04.058818] [INFO ] [CONFIGURE ] JOB ETA: 2.9h | Avg: 2.6s/test | Remaining: 3975 tests
[2025-11-25T07:36:04.058867] [INFO ] [CONFIGURE ] AOMR: Testing feature 5/29: add_exhaustion_signals
[2025-11-25T07:36:04.058918] [INFO ] [CONFIGURE ] AOMR: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals']
[2025-11-25T07:36:04.350478] [DEBUG] [FORECASTER] AOMR: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T07:36:04.621833] [DEBUG] [FORECASTER] AOMR: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T07:36:04.881909] [DEBUG] [FORECASTER] AOMR: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T07:36:05.140103] [DEBUG] [FORECASTER] AOMR: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T07:36:05.415800] [DEBUG] [FORECASTER] AOMR: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T07:36:05.685873] [DEBUG] [FORECASTER] AOMR: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T07:36:05.960660] [DEBUG] [FORECASTER] AOMR: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T07:36:06.241291] [DEBUG] [FORECASTER] AOMR: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T07:36:06.508551] [DEBUG] [FORECASTER] AOMR: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T07:36:06.778884] [DEBUG] [FORECASTER] AOMR: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T07:36:06.779082] [INFO ] [CONFIGURE ] AOMR: KEPT add_exhaustion_signals (score: 80.00%)
[2025-11-25T07:36:06.779141] [INFO ] [CONFIGURE ] JOB ETA: 2.9h | Avg: 2.6s/test | Remaining: 3974 tests
[2025-11-25T07:36:06.779200] [INFO ] [CONFIGURE ] AOMR: Testing feature 6/29: add_failed_moves
[2025-11-25T07:36:06.779246] [INFO ] [CONFIGURE ] AOMR: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals', 'add_failed_moves']
[2025-11-25T07:36:07.050116] [DEBUG] [FORECASTER] AOMR: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0
[2025-11-25T07:36:07.318393] [DEBUG] [FORECASTER] AOMR: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T07:36:07.593948] [DEBUG] [FORECASTER] AOMR: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T07:36:07.886639] [DEBUG] [FORECASTER] AOMR: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T07:36:08.169571] [DEBUG] [FORECASTER] AOMR: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T07:36:08.450070] [DEBUG] [FORECASTER] AOMR: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T07:36:08.721096] [DEBUG] [FORECASTER] AOMR: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T07:36:08.984385] [DEBUG] [FORECASTER] AOMR: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T07:36:09.243421] [DEBUG] [FORECASTER] AOMR: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T07:36:09.508893] [DEBUG] [FORECASTER] AOMR: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T07:36:09.509083] [INFO ] [CONFIGURE ] AOMR: DISCARDED add_failed_moves (score: 60.00%)
[2025-11-25T07:36:09.509141] [INFO ] [CONFIGURE ] JOB ETA: 2.9h | Avg: 2.6s/test | Remaining: 3973 tests
[2025-11-25T07:36:09.509210] [INFO ] [CONFIGURE ] AOMR: Testing feature 7/29: add_lag_shelf
[2025-11-25T07:36:09.509270] [INFO ] [CONFIGURE ] AOMR: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals', 'add_lag_shelf']
[2025-11-25T07:36:09.785133] [DEBUG] [FORECASTER] AOMR: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T07:36:10.048403] [DEBUG] [FORECASTER] AOMR: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T07:36:10.313584] [DEBUG] [FORECASTER] AOMR: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T07:36:10.595902] [DEBUG] [FORECASTER] AOMR: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T07:36:10.855767] [DEBUG] [FORECASTER] AOMR: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T07:36:11.127499] [DEBUG] [FORECASTER] AOMR: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T07:36:11.388118] [DEBUG] [FORECASTER] AOMR: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T07:36:11.659832] [DEBUG] [FORECASTER] AOMR: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T07:36:11.922479] [DEBUG] [FORECASTER] AOMR: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T07:36:12.192190] [DEBUG] [FORECASTER] AOMR: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T07:36:12.192359] [INFO ] [CONFIGURE ] AOMR: DISCARDED add_lag_shelf (score: 80.00%)
[2025-11-25T07:36:12.192416] [INFO ] [CONFIGURE ] JOB ETA: 2.9h | Avg: 2.6s/test | Remaining: 3972 tests
[2025-11-25T07:36:12.192463] [INFO ] [CONFIGURE ] AOMR: Testing feature 8/29: add_macd
[2025-11-25T07:36:12.192510] [INFO ] [CONFIGURE ] AOMR: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals', 'add_macd']
[2025-11-25T07:36:12.490991] [DEBUG] [FORECASTER] AOMR: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T07:36:12.795223] [DEBUG] [FORECASTER] AOMR: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T07:36:13.099782] [DEBUG] [FORECASTER] AOMR: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T07:36:13.400853] [DEBUG] [FORECASTER] AOMR: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T07:36:13.706143] [DEBUG] [FORECASTER] AOMR: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-25T07:36:14.045300] [DEBUG] [FORECASTER] AOMR: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T07:36:14.377282] [DEBUG] [FORECASTER] AOMR: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T07:36:14.719873] [DEBUG] [FORECASTER] AOMR: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T07:36:15.053847] [DEBUG] [FORECASTER] AOMR: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T07:36:15.458922] [DEBUG] [FORECASTER] AOMR: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T07:36:15.459135] [INFO ] [CONFIGURE ] AOMR: DISCARDED add_macd (score: 70.00%)
[2025-11-25T07:36:15.459206] [INFO ] [CONFIGURE ] JOB ETA: 2.9h | Avg: 2.6s/test | Remaining: 3971 tests
[2025-11-25T07:36:15.459279] [INFO ] [CONFIGURE ] AOMR: Testing feature 9/29: add_mfi
[2025-11-25T07:36:15.459336] [INFO ] [CONFIGURE ] AOMR: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals', 'add_mfi']
[2025-11-25T07:36:15.807610] [DEBUG] [FORECASTER] AOMR: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T07:36:16.140747] [DEBUG] [FORECASTER] AOMR: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T07:36:16.456538] [DEBUG] [FORECASTER] AOMR: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T07:36:16.762286] [DEBUG] [FORECASTER] AOMR: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T07:36:17.075545] [DEBUG] [FORECASTER] AOMR: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-25T07:36:17.388473] [DEBUG] [FORECASTER] AOMR: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T07:36:17.718886] [DEBUG] [FORECASTER] AOMR: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T07:36:18.048950] [DEBUG] [FORECASTER] AOMR: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T07:36:18.365979] [DEBUG] [FORECASTER] AOMR: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T07:36:18.669737] [DEBUG] [FORECASTER] AOMR: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T07:36:18.669926] [INFO ] [CONFIGURE ] AOMR: DISCARDED add_mfi (score: 60.00%)
[2025-11-25T07:36:18.669981] [INFO ] [CONFIGURE ] JOB ETA: 2.9h | Avg: 2.6s/test | Remaining: 3970 tests
[2025-11-25T07:36:18.670026] [INFO ] [CONFIGURE ] AOMR: Testing feature 10/29: add_momentum_acceleration
[2025-11-25T07:36:18.670069] [INFO ] [CONFIGURE ] AOMR: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals', 'add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-11-25T07:36:19.086919] [DEBUG] [FORECASTER] AOMR: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0
[2025-11-25T07:36:19.514321] [DEBUG] [FORECASTER] AOMR: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T07:36:19.920214] [DEBUG] [FORECASTER] AOMR: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T07:36:20.329755] [DEBUG] [FORECASTER] AOMR: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T07:36:20.732482] [DEBUG] [FORECASTER] AOMR: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-25T07:36:21.134418] [DEBUG] [FORECASTER] AOMR: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T07:36:21.535384] [DEBUG] [FORECASTER] AOMR: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T07:36:21.928849] [DEBUG] [FORECASTER] AOMR: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T07:36:22.330920] [DEBUG] [FORECASTER] AOMR: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T07:36:22.735138] [DEBUG] [FORECASTER] AOMR: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T07:36:22.735348] [INFO ] [CONFIGURE ] AOMR: DISCARDED add_momentum_acceleration (score: 50.00%)
[2025-11-25T07:36:22.735408] [INFO ] [CONFIGURE ] JOB ETA: 2.9h | Avg: 2.6s/test | Remaining: 3969 tests
[2025-11-25T07:36:22.735458] [INFO ] [CONFIGURE ] AOMR: Testing feature 11/29: add_obv_daily
[2025-11-25T07:36:22.735503] [INFO ] [CONFIGURE ] AOMR: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals', 'add_obv_daily']
[2025-11-25T07:36:23.054932] [DEBUG] [FORECASTER] AOMR: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T07:36:23.379237] [DEBUG] [FORECASTER] AOMR: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T07:36:23.708476] [DEBUG] [FORECASTER] AOMR: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T07:36:24.032269] [DEBUG] [FORECASTER] AOMR: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T07:36:24.339682] [DEBUG] [FORECASTER] AOMR: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T07:36:24.666074] [DEBUG] [FORECASTER] AOMR: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T07:36:24.993156] [DEBUG] [FORECASTER] AOMR: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T07:36:25.310856] [DEBUG] [FORECASTER] AOMR: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T07:36:25.633990] [DEBUG] [FORECASTER] AOMR: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T07:36:25.962432] [DEBUG] [FORECASTER] AOMR: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T07:36:25.962615] [INFO ] [CONFIGURE ] AOMR: DISCARDED add_obv_daily (score: 60.00%)
[2025-11-25T07:36:25.962693] [INFO ] [CONFIGURE ] JOB ETA: 2.9h | Avg: 2.6s/test | Remaining: 3968 tests
[2025-11-25T07:36:25.962743] [INFO ] [CONFIGURE ] AOMR: Testing feature 12/29: add_obv_interval
[2025-11-25T07:36:25.962788] [INFO ] [CONFIGURE ] AOMR: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals', 'add_obv_interval']
[2025-11-25T07:36:26.284127] [DEBUG] [FORECASTER] AOMR: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0
[2025-11-25T07:36:26.590518] [DEBUG] [FORECASTER] AOMR: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T07:36:26.905356] [DEBUG] [FORECASTER] AOMR: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T07:36:27.209739] [DEBUG] [FORECASTER] AOMR: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T07:36:27.518667] [DEBUG] [FORECASTER] AOMR: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T07:36:27.818240] [DEBUG] [FORECASTER] AOMR: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T07:36:28.124377] [DEBUG] [FORECASTER] AOMR: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T07:36:28.434222] [DEBUG] [FORECASTER] AOMR: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T07:36:28.742924] [DEBUG] [FORECASTER] AOMR: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T07:36:29.046485] [DEBUG] [FORECASTER] AOMR: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T07:36:29.046712] [INFO ] [CONFIGURE ] AOMR: DISCARDED add_obv_interval (score: 60.00%)
[2025-11-25T07:36:29.046776] [INFO ] [CONFIGURE ] JOB ETA: 2.9h | Avg: 2.6s/test | Remaining: 3967 tests
[2025-11-25T07:36:29.046827] [INFO ] [CONFIGURE ] AOMR: Testing feature 13/29: add_opening_strength
[2025-11-25T07:36:29.046873] [INFO ] [CONFIGURE ] AOMR: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals', 'add_daily_returns', 'add_opening_strength']
[2025-11-25T07:36:29.382607] [DEBUG] [FORECASTER] AOMR: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T07:36:29.717805] [DEBUG] [FORECASTER] AOMR: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T07:36:30.043161] [DEBUG] [FORECASTER] AOMR: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T07:36:30.376498] [DEBUG] [FORECASTER] AOMR: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T07:36:30.716486] [DEBUG] [FORECASTER] AOMR: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T07:36:31.053535] [DEBUG] [FORECASTER] AOMR: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T07:36:31.399758] [DEBUG] [FORECASTER] AOMR: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T07:36:31.760465] [DEBUG] [FORECASTER] AOMR: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T07:36:32.099267] [DEBUG] [FORECASTER] AOMR: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T07:36:32.428711] [DEBUG] [FORECASTER] AOMR: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T07:36:32.428965] [INFO ] [CONFIGURE ] AOMR: DISCARDED add_opening_strength (score: 70.00%)
[2025-11-25T07:36:32.429027] [INFO ] [CONFIGURE ] JOB ETA: 2.9h | Avg: 2.6s/test | Remaining: 3966 tests
[2025-11-25T07:36:32.429078] [INFO ] [CONFIGURE ] AOMR: Testing feature 14/29: add_order_flow_imbalance
[2025-11-25T07:36:32.429123] [INFO ] [CONFIGURE ] AOMR: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals', 'add_order_flow_imbalance']
[2025-11-25T07:36:32.741451] [DEBUG] [FORECASTER] AOMR: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T07:36:33.052057] [DEBUG] [FORECASTER] AOMR: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T07:36:33.368351] [DEBUG] [FORECASTER] AOMR: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T07:36:33.672909] [DEBUG] [FORECASTER] AOMR: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T07:36:33.975952] [DEBUG] [FORECASTER] AOMR: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T07:36:34.289734] [DEBUG] [FORECASTER] AOMR: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T07:36:34.606445] [DEBUG] [FORECASTER] AOMR: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T07:36:34.936697] [DEBUG] [FORECASTER] AOMR: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T07:36:35.260278] [DEBUG] [FORECASTER] AOMR: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T07:36:35.579424] [DEBUG] [FORECASTER] AOMR: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T07:36:35.579610] [INFO ] [CONFIGURE ] AOMR: DISCARDED add_order_flow_imbalance (score: 70.00%)
[2025-11-25T07:36:35.579691] [INFO ] [CONFIGURE ] JOB ETA: 2.9h | Avg: 2.6s/test | Remaining: 3965 tests
[2025-11-25T07:36:35.579741] [INFO ] [CONFIGURE ] AOMR: Testing feature 15/29: add_pbf_morning_momentum
[2025-11-25T07:36:35.579785] [INFO ] [CONFIGURE ] AOMR: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals', 'add_pbf_morning_momentum']
[2025-11-25T07:36:35.881117] [DEBUG] [FORECASTER] AOMR: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0
[2025-11-25T07:36:36.175913] [DEBUG] [FORECASTER] AOMR: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T07:36:36.472744] [DEBUG] [FORECASTER] AOMR: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T07:36:36.781316] [DEBUG] [FORECASTER] AOMR: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T07:36:37.074635] [DEBUG] [FORECASTER] AOMR: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-25T07:36:37.360360] [DEBUG] [FORECASTER] AOMR: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T07:36:37.654858] [DEBUG] [FORECASTER] AOMR: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T07:36:37.950030] [DEBUG] [FORECASTER] AOMR: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T07:36:38.255140] [DEBUG] [FORECASTER] AOMR: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T07:36:38.556639] [DEBUG] [FORECASTER] AOMR: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T07:36:38.556831] [INFO ] [CONFIGURE ] AOMR: DISCARDED add_pbf_morning_momentum (score: 50.00%)
[2025-11-25T07:36:38.556891] [INFO ] [CONFIGURE ] JOB ETA: 2.9h | Avg: 2.6s/test | Remaining: 3964 tests
[2025-11-25T07:36:38.556943] [INFO ] [CONFIGURE ] AOMR: Testing feature 16/29: add_pbf_overnight_gap
[2025-11-25T07:36:38.557000] [INFO ] [CONFIGURE ] AOMR: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals', 'add_pbf_overnight_gap']
[2025-11-25T07:36:38.871683] [DEBUG] [FORECASTER] AOMR: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0
[2025-11-25T07:36:39.188994] [DEBUG] [FORECASTER] AOMR: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T07:36:39.495639] [DEBUG] [FORECASTER] AOMR: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T07:36:39.810588] [DEBUG] [FORECASTER] AOMR: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T07:36:40.122751] [DEBUG] [FORECASTER] AOMR: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-25T07:36:40.437903] [DEBUG] [FORECASTER] AOMR: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T07:36:40.764156] [DEBUG] [FORECASTER] AOMR: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T07:36:41.085150] [DEBUG] [FORECASTER] AOMR: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T07:36:41.408943] [DEBUG] [FORECASTER] AOMR: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T07:36:41.732457] [DEBUG] [FORECASTER] AOMR: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T07:36:41.732681] [INFO ] [CONFIGURE ] AOMR: DISCARDED add_pbf_overnight_gap (score: 50.00%)
[2025-11-25T07:36:41.732749] [INFO ] [CONFIGURE ] JOB ETA: 2.9h | Avg: 2.6s/test | Remaining: 3963 tests
[2025-11-25T07:36:41.732803] [INFO ] [CONFIGURE ] AOMR: Testing feature 17/29: add_pbf_return_2d
[2025-11-25T07:36:41.732851] [INFO ] [CONFIGURE ] AOMR: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals', 'add_pbf_return_2d']
[2025-11-25T07:36:42.044222] [DEBUG] [FORECASTER] AOMR: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0
[2025-11-25T07:36:42.361444] [DEBUG] [FORECASTER] AOMR: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T07:36:42.678992] [DEBUG] [FORECASTER] AOMR: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T07:36:43.002249] [DEBUG] [FORECASTER] AOMR: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T07:36:43.318554] [DEBUG] [FORECASTER] AOMR: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-25T07:36:43.636240] [DEBUG] [FORECASTER] AOMR: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T07:36:43.960086] [DEBUG] [FORECASTER] AOMR: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T07:36:44.271312] [DEBUG] [FORECASTER] AOMR: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T07:36:44.606542] [DEBUG] [FORECASTER] AOMR: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T07:36:44.918966] [DEBUG] [FORECASTER] AOMR: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T07:36:44.919184] [INFO ] [CONFIGURE ] AOMR: DISCARDED add_pbf_return_2d (score: 60.00%)
[2025-11-25T07:36:44.919247] [INFO ] [CONFIGURE ] JOB ETA: 2.9h | Avg: 2.6s/test | Remaining: 3962 tests
[2025-11-25T07:36:44.919298] [INFO ] [CONFIGURE ] AOMR: Testing feature 18/29: add_pbf_volatility_5d
[2025-11-25T07:36:44.919346] [INFO ] [CONFIGURE ] AOMR: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals', 'add_pbf_volatility_5d']
[2025-11-25T07:36:45.207826] [DEBUG] [FORECASTER] AOMR: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T07:36:45.508433] [DEBUG] [FORECASTER] AOMR: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T07:36:45.818672] [DEBUG] [FORECASTER] AOMR: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T07:36:46.132205] [DEBUG] [FORECASTER] AOMR: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T07:36:46.532816] [DEBUG] [FORECASTER] AOMR: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T07:36:46.873832] [DEBUG] [FORECASTER] AOMR: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T07:36:47.169791] [DEBUG] [FORECASTER] AOMR: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T07:36:47.443182] [DEBUG] [FORECASTER] AOMR: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T07:36:47.714383] [DEBUG] [FORECASTER] AOMR: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T07:36:47.984559] [DEBUG] [FORECASTER] AOMR: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T07:36:47.984752] [INFO ] [CONFIGURE ] AOMR: DISCARDED add_pbf_volatility_5d (score: 60.00%)
[2025-11-25T07:36:47.984811] [INFO ] [CONFIGURE ] JOB ETA: 2.9h | Avg: 2.6s/test | Remaining: 3961 tests
[2025-11-25T07:36:47.984859] [INFO ] [CONFIGURE ] AOMR: Testing feature 19/29: add_pbf_vs_sma_5
[2025-11-25T07:36:47.984903] [INFO ] [CONFIGURE ] AOMR: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals', 'add_pbf_vs_sma_5']
[2025-11-25T07:36:48.278764] [DEBUG] [FORECASTER] AOMR: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T07:36:48.578680] [DEBUG] [FORECASTER] AOMR: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T07:36:48.863574] [DEBUG] [FORECASTER] AOMR: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T07:36:49.149257] [DEBUG] [FORECASTER] AOMR: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T07:36:49.436198] [DEBUG] [FORECASTER] AOMR: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T07:36:49.723964] [DEBUG] [FORECASTER] AOMR: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T07:36:49.998538] [DEBUG] [FORECASTER] AOMR: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T07:36:50.283370] [DEBUG] [FORECASTER] AOMR: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T07:36:50.579370] [DEBUG] [FORECASTER] AOMR: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T07:36:50.877764] [DEBUG] [FORECASTER] AOMR: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T07:36:50.877960] [INFO ] [CONFIGURE ] AOMR: DISCARDED add_pbf_vs_sma_5 (score: 70.00%)
[2025-11-25T07:36:50.878019] [INFO ] [CONFIGURE ] JOB ETA: 2.9h | Avg: 2.6s/test | Remaining: 3960 tests
[2025-11-25T07:36:50.878068] [INFO ] [CONFIGURE ] AOMR: Testing feature 20/29: add_price_rejection
[2025-11-25T07:36:50.878113] [INFO ] [CONFIGURE ] AOMR: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals', 'add_price_rejection']
[2025-11-25T07:36:51.192014] [DEBUG] [FORECASTER] AOMR: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0
[2025-11-25T07:36:51.507169] [DEBUG] [FORECASTER] AOMR: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T07:36:51.825609] [DEBUG] [FORECASTER] AOMR: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T07:36:52.136508] [DEBUG] [FORECASTER] AOMR: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T07:36:52.464791] [DEBUG] [FORECASTER] AOMR: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T07:36:52.773768] [DEBUG] [FORECASTER] AOMR: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T07:36:53.082765] [DEBUG] [FORECASTER] AOMR: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T07:36:53.387810] [DEBUG] [FORECASTER] AOMR: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T07:36:53.702221] [DEBUG] [FORECASTER] AOMR: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T07:36:54.017130] [DEBUG] [FORECASTER] AOMR: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T07:36:54.017326] [INFO ] [CONFIGURE ] AOMR: DISCARDED add_price_rejection (score: 60.00%)
[2025-11-25T07:36:54.017387] [INFO ] [CONFIGURE ] JOB ETA: 2.9h | Avg: 2.6s/test | Remaining: 3959 tests
[2025-11-25T07:36:54.017437] [INFO ] [CONFIGURE ] AOMR: Testing feature 21/29: add_range_position
[2025-11-25T07:36:54.017483] [INFO ] [CONFIGURE ] AOMR: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals', 'add_range_position']
[2025-11-25T07:36:54.348164] [DEBUG] [FORECASTER] AOMR: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T07:36:54.665985] [DEBUG] [FORECASTER] AOMR: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T07:36:54.989297] [DEBUG] [FORECASTER] AOMR: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T07:36:55.311087] [DEBUG] [FORECASTER] AOMR: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T07:36:55.622799] [DEBUG] [FORECASTER] AOMR: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-25T07:36:55.938721] [DEBUG] [FORECASTER] AOMR: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T07:36:56.250124] [DEBUG] [FORECASTER] AOMR: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T07:36:56.552529] [DEBUG] [FORECASTER] AOMR: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T07:36:56.886034] [DEBUG] [FORECASTER] AOMR: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T07:36:57.217799] [DEBUG] [FORECASTER] AOMR: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T07:36:57.217999] [INFO ] [CONFIGURE ] AOMR: DISCARDED add_range_position (score: 50.00%)
[2025-11-25T07:36:57.218061] [INFO ] [CONFIGURE ] JOB ETA: 2.9h | Avg: 2.6s/test | Remaining: 3958 tests
[2025-11-25T07:36:57.218111] [INFO ] [CONFIGURE ] AOMR: Testing feature 22/29: add_realized_volatility
[2025-11-25T07:36:57.218155] [INFO ] [CONFIGURE ] AOMR: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals', 'add_realized_volatility']
[2025-11-25T07:36:57.629283] [DEBUG] [FORECASTER] AOMR: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0
[2025-11-25T07:36:58.026212] [DEBUG] [FORECASTER] AOMR: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T07:36:58.427912] [DEBUG] [FORECASTER] AOMR: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T07:36:58.834919] [DEBUG] [FORECASTER] AOMR: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T07:36:59.254793] [DEBUG] [FORECASTER] AOMR: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-25T07:36:59.660144] [DEBUG] [FORECASTER] AOMR: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T07:37:00.074410] [DEBUG] [FORECASTER] AOMR: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T07:37:00.472511] [DEBUG] [FORECASTER] AOMR: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T07:37:01.710531] [DEBUG] [FORECASTER] AOMR: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T07:37:02.212586] [DEBUG] [FORECASTER] AOMR: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T07:37:02.212828] [INFO ] [CONFIGURE ] AOMR: DISCARDED add_realized_volatility (score: 70.00%)
[2025-11-25T07:37:02.212892] [INFO ] [CONFIGURE ] JOB ETA: 2.9h | Avg: 2.6s/test | Remaining: 3957 tests
[2025-11-25T07:37:02.212947] [INFO ] [CONFIGURE ] AOMR: Testing feature 23/29: add_recent_range_context
[2025-11-25T07:37:02.212992] [INFO ] [CONFIGURE ] AOMR: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals', 'add_recent_range_context']
[2025-11-25T07:37:02.509162] [DEBUG] [FORECASTER] AOMR: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T07:37:02.802198] [DEBUG] [FORECASTER] AOMR: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T07:37:03.096489] [DEBUG] [FORECASTER] AOMR: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T07:37:03.384028] [DEBUG] [FORECASTER] AOMR: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T07:37:03.714069] [DEBUG] [FORECASTER] AOMR: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-25T07:37:04.035997] [DEBUG] [FORECASTER] AOMR: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T07:37:04.359295] [DEBUG] [FORECASTER] AOMR: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T07:37:04.688142] [DEBUG] [FORECASTER] AOMR: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T07:37:05.006631] [DEBUG] [FORECASTER] AOMR: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T07:37:05.308512] [DEBUG] [FORECASTER] AOMR: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T07:37:05.308714] [INFO ] [CONFIGURE ] AOMR: DISCARDED add_recent_range_context (score: 70.00%)
[2025-11-25T07:37:05.308776] [INFO ] [CONFIGURE ] JOB ETA: 2.9h | Avg: 2.6s/test | Remaining: 3956 tests
[2025-11-25T07:37:05.308827] [INFO ] [CONFIGURE ] AOMR: Testing feature 24/29: add_rsi
[2025-11-25T07:37:05.308876] [INFO ] [CONFIGURE ] AOMR: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals', 'add_ema', 'add_rsi']
[2025-11-25T07:37:05.673463] [DEBUG] [FORECASTER] AOMR: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T07:37:06.044785] [DEBUG] [FORECASTER] AOMR: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T07:37:06.424831] [DEBUG] [FORECASTER] AOMR: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T07:37:06.798864] [DEBUG] [FORECASTER] AOMR: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T07:37:07.178992] [DEBUG] [FORECASTER] AOMR: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T07:37:07.553801] [DEBUG] [FORECASTER] AOMR: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T07:37:07.929661] [DEBUG] [FORECASTER] AOMR: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T07:37:08.308955] [DEBUG] [FORECASTER] AOMR: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T07:37:08.714365] [DEBUG] [FORECASTER] AOMR: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T07:37:09.077459] [DEBUG] [FORECASTER] AOMR: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T07:37:09.077669] [INFO ] [CONFIGURE ] AOMR: DISCARDED add_rsi (score: 80.00%)
[2025-11-25T07:37:09.077732] [INFO ] [CONFIGURE ] JOB ETA: 2.9h | Avg: 2.6s/test | Remaining: 3955 tests
[2025-11-25T07:37:09.077782] [INFO ] [CONFIGURE ] AOMR: Testing feature 25/29: add_tick_distribution
[2025-11-25T07:37:09.077828] [INFO ] [CONFIGURE ] AOMR: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals', 'add_tick_distribution']
[2025-11-25T07:37:09.384791] [DEBUG] [FORECASTER] AOMR: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T07:37:09.681991] [DEBUG] [FORECASTER] AOMR: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T07:37:09.980379] [DEBUG] [FORECASTER] AOMR: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T07:37:10.285055] [DEBUG] [FORECASTER] AOMR: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T07:37:10.590288] [DEBUG] [FORECASTER] AOMR: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-25T07:37:10.915722] [DEBUG] [FORECASTER] AOMR: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T07:37:11.213261] [DEBUG] [FORECASTER] AOMR: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T07:37:11.514878] [DEBUG] [FORECASTER] AOMR: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T07:37:11.832950] [DEBUG] [FORECASTER] AOMR: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T07:37:12.150623] [DEBUG] [FORECASTER] AOMR: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T07:37:12.150910] [INFO ] [CONFIGURE ] AOMR: DISCARDED add_tick_distribution (score: 70.00%)
[2025-11-25T07:37:12.150996] [INFO ] [CONFIGURE ] JOB ETA: 2.9h | Avg: 2.6s/test | Remaining: 3954 tests
[2025-11-25T07:37:12.151054] [INFO ] [CONFIGURE ] AOMR: Testing feature 26/29: add_volume_momentum_confirmation
[2025-11-25T07:37:12.151108] [INFO ] [CONFIGURE ] AOMR: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals', 'add_volume_momentum_confirmation']
[2025-11-25T07:37:12.460929] [DEBUG] [FORECASTER] AOMR: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T07:37:12.769270] [DEBUG] [FORECASTER] AOMR: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T07:37:13.097441] [DEBUG] [FORECASTER] AOMR: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T07:37:13.405735] [DEBUG] [FORECASTER] AOMR: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T07:37:13.713025] [DEBUG] [FORECASTER] AOMR: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T07:37:14.011341] [DEBUG] [FORECASTER] AOMR: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T07:37:14.317615] [DEBUG] [FORECASTER] AOMR: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T07:37:14.623422] [DEBUG] [FORECASTER] AOMR: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T07:37:14.957862] [DEBUG] [FORECASTER] AOMR: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T07:37:15.284258] [DEBUG] [FORECASTER] AOMR: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T07:37:15.284566] [INFO ] [CONFIGURE ] AOMR: DISCARDED add_volume_momentum_confirmation (score: 70.00%)
[2025-11-25T07:37:15.284636] [INFO ] [CONFIGURE ] JOB ETA: 2.9h | Avg: 2.6s/test | Remaining: 3953 tests
[2025-11-25T07:37:15.284716] [INFO ] [CONFIGURE ] AOMR: Testing feature 27/29: add_volume_price_divergence
[2025-11-25T07:37:15.284771] [INFO ] [CONFIGURE ] AOMR: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals', 'add_volume_price_divergence']
[2025-11-25T07:37:15.659858] [DEBUG] [FORECASTER] AOMR: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T07:37:16.006137] [DEBUG] [FORECASTER] AOMR: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T07:37:16.348057] [DEBUG] [FORECASTER] AOMR: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T07:37:16.696902] [DEBUG] [FORECASTER] AOMR: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T07:37:17.065278] [DEBUG] [FORECASTER] AOMR: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T07:37:17.406619] [DEBUG] [FORECASTER] AOMR: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T07:37:17.749589] [DEBUG] [FORECASTER] AOMR: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T07:37:18.084028] [DEBUG] [FORECASTER] AOMR: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T07:37:18.419239] [DEBUG] [FORECASTER] AOMR: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T07:37:18.753818] [DEBUG] [FORECASTER] AOMR: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T07:37:18.754078] [INFO ] [CONFIGURE ] AOMR: DISCARDED add_volume_price_divergence (score: 70.00%)
[2025-11-25T07:37:18.754142] [INFO ] [CONFIGURE ] JOB ETA: 2.9h | Avg: 2.6s/test | Remaining: 3952 tests
[2025-11-25T07:37:18.754195] [INFO ] [CONFIGURE ] AOMR: Testing feature 28/29: add_volume_profile
[2025-11-25T07:37:18.754246] [INFO ] [CONFIGURE ] AOMR: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals', 'add_volume_profile']
[2025-11-25T07:37:19.079388] [DEBUG] [FORECASTER] AOMR: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0
[2025-11-25T07:37:19.407294] [DEBUG] [FORECASTER] AOMR: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T07:37:19.768470] [DEBUG] [FORECASTER] AOMR: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T07:37:20.095514] [DEBUG] [FORECASTER] AOMR: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T07:37:20.406819] [DEBUG] [FORECASTER] AOMR: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T07:37:20.728330] [DEBUG] [FORECASTER] AOMR: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T07:37:21.056349] [DEBUG] [FORECASTER] AOMR: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T07:37:21.372971] [DEBUG] [FORECASTER] AOMR: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T07:37:21.694501] [DEBUG] [FORECASTER] AOMR: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T07:37:22.012902] [DEBUG] [FORECASTER] AOMR: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T07:37:22.013068] [INFO ] [CONFIGURE ] AOMR: DISCARDED add_volume_profile (score: 60.00%)
[2025-11-25T07:37:22.013131] [INFO ] [CONFIGURE ] JOB ETA: 2.9h | Avg: 2.6s/test | Remaining: 3951 tests
[2025-11-25T07:37:22.013180] [INFO ] [CONFIGURE ] AOMR: ===== FEATURE SELECTION COMPLETE =====
[2025-11-25T07:37:22.013222] [INFO ] [CONFIGURE ] AOMR: Best accuracy: 80.00%
[2025-11-25T07:37:22.013263] [INFO ] [CONFIGURE ] AOMR: Best feature set (3 features): ['add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals']
[2025-11-25T07:37:22.013300] [INFO ] [CONFIGURE ] AOMR: Improvement over baseline: 30.00%
[2025-11-25T07:37:22.013336] [INFO ] [CONFIGURE ] AOMR: Total time: 1.5 minutes
[2025-11-25T07:37:22.013372] [INFO ] [CONFIGURE ] AOMR: Average time per feature: 3.2 seconds
[2025-11-25T07:37:22.013409] [INFO ] [CONFIGURE ] AOMR: Average speed: 0.33 features/sec
[2025-11-25T07:37:22.013812] [INFO ] [LOCAL     ] Saved configuration for AOMR: 3 features, 80.00% accuracy -> ./output/feature-sets/AOMR.json
[2025-11-25T07:37:22.013872] [INFO ] [CONFIGURE ] AOMR: Configuration saved successfully: 3 features, 80.00% accuracy.
[2025-11-25T07:37:22.013931] [INFO ] [sig       ] [28/164] Successfully configured AOMR | 0.01 sym/s | Total: 36.3m | ETA: 2.9h
[2025-11-25T07:37:22.013986] [INFO ] [sig       ] [29/164] Configuring APD...
[2025-11-25T07:37:22.014028] [INFO ] [CONFIGURE ] APD: Configurate test run.
[2025-11-25T07:37:22.014067] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'APD' from 'https://tdm.silogroup.org/data/derivative_storage/APD.csv'.
[2025-11-25T07:37:22.026676] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'APD'.
[2025-11-25T07:37:22.027187] [INFO ] [CONFIGURE ] APD: Testing with 29 available features
[2025-11-25T07:37:22.027252] [INFO ] [CONFIGURE ] APD: Establishing baseline with no features...
[2025-11-25T07:37:22.227234] [DEBUG] [FORECASTER] APD: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T07:37:22.423783] [DEBUG] [FORECASTER] APD: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T07:37:22.631155] [DEBUG] [FORECASTER] APD: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T07:37:22.835995] [DEBUG] [FORECASTER] APD: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T07:37:23.036852] [DEBUG] [FORECASTER] APD: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T07:37:23.237745] [DEBUG] [FORECASTER] APD: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T07:37:23.435205] [DEBUG] [FORECASTER] APD: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T07:37:23.640012] [DEBUG] [FORECASTER] APD: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T07:37:23.836618] [DEBUG] [FORECASTER] APD: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T07:37:24.031615] [DEBUG] [FORECASTER] APD: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T07:37:24.031803] [INFO ] [CONFIGURE ] APD: Baseline score (no features): 40.00%
[2025-11-25T07:37:24.031852] [INFO ] [CONFIGURE ] APD: Testing feature 1/29: add_bollinger_bands
[2025-11-25T07:37:24.031890] [INFO ] [CONFIGURE ] APD: Testing with features: ['add_bollinger_bands']
[2025-11-25T07:37:24.258799] [DEBUG] [FORECASTER] APD: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T07:37:24.485704] [DEBUG] [FORECASTER] APD: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T07:37:24.722673] [DEBUG] [FORECASTER] APD: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T07:37:24.950862] [DEBUG] [FORECASTER] APD: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T07:37:25.187824] [DEBUG] [FORECASTER] APD: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T07:37:25.416245] [DEBUG] [FORECASTER] APD: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T07:37:25.650545] [DEBUG] [FORECASTER] APD: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T07:37:25.881024] [DEBUG] [FORECASTER] APD: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T07:37:26.111783] [DEBUG] [FORECASTER] APD: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T07:37:26.341317] [DEBUG] [FORECASTER] APD: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T07:37:26.341493] [INFO ] [CONFIGURE ] APD: KEPT add_bollinger_bands (score: 50.00%)
[2025-11-25T07:37:26.341540] [INFO ] [CONFIGURE ] JOB ETA: 2.9h | Avg: 2.6s/test | Remaining: 3950 tests
[2025-11-25T07:37:26.341578] [INFO ] [CONFIGURE ] APD: Testing feature 2/29: add_cumulative_delta
[2025-11-25T07:37:26.341614] [INFO ] [CONFIGURE ] APD: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta']
[2025-11-25T07:37:26.612120] [DEBUG] [FORECASTER] APD: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T07:37:26.877258] [DEBUG] [FORECASTER] APD: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T07:37:27.149250] [DEBUG] [FORECASTER] APD: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T07:37:27.425835] [DEBUG] [FORECASTER] APD: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T07:37:27.690719] [DEBUG] [FORECASTER] APD: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T07:37:27.961938] [DEBUG] [FORECASTER] APD: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T07:37:28.239983] [DEBUG] [FORECASTER] APD: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T07:37:28.511387] [DEBUG] [FORECASTER] APD: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T07:37:28.779926] [DEBUG] [FORECASTER] APD: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T07:37:29.049412] [DEBUG] [FORECASTER] APD: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T07:37:29.049572] [INFO ] [CONFIGURE ] APD: KEPT add_cumulative_delta (score: 60.00%)
[2025-11-25T07:37:29.049628] [INFO ] [CONFIGURE ] JOB ETA: 2.9h | Avg: 2.6s/test | Remaining: 3949 tests
[2025-11-25T07:37:29.049688] [INFO ] [CONFIGURE ] APD: Testing feature 3/29: add_daily_returns
[2025-11-25T07:37:29.049748] [INFO ] [CONFIGURE ] APD: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns']
[2025-11-25T07:37:29.331328] [DEBUG] [FORECASTER] APD: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T07:37:29.614790] [DEBUG] [FORECASTER] APD: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T07:37:29.901862] [DEBUG] [FORECASTER] APD: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T07:37:30.183483] [DEBUG] [FORECASTER] APD: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T07:37:30.468115] [DEBUG] [FORECASTER] APD: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T07:37:30.763545] [DEBUG] [FORECASTER] APD: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T07:37:31.050554] [DEBUG] [FORECASTER] APD: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T07:37:31.334287] [DEBUG] [FORECASTER] APD: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T07:37:31.619603] [DEBUG] [FORECASTER] APD: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T07:37:31.908919] [DEBUG] [FORECASTER] APD: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T07:37:31.909130] [INFO ] [CONFIGURE ] APD: DISCARDED add_daily_returns (score: 50.00%)
[2025-11-25T07:37:31.909189] [INFO ] [CONFIGURE ] JOB ETA: 2.9h | Avg: 2.6s/test | Remaining: 3948 tests
[2025-11-25T07:37:31.909238] [INFO ] [CONFIGURE ] APD: Testing feature 4/29: add_ema
[2025-11-25T07:37:31.909282] [INFO ] [CONFIGURE ] APD: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_ema']
[2025-11-25T07:37:32.225331] [DEBUG] [FORECASTER] APD: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T07:37:32.544372] [DEBUG] [FORECASTER] APD: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T07:37:32.865942] [DEBUG] [FORECASTER] APD: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T07:37:33.207086] [DEBUG] [FORECASTER] APD: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T07:37:33.572246] [DEBUG] [FORECASTER] APD: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T07:37:33.955399] [DEBUG] [FORECASTER] APD: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T07:37:34.363359] [DEBUG] [FORECASTER] APD: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T07:37:34.689024] [DEBUG] [FORECASTER] APD: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T07:37:35.000717] [DEBUG] [FORECASTER] APD: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T07:37:35.297086] [DEBUG] [FORECASTER] APD: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T07:37:35.297286] [INFO ] [CONFIGURE ] APD: DISCARDED add_ema (score: 50.00%)
[2025-11-25T07:37:35.297342] [INFO ] [CONFIGURE ] JOB ETA: 2.9h | Avg: 2.6s/test | Remaining: 3947 tests
[2025-11-25T07:37:35.297412] [INFO ] [CONFIGURE ] APD: Testing feature 5/29: add_exhaustion_signals
[2025-11-25T07:37:35.297455] [INFO ] [CONFIGURE ] APD: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals']
[2025-11-25T07:37:35.592862] [DEBUG] [FORECASTER] APD: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T07:37:35.891171] [DEBUG] [FORECASTER] APD: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T07:37:36.190718] [DEBUG] [FORECASTER] APD: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T07:37:36.507553] [DEBUG] [FORECASTER] APD: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T07:37:36.821982] [DEBUG] [FORECASTER] APD: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T07:37:37.129444] [DEBUG] [FORECASTER] APD: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T07:37:37.463120] [DEBUG] [FORECASTER] APD: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T07:37:37.786401] [DEBUG] [FORECASTER] APD: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T07:37:38.087725] [DEBUG] [FORECASTER] APD: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T07:37:38.376816] [DEBUG] [FORECASTER] APD: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T07:37:38.377019] [INFO ] [CONFIGURE ] APD: KEPT add_exhaustion_signals (score: 70.00%)
[2025-11-25T07:37:38.377077] [INFO ] [CONFIGURE ] JOB ETA: 2.9h | Avg: 2.6s/test | Remaining: 3946 tests
[2025-11-25T07:37:38.377150] [INFO ] [CONFIGURE ] APD: Testing feature 6/29: add_failed_moves
[2025-11-25T07:37:38.377192] [INFO ] [CONFIGURE ] APD: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals', 'add_failed_moves']
[2025-11-25T07:37:38.711029] [DEBUG] [FORECASTER] APD: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T07:37:39.019494] [DEBUG] [FORECASTER] APD: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T07:37:39.316300] [DEBUG] [FORECASTER] APD: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T07:37:39.632186] [DEBUG] [FORECASTER] APD: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T07:37:39.933896] [DEBUG] [FORECASTER] APD: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T07:37:40.239100] [DEBUG] [FORECASTER] APD: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T07:37:40.533021] [DEBUG] [FORECASTER] APD: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T07:37:40.853407] [DEBUG] [FORECASTER] APD: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T07:37:41.169777] [DEBUG] [FORECASTER] APD: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T07:37:41.488317] [DEBUG] [FORECASTER] APD: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T07:37:41.488522] [INFO ] [CONFIGURE ] APD: DISCARDED add_failed_moves (score: 70.00%)
[2025-11-25T07:37:41.488578] [INFO ] [CONFIGURE ] JOB ETA: 2.9h | Avg: 2.6s/test | Remaining: 3945 tests
[2025-11-25T07:37:41.488625] [INFO ] [CONFIGURE ] APD: Testing feature 7/29: add_lag_shelf
[2025-11-25T07:37:41.488689] [INFO ] [CONFIGURE ] APD: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals', 'add_lag_shelf']
[2025-11-25T07:37:41.804845] [DEBUG] [FORECASTER] APD: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T07:37:42.130433] [DEBUG] [FORECASTER] APD: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T07:37:42.464340] [DEBUG] [FORECASTER] APD: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T07:37:42.767628] [DEBUG] [FORECASTER] APD: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T07:37:43.101078] [DEBUG] [FORECASTER] APD: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T07:37:43.437950] [DEBUG] [FORECASTER] APD: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T07:37:43.762768] [DEBUG] [FORECASTER] APD: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T07:37:44.073295] [DEBUG] [FORECASTER] APD: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T07:37:44.386067] [DEBUG] [FORECASTER] APD: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T07:37:44.695749] [DEBUG] [FORECASTER] APD: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T07:37:44.695942] [INFO ] [CONFIGURE ] APD: DISCARDED add_lag_shelf (score: 60.00%)
[2025-11-25T07:37:44.696004] [INFO ] [CONFIGURE ] JOB ETA: 2.9h | Avg: 2.6s/test | Remaining: 3944 tests
[2025-11-25T07:37:44.696055] [INFO ] [CONFIGURE ] APD: Testing feature 8/29: add_macd
[2025-11-25T07:37:44.696103] [INFO ] [CONFIGURE ] APD: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals', 'add_macd']
[2025-11-25T07:37:45.071559] [DEBUG] [FORECASTER] APD: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T07:37:45.439878] [DEBUG] [FORECASTER] APD: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T07:37:45.838794] [DEBUG] [FORECASTER] APD: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T07:37:46.216948] [DEBUG] [FORECASTER] APD: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T07:37:46.600403] [DEBUG] [FORECASTER] APD: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T07:37:46.989893] [DEBUG] [FORECASTER] APD: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T07:37:47.401947] [DEBUG] [FORECASTER] APD: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T07:37:47.803092] [DEBUG] [FORECASTER] APD: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T07:37:48.172263] [DEBUG] [FORECASTER] APD: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T07:37:48.554182] [DEBUG] [FORECASTER] APD: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T07:37:48.554401] [INFO ] [CONFIGURE ] APD: DISCARDED add_macd (score: 50.00%)
[2025-11-25T07:37:48.554463] [INFO ] [CONFIGURE ] JOB ETA: 2.9h | Avg: 2.6s/test | Remaining: 3943 tests
[2025-11-25T07:37:48.554517] [INFO ] [CONFIGURE ] APD: Testing feature 9/29: add_mfi
[2025-11-25T07:37:48.554564] [INFO ] [CONFIGURE ] APD: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals', 'add_mfi']
[2025-11-25T07:37:48.909608] [DEBUG] [FORECASTER] APD: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T07:37:49.265534] [DEBUG] [FORECASTER] APD: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T07:37:49.616686] [DEBUG] [FORECASTER] APD: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T07:37:49.966285] [DEBUG] [FORECASTER] APD: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T07:37:50.326582] [DEBUG] [FORECASTER] APD: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T07:37:50.701120] [DEBUG] [FORECASTER] APD: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T07:37:51.060873] [DEBUG] [FORECASTER] APD: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T07:37:51.410915] [DEBUG] [FORECASTER] APD: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T07:37:51.787720] [DEBUG] [FORECASTER] APD: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T07:37:52.157565] [DEBUG] [FORECASTER] APD: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T07:37:52.157860] [INFO ] [CONFIGURE ] APD: DISCARDED add_mfi (score: 70.00%)
[2025-11-25T07:37:52.157932] [INFO ] [CONFIGURE ] JOB ETA: 2.9h | Avg: 2.6s/test | Remaining: 3942 tests
[2025-11-25T07:37:52.157984] [INFO ] [CONFIGURE ] APD: Testing feature 10/29: add_momentum_acceleration
[2025-11-25T07:37:52.158056] [INFO ] [CONFIGURE ] APD: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals', 'add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-11-25T07:37:52.591632] [DEBUG] [FORECASTER] APD: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T07:37:53.025572] [DEBUG] [FORECASTER] APD: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T07:37:53.469970] [DEBUG] [FORECASTER] APD: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T07:37:53.925666] [DEBUG] [FORECASTER] APD: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T07:37:54.338397] [DEBUG] [FORECASTER] APD: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T07:37:54.814961] [DEBUG] [FORECASTER] APD: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T07:37:55.256979] [DEBUG] [FORECASTER] APD: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T07:37:55.656979] [DEBUG] [FORECASTER] APD: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T07:37:56.116530] [DEBUG] [FORECASTER] APD: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T07:37:56.573825] [DEBUG] [FORECASTER] APD: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T07:37:56.574072] [INFO ] [CONFIGURE ] APD: DISCARDED add_momentum_acceleration (score: 50.00%)
[2025-11-25T07:37:56.574137] [INFO ] [CONFIGURE ] JOB ETA: 2.9h | Avg: 2.6s/test | Remaining: 3941 tests
[2025-11-25T07:37:56.574190] [INFO ] [CONFIGURE ] APD: Testing feature 11/29: add_obv_daily
[2025-11-25T07:37:56.574239] [INFO ] [CONFIGURE ] APD: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals', 'add_obv_daily']
[2025-11-25T07:37:56.964836] [DEBUG] [FORECASTER] APD: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T07:37:57.309458] [DEBUG] [FORECASTER] APD: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T07:37:57.657453] [DEBUG] [FORECASTER] APD: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T07:37:58.005926] [DEBUG] [FORECASTER] APD: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T07:37:58.365573] [DEBUG] [FORECASTER] APD: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T07:37:58.732996] [DEBUG] [FORECASTER] APD: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T07:37:59.103229] [DEBUG] [FORECASTER] APD: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T07:37:59.462136] [DEBUG] [FORECASTER] APD: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T07:37:59.823908] [DEBUG] [FORECASTER] APD: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T07:38:00.184340] [DEBUG] [FORECASTER] APD: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T07:38:00.184534] [INFO ] [CONFIGURE ] APD: DISCARDED add_obv_daily (score: 60.00%)
[2025-11-25T07:38:00.184603] [INFO ] [CONFIGURE ] JOB ETA: 2.9h | Avg: 2.6s/test | Remaining: 3940 tests
[2025-11-25T07:38:00.184673] [INFO ] [CONFIGURE ] APD: Testing feature 12/29: add_obv_interval
[2025-11-25T07:38:00.184722] [INFO ] [CONFIGURE ] APD: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals', 'add_obv_interval']
[2025-11-25T07:38:00.519989] [DEBUG] [FORECASTER] APD: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T07:38:00.869504] [DEBUG] [FORECASTER] APD: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T07:38:02.007606] [DEBUG] [FORECASTER] APD: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T07:38:02.563683] [DEBUG] [FORECASTER] APD: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T07:38:02.908201] [DEBUG] [FORECASTER] APD: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T07:38:03.254595] [DEBUG] [FORECASTER] APD: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T07:38:03.591349] [DEBUG] [FORECASTER] APD: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T07:38:03.925989] [DEBUG] [FORECASTER] APD: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T07:38:04.260638] [DEBUG] [FORECASTER] APD: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T07:38:04.608388] [DEBUG] [FORECASTER] APD: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T07:38:04.608580] [INFO ] [CONFIGURE ] APD: DISCARDED add_obv_interval (score: 60.00%)
[2025-11-25T07:38:04.608701] [INFO ] [CONFIGURE ] JOB ETA: 2.9h | Avg: 2.6s/test | Remaining: 3939 tests
[2025-11-25T07:38:04.608757] [INFO ] [CONFIGURE ] APD: Testing feature 13/29: add_opening_strength
[2025-11-25T07:38:04.608802] [INFO ] [CONFIGURE ] APD: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals', 'add_daily_returns', 'add_opening_strength']
[2025-11-25T07:38:04.972446] [DEBUG] [FORECASTER] APD: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T07:38:05.331978] [DEBUG] [FORECASTER] APD: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T07:38:05.705953] [DEBUG] [FORECASTER] APD: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T07:38:06.081713] [DEBUG] [FORECASTER] APD: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T07:38:06.468596] [DEBUG] [FORECASTER] APD: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T07:38:06.831800] [DEBUG] [FORECASTER] APD: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T07:38:07.198447] [DEBUG] [FORECASTER] APD: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T07:38:07.566251] [DEBUG] [FORECASTER] APD: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T07:38:07.931593] [DEBUG] [FORECASTER] APD: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T07:38:08.301917] [DEBUG] [FORECASTER] APD: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T07:38:08.302121] [INFO ] [CONFIGURE ] APD: DISCARDED add_opening_strength (score: 60.00%)
[2025-11-25T07:38:08.302183] [INFO ] [CONFIGURE ] JOB ETA: 2.9h | Avg: 2.7s/test | Remaining: 3938 tests
[2025-11-25T07:38:08.302244] [INFO ] [CONFIGURE ] APD: Testing feature 14/29: add_order_flow_imbalance
[2025-11-25T07:38:08.302314] [INFO ] [CONFIGURE ] APD: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals', 'add_order_flow_imbalance']
[2025-11-25T07:38:08.652312] [DEBUG] [FORECASTER] APD: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T07:38:09.011246] [DEBUG] [FORECASTER] APD: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T07:38:09.359340] [DEBUG] [FORECASTER] APD: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T07:38:09.705670] [DEBUG] [FORECASTER] APD: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T07:38:10.060217] [DEBUG] [FORECASTER] APD: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T07:38:10.405257] [DEBUG] [FORECASTER] APD: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T07:38:10.760812] [DEBUG] [FORECASTER] APD: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T07:38:11.104278] [DEBUG] [FORECASTER] APD: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T07:38:11.448396] [DEBUG] [FORECASTER] APD: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T07:38:11.784124] [DEBUG] [FORECASTER] APD: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T07:38:11.784303] [INFO ] [CONFIGURE ] APD: DISCARDED add_order_flow_imbalance (score: 70.00%)
[2025-11-25T07:38:11.784361] [INFO ] [CONFIGURE ] JOB ETA: 2.9h | Avg: 2.7s/test | Remaining: 3937 tests
[2025-11-25T07:38:11.784408] [INFO ] [CONFIGURE ] APD: Testing feature 15/29: add_pbf_morning_momentum
[2025-11-25T07:38:11.784500] [INFO ] [CONFIGURE ] APD: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals', 'add_pbf_morning_momentum']
[2025-11-25T07:38:12.107784] [DEBUG] [FORECASTER] APD: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T07:38:12.435297] [DEBUG] [FORECASTER] APD: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T07:38:12.769003] [DEBUG] [FORECASTER] APD: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T07:38:13.102145] [DEBUG] [FORECASTER] APD: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T07:38:13.447568] [DEBUG] [FORECASTER] APD: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T07:38:13.794887] [DEBUG] [FORECASTER] APD: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T07:38:14.143666] [DEBUG] [FORECASTER] APD: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T07:38:14.482892] [DEBUG] [FORECASTER] APD: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T07:38:14.825993] [DEBUG] [FORECASTER] APD: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T07:38:15.175355] [DEBUG] [FORECASTER] APD: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T07:38:15.175587] [INFO ] [CONFIGURE ] APD: DISCARDED add_pbf_morning_momentum (score: 60.00%)
[2025-11-25T07:38:15.175670] [INFO ] [CONFIGURE ] JOB ETA: 2.9h | Avg: 2.7s/test | Remaining: 3936 tests
[2025-11-25T07:38:15.175725] [INFO ] [CONFIGURE ] APD: Testing feature 16/29: add_pbf_overnight_gap
[2025-11-25T07:38:15.175773] [INFO ] [CONFIGURE ] APD: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals', 'add_pbf_overnight_gap']
[2025-11-25T07:38:15.535483] [DEBUG] [FORECASTER] APD: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T07:38:15.897683] [DEBUG] [FORECASTER] APD: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T07:38:16.245763] [DEBUG] [FORECASTER] APD: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T07:38:16.545772] [DEBUG] [FORECASTER] APD: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T07:38:16.872751] [DEBUG] [FORECASTER] APD: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T07:38:17.217936] [DEBUG] [FORECASTER] APD: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T07:38:17.554963] [DEBUG] [FORECASTER] APD: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T07:38:17.891819] [DEBUG] [FORECASTER] APD: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T07:38:18.224096] [DEBUG] [FORECASTER] APD: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T07:38:18.547366] [DEBUG] [FORECASTER] APD: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T07:38:18.547586] [INFO ] [CONFIGURE ] APD: DISCARDED add_pbf_overnight_gap (score: 50.00%)
[2025-11-25T07:38:18.547665] [INFO ] [CONFIGURE ] JOB ETA: 2.9h | Avg: 2.7s/test | Remaining: 3935 tests
[2025-11-25T07:38:18.547717] [INFO ] [CONFIGURE ] APD: Testing feature 17/29: add_pbf_return_2d
[2025-11-25T07:38:18.547763] [INFO ] [CONFIGURE ] APD: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals', 'add_pbf_return_2d']
[2025-11-25T07:38:18.848398] [DEBUG] [FORECASTER] APD: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T07:38:19.147959] [DEBUG] [FORECASTER] APD: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T07:38:19.450025] [DEBUG] [FORECASTER] APD: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T07:38:19.756076] [DEBUG] [FORECASTER] APD: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T07:38:20.069126] [DEBUG] [FORECASTER] APD: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T07:38:20.383372] [DEBUG] [FORECASTER] APD: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T07:38:20.698264] [DEBUG] [FORECASTER] APD: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T07:38:21.039036] [DEBUG] [FORECASTER] APD: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T07:38:21.344529] [DEBUG] [FORECASTER] APD: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T07:38:21.664531] [DEBUG] [FORECASTER] APD: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T07:38:21.664768] [INFO ] [CONFIGURE ] APD: KEPT add_pbf_return_2d (score: 80.00%)
[2025-11-25T07:38:21.664830] [INFO ] [CONFIGURE ] JOB ETA: 2.9h | Avg: 2.7s/test | Remaining: 3934 tests
[2025-11-25T07:38:21.664880] [INFO ] [CONFIGURE ] APD: Testing feature 18/29: add_pbf_volatility_5d
[2025-11-25T07:38:21.664926] [INFO ] [CONFIGURE ] APD: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals', 'add_pbf_return_2d', 'add_pbf_volatility_5d']
[2025-11-25T07:38:22.003971] [DEBUG] [FORECASTER] APD: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T07:38:22.364376] [DEBUG] [FORECASTER] APD: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T07:38:22.731001] [DEBUG] [FORECASTER] APD: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T07:38:23.115094] [DEBUG] [FORECASTER] APD: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T07:38:23.477060] [DEBUG] [FORECASTER] APD: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T07:38:23.864841] [DEBUG] [FORECASTER] APD: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T07:38:24.222614] [DEBUG] [FORECASTER] APD: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T07:38:24.589966] [DEBUG] [FORECASTER] APD: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T07:38:24.949039] [DEBUG] [FORECASTER] APD: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T07:38:25.312540] [DEBUG] [FORECASTER] APD: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T07:38:25.312769] [INFO ] [CONFIGURE ] APD: DISCARDED add_pbf_volatility_5d (score: 70.00%)
[2025-11-25T07:38:25.312833] [INFO ] [CONFIGURE ] JOB ETA: 2.9h | Avg: 2.7s/test | Remaining: 3933 tests
[2025-11-25T07:38:25.312882] [INFO ] [CONFIGURE ] APD: Testing feature 19/29: add_pbf_vs_sma_5
[2025-11-25T07:38:25.312934] [INFO ] [CONFIGURE ] APD: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals', 'add_pbf_return_2d', 'add_pbf_vs_sma_5']
[2025-11-25T07:38:25.685088] [DEBUG] [FORECASTER] APD: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T07:38:26.059673] [DEBUG] [FORECASTER] APD: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T07:38:26.425871] [DEBUG] [FORECASTER] APD: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T07:38:26.783313] [DEBUG] [FORECASTER] APD: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T07:38:27.148341] [DEBUG] [FORECASTER] APD: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T07:38:27.513999] [DEBUG] [FORECASTER] APD: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T07:38:27.883959] [DEBUG] [FORECASTER] APD: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T07:38:28.262413] [DEBUG] [FORECASTER] APD: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T07:38:28.606026] [DEBUG] [FORECASTER] APD: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T07:38:28.973260] [DEBUG] [FORECASTER] APD: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T07:38:28.973479] [INFO ] [CONFIGURE ] APD: DISCARDED add_pbf_vs_sma_5 (score: 80.00%)
[2025-11-25T07:38:28.973562] [INFO ] [CONFIGURE ] JOB ETA: 2.9h | Avg: 2.7s/test | Remaining: 3932 tests
[2025-11-25T07:38:28.973716] [INFO ] [CONFIGURE ] APD: Testing feature 20/29: add_price_rejection
[2025-11-25T07:38:28.973776] [INFO ] [CONFIGURE ] APD: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals', 'add_pbf_return_2d', 'add_price_rejection']
[2025-11-25T07:38:29.344153] [DEBUG] [FORECASTER] APD: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T07:38:29.723925] [DEBUG] [FORECASTER] APD: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T07:38:30.095420] [DEBUG] [FORECASTER] APD: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T07:38:30.501228] [DEBUG] [FORECASTER] APD: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T07:38:30.905715] [DEBUG] [FORECASTER] APD: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T07:38:31.307410] [DEBUG] [FORECASTER] APD: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T07:38:31.707010] [DEBUG] [FORECASTER] APD: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T07:38:32.096142] [DEBUG] [FORECASTER] APD: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T07:38:32.459665] [DEBUG] [FORECASTER] APD: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T07:38:32.822701] [DEBUG] [FORECASTER] APD: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T07:38:32.822908] [INFO ] [CONFIGURE ] APD: DISCARDED add_price_rejection (score: 70.00%)
[2025-11-25T07:38:32.822968] [INFO ] [CONFIGURE ] JOB ETA: 2.9h | Avg: 2.7s/test | Remaining: 3931 tests
[2025-11-25T07:38:32.823018] [INFO ] [CONFIGURE ] APD: Testing feature 21/29: add_range_position
[2025-11-25T07:38:32.823064] [INFO ] [CONFIGURE ] APD: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals', 'add_pbf_return_2d', 'add_range_position']
[2025-11-25T07:38:33.198961] [DEBUG] [FORECASTER] APD: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T07:38:33.593381] [DEBUG] [FORECASTER] APD: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T07:38:33.983620] [DEBUG] [FORECASTER] APD: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T07:38:34.376107] [DEBUG] [FORECASTER] APD: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T07:38:34.759548] [DEBUG] [FORECASTER] APD: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T07:38:35.133907] [DEBUG] [FORECASTER] APD: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T07:38:35.517069] [DEBUG] [FORECASTER] APD: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T07:38:35.921483] [DEBUG] [FORECASTER] APD: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T07:38:36.314706] [DEBUG] [FORECASTER] APD: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T07:38:36.706225] [DEBUG] [FORECASTER] APD: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T07:38:36.706440] [INFO ] [CONFIGURE ] APD: DISCARDED add_range_position (score: 50.00%)
[2025-11-25T07:38:36.706502] [INFO ] [CONFIGURE ] JOB ETA: 2.9h | Avg: 2.7s/test | Remaining: 3930 tests
[2025-11-25T07:38:36.706553] [INFO ] [CONFIGURE ] APD: Testing feature 22/29: add_realized_volatility
[2025-11-25T07:38:36.706599] [INFO ] [CONFIGURE ] APD: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals', 'add_pbf_return_2d', 'add_realized_volatility']
[2025-11-25T07:38:37.165625] [DEBUG] [FORECASTER] APD: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T07:38:37.617618] [DEBUG] [FORECASTER] APD: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T07:38:38.055339] [DEBUG] [FORECASTER] APD: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T07:38:38.503508] [DEBUG] [FORECASTER] APD: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T07:38:39.005211] [DEBUG] [FORECASTER] APD: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T07:38:39.477983] [DEBUG] [FORECASTER] APD: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T07:38:39.938239] [DEBUG] [FORECASTER] APD: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T07:38:40.402806] [DEBUG] [FORECASTER] APD: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T07:38:40.884761] [DEBUG] [FORECASTER] APD: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T07:38:41.326203] [DEBUG] [FORECASTER] APD: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T07:38:41.326431] [INFO ] [CONFIGURE ] APD: DISCARDED add_realized_volatility (score: 70.00%)
[2025-11-25T07:38:41.326493] [INFO ] [CONFIGURE ] JOB ETA: 2.9h | Avg: 2.7s/test | Remaining: 3929 tests
[2025-11-25T07:38:41.326543] [INFO ] [CONFIGURE ] APD: Testing feature 23/29: add_recent_range_context
[2025-11-25T07:38:41.326589] [INFO ] [CONFIGURE ] APD: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals', 'add_pbf_return_2d', 'add_recent_range_context']
[2025-11-25T07:38:41.674118] [DEBUG] [FORECASTER] APD: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T07:38:42.024873] [DEBUG] [FORECASTER] APD: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T07:38:42.365697] [DEBUG] [FORECASTER] APD: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T07:38:42.715325] [DEBUG] [FORECASTER] APD: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T07:38:43.101314] [DEBUG] [FORECASTER] APD: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T07:38:43.518079] [DEBUG] [FORECASTER] APD: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T07:38:44.025665] [DEBUG] [FORECASTER] APD: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T07:38:44.434592] [DEBUG] [FORECASTER] APD: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T07:38:44.836315] [DEBUG] [FORECASTER] APD: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T07:38:45.217547] [DEBUG] [FORECASTER] APD: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T07:38:45.217776] [INFO ] [CONFIGURE ] APD: DISCARDED add_recent_range_context (score: 80.00%)
[2025-11-25T07:38:45.217844] [INFO ] [CONFIGURE ] JOB ETA: 2.9h | Avg: 2.7s/test | Remaining: 3928 tests
[2025-11-25T07:38:45.217910] [INFO ] [CONFIGURE ] APD: Testing feature 24/29: add_rsi
[2025-11-25T07:38:45.217968] [INFO ] [CONFIGURE ] APD: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals', 'add_pbf_return_2d', 'add_ema', 'add_rsi']
[2025-11-25T07:38:45.640441] [DEBUG] [FORECASTER] APD: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T07:38:46.070463] [DEBUG] [FORECASTER] APD: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T07:38:46.511668] [DEBUG] [FORECASTER] APD: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T07:38:46.956979] [DEBUG] [FORECASTER] APD: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T07:38:47.413227] [DEBUG] [FORECASTER] APD: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T07:38:47.832562] [DEBUG] [FORECASTER] APD: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T07:38:48.253345] [DEBUG] [FORECASTER] APD: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T07:38:48.677621] [DEBUG] [FORECASTER] APD: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T07:38:49.150477] [DEBUG] [FORECASTER] APD: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T07:38:49.596905] [DEBUG] [FORECASTER] APD: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T07:38:49.597205] [INFO ] [CONFIGURE ] APD: DISCARDED add_rsi (score: 80.00%)
[2025-11-25T07:38:49.597275] [INFO ] [CONFIGURE ] JOB ETA: 2.9h | Avg: 2.7s/test | Remaining: 3927 tests
[2025-11-25T07:38:49.597370] [INFO ] [CONFIGURE ] APD: Testing feature 25/29: add_tick_distribution
[2025-11-25T07:38:49.597421] [INFO ] [CONFIGURE ] APD: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals', 'add_pbf_return_2d', 'add_tick_distribution']
[2025-11-25T07:38:49.985353] [DEBUG] [FORECASTER] APD: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T07:38:50.351020] [DEBUG] [FORECASTER] APD: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T07:38:50.713756] [DEBUG] [FORECASTER] APD: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T07:38:51.111207] [DEBUG] [FORECASTER] APD: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T07:38:51.475581] [DEBUG] [FORECASTER] APD: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T07:38:51.847275] [DEBUG] [FORECASTER] APD: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T07:38:52.205430] [DEBUG] [FORECASTER] APD: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T07:38:52.573788] [DEBUG] [FORECASTER] APD: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T07:38:52.947886] [DEBUG] [FORECASTER] APD: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T07:38:53.317794] [DEBUG] [FORECASTER] APD: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T07:38:53.317997] [INFO ] [CONFIGURE ] APD: DISCARDED add_tick_distribution (score: 80.00%)
[2025-11-25T07:38:53.318060] [INFO ] [CONFIGURE ] JOB ETA: 2.9h | Avg: 2.7s/test | Remaining: 3926 tests
[2025-11-25T07:38:53.318112] [INFO ] [CONFIGURE ] APD: Testing feature 26/29: add_volume_momentum_confirmation
[2025-11-25T07:38:53.318166] [INFO ] [CONFIGURE ] APD: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals', 'add_pbf_return_2d', 'add_volume_momentum_confirmation']
[2025-11-25T07:38:53.685171] [DEBUG] [FORECASTER] APD: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T07:38:54.052155] [DEBUG] [FORECASTER] APD: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T07:38:54.422583] [DEBUG] [FORECASTER] APD: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T07:38:54.784276] [DEBUG] [FORECASTER] APD: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T07:38:55.145029] [DEBUG] [FORECASTER] APD: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T07:38:55.504192] [DEBUG] [FORECASTER] APD: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T07:38:55.873725] [DEBUG] [FORECASTER] APD: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T07:38:56.255211] [DEBUG] [FORECASTER] APD: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T07:38:56.609709] [DEBUG] [FORECASTER] APD: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T07:38:56.977459] [DEBUG] [FORECASTER] APD: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T07:38:56.977731] [INFO ] [CONFIGURE ] APD: DISCARDED add_volume_momentum_confirmation (score: 40.00%)
[2025-11-25T07:38:56.977795] [INFO ] [CONFIGURE ] JOB ETA: 2.9h | Avg: 2.7s/test | Remaining: 3925 tests
[2025-11-25T07:38:56.977845] [INFO ] [CONFIGURE ] APD: Testing feature 27/29: add_volume_price_divergence
[2025-11-25T07:38:56.977890] [INFO ] [CONFIGURE ] APD: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals', 'add_pbf_return_2d', 'add_volume_price_divergence']
[2025-11-25T07:38:57.358940] [DEBUG] [FORECASTER] APD: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T07:38:57.730986] [DEBUG] [FORECASTER] APD: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T07:38:58.126164] [DEBUG] [FORECASTER] APD: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T07:38:58.518659] [DEBUG] [FORECASTER] APD: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T07:38:58.924007] [DEBUG] [FORECASTER] APD: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T07:38:59.332212] [DEBUG] [FORECASTER] APD: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T07:38:59.721365] [DEBUG] [FORECASTER] APD: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T07:39:00.141404] [DEBUG] [FORECASTER] APD: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T07:39:01.285121] [DEBUG] [FORECASTER] APD: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T07:39:01.821091] [DEBUG] [FORECASTER] APD: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T07:39:01.821378] [INFO ] [CONFIGURE ] APD: DISCARDED add_volume_price_divergence (score: 60.00%)
[2025-11-25T07:39:01.821516] [INFO ] [CONFIGURE ] JOB ETA: 2.9h | Avg: 2.7s/test | Remaining: 3924 tests
[2025-11-25T07:39:01.821570] [INFO ] [CONFIGURE ] APD: Testing feature 28/29: add_volume_profile
[2025-11-25T07:39:01.821609] [INFO ] [CONFIGURE ] APD: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals', 'add_pbf_return_2d', 'add_volume_profile']
[2025-11-25T07:39:02.231632] [DEBUG] [FORECASTER] APD: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T07:39:02.628374] [DEBUG] [FORECASTER] APD: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T07:39:03.023150] [DEBUG] [FORECASTER] APD: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T07:39:03.395336] [DEBUG] [FORECASTER] APD: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T07:39:03.782569] [DEBUG] [FORECASTER] APD: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T07:39:04.168062] [DEBUG] [FORECASTER] APD: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T07:39:04.542863] [DEBUG] [FORECASTER] APD: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T07:39:04.921972] [DEBUG] [FORECASTER] APD: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T07:39:05.283994] [DEBUG] [FORECASTER] APD: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T07:39:05.661766] [DEBUG] [FORECASTER] APD: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T07:39:05.661966] [INFO ] [CONFIGURE ] APD: DISCARDED add_volume_profile (score: 60.00%)
[2025-11-25T07:39:05.662026] [INFO ] [CONFIGURE ] JOB ETA: 2.9h | Avg: 2.7s/test | Remaining: 3923 tests
[2025-11-25T07:39:05.662077] [INFO ] [CONFIGURE ] APD: ===== FEATURE SELECTION COMPLETE =====
[2025-11-25T07:39:05.662123] [INFO ] [CONFIGURE ] APD: Best accuracy: 80.00%
[2025-11-25T07:39:05.662167] [INFO ] [CONFIGURE ] APD: Best feature set (5 features): ['add_bollinger_bands', 'add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals', 'add_pbf_return_2d']
[2025-11-25T07:39:05.662209] [INFO ] [CONFIGURE ] APD: Improvement over baseline: 40.00%
[2025-11-25T07:39:05.662249] [INFO ] [CONFIGURE ] APD: Total time: 1.7 minutes
[2025-11-25T07:39:05.662288] [INFO ] [CONFIGURE ] APD: Average time per feature: 3.6 seconds
[2025-11-25T07:39:05.662328] [INFO ] [CONFIGURE ] APD: Average speed: 0.29 features/sec
[2025-11-25T07:39:05.662724] [INFO ] [LOCAL     ] Saved configuration for APD: 5 features, 80.00% accuracy -> ./output/feature-sets/APD.json
[2025-11-25T07:39:05.662789] [INFO ] [CONFIGURE ] APD: Configuration saved successfully: 5 features, 80.00% accuracy.
[2025-11-25T07:39:05.662841] [INFO ] [sig       ] [29/164] Successfully configured APD | 0.01 sym/s | Total: 38.0m | ETA: 2.9h
[2025-11-25T07:39:05.662900] [INFO ] [sig       ] [30/164] Configuring APG...
[2025-11-25T07:39:05.662950] [INFO ] [CONFIGURE ] APG: Configurate test run.
[2025-11-25T07:39:05.663008] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'APG' from 'https://tdm.silogroup.org/data/derivative_storage/APG.csv'.
[2025-11-25T07:39:05.675128] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'APG'.
[2025-11-25T07:39:05.675542] [INFO ] [CONFIGURE ] APG: Testing with 29 available features
[2025-11-25T07:39:05.675605] [INFO ] [CONFIGURE ] APG: Establishing baseline with no features...
[2025-11-25T07:39:05.878110] [DEBUG] [FORECASTER] APG: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T07:39:06.069725] [DEBUG] [FORECASTER] APG: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T07:39:06.258745] [DEBUG] [FORECASTER] APG: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T07:39:06.460526] [DEBUG] [FORECASTER] APG: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T07:39:06.654907] [DEBUG] [FORECASTER] APG: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T07:39:06.840432] [DEBUG] [FORECASTER] APG: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T07:39:07.032918] [DEBUG] [FORECASTER] APG: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T07:39:07.232571] [DEBUG] [FORECASTER] APG: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T07:39:07.431810] [DEBUG] [FORECASTER] APG: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T07:39:07.631030] [DEBUG] [FORECASTER] APG: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T07:39:07.631401] [INFO ] [CONFIGURE ] APG: Baseline score (no features): 50.00%
[2025-11-25T07:39:07.631521] [INFO ] [CONFIGURE ] APG: Testing feature 1/29: add_bollinger_bands
[2025-11-25T07:39:07.631629] [INFO ] [CONFIGURE ] APG: Testing with features: ['add_bollinger_bands']
[2025-11-25T07:39:07.869552] [DEBUG] [FORECASTER] APG: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T07:39:08.103909] [DEBUG] [FORECASTER] APG: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T07:39:08.337116] [DEBUG] [FORECASTER] APG: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T07:39:08.577327] [DEBUG] [FORECASTER] APG: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T07:39:08.842744] [DEBUG] [FORECASTER] APG: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T07:39:09.090474] [DEBUG] [FORECASTER] APG: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T07:39:09.326914] [DEBUG] [FORECASTER] APG: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T07:39:09.555429] [DEBUG] [FORECASTER] APG: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T07:39:09.785022] [DEBUG] [FORECASTER] APG: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T07:39:10.020792] [DEBUG] [FORECASTER] APG: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T07:39:10.021182] [INFO ] [CONFIGURE ] APG: DISCARDED add_bollinger_bands (score: 30.00%)
[2025-11-25T07:39:10.021301] [INFO ] [CONFIGURE ] JOB ETA: 2.9h | Avg: 2.7s/test | Remaining: 3922 tests
[2025-11-25T07:39:10.021412] [INFO ] [CONFIGURE ] APG: Testing feature 2/29: add_cumulative_delta
[2025-11-25T07:39:10.021521] [INFO ] [CONFIGURE ] APG: Testing with features: ['add_cumulative_delta']
[2025-11-25T07:39:10.240548] [DEBUG] [FORECASTER] APG: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T07:39:10.455374] [DEBUG] [FORECASTER] APG: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T07:39:10.688176] [DEBUG] [FORECASTER] APG: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T07:39:10.926974] [DEBUG] [FORECASTER] APG: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T07:39:11.148429] [DEBUG] [FORECASTER] APG: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T07:39:11.358986] [DEBUG] [FORECASTER] APG: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T07:39:11.599598] [DEBUG] [FORECASTER] APG: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T07:39:11.840078] [DEBUG] [FORECASTER] APG: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T07:39:12.080941] [DEBUG] [FORECASTER] APG: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T07:39:12.316399] [DEBUG] [FORECASTER] APG: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T07:39:12.316819] [INFO ] [CONFIGURE ] APG: DISCARDED add_cumulative_delta (score: 30.00%)
[2025-11-25T07:39:12.316946] [INFO ] [CONFIGURE ] JOB ETA: 2.9h | Avg: 2.7s/test | Remaining: 3921 tests
[2025-11-25T07:39:12.317057] [INFO ] [CONFIGURE ] APG: Testing feature 3/29: add_daily_returns
[2025-11-25T07:39:12.317187] [INFO ] [CONFIGURE ] APG: Testing with features: ['add_daily_returns']
[2025-11-25T07:39:12.525239] [DEBUG] [FORECASTER] APG: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T07:39:12.728570] [DEBUG] [FORECASTER] APG: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T07:39:12.935369] [DEBUG] [FORECASTER] APG: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T07:39:13.138080] [DEBUG] [FORECASTER] APG: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T07:39:13.340121] [DEBUG] [FORECASTER] APG: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T07:39:13.551221] [DEBUG] [FORECASTER] APG: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T07:39:13.753323] [DEBUG] [FORECASTER] APG: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T07:39:13.954320] [DEBUG] [FORECASTER] APG: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T07:39:14.162766] [DEBUG] [FORECASTER] APG: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T07:39:14.371244] [DEBUG] [FORECASTER] APG: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T07:39:14.371459] [INFO ] [CONFIGURE ] APG: DISCARDED add_daily_returns (score: 40.00%)
[2025-11-25T07:39:14.371673] [INFO ] [CONFIGURE ] JOB ETA: 2.9h | Avg: 2.7s/test | Remaining: 3920 tests
[2025-11-25T07:39:14.371782] [INFO ] [CONFIGURE ] APG: Testing feature 4/29: add_ema
[2025-11-25T07:39:14.371886] [INFO ] [CONFIGURE ] APG: Testing with features: ['add_ema']
[2025-11-25T07:39:14.608227] [DEBUG] [FORECASTER] APG: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T07:39:14.846905] [DEBUG] [FORECASTER] APG: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T07:39:15.085392] [DEBUG] [FORECASTER] APG: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T07:39:15.319512] [DEBUG] [FORECASTER] APG: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T07:39:15.556369] [DEBUG] [FORECASTER] APG: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T07:39:15.799176] [DEBUG] [FORECASTER] APG: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T07:39:16.043905] [DEBUG] [FORECASTER] APG: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T07:39:16.283979] [DEBUG] [FORECASTER] APG: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T07:39:16.535970] [DEBUG] [FORECASTER] APG: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T07:39:16.775833] [DEBUG] [FORECASTER] APG: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T07:39:16.776228] [INFO ] [CONFIGURE ] APG: DISCARDED add_ema (score: 30.00%)
[2025-11-25T07:39:16.776351] [INFO ] [CONFIGURE ] JOB ETA: 2.9h | Avg: 2.7s/test | Remaining: 3919 tests
[2025-11-25T07:39:16.776461] [INFO ] [CONFIGURE ] APG: Testing feature 5/29: add_exhaustion_signals
[2025-11-25T07:39:16.776561] [INFO ] [CONFIGURE ] APG: Testing with features: ['add_vwap', 'add_exhaustion_signals']
[2025-11-25T07:39:17.015292] [DEBUG] [FORECASTER] APG: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T07:39:17.238564] [DEBUG] [FORECASTER] APG: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T07:39:17.479510] [DEBUG] [FORECASTER] APG: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T07:39:17.723295] [DEBUG] [FORECASTER] APG: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T07:39:17.960872] [DEBUG] [FORECASTER] APG: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T07:39:18.209851] [DEBUG] [FORECASTER] APG: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T07:39:18.456071] [DEBUG] [FORECASTER] APG: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T07:39:18.705180] [DEBUG] [FORECASTER] APG: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T07:39:18.961983] [DEBUG] [FORECASTER] APG: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T07:39:19.211466] [DEBUG] [FORECASTER] APG: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T07:39:19.211671] [INFO ] [CONFIGURE ] APG: DISCARDED add_exhaustion_signals (score: 50.00%)
[2025-11-25T07:39:19.211732] [INFO ] [CONFIGURE ] JOB ETA: 2.9h | Avg: 2.7s/test | Remaining: 3918 tests
[2025-11-25T07:39:19.211782] [INFO ] [CONFIGURE ] APG: Testing feature 6/29: add_failed_moves
[2025-11-25T07:39:19.211827] [INFO ] [CONFIGURE ] APG: Testing with features: ['add_failed_moves']
[2025-11-25T07:39:19.414848] [DEBUG] [FORECASTER] APG: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T07:39:19.620025] [DEBUG] [FORECASTER] APG: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T07:39:19.828599] [DEBUG] [FORECASTER] APG: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T07:39:20.032374] [DEBUG] [FORECASTER] APG: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T07:39:20.235344] [DEBUG] [FORECASTER] APG: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T07:39:20.437083] [DEBUG] [FORECASTER] APG: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T07:39:20.638135] [DEBUG] [FORECASTER] APG: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T07:39:20.849563] [DEBUG] [FORECASTER] APG: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T07:39:21.062838] [DEBUG] [FORECASTER] APG: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T07:39:21.282396] [DEBUG] [FORECASTER] APG: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T07:39:21.282613] [INFO ] [CONFIGURE ] APG: DISCARDED add_failed_moves (score: 50.00%)
[2025-11-25T07:39:21.282714] [INFO ] [CONFIGURE ] JOB ETA: 2.9h | Avg: 2.7s/test | Remaining: 3917 tests
[2025-11-25T07:39:21.282818] [INFO ] [CONFIGURE ] APG: Testing feature 7/29: add_lag_shelf
[2025-11-25T07:39:21.282894] [INFO ] [CONFIGURE ] APG: Testing with features: ['add_lag_shelf']
[2025-11-25T07:39:21.475549] [DEBUG] [FORECASTER] APG: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T07:39:21.666244] [DEBUG] [FORECASTER] APG: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T07:39:21.865572] [DEBUG] [FORECASTER] APG: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T07:39:22.067382] [DEBUG] [FORECASTER] APG: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T07:39:22.262365] [DEBUG] [FORECASTER] APG: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T07:39:22.466439] [DEBUG] [FORECASTER] APG: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T07:39:22.668488] [DEBUG] [FORECASTER] APG: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T07:39:22.870305] [DEBUG] [FORECASTER] APG: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T07:39:23.070168] [DEBUG] [FORECASTER] APG: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T07:39:23.270965] [DEBUG] [FORECASTER] APG: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T07:39:23.271239] [INFO ] [CONFIGURE ] APG: DISCARDED add_lag_shelf (score: 50.00%)
[2025-11-25T07:39:23.271392] [INFO ] [CONFIGURE ] JOB ETA: 2.9h | Avg: 2.7s/test | Remaining: 3916 tests
[2025-11-25T07:39:23.271501] [INFO ] [CONFIGURE ] APG: Testing feature 8/29: add_macd
[2025-11-25T07:39:23.271604] [INFO ] [CONFIGURE ] APG: Testing with features: ['add_vwap', 'add_macd']
[2025-11-25T07:39:23.572809] [DEBUG] [FORECASTER] APG: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T07:39:23.874623] [DEBUG] [FORECASTER] APG: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T07:39:24.191267] [DEBUG] [FORECASTER] APG: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T07:39:24.503795] [DEBUG] [FORECASTER] APG: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T07:39:24.794179] [DEBUG] [FORECASTER] APG: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T07:39:25.063851] [DEBUG] [FORECASTER] APG: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T07:39:25.329448] [DEBUG] [FORECASTER] APG: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T07:39:25.604120] [DEBUG] [FORECASTER] APG: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T07:39:25.899152] [DEBUG] [FORECASTER] APG: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T07:39:26.187213] [DEBUG] [FORECASTER] APG: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T07:39:26.187408] [INFO ] [CONFIGURE ] APG: DISCARDED add_macd (score: 30.00%)
[2025-11-25T07:39:26.187469] [INFO ] [CONFIGURE ] JOB ETA: 2.9h | Avg: 2.7s/test | Remaining: 3915 tests
[2025-11-25T07:39:26.187553] [INFO ] [CONFIGURE ] APG: Testing feature 9/29: add_mfi
[2025-11-25T07:39:26.187604] [INFO ] [CONFIGURE ] APG: Testing with features: ['add_mfi']
[2025-11-25T07:39:26.385699] [DEBUG] [FORECASTER] APG: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T07:39:26.585162] [DEBUG] [FORECASTER] APG: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T07:39:26.786667] [DEBUG] [FORECASTER] APG: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T07:39:26.988455] [DEBUG] [FORECASTER] APG: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T07:39:27.191469] [DEBUG] [FORECASTER] APG: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T07:39:27.371935] [DEBUG] [FORECASTER] APG: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T07:39:27.554664] [DEBUG] [FORECASTER] APG: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T07:39:27.737154] [DEBUG] [FORECASTER] APG: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T07:39:27.921075] [DEBUG] [FORECASTER] APG: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T07:39:28.114861] [DEBUG] [FORECASTER] APG: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T07:39:28.115092] [INFO ] [CONFIGURE ] APG: DISCARDED add_mfi (score: 30.00%)
[2025-11-25T07:39:28.115147] [INFO ] [CONFIGURE ] JOB ETA: 2.9h | Avg: 2.7s/test | Remaining: 3914 tests
[2025-11-25T07:39:28.115191] [INFO ] [CONFIGURE ] APG: Testing feature 10/29: add_momentum_acceleration
[2025-11-25T07:39:28.115241] [INFO ] [CONFIGURE ] APG: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-11-25T07:39:28.402504] [DEBUG] [FORECASTER] APG: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T07:39:28.673562] [DEBUG] [FORECASTER] APG: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T07:39:28.947248] [DEBUG] [FORECASTER] APG: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T07:39:29.231499] [DEBUG] [FORECASTER] APG: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T07:39:29.505074] [DEBUG] [FORECASTER] APG: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T07:39:29.774774] [DEBUG] [FORECASTER] APG: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T07:39:30.041604] [DEBUG] [FORECASTER] APG: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T07:39:30.320548] [DEBUG] [FORECASTER] APG: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T07:39:30.610364] [DEBUG] [FORECASTER] APG: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T07:39:30.951828] [DEBUG] [FORECASTER] APG: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T07:39:30.952239] [INFO ] [CONFIGURE ] APG: DISCARDED add_momentum_acceleration (score: 40.00%)
[2025-11-25T07:39:30.952331] [INFO ] [CONFIGURE ] JOB ETA: 2.9h | Avg: 2.7s/test | Remaining: 3913 tests
[2025-11-25T07:39:30.952392] [INFO ] [CONFIGURE ] APG: Testing feature 11/29: add_obv_daily
[2025-11-25T07:39:30.952437] [INFO ] [CONFIGURE ] APG: Testing with features: ['add_obv_daily']
[2025-11-25T07:39:31.209140] [DEBUG] [FORECASTER] APG: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T07:39:31.475689] [DEBUG] [FORECASTER] APG: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T07:39:31.690213] [DEBUG] [FORECASTER] APG: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T07:39:31.920035] [DEBUG] [FORECASTER] APG: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T07:39:32.134235] [DEBUG] [FORECASTER] APG: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T07:39:32.332327] [DEBUG] [FORECASTER] APG: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T07:39:32.530507] [DEBUG] [FORECASTER] APG: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T07:39:32.730104] [DEBUG] [FORECASTER] APG: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T07:39:32.932291] [DEBUG] [FORECASTER] APG: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T07:39:33.138149] [DEBUG] [FORECASTER] APG: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T07:39:33.138335] [INFO ] [CONFIGURE ] APG: DISCARDED add_obv_daily (score: 30.00%)
[2025-11-25T07:39:33.138386] [INFO ] [CONFIGURE ] JOB ETA: 2.9h | Avg: 2.7s/test | Remaining: 3912 tests
[2025-11-25T07:39:33.138425] [INFO ] [CONFIGURE ] APG: Testing feature 12/29: add_obv_interval
[2025-11-25T07:39:33.138461] [INFO ] [CONFIGURE ] APG: Testing with features: ['add_obv_interval']
[2025-11-25T07:39:33.328806] [DEBUG] [FORECASTER] APG: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T07:39:33.525221] [DEBUG] [FORECASTER] APG: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T07:39:33.734091] [DEBUG] [FORECASTER] APG: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T07:39:33.941269] [DEBUG] [FORECASTER] APG: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T07:39:34.149777] [DEBUG] [FORECASTER] APG: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T07:39:34.348270] [DEBUG] [FORECASTER] APG: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T07:39:34.541710] [DEBUG] [FORECASTER] APG: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T07:39:34.731913] [DEBUG] [FORECASTER] APG: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T07:39:34.932048] [DEBUG] [FORECASTER] APG: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T07:39:35.126089] [DEBUG] [FORECASTER] APG: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T07:39:35.126263] [INFO ] [CONFIGURE ] APG: DISCARDED add_obv_interval (score: 40.00%)
[2025-11-25T07:39:35.126310] [INFO ] [CONFIGURE ] JOB ETA: 2.9h | Avg: 2.7s/test | Remaining: 3911 tests
[2025-11-25T07:39:35.126350] [INFO ] [CONFIGURE ] APG: Testing feature 13/29: add_opening_strength
[2025-11-25T07:39:35.126386] [INFO ] [CONFIGURE ] APG: Testing with features: ['add_daily_returns', 'add_opening_strength']
[2025-11-25T07:39:35.337540] [DEBUG] [FORECASTER] APG: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T07:39:35.552968] [DEBUG] [FORECASTER] APG: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T07:39:35.782852] [DEBUG] [FORECASTER] APG: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T07:39:36.001218] [DEBUG] [FORECASTER] APG: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T07:39:36.220617] [DEBUG] [FORECASTER] APG: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T07:39:36.439453] [DEBUG] [FORECASTER] APG: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T07:39:36.659106] [DEBUG] [FORECASTER] APG: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T07:39:36.871022] [DEBUG] [FORECASTER] APG: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T07:39:37.086552] [DEBUG] [FORECASTER] APG: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T07:39:37.298980] [DEBUG] [FORECASTER] APG: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T07:39:37.299168] [INFO ] [CONFIGURE ] APG: DISCARDED add_opening_strength (score: 50.00%)
[2025-11-25T07:39:37.299226] [INFO ] [CONFIGURE ] JOB ETA: 2.9h | Avg: 2.7s/test | Remaining: 3910 tests
[2025-11-25T07:39:37.299265] [INFO ] [CONFIGURE ] APG: Testing feature 14/29: add_order_flow_imbalance
[2025-11-25T07:39:37.299300] [INFO ] [CONFIGURE ] APG: Testing with features: ['add_order_flow_imbalance']
[2025-11-25T07:39:37.502831] [DEBUG] [FORECASTER] APG: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T07:39:37.710857] [DEBUG] [FORECASTER] APG: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T07:39:37.916936] [DEBUG] [FORECASTER] APG: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T07:39:38.121985] [DEBUG] [FORECASTER] APG: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T07:39:38.319598] [DEBUG] [FORECASTER] APG: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T07:39:38.526014] [DEBUG] [FORECASTER] APG: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T07:39:38.745755] [DEBUG] [FORECASTER] APG: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T07:39:38.952595] [DEBUG] [FORECASTER] APG: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T07:39:39.169683] [DEBUG] [FORECASTER] APG: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T07:39:39.378909] [DEBUG] [FORECASTER] APG: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T07:39:39.379130] [INFO ] [CONFIGURE ] APG: DISCARDED add_order_flow_imbalance (score: 40.00%)
[2025-11-25T07:39:39.379199] [INFO ] [CONFIGURE ] JOB ETA: 2.9h | Avg: 2.7s/test | Remaining: 3909 tests
[2025-11-25T07:39:39.379252] [INFO ] [CONFIGURE ] APG: Testing feature 15/29: add_pbf_morning_momentum
[2025-11-25T07:39:39.379303] [INFO ] [CONFIGURE ] APG: Testing with features: ['add_pbf_morning_momentum']
[2025-11-25T07:39:39.598739] [DEBUG] [FORECASTER] APG: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T07:39:39.775965] [DEBUG] [FORECASTER] APG: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T07:39:39.951208] [DEBUG] [FORECASTER] APG: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T07:39:40.130668] [DEBUG] [FORECASTER] APG: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T07:39:40.308790] [DEBUG] [FORECASTER] APG: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T07:39:40.491809] [DEBUG] [FORECASTER] APG: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T07:39:40.675216] [DEBUG] [FORECASTER] APG: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T07:39:40.864053] [DEBUG] [FORECASTER] APG: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T07:39:41.055597] [DEBUG] [FORECASTER] APG: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T07:39:41.241221] [DEBUG] [FORECASTER] APG: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T07:39:41.241399] [INFO ] [CONFIGURE ] APG: DISCARDED add_pbf_morning_momentum (score: 30.00%)
[2025-11-25T07:39:41.241449] [INFO ] [CONFIGURE ] JOB ETA: 2.9h | Avg: 2.7s/test | Remaining: 3908 tests
[2025-11-25T07:39:41.241496] [INFO ] [CONFIGURE ] APG: Testing feature 16/29: add_pbf_overnight_gap
[2025-11-25T07:39:41.241538] [INFO ] [CONFIGURE ] APG: Testing with features: ['add_pbf_overnight_gap']
[2025-11-25T07:39:41.448097] [DEBUG] [FORECASTER] APG: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T07:39:41.653192] [DEBUG] [FORECASTER] APG: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T07:39:41.863169] [DEBUG] [FORECASTER] APG: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T07:39:42.070205] [DEBUG] [FORECASTER] APG: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T07:39:42.281331] [DEBUG] [FORECASTER] APG: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T07:39:42.494262] [DEBUG] [FORECASTER] APG: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T07:39:42.704305] [DEBUG] [FORECASTER] APG: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T07:39:42.908080] [DEBUG] [FORECASTER] APG: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T07:39:43.117373] [DEBUG] [FORECASTER] APG: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T07:39:43.323166] [DEBUG] [FORECASTER] APG: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T07:39:43.323343] [INFO ] [CONFIGURE ] APG: DISCARDED add_pbf_overnight_gap (score: 30.00%)
[2025-11-25T07:39:43.323391] [INFO ] [CONFIGURE ] JOB ETA: 2.9h | Avg: 2.7s/test | Remaining: 3907 tests
[2025-11-25T07:39:43.323455] [INFO ] [CONFIGURE ] APG: Testing feature 17/29: add_pbf_return_2d
[2025-11-25T07:39:43.323493] [INFO ] [CONFIGURE ] APG: Testing with features: ['add_pbf_return_2d']
[2025-11-25T07:39:43.522768] [DEBUG] [FORECASTER] APG: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T07:39:43.724299] [DEBUG] [FORECASTER] APG: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T07:39:43.924284] [DEBUG] [FORECASTER] APG: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T07:39:44.125469] [DEBUG] [FORECASTER] APG: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T07:39:44.330957] [DEBUG] [FORECASTER] APG: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T07:39:44.535950] [DEBUG] [FORECASTER] APG: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T07:39:44.739629] [DEBUG] [FORECASTER] APG: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T07:39:44.940697] [DEBUG] [FORECASTER] APG: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T07:39:45.139666] [DEBUG] [FORECASTER] APG: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T07:39:45.340477] [DEBUG] [FORECASTER] APG: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T07:39:45.340674] [INFO ] [CONFIGURE ] APG: DISCARDED add_pbf_return_2d (score: 40.00%)
[2025-11-25T07:39:45.340746] [INFO ] [CONFIGURE ] JOB ETA: 2.9h | Avg: 2.7s/test | Remaining: 3906 tests
[2025-11-25T07:39:45.340797] [INFO ] [CONFIGURE ] APG: Testing feature 18/29: add_pbf_volatility_5d
[2025-11-25T07:39:45.340844] [INFO ] [CONFIGURE ] APG: Testing with features: ['add_pbf_volatility_5d']
[2025-11-25T07:39:45.507165] [DEBUG] [FORECASTER] APG: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T07:39:45.673766] [DEBUG] [FORECASTER] APG: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T07:39:45.839410] [DEBUG] [FORECASTER] APG: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T07:39:46.005479] [DEBUG] [FORECASTER] APG: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T07:39:46.171780] [DEBUG] [FORECASTER] APG: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T07:39:46.340743] [DEBUG] [FORECASTER] APG: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T07:39:46.509111] [DEBUG] [FORECASTER] APG: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T07:39:46.675470] [DEBUG] [FORECASTER] APG: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T07:39:46.842840] [DEBUG] [FORECASTER] APG: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T07:39:47.015288] [DEBUG] [FORECASTER] APG: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T07:39:47.015462] [INFO ] [CONFIGURE ] APG: DISCARDED add_pbf_volatility_5d (score: 50.00%)
[2025-11-25T07:39:47.015514] [INFO ] [CONFIGURE ] JOB ETA: 2.9h | Avg: 2.7s/test | Remaining: 3905 tests
[2025-11-25T07:39:47.015554] [INFO ] [CONFIGURE ] APG: Testing feature 19/29: add_pbf_vs_sma_5
[2025-11-25T07:39:47.015592] [INFO ] [CONFIGURE ] APG: Testing with features: ['add_pbf_vs_sma_5']
[2025-11-25T07:39:47.187304] [DEBUG] [FORECASTER] APG: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T07:39:47.358238] [DEBUG] [FORECASTER] APG: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T07:39:47.534456] [DEBUG] [FORECASTER] APG: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T07:39:47.721841] [DEBUG] [FORECASTER] APG: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T07:39:47.914334] [DEBUG] [FORECASTER] APG: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T07:39:48.099842] [DEBUG] [FORECASTER] APG: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T07:39:48.288372] [DEBUG] [FORECASTER] APG: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T07:39:48.477497] [DEBUG] [FORECASTER] APG: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T07:39:48.668572] [DEBUG] [FORECASTER] APG: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T07:39:48.856999] [DEBUG] [FORECASTER] APG: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T07:39:48.857193] [INFO ] [CONFIGURE ] APG: DISCARDED add_pbf_vs_sma_5 (score: 40.00%)
[2025-11-25T07:39:48.857246] [INFO ] [CONFIGURE ] JOB ETA: 2.9h | Avg: 2.7s/test | Remaining: 3904 tests
[2025-11-25T07:39:48.857288] [INFO ] [CONFIGURE ] APG: Testing feature 20/29: add_price_rejection
[2025-11-25T07:39:48.857327] [INFO ] [CONFIGURE ] APG: Testing with features: ['add_price_rejection']
[2025-11-25T07:39:49.073465] [DEBUG] [FORECASTER] APG: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T07:39:49.294697] [DEBUG] [FORECASTER] APG: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T07:39:49.518167] [DEBUG] [FORECASTER] APG: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T07:39:49.735854] [DEBUG] [FORECASTER] APG: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T07:39:49.962370] [DEBUG] [FORECASTER] APG: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T07:39:50.184989] [DEBUG] [FORECASTER] APG: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T07:39:50.407084] [DEBUG] [FORECASTER] APG: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T07:39:50.633350] [DEBUG] [FORECASTER] APG: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T07:39:50.856302] [DEBUG] [FORECASTER] APG: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T07:39:51.071218] [DEBUG] [FORECASTER] APG: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T07:39:51.071420] [INFO ] [CONFIGURE ] APG: DISCARDED add_price_rejection (score: 40.00%)
[2025-11-25T07:39:51.071475] [INFO ] [CONFIGURE ] JOB ETA: 2.9h | Avg: 2.7s/test | Remaining: 3903 tests
[2025-11-25T07:39:51.071518] [INFO ] [CONFIGURE ] APG: Testing feature 21/29: add_range_position
[2025-11-25T07:39:51.071591] [INFO ] [CONFIGURE ] APG: Testing with features: ['add_range_position']
[2025-11-25T07:39:51.306756] [DEBUG] [FORECASTER] APG: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T07:39:51.538984] [DEBUG] [FORECASTER] APG: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T07:39:51.771293] [DEBUG] [FORECASTER] APG: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T07:39:52.011336] [DEBUG] [FORECASTER] APG: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T07:39:52.253045] [DEBUG] [FORECASTER] APG: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T07:39:52.496895] [DEBUG] [FORECASTER] APG: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T07:39:52.739458] [DEBUG] [FORECASTER] APG: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T07:39:52.979212] [DEBUG] [FORECASTER] APG: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T07:39:53.227466] [DEBUG] [FORECASTER] APG: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T07:39:53.464022] [DEBUG] [FORECASTER] APG: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T07:39:53.464204] [INFO ] [CONFIGURE ] APG: DISCARDED add_range_position (score: 20.00%)
[2025-11-25T07:39:53.464253] [INFO ] [CONFIGURE ] JOB ETA: 2.9h | Avg: 2.7s/test | Remaining: 3902 tests
[2025-11-25T07:39:53.464292] [INFO ] [CONFIGURE ] APG: Testing feature 22/29: add_realized_volatility
[2025-11-25T07:39:53.464327] [INFO ] [CONFIGURE ] APG: Testing with features: ['add_realized_volatility']
[2025-11-25T07:39:53.782833] [DEBUG] [FORECASTER] APG: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T07:39:54.095521] [DEBUG] [FORECASTER] APG: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T07:39:54.407085] [DEBUG] [FORECASTER] APG: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T07:39:54.732458] [DEBUG] [FORECASTER] APG: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T07:39:55.056110] [DEBUG] [FORECASTER] APG: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T07:39:55.371702] [DEBUG] [FORECASTER] APG: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T07:39:55.687045] [DEBUG] [FORECASTER] APG: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T07:39:56.008068] [DEBUG] [FORECASTER] APG: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T07:39:56.309621] [DEBUG] [FORECASTER] APG: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T07:39:56.608016] [DEBUG] [FORECASTER] APG: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T07:39:56.608246] [INFO ] [CONFIGURE ] APG: DISCARDED add_realized_volatility (score: 40.00%)
[2025-11-25T07:39:56.608305] [INFO ] [CONFIGURE ] JOB ETA: 2.9h | Avg: 2.7s/test | Remaining: 3901 tests
[2025-11-25T07:39:56.608352] [INFO ] [CONFIGURE ] APG: Testing feature 23/29: add_recent_range_context
[2025-11-25T07:39:56.608394] [INFO ] [CONFIGURE ] APG: Testing with features: ['add_recent_range_context']
[2025-11-25T07:39:56.787634] [DEBUG] [FORECASTER] APG: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T07:39:56.967852] [DEBUG] [FORECASTER] APG: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T07:39:57.148223] [DEBUG] [FORECASTER] APG: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T07:39:57.330027] [DEBUG] [FORECASTER] APG: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T07:39:57.512983] [DEBUG] [FORECASTER] APG: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T07:39:57.694940] [DEBUG] [FORECASTER] APG: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T07:39:57.879195] [DEBUG] [FORECASTER] APG: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T07:39:58.069606] [DEBUG] [FORECASTER] APG: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T07:39:58.261693] [DEBUG] [FORECASTER] APG: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T07:39:58.453247] [DEBUG] [FORECASTER] APG: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T07:39:58.453421] [INFO ] [CONFIGURE ] APG: DISCARDED add_recent_range_context (score: 20.00%)
[2025-11-25T07:39:58.453470] [INFO ] [CONFIGURE ] JOB ETA: 2.9h | Avg: 2.7s/test | Remaining: 3900 tests
[2025-11-25T07:39:58.453509] [INFO ] [CONFIGURE ] APG: Testing feature 24/29: add_rsi
[2025-11-25T07:39:58.453546] [INFO ] [CONFIGURE ] APG: Testing with features: ['add_ema', 'add_rsi']
[2025-11-25T07:39:58.687513] [DEBUG] [FORECASTER] APG: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T07:39:58.952688] [DEBUG] [FORECASTER] APG: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T07:39:59.213137] [DEBUG] [FORECASTER] APG: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T07:39:59.474591] [DEBUG] [FORECASTER] APG: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T07:39:59.735359] [DEBUG] [FORECASTER] APG: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T07:39:59.992727] [DEBUG] [FORECASTER] APG: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T07:40:00.248170] [DEBUG] [FORECASTER] APG: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T07:40:00.499980] [DEBUG] [FORECASTER] APG: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T07:40:01.409867] [DEBUG] [FORECASTER] APG: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T07:40:01.766550] [DEBUG] [FORECASTER] APG: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T07:40:01.766801] [INFO ] [CONFIGURE ] APG: DISCARDED add_rsi (score: 30.00%)
[2025-11-25T07:40:01.766865] [INFO ] [CONFIGURE ] JOB ETA: 2.9h | Avg: 2.7s/test | Remaining: 3899 tests
[2025-11-25T07:40:01.766930] [INFO ] [CONFIGURE ] APG: Testing feature 25/29: add_tick_distribution
[2025-11-25T07:40:01.766979] [INFO ] [CONFIGURE ] APG: Testing with features: ['add_tick_distribution']
[2025-11-25T07:40:01.972759] [DEBUG] [FORECASTER] APG: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T07:40:02.158803] [DEBUG] [FORECASTER] APG: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T07:40:02.351503] [DEBUG] [FORECASTER] APG: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T07:40:02.554254] [DEBUG] [FORECASTER] APG: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T07:40:02.786527] [DEBUG] [FORECASTER] APG: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T07:40:02.970250] [DEBUG] [FORECASTER] APG: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T07:40:03.157666] [DEBUG] [FORECASTER] APG: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T07:40:03.347185] [DEBUG] [FORECASTER] APG: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T07:40:03.537925] [DEBUG] [FORECASTER] APG: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T07:40:03.729983] [DEBUG] [FORECASTER] APG: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T07:40:03.730185] [INFO ] [CONFIGURE ] APG: DISCARDED add_tick_distribution (score: 40.00%)
[2025-11-25T07:40:03.730237] [INFO ] [CONFIGURE ] JOB ETA: 2.9h | Avg: 2.7s/test | Remaining: 3898 tests
[2025-11-25T07:40:03.730278] [INFO ] [CONFIGURE ] APG: Testing feature 26/29: add_volume_momentum_confirmation
[2025-11-25T07:40:03.730314] [INFO ] [CONFIGURE ] APG: Testing with features: ['add_volume_momentum_confirmation']
[2025-11-25T07:40:03.927210] [DEBUG] [FORECASTER] APG: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T07:40:04.121936] [DEBUG] [FORECASTER] APG: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T07:40:04.330860] [DEBUG] [FORECASTER] APG: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T07:40:04.526618] [DEBUG] [FORECASTER] APG: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T07:40:04.712588] [DEBUG] [FORECASTER] APG: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T07:40:04.901556] [DEBUG] [FORECASTER] APG: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T07:40:05.097442] [DEBUG] [FORECASTER] APG: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T07:40:05.289069] [DEBUG] [FORECASTER] APG: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T07:40:05.479759] [DEBUG] [FORECASTER] APG: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T07:40:05.671239] [DEBUG] [FORECASTER] APG: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T07:40:05.671403] [INFO ] [CONFIGURE ] APG: DISCARDED add_volume_momentum_confirmation (score: 20.00%)
[2025-11-25T07:40:05.671453] [INFO ] [CONFIGURE ] JOB ETA: 2.9h | Avg: 2.7s/test | Remaining: 3897 tests
[2025-11-25T07:40:05.671492] [INFO ] [CONFIGURE ] APG: Testing feature 27/29: add_volume_price_divergence
[2025-11-25T07:40:05.671527] [INFO ] [CONFIGURE ] APG: Testing with features: ['add_volume_price_divergence']
[2025-11-25T07:40:05.891273] [DEBUG] [FORECASTER] APG: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T07:40:06.109240] [DEBUG] [FORECASTER] APG: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T07:40:06.324422] [DEBUG] [FORECASTER] APG: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T07:40:06.557850] [DEBUG] [FORECASTER] APG: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T07:40:06.788393] [DEBUG] [FORECASTER] APG: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T07:40:07.010822] [DEBUG] [FORECASTER] APG: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T07:40:07.239304] [DEBUG] [FORECASTER] APG: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T07:40:07.469281] [DEBUG] [FORECASTER] APG: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T07:40:07.700771] [DEBUG] [FORECASTER] APG: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T07:40:07.931840] [DEBUG] [FORECASTER] APG: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T07:40:07.932039] [INFO ] [CONFIGURE ] APG: DISCARDED add_volume_price_divergence (score: 20.00%)
[2025-11-25T07:40:07.932093] [INFO ] [CONFIGURE ] JOB ETA: 2.9h | Avg: 2.7s/test | Remaining: 3896 tests
[2025-11-25T07:40:07.932134] [INFO ] [CONFIGURE ] APG: Testing feature 28/29: add_volume_profile
[2025-11-25T07:40:07.932173] [INFO ] [CONFIGURE ] APG: Testing with features: ['add_volume_profile']
[2025-11-25T07:40:08.150726] [DEBUG] [FORECASTER] APG: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T07:40:08.366795] [DEBUG] [FORECASTER] APG: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T07:40:08.590558] [DEBUG] [FORECASTER] APG: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T07:40:08.866336] [DEBUG] [FORECASTER] APG: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T07:40:09.087812] [DEBUG] [FORECASTER] APG: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T07:40:09.308907] [DEBUG] [FORECASTER] APG: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T07:40:09.541057] [DEBUG] [FORECASTER] APG: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T07:40:09.769761] [DEBUG] [FORECASTER] APG: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T07:40:09.999174] [DEBUG] [FORECASTER] APG: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T07:40:10.250024] [DEBUG] [FORECASTER] APG: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T07:40:10.250414] [INFO ] [CONFIGURE ] APG: DISCARDED add_volume_profile (score: 10.00%)
[2025-11-25T07:40:10.250608] [INFO ] [CONFIGURE ] JOB ETA: 2.9h | Avg: 2.7s/test | Remaining: 3895 tests
[2025-11-25T07:40:10.250741] [INFO ] [CONFIGURE ] APG: Testing feature 29/29: add_vwap
[2025-11-25T07:40:10.250849] [INFO ] [CONFIGURE ] APG: Testing with features: ['add_vwap']
[2025-11-25T07:40:10.481032] [DEBUG] [FORECASTER] APG: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T07:40:10.728008] [DEBUG] [FORECASTER] APG: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T07:40:10.960112] [DEBUG] [FORECASTER] APG: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T07:40:11.193063] [DEBUG] [FORECASTER] APG: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T07:40:11.418338] [DEBUG] [FORECASTER] APG: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T07:40:11.663387] [DEBUG] [FORECASTER] APG: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T07:40:11.896405] [DEBUG] [FORECASTER] APG: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T07:40:12.122076] [DEBUG] [FORECASTER] APG: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T07:40:12.346078] [DEBUG] [FORECASTER] APG: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T07:40:12.577201] [DEBUG] [FORECASTER] APG: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T07:40:12.577678] [INFO ] [CONFIGURE ] APG: DISCARDED add_vwap (score: 30.00%)
[2025-11-25T07:40:12.577801] [INFO ] [CONFIGURE ] JOB ETA: 2.9h | Avg: 2.7s/test | Remaining: 3894 tests
[2025-11-25T07:40:12.577909] [INFO ] [CONFIGURE ] APG: ===== FEATURE SELECTION COMPLETE =====
[2025-11-25T07:40:12.578018] [INFO ] [CONFIGURE ] APG: Best accuracy: 50.00%
[2025-11-25T07:40:12.578119] [INFO ] [CONFIGURE ] APG: Best feature set (0 features): []
[2025-11-25T07:40:12.578218] [INFO ] [CONFIGURE ] APG: Improvement over baseline: 0.00%
[2025-11-25T07:40:12.578343] [INFO ] [CONFIGURE ] APG: Total time: 1.1 minutes
[2025-11-25T07:40:12.578443] [INFO ] [CONFIGURE ] APG: Average time per feature: 2.2 seconds
[2025-11-25T07:40:12.578555] [INFO ] [CONFIGURE ] APG: Average speed: 0.45 features/sec
[2025-11-25T07:40:12.579167] [INFO ] [LOCAL     ] Saved configuration for APG: 0 features, 50.00% accuracy -> ./output/feature-sets/APG.json
[2025-11-25T07:40:12.579290] [INFO ] [CONFIGURE ] APG: Configuration saved successfully: 0 features, 50.00% accuracy.
[2025-11-25T07:40:12.579408] [INFO ] [sig       ] [30/164] Successfully configured APG | 0.01 sym/s | Total: 39.1m | ETA: 2.9h
[2025-11-25T07:40:12.579513] [INFO ] [sig       ] [31/164] Configuring APLE...
[2025-11-25T07:40:12.579625] [INFO ] [CONFIGURE ] APLE: Configurate test run.
[2025-11-25T07:40:12.579785] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'APLE' from 'https://tdm.silogroup.org/data/derivative_storage/APLE.csv'.
[2025-11-25T07:40:12.595057] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'APLE'.
[2025-11-25T07:40:12.595762] [INFO ] [CONFIGURE ] APLE: Testing with 29 available features
[2025-11-25T07:40:12.595836] [INFO ] [CONFIGURE ] APLE: Establishing baseline with no features...
[2025-11-25T07:40:12.801376] [DEBUG] [FORECASTER] APLE: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T07:40:13.006873] [DEBUG] [FORECASTER] APLE: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T07:40:13.215748] [DEBUG] [FORECASTER] APLE: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T07:40:13.430473] [DEBUG] [FORECASTER] APLE: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T07:40:13.635873] [DEBUG] [FORECASTER] APLE: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T07:40:13.834038] [DEBUG] [FORECASTER] APLE: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T07:40:14.035230] [DEBUG] [FORECASTER] APLE: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T07:40:14.245073] [DEBUG] [FORECASTER] APLE: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T07:40:14.448447] [DEBUG] [FORECASTER] APLE: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-25T07:40:14.653593] [DEBUG] [FORECASTER] APLE: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T07:40:14.654030] [INFO ] [CONFIGURE ] APLE: Baseline score (no features): 70.00%
[2025-11-25T07:40:14.654152] [INFO ] [CONFIGURE ] APLE: Testing feature 1/29: add_bollinger_bands
[2025-11-25T07:40:14.654264] [INFO ] [CONFIGURE ] APLE: Testing with features: ['add_bollinger_bands']
[2025-11-25T07:40:14.904934] [DEBUG] [FORECASTER] APLE: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T07:40:15.165224] [DEBUG] [FORECASTER] APLE: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T07:40:15.413113] [DEBUG] [FORECASTER] APLE: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T07:40:15.667447] [DEBUG] [FORECASTER] APLE: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T07:40:15.920433] [DEBUG] [FORECASTER] APLE: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T07:40:16.165713] [DEBUG] [FORECASTER] APLE: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T07:40:16.421311] [DEBUG] [FORECASTER] APLE: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T07:40:16.676515] [DEBUG] [FORECASTER] APLE: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T07:40:16.928444] [DEBUG] [FORECASTER] APLE: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-25T07:40:17.193072] [DEBUG] [FORECASTER] APLE: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T07:40:17.193337] [INFO ] [CONFIGURE ] APLE: DISCARDED add_bollinger_bands (score: 40.00%)
[2025-11-25T07:40:17.193390] [INFO ] [CONFIGURE ] JOB ETA: 2.9h | Avg: 2.7s/test | Remaining: 3893 tests
[2025-11-25T07:40:17.193429] [INFO ] [CONFIGURE ] APLE: Testing feature 2/29: add_cumulative_delta
[2025-11-25T07:40:17.193469] [INFO ] [CONFIGURE ] APLE: Testing with features: ['add_cumulative_delta']
[2025-11-25T07:40:17.457566] [DEBUG] [FORECASTER] APLE: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T07:40:17.715257] [DEBUG] [FORECASTER] APLE: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T07:40:17.974244] [DEBUG] [FORECASTER] APLE: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T07:40:18.238938] [DEBUG] [FORECASTER] APLE: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T07:40:18.498247] [DEBUG] [FORECASTER] APLE: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T07:40:18.754410] [DEBUG] [FORECASTER] APLE: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T07:40:19.008979] [DEBUG] [FORECASTER] APLE: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T07:40:19.262620] [DEBUG] [FORECASTER] APLE: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T07:40:19.516893] [DEBUG] [FORECASTER] APLE: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-25T07:40:19.772399] [DEBUG] [FORECASTER] APLE: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T07:40:19.772917] [INFO ] [CONFIGURE ] APLE: DISCARDED add_cumulative_delta (score: 60.00%)
[2025-11-25T07:40:19.773052] [INFO ] [CONFIGURE ] JOB ETA: 2.9h | Avg: 2.7s/test | Remaining: 3892 tests
[2025-11-25T07:40:19.773169] [INFO ] [CONFIGURE ] APLE: Testing feature 3/29: add_daily_returns
[2025-11-25T07:40:19.773280] [INFO ] [CONFIGURE ] APLE: Testing with features: ['add_daily_returns']
[2025-11-25T07:40:19.987919] [DEBUG] [FORECASTER] APLE: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T07:40:20.200552] [DEBUG] [FORECASTER] APLE: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T07:40:20.417193] [DEBUG] [FORECASTER] APLE: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T07:40:20.633846] [DEBUG] [FORECASTER] APLE: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T07:40:20.869304] [DEBUG] [FORECASTER] APLE: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T07:40:21.111140] [DEBUG] [FORECASTER] APLE: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T07:40:21.342058] [DEBUG] [FORECASTER] APLE: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T07:40:21.558023] [DEBUG] [FORECASTER] APLE: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T07:40:21.778989] [DEBUG] [FORECASTER] APLE: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-25T07:40:22.002717] [DEBUG] [FORECASTER] APLE: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T07:40:22.002984] [INFO ] [CONFIGURE ] APLE: DISCARDED add_daily_returns (score: 50.00%)
[2025-11-25T07:40:22.003037] [INFO ] [CONFIGURE ] JOB ETA: 2.9h | Avg: 2.7s/test | Remaining: 3891 tests
[2025-11-25T07:40:22.003077] [INFO ] [CONFIGURE ] APLE: Testing feature 4/29: add_ema
[2025-11-25T07:40:22.003115] [INFO ] [CONFIGURE ] APLE: Testing with features: ['add_ema']
[2025-11-25T07:40:22.251974] [DEBUG] [FORECASTER] APLE: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T07:40:22.500746] [DEBUG] [FORECASTER] APLE: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T07:40:22.757115] [DEBUG] [FORECASTER] APLE: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T07:40:23.026741] [DEBUG] [FORECASTER] APLE: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T07:40:23.295110] [DEBUG] [FORECASTER] APLE: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T07:40:23.576839] [DEBUG] [FORECASTER] APLE: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T07:40:23.910049] [DEBUG] [FORECASTER] APLE: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T07:40:24.191064] [DEBUG] [FORECASTER] APLE: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T07:40:24.492172] [DEBUG] [FORECASTER] APLE: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-25T07:40:24.727939] [DEBUG] [FORECASTER] APLE: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T07:40:24.728323] [INFO ] [CONFIGURE ] APLE: DISCARDED add_ema (score: 40.00%)
[2025-11-25T07:40:24.728444] [INFO ] [CONFIGURE ] JOB ETA: 2.9h | Avg: 2.7s/test | Remaining: 3890 tests
[2025-11-25T07:40:24.728553] [INFO ] [CONFIGURE ] APLE: Testing feature 5/29: add_exhaustion_signals
[2025-11-25T07:40:24.728675] [INFO ] [CONFIGURE ] APLE: Testing with features: ['add_vwap', 'add_exhaustion_signals']
[2025-11-25T07:40:24.957427] [DEBUG] [FORECASTER] APLE: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T07:40:25.190309] [DEBUG] [FORECASTER] APLE: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T07:40:25.424140] [DEBUG] [FORECASTER] APLE: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T07:40:25.665424] [DEBUG] [FORECASTER] APLE: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T07:40:25.901391] [DEBUG] [FORECASTER] APLE: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T07:40:26.136753] [DEBUG] [FORECASTER] APLE: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T07:40:26.370510] [DEBUG] [FORECASTER] APLE: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T07:40:26.611781] [DEBUG] [FORECASTER] APLE: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T07:40:26.858483] [DEBUG] [FORECASTER] APLE: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-25T07:40:27.095498] [DEBUG] [FORECASTER] APLE: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T07:40:27.095709] [INFO ] [CONFIGURE ] APLE: DISCARDED add_exhaustion_signals (score: 70.00%)
[2025-11-25T07:40:27.095795] [INFO ] [CONFIGURE ] JOB ETA: 2.9h | Avg: 2.7s/test | Remaining: 3889 tests
[2025-11-25T07:40:27.095845] [INFO ] [CONFIGURE ] APLE: Testing feature 6/29: add_failed_moves
[2025-11-25T07:40:27.095882] [INFO ] [CONFIGURE ] APLE: Testing with features: ['add_failed_moves']
[2025-11-25T07:40:27.288919] [DEBUG] [FORECASTER] APLE: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T07:40:27.473855] [DEBUG] [FORECASTER] APLE: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T07:40:27.649974] [DEBUG] [FORECASTER] APLE: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T07:40:27.840466] [DEBUG] [FORECASTER] APLE: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T07:40:28.033461] [DEBUG] [FORECASTER] APLE: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T07:40:28.231074] [DEBUG] [FORECASTER] APLE: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T07:40:28.428930] [DEBUG] [FORECASTER] APLE: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T07:40:28.633154] [DEBUG] [FORECASTER] APLE: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T07:40:28.838753] [DEBUG] [FORECASTER] APLE: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-25T07:40:29.053951] [DEBUG] [FORECASTER] APLE: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T07:40:29.054116] [INFO ] [CONFIGURE ] APLE: DISCARDED add_failed_moves (score: 50.00%)
[2025-11-25T07:40:29.054165] [INFO ] [CONFIGURE ] JOB ETA: 2.9h | Avg: 2.7s/test | Remaining: 3888 tests
[2025-11-25T07:40:29.054204] [INFO ] [CONFIGURE ] APLE: Testing feature 7/29: add_lag_shelf
[2025-11-25T07:40:29.054240] [INFO ] [CONFIGURE ] APLE: Testing with features: ['add_lag_shelf']
[2025-11-25T07:40:29.239394] [DEBUG] [FORECASTER] APLE: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T07:40:29.425753] [DEBUG] [FORECASTER] APLE: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T07:40:29.611906] [DEBUG] [FORECASTER] APLE: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T07:40:29.802209] [DEBUG] [FORECASTER] APLE: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T07:40:29.987181] [DEBUG] [FORECASTER] APLE: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T07:40:30.183109] [DEBUG] [FORECASTER] APLE: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T07:40:30.369145] [DEBUG] [FORECASTER] APLE: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T07:40:30.557507] [DEBUG] [FORECASTER] APLE: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T07:40:30.759546] [DEBUG] [FORECASTER] APLE: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-25T07:40:30.950206] [DEBUG] [FORECASTER] APLE: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T07:40:30.950383] [INFO ] [CONFIGURE ] APLE: DISCARDED add_lag_shelf (score: 70.00%)
[2025-11-25T07:40:30.950431] [INFO ] [CONFIGURE ] JOB ETA: 2.9h | Avg: 2.7s/test | Remaining: 3887 tests
[2025-11-25T07:40:30.950470] [INFO ] [CONFIGURE ] APLE: Testing feature 8/29: add_macd
[2025-11-25T07:40:30.950506] [INFO ] [CONFIGURE ] APLE: Testing with features: ['add_vwap', 'add_macd']
[2025-11-25T07:40:31.226541] [DEBUG] [FORECASTER] APLE: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T07:40:31.508050] [DEBUG] [FORECASTER] APLE: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T07:40:31.791234] [DEBUG] [FORECASTER] APLE: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T07:40:32.076715] [DEBUG] [FORECASTER] APLE: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T07:40:32.357386] [DEBUG] [FORECASTER] APLE: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T07:40:32.641989] [DEBUG] [FORECASTER] APLE: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T07:40:32.928611] [DEBUG] [FORECASTER] APLE: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T07:40:33.210851] [DEBUG] [FORECASTER] APLE: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T07:40:33.495617] [DEBUG] [FORECASTER] APLE: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-25T07:40:33.785970] [DEBUG] [FORECASTER] APLE: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T07:40:33.786161] [INFO ] [CONFIGURE ] APLE: DISCARDED add_macd (score: 40.00%)
[2025-11-25T07:40:33.786219] [INFO ] [CONFIGURE ] JOB ETA: 2.9h | Avg: 2.7s/test | Remaining: 3886 tests
[2025-11-25T07:40:33.786271] [INFO ] [CONFIGURE ] APLE: Testing feature 9/29: add_mfi
[2025-11-25T07:40:33.786316] [INFO ] [CONFIGURE ] APLE: Testing with features: ['add_mfi']
[2025-11-25T07:40:33.983015] [DEBUG] [FORECASTER] APLE: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T07:40:34.180795] [DEBUG] [FORECASTER] APLE: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T07:40:34.384401] [DEBUG] [FORECASTER] APLE: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T07:40:34.586248] [DEBUG] [FORECASTER] APLE: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T07:40:34.787312] [DEBUG] [FORECASTER] APLE: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T07:40:34.992303] [DEBUG] [FORECASTER] APLE: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T07:40:35.193873] [DEBUG] [FORECASTER] APLE: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T07:40:35.394802] [DEBUG] [FORECASTER] APLE: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T07:40:35.597577] [DEBUG] [FORECASTER] APLE: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-25T07:40:35.798799] [DEBUG] [FORECASTER] APLE: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T07:40:35.799123] [INFO ] [CONFIGURE ] APLE: DISCARDED add_mfi (score: 50.00%)
[2025-11-25T07:40:35.799240] [INFO ] [CONFIGURE ] JOB ETA: 2.9h | Avg: 2.7s/test | Remaining: 3885 tests
[2025-11-25T07:40:35.799347] [INFO ] [CONFIGURE ] APLE: Testing feature 10/29: add_momentum_acceleration
[2025-11-25T07:40:35.799450] [INFO ] [CONFIGURE ] APLE: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-11-25T07:40:36.075638] [DEBUG] [FORECASTER] APLE: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T07:40:36.363824] [DEBUG] [FORECASTER] APLE: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T07:40:36.651847] [DEBUG] [FORECASTER] APLE: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T07:40:36.937958] [DEBUG] [FORECASTER] APLE: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T07:40:37.224912] [DEBUG] [FORECASTER] APLE: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T07:40:37.515160] [DEBUG] [FORECASTER] APLE: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T07:40:37.806811] [DEBUG] [FORECASTER] APLE: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T07:40:38.096863] [DEBUG] [FORECASTER] APLE: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T07:40:38.388190] [DEBUG] [FORECASTER] APLE: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T07:40:38.682275] [DEBUG] [FORECASTER] APLE: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T07:40:38.682476] [INFO ] [CONFIGURE ] APLE: DISCARDED add_momentum_acceleration (score: 60.00%)
[2025-11-25T07:40:38.682537] [INFO ] [CONFIGURE ] JOB ETA: 2.9h | Avg: 2.7s/test | Remaining: 3884 tests
[2025-11-25T07:40:38.682586] [INFO ] [CONFIGURE ] APLE: Testing feature 11/29: add_obv_daily
[2025-11-25T07:40:38.682635] [INFO ] [CONFIGURE ] APLE: Testing with features: ['add_obv_daily']
[2025-11-25T07:40:38.931188] [DEBUG] [FORECASTER] APLE: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T07:40:39.143706] [DEBUG] [FORECASTER] APLE: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T07:40:39.347514] [DEBUG] [FORECASTER] APLE: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T07:40:39.544778] [DEBUG] [FORECASTER] APLE: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T07:40:39.739143] [DEBUG] [FORECASTER] APLE: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T07:40:39.933609] [DEBUG] [FORECASTER] APLE: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T07:40:40.138737] [DEBUG] [FORECASTER] APLE: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T07:40:40.332315] [DEBUG] [FORECASTER] APLE: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T07:40:40.524414] [DEBUG] [FORECASTER] APLE: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T07:40:40.724109] [DEBUG] [FORECASTER] APLE: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T07:40:40.724264] [INFO ] [CONFIGURE ] APLE: DISCARDED add_obv_daily (score: 50.00%)
[2025-11-25T07:40:40.724312] [INFO ] [CONFIGURE ] JOB ETA: 2.9h | Avg: 2.7s/test | Remaining: 3883 tests
[2025-11-25T07:40:40.724351] [INFO ] [CONFIGURE ] APLE: Testing feature 12/29: add_obv_interval
[2025-11-25T07:40:40.724386] [INFO ] [CONFIGURE ] APLE: Testing with features: ['add_obv_interval']
[2025-11-25T07:40:40.910851] [DEBUG] [FORECASTER] APLE: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T07:40:41.096442] [DEBUG] [FORECASTER] APLE: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T07:40:41.288730] [DEBUG] [FORECASTER] APLE: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T07:40:41.508433] [DEBUG] [FORECASTER] APLE: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T07:40:41.718977] [DEBUG] [FORECASTER] APLE: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T07:40:41.914257] [DEBUG] [FORECASTER] APLE: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T07:40:42.106270] [DEBUG] [FORECASTER] APLE: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T07:40:42.294318] [DEBUG] [FORECASTER] APLE: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T07:40:42.484787] [DEBUG] [FORECASTER] APLE: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-25T07:40:42.676861] [DEBUG] [FORECASTER] APLE: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T07:40:42.677032] [INFO ] [CONFIGURE ] APLE: DISCARDED add_obv_interval (score: 50.00%)
[2025-11-25T07:40:42.677082] [INFO ] [CONFIGURE ] JOB ETA: 2.9h | Avg: 2.7s/test | Remaining: 3882 tests
[2025-11-25T07:40:42.677139] [INFO ] [CONFIGURE ] APLE: Testing feature 13/29: add_opening_strength
[2025-11-25T07:40:42.677177] [INFO ] [CONFIGURE ] APLE: Testing with features: ['add_daily_returns', 'add_opening_strength']
[2025-11-25T07:40:42.889843] [DEBUG] [FORECASTER] APLE: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T07:40:43.095497] [DEBUG] [FORECASTER] APLE: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T07:40:43.300228] [DEBUG] [FORECASTER] APLE: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T07:40:43.507426] [DEBUG] [FORECASTER] APLE: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T07:40:43.725661] [DEBUG] [FORECASTER] APLE: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T07:40:43.946254] [DEBUG] [FORECASTER] APLE: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T07:40:44.162543] [DEBUG] [FORECASTER] APLE: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T07:40:44.381831] [DEBUG] [FORECASTER] APLE: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T07:40:44.595036] [DEBUG] [FORECASTER] APLE: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-25T07:40:44.812674] [DEBUG] [FORECASTER] APLE: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T07:40:44.812869] [INFO ] [CONFIGURE ] APLE: DISCARDED add_opening_strength (score: 60.00%)
[2025-11-25T07:40:44.812919] [INFO ] [CONFIGURE ] JOB ETA: 2.9h | Avg: 2.7s/test | Remaining: 3881 tests
[2025-11-25T07:40:44.812960] [INFO ] [CONFIGURE ] APLE: Testing feature 14/29: add_order_flow_imbalance
[2025-11-25T07:40:44.812998] [INFO ] [CONFIGURE ] APLE: Testing with features: ['add_order_flow_imbalance']
[2025-11-25T07:40:45.035876] [DEBUG] [FORECASTER] APLE: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T07:40:45.252198] [DEBUG] [FORECASTER] APLE: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T07:40:45.466008] [DEBUG] [FORECASTER] APLE: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T07:40:45.686760] [DEBUG] [FORECASTER] APLE: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T07:40:45.903076] [DEBUG] [FORECASTER] APLE: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T07:40:46.120158] [DEBUG] [FORECASTER] APLE: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T07:40:46.335519] [DEBUG] [FORECASTER] APLE: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T07:40:46.558293] [DEBUG] [FORECASTER] APLE: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T07:40:46.806730] [DEBUG] [FORECASTER] APLE: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-25T07:40:47.033927] [DEBUG] [FORECASTER] APLE: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T07:40:47.034113] [INFO ] [CONFIGURE ] APLE: DISCARDED add_order_flow_imbalance (score: 60.00%)
[2025-11-25T07:40:47.034161] [INFO ] [CONFIGURE ] JOB ETA: 2.9h | Avg: 2.7s/test | Remaining: 3880 tests
[2025-11-25T07:40:47.034200] [INFO ] [CONFIGURE ] APLE: Testing feature 15/29: add_pbf_morning_momentum
[2025-11-25T07:40:47.034236] [INFO ] [CONFIGURE ] APLE: Testing with features: ['add_pbf_morning_momentum']
[2025-11-25T07:40:47.228327] [DEBUG] [FORECASTER] APLE: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T07:40:47.412897] [DEBUG] [FORECASTER] APLE: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T07:40:47.600678] [DEBUG] [FORECASTER] APLE: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T07:40:47.784113] [DEBUG] [FORECASTER] APLE: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T07:40:47.977932] [DEBUG] [FORECASTER] APLE: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T07:40:48.166574] [DEBUG] [FORECASTER] APLE: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T07:40:48.356445] [DEBUG] [FORECASTER] APLE: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T07:40:48.545907] [DEBUG] [FORECASTER] APLE: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T07:40:48.735761] [DEBUG] [FORECASTER] APLE: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-25T07:40:48.930030] [DEBUG] [FORECASTER] APLE: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T07:40:48.930242] [INFO ] [CONFIGURE ] APLE: DISCARDED add_pbf_morning_momentum (score: 50.00%)
[2025-11-25T07:40:48.930301] [INFO ] [CONFIGURE ] JOB ETA: 2.9h | Avg: 2.7s/test | Remaining: 3879 tests
[2025-11-25T07:40:48.930343] [INFO ] [CONFIGURE ] APLE: Testing feature 16/29: add_pbf_overnight_gap
[2025-11-25T07:40:48.930380] [INFO ] [CONFIGURE ] APLE: Testing with features: ['add_pbf_overnight_gap']
[2025-11-25T07:40:49.140053] [DEBUG] [FORECASTER] APLE: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T07:40:49.350467] [DEBUG] [FORECASTER] APLE: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T07:40:49.562946] [DEBUG] [FORECASTER] APLE: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T07:40:49.782616] [DEBUG] [FORECASTER] APLE: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T07:40:49.997629] [DEBUG] [FORECASTER] APLE: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T07:40:50.211878] [DEBUG] [FORECASTER] APLE: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T07:40:50.425910] [DEBUG] [FORECASTER] APLE: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T07:40:50.643450] [DEBUG] [FORECASTER] APLE: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T07:40:50.864534] [DEBUG] [FORECASTER] APLE: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-25T07:40:51.085422] [DEBUG] [FORECASTER] APLE: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T07:40:51.085615] [INFO ] [CONFIGURE ] APLE: DISCARDED add_pbf_overnight_gap (score: 50.00%)
[2025-11-25T07:40:51.085694] [INFO ] [CONFIGURE ] JOB ETA: 2.9h | Avg: 2.7s/test | Remaining: 3878 tests
[2025-11-25T07:40:51.085761] [INFO ] [CONFIGURE ] APLE: Testing feature 17/29: add_pbf_return_2d
[2025-11-25T07:40:51.085898] [INFO ] [CONFIGURE ] APLE: Testing with features: ['add_pbf_return_2d']
[2025-11-25T07:40:51.297481] [DEBUG] [FORECASTER] APLE: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T07:40:51.508283] [DEBUG] [FORECASTER] APLE: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T07:40:51.720506] [DEBUG] [FORECASTER] APLE: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T07:40:51.934941] [DEBUG] [FORECASTER] APLE: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T07:40:52.148744] [DEBUG] [FORECASTER] APLE: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T07:40:52.367531] [DEBUG] [FORECASTER] APLE: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T07:40:52.583043] [DEBUG] [FORECASTER] APLE: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T07:40:52.794091] [DEBUG] [FORECASTER] APLE: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T07:40:53.014969] [DEBUG] [FORECASTER] APLE: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-25T07:40:53.230624] [DEBUG] [FORECASTER] APLE: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T07:40:53.230807] [INFO ] [CONFIGURE ] APLE: DISCARDED add_pbf_return_2d (score: 50.00%)
[2025-11-25T07:40:53.230857] [INFO ] [CONFIGURE ] JOB ETA: 2.9h | Avg: 2.6s/test | Remaining: 3877 tests
[2025-11-25T07:40:53.230896] [INFO ] [CONFIGURE ] APLE: Testing feature 18/29: add_pbf_volatility_5d
[2025-11-25T07:40:53.230931] [INFO ] [CONFIGURE ] APLE: Testing with features: ['add_pbf_volatility_5d']
[2025-11-25T07:40:53.424372] [DEBUG] [FORECASTER] APLE: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T07:40:53.645123] [DEBUG] [FORECASTER] APLE: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T07:40:53.843167] [DEBUG] [FORECASTER] APLE: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T07:40:54.033011] [DEBUG] [FORECASTER] APLE: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T07:40:54.219313] [DEBUG] [FORECASTER] APLE: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T07:40:54.421158] [DEBUG] [FORECASTER] APLE: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T07:40:54.613665] [DEBUG] [FORECASTER] APLE: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T07:40:54.799685] [DEBUG] [FORECASTER] APLE: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T07:40:54.993144] [DEBUG] [FORECASTER] APLE: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-25T07:40:55.187497] [DEBUG] [FORECASTER] APLE: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T07:40:55.187690] [INFO ] [CONFIGURE ] APLE: DISCARDED add_pbf_volatility_5d (score: 60.00%)
[2025-11-25T07:40:55.187772] [INFO ] [CONFIGURE ] JOB ETA: 2.9h | Avg: 2.6s/test | Remaining: 3876 tests
[2025-11-25T07:40:55.188014] [INFO ] [CONFIGURE ] APLE: Testing feature 19/29: add_pbf_vs_sma_5
[2025-11-25T07:40:55.188083] [INFO ] [CONFIGURE ] APLE: Testing with features: ['add_pbf_vs_sma_5']
[2025-11-25T07:40:55.380634] [DEBUG] [FORECASTER] APLE: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T07:40:55.574280] [DEBUG] [FORECASTER] APLE: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T07:40:55.769825] [DEBUG] [FORECASTER] APLE: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T07:40:55.970186] [DEBUG] [FORECASTER] APLE: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T07:40:56.164773] [DEBUG] [FORECASTER] APLE: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T07:40:56.367765] [DEBUG] [FORECASTER] APLE: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T07:40:56.571603] [DEBUG] [FORECASTER] APLE: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T07:40:56.774883] [DEBUG] [FORECASTER] APLE: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T07:40:56.968197] [DEBUG] [FORECASTER] APLE: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-25T07:40:57.167260] [DEBUG] [FORECASTER] APLE: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T07:40:57.167429] [INFO ] [CONFIGURE ] APLE: DISCARDED add_pbf_vs_sma_5 (score: 60.00%)
[2025-11-25T07:40:57.167479] [INFO ] [CONFIGURE ] JOB ETA: 2.9h | Avg: 2.6s/test | Remaining: 3875 tests
[2025-11-25T07:40:57.167518] [INFO ] [CONFIGURE ] APLE: Testing feature 20/29: add_price_rejection
[2025-11-25T07:40:57.167554] [INFO ] [CONFIGURE ] APLE: Testing with features: ['add_price_rejection']
[2025-11-25T07:40:57.378381] [DEBUG] [FORECASTER] APLE: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T07:40:57.601080] [DEBUG] [FORECASTER] APLE: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T07:40:57.811022] [DEBUG] [FORECASTER] APLE: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T07:40:58.020087] [DEBUG] [FORECASTER] APLE: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T07:40:58.220563] [DEBUG] [FORECASTER] APLE: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T07:40:58.419888] [DEBUG] [FORECASTER] APLE: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T07:40:58.611270] [DEBUG] [FORECASTER] APLE: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T07:40:58.809308] [DEBUG] [FORECASTER] APLE: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T07:40:59.027414] [DEBUG] [FORECASTER] APLE: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-25T07:40:59.241825] [DEBUG] [FORECASTER] APLE: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T07:40:59.242012] [INFO ] [CONFIGURE ] APLE: DISCARDED add_price_rejection (score: 50.00%)
[2025-11-25T07:40:59.242061] [INFO ] [CONFIGURE ] JOB ETA: 2.8h | Avg: 2.6s/test | Remaining: 3874 tests
[2025-11-25T07:40:59.242101] [INFO ] [CONFIGURE ] APLE: Testing feature 21/29: add_range_position
[2025-11-25T07:40:59.242137] [INFO ] [CONFIGURE ] APLE: Testing with features: ['add_range_position']
[2025-11-25T07:40:59.491541] [DEBUG] [FORECASTER] APLE: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T07:40:59.713936] [DEBUG] [FORECASTER] APLE: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T07:40:59.929594] [DEBUG] [FORECASTER] APLE: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T07:41:00.158575] [DEBUG] [FORECASTER] APLE: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T07:41:00.381738] [DEBUG] [FORECASTER] APLE: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T07:41:00.604579] [DEBUG] [FORECASTER] APLE: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T07:41:01.442523] [DEBUG] [FORECASTER] APLE: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T07:41:01.735790] [DEBUG] [FORECASTER] APLE: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T07:41:01.971448] [DEBUG] [FORECASTER] APLE: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-25T07:41:02.189036] [DEBUG] [FORECASTER] APLE: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T07:41:02.189327] [INFO ] [CONFIGURE ] APLE: DISCARDED add_range_position (score: 50.00%)
[2025-11-25T07:41:02.189384] [INFO ] [CONFIGURE ] JOB ETA: 2.8h | Avg: 2.6s/test | Remaining: 3873 tests
[2025-11-25T07:41:02.189425] [INFO ] [CONFIGURE ] APLE: Testing feature 22/29: add_realized_volatility
[2025-11-25T07:41:02.189465] [INFO ] [CONFIGURE ] APLE: Testing with features: ['add_realized_volatility']
[2025-11-25T07:41:02.548743] [DEBUG] [FORECASTER] APLE: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T07:41:02.862611] [DEBUG] [FORECASTER] APLE: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T07:41:03.165433] [DEBUG] [FORECASTER] APLE: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T07:41:03.481045] [DEBUG] [FORECASTER] APLE: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T07:41:03.801970] [DEBUG] [FORECASTER] APLE: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T07:41:04.126090] [DEBUG] [FORECASTER] APLE: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T07:41:04.448200] [DEBUG] [FORECASTER] APLE: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T07:41:04.776987] [DEBUG] [FORECASTER] APLE: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T07:41:05.099576] [DEBUG] [FORECASTER] APLE: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-25T07:41:05.428625] [DEBUG] [FORECASTER] APLE: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T07:41:05.428857] [INFO ] [CONFIGURE ] APLE: DISCARDED add_realized_volatility (score: 40.00%)
[2025-11-25T07:41:05.428919] [INFO ] [CONFIGURE ] JOB ETA: 2.8h | Avg: 2.6s/test | Remaining: 3872 tests
[2025-11-25T07:41:05.428967] [INFO ] [CONFIGURE ] APLE: Testing feature 23/29: add_recent_range_context
[2025-11-25T07:41:05.429009] [INFO ] [CONFIGURE ] APLE: Testing with features: ['add_recent_range_context']
[2025-11-25T07:41:05.641746] [DEBUG] [FORECASTER] APLE: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T07:41:05.847926] [DEBUG] [FORECASTER] APLE: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T07:41:06.054216] [DEBUG] [FORECASTER] APLE: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T07:41:06.257169] [DEBUG] [FORECASTER] APLE: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T07:41:06.459514] [DEBUG] [FORECASTER] APLE: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T07:41:06.662558] [DEBUG] [FORECASTER] APLE: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T07:41:06.870905] [DEBUG] [FORECASTER] APLE: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T07:41:07.073474] [DEBUG] [FORECASTER] APLE: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T07:41:07.275085] [DEBUG] [FORECASTER] APLE: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-25T07:41:07.485064] [DEBUG] [FORECASTER] APLE: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T07:41:07.485435] [INFO ] [CONFIGURE ] APLE: DISCARDED add_recent_range_context (score: 50.00%)
[2025-11-25T07:41:07.485556] [INFO ] [CONFIGURE ] JOB ETA: 2.8h | Avg: 2.6s/test | Remaining: 3871 tests
[2025-11-25T07:41:07.485679] [INFO ] [CONFIGURE ] APLE: Testing feature 24/29: add_rsi
[2025-11-25T07:41:07.485794] [INFO ] [CONFIGURE ] APLE: Testing with features: ['add_ema', 'add_rsi']
[2025-11-25T07:41:07.744988] [DEBUG] [FORECASTER] APLE: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T07:41:08.000839] [DEBUG] [FORECASTER] APLE: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T07:41:08.260195] [DEBUG] [FORECASTER] APLE: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T07:41:08.513699] [DEBUG] [FORECASTER] APLE: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T07:41:08.772259] [DEBUG] [FORECASTER] APLE: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T07:41:09.080854] [DEBUG] [FORECASTER] APLE: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T07:41:09.341595] [DEBUG] [FORECASTER] APLE: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T07:41:09.600461] [DEBUG] [FORECASTER] APLE: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T07:41:09.862768] [DEBUG] [FORECASTER] APLE: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T07:41:10.122714] [DEBUG] [FORECASTER] APLE: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T07:41:10.122889] [INFO ] [CONFIGURE ] APLE: DISCARDED add_rsi (score: 70.00%)
[2025-11-25T07:41:10.122946] [INFO ] [CONFIGURE ] JOB ETA: 2.8h | Avg: 2.6s/test | Remaining: 3870 tests
[2025-11-25T07:41:10.122989] [INFO ] [CONFIGURE ] APLE: Testing feature 25/29: add_tick_distribution
[2025-11-25T07:41:10.123029] [INFO ] [CONFIGURE ] APLE: Testing with features: ['add_tick_distribution']
[2025-11-25T07:41:10.331763] [DEBUG] [FORECASTER] APLE: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T07:41:10.532976] [DEBUG] [FORECASTER] APLE: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T07:41:10.759877] [DEBUG] [FORECASTER] APLE: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T07:41:10.980146] [DEBUG] [FORECASTER] APLE: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T07:41:11.229011] [DEBUG] [FORECASTER] APLE: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T07:41:11.475121] [DEBUG] [FORECASTER] APLE: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T07:41:11.727173] [DEBUG] [FORECASTER] APLE: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T07:41:11.935401] [DEBUG] [FORECASTER] APLE: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T07:41:12.138680] [DEBUG] [FORECASTER] APLE: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-25T07:41:12.326091] [DEBUG] [FORECASTER] APLE: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T07:41:12.326270] [INFO ] [CONFIGURE ] APLE: DISCARDED add_tick_distribution (score: 50.00%)
[2025-11-25T07:41:12.326320] [INFO ] [CONFIGURE ] JOB ETA: 2.8h | Avg: 2.6s/test | Remaining: 3869 tests
[2025-11-25T07:41:12.326359] [INFO ] [CONFIGURE ] APLE: Testing feature 26/29: add_volume_momentum_confirmation
[2025-11-25T07:41:12.326397] [INFO ] [CONFIGURE ] APLE: Testing with features: ['add_volume_momentum_confirmation']
[2025-11-25T07:41:12.519170] [DEBUG] [FORECASTER] APLE: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T07:41:12.717607] [DEBUG] [FORECASTER] APLE: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T07:41:12.903773] [DEBUG] [FORECASTER] APLE: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T07:41:13.088718] [DEBUG] [FORECASTER] APLE: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T07:41:13.276912] [DEBUG] [FORECASTER] APLE: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T07:41:13.463156] [DEBUG] [FORECASTER] APLE: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T07:41:13.649906] [DEBUG] [FORECASTER] APLE: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T07:41:13.839929] [DEBUG] [FORECASTER] APLE: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T07:41:14.025031] [DEBUG] [FORECASTER] APLE: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-25T07:41:14.213881] [DEBUG] [FORECASTER] APLE: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T07:41:14.214053] [INFO ] [CONFIGURE ] APLE: DISCARDED add_volume_momentum_confirmation (score: 50.00%)
[2025-11-25T07:41:14.214104] [INFO ] [CONFIGURE ] JOB ETA: 2.8h | Avg: 2.6s/test | Remaining: 3868 tests
[2025-11-25T07:41:14.214143] [INFO ] [CONFIGURE ] APLE: Testing feature 27/29: add_volume_price_divergence
[2025-11-25T07:41:14.214179] [INFO ] [CONFIGURE ] APLE: Testing with features: ['add_volume_price_divergence']
[2025-11-25T07:41:14.413606] [DEBUG] [FORECASTER] APLE: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T07:41:14.610808] [DEBUG] [FORECASTER] APLE: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T07:41:14.807661] [DEBUG] [FORECASTER] APLE: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T07:41:15.006681] [DEBUG] [FORECASTER] APLE: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T07:41:15.205135] [DEBUG] [FORECASTER] APLE: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T07:41:15.403730] [DEBUG] [FORECASTER] APLE: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T07:41:15.606565] [DEBUG] [FORECASTER] APLE: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T07:41:15.817698] [DEBUG] [FORECASTER] APLE: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T07:41:16.020909] [DEBUG] [FORECASTER] APLE: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-25T07:41:16.224164] [DEBUG] [FORECASTER] APLE: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T07:41:16.224344] [INFO ] [CONFIGURE ] APLE: DISCARDED add_volume_price_divergence (score: 50.00%)
[2025-11-25T07:41:16.224394] [INFO ] [CONFIGURE ] JOB ETA: 2.8h | Avg: 2.6s/test | Remaining: 3867 tests
[2025-11-25T07:41:16.224436] [INFO ] [CONFIGURE ] APLE: Testing feature 28/29: add_volume_profile
[2025-11-25T07:41:16.224473] [INFO ] [CONFIGURE ] APLE: Testing with features: ['add_volume_profile']
[2025-11-25T07:41:16.439607] [DEBUG] [FORECASTER] APLE: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T07:41:16.657238] [DEBUG] [FORECASTER] APLE: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T07:41:16.870124] [DEBUG] [FORECASTER] APLE: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T07:41:17.080407] [DEBUG] [FORECASTER] APLE: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T07:41:17.299632] [DEBUG] [FORECASTER] APLE: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T07:41:17.518800] [DEBUG] [FORECASTER] APLE: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T07:41:17.739178] [DEBUG] [FORECASTER] APLE: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T07:41:17.956995] [DEBUG] [FORECASTER] APLE: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T07:41:18.178360] [DEBUG] [FORECASTER] APLE: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-25T07:41:18.401063] [DEBUG] [FORECASTER] APLE: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T07:41:18.401239] [INFO ] [CONFIGURE ] APLE: DISCARDED add_volume_profile (score: 60.00%)
[2025-11-25T07:41:18.401289] [INFO ] [CONFIGURE ] JOB ETA: 2.8h | Avg: 2.6s/test | Remaining: 3866 tests
[2025-11-25T07:41:18.401328] [INFO ] [CONFIGURE ] APLE: Testing feature 29/29: add_vwap
[2025-11-25T07:41:18.401364] [INFO ] [CONFIGURE ] APLE: Testing with features: ['add_vwap']
[2025-11-25T07:41:18.621236] [DEBUG] [FORECASTER] APLE: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T07:41:18.842183] [DEBUG] [FORECASTER] APLE: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T07:41:19.046927] [DEBUG] [FORECASTER] APLE: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T07:41:19.269111] [DEBUG] [FORECASTER] APLE: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T07:41:19.491711] [DEBUG] [FORECASTER] APLE: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T07:41:19.715614] [DEBUG] [FORECASTER] APLE: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T07:41:19.936591] [DEBUG] [FORECASTER] APLE: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T07:41:20.162405] [DEBUG] [FORECASTER] APLE: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T07:41:20.380028] [DEBUG] [FORECASTER] APLE: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-25T07:41:20.603159] [DEBUG] [FORECASTER] APLE: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T07:41:20.603386] [INFO ] [CONFIGURE ] APLE: DISCARDED add_vwap (score: 70.00%)
[2025-11-25T07:41:20.603448] [INFO ] [CONFIGURE ] JOB ETA: 2.8h | Avg: 2.6s/test | Remaining: 3865 tests
[2025-11-25T07:41:20.603491] [INFO ] [CONFIGURE ] APLE: ===== FEATURE SELECTION COMPLETE =====
[2025-11-25T07:41:20.603526] [INFO ] [CONFIGURE ] APLE: Best accuracy: 70.00%
[2025-11-25T07:41:20.603559] [INFO ] [CONFIGURE ] APLE: Best feature set (0 features): []
[2025-11-25T07:41:20.603590] [INFO ] [CONFIGURE ] APLE: Improvement over baseline: 0.00%
[2025-11-25T07:41:20.603621] [INFO ] [CONFIGURE ] APLE: Total time: 1.1 minutes
[2025-11-25T07:41:20.603676] [INFO ] [CONFIGURE ] APLE: Average time per feature: 2.3 seconds
[2025-11-25T07:41:20.603743] [INFO ] [CONFIGURE ] APLE: Average speed: 0.44 features/sec
[2025-11-25T07:41:20.604121] [INFO ] [LOCAL     ] Saved configuration for APLE: 0 features, 70.00% accuracy -> ./output/feature-sets/APLE.json
[2025-11-25T07:41:20.604198] [INFO ] [CONFIGURE ] APLE: Configuration saved successfully: 0 features, 70.00% accuracy.
[2025-11-25T07:41:20.604260] [INFO ] [sig       ] [31/164] Successfully configured APLE | 0.01 sym/s | Total: 40.3m | ETA: 2.9h
[2025-11-25T07:41:20.604323] [INFO ] [sig       ] [32/164] Configuring ARE...
[2025-11-25T07:41:20.604380] [INFO ] [CONFIGURE ] ARE: Configurate test run.
[2025-11-25T07:41:20.604425] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ARE' from 'https://tdm.silogroup.org/data/derivative_storage/ARE.csv'.
[2025-11-25T07:41:20.617857] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'ARE'.
[2025-11-25T07:41:20.618393] [INFO ] [CONFIGURE ] ARE: Testing with 29 available features
[2025-11-25T07:41:20.618472] [INFO ] [CONFIGURE ] ARE: Establishing baseline with no features...
[2025-11-25T07:41:20.826504] [DEBUG] [FORECASTER] ARE: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T07:41:21.030456] [DEBUG] [FORECASTER] ARE: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T07:41:21.229428] [DEBUG] [FORECASTER] ARE: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T07:41:21.425950] [DEBUG] [FORECASTER] ARE: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T07:41:21.602488] [DEBUG] [FORECASTER] ARE: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T07:41:21.776990] [DEBUG] [FORECASTER] ARE: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T07:41:21.951005] [DEBUG] [FORECASTER] ARE: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T07:41:22.128842] [DEBUG] [FORECASTER] ARE: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-25T07:41:22.302513] [DEBUG] [FORECASTER] ARE: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T07:41:22.503193] [DEBUG] [FORECASTER] ARE: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T07:41:22.503449] [INFO ] [CONFIGURE ] ARE: Baseline score (no features): 30.00%
[2025-11-25T07:41:22.503498] [INFO ] [CONFIGURE ] ARE: Testing feature 1/29: add_bollinger_bands
[2025-11-25T07:41:22.503537] [INFO ] [CONFIGURE ] ARE: Testing with features: ['add_bollinger_bands']
[2025-11-25T07:41:22.728797] [DEBUG] [FORECASTER] ARE: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T07:41:22.951886] [DEBUG] [FORECASTER] ARE: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T07:41:23.178714] [DEBUG] [FORECASTER] ARE: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T07:41:23.391543] [DEBUG] [FORECASTER] ARE: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T07:41:23.625550] [DEBUG] [FORECASTER] ARE: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T07:41:23.857847] [DEBUG] [FORECASTER] ARE: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T07:41:24.086571] [DEBUG] [FORECASTER] ARE: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T07:41:24.322378] [DEBUG] [FORECASTER] ARE: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-25T07:41:24.551161] [DEBUG] [FORECASTER] ARE: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T07:41:24.779254] [DEBUG] [FORECASTER] ARE: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T07:41:24.779593] [INFO ] [CONFIGURE ] ARE: KEPT add_bollinger_bands (score: 40.00%)
[2025-11-25T07:41:24.779730] [INFO ] [CONFIGURE ] JOB ETA: 2.8h | Avg: 2.6s/test | Remaining: 3864 tests
[2025-11-25T07:41:24.779857] [INFO ] [CONFIGURE ] ARE: Testing feature 2/29: add_cumulative_delta
[2025-11-25T07:41:24.779963] [INFO ] [CONFIGURE ] ARE: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta']
[2025-11-25T07:41:25.043027] [DEBUG] [FORECASTER] ARE: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T07:41:25.314269] [DEBUG] [FORECASTER] ARE: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T07:41:25.584410] [DEBUG] [FORECASTER] ARE: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T07:41:25.854864] [DEBUG] [FORECASTER] ARE: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T07:41:26.115098] [DEBUG] [FORECASTER] ARE: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T07:41:26.379873] [DEBUG] [FORECASTER] ARE: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T07:41:26.658387] [DEBUG] [FORECASTER] ARE: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T07:41:26.934572] [DEBUG] [FORECASTER] ARE: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-25T07:41:27.198172] [DEBUG] [FORECASTER] ARE: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T07:41:27.471124] [DEBUG] [FORECASTER] ARE: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T07:41:27.471370] [INFO ] [CONFIGURE ] ARE: KEPT add_cumulative_delta (score: 50.00%)
[2025-11-25T07:41:27.471433] [INFO ] [CONFIGURE ] JOB ETA: 2.8h | Avg: 2.6s/test | Remaining: 3863 tests
[2025-11-25T07:41:27.471486] [INFO ] [CONFIGURE ] ARE: Testing feature 3/29: add_daily_returns
[2025-11-25T07:41:27.471530] [INFO ] [CONFIGURE ] ARE: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns']
[2025-11-25T07:41:27.752887] [DEBUG] [FORECASTER] ARE: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T07:41:28.057808] [DEBUG] [FORECASTER] ARE: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T07:41:28.351729] [DEBUG] [FORECASTER] ARE: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T07:41:28.642360] [DEBUG] [FORECASTER] ARE: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T07:41:28.936858] [DEBUG] [FORECASTER] ARE: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T07:41:29.233521] [DEBUG] [FORECASTER] ARE: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T07:41:29.522879] [DEBUG] [FORECASTER] ARE: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T07:41:29.817135] [DEBUG] [FORECASTER] ARE: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-25T07:41:30.104419] [DEBUG] [FORECASTER] ARE: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T07:41:30.384422] [DEBUG] [FORECASTER] ARE: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T07:41:30.384701] [INFO ] [CONFIGURE ] ARE: DISCARDED add_daily_returns (score: 30.00%)
[2025-11-25T07:41:30.384762] [INFO ] [CONFIGURE ] JOB ETA: 2.8h | Avg: 2.6s/test | Remaining: 3862 tests
[2025-11-25T07:41:30.384808] [INFO ] [CONFIGURE ] ARE: Testing feature 4/29: add_ema
[2025-11-25T07:41:30.384853] [INFO ] [CONFIGURE ] ARE: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_ema']
[2025-11-25T07:41:30.697436] [DEBUG] [FORECASTER] ARE: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T07:41:31.034022] [DEBUG] [FORECASTER] ARE: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T07:41:31.335947] [DEBUG] [FORECASTER] ARE: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T07:41:31.621384] [DEBUG] [FORECASTER] ARE: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T07:41:31.929535] [DEBUG] [FORECASTER] ARE: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T07:41:32.253244] [DEBUG] [FORECASTER] ARE: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T07:41:32.564458] [DEBUG] [FORECASTER] ARE: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T07:41:32.881058] [DEBUG] [FORECASTER] ARE: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-25T07:41:33.215032] [DEBUG] [FORECASTER] ARE: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T07:41:33.537788] [DEBUG] [FORECASTER] ARE: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T07:41:33.537971] [INFO ] [CONFIGURE ] ARE: DISCARDED add_ema (score: 50.00%)
[2025-11-25T07:41:33.538028] [INFO ] [CONFIGURE ] JOB ETA: 2.8h | Avg: 2.6s/test | Remaining: 3861 tests
[2025-11-25T07:41:33.538077] [INFO ] [CONFIGURE ] ARE: Testing feature 5/29: add_exhaustion_signals
[2025-11-25T07:41:33.538113] [INFO ] [CONFIGURE ] ARE: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals']
[2025-11-25T07:41:33.852106] [DEBUG] [FORECASTER] ARE: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T07:41:34.160284] [DEBUG] [FORECASTER] ARE: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T07:41:34.438684] [DEBUG] [FORECASTER] ARE: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T07:41:34.718252] [DEBUG] [FORECASTER] ARE: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T07:41:35.004185] [DEBUG] [FORECASTER] ARE: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T07:41:35.291035] [DEBUG] [FORECASTER] ARE: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T07:41:35.570617] [DEBUG] [FORECASTER] ARE: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T07:41:35.862047] [DEBUG] [FORECASTER] ARE: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-25T07:41:36.171000] [DEBUG] [FORECASTER] ARE: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T07:41:36.476321] [DEBUG] [FORECASTER] ARE: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T07:41:36.476501] [INFO ] [CONFIGURE ] ARE: DISCARDED add_exhaustion_signals (score: 50.00%)
[2025-11-25T07:41:36.476557] [INFO ] [CONFIGURE ] JOB ETA: 2.8h | Avg: 2.6s/test | Remaining: 3860 tests
[2025-11-25T07:41:36.476606] [INFO ] [CONFIGURE ] ARE: Testing feature 6/29: add_failed_moves
[2025-11-25T07:41:36.476673] [INFO ] [CONFIGURE ] ARE: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_failed_moves']
[2025-11-25T07:41:36.731779] [DEBUG] [FORECASTER] ARE: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T07:41:36.980961] [DEBUG] [FORECASTER] ARE: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T07:41:37.227772] [DEBUG] [FORECASTER] ARE: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T07:41:37.469110] [DEBUG] [FORECASTER] ARE: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T07:41:37.715940] [DEBUG] [FORECASTER] ARE: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T07:41:37.963520] [DEBUG] [FORECASTER] ARE: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T07:41:38.212557] [DEBUG] [FORECASTER] ARE: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T07:41:38.467347] [DEBUG] [FORECASTER] ARE: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-25T07:41:38.718292] [DEBUG] [FORECASTER] ARE: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T07:41:39.003352] [DEBUG] [FORECASTER] ARE: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T07:41:39.003518] [INFO ] [CONFIGURE ] ARE: DISCARDED add_failed_moves (score: 50.00%)
[2025-11-25T07:41:39.003576] [INFO ] [CONFIGURE ] JOB ETA: 2.8h | Avg: 2.6s/test | Remaining: 3859 tests
[2025-11-25T07:41:39.003622] [INFO ] [CONFIGURE ] ARE: Testing feature 7/29: add_lag_shelf
[2025-11-25T07:41:39.003688] [INFO ] [CONFIGURE ] ARE: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_lag_shelf']
[2025-11-25T07:41:39.256357] [DEBUG] [FORECASTER] ARE: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T07:41:39.514599] [DEBUG] [FORECASTER] ARE: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T07:41:39.783322] [DEBUG] [FORECASTER] ARE: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T07:41:40.043679] [DEBUG] [FORECASTER] ARE: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T07:41:40.304925] [DEBUG] [FORECASTER] ARE: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T07:41:40.574861] [DEBUG] [FORECASTER] ARE: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T07:41:40.838743] [DEBUG] [FORECASTER] ARE: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T07:41:41.108428] [DEBUG] [FORECASTER] ARE: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-25T07:41:41.369740] [DEBUG] [FORECASTER] ARE: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T07:41:41.646103] [DEBUG] [FORECASTER] ARE: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T07:41:41.646294] [INFO ] [CONFIGURE ] ARE: DISCARDED add_lag_shelf (score: 50.00%)
[2025-11-25T07:41:41.646353] [INFO ] [CONFIGURE ] JOB ETA: 2.8h | Avg: 2.6s/test | Remaining: 3858 tests
[2025-11-25T07:41:41.646391] [INFO ] [CONFIGURE ] ARE: Testing feature 8/29: add_macd
[2025-11-25T07:41:41.646437] [INFO ] [CONFIGURE ] ARE: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_vwap', 'add_macd']
[2025-11-25T07:41:41.997868] [DEBUG] [FORECASTER] ARE: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T07:41:42.352351] [DEBUG] [FORECASTER] ARE: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T07:41:42.696834] [DEBUG] [FORECASTER] ARE: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T07:41:43.063362] [DEBUG] [FORECASTER] ARE: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T07:41:43.422658] [DEBUG] [FORECASTER] ARE: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T07:41:43.786698] [DEBUG] [FORECASTER] ARE: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T07:41:44.163101] [DEBUG] [FORECASTER] ARE: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T07:41:44.525344] [DEBUG] [FORECASTER] ARE: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-25T07:41:44.891574] [DEBUG] [FORECASTER] ARE: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T07:41:45.264660] [DEBUG] [FORECASTER] ARE: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T07:41:45.264911] [INFO ] [CONFIGURE ] ARE: DISCARDED add_macd (score: 50.00%)
[2025-11-25T07:41:45.264972] [INFO ] [CONFIGURE ] JOB ETA: 2.8h | Avg: 2.6s/test | Remaining: 3857 tests
[2025-11-25T07:41:45.265046] [INFO ] [CONFIGURE ] ARE: Testing feature 9/29: add_mfi
[2025-11-25T07:41:45.265094] [INFO ] [CONFIGURE ] ARE: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_mfi']
[2025-11-25T07:41:45.550459] [DEBUG] [FORECASTER] ARE: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T07:41:45.851333] [DEBUG] [FORECASTER] ARE: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T07:41:46.135252] [DEBUG] [FORECASTER] ARE: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T07:41:46.420016] [DEBUG] [FORECASTER] ARE: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T07:41:46.717341] [DEBUG] [FORECASTER] ARE: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T07:41:47.015684] [DEBUG] [FORECASTER] ARE: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T07:41:47.308765] [DEBUG] [FORECASTER] ARE: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T07:41:47.600251] [DEBUG] [FORECASTER] ARE: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-25T07:41:47.905569] [DEBUG] [FORECASTER] ARE: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T07:41:48.209368] [DEBUG] [FORECASTER] ARE: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T07:41:48.209571] [INFO ] [CONFIGURE ] ARE: DISCARDED add_mfi (score: 50.00%)
[2025-11-25T07:41:48.209635] [INFO ] [CONFIGURE ] JOB ETA: 2.8h | Avg: 2.6s/test | Remaining: 3856 tests
[2025-11-25T07:41:48.209707] [INFO ] [CONFIGURE ] ARE: Testing feature 10/29: add_momentum_acceleration
[2025-11-25T07:41:48.209750] [INFO ] [CONFIGURE ] ARE: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-11-25T07:41:48.596440] [DEBUG] [FORECASTER] ARE: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T07:41:48.975617] [DEBUG] [FORECASTER] ARE: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T07:41:49.347249] [DEBUG] [FORECASTER] ARE: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T07:41:49.694852] [DEBUG] [FORECASTER] ARE: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T07:41:50.078848] [DEBUG] [FORECASTER] ARE: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T07:41:50.461117] [DEBUG] [FORECASTER] ARE: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T07:41:50.854849] [DEBUG] [FORECASTER] ARE: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T07:41:51.252865] [DEBUG] [FORECASTER] ARE: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T07:41:51.647772] [DEBUG] [FORECASTER] ARE: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T07:41:52.045387] [DEBUG] [FORECASTER] ARE: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T07:41:52.045663] [INFO ] [CONFIGURE ] ARE: KEPT add_momentum_acceleration (score: 60.00%)
[2025-11-25T07:41:52.045739] [INFO ] [CONFIGURE ] JOB ETA: 2.8h | Avg: 2.6s/test | Remaining: 3855 tests
[2025-11-25T07:41:52.045795] [INFO ] [CONFIGURE ] ARE: Testing feature 11/29: add_obv_daily
[2025-11-25T07:41:52.045844] [INFO ] [CONFIGURE ] ARE: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_obv_daily']
[2025-11-25T07:41:52.456544] [DEBUG] [FORECASTER] ARE: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T07:41:52.835943] [DEBUG] [FORECASTER] ARE: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T07:41:53.211707] [DEBUG] [FORECASTER] ARE: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T07:41:53.581842] [DEBUG] [FORECASTER] ARE: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T07:41:53.959843] [DEBUG] [FORECASTER] ARE: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T07:41:54.352467] [DEBUG] [FORECASTER] ARE: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T07:41:54.725632] [DEBUG] [FORECASTER] ARE: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T07:41:55.110877] [DEBUG] [FORECASTER] ARE: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-25T07:41:55.494619] [DEBUG] [FORECASTER] ARE: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T07:41:55.896428] [DEBUG] [FORECASTER] ARE: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T07:41:55.896715] [INFO ] [CONFIGURE ] ARE: DISCARDED add_obv_daily (score: 50.00%)
[2025-11-25T07:41:55.896779] [INFO ] [CONFIGURE ] JOB ETA: 2.8h | Avg: 2.6s/test | Remaining: 3854 tests
[2025-11-25T07:41:55.896828] [INFO ] [CONFIGURE ] ARE: Testing feature 12/29: add_obv_interval
[2025-11-25T07:41:55.896877] [INFO ] [CONFIGURE ] ARE: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_obv_interval']
[2025-11-25T07:41:56.272292] [DEBUG] [FORECASTER] ARE: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T07:41:56.652822] [DEBUG] [FORECASTER] ARE: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T07:41:57.036129] [DEBUG] [FORECASTER] ARE: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T07:41:57.407253] [DEBUG] [FORECASTER] ARE: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T07:41:57.778005] [DEBUG] [FORECASTER] ARE: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T07:41:58.161449] [DEBUG] [FORECASTER] ARE: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T07:41:58.543286] [DEBUG] [FORECASTER] ARE: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T07:41:58.927708] [DEBUG] [FORECASTER] ARE: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-25T07:41:59.308437] [DEBUG] [FORECASTER] ARE: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T07:41:59.685766] [DEBUG] [FORECASTER] ARE: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T07:41:59.685969] [INFO ] [CONFIGURE ] ARE: DISCARDED add_obv_interval (score: 50.00%)
[2025-11-25T07:41:59.686028] [INFO ] [CONFIGURE ] JOB ETA: 2.8h | Avg: 2.7s/test | Remaining: 3853 tests
[2025-11-25T07:41:59.686078] [INFO ] [CONFIGURE ] ARE: Testing feature 13/29: add_opening_strength
[2025-11-25T07:41:59.686124] [INFO ] [CONFIGURE ] ARE: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_daily_returns', 'add_opening_strength']
[2025-11-25T07:42:00.079298] [DEBUG] [FORECASTER] ARE: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T07:42:00.462915] [DEBUG] [FORECASTER] ARE: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T07:42:01.612881] [DEBUG] [FORECASTER] ARE: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T07:42:02.100519] [DEBUG] [FORECASTER] ARE: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T07:42:02.528332] [DEBUG] [FORECASTER] ARE: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T07:42:02.954452] [DEBUG] [FORECASTER] ARE: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T07:42:03.384262] [DEBUG] [FORECASTER] ARE: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T07:42:03.781680] [DEBUG] [FORECASTER] ARE: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-25T07:42:04.180944] [DEBUG] [FORECASTER] ARE: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T07:42:04.578561] [DEBUG] [FORECASTER] ARE: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T07:42:04.578774] [INFO ] [CONFIGURE ] ARE: DISCARDED add_opening_strength (score: 50.00%)
[2025-11-25T07:42:04.578837] [INFO ] [CONFIGURE ] JOB ETA: 2.8h | Avg: 2.7s/test | Remaining: 3852 tests
[2025-11-25T07:42:04.578942] [INFO ] [CONFIGURE ] ARE: Testing feature 14/29: add_order_flow_imbalance
[2025-11-25T07:42:04.578992] [INFO ] [CONFIGURE ] ARE: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_order_flow_imbalance']
[2025-11-25T07:42:04.977953] [DEBUG] [FORECASTER] ARE: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T07:42:05.381074] [DEBUG] [FORECASTER] ARE: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T07:42:05.801979] [DEBUG] [FORECASTER] ARE: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T07:42:06.228616] [DEBUG] [FORECASTER] ARE: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T07:42:06.635822] [DEBUG] [FORECASTER] ARE: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T07:42:07.029497] [DEBUG] [FORECASTER] ARE: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T07:42:07.447691] [DEBUG] [FORECASTER] ARE: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T07:42:07.850209] [DEBUG] [FORECASTER] ARE: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-25T07:42:08.244874] [DEBUG] [FORECASTER] ARE: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T07:42:08.663210] [DEBUG] [FORECASTER] ARE: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T07:42:08.663427] [INFO ] [CONFIGURE ] ARE: DISCARDED add_order_flow_imbalance (score: 50.00%)
[2025-11-25T07:42:08.663491] [INFO ] [CONFIGURE ] JOB ETA: 2.8h | Avg: 2.7s/test | Remaining: 3851 tests
[2025-11-25T07:42:08.663541] [INFO ] [CONFIGURE ] ARE: Testing feature 16/29: add_pbf_overnight_gap
[2025-11-25T07:42:08.663586] [INFO ] [CONFIGURE ] ARE: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_pbf_overnight_gap']
[2025-11-25T07:42:09.048908] [DEBUG] [FORECASTER] ARE: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T07:42:09.422061] [DEBUG] [FORECASTER] ARE: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T07:42:09.799767] [DEBUG] [FORECASTER] ARE: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T07:42:10.200073] [DEBUG] [FORECASTER] ARE: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T07:42:10.584433] [DEBUG] [FORECASTER] ARE: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T07:42:10.969998] [DEBUG] [FORECASTER] ARE: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T07:42:11.361450] [DEBUG] [FORECASTER] ARE: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T07:42:11.783093] [DEBUG] [FORECASTER] ARE: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-25T07:42:12.166607] [DEBUG] [FORECASTER] ARE: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T07:42:12.561462] [DEBUG] [FORECASTER] ARE: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T07:42:12.561770] [INFO ] [CONFIGURE ] ARE: DISCARDED add_pbf_overnight_gap (score: 60.00%)
[2025-11-25T07:42:12.561850] [INFO ] [CONFIGURE ] JOB ETA: 2.8h | Avg: 2.7s/test | Remaining: 3850 tests
[2025-11-25T07:42:12.561908] [INFO ] [CONFIGURE ] ARE: Testing feature 17/29: add_pbf_return_2d
[2025-11-25T07:42:12.561954] [INFO ] [CONFIGURE ] ARE: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_pbf_return_2d']
[2025-11-25T07:42:12.949086] [DEBUG] [FORECASTER] ARE: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T07:42:13.329001] [DEBUG] [FORECASTER] ARE: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T07:42:13.726982] [DEBUG] [FORECASTER] ARE: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T07:42:14.117991] [DEBUG] [FORECASTER] ARE: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T07:42:14.515331] [DEBUG] [FORECASTER] ARE: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T07:42:14.910455] [DEBUG] [FORECASTER] ARE: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T07:42:15.309900] [DEBUG] [FORECASTER] ARE: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T07:42:15.725335] [DEBUG] [FORECASTER] ARE: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T07:42:16.156291] [DEBUG] [FORECASTER] ARE: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T07:42:16.575074] [DEBUG] [FORECASTER] ARE: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T07:42:16.575277] [INFO ] [CONFIGURE ] ARE: DISCARDED add_pbf_return_2d (score: 50.00%)
[2025-11-25T07:42:16.575339] [INFO ] [CONFIGURE ] JOB ETA: 2.8h | Avg: 2.7s/test | Remaining: 3849 tests
[2025-11-25T07:42:16.575388] [INFO ] [CONFIGURE ] ARE: Testing feature 18/29: add_pbf_volatility_5d
[2025-11-25T07:42:16.575431] [INFO ] [CONFIGURE ] ARE: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_pbf_volatility_5d']
[2025-11-25T07:42:16.940075] [DEBUG] [FORECASTER] ARE: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T07:42:17.306750] [DEBUG] [FORECASTER] ARE: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T07:42:17.691686] [DEBUG] [FORECASTER] ARE: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T07:42:18.072031] [DEBUG] [FORECASTER] ARE: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T07:42:18.470676] [DEBUG] [FORECASTER] ARE: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T07:42:18.856318] [DEBUG] [FORECASTER] ARE: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T07:42:19.260176] [DEBUG] [FORECASTER] ARE: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T07:42:19.760572] [DEBUG] [FORECASTER] ARE: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T07:42:20.296589] [DEBUG] [FORECASTER] ARE: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T07:42:20.731827] [DEBUG] [FORECASTER] ARE: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T07:42:20.732080] [INFO ] [CONFIGURE ] ARE: DISCARDED add_pbf_volatility_5d (score: 60.00%)
[2025-11-25T07:42:20.732157] [INFO ] [CONFIGURE ] JOB ETA: 2.8h | Avg: 2.7s/test | Remaining: 3848 tests
[2025-11-25T07:42:20.732221] [INFO ] [CONFIGURE ] ARE: Testing feature 19/29: add_pbf_vs_sma_5
[2025-11-25T07:42:20.732282] [INFO ] [CONFIGURE ] ARE: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_pbf_vs_sma_5']
[2025-11-25T07:42:21.127294] [DEBUG] [FORECASTER] ARE: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T07:42:21.511330] [DEBUG] [FORECASTER] ARE: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T07:42:21.876302] [DEBUG] [FORECASTER] ARE: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T07:42:22.218592] [DEBUG] [FORECASTER] ARE: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T07:42:22.581770] [DEBUG] [FORECASTER] ARE: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T07:42:22.946425] [DEBUG] [FORECASTER] ARE: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T07:42:23.311086] [DEBUG] [FORECASTER] ARE: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T07:42:23.686165] [DEBUG] [FORECASTER] ARE: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-25T07:42:24.055969] [DEBUG] [FORECASTER] ARE: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T07:42:24.423433] [DEBUG] [FORECASTER] ARE: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T07:42:24.423621] [INFO ] [CONFIGURE ] ARE: DISCARDED add_pbf_vs_sma_5 (score: 40.00%)
[2025-11-25T07:42:24.423748] [INFO ] [CONFIGURE ] JOB ETA: 2.8h | Avg: 2.7s/test | Remaining: 3847 tests
[2025-11-25T07:42:24.423803] [INFO ] [CONFIGURE ] ARE: Testing feature 20/29: add_price_rejection
[2025-11-25T07:42:24.423849] [INFO ] [CONFIGURE ] ARE: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_price_rejection']
[2025-11-25T07:42:24.817530] [DEBUG] [FORECASTER] ARE: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T07:42:25.216353] [DEBUG] [FORECASTER] ARE: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T07:42:25.617496] [DEBUG] [FORECASTER] ARE: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T07:42:26.041325] [DEBUG] [FORECASTER] ARE: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T07:42:26.475617] [DEBUG] [FORECASTER] ARE: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T07:42:26.887420] [DEBUG] [FORECASTER] ARE: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T07:42:27.308385] [DEBUG] [FORECASTER] ARE: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T07:42:27.691302] [DEBUG] [FORECASTER] ARE: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T07:42:28.079464] [DEBUG] [FORECASTER] ARE: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T07:42:28.468110] [DEBUG] [FORECASTER] ARE: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T07:42:28.468336] [INFO ] [CONFIGURE ] ARE: DISCARDED add_price_rejection (score: 50.00%)
[2025-11-25T07:42:28.468396] [INFO ] [CONFIGURE ] JOB ETA: 2.8h | Avg: 2.7s/test | Remaining: 3846 tests
[2025-11-25T07:42:28.468443] [INFO ] [CONFIGURE ] ARE: Testing feature 21/29: add_range_position
[2025-11-25T07:42:28.468488] [INFO ] [CONFIGURE ] ARE: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_range_position']
[2025-11-25T07:42:28.853864] [DEBUG] [FORECASTER] ARE: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T07:42:29.242840] [DEBUG] [FORECASTER] ARE: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T07:42:29.631563] [DEBUG] [FORECASTER] ARE: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T07:42:30.018187] [DEBUG] [FORECASTER] ARE: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T07:42:30.403360] [DEBUG] [FORECASTER] ARE: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T07:42:30.802067] [DEBUG] [FORECASTER] ARE: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T07:42:31.212840] [DEBUG] [FORECASTER] ARE: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T07:42:31.618043] [DEBUG] [FORECASTER] ARE: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T07:42:32.017830] [DEBUG] [FORECASTER] ARE: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T07:42:32.406275] [DEBUG] [FORECASTER] ARE: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T07:42:32.406463] [INFO ] [CONFIGURE ] ARE: DISCARDED add_range_position (score: 50.00%)
[2025-11-25T07:42:32.406520] [INFO ] [CONFIGURE ] JOB ETA: 2.8h | Avg: 2.7s/test | Remaining: 3845 tests
[2025-11-25T07:42:32.406568] [INFO ] [CONFIGURE ] ARE: Testing feature 22/29: add_realized_volatility
[2025-11-25T07:42:32.406612] [INFO ] [CONFIGURE ] ARE: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_realized_volatility']
[2025-11-25T07:42:32.868499] [DEBUG] [FORECASTER] ARE: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0
[2025-11-25T07:42:33.325085] [DEBUG] [FORECASTER] ARE: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T07:42:33.779508] [DEBUG] [FORECASTER] ARE: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T07:42:34.239777] [DEBUG] [FORECASTER] ARE: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T07:42:34.696324] [DEBUG] [FORECASTER] ARE: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T07:42:35.156559] [DEBUG] [FORECASTER] ARE: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T07:42:35.617943] [DEBUG] [FORECASTER] ARE: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T07:42:36.093068] [DEBUG] [FORECASTER] ARE: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-25T07:42:36.546476] [DEBUG] [FORECASTER] ARE: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T07:42:37.001332] [DEBUG] [FORECASTER] ARE: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T07:42:37.001531] [INFO ] [CONFIGURE ] ARE: DISCARDED add_realized_volatility (score: 40.00%)
[2025-11-25T07:42:37.001592] [INFO ] [CONFIGURE ] JOB ETA: 2.8h | Avg: 2.7s/test | Remaining: 3844 tests
[2025-11-25T07:42:37.001659] [INFO ] [CONFIGURE ] ARE: Testing feature 23/29: add_recent_range_context
[2025-11-25T07:42:37.001709] [INFO ] [CONFIGURE ] ARE: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_recent_range_context']
[2025-11-25T07:42:37.362813] [DEBUG] [FORECASTER] ARE: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T07:42:37.728723] [DEBUG] [FORECASTER] ARE: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T07:42:38.100317] [DEBUG] [FORECASTER] ARE: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T07:42:38.462764] [DEBUG] [FORECASTER] ARE: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T07:42:38.827008] [DEBUG] [FORECASTER] ARE: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T07:42:39.221793] [DEBUG] [FORECASTER] ARE: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T07:42:39.598804] [DEBUG] [FORECASTER] ARE: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T07:42:39.980747] [DEBUG] [FORECASTER] ARE: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-25T07:42:40.357337] [DEBUG] [FORECASTER] ARE: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T07:42:40.737094] [DEBUG] [FORECASTER] ARE: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T07:42:40.737284] [INFO ] [CONFIGURE ] ARE: DISCARDED add_recent_range_context (score: 50.00%)
[2025-11-25T07:42:40.737346] [INFO ] [CONFIGURE ] JOB ETA: 2.8h | Avg: 2.7s/test | Remaining: 3843 tests
[2025-11-25T07:42:40.737397] [INFO ] [CONFIGURE ] ARE: Testing feature 24/29: add_rsi
[2025-11-25T07:42:40.737443] [INFO ] [CONFIGURE ] ARE: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_ema', 'add_rsi']
[2025-11-25T07:42:41.172985] [DEBUG] [FORECASTER] ARE: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T07:42:41.602585] [DEBUG] [FORECASTER] ARE: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T07:42:42.044888] [DEBUG] [FORECASTER] ARE: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T07:42:42.473997] [DEBUG] [FORECASTER] ARE: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T07:42:42.915122] [DEBUG] [FORECASTER] ARE: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T07:42:43.350745] [DEBUG] [FORECASTER] ARE: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T07:42:43.782093] [DEBUG] [FORECASTER] ARE: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T07:42:44.224846] [DEBUG] [FORECASTER] ARE: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T07:42:44.643025] [DEBUG] [FORECASTER] ARE: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T07:42:45.060794] [DEBUG] [FORECASTER] ARE: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T07:42:45.061050] [INFO ] [CONFIGURE ] ARE: DISCARDED add_rsi (score: 50.00%)
[2025-11-25T07:42:45.061114] [INFO ] [CONFIGURE ] JOB ETA: 2.8h | Avg: 2.7s/test | Remaining: 3842 tests
[2025-11-25T07:42:45.061167] [INFO ] [CONFIGURE ] ARE: Testing feature 25/29: add_tick_distribution
[2025-11-25T07:42:45.061217] [INFO ] [CONFIGURE ] ARE: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_tick_distribution']
[2025-11-25T07:42:45.425636] [DEBUG] [FORECASTER] ARE: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T07:42:45.811909] [DEBUG] [FORECASTER] ARE: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T07:42:46.191723] [DEBUG] [FORECASTER] ARE: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T07:42:46.539521] [DEBUG] [FORECASTER] ARE: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T07:42:46.907104] [DEBUG] [FORECASTER] ARE: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T07:42:47.286997] [DEBUG] [FORECASTER] ARE: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T07:42:47.669833] [DEBUG] [FORECASTER] ARE: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T07:42:48.071834] [DEBUG] [FORECASTER] ARE: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T07:42:48.475030] [DEBUG] [FORECASTER] ARE: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T07:42:48.861328] [DEBUG] [FORECASTER] ARE: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T07:42:48.861520] [INFO ] [CONFIGURE ] ARE: KEPT add_tick_distribution (score: 80.00%)
[2025-11-25T07:42:48.861581] [INFO ] [CONFIGURE ] JOB ETA: 2.8h | Avg: 2.7s/test | Remaining: 3841 tests
[2025-11-25T07:42:48.861630] [INFO ] [CONFIGURE ] ARE: Testing feature 26/29: add_volume_momentum_confirmation
[2025-11-25T07:42:48.861710] [INFO ] [CONFIGURE ] ARE: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_tick_distribution', 'add_volume_momentum_confirmation']
[2025-11-25T07:42:49.253916] [DEBUG] [FORECASTER] ARE: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T07:42:49.649954] [DEBUG] [FORECASTER] ARE: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T07:42:50.049995] [DEBUG] [FORECASTER] ARE: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T07:42:50.443736] [DEBUG] [FORECASTER] ARE: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T07:42:50.844707] [DEBUG] [FORECASTER] ARE: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T07:42:51.230599] [DEBUG] [FORECASTER] ARE: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T07:42:51.623306] [DEBUG] [FORECASTER] ARE: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T07:42:52.018706] [DEBUG] [FORECASTER] ARE: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T07:42:52.421018] [DEBUG] [FORECASTER] ARE: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T07:42:52.815047] [DEBUG] [FORECASTER] ARE: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T07:42:52.815223] [INFO ] [CONFIGURE ] ARE: DISCARDED add_volume_momentum_confirmation (score: 80.00%)
[2025-11-25T07:42:52.815277] [INFO ] [CONFIGURE ] JOB ETA: 2.8h | Avg: 2.7s/test | Remaining: 3840 tests
[2025-11-25T07:42:52.815329] [INFO ] [CONFIGURE ] ARE: Testing feature 27/29: add_volume_price_divergence
[2025-11-25T07:42:52.815376] [INFO ] [CONFIGURE ] ARE: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_tick_distribution', 'add_volume_price_divergence']
[2025-11-25T07:42:53.215764] [DEBUG] [FORECASTER] ARE: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T07:42:53.623788] [DEBUG] [FORECASTER] ARE: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T07:42:54.038079] [DEBUG] [FORECASTER] ARE: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T07:42:54.448364] [DEBUG] [FORECASTER] ARE: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T07:42:54.849425] [DEBUG] [FORECASTER] ARE: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T07:42:55.255393] [DEBUG] [FORECASTER] ARE: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T07:42:55.649876] [DEBUG] [FORECASTER] ARE: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T07:42:56.023557] [DEBUG] [FORECASTER] ARE: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-25T07:42:56.420249] [DEBUG] [FORECASTER] ARE: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T07:42:56.812007] [DEBUG] [FORECASTER] ARE: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T07:42:56.812231] [INFO ] [CONFIGURE ] ARE: DISCARDED add_volume_price_divergence (score: 40.00%)
[2025-11-25T07:42:56.812293] [INFO ] [CONFIGURE ] JOB ETA: 2.8h | Avg: 2.7s/test | Remaining: 3839 tests
[2025-11-25T07:42:56.812343] [INFO ] [CONFIGURE ] ARE: Testing feature 28/29: add_volume_profile
[2025-11-25T07:42:56.812388] [INFO ] [CONFIGURE ] ARE: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_tick_distribution', 'add_volume_profile']
[2025-11-25T07:42:57.202362] [DEBUG] [FORECASTER] ARE: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T07:42:57.585689] [DEBUG] [FORECASTER] ARE: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T07:42:57.994668] [DEBUG] [FORECASTER] ARE: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T07:42:58.421657] [DEBUG] [FORECASTER] ARE: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T07:42:58.854822] [DEBUG] [FORECASTER] ARE: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T07:42:59.285134] [DEBUG] [FORECASTER] ARE: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T07:42:59.682068] [DEBUG] [FORECASTER] ARE: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T07:43:00.112673] [DEBUG] [FORECASTER] ARE: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-25T07:43:00.526656] [DEBUG] [FORECASTER] ARE: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T07:43:01.002661] [DEBUG] [FORECASTER] ARE: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T07:43:01.002862] [INFO ] [CONFIGURE ] ARE: DISCARDED add_volume_profile (score: 50.00%)
[2025-11-25T07:43:01.002922] [INFO ] [CONFIGURE ] JOB ETA: 2.9h | Avg: 2.7s/test | Remaining: 3838 tests
[2025-11-25T07:43:01.002974] [INFO ] [CONFIGURE ] ARE: Testing feature 29/29: add_vwap
[2025-11-25T07:43:01.003017] [INFO ] [CONFIGURE ] ARE: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_tick_distribution', 'add_vwap']
[2025-11-25T07:43:01.985876] [DEBUG] [FORECASTER] ARE: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T07:43:02.409024] [DEBUG] [FORECASTER] ARE: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T07:43:02.834315] [DEBUG] [FORECASTER] ARE: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T07:43:03.274876] [DEBUG] [FORECASTER] ARE: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T07:43:03.719038] [DEBUG] [FORECASTER] ARE: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T07:43:04.144783] [DEBUG] [FORECASTER] ARE: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T07:43:04.569028] [DEBUG] [FORECASTER] ARE: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T07:43:04.992070] [DEBUG] [FORECASTER] ARE: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-25T07:43:05.411754] [DEBUG] [FORECASTER] ARE: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T07:43:05.853596] [DEBUG] [FORECASTER] ARE: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T07:43:05.853783] [INFO ] [CONFIGURE ] ARE: DISCARDED add_vwap (score: 50.00%)
[2025-11-25T07:43:05.853846] [INFO ] [CONFIGURE ] JOB ETA: 2.9h | Avg: 2.7s/test | Remaining: 3837 tests
[2025-11-25T07:43:05.853900] [INFO ] [CONFIGURE ] ARE: ===== FEATURE SELECTION COMPLETE =====
[2025-11-25T07:43:05.853945] [INFO ] [CONFIGURE ] ARE: Best accuracy: 80.00%
[2025-11-25T07:43:05.853995] [INFO ] [CONFIGURE ] ARE: Best feature set (5 features): ['add_bollinger_bands', 'add_cumulative_delta', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_tick_distribution']
[2025-11-25T07:43:05.854039] [INFO ] [CONFIGURE ] ARE: Improvement over baseline: 50.00%
[2025-11-25T07:43:05.854080] [INFO ] [CONFIGURE ] ARE: Total time: 1.7 minutes
[2025-11-25T07:43:05.854121] [INFO ] [CONFIGURE ] ARE: Average time per feature: 3.7 seconds
[2025-11-25T07:43:05.854164] [INFO ] [CONFIGURE ] ARE: Average speed: 0.28 features/sec
[2025-11-25T07:43:05.854720] [INFO ] [LOCAL     ] Saved configuration for ARE: 5 features, 80.00% accuracy -> ./output/feature-sets/ARE.json
[2025-11-25T07:43:05.854786] [INFO ] [CONFIGURE ] ARE: Configuration saved successfully: 5 features, 80.00% accuracy.
[2025-11-25T07:43:05.854842] [INFO ] [sig       ] [32/164] Successfully configured ARE | 0.01 sym/s | Total: 42.0m | ETA: 2.9h
[2025-11-25T07:43:05.854890] [INFO ] [sig       ] [33/164] Configuring ARES...
[2025-11-25T07:43:05.854935] [INFO ] [CONFIGURE ] ARES: Configurate test run.
[2025-11-25T07:43:05.854977] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ARES' from 'https://tdm.silogroup.org/data/derivative_storage/ARES.csv'.
[2025-11-25T07:43:05.866972] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'ARES'.
[2025-11-25T07:43:05.867316] [INFO ] [CONFIGURE ] ARES: Testing with 29 available features
[2025-11-25T07:43:05.867384] [INFO ] [CONFIGURE ] ARES: Establishing baseline with no features...
[2025-11-25T07:43:06.083733] [DEBUG] [FORECASTER] ARES: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T07:43:06.273503] [DEBUG] [FORECASTER] ARES: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T07:43:06.460929] [DEBUG] [FORECASTER] ARES: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T07:43:06.640469] [DEBUG] [FORECASTER] ARES: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T07:43:06.812248] [DEBUG] [FORECASTER] ARES: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T07:43:06.987591] [DEBUG] [FORECASTER] ARES: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T07:43:07.178052] [DEBUG] [FORECASTER] ARES: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T07:43:07.374714] [DEBUG] [FORECASTER] ARES: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T07:43:07.586038] [DEBUG] [FORECASTER] ARES: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T07:43:07.790125] [DEBUG] [FORECASTER] ARES: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T07:43:07.790337] [INFO ] [CONFIGURE ] ARES: Baseline score (no features): 50.00%
[2025-11-25T07:43:07.790410] [INFO ] [CONFIGURE ] ARES: Testing feature 1/29: add_bollinger_bands
[2025-11-25T07:43:07.790469] [INFO ] [CONFIGURE ] ARES: Testing with features: ['add_bollinger_bands']
[2025-11-25T07:43:08.039454] [DEBUG] [FORECASTER] ARES: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T07:43:08.234335] [DEBUG] [FORECASTER] ARES: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T07:43:08.423306] [DEBUG] [FORECASTER] ARES: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T07:43:08.646092] [DEBUG] [FORECASTER] ARES: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T07:43:08.853163] [DEBUG] [FORECASTER] ARES: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T07:43:09.064121] [DEBUG] [FORECASTER] ARES: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T07:43:09.309720] [DEBUG] [FORECASTER] ARES: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T07:43:09.526848] [DEBUG] [FORECASTER] ARES: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T07:43:09.750962] [DEBUG] [FORECASTER] ARES: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T07:43:09.961696] [DEBUG] [FORECASTER] ARES: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T07:43:09.961882] [INFO ] [CONFIGURE ] ARES: KEPT add_bollinger_bands (score: 60.00%)
[2025-11-25T07:43:09.961930] [INFO ] [CONFIGURE ] JOB ETA: 2.9h | Avg: 2.7s/test | Remaining: 3836 tests
[2025-11-25T07:43:09.961968] [INFO ] [CONFIGURE ] ARES: Testing feature 2/29: add_cumulative_delta
[2025-11-25T07:43:09.962003] [INFO ] [CONFIGURE ] ARES: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta']
[2025-11-25T07:43:10.240480] [DEBUG] [FORECASTER] ARES: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T07:43:10.512040] [DEBUG] [FORECASTER] ARES: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T07:43:10.758769] [DEBUG] [FORECASTER] ARES: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T07:43:11.014490] [DEBUG] [FORECASTER] ARES: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T07:43:11.259203] [DEBUG] [FORECASTER] ARES: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T07:43:11.505070] [DEBUG] [FORECASTER] ARES: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T07:43:11.757690] [DEBUG] [FORECASTER] ARES: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T07:43:12.003026] [DEBUG] [FORECASTER] ARES: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T07:43:12.246232] [DEBUG] [FORECASTER] ARES: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T07:43:12.496952] [DEBUG] [FORECASTER] ARES: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T07:43:12.497210] [INFO ] [CONFIGURE ] ARES: DISCARDED add_cumulative_delta (score: 60.00%)
[2025-11-25T07:43:12.497282] [INFO ] [CONFIGURE ] JOB ETA: 2.9h | Avg: 2.7s/test | Remaining: 3835 tests
[2025-11-25T07:43:12.497331] [INFO ] [CONFIGURE ] ARES: Testing feature 3/29: add_daily_returns
[2025-11-25T07:43:12.497376] [INFO ] [CONFIGURE ] ARES: Testing with features: ['add_bollinger_bands', 'add_daily_returns']
[2025-11-25T07:43:12.718183] [DEBUG] [FORECASTER] ARES: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T07:43:12.939095] [DEBUG] [FORECASTER] ARES: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T07:43:13.160236] [DEBUG] [FORECASTER] ARES: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T07:43:13.379606] [DEBUG] [FORECASTER] ARES: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T07:43:13.596484] [DEBUG] [FORECASTER] ARES: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T07:43:13.820021] [DEBUG] [FORECASTER] ARES: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T07:43:14.037236] [DEBUG] [FORECASTER] ARES: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T07:43:14.254589] [DEBUG] [FORECASTER] ARES: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T07:43:14.475525] [DEBUG] [FORECASTER] ARES: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T07:43:14.706629] [DEBUG] [FORECASTER] ARES: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T07:43:14.706851] [INFO ] [CONFIGURE ] ARES: DISCARDED add_daily_returns (score: 50.00%)
[2025-11-25T07:43:14.706900] [INFO ] [CONFIGURE ] JOB ETA: 2.8h | Avg: 2.7s/test | Remaining: 3834 tests
[2025-11-25T07:43:14.706962] [INFO ] [CONFIGURE ] ARES: Testing feature 4/29: add_ema
[2025-11-25T07:43:14.707000] [INFO ] [CONFIGURE ] ARES: Testing with features: ['add_bollinger_bands', 'add_ema']
[2025-11-25T07:43:14.957376] [DEBUG] [FORECASTER] ARES: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T07:43:15.206829] [DEBUG] [FORECASTER] ARES: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T07:43:15.460160] [DEBUG] [FORECASTER] ARES: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T07:43:15.723296] [DEBUG] [FORECASTER] ARES: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T07:43:15.971839] [DEBUG] [FORECASTER] ARES: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T07:43:16.223288] [DEBUG] [FORECASTER] ARES: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T07:43:16.494809] [DEBUG] [FORECASTER] ARES: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T07:43:16.749454] [DEBUG] [FORECASTER] ARES: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T07:43:17.010402] [DEBUG] [FORECASTER] ARES: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T07:43:17.262937] [DEBUG] [FORECASTER] ARES: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T07:43:17.263151] [INFO ] [CONFIGURE ] ARES: DISCARDED add_ema (score: 60.00%)
[2025-11-25T07:43:17.263215] [INFO ] [CONFIGURE ] JOB ETA: 2.8h | Avg: 2.7s/test | Remaining: 3833 tests
[2025-11-25T07:43:17.263263] [INFO ] [CONFIGURE ] ARES: Testing feature 5/29: add_exhaustion_signals
[2025-11-25T07:43:17.263307] [INFO ] [CONFIGURE ] ARES: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals']
[2025-11-25T07:43:17.523437] [DEBUG] [FORECASTER] ARES: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T07:43:17.785390] [DEBUG] [FORECASTER] ARES: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T07:43:18.048212] [DEBUG] [FORECASTER] ARES: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T07:43:18.325357] [DEBUG] [FORECASTER] ARES: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T07:43:18.579196] [DEBUG] [FORECASTER] ARES: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T07:43:18.835101] [DEBUG] [FORECASTER] ARES: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T07:43:19.103847] [DEBUG] [FORECASTER] ARES: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T07:43:19.380447] [DEBUG] [FORECASTER] ARES: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T07:43:19.649794] [DEBUG] [FORECASTER] ARES: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T07:43:19.920056] [DEBUG] [FORECASTER] ARES: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T07:43:19.920251] [INFO ] [CONFIGURE ] ARES: KEPT add_exhaustion_signals (score: 80.00%)
[2025-11-25T07:43:19.920314] [INFO ] [CONFIGURE ] JOB ETA: 2.8h | Avg: 2.7s/test | Remaining: 3832 tests
[2025-11-25T07:43:19.920364] [INFO ] [CONFIGURE ] ARES: Testing feature 6/29: add_failed_moves
[2025-11-25T07:43:19.920409] [INFO ] [CONFIGURE ] ARES: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_failed_moves']
[2025-11-25T07:43:20.204610] [DEBUG] [FORECASTER] ARES: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T07:43:20.477633] [DEBUG] [FORECASTER] ARES: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T07:43:20.771454] [DEBUG] [FORECASTER] ARES: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T07:43:21.047678] [DEBUG] [FORECASTER] ARES: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T07:43:21.313292] [DEBUG] [FORECASTER] ARES: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T07:43:21.571740] [DEBUG] [FORECASTER] ARES: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T07:43:21.845466] [DEBUG] [FORECASTER] ARES: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T07:43:22.133257] [DEBUG] [FORECASTER] ARES: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T07:43:22.423161] [DEBUG] [FORECASTER] ARES: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T07:43:22.719930] [DEBUG] [FORECASTER] ARES: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T07:43:22.720161] [INFO ] [CONFIGURE ] ARES: KEPT add_failed_moves (score: 90.00%)
[2025-11-25T07:43:22.720221] [INFO ] [CONFIGURE ] JOB ETA: 2.8h | Avg: 2.7s/test | Remaining: 3831 tests
[2025-11-25T07:43:22.720273] [INFO ] [CONFIGURE ] ARES: Testing feature 7/29: add_lag_shelf
[2025-11-25T07:43:22.720321] [INFO ] [CONFIGURE ] ARES: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_failed_moves', 'add_lag_shelf']
[2025-11-25T07:43:23.012519] [DEBUG] [FORECASTER] ARES: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T07:43:23.302177] [DEBUG] [FORECASTER] ARES: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T07:43:23.583292] [DEBUG] [FORECASTER] ARES: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T07:43:23.885901] [DEBUG] [FORECASTER] ARES: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T07:43:24.173094] [DEBUG] [FORECASTER] ARES: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T07:43:24.464191] [DEBUG] [FORECASTER] ARES: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T07:43:24.740101] [DEBUG] [FORECASTER] ARES: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T07:43:25.020882] [DEBUG] [FORECASTER] ARES: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T07:43:25.317007] [DEBUG] [FORECASTER] ARES: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T07:43:25.594791] [DEBUG] [FORECASTER] ARES: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T07:43:25.594991] [INFO ] [CONFIGURE ] ARES: DISCARDED add_lag_shelf (score: 70.00%)
[2025-11-25T07:43:25.595052] [INFO ] [CONFIGURE ] JOB ETA: 2.8h | Avg: 2.7s/test | Remaining: 3830 tests
[2025-11-25T07:43:25.595091] [INFO ] [CONFIGURE ] ARES: Testing feature 8/29: add_macd
[2025-11-25T07:43:25.595139] [INFO ] [CONFIGURE ] ARES: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_failed_moves', 'add_macd']
[2025-11-25T07:43:25.946547] [DEBUG] [FORECASTER] ARES: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T07:43:26.303631] [DEBUG] [FORECASTER] ARES: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T07:43:26.670938] [DEBUG] [FORECASTER] ARES: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T07:43:27.030620] [DEBUG] [FORECASTER] ARES: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T07:43:27.422561] [DEBUG] [FORECASTER] ARES: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T07:43:27.804464] [DEBUG] [FORECASTER] ARES: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T07:43:28.164406] [DEBUG] [FORECASTER] ARES: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T07:43:28.547431] [DEBUG] [FORECASTER] ARES: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T07:43:28.908190] [DEBUG] [FORECASTER] ARES: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T07:43:29.263526] [DEBUG] [FORECASTER] ARES: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T07:43:29.263796] [INFO ] [CONFIGURE ] ARES: DISCARDED add_macd (score: 80.00%)
[2025-11-25T07:43:29.263860] [INFO ] [CONFIGURE ] JOB ETA: 2.8h | Avg: 2.7s/test | Remaining: 3829 tests
[2025-11-25T07:43:29.263911] [INFO ] [CONFIGURE ] ARES: Testing feature 9/29: add_mfi
[2025-11-25T07:43:29.263957] [INFO ] [CONFIGURE ] ARES: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_failed_moves', 'add_mfi']
[2025-11-25T07:43:29.560792] [DEBUG] [FORECASTER] ARES: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T07:43:29.846507] [DEBUG] [FORECASTER] ARES: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T07:43:30.123094] [DEBUG] [FORECASTER] ARES: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T07:43:30.397696] [DEBUG] [FORECASTER] ARES: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T07:43:30.677287] [DEBUG] [FORECASTER] ARES: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T07:43:30.980872] [DEBUG] [FORECASTER] ARES: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T07:43:31.278463] [DEBUG] [FORECASTER] ARES: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T07:43:31.569599] [DEBUG] [FORECASTER] ARES: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T07:43:31.862177] [DEBUG] [FORECASTER] ARES: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T07:43:32.151042] [DEBUG] [FORECASTER] ARES: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T07:43:32.151236] [INFO ] [CONFIGURE ] ARES: DISCARDED add_mfi (score: 70.00%)
[2025-11-25T07:43:32.151295] [INFO ] [CONFIGURE ] JOB ETA: 2.8h | Avg: 2.7s/test | Remaining: 3828 tests
[2025-11-25T07:43:32.151336] [INFO ] [CONFIGURE ] ARES: Testing feature 10/29: add_momentum_acceleration
[2025-11-25T07:43:32.151381] [INFO ] [CONFIGURE ] ARES: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_failed_moves', 'add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-11-25T07:43:32.519793] [DEBUG] [FORECASTER] ARES: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T07:43:32.895535] [DEBUG] [FORECASTER] ARES: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T07:43:33.290545] [DEBUG] [FORECASTER] ARES: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T07:43:33.668548] [DEBUG] [FORECASTER] ARES: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T07:43:34.063537] [DEBUG] [FORECASTER] ARES: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T07:43:34.462375] [DEBUG] [FORECASTER] ARES: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T07:43:34.861320] [DEBUG] [FORECASTER] ARES: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T07:43:35.265540] [DEBUG] [FORECASTER] ARES: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T07:43:35.665135] [DEBUG] [FORECASTER] ARES: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T07:43:36.074554] [DEBUG] [FORECASTER] ARES: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T07:43:36.074872] [INFO ] [CONFIGURE ] ARES: DISCARDED add_momentum_acceleration (score: 60.00%)
[2025-11-25T07:43:36.074940] [INFO ] [CONFIGURE ] JOB ETA: 2.8h | Avg: 2.7s/test | Remaining: 3827 tests
[2025-11-25T07:43:36.074997] [INFO ] [CONFIGURE ] ARES: Testing feature 11/29: add_obv_daily
[2025-11-25T07:43:36.075048] [INFO ] [CONFIGURE ] ARES: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_failed_moves', 'add_obv_daily']
[2025-11-25T07:43:36.349977] [DEBUG] [FORECASTER] ARES: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T07:43:36.644514] [DEBUG] [FORECASTER] ARES: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T07:43:36.949854] [DEBUG] [FORECASTER] ARES: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T07:43:37.245794] [DEBUG] [FORECASTER] ARES: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T07:43:37.542869] [DEBUG] [FORECASTER] ARES: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T07:43:37.843023] [DEBUG] [FORECASTER] ARES: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T07:43:38.150190] [DEBUG] [FORECASTER] ARES: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T07:43:38.457253] [DEBUG] [FORECASTER] ARES: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T07:43:38.773986] [DEBUG] [FORECASTER] ARES: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T07:43:39.084018] [DEBUG] [FORECASTER] ARES: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T07:43:39.084295] [INFO ] [CONFIGURE ] ARES: DISCARDED add_obv_daily (score: 60.00%)
[2025-11-25T07:43:39.084360] [INFO ] [CONFIGURE ] JOB ETA: 2.8h | Avg: 2.7s/test | Remaining: 3826 tests
[2025-11-25T07:43:39.084413] [INFO ] [CONFIGURE ] ARES: Testing feature 12/29: add_obv_interval
[2025-11-25T07:43:39.084463] [INFO ] [CONFIGURE ] ARES: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_failed_moves', 'add_obv_interval']
[2025-11-25T07:43:39.429874] [DEBUG] [FORECASTER] ARES: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T07:43:39.746161] [DEBUG] [FORECASTER] ARES: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T07:43:40.046931] [DEBUG] [FORECASTER] ARES: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T07:43:40.319151] [DEBUG] [FORECASTER] ARES: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T07:43:40.594868] [DEBUG] [FORECASTER] ARES: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T07:43:40.888705] [DEBUG] [FORECASTER] ARES: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T07:43:41.184047] [DEBUG] [FORECASTER] ARES: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T07:43:41.480468] [DEBUG] [FORECASTER] ARES: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T07:43:41.780916] [DEBUG] [FORECASTER] ARES: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T07:43:42.072414] [DEBUG] [FORECASTER] ARES: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T07:43:42.072621] [INFO ] [CONFIGURE ] ARES: DISCARDED add_obv_interval (score: 80.00%)
[2025-11-25T07:43:42.072706] [INFO ] [CONFIGURE ] JOB ETA: 2.8h | Avg: 2.7s/test | Remaining: 3825 tests
[2025-11-25T07:43:42.072757] [INFO ] [CONFIGURE ] ARES: Testing feature 13/29: add_opening_strength
[2025-11-25T07:43:42.072802] [INFO ] [CONFIGURE ] ARES: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_failed_moves', 'add_daily_returns', 'add_opening_strength']
[2025-11-25T07:43:42.374583] [DEBUG] [FORECASTER] ARES: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T07:43:42.675096] [DEBUG] [FORECASTER] ARES: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T07:43:42.991390] [DEBUG] [FORECASTER] ARES: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T07:43:43.290815] [DEBUG] [FORECASTER] ARES: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T07:43:43.594787] [DEBUG] [FORECASTER] ARES: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T07:43:43.902188] [DEBUG] [FORECASTER] ARES: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T07:43:44.206792] [DEBUG] [FORECASTER] ARES: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T07:43:44.494253] [DEBUG] [FORECASTER] ARES: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T07:43:44.789480] [DEBUG] [FORECASTER] ARES: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T07:43:45.078458] [DEBUG] [FORECASTER] ARES: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T07:43:45.078686] [INFO ] [CONFIGURE ] ARES: DISCARDED add_opening_strength (score: 70.00%)
[2025-11-25T07:43:45.078751] [INFO ] [CONFIGURE ] JOB ETA: 2.8h | Avg: 2.7s/test | Remaining: 3824 tests
[2025-11-25T07:43:45.078800] [INFO ] [CONFIGURE ] ARES: Testing feature 14/29: add_order_flow_imbalance
[2025-11-25T07:43:45.078889] [INFO ] [CONFIGURE ] ARES: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_failed_moves', 'add_order_flow_imbalance']
[2025-11-25T07:43:45.372274] [DEBUG] [FORECASTER] ARES: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T07:43:45.660513] [DEBUG] [FORECASTER] ARES: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T07:43:45.969404] [DEBUG] [FORECASTER] ARES: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T07:43:46.259790] [DEBUG] [FORECASTER] ARES: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T07:43:46.549438] [DEBUG] [FORECASTER] ARES: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T07:43:46.834396] [DEBUG] [FORECASTER] ARES: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T07:43:47.119928] [DEBUG] [FORECASTER] ARES: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T07:43:47.406584] [DEBUG] [FORECASTER] ARES: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T07:43:47.696181] [DEBUG] [FORECASTER] ARES: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T07:43:47.987807] [DEBUG] [FORECASTER] ARES: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T07:43:47.988023] [INFO ] [CONFIGURE ] ARES: DISCARDED add_order_flow_imbalance (score: 70.00%)
[2025-11-25T07:43:47.988083] [INFO ] [CONFIGURE ] JOB ETA: 2.8h | Avg: 2.7s/test | Remaining: 3823 tests
[2025-11-25T07:43:47.988132] [INFO ] [CONFIGURE ] ARES: Testing feature 15/29: add_pbf_morning_momentum
[2025-11-25T07:43:47.988176] [INFO ] [CONFIGURE ] ARES: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_failed_moves', 'add_pbf_morning_momentum']
[2025-11-25T07:43:48.240447] [DEBUG] [FORECASTER] ARES: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T07:43:48.522807] [DEBUG] [FORECASTER] ARES: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T07:43:48.796405] [DEBUG] [FORECASTER] ARES: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T07:43:49.049514] [DEBUG] [FORECASTER] ARES: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T07:43:49.303052] [DEBUG] [FORECASTER] ARES: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T07:43:49.560182] [DEBUG] [FORECASTER] ARES: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T07:43:49.821799] [DEBUG] [FORECASTER] ARES: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T07:43:50.080863] [DEBUG] [FORECASTER] ARES: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T07:43:50.336531] [DEBUG] [FORECASTER] ARES: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T07:43:50.593016] [DEBUG] [FORECASTER] ARES: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T07:43:50.593255] [INFO ] [CONFIGURE ] ARES: DISCARDED add_pbf_morning_momentum (score: 90.00%)
[2025-11-25T07:43:50.593315] [INFO ] [CONFIGURE ] JOB ETA: 2.8h | Avg: 2.7s/test | Remaining: 3822 tests
[2025-11-25T07:43:50.593363] [INFO ] [CONFIGURE ] ARES: Testing feature 16/29: add_pbf_overnight_gap
[2025-11-25T07:43:50.593407] [INFO ] [CONFIGURE ] ARES: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_failed_moves', 'add_pbf_overnight_gap']
[2025-11-25T07:43:50.881567] [DEBUG] [FORECASTER] ARES: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T07:43:51.167817] [DEBUG] [FORECASTER] ARES: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T07:43:51.479917] [DEBUG] [FORECASTER] ARES: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T07:43:51.772183] [DEBUG] [FORECASTER] ARES: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T07:43:52.073204] [DEBUG] [FORECASTER] ARES: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T07:43:52.381003] [DEBUG] [FORECASTER] ARES: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T07:43:52.686997] [DEBUG] [FORECASTER] ARES: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T07:43:52.991027] [DEBUG] [FORECASTER] ARES: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T07:43:53.301515] [DEBUG] [FORECASTER] ARES: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T07:43:53.605186] [DEBUG] [FORECASTER] ARES: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T07:43:53.605381] [INFO ] [CONFIGURE ] ARES: DISCARDED add_pbf_overnight_gap (score: 50.00%)
[2025-11-25T07:43:53.605464] [INFO ] [CONFIGURE ] JOB ETA: 2.8h | Avg: 2.7s/test | Remaining: 3821 tests
[2025-11-25T07:43:53.605517] [INFO ] [CONFIGURE ] ARES: Testing feature 17/29: add_pbf_return_2d
[2025-11-25T07:43:53.605565] [INFO ] [CONFIGURE ] ARES: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_failed_moves', 'add_pbf_return_2d']
[2025-11-25T07:43:53.922220] [DEBUG] [FORECASTER] ARES: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T07:43:54.214740] [DEBUG] [FORECASTER] ARES: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T07:43:54.509701] [DEBUG] [FORECASTER] ARES: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T07:43:54.798489] [DEBUG] [FORECASTER] ARES: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T07:43:55.094908] [DEBUG] [FORECASTER] ARES: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T07:43:55.412632] [DEBUG] [FORECASTER] ARES: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T07:43:55.752838] [DEBUG] [FORECASTER] ARES: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T07:43:56.068894] [DEBUG] [FORECASTER] ARES: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T07:43:56.384284] [DEBUG] [FORECASTER] ARES: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T07:43:56.700618] [DEBUG] [FORECASTER] ARES: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T07:43:56.700838] [INFO ] [CONFIGURE ] ARES: DISCARDED add_pbf_return_2d (score: 70.00%)
[2025-11-25T07:43:56.700899] [INFO ] [CONFIGURE ] JOB ETA: 2.8h | Avg: 2.7s/test | Remaining: 3820 tests
[2025-11-25T07:43:56.700947] [INFO ] [CONFIGURE ] ARES: Testing feature 18/29: add_pbf_volatility_5d
[2025-11-25T07:43:56.700992] [INFO ] [CONFIGURE ] ARES: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_failed_moves', 'add_pbf_volatility_5d']
[2025-11-25T07:43:56.976669] [DEBUG] [FORECASTER] ARES: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T07:43:57.244173] [DEBUG] [FORECASTER] ARES: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T07:43:57.511107] [DEBUG] [FORECASTER] ARES: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T07:43:57.788019] [DEBUG] [FORECASTER] ARES: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T07:43:58.057179] [DEBUG] [FORECASTER] ARES: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T07:43:58.323096] [DEBUG] [FORECASTER] ARES: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T07:43:58.591382] [DEBUG] [FORECASTER] ARES: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T07:43:58.859794] [DEBUG] [FORECASTER] ARES: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T07:43:59.127840] [DEBUG] [FORECASTER] ARES: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T07:43:59.385473] [DEBUG] [FORECASTER] ARES: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T07:43:59.385669] [INFO ] [CONFIGURE ] ARES: DISCARDED add_pbf_volatility_5d (score: 80.00%)
[2025-11-25T07:43:59.385729] [INFO ] [CONFIGURE ] JOB ETA: 2.8h | Avg: 2.7s/test | Remaining: 3819 tests
[2025-11-25T07:43:59.385779] [INFO ] [CONFIGURE ] ARES: Testing feature 19/29: add_pbf_vs_sma_5
[2025-11-25T07:43:59.385850] [INFO ] [CONFIGURE ] ARES: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_failed_moves', 'add_pbf_vs_sma_5']
[2025-11-25T07:43:59.649441] [DEBUG] [FORECASTER] ARES: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T07:43:59.970560] [DEBUG] [FORECASTER] ARES: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T07:44:00.321302] [DEBUG] [FORECASTER] ARES: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T07:44:00.690393] [DEBUG] [FORECASTER] ARES: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T07:44:01.790217] [DEBUG] [FORECASTER] ARES: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T07:44:02.066392] [DEBUG] [FORECASTER] ARES: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T07:44:02.454094] [DEBUG] [FORECASTER] ARES: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T07:44:02.738396] [DEBUG] [FORECASTER] ARES: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T07:44:03.003779] [DEBUG] [FORECASTER] ARES: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T07:44:03.281129] [DEBUG] [FORECASTER] ARES: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T07:44:03.281323] [INFO ] [CONFIGURE ] ARES: DISCARDED add_pbf_vs_sma_5 (score: 90.00%)
[2025-11-25T07:44:03.281394] [INFO ] [CONFIGURE ] JOB ETA: 2.8h | Avg: 2.7s/test | Remaining: 3818 tests
[2025-11-25T07:44:03.281453] [INFO ] [CONFIGURE ] ARES: Testing feature 20/29: add_price_rejection
[2025-11-25T07:44:03.281506] [INFO ] [CONFIGURE ] ARES: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_failed_moves', 'add_price_rejection']
[2025-11-25T07:44:03.568316] [DEBUG] [FORECASTER] ARES: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T07:44:03.870391] [DEBUG] [FORECASTER] ARES: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T07:44:04.165544] [DEBUG] [FORECASTER] ARES: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T07:44:04.444158] [DEBUG] [FORECASTER] ARES: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T07:44:04.733634] [DEBUG] [FORECASTER] ARES: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T07:44:05.032016] [DEBUG] [FORECASTER] ARES: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T07:44:05.321062] [DEBUG] [FORECASTER] ARES: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T07:44:05.622114] [DEBUG] [FORECASTER] ARES: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T07:44:05.929554] [DEBUG] [FORECASTER] ARES: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T07:44:06.228683] [DEBUG] [FORECASTER] ARES: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T07:44:06.229296] [INFO ] [CONFIGURE ] ARES: DISCARDED add_price_rejection (score: 70.00%)
[2025-11-25T07:44:06.229357] [INFO ] [CONFIGURE ] JOB ETA: 2.8h | Avg: 2.7s/test | Remaining: 3817 tests
[2025-11-25T07:44:06.229405] [INFO ] [CONFIGURE ] ARES: Testing feature 21/29: add_range_position
[2025-11-25T07:44:06.229450] [INFO ] [CONFIGURE ] ARES: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_failed_moves', 'add_range_position']
[2025-11-25T07:44:06.544863] [DEBUG] [FORECASTER] ARES: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T07:44:06.854528] [DEBUG] [FORECASTER] ARES: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T07:44:07.176220] [DEBUG] [FORECASTER] ARES: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T07:44:07.495304] [DEBUG] [FORECASTER] ARES: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T07:44:07.818838] [DEBUG] [FORECASTER] ARES: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T07:44:08.154044] [DEBUG] [FORECASTER] ARES: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T07:44:08.482620] [DEBUG] [FORECASTER] ARES: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T07:44:08.826675] [DEBUG] [FORECASTER] ARES: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T07:44:09.164262] [DEBUG] [FORECASTER] ARES: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T07:44:09.518795] [DEBUG] [FORECASTER] ARES: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T07:44:09.519029] [INFO ] [CONFIGURE ] ARES: DISCARDED add_range_position (score: 60.00%)
[2025-11-25T07:44:09.519091] [INFO ] [CONFIGURE ] JOB ETA: 2.8h | Avg: 2.7s/test | Remaining: 3816 tests
[2025-11-25T07:44:09.519143] [INFO ] [CONFIGURE ] ARES: Testing feature 22/29: add_realized_volatility
[2025-11-25T07:44:09.519188] [INFO ] [CONFIGURE ] ARES: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_failed_moves', 'add_realized_volatility']
[2025-11-25T07:44:09.922498] [DEBUG] [FORECASTER] ARES: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T07:44:10.334601] [DEBUG] [FORECASTER] ARES: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T07:44:10.737344] [DEBUG] [FORECASTER] ARES: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T07:44:11.153442] [DEBUG] [FORECASTER] ARES: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T07:44:11.581596] [DEBUG] [FORECASTER] ARES: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T07:44:11.997909] [DEBUG] [FORECASTER] ARES: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T07:44:12.412577] [DEBUG] [FORECASTER] ARES: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T07:44:12.819019] [DEBUG] [FORECASTER] ARES: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T07:44:13.233595] [DEBUG] [FORECASTER] ARES: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T07:44:13.638791] [DEBUG] [FORECASTER] ARES: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T07:44:13.638999] [INFO ] [CONFIGURE ] ARES: DISCARDED add_realized_volatility (score: 80.00%)
[2025-11-25T07:44:13.639060] [INFO ] [CONFIGURE ] JOB ETA: 2.8h | Avg: 2.7s/test | Remaining: 3815 tests
[2025-11-25T07:44:13.639109] [INFO ] [CONFIGURE ] ARES: Testing feature 23/29: add_recent_range_context
[2025-11-25T07:44:13.639152] [INFO ] [CONFIGURE ] ARES: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_failed_moves', 'add_recent_range_context']
[2025-11-25T07:44:13.917205] [DEBUG] [FORECASTER] ARES: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T07:44:14.199511] [DEBUG] [FORECASTER] ARES: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T07:44:14.486371] [DEBUG] [FORECASTER] ARES: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T07:44:14.778827] [DEBUG] [FORECASTER] ARES: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T07:44:15.079534] [DEBUG] [FORECASTER] ARES: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T07:44:15.369929] [DEBUG] [FORECASTER] ARES: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T07:44:15.665118] [DEBUG] [FORECASTER] ARES: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T07:44:15.966906] [DEBUG] [FORECASTER] ARES: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T07:44:16.278152] [DEBUG] [FORECASTER] ARES: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T07:44:16.610038] [DEBUG] [FORECASTER] ARES: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T07:44:16.610237] [INFO ] [CONFIGURE ] ARES: DISCARDED add_recent_range_context (score: 70.00%)
[2025-11-25T07:44:16.610318] [INFO ] [CONFIGURE ] JOB ETA: 2.8h | Avg: 2.7s/test | Remaining: 3814 tests
[2025-11-25T07:44:16.610405] [INFO ] [CONFIGURE ] ARES: Testing feature 24/29: add_rsi
[2025-11-25T07:44:16.610457] [INFO ] [CONFIGURE ] ARES: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_failed_moves', 'add_ema', 'add_rsi']
[2025-11-25T07:44:16.968687] [DEBUG] [FORECASTER] ARES: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T07:44:17.318823] [DEBUG] [FORECASTER] ARES: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T07:44:17.660123] [DEBUG] [FORECASTER] ARES: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T07:44:18.004824] [DEBUG] [FORECASTER] ARES: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T07:44:18.350187] [DEBUG] [FORECASTER] ARES: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T07:44:18.690346] [DEBUG] [FORECASTER] ARES: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T07:44:19.040439] [DEBUG] [FORECASTER] ARES: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T07:44:19.387465] [DEBUG] [FORECASTER] ARES: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T07:44:19.726111] [DEBUG] [FORECASTER] ARES: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T07:44:20.083528] [DEBUG] [FORECASTER] ARES: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T07:44:20.083797] [INFO ] [CONFIGURE ] ARES: DISCARDED add_rsi (score: 70.00%)
[2025-11-25T07:44:20.083872] [INFO ] [CONFIGURE ] JOB ETA: 2.8h | Avg: 2.7s/test | Remaining: 3813 tests
[2025-11-25T07:44:20.083925] [INFO ] [CONFIGURE ] ARES: Testing feature 25/29: add_tick_distribution
[2025-11-25T07:44:20.083972] [INFO ] [CONFIGURE ] ARES: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_failed_moves', 'add_tick_distribution']
[2025-11-25T07:44:20.379267] [DEBUG] [FORECASTER] ARES: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T07:44:20.688989] [DEBUG] [FORECASTER] ARES: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T07:44:20.979789] [DEBUG] [FORECASTER] ARES: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T07:44:21.276120] [DEBUG] [FORECASTER] ARES: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T07:44:21.576717] [DEBUG] [FORECASTER] ARES: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T07:44:21.890857] [DEBUG] [FORECASTER] ARES: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T07:44:22.183663] [DEBUG] [FORECASTER] ARES: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T07:44:22.482339] [DEBUG] [FORECASTER] ARES: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T07:44:22.780727] [DEBUG] [FORECASTER] ARES: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T07:44:23.082128] [DEBUG] [FORECASTER] ARES: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T07:44:23.082342] [INFO ] [CONFIGURE ] ARES: DISCARDED add_tick_distribution (score: 80.00%)
[2025-11-25T07:44:23.082406] [INFO ] [CONFIGURE ] JOB ETA: 2.8h | Avg: 2.7s/test | Remaining: 3812 tests
[2025-11-25T07:44:23.082457] [INFO ] [CONFIGURE ] ARES: Testing feature 26/29: add_volume_momentum_confirmation
[2025-11-25T07:44:23.082503] [INFO ] [CONFIGURE ] ARES: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_failed_moves', 'add_volume_momentum_confirmation']
[2025-11-25T07:44:23.383416] [DEBUG] [FORECASTER] ARES: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T07:44:23.686736] [DEBUG] [FORECASTER] ARES: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T07:44:23.991467] [DEBUG] [FORECASTER] ARES: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T07:44:24.294942] [DEBUG] [FORECASTER] ARES: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T07:44:24.597944] [DEBUG] [FORECASTER] ARES: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T07:44:24.896319] [DEBUG] [FORECASTER] ARES: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T07:44:25.224987] [DEBUG] [FORECASTER] ARES: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T07:44:25.520514] [DEBUG] [FORECASTER] ARES: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T07:44:25.837827] [DEBUG] [FORECASTER] ARES: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T07:44:26.134534] [DEBUG] [FORECASTER] ARES: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T07:44:26.134744] [INFO ] [CONFIGURE ] ARES: DISCARDED add_volume_momentum_confirmation (score: 80.00%)
[2025-11-25T07:44:26.134805] [INFO ] [CONFIGURE ] JOB ETA: 2.8h | Avg: 2.7s/test | Remaining: 3811 tests
[2025-11-25T07:44:26.134856] [INFO ] [CONFIGURE ] ARES: Testing feature 27/29: add_volume_price_divergence
[2025-11-25T07:44:26.134907] [INFO ] [CONFIGURE ] ARES: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_failed_moves', 'add_volume_price_divergence']
[2025-11-25T07:44:26.426672] [DEBUG] [FORECASTER] ARES: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T07:44:26.733968] [DEBUG] [FORECASTER] ARES: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T07:44:27.031760] [DEBUG] [FORECASTER] ARES: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T07:44:27.329166] [DEBUG] [FORECASTER] ARES: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T07:44:27.625278] [DEBUG] [FORECASTER] ARES: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T07:44:27.949878] [DEBUG] [FORECASTER] ARES: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T07:44:28.247126] [DEBUG] [FORECASTER] ARES: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T07:44:28.545175] [DEBUG] [FORECASTER] ARES: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T07:44:28.866908] [DEBUG] [FORECASTER] ARES: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T07:44:29.168539] [DEBUG] [FORECASTER] ARES: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T07:44:29.168784] [INFO ] [CONFIGURE ] ARES: DISCARDED add_volume_price_divergence (score: 90.00%)
[2025-11-25T07:44:29.168847] [INFO ] [CONFIGURE ] JOB ETA: 2.8h | Avg: 2.7s/test | Remaining: 3810 tests
[2025-11-25T07:44:29.168896] [INFO ] [CONFIGURE ] ARES: Testing feature 28/29: add_volume_profile
[2025-11-25T07:44:29.168951] [INFO ] [CONFIGURE ] ARES: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_failed_moves', 'add_volume_profile']
[2025-11-25T07:44:29.463581] [DEBUG] [FORECASTER] ARES: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T07:44:29.756544] [DEBUG] [FORECASTER] ARES: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T07:44:30.056738] [DEBUG] [FORECASTER] ARES: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T07:44:30.358096] [DEBUG] [FORECASTER] ARES: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T07:44:30.656738] [DEBUG] [FORECASTER] ARES: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T07:44:30.972413] [DEBUG] [FORECASTER] ARES: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T07:44:31.259752] [DEBUG] [FORECASTER] ARES: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T07:44:31.552243] [DEBUG] [FORECASTER] ARES: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T07:44:31.836348] [DEBUG] [FORECASTER] ARES: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T07:44:32.147626] [DEBUG] [FORECASTER] ARES: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T07:44:32.147835] [INFO ] [CONFIGURE ] ARES: DISCARDED add_volume_profile (score: 70.00%)
[2025-11-25T07:44:32.147894] [INFO ] [CONFIGURE ] JOB ETA: 2.8h | Avg: 2.7s/test | Remaining: 3809 tests
[2025-11-25T07:44:32.147974] [INFO ] [CONFIGURE ] ARES: ===== FEATURE SELECTION COMPLETE =====
[2025-11-25T07:44:32.148021] [INFO ] [CONFIGURE ] ARES: Best accuracy: 90.00%
[2025-11-25T07:44:32.148064] [INFO ] [CONFIGURE ] ARES: Best feature set (4 features): ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_failed_moves']
[2025-11-25T07:44:32.148108] [INFO ] [CONFIGURE ] ARES: Improvement over baseline: 40.00%
[2025-11-25T07:44:32.148147] [INFO ] [CONFIGURE ] ARES: Total time: 1.4 minutes
[2025-11-25T07:44:32.148186] [INFO ] [CONFIGURE ] ARES: Average time per feature: 3.0 seconds
[2025-11-25T07:44:32.148225] [INFO ] [CONFIGURE ] ARES: Average speed: 0.34 features/sec
[2025-11-25T07:44:32.148660] [INFO ] [LOCAL     ] Saved configuration for ARES: 4 features, 90.00% accuracy -> ./output/feature-sets/ARES.json
[2025-11-25T07:44:32.148720] [INFO ] [CONFIGURE ] ARES: Configuration saved successfully: 4 features, 90.00% accuracy.
[2025-11-25T07:44:32.148768] [INFO ] [sig       ] [33/164] Successfully configured ARES | 0.01 sym/s | Total: 43.5m | ETA: 2.9h
[2025-11-25T07:44:32.148812] [INFO ] [sig       ] [34/164] Configuring ASA...
[2025-11-25T07:44:32.148852] [INFO ] [CONFIGURE ] ASA: Configurate test run.
[2025-11-25T07:44:32.148890] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ASA' from 'https://tdm.silogroup.org/data/derivative_storage/ASA.csv'.
[2025-11-25T07:44:32.160995] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'ASA'.
[2025-11-25T07:44:32.161324] [INFO ] [CONFIGURE ] ASA: Testing with 29 available features
[2025-11-25T07:44:32.161384] [INFO ] [CONFIGURE ] ASA: Establishing baseline with no features...
[2025-11-25T07:44:32.345149] [DEBUG] [FORECASTER] ASA: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T07:44:32.518386] [DEBUG] [FORECASTER] ASA: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T07:44:32.687979] [DEBUG] [FORECASTER] ASA: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T07:44:32.858900] [DEBUG] [FORECASTER] ASA: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T07:44:33.028615] [DEBUG] [FORECASTER] ASA: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T07:44:33.206133] [DEBUG] [FORECASTER] ASA: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T07:44:33.384506] [DEBUG] [FORECASTER] ASA: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T07:44:33.567250] [DEBUG] [FORECASTER] ASA: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-25T07:44:33.745558] [DEBUG] [FORECASTER] ASA: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T07:44:33.922893] [DEBUG] [FORECASTER] ASA: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T07:44:33.923058] [INFO ] [CONFIGURE ] ASA: Baseline score (no features): 50.00%
[2025-11-25T07:44:33.923107] [INFO ] [CONFIGURE ] ASA: Testing feature 1/29: add_bollinger_bands
[2025-11-25T07:44:33.923148] [INFO ] [CONFIGURE ] ASA: Testing with features: ['add_bollinger_bands']
[2025-11-25T07:44:34.133230] [DEBUG] [FORECASTER] ASA: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T07:44:34.347628] [DEBUG] [FORECASTER] ASA: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T07:44:34.558041] [DEBUG] [FORECASTER] ASA: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T07:44:34.771226] [DEBUG] [FORECASTER] ASA: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T07:44:35.002847] [DEBUG] [FORECASTER] ASA: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T07:44:35.236334] [DEBUG] [FORECASTER] ASA: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T07:44:35.469176] [DEBUG] [FORECASTER] ASA: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T07:44:35.705275] [DEBUG] [FORECASTER] ASA: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-25T07:44:35.940875] [DEBUG] [FORECASTER] ASA: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T07:44:36.176784] [DEBUG] [FORECASTER] ASA: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T07:44:36.177035] [INFO ] [CONFIGURE ] ASA: DISCARDED add_bollinger_bands (score: 40.00%)
[2025-11-25T07:44:36.177116] [INFO ] [CONFIGURE ] JOB ETA: 2.8h | Avg: 2.7s/test | Remaining: 3808 tests
[2025-11-25T07:44:36.177159] [INFO ] [CONFIGURE ] ASA: Testing feature 2/29: add_cumulative_delta
[2025-11-25T07:44:36.177199] [INFO ] [CONFIGURE ] ASA: Testing with features: ['add_cumulative_delta']
[2025-11-25T07:44:36.409767] [DEBUG] [FORECASTER] ASA: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T07:44:36.644676] [DEBUG] [FORECASTER] ASA: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T07:44:36.879735] [DEBUG] [FORECASTER] ASA: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T07:44:37.117767] [DEBUG] [FORECASTER] ASA: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T07:44:37.366552] [DEBUG] [FORECASTER] ASA: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T07:44:37.609428] [DEBUG] [FORECASTER] ASA: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T07:44:37.857558] [DEBUG] [FORECASTER] ASA: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T07:44:38.126494] [DEBUG] [FORECASTER] ASA: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-25T07:44:38.389967] [DEBUG] [FORECASTER] ASA: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T07:44:38.628778] [DEBUG] [FORECASTER] ASA: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T07:44:38.628987] [INFO ] [CONFIGURE ] ASA: DISCARDED add_cumulative_delta (score: 40.00%)
[2025-11-25T07:44:38.629036] [INFO ] [CONFIGURE ] JOB ETA: 2.8h | Avg: 2.7s/test | Remaining: 3807 tests
[2025-11-25T07:44:38.629074] [INFO ] [CONFIGURE ] ASA: Testing feature 3/29: add_daily_returns
[2025-11-25T07:44:38.629108] [INFO ] [CONFIGURE ] ASA: Testing with features: ['add_daily_returns']
[2025-11-25T07:44:38.830919] [DEBUG] [FORECASTER] ASA: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T07:44:39.018966] [DEBUG] [FORECASTER] ASA: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T07:44:39.204560] [DEBUG] [FORECASTER] ASA: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T07:44:39.398840] [DEBUG] [FORECASTER] ASA: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T07:44:39.583972] [DEBUG] [FORECASTER] ASA: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T07:44:39.771757] [DEBUG] [FORECASTER] ASA: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T07:44:39.959217] [DEBUG] [FORECASTER] ASA: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T07:44:40.167672] [DEBUG] [FORECASTER] ASA: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-25T07:44:40.359516] [DEBUG] [FORECASTER] ASA: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T07:44:40.548390] [DEBUG] [FORECASTER] ASA: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T07:44:40.548558] [INFO ] [CONFIGURE ] ASA: KEPT add_daily_returns (score: 60.00%)
[2025-11-25T07:44:40.548609] [INFO ] [CONFIGURE ] JOB ETA: 2.8h | Avg: 2.7s/test | Remaining: 3806 tests
[2025-11-25T07:44:40.548698] [INFO ] [CONFIGURE ] ASA: Testing feature 4/29: add_ema
[2025-11-25T07:44:40.548760] [INFO ] [CONFIGURE ] ASA: Testing with features: ['add_daily_returns', 'add_ema']
[2025-11-25T07:44:40.786479] [DEBUG] [FORECASTER] ASA: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T07:44:41.042140] [DEBUG] [FORECASTER] ASA: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T07:44:41.274542] [DEBUG] [FORECASTER] ASA: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T07:44:41.501895] [DEBUG] [FORECASTER] ASA: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T07:44:41.736611] [DEBUG] [FORECASTER] ASA: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T07:44:41.968246] [DEBUG] [FORECASTER] ASA: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T07:44:42.199431] [DEBUG] [FORECASTER] ASA: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T07:44:42.429294] [DEBUG] [FORECASTER] ASA: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-25T07:44:42.675300] [DEBUG] [FORECASTER] ASA: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T07:44:42.918971] [DEBUG] [FORECASTER] ASA: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T07:44:42.919182] [INFO ] [CONFIGURE ] ASA: DISCARDED add_ema (score: 60.00%)
[2025-11-25T07:44:42.919236] [INFO ] [CONFIGURE ] JOB ETA: 2.8h | Avg: 2.7s/test | Remaining: 3805 tests
[2025-11-25T07:44:42.919276] [INFO ] [CONFIGURE ] ASA: Testing feature 5/29: add_exhaustion_signals
[2025-11-25T07:44:42.919313] [INFO ] [CONFIGURE ] ASA: Testing with features: ['add_daily_returns', 'add_vwap', 'add_exhaustion_signals']
[2025-11-25T07:44:43.156536] [DEBUG] [FORECASTER] ASA: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T07:44:43.391889] [DEBUG] [FORECASTER] ASA: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T07:44:43.630309] [DEBUG] [FORECASTER] ASA: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T07:44:43.862672] [DEBUG] [FORECASTER] ASA: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T07:44:44.101852] [DEBUG] [FORECASTER] ASA: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T07:44:44.357266] [DEBUG] [FORECASTER] ASA: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T07:44:44.595973] [DEBUG] [FORECASTER] ASA: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T07:44:44.851464] [DEBUG] [FORECASTER] ASA: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-25T07:44:45.111689] [DEBUG] [FORECASTER] ASA: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T07:44:45.365479] [DEBUG] [FORECASTER] ASA: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T07:44:45.365686] [INFO ] [CONFIGURE ] ASA: DISCARDED add_exhaustion_signals (score: 60.00%)
[2025-11-25T07:44:45.365745] [INFO ] [CONFIGURE ] JOB ETA: 2.8h | Avg: 2.7s/test | Remaining: 3804 tests
[2025-11-25T07:44:45.365790] [INFO ] [CONFIGURE ] ASA: Testing feature 6/29: add_failed_moves
[2025-11-25T07:44:45.365875] [INFO ] [CONFIGURE ] ASA: Testing with features: ['add_daily_returns', 'add_failed_moves']
[2025-11-25T07:44:45.572437] [DEBUG] [FORECASTER] ASA: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T07:44:45.784562] [DEBUG] [FORECASTER] ASA: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T07:44:45.989920] [DEBUG] [FORECASTER] ASA: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T07:44:46.199208] [DEBUG] [FORECASTER] ASA: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T07:44:46.396496] [DEBUG] [FORECASTER] ASA: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T07:44:46.607329] [DEBUG] [FORECASTER] ASA: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T07:44:46.821971] [DEBUG] [FORECASTER] ASA: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T07:44:47.024436] [DEBUG] [FORECASTER] ASA: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-25T07:44:47.228213] [DEBUG] [FORECASTER] ASA: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T07:44:47.443218] [DEBUG] [FORECASTER] ASA: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T07:44:47.443389] [INFO ] [CONFIGURE ] ASA: KEPT add_failed_moves (score: 70.00%)
[2025-11-25T07:44:47.443437] [INFO ] [CONFIGURE ] JOB ETA: 2.8h | Avg: 2.7s/test | Remaining: 3803 tests
[2025-11-25T07:44:47.443496] [INFO ] [CONFIGURE ] ASA: Testing feature 7/29: add_lag_shelf
[2025-11-25T07:44:47.443534] [INFO ] [CONFIGURE ] ASA: Testing with features: ['add_daily_returns', 'add_failed_moves', 'add_lag_shelf']
[2025-11-25T07:44:47.664314] [DEBUG] [FORECASTER] ASA: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T07:44:47.923322] [DEBUG] [FORECASTER] ASA: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T07:44:48.153833] [DEBUG] [FORECASTER] ASA: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T07:44:48.362680] [DEBUG] [FORECASTER] ASA: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T07:44:48.567957] [DEBUG] [FORECASTER] ASA: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T07:44:48.772226] [DEBUG] [FORECASTER] ASA: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T07:44:48.974298] [DEBUG] [FORECASTER] ASA: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T07:44:49.174148] [DEBUG] [FORECASTER] ASA: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-25T07:44:49.371020] [DEBUG] [FORECASTER] ASA: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T07:44:49.568754] [DEBUG] [FORECASTER] ASA: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T07:44:49.568915] [INFO ] [CONFIGURE ] ASA: DISCARDED add_lag_shelf (score: 70.00%)
[2025-11-25T07:44:49.568962] [INFO ] [CONFIGURE ] JOB ETA: 2.8h | Avg: 2.7s/test | Remaining: 3802 tests
[2025-11-25T07:44:49.569000] [INFO ] [CONFIGURE ] ASA: Testing feature 8/29: add_macd
[2025-11-25T07:44:49.569036] [INFO ] [CONFIGURE ] ASA: Testing with features: ['add_daily_returns', 'add_failed_moves', 'add_vwap', 'add_macd']
[2025-11-25T07:44:49.857478] [DEBUG] [FORECASTER] ASA: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T07:44:50.147433] [DEBUG] [FORECASTER] ASA: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T07:44:50.445001] [DEBUG] [FORECASTER] ASA: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T07:44:50.770409] [DEBUG] [FORECASTER] ASA: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T07:44:51.091283] [DEBUG] [FORECASTER] ASA: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T07:44:51.393806] [DEBUG] [FORECASTER] ASA: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T07:44:51.698406] [DEBUG] [FORECASTER] ASA: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T07:44:52.010133] [DEBUG] [FORECASTER] ASA: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-25T07:44:52.308380] [DEBUG] [FORECASTER] ASA: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T07:44:52.633402] [DEBUG] [FORECASTER] ASA: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T07:44:52.633589] [INFO ] [CONFIGURE ] ASA: DISCARDED add_macd (score: 40.00%)
[2025-11-25T07:44:52.633672] [INFO ] [CONFIGURE ] JOB ETA: 2.8h | Avg: 2.7s/test | Remaining: 3801 tests
[2025-11-25T07:44:52.633724] [INFO ] [CONFIGURE ] ASA: Testing feature 9/29: add_mfi
[2025-11-25T07:44:52.633774] [INFO ] [CONFIGURE ] ASA: Testing with features: ['add_daily_returns', 'add_failed_moves', 'add_mfi']
[2025-11-25T07:44:52.870190] [DEBUG] [FORECASTER] ASA: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T07:44:53.110051] [DEBUG] [FORECASTER] ASA: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T07:44:53.337045] [DEBUG] [FORECASTER] ASA: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T07:44:53.565536] [DEBUG] [FORECASTER] ASA: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T07:44:53.839183] [DEBUG] [FORECASTER] ASA: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T07:44:54.075305] [DEBUG] [FORECASTER] ASA: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T07:44:54.317387] [DEBUG] [FORECASTER] ASA: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T07:44:54.563073] [DEBUG] [FORECASTER] ASA: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-25T07:44:54.793360] [DEBUG] [FORECASTER] ASA: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T07:44:55.037838] [DEBUG] [FORECASTER] ASA: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T07:44:55.038052] [INFO ] [CONFIGURE ] ASA: DISCARDED add_mfi (score: 70.00%)
[2025-11-25T07:44:55.038116] [INFO ] [CONFIGURE ] JOB ETA: 2.8h | Avg: 2.7s/test | Remaining: 3800 tests
[2025-11-25T07:44:55.038166] [INFO ] [CONFIGURE ] ASA: Testing feature 10/29: add_momentum_acceleration
[2025-11-25T07:44:55.038212] [INFO ] [CONFIGURE ] ASA: Testing with features: ['add_daily_returns', 'add_failed_moves', 'add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-11-25T07:44:55.346514] [DEBUG] [FORECASTER] ASA: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T07:44:55.660256] [DEBUG] [FORECASTER] ASA: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T07:44:55.984264] [DEBUG] [FORECASTER] ASA: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T07:44:56.341543] [DEBUG] [FORECASTER] ASA: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T07:44:56.708831] [DEBUG] [FORECASTER] ASA: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T07:44:57.054344] [DEBUG] [FORECASTER] ASA: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T07:44:57.397699] [DEBUG] [FORECASTER] ASA: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T07:44:57.726455] [DEBUG] [FORECASTER] ASA: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-25T07:44:58.046842] [DEBUG] [FORECASTER] ASA: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T07:44:58.365101] [DEBUG] [FORECASTER] ASA: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T07:44:58.365286] [INFO ] [CONFIGURE ] ASA: DISCARDED add_momentum_acceleration (score: 60.00%)
[2025-11-25T07:44:58.365346] [INFO ] [CONFIGURE ] JOB ETA: 2.8h | Avg: 2.7s/test | Remaining: 3799 tests
[2025-11-25T07:44:58.365397] [INFO ] [CONFIGURE ] ASA: Testing feature 11/29: add_obv_daily
[2025-11-25T07:44:58.365444] [INFO ] [CONFIGURE ] ASA: Testing with features: ['add_daily_returns', 'add_failed_moves', 'add_obv_daily']
[2025-11-25T07:44:58.609132] [DEBUG] [FORECASTER] ASA: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T07:44:58.863719] [DEBUG] [FORECASTER] ASA: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T07:44:59.141629] [DEBUG] [FORECASTER] ASA: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T07:44:59.385679] [DEBUG] [FORECASTER] ASA: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T07:44:59.629988] [DEBUG] [FORECASTER] ASA: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T07:44:59.870198] [DEBUG] [FORECASTER] ASA: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T07:45:00.128471] [DEBUG] [FORECASTER] ASA: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T07:45:01.194989] [DEBUG] [FORECASTER] ASA: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-25T07:45:01.630754] [DEBUG] [FORECASTER] ASA: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T07:45:01.923526] [DEBUG] [FORECASTER] ASA: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T07:45:01.923908] [INFO ] [CONFIGURE ] ASA: DISCARDED add_obv_daily (score: 70.00%)
[2025-11-25T07:45:01.923988] [INFO ] [CONFIGURE ] JOB ETA: 2.8h | Avg: 2.7s/test | Remaining: 3798 tests
[2025-11-25T07:45:01.924045] [INFO ] [CONFIGURE ] ASA: Testing feature 12/29: add_obv_interval
[2025-11-25T07:45:01.924093] [INFO ] [CONFIGURE ] ASA: Testing with features: ['add_daily_returns', 'add_failed_moves', 'add_obv_interval']
[2025-11-25T07:45:02.168068] [DEBUG] [FORECASTER] ASA: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T07:45:02.419364] [DEBUG] [FORECASTER] ASA: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T07:45:02.660760] [DEBUG] [FORECASTER] ASA: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T07:45:02.882834] [DEBUG] [FORECASTER] ASA: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T07:45:03.104148] [DEBUG] [FORECASTER] ASA: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T07:45:03.330600] [DEBUG] [FORECASTER] ASA: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T07:45:03.541981] [DEBUG] [FORECASTER] ASA: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T07:45:03.745130] [DEBUG] [FORECASTER] ASA: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-25T07:45:03.951878] [DEBUG] [FORECASTER] ASA: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T07:45:04.169192] [DEBUG] [FORECASTER] ASA: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T07:45:04.169415] [INFO ] [CONFIGURE ] ASA: DISCARDED add_obv_interval (score: 60.00%)
[2025-11-25T07:45:04.169473] [INFO ] [CONFIGURE ] JOB ETA: 2.8h | Avg: 2.7s/test | Remaining: 3797 tests
[2025-11-25T07:45:04.169516] [INFO ] [CONFIGURE ] ASA: Testing feature 13/29: add_opening_strength
[2025-11-25T07:45:04.169555] [INFO ] [CONFIGURE ] ASA: Testing with features: ['add_daily_returns', 'add_failed_moves', 'add_opening_strength']
[2025-11-25T07:45:04.411426] [DEBUG] [FORECASTER] ASA: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T07:45:04.626292] [DEBUG] [FORECASTER] ASA: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T07:45:04.838305] [DEBUG] [FORECASTER] ASA: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T07:45:05.053336] [DEBUG] [FORECASTER] ASA: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T07:45:05.264900] [DEBUG] [FORECASTER] ASA: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T07:45:05.492162] [DEBUG] [FORECASTER] ASA: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T07:45:05.717139] [DEBUG] [FORECASTER] ASA: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T07:45:05.948967] [DEBUG] [FORECASTER] ASA: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-25T07:45:06.181891] [DEBUG] [FORECASTER] ASA: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T07:45:06.422434] [DEBUG] [FORECASTER] ASA: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T07:45:06.422613] [INFO ] [CONFIGURE ] ASA: DISCARDED add_opening_strength (score: 60.00%)
[2025-11-25T07:45:06.422681] [INFO ] [CONFIGURE ] JOB ETA: 2.8h | Avg: 2.7s/test | Remaining: 3796 tests
[2025-11-25T07:45:06.422731] [INFO ] [CONFIGURE ] ASA: Testing feature 14/29: add_order_flow_imbalance
[2025-11-25T07:45:06.422767] [INFO ] [CONFIGURE ] ASA: Testing with features: ['add_daily_returns', 'add_failed_moves', 'add_order_flow_imbalance']
[2025-11-25T07:45:06.664215] [DEBUG] [FORECASTER] ASA: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T07:45:06.904210] [DEBUG] [FORECASTER] ASA: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T07:45:07.141781] [DEBUG] [FORECASTER] ASA: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T07:45:07.385090] [DEBUG] [FORECASTER] ASA: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T07:45:07.626025] [DEBUG] [FORECASTER] ASA: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T07:45:07.862957] [DEBUG] [FORECASTER] ASA: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T07:45:08.101600] [DEBUG] [FORECASTER] ASA: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T07:45:08.327832] [DEBUG] [FORECASTER] ASA: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-25T07:45:08.554723] [DEBUG] [FORECASTER] ASA: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T07:45:08.786824] [DEBUG] [FORECASTER] ASA: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T07:45:08.787043] [INFO ] [CONFIGURE ] ASA: DISCARDED add_order_flow_imbalance (score: 50.00%)
[2025-11-25T07:45:08.787121] [INFO ] [CONFIGURE ] JOB ETA: 2.8h | Avg: 2.7s/test | Remaining: 3795 tests
[2025-11-25T07:45:08.787174] [INFO ] [CONFIGURE ] ASA: Testing feature 15/29: add_pbf_morning_momentum
[2025-11-25T07:45:08.787219] [INFO ] [CONFIGURE ] ASA: Testing with features: ['add_daily_returns', 'add_failed_moves', 'add_pbf_morning_momentum']
[2025-11-25T07:45:08.996942] [DEBUG] [FORECASTER] ASA: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0
[2025-11-25T07:45:09.216624] [DEBUG] [FORECASTER] ASA: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T07:45:09.440225] [DEBUG] [FORECASTER] ASA: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T07:45:09.668605] [DEBUG] [FORECASTER] ASA: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T07:45:09.878353] [DEBUG] [FORECASTER] ASA: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T07:45:10.085546] [DEBUG] [FORECASTER] ASA: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T07:45:10.298859] [DEBUG] [FORECASTER] ASA: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T07:45:10.517113] [DEBUG] [FORECASTER] ASA: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-25T07:45:10.739955] [DEBUG] [FORECASTER] ASA: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T07:45:10.934372] [DEBUG] [FORECASTER] ASA: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T07:45:10.934575] [INFO ] [CONFIGURE ] ASA: DISCARDED add_pbf_morning_momentum (score: 60.00%)
[2025-11-25T07:45:10.934626] [INFO ] [CONFIGURE ] JOB ETA: 2.8h | Avg: 2.7s/test | Remaining: 3794 tests
[2025-11-25T07:45:10.934687] [INFO ] [CONFIGURE ] ASA: Testing feature 16/29: add_pbf_overnight_gap
[2025-11-25T07:45:10.934726] [INFO ] [CONFIGURE ] ASA: Testing with features: ['add_daily_returns', 'add_failed_moves', 'add_pbf_overnight_gap']
[2025-11-25T07:45:11.156160] [DEBUG] [FORECASTER] ASA: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T07:45:11.380684] [DEBUG] [FORECASTER] ASA: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T07:45:11.606439] [DEBUG] [FORECASTER] ASA: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T07:45:11.836843] [DEBUG] [FORECASTER] ASA: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T07:45:12.067672] [DEBUG] [FORECASTER] ASA: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T07:45:12.313339] [DEBUG] [FORECASTER] ASA: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T07:45:12.562657] [DEBUG] [FORECASTER] ASA: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T07:45:12.803972] [DEBUG] [FORECASTER] ASA: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-25T07:45:13.044370] [DEBUG] [FORECASTER] ASA: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T07:45:13.292685] [DEBUG] [FORECASTER] ASA: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T07:45:13.293043] [INFO ] [CONFIGURE ] ASA: DISCARDED add_pbf_overnight_gap (score: 50.00%)
[2025-11-25T07:45:13.293107] [INFO ] [CONFIGURE ] JOB ETA: 2.8h | Avg: 2.7s/test | Remaining: 3793 tests
[2025-11-25T07:45:13.293158] [INFO ] [CONFIGURE ] ASA: Testing feature 17/29: add_pbf_return_2d
[2025-11-25T07:45:13.293206] [INFO ] [CONFIGURE ] ASA: Testing with features: ['add_daily_returns', 'add_failed_moves', 'add_pbf_return_2d']
[2025-11-25T07:45:13.535918] [DEBUG] [FORECASTER] ASA: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T07:45:13.779885] [DEBUG] [FORECASTER] ASA: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T07:45:14.025789] [DEBUG] [FORECASTER] ASA: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T07:45:14.270333] [DEBUG] [FORECASTER] ASA: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T07:45:14.524788] [DEBUG] [FORECASTER] ASA: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T07:45:14.770090] [DEBUG] [FORECASTER] ASA: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T07:45:15.020769] [DEBUG] [FORECASTER] ASA: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T07:45:15.276448] [DEBUG] [FORECASTER] ASA: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-25T07:45:15.533189] [DEBUG] [FORECASTER] ASA: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T07:45:15.797481] [DEBUG] [FORECASTER] ASA: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T07:45:15.797713] [INFO ] [CONFIGURE ] ASA: DISCARDED add_pbf_return_2d (score: 50.00%)
[2025-11-25T07:45:15.797777] [INFO ] [CONFIGURE ] JOB ETA: 2.8h | Avg: 2.7s/test | Remaining: 3792 tests
[2025-11-25T07:45:15.797830] [INFO ] [CONFIGURE ] ASA: Testing feature 18/29: add_pbf_volatility_5d
[2025-11-25T07:45:15.797877] [INFO ] [CONFIGURE ] ASA: Testing with features: ['add_daily_returns', 'add_failed_moves', 'add_pbf_volatility_5d']
[2025-11-25T07:45:16.015561] [DEBUG] [FORECASTER] ASA: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T07:45:16.235020] [DEBUG] [FORECASTER] ASA: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T07:45:16.457382] [DEBUG] [FORECASTER] ASA: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T07:45:16.672009] [DEBUG] [FORECASTER] ASA: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T07:45:16.888483] [DEBUG] [FORECASTER] ASA: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T07:45:17.107711] [DEBUG] [FORECASTER] ASA: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T07:45:17.327547] [DEBUG] [FORECASTER] ASA: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T07:45:17.568121] [DEBUG] [FORECASTER] ASA: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-25T07:45:17.790915] [DEBUG] [FORECASTER] ASA: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T07:45:18.012382] [DEBUG] [FORECASTER] ASA: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T07:45:18.012562] [INFO ] [CONFIGURE ] ASA: DISCARDED add_pbf_volatility_5d (score: 50.00%)
[2025-11-25T07:45:18.012635] [INFO ] [CONFIGURE ] JOB ETA: 2.8h | Avg: 2.7s/test | Remaining: 3791 tests
[2025-11-25T07:45:18.012710] [INFO ] [CONFIGURE ] ASA: Testing feature 19/29: add_pbf_vs_sma_5
[2025-11-25T07:45:18.012779] [INFO ] [CONFIGURE ] ASA: Testing with features: ['add_daily_returns', 'add_failed_moves', 'add_pbf_vs_sma_5']
[2025-11-25T07:45:18.233479] [DEBUG] [FORECASTER] ASA: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T07:45:18.448918] [DEBUG] [FORECASTER] ASA: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T07:45:18.669558] [DEBUG] [FORECASTER] ASA: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T07:45:18.885774] [DEBUG] [FORECASTER] ASA: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T07:45:19.102540] [DEBUG] [FORECASTER] ASA: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T07:45:19.322948] [DEBUG] [FORECASTER] ASA: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T07:45:19.539968] [DEBUG] [FORECASTER] ASA: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T07:45:19.769110] [DEBUG] [FORECASTER] ASA: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-25T07:45:19.985582] [DEBUG] [FORECASTER] ASA: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T07:45:20.214916] [DEBUG] [FORECASTER] ASA: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T07:45:20.215120] [INFO ] [CONFIGURE ] ASA: DISCARDED add_pbf_vs_sma_5 (score: 50.00%)
[2025-11-25T07:45:20.215171] [INFO ] [CONFIGURE ] JOB ETA: 2.8h | Avg: 2.7s/test | Remaining: 3790 tests
[2025-11-25T07:45:20.215216] [INFO ] [CONFIGURE ] ASA: Testing feature 20/29: add_price_rejection
[2025-11-25T07:45:20.215253] [INFO ] [CONFIGURE ] ASA: Testing with features: ['add_daily_returns', 'add_failed_moves', 'add_price_rejection']
[2025-11-25T07:45:20.460382] [DEBUG] [FORECASTER] ASA: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T07:45:20.713399] [DEBUG] [FORECASTER] ASA: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T07:45:20.975376] [DEBUG] [FORECASTER] ASA: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T07:45:21.226999] [DEBUG] [FORECASTER] ASA: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T07:45:21.473411] [DEBUG] [FORECASTER] ASA: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T07:45:21.714281] [DEBUG] [FORECASTER] ASA: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T07:45:21.959776] [DEBUG] [FORECASTER] ASA: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T07:45:22.199039] [DEBUG] [FORECASTER] ASA: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-25T07:45:22.437882] [DEBUG] [FORECASTER] ASA: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T07:45:22.682082] [DEBUG] [FORECASTER] ASA: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T07:45:22.682315] [INFO ] [CONFIGURE ] ASA: DISCARDED add_price_rejection (score: 50.00%)
[2025-11-25T07:45:22.682507] [INFO ] [CONFIGURE ] JOB ETA: 2.8h | Avg: 2.7s/test | Remaining: 3789 tests
[2025-11-25T07:45:22.682628] [INFO ] [CONFIGURE ] ASA: Testing feature 21/29: add_range_position
[2025-11-25T07:45:22.682753] [INFO ] [CONFIGURE ] ASA: Testing with features: ['add_daily_returns', 'add_failed_moves', 'add_range_position']
[2025-11-25T07:45:22.935772] [DEBUG] [FORECASTER] ASA: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T07:45:23.187543] [DEBUG] [FORECASTER] ASA: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T07:45:23.440232] [DEBUG] [FORECASTER] ASA: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T07:45:23.701847] [DEBUG] [FORECASTER] ASA: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T07:45:23.969220] [DEBUG] [FORECASTER] ASA: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T07:45:24.233965] [DEBUG] [FORECASTER] ASA: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T07:45:24.494999] [DEBUG] [FORECASTER] ASA: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T07:45:24.751901] [DEBUG] [FORECASTER] ASA: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-25T07:45:24.994148] [DEBUG] [FORECASTER] ASA: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T07:45:25.259218] [DEBUG] [FORECASTER] ASA: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T07:45:25.259423] [INFO ] [CONFIGURE ] ASA: DISCARDED add_range_position (score: 50.00%)
[2025-11-25T07:45:25.259486] [INFO ] [CONFIGURE ] JOB ETA: 2.8h | Avg: 2.7s/test | Remaining: 3788 tests
[2025-11-25T07:45:25.259535] [INFO ] [CONFIGURE ] ASA: Testing feature 22/29: add_realized_volatility
[2025-11-25T07:45:25.259579] [INFO ] [CONFIGURE ] ASA: Testing with features: ['add_daily_returns', 'add_failed_moves', 'add_realized_volatility']
[2025-11-25T07:45:25.599317] [DEBUG] [FORECASTER] ASA: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T07:45:25.933625] [DEBUG] [FORECASTER] ASA: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T07:45:26.273086] [DEBUG] [FORECASTER] ASA: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T07:45:26.620760] [DEBUG] [FORECASTER] ASA: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T07:45:26.957676] [DEBUG] [FORECASTER] ASA: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T07:45:27.289940] [DEBUG] [FORECASTER] ASA: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T07:45:27.619407] [DEBUG] [FORECASTER] ASA: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T07:45:27.953346] [DEBUG] [FORECASTER] ASA: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-25T07:45:28.286427] [DEBUG] [FORECASTER] ASA: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T07:45:28.619221] [DEBUG] [FORECASTER] ASA: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T07:45:28.619416] [INFO ] [CONFIGURE ] ASA: DISCARDED add_realized_volatility (score: 70.00%)
[2025-11-25T07:45:28.619490] [INFO ] [CONFIGURE ] JOB ETA: 2.8h | Avg: 2.7s/test | Remaining: 3787 tests
[2025-11-25T07:45:28.619546] [INFO ] [CONFIGURE ] ASA: Testing feature 23/29: add_recent_range_context
[2025-11-25T07:45:28.619594] [INFO ] [CONFIGURE ] ASA: Testing with features: ['add_daily_returns', 'add_failed_moves', 'add_recent_range_context']
[2025-11-25T07:45:28.851469] [DEBUG] [FORECASTER] ASA: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T07:45:29.088609] [DEBUG] [FORECASTER] ASA: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T07:45:29.322298] [DEBUG] [FORECASTER] ASA: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T07:45:29.559666] [DEBUG] [FORECASTER] ASA: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T07:45:29.797060] [DEBUG] [FORECASTER] ASA: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T07:45:30.038914] [DEBUG] [FORECASTER] ASA: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T07:45:30.283860] [DEBUG] [FORECASTER] ASA: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T07:45:30.534153] [DEBUG] [FORECASTER] ASA: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-25T07:45:30.796373] [DEBUG] [FORECASTER] ASA: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T07:45:31.045212] [DEBUG] [FORECASTER] ASA: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T07:45:31.045438] [INFO ] [CONFIGURE ] ASA: DISCARDED add_recent_range_context (score: 60.00%)
[2025-11-25T07:45:31.045492] [INFO ] [CONFIGURE ] JOB ETA: 2.8h | Avg: 2.7s/test | Remaining: 3786 tests
[2025-11-25T07:45:31.045544] [INFO ] [CONFIGURE ] ASA: Testing feature 24/29: add_rsi
[2025-11-25T07:45:31.045591] [INFO ] [CONFIGURE ] ASA: Testing with features: ['add_daily_returns', 'add_failed_moves', 'add_ema', 'add_rsi']
[2025-11-25T07:45:31.333836] [DEBUG] [FORECASTER] ASA: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0
[2025-11-25T07:45:31.614746] [DEBUG] [FORECASTER] ASA: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T07:45:31.895857] [DEBUG] [FORECASTER] ASA: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T07:45:32.168669] [DEBUG] [FORECASTER] ASA: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T07:45:32.445147] [DEBUG] [FORECASTER] ASA: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T07:45:32.736273] [DEBUG] [FORECASTER] ASA: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T07:45:33.022441] [DEBUG] [FORECASTER] ASA: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T07:45:33.318796] [DEBUG] [FORECASTER] ASA: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T07:45:33.605056] [DEBUG] [FORECASTER] ASA: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T07:45:33.899144] [DEBUG] [FORECASTER] ASA: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T07:45:33.899373] [INFO ] [CONFIGURE ] ASA: DISCARDED add_rsi (score: 60.00%)
[2025-11-25T07:45:33.899484] [INFO ] [CONFIGURE ] JOB ETA: 2.8h | Avg: 2.7s/test | Remaining: 3785 tests
[2025-11-25T07:45:33.899550] [INFO ] [CONFIGURE ] ASA: Testing feature 25/29: add_tick_distribution
[2025-11-25T07:45:33.899607] [INFO ] [CONFIGURE ] ASA: Testing with features: ['add_daily_returns', 'add_failed_moves', 'add_tick_distribution']
[2025-11-25T07:45:34.134850] [DEBUG] [FORECASTER] ASA: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T07:45:34.383924] [DEBUG] [FORECASTER] ASA: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T07:45:34.627832] [DEBUG] [FORECASTER] ASA: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T07:45:34.866421] [DEBUG] [FORECASTER] ASA: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T07:45:35.097560] [DEBUG] [FORECASTER] ASA: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T07:45:35.335788] [DEBUG] [FORECASTER] ASA: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T07:45:35.565784] [DEBUG] [FORECASTER] ASA: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T07:45:35.811335] [DEBUG] [FORECASTER] ASA: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-25T07:45:36.053575] [DEBUG] [FORECASTER] ASA: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T07:45:36.300847] [DEBUG] [FORECASTER] ASA: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T07:45:36.301200] [INFO ] [CONFIGURE ] ASA: DISCARDED add_tick_distribution (score: 40.00%)
[2025-11-25T07:45:36.301265] [INFO ] [CONFIGURE ] JOB ETA: 2.8h | Avg: 2.7s/test | Remaining: 3784 tests
[2025-11-25T07:45:36.301375] [INFO ] [CONFIGURE ] ASA: Testing feature 26/29: add_volume_momentum_confirmation
[2025-11-25T07:45:36.301479] [INFO ] [CONFIGURE ] ASA: Testing with features: ['add_daily_returns', 'add_failed_moves', 'add_volume_momentum_confirmation']
[2025-11-25T07:45:36.551491] [DEBUG] [FORECASTER] ASA: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T07:45:36.790364] [DEBUG] [FORECASTER] ASA: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T07:45:37.023450] [DEBUG] [FORECASTER] ASA: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T07:45:37.259906] [DEBUG] [FORECASTER] ASA: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T07:45:37.501498] [DEBUG] [FORECASTER] ASA: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T07:45:37.740467] [DEBUG] [FORECASTER] ASA: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T07:45:37.979270] [DEBUG] [FORECASTER] ASA: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T07:45:38.222547] [DEBUG] [FORECASTER] ASA: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-25T07:45:38.460840] [DEBUG] [FORECASTER] ASA: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T07:45:38.699913] [DEBUG] [FORECASTER] ASA: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T07:45:38.700127] [INFO ] [CONFIGURE ] ASA: DISCARDED add_volume_momentum_confirmation (score: 70.00%)
[2025-11-25T07:45:38.700186] [INFO ] [CONFIGURE ] JOB ETA: 2.8h | Avg: 2.7s/test | Remaining: 3783 tests
[2025-11-25T07:45:38.700235] [INFO ] [CONFIGURE ] ASA: Testing feature 27/29: add_volume_price_divergence
[2025-11-25T07:45:38.700278] [INFO ] [CONFIGURE ] ASA: Testing with features: ['add_daily_returns', 'add_failed_moves', 'add_volume_price_divergence']
[2025-11-25T07:45:38.966665] [DEBUG] [FORECASTER] ASA: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T07:45:39.222455] [DEBUG] [FORECASTER] ASA: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T07:45:39.486911] [DEBUG] [FORECASTER] ASA: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T07:45:39.735299] [DEBUG] [FORECASTER] ASA: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T07:45:39.991122] [DEBUG] [FORECASTER] ASA: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T07:45:40.247721] [DEBUG] [FORECASTER] ASA: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T07:45:40.502549] [DEBUG] [FORECASTER] ASA: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T07:45:40.771775] [DEBUG] [FORECASTER] ASA: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-25T07:45:41.030077] [DEBUG] [FORECASTER] ASA: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T07:45:41.290328] [DEBUG] [FORECASTER] ASA: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T07:45:41.290511] [INFO ] [CONFIGURE ] ASA: DISCARDED add_volume_price_divergence (score: 60.00%)
[2025-11-25T07:45:41.290569] [INFO ] [CONFIGURE ] JOB ETA: 2.8h | Avg: 2.7s/test | Remaining: 3782 tests
[2025-11-25T07:45:41.290611] [INFO ] [CONFIGURE ] ASA: Testing feature 28/29: add_volume_profile
[2025-11-25T07:45:41.290679] [INFO ] [CONFIGURE ] ASA: Testing with features: ['add_daily_returns', 'add_failed_moves', 'add_volume_profile']
[2025-11-25T07:45:41.525907] [DEBUG] [FORECASTER] ASA: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T07:45:41.771404] [DEBUG] [FORECASTER] ASA: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T07:45:42.019917] [DEBUG] [FORECASTER] ASA: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T07:45:42.270377] [DEBUG] [FORECASTER] ASA: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T07:45:42.524327] [DEBUG] [FORECASTER] ASA: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T07:45:42.779249] [DEBUG] [FORECASTER] ASA: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T07:45:43.039818] [DEBUG] [FORECASTER] ASA: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T07:45:43.313668] [DEBUG] [FORECASTER] ASA: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-25T07:45:43.574431] [DEBUG] [FORECASTER] ASA: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T07:45:43.832784] [DEBUG] [FORECASTER] ASA: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T07:45:43.832956] [INFO ] [CONFIGURE ] ASA: DISCARDED add_volume_profile (score: 70.00%)
[2025-11-25T07:45:43.833004] [INFO ] [CONFIGURE ] JOB ETA: 2.8h | Avg: 2.7s/test | Remaining: 3781 tests
[2025-11-25T07:45:43.833041] [INFO ] [CONFIGURE ] ASA: Testing feature 29/29: add_vwap
[2025-11-25T07:45:43.833086] [INFO ] [CONFIGURE ] ASA: Testing with features: ['add_daily_returns', 'add_failed_moves', 'add_vwap']
[2025-11-25T07:45:44.101909] [DEBUG] [FORECASTER] ASA: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T07:45:44.357058] [DEBUG] [FORECASTER] ASA: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T07:45:44.613404] [DEBUG] [FORECASTER] ASA: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T07:45:44.838851] [DEBUG] [FORECASTER] ASA: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T07:45:45.058420] [DEBUG] [FORECASTER] ASA: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T07:45:45.282036] [DEBUG] [FORECASTER] ASA: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T07:45:45.500024] [DEBUG] [FORECASTER] ASA: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T07:45:45.722211] [DEBUG] [FORECASTER] ASA: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-25T07:45:45.943774] [DEBUG] [FORECASTER] ASA: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T07:45:46.164005] [DEBUG] [FORECASTER] ASA: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T07:45:46.164178] [INFO ] [CONFIGURE ] ASA: DISCARDED add_vwap (score: 50.00%)
[2025-11-25T07:45:46.164234] [INFO ] [CONFIGURE ] JOB ETA: 2.8h | Avg: 2.7s/test | Remaining: 3780 tests
[2025-11-25T07:45:46.164277] [INFO ] [CONFIGURE ] ASA: ===== FEATURE SELECTION COMPLETE =====
[2025-11-25T07:45:46.164334] [INFO ] [CONFIGURE ] ASA: Best accuracy: 70.00%
[2025-11-25T07:45:46.164377] [INFO ] [CONFIGURE ] ASA: Best feature set (2 features): ['add_daily_returns', 'add_failed_moves']
[2025-11-25T07:45:46.164414] [INFO ] [CONFIGURE ] ASA: Improvement over baseline: 20.00%
[2025-11-25T07:45:46.164451] [INFO ] [CONFIGURE ] ASA: Total time: 1.2 minutes
[2025-11-25T07:45:46.164487] [INFO ] [CONFIGURE ] ASA: Average time per feature: 2.5 seconds
[2025-11-25T07:45:46.164523] [INFO ] [CONFIGURE ] ASA: Average speed: 0.40 features/sec
[2025-11-25T07:45:46.164962] [INFO ] [LOCAL     ] Saved configuration for ASA: 2 features, 70.00% accuracy -> ./output/feature-sets/ASA.json
[2025-11-25T07:45:46.165020] [INFO ] [CONFIGURE ] ASA: Configuration saved successfully: 2 features, 70.00% accuracy.
[2025-11-25T07:45:46.165067] [INFO ] [sig       ] [34/164] Successfully configured ASA | 0.01 sym/s | Total: 44.7m | ETA: 2.8h
[2025-11-25T07:45:46.165115] [INFO ] [sig       ] [35/164] Configuring ASC...
[2025-11-25T07:45:46.165153] [INFO ] [CONFIGURE ] ASC: Configurate test run.
[2025-11-25T07:45:46.165191] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ASC' from 'https://tdm.silogroup.org/data/derivative_storage/ASC.csv'.
[2025-11-25T07:45:46.176975] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'ASC'.
[2025-11-25T07:45:46.177319] [INFO ] [CONFIGURE ] ASC: Testing with 29 available features
[2025-11-25T07:45:46.177382] [INFO ] [CONFIGURE ] ASC: Establishing baseline with no features...
[2025-11-25T07:45:46.345214] [DEBUG] [FORECASTER] ASC: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T07:45:46.522358] [DEBUG] [FORECASTER] ASC: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T07:45:46.691526] [DEBUG] [FORECASTER] ASC: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T07:45:46.859872] [DEBUG] [FORECASTER] ASC: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T07:45:47.033315] [DEBUG] [FORECASTER] ASC: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T07:45:47.201446] [DEBUG] [FORECASTER] ASC: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1
[2025-11-25T07:45:47.371582] [DEBUG] [FORECASTER] ASC: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T07:45:47.542633] [DEBUG] [FORECASTER] ASC: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T07:45:47.716471] [DEBUG] [FORECASTER] ASC: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T07:45:47.889732] [DEBUG] [FORECASTER] ASC: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-25T07:45:47.889935] [INFO ] [CONFIGURE ] ASC: Baseline score (no features): 50.00%
[2025-11-25T07:45:47.889983] [INFO ] [CONFIGURE ] ASC: Testing feature 1/29: add_bollinger_bands
[2025-11-25T07:45:47.890021] [INFO ] [CONFIGURE ] ASC: Testing with features: ['add_bollinger_bands']
[2025-11-25T07:45:48.097996] [DEBUG] [FORECASTER] ASC: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T07:45:48.305706] [DEBUG] [FORECASTER] ASC: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T07:45:48.520728] [DEBUG] [FORECASTER] ASC: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T07:45:48.728786] [DEBUG] [FORECASTER] ASC: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T07:45:48.946942] [DEBUG] [FORECASTER] ASC: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T07:45:49.157800] [DEBUG] [FORECASTER] ASC: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1
[2025-11-25T07:45:49.367182] [DEBUG] [FORECASTER] ASC: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T07:45:49.580550] [DEBUG] [FORECASTER] ASC: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T07:45:49.820880] [DEBUG] [FORECASTER] ASC: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T07:45:50.060324] [DEBUG] [FORECASTER] ASC: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-25T07:45:50.060588] [INFO ] [CONFIGURE ] ASC: KEPT add_bollinger_bands (score: 60.00%)
[2025-11-25T07:45:50.060661] [INFO ] [CONFIGURE ] JOB ETA: 2.8h | Avg: 2.7s/test | Remaining: 3779 tests
[2025-11-25T07:45:50.060735] [INFO ] [CONFIGURE ] ASC: Testing feature 2/29: add_cumulative_delta
[2025-11-25T07:45:50.060787] [INFO ] [CONFIGURE ] ASC: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta']
[2025-11-25T07:45:50.333298] [DEBUG] [FORECASTER] ASC: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T07:45:50.605887] [DEBUG] [FORECASTER] ASC: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T07:45:50.889797] [DEBUG] [FORECASTER] ASC: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T07:45:51.164945] [DEBUG] [FORECASTER] ASC: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T07:45:51.451347] [DEBUG] [FORECASTER] ASC: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T07:45:51.729242] [DEBUG] [FORECASTER] ASC: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1
[2025-11-25T07:45:52.010071] [DEBUG] [FORECASTER] ASC: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T07:45:52.291495] [DEBUG] [FORECASTER] ASC: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T07:45:52.569828] [DEBUG] [FORECASTER] ASC: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T07:45:52.841572] [DEBUG] [FORECASTER] ASC: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-11-25T07:45:52.841778] [INFO ] [CONFIGURE ] ASC: DISCARDED add_cumulative_delta (score: 60.00%)
[2025-11-25T07:45:52.841848] [INFO ] [CONFIGURE ] JOB ETA: 2.8h | Avg: 2.7s/test | Remaining: 3778 tests
[2025-11-25T07:45:52.841907] [INFO ] [CONFIGURE ] ASC: Testing feature 3/29: add_daily_returns
[2025-11-25T07:45:52.841955] [INFO ] [CONFIGURE ] ASC: Testing with features: ['add_bollinger_bands', 'add_daily_returns']
[2025-11-25T07:45:53.094508] [DEBUG] [FORECASTER] ASC: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T07:45:53.344520] [DEBUG] [FORECASTER] ASC: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T07:45:53.580240] [DEBUG] [FORECASTER] ASC: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T07:45:53.815744] [DEBUG] [FORECASTER] ASC: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T07:45:54.066405] [DEBUG] [FORECASTER] ASC: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T07:45:54.311783] [DEBUG] [FORECASTER] ASC: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1
[2025-11-25T07:45:54.569604] [DEBUG] [FORECASTER] ASC: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T07:45:54.819495] [DEBUG] [FORECASTER] ASC: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T07:45:55.073709] [DEBUG] [FORECASTER] ASC: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T07:45:55.324368] [DEBUG] [FORECASTER] ASC: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-11-25T07:45:55.324749] [INFO ] [CONFIGURE ] ASC: DISCARDED add_daily_returns (score: 50.00%)
[2025-11-25T07:45:55.324860] [INFO ] [CONFIGURE ] JOB ETA: 2.8h | Avg: 2.7s/test | Remaining: 3777 tests
[2025-11-25T07:45:55.324974] [INFO ] [CONFIGURE ] ASC: Testing feature 4/29: add_ema
[2025-11-25T07:45:55.325079] [INFO ] [CONFIGURE ] ASC: Testing with features: ['add_bollinger_bands', 'add_ema']
[2025-11-25T07:45:55.604731] [DEBUG] [FORECASTER] ASC: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T07:45:55.888201] [DEBUG] [FORECASTER] ASC: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T07:45:56.165925] [DEBUG] [FORECASTER] ASC: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T07:45:56.460515] [DEBUG] [FORECASTER] ASC: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T07:45:56.828662] [DEBUG] [FORECASTER] ASC: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-25T07:45:57.173529] [DEBUG] [FORECASTER] ASC: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1
[2025-11-25T07:45:57.461002] [DEBUG] [FORECASTER] ASC: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T07:45:57.734457] [DEBUG] [FORECASTER] ASC: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-25T07:45:57.999982] [DEBUG] [FORECASTER] ASC: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T07:45:58.282854] [DEBUG] [FORECASTER] ASC: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-25T07:45:58.283132] [INFO ] [CONFIGURE ] ASC: DISCARDED add_ema (score: 50.00%)
[2025-11-25T07:45:58.283205] [INFO ] [CONFIGURE ] JOB ETA: 2.8h | Avg: 2.7s/test | Remaining: 3776 tests
[2025-11-25T07:45:58.283439] [INFO ] [CONFIGURE ] ASC: Testing feature 5/29: add_exhaustion_signals
[2025-11-25T07:45:58.283486] [INFO ] [CONFIGURE ] ASC: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals']
[2025-11-25T07:45:58.579038] [DEBUG] [FORECASTER] ASC: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T07:45:58.878687] [DEBUG] [FORECASTER] ASC: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T07:45:59.175145] [DEBUG] [FORECASTER] ASC: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T07:45:59.460161] [DEBUG] [FORECASTER] ASC: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T07:45:59.747148] [DEBUG] [FORECASTER] ASC: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T07:46:00.044003] [DEBUG] [FORECASTER] ASC: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1
[2025-11-25T07:46:00.344535] [DEBUG] [FORECASTER] ASC: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T07:46:01.424499] [DEBUG] [FORECASTER] ASC: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T07:46:01.879044] [DEBUG] [FORECASTER] ASC: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T07:46:02.190987] [DEBUG] [FORECASTER] ASC: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-25T07:46:02.191306] [INFO ] [CONFIGURE ] ASC: DISCARDED add_exhaustion_signals (score: 50.00%)
[2025-11-25T07:46:02.191383] [INFO ] [CONFIGURE ] JOB ETA: 2.8h | Avg: 2.7s/test | Remaining: 3775 tests
[2025-11-25T07:46:02.191453] [INFO ] [CONFIGURE ] ASC: Testing feature 6/29: add_failed_moves
[2025-11-25T07:46:02.191518] [INFO ] [CONFIGURE ] ASC: Testing with features: ['add_bollinger_bands', 'add_failed_moves']
[2025-11-25T07:46:02.447329] [DEBUG] [FORECASTER] ASC: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T07:46:02.710384] [DEBUG] [FORECASTER] ASC: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T07:46:02.976096] [DEBUG] [FORECASTER] ASC: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T07:46:03.236533] [DEBUG] [FORECASTER] ASC: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T07:46:03.494769] [DEBUG] [FORECASTER] ASC: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-25T07:46:03.756218] [DEBUG] [FORECASTER] ASC: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1
[2025-11-25T07:46:04.022715] [DEBUG] [FORECASTER] ASC: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T07:46:04.281574] [DEBUG] [FORECASTER] ASC: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T07:46:04.543899] [DEBUG] [FORECASTER] ASC: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T07:46:04.805469] [DEBUG] [FORECASTER] ASC: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-25T07:46:04.805958] [INFO ] [CONFIGURE ] ASC: DISCARDED add_failed_moves (score: 50.00%)
[2025-11-25T07:46:04.806084] [INFO ] [CONFIGURE ] JOB ETA: 2.8h | Avg: 2.7s/test | Remaining: 3774 tests
[2025-11-25T07:46:04.806200] [INFO ] [CONFIGURE ] ASC: Testing feature 7/29: add_lag_shelf
[2025-11-25T07:46:04.806419] [INFO ] [CONFIGURE ] ASC: Testing with features: ['add_bollinger_bands', 'add_lag_shelf']
[2025-11-25T07:46:05.027424] [DEBUG] [FORECASTER] ASC: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T07:46:05.254143] [DEBUG] [FORECASTER] ASC: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T07:46:05.470817] [DEBUG] [FORECASTER] ASC: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T07:46:05.702849] [DEBUG] [FORECASTER] ASC: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T07:46:05.937151] [DEBUG] [FORECASTER] ASC: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T07:46:06.168742] [DEBUG] [FORECASTER] ASC: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1
[2025-11-25T07:46:06.406243] [DEBUG] [FORECASTER] ASC: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T07:46:06.635728] [DEBUG] [FORECASTER] ASC: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T07:46:06.870884] [DEBUG] [FORECASTER] ASC: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T07:46:07.116486] [DEBUG] [FORECASTER] ASC: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-11-25T07:46:07.116733] [INFO ] [CONFIGURE ] ASC: DISCARDED add_lag_shelf (score: 40.00%)
[2025-11-25T07:46:07.116824] [INFO ] [CONFIGURE ] JOB ETA: 2.8h | Avg: 2.7s/test | Remaining: 3773 tests
[2025-11-25T07:46:07.117048] [INFO ] [CONFIGURE ] ASC: Testing feature 8/29: add_macd
[2025-11-25T07:46:07.117204] [INFO ] [CONFIGURE ] ASC: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd']
[2025-11-25T07:46:07.453614] [DEBUG] [FORECASTER] ASC: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T07:46:07.784072] [DEBUG] [FORECASTER] ASC: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T07:46:08.116242] [DEBUG] [FORECASTER] ASC: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T07:46:08.444994] [DEBUG] [FORECASTER] ASC: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T07:46:08.791992] [DEBUG] [FORECASTER] ASC: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T07:46:09.141160] [DEBUG] [FORECASTER] ASC: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1
[2025-11-25T07:46:09.479746] [DEBUG] [FORECASTER] ASC: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T07:46:09.824374] [DEBUG] [FORECASTER] ASC: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T07:46:10.169898] [DEBUG] [FORECASTER] ASC: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T07:46:10.510536] [DEBUG] [FORECASTER] ASC: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-25T07:46:10.510835] [INFO ] [CONFIGURE ] ASC: DISCARDED add_macd (score: 50.00%)
[2025-11-25T07:46:10.510900] [INFO ] [CONFIGURE ] JOB ETA: 2.8h | Avg: 2.7s/test | Remaining: 3772 tests
[2025-11-25T07:46:10.510954] [INFO ] [CONFIGURE ] ASC: Testing feature 9/29: add_mfi
[2025-11-25T07:46:10.511013] [INFO ] [CONFIGURE ] ASC: Testing with features: ['add_bollinger_bands', 'add_mfi']
[2025-11-25T07:46:10.768429] [DEBUG] [FORECASTER] ASC: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T07:46:11.018099] [DEBUG] [FORECASTER] ASC: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T07:46:11.268435] [DEBUG] [FORECASTER] ASC: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T07:46:11.514490] [DEBUG] [FORECASTER] ASC: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T07:46:11.753636] [DEBUG] [FORECASTER] ASC: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T07:46:11.995178] [DEBUG] [FORECASTER] ASC: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1
[2025-11-25T07:46:12.244724] [DEBUG] [FORECASTER] ASC: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T07:46:12.494442] [DEBUG] [FORECASTER] ASC: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T07:46:12.742132] [DEBUG] [FORECASTER] ASC: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T07:46:12.986193] [DEBUG] [FORECASTER] ASC: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-25T07:46:12.986466] [INFO ] [CONFIGURE ] ASC: DISCARDED add_mfi (score: 60.00%)
[2025-11-25T07:46:12.986556] [INFO ] [CONFIGURE ] JOB ETA: 2.8h | Avg: 2.7s/test | Remaining: 3771 tests
[2025-11-25T07:46:12.986607] [INFO ] [CONFIGURE ] ASC: Testing feature 10/29: add_momentum_acceleration
[2025-11-25T07:46:12.986673] [INFO ] [CONFIGURE ] ASC: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-11-25T07:46:13.319102] [DEBUG] [FORECASTER] ASC: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T07:46:13.648730] [DEBUG] [FORECASTER] ASC: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T07:46:13.992763] [DEBUG] [FORECASTER] ASC: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T07:46:14.339563] [DEBUG] [FORECASTER] ASC: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T07:46:14.719251] [DEBUG] [FORECASTER] ASC: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T07:46:15.066705] [DEBUG] [FORECASTER] ASC: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1
[2025-11-25T07:46:15.428700] [DEBUG] [FORECASTER] ASC: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T07:46:15.790858] [DEBUG] [FORECASTER] ASC: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T07:46:16.143252] [DEBUG] [FORECASTER] ASC: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T07:46:16.487674] [DEBUG] [FORECASTER] ASC: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-25T07:46:16.487927] [INFO ] [CONFIGURE ] ASC: KEPT add_momentum_acceleration (score: 70.00%)
[2025-11-25T07:46:16.487989] [INFO ] [CONFIGURE ] JOB ETA: 2.8h | Avg: 2.7s/test | Remaining: 3770 tests
[2025-11-25T07:46:16.488040] [INFO ] [CONFIGURE ] ASC: Testing feature 11/29: add_obv_daily
[2025-11-25T07:46:16.488112] [INFO ] [CONFIGURE ] ASC: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_obv_daily']
[2025-11-25T07:46:16.859366] [DEBUG] [FORECASTER] ASC: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T07:46:17.231607] [DEBUG] [FORECASTER] ASC: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T07:46:17.595089] [DEBUG] [FORECASTER] ASC: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T07:46:17.959456] [DEBUG] [FORECASTER] ASC: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T07:46:18.319868] [DEBUG] [FORECASTER] ASC: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T07:46:18.678759] [DEBUG] [FORECASTER] ASC: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1
[2025-11-25T07:46:19.070353] [DEBUG] [FORECASTER] ASC: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T07:46:19.451070] [DEBUG] [FORECASTER] ASC: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T07:46:19.855211] [DEBUG] [FORECASTER] ASC: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T07:46:20.231011] [DEBUG] [FORECASTER] ASC: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-11-25T07:46:20.231272] [INFO ] [CONFIGURE ] ASC: DISCARDED add_obv_daily (score: 60.00%)
[2025-11-25T07:46:20.231335] [INFO ] [CONFIGURE ] JOB ETA: 2.8h | Avg: 2.7s/test | Remaining: 3769 tests
[2025-11-25T07:46:20.231386] [INFO ] [CONFIGURE ] ASC: Testing feature 12/29: add_obv_interval
[2025-11-25T07:46:20.231430] [INFO ] [CONFIGURE ] ASC: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_obv_interval']
[2025-11-25T07:46:20.596303] [DEBUG] [FORECASTER] ASC: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T07:46:20.963345] [DEBUG] [FORECASTER] ASC: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T07:46:21.299867] [DEBUG] [FORECASTER] ASC: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T07:46:21.654151] [DEBUG] [FORECASTER] ASC: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T07:46:21.991618] [DEBUG] [FORECASTER] ASC: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T07:46:22.335672] [DEBUG] [FORECASTER] ASC: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1
[2025-11-25T07:46:22.686629] [DEBUG] [FORECASTER] ASC: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T07:46:23.026358] [DEBUG] [FORECASTER] ASC: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T07:46:23.379519] [DEBUG] [FORECASTER] ASC: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T07:46:23.718128] [DEBUG] [FORECASTER] ASC: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-25T07:46:23.718339] [INFO ] [CONFIGURE ] ASC: DISCARDED add_obv_interval (score: 70.00%)
[2025-11-25T07:46:23.718397] [INFO ] [CONFIGURE ] JOB ETA: 2.8h | Avg: 2.7s/test | Remaining: 3768 tests
[2025-11-25T07:46:23.718444] [INFO ] [CONFIGURE ] ASC: Testing feature 13/29: add_opening_strength
[2025-11-25T07:46:23.718487] [INFO ] [CONFIGURE ] ASC: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_daily_returns', 'add_opening_strength']
[2025-11-25T07:46:24.086827] [DEBUG] [FORECASTER] ASC: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T07:46:24.473468] [DEBUG] [FORECASTER] ASC: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T07:46:24.845694] [DEBUG] [FORECASTER] ASC: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T07:46:25.211932] [DEBUG] [FORECASTER] ASC: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T07:46:25.594796] [DEBUG] [FORECASTER] ASC: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-25T07:46:25.977348] [DEBUG] [FORECASTER] ASC: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1
[2025-11-25T07:46:26.370128] [DEBUG] [FORECASTER] ASC: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T07:46:26.755132] [DEBUG] [FORECASTER] ASC: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T07:46:27.131219] [DEBUG] [FORECASTER] ASC: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T07:46:27.503062] [DEBUG] [FORECASTER] ASC: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-25T07:46:27.503255] [INFO ] [CONFIGURE ] ASC: DISCARDED add_opening_strength (score: 40.00%)
[2025-11-25T07:46:27.503314] [INFO ] [CONFIGURE ] JOB ETA: 2.8h | Avg: 2.7s/test | Remaining: 3767 tests
[2025-11-25T07:46:27.503365] [INFO ] [CONFIGURE ] ASC: Testing feature 14/29: add_order_flow_imbalance
[2025-11-25T07:46:27.503410] [INFO ] [CONFIGURE ] ASC: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_order_flow_imbalance']
[2025-11-25T07:46:27.873311] [DEBUG] [FORECASTER] ASC: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T07:46:28.252572] [DEBUG] [FORECASTER] ASC: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T07:46:28.631186] [DEBUG] [FORECASTER] ASC: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T07:46:29.024428] [DEBUG] [FORECASTER] ASC: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T07:46:29.405350] [DEBUG] [FORECASTER] ASC: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T07:46:29.780706] [DEBUG] [FORECASTER] ASC: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1
[2025-11-25T07:46:30.153602] [DEBUG] [FORECASTER] ASC: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T07:46:30.525995] [DEBUG] [FORECASTER] ASC: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T07:46:30.912107] [DEBUG] [FORECASTER] ASC: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T07:46:31.283596] [DEBUG] [FORECASTER] ASC: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-25T07:46:31.283827] [INFO ] [CONFIGURE ] ASC: KEPT add_order_flow_imbalance (score: 80.00%)
[2025-11-25T07:46:31.283889] [INFO ] [CONFIGURE ] JOB ETA: 2.8h | Avg: 2.7s/test | Remaining: 3766 tests
[2025-11-25T07:46:31.283938] [INFO ] [CONFIGURE ] ASC: Testing feature 16/29: add_pbf_overnight_gap
[2025-11-25T07:46:31.283983] [INFO ] [CONFIGURE ] ASC: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_order_flow_imbalance', 'add_pbf_overnight_gap']
[2025-11-25T07:46:31.653175] [DEBUG] [FORECASTER] ASC: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T07:46:32.042522] [DEBUG] [FORECASTER] ASC: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T07:46:32.414842] [DEBUG] [FORECASTER] ASC: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T07:46:32.798831] [DEBUG] [FORECASTER] ASC: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T07:46:33.188381] [DEBUG] [FORECASTER] ASC: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T07:46:33.572952] [DEBUG] [FORECASTER] ASC: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1
[2025-11-25T07:46:33.951880] [DEBUG] [FORECASTER] ASC: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T07:46:34.328861] [DEBUG] [FORECASTER] ASC: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T07:46:34.726352] [DEBUG] [FORECASTER] ASC: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T07:46:35.126089] [DEBUG] [FORECASTER] ASC: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-25T07:46:35.126356] [INFO ] [CONFIGURE ] ASC: DISCARDED add_pbf_overnight_gap (score: 70.00%)
[2025-11-25T07:46:35.126417] [INFO ] [CONFIGURE ] JOB ETA: 2.8h | Avg: 2.7s/test | Remaining: 3765 tests
[2025-11-25T07:46:35.126466] [INFO ] [CONFIGURE ] ASC: Testing feature 17/29: add_pbf_return_2d
[2025-11-25T07:46:35.126513] [INFO ] [CONFIGURE ] ASC: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_order_flow_imbalance', 'add_pbf_return_2d']
[2025-11-25T07:46:35.509660] [DEBUG] [FORECASTER] ASC: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T07:46:35.920218] [DEBUG] [FORECASTER] ASC: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T07:46:36.310851] [DEBUG] [FORECASTER] ASC: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T07:46:36.695901] [DEBUG] [FORECASTER] ASC: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T07:46:37.080637] [DEBUG] [FORECASTER] ASC: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T07:46:37.467808] [DEBUG] [FORECASTER] ASC: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1
[2025-11-25T07:46:37.877675] [DEBUG] [FORECASTER] ASC: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T07:46:38.262392] [DEBUG] [FORECASTER] ASC: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T07:46:38.653417] [DEBUG] [FORECASTER] ASC: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T07:46:39.048103] [DEBUG] [FORECASTER] ASC: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-25T07:46:39.048340] [INFO ] [CONFIGURE ] ASC: DISCARDED add_pbf_return_2d (score: 60.00%)
[2025-11-25T07:46:39.048400] [INFO ] [CONFIGURE ] JOB ETA: 2.8h | Avg: 2.7s/test | Remaining: 3764 tests
[2025-11-25T07:46:39.048452] [INFO ] [CONFIGURE ] ASC: Testing feature 18/29: add_pbf_volatility_5d
[2025-11-25T07:46:39.048498] [INFO ] [CONFIGURE ] ASC: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_order_flow_imbalance', 'add_pbf_volatility_5d']
[2025-11-25T07:46:39.427738] [DEBUG] [FORECASTER] ASC: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T07:46:39.809363] [DEBUG] [FORECASTER] ASC: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T07:46:40.182380] [DEBUG] [FORECASTER] ASC: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T07:46:40.554370] [DEBUG] [FORECASTER] ASC: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T07:46:40.939282] [DEBUG] [FORECASTER] ASC: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T07:46:41.312276] [DEBUG] [FORECASTER] ASC: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1
[2025-11-25T07:46:41.692101] [DEBUG] [FORECASTER] ASC: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T07:46:42.065367] [DEBUG] [FORECASTER] ASC: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T07:46:42.443352] [DEBUG] [FORECASTER] ASC: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T07:46:42.822540] [DEBUG] [FORECASTER] ASC: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-25T07:46:42.822778] [INFO ] [CONFIGURE ] ASC: DISCARDED add_pbf_volatility_5d (score: 70.00%)
[2025-11-25T07:46:42.822844] [INFO ] [CONFIGURE ] JOB ETA: 2.8h | Avg: 2.7s/test | Remaining: 3763 tests
[2025-11-25T07:46:42.822895] [INFO ] [CONFIGURE ] ASC: Testing feature 19/29: add_pbf_vs_sma_5
[2025-11-25T07:46:42.822942] [INFO ] [CONFIGURE ] ASC: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_order_flow_imbalance', 'add_pbf_vs_sma_5']
[2025-11-25T07:46:43.176981] [DEBUG] [FORECASTER] ASC: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T07:46:43.545299] [DEBUG] [FORECASTER] ASC: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T07:46:43.943922] [DEBUG] [FORECASTER] ASC: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T07:46:44.378261] [DEBUG] [FORECASTER] ASC: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T07:46:44.805375] [DEBUG] [FORECASTER] ASC: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T07:46:45.182845] [DEBUG] [FORECASTER] ASC: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1
[2025-11-25T07:46:45.512799] [DEBUG] [FORECASTER] ASC: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T07:46:45.849732] [DEBUG] [FORECASTER] ASC: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T07:46:46.176044] [DEBUG] [FORECASTER] ASC: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T07:46:46.506126] [DEBUG] [FORECASTER] ASC: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-25T07:46:46.506328] [INFO ] [CONFIGURE ] ASC: DISCARDED add_pbf_vs_sma_5 (score: 60.00%)
[2025-11-25T07:46:46.506388] [INFO ] [CONFIGURE ] JOB ETA: 2.8h | Avg: 2.7s/test | Remaining: 3762 tests
[2025-11-25T07:46:46.506436] [INFO ] [CONFIGURE ] ASC: Testing feature 20/29: add_price_rejection
[2025-11-25T07:46:46.506481] [INFO ] [CONFIGURE ] ASC: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_order_flow_imbalance', 'add_price_rejection']
[2025-11-25T07:46:46.865050] [DEBUG] [FORECASTER] ASC: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T07:46:47.224752] [DEBUG] [FORECASTER] ASC: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T07:46:47.589056] [DEBUG] [FORECASTER] ASC: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T07:46:47.956193] [DEBUG] [FORECASTER] ASC: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T07:46:48.326688] [DEBUG] [FORECASTER] ASC: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T07:46:48.701072] [DEBUG] [FORECASTER] ASC: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1
[2025-11-25T07:46:49.064965] [DEBUG] [FORECASTER] ASC: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T07:46:49.431769] [DEBUG] [FORECASTER] ASC: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T07:46:49.792492] [DEBUG] [FORECASTER] ASC: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T07:46:50.165761] [DEBUG] [FORECASTER] ASC: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-25T07:46:50.166010] [INFO ] [CONFIGURE ] ASC: DISCARDED add_price_rejection (score: 60.00%)
[2025-11-25T07:46:50.166072] [INFO ] [CONFIGURE ] JOB ETA: 2.8h | Avg: 2.7s/test | Remaining: 3761 tests
[2025-11-25T07:46:50.166138] [INFO ] [CONFIGURE ] ASC: Testing feature 21/29: add_range_position
[2025-11-25T07:46:50.166201] [INFO ] [CONFIGURE ] ASC: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_order_flow_imbalance', 'add_range_position']
[2025-11-25T07:46:50.543210] [DEBUG] [FORECASTER] ASC: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T07:46:50.933872] [DEBUG] [FORECASTER] ASC: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T07:46:51.341179] [DEBUG] [FORECASTER] ASC: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T07:46:51.699690] [DEBUG] [FORECASTER] ASC: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T07:46:52.052980] [DEBUG] [FORECASTER] ASC: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T07:46:52.436874] [DEBUG] [FORECASTER] ASC: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1
[2025-11-25T07:46:52.822006] [DEBUG] [FORECASTER] ASC: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T07:46:53.209850] [DEBUG] [FORECASTER] ASC: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T07:46:53.585296] [DEBUG] [FORECASTER] ASC: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T07:46:53.966286] [DEBUG] [FORECASTER] ASC: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-25T07:46:53.966490] [INFO ] [CONFIGURE ] ASC: DISCARDED add_range_position (score: 60.00%)
[2025-11-25T07:46:53.966549] [INFO ] [CONFIGURE ] JOB ETA: 2.8h | Avg: 2.7s/test | Remaining: 3760 tests
[2025-11-25T07:46:53.966599] [INFO ] [CONFIGURE ] ASC: Testing feature 22/29: add_realized_volatility
[2025-11-25T07:46:53.966662] [INFO ] [CONFIGURE ] ASC: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_order_flow_imbalance', 'add_realized_volatility']
[2025-11-25T07:46:54.448560] [DEBUG] [FORECASTER] ASC: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T07:46:54.934817] [DEBUG] [FORECASTER] ASC: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T07:46:55.415874] [DEBUG] [FORECASTER] ASC: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T07:46:55.904211] [DEBUG] [FORECASTER] ASC: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T07:46:56.384007] [DEBUG] [FORECASTER] ASC: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T07:46:56.882811] [DEBUG] [FORECASTER] ASC: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1
[2025-11-25T07:46:57.347539] [DEBUG] [FORECASTER] ASC: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T07:46:57.824441] [DEBUG] [FORECASTER] ASC: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T07:46:58.320988] [DEBUG] [FORECASTER] ASC: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T07:46:58.800152] [DEBUG] [FORECASTER] ASC: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-25T07:46:58.800604] [INFO ] [CONFIGURE ] ASC: DISCARDED add_realized_volatility (score: 80.00%)
[2025-11-25T07:46:58.801086] [INFO ] [CONFIGURE ] JOB ETA: 2.8h | Avg: 2.7s/test | Remaining: 3759 tests
[2025-11-25T07:46:58.801147] [INFO ] [CONFIGURE ] ASC: Testing feature 23/29: add_recent_range_context
[2025-11-25T07:46:58.801195] [INFO ] [CONFIGURE ] ASC: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_order_flow_imbalance', 'add_recent_range_context']
[2025-11-25T07:46:59.178528] [DEBUG] [FORECASTER] ASC: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T07:46:59.533120] [DEBUG] [FORECASTER] ASC: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T07:46:59.894131] [DEBUG] [FORECASTER] ASC: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T07:47:00.261460] [DEBUG] [FORECASTER] ASC: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T07:47:00.628966] [DEBUG] [FORECASTER] ASC: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T07:47:01.696560] [DEBUG] [FORECASTER] ASC: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1
[2025-11-25T07:47:02.117287] [DEBUG] [FORECASTER] ASC: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T07:47:02.492073] [DEBUG] [FORECASTER] ASC: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T07:47:02.881128] [DEBUG] [FORECASTER] ASC: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T07:47:03.250598] [DEBUG] [FORECASTER] ASC: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-25T07:47:03.250807] [INFO ] [CONFIGURE ] ASC: DISCARDED add_recent_range_context (score: 70.00%)
[2025-11-25T07:47:03.250869] [INFO ] [CONFIGURE ] JOB ETA: 2.8h | Avg: 2.7s/test | Remaining: 3758 tests
[2025-11-25T07:47:03.250918] [INFO ] [CONFIGURE ] ASC: Testing feature 24/29: add_rsi
[2025-11-25T07:47:03.250965] [INFO ] [CONFIGURE ] ASC: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_order_flow_imbalance', 'add_ema', 'add_rsi']
[2025-11-25T07:47:03.634747] [DEBUG] [FORECASTER] ASC: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T07:47:04.034210] [DEBUG] [FORECASTER] ASC: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T07:47:04.420465] [DEBUG] [FORECASTER] ASC: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T07:47:04.805358] [DEBUG] [FORECASTER] ASC: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T07:47:05.193015] [DEBUG] [FORECASTER] ASC: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-25T07:47:05.582483] [DEBUG] [FORECASTER] ASC: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1
[2025-11-25T07:47:05.977218] [DEBUG] [FORECASTER] ASC: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T07:47:06.367974] [DEBUG] [FORECASTER] ASC: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T07:47:06.759514] [DEBUG] [FORECASTER] ASC: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T07:47:07.147531] [DEBUG] [FORECASTER] ASC: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-25T07:47:07.147795] [INFO ] [CONFIGURE ] ASC: DISCARDED add_rsi (score: 40.00%)
[2025-11-25T07:47:07.147862] [INFO ] [CONFIGURE ] JOB ETA: 2.8h | Avg: 2.7s/test | Remaining: 3757 tests
[2025-11-25T07:47:07.147911] [INFO ] [CONFIGURE ] ASC: Testing feature 25/29: add_tick_distribution
[2025-11-25T07:47:07.147956] [INFO ] [CONFIGURE ] ASC: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_order_flow_imbalance', 'add_tick_distribution']
[2025-11-25T07:47:07.506363] [DEBUG] [FORECASTER] ASC: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T07:47:07.860524] [DEBUG] [FORECASTER] ASC: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T07:47:08.215441] [DEBUG] [FORECASTER] ASC: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T07:47:08.560634] [DEBUG] [FORECASTER] ASC: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T07:47:08.911067] [DEBUG] [FORECASTER] ASC: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T07:47:09.272701] [DEBUG] [FORECASTER] ASC: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1
[2025-11-25T07:47:09.624922] [DEBUG] [FORECASTER] ASC: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T07:47:09.973393] [DEBUG] [FORECASTER] ASC: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T07:47:10.336176] [DEBUG] [FORECASTER] ASC: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T07:47:10.694348] [DEBUG] [FORECASTER] ASC: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-25T07:47:10.694551] [INFO ] [CONFIGURE ] ASC: DISCARDED add_tick_distribution (score: 60.00%)
[2025-11-25T07:47:10.694612] [INFO ] [CONFIGURE ] JOB ETA: 2.8h | Avg: 2.7s/test | Remaining: 3756 tests
[2025-11-25T07:47:10.694699] [INFO ] [CONFIGURE ] ASC: Testing feature 26/29: add_volume_momentum_confirmation
[2025-11-25T07:47:10.694752] [INFO ] [CONFIGURE ] ASC: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_order_flow_imbalance', 'add_volume_momentum_confirmation']
[2025-11-25T07:47:11.073085] [DEBUG] [FORECASTER] ASC: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T07:47:11.447441] [DEBUG] [FORECASTER] ASC: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T07:47:11.826225] [DEBUG] [FORECASTER] ASC: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T07:47:12.204370] [DEBUG] [FORECASTER] ASC: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T07:47:12.604456] [DEBUG] [FORECASTER] ASC: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T07:47:12.966841] [DEBUG] [FORECASTER] ASC: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1
[2025-11-25T07:47:13.353967] [DEBUG] [FORECASTER] ASC: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T07:47:13.728379] [DEBUG] [FORECASTER] ASC: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T07:47:14.093352] [DEBUG] [FORECASTER] ASC: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T07:47:14.462888] [DEBUG] [FORECASTER] ASC: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-25T07:47:14.463121] [INFO ] [CONFIGURE ] ASC: DISCARDED add_volume_momentum_confirmation (score: 70.00%)
[2025-11-25T07:47:14.463185] [INFO ] [CONFIGURE ] JOB ETA: 2.8h | Avg: 2.7s/test | Remaining: 3755 tests
[2025-11-25T07:47:14.463235] [INFO ] [CONFIGURE ] ASC: Testing feature 27/29: add_volume_price_divergence
[2025-11-25T07:47:14.463281] [INFO ] [CONFIGURE ] ASC: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_order_flow_imbalance', 'add_volume_price_divergence']
[2025-11-25T07:47:14.858753] [DEBUG] [FORECASTER] ASC: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T07:47:15.258698] [DEBUG] [FORECASTER] ASC: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T07:47:15.652990] [DEBUG] [FORECASTER] ASC: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T07:47:16.069375] [DEBUG] [FORECASTER] ASC: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T07:47:16.458950] [DEBUG] [FORECASTER] ASC: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T07:47:16.856516] [DEBUG] [FORECASTER] ASC: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1
[2025-11-25T07:47:17.260988] [DEBUG] [FORECASTER] ASC: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T07:47:17.664817] [DEBUG] [FORECASTER] ASC: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T07:47:18.066122] [DEBUG] [FORECASTER] ASC: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T07:47:18.486669] [DEBUG] [FORECASTER] ASC: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-25T07:47:18.486902] [INFO ] [CONFIGURE ] ASC: DISCARDED add_volume_price_divergence (score: 70.00%)
[2025-11-25T07:47:18.486962] [INFO ] [CONFIGURE ] JOB ETA: 2.8h | Avg: 2.7s/test | Remaining: 3754 tests
[2025-11-25T07:47:18.487010] [INFO ] [CONFIGURE ] ASC: Testing feature 28/29: add_volume_profile
[2025-11-25T07:47:18.487096] [INFO ] [CONFIGURE ] ASC: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_order_flow_imbalance', 'add_volume_profile']
[2025-11-25T07:47:18.850066] [DEBUG] [FORECASTER] ASC: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T07:47:19.212097] [DEBUG] [FORECASTER] ASC: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T07:47:19.587816] [DEBUG] [FORECASTER] ASC: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T07:47:19.957987] [DEBUG] [FORECASTER] ASC: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T07:47:20.346551] [DEBUG] [FORECASTER] ASC: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T07:47:20.736437] [DEBUG] [FORECASTER] ASC: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1
[2025-11-25T07:47:21.124182] [DEBUG] [FORECASTER] ASC: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T07:47:21.506155] [DEBUG] [FORECASTER] ASC: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T07:47:21.889337] [DEBUG] [FORECASTER] ASC: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T07:47:22.269290] [DEBUG] [FORECASTER] ASC: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-25T07:47:22.269493] [INFO ] [CONFIGURE ] ASC: DISCARDED add_volume_profile (score: 60.00%)
[2025-11-25T07:47:22.269555] [INFO ] [CONFIGURE ] JOB ETA: 2.8h | Avg: 2.7s/test | Remaining: 3753 tests
[2025-11-25T07:47:22.269605] [INFO ] [CONFIGURE ] ASC: Testing feature 29/29: add_vwap
[2025-11-25T07:47:22.269673] [INFO ] [CONFIGURE ] ASC: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_order_flow_imbalance', 'add_vwap']
[2025-11-25T07:47:22.652631] [DEBUG] [FORECASTER] ASC: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T07:47:23.054727] [DEBUG] [FORECASTER] ASC: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T07:47:23.433767] [DEBUG] [FORECASTER] ASC: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T07:47:23.817561] [DEBUG] [FORECASTER] ASC: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T07:47:24.208138] [DEBUG] [FORECASTER] ASC: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T07:47:24.595992] [DEBUG] [FORECASTER] ASC: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1
[2025-11-25T07:47:24.986685] [DEBUG] [FORECASTER] ASC: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T07:47:25.380861] [DEBUG] [FORECASTER] ASC: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T07:47:25.774717] [DEBUG] [FORECASTER] ASC: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T07:47:26.181699] [DEBUG] [FORECASTER] ASC: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-25T07:47:26.181930] [INFO ] [CONFIGURE ] ASC: DISCARDED add_vwap (score: 60.00%)
[2025-11-25T07:47:26.181996] [INFO ] [CONFIGURE ] JOB ETA: 2.8h | Avg: 2.7s/test | Remaining: 3752 tests
[2025-11-25T07:47:26.182047] [INFO ] [CONFIGURE ] ASC: ===== FEATURE SELECTION COMPLETE =====
[2025-11-25T07:47:26.182094] [INFO ] [CONFIGURE ] ASC: Best accuracy: 80.00%
[2025-11-25T07:47:26.182150] [INFO ] [CONFIGURE ] ASC: Best feature set (4 features): ['add_bollinger_bands', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_order_flow_imbalance']
[2025-11-25T07:47:26.182214] [INFO ] [CONFIGURE ] ASC: Improvement over baseline: 30.00%
[2025-11-25T07:47:26.182260] [INFO ] [CONFIGURE ] ASC: Total time: 1.6 minutes
[2025-11-25T07:47:26.182301] [INFO ] [CONFIGURE ] ASC: Average time per feature: 3.5 seconds
[2025-11-25T07:47:26.182341] [INFO ] [CONFIGURE ] ASC: Average speed: 0.30 features/sec
[2025-11-25T07:47:26.182837] [INFO ] [LOCAL     ] Saved configuration for ASC: 4 features, 80.00% accuracy -> ./output/feature-sets/ASC.json
[2025-11-25T07:47:26.182910] [INFO ] [CONFIGURE ] ASC: Configuration saved successfully: 4 features, 80.00% accuracy.
[2025-11-25T07:47:26.182963] [INFO ] [sig       ] [35/164] Successfully configured ASC | 0.01 sym/s | Total: 46.4m | ETA: 2.8h
[2025-11-25T07:47:26.183008] [INFO ] [sig       ] [36/164] Configuring ASH...
[2025-11-25T07:47:26.183054] [INFO ] [CONFIGURE ] ASH: Configurate test run.
[2025-11-25T07:47:26.183098] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ASH' from 'https://tdm.silogroup.org/data/derivative_storage/ASH.csv'.
[2025-11-25T07:47:26.197460] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'ASH'.
[2025-11-25T07:47:26.198128] [INFO ] [CONFIGURE ] ASH: Testing with 29 available features
[2025-11-25T07:47:26.198206] [INFO ] [CONFIGURE ] ASH: Establishing baseline with no features...
[2025-11-25T07:47:26.405501] [DEBUG] [FORECASTER] ASH: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0
[2025-11-25T07:47:26.626498] [DEBUG] [FORECASTER] ASH: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T07:47:26.833272] [DEBUG] [FORECASTER] ASH: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T07:47:27.034007] [DEBUG] [FORECASTER] ASH: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T07:47:27.240773] [DEBUG] [FORECASTER] ASH: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T07:47:27.441281] [DEBUG] [FORECASTER] ASH: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T07:47:27.638512] [DEBUG] [FORECASTER] ASH: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T07:47:27.841688] [DEBUG] [FORECASTER] ASH: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T07:47:28.051074] [DEBUG] [FORECASTER] ASH: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T07:47:28.245907] [DEBUG] [FORECASTER] ASH: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T07:47:28.246134] [INFO ] [CONFIGURE ] ASH: Baseline score (no features): 50.00%
[2025-11-25T07:47:28.246187] [INFO ] [CONFIGURE ] ASH: Testing feature 1/29: add_bollinger_bands
[2025-11-25T07:47:28.246226] [INFO ] [CONFIGURE ] ASH: Testing with features: ['add_bollinger_bands']
[2025-11-25T07:47:28.487941] [DEBUG] [FORECASTER] ASH: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0
[2025-11-25T07:47:28.699441] [DEBUG] [FORECASTER] ASH: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T07:47:28.908701] [DEBUG] [FORECASTER] ASH: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T07:47:29.113784] [DEBUG] [FORECASTER] ASH: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T07:47:29.315479] [DEBUG] [FORECASTER] ASH: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T07:47:29.526522] [DEBUG] [FORECASTER] ASH: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T07:47:29.743826] [DEBUG] [FORECASTER] ASH: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T07:47:29.961091] [DEBUG] [FORECASTER] ASH: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T07:47:30.189793] [DEBUG] [FORECASTER] ASH: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T07:47:30.408472] [DEBUG] [FORECASTER] ASH: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T07:47:30.408687] [INFO ] [CONFIGURE ] ASH: KEPT add_bollinger_bands (score: 70.00%)
[2025-11-25T07:47:30.408773] [INFO ] [CONFIGURE ] JOB ETA: 2.8h | Avg: 2.7s/test | Remaining: 3751 tests
[2025-11-25T07:47:30.408826] [INFO ] [CONFIGURE ] ASH: Testing feature 2/29: add_cumulative_delta
[2025-11-25T07:47:30.408883] [INFO ] [CONFIGURE ] ASH: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta']
[2025-11-25T07:47:30.655609] [DEBUG] [FORECASTER] ASH: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0
[2025-11-25T07:47:30.929237] [DEBUG] [FORECASTER] ASH: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T07:47:31.176056] [DEBUG] [FORECASTER] ASH: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T07:47:31.410448] [DEBUG] [FORECASTER] ASH: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T07:47:31.649402] [DEBUG] [FORECASTER] ASH: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T07:47:31.893313] [DEBUG] [FORECASTER] ASH: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T07:47:32.133765] [DEBUG] [FORECASTER] ASH: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T07:47:32.378929] [DEBUG] [FORECASTER] ASH: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T07:47:32.623833] [DEBUG] [FORECASTER] ASH: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T07:47:32.868859] [DEBUG] [FORECASTER] ASH: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T07:47:32.869052] [INFO ] [CONFIGURE ] ASH: DISCARDED add_cumulative_delta (score: 60.00%)
[2025-11-25T07:47:32.869108] [INFO ] [CONFIGURE ] JOB ETA: 2.8h | Avg: 2.7s/test | Remaining: 3750 tests
[2025-11-25T07:47:32.869155] [INFO ] [CONFIGURE ] ASH: Testing feature 3/29: add_daily_returns
[2025-11-25T07:47:32.869197] [INFO ] [CONFIGURE ] ASH: Testing with features: ['add_bollinger_bands', 'add_daily_returns']
[2025-11-25T07:47:33.084184] [DEBUG] [FORECASTER] ASH: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0
[2025-11-25T07:47:33.305703] [DEBUG] [FORECASTER] ASH: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T07:47:33.526506] [DEBUG] [FORECASTER] ASH: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T07:47:33.750098] [DEBUG] [FORECASTER] ASH: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T07:47:33.974156] [DEBUG] [FORECASTER] ASH: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T07:47:34.199047] [DEBUG] [FORECASTER] ASH: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T07:47:34.424160] [DEBUG] [FORECASTER] ASH: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T07:47:34.652900] [DEBUG] [FORECASTER] ASH: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T07:47:34.876874] [DEBUG] [FORECASTER] ASH: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T07:47:35.114946] [DEBUG] [FORECASTER] ASH: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T07:47:35.115155] [INFO ] [CONFIGURE ] ASH: DISCARDED add_daily_returns (score: 60.00%)
[2025-11-25T07:47:35.115205] [INFO ] [CONFIGURE ] JOB ETA: 2.8h | Avg: 2.7s/test | Remaining: 3749 tests
[2025-11-25T07:47:35.115244] [INFO ] [CONFIGURE ] ASH: Testing feature 4/29: add_ema
[2025-11-25T07:47:35.115285] [INFO ] [CONFIGURE ] ASH: Testing with features: ['add_bollinger_bands', 'add_ema']
[2025-11-25T07:47:35.387942] [DEBUG] [FORECASTER] ASH: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0
[2025-11-25T07:47:35.673245] [DEBUG] [FORECASTER] ASH: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T07:47:35.954107] [DEBUG] [FORECASTER] ASH: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T07:47:36.241428] [DEBUG] [FORECASTER] ASH: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T07:47:36.535331] [DEBUG] [FORECASTER] ASH: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T07:47:36.825455] [DEBUG] [FORECASTER] ASH: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T07:47:37.132083] [DEBUG] [FORECASTER] ASH: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T07:47:37.475295] [DEBUG] [FORECASTER] ASH: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T07:47:37.814885] [DEBUG] [FORECASTER] ASH: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T07:47:38.088490] [DEBUG] [FORECASTER] ASH: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T07:47:38.088753] [INFO ] [CONFIGURE ] ASH: DISCARDED add_ema (score: 40.00%)
[2025-11-25T07:47:38.088827] [INFO ] [CONFIGURE ] JOB ETA: 2.8h | Avg: 2.7s/test | Remaining: 3748 tests
[2025-11-25T07:47:38.088883] [INFO ] [CONFIGURE ] ASH: Testing feature 5/29: add_exhaustion_signals
[2025-11-25T07:47:38.088933] [INFO ] [CONFIGURE ] ASH: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals']
[2025-11-25T07:47:38.359117] [DEBUG] [FORECASTER] ASH: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0
[2025-11-25T07:47:38.628495] [DEBUG] [FORECASTER] ASH: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T07:47:38.893412] [DEBUG] [FORECASTER] ASH: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T07:47:39.166040] [DEBUG] [FORECASTER] ASH: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T07:47:39.421805] [DEBUG] [FORECASTER] ASH: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T07:47:39.703905] [DEBUG] [FORECASTER] ASH: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T07:47:39.970989] [DEBUG] [FORECASTER] ASH: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T07:47:40.228197] [DEBUG] [FORECASTER] ASH: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T07:47:40.483059] [DEBUG] [FORECASTER] ASH: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T07:47:40.740370] [DEBUG] [FORECASTER] ASH: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T07:47:40.740584] [INFO ] [CONFIGURE ] ASH: DISCARDED add_exhaustion_signals (score: 40.00%)
[2025-11-25T07:47:40.740664] [INFO ] [CONFIGURE ] JOB ETA: 2.8h | Avg: 2.7s/test | Remaining: 3747 tests
[2025-11-25T07:47:40.740714] [INFO ] [CONFIGURE ] ASH: Testing feature 6/29: add_failed_moves
[2025-11-25T07:47:40.740758] [INFO ] [CONFIGURE ] ASH: Testing with features: ['add_bollinger_bands', 'add_failed_moves']
[2025-11-25T07:47:40.952845] [DEBUG] [FORECASTER] ASH: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0
[2025-11-25T07:47:41.163339] [DEBUG] [FORECASTER] ASH: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T07:47:41.375097] [DEBUG] [FORECASTER] ASH: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T07:47:41.592973] [DEBUG] [FORECASTER] ASH: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T07:47:41.806979] [DEBUG] [FORECASTER] ASH: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T07:47:42.023691] [DEBUG] [FORECASTER] ASH: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T07:47:42.236753] [DEBUG] [FORECASTER] ASH: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T07:47:42.451593] [DEBUG] [FORECASTER] ASH: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T07:47:42.666746] [DEBUG] [FORECASTER] ASH: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T07:47:42.890543] [DEBUG] [FORECASTER] ASH: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T07:47:42.890735] [INFO ] [CONFIGURE ] ASH: DISCARDED add_failed_moves (score: 70.00%)
[2025-11-25T07:47:42.890813] [INFO ] [CONFIGURE ] JOB ETA: 2.8h | Avg: 2.7s/test | Remaining: 3746 tests
[2025-11-25T07:47:42.890874] [INFO ] [CONFIGURE ] ASH: Testing feature 7/29: add_lag_shelf
[2025-11-25T07:47:42.890929] [INFO ] [CONFIGURE ] ASH: Testing with features: ['add_bollinger_bands', 'add_lag_shelf']
[2025-11-25T07:47:43.092471] [DEBUG] [FORECASTER] ASH: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0
[2025-11-25T07:47:43.292614] [DEBUG] [FORECASTER] ASH: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T07:47:43.495837] [DEBUG] [FORECASTER] ASH: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T07:47:43.699138] [DEBUG] [FORECASTER] ASH: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T07:47:43.910009] [DEBUG] [FORECASTER] ASH: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T07:47:44.118527] [DEBUG] [FORECASTER] ASH: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T07:47:44.327360] [DEBUG] [FORECASTER] ASH: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T07:47:44.531466] [DEBUG] [FORECASTER] ASH: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T07:47:44.735954] [DEBUG] [FORECASTER] ASH: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T07:47:44.943023] [DEBUG] [FORECASTER] ASH: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T07:47:44.943201] [INFO ] [CONFIGURE ] ASH: DISCARDED add_lag_shelf (score: 50.00%)
[2025-11-25T07:47:44.943249] [INFO ] [CONFIGURE ] JOB ETA: 2.8h | Avg: 2.7s/test | Remaining: 3745 tests
[2025-11-25T07:47:44.943288] [INFO ] [CONFIGURE ] ASH: Testing feature 8/29: add_macd
[2025-11-25T07:47:44.943325] [INFO ] [CONFIGURE ] ASH: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd']
[2025-11-25T07:47:45.238483] [DEBUG] [FORECASTER] ASH: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0
[2025-11-25T07:47:45.555908] [DEBUG] [FORECASTER] ASH: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T07:47:45.856953] [DEBUG] [FORECASTER] ASH: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T07:47:46.144260] [DEBUG] [FORECASTER] ASH: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T07:47:46.443972] [DEBUG] [FORECASTER] ASH: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T07:47:46.742032] [DEBUG] [FORECASTER] ASH: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T07:47:47.040756] [DEBUG] [FORECASTER] ASH: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T07:47:47.335108] [DEBUG] [FORECASTER] ASH: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T07:47:47.632287] [DEBUG] [FORECASTER] ASH: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T07:47:47.931399] [DEBUG] [FORECASTER] ASH: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T07:47:47.931611] [INFO ] [CONFIGURE ] ASH: DISCARDED add_macd (score: 60.00%)
[2025-11-25T07:47:47.931688] [INFO ] [CONFIGURE ] JOB ETA: 2.8h | Avg: 2.7s/test | Remaining: 3744 tests
[2025-11-25T07:47:47.931746] [INFO ] [CONFIGURE ] ASH: Testing feature 9/29: add_mfi
[2025-11-25T07:47:47.931798] [INFO ] [CONFIGURE ] ASH: Testing with features: ['add_bollinger_bands', 'add_mfi']
[2025-11-25T07:47:48.142464] [DEBUG] [FORECASTER] ASH: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0
[2025-11-25T07:47:48.356919] [DEBUG] [FORECASTER] ASH: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T07:47:48.571279] [DEBUG] [FORECASTER] ASH: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T07:47:48.782077] [DEBUG] [FORECASTER] ASH: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T07:47:48.994220] [DEBUG] [FORECASTER] ASH: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T07:47:49.209911] [DEBUG] [FORECASTER] ASH: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T07:47:49.423588] [DEBUG] [FORECASTER] ASH: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T07:47:49.646887] [DEBUG] [FORECASTER] ASH: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T07:47:49.865946] [DEBUG] [FORECASTER] ASH: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T07:47:50.085269] [DEBUG] [FORECASTER] ASH: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T07:47:50.085507] [INFO ] [CONFIGURE ] ASH: DISCARDED add_mfi (score: 50.00%)
[2025-11-25T07:47:50.085571] [INFO ] [CONFIGURE ] JOB ETA: 2.8h | Avg: 2.7s/test | Remaining: 3743 tests
[2025-11-25T07:47:50.085623] [INFO ] [CONFIGURE ] ASH: Testing feature 10/29: add_momentum_acceleration
[2025-11-25T07:47:50.085692] [INFO ] [CONFIGURE ] ASH: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-11-25T07:47:50.392172] [DEBUG] [FORECASTER] ASH: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T07:47:50.708090] [DEBUG] [FORECASTER] ASH: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T07:47:51.023361] [DEBUG] [FORECASTER] ASH: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T07:47:51.333857] [DEBUG] [FORECASTER] ASH: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T07:47:51.650408] [DEBUG] [FORECASTER] ASH: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T07:47:51.948888] [DEBUG] [FORECASTER] ASH: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T07:47:52.248102] [DEBUG] [FORECASTER] ASH: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T07:47:52.573539] [DEBUG] [FORECASTER] ASH: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T07:47:52.897292] [DEBUG] [FORECASTER] ASH: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T07:47:53.224957] [DEBUG] [FORECASTER] ASH: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T07:47:53.225157] [INFO ] [CONFIGURE ] ASH: DISCARDED add_momentum_acceleration (score: 60.00%)
[2025-11-25T07:47:53.225217] [INFO ] [CONFIGURE ] JOB ETA: 2.8h | Avg: 2.7s/test | Remaining: 3742 tests
[2025-11-25T07:47:53.225264] [INFO ] [CONFIGURE ] ASH: Testing feature 11/29: add_obv_daily
[2025-11-25T07:47:53.225307] [INFO ] [CONFIGURE ] ASH: Testing with features: ['add_bollinger_bands', 'add_obv_daily']
[2025-11-25T07:47:53.458925] [DEBUG] [FORECASTER] ASH: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0
[2025-11-25T07:47:53.687939] [DEBUG] [FORECASTER] ASH: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T07:47:53.918172] [DEBUG] [FORECASTER] ASH: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T07:47:54.140675] [DEBUG] [FORECASTER] ASH: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T07:47:54.363607] [DEBUG] [FORECASTER] ASH: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T07:47:54.587095] [DEBUG] [FORECASTER] ASH: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T07:47:54.810052] [DEBUG] [FORECASTER] ASH: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T07:47:55.026575] [DEBUG] [FORECASTER] ASH: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T07:47:55.244103] [DEBUG] [FORECASTER] ASH: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T07:47:55.462542] [DEBUG] [FORECASTER] ASH: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T07:47:55.462740] [INFO ] [CONFIGURE ] ASH: DISCARDED add_obv_daily (score: 50.00%)
[2025-11-25T07:47:55.462852] [INFO ] [CONFIGURE ] JOB ETA: 2.8h | Avg: 2.7s/test | Remaining: 3741 tests
[2025-11-25T07:47:55.462907] [INFO ] [CONFIGURE ] ASH: Testing feature 12/29: add_obv_interval
[2025-11-25T07:47:55.462955] [INFO ] [CONFIGURE ] ASH: Testing with features: ['add_bollinger_bands', 'add_obv_interval']
[2025-11-25T07:47:55.685105] [DEBUG] [FORECASTER] ASH: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0
[2025-11-25T07:47:55.913914] [DEBUG] [FORECASTER] ASH: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T07:47:56.144862] [DEBUG] [FORECASTER] ASH: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T07:47:56.381342] [DEBUG] [FORECASTER] ASH: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T07:47:56.619340] [DEBUG] [FORECASTER] ASH: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T07:47:56.841665] [DEBUG] [FORECASTER] ASH: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T07:47:57.063838] [DEBUG] [FORECASTER] ASH: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T07:47:57.284824] [DEBUG] [FORECASTER] ASH: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T07:47:57.518069] [DEBUG] [FORECASTER] ASH: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T07:47:57.746473] [DEBUG] [FORECASTER] ASH: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T07:47:57.746684] [INFO ] [CONFIGURE ] ASH: DISCARDED add_obv_interval (score: 60.00%)
[2025-11-25T07:47:57.746769] [INFO ] [CONFIGURE ] JOB ETA: 2.8h | Avg: 2.7s/test | Remaining: 3740 tests
[2025-11-25T07:47:57.746822] [INFO ] [CONFIGURE ] ASH: Testing feature 13/29: add_opening_strength
[2025-11-25T07:47:57.746879] [INFO ] [CONFIGURE ] ASH: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_opening_strength']
[2025-11-25T07:47:57.993056] [DEBUG] [FORECASTER] ASH: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0
[2025-11-25T07:47:58.241169] [DEBUG] [FORECASTER] ASH: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T07:47:58.492259] [DEBUG] [FORECASTER] ASH: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T07:47:58.740734] [DEBUG] [FORECASTER] ASH: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T07:47:58.991938] [DEBUG] [FORECASTER] ASH: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T07:47:59.240990] [DEBUG] [FORECASTER] ASH: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T07:47:59.488630] [DEBUG] [FORECASTER] ASH: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T07:47:59.744348] [DEBUG] [FORECASTER] ASH: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T07:47:59.987968] [DEBUG] [FORECASTER] ASH: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T07:48:00.259347] [DEBUG] [FORECASTER] ASH: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T07:48:00.259537] [INFO ] [CONFIGURE ] ASH: DISCARDED add_opening_strength (score: 70.00%)
[2025-11-25T07:48:00.259597] [INFO ] [CONFIGURE ] JOB ETA: 2.8h | Avg: 2.7s/test | Remaining: 3739 tests
[2025-11-25T07:48:00.259663] [INFO ] [CONFIGURE ] ASH: Testing feature 14/29: add_order_flow_imbalance
[2025-11-25T07:48:00.259709] [INFO ] [CONFIGURE ] ASH: Testing with features: ['add_bollinger_bands', 'add_order_flow_imbalance']
[2025-11-25T07:48:00.506801] [DEBUG] [FORECASTER] ASH: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0
[2025-11-25T07:48:00.784397] [DEBUG] [FORECASTER] ASH: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T07:48:01.886719] [DEBUG] [FORECASTER] ASH: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T07:48:02.324357] [DEBUG] [FORECASTER] ASH: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T07:48:02.583305] [DEBUG] [FORECASTER] ASH: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T07:48:02.834256] [DEBUG] [FORECASTER] ASH: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T07:48:03.072518] [DEBUG] [FORECASTER] ASH: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T07:48:03.319250] [DEBUG] [FORECASTER] ASH: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T07:48:03.566864] [DEBUG] [FORECASTER] ASH: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T07:48:03.812547] [DEBUG] [FORECASTER] ASH: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T07:48:03.812742] [INFO ] [CONFIGURE ] ASH: DISCARDED add_order_flow_imbalance (score: 60.00%)
[2025-11-25T07:48:03.812803] [INFO ] [CONFIGURE ] JOB ETA: 2.8h | Avg: 2.7s/test | Remaining: 3738 tests
[2025-11-25T07:48:03.812850] [INFO ] [CONFIGURE ] ASH: Testing feature 15/29: add_pbf_morning_momentum
[2025-11-25T07:48:03.812895] [INFO ] [CONFIGURE ] ASH: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum']
[2025-11-25T07:48:04.042819] [DEBUG] [FORECASTER] ASH: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0
[2025-11-25T07:48:04.252913] [DEBUG] [FORECASTER] ASH: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T07:48:04.464430] [DEBUG] [FORECASTER] ASH: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T07:48:04.683598] [DEBUG] [FORECASTER] ASH: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T07:48:04.894963] [DEBUG] [FORECASTER] ASH: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T07:48:05.103690] [DEBUG] [FORECASTER] ASH: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T07:48:05.319483] [DEBUG] [FORECASTER] ASH: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T07:48:05.535011] [DEBUG] [FORECASTER] ASH: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T07:48:05.756289] [DEBUG] [FORECASTER] ASH: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T07:48:05.964877] [DEBUG] [FORECASTER] ASH: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T07:48:05.965055] [INFO ] [CONFIGURE ] ASH: DISCARDED add_pbf_morning_momentum (score: 60.00%)
[2025-11-25T07:48:05.965103] [INFO ] [CONFIGURE ] JOB ETA: 2.8h | Avg: 2.7s/test | Remaining: 3737 tests
[2025-11-25T07:48:05.965141] [INFO ] [CONFIGURE ] ASH: Testing feature 16/29: add_pbf_overnight_gap
[2025-11-25T07:48:05.965176] [INFO ] [CONFIGURE ] ASH: Testing with features: ['add_bollinger_bands', 'add_pbf_overnight_gap']
[2025-11-25T07:48:06.194574] [DEBUG] [FORECASTER] ASH: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0
[2025-11-25T07:48:06.437563] [DEBUG] [FORECASTER] ASH: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T07:48:06.669217] [DEBUG] [FORECASTER] ASH: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T07:48:06.896559] [DEBUG] [FORECASTER] ASH: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T07:48:07.122845] [DEBUG] [FORECASTER] ASH: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T07:48:07.353184] [DEBUG] [FORECASTER] ASH: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T07:48:07.582858] [DEBUG] [FORECASTER] ASH: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T07:48:07.809230] [DEBUG] [FORECASTER] ASH: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T07:48:08.037608] [DEBUG] [FORECASTER] ASH: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T07:48:08.270345] [DEBUG] [FORECASTER] ASH: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T07:48:08.270533] [INFO ] [CONFIGURE ] ASH: DISCARDED add_pbf_overnight_gap (score: 50.00%)
[2025-11-25T07:48:08.270584] [INFO ] [CONFIGURE ] JOB ETA: 2.8h | Avg: 2.7s/test | Remaining: 3736 tests
[2025-11-25T07:48:08.270626] [INFO ] [CONFIGURE ] ASH: Testing feature 17/29: add_pbf_return_2d
[2025-11-25T07:48:08.270684] [INFO ] [CONFIGURE ] ASH: Testing with features: ['add_bollinger_bands', 'add_pbf_return_2d']
[2025-11-25T07:48:08.506011] [DEBUG] [FORECASTER] ASH: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0
[2025-11-25T07:48:08.733460] [DEBUG] [FORECASTER] ASH: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T07:48:08.959279] [DEBUG] [FORECASTER] ASH: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T07:48:09.185599] [DEBUG] [FORECASTER] ASH: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T07:48:09.409080] [DEBUG] [FORECASTER] ASH: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T07:48:09.637306] [DEBUG] [FORECASTER] ASH: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T07:48:09.864882] [DEBUG] [FORECASTER] ASH: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T07:48:10.091800] [DEBUG] [FORECASTER] ASH: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T07:48:10.319781] [DEBUG] [FORECASTER] ASH: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T07:48:10.547204] [DEBUG] [FORECASTER] ASH: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T07:48:10.547419] [INFO ] [CONFIGURE ] ASH: DISCARDED add_pbf_return_2d (score: 60.00%)
[2025-11-25T07:48:10.547482] [INFO ] [CONFIGURE ] JOB ETA: 2.8h | Avg: 2.7s/test | Remaining: 3735 tests
[2025-11-25T07:48:10.547534] [INFO ] [CONFIGURE ] ASH: Testing feature 18/29: add_pbf_volatility_5d
[2025-11-25T07:48:10.547577] [INFO ] [CONFIGURE ] ASH: Testing with features: ['add_bollinger_bands', 'add_pbf_volatility_5d']
[2025-11-25T07:48:10.761012] [DEBUG] [FORECASTER] ASH: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T07:48:10.966521] [DEBUG] [FORECASTER] ASH: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T07:48:11.164298] [DEBUG] [FORECASTER] ASH: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T07:48:11.366466] [DEBUG] [FORECASTER] ASH: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T07:48:11.565408] [DEBUG] [FORECASTER] ASH: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T07:48:11.766791] [DEBUG] [FORECASTER] ASH: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T07:48:11.967339] [DEBUG] [FORECASTER] ASH: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T07:48:12.166474] [DEBUG] [FORECASTER] ASH: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T07:48:12.364618] [DEBUG] [FORECASTER] ASH: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T07:48:12.564465] [DEBUG] [FORECASTER] ASH: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T07:48:12.564837] [INFO ] [CONFIGURE ] ASH: KEPT add_pbf_volatility_5d (score: 80.00%)
[2025-11-25T07:48:12.564956] [INFO ] [CONFIGURE ] JOB ETA: 2.8h | Avg: 2.7s/test | Remaining: 3734 tests
[2025-11-25T07:48:12.565065] [INFO ] [CONFIGURE ] ASH: Testing feature 19/29: add_pbf_vs_sma_5
[2025-11-25T07:48:12.565173] [INFO ] [CONFIGURE ] ASH: Testing with features: ['add_bollinger_bands', 'add_pbf_volatility_5d', 'add_pbf_vs_sma_5']
[2025-11-25T07:48:12.786016] [DEBUG] [FORECASTER] ASH: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0
[2025-11-25T07:48:13.004966] [DEBUG] [FORECASTER] ASH: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T07:48:13.227314] [DEBUG] [FORECASTER] ASH: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T07:48:13.444095] [DEBUG] [FORECASTER] ASH: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T07:48:13.661908] [DEBUG] [FORECASTER] ASH: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T07:48:13.890207] [DEBUG] [FORECASTER] ASH: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T07:48:14.120112] [DEBUG] [FORECASTER] ASH: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T07:48:14.341110] [DEBUG] [FORECASTER] ASH: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T07:48:14.562127] [DEBUG] [FORECASTER] ASH: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T07:48:14.784322] [DEBUG] [FORECASTER] ASH: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T07:48:14.784497] [INFO ] [CONFIGURE ] ASH: DISCARDED add_pbf_vs_sma_5 (score: 70.00%)
[2025-11-25T07:48:14.784546] [INFO ] [CONFIGURE ] JOB ETA: 2.8h | Avg: 2.7s/test | Remaining: 3733 tests
[2025-11-25T07:48:14.784585] [INFO ] [CONFIGURE ] ASH: Testing feature 20/29: add_price_rejection
[2025-11-25T07:48:14.784621] [INFO ] [CONFIGURE ] ASH: Testing with features: ['add_bollinger_bands', 'add_pbf_volatility_5d', 'add_price_rejection']
[2025-11-25T07:48:15.045147] [DEBUG] [FORECASTER] ASH: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T07:48:15.287812] [DEBUG] [FORECASTER] ASH: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T07:48:15.527748] [DEBUG] [FORECASTER] ASH: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T07:48:15.773679] [DEBUG] [FORECASTER] ASH: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T07:48:16.012261] [DEBUG] [FORECASTER] ASH: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T07:48:16.258184] [DEBUG] [FORECASTER] ASH: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T07:48:16.507600] [DEBUG] [FORECASTER] ASH: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T07:48:16.746754] [DEBUG] [FORECASTER] ASH: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T07:48:16.982942] [DEBUG] [FORECASTER] ASH: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T07:48:17.220466] [DEBUG] [FORECASTER] ASH: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T07:48:17.220638] [INFO ] [CONFIGURE ] ASH: DISCARDED add_price_rejection (score: 60.00%)
[2025-11-25T07:48:17.220718] [INFO ] [CONFIGURE ] JOB ETA: 2.8h | Avg: 2.7s/test | Remaining: 3732 tests
[2025-11-25T07:48:17.220763] [INFO ] [CONFIGURE ] ASH: Testing feature 21/29: add_range_position
[2025-11-25T07:48:17.220827] [INFO ] [CONFIGURE ] ASH: Testing with features: ['add_bollinger_bands', 'add_pbf_volatility_5d', 'add_range_position']
[2025-11-25T07:48:17.473413] [DEBUG] [FORECASTER] ASH: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T07:48:17.729391] [DEBUG] [FORECASTER] ASH: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T07:48:17.987971] [DEBUG] [FORECASTER] ASH: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T07:48:18.241964] [DEBUG] [FORECASTER] ASH: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T07:48:18.499414] [DEBUG] [FORECASTER] ASH: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T07:48:18.755214] [DEBUG] [FORECASTER] ASH: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T07:48:19.010286] [DEBUG] [FORECASTER] ASH: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T07:48:19.265866] [DEBUG] [FORECASTER] ASH: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T07:48:19.520213] [DEBUG] [FORECASTER] ASH: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T07:48:19.780521] [DEBUG] [FORECASTER] ASH: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T07:48:19.780742] [INFO ] [CONFIGURE ] ASH: DISCARDED add_range_position (score: 70.00%)
[2025-11-25T07:48:19.780802] [INFO ] [CONFIGURE ] JOB ETA: 2.8h | Avg: 2.7s/test | Remaining: 3731 tests
[2025-11-25T07:48:19.780850] [INFO ] [CONFIGURE ] ASH: Testing feature 22/29: add_realized_volatility
[2025-11-25T07:48:19.780893] [INFO ] [CONFIGURE ] ASH: Testing with features: ['add_bollinger_bands', 'add_pbf_volatility_5d', 'add_realized_volatility']
[2025-11-25T07:48:20.123233] [DEBUG] [FORECASTER] ASH: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T07:48:20.477134] [DEBUG] [FORECASTER] ASH: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T07:48:20.837945] [DEBUG] [FORECASTER] ASH: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T07:48:21.215509] [DEBUG] [FORECASTER] ASH: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T07:48:21.586104] [DEBUG] [FORECASTER] ASH: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T07:48:21.958271] [DEBUG] [FORECASTER] ASH: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T07:48:22.329014] [DEBUG] [FORECASTER] ASH: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T07:48:22.687312] [DEBUG] [FORECASTER] ASH: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T07:48:23.046088] [DEBUG] [FORECASTER] ASH: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T07:48:23.404223] [DEBUG] [FORECASTER] ASH: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T07:48:23.404453] [INFO ] [CONFIGURE ] ASH: KEPT add_realized_volatility (score: 90.00%)
[2025-11-25T07:48:23.404515] [INFO ] [CONFIGURE ] JOB ETA: 2.8h | Avg: 2.7s/test | Remaining: 3730 tests
[2025-11-25T07:48:23.404591] [INFO ] [CONFIGURE ] ASH: Testing feature 23/29: add_recent_range_context
[2025-11-25T07:48:23.404638] [INFO ] [CONFIGURE ] ASH: Testing with features: ['add_bollinger_bands', 'add_pbf_volatility_5d', 'add_realized_volatility', 'add_recent_range_context']
[2025-11-25T07:48:23.782289] [DEBUG] [FORECASTER] ASH: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0
[2025-11-25T07:48:24.179306] [DEBUG] [FORECASTER] ASH: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T07:48:24.549781] [DEBUG] [FORECASTER] ASH: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T07:48:24.985960] [DEBUG] [FORECASTER] ASH: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T07:48:25.462926] [DEBUG] [FORECASTER] ASH: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T07:48:25.848400] [DEBUG] [FORECASTER] ASH: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T07:48:26.238122] [DEBUG] [FORECASTER] ASH: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T07:48:26.617226] [DEBUG] [FORECASTER] ASH: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T07:48:26.997217] [DEBUG] [FORECASTER] ASH: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T07:48:27.383743] [DEBUG] [FORECASTER] ASH: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T07:48:27.383957] [INFO ] [CONFIGURE ] ASH: DISCARDED add_recent_range_context (score: 80.00%)
[2025-11-25T07:48:27.384022] [INFO ] [CONFIGURE ] JOB ETA: 2.8h | Avg: 2.7s/test | Remaining: 3729 tests
[2025-11-25T07:48:27.384071] [INFO ] [CONFIGURE ] ASH: Testing feature 24/29: add_rsi
[2025-11-25T07:48:27.384116] [INFO ] [CONFIGURE ] ASH: Testing with features: ['add_bollinger_bands', 'add_pbf_volatility_5d', 'add_realized_volatility', 'add_ema', 'add_rsi']
[2025-11-25T07:48:27.792659] [DEBUG] [FORECASTER] ASH: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0
[2025-11-25T07:48:28.223674] [DEBUG] [FORECASTER] ASH: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T07:48:28.579144] [DEBUG] [FORECASTER] ASH: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T07:48:28.978701] [DEBUG] [FORECASTER] ASH: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T07:48:29.361418] [DEBUG] [FORECASTER] ASH: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T07:48:29.752370] [DEBUG] [FORECASTER] ASH: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T07:48:30.145489] [DEBUG] [FORECASTER] ASH: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T07:48:30.528597] [DEBUG] [FORECASTER] ASH: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T07:48:30.914399] [DEBUG] [FORECASTER] ASH: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T07:48:31.314402] [DEBUG] [FORECASTER] ASH: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T07:48:31.314628] [INFO ] [CONFIGURE ] ASH: DISCARDED add_rsi (score: 60.00%)
[2025-11-25T07:48:31.314711] [INFO ] [CONFIGURE ] JOB ETA: 2.8h | Avg: 2.7s/test | Remaining: 3728 tests
[2025-11-25T07:48:31.314764] [INFO ] [CONFIGURE ] ASH: Testing feature 25/29: add_tick_distribution
[2025-11-25T07:48:31.314814] [INFO ] [CONFIGURE ] ASH: Testing with features: ['add_bollinger_bands', 'add_pbf_volatility_5d', 'add_realized_volatility', 'add_tick_distribution']
[2025-11-25T07:48:31.687083] [DEBUG] [FORECASTER] ASH: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0
[2025-11-25T07:48:32.033288] [DEBUG] [FORECASTER] ASH: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T07:48:32.385776] [DEBUG] [FORECASTER] ASH: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T07:48:32.763415] [DEBUG] [FORECASTER] ASH: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T07:48:33.119406] [DEBUG] [FORECASTER] ASH: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T07:48:33.473442] [DEBUG] [FORECASTER] ASH: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T07:48:33.826845] [DEBUG] [FORECASTER] ASH: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T07:48:34.185864] [DEBUG] [FORECASTER] ASH: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T07:48:34.562188] [DEBUG] [FORECASTER] ASH: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T07:48:34.913574] [DEBUG] [FORECASTER] ASH: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T07:48:34.913824] [INFO ] [CONFIGURE ] ASH: DISCARDED add_tick_distribution (score: 80.00%)
[2025-11-25T07:48:34.913886] [INFO ] [CONFIGURE ] JOB ETA: 2.8h | Avg: 2.7s/test | Remaining: 3727 tests
[2025-11-25T07:48:34.913937] [INFO ] [CONFIGURE ] ASH: Testing feature 26/29: add_volume_momentum_confirmation
[2025-11-25T07:48:34.913983] [INFO ] [CONFIGURE ] ASH: Testing with features: ['add_bollinger_bands', 'add_pbf_volatility_5d', 'add_realized_volatility', 'add_volume_momentum_confirmation']
[2025-11-25T07:48:35.293740] [DEBUG] [FORECASTER] ASH: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0
[2025-11-25T07:48:35.655754] [DEBUG] [FORECASTER] ASH: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T07:48:36.008399] [DEBUG] [FORECASTER] ASH: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T07:48:36.358533] [DEBUG] [FORECASTER] ASH: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T07:48:36.702299] [DEBUG] [FORECASTER] ASH: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T07:48:37.079454] [DEBUG] [FORECASTER] ASH: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T07:48:37.462731] [DEBUG] [FORECASTER] ASH: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T07:48:37.825805] [DEBUG] [FORECASTER] ASH: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T07:48:38.190940] [DEBUG] [FORECASTER] ASH: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T07:48:38.556061] [DEBUG] [FORECASTER] ASH: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T07:48:38.556264] [INFO ] [CONFIGURE ] ASH: DISCARDED add_volume_momentum_confirmation (score: 80.00%)
[2025-11-25T07:48:38.556324] [INFO ] [CONFIGURE ] JOB ETA: 2.8h | Avg: 2.7s/test | Remaining: 3726 tests
[2025-11-25T07:48:38.556372] [INFO ] [CONFIGURE ] ASH: Testing feature 27/29: add_volume_price_divergence
[2025-11-25T07:48:38.556416] [INFO ] [CONFIGURE ] ASH: Testing with features: ['add_bollinger_bands', 'add_pbf_volatility_5d', 'add_realized_volatility', 'add_volume_price_divergence']
[2025-11-25T07:48:38.940533] [DEBUG] [FORECASTER] ASH: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0
[2025-11-25T07:48:39.337522] [DEBUG] [FORECASTER] ASH: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T07:48:39.734751] [DEBUG] [FORECASTER] ASH: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T07:48:40.134243] [DEBUG] [FORECASTER] ASH: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T07:48:40.508615] [DEBUG] [FORECASTER] ASH: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T07:48:40.903721] [DEBUG] [FORECASTER] ASH: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T07:48:41.273754] [DEBUG] [FORECASTER] ASH: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T07:48:41.655035] [DEBUG] [FORECASTER] ASH: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T07:48:42.050296] [DEBUG] [FORECASTER] ASH: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T07:48:42.440035] [DEBUG] [FORECASTER] ASH: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T07:48:42.440294] [INFO ] [CONFIGURE ] ASH: DISCARDED add_volume_price_divergence (score: 60.00%)
[2025-11-25T07:48:42.440356] [INFO ] [CONFIGURE ] JOB ETA: 2.8h | Avg: 2.7s/test | Remaining: 3725 tests
[2025-11-25T07:48:42.440429] [INFO ] [CONFIGURE ] ASH: Testing feature 28/29: add_volume_profile
[2025-11-25T07:48:42.440478] [INFO ] [CONFIGURE ] ASH: Testing with features: ['add_bollinger_bands', 'add_pbf_volatility_5d', 'add_realized_volatility', 'add_volume_profile']
[2025-11-25T07:48:42.787632] [DEBUG] [FORECASTER] ASH: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T07:48:43.140282] [DEBUG] [FORECASTER] ASH: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T07:48:43.490356] [DEBUG] [FORECASTER] ASH: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T07:48:43.858019] [DEBUG] [FORECASTER] ASH: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T07:48:44.199358] [DEBUG] [FORECASTER] ASH: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T07:48:44.570259] [DEBUG] [FORECASTER] ASH: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T07:48:44.914502] [DEBUG] [FORECASTER] ASH: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T07:48:45.277200] [DEBUG] [FORECASTER] ASH: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T07:48:45.634054] [DEBUG] [FORECASTER] ASH: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T07:48:46.000803] [DEBUG] [FORECASTER] ASH: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T07:48:46.001048] [INFO ] [CONFIGURE ] ASH: DISCARDED add_volume_profile (score: 70.00%)
[2025-11-25T07:48:46.001109] [INFO ] [CONFIGURE ] JOB ETA: 2.8h | Avg: 2.7s/test | Remaining: 3724 tests
[2025-11-25T07:48:46.001157] [INFO ] [CONFIGURE ] ASH: Testing feature 29/29: add_vwap
[2025-11-25T07:48:46.001201] [INFO ] [CONFIGURE ] ASH: Testing with features: ['add_bollinger_bands', 'add_pbf_volatility_5d', 'add_realized_volatility', 'add_vwap']
[2025-11-25T07:48:46.360357] [DEBUG] [FORECASTER] ASH: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0
[2025-11-25T07:48:46.718628] [DEBUG] [FORECASTER] ASH: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T07:48:47.120364] [DEBUG] [FORECASTER] ASH: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T07:48:47.504401] [DEBUG] [FORECASTER] ASH: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T07:48:47.903418] [DEBUG] [FORECASTER] ASH: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T07:48:48.291092] [DEBUG] [FORECASTER] ASH: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T07:48:48.680514] [DEBUG] [FORECASTER] ASH: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T07:48:49.088789] [DEBUG] [FORECASTER] ASH: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T07:48:49.482809] [DEBUG] [FORECASTER] ASH: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T07:48:49.872552] [DEBUG] [FORECASTER] ASH: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T07:48:49.873126] [INFO ] [CONFIGURE ] ASH: DISCARDED add_vwap (score: 70.00%)
[2025-11-25T07:48:49.873193] [INFO ] [CONFIGURE ] JOB ETA: 2.8h | Avg: 2.7s/test | Remaining: 3723 tests
[2025-11-25T07:48:49.873252] [INFO ] [CONFIGURE ] ASH: ===== FEATURE SELECTION COMPLETE =====
[2025-11-25T07:48:49.873297] [INFO ] [CONFIGURE ] ASH: Best accuracy: 90.00%
[2025-11-25T07:48:49.873340] [INFO ] [CONFIGURE ] ASH: Best feature set (3 features): ['add_bollinger_bands', 'add_pbf_volatility_5d', 'add_realized_volatility']
[2025-11-25T07:48:49.873383] [INFO ] [CONFIGURE ] ASH: Improvement over baseline: 40.00%
[2025-11-25T07:48:49.873424] [INFO ] [CONFIGURE ] ASH: Total time: 1.4 minutes
[2025-11-25T07:48:49.873481] [INFO ] [CONFIGURE ] ASH: Average time per feature: 2.8 seconds
[2025-11-25T07:48:49.873524] [INFO ] [CONFIGURE ] ASH: Average speed: 0.36 features/sec
[2025-11-25T07:48:49.874120] [INFO ] [LOCAL     ] Saved configuration for ASH: 3 features, 90.00% accuracy -> ./output/feature-sets/ASH.json
[2025-11-25T07:48:49.874180] [INFO ] [CONFIGURE ] ASH: Configuration saved successfully: 3 features, 90.00% accuracy.
[2025-11-25T07:48:49.874249] [INFO ] [sig       ] [36/164] Successfully configured ASH | 0.01 sym/s | Total: 47.8m | ETA: 2.8h
[2025-11-25T07:48:49.874296] [INFO ] [sig       ] [37/164] Configuring ASIX...
[2025-11-25T07:48:49.874338] [INFO ] [CONFIGURE ] ASIX: Configurate test run.
[2025-11-25T07:48:49.874378] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ASIX' from 'https://tdm.silogroup.org/data/derivative_storage/ASIX.csv'.
[2025-11-25T07:48:49.887389] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'ASIX'.
[2025-11-25T07:48:49.887872] [INFO ] [CONFIGURE ] ASIX: Testing with 29 available features
[2025-11-25T07:48:49.887936] [INFO ] [CONFIGURE ] ASIX: Establishing baseline with no features...
[2025-11-25T07:48:50.084010] [DEBUG] [FORECASTER] ASIX: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0
[2025-11-25T07:48:50.274854] [DEBUG] [FORECASTER] ASIX: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T07:48:50.450015] [DEBUG] [FORECASTER] ASIX: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T07:48:50.621545] [DEBUG] [FORECASTER] ASIX: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T07:48:50.805072] [DEBUG] [FORECASTER] ASIX: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T07:48:50.981668] [DEBUG] [FORECASTER] ASIX: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T07:48:51.155825] [DEBUG] [FORECASTER] ASIX: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T07:48:51.336435] [DEBUG] [FORECASTER] ASIX: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T07:48:51.508465] [DEBUG] [FORECASTER] ASIX: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-25T07:48:51.681983] [DEBUG] [FORECASTER] ASIX: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-25T07:48:51.682322] [INFO ] [CONFIGURE ] ASIX: Baseline score (no features): 40.00%
[2025-11-25T07:48:51.682437] [INFO ] [CONFIGURE ] ASIX: Testing feature 1/29: add_bollinger_bands
[2025-11-25T07:48:51.682542] [INFO ] [CONFIGURE ] ASIX: Testing with features: ['add_bollinger_bands']
[2025-11-25T07:48:51.885402] [DEBUG] [FORECASTER] ASIX: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T07:48:52.082894] [DEBUG] [FORECASTER] ASIX: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T07:48:52.283527] [DEBUG] [FORECASTER] ASIX: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T07:48:52.483234] [DEBUG] [FORECASTER] ASIX: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T07:48:52.688757] [DEBUG] [FORECASTER] ASIX: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T07:48:52.895299] [DEBUG] [FORECASTER] ASIX: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T07:48:53.093255] [DEBUG] [FORECASTER] ASIX: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T07:48:53.290051] [DEBUG] [FORECASTER] ASIX: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T07:48:53.490983] [DEBUG] [FORECASTER] ASIX: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T07:48:53.690603] [DEBUG] [FORECASTER] ASIX: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-25T07:48:53.690802] [INFO ] [CONFIGURE ] ASIX: KEPT add_bollinger_bands (score: 70.00%)
[2025-11-25T07:48:53.690851] [INFO ] [CONFIGURE ] JOB ETA: 2.8h | Avg: 2.7s/test | Remaining: 3722 tests
[2025-11-25T07:48:53.690889] [INFO ] [CONFIGURE ] ASIX: Testing feature 2/29: add_cumulative_delta
[2025-11-25T07:48:53.690925] [INFO ] [CONFIGURE ] ASIX: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta']
[2025-11-25T07:48:53.931165] [DEBUG] [FORECASTER] ASIX: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T07:48:54.174343] [DEBUG] [FORECASTER] ASIX: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T07:48:54.410731] [DEBUG] [FORECASTER] ASIX: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T07:48:54.649520] [DEBUG] [FORECASTER] ASIX: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T07:48:54.886294] [DEBUG] [FORECASTER] ASIX: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T07:48:55.124487] [DEBUG] [FORECASTER] ASIX: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T07:48:55.369836] [DEBUG] [FORECASTER] ASIX: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T07:48:55.630022] [DEBUG] [FORECASTER] ASIX: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T07:48:55.878026] [DEBUG] [FORECASTER] ASIX: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T07:48:56.119428] [DEBUG] [FORECASTER] ASIX: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-25T07:48:56.119608] [INFO ] [CONFIGURE ] ASIX: DISCARDED add_cumulative_delta (score: 50.00%)
[2025-11-25T07:48:56.119683] [INFO ] [CONFIGURE ] JOB ETA: 2.8h | Avg: 2.7s/test | Remaining: 3721 tests
[2025-11-25T07:48:56.119731] [INFO ] [CONFIGURE ] ASIX: Testing feature 3/29: add_daily_returns
[2025-11-25T07:48:56.119774] [INFO ] [CONFIGURE ] ASIX: Testing with features: ['add_bollinger_bands', 'add_daily_returns']
[2025-11-25T07:48:56.331491] [DEBUG] [FORECASTER] ASIX: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T07:48:56.543660] [DEBUG] [FORECASTER] ASIX: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T07:48:56.752269] [DEBUG] [FORECASTER] ASIX: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T07:48:56.963688] [DEBUG] [FORECASTER] ASIX: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T07:48:57.178835] [DEBUG] [FORECASTER] ASIX: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T07:48:57.412070] [DEBUG] [FORECASTER] ASIX: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T07:48:57.652267] [DEBUG] [FORECASTER] ASIX: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T07:48:57.868216] [DEBUG] [FORECASTER] ASIX: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T07:48:58.083378] [DEBUG] [FORECASTER] ASIX: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T07:48:58.297394] [DEBUG] [FORECASTER] ASIX: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-25T07:48:58.297566] [INFO ] [CONFIGURE ] ASIX: KEPT add_daily_returns (score: 80.00%)
[2025-11-25T07:48:58.297615] [INFO ] [CONFIGURE ] JOB ETA: 2.8h | Avg: 2.7s/test | Remaining: 3720 tests
[2025-11-25T07:48:58.297671] [INFO ] [CONFIGURE ] ASIX: Testing feature 4/29: add_ema
[2025-11-25T07:48:58.297731] [INFO ] [CONFIGURE ] ASIX: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_ema']
[2025-11-25T07:48:58.558219] [DEBUG] [FORECASTER] ASIX: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T07:48:58.816016] [DEBUG] [FORECASTER] ASIX: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T07:48:59.077864] [DEBUG] [FORECASTER] ASIX: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T07:48:59.339220] [DEBUG] [FORECASTER] ASIX: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T07:48:59.603451] [DEBUG] [FORECASTER] ASIX: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T07:48:59.871213] [DEBUG] [FORECASTER] ASIX: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T07:49:00.135824] [DEBUG] [FORECASTER] ASIX: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T07:49:01.267881] [DEBUG] [FORECASTER] ASIX: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T07:49:01.546682] [DEBUG] [FORECASTER] ASIX: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-25T07:49:01.845000] [DEBUG] [FORECASTER] ASIX: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-25T07:49:01.845211] [INFO ] [CONFIGURE ] ASIX: DISCARDED add_ema (score: 80.00%)
[2025-11-25T07:49:01.845291] [INFO ] [CONFIGURE ] JOB ETA: 2.8h | Avg: 2.7s/test | Remaining: 3719 tests
[2025-11-25T07:49:01.845345] [INFO ] [CONFIGURE ] ASIX: Testing feature 5/29: add_exhaustion_signals
[2025-11-25T07:49:01.845389] [INFO ] [CONFIGURE ] ASIX: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_vwap', 'add_exhaustion_signals']
[2025-11-25T07:49:02.126286] [DEBUG] [FORECASTER] ASIX: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T07:49:02.414070] [DEBUG] [FORECASTER] ASIX: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T07:49:02.688109] [DEBUG] [FORECASTER] ASIX: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T07:49:02.949302] [DEBUG] [FORECASTER] ASIX: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T07:49:03.238313] [DEBUG] [FORECASTER] ASIX: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T07:49:03.502906] [DEBUG] [FORECASTER] ASIX: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T07:49:03.772342] [DEBUG] [FORECASTER] ASIX: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T07:49:04.039823] [DEBUG] [FORECASTER] ASIX: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T07:49:04.308585] [DEBUG] [FORECASTER] ASIX: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-25T07:49:04.581386] [DEBUG] [FORECASTER] ASIX: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-25T07:49:04.581564] [INFO ] [CONFIGURE ] ASIX: DISCARDED add_exhaustion_signals (score: 80.00%)
[2025-11-25T07:49:04.581622] [INFO ] [CONFIGURE ] JOB ETA: 2.8h | Avg: 2.7s/test | Remaining: 3718 tests
[2025-11-25T07:49:04.581690] [INFO ] [CONFIGURE ] ASIX: Testing feature 6/29: add_failed_moves
[2025-11-25T07:49:04.581735] [INFO ] [CONFIGURE ] ASIX: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_failed_moves']
[2025-11-25T07:49:04.807715] [DEBUG] [FORECASTER] ASIX: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T07:49:05.030023] [DEBUG] [FORECASTER] ASIX: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T07:49:05.253713] [DEBUG] [FORECASTER] ASIX: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T07:49:05.477061] [DEBUG] [FORECASTER] ASIX: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T07:49:05.707043] [DEBUG] [FORECASTER] ASIX: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T07:49:05.951444] [DEBUG] [FORECASTER] ASIX: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T07:49:06.177294] [DEBUG] [FORECASTER] ASIX: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T07:49:06.405036] [DEBUG] [FORECASTER] ASIX: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T07:49:06.630733] [DEBUG] [FORECASTER] ASIX: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T07:49:06.869574] [DEBUG] [FORECASTER] ASIX: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-25T07:49:06.869790] [INFO ] [CONFIGURE ] ASIX: DISCARDED add_failed_moves (score: 80.00%)
[2025-11-25T07:49:06.869852] [INFO ] [CONFIGURE ] JOB ETA: 2.8h | Avg: 2.7s/test | Remaining: 3717 tests
[2025-11-25T07:49:06.869902] [INFO ] [CONFIGURE ] ASIX: Testing feature 7/29: add_lag_shelf
[2025-11-25T07:49:06.869951] [INFO ] [CONFIGURE ] ASIX: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_lag_shelf']
[2025-11-25T07:49:07.097517] [DEBUG] [FORECASTER] ASIX: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T07:49:07.315858] [DEBUG] [FORECASTER] ASIX: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T07:49:07.546511] [DEBUG] [FORECASTER] ASIX: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T07:49:07.780579] [DEBUG] [FORECASTER] ASIX: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T07:49:08.021878] [DEBUG] [FORECASTER] ASIX: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T07:49:08.254514] [DEBUG] [FORECASTER] ASIX: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T07:49:08.498838] [DEBUG] [FORECASTER] ASIX: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T07:49:08.733135] [DEBUG] [FORECASTER] ASIX: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T07:49:08.971265] [DEBUG] [FORECASTER] ASIX: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T07:49:09.206100] [DEBUG] [FORECASTER] ASIX: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-25T07:49:09.206442] [INFO ] [CONFIGURE ] ASIX: DISCARDED add_lag_shelf (score: 80.00%)
[2025-11-25T07:49:09.206558] [INFO ] [CONFIGURE ] JOB ETA: 2.8h | Avg: 2.7s/test | Remaining: 3716 tests
[2025-11-25T07:49:09.206680] [INFO ] [CONFIGURE ] ASIX: Testing feature 8/29: add_macd
[2025-11-25T07:49:09.206788] [INFO ] [CONFIGURE ] ASIX: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_vwap', 'add_macd']
[2025-11-25T07:49:09.529827] [DEBUG] [FORECASTER] ASIX: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T07:49:09.885469] [DEBUG] [FORECASTER] ASIX: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T07:49:10.210359] [DEBUG] [FORECASTER] ASIX: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T07:49:10.533093] [DEBUG] [FORECASTER] ASIX: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T07:49:10.860607] [DEBUG] [FORECASTER] ASIX: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T07:49:11.187303] [DEBUG] [FORECASTER] ASIX: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T07:49:11.506547] [DEBUG] [FORECASTER] ASIX: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T07:49:11.810511] [DEBUG] [FORECASTER] ASIX: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T07:49:12.116609] [DEBUG] [FORECASTER] ASIX: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T07:49:12.420593] [DEBUG] [FORECASTER] ASIX: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-25T07:49:12.420799] [INFO ] [CONFIGURE ] ASIX: DISCARDED add_macd (score: 50.00%)
[2025-11-25T07:49:12.420857] [INFO ] [CONFIGURE ] JOB ETA: 2.8h | Avg: 2.7s/test | Remaining: 3715 tests
[2025-11-25T07:49:12.420905] [INFO ] [CONFIGURE ] ASIX: Testing feature 9/29: add_mfi
[2025-11-25T07:49:12.420948] [INFO ] [CONFIGURE ] ASIX: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_mfi']
[2025-11-25T07:49:12.652253] [DEBUG] [FORECASTER] ASIX: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T07:49:12.883694] [DEBUG] [FORECASTER] ASIX: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T07:49:13.115381] [DEBUG] [FORECASTER] ASIX: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T07:49:13.346143] [DEBUG] [FORECASTER] ASIX: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T07:49:13.583761] [DEBUG] [FORECASTER] ASIX: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T07:49:13.819252] [DEBUG] [FORECASTER] ASIX: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T07:49:14.058461] [DEBUG] [FORECASTER] ASIX: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T07:49:14.296157] [DEBUG] [FORECASTER] ASIX: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T07:49:14.539159] [DEBUG] [FORECASTER] ASIX: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T07:49:14.773727] [DEBUG] [FORECASTER] ASIX: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-25T07:49:14.773926] [INFO ] [CONFIGURE ] ASIX: DISCARDED add_mfi (score: 80.00%)
[2025-11-25T07:49:14.773986] [INFO ] [CONFIGURE ] JOB ETA: 2.8h | Avg: 2.7s/test | Remaining: 3714 tests
[2025-11-25T07:49:14.774035] [INFO ] [CONFIGURE ] ASIX: Testing feature 10/29: add_momentum_acceleration
[2025-11-25T07:49:14.774102] [INFO ] [CONFIGURE ] ASIX: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-11-25T07:49:15.093148] [DEBUG] [FORECASTER] ASIX: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T07:49:15.414634] [DEBUG] [FORECASTER] ASIX: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T07:49:15.739279] [DEBUG] [FORECASTER] ASIX: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T07:49:16.069045] [DEBUG] [FORECASTER] ASIX: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T07:49:16.392716] [DEBUG] [FORECASTER] ASIX: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T07:49:16.714346] [DEBUG] [FORECASTER] ASIX: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T07:49:17.042009] [DEBUG] [FORECASTER] ASIX: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T07:49:17.371402] [DEBUG] [FORECASTER] ASIX: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T07:49:17.708700] [DEBUG] [FORECASTER] ASIX: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T07:49:18.041248] [DEBUG] [FORECASTER] ASIX: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-25T07:49:18.041439] [INFO ] [CONFIGURE ] ASIX: KEPT add_momentum_acceleration (score: 90.00%)
[2025-11-25T07:49:18.041498] [INFO ] [CONFIGURE ] JOB ETA: 2.8h | Avg: 2.7s/test | Remaining: 3713 tests
[2025-11-25T07:49:18.041546] [INFO ] [CONFIGURE ] ASIX: Testing feature 11/29: add_obv_daily
[2025-11-25T07:49:18.041590] [INFO ] [CONFIGURE ] ASIX: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_obv_daily']
[2025-11-25T07:49:18.387565] [DEBUG] [FORECASTER] ASIX: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T07:49:18.736853] [DEBUG] [FORECASTER] ASIX: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T07:49:19.082858] [DEBUG] [FORECASTER] ASIX: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T07:49:19.430489] [DEBUG] [FORECASTER] ASIX: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T07:49:19.777938] [DEBUG] [FORECASTER] ASIX: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T07:49:20.123858] [DEBUG] [FORECASTER] ASIX: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T07:49:20.468697] [DEBUG] [FORECASTER] ASIX: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T07:49:20.826839] [DEBUG] [FORECASTER] ASIX: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T07:49:21.192524] [DEBUG] [FORECASTER] ASIX: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T07:49:21.546396] [DEBUG] [FORECASTER] ASIX: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-25T07:49:21.546599] [INFO ] [CONFIGURE ] ASIX: DISCARDED add_obv_daily (score: 80.00%)
[2025-11-25T07:49:21.546681] [INFO ] [CONFIGURE ] JOB ETA: 2.8h | Avg: 2.7s/test | Remaining: 3712 tests
[2025-11-25T07:49:21.546737] [INFO ] [CONFIGURE ] ASIX: Testing feature 12/29: add_obv_interval
[2025-11-25T07:49:21.546781] [INFO ] [CONFIGURE ] ASIX: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_obv_interval']
[2025-11-25T07:49:21.900952] [DEBUG] [FORECASTER] ASIX: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T07:49:22.259230] [DEBUG] [FORECASTER] ASIX: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T07:49:22.626598] [DEBUG] [FORECASTER] ASIX: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T07:49:22.981619] [DEBUG] [FORECASTER] ASIX: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T07:49:23.350830] [DEBUG] [FORECASTER] ASIX: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T07:49:23.716428] [DEBUG] [FORECASTER] ASIX: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T07:49:24.090799] [DEBUG] [FORECASTER] ASIX: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T07:49:24.458013] [DEBUG] [FORECASTER] ASIX: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T07:49:24.814796] [DEBUG] [FORECASTER] ASIX: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T07:49:25.168151] [DEBUG] [FORECASTER] ASIX: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-25T07:49:25.168367] [INFO ] [CONFIGURE ] ASIX: DISCARDED add_obv_interval (score: 70.00%)
[2025-11-25T07:49:25.168427] [INFO ] [CONFIGURE ] JOB ETA: 2.8h | Avg: 2.7s/test | Remaining: 3711 tests
[2025-11-25T07:49:25.168477] [INFO ] [CONFIGURE ] ASIX: Testing feature 13/29: add_opening_strength
[2025-11-25T07:49:25.168521] [INFO ] [CONFIGURE ] ASIX: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_opening_strength']
[2025-11-25T07:49:25.537350] [DEBUG] [FORECASTER] ASIX: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T07:49:25.898953] [DEBUG] [FORECASTER] ASIX: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T07:49:26.260394] [DEBUG] [FORECASTER] ASIX: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T07:49:26.624736] [DEBUG] [FORECASTER] ASIX: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T07:49:26.987608] [DEBUG] [FORECASTER] ASIX: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T07:49:27.349565] [DEBUG] [FORECASTER] ASIX: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T07:49:27.711043] [DEBUG] [FORECASTER] ASIX: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T07:49:28.074096] [DEBUG] [FORECASTER] ASIX: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T07:49:28.437882] [DEBUG] [FORECASTER] ASIX: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T07:49:28.797763] [DEBUG] [FORECASTER] ASIX: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-11-25T07:49:28.797962] [INFO ] [CONFIGURE ] ASIX: DISCARDED add_opening_strength (score: 80.00%)
[2025-11-25T07:49:28.798021] [INFO ] [CONFIGURE ] JOB ETA: 2.8h | Avg: 2.7s/test | Remaining: 3710 tests
[2025-11-25T07:49:28.798070] [INFO ] [CONFIGURE ] ASIX: Testing feature 14/29: add_order_flow_imbalance
[2025-11-25T07:49:28.798118] [INFO ] [CONFIGURE ] ASIX: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_order_flow_imbalance']
[2025-11-25T07:49:29.149480] [DEBUG] [FORECASTER] ASIX: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T07:49:29.499232] [DEBUG] [FORECASTER] ASIX: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T07:49:29.850899] [DEBUG] [FORECASTER] ASIX: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T07:49:30.206464] [DEBUG] [FORECASTER] ASIX: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T07:49:30.564282] [DEBUG] [FORECASTER] ASIX: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T07:49:30.923304] [DEBUG] [FORECASTER] ASIX: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T07:49:31.293739] [DEBUG] [FORECASTER] ASIX: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T07:49:31.664071] [DEBUG] [FORECASTER] ASIX: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T07:49:32.041021] [DEBUG] [FORECASTER] ASIX: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T07:49:32.414630] [DEBUG] [FORECASTER] ASIX: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-25T07:49:32.414853] [INFO ] [CONFIGURE ] ASIX: DISCARDED add_order_flow_imbalance (score: 60.00%)
[2025-11-25T07:49:32.414912] [INFO ] [CONFIGURE ] JOB ETA: 2.8h | Avg: 2.7s/test | Remaining: 3709 tests
[2025-11-25T07:49:32.414982] [INFO ] [CONFIGURE ] ASIX: Testing feature 16/29: add_pbf_overnight_gap
[2025-11-25T07:49:32.415030] [INFO ] [CONFIGURE ] ASIX: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_pbf_overnight_gap']
[2025-11-25T07:49:32.797954] [DEBUG] [FORECASTER] ASIX: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T07:49:33.223459] [DEBUG] [FORECASTER] ASIX: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T07:49:33.638082] [DEBUG] [FORECASTER] ASIX: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T07:49:34.001382] [DEBUG] [FORECASTER] ASIX: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T07:49:34.375358] [DEBUG] [FORECASTER] ASIX: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T07:49:34.742280] [DEBUG] [FORECASTER] ASIX: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T07:49:35.107893] [DEBUG] [FORECASTER] ASIX: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T07:49:35.480758] [DEBUG] [FORECASTER] ASIX: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T07:49:35.873489] [DEBUG] [FORECASTER] ASIX: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-25T07:49:36.265680] [DEBUG] [FORECASTER] ASIX: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-25T07:49:36.265872] [INFO ] [CONFIGURE ] ASIX: DISCARDED add_pbf_overnight_gap (score: 80.00%)
[2025-11-25T07:49:36.265931] [INFO ] [CONFIGURE ] JOB ETA: 2.8h | Avg: 2.7s/test | Remaining: 3708 tests
[2025-11-25T07:49:36.265980] [INFO ] [CONFIGURE ] ASIX: Testing feature 17/29: add_pbf_return_2d
[2025-11-25T07:49:36.266027] [INFO ] [CONFIGURE ] ASIX: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_pbf_return_2d']
[2025-11-25T07:49:36.643224] [DEBUG] [FORECASTER] ASIX: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T07:49:37.026839] [DEBUG] [FORECASTER] ASIX: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T07:49:37.398759] [DEBUG] [FORECASTER] ASIX: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T07:49:37.771494] [DEBUG] [FORECASTER] ASIX: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T07:49:38.151204] [DEBUG] [FORECASTER] ASIX: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T07:49:38.529241] [DEBUG] [FORECASTER] ASIX: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T07:49:38.904895] [DEBUG] [FORECASTER] ASIX: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T07:49:39.284456] [DEBUG] [FORECASTER] ASIX: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T07:49:39.653249] [DEBUG] [FORECASTER] ASIX: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T07:49:40.025274] [DEBUG] [FORECASTER] ASIX: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-25T07:49:40.025475] [INFO ] [CONFIGURE ] ASIX: DISCARDED add_pbf_return_2d (score: 80.00%)
[2025-11-25T07:49:40.025536] [INFO ] [CONFIGURE ] JOB ETA: 2.8h | Avg: 2.7s/test | Remaining: 3707 tests
[2025-11-25T07:49:40.025591] [INFO ] [CONFIGURE ] ASIX: Testing feature 18/29: add_pbf_volatility_5d
[2025-11-25T07:49:40.025636] [INFO ] [CONFIGURE ] ASIX: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_pbf_volatility_5d']
[2025-11-25T07:49:40.363233] [DEBUG] [FORECASTER] ASIX: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T07:49:40.723008] [DEBUG] [FORECASTER] ASIX: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T07:49:41.074607] [DEBUG] [FORECASTER] ASIX: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T07:49:41.419691] [DEBUG] [FORECASTER] ASIX: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T07:49:41.769110] [DEBUG] [FORECASTER] ASIX: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T07:49:42.120575] [DEBUG] [FORECASTER] ASIX: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T07:49:42.459289] [DEBUG] [FORECASTER] ASIX: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T07:49:42.809207] [DEBUG] [FORECASTER] ASIX: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T07:49:43.153205] [DEBUG] [FORECASTER] ASIX: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T07:49:43.497813] [DEBUG] [FORECASTER] ASIX: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-25T07:49:43.498006] [INFO ] [CONFIGURE ] ASIX: DISCARDED add_pbf_volatility_5d (score: 80.00%)
[2025-11-25T07:49:43.498069] [INFO ] [CONFIGURE ] JOB ETA: 2.8h | Avg: 2.7s/test | Remaining: 3706 tests
[2025-11-25T07:49:43.498124] [INFO ] [CONFIGURE ] ASIX: Testing feature 19/29: add_pbf_vs_sma_5
[2025-11-25T07:49:43.498171] [INFO ] [CONFIGURE ] ASIX: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_pbf_vs_sma_5']
[2025-11-25T07:49:43.853609] [DEBUG] [FORECASTER] ASIX: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T07:49:44.201307] [DEBUG] [FORECASTER] ASIX: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T07:49:44.545298] [DEBUG] [FORECASTER] ASIX: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T07:49:44.903516] [DEBUG] [FORECASTER] ASIX: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T07:49:45.261483] [DEBUG] [FORECASTER] ASIX: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T07:49:45.605533] [DEBUG] [FORECASTER] ASIX: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T07:49:45.956068] [DEBUG] [FORECASTER] ASIX: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T07:49:46.322203] [DEBUG] [FORECASTER] ASIX: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T07:49:46.677501] [DEBUG] [FORECASTER] ASIX: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T07:49:47.027974] [DEBUG] [FORECASTER] ASIX: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-25T07:49:47.028197] [INFO ] [CONFIGURE ] ASIX: DISCARDED add_pbf_vs_sma_5 (score: 80.00%)
[2025-11-25T07:49:47.028257] [INFO ] [CONFIGURE ] JOB ETA: 2.8h | Avg: 2.7s/test | Remaining: 3705 tests
[2025-11-25T07:49:47.028306] [INFO ] [CONFIGURE ] ASIX: Testing feature 20/29: add_price_rejection
[2025-11-25T07:49:47.028352] [INFO ] [CONFIGURE ] ASIX: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_price_rejection']
[2025-11-25T07:49:47.379948] [DEBUG] [FORECASTER] ASIX: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0
[2025-11-25T07:49:47.734696] [DEBUG] [FORECASTER] ASIX: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T07:49:48.077134] [DEBUG] [FORECASTER] ASIX: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T07:49:48.423756] [DEBUG] [FORECASTER] ASIX: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T07:49:48.774869] [DEBUG] [FORECASTER] ASIX: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T07:49:49.123343] [DEBUG] [FORECASTER] ASIX: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T07:49:49.473915] [DEBUG] [FORECASTER] ASIX: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T07:49:49.820467] [DEBUG] [FORECASTER] ASIX: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T07:49:50.169037] [DEBUG] [FORECASTER] ASIX: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-25T07:49:50.512220] [DEBUG] [FORECASTER] ASIX: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-25T07:49:50.512386] [INFO ] [CONFIGURE ] ASIX: DISCARDED add_price_rejection (score: 70.00%)
[2025-11-25T07:49:50.512488] [INFO ] [CONFIGURE ] JOB ETA: 2.8h | Avg: 2.7s/test | Remaining: 3704 tests
[2025-11-25T07:49:50.512539] [INFO ] [CONFIGURE ] ASIX: Testing feature 21/29: add_range_position
[2025-11-25T07:49:50.512582] [INFO ] [CONFIGURE ] ASIX: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_range_position']
[2025-11-25T07:49:50.871865] [DEBUG] [FORECASTER] ASIX: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T07:49:51.258775] [DEBUG] [FORECASTER] ASIX: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T07:49:51.635066] [DEBUG] [FORECASTER] ASIX: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T07:49:52.011608] [DEBUG] [FORECASTER] ASIX: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T07:49:52.383633] [DEBUG] [FORECASTER] ASIX: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T07:49:52.775428] [DEBUG] [FORECASTER] ASIX: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T07:49:53.169425] [DEBUG] [FORECASTER] ASIX: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T07:49:53.553283] [DEBUG] [FORECASTER] ASIX: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T07:49:53.914547] [DEBUG] [FORECASTER] ASIX: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T07:49:54.290846] [DEBUG] [FORECASTER] ASIX: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-25T07:49:54.291090] [INFO ] [CONFIGURE ] ASIX: DISCARDED add_range_position (score: 80.00%)
[2025-11-25T07:49:54.291149] [INFO ] [CONFIGURE ] JOB ETA: 2.8h | Avg: 2.7s/test | Remaining: 3703 tests
[2025-11-25T07:49:54.291197] [INFO ] [CONFIGURE ] ASIX: Testing feature 22/29: add_realized_volatility
[2025-11-25T07:49:54.291242] [INFO ] [CONFIGURE ] ASIX: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_realized_volatility']
[2025-11-25T07:49:54.746876] [DEBUG] [FORECASTER] ASIX: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T07:49:55.186813] [DEBUG] [FORECASTER] ASIX: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T07:49:55.639962] [DEBUG] [FORECASTER] ASIX: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T07:49:56.091808] [DEBUG] [FORECASTER] ASIX: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T07:49:56.556277] [DEBUG] [FORECASTER] ASIX: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T07:49:56.995801] [DEBUG] [FORECASTER] ASIX: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T07:49:57.440605] [DEBUG] [FORECASTER] ASIX: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T07:49:57.923938] [DEBUG] [FORECASTER] ASIX: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T07:49:58.383155] [DEBUG] [FORECASTER] ASIX: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-25T07:49:58.844753] [DEBUG] [FORECASTER] ASIX: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-25T07:49:58.844962] [INFO ] [CONFIGURE ] ASIX: DISCARDED add_realized_volatility (score: 80.00%)
[2025-11-25T07:49:58.845023] [INFO ] [CONFIGURE ] JOB ETA: 2.8h | Avg: 2.7s/test | Remaining: 3702 tests
[2025-11-25T07:49:58.845075] [INFO ] [CONFIGURE ] ASIX: Testing feature 23/29: add_recent_range_context
[2025-11-25T07:49:58.845123] [INFO ] [CONFIGURE ] ASIX: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_recent_range_context']
[2025-11-25T07:49:59.166502] [DEBUG] [FORECASTER] ASIX: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T07:49:59.479259] [DEBUG] [FORECASTER] ASIX: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T07:49:59.793772] [DEBUG] [FORECASTER] ASIX: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T07:50:00.118737] [DEBUG] [FORECASTER] ASIX: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T07:50:01.193844] [DEBUG] [FORECASTER] ASIX: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T07:50:01.582772] [DEBUG] [FORECASTER] ASIX: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T07:50:01.939175] [DEBUG] [FORECASTER] ASIX: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T07:50:02.291222] [DEBUG] [FORECASTER] ASIX: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T07:50:02.646160] [DEBUG] [FORECASTER] ASIX: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T07:50:03.006530] [DEBUG] [FORECASTER] ASIX: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-25T07:50:03.006769] [INFO ] [CONFIGURE ] ASIX: DISCARDED add_recent_range_context (score: 80.00%)
[2025-11-25T07:50:03.006832] [INFO ] [CONFIGURE ] JOB ETA: 2.8h | Avg: 2.7s/test | Remaining: 3701 tests
[2025-11-25T07:50:03.006884] [INFO ] [CONFIGURE ] ASIX: Testing feature 24/29: add_rsi
[2025-11-25T07:50:03.006932] [INFO ] [CONFIGURE ] ASIX: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_ema', 'add_rsi']
[2025-11-25T07:50:03.423217] [DEBUG] [FORECASTER] ASIX: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T07:50:03.833926] [DEBUG] [FORECASTER] ASIX: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T07:50:04.250552] [DEBUG] [FORECASTER] ASIX: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T07:50:04.655857] [DEBUG] [FORECASTER] ASIX: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T07:50:05.059200] [DEBUG] [FORECASTER] ASIX: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T07:50:05.472674] [DEBUG] [FORECASTER] ASIX: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T07:50:05.881514] [DEBUG] [FORECASTER] ASIX: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T07:50:06.300913] [DEBUG] [FORECASTER] ASIX: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T07:50:06.697857] [DEBUG] [FORECASTER] ASIX: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-25T07:50:07.102985] [DEBUG] [FORECASTER] ASIX: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-25T07:50:07.103227] [INFO ] [CONFIGURE ] ASIX: DISCARDED add_rsi (score: 70.00%)
[2025-11-25T07:50:07.103289] [INFO ] [CONFIGURE ] JOB ETA: 2.8h | Avg: 2.7s/test | Remaining: 3700 tests
[2025-11-25T07:50:07.103337] [INFO ] [CONFIGURE ] ASIX: Testing feature 25/29: add_tick_distribution
[2025-11-25T07:50:07.103383] [INFO ] [CONFIGURE ] ASIX: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_tick_distribution']
[2025-11-25T07:50:07.450493] [DEBUG] [FORECASTER] ASIX: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T07:50:07.801134] [DEBUG] [FORECASTER] ASIX: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T07:50:08.166499] [DEBUG] [FORECASTER] ASIX: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T07:50:08.536846] [DEBUG] [FORECASTER] ASIX: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T07:50:08.913546] [DEBUG] [FORECASTER] ASIX: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T07:50:09.271783] [DEBUG] [FORECASTER] ASIX: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T07:50:09.614732] [DEBUG] [FORECASTER] ASIX: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T07:50:09.978719] [DEBUG] [FORECASTER] ASIX: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T07:50:10.310853] [DEBUG] [FORECASTER] ASIX: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T07:50:10.663808] [DEBUG] [FORECASTER] ASIX: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-11-25T07:50:10.664000] [INFO ] [CONFIGURE ] ASIX: DISCARDED add_tick_distribution (score: 70.00%)
[2025-11-25T07:50:10.664061] [INFO ] [CONFIGURE ] JOB ETA: 2.8h | Avg: 2.7s/test | Remaining: 3699 tests
[2025-11-25T07:50:10.664108] [INFO ] [CONFIGURE ] ASIX: Testing feature 26/29: add_volume_momentum_confirmation
[2025-11-25T07:50:10.664156] [INFO ] [CONFIGURE ] ASIX: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_volume_momentum_confirmation']
[2025-11-25T07:50:11.016332] [DEBUG] [FORECASTER] ASIX: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T07:50:11.350878] [DEBUG] [FORECASTER] ASIX: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T07:50:11.682103] [DEBUG] [FORECASTER] ASIX: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T07:50:12.021241] [DEBUG] [FORECASTER] ASIX: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T07:50:12.379334] [DEBUG] [FORECASTER] ASIX: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T07:50:12.704352] [DEBUG] [FORECASTER] ASIX: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T07:50:13.045349] [DEBUG] [FORECASTER] ASIX: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T07:50:13.383817] [DEBUG] [FORECASTER] ASIX: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T07:50:13.717679] [DEBUG] [FORECASTER] ASIX: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-25T07:50:14.052237] [DEBUG] [FORECASTER] ASIX: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-25T07:50:14.052445] [INFO ] [CONFIGURE ] ASIX: DISCARDED add_volume_momentum_confirmation (score: 70.00%)
[2025-11-25T07:50:14.052506] [INFO ] [CONFIGURE ] JOB ETA: 2.8h | Avg: 2.7s/test | Remaining: 3698 tests
[2025-11-25T07:50:14.052556] [INFO ] [CONFIGURE ] ASIX: Testing feature 27/29: add_volume_price_divergence
[2025-11-25T07:50:14.052603] [INFO ] [CONFIGURE ] ASIX: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_volume_price_divergence']
[2025-11-25T07:50:14.398289] [DEBUG] [FORECASTER] ASIX: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0
[2025-11-25T07:50:14.734366] [DEBUG] [FORECASTER] ASIX: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T07:50:15.076021] [DEBUG] [FORECASTER] ASIX: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T07:50:15.417271] [DEBUG] [FORECASTER] ASIX: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T07:50:15.760414] [DEBUG] [FORECASTER] ASIX: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T07:50:16.103582] [DEBUG] [FORECASTER] ASIX: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T07:50:16.480457] [DEBUG] [FORECASTER] ASIX: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T07:50:16.838533] [DEBUG] [FORECASTER] ASIX: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T07:50:17.200761] [DEBUG] [FORECASTER] ASIX: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-25T07:50:17.558125] [DEBUG] [FORECASTER] ASIX: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-25T07:50:17.558322] [INFO ] [CONFIGURE ] ASIX: DISCARDED add_volume_price_divergence (score: 50.00%)
[2025-11-25T07:50:17.558379] [INFO ] [CONFIGURE ] JOB ETA: 2.8h | Avg: 2.7s/test | Remaining: 3697 tests
[2025-11-25T07:50:17.558426] [INFO ] [CONFIGURE ] ASIX: Testing feature 28/29: add_volume_profile
[2025-11-25T07:50:17.558470] [INFO ] [CONFIGURE ] ASIX: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_volume_profile']
[2025-11-25T07:50:17.917178] [DEBUG] [FORECASTER] ASIX: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T07:50:18.263594] [DEBUG] [FORECASTER] ASIX: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T07:50:18.647480] [DEBUG] [FORECASTER] ASIX: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T07:50:19.003980] [DEBUG] [FORECASTER] ASIX: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T07:50:19.366139] [DEBUG] [FORECASTER] ASIX: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T07:50:19.729240] [DEBUG] [FORECASTER] ASIX: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T07:50:20.105983] [DEBUG] [FORECASTER] ASIX: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T07:50:20.521428] [DEBUG] [FORECASTER] ASIX: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T07:50:21.022129] [DEBUG] [FORECASTER] ASIX: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-25T07:50:21.388177] [DEBUG] [FORECASTER] ASIX: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-25T07:50:21.388381] [INFO ] [CONFIGURE ] ASIX: DISCARDED add_volume_profile (score: 60.00%)
[2025-11-25T07:50:21.388440] [INFO ] [CONFIGURE ] JOB ETA: 2.8h | Avg: 2.7s/test | Remaining: 3696 tests
[2025-11-25T07:50:21.388488] [INFO ] [CONFIGURE ] ASIX: Testing feature 29/29: add_vwap
[2025-11-25T07:50:21.388536] [INFO ] [CONFIGURE ] ASIX: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_vwap']
[2025-11-25T07:50:21.744995] [DEBUG] [FORECASTER] ASIX: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T07:50:22.102912] [DEBUG] [FORECASTER] ASIX: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T07:50:22.458323] [DEBUG] [FORECASTER] ASIX: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T07:50:22.817544] [DEBUG] [FORECASTER] ASIX: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T07:50:23.177092] [DEBUG] [FORECASTER] ASIX: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T07:50:23.537334] [DEBUG] [FORECASTER] ASIX: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T07:50:23.909127] [DEBUG] [FORECASTER] ASIX: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T07:50:24.283504] [DEBUG] [FORECASTER] ASIX: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T07:50:24.665299] [DEBUG] [FORECASTER] ASIX: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-25T07:50:25.052623] [DEBUG] [FORECASTER] ASIX: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-25T07:50:25.052878] [INFO ] [CONFIGURE ] ASIX: DISCARDED add_vwap (score: 40.00%)
[2025-11-25T07:50:25.052941] [INFO ] [CONFIGURE ] JOB ETA: 2.8h | Avg: 2.7s/test | Remaining: 3695 tests
[2025-11-25T07:50:25.052994] [INFO ] [CONFIGURE ] ASIX: ===== FEATURE SELECTION COMPLETE =====
[2025-11-25T07:50:25.053040] [INFO ] [CONFIGURE ] ASIX: Best accuracy: 90.00%
[2025-11-25T07:50:25.053084] [INFO ] [CONFIGURE ] ASIX: Best feature set (4 features): ['add_bollinger_bands', 'add_daily_returns', 'add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-11-25T07:50:25.053129] [INFO ] [CONFIGURE ] ASIX: Improvement over baseline: 50.00%
[2025-11-25T07:50:25.053169] [INFO ] [CONFIGURE ] ASIX: Total time: 1.6 minutes
[2025-11-25T07:50:25.053209] [INFO ] [CONFIGURE ] ASIX: Average time per feature: 3.3 seconds
[2025-11-25T07:50:25.053251] [INFO ] [CONFIGURE ] ASIX: Average speed: 0.31 features/sec
[2025-11-25T07:50:25.053595] [INFO ] [LOCAL     ] Saved configuration for ASIX: 4 features, 90.00% accuracy -> ./output/feature-sets/ASIX.json
[2025-11-25T07:50:25.053682] [INFO ] [CONFIGURE ] ASIX: Configuration saved successfully: 4 features, 90.00% accuracy.
[2025-11-25T07:50:25.053747] [INFO ] [sig       ] [37/164] Successfully configured ASIX | 0.01 sym/s | Total: 49.3m | ETA: 2.8h
[2025-11-25T07:50:25.053796] [INFO ] [sig       ] [38/164] Configuring ATEN...
[2025-11-25T07:50:25.053848] [INFO ] [CONFIGURE ] ATEN: Configurate test run.
[2025-11-25T07:50:25.053894] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ATEN' from 'https://tdm.silogroup.org/data/derivative_storage/ATEN.csv'.
[2025-11-25T07:50:25.066147] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'ATEN'.
[2025-11-25T07:50:25.066479] [INFO ] [CONFIGURE ] ATEN: Testing with 29 available features
[2025-11-25T07:50:25.066540] [INFO ] [CONFIGURE ] ATEN: Establishing baseline with no features...
[2025-11-25T07:50:25.254775] [DEBUG] [FORECASTER] ATEN: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T07:50:25.440623] [DEBUG] [FORECASTER] ATEN: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0
[2025-11-25T07:50:25.634106] [DEBUG] [FORECASTER] ATEN: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T07:50:25.823597] [DEBUG] [FORECASTER] ATEN: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-25T07:50:26.001156] [DEBUG] [FORECASTER] ATEN: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T07:50:26.176929] [DEBUG] [FORECASTER] ATEN: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T07:50:26.353990] [DEBUG] [FORECASTER] ATEN: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T07:50:26.541694] [DEBUG] [FORECASTER] ATEN: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T07:50:26.715170] [DEBUG] [FORECASTER] ATEN: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T07:50:26.890992] [DEBUG] [FORECASTER] ATEN: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T07:50:26.891157] [INFO ] [CONFIGURE ] ATEN: Baseline score (no features): 60.00%
[2025-11-25T07:50:26.891205] [INFO ] [CONFIGURE ] ATEN: Testing feature 1/29: add_bollinger_bands
[2025-11-25T07:50:26.891244] [INFO ] [CONFIGURE ] ATEN: Testing with features: ['add_bollinger_bands']
[2025-11-25T07:50:27.100747] [DEBUG] [FORECASTER] ATEN: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T07:50:27.312219] [DEBUG] [FORECASTER] ATEN: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0
[2025-11-25T07:50:27.522974] [DEBUG] [FORECASTER] ATEN: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T07:50:27.740082] [DEBUG] [FORECASTER] ATEN: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-25T07:50:27.960176] [DEBUG] [FORECASTER] ATEN: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T07:50:28.193789] [DEBUG] [FORECASTER] ATEN: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T07:50:28.426535] [DEBUG] [FORECASTER] ATEN: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T07:50:28.651830] [DEBUG] [FORECASTER] ATEN: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T07:50:28.886920] [DEBUG] [FORECASTER] ATEN: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T07:50:29.122359] [DEBUG] [FORECASTER] ATEN: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T07:50:29.122542] [INFO ] [CONFIGURE ] ATEN: DISCARDED add_bollinger_bands (score: 60.00%)
[2025-11-25T07:50:29.122590] [INFO ] [CONFIGURE ] JOB ETA: 2.8h | Avg: 2.7s/test | Remaining: 3694 tests
[2025-11-25T07:50:29.122629] [INFO ] [CONFIGURE ] ATEN: Testing feature 2/29: add_cumulative_delta
[2025-11-25T07:50:29.122686] [INFO ] [CONFIGURE ] ATEN: Testing with features: ['add_cumulative_delta']
[2025-11-25T07:50:29.354940] [DEBUG] [FORECASTER] ATEN: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T07:50:29.587913] [DEBUG] [FORECASTER] ATEN: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0
[2025-11-25T07:50:29.825129] [DEBUG] [FORECASTER] ATEN: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T07:50:30.054862] [DEBUG] [FORECASTER] ATEN: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-25T07:50:30.294532] [DEBUG] [FORECASTER] ATEN: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T07:50:30.525499] [DEBUG] [FORECASTER] ATEN: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T07:50:30.757964] [DEBUG] [FORECASTER] ATEN: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T07:50:30.988426] [DEBUG] [FORECASTER] ATEN: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T07:50:31.234527] [DEBUG] [FORECASTER] ATEN: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T07:50:31.479699] [DEBUG] [FORECASTER] ATEN: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T07:50:31.479947] [INFO ] [CONFIGURE ] ATEN: DISCARDED add_cumulative_delta (score: 50.00%)
[2025-11-25T07:50:31.480061] [INFO ] [CONFIGURE ] JOB ETA: 2.8h | Avg: 2.7s/test | Remaining: 3693 tests
[2025-11-25T07:50:31.480150] [INFO ] [CONFIGURE ] ATEN: Testing feature 3/29: add_daily_returns
[2025-11-25T07:50:31.480195] [INFO ] [CONFIGURE ] ATEN: Testing with features: ['add_daily_returns']
[2025-11-25T07:50:31.681592] [DEBUG] [FORECASTER] ATEN: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T07:50:31.882158] [DEBUG] [FORECASTER] ATEN: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0
[2025-11-25T07:50:32.086449] [DEBUG] [FORECASTER] ATEN: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T07:50:32.289375] [DEBUG] [FORECASTER] ATEN: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-25T07:50:32.495026] [DEBUG] [FORECASTER] ATEN: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T07:50:32.703218] [DEBUG] [FORECASTER] ATEN: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T07:50:32.910870] [DEBUG] [FORECASTER] ATEN: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T07:50:33.118069] [DEBUG] [FORECASTER] ATEN: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T07:50:33.328673] [DEBUG] [FORECASTER] ATEN: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T07:50:33.535817] [DEBUG] [FORECASTER] ATEN: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T07:50:33.535987] [INFO ] [CONFIGURE ] ATEN: KEPT add_daily_returns (score: 80.00%)
[2025-11-25T07:50:33.536041] [INFO ] [CONFIGURE ] JOB ETA: 2.8h | Avg: 2.7s/test | Remaining: 3692 tests
[2025-11-25T07:50:33.536078] [INFO ] [CONFIGURE ] ATEN: Testing feature 4/29: add_ema
[2025-11-25T07:50:33.536114] [INFO ] [CONFIGURE ] ATEN: Testing with features: ['add_daily_returns', 'add_ema']
[2025-11-25T07:50:33.791356] [DEBUG] [FORECASTER] ATEN: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T07:50:34.040917] [DEBUG] [FORECASTER] ATEN: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0
[2025-11-25T07:50:34.295496] [DEBUG] [FORECASTER] ATEN: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T07:50:34.548947] [DEBUG] [FORECASTER] ATEN: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-25T07:50:34.801964] [DEBUG] [FORECASTER] ATEN: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T07:50:35.068456] [DEBUG] [FORECASTER] ATEN: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T07:50:35.332572] [DEBUG] [FORECASTER] ATEN: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T07:50:35.602736] [DEBUG] [FORECASTER] ATEN: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T07:50:35.859003] [DEBUG] [FORECASTER] ATEN: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T07:50:36.128226] [DEBUG] [FORECASTER] ATEN: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T07:50:36.128581] [INFO ] [CONFIGURE ] ATEN: DISCARDED add_ema (score: 70.00%)
[2025-11-25T07:50:36.128722] [INFO ] [CONFIGURE ] JOB ETA: 2.8h | Avg: 2.7s/test | Remaining: 3691 tests
[2025-11-25T07:50:36.128832] [INFO ] [CONFIGURE ] ATEN: Testing feature 5/29: add_exhaustion_signals
[2025-11-25T07:50:36.128940] [INFO ] [CONFIGURE ] ATEN: Testing with features: ['add_daily_returns', 'add_vwap', 'add_exhaustion_signals']
[2025-11-25T07:50:36.394372] [DEBUG] [FORECASTER] ATEN: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T07:50:36.661103] [DEBUG] [FORECASTER] ATEN: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0
[2025-11-25T07:50:36.925175] [DEBUG] [FORECASTER] ATEN: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T07:50:37.173571] [DEBUG] [FORECASTER] ATEN: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-25T07:50:37.466412] [DEBUG] [FORECASTER] ATEN: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T07:50:37.780501] [DEBUG] [FORECASTER] ATEN: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T07:50:38.047059] [DEBUG] [FORECASTER] ATEN: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T07:50:38.315066] [DEBUG] [FORECASTER] ATEN: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T07:50:38.570805] [DEBUG] [FORECASTER] ATEN: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T07:50:38.826042] [DEBUG] [FORECASTER] ATEN: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T07:50:38.826225] [INFO ] [CONFIGURE ] ATEN: DISCARDED add_exhaustion_signals (score: 70.00%)
[2025-11-25T07:50:38.826283] [INFO ] [CONFIGURE ] JOB ETA: 2.8h | Avg: 2.7s/test | Remaining: 3690 tests
[2025-11-25T07:50:38.826330] [INFO ] [CONFIGURE ] ATEN: Testing feature 6/29: add_failed_moves
[2025-11-25T07:50:38.826373] [INFO ] [CONFIGURE ] ATEN: Testing with features: ['add_daily_returns', 'add_failed_moves']
[2025-11-25T07:50:39.053041] [DEBUG] [FORECASTER] ATEN: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T07:50:39.283004] [DEBUG] [FORECASTER] ATEN: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0
[2025-11-25T07:50:39.500976] [DEBUG] [FORECASTER] ATEN: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T07:50:39.712176] [DEBUG] [FORECASTER] ATEN: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-25T07:50:39.962692] [DEBUG] [FORECASTER] ATEN: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T07:50:40.191504] [DEBUG] [FORECASTER] ATEN: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T07:50:40.406442] [DEBUG] [FORECASTER] ATEN: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T07:50:40.625907] [DEBUG] [FORECASTER] ATEN: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T07:50:40.859375] [DEBUG] [FORECASTER] ATEN: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T07:50:41.079390] [DEBUG] [FORECASTER] ATEN: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T07:50:41.079736] [INFO ] [CONFIGURE ] ATEN: DISCARDED add_failed_moves (score: 80.00%)
[2025-11-25T07:50:41.079857] [INFO ] [CONFIGURE ] JOB ETA: 2.8h | Avg: 2.7s/test | Remaining: 3689 tests
[2025-11-25T07:50:41.079964] [INFO ] [CONFIGURE ] ATEN: Testing feature 7/29: add_lag_shelf
[2025-11-25T07:50:41.080069] [INFO ] [CONFIGURE ] ATEN: Testing with features: ['add_daily_returns', 'add_lag_shelf']
[2025-11-25T07:50:41.282771] [DEBUG] [FORECASTER] ATEN: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T07:50:41.485268] [DEBUG] [FORECASTER] ATEN: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0
[2025-11-25T07:50:41.693115] [DEBUG] [FORECASTER] ATEN: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T07:50:41.900219] [DEBUG] [FORECASTER] ATEN: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-25T07:50:42.103424] [DEBUG] [FORECASTER] ATEN: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T07:50:42.302418] [DEBUG] [FORECASTER] ATEN: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T07:50:42.507883] [DEBUG] [FORECASTER] ATEN: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T07:50:42.710162] [DEBUG] [FORECASTER] ATEN: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T07:50:42.911522] [DEBUG] [FORECASTER] ATEN: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T07:50:43.115486] [DEBUG] [FORECASTER] ATEN: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T07:50:43.115679] [INFO ] [CONFIGURE ] ATEN: DISCARDED add_lag_shelf (score: 80.00%)
[2025-11-25T07:50:43.115762] [INFO ] [CONFIGURE ] JOB ETA: 2.8h | Avg: 2.7s/test | Remaining: 3688 tests
[2025-11-25T07:50:43.115823] [INFO ] [CONFIGURE ] ATEN: Testing feature 8/29: add_macd
[2025-11-25T07:50:43.115878] [INFO ] [CONFIGURE ] ATEN: Testing with features: ['add_daily_returns', 'add_vwap', 'add_macd']
[2025-11-25T07:50:43.430444] [DEBUG] [FORECASTER] ATEN: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T07:50:43.742517] [DEBUG] [FORECASTER] ATEN: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0
[2025-11-25T07:50:44.053496] [DEBUG] [FORECASTER] ATEN: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T07:50:44.391706] [DEBUG] [FORECASTER] ATEN: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1
[2025-11-25T07:50:44.723993] [DEBUG] [FORECASTER] ATEN: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T07:50:45.060935] [DEBUG] [FORECASTER] ATEN: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T07:50:45.376310] [DEBUG] [FORECASTER] ATEN: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T07:50:45.693697] [DEBUG] [FORECASTER] ATEN: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T07:50:46.013214] [DEBUG] [FORECASTER] ATEN: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T07:50:46.334556] [DEBUG] [FORECASTER] ATEN: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T07:50:46.334818] [INFO ] [CONFIGURE ] ATEN: DISCARDED add_macd (score: 50.00%)
[2025-11-25T07:50:46.334893] [INFO ] [CONFIGURE ] JOB ETA: 2.8h | Avg: 2.7s/test | Remaining: 3687 tests
[2025-11-25T07:50:46.334953] [INFO ] [CONFIGURE ] ATEN: Testing feature 9/29: add_mfi
[2025-11-25T07:50:46.335001] [INFO ] [CONFIGURE ] ATEN: Testing with features: ['add_daily_returns', 'add_mfi']
[2025-11-25T07:50:46.559452] [DEBUG] [FORECASTER] ATEN: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T07:50:46.800905] [DEBUG] [FORECASTER] ATEN: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0
[2025-11-25T07:50:47.044064] [DEBUG] [FORECASTER] ATEN: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T07:50:47.272473] [DEBUG] [FORECASTER] ATEN: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-25T07:50:47.504950] [DEBUG] [FORECASTER] ATEN: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T07:50:47.740053] [DEBUG] [FORECASTER] ATEN: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T07:50:47.963044] [DEBUG] [FORECASTER] ATEN: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T07:50:48.194358] [DEBUG] [FORECASTER] ATEN: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T07:50:48.424315] [DEBUG] [FORECASTER] ATEN: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T07:50:48.652139] [DEBUG] [FORECASTER] ATEN: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T07:50:48.652365] [INFO ] [CONFIGURE ] ATEN: DISCARDED add_mfi (score: 70.00%)
[2025-11-25T07:50:48.652427] [INFO ] [CONFIGURE ] JOB ETA: 2.8h | Avg: 2.7s/test | Remaining: 3686 tests
[2025-11-25T07:50:48.652467] [INFO ] [CONFIGURE ] ATEN: Testing feature 10/29: add_momentum_acceleration
[2025-11-25T07:50:48.652504] [INFO ] [CONFIGURE ] ATEN: Testing with features: ['add_daily_returns', 'add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-11-25T07:50:48.960064] [DEBUG] [FORECASTER] ATEN: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T07:50:49.275091] [DEBUG] [FORECASTER] ATEN: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0
[2025-11-25T07:50:49.595381] [DEBUG] [FORECASTER] ATEN: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T07:50:49.912277] [DEBUG] [FORECASTER] ATEN: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-25T07:50:50.239998] [DEBUG] [FORECASTER] ATEN: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T07:50:50.567109] [DEBUG] [FORECASTER] ATEN: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T07:50:50.889203] [DEBUG] [FORECASTER] ATEN: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T07:50:51.229811] [DEBUG] [FORECASTER] ATEN: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T07:50:51.553091] [DEBUG] [FORECASTER] ATEN: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T07:50:51.876565] [DEBUG] [FORECASTER] ATEN: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T07:50:51.876757] [INFO ] [CONFIGURE ] ATEN: DISCARDED add_momentum_acceleration (score: 70.00%)
[2025-11-25T07:50:51.876818] [INFO ] [CONFIGURE ] JOB ETA: 2.8h | Avg: 2.7s/test | Remaining: 3685 tests
[2025-11-25T07:50:51.876867] [INFO ] [CONFIGURE ] ATEN: Testing feature 11/29: add_obv_daily
[2025-11-25T07:50:51.876912] [INFO ] [CONFIGURE ] ATEN: Testing with features: ['add_daily_returns', 'add_obv_daily']
[2025-11-25T07:50:52.119627] [DEBUG] [FORECASTER] ATEN: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T07:50:52.358415] [DEBUG] [FORECASTER] ATEN: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0
[2025-11-25T07:50:52.598264] [DEBUG] [FORECASTER] ATEN: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T07:50:52.841328] [DEBUG] [FORECASTER] ATEN: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-25T07:50:53.085743] [DEBUG] [FORECASTER] ATEN: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T07:50:53.323029] [DEBUG] [FORECASTER] ATEN: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T07:50:53.570096] [DEBUG] [FORECASTER] ATEN: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T07:50:53.820376] [DEBUG] [FORECASTER] ATEN: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T07:50:54.065615] [DEBUG] [FORECASTER] ATEN: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-25T07:50:54.309882] [DEBUG] [FORECASTER] ATEN: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T07:50:54.310235] [INFO ] [CONFIGURE ] ATEN: DISCARDED add_obv_daily (score: 60.00%)
[2025-11-25T07:50:54.310356] [INFO ] [CONFIGURE ] JOB ETA: 2.8h | Avg: 2.7s/test | Remaining: 3684 tests
[2025-11-25T07:50:54.310463] [INFO ] [CONFIGURE ] ATEN: Testing feature 12/29: add_obv_interval
[2025-11-25T07:50:54.310569] [INFO ] [CONFIGURE ] ATEN: Testing with features: ['add_daily_returns', 'add_obv_interval']
[2025-11-25T07:50:54.534036] [DEBUG] [FORECASTER] ATEN: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T07:50:54.753233] [DEBUG] [FORECASTER] ATEN: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T07:50:54.973544] [DEBUG] [FORECASTER] ATEN: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T07:50:55.195188] [DEBUG] [FORECASTER] ATEN: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-25T07:50:55.415125] [DEBUG] [FORECASTER] ATEN: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T07:50:55.636129] [DEBUG] [FORECASTER] ATEN: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T07:50:55.858164] [DEBUG] [FORECASTER] ATEN: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T07:50:56.090089] [DEBUG] [FORECASTER] ATEN: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T07:50:56.323212] [DEBUG] [FORECASTER] ATEN: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T07:50:56.552984] [DEBUG] [FORECASTER] ATEN: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T07:50:56.553170] [INFO ] [CONFIGURE ] ATEN: DISCARDED add_obv_interval (score: 80.00%)
[2025-11-25T07:50:56.553220] [INFO ] [CONFIGURE ] JOB ETA: 2.8h | Avg: 2.7s/test | Remaining: 3683 tests
[2025-11-25T07:50:56.553258] [INFO ] [CONFIGURE ] ATEN: Testing feature 13/29: add_opening_strength
[2025-11-25T07:50:56.553294] [INFO ] [CONFIGURE ] ATEN: Testing with features: ['add_daily_returns', 'add_opening_strength']
[2025-11-25T07:50:56.789581] [DEBUG] [FORECASTER] ATEN: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T07:50:57.036742] [DEBUG] [FORECASTER] ATEN: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0
[2025-11-25T07:50:57.282561] [DEBUG] [FORECASTER] ATEN: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T07:50:57.527294] [DEBUG] [FORECASTER] ATEN: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-25T07:50:57.764045] [DEBUG] [FORECASTER] ATEN: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T07:50:58.001566] [DEBUG] [FORECASTER] ATEN: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T07:50:58.251391] [DEBUG] [FORECASTER] ATEN: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T07:50:58.489464] [DEBUG] [FORECASTER] ATEN: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T07:50:58.724448] [DEBUG] [FORECASTER] ATEN: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T07:50:58.961334] [DEBUG] [FORECASTER] ATEN: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T07:50:58.961545] [INFO ] [CONFIGURE ] ATEN: DISCARDED add_opening_strength (score: 70.00%)
[2025-11-25T07:50:58.961609] [INFO ] [CONFIGURE ] JOB ETA: 2.8h | Avg: 2.7s/test | Remaining: 3682 tests
[2025-11-25T07:50:58.961685] [INFO ] [CONFIGURE ] ATEN: Testing feature 14/29: add_order_flow_imbalance
[2025-11-25T07:50:58.961736] [INFO ] [CONFIGURE ] ATEN: Testing with features: ['add_daily_returns', 'add_order_flow_imbalance']
[2025-11-25T07:50:59.209567] [DEBUG] [FORECASTER] ATEN: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T07:50:59.456167] [DEBUG] [FORECASTER] ATEN: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0
[2025-11-25T07:50:59.712606] [DEBUG] [FORECASTER] ATEN: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T07:50:59.959676] [DEBUG] [FORECASTER] ATEN: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-25T07:51:00.205835] [DEBUG] [FORECASTER] ATEN: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T07:51:01.266192] [DEBUG] [FORECASTER] ATEN: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T07:51:01.685742] [DEBUG] [FORECASTER] ATEN: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T07:51:01.950033] [DEBUG] [FORECASTER] ATEN: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T07:51:02.197413] [DEBUG] [FORECASTER] ATEN: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T07:51:02.432883] [DEBUG] [FORECASTER] ATEN: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T07:51:02.433091] [INFO ] [CONFIGURE ] ATEN: DISCARDED add_order_flow_imbalance (score: 70.00%)
[2025-11-25T07:51:02.433162] [INFO ] [CONFIGURE ] JOB ETA: 2.8h | Avg: 2.7s/test | Remaining: 3681 tests
[2025-11-25T07:51:02.433224] [INFO ] [CONFIGURE ] ATEN: Testing feature 15/29: add_pbf_morning_momentum
[2025-11-25T07:51:02.433278] [INFO ] [CONFIGURE ] ATEN: Testing with features: ['add_daily_returns', 'add_pbf_morning_momentum']
[2025-11-25T07:51:02.625405] [DEBUG] [FORECASTER] ATEN: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T07:51:02.827692] [DEBUG] [FORECASTER] ATEN: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0
[2025-11-25T07:51:03.018919] [DEBUG] [FORECASTER] ATEN: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T07:51:03.219624] [DEBUG] [FORECASTER] ATEN: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-25T07:51:03.417466] [DEBUG] [FORECASTER] ATEN: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T07:51:03.616968] [DEBUG] [FORECASTER] ATEN: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T07:51:03.823299] [DEBUG] [FORECASTER] ATEN: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T07:51:04.028631] [DEBUG] [FORECASTER] ATEN: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T07:51:04.238377] [DEBUG] [FORECASTER] ATEN: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T07:51:04.435058] [DEBUG] [FORECASTER] ATEN: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T07:51:04.435231] [INFO ] [CONFIGURE ] ATEN: DISCARDED add_pbf_morning_momentum (score: 80.00%)
[2025-11-25T07:51:04.435279] [INFO ] [CONFIGURE ] JOB ETA: 2.8h | Avg: 2.7s/test | Remaining: 3680 tests
[2025-11-25T07:51:04.435317] [INFO ] [CONFIGURE ] ATEN: Testing feature 16/29: add_pbf_overnight_gap
[2025-11-25T07:51:04.435352] [INFO ] [CONFIGURE ] ATEN: Testing with features: ['add_daily_returns', 'add_pbf_overnight_gap']
[2025-11-25T07:51:04.654002] [DEBUG] [FORECASTER] ATEN: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T07:51:04.886128] [DEBUG] [FORECASTER] ATEN: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T07:51:05.109693] [DEBUG] [FORECASTER] ATEN: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T07:51:05.338036] [DEBUG] [FORECASTER] ATEN: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-25T07:51:05.557446] [DEBUG] [FORECASTER] ATEN: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T07:51:05.791916] [DEBUG] [FORECASTER] ATEN: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T07:51:06.007751] [DEBUG] [FORECASTER] ATEN: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T07:51:06.232435] [DEBUG] [FORECASTER] ATEN: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T07:51:06.462289] [DEBUG] [FORECASTER] ATEN: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T07:51:06.681251] [DEBUG] [FORECASTER] ATEN: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T07:51:06.681436] [INFO ] [CONFIGURE ] ATEN: DISCARDED add_pbf_overnight_gap (score: 80.00%)
[2025-11-25T07:51:06.681487] [INFO ] [CONFIGURE ] JOB ETA: 2.8h | Avg: 2.7s/test | Remaining: 3679 tests
[2025-11-25T07:51:06.681527] [INFO ] [CONFIGURE ] ATEN: Testing feature 17/29: add_pbf_return_2d
[2025-11-25T07:51:06.681566] [INFO ] [CONFIGURE ] ATEN: Testing with features: ['add_daily_returns', 'add_pbf_return_2d']
[2025-11-25T07:51:06.912564] [DEBUG] [FORECASTER] ATEN: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T07:51:07.134953] [DEBUG] [FORECASTER] ATEN: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0
[2025-11-25T07:51:07.357545] [DEBUG] [FORECASTER] ATEN: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T07:51:07.593211] [DEBUG] [FORECASTER] ATEN: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-25T07:51:07.812922] [DEBUG] [FORECASTER] ATEN: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T07:51:08.034992] [DEBUG] [FORECASTER] ATEN: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T07:51:08.259412] [DEBUG] [FORECASTER] ATEN: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T07:51:08.484793] [DEBUG] [FORECASTER] ATEN: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T07:51:08.714028] [DEBUG] [FORECASTER] ATEN: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T07:51:08.952759] [DEBUG] [FORECASTER] ATEN: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T07:51:08.952997] [INFO ] [CONFIGURE ] ATEN: DISCARDED add_pbf_return_2d (score: 70.00%)
[2025-11-25T07:51:08.953081] [INFO ] [CONFIGURE ] JOB ETA: 2.8h | Avg: 2.7s/test | Remaining: 3678 tests
[2025-11-25T07:51:08.953141] [INFO ] [CONFIGURE ] ATEN: Testing feature 18/29: add_pbf_volatility_5d
[2025-11-25T07:51:08.953224] [INFO ] [CONFIGURE ] ATEN: Testing with features: ['add_daily_returns', 'add_pbf_volatility_5d']
[2025-11-25T07:51:09.155210] [DEBUG] [FORECASTER] ATEN: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T07:51:09.360357] [DEBUG] [FORECASTER] ATEN: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0
[2025-11-25T07:51:09.549633] [DEBUG] [FORECASTER] ATEN: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T07:51:09.744078] [DEBUG] [FORECASTER] ATEN: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-25T07:51:09.973804] [DEBUG] [FORECASTER] ATEN: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T07:51:10.174056] [DEBUG] [FORECASTER] ATEN: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T07:51:10.367819] [DEBUG] [FORECASTER] ATEN: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T07:51:10.565250] [DEBUG] [FORECASTER] ATEN: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T07:51:10.764300] [DEBUG] [FORECASTER] ATEN: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T07:51:10.961343] [DEBUG] [FORECASTER] ATEN: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T07:51:10.961514] [INFO ] [CONFIGURE ] ATEN: DISCARDED add_pbf_volatility_5d (score: 60.00%)
[2025-11-25T07:51:10.961564] [INFO ] [CONFIGURE ] JOB ETA: 2.8h | Avg: 2.7s/test | Remaining: 3677 tests
[2025-11-25T07:51:10.961606] [INFO ] [CONFIGURE ] ATEN: Testing feature 19/29: add_pbf_vs_sma_5
[2025-11-25T07:51:10.961663] [INFO ] [CONFIGURE ] ATEN: Testing with features: ['add_daily_returns', 'add_pbf_vs_sma_5']
[2025-11-25T07:51:11.155497] [DEBUG] [FORECASTER] ATEN: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T07:51:11.349164] [DEBUG] [FORECASTER] ATEN: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0
[2025-11-25T07:51:11.548476] [DEBUG] [FORECASTER] ATEN: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T07:51:11.742784] [DEBUG] [FORECASTER] ATEN: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-25T07:51:11.940357] [DEBUG] [FORECASTER] ATEN: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T07:51:12.134495] [DEBUG] [FORECASTER] ATEN: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T07:51:12.330628] [DEBUG] [FORECASTER] ATEN: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T07:51:12.542567] [DEBUG] [FORECASTER] ATEN: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T07:51:12.744513] [DEBUG] [FORECASTER] ATEN: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T07:51:12.942200] [DEBUG] [FORECASTER] ATEN: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T07:51:12.942398] [INFO ] [CONFIGURE ] ATEN: DISCARDED add_pbf_vs_sma_5 (score: 80.00%)
[2025-11-25T07:51:12.942609] [INFO ] [CONFIGURE ] JOB ETA: 2.8h | Avg: 2.7s/test | Remaining: 3676 tests
[2025-11-25T07:51:12.942736] [INFO ] [CONFIGURE ] ATEN: Testing feature 20/29: add_price_rejection
[2025-11-25T07:51:12.942792] [INFO ] [CONFIGURE ] ATEN: Testing with features: ['add_daily_returns', 'add_price_rejection']
[2025-11-25T07:51:13.194556] [DEBUG] [FORECASTER] ATEN: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T07:51:13.494894] [DEBUG] [FORECASTER] ATEN: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0
[2025-11-25T07:51:13.782081] [DEBUG] [FORECASTER] ATEN: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T07:51:14.007309] [DEBUG] [FORECASTER] ATEN: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-25T07:51:14.238615] [DEBUG] [FORECASTER] ATEN: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T07:51:14.451861] [DEBUG] [FORECASTER] ATEN: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T07:51:14.666563] [DEBUG] [FORECASTER] ATEN: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T07:51:14.882837] [DEBUG] [FORECASTER] ATEN: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T07:51:15.103250] [DEBUG] [FORECASTER] ATEN: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T07:51:15.320199] [DEBUG] [FORECASTER] ATEN: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T07:51:15.320370] [INFO ] [CONFIGURE ] ATEN: DISCARDED add_price_rejection (score: 70.00%)
[2025-11-25T07:51:15.320417] [INFO ] [CONFIGURE ] JOB ETA: 2.8h | Avg: 2.7s/test | Remaining: 3675 tests
[2025-11-25T07:51:15.320455] [INFO ] [CONFIGURE ] ATEN: Testing feature 21/29: add_range_position
[2025-11-25T07:51:15.320492] [INFO ] [CONFIGURE ] ATEN: Testing with features: ['add_daily_returns', 'add_range_position']
[2025-11-25T07:51:15.550293] [DEBUG] [FORECASTER] ATEN: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T07:51:15.774199] [DEBUG] [FORECASTER] ATEN: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0
[2025-11-25T07:51:16.022455] [DEBUG] [FORECASTER] ATEN: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T07:51:16.283387] [DEBUG] [FORECASTER] ATEN: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-25T07:51:16.543110] [DEBUG] [FORECASTER] ATEN: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T07:51:16.791831] [DEBUG] [FORECASTER] ATEN: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T07:51:17.041522] [DEBUG] [FORECASTER] ATEN: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T07:51:17.295121] [DEBUG] [FORECASTER] ATEN: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T07:51:17.540763] [DEBUG] [FORECASTER] ATEN: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T07:51:17.791192] [DEBUG] [FORECASTER] ATEN: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T07:51:17.791392] [INFO ] [CONFIGURE ] ATEN: DISCARDED add_range_position (score: 60.00%)
[2025-11-25T07:51:17.791456] [INFO ] [CONFIGURE ] JOB ETA: 2.8h | Avg: 2.7s/test | Remaining: 3674 tests
[2025-11-25T07:51:17.791513] [INFO ] [CONFIGURE ] ATEN: Testing feature 22/29: add_realized_volatility
[2025-11-25T07:51:17.791568] [INFO ] [CONFIGURE ] ATEN: Testing with features: ['add_daily_returns', 'add_realized_volatility']
[2025-11-25T07:51:18.114573] [DEBUG] [FORECASTER] ATEN: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T07:51:18.454547] [DEBUG] [FORECASTER] ATEN: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0
[2025-11-25T07:51:18.785681] [DEBUG] [FORECASTER] ATEN: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T07:51:19.116481] [DEBUG] [FORECASTER] ATEN: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-25T07:51:19.441452] [DEBUG] [FORECASTER] ATEN: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T07:51:19.752307] [DEBUG] [FORECASTER] ATEN: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T07:51:20.073408] [DEBUG] [FORECASTER] ATEN: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T07:51:20.405736] [DEBUG] [FORECASTER] ATEN: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T07:51:20.758023] [DEBUG] [FORECASTER] ATEN: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T07:51:21.075227] [DEBUG] [FORECASTER] ATEN: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T07:51:21.075424] [INFO ] [CONFIGURE ] ATEN: DISCARDED add_realized_volatility (score: 70.00%)
[2025-11-25T07:51:21.075484] [INFO ] [CONFIGURE ] JOB ETA: 2.8h | Avg: 2.7s/test | Remaining: 3673 tests
[2025-11-25T07:51:21.075531] [INFO ] [CONFIGURE ] ATEN: Testing feature 23/29: add_recent_range_context
[2025-11-25T07:51:21.075576] [INFO ] [CONFIGURE ] ATEN: Testing with features: ['add_daily_returns', 'add_recent_range_context']
[2025-11-25T07:51:21.293830] [DEBUG] [FORECASTER] ATEN: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T07:51:21.511949] [DEBUG] [FORECASTER] ATEN: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0
[2025-11-25T07:51:21.729881] [DEBUG] [FORECASTER] ATEN: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T07:51:21.953087] [DEBUG] [FORECASTER] ATEN: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-25T07:51:22.174029] [DEBUG] [FORECASTER] ATEN: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T07:51:22.390833] [DEBUG] [FORECASTER] ATEN: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T07:51:22.611149] [DEBUG] [FORECASTER] ATEN: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T07:51:22.828792] [DEBUG] [FORECASTER] ATEN: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T07:51:23.047634] [DEBUG] [FORECASTER] ATEN: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T07:51:23.268309] [DEBUG] [FORECASTER] ATEN: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T07:51:23.268511] [INFO ] [CONFIGURE ] ATEN: DISCARDED add_recent_range_context (score: 80.00%)
[2025-11-25T07:51:23.268562] [INFO ] [CONFIGURE ] JOB ETA: 2.8h | Avg: 2.7s/test | Remaining: 3672 tests
[2025-11-25T07:51:23.268600] [INFO ] [CONFIGURE ] ATEN: Testing feature 24/29: add_rsi
[2025-11-25T07:51:23.268637] [INFO ] [CONFIGURE ] ATEN: Testing with features: ['add_daily_returns', 'add_ema', 'add_rsi']
[2025-11-25T07:51:23.531877] [DEBUG] [FORECASTER] ATEN: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T07:51:23.803566] [DEBUG] [FORECASTER] ATEN: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0
[2025-11-25T07:51:24.073781] [DEBUG] [FORECASTER] ATEN: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T07:51:24.342199] [DEBUG] [FORECASTER] ATEN: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-25T07:51:24.603994] [DEBUG] [FORECASTER] ATEN: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T07:51:24.873108] [DEBUG] [FORECASTER] ATEN: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T07:51:25.137453] [DEBUG] [FORECASTER] ATEN: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T07:51:25.409607] [DEBUG] [FORECASTER] ATEN: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T07:51:25.674689] [DEBUG] [FORECASTER] ATEN: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T07:51:25.937566] [DEBUG] [FORECASTER] ATEN: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T07:51:25.937757] [INFO ] [CONFIGURE ] ATEN: DISCARDED add_rsi (score: 70.00%)
[2025-11-25T07:51:25.937817] [INFO ] [CONFIGURE ] JOB ETA: 2.8h | Avg: 2.7s/test | Remaining: 3671 tests
[2025-11-25T07:51:25.937867] [INFO ] [CONFIGURE ] ATEN: Testing feature 25/29: add_tick_distribution
[2025-11-25T07:51:25.937910] [INFO ] [CONFIGURE ] ATEN: Testing with features: ['add_daily_returns', 'add_tick_distribution']
[2025-11-25T07:51:26.162534] [DEBUG] [FORECASTER] ATEN: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T07:51:26.374385] [DEBUG] [FORECASTER] ATEN: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0
[2025-11-25T07:51:26.583864] [DEBUG] [FORECASTER] ATEN: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T07:51:26.796592] [DEBUG] [FORECASTER] ATEN: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-25T07:51:27.010259] [DEBUG] [FORECASTER] ATEN: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T07:51:27.224917] [DEBUG] [FORECASTER] ATEN: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T07:51:27.438139] [DEBUG] [FORECASTER] ATEN: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T07:51:27.647929] [DEBUG] [FORECASTER] ATEN: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T07:51:27.859940] [DEBUG] [FORECASTER] ATEN: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T07:51:28.072470] [DEBUG] [FORECASTER] ATEN: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T07:51:28.072660] [INFO ] [CONFIGURE ] ATEN: DISCARDED add_tick_distribution (score: 60.00%)
[2025-11-25T07:51:28.072735] [INFO ] [CONFIGURE ] JOB ETA: 2.8h | Avg: 2.7s/test | Remaining: 3670 tests
[2025-11-25T07:51:28.072793] [INFO ] [CONFIGURE ] ATEN: Testing feature 26/29: add_volume_momentum_confirmation
[2025-11-25T07:51:28.072840] [INFO ] [CONFIGURE ] ATEN: Testing with features: ['add_daily_returns', 'add_volume_momentum_confirmation']
[2025-11-25T07:51:28.284440] [DEBUG] [FORECASTER] ATEN: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T07:51:28.508024] [DEBUG] [FORECASTER] ATEN: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0
[2025-11-25T07:51:28.728155] [DEBUG] [FORECASTER] ATEN: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T07:51:28.954658] [DEBUG] [FORECASTER] ATEN: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-25T07:51:29.172457] [DEBUG] [FORECASTER] ATEN: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T07:51:29.389263] [DEBUG] [FORECASTER] ATEN: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T07:51:29.610819] [DEBUG] [FORECASTER] ATEN: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T07:51:29.831055] [DEBUG] [FORECASTER] ATEN: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T07:51:30.051788] [DEBUG] [FORECASTER] ATEN: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T07:51:30.274096] [DEBUG] [FORECASTER] ATEN: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T07:51:30.274279] [INFO ] [CONFIGURE ] ATEN: DISCARDED add_volume_momentum_confirmation (score: 70.00%)
[2025-11-25T07:51:30.274331] [INFO ] [CONFIGURE ] JOB ETA: 2.8h | Avg: 2.7s/test | Remaining: 3669 tests
[2025-11-25T07:51:30.274370] [INFO ] [CONFIGURE ] ATEN: Testing feature 27/29: add_volume_price_divergence
[2025-11-25T07:51:30.274407] [INFO ] [CONFIGURE ] ATEN: Testing with features: ['add_daily_returns', 'add_volume_price_divergence']
[2025-11-25T07:51:30.511207] [DEBUG] [FORECASTER] ATEN: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T07:51:30.746065] [DEBUG] [FORECASTER] ATEN: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T07:51:30.982259] [DEBUG] [FORECASTER] ATEN: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T07:51:31.240059] [DEBUG] [FORECASTER] ATEN: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-25T07:51:31.492435] [DEBUG] [FORECASTER] ATEN: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T07:51:31.741264] [DEBUG] [FORECASTER] ATEN: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T07:51:31.985750] [DEBUG] [FORECASTER] ATEN: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T07:51:32.232331] [DEBUG] [FORECASTER] ATEN: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T07:51:32.479785] [DEBUG] [FORECASTER] ATEN: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T07:51:32.723187] [DEBUG] [FORECASTER] ATEN: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T07:51:32.723366] [INFO ] [CONFIGURE ] ATEN: DISCARDED add_volume_price_divergence (score: 70.00%)
[2025-11-25T07:51:32.723416] [INFO ] [CONFIGURE ] JOB ETA: 2.8h | Avg: 2.7s/test | Remaining: 3668 tests
[2025-11-25T07:51:32.723455] [INFO ] [CONFIGURE ] ATEN: Testing feature 28/29: add_volume_profile
[2025-11-25T07:51:32.723490] [INFO ] [CONFIGURE ] ATEN: Testing with features: ['add_daily_returns', 'add_volume_profile']
[2025-11-25T07:51:32.947176] [DEBUG] [FORECASTER] ATEN: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T07:51:33.173230] [DEBUG] [FORECASTER] ATEN: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0
[2025-11-25T07:51:33.408328] [DEBUG] [FORECASTER] ATEN: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T07:51:33.642889] [DEBUG] [FORECASTER] ATEN: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-25T07:51:33.875164] [DEBUG] [FORECASTER] ATEN: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T07:51:34.099501] [DEBUG] [FORECASTER] ATEN: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T07:51:34.332333] [DEBUG] [FORECASTER] ATEN: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T07:51:34.570854] [DEBUG] [FORECASTER] ATEN: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T07:51:34.811811] [DEBUG] [FORECASTER] ATEN: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T07:51:35.053941] [DEBUG] [FORECASTER] ATEN: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T07:51:35.054281] [INFO ] [CONFIGURE ] ATEN: DISCARDED add_volume_profile (score: 60.00%)
[2025-11-25T07:51:35.054397] [INFO ] [CONFIGURE ] JOB ETA: 2.8h | Avg: 2.7s/test | Remaining: 3667 tests
[2025-11-25T07:51:35.054502] [INFO ] [CONFIGURE ] ATEN: Testing feature 29/29: add_vwap
[2025-11-25T07:51:35.054606] [INFO ] [CONFIGURE ] ATEN: Testing with features: ['add_daily_returns', 'add_vwap']
[2025-11-25T07:51:35.294907] [DEBUG] [FORECASTER] ATEN: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T07:51:35.533536] [DEBUG] [FORECASTER] ATEN: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0
[2025-11-25T07:51:35.769455] [DEBUG] [FORECASTER] ATEN: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T07:51:36.006187] [DEBUG] [FORECASTER] ATEN: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-25T07:51:36.248318] [DEBUG] [FORECASTER] ATEN: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T07:51:36.482639] [DEBUG] [FORECASTER] ATEN: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T07:51:36.722050] [DEBUG] [FORECASTER] ATEN: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T07:51:36.954123] [DEBUG] [FORECASTER] ATEN: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T07:51:37.188117] [DEBUG] [FORECASTER] ATEN: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T07:51:37.425039] [DEBUG] [FORECASTER] ATEN: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T07:51:37.425218] [INFO ] [CONFIGURE ] ATEN: DISCARDED add_vwap (score: 70.00%)
[2025-11-25T07:51:37.425268] [INFO ] [CONFIGURE ] JOB ETA: 2.8h | Avg: 2.7s/test | Remaining: 3666 tests
[2025-11-25T07:51:37.425307] [INFO ] [CONFIGURE ] ATEN: ===== FEATURE SELECTION COMPLETE =====
[2025-11-25T07:51:37.425342] [INFO ] [CONFIGURE ] ATEN: Best accuracy: 80.00%
[2025-11-25T07:51:37.425377] [INFO ] [CONFIGURE ] ATEN: Best feature set (1 features): ['add_daily_returns']
[2025-11-25T07:51:37.425435] [INFO ] [CONFIGURE ] ATEN: Improvement over baseline: 20.00%
[2025-11-25T07:51:37.425467] [INFO ] [CONFIGURE ] ATEN: Total time: 1.2 minutes
[2025-11-25T07:51:37.425498] [INFO ] [CONFIGURE ] ATEN: Average time per feature: 2.4 seconds
[2025-11-25T07:51:37.425530] [INFO ] [CONFIGURE ] ATEN: Average speed: 0.41 features/sec
[2025-11-25T07:51:37.425981] [INFO ] [LOCAL     ] Saved configuration for ATEN: 1 features, 80.00% accuracy -> ./output/feature-sets/ATEN.json
[2025-11-25T07:51:37.426040] [INFO ] [CONFIGURE ] ATEN: Configuration saved successfully: 1 features, 80.00% accuracy.
[2025-11-25T07:51:37.426088] [INFO ] [sig       ] [38/164] Successfully configured ATEN | 0.01 sym/s | Total: 50.5m | ETA: 2.8h
[2025-11-25T07:51:37.426126] [INFO ] [sig       ] [39/164] Configuring ATO...
[2025-11-25T07:51:37.426159] [INFO ] [CONFIGURE ] ATO: Configurate test run.
[2025-11-25T07:51:37.426192] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ATO' from 'https://tdm.silogroup.org/data/derivative_storage/ATO.csv'.
[2025-11-25T07:51:37.440388] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'ATO'.
[2025-11-25T07:51:37.440800] [INFO ] [CONFIGURE ] ATO: Testing with 29 available features
[2025-11-25T07:51:37.440864] [INFO ] [CONFIGURE ] ATO: Establishing baseline with no features...
[2025-11-25T07:51:37.627334] [DEBUG] [FORECASTER] ATO: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T07:51:37.819470] [DEBUG] [FORECASTER] ATO: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T07:51:38.006338] [DEBUG] [FORECASTER] ATO: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T07:51:38.192119] [DEBUG] [FORECASTER] ATO: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T07:51:38.378448] [DEBUG] [FORECASTER] ATO: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T07:51:38.566190] [DEBUG] [FORECASTER] ATO: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T07:51:38.738523] [DEBUG] [FORECASTER] ATO: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T07:51:38.917674] [DEBUG] [FORECASTER] ATO: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T07:51:39.093059] [DEBUG] [FORECASTER] ATO: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T07:51:39.265006] [DEBUG] [FORECASTER] ATO: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T07:51:39.265185] [INFO ] [CONFIGURE ] ATO: Baseline score (no features): 40.00%
[2025-11-25T07:51:39.265235] [INFO ] [CONFIGURE ] ATO: Testing feature 1/29: add_bollinger_bands
[2025-11-25T07:51:39.265275] [INFO ] [CONFIGURE ] ATO: Testing with features: ['add_bollinger_bands']
[2025-11-25T07:51:39.471450] [DEBUG] [FORECASTER] ATO: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T07:51:39.683304] [DEBUG] [FORECASTER] ATO: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T07:51:39.901971] [DEBUG] [FORECASTER] ATO: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T07:51:40.141981] [DEBUG] [FORECASTER] ATO: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T07:51:40.373420] [DEBUG] [FORECASTER] ATO: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T07:51:40.596564] [DEBUG] [FORECASTER] ATO: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T07:51:40.820540] [DEBUG] [FORECASTER] ATO: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T07:51:41.044912] [DEBUG] [FORECASTER] ATO: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T07:51:41.274149] [DEBUG] [FORECASTER] ATO: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T07:51:41.497034] [DEBUG] [FORECASTER] ATO: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T07:51:41.497235] [INFO ] [CONFIGURE ] ATO: KEPT add_bollinger_bands (score: 50.00%)
[2025-11-25T07:51:41.497285] [INFO ] [CONFIGURE ] JOB ETA: 2.8h | Avg: 2.7s/test | Remaining: 3665 tests
[2025-11-25T07:51:41.497324] [INFO ] [CONFIGURE ] ATO: Testing feature 2/29: add_cumulative_delta
[2025-11-25T07:51:41.497361] [INFO ] [CONFIGURE ] ATO: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta']
[2025-11-25T07:51:41.758869] [DEBUG] [FORECASTER] ATO: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T07:51:42.011717] [DEBUG] [FORECASTER] ATO: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T07:51:42.262417] [DEBUG] [FORECASTER] ATO: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T07:51:42.519275] [DEBUG] [FORECASTER] ATO: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T07:51:42.754947] [DEBUG] [FORECASTER] ATO: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T07:51:42.992981] [DEBUG] [FORECASTER] ATO: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T07:51:43.223398] [DEBUG] [FORECASTER] ATO: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T07:51:43.496162] [DEBUG] [FORECASTER] ATO: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T07:51:43.769718] [DEBUG] [FORECASTER] ATO: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T07:51:44.038803] [DEBUG] [FORECASTER] ATO: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T07:51:44.039024] [INFO ] [CONFIGURE ] ATO: DISCARDED add_cumulative_delta (score: 50.00%)
[2025-11-25T07:51:44.039087] [INFO ] [CONFIGURE ] JOB ETA: 2.8h | Avg: 2.7s/test | Remaining: 3664 tests
[2025-11-25T07:51:44.039139] [INFO ] [CONFIGURE ] ATO: Testing feature 3/29: add_daily_returns
[2025-11-25T07:51:44.039187] [INFO ] [CONFIGURE ] ATO: Testing with features: ['add_bollinger_bands', 'add_daily_returns']
[2025-11-25T07:51:44.281417] [DEBUG] [FORECASTER] ATO: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T07:51:44.517262] [DEBUG] [FORECASTER] ATO: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T07:51:44.741473] [DEBUG] [FORECASTER] ATO: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T07:51:44.968477] [DEBUG] [FORECASTER] ATO: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T07:51:45.189175] [DEBUG] [FORECASTER] ATO: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-25T07:51:45.407596] [DEBUG] [FORECASTER] ATO: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T07:51:45.629944] [DEBUG] [FORECASTER] ATO: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T07:51:45.852488] [DEBUG] [FORECASTER] ATO: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T07:51:46.077942] [DEBUG] [FORECASTER] ATO: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T07:51:46.301860] [DEBUG] [FORECASTER] ATO: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T07:51:46.302188] [INFO ] [CONFIGURE ] ATO: KEPT add_daily_returns (score: 60.00%)
[2025-11-25T07:51:46.302305] [INFO ] [CONFIGURE ] JOB ETA: 2.8h | Avg: 2.7s/test | Remaining: 3663 tests
[2025-11-25T07:51:46.302412] [INFO ] [CONFIGURE ] ATO: Testing feature 4/29: add_ema
[2025-11-25T07:51:46.302517] [INFO ] [CONFIGURE ] ATO: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_ema']
[2025-11-25T07:51:46.565715] [DEBUG] [FORECASTER] ATO: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T07:51:46.826842] [DEBUG] [FORECASTER] ATO: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T07:51:47.093193] [DEBUG] [FORECASTER] ATO: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T07:51:47.357413] [DEBUG] [FORECASTER] ATO: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T07:51:47.619723] [DEBUG] [FORECASTER] ATO: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T07:51:47.881892] [DEBUG] [FORECASTER] ATO: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T07:51:48.145074] [DEBUG] [FORECASTER] ATO: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T07:51:48.411138] [DEBUG] [FORECASTER] ATO: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T07:51:48.676294] [DEBUG] [FORECASTER] ATO: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T07:51:48.942293] [DEBUG] [FORECASTER] ATO: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T07:51:48.942484] [INFO ] [CONFIGURE ] ATO: DISCARDED add_ema (score: 60.00%)
[2025-11-25T07:51:48.942540] [INFO ] [CONFIGURE ] JOB ETA: 2.8h | Avg: 2.7s/test | Remaining: 3662 tests
[2025-11-25T07:51:48.942587] [INFO ] [CONFIGURE ] ATO: Testing feature 5/29: add_exhaustion_signals
[2025-11-25T07:51:48.942632] [INFO ] [CONFIGURE ] ATO: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_vwap', 'add_exhaustion_signals']
[2025-11-25T07:51:49.205549] [DEBUG] [FORECASTER] ATO: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T07:51:49.475258] [DEBUG] [FORECASTER] ATO: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T07:51:49.753145] [DEBUG] [FORECASTER] ATO: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T07:51:50.016500] [DEBUG] [FORECASTER] ATO: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T07:51:50.287964] [DEBUG] [FORECASTER] ATO: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-25T07:51:50.558197] [DEBUG] [FORECASTER] ATO: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T07:51:50.825054] [DEBUG] [FORECASTER] ATO: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T07:51:51.103418] [DEBUG] [FORECASTER] ATO: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T07:51:51.376134] [DEBUG] [FORECASTER] ATO: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T07:51:51.645891] [DEBUG] [FORECASTER] ATO: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T07:51:51.646110] [INFO ] [CONFIGURE ] ATO: KEPT add_exhaustion_signals (score: 70.00%)
[2025-11-25T07:51:51.646167] [INFO ] [CONFIGURE ] JOB ETA: 2.8h | Avg: 2.7s/test | Remaining: 3661 tests
[2025-11-25T07:51:51.646215] [INFO ] [CONFIGURE ] ATO: Testing feature 6/29: add_failed_moves
[2025-11-25T07:51:51.646258] [INFO ] [CONFIGURE ] ATO: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_vwap', 'add_exhaustion_signals', 'add_failed_moves']
[2025-11-25T07:51:51.922876] [DEBUG] [FORECASTER] ATO: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T07:51:52.245546] [DEBUG] [FORECASTER] ATO: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T07:51:52.564690] [DEBUG] [FORECASTER] ATO: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T07:51:52.851570] [DEBUG] [FORECASTER] ATO: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T07:51:53.125935] [DEBUG] [FORECASTER] ATO: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-25T07:51:53.395153] [DEBUG] [FORECASTER] ATO: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T07:51:53.668781] [DEBUG] [FORECASTER] ATO: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T07:51:53.945571] [DEBUG] [FORECASTER] ATO: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T07:51:54.233964] [DEBUG] [FORECASTER] ATO: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T07:51:54.540026] [DEBUG] [FORECASTER] ATO: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T07:51:54.540197] [INFO ] [CONFIGURE ] ATO: DISCARDED add_failed_moves (score: 50.00%)
[2025-11-25T07:51:54.540256] [INFO ] [CONFIGURE ] JOB ETA: 2.8h | Avg: 2.7s/test | Remaining: 3660 tests
[2025-11-25T07:51:54.540302] [INFO ] [CONFIGURE ] ATO: Testing feature 7/29: add_lag_shelf
[2025-11-25T07:51:54.540340] [INFO ] [CONFIGURE ] ATO: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_vwap', 'add_exhaustion_signals', 'add_lag_shelf']
[2025-11-25T07:51:54.806534] [DEBUG] [FORECASTER] ATO: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T07:51:55.071985] [DEBUG] [FORECASTER] ATO: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T07:51:55.345300] [DEBUG] [FORECASTER] ATO: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T07:51:55.621725] [DEBUG] [FORECASTER] ATO: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T07:51:55.895519] [DEBUG] [FORECASTER] ATO: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-25T07:51:56.178678] [DEBUG] [FORECASTER] ATO: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T07:51:56.474765] [DEBUG] [FORECASTER] ATO: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T07:51:56.782228] [DEBUG] [FORECASTER] ATO: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T07:51:57.084321] [DEBUG] [FORECASTER] ATO: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T07:51:57.377559] [DEBUG] [FORECASTER] ATO: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T07:51:57.377828] [INFO ] [CONFIGURE ] ATO: DISCARDED add_lag_shelf (score: 60.00%)
[2025-11-25T07:51:57.377889] [INFO ] [CONFIGURE ] JOB ETA: 2.8h | Avg: 2.7s/test | Remaining: 3659 tests
[2025-11-25T07:51:57.377938] [INFO ] [CONFIGURE ] ATO: Testing feature 8/29: add_macd
[2025-11-25T07:51:57.378005] [INFO ] [CONFIGURE ] ATO: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_vwap', 'add_exhaustion_signals', 'add_macd']
[2025-11-25T07:51:57.707406] [DEBUG] [FORECASTER] ATO: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T07:51:58.044418] [DEBUG] [FORECASTER] ATO: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T07:51:58.377805] [DEBUG] [FORECASTER] ATO: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T07:51:58.701472] [DEBUG] [FORECASTER] ATO: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T07:51:59.037420] [DEBUG] [FORECASTER] ATO: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-25T07:51:59.375065] [DEBUG] [FORECASTER] ATO: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T07:51:59.705565] [DEBUG] [FORECASTER] ATO: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T07:52:00.045334] [DEBUG] [FORECASTER] ATO: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T07:52:00.380479] [DEBUG] [FORECASTER] ATO: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T07:52:01.637243] [DEBUG] [FORECASTER] ATO: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T07:52:01.637555] [INFO ] [CONFIGURE ] ATO: DISCARDED add_macd (score: 60.00%)
[2025-11-25T07:52:01.637690] [INFO ] [CONFIGURE ] JOB ETA: 2.8h | Avg: 2.7s/test | Remaining: 3658 tests
[2025-11-25T07:52:01.637782] [INFO ] [CONFIGURE ] ATO: Testing feature 9/29: add_mfi
[2025-11-25T07:52:01.637846] [INFO ] [CONFIGURE ] ATO: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_vwap', 'add_exhaustion_signals', 'add_mfi']
[2025-11-25T07:52:02.128327] [DEBUG] [FORECASTER] ATO: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T07:52:02.429869] [DEBUG] [FORECASTER] ATO: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T07:52:02.709906] [DEBUG] [FORECASTER] ATO: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T07:52:02.990550] [DEBUG] [FORECASTER] ATO: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T07:52:03.272877] [DEBUG] [FORECASTER] ATO: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T07:52:03.553565] [DEBUG] [FORECASTER] ATO: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T07:52:03.841082] [DEBUG] [FORECASTER] ATO: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T07:52:04.135633] [DEBUG] [FORECASTER] ATO: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T07:52:04.430838] [DEBUG] [FORECASTER] ATO: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T07:52:04.722759] [DEBUG] [FORECASTER] ATO: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T07:52:04.722977] [INFO ] [CONFIGURE ] ATO: KEPT add_mfi (score: 80.00%)
[2025-11-25T07:52:04.723034] [INFO ] [CONFIGURE ] JOB ETA: 2.8h | Avg: 2.7s/test | Remaining: 3657 tests
[2025-11-25T07:52:04.723115] [INFO ] [CONFIGURE ] ATO: Testing feature 10/29: add_momentum_acceleration
[2025-11-25T07:52:04.723162] [INFO ] [CONFIGURE ] ATO: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_vwap', 'add_exhaustion_signals', 'add_mfi', 'add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-11-25T07:52:05.093461] [DEBUG] [FORECASTER] ATO: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T07:52:05.450140] [DEBUG] [FORECASTER] ATO: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T07:52:05.831074] [DEBUG] [FORECASTER] ATO: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T07:52:06.212394] [DEBUG] [FORECASTER] ATO: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T07:52:06.583559] [DEBUG] [FORECASTER] ATO: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T07:52:06.953055] [DEBUG] [FORECASTER] ATO: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T07:52:07.316784] [DEBUG] [FORECASTER] ATO: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T07:52:07.688518] [DEBUG] [FORECASTER] ATO: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T07:52:08.089993] [DEBUG] [FORECASTER] ATO: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T07:52:08.498517] [DEBUG] [FORECASTER] ATO: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T07:52:08.498770] [INFO ] [CONFIGURE ] ATO: DISCARDED add_momentum_acceleration (score: 60.00%)
[2025-11-25T07:52:08.498829] [INFO ] [CONFIGURE ] JOB ETA: 2.8h | Avg: 2.7s/test | Remaining: 3656 tests
[2025-11-25T07:52:08.498877] [INFO ] [CONFIGURE ] ATO: Testing feature 11/29: add_obv_daily
[2025-11-25T07:52:08.498922] [INFO ] [CONFIGURE ] ATO: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_vwap', 'add_exhaustion_signals', 'add_mfi', 'add_obv_daily']
[2025-11-25T07:52:08.826195] [DEBUG] [FORECASTER] ATO: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T07:52:09.137742] [DEBUG] [FORECASTER] ATO: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T07:52:09.444138] [DEBUG] [FORECASTER] ATO: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T07:52:09.748510] [DEBUG] [FORECASTER] ATO: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T07:52:10.088518] [DEBUG] [FORECASTER] ATO: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-25T07:52:10.394733] [DEBUG] [FORECASTER] ATO: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T07:52:10.690813] [DEBUG] [FORECASTER] ATO: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T07:52:10.992665] [DEBUG] [FORECASTER] ATO: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T07:52:11.334988] [DEBUG] [FORECASTER] ATO: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T07:52:11.660987] [DEBUG] [FORECASTER] ATO: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T07:52:11.661197] [INFO ] [CONFIGURE ] ATO: DISCARDED add_obv_daily (score: 80.00%)
[2025-11-25T07:52:11.661259] [INFO ] [CONFIGURE ] JOB ETA: 2.8h | Avg: 2.7s/test | Remaining: 3655 tests
[2025-11-25T07:52:11.661306] [INFO ] [CONFIGURE ] ATO: Testing feature 12/29: add_obv_interval
[2025-11-25T07:52:11.661350] [INFO ] [CONFIGURE ] ATO: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_vwap', 'add_exhaustion_signals', 'add_mfi', 'add_obv_interval']
[2025-11-25T07:52:11.955100] [DEBUG] [FORECASTER] ATO: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T07:52:12.246426] [DEBUG] [FORECASTER] ATO: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T07:52:12.537333] [DEBUG] [FORECASTER] ATO: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T07:52:12.855357] [DEBUG] [FORECASTER] ATO: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T07:52:13.166661] [DEBUG] [FORECASTER] ATO: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T07:52:13.481761] [DEBUG] [FORECASTER] ATO: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T07:52:13.786576] [DEBUG] [FORECASTER] ATO: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T07:52:14.097791] [DEBUG] [FORECASTER] ATO: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T07:52:14.404061] [DEBUG] [FORECASTER] ATO: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T07:52:14.713547] [DEBUG] [FORECASTER] ATO: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T07:52:14.713786] [INFO ] [CONFIGURE ] ATO: DISCARDED add_obv_interval (score: 70.00%)
[2025-11-25T07:52:14.713847] [INFO ] [CONFIGURE ] JOB ETA: 2.8h | Avg: 2.7s/test | Remaining: 3654 tests
[2025-11-25T07:52:14.713893] [INFO ] [CONFIGURE ] ATO: Testing feature 13/29: add_opening_strength
[2025-11-25T07:52:14.713936] [INFO ] [CONFIGURE ] ATO: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_vwap', 'add_exhaustion_signals', 'add_mfi', 'add_opening_strength']
[2025-11-25T07:52:15.034697] [DEBUG] [FORECASTER] ATO: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T07:52:15.370039] [DEBUG] [FORECASTER] ATO: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T07:52:15.696070] [DEBUG] [FORECASTER] ATO: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T07:52:16.032881] [DEBUG] [FORECASTER] ATO: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T07:52:16.381154] [DEBUG] [FORECASTER] ATO: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T07:52:16.722677] [DEBUG] [FORECASTER] ATO: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T07:52:17.048307] [DEBUG] [FORECASTER] ATO: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T07:52:17.378178] [DEBUG] [FORECASTER] ATO: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T07:52:17.708938] [DEBUG] [FORECASTER] ATO: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T07:52:18.054949] [DEBUG] [FORECASTER] ATO: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T07:52:18.055154] [INFO ] [CONFIGURE ] ATO: DISCARDED add_opening_strength (score: 60.00%)
[2025-11-25T07:52:18.055214] [INFO ] [CONFIGURE ] JOB ETA: 2.8h | Avg: 2.7s/test | Remaining: 3653 tests
[2025-11-25T07:52:18.055265] [INFO ] [CONFIGURE ] ATO: Testing feature 14/29: add_order_flow_imbalance
[2025-11-25T07:52:18.055309] [INFO ] [CONFIGURE ] ATO: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_vwap', 'add_exhaustion_signals', 'add_mfi', 'add_order_flow_imbalance']
[2025-11-25T07:52:18.397568] [DEBUG] [FORECASTER] ATO: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T07:52:18.736218] [DEBUG] [FORECASTER] ATO: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T07:52:19.086036] [DEBUG] [FORECASTER] ATO: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T07:52:19.430531] [DEBUG] [FORECASTER] ATO: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T07:52:19.769566] [DEBUG] [FORECASTER] ATO: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-25T07:52:20.104196] [DEBUG] [FORECASTER] ATO: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T07:52:20.451975] [DEBUG] [FORECASTER] ATO: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T07:52:20.797033] [DEBUG] [FORECASTER] ATO: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T07:52:21.123811] [DEBUG] [FORECASTER] ATO: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T07:52:21.435784] [DEBUG] [FORECASTER] ATO: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T07:52:21.435959] [INFO ] [CONFIGURE ] ATO: DISCARDED add_order_flow_imbalance (score: 60.00%)
[2025-11-25T07:52:21.436018] [INFO ] [CONFIGURE ] JOB ETA: 2.8h | Avg: 2.7s/test | Remaining: 3652 tests
[2025-11-25T07:52:21.436067] [INFO ] [CONFIGURE ] ATO: Testing feature 15/29: add_pbf_morning_momentum
[2025-11-25T07:52:21.436112] [INFO ] [CONFIGURE ] ATO: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_vwap', 'add_exhaustion_signals', 'add_mfi', 'add_pbf_morning_momentum']
[2025-11-25T07:52:21.734862] [DEBUG] [FORECASTER] ATO: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T07:52:22.028844] [DEBUG] [FORECASTER] ATO: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T07:52:22.322584] [DEBUG] [FORECASTER] ATO: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T07:52:22.625834] [DEBUG] [FORECASTER] ATO: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T07:52:22.942917] [DEBUG] [FORECASTER] ATO: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T07:52:23.252792] [DEBUG] [FORECASTER] ATO: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T07:52:23.532078] [DEBUG] [FORECASTER] ATO: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T07:52:23.817289] [DEBUG] [FORECASTER] ATO: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T07:52:24.106040] [DEBUG] [FORECASTER] ATO: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T07:52:24.398283] [DEBUG] [FORECASTER] ATO: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T07:52:24.398474] [INFO ] [CONFIGURE ] ATO: DISCARDED add_pbf_morning_momentum (score: 70.00%)
[2025-11-25T07:52:24.398531] [INFO ] [CONFIGURE ] JOB ETA: 2.8h | Avg: 2.7s/test | Remaining: 3651 tests
[2025-11-25T07:52:24.398577] [INFO ] [CONFIGURE ] ATO: Testing feature 16/29: add_pbf_overnight_gap
[2025-11-25T07:52:24.398622] [INFO ] [CONFIGURE ] ATO: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_vwap', 'add_exhaustion_signals', 'add_mfi', 'add_pbf_overnight_gap']
[2025-11-25T07:52:24.685207] [DEBUG] [FORECASTER] ATO: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T07:52:25.028872] [DEBUG] [FORECASTER] ATO: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T07:52:25.343200] [DEBUG] [FORECASTER] ATO: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T07:52:25.665562] [DEBUG] [FORECASTER] ATO: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T07:52:25.959176] [DEBUG] [FORECASTER] ATO: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-25T07:52:26.284805] [DEBUG] [FORECASTER] ATO: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T07:52:26.622485] [DEBUG] [FORECASTER] ATO: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T07:52:26.962992] [DEBUG] [FORECASTER] ATO: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T07:52:27.265675] [DEBUG] [FORECASTER] ATO: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T07:52:27.569993] [DEBUG] [FORECASTER] ATO: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T07:52:27.570235] [INFO ] [CONFIGURE ] ATO: DISCARDED add_pbf_overnight_gap (score: 60.00%)
[2025-11-25T07:52:27.570295] [INFO ] [CONFIGURE ] JOB ETA: 2.8h | Avg: 2.7s/test | Remaining: 3650 tests
[2025-11-25T07:52:27.570342] [INFO ] [CONFIGURE ] ATO: Testing feature 17/29: add_pbf_return_2d
[2025-11-25T07:52:27.570393] [INFO ] [CONFIGURE ] ATO: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_vwap', 'add_exhaustion_signals', 'add_mfi', 'add_pbf_return_2d']
[2025-11-25T07:52:27.874746] [DEBUG] [FORECASTER] ATO: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T07:52:28.184269] [DEBUG] [FORECASTER] ATO: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T07:52:28.499059] [DEBUG] [FORECASTER] ATO: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T07:52:28.803633] [DEBUG] [FORECASTER] ATO: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T07:52:29.111440] [DEBUG] [FORECASTER] ATO: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-25T07:52:29.414983] [DEBUG] [FORECASTER] ATO: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T07:52:29.740299] [DEBUG] [FORECASTER] ATO: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T07:52:30.048096] [DEBUG] [FORECASTER] ATO: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T07:52:30.366320] [DEBUG] [FORECASTER] ATO: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T07:52:30.686056] [DEBUG] [FORECASTER] ATO: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T07:52:30.686360] [INFO ] [CONFIGURE ] ATO: DISCARDED add_pbf_return_2d (score: 70.00%)
[2025-11-25T07:52:30.686423] [INFO ] [CONFIGURE ] JOB ETA: 2.8h | Avg: 2.7s/test | Remaining: 3649 tests
[2025-11-25T07:52:30.686471] [INFO ] [CONFIGURE ] ATO: Testing feature 18/29: add_pbf_volatility_5d
[2025-11-25T07:52:30.686516] [INFO ] [CONFIGURE ] ATO: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_vwap', 'add_exhaustion_signals', 'add_mfi', 'add_pbf_volatility_5d']
[2025-11-25T07:52:30.987777] [DEBUG] [FORECASTER] ATO: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T07:52:31.280445] [DEBUG] [FORECASTER] ATO: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T07:52:31.568172] [DEBUG] [FORECASTER] ATO: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T07:52:31.854395] [DEBUG] [FORECASTER] ATO: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T07:52:32.150659] [DEBUG] [FORECASTER] ATO: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-25T07:52:32.440472] [DEBUG] [FORECASTER] ATO: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T07:52:32.731415] [DEBUG] [FORECASTER] ATO: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T07:52:33.046744] [DEBUG] [FORECASTER] ATO: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T07:52:33.364116] [DEBUG] [FORECASTER] ATO: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T07:52:33.661906] [DEBUG] [FORECASTER] ATO: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T07:52:33.662120] [INFO ] [CONFIGURE ] ATO: DISCARDED add_pbf_volatility_5d (score: 70.00%)
[2025-11-25T07:52:33.662181] [INFO ] [CONFIGURE ] JOB ETA: 2.8h | Avg: 2.7s/test | Remaining: 3648 tests
[2025-11-25T07:52:33.662231] [INFO ] [CONFIGURE ] ATO: Testing feature 19/29: add_pbf_vs_sma_5
[2025-11-25T07:52:33.662277] [INFO ] [CONFIGURE ] ATO: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_vwap', 'add_exhaustion_signals', 'add_mfi', 'add_pbf_vs_sma_5']
[2025-11-25T07:52:33.939155] [DEBUG] [FORECASTER] ATO: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T07:52:34.235607] [DEBUG] [FORECASTER] ATO: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T07:52:34.532067] [DEBUG] [FORECASTER] ATO: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T07:52:34.833396] [DEBUG] [FORECASTER] ATO: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T07:52:35.104169] [DEBUG] [FORECASTER] ATO: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T07:52:35.398131] [DEBUG] [FORECASTER] ATO: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T07:52:35.668914] [DEBUG] [FORECASTER] ATO: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T07:52:35.979205] [DEBUG] [FORECASTER] ATO: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T07:52:36.266018] [DEBUG] [FORECASTER] ATO: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T07:52:36.551552] [DEBUG] [FORECASTER] ATO: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T07:52:36.551772] [INFO ] [CONFIGURE ] ATO: DISCARDED add_pbf_vs_sma_5 (score: 70.00%)
[2025-11-25T07:52:36.551836] [INFO ] [CONFIGURE ] JOB ETA: 2.8h | Avg: 2.7s/test | Remaining: 3647 tests
[2025-11-25T07:52:36.551886] [INFO ] [CONFIGURE ] ATO: Testing feature 20/29: add_price_rejection
[2025-11-25T07:52:36.551933] [INFO ] [CONFIGURE ] ATO: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_vwap', 'add_exhaustion_signals', 'add_mfi', 'add_price_rejection']
[2025-11-25T07:52:36.862660] [DEBUG] [FORECASTER] ATO: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T07:52:37.172716] [DEBUG] [FORECASTER] ATO: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T07:52:37.478167] [DEBUG] [FORECASTER] ATO: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T07:52:37.783134] [DEBUG] [FORECASTER] ATO: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T07:52:38.093565] [DEBUG] [FORECASTER] ATO: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T07:52:38.400596] [DEBUG] [FORECASTER] ATO: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T07:52:38.710657] [DEBUG] [FORECASTER] ATO: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T07:52:39.034389] [DEBUG] [FORECASTER] ATO: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T07:52:39.365495] [DEBUG] [FORECASTER] ATO: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T07:52:39.684859] [DEBUG] [FORECASTER] ATO: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T07:52:39.685052] [INFO ] [CONFIGURE ] ATO: DISCARDED add_price_rejection (score: 70.00%)
[2025-11-25T07:52:39.685114] [INFO ] [CONFIGURE ] JOB ETA: 2.8h | Avg: 2.7s/test | Remaining: 3646 tests
[2025-11-25T07:52:39.685166] [INFO ] [CONFIGURE ] ATO: Testing feature 21/29: add_range_position
[2025-11-25T07:52:39.685213] [INFO ] [CONFIGURE ] ATO: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_vwap', 'add_exhaustion_signals', 'add_mfi', 'add_range_position']
[2025-11-25T07:52:40.021162] [DEBUG] [FORECASTER] ATO: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T07:52:40.346606] [DEBUG] [FORECASTER] ATO: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T07:52:40.669048] [DEBUG] [FORECASTER] ATO: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T07:52:40.995740] [DEBUG] [FORECASTER] ATO: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T07:52:41.317513] [DEBUG] [FORECASTER] ATO: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T07:52:41.646282] [DEBUG] [FORECASTER] ATO: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T07:52:41.952892] [DEBUG] [FORECASTER] ATO: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T07:52:42.261635] [DEBUG] [FORECASTER] ATO: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T07:52:42.568232] [DEBUG] [FORECASTER] ATO: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T07:52:42.872533] [DEBUG] [FORECASTER] ATO: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T07:52:42.872756] [INFO ] [CONFIGURE ] ATO: DISCARDED add_range_position (score: 80.00%)
[2025-11-25T07:52:42.872826] [INFO ] [CONFIGURE ] JOB ETA: 2.8h | Avg: 2.7s/test | Remaining: 3645 tests
[2025-11-25T07:52:42.872876] [INFO ] [CONFIGURE ] ATO: Testing feature 22/29: add_realized_volatility
[2025-11-25T07:52:42.872923] [INFO ] [CONFIGURE ] ATO: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_vwap', 'add_exhaustion_signals', 'add_mfi', 'add_realized_volatility']
[2025-11-25T07:52:43.269455] [DEBUG] [FORECASTER] ATO: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T07:52:43.668454] [DEBUG] [FORECASTER] ATO: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T07:52:44.099393] [DEBUG] [FORECASTER] ATO: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T07:52:44.520876] [DEBUG] [FORECASTER] ATO: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T07:52:44.968574] [DEBUG] [FORECASTER] ATO: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T07:52:45.414530] [DEBUG] [FORECASTER] ATO: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T07:52:45.857758] [DEBUG] [FORECASTER] ATO: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T07:52:46.306937] [DEBUG] [FORECASTER] ATO: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T07:52:46.741307] [DEBUG] [FORECASTER] ATO: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T07:52:47.175633] [DEBUG] [FORECASTER] ATO: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T07:52:47.175845] [INFO ] [CONFIGURE ] ATO: KEPT add_realized_volatility (score: 90.00%)
[2025-11-25T07:52:47.175902] [INFO ] [CONFIGURE ] JOB ETA: 2.8h | Avg: 2.7s/test | Remaining: 3644 tests
[2025-11-25T07:52:47.175950] [INFO ] [CONFIGURE ] ATO: Testing feature 23/29: add_recent_range_context
[2025-11-25T07:52:47.175990] [INFO ] [CONFIGURE ] ATO: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_vwap', 'add_exhaustion_signals', 'add_mfi', 'add_realized_volatility', 'add_recent_range_context']
[2025-11-25T07:52:47.597750] [DEBUG] [FORECASTER] ATO: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T07:52:48.021565] [DEBUG] [FORECASTER] ATO: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T07:52:48.461858] [DEBUG] [FORECASTER] ATO: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T07:52:48.885317] [DEBUG] [FORECASTER] ATO: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T07:52:49.314624] [DEBUG] [FORECASTER] ATO: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T07:52:49.762351] [DEBUG] [FORECASTER] ATO: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T07:52:50.214582] [DEBUG] [FORECASTER] ATO: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T07:52:50.654956] [DEBUG] [FORECASTER] ATO: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T07:52:51.106611] [DEBUG] [FORECASTER] ATO: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T07:52:51.603940] [DEBUG] [FORECASTER] ATO: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T07:52:51.604182] [INFO ] [CONFIGURE ] ATO: DISCARDED add_recent_range_context (score: 80.00%)
[2025-11-25T07:52:51.604241] [INFO ] [CONFIGURE ] JOB ETA: 2.8h | Avg: 2.7s/test | Remaining: 3643 tests
[2025-11-25T07:52:51.604291] [INFO ] [CONFIGURE ] ATO: Testing feature 24/29: add_rsi
[2025-11-25T07:52:51.604336] [INFO ] [CONFIGURE ] ATO: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_vwap', 'add_exhaustion_signals', 'add_mfi', 'add_realized_volatility', 'add_ema', 'add_rsi']
[2025-11-25T07:52:52.106112] [DEBUG] [FORECASTER] ATO: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T07:52:52.596748] [DEBUG] [FORECASTER] ATO: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T07:52:53.103149] [DEBUG] [FORECASTER] ATO: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T07:52:53.578742] [DEBUG] [FORECASTER] ATO: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T07:52:54.036833] [DEBUG] [FORECASTER] ATO: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T07:52:54.535192] [DEBUG] [FORECASTER] ATO: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T07:52:55.019128] [DEBUG] [FORECASTER] ATO: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T07:52:55.488952] [DEBUG] [FORECASTER] ATO: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T07:52:55.957434] [DEBUG] [FORECASTER] ATO: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T07:52:56.421431] [DEBUG] [FORECASTER] ATO: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T07:52:56.421629] [INFO ] [CONFIGURE ] ATO: DISCARDED add_rsi (score: 80.00%)
[2025-11-25T07:52:56.421710] [INFO ] [CONFIGURE ] JOB ETA: 2.8h | Avg: 2.7s/test | Remaining: 3642 tests
[2025-11-25T07:52:56.421764] [INFO ] [CONFIGURE ] ATO: Testing feature 25/29: add_tick_distribution
[2025-11-25T07:52:56.421810] [INFO ] [CONFIGURE ] ATO: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_vwap', 'add_exhaustion_signals', 'add_mfi', 'add_realized_volatility', 'add_tick_distribution']
[2025-11-25T07:52:56.836690] [DEBUG] [FORECASTER] ATO: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T07:52:57.259033] [DEBUG] [FORECASTER] ATO: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T07:52:57.691158] [DEBUG] [FORECASTER] ATO: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T07:52:58.113237] [DEBUG] [FORECASTER] ATO: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T07:52:58.546805] [DEBUG] [FORECASTER] ATO: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T07:52:58.975853] [DEBUG] [FORECASTER] ATO: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T07:52:59.404325] [DEBUG] [FORECASTER] ATO: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T07:52:59.826966] [DEBUG] [FORECASTER] ATO: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T07:53:00.261810] [DEBUG] [FORECASTER] ATO: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T07:53:00.700939] [DEBUG] [FORECASTER] ATO: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T07:53:00.701229] [INFO ] [CONFIGURE ] ATO: KEPT add_tick_distribution (score: 100.00%)
[2025-11-25T07:53:00.701316] [INFO ] [CONFIGURE ] JOB ETA: 2.8h | Avg: 2.7s/test | Remaining: 3641 tests
[2025-11-25T07:53:00.701362] [INFO ] [CONFIGURE ] ATO: Testing feature 26/29: add_volume_momentum_confirmation
[2025-11-25T07:53:00.701401] [INFO ] [CONFIGURE ] ATO: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_vwap', 'add_exhaustion_signals', 'add_mfi', 'add_realized_volatility', 'add_tick_distribution', 'add_volume_momentum_confirmation']
[2025-11-25T07:53:01.868462] [DEBUG] [FORECASTER] ATO: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T07:53:02.308335] [DEBUG] [FORECASTER] ATO: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T07:53:02.747601] [DEBUG] [FORECASTER] ATO: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T07:53:03.188775] [DEBUG] [FORECASTER] ATO: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T07:53:03.621849] [DEBUG] [FORECASTER] ATO: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T07:53:04.067722] [DEBUG] [FORECASTER] ATO: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T07:53:04.517947] [DEBUG] [FORECASTER] ATO: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T07:53:04.971976] [DEBUG] [FORECASTER] ATO: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T07:53:05.425636] [DEBUG] [FORECASTER] ATO: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T07:53:05.886494] [DEBUG] [FORECASTER] ATO: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T07:53:05.886723] [INFO ] [CONFIGURE ] ATO: DISCARDED add_volume_momentum_confirmation (score: 70.00%)
[2025-11-25T07:53:05.886783] [INFO ] [CONFIGURE ] JOB ETA: 2.8h | Avg: 2.7s/test | Remaining: 3640 tests
[2025-11-25T07:53:05.886832] [INFO ] [CONFIGURE ] ATO: Testing feature 27/29: add_volume_price_divergence
[2025-11-25T07:53:05.886876] [INFO ] [CONFIGURE ] ATO: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_vwap', 'add_exhaustion_signals', 'add_mfi', 'add_realized_volatility', 'add_tick_distribution', 'add_volume_price_divergence']
[2025-11-25T07:53:06.339366] [DEBUG] [FORECASTER] ATO: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T07:53:06.793156] [DEBUG] [FORECASTER] ATO: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T07:53:07.244269] [DEBUG] [FORECASTER] ATO: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T07:53:07.690509] [DEBUG] [FORECASTER] ATO: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T07:53:08.126289] [DEBUG] [FORECASTER] ATO: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T07:53:08.560596] [DEBUG] [FORECASTER] ATO: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T07:53:08.996334] [DEBUG] [FORECASTER] ATO: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T07:53:09.632780] [DEBUG] [FORECASTER] ATO: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T07:53:10.106050] [DEBUG] [FORECASTER] ATO: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T07:53:10.558034] [DEBUG] [FORECASTER] ATO: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T07:53:10.558239] [INFO ] [CONFIGURE ] ATO: DISCARDED add_volume_price_divergence (score: 70.00%)
[2025-11-25T07:53:10.558310] [INFO ] [CONFIGURE ] JOB ETA: 2.8h | Avg: 2.7s/test | Remaining: 3639 tests
[2025-11-25T07:53:10.558364] [INFO ] [CONFIGURE ] ATO: Testing feature 28/29: add_volume_profile
[2025-11-25T07:53:10.558409] [INFO ] [CONFIGURE ] ATO: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_vwap', 'add_exhaustion_signals', 'add_mfi', 'add_realized_volatility', 'add_tick_distribution', 'add_volume_profile']
[2025-11-25T07:53:10.977267] [DEBUG] [FORECASTER] ATO: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T07:53:11.389582] [DEBUG] [FORECASTER] ATO: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T07:53:11.831192] [DEBUG] [FORECASTER] ATO: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T07:53:12.260318] [DEBUG] [FORECASTER] ATO: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T07:53:12.680919] [DEBUG] [FORECASTER] ATO: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T07:53:13.093568] [DEBUG] [FORECASTER] ATO: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T07:53:13.516413] [DEBUG] [FORECASTER] ATO: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T07:53:13.934150] [DEBUG] [FORECASTER] ATO: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T07:53:14.352189] [DEBUG] [FORECASTER] ATO: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T07:53:14.777004] [DEBUG] [FORECASTER] ATO: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T07:53:14.777279] [INFO ] [CONFIGURE ] ATO: DISCARDED add_volume_profile (score: 100.00%)
[2025-11-25T07:53:14.777358] [INFO ] [CONFIGURE ] JOB ETA: 2.8h | Avg: 2.7s/test | Remaining: 3638 tests
[2025-11-25T07:53:14.777437] [INFO ] [CONFIGURE ] ATO: ===== FEATURE SELECTION COMPLETE =====
[2025-11-25T07:53:14.777500] [INFO ] [CONFIGURE ] ATO: Best accuracy: 100.00%
[2025-11-25T07:53:14.777561] [INFO ] [CONFIGURE ] ATO: Best feature set (7 features): ['add_bollinger_bands', 'add_daily_returns', 'add_vwap', 'add_exhaustion_signals', 'add_mfi', 'add_realized_volatility', 'add_tick_distribution']
[2025-11-25T07:53:14.777614] [INFO ] [CONFIGURE ] ATO: Improvement over baseline: 60.00%
[2025-11-25T07:53:14.777676] [INFO ] [CONFIGURE ] ATO: Total time: 1.6 minutes
[2025-11-25T07:53:14.777718] [INFO ] [CONFIGURE ] ATO: Average time per feature: 3.4 seconds
[2025-11-25T07:53:14.777759] [INFO ] [CONFIGURE ] ATO: Average speed: 0.30 features/sec
[2025-11-25T07:53:14.778088] [INFO ] [LOCAL     ] Saved configuration for ATO: 7 features, 100.00% accuracy -> ./output/feature-sets/ATO.json
[2025-11-25T07:53:14.778150] [INFO ] [CONFIGURE ] ATO: Configuration saved successfully: 7 features, 100.00% accuracy.
[2025-11-25T07:53:14.778208] [INFO ] [sig       ] [39/164] Successfully configured ATO | 0.01 sym/s | Total: 52.2m | ETA: 2.8h
[2025-11-25T07:53:14.778261] [INFO ] [sig       ] [40/164] Configuring AUB...
[2025-11-25T07:53:14.778312] [INFO ] [CONFIGURE ] AUB: Configurate test run.
[2025-11-25T07:53:14.778362] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AUB' from 'https://tdm.silogroup.org/data/derivative_storage/AUB.csv'.
[2025-11-25T07:53:14.791033] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'AUB'.
[2025-11-25T07:53:14.791413] [INFO ] [CONFIGURE ] AUB: Testing with 29 available features
[2025-11-25T07:53:14.791481] [INFO ] [CONFIGURE ] AUB: Establishing baseline with no features...
[2025-11-25T07:53:14.992543] [DEBUG] [FORECASTER] AUB: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T07:53:15.185190] [DEBUG] [FORECASTER] AUB: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T07:53:15.368001] [DEBUG] [FORECASTER] AUB: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T07:53:15.558715] [DEBUG] [FORECASTER] AUB: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T07:53:15.740363] [DEBUG] [FORECASTER] AUB: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T07:53:15.924300] [DEBUG] [FORECASTER] AUB: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T07:53:16.129179] [DEBUG] [FORECASTER] AUB: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T07:53:16.318906] [DEBUG] [FORECASTER] AUB: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T07:53:16.518161] [DEBUG] [FORECASTER] AUB: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T07:53:16.702005] [DEBUG] [FORECASTER] AUB: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T07:53:16.702186] [INFO ] [CONFIGURE ] AUB: Baseline score (no features): 40.00%
[2025-11-25T07:53:16.702236] [INFO ] [CONFIGURE ] AUB: Testing feature 1/29: add_bollinger_bands
[2025-11-25T07:53:16.702276] [INFO ] [CONFIGURE ] AUB: Testing with features: ['add_bollinger_bands']
[2025-11-25T07:53:16.919970] [DEBUG] [FORECASTER] AUB: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T07:53:17.129578] [DEBUG] [FORECASTER] AUB: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T07:53:17.348318] [DEBUG] [FORECASTER] AUB: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T07:53:17.575383] [DEBUG] [FORECASTER] AUB: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T07:53:17.793030] [DEBUG] [FORECASTER] AUB: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T07:53:18.002044] [DEBUG] [FORECASTER] AUB: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T07:53:18.209323] [DEBUG] [FORECASTER] AUB: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T07:53:18.427109] [DEBUG] [FORECASTER] AUB: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T07:53:18.637601] [DEBUG] [FORECASTER] AUB: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T07:53:18.845087] [DEBUG] [FORECASTER] AUB: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T07:53:18.845443] [INFO ] [CONFIGURE ] AUB: DISCARDED add_bollinger_bands (score: 40.00%)
[2025-11-25T07:53:18.845563] [INFO ] [CONFIGURE ] JOB ETA: 2.8h | Avg: 2.7s/test | Remaining: 3637 tests
[2025-11-25T07:53:18.845691] [INFO ] [CONFIGURE ] AUB: Testing feature 2/29: add_cumulative_delta
[2025-11-25T07:53:18.845805] [INFO ] [CONFIGURE ] AUB: Testing with features: ['add_cumulative_delta']
[2025-11-25T07:53:19.060811] [DEBUG] [FORECASTER] AUB: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T07:53:19.276485] [DEBUG] [FORECASTER] AUB: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T07:53:19.491350] [DEBUG] [FORECASTER] AUB: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T07:53:19.703823] [DEBUG] [FORECASTER] AUB: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T07:53:19.915342] [DEBUG] [FORECASTER] AUB: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T07:53:20.125249] [DEBUG] [FORECASTER] AUB: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T07:53:20.344343] [DEBUG] [FORECASTER] AUB: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T07:53:20.556192] [DEBUG] [FORECASTER] AUB: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T07:53:20.776997] [DEBUG] [FORECASTER] AUB: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T07:53:20.999492] [DEBUG] [FORECASTER] AUB: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T07:53:20.999919] [INFO ] [CONFIGURE ] AUB: DISCARDED add_cumulative_delta (score: 40.00%)
[2025-11-25T07:53:21.000040] [INFO ] [CONFIGURE ] JOB ETA: 2.8h | Avg: 2.7s/test | Remaining: 3636 tests
[2025-11-25T07:53:21.000146] [INFO ] [CONFIGURE ] AUB: Testing feature 3/29: add_daily_returns
[2025-11-25T07:53:21.000249] [INFO ] [CONFIGURE ] AUB: Testing with features: ['add_daily_returns']
[2025-11-25T07:53:21.192838] [DEBUG] [FORECASTER] AUB: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T07:53:21.377025] [DEBUG] [FORECASTER] AUB: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T07:53:21.565005] [DEBUG] [FORECASTER] AUB: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T07:53:21.755523] [DEBUG] [FORECASTER] AUB: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T07:53:21.949143] [DEBUG] [FORECASTER] AUB: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T07:53:22.138480] [DEBUG] [FORECASTER] AUB: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T07:53:22.346691] [DEBUG] [FORECASTER] AUB: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T07:53:22.553444] [DEBUG] [FORECASTER] AUB: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T07:53:22.750660] [DEBUG] [FORECASTER] AUB: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T07:53:22.953035] [DEBUG] [FORECASTER] AUB: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T07:53:22.953221] [INFO ] [CONFIGURE ] AUB: DISCARDED add_daily_returns (score: 40.00%)
[2025-11-25T07:53:22.953270] [INFO ] [CONFIGURE ] JOB ETA: 2.8h | Avg: 2.7s/test | Remaining: 3635 tests
[2025-11-25T07:53:22.953309] [INFO ] [CONFIGURE ] AUB: Testing feature 4/29: add_ema
[2025-11-25T07:53:22.953345] [INFO ] [CONFIGURE ] AUB: Testing with features: ['add_ema']
[2025-11-25T07:53:23.188452] [DEBUG] [FORECASTER] AUB: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T07:53:23.419009] [DEBUG] [FORECASTER] AUB: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T07:53:23.651338] [DEBUG] [FORECASTER] AUB: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T07:53:23.874019] [DEBUG] [FORECASTER] AUB: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T07:53:24.093181] [DEBUG] [FORECASTER] AUB: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T07:53:24.315832] [DEBUG] [FORECASTER] AUB: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T07:53:24.543808] [DEBUG] [FORECASTER] AUB: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T07:53:24.764003] [DEBUG] [FORECASTER] AUB: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T07:53:24.982170] [DEBUG] [FORECASTER] AUB: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T07:53:25.205712] [DEBUG] [FORECASTER] AUB: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T07:53:25.206040] [INFO ] [CONFIGURE ] AUB: DISCARDED add_ema (score: 30.00%)
[2025-11-25T07:53:25.206159] [INFO ] [CONFIGURE ] JOB ETA: 2.8h | Avg: 2.7s/test | Remaining: 3634 tests
[2025-11-25T07:53:25.206264] [INFO ] [CONFIGURE ] AUB: Testing feature 5/29: add_exhaustion_signals
[2025-11-25T07:53:25.206368] [INFO ] [CONFIGURE ] AUB: Testing with features: ['add_vwap', 'add_exhaustion_signals']
[2025-11-25T07:53:25.426282] [DEBUG] [FORECASTER] AUB: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T07:53:25.647326] [DEBUG] [FORECASTER] AUB: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T07:53:25.878923] [DEBUG] [FORECASTER] AUB: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T07:53:26.113443] [DEBUG] [FORECASTER] AUB: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T07:53:26.347009] [DEBUG] [FORECASTER] AUB: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T07:53:26.565180] [DEBUG] [FORECASTER] AUB: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T07:53:26.793384] [DEBUG] [FORECASTER] AUB: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T07:53:27.014009] [DEBUG] [FORECASTER] AUB: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T07:53:27.239043] [DEBUG] [FORECASTER] AUB: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T07:53:27.464441] [DEBUG] [FORECASTER] AUB: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T07:53:27.464626] [INFO ] [CONFIGURE ] AUB: DISCARDED add_exhaustion_signals (score: 30.00%)
[2025-11-25T07:53:27.464705] [INFO ] [CONFIGURE ] JOB ETA: 2.8h | Avg: 2.7s/test | Remaining: 3633 tests
[2025-11-25T07:53:27.464752] [INFO ] [CONFIGURE ] AUB: Testing feature 6/29: add_failed_moves
[2025-11-25T07:53:27.464796] [INFO ] [CONFIGURE ] AUB: Testing with features: ['add_failed_moves']
[2025-11-25T07:53:27.650683] [DEBUG] [FORECASTER] AUB: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T07:53:27.837096] [DEBUG] [FORECASTER] AUB: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T07:53:28.028809] [DEBUG] [FORECASTER] AUB: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T07:53:28.214139] [DEBUG] [FORECASTER] AUB: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T07:53:28.399064] [DEBUG] [FORECASTER] AUB: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T07:53:28.589613] [DEBUG] [FORECASTER] AUB: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T07:53:28.776159] [DEBUG] [FORECASTER] AUB: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T07:53:28.959733] [DEBUG] [FORECASTER] AUB: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T07:53:29.145540] [DEBUG] [FORECASTER] AUB: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T07:53:29.334333] [DEBUG] [FORECASTER] AUB: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T07:53:29.334704] [INFO ] [CONFIGURE ] AUB: DISCARDED add_failed_moves (score: 40.00%)
[2025-11-25T07:53:29.334824] [INFO ] [CONFIGURE ] JOB ETA: 2.8h | Avg: 2.7s/test | Remaining: 3632 tests
[2025-11-25T07:53:29.334935] [INFO ] [CONFIGURE ] AUB: Testing feature 7/29: add_lag_shelf
[2025-11-25T07:53:29.335042] [INFO ] [CONFIGURE ] AUB: Testing with features: ['add_lag_shelf']
[2025-11-25T07:53:29.510580] [DEBUG] [FORECASTER] AUB: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T07:53:29.683612] [DEBUG] [FORECASTER] AUB: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T07:53:29.856924] [DEBUG] [FORECASTER] AUB: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T07:53:30.033089] [DEBUG] [FORECASTER] AUB: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T07:53:30.208058] [DEBUG] [FORECASTER] AUB: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T07:53:30.386060] [DEBUG] [FORECASTER] AUB: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T07:53:30.566574] [DEBUG] [FORECASTER] AUB: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T07:53:30.738600] [DEBUG] [FORECASTER] AUB: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T07:53:30.907674] [DEBUG] [FORECASTER] AUB: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T07:53:31.082058] [DEBUG] [FORECASTER] AUB: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T07:53:31.082207] [INFO ] [CONFIGURE ] AUB: DISCARDED add_lag_shelf (score: 40.00%)
[2025-11-25T07:53:31.082253] [INFO ] [CONFIGURE ] JOB ETA: 2.8h | Avg: 2.7s/test | Remaining: 3631 tests
[2025-11-25T07:53:31.082291] [INFO ] [CONFIGURE ] AUB: Testing feature 8/29: add_macd
[2025-11-25T07:53:31.082327] [INFO ] [CONFIGURE ] AUB: Testing with features: ['add_vwap', 'add_macd']
[2025-11-25T07:53:31.381129] [DEBUG] [FORECASTER] AUB: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T07:53:31.656014] [DEBUG] [FORECASTER] AUB: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T07:53:31.935468] [DEBUG] [FORECASTER] AUB: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T07:53:32.210044] [DEBUG] [FORECASTER] AUB: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T07:53:32.496467] [DEBUG] [FORECASTER] AUB: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T07:53:32.780441] [DEBUG] [FORECASTER] AUB: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T07:53:33.053962] [DEBUG] [FORECASTER] AUB: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T07:53:33.327873] [DEBUG] [FORECASTER] AUB: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T07:53:33.595904] [DEBUG] [FORECASTER] AUB: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T07:53:33.877581] [DEBUG] [FORECASTER] AUB: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T07:53:33.877803] [INFO ] [CONFIGURE ] AUB: DISCARDED add_macd (score: 30.00%)
[2025-11-25T07:53:33.877877] [INFO ] [CONFIGURE ] JOB ETA: 2.8h | Avg: 2.7s/test | Remaining: 3630 tests
[2025-11-25T07:53:33.877944] [INFO ] [CONFIGURE ] AUB: Testing feature 9/29: add_mfi
[2025-11-25T07:53:33.878006] [INFO ] [CONFIGURE ] AUB: Testing with features: ['add_mfi']
[2025-11-25T07:53:34.068370] [DEBUG] [FORECASTER] AUB: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T07:53:34.254210] [DEBUG] [FORECASTER] AUB: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T07:53:34.445125] [DEBUG] [FORECASTER] AUB: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T07:53:34.634218] [DEBUG] [FORECASTER] AUB: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T07:53:34.824497] [DEBUG] [FORECASTER] AUB: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T07:53:35.016057] [DEBUG] [FORECASTER] AUB: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T07:53:35.206085] [DEBUG] [FORECASTER] AUB: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T07:53:35.397862] [DEBUG] [FORECASTER] AUB: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T07:53:35.592094] [DEBUG] [FORECASTER] AUB: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T07:53:35.794299] [DEBUG] [FORECASTER] AUB: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T07:53:35.794546] [INFO ] [CONFIGURE ] AUB: DISCARDED add_mfi (score: 40.00%)
[2025-11-25T07:53:35.794781] [INFO ] [CONFIGURE ] JOB ETA: 2.8h | Avg: 2.7s/test | Remaining: 3629 tests
[2025-11-25T07:53:35.794912] [INFO ] [CONFIGURE ] AUB: Testing feature 10/29: add_momentum_acceleration
[2025-11-25T07:53:35.795018] [INFO ] [CONFIGURE ] AUB: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-11-25T07:53:36.077921] [DEBUG] [FORECASTER] AUB: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T07:53:36.372061] [DEBUG] [FORECASTER] AUB: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T07:53:36.647948] [DEBUG] [FORECASTER] AUB: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T07:53:36.923226] [DEBUG] [FORECASTER] AUB: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T07:53:37.212478] [DEBUG] [FORECASTER] AUB: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T07:53:37.500000] [DEBUG] [FORECASTER] AUB: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T07:53:37.786849] [DEBUG] [FORECASTER] AUB: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T07:53:38.077700] [DEBUG] [FORECASTER] AUB: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T07:53:38.379278] [DEBUG] [FORECASTER] AUB: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T07:53:38.667233] [DEBUG] [FORECASTER] AUB: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T07:53:38.667502] [INFO ] [CONFIGURE ] AUB: KEPT add_momentum_acceleration (score: 50.00%)
[2025-11-25T07:53:38.667565] [INFO ] [CONFIGURE ] JOB ETA: 2.7h | Avg: 2.7s/test | Remaining: 3628 tests
[2025-11-25T07:53:38.667614] [INFO ] [CONFIGURE ] AUB: Testing feature 11/29: add_obv_daily
[2025-11-25T07:53:38.667682] [INFO ] [CONFIGURE ] AUB: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_obv_daily']
[2025-11-25T07:53:38.982402] [DEBUG] [FORECASTER] AUB: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T07:53:39.294847] [DEBUG] [FORECASTER] AUB: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T07:53:39.617033] [DEBUG] [FORECASTER] AUB: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T07:53:39.921364] [DEBUG] [FORECASTER] AUB: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T07:53:40.287367] [DEBUG] [FORECASTER] AUB: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T07:53:40.628039] [DEBUG] [FORECASTER] AUB: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T07:53:40.966727] [DEBUG] [FORECASTER] AUB: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T07:53:41.315852] [DEBUG] [FORECASTER] AUB: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T07:53:41.659375] [DEBUG] [FORECASTER] AUB: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T07:53:41.971289] [DEBUG] [FORECASTER] AUB: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T07:53:41.971482] [INFO ] [CONFIGURE ] AUB: DISCARDED add_obv_daily (score: 40.00%)
[2025-11-25T07:53:41.971540] [INFO ] [CONFIGURE ] JOB ETA: 2.7h | Avg: 2.7s/test | Remaining: 3627 tests
[2025-11-25T07:53:41.971590] [INFO ] [CONFIGURE ] AUB: Testing feature 12/29: add_obv_interval
[2025-11-25T07:53:41.971636] [INFO ] [CONFIGURE ] AUB: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_obv_interval']
[2025-11-25T07:53:42.269825] [DEBUG] [FORECASTER] AUB: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T07:53:42.569687] [DEBUG] [FORECASTER] AUB: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T07:53:42.866864] [DEBUG] [FORECASTER] AUB: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T07:53:43.161079] [DEBUG] [FORECASTER] AUB: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T07:53:43.456766] [DEBUG] [FORECASTER] AUB: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T07:53:43.751494] [DEBUG] [FORECASTER] AUB: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T07:53:44.052854] [DEBUG] [FORECASTER] AUB: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T07:53:44.355700] [DEBUG] [FORECASTER] AUB: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T07:53:44.660507] [DEBUG] [FORECASTER] AUB: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T07:53:44.967230] [DEBUG] [FORECASTER] AUB: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T07:53:44.967420] [INFO ] [CONFIGURE ] AUB: KEPT add_obv_interval (score: 60.00%)
[2025-11-25T07:53:44.967478] [INFO ] [CONFIGURE ] JOB ETA: 2.7h | Avg: 2.7s/test | Remaining: 3626 tests
[2025-11-25T07:53:44.967526] [INFO ] [CONFIGURE ] AUB: Testing feature 13/29: add_opening_strength
[2025-11-25T07:53:44.967572] [INFO ] [CONFIGURE ] AUB: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_obv_interval', 'add_daily_returns', 'add_opening_strength']
[2025-11-25T07:53:45.289817] [DEBUG] [FORECASTER] AUB: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T07:53:45.626089] [DEBUG] [FORECASTER] AUB: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T07:53:45.968253] [DEBUG] [FORECASTER] AUB: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T07:53:46.294293] [DEBUG] [FORECASTER] AUB: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T07:53:46.627274] [DEBUG] [FORECASTER] AUB: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T07:53:46.952518] [DEBUG] [FORECASTER] AUB: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T07:53:47.276432] [DEBUG] [FORECASTER] AUB: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T07:53:47.602474] [DEBUG] [FORECASTER] AUB: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T07:53:47.941546] [DEBUG] [FORECASTER] AUB: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T07:53:48.271452] [DEBUG] [FORECASTER] AUB: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T07:53:48.271611] [INFO ] [CONFIGURE ] AUB: DISCARDED add_opening_strength (score: 30.00%)
[2025-11-25T07:53:48.271685] [INFO ] [CONFIGURE ] JOB ETA: 2.7h | Avg: 2.7s/test | Remaining: 3625 tests
[2025-11-25T07:53:48.271734] [INFO ] [CONFIGURE ] AUB: Testing feature 14/29: add_order_flow_imbalance
[2025-11-25T07:53:48.271778] [INFO ] [CONFIGURE ] AUB: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_obv_interval', 'add_order_flow_imbalance']
[2025-11-25T07:53:48.576042] [DEBUG] [FORECASTER] AUB: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T07:53:48.886864] [DEBUG] [FORECASTER] AUB: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T07:53:49.201439] [DEBUG] [FORECASTER] AUB: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T07:53:49.520678] [DEBUG] [FORECASTER] AUB: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T07:53:49.839572] [DEBUG] [FORECASTER] AUB: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T07:53:50.166198] [DEBUG] [FORECASTER] AUB: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T07:53:50.481099] [DEBUG] [FORECASTER] AUB: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T07:53:50.800161] [DEBUG] [FORECASTER] AUB: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T07:53:51.117790] [DEBUG] [FORECASTER] AUB: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T07:53:51.466739] [DEBUG] [FORECASTER] AUB: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T07:53:51.466927] [INFO ] [CONFIGURE ] AUB: DISCARDED add_order_flow_imbalance (score: 50.00%)
[2025-11-25T07:53:51.466985] [INFO ] [CONFIGURE ] JOB ETA: 2.7h | Avg: 2.7s/test | Remaining: 3624 tests
[2025-11-25T07:53:51.467033] [INFO ] [CONFIGURE ] AUB: Testing feature 16/29: add_pbf_overnight_gap
[2025-11-25T07:53:51.467087] [INFO ] [CONFIGURE ] AUB: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_obv_interval', 'add_pbf_overnight_gap']
[2025-11-25T07:53:51.801280] [DEBUG] [FORECASTER] AUB: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T07:53:52.122545] [DEBUG] [FORECASTER] AUB: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T07:53:52.443754] [DEBUG] [FORECASTER] AUB: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T07:53:52.768851] [DEBUG] [FORECASTER] AUB: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T07:53:53.118224] [DEBUG] [FORECASTER] AUB: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T07:53:53.461349] [DEBUG] [FORECASTER] AUB: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T07:53:53.788974] [DEBUG] [FORECASTER] AUB: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T07:53:54.118250] [DEBUG] [FORECASTER] AUB: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T07:53:54.450099] [DEBUG] [FORECASTER] AUB: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T07:53:54.773860] [DEBUG] [FORECASTER] AUB: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T07:53:54.774117] [INFO ] [CONFIGURE ] AUB: DISCARDED add_pbf_overnight_gap (score: 50.00%)
[2025-11-25T07:53:54.774177] [INFO ] [CONFIGURE ] JOB ETA: 2.7h | Avg: 2.7s/test | Remaining: 3623 tests
[2025-11-25T07:53:54.774226] [INFO ] [CONFIGURE ] AUB: Testing feature 17/29: add_pbf_return_2d
[2025-11-25T07:53:54.774274] [INFO ] [CONFIGURE ] AUB: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_obv_interval', 'add_pbf_return_2d']
[2025-11-25T07:53:55.095480] [DEBUG] [FORECASTER] AUB: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T07:53:55.413543] [DEBUG] [FORECASTER] AUB: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T07:53:55.735251] [DEBUG] [FORECASTER] AUB: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T07:53:56.059923] [DEBUG] [FORECASTER] AUB: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T07:53:56.426267] [DEBUG] [FORECASTER] AUB: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T07:53:56.852522] [DEBUG] [FORECASTER] AUB: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T07:53:57.251017] [DEBUG] [FORECASTER] AUB: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T07:53:57.620397] [DEBUG] [FORECASTER] AUB: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T07:53:57.944141] [DEBUG] [FORECASTER] AUB: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T07:53:58.275037] [DEBUG] [FORECASTER] AUB: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T07:53:58.275195] [INFO ] [CONFIGURE ] AUB: DISCARDED add_pbf_return_2d (score: 40.00%)
[2025-11-25T07:53:58.275252] [INFO ] [CONFIGURE ] JOB ETA: 2.7h | Avg: 2.7s/test | Remaining: 3622 tests
[2025-11-25T07:53:58.275306] [INFO ] [CONFIGURE ] AUB: Testing feature 18/29: add_pbf_volatility_5d
[2025-11-25T07:53:58.275350] [INFO ] [CONFIGURE ] AUB: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_obv_interval', 'add_pbf_volatility_5d']
[2025-11-25T07:53:58.569377] [DEBUG] [FORECASTER] AUB: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T07:53:58.867499] [DEBUG] [FORECASTER] AUB: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T07:53:59.158467] [DEBUG] [FORECASTER] AUB: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T07:53:59.462499] [DEBUG] [FORECASTER] AUB: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T07:53:59.763613] [DEBUG] [FORECASTER] AUB: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T07:54:00.065158] [DEBUG] [FORECASTER] AUB: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T07:54:00.365527] [DEBUG] [FORECASTER] AUB: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T07:54:00.670887] [DEBUG] [FORECASTER] AUB: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T07:54:00.972567] [DEBUG] [FORECASTER] AUB: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T07:54:01.883461] [DEBUG] [FORECASTER] AUB: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T07:54:01.883767] [INFO ] [CONFIGURE ] AUB: DISCARDED add_pbf_volatility_5d (score: 40.00%)
[2025-11-25T07:54:01.883832] [INFO ] [CONFIGURE ] JOB ETA: 2.7h | Avg: 2.7s/test | Remaining: 3621 tests
[2025-11-25T07:54:01.883886] [INFO ] [CONFIGURE ] AUB: Testing feature 19/29: add_pbf_vs_sma_5
[2025-11-25T07:54:01.883936] [INFO ] [CONFIGURE ] AUB: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_obv_interval', 'add_pbf_vs_sma_5']
[2025-11-25T07:54:02.356570] [DEBUG] [FORECASTER] AUB: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T07:54:02.666901] [DEBUG] [FORECASTER] AUB: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T07:54:02.996363] [DEBUG] [FORECASTER] AUB: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T07:54:03.331919] [DEBUG] [FORECASTER] AUB: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T07:54:03.622954] [DEBUG] [FORECASTER] AUB: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T07:54:03.937729] [DEBUG] [FORECASTER] AUB: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T07:54:04.276854] [DEBUG] [FORECASTER] AUB: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T07:54:04.593929] [DEBUG] [FORECASTER] AUB: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T07:54:04.922433] [DEBUG] [FORECASTER] AUB: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T07:54:05.257624] [DEBUG] [FORECASTER] AUB: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T07:54:05.257870] [INFO ] [CONFIGURE ] AUB: DISCARDED add_pbf_vs_sma_5 (score: 50.00%)
[2025-11-25T07:54:05.257932] [INFO ] [CONFIGURE ] JOB ETA: 2.7h | Avg: 2.7s/test | Remaining: 3620 tests
[2025-11-25T07:54:05.257984] [INFO ] [CONFIGURE ] AUB: Testing feature 20/29: add_price_rejection
[2025-11-25T07:54:05.258033] [INFO ] [CONFIGURE ] AUB: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_obv_interval', 'add_price_rejection']
[2025-11-25T07:54:05.611126] [DEBUG] [FORECASTER] AUB: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T07:54:05.936287] [DEBUG] [FORECASTER] AUB: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T07:54:06.265811] [DEBUG] [FORECASTER] AUB: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T07:54:06.575963] [DEBUG] [FORECASTER] AUB: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T07:54:06.878935] [DEBUG] [FORECASTER] AUB: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T07:54:07.192723] [DEBUG] [FORECASTER] AUB: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T07:54:07.502921] [DEBUG] [FORECASTER] AUB: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T07:54:07.835944] [DEBUG] [FORECASTER] AUB: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T07:54:08.185204] [DEBUG] [FORECASTER] AUB: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T07:54:08.529202] [DEBUG] [FORECASTER] AUB: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T07:54:08.529393] [INFO ] [CONFIGURE ] AUB: DISCARDED add_price_rejection (score: 50.00%)
[2025-11-25T07:54:08.529451] [INFO ] [CONFIGURE ] JOB ETA: 2.7h | Avg: 2.7s/test | Remaining: 3619 tests
[2025-11-25T07:54:08.529501] [INFO ] [CONFIGURE ] AUB: Testing feature 21/29: add_range_position
[2025-11-25T07:54:08.529548] [INFO ] [CONFIGURE ] AUB: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_obv_interval', 'add_range_position']
[2025-11-25T07:54:08.884039] [DEBUG] [FORECASTER] AUB: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T07:54:09.248164] [DEBUG] [FORECASTER] AUB: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T07:54:09.578302] [DEBUG] [FORECASTER] AUB: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T07:54:09.906858] [DEBUG] [FORECASTER] AUB: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T07:54:10.257482] [DEBUG] [FORECASTER] AUB: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T07:54:10.590049] [DEBUG] [FORECASTER] AUB: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T07:54:10.917882] [DEBUG] [FORECASTER] AUB: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T07:54:11.267913] [DEBUG] [FORECASTER] AUB: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T07:54:11.606409] [DEBUG] [FORECASTER] AUB: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T07:54:11.953708] [DEBUG] [FORECASTER] AUB: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T07:54:11.953953] [INFO ] [CONFIGURE ] AUB: DISCARDED add_range_position (score: 30.00%)
[2025-11-25T07:54:11.954017] [INFO ] [CONFIGURE ] JOB ETA: 2.7h | Avg: 2.7s/test | Remaining: 3618 tests
[2025-11-25T07:54:11.954070] [INFO ] [CONFIGURE ] AUB: Testing feature 22/29: add_realized_volatility
[2025-11-25T07:54:11.954117] [INFO ] [CONFIGURE ] AUB: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_obv_interval', 'add_realized_volatility']
[2025-11-25T07:54:12.370807] [DEBUG] [FORECASTER] AUB: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T07:54:12.798460] [DEBUG] [FORECASTER] AUB: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T07:54:13.220101] [DEBUG] [FORECASTER] AUB: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T07:54:13.635979] [DEBUG] [FORECASTER] AUB: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T07:54:14.047166] [DEBUG] [FORECASTER] AUB: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T07:54:14.489004] [DEBUG] [FORECASTER] AUB: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T07:54:14.897884] [DEBUG] [FORECASTER] AUB: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T07:54:15.313811] [DEBUG] [FORECASTER] AUB: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T07:54:15.731805] [DEBUG] [FORECASTER] AUB: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T07:54:16.173935] [DEBUG] [FORECASTER] AUB: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T07:54:16.174100] [INFO ] [CONFIGURE ] AUB: DISCARDED add_realized_volatility (score: 60.00%)
[2025-11-25T07:54:16.174159] [INFO ] [CONFIGURE ] JOB ETA: 2.7h | Avg: 2.7s/test | Remaining: 3617 tests
[2025-11-25T07:54:16.174208] [INFO ] [CONFIGURE ] AUB: Testing feature 23/29: add_recent_range_context
[2025-11-25T07:54:16.174253] [INFO ] [CONFIGURE ] AUB: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_obv_interval', 'add_recent_range_context']
[2025-11-25T07:54:16.495239] [DEBUG] [FORECASTER] AUB: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T07:54:16.820302] [DEBUG] [FORECASTER] AUB: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T07:54:17.139621] [DEBUG] [FORECASTER] AUB: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T07:54:17.462402] [DEBUG] [FORECASTER] AUB: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T07:54:17.788982] [DEBUG] [FORECASTER] AUB: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T07:54:18.119926] [DEBUG] [FORECASTER] AUB: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T07:54:18.440671] [DEBUG] [FORECASTER] AUB: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T07:54:18.767576] [DEBUG] [FORECASTER] AUB: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T07:54:19.092965] [DEBUG] [FORECASTER] AUB: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T07:54:19.428247] [DEBUG] [FORECASTER] AUB: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T07:54:19.428467] [INFO ] [CONFIGURE ] AUB: DISCARDED add_recent_range_context (score: 60.00%)
[2025-11-25T07:54:19.428525] [INFO ] [CONFIGURE ] JOB ETA: 2.7h | Avg: 2.7s/test | Remaining: 3616 tests
[2025-11-25T07:54:19.428576] [INFO ] [CONFIGURE ] AUB: Testing feature 24/29: add_rsi
[2025-11-25T07:54:19.428621] [INFO ] [CONFIGURE ] AUB: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_obv_interval', 'add_ema', 'add_rsi']
[2025-11-25T07:54:19.803135] [DEBUG] [FORECASTER] AUB: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T07:54:20.180437] [DEBUG] [FORECASTER] AUB: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T07:54:20.553466] [DEBUG] [FORECASTER] AUB: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T07:54:20.946000] [DEBUG] [FORECASTER] AUB: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T07:54:21.334572] [DEBUG] [FORECASTER] AUB: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T07:54:21.720425] [DEBUG] [FORECASTER] AUB: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T07:54:22.107551] [DEBUG] [FORECASTER] AUB: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T07:54:22.494118] [DEBUG] [FORECASTER] AUB: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T07:54:22.904823] [DEBUG] [FORECASTER] AUB: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T07:54:23.298301] [DEBUG] [FORECASTER] AUB: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T07:54:23.298483] [INFO ] [CONFIGURE ] AUB: DISCARDED add_rsi (score: 50.00%)
[2025-11-25T07:54:23.298546] [INFO ] [CONFIGURE ] JOB ETA: 2.7h | Avg: 2.7s/test | Remaining: 3615 tests
[2025-11-25T07:54:23.298598] [INFO ] [CONFIGURE ] AUB: Testing feature 25/29: add_tick_distribution
[2025-11-25T07:54:23.298664] [INFO ] [CONFIGURE ] AUB: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_obv_interval', 'add_tick_distribution']
[2025-11-25T07:54:23.641743] [DEBUG] [FORECASTER] AUB: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T07:54:23.979624] [DEBUG] [FORECASTER] AUB: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T07:54:24.305852] [DEBUG] [FORECASTER] AUB: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T07:54:24.617008] [DEBUG] [FORECASTER] AUB: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T07:54:24.921723] [DEBUG] [FORECASTER] AUB: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T07:54:25.241837] [DEBUG] [FORECASTER] AUB: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T07:54:25.553757] [DEBUG] [FORECASTER] AUB: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T07:54:25.855390] [DEBUG] [FORECASTER] AUB: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T07:54:26.162282] [DEBUG] [FORECASTER] AUB: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T07:54:26.469436] [DEBUG] [FORECASTER] AUB: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T07:54:26.469635] [INFO ] [CONFIGURE ] AUB: DISCARDED add_tick_distribution (score: 60.00%)
[2025-11-25T07:54:26.469712] [INFO ] [CONFIGURE ] JOB ETA: 2.7h | Avg: 2.7s/test | Remaining: 3614 tests
[2025-11-25T07:54:26.469763] [INFO ] [CONFIGURE ] AUB: Testing feature 26/29: add_volume_momentum_confirmation
[2025-11-25T07:54:26.469808] [INFO ] [CONFIGURE ] AUB: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_obv_interval', 'add_volume_momentum_confirmation']
[2025-11-25T07:54:26.793252] [DEBUG] [FORECASTER] AUB: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T07:54:27.113403] [DEBUG] [FORECASTER] AUB: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T07:54:27.418229] [DEBUG] [FORECASTER] AUB: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T07:54:27.725547] [DEBUG] [FORECASTER] AUB: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T07:54:28.058976] [DEBUG] [FORECASTER] AUB: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T07:54:28.394410] [DEBUG] [FORECASTER] AUB: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T07:54:28.721309] [DEBUG] [FORECASTER] AUB: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T07:54:29.067357] [DEBUG] [FORECASTER] AUB: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T07:54:29.410512] [DEBUG] [FORECASTER] AUB: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T07:54:29.756999] [DEBUG] [FORECASTER] AUB: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T07:54:29.757264] [INFO ] [CONFIGURE ] AUB: DISCARDED add_volume_momentum_confirmation (score: 40.00%)
[2025-11-25T07:54:29.757332] [INFO ] [CONFIGURE ] JOB ETA: 2.7h | Avg: 2.7s/test | Remaining: 3613 tests
[2025-11-25T07:54:29.757384] [INFO ] [CONFIGURE ] AUB: Testing feature 27/29: add_volume_price_divergence
[2025-11-25T07:54:29.757429] [INFO ] [CONFIGURE ] AUB: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_obv_interval', 'add_volume_price_divergence']
[2025-11-25T07:54:30.098163] [DEBUG] [FORECASTER] AUB: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T07:54:30.436824] [DEBUG] [FORECASTER] AUB: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T07:54:30.785487] [DEBUG] [FORECASTER] AUB: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T07:54:31.145638] [DEBUG] [FORECASTER] AUB: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T07:54:31.495408] [DEBUG] [FORECASTER] AUB: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T07:54:31.836445] [DEBUG] [FORECASTER] AUB: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T07:54:32.181865] [DEBUG] [FORECASTER] AUB: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T07:54:32.517030] [DEBUG] [FORECASTER] AUB: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T07:54:32.842408] [DEBUG] [FORECASTER] AUB: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T07:54:33.180134] [DEBUG] [FORECASTER] AUB: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T07:54:33.180360] [INFO ] [CONFIGURE ] AUB: DISCARDED add_volume_price_divergence (score: 50.00%)
[2025-11-25T07:54:33.180420] [INFO ] [CONFIGURE ] JOB ETA: 2.7h | Avg: 2.7s/test | Remaining: 3612 tests
[2025-11-25T07:54:33.180470] [INFO ] [CONFIGURE ] AUB: Testing feature 28/29: add_volume_profile
[2025-11-25T07:54:33.180518] [INFO ] [CONFIGURE ] AUB: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_obv_interval', 'add_volume_profile']
[2025-11-25T07:54:33.508854] [DEBUG] [FORECASTER] AUB: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T07:54:33.851004] [DEBUG] [FORECASTER] AUB: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T07:54:34.196462] [DEBUG] [FORECASTER] AUB: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T07:54:34.530571] [DEBUG] [FORECASTER] AUB: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T07:54:34.875329] [DEBUG] [FORECASTER] AUB: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T07:54:35.211961] [DEBUG] [FORECASTER] AUB: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T07:54:35.547086] [DEBUG] [FORECASTER] AUB: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T07:54:35.881387] [DEBUG] [FORECASTER] AUB: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T07:54:36.228493] [DEBUG] [FORECASTER] AUB: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T07:54:36.578754] [DEBUG] [FORECASTER] AUB: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T07:54:36.579019] [INFO ] [CONFIGURE ] AUB: DISCARDED add_volume_profile (score: 60.00%)
[2025-11-25T07:54:36.579084] [INFO ] [CONFIGURE ] JOB ETA: 2.7h | Avg: 2.7s/test | Remaining: 3611 tests
[2025-11-25T07:54:36.579136] [INFO ] [CONFIGURE ] AUB: Testing feature 29/29: add_vwap
[2025-11-25T07:54:36.579181] [INFO ] [CONFIGURE ] AUB: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_obv_interval', 'add_vwap']
[2025-11-25T07:54:36.912748] [DEBUG] [FORECASTER] AUB: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T07:54:37.258777] [DEBUG] [FORECASTER] AUB: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T07:54:37.597550] [DEBUG] [FORECASTER] AUB: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T07:54:37.931008] [DEBUG] [FORECASTER] AUB: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T07:54:38.269367] [DEBUG] [FORECASTER] AUB: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T07:54:38.615028] [DEBUG] [FORECASTER] AUB: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T07:54:38.984387] [DEBUG] [FORECASTER] AUB: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T07:54:39.363494] [DEBUG] [FORECASTER] AUB: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T07:54:39.702286] [DEBUG] [FORECASTER] AUB: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T07:54:40.040966] [DEBUG] [FORECASTER] AUB: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T07:54:40.041175] [INFO ] [CONFIGURE ] AUB: DISCARDED add_vwap (score: 30.00%)
[2025-11-25T07:54:40.041234] [INFO ] [CONFIGURE ] JOB ETA: 2.7h | Avg: 2.7s/test | Remaining: 3610 tests
[2025-11-25T07:54:40.041283] [INFO ] [CONFIGURE ] AUB: ===== FEATURE SELECTION COMPLETE =====
[2025-11-25T07:54:40.041327] [INFO ] [CONFIGURE ] AUB: Best accuracy: 60.00%
[2025-11-25T07:54:40.041370] [INFO ] [CONFIGURE ] AUB: Best feature set (3 features): ['add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_obv_interval']
[2025-11-25T07:54:40.041413] [INFO ] [CONFIGURE ] AUB: Improvement over baseline: 20.00%
[2025-11-25T07:54:40.041452] [INFO ] [CONFIGURE ] AUB: Total time: 1.4 minutes
[2025-11-25T07:54:40.041493] [INFO ] [CONFIGURE ] AUB: Average time per feature: 3.0 seconds
[2025-11-25T07:54:40.041531] [INFO ] [CONFIGURE ] AUB: Average speed: 0.35 features/sec
[2025-11-25T07:54:40.041968] [INFO ] [LOCAL     ] Saved configuration for AUB: 3 features, 60.00% accuracy -> ./output/feature-sets/AUB.json
[2025-11-25T07:54:40.042029] [INFO ] [CONFIGURE ] AUB: Configuration saved successfully: 3 features, 60.00% accuracy.
[2025-11-25T07:54:40.042085] [INFO ] [sig       ] [40/164] Successfully configured AUB | 0.01 sym/s | Total: 53.6m | ETA: 2.8h
[2025-11-25T07:54:40.042131] [INFO ] [sig       ] [41/164] Configuring AVK...
[2025-11-25T07:54:40.042172] [INFO ] [CONFIGURE ] AVK: Configurate test run.
[2025-11-25T07:54:40.042214] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AVK' from 'https://tdm.silogroup.org/data/derivative_storage/AVK.csv'.
[2025-11-25T07:54:40.057411] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'AVK'.
[2025-11-25T07:54:40.058003] [INFO ] [CONFIGURE ] AVK: Testing with 29 available features
[2025-11-25T07:54:40.058077] [INFO ] [CONFIGURE ] AVK: Establishing baseline with no features...
[2025-11-25T07:54:40.295296] [DEBUG] [FORECASTER] AVK: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T07:54:40.487075] [DEBUG] [FORECASTER] AVK: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0
[2025-11-25T07:54:40.678870] [DEBUG] [FORECASTER] AVK: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T07:54:40.862883] [DEBUG] [FORECASTER] AVK: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T07:54:41.062420] [DEBUG] [FORECASTER] AVK: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T07:54:41.276921] [DEBUG] [FORECASTER] AVK: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T07:54:41.477982] [DEBUG] [FORECASTER] AVK: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T07:54:41.673411] [DEBUG] [FORECASTER] AVK: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T07:54:41.878931] [DEBUG] [FORECASTER] AVK: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T07:54:42.064336] [DEBUG] [FORECASTER] AVK: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T07:54:42.064526] [INFO ] [CONFIGURE ] AVK: Baseline score (no features): 40.00%
[2025-11-25T07:54:42.064580] [INFO ] [CONFIGURE ] AVK: Testing feature 1/29: add_bollinger_bands
[2025-11-25T07:54:42.064621] [INFO ] [CONFIGURE ] AVK: Testing with features: ['add_bollinger_bands']
[2025-11-25T07:54:42.288567] [DEBUG] [FORECASTER] AVK: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T07:54:42.516102] [DEBUG] [FORECASTER] AVK: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0
[2025-11-25T07:54:42.743097] [DEBUG] [FORECASTER] AVK: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T07:54:42.975453] [DEBUG] [FORECASTER] AVK: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T07:54:43.206721] [DEBUG] [FORECASTER] AVK: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T07:54:43.439516] [DEBUG] [FORECASTER] AVK: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T07:54:43.687051] [DEBUG] [FORECASTER] AVK: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T07:54:43.921206] [DEBUG] [FORECASTER] AVK: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T07:54:44.164103] [DEBUG] [FORECASTER] AVK: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T07:54:44.404387] [DEBUG] [FORECASTER] AVK: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T07:54:44.404610] [INFO ] [CONFIGURE ] AVK: KEPT add_bollinger_bands (score: 60.00%)
[2025-11-25T07:54:44.404885] [INFO ] [CONFIGURE ] JOB ETA: 2.7h | Avg: 2.7s/test | Remaining: 3609 tests
[2025-11-25T07:54:44.405002] [INFO ] [CONFIGURE ] AVK: Testing feature 2/29: add_cumulative_delta
[2025-11-25T07:54:44.405113] [INFO ] [CONFIGURE ] AVK: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta']
[2025-11-25T07:54:44.678492] [DEBUG] [FORECASTER] AVK: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T07:54:44.940110] [DEBUG] [FORECASTER] AVK: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T07:54:45.210710] [DEBUG] [FORECASTER] AVK: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T07:54:45.464904] [DEBUG] [FORECASTER] AVK: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T07:54:45.719001] [DEBUG] [FORECASTER] AVK: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T07:54:45.971689] [DEBUG] [FORECASTER] AVK: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T07:54:46.241845] [DEBUG] [FORECASTER] AVK: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T07:54:46.505325] [DEBUG] [FORECASTER] AVK: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T07:54:46.762431] [DEBUG] [FORECASTER] AVK: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T07:54:47.019258] [DEBUG] [FORECASTER] AVK: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T07:54:47.019449] [INFO ] [CONFIGURE ] AVK: DISCARDED add_cumulative_delta (score: 60.00%)
[2025-11-25T07:54:47.019512] [INFO ] [CONFIGURE ] JOB ETA: 2.7h | Avg: 2.7s/test | Remaining: 3608 tests
[2025-11-25T07:54:47.019552] [INFO ] [CONFIGURE ] AVK: Testing feature 3/29: add_daily_returns
[2025-11-25T07:54:47.019587] [INFO ] [CONFIGURE ] AVK: Testing with features: ['add_bollinger_bands', 'add_daily_returns']
[2025-11-25T07:54:47.248554] [DEBUG] [FORECASTER] AVK: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T07:54:47.477913] [DEBUG] [FORECASTER] AVK: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0
[2025-11-25T07:54:47.712337] [DEBUG] [FORECASTER] AVK: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T07:54:47.940431] [DEBUG] [FORECASTER] AVK: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T07:54:48.164508] [DEBUG] [FORECASTER] AVK: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T07:54:48.392257] [DEBUG] [FORECASTER] AVK: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T07:54:48.616618] [DEBUG] [FORECASTER] AVK: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T07:54:48.861850] [DEBUG] [FORECASTER] AVK: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T07:54:49.097189] [DEBUG] [FORECASTER] AVK: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T07:54:49.344048] [DEBUG] [FORECASTER] AVK: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T07:54:49.344260] [INFO ] [CONFIGURE ] AVK: DISCARDED add_daily_returns (score: 60.00%)
[2025-11-25T07:54:49.344310] [INFO ] [CONFIGURE ] JOB ETA: 2.7h | Avg: 2.7s/test | Remaining: 3607 tests
[2025-11-25T07:54:49.344350] [INFO ] [CONFIGURE ] AVK: Testing feature 4/29: add_ema
[2025-11-25T07:54:49.344388] [INFO ] [CONFIGURE ] AVK: Testing with features: ['add_bollinger_bands', 'add_ema']
[2025-11-25T07:54:49.664851] [DEBUG] [FORECASTER] AVK: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T07:54:49.990461] [DEBUG] [FORECASTER] AVK: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0
[2025-11-25T07:54:50.259025] [DEBUG] [FORECASTER] AVK: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T07:54:50.529748] [DEBUG] [FORECASTER] AVK: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T07:54:50.792397] [DEBUG] [FORECASTER] AVK: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T07:54:51.051350] [DEBUG] [FORECASTER] AVK: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T07:54:51.314288] [DEBUG] [FORECASTER] AVK: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T07:54:51.581426] [DEBUG] [FORECASTER] AVK: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T07:54:51.843015] [DEBUG] [FORECASTER] AVK: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T07:54:52.106452] [DEBUG] [FORECASTER] AVK: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T07:54:52.106693] [INFO ] [CONFIGURE ] AVK: DISCARDED add_ema (score: 40.00%)
[2025-11-25T07:54:52.106761] [INFO ] [CONFIGURE ] JOB ETA: 2.7h | Avg: 2.7s/test | Remaining: 3606 tests
[2025-11-25T07:54:52.106812] [INFO ] [CONFIGURE ] AVK: Testing feature 5/29: add_exhaustion_signals
[2025-11-25T07:54:52.106857] [INFO ] [CONFIGURE ] AVK: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals']
[2025-11-25T07:54:52.368763] [DEBUG] [FORECASTER] AVK: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T07:54:52.628446] [DEBUG] [FORECASTER] AVK: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0
[2025-11-25T07:54:52.900195] [DEBUG] [FORECASTER] AVK: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T07:54:53.166895] [DEBUG] [FORECASTER] AVK: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T07:54:53.432130] [DEBUG] [FORECASTER] AVK: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T07:54:53.722622] [DEBUG] [FORECASTER] AVK: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T07:54:53.989756] [DEBUG] [FORECASTER] AVK: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T07:54:54.274762] [DEBUG] [FORECASTER] AVK: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T07:54:54.564351] [DEBUG] [FORECASTER] AVK: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T07:54:54.829353] [DEBUG] [FORECASTER] AVK: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T07:54:54.829610] [INFO ] [CONFIGURE ] AVK: DISCARDED add_exhaustion_signals (score: 50.00%)
[2025-11-25T07:54:54.829701] [INFO ] [CONFIGURE ] JOB ETA: 2.7h | Avg: 2.7s/test | Remaining: 3605 tests
[2025-11-25T07:54:54.829754] [INFO ] [CONFIGURE ] AVK: Testing feature 6/29: add_failed_moves
[2025-11-25T07:54:54.829800] [INFO ] [CONFIGURE ] AVK: Testing with features: ['add_bollinger_bands', 'add_failed_moves']
[2025-11-25T07:54:55.050428] [DEBUG] [FORECASTER] AVK: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T07:54:55.275070] [DEBUG] [FORECASTER] AVK: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0
[2025-11-25T07:54:55.502812] [DEBUG] [FORECASTER] AVK: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T07:54:55.719543] [DEBUG] [FORECASTER] AVK: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T07:54:55.941000] [DEBUG] [FORECASTER] AVK: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T07:54:56.166239] [DEBUG] [FORECASTER] AVK: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T07:54:56.390200] [DEBUG] [FORECASTER] AVK: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T07:54:56.621383] [DEBUG] [FORECASTER] AVK: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T07:54:56.844256] [DEBUG] [FORECASTER] AVK: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T07:54:57.066049] [DEBUG] [FORECASTER] AVK: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T07:54:57.066231] [INFO ] [CONFIGURE ] AVK: DISCARDED add_failed_moves (score: 50.00%)
[2025-11-25T07:54:57.066281] [INFO ] [CONFIGURE ] JOB ETA: 2.7h | Avg: 2.7s/test | Remaining: 3604 tests
[2025-11-25T07:54:57.066322] [INFO ] [CONFIGURE ] AVK: Testing feature 7/29: add_lag_shelf
[2025-11-25T07:54:57.066362] [INFO ] [CONFIGURE ] AVK: Testing with features: ['add_bollinger_bands', 'add_lag_shelf']
[2025-11-25T07:54:57.290104] [DEBUG] [FORECASTER] AVK: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T07:54:57.502893] [DEBUG] [FORECASTER] AVK: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0
[2025-11-25T07:54:57.727772] [DEBUG] [FORECASTER] AVK: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T07:54:57.947845] [DEBUG] [FORECASTER] AVK: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T07:54:58.161503] [DEBUG] [FORECASTER] AVK: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T07:54:58.371439] [DEBUG] [FORECASTER] AVK: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T07:54:58.578949] [DEBUG] [FORECASTER] AVK: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T07:54:58.792544] [DEBUG] [FORECASTER] AVK: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T07:54:59.001439] [DEBUG] [FORECASTER] AVK: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T07:54:59.218868] [DEBUG] [FORECASTER] AVK: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T07:54:59.219052] [INFO ] [CONFIGURE ] AVK: DISCARDED add_lag_shelf (score: 50.00%)
[2025-11-25T07:54:59.219103] [INFO ] [CONFIGURE ] JOB ETA: 2.7h | Avg: 2.7s/test | Remaining: 3603 tests
[2025-11-25T07:54:59.219144] [INFO ] [CONFIGURE ] AVK: Testing feature 8/29: add_macd
[2025-11-25T07:54:59.219181] [INFO ] [CONFIGURE ] AVK: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd']
[2025-11-25T07:54:59.523333] [DEBUG] [FORECASTER] AVK: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T07:54:59.825252] [DEBUG] [FORECASTER] AVK: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T07:55:00.126957] [DEBUG] [FORECASTER] AVK: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T07:55:01.146738] [DEBUG] [FORECASTER] AVK: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T07:55:01.464828] [DEBUG] [FORECASTER] AVK: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T07:55:01.760282] [DEBUG] [FORECASTER] AVK: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T07:55:02.086918] [DEBUG] [FORECASTER] AVK: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T07:55:02.372287] [DEBUG] [FORECASTER] AVK: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T07:55:02.699968] [DEBUG] [FORECASTER] AVK: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T07:55:02.995690] [DEBUG] [FORECASTER] AVK: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T07:55:02.995879] [INFO ] [CONFIGURE ] AVK: KEPT add_macd (score: 70.00%)
[2025-11-25T07:55:02.995958] [INFO ] [CONFIGURE ] JOB ETA: 2.7h | Avg: 2.7s/test | Remaining: 3602 tests
[2025-11-25T07:55:02.996005] [INFO ] [CONFIGURE ] AVK: Testing feature 9/29: add_mfi
[2025-11-25T07:55:02.996043] [INFO ] [CONFIGURE ] AVK: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd', 'add_mfi']
[2025-11-25T07:55:03.316762] [DEBUG] [FORECASTER] AVK: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T07:55:03.629678] [DEBUG] [FORECASTER] AVK: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0
[2025-11-25T07:55:03.953690] [DEBUG] [FORECASTER] AVK: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T07:55:04.269041] [DEBUG] [FORECASTER] AVK: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T07:55:04.582704] [DEBUG] [FORECASTER] AVK: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T07:55:04.909844] [DEBUG] [FORECASTER] AVK: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T07:55:05.228430] [DEBUG] [FORECASTER] AVK: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T07:55:05.542022] [DEBUG] [FORECASTER] AVK: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T07:55:05.874857] [DEBUG] [FORECASTER] AVK: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T07:55:06.226558] [DEBUG] [FORECASTER] AVK: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T07:55:06.226763] [INFO ] [CONFIGURE ] AVK: DISCARDED add_mfi (score: 60.00%)
[2025-11-25T07:55:06.226841] [INFO ] [CONFIGURE ] JOB ETA: 2.7h | Avg: 2.7s/test | Remaining: 3601 tests
[2025-11-25T07:55:06.226894] [INFO ] [CONFIGURE ] AVK: Testing feature 10/29: add_momentum_acceleration
[2025-11-25T07:55:06.226943] [INFO ] [CONFIGURE ] AVK: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd', 'add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-11-25T07:55:06.622663] [DEBUG] [FORECASTER] AVK: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T07:55:07.026512] [DEBUG] [FORECASTER] AVK: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0
[2025-11-25T07:55:07.398634] [DEBUG] [FORECASTER] AVK: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T07:55:07.766616] [DEBUG] [FORECASTER] AVK: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T07:55:08.138265] [DEBUG] [FORECASTER] AVK: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T07:55:08.527197] [DEBUG] [FORECASTER] AVK: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T07:55:08.899977] [DEBUG] [FORECASTER] AVK: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T07:55:09.271077] [DEBUG] [FORECASTER] AVK: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T07:55:09.651603] [DEBUG] [FORECASTER] AVK: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T07:55:10.025637] [DEBUG] [FORECASTER] AVK: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T07:55:10.025831] [INFO ] [CONFIGURE ] AVK: DISCARDED add_momentum_acceleration (score: 60.00%)
[2025-11-25T07:55:10.025889] [INFO ] [CONFIGURE ] JOB ETA: 2.7h | Avg: 2.7s/test | Remaining: 3600 tests
[2025-11-25T07:55:10.025937] [INFO ] [CONFIGURE ] AVK: Testing feature 11/29: add_obv_daily
[2025-11-25T07:55:10.025981] [INFO ] [CONFIGURE ] AVK: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd', 'add_obv_daily']
[2025-11-25T07:55:10.372557] [DEBUG] [FORECASTER] AVK: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T07:55:10.691367] [DEBUG] [FORECASTER] AVK: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T07:55:11.015818] [DEBUG] [FORECASTER] AVK: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T07:55:11.341598] [DEBUG] [FORECASTER] AVK: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T07:55:11.665473] [DEBUG] [FORECASTER] AVK: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T07:55:11.992403] [DEBUG] [FORECASTER] AVK: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T07:55:12.328298] [DEBUG] [FORECASTER] AVK: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T07:55:12.665886] [DEBUG] [FORECASTER] AVK: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T07:55:13.015987] [DEBUG] [FORECASTER] AVK: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T07:55:13.340966] [DEBUG] [FORECASTER] AVK: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T07:55:13.341209] [INFO ] [CONFIGURE ] AVK: DISCARDED add_obv_daily (score: 60.00%)
[2025-11-25T07:55:13.341270] [INFO ] [CONFIGURE ] JOB ETA: 2.7h | Avg: 2.7s/test | Remaining: 3599 tests
[2025-11-25T07:55:13.341320] [INFO ] [CONFIGURE ] AVK: Testing feature 12/29: add_obv_interval
[2025-11-25T07:55:13.341365] [INFO ] [CONFIGURE ] AVK: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd', 'add_obv_interval']
[2025-11-25T07:55:13.710335] [DEBUG] [FORECASTER] AVK: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T07:55:14.006261] [DEBUG] [FORECASTER] AVK: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T07:55:14.312188] [DEBUG] [FORECASTER] AVK: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T07:55:14.620287] [DEBUG] [FORECASTER] AVK: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T07:55:14.951184] [DEBUG] [FORECASTER] AVK: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T07:55:15.272347] [DEBUG] [FORECASTER] AVK: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T07:55:15.591859] [DEBUG] [FORECASTER] AVK: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T07:55:15.915713] [DEBUG] [FORECASTER] AVK: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T07:55:16.258240] [DEBUG] [FORECASTER] AVK: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T07:55:16.587922] [DEBUG] [FORECASTER] AVK: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T07:55:16.588121] [INFO ] [CONFIGURE ] AVK: DISCARDED add_obv_interval (score: 70.00%)
[2025-11-25T07:55:16.588182] [INFO ] [CONFIGURE ] JOB ETA: 2.7h | Avg: 2.7s/test | Remaining: 3598 tests
[2025-11-25T07:55:16.588232] [INFO ] [CONFIGURE ] AVK: Testing feature 13/29: add_opening_strength
[2025-11-25T07:55:16.588278] [INFO ] [CONFIGURE ] AVK: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd', 'add_daily_returns', 'add_opening_strength']
[2025-11-25T07:55:16.936793] [DEBUG] [FORECASTER] AVK: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T07:55:17.295824] [DEBUG] [FORECASTER] AVK: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0
[2025-11-25T07:55:17.641613] [DEBUG] [FORECASTER] AVK: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T07:55:17.995360] [DEBUG] [FORECASTER] AVK: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T07:55:18.353836] [DEBUG] [FORECASTER] AVK: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T07:55:18.712687] [DEBUG] [FORECASTER] AVK: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T07:55:19.068021] [DEBUG] [FORECASTER] AVK: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T07:55:19.427491] [DEBUG] [FORECASTER] AVK: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T07:55:19.787092] [DEBUG] [FORECASTER] AVK: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T07:55:20.148255] [DEBUG] [FORECASTER] AVK: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T07:55:20.148455] [INFO ] [CONFIGURE ] AVK: DISCARDED add_opening_strength (score: 50.00%)
[2025-11-25T07:55:20.148514] [INFO ] [CONFIGURE ] JOB ETA: 2.7h | Avg: 2.7s/test | Remaining: 3597 tests
[2025-11-25T07:55:20.148562] [INFO ] [CONFIGURE ] AVK: Testing feature 14/29: add_order_flow_imbalance
[2025-11-25T07:55:20.148663] [INFO ] [CONFIGURE ] AVK: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd', 'add_order_flow_imbalance']
[2025-11-25T07:55:20.478818] [DEBUG] [FORECASTER] AVK: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T07:55:20.817146] [DEBUG] [FORECASTER] AVK: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T07:55:21.176736] [DEBUG] [FORECASTER] AVK: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T07:55:21.526717] [DEBUG] [FORECASTER] AVK: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T07:55:21.861562] [DEBUG] [FORECASTER] AVK: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T07:55:22.195989] [DEBUG] [FORECASTER] AVK: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T07:55:22.528917] [DEBUG] [FORECASTER] AVK: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T07:55:22.864906] [DEBUG] [FORECASTER] AVK: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T07:55:23.207086] [DEBUG] [FORECASTER] AVK: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T07:55:23.544493] [DEBUG] [FORECASTER] AVK: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T07:55:23.544688] [INFO ] [CONFIGURE ] AVK: DISCARDED add_order_flow_imbalance (score: 50.00%)
[2025-11-25T07:55:23.544748] [INFO ] [CONFIGURE ] JOB ETA: 2.7h | Avg: 2.7s/test | Remaining: 3596 tests
[2025-11-25T07:55:23.544795] [INFO ] [CONFIGURE ] AVK: Testing feature 15/29: add_pbf_morning_momentum
[2025-11-25T07:55:23.544838] [INFO ] [CONFIGURE ] AVK: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd', 'add_pbf_morning_momentum']
[2025-11-25T07:55:23.862318] [DEBUG] [FORECASTER] AVK: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T07:55:24.202191] [DEBUG] [FORECASTER] AVK: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0
[2025-11-25T07:55:24.506751] [DEBUG] [FORECASTER] AVK: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T07:55:24.833070] [DEBUG] [FORECASTER] AVK: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T07:55:25.164807] [DEBUG] [FORECASTER] AVK: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T07:55:25.496364] [DEBUG] [FORECASTER] AVK: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T07:55:25.834606] [DEBUG] [FORECASTER] AVK: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T07:55:26.177862] [DEBUG] [FORECASTER] AVK: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T07:55:26.511800] [DEBUG] [FORECASTER] AVK: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T07:55:26.852582] [DEBUG] [FORECASTER] AVK: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T07:55:26.852782] [INFO ] [CONFIGURE ] AVK: DISCARDED add_pbf_morning_momentum (score: 50.00%)
[2025-11-25T07:55:26.852841] [INFO ] [CONFIGURE ] JOB ETA: 2.7h | Avg: 2.7s/test | Remaining: 3595 tests
[2025-11-25T07:55:26.852890] [INFO ] [CONFIGURE ] AVK: Testing feature 16/29: add_pbf_overnight_gap
[2025-11-25T07:55:26.852941] [INFO ] [CONFIGURE ] AVK: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd', 'add_pbf_overnight_gap']
[2025-11-25T07:55:27.169871] [DEBUG] [FORECASTER] AVK: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T07:55:27.489414] [DEBUG] [FORECASTER] AVK: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T07:55:27.818794] [DEBUG] [FORECASTER] AVK: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T07:55:28.156142] [DEBUG] [FORECASTER] AVK: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T07:55:28.486819] [DEBUG] [FORECASTER] AVK: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T07:55:28.816353] [DEBUG] [FORECASTER] AVK: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T07:55:29.151186] [DEBUG] [FORECASTER] AVK: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T07:55:29.479072] [DEBUG] [FORECASTER] AVK: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T07:55:29.807251] [DEBUG] [FORECASTER] AVK: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T07:55:30.132338] [DEBUG] [FORECASTER] AVK: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T07:55:30.132552] [INFO ] [CONFIGURE ] AVK: DISCARDED add_pbf_overnight_gap (score: 70.00%)
[2025-11-25T07:55:30.132613] [INFO ] [CONFIGURE ] JOB ETA: 2.7h | Avg: 2.7s/test | Remaining: 3594 tests
[2025-11-25T07:55:30.132686] [INFO ] [CONFIGURE ] AVK: Testing feature 17/29: add_pbf_return_2d
[2025-11-25T07:55:30.132736] [INFO ] [CONFIGURE ] AVK: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd', 'add_pbf_return_2d']
[2025-11-25T07:55:30.478867] [DEBUG] [FORECASTER] AVK: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T07:55:30.825136] [DEBUG] [FORECASTER] AVK: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0
[2025-11-25T07:55:31.191466] [DEBUG] [FORECASTER] AVK: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T07:55:31.545398] [DEBUG] [FORECASTER] AVK: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T07:55:31.901969] [DEBUG] [FORECASTER] AVK: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T07:55:32.254201] [DEBUG] [FORECASTER] AVK: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T07:55:32.623611] [DEBUG] [FORECASTER] AVK: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T07:55:32.975732] [DEBUG] [FORECASTER] AVK: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T07:55:33.344952] [DEBUG] [FORECASTER] AVK: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T07:55:33.715872] [DEBUG] [FORECASTER] AVK: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T07:55:33.716074] [INFO ] [CONFIGURE ] AVK: DISCARDED add_pbf_return_2d (score: 50.00%)
[2025-11-25T07:55:33.716138] [INFO ] [CONFIGURE ] JOB ETA: 2.7h | Avg: 2.7s/test | Remaining: 3593 tests
[2025-11-25T07:55:33.716190] [INFO ] [CONFIGURE ] AVK: Testing feature 18/29: add_pbf_volatility_5d
[2025-11-25T07:55:33.716239] [INFO ] [CONFIGURE ] AVK: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd', 'add_pbf_volatility_5d']
[2025-11-25T07:55:34.066737] [DEBUG] [FORECASTER] AVK: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T07:55:34.420335] [DEBUG] [FORECASTER] AVK: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0
[2025-11-25T07:55:34.775769] [DEBUG] [FORECASTER] AVK: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T07:55:35.121467] [DEBUG] [FORECASTER] AVK: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T07:55:35.458237] [DEBUG] [FORECASTER] AVK: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T07:55:35.793952] [DEBUG] [FORECASTER] AVK: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T07:55:36.149163] [DEBUG] [FORECASTER] AVK: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T07:55:36.523727] [DEBUG] [FORECASTER] AVK: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T07:55:36.985981] [DEBUG] [FORECASTER] AVK: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T07:55:37.430539] [DEBUG] [FORECASTER] AVK: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T07:55:37.430762] [INFO ] [CONFIGURE ] AVK: DISCARDED add_pbf_volatility_5d (score: 60.00%)
[2025-11-25T07:55:37.430824] [INFO ] [CONFIGURE ] JOB ETA: 2.7h | Avg: 2.7s/test | Remaining: 3592 tests
[2025-11-25T07:55:37.430874] [INFO ] [CONFIGURE ] AVK: Testing feature 19/29: add_pbf_vs_sma_5
[2025-11-25T07:55:37.430922] [INFO ] [CONFIGURE ] AVK: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd', 'add_pbf_vs_sma_5']
[2025-11-25T07:55:37.728004] [DEBUG] [FORECASTER] AVK: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T07:55:38.031612] [DEBUG] [FORECASTER] AVK: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T07:55:38.337247] [DEBUG] [FORECASTER] AVK: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T07:55:38.642084] [DEBUG] [FORECASTER] AVK: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T07:55:38.947543] [DEBUG] [FORECASTER] AVK: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T07:55:39.232342] [DEBUG] [FORECASTER] AVK: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T07:55:39.528629] [DEBUG] [FORECASTER] AVK: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T07:55:39.814837] [DEBUG] [FORECASTER] AVK: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T07:55:40.100523] [DEBUG] [FORECASTER] AVK: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T07:55:40.426971] [DEBUG] [FORECASTER] AVK: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T07:55:40.427193] [INFO ] [CONFIGURE ] AVK: DISCARDED add_pbf_vs_sma_5 (score: 70.00%)
[2025-11-25T07:55:40.427269] [INFO ] [CONFIGURE ] JOB ETA: 2.7h | Avg: 2.7s/test | Remaining: 3591 tests
[2025-11-25T07:55:40.427336] [INFO ] [CONFIGURE ] AVK: Testing feature 20/29: add_price_rejection
[2025-11-25T07:55:40.427388] [INFO ] [CONFIGURE ] AVK: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd', 'add_price_rejection']
[2025-11-25T07:55:40.772759] [DEBUG] [FORECASTER] AVK: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T07:55:41.114476] [DEBUG] [FORECASTER] AVK: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0
[2025-11-25T07:55:41.447054] [DEBUG] [FORECASTER] AVK: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T07:55:41.797318] [DEBUG] [FORECASTER] AVK: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T07:55:42.137897] [DEBUG] [FORECASTER] AVK: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T07:55:42.485932] [DEBUG] [FORECASTER] AVK: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T07:55:42.821737] [DEBUG] [FORECASTER] AVK: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T07:55:43.166544] [DEBUG] [FORECASTER] AVK: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T07:55:43.499418] [DEBUG] [FORECASTER] AVK: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T07:55:43.821619] [DEBUG] [FORECASTER] AVK: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T07:55:43.821826] [INFO ] [CONFIGURE ] AVK: DISCARDED add_price_rejection (score: 50.00%)
[2025-11-25T07:55:43.821884] [INFO ] [CONFIGURE ] JOB ETA: 2.7h | Avg: 2.7s/test | Remaining: 3590 tests
[2025-11-25T07:55:43.821931] [INFO ] [CONFIGURE ] AVK: Testing feature 21/29: add_range_position
[2025-11-25T07:55:43.821975] [INFO ] [CONFIGURE ] AVK: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd', 'add_range_position']
[2025-11-25T07:55:44.153238] [DEBUG] [FORECASTER] AVK: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T07:55:44.484635] [DEBUG] [FORECASTER] AVK: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0
[2025-11-25T07:55:44.799554] [DEBUG] [FORECASTER] AVK: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T07:55:45.115874] [DEBUG] [FORECASTER] AVK: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T07:55:45.423186] [DEBUG] [FORECASTER] AVK: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T07:55:45.730855] [DEBUG] [FORECASTER] AVK: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T07:55:46.044811] [DEBUG] [FORECASTER] AVK: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T07:55:46.380491] [DEBUG] [FORECASTER] AVK: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T07:55:46.707822] [DEBUG] [FORECASTER] AVK: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T07:55:47.028887] [DEBUG] [FORECASTER] AVK: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T07:55:47.029107] [INFO ] [CONFIGURE ] AVK: DISCARDED add_range_position (score: 40.00%)
[2025-11-25T07:55:47.029165] [INFO ] [CONFIGURE ] JOB ETA: 2.7h | Avg: 2.7s/test | Remaining: 3589 tests
[2025-11-25T07:55:47.029212] [INFO ] [CONFIGURE ] AVK: Testing feature 22/29: add_realized_volatility
[2025-11-25T07:55:47.029255] [INFO ] [CONFIGURE ] AVK: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd', 'add_realized_volatility']
[2025-11-25T07:55:47.449052] [DEBUG] [FORECASTER] AVK: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T07:55:47.872572] [DEBUG] [FORECASTER] AVK: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0
[2025-11-25T07:55:48.307002] [DEBUG] [FORECASTER] AVK: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T07:55:48.750859] [DEBUG] [FORECASTER] AVK: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T07:55:49.192726] [DEBUG] [FORECASTER] AVK: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T07:55:49.641684] [DEBUG] [FORECASTER] AVK: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T07:55:50.060112] [DEBUG] [FORECASTER] AVK: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T07:55:50.467343] [DEBUG] [FORECASTER] AVK: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T07:55:50.876189] [DEBUG] [FORECASTER] AVK: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T07:55:51.320478] [DEBUG] [FORECASTER] AVK: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T07:55:51.320691] [INFO ] [CONFIGURE ] AVK: DISCARDED add_realized_volatility (score: 40.00%)
[2025-11-25T07:55:51.320751] [INFO ] [CONFIGURE ] JOB ETA: 2.7h | Avg: 2.7s/test | Remaining: 3588 tests
[2025-11-25T07:55:51.320795] [INFO ] [CONFIGURE ] AVK: Testing feature 23/29: add_recent_range_context
[2025-11-25T07:55:51.320835] [INFO ] [CONFIGURE ] AVK: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd', 'add_recent_range_context']
[2025-11-25T07:55:51.642376] [DEBUG] [FORECASTER] AVK: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T07:55:51.948315] [DEBUG] [FORECASTER] AVK: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0
[2025-11-25T07:55:52.268995] [DEBUG] [FORECASTER] AVK: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T07:55:52.585849] [DEBUG] [FORECASTER] AVK: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T07:55:52.900413] [DEBUG] [FORECASTER] AVK: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T07:55:53.218117] [DEBUG] [FORECASTER] AVK: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T07:55:53.543724] [DEBUG] [FORECASTER] AVK: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T07:55:53.873797] [DEBUG] [FORECASTER] AVK: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T07:55:54.186835] [DEBUG] [FORECASTER] AVK: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T07:55:54.498446] [DEBUG] [FORECASTER] AVK: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T07:55:54.498622] [INFO ] [CONFIGURE ] AVK: DISCARDED add_recent_range_context (score: 60.00%)
[2025-11-25T07:55:54.498702] [INFO ] [CONFIGURE ] JOB ETA: 2.7h | Avg: 2.7s/test | Remaining: 3587 tests
[2025-11-25T07:55:54.498750] [INFO ] [CONFIGURE ] AVK: Testing feature 24/29: add_rsi
[2025-11-25T07:55:54.498794] [INFO ] [CONFIGURE ] AVK: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd', 'add_ema', 'add_rsi']
[2025-11-25T07:55:54.830545] [DEBUG] [FORECASTER] AVK: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T07:55:55.169429] [DEBUG] [FORECASTER] AVK: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0
[2025-11-25T07:55:55.503672] [DEBUG] [FORECASTER] AVK: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T07:55:55.837799] [DEBUG] [FORECASTER] AVK: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T07:55:56.182336] [DEBUG] [FORECASTER] AVK: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T07:55:56.524001] [DEBUG] [FORECASTER] AVK: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T07:55:56.875014] [DEBUG] [FORECASTER] AVK: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T07:55:57.232101] [DEBUG] [FORECASTER] AVK: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T07:55:57.582160] [DEBUG] [FORECASTER] AVK: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T07:55:57.919047] [DEBUG] [FORECASTER] AVK: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T07:55:57.919243] [INFO ] [CONFIGURE ] AVK: DISCARDED add_rsi (score: 50.00%)
[2025-11-25T07:55:57.919304] [INFO ] [CONFIGURE ] JOB ETA: 2.7h | Avg: 2.7s/test | Remaining: 3586 tests
[2025-11-25T07:55:57.919350] [INFO ] [CONFIGURE ] AVK: Testing feature 25/29: add_tick_distribution
[2025-11-25T07:55:57.919394] [INFO ] [CONFIGURE ] AVK: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd', 'add_tick_distribution']
[2025-11-25T07:55:58.205353] [DEBUG] [FORECASTER] AVK: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T07:55:58.489817] [DEBUG] [FORECASTER] AVK: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T07:55:58.792448] [DEBUG] [FORECASTER] AVK: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T07:55:59.083102] [DEBUG] [FORECASTER] AVK: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T07:55:59.365837] [DEBUG] [FORECASTER] AVK: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T07:55:59.644837] [DEBUG] [FORECASTER] AVK: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T07:55:59.921211] [DEBUG] [FORECASTER] AVK: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T07:56:00.213070] [DEBUG] [FORECASTER] AVK: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T07:56:01.137999] [DEBUG] [FORECASTER] AVK: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T07:56:01.511122] [DEBUG] [FORECASTER] AVK: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T07:56:01.511332] [INFO ] [CONFIGURE ] AVK: DISCARDED add_tick_distribution (score: 70.00%)
[2025-11-25T07:56:01.511394] [INFO ] [CONFIGURE ] JOB ETA: 2.7h | Avg: 2.7s/test | Remaining: 3585 tests
[2025-11-25T07:56:01.511444] [INFO ] [CONFIGURE ] AVK: Testing feature 26/29: add_volume_momentum_confirmation
[2025-11-25T07:56:01.511489] [INFO ] [CONFIGURE ] AVK: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd', 'add_volume_momentum_confirmation']
[2025-11-25T07:56:01.853186] [DEBUG] [FORECASTER] AVK: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T07:56:02.193572] [DEBUG] [FORECASTER] AVK: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T07:56:02.528023] [DEBUG] [FORECASTER] AVK: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T07:56:02.867724] [DEBUG] [FORECASTER] AVK: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T07:56:03.200456] [DEBUG] [FORECASTER] AVK: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T07:56:03.535578] [DEBUG] [FORECASTER] AVK: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T07:56:03.866585] [DEBUG] [FORECASTER] AVK: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T07:56:04.198751] [DEBUG] [FORECASTER] AVK: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T07:56:04.549261] [DEBUG] [FORECASTER] AVK: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T07:56:04.885550] [DEBUG] [FORECASTER] AVK: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T07:56:04.885742] [INFO ] [CONFIGURE ] AVK: DISCARDED add_volume_momentum_confirmation (score: 60.00%)
[2025-11-25T07:56:04.885799] [INFO ] [CONFIGURE ] JOB ETA: 2.7h | Avg: 2.7s/test | Remaining: 3584 tests
[2025-11-25T07:56:04.885848] [INFO ] [CONFIGURE ] AVK: Testing feature 27/29: add_volume_price_divergence
[2025-11-25T07:56:04.885891] [INFO ] [CONFIGURE ] AVK: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd', 'add_volume_price_divergence']
[2025-11-25T07:56:05.221705] [DEBUG] [FORECASTER] AVK: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T07:56:05.560621] [DEBUG] [FORECASTER] AVK: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0
[2025-11-25T07:56:05.918879] [DEBUG] [FORECASTER] AVK: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T07:56:06.263005] [DEBUG] [FORECASTER] AVK: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T07:56:06.597268] [DEBUG] [FORECASTER] AVK: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T07:56:06.915689] [DEBUG] [FORECASTER] AVK: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T07:56:07.247475] [DEBUG] [FORECASTER] AVK: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T07:56:07.579351] [DEBUG] [FORECASTER] AVK: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T07:56:07.913493] [DEBUG] [FORECASTER] AVK: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T07:56:08.263332] [DEBUG] [FORECASTER] AVK: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T07:56:08.263521] [INFO ] [CONFIGURE ] AVK: DISCARDED add_volume_price_divergence (score: 60.00%)
[2025-11-25T07:56:08.263580] [INFO ] [CONFIGURE ] JOB ETA: 2.7h | Avg: 2.7s/test | Remaining: 3583 tests
[2025-11-25T07:56:08.263628] [INFO ] [CONFIGURE ] AVK: Testing feature 28/29: add_volume_profile
[2025-11-25T07:56:08.263696] [INFO ] [CONFIGURE ] AVK: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd', 'add_volume_profile']
[2025-11-25T07:56:08.572305] [DEBUG] [FORECASTER] AVK: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T07:56:08.865413] [DEBUG] [FORECASTER] AVK: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T07:56:09.188130] [DEBUG] [FORECASTER] AVK: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T07:56:09.488390] [DEBUG] [FORECASTER] AVK: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T07:56:09.792307] [DEBUG] [FORECASTER] AVK: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T07:56:10.093077] [DEBUG] [FORECASTER] AVK: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T07:56:10.422098] [DEBUG] [FORECASTER] AVK: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T07:56:10.746810] [DEBUG] [FORECASTER] AVK: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T07:56:11.044454] [DEBUG] [FORECASTER] AVK: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T07:56:11.345356] [DEBUG] [FORECASTER] AVK: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T07:56:11.345575] [INFO ] [CONFIGURE ] AVK: DISCARDED add_volume_profile (score: 60.00%)
[2025-11-25T07:56:11.345634] [INFO ] [CONFIGURE ] JOB ETA: 2.7h | Avg: 2.7s/test | Remaining: 3582 tests
[2025-11-25T07:56:11.345704] [INFO ] [CONFIGURE ] AVK: ===== FEATURE SELECTION COMPLETE =====
[2025-11-25T07:56:11.345747] [INFO ] [CONFIGURE ] AVK: Best accuracy: 70.00%
[2025-11-25T07:56:11.345790] [INFO ] [CONFIGURE ] AVK: Best feature set (3 features): ['add_bollinger_bands', 'add_vwap', 'add_macd']
[2025-11-25T07:56:11.345830] [INFO ] [CONFIGURE ] AVK: Improvement over baseline: 30.00%
[2025-11-25T07:56:11.345868] [INFO ] [CONFIGURE ] AVK: Total time: 1.5 minutes
[2025-11-25T07:56:11.345906] [INFO ] [CONFIGURE ] AVK: Average time per feature: 3.2 seconds
[2025-11-25T07:56:11.345967] [INFO ] [CONFIGURE ] AVK: Average speed: 0.32 features/sec
[2025-11-25T07:56:11.346319] [INFO ] [LOCAL     ] Saved configuration for AVK: 3 features, 70.00% accuracy -> ./output/feature-sets/AVK.json
[2025-11-25T07:56:11.346376] [INFO ] [CONFIGURE ] AVK: Configuration saved successfully: 3 features, 70.00% accuracy.
[2025-11-25T07:56:11.346425] [INFO ] [sig       ] [41/164] Successfully configured AVK | 0.01 sym/s | Total: 55.1m | ETA: 2.8h
[2025-11-25T07:56:11.346468] [INFO ] [sig       ] [42/164] Configuring AVY...
[2025-11-25T07:56:11.346507] [INFO ] [CONFIGURE ] AVY: Configurate test run.
[2025-11-25T07:56:11.346548] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AVY' from 'https://tdm.silogroup.org/data/derivative_storage/AVY.csv'.
[2025-11-25T07:56:11.359181] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'AVY'.
[2025-11-25T07:56:11.359680] [INFO ] [CONFIGURE ] AVY: Testing with 29 available features
[2025-11-25T07:56:11.359744] [INFO ] [CONFIGURE ] AVY: Establishing baseline with no features...
[2025-11-25T07:56:11.525676] [DEBUG] [FORECASTER] AVY: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T07:56:11.697161] [DEBUG] [FORECASTER] AVY: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0
[2025-11-25T07:56:11.872067] [DEBUG] [FORECASTER] AVY: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T07:56:12.037448] [DEBUG] [FORECASTER] AVY: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T07:56:12.206045] [DEBUG] [FORECASTER] AVY: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T07:56:12.380311] [DEBUG] [FORECASTER] AVY: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T07:56:12.551983] [DEBUG] [FORECASTER] AVY: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T07:56:12.721783] [DEBUG] [FORECASTER] AVY: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T07:56:12.890557] [DEBUG] [FORECASTER] AVY: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T07:56:13.058815] [DEBUG] [FORECASTER] AVY: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-25T07:56:13.058977] [INFO ] [CONFIGURE ] AVY: Baseline score (no features): 40.00%
[2025-11-25T07:56:13.059024] [INFO ] [CONFIGURE ] AVY: Testing feature 1/29: add_bollinger_bands
[2025-11-25T07:56:13.059063] [INFO ] [CONFIGURE ] AVY: Testing with features: ['add_bollinger_bands']
[2025-11-25T07:56:13.265095] [DEBUG] [FORECASTER] AVY: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T07:56:13.470909] [DEBUG] [FORECASTER] AVY: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0
[2025-11-25T07:56:13.675504] [DEBUG] [FORECASTER] AVY: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T07:56:13.879834] [DEBUG] [FORECASTER] AVY: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T07:56:14.086671] [DEBUG] [FORECASTER] AVY: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T07:56:14.294776] [DEBUG] [FORECASTER] AVY: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T07:56:14.497682] [DEBUG] [FORECASTER] AVY: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T07:56:14.706843] [DEBUG] [FORECASTER] AVY: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T07:56:14.917551] [DEBUG] [FORECASTER] AVY: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T07:56:15.132109] [DEBUG] [FORECASTER] AVY: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-11-25T07:56:15.132452] [INFO ] [CONFIGURE ] AVY: DISCARDED add_bollinger_bands (score: 40.00%)
[2025-11-25T07:56:15.132575] [INFO ] [CONFIGURE ] JOB ETA: 2.7h | Avg: 2.7s/test | Remaining: 3581 tests
[2025-11-25T07:56:15.132705] [INFO ] [CONFIGURE ] AVY: Testing feature 2/29: add_cumulative_delta
[2025-11-25T07:56:15.132816] [INFO ] [CONFIGURE ] AVY: Testing with features: ['add_cumulative_delta']
[2025-11-25T07:56:15.361210] [DEBUG] [FORECASTER] AVY: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T07:56:15.588608] [DEBUG] [FORECASTER] AVY: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0
[2025-11-25T07:56:15.817512] [DEBUG] [FORECASTER] AVY: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T07:56:16.066149] [DEBUG] [FORECASTER] AVY: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T07:56:16.278859] [DEBUG] [FORECASTER] AVY: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T07:56:16.483469] [DEBUG] [FORECASTER] AVY: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T07:56:16.691111] [DEBUG] [FORECASTER] AVY: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T07:56:16.896209] [DEBUG] [FORECASTER] AVY: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T07:56:17.100150] [DEBUG] [FORECASTER] AVY: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T07:56:17.306247] [DEBUG] [FORECASTER] AVY: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-25T07:56:17.306413] [INFO ] [CONFIGURE ] AVY: KEPT add_cumulative_delta (score: 50.00%)
[2025-11-25T07:56:17.306461] [INFO ] [CONFIGURE ] JOB ETA: 2.7h | Avg: 2.7s/test | Remaining: 3580 tests
[2025-11-25T07:56:17.306499] [INFO ] [CONFIGURE ] AVY: Testing feature 3/29: add_daily_returns
[2025-11-25T07:56:17.306536] [INFO ] [CONFIGURE ] AVY: Testing with features: ['add_cumulative_delta', 'add_daily_returns']
[2025-11-25T07:56:17.523269] [DEBUG] [FORECASTER] AVY: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T07:56:17.755251] [DEBUG] [FORECASTER] AVY: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0
[2025-11-25T07:56:17.986833] [DEBUG] [FORECASTER] AVY: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T07:56:18.209524] [DEBUG] [FORECASTER] AVY: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T07:56:18.432304] [DEBUG] [FORECASTER] AVY: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T07:56:18.653886] [DEBUG] [FORECASTER] AVY: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T07:56:18.877524] [DEBUG] [FORECASTER] AVY: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T07:56:19.101190] [DEBUG] [FORECASTER] AVY: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T07:56:19.325553] [DEBUG] [FORECASTER] AVY: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T07:56:19.550515] [DEBUG] [FORECASTER] AVY: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-11-25T07:56:19.550730] [INFO ] [CONFIGURE ] AVY: DISCARDED add_daily_returns (score: 40.00%)
[2025-11-25T07:56:19.550958] [INFO ] [CONFIGURE ] JOB ETA: 2.7h | Avg: 2.7s/test | Remaining: 3579 tests
[2025-11-25T07:56:19.551073] [INFO ] [CONFIGURE ] AVY: Testing feature 4/29: add_ema
[2025-11-25T07:56:19.551179] [INFO ] [CONFIGURE ] AVY: Testing with features: ['add_cumulative_delta', 'add_ema']
[2025-11-25T07:56:19.808816] [DEBUG] [FORECASTER] AVY: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T07:56:20.070687] [DEBUG] [FORECASTER] AVY: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0
[2025-11-25T07:56:20.330717] [DEBUG] [FORECASTER] AVY: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T07:56:20.591952] [DEBUG] [FORECASTER] AVY: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T07:56:20.852237] [DEBUG] [FORECASTER] AVY: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T07:56:21.115257] [DEBUG] [FORECASTER] AVY: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T07:56:21.373225] [DEBUG] [FORECASTER] AVY: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T07:56:21.632577] [DEBUG] [FORECASTER] AVY: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T07:56:21.898376] [DEBUG] [FORECASTER] AVY: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T07:56:22.158162] [DEBUG] [FORECASTER] AVY: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-11-25T07:56:22.158343] [INFO ] [CONFIGURE ] AVY: DISCARDED add_ema (score: 40.00%)
[2025-11-25T07:56:22.158402] [INFO ] [CONFIGURE ] JOB ETA: 2.7h | Avg: 2.7s/test | Remaining: 3578 tests
[2025-11-25T07:56:22.158444] [INFO ] [CONFIGURE ] AVY: Testing feature 5/29: add_exhaustion_signals
[2025-11-25T07:56:22.158489] [INFO ] [CONFIGURE ] AVY: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals']
[2025-11-25T07:56:22.403754] [DEBUG] [FORECASTER] AVY: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T07:56:22.651523] [DEBUG] [FORECASTER] AVY: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0
[2025-11-25T07:56:22.902428] [DEBUG] [FORECASTER] AVY: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T07:56:23.150382] [DEBUG] [FORECASTER] AVY: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T07:56:23.400277] [DEBUG] [FORECASTER] AVY: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T07:56:23.652105] [DEBUG] [FORECASTER] AVY: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T07:56:23.905438] [DEBUG] [FORECASTER] AVY: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T07:56:24.165038] [DEBUG] [FORECASTER] AVY: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T07:56:24.420434] [DEBUG] [FORECASTER] AVY: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T07:56:24.673417] [DEBUG] [FORECASTER] AVY: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-25T07:56:24.673598] [INFO ] [CONFIGURE ] AVY: KEPT add_exhaustion_signals (score: 60.00%)
[2025-11-25T07:56:24.673675] [INFO ] [CONFIGURE ] JOB ETA: 2.7h | Avg: 2.7s/test | Remaining: 3577 tests
[2025-11-25T07:56:24.673726] [INFO ] [CONFIGURE ] AVY: Testing feature 6/29: add_failed_moves
[2025-11-25T07:56:24.673773] [INFO ] [CONFIGURE ] AVY: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals', 'add_failed_moves']
[2025-11-25T07:56:24.930221] [DEBUG] [FORECASTER] AVY: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T07:56:25.185108] [DEBUG] [FORECASTER] AVY: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0
[2025-11-25T07:56:25.442977] [DEBUG] [FORECASTER] AVY: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T07:56:25.701701] [DEBUG] [FORECASTER] AVY: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T07:56:25.967461] [DEBUG] [FORECASTER] AVY: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T07:56:26.228594] [DEBUG] [FORECASTER] AVY: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T07:56:26.505963] [DEBUG] [FORECASTER] AVY: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T07:56:26.786768] [DEBUG] [FORECASTER] AVY: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T07:56:27.063249] [DEBUG] [FORECASTER] AVY: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T07:56:27.344222] [DEBUG] [FORECASTER] AVY: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-11-25T07:56:27.344393] [INFO ] [CONFIGURE ] AVY: DISCARDED add_failed_moves (score: 40.00%)
[2025-11-25T07:56:27.344451] [INFO ] [CONFIGURE ] JOB ETA: 2.7h | Avg: 2.7s/test | Remaining: 3576 tests
[2025-11-25T07:56:27.344501] [INFO ] [CONFIGURE ] AVY: Testing feature 7/29: add_lag_shelf
[2025-11-25T07:56:27.344546] [INFO ] [CONFIGURE ] AVY: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals', 'add_lag_shelf']
[2025-11-25T07:56:27.624728] [DEBUG] [FORECASTER] AVY: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T07:56:27.904471] [DEBUG] [FORECASTER] AVY: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0
[2025-11-25T07:56:28.184959] [DEBUG] [FORECASTER] AVY: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T07:56:28.484153] [DEBUG] [FORECASTER] AVY: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T07:56:28.767871] [DEBUG] [FORECASTER] AVY: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T07:56:29.058969] [DEBUG] [FORECASTER] AVY: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T07:56:29.347529] [DEBUG] [FORECASTER] AVY: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T07:56:29.618244] [DEBUG] [FORECASTER] AVY: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T07:56:29.883261] [DEBUG] [FORECASTER] AVY: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T07:56:30.189172] [DEBUG] [FORECASTER] AVY: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-11-25T07:56:30.189374] [INFO ] [CONFIGURE ] AVY: DISCARDED add_lag_shelf (score: 50.00%)
[2025-11-25T07:56:30.189430] [INFO ] [CONFIGURE ] JOB ETA: 2.7h | Avg: 2.7s/test | Remaining: 3575 tests
[2025-11-25T07:56:30.189477] [INFO ] [CONFIGURE ] AVY: Testing feature 8/29: add_macd
[2025-11-25T07:56:30.189520] [INFO ] [CONFIGURE ] AVY: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals', 'add_macd']
[2025-11-25T07:56:30.496210] [DEBUG] [FORECASTER] AVY: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T07:56:30.802752] [DEBUG] [FORECASTER] AVY: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0
[2025-11-25T07:56:31.126021] [DEBUG] [FORECASTER] AVY: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T07:56:31.475200] [DEBUG] [FORECASTER] AVY: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T07:56:31.793830] [DEBUG] [FORECASTER] AVY: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T07:56:32.142597] [DEBUG] [FORECASTER] AVY: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T07:56:32.473524] [DEBUG] [FORECASTER] AVY: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T07:56:32.812588] [DEBUG] [FORECASTER] AVY: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T07:56:33.141232] [DEBUG] [FORECASTER] AVY: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T07:56:33.477373] [DEBUG] [FORECASTER] AVY: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-25T07:56:33.477586] [INFO ] [CONFIGURE ] AVY: DISCARDED add_macd (score: 40.00%)
[2025-11-25T07:56:33.477666] [INFO ] [CONFIGURE ] JOB ETA: 2.7h | Avg: 2.7s/test | Remaining: 3574 tests
[2025-11-25T07:56:33.477716] [INFO ] [CONFIGURE ] AVY: Testing feature 9/29: add_mfi
[2025-11-25T07:56:33.477760] [INFO ] [CONFIGURE ] AVY: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals', 'add_mfi']
[2025-11-25T07:56:33.778583] [DEBUG] [FORECASTER] AVY: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T07:56:34.081752] [DEBUG] [FORECASTER] AVY: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0
[2025-11-25T07:56:34.380687] [DEBUG] [FORECASTER] AVY: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T07:56:34.680691] [DEBUG] [FORECASTER] AVY: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T07:56:34.985962] [DEBUG] [FORECASTER] AVY: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T07:56:35.292576] [DEBUG] [FORECASTER] AVY: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T07:56:35.579313] [DEBUG] [FORECASTER] AVY: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T07:56:35.864125] [DEBUG] [FORECASTER] AVY: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T07:56:36.152850] [DEBUG] [FORECASTER] AVY: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T07:56:36.436268] [DEBUG] [FORECASTER] AVY: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-25T07:56:36.436501] [INFO ] [CONFIGURE ] AVY: DISCARDED add_mfi (score: 50.00%)
[2025-11-25T07:56:36.436584] [INFO ] [CONFIGURE ] JOB ETA: 2.7h | Avg: 2.7s/test | Remaining: 3573 tests
[2025-11-25T07:56:36.436633] [INFO ] [CONFIGURE ] AVY: Testing feature 10/29: add_momentum_acceleration
[2025-11-25T07:56:36.436698] [INFO ] [CONFIGURE ] AVY: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals', 'add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-11-25T07:56:36.810128] [DEBUG] [FORECASTER] AVY: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T07:56:37.192367] [DEBUG] [FORECASTER] AVY: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0
[2025-11-25T07:56:37.573785] [DEBUG] [FORECASTER] AVY: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T07:56:37.964719] [DEBUG] [FORECASTER] AVY: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T07:56:38.363106] [DEBUG] [FORECASTER] AVY: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T07:56:38.761776] [DEBUG] [FORECASTER] AVY: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T07:56:39.142084] [DEBUG] [FORECASTER] AVY: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T07:56:39.504515] [DEBUG] [FORECASTER] AVY: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T07:56:39.876158] [DEBUG] [FORECASTER] AVY: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T07:56:40.260718] [DEBUG] [FORECASTER] AVY: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-25T07:56:40.260910] [INFO ] [CONFIGURE ] AVY: DISCARDED add_momentum_acceleration (score: 50.00%)
[2025-11-25T07:56:40.260967] [INFO ] [CONFIGURE ] JOB ETA: 2.7h | Avg: 2.7s/test | Remaining: 3572 tests
[2025-11-25T07:56:40.261014] [INFO ] [CONFIGURE ] AVY: Testing feature 11/29: add_obv_daily
[2025-11-25T07:56:40.261058] [INFO ] [CONFIGURE ] AVY: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals', 'add_obv_daily']
[2025-11-25T07:56:40.572909] [DEBUG] [FORECASTER] AVY: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T07:56:40.864174] [DEBUG] [FORECASTER] AVY: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0
[2025-11-25T07:56:41.155754] [DEBUG] [FORECASTER] AVY: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T07:56:41.442713] [DEBUG] [FORECASTER] AVY: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T07:56:41.733781] [DEBUG] [FORECASTER] AVY: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T07:56:42.022579] [DEBUG] [FORECASTER] AVY: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T07:56:42.310507] [DEBUG] [FORECASTER] AVY: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T07:56:42.603908] [DEBUG] [FORECASTER] AVY: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T07:56:42.900364] [DEBUG] [FORECASTER] AVY: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T07:56:43.189719] [DEBUG] [FORECASTER] AVY: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-25T07:56:43.189893] [INFO ] [CONFIGURE ] AVY: DISCARDED add_obv_daily (score: 50.00%)
[2025-11-25T07:56:43.189950] [INFO ] [CONFIGURE ] JOB ETA: 2.7h | Avg: 2.7s/test | Remaining: 3571 tests
[2025-11-25T07:56:43.189998] [INFO ] [CONFIGURE ] AVY: Testing feature 12/29: add_obv_interval
[2025-11-25T07:56:43.190042] [INFO ] [CONFIGURE ] AVY: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals', 'add_obv_interval']
[2025-11-25T07:56:43.466320] [DEBUG] [FORECASTER] AVY: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T07:56:43.744568] [DEBUG] [FORECASTER] AVY: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0
[2025-11-25T07:56:44.023339] [DEBUG] [FORECASTER] AVY: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T07:56:44.299894] [DEBUG] [FORECASTER] AVY: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T07:56:44.582103] [DEBUG] [FORECASTER] AVY: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T07:56:44.859317] [DEBUG] [FORECASTER] AVY: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T07:56:45.137526] [DEBUG] [FORECASTER] AVY: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T07:56:45.419122] [DEBUG] [FORECASTER] AVY: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T07:56:45.701374] [DEBUG] [FORECASTER] AVY: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T07:56:46.031995] [DEBUG] [FORECASTER] AVY: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-11-25T07:56:46.032252] [INFO ] [CONFIGURE ] AVY: DISCARDED add_obv_interval (score: 30.00%)
[2025-11-25T07:56:46.032345] [INFO ] [CONFIGURE ] JOB ETA: 2.7h | Avg: 2.7s/test | Remaining: 3570 tests
[2025-11-25T07:56:46.032424] [INFO ] [CONFIGURE ] AVY: Testing feature 13/29: add_opening_strength
[2025-11-25T07:56:46.032498] [INFO ] [CONFIGURE ] AVY: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals', 'add_daily_returns', 'add_opening_strength']
[2025-11-25T07:56:46.463287] [DEBUG] [FORECASTER] AVY: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T07:56:46.878844] [DEBUG] [FORECASTER] AVY: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0
[2025-11-25T07:56:47.234254] [DEBUG] [FORECASTER] AVY: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T07:56:47.538039] [DEBUG] [FORECASTER] AVY: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T07:56:47.837260] [DEBUG] [FORECASTER] AVY: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T07:56:48.135521] [DEBUG] [FORECASTER] AVY: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T07:56:48.436467] [DEBUG] [FORECASTER] AVY: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T07:56:48.741872] [DEBUG] [FORECASTER] AVY: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T07:56:49.062333] [DEBUG] [FORECASTER] AVY: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T07:56:49.365348] [DEBUG] [FORECASTER] AVY: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-25T07:56:49.365549] [INFO ] [CONFIGURE ] AVY: DISCARDED add_opening_strength (score: 40.00%)
[2025-11-25T07:56:49.365610] [INFO ] [CONFIGURE ] JOB ETA: 2.7h | Avg: 2.8s/test | Remaining: 3569 tests
[2025-11-25T07:56:49.365681] [INFO ] [CONFIGURE ] AVY: Testing feature 14/29: add_order_flow_imbalance
[2025-11-25T07:56:49.365728] [INFO ] [CONFIGURE ] AVY: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals', 'add_order_flow_imbalance']
[2025-11-25T07:56:49.646954] [DEBUG] [FORECASTER] AVY: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T07:56:49.922945] [DEBUG] [FORECASTER] AVY: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0
[2025-11-25T07:56:50.231554] [DEBUG] [FORECASTER] AVY: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T07:56:50.529067] [DEBUG] [FORECASTER] AVY: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T07:56:50.841527] [DEBUG] [FORECASTER] AVY: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T07:56:51.169366] [DEBUG] [FORECASTER] AVY: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T07:56:51.478802] [DEBUG] [FORECASTER] AVY: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T07:56:51.791781] [DEBUG] [FORECASTER] AVY: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T07:56:52.136032] [DEBUG] [FORECASTER] AVY: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T07:56:52.454318] [DEBUG] [FORECASTER] AVY: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-11-25T07:56:52.454525] [INFO ] [CONFIGURE ] AVY: DISCARDED add_order_flow_imbalance (score: 40.00%)
[2025-11-25T07:56:52.454629] [INFO ] [CONFIGURE ] JOB ETA: 2.7h | Avg: 2.8s/test | Remaining: 3568 tests
[2025-11-25T07:56:52.454713] [INFO ] [CONFIGURE ] AVY: Testing feature 15/29: add_pbf_morning_momentum
[2025-11-25T07:56:52.454760] [INFO ] [CONFIGURE ] AVY: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals', 'add_pbf_morning_momentum']
[2025-11-25T07:56:52.754810] [DEBUG] [FORECASTER] AVY: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T07:56:53.049678] [DEBUG] [FORECASTER] AVY: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0
[2025-11-25T07:56:53.369493] [DEBUG] [FORECASTER] AVY: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T07:56:53.661608] [DEBUG] [FORECASTER] AVY: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T07:56:53.953403] [DEBUG] [FORECASTER] AVY: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T07:56:54.243097] [DEBUG] [FORECASTER] AVY: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T07:56:54.541889] [DEBUG] [FORECASTER] AVY: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T07:56:54.828995] [DEBUG] [FORECASTER] AVY: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T07:56:55.110949] [DEBUG] [FORECASTER] AVY: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T07:56:55.400342] [DEBUG] [FORECASTER] AVY: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-25T07:56:55.400550] [INFO ] [CONFIGURE ] AVY: DISCARDED add_pbf_morning_momentum (score: 50.00%)
[2025-11-25T07:56:55.400610] [INFO ] [CONFIGURE ] JOB ETA: 2.7h | Avg: 2.8s/test | Remaining: 3567 tests
[2025-11-25T07:56:55.400684] [INFO ] [CONFIGURE ] AVY: Testing feature 16/29: add_pbf_overnight_gap
[2025-11-25T07:56:55.400734] [INFO ] [CONFIGURE ] AVY: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals', 'add_pbf_overnight_gap']
[2025-11-25T07:56:55.712323] [DEBUG] [FORECASTER] AVY: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T07:56:56.023106] [DEBUG] [FORECASTER] AVY: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0
[2025-11-25T07:56:56.337211] [DEBUG] [FORECASTER] AVY: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T07:56:56.652136] [DEBUG] [FORECASTER] AVY: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T07:56:56.960225] [DEBUG] [FORECASTER] AVY: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T07:56:57.273605] [DEBUG] [FORECASTER] AVY: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T07:56:57.586957] [DEBUG] [FORECASTER] AVY: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T07:56:57.898425] [DEBUG] [FORECASTER] AVY: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T07:56:58.216196] [DEBUG] [FORECASTER] AVY: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T07:56:58.530307] [DEBUG] [FORECASTER] AVY: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-25T07:56:58.530490] [INFO ] [CONFIGURE ] AVY: DISCARDED add_pbf_overnight_gap (score: 50.00%)
[2025-11-25T07:56:58.530550] [INFO ] [CONFIGURE ] JOB ETA: 2.7h | Avg: 2.8s/test | Remaining: 3566 tests
[2025-11-25T07:56:58.530597] [INFO ] [CONFIGURE ] AVY: Testing feature 17/29: add_pbf_return_2d
[2025-11-25T07:56:58.530661] [INFO ] [CONFIGURE ] AVY: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals', 'add_pbf_return_2d']
[2025-11-25T07:56:58.829151] [DEBUG] [FORECASTER] AVY: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T07:56:59.134116] [DEBUG] [FORECASTER] AVY: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0
[2025-11-25T07:56:59.456591] [DEBUG] [FORECASTER] AVY: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T07:56:59.759812] [DEBUG] [FORECASTER] AVY: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T07:57:00.062791] [DEBUG] [FORECASTER] AVY: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T07:57:00.436172] [DEBUG] [FORECASTER] AVY: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T07:57:01.423891] [DEBUG] [FORECASTER] AVY: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T07:57:01.742692] [DEBUG] [FORECASTER] AVY: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T07:57:02.075446] [DEBUG] [FORECASTER] AVY: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T07:57:02.392820] [DEBUG] [FORECASTER] AVY: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-25T07:57:02.393060] [INFO ] [CONFIGURE ] AVY: DISCARDED add_pbf_return_2d (score: 40.00%)
[2025-11-25T07:57:02.393137] [INFO ] [CONFIGURE ] JOB ETA: 2.7h | Avg: 2.8s/test | Remaining: 3565 tests
[2025-11-25T07:57:02.393204] [INFO ] [CONFIGURE ] AVY: Testing feature 18/29: add_pbf_volatility_5d
[2025-11-25T07:57:02.393266] [INFO ] [CONFIGURE ] AVY: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals', 'add_pbf_volatility_5d']
[2025-11-25T07:57:02.691522] [DEBUG] [FORECASTER] AVY: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T07:57:02.984348] [DEBUG] [FORECASTER] AVY: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0
[2025-11-25T07:57:03.279449] [DEBUG] [FORECASTER] AVY: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T07:57:03.574541] [DEBUG] [FORECASTER] AVY: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T07:57:03.865746] [DEBUG] [FORECASTER] AVY: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T07:57:04.150938] [DEBUG] [FORECASTER] AVY: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T07:57:04.450163] [DEBUG] [FORECASTER] AVY: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T07:57:04.754674] [DEBUG] [FORECASTER] AVY: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T07:57:05.057771] [DEBUG] [FORECASTER] AVY: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T07:57:05.365320] [DEBUG] [FORECASTER] AVY: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-25T07:57:05.365510] [INFO ] [CONFIGURE ] AVY: DISCARDED add_pbf_volatility_5d (score: 40.00%)
[2025-11-25T07:57:05.365574] [INFO ] [CONFIGURE ] JOB ETA: 2.7h | Avg: 2.8s/test | Remaining: 3564 tests
[2025-11-25T07:57:05.365625] [INFO ] [CONFIGURE ] AVY: Testing feature 19/29: add_pbf_vs_sma_5
[2025-11-25T07:57:05.365704] [INFO ] [CONFIGURE ] AVY: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals', 'add_pbf_vs_sma_5']
[2025-11-25T07:57:05.659664] [DEBUG] [FORECASTER] AVY: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T07:57:05.965774] [DEBUG] [FORECASTER] AVY: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0
[2025-11-25T07:57:06.270306] [DEBUG] [FORECASTER] AVY: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T07:57:06.593575] [DEBUG] [FORECASTER] AVY: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T07:57:06.901691] [DEBUG] [FORECASTER] AVY: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T07:57:07.240452] [DEBUG] [FORECASTER] AVY: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T07:57:07.542145] [DEBUG] [FORECASTER] AVY: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T07:57:07.831233] [DEBUG] [FORECASTER] AVY: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T07:57:08.123544] [DEBUG] [FORECASTER] AVY: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T07:57:08.425965] [DEBUG] [FORECASTER] AVY: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-11-25T07:57:08.426171] [INFO ] [CONFIGURE ] AVY: DISCARDED add_pbf_vs_sma_5 (score: 40.00%)
[2025-11-25T07:57:08.426233] [INFO ] [CONFIGURE ] JOB ETA: 2.7h | Avg: 2.8s/test | Remaining: 3563 tests
[2025-11-25T07:57:08.426307] [INFO ] [CONFIGURE ] AVY: Testing feature 20/29: add_price_rejection
[2025-11-25T07:57:08.426359] [INFO ] [CONFIGURE ] AVY: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals', 'add_price_rejection']
[2025-11-25T07:57:08.743370] [DEBUG] [FORECASTER] AVY: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T07:57:09.054582] [DEBUG] [FORECASTER] AVY: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0
[2025-11-25T07:57:09.372354] [DEBUG] [FORECASTER] AVY: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T07:57:09.682272] [DEBUG] [FORECASTER] AVY: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T07:57:09.989720] [DEBUG] [FORECASTER] AVY: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T07:57:10.300570] [DEBUG] [FORECASTER] AVY: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T07:57:10.655200] [DEBUG] [FORECASTER] AVY: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T07:57:10.952173] [DEBUG] [FORECASTER] AVY: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T07:57:11.247179] [DEBUG] [FORECASTER] AVY: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T07:57:11.541135] [DEBUG] [FORECASTER] AVY: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-11-25T07:57:11.541308] [INFO ] [CONFIGURE ] AVY: DISCARDED add_price_rejection (score: 40.00%)
[2025-11-25T07:57:11.541367] [INFO ] [CONFIGURE ] JOB ETA: 2.7h | Avg: 2.8s/test | Remaining: 3562 tests
[2025-11-25T07:57:11.541415] [INFO ] [CONFIGURE ] AVY: Testing feature 21/29: add_range_position
[2025-11-25T07:57:11.541460] [INFO ] [CONFIGURE ] AVY: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals', 'add_range_position']
[2025-11-25T07:57:11.851824] [DEBUG] [FORECASTER] AVY: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T07:57:12.161709] [DEBUG] [FORECASTER] AVY: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0
[2025-11-25T07:57:12.461958] [DEBUG] [FORECASTER] AVY: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T07:57:12.775020] [DEBUG] [FORECASTER] AVY: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T07:57:13.070282] [DEBUG] [FORECASTER] AVY: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T07:57:13.366069] [DEBUG] [FORECASTER] AVY: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T07:57:13.665636] [DEBUG] [FORECASTER] AVY: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T07:57:13.968862] [DEBUG] [FORECASTER] AVY: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T07:57:14.280834] [DEBUG] [FORECASTER] AVY: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T07:57:14.588462] [DEBUG] [FORECASTER] AVY: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-11-25T07:57:14.588638] [INFO ] [CONFIGURE ] AVY: DISCARDED add_range_position (score: 30.00%)
[2025-11-25T07:57:14.588718] [INFO ] [CONFIGURE ] JOB ETA: 2.7h | Avg: 2.8s/test | Remaining: 3561 tests
[2025-11-25T07:57:14.588765] [INFO ] [CONFIGURE ] AVY: Testing feature 22/29: add_realized_volatility
[2025-11-25T07:57:14.588807] [INFO ] [CONFIGURE ] AVY: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals', 'add_realized_volatility']
[2025-11-25T07:57:14.972325] [DEBUG] [FORECASTER] AVY: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T07:57:15.374615] [DEBUG] [FORECASTER] AVY: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0
[2025-11-25T07:57:15.775423] [DEBUG] [FORECASTER] AVY: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T07:57:16.154751] [DEBUG] [FORECASTER] AVY: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T07:57:16.535588] [DEBUG] [FORECASTER] AVY: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T07:57:16.938502] [DEBUG] [FORECASTER] AVY: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T07:57:17.324828] [DEBUG] [FORECASTER] AVY: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T07:57:17.707552] [DEBUG] [FORECASTER] AVY: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T07:57:18.103340] [DEBUG] [FORECASTER] AVY: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T07:57:18.492321] [DEBUG] [FORECASTER] AVY: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-11-25T07:57:18.492568] [INFO ] [CONFIGURE ] AVY: DISCARDED add_realized_volatility (score: 30.00%)
[2025-11-25T07:57:18.492630] [INFO ] [CONFIGURE ] JOB ETA: 2.7h | Avg: 2.8s/test | Remaining: 3560 tests
[2025-11-25T07:57:18.492711] [INFO ] [CONFIGURE ] AVY: Testing feature 23/29: add_recent_range_context
[2025-11-25T07:57:18.492759] [INFO ] [CONFIGURE ] AVY: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals', 'add_recent_range_context']
[2025-11-25T07:57:18.773051] [DEBUG] [FORECASTER] AVY: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T07:57:19.050258] [DEBUG] [FORECASTER] AVY: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0
[2025-11-25T07:57:19.335238] [DEBUG] [FORECASTER] AVY: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T07:57:19.615474] [DEBUG] [FORECASTER] AVY: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T07:57:19.893973] [DEBUG] [FORECASTER] AVY: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T07:57:20.176033] [DEBUG] [FORECASTER] AVY: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T07:57:20.488216] [DEBUG] [FORECASTER] AVY: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T07:57:20.790411] [DEBUG] [FORECASTER] AVY: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T07:57:21.107227] [DEBUG] [FORECASTER] AVY: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T07:57:21.422789] [DEBUG] [FORECASTER] AVY: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-25T07:57:21.423148] [INFO ] [CONFIGURE ] AVY: DISCARDED add_recent_range_context (score: 50.00%)
[2025-11-25T07:57:21.423209] [INFO ] [CONFIGURE ] JOB ETA: 2.7h | Avg: 2.8s/test | Remaining: 3559 tests
[2025-11-25T07:57:21.423261] [INFO ] [CONFIGURE ] AVY: Testing feature 24/29: add_rsi
[2025-11-25T07:57:21.423309] [INFO ] [CONFIGURE ] AVY: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals', 'add_ema', 'add_rsi']
[2025-11-25T07:57:21.767162] [DEBUG] [FORECASTER] AVY: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T07:57:22.117966] [DEBUG] [FORECASTER] AVY: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T07:57:22.468840] [DEBUG] [FORECASTER] AVY: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T07:57:22.817811] [DEBUG] [FORECASTER] AVY: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T07:57:23.174111] [DEBUG] [FORECASTER] AVY: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T07:57:23.536044] [DEBUG] [FORECASTER] AVY: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T07:57:23.892669] [DEBUG] [FORECASTER] AVY: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T07:57:24.252119] [DEBUG] [FORECASTER] AVY: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T07:57:24.595142] [DEBUG] [FORECASTER] AVY: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T07:57:24.939588] [DEBUG] [FORECASTER] AVY: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-11-25T07:57:24.939777] [INFO ] [CONFIGURE ] AVY: DISCARDED add_rsi (score: 50.00%)
[2025-11-25T07:57:24.939837] [INFO ] [CONFIGURE ] JOB ETA: 2.7h | Avg: 2.8s/test | Remaining: 3558 tests
[2025-11-25T07:57:24.939886] [INFO ] [CONFIGURE ] AVY: Testing feature 25/29: add_tick_distribution
[2025-11-25T07:57:24.939952] [INFO ] [CONFIGURE ] AVY: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals', 'add_tick_distribution']
[2025-11-25T07:57:25.221729] [DEBUG] [FORECASTER] AVY: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T07:57:25.514555] [DEBUG] [FORECASTER] AVY: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0
[2025-11-25T07:57:25.802145] [DEBUG] [FORECASTER] AVY: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T07:57:26.109026] [DEBUG] [FORECASTER] AVY: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T07:57:26.406981] [DEBUG] [FORECASTER] AVY: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T07:57:26.703431] [DEBUG] [FORECASTER] AVY: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T07:57:27.000800] [DEBUG] [FORECASTER] AVY: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T07:57:27.291905] [DEBUG] [FORECASTER] AVY: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T07:57:27.594863] [DEBUG] [FORECASTER] AVY: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T07:57:27.895352] [DEBUG] [FORECASTER] AVY: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-11-25T07:57:27.895540] [INFO ] [CONFIGURE ] AVY: DISCARDED add_tick_distribution (score: 50.00%)
[2025-11-25T07:57:27.895600] [INFO ] [CONFIGURE ] JOB ETA: 2.7h | Avg: 2.8s/test | Remaining: 3557 tests
[2025-11-25T07:57:27.895667] [INFO ] [CONFIGURE ] AVY: Testing feature 26/29: add_volume_momentum_confirmation
[2025-11-25T07:57:27.895719] [INFO ] [CONFIGURE ] AVY: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals', 'add_volume_momentum_confirmation']
[2025-11-25T07:57:28.185768] [DEBUG] [FORECASTER] AVY: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T07:57:28.481129] [DEBUG] [FORECASTER] AVY: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0
[2025-11-25T07:57:28.777086] [DEBUG] [FORECASTER] AVY: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T07:57:29.076229] [DEBUG] [FORECASTER] AVY: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T07:57:29.362846] [DEBUG] [FORECASTER] AVY: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T07:57:29.645472] [DEBUG] [FORECASTER] AVY: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T07:57:29.933460] [DEBUG] [FORECASTER] AVY: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T07:57:30.221680] [DEBUG] [FORECASTER] AVY: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T07:57:30.507341] [DEBUG] [FORECASTER] AVY: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T07:57:30.805843] [DEBUG] [FORECASTER] AVY: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-11-25T07:57:30.806022] [INFO ] [CONFIGURE ] AVY: DISCARDED add_volume_momentum_confirmation (score: 50.00%)
[2025-11-25T07:57:30.806080] [INFO ] [CONFIGURE ] JOB ETA: 2.7h | Avg: 2.8s/test | Remaining: 3556 tests
[2025-11-25T07:57:30.806128] [INFO ] [CONFIGURE ] AVY: Testing feature 27/29: add_volume_price_divergence
[2025-11-25T07:57:30.806171] [INFO ] [CONFIGURE ] AVY: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals', 'add_volume_price_divergence']
[2025-11-25T07:57:31.139212] [DEBUG] [FORECASTER] AVY: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T07:57:31.465277] [DEBUG] [FORECASTER] AVY: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0
[2025-11-25T07:57:31.804620] [DEBUG] [FORECASTER] AVY: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T07:57:32.139256] [DEBUG] [FORECASTER] AVY: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T07:57:32.460203] [DEBUG] [FORECASTER] AVY: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T07:57:32.787000] [DEBUG] [FORECASTER] AVY: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T07:57:33.129610] [DEBUG] [FORECASTER] AVY: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T07:57:33.486785] [DEBUG] [FORECASTER] AVY: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T07:57:33.938966] [DEBUG] [FORECASTER] AVY: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-25T07:57:34.374890] [DEBUG] [FORECASTER] AVY: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-11-25T07:57:34.375132] [INFO ] [CONFIGURE ] AVY: DISCARDED add_volume_price_divergence (score: 40.00%)
[2025-11-25T07:57:34.375195] [INFO ] [CONFIGURE ] JOB ETA: 2.7h | Avg: 2.8s/test | Remaining: 3555 tests
[2025-11-25T07:57:34.375243] [INFO ] [CONFIGURE ] AVY: Testing feature 28/29: add_volume_profile
[2025-11-25T07:57:34.375288] [INFO ] [CONFIGURE ] AVY: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals', 'add_volume_profile']
[2025-11-25T07:57:34.684727] [DEBUG] [FORECASTER] AVY: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T07:57:35.014871] [DEBUG] [FORECASTER] AVY: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0
[2025-11-25T07:57:35.335321] [DEBUG] [FORECASTER] AVY: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T07:57:35.652609] [DEBUG] [FORECASTER] AVY: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T07:57:35.975931] [DEBUG] [FORECASTER] AVY: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T07:57:36.301224] [DEBUG] [FORECASTER] AVY: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T07:57:36.621087] [DEBUG] [FORECASTER] AVY: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T07:57:36.944310] [DEBUG] [FORECASTER] AVY: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T07:57:37.288291] [DEBUG] [FORECASTER] AVY: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T07:57:37.609638] [DEBUG] [FORECASTER] AVY: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-11-25T07:57:37.609857] [INFO ] [CONFIGURE ] AVY: DISCARDED add_volume_profile (score: 30.00%)
[2025-11-25T07:57:37.609918] [INFO ] [CONFIGURE ] JOB ETA: 2.7h | Avg: 2.8s/test | Remaining: 3554 tests
[2025-11-25T07:57:37.609968] [INFO ] [CONFIGURE ] AVY: ===== FEATURE SELECTION COMPLETE =====
[2025-11-25T07:57:37.610013] [INFO ] [CONFIGURE ] AVY: Best accuracy: 60.00%
[2025-11-25T07:57:37.610059] [INFO ] [CONFIGURE ] AVY: Best feature set (3 features): ['add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals']
[2025-11-25T07:57:37.610101] [INFO ] [CONFIGURE ] AVY: Improvement over baseline: 20.00%
[2025-11-25T07:57:37.610148] [INFO ] [CONFIGURE ] AVY: Total time: 1.4 minutes
[2025-11-25T07:57:37.610189] [INFO ] [CONFIGURE ] AVY: Average time per feature: 3.0 seconds
[2025-11-25T07:57:37.610229] [INFO ] [CONFIGURE ] AVY: Average speed: 0.34 features/sec
[2025-11-25T07:57:37.610737] [INFO ] [LOCAL     ] Saved configuration for AVY: 3 features, 60.00% accuracy -> ./output/feature-sets/AVY.json
[2025-11-25T07:57:37.610799] [INFO ] [CONFIGURE ] AVY: Configuration saved successfully: 3 features, 60.00% accuracy.
[2025-11-25T07:57:37.610858] [INFO ] [sig       ] [42/164] Successfully configured AVY | 0.01 sym/s | Total: 56.5m | ETA: 2.7h
[2025-11-25T07:57:37.610905] [INFO ] [sig       ] [43/164] Configuring AWF...
[2025-11-25T07:57:37.610949] [INFO ] [CONFIGURE ] AWF: Configurate test run.
[2025-11-25T07:57:37.610991] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AWF' from 'https://tdm.silogroup.org/data/derivative_storage/AWF.csv'.
[2025-11-25T07:57:37.625289] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'AWF'.
[2025-11-25T07:57:37.625712] [INFO ] [CONFIGURE ] AWF: Testing with 29 available features
[2025-11-25T07:57:37.625776] [INFO ] [CONFIGURE ] AWF: Establishing baseline with no features...
[2025-11-25T07:57:37.818667] [DEBUG] [FORECASTER] AWF: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T07:57:38.015173] [DEBUG] [FORECASTER] AWF: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0
[2025-11-25T07:57:38.209360] [DEBUG] [FORECASTER] AWF: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T07:57:38.396949] [DEBUG] [FORECASTER] AWF: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T07:57:38.582379] [DEBUG] [FORECASTER] AWF: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T07:57:38.767138] [DEBUG] [FORECASTER] AWF: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T07:57:38.966041] [DEBUG] [FORECASTER] AWF: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T07:57:39.157593] [DEBUG] [FORECASTER] AWF: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T07:57:39.354889] [DEBUG] [FORECASTER] AWF: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T07:57:39.567720] [DEBUG] [FORECASTER] AWF: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T07:57:39.568047] [INFO ] [CONFIGURE ] AWF: Baseline score (no features): 20.00%
[2025-11-25T07:57:39.568111] [INFO ] [CONFIGURE ] AWF: Testing feature 1/29: add_bollinger_bands
[2025-11-25T07:57:39.568221] [INFO ] [CONFIGURE ] AWF: Testing with features: ['add_bollinger_bands']
[2025-11-25T07:57:39.787080] [DEBUG] [FORECASTER] AWF: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T07:57:40.009920] [DEBUG] [FORECASTER] AWF: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0
[2025-11-25T07:57:40.234047] [DEBUG] [FORECASTER] AWF: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T07:57:40.459984] [DEBUG] [FORECASTER] AWF: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T07:57:40.698664] [DEBUG] [FORECASTER] AWF: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T07:57:40.919991] [DEBUG] [FORECASTER] AWF: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T07:57:41.155329] [DEBUG] [FORECASTER] AWF: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T07:57:41.390155] [DEBUG] [FORECASTER] AWF: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T07:57:41.624297] [DEBUG] [FORECASTER] AWF: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T07:57:41.849114] [DEBUG] [FORECASTER] AWF: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T07:57:41.849284] [INFO ] [CONFIGURE ] AWF: KEPT add_bollinger_bands (score: 40.00%)
[2025-11-25T07:57:41.849331] [INFO ] [CONFIGURE ] JOB ETA: 2.7h | Avg: 2.8s/test | Remaining: 3553 tests
[2025-11-25T07:57:41.849369] [INFO ] [CONFIGURE ] AWF: Testing feature 2/29: add_cumulative_delta
[2025-11-25T07:57:41.849404] [INFO ] [CONFIGURE ] AWF: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta']
[2025-11-25T07:57:42.111221] [DEBUG] [FORECASTER] AWF: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T07:57:42.368367] [DEBUG] [FORECASTER] AWF: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T07:57:42.628823] [DEBUG] [FORECASTER] AWF: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T07:57:42.894998] [DEBUG] [FORECASTER] AWF: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T07:57:43.151400] [DEBUG] [FORECASTER] AWF: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T07:57:43.413325] [DEBUG] [FORECASTER] AWF: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T07:57:43.676481] [DEBUG] [FORECASTER] AWF: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T07:57:43.938022] [DEBUG] [FORECASTER] AWF: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T07:57:44.200546] [DEBUG] [FORECASTER] AWF: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T07:57:44.457867] [DEBUG] [FORECASTER] AWF: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T07:57:44.458090] [INFO ] [CONFIGURE ] AWF: KEPT add_cumulative_delta (score: 60.00%)
[2025-11-25T07:57:44.458148] [INFO ] [CONFIGURE ] JOB ETA: 2.7h | Avg: 2.8s/test | Remaining: 3552 tests
[2025-11-25T07:57:44.458195] [INFO ] [CONFIGURE ] AWF: Testing feature 3/29: add_daily_returns
[2025-11-25T07:57:44.458239] [INFO ] [CONFIGURE ] AWF: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns']
[2025-11-25T07:57:44.728233] [DEBUG] [FORECASTER] AWF: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T07:57:45.001957] [DEBUG] [FORECASTER] AWF: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T07:57:45.277375] [DEBUG] [FORECASTER] AWF: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T07:57:45.547639] [DEBUG] [FORECASTER] AWF: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T07:57:45.818970] [DEBUG] [FORECASTER] AWF: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T07:57:46.096253] [DEBUG] [FORECASTER] AWF: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T07:57:46.376605] [DEBUG] [FORECASTER] AWF: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T07:57:46.652885] [DEBUG] [FORECASTER] AWF: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T07:57:46.922424] [DEBUG] [FORECASTER] AWF: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T07:57:47.206067] [DEBUG] [FORECASTER] AWF: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T07:57:47.206248] [INFO ] [CONFIGURE ] AWF: DISCARDED add_daily_returns (score: 50.00%)
[2025-11-25T07:57:47.206305] [INFO ] [CONFIGURE ] JOB ETA: 2.7h | Avg: 2.8s/test | Remaining: 3551 tests
[2025-11-25T07:57:47.206351] [INFO ] [CONFIGURE ] AWF: Testing feature 4/29: add_ema
[2025-11-25T07:57:47.206393] [INFO ] [CONFIGURE ] AWF: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_ema']
[2025-11-25T07:57:47.516734] [DEBUG] [FORECASTER] AWF: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T07:57:47.831048] [DEBUG] [FORECASTER] AWF: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T07:57:48.138744] [DEBUG] [FORECASTER] AWF: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T07:57:48.447769] [DEBUG] [FORECASTER] AWF: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T07:57:48.757721] [DEBUG] [FORECASTER] AWF: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T07:57:49.071819] [DEBUG] [FORECASTER] AWF: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T07:57:49.378424] [DEBUG] [FORECASTER] AWF: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T07:57:49.690158] [DEBUG] [FORECASTER] AWF: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T07:57:50.003081] [DEBUG] [FORECASTER] AWF: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T07:57:50.314294] [DEBUG] [FORECASTER] AWF: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T07:57:50.314505] [INFO ] [CONFIGURE ] AWF: DISCARDED add_ema (score: 50.00%)
[2025-11-25T07:57:50.314566] [INFO ] [CONFIGURE ] JOB ETA: 2.7h | Avg: 2.8s/test | Remaining: 3550 tests
[2025-11-25T07:57:50.314616] [INFO ] [CONFIGURE ] AWF: Testing feature 5/29: add_exhaustion_signals
[2025-11-25T07:57:50.314679] [INFO ] [CONFIGURE ] AWF: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals']
[2025-11-25T07:57:50.605432] [DEBUG] [FORECASTER] AWF: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T07:57:50.894787] [DEBUG] [FORECASTER] AWF: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T07:57:51.179348] [DEBUG] [FORECASTER] AWF: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T07:57:51.447977] [DEBUG] [FORECASTER] AWF: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T07:57:51.722417] [DEBUG] [FORECASTER] AWF: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T07:57:51.998804] [DEBUG] [FORECASTER] AWF: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T07:57:52.270621] [DEBUG] [FORECASTER] AWF: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T07:57:52.557593] [DEBUG] [FORECASTER] AWF: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T07:57:52.836710] [DEBUG] [FORECASTER] AWF: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T07:57:53.113673] [DEBUG] [FORECASTER] AWF: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T07:57:53.113850] [INFO ] [CONFIGURE ] AWF: KEPT add_exhaustion_signals (score: 70.00%)
[2025-11-25T07:57:53.113909] [INFO ] [CONFIGURE ] JOB ETA: 2.7h | Avg: 2.8s/test | Remaining: 3549 tests
[2025-11-25T07:57:53.113957] [INFO ] [CONFIGURE ] AWF: Testing feature 6/29: add_failed_moves
[2025-11-25T07:57:53.114000] [INFO ] [CONFIGURE ] AWF: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals', 'add_failed_moves']
[2025-11-25T07:57:53.391879] [DEBUG] [FORECASTER] AWF: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T07:57:53.679568] [DEBUG] [FORECASTER] AWF: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T07:57:53.965608] [DEBUG] [FORECASTER] AWF: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T07:57:54.252803] [DEBUG] [FORECASTER] AWF: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T07:57:54.542044] [DEBUG] [FORECASTER] AWF: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T07:57:54.832809] [DEBUG] [FORECASTER] AWF: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T07:57:55.120813] [DEBUG] [FORECASTER] AWF: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T07:57:55.409844] [DEBUG] [FORECASTER] AWF: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T07:57:55.699697] [DEBUG] [FORECASTER] AWF: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T07:57:56.014218] [DEBUG] [FORECASTER] AWF: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T07:57:56.014437] [INFO ] [CONFIGURE ] AWF: DISCARDED add_failed_moves (score: 60.00%)
[2025-11-25T07:57:56.014500] [INFO ] [CONFIGURE ] JOB ETA: 2.7h | Avg: 2.8s/test | Remaining: 3548 tests
[2025-11-25T07:57:56.014542] [INFO ] [CONFIGURE ] AWF: Testing feature 7/29: add_lag_shelf
[2025-11-25T07:57:56.014592] [INFO ] [CONFIGURE ] AWF: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals', 'add_lag_shelf']
[2025-11-25T07:57:56.331913] [DEBUG] [FORECASTER] AWF: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T07:57:56.645519] [DEBUG] [FORECASTER] AWF: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T07:57:56.958596] [DEBUG] [FORECASTER] AWF: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T07:57:57.293472] [DEBUG] [FORECASTER] AWF: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T07:57:57.619260] [DEBUG] [FORECASTER] AWF: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T07:57:57.926699] [DEBUG] [FORECASTER] AWF: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T07:57:58.225444] [DEBUG] [FORECASTER] AWF: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T07:57:58.553037] [DEBUG] [FORECASTER] AWF: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T07:57:58.900560] [DEBUG] [FORECASTER] AWF: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T07:57:59.227629] [DEBUG] [FORECASTER] AWF: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T07:57:59.227952] [INFO ] [CONFIGURE ] AWF: DISCARDED add_lag_shelf (score: 50.00%)
[2025-11-25T07:57:59.228064] [INFO ] [CONFIGURE ] JOB ETA: 2.7h | Avg: 2.8s/test | Remaining: 3547 tests
[2025-11-25T07:57:59.228130] [INFO ] [CONFIGURE ] AWF: Testing feature 8/29: add_macd
[2025-11-25T07:57:59.228184] [INFO ] [CONFIGURE ] AWF: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals', 'add_macd']
[2025-11-25T07:57:59.595545] [DEBUG] [FORECASTER] AWF: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T07:57:59.954155] [DEBUG] [FORECASTER] AWF: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T07:58:00.332108] [DEBUG] [FORECASTER] AWF: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T07:58:01.500232] [DEBUG] [FORECASTER] AWF: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T07:58:01.879608] [DEBUG] [FORECASTER] AWF: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T07:58:02.231351] [DEBUG] [FORECASTER] AWF: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T07:58:02.588722] [DEBUG] [FORECASTER] AWF: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T07:58:02.939837] [DEBUG] [FORECASTER] AWF: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T07:58:03.292729] [DEBUG] [FORECASTER] AWF: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T07:58:03.635510] [DEBUG] [FORECASTER] AWF: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T07:58:03.635759] [INFO ] [CONFIGURE ] AWF: DISCARDED add_macd (score: 60.00%)
[2025-11-25T07:58:03.635824] [INFO ] [CONFIGURE ] JOB ETA: 2.7h | Avg: 2.8s/test | Remaining: 3546 tests
[2025-11-25T07:58:03.635877] [INFO ] [CONFIGURE ] AWF: Testing feature 9/29: add_mfi
[2025-11-25T07:58:03.635923] [INFO ] [CONFIGURE ] AWF: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals', 'add_mfi']
[2025-11-25T07:58:03.953349] [DEBUG] [FORECASTER] AWF: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T07:58:04.283007] [DEBUG] [FORECASTER] AWF: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T07:58:04.592191] [DEBUG] [FORECASTER] AWF: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T07:58:04.898665] [DEBUG] [FORECASTER] AWF: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T07:58:05.213141] [DEBUG] [FORECASTER] AWF: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T07:58:05.525549] [DEBUG] [FORECASTER] AWF: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T07:58:05.835401] [DEBUG] [FORECASTER] AWF: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T07:58:06.150785] [DEBUG] [FORECASTER] AWF: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T07:58:06.500558] [DEBUG] [FORECASTER] AWF: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T07:58:06.845602] [DEBUG] [FORECASTER] AWF: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T07:58:06.845819] [INFO ] [CONFIGURE ] AWF: DISCARDED add_mfi (score: 70.00%)
[2025-11-25T07:58:06.845880] [INFO ] [CONFIGURE ] JOB ETA: 2.7h | Avg: 2.8s/test | Remaining: 3545 tests
[2025-11-25T07:58:06.845931] [INFO ] [CONFIGURE ] AWF: Testing feature 10/29: add_momentum_acceleration
[2025-11-25T07:58:06.845978] [INFO ] [CONFIGURE ] AWF: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals', 'add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-11-25T07:58:07.275346] [DEBUG] [FORECASTER] AWF: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T07:58:07.720152] [DEBUG] [FORECASTER] AWF: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T07:58:08.157263] [DEBUG] [FORECASTER] AWF: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T07:58:08.607481] [DEBUG] [FORECASTER] AWF: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T07:58:09.037982] [DEBUG] [FORECASTER] AWF: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T07:58:09.468098] [DEBUG] [FORECASTER] AWF: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T07:58:09.900716] [DEBUG] [FORECASTER] AWF: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T07:58:10.285986] [DEBUG] [FORECASTER] AWF: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T07:58:10.718063] [DEBUG] [FORECASTER] AWF: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T07:58:11.139094] [DEBUG] [FORECASTER] AWF: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T07:58:11.139287] [INFO ] [CONFIGURE ] AWF: DISCARDED add_momentum_acceleration (score: 60.00%)
[2025-11-25T07:58:11.139344] [INFO ] [CONFIGURE ] JOB ETA: 2.7h | Avg: 2.8s/test | Remaining: 3544 tests
[2025-11-25T07:58:11.139393] [INFO ] [CONFIGURE ] AWF: Testing feature 11/29: add_obv_daily
[2025-11-25T07:58:11.139439] [INFO ] [CONFIGURE ] AWF: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals', 'add_obv_daily']
[2025-11-25T07:58:11.466227] [DEBUG] [FORECASTER] AWF: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T07:58:11.804234] [DEBUG] [FORECASTER] AWF: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T07:58:12.130901] [DEBUG] [FORECASTER] AWF: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T07:58:12.438620] [DEBUG] [FORECASTER] AWF: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T07:58:12.777035] [DEBUG] [FORECASTER] AWF: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T07:58:13.105705] [DEBUG] [FORECASTER] AWF: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T07:58:13.443008] [DEBUG] [FORECASTER] AWF: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T07:58:13.783230] [DEBUG] [FORECASTER] AWF: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T07:58:14.112000] [DEBUG] [FORECASTER] AWF: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T07:58:14.452150] [DEBUG] [FORECASTER] AWF: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T07:58:14.452366] [INFO ] [CONFIGURE ] AWF: DISCARDED add_obv_daily (score: 50.00%)
[2025-11-25T07:58:14.452430] [INFO ] [CONFIGURE ] JOB ETA: 2.7h | Avg: 2.8s/test | Remaining: 3543 tests
[2025-11-25T07:58:14.452480] [INFO ] [CONFIGURE ] AWF: Testing feature 12/29: add_obv_interval
[2025-11-25T07:58:14.452525] [INFO ] [CONFIGURE ] AWF: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals', 'add_obv_interval']
[2025-11-25T07:58:14.781157] [DEBUG] [FORECASTER] AWF: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T07:58:15.134979] [DEBUG] [FORECASTER] AWF: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T07:58:15.470597] [DEBUG] [FORECASTER] AWF: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T07:58:15.813826] [DEBUG] [FORECASTER] AWF: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T07:58:16.162472] [DEBUG] [FORECASTER] AWF: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T07:58:16.509952] [DEBUG] [FORECASTER] AWF: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T07:58:16.852482] [DEBUG] [FORECASTER] AWF: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T07:58:17.211520] [DEBUG] [FORECASTER] AWF: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T07:58:17.563559] [DEBUG] [FORECASTER] AWF: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T07:58:17.913790] [DEBUG] [FORECASTER] AWF: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T07:58:17.914012] [INFO ] [CONFIGURE ] AWF: DISCARDED add_obv_interval (score: 50.00%)
[2025-11-25T07:58:17.914076] [INFO ] [CONFIGURE ] JOB ETA: 2.7h | Avg: 2.8s/test | Remaining: 3542 tests
[2025-11-25T07:58:17.914158] [INFO ] [CONFIGURE ] AWF: Testing feature 13/29: add_opening_strength
[2025-11-25T07:58:17.914209] [INFO ] [CONFIGURE ] AWF: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals', 'add_daily_returns', 'add_opening_strength']
[2025-11-25T07:58:18.278583] [DEBUG] [FORECASTER] AWF: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T07:58:18.646684] [DEBUG] [FORECASTER] AWF: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T07:58:19.027286] [DEBUG] [FORECASTER] AWF: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T07:58:19.397953] [DEBUG] [FORECASTER] AWF: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T07:58:19.761514] [DEBUG] [FORECASTER] AWF: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T07:58:20.129437] [DEBUG] [FORECASTER] AWF: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T07:58:20.496470] [DEBUG] [FORECASTER] AWF: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T07:58:20.873450] [DEBUG] [FORECASTER] AWF: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T07:58:21.243626] [DEBUG] [FORECASTER] AWF: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T07:58:21.606902] [DEBUG] [FORECASTER] AWF: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T07:58:21.607107] [INFO ] [CONFIGURE ] AWF: DISCARDED add_opening_strength (score: 40.00%)
[2025-11-25T07:58:21.607170] [INFO ] [CONFIGURE ] JOB ETA: 2.7h | Avg: 2.8s/test | Remaining: 3541 tests
[2025-11-25T07:58:21.607221] [INFO ] [CONFIGURE ] AWF: Testing feature 14/29: add_order_flow_imbalance
[2025-11-25T07:58:21.607268] [INFO ] [CONFIGURE ] AWF: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals', 'add_order_flow_imbalance']
[2025-11-25T07:58:21.935474] [DEBUG] [FORECASTER] AWF: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T07:58:22.257734] [DEBUG] [FORECASTER] AWF: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T07:58:22.592854] [DEBUG] [FORECASTER] AWF: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T07:58:22.942414] [DEBUG] [FORECASTER] AWF: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T07:58:23.284636] [DEBUG] [FORECASTER] AWF: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T07:58:23.621769] [DEBUG] [FORECASTER] AWF: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T07:58:23.969615] [DEBUG] [FORECASTER] AWF: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T07:58:24.312166] [DEBUG] [FORECASTER] AWF: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T07:58:24.648693] [DEBUG] [FORECASTER] AWF: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T07:58:24.982623] [DEBUG] [FORECASTER] AWF: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T07:58:24.982838] [INFO ] [CONFIGURE ] AWF: DISCARDED add_order_flow_imbalance (score: 50.00%)
[2025-11-25T07:58:24.982899] [INFO ] [CONFIGURE ] JOB ETA: 2.7h | Avg: 2.8s/test | Remaining: 3540 tests
[2025-11-25T07:58:24.982951] [INFO ] [CONFIGURE ] AWF: Testing feature 15/29: add_pbf_morning_momentum
[2025-11-25T07:58:24.982989] [INFO ] [CONFIGURE ] AWF: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals', 'add_pbf_morning_momentum']
[2025-11-25T07:58:25.303332] [DEBUG] [FORECASTER] AWF: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T07:58:25.637319] [DEBUG] [FORECASTER] AWF: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T07:58:26.003943] [DEBUG] [FORECASTER] AWF: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T07:58:26.447018] [DEBUG] [FORECASTER] AWF: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T07:58:26.854394] [DEBUG] [FORECASTER] AWF: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T07:58:27.193794] [DEBUG] [FORECASTER] AWF: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T07:58:27.519967] [DEBUG] [FORECASTER] AWF: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T07:58:27.839018] [DEBUG] [FORECASTER] AWF: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T07:58:28.160417] [DEBUG] [FORECASTER] AWF: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T07:58:28.455609] [DEBUG] [FORECASTER] AWF: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T07:58:28.455832] [INFO ] [CONFIGURE ] AWF: DISCARDED add_pbf_morning_momentum (score: 60.00%)
[2025-11-25T07:58:28.455891] [INFO ] [CONFIGURE ] JOB ETA: 2.7h | Avg: 2.8s/test | Remaining: 3539 tests
[2025-11-25T07:58:28.455939] [INFO ] [CONFIGURE ] AWF: Testing feature 16/29: add_pbf_overnight_gap
[2025-11-25T07:58:28.455982] [INFO ] [CONFIGURE ] AWF: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals', 'add_pbf_overnight_gap']
[2025-11-25T07:58:28.764218] [DEBUG] [FORECASTER] AWF: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T07:58:29.075356] [DEBUG] [FORECASTER] AWF: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T07:58:29.386445] [DEBUG] [FORECASTER] AWF: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T07:58:29.703363] [DEBUG] [FORECASTER] AWF: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T07:58:30.018019] [DEBUG] [FORECASTER] AWF: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T07:58:30.333705] [DEBUG] [FORECASTER] AWF: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T07:58:30.651208] [DEBUG] [FORECASTER] AWF: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T07:58:30.971497] [DEBUG] [FORECASTER] AWF: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T07:58:31.306097] [DEBUG] [FORECASTER] AWF: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T07:58:31.635187] [DEBUG] [FORECASTER] AWF: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T07:58:31.635364] [INFO ] [CONFIGURE ] AWF: DISCARDED add_pbf_overnight_gap (score: 60.00%)
[2025-11-25T07:58:31.635421] [INFO ] [CONFIGURE ] JOB ETA: 2.7h | Avg: 2.8s/test | Remaining: 3538 tests
[2025-11-25T07:58:31.635467] [INFO ] [CONFIGURE ] AWF: Testing feature 17/29: add_pbf_return_2d
[2025-11-25T07:58:31.635508] [INFO ] [CONFIGURE ] AWF: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals', 'add_pbf_return_2d']
[2025-11-25T07:58:31.956456] [DEBUG] [FORECASTER] AWF: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T07:58:32.271348] [DEBUG] [FORECASTER] AWF: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0
[2025-11-25T07:58:32.587362] [DEBUG] [FORECASTER] AWF: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T07:58:32.897247] [DEBUG] [FORECASTER] AWF: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T07:58:33.206176] [DEBUG] [FORECASTER] AWF: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T07:58:33.533284] [DEBUG] [FORECASTER] AWF: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T07:58:33.857246] [DEBUG] [FORECASTER] AWF: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T07:58:34.190569] [DEBUG] [FORECASTER] AWF: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T07:58:34.516777] [DEBUG] [FORECASTER] AWF: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T07:58:34.845483] [DEBUG] [FORECASTER] AWF: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T07:58:34.845738] [INFO ] [CONFIGURE ] AWF: DISCARDED add_pbf_return_2d (score: 50.00%)
[2025-11-25T07:58:34.845854] [INFO ] [CONFIGURE ] JOB ETA: 2.7h | Avg: 2.8s/test | Remaining: 3537 tests
[2025-11-25T07:58:34.845936] [INFO ] [CONFIGURE ] AWF: Testing feature 18/29: add_pbf_volatility_5d
[2025-11-25T07:58:34.846002] [INFO ] [CONFIGURE ] AWF: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals', 'add_pbf_volatility_5d']
[2025-11-25T07:58:35.148521] [DEBUG] [FORECASTER] AWF: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T07:58:35.452349] [DEBUG] [FORECASTER] AWF: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T07:58:35.761659] [DEBUG] [FORECASTER] AWF: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T07:58:36.069550] [DEBUG] [FORECASTER] AWF: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T07:58:36.376719] [DEBUG] [FORECASTER] AWF: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T07:58:36.679177] [DEBUG] [FORECASTER] AWF: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T07:58:36.985538] [DEBUG] [FORECASTER] AWF: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T07:58:37.292088] [DEBUG] [FORECASTER] AWF: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T07:58:37.597145] [DEBUG] [FORECASTER] AWF: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T07:58:37.906865] [DEBUG] [FORECASTER] AWF: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T07:58:37.907165] [INFO ] [CONFIGURE ] AWF: DISCARDED add_pbf_volatility_5d (score: 60.00%)
[2025-11-25T07:58:37.907226] [INFO ] [CONFIGURE ] JOB ETA: 2.7h | Avg: 2.8s/test | Remaining: 3536 tests
[2025-11-25T07:58:37.907272] [INFO ] [CONFIGURE ] AWF: Testing feature 19/29: add_pbf_vs_sma_5
[2025-11-25T07:58:37.907315] [INFO ] [CONFIGURE ] AWF: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals', 'add_pbf_vs_sma_5']
[2025-11-25T07:58:38.208683] [DEBUG] [FORECASTER] AWF: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T07:58:38.509224] [DEBUG] [FORECASTER] AWF: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T07:58:38.809137] [DEBUG] [FORECASTER] AWF: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T07:58:39.113973] [DEBUG] [FORECASTER] AWF: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T07:58:39.403220] [DEBUG] [FORECASTER] AWF: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T07:58:39.699578] [DEBUG] [FORECASTER] AWF: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T07:58:39.995589] [DEBUG] [FORECASTER] AWF: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T07:58:40.307516] [DEBUG] [FORECASTER] AWF: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T07:58:40.647316] [DEBUG] [FORECASTER] AWF: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T07:58:40.952409] [DEBUG] [FORECASTER] AWF: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T07:58:40.952590] [INFO ] [CONFIGURE ] AWF: DISCARDED add_pbf_vs_sma_5 (score: 70.00%)
[2025-11-25T07:58:40.952664] [INFO ] [CONFIGURE ] JOB ETA: 2.7h | Avg: 2.8s/test | Remaining: 3535 tests
[2025-11-25T07:58:40.952713] [INFO ] [CONFIGURE ] AWF: Testing feature 20/29: add_price_rejection
[2025-11-25T07:58:40.952758] [INFO ] [CONFIGURE ] AWF: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals', 'add_price_rejection']
[2025-11-25T07:58:41.280247] [DEBUG] [FORECASTER] AWF: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T07:58:41.600619] [DEBUG] [FORECASTER] AWF: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T07:58:41.933955] [DEBUG] [FORECASTER] AWF: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T07:58:42.270912] [DEBUG] [FORECASTER] AWF: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T07:58:42.598906] [DEBUG] [FORECASTER] AWF: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T07:58:42.909611] [DEBUG] [FORECASTER] AWF: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T07:58:43.230804] [DEBUG] [FORECASTER] AWF: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T07:58:43.557807] [DEBUG] [FORECASTER] AWF: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T07:58:43.905581] [DEBUG] [FORECASTER] AWF: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T07:58:44.254569] [DEBUG] [FORECASTER] AWF: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T07:58:44.254839] [INFO ] [CONFIGURE ] AWF: DISCARDED add_price_rejection (score: 70.00%)
[2025-11-25T07:58:44.254902] [INFO ] [CONFIGURE ] JOB ETA: 2.7h | Avg: 2.8s/test | Remaining: 3534 tests
[2025-11-25T07:58:44.255013] [INFO ] [CONFIGURE ] AWF: Testing feature 21/29: add_range_position
[2025-11-25T07:58:44.255071] [INFO ] [CONFIGURE ] AWF: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals', 'add_range_position']
[2025-11-25T07:58:44.595322] [DEBUG] [FORECASTER] AWF: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T07:58:44.935639] [DEBUG] [FORECASTER] AWF: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T07:58:45.260119] [DEBUG] [FORECASTER] AWF: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T07:58:45.585802] [DEBUG] [FORECASTER] AWF: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T07:58:45.920424] [DEBUG] [FORECASTER] AWF: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T07:58:46.269322] [DEBUG] [FORECASTER] AWF: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T07:58:46.631042] [DEBUG] [FORECASTER] AWF: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T07:58:46.949961] [DEBUG] [FORECASTER] AWF: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T07:58:47.267376] [DEBUG] [FORECASTER] AWF: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T07:58:47.587629] [DEBUG] [FORECASTER] AWF: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T07:58:47.587860] [INFO ] [CONFIGURE ] AWF: DISCARDED add_range_position (score: 70.00%)
[2025-11-25T07:58:47.587919] [INFO ] [CONFIGURE ] JOB ETA: 2.7h | Avg: 2.8s/test | Remaining: 3533 tests
[2025-11-25T07:58:47.587966] [INFO ] [CONFIGURE ] AWF: Testing feature 22/29: add_realized_volatility
[2025-11-25T07:58:47.588010] [INFO ] [CONFIGURE ] AWF: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals', 'add_realized_volatility']
[2025-11-25T07:58:47.998002] [DEBUG] [FORECASTER] AWF: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T07:58:48.419742] [DEBUG] [FORECASTER] AWF: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T07:58:48.832859] [DEBUG] [FORECASTER] AWF: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T07:58:49.266072] [DEBUG] [FORECASTER] AWF: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T07:58:49.690300] [DEBUG] [FORECASTER] AWF: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T07:58:50.115633] [DEBUG] [FORECASTER] AWF: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T07:58:50.521097] [DEBUG] [FORECASTER] AWF: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T07:58:50.940703] [DEBUG] [FORECASTER] AWF: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T07:58:51.361568] [DEBUG] [FORECASTER] AWF: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T07:58:51.768114] [DEBUG] [FORECASTER] AWF: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T07:58:51.768314] [INFO ] [CONFIGURE ] AWF: DISCARDED add_realized_volatility (score: 60.00%)
[2025-11-25T07:58:51.768591] [INFO ] [CONFIGURE ] JOB ETA: 2.7h | Avg: 2.8s/test | Remaining: 3532 tests
[2025-11-25T07:58:51.768639] [INFO ] [CONFIGURE ] AWF: Testing feature 23/29: add_recent_range_context
[2025-11-25T07:58:51.768704] [INFO ] [CONFIGURE ] AWF: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals', 'add_recent_range_context']
[2025-11-25T07:58:52.074297] [DEBUG] [FORECASTER] AWF: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T07:58:52.373599] [DEBUG] [FORECASTER] AWF: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T07:58:52.678133] [DEBUG] [FORECASTER] AWF: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T07:58:52.988019] [DEBUG] [FORECASTER] AWF: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T07:58:53.305732] [DEBUG] [FORECASTER] AWF: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T07:58:53.638856] [DEBUG] [FORECASTER] AWF: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T07:58:53.968004] [DEBUG] [FORECASTER] AWF: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T07:58:54.300990] [DEBUG] [FORECASTER] AWF: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T07:58:54.619767] [DEBUG] [FORECASTER] AWF: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T07:58:54.941515] [DEBUG] [FORECASTER] AWF: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T07:58:54.941711] [INFO ] [CONFIGURE ] AWF: DISCARDED add_recent_range_context (score: 50.00%)
[2025-11-25T07:58:54.941770] [INFO ] [CONFIGURE ] JOB ETA: 2.7h | Avg: 2.8s/test | Remaining: 3531 tests
[2025-11-25T07:58:54.941820] [INFO ] [CONFIGURE ] AWF: Testing feature 24/29: add_rsi
[2025-11-25T07:58:54.941864] [INFO ] [CONFIGURE ] AWF: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals', 'add_ema', 'add_rsi']
[2025-11-25T07:58:55.307193] [DEBUG] [FORECASTER] AWF: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T07:58:55.663793] [DEBUG] [FORECASTER] AWF: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T07:58:56.037256] [DEBUG] [FORECASTER] AWF: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T07:58:56.430771] [DEBUG] [FORECASTER] AWF: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T07:58:56.800067] [DEBUG] [FORECASTER] AWF: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T07:58:57.167543] [DEBUG] [FORECASTER] AWF: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T07:58:57.538203] [DEBUG] [FORECASTER] AWF: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T07:58:57.907999] [DEBUG] [FORECASTER] AWF: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T07:58:58.287957] [DEBUG] [FORECASTER] AWF: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T07:58:58.661921] [DEBUG] [FORECASTER] AWF: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T07:58:58.662159] [INFO ] [CONFIGURE ] AWF: DISCARDED add_rsi (score: 70.00%)
[2025-11-25T07:58:58.662226] [INFO ] [CONFIGURE ] JOB ETA: 2.7h | Avg: 2.8s/test | Remaining: 3530 tests
[2025-11-25T07:58:58.662283] [INFO ] [CONFIGURE ] AWF: Testing feature 25/29: add_tick_distribution
[2025-11-25T07:58:58.662341] [INFO ] [CONFIGURE ] AWF: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals', 'add_tick_distribution']
[2025-11-25T07:58:58.977019] [DEBUG] [FORECASTER] AWF: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T07:58:59.301001] [DEBUG] [FORECASTER] AWF: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0
[2025-11-25T07:58:59.619978] [DEBUG] [FORECASTER] AWF: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T07:58:59.936451] [DEBUG] [FORECASTER] AWF: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T07:59:00.251330] [DEBUG] [FORECASTER] AWF: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T07:59:01.278735] [DEBUG] [FORECASTER] AWF: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T07:59:01.826673] [DEBUG] [FORECASTER] AWF: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T07:59:02.169493] [DEBUG] [FORECASTER] AWF: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T07:59:02.497850] [DEBUG] [FORECASTER] AWF: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T07:59:02.844211] [DEBUG] [FORECASTER] AWF: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T07:59:02.844444] [INFO ] [CONFIGURE ] AWF: DISCARDED add_tick_distribution (score: 40.00%)
[2025-11-25T07:59:02.844505] [INFO ] [CONFIGURE ] JOB ETA: 2.7h | Avg: 2.8s/test | Remaining: 3529 tests
[2025-11-25T07:59:02.844556] [INFO ] [CONFIGURE ] AWF: Testing feature 26/29: add_volume_momentum_confirmation
[2025-11-25T07:59:02.844601] [INFO ] [CONFIGURE ] AWF: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals', 'add_volume_momentum_confirmation']
[2025-11-25T07:59:03.148259] [DEBUG] [FORECASTER] AWF: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T07:59:03.448394] [DEBUG] [FORECASTER] AWF: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0
[2025-11-25T07:59:03.757898] [DEBUG] [FORECASTER] AWF: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T07:59:04.063392] [DEBUG] [FORECASTER] AWF: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T07:59:04.376774] [DEBUG] [FORECASTER] AWF: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T07:59:04.683910] [DEBUG] [FORECASTER] AWF: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T07:59:04.995699] [DEBUG] [FORECASTER] AWF: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T07:59:05.301535] [DEBUG] [FORECASTER] AWF: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T07:59:05.609392] [DEBUG] [FORECASTER] AWF: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T07:59:05.920236] [DEBUG] [FORECASTER] AWF: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T07:59:05.920464] [INFO ] [CONFIGURE ] AWF: DISCARDED add_volume_momentum_confirmation (score: 40.00%)
[2025-11-25T07:59:05.920545] [INFO ] [CONFIGURE ] JOB ETA: 2.7h | Avg: 2.8s/test | Remaining: 3528 tests
[2025-11-25T07:59:05.920611] [INFO ] [CONFIGURE ] AWF: Testing feature 27/29: add_volume_price_divergence
[2025-11-25T07:59:05.920700] [INFO ] [CONFIGURE ] AWF: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals', 'add_volume_price_divergence']
[2025-11-25T07:59:06.264892] [DEBUG] [FORECASTER] AWF: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T07:59:06.592639] [DEBUG] [FORECASTER] AWF: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T07:59:06.921918] [DEBUG] [FORECASTER] AWF: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T07:59:07.246025] [DEBUG] [FORECASTER] AWF: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T07:59:07.571722] [DEBUG] [FORECASTER] AWF: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T07:59:07.892398] [DEBUG] [FORECASTER] AWF: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T07:59:08.214488] [DEBUG] [FORECASTER] AWF: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T07:59:08.537691] [DEBUG] [FORECASTER] AWF: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T07:59:08.859284] [DEBUG] [FORECASTER] AWF: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T07:59:09.195919] [DEBUG] [FORECASTER] AWF: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T07:59:09.196125] [INFO ] [CONFIGURE ] AWF: DISCARDED add_volume_price_divergence (score: 60.00%)
[2025-11-25T07:59:09.196241] [INFO ] [CONFIGURE ] JOB ETA: 2.7h | Avg: 2.8s/test | Remaining: 3527 tests
[2025-11-25T07:59:09.196292] [INFO ] [CONFIGURE ] AWF: Testing feature 28/29: add_volume_profile
[2025-11-25T07:59:09.196337] [INFO ] [CONFIGURE ] AWF: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals', 'add_volume_profile']
[2025-11-25T07:59:09.508372] [DEBUG] [FORECASTER] AWF: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T07:59:09.809699] [DEBUG] [FORECASTER] AWF: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T07:59:10.116697] [DEBUG] [FORECASTER] AWF: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T07:59:10.419000] [DEBUG] [FORECASTER] AWF: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T07:59:10.754759] [DEBUG] [FORECASTER] AWF: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T07:59:11.065167] [DEBUG] [FORECASTER] AWF: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T07:59:11.375361] [DEBUG] [FORECASTER] AWF: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T07:59:11.689688] [DEBUG] [FORECASTER] AWF: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T07:59:12.007358] [DEBUG] [FORECASTER] AWF: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T07:59:12.316216] [DEBUG] [FORECASTER] AWF: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T07:59:12.316396] [INFO ] [CONFIGURE ] AWF: DISCARDED add_volume_profile (score: 60.00%)
[2025-11-25T07:59:12.316453] [INFO ] [CONFIGURE ] JOB ETA: 2.7h | Avg: 2.8s/test | Remaining: 3526 tests
[2025-11-25T07:59:12.316501] [INFO ] [CONFIGURE ] AWF: ===== FEATURE SELECTION COMPLETE =====
[2025-11-25T07:59:12.316541] [INFO ] [CONFIGURE ] AWF: Best accuracy: 70.00%
[2025-11-25T07:59:12.316581] [INFO ] [CONFIGURE ] AWF: Best feature set (4 features): ['add_bollinger_bands', 'add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals']
[2025-11-25T07:59:12.316619] [INFO ] [CONFIGURE ] AWF: Improvement over baseline: 50.00%
[2025-11-25T07:59:12.316676] [INFO ] [CONFIGURE ] AWF: Total time: 1.5 minutes
[2025-11-25T07:59:12.316715] [INFO ] [CONFIGURE ] AWF: Average time per feature: 3.3 seconds
[2025-11-25T07:59:12.316752] [INFO ] [CONFIGURE ] AWF: Average speed: 0.31 features/sec
[2025-11-25T07:59:12.317091] [INFO ] [LOCAL     ] Saved configuration for AWF: 4 features, 70.00% accuracy -> ./output/feature-sets/AWF.json
[2025-11-25T07:59:12.317153] [INFO ] [CONFIGURE ] AWF: Configuration saved successfully: 4 features, 70.00% accuracy.
[2025-11-25T07:59:12.317202] [INFO ] [sig       ] [43/164] Successfully configured AWF | 0.01 sym/s | Total: 58.1m | ETA: 2.7h
[2025-11-25T07:59:12.317247] [INFO ] [sig       ] [44/164] Configuring AXL...
[2025-11-25T07:59:12.317290] [INFO ] [CONFIGURE ] AXL: Configurate test run.
[2025-11-25T07:59:12.317328] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AXL' from 'https://tdm.silogroup.org/data/derivative_storage/AXL.csv'.
[2025-11-25T07:59:12.328739] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'AXL'.
[2025-11-25T07:59:12.329094] [INFO ] [CONFIGURE ] AXL: Testing with 29 available features
[2025-11-25T07:59:12.329160] [INFO ] [CONFIGURE ] AXL: Establishing baseline with no features...
[2025-11-25T07:59:12.493295] [DEBUG] [FORECASTER] AXL: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T07:59:12.669785] [DEBUG] [FORECASTER] AXL: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T07:59:12.849993] [DEBUG] [FORECASTER] AXL: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T07:59:13.031718] [DEBUG] [FORECASTER] AXL: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T07:59:13.217669] [DEBUG] [FORECASTER] AXL: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T07:59:13.415998] [DEBUG] [FORECASTER] AXL: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T07:59:13.639459] [DEBUG] [FORECASTER] AXL: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T07:59:13.885087] [DEBUG] [FORECASTER] AXL: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-25T07:59:14.080416] [DEBUG] [FORECASTER] AXL: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T07:59:14.277944] [DEBUG] [FORECASTER] AXL: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T07:59:14.278128] [INFO ] [CONFIGURE ] AXL: Baseline score (no features): 30.00%
[2025-11-25T07:59:14.278179] [INFO ] [CONFIGURE ] AXL: Testing feature 1/29: add_bollinger_bands
[2025-11-25T07:59:14.278220] [INFO ] [CONFIGURE ] AXL: Testing with features: ['add_bollinger_bands']
[2025-11-25T07:59:14.528147] [DEBUG] [FORECASTER] AXL: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T07:59:14.769026] [DEBUG] [FORECASTER] AXL: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T07:59:15.005008] [DEBUG] [FORECASTER] AXL: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T07:59:15.213148] [DEBUG] [FORECASTER] AXL: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T07:59:15.423489] [DEBUG] [FORECASTER] AXL: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-25T07:59:15.632347] [DEBUG] [FORECASTER] AXL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T07:59:15.846666] [DEBUG] [FORECASTER] AXL: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T07:59:16.059393] [DEBUG] [FORECASTER] AXL: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-25T07:59:16.286216] [DEBUG] [FORECASTER] AXL: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T07:59:16.505510] [DEBUG] [FORECASTER] AXL: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T07:59:16.505701] [INFO ] [CONFIGURE ] AXL: DISCARDED add_bollinger_bands (score: 30.00%)
[2025-11-25T07:59:16.505761] [INFO ] [CONFIGURE ] JOB ETA: 2.7h | Avg: 2.8s/test | Remaining: 3525 tests
[2025-11-25T07:59:16.505808] [INFO ] [CONFIGURE ] AXL: Testing feature 2/29: add_cumulative_delta
[2025-11-25T07:59:16.505847] [INFO ] [CONFIGURE ] AXL: Testing with features: ['add_cumulative_delta']
[2025-11-25T07:59:16.721679] [DEBUG] [FORECASTER] AXL: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T07:59:16.938235] [DEBUG] [FORECASTER] AXL: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T07:59:17.149250] [DEBUG] [FORECASTER] AXL: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T07:59:17.356605] [DEBUG] [FORECASTER] AXL: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T07:59:17.565149] [DEBUG] [FORECASTER] AXL: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-25T07:59:17.769989] [DEBUG] [FORECASTER] AXL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T07:59:17.975602] [DEBUG] [FORECASTER] AXL: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T07:59:18.186299] [DEBUG] [FORECASTER] AXL: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-25T07:59:18.401893] [DEBUG] [FORECASTER] AXL: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T07:59:18.613685] [DEBUG] [FORECASTER] AXL: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T07:59:18.613868] [INFO ] [CONFIGURE ] AXL: DISCARDED add_cumulative_delta (score: 30.00%)
[2025-11-25T07:59:18.613919] [INFO ] [CONFIGURE ] JOB ETA: 2.7h | Avg: 2.8s/test | Remaining: 3524 tests
[2025-11-25T07:59:18.613958] [INFO ] [CONFIGURE ] AXL: Testing feature 3/29: add_daily_returns
[2025-11-25T07:59:18.613994] [INFO ] [CONFIGURE ] AXL: Testing with features: ['add_daily_returns']
[2025-11-25T07:59:18.798131] [DEBUG] [FORECASTER] AXL: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T07:59:18.981767] [DEBUG] [FORECASTER] AXL: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T07:59:19.170527] [DEBUG] [FORECASTER] AXL: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T07:59:19.355450] [DEBUG] [FORECASTER] AXL: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T07:59:19.546514] [DEBUG] [FORECASTER] AXL: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-25T07:59:19.736229] [DEBUG] [FORECASTER] AXL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T07:59:19.927896] [DEBUG] [FORECASTER] AXL: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T07:59:20.119633] [DEBUG] [FORECASTER] AXL: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-25T07:59:20.310775] [DEBUG] [FORECASTER] AXL: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T07:59:20.502665] [DEBUG] [FORECASTER] AXL: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T07:59:20.502837] [INFO ] [CONFIGURE ] AXL: KEPT add_daily_returns (score: 40.00%)
[2025-11-25T07:59:20.502886] [INFO ] [CONFIGURE ] JOB ETA: 2.7h | Avg: 2.8s/test | Remaining: 3523 tests
[2025-11-25T07:59:20.502924] [INFO ] [CONFIGURE ] AXL: Testing feature 4/29: add_ema
[2025-11-25T07:59:20.502959] [INFO ] [CONFIGURE ] AXL: Testing with features: ['add_daily_returns', 'add_ema']
[2025-11-25T07:59:20.737925] [DEBUG] [FORECASTER] AXL: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T07:59:20.969549] [DEBUG] [FORECASTER] AXL: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T07:59:21.214760] [DEBUG] [FORECASTER] AXL: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T07:59:21.445368] [DEBUG] [FORECASTER] AXL: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T07:59:21.681336] [DEBUG] [FORECASTER] AXL: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-25T07:59:21.920891] [DEBUG] [FORECASTER] AXL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T07:59:22.155066] [DEBUG] [FORECASTER] AXL: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T07:59:22.388727] [DEBUG] [FORECASTER] AXL: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-25T07:59:22.630333] [DEBUG] [FORECASTER] AXL: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T07:59:22.866263] [DEBUG] [FORECASTER] AXL: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T07:59:22.866666] [INFO ] [CONFIGURE ] AXL: DISCARDED add_ema (score: 40.00%)
[2025-11-25T07:59:22.866738] [INFO ] [CONFIGURE ] JOB ETA: 2.7h | Avg: 2.8s/test | Remaining: 3522 tests
[2025-11-25T07:59:22.866848] [INFO ] [CONFIGURE ] AXL: Testing feature 5/29: add_exhaustion_signals
[2025-11-25T07:59:22.866957] [INFO ] [CONFIGURE ] AXL: Testing with features: ['add_daily_returns', 'add_vwap', 'add_exhaustion_signals']
[2025-11-25T07:59:23.099526] [DEBUG] [FORECASTER] AXL: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T07:59:23.330180] [DEBUG] [FORECASTER] AXL: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T07:59:23.567951] [DEBUG] [FORECASTER] AXL: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T07:59:23.804270] [DEBUG] [FORECASTER] AXL: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T07:59:24.047276] [DEBUG] [FORECASTER] AXL: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-25T07:59:24.281664] [DEBUG] [FORECASTER] AXL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T07:59:24.520132] [DEBUG] [FORECASTER] AXL: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T07:59:24.751703] [DEBUG] [FORECASTER] AXL: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-25T07:59:24.984134] [DEBUG] [FORECASTER] AXL: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T07:59:25.217790] [DEBUG] [FORECASTER] AXL: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T07:59:25.218035] [INFO ] [CONFIGURE ] AXL: DISCARDED add_exhaustion_signals (score: 30.00%)
[2025-11-25T07:59:25.218108] [INFO ] [CONFIGURE ] JOB ETA: 2.7h | Avg: 2.8s/test | Remaining: 3521 tests
[2025-11-25T07:59:25.218158] [INFO ] [CONFIGURE ] AXL: Testing feature 6/29: add_failed_moves
[2025-11-25T07:59:25.218203] [INFO ] [CONFIGURE ] AXL: Testing with features: ['add_daily_returns', 'add_failed_moves']
[2025-11-25T07:59:25.413077] [DEBUG] [FORECASTER] AXL: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T07:59:25.607448] [DEBUG] [FORECASTER] AXL: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T07:59:25.801851] [DEBUG] [FORECASTER] AXL: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T07:59:25.997734] [DEBUG] [FORECASTER] AXL: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T07:59:26.199879] [DEBUG] [FORECASTER] AXL: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-25T07:59:26.400572] [DEBUG] [FORECASTER] AXL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T07:59:26.609422] [DEBUG] [FORECASTER] AXL: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T07:59:26.809202] [DEBUG] [FORECASTER] AXL: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-25T07:59:27.008623] [DEBUG] [FORECASTER] AXL: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T07:59:27.205695] [DEBUG] [FORECASTER] AXL: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T07:59:27.205886] [INFO ] [CONFIGURE ] AXL: DISCARDED add_failed_moves (score: 30.00%)
[2025-11-25T07:59:27.205935] [INFO ] [CONFIGURE ] JOB ETA: 2.7h | Avg: 2.8s/test | Remaining: 3520 tests
[2025-11-25T07:59:27.205974] [INFO ] [CONFIGURE ] AXL: Testing feature 7/29: add_lag_shelf
[2025-11-25T07:59:27.206011] [INFO ] [CONFIGURE ] AXL: Testing with features: ['add_daily_returns', 'add_lag_shelf']
[2025-11-25T07:59:27.386434] [DEBUG] [FORECASTER] AXL: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T07:59:27.568994] [DEBUG] [FORECASTER] AXL: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T07:59:27.752774] [DEBUG] [FORECASTER] AXL: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T07:59:27.936738] [DEBUG] [FORECASTER] AXL: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T07:59:28.120830] [DEBUG] [FORECASTER] AXL: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-25T07:59:28.303690] [DEBUG] [FORECASTER] AXL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T07:59:28.485669] [DEBUG] [FORECASTER] AXL: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T07:59:28.670179] [DEBUG] [FORECASTER] AXL: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-25T07:59:28.858622] [DEBUG] [FORECASTER] AXL: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T07:59:29.052883] [DEBUG] [FORECASTER] AXL: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T07:59:29.053211] [INFO ] [CONFIGURE ] AXL: DISCARDED add_lag_shelf (score: 40.00%)
[2025-11-25T07:59:29.053328] [INFO ] [CONFIGURE ] JOB ETA: 2.7h | Avg: 2.8s/test | Remaining: 3519 tests
[2025-11-25T07:59:29.053434] [INFO ] [CONFIGURE ] AXL: Testing feature 8/29: add_macd
[2025-11-25T07:59:29.053543] [INFO ] [CONFIGURE ] AXL: Testing with features: ['add_daily_returns', 'add_vwap', 'add_macd']
[2025-11-25T07:59:29.333051] [DEBUG] [FORECASTER] AXL: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T07:59:29.618998] [DEBUG] [FORECASTER] AXL: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T07:59:29.897577] [DEBUG] [FORECASTER] AXL: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T07:59:30.179485] [DEBUG] [FORECASTER] AXL: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T07:59:30.466332] [DEBUG] [FORECASTER] AXL: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-25T07:59:30.766402] [DEBUG] [FORECASTER] AXL: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T07:59:31.048300] [DEBUG] [FORECASTER] AXL: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T07:59:31.335231] [DEBUG] [FORECASTER] AXL: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-25T07:59:31.613603] [DEBUG] [FORECASTER] AXL: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T07:59:31.899602] [DEBUG] [FORECASTER] AXL: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T07:59:31.899814] [INFO ] [CONFIGURE ] AXL: DISCARDED add_macd (score: 40.00%)
[2025-11-25T07:59:31.899876] [INFO ] [CONFIGURE ] JOB ETA: 2.7h | Avg: 2.8s/test | Remaining: 3518 tests
[2025-11-25T07:59:31.899925] [INFO ] [CONFIGURE ] AXL: Testing feature 9/29: add_mfi
[2025-11-25T07:59:31.899971] [INFO ] [CONFIGURE ] AXL: Testing with features: ['add_daily_returns', 'add_mfi']
[2025-11-25T07:59:32.104066] [DEBUG] [FORECASTER] AXL: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T07:59:32.305718] [DEBUG] [FORECASTER] AXL: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T07:59:32.506340] [DEBUG] [FORECASTER] AXL: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T07:59:32.706745] [DEBUG] [FORECASTER] AXL: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T07:59:32.908812] [DEBUG] [FORECASTER] AXL: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-25T07:59:33.108120] [DEBUG] [FORECASTER] AXL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T07:59:33.306303] [DEBUG] [FORECASTER] AXL: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T07:59:33.509266] [DEBUG] [FORECASTER] AXL: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-25T07:59:33.713061] [DEBUG] [FORECASTER] AXL: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T07:59:33.917004] [DEBUG] [FORECASTER] AXL: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T07:59:33.917185] [INFO ] [CONFIGURE ] AXL: DISCARDED add_mfi (score: 30.00%)
[2025-11-25T07:59:33.917235] [INFO ] [CONFIGURE ] JOB ETA: 2.7h | Avg: 2.8s/test | Remaining: 3517 tests
[2025-11-25T07:59:33.917294] [INFO ] [CONFIGURE ] AXL: Testing feature 10/29: add_momentum_acceleration
[2025-11-25T07:59:33.917344] [INFO ] [CONFIGURE ] AXL: Testing with features: ['add_daily_returns', 'add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-11-25T07:59:34.198418] [DEBUG] [FORECASTER] AXL: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T07:59:34.487023] [DEBUG] [FORECASTER] AXL: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T07:59:34.795470] [DEBUG] [FORECASTER] AXL: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T07:59:35.093783] [DEBUG] [FORECASTER] AXL: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T07:59:35.393825] [DEBUG] [FORECASTER] AXL: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-25T07:59:35.681444] [DEBUG] [FORECASTER] AXL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T07:59:35.972814] [DEBUG] [FORECASTER] AXL: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T07:59:36.275591] [DEBUG] [FORECASTER] AXL: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T07:59:36.578604] [DEBUG] [FORECASTER] AXL: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T07:59:36.871386] [DEBUG] [FORECASTER] AXL: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T07:59:36.871558] [INFO ] [CONFIGURE ] AXL: KEPT add_momentum_acceleration (score: 60.00%)
[2025-11-25T07:59:36.871617] [INFO ] [CONFIGURE ] JOB ETA: 2.7h | Avg: 2.8s/test | Remaining: 3516 tests
[2025-11-25T07:59:36.871687] [INFO ] [CONFIGURE ] AXL: Testing feature 11/29: add_obv_daily
[2025-11-25T07:59:36.871774] [INFO ] [CONFIGURE ] AXL: Testing with features: ['add_daily_returns', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_obv_daily']
[2025-11-25T07:59:37.173285] [DEBUG] [FORECASTER] AXL: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T07:59:37.475465] [DEBUG] [FORECASTER] AXL: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T07:59:37.779327] [DEBUG] [FORECASTER] AXL: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T07:59:38.078283] [DEBUG] [FORECASTER] AXL: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T07:59:38.385360] [DEBUG] [FORECASTER] AXL: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-25T07:59:38.686942] [DEBUG] [FORECASTER] AXL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T07:59:38.991443] [DEBUG] [FORECASTER] AXL: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T07:59:39.301173] [DEBUG] [FORECASTER] AXL: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T07:59:39.632438] [DEBUG] [FORECASTER] AXL: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T07:59:39.954511] [DEBUG] [FORECASTER] AXL: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T07:59:39.954728] [INFO ] [CONFIGURE ] AXL: DISCARDED add_obv_daily (score: 60.00%)
[2025-11-25T07:59:39.954789] [INFO ] [CONFIGURE ] JOB ETA: 2.7h | Avg: 2.8s/test | Remaining: 3515 tests
[2025-11-25T07:59:39.954838] [INFO ] [CONFIGURE ] AXL: Testing feature 12/29: add_obv_interval
[2025-11-25T07:59:39.954882] [INFO ] [CONFIGURE ] AXL: Testing with features: ['add_daily_returns', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_obv_interval']
[2025-11-25T07:59:40.272580] [DEBUG] [FORECASTER] AXL: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T07:59:40.592871] [DEBUG] [FORECASTER] AXL: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T07:59:40.922024] [DEBUG] [FORECASTER] AXL: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T07:59:41.253944] [DEBUG] [FORECASTER] AXL: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T07:59:41.579777] [DEBUG] [FORECASTER] AXL: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T07:59:41.909609] [DEBUG] [FORECASTER] AXL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T07:59:42.218038] [DEBUG] [FORECASTER] AXL: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T07:59:42.514822] [DEBUG] [FORECASTER] AXL: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T07:59:42.831237] [DEBUG] [FORECASTER] AXL: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T07:59:43.131724] [DEBUG] [FORECASTER] AXL: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T07:59:43.131928] [INFO ] [CONFIGURE ] AXL: KEPT add_obv_interval (score: 70.00%)
[2025-11-25T07:59:43.131987] [INFO ] [CONFIGURE ] JOB ETA: 2.7h | Avg: 2.8s/test | Remaining: 3514 tests
[2025-11-25T07:59:43.132034] [INFO ] [CONFIGURE ] AXL: Testing feature 13/29: add_opening_strength
[2025-11-25T07:59:43.132078] [INFO ] [CONFIGURE ] AXL: Testing with features: ['add_daily_returns', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_obv_interval', 'add_opening_strength']
[2025-11-25T07:59:43.454891] [DEBUG] [FORECASTER] AXL: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T07:59:43.775626] [DEBUG] [FORECASTER] AXL: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T07:59:44.104145] [DEBUG] [FORECASTER] AXL: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T07:59:44.462257] [DEBUG] [FORECASTER] AXL: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T07:59:44.799234] [DEBUG] [FORECASTER] AXL: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-25T07:59:45.121057] [DEBUG] [FORECASTER] AXL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T07:59:45.469568] [DEBUG] [FORECASTER] AXL: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T07:59:45.798973] [DEBUG] [FORECASTER] AXL: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T07:59:46.141214] [DEBUG] [FORECASTER] AXL: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T07:59:46.481186] [DEBUG] [FORECASTER] AXL: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T07:59:46.481390] [INFO ] [CONFIGURE ] AXL: DISCARDED add_opening_strength (score: 60.00%)
[2025-11-25T07:59:46.481452] [INFO ] [CONFIGURE ] JOB ETA: 2.7h | Avg: 2.8s/test | Remaining: 3513 tests
[2025-11-25T07:59:46.481510] [INFO ] [CONFIGURE ] AXL: Testing feature 14/29: add_order_flow_imbalance
[2025-11-25T07:59:46.481567] [INFO ] [CONFIGURE ] AXL: Testing with features: ['add_daily_returns', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_obv_interval', 'add_order_flow_imbalance']
[2025-11-25T07:59:46.822337] [DEBUG] [FORECASTER] AXL: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T07:59:47.151469] [DEBUG] [FORECASTER] AXL: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T07:59:47.487036] [DEBUG] [FORECASTER] AXL: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T07:59:47.819862] [DEBUG] [FORECASTER] AXL: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T07:59:48.153858] [DEBUG] [FORECASTER] AXL: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-25T07:59:48.484916] [DEBUG] [FORECASTER] AXL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T07:59:48.824582] [DEBUG] [FORECASTER] AXL: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T07:59:49.193428] [DEBUG] [FORECASTER] AXL: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-25T07:59:49.549007] [DEBUG] [FORECASTER] AXL: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T07:59:49.923247] [DEBUG] [FORECASTER] AXL: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T07:59:49.923449] [INFO ] [CONFIGURE ] AXL: DISCARDED add_order_flow_imbalance (score: 40.00%)
[2025-11-25T07:59:49.923507] [INFO ] [CONFIGURE ] JOB ETA: 2.7h | Avg: 2.8s/test | Remaining: 3512 tests
[2025-11-25T07:59:49.923555] [INFO ] [CONFIGURE ] AXL: Testing feature 16/29: add_pbf_overnight_gap
[2025-11-25T07:59:49.923594] [INFO ] [CONFIGURE ] AXL: Testing with features: ['add_daily_returns', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_obv_interval', 'add_pbf_overnight_gap']
[2025-11-25T07:59:50.259020] [DEBUG] [FORECASTER] AXL: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T07:59:50.602328] [DEBUG] [FORECASTER] AXL: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T07:59:50.948379] [DEBUG] [FORECASTER] AXL: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T07:59:51.315955] [DEBUG] [FORECASTER] AXL: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T07:59:51.662458] [DEBUG] [FORECASTER] AXL: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T07:59:52.017707] [DEBUG] [FORECASTER] AXL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T07:59:52.358704] [DEBUG] [FORECASTER] AXL: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T07:59:52.726716] [DEBUG] [FORECASTER] AXL: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-25T07:59:53.086670] [DEBUG] [FORECASTER] AXL: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T07:59:53.452380] [DEBUG] [FORECASTER] AXL: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T07:59:53.452572] [INFO ] [CONFIGURE ] AXL: DISCARDED add_pbf_overnight_gap (score: 50.00%)
[2025-11-25T07:59:53.452632] [INFO ] [CONFIGURE ] JOB ETA: 2.7h | Avg: 2.8s/test | Remaining: 3511 tests
[2025-11-25T07:59:53.452703] [INFO ] [CONFIGURE ] AXL: Testing feature 17/29: add_pbf_return_2d
[2025-11-25T07:59:53.452780] [INFO ] [CONFIGURE ] AXL: Testing with features: ['add_daily_returns', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_obv_interval', 'add_pbf_return_2d']
[2025-11-25T07:59:53.819566] [DEBUG] [FORECASTER] AXL: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T07:59:54.177269] [DEBUG] [FORECASTER] AXL: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T07:59:54.534382] [DEBUG] [FORECASTER] AXL: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T07:59:54.883684] [DEBUG] [FORECASTER] AXL: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T07:59:55.213933] [DEBUG] [FORECASTER] AXL: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T07:59:55.563038] [DEBUG] [FORECASTER] AXL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T07:59:55.920399] [DEBUG] [FORECASTER] AXL: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T07:59:56.294335] [DEBUG] [FORECASTER] AXL: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T07:59:56.655788] [DEBUG] [FORECASTER] AXL: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T07:59:57.043063] [DEBUG] [FORECASTER] AXL: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T07:59:57.043308] [INFO ] [CONFIGURE ] AXL: KEPT add_pbf_return_2d (score: 80.00%)
[2025-11-25T07:59:57.043397] [INFO ] [CONFIGURE ] JOB ETA: 2.7h | Avg: 2.8s/test | Remaining: 3510 tests
[2025-11-25T07:59:57.043470] [INFO ] [CONFIGURE ] AXL: Testing feature 18/29: add_pbf_volatility_5d
[2025-11-25T07:59:57.043539] [INFO ] [CONFIGURE ] AXL: Testing with features: ['add_daily_returns', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_obv_interval', 'add_pbf_return_2d', 'add_pbf_volatility_5d']
[2025-11-25T07:59:57.433965] [DEBUG] [FORECASTER] AXL: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T07:59:57.796338] [DEBUG] [FORECASTER] AXL: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T07:59:58.158295] [DEBUG] [FORECASTER] AXL: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T07:59:58.548516] [DEBUG] [FORECASTER] AXL: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T07:59:58.916584] [DEBUG] [FORECASTER] AXL: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T07:59:59.300021] [DEBUG] [FORECASTER] AXL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T07:59:59.670853] [DEBUG] [FORECASTER] AXL: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T08:00:00.052921] [DEBUG] [FORECASTER] AXL: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-25T08:00:00.438729] [DEBUG] [FORECASTER] AXL: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T08:00:01.588973] [DEBUG] [FORECASTER] AXL: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T08:00:01.589225] [INFO ] [CONFIGURE ] AXL: DISCARDED add_pbf_volatility_5d (score: 60.00%)
[2025-11-25T08:00:01.589288] [INFO ] [CONFIGURE ] JOB ETA: 2.7h | Avg: 2.8s/test | Remaining: 3509 tests
[2025-11-25T08:00:01.589338] [INFO ] [CONFIGURE ] AXL: Testing feature 19/29: add_pbf_vs_sma_5
[2025-11-25T08:00:01.589384] [INFO ] [CONFIGURE ] AXL: Testing with features: ['add_daily_returns', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_obv_interval', 'add_pbf_return_2d', 'add_pbf_vs_sma_5']
[2025-11-25T08:00:01.972485] [DEBUG] [FORECASTER] AXL: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T08:00:02.333266] [DEBUG] [FORECASTER] AXL: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T08:00:02.713144] [DEBUG] [FORECASTER] AXL: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T08:00:03.076870] [DEBUG] [FORECASTER] AXL: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T08:00:03.438615] [DEBUG] [FORECASTER] AXL: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-25T08:00:03.789903] [DEBUG] [FORECASTER] AXL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T08:00:04.158044] [DEBUG] [FORECASTER] AXL: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T08:00:04.514789] [DEBUG] [FORECASTER] AXL: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T08:00:04.890614] [DEBUG] [FORECASTER] AXL: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T08:00:05.244878] [DEBUG] [FORECASTER] AXL: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T08:00:05.245108] [INFO ] [CONFIGURE ] AXL: DISCARDED add_pbf_vs_sma_5 (score: 60.00%)
[2025-11-25T08:00:05.245168] [INFO ] [CONFIGURE ] JOB ETA: 2.7h | Avg: 2.8s/test | Remaining: 3508 tests
[2025-11-25T08:00:05.245216] [INFO ] [CONFIGURE ] AXL: Testing feature 20/29: add_price_rejection
[2025-11-25T08:00:05.245260] [INFO ] [CONFIGURE ] AXL: Testing with features: ['add_daily_returns', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_obv_interval', 'add_pbf_return_2d', 'add_price_rejection']
[2025-11-25T08:00:05.637207] [DEBUG] [FORECASTER] AXL: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T08:00:06.018536] [DEBUG] [FORECASTER] AXL: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T08:00:06.374982] [DEBUG] [FORECASTER] AXL: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T08:00:06.745459] [DEBUG] [FORECASTER] AXL: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T08:00:07.181881] [DEBUG] [FORECASTER] AXL: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T08:00:07.602893] [DEBUG] [FORECASTER] AXL: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T08:00:07.988510] [DEBUG] [FORECASTER] AXL: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T08:00:08.386221] [DEBUG] [FORECASTER] AXL: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T08:00:08.804698] [DEBUG] [FORECASTER] AXL: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T08:00:09.213361] [DEBUG] [FORECASTER] AXL: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T08:00:09.213815] [INFO ] [CONFIGURE ] AXL: DISCARDED add_price_rejection (score: 50.00%)
[2025-11-25T08:00:09.213878] [INFO ] [CONFIGURE ] JOB ETA: 2.7h | Avg: 2.8s/test | Remaining: 3507 tests
[2025-11-25T08:00:09.213928] [INFO ] [CONFIGURE ] AXL: Testing feature 21/29: add_range_position
[2025-11-25T08:00:09.213972] [INFO ] [CONFIGURE ] AXL: Testing with features: ['add_daily_returns', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_obv_interval', 'add_pbf_return_2d', 'add_range_position']
[2025-11-25T08:00:09.610999] [DEBUG] [FORECASTER] AXL: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T08:00:09.988070] [DEBUG] [FORECASTER] AXL: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T08:00:10.377217] [DEBUG] [FORECASTER] AXL: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T08:00:10.816387] [DEBUG] [FORECASTER] AXL: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T08:00:11.237393] [DEBUG] [FORECASTER] AXL: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-25T08:00:11.645635] [DEBUG] [FORECASTER] AXL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T08:00:12.023557] [DEBUG] [FORECASTER] AXL: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T08:00:12.395989] [DEBUG] [FORECASTER] AXL: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T08:00:12.776591] [DEBUG] [FORECASTER] AXL: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T08:00:13.146066] [DEBUG] [FORECASTER] AXL: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T08:00:13.146258] [INFO ] [CONFIGURE ] AXL: DISCARDED add_range_position (score: 60.00%)
[2025-11-25T08:00:13.146339] [INFO ] [CONFIGURE ] JOB ETA: 2.7h | Avg: 2.8s/test | Remaining: 3506 tests
[2025-11-25T08:00:13.146389] [INFO ] [CONFIGURE ] AXL: Testing feature 22/29: add_realized_volatility
[2025-11-25T08:00:13.146434] [INFO ] [CONFIGURE ] AXL: Testing with features: ['add_daily_returns', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_obv_interval', 'add_pbf_return_2d', 'add_realized_volatility']
[2025-11-25T08:00:13.605209] [DEBUG] [FORECASTER] AXL: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T08:00:14.071777] [DEBUG] [FORECASTER] AXL: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T08:00:14.505764] [DEBUG] [FORECASTER] AXL: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T08:00:14.949392] [DEBUG] [FORECASTER] AXL: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T08:00:15.424272] [DEBUG] [FORECASTER] AXL: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T08:00:15.874297] [DEBUG] [FORECASTER] AXL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T08:00:16.328711] [DEBUG] [FORECASTER] AXL: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T08:00:16.776779] [DEBUG] [FORECASTER] AXL: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-25T08:00:17.249796] [DEBUG] [FORECASTER] AXL: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T08:00:17.728887] [DEBUG] [FORECASTER] AXL: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T08:00:17.729089] [INFO ] [CONFIGURE ] AXL: DISCARDED add_realized_volatility (score: 50.00%)
[2025-11-25T08:00:17.729150] [INFO ] [CONFIGURE ] JOB ETA: 2.7h | Avg: 2.8s/test | Remaining: 3505 tests
[2025-11-25T08:00:17.729200] [INFO ] [CONFIGURE ] AXL: Testing feature 23/29: add_recent_range_context
[2025-11-25T08:00:17.729244] [INFO ] [CONFIGURE ] AXL: Testing with features: ['add_daily_returns', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_obv_interval', 'add_pbf_return_2d', 'add_recent_range_context']
[2025-11-25T08:00:18.097386] [DEBUG] [FORECASTER] AXL: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T08:00:18.475314] [DEBUG] [FORECASTER] AXL: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T08:00:18.842477] [DEBUG] [FORECASTER] AXL: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T08:00:19.220046] [DEBUG] [FORECASTER] AXL: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T08:00:19.596983] [DEBUG] [FORECASTER] AXL: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-25T08:00:19.967891] [DEBUG] [FORECASTER] AXL: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T08:00:20.343934] [DEBUG] [FORECASTER] AXL: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T08:00:20.716485] [DEBUG] [FORECASTER] AXL: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T08:00:21.077018] [DEBUG] [FORECASTER] AXL: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T08:00:21.417806] [DEBUG] [FORECASTER] AXL: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T08:00:21.418220] [INFO ] [CONFIGURE ] AXL: DISCARDED add_recent_range_context (score: 40.00%)
[2025-11-25T08:00:21.418279] [INFO ] [CONFIGURE ] JOB ETA: 2.7h | Avg: 2.8s/test | Remaining: 3504 tests
[2025-11-25T08:00:21.418327] [INFO ] [CONFIGURE ] AXL: Testing feature 24/29: add_rsi
[2025-11-25T08:00:21.418382] [INFO ] [CONFIGURE ] AXL: Testing with features: ['add_daily_returns', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_obv_interval', 'add_pbf_return_2d', 'add_ema', 'add_rsi']
[2025-11-25T08:00:21.886118] [DEBUG] [FORECASTER] AXL: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T08:00:22.383861] [DEBUG] [FORECASTER] AXL: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T08:00:22.783202] [DEBUG] [FORECASTER] AXL: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T08:00:23.178501] [DEBUG] [FORECASTER] AXL: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T08:00:23.566134] [DEBUG] [FORECASTER] AXL: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-25T08:00:23.960782] [DEBUG] [FORECASTER] AXL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T08:00:24.350516] [DEBUG] [FORECASTER] AXL: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T08:00:24.733298] [DEBUG] [FORECASTER] AXL: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T08:00:25.127924] [DEBUG] [FORECASTER] AXL: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T08:00:25.519521] [DEBUG] [FORECASTER] AXL: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T08:00:25.519745] [INFO ] [CONFIGURE ] AXL: DISCARDED add_rsi (score: 60.00%)
[2025-11-25T08:00:25.519807] [INFO ] [CONFIGURE ] JOB ETA: 2.7h | Avg: 2.8s/test | Remaining: 3503 tests
[2025-11-25T08:00:25.519857] [INFO ] [CONFIGURE ] AXL: Testing feature 25/29: add_tick_distribution
[2025-11-25T08:00:25.519902] [INFO ] [CONFIGURE ] AXL: Testing with features: ['add_daily_returns', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_obv_interval', 'add_pbf_return_2d', 'add_tick_distribution']
[2025-11-25T08:00:25.856919] [DEBUG] [FORECASTER] AXL: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T08:00:26.205009] [DEBUG] [FORECASTER] AXL: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T08:00:26.573431] [DEBUG] [FORECASTER] AXL: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T08:00:26.940812] [DEBUG] [FORECASTER] AXL: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T08:00:27.305271] [DEBUG] [FORECASTER] AXL: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-25T08:00:27.672462] [DEBUG] [FORECASTER] AXL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T08:00:28.051866] [DEBUG] [FORECASTER] AXL: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T08:00:28.429430] [DEBUG] [FORECASTER] AXL: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-25T08:00:28.796662] [DEBUG] [FORECASTER] AXL: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T08:00:29.177440] [DEBUG] [FORECASTER] AXL: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T08:00:29.177666] [INFO ] [CONFIGURE ] AXL: DISCARDED add_tick_distribution (score: 50.00%)
[2025-11-25T08:00:29.177733] [INFO ] [CONFIGURE ] JOB ETA: 2.7h | Avg: 2.8s/test | Remaining: 3502 tests
[2025-11-25T08:00:29.177785] [INFO ] [CONFIGURE ] AXL: Testing feature 26/29: add_volume_momentum_confirmation
[2025-11-25T08:00:29.177834] [INFO ] [CONFIGURE ] AXL: Testing with features: ['add_daily_returns', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_obv_interval', 'add_pbf_return_2d', 'add_volume_momentum_confirmation']
[2025-11-25T08:00:29.546554] [DEBUG] [FORECASTER] AXL: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T08:00:29.933446] [DEBUG] [FORECASTER] AXL: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T08:00:30.320234] [DEBUG] [FORECASTER] AXL: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T08:00:30.701522] [DEBUG] [FORECASTER] AXL: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T08:00:31.077422] [DEBUG] [FORECASTER] AXL: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-25T08:00:31.450995] [DEBUG] [FORECASTER] AXL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T08:00:31.830323] [DEBUG] [FORECASTER] AXL: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T08:00:32.204876] [DEBUG] [FORECASTER] AXL: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-25T08:00:32.566939] [DEBUG] [FORECASTER] AXL: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T08:00:32.936793] [DEBUG] [FORECASTER] AXL: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T08:00:32.937022] [INFO ] [CONFIGURE ] AXL: DISCARDED add_volume_momentum_confirmation (score: 50.00%)
[2025-11-25T08:00:32.937093] [INFO ] [CONFIGURE ] JOB ETA: 2.7h | Avg: 2.8s/test | Remaining: 3501 tests
[2025-11-25T08:00:32.937142] [INFO ] [CONFIGURE ] AXL: Testing feature 27/29: add_volume_price_divergence
[2025-11-25T08:00:32.937190] [INFO ] [CONFIGURE ] AXL: Testing with features: ['add_daily_returns', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_obv_interval', 'add_pbf_return_2d', 'add_volume_price_divergence']
[2025-11-25T08:00:33.318374] [DEBUG] [FORECASTER] AXL: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T08:00:33.696066] [DEBUG] [FORECASTER] AXL: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T08:00:34.083667] [DEBUG] [FORECASTER] AXL: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T08:00:34.467027] [DEBUG] [FORECASTER] AXL: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T08:00:34.855587] [DEBUG] [FORECASTER] AXL: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-25T08:00:35.248362] [DEBUG] [FORECASTER] AXL: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T08:00:35.627860] [DEBUG] [FORECASTER] AXL: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T08:00:36.020685] [DEBUG] [FORECASTER] AXL: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-25T08:00:36.399527] [DEBUG] [FORECASTER] AXL: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T08:00:36.776987] [DEBUG] [FORECASTER] AXL: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T08:00:36.777203] [INFO ] [CONFIGURE ] AXL: DISCARDED add_volume_price_divergence (score: 40.00%)
[2025-11-25T08:00:36.777263] [INFO ] [CONFIGURE ] JOB ETA: 2.7h | Avg: 2.8s/test | Remaining: 3500 tests
[2025-11-25T08:00:36.777311] [INFO ] [CONFIGURE ] AXL: Testing feature 28/29: add_volume_profile
[2025-11-25T08:00:36.777355] [INFO ] [CONFIGURE ] AXL: Testing with features: ['add_daily_returns', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_obv_interval', 'add_pbf_return_2d', 'add_volume_profile']
[2025-11-25T08:00:37.144178] [DEBUG] [FORECASTER] AXL: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T08:00:37.529879] [DEBUG] [FORECASTER] AXL: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T08:00:37.892278] [DEBUG] [FORECASTER] AXL: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T08:00:38.261202] [DEBUG] [FORECASTER] AXL: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T08:00:38.632528] [DEBUG] [FORECASTER] AXL: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-25T08:00:39.018024] [DEBUG] [FORECASTER] AXL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T08:00:39.391993] [DEBUG] [FORECASTER] AXL: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T08:00:39.771824] [DEBUG] [FORECASTER] AXL: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-25T08:00:40.158234] [DEBUG] [FORECASTER] AXL: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T08:00:40.525351] [DEBUG] [FORECASTER] AXL: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T08:00:40.525595] [INFO ] [CONFIGURE ] AXL: DISCARDED add_volume_profile (score: 50.00%)
[2025-11-25T08:00:40.525682] [INFO ] [CONFIGURE ] JOB ETA: 2.7h | Avg: 2.8s/test | Remaining: 3499 tests
[2025-11-25T08:00:40.525734] [INFO ] [CONFIGURE ] AXL: Testing feature 29/29: add_vwap
[2025-11-25T08:00:40.525780] [INFO ] [CONFIGURE ] AXL: Testing with features: ['add_daily_returns', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_obv_interval', 'add_pbf_return_2d', 'add_vwap']
[2025-11-25T08:00:40.948269] [DEBUG] [FORECASTER] AXL: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T08:00:41.331784] [DEBUG] [FORECASTER] AXL: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T08:00:41.713234] [DEBUG] [FORECASTER] AXL: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T08:00:42.115242] [DEBUG] [FORECASTER] AXL: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T08:00:42.496062] [DEBUG] [FORECASTER] AXL: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-25T08:00:42.906920] [DEBUG] [FORECASTER] AXL: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T08:00:43.308473] [DEBUG] [FORECASTER] AXL: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T08:00:43.704412] [DEBUG] [FORECASTER] AXL: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-25T08:00:44.093981] [DEBUG] [FORECASTER] AXL: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T08:00:44.473404] [DEBUG] [FORECASTER] AXL: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T08:00:44.473618] [INFO ] [CONFIGURE ] AXL: DISCARDED add_vwap (score: 40.00%)
[2025-11-25T08:00:44.473701] [INFO ] [CONFIGURE ] JOB ETA: 2.7h | Avg: 2.8s/test | Remaining: 3498 tests
[2025-11-25T08:00:44.473759] [INFO ] [CONFIGURE ] AXL: ===== FEATURE SELECTION COMPLETE =====
[2025-11-25T08:00:44.473804] [INFO ] [CONFIGURE ] AXL: Best accuracy: 80.00%
[2025-11-25T08:00:44.473850] [INFO ] [CONFIGURE ] AXL: Best feature set (5 features): ['add_daily_returns', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_obv_interval', 'add_pbf_return_2d']
[2025-11-25T08:00:44.473897] [INFO ] [CONFIGURE ] AXL: Improvement over baseline: 50.00%
[2025-11-25T08:00:44.473935] [INFO ] [CONFIGURE ] AXL: Total time: 1.5 minutes
[2025-11-25T08:00:44.473975] [INFO ] [CONFIGURE ] AXL: Average time per feature: 3.2 seconds
[2025-11-25T08:00:44.474014] [INFO ] [CONFIGURE ] AXL: Average speed: 0.32 features/sec
[2025-11-25T08:00:44.474519] [INFO ] [LOCAL     ] Saved configuration for AXL: 5 features, 80.00% accuracy -> ./output/feature-sets/AXL.json
[2025-11-25T08:00:44.474579] [INFO ] [CONFIGURE ] AXL: Configuration saved successfully: 5 features, 80.00% accuracy.
[2025-11-25T08:00:44.474629] [INFO ] [sig       ] [44/164] Successfully configured AXL | 0.01 sym/s | Total: 59.7m | ETA: 2.7h
[2025-11-25T08:00:44.474705] [INFO ] [sig       ] [45/164] Configuring BAC...
[2025-11-25T08:00:44.474749] [INFO ] [CONFIGURE ] BAC: Configurate test run.
[2025-11-25T08:00:44.474790] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BAC' from 'https://tdm.silogroup.org/data/derivative_storage/BAC.csv'.
[2025-11-25T08:00:44.488847] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'BAC'.
[2025-11-25T08:00:44.489277] [INFO ] [CONFIGURE ] BAC: Testing with 29 available features
[2025-11-25T08:00:44.489349] [INFO ] [CONFIGURE ] BAC: Establishing baseline with no features...
[2025-11-25T08:00:44.688232] [DEBUG] [FORECASTER] BAC: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T08:00:44.880268] [DEBUG] [FORECASTER] BAC: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T08:00:45.073838] [DEBUG] [FORECASTER] BAC: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T08:00:45.262386] [DEBUG] [FORECASTER] BAC: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T08:00:45.453515] [DEBUG] [FORECASTER] BAC: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T08:00:45.643038] [DEBUG] [FORECASTER] BAC: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T08:00:45.834402] [DEBUG] [FORECASTER] BAC: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T08:00:46.028769] [DEBUG] [FORECASTER] BAC: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T08:00:46.211918] [DEBUG] [FORECASTER] BAC: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T08:00:46.386675] [DEBUG] [FORECASTER] BAC: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T08:00:46.386859] [INFO ] [CONFIGURE ] BAC: Baseline score (no features): 50.00%
[2025-11-25T08:00:46.386907] [INFO ] [CONFIGURE ] BAC: Testing feature 1/29: add_bollinger_bands
[2025-11-25T08:00:46.386945] [INFO ] [CONFIGURE ] BAC: Testing with features: ['add_bollinger_bands']
[2025-11-25T08:00:46.594849] [DEBUG] [FORECASTER] BAC: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T08:00:46.804232] [DEBUG] [FORECASTER] BAC: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T08:00:47.015532] [DEBUG] [FORECASTER] BAC: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T08:00:47.224799] [DEBUG] [FORECASTER] BAC: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T08:00:47.433383] [DEBUG] [FORECASTER] BAC: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T08:00:47.647035] [DEBUG] [FORECASTER] BAC: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T08:00:47.855696] [DEBUG] [FORECASTER] BAC: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T08:00:48.069229] [DEBUG] [FORECASTER] BAC: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T08:00:48.284574] [DEBUG] [FORECASTER] BAC: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T08:00:48.494668] [DEBUG] [FORECASTER] BAC: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T08:00:48.494846] [INFO ] [CONFIGURE ] BAC: DISCARDED add_bollinger_bands (score: 50.00%)
[2025-11-25T08:00:48.494894] [INFO ] [CONFIGURE ] JOB ETA: 2.7h | Avg: 2.8s/test | Remaining: 3497 tests
[2025-11-25T08:00:48.494932] [INFO ] [CONFIGURE ] BAC: Testing feature 2/29: add_cumulative_delta
[2025-11-25T08:00:48.494967] [INFO ] [CONFIGURE ] BAC: Testing with features: ['add_cumulative_delta']
[2025-11-25T08:00:48.706036] [DEBUG] [FORECASTER] BAC: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T08:00:48.917142] [DEBUG] [FORECASTER] BAC: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T08:00:49.133298] [DEBUG] [FORECASTER] BAC: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T08:00:49.342031] [DEBUG] [FORECASTER] BAC: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T08:00:49.549987] [DEBUG] [FORECASTER] BAC: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T08:00:49.772960] [DEBUG] [FORECASTER] BAC: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T08:00:49.983821] [DEBUG] [FORECASTER] BAC: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T08:00:50.195945] [DEBUG] [FORECASTER] BAC: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T08:00:50.407567] [DEBUG] [FORECASTER] BAC: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T08:00:50.623443] [DEBUG] [FORECASTER] BAC: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T08:00:50.623635] [INFO ] [CONFIGURE ] BAC: KEPT add_cumulative_delta (score: 60.00%)
[2025-11-25T08:00:50.623727] [INFO ] [CONFIGURE ] JOB ETA: 2.7h | Avg: 2.8s/test | Remaining: 3496 tests
[2025-11-25T08:00:50.623780] [INFO ] [CONFIGURE ] BAC: Testing feature 3/29: add_daily_returns
[2025-11-25T08:00:50.623828] [INFO ] [CONFIGURE ] BAC: Testing with features: ['add_cumulative_delta', 'add_daily_returns']
[2025-11-25T08:00:50.849315] [DEBUG] [FORECASTER] BAC: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T08:00:51.100718] [DEBUG] [FORECASTER] BAC: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T08:00:51.325244] [DEBUG] [FORECASTER] BAC: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T08:00:51.549269] [DEBUG] [FORECASTER] BAC: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T08:00:51.778410] [DEBUG] [FORECASTER] BAC: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T08:00:52.009173] [DEBUG] [FORECASTER] BAC: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T08:00:52.234437] [DEBUG] [FORECASTER] BAC: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T08:00:52.463934] [DEBUG] [FORECASTER] BAC: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T08:00:52.692903] [DEBUG] [FORECASTER] BAC: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T08:00:52.922253] [DEBUG] [FORECASTER] BAC: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T08:00:52.922439] [INFO ] [CONFIGURE ] BAC: DISCARDED add_daily_returns (score: 60.00%)
[2025-11-25T08:00:52.922487] [INFO ] [CONFIGURE ] JOB ETA: 2.7h | Avg: 2.8s/test | Remaining: 3495 tests
[2025-11-25T08:00:52.922527] [INFO ] [CONFIGURE ] BAC: Testing feature 4/29: add_ema
[2025-11-25T08:00:52.922564] [INFO ] [CONFIGURE ] BAC: Testing with features: ['add_cumulative_delta', 'add_ema']
[2025-11-25T08:00:53.192986] [DEBUG] [FORECASTER] BAC: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T08:00:53.463078] [DEBUG] [FORECASTER] BAC: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T08:00:53.733307] [DEBUG] [FORECASTER] BAC: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T08:00:54.000296] [DEBUG] [FORECASTER] BAC: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T08:00:54.278173] [DEBUG] [FORECASTER] BAC: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T08:00:54.564516] [DEBUG] [FORECASTER] BAC: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T08:00:54.859768] [DEBUG] [FORECASTER] BAC: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T08:00:55.134273] [DEBUG] [FORECASTER] BAC: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T08:00:55.408992] [DEBUG] [FORECASTER] BAC: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T08:00:55.679162] [DEBUG] [FORECASTER] BAC: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T08:00:55.679366] [INFO ] [CONFIGURE ] BAC: DISCARDED add_ema (score: 60.00%)
[2025-11-25T08:00:55.679425] [INFO ] [CONFIGURE ] JOB ETA: 2.7h | Avg: 2.8s/test | Remaining: 3494 tests
[2025-11-25T08:00:55.679476] [INFO ] [CONFIGURE ] BAC: Testing feature 5/29: add_exhaustion_signals
[2025-11-25T08:00:55.679521] [INFO ] [CONFIGURE ] BAC: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals']
[2025-11-25T08:00:55.938517] [DEBUG] [FORECASTER] BAC: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T08:00:56.215129] [DEBUG] [FORECASTER] BAC: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T08:00:56.484271] [DEBUG] [FORECASTER] BAC: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T08:00:56.745603] [DEBUG] [FORECASTER] BAC: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T08:00:57.009246] [DEBUG] [FORECASTER] BAC: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T08:00:57.272845] [DEBUG] [FORECASTER] BAC: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T08:00:57.539880] [DEBUG] [FORECASTER] BAC: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T08:00:57.810752] [DEBUG] [FORECASTER] BAC: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T08:00:58.084848] [DEBUG] [FORECASTER] BAC: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T08:00:58.355176] [DEBUG] [FORECASTER] BAC: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T08:00:58.355387] [INFO ] [CONFIGURE ] BAC: KEPT add_exhaustion_signals (score: 70.00%)
[2025-11-25T08:00:58.355447] [INFO ] [CONFIGURE ] JOB ETA: 2.7h | Avg: 2.8s/test | Remaining: 3493 tests
[2025-11-25T08:00:58.355495] [INFO ] [CONFIGURE ] BAC: Testing feature 6/29: add_failed_moves
[2025-11-25T08:00:58.355540] [INFO ] [CONFIGURE ] BAC: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals', 'add_failed_moves']
[2025-11-25T08:00:58.634597] [DEBUG] [FORECASTER] BAC: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T08:00:58.924793] [DEBUG] [FORECASTER] BAC: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T08:00:59.224805] [DEBUG] [FORECASTER] BAC: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T08:00:59.508027] [DEBUG] [FORECASTER] BAC: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T08:00:59.801273] [DEBUG] [FORECASTER] BAC: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T08:01:00.092723] [DEBUG] [FORECASTER] BAC: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T08:01:00.374991] [DEBUG] [FORECASTER] BAC: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T08:01:00.658547] [DEBUG] [FORECASTER] BAC: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T08:01:01.678511] [DEBUG] [FORECASTER] BAC: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T08:01:02.067273] [DEBUG] [FORECASTER] BAC: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T08:01:02.067488] [INFO ] [CONFIGURE ] BAC: DISCARDED add_failed_moves (score: 70.00%)
[2025-11-25T08:01:02.067549] [INFO ] [CONFIGURE ] JOB ETA: 2.7h | Avg: 2.8s/test | Remaining: 3492 tests
[2025-11-25T08:01:02.067600] [INFO ] [CONFIGURE ] BAC: Testing feature 7/29: add_lag_shelf
[2025-11-25T08:01:02.067665] [INFO ] [CONFIGURE ] BAC: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals', 'add_lag_shelf']
[2025-11-25T08:01:02.343602] [DEBUG] [FORECASTER] BAC: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T08:01:02.649383] [DEBUG] [FORECASTER] BAC: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T08:01:02.958889] [DEBUG] [FORECASTER] BAC: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T08:01:03.267147] [DEBUG] [FORECASTER] BAC: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T08:01:03.569521] [DEBUG] [FORECASTER] BAC: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T08:01:03.868637] [DEBUG] [FORECASTER] BAC: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T08:01:04.180095] [DEBUG] [FORECASTER] BAC: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T08:01:04.482357] [DEBUG] [FORECASTER] BAC: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T08:01:04.774014] [DEBUG] [FORECASTER] BAC: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T08:01:05.064304] [DEBUG] [FORECASTER] BAC: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T08:01:05.064477] [INFO ] [CONFIGURE ] BAC: DISCARDED add_lag_shelf (score: 50.00%)
[2025-11-25T08:01:05.064538] [INFO ] [CONFIGURE ] JOB ETA: 2.7h | Avg: 2.8s/test | Remaining: 3491 tests
[2025-11-25T08:01:05.064587] [INFO ] [CONFIGURE ] BAC: Testing feature 8/29: add_macd
[2025-11-25T08:01:05.064634] [INFO ] [CONFIGURE ] BAC: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals', 'add_macd']
[2025-11-25T08:01:05.398505] [DEBUG] [FORECASTER] BAC: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T08:01:05.730801] [DEBUG] [FORECASTER] BAC: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T08:01:06.042583] [DEBUG] [FORECASTER] BAC: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T08:01:06.402972] [DEBUG] [FORECASTER] BAC: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T08:01:06.749816] [DEBUG] [FORECASTER] BAC: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T08:01:07.098349] [DEBUG] [FORECASTER] BAC: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T08:01:07.428740] [DEBUG] [FORECASTER] BAC: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T08:01:07.786543] [DEBUG] [FORECASTER] BAC: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T08:01:08.127688] [DEBUG] [FORECASTER] BAC: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T08:01:08.471404] [DEBUG] [FORECASTER] BAC: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T08:01:08.471607] [INFO ] [CONFIGURE ] BAC: DISCARDED add_macd (score: 60.00%)
[2025-11-25T08:01:08.471689] [INFO ] [CONFIGURE ] JOB ETA: 2.7h | Avg: 2.8s/test | Remaining: 3490 tests
[2025-11-25T08:01:08.471744] [INFO ] [CONFIGURE ] BAC: Testing feature 9/29: add_mfi
[2025-11-25T08:01:08.471791] [INFO ] [CONFIGURE ] BAC: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals', 'add_mfi']
[2025-11-25T08:01:08.781369] [DEBUG] [FORECASTER] BAC: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T08:01:09.119683] [DEBUG] [FORECASTER] BAC: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T08:01:09.487734] [DEBUG] [FORECASTER] BAC: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T08:01:09.926589] [DEBUG] [FORECASTER] BAC: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T08:01:10.323200] [DEBUG] [FORECASTER] BAC: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T08:01:10.624004] [DEBUG] [FORECASTER] BAC: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T08:01:10.984037] [DEBUG] [FORECASTER] BAC: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T08:01:11.304286] [DEBUG] [FORECASTER] BAC: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T08:01:11.627830] [DEBUG] [FORECASTER] BAC: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T08:01:11.938519] [DEBUG] [FORECASTER] BAC: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T08:01:11.938750] [INFO ] [CONFIGURE ] BAC: DISCARDED add_mfi (score: 50.00%)
[2025-11-25T08:01:11.938812] [INFO ] [CONFIGURE ] JOB ETA: 2.7h | Avg: 2.8s/test | Remaining: 3489 tests
[2025-11-25T08:01:11.938860] [INFO ] [CONFIGURE ] BAC: Testing feature 10/29: add_momentum_acceleration
[2025-11-25T08:01:11.938904] [INFO ] [CONFIGURE ] BAC: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals', 'add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-11-25T08:01:12.323304] [DEBUG] [FORECASTER] BAC: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T08:01:12.741615] [DEBUG] [FORECASTER] BAC: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T08:01:13.149711] [DEBUG] [FORECASTER] BAC: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T08:01:13.549928] [DEBUG] [FORECASTER] BAC: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T08:01:13.945152] [DEBUG] [FORECASTER] BAC: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T08:01:14.357890] [DEBUG] [FORECASTER] BAC: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T08:01:14.750635] [DEBUG] [FORECASTER] BAC: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T08:01:15.146726] [DEBUG] [FORECASTER] BAC: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T08:01:15.553146] [DEBUG] [FORECASTER] BAC: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T08:01:15.952577] [DEBUG] [FORECASTER] BAC: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T08:01:15.952802] [INFO ] [CONFIGURE ] BAC: DISCARDED add_momentum_acceleration (score: 60.00%)
[2025-11-25T08:01:15.952866] [INFO ] [CONFIGURE ] JOB ETA: 2.7h | Avg: 2.8s/test | Remaining: 3488 tests
[2025-11-25T08:01:15.952917] [INFO ] [CONFIGURE ] BAC: Testing feature 11/29: add_obv_daily
[2025-11-25T08:01:15.952970] [INFO ] [CONFIGURE ] BAC: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals', 'add_obv_daily']
[2025-11-25T08:01:16.281658] [DEBUG] [FORECASTER] BAC: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T08:01:16.604730] [DEBUG] [FORECASTER] BAC: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T08:01:16.895545] [DEBUG] [FORECASTER] BAC: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T08:01:17.182497] [DEBUG] [FORECASTER] BAC: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T08:01:17.469309] [DEBUG] [FORECASTER] BAC: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T08:01:17.757080] [DEBUG] [FORECASTER] BAC: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T08:01:18.047245] [DEBUG] [FORECASTER] BAC: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T08:01:18.350834] [DEBUG] [FORECASTER] BAC: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T08:01:18.631168] [DEBUG] [FORECASTER] BAC: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T08:01:18.914729] [DEBUG] [FORECASTER] BAC: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T08:01:18.914937] [INFO ] [CONFIGURE ] BAC: DISCARDED add_obv_daily (score: 60.00%)
[2025-11-25T08:01:18.914996] [INFO ] [CONFIGURE ] JOB ETA: 2.7h | Avg: 2.8s/test | Remaining: 3487 tests
[2025-11-25T08:01:18.915044] [INFO ] [CONFIGURE ] BAC: Testing feature 12/29: add_obv_interval
[2025-11-25T08:01:18.915087] [INFO ] [CONFIGURE ] BAC: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals', 'add_obv_interval']
[2025-11-25T08:01:19.188934] [DEBUG] [FORECASTER] BAC: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T08:01:19.469009] [DEBUG] [FORECASTER] BAC: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T08:01:19.756908] [DEBUG] [FORECASTER] BAC: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T08:01:20.043189] [DEBUG] [FORECASTER] BAC: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T08:01:20.322803] [DEBUG] [FORECASTER] BAC: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T08:01:20.604225] [DEBUG] [FORECASTER] BAC: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T08:01:20.882268] [DEBUG] [FORECASTER] BAC: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T08:01:21.164321] [DEBUG] [FORECASTER] BAC: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T08:01:21.459246] [DEBUG] [FORECASTER] BAC: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T08:01:21.752580] [DEBUG] [FORECASTER] BAC: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T08:01:21.752804] [INFO ] [CONFIGURE ] BAC: DISCARDED add_obv_interval (score: 70.00%)
[2025-11-25T08:01:21.752864] [INFO ] [CONFIGURE ] JOB ETA: 2.7h | Avg: 2.8s/test | Remaining: 3486 tests
[2025-11-25T08:01:21.752912] [INFO ] [CONFIGURE ] BAC: Testing feature 13/29: add_opening_strength
[2025-11-25T08:01:21.752957] [INFO ] [CONFIGURE ] BAC: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals', 'add_daily_returns', 'add_opening_strength']
[2025-11-25T08:01:22.056300] [DEBUG] [FORECASTER] BAC: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T08:01:22.360292] [DEBUG] [FORECASTER] BAC: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T08:01:22.664428] [DEBUG] [FORECASTER] BAC: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T08:01:22.966151] [DEBUG] [FORECASTER] BAC: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T08:01:23.276249] [DEBUG] [FORECASTER] BAC: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T08:01:23.581485] [DEBUG] [FORECASTER] BAC: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T08:01:23.896886] [DEBUG] [FORECASTER] BAC: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T08:01:24.222844] [DEBUG] [FORECASTER] BAC: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T08:01:24.530256] [DEBUG] [FORECASTER] BAC: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T08:01:24.836959] [DEBUG] [FORECASTER] BAC: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T08:01:24.837168] [INFO ] [CONFIGURE ] BAC: DISCARDED add_opening_strength (score: 50.00%)
[2025-11-25T08:01:24.837226] [INFO ] [CONFIGURE ] JOB ETA: 2.7h | Avg: 2.8s/test | Remaining: 3485 tests
[2025-11-25T08:01:24.837274] [INFO ] [CONFIGURE ] BAC: Testing feature 14/29: add_order_flow_imbalance
[2025-11-25T08:01:24.837319] [INFO ] [CONFIGURE ] BAC: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals', 'add_order_flow_imbalance']
[2025-11-25T08:01:25.115885] [DEBUG] [FORECASTER] BAC: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T08:01:25.395190] [DEBUG] [FORECASTER] BAC: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T08:01:25.684422] [DEBUG] [FORECASTER] BAC: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T08:01:25.966275] [DEBUG] [FORECASTER] BAC: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T08:01:26.253802] [DEBUG] [FORECASTER] BAC: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T08:01:26.537117] [DEBUG] [FORECASTER] BAC: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T08:01:26.820586] [DEBUG] [FORECASTER] BAC: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T08:01:27.108115] [DEBUG] [FORECASTER] BAC: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T08:01:27.402451] [DEBUG] [FORECASTER] BAC: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T08:01:27.693733] [DEBUG] [FORECASTER] BAC: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T08:01:27.693943] [INFO ] [CONFIGURE ] BAC: DISCARDED add_order_flow_imbalance (score: 50.00%)
[2025-11-25T08:01:27.694015] [INFO ] [CONFIGURE ] JOB ETA: 2.7h | Avg: 2.8s/test | Remaining: 3484 tests
[2025-11-25T08:01:27.694073] [INFO ] [CONFIGURE ] BAC: Testing feature 15/29: add_pbf_morning_momentum
[2025-11-25T08:01:27.694120] [INFO ] [CONFIGURE ] BAC: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals', 'add_pbf_morning_momentum']
[2025-11-25T08:01:27.990982] [DEBUG] [FORECASTER] BAC: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T08:01:28.263677] [DEBUG] [FORECASTER] BAC: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T08:01:28.538562] [DEBUG] [FORECASTER] BAC: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T08:01:28.813285] [DEBUG] [FORECASTER] BAC: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T08:01:29.090913] [DEBUG] [FORECASTER] BAC: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T08:01:29.370923] [DEBUG] [FORECASTER] BAC: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T08:01:29.650987] [DEBUG] [FORECASTER] BAC: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T08:01:29.931502] [DEBUG] [FORECASTER] BAC: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T08:01:30.207480] [DEBUG] [FORECASTER] BAC: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T08:01:30.487322] [DEBUG] [FORECASTER] BAC: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T08:01:30.487500] [INFO ] [CONFIGURE ] BAC: DISCARDED add_pbf_morning_momentum (score: 50.00%)
[2025-11-25T08:01:30.487557] [INFO ] [CONFIGURE ] JOB ETA: 2.7h | Avg: 2.8s/test | Remaining: 3483 tests
[2025-11-25T08:01:30.487606] [INFO ] [CONFIGURE ] BAC: Testing feature 16/29: add_pbf_overnight_gap
[2025-11-25T08:01:30.487668] [INFO ] [CONFIGURE ] BAC: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals', 'add_pbf_overnight_gap']
[2025-11-25T08:01:30.794413] [DEBUG] [FORECASTER] BAC: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T08:01:31.110162] [DEBUG] [FORECASTER] BAC: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T08:01:31.443888] [DEBUG] [FORECASTER] BAC: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T08:01:31.763305] [DEBUG] [FORECASTER] BAC: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T08:01:32.053141] [DEBUG] [FORECASTER] BAC: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T08:01:32.337564] [DEBUG] [FORECASTER] BAC: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T08:01:32.631755] [DEBUG] [FORECASTER] BAC: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T08:01:32.938943] [DEBUG] [FORECASTER] BAC: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T08:01:33.246123] [DEBUG] [FORECASTER] BAC: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T08:01:33.578330] [DEBUG] [FORECASTER] BAC: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T08:01:33.578552] [INFO ] [CONFIGURE ] BAC: DISCARDED add_pbf_overnight_gap (score: 60.00%)
[2025-11-25T08:01:33.578612] [INFO ] [CONFIGURE ] JOB ETA: 2.7h | Avg: 2.8s/test | Remaining: 3482 tests
[2025-11-25T08:01:33.578683] [INFO ] [CONFIGURE ] BAC: Testing feature 17/29: add_pbf_return_2d
[2025-11-25T08:01:33.578730] [INFO ] [CONFIGURE ] BAC: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals', 'add_pbf_return_2d']
[2025-11-25T08:01:33.882349] [DEBUG] [FORECASTER] BAC: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T08:01:34.190102] [DEBUG] [FORECASTER] BAC: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T08:01:34.503952] [DEBUG] [FORECASTER] BAC: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T08:01:34.805441] [DEBUG] [FORECASTER] BAC: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T08:01:35.113935] [DEBUG] [FORECASTER] BAC: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T08:01:35.422629] [DEBUG] [FORECASTER] BAC: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T08:01:35.746904] [DEBUG] [FORECASTER] BAC: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T08:01:36.063766] [DEBUG] [FORECASTER] BAC: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T08:01:36.387433] [DEBUG] [FORECASTER] BAC: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T08:01:36.733430] [DEBUG] [FORECASTER] BAC: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T08:01:36.733629] [INFO ] [CONFIGURE ] BAC: DISCARDED add_pbf_return_2d (score: 40.00%)
[2025-11-25T08:01:36.733713] [INFO ] [CONFIGURE ] JOB ETA: 2.7h | Avg: 2.8s/test | Remaining: 3481 tests
[2025-11-25T08:01:36.733765] [INFO ] [CONFIGURE ] BAC: Testing feature 18/29: add_pbf_volatility_5d
[2025-11-25T08:01:36.733814] [INFO ] [CONFIGURE ] BAC: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals', 'add_pbf_volatility_5d']
[2025-11-25T08:01:37.046920] [DEBUG] [FORECASTER] BAC: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T08:01:37.355898] [DEBUG] [FORECASTER] BAC: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T08:01:37.664200] [DEBUG] [FORECASTER] BAC: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T08:01:37.976394] [DEBUG] [FORECASTER] BAC: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T08:01:38.290078] [DEBUG] [FORECASTER] BAC: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T08:01:38.575522] [DEBUG] [FORECASTER] BAC: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T08:01:38.877674] [DEBUG] [FORECASTER] BAC: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T08:01:39.176148] [DEBUG] [FORECASTER] BAC: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T08:01:39.478499] [DEBUG] [FORECASTER] BAC: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T08:01:39.748061] [DEBUG] [FORECASTER] BAC: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T08:01:39.748283] [INFO ] [CONFIGURE ] BAC: DISCARDED add_pbf_volatility_5d (score: 50.00%)
[2025-11-25T08:01:39.748343] [INFO ] [CONFIGURE ] JOB ETA: 2.7h | Avg: 2.8s/test | Remaining: 3480 tests
[2025-11-25T08:01:39.748390] [INFO ] [CONFIGURE ] BAC: Testing feature 19/29: add_pbf_vs_sma_5
[2025-11-25T08:01:39.748432] [INFO ] [CONFIGURE ] BAC: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals', 'add_pbf_vs_sma_5']
[2025-11-25T08:01:40.044218] [DEBUG] [FORECASTER] BAC: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T08:01:40.349607] [DEBUG] [FORECASTER] BAC: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T08:01:40.639349] [DEBUG] [FORECASTER] BAC: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T08:01:40.964138] [DEBUG] [FORECASTER] BAC: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T08:01:41.263890] [DEBUG] [FORECASTER] BAC: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T08:01:41.557237] [DEBUG] [FORECASTER] BAC: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T08:01:41.860008] [DEBUG] [FORECASTER] BAC: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T08:01:42.163240] [DEBUG] [FORECASTER] BAC: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T08:01:42.457821] [DEBUG] [FORECASTER] BAC: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T08:01:42.751227] [DEBUG] [FORECASTER] BAC: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T08:01:42.751430] [INFO ] [CONFIGURE ] BAC: DISCARDED add_pbf_vs_sma_5 (score: 70.00%)
[2025-11-25T08:01:42.751496] [INFO ] [CONFIGURE ] JOB ETA: 2.7h | Avg: 2.8s/test | Remaining: 3479 tests
[2025-11-25T08:01:42.751545] [INFO ] [CONFIGURE ] BAC: Testing feature 20/29: add_price_rejection
[2025-11-25T08:01:42.751588] [INFO ] [CONFIGURE ] BAC: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals', 'add_price_rejection']
[2025-11-25T08:01:43.055844] [DEBUG] [FORECASTER] BAC: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T08:01:43.372914] [DEBUG] [FORECASTER] BAC: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T08:01:43.676693] [DEBUG] [FORECASTER] BAC: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T08:01:43.981057] [DEBUG] [FORECASTER] BAC: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T08:01:44.291294] [DEBUG] [FORECASTER] BAC: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T08:01:44.606276] [DEBUG] [FORECASTER] BAC: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T08:01:44.921735] [DEBUG] [FORECASTER] BAC: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T08:01:45.236766] [DEBUG] [FORECASTER] BAC: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T08:01:45.558957] [DEBUG] [FORECASTER] BAC: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T08:01:45.869466] [DEBUG] [FORECASTER] BAC: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T08:01:45.869669] [INFO ] [CONFIGURE ] BAC: DISCARDED add_price_rejection (score: 60.00%)
[2025-11-25T08:01:45.869730] [INFO ] [CONFIGURE ] JOB ETA: 2.7h | Avg: 2.8s/test | Remaining: 3478 tests
[2025-11-25T08:01:45.869778] [INFO ] [CONFIGURE ] BAC: Testing feature 21/29: add_range_position
[2025-11-25T08:01:45.869823] [INFO ] [CONFIGURE ] BAC: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals', 'add_range_position']
[2025-11-25T08:01:46.211319] [DEBUG] [FORECASTER] BAC: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T08:01:46.554375] [DEBUG] [FORECASTER] BAC: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T08:01:46.878863] [DEBUG] [FORECASTER] BAC: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T08:01:47.200384] [DEBUG] [FORECASTER] BAC: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T08:01:47.539561] [DEBUG] [FORECASTER] BAC: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T08:01:47.886428] [DEBUG] [FORECASTER] BAC: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T08:01:48.222494] [DEBUG] [FORECASTER] BAC: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T08:01:48.552094] [DEBUG] [FORECASTER] BAC: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T08:01:48.881719] [DEBUG] [FORECASTER] BAC: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T08:01:49.224946] [DEBUG] [FORECASTER] BAC: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T08:01:49.225150] [INFO ] [CONFIGURE ] BAC: DISCARDED add_range_position (score: 60.00%)
[2025-11-25T08:01:49.225209] [INFO ] [CONFIGURE ] JOB ETA: 2.7h | Avg: 2.8s/test | Remaining: 3477 tests
[2025-11-25T08:01:49.225257] [INFO ] [CONFIGURE ] BAC: Testing feature 22/29: add_realized_volatility
[2025-11-25T08:01:49.225301] [INFO ] [CONFIGURE ] BAC: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals', 'add_realized_volatility']
[2025-11-25T08:01:49.620571] [DEBUG] [FORECASTER] BAC: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T08:01:50.018277] [DEBUG] [FORECASTER] BAC: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T08:01:50.436989] [DEBUG] [FORECASTER] BAC: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T08:01:50.842519] [DEBUG] [FORECASTER] BAC: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T08:01:51.263491] [DEBUG] [FORECASTER] BAC: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T08:01:51.672498] [DEBUG] [FORECASTER] BAC: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T08:01:52.108668] [DEBUG] [FORECASTER] BAC: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T08:01:52.540303] [DEBUG] [FORECASTER] BAC: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T08:01:52.966276] [DEBUG] [FORECASTER] BAC: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T08:01:53.397583] [DEBUG] [FORECASTER] BAC: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T08:01:53.397794] [INFO ] [CONFIGURE ] BAC: DISCARDED add_realized_volatility (score: 70.00%)
[2025-11-25T08:01:53.397854] [INFO ] [CONFIGURE ] JOB ETA: 2.7h | Avg: 2.8s/test | Remaining: 3476 tests
[2025-11-25T08:01:53.397904] [INFO ] [CONFIGURE ] BAC: Testing feature 23/29: add_recent_range_context
[2025-11-25T08:01:53.397949] [INFO ] [CONFIGURE ] BAC: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals', 'add_recent_range_context']
[2025-11-25T08:01:53.724747] [DEBUG] [FORECASTER] BAC: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T08:01:54.047860] [DEBUG] [FORECASTER] BAC: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T08:01:54.373821] [DEBUG] [FORECASTER] BAC: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T08:01:54.705932] [DEBUG] [FORECASTER] BAC: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T08:01:55.041170] [DEBUG] [FORECASTER] BAC: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T08:01:55.372722] [DEBUG] [FORECASTER] BAC: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T08:01:55.716313] [DEBUG] [FORECASTER] BAC: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T08:01:56.052251] [DEBUG] [FORECASTER] BAC: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T08:01:56.383430] [DEBUG] [FORECASTER] BAC: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T08:01:56.670922] [DEBUG] [FORECASTER] BAC: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T08:01:56.671175] [INFO ] [CONFIGURE ] BAC: DISCARDED add_recent_range_context (score: 70.00%)
[2025-11-25T08:01:56.671271] [INFO ] [CONFIGURE ] JOB ETA: 2.7h | Avg: 2.8s/test | Remaining: 3475 tests
[2025-11-25T08:01:56.671324] [INFO ] [CONFIGURE ] BAC: Testing feature 24/29: add_rsi
[2025-11-25T08:01:56.671369] [INFO ] [CONFIGURE ] BAC: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals', 'add_ema', 'add_rsi']
[2025-11-25T08:01:57.005724] [DEBUG] [FORECASTER] BAC: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T08:01:57.351173] [DEBUG] [FORECASTER] BAC: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T08:01:57.690004] [DEBUG] [FORECASTER] BAC: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T08:01:58.044671] [DEBUG] [FORECASTER] BAC: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T08:01:58.409971] [DEBUG] [FORECASTER] BAC: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T08:01:58.753575] [DEBUG] [FORECASTER] BAC: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T08:01:59.093067] [DEBUG] [FORECASTER] BAC: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T08:01:59.446883] [DEBUG] [FORECASTER] BAC: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T08:01:59.774781] [DEBUG] [FORECASTER] BAC: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T08:02:00.139179] [DEBUG] [FORECASTER] BAC: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T08:02:00.139374] [INFO ] [CONFIGURE ] BAC: DISCARDED add_rsi (score: 60.00%)
[2025-11-25T08:02:00.139436] [INFO ] [CONFIGURE ] JOB ETA: 2.7h | Avg: 2.8s/test | Remaining: 3474 tests
[2025-11-25T08:02:00.139487] [INFO ] [CONFIGURE ] BAC: Testing feature 25/29: add_tick_distribution
[2025-11-25T08:02:00.139536] [INFO ] [CONFIGURE ] BAC: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals', 'add_tick_distribution']
[2025-11-25T08:02:00.456770] [DEBUG] [FORECASTER] BAC: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T08:02:00.781061] [DEBUG] [FORECASTER] BAC: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T08:02:01.955327] [DEBUG] [FORECASTER] BAC: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T08:02:02.552257] [DEBUG] [FORECASTER] BAC: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T08:02:02.816632] [DEBUG] [FORECASTER] BAC: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T08:02:03.082732] [DEBUG] [FORECASTER] BAC: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T08:02:03.349160] [DEBUG] [FORECASTER] BAC: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T08:02:03.609191] [DEBUG] [FORECASTER] BAC: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T08:02:03.853496] [DEBUG] [FORECASTER] BAC: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T08:02:04.111581] [DEBUG] [FORECASTER] BAC: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T08:02:04.111773] [INFO ] [CONFIGURE ] BAC: DISCARDED add_tick_distribution (score: 60.00%)
[2025-11-25T08:02:04.111834] [INFO ] [CONFIGURE ] JOB ETA: 2.7h | Avg: 2.8s/test | Remaining: 3473 tests
[2025-11-25T08:02:04.111882] [INFO ] [CONFIGURE ] BAC: Testing feature 26/29: add_volume_momentum_confirmation
[2025-11-25T08:02:04.111927] [INFO ] [CONFIGURE ] BAC: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals', 'add_volume_momentum_confirmation']
[2025-11-25T08:02:04.369111] [DEBUG] [FORECASTER] BAC: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T08:02:04.631317] [DEBUG] [FORECASTER] BAC: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T08:02:04.888416] [DEBUG] [FORECASTER] BAC: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T08:02:05.158767] [DEBUG] [FORECASTER] BAC: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T08:02:05.438046] [DEBUG] [FORECASTER] BAC: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T08:02:05.709783] [DEBUG] [FORECASTER] BAC: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T08:02:05.979748] [DEBUG] [FORECASTER] BAC: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T08:02:06.272301] [DEBUG] [FORECASTER] BAC: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T08:02:06.556131] [DEBUG] [FORECASTER] BAC: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T08:02:06.825676] [DEBUG] [FORECASTER] BAC: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T08:02:06.825870] [INFO ] [CONFIGURE ] BAC: DISCARDED add_volume_momentum_confirmation (score: 60.00%)
[2025-11-25T08:02:06.825951] [INFO ] [CONFIGURE ] JOB ETA: 2.7h | Avg: 2.8s/test | Remaining: 3472 tests
[2025-11-25T08:02:06.826004] [INFO ] [CONFIGURE ] BAC: Testing feature 27/29: add_volume_price_divergence
[2025-11-25T08:02:06.826052] [INFO ] [CONFIGURE ] BAC: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals', 'add_volume_price_divergence']
[2025-11-25T08:02:07.128515] [DEBUG] [FORECASTER] BAC: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T08:02:07.434482] [DEBUG] [FORECASTER] BAC: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T08:02:07.734156] [DEBUG] [FORECASTER] BAC: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T08:02:08.032021] [DEBUG] [FORECASTER] BAC: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T08:02:08.333811] [DEBUG] [FORECASTER] BAC: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T08:02:08.637666] [DEBUG] [FORECASTER] BAC: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T08:02:08.954061] [DEBUG] [FORECASTER] BAC: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T08:02:09.279127] [DEBUG] [FORECASTER] BAC: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T08:02:09.601431] [DEBUG] [FORECASTER] BAC: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T08:02:09.928452] [DEBUG] [FORECASTER] BAC: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T08:02:09.928694] [INFO ] [CONFIGURE ] BAC: DISCARDED add_volume_price_divergence (score: 50.00%)
[2025-11-25T08:02:09.928758] [INFO ] [CONFIGURE ] JOB ETA: 2.7h | Avg: 2.8s/test | Remaining: 3471 tests
[2025-11-25T08:02:09.928808] [INFO ] [CONFIGURE ] BAC: Testing feature 28/29: add_volume_profile
[2025-11-25T08:02:09.928854] [INFO ] [CONFIGURE ] BAC: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals', 'add_volume_profile']
[2025-11-25T08:02:10.233203] [DEBUG] [FORECASTER] BAC: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T08:02:10.544382] [DEBUG] [FORECASTER] BAC: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T08:02:10.830831] [DEBUG] [FORECASTER] BAC: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T08:02:11.140761] [DEBUG] [FORECASTER] BAC: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T08:02:11.431807] [DEBUG] [FORECASTER] BAC: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T08:02:11.721055] [DEBUG] [FORECASTER] BAC: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T08:02:12.006904] [DEBUG] [FORECASTER] BAC: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T08:02:12.292536] [DEBUG] [FORECASTER] BAC: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T08:02:12.584587] [DEBUG] [FORECASTER] BAC: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T08:02:12.873331] [DEBUG] [FORECASTER] BAC: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T08:02:12.873559] [INFO ] [CONFIGURE ] BAC: DISCARDED add_volume_profile (score: 60.00%)
[2025-11-25T08:02:12.873621] [INFO ] [CONFIGURE ] JOB ETA: 2.7h | Avg: 2.8s/test | Remaining: 3470 tests
[2025-11-25T08:02:12.873721] [INFO ] [CONFIGURE ] BAC: ===== FEATURE SELECTION COMPLETE =====
[2025-11-25T08:02:12.873772] [INFO ] [CONFIGURE ] BAC: Best accuracy: 70.00%
[2025-11-25T08:02:12.873816] [INFO ] [CONFIGURE ] BAC: Best feature set (3 features): ['add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals']
[2025-11-25T08:02:12.873858] [INFO ] [CONFIGURE ] BAC: Improvement over baseline: 20.00%
[2025-11-25T08:02:12.873899] [INFO ] [CONFIGURE ] BAC: Total time: 1.4 minutes
[2025-11-25T08:02:12.873939] [INFO ] [CONFIGURE ] BAC: Average time per feature: 3.1 seconds
[2025-11-25T08:02:12.873987] [INFO ] [CONFIGURE ] BAC: Average speed: 0.34 features/sec
[2025-11-25T08:02:12.874354] [INFO ] [LOCAL     ] Saved configuration for BAC: 3 features, 70.00% accuracy -> ./output/feature-sets/BAC.json
[2025-11-25T08:02:12.874414] [INFO ] [CONFIGURE ] BAC: Configuration saved successfully: 3 features, 70.00% accuracy.
[2025-11-25T08:02:12.874466] [INFO ] [sig       ] [45/164] Successfully configured BAC | 0.01 sym/s | Total: 1.0h | ETA: 2.7h
[2025-11-25T08:02:12.874511] [INFO ] [sig       ] [46/164] Configuring BAK...
[2025-11-25T08:02:12.874552] [INFO ] [CONFIGURE ] BAK: Configurate test run.
[2025-11-25T08:02:12.874594] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BAK' from 'https://tdm.silogroup.org/data/derivative_storage/BAK.csv'.
[2025-11-25T08:02:12.886922] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'BAK'.
[2025-11-25T08:02:12.887305] [INFO ] [CONFIGURE ] BAK: Testing with 29 available features
[2025-11-25T08:02:12.887367] [INFO ] [CONFIGURE ] BAK: Establishing baseline with no features...
[2025-11-25T08:02:13.056949] [DEBUG] [FORECASTER] BAK: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T08:02:13.238358] [DEBUG] [FORECASTER] BAK: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0
[2025-11-25T08:02:13.416840] [DEBUG] [FORECASTER] BAK: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T08:02:13.589299] [DEBUG] [FORECASTER] BAK: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-25T08:02:13.759829] [DEBUG] [FORECASTER] BAK: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T08:02:13.941814] [DEBUG] [FORECASTER] BAK: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T08:02:14.118054] [DEBUG] [FORECASTER] BAK: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T08:02:14.298979] [DEBUG] [FORECASTER] BAK: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-25T08:02:14.474739] [DEBUG] [FORECASTER] BAK: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T08:02:14.648525] [DEBUG] [FORECASTER] BAK: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T08:02:14.648697] [INFO ] [CONFIGURE ] BAK: Baseline score (no features): 50.00%
[2025-11-25T08:02:14.648806] [INFO ] [CONFIGURE ] BAK: Testing feature 1/29: add_bollinger_bands
[2025-11-25T08:02:14.648858] [INFO ] [CONFIGURE ] BAK: Testing with features: ['add_bollinger_bands']
[2025-11-25T08:02:14.853443] [DEBUG] [FORECASTER] BAK: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T08:02:15.065827] [DEBUG] [FORECASTER] BAK: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0
[2025-11-25T08:02:15.266667] [DEBUG] [FORECASTER] BAK: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T08:02:15.491625] [DEBUG] [FORECASTER] BAK: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1
[2025-11-25T08:02:15.700509] [DEBUG] [FORECASTER] BAK: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T08:02:15.907119] [DEBUG] [FORECASTER] BAK: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T08:02:16.118743] [DEBUG] [FORECASTER] BAK: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T08:02:16.327421] [DEBUG] [FORECASTER] BAK: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T08:02:16.546601] [DEBUG] [FORECASTER] BAK: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T08:02:16.759400] [DEBUG] [FORECASTER] BAK: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T08:02:16.759782] [INFO ] [CONFIGURE ] BAK: DISCARDED add_bollinger_bands (score: 50.00%)
[2025-11-25T08:02:16.759906] [INFO ] [CONFIGURE ] JOB ETA: 2.7h | Avg: 2.8s/test | Remaining: 3469 tests
[2025-11-25T08:02:16.760016] [INFO ] [CONFIGURE ] BAK: Testing feature 2/29: add_cumulative_delta
[2025-11-25T08:02:16.760123] [INFO ] [CONFIGURE ] BAK: Testing with features: ['add_cumulative_delta']
[2025-11-25T08:02:16.969467] [DEBUG] [FORECASTER] BAK: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T08:02:17.177038] [DEBUG] [FORECASTER] BAK: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T08:02:17.390435] [DEBUG] [FORECASTER] BAK: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T08:02:17.620363] [DEBUG] [FORECASTER] BAK: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-25T08:02:17.855246] [DEBUG] [FORECASTER] BAK: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T08:02:18.087442] [DEBUG] [FORECASTER] BAK: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T08:02:18.319548] [DEBUG] [FORECASTER] BAK: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T08:02:18.549322] [DEBUG] [FORECASTER] BAK: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T08:02:18.783042] [DEBUG] [FORECASTER] BAK: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T08:02:19.018701] [DEBUG] [FORECASTER] BAK: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T08:02:19.019036] [INFO ] [CONFIGURE ] BAK: KEPT add_cumulative_delta (score: 60.00%)
[2025-11-25T08:02:19.019179] [INFO ] [CONFIGURE ] JOB ETA: 2.7h | Avg: 2.8s/test | Remaining: 3468 tests
[2025-11-25T08:02:19.019296] [INFO ] [CONFIGURE ] BAK: Testing feature 3/29: add_daily_returns
[2025-11-25T08:02:19.019399] [INFO ] [CONFIGURE ] BAK: Testing with features: ['add_cumulative_delta', 'add_daily_returns']
[2025-11-25T08:02:19.262961] [DEBUG] [FORECASTER] BAK: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T08:02:19.509898] [DEBUG] [FORECASTER] BAK: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T08:02:19.763461] [DEBUG] [FORECASTER] BAK: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T08:02:20.020632] [DEBUG] [FORECASTER] BAK: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-25T08:02:20.280111] [DEBUG] [FORECASTER] BAK: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T08:02:20.531157] [DEBUG] [FORECASTER] BAK: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T08:02:20.777151] [DEBUG] [FORECASTER] BAK: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T08:02:21.011336] [DEBUG] [FORECASTER] BAK: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T08:02:21.263397] [DEBUG] [FORECASTER] BAK: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T08:02:21.504214] [DEBUG] [FORECASTER] BAK: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T08:02:21.504380] [INFO ] [CONFIGURE ] BAK: DISCARDED add_daily_returns (score: 60.00%)
[2025-11-25T08:02:21.504429] [INFO ] [CONFIGURE ] JOB ETA: 2.7h | Avg: 2.8s/test | Remaining: 3467 tests
[2025-11-25T08:02:21.504467] [INFO ] [CONFIGURE ] BAK: Testing feature 4/29: add_ema
[2025-11-25T08:02:21.504502] [INFO ] [CONFIGURE ] BAK: Testing with features: ['add_cumulative_delta', 'add_ema']
[2025-11-25T08:02:21.787794] [DEBUG] [FORECASTER] BAK: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T08:02:22.070157] [DEBUG] [FORECASTER] BAK: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T08:02:22.353433] [DEBUG] [FORECASTER] BAK: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T08:02:22.641249] [DEBUG] [FORECASTER] BAK: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-25T08:02:22.924964] [DEBUG] [FORECASTER] BAK: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T08:02:23.219247] [DEBUG] [FORECASTER] BAK: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T08:02:23.507286] [DEBUG] [FORECASTER] BAK: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T08:02:23.793195] [DEBUG] [FORECASTER] BAK: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T08:02:24.082280] [DEBUG] [FORECASTER] BAK: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T08:02:24.370825] [DEBUG] [FORECASTER] BAK: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T08:02:24.371035] [INFO ] [CONFIGURE ] BAK: KEPT add_ema (score: 70.00%)
[2025-11-25T08:02:24.371098] [INFO ] [CONFIGURE ] JOB ETA: 2.7h | Avg: 2.8s/test | Remaining: 3466 tests
[2025-11-25T08:02:24.371149] [INFO ] [CONFIGURE ] BAK: Testing feature 5/29: add_exhaustion_signals
[2025-11-25T08:02:24.371202] [INFO ] [CONFIGURE ] BAK: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_vwap', 'add_exhaustion_signals']
[2025-11-25T08:02:24.705979] [DEBUG] [FORECASTER] BAK: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T08:02:25.036052] [DEBUG] [FORECASTER] BAK: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0
[2025-11-25T08:02:25.366617] [DEBUG] [FORECASTER] BAK: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T08:02:25.699521] [DEBUG] [FORECASTER] BAK: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1
[2025-11-25T08:02:26.023377] [DEBUG] [FORECASTER] BAK: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T08:02:26.375666] [DEBUG] [FORECASTER] BAK: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T08:02:26.710679] [DEBUG] [FORECASTER] BAK: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T08:02:27.034177] [DEBUG] [FORECASTER] BAK: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T08:02:27.367536] [DEBUG] [FORECASTER] BAK: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T08:02:27.692243] [DEBUG] [FORECASTER] BAK: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T08:02:27.692456] [INFO ] [CONFIGURE ] BAK: DISCARDED add_exhaustion_signals (score: 50.00%)
[2025-11-25T08:02:27.692515] [INFO ] [CONFIGURE ] JOB ETA: 2.7h | Avg: 2.8s/test | Remaining: 3465 tests
[2025-11-25T08:02:27.692563] [INFO ] [CONFIGURE ] BAK: Testing feature 6/29: add_failed_moves
[2025-11-25T08:02:27.692608] [INFO ] [CONFIGURE ] BAK: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_failed_moves']
[2025-11-25T08:02:27.976917] [DEBUG] [FORECASTER] BAK: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T08:02:28.266741] [DEBUG] [FORECASTER] BAK: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T08:02:28.549159] [DEBUG] [FORECASTER] BAK: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T08:02:28.837636] [DEBUG] [FORECASTER] BAK: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-25T08:02:29.122504] [DEBUG] [FORECASTER] BAK: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T08:02:29.404987] [DEBUG] [FORECASTER] BAK: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T08:02:29.693583] [DEBUG] [FORECASTER] BAK: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T08:02:29.980775] [DEBUG] [FORECASTER] BAK: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T08:02:30.275310] [DEBUG] [FORECASTER] BAK: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T08:02:30.570437] [DEBUG] [FORECASTER] BAK: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T08:02:30.570691] [INFO ] [CONFIGURE ] BAK: DISCARDED add_failed_moves (score: 70.00%)
[2025-11-25T08:02:30.570823] [INFO ] [CONFIGURE ] JOB ETA: 2.7h | Avg: 2.8s/test | Remaining: 3464 tests
[2025-11-25T08:02:30.570874] [INFO ] [CONFIGURE ] BAK: Testing feature 7/29: add_lag_shelf
[2025-11-25T08:02:30.570922] [INFO ] [CONFIGURE ] BAK: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_lag_shelf']
[2025-11-25T08:02:30.851155] [DEBUG] [FORECASTER] BAK: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T08:02:31.133319] [DEBUG] [FORECASTER] BAK: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T08:02:31.404237] [DEBUG] [FORECASTER] BAK: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T08:02:31.689068] [DEBUG] [FORECASTER] BAK: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-25T08:02:31.954163] [DEBUG] [FORECASTER] BAK: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T08:02:32.210167] [DEBUG] [FORECASTER] BAK: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T08:02:32.472037] [DEBUG] [FORECASTER] BAK: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T08:02:32.742387] [DEBUG] [FORECASTER] BAK: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T08:02:33.009957] [DEBUG] [FORECASTER] BAK: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T08:02:33.265401] [DEBUG] [FORECASTER] BAK: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T08:02:33.265570] [INFO ] [CONFIGURE ] BAK: DISCARDED add_lag_shelf (score: 70.00%)
[2025-11-25T08:02:33.265624] [INFO ] [CONFIGURE ] JOB ETA: 2.7h | Avg: 2.8s/test | Remaining: 3463 tests
[2025-11-25T08:02:33.265693] [INFO ] [CONFIGURE ] BAK: Testing feature 8/29: add_macd
[2025-11-25T08:02:33.265736] [INFO ] [CONFIGURE ] BAK: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_vwap', 'add_macd']
[2025-11-25T08:02:33.608153] [DEBUG] [FORECASTER] BAK: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T08:02:33.961015] [DEBUG] [FORECASTER] BAK: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0
[2025-11-25T08:02:34.302706] [DEBUG] [FORECASTER] BAK: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T08:02:34.646217] [DEBUG] [FORECASTER] BAK: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1
[2025-11-25T08:02:34.984997] [DEBUG] [FORECASTER] BAK: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T08:02:35.328103] [DEBUG] [FORECASTER] BAK: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T08:02:35.690430] [DEBUG] [FORECASTER] BAK: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T08:02:36.040851] [DEBUG] [FORECASTER] BAK: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T08:02:36.394748] [DEBUG] [FORECASTER] BAK: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T08:02:36.762213] [DEBUG] [FORECASTER] BAK: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T08:02:36.762420] [INFO ] [CONFIGURE ] BAK: DISCARDED add_macd (score: 40.00%)
[2025-11-25T08:02:36.762479] [INFO ] [CONFIGURE ] JOB ETA: 2.7h | Avg: 2.8s/test | Remaining: 3462 tests
[2025-11-25T08:02:36.762526] [INFO ] [CONFIGURE ] BAK: Testing feature 9/29: add_mfi
[2025-11-25T08:02:36.762565] [INFO ] [CONFIGURE ] BAK: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_mfi']
[2025-11-25T08:02:37.047756] [DEBUG] [FORECASTER] BAK: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T08:02:37.324090] [DEBUG] [FORECASTER] BAK: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0
[2025-11-25T08:02:37.603845] [DEBUG] [FORECASTER] BAK: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T08:02:37.889909] [DEBUG] [FORECASTER] BAK: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-25T08:02:38.161442] [DEBUG] [FORECASTER] BAK: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T08:02:38.439402] [DEBUG] [FORECASTER] BAK: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T08:02:38.730024] [DEBUG] [FORECASTER] BAK: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T08:02:39.021565] [DEBUG] [FORECASTER] BAK: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T08:02:39.304356] [DEBUG] [FORECASTER] BAK: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T08:02:39.586994] [DEBUG] [FORECASTER] BAK: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T08:02:39.587241] [INFO ] [CONFIGURE ] BAK: DISCARDED add_mfi (score: 60.00%)
[2025-11-25T08:02:39.587302] [INFO ] [CONFIGURE ] JOB ETA: 2.7h | Avg: 2.8s/test | Remaining: 3461 tests
[2025-11-25T08:02:39.587351] [INFO ] [CONFIGURE ] BAK: Testing feature 10/29: add_momentum_acceleration
[2025-11-25T08:02:39.587397] [INFO ] [CONFIGURE ] BAK: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-11-25T08:02:39.974603] [DEBUG] [FORECASTER] BAK: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T08:02:40.376482] [DEBUG] [FORECASTER] BAK: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T08:02:40.777419] [DEBUG] [FORECASTER] BAK: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T08:02:41.175372] [DEBUG] [FORECASTER] BAK: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-25T08:02:41.548486] [DEBUG] [FORECASTER] BAK: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T08:02:41.907315] [DEBUG] [FORECASTER] BAK: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T08:02:42.278090] [DEBUG] [FORECASTER] BAK: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T08:02:42.648861] [DEBUG] [FORECASTER] BAK: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T08:02:43.021142] [DEBUG] [FORECASTER] BAK: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T08:02:43.390538] [DEBUG] [FORECASTER] BAK: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T08:02:43.390804] [INFO ] [CONFIGURE ] BAK: DISCARDED add_momentum_acceleration (score: 60.00%)
[2025-11-25T08:02:43.390864] [INFO ] [CONFIGURE ] JOB ETA: 2.7h | Avg: 2.8s/test | Remaining: 3460 tests
[2025-11-25T08:02:43.390911] [INFO ] [CONFIGURE ] BAK: Testing feature 11/29: add_obv_daily
[2025-11-25T08:02:43.390957] [INFO ] [CONFIGURE ] BAK: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_obv_daily']
[2025-11-25T08:02:43.683236] [DEBUG] [FORECASTER] BAK: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T08:02:43.962320] [DEBUG] [FORECASTER] BAK: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T08:02:44.256949] [DEBUG] [FORECASTER] BAK: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T08:02:44.542686] [DEBUG] [FORECASTER] BAK: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-25T08:02:44.832432] [DEBUG] [FORECASTER] BAK: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T08:02:45.123100] [DEBUG] [FORECASTER] BAK: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T08:02:45.408908] [DEBUG] [FORECASTER] BAK: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T08:02:45.705746] [DEBUG] [FORECASTER] BAK: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T08:02:46.014920] [DEBUG] [FORECASTER] BAK: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T08:02:46.300149] [DEBUG] [FORECASTER] BAK: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T08:02:46.300349] [INFO ] [CONFIGURE ] BAK: DISCARDED add_obv_daily (score: 70.00%)
[2025-11-25T08:02:46.300409] [INFO ] [CONFIGURE ] JOB ETA: 2.7h | Avg: 2.8s/test | Remaining: 3459 tests
[2025-11-25T08:02:46.300457] [INFO ] [CONFIGURE ] BAK: Testing feature 12/29: add_obv_interval
[2025-11-25T08:02:46.300500] [INFO ] [CONFIGURE ] BAK: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_obv_interval']
[2025-11-25T08:02:46.595236] [DEBUG] [FORECASTER] BAK: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T08:02:46.875545] [DEBUG] [FORECASTER] BAK: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0
[2025-11-25T08:02:47.152400] [DEBUG] [FORECASTER] BAK: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T08:02:47.432596] [DEBUG] [FORECASTER] BAK: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1
[2025-11-25T08:02:47.718136] [DEBUG] [FORECASTER] BAK: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T08:02:47.998168] [DEBUG] [FORECASTER] BAK: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T08:02:48.280741] [DEBUG] [FORECASTER] BAK: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T08:02:48.572078] [DEBUG] [FORECASTER] BAK: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T08:02:48.883572] [DEBUG] [FORECASTER] BAK: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T08:02:49.216672] [DEBUG] [FORECASTER] BAK: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T08:02:49.216900] [INFO ] [CONFIGURE ] BAK: DISCARDED add_obv_interval (score: 30.00%)
[2025-11-25T08:02:49.216985] [INFO ] [CONFIGURE ] JOB ETA: 2.7h | Avg: 2.8s/test | Remaining: 3458 tests
[2025-11-25T08:02:49.217046] [INFO ] [CONFIGURE ] BAK: Testing feature 13/29: add_opening_strength
[2025-11-25T08:02:49.217136] [INFO ] [CONFIGURE ] BAK: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_daily_returns', 'add_opening_strength']
[2025-11-25T08:02:49.609631] [DEBUG] [FORECASTER] BAK: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T08:02:49.958277] [DEBUG] [FORECASTER] BAK: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0
[2025-11-25T08:02:50.270410] [DEBUG] [FORECASTER] BAK: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T08:02:50.563419] [DEBUG] [FORECASTER] BAK: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-25T08:02:50.870576] [DEBUG] [FORECASTER] BAK: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T08:02:51.180550] [DEBUG] [FORECASTER] BAK: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T08:02:51.514323] [DEBUG] [FORECASTER] BAK: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T08:02:51.846940] [DEBUG] [FORECASTER] BAK: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T08:02:52.154954] [DEBUG] [FORECASTER] BAK: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T08:02:52.465925] [DEBUG] [FORECASTER] BAK: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T08:02:52.466150] [INFO ] [CONFIGURE ] BAK: DISCARDED add_opening_strength (score: 60.00%)
[2025-11-25T08:02:52.466217] [INFO ] [CONFIGURE ] JOB ETA: 2.7h | Avg: 2.8s/test | Remaining: 3457 tests
[2025-11-25T08:02:52.466266] [INFO ] [CONFIGURE ] BAK: Testing feature 14/29: add_order_flow_imbalance
[2025-11-25T08:02:52.466312] [INFO ] [CONFIGURE ] BAK: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_order_flow_imbalance']
[2025-11-25T08:02:52.790091] [DEBUG] [FORECASTER] BAK: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T08:02:53.097966] [DEBUG] [FORECASTER] BAK: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0
[2025-11-25T08:02:53.420416] [DEBUG] [FORECASTER] BAK: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T08:02:53.736919] [DEBUG] [FORECASTER] BAK: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-25T08:02:54.025839] [DEBUG] [FORECASTER] BAK: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T08:02:54.312600] [DEBUG] [FORECASTER] BAK: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T08:02:54.604128] [DEBUG] [FORECASTER] BAK: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T08:02:54.902695] [DEBUG] [FORECASTER] BAK: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-25T08:02:55.212046] [DEBUG] [FORECASTER] BAK: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T08:02:55.516067] [DEBUG] [FORECASTER] BAK: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T08:02:55.516271] [INFO ] [CONFIGURE ] BAK: DISCARDED add_order_flow_imbalance (score: 50.00%)
[2025-11-25T08:02:55.516333] [INFO ] [CONFIGURE ] JOB ETA: 2.7h | Avg: 2.8s/test | Remaining: 3456 tests
[2025-11-25T08:02:55.516382] [INFO ] [CONFIGURE ] BAK: Testing feature 15/29: add_pbf_morning_momentum
[2025-11-25T08:02:55.516429] [INFO ] [CONFIGURE ] BAK: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_pbf_morning_momentum']
[2025-11-25T08:02:55.786492] [DEBUG] [FORECASTER] BAK: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T08:02:56.054579] [DEBUG] [FORECASTER] BAK: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T08:02:56.319610] [DEBUG] [FORECASTER] BAK: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T08:02:56.620239] [DEBUG] [FORECASTER] BAK: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-25T08:02:56.900255] [DEBUG] [FORECASTER] BAK: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T08:02:57.182676] [DEBUG] [FORECASTER] BAK: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T08:02:57.469934] [DEBUG] [FORECASTER] BAK: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T08:02:57.754554] [DEBUG] [FORECASTER] BAK: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T08:02:58.036487] [DEBUG] [FORECASTER] BAK: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T08:02:58.339065] [DEBUG] [FORECASTER] BAK: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T08:02:58.339245] [INFO ] [CONFIGURE ] BAK: DISCARDED add_pbf_morning_momentum (score: 70.00%)
[2025-11-25T08:02:58.339306] [INFO ] [CONFIGURE ] JOB ETA: 2.7h | Avg: 2.8s/test | Remaining: 3455 tests
[2025-11-25T08:02:58.339347] [INFO ] [CONFIGURE ] BAK: Testing feature 16/29: add_pbf_overnight_gap
[2025-11-25T08:02:58.339391] [INFO ] [CONFIGURE ] BAK: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_pbf_overnight_gap']
[2025-11-25T08:02:58.637727] [DEBUG] [FORECASTER] BAK: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T08:02:58.918969] [DEBUG] [FORECASTER] BAK: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T08:02:59.206947] [DEBUG] [FORECASTER] BAK: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T08:02:59.501305] [DEBUG] [FORECASTER] BAK: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-25T08:02:59.795274] [DEBUG] [FORECASTER] BAK: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T08:03:00.090195] [DEBUG] [FORECASTER] BAK: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T08:03:00.384566] [DEBUG] [FORECASTER] BAK: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T08:03:01.450863] [DEBUG] [FORECASTER] BAK: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T08:03:01.753739] [DEBUG] [FORECASTER] BAK: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T08:03:02.067388] [DEBUG] [FORECASTER] BAK: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T08:03:02.067630] [INFO ] [CONFIGURE ] BAK: DISCARDED add_pbf_overnight_gap (score: 50.00%)
[2025-11-25T08:03:02.067715] [INFO ] [CONFIGURE ] JOB ETA: 2.7h | Avg: 2.8s/test | Remaining: 3454 tests
[2025-11-25T08:03:02.067766] [INFO ] [CONFIGURE ] BAK: Testing feature 17/29: add_pbf_return_2d
[2025-11-25T08:03:02.067811] [INFO ] [CONFIGURE ] BAK: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_pbf_return_2d']
[2025-11-25T08:03:02.364403] [DEBUG] [FORECASTER] BAK: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T08:03:02.663547] [DEBUG] [FORECASTER] BAK: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0
[2025-11-25T08:03:02.963125] [DEBUG] [FORECASTER] BAK: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T08:03:03.253771] [DEBUG] [FORECASTER] BAK: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-25T08:03:03.550113] [DEBUG] [FORECASTER] BAK: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T08:03:03.848636] [DEBUG] [FORECASTER] BAK: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T08:03:04.150851] [DEBUG] [FORECASTER] BAK: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T08:03:04.455700] [DEBUG] [FORECASTER] BAK: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T08:03:04.757291] [DEBUG] [FORECASTER] BAK: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T08:03:05.058505] [DEBUG] [FORECASTER] BAK: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T08:03:05.058711] [INFO ] [CONFIGURE ] BAK: DISCARDED add_pbf_return_2d (score: 60.00%)
[2025-11-25T08:03:05.058772] [INFO ] [CONFIGURE ] JOB ETA: 2.7h | Avg: 2.8s/test | Remaining: 3453 tests
[2025-11-25T08:03:05.058819] [INFO ] [CONFIGURE ] BAK: Testing feature 18/29: add_pbf_volatility_5d
[2025-11-25T08:03:05.058861] [INFO ] [CONFIGURE ] BAK: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_pbf_volatility_5d']
[2025-11-25T08:03:05.332524] [DEBUG] [FORECASTER] BAK: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T08:03:05.608302] [DEBUG] [FORECASTER] BAK: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0
[2025-11-25T08:03:05.889087] [DEBUG] [FORECASTER] BAK: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T08:03:06.163318] [DEBUG] [FORECASTER] BAK: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-25T08:03:06.449789] [DEBUG] [FORECASTER] BAK: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T08:03:06.727167] [DEBUG] [FORECASTER] BAK: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T08:03:07.004083] [DEBUG] [FORECASTER] BAK: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T08:03:07.276809] [DEBUG] [FORECASTER] BAK: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-25T08:03:07.554943] [DEBUG] [FORECASTER] BAK: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T08:03:07.837898] [DEBUG] [FORECASTER] BAK: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T08:03:07.838057] [INFO ] [CONFIGURE ] BAK: DISCARDED add_pbf_volatility_5d (score: 50.00%)
[2025-11-25T08:03:07.838114] [INFO ] [CONFIGURE ] JOB ETA: 2.7h | Avg: 2.8s/test | Remaining: 3452 tests
[2025-11-25T08:03:07.838162] [INFO ] [CONFIGURE ] BAK: Testing feature 19/29: add_pbf_vs_sma_5
[2025-11-25T08:03:07.838212] [INFO ] [CONFIGURE ] BAK: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_pbf_vs_sma_5']
[2025-11-25T08:03:08.109382] [DEBUG] [FORECASTER] BAK: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T08:03:08.389503] [DEBUG] [FORECASTER] BAK: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T08:03:08.669010] [DEBUG] [FORECASTER] BAK: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T08:03:08.956752] [DEBUG] [FORECASTER] BAK: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-25T08:03:09.236072] [DEBUG] [FORECASTER] BAK: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T08:03:09.507437] [DEBUG] [FORECASTER] BAK: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T08:03:09.797139] [DEBUG] [FORECASTER] BAK: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T08:03:10.070159] [DEBUG] [FORECASTER] BAK: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T08:03:10.342212] [DEBUG] [FORECASTER] BAK: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T08:03:10.621512] [DEBUG] [FORECASTER] BAK: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T08:03:10.621773] [INFO ] [CONFIGURE ] BAK: DISCARDED add_pbf_vs_sma_5 (score: 60.00%)
[2025-11-25T08:03:10.621835] [INFO ] [CONFIGURE ] JOB ETA: 2.7h | Avg: 2.8s/test | Remaining: 3451 tests
[2025-11-25T08:03:10.621883] [INFO ] [CONFIGURE ] BAK: Testing feature 20/29: add_price_rejection
[2025-11-25T08:03:10.621926] [INFO ] [CONFIGURE ] BAK: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_price_rejection']
[2025-11-25T08:03:10.911049] [DEBUG] [FORECASTER] BAK: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T08:03:11.244781] [DEBUG] [FORECASTER] BAK: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0
[2025-11-25T08:03:11.545562] [DEBUG] [FORECASTER] BAK: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T08:03:11.823061] [DEBUG] [FORECASTER] BAK: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-25T08:03:12.109503] [DEBUG] [FORECASTER] BAK: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T08:03:12.395178] [DEBUG] [FORECASTER] BAK: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T08:03:12.682081] [DEBUG] [FORECASTER] BAK: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T08:03:12.985131] [DEBUG] [FORECASTER] BAK: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T08:03:13.284879] [DEBUG] [FORECASTER] BAK: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T08:03:13.583490] [DEBUG] [FORECASTER] BAK: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T08:03:13.583666] [INFO ] [CONFIGURE ] BAK: DISCARDED add_price_rejection (score: 70.00%)
[2025-11-25T08:03:13.583728] [INFO ] [CONFIGURE ] JOB ETA: 2.7h | Avg: 2.8s/test | Remaining: 3450 tests
[2025-11-25T08:03:13.583774] [INFO ] [CONFIGURE ] BAK: Testing feature 21/29: add_range_position
[2025-11-25T08:03:13.583819] [INFO ] [CONFIGURE ] BAK: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_range_position']
[2025-11-25T08:03:13.913784] [DEBUG] [FORECASTER] BAK: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T08:03:14.243094] [DEBUG] [FORECASTER] BAK: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T08:03:14.559759] [DEBUG] [FORECASTER] BAK: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T08:03:14.900582] [DEBUG] [FORECASTER] BAK: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-25T08:03:15.232254] [DEBUG] [FORECASTER] BAK: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T08:03:15.559017] [DEBUG] [FORECASTER] BAK: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T08:03:15.889697] [DEBUG] [FORECASTER] BAK: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T08:03:16.211508] [DEBUG] [FORECASTER] BAK: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T08:03:16.552015] [DEBUG] [FORECASTER] BAK: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T08:03:16.872054] [DEBUG] [FORECASTER] BAK: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T08:03:16.872248] [INFO ] [CONFIGURE ] BAK: DISCARDED add_range_position (score: 60.00%)
[2025-11-25T08:03:16.872307] [INFO ] [CONFIGURE ] JOB ETA: 2.7h | Avg: 2.8s/test | Remaining: 3449 tests
[2025-11-25T08:03:16.872354] [INFO ] [CONFIGURE ] BAK: Testing feature 22/29: add_realized_volatility
[2025-11-25T08:03:16.872399] [INFO ] [CONFIGURE ] BAK: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_realized_volatility']
[2025-11-25T08:03:17.264244] [DEBUG] [FORECASTER] BAK: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T08:03:17.665437] [DEBUG] [FORECASTER] BAK: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T08:03:18.056607] [DEBUG] [FORECASTER] BAK: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T08:03:18.472318] [DEBUG] [FORECASTER] BAK: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-25T08:03:18.885517] [DEBUG] [FORECASTER] BAK: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T08:03:19.286732] [DEBUG] [FORECASTER] BAK: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T08:03:19.696918] [DEBUG] [FORECASTER] BAK: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T08:03:20.107240] [DEBUG] [FORECASTER] BAK: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T08:03:20.529904] [DEBUG] [FORECASTER] BAK: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T08:03:20.943916] [DEBUG] [FORECASTER] BAK: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T08:03:20.944154] [INFO ] [CONFIGURE ] BAK: KEPT add_realized_volatility (score: 80.00%)
[2025-11-25T08:03:20.944224] [INFO ] [CONFIGURE ] JOB ETA: 2.7h | Avg: 2.8s/test | Remaining: 3448 tests
[2025-11-25T08:03:20.944274] [INFO ] [CONFIGURE ] BAK: Testing feature 23/29: add_recent_range_context
[2025-11-25T08:03:20.944317] [INFO ] [CONFIGURE ] BAK: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_realized_volatility', 'add_recent_range_context']
[2025-11-25T08:03:21.387200] [DEBUG] [FORECASTER] BAK: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T08:03:21.801432] [DEBUG] [FORECASTER] BAK: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T08:03:22.202727] [DEBUG] [FORECASTER] BAK: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T08:03:22.607486] [DEBUG] [FORECASTER] BAK: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-25T08:03:23.035479] [DEBUG] [FORECASTER] BAK: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T08:03:23.451432] [DEBUG] [FORECASTER] BAK: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T08:03:23.866875] [DEBUG] [FORECASTER] BAK: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T08:03:24.282299] [DEBUG] [FORECASTER] BAK: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T08:03:24.688485] [DEBUG] [FORECASTER] BAK: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T08:03:25.090801] [DEBUG] [FORECASTER] BAK: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T08:03:25.091004] [INFO ] [CONFIGURE ] BAK: DISCARDED add_recent_range_context (score: 80.00%)
[2025-11-25T08:03:25.091065] [INFO ] [CONFIGURE ] JOB ETA: 2.7h | Avg: 2.8s/test | Remaining: 3447 tests
[2025-11-25T08:03:25.091114] [INFO ] [CONFIGURE ] BAK: Testing feature 24/29: add_rsi
[2025-11-25T08:03:25.091161] [INFO ] [CONFIGURE ] BAK: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_realized_volatility', 'add_rsi']
[2025-11-25T08:03:25.493965] [DEBUG] [FORECASTER] BAK: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T08:03:25.881093] [DEBUG] [FORECASTER] BAK: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0
[2025-11-25T08:03:26.269845] [DEBUG] [FORECASTER] BAK: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T08:03:26.664128] [DEBUG] [FORECASTER] BAK: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-25T08:03:27.047299] [DEBUG] [FORECASTER] BAK: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T08:03:27.437628] [DEBUG] [FORECASTER] BAK: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T08:03:27.818060] [DEBUG] [FORECASTER] BAK: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T08:03:28.195327] [DEBUG] [FORECASTER] BAK: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T08:03:28.585505] [DEBUG] [FORECASTER] BAK: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T08:03:28.968802] [DEBUG] [FORECASTER] BAK: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T08:03:28.968991] [INFO ] [CONFIGURE ] BAK: DISCARDED add_rsi (score: 70.00%)
[2025-11-25T08:03:28.969050] [INFO ] [CONFIGURE ] JOB ETA: 2.7h | Avg: 2.8s/test | Remaining: 3446 tests
[2025-11-25T08:03:28.969214] [INFO ] [CONFIGURE ] BAK: Testing feature 25/29: add_tick_distribution
[2025-11-25T08:03:28.969264] [INFO ] [CONFIGURE ] BAK: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_realized_volatility', 'add_tick_distribution']
[2025-11-25T08:03:29.352738] [DEBUG] [FORECASTER] BAK: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T08:03:29.764906] [DEBUG] [FORECASTER] BAK: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T08:03:30.172602] [DEBUG] [FORECASTER] BAK: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T08:03:30.577711] [DEBUG] [FORECASTER] BAK: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-25T08:03:30.993823] [DEBUG] [FORECASTER] BAK: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T08:03:31.401492] [DEBUG] [FORECASTER] BAK: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T08:03:31.818025] [DEBUG] [FORECASTER] BAK: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T08:03:32.250102] [DEBUG] [FORECASTER] BAK: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T08:03:32.695427] [DEBUG] [FORECASTER] BAK: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T08:03:33.118407] [DEBUG] [FORECASTER] BAK: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T08:03:33.118600] [INFO ] [CONFIGURE ] BAK: DISCARDED add_tick_distribution (score: 80.00%)
[2025-11-25T08:03:33.118676] [INFO ] [CONFIGURE ] JOB ETA: 2.7h | Avg: 2.8s/test | Remaining: 3445 tests
[2025-11-25T08:03:33.118728] [INFO ] [CONFIGURE ] BAK: Testing feature 26/29: add_volume_momentum_confirmation
[2025-11-25T08:03:33.118774] [INFO ] [CONFIGURE ] BAK: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_realized_volatility', 'add_volume_momentum_confirmation']
[2025-11-25T08:03:33.524172] [DEBUG] [FORECASTER] BAK: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T08:03:33.938852] [DEBUG] [FORECASTER] BAK: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T08:03:34.359235] [DEBUG] [FORECASTER] BAK: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T08:03:34.781259] [DEBUG] [FORECASTER] BAK: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-25T08:03:35.199341] [DEBUG] [FORECASTER] BAK: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T08:03:35.605415] [DEBUG] [FORECASTER] BAK: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T08:03:36.017669] [DEBUG] [FORECASTER] BAK: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T08:03:36.451509] [DEBUG] [FORECASTER] BAK: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T08:03:36.853931] [DEBUG] [FORECASTER] BAK: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T08:03:37.260567] [DEBUG] [FORECASTER] BAK: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T08:03:37.260773] [INFO ] [CONFIGURE ] BAK: DISCARDED add_volume_momentum_confirmation (score: 70.00%)
[2025-11-25T08:03:37.260833] [INFO ] [CONFIGURE ] JOB ETA: 2.7h | Avg: 2.8s/test | Remaining: 3444 tests
[2025-11-25T08:03:37.260884] [INFO ] [CONFIGURE ] BAK: Testing feature 27/29: add_volume_price_divergence
[2025-11-25T08:03:37.260928] [INFO ] [CONFIGURE ] BAK: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_realized_volatility', 'add_volume_price_divergence']
[2025-11-25T08:03:37.700677] [DEBUG] [FORECASTER] BAK: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T08:03:38.150375] [DEBUG] [FORECASTER] BAK: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T08:03:38.600883] [DEBUG] [FORECASTER] BAK: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T08:03:39.060137] [DEBUG] [FORECASTER] BAK: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-25T08:03:39.518606] [DEBUG] [FORECASTER] BAK: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T08:03:39.957309] [DEBUG] [FORECASTER] BAK: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T08:03:40.389205] [DEBUG] [FORECASTER] BAK: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T08:03:40.837842] [DEBUG] [FORECASTER] BAK: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T08:03:41.322872] [DEBUG] [FORECASTER] BAK: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T08:03:41.774179] [DEBUG] [FORECASTER] BAK: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T08:03:41.774398] [INFO ] [CONFIGURE ] BAK: DISCARDED add_volume_price_divergence (score: 70.00%)
[2025-11-25T08:03:41.774459] [INFO ] [CONFIGURE ] JOB ETA: 2.7h | Avg: 2.8s/test | Remaining: 3443 tests
[2025-11-25T08:03:41.774508] [INFO ] [CONFIGURE ] BAK: Testing feature 28/29: add_volume_profile
[2025-11-25T08:03:41.774551] [INFO ] [CONFIGURE ] BAK: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_realized_volatility', 'add_volume_profile']
[2025-11-25T08:03:42.193451] [DEBUG] [FORECASTER] BAK: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T08:03:42.589516] [DEBUG] [FORECASTER] BAK: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T08:03:43.017558] [DEBUG] [FORECASTER] BAK: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T08:03:43.447154] [DEBUG] [FORECASTER] BAK: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-25T08:03:43.869535] [DEBUG] [FORECASTER] BAK: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T08:03:44.271626] [DEBUG] [FORECASTER] BAK: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T08:03:44.674365] [DEBUG] [FORECASTER] BAK: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T08:03:45.081496] [DEBUG] [FORECASTER] BAK: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T08:03:45.505852] [DEBUG] [FORECASTER] BAK: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T08:03:45.931454] [DEBUG] [FORECASTER] BAK: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T08:03:45.931679] [INFO ] [CONFIGURE ] BAK: KEPT add_volume_profile (score: 90.00%)
[2025-11-25T08:03:45.931742] [INFO ] [CONFIGURE ] JOB ETA: 2.7h | Avg: 2.8s/test | Remaining: 3442 tests
[2025-11-25T08:03:45.931791] [INFO ] [CONFIGURE ] BAK: Testing feature 29/29: add_vwap
[2025-11-25T08:03:45.931835] [INFO ] [CONFIGURE ] BAK: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_realized_volatility', 'add_volume_profile', 'add_vwap']
[2025-11-25T08:03:46.358270] [DEBUG] [FORECASTER] BAK: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T08:03:46.791303] [DEBUG] [FORECASTER] BAK: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0
[2025-11-25T08:03:47.229361] [DEBUG] [FORECASTER] BAK: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T08:03:47.686753] [DEBUG] [FORECASTER] BAK: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1
[2025-11-25T08:03:48.132193] [DEBUG] [FORECASTER] BAK: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T08:03:48.568635] [DEBUG] [FORECASTER] BAK: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T08:03:49.023817] [DEBUG] [FORECASTER] BAK: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T08:03:49.460432] [DEBUG] [FORECASTER] BAK: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T08:03:49.884206] [DEBUG] [FORECASTER] BAK: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T08:03:50.325472] [DEBUG] [FORECASTER] BAK: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T08:03:50.325749] [INFO ] [CONFIGURE ] BAK: DISCARDED add_vwap (score: 70.00%)
[2025-11-25T08:03:50.325837] [INFO ] [CONFIGURE ] JOB ETA: 2.7h | Avg: 2.8s/test | Remaining: 3441 tests
[2025-11-25T08:03:50.325926] [INFO ] [CONFIGURE ] BAK: ===== FEATURE SELECTION COMPLETE =====
[2025-11-25T08:03:50.325986] [INFO ] [CONFIGURE ] BAK: Best accuracy: 90.00%
[2025-11-25T08:03:50.326040] [INFO ] [CONFIGURE ] BAK: Best feature set (4 features): ['add_cumulative_delta', 'add_ema', 'add_realized_volatility', 'add_volume_profile']
[2025-11-25T08:03:50.326093] [INFO ] [CONFIGURE ] BAK: Improvement over baseline: 40.00%
[2025-11-25T08:03:50.326155] [INFO ] [CONFIGURE ] BAK: Total time: 1.6 minutes
[2025-11-25T08:03:50.326209] [INFO ] [CONFIGURE ] BAK: Average time per feature: 3.3 seconds
[2025-11-25T08:03:50.326254] [INFO ] [CONFIGURE ] BAK: Average speed: 0.30 features/sec
[2025-11-25T08:03:50.326726] [INFO ] [LOCAL     ] Saved configuration for BAK: 4 features, 90.00% accuracy -> ./output/feature-sets/BAK.json
[2025-11-25T08:03:50.326786] [INFO ] [CONFIGURE ] BAK: Configuration saved successfully: 4 features, 90.00% accuracy.
[2025-11-25T08:03:50.326837] [INFO ] [sig       ] [46/164] Successfully configured BAK | 0.01 sym/s | Total: 1.0h | ETA: 2.7h
[2025-11-25T08:03:50.326883] [INFO ] [sig       ] [47/164] Configuring BALL...
[2025-11-25T08:03:50.326923] [INFO ] [CONFIGURE ] BALL: Configurate test run.
[2025-11-25T08:03:50.326962] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BALL' from 'https://tdm.silogroup.org/data/derivative_storage/BALL.csv'.
[2025-11-25T08:03:50.339391] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'BALL'.
[2025-11-25T08:03:50.339787] [INFO ] [CONFIGURE ] BALL: Testing with 29 available features
[2025-11-25T08:03:50.339851] [INFO ] [CONFIGURE ] BALL: Establishing baseline with no features...
[2025-11-25T08:03:50.514665] [DEBUG] [FORECASTER] BALL: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T08:03:50.692993] [DEBUG] [FORECASTER] BALL: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0
[2025-11-25T08:03:50.868039] [DEBUG] [FORECASTER] BALL: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T08:03:51.053191] [DEBUG] [FORECASTER] BALL: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T08:03:51.232454] [DEBUG] [FORECASTER] BALL: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T08:03:51.407452] [DEBUG] [FORECASTER] BALL: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T08:03:51.580069] [DEBUG] [FORECASTER] BALL: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T08:03:51.751888] [DEBUG] [FORECASTER] BALL: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T08:03:51.925738] [DEBUG] [FORECASTER] BALL: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-25T08:03:52.098371] [DEBUG] [FORECASTER] BALL: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-11-25T08:03:52.098530] [INFO ] [CONFIGURE ] BALL: Baseline score (no features): 40.00%
[2025-11-25T08:03:52.098578] [INFO ] [CONFIGURE ] BALL: Testing feature 1/29: add_bollinger_bands
[2025-11-25T08:03:52.098616] [INFO ] [CONFIGURE ] BALL: Testing with features: ['add_bollinger_bands']
[2025-11-25T08:03:52.300669] [DEBUG] [FORECASTER] BALL: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T08:03:52.507795] [DEBUG] [FORECASTER] BALL: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0
[2025-11-25T08:03:52.713315] [DEBUG] [FORECASTER] BALL: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T08:03:52.922153] [DEBUG] [FORECASTER] BALL: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T08:03:53.129720] [DEBUG] [FORECASTER] BALL: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T08:03:53.332484] [DEBUG] [FORECASTER] BALL: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T08:03:53.536617] [DEBUG] [FORECASTER] BALL: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T08:03:53.741456] [DEBUG] [FORECASTER] BALL: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T08:03:53.952279] [DEBUG] [FORECASTER] BALL: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-25T08:03:54.158849] [DEBUG] [FORECASTER] BALL: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-11-25T08:03:54.159024] [INFO ] [CONFIGURE ] BALL: DISCARDED add_bollinger_bands (score: 40.00%)
[2025-11-25T08:03:54.159072] [INFO ] [CONFIGURE ] JOB ETA: 2.7h | Avg: 2.8s/test | Remaining: 3440 tests
[2025-11-25T08:03:54.159110] [INFO ] [CONFIGURE ] BALL: Testing feature 2/29: add_cumulative_delta
[2025-11-25T08:03:54.159146] [INFO ] [CONFIGURE ] BALL: Testing with features: ['add_cumulative_delta']
[2025-11-25T08:03:54.376170] [DEBUG] [FORECASTER] BALL: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T08:03:54.620452] [DEBUG] [FORECASTER] BALL: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0
[2025-11-25T08:03:54.854046] [DEBUG] [FORECASTER] BALL: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T08:03:55.085577] [DEBUG] [FORECASTER] BALL: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T08:03:55.304248] [DEBUG] [FORECASTER] BALL: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T08:03:55.518528] [DEBUG] [FORECASTER] BALL: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T08:03:55.732487] [DEBUG] [FORECASTER] BALL: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T08:03:55.947120] [DEBUG] [FORECASTER] BALL: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T08:03:56.163694] [DEBUG] [FORECASTER] BALL: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T08:03:56.375770] [DEBUG] [FORECASTER] BALL: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-11-25T08:03:56.375961] [INFO ] [CONFIGURE ] BALL: DISCARDED add_cumulative_delta (score: 40.00%)
[2025-11-25T08:03:56.376014] [INFO ] [CONFIGURE ] JOB ETA: 2.7h | Avg: 2.8s/test | Remaining: 3439 tests
[2025-11-25T08:03:56.376054] [INFO ] [CONFIGURE ] BALL: Testing feature 3/29: add_daily_returns
[2025-11-25T08:03:56.376091] [INFO ] [CONFIGURE ] BALL: Testing with features: ['add_daily_returns']
[2025-11-25T08:03:56.577437] [DEBUG] [FORECASTER] BALL: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T08:03:56.767136] [DEBUG] [FORECASTER] BALL: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0
[2025-11-25T08:03:56.968368] [DEBUG] [FORECASTER] BALL: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T08:03:57.189467] [DEBUG] [FORECASTER] BALL: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T08:03:57.442639] [DEBUG] [FORECASTER] BALL: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T08:03:57.701155] [DEBUG] [FORECASTER] BALL: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T08:03:57.923030] [DEBUG] [FORECASTER] BALL: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T08:03:58.158264] [DEBUG] [FORECASTER] BALL: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T08:03:58.360507] [DEBUG] [FORECASTER] BALL: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-25T08:03:58.556554] [DEBUG] [FORECASTER] BALL: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-11-25T08:03:58.556752] [INFO ] [CONFIGURE ] BALL: DISCARDED add_daily_returns (score: 30.00%)
[2025-11-25T08:03:58.556811] [INFO ] [CONFIGURE ] JOB ETA: 2.7h | Avg: 2.8s/test | Remaining: 3438 tests
[2025-11-25T08:03:58.556887] [INFO ] [CONFIGURE ] BALL: Testing feature 4/29: add_ema
[2025-11-25T08:03:58.556937] [INFO ] [CONFIGURE ] BALL: Testing with features: ['add_ema']
[2025-11-25T08:03:58.791296] [DEBUG] [FORECASTER] BALL: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T08:03:59.011073] [DEBUG] [FORECASTER] BALL: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0
[2025-11-25T08:03:59.247800] [DEBUG] [FORECASTER] BALL: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T08:03:59.490203] [DEBUG] [FORECASTER] BALL: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T08:03:59.723840] [DEBUG] [FORECASTER] BALL: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T08:03:59.963461] [DEBUG] [FORECASTER] BALL: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T08:04:00.194407] [DEBUG] [FORECASTER] BALL: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T08:04:00.416329] [DEBUG] [FORECASTER] BALL: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T08:04:01.329374] [DEBUG] [FORECASTER] BALL: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-25T08:04:01.724892] [DEBUG] [FORECASTER] BALL: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-11-25T08:04:01.725115] [INFO ] [CONFIGURE ] BALL: KEPT add_ema (score: 50.00%)
[2025-11-25T08:04:01.725168] [INFO ] [CONFIGURE ] JOB ETA: 2.7h | Avg: 2.8s/test | Remaining: 3437 tests
[2025-11-25T08:04:01.725217] [INFO ] [CONFIGURE ] BALL: Testing feature 5/29: add_exhaustion_signals
[2025-11-25T08:04:01.725259] [INFO ] [CONFIGURE ] BALL: Testing with features: ['add_ema', 'add_vwap', 'add_exhaustion_signals']
[2025-11-25T08:04:02.008057] [DEBUG] [FORECASTER] BALL: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T08:04:02.284446] [DEBUG] [FORECASTER] BALL: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T08:04:02.551617] [DEBUG] [FORECASTER] BALL: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T08:04:02.810462] [DEBUG] [FORECASTER] BALL: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T08:04:03.074893] [DEBUG] [FORECASTER] BALL: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T08:04:03.348578] [DEBUG] [FORECASTER] BALL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T08:04:03.608350] [DEBUG] [FORECASTER] BALL: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T08:04:03.865836] [DEBUG] [FORECASTER] BALL: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T08:04:04.133263] [DEBUG] [FORECASTER] BALL: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-25T08:04:04.400084] [DEBUG] [FORECASTER] BALL: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-11-25T08:04:04.400277] [INFO ] [CONFIGURE ] BALL: KEPT add_exhaustion_signals (score: 60.00%)
[2025-11-25T08:04:04.400335] [INFO ] [CONFIGURE ] JOB ETA: 2.7h | Avg: 2.8s/test | Remaining: 3436 tests
[2025-11-25T08:04:04.400383] [INFO ] [CONFIGURE ] BALL: Testing feature 6/29: add_failed_moves
[2025-11-25T08:04:04.400422] [INFO ] [CONFIGURE ] BALL: Testing with features: ['add_ema', 'add_vwap', 'add_exhaustion_signals', 'add_failed_moves']
[2025-11-25T08:04:04.678772] [DEBUG] [FORECASTER] BALL: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T08:04:04.951780] [DEBUG] [FORECASTER] BALL: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T08:04:05.259509] [DEBUG] [FORECASTER] BALL: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T08:04:05.542034] [DEBUG] [FORECASTER] BALL: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T08:04:05.842482] [DEBUG] [FORECASTER] BALL: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T08:04:06.131732] [DEBUG] [FORECASTER] BALL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T08:04:06.432694] [DEBUG] [FORECASTER] BALL: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T08:04:06.734196] [DEBUG] [FORECASTER] BALL: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T08:04:07.026062] [DEBUG] [FORECASTER] BALL: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-25T08:04:07.300127] [DEBUG] [FORECASTER] BALL: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-11-25T08:04:07.300318] [INFO ] [CONFIGURE ] BALL: DISCARDED add_failed_moves (score: 50.00%)
[2025-11-25T08:04:07.300406] [INFO ] [CONFIGURE ] JOB ETA: 2.7h | Avg: 2.8s/test | Remaining: 3435 tests
[2025-11-25T08:04:07.300457] [INFO ] [CONFIGURE ] BALL: Testing feature 7/29: add_lag_shelf
[2025-11-25T08:04:07.300503] [INFO ] [CONFIGURE ] BALL: Testing with features: ['add_ema', 'add_vwap', 'add_exhaustion_signals', 'add_lag_shelf']
[2025-11-25T08:04:07.547457] [DEBUG] [FORECASTER] BALL: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T08:04:07.803449] [DEBUG] [FORECASTER] BALL: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0
[2025-11-25T08:04:08.051518] [DEBUG] [FORECASTER] BALL: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T08:04:08.307205] [DEBUG] [FORECASTER] BALL: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T08:04:08.554232] [DEBUG] [FORECASTER] BALL: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T08:04:08.802994] [DEBUG] [FORECASTER] BALL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T08:04:09.052732] [DEBUG] [FORECASTER] BALL: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T08:04:09.303318] [DEBUG] [FORECASTER] BALL: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T08:04:09.554988] [DEBUG] [FORECASTER] BALL: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-25T08:04:09.812120] [DEBUG] [FORECASTER] BALL: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-11-25T08:04:09.812420] [INFO ] [CONFIGURE ] BALL: DISCARDED add_lag_shelf (score: 40.00%)
[2025-11-25T08:04:09.812477] [INFO ] [CONFIGURE ] JOB ETA: 2.7h | Avg: 2.8s/test | Remaining: 3434 tests
[2025-11-25T08:04:09.812518] [INFO ] [CONFIGURE ] BALL: Testing feature 8/29: add_macd
[2025-11-25T08:04:09.812565] [INFO ] [CONFIGURE ] BALL: Testing with features: ['add_ema', 'add_vwap', 'add_exhaustion_signals', 'add_macd']
[2025-11-25T08:04:10.146949] [DEBUG] [FORECASTER] BALL: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T08:04:10.471606] [DEBUG] [FORECASTER] BALL: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0
[2025-11-25T08:04:10.805567] [DEBUG] [FORECASTER] BALL: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T08:04:11.139785] [DEBUG] [FORECASTER] BALL: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T08:04:11.500315] [DEBUG] [FORECASTER] BALL: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T08:04:11.857612] [DEBUG] [FORECASTER] BALL: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T08:04:12.211713] [DEBUG] [FORECASTER] BALL: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T08:04:12.579966] [DEBUG] [FORECASTER] BALL: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T08:04:12.969368] [DEBUG] [FORECASTER] BALL: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-25T08:04:13.344617] [DEBUG] [FORECASTER] BALL: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-11-25T08:04:13.344840] [INFO ] [CONFIGURE ] BALL: DISCARDED add_macd (score: 30.00%)
[2025-11-25T08:04:13.344907] [INFO ] [CONFIGURE ] JOB ETA: 2.7h | Avg: 2.8s/test | Remaining: 3433 tests
[2025-11-25T08:04:13.344958] [INFO ] [CONFIGURE ] BALL: Testing feature 9/29: add_mfi
[2025-11-25T08:04:13.345003] [INFO ] [CONFIGURE ] BALL: Testing with features: ['add_ema', 'add_vwap', 'add_exhaustion_signals', 'add_mfi']
[2025-11-25T08:04:13.645218] [DEBUG] [FORECASTER] BALL: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T08:04:13.960612] [DEBUG] [FORECASTER] BALL: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T08:04:14.302394] [DEBUG] [FORECASTER] BALL: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T08:04:14.618774] [DEBUG] [FORECASTER] BALL: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T08:04:14.954919] [DEBUG] [FORECASTER] BALL: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T08:04:15.294361] [DEBUG] [FORECASTER] BALL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T08:04:15.625192] [DEBUG] [FORECASTER] BALL: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T08:04:15.922075] [DEBUG] [FORECASTER] BALL: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T08:04:16.209825] [DEBUG] [FORECASTER] BALL: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-25T08:04:16.524607] [DEBUG] [FORECASTER] BALL: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-11-25T08:04:16.524789] [INFO ] [CONFIGURE ] BALL: DISCARDED add_mfi (score: 50.00%)
[2025-11-25T08:04:16.524848] [INFO ] [CONFIGURE ] JOB ETA: 2.7h | Avg: 2.8s/test | Remaining: 3432 tests
[2025-11-25T08:04:16.524895] [INFO ] [CONFIGURE ] BALL: Testing feature 10/29: add_momentum_acceleration
[2025-11-25T08:04:16.524939] [INFO ] [CONFIGURE ] BALL: Testing with features: ['add_ema', 'add_vwap', 'add_exhaustion_signals', 'add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-11-25T08:04:16.884952] [DEBUG] [FORECASTER] BALL: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T08:04:17.260680] [DEBUG] [FORECASTER] BALL: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T08:04:17.653314] [DEBUG] [FORECASTER] BALL: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T08:04:18.037610] [DEBUG] [FORECASTER] BALL: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T08:04:18.412252] [DEBUG] [FORECASTER] BALL: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T08:04:18.790163] [DEBUG] [FORECASTER] BALL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T08:04:19.166419] [DEBUG] [FORECASTER] BALL: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T08:04:19.529911] [DEBUG] [FORECASTER] BALL: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T08:04:19.896394] [DEBUG] [FORECASTER] BALL: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-25T08:04:20.246297] [DEBUG] [FORECASTER] BALL: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-11-25T08:04:20.246492] [INFO ] [CONFIGURE ] BALL: DISCARDED add_momentum_acceleration (score: 50.00%)
[2025-11-25T08:04:20.246552] [INFO ] [CONFIGURE ] JOB ETA: 2.7h | Avg: 2.8s/test | Remaining: 3431 tests
[2025-11-25T08:04:20.246598] [INFO ] [CONFIGURE ] BALL: Testing feature 11/29: add_obv_daily
[2025-11-25T08:04:20.246661] [INFO ] [CONFIGURE ] BALL: Testing with features: ['add_ema', 'add_vwap', 'add_exhaustion_signals', 'add_obv_daily']
[2025-11-25T08:04:20.534629] [DEBUG] [FORECASTER] BALL: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T08:04:20.824194] [DEBUG] [FORECASTER] BALL: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0
[2025-11-25T08:04:21.109297] [DEBUG] [FORECASTER] BALL: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T08:04:21.393916] [DEBUG] [FORECASTER] BALL: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T08:04:21.724037] [DEBUG] [FORECASTER] BALL: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T08:04:22.056461] [DEBUG] [FORECASTER] BALL: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T08:04:22.381964] [DEBUG] [FORECASTER] BALL: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T08:04:22.715782] [DEBUG] [FORECASTER] BALL: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T08:04:23.056508] [DEBUG] [FORECASTER] BALL: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-25T08:04:23.396779] [DEBUG] [FORECASTER] BALL: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-11-25T08:04:23.396999] [INFO ] [CONFIGURE ] BALL: DISCARDED add_obv_daily (score: 30.00%)
[2025-11-25T08:04:23.397087] [INFO ] [CONFIGURE ] JOB ETA: 2.7h | Avg: 2.8s/test | Remaining: 3430 tests
[2025-11-25T08:04:23.397154] [INFO ] [CONFIGURE ] BALL: Testing feature 12/29: add_obv_interval
[2025-11-25T08:04:23.397252] [INFO ] [CONFIGURE ] BALL: Testing with features: ['add_ema', 'add_vwap', 'add_exhaustion_signals', 'add_obv_interval']
[2025-11-25T08:04:23.734923] [DEBUG] [FORECASTER] BALL: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T08:04:24.117725] [DEBUG] [FORECASTER] BALL: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T08:04:24.447086] [DEBUG] [FORECASTER] BALL: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T08:04:24.756065] [DEBUG] [FORECASTER] BALL: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T08:04:25.071459] [DEBUG] [FORECASTER] BALL: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T08:04:25.374839] [DEBUG] [FORECASTER] BALL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T08:04:25.694827] [DEBUG] [FORECASTER] BALL: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T08:04:26.002902] [DEBUG] [FORECASTER] BALL: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T08:04:26.303950] [DEBUG] [FORECASTER] BALL: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-25T08:04:26.614790] [DEBUG] [FORECASTER] BALL: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-11-25T08:04:26.614977] [INFO ] [CONFIGURE ] BALL: DISCARDED add_obv_interval (score: 50.00%)
[2025-11-25T08:04:26.615036] [INFO ] [CONFIGURE ] JOB ETA: 2.7h | Avg: 2.8s/test | Remaining: 3429 tests
[2025-11-25T08:04:26.615085] [INFO ] [CONFIGURE ] BALL: Testing feature 13/29: add_opening_strength
[2025-11-25T08:04:26.615131] [INFO ] [CONFIGURE ] BALL: Testing with features: ['add_ema', 'add_vwap', 'add_exhaustion_signals', 'add_daily_returns', 'add_opening_strength']
[2025-11-25T08:04:26.943747] [DEBUG] [FORECASTER] BALL: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T08:04:27.272436] [DEBUG] [FORECASTER] BALL: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0
[2025-11-25T08:04:27.610434] [DEBUG] [FORECASTER] BALL: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T08:04:27.941453] [DEBUG] [FORECASTER] BALL: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T08:04:28.274659] [DEBUG] [FORECASTER] BALL: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T08:04:28.609351] [DEBUG] [FORECASTER] BALL: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T08:04:28.938072] [DEBUG] [FORECASTER] BALL: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T08:04:29.293141] [DEBUG] [FORECASTER] BALL: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T08:04:29.637586] [DEBUG] [FORECASTER] BALL: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-25T08:04:29.987121] [DEBUG] [FORECASTER] BALL: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-11-25T08:04:29.987346] [INFO ] [CONFIGURE ] BALL: DISCARDED add_opening_strength (score: 30.00%)
[2025-11-25T08:04:29.987417] [INFO ] [CONFIGURE ] JOB ETA: 2.7h | Avg: 2.8s/test | Remaining: 3428 tests
[2025-11-25T08:04:29.987470] [INFO ] [CONFIGURE ] BALL: Testing feature 14/29: add_order_flow_imbalance
[2025-11-25T08:04:29.987517] [INFO ] [CONFIGURE ] BALL: Testing with features: ['add_ema', 'add_vwap', 'add_exhaustion_signals', 'add_order_flow_imbalance']
[2025-11-25T08:04:30.315436] [DEBUG] [FORECASTER] BALL: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T08:04:30.641664] [DEBUG] [FORECASTER] BALL: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T08:04:30.959182] [DEBUG] [FORECASTER] BALL: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T08:04:31.275820] [DEBUG] [FORECASTER] BALL: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T08:04:31.601478] [DEBUG] [FORECASTER] BALL: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T08:04:31.937577] [DEBUG] [FORECASTER] BALL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T08:04:32.252743] [DEBUG] [FORECASTER] BALL: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T08:04:32.571042] [DEBUG] [FORECASTER] BALL: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T08:04:32.895410] [DEBUG] [FORECASTER] BALL: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-25T08:04:33.226739] [DEBUG] [FORECASTER] BALL: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-11-25T08:04:33.226933] [INFO ] [CONFIGURE ] BALL: DISCARDED add_order_flow_imbalance (score: 50.00%)
[2025-11-25T08:04:33.226991] [INFO ] [CONFIGURE ] JOB ETA: 2.7h | Avg: 2.8s/test | Remaining: 3427 tests
[2025-11-25T08:04:33.227039] [INFO ] [CONFIGURE ] BALL: Testing feature 15/29: add_pbf_morning_momentum
[2025-11-25T08:04:33.227094] [INFO ] [CONFIGURE ] BALL: Testing with features: ['add_ema', 'add_vwap', 'add_exhaustion_signals', 'add_pbf_morning_momentum']
[2025-11-25T08:04:33.517466] [DEBUG] [FORECASTER] BALL: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T08:04:33.813848] [DEBUG] [FORECASTER] BALL: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T08:04:34.112853] [DEBUG] [FORECASTER] BALL: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T08:04:34.410099] [DEBUG] [FORECASTER] BALL: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T08:04:34.711148] [DEBUG] [FORECASTER] BALL: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T08:04:35.008278] [DEBUG] [FORECASTER] BALL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T08:04:35.316177] [DEBUG] [FORECASTER] BALL: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T08:04:35.628316] [DEBUG] [FORECASTER] BALL: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T08:04:35.933903] [DEBUG] [FORECASTER] BALL: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-25T08:04:36.247009] [DEBUG] [FORECASTER] BALL: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-11-25T08:04:36.247223] [INFO ] [CONFIGURE ] BALL: DISCARDED add_pbf_morning_momentum (score: 50.00%)
[2025-11-25T08:04:36.247282] [INFO ] [CONFIGURE ] JOB ETA: 2.7h | Avg: 2.8s/test | Remaining: 3426 tests
[2025-11-25T08:04:36.247328] [INFO ] [CONFIGURE ] BALL: Testing feature 16/29: add_pbf_overnight_gap
[2025-11-25T08:04:36.247373] [INFO ] [CONFIGURE ] BALL: Testing with features: ['add_ema', 'add_vwap', 'add_exhaustion_signals', 'add_pbf_overnight_gap']
[2025-11-25T08:04:36.570817] [DEBUG] [FORECASTER] BALL: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T08:04:36.869860] [DEBUG] [FORECASTER] BALL: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0
[2025-11-25T08:04:37.174044] [DEBUG] [FORECASTER] BALL: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T08:04:37.479338] [DEBUG] [FORECASTER] BALL: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T08:04:37.785532] [DEBUG] [FORECASTER] BALL: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T08:04:38.086415] [DEBUG] [FORECASTER] BALL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T08:04:38.407460] [DEBUG] [FORECASTER] BALL: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T08:04:38.720049] [DEBUG] [FORECASTER] BALL: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T08:04:39.031539] [DEBUG] [FORECASTER] BALL: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-25T08:04:39.328126] [DEBUG] [FORECASTER] BALL: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-11-25T08:04:39.328309] [INFO ] [CONFIGURE ] BALL: DISCARDED add_pbf_overnight_gap (score: 40.00%)
[2025-11-25T08:04:39.328368] [INFO ] [CONFIGURE ] JOB ETA: 2.7h | Avg: 2.8s/test | Remaining: 3425 tests
[2025-11-25T08:04:39.328417] [INFO ] [CONFIGURE ] BALL: Testing feature 17/29: add_pbf_return_2d
[2025-11-25T08:04:39.328507] [INFO ] [CONFIGURE ] BALL: Testing with features: ['add_ema', 'add_vwap', 'add_exhaustion_signals', 'add_pbf_return_2d']
[2025-11-25T08:04:39.635729] [DEBUG] [FORECASTER] BALL: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T08:04:39.946459] [DEBUG] [FORECASTER] BALL: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T08:04:40.255113] [DEBUG] [FORECASTER] BALL: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T08:04:40.564666] [DEBUG] [FORECASTER] BALL: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T08:04:40.882960] [DEBUG] [FORECASTER] BALL: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T08:04:41.198605] [DEBUG] [FORECASTER] BALL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T08:04:41.520915] [DEBUG] [FORECASTER] BALL: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T08:04:41.845083] [DEBUG] [FORECASTER] BALL: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T08:04:42.165877] [DEBUG] [FORECASTER] BALL: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-25T08:04:42.485078] [DEBUG] [FORECASTER] BALL: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-11-25T08:04:42.485267] [INFO ] [CONFIGURE ] BALL: DISCARDED add_pbf_return_2d (score: 50.00%)
[2025-11-25T08:04:42.485326] [INFO ] [CONFIGURE ] JOB ETA: 2.7h | Avg: 2.8s/test | Remaining: 3424 tests
[2025-11-25T08:04:42.485376] [INFO ] [CONFIGURE ] BALL: Testing feature 18/29: add_pbf_volatility_5d
[2025-11-25T08:04:42.485422] [INFO ] [CONFIGURE ] BALL: Testing with features: ['add_ema', 'add_vwap', 'add_exhaustion_signals', 'add_pbf_volatility_5d']
[2025-11-25T08:04:42.781146] [DEBUG] [FORECASTER] BALL: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T08:04:43.081360] [DEBUG] [FORECASTER] BALL: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0
[2025-11-25T08:04:43.391535] [DEBUG] [FORECASTER] BALL: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T08:04:43.696553] [DEBUG] [FORECASTER] BALL: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T08:04:44.010472] [DEBUG] [FORECASTER] BALL: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T08:04:44.334937] [DEBUG] [FORECASTER] BALL: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T08:04:44.684550] [DEBUG] [FORECASTER] BALL: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T08:04:45.059075] [DEBUG] [FORECASTER] BALL: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T08:04:45.395481] [DEBUG] [FORECASTER] BALL: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-25T08:04:45.712078] [DEBUG] [FORECASTER] BALL: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-11-25T08:04:45.712293] [INFO ] [CONFIGURE ] BALL: DISCARDED add_pbf_volatility_5d (score: 30.00%)
[2025-11-25T08:04:45.712353] [INFO ] [CONFIGURE ] JOB ETA: 2.7h | Avg: 2.8s/test | Remaining: 3423 tests
[2025-11-25T08:04:45.712402] [INFO ] [CONFIGURE ] BALL: Testing feature 19/29: add_pbf_vs_sma_5
[2025-11-25T08:04:45.712447] [INFO ] [CONFIGURE ] BALL: Testing with features: ['add_ema', 'add_vwap', 'add_exhaustion_signals', 'add_pbf_vs_sma_5']
[2025-11-25T08:04:45.995422] [DEBUG] [FORECASTER] BALL: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T08:04:46.273907] [DEBUG] [FORECASTER] BALL: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T08:04:46.556347] [DEBUG] [FORECASTER] BALL: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T08:04:46.819861] [DEBUG] [FORECASTER] BALL: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T08:04:47.095394] [DEBUG] [FORECASTER] BALL: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T08:04:47.367639] [DEBUG] [FORECASTER] BALL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T08:04:47.653436] [DEBUG] [FORECASTER] BALL: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T08:04:47.924987] [DEBUG] [FORECASTER] BALL: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T08:04:48.192122] [DEBUG] [FORECASTER] BALL: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-25T08:04:48.466052] [DEBUG] [FORECASTER] BALL: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-11-25T08:04:48.466252] [INFO ] [CONFIGURE ] BALL: DISCARDED add_pbf_vs_sma_5 (score: 60.00%)
[2025-11-25T08:04:48.466313] [INFO ] [CONFIGURE ] JOB ETA: 2.7h | Avg: 2.8s/test | Remaining: 3422 tests
[2025-11-25T08:04:48.466361] [INFO ] [CONFIGURE ] BALL: Testing feature 20/29: add_price_rejection
[2025-11-25T08:04:48.466407] [INFO ] [CONFIGURE ] BALL: Testing with features: ['add_ema', 'add_vwap', 'add_exhaustion_signals', 'add_price_rejection']
[2025-11-25T08:04:48.767258] [DEBUG] [FORECASTER] BALL: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T08:04:49.069216] [DEBUG] [FORECASTER] BALL: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0
[2025-11-25T08:04:49.377829] [DEBUG] [FORECASTER] BALL: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T08:04:49.684278] [DEBUG] [FORECASTER] BALL: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T08:04:49.986130] [DEBUG] [FORECASTER] BALL: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T08:04:50.289413] [DEBUG] [FORECASTER] BALL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T08:04:50.581539] [DEBUG] [FORECASTER] BALL: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T08:04:50.874664] [DEBUG] [FORECASTER] BALL: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T08:04:51.167599] [DEBUG] [FORECASTER] BALL: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-25T08:04:51.463800] [DEBUG] [FORECASTER] BALL: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-11-25T08:04:51.463980] [INFO ] [CONFIGURE ] BALL: DISCARDED add_price_rejection (score: 40.00%)
[2025-11-25T08:04:51.464038] [INFO ] [CONFIGURE ] JOB ETA: 2.7h | Avg: 2.8s/test | Remaining: 3421 tests
[2025-11-25T08:04:51.464085] [INFO ] [CONFIGURE ] BALL: Testing feature 21/29: add_range_position
[2025-11-25T08:04:51.464129] [INFO ] [CONFIGURE ] BALL: Testing with features: ['add_ema', 'add_vwap', 'add_exhaustion_signals', 'add_range_position']
[2025-11-25T08:04:51.767461] [DEBUG] [FORECASTER] BALL: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T08:04:52.052956] [DEBUG] [FORECASTER] BALL: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T08:04:52.343723] [DEBUG] [FORECASTER] BALL: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T08:04:52.636464] [DEBUG] [FORECASTER] BALL: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T08:04:52.932124] [DEBUG] [FORECASTER] BALL: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T08:04:53.239660] [DEBUG] [FORECASTER] BALL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T08:04:53.552566] [DEBUG] [FORECASTER] BALL: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T08:04:53.859747] [DEBUG] [FORECASTER] BALL: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T08:04:54.173032] [DEBUG] [FORECASTER] BALL: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-25T08:04:54.493384] [DEBUG] [FORECASTER] BALL: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-11-25T08:04:54.493586] [INFO ] [CONFIGURE ] BALL: DISCARDED add_range_position (score: 50.00%)
[2025-11-25T08:04:54.493664] [INFO ] [CONFIGURE ] JOB ETA: 2.7h | Avg: 2.8s/test | Remaining: 3420 tests
[2025-11-25T08:04:54.493720] [INFO ] [CONFIGURE ] BALL: Testing feature 22/29: add_realized_volatility
[2025-11-25T08:04:54.493766] [INFO ] [CONFIGURE ] BALL: Testing with features: ['add_ema', 'add_vwap', 'add_exhaustion_signals', 'add_realized_volatility']
[2025-11-25T08:04:54.903015] [DEBUG] [FORECASTER] BALL: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T08:04:55.312380] [DEBUG] [FORECASTER] BALL: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T08:04:55.721612] [DEBUG] [FORECASTER] BALL: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T08:04:56.120875] [DEBUG] [FORECASTER] BALL: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T08:04:56.531334] [DEBUG] [FORECASTER] BALL: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T08:04:56.943740] [DEBUG] [FORECASTER] BALL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T08:04:57.355607] [DEBUG] [FORECASTER] BALL: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T08:04:57.780921] [DEBUG] [FORECASTER] BALL: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T08:04:58.193068] [DEBUG] [FORECASTER] BALL: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-25T08:04:58.611132] [DEBUG] [FORECASTER] BALL: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-11-25T08:04:58.611352] [INFO ] [CONFIGURE ] BALL: DISCARDED add_realized_volatility (score: 50.00%)
[2025-11-25T08:04:58.611413] [INFO ] [CONFIGURE ] JOB ETA: 2.7h | Avg: 2.8s/test | Remaining: 3419 tests
[2025-11-25T08:04:58.611462] [INFO ] [CONFIGURE ] BALL: Testing feature 23/29: add_recent_range_context
[2025-11-25T08:04:58.611507] [INFO ] [CONFIGURE ] BALL: Testing with features: ['add_ema', 'add_vwap', 'add_exhaustion_signals', 'add_recent_range_context']
[2025-11-25T08:04:58.938280] [DEBUG] [FORECASTER] BALL: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T08:04:59.268014] [DEBUG] [FORECASTER] BALL: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T08:04:59.587360] [DEBUG] [FORECASTER] BALL: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T08:04:59.904220] [DEBUG] [FORECASTER] BALL: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T08:05:00.230538] [DEBUG] [FORECASTER] BALL: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T08:05:00.567997] [DEBUG] [FORECASTER] BALL: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T08:05:01.605515] [DEBUG] [FORECASTER] BALL: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T08:05:01.979518] [DEBUG] [FORECASTER] BALL: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T08:05:02.334323] [DEBUG] [FORECASTER] BALL: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-25T08:05:02.689075] [DEBUG] [FORECASTER] BALL: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-11-25T08:05:02.689270] [INFO ] [CONFIGURE ] BALL: DISCARDED add_recent_range_context (score: 40.00%)
[2025-11-25T08:05:02.689330] [INFO ] [CONFIGURE ] JOB ETA: 2.7h | Avg: 2.8s/test | Remaining: 3418 tests
[2025-11-25T08:05:02.689391] [INFO ] [CONFIGURE ] BALL: Testing feature 24/29: add_rsi
[2025-11-25T08:05:02.689451] [INFO ] [CONFIGURE ] BALL: Testing with features: ['add_ema', 'add_vwap', 'add_exhaustion_signals', 'add_rsi']
[2025-11-25T08:05:02.994601] [DEBUG] [FORECASTER] BALL: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T08:05:03.271192] [DEBUG] [FORECASTER] BALL: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T08:05:03.586282] [DEBUG] [FORECASTER] BALL: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T08:05:03.897851] [DEBUG] [FORECASTER] BALL: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T08:05:04.212207] [DEBUG] [FORECASTER] BALL: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T08:05:04.516524] [DEBUG] [FORECASTER] BALL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T08:05:04.791001] [DEBUG] [FORECASTER] BALL: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T08:05:05.082950] [DEBUG] [FORECASTER] BALL: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T08:05:05.367864] [DEBUG] [FORECASTER] BALL: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-25T08:05:05.653934] [DEBUG] [FORECASTER] BALL: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-11-25T08:05:05.654113] [INFO ] [CONFIGURE ] BALL: DISCARDED add_rsi (score: 50.00%)
[2025-11-25T08:05:05.654168] [INFO ] [CONFIGURE ] JOB ETA: 2.7h | Avg: 2.8s/test | Remaining: 3417 tests
[2025-11-25T08:05:05.654215] [INFO ] [CONFIGURE ] BALL: Testing feature 25/29: add_tick_distribution
[2025-11-25T08:05:05.654258] [INFO ] [CONFIGURE ] BALL: Testing with features: ['add_ema', 'add_vwap', 'add_exhaustion_signals', 'add_tick_distribution']
[2025-11-25T08:05:05.900905] [DEBUG] [FORECASTER] BALL: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T08:05:06.164887] [DEBUG] [FORECASTER] BALL: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T08:05:06.423781] [DEBUG] [FORECASTER] BALL: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T08:05:06.711199] [DEBUG] [FORECASTER] BALL: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T08:05:06.996802] [DEBUG] [FORECASTER] BALL: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T08:05:07.277659] [DEBUG] [FORECASTER] BALL: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T08:05:07.543768] [DEBUG] [FORECASTER] BALL: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T08:05:07.805245] [DEBUG] [FORECASTER] BALL: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T08:05:08.066859] [DEBUG] [FORECASTER] BALL: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-25T08:05:08.338117] [DEBUG] [FORECASTER] BALL: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-11-25T08:05:08.338308] [INFO ] [CONFIGURE ] BALL: DISCARDED add_tick_distribution (score: 40.00%)
[2025-11-25T08:05:08.338367] [INFO ] [CONFIGURE ] JOB ETA: 2.7h | Avg: 2.8s/test | Remaining: 3416 tests
[2025-11-25T08:05:08.338415] [INFO ] [CONFIGURE ] BALL: Testing feature 26/29: add_volume_momentum_confirmation
[2025-11-25T08:05:08.338461] [INFO ] [CONFIGURE ] BALL: Testing with features: ['add_ema', 'add_vwap', 'add_exhaustion_signals', 'add_volume_momentum_confirmation']
[2025-11-25T08:05:08.621308] [DEBUG] [FORECASTER] BALL: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T08:05:08.903016] [DEBUG] [FORECASTER] BALL: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T08:05:09.183498] [DEBUG] [FORECASTER] BALL: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T08:05:09.482227] [DEBUG] [FORECASTER] BALL: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T08:05:09.780025] [DEBUG] [FORECASTER] BALL: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T08:05:10.092265] [DEBUG] [FORECASTER] BALL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T08:05:10.391315] [DEBUG] [FORECASTER] BALL: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T08:05:10.685624] [DEBUG] [FORECASTER] BALL: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T08:05:10.990218] [DEBUG] [FORECASTER] BALL: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-25T08:05:11.340368] [DEBUG] [FORECASTER] BALL: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-11-25T08:05:11.340579] [INFO ] [CONFIGURE ] BALL: DISCARDED add_volume_momentum_confirmation (score: 50.00%)
[2025-11-25T08:05:11.340639] [INFO ] [CONFIGURE ] JOB ETA: 2.7h | Avg: 2.8s/test | Remaining: 3415 tests
[2025-11-25T08:05:11.340710] [INFO ] [CONFIGURE ] BALL: Testing feature 27/29: add_volume_price_divergence
[2025-11-25T08:05:11.340754] [INFO ] [CONFIGURE ] BALL: Testing with features: ['add_ema', 'add_vwap', 'add_exhaustion_signals', 'add_volume_price_divergence']
[2025-11-25T08:05:11.674467] [DEBUG] [FORECASTER] BALL: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T08:05:11.986194] [DEBUG] [FORECASTER] BALL: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T08:05:12.289421] [DEBUG] [FORECASTER] BALL: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T08:05:12.602081] [DEBUG] [FORECASTER] BALL: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T08:05:12.908096] [DEBUG] [FORECASTER] BALL: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T08:05:13.213931] [DEBUG] [FORECASTER] BALL: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T08:05:13.522716] [DEBUG] [FORECASTER] BALL: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T08:05:13.829760] [DEBUG] [FORECASTER] BALL: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T08:05:14.143242] [DEBUG] [FORECASTER] BALL: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-25T08:05:14.465979] [DEBUG] [FORECASTER] BALL: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-11-25T08:05:14.466196] [INFO ] [CONFIGURE ] BALL: DISCARDED add_volume_price_divergence (score: 40.00%)
[2025-11-25T08:05:14.466258] [INFO ] [CONFIGURE ] JOB ETA: 2.7h | Avg: 2.8s/test | Remaining: 3414 tests
[2025-11-25T08:05:14.466311] [INFO ] [CONFIGURE ] BALL: Testing feature 28/29: add_volume_profile
[2025-11-25T08:05:14.466356] [INFO ] [CONFIGURE ] BALL: Testing with features: ['add_ema', 'add_vwap', 'add_exhaustion_signals', 'add_volume_profile']
[2025-11-25T08:05:14.762459] [DEBUG] [FORECASTER] BALL: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T08:05:15.056325] [DEBUG] [FORECASTER] BALL: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T08:05:15.345739] [DEBUG] [FORECASTER] BALL: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T08:05:15.629953] [DEBUG] [FORECASTER] BALL: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T08:05:15.913533] [DEBUG] [FORECASTER] BALL: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T08:05:16.197679] [DEBUG] [FORECASTER] BALL: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T08:05:16.493137] [DEBUG] [FORECASTER] BALL: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T08:05:16.786417] [DEBUG] [FORECASTER] BALL: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T08:05:17.079590] [DEBUG] [FORECASTER] BALL: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-25T08:05:17.379192] [DEBUG] [FORECASTER] BALL: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-11-25T08:05:17.379454] [INFO ] [CONFIGURE ] BALL: DISCARDED add_volume_profile (score: 40.00%)
[2025-11-25T08:05:17.379543] [INFO ] [CONFIGURE ] JOB ETA: 2.7h | Avg: 2.8s/test | Remaining: 3413 tests
[2025-11-25T08:05:17.379660] [INFO ] [CONFIGURE ] BALL: ===== FEATURE SELECTION COMPLETE =====
[2025-11-25T08:05:17.379730] [INFO ] [CONFIGURE ] BALL: Best accuracy: 60.00%
[2025-11-25T08:05:17.379789] [INFO ] [CONFIGURE ] BALL: Best feature set (3 features): ['add_ema', 'add_vwap', 'add_exhaustion_signals']
[2025-11-25T08:05:17.379835] [INFO ] [CONFIGURE ] BALL: Improvement over baseline: 20.00%
[2025-11-25T08:05:17.379882] [INFO ] [CONFIGURE ] BALL: Total time: 1.4 minutes
[2025-11-25T08:05:17.379933] [INFO ] [CONFIGURE ] BALL: Average time per feature: 3.0 seconds
[2025-11-25T08:05:17.379984] [INFO ] [CONFIGURE ] BALL: Average speed: 0.34 features/sec
[2025-11-25T08:05:17.380376] [INFO ] [LOCAL     ] Saved configuration for BALL: 3 features, 60.00% accuracy -> ./output/feature-sets/BALL.json
[2025-11-25T08:05:17.380452] [INFO ] [CONFIGURE ] BALL: Configuration saved successfully: 3 features, 60.00% accuracy.
[2025-11-25T08:05:17.380530] [INFO ] [sig       ] [47/164] Successfully configured BALL | 0.01 sym/s | Total: 1.1h | ETA: 2.7h
[2025-11-25T08:05:17.380590] [INFO ] [sig       ] [48/164] Configuring BAX...
[2025-11-25T08:05:17.380670] [INFO ] [CONFIGURE ] BAX: Configurate test run.
[2025-11-25T08:05:17.380722] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BAX' from 'https://tdm.silogroup.org/data/derivative_storage/BAX.csv'.
[2025-11-25T08:05:17.395590] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'BAX'.
[2025-11-25T08:05:17.396162] [INFO ] [CONFIGURE ] BAX: Testing with 29 available features
[2025-11-25T08:05:17.396234] [INFO ] [CONFIGURE ] BAX: Establishing baseline with no features...
[2025-11-25T08:05:17.594863] [DEBUG] [FORECASTER] BAX: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T08:05:17.779614] [DEBUG] [FORECASTER] BAX: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T08:05:17.973551] [DEBUG] [FORECASTER] BAX: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T08:05:18.163216] [DEBUG] [FORECASTER] BAX: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T08:05:18.348173] [DEBUG] [FORECASTER] BAX: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T08:05:18.532373] [DEBUG] [FORECASTER] BAX: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T08:05:18.732733] [DEBUG] [FORECASTER] BAX: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T08:05:18.915067] [DEBUG] [FORECASTER] BAX: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T08:05:19.097334] [DEBUG] [FORECASTER] BAX: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T08:05:19.279985] [DEBUG] [FORECASTER] BAX: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T08:05:19.280142] [INFO ] [CONFIGURE ] BAX: Baseline score (no features): 60.00%
[2025-11-25T08:05:19.280188] [INFO ] [CONFIGURE ] BAX: Testing feature 1/29: add_bollinger_bands
[2025-11-25T08:05:19.280226] [INFO ] [CONFIGURE ] BAX: Testing with features: ['add_bollinger_bands']
[2025-11-25T08:05:19.493559] [DEBUG] [FORECASTER] BAX: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T08:05:19.706190] [DEBUG] [FORECASTER] BAX: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T08:05:19.920192] [DEBUG] [FORECASTER] BAX: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T08:05:20.136803] [DEBUG] [FORECASTER] BAX: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T08:05:20.347555] [DEBUG] [FORECASTER] BAX: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T08:05:20.564278] [DEBUG] [FORECASTER] BAX: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T08:05:20.784565] [DEBUG] [FORECASTER] BAX: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T08:05:21.008008] [DEBUG] [FORECASTER] BAX: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T08:05:21.218739] [DEBUG] [FORECASTER] BAX: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-25T08:05:21.443085] [DEBUG] [FORECASTER] BAX: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T08:05:21.443532] [INFO ] [CONFIGURE ] BAX: DISCARDED add_bollinger_bands (score: 40.00%)
[2025-11-25T08:05:21.443681] [INFO ] [CONFIGURE ] JOB ETA: 2.7h | Avg: 2.8s/test | Remaining: 3412 tests
[2025-11-25T08:05:21.443791] [INFO ] [CONFIGURE ] BAX: Testing feature 2/29: add_cumulative_delta
[2025-11-25T08:05:21.443898] [INFO ] [CONFIGURE ] BAX: Testing with features: ['add_cumulative_delta']
[2025-11-25T08:05:21.671005] [DEBUG] [FORECASTER] BAX: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T08:05:21.899113] [DEBUG] [FORECASTER] BAX: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T08:05:22.124193] [DEBUG] [FORECASTER] BAX: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T08:05:22.346158] [DEBUG] [FORECASTER] BAX: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T08:05:22.566488] [DEBUG] [FORECASTER] BAX: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T08:05:22.783265] [DEBUG] [FORECASTER] BAX: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T08:05:23.000451] [DEBUG] [FORECASTER] BAX: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T08:05:23.211664] [DEBUG] [FORECASTER] BAX: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T08:05:23.426326] [DEBUG] [FORECASTER] BAX: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T08:05:23.650588] [DEBUG] [FORECASTER] BAX: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T08:05:23.650840] [INFO ] [CONFIGURE ] BAX: KEPT add_cumulative_delta (score: 70.00%)
[2025-11-25T08:05:23.650900] [INFO ] [CONFIGURE ] JOB ETA: 2.7h | Avg: 2.8s/test | Remaining: 3411 tests
[2025-11-25T08:05:23.650961] [INFO ] [CONFIGURE ] BAX: Testing feature 3/29: add_daily_returns
[2025-11-25T08:05:23.651007] [INFO ] [CONFIGURE ] BAX: Testing with features: ['add_cumulative_delta', 'add_daily_returns']
[2025-11-25T08:05:23.889638] [DEBUG] [FORECASTER] BAX: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T08:05:24.128282] [DEBUG] [FORECASTER] BAX: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T08:05:24.364665] [DEBUG] [FORECASTER] BAX: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T08:05:24.598723] [DEBUG] [FORECASTER] BAX: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T08:05:24.837452] [DEBUG] [FORECASTER] BAX: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T08:05:25.077683] [DEBUG] [FORECASTER] BAX: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T08:05:25.318908] [DEBUG] [FORECASTER] BAX: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T08:05:25.557243] [DEBUG] [FORECASTER] BAX: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T08:05:25.798561] [DEBUG] [FORECASTER] BAX: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T08:05:26.036631] [DEBUG] [FORECASTER] BAX: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T08:05:26.036860] [INFO ] [CONFIGURE ] BAX: DISCARDED add_daily_returns (score: 60.00%)
[2025-11-25T08:05:26.036926] [INFO ] [CONFIGURE ] JOB ETA: 2.7h | Avg: 2.8s/test | Remaining: 3410 tests
[2025-11-25T08:05:26.036981] [INFO ] [CONFIGURE ] BAX: Testing feature 4/29: add_ema
[2025-11-25T08:05:26.037043] [INFO ] [CONFIGURE ] BAX: Testing with features: ['add_cumulative_delta', 'add_ema']
[2025-11-25T08:05:26.312557] [DEBUG] [FORECASTER] BAX: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T08:05:26.612935] [DEBUG] [FORECASTER] BAX: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T08:05:26.908385] [DEBUG] [FORECASTER] BAX: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T08:05:27.194657] [DEBUG] [FORECASTER] BAX: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T08:05:27.487219] [DEBUG] [FORECASTER] BAX: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T08:05:27.785658] [DEBUG] [FORECASTER] BAX: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T08:05:28.081564] [DEBUG] [FORECASTER] BAX: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T08:05:28.381954] [DEBUG] [FORECASTER] BAX: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T08:05:28.672171] [DEBUG] [FORECASTER] BAX: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-25T08:05:28.965842] [DEBUG] [FORECASTER] BAX: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T08:05:28.966039] [INFO ] [CONFIGURE ] BAX: DISCARDED add_ema (score: 50.00%)
[2025-11-25T08:05:28.966101] [INFO ] [CONFIGURE ] JOB ETA: 2.7h | Avg: 2.8s/test | Remaining: 3409 tests
[2025-11-25T08:05:28.966150] [INFO ] [CONFIGURE ] BAX: Testing feature 5/29: add_exhaustion_signals
[2025-11-25T08:05:28.966195] [INFO ] [CONFIGURE ] BAX: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals']
[2025-11-25T08:05:29.244820] [DEBUG] [FORECASTER] BAX: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T08:05:29.520945] [DEBUG] [FORECASTER] BAX: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T08:05:29.802798] [DEBUG] [FORECASTER] BAX: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T08:05:30.092407] [DEBUG] [FORECASTER] BAX: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T08:05:30.382001] [DEBUG] [FORECASTER] BAX: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T08:05:30.672479] [DEBUG] [FORECASTER] BAX: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T08:05:30.959378] [DEBUG] [FORECASTER] BAX: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T08:05:31.244135] [DEBUG] [FORECASTER] BAX: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T08:05:31.533114] [DEBUG] [FORECASTER] BAX: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T08:05:31.836065] [DEBUG] [FORECASTER] BAX: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T08:05:31.836290] [INFO ] [CONFIGURE ] BAX: DISCARDED add_exhaustion_signals (score: 60.00%)
[2025-11-25T08:05:31.836352] [INFO ] [CONFIGURE ] JOB ETA: 2.7h | Avg: 2.8s/test | Remaining: 3408 tests
[2025-11-25T08:05:31.836401] [INFO ] [CONFIGURE ] BAX: Testing feature 6/29: add_failed_moves
[2025-11-25T08:05:31.836446] [INFO ] [CONFIGURE ] BAX: Testing with features: ['add_cumulative_delta', 'add_failed_moves']
[2025-11-25T08:05:32.079871] [DEBUG] [FORECASTER] BAX: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T08:05:32.337845] [DEBUG] [FORECASTER] BAX: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T08:05:32.589802] [DEBUG] [FORECASTER] BAX: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T08:05:32.826783] [DEBUG] [FORECASTER] BAX: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T08:05:33.071252] [DEBUG] [FORECASTER] BAX: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T08:05:33.316686] [DEBUG] [FORECASTER] BAX: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T08:05:33.560826] [DEBUG] [FORECASTER] BAX: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T08:05:33.796167] [DEBUG] [FORECASTER] BAX: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T08:05:34.019190] [DEBUG] [FORECASTER] BAX: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T08:05:34.244772] [DEBUG] [FORECASTER] BAX: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T08:05:34.245156] [INFO ] [CONFIGURE ] BAX: DISCARDED add_failed_moves (score: 70.00%)
[2025-11-25T08:05:34.245214] [INFO ] [CONFIGURE ] JOB ETA: 2.7h | Avg: 2.8s/test | Remaining: 3407 tests
[2025-11-25T08:05:34.245264] [INFO ] [CONFIGURE ] BAX: Testing feature 7/29: add_lag_shelf
[2025-11-25T08:05:34.245311] [INFO ] [CONFIGURE ] BAX: Testing with features: ['add_cumulative_delta', 'add_lag_shelf']
[2025-11-25T08:05:34.465619] [DEBUG] [FORECASTER] BAX: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T08:05:34.683317] [DEBUG] [FORECASTER] BAX: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T08:05:34.898925] [DEBUG] [FORECASTER] BAX: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T08:05:35.136288] [DEBUG] [FORECASTER] BAX: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T08:05:35.371603] [DEBUG] [FORECASTER] BAX: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T08:05:35.607522] [DEBUG] [FORECASTER] BAX: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T08:05:35.838317] [DEBUG] [FORECASTER] BAX: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T08:05:36.063114] [DEBUG] [FORECASTER] BAX: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T08:05:36.298442] [DEBUG] [FORECASTER] BAX: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T08:05:36.550633] [DEBUG] [FORECASTER] BAX: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T08:05:36.550855] [INFO ] [CONFIGURE ] BAX: DISCARDED add_lag_shelf (score: 70.00%)
[2025-11-25T08:05:36.550906] [INFO ] [CONFIGURE ] JOB ETA: 2.6h | Avg: 2.8s/test | Remaining: 3406 tests
[2025-11-25T08:05:36.550948] [INFO ] [CONFIGURE ] BAX: Testing feature 8/29: add_macd
[2025-11-25T08:05:36.550988] [INFO ] [CONFIGURE ] BAX: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_macd']
[2025-11-25T08:05:36.895133] [DEBUG] [FORECASTER] BAX: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T08:05:37.231284] [DEBUG] [FORECASTER] BAX: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T08:05:37.596087] [DEBUG] [FORECASTER] BAX: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T08:05:37.963637] [DEBUG] [FORECASTER] BAX: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T08:05:38.413992] [DEBUG] [FORECASTER] BAX: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T08:05:38.867380] [DEBUG] [FORECASTER] BAX: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T08:05:39.237857] [DEBUG] [FORECASTER] BAX: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T08:05:39.553204] [DEBUG] [FORECASTER] BAX: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T08:05:39.865346] [DEBUG] [FORECASTER] BAX: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T08:05:40.187442] [DEBUG] [FORECASTER] BAX: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T08:05:40.187637] [INFO ] [CONFIGURE ] BAX: DISCARDED add_macd (score: 60.00%)
[2025-11-25T08:05:40.187720] [INFO ] [CONFIGURE ] JOB ETA: 2.6h | Avg: 2.8s/test | Remaining: 3405 tests
[2025-11-25T08:05:40.187770] [INFO ] [CONFIGURE ] BAX: Testing feature 9/29: add_mfi
[2025-11-25T08:05:40.187814] [INFO ] [CONFIGURE ] BAX: Testing with features: ['add_cumulative_delta', 'add_mfi']
[2025-11-25T08:05:40.433888] [DEBUG] [FORECASTER] BAX: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T08:05:40.688471] [DEBUG] [FORECASTER] BAX: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T08:05:40.935785] [DEBUG] [FORECASTER] BAX: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T08:05:41.180974] [DEBUG] [FORECASTER] BAX: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T08:05:41.462634] [DEBUG] [FORECASTER] BAX: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T08:05:41.706114] [DEBUG] [FORECASTER] BAX: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T08:05:41.952492] [DEBUG] [FORECASTER] BAX: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T08:05:42.196023] [DEBUG] [FORECASTER] BAX: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T08:05:42.442506] [DEBUG] [FORECASTER] BAX: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T08:05:42.693796] [DEBUG] [FORECASTER] BAX: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T08:05:42.693974] [INFO ] [CONFIGURE ] BAX: DISCARDED add_mfi (score: 60.00%)
[2025-11-25T08:05:42.694031] [INFO ] [CONFIGURE ] JOB ETA: 2.6h | Avg: 2.8s/test | Remaining: 3404 tests
[2025-11-25T08:05:42.694078] [INFO ] [CONFIGURE ] BAX: Testing feature 10/29: add_momentum_acceleration
[2025-11-25T08:05:42.694122] [INFO ] [CONFIGURE ] BAX: Testing with features: ['add_cumulative_delta', 'add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-11-25T08:05:43.028674] [DEBUG] [FORECASTER] BAX: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T08:05:43.355800] [DEBUG] [FORECASTER] BAX: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T08:05:43.691430] [DEBUG] [FORECASTER] BAX: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T08:05:44.022801] [DEBUG] [FORECASTER] BAX: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T08:05:44.362388] [DEBUG] [FORECASTER] BAX: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T08:05:44.708680] [DEBUG] [FORECASTER] BAX: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T08:05:45.065974] [DEBUG] [FORECASTER] BAX: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T08:05:45.414277] [DEBUG] [FORECASTER] BAX: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T08:05:45.746099] [DEBUG] [FORECASTER] BAX: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T08:05:46.071635] [DEBUG] [FORECASTER] BAX: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T08:05:46.071849] [INFO ] [CONFIGURE ] BAX: DISCARDED add_momentum_acceleration (score: 40.00%)
[2025-11-25T08:05:46.071907] [INFO ] [CONFIGURE ] JOB ETA: 2.6h | Avg: 2.8s/test | Remaining: 3403 tests
[2025-11-25T08:05:46.071955] [INFO ] [CONFIGURE ] BAX: Testing feature 11/29: add_obv_daily
[2025-11-25T08:05:46.072003] [INFO ] [CONFIGURE ] BAX: Testing with features: ['add_cumulative_delta', 'add_obv_daily']
[2025-11-25T08:05:46.306494] [DEBUG] [FORECASTER] BAX: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T08:05:46.559266] [DEBUG] [FORECASTER] BAX: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T08:05:46.803230] [DEBUG] [FORECASTER] BAX: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T08:05:47.054535] [DEBUG] [FORECASTER] BAX: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T08:05:47.303556] [DEBUG] [FORECASTER] BAX: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T08:05:47.549515] [DEBUG] [FORECASTER] BAX: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T08:05:47.790565] [DEBUG] [FORECASTER] BAX: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T08:05:48.043576] [DEBUG] [FORECASTER] BAX: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T08:05:48.299200] [DEBUG] [FORECASTER] BAX: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-25T08:05:48.577166] [DEBUG] [FORECASTER] BAX: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T08:05:48.577384] [INFO ] [CONFIGURE ] BAX: DISCARDED add_obv_daily (score: 60.00%)
[2025-11-25T08:05:48.577448] [INFO ] [CONFIGURE ] JOB ETA: 2.6h | Avg: 2.8s/test | Remaining: 3402 tests
[2025-11-25T08:05:48.577498] [INFO ] [CONFIGURE ] BAX: Testing feature 12/29: add_obv_interval
[2025-11-25T08:05:48.577545] [INFO ] [CONFIGURE ] BAX: Testing with features: ['add_cumulative_delta', 'add_obv_interval']
[2025-11-25T08:05:48.815825] [DEBUG] [FORECASTER] BAX: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T08:05:49.061945] [DEBUG] [FORECASTER] BAX: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T08:05:49.298877] [DEBUG] [FORECASTER] BAX: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T08:05:49.546248] [DEBUG] [FORECASTER] BAX: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T08:05:49.786406] [DEBUG] [FORECASTER] BAX: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T08:05:50.030124] [DEBUG] [FORECASTER] BAX: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T08:05:50.280729] [DEBUG] [FORECASTER] BAX: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T08:05:50.525251] [DEBUG] [FORECASTER] BAX: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T08:05:50.769686] [DEBUG] [FORECASTER] BAX: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T08:05:51.013936] [DEBUG] [FORECASTER] BAX: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T08:05:51.014130] [INFO ] [CONFIGURE ] BAX: DISCARDED add_obv_interval (score: 50.00%)
[2025-11-25T08:05:51.014210] [INFO ] [CONFIGURE ] JOB ETA: 2.6h | Avg: 2.8s/test | Remaining: 3401 tests
[2025-11-25T08:05:51.014261] [INFO ] [CONFIGURE ] BAX: Testing feature 13/29: add_opening_strength
[2025-11-25T08:05:51.014308] [INFO ] [CONFIGURE ] BAX: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_opening_strength']
[2025-11-25T08:05:51.278011] [DEBUG] [FORECASTER] BAX: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T08:05:51.554819] [DEBUG] [FORECASTER] BAX: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T08:05:51.828301] [DEBUG] [FORECASTER] BAX: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T08:05:52.101356] [DEBUG] [FORECASTER] BAX: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T08:05:52.372013] [DEBUG] [FORECASTER] BAX: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T08:05:52.648286] [DEBUG] [FORECASTER] BAX: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T08:05:52.927503] [DEBUG] [FORECASTER] BAX: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T08:05:53.203603] [DEBUG] [FORECASTER] BAX: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T08:05:53.477473] [DEBUG] [FORECASTER] BAX: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T08:05:53.769716] [DEBUG] [FORECASTER] BAX: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T08:05:53.769919] [INFO ] [CONFIGURE ] BAX: DISCARDED add_opening_strength (score: 50.00%)
[2025-11-25T08:05:53.769979] [INFO ] [CONFIGURE ] JOB ETA: 2.6h | Avg: 2.8s/test | Remaining: 3400 tests
[2025-11-25T08:05:53.770028] [INFO ] [CONFIGURE ] BAX: Testing feature 14/29: add_order_flow_imbalance
[2025-11-25T08:05:53.770071] [INFO ] [CONFIGURE ] BAX: Testing with features: ['add_cumulative_delta', 'add_order_flow_imbalance']
[2025-11-25T08:05:54.036797] [DEBUG] [FORECASTER] BAX: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T08:05:54.294777] [DEBUG] [FORECASTER] BAX: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T08:05:54.559541] [DEBUG] [FORECASTER] BAX: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T08:05:54.819688] [DEBUG] [FORECASTER] BAX: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T08:05:55.066866] [DEBUG] [FORECASTER] BAX: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T08:05:55.311553] [DEBUG] [FORECASTER] BAX: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T08:05:55.550794] [DEBUG] [FORECASTER] BAX: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T08:05:55.786471] [DEBUG] [FORECASTER] BAX: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T08:05:56.030067] [DEBUG] [FORECASTER] BAX: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T08:05:56.283559] [DEBUG] [FORECASTER] BAX: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T08:05:56.283774] [INFO ] [CONFIGURE ] BAX: DISCARDED add_order_flow_imbalance (score: 50.00%)
[2025-11-25T08:05:56.283833] [INFO ] [CONFIGURE ] JOB ETA: 2.6h | Avg: 2.8s/test | Remaining: 3399 tests
[2025-11-25T08:05:56.283881] [INFO ] [CONFIGURE ] BAX: Testing feature 15/29: add_pbf_morning_momentum
[2025-11-25T08:05:56.283924] [INFO ] [CONFIGURE ] BAX: Testing with features: ['add_cumulative_delta', 'add_pbf_morning_momentum']
[2025-11-25T08:05:56.516253] [DEBUG] [FORECASTER] BAX: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T08:05:56.738155] [DEBUG] [FORECASTER] BAX: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T08:05:56.958735] [DEBUG] [FORECASTER] BAX: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T08:05:57.184066] [DEBUG] [FORECASTER] BAX: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T08:05:57.406669] [DEBUG] [FORECASTER] BAX: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T08:05:57.631082] [DEBUG] [FORECASTER] BAX: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T08:05:57.857304] [DEBUG] [FORECASTER] BAX: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T08:05:58.088955] [DEBUG] [FORECASTER] BAX: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T08:05:58.317663] [DEBUG] [FORECASTER] BAX: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T08:05:58.549327] [DEBUG] [FORECASTER] BAX: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T08:05:58.549517] [INFO ] [CONFIGURE ] BAX: DISCARDED add_pbf_morning_momentum (score: 50.00%)
[2025-11-25T08:05:58.549566] [INFO ] [CONFIGURE ] JOB ETA: 2.6h | Avg: 2.8s/test | Remaining: 3398 tests
[2025-11-25T08:05:58.549604] [INFO ] [CONFIGURE ] BAX: Testing feature 16/29: add_pbf_overnight_gap
[2025-11-25T08:05:58.549658] [INFO ] [CONFIGURE ] BAX: Testing with features: ['add_cumulative_delta', 'add_pbf_overnight_gap']
[2025-11-25T08:05:58.794274] [DEBUG] [FORECASTER] BAX: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T08:05:59.041805] [DEBUG] [FORECASTER] BAX: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T08:05:59.290317] [DEBUG] [FORECASTER] BAX: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T08:05:59.535694] [DEBUG] [FORECASTER] BAX: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T08:05:59.786301] [DEBUG] [FORECASTER] BAX: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T08:06:00.030920] [DEBUG] [FORECASTER] BAX: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T08:06:00.272267] [DEBUG] [FORECASTER] BAX: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T08:06:00.515773] [DEBUG] [FORECASTER] BAX: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T08:06:00.759229] [DEBUG] [FORECASTER] BAX: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T08:06:01.664072] [DEBUG] [FORECASTER] BAX: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T08:06:01.664261] [INFO ] [CONFIGURE ] BAX: DISCARDED add_pbf_overnight_gap (score: 70.00%)
[2025-11-25T08:06:01.664313] [INFO ] [CONFIGURE ] JOB ETA: 2.6h | Avg: 2.8s/test | Remaining: 3397 tests
[2025-11-25T08:06:01.664352] [INFO ] [CONFIGURE ] BAX: Testing feature 17/29: add_pbf_return_2d
[2025-11-25T08:06:01.664399] [INFO ] [CONFIGURE ] BAX: Testing with features: ['add_cumulative_delta', 'add_pbf_return_2d']
[2025-11-25T08:06:01.967983] [DEBUG] [FORECASTER] BAX: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T08:06:02.213041] [DEBUG] [FORECASTER] BAX: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T08:06:02.482033] [DEBUG] [FORECASTER] BAX: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T08:06:02.726760] [DEBUG] [FORECASTER] BAX: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T08:06:02.966278] [DEBUG] [FORECASTER] BAX: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T08:06:03.206377] [DEBUG] [FORECASTER] BAX: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T08:06:03.449971] [DEBUG] [FORECASTER] BAX: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T08:06:03.687182] [DEBUG] [FORECASTER] BAX: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T08:06:03.928066] [DEBUG] [FORECASTER] BAX: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T08:06:04.177728] [DEBUG] [FORECASTER] BAX: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T08:06:04.177933] [INFO ] [CONFIGURE ] BAX: DISCARDED add_pbf_return_2d (score: 60.00%)
[2025-11-25T08:06:04.177995] [INFO ] [CONFIGURE ] JOB ETA: 2.6h | Avg: 2.8s/test | Remaining: 3396 tests
[2025-11-25T08:06:04.178044] [INFO ] [CONFIGURE ] BAX: Testing feature 18/29: add_pbf_volatility_5d
[2025-11-25T08:06:04.178088] [INFO ] [CONFIGURE ] BAX: Testing with features: ['add_cumulative_delta', 'add_pbf_volatility_5d']
[2025-11-25T08:06:04.409085] [DEBUG] [FORECASTER] BAX: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T08:06:04.637786] [DEBUG] [FORECASTER] BAX: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T08:06:04.862420] [DEBUG] [FORECASTER] BAX: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T08:06:05.095730] [DEBUG] [FORECASTER] BAX: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T08:06:05.322452] [DEBUG] [FORECASTER] BAX: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T08:06:05.545688] [DEBUG] [FORECASTER] BAX: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T08:06:05.770723] [DEBUG] [FORECASTER] BAX: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T08:06:05.996638] [DEBUG] [FORECASTER] BAX: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T08:06:06.218219] [DEBUG] [FORECASTER] BAX: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T08:06:06.455776] [DEBUG] [FORECASTER] BAX: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T08:06:06.456072] [INFO ] [CONFIGURE ] BAX: DISCARDED add_pbf_volatility_5d (score: 60.00%)
[2025-11-25T08:06:06.456193] [INFO ] [CONFIGURE ] JOB ETA: 2.6h | Avg: 2.8s/test | Remaining: 3395 tests
[2025-11-25T08:06:06.456302] [INFO ] [CONFIGURE ] BAX: Testing feature 19/29: add_pbf_vs_sma_5
[2025-11-25T08:06:06.456405] [INFO ] [CONFIGURE ] BAX: Testing with features: ['add_cumulative_delta', 'add_pbf_vs_sma_5']
[2025-11-25T08:06:06.674196] [DEBUG] [FORECASTER] BAX: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T08:06:06.892360] [DEBUG] [FORECASTER] BAX: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T08:06:07.118691] [DEBUG] [FORECASTER] BAX: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T08:06:07.338547] [DEBUG] [FORECASTER] BAX: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T08:06:07.561318] [DEBUG] [FORECASTER] BAX: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T08:06:07.787514] [DEBUG] [FORECASTER] BAX: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T08:06:08.026831] [DEBUG] [FORECASTER] BAX: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T08:06:08.257993] [DEBUG] [FORECASTER] BAX: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T08:06:08.494138] [DEBUG] [FORECASTER] BAX: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T08:06:08.733059] [DEBUG] [FORECASTER] BAX: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T08:06:08.733224] [INFO ] [CONFIGURE ] BAX: DISCARDED add_pbf_vs_sma_5 (score: 60.00%)
[2025-11-25T08:06:08.733274] [INFO ] [CONFIGURE ] JOB ETA: 2.6h | Avg: 2.8s/test | Remaining: 3394 tests
[2025-11-25T08:06:08.733312] [INFO ] [CONFIGURE ] BAX: Testing feature 20/29: add_price_rejection
[2025-11-25T08:06:08.733349] [INFO ] [CONFIGURE ] BAX: Testing with features: ['add_cumulative_delta', 'add_price_rejection']
[2025-11-25T08:06:08.965030] [DEBUG] [FORECASTER] BAX: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T08:06:09.205226] [DEBUG] [FORECASTER] BAX: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T08:06:09.449718] [DEBUG] [FORECASTER] BAX: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T08:06:09.693483] [DEBUG] [FORECASTER] BAX: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T08:06:09.935670] [DEBUG] [FORECASTER] BAX: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T08:06:10.177441] [DEBUG] [FORECASTER] BAX: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T08:06:10.418781] [DEBUG] [FORECASTER] BAX: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T08:06:10.667115] [DEBUG] [FORECASTER] BAX: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T08:06:10.908740] [DEBUG] [FORECASTER] BAX: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T08:06:11.157529] [DEBUG] [FORECASTER] BAX: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T08:06:11.157769] [INFO ] [CONFIGURE ] BAX: DISCARDED add_price_rejection (score: 50.00%)
[2025-11-25T08:06:11.157840] [INFO ] [CONFIGURE ] JOB ETA: 2.6h | Avg: 2.8s/test | Remaining: 3393 tests
[2025-11-25T08:06:11.157897] [INFO ] [CONFIGURE ] BAX: Testing feature 21/29: add_range_position
[2025-11-25T08:06:11.157949] [INFO ] [CONFIGURE ] BAX: Testing with features: ['add_cumulative_delta', 'add_range_position']
[2025-11-25T08:06:11.449015] [DEBUG] [FORECASTER] BAX: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T08:06:11.722846] [DEBUG] [FORECASTER] BAX: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T08:06:12.002846] [DEBUG] [FORECASTER] BAX: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T08:06:12.262684] [DEBUG] [FORECASTER] BAX: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T08:06:12.531385] [DEBUG] [FORECASTER] BAX: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T08:06:12.808665] [DEBUG] [FORECASTER] BAX: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T08:06:13.077619] [DEBUG] [FORECASTER] BAX: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T08:06:13.343096] [DEBUG] [FORECASTER] BAX: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T08:06:13.614132] [DEBUG] [FORECASTER] BAX: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T08:06:13.889438] [DEBUG] [FORECASTER] BAX: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T08:06:13.889607] [INFO ] [CONFIGURE ] BAX: DISCARDED add_range_position (score: 40.00%)
[2025-11-25T08:06:13.889684] [INFO ] [CONFIGURE ] JOB ETA: 2.6h | Avg: 2.8s/test | Remaining: 3392 tests
[2025-11-25T08:06:13.889728] [INFO ] [CONFIGURE ] BAX: Testing feature 22/29: add_realized_volatility
[2025-11-25T08:06:13.889772] [INFO ] [CONFIGURE ] BAX: Testing with features: ['add_cumulative_delta', 'add_realized_volatility']
[2025-11-25T08:06:14.239536] [DEBUG] [FORECASTER] BAX: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T08:06:14.580216] [DEBUG] [FORECASTER] BAX: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T08:06:14.933935] [DEBUG] [FORECASTER] BAX: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T08:06:15.304257] [DEBUG] [FORECASTER] BAX: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T08:06:15.670729] [DEBUG] [FORECASTER] BAX: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T08:06:16.013761] [DEBUG] [FORECASTER] BAX: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T08:06:16.371435] [DEBUG] [FORECASTER] BAX: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T08:06:16.731798] [DEBUG] [FORECASTER] BAX: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T08:06:17.080330] [DEBUG] [FORECASTER] BAX: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T08:06:17.428162] [DEBUG] [FORECASTER] BAX: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T08:06:17.428369] [INFO ] [CONFIGURE ] BAX: DISCARDED add_realized_volatility (score: 70.00%)
[2025-11-25T08:06:17.428432] [INFO ] [CONFIGURE ] JOB ETA: 2.6h | Avg: 2.8s/test | Remaining: 3391 tests
[2025-11-25T08:06:17.428483] [INFO ] [CONFIGURE ] BAX: Testing feature 23/29: add_recent_range_context
[2025-11-25T08:06:17.428529] [INFO ] [CONFIGURE ] BAX: Testing with features: ['add_cumulative_delta', 'add_recent_range_context']
[2025-11-25T08:06:17.669987] [DEBUG] [FORECASTER] BAX: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T08:06:17.917344] [DEBUG] [FORECASTER] BAX: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T08:06:18.161453] [DEBUG] [FORECASTER] BAX: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T08:06:18.408915] [DEBUG] [FORECASTER] BAX: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T08:06:18.655419] [DEBUG] [FORECASTER] BAX: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T08:06:18.906442] [DEBUG] [FORECASTER] BAX: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T08:06:19.155511] [DEBUG] [FORECASTER] BAX: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T08:06:19.398855] [DEBUG] [FORECASTER] BAX: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T08:06:19.631565] [DEBUG] [FORECASTER] BAX: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T08:06:19.871436] [DEBUG] [FORECASTER] BAX: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T08:06:19.871611] [INFO ] [CONFIGURE ] BAX: DISCARDED add_recent_range_context (score: 60.00%)
[2025-11-25T08:06:19.871690] [INFO ] [CONFIGURE ] JOB ETA: 2.6h | Avg: 2.8s/test | Remaining: 3390 tests
[2025-11-25T08:06:19.871743] [INFO ] [CONFIGURE ] BAX: Testing feature 24/29: add_rsi
[2025-11-25T08:06:19.871791] [INFO ] [CONFIGURE ] BAX: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_rsi']
[2025-11-25T08:06:20.151676] [DEBUG] [FORECASTER] BAX: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T08:06:20.445380] [DEBUG] [FORECASTER] BAX: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T08:06:20.741760] [DEBUG] [FORECASTER] BAX: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T08:06:21.033160] [DEBUG] [FORECASTER] BAX: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T08:06:21.325347] [DEBUG] [FORECASTER] BAX: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T08:06:21.638616] [DEBUG] [FORECASTER] BAX: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T08:06:21.931100] [DEBUG] [FORECASTER] BAX: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T08:06:22.214255] [DEBUG] [FORECASTER] BAX: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T08:06:22.504425] [DEBUG] [FORECASTER] BAX: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T08:06:22.791590] [DEBUG] [FORECASTER] BAX: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T08:06:22.791824] [INFO ] [CONFIGURE ] BAX: DISCARDED add_rsi (score: 60.00%)
[2025-11-25T08:06:22.791886] [INFO ] [CONFIGURE ] JOB ETA: 2.6h | Avg: 2.8s/test | Remaining: 3389 tests
[2025-11-25T08:06:22.791935] [INFO ] [CONFIGURE ] BAX: Testing feature 25/29: add_tick_distribution
[2025-11-25T08:06:22.791979] [INFO ] [CONFIGURE ] BAX: Testing with features: ['add_cumulative_delta', 'add_tick_distribution']
[2025-11-25T08:06:23.025976] [DEBUG] [FORECASTER] BAX: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T08:06:23.291848] [DEBUG] [FORECASTER] BAX: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T08:06:23.556816] [DEBUG] [FORECASTER] BAX: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T08:06:23.811613] [DEBUG] [FORECASTER] BAX: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T08:06:24.062592] [DEBUG] [FORECASTER] BAX: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T08:06:24.318121] [DEBUG] [FORECASTER] BAX: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T08:06:24.575145] [DEBUG] [FORECASTER] BAX: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T08:06:24.827494] [DEBUG] [FORECASTER] BAX: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T08:06:25.085634] [DEBUG] [FORECASTER] BAX: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T08:06:25.374149] [DEBUG] [FORECASTER] BAX: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T08:06:25.374467] [INFO ] [CONFIGURE ] BAX: DISCARDED add_tick_distribution (score: 50.00%)
[2025-11-25T08:06:25.374531] [INFO ] [CONFIGURE ] JOB ETA: 2.6h | Avg: 2.8s/test | Remaining: 3388 tests
[2025-11-25T08:06:25.374583] [INFO ] [CONFIGURE ] BAX: Testing feature 26/29: add_volume_momentum_confirmation
[2025-11-25T08:06:25.374631] [INFO ] [CONFIGURE ] BAX: Testing with features: ['add_cumulative_delta', 'add_volume_momentum_confirmation']
[2025-11-25T08:06:25.674766] [DEBUG] [FORECASTER] BAX: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T08:06:25.962513] [DEBUG] [FORECASTER] BAX: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T08:06:26.260521] [DEBUG] [FORECASTER] BAX: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T08:06:26.556420] [DEBUG] [FORECASTER] BAX: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T08:06:26.814515] [DEBUG] [FORECASTER] BAX: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T08:06:27.061354] [DEBUG] [FORECASTER] BAX: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T08:06:27.293537] [DEBUG] [FORECASTER] BAX: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T08:06:27.523068] [DEBUG] [FORECASTER] BAX: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T08:06:27.751344] [DEBUG] [FORECASTER] BAX: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T08:06:27.986811] [DEBUG] [FORECASTER] BAX: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T08:06:27.986998] [INFO ] [CONFIGURE ] BAX: DISCARDED add_volume_momentum_confirmation (score: 60.00%)
[2025-11-25T08:06:27.987067] [INFO ] [CONFIGURE ] JOB ETA: 2.6h | Avg: 2.8s/test | Remaining: 3387 tests
[2025-11-25T08:06:27.987117] [INFO ] [CONFIGURE ] BAX: Testing feature 27/29: add_volume_price_divergence
[2025-11-25T08:06:27.987159] [INFO ] [CONFIGURE ] BAX: Testing with features: ['add_cumulative_delta', 'add_volume_price_divergence']
[2025-11-25T08:06:28.239143] [DEBUG] [FORECASTER] BAX: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T08:06:28.510122] [DEBUG] [FORECASTER] BAX: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T08:06:28.780375] [DEBUG] [FORECASTER] BAX: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T08:06:29.037217] [DEBUG] [FORECASTER] BAX: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T08:06:29.294407] [DEBUG] [FORECASTER] BAX: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T08:06:29.551730] [DEBUG] [FORECASTER] BAX: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T08:06:29.804419] [DEBUG] [FORECASTER] BAX: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T08:06:30.074335] [DEBUG] [FORECASTER] BAX: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T08:06:30.333560] [DEBUG] [FORECASTER] BAX: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T08:06:30.594824] [DEBUG] [FORECASTER] BAX: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T08:06:30.595014] [INFO ] [CONFIGURE ] BAX: DISCARDED add_volume_price_divergence (score: 50.00%)
[2025-11-25T08:06:30.595075] [INFO ] [CONFIGURE ] JOB ETA: 2.6h | Avg: 2.8s/test | Remaining: 3386 tests
[2025-11-25T08:06:30.595125] [INFO ] [CONFIGURE ] BAX: Testing feature 28/29: add_volume_profile
[2025-11-25T08:06:30.595174] [INFO ] [CONFIGURE ] BAX: Testing with features: ['add_cumulative_delta', 'add_volume_profile']
[2025-11-25T08:06:30.839909] [DEBUG] [FORECASTER] BAX: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T08:06:31.077601] [DEBUG] [FORECASTER] BAX: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T08:06:31.314268] [DEBUG] [FORECASTER] BAX: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T08:06:31.564665] [DEBUG] [FORECASTER] BAX: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T08:06:31.808204] [DEBUG] [FORECASTER] BAX: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T08:06:32.056443] [DEBUG] [FORECASTER] BAX: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T08:06:32.300371] [DEBUG] [FORECASTER] BAX: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T08:06:32.553402] [DEBUG] [FORECASTER] BAX: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T08:06:32.781445] [DEBUG] [FORECASTER] BAX: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T08:06:33.013311] [DEBUG] [FORECASTER] BAX: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T08:06:33.013486] [INFO ] [CONFIGURE ] BAX: DISCARDED add_volume_profile (score: 60.00%)
[2025-11-25T08:06:33.013543] [INFO ] [CONFIGURE ] JOB ETA: 2.6h | Avg: 2.8s/test | Remaining: 3385 tests
[2025-11-25T08:06:33.013590] [INFO ] [CONFIGURE ] BAX: Testing feature 29/29: add_vwap
[2025-11-25T08:06:33.013633] [INFO ] [CONFIGURE ] BAX: Testing with features: ['add_cumulative_delta', 'add_vwap']
[2025-11-25T08:06:33.258593] [DEBUG] [FORECASTER] BAX: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T08:06:33.506372] [DEBUG] [FORECASTER] BAX: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T08:06:33.764285] [DEBUG] [FORECASTER] BAX: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T08:06:34.018290] [DEBUG] [FORECASTER] BAX: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T08:06:34.274737] [DEBUG] [FORECASTER] BAX: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T08:06:34.523527] [DEBUG] [FORECASTER] BAX: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T08:06:34.772722] [DEBUG] [FORECASTER] BAX: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T08:06:35.025071] [DEBUG] [FORECASTER] BAX: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T08:06:35.282892] [DEBUG] [FORECASTER] BAX: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T08:06:35.549625] [DEBUG] [FORECASTER] BAX: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T08:06:35.549840] [INFO ] [CONFIGURE ] BAX: DISCARDED add_vwap (score: 60.00%)
[2025-11-25T08:06:35.549904] [INFO ] [CONFIGURE ] JOB ETA: 2.6h | Avg: 2.8s/test | Remaining: 3384 tests
[2025-11-25T08:06:35.549956] [INFO ] [CONFIGURE ] BAX: ===== FEATURE SELECTION COMPLETE =====
[2025-11-25T08:06:35.550001] [INFO ] [CONFIGURE ] BAX: Best accuracy: 70.00%
[2025-11-25T08:06:35.550046] [INFO ] [CONFIGURE ] BAX: Best feature set (1 features): ['add_cumulative_delta']
[2025-11-25T08:06:35.550094] [INFO ] [CONFIGURE ] BAX: Improvement over baseline: 10.00%
[2025-11-25T08:06:35.550144] [INFO ] [CONFIGURE ] BAX: Total time: 1.3 minutes
[2025-11-25T08:06:35.550193] [INFO ] [CONFIGURE ] BAX: Average time per feature: 2.6 seconds
[2025-11-25T08:06:35.550244] [INFO ] [CONFIGURE ] BAX: Average speed: 0.38 features/sec
[2025-11-25T08:06:35.550868] [INFO ] [LOCAL     ] Saved configuration for BAX: 1 features, 70.00% accuracy -> ./output/feature-sets/BAX.json
[2025-11-25T08:06:35.550931] [INFO ] [CONFIGURE ] BAX: Configuration saved successfully: 1 features, 70.00% accuracy.
[2025-11-25T08:06:35.550994] [INFO ] [sig       ] [48/164] Successfully configured BAX | 0.01 sym/s | Total: 1.1h | ETA: 2.6h
[2025-11-25T08:06:35.551043] [INFO ] [sig       ] [49/164] Configuring BBDO...
[2025-11-25T08:06:35.551087] [INFO ] [CONFIGURE ] BBDO: Configurate test run.
[2025-11-25T08:06:35.551131] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BBDO' from 'https://tdm.silogroup.org/data/derivative_storage/BBDO.csv'.
[2025-11-25T08:06:35.565506] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'BBDO'.
[2025-11-25T08:06:35.565937] [INFO ] [CONFIGURE ] BBDO: Testing with 29 available features
[2025-11-25T08:06:35.565999] [INFO ] [CONFIGURE ] BBDO: Establishing baseline with no features...
[2025-11-25T08:06:35.734440] [DEBUG] [FORECASTER] BBDO: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T08:06:35.905086] [DEBUG] [FORECASTER] BBDO: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T08:06:36.081068] [DEBUG] [FORECASTER] BBDO: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T08:06:36.253348] [DEBUG] [FORECASTER] BBDO: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T08:06:36.448471] [DEBUG] [FORECASTER] BBDO: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T08:06:36.624712] [DEBUG] [FORECASTER] BBDO: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T08:06:36.798956] [DEBUG] [FORECASTER] BBDO: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T08:06:36.977207] [DEBUG] [FORECASTER] BBDO: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T08:06:37.150892] [DEBUG] [FORECASTER] BBDO: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T08:06:37.324231] [DEBUG] [FORECASTER] BBDO: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T08:06:37.324409] [INFO ] [CONFIGURE ] BBDO: Baseline score (no features): 30.00%
[2025-11-25T08:06:37.324458] [INFO ] [CONFIGURE ] BBDO: Testing feature 1/29: add_bollinger_bands
[2025-11-25T08:06:37.324498] [INFO ] [CONFIGURE ] BBDO: Testing with features: ['add_bollinger_bands']
[2025-11-25T08:06:37.532147] [DEBUG] [FORECASTER] BBDO: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T08:06:37.747230] [DEBUG] [FORECASTER] BBDO: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T08:06:37.954122] [DEBUG] [FORECASTER] BBDO: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T08:06:38.160915] [DEBUG] [FORECASTER] BBDO: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T08:06:38.379041] [DEBUG] [FORECASTER] BBDO: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T08:06:38.595597] [DEBUG] [FORECASTER] BBDO: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T08:06:38.808562] [DEBUG] [FORECASTER] BBDO: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T08:06:39.017915] [DEBUG] [FORECASTER] BBDO: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T08:06:39.229509] [DEBUG] [FORECASTER] BBDO: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T08:06:39.438852] [DEBUG] [FORECASTER] BBDO: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T08:06:39.439047] [INFO ] [CONFIGURE ] BBDO: DISCARDED add_bollinger_bands (score: 10.00%)
[2025-11-25T08:06:39.439101] [INFO ] [CONFIGURE ] JOB ETA: 2.6h | Avg: 2.8s/test | Remaining: 3383 tests
[2025-11-25T08:06:39.439142] [INFO ] [CONFIGURE ] BBDO: Testing feature 2/29: add_cumulative_delta
[2025-11-25T08:06:39.439178] [INFO ] [CONFIGURE ] BBDO: Testing with features: ['add_cumulative_delta']
[2025-11-25T08:06:39.644930] [DEBUG] [FORECASTER] BBDO: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T08:06:39.853539] [DEBUG] [FORECASTER] BBDO: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T08:06:40.063748] [DEBUG] [FORECASTER] BBDO: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T08:06:40.298752] [DEBUG] [FORECASTER] BBDO: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T08:06:40.532335] [DEBUG] [FORECASTER] BBDO: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T08:06:40.758758] [DEBUG] [FORECASTER] BBDO: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T08:06:40.992730] [DEBUG] [FORECASTER] BBDO: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T08:06:41.224775] [DEBUG] [FORECASTER] BBDO: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T08:06:41.506423] [DEBUG] [FORECASTER] BBDO: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T08:06:41.744724] [DEBUG] [FORECASTER] BBDO: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T08:06:41.744937] [INFO ] [CONFIGURE ] BBDO: DISCARDED add_cumulative_delta (score: 30.00%)
[2025-11-25T08:06:41.744995] [INFO ] [CONFIGURE ] JOB ETA: 2.6h | Avg: 2.8s/test | Remaining: 3382 tests
[2025-11-25T08:06:41.745042] [INFO ] [CONFIGURE ] BBDO: Testing feature 3/29: add_daily_returns
[2025-11-25T08:06:41.745091] [INFO ] [CONFIGURE ] BBDO: Testing with features: ['add_daily_returns']
[2025-11-25T08:06:41.981861] [DEBUG] [FORECASTER] BBDO: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T08:06:42.222562] [DEBUG] [FORECASTER] BBDO: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T08:06:42.441623] [DEBUG] [FORECASTER] BBDO: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T08:06:42.664747] [DEBUG] [FORECASTER] BBDO: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T08:06:42.871990] [DEBUG] [FORECASTER] BBDO: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T08:06:43.076731] [DEBUG] [FORECASTER] BBDO: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T08:06:43.288579] [DEBUG] [FORECASTER] BBDO: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T08:06:43.499608] [DEBUG] [FORECASTER] BBDO: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T08:06:43.728211] [DEBUG] [FORECASTER] BBDO: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T08:06:43.958483] [DEBUG] [FORECASTER] BBDO: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T08:06:43.958680] [INFO ] [CONFIGURE ] BBDO: KEPT add_daily_returns (score: 40.00%)
[2025-11-25T08:06:43.958764] [INFO ] [CONFIGURE ] JOB ETA: 2.6h | Avg: 2.8s/test | Remaining: 3381 tests
[2025-11-25T08:06:43.958816] [INFO ] [CONFIGURE ] BBDO: Testing feature 4/29: add_ema
[2025-11-25T08:06:43.958989] [INFO ] [CONFIGURE ] BBDO: Testing with features: ['add_daily_returns', 'add_ema']
[2025-11-25T08:06:44.232029] [DEBUG] [FORECASTER] BBDO: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T08:06:44.498305] [DEBUG] [FORECASTER] BBDO: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T08:06:44.764831] [DEBUG] [FORECASTER] BBDO: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T08:06:45.026312] [DEBUG] [FORECASTER] BBDO: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T08:06:45.287778] [DEBUG] [FORECASTER] BBDO: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T08:06:45.552630] [DEBUG] [FORECASTER] BBDO: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T08:06:45.811143] [DEBUG] [FORECASTER] BBDO: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T08:06:46.067008] [DEBUG] [FORECASTER] BBDO: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T08:06:46.326290] [DEBUG] [FORECASTER] BBDO: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T08:06:46.611160] [DEBUG] [FORECASTER] BBDO: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T08:06:46.611527] [INFO ] [CONFIGURE ] BBDO: DISCARDED add_ema (score: 40.00%)
[2025-11-25T08:06:46.611681] [INFO ] [CONFIGURE ] JOB ETA: 2.6h | Avg: 2.8s/test | Remaining: 3380 tests
[2025-11-25T08:06:46.611799] [INFO ] [CONFIGURE ] BBDO: Testing feature 5/29: add_exhaustion_signals
[2025-11-25T08:06:46.611910] [INFO ] [CONFIGURE ] BBDO: Testing with features: ['add_daily_returns', 'add_vwap', 'add_exhaustion_signals']
[2025-11-25T08:06:46.893101] [DEBUG] [FORECASTER] BBDO: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T08:06:47.145612] [DEBUG] [FORECASTER] BBDO: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T08:06:47.389711] [DEBUG] [FORECASTER] BBDO: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T08:06:47.632047] [DEBUG] [FORECASTER] BBDO: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T08:06:47.871057] [DEBUG] [FORECASTER] BBDO: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T08:06:48.111137] [DEBUG] [FORECASTER] BBDO: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T08:06:48.351082] [DEBUG] [FORECASTER] BBDO: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T08:06:48.587600] [DEBUG] [FORECASTER] BBDO: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T08:06:48.823327] [DEBUG] [FORECASTER] BBDO: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T08:06:49.062021] [DEBUG] [FORECASTER] BBDO: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T08:06:49.062199] [INFO ] [CONFIGURE ] BBDO: DISCARDED add_exhaustion_signals (score: 40.00%)
[2025-11-25T08:06:49.062256] [INFO ] [CONFIGURE ] JOB ETA: 2.6h | Avg: 2.8s/test | Remaining: 3379 tests
[2025-11-25T08:06:49.062307] [INFO ] [CONFIGURE ] BBDO: Testing feature 6/29: add_failed_moves
[2025-11-25T08:06:49.062370] [INFO ] [CONFIGURE ] BBDO: Testing with features: ['add_daily_returns', 'add_failed_moves']
[2025-11-25T08:06:49.282528] [DEBUG] [FORECASTER] BBDO: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T08:06:49.498764] [DEBUG] [FORECASTER] BBDO: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T08:06:49.710081] [DEBUG] [FORECASTER] BBDO: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T08:06:49.920464] [DEBUG] [FORECASTER] BBDO: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T08:06:50.125511] [DEBUG] [FORECASTER] BBDO: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T08:06:50.332165] [DEBUG] [FORECASTER] BBDO: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T08:06:50.538900] [DEBUG] [FORECASTER] BBDO: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T08:06:50.744721] [DEBUG] [FORECASTER] BBDO: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T08:06:50.955701] [DEBUG] [FORECASTER] BBDO: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T08:06:51.165290] [DEBUG] [FORECASTER] BBDO: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T08:06:51.165464] [INFO ] [CONFIGURE ] BBDO: KEPT add_failed_moves (score: 50.00%)
[2025-11-25T08:06:51.165519] [INFO ] [CONFIGURE ] JOB ETA: 2.6h | Avg: 2.8s/test | Remaining: 3378 tests
[2025-11-25T08:06:51.165582] [INFO ] [CONFIGURE ] BBDO: Testing feature 7/29: add_lag_shelf
[2025-11-25T08:06:51.165624] [INFO ] [CONFIGURE ] BBDO: Testing with features: ['add_daily_returns', 'add_failed_moves', 'add_lag_shelf']
[2025-11-25T08:06:51.369038] [DEBUG] [FORECASTER] BBDO: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T08:06:51.572257] [DEBUG] [FORECASTER] BBDO: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T08:06:51.769171] [DEBUG] [FORECASTER] BBDO: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T08:06:51.960338] [DEBUG] [FORECASTER] BBDO: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T08:06:52.151099] [DEBUG] [FORECASTER] BBDO: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T08:06:52.343560] [DEBUG] [FORECASTER] BBDO: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T08:06:52.547136] [DEBUG] [FORECASTER] BBDO: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T08:06:52.749312] [DEBUG] [FORECASTER] BBDO: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T08:06:52.948025] [DEBUG] [FORECASTER] BBDO: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T08:06:53.145980] [DEBUG] [FORECASTER] BBDO: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T08:06:53.146147] [INFO ] [CONFIGURE ] BBDO: DISCARDED add_lag_shelf (score: 50.00%)
[2025-11-25T08:06:53.146195] [INFO ] [CONFIGURE ] JOB ETA: 2.6h | Avg: 2.8s/test | Remaining: 3377 tests
[2025-11-25T08:06:53.146257] [INFO ] [CONFIGURE ] BBDO: Testing feature 8/29: add_macd
[2025-11-25T08:06:53.146297] [INFO ] [CONFIGURE ] BBDO: Testing with features: ['add_daily_returns', 'add_failed_moves', 'add_vwap', 'add_macd']
[2025-11-25T08:06:53.430657] [DEBUG] [FORECASTER] BBDO: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T08:06:53.711317] [DEBUG] [FORECASTER] BBDO: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T08:06:53.994057] [DEBUG] [FORECASTER] BBDO: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T08:06:54.293040] [DEBUG] [FORECASTER] BBDO: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T08:06:54.582465] [DEBUG] [FORECASTER] BBDO: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T08:06:54.879848] [DEBUG] [FORECASTER] BBDO: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T08:06:55.179717] [DEBUG] [FORECASTER] BBDO: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T08:06:55.470991] [DEBUG] [FORECASTER] BBDO: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T08:06:55.764235] [DEBUG] [FORECASTER] BBDO: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T08:06:56.061906] [DEBUG] [FORECASTER] BBDO: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T08:06:56.062094] [INFO ] [CONFIGURE ] BBDO: DISCARDED add_macd (score: 40.00%)
[2025-11-25T08:06:56.062151] [INFO ] [CONFIGURE ] JOB ETA: 2.6h | Avg: 2.8s/test | Remaining: 3376 tests
[2025-11-25T08:06:56.062200] [INFO ] [CONFIGURE ] BBDO: Testing feature 9/29: add_mfi
[2025-11-25T08:06:56.062238] [INFO ] [CONFIGURE ] BBDO: Testing with features: ['add_daily_returns', 'add_failed_moves', 'add_mfi']
[2025-11-25T08:06:56.271138] [DEBUG] [FORECASTER] BBDO: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T08:06:56.488885] [DEBUG] [FORECASTER] BBDO: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T08:06:56.702374] [DEBUG] [FORECASTER] BBDO: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T08:06:56.910171] [DEBUG] [FORECASTER] BBDO: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T08:06:57.120969] [DEBUG] [FORECASTER] BBDO: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T08:06:57.331247] [DEBUG] [FORECASTER] BBDO: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T08:06:57.545256] [DEBUG] [FORECASTER] BBDO: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T08:06:57.757473] [DEBUG] [FORECASTER] BBDO: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T08:06:57.970861] [DEBUG] [FORECASTER] BBDO: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T08:06:58.182266] [DEBUG] [FORECASTER] BBDO: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T08:06:58.182451] [INFO ] [CONFIGURE ] BBDO: DISCARDED add_mfi (score: 40.00%)
[2025-11-25T08:06:58.182508] [INFO ] [CONFIGURE ] JOB ETA: 2.6h | Avg: 2.8s/test | Remaining: 3375 tests
[2025-11-25T08:06:58.182555] [INFO ] [CONFIGURE ] BBDO: Testing feature 10/29: add_momentum_acceleration
[2025-11-25T08:06:58.182598] [INFO ] [CONFIGURE ] BBDO: Testing with features: ['add_daily_returns', 'add_failed_moves', 'add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-11-25T08:06:58.475752] [DEBUG] [FORECASTER] BBDO: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T08:06:58.764713] [DEBUG] [FORECASTER] BBDO: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T08:06:59.075123] [DEBUG] [FORECASTER] BBDO: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T08:06:59.399373] [DEBUG] [FORECASTER] BBDO: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T08:06:59.711406] [DEBUG] [FORECASTER] BBDO: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T08:07:00.035706] [DEBUG] [FORECASTER] BBDO: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T08:07:00.349619] [DEBUG] [FORECASTER] BBDO: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T08:07:00.645188] [DEBUG] [FORECASTER] BBDO: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T08:07:01.674027] [DEBUG] [FORECASTER] BBDO: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T08:07:02.123755] [DEBUG] [FORECASTER] BBDO: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T08:07:02.124009] [INFO ] [CONFIGURE ] BBDO: DISCARDED add_momentum_acceleration (score: 50.00%)
[2025-11-25T08:07:02.124075] [INFO ] [CONFIGURE ] JOB ETA: 2.6h | Avg: 2.8s/test | Remaining: 3374 tests
[2025-11-25T08:07:02.124126] [INFO ] [CONFIGURE ] BBDO: Testing feature 11/29: add_obv_daily
[2025-11-25T08:07:02.124172] [INFO ] [CONFIGURE ] BBDO: Testing with features: ['add_daily_returns', 'add_failed_moves', 'add_obv_daily']
[2025-11-25T08:07:02.340153] [DEBUG] [FORECASTER] BBDO: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T08:07:02.561322] [DEBUG] [FORECASTER] BBDO: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T08:07:02.781176] [DEBUG] [FORECASTER] BBDO: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T08:07:03.005117] [DEBUG] [FORECASTER] BBDO: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T08:07:03.228245] [DEBUG] [FORECASTER] BBDO: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T08:07:03.448824] [DEBUG] [FORECASTER] BBDO: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T08:07:03.667626] [DEBUG] [FORECASTER] BBDO: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T08:07:03.883039] [DEBUG] [FORECASTER] BBDO: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T08:07:04.099340] [DEBUG] [FORECASTER] BBDO: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T08:07:04.312572] [DEBUG] [FORECASTER] BBDO: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T08:07:04.312755] [INFO ] [CONFIGURE ] BBDO: DISCARDED add_obv_daily (score: 40.00%)
[2025-11-25T08:07:04.312829] [INFO ] [CONFIGURE ] JOB ETA: 2.6h | Avg: 2.8s/test | Remaining: 3373 tests
[2025-11-25T08:07:04.312886] [INFO ] [CONFIGURE ] BBDO: Testing feature 12/29: add_obv_interval
[2025-11-25T08:07:04.312934] [INFO ] [CONFIGURE ] BBDO: Testing with features: ['add_daily_returns', 'add_failed_moves', 'add_obv_interval']
[2025-11-25T08:07:04.523830] [DEBUG] [FORECASTER] BBDO: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T08:07:04.723595] [DEBUG] [FORECASTER] BBDO: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T08:07:04.926108] [DEBUG] [FORECASTER] BBDO: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T08:07:05.130001] [DEBUG] [FORECASTER] BBDO: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T08:07:05.336081] [DEBUG] [FORECASTER] BBDO: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T08:07:05.551467] [DEBUG] [FORECASTER] BBDO: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T08:07:05.775085] [DEBUG] [FORECASTER] BBDO: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T08:07:05.990799] [DEBUG] [FORECASTER] BBDO: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T08:07:06.201224] [DEBUG] [FORECASTER] BBDO: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T08:07:06.415794] [DEBUG] [FORECASTER] BBDO: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T08:07:06.415958] [INFO ] [CONFIGURE ] BBDO: DISCARDED add_obv_interval (score: 50.00%)
[2025-11-25T08:07:06.416018] [INFO ] [CONFIGURE ] JOB ETA: 2.6h | Avg: 2.8s/test | Remaining: 3372 tests
[2025-11-25T08:07:06.416062] [INFO ] [CONFIGURE ] BBDO: Testing feature 13/29: add_opening_strength
[2025-11-25T08:07:06.416115] [INFO ] [CONFIGURE ] BBDO: Testing with features: ['add_daily_returns', 'add_failed_moves', 'add_opening_strength']
[2025-11-25T08:07:06.648475] [DEBUG] [FORECASTER] BBDO: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T08:07:06.854666] [DEBUG] [FORECASTER] BBDO: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T08:07:07.063912] [DEBUG] [FORECASTER] BBDO: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T08:07:07.295887] [DEBUG] [FORECASTER] BBDO: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T08:07:07.523279] [DEBUG] [FORECASTER] BBDO: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T08:07:07.741977] [DEBUG] [FORECASTER] BBDO: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T08:07:07.956376] [DEBUG] [FORECASTER] BBDO: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T08:07:08.192155] [DEBUG] [FORECASTER] BBDO: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T08:07:08.414609] [DEBUG] [FORECASTER] BBDO: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T08:07:08.635733] [DEBUG] [FORECASTER] BBDO: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T08:07:08.635911] [INFO ] [CONFIGURE ] BBDO: KEPT add_opening_strength (score: 60.00%)
[2025-11-25T08:07:08.635959] [INFO ] [CONFIGURE ] JOB ETA: 2.6h | Avg: 2.8s/test | Remaining: 3371 tests
[2025-11-25T08:07:08.635997] [INFO ] [CONFIGURE ] BBDO: Testing feature 14/29: add_order_flow_imbalance
[2025-11-25T08:07:08.636034] [INFO ] [CONFIGURE ] BBDO: Testing with features: ['add_daily_returns', 'add_failed_moves', 'add_opening_strength', 'add_order_flow_imbalance']
[2025-11-25T08:07:08.880467] [DEBUG] [FORECASTER] BBDO: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T08:07:09.126326] [DEBUG] [FORECASTER] BBDO: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T08:07:09.369702] [DEBUG] [FORECASTER] BBDO: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T08:07:09.616477] [DEBUG] [FORECASTER] BBDO: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T08:07:09.857973] [DEBUG] [FORECASTER] BBDO: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T08:07:10.103557] [DEBUG] [FORECASTER] BBDO: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T08:07:10.351803] [DEBUG] [FORECASTER] BBDO: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T08:07:10.597089] [DEBUG] [FORECASTER] BBDO: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T08:07:10.844722] [DEBUG] [FORECASTER] BBDO: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T08:07:11.090402] [DEBUG] [FORECASTER] BBDO: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T08:07:11.090598] [INFO ] [CONFIGURE ] BBDO: DISCARDED add_order_flow_imbalance (score: 60.00%)
[2025-11-25T08:07:11.090675] [INFO ] [CONFIGURE ] JOB ETA: 2.6h | Avg: 2.8s/test | Remaining: 3370 tests
[2025-11-25T08:07:11.090724] [INFO ] [CONFIGURE ] BBDO: Testing feature 15/29: add_pbf_morning_momentum
[2025-11-25T08:07:11.090769] [INFO ] [CONFIGURE ] BBDO: Testing with features: ['add_daily_returns', 'add_failed_moves', 'add_opening_strength', 'add_pbf_morning_momentum']
[2025-11-25T08:07:11.318328] [DEBUG] [FORECASTER] BBDO: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T08:07:11.583919] [DEBUG] [FORECASTER] BBDO: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T08:07:11.814012] [DEBUG] [FORECASTER] BBDO: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T08:07:12.042989] [DEBUG] [FORECASTER] BBDO: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T08:07:12.270756] [DEBUG] [FORECASTER] BBDO: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T08:07:12.495946] [DEBUG] [FORECASTER] BBDO: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T08:07:12.727710] [DEBUG] [FORECASTER] BBDO: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T08:07:12.959452] [DEBUG] [FORECASTER] BBDO: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T08:07:13.189008] [DEBUG] [FORECASTER] BBDO: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T08:07:13.416472] [DEBUG] [FORECASTER] BBDO: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T08:07:13.416674] [INFO ] [CONFIGURE ] BBDO: DISCARDED add_pbf_morning_momentum (score: 60.00%)
[2025-11-25T08:07:13.416733] [INFO ] [CONFIGURE ] JOB ETA: 2.6h | Avg: 2.8s/test | Remaining: 3369 tests
[2025-11-25T08:07:13.416781] [INFO ] [CONFIGURE ] BBDO: Testing feature 16/29: add_pbf_overnight_gap
[2025-11-25T08:07:13.416826] [INFO ] [CONFIGURE ] BBDO: Testing with features: ['add_daily_returns', 'add_failed_moves', 'add_opening_strength', 'add_pbf_overnight_gap']
[2025-11-25T08:07:13.661252] [DEBUG] [FORECASTER] BBDO: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T08:07:13.906840] [DEBUG] [FORECASTER] BBDO: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T08:07:14.148595] [DEBUG] [FORECASTER] BBDO: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T08:07:14.396793] [DEBUG] [FORECASTER] BBDO: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T08:07:14.639444] [DEBUG] [FORECASTER] BBDO: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T08:07:14.881255] [DEBUG] [FORECASTER] BBDO: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T08:07:15.127245] [DEBUG] [FORECASTER] BBDO: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T08:07:15.372088] [DEBUG] [FORECASTER] BBDO: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T08:07:15.620845] [DEBUG] [FORECASTER] BBDO: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T08:07:15.866289] [DEBUG] [FORECASTER] BBDO: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T08:07:15.866459] [INFO ] [CONFIGURE ] BBDO: KEPT add_pbf_overnight_gap (score: 70.00%)
[2025-11-25T08:07:15.866516] [INFO ] [CONFIGURE ] JOB ETA: 2.6h | Avg: 2.8s/test | Remaining: 3368 tests
[2025-11-25T08:07:15.866564] [INFO ] [CONFIGURE ] BBDO: Testing feature 17/29: add_pbf_return_2d
[2025-11-25T08:07:15.866607] [INFO ] [CONFIGURE ] BBDO: Testing with features: ['add_daily_returns', 'add_failed_moves', 'add_opening_strength', 'add_pbf_overnight_gap', 'add_pbf_return_2d']
[2025-11-25T08:07:16.134658] [DEBUG] [FORECASTER] BBDO: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T08:07:16.409411] [DEBUG] [FORECASTER] BBDO: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T08:07:16.681306] [DEBUG] [FORECASTER] BBDO: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T08:07:16.953547] [DEBUG] [FORECASTER] BBDO: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T08:07:17.231262] [DEBUG] [FORECASTER] BBDO: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T08:07:17.506199] [DEBUG] [FORECASTER] BBDO: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T08:07:17.780919] [DEBUG] [FORECASTER] BBDO: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T08:07:18.066138] [DEBUG] [FORECASTER] BBDO: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T08:07:18.342447] [DEBUG] [FORECASTER] BBDO: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T08:07:18.630988] [DEBUG] [FORECASTER] BBDO: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T08:07:18.631181] [INFO ] [CONFIGURE ] BBDO: DISCARDED add_pbf_return_2d (score: 60.00%)
[2025-11-25T08:07:18.631238] [INFO ] [CONFIGURE ] JOB ETA: 2.6h | Avg: 2.8s/test | Remaining: 3367 tests
[2025-11-25T08:07:18.631287] [INFO ] [CONFIGURE ] BBDO: Testing feature 18/29: add_pbf_volatility_5d
[2025-11-25T08:07:18.631330] [INFO ] [CONFIGURE ] BBDO: Testing with features: ['add_daily_returns', 'add_failed_moves', 'add_opening_strength', 'add_pbf_overnight_gap', 'add_pbf_volatility_5d']
[2025-11-25T08:07:18.883363] [DEBUG] [FORECASTER] BBDO: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T08:07:19.130505] [DEBUG] [FORECASTER] BBDO: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T08:07:19.383131] [DEBUG] [FORECASTER] BBDO: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T08:07:19.638924] [DEBUG] [FORECASTER] BBDO: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T08:07:19.890622] [DEBUG] [FORECASTER] BBDO: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T08:07:20.144542] [DEBUG] [FORECASTER] BBDO: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T08:07:20.397982] [DEBUG] [FORECASTER] BBDO: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T08:07:20.652693] [DEBUG] [FORECASTER] BBDO: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T08:07:20.907944] [DEBUG] [FORECASTER] BBDO: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T08:07:21.158130] [DEBUG] [FORECASTER] BBDO: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T08:07:21.158325] [INFO ] [CONFIGURE ] BBDO: DISCARDED add_pbf_volatility_5d (score: 60.00%)
[2025-11-25T08:07:21.158404] [INFO ] [CONFIGURE ] JOB ETA: 2.6h | Avg: 2.8s/test | Remaining: 3366 tests
[2025-11-25T08:07:21.158455] [INFO ] [CONFIGURE ] BBDO: Testing feature 19/29: add_pbf_vs_sma_5
[2025-11-25T08:07:21.158500] [INFO ] [CONFIGURE ] BBDO: Testing with features: ['add_daily_returns', 'add_failed_moves', 'add_opening_strength', 'add_pbf_overnight_gap', 'add_pbf_vs_sma_5']
[2025-11-25T08:07:21.403353] [DEBUG] [FORECASTER] BBDO: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T08:07:21.656248] [DEBUG] [FORECASTER] BBDO: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T08:07:21.901912] [DEBUG] [FORECASTER] BBDO: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T08:07:22.148880] [DEBUG] [FORECASTER] BBDO: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T08:07:22.398535] [DEBUG] [FORECASTER] BBDO: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T08:07:22.649732] [DEBUG] [FORECASTER] BBDO: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T08:07:22.900909] [DEBUG] [FORECASTER] BBDO: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T08:07:23.150916] [DEBUG] [FORECASTER] BBDO: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T08:07:23.399551] [DEBUG] [FORECASTER] BBDO: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T08:07:23.651473] [DEBUG] [FORECASTER] BBDO: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T08:07:23.651680] [INFO ] [CONFIGURE ] BBDO: DISCARDED add_pbf_vs_sma_5 (score: 60.00%)
[2025-11-25T08:07:23.651740] [INFO ] [CONFIGURE ] JOB ETA: 2.6h | Avg: 2.8s/test | Remaining: 3365 tests
[2025-11-25T08:07:23.651787] [INFO ] [CONFIGURE ] BBDO: Testing feature 20/29: add_price_rejection
[2025-11-25T08:07:23.651831] [INFO ] [CONFIGURE ] BBDO: Testing with features: ['add_daily_returns', 'add_failed_moves', 'add_opening_strength', 'add_pbf_overnight_gap', 'add_price_rejection']
[2025-11-25T08:07:23.915731] [DEBUG] [FORECASTER] BBDO: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T08:07:24.185372] [DEBUG] [FORECASTER] BBDO: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T08:07:24.462201] [DEBUG] [FORECASTER] BBDO: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T08:07:24.752607] [DEBUG] [FORECASTER] BBDO: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T08:07:25.031920] [DEBUG] [FORECASTER] BBDO: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T08:07:25.318465] [DEBUG] [FORECASTER] BBDO: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T08:07:25.598456] [DEBUG] [FORECASTER] BBDO: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T08:07:25.888215] [DEBUG] [FORECASTER] BBDO: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T08:07:26.171690] [DEBUG] [FORECASTER] BBDO: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T08:07:26.457551] [DEBUG] [FORECASTER] BBDO: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T08:07:26.457753] [INFO ] [CONFIGURE ] BBDO: DISCARDED add_price_rejection (score: 60.00%)
[2025-11-25T08:07:26.457817] [INFO ] [CONFIGURE ] JOB ETA: 2.6h | Avg: 2.8s/test | Remaining: 3364 tests
[2025-11-25T08:07:26.457866] [INFO ] [CONFIGURE ] BBDO: Testing feature 21/29: add_range_position
[2025-11-25T08:07:26.457912] [INFO ] [CONFIGURE ] BBDO: Testing with features: ['add_daily_returns', 'add_failed_moves', 'add_opening_strength', 'add_pbf_overnight_gap', 'add_range_position']
[2025-11-25T08:07:26.759803] [DEBUG] [FORECASTER] BBDO: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T08:07:27.066119] [DEBUG] [FORECASTER] BBDO: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T08:07:27.339891] [DEBUG] [FORECASTER] BBDO: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T08:07:27.650378] [DEBUG] [FORECASTER] BBDO: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T08:07:27.953963] [DEBUG] [FORECASTER] BBDO: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T08:07:28.253129] [DEBUG] [FORECASTER] BBDO: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T08:07:28.549269] [DEBUG] [FORECASTER] BBDO: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T08:07:28.847412] [DEBUG] [FORECASTER] BBDO: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T08:07:29.159575] [DEBUG] [FORECASTER] BBDO: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T08:07:29.474963] [DEBUG] [FORECASTER] BBDO: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T08:07:29.475178] [INFO ] [CONFIGURE ] BBDO: DISCARDED add_range_position (score: 50.00%)
[2025-11-25T08:07:29.475239] [INFO ] [CONFIGURE ] JOB ETA: 2.6h | Avg: 2.8s/test | Remaining: 3363 tests
[2025-11-25T08:07:29.475292] [INFO ] [CONFIGURE ] BBDO: Testing feature 22/29: add_realized_volatility
[2025-11-25T08:07:29.475338] [INFO ] [CONFIGURE ] BBDO: Testing with features: ['add_daily_returns', 'add_failed_moves', 'add_opening_strength', 'add_pbf_overnight_gap', 'add_realized_volatility']
[2025-11-25T08:07:29.851936] [DEBUG] [FORECASTER] BBDO: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T08:07:30.227280] [DEBUG] [FORECASTER] BBDO: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T08:07:30.605947] [DEBUG] [FORECASTER] BBDO: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T08:07:30.988176] [DEBUG] [FORECASTER] BBDO: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T08:07:31.370013] [DEBUG] [FORECASTER] BBDO: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T08:07:31.760756] [DEBUG] [FORECASTER] BBDO: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T08:07:32.142565] [DEBUG] [FORECASTER] BBDO: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T08:07:32.553370] [DEBUG] [FORECASTER] BBDO: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T08:07:32.940294] [DEBUG] [FORECASTER] BBDO: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T08:07:33.345405] [DEBUG] [FORECASTER] BBDO: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T08:07:33.345623] [INFO ] [CONFIGURE ] BBDO: DISCARDED add_realized_volatility (score: 50.00%)
[2025-11-25T08:07:33.345722] [INFO ] [CONFIGURE ] JOB ETA: 2.6h | Avg: 2.8s/test | Remaining: 3362 tests
[2025-11-25T08:07:33.345790] [INFO ] [CONFIGURE ] BBDO: Testing feature 23/29: add_recent_range_context
[2025-11-25T08:07:33.345898] [INFO ] [CONFIGURE ] BBDO: Testing with features: ['add_daily_returns', 'add_failed_moves', 'add_opening_strength', 'add_pbf_overnight_gap', 'add_recent_range_context']
[2025-11-25T08:07:33.637040] [DEBUG] [FORECASTER] BBDO: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T08:07:33.926492] [DEBUG] [FORECASTER] BBDO: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T08:07:34.280108] [DEBUG] [FORECASTER] BBDO: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T08:07:34.654749] [DEBUG] [FORECASTER] BBDO: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T08:07:34.968138] [DEBUG] [FORECASTER] BBDO: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T08:07:35.258369] [DEBUG] [FORECASTER] BBDO: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T08:07:35.540729] [DEBUG] [FORECASTER] BBDO: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T08:07:35.813450] [DEBUG] [FORECASTER] BBDO: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T08:07:36.084283] [DEBUG] [FORECASTER] BBDO: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T08:07:36.369021] [DEBUG] [FORECASTER] BBDO: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T08:07:36.369199] [INFO ] [CONFIGURE ] BBDO: DISCARDED add_recent_range_context (score: 50.00%)
[2025-11-25T08:07:36.369256] [INFO ] [CONFIGURE ] JOB ETA: 2.6h | Avg: 2.8s/test | Remaining: 3361 tests
[2025-11-25T08:07:36.369304] [INFO ] [CONFIGURE ] BBDO: Testing feature 24/29: add_rsi
[2025-11-25T08:07:36.369349] [INFO ] [CONFIGURE ] BBDO: Testing with features: ['add_daily_returns', 'add_failed_moves', 'add_opening_strength', 'add_pbf_overnight_gap', 'add_ema', 'add_rsi']
[2025-11-25T08:07:36.718756] [DEBUG] [FORECASTER] BBDO: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T08:07:37.077327] [DEBUG] [FORECASTER] BBDO: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T08:07:37.426008] [DEBUG] [FORECASTER] BBDO: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T08:07:37.770791] [DEBUG] [FORECASTER] BBDO: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T08:07:38.117787] [DEBUG] [FORECASTER] BBDO: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T08:07:38.463186] [DEBUG] [FORECASTER] BBDO: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T08:07:38.812386] [DEBUG] [FORECASTER] BBDO: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T08:07:39.177673] [DEBUG] [FORECASTER] BBDO: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T08:07:39.526669] [DEBUG] [FORECASTER] BBDO: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T08:07:39.871241] [DEBUG] [FORECASTER] BBDO: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T08:07:39.871449] [INFO ] [CONFIGURE ] BBDO: DISCARDED add_rsi (score: 60.00%)
[2025-11-25T08:07:39.871512] [INFO ] [CONFIGURE ] JOB ETA: 2.6h | Avg: 2.8s/test | Remaining: 3360 tests
[2025-11-25T08:07:39.871564] [INFO ] [CONFIGURE ] BBDO: Testing feature 25/29: add_tick_distribution
[2025-11-25T08:07:39.871610] [INFO ] [CONFIGURE ] BBDO: Testing with features: ['add_daily_returns', 'add_failed_moves', 'add_opening_strength', 'add_pbf_overnight_gap', 'add_tick_distribution']
[2025-11-25T08:07:40.150299] [DEBUG] [FORECASTER] BBDO: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T08:07:40.441733] [DEBUG] [FORECASTER] BBDO: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T08:07:40.724046] [DEBUG] [FORECASTER] BBDO: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T08:07:41.011221] [DEBUG] [FORECASTER] BBDO: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T08:07:41.304968] [DEBUG] [FORECASTER] BBDO: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T08:07:41.630102] [DEBUG] [FORECASTER] BBDO: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T08:07:41.916734] [DEBUG] [FORECASTER] BBDO: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T08:07:42.199493] [DEBUG] [FORECASTER] BBDO: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T08:07:42.481583] [DEBUG] [FORECASTER] BBDO: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T08:07:42.767886] [DEBUG] [FORECASTER] BBDO: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T08:07:42.768083] [INFO ] [CONFIGURE ] BBDO: DISCARDED add_tick_distribution (score: 70.00%)
[2025-11-25T08:07:42.768143] [INFO ] [CONFIGURE ] JOB ETA: 2.6h | Avg: 2.8s/test | Remaining: 3359 tests
[2025-11-25T08:07:42.768193] [INFO ] [CONFIGURE ] BBDO: Testing feature 26/29: add_volume_momentum_confirmation
[2025-11-25T08:07:42.768239] [INFO ] [CONFIGURE ] BBDO: Testing with features: ['add_daily_returns', 'add_failed_moves', 'add_opening_strength', 'add_pbf_overnight_gap', 'add_volume_momentum_confirmation']
[2025-11-25T08:07:43.058138] [DEBUG] [FORECASTER] BBDO: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T08:07:43.343827] [DEBUG] [FORECASTER] BBDO: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T08:07:43.642740] [DEBUG] [FORECASTER] BBDO: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T08:07:43.938763] [DEBUG] [FORECASTER] BBDO: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T08:07:44.238470] [DEBUG] [FORECASTER] BBDO: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T08:07:44.539466] [DEBUG] [FORECASTER] BBDO: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T08:07:44.839083] [DEBUG] [FORECASTER] BBDO: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T08:07:45.138827] [DEBUG] [FORECASTER] BBDO: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T08:07:45.432133] [DEBUG] [FORECASTER] BBDO: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T08:07:45.719255] [DEBUG] [FORECASTER] BBDO: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T08:07:45.719468] [INFO ] [CONFIGURE ] BBDO: DISCARDED add_volume_momentum_confirmation (score: 40.00%)
[2025-11-25T08:07:45.719528] [INFO ] [CONFIGURE ] JOB ETA: 2.6h | Avg: 2.8s/test | Remaining: 3358 tests
[2025-11-25T08:07:45.719578] [INFO ] [CONFIGURE ] BBDO: Testing feature 27/29: add_volume_price_divergence
[2025-11-25T08:07:45.719623] [INFO ] [CONFIGURE ] BBDO: Testing with features: ['add_daily_returns', 'add_failed_moves', 'add_opening_strength', 'add_pbf_overnight_gap', 'add_volume_price_divergence']
[2025-11-25T08:07:46.023537] [DEBUG] [FORECASTER] BBDO: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T08:07:46.318857] [DEBUG] [FORECASTER] BBDO: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T08:07:46.623203] [DEBUG] [FORECASTER] BBDO: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T08:07:46.917593] [DEBUG] [FORECASTER] BBDO: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T08:07:47.206033] [DEBUG] [FORECASTER] BBDO: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T08:07:47.499362] [DEBUG] [FORECASTER] BBDO: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T08:07:47.799786] [DEBUG] [FORECASTER] BBDO: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T08:07:48.095350] [DEBUG] [FORECASTER] BBDO: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T08:07:48.391794] [DEBUG] [FORECASTER] BBDO: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T08:07:48.701590] [DEBUG] [FORECASTER] BBDO: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T08:07:48.701798] [INFO ] [CONFIGURE ] BBDO: DISCARDED add_volume_price_divergence (score: 60.00%)
[2025-11-25T08:07:48.701865] [INFO ] [CONFIGURE ] JOB ETA: 2.6h | Avg: 2.8s/test | Remaining: 3357 tests
[2025-11-25T08:07:48.701965] [INFO ] [CONFIGURE ] BBDO: Testing feature 28/29: add_volume_profile
[2025-11-25T08:07:48.702022] [INFO ] [CONFIGURE ] BBDO: Testing with features: ['add_daily_returns', 'add_failed_moves', 'add_opening_strength', 'add_pbf_overnight_gap', 'add_volume_profile']
[2025-11-25T08:07:48.992152] [DEBUG] [FORECASTER] BBDO: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T08:07:49.279964] [DEBUG] [FORECASTER] BBDO: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T08:07:49.566965] [DEBUG] [FORECASTER] BBDO: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T08:07:49.855667] [DEBUG] [FORECASTER] BBDO: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T08:07:50.146021] [DEBUG] [FORECASTER] BBDO: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T08:07:50.431077] [DEBUG] [FORECASTER] BBDO: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T08:07:50.718950] [DEBUG] [FORECASTER] BBDO: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T08:07:51.013434] [DEBUG] [FORECASTER] BBDO: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T08:07:51.309540] [DEBUG] [FORECASTER] BBDO: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T08:07:51.621074] [DEBUG] [FORECASTER] BBDO: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T08:07:51.621279] [INFO ] [CONFIGURE ] BBDO: DISCARDED add_volume_profile (score: 60.00%)
[2025-11-25T08:07:51.621339] [INFO ] [CONFIGURE ] JOB ETA: 2.6h | Avg: 2.8s/test | Remaining: 3356 tests
[2025-11-25T08:07:51.621389] [INFO ] [CONFIGURE ] BBDO: Testing feature 29/29: add_vwap
[2025-11-25T08:07:51.621434] [INFO ] [CONFIGURE ] BBDO: Testing with features: ['add_daily_returns', 'add_failed_moves', 'add_opening_strength', 'add_pbf_overnight_gap', 'add_vwap']
[2025-11-25T08:07:51.939174] [DEBUG] [FORECASTER] BBDO: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T08:07:52.244285] [DEBUG] [FORECASTER] BBDO: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T08:07:52.543176] [DEBUG] [FORECASTER] BBDO: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T08:07:52.841804] [DEBUG] [FORECASTER] BBDO: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T08:07:53.136777] [DEBUG] [FORECASTER] BBDO: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T08:07:53.438262] [DEBUG] [FORECASTER] BBDO: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T08:07:53.718803] [DEBUG] [FORECASTER] BBDO: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T08:07:54.025845] [DEBUG] [FORECASTER] BBDO: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T08:07:54.327724] [DEBUG] [FORECASTER] BBDO: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T08:07:54.610118] [DEBUG] [FORECASTER] BBDO: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T08:07:54.610324] [INFO ] [CONFIGURE ] BBDO: DISCARDED add_vwap (score: 50.00%)
[2025-11-25T08:07:54.610395] [INFO ] [CONFIGURE ] JOB ETA: 2.6h | Avg: 2.8s/test | Remaining: 3355 tests
[2025-11-25T08:07:54.610446] [INFO ] [CONFIGURE ] BBDO: ===== FEATURE SELECTION COMPLETE =====
[2025-11-25T08:07:54.610488] [INFO ] [CONFIGURE ] BBDO: Best accuracy: 70.00%
[2025-11-25T08:07:54.610531] [INFO ] [CONFIGURE ] BBDO: Best feature set (4 features): ['add_daily_returns', 'add_failed_moves', 'add_opening_strength', 'add_pbf_overnight_gap']
[2025-11-25T08:07:54.610570] [INFO ] [CONFIGURE ] BBDO: Improvement over baseline: 40.00%
[2025-11-25T08:07:54.610609] [INFO ] [CONFIGURE ] BBDO: Total time: 1.3 minutes
[2025-11-25T08:07:54.610668] [INFO ] [CONFIGURE ] BBDO: Average time per feature: 2.7 seconds
[2025-11-25T08:07:54.610711] [INFO ] [CONFIGURE ] BBDO: Average speed: 0.38 features/sec
[2025-11-25T08:07:54.611229] [INFO ] [LOCAL     ] Saved configuration for BBDO: 4 features, 70.00% accuracy -> ./output/feature-sets/BBDO.json
[2025-11-25T08:07:54.611304] [INFO ] [CONFIGURE ] BBDO: Configuration saved successfully: 4 features, 70.00% accuracy.
[2025-11-25T08:07:54.611358] [INFO ] [sig       ] [49/164] Successfully configured BBDO | 0.01 sym/s | Total: 1.1h | ETA: 2.6h
[2025-11-25T08:07:54.611405] [INFO ] [sig       ] [50/164] Configuring BBU...
[2025-11-25T08:07:54.611448] [INFO ] [CONFIGURE ] BBU: Configurate test run.
[2025-11-25T08:07:54.611491] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BBU' from 'https://tdm.silogroup.org/data/derivative_storage/BBU.csv'.
[2025-11-25T08:07:54.624202] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'BBU'.
[2025-11-25T08:07:54.624540] [INFO ] [CONFIGURE ] BBU: Testing with 29 available features
[2025-11-25T08:07:54.624601] [INFO ] [CONFIGURE ] BBU: Establishing baseline with no features...
[2025-11-25T08:07:54.793103] [DEBUG] [FORECASTER] BBU: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0
[2025-11-25T08:07:54.961751] [DEBUG] [FORECASTER] BBU: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T08:07:55.129987] [DEBUG] [FORECASTER] BBU: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T08:07:55.300572] [DEBUG] [FORECASTER] BBU: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-25T08:07:55.473248] [DEBUG] [FORECASTER] BBU: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-25T08:07:55.649345] [DEBUG] [FORECASTER] BBU: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T08:07:55.827101] [DEBUG] [FORECASTER] BBU: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T08:07:56.000665] [DEBUG] [FORECASTER] BBU: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T08:07:56.175595] [DEBUG] [FORECASTER] BBU: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T08:07:56.351002] [DEBUG] [FORECASTER] BBU: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T08:07:56.351160] [INFO ] [CONFIGURE ] BBU: Baseline score (no features): 60.00%
[2025-11-25T08:07:56.351208] [INFO ] [CONFIGURE ] BBU: Testing feature 1/29: add_bollinger_bands
[2025-11-25T08:07:56.351246] [INFO ] [CONFIGURE ] BBU: Testing with features: ['add_bollinger_bands']
[2025-11-25T08:07:56.560877] [DEBUG] [FORECASTER] BBU: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0
[2025-11-25T08:07:56.768000] [DEBUG] [FORECASTER] BBU: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0
[2025-11-25T08:07:56.978836] [DEBUG] [FORECASTER] BBU: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T08:07:57.188237] [DEBUG] [FORECASTER] BBU: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-25T08:07:57.398174] [DEBUG] [FORECASTER] BBU: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-25T08:07:57.608201] [DEBUG] [FORECASTER] BBU: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T08:07:57.828279] [DEBUG] [FORECASTER] BBU: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T08:07:58.040181] [DEBUG] [FORECASTER] BBU: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T08:07:58.250176] [DEBUG] [FORECASTER] BBU: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T08:07:58.462105] [DEBUG] [FORECASTER] BBU: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T08:07:58.462276] [INFO ] [CONFIGURE ] BBU: DISCARDED add_bollinger_bands (score: 60.00%)
[2025-11-25T08:07:58.462325] [INFO ] [CONFIGURE ] JOB ETA: 2.6h | Avg: 2.8s/test | Remaining: 3354 tests
[2025-11-25T08:07:58.462365] [INFO ] [CONFIGURE ] BBU: Testing feature 2/29: add_cumulative_delta
[2025-11-25T08:07:58.462403] [INFO ] [CONFIGURE ] BBU: Testing with features: ['add_cumulative_delta']
[2025-11-25T08:07:58.675757] [DEBUG] [FORECASTER] BBU: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0
[2025-11-25T08:07:58.893405] [DEBUG] [FORECASTER] BBU: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T08:07:59.112615] [DEBUG] [FORECASTER] BBU: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T08:07:59.331387] [DEBUG] [FORECASTER] BBU: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1
[2025-11-25T08:07:59.547743] [DEBUG] [FORECASTER] BBU: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-25T08:07:59.763731] [DEBUG] [FORECASTER] BBU: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T08:07:59.977978] [DEBUG] [FORECASTER] BBU: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T08:08:00.184861] [DEBUG] [FORECASTER] BBU: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T08:08:00.388179] [DEBUG] [FORECASTER] BBU: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T08:08:00.592472] [DEBUG] [FORECASTER] BBU: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T08:08:00.592623] [INFO ] [CONFIGURE ] BBU: DISCARDED add_cumulative_delta (score: 60.00%)
[2025-11-25T08:08:00.592691] [INFO ] [CONFIGURE ] JOB ETA: 2.6h | Avg: 2.8s/test | Remaining: 3353 tests
[2025-11-25T08:08:00.592751] [INFO ] [CONFIGURE ] BBU: Testing feature 3/29: add_daily_returns
[2025-11-25T08:08:00.592800] [INFO ] [CONFIGURE ] BBU: Testing with features: ['add_daily_returns']
[2025-11-25T08:08:00.766609] [DEBUG] [FORECASTER] BBU: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0
[2025-11-25T08:08:00.943252] [DEBUG] [FORECASTER] BBU: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T08:08:01.795775] [DEBUG] [FORECASTER] BBU: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T08:08:01.980799] [DEBUG] [FORECASTER] BBU: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-25T08:08:02.286744] [DEBUG] [FORECASTER] BBU: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-25T08:08:02.481466] [DEBUG] [FORECASTER] BBU: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T08:08:02.665820] [DEBUG] [FORECASTER] BBU: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T08:08:02.843755] [DEBUG] [FORECASTER] BBU: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T08:08:03.023002] [DEBUG] [FORECASTER] BBU: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T08:08:03.210879] [DEBUG] [FORECASTER] BBU: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T08:08:03.211070] [INFO ] [CONFIGURE ] BBU: KEPT add_daily_returns (score: 70.00%)
[2025-11-25T08:08:03.211120] [INFO ] [CONFIGURE ] JOB ETA: 2.6h | Avg: 2.8s/test | Remaining: 3352 tests
[2025-11-25T08:08:03.211159] [INFO ] [CONFIGURE ] BBU: Testing feature 4/29: add_ema
[2025-11-25T08:08:03.211196] [INFO ] [CONFIGURE ] BBU: Testing with features: ['add_daily_returns', 'add_ema']
[2025-11-25T08:08:03.436920] [DEBUG] [FORECASTER] BBU: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0
[2025-11-25T08:08:03.658858] [DEBUG] [FORECASTER] BBU: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T08:08:03.878864] [DEBUG] [FORECASTER] BBU: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T08:08:04.099347] [DEBUG] [FORECASTER] BBU: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1
[2025-11-25T08:08:04.326038] [DEBUG] [FORECASTER] BBU: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-25T08:08:04.552488] [DEBUG] [FORECASTER] BBU: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T08:08:04.778778] [DEBUG] [FORECASTER] BBU: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T08:08:05.009474] [DEBUG] [FORECASTER] BBU: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T08:08:05.235501] [DEBUG] [FORECASTER] BBU: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T08:08:05.479870] [DEBUG] [FORECASTER] BBU: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T08:08:05.480235] [INFO ] [CONFIGURE ] BBU: DISCARDED add_ema (score: 50.00%)
[2025-11-25T08:08:05.480361] [INFO ] [CONFIGURE ] JOB ETA: 2.6h | Avg: 2.8s/test | Remaining: 3351 tests
[2025-11-25T08:08:05.480467] [INFO ] [CONFIGURE ] BBU: Testing feature 5/29: add_exhaustion_signals
[2025-11-25T08:08:05.480570] [INFO ] [CONFIGURE ] BBU: Testing with features: ['add_daily_returns', 'add_vwap', 'add_exhaustion_signals']
[2025-11-25T08:08:05.736156] [DEBUG] [FORECASTER] BBU: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0
[2025-11-25T08:08:05.984109] [DEBUG] [FORECASTER] BBU: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0
[2025-11-25T08:08:06.228530] [DEBUG] [FORECASTER] BBU: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T08:08:06.483909] [DEBUG] [FORECASTER] BBU: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1
[2025-11-25T08:08:06.735083] [DEBUG] [FORECASTER] BBU: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T08:08:06.985380] [DEBUG] [FORECASTER] BBU: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T08:08:07.244112] [DEBUG] [FORECASTER] BBU: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T08:08:07.488870] [DEBUG] [FORECASTER] BBU: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T08:08:07.747409] [DEBUG] [FORECASTER] BBU: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T08:08:08.004391] [DEBUG] [FORECASTER] BBU: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T08:08:08.004599] [INFO ] [CONFIGURE ] BBU: DISCARDED add_exhaustion_signals (score: 60.00%)
[2025-11-25T08:08:08.004677] [INFO ] [CONFIGURE ] JOB ETA: 2.6h | Avg: 2.8s/test | Remaining: 3350 tests
[2025-11-25T08:08:08.004728] [INFO ] [CONFIGURE ] BBU: Testing feature 6/29: add_failed_moves
[2025-11-25T08:08:08.004773] [INFO ] [CONFIGURE ] BBU: Testing with features: ['add_daily_returns', 'add_failed_moves']
[2025-11-25T08:08:08.205415] [DEBUG] [FORECASTER] BBU: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0
[2025-11-25T08:08:08.412336] [DEBUG] [FORECASTER] BBU: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T08:08:08.600297] [DEBUG] [FORECASTER] BBU: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T08:08:08.784067] [DEBUG] [FORECASTER] BBU: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1
[2025-11-25T08:08:08.973902] [DEBUG] [FORECASTER] BBU: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-25T08:08:09.173302] [DEBUG] [FORECASTER] BBU: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T08:08:09.371920] [DEBUG] [FORECASTER] BBU: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T08:08:09.568564] [DEBUG] [FORECASTER] BBU: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T08:08:09.760190] [DEBUG] [FORECASTER] BBU: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T08:08:09.950256] [DEBUG] [FORECASTER] BBU: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T08:08:09.950428] [INFO ] [CONFIGURE ] BBU: DISCARDED add_failed_moves (score: 40.00%)
[2025-11-25T08:08:09.950477] [INFO ] [CONFIGURE ] JOB ETA: 2.6h | Avg: 2.8s/test | Remaining: 3349 tests
[2025-11-25T08:08:09.950516] [INFO ] [CONFIGURE ] BBU: Testing feature 7/29: add_lag_shelf
[2025-11-25T08:08:09.950552] [INFO ] [CONFIGURE ] BBU: Testing with features: ['add_daily_returns', 'add_lag_shelf']
[2025-11-25T08:08:10.123553] [DEBUG] [FORECASTER] BBU: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0
[2025-11-25T08:08:10.300668] [DEBUG] [FORECASTER] BBU: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T08:08:10.475099] [DEBUG] [FORECASTER] BBU: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T08:08:10.652863] [DEBUG] [FORECASTER] BBU: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-25T08:08:10.824852] [DEBUG] [FORECASTER] BBU: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-25T08:08:11.003275] [DEBUG] [FORECASTER] BBU: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T08:08:11.190929] [DEBUG] [FORECASTER] BBU: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T08:08:11.369174] [DEBUG] [FORECASTER] BBU: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T08:08:11.581949] [DEBUG] [FORECASTER] BBU: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T08:08:11.762524] [DEBUG] [FORECASTER] BBU: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T08:08:11.762709] [INFO ] [CONFIGURE ] BBU: DISCARDED add_lag_shelf (score: 70.00%)
[2025-11-25T08:08:11.762778] [INFO ] [CONFIGURE ] JOB ETA: 2.6h | Avg: 2.8s/test | Remaining: 3348 tests
[2025-11-25T08:08:11.762838] [INFO ] [CONFIGURE ] BBU: Testing feature 8/29: add_macd
[2025-11-25T08:08:11.762893] [INFO ] [CONFIGURE ] BBU: Testing with features: ['add_daily_returns', 'add_vwap', 'add_macd']
[2025-11-25T08:08:12.039891] [DEBUG] [FORECASTER] BBU: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0
[2025-11-25T08:08:12.311064] [DEBUG] [FORECASTER] BBU: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0
[2025-11-25T08:08:12.600758] [DEBUG] [FORECASTER] BBU: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T08:08:12.871282] [DEBUG] [FORECASTER] BBU: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1
[2025-11-25T08:08:13.142386] [DEBUG] [FORECASTER] BBU: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-25T08:08:13.414099] [DEBUG] [FORECASTER] BBU: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T08:08:13.689942] [DEBUG] [FORECASTER] BBU: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T08:08:13.974584] [DEBUG] [FORECASTER] BBU: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T08:08:14.260736] [DEBUG] [FORECASTER] BBU: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T08:08:14.552946] [DEBUG] [FORECASTER] BBU: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T08:08:14.553154] [INFO ] [CONFIGURE ] BBU: DISCARDED add_macd (score: 30.00%)
[2025-11-25T08:08:14.553229] [INFO ] [CONFIGURE ] JOB ETA: 2.6h | Avg: 2.8s/test | Remaining: 3347 tests
[2025-11-25T08:08:14.553287] [INFO ] [CONFIGURE ] BBU: Testing feature 9/29: add_mfi
[2025-11-25T08:08:14.553335] [INFO ] [CONFIGURE ] BBU: Testing with features: ['add_daily_returns', 'add_mfi']
[2025-11-25T08:08:14.751888] [DEBUG] [FORECASTER] BBU: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0
[2025-11-25T08:08:14.952895] [DEBUG] [FORECASTER] BBU: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T08:08:15.149468] [DEBUG] [FORECASTER] BBU: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T08:08:15.347091] [DEBUG] [FORECASTER] BBU: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1
[2025-11-25T08:08:15.563081] [DEBUG] [FORECASTER] BBU: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-25T08:08:15.773496] [DEBUG] [FORECASTER] BBU: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T08:08:15.992480] [DEBUG] [FORECASTER] BBU: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T08:08:16.187280] [DEBUG] [FORECASTER] BBU: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T08:08:16.379117] [DEBUG] [FORECASTER] BBU: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T08:08:16.604990] [DEBUG] [FORECASTER] BBU: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T08:08:16.605195] [INFO ] [CONFIGURE ] BBU: DISCARDED add_mfi (score: 50.00%)
[2025-11-25T08:08:16.605370] [INFO ] [CONFIGURE ] JOB ETA: 2.6h | Avg: 2.8s/test | Remaining: 3346 tests
[2025-11-25T08:08:16.605480] [INFO ] [CONFIGURE ] BBU: Testing feature 10/29: add_momentum_acceleration
[2025-11-25T08:08:16.605589] [INFO ] [CONFIGURE ] BBU: Testing with features: ['add_daily_returns', 'add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-11-25T08:08:16.905976] [DEBUG] [FORECASTER] BBU: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0
[2025-11-25T08:08:17.206664] [DEBUG] [FORECASTER] BBU: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0
[2025-11-25T08:08:17.505293] [DEBUG] [FORECASTER] BBU: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T08:08:17.817186] [DEBUG] [FORECASTER] BBU: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1
[2025-11-25T08:08:18.123360] [DEBUG] [FORECASTER] BBU: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-25T08:08:18.426191] [DEBUG] [FORECASTER] BBU: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T08:08:18.726171] [DEBUG] [FORECASTER] BBU: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T08:08:19.027759] [DEBUG] [FORECASTER] BBU: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T08:08:19.327606] [DEBUG] [FORECASTER] BBU: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T08:08:19.643296] [DEBUG] [FORECASTER] BBU: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T08:08:19.643505] [INFO ] [CONFIGURE ] BBU: DISCARDED add_momentum_acceleration (score: 40.00%)
[2025-11-25T08:08:19.643565] [INFO ] [CONFIGURE ] JOB ETA: 2.6h | Avg: 2.8s/test | Remaining: 3345 tests
[2025-11-25T08:08:19.643615] [INFO ] [CONFIGURE ] BBU: Testing feature 11/29: add_obv_daily
[2025-11-25T08:08:19.643682] [INFO ] [CONFIGURE ] BBU: Testing with features: ['add_daily_returns', 'add_obv_daily']
[2025-11-25T08:08:19.845578] [DEBUG] [FORECASTER] BBU: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0
[2025-11-25T08:08:20.056949] [DEBUG] [FORECASTER] BBU: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T08:08:20.267599] [DEBUG] [FORECASTER] BBU: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T08:08:20.466665] [DEBUG] [FORECASTER] BBU: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1
[2025-11-25T08:08:20.665573] [DEBUG] [FORECASTER] BBU: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-25T08:08:20.869248] [DEBUG] [FORECASTER] BBU: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T08:08:21.067806] [DEBUG] [FORECASTER] BBU: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T08:08:21.275739] [DEBUG] [FORECASTER] BBU: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T08:08:21.511175] [DEBUG] [FORECASTER] BBU: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T08:08:21.777359] [DEBUG] [FORECASTER] BBU: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T08:08:21.777667] [INFO ] [CONFIGURE ] BBU: DISCARDED add_obv_daily (score: 50.00%)
[2025-11-25T08:08:21.777767] [INFO ] [CONFIGURE ] JOB ETA: 2.6h | Avg: 2.8s/test | Remaining: 3344 tests
[2025-11-25T08:08:21.777852] [INFO ] [CONFIGURE ] BBU: Testing feature 12/29: add_obv_interval
[2025-11-25T08:08:21.778120] [INFO ] [CONFIGURE ] BBU: Testing with features: ['add_daily_returns', 'add_obv_interval']
[2025-11-25T08:08:22.050311] [DEBUG] [FORECASTER] BBU: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0
[2025-11-25T08:08:22.296040] [DEBUG] [FORECASTER] BBU: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T08:08:22.502542] [DEBUG] [FORECASTER] BBU: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T08:08:22.695351] [DEBUG] [FORECASTER] BBU: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1
[2025-11-25T08:08:22.887683] [DEBUG] [FORECASTER] BBU: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-25T08:08:23.075968] [DEBUG] [FORECASTER] BBU: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T08:08:23.263681] [DEBUG] [FORECASTER] BBU: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T08:08:23.452576] [DEBUG] [FORECASTER] BBU: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T08:08:23.643042] [DEBUG] [FORECASTER] BBU: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T08:08:23.838961] [DEBUG] [FORECASTER] BBU: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T08:08:23.839140] [INFO ] [CONFIGURE ] BBU: DISCARDED add_obv_interval (score: 50.00%)
[2025-11-25T08:08:23.839191] [INFO ] [CONFIGURE ] JOB ETA: 2.6h | Avg: 2.8s/test | Remaining: 3343 tests
[2025-11-25T08:08:23.839232] [INFO ] [CONFIGURE ] BBU: Testing feature 13/29: add_opening_strength
[2025-11-25T08:08:23.839269] [INFO ] [CONFIGURE ] BBU: Testing with features: ['add_daily_returns', 'add_opening_strength']
[2025-11-25T08:08:24.043157] [DEBUG] [FORECASTER] BBU: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0
[2025-11-25T08:08:24.250210] [DEBUG] [FORECASTER] BBU: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0
[2025-11-25T08:08:24.460183] [DEBUG] [FORECASTER] BBU: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T08:08:24.659876] [DEBUG] [FORECASTER] BBU: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1
[2025-11-25T08:08:24.861970] [DEBUG] [FORECASTER] BBU: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-25T08:08:25.071893] [DEBUG] [FORECASTER] BBU: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T08:08:25.292692] [DEBUG] [FORECASTER] BBU: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T08:08:25.503916] [DEBUG] [FORECASTER] BBU: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T08:08:25.721934] [DEBUG] [FORECASTER] BBU: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T08:08:25.933759] [DEBUG] [FORECASTER] BBU: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T08:08:25.934096] [INFO ] [CONFIGURE ] BBU: DISCARDED add_opening_strength (score: 40.00%)
[2025-11-25T08:08:25.934218] [INFO ] [CONFIGURE ] JOB ETA: 2.6h | Avg: 2.8s/test | Remaining: 3342 tests
[2025-11-25T08:08:25.934346] [INFO ] [CONFIGURE ] BBU: Testing feature 14/29: add_order_flow_imbalance
[2025-11-25T08:08:25.934459] [INFO ] [CONFIGURE ] BBU: Testing with features: ['add_daily_returns', 'add_order_flow_imbalance']
[2025-11-25T08:08:26.149542] [DEBUG] [FORECASTER] BBU: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0
[2025-11-25T08:08:26.363709] [DEBUG] [FORECASTER] BBU: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0
[2025-11-25T08:08:26.597429] [DEBUG] [FORECASTER] BBU: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T08:08:26.816057] [DEBUG] [FORECASTER] BBU: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1
[2025-11-25T08:08:27.030901] [DEBUG] [FORECASTER] BBU: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-25T08:08:27.250183] [DEBUG] [FORECASTER] BBU: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T08:08:27.472874] [DEBUG] [FORECASTER] BBU: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T08:08:27.686214] [DEBUG] [FORECASTER] BBU: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T08:08:27.903714] [DEBUG] [FORECASTER] BBU: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T08:08:28.128180] [DEBUG] [FORECASTER] BBU: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T08:08:28.128416] [INFO ] [CONFIGURE ] BBU: DISCARDED add_order_flow_imbalance (score: 40.00%)
[2025-11-25T08:08:28.128475] [INFO ] [CONFIGURE ] JOB ETA: 2.6h | Avg: 2.8s/test | Remaining: 3341 tests
[2025-11-25T08:08:28.128526] [INFO ] [CONFIGURE ] BBU: Testing feature 15/29: add_pbf_morning_momentum
[2025-11-25T08:08:28.128572] [INFO ] [CONFIGURE ] BBU: Testing with features: ['add_daily_returns', 'add_pbf_morning_momentum']
[2025-11-25T08:08:28.314199] [DEBUG] [FORECASTER] BBU: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0
[2025-11-25T08:08:28.500006] [DEBUG] [FORECASTER] BBU: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T08:08:28.682905] [DEBUG] [FORECASTER] BBU: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T08:08:28.871199] [DEBUG] [FORECASTER] BBU: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1
[2025-11-25T08:08:29.053997] [DEBUG] [FORECASTER] BBU: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-25T08:08:29.236924] [DEBUG] [FORECASTER] BBU: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T08:08:29.425514] [DEBUG] [FORECASTER] BBU: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T08:08:29.610425] [DEBUG] [FORECASTER] BBU: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T08:08:29.792812] [DEBUG] [FORECASTER] BBU: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T08:08:29.977295] [DEBUG] [FORECASTER] BBU: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T08:08:29.977484] [INFO ] [CONFIGURE ] BBU: DISCARDED add_pbf_morning_momentum (score: 40.00%)
[2025-11-25T08:08:29.977535] [INFO ] [CONFIGURE ] JOB ETA: 2.6h | Avg: 2.8s/test | Remaining: 3340 tests
[2025-11-25T08:08:29.977573] [INFO ] [CONFIGURE ] BBU: Testing feature 16/29: add_pbf_overnight_gap
[2025-11-25T08:08:29.977609] [INFO ] [CONFIGURE ] BBU: Testing with features: ['add_daily_returns', 'add_pbf_overnight_gap']
[2025-11-25T08:08:30.178000] [DEBUG] [FORECASTER] BBU: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0
[2025-11-25T08:08:30.377340] [DEBUG] [FORECASTER] BBU: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T08:08:30.585369] [DEBUG] [FORECASTER] BBU: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T08:08:30.785278] [DEBUG] [FORECASTER] BBU: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1
[2025-11-25T08:08:30.982306] [DEBUG] [FORECASTER] BBU: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-25T08:08:31.181992] [DEBUG] [FORECASTER] BBU: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T08:08:31.389918] [DEBUG] [FORECASTER] BBU: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T08:08:31.615214] [DEBUG] [FORECASTER] BBU: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T08:08:31.833106] [DEBUG] [FORECASTER] BBU: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T08:08:32.042369] [DEBUG] [FORECASTER] BBU: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T08:08:32.042570] [INFO ] [CONFIGURE ] BBU: DISCARDED add_pbf_overnight_gap (score: 30.00%)
[2025-11-25T08:08:32.042630] [INFO ] [CONFIGURE ] JOB ETA: 2.6h | Avg: 2.8s/test | Remaining: 3339 tests
[2025-11-25T08:08:32.042848] [INFO ] [CONFIGURE ] BBU: Testing feature 17/29: add_pbf_return_2d
[2025-11-25T08:08:32.042975] [INFO ] [CONFIGURE ] BBU: Testing with features: ['add_daily_returns', 'add_pbf_return_2d']
[2025-11-25T08:08:32.251355] [DEBUG] [FORECASTER] BBU: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0
[2025-11-25T08:08:32.457694] [DEBUG] [FORECASTER] BBU: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T08:08:32.666998] [DEBUG] [FORECASTER] BBU: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T08:08:32.876282] [DEBUG] [FORECASTER] BBU: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1
[2025-11-25T08:08:33.083876] [DEBUG] [FORECASTER] BBU: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-25T08:08:33.290064] [DEBUG] [FORECASTER] BBU: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T08:08:33.497338] [DEBUG] [FORECASTER] BBU: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T08:08:33.705751] [DEBUG] [FORECASTER] BBU: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T08:08:33.907079] [DEBUG] [FORECASTER] BBU: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T08:08:34.126040] [DEBUG] [FORECASTER] BBU: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T08:08:34.126437] [INFO ] [CONFIGURE ] BBU: DISCARDED add_pbf_return_2d (score: 50.00%)
[2025-11-25T08:08:34.126489] [INFO ] [CONFIGURE ] JOB ETA: 2.6h | Avg: 2.8s/test | Remaining: 3338 tests
[2025-11-25T08:08:34.126539] [INFO ] [CONFIGURE ] BBU: Testing feature 18/29: add_pbf_volatility_5d
[2025-11-25T08:08:34.126575] [INFO ] [CONFIGURE ] BBU: Testing with features: ['add_daily_returns', 'add_pbf_volatility_5d']
[2025-11-25T08:08:34.302840] [DEBUG] [FORECASTER] BBU: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0
[2025-11-25T08:08:34.479515] [DEBUG] [FORECASTER] BBU: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T08:08:34.663947] [DEBUG] [FORECASTER] BBU: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T08:08:34.846052] [DEBUG] [FORECASTER] BBU: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1
[2025-11-25T08:08:35.026636] [DEBUG] [FORECASTER] BBU: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-25T08:08:35.207754] [DEBUG] [FORECASTER] BBU: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T08:08:35.391890] [DEBUG] [FORECASTER] BBU: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T08:08:35.576389] [DEBUG] [FORECASTER] BBU: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T08:08:35.761840] [DEBUG] [FORECASTER] BBU: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T08:08:35.951560] [DEBUG] [FORECASTER] BBU: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T08:08:35.951909] [INFO ] [CONFIGURE ] BBU: DISCARDED add_pbf_volatility_5d (score: 50.00%)
[2025-11-25T08:08:35.952030] [INFO ] [CONFIGURE ] JOB ETA: 2.6h | Avg: 2.8s/test | Remaining: 3337 tests
[2025-11-25T08:08:35.952138] [INFO ] [CONFIGURE ] BBU: Testing feature 19/29: add_pbf_vs_sma_5
[2025-11-25T08:08:35.952243] [INFO ] [CONFIGURE ] BBU: Testing with features: ['add_daily_returns', 'add_pbf_vs_sma_5']
[2025-11-25T08:08:36.132565] [DEBUG] [FORECASTER] BBU: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0
[2025-11-25T08:08:36.313871] [DEBUG] [FORECASTER] BBU: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T08:08:36.505151] [DEBUG] [FORECASTER] BBU: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T08:08:36.692747] [DEBUG] [FORECASTER] BBU: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1
[2025-11-25T08:08:36.878332] [DEBUG] [FORECASTER] BBU: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-25T08:08:37.058885] [DEBUG] [FORECASTER] BBU: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T08:08:37.240336] [DEBUG] [FORECASTER] BBU: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T08:08:37.422631] [DEBUG] [FORECASTER] BBU: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T08:08:37.602913] [DEBUG] [FORECASTER] BBU: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T08:08:37.788058] [DEBUG] [FORECASTER] BBU: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T08:08:37.788226] [INFO ] [CONFIGURE ] BBU: DISCARDED add_pbf_vs_sma_5 (score: 50.00%)
[2025-11-25T08:08:37.788274] [INFO ] [CONFIGURE ] JOB ETA: 2.6h | Avg: 2.8s/test | Remaining: 3336 tests
[2025-11-25T08:08:37.788312] [INFO ] [CONFIGURE ] BBU: Testing feature 20/29: add_price_rejection
[2025-11-25T08:08:37.788349] [INFO ] [CONFIGURE ] BBU: Testing with features: ['add_daily_returns', 'add_price_rejection']
[2025-11-25T08:08:37.988334] [DEBUG] [FORECASTER] BBU: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0
[2025-11-25T08:08:38.187815] [DEBUG] [FORECASTER] BBU: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T08:08:38.388094] [DEBUG] [FORECASTER] BBU: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T08:08:38.593349] [DEBUG] [FORECASTER] BBU: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-25T08:08:38.796861] [DEBUG] [FORECASTER] BBU: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-25T08:08:39.014443] [DEBUG] [FORECASTER] BBU: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T08:08:39.222310] [DEBUG] [FORECASTER] BBU: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T08:08:39.431354] [DEBUG] [FORECASTER] BBU: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T08:08:39.637464] [DEBUG] [FORECASTER] BBU: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T08:08:39.846197] [DEBUG] [FORECASTER] BBU: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T08:08:39.846376] [INFO ] [CONFIGURE ] BBU: DISCARDED add_price_rejection (score: 50.00%)
[2025-11-25T08:08:39.846427] [INFO ] [CONFIGURE ] JOB ETA: 2.6h | Avg: 2.8s/test | Remaining: 3335 tests
[2025-11-25T08:08:39.846466] [INFO ] [CONFIGURE ] BBU: Testing feature 21/29: add_range_position
[2025-11-25T08:08:39.846502] [INFO ] [CONFIGURE ] BBU: Testing with features: ['add_daily_returns', 'add_range_position']
[2025-11-25T08:08:40.071478] [DEBUG] [FORECASTER] BBU: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0
[2025-11-25T08:08:40.298988] [DEBUG] [FORECASTER] BBU: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T08:08:40.533318] [DEBUG] [FORECASTER] BBU: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T08:08:40.759261] [DEBUG] [FORECASTER] BBU: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1
[2025-11-25T08:08:40.979309] [DEBUG] [FORECASTER] BBU: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-25T08:08:41.201214] [DEBUG] [FORECASTER] BBU: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T08:08:41.426974] [DEBUG] [FORECASTER] BBU: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T08:08:41.682077] [DEBUG] [FORECASTER] BBU: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T08:08:41.904446] [DEBUG] [FORECASTER] BBU: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T08:08:42.124024] [DEBUG] [FORECASTER] BBU: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T08:08:42.124194] [INFO ] [CONFIGURE ] BBU: DISCARDED add_range_position (score: 50.00%)
[2025-11-25T08:08:42.124249] [INFO ] [CONFIGURE ] JOB ETA: 2.6h | Avg: 2.8s/test | Remaining: 3334 tests
[2025-11-25T08:08:42.124293] [INFO ] [CONFIGURE ] BBU: Testing feature 22/29: add_realized_volatility
[2025-11-25T08:08:42.124339] [INFO ] [CONFIGURE ] BBU: Testing with features: ['add_daily_returns', 'add_realized_volatility']
[2025-11-25T08:08:42.417993] [DEBUG] [FORECASTER] BBU: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0
[2025-11-25T08:08:42.734148] [DEBUG] [FORECASTER] BBU: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T08:08:43.033407] [DEBUG] [FORECASTER] BBU: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T08:08:43.327829] [DEBUG] [FORECASTER] BBU: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1
[2025-11-25T08:08:43.625032] [DEBUG] [FORECASTER] BBU: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-25T08:08:43.922481] [DEBUG] [FORECASTER] BBU: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T08:08:44.243912] [DEBUG] [FORECASTER] BBU: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T08:08:44.562217] [DEBUG] [FORECASTER] BBU: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T08:08:44.881507] [DEBUG] [FORECASTER] BBU: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T08:08:45.202024] [DEBUG] [FORECASTER] BBU: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T08:08:45.202210] [INFO ] [CONFIGURE ] BBU: DISCARDED add_realized_volatility (score: 60.00%)
[2025-11-25T08:08:45.202269] [INFO ] [CONFIGURE ] JOB ETA: 2.6h | Avg: 2.8s/test | Remaining: 3333 tests
[2025-11-25T08:08:45.202319] [INFO ] [CONFIGURE ] BBU: Testing feature 23/29: add_recent_range_context
[2025-11-25T08:08:45.202414] [INFO ] [CONFIGURE ] BBU: Testing with features: ['add_daily_returns', 'add_recent_range_context']
[2025-11-25T08:08:45.405191] [DEBUG] [FORECASTER] BBU: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0
[2025-11-25T08:08:45.617376] [DEBUG] [FORECASTER] BBU: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T08:08:45.823827] [DEBUG] [FORECASTER] BBU: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T08:08:46.036224] [DEBUG] [FORECASTER] BBU: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1
[2025-11-25T08:08:46.247600] [DEBUG] [FORECASTER] BBU: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-25T08:08:46.467460] [DEBUG] [FORECASTER] BBU: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T08:08:46.680599] [DEBUG] [FORECASTER] BBU: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T08:08:46.887511] [DEBUG] [FORECASTER] BBU: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T08:08:47.106836] [DEBUG] [FORECASTER] BBU: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T08:08:47.320068] [DEBUG] [FORECASTER] BBU: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T08:08:47.320240] [INFO ] [CONFIGURE ] BBU: DISCARDED add_recent_range_context (score: 50.00%)
[2025-11-25T08:08:47.320293] [INFO ] [CONFIGURE ] JOB ETA: 2.6h | Avg: 2.8s/test | Remaining: 3332 tests
[2025-11-25T08:08:47.320331] [INFO ] [CONFIGURE ] BBU: Testing feature 24/29: add_rsi
[2025-11-25T08:08:47.320368] [INFO ] [CONFIGURE ] BBU: Testing with features: ['add_daily_returns', 'add_ema', 'add_rsi']
[2025-11-25T08:08:47.570917] [DEBUG] [FORECASTER] BBU: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0
[2025-11-25T08:08:47.826058] [DEBUG] [FORECASTER] BBU: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T08:08:48.077473] [DEBUG] [FORECASTER] BBU: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T08:08:48.330674] [DEBUG] [FORECASTER] BBU: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1
[2025-11-25T08:08:48.575345] [DEBUG] [FORECASTER] BBU: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-25T08:08:48.809588] [DEBUG] [FORECASTER] BBU: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T08:08:49.048528] [DEBUG] [FORECASTER] BBU: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T08:08:49.289847] [DEBUG] [FORECASTER] BBU: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T08:08:49.535720] [DEBUG] [FORECASTER] BBU: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T08:08:49.781336] [DEBUG] [FORECASTER] BBU: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T08:08:49.781517] [INFO ] [CONFIGURE ] BBU: DISCARDED add_rsi (score: 50.00%)
[2025-11-25T08:08:49.781575] [INFO ] [CONFIGURE ] JOB ETA: 2.6h | Avg: 2.8s/test | Remaining: 3331 tests
[2025-11-25T08:08:49.781626] [INFO ] [CONFIGURE ] BBU: Testing feature 25/29: add_tick_distribution
[2025-11-25T08:08:49.781687] [INFO ] [CONFIGURE ] BBU: Testing with features: ['add_daily_returns', 'add_tick_distribution']
[2025-11-25T08:08:49.976325] [DEBUG] [FORECASTER] BBU: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0
[2025-11-25T08:08:50.181664] [DEBUG] [FORECASTER] BBU: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T08:08:50.367670] [DEBUG] [FORECASTER] BBU: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T08:08:50.554607] [DEBUG] [FORECASTER] BBU: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1
[2025-11-25T08:08:50.742408] [DEBUG] [FORECASTER] BBU: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-25T08:08:50.934322] [DEBUG] [FORECASTER] BBU: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T08:08:51.128880] [DEBUG] [FORECASTER] BBU: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T08:08:51.326745] [DEBUG] [FORECASTER] BBU: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T08:08:51.539834] [DEBUG] [FORECASTER] BBU: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T08:08:51.742088] [DEBUG] [FORECASTER] BBU: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T08:08:51.742271] [INFO ] [CONFIGURE ] BBU: DISCARDED add_tick_distribution (score: 40.00%)
[2025-11-25T08:08:51.742322] [INFO ] [CONFIGURE ] JOB ETA: 2.6h | Avg: 2.8s/test | Remaining: 3330 tests
[2025-11-25T08:08:51.742361] [INFO ] [CONFIGURE ] BBU: Testing feature 26/29: add_volume_momentum_confirmation
[2025-11-25T08:08:51.742398] [INFO ] [CONFIGURE ] BBU: Testing with features: ['add_daily_returns', 'add_volume_momentum_confirmation']
[2025-11-25T08:08:51.954670] [DEBUG] [FORECASTER] BBU: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0
[2025-11-25T08:08:52.149836] [DEBUG] [FORECASTER] BBU: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T08:08:52.352329] [DEBUG] [FORECASTER] BBU: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T08:08:52.557426] [DEBUG] [FORECASTER] BBU: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-25T08:08:52.772573] [DEBUG] [FORECASTER] BBU: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-25T08:08:52.984390] [DEBUG] [FORECASTER] BBU: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T08:08:53.180077] [DEBUG] [FORECASTER] BBU: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T08:08:53.376269] [DEBUG] [FORECASTER] BBU: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T08:08:53.574530] [DEBUG] [FORECASTER] BBU: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T08:08:53.771715] [DEBUG] [FORECASTER] BBU: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T08:08:53.771878] [INFO ] [CONFIGURE ] BBU: DISCARDED add_volume_momentum_confirmation (score: 50.00%)
[2025-11-25T08:08:53.771926] [INFO ] [CONFIGURE ] JOB ETA: 2.6h | Avg: 2.8s/test | Remaining: 3329 tests
[2025-11-25T08:08:53.771965] [INFO ] [CONFIGURE ] BBU: Testing feature 27/29: add_volume_price_divergence
[2025-11-25T08:08:53.772001] [INFO ] [CONFIGURE ] BBU: Testing with features: ['add_daily_returns', 'add_volume_price_divergence']
[2025-11-25T08:08:53.864364] [FATAL] [FORECASTER] Failed to test lookback=11: [08:08:53] /workspace/src/data/gradient_index.h:100: Check failed: valid: Input data contains `inf` or a value too large, while `missing` is not set to `inf`
Stack trace:
  [bt] (0) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x2a6e7c) [0x7f7436ca6e7c]
  [bt] (1) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5eba2d) [0x7f7436feba2d]
  [bt] (2) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5e96cb) [0x7f7436fe96cb]
  [bt] (3) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5ea8f9) [0x7f7436fea8f9]
  [bt] (4) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x57b4f1) [0x7f7436f7b4f1]
  [bt] (5) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(XGQuantileDMatrixCreateFromCallback+0x178) [0x7f7436bb9378]
  [bt] (6) /lib64/libffi.so.8(+0x9056) [0x7f745f173056]
  [bt] (7) /lib64/libffi.so.8(+0x474d) [0x7f745f16e74d]
  [bt] (8) /lib64/libffi.so.8(ffi_call+0x12e) [0x7f745f17164e]


[2025-11-25T08:08:53.960327] [FATAL] [FORECASTER] Failed to test lookback=10: [08:08:53] /workspace/src/data/gradient_index.h:100: Check failed: valid: Input data contains `inf` or a value too large, while `missing` is not set to `inf`
Stack trace:
  [bt] (0) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x2a6e7c) [0x7f7436ca6e7c]
  [bt] (1) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5eba2d) [0x7f7436feba2d]
  [bt] (2) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5e96cb) [0x7f7436fe96cb]
  [bt] (3) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5ea8f9) [0x7f7436fea8f9]
  [bt] (4) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x57b4f1) [0x7f7436f7b4f1]
  [bt] (5) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(XGQuantileDMatrixCreateFromCallback+0x178) [0x7f7436bb9378]
  [bt] (6) /lib64/libffi.so.8(+0x9056) [0x7f745f173056]
  [bt] (7) /lib64/libffi.so.8(+0x474d) [0x7f745f16e74d]
  [bt] (8) /lib64/libffi.so.8(ffi_call+0x12e) [0x7f745f17164e]


[2025-11-25T08:08:54.053313] [FATAL] [FORECASTER] Failed to test lookback=9: [08:08:54] /workspace/src/data/gradient_index.h:100: Check failed: valid: Input data contains `inf` or a value too large, while `missing` is not set to `inf`
Stack trace:
  [bt] (0) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x2a6e7c) [0x7f7436ca6e7c]
  [bt] (1) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5eba2d) [0x7f7436feba2d]
  [bt] (2) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5e96cb) [0x7f7436fe96cb]
  [bt] (3) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5ea8f9) [0x7f7436fea8f9]
  [bt] (4) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x57b4f1) [0x7f7436f7b4f1]
  [bt] (5) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(XGQuantileDMatrixCreateFromCallback+0x178) [0x7f7436bb9378]
  [bt] (6) /lib64/libffi.so.8(+0x9056) [0x7f745f173056]
  [bt] (7) /lib64/libffi.so.8(+0x474d) [0x7f745f16e74d]
  [bt] (8) /lib64/libffi.so.8(ffi_call+0x12e) [0x7f745f17164e]


[2025-11-25T08:08:54.149759] [FATAL] [FORECASTER] Failed to test lookback=8: [08:08:54] /workspace/src/data/gradient_index.h:100: Check failed: valid: Input data contains `inf` or a value too large, while `missing` is not set to `inf`
Stack trace:
  [bt] (0) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x2a6e7c) [0x7f7436ca6e7c]
  [bt] (1) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5eba2d) [0x7f7436feba2d]
  [bt] (2) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5e96cb) [0x7f7436fe96cb]
  [bt] (3) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5ea8f9) [0x7f7436fea8f9]
  [bt] (4) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x57b4f1) [0x7f7436f7b4f1]
  [bt] (5) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(XGQuantileDMatrixCreateFromCallback+0x178) [0x7f7436bb9378]
  [bt] (6) /lib64/libffi.so.8(+0x9056) [0x7f745f173056]
  [bt] (7) /lib64/libffi.so.8(+0x474d) [0x7f745f16e74d]
  [bt] (8) /lib64/libffi.so.8(ffi_call+0x12e) [0x7f745f17164e]


[2025-11-25T08:08:54.249637] [FATAL] [FORECASTER] Failed to test lookback=7: [08:08:54] /workspace/src/data/gradient_index.h:100: Check failed: valid: Input data contains `inf` or a value too large, while `missing` is not set to `inf`
Stack trace:
  [bt] (0) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x2a6e7c) [0x7f7436ca6e7c]
  [bt] (1) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5eba2d) [0x7f7436feba2d]
  [bt] (2) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5e96cb) [0x7f7436fe96cb]
  [bt] (3) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5ea8f9) [0x7f7436fea8f9]
  [bt] (4) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x57b4f1) [0x7f7436f7b4f1]
  [bt] (5) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(XGQuantileDMatrixCreateFromCallback+0x178) [0x7f7436bb9378]
  [bt] (6) /lib64/libffi.so.8(+0x9056) [0x7f745f173056]
  [bt] (7) /lib64/libffi.so.8(+0x474d) [0x7f745f16e74d]
  [bt] (8) /lib64/libffi.so.8(ffi_call+0x12e) [0x7f745f17164e]


[2025-11-25T08:08:54.345441] [FATAL] [FORECASTER] Failed to test lookback=6: [08:08:54] /workspace/src/data/gradient_index.h:100: Check failed: valid: Input data contains `inf` or a value too large, while `missing` is not set to `inf`
Stack trace:
  [bt] (0) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x2a6e7c) [0x7f7436ca6e7c]
  [bt] (1) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5eba2d) [0x7f7436feba2d]
  [bt] (2) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5e96cb) [0x7f7436fe96cb]
  [bt] (3) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5ea8f9) [0x7f7436fea8f9]
  [bt] (4) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x57b4f1) [0x7f7436f7b4f1]
  [bt] (5) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(XGQuantileDMatrixCreateFromCallback+0x178) [0x7f7436bb9378]
  [bt] (6) /lib64/libffi.so.8(+0x9056) [0x7f745f173056]
  [bt] (7) /lib64/libffi.so.8(+0x474d) [0x7f745f16e74d]
  [bt] (8) /lib64/libffi.so.8(ffi_call+0x12e) [0x7f745f17164e]


[2025-11-25T08:08:54.443775] [FATAL] [FORECASTER] Failed to test lookback=5: [08:08:54] /workspace/src/data/gradient_index.h:100: Check failed: valid: Input data contains `inf` or a value too large, while `missing` is not set to `inf`
Stack trace:
  [bt] (0) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x2a6e7c) [0x7f7436ca6e7c]
  [bt] (1) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5eba2d) [0x7f7436feba2d]
  [bt] (2) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5e96cb) [0x7f7436fe96cb]
  [bt] (3) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5ea8f9) [0x7f7436fea8f9]
  [bt] (4) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x57b4f1) [0x7f7436f7b4f1]
  [bt] (5) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(XGQuantileDMatrixCreateFromCallback+0x178) [0x7f7436bb9378]
  [bt] (6) /lib64/libffi.so.8(+0x9056) [0x7f745f173056]
  [bt] (7) /lib64/libffi.so.8(+0x474d) [0x7f745f16e74d]
  [bt] (8) /lib64/libffi.so.8(ffi_call+0x12e) [0x7f745f17164e]


[2025-11-25T08:08:54.542524] [FATAL] [FORECASTER] Failed to test lookback=4: [08:08:54] /workspace/src/data/gradient_index.h:100: Check failed: valid: Input data contains `inf` or a value too large, while `missing` is not set to `inf`
Stack trace:
  [bt] (0) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x2a6e7c) [0x7f7436ca6e7c]
  [bt] (1) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5eba2d) [0x7f7436feba2d]
  [bt] (2) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5e96cb) [0x7f7436fe96cb]
  [bt] (3) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5ea8f9) [0x7f7436fea8f9]
  [bt] (4) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x57b4f1) [0x7f7436f7b4f1]
  [bt] (5) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(XGQuantileDMatrixCreateFromCallback+0x178) [0x7f7436bb9378]
  [bt] (6) /lib64/libffi.so.8(+0x9056) [0x7f745f173056]
  [bt] (7) /lib64/libffi.so.8(+0x474d) [0x7f745f16e74d]
  [bt] (8) /lib64/libffi.so.8(ffi_call+0x12e) [0x7f745f17164e]


[2025-11-25T08:08:54.639594] [FATAL] [FORECASTER] Failed to test lookback=3: [08:08:54] /workspace/src/data/gradient_index.h:100: Check failed: valid: Input data contains `inf` or a value too large, while `missing` is not set to `inf`
Stack trace:
  [bt] (0) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x2a6e7c) [0x7f7436ca6e7c]
  [bt] (1) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5eba2d) [0x7f7436feba2d]
  [bt] (2) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5e96cb) [0x7f7436fe96cb]
  [bt] (3) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5ea8f9) [0x7f7436fea8f9]
  [bt] (4) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x57b4f1) [0x7f7436f7b4f1]
  [bt] (5) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(XGQuantileDMatrixCreateFromCallback+0x178) [0x7f7436bb9378]
  [bt] (6) /lib64/libffi.so.8(+0x9056) [0x7f745f173056]
  [bt] (7) /lib64/libffi.so.8(+0x474d) [0x7f745f16e74d]
  [bt] (8) /lib64/libffi.so.8(ffi_call+0x12e) [0x7f745f17164e]


[2025-11-25T08:08:54.736394] [FATAL] [FORECASTER] Failed to test lookback=2: [08:08:54] /workspace/src/data/gradient_index.h:100: Check failed: valid: Input data contains `inf` or a value too large, while `missing` is not set to `inf`
Stack trace:
  [bt] (0) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x2a6e7c) [0x7f7436ca6e7c]
  [bt] (1) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5eba2d) [0x7f7436feba2d]
  [bt] (2) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5e96cb) [0x7f7436fe96cb]
  [bt] (3) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5ea8f9) [0x7f7436fea8f9]
  [bt] (4) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x57b4f1) [0x7f7436f7b4f1]
  [bt] (5) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(XGQuantileDMatrixCreateFromCallback+0x178) [0x7f7436bb9378]
  [bt] (6) /lib64/libffi.so.8(+0x9056) [0x7f745f173056]
  [bt] (7) /lib64/libffi.so.8(+0x474d) [0x7f745f16e74d]
  [bt] (8) /lib64/libffi.so.8(ffi_call+0x12e) [0x7f745f17164e]


[2025-11-25T08:08:54.736632] [INFO ] [CONFIGURE ] BBU: DISCARDED add_volume_price_divergence (score: 0.00%)
[2025-11-25T08:08:54.736718] [INFO ] [CONFIGURE ] JOB ETA: 2.6h | Avg: 2.8s/test | Remaining: 3328 tests
[2025-11-25T08:08:54.736766] [INFO ] [CONFIGURE ] BBU: Testing feature 28/29: add_volume_profile
[2025-11-25T08:08:54.736822] [INFO ] [CONFIGURE ] BBU: Testing with features: ['add_daily_returns', 'add_volume_profile']
[2025-11-25T08:08:54.936049] [DEBUG] [FORECASTER] BBU: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0
[2025-11-25T08:08:55.133165] [DEBUG] [FORECASTER] BBU: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T08:08:55.332552] [DEBUG] [FORECASTER] BBU: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T08:08:55.536052] [DEBUG] [FORECASTER] BBU: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1
[2025-11-25T08:08:55.739802] [DEBUG] [FORECASTER] BBU: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-25T08:08:55.937017] [DEBUG] [FORECASTER] BBU: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T08:08:56.132438] [DEBUG] [FORECASTER] BBU: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T08:08:56.333444] [DEBUG] [FORECASTER] BBU: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T08:08:56.535385] [DEBUG] [FORECASTER] BBU: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T08:08:56.740094] [DEBUG] [FORECASTER] BBU: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T08:08:56.740263] [INFO ] [CONFIGURE ] BBU: DISCARDED add_volume_profile (score: 50.00%)
[2025-11-25T08:08:56.740311] [INFO ] [CONFIGURE ] JOB ETA: 2.6h | Avg: 2.8s/test | Remaining: 3327 tests
[2025-11-25T08:08:56.740351] [INFO ] [CONFIGURE ] BBU: Testing feature 29/29: add_vwap
[2025-11-25T08:08:56.740388] [INFO ] [CONFIGURE ] BBU: Testing with features: ['add_daily_returns', 'add_vwap']
[2025-11-25T08:08:56.936852] [DEBUG] [FORECASTER] BBU: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0
[2025-11-25T08:08:57.140403] [DEBUG] [FORECASTER] BBU: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T08:08:57.343417] [DEBUG] [FORECASTER] BBU: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T08:08:57.545453] [DEBUG] [FORECASTER] BBU: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1
[2025-11-25T08:08:57.744308] [DEBUG] [FORECASTER] BBU: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-25T08:08:57.948712] [DEBUG] [FORECASTER] BBU: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T08:08:58.156822] [DEBUG] [FORECASTER] BBU: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T08:08:58.362246] [DEBUG] [FORECASTER] BBU: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T08:08:58.574454] [DEBUG] [FORECASTER] BBU: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T08:08:58.779276] [DEBUG] [FORECASTER] BBU: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T08:08:58.779457] [INFO ] [CONFIGURE ] BBU: DISCARDED add_vwap (score: 50.00%)
[2025-11-25T08:08:58.779527] [INFO ] [CONFIGURE ] JOB ETA: 2.6h | Avg: 2.8s/test | Remaining: 3326 tests
[2025-11-25T08:08:58.779573] [INFO ] [CONFIGURE ] BBU: ===== FEATURE SELECTION COMPLETE =====
[2025-11-25T08:08:58.779610] [INFO ] [CONFIGURE ] BBU: Best accuracy: 70.00%
[2025-11-25T08:08:58.779664] [INFO ] [CONFIGURE ] BBU: Best feature set (1 features): ['add_daily_returns']
[2025-11-25T08:08:58.779723] [INFO ] [CONFIGURE ] BBU: Improvement over baseline: 10.00%
[2025-11-25T08:08:58.779769] [INFO ] [CONFIGURE ] BBU: Total time: 1.0 minutes
[2025-11-25T08:08:58.779889] [INFO ] [CONFIGURE ] BBU: Average time per feature: 2.2 seconds
[2025-11-25T08:08:58.779992] [INFO ] [CONFIGURE ] BBU: Average speed: 0.46 features/sec
[2025-11-25T08:08:58.780512] [INFO ] [LOCAL     ] Saved configuration for BBU: 1 features, 70.00% accuracy -> ./output/feature-sets/BBU.json
[2025-11-25T08:08:58.780669] [INFO ] [CONFIGURE ] BBU: Configuration saved successfully: 1 features, 70.00% accuracy.
[2025-11-25T08:08:58.780781] [INFO ] [sig       ] [50/164] Successfully configured BBU | 0.01 sym/s | Total: 1.1h | ETA: 2.6h
[2025-11-25T08:08:58.780885] [INFO ] [sig       ] [51/164] Configuring BBUC...
[2025-11-25T08:08:58.780985] [INFO ] [CONFIGURE ] BBUC: Configurate test run.
[2025-11-25T08:08:58.781085] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BBUC' from 'https://tdm.silogroup.org/data/derivative_storage/BBUC.csv'.
[2025-11-25T08:08:58.793414] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'BBUC'.
[2025-11-25T08:08:58.793738] [INFO ] [CONFIGURE ] BBUC: Testing with 29 available features
[2025-11-25T08:08:58.793802] [INFO ] [CONFIGURE ] BBUC: Establishing baseline with no features...
[2025-11-25T08:08:58.966362] [DEBUG] [FORECASTER] BBUC: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0
[2025-11-25T08:08:59.140183] [DEBUG] [FORECASTER] BBUC: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T08:08:59.317491] [DEBUG] [FORECASTER] BBUC: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T08:08:59.496304] [DEBUG] [FORECASTER] BBUC: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-25T08:08:59.669160] [DEBUG] [FORECASTER] BBUC: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T08:08:59.844782] [DEBUG] [FORECASTER] BBUC: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T08:09:00.022088] [DEBUG] [FORECASTER] BBUC: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T08:09:00.228765] [DEBUG] [FORECASTER] BBUC: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T08:09:01.006924] [DEBUG] [FORECASTER] BBUC: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T08:09:01.288244] [DEBUG] [FORECASTER] BBUC: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T08:09:01.288409] [INFO ] [CONFIGURE ] BBUC: Baseline score (no features): 40.00%
[2025-11-25T08:09:01.288456] [INFO ] [CONFIGURE ] BBUC: Testing feature 1/29: add_bollinger_bands
[2025-11-25T08:09:01.288495] [INFO ] [CONFIGURE ] BBUC: Testing with features: ['add_bollinger_bands']
[2025-11-25T08:09:01.507385] [DEBUG] [FORECASTER] BBUC: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0
[2025-11-25T08:09:01.752218] [DEBUG] [FORECASTER] BBUC: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0
[2025-11-25T08:09:01.986612] [DEBUG] [FORECASTER] BBUC: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T08:09:02.223163] [DEBUG] [FORECASTER] BBUC: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-25T08:09:02.453350] [DEBUG] [FORECASTER] BBUC: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T08:09:02.691969] [DEBUG] [FORECASTER] BBUC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T08:09:02.920385] [DEBUG] [FORECASTER] BBUC: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T08:09:03.165439] [DEBUG] [FORECASTER] BBUC: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T08:09:03.395007] [DEBUG] [FORECASTER] BBUC: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T08:09:03.625584] [DEBUG] [FORECASTER] BBUC: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T08:09:03.625931] [INFO ] [CONFIGURE ] BBUC: DISCARDED add_bollinger_bands (score: 40.00%)
[2025-11-25T08:09:03.626048] [INFO ] [CONFIGURE ] JOB ETA: 2.6h | Avg: 2.8s/test | Remaining: 3325 tests
[2025-11-25T08:09:03.626156] [INFO ] [CONFIGURE ] BBUC: Testing feature 2/29: add_cumulative_delta
[2025-11-25T08:09:03.626273] [INFO ] [CONFIGURE ] BBUC: Testing with features: ['add_cumulative_delta']
[2025-11-25T08:09:03.860336] [DEBUG] [FORECASTER] BBUC: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T08:09:04.104015] [DEBUG] [FORECASTER] BBUC: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T08:09:04.352379] [DEBUG] [FORECASTER] BBUC: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T08:09:04.603199] [DEBUG] [FORECASTER] BBUC: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-25T08:09:04.841768] [DEBUG] [FORECASTER] BBUC: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-25T08:09:05.074722] [DEBUG] [FORECASTER] BBUC: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T08:09:05.307893] [DEBUG] [FORECASTER] BBUC: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T08:09:05.546169] [DEBUG] [FORECASTER] BBUC: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T08:09:05.781955] [DEBUG] [FORECASTER] BBUC: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T08:09:06.022282] [DEBUG] [FORECASTER] BBUC: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T08:09:06.022457] [INFO ] [CONFIGURE ] BBUC: KEPT add_cumulative_delta (score: 60.00%)
[2025-11-25T08:09:06.022505] [INFO ] [CONFIGURE ] JOB ETA: 2.6h | Avg: 2.8s/test | Remaining: 3324 tests
[2025-11-25T08:09:06.022542] [INFO ] [CONFIGURE ] BBUC: Testing feature 3/29: add_daily_returns
[2025-11-25T08:09:06.022577] [INFO ] [CONFIGURE ] BBUC: Testing with features: ['add_cumulative_delta', 'add_daily_returns']
[2025-11-25T08:09:06.278730] [DEBUG] [FORECASTER] BBUC: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T08:09:06.514224] [DEBUG] [FORECASTER] BBUC: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T08:09:06.739069] [DEBUG] [FORECASTER] BBUC: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T08:09:06.962771] [DEBUG] [FORECASTER] BBUC: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-25T08:09:07.199175] [DEBUG] [FORECASTER] BBUC: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-25T08:09:07.438882] [DEBUG] [FORECASTER] BBUC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T08:09:07.682926] [DEBUG] [FORECASTER] BBUC: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T08:09:07.915261] [DEBUG] [FORECASTER] BBUC: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T08:09:08.147442] [DEBUG] [FORECASTER] BBUC: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T08:09:08.399472] [DEBUG] [FORECASTER] BBUC: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T08:09:08.399837] [INFO ] [CONFIGURE ] BBUC: DISCARDED add_daily_returns (score: 60.00%)
[2025-11-25T08:09:08.399903] [INFO ] [CONFIGURE ] JOB ETA: 2.6h | Avg: 2.8s/test | Remaining: 3323 tests
[2025-11-25T08:09:08.400012] [INFO ] [CONFIGURE ] BBUC: Testing feature 4/29: add_ema
[2025-11-25T08:09:08.400117] [INFO ] [CONFIGURE ] BBUC: Testing with features: ['add_cumulative_delta', 'add_ema']
[2025-11-25T08:09:08.683908] [DEBUG] [FORECASTER] BBUC: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T08:09:08.950771] [DEBUG] [FORECASTER] BBUC: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T08:09:09.220887] [DEBUG] [FORECASTER] BBUC: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T08:09:09.492715] [DEBUG] [FORECASTER] BBUC: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-25T08:09:09.763703] [DEBUG] [FORECASTER] BBUC: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-25T08:09:10.026600] [DEBUG] [FORECASTER] BBUC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T08:09:10.292272] [DEBUG] [FORECASTER] BBUC: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T08:09:10.558980] [DEBUG] [FORECASTER] BBUC: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T08:09:10.831867] [DEBUG] [FORECASTER] BBUC: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T08:09:11.097683] [DEBUG] [FORECASTER] BBUC: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T08:09:11.097863] [INFO ] [CONFIGURE ] BBUC: KEPT add_ema (score: 80.00%)
[2025-11-25T08:09:11.097924] [INFO ] [CONFIGURE ] JOB ETA: 2.6h | Avg: 2.8s/test | Remaining: 3322 tests
[2025-11-25T08:09:11.097974] [INFO ] [CONFIGURE ] BBUC: Testing feature 5/29: add_exhaustion_signals
[2025-11-25T08:09:11.098018] [INFO ] [CONFIGURE ] BBUC: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_vwap', 'add_exhaustion_signals']
[2025-11-25T08:09:11.401744] [DEBUG] [FORECASTER] BBUC: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T08:09:11.741489] [DEBUG] [FORECASTER] BBUC: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T08:09:12.044873] [DEBUG] [FORECASTER] BBUC: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T08:09:12.355299] [DEBUG] [FORECASTER] BBUC: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-25T08:09:12.681529] [DEBUG] [FORECASTER] BBUC: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-25T08:09:12.990472] [DEBUG] [FORECASTER] BBUC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T08:09:13.298027] [DEBUG] [FORECASTER] BBUC: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T08:09:13.618637] [DEBUG] [FORECASTER] BBUC: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T08:09:13.973211] [DEBUG] [FORECASTER] BBUC: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T08:09:14.399102] [DEBUG] [FORECASTER] BBUC: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T08:09:14.399396] [INFO ] [CONFIGURE ] BBUC: DISCARDED add_exhaustion_signals (score: 80.00%)
[2025-11-25T08:09:14.399487] [INFO ] [CONFIGURE ] JOB ETA: 2.6h | Avg: 2.8s/test | Remaining: 3321 tests
[2025-11-25T08:09:14.399567] [INFO ] [CONFIGURE ] BBUC: Testing feature 6/29: add_failed_moves
[2025-11-25T08:09:14.399636] [INFO ] [CONFIGURE ] BBUC: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_failed_moves']
[2025-11-25T08:09:14.767244] [DEBUG] [FORECASTER] BBUC: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0
[2025-11-25T08:09:15.076715] [DEBUG] [FORECASTER] BBUC: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T08:09:15.370425] [DEBUG] [FORECASTER] BBUC: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T08:09:15.652583] [DEBUG] [FORECASTER] BBUC: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-25T08:09:15.930008] [DEBUG] [FORECASTER] BBUC: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-25T08:09:16.203960] [DEBUG] [FORECASTER] BBUC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T08:09:16.498120] [DEBUG] [FORECASTER] BBUC: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T08:09:16.780601] [DEBUG] [FORECASTER] BBUC: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T08:09:17.093967] [DEBUG] [FORECASTER] BBUC: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T08:09:17.391690] [DEBUG] [FORECASTER] BBUC: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T08:09:17.391911] [INFO ] [CONFIGURE ] BBUC: DISCARDED add_failed_moves (score: 70.00%)
[2025-11-25T08:09:17.391973] [INFO ] [CONFIGURE ] JOB ETA: 2.6h | Avg: 2.8s/test | Remaining: 3320 tests
[2025-11-25T08:09:17.392014] [INFO ] [CONFIGURE ] BBUC: Testing feature 7/29: add_lag_shelf
[2025-11-25T08:09:17.392061] [INFO ] [CONFIGURE ] BBUC: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_lag_shelf']
[2025-11-25T08:09:17.667246] [DEBUG] [FORECASTER] BBUC: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T08:09:17.944126] [DEBUG] [FORECASTER] BBUC: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T08:09:18.203708] [DEBUG] [FORECASTER] BBUC: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T08:09:18.468976] [DEBUG] [FORECASTER] BBUC: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-25T08:09:18.741187] [DEBUG] [FORECASTER] BBUC: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-25T08:09:19.013929] [DEBUG] [FORECASTER] BBUC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T08:09:19.306928] [DEBUG] [FORECASTER] BBUC: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T08:09:19.602722] [DEBUG] [FORECASTER] BBUC: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T08:09:19.889702] [DEBUG] [FORECASTER] BBUC: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T08:09:20.186766] [DEBUG] [FORECASTER] BBUC: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T08:09:20.186956] [INFO ] [CONFIGURE ] BBUC: DISCARDED add_lag_shelf (score: 80.00%)
[2025-11-25T08:09:20.187019] [INFO ] [CONFIGURE ] JOB ETA: 2.6h | Avg: 2.8s/test | Remaining: 3319 tests
[2025-11-25T08:09:20.187077] [INFO ] [CONFIGURE ] BBUC: Testing feature 8/29: add_macd
[2025-11-25T08:09:20.187130] [INFO ] [CONFIGURE ] BBUC: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_vwap', 'add_macd']
[2025-11-25T08:09:20.555670] [DEBUG] [FORECASTER] BBUC: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0
[2025-11-25T08:09:20.910514] [DEBUG] [FORECASTER] BBUC: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T08:09:21.255884] [DEBUG] [FORECASTER] BBUC: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T08:09:21.616040] [DEBUG] [FORECASTER] BBUC: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1
[2025-11-25T08:09:21.966747] [DEBUG] [FORECASTER] BBUC: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T08:09:22.317518] [DEBUG] [FORECASTER] BBUC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T08:09:22.682352] [DEBUG] [FORECASTER] BBUC: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T08:09:23.042767] [DEBUG] [FORECASTER] BBUC: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T08:09:23.399774] [DEBUG] [FORECASTER] BBUC: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T08:09:23.741897] [DEBUG] [FORECASTER] BBUC: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T08:09:23.742081] [INFO ] [CONFIGURE ] BBUC: DISCARDED add_macd (score: 40.00%)
[2025-11-25T08:09:23.742138] [INFO ] [CONFIGURE ] JOB ETA: 2.6h | Avg: 2.8s/test | Remaining: 3318 tests
[2025-11-25T08:09:23.742187] [INFO ] [CONFIGURE ] BBUC: Testing feature 9/29: add_mfi
[2025-11-25T08:09:23.742224] [INFO ] [CONFIGURE ] BBUC: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_mfi']
[2025-11-25T08:09:24.012477] [DEBUG] [FORECASTER] BBUC: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0
[2025-11-25T08:09:24.286453] [DEBUG] [FORECASTER] BBUC: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T08:09:24.562535] [DEBUG] [FORECASTER] BBUC: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T08:09:24.836850] [DEBUG] [FORECASTER] BBUC: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-25T08:09:25.105202] [DEBUG] [FORECASTER] BBUC: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-25T08:09:25.378937] [DEBUG] [FORECASTER] BBUC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T08:09:25.654411] [DEBUG] [FORECASTER] BBUC: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T08:09:25.938880] [DEBUG] [FORECASTER] BBUC: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T08:09:26.228465] [DEBUG] [FORECASTER] BBUC: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T08:09:26.513167] [DEBUG] [FORECASTER] BBUC: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T08:09:26.513364] [INFO ] [CONFIGURE ] BBUC: DISCARDED add_mfi (score: 60.00%)
[2025-11-25T08:09:26.513422] [INFO ] [CONFIGURE ] JOB ETA: 2.6h | Avg: 2.8s/test | Remaining: 3317 tests
[2025-11-25T08:09:26.513470] [INFO ] [CONFIGURE ] BBUC: Testing feature 10/29: add_momentum_acceleration
[2025-11-25T08:09:26.513514] [INFO ] [CONFIGURE ] BBUC: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-11-25T08:09:26.891543] [DEBUG] [FORECASTER] BBUC: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0
[2025-11-25T08:09:27.263730] [DEBUG] [FORECASTER] BBUC: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T08:09:27.655268] [DEBUG] [FORECASTER] BBUC: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T08:09:28.048120] [DEBUG] [FORECASTER] BBUC: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-25T08:09:28.434517] [DEBUG] [FORECASTER] BBUC: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-25T08:09:28.824200] [DEBUG] [FORECASTER] BBUC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T08:09:29.218131] [DEBUG] [FORECASTER] BBUC: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T08:09:29.601875] [DEBUG] [FORECASTER] BBUC: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T08:09:30.009134] [DEBUG] [FORECASTER] BBUC: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T08:09:30.430294] [DEBUG] [FORECASTER] BBUC: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T08:09:30.430526] [INFO ] [CONFIGURE ] BBUC: DISCARDED add_momentum_acceleration (score: 60.00%)
[2025-11-25T08:09:30.430588] [INFO ] [CONFIGURE ] JOB ETA: 2.6h | Avg: 2.8s/test | Remaining: 3316 tests
[2025-11-25T08:09:30.430660] [INFO ] [CONFIGURE ] BBUC: Testing feature 11/29: add_obv_daily
[2025-11-25T08:09:30.430713] [INFO ] [CONFIGURE ] BBUC: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_obv_daily']
[2025-11-25T08:09:30.746054] [DEBUG] [FORECASTER] BBUC: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0
[2025-11-25T08:09:31.068699] [DEBUG] [FORECASTER] BBUC: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T08:09:31.380283] [DEBUG] [FORECASTER] BBUC: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T08:09:31.680635] [DEBUG] [FORECASTER] BBUC: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-25T08:09:31.983960] [DEBUG] [FORECASTER] BBUC: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-25T08:09:32.291876] [DEBUG] [FORECASTER] BBUC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T08:09:32.592714] [DEBUG] [FORECASTER] BBUC: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T08:09:32.896975] [DEBUG] [FORECASTER] BBUC: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T08:09:33.192287] [DEBUG] [FORECASTER] BBUC: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T08:09:33.487710] [DEBUG] [FORECASTER] BBUC: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T08:09:33.487897] [INFO ] [CONFIGURE ] BBUC: DISCARDED add_obv_daily (score: 70.00%)
[2025-11-25T08:09:33.487958] [INFO ] [CONFIGURE ] JOB ETA: 2.6h | Avg: 2.8s/test | Remaining: 3315 tests
[2025-11-25T08:09:33.488052] [INFO ] [CONFIGURE ] BBUC: Testing feature 12/29: add_obv_interval
[2025-11-25T08:09:33.488104] [INFO ] [CONFIGURE ] BBUC: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_obv_interval']
[2025-11-25T08:09:33.765632] [DEBUG] [FORECASTER] BBUC: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T08:09:34.044059] [DEBUG] [FORECASTER] BBUC: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T08:09:34.326801] [DEBUG] [FORECASTER] BBUC: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T08:09:34.611975] [DEBUG] [FORECASTER] BBUC: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-25T08:09:34.903191] [DEBUG] [FORECASTER] BBUC: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-25T08:09:35.189685] [DEBUG] [FORECASTER] BBUC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T08:09:35.467796] [DEBUG] [FORECASTER] BBUC: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T08:09:35.741608] [DEBUG] [FORECASTER] BBUC: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T08:09:36.032339] [DEBUG] [FORECASTER] BBUC: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T08:09:36.320181] [DEBUG] [FORECASTER] BBUC: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T08:09:36.320374] [INFO ] [CONFIGURE ] BBUC: DISCARDED add_obv_interval (score: 80.00%)
[2025-11-25T08:09:36.320439] [INFO ] [CONFIGURE ] JOB ETA: 2.6h | Avg: 2.8s/test | Remaining: 3314 tests
[2025-11-25T08:09:36.320488] [INFO ] [CONFIGURE ] BBUC: Testing feature 13/29: add_opening_strength
[2025-11-25T08:09:36.320531] [INFO ] [CONFIGURE ] BBUC: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_daily_returns', 'add_opening_strength']
[2025-11-25T08:09:36.672038] [DEBUG] [FORECASTER] BBUC: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0
[2025-11-25T08:09:36.990972] [DEBUG] [FORECASTER] BBUC: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T08:09:37.298229] [DEBUG] [FORECASTER] BBUC: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T08:09:37.607435] [DEBUG] [FORECASTER] BBUC: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-25T08:09:37.909386] [DEBUG] [FORECASTER] BBUC: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-25T08:09:38.235992] [DEBUG] [FORECASTER] BBUC: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T08:09:38.553500] [DEBUG] [FORECASTER] BBUC: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T08:09:38.879377] [DEBUG] [FORECASTER] BBUC: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T08:09:39.199509] [DEBUG] [FORECASTER] BBUC: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T08:09:39.499945] [DEBUG] [FORECASTER] BBUC: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T08:09:39.500123] [INFO ] [CONFIGURE ] BBUC: DISCARDED add_opening_strength (score: 40.00%)
[2025-11-25T08:09:39.500181] [INFO ] [CONFIGURE ] JOB ETA: 2.6h | Avg: 2.8s/test | Remaining: 3313 tests
[2025-11-25T08:09:39.500228] [INFO ] [CONFIGURE ] BBUC: Testing feature 14/29: add_order_flow_imbalance
[2025-11-25T08:09:39.500272] [INFO ] [CONFIGURE ] BBUC: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_order_flow_imbalance']
[2025-11-25T08:09:39.794882] [DEBUG] [FORECASTER] BBUC: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0
[2025-11-25T08:09:40.083262] [DEBUG] [FORECASTER] BBUC: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T08:09:40.378232] [DEBUG] [FORECASTER] BBUC: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T08:09:40.675801] [DEBUG] [FORECASTER] BBUC: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-25T08:09:40.983362] [DEBUG] [FORECASTER] BBUC: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-25T08:09:41.282062] [DEBUG] [FORECASTER] BBUC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T08:09:41.596195] [DEBUG] [FORECASTER] BBUC: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T08:09:41.910763] [DEBUG] [FORECASTER] BBUC: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T08:09:42.220901] [DEBUG] [FORECASTER] BBUC: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T08:09:42.517935] [DEBUG] [FORECASTER] BBUC: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T08:09:42.518105] [INFO ] [CONFIGURE ] BBUC: DISCARDED add_order_flow_imbalance (score: 70.00%)
[2025-11-25T08:09:42.518167] [INFO ] [CONFIGURE ] JOB ETA: 2.6h | Avg: 2.8s/test | Remaining: 3312 tests
[2025-11-25T08:09:42.518217] [INFO ] [CONFIGURE ] BBUC: Testing feature 15/29: add_pbf_morning_momentum
[2025-11-25T08:09:42.518264] [INFO ] [CONFIGURE ] BBUC: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_pbf_morning_momentum']
[2025-11-25T08:09:42.783947] [DEBUG] [FORECASTER] BBUC: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0
[2025-11-25T08:09:43.053662] [DEBUG] [FORECASTER] BBUC: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T08:09:43.345025] [DEBUG] [FORECASTER] BBUC: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T08:09:43.624373] [DEBUG] [FORECASTER] BBUC: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-25T08:09:43.886443] [DEBUG] [FORECASTER] BBUC: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-25T08:09:44.151979] [DEBUG] [FORECASTER] BBUC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T08:09:44.424353] [DEBUG] [FORECASTER] BBUC: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T08:09:44.690929] [DEBUG] [FORECASTER] BBUC: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T08:09:44.961086] [DEBUG] [FORECASTER] BBUC: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T08:09:45.254168] [DEBUG] [FORECASTER] BBUC: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T08:09:45.254345] [INFO ] [CONFIGURE ] BBUC: DISCARDED add_pbf_morning_momentum (score: 60.00%)
[2025-11-25T08:09:45.254402] [INFO ] [CONFIGURE ] JOB ETA: 2.6h | Avg: 2.8s/test | Remaining: 3311 tests
[2025-11-25T08:09:45.254450] [INFO ] [CONFIGURE ] BBUC: Testing feature 16/29: add_pbf_overnight_gap
[2025-11-25T08:09:45.254494] [INFO ] [CONFIGURE ] BBUC: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_pbf_overnight_gap']
[2025-11-25T08:09:45.534793] [DEBUG] [FORECASTER] BBUC: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0
[2025-11-25T08:09:45.824555] [DEBUG] [FORECASTER] BBUC: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T08:09:46.112632] [DEBUG] [FORECASTER] BBUC: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T08:09:46.407248] [DEBUG] [FORECASTER] BBUC: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-25T08:09:46.716182] [DEBUG] [FORECASTER] BBUC: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-25T08:09:47.007690] [DEBUG] [FORECASTER] BBUC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T08:09:47.296839] [DEBUG] [FORECASTER] BBUC: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T08:09:47.575637] [DEBUG] [FORECASTER] BBUC: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T08:09:47.852141] [DEBUG] [FORECASTER] BBUC: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T08:09:48.135726] [DEBUG] [FORECASTER] BBUC: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T08:09:48.135906] [INFO ] [CONFIGURE ] BBUC: DISCARDED add_pbf_overnight_gap (score: 60.00%)
[2025-11-25T08:09:48.135966] [INFO ] [CONFIGURE ] JOB ETA: 2.6h | Avg: 2.8s/test | Remaining: 3310 tests
[2025-11-25T08:09:48.136017] [INFO ] [CONFIGURE ] BBUC: Testing feature 17/29: add_pbf_return_2d
[2025-11-25T08:09:48.136085] [INFO ] [CONFIGURE ] BBUC: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_pbf_return_2d']
[2025-11-25T08:09:48.422003] [DEBUG] [FORECASTER] BBUC: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0
[2025-11-25T08:09:48.708276] [DEBUG] [FORECASTER] BBUC: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T08:09:49.009773] [DEBUG] [FORECASTER] BBUC: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T08:09:49.300320] [DEBUG] [FORECASTER] BBUC: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-25T08:09:49.588700] [DEBUG] [FORECASTER] BBUC: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-25T08:09:49.880191] [DEBUG] [FORECASTER] BBUC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T08:09:50.167862] [DEBUG] [FORECASTER] BBUC: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T08:09:50.455771] [DEBUG] [FORECASTER] BBUC: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T08:09:50.744336] [DEBUG] [FORECASTER] BBUC: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T08:09:51.040893] [DEBUG] [FORECASTER] BBUC: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T08:09:51.041070] [INFO ] [CONFIGURE ] BBUC: DISCARDED add_pbf_return_2d (score: 60.00%)
[2025-11-25T08:09:51.041127] [INFO ] [CONFIGURE ] JOB ETA: 2.6h | Avg: 2.8s/test | Remaining: 3309 tests
[2025-11-25T08:09:51.041175] [INFO ] [CONFIGURE ] BBUC: Testing feature 18/29: add_pbf_volatility_5d
[2025-11-25T08:09:51.041220] [INFO ] [CONFIGURE ] BBUC: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_pbf_volatility_5d']
[2025-11-25T08:09:51.328859] [DEBUG] [FORECASTER] BBUC: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T08:09:51.623833] [DEBUG] [FORECASTER] BBUC: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T08:09:51.919312] [DEBUG] [FORECASTER] BBUC: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T08:09:52.204901] [DEBUG] [FORECASTER] BBUC: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-25T08:09:52.487784] [DEBUG] [FORECASTER] BBUC: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-25T08:09:52.772685] [DEBUG] [FORECASTER] BBUC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T08:09:53.057949] [DEBUG] [FORECASTER] BBUC: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T08:09:53.343099] [DEBUG] [FORECASTER] BBUC: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T08:09:53.626253] [DEBUG] [FORECASTER] BBUC: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T08:09:53.909126] [DEBUG] [FORECASTER] BBUC: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T08:09:53.909346] [INFO ] [CONFIGURE ] BBUC: DISCARDED add_pbf_volatility_5d (score: 60.00%)
[2025-11-25T08:09:53.909406] [INFO ] [CONFIGURE ] JOB ETA: 2.6h | Avg: 2.8s/test | Remaining: 3308 tests
[2025-11-25T08:09:53.909453] [INFO ] [CONFIGURE ] BBUC: Testing feature 19/29: add_pbf_vs_sma_5
[2025-11-25T08:09:53.909497] [INFO ] [CONFIGURE ] BBUC: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_pbf_vs_sma_5']
[2025-11-25T08:09:54.184505] [DEBUG] [FORECASTER] BBUC: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0
[2025-11-25T08:09:54.461057] [DEBUG] [FORECASTER] BBUC: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T08:09:54.739901] [DEBUG] [FORECASTER] BBUC: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T08:09:55.022285] [DEBUG] [FORECASTER] BBUC: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-25T08:09:55.302279] [DEBUG] [FORECASTER] BBUC: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-25T08:09:55.583305] [DEBUG] [FORECASTER] BBUC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T08:09:55.853730] [DEBUG] [FORECASTER] BBUC: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T08:09:56.131749] [DEBUG] [FORECASTER] BBUC: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T08:09:56.419191] [DEBUG] [FORECASTER] BBUC: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T08:09:56.719138] [DEBUG] [FORECASTER] BBUC: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T08:09:56.719448] [INFO ] [CONFIGURE ] BBUC: DISCARDED add_pbf_vs_sma_5 (score: 70.00%)
[2025-11-25T08:09:56.719515] [INFO ] [CONFIGURE ] JOB ETA: 2.6h | Avg: 2.8s/test | Remaining: 3307 tests
[2025-11-25T08:09:56.719567] [INFO ] [CONFIGURE ] BBUC: Testing feature 20/29: add_price_rejection
[2025-11-25T08:09:56.719615] [INFO ] [CONFIGURE ] BBUC: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_price_rejection']
[2025-11-25T08:09:57.040832] [DEBUG] [FORECASTER] BBUC: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0
[2025-11-25T08:09:57.353016] [DEBUG] [FORECASTER] BBUC: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T08:09:57.651696] [DEBUG] [FORECASTER] BBUC: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T08:09:57.941671] [DEBUG] [FORECASTER] BBUC: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-25T08:09:58.230028] [DEBUG] [FORECASTER] BBUC: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-25T08:09:58.517889] [DEBUG] [FORECASTER] BBUC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T08:09:58.807566] [DEBUG] [FORECASTER] BBUC: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T08:09:59.094033] [DEBUG] [FORECASTER] BBUC: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T08:09:59.392179] [DEBUG] [FORECASTER] BBUC: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T08:09:59.697349] [DEBUG] [FORECASTER] BBUC: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T08:09:59.697528] [INFO ] [CONFIGURE ] BBUC: DISCARDED add_price_rejection (score: 50.00%)
[2025-11-25T08:09:59.697586] [INFO ] [CONFIGURE ] JOB ETA: 2.6h | Avg: 2.8s/test | Remaining: 3306 tests
[2025-11-25T08:09:59.697633] [INFO ] [CONFIGURE ] BBUC: Testing feature 21/29: add_range_position
[2025-11-25T08:09:59.697700] [INFO ] [CONFIGURE ] BBUC: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_range_position']
[2025-11-25T08:10:00.007132] [DEBUG] [FORECASTER] BBUC: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0
[2025-11-25T08:10:01.078792] [DEBUG] [FORECASTER] BBUC: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T08:10:01.552143] [DEBUG] [FORECASTER] BBUC: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T08:10:01.973720] [DEBUG] [FORECASTER] BBUC: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-25T08:10:02.425923] [DEBUG] [FORECASTER] BBUC: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T08:10:02.850405] [DEBUG] [FORECASTER] BBUC: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T08:10:03.151738] [DEBUG] [FORECASTER] BBUC: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T08:10:03.443580] [DEBUG] [FORECASTER] BBUC: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T08:10:03.732008] [DEBUG] [FORECASTER] BBUC: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T08:10:04.019567] [DEBUG] [FORECASTER] BBUC: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T08:10:04.019756] [INFO ] [CONFIGURE ] BBUC: DISCARDED add_range_position (score: 50.00%)
[2025-11-25T08:10:04.019814] [INFO ] [CONFIGURE ] JOB ETA: 2.6h | Avg: 2.8s/test | Remaining: 3305 tests
[2025-11-25T08:10:04.019863] [INFO ] [CONFIGURE ] BBUC: Testing feature 22/29: add_realized_volatility
[2025-11-25T08:10:04.019907] [INFO ] [CONFIGURE ] BBUC: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_realized_volatility']
[2025-11-25T08:10:04.410594] [DEBUG] [FORECASTER] BBUC: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0
[2025-11-25T08:10:04.789233] [DEBUG] [FORECASTER] BBUC: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T08:10:05.155712] [DEBUG] [FORECASTER] BBUC: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T08:10:05.515939] [DEBUG] [FORECASTER] BBUC: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-25T08:10:05.876835] [DEBUG] [FORECASTER] BBUC: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T08:10:06.239704] [DEBUG] [FORECASTER] BBUC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T08:10:06.606721] [DEBUG] [FORECASTER] BBUC: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T08:10:06.976938] [DEBUG] [FORECASTER] BBUC: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T08:10:07.340660] [DEBUG] [FORECASTER] BBUC: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T08:10:07.710591] [DEBUG] [FORECASTER] BBUC: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T08:10:07.710810] [INFO ] [CONFIGURE ] BBUC: DISCARDED add_realized_volatility (score: 70.00%)
[2025-11-25T08:10:07.710869] [INFO ] [CONFIGURE ] JOB ETA: 2.6h | Avg: 2.8s/test | Remaining: 3304 tests
[2025-11-25T08:10:07.710920] [INFO ] [CONFIGURE ] BBUC: Testing feature 23/29: add_recent_range_context
[2025-11-25T08:10:07.710968] [INFO ] [CONFIGURE ] BBUC: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_recent_range_context']
[2025-11-25T08:10:07.981173] [DEBUG] [FORECASTER] BBUC: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0
[2025-11-25T08:10:08.248133] [DEBUG] [FORECASTER] BBUC: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T08:10:08.521976] [DEBUG] [FORECASTER] BBUC: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T08:10:08.791812] [DEBUG] [FORECASTER] BBUC: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-25T08:10:09.067838] [DEBUG] [FORECASTER] BBUC: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-25T08:10:09.356579] [DEBUG] [FORECASTER] BBUC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T08:10:09.659421] [DEBUG] [FORECASTER] BBUC: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T08:10:09.952384] [DEBUG] [FORECASTER] BBUC: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T08:10:10.233706] [DEBUG] [FORECASTER] BBUC: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T08:10:10.532858] [DEBUG] [FORECASTER] BBUC: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T08:10:10.533059] [INFO ] [CONFIGURE ] BBUC: DISCARDED add_recent_range_context (score: 70.00%)
[2025-11-25T08:10:10.533118] [INFO ] [CONFIGURE ] JOB ETA: 2.6h | Avg: 2.8s/test | Remaining: 3303 tests
[2025-11-25T08:10:10.533174] [INFO ] [CONFIGURE ] BBUC: Testing feature 24/29: add_rsi
[2025-11-25T08:10:10.533227] [INFO ] [CONFIGURE ] BBUC: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_rsi']
[2025-11-25T08:10:10.839129] [DEBUG] [FORECASTER] BBUC: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0
[2025-11-25T08:10:11.133183] [DEBUG] [FORECASTER] BBUC: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T08:10:11.432607] [DEBUG] [FORECASTER] BBUC: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T08:10:11.745267] [DEBUG] [FORECASTER] BBUC: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-25T08:10:12.055834] [DEBUG] [FORECASTER] BBUC: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-25T08:10:12.344456] [DEBUG] [FORECASTER] BBUC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T08:10:12.645355] [DEBUG] [FORECASTER] BBUC: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T08:10:12.928391] [DEBUG] [FORECASTER] BBUC: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T08:10:13.209863] [DEBUG] [FORECASTER] BBUC: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T08:10:13.489832] [DEBUG] [FORECASTER] BBUC: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T08:10:13.490001] [INFO ] [CONFIGURE ] BBUC: DISCARDED add_rsi (score: 60.00%)
[2025-11-25T08:10:13.490059] [INFO ] [CONFIGURE ] JOB ETA: 2.6h | Avg: 2.8s/test | Remaining: 3302 tests
[2025-11-25T08:10:13.490106] [INFO ] [CONFIGURE ] BBUC: Testing feature 25/29: add_tick_distribution
[2025-11-25T08:10:13.490151] [INFO ] [CONFIGURE ] BBUC: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_tick_distribution']
[2025-11-25T08:10:13.767348] [DEBUG] [FORECASTER] BBUC: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0
[2025-11-25T08:10:14.038604] [DEBUG] [FORECASTER] BBUC: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T08:10:14.310821] [DEBUG] [FORECASTER] BBUC: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T08:10:14.578793] [DEBUG] [FORECASTER] BBUC: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-25T08:10:14.850625] [DEBUG] [FORECASTER] BBUC: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-25T08:10:15.122881] [DEBUG] [FORECASTER] BBUC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T08:10:15.399481] [DEBUG] [FORECASTER] BBUC: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T08:10:15.670658] [DEBUG] [FORECASTER] BBUC: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T08:10:15.941684] [DEBUG] [FORECASTER] BBUC: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T08:10:16.240439] [DEBUG] [FORECASTER] BBUC: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T08:10:16.240617] [INFO ] [CONFIGURE ] BBUC: DISCARDED add_tick_distribution (score: 70.00%)
[2025-11-25T08:10:16.240694] [INFO ] [CONFIGURE ] JOB ETA: 2.6h | Avg: 2.8s/test | Remaining: 3301 tests
[2025-11-25T08:10:16.240743] [INFO ] [CONFIGURE ] BBUC: Testing feature 26/29: add_volume_momentum_confirmation
[2025-11-25T08:10:16.240787] [INFO ] [CONFIGURE ] BBUC: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_volume_momentum_confirmation']
[2025-11-25T08:10:16.549743] [DEBUG] [FORECASTER] BBUC: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0
[2025-11-25T08:10:16.840584] [DEBUG] [FORECASTER] BBUC: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T08:10:17.134456] [DEBUG] [FORECASTER] BBUC: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T08:10:17.445738] [DEBUG] [FORECASTER] BBUC: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-25T08:10:17.731987] [DEBUG] [FORECASTER] BBUC: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-25T08:10:18.006100] [DEBUG] [FORECASTER] BBUC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T08:10:18.286226] [DEBUG] [FORECASTER] BBUC: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T08:10:18.572472] [DEBUG] [FORECASTER] BBUC: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T08:10:18.866693] [DEBUG] [FORECASTER] BBUC: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T08:10:19.133266] [DEBUG] [FORECASTER] BBUC: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T08:10:19.133449] [INFO ] [CONFIGURE ] BBUC: DISCARDED add_volume_momentum_confirmation (score: 70.00%)
[2025-11-25T08:10:19.133515] [INFO ] [CONFIGURE ] JOB ETA: 2.6h | Avg: 2.8s/test | Remaining: 3300 tests
[2025-11-25T08:10:19.133573] [INFO ] [CONFIGURE ] BBUC: Testing feature 27/29: add_volume_price_divergence
[2025-11-25T08:10:19.133617] [INFO ] [CONFIGURE ] BBUC: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_volume_price_divergence']
[2025-11-25T08:10:19.244004] [FATAL] [FORECASTER] Failed to test lookback=11: [08:10:19] /workspace/src/data/gradient_index.h:100: Check failed: valid: Input data contains `inf` or a value too large, while `missing` is not set to `inf`
Stack trace:
  [bt] (0) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x2a6e7c) [0x7f7436ca6e7c]
  [bt] (1) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5eba2d) [0x7f7436feba2d]
  [bt] (2) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5e96cb) [0x7f7436fe96cb]
  [bt] (3) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5ea8f9) [0x7f7436fea8f9]
  [bt] (4) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x57b4f1) [0x7f7436f7b4f1]
  [bt] (5) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(XGQuantileDMatrixCreateFromCallback+0x178) [0x7f7436bb9378]
  [bt] (6) /lib64/libffi.so.8(+0x9056) [0x7f745f173056]
  [bt] (7) /lib64/libffi.so.8(+0x474d) [0x7f745f16e74d]
  [bt] (8) /lib64/libffi.so.8(ffi_call+0x12e) [0x7f745f17164e]


[2025-11-25T08:10:19.354592] [FATAL] [FORECASTER] Failed to test lookback=10: [08:10:19] /workspace/src/data/gradient_index.h:100: Check failed: valid: Input data contains `inf` or a value too large, while `missing` is not set to `inf`
Stack trace:
  [bt] (0) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x2a6e7c) [0x7f7436ca6e7c]
  [bt] (1) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5eba2d) [0x7f7436feba2d]
  [bt] (2) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5e96cb) [0x7f7436fe96cb]
  [bt] (3) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5ea8f9) [0x7f7436fea8f9]
  [bt] (4) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x57b4f1) [0x7f7436f7b4f1]
  [bt] (5) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(XGQuantileDMatrixCreateFromCallback+0x178) [0x7f7436bb9378]
  [bt] (6) /lib64/libffi.so.8(+0x9056) [0x7f745f173056]
  [bt] (7) /lib64/libffi.so.8(+0x474d) [0x7f745f16e74d]
  [bt] (8) /lib64/libffi.so.8(ffi_call+0x12e) [0x7f745f17164e]


[2025-11-25T08:10:19.464188] [FATAL] [FORECASTER] Failed to test lookback=9: [08:10:19] /workspace/src/data/gradient_index.h:100: Check failed: valid: Input data contains `inf` or a value too large, while `missing` is not set to `inf`
Stack trace:
  [bt] (0) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x2a6e7c) [0x7f7436ca6e7c]
  [bt] (1) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5eba2d) [0x7f7436feba2d]
  [bt] (2) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5e96cb) [0x7f7436fe96cb]
  [bt] (3) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5ea8f9) [0x7f7436fea8f9]
  [bt] (4) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x57b4f1) [0x7f7436f7b4f1]
  [bt] (5) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(XGQuantileDMatrixCreateFromCallback+0x178) [0x7f7436bb9378]
  [bt] (6) /lib64/libffi.so.8(+0x9056) [0x7f745f173056]
  [bt] (7) /lib64/libffi.so.8(+0x474d) [0x7f745f16e74d]
  [bt] (8) /lib64/libffi.so.8(ffi_call+0x12e) [0x7f745f17164e]


[2025-11-25T08:10:19.572871] [FATAL] [FORECASTER] Failed to test lookback=8: [08:10:19] /workspace/src/data/gradient_index.h:100: Check failed: valid: Input data contains `inf` or a value too large, while `missing` is not set to `inf`
Stack trace:
  [bt] (0) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x2a6e7c) [0x7f7436ca6e7c]
  [bt] (1) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5eba2d) [0x7f7436feba2d]
  [bt] (2) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5e96cb) [0x7f7436fe96cb]
  [bt] (3) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5ea8f9) [0x7f7436fea8f9]
  [bt] (4) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x57b4f1) [0x7f7436f7b4f1]
  [bt] (5) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(XGQuantileDMatrixCreateFromCallback+0x178) [0x7f7436bb9378]
  [bt] (6) /lib64/libffi.so.8(+0x9056) [0x7f745f173056]
  [bt] (7) /lib64/libffi.so.8(+0x474d) [0x7f745f16e74d]
  [bt] (8) /lib64/libffi.so.8(ffi_call+0x12e) [0x7f745f17164e]


[2025-11-25T08:10:19.682763] [FATAL] [FORECASTER] Failed to test lookback=7: [08:10:19] /workspace/src/data/gradient_index.h:100: Check failed: valid: Input data contains `inf` or a value too large, while `missing` is not set to `inf`
Stack trace:
  [bt] (0) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x2a6e7c) [0x7f7436ca6e7c]
  [bt] (1) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5eba2d) [0x7f7436feba2d]
  [bt] (2) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5e96cb) [0x7f7436fe96cb]
  [bt] (3) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5ea8f9) [0x7f7436fea8f9]
  [bt] (4) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x57b4f1) [0x7f7436f7b4f1]
  [bt] (5) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(XGQuantileDMatrixCreateFromCallback+0x178) [0x7f7436bb9378]
  [bt] (6) /lib64/libffi.so.8(+0x9056) [0x7f745f173056]
  [bt] (7) /lib64/libffi.so.8(+0x474d) [0x7f745f16e74d]
  [bt] (8) /lib64/libffi.so.8(ffi_call+0x12e) [0x7f745f17164e]


[2025-11-25T08:10:19.791351] [FATAL] [FORECASTER] Failed to test lookback=6: [08:10:19] /workspace/src/data/gradient_index.h:100: Check failed: valid: Input data contains `inf` or a value too large, while `missing` is not set to `inf`
Stack trace:
  [bt] (0) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x2a6e7c) [0x7f7436ca6e7c]
  [bt] (1) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5eba2d) [0x7f7436feba2d]
  [bt] (2) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5e96cb) [0x7f7436fe96cb]
  [bt] (3) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5ea8f9) [0x7f7436fea8f9]
  [bt] (4) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x57b4f1) [0x7f7436f7b4f1]
  [bt] (5) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(XGQuantileDMatrixCreateFromCallback+0x178) [0x7f7436bb9378]
  [bt] (6) /lib64/libffi.so.8(+0x9056) [0x7f745f173056]
  [bt] (7) /lib64/libffi.so.8(+0x474d) [0x7f745f16e74d]
  [bt] (8) /lib64/libffi.so.8(ffi_call+0x12e) [0x7f745f17164e]


[2025-11-25T08:10:19.905132] [FATAL] [FORECASTER] Failed to test lookback=5: [08:10:19] /workspace/src/data/gradient_index.h:100: Check failed: valid: Input data contains `inf` or a value too large, while `missing` is not set to `inf`
Stack trace:
  [bt] (0) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x2a6e7c) [0x7f7436ca6e7c]
  [bt] (1) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5eba2d) [0x7f7436feba2d]
  [bt] (2) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5e96cb) [0x7f7436fe96cb]
  [bt] (3) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5ea8f9) [0x7f7436fea8f9]
  [bt] (4) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x57b4f1) [0x7f7436f7b4f1]
  [bt] (5) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(XGQuantileDMatrixCreateFromCallback+0x178) [0x7f7436bb9378]
  [bt] (6) /lib64/libffi.so.8(+0x9056) [0x7f745f173056]
  [bt] (7) /lib64/libffi.so.8(+0x474d) [0x7f745f16e74d]
  [bt] (8) /lib64/libffi.so.8(ffi_call+0x12e) [0x7f745f17164e]


[2025-11-25T08:10:20.014687] [FATAL] [FORECASTER] Failed to test lookback=4: [08:10:20] /workspace/src/data/gradient_index.h:100: Check failed: valid: Input data contains `inf` or a value too large, while `missing` is not set to `inf`
Stack trace:
  [bt] (0) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x2a6e7c) [0x7f7436ca6e7c]
  [bt] (1) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5eba2d) [0x7f7436feba2d]
  [bt] (2) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5e96cb) [0x7f7436fe96cb]
  [bt] (3) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5ea8f9) [0x7f7436fea8f9]
  [bt] (4) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x57b4f1) [0x7f7436f7b4f1]
  [bt] (5) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(XGQuantileDMatrixCreateFromCallback+0x178) [0x7f7436bb9378]
  [bt] (6) /lib64/libffi.so.8(+0x9056) [0x7f745f173056]
  [bt] (7) /lib64/libffi.so.8(+0x474d) [0x7f745f16e74d]
  [bt] (8) /lib64/libffi.so.8(ffi_call+0x12e) [0x7f745f17164e]


[2025-11-25T08:10:20.125187] [FATAL] [FORECASTER] Failed to test lookback=3: [08:10:20] /workspace/src/data/gradient_index.h:100: Check failed: valid: Input data contains `inf` or a value too large, while `missing` is not set to `inf`
Stack trace:
  [bt] (0) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x2a6e7c) [0x7f7436ca6e7c]
  [bt] (1) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5eba2d) [0x7f7436feba2d]
  [bt] (2) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5e96cb) [0x7f7436fe96cb]
  [bt] (3) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5ea8f9) [0x7f7436fea8f9]
  [bt] (4) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x57b4f1) [0x7f7436f7b4f1]
  [bt] (5) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(XGQuantileDMatrixCreateFromCallback+0x178) [0x7f7436bb9378]
  [bt] (6) /lib64/libffi.so.8(+0x9056) [0x7f745f173056]
  [bt] (7) /lib64/libffi.so.8(+0x474d) [0x7f745f16e74d]
  [bt] (8) /lib64/libffi.so.8(ffi_call+0x12e) [0x7f745f17164e]


[2025-11-25T08:10:20.235070] [FATAL] [FORECASTER] Failed to test lookback=2: [08:10:20] /workspace/src/data/gradient_index.h:100: Check failed: valid: Input data contains `inf` or a value too large, while `missing` is not set to `inf`
Stack trace:
  [bt] (0) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x2a6e7c) [0x7f7436ca6e7c]
  [bt] (1) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5eba2d) [0x7f7436feba2d]
  [bt] (2) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5e96cb) [0x7f7436fe96cb]
  [bt] (3) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5ea8f9) [0x7f7436fea8f9]
  [bt] (4) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x57b4f1) [0x7f7436f7b4f1]
  [bt] (5) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(XGQuantileDMatrixCreateFromCallback+0x178) [0x7f7436bb9378]
  [bt] (6) /lib64/libffi.so.8(+0x9056) [0x7f745f173056]
  [bt] (7) /lib64/libffi.so.8(+0x474d) [0x7f745f16e74d]
  [bt] (8) /lib64/libffi.so.8(ffi_call+0x12e) [0x7f745f17164e]


[2025-11-25T08:10:20.235291] [INFO ] [CONFIGURE ] BBUC: DISCARDED add_volume_price_divergence (score: 0.00%)
[2025-11-25T08:10:20.235346] [INFO ] [CONFIGURE ] JOB ETA: 2.6h | Avg: 2.8s/test | Remaining: 3299 tests
[2025-11-25T08:10:20.235389] [INFO ] [CONFIGURE ] BBUC: Testing feature 28/29: add_volume_profile
[2025-11-25T08:10:20.235432] [INFO ] [CONFIGURE ] BBUC: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_volume_profile']
[2025-11-25T08:10:20.524604] [DEBUG] [FORECASTER] BBUC: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0
[2025-11-25T08:10:20.810233] [DEBUG] [FORECASTER] BBUC: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T08:10:21.104734] [DEBUG] [FORECASTER] BBUC: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T08:10:21.387444] [DEBUG] [FORECASTER] BBUC: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-25T08:10:21.703222] [DEBUG] [FORECASTER] BBUC: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-25T08:10:22.011351] [DEBUG] [FORECASTER] BBUC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T08:10:22.324617] [DEBUG] [FORECASTER] BBUC: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T08:10:22.641223] [DEBUG] [FORECASTER] BBUC: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T08:10:22.942707] [DEBUG] [FORECASTER] BBUC: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T08:10:23.267418] [DEBUG] [FORECASTER] BBUC: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T08:10:23.267657] [INFO ] [CONFIGURE ] BBUC: DISCARDED add_volume_profile (score: 70.00%)
[2025-11-25T08:10:23.267721] [INFO ] [CONFIGURE ] JOB ETA: 2.6h | Avg: 2.8s/test | Remaining: 3298 tests
[2025-11-25T08:10:23.267769] [INFO ] [CONFIGURE ] BBUC: Testing feature 29/29: add_vwap
[2025-11-25T08:10:23.267806] [INFO ] [CONFIGURE ] BBUC: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_vwap']
[2025-11-25T08:10:23.560598] [DEBUG] [FORECASTER] BBUC: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0
[2025-11-25T08:10:23.846527] [DEBUG] [FORECASTER] BBUC: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T08:10:24.133038] [DEBUG] [FORECASTER] BBUC: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T08:10:24.425838] [DEBUG] [FORECASTER] BBUC: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-25T08:10:24.711864] [DEBUG] [FORECASTER] BBUC: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-25T08:10:25.007823] [DEBUG] [FORECASTER] BBUC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T08:10:25.281235] [DEBUG] [FORECASTER] BBUC: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T08:10:25.553968] [DEBUG] [FORECASTER] BBUC: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T08:10:25.827446] [DEBUG] [FORECASTER] BBUC: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T08:10:26.111153] [DEBUG] [FORECASTER] BBUC: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T08:10:26.111336] [INFO ] [CONFIGURE ] BBUC: DISCARDED add_vwap (score: 70.00%)
[2025-11-25T08:10:26.111394] [INFO ] [CONFIGURE ] JOB ETA: 2.6h | Avg: 2.8s/test | Remaining: 3297 tests
[2025-11-25T08:10:26.111441] [INFO ] [CONFIGURE ] BBUC: ===== FEATURE SELECTION COMPLETE =====
[2025-11-25T08:10:26.111483] [INFO ] [CONFIGURE ] BBUC: Best accuracy: 80.00%
[2025-11-25T08:10:26.111525] [INFO ] [CONFIGURE ] BBUC: Best feature set (2 features): ['add_cumulative_delta', 'add_ema']
[2025-11-25T08:10:26.111566] [INFO ] [CONFIGURE ] BBUC: Improvement over baseline: 40.00%
[2025-11-25T08:10:26.111605] [INFO ] [CONFIGURE ] BBUC: Total time: 1.4 minutes
[2025-11-25T08:10:26.111661] [INFO ] [CONFIGURE ] BBUC: Average time per feature: 2.9 seconds
[2025-11-25T08:10:26.111705] [INFO ] [CONFIGURE ] BBUC: Average speed: 0.34 features/sec
[2025-11-25T08:10:26.112195] [INFO ] [LOCAL     ] Saved configuration for BBUC: 2 features, 80.00% accuracy -> ./output/feature-sets/BBUC.json
[2025-11-25T08:10:26.112252] [INFO ] [CONFIGURE ] BBUC: Configuration saved successfully: 2 features, 80.00% accuracy.
[2025-11-25T08:10:26.112301] [INFO ] [sig       ] [51/164] Successfully configured BBUC | 0.01 sym/s | Total: 1.2h | ETA: 2.6h
[2025-11-25T08:10:26.112344] [INFO ] [sig       ] [52/164] Configuring BBWI...
[2025-11-25T08:10:26.112383] [INFO ] [CONFIGURE ] BBWI: Configurate test run.
[2025-11-25T08:10:26.112423] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BBWI' from 'https://tdm.silogroup.org/data/derivative_storage/BBWI.csv'.
[2025-11-25T08:10:26.125128] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'BBWI'.
[2025-11-25T08:10:26.125436] [INFO ] [CONFIGURE ] BBWI: Testing with 29 available features
[2025-11-25T08:10:26.125496] [INFO ] [CONFIGURE ] BBWI: Establishing baseline with no features...
[2025-11-25T08:10:26.296024] [DEBUG] [FORECASTER] BBWI: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T08:10:26.470300] [DEBUG] [FORECASTER] BBWI: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T08:10:26.643387] [DEBUG] [FORECASTER] BBWI: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T08:10:26.816743] [DEBUG] [FORECASTER] BBWI: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T08:10:26.991755] [DEBUG] [FORECASTER] BBWI: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T08:10:27.164570] [DEBUG] [FORECASTER] BBWI: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T08:10:27.349108] [DEBUG] [FORECASTER] BBWI: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T08:10:27.531228] [DEBUG] [FORECASTER] BBWI: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-25T08:10:27.722968] [DEBUG] [FORECASTER] BBWI: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T08:10:27.905017] [DEBUG] [FORECASTER] BBWI: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T08:10:27.905174] [INFO ] [CONFIGURE ] BBWI: Baseline score (no features): 60.00%
[2025-11-25T08:10:27.905221] [INFO ] [CONFIGURE ] BBWI: Testing feature 1/29: add_bollinger_bands
[2025-11-25T08:10:27.905290] [INFO ] [CONFIGURE ] BBWI: Testing with features: ['add_bollinger_bands']
[2025-11-25T08:10:28.110796] [DEBUG] [FORECASTER] BBWI: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0
[2025-11-25T08:10:28.318807] [DEBUG] [FORECASTER] BBWI: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T08:10:28.526199] [DEBUG] [FORECASTER] BBWI: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T08:10:28.736710] [DEBUG] [FORECASTER] BBWI: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T08:10:28.943893] [DEBUG] [FORECASTER] BBWI: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T08:10:29.153362] [DEBUG] [FORECASTER] BBWI: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T08:10:29.373483] [DEBUG] [FORECASTER] BBWI: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T08:10:29.585258] [DEBUG] [FORECASTER] BBWI: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T08:10:29.803355] [DEBUG] [FORECASTER] BBWI: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T08:10:30.025625] [DEBUG] [FORECASTER] BBWI: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T08:10:30.025986] [INFO ] [CONFIGURE ] BBWI: DISCARDED add_bollinger_bands (score: 60.00%)
[2025-11-25T08:10:30.026119] [INFO ] [CONFIGURE ] JOB ETA: 2.5h | Avg: 2.8s/test | Remaining: 3296 tests
[2025-11-25T08:10:30.026260] [INFO ] [CONFIGURE ] BBWI: Testing feature 2/29: add_cumulative_delta
[2025-11-25T08:10:30.026383] [INFO ] [CONFIGURE ] BBWI: Testing with features: ['add_cumulative_delta']
[2025-11-25T08:10:30.248917] [DEBUG] [FORECASTER] BBWI: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T08:10:30.467485] [DEBUG] [FORECASTER] BBWI: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T08:10:30.689532] [DEBUG] [FORECASTER] BBWI: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T08:10:30.911100] [DEBUG] [FORECASTER] BBWI: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T08:10:31.121391] [DEBUG] [FORECASTER] BBWI: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T08:10:31.339030] [DEBUG] [FORECASTER] BBWI: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T08:10:31.586466] [DEBUG] [FORECASTER] BBWI: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T08:10:31.833294] [DEBUG] [FORECASTER] BBWI: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T08:10:32.078461] [DEBUG] [FORECASTER] BBWI: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T08:10:32.311839] [DEBUG] [FORECASTER] BBWI: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T08:10:32.312155] [INFO ] [CONFIGURE ] BBWI: DISCARDED add_cumulative_delta (score: 50.00%)
[2025-11-25T08:10:32.312275] [INFO ] [CONFIGURE ] JOB ETA: 2.5h | Avg: 2.8s/test | Remaining: 3295 tests
[2025-11-25T08:10:32.312382] [INFO ] [CONFIGURE ] BBWI: Testing feature 3/29: add_daily_returns
[2025-11-25T08:10:32.312486] [INFO ] [CONFIGURE ] BBWI: Testing with features: ['add_daily_returns']
[2025-11-25T08:10:32.520897] [DEBUG] [FORECASTER] BBWI: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T08:10:32.725723] [DEBUG] [FORECASTER] BBWI: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T08:10:32.930954] [DEBUG] [FORECASTER] BBWI: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T08:10:33.138006] [DEBUG] [FORECASTER] BBWI: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T08:10:33.331638] [DEBUG] [FORECASTER] BBWI: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T08:10:33.520887] [DEBUG] [FORECASTER] BBWI: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T08:10:33.714126] [DEBUG] [FORECASTER] BBWI: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T08:10:33.905430] [DEBUG] [FORECASTER] BBWI: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T08:10:34.099837] [DEBUG] [FORECASTER] BBWI: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T08:10:34.297469] [DEBUG] [FORECASTER] BBWI: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T08:10:34.297659] [INFO ] [CONFIGURE ] BBWI: KEPT add_daily_returns (score: 70.00%)
[2025-11-25T08:10:34.297731] [INFO ] [CONFIGURE ] JOB ETA: 2.5h | Avg: 2.8s/test | Remaining: 3294 tests
[2025-11-25T08:10:34.297819] [INFO ] [CONFIGURE ] BBWI: Testing feature 4/29: add_ema
[2025-11-25T08:10:34.297880] [INFO ] [CONFIGURE ] BBWI: Testing with features: ['add_daily_returns', 'add_ema']
[2025-11-25T08:10:34.541745] [DEBUG] [FORECASTER] BBWI: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T08:10:34.775115] [DEBUG] [FORECASTER] BBWI: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T08:10:35.006025] [DEBUG] [FORECASTER] BBWI: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T08:10:35.238240] [DEBUG] [FORECASTER] BBWI: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T08:10:35.472685] [DEBUG] [FORECASTER] BBWI: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T08:10:35.705202] [DEBUG] [FORECASTER] BBWI: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T08:10:35.938629] [DEBUG] [FORECASTER] BBWI: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T08:10:36.170264] [DEBUG] [FORECASTER] BBWI: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T08:10:36.402894] [DEBUG] [FORECASTER] BBWI: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T08:10:36.644215] [DEBUG] [FORECASTER] BBWI: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T08:10:36.644622] [INFO ] [CONFIGURE ] BBWI: DISCARDED add_ema (score: 30.00%)
[2025-11-25T08:10:36.644812] [INFO ] [CONFIGURE ] JOB ETA: 2.5h | Avg: 2.8s/test | Remaining: 3293 tests
[2025-11-25T08:10:36.644925] [INFO ] [CONFIGURE ] BBWI: Testing feature 5/29: add_exhaustion_signals
[2025-11-25T08:10:36.645033] [INFO ] [CONFIGURE ] BBWI: Testing with features: ['add_daily_returns', 'add_vwap', 'add_exhaustion_signals']
[2025-11-25T08:10:36.883574] [DEBUG] [FORECASTER] BBWI: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0
[2025-11-25T08:10:37.115964] [DEBUG] [FORECASTER] BBWI: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T08:10:37.347739] [DEBUG] [FORECASTER] BBWI: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T08:10:37.591367] [DEBUG] [FORECASTER] BBWI: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T08:10:37.831507] [DEBUG] [FORECASTER] BBWI: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T08:10:38.069331] [DEBUG] [FORECASTER] BBWI: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T08:10:38.304926] [DEBUG] [FORECASTER] BBWI: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T08:10:38.543933] [DEBUG] [FORECASTER] BBWI: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T08:10:38.782838] [DEBUG] [FORECASTER] BBWI: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T08:10:39.019308] [DEBUG] [FORECASTER] BBWI: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T08:10:39.019532] [INFO ] [CONFIGURE ] BBWI: DISCARDED add_exhaustion_signals (score: 60.00%)
[2025-11-25T08:10:39.019592] [INFO ] [CONFIGURE ] JOB ETA: 2.5h | Avg: 2.8s/test | Remaining: 3292 tests
[2025-11-25T08:10:39.019661] [INFO ] [CONFIGURE ] BBWI: Testing feature 6/29: add_failed_moves
[2025-11-25T08:10:39.019708] [INFO ] [CONFIGURE ] BBWI: Testing with features: ['add_daily_returns', 'add_failed_moves']
[2025-11-25T08:10:39.216909] [DEBUG] [FORECASTER] BBWI: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T08:10:39.413336] [DEBUG] [FORECASTER] BBWI: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T08:10:39.610376] [DEBUG] [FORECASTER] BBWI: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T08:10:39.809751] [DEBUG] [FORECASTER] BBWI: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T08:10:40.016736] [DEBUG] [FORECASTER] BBWI: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T08:10:40.214547] [DEBUG] [FORECASTER] BBWI: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T08:10:40.414513] [DEBUG] [FORECASTER] BBWI: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T08:10:40.614710] [DEBUG] [FORECASTER] BBWI: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T08:10:40.814628] [DEBUG] [FORECASTER] BBWI: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T08:10:41.016217] [DEBUG] [FORECASTER] BBWI: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T08:10:41.016413] [INFO ] [CONFIGURE ] BBWI: DISCARDED add_failed_moves (score: 70.00%)
[2025-11-25T08:10:41.016464] [INFO ] [CONFIGURE ] JOB ETA: 2.5h | Avg: 2.8s/test | Remaining: 3291 tests
[2025-11-25T08:10:41.016504] [INFO ] [CONFIGURE ] BBWI: Testing feature 7/29: add_lag_shelf
[2025-11-25T08:10:41.016542] [INFO ] [CONFIGURE ] BBWI: Testing with features: ['add_daily_returns', 'add_lag_shelf']
[2025-11-25T08:10:41.203071] [DEBUG] [FORECASTER] BBWI: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T08:10:41.393077] [DEBUG] [FORECASTER] BBWI: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T08:10:41.589151] [DEBUG] [FORECASTER] BBWI: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T08:10:41.807041] [DEBUG] [FORECASTER] BBWI: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T08:10:41.996976] [DEBUG] [FORECASTER] BBWI: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T08:10:42.183635] [DEBUG] [FORECASTER] BBWI: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T08:10:42.372068] [DEBUG] [FORECASTER] BBWI: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T08:10:42.558870] [DEBUG] [FORECASTER] BBWI: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T08:10:42.747907] [DEBUG] [FORECASTER] BBWI: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T08:10:42.931048] [DEBUG] [FORECASTER] BBWI: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T08:10:42.931213] [INFO ] [CONFIGURE ] BBWI: DISCARDED add_lag_shelf (score: 70.00%)
[2025-11-25T08:10:42.931263] [INFO ] [CONFIGURE ] JOB ETA: 2.5h | Avg: 2.8s/test | Remaining: 3290 tests
[2025-11-25T08:10:42.931303] [INFO ] [CONFIGURE ] BBWI: Testing feature 8/29: add_macd
[2025-11-25T08:10:42.931340] [INFO ] [CONFIGURE ] BBWI: Testing with features: ['add_daily_returns', 'add_vwap', 'add_macd']
[2025-11-25T08:10:43.218227] [DEBUG] [FORECASTER] BBWI: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0
[2025-11-25T08:10:43.494392] [DEBUG] [FORECASTER] BBWI: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T08:10:43.782450] [DEBUG] [FORECASTER] BBWI: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T08:10:44.067592] [DEBUG] [FORECASTER] BBWI: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T08:10:44.358404] [DEBUG] [FORECASTER] BBWI: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T08:10:44.651290] [DEBUG] [FORECASTER] BBWI: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T08:10:44.938214] [DEBUG] [FORECASTER] BBWI: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T08:10:45.223789] [DEBUG] [FORECASTER] BBWI: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-25T08:10:45.526152] [DEBUG] [FORECASTER] BBWI: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T08:10:45.810712] [DEBUG] [FORECASTER] BBWI: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T08:10:45.810985] [INFO ] [CONFIGURE ] BBWI: DISCARDED add_macd (score: 50.00%)
[2025-11-25T08:10:45.811059] [INFO ] [CONFIGURE ] JOB ETA: 2.5h | Avg: 2.8s/test | Remaining: 3289 tests
[2025-11-25T08:10:45.811119] [INFO ] [CONFIGURE ] BBWI: Testing feature 9/29: add_mfi
[2025-11-25T08:10:45.811171] [INFO ] [CONFIGURE ] BBWI: Testing with features: ['add_daily_returns', 'add_mfi']
[2025-11-25T08:10:46.023303] [DEBUG] [FORECASTER] BBWI: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T08:10:46.229158] [DEBUG] [FORECASTER] BBWI: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T08:10:46.450683] [DEBUG] [FORECASTER] BBWI: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T08:10:46.664964] [DEBUG] [FORECASTER] BBWI: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T08:10:46.871246] [DEBUG] [FORECASTER] BBWI: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T08:10:47.097381] [DEBUG] [FORECASTER] BBWI: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T08:10:47.324482] [DEBUG] [FORECASTER] BBWI: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T08:10:47.548573] [DEBUG] [FORECASTER] BBWI: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T08:10:47.780750] [DEBUG] [FORECASTER] BBWI: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T08:10:48.010697] [DEBUG] [FORECASTER] BBWI: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T08:10:48.010874] [INFO ] [CONFIGURE ] BBWI: DISCARDED add_mfi (score: 60.00%)
[2025-11-25T08:10:48.010923] [INFO ] [CONFIGURE ] JOB ETA: 2.5h | Avg: 2.8s/test | Remaining: 3288 tests
[2025-11-25T08:10:48.010963] [INFO ] [CONFIGURE ] BBWI: Testing feature 10/29: add_momentum_acceleration
[2025-11-25T08:10:48.010999] [INFO ] [CONFIGURE ] BBWI: Testing with features: ['add_daily_returns', 'add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-11-25T08:10:48.315797] [DEBUG] [FORECASTER] BBWI: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T08:10:48.609115] [DEBUG] [FORECASTER] BBWI: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T08:10:48.900937] [DEBUG] [FORECASTER] BBWI: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T08:10:49.227232] [DEBUG] [FORECASTER] BBWI: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T08:10:49.538927] [DEBUG] [FORECASTER] BBWI: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T08:10:49.861738] [DEBUG] [FORECASTER] BBWI: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T08:10:50.192620] [DEBUG] [FORECASTER] BBWI: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T08:10:50.511429] [DEBUG] [FORECASTER] BBWI: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-25T08:10:50.835272] [DEBUG] [FORECASTER] BBWI: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T08:10:51.162306] [DEBUG] [FORECASTER] BBWI: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T08:10:51.162487] [INFO ] [CONFIGURE ] BBWI: DISCARDED add_momentum_acceleration (score: 40.00%)
[2025-11-25T08:10:51.162548] [INFO ] [CONFIGURE ] JOB ETA: 2.5h | Avg: 2.8s/test | Remaining: 3287 tests
[2025-11-25T08:10:51.162636] [INFO ] [CONFIGURE ] BBWI: Testing feature 11/29: add_obv_daily
[2025-11-25T08:10:51.162705] [INFO ] [CONFIGURE ] BBWI: Testing with features: ['add_daily_returns', 'add_obv_daily']
[2025-11-25T08:10:51.392885] [DEBUG] [FORECASTER] BBWI: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T08:10:51.635748] [DEBUG] [FORECASTER] BBWI: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T08:10:51.861136] [DEBUG] [FORECASTER] BBWI: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T08:10:52.093854] [DEBUG] [FORECASTER] BBWI: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T08:10:52.324409] [DEBUG] [FORECASTER] BBWI: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T08:10:52.572680] [DEBUG] [FORECASTER] BBWI: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T08:10:52.802571] [DEBUG] [FORECASTER] BBWI: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T08:10:53.041707] [DEBUG] [FORECASTER] BBWI: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T08:10:53.274773] [DEBUG] [FORECASTER] BBWI: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T08:10:53.507597] [DEBUG] [FORECASTER] BBWI: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T08:10:53.507964] [INFO ] [CONFIGURE ] BBWI: DISCARDED add_obv_daily (score: 50.00%)
[2025-11-25T08:10:53.508022] [INFO ] [CONFIGURE ] JOB ETA: 2.5h | Avg: 2.8s/test | Remaining: 3286 tests
[2025-11-25T08:10:53.508062] [INFO ] [CONFIGURE ] BBWI: Testing feature 12/29: add_obv_interval
[2025-11-25T08:10:53.508098] [INFO ] [CONFIGURE ] BBWI: Testing with features: ['add_daily_returns', 'add_obv_interval']
[2025-11-25T08:10:53.725113] [DEBUG] [FORECASTER] BBWI: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T08:10:53.933149] [DEBUG] [FORECASTER] BBWI: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T08:10:54.137883] [DEBUG] [FORECASTER] BBWI: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T08:10:54.347392] [DEBUG] [FORECASTER] BBWI: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T08:10:54.550354] [DEBUG] [FORECASTER] BBWI: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T08:10:54.750585] [DEBUG] [FORECASTER] BBWI: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T08:10:54.955550] [DEBUG] [FORECASTER] BBWI: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T08:10:55.161008] [DEBUG] [FORECASTER] BBWI: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T08:10:55.372572] [DEBUG] [FORECASTER] BBWI: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T08:10:55.580145] [DEBUG] [FORECASTER] BBWI: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T08:10:55.580524] [INFO ] [CONFIGURE ] BBWI: DISCARDED add_obv_interval (score: 40.00%)
[2025-11-25T08:10:55.580665] [INFO ] [CONFIGURE ] JOB ETA: 2.5h | Avg: 2.8s/test | Remaining: 3285 tests
[2025-11-25T08:10:55.580779] [INFO ] [CONFIGURE ] BBWI: Testing feature 13/29: add_opening_strength
[2025-11-25T08:10:55.580887] [INFO ] [CONFIGURE ] BBWI: Testing with features: ['add_daily_returns', 'add_opening_strength']
[2025-11-25T08:10:55.797562] [DEBUG] [FORECASTER] BBWI: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T08:10:56.018087] [DEBUG] [FORECASTER] BBWI: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T08:10:56.231276] [DEBUG] [FORECASTER] BBWI: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T08:10:56.442864] [DEBUG] [FORECASTER] BBWI: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T08:10:56.661163] [DEBUG] [FORECASTER] BBWI: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T08:10:56.872599] [DEBUG] [FORECASTER] BBWI: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T08:10:57.084664] [DEBUG] [FORECASTER] BBWI: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T08:10:57.309377] [DEBUG] [FORECASTER] BBWI: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T08:10:57.538160] [DEBUG] [FORECASTER] BBWI: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T08:10:57.764720] [DEBUG] [FORECASTER] BBWI: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T08:10:57.765101] [INFO ] [CONFIGURE ] BBWI: DISCARDED add_opening_strength (score: 60.00%)
[2025-11-25T08:10:57.765168] [INFO ] [CONFIGURE ] JOB ETA: 2.5h | Avg: 2.8s/test | Remaining: 3284 tests
[2025-11-25T08:10:57.765278] [INFO ] [CONFIGURE ] BBWI: Testing feature 14/29: add_order_flow_imbalance
[2025-11-25T08:10:57.765386] [INFO ] [CONFIGURE ] BBWI: Testing with features: ['add_daily_returns', 'add_order_flow_imbalance']
[2025-11-25T08:10:58.001073] [DEBUG] [FORECASTER] BBWI: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T08:10:58.230571] [DEBUG] [FORECASTER] BBWI: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T08:10:58.458830] [DEBUG] [FORECASTER] BBWI: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T08:10:58.690168] [DEBUG] [FORECASTER] BBWI: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T08:10:58.923048] [DEBUG] [FORECASTER] BBWI: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T08:10:59.155996] [DEBUG] [FORECASTER] BBWI: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T08:10:59.375229] [DEBUG] [FORECASTER] BBWI: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T08:10:59.608687] [DEBUG] [FORECASTER] BBWI: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T08:10:59.835785] [DEBUG] [FORECASTER] BBWI: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T08:11:00.063488] [DEBUG] [FORECASTER] BBWI: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T08:11:00.063675] [INFO ] [CONFIGURE ] BBWI: DISCARDED add_order_flow_imbalance (score: 50.00%)
[2025-11-25T08:11:00.063733] [INFO ] [CONFIGURE ] JOB ETA: 2.5h | Avg: 2.8s/test | Remaining: 3283 tests
[2025-11-25T08:11:00.063782] [INFO ] [CONFIGURE ] BBWI: Testing feature 15/29: add_pbf_morning_momentum
[2025-11-25T08:11:00.063825] [INFO ] [CONFIGURE ] BBWI: Testing with features: ['add_daily_returns', 'add_pbf_morning_momentum']
[2025-11-25T08:11:00.253464] [DEBUG] [FORECASTER] BBWI: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T08:11:00.472853] [DEBUG] [FORECASTER] BBWI: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T08:11:01.259396] [DEBUG] [FORECASTER] BBWI: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T08:11:01.458490] [DEBUG] [FORECASTER] BBWI: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T08:11:01.752427] [DEBUG] [FORECASTER] BBWI: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T08:11:01.954897] [DEBUG] [FORECASTER] BBWI: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T08:11:02.182713] [DEBUG] [FORECASTER] BBWI: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T08:11:02.384815] [DEBUG] [FORECASTER] BBWI: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T08:11:02.594067] [DEBUG] [FORECASTER] BBWI: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T08:11:02.799930] [DEBUG] [FORECASTER] BBWI: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T08:11:02.800132] [INFO ] [CONFIGURE ] BBWI: DISCARDED add_pbf_morning_momentum (score: 50.00%)
[2025-11-25T08:11:02.800194] [INFO ] [CONFIGURE ] JOB ETA: 2.5h | Avg: 2.8s/test | Remaining: 3282 tests
[2025-11-25T08:11:02.800255] [INFO ] [CONFIGURE ] BBWI: Testing feature 16/29: add_pbf_overnight_gap
[2025-11-25T08:11:02.800309] [INFO ] [CONFIGURE ] BBWI: Testing with features: ['add_daily_returns', 'add_pbf_overnight_gap']
[2025-11-25T08:11:03.030869] [DEBUG] [FORECASTER] BBWI: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0
[2025-11-25T08:11:03.250782] [DEBUG] [FORECASTER] BBWI: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T08:11:03.466094] [DEBUG] [FORECASTER] BBWI: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T08:11:03.690378] [DEBUG] [FORECASTER] BBWI: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T08:11:03.921662] [DEBUG] [FORECASTER] BBWI: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T08:11:04.149959] [DEBUG] [FORECASTER] BBWI: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T08:11:04.373806] [DEBUG] [FORECASTER] BBWI: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T08:11:04.596042] [DEBUG] [FORECASTER] BBWI: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T08:11:04.817229] [DEBUG] [FORECASTER] BBWI: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T08:11:05.036808] [DEBUG] [FORECASTER] BBWI: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T08:11:05.037000] [INFO ] [CONFIGURE ] BBWI: DISCARDED add_pbf_overnight_gap (score: 40.00%)
[2025-11-25T08:11:05.037082] [INFO ] [CONFIGURE ] JOB ETA: 2.5h | Avg: 2.8s/test | Remaining: 3281 tests
[2025-11-25T08:11:05.037133] [INFO ] [CONFIGURE ] BBWI: Testing feature 17/29: add_pbf_return_2d
[2025-11-25T08:11:05.037177] [INFO ] [CONFIGURE ] BBWI: Testing with features: ['add_daily_returns', 'add_pbf_return_2d']
[2025-11-25T08:11:05.263828] [DEBUG] [FORECASTER] BBWI: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T08:11:05.489309] [DEBUG] [FORECASTER] BBWI: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T08:11:05.713001] [DEBUG] [FORECASTER] BBWI: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T08:11:05.936873] [DEBUG] [FORECASTER] BBWI: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T08:11:06.168344] [DEBUG] [FORECASTER] BBWI: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T08:11:06.387581] [DEBUG] [FORECASTER] BBWI: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T08:11:06.618961] [DEBUG] [FORECASTER] BBWI: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T08:11:06.864274] [DEBUG] [FORECASTER] BBWI: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T08:11:07.089496] [DEBUG] [FORECASTER] BBWI: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T08:11:07.300962] [DEBUG] [FORECASTER] BBWI: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T08:11:07.301166] [INFO ] [CONFIGURE ] BBWI: DISCARDED add_pbf_return_2d (score: 30.00%)
[2025-11-25T08:11:07.301216] [INFO ] [CONFIGURE ] JOB ETA: 2.5h | Avg: 2.8s/test | Remaining: 3280 tests
[2025-11-25T08:11:07.301255] [INFO ] [CONFIGURE ] BBWI: Testing feature 18/29: add_pbf_volatility_5d
[2025-11-25T08:11:07.301292] [INFO ] [CONFIGURE ] BBWI: Testing with features: ['add_daily_returns', 'add_pbf_volatility_5d']
[2025-11-25T08:11:07.497329] [DEBUG] [FORECASTER] BBWI: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T08:11:07.682519] [DEBUG] [FORECASTER] BBWI: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T08:11:07.868613] [DEBUG] [FORECASTER] BBWI: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T08:11:08.073442] [DEBUG] [FORECASTER] BBWI: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T08:11:08.266200] [DEBUG] [FORECASTER] BBWI: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T08:11:08.459512] [DEBUG] [FORECASTER] BBWI: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T08:11:08.648223] [DEBUG] [FORECASTER] BBWI: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T08:11:08.834780] [DEBUG] [FORECASTER] BBWI: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-25T08:11:09.021123] [DEBUG] [FORECASTER] BBWI: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T08:11:09.211265] [DEBUG] [FORECASTER] BBWI: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T08:11:09.211610] [INFO ] [CONFIGURE ] BBWI: DISCARDED add_pbf_volatility_5d (score: 40.00%)
[2025-11-25T08:11:09.211763] [INFO ] [CONFIGURE ] JOB ETA: 2.5h | Avg: 2.8s/test | Remaining: 3279 tests
[2025-11-25T08:11:09.211868] [INFO ] [CONFIGURE ] BBWI: Testing feature 19/29: add_pbf_vs_sma_5
[2025-11-25T08:11:09.211972] [INFO ] [CONFIGURE ] BBWI: Testing with features: ['add_daily_returns', 'add_pbf_vs_sma_5']
[2025-11-25T08:11:09.410244] [DEBUG] [FORECASTER] BBWI: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T08:11:09.616852] [DEBUG] [FORECASTER] BBWI: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T08:11:09.808898] [DEBUG] [FORECASTER] BBWI: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T08:11:10.001454] [DEBUG] [FORECASTER] BBWI: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T08:11:10.205216] [DEBUG] [FORECASTER] BBWI: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T08:11:10.430857] [DEBUG] [FORECASTER] BBWI: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T08:11:10.665004] [DEBUG] [FORECASTER] BBWI: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T08:11:10.943169] [DEBUG] [FORECASTER] BBWI: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T08:11:11.199891] [DEBUG] [FORECASTER] BBWI: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T08:11:11.414606] [DEBUG] [FORECASTER] BBWI: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T08:11:11.414804] [INFO ] [CONFIGURE ] BBWI: DISCARDED add_pbf_vs_sma_5 (score: 50.00%)
[2025-11-25T08:11:11.414863] [INFO ] [CONFIGURE ] JOB ETA: 2.5h | Avg: 2.8s/test | Remaining: 3278 tests
[2025-11-25T08:11:11.414912] [INFO ] [CONFIGURE ] BBWI: Testing feature 20/29: add_price_rejection
[2025-11-25T08:11:11.414956] [INFO ] [CONFIGURE ] BBWI: Testing with features: ['add_daily_returns', 'add_price_rejection']
[2025-11-25T08:11:11.670518] [DEBUG] [FORECASTER] BBWI: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0
[2025-11-25T08:11:11.889067] [DEBUG] [FORECASTER] BBWI: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T08:11:12.101589] [DEBUG] [FORECASTER] BBWI: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T08:11:12.322074] [DEBUG] [FORECASTER] BBWI: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T08:11:12.537802] [DEBUG] [FORECASTER] BBWI: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T08:11:12.749867] [DEBUG] [FORECASTER] BBWI: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T08:11:12.966986] [DEBUG] [FORECASTER] BBWI: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T08:11:13.179922] [DEBUG] [FORECASTER] BBWI: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-25T08:11:13.390447] [DEBUG] [FORECASTER] BBWI: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T08:11:13.602209] [DEBUG] [FORECASTER] BBWI: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T08:11:13.602376] [INFO ] [CONFIGURE ] BBWI: DISCARDED add_price_rejection (score: 40.00%)
[2025-11-25T08:11:13.602425] [INFO ] [CONFIGURE ] JOB ETA: 2.5h | Avg: 2.8s/test | Remaining: 3277 tests
[2025-11-25T08:11:13.602466] [INFO ] [CONFIGURE ] BBWI: Testing feature 21/29: add_range_position
[2025-11-25T08:11:13.602503] [INFO ] [CONFIGURE ] BBWI: Testing with features: ['add_daily_returns', 'add_range_position']
[2025-11-25T08:11:13.828229] [DEBUG] [FORECASTER] BBWI: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0
[2025-11-25T08:11:14.053683] [DEBUG] [FORECASTER] BBWI: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T08:11:14.283679] [DEBUG] [FORECASTER] BBWI: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T08:11:14.514083] [DEBUG] [FORECASTER] BBWI: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T08:11:14.747896] [DEBUG] [FORECASTER] BBWI: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T08:11:14.977470] [DEBUG] [FORECASTER] BBWI: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T08:11:15.207462] [DEBUG] [FORECASTER] BBWI: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T08:11:15.448610] [DEBUG] [FORECASTER] BBWI: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-25T08:11:15.677135] [DEBUG] [FORECASTER] BBWI: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T08:11:15.903246] [DEBUG] [FORECASTER] BBWI: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T08:11:15.903415] [INFO ] [CONFIGURE ] BBWI: DISCARDED add_range_position (score: 40.00%)
[2025-11-25T08:11:15.903487] [INFO ] [CONFIGURE ] JOB ETA: 2.5h | Avg: 2.8s/test | Remaining: 3276 tests
[2025-11-25T08:11:15.903541] [INFO ] [CONFIGURE ] BBWI: Testing feature 22/29: add_realized_volatility
[2025-11-25T08:11:15.903601] [INFO ] [CONFIGURE ] BBWI: Testing with features: ['add_daily_returns', 'add_realized_volatility']
[2025-11-25T08:11:16.207679] [DEBUG] [FORECASTER] BBWI: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0
[2025-11-25T08:11:16.511977] [DEBUG] [FORECASTER] BBWI: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T08:11:16.828960] [DEBUG] [FORECASTER] BBWI: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T08:11:17.150284] [DEBUG] [FORECASTER] BBWI: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T08:11:17.479785] [DEBUG] [FORECASTER] BBWI: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T08:11:17.807247] [DEBUG] [FORECASTER] BBWI: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T08:11:18.138597] [DEBUG] [FORECASTER] BBWI: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T08:11:18.458942] [DEBUG] [FORECASTER] BBWI: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-25T08:11:18.782634] [DEBUG] [FORECASTER] BBWI: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T08:11:19.102265] [DEBUG] [FORECASTER] BBWI: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T08:11:19.102475] [INFO ] [CONFIGURE ] BBWI: DISCARDED add_realized_volatility (score: 40.00%)
[2025-11-25T08:11:19.102540] [INFO ] [CONFIGURE ] JOB ETA: 2.5h | Avg: 2.8s/test | Remaining: 3275 tests
[2025-11-25T08:11:19.102591] [INFO ] [CONFIGURE ] BBWI: Testing feature 23/29: add_recent_range_context
[2025-11-25T08:11:19.102637] [INFO ] [CONFIGURE ] BBWI: Testing with features: ['add_daily_returns', 'add_recent_range_context']
[2025-11-25T08:11:19.322207] [DEBUG] [FORECASTER] BBWI: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T08:11:19.540086] [DEBUG] [FORECASTER] BBWI: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T08:11:19.762024] [DEBUG] [FORECASTER] BBWI: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T08:11:19.982787] [DEBUG] [FORECASTER] BBWI: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T08:11:20.209089] [DEBUG] [FORECASTER] BBWI: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T08:11:20.431445] [DEBUG] [FORECASTER] BBWI: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T08:11:20.653206] [DEBUG] [FORECASTER] BBWI: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T08:11:20.879664] [DEBUG] [FORECASTER] BBWI: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T08:11:21.103536] [DEBUG] [FORECASTER] BBWI: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T08:11:21.325029] [DEBUG] [FORECASTER] BBWI: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T08:11:21.325248] [INFO ] [CONFIGURE ] BBWI: DISCARDED add_recent_range_context (score: 50.00%)
[2025-11-25T08:11:21.325300] [INFO ] [CONFIGURE ] JOB ETA: 2.5h | Avg: 2.8s/test | Remaining: 3274 tests
[2025-11-25T08:11:21.325340] [INFO ] [CONFIGURE ] BBWI: Testing feature 24/29: add_rsi
[2025-11-25T08:11:21.325376] [INFO ] [CONFIGURE ] BBWI: Testing with features: ['add_daily_returns', 'add_ema', 'add_rsi']
[2025-11-25T08:11:21.617229] [DEBUG] [FORECASTER] BBWI: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T08:11:21.898520] [DEBUG] [FORECASTER] BBWI: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T08:11:22.173131] [DEBUG] [FORECASTER] BBWI: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T08:11:22.446053] [DEBUG] [FORECASTER] BBWI: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T08:11:22.731857] [DEBUG] [FORECASTER] BBWI: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T08:11:23.022389] [DEBUG] [FORECASTER] BBWI: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T08:11:23.307441] [DEBUG] [FORECASTER] BBWI: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T08:11:23.614592] [DEBUG] [FORECASTER] BBWI: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T08:11:23.896515] [DEBUG] [FORECASTER] BBWI: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T08:11:24.167891] [DEBUG] [FORECASTER] BBWI: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T08:11:24.168108] [INFO ] [CONFIGURE ] BBWI: DISCARDED add_rsi (score: 50.00%)
[2025-11-25T08:11:24.168168] [INFO ] [CONFIGURE ] JOB ETA: 2.5h | Avg: 2.8s/test | Remaining: 3273 tests
[2025-11-25T08:11:24.168215] [INFO ] [CONFIGURE ] BBWI: Testing feature 25/29: add_tick_distribution
[2025-11-25T08:11:24.168257] [INFO ] [CONFIGURE ] BBWI: Testing with features: ['add_daily_returns', 'add_tick_distribution']
[2025-11-25T08:11:24.367749] [DEBUG] [FORECASTER] BBWI: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T08:11:24.570593] [DEBUG] [FORECASTER] BBWI: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T08:11:24.771557] [DEBUG] [FORECASTER] BBWI: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T08:11:24.976421] [DEBUG] [FORECASTER] BBWI: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T08:11:25.178264] [DEBUG] [FORECASTER] BBWI: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T08:11:25.383129] [DEBUG] [FORECASTER] BBWI: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T08:11:25.585733] [DEBUG] [FORECASTER] BBWI: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T08:11:25.797816] [DEBUG] [FORECASTER] BBWI: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T08:11:25.999669] [DEBUG] [FORECASTER] BBWI: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T08:11:26.200640] [DEBUG] [FORECASTER] BBWI: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T08:11:26.200828] [INFO ] [CONFIGURE ] BBWI: DISCARDED add_tick_distribution (score: 60.00%)
[2025-11-25T08:11:26.200876] [INFO ] [CONFIGURE ] JOB ETA: 2.5h | Avg: 2.8s/test | Remaining: 3272 tests
[2025-11-25T08:11:26.200914] [INFO ] [CONFIGURE ] BBWI: Testing feature 26/29: add_volume_momentum_confirmation
[2025-11-25T08:11:26.200950] [INFO ] [CONFIGURE ] BBWI: Testing with features: ['add_daily_returns', 'add_volume_momentum_confirmation']
[2025-11-25T08:11:26.407245] [DEBUG] [FORECASTER] BBWI: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0
[2025-11-25T08:11:26.615657] [DEBUG] [FORECASTER] BBWI: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T08:11:26.817909] [DEBUG] [FORECASTER] BBWI: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T08:11:27.019326] [DEBUG] [FORECASTER] BBWI: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T08:11:27.221154] [DEBUG] [FORECASTER] BBWI: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T08:11:27.429296] [DEBUG] [FORECASTER] BBWI: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T08:11:27.642892] [DEBUG] [FORECASTER] BBWI: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T08:11:27.850670] [DEBUG] [FORECASTER] BBWI: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-25T08:11:28.060253] [DEBUG] [FORECASTER] BBWI: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T08:11:28.293997] [DEBUG] [FORECASTER] BBWI: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T08:11:28.294218] [INFO ] [CONFIGURE ] BBWI: DISCARDED add_volume_momentum_confirmation (score: 40.00%)
[2025-11-25T08:11:28.294284] [INFO ] [CONFIGURE ] JOB ETA: 2.5h | Avg: 2.8s/test | Remaining: 3271 tests
[2025-11-25T08:11:28.294347] [INFO ] [CONFIGURE ] BBWI: Testing feature 27/29: add_volume_price_divergence
[2025-11-25T08:11:28.294403] [INFO ] [CONFIGURE ] BBWI: Testing with features: ['add_daily_returns', 'add_volume_price_divergence']
[2025-11-25T08:11:28.535297] [DEBUG] [FORECASTER] BBWI: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T08:11:28.762404] [DEBUG] [FORECASTER] BBWI: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T08:11:28.992762] [DEBUG] [FORECASTER] BBWI: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T08:11:29.216826] [DEBUG] [FORECASTER] BBWI: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T08:11:29.442355] [DEBUG] [FORECASTER] BBWI: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T08:11:29.666778] [DEBUG] [FORECASTER] BBWI: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T08:11:29.889765] [DEBUG] [FORECASTER] BBWI: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T08:11:30.111545] [DEBUG] [FORECASTER] BBWI: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T08:11:30.332522] [DEBUG] [FORECASTER] BBWI: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T08:11:30.567740] [DEBUG] [FORECASTER] BBWI: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T08:11:30.567925] [INFO ] [CONFIGURE ] BBWI: DISCARDED add_volume_price_divergence (score: 60.00%)
[2025-11-25T08:11:30.567973] [INFO ] [CONFIGURE ] JOB ETA: 2.5h | Avg: 2.8s/test | Remaining: 3270 tests
[2025-11-25T08:11:30.568020] [INFO ] [CONFIGURE ] BBWI: Testing feature 28/29: add_volume_profile
[2025-11-25T08:11:30.568076] [INFO ] [CONFIGURE ] BBWI: Testing with features: ['add_daily_returns', 'add_volume_profile']
[2025-11-25T08:11:30.774153] [DEBUG] [FORECASTER] BBWI: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T08:11:30.981595] [DEBUG] [FORECASTER] BBWI: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T08:11:31.189367] [DEBUG] [FORECASTER] BBWI: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T08:11:31.396291] [DEBUG] [FORECASTER] BBWI: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T08:11:31.626071] [DEBUG] [FORECASTER] BBWI: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T08:11:31.838292] [DEBUG] [FORECASTER] BBWI: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T08:11:32.049105] [DEBUG] [FORECASTER] BBWI: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T08:11:32.260923] [DEBUG] [FORECASTER] BBWI: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-25T08:11:32.476345] [DEBUG] [FORECASTER] BBWI: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T08:11:32.690747] [DEBUG] [FORECASTER] BBWI: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T08:11:32.690913] [INFO ] [CONFIGURE ] BBWI: DISCARDED add_volume_profile (score: 40.00%)
[2025-11-25T08:11:32.690963] [INFO ] [CONFIGURE ] JOB ETA: 2.5h | Avg: 2.8s/test | Remaining: 3269 tests
[2025-11-25T08:11:32.691025] [INFO ] [CONFIGURE ] BBWI: Testing feature 29/29: add_vwap
[2025-11-25T08:11:32.691065] [INFO ] [CONFIGURE ] BBWI: Testing with features: ['add_daily_returns', 'add_vwap']
[2025-11-25T08:11:32.911616] [DEBUG] [FORECASTER] BBWI: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T08:11:33.118738] [DEBUG] [FORECASTER] BBWI: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T08:11:33.323817] [DEBUG] [FORECASTER] BBWI: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T08:11:33.532125] [DEBUG] [FORECASTER] BBWI: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T08:11:33.738909] [DEBUG] [FORECASTER] BBWI: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T08:11:33.949254] [DEBUG] [FORECASTER] BBWI: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T08:11:34.162980] [DEBUG] [FORECASTER] BBWI: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T08:11:34.377081] [DEBUG] [FORECASTER] BBWI: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T08:11:34.591085] [DEBUG] [FORECASTER] BBWI: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T08:11:34.809776] [DEBUG] [FORECASTER] BBWI: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T08:11:34.809952] [INFO ] [CONFIGURE ] BBWI: DISCARDED add_vwap (score: 60.00%)
[2025-11-25T08:11:34.810002] [INFO ] [CONFIGURE ] JOB ETA: 2.5h | Avg: 2.8s/test | Remaining: 3268 tests
[2025-11-25T08:11:34.810041] [INFO ] [CONFIGURE ] BBWI: ===== FEATURE SELECTION COMPLETE =====
[2025-11-25T08:11:34.810076] [INFO ] [CONFIGURE ] BBWI: Best accuracy: 70.00%
[2025-11-25T08:11:34.810112] [INFO ] [CONFIGURE ] BBWI: Best feature set (1 features): ['add_daily_returns']
[2025-11-25T08:11:34.810153] [INFO ] [CONFIGURE ] BBWI: Improvement over baseline: 10.00%
[2025-11-25T08:11:34.810192] [INFO ] [CONFIGURE ] BBWI: Total time: 1.1 minutes
[2025-11-25T08:11:34.810231] [INFO ] [CONFIGURE ] BBWI: Average time per feature: 2.3 seconds
[2025-11-25T08:11:34.810271] [INFO ] [CONFIGURE ] BBWI: Average speed: 0.43 features/sec
[2025-11-25T08:11:34.810570] [INFO ] [LOCAL     ] Saved configuration for BBWI: 1 features, 70.00% accuracy -> ./output/feature-sets/BBWI.json
[2025-11-25T08:11:34.810627] [INFO ] [CONFIGURE ] BBWI: Configuration saved successfully: 1 features, 70.00% accuracy.
[2025-11-25T08:11:34.810689] [INFO ] [sig       ] [52/164] Successfully configured BBWI | 0.01 sym/s | Total: 1.2h | ETA: 2.5h
[2025-11-25T08:11:34.810754] [INFO ] [sig       ] [53/164] Configuring BDC...
[2025-11-25T08:11:34.810799] [INFO ] [CONFIGURE ] BDC: Configurate test run.
[2025-11-25T08:11:34.810852] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BDC' from 'https://tdm.silogroup.org/data/derivative_storage/BDC.csv'.
[2025-11-25T08:11:34.823122] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'BDC'.
[2025-11-25T08:11:34.823474] [INFO ] [CONFIGURE ] BDC: Testing with 29 available features
[2025-11-25T08:11:34.823547] [INFO ] [CONFIGURE ] BDC: Establishing baseline with no features...
[2025-11-25T08:11:34.995249] [DEBUG] [FORECASTER] BDC: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T08:11:35.169379] [DEBUG] [FORECASTER] BDC: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T08:11:35.345573] [DEBUG] [FORECASTER] BDC: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T08:11:35.515300] [DEBUG] [FORECASTER] BDC: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T08:11:35.686368] [DEBUG] [FORECASTER] BDC: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T08:11:35.859722] [DEBUG] [FORECASTER] BDC: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T08:11:36.031333] [DEBUG] [FORECASTER] BDC: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T08:11:36.201477] [DEBUG] [FORECASTER] BDC: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T08:11:36.374153] [DEBUG] [FORECASTER] BDC: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T08:11:36.551125] [DEBUG] [FORECASTER] BDC: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T08:11:36.551408] [INFO ] [CONFIGURE ] BDC: Baseline score (no features): 40.00%
[2025-11-25T08:11:36.551514] [INFO ] [CONFIGURE ] BDC: Testing feature 1/29: add_bollinger_bands
[2025-11-25T08:11:36.551577] [INFO ] [CONFIGURE ] BDC: Testing with features: ['add_bollinger_bands']
[2025-11-25T08:11:36.753624] [DEBUG] [FORECASTER] BDC: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T08:11:36.954456] [DEBUG] [FORECASTER] BDC: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T08:11:37.155813] [DEBUG] [FORECASTER] BDC: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T08:11:37.356105] [DEBUG] [FORECASTER] BDC: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T08:11:37.556149] [DEBUG] [FORECASTER] BDC: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T08:11:37.757629] [DEBUG] [FORECASTER] BDC: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T08:11:37.960107] [DEBUG] [FORECASTER] BDC: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T08:11:38.163709] [DEBUG] [FORECASTER] BDC: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T08:11:38.365217] [DEBUG] [FORECASTER] BDC: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T08:11:38.574485] [DEBUG] [FORECASTER] BDC: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T08:11:38.574670] [INFO ] [CONFIGURE ] BDC: DISCARDED add_bollinger_bands (score: 40.00%)
[2025-11-25T08:11:38.574743] [INFO ] [CONFIGURE ] JOB ETA: 2.5h | Avg: 2.8s/test | Remaining: 3267 tests
[2025-11-25T08:11:38.574796] [INFO ] [CONFIGURE ] BDC: Testing feature 2/29: add_cumulative_delta
[2025-11-25T08:11:38.574850] [INFO ] [CONFIGURE ] BDC: Testing with features: ['add_cumulative_delta']
[2025-11-25T08:11:38.782481] [DEBUG] [FORECASTER] BDC: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T08:11:38.994930] [DEBUG] [FORECASTER] BDC: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T08:11:39.206172] [DEBUG] [FORECASTER] BDC: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T08:11:39.410192] [DEBUG] [FORECASTER] BDC: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T08:11:39.617822] [DEBUG] [FORECASTER] BDC: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T08:11:39.823015] [DEBUG] [FORECASTER] BDC: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T08:11:40.030413] [DEBUG] [FORECASTER] BDC: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T08:11:40.240557] [DEBUG] [FORECASTER] BDC: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T08:11:40.446705] [DEBUG] [FORECASTER] BDC: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T08:11:40.655858] [DEBUG] [FORECASTER] BDC: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T08:11:40.656034] [INFO ] [CONFIGURE ] BDC: KEPT add_cumulative_delta (score: 50.00%)
[2025-11-25T08:11:40.656082] [INFO ] [CONFIGURE ] JOB ETA: 2.5h | Avg: 2.8s/test | Remaining: 3266 tests
[2025-11-25T08:11:40.656120] [INFO ] [CONFIGURE ] BDC: Testing feature 3/29: add_daily_returns
[2025-11-25T08:11:40.656156] [INFO ] [CONFIGURE ] BDC: Testing with features: ['add_cumulative_delta', 'add_daily_returns']
[2025-11-25T08:11:40.873042] [DEBUG] [FORECASTER] BDC: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0
[2025-11-25T08:11:41.094016] [DEBUG] [FORECASTER] BDC: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T08:11:41.308979] [DEBUG] [FORECASTER] BDC: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T08:11:41.531205] [DEBUG] [FORECASTER] BDC: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T08:11:41.752138] [DEBUG] [FORECASTER] BDC: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T08:11:41.972056] [DEBUG] [FORECASTER] BDC: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T08:11:42.191998] [DEBUG] [FORECASTER] BDC: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T08:11:42.408975] [DEBUG] [FORECASTER] BDC: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T08:11:42.635875] [DEBUG] [FORECASTER] BDC: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T08:11:42.851000] [DEBUG] [FORECASTER] BDC: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T08:11:42.851161] [INFO ] [CONFIGURE ] BDC: DISCARDED add_daily_returns (score: 40.00%)
[2025-11-25T08:11:42.851210] [INFO ] [CONFIGURE ] JOB ETA: 2.5h | Avg: 2.8s/test | Remaining: 3265 tests
[2025-11-25T08:11:42.851249] [INFO ] [CONFIGURE ] BDC: Testing feature 4/29: add_ema
[2025-11-25T08:11:42.851286] [INFO ] [CONFIGURE ] BDC: Testing with features: ['add_cumulative_delta', 'add_ema']
[2025-11-25T08:11:43.102144] [DEBUG] [FORECASTER] BDC: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0
[2025-11-25T08:11:43.354240] [DEBUG] [FORECASTER] BDC: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T08:11:43.608092] [DEBUG] [FORECASTER] BDC: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T08:11:43.860358] [DEBUG] [FORECASTER] BDC: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T08:11:44.130335] [DEBUG] [FORECASTER] BDC: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T08:11:44.394229] [DEBUG] [FORECASTER] BDC: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T08:11:44.652672] [DEBUG] [FORECASTER] BDC: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T08:11:44.912600] [DEBUG] [FORECASTER] BDC: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T08:11:45.186854] [DEBUG] [FORECASTER] BDC: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T08:11:45.452773] [DEBUG] [FORECASTER] BDC: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T08:11:45.452952] [INFO ] [CONFIGURE ] BDC: DISCARDED add_ema (score: 40.00%)
[2025-11-25T08:11:45.453009] [INFO ] [CONFIGURE ] JOB ETA: 2.5h | Avg: 2.8s/test | Remaining: 3264 tests
[2025-11-25T08:11:45.453058] [INFO ] [CONFIGURE ] BDC: Testing feature 5/29: add_exhaustion_signals
[2025-11-25T08:11:45.453097] [INFO ] [CONFIGURE ] BDC: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals']
[2025-11-25T08:11:45.700375] [DEBUG] [FORECASTER] BDC: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T08:11:45.947434] [DEBUG] [FORECASTER] BDC: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T08:11:46.200080] [DEBUG] [FORECASTER] BDC: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T08:11:46.454808] [DEBUG] [FORECASTER] BDC: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T08:11:46.721622] [DEBUG] [FORECASTER] BDC: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T08:11:46.988703] [DEBUG] [FORECASTER] BDC: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T08:11:47.257613] [DEBUG] [FORECASTER] BDC: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T08:11:47.527624] [DEBUG] [FORECASTER] BDC: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T08:11:47.779995] [DEBUG] [FORECASTER] BDC: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T08:11:48.033538] [DEBUG] [FORECASTER] BDC: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T08:11:48.033772] [INFO ] [CONFIGURE ] BDC: DISCARDED add_exhaustion_signals (score: 30.00%)
[2025-11-25T08:11:48.033834] [INFO ] [CONFIGURE ] JOB ETA: 2.5h | Avg: 2.8s/test | Remaining: 3263 tests
[2025-11-25T08:11:48.033903] [INFO ] [CONFIGURE ] BDC: Testing feature 6/29: add_failed_moves
[2025-11-25T08:11:48.033949] [INFO ] [CONFIGURE ] BDC: Testing with features: ['add_cumulative_delta', 'add_failed_moves']
[2025-11-25T08:11:48.247961] [DEBUG] [FORECASTER] BDC: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0
[2025-11-25T08:11:48.465030] [DEBUG] [FORECASTER] BDC: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T08:11:48.676710] [DEBUG] [FORECASTER] BDC: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T08:11:48.887306] [DEBUG] [FORECASTER] BDC: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T08:11:49.098056] [DEBUG] [FORECASTER] BDC: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T08:11:49.309142] [DEBUG] [FORECASTER] BDC: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T08:11:49.520983] [DEBUG] [FORECASTER] BDC: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T08:11:49.742521] [DEBUG] [FORECASTER] BDC: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T08:11:49.960036] [DEBUG] [FORECASTER] BDC: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T08:11:50.176062] [DEBUG] [FORECASTER] BDC: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T08:11:50.176247] [INFO ] [CONFIGURE ] BDC: DISCARDED add_failed_moves (score: 40.00%)
[2025-11-25T08:11:50.176304] [INFO ] [CONFIGURE ] JOB ETA: 2.5h | Avg: 2.8s/test | Remaining: 3262 tests
[2025-11-25T08:11:50.176351] [INFO ] [CONFIGURE ] BDC: Testing feature 7/29: add_lag_shelf
[2025-11-25T08:11:50.176395] [INFO ] [CONFIGURE ] BDC: Testing with features: ['add_cumulative_delta', 'add_lag_shelf']
[2025-11-25T08:11:50.381154] [DEBUG] [FORECASTER] BDC: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T08:11:50.588431] [DEBUG] [FORECASTER] BDC: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T08:11:50.792836] [DEBUG] [FORECASTER] BDC: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T08:11:50.997353] [DEBUG] [FORECASTER] BDC: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T08:11:51.204491] [DEBUG] [FORECASTER] BDC: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T08:11:51.409689] [DEBUG] [FORECASTER] BDC: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T08:11:51.618989] [DEBUG] [FORECASTER] BDC: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T08:11:51.833524] [DEBUG] [FORECASTER] BDC: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T08:11:52.039346] [DEBUG] [FORECASTER] BDC: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T08:11:52.245296] [DEBUG] [FORECASTER] BDC: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T08:11:52.245454] [INFO ] [CONFIGURE ] BDC: DISCARDED add_lag_shelf (score: 50.00%)
[2025-11-25T08:11:52.245503] [INFO ] [CONFIGURE ] JOB ETA: 2.5h | Avg: 2.8s/test | Remaining: 3261 tests
[2025-11-25T08:11:52.245542] [INFO ] [CONFIGURE ] BDC: Testing feature 8/29: add_macd
[2025-11-25T08:11:52.245580] [INFO ] [CONFIGURE ] BDC: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_macd']
[2025-11-25T08:11:52.549907] [DEBUG] [FORECASTER] BDC: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T08:11:52.867588] [DEBUG] [FORECASTER] BDC: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T08:11:53.177336] [DEBUG] [FORECASTER] BDC: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T08:11:53.483106] [DEBUG] [FORECASTER] BDC: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T08:11:53.790356] [DEBUG] [FORECASTER] BDC: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T08:11:54.102143] [DEBUG] [FORECASTER] BDC: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T08:11:54.409413] [DEBUG] [FORECASTER] BDC: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T08:11:54.721479] [DEBUG] [FORECASTER] BDC: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T08:11:55.029460] [DEBUG] [FORECASTER] BDC: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T08:11:55.337980] [DEBUG] [FORECASTER] BDC: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T08:11:55.338162] [INFO ] [CONFIGURE ] BDC: DISCARDED add_macd (score: 50.00%)
[2025-11-25T08:11:55.338219] [INFO ] [CONFIGURE ] JOB ETA: 2.5h | Avg: 2.8s/test | Remaining: 3260 tests
[2025-11-25T08:11:55.338268] [INFO ] [CONFIGURE ] BDC: Testing feature 9/29: add_mfi
[2025-11-25T08:11:55.338312] [INFO ] [CONFIGURE ] BDC: Testing with features: ['add_cumulative_delta', 'add_mfi']
[2025-11-25T08:11:55.570608] [DEBUG] [FORECASTER] BDC: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T08:11:55.796044] [DEBUG] [FORECASTER] BDC: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T08:11:56.020949] [DEBUG] [FORECASTER] BDC: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T08:11:56.247877] [DEBUG] [FORECASTER] BDC: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T08:11:56.504665] [DEBUG] [FORECASTER] BDC: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T08:11:56.740015] [DEBUG] [FORECASTER] BDC: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T08:11:56.977372] [DEBUG] [FORECASTER] BDC: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T08:11:57.236471] [DEBUG] [FORECASTER] BDC: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T08:11:57.494554] [DEBUG] [FORECASTER] BDC: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T08:11:57.757708] [DEBUG] [FORECASTER] BDC: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T08:11:57.757956] [INFO ] [CONFIGURE ] BDC: DISCARDED add_mfi (score: 40.00%)
[2025-11-25T08:11:57.758019] [INFO ] [CONFIGURE ] JOB ETA: 2.5h | Avg: 2.8s/test | Remaining: 3259 tests
[2025-11-25T08:11:57.758075] [INFO ] [CONFIGURE ] BDC: Testing feature 10/29: add_momentum_acceleration
[2025-11-25T08:11:57.758132] [INFO ] [CONFIGURE ] BDC: Testing with features: ['add_cumulative_delta', 'add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-11-25T08:11:58.161300] [DEBUG] [FORECASTER] BDC: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T08:11:58.565951] [DEBUG] [FORECASTER] BDC: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T08:11:58.931695] [DEBUG] [FORECASTER] BDC: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T08:11:59.250829] [DEBUG] [FORECASTER] BDC: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T08:11:59.573863] [DEBUG] [FORECASTER] BDC: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T08:11:59.935867] [DEBUG] [FORECASTER] BDC: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T08:12:00.278564] [DEBUG] [FORECASTER] BDC: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T08:12:00.630023] [DEBUG] [FORECASTER] BDC: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T08:12:01.650754] [DEBUG] [FORECASTER] BDC: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T08:12:02.027636] [DEBUG] [FORECASTER] BDC: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T08:12:02.027887] [INFO ] [CONFIGURE ] BDC: DISCARDED add_momentum_acceleration (score: 30.00%)
[2025-11-25T08:12:02.027948] [INFO ] [CONFIGURE ] JOB ETA: 2.5h | Avg: 2.8s/test | Remaining: 3258 tests
[2025-11-25T08:12:02.028006] [INFO ] [CONFIGURE ] BDC: Testing feature 11/29: add_obv_daily
[2025-11-25T08:12:02.028063] [INFO ] [CONFIGURE ] BDC: Testing with features: ['add_cumulative_delta', 'add_obv_daily']
[2025-11-25T08:12:02.307971] [DEBUG] [FORECASTER] BDC: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T08:12:02.578584] [DEBUG] [FORECASTER] BDC: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T08:12:02.859905] [DEBUG] [FORECASTER] BDC: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T08:12:03.117557] [DEBUG] [FORECASTER] BDC: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T08:12:03.375087] [DEBUG] [FORECASTER] BDC: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T08:12:03.632104] [DEBUG] [FORECASTER] BDC: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T08:12:03.908503] [DEBUG] [FORECASTER] BDC: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T08:12:04.176456] [DEBUG] [FORECASTER] BDC: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T08:12:04.439103] [DEBUG] [FORECASTER] BDC: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T08:12:04.706979] [DEBUG] [FORECASTER] BDC: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T08:12:04.707184] [INFO ] [CONFIGURE ] BDC: DISCARDED add_obv_daily (score: 50.00%)
[2025-11-25T08:12:04.707245] [INFO ] [CONFIGURE ] JOB ETA: 2.5h | Avg: 2.8s/test | Remaining: 3257 tests
[2025-11-25T08:12:04.707292] [INFO ] [CONFIGURE ] BDC: Testing feature 12/29: add_obv_interval
[2025-11-25T08:12:04.707337] [INFO ] [CONFIGURE ] BDC: Testing with features: ['add_cumulative_delta', 'add_obv_interval']
[2025-11-25T08:12:04.956129] [DEBUG] [FORECASTER] BDC: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T08:12:05.201219] [DEBUG] [FORECASTER] BDC: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T08:12:05.442562] [DEBUG] [FORECASTER] BDC: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T08:12:05.664605] [DEBUG] [FORECASTER] BDC: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T08:12:05.893526] [DEBUG] [FORECASTER] BDC: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T08:12:06.119918] [DEBUG] [FORECASTER] BDC: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T08:12:06.339697] [DEBUG] [FORECASTER] BDC: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T08:12:06.575621] [DEBUG] [FORECASTER] BDC: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T08:12:06.801102] [DEBUG] [FORECASTER] BDC: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T08:12:07.028341] [DEBUG] [FORECASTER] BDC: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T08:12:07.028515] [INFO ] [CONFIGURE ] BDC: DISCARDED add_obv_interval (score: 50.00%)
[2025-11-25T08:12:07.028571] [INFO ] [CONFIGURE ] JOB ETA: 2.5h | Avg: 2.8s/test | Remaining: 3256 tests
[2025-11-25T08:12:07.028619] [INFO ] [CONFIGURE ] BDC: Testing feature 13/29: add_opening_strength
[2025-11-25T08:12:07.028683] [INFO ] [CONFIGURE ] BDC: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_opening_strength']
[2025-11-25T08:12:07.279415] [DEBUG] [FORECASTER] BDC: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T08:12:07.534803] [DEBUG] [FORECASTER] BDC: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T08:12:07.785370] [DEBUG] [FORECASTER] BDC: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T08:12:08.032020] [DEBUG] [FORECASTER] BDC: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T08:12:08.280458] [DEBUG] [FORECASTER] BDC: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T08:12:08.528325] [DEBUG] [FORECASTER] BDC: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T08:12:08.779068] [DEBUG] [FORECASTER] BDC: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T08:12:09.027267] [DEBUG] [FORECASTER] BDC: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T08:12:09.273468] [DEBUG] [FORECASTER] BDC: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T08:12:09.532194] [DEBUG] [FORECASTER] BDC: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T08:12:09.532410] [INFO ] [CONFIGURE ] BDC: DISCARDED add_opening_strength (score: 50.00%)
[2025-11-25T08:12:09.532468] [INFO ] [CONFIGURE ] JOB ETA: 2.5h | Avg: 2.8s/test | Remaining: 3255 tests
[2025-11-25T08:12:09.532515] [INFO ] [CONFIGURE ] BDC: Testing feature 14/29: add_order_flow_imbalance
[2025-11-25T08:12:09.532558] [INFO ] [CONFIGURE ] BDC: Testing with features: ['add_cumulative_delta', 'add_order_flow_imbalance']
[2025-11-25T08:12:09.761073] [DEBUG] [FORECASTER] BDC: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0
[2025-11-25T08:12:09.997226] [DEBUG] [FORECASTER] BDC: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T08:12:10.235447] [DEBUG] [FORECASTER] BDC: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T08:12:10.493692] [DEBUG] [FORECASTER] BDC: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T08:12:10.747419] [DEBUG] [FORECASTER] BDC: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T08:12:10.995449] [DEBUG] [FORECASTER] BDC: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T08:12:11.254101] [DEBUG] [FORECASTER] BDC: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T08:12:11.506537] [DEBUG] [FORECASTER] BDC: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T08:12:11.753425] [DEBUG] [FORECASTER] BDC: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T08:12:12.007600] [DEBUG] [FORECASTER] BDC: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T08:12:12.007795] [INFO ] [CONFIGURE ] BDC: DISCARDED add_order_flow_imbalance (score: 30.00%)
[2025-11-25T08:12:12.007854] [INFO ] [CONFIGURE ] JOB ETA: 2.5h | Avg: 2.8s/test | Remaining: 3254 tests
[2025-11-25T08:12:12.007904] [INFO ] [CONFIGURE ] BDC: Testing feature 15/29: add_pbf_morning_momentum
[2025-11-25T08:12:12.007948] [INFO ] [CONFIGURE ] BDC: Testing with features: ['add_cumulative_delta', 'add_pbf_morning_momentum']
[2025-11-25T08:12:12.236832] [DEBUG] [FORECASTER] BDC: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T08:12:12.452456] [DEBUG] [FORECASTER] BDC: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T08:12:12.672340] [DEBUG] [FORECASTER] BDC: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T08:12:12.893356] [DEBUG] [FORECASTER] BDC: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T08:12:13.119050] [DEBUG] [FORECASTER] BDC: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T08:12:13.348579] [DEBUG] [FORECASTER] BDC: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T08:12:13.567018] [DEBUG] [FORECASTER] BDC: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T08:12:13.793749] [DEBUG] [FORECASTER] BDC: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T08:12:14.011939] [DEBUG] [FORECASTER] BDC: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T08:12:14.233906] [DEBUG] [FORECASTER] BDC: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T08:12:14.234257] [INFO ] [CONFIGURE ] BDC: DISCARDED add_pbf_morning_momentum (score: 40.00%)
[2025-11-25T08:12:14.234389] [INFO ] [CONFIGURE ] JOB ETA: 2.5h | Avg: 2.8s/test | Remaining: 3253 tests
[2025-11-25T08:12:14.234500] [INFO ] [CONFIGURE ] BDC: Testing feature 16/29: add_pbf_overnight_gap
[2025-11-25T08:12:14.234609] [INFO ] [CONFIGURE ] BDC: Testing with features: ['add_cumulative_delta', 'add_pbf_overnight_gap']
[2025-11-25T08:12:14.468202] [DEBUG] [FORECASTER] BDC: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T08:12:14.700799] [DEBUG] [FORECASTER] BDC: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T08:12:14.940801] [DEBUG] [FORECASTER] BDC: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T08:12:15.174585] [DEBUG] [FORECASTER] BDC: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T08:12:15.410939] [DEBUG] [FORECASTER] BDC: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T08:12:15.652511] [DEBUG] [FORECASTER] BDC: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T08:12:15.887516] [DEBUG] [FORECASTER] BDC: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T08:12:16.128129] [DEBUG] [FORECASTER] BDC: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T08:12:16.370522] [DEBUG] [FORECASTER] BDC: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T08:12:16.615105] [DEBUG] [FORECASTER] BDC: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T08:12:16.615291] [INFO ] [CONFIGURE ] BDC: DISCARDED add_pbf_overnight_gap (score: 40.00%)
[2025-11-25T08:12:16.615347] [INFO ] [CONFIGURE ] JOB ETA: 2.5h | Avg: 2.8s/test | Remaining: 3252 tests
[2025-11-25T08:12:16.615389] [INFO ] [CONFIGURE ] BDC: Testing feature 17/29: add_pbf_return_2d
[2025-11-25T08:12:16.615431] [INFO ] [CONFIGURE ] BDC: Testing with features: ['add_cumulative_delta', 'add_pbf_return_2d']
[2025-11-25T08:12:16.846425] [DEBUG] [FORECASTER] BDC: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0
[2025-11-25T08:12:17.086321] [DEBUG] [FORECASTER] BDC: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T08:12:17.330790] [DEBUG] [FORECASTER] BDC: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T08:12:17.570855] [DEBUG] [FORECASTER] BDC: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T08:12:17.818690] [DEBUG] [FORECASTER] BDC: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T08:12:18.059922] [DEBUG] [FORECASTER] BDC: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T08:12:18.308939] [DEBUG] [FORECASTER] BDC: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T08:12:18.556865] [DEBUG] [FORECASTER] BDC: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T08:12:18.812323] [DEBUG] [FORECASTER] BDC: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T08:12:19.058421] [DEBUG] [FORECASTER] BDC: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T08:12:19.058611] [INFO ] [CONFIGURE ] BDC: DISCARDED add_pbf_return_2d (score: 30.00%)
[2025-11-25T08:12:19.058691] [INFO ] [CONFIGURE ] JOB ETA: 2.5h | Avg: 2.8s/test | Remaining: 3251 tests
[2025-11-25T08:12:19.058743] [INFO ] [CONFIGURE ] BDC: Testing feature 18/29: add_pbf_volatility_5d
[2025-11-25T08:12:19.058786] [INFO ] [CONFIGURE ] BDC: Testing with features: ['add_cumulative_delta', 'add_pbf_volatility_5d']
[2025-11-25T08:12:19.289277] [DEBUG] [FORECASTER] BDC: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0
[2025-11-25T08:12:19.515517] [DEBUG] [FORECASTER] BDC: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T08:12:19.736947] [DEBUG] [FORECASTER] BDC: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T08:12:19.963475] [DEBUG] [FORECASTER] BDC: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T08:12:20.187472] [DEBUG] [FORECASTER] BDC: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T08:12:20.404736] [DEBUG] [FORECASTER] BDC: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T08:12:20.626898] [DEBUG] [FORECASTER] BDC: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T08:12:20.848393] [DEBUG] [FORECASTER] BDC: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T08:12:21.068829] [DEBUG] [FORECASTER] BDC: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T08:12:21.290660] [DEBUG] [FORECASTER] BDC: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T08:12:21.290849] [INFO ] [CONFIGURE ] BDC: DISCARDED add_pbf_volatility_5d (score: 40.00%)
[2025-11-25T08:12:21.291052] [INFO ] [CONFIGURE ] JOB ETA: 2.5h | Avg: 2.8s/test | Remaining: 3250 tests
[2025-11-25T08:12:21.291193] [INFO ] [CONFIGURE ] BDC: Testing feature 19/29: add_pbf_vs_sma_5
[2025-11-25T08:12:21.291258] [INFO ] [CONFIGURE ] BDC: Testing with features: ['add_cumulative_delta', 'add_pbf_vs_sma_5']
[2025-11-25T08:12:21.514946] [DEBUG] [FORECASTER] BDC: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T08:12:21.732298] [DEBUG] [FORECASTER] BDC: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T08:12:21.961854] [DEBUG] [FORECASTER] BDC: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T08:12:22.182398] [DEBUG] [FORECASTER] BDC: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T08:12:22.396842] [DEBUG] [FORECASTER] BDC: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T08:12:22.612664] [DEBUG] [FORECASTER] BDC: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T08:12:22.831910] [DEBUG] [FORECASTER] BDC: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T08:12:23.070872] [DEBUG] [FORECASTER] BDC: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T08:12:23.296318] [DEBUG] [FORECASTER] BDC: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T08:12:23.521520] [DEBUG] [FORECASTER] BDC: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T08:12:23.521710] [INFO ] [CONFIGURE ] BDC: DISCARDED add_pbf_vs_sma_5 (score: 50.00%)
[2025-11-25T08:12:23.521785] [INFO ] [CONFIGURE ] JOB ETA: 2.5h | Avg: 2.8s/test | Remaining: 3249 tests
[2025-11-25T08:12:23.521846] [INFO ] [CONFIGURE ] BDC: Testing feature 20/29: add_price_rejection
[2025-11-25T08:12:23.521900] [INFO ] [CONFIGURE ] BDC: Testing with features: ['add_cumulative_delta', 'add_price_rejection']
[2025-11-25T08:12:23.756821] [DEBUG] [FORECASTER] BDC: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0
[2025-11-25T08:12:23.991566] [DEBUG] [FORECASTER] BDC: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T08:12:24.233368] [DEBUG] [FORECASTER] BDC: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T08:12:24.472159] [DEBUG] [FORECASTER] BDC: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T08:12:24.706475] [DEBUG] [FORECASTER] BDC: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T08:12:24.941930] [DEBUG] [FORECASTER] BDC: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T08:12:25.179391] [DEBUG] [FORECASTER] BDC: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T08:12:25.412497] [DEBUG] [FORECASTER] BDC: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T08:12:25.645996] [DEBUG] [FORECASTER] BDC: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T08:12:25.882786] [DEBUG] [FORECASTER] BDC: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T08:12:25.882961] [INFO ] [CONFIGURE ] BDC: DISCARDED add_price_rejection (score: 30.00%)
[2025-11-25T08:12:25.883017] [INFO ] [CONFIGURE ] JOB ETA: 2.5h | Avg: 2.8s/test | Remaining: 3248 tests
[2025-11-25T08:12:25.883067] [INFO ] [CONFIGURE ] BDC: Testing feature 21/29: add_range_position
[2025-11-25T08:12:25.883103] [INFO ] [CONFIGURE ] BDC: Testing with features: ['add_cumulative_delta', 'add_range_position']
[2025-11-25T08:12:26.137229] [DEBUG] [FORECASTER] BDC: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T08:12:26.393398] [DEBUG] [FORECASTER] BDC: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T08:12:26.647396] [DEBUG] [FORECASTER] BDC: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T08:12:26.901660] [DEBUG] [FORECASTER] BDC: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T08:12:27.151890] [DEBUG] [FORECASTER] BDC: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T08:12:27.401462] [DEBUG] [FORECASTER] BDC: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T08:12:27.654964] [DEBUG] [FORECASTER] BDC: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T08:12:27.907944] [DEBUG] [FORECASTER] BDC: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T08:12:28.164414] [DEBUG] [FORECASTER] BDC: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T08:12:28.421148] [DEBUG] [FORECASTER] BDC: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T08:12:28.421322] [INFO ] [CONFIGURE ] BDC: DISCARDED add_range_position (score: 30.00%)
[2025-11-25T08:12:28.421380] [INFO ] [CONFIGURE ] JOB ETA: 2.5h | Avg: 2.8s/test | Remaining: 3247 tests
[2025-11-25T08:12:28.421432] [INFO ] [CONFIGURE ] BDC: Testing feature 22/29: add_realized_volatility
[2025-11-25T08:12:28.421484] [INFO ] [CONFIGURE ] BDC: Testing with features: ['add_cumulative_delta', 'add_realized_volatility']
[2025-11-25T08:12:28.751914] [DEBUG] [FORECASTER] BDC: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T08:12:29.110989] [DEBUG] [FORECASTER] BDC: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T08:12:29.454620] [DEBUG] [FORECASTER] BDC: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T08:12:29.815575] [DEBUG] [FORECASTER] BDC: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T08:12:30.171759] [DEBUG] [FORECASTER] BDC: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T08:12:30.529112] [DEBUG] [FORECASTER] BDC: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T08:12:30.878480] [DEBUG] [FORECASTER] BDC: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T08:12:31.222902] [DEBUG] [FORECASTER] BDC: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T08:12:31.562753] [DEBUG] [FORECASTER] BDC: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T08:12:31.904193] [DEBUG] [FORECASTER] BDC: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T08:12:31.904375] [INFO ] [CONFIGURE ] BDC: DISCARDED add_realized_volatility (score: 40.00%)
[2025-11-25T08:12:31.904454] [INFO ] [CONFIGURE ] JOB ETA: 2.5h | Avg: 2.8s/test | Remaining: 3246 tests
[2025-11-25T08:12:31.904523] [INFO ] [CONFIGURE ] BDC: Testing feature 23/29: add_recent_range_context
[2025-11-25T08:12:31.904569] [INFO ] [CONFIGURE ] BDC: Testing with features: ['add_cumulative_delta', 'add_recent_range_context']
[2025-11-25T08:12:32.135406] [DEBUG] [FORECASTER] BDC: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T08:12:32.366141] [DEBUG] [FORECASTER] BDC: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T08:12:32.601151] [DEBUG] [FORECASTER] BDC: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T08:12:32.837969] [DEBUG] [FORECASTER] BDC: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T08:12:33.074853] [DEBUG] [FORECASTER] BDC: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T08:12:33.309261] [DEBUG] [FORECASTER] BDC: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T08:12:33.545236] [DEBUG] [FORECASTER] BDC: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T08:12:33.782181] [DEBUG] [FORECASTER] BDC: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T08:12:34.015400] [DEBUG] [FORECASTER] BDC: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T08:12:34.249766] [DEBUG] [FORECASTER] BDC: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T08:12:34.249936] [INFO ] [CONFIGURE ] BDC: KEPT add_recent_range_context (score: 60.00%)
[2025-11-25T08:12:34.249993] [INFO ] [CONFIGURE ] JOB ETA: 2.5h | Avg: 2.8s/test | Remaining: 3245 tests
[2025-11-25T08:12:34.250039] [INFO ] [CONFIGURE ] BDC: Testing feature 24/29: add_rsi
[2025-11-25T08:12:34.250083] [INFO ] [CONFIGURE ] BDC: Testing with features: ['add_cumulative_delta', 'add_recent_range_context', 'add_ema', 'add_rsi']
[2025-11-25T08:12:34.535520] [DEBUG] [FORECASTER] BDC: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0
[2025-11-25T08:12:34.823385] [DEBUG] [FORECASTER] BDC: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T08:12:35.113167] [DEBUG] [FORECASTER] BDC: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T08:12:35.399598] [DEBUG] [FORECASTER] BDC: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T08:12:35.686867] [DEBUG] [FORECASTER] BDC: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T08:12:35.977269] [DEBUG] [FORECASTER] BDC: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T08:12:36.263695] [DEBUG] [FORECASTER] BDC: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T08:12:36.567633] [DEBUG] [FORECASTER] BDC: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T08:12:36.877321] [DEBUG] [FORECASTER] BDC: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T08:12:37.170367] [DEBUG] [FORECASTER] BDC: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T08:12:37.170542] [INFO ] [CONFIGURE ] BDC: DISCARDED add_rsi (score: 20.00%)
[2025-11-25T08:12:37.170600] [INFO ] [CONFIGURE ] JOB ETA: 2.5h | Avg: 2.8s/test | Remaining: 3244 tests
[2025-11-25T08:12:37.170671] [INFO ] [CONFIGURE ] BDC: Testing feature 25/29: add_tick_distribution
[2025-11-25T08:12:37.170718] [INFO ] [CONFIGURE ] BDC: Testing with features: ['add_cumulative_delta', 'add_recent_range_context', 'add_tick_distribution']
[2025-11-25T08:12:37.412397] [DEBUG] [FORECASTER] BDC: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0
[2025-11-25T08:12:37.651060] [DEBUG] [FORECASTER] BDC: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T08:12:37.902625] [DEBUG] [FORECASTER] BDC: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T08:12:38.140088] [DEBUG] [FORECASTER] BDC: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T08:12:38.422351] [DEBUG] [FORECASTER] BDC: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T08:12:38.662096] [DEBUG] [FORECASTER] BDC: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T08:12:38.922136] [DEBUG] [FORECASTER] BDC: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T08:12:39.175386] [DEBUG] [FORECASTER] BDC: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T08:12:39.418447] [DEBUG] [FORECASTER] BDC: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T08:12:39.659060] [DEBUG] [FORECASTER] BDC: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T08:12:39.659233] [INFO ] [CONFIGURE ] BDC: DISCARDED add_tick_distribution (score: 30.00%)
[2025-11-25T08:12:39.659290] [INFO ] [CONFIGURE ] JOB ETA: 2.5h | Avg: 2.8s/test | Remaining: 3243 tests
[2025-11-25T08:12:39.659336] [INFO ] [CONFIGURE ] BDC: Testing feature 26/29: add_volume_momentum_confirmation
[2025-11-25T08:12:39.659379] [INFO ] [CONFIGURE ] BDC: Testing with features: ['add_cumulative_delta', 'add_recent_range_context', 'add_volume_momentum_confirmation']
[2025-11-25T08:12:39.898186] [DEBUG] [FORECASTER] BDC: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T08:12:40.144801] [DEBUG] [FORECASTER] BDC: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T08:12:40.392258] [DEBUG] [FORECASTER] BDC: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T08:12:40.651454] [DEBUG] [FORECASTER] BDC: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T08:12:40.906410] [DEBUG] [FORECASTER] BDC: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T08:12:41.148909] [DEBUG] [FORECASTER] BDC: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T08:12:41.393559] [DEBUG] [FORECASTER] BDC: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T08:12:41.646430] [DEBUG] [FORECASTER] BDC: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T08:12:41.919331] [DEBUG] [FORECASTER] BDC: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T08:12:42.168919] [DEBUG] [FORECASTER] BDC: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T08:12:42.169087] [INFO ] [CONFIGURE ] BDC: DISCARDED add_volume_momentum_confirmation (score: 60.00%)
[2025-11-25T08:12:42.169145] [INFO ] [CONFIGURE ] JOB ETA: 2.5h | Avg: 2.8s/test | Remaining: 3242 tests
[2025-11-25T08:12:42.169193] [INFO ] [CONFIGURE ] BDC: Testing feature 27/29: add_volume_price_divergence
[2025-11-25T08:12:42.169237] [INFO ] [CONFIGURE ] BDC: Testing with features: ['add_cumulative_delta', 'add_recent_range_context', 'add_volume_price_divergence']
[2025-11-25T08:12:42.471173] [DEBUG] [FORECASTER] BDC: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0
[2025-11-25T08:12:42.736418] [DEBUG] [FORECASTER] BDC: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T08:12:42.996821] [DEBUG] [FORECASTER] BDC: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T08:12:43.253040] [DEBUG] [FORECASTER] BDC: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T08:12:43.503134] [DEBUG] [FORECASTER] BDC: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T08:12:43.766710] [DEBUG] [FORECASTER] BDC: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T08:12:44.036450] [DEBUG] [FORECASTER] BDC: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T08:12:44.297351] [DEBUG] [FORECASTER] BDC: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T08:12:44.555140] [DEBUG] [FORECASTER] BDC: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T08:12:44.810457] [DEBUG] [FORECASTER] BDC: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T08:12:44.810671] [INFO ] [CONFIGURE ] BDC: DISCARDED add_volume_price_divergence (score: 30.00%)
[2025-11-25T08:12:44.810734] [INFO ] [CONFIGURE ] JOB ETA: 2.5h | Avg: 2.8s/test | Remaining: 3241 tests
[2025-11-25T08:12:44.810784] [INFO ] [CONFIGURE ] BDC: Testing feature 28/29: add_volume_profile
[2025-11-25T08:12:44.810829] [INFO ] [CONFIGURE ] BDC: Testing with features: ['add_cumulative_delta', 'add_recent_range_context', 'add_volume_profile']
[2025-11-25T08:12:45.077075] [DEBUG] [FORECASTER] BDC: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T08:12:45.376465] [DEBUG] [FORECASTER] BDC: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T08:12:45.670081] [DEBUG] [FORECASTER] BDC: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T08:12:45.965773] [DEBUG] [FORECASTER] BDC: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T08:12:46.240609] [DEBUG] [FORECASTER] BDC: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T08:12:46.514274] [DEBUG] [FORECASTER] BDC: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T08:12:46.772685] [DEBUG] [FORECASTER] BDC: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T08:12:47.026618] [DEBUG] [FORECASTER] BDC: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T08:12:47.284485] [DEBUG] [FORECASTER] BDC: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T08:12:47.536036] [DEBUG] [FORECASTER] BDC: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T08:12:47.536223] [INFO ] [CONFIGURE ] BDC: DISCARDED add_volume_profile (score: 50.00%)
[2025-11-25T08:12:47.536281] [INFO ] [CONFIGURE ] JOB ETA: 2.5h | Avg: 2.8s/test | Remaining: 3240 tests
[2025-11-25T08:12:47.536330] [INFO ] [CONFIGURE ] BDC: Testing feature 29/29: add_vwap
[2025-11-25T08:12:47.536376] [INFO ] [CONFIGURE ] BDC: Testing with features: ['add_cumulative_delta', 'add_recent_range_context', 'add_vwap']
[2025-11-25T08:12:47.795478] [DEBUG] [FORECASTER] BDC: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T08:12:48.045829] [DEBUG] [FORECASTER] BDC: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T08:12:48.300316] [DEBUG] [FORECASTER] BDC: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T08:12:48.559237] [DEBUG] [FORECASTER] BDC: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T08:12:48.815881] [DEBUG] [FORECASTER] BDC: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T08:12:49.076378] [DEBUG] [FORECASTER] BDC: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T08:12:49.357096] [DEBUG] [FORECASTER] BDC: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T08:12:49.617771] [DEBUG] [FORECASTER] BDC: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T08:12:49.881788] [DEBUG] [FORECASTER] BDC: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T08:12:50.142835] [DEBUG] [FORECASTER] BDC: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T08:12:50.143025] [INFO ] [CONFIGURE ] BDC: DISCARDED add_vwap (score: 50.00%)
[2025-11-25T08:12:50.143093] [INFO ] [CONFIGURE ] JOB ETA: 2.5h | Avg: 2.8s/test | Remaining: 3239 tests
[2025-11-25T08:12:50.143134] [INFO ] [CONFIGURE ] BDC: ===== FEATURE SELECTION COMPLETE =====
[2025-11-25T08:12:50.143179] [INFO ] [CONFIGURE ] BDC: Best accuracy: 60.00%
[2025-11-25T08:12:50.143223] [INFO ] [CONFIGURE ] BDC: Best feature set (2 features): ['add_cumulative_delta', 'add_recent_range_context']
[2025-11-25T08:12:50.143273] [INFO ] [CONFIGURE ] BDC: Improvement over baseline: 20.00%
[2025-11-25T08:12:50.143320] [INFO ] [CONFIGURE ] BDC: Total time: 1.2 minutes
[2025-11-25T08:12:50.143360] [INFO ] [CONFIGURE ] BDC: Average time per feature: 2.5 seconds
[2025-11-25T08:12:50.143398] [INFO ] [CONFIGURE ] BDC: Average speed: 0.39 features/sec
[2025-11-25T08:12:50.143832] [INFO ] [LOCAL     ] Saved configuration for BDC: 2 features, 60.00% accuracy -> ./output/feature-sets/BDC.json
[2025-11-25T08:12:50.143890] [INFO ] [CONFIGURE ] BDC: Configuration saved successfully: 2 features, 60.00% accuracy.
[2025-11-25T08:12:50.143946] [INFO ] [sig       ] [53/164] Successfully configured BDC | 0.01 sym/s | Total: 1.2h | ETA: 2.5h
[2025-11-25T08:12:50.143992] [INFO ] [sig       ] [54/164] Configuring BEKE...
[2025-11-25T08:12:50.144033] [INFO ] [CONFIGURE ] BEKE: Configurate test run.
[2025-11-25T08:12:50.144072] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BEKE' from 'https://tdm.silogroup.org/data/derivative_storage/BEKE.csv'.
[2025-11-25T08:12:50.156625] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'BEKE'.
[2025-11-25T08:12:50.156965] [INFO ] [CONFIGURE ] BEKE: Testing with 29 available features
[2025-11-25T08:12:50.157031] [INFO ] [CONFIGURE ] BEKE: Establishing baseline with no features...
[2025-11-25T08:12:50.337853] [DEBUG] [FORECASTER] BEKE: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T08:12:50.542140] [DEBUG] [FORECASTER] BEKE: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T08:12:50.772339] [DEBUG] [FORECASTER] BEKE: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T08:12:50.983711] [DEBUG] [FORECASTER] BEKE: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-25T08:12:51.185926] [DEBUG] [FORECASTER] BEKE: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T08:12:51.369713] [DEBUG] [FORECASTER] BEKE: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T08:12:51.558825] [DEBUG] [FORECASTER] BEKE: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T08:12:51.766587] [DEBUG] [FORECASTER] BEKE: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T08:12:51.956005] [DEBUG] [FORECASTER] BEKE: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T08:12:52.178164] [DEBUG] [FORECASTER] BEKE: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-25T08:12:52.178528] [INFO ] [CONFIGURE ] BEKE: Baseline score (no features): 50.00%
[2025-11-25T08:12:52.178673] [INFO ] [CONFIGURE ] BEKE: Testing feature 1/29: add_bollinger_bands
[2025-11-25T08:12:52.178782] [INFO ] [CONFIGURE ] BEKE: Testing with features: ['add_bollinger_bands']
[2025-11-25T08:12:52.424194] [DEBUG] [FORECASTER] BEKE: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T08:12:52.663348] [DEBUG] [FORECASTER] BEKE: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T08:12:52.891275] [DEBUG] [FORECASTER] BEKE: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T08:12:53.126483] [DEBUG] [FORECASTER] BEKE: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-25T08:12:53.352930] [DEBUG] [FORECASTER] BEKE: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T08:12:53.578122] [DEBUG] [FORECASTER] BEKE: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T08:12:53.803806] [DEBUG] [FORECASTER] BEKE: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T08:12:54.036671] [DEBUG] [FORECASTER] BEKE: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T08:12:54.279936] [DEBUG] [FORECASTER] BEKE: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T08:12:54.505553] [DEBUG] [FORECASTER] BEKE: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-11-25T08:12:54.505883] [INFO ] [CONFIGURE ] BEKE: DISCARDED add_bollinger_bands (score: 20.00%)
[2025-11-25T08:12:54.506001] [INFO ] [CONFIGURE ] JOB ETA: 2.5h | Avg: 2.8s/test | Remaining: 3238 tests
[2025-11-25T08:12:54.506108] [INFO ] [CONFIGURE ] BEKE: Testing feature 2/29: add_cumulative_delta
[2025-11-25T08:12:54.506212] [INFO ] [CONFIGURE ] BEKE: Testing with features: ['add_cumulative_delta']
[2025-11-25T08:12:54.729527] [DEBUG] [FORECASTER] BEKE: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T08:12:54.968355] [DEBUG] [FORECASTER] BEKE: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T08:12:55.198280] [DEBUG] [FORECASTER] BEKE: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T08:12:55.425094] [DEBUG] [FORECASTER] BEKE: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-25T08:12:55.651105] [DEBUG] [FORECASTER] BEKE: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T08:12:55.874831] [DEBUG] [FORECASTER] BEKE: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T08:12:56.099916] [DEBUG] [FORECASTER] BEKE: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T08:12:56.328774] [DEBUG] [FORECASTER] BEKE: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T08:12:56.568950] [DEBUG] [FORECASTER] BEKE: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T08:12:56.793365] [DEBUG] [FORECASTER] BEKE: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-25T08:12:56.793859] [INFO ] [CONFIGURE ] BEKE: KEPT add_cumulative_delta (score: 60.00%)
[2025-11-25T08:12:56.793919] [INFO ] [CONFIGURE ] JOB ETA: 2.5h | Avg: 2.8s/test | Remaining: 3237 tests
[2025-11-25T08:12:56.793959] [INFO ] [CONFIGURE ] BEKE: Testing feature 3/29: add_daily_returns
[2025-11-25T08:12:56.793995] [INFO ] [CONFIGURE ] BEKE: Testing with features: ['add_cumulative_delta', 'add_daily_returns']
[2025-11-25T08:12:57.027318] [DEBUG] [FORECASTER] BEKE: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T08:12:57.261366] [DEBUG] [FORECASTER] BEKE: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T08:12:57.496573] [DEBUG] [FORECASTER] BEKE: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T08:12:57.730712] [DEBUG] [FORECASTER] BEKE: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-25T08:12:57.951142] [DEBUG] [FORECASTER] BEKE: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T08:12:58.181369] [DEBUG] [FORECASTER] BEKE: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T08:12:58.406487] [DEBUG] [FORECASTER] BEKE: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T08:12:58.630339] [DEBUG] [FORECASTER] BEKE: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T08:12:58.861742] [DEBUG] [FORECASTER] BEKE: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T08:12:59.091557] [DEBUG] [FORECASTER] BEKE: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-25T08:12:59.091761] [INFO ] [CONFIGURE ] BEKE: KEPT add_daily_returns (score: 70.00%)
[2025-11-25T08:12:59.091998] [INFO ] [CONFIGURE ] JOB ETA: 2.5h | Avg: 2.8s/test | Remaining: 3236 tests
[2025-11-25T08:12:59.092106] [INFO ] [CONFIGURE ] BEKE: Testing feature 4/29: add_ema
[2025-11-25T08:12:59.092164] [INFO ] [CONFIGURE ] BEKE: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_ema']
[2025-11-25T08:12:59.346037] [DEBUG] [FORECASTER] BEKE: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T08:12:59.595566] [DEBUG] [FORECASTER] BEKE: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T08:12:59.852754] [DEBUG] [FORECASTER] BEKE: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T08:13:00.105451] [DEBUG] [FORECASTER] BEKE: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-25T08:13:00.357397] [DEBUG] [FORECASTER] BEKE: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T08:13:00.612191] [DEBUG] [FORECASTER] BEKE: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T08:13:01.591165] [DEBUG] [FORECASTER] BEKE: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T08:13:01.859850] [DEBUG] [FORECASTER] BEKE: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T08:13:02.148757] [DEBUG] [FORECASTER] BEKE: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T08:13:02.416552] [DEBUG] [FORECASTER] BEKE: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-25T08:13:02.416812] [INFO ] [CONFIGURE ] BEKE: DISCARDED add_ema (score: 70.00%)
[2025-11-25T08:13:02.416882] [INFO ] [CONFIGURE ] JOB ETA: 2.5h | Avg: 2.8s/test | Remaining: 3235 tests
[2025-11-25T08:13:02.416936] [INFO ] [CONFIGURE ] BEKE: Testing feature 5/29: add_exhaustion_signals
[2025-11-25T08:13:02.416982] [INFO ] [CONFIGURE ] BEKE: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_vwap', 'add_exhaustion_signals']
[2025-11-25T08:13:02.692519] [DEBUG] [FORECASTER] BEKE: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T08:13:02.959574] [DEBUG] [FORECASTER] BEKE: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T08:13:03.253375] [DEBUG] [FORECASTER] BEKE: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T08:13:03.521814] [DEBUG] [FORECASTER] BEKE: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-25T08:13:03.793534] [DEBUG] [FORECASTER] BEKE: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T08:13:04.066308] [DEBUG] [FORECASTER] BEKE: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T08:13:04.339220] [DEBUG] [FORECASTER] BEKE: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T08:13:04.614279] [DEBUG] [FORECASTER] BEKE: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T08:13:04.887111] [DEBUG] [FORECASTER] BEKE: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T08:13:05.162303] [DEBUG] [FORECASTER] BEKE: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-25T08:13:05.162545] [INFO ] [CONFIGURE ] BEKE: DISCARDED add_exhaustion_signals (score: 60.00%)
[2025-11-25T08:13:05.162606] [INFO ] [CONFIGURE ] JOB ETA: 2.5h | Avg: 2.8s/test | Remaining: 3234 tests
[2025-11-25T08:13:05.162675] [INFO ] [CONFIGURE ] BEKE: Testing feature 6/29: add_failed_moves
[2025-11-25T08:13:05.162725] [INFO ] [CONFIGURE ] BEKE: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_failed_moves']
[2025-11-25T08:13:05.398327] [DEBUG] [FORECASTER] BEKE: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T08:13:05.630115] [DEBUG] [FORECASTER] BEKE: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T08:13:05.861819] [DEBUG] [FORECASTER] BEKE: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T08:13:06.097583] [DEBUG] [FORECASTER] BEKE: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-25T08:13:06.334912] [DEBUG] [FORECASTER] BEKE: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T08:13:06.609843] [DEBUG] [FORECASTER] BEKE: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T08:13:06.868020] [DEBUG] [FORECASTER] BEKE: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T08:13:07.121125] [DEBUG] [FORECASTER] BEKE: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T08:13:07.379373] [DEBUG] [FORECASTER] BEKE: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T08:13:07.649592] [DEBUG] [FORECASTER] BEKE: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-25T08:13:07.649805] [INFO ] [CONFIGURE ] BEKE: DISCARDED add_failed_moves (score: 70.00%)
[2025-11-25T08:13:07.649865] [INFO ] [CONFIGURE ] JOB ETA: 2.5h | Avg: 2.8s/test | Remaining: 3233 tests
[2025-11-25T08:13:07.649912] [INFO ] [CONFIGURE ] BEKE: Testing feature 7/29: add_lag_shelf
[2025-11-25T08:13:07.649955] [INFO ] [CONFIGURE ] BEKE: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_lag_shelf']
[2025-11-25T08:13:07.889721] [DEBUG] [FORECASTER] BEKE: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T08:13:08.130463] [DEBUG] [FORECASTER] BEKE: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T08:13:08.376972] [DEBUG] [FORECASTER] BEKE: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T08:13:08.625737] [DEBUG] [FORECASTER] BEKE: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-25T08:13:08.871007] [DEBUG] [FORECASTER] BEKE: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T08:13:09.127493] [DEBUG] [FORECASTER] BEKE: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T08:13:09.378923] [DEBUG] [FORECASTER] BEKE: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T08:13:09.625528] [DEBUG] [FORECASTER] BEKE: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T08:13:09.872805] [DEBUG] [FORECASTER] BEKE: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T08:13:10.123360] [DEBUG] [FORECASTER] BEKE: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-25T08:13:10.123539] [INFO ] [CONFIGURE ] BEKE: DISCARDED add_lag_shelf (score: 70.00%)
[2025-11-25T08:13:10.123587] [INFO ] [CONFIGURE ] JOB ETA: 2.5h | Avg: 2.8s/test | Remaining: 3232 tests
[2025-11-25T08:13:10.123809] [INFO ] [CONFIGURE ] BEKE: Testing feature 8/29: add_macd
[2025-11-25T08:13:10.123875] [INFO ] [CONFIGURE ] BEKE: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_vwap', 'add_macd']
[2025-11-25T08:13:10.457047] [DEBUG] [FORECASTER] BEKE: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T08:13:10.786298] [DEBUG] [FORECASTER] BEKE: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T08:13:11.110845] [DEBUG] [FORECASTER] BEKE: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T08:13:11.432744] [DEBUG] [FORECASTER] BEKE: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-25T08:13:11.761883] [DEBUG] [FORECASTER] BEKE: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T08:13:12.090857] [DEBUG] [FORECASTER] BEKE: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T08:13:12.413178] [DEBUG] [FORECASTER] BEKE: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T08:13:12.742942] [DEBUG] [FORECASTER] BEKE: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T08:13:13.079146] [DEBUG] [FORECASTER] BEKE: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T08:13:13.404718] [DEBUG] [FORECASTER] BEKE: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-25T08:13:13.404911] [INFO ] [CONFIGURE ] BEKE: DISCARDED add_macd (score: 60.00%)
[2025-11-25T08:13:13.404970] [INFO ] [CONFIGURE ] JOB ETA: 2.5h | Avg: 2.8s/test | Remaining: 3231 tests
[2025-11-25T08:13:13.405020] [INFO ] [CONFIGURE ] BEKE: Testing feature 9/29: add_mfi
[2025-11-25T08:13:13.405064] [INFO ] [CONFIGURE ] BEKE: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_mfi']
[2025-11-25T08:13:13.664998] [DEBUG] [FORECASTER] BEKE: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T08:13:13.922528] [DEBUG] [FORECASTER] BEKE: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T08:13:14.186356] [DEBUG] [FORECASTER] BEKE: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T08:13:14.451223] [DEBUG] [FORECASTER] BEKE: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-25T08:13:14.715981] [DEBUG] [FORECASTER] BEKE: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T08:13:14.984620] [DEBUG] [FORECASTER] BEKE: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T08:13:15.247893] [DEBUG] [FORECASTER] BEKE: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T08:13:15.503179] [DEBUG] [FORECASTER] BEKE: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T08:13:15.758348] [DEBUG] [FORECASTER] BEKE: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T08:13:16.017027] [DEBUG] [FORECASTER] BEKE: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-25T08:13:16.017242] [INFO ] [CONFIGURE ] BEKE: DISCARDED add_mfi (score: 60.00%)
[2025-11-25T08:13:16.017296] [INFO ] [CONFIGURE ] JOB ETA: 2.5h | Avg: 2.8s/test | Remaining: 3230 tests
[2025-11-25T08:13:16.017346] [INFO ] [CONFIGURE ] BEKE: Testing feature 10/29: add_momentum_acceleration
[2025-11-25T08:13:16.017392] [INFO ] [CONFIGURE ] BEKE: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-11-25T08:13:16.376050] [DEBUG] [FORECASTER] BEKE: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T08:13:16.699807] [DEBUG] [FORECASTER] BEKE: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T08:13:17.014914] [DEBUG] [FORECASTER] BEKE: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T08:13:17.372279] [DEBUG] [FORECASTER] BEKE: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-25T08:13:17.700103] [DEBUG] [FORECASTER] BEKE: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T08:13:18.015997] [DEBUG] [FORECASTER] BEKE: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T08:13:18.332135] [DEBUG] [FORECASTER] BEKE: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T08:13:18.650615] [DEBUG] [FORECASTER] BEKE: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T08:13:18.984717] [DEBUG] [FORECASTER] BEKE: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T08:13:19.314553] [DEBUG] [FORECASTER] BEKE: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-25T08:13:19.314815] [INFO ] [CONFIGURE ] BEKE: DISCARDED add_momentum_acceleration (score: 60.00%)
[2025-11-25T08:13:19.314884] [INFO ] [CONFIGURE ] JOB ETA: 2.5h | Avg: 2.8s/test | Remaining: 3229 tests
[2025-11-25T08:13:19.314943] [INFO ] [CONFIGURE ] BEKE: Testing feature 11/29: add_obv_daily
[2025-11-25T08:13:19.314990] [INFO ] [CONFIGURE ] BEKE: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_obv_daily']
[2025-11-25T08:13:19.575345] [DEBUG] [FORECASTER] BEKE: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T08:13:19.838923] [DEBUG] [FORECASTER] BEKE: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T08:13:20.115238] [DEBUG] [FORECASTER] BEKE: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T08:13:20.389870] [DEBUG] [FORECASTER] BEKE: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-25T08:13:20.657462] [DEBUG] [FORECASTER] BEKE: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T08:13:20.921549] [DEBUG] [FORECASTER] BEKE: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T08:13:21.196912] [DEBUG] [FORECASTER] BEKE: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T08:13:21.454090] [DEBUG] [FORECASTER] BEKE: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T08:13:21.715460] [DEBUG] [FORECASTER] BEKE: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T08:13:21.986242] [DEBUG] [FORECASTER] BEKE: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-25T08:13:21.986466] [INFO ] [CONFIGURE ] BEKE: DISCARDED add_obv_daily (score: 60.00%)
[2025-11-25T08:13:21.986527] [INFO ] [CONFIGURE ] JOB ETA: 2.5h | Avg: 2.8s/test | Remaining: 3228 tests
[2025-11-25T08:13:21.986579] [INFO ] [CONFIGURE ] BEKE: Testing feature 12/29: add_obv_interval
[2025-11-25T08:13:21.986625] [INFO ] [CONFIGURE ] BEKE: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_obv_interval']
[2025-11-25T08:13:22.226024] [DEBUG] [FORECASTER] BEKE: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T08:13:22.465411] [DEBUG] [FORECASTER] BEKE: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T08:13:22.709181] [DEBUG] [FORECASTER] BEKE: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T08:13:22.953299] [DEBUG] [FORECASTER] BEKE: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-25T08:13:23.206517] [DEBUG] [FORECASTER] BEKE: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T08:13:23.446177] [DEBUG] [FORECASTER] BEKE: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T08:13:23.687927] [DEBUG] [FORECASTER] BEKE: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T08:13:23.929932] [DEBUG] [FORECASTER] BEKE: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T08:13:24.219012] [DEBUG] [FORECASTER] BEKE: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T08:13:24.486110] [DEBUG] [FORECASTER] BEKE: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-25T08:13:24.486416] [INFO ] [CONFIGURE ] BEKE: DISCARDED add_obv_interval (score: 60.00%)
[2025-11-25T08:13:24.486475] [INFO ] [CONFIGURE ] JOB ETA: 2.5h | Avg: 2.8s/test | Remaining: 3227 tests
[2025-11-25T08:13:24.486524] [INFO ] [CONFIGURE ] BEKE: Testing feature 13/29: add_opening_strength
[2025-11-25T08:13:24.486569] [INFO ] [CONFIGURE ] BEKE: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_opening_strength']
[2025-11-25T08:13:24.735298] [DEBUG] [FORECASTER] BEKE: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T08:13:24.984204] [DEBUG] [FORECASTER] BEKE: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T08:13:25.256710] [DEBUG] [FORECASTER] BEKE: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T08:13:25.511136] [DEBUG] [FORECASTER] BEKE: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-25T08:13:25.764123] [DEBUG] [FORECASTER] BEKE: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T08:13:26.030616] [DEBUG] [FORECASTER] BEKE: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T08:13:26.293897] [DEBUG] [FORECASTER] BEKE: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T08:13:26.572284] [DEBUG] [FORECASTER] BEKE: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T08:13:26.832256] [DEBUG] [FORECASTER] BEKE: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T08:13:27.093293] [DEBUG] [FORECASTER] BEKE: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-25T08:13:27.093478] [INFO ] [CONFIGURE ] BEKE: KEPT add_opening_strength (score: 80.00%)
[2025-11-25T08:13:27.093561] [INFO ] [CONFIGURE ] JOB ETA: 2.5h | Avg: 2.8s/test | Remaining: 3226 tests
[2025-11-25T08:13:27.093627] [INFO ] [CONFIGURE ] BEKE: Testing feature 14/29: add_order_flow_imbalance
[2025-11-25T08:13:27.093712] [INFO ] [CONFIGURE ] BEKE: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_opening_strength', 'add_order_flow_imbalance']
[2025-11-25T08:13:27.387139] [DEBUG] [FORECASTER] BEKE: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T08:13:27.684863] [DEBUG] [FORECASTER] BEKE: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T08:13:27.961039] [DEBUG] [FORECASTER] BEKE: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T08:13:28.247556] [DEBUG] [FORECASTER] BEKE: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-25T08:13:28.538152] [DEBUG] [FORECASTER] BEKE: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T08:13:28.824162] [DEBUG] [FORECASTER] BEKE: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T08:13:29.108446] [DEBUG] [FORECASTER] BEKE: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T08:13:29.407041] [DEBUG] [FORECASTER] BEKE: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T08:13:29.692659] [DEBUG] [FORECASTER] BEKE: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T08:13:29.977388] [DEBUG] [FORECASTER] BEKE: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-25T08:13:29.977569] [INFO ] [CONFIGURE ] BEKE: DISCARDED add_order_flow_imbalance (score: 70.00%)
[2025-11-25T08:13:29.977628] [INFO ] [CONFIGURE ] JOB ETA: 2.5h | Avg: 2.8s/test | Remaining: 3225 tests
[2025-11-25T08:13:29.977700] [INFO ] [CONFIGURE ] BEKE: Testing feature 15/29: add_pbf_morning_momentum
[2025-11-25T08:13:29.977748] [INFO ] [CONFIGURE ] BEKE: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_opening_strength', 'add_pbf_morning_momentum']
[2025-11-25T08:13:30.247204] [DEBUG] [FORECASTER] BEKE: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T08:13:30.529487] [DEBUG] [FORECASTER] BEKE: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T08:13:30.785708] [DEBUG] [FORECASTER] BEKE: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T08:13:31.033530] [DEBUG] [FORECASTER] BEKE: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-25T08:13:31.285709] [DEBUG] [FORECASTER] BEKE: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T08:13:31.549733] [DEBUG] [FORECASTER] BEKE: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T08:13:31.818285] [DEBUG] [FORECASTER] BEKE: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T08:13:32.082771] [DEBUG] [FORECASTER] BEKE: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T08:13:32.351921] [DEBUG] [FORECASTER] BEKE: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T08:13:32.648367] [DEBUG] [FORECASTER] BEKE: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-25T08:13:32.648540] [INFO ] [CONFIGURE ] BEKE: DISCARDED add_pbf_morning_momentum (score: 70.00%)
[2025-11-25T08:13:32.648598] [INFO ] [CONFIGURE ] JOB ETA: 2.5h | Avg: 2.8s/test | Remaining: 3224 tests
[2025-11-25T08:13:32.648662] [INFO ] [CONFIGURE ] BEKE: Testing feature 16/29: add_pbf_overnight_gap
[2025-11-25T08:13:32.648708] [INFO ] [CONFIGURE ] BEKE: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_opening_strength', 'add_pbf_overnight_gap']
[2025-11-25T08:13:32.963628] [DEBUG] [FORECASTER] BEKE: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T08:13:33.273531] [DEBUG] [FORECASTER] BEKE: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T08:13:33.608298] [DEBUG] [FORECASTER] BEKE: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T08:13:33.931576] [DEBUG] [FORECASTER] BEKE: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1
[2025-11-25T08:13:34.247494] [DEBUG] [FORECASTER] BEKE: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T08:13:34.577193] [DEBUG] [FORECASTER] BEKE: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T08:13:34.885530] [DEBUG] [FORECASTER] BEKE: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T08:13:35.195950] [DEBUG] [FORECASTER] BEKE: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T08:13:35.508433] [DEBUG] [FORECASTER] BEKE: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T08:13:35.838779] [DEBUG] [FORECASTER] BEKE: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-25T08:13:35.838957] [INFO ] [CONFIGURE ] BEKE: DISCARDED add_pbf_overnight_gap (score: 70.00%)
[2025-11-25T08:13:35.839015] [INFO ] [CONFIGURE ] JOB ETA: 2.5h | Avg: 2.8s/test | Remaining: 3223 tests
[2025-11-25T08:13:35.839062] [INFO ] [CONFIGURE ] BEKE: Testing feature 17/29: add_pbf_return_2d
[2025-11-25T08:13:35.839110] [INFO ] [CONFIGURE ] BEKE: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_opening_strength', 'add_pbf_return_2d']
[2025-11-25T08:13:36.144046] [DEBUG] [FORECASTER] BEKE: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T08:13:36.456790] [DEBUG] [FORECASTER] BEKE: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T08:13:36.778027] [DEBUG] [FORECASTER] BEKE: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T08:13:37.086976] [DEBUG] [FORECASTER] BEKE: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-25T08:13:37.411054] [DEBUG] [FORECASTER] BEKE: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T08:13:37.758904] [DEBUG] [FORECASTER] BEKE: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T08:13:38.141839] [DEBUG] [FORECASTER] BEKE: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T08:13:38.553228] [DEBUG] [FORECASTER] BEKE: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T08:13:38.885187] [DEBUG] [FORECASTER] BEKE: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T08:13:39.212281] [DEBUG] [FORECASTER] BEKE: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-25T08:13:39.212454] [INFO ] [CONFIGURE ] BEKE: DISCARDED add_pbf_return_2d (score: 70.00%)
[2025-11-25T08:13:39.212515] [INFO ] [CONFIGURE ] JOB ETA: 2.5h | Avg: 2.8s/test | Remaining: 3222 tests
[2025-11-25T08:13:39.212564] [INFO ] [CONFIGURE ] BEKE: Testing feature 18/29: add_pbf_volatility_5d
[2025-11-25T08:13:39.212609] [INFO ] [CONFIGURE ] BEKE: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_opening_strength', 'add_pbf_volatility_5d']
[2025-11-25T08:13:39.485359] [DEBUG] [FORECASTER] BEKE: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T08:13:39.750377] [DEBUG] [FORECASTER] BEKE: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T08:13:40.033401] [DEBUG] [FORECASTER] BEKE: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T08:13:40.314526] [DEBUG] [FORECASTER] BEKE: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-25T08:13:40.590596] [DEBUG] [FORECASTER] BEKE: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T08:13:40.870564] [DEBUG] [FORECASTER] BEKE: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T08:13:41.141857] [DEBUG] [FORECASTER] BEKE: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T08:13:41.416070] [DEBUG] [FORECASTER] BEKE: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T08:13:41.691845] [DEBUG] [FORECASTER] BEKE: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T08:13:41.959946] [DEBUG] [FORECASTER] BEKE: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-25T08:13:41.960124] [INFO ] [CONFIGURE ] BEKE: DISCARDED add_pbf_volatility_5d (score: 70.00%)
[2025-11-25T08:13:41.960181] [INFO ] [CONFIGURE ] JOB ETA: 2.5h | Avg: 2.8s/test | Remaining: 3221 tests
[2025-11-25T08:13:41.960227] [INFO ] [CONFIGURE ] BEKE: Testing feature 19/29: add_pbf_vs_sma_5
[2025-11-25T08:13:41.960271] [INFO ] [CONFIGURE ] BEKE: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_opening_strength', 'add_pbf_vs_sma_5']
[2025-11-25T08:13:42.234161] [DEBUG] [FORECASTER] BEKE: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T08:13:42.543318] [DEBUG] [FORECASTER] BEKE: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T08:13:42.817082] [DEBUG] [FORECASTER] BEKE: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T08:13:43.093838] [DEBUG] [FORECASTER] BEKE: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-25T08:13:43.367607] [DEBUG] [FORECASTER] BEKE: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T08:13:43.631272] [DEBUG] [FORECASTER] BEKE: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T08:13:43.882060] [DEBUG] [FORECASTER] BEKE: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T08:13:44.133637] [DEBUG] [FORECASTER] BEKE: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T08:13:44.387125] [DEBUG] [FORECASTER] BEKE: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T08:13:44.642995] [DEBUG] [FORECASTER] BEKE: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-25T08:13:44.643180] [INFO ] [CONFIGURE ] BEKE: DISCARDED add_pbf_vs_sma_5 (score: 80.00%)
[2025-11-25T08:13:44.643236] [INFO ] [CONFIGURE ] JOB ETA: 2.5h | Avg: 2.8s/test | Remaining: 3220 tests
[2025-11-25T08:13:44.643284] [INFO ] [CONFIGURE ] BEKE: Testing feature 20/29: add_price_rejection
[2025-11-25T08:13:44.643327] [INFO ] [CONFIGURE ] BEKE: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_opening_strength', 'add_price_rejection']
[2025-11-25T08:13:44.902317] [DEBUG] [FORECASTER] BEKE: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T08:13:45.170086] [DEBUG] [FORECASTER] BEKE: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T08:13:45.435194] [DEBUG] [FORECASTER] BEKE: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T08:13:45.698440] [DEBUG] [FORECASTER] BEKE: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-25T08:13:45.964208] [DEBUG] [FORECASTER] BEKE: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T08:13:46.224087] [DEBUG] [FORECASTER] BEKE: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T08:13:46.498576] [DEBUG] [FORECASTER] BEKE: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T08:13:46.792577] [DEBUG] [FORECASTER] BEKE: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T08:13:47.075682] [DEBUG] [FORECASTER] BEKE: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T08:13:47.353566] [DEBUG] [FORECASTER] BEKE: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-25T08:13:47.353769] [INFO ] [CONFIGURE ] BEKE: DISCARDED add_price_rejection (score: 70.00%)
[2025-11-25T08:13:47.353831] [INFO ] [CONFIGURE ] JOB ETA: 2.5h | Avg: 2.8s/test | Remaining: 3219 tests
[2025-11-25T08:13:47.353880] [INFO ] [CONFIGURE ] BEKE: Testing feature 21/29: add_range_position
[2025-11-25T08:13:47.353925] [INFO ] [CONFIGURE ] BEKE: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_opening_strength', 'add_range_position']
[2025-11-25T08:13:47.655805] [DEBUG] [FORECASTER] BEKE: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T08:13:47.949547] [DEBUG] [FORECASTER] BEKE: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T08:13:48.236795] [DEBUG] [FORECASTER] BEKE: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T08:13:48.529265] [DEBUG] [FORECASTER] BEKE: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-25T08:13:48.843970] [DEBUG] [FORECASTER] BEKE: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T08:13:49.153983] [DEBUG] [FORECASTER] BEKE: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T08:13:49.457544] [DEBUG] [FORECASTER] BEKE: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T08:13:49.745010] [DEBUG] [FORECASTER] BEKE: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T08:13:50.037595] [DEBUG] [FORECASTER] BEKE: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-25T08:13:50.338800] [DEBUG] [FORECASTER] BEKE: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-11-25T08:13:50.339027] [INFO ] [CONFIGURE ] BEKE: DISCARDED add_range_position (score: 50.00%)
[2025-11-25T08:13:50.339088] [INFO ] [CONFIGURE ] JOB ETA: 2.5h | Avg: 2.8s/test | Remaining: 3218 tests
[2025-11-25T08:13:50.339140] [INFO ] [CONFIGURE ] BEKE: Testing feature 22/29: add_realized_volatility
[2025-11-25T08:13:50.339186] [INFO ] [CONFIGURE ] BEKE: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_opening_strength', 'add_realized_volatility']
[2025-11-25T08:13:50.735184] [DEBUG] [FORECASTER] BEKE: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T08:13:51.123147] [DEBUG] [FORECASTER] BEKE: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T08:13:51.511985] [DEBUG] [FORECASTER] BEKE: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T08:13:51.918239] [DEBUG] [FORECASTER] BEKE: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-25T08:13:52.310836] [DEBUG] [FORECASTER] BEKE: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T08:13:52.701237] [DEBUG] [FORECASTER] BEKE: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T08:13:53.076608] [DEBUG] [FORECASTER] BEKE: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T08:13:53.461757] [DEBUG] [FORECASTER] BEKE: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T08:13:53.873449] [DEBUG] [FORECASTER] BEKE: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T08:13:54.252367] [DEBUG] [FORECASTER] BEKE: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-25T08:13:54.252559] [INFO ] [CONFIGURE ] BEKE: DISCARDED add_realized_volatility (score: 70.00%)
[2025-11-25T08:13:54.252617] [INFO ] [CONFIGURE ] JOB ETA: 2.5h | Avg: 2.8s/test | Remaining: 3217 tests
[2025-11-25T08:13:54.252682] [INFO ] [CONFIGURE ] BEKE: Testing feature 23/29: add_recent_range_context
[2025-11-25T08:13:54.252727] [INFO ] [CONFIGURE ] BEKE: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_opening_strength', 'add_recent_range_context']
[2025-11-25T08:13:54.503367] [DEBUG] [FORECASTER] BEKE: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T08:13:54.755805] [DEBUG] [FORECASTER] BEKE: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T08:13:55.005639] [DEBUG] [FORECASTER] BEKE: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T08:13:55.256420] [DEBUG] [FORECASTER] BEKE: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-25T08:13:55.525794] [DEBUG] [FORECASTER] BEKE: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T08:13:55.789857] [DEBUG] [FORECASTER] BEKE: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T08:13:56.049776] [DEBUG] [FORECASTER] BEKE: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T08:13:56.313245] [DEBUG] [FORECASTER] BEKE: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T08:13:56.591580] [DEBUG] [FORECASTER] BEKE: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T08:13:56.880572] [DEBUG] [FORECASTER] BEKE: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-25T08:13:56.880773] [INFO ] [CONFIGURE ] BEKE: DISCARDED add_recent_range_context (score: 70.00%)
[2025-11-25T08:13:56.880832] [INFO ] [CONFIGURE ] JOB ETA: 2.5h | Avg: 2.8s/test | Remaining: 3216 tests
[2025-11-25T08:13:56.880881] [INFO ] [CONFIGURE ] BEKE: Testing feature 24/29: add_rsi
[2025-11-25T08:13:56.880927] [INFO ] [CONFIGURE ] BEKE: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_opening_strength', 'add_ema', 'add_rsi']
[2025-11-25T08:13:57.216598] [DEBUG] [FORECASTER] BEKE: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T08:13:57.548782] [DEBUG] [FORECASTER] BEKE: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T08:13:57.895846] [DEBUG] [FORECASTER] BEKE: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T08:13:58.235409] [DEBUG] [FORECASTER] BEKE: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-25T08:13:58.581717] [DEBUG] [FORECASTER] BEKE: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T08:13:58.914195] [DEBUG] [FORECASTER] BEKE: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T08:13:59.257788] [DEBUG] [FORECASTER] BEKE: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T08:13:59.581875] [DEBUG] [FORECASTER] BEKE: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T08:13:59.918902] [DEBUG] [FORECASTER] BEKE: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T08:14:00.255826] [DEBUG] [FORECASTER] BEKE: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-25T08:14:00.256015] [INFO ] [CONFIGURE ] BEKE: DISCARDED add_rsi (score: 70.00%)
[2025-11-25T08:14:00.256075] [INFO ] [CONFIGURE ] JOB ETA: 2.5h | Avg: 2.8s/test | Remaining: 3215 tests
[2025-11-25T08:14:00.256124] [INFO ] [CONFIGURE ] BEKE: Testing feature 25/29: add_tick_distribution
[2025-11-25T08:14:00.256174] [INFO ] [CONFIGURE ] BEKE: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_opening_strength', 'add_tick_distribution']
[2025-11-25T08:14:00.525755] [DEBUG] [FORECASTER] BEKE: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T08:14:00.807303] [DEBUG] [FORECASTER] BEKE: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T08:14:01.856506] [DEBUG] [FORECASTER] BEKE: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T08:14:02.269469] [DEBUG] [FORECASTER] BEKE: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-25T08:14:02.541298] [DEBUG] [FORECASTER] BEKE: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T08:14:02.831165] [DEBUG] [FORECASTER] BEKE: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T08:14:03.117690] [DEBUG] [FORECASTER] BEKE: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T08:14:03.389522] [DEBUG] [FORECASTER] BEKE: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T08:14:03.664341] [DEBUG] [FORECASTER] BEKE: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T08:14:03.944761] [DEBUG] [FORECASTER] BEKE: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-25T08:14:03.944944] [INFO ] [CONFIGURE ] BEKE: DISCARDED add_tick_distribution (score: 80.00%)
[2025-11-25T08:14:03.945003] [INFO ] [CONFIGURE ] JOB ETA: 2.5h | Avg: 2.8s/test | Remaining: 3214 tests
[2025-11-25T08:14:03.945050] [INFO ] [CONFIGURE ] BEKE: Testing feature 26/29: add_volume_momentum_confirmation
[2025-11-25T08:14:03.945087] [INFO ] [CONFIGURE ] BEKE: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_opening_strength', 'add_volume_momentum_confirmation']
[2025-11-25T08:14:04.218549] [DEBUG] [FORECASTER] BEKE: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T08:14:04.496177] [DEBUG] [FORECASTER] BEKE: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T08:14:04.771253] [DEBUG] [FORECASTER] BEKE: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T08:14:05.046632] [DEBUG] [FORECASTER] BEKE: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-25T08:14:05.319078] [DEBUG] [FORECASTER] BEKE: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T08:14:05.595458] [DEBUG] [FORECASTER] BEKE: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T08:14:05.877089] [DEBUG] [FORECASTER] BEKE: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T08:14:06.144783] [DEBUG] [FORECASTER] BEKE: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T08:14:06.411237] [DEBUG] [FORECASTER] BEKE: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T08:14:06.702792] [DEBUG] [FORECASTER] BEKE: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-25T08:14:06.703000] [INFO ] [CONFIGURE ] BEKE: DISCARDED add_volume_momentum_confirmation (score: 60.00%)
[2025-11-25T08:14:06.703059] [INFO ] [CONFIGURE ] JOB ETA: 2.5h | Avg: 2.8s/test | Remaining: 3213 tests
[2025-11-25T08:14:06.703112] [INFO ] [CONFIGURE ] BEKE: Testing feature 27/29: add_volume_price_divergence
[2025-11-25T08:14:06.703157] [INFO ] [CONFIGURE ] BEKE: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_opening_strength', 'add_volume_price_divergence']
[2025-11-25T08:14:06.960783] [DEBUG] [FORECASTER] BEKE: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T08:14:07.231333] [DEBUG] [FORECASTER] BEKE: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T08:14:07.504845] [DEBUG] [FORECASTER] BEKE: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T08:14:07.778814] [DEBUG] [FORECASTER] BEKE: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-25T08:14:08.050747] [DEBUG] [FORECASTER] BEKE: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T08:14:08.340240] [DEBUG] [FORECASTER] BEKE: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T08:14:08.611283] [DEBUG] [FORECASTER] BEKE: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T08:14:08.881934] [DEBUG] [FORECASTER] BEKE: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T08:14:09.162929] [DEBUG] [FORECASTER] BEKE: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T08:14:09.443227] [DEBUG] [FORECASTER] BEKE: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-25T08:14:09.443464] [INFO ] [CONFIGURE ] BEKE: DISCARDED add_volume_price_divergence (score: 70.00%)
[2025-11-25T08:14:09.443537] [INFO ] [CONFIGURE ] JOB ETA: 2.5h | Avg: 2.8s/test | Remaining: 3212 tests
[2025-11-25T08:14:09.443587] [INFO ] [CONFIGURE ] BEKE: Testing feature 28/29: add_volume_profile
[2025-11-25T08:14:09.443634] [INFO ] [CONFIGURE ] BEKE: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_opening_strength', 'add_volume_profile']
[2025-11-25T08:14:09.715279] [DEBUG] [FORECASTER] BEKE: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T08:14:10.006626] [DEBUG] [FORECASTER] BEKE: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T08:14:10.275325] [DEBUG] [FORECASTER] BEKE: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T08:14:10.572573] [DEBUG] [FORECASTER] BEKE: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-25T08:14:10.850193] [DEBUG] [FORECASTER] BEKE: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T08:14:11.134835] [DEBUG] [FORECASTER] BEKE: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T08:14:11.407139] [DEBUG] [FORECASTER] BEKE: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T08:14:11.708986] [DEBUG] [FORECASTER] BEKE: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T08:14:12.014952] [DEBUG] [FORECASTER] BEKE: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-25T08:14:12.301215] [DEBUG] [FORECASTER] BEKE: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-25T08:14:12.301394] [INFO ] [CONFIGURE ] BEKE: DISCARDED add_volume_profile (score: 50.00%)
[2025-11-25T08:14:12.301453] [INFO ] [CONFIGURE ] JOB ETA: 2.5h | Avg: 2.8s/test | Remaining: 3211 tests
[2025-11-25T08:14:12.301513] [INFO ] [CONFIGURE ] BEKE: Testing feature 29/29: add_vwap
[2025-11-25T08:14:12.301559] [INFO ] [CONFIGURE ] BEKE: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_opening_strength', 'add_vwap']
[2025-11-25T08:14:12.627240] [DEBUG] [FORECASTER] BEKE: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T08:14:12.923454] [DEBUG] [FORECASTER] BEKE: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T08:14:13.206506] [DEBUG] [FORECASTER] BEKE: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T08:14:13.505253] [DEBUG] [FORECASTER] BEKE: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-25T08:14:13.789799] [DEBUG] [FORECASTER] BEKE: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T08:14:14.072316] [DEBUG] [FORECASTER] BEKE: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T08:14:14.363775] [DEBUG] [FORECASTER] BEKE: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T08:14:14.641755] [DEBUG] [FORECASTER] BEKE: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T08:14:14.921330] [DEBUG] [FORECASTER] BEKE: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T08:14:15.215554] [DEBUG] [FORECASTER] BEKE: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-25T08:14:15.215802] [INFO ] [CONFIGURE ] BEKE: DISCARDED add_vwap (score: 70.00%)
[2025-11-25T08:14:15.215865] [INFO ] [CONFIGURE ] JOB ETA: 2.5h | Avg: 2.8s/test | Remaining: 3210 tests
[2025-11-25T08:14:15.215912] [INFO ] [CONFIGURE ] BEKE: ===== FEATURE SELECTION COMPLETE =====
[2025-11-25T08:14:15.215953] [INFO ] [CONFIGURE ] BEKE: Best accuracy: 80.00%
[2025-11-25T08:14:15.215994] [INFO ] [CONFIGURE ] BEKE: Best feature set (3 features): ['add_cumulative_delta', 'add_daily_returns', 'add_opening_strength']
[2025-11-25T08:14:15.216035] [INFO ] [CONFIGURE ] BEKE: Improvement over baseline: 30.00%
[2025-11-25T08:14:15.216074] [INFO ] [CONFIGURE ] BEKE: Total time: 1.4 minutes
[2025-11-25T08:14:15.216112] [INFO ] [CONFIGURE ] BEKE: Average time per feature: 2.9 seconds
[2025-11-25T08:14:15.216151] [INFO ] [CONFIGURE ] BEKE: Average speed: 0.35 features/sec
[2025-11-25T08:14:15.216517] [INFO ] [LOCAL     ] Saved configuration for BEKE: 3 features, 80.00% accuracy -> ./output/feature-sets/BEKE.json
[2025-11-25T08:14:15.216575] [INFO ] [CONFIGURE ] BEKE: Configuration saved successfully: 3 features, 80.00% accuracy.
[2025-11-25T08:14:15.216623] [INFO ] [sig       ] [54/164] Successfully configured BEKE | 0.01 sym/s | Total: 1.2h | ETA: 2.5h
[2025-11-25T08:14:15.216691] [INFO ] [sig       ] [55/164] Configuring BEN...
[2025-11-25T08:14:15.216735] [INFO ] [CONFIGURE ] BEN: Configurate test run.
[2025-11-25T08:14:15.216775] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BEN' from 'https://tdm.silogroup.org/data/derivative_storage/BEN.csv'.
[2025-11-25T08:14:15.229168] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'BEN'.
[2025-11-25T08:14:15.229686] [INFO ] [CONFIGURE ] BEN: Testing with 29 available features
[2025-11-25T08:14:15.229748] [INFO ] [CONFIGURE ] BEN: Establishing baseline with no features...
[2025-11-25T08:14:15.400010] [DEBUG] [FORECASTER] BEN: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T08:14:15.570931] [DEBUG] [FORECASTER] BEN: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T08:14:15.743106] [DEBUG] [FORECASTER] BEN: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T08:14:15.913001] [DEBUG] [FORECASTER] BEN: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T08:14:16.081447] [DEBUG] [FORECASTER] BEN: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T08:14:16.248961] [DEBUG] [FORECASTER] BEN: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T08:14:16.422039] [DEBUG] [FORECASTER] BEN: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T08:14:16.596269] [DEBUG] [FORECASTER] BEN: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T08:14:16.766593] [DEBUG] [FORECASTER] BEN: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T08:14:16.938903] [DEBUG] [FORECASTER] BEN: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T08:14:16.939064] [INFO ] [CONFIGURE ] BEN: Baseline score (no features): 60.00%
[2025-11-25T08:14:16.939111] [INFO ] [CONFIGURE ] BEN: Testing feature 1/29: add_bollinger_bands
[2025-11-25T08:14:16.939150] [INFO ] [CONFIGURE ] BEN: Testing with features: ['add_bollinger_bands']
[2025-11-25T08:14:17.145355] [DEBUG] [FORECASTER] BEN: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T08:14:17.350413] [DEBUG] [FORECASTER] BEN: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T08:14:17.558133] [DEBUG] [FORECASTER] BEN: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T08:14:17.765097] [DEBUG] [FORECASTER] BEN: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T08:14:17.985757] [DEBUG] [FORECASTER] BEN: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T08:14:18.205943] [DEBUG] [FORECASTER] BEN: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T08:14:18.428807] [DEBUG] [FORECASTER] BEN: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T08:14:18.636078] [DEBUG] [FORECASTER] BEN: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T08:14:18.841434] [DEBUG] [FORECASTER] BEN: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T08:14:19.047879] [DEBUG] [FORECASTER] BEN: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T08:14:19.048052] [INFO ] [CONFIGURE ] BEN: KEPT add_bollinger_bands (score: 80.00%)
[2025-11-25T08:14:19.048102] [INFO ] [CONFIGURE ] JOB ETA: 2.5h | Avg: 2.8s/test | Remaining: 3209 tests
[2025-11-25T08:14:19.048141] [INFO ] [CONFIGURE ] BEN: Testing feature 2/29: add_cumulative_delta
[2025-11-25T08:14:19.048178] [INFO ] [CONFIGURE ] BEN: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta']
[2025-11-25T08:14:19.285199] [DEBUG] [FORECASTER] BEN: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T08:14:19.532012] [DEBUG] [FORECASTER] BEN: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T08:14:19.777465] [DEBUG] [FORECASTER] BEN: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T08:14:20.019393] [DEBUG] [FORECASTER] BEN: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T08:14:20.264129] [DEBUG] [FORECASTER] BEN: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T08:14:20.508749] [DEBUG] [FORECASTER] BEN: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T08:14:20.752908] [DEBUG] [FORECASTER] BEN: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T08:14:21.003159] [DEBUG] [FORECASTER] BEN: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T08:14:21.248836] [DEBUG] [FORECASTER] BEN: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T08:14:21.492751] [DEBUG] [FORECASTER] BEN: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T08:14:21.492914] [INFO ] [CONFIGURE ] BEN: DISCARDED add_cumulative_delta (score: 30.00%)
[2025-11-25T08:14:21.492972] [INFO ] [CONFIGURE ] JOB ETA: 2.5h | Avg: 2.8s/test | Remaining: 3208 tests
[2025-11-25T08:14:21.493018] [INFO ] [CONFIGURE ] BEN: Testing feature 3/29: add_daily_returns
[2025-11-25T08:14:21.493060] [INFO ] [CONFIGURE ] BEN: Testing with features: ['add_bollinger_bands', 'add_daily_returns']
[2025-11-25T08:14:21.714847] [DEBUG] [FORECASTER] BEN: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T08:14:21.944615] [DEBUG] [FORECASTER] BEN: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T08:14:22.169843] [DEBUG] [FORECASTER] BEN: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T08:14:22.395675] [DEBUG] [FORECASTER] BEN: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T08:14:22.619772] [DEBUG] [FORECASTER] BEN: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T08:14:22.844552] [DEBUG] [FORECASTER] BEN: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T08:14:23.073953] [DEBUG] [FORECASTER] BEN: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T08:14:23.298196] [DEBUG] [FORECASTER] BEN: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T08:14:23.523998] [DEBUG] [FORECASTER] BEN: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T08:14:23.751771] [DEBUG] [FORECASTER] BEN: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T08:14:23.751954] [INFO ] [CONFIGURE ] BEN: DISCARDED add_daily_returns (score: 70.00%)
[2025-11-25T08:14:23.752003] [INFO ] [CONFIGURE ] JOB ETA: 2.5h | Avg: 2.8s/test | Remaining: 3207 tests
[2025-11-25T08:14:23.752042] [INFO ] [CONFIGURE ] BEN: Testing feature 4/29: add_ema
[2025-11-25T08:14:23.752078] [INFO ] [CONFIGURE ] BEN: Testing with features: ['add_bollinger_bands', 'add_ema']
[2025-11-25T08:14:24.030169] [DEBUG] [FORECASTER] BEN: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T08:14:24.298322] [DEBUG] [FORECASTER] BEN: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T08:14:24.555267] [DEBUG] [FORECASTER] BEN: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T08:14:24.811781] [DEBUG] [FORECASTER] BEN: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T08:14:25.059952] [DEBUG] [FORECASTER] BEN: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T08:14:25.314390] [DEBUG] [FORECASTER] BEN: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T08:14:25.578876] [DEBUG] [FORECASTER] BEN: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T08:14:25.836506] [DEBUG] [FORECASTER] BEN: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T08:14:26.095475] [DEBUG] [FORECASTER] BEN: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T08:14:26.357215] [DEBUG] [FORECASTER] BEN: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T08:14:26.357457] [INFO ] [CONFIGURE ] BEN: DISCARDED add_ema (score: 40.00%)
[2025-11-25T08:14:26.357521] [INFO ] [CONFIGURE ] JOB ETA: 2.5h | Avg: 2.8s/test | Remaining: 3206 tests
[2025-11-25T08:14:26.357574] [INFO ] [CONFIGURE ] BEN: Testing feature 5/29: add_exhaustion_signals
[2025-11-25T08:14:26.357621] [INFO ] [CONFIGURE ] BEN: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals']
[2025-11-25T08:14:26.619464] [DEBUG] [FORECASTER] BEN: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T08:14:26.870570] [DEBUG] [FORECASTER] BEN: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T08:14:27.121784] [DEBUG] [FORECASTER] BEN: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T08:14:27.377342] [DEBUG] [FORECASTER] BEN: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T08:14:27.632766] [DEBUG] [FORECASTER] BEN: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T08:14:27.884766] [DEBUG] [FORECASTER] BEN: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T08:14:28.142221] [DEBUG] [FORECASTER] BEN: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T08:14:28.397830] [DEBUG] [FORECASTER] BEN: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T08:14:28.655001] [DEBUG] [FORECASTER] BEN: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T08:14:28.913377] [DEBUG] [FORECASTER] BEN: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T08:14:28.913577] [INFO ] [CONFIGURE ] BEN: DISCARDED add_exhaustion_signals (score: 40.00%)
[2025-11-25T08:14:28.913634] [INFO ] [CONFIGURE ] JOB ETA: 2.5h | Avg: 2.8s/test | Remaining: 3205 tests
[2025-11-25T08:14:28.913703] [INFO ] [CONFIGURE ] BEN: Testing feature 6/29: add_failed_moves
[2025-11-25T08:14:28.913748] [INFO ] [CONFIGURE ] BEN: Testing with features: ['add_bollinger_bands', 'add_failed_moves']
[2025-11-25T08:14:29.129357] [DEBUG] [FORECASTER] BEN: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T08:14:29.351371] [DEBUG] [FORECASTER] BEN: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T08:14:29.568610] [DEBUG] [FORECASTER] BEN: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T08:14:29.784827] [DEBUG] [FORECASTER] BEN: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T08:14:30.008188] [DEBUG] [FORECASTER] BEN: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T08:14:30.229130] [DEBUG] [FORECASTER] BEN: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T08:14:30.447755] [DEBUG] [FORECASTER] BEN: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T08:14:30.666170] [DEBUG] [FORECASTER] BEN: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T08:14:30.885844] [DEBUG] [FORECASTER] BEN: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T08:14:31.109536] [DEBUG] [FORECASTER] BEN: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T08:14:31.109745] [INFO ] [CONFIGURE ] BEN: DISCARDED add_failed_moves (score: 60.00%)
[2025-11-25T08:14:31.109800] [INFO ] [CONFIGURE ] JOB ETA: 2.5h | Avg: 2.8s/test | Remaining: 3204 tests
[2025-11-25T08:14:31.109840] [INFO ] [CONFIGURE ] BEN: Testing feature 7/29: add_lag_shelf
[2025-11-25T08:14:31.109877] [INFO ] [CONFIGURE ] BEN: Testing with features: ['add_bollinger_bands', 'add_lag_shelf']
[2025-11-25T08:14:31.317506] [DEBUG] [FORECASTER] BEN: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T08:14:31.535733] [DEBUG] [FORECASTER] BEN: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T08:14:31.740126] [DEBUG] [FORECASTER] BEN: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T08:14:31.950337] [DEBUG] [FORECASTER] BEN: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T08:14:32.160083] [DEBUG] [FORECASTER] BEN: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T08:14:32.368041] [DEBUG] [FORECASTER] BEN: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T08:14:32.582759] [DEBUG] [FORECASTER] BEN: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T08:14:32.796817] [DEBUG] [FORECASTER] BEN: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T08:14:33.016681] [DEBUG] [FORECASTER] BEN: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T08:14:33.227953] [DEBUG] [FORECASTER] BEN: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T08:14:33.228115] [INFO ] [CONFIGURE ] BEN: DISCARDED add_lag_shelf (score: 50.00%)
[2025-11-25T08:14:33.228163] [INFO ] [CONFIGURE ] JOB ETA: 2.5h | Avg: 2.8s/test | Remaining: 3203 tests
[2025-11-25T08:14:33.228201] [INFO ] [CONFIGURE ] BEN: Testing feature 8/29: add_macd
[2025-11-25T08:14:33.228238] [INFO ] [CONFIGURE ] BEN: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd']
[2025-11-25T08:14:33.519888] [DEBUG] [FORECASTER] BEN: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T08:14:33.817047] [DEBUG] [FORECASTER] BEN: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T08:14:34.112411] [DEBUG] [FORECASTER] BEN: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T08:14:34.432811] [DEBUG] [FORECASTER] BEN: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T08:14:34.750559] [DEBUG] [FORECASTER] BEN: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T08:14:35.074581] [DEBUG] [FORECASTER] BEN: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T08:14:35.387341] [DEBUG] [FORECASTER] BEN: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T08:14:35.717256] [DEBUG] [FORECASTER] BEN: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T08:14:36.022696] [DEBUG] [FORECASTER] BEN: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T08:14:36.345143] [DEBUG] [FORECASTER] BEN: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T08:14:36.345463] [INFO ] [CONFIGURE ] BEN: DISCARDED add_macd (score: 50.00%)
[2025-11-25T08:14:36.345535] [INFO ] [CONFIGURE ] JOB ETA: 2.5h | Avg: 2.8s/test | Remaining: 3202 tests
[2025-11-25T08:14:36.345590] [INFO ] [CONFIGURE ] BEN: Testing feature 9/29: add_mfi
[2025-11-25T08:14:36.345630] [INFO ] [CONFIGURE ] BEN: Testing with features: ['add_bollinger_bands', 'add_mfi']
[2025-11-25T08:14:36.564617] [DEBUG] [FORECASTER] BEN: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T08:14:36.778541] [DEBUG] [FORECASTER] BEN: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T08:14:36.991310] [DEBUG] [FORECASTER] BEN: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T08:14:37.208123] [DEBUG] [FORECASTER] BEN: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T08:14:37.424901] [DEBUG] [FORECASTER] BEN: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T08:14:37.642186] [DEBUG] [FORECASTER] BEN: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T08:14:37.859242] [DEBUG] [FORECASTER] BEN: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T08:14:38.077268] [DEBUG] [FORECASTER] BEN: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T08:14:38.297574] [DEBUG] [FORECASTER] BEN: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T08:14:38.512970] [DEBUG] [FORECASTER] BEN: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T08:14:38.513167] [INFO ] [CONFIGURE ] BEN: DISCARDED add_mfi (score: 70.00%)
[2025-11-25T08:14:38.513225] [INFO ] [CONFIGURE ] JOB ETA: 2.5h | Avg: 2.8s/test | Remaining: 3201 tests
[2025-11-25T08:14:38.513274] [INFO ] [CONFIGURE ] BEN: Testing feature 10/29: add_momentum_acceleration
[2025-11-25T08:14:38.513317] [INFO ] [CONFIGURE ] BEN: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-11-25T08:14:38.816323] [DEBUG] [FORECASTER] BEN: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T08:14:39.125866] [DEBUG] [FORECASTER] BEN: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T08:14:39.442439] [DEBUG] [FORECASTER] BEN: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T08:14:39.754266] [DEBUG] [FORECASTER] BEN: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T08:14:40.063112] [DEBUG] [FORECASTER] BEN: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T08:14:40.382252] [DEBUG] [FORECASTER] BEN: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T08:14:40.693921] [DEBUG] [FORECASTER] BEN: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T08:14:41.013952] [DEBUG] [FORECASTER] BEN: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T08:14:41.318263] [DEBUG] [FORECASTER] BEN: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T08:14:41.627396] [DEBUG] [FORECASTER] BEN: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T08:14:41.627562] [INFO ] [CONFIGURE ] BEN: DISCARDED add_momentum_acceleration (score: 50.00%)
[2025-11-25T08:14:41.627679] [INFO ] [CONFIGURE ] JOB ETA: 2.5h | Avg: 2.8s/test | Remaining: 3200 tests
[2025-11-25T08:14:41.627733] [INFO ] [CONFIGURE ] BEN: Testing feature 11/29: add_obv_daily
[2025-11-25T08:14:41.627777] [INFO ] [CONFIGURE ] BEN: Testing with features: ['add_bollinger_bands', 'add_obv_daily']
[2025-11-25T08:14:41.847376] [DEBUG] [FORECASTER] BEN: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T08:14:42.068169] [DEBUG] [FORECASTER] BEN: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T08:14:42.289574] [DEBUG] [FORECASTER] BEN: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T08:14:42.518060] [DEBUG] [FORECASTER] BEN: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T08:14:42.747479] [DEBUG] [FORECASTER] BEN: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T08:14:42.973580] [DEBUG] [FORECASTER] BEN: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T08:14:43.199262] [DEBUG] [FORECASTER] BEN: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T08:14:43.426918] [DEBUG] [FORECASTER] BEN: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T08:14:43.657309] [DEBUG] [FORECASTER] BEN: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T08:14:43.914410] [DEBUG] [FORECASTER] BEN: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T08:14:43.914633] [INFO ] [CONFIGURE ] BEN: DISCARDED add_obv_daily (score: 40.00%)
[2025-11-25T08:14:43.914865] [INFO ] [CONFIGURE ] JOB ETA: 2.5h | Avg: 2.8s/test | Remaining: 3199 tests
[2025-11-25T08:14:43.914980] [INFO ] [CONFIGURE ] BEN: Testing feature 12/29: add_obv_interval
[2025-11-25T08:14:43.915087] [INFO ] [CONFIGURE ] BEN: Testing with features: ['add_bollinger_bands', 'add_obv_interval']
[2025-11-25T08:14:44.159797] [DEBUG] [FORECASTER] BEN: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T08:14:44.455674] [DEBUG] [FORECASTER] BEN: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T08:14:44.708544] [DEBUG] [FORECASTER] BEN: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T08:14:44.935369] [DEBUG] [FORECASTER] BEN: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T08:14:45.163542] [DEBUG] [FORECASTER] BEN: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T08:14:45.406050] [DEBUG] [FORECASTER] BEN: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T08:14:45.648864] [DEBUG] [FORECASTER] BEN: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T08:14:45.871748] [DEBUG] [FORECASTER] BEN: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T08:14:46.121285] [DEBUG] [FORECASTER] BEN: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T08:14:46.353318] [DEBUG] [FORECASTER] BEN: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T08:14:46.353524] [INFO ] [CONFIGURE ] BEN: DISCARDED add_obv_interval (score: 30.00%)
[2025-11-25T08:14:46.353599] [INFO ] [CONFIGURE ] JOB ETA: 2.5h | Avg: 2.8s/test | Remaining: 3198 tests
[2025-11-25T08:14:46.353679] [INFO ] [CONFIGURE ] BEN: Testing feature 13/29: add_opening_strength
[2025-11-25T08:14:46.353799] [INFO ] [CONFIGURE ] BEN: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_opening_strength']
[2025-11-25T08:14:46.632413] [DEBUG] [FORECASTER] BEN: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T08:14:46.866519] [DEBUG] [FORECASTER] BEN: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T08:14:47.107202] [DEBUG] [FORECASTER] BEN: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T08:14:47.343856] [DEBUG] [FORECASTER] BEN: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T08:14:47.594488] [DEBUG] [FORECASTER] BEN: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T08:14:47.903355] [DEBUG] [FORECASTER] BEN: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T08:14:48.221830] [DEBUG] [FORECASTER] BEN: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T08:14:48.516895] [DEBUG] [FORECASTER] BEN: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T08:14:48.802025] [DEBUG] [FORECASTER] BEN: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T08:14:49.051359] [DEBUG] [FORECASTER] BEN: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T08:14:49.051543] [INFO ] [CONFIGURE ] BEN: DISCARDED add_opening_strength (score: 60.00%)
[2025-11-25T08:14:49.051605] [INFO ] [CONFIGURE ] JOB ETA: 2.5h | Avg: 2.8s/test | Remaining: 3197 tests
[2025-11-25T08:14:49.051674] [INFO ] [CONFIGURE ] BEN: Testing feature 14/29: add_order_flow_imbalance
[2025-11-25T08:14:49.051724] [INFO ] [CONFIGURE ] BEN: Testing with features: ['add_bollinger_bands', 'add_order_flow_imbalance']
[2025-11-25T08:14:49.298102] [DEBUG] [FORECASTER] BEN: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T08:14:49.550087] [DEBUG] [FORECASTER] BEN: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T08:14:49.790978] [DEBUG] [FORECASTER] BEN: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T08:14:50.031186] [DEBUG] [FORECASTER] BEN: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T08:14:50.260310] [DEBUG] [FORECASTER] BEN: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T08:14:50.487271] [DEBUG] [FORECASTER] BEN: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T08:14:50.724708] [DEBUG] [FORECASTER] BEN: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T08:14:50.962581] [DEBUG] [FORECASTER] BEN: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T08:14:51.214311] [DEBUG] [FORECASTER] BEN: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T08:14:51.479507] [DEBUG] [FORECASTER] BEN: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T08:14:51.479822] [INFO ] [CONFIGURE ] BEN: DISCARDED add_order_flow_imbalance (score: 60.00%)
[2025-11-25T08:14:51.479880] [INFO ] [CONFIGURE ] JOB ETA: 2.5h | Avg: 2.8s/test | Remaining: 3196 tests
[2025-11-25T08:14:51.479931] [INFO ] [CONFIGURE ] BEN: Testing feature 15/29: add_pbf_morning_momentum
[2025-11-25T08:14:51.479969] [INFO ] [CONFIGURE ] BEN: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum']
[2025-11-25T08:14:51.706120] [DEBUG] [FORECASTER] BEN: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T08:14:51.928781] [DEBUG] [FORECASTER] BEN: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T08:14:52.144269] [DEBUG] [FORECASTER] BEN: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T08:14:52.364715] [DEBUG] [FORECASTER] BEN: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T08:14:52.576850] [DEBUG] [FORECASTER] BEN: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T08:14:52.790333] [DEBUG] [FORECASTER] BEN: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T08:14:53.004399] [DEBUG] [FORECASTER] BEN: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T08:14:53.210762] [DEBUG] [FORECASTER] BEN: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T08:14:53.419486] [DEBUG] [FORECASTER] BEN: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T08:14:53.630439] [DEBUG] [FORECASTER] BEN: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T08:14:53.630600] [INFO ] [CONFIGURE ] BEN: DISCARDED add_pbf_morning_momentum (score: 50.00%)
[2025-11-25T08:14:53.630669] [INFO ] [CONFIGURE ] JOB ETA: 2.5h | Avg: 2.8s/test | Remaining: 3195 tests
[2025-11-25T08:14:53.630742] [INFO ] [CONFIGURE ] BEN: Testing feature 16/29: add_pbf_overnight_gap
[2025-11-25T08:14:53.630792] [INFO ] [CONFIGURE ] BEN: Testing with features: ['add_bollinger_bands', 'add_pbf_overnight_gap']
[2025-11-25T08:14:53.856894] [DEBUG] [FORECASTER] BEN: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T08:14:54.087372] [DEBUG] [FORECASTER] BEN: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T08:14:54.324600] [DEBUG] [FORECASTER] BEN: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T08:14:54.552158] [DEBUG] [FORECASTER] BEN: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T08:14:54.780486] [DEBUG] [FORECASTER] BEN: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T08:14:55.010090] [DEBUG] [FORECASTER] BEN: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T08:14:55.244103] [DEBUG] [FORECASTER] BEN: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T08:14:55.472918] [DEBUG] [FORECASTER] BEN: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T08:14:55.701941] [DEBUG] [FORECASTER] BEN: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T08:14:55.933552] [DEBUG] [FORECASTER] BEN: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T08:14:55.933780] [INFO ] [CONFIGURE ] BEN: DISCARDED add_pbf_overnight_gap (score: 70.00%)
[2025-11-25T08:14:55.933839] [INFO ] [CONFIGURE ] JOB ETA: 2.5h | Avg: 2.8s/test | Remaining: 3194 tests
[2025-11-25T08:14:55.933879] [INFO ] [CONFIGURE ] BEN: Testing feature 17/29: add_pbf_return_2d
[2025-11-25T08:14:55.933916] [INFO ] [CONFIGURE ] BEN: Testing with features: ['add_bollinger_bands', 'add_pbf_return_2d']
[2025-11-25T08:14:56.161050] [DEBUG] [FORECASTER] BEN: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T08:14:56.400049] [DEBUG] [FORECASTER] BEN: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T08:14:56.653809] [DEBUG] [FORECASTER] BEN: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T08:14:56.887500] [DEBUG] [FORECASTER] BEN: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T08:14:57.116189] [DEBUG] [FORECASTER] BEN: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T08:14:57.356803] [DEBUG] [FORECASTER] BEN: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T08:14:57.592396] [DEBUG] [FORECASTER] BEN: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T08:14:57.823847] [DEBUG] [FORECASTER] BEN: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T08:14:58.056058] [DEBUG] [FORECASTER] BEN: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T08:14:58.288751] [DEBUG] [FORECASTER] BEN: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T08:14:58.288921] [INFO ] [CONFIGURE ] BEN: DISCARDED add_pbf_return_2d (score: 40.00%)
[2025-11-25T08:14:58.288982] [INFO ] [CONFIGURE ] JOB ETA: 2.5h | Avg: 2.8s/test | Remaining: 3193 tests
[2025-11-25T08:14:58.289029] [INFO ] [CONFIGURE ] BEN: Testing feature 18/29: add_pbf_volatility_5d
[2025-11-25T08:14:58.289072] [INFO ] [CONFIGURE ] BEN: Testing with features: ['add_bollinger_bands', 'add_pbf_volatility_5d']
[2025-11-25T08:14:58.489473] [DEBUG] [FORECASTER] BEN: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T08:14:58.689456] [DEBUG] [FORECASTER] BEN: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T08:14:58.888508] [DEBUG] [FORECASTER] BEN: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T08:14:59.090552] [DEBUG] [FORECASTER] BEN: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T08:14:59.290222] [DEBUG] [FORECASTER] BEN: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T08:14:59.492990] [DEBUG] [FORECASTER] BEN: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T08:14:59.695866] [DEBUG] [FORECASTER] BEN: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T08:14:59.898563] [DEBUG] [FORECASTER] BEN: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T08:15:00.152682] [DEBUG] [FORECASTER] BEN: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T08:15:00.954870] [DEBUG] [FORECASTER] BEN: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T08:15:00.955043] [INFO ] [CONFIGURE ] BEN: DISCARDED add_pbf_volatility_5d (score: 60.00%)
[2025-11-25T08:15:00.955092] [INFO ] [CONFIGURE ] JOB ETA: 2.5h | Avg: 2.8s/test | Remaining: 3192 tests
[2025-11-25T08:15:00.955131] [INFO ] [CONFIGURE ] BEN: Testing feature 19/29: add_pbf_vs_sma_5
[2025-11-25T08:15:00.955168] [INFO ] [CONFIGURE ] BEN: Testing with features: ['add_bollinger_bands', 'add_pbf_vs_sma_5']
[2025-11-25T08:15:01.269391] [DEBUG] [FORECASTER] BEN: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T08:15:01.478066] [DEBUG] [FORECASTER] BEN: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T08:15:01.725961] [DEBUG] [FORECASTER] BEN: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T08:15:01.947362] [DEBUG] [FORECASTER] BEN: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T08:15:02.166894] [DEBUG] [FORECASTER] BEN: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T08:15:02.397140] [DEBUG] [FORECASTER] BEN: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T08:15:02.647253] [DEBUG] [FORECASTER] BEN: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T08:15:02.848877] [DEBUG] [FORECASTER] BEN: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T08:15:03.056346] [DEBUG] [FORECASTER] BEN: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T08:15:03.257967] [DEBUG] [FORECASTER] BEN: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T08:15:03.258133] [INFO ] [CONFIGURE ] BEN: DISCARDED add_pbf_vs_sma_5 (score: 50.00%)
[2025-11-25T08:15:03.258181] [INFO ] [CONFIGURE ] JOB ETA: 2.5h | Avg: 2.8s/test | Remaining: 3191 tests
[2025-11-25T08:15:03.258221] [INFO ] [CONFIGURE ] BEN: Testing feature 20/29: add_price_rejection
[2025-11-25T08:15:03.258256] [INFO ] [CONFIGURE ] BEN: Testing with features: ['add_bollinger_bands', 'add_price_rejection']
[2025-11-25T08:15:03.478070] [DEBUG] [FORECASTER] BEN: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T08:15:03.693017] [DEBUG] [FORECASTER] BEN: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T08:15:03.915185] [DEBUG] [FORECASTER] BEN: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T08:15:04.134604] [DEBUG] [FORECASTER] BEN: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T08:15:04.355732] [DEBUG] [FORECASTER] BEN: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T08:15:04.586000] [DEBUG] [FORECASTER] BEN: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T08:15:04.849047] [DEBUG] [FORECASTER] BEN: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T08:15:05.091331] [DEBUG] [FORECASTER] BEN: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T08:15:05.318174] [DEBUG] [FORECASTER] BEN: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T08:15:05.536036] [DEBUG] [FORECASTER] BEN: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T08:15:05.536211] [INFO ] [CONFIGURE ] BEN: DISCARDED add_price_rejection (score: 50.00%)
[2025-11-25T08:15:05.536260] [INFO ] [CONFIGURE ] JOB ETA: 2.5h | Avg: 2.8s/test | Remaining: 3190 tests
[2025-11-25T08:15:05.536299] [INFO ] [CONFIGURE ] BEN: Testing feature 21/29: add_range_position
[2025-11-25T08:15:05.536336] [INFO ] [CONFIGURE ] BEN: Testing with features: ['add_bollinger_bands', 'add_range_position']
[2025-11-25T08:15:05.777283] [DEBUG] [FORECASTER] BEN: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T08:15:06.020959] [DEBUG] [FORECASTER] BEN: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T08:15:06.262447] [DEBUG] [FORECASTER] BEN: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T08:15:06.516668] [DEBUG] [FORECASTER] BEN: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T08:15:06.769443] [DEBUG] [FORECASTER] BEN: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T08:15:07.018191] [DEBUG] [FORECASTER] BEN: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T08:15:07.268866] [DEBUG] [FORECASTER] BEN: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T08:15:07.518662] [DEBUG] [FORECASTER] BEN: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T08:15:07.770104] [DEBUG] [FORECASTER] BEN: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T08:15:08.025351] [DEBUG] [FORECASTER] BEN: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T08:15:08.025530] [INFO ] [CONFIGURE ] BEN: DISCARDED add_range_position (score: 40.00%)
[2025-11-25T08:15:08.025586] [INFO ] [CONFIGURE ] JOB ETA: 2.5h | Avg: 2.8s/test | Remaining: 3189 tests
[2025-11-25T08:15:08.025661] [INFO ] [CONFIGURE ] BEN: Testing feature 22/29: add_realized_volatility
[2025-11-25T08:15:08.025718] [INFO ] [CONFIGURE ] BEN: Testing with features: ['add_bollinger_bands', 'add_realized_volatility']
[2025-11-25T08:15:08.388935] [DEBUG] [FORECASTER] BEN: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T08:15:08.744431] [DEBUG] [FORECASTER] BEN: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T08:15:09.085590] [DEBUG] [FORECASTER] BEN: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T08:15:09.422176] [DEBUG] [FORECASTER] BEN: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T08:15:09.756831] [DEBUG] [FORECASTER] BEN: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T08:15:10.100179] [DEBUG] [FORECASTER] BEN: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T08:15:10.443447] [DEBUG] [FORECASTER] BEN: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T08:15:10.797672] [DEBUG] [FORECASTER] BEN: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T08:15:11.139495] [DEBUG] [FORECASTER] BEN: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T08:15:11.467697] [DEBUG] [FORECASTER] BEN: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T08:15:11.467863] [INFO ] [CONFIGURE ] BEN: DISCARDED add_realized_volatility (score: 50.00%)
[2025-11-25T08:15:11.467919] [INFO ] [CONFIGURE ] JOB ETA: 2.5h | Avg: 2.8s/test | Remaining: 3188 tests
[2025-11-25T08:15:11.467965] [INFO ] [CONFIGURE ] BEN: Testing feature 23/29: add_recent_range_context
[2025-11-25T08:15:11.468006] [INFO ] [CONFIGURE ] BEN: Testing with features: ['add_bollinger_bands', 'add_recent_range_context']
[2025-11-25T08:15:11.709624] [DEBUG] [FORECASTER] BEN: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T08:15:11.953061] [DEBUG] [FORECASTER] BEN: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T08:15:12.191029] [DEBUG] [FORECASTER] BEN: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T08:15:12.410727] [DEBUG] [FORECASTER] BEN: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T08:15:12.668363] [DEBUG] [FORECASTER] BEN: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T08:15:12.880958] [DEBUG] [FORECASTER] BEN: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T08:15:13.094685] [DEBUG] [FORECASTER] BEN: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T08:15:13.303626] [DEBUG] [FORECASTER] BEN: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T08:15:13.523218] [DEBUG] [FORECASTER] BEN: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T08:15:13.741482] [DEBUG] [FORECASTER] BEN: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T08:15:13.741696] [INFO ] [CONFIGURE ] BEN: DISCARDED add_recent_range_context (score: 70.00%)
[2025-11-25T08:15:13.741774] [INFO ] [CONFIGURE ] JOB ETA: 2.5h | Avg: 2.8s/test | Remaining: 3187 tests
[2025-11-25T08:15:13.741826] [INFO ] [CONFIGURE ] BEN: Testing feature 24/29: add_rsi
[2025-11-25T08:15:13.741874] [INFO ] [CONFIGURE ] BEN: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_rsi']
[2025-11-25T08:15:14.017733] [DEBUG] [FORECASTER] BEN: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T08:15:14.289801] [DEBUG] [FORECASTER] BEN: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T08:15:14.566355] [DEBUG] [FORECASTER] BEN: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T08:15:14.835961] [DEBUG] [FORECASTER] BEN: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T08:15:15.105706] [DEBUG] [FORECASTER] BEN: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T08:15:15.417828] [DEBUG] [FORECASTER] BEN: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T08:15:15.717709] [DEBUG] [FORECASTER] BEN: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T08:15:16.023789] [DEBUG] [FORECASTER] BEN: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T08:15:16.334376] [DEBUG] [FORECASTER] BEN: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T08:15:16.661102] [DEBUG] [FORECASTER] BEN: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T08:15:16.661313] [INFO ] [CONFIGURE ] BEN: DISCARDED add_rsi (score: 50.00%)
[2025-11-25T08:15:16.661374] [INFO ] [CONFIGURE ] JOB ETA: 2.5h | Avg: 2.8s/test | Remaining: 3186 tests
[2025-11-25T08:15:16.661427] [INFO ] [CONFIGURE ] BEN: Testing feature 25/29: add_tick_distribution
[2025-11-25T08:15:16.661483] [INFO ] [CONFIGURE ] BEN: Testing with features: ['add_bollinger_bands', 'add_tick_distribution']
[2025-11-25T08:15:16.905503] [DEBUG] [FORECASTER] BEN: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T08:15:17.153195] [DEBUG] [FORECASTER] BEN: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T08:15:17.399538] [DEBUG] [FORECASTER] BEN: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T08:15:17.650514] [DEBUG] [FORECASTER] BEN: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T08:15:17.895313] [DEBUG] [FORECASTER] BEN: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T08:15:18.170147] [DEBUG] [FORECASTER] BEN: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T08:15:18.429761] [DEBUG] [FORECASTER] BEN: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T08:15:18.681538] [DEBUG] [FORECASTER] BEN: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T08:15:18.944069] [DEBUG] [FORECASTER] BEN: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T08:15:19.198152] [DEBUG] [FORECASTER] BEN: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T08:15:19.198438] [INFO ] [CONFIGURE ] BEN: DISCARDED add_tick_distribution (score: 50.00%)
[2025-11-25T08:15:19.198500] [INFO ] [CONFIGURE ] JOB ETA: 2.4h | Avg: 2.8s/test | Remaining: 3185 tests
[2025-11-25T08:15:19.198542] [INFO ] [CONFIGURE ] BEN: Testing feature 26/29: add_volume_momentum_confirmation
[2025-11-25T08:15:19.198580] [INFO ] [CONFIGURE ] BEN: Testing with features: ['add_bollinger_bands', 'add_volume_momentum_confirmation']
[2025-11-25T08:15:19.453532] [DEBUG] [FORECASTER] BEN: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T08:15:19.726748] [DEBUG] [FORECASTER] BEN: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T08:15:19.977854] [DEBUG] [FORECASTER] BEN: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T08:15:20.240972] [DEBUG] [FORECASTER] BEN: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T08:15:20.492753] [DEBUG] [FORECASTER] BEN: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T08:15:20.746421] [DEBUG] [FORECASTER] BEN: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T08:15:21.008721] [DEBUG] [FORECASTER] BEN: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T08:15:21.258904] [DEBUG] [FORECASTER] BEN: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T08:15:21.553400] [DEBUG] [FORECASTER] BEN: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T08:15:21.797788] [DEBUG] [FORECASTER] BEN: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T08:15:21.797980] [INFO ] [CONFIGURE ] BEN: DISCARDED add_volume_momentum_confirmation (score: 60.00%)
[2025-11-25T08:15:21.798207] [INFO ] [CONFIGURE ] JOB ETA: 2.4h | Avg: 2.8s/test | Remaining: 3184 tests
[2025-11-25T08:15:21.798319] [INFO ] [CONFIGURE ] BEN: Testing feature 27/29: add_volume_price_divergence
[2025-11-25T08:15:21.798374] [INFO ] [CONFIGURE ] BEN: Testing with features: ['add_bollinger_bands', 'add_volume_price_divergence']
[2025-11-25T08:15:22.046783] [DEBUG] [FORECASTER] BEN: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T08:15:22.291844] [DEBUG] [FORECASTER] BEN: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T08:15:22.544340] [DEBUG] [FORECASTER] BEN: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T08:15:22.790940] [DEBUG] [FORECASTER] BEN: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T08:15:23.040752] [DEBUG] [FORECASTER] BEN: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T08:15:23.286095] [DEBUG] [FORECASTER] BEN: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T08:15:23.534981] [DEBUG] [FORECASTER] BEN: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T08:15:23.789148] [DEBUG] [FORECASTER] BEN: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T08:15:24.048445] [DEBUG] [FORECASTER] BEN: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T08:15:24.282475] [DEBUG] [FORECASTER] BEN: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T08:15:24.282687] [INFO ] [CONFIGURE ] BEN: DISCARDED add_volume_price_divergence (score: 40.00%)
[2025-11-25T08:15:24.282748] [INFO ] [CONFIGURE ] JOB ETA: 2.4h | Avg: 2.8s/test | Remaining: 3183 tests
[2025-11-25T08:15:24.282797] [INFO ] [CONFIGURE ] BEN: Testing feature 28/29: add_volume_profile
[2025-11-25T08:15:24.282840] [INFO ] [CONFIGURE ] BEN: Testing with features: ['add_bollinger_bands', 'add_volume_profile']
[2025-11-25T08:15:24.526977] [DEBUG] [FORECASTER] BEN: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T08:15:24.778618] [DEBUG] [FORECASTER] BEN: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T08:15:25.023927] [DEBUG] [FORECASTER] BEN: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T08:15:25.253874] [DEBUG] [FORECASTER] BEN: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T08:15:25.482298] [DEBUG] [FORECASTER] BEN: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T08:15:25.709059] [DEBUG] [FORECASTER] BEN: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T08:15:25.932705] [DEBUG] [FORECASTER] BEN: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T08:15:26.168429] [DEBUG] [FORECASTER] BEN: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T08:15:26.414769] [DEBUG] [FORECASTER] BEN: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T08:15:26.683845] [DEBUG] [FORECASTER] BEN: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T08:15:26.684163] [INFO ] [CONFIGURE ] BEN: DISCARDED add_volume_profile (score: 30.00%)
[2025-11-25T08:15:26.684292] [INFO ] [CONFIGURE ] JOB ETA: 2.4h | Avg: 2.8s/test | Remaining: 3182 tests
[2025-11-25T08:15:26.684408] [INFO ] [CONFIGURE ] BEN: Testing feature 29/29: add_vwap
[2025-11-25T08:15:26.684535] [INFO ] [CONFIGURE ] BEN: Testing with features: ['add_bollinger_bands', 'add_vwap']
[2025-11-25T08:15:26.951472] [DEBUG] [FORECASTER] BEN: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T08:15:27.217482] [DEBUG] [FORECASTER] BEN: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T08:15:27.482068] [DEBUG] [FORECASTER] BEN: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T08:15:27.756406] [DEBUG] [FORECASTER] BEN: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T08:15:28.013800] [DEBUG] [FORECASTER] BEN: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T08:15:28.275384] [DEBUG] [FORECASTER] BEN: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T08:15:28.547772] [DEBUG] [FORECASTER] BEN: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T08:15:28.818753] [DEBUG] [FORECASTER] BEN: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T08:15:29.094123] [DEBUG] [FORECASTER] BEN: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T08:15:29.364517] [DEBUG] [FORECASTER] BEN: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T08:15:29.364731] [INFO ] [CONFIGURE ] BEN: DISCARDED add_vwap (score: 40.00%)
[2025-11-25T08:15:29.364792] [INFO ] [CONFIGURE ] JOB ETA: 2.4h | Avg: 2.8s/test | Remaining: 3181 tests
[2025-11-25T08:15:29.364863] [INFO ] [CONFIGURE ] BEN: ===== FEATURE SELECTION COMPLETE =====
[2025-11-25T08:15:29.364910] [INFO ] [CONFIGURE ] BEN: Best accuracy: 80.00%
[2025-11-25T08:15:29.364967] [INFO ] [CONFIGURE ] BEN: Best feature set (1 features): ['add_bollinger_bands']
[2025-11-25T08:15:29.365015] [INFO ] [CONFIGURE ] BEN: Improvement over baseline: 20.00%
[2025-11-25T08:15:29.365069] [INFO ] [CONFIGURE ] BEN: Total time: 1.2 minutes
[2025-11-25T08:15:29.365128] [INFO ] [CONFIGURE ] BEN: Average time per feature: 2.5 seconds
[2025-11-25T08:15:29.365197] [INFO ] [CONFIGURE ] BEN: Average speed: 0.40 features/sec
[2025-11-25T08:15:29.365876] [INFO ] [LOCAL     ] Saved configuration for BEN: 1 features, 80.00% accuracy -> ./output/feature-sets/BEN.json
[2025-11-25T08:15:29.365958] [INFO ] [CONFIGURE ] BEN: Configuration saved successfully: 1 features, 80.00% accuracy.
[2025-11-25T08:15:29.366032] [INFO ] [sig       ] [55/164] Successfully configured BEN | 0.01 sym/s | Total: 1.2h | ETA: 2.5h
[2025-11-25T08:15:29.366092] [INFO ] [sig       ] [56/164] Configuring BFS...
[2025-11-25T08:15:29.366163] [INFO ] [CONFIGURE ] BFS: Configurate test run.
[2025-11-25T08:15:29.366243] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BFS' from 'https://tdm.silogroup.org/data/derivative_storage/BFS.csv'.
[2025-11-25T08:15:29.379617] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'BFS'.
[2025-11-25T08:15:29.380067] [INFO ] [CONFIGURE ] BFS: Testing with 29 available features
[2025-11-25T08:15:29.380152] [INFO ] [CONFIGURE ] BFS: Establishing baseline with no features...
[2025-11-25T08:15:29.580136] [DEBUG] [FORECASTER] BFS: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T08:15:29.772391] [DEBUG] [FORECASTER] BFS: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0
[2025-11-25T08:15:29.961381] [DEBUG] [FORECASTER] BFS: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T08:15:30.156131] [DEBUG] [FORECASTER] BFS: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T08:15:30.342813] [DEBUG] [FORECASTER] BFS: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T08:15:30.527284] [DEBUG] [FORECASTER] BFS: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T08:15:30.712516] [DEBUG] [FORECASTER] BFS: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T08:15:30.900491] [DEBUG] [FORECASTER] BFS: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T08:15:31.084379] [DEBUG] [FORECASTER] BFS: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-25T08:15:31.279438] [DEBUG] [FORECASTER] BFS: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-11-25T08:15:31.279601] [INFO ] [CONFIGURE ] BFS: Baseline score (no features): 60.00%
[2025-11-25T08:15:31.279669] [INFO ] [CONFIGURE ] BFS: Testing feature 1/29: add_bollinger_bands
[2025-11-25T08:15:31.279736] [INFO ] [CONFIGURE ] BFS: Testing with features: ['add_bollinger_bands']
[2025-11-25T08:15:31.506618] [DEBUG] [FORECASTER] BFS: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T08:15:31.737939] [DEBUG] [FORECASTER] BFS: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0
[2025-11-25T08:15:31.984939] [DEBUG] [FORECASTER] BFS: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T08:15:32.228626] [DEBUG] [FORECASTER] BFS: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T08:15:32.456447] [DEBUG] [FORECASTER] BFS: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T08:15:32.693458] [DEBUG] [FORECASTER] BFS: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T08:15:32.940618] [DEBUG] [FORECASTER] BFS: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T08:15:33.177307] [DEBUG] [FORECASTER] BFS: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T08:15:33.406695] [DEBUG] [FORECASTER] BFS: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T08:15:33.651300] [DEBUG] [FORECASTER] BFS: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-25T08:15:33.651678] [INFO ] [CONFIGURE ] BFS: KEPT add_bollinger_bands (score: 80.00%)
[2025-11-25T08:15:33.651803] [INFO ] [CONFIGURE ] JOB ETA: 2.4h | Avg: 2.8s/test | Remaining: 3180 tests
[2025-11-25T08:15:33.651916] [INFO ] [CONFIGURE ] BFS: Testing feature 2/29: add_cumulative_delta
[2025-11-25T08:15:33.652023] [INFO ] [CONFIGURE ] BFS: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta']
[2025-11-25T08:15:33.919531] [DEBUG] [FORECASTER] BFS: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T08:15:34.185182] [DEBUG] [FORECASTER] BFS: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0
[2025-11-25T08:15:34.452403] [DEBUG] [FORECASTER] BFS: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T08:15:34.714278] [DEBUG] [FORECASTER] BFS: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T08:15:34.976167] [DEBUG] [FORECASTER] BFS: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T08:15:35.236932] [DEBUG] [FORECASTER] BFS: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T08:15:35.566383] [DEBUG] [FORECASTER] BFS: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T08:15:35.907178] [DEBUG] [FORECASTER] BFS: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T08:15:36.198481] [DEBUG] [FORECASTER] BFS: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-25T08:15:36.480518] [DEBUG] [FORECASTER] BFS: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-25T08:15:36.480740] [INFO ] [CONFIGURE ] BFS: DISCARDED add_cumulative_delta (score: 50.00%)
[2025-11-25T08:15:36.480798] [INFO ] [CONFIGURE ] JOB ETA: 2.4h | Avg: 2.8s/test | Remaining: 3179 tests
[2025-11-25T08:15:36.480855] [INFO ] [CONFIGURE ] BFS: Testing feature 3/29: add_daily_returns
[2025-11-25T08:15:36.480905] [INFO ] [CONFIGURE ] BFS: Testing with features: ['add_bollinger_bands', 'add_daily_returns']
[2025-11-25T08:15:36.699280] [DEBUG] [FORECASTER] BFS: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T08:15:36.919109] [DEBUG] [FORECASTER] BFS: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0
[2025-11-25T08:15:37.133532] [DEBUG] [FORECASTER] BFS: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T08:15:37.350546] [DEBUG] [FORECASTER] BFS: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T08:15:37.571160] [DEBUG] [FORECASTER] BFS: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T08:15:37.786664] [DEBUG] [FORECASTER] BFS: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T08:15:38.003669] [DEBUG] [FORECASTER] BFS: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T08:15:38.221305] [DEBUG] [FORECASTER] BFS: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T08:15:38.457122] [DEBUG] [FORECASTER] BFS: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-25T08:15:38.689811] [DEBUG] [FORECASTER] BFS: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-25T08:15:38.690115] [INFO ] [CONFIGURE ] BFS: DISCARDED add_daily_returns (score: 70.00%)
[2025-11-25T08:15:38.690233] [INFO ] [CONFIGURE ] JOB ETA: 2.4h | Avg: 2.8s/test | Remaining: 3178 tests
[2025-11-25T08:15:38.690340] [INFO ] [CONFIGURE ] BFS: Testing feature 4/29: add_ema
[2025-11-25T08:15:38.690444] [INFO ] [CONFIGURE ] BFS: Testing with features: ['add_bollinger_bands', 'add_ema']
[2025-11-25T08:15:38.958945] [DEBUG] [FORECASTER] BFS: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T08:15:39.235170] [DEBUG] [FORECASTER] BFS: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0
[2025-11-25T08:15:39.506223] [DEBUG] [FORECASTER] BFS: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T08:15:39.770139] [DEBUG] [FORECASTER] BFS: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T08:15:40.044670] [DEBUG] [FORECASTER] BFS: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T08:15:40.315337] [DEBUG] [FORECASTER] BFS: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T08:15:40.588413] [DEBUG] [FORECASTER] BFS: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T08:15:40.833912] [DEBUG] [FORECASTER] BFS: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T08:15:41.084317] [DEBUG] [FORECASTER] BFS: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-25T08:15:41.335615] [DEBUG] [FORECASTER] BFS: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-25T08:15:41.335818] [INFO ] [CONFIGURE ] BFS: DISCARDED add_ema (score: 80.00%)
[2025-11-25T08:15:41.335869] [INFO ] [CONFIGURE ] JOB ETA: 2.4h | Avg: 2.8s/test | Remaining: 3177 tests
[2025-11-25T08:15:41.335909] [INFO ] [CONFIGURE ] BFS: Testing feature 5/29: add_exhaustion_signals
[2025-11-25T08:15:41.335945] [INFO ] [CONFIGURE ] BFS: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals']
[2025-11-25T08:15:41.587770] [DEBUG] [FORECASTER] BFS: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T08:15:41.843333] [DEBUG] [FORECASTER] BFS: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0
[2025-11-25T08:15:42.095071] [DEBUG] [FORECASTER] BFS: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T08:15:42.342549] [DEBUG] [FORECASTER] BFS: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T08:15:42.589567] [DEBUG] [FORECASTER] BFS: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-25T08:15:42.837891] [DEBUG] [FORECASTER] BFS: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T08:15:43.088547] [DEBUG] [FORECASTER] BFS: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T08:15:43.336699] [DEBUG] [FORECASTER] BFS: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T08:15:43.592201] [DEBUG] [FORECASTER] BFS: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-25T08:15:43.846800] [DEBUG] [FORECASTER] BFS: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-11-25T08:15:43.846973] [INFO ] [CONFIGURE ] BFS: DISCARDED add_exhaustion_signals (score: 40.00%)
[2025-11-25T08:15:43.847030] [INFO ] [CONFIGURE ] JOB ETA: 2.4h | Avg: 2.8s/test | Remaining: 3176 tests
[2025-11-25T08:15:43.847092] [INFO ] [CONFIGURE ] BFS: Testing feature 6/29: add_failed_moves
[2025-11-25T08:15:43.847154] [INFO ] [CONFIGURE ] BFS: Testing with features: ['add_bollinger_bands', 'add_failed_moves']
[2025-11-25T08:15:44.057604] [DEBUG] [FORECASTER] BFS: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T08:15:44.270176] [DEBUG] [FORECASTER] BFS: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0
[2025-11-25T08:15:44.482819] [DEBUG] [FORECASTER] BFS: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T08:15:44.694666] [DEBUG] [FORECASTER] BFS: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T08:15:44.907484] [DEBUG] [FORECASTER] BFS: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T08:15:45.124466] [DEBUG] [FORECASTER] BFS: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T08:15:45.338710] [DEBUG] [FORECASTER] BFS: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T08:15:45.552338] [DEBUG] [FORECASTER] BFS: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T08:15:45.766559] [DEBUG] [FORECASTER] BFS: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-25T08:15:45.982913] [DEBUG] [FORECASTER] BFS: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-25T08:15:45.983076] [INFO ] [CONFIGURE ] BFS: DISCARDED add_failed_moves (score: 80.00%)
[2025-11-25T08:15:45.983127] [INFO ] [CONFIGURE ] JOB ETA: 2.4h | Avg: 2.8s/test | Remaining: 3175 tests
[2025-11-25T08:15:45.983166] [INFO ] [CONFIGURE ] BFS: Testing feature 7/29: add_lag_shelf
[2025-11-25T08:15:45.983203] [INFO ] [CONFIGURE ] BFS: Testing with features: ['add_bollinger_bands', 'add_lag_shelf']
[2025-11-25T08:15:46.184749] [DEBUG] [FORECASTER] BFS: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T08:15:46.387827] [DEBUG] [FORECASTER] BFS: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0
[2025-11-25T08:15:46.589417] [DEBUG] [FORECASTER] BFS: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T08:15:46.797119] [DEBUG] [FORECASTER] BFS: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T08:15:47.002935] [DEBUG] [FORECASTER] BFS: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T08:15:47.209732] [DEBUG] [FORECASTER] BFS: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T08:15:47.414754] [DEBUG] [FORECASTER] BFS: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T08:15:47.616626] [DEBUG] [FORECASTER] BFS: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T08:15:47.821082] [DEBUG] [FORECASTER] BFS: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-25T08:15:48.023053] [DEBUG] [FORECASTER] BFS: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-11-25T08:15:48.023201] [INFO ] [CONFIGURE ] BFS: DISCARDED add_lag_shelf (score: 60.00%)
[2025-11-25T08:15:48.023249] [INFO ] [CONFIGURE ] JOB ETA: 2.4h | Avg: 2.8s/test | Remaining: 3174 tests
[2025-11-25T08:15:48.023288] [INFO ] [CONFIGURE ] BFS: Testing feature 8/29: add_macd
[2025-11-25T08:15:48.023324] [INFO ] [CONFIGURE ] BFS: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd']
[2025-11-25T08:15:48.312316] [DEBUG] [FORECASTER] BFS: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T08:15:48.602415] [DEBUG] [FORECASTER] BFS: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0
[2025-11-25T08:15:48.905063] [DEBUG] [FORECASTER] BFS: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T08:15:49.200076] [DEBUG] [FORECASTER] BFS: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T08:15:49.493874] [DEBUG] [FORECASTER] BFS: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T08:15:49.785497] [DEBUG] [FORECASTER] BFS: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T08:15:50.080124] [DEBUG] [FORECASTER] BFS: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T08:15:50.377859] [DEBUG] [FORECASTER] BFS: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T08:15:50.698149] [DEBUG] [FORECASTER] BFS: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-25T08:15:50.996407] [DEBUG] [FORECASTER] BFS: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-25T08:15:50.996616] [INFO ] [CONFIGURE ] BFS: DISCARDED add_macd (score: 60.00%)
[2025-11-25T08:15:50.996696] [INFO ] [CONFIGURE ] JOB ETA: 2.4h | Avg: 2.8s/test | Remaining: 3173 tests
[2025-11-25T08:15:50.996746] [INFO ] [CONFIGURE ] BFS: Testing feature 9/29: add_mfi
[2025-11-25T08:15:50.996790] [INFO ] [CONFIGURE ] BFS: Testing with features: ['add_bollinger_bands', 'add_mfi']
[2025-11-25T08:15:51.202889] [DEBUG] [FORECASTER] BFS: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T08:15:51.409498] [DEBUG] [FORECASTER] BFS: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0
[2025-11-25T08:15:51.637334] [DEBUG] [FORECASTER] BFS: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T08:15:51.878198] [DEBUG] [FORECASTER] BFS: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T08:15:52.088585] [DEBUG] [FORECASTER] BFS: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T08:15:52.296827] [DEBUG] [FORECASTER] BFS: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T08:15:52.508047] [DEBUG] [FORECASTER] BFS: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T08:15:52.721267] [DEBUG] [FORECASTER] BFS: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T08:15:52.945454] [DEBUG] [FORECASTER] BFS: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-25T08:15:53.175956] [DEBUG] [FORECASTER] BFS: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-11-25T08:15:53.176179] [INFO ] [CONFIGURE ] BFS: DISCARDED add_mfi (score: 70.00%)
[2025-11-25T08:15:53.176241] [INFO ] [CONFIGURE ] JOB ETA: 2.4h | Avg: 2.8s/test | Remaining: 3172 tests
[2025-11-25T08:15:53.176292] [INFO ] [CONFIGURE ] BFS: Testing feature 10/29: add_momentum_acceleration
[2025-11-25T08:15:53.176339] [INFO ] [CONFIGURE ] BFS: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-11-25T08:15:53.486130] [DEBUG] [FORECASTER] BFS: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T08:15:53.795058] [DEBUG] [FORECASTER] BFS: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0
[2025-11-25T08:15:54.099300] [DEBUG] [FORECASTER] BFS: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T08:15:54.406875] [DEBUG] [FORECASTER] BFS: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T08:15:54.716864] [DEBUG] [FORECASTER] BFS: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T08:15:55.034968] [DEBUG] [FORECASTER] BFS: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T08:15:55.342526] [DEBUG] [FORECASTER] BFS: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T08:15:55.660881] [DEBUG] [FORECASTER] BFS: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T08:15:55.963253] [DEBUG] [FORECASTER] BFS: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-25T08:15:56.268682] [DEBUG] [FORECASTER] BFS: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-25T08:15:56.268913] [INFO ] [CONFIGURE ] BFS: DISCARDED add_momentum_acceleration (score: 70.00%)
[2025-11-25T08:15:56.268974] [INFO ] [CONFIGURE ] JOB ETA: 2.4h | Avg: 2.8s/test | Remaining: 3171 tests
[2025-11-25T08:15:56.269023] [INFO ] [CONFIGURE ] BFS: Testing feature 11/29: add_obv_daily
[2025-11-25T08:15:56.269067] [INFO ] [CONFIGURE ] BFS: Testing with features: ['add_bollinger_bands', 'add_obv_daily']
[2025-11-25T08:15:56.494689] [DEBUG] [FORECASTER] BFS: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T08:15:56.716889] [DEBUG] [FORECASTER] BFS: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0
[2025-11-25T08:15:56.949484] [DEBUG] [FORECASTER] BFS: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T08:15:57.199759] [DEBUG] [FORECASTER] BFS: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T08:15:57.427689] [DEBUG] [FORECASTER] BFS: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T08:15:57.696401] [DEBUG] [FORECASTER] BFS: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T08:15:57.922789] [DEBUG] [FORECASTER] BFS: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T08:15:58.145423] [DEBUG] [FORECASTER] BFS: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T08:15:58.380986] [DEBUG] [FORECASTER] BFS: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-25T08:15:58.610162] [DEBUG] [FORECASTER] BFS: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-11-25T08:15:58.610366] [INFO ] [CONFIGURE ] BFS: DISCARDED add_obv_daily (score: 50.00%)
[2025-11-25T08:15:58.610422] [INFO ] [CONFIGURE ] JOB ETA: 2.4h | Avg: 2.8s/test | Remaining: 3170 tests
[2025-11-25T08:15:58.610463] [INFO ] [CONFIGURE ] BFS: Testing feature 12/29: add_obv_interval
[2025-11-25T08:15:58.610502] [INFO ] [CONFIGURE ] BFS: Testing with features: ['add_bollinger_bands', 'add_obv_interval']
[2025-11-25T08:15:58.827052] [DEBUG] [FORECASTER] BFS: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T08:15:59.057032] [DEBUG] [FORECASTER] BFS: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0
[2025-11-25T08:15:59.279281] [DEBUG] [FORECASTER] BFS: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T08:15:59.509621] [DEBUG] [FORECASTER] BFS: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T08:15:59.744491] [DEBUG] [FORECASTER] BFS: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T08:15:59.968112] [DEBUG] [FORECASTER] BFS: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T08:16:00.271907] [DEBUG] [FORECASTER] BFS: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T08:16:01.072720] [DEBUG] [FORECASTER] BFS: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T08:16:01.306926] [DEBUG] [FORECASTER] BFS: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-25T08:16:01.530008] [DEBUG] [FORECASTER] BFS: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-25T08:16:01.530223] [INFO ] [CONFIGURE ] BFS: DISCARDED add_obv_interval (score: 50.00%)
[2025-11-25T08:16:01.530274] [INFO ] [CONFIGURE ] JOB ETA: 2.4h | Avg: 2.8s/test | Remaining: 3169 tests
[2025-11-25T08:16:01.530315] [INFO ] [CONFIGURE ] BFS: Testing feature 13/29: add_opening_strength
[2025-11-25T08:16:01.530352] [INFO ] [CONFIGURE ] BFS: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_opening_strength']
[2025-11-25T08:16:01.778268] [DEBUG] [FORECASTER] BFS: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T08:16:02.063274] [DEBUG] [FORECASTER] BFS: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T08:16:02.337725] [DEBUG] [FORECASTER] BFS: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T08:16:02.587441] [DEBUG] [FORECASTER] BFS: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T08:16:02.825127] [DEBUG] [FORECASTER] BFS: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T08:16:03.065088] [DEBUG] [FORECASTER] BFS: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T08:16:03.300135] [DEBUG] [FORECASTER] BFS: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T08:16:03.534456] [DEBUG] [FORECASTER] BFS: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T08:16:03.766009] [DEBUG] [FORECASTER] BFS: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-25T08:16:04.002715] [DEBUG] [FORECASTER] BFS: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-25T08:16:04.002946] [INFO ] [CONFIGURE ] BFS: DISCARDED add_opening_strength (score: 80.00%)
[2025-11-25T08:16:04.003009] [INFO ] [CONFIGURE ] JOB ETA: 2.4h | Avg: 2.8s/test | Remaining: 3168 tests
[2025-11-25T08:16:04.003059] [INFO ] [CONFIGURE ] BFS: Testing feature 14/29: add_order_flow_imbalance
[2025-11-25T08:16:04.003104] [INFO ] [CONFIGURE ] BFS: Testing with features: ['add_bollinger_bands', 'add_order_flow_imbalance']
[2025-11-25T08:16:04.234300] [DEBUG] [FORECASTER] BFS: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T08:16:04.481271] [DEBUG] [FORECASTER] BFS: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0
[2025-11-25T08:16:04.722025] [DEBUG] [FORECASTER] BFS: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T08:16:04.960298] [DEBUG] [FORECASTER] BFS: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T08:16:05.204396] [DEBUG] [FORECASTER] BFS: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T08:16:05.441201] [DEBUG] [FORECASTER] BFS: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T08:16:05.688754] [DEBUG] [FORECASTER] BFS: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T08:16:05.946195] [DEBUG] [FORECASTER] BFS: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T08:16:06.202204] [DEBUG] [FORECASTER] BFS: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-25T08:16:06.467810] [DEBUG] [FORECASTER] BFS: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-11-25T08:16:06.467984] [INFO ] [CONFIGURE ] BFS: DISCARDED add_order_flow_imbalance (score: 50.00%)
[2025-11-25T08:16:06.468042] [INFO ] [CONFIGURE ] JOB ETA: 2.4h | Avg: 2.8s/test | Remaining: 3167 tests
[2025-11-25T08:16:06.468091] [INFO ] [CONFIGURE ] BFS: Testing feature 15/29: add_pbf_morning_momentum
[2025-11-25T08:16:06.468136] [INFO ] [CONFIGURE ] BFS: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum']
[2025-11-25T08:16:06.703081] [DEBUG] [FORECASTER] BFS: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T08:16:06.934715] [DEBUG] [FORECASTER] BFS: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0
[2025-11-25T08:16:07.155188] [DEBUG] [FORECASTER] BFS: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T08:16:07.389148] [DEBUG] [FORECASTER] BFS: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T08:16:07.619947] [DEBUG] [FORECASTER] BFS: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T08:16:07.844350] [DEBUG] [FORECASTER] BFS: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T08:16:08.069431] [DEBUG] [FORECASTER] BFS: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T08:16:08.289052] [DEBUG] [FORECASTER] BFS: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T08:16:08.513286] [DEBUG] [FORECASTER] BFS: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-25T08:16:08.739519] [DEBUG] [FORECASTER] BFS: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-11-25T08:16:08.739895] [INFO ] [CONFIGURE ] BFS: DISCARDED add_pbf_morning_momentum (score: 70.00%)
[2025-11-25T08:16:08.740018] [INFO ] [CONFIGURE ] JOB ETA: 2.4h | Avg: 2.8s/test | Remaining: 3166 tests
[2025-11-25T08:16:08.740128] [INFO ] [CONFIGURE ] BFS: Testing feature 16/29: add_pbf_overnight_gap
[2025-11-25T08:16:08.740233] [INFO ] [CONFIGURE ] BFS: Testing with features: ['add_bollinger_bands', 'add_pbf_overnight_gap']
[2025-11-25T08:16:08.983423] [DEBUG] [FORECASTER] BFS: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T08:16:09.232693] [DEBUG] [FORECASTER] BFS: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0
[2025-11-25T08:16:09.471718] [DEBUG] [FORECASTER] BFS: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T08:16:09.713962] [DEBUG] [FORECASTER] BFS: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T08:16:09.960024] [DEBUG] [FORECASTER] BFS: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T08:16:10.209345] [DEBUG] [FORECASTER] BFS: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T08:16:10.449138] [DEBUG] [FORECASTER] BFS: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T08:16:10.690793] [DEBUG] [FORECASTER] BFS: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T08:16:10.930714] [DEBUG] [FORECASTER] BFS: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-25T08:16:11.170501] [DEBUG] [FORECASTER] BFS: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-11-25T08:16:11.170697] [INFO ] [CONFIGURE ] BFS: DISCARDED add_pbf_overnight_gap (score: 60.00%)
[2025-11-25T08:16:11.170775] [INFO ] [CONFIGURE ] JOB ETA: 2.4h | Avg: 2.8s/test | Remaining: 3165 tests
[2025-11-25T08:16:11.170826] [INFO ] [CONFIGURE ] BFS: Testing feature 17/29: add_pbf_return_2d
[2025-11-25T08:16:11.170875] [INFO ] [CONFIGURE ] BFS: Testing with features: ['add_bollinger_bands', 'add_pbf_return_2d']
[2025-11-25T08:16:11.406057] [DEBUG] [FORECASTER] BFS: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T08:16:11.650981] [DEBUG] [FORECASTER] BFS: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0
[2025-11-25T08:16:11.901633] [DEBUG] [FORECASTER] BFS: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T08:16:12.161176] [DEBUG] [FORECASTER] BFS: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T08:16:12.399671] [DEBUG] [FORECASTER] BFS: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T08:16:12.645555] [DEBUG] [FORECASTER] BFS: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T08:16:12.869143] [DEBUG] [FORECASTER] BFS: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T08:16:13.097017] [DEBUG] [FORECASTER] BFS: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T08:16:13.347683] [DEBUG] [FORECASTER] BFS: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-25T08:16:13.582572] [DEBUG] [FORECASTER] BFS: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-25T08:16:13.582797] [INFO ] [CONFIGURE ] BFS: DISCARDED add_pbf_return_2d (score: 60.00%)
[2025-11-25T08:16:13.582886] [INFO ] [CONFIGURE ] JOB ETA: 2.4h | Avg: 2.8s/test | Remaining: 3164 tests
[2025-11-25T08:16:13.582948] [INFO ] [CONFIGURE ] BFS: Testing feature 18/29: add_pbf_volatility_5d
[2025-11-25T08:16:13.583003] [INFO ] [CONFIGURE ] BFS: Testing with features: ['add_bollinger_bands', 'add_pbf_volatility_5d']
[2025-11-25T08:16:13.788595] [DEBUG] [FORECASTER] BFS: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T08:16:13.998901] [DEBUG] [FORECASTER] BFS: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0
[2025-11-25T08:16:14.227329] [DEBUG] [FORECASTER] BFS: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T08:16:14.452826] [DEBUG] [FORECASTER] BFS: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T08:16:14.678870] [DEBUG] [FORECASTER] BFS: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T08:16:14.895507] [DEBUG] [FORECASTER] BFS: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T08:16:15.095170] [DEBUG] [FORECASTER] BFS: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T08:16:15.295255] [DEBUG] [FORECASTER] BFS: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T08:16:15.493764] [DEBUG] [FORECASTER] BFS: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-25T08:16:15.698795] [DEBUG] [FORECASTER] BFS: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-25T08:16:15.698957] [INFO ] [CONFIGURE ] BFS: DISCARDED add_pbf_volatility_5d (score: 80.00%)
[2025-11-25T08:16:15.699006] [INFO ] [CONFIGURE ] JOB ETA: 2.4h | Avg: 2.8s/test | Remaining: 3163 tests
[2025-11-25T08:16:15.699044] [INFO ] [CONFIGURE ] BFS: Testing feature 19/29: add_pbf_vs_sma_5
[2025-11-25T08:16:15.699122] [INFO ] [CONFIGURE ] BFS: Testing with features: ['add_bollinger_bands', 'add_pbf_vs_sma_5']
[2025-11-25T08:16:15.898379] [DEBUG] [FORECASTER] BFS: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T08:16:16.102141] [DEBUG] [FORECASTER] BFS: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0
[2025-11-25T08:16:16.306472] [DEBUG] [FORECASTER] BFS: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T08:16:16.508271] [DEBUG] [FORECASTER] BFS: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T08:16:16.709972] [DEBUG] [FORECASTER] BFS: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T08:16:16.921780] [DEBUG] [FORECASTER] BFS: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T08:16:17.131456] [DEBUG] [FORECASTER] BFS: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T08:16:17.340195] [DEBUG] [FORECASTER] BFS: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T08:16:17.575668] [DEBUG] [FORECASTER] BFS: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-25T08:16:17.789310] [DEBUG] [FORECASTER] BFS: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-11-25T08:16:17.789478] [INFO ] [CONFIGURE ] BFS: DISCARDED add_pbf_vs_sma_5 (score: 60.00%)
[2025-11-25T08:16:17.789528] [INFO ] [CONFIGURE ] JOB ETA: 2.4h | Avg: 2.8s/test | Remaining: 3162 tests
[2025-11-25T08:16:17.789569] [INFO ] [CONFIGURE ] BFS: Testing feature 20/29: add_price_rejection
[2025-11-25T08:16:17.789607] [INFO ] [CONFIGURE ] BFS: Testing with features: ['add_bollinger_bands', 'add_price_rejection']
[2025-11-25T08:16:18.016516] [DEBUG] [FORECASTER] BFS: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T08:16:18.237176] [DEBUG] [FORECASTER] BFS: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0
[2025-11-25T08:16:18.466379] [DEBUG] [FORECASTER] BFS: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T08:16:18.696996] [DEBUG] [FORECASTER] BFS: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T08:16:18.919380] [DEBUG] [FORECASTER] BFS: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T08:16:19.142627] [DEBUG] [FORECASTER] BFS: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T08:16:19.363819] [DEBUG] [FORECASTER] BFS: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T08:16:19.586880] [DEBUG] [FORECASTER] BFS: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T08:16:19.809223] [DEBUG] [FORECASTER] BFS: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-25T08:16:20.031241] [DEBUG] [FORECASTER] BFS: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-11-25T08:16:20.031430] [INFO ] [CONFIGURE ] BFS: DISCARDED add_price_rejection (score: 60.00%)
[2025-11-25T08:16:20.031491] [INFO ] [CONFIGURE ] JOB ETA: 2.4h | Avg: 2.8s/test | Remaining: 3161 tests
[2025-11-25T08:16:20.031540] [INFO ] [CONFIGURE ] BFS: Testing feature 21/29: add_range_position
[2025-11-25T08:16:20.031585] [INFO ] [CONFIGURE ] BFS: Testing with features: ['add_bollinger_bands', 'add_range_position']
[2025-11-25T08:16:20.275708] [DEBUG] [FORECASTER] BFS: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T08:16:20.513426] [DEBUG] [FORECASTER] BFS: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0
[2025-11-25T08:16:20.754709] [DEBUG] [FORECASTER] BFS: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T08:16:20.997809] [DEBUG] [FORECASTER] BFS: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T08:16:21.245847] [DEBUG] [FORECASTER] BFS: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-25T08:16:21.487973] [DEBUG] [FORECASTER] BFS: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T08:16:21.733977] [DEBUG] [FORECASTER] BFS: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T08:16:21.990661] [DEBUG] [FORECASTER] BFS: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T08:16:22.241452] [DEBUG] [FORECASTER] BFS: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-25T08:16:22.486755] [DEBUG] [FORECASTER] BFS: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-25T08:16:22.486930] [INFO ] [CONFIGURE ] BFS: DISCARDED add_range_position (score: 60.00%)
[2025-11-25T08:16:22.486988] [INFO ] [CONFIGURE ] JOB ETA: 2.4h | Avg: 2.8s/test | Remaining: 3160 tests
[2025-11-25T08:16:22.487036] [INFO ] [CONFIGURE ] BFS: Testing feature 22/29: add_realized_volatility
[2025-11-25T08:16:22.487089] [INFO ] [CONFIGURE ] BFS: Testing with features: ['add_bollinger_bands', 'add_realized_volatility']
[2025-11-25T08:16:22.817704] [DEBUG] [FORECASTER] BFS: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T08:16:23.159173] [DEBUG] [FORECASTER] BFS: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0
[2025-11-25T08:16:23.489886] [DEBUG] [FORECASTER] BFS: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T08:16:23.850154] [DEBUG] [FORECASTER] BFS: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T08:16:24.237541] [DEBUG] [FORECASTER] BFS: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T08:16:24.579391] [DEBUG] [FORECASTER] BFS: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T08:16:24.911855] [DEBUG] [FORECASTER] BFS: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T08:16:25.240017] [DEBUG] [FORECASTER] BFS: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T08:16:25.572794] [DEBUG] [FORECASTER] BFS: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-25T08:16:25.959147] [DEBUG] [FORECASTER] BFS: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-25T08:16:25.959425] [INFO ] [CONFIGURE ] BFS: DISCARDED add_realized_volatility (score: 70.00%)
[2025-11-25T08:16:25.959503] [INFO ] [CONFIGURE ] JOB ETA: 2.4h | Avg: 2.8s/test | Remaining: 3159 tests
[2025-11-25T08:16:25.959568] [INFO ] [CONFIGURE ] BFS: Testing feature 23/29: add_recent_range_context
[2025-11-25T08:16:25.959625] [INFO ] [CONFIGURE ] BFS: Testing with features: ['add_bollinger_bands', 'add_recent_range_context']
[2025-11-25T08:16:26.233874] [DEBUG] [FORECASTER] BFS: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T08:16:26.461439] [DEBUG] [FORECASTER] BFS: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0
[2025-11-25T08:16:26.692523] [DEBUG] [FORECASTER] BFS: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T08:16:26.938003] [DEBUG] [FORECASTER] BFS: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T08:16:27.167544] [DEBUG] [FORECASTER] BFS: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T08:16:27.399486] [DEBUG] [FORECASTER] BFS: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T08:16:27.635172] [DEBUG] [FORECASTER] BFS: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T08:16:27.863061] [DEBUG] [FORECASTER] BFS: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T08:16:28.101608] [DEBUG] [FORECASTER] BFS: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-25T08:16:28.369503] [DEBUG] [FORECASTER] BFS: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-11-25T08:16:28.369748] [INFO ] [CONFIGURE ] BFS: DISCARDED add_recent_range_context (score: 70.00%)
[2025-11-25T08:16:28.369832] [INFO ] [CONFIGURE ] JOB ETA: 2.4h | Avg: 2.8s/test | Remaining: 3158 tests
[2025-11-25T08:16:28.369890] [INFO ] [CONFIGURE ] BFS: Testing feature 24/29: add_rsi
[2025-11-25T08:16:28.369943] [INFO ] [CONFIGURE ] BFS: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_rsi']
[2025-11-25T08:16:28.684543] [DEBUG] [FORECASTER] BFS: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T08:16:28.996866] [DEBUG] [FORECASTER] BFS: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0
[2025-11-25T08:16:29.301196] [DEBUG] [FORECASTER] BFS: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T08:16:29.561859] [DEBUG] [FORECASTER] BFS: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T08:16:29.831510] [DEBUG] [FORECASTER] BFS: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-25T08:16:30.095978] [DEBUG] [FORECASTER] BFS: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T08:16:30.360444] [DEBUG] [FORECASTER] BFS: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T08:16:30.627998] [DEBUG] [FORECASTER] BFS: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T08:16:30.905874] [DEBUG] [FORECASTER] BFS: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-25T08:16:31.179893] [DEBUG] [FORECASTER] BFS: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-11-25T08:16:31.180086] [INFO ] [CONFIGURE ] BFS: DISCARDED add_rsi (score: 50.00%)
[2025-11-25T08:16:31.180160] [INFO ] [CONFIGURE ] JOB ETA: 2.4h | Avg: 2.8s/test | Remaining: 3157 tests
[2025-11-25T08:16:31.180223] [INFO ] [CONFIGURE ] BFS: Testing feature 25/29: add_tick_distribution
[2025-11-25T08:16:31.180283] [INFO ] [CONFIGURE ] BFS: Testing with features: ['add_bollinger_bands', 'add_tick_distribution']
[2025-11-25T08:16:31.418813] [DEBUG] [FORECASTER] BFS: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T08:16:31.663184] [DEBUG] [FORECASTER] BFS: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0
[2025-11-25T08:16:31.896374] [DEBUG] [FORECASTER] BFS: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T08:16:32.133923] [DEBUG] [FORECASTER] BFS: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T08:16:32.375212] [DEBUG] [FORECASTER] BFS: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T08:16:32.625612] [DEBUG] [FORECASTER] BFS: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T08:16:32.872976] [DEBUG] [FORECASTER] BFS: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T08:16:33.113936] [DEBUG] [FORECASTER] BFS: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T08:16:33.360855] [DEBUG] [FORECASTER] BFS: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-25T08:16:33.602954] [DEBUG] [FORECASTER] BFS: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-11-25T08:16:33.603129] [INFO ] [CONFIGURE ] BFS: DISCARDED add_tick_distribution (score: 60.00%)
[2025-11-25T08:16:33.603179] [INFO ] [CONFIGURE ] JOB ETA: 2.4h | Avg: 2.8s/test | Remaining: 3156 tests
[2025-11-25T08:16:33.603218] [INFO ] [CONFIGURE ] BFS: Testing feature 26/29: add_volume_momentum_confirmation
[2025-11-25T08:16:33.603254] [INFO ] [CONFIGURE ] BFS: Testing with features: ['add_bollinger_bands', 'add_volume_momentum_confirmation']
[2025-11-25T08:16:33.848870] [DEBUG] [FORECASTER] BFS: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T08:16:34.063767] [DEBUG] [FORECASTER] BFS: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0
[2025-11-25T08:16:34.274736] [DEBUG] [FORECASTER] BFS: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T08:16:34.485273] [DEBUG] [FORECASTER] BFS: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T08:16:34.698083] [DEBUG] [FORECASTER] BFS: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T08:16:34.911408] [DEBUG] [FORECASTER] BFS: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T08:16:35.124397] [DEBUG] [FORECASTER] BFS: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T08:16:35.337839] [DEBUG] [FORECASTER] BFS: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T08:16:35.564864] [DEBUG] [FORECASTER] BFS: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-25T08:16:35.788031] [DEBUG] [FORECASTER] BFS: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-11-25T08:16:35.788230] [INFO ] [CONFIGURE ] BFS: DISCARDED add_volume_momentum_confirmation (score: 50.00%)
[2025-11-25T08:16:35.788281] [INFO ] [CONFIGURE ] JOB ETA: 2.4h | Avg: 2.8s/test | Remaining: 3155 tests
[2025-11-25T08:16:35.788324] [INFO ] [CONFIGURE ] BFS: Testing feature 27/29: add_volume_price_divergence
[2025-11-25T08:16:35.788364] [INFO ] [CONFIGURE ] BFS: Testing with features: ['add_bollinger_bands', 'add_volume_price_divergence']
[2025-11-25T08:16:36.010515] [DEBUG] [FORECASTER] BFS: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T08:16:36.250512] [DEBUG] [FORECASTER] BFS: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0
[2025-11-25T08:16:36.501924] [DEBUG] [FORECASTER] BFS: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T08:16:36.761343] [DEBUG] [FORECASTER] BFS: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T08:16:37.025869] [DEBUG] [FORECASTER] BFS: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T08:16:37.284177] [DEBUG] [FORECASTER] BFS: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T08:16:37.539383] [DEBUG] [FORECASTER] BFS: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T08:16:37.778854] [DEBUG] [FORECASTER] BFS: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T08:16:38.019815] [DEBUG] [FORECASTER] BFS: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T08:16:38.283468] [DEBUG] [FORECASTER] BFS: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-11-25T08:16:38.283698] [INFO ] [CONFIGURE ] BFS: DISCARDED add_volume_price_divergence (score: 70.00%)
[2025-11-25T08:16:38.283763] [INFO ] [CONFIGURE ] JOB ETA: 2.4h | Avg: 2.8s/test | Remaining: 3154 tests
[2025-11-25T08:16:38.283812] [INFO ] [CONFIGURE ] BFS: Testing feature 28/29: add_volume_profile
[2025-11-25T08:16:38.283858] [INFO ] [CONFIGURE ] BFS: Testing with features: ['add_bollinger_bands', 'add_volume_profile']
[2025-11-25T08:16:38.541036] [DEBUG] [FORECASTER] BFS: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T08:16:38.807518] [DEBUG] [FORECASTER] BFS: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0
[2025-11-25T08:16:39.068757] [DEBUG] [FORECASTER] BFS: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T08:16:39.310950] [DEBUG] [FORECASTER] BFS: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T08:16:39.550113] [DEBUG] [FORECASTER] BFS: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T08:16:39.795361] [DEBUG] [FORECASTER] BFS: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T08:16:40.037780] [DEBUG] [FORECASTER] BFS: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T08:16:40.284974] [DEBUG] [FORECASTER] BFS: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T08:16:40.541403] [DEBUG] [FORECASTER] BFS: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-25T08:16:40.789013] [DEBUG] [FORECASTER] BFS: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-25T08:16:40.789212] [INFO ] [CONFIGURE ] BFS: DISCARDED add_volume_profile (score: 50.00%)
[2025-11-25T08:16:40.789271] [INFO ] [CONFIGURE ] JOB ETA: 2.4h | Avg: 2.8s/test | Remaining: 3153 tests
[2025-11-25T08:16:40.789316] [INFO ] [CONFIGURE ] BFS: Testing feature 29/29: add_vwap
[2025-11-25T08:16:40.789355] [INFO ] [CONFIGURE ] BFS: Testing with features: ['add_bollinger_bands', 'add_vwap']
[2025-11-25T08:16:41.032880] [DEBUG] [FORECASTER] BFS: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T08:16:41.270690] [DEBUG] [FORECASTER] BFS: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0
[2025-11-25T08:16:41.494187] [DEBUG] [FORECASTER] BFS: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T08:16:41.709299] [DEBUG] [FORECASTER] BFS: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T08:16:41.938344] [DEBUG] [FORECASTER] BFS: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T08:16:42.156541] [DEBUG] [FORECASTER] BFS: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T08:16:42.380550] [DEBUG] [FORECASTER] BFS: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T08:16:42.609546] [DEBUG] [FORECASTER] BFS: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T08:16:42.861342] [DEBUG] [FORECASTER] BFS: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-25T08:16:43.093037] [DEBUG] [FORECASTER] BFS: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-11-25T08:16:43.093228] [INFO ] [CONFIGURE ] BFS: DISCARDED add_vwap (score: 50.00%)
[2025-11-25T08:16:43.093284] [INFO ] [CONFIGURE ] JOB ETA: 2.4h | Avg: 2.8s/test | Remaining: 3152 tests
[2025-11-25T08:16:43.093333] [INFO ] [CONFIGURE ] BFS: ===== FEATURE SELECTION COMPLETE =====
[2025-11-25T08:16:43.093368] [INFO ] [CONFIGURE ] BFS: Best accuracy: 80.00%
[2025-11-25T08:16:43.093410] [INFO ] [CONFIGURE ] BFS: Best feature set (1 features): ['add_bollinger_bands']
[2025-11-25T08:16:43.093450] [INFO ] [CONFIGURE ] BFS: Improvement over baseline: 20.00%
[2025-11-25T08:16:43.093487] [INFO ] [CONFIGURE ] BFS: Total time: 1.2 minutes
[2025-11-25T08:16:43.093527] [INFO ] [CONFIGURE ] BFS: Average time per feature: 2.5 seconds
[2025-11-25T08:16:43.093566] [INFO ] [CONFIGURE ] BFS: Average speed: 0.40 features/sec
[2025-11-25T08:16:43.094020] [INFO ] [LOCAL     ] Saved configuration for BFS: 1 features, 80.00% accuracy -> ./output/feature-sets/BFS.json
[2025-11-25T08:16:43.094079] [INFO ] [CONFIGURE ] BFS: Configuration saved successfully: 1 features, 80.00% accuracy.
[2025-11-25T08:16:43.094127] [INFO ] [sig       ] [56/164] Successfully configured BFS | 0.01 sym/s | Total: 1.3h | ETA: 2.4h
[2025-11-25T08:16:43.094170] [INFO ] [sig       ] [57/164] Configuring BGR...
[2025-11-25T08:16:43.094209] [INFO ] [CONFIGURE ] BGR: Configurate test run.
[2025-11-25T08:16:43.094248] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BGR' from 'https://tdm.silogroup.org/data/derivative_storage/BGR.csv'.
[2025-11-25T08:16:43.106448] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'BGR'.
[2025-11-25T08:16:43.106754] [INFO ] [CONFIGURE ] BGR: Testing with 29 available features
[2025-11-25T08:16:43.106814] [INFO ] [CONFIGURE ] BGR: Establishing baseline with no features...
[2025-11-25T08:16:43.277244] [DEBUG] [FORECASTER] BGR: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T08:16:43.443273] [DEBUG] [FORECASTER] BGR: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T08:16:43.610136] [DEBUG] [FORECASTER] BGR: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T08:16:43.780920] [DEBUG] [FORECASTER] BGR: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-25T08:16:43.954006] [DEBUG] [FORECASTER] BGR: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T08:16:44.121181] [DEBUG] [FORECASTER] BGR: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T08:16:44.290117] [DEBUG] [FORECASTER] BGR: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T08:16:44.478352] [DEBUG] [FORECASTER] BGR: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T08:16:44.665119] [DEBUG] [FORECASTER] BGR: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T08:16:44.864885] [DEBUG] [FORECASTER] BGR: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T08:16:44.865042] [INFO ] [CONFIGURE ] BGR: Baseline score (no features): 80.00%
[2025-11-25T08:16:44.865090] [INFO ] [CONFIGURE ] BGR: Testing feature 1/29: add_bollinger_bands
[2025-11-25T08:16:44.865128] [INFO ] [CONFIGURE ] BGR: Testing with features: ['add_bollinger_bands']
[2025-11-25T08:16:45.071697] [DEBUG] [FORECASTER] BGR: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T08:16:45.270949] [DEBUG] [FORECASTER] BGR: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T08:16:45.471767] [DEBUG] [FORECASTER] BGR: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T08:16:45.675535] [DEBUG] [FORECASTER] BGR: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1
[2025-11-25T08:16:45.882178] [DEBUG] [FORECASTER] BGR: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T08:16:46.085347] [DEBUG] [FORECASTER] BGR: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T08:16:46.293818] [DEBUG] [FORECASTER] BGR: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T08:16:46.499557] [DEBUG] [FORECASTER] BGR: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T08:16:46.709454] [DEBUG] [FORECASTER] BGR: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T08:16:46.925709] [DEBUG] [FORECASTER] BGR: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T08:16:46.925876] [INFO ] [CONFIGURE ] BGR: DISCARDED add_bollinger_bands (score: 60.00%)
[2025-11-25T08:16:46.925925] [INFO ] [CONFIGURE ] JOB ETA: 2.4h | Avg: 2.8s/test | Remaining: 3151 tests
[2025-11-25T08:16:46.925962] [INFO ] [CONFIGURE ] BGR: Testing feature 2/29: add_cumulative_delta
[2025-11-25T08:16:46.925997] [INFO ] [CONFIGURE ] BGR: Testing with features: ['add_cumulative_delta']
[2025-11-25T08:16:47.132020] [DEBUG] [FORECASTER] BGR: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T08:16:47.336309] [DEBUG] [FORECASTER] BGR: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T08:16:47.544217] [DEBUG] [FORECASTER] BGR: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T08:16:47.750594] [DEBUG] [FORECASTER] BGR: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1
[2025-11-25T08:16:47.961476] [DEBUG] [FORECASTER] BGR: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T08:16:48.169580] [DEBUG] [FORECASTER] BGR: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T08:16:48.376821] [DEBUG] [FORECASTER] BGR: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T08:16:48.586259] [DEBUG] [FORECASTER] BGR: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T08:16:48.795659] [DEBUG] [FORECASTER] BGR: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T08:16:49.009638] [DEBUG] [FORECASTER] BGR: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T08:16:49.010219] [INFO ] [CONFIGURE ] BGR: DISCARDED add_cumulative_delta (score: 60.00%)
[2025-11-25T08:16:49.010269] [INFO ] [CONFIGURE ] JOB ETA: 2.4h | Avg: 2.8s/test | Remaining: 3150 tests
[2025-11-25T08:16:49.010308] [INFO ] [CONFIGURE ] BGR: Testing feature 3/29: add_daily_returns
[2025-11-25T08:16:49.010344] [INFO ] [CONFIGURE ] BGR: Testing with features: ['add_daily_returns']
[2025-11-25T08:16:49.191303] [DEBUG] [FORECASTER] BGR: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T08:16:49.372076] [DEBUG] [FORECASTER] BGR: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T08:16:49.558739] [DEBUG] [FORECASTER] BGR: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T08:16:49.745957] [DEBUG] [FORECASTER] BGR: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-25T08:16:49.937109] [DEBUG] [FORECASTER] BGR: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T08:16:50.128147] [DEBUG] [FORECASTER] BGR: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T08:16:50.311777] [DEBUG] [FORECASTER] BGR: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T08:16:50.499250] [DEBUG] [FORECASTER] BGR: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T08:16:50.684084] [DEBUG] [FORECASTER] BGR: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T08:16:50.871526] [DEBUG] [FORECASTER] BGR: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T08:16:50.871976] [INFO ] [CONFIGURE ] BGR: DISCARDED add_daily_returns (score: 50.00%)
[2025-11-25T08:16:50.872104] [INFO ] [CONFIGURE ] JOB ETA: 2.4h | Avg: 2.8s/test | Remaining: 3149 tests
[2025-11-25T08:16:50.872209] [INFO ] [CONFIGURE ] BGR: Testing feature 4/29: add_ema
[2025-11-25T08:16:50.872313] [INFO ] [CONFIGURE ] BGR: Testing with features: ['add_ema']
[2025-11-25T08:16:51.090832] [DEBUG] [FORECASTER] BGR: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T08:16:51.306206] [DEBUG] [FORECASTER] BGR: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T08:16:51.522058] [DEBUG] [FORECASTER] BGR: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T08:16:51.739317] [DEBUG] [FORECASTER] BGR: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-25T08:16:51.986507] [DEBUG] [FORECASTER] BGR: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T08:16:52.231552] [DEBUG] [FORECASTER] BGR: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T08:16:52.442574] [DEBUG] [FORECASTER] BGR: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T08:16:52.658423] [DEBUG] [FORECASTER] BGR: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T08:16:52.877443] [DEBUG] [FORECASTER] BGR: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T08:16:53.098726] [DEBUG] [FORECASTER] BGR: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T08:16:53.098908] [INFO ] [CONFIGURE ] BGR: DISCARDED add_ema (score: 80.00%)
[2025-11-25T08:16:53.098961] [INFO ] [CONFIGURE ] JOB ETA: 2.4h | Avg: 2.8s/test | Remaining: 3148 tests
[2025-11-25T08:16:53.099003] [INFO ] [CONFIGURE ] BGR: Testing feature 5/29: add_exhaustion_signals
[2025-11-25T08:16:53.099041] [INFO ] [CONFIGURE ] BGR: Testing with features: ['add_vwap', 'add_exhaustion_signals']
[2025-11-25T08:16:53.323892] [DEBUG] [FORECASTER] BGR: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T08:16:53.543393] [DEBUG] [FORECASTER] BGR: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T08:16:53.767185] [DEBUG] [FORECASTER] BGR: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T08:16:53.994019] [DEBUG] [FORECASTER] BGR: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-25T08:16:54.253286] [DEBUG] [FORECASTER] BGR: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T08:16:54.485125] [DEBUG] [FORECASTER] BGR: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T08:16:54.712066] [DEBUG] [FORECASTER] BGR: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T08:16:54.936901] [DEBUG] [FORECASTER] BGR: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T08:16:55.169990] [DEBUG] [FORECASTER] BGR: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T08:16:55.411142] [DEBUG] [FORECASTER] BGR: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T08:16:55.411343] [INFO ] [CONFIGURE ] BGR: DISCARDED add_exhaustion_signals (score: 80.00%)
[2025-11-25T08:16:55.411404] [INFO ] [CONFIGURE ] JOB ETA: 2.4h | Avg: 2.8s/test | Remaining: 3147 tests
[2025-11-25T08:16:55.411453] [INFO ] [CONFIGURE ] BGR: Testing feature 6/29: add_failed_moves
[2025-11-25T08:16:55.411500] [INFO ] [CONFIGURE ] BGR: Testing with features: ['add_failed_moves']
[2025-11-25T08:16:55.619221] [DEBUG] [FORECASTER] BGR: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T08:16:55.817968] [DEBUG] [FORECASTER] BGR: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T08:16:56.007746] [DEBUG] [FORECASTER] BGR: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T08:16:56.193014] [DEBUG] [FORECASTER] BGR: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-25T08:16:56.395517] [DEBUG] [FORECASTER] BGR: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T08:16:56.586843] [DEBUG] [FORECASTER] BGR: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T08:16:56.793339] [DEBUG] [FORECASTER] BGR: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T08:16:56.994687] [DEBUG] [FORECASTER] BGR: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T08:16:57.180901] [DEBUG] [FORECASTER] BGR: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T08:16:57.365385] [DEBUG] [FORECASTER] BGR: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T08:16:57.365726] [INFO ] [CONFIGURE ] BGR: DISCARDED add_failed_moves (score: 70.00%)
[2025-11-25T08:16:57.365851] [INFO ] [CONFIGURE ] JOB ETA: 2.4h | Avg: 2.8s/test | Remaining: 3146 tests
[2025-11-25T08:16:57.365957] [INFO ] [CONFIGURE ] BGR: Testing feature 7/29: add_lag_shelf
[2025-11-25T08:16:57.366061] [INFO ] [CONFIGURE ] BGR: Testing with features: ['add_lag_shelf']
[2025-11-25T08:16:57.532613] [DEBUG] [FORECASTER] BGR: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T08:16:57.705848] [DEBUG] [FORECASTER] BGR: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T08:16:57.873867] [DEBUG] [FORECASTER] BGR: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T08:16:58.043274] [DEBUG] [FORECASTER] BGR: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-25T08:16:58.211517] [DEBUG] [FORECASTER] BGR: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T08:16:58.386391] [DEBUG] [FORECASTER] BGR: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T08:16:58.558743] [DEBUG] [FORECASTER] BGR: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T08:16:58.730261] [DEBUG] [FORECASTER] BGR: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T08:16:58.899318] [DEBUG] [FORECASTER] BGR: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T08:16:59.069102] [DEBUG] [FORECASTER] BGR: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T08:16:59.069262] [INFO ] [CONFIGURE ] BGR: DISCARDED add_lag_shelf (score: 80.00%)
[2025-11-25T08:16:59.069310] [INFO ] [CONFIGURE ] JOB ETA: 2.4h | Avg: 2.8s/test | Remaining: 3145 tests
[2025-11-25T08:16:59.069349] [INFO ] [CONFIGURE ] BGR: Testing feature 8/29: add_macd
[2025-11-25T08:16:59.069386] [INFO ] [CONFIGURE ] BGR: Testing with features: ['add_vwap', 'add_macd']
[2025-11-25T08:16:59.334199] [DEBUG] [FORECASTER] BGR: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T08:16:59.597501] [DEBUG] [FORECASTER] BGR: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T08:16:59.861906] [DEBUG] [FORECASTER] BGR: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T08:17:00.156362] [DEBUG] [FORECASTER] BGR: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-25T08:17:01.050929] [DEBUG] [FORECASTER] BGR: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T08:17:01.339504] [DEBUG] [FORECASTER] BGR: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T08:17:01.629817] [DEBUG] [FORECASTER] BGR: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T08:17:01.909117] [DEBUG] [FORECASTER] BGR: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T08:17:02.176500] [DEBUG] [FORECASTER] BGR: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T08:17:02.471661] [DEBUG] [FORECASTER] BGR: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T08:17:02.471858] [INFO ] [CONFIGURE ] BGR: DISCARDED add_macd (score: 80.00%)
[2025-11-25T08:17:02.471919] [INFO ] [CONFIGURE ] JOB ETA: 2.4h | Avg: 2.8s/test | Remaining: 3144 tests
[2025-11-25T08:17:02.471972] [INFO ] [CONFIGURE ] BGR: Testing feature 9/29: add_mfi
[2025-11-25T08:17:02.472015] [INFO ] [CONFIGURE ] BGR: Testing with features: ['add_mfi']
[2025-11-25T08:17:02.656160] [DEBUG] [FORECASTER] BGR: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T08:17:02.839898] [DEBUG] [FORECASTER] BGR: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T08:17:03.025999] [DEBUG] [FORECASTER] BGR: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T08:17:03.220681] [DEBUG] [FORECASTER] BGR: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-25T08:17:03.421000] [DEBUG] [FORECASTER] BGR: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T08:17:03.605497] [DEBUG] [FORECASTER] BGR: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T08:17:03.795261] [DEBUG] [FORECASTER] BGR: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T08:17:03.998995] [DEBUG] [FORECASTER] BGR: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T08:17:04.218889] [DEBUG] [FORECASTER] BGR: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T08:17:04.407986] [DEBUG] [FORECASTER] BGR: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T08:17:04.408212] [INFO ] [CONFIGURE ] BGR: DISCARDED add_mfi (score: 60.00%)
[2025-11-25T08:17:04.408287] [INFO ] [CONFIGURE ] JOB ETA: 2.4h | Avg: 2.8s/test | Remaining: 3143 tests
[2025-11-25T08:17:04.408331] [INFO ] [CONFIGURE ] BGR: Testing feature 10/29: add_momentum_acceleration
[2025-11-25T08:17:04.408368] [INFO ] [CONFIGURE ] BGR: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-11-25T08:17:04.679248] [DEBUG] [FORECASTER] BGR: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T08:17:04.964897] [DEBUG] [FORECASTER] BGR: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T08:17:05.230458] [DEBUG] [FORECASTER] BGR: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T08:17:05.504121] [DEBUG] [FORECASTER] BGR: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1
[2025-11-25T08:17:05.793962] [DEBUG] [FORECASTER] BGR: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T08:17:06.072745] [DEBUG] [FORECASTER] BGR: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T08:17:06.368502] [DEBUG] [FORECASTER] BGR: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T08:17:06.649542] [DEBUG] [FORECASTER] BGR: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T08:17:06.943243] [DEBUG] [FORECASTER] BGR: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T08:17:07.236775] [DEBUG] [FORECASTER] BGR: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T08:17:07.236995] [INFO ] [CONFIGURE ] BGR: DISCARDED add_momentum_acceleration (score: 50.00%)
[2025-11-25T08:17:07.237097] [INFO ] [CONFIGURE ] JOB ETA: 2.4h | Avg: 2.8s/test | Remaining: 3142 tests
[2025-11-25T08:17:07.237152] [INFO ] [CONFIGURE ] BGR: Testing feature 11/29: add_obv_daily
[2025-11-25T08:17:07.237200] [INFO ] [CONFIGURE ] BGR: Testing with features: ['add_obv_daily']
[2025-11-25T08:17:07.441799] [DEBUG] [FORECASTER] BGR: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T08:17:07.633084] [DEBUG] [FORECASTER] BGR: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T08:17:07.823177] [DEBUG] [FORECASTER] BGR: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T08:17:08.015923] [DEBUG] [FORECASTER] BGR: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1
[2025-11-25T08:17:08.213512] [DEBUG] [FORECASTER] BGR: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T08:17:08.411602] [DEBUG] [FORECASTER] BGR: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T08:17:08.602567] [DEBUG] [FORECASTER] BGR: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T08:17:08.825226] [DEBUG] [FORECASTER] BGR: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T08:17:09.033977] [DEBUG] [FORECASTER] BGR: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T08:17:09.229767] [DEBUG] [FORECASTER] BGR: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T08:17:09.229934] [INFO ] [CONFIGURE ] BGR: DISCARDED add_obv_daily (score: 50.00%)
[2025-11-25T08:17:09.229984] [INFO ] [CONFIGURE ] JOB ETA: 2.4h | Avg: 2.8s/test | Remaining: 3141 tests
[2025-11-25T08:17:09.230025] [INFO ] [CONFIGURE ] BGR: Testing feature 12/29: add_obv_interval
[2025-11-25T08:17:09.230062] [INFO ] [CONFIGURE ] BGR: Testing with features: ['add_obv_interval']
[2025-11-25T08:17:09.419533] [DEBUG] [FORECASTER] BGR: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T08:17:09.617003] [DEBUG] [FORECASTER] BGR: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T08:17:09.802923] [DEBUG] [FORECASTER] BGR: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T08:17:09.996331] [DEBUG] [FORECASTER] BGR: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1
[2025-11-25T08:17:10.191204] [DEBUG] [FORECASTER] BGR: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T08:17:10.378583] [DEBUG] [FORECASTER] BGR: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T08:17:10.577592] [DEBUG] [FORECASTER] BGR: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T08:17:10.768848] [DEBUG] [FORECASTER] BGR: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T08:17:10.961232] [DEBUG] [FORECASTER] BGR: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T08:17:11.152897] [DEBUG] [FORECASTER] BGR: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T08:17:11.153068] [INFO ] [CONFIGURE ] BGR: DISCARDED add_obv_interval (score: 60.00%)
[2025-11-25T08:17:11.153119] [INFO ] [CONFIGURE ] JOB ETA: 2.4h | Avg: 2.8s/test | Remaining: 3140 tests
[2025-11-25T08:17:11.153161] [INFO ] [CONFIGURE ] BGR: Testing feature 13/29: add_opening_strength
[2025-11-25T08:17:11.153198] [INFO ] [CONFIGURE ] BGR: Testing with features: ['add_daily_returns', 'add_opening_strength']
[2025-11-25T08:17:11.355054] [DEBUG] [FORECASTER] BGR: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T08:17:11.566823] [DEBUG] [FORECASTER] BGR: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T08:17:11.783307] [DEBUG] [FORECASTER] BGR: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T08:17:12.023015] [DEBUG] [FORECASTER] BGR: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-25T08:17:12.240554] [DEBUG] [FORECASTER] BGR: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T08:17:12.450335] [DEBUG] [FORECASTER] BGR: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T08:17:12.657166] [DEBUG] [FORECASTER] BGR: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T08:17:12.887207] [DEBUG] [FORECASTER] BGR: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T08:17:13.105611] [DEBUG] [FORECASTER] BGR: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T08:17:13.316576] [DEBUG] [FORECASTER] BGR: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T08:17:13.316920] [INFO ] [CONFIGURE ] BGR: DISCARDED add_opening_strength (score: 60.00%)
[2025-11-25T08:17:13.317040] [INFO ] [CONFIGURE ] JOB ETA: 2.4h | Avg: 2.8s/test | Remaining: 3139 tests
[2025-11-25T08:17:13.317171] [INFO ] [CONFIGURE ] BGR: Testing feature 14/29: add_order_flow_imbalance
[2025-11-25T08:17:13.317301] [INFO ] [CONFIGURE ] BGR: Testing with features: ['add_order_flow_imbalance']
[2025-11-25T08:17:13.517991] [DEBUG] [FORECASTER] BGR: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T08:17:13.721992] [DEBUG] [FORECASTER] BGR: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T08:17:13.928992] [DEBUG] [FORECASTER] BGR: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T08:17:14.131949] [DEBUG] [FORECASTER] BGR: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-25T08:17:14.338850] [DEBUG] [FORECASTER] BGR: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T08:17:14.534962] [DEBUG] [FORECASTER] BGR: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T08:17:14.734749] [DEBUG] [FORECASTER] BGR: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T08:17:14.933751] [DEBUG] [FORECASTER] BGR: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T08:17:15.134385] [DEBUG] [FORECASTER] BGR: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T08:17:15.338220] [DEBUG] [FORECASTER] BGR: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T08:17:15.338409] [INFO ] [CONFIGURE ] BGR: DISCARDED add_order_flow_imbalance (score: 60.00%)
[2025-11-25T08:17:15.338459] [INFO ] [CONFIGURE ] JOB ETA: 2.4h | Avg: 2.8s/test | Remaining: 3138 tests
[2025-11-25T08:17:15.338498] [INFO ] [CONFIGURE ] BGR: Testing feature 15/29: add_pbf_morning_momentum
[2025-11-25T08:17:15.338534] [INFO ] [CONFIGURE ] BGR: Testing with features: ['add_pbf_morning_momentum']
[2025-11-25T08:17:15.542685] [DEBUG] [FORECASTER] BGR: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T08:17:15.787388] [DEBUG] [FORECASTER] BGR: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T08:17:16.011184] [DEBUG] [FORECASTER] BGR: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T08:17:16.208416] [DEBUG] [FORECASTER] BGR: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-25T08:17:16.397130] [DEBUG] [FORECASTER] BGR: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T08:17:16.582530] [DEBUG] [FORECASTER] BGR: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T08:17:16.755911] [DEBUG] [FORECASTER] BGR: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T08:17:16.930353] [DEBUG] [FORECASTER] BGR: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T08:17:17.103210] [DEBUG] [FORECASTER] BGR: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T08:17:17.275925] [DEBUG] [FORECASTER] BGR: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T08:17:17.276097] [INFO ] [CONFIGURE ] BGR: DISCARDED add_pbf_morning_momentum (score: 70.00%)
[2025-11-25T08:17:17.276150] [INFO ] [CONFIGURE ] JOB ETA: 2.4h | Avg: 2.8s/test | Remaining: 3137 tests
[2025-11-25T08:17:17.276191] [INFO ] [CONFIGURE ] BGR: Testing feature 16/29: add_pbf_overnight_gap
[2025-11-25T08:17:17.276230] [INFO ] [CONFIGURE ] BGR: Testing with features: ['add_pbf_overnight_gap']
[2025-11-25T08:17:17.465704] [DEBUG] [FORECASTER] BGR: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T08:17:17.658919] [DEBUG] [FORECASTER] BGR: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T08:17:17.850459] [DEBUG] [FORECASTER] BGR: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T08:17:18.044382] [DEBUG] [FORECASTER] BGR: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1
[2025-11-25T08:17:18.248125] [DEBUG] [FORECASTER] BGR: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T08:17:18.456175] [DEBUG] [FORECASTER] BGR: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T08:17:18.651660] [DEBUG] [FORECASTER] BGR: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T08:17:18.845571] [DEBUG] [FORECASTER] BGR: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T08:17:19.052060] [DEBUG] [FORECASTER] BGR: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T08:17:19.247713] [DEBUG] [FORECASTER] BGR: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T08:17:19.247867] [INFO ] [CONFIGURE ] BGR: DISCARDED add_pbf_overnight_gap (score: 60.00%)
[2025-11-25T08:17:19.247915] [INFO ] [CONFIGURE ] JOB ETA: 2.4h | Avg: 2.8s/test | Remaining: 3136 tests
[2025-11-25T08:17:19.247953] [INFO ] [CONFIGURE ] BGR: Testing feature 17/29: add_pbf_return_2d
[2025-11-25T08:17:19.248030] [INFO ] [CONFIGURE ] BGR: Testing with features: ['add_pbf_return_2d']
[2025-11-25T08:17:19.448749] [DEBUG] [FORECASTER] BGR: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T08:17:19.643294] [DEBUG] [FORECASTER] BGR: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T08:17:19.839241] [DEBUG] [FORECASTER] BGR: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T08:17:20.044601] [DEBUG] [FORECASTER] BGR: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-25T08:17:20.250069] [DEBUG] [FORECASTER] BGR: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T08:17:20.451823] [DEBUG] [FORECASTER] BGR: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T08:17:20.667340] [DEBUG] [FORECASTER] BGR: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T08:17:20.883420] [DEBUG] [FORECASTER] BGR: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T08:17:21.083561] [DEBUG] [FORECASTER] BGR: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T08:17:21.284897] [DEBUG] [FORECASTER] BGR: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T08:17:21.285056] [INFO ] [CONFIGURE ] BGR: DISCARDED add_pbf_return_2d (score: 40.00%)
[2025-11-25T08:17:21.285105] [INFO ] [CONFIGURE ] JOB ETA: 2.4h | Avg: 2.8s/test | Remaining: 3135 tests
[2025-11-25T08:17:21.285143] [INFO ] [CONFIGURE ] BGR: Testing feature 18/29: add_pbf_volatility_5d
[2025-11-25T08:17:21.285179] [INFO ] [CONFIGURE ] BGR: Testing with features: ['add_pbf_volatility_5d']
[2025-11-25T08:17:21.458055] [DEBUG] [FORECASTER] BGR: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T08:17:21.629760] [DEBUG] [FORECASTER] BGR: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T08:17:21.805292] [DEBUG] [FORECASTER] BGR: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T08:17:21.980388] [DEBUG] [FORECASTER] BGR: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-25T08:17:22.166579] [DEBUG] [FORECASTER] BGR: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T08:17:22.340995] [DEBUG] [FORECASTER] BGR: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T08:17:22.516809] [DEBUG] [FORECASTER] BGR: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T08:17:22.690794] [DEBUG] [FORECASTER] BGR: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T08:17:22.863125] [DEBUG] [FORECASTER] BGR: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T08:17:23.039763] [DEBUG] [FORECASTER] BGR: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T08:17:23.039970] [INFO ] [CONFIGURE ] BGR: DISCARDED add_pbf_volatility_5d (score: 70.00%)
[2025-11-25T08:17:23.040029] [INFO ] [CONFIGURE ] JOB ETA: 2.4h | Avg: 2.8s/test | Remaining: 3134 tests
[2025-11-25T08:17:23.040074] [INFO ] [CONFIGURE ] BGR: Testing feature 19/29: add_pbf_vs_sma_5
[2025-11-25T08:17:23.040114] [INFO ] [CONFIGURE ] BGR: Testing with features: ['add_pbf_vs_sma_5']
[2025-11-25T08:17:23.211764] [DEBUG] [FORECASTER] BGR: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T08:17:23.384393] [DEBUG] [FORECASTER] BGR: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T08:17:23.557887] [DEBUG] [FORECASTER] BGR: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T08:17:23.734790] [DEBUG] [FORECASTER] BGR: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1
[2025-11-25T08:17:23.908336] [DEBUG] [FORECASTER] BGR: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T08:17:24.082826] [DEBUG] [FORECASTER] BGR: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T08:17:24.260910] [DEBUG] [FORECASTER] BGR: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T08:17:24.433123] [DEBUG] [FORECASTER] BGR: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T08:17:24.608520] [DEBUG] [FORECASTER] BGR: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T08:17:24.785473] [DEBUG] [FORECASTER] BGR: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T08:17:24.785692] [INFO ] [CONFIGURE ] BGR: DISCARDED add_pbf_vs_sma_5 (score: 70.00%)
[2025-11-25T08:17:24.785783] [INFO ] [CONFIGURE ] JOB ETA: 2.4h | Avg: 2.8s/test | Remaining: 3133 tests
[2025-11-25T08:17:24.785834] [INFO ] [CONFIGURE ] BGR: Testing feature 20/29: add_price_rejection
[2025-11-25T08:17:24.785880] [INFO ] [CONFIGURE ] BGR: Testing with features: ['add_price_rejection']
[2025-11-25T08:17:24.971114] [DEBUG] [FORECASTER] BGR: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T08:17:25.157233] [DEBUG] [FORECASTER] BGR: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T08:17:25.338069] [DEBUG] [FORECASTER] BGR: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T08:17:25.520186] [DEBUG] [FORECASTER] BGR: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1
[2025-11-25T08:17:25.705595] [DEBUG] [FORECASTER] BGR: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T08:17:25.889700] [DEBUG] [FORECASTER] BGR: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T08:17:26.082871] [DEBUG] [FORECASTER] BGR: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T08:17:26.274230] [DEBUG] [FORECASTER] BGR: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T08:17:26.461844] [DEBUG] [FORECASTER] BGR: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T08:17:26.654887] [DEBUG] [FORECASTER] BGR: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T08:17:26.655138] [INFO ] [CONFIGURE ] BGR: DISCARDED add_price_rejection (score: 70.00%)
[2025-11-25T08:17:26.655197] [INFO ] [CONFIGURE ] JOB ETA: 2.4h | Avg: 2.8s/test | Remaining: 3132 tests
[2025-11-25T08:17:26.655244] [INFO ] [CONFIGURE ] BGR: Testing feature 21/29: add_range_position
[2025-11-25T08:17:26.655287] [INFO ] [CONFIGURE ] BGR: Testing with features: ['add_range_position']
[2025-11-25T08:17:26.859002] [DEBUG] [FORECASTER] BGR: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T08:17:27.057624] [DEBUG] [FORECASTER] BGR: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T08:17:27.265956] [DEBUG] [FORECASTER] BGR: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T08:17:27.476472] [DEBUG] [FORECASTER] BGR: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1
[2025-11-25T08:17:27.692448] [DEBUG] [FORECASTER] BGR: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T08:17:27.906765] [DEBUG] [FORECASTER] BGR: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T08:17:28.126289] [DEBUG] [FORECASTER] BGR: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T08:17:28.344961] [DEBUG] [FORECASTER] BGR: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T08:17:28.560680] [DEBUG] [FORECASTER] BGR: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T08:17:28.776291] [DEBUG] [FORECASTER] BGR: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T08:17:28.776502] [INFO ] [CONFIGURE ] BGR: DISCARDED add_range_position (score: 70.00%)
[2025-11-25T08:17:28.776566] [INFO ] [CONFIGURE ] JOB ETA: 2.4h | Avg: 2.8s/test | Remaining: 3131 tests
[2025-11-25T08:17:28.776617] [INFO ] [CONFIGURE ] BGR: Testing feature 22/29: add_realized_volatility
[2025-11-25T08:17:28.776687] [INFO ] [CONFIGURE ] BGR: Testing with features: ['add_realized_volatility']
[2025-11-25T08:17:29.073041] [DEBUG] [FORECASTER] BGR: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T08:17:29.368609] [DEBUG] [FORECASTER] BGR: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T08:17:29.669845] [DEBUG] [FORECASTER] BGR: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T08:17:29.965983] [DEBUG] [FORECASTER] BGR: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1
[2025-11-25T08:17:30.265817] [DEBUG] [FORECASTER] BGR: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T08:17:30.569017] [DEBUG] [FORECASTER] BGR: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T08:17:30.866515] [DEBUG] [FORECASTER] BGR: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T08:17:31.163062] [DEBUG] [FORECASTER] BGR: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T08:17:31.471083] [DEBUG] [FORECASTER] BGR: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T08:17:31.792315] [DEBUG] [FORECASTER] BGR: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T08:17:31.792519] [INFO ] [CONFIGURE ] BGR: DISCARDED add_realized_volatility (score: 60.00%)
[2025-11-25T08:17:31.792577] [INFO ] [CONFIGURE ] JOB ETA: 2.4h | Avg: 2.8s/test | Remaining: 3130 tests
[2025-11-25T08:17:31.792628] [INFO ] [CONFIGURE ] BGR: Testing feature 23/29: add_recent_range_context
[2025-11-25T08:17:31.792699] [INFO ] [CONFIGURE ] BGR: Testing with features: ['add_recent_range_context']
[2025-11-25T08:17:31.993369] [DEBUG] [FORECASTER] BGR: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T08:17:32.187224] [DEBUG] [FORECASTER] BGR: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T08:17:32.381140] [DEBUG] [FORECASTER] BGR: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T08:17:32.579141] [DEBUG] [FORECASTER] BGR: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1
[2025-11-25T08:17:32.775251] [DEBUG] [FORECASTER] BGR: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T08:17:32.975459] [DEBUG] [FORECASTER] BGR: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T08:17:33.171592] [DEBUG] [FORECASTER] BGR: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T08:17:33.375556] [DEBUG] [FORECASTER] BGR: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T08:17:33.575923] [DEBUG] [FORECASTER] BGR: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T08:17:33.775759] [DEBUG] [FORECASTER] BGR: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T08:17:33.775928] [INFO ] [CONFIGURE ] BGR: DISCARDED add_recent_range_context (score: 50.00%)
[2025-11-25T08:17:33.775978] [INFO ] [CONFIGURE ] JOB ETA: 2.4h | Avg: 2.8s/test | Remaining: 3129 tests
[2025-11-25T08:17:33.776016] [INFO ] [CONFIGURE ] BGR: Testing feature 24/29: add_rsi
[2025-11-25T08:17:33.776052] [INFO ] [CONFIGURE ] BGR: Testing with features: ['add_ema', 'add_rsi']
[2025-11-25T08:17:34.025258] [DEBUG] [FORECASTER] BGR: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T08:17:34.276725] [DEBUG] [FORECASTER] BGR: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T08:17:34.522300] [DEBUG] [FORECASTER] BGR: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T08:17:34.770048] [DEBUG] [FORECASTER] BGR: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-25T08:17:35.016397] [DEBUG] [FORECASTER] BGR: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T08:17:35.266768] [DEBUG] [FORECASTER] BGR: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T08:17:35.508251] [DEBUG] [FORECASTER] BGR: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T08:17:35.745801] [DEBUG] [FORECASTER] BGR: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T08:17:35.979847] [DEBUG] [FORECASTER] BGR: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T08:17:36.217422] [DEBUG] [FORECASTER] BGR: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T08:17:36.217602] [INFO ] [CONFIGURE ] BGR: KEPT add_rsi (score: 100.00%)
[2025-11-25T08:17:36.217689] [INFO ] [CONFIGURE ] JOB ETA: 2.4h | Avg: 2.8s/test | Remaining: 3128 tests
[2025-11-25T08:17:36.217842] [INFO ] [CONFIGURE ] BGR: Testing feature 25/29: add_tick_distribution
[2025-11-25T08:17:36.217891] [INFO ] [CONFIGURE ] BGR: Testing with features: ['add_ema', 'add_rsi', 'add_tick_distribution']
[2025-11-25T08:17:36.452160] [DEBUG] [FORECASTER] BGR: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T08:17:36.685081] [DEBUG] [FORECASTER] BGR: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T08:17:36.937865] [DEBUG] [FORECASTER] BGR: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T08:17:37.184713] [DEBUG] [FORECASTER] BGR: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-25T08:17:37.430496] [DEBUG] [FORECASTER] BGR: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T08:17:37.679226] [DEBUG] [FORECASTER] BGR: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T08:17:37.927165] [DEBUG] [FORECASTER] BGR: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T08:17:38.175523] [DEBUG] [FORECASTER] BGR: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T08:17:38.423608] [DEBUG] [FORECASTER] BGR: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T08:17:38.667802] [DEBUG] [FORECASTER] BGR: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T08:17:38.668013] [INFO ] [CONFIGURE ] BGR: DISCARDED add_tick_distribution (score: 90.00%)
[2025-11-25T08:17:38.668073] [INFO ] [CONFIGURE ] JOB ETA: 2.4h | Avg: 2.8s/test | Remaining: 3127 tests
[2025-11-25T08:17:38.668121] [INFO ] [CONFIGURE ] BGR: Testing feature 26/29: add_volume_momentum_confirmation
[2025-11-25T08:17:38.668195] [INFO ] [CONFIGURE ] BGR: Testing with features: ['add_ema', 'add_rsi', 'add_volume_momentum_confirmation']
[2025-11-25T08:17:38.931614] [DEBUG] [FORECASTER] BGR: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T08:17:39.199267] [DEBUG] [FORECASTER] BGR: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T08:17:39.465472] [DEBUG] [FORECASTER] BGR: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T08:17:39.731904] [DEBUG] [FORECASTER] BGR: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-25T08:17:39.992945] [DEBUG] [FORECASTER] BGR: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T08:17:40.259470] [DEBUG] [FORECASTER] BGR: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T08:17:40.526406] [DEBUG] [FORECASTER] BGR: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T08:17:40.800102] [DEBUG] [FORECASTER] BGR: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T08:17:41.074962] [DEBUG] [FORECASTER] BGR: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T08:17:41.338507] [DEBUG] [FORECASTER] BGR: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T08:17:41.338703] [INFO ] [CONFIGURE ] BGR: DISCARDED add_volume_momentum_confirmation (score: 80.00%)
[2025-11-25T08:17:41.338762] [INFO ] [CONFIGURE ] JOB ETA: 2.4h | Avg: 2.8s/test | Remaining: 3126 tests
[2025-11-25T08:17:41.338806] [INFO ] [CONFIGURE ] BGR: Testing feature 27/29: add_volume_price_divergence
[2025-11-25T08:17:41.338848] [INFO ] [CONFIGURE ] BGR: Testing with features: ['add_ema', 'add_rsi', 'add_volume_price_divergence']
[2025-11-25T08:17:41.621922] [DEBUG] [FORECASTER] BGR: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T08:17:41.935431] [DEBUG] [FORECASTER] BGR: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T08:17:42.216800] [DEBUG] [FORECASTER] BGR: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T08:17:42.501422] [DEBUG] [FORECASTER] BGR: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-25T08:17:42.788229] [DEBUG] [FORECASTER] BGR: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T08:17:43.055286] [DEBUG] [FORECASTER] BGR: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T08:17:43.335543] [DEBUG] [FORECASTER] BGR: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T08:17:43.618176] [DEBUG] [FORECASTER] BGR: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T08:17:43.901717] [DEBUG] [FORECASTER] BGR: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T08:17:44.186153] [DEBUG] [FORECASTER] BGR: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T08:17:44.186350] [INFO ] [CONFIGURE ] BGR: DISCARDED add_volume_price_divergence (score: 70.00%)
[2025-11-25T08:17:44.186409] [INFO ] [CONFIGURE ] JOB ETA: 2.4h | Avg: 2.8s/test | Remaining: 3125 tests
[2025-11-25T08:17:44.186457] [INFO ] [CONFIGURE ] BGR: Testing feature 28/29: add_volume_profile
[2025-11-25T08:17:44.186502] [INFO ] [CONFIGURE ] BGR: Testing with features: ['add_ema', 'add_rsi', 'add_volume_profile']
[2025-11-25T08:17:44.439064] [DEBUG] [FORECASTER] BGR: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T08:17:44.691836] [DEBUG] [FORECASTER] BGR: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T08:17:44.944272] [DEBUG] [FORECASTER] BGR: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T08:17:45.193675] [DEBUG] [FORECASTER] BGR: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-25T08:17:45.440599] [DEBUG] [FORECASTER] BGR: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T08:17:45.697596] [DEBUG] [FORECASTER] BGR: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T08:17:45.941754] [DEBUG] [FORECASTER] BGR: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T08:17:46.195661] [DEBUG] [FORECASTER] BGR: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T08:17:46.438130] [DEBUG] [FORECASTER] BGR: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T08:17:46.696628] [DEBUG] [FORECASTER] BGR: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T08:17:46.696858] [INFO ] [CONFIGURE ] BGR: DISCARDED add_volume_profile (score: 90.00%)
[2025-11-25T08:17:46.696914] [INFO ] [CONFIGURE ] JOB ETA: 2.4h | Avg: 2.8s/test | Remaining: 3124 tests
[2025-11-25T08:17:46.696961] [INFO ] [CONFIGURE ] BGR: Testing feature 29/29: add_vwap
[2025-11-25T08:17:46.697004] [INFO ] [CONFIGURE ] BGR: Testing with features: ['add_ema', 'add_rsi', 'add_vwap']
[2025-11-25T08:17:46.956470] [DEBUG] [FORECASTER] BGR: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T08:17:47.220672] [DEBUG] [FORECASTER] BGR: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T08:17:47.471328] [DEBUG] [FORECASTER] BGR: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T08:17:47.732422] [DEBUG] [FORECASTER] BGR: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-25T08:17:48.012341] [DEBUG] [FORECASTER] BGR: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T08:17:48.292171] [DEBUG] [FORECASTER] BGR: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T08:17:48.567300] [DEBUG] [FORECASTER] BGR: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T08:17:48.841674] [DEBUG] [FORECASTER] BGR: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T08:17:49.112125] [DEBUG] [FORECASTER] BGR: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T08:17:49.405761] [DEBUG] [FORECASTER] BGR: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T08:17:49.405994] [INFO ] [CONFIGURE ] BGR: DISCARDED add_vwap (score: 80.00%)
[2025-11-25T08:17:49.406078] [INFO ] [CONFIGURE ] JOB ETA: 2.4h | Avg: 2.8s/test | Remaining: 3123 tests
[2025-11-25T08:17:49.406129] [INFO ] [CONFIGURE ] BGR: ===== FEATURE SELECTION COMPLETE =====
[2025-11-25T08:17:49.406172] [INFO ] [CONFIGURE ] BGR: Best accuracy: 100.00%
[2025-11-25T08:17:49.406216] [INFO ] [CONFIGURE ] BGR: Best feature set (2 features): ['add_ema', 'add_rsi']
[2025-11-25T08:17:49.406293] [INFO ] [CONFIGURE ] BGR: Improvement over baseline: 20.00%
[2025-11-25T08:17:49.406336] [INFO ] [CONFIGURE ] BGR: Total time: 1.1 minutes
[2025-11-25T08:17:49.406376] [INFO ] [CONFIGURE ] BGR: Average time per feature: 2.2 seconds
[2025-11-25T08:17:49.406416] [INFO ] [CONFIGURE ] BGR: Average speed: 0.45 features/sec
[2025-11-25T08:17:49.406913] [INFO ] [LOCAL     ] Saved configuration for BGR: 2 features, 100.00% accuracy -> ./output/feature-sets/BGR.json
[2025-11-25T08:17:49.406970] [INFO ] [CONFIGURE ] BGR: Configuration saved successfully: 2 features, 100.00% accuracy.
[2025-11-25T08:17:49.407023] [INFO ] [sig       ] [57/164] Successfully configured BGR | 0.01 sym/s | Total: 1.3h | ETA: 2.4h
[2025-11-25T08:17:49.407083] [INFO ] [sig       ] [58/164] Configuring BGSF...
[2025-11-25T08:17:49.407125] [INFO ] [CONFIGURE ] BGSF: Configurate test run.
[2025-11-25T08:17:49.407165] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BGSF' from 'https://tdm.silogroup.org/data/derivative_storage/BGSF.csv'.
[2025-11-25T08:17:49.419950] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'BGSF'.
[2025-11-25T08:17:49.420366] [INFO ] [CONFIGURE ] BGSF: Testing with 29 available features
[2025-11-25T08:17:49.420432] [INFO ] [CONFIGURE ] BGSF: Establishing baseline with no features...
[2025-11-25T08:17:49.609441] [DEBUG] [FORECASTER] BGSF: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T08:17:49.803361] [DEBUG] [FORECASTER] BGSF: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T08:17:49.987973] [DEBUG] [FORECASTER] BGSF: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T08:17:50.177996] [DEBUG] [FORECASTER] BGSF: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T08:17:50.365588] [DEBUG] [FORECASTER] BGSF: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T08:17:50.558084] [DEBUG] [FORECASTER] BGSF: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T08:17:50.750797] [DEBUG] [FORECASTER] BGSF: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T08:17:50.934447] [DEBUG] [FORECASTER] BGSF: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T08:17:51.132240] [DEBUG] [FORECASTER] BGSF: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T08:17:51.320602] [DEBUG] [FORECASTER] BGSF: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-25T08:17:51.320780] [INFO ] [CONFIGURE ] BGSF: Baseline score (no features): 20.00%
[2025-11-25T08:17:51.320828] [INFO ] [CONFIGURE ] BGSF: Testing feature 1/29: add_bollinger_bands
[2025-11-25T08:17:51.320866] [INFO ] [CONFIGURE ] BGSF: Testing with features: ['add_bollinger_bands']
[2025-11-25T08:17:51.548871] [DEBUG] [FORECASTER] BGSF: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T08:17:51.769974] [DEBUG] [FORECASTER] BGSF: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T08:17:52.002173] [DEBUG] [FORECASTER] BGSF: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T08:17:52.223762] [DEBUG] [FORECASTER] BGSF: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T08:17:52.446850] [DEBUG] [FORECASTER] BGSF: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T08:17:52.663262] [DEBUG] [FORECASTER] BGSF: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T08:17:52.884508] [DEBUG] [FORECASTER] BGSF: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T08:17:53.110080] [DEBUG] [FORECASTER] BGSF: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T08:17:53.328573] [DEBUG] [FORECASTER] BGSF: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T08:17:53.554533] [DEBUG] [FORECASTER] BGSF: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-25T08:17:53.554888] [INFO ] [CONFIGURE ] BGSF: KEPT add_bollinger_bands (score: 40.00%)
[2025-11-25T08:17:53.555028] [INFO ] [CONFIGURE ] JOB ETA: 2.4h | Avg: 2.8s/test | Remaining: 3122 tests
[2025-11-25T08:17:53.555141] [INFO ] [CONFIGURE ] BGSF: Testing feature 2/29: add_cumulative_delta
[2025-11-25T08:17:53.555244] [INFO ] [CONFIGURE ] BGSF: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta']
[2025-11-25T08:17:53.813402] [DEBUG] [FORECASTER] BGSF: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T08:17:54.069299] [DEBUG] [FORECASTER] BGSF: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T08:17:54.324152] [DEBUG] [FORECASTER] BGSF: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T08:17:54.584016] [DEBUG] [FORECASTER] BGSF: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T08:17:54.838640] [DEBUG] [FORECASTER] BGSF: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T08:17:55.099703] [DEBUG] [FORECASTER] BGSF: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T08:17:55.362869] [DEBUG] [FORECASTER] BGSF: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T08:17:55.620053] [DEBUG] [FORECASTER] BGSF: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T08:17:55.874718] [DEBUG] [FORECASTER] BGSF: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T08:17:56.128679] [DEBUG] [FORECASTER] BGSF: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-25T08:17:56.128850] [INFO ] [CONFIGURE ] BGSF: DISCARDED add_cumulative_delta (score: 30.00%)
[2025-11-25T08:17:56.128907] [INFO ] [CONFIGURE ] JOB ETA: 2.4h | Avg: 2.8s/test | Remaining: 3121 tests
[2025-11-25T08:17:56.128979] [INFO ] [CONFIGURE ] BGSF: Testing feature 3/29: add_daily_returns
[2025-11-25T08:17:56.129030] [INFO ] [CONFIGURE ] BGSF: Testing with features: ['add_bollinger_bands', 'add_daily_returns']
[2025-11-25T08:17:56.358684] [DEBUG] [FORECASTER] BGSF: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T08:17:56.597897] [DEBUG] [FORECASTER] BGSF: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T08:17:56.849796] [DEBUG] [FORECASTER] BGSF: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T08:17:57.081107] [DEBUG] [FORECASTER] BGSF: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T08:17:57.345573] [DEBUG] [FORECASTER] BGSF: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T08:17:57.586074] [DEBUG] [FORECASTER] BGSF: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T08:17:57.824135] [DEBUG] [FORECASTER] BGSF: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T08:17:58.071933] [DEBUG] [FORECASTER] BGSF: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T08:17:58.319848] [DEBUG] [FORECASTER] BGSF: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T08:17:58.561978] [DEBUG] [FORECASTER] BGSF: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-25T08:17:58.562158] [INFO ] [CONFIGURE ] BGSF: DISCARDED add_daily_returns (score: 40.00%)
[2025-11-25T08:17:58.562216] [INFO ] [CONFIGURE ] JOB ETA: 2.4h | Avg: 2.8s/test | Remaining: 3120 tests
[2025-11-25T08:17:58.562260] [INFO ] [CONFIGURE ] BGSF: Testing feature 4/29: add_ema
[2025-11-25T08:17:58.562299] [INFO ] [CONFIGURE ] BGSF: Testing with features: ['add_bollinger_bands', 'add_ema']
[2025-11-25T08:17:58.828174] [DEBUG] [FORECASTER] BGSF: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T08:17:59.094452] [DEBUG] [FORECASTER] BGSF: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T08:17:59.357865] [DEBUG] [FORECASTER] BGSF: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T08:17:59.634581] [DEBUG] [FORECASTER] BGSF: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T08:17:59.910658] [DEBUG] [FORECASTER] BGSF: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T08:18:00.189368] [DEBUG] [FORECASTER] BGSF: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T08:18:01.163213] [DEBUG] [FORECASTER] BGSF: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T08:18:01.438089] [DEBUG] [FORECASTER] BGSF: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T08:18:01.711807] [DEBUG] [FORECASTER] BGSF: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T08:18:01.998373] [DEBUG] [FORECASTER] BGSF: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-25T08:18:01.998594] [INFO ] [CONFIGURE ] BGSF: DISCARDED add_ema (score: 40.00%)
[2025-11-25T08:18:01.998806] [INFO ] [CONFIGURE ] JOB ETA: 2.4h | Avg: 2.8s/test | Remaining: 3119 tests
[2025-11-25T08:18:01.998934] [INFO ] [CONFIGURE ] BGSF: Testing feature 5/29: add_exhaustion_signals
[2025-11-25T08:18:01.999038] [INFO ] [CONFIGURE ] BGSF: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals']
[2025-11-25T08:18:02.275456] [DEBUG] [FORECASTER] BGSF: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T08:18:02.561320] [DEBUG] [FORECASTER] BGSF: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T08:18:02.839862] [DEBUG] [FORECASTER] BGSF: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T08:18:03.120513] [DEBUG] [FORECASTER] BGSF: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T08:18:03.399701] [DEBUG] [FORECASTER] BGSF: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T08:18:03.678364] [DEBUG] [FORECASTER] BGSF: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T08:18:03.960463] [DEBUG] [FORECASTER] BGSF: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T08:18:04.241601] [DEBUG] [FORECASTER] BGSF: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T08:18:04.523513] [DEBUG] [FORECASTER] BGSF: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T08:18:04.806111] [DEBUG] [FORECASTER] BGSF: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-25T08:18:04.806322] [INFO ] [CONFIGURE ] BGSF: DISCARDED add_exhaustion_signals (score: 20.00%)
[2025-11-25T08:18:04.806382] [INFO ] [CONFIGURE ] JOB ETA: 2.4h | Avg: 2.8s/test | Remaining: 3118 tests
[2025-11-25T08:18:04.806433] [INFO ] [CONFIGURE ] BGSF: Testing feature 6/29: add_failed_moves
[2025-11-25T08:18:04.806478] [INFO ] [CONFIGURE ] BGSF: Testing with features: ['add_bollinger_bands', 'add_failed_moves']
[2025-11-25T08:18:05.036376] [DEBUG] [FORECASTER] BGSF: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T08:18:05.258382] [DEBUG] [FORECASTER] BGSF: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T08:18:05.489558] [DEBUG] [FORECASTER] BGSF: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T08:18:05.732169] [DEBUG] [FORECASTER] BGSF: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T08:18:05.985930] [DEBUG] [FORECASTER] BGSF: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T08:18:06.233505] [DEBUG] [FORECASTER] BGSF: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T08:18:06.472827] [DEBUG] [FORECASTER] BGSF: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T08:18:06.707455] [DEBUG] [FORECASTER] BGSF: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T08:18:06.964159] [DEBUG] [FORECASTER] BGSF: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T08:18:07.206608] [DEBUG] [FORECASTER] BGSF: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-25T08:18:07.206803] [INFO ] [CONFIGURE ] BGSF: DISCARDED add_failed_moves (score: 30.00%)
[2025-11-25T08:18:07.206853] [INFO ] [CONFIGURE ] JOB ETA: 2.4h | Avg: 2.8s/test | Remaining: 3117 tests
[2025-11-25T08:18:07.206894] [INFO ] [CONFIGURE ] BGSF: Testing feature 7/29: add_lag_shelf
[2025-11-25T08:18:07.206930] [INFO ] [CONFIGURE ] BGSF: Testing with features: ['add_bollinger_bands', 'add_lag_shelf']
[2025-11-25T08:18:07.444228] [DEBUG] [FORECASTER] BGSF: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T08:18:07.662997] [DEBUG] [FORECASTER] BGSF: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T08:18:07.888624] [DEBUG] [FORECASTER] BGSF: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T08:18:08.116464] [DEBUG] [FORECASTER] BGSF: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T08:18:08.344105] [DEBUG] [FORECASTER] BGSF: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T08:18:08.569315] [DEBUG] [FORECASTER] BGSF: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T08:18:08.804362] [DEBUG] [FORECASTER] BGSF: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T08:18:09.026391] [DEBUG] [FORECASTER] BGSF: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T08:18:09.241371] [DEBUG] [FORECASTER] BGSF: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T08:18:09.445686] [DEBUG] [FORECASTER] BGSF: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-11-25T08:18:09.445863] [INFO ] [CONFIGURE ] BGSF: DISCARDED add_lag_shelf (score: 30.00%)
[2025-11-25T08:18:09.445911] [INFO ] [CONFIGURE ] JOB ETA: 2.4h | Avg: 2.8s/test | Remaining: 3116 tests
[2025-11-25T08:18:09.445949] [INFO ] [CONFIGURE ] BGSF: Testing feature 8/29: add_macd
[2025-11-25T08:18:09.445985] [INFO ] [CONFIGURE ] BGSF: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd']
[2025-11-25T08:18:09.777878] [DEBUG] [FORECASTER] BGSF: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T08:18:10.106877] [DEBUG] [FORECASTER] BGSF: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T08:18:10.444720] [DEBUG] [FORECASTER] BGSF: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T08:18:10.792071] [DEBUG] [FORECASTER] BGSF: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T08:18:11.134296] [DEBUG] [FORECASTER] BGSF: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T08:18:11.490207] [DEBUG] [FORECASTER] BGSF: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T08:18:11.822939] [DEBUG] [FORECASTER] BGSF: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T08:18:12.167278] [DEBUG] [FORECASTER] BGSF: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T08:18:12.505638] [DEBUG] [FORECASTER] BGSF: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T08:18:12.863403] [DEBUG] [FORECASTER] BGSF: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-11-25T08:18:12.863568] [INFO ] [CONFIGURE ] BGSF: DISCARDED add_macd (score: 10.00%)
[2025-11-25T08:18:12.863626] [INFO ] [CONFIGURE ] JOB ETA: 2.4h | Avg: 2.8s/test | Remaining: 3115 tests
[2025-11-25T08:18:12.863690] [INFO ] [CONFIGURE ] BGSF: Testing feature 9/29: add_mfi
[2025-11-25T08:18:12.863731] [INFO ] [CONFIGURE ] BGSF: Testing with features: ['add_bollinger_bands', 'add_mfi']
[2025-11-25T08:18:13.089769] [DEBUG] [FORECASTER] BGSF: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T08:18:13.323164] [DEBUG] [FORECASTER] BGSF: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T08:18:13.550924] [DEBUG] [FORECASTER] BGSF: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T08:18:13.785527] [DEBUG] [FORECASTER] BGSF: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T08:18:14.019827] [DEBUG] [FORECASTER] BGSF: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T08:18:14.243396] [DEBUG] [FORECASTER] BGSF: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T08:18:14.457126] [DEBUG] [FORECASTER] BGSF: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T08:18:14.670247] [DEBUG] [FORECASTER] BGSF: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T08:18:14.892951] [DEBUG] [FORECASTER] BGSF: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T08:18:15.127623] [DEBUG] [FORECASTER] BGSF: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-25T08:18:15.128077] [INFO ] [CONFIGURE ] BGSF: DISCARDED add_mfi (score: 40.00%)
[2025-11-25T08:18:15.128137] [INFO ] [CONFIGURE ] JOB ETA: 2.4h | Avg: 2.8s/test | Remaining: 3114 tests
[2025-11-25T08:18:15.128185] [INFO ] [CONFIGURE ] BGSF: Testing feature 10/29: add_momentum_acceleration
[2025-11-25T08:18:15.128232] [INFO ] [CONFIGURE ] BGSF: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-11-25T08:18:15.450479] [DEBUG] [FORECASTER] BGSF: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T08:18:15.765509] [DEBUG] [FORECASTER] BGSF: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T08:18:16.144345] [DEBUG] [FORECASTER] BGSF: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T08:18:16.476546] [DEBUG] [FORECASTER] BGSF: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T08:18:16.816380] [DEBUG] [FORECASTER] BGSF: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T08:18:17.150844] [DEBUG] [FORECASTER] BGSF: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T08:18:17.475715] [DEBUG] [FORECASTER] BGSF: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T08:18:17.812858] [DEBUG] [FORECASTER] BGSF: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T08:18:18.151043] [DEBUG] [FORECASTER] BGSF: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T08:18:18.477900] [DEBUG] [FORECASTER] BGSF: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-25T08:18:18.478095] [INFO ] [CONFIGURE ] BGSF: DISCARDED add_momentum_acceleration (score: 30.00%)
[2025-11-25T08:18:18.478153] [INFO ] [CONFIGURE ] JOB ETA: 2.4h | Avg: 2.8s/test | Remaining: 3113 tests
[2025-11-25T08:18:18.478201] [INFO ] [CONFIGURE ] BGSF: Testing feature 11/29: add_obv_daily
[2025-11-25T08:18:18.478245] [INFO ] [CONFIGURE ] BGSF: Testing with features: ['add_bollinger_bands', 'add_obv_daily']
[2025-11-25T08:18:18.729280] [DEBUG] [FORECASTER] BGSF: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T08:18:18.974029] [DEBUG] [FORECASTER] BGSF: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T08:18:19.221139] [DEBUG] [FORECASTER] BGSF: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T08:18:19.469263] [DEBUG] [FORECASTER] BGSF: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T08:18:19.731393] [DEBUG] [FORECASTER] BGSF: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T08:18:20.000412] [DEBUG] [FORECASTER] BGSF: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T08:18:20.257443] [DEBUG] [FORECASTER] BGSF: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T08:18:20.513949] [DEBUG] [FORECASTER] BGSF: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T08:18:20.766758] [DEBUG] [FORECASTER] BGSF: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T08:18:21.029546] [DEBUG] [FORECASTER] BGSF: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-25T08:18:21.029923] [INFO ] [CONFIGURE ] BGSF: DISCARDED add_obv_daily (score: 40.00%)
[2025-11-25T08:18:21.030044] [INFO ] [CONFIGURE ] JOB ETA: 2.4h | Avg: 2.8s/test | Remaining: 3112 tests
[2025-11-25T08:18:21.030152] [INFO ] [CONFIGURE ] BGSF: Testing feature 12/29: add_obv_interval
[2025-11-25T08:18:21.030257] [INFO ] [CONFIGURE ] BGSF: Testing with features: ['add_bollinger_bands', 'add_obv_interval']
[2025-11-25T08:18:21.268663] [DEBUG] [FORECASTER] BGSF: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T08:18:21.508713] [DEBUG] [FORECASTER] BGSF: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T08:18:21.746797] [DEBUG] [FORECASTER] BGSF: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T08:18:21.988944] [DEBUG] [FORECASTER] BGSF: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T08:18:22.227797] [DEBUG] [FORECASTER] BGSF: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T08:18:22.485207] [DEBUG] [FORECASTER] BGSF: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T08:18:22.736965] [DEBUG] [FORECASTER] BGSF: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T08:18:22.989935] [DEBUG] [FORECASTER] BGSF: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T08:18:23.235931] [DEBUG] [FORECASTER] BGSF: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T08:18:23.484981] [DEBUG] [FORECASTER] BGSF: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-25T08:18:23.485240] [INFO ] [CONFIGURE ] BGSF: DISCARDED add_obv_interval (score: 30.00%)
[2025-11-25T08:18:23.485290] [INFO ] [CONFIGURE ] JOB ETA: 2.4h | Avg: 2.8s/test | Remaining: 3111 tests
[2025-11-25T08:18:23.485330] [INFO ] [CONFIGURE ] BGSF: Testing feature 13/29: add_opening_strength
[2025-11-25T08:18:23.485367] [INFO ] [CONFIGURE ] BGSF: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_opening_strength']
[2025-11-25T08:18:23.755349] [DEBUG] [FORECASTER] BGSF: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T08:18:24.081400] [DEBUG] [FORECASTER] BGSF: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T08:18:24.459831] [DEBUG] [FORECASTER] BGSF: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T08:18:24.756569] [DEBUG] [FORECASTER] BGSF: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T08:18:25.014746] [DEBUG] [FORECASTER] BGSF: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T08:18:25.261637] [DEBUG] [FORECASTER] BGSF: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T08:18:25.508984] [DEBUG] [FORECASTER] BGSF: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T08:18:25.754293] [DEBUG] [FORECASTER] BGSF: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T08:18:25.997020] [DEBUG] [FORECASTER] BGSF: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T08:18:26.237402] [DEBUG] [FORECASTER] BGSF: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-25T08:18:26.237570] [INFO ] [CONFIGURE ] BGSF: KEPT add_opening_strength (score: 50.00%)
[2025-11-25T08:18:26.237627] [INFO ] [CONFIGURE ] JOB ETA: 2.4h | Avg: 2.8s/test | Remaining: 3110 tests
[2025-11-25T08:18:26.237693] [INFO ] [CONFIGURE ] BGSF: Testing feature 14/29: add_order_flow_imbalance
[2025-11-25T08:18:26.237736] [INFO ] [CONFIGURE ] BGSF: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_opening_strength', 'add_order_flow_imbalance']
[2025-11-25T08:18:26.492078] [DEBUG] [FORECASTER] BGSF: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T08:18:26.754075] [DEBUG] [FORECASTER] BGSF: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T08:18:27.034777] [DEBUG] [FORECASTER] BGSF: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T08:18:27.298595] [DEBUG] [FORECASTER] BGSF: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T08:18:27.566187] [DEBUG] [FORECASTER] BGSF: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T08:18:27.837713] [DEBUG] [FORECASTER] BGSF: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T08:18:28.105164] [DEBUG] [FORECASTER] BGSF: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T08:18:28.372002] [DEBUG] [FORECASTER] BGSF: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T08:18:28.652940] [DEBUG] [FORECASTER] BGSF: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T08:18:28.917075] [DEBUG] [FORECASTER] BGSF: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-25T08:18:28.917253] [INFO ] [CONFIGURE ] BGSF: DISCARDED add_order_flow_imbalance (score: 40.00%)
[2025-11-25T08:18:28.917307] [INFO ] [CONFIGURE ] JOB ETA: 2.4h | Avg: 2.8s/test | Remaining: 3109 tests
[2025-11-25T08:18:28.917355] [INFO ] [CONFIGURE ] BGSF: Testing feature 15/29: add_pbf_morning_momentum
[2025-11-25T08:18:28.917391] [INFO ] [CONFIGURE ] BGSF: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_opening_strength', 'add_pbf_morning_momentum']
[2025-11-25T08:18:29.165288] [DEBUG] [FORECASTER] BGSF: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T08:18:29.414179] [DEBUG] [FORECASTER] BGSF: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T08:18:29.662736] [DEBUG] [FORECASTER] BGSF: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T08:18:29.914086] [DEBUG] [FORECASTER] BGSF: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T08:18:30.163128] [DEBUG] [FORECASTER] BGSF: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T08:18:30.419968] [DEBUG] [FORECASTER] BGSF: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T08:18:30.667735] [DEBUG] [FORECASTER] BGSF: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T08:18:30.917750] [DEBUG] [FORECASTER] BGSF: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T08:18:31.167835] [DEBUG] [FORECASTER] BGSF: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T08:18:31.416025] [DEBUG] [FORECASTER] BGSF: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-25T08:18:31.416227] [INFO ] [CONFIGURE ] BGSF: DISCARDED add_pbf_morning_momentum (score: 50.00%)
[2025-11-25T08:18:31.416286] [INFO ] [CONFIGURE ] JOB ETA: 2.4h | Avg: 2.8s/test | Remaining: 3108 tests
[2025-11-25T08:18:31.416334] [INFO ] [CONFIGURE ] BGSF: Testing feature 16/29: add_pbf_overnight_gap
[2025-11-25T08:18:31.416377] [INFO ] [CONFIGURE ] BGSF: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_opening_strength', 'add_pbf_overnight_gap']
[2025-11-25T08:18:31.684454] [DEBUG] [FORECASTER] BGSF: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T08:18:31.963810] [DEBUG] [FORECASTER] BGSF: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T08:18:32.248391] [DEBUG] [FORECASTER] BGSF: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T08:18:32.520606] [DEBUG] [FORECASTER] BGSF: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T08:18:32.792478] [DEBUG] [FORECASTER] BGSF: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T08:18:33.065229] [DEBUG] [FORECASTER] BGSF: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T08:18:33.334341] [DEBUG] [FORECASTER] BGSF: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T08:18:33.609538] [DEBUG] [FORECASTER] BGSF: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T08:18:33.880627] [DEBUG] [FORECASTER] BGSF: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T08:18:34.156871] [DEBUG] [FORECASTER] BGSF: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-25T08:18:34.157052] [INFO ] [CONFIGURE ] BGSF: DISCARDED add_pbf_overnight_gap (score: 50.00%)
[2025-11-25T08:18:34.157127] [INFO ] [CONFIGURE ] JOB ETA: 2.4h | Avg: 2.8s/test | Remaining: 3107 tests
[2025-11-25T08:18:34.157176] [INFO ] [CONFIGURE ] BGSF: Testing feature 17/29: add_pbf_return_2d
[2025-11-25T08:18:34.157212] [INFO ] [CONFIGURE ] BGSF: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_opening_strength', 'add_pbf_return_2d']
[2025-11-25T08:18:34.412268] [DEBUG] [FORECASTER] BGSF: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T08:18:34.668022] [DEBUG] [FORECASTER] BGSF: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T08:18:34.930423] [DEBUG] [FORECASTER] BGSF: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T08:18:35.189043] [DEBUG] [FORECASTER] BGSF: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T08:18:35.453565] [DEBUG] [FORECASTER] BGSF: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T08:18:35.715193] [DEBUG] [FORECASTER] BGSF: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T08:18:35.979302] [DEBUG] [FORECASTER] BGSF: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T08:18:36.239907] [DEBUG] [FORECASTER] BGSF: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T08:18:36.499514] [DEBUG] [FORECASTER] BGSF: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T08:18:36.767164] [DEBUG] [FORECASTER] BGSF: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-25T08:18:36.767301] [INFO ] [CONFIGURE ] BGSF: DISCARDED add_pbf_return_2d (score: 40.00%)
[2025-11-25T08:18:36.767356] [INFO ] [CONFIGURE ] JOB ETA: 2.4h | Avg: 2.8s/test | Remaining: 3106 tests
[2025-11-25T08:18:36.767401] [INFO ] [CONFIGURE ] BGSF: Testing feature 18/29: add_pbf_volatility_5d
[2025-11-25T08:18:36.767452] [INFO ] [CONFIGURE ] BGSF: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_opening_strength', 'add_pbf_volatility_5d']
[2025-11-25T08:18:37.010669] [DEBUG] [FORECASTER] BGSF: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T08:18:37.257117] [DEBUG] [FORECASTER] BGSF: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T08:18:37.509956] [DEBUG] [FORECASTER] BGSF: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T08:18:37.755188] [DEBUG] [FORECASTER] BGSF: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T08:18:38.006588] [DEBUG] [FORECASTER] BGSF: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T08:18:38.255365] [DEBUG] [FORECASTER] BGSF: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T08:18:38.515488] [DEBUG] [FORECASTER] BGSF: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T08:18:38.765189] [DEBUG] [FORECASTER] BGSF: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T08:18:39.012572] [DEBUG] [FORECASTER] BGSF: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T08:18:39.261980] [DEBUG] [FORECASTER] BGSF: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-25T08:18:39.262151] [INFO ] [CONFIGURE ] BGSF: KEPT add_pbf_volatility_5d (score: 60.00%)
[2025-11-25T08:18:39.262209] [INFO ] [CONFIGURE ] JOB ETA: 2.4h | Avg: 2.8s/test | Remaining: 3105 tests
[2025-11-25T08:18:39.262254] [INFO ] [CONFIGURE ] BGSF: Testing feature 19/29: add_pbf_vs_sma_5
[2025-11-25T08:18:39.262320] [INFO ] [CONFIGURE ] BGSF: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_opening_strength', 'add_pbf_volatility_5d', 'add_pbf_vs_sma_5']
[2025-11-25T08:18:39.512584] [DEBUG] [FORECASTER] BGSF: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T08:18:39.765208] [DEBUG] [FORECASTER] BGSF: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T08:18:40.014272] [DEBUG] [FORECASTER] BGSF: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T08:18:40.266900] [DEBUG] [FORECASTER] BGSF: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T08:18:40.522880] [DEBUG] [FORECASTER] BGSF: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T08:18:40.791749] [DEBUG] [FORECASTER] BGSF: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T08:18:41.060753] [DEBUG] [FORECASTER] BGSF: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T08:18:41.326144] [DEBUG] [FORECASTER] BGSF: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T08:18:41.605407] [DEBUG] [FORECASTER] BGSF: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T08:18:41.896172] [DEBUG] [FORECASTER] BGSF: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-25T08:18:41.896373] [INFO ] [CONFIGURE ] BGSF: DISCARDED add_pbf_vs_sma_5 (score: 50.00%)
[2025-11-25T08:18:41.896431] [INFO ] [CONFIGURE ] JOB ETA: 2.4h | Avg: 2.8s/test | Remaining: 3104 tests
[2025-11-25T08:18:41.896478] [INFO ] [CONFIGURE ] BGSF: Testing feature 20/29: add_price_rejection
[2025-11-25T08:18:41.896521] [INFO ] [CONFIGURE ] BGSF: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_opening_strength', 'add_pbf_volatility_5d', 'add_price_rejection']
[2025-11-25T08:18:42.170493] [DEBUG] [FORECASTER] BGSF: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T08:18:42.444609] [DEBUG] [FORECASTER] BGSF: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T08:18:42.717917] [DEBUG] [FORECASTER] BGSF: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T08:18:43.031072] [DEBUG] [FORECASTER] BGSF: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T08:18:43.309488] [DEBUG] [FORECASTER] BGSF: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T08:18:43.591635] [DEBUG] [FORECASTER] BGSF: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T08:18:43.882614] [DEBUG] [FORECASTER] BGSF: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T08:18:44.172801] [DEBUG] [FORECASTER] BGSF: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T08:18:44.461423] [DEBUG] [FORECASTER] BGSF: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T08:18:44.739579] [DEBUG] [FORECASTER] BGSF: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-25T08:18:44.739800] [INFO ] [CONFIGURE ] BGSF: DISCARDED add_price_rejection (score: 40.00%)
[2025-11-25T08:18:44.739860] [INFO ] [CONFIGURE ] JOB ETA: 2.4h | Avg: 2.8s/test | Remaining: 3103 tests
[2025-11-25T08:18:44.739908] [INFO ] [CONFIGURE ] BGSF: Testing feature 21/29: add_range_position
[2025-11-25T08:18:44.739952] [INFO ] [CONFIGURE ] BGSF: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_opening_strength', 'add_pbf_volatility_5d', 'add_range_position']
[2025-11-25T08:18:45.039044] [DEBUG] [FORECASTER] BGSF: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T08:18:45.347391] [DEBUG] [FORECASTER] BGSF: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T08:18:45.651548] [DEBUG] [FORECASTER] BGSF: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T08:18:45.959280] [DEBUG] [FORECASTER] BGSF: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T08:18:46.265537] [DEBUG] [FORECASTER] BGSF: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T08:18:46.578579] [DEBUG] [FORECASTER] BGSF: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T08:18:46.893665] [DEBUG] [FORECASTER] BGSF: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T08:18:47.209959] [DEBUG] [FORECASTER] BGSF: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T08:18:47.528178] [DEBUG] [FORECASTER] BGSF: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T08:18:47.859084] [DEBUG] [FORECASTER] BGSF: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-25T08:18:47.859321] [INFO ] [CONFIGURE ] BGSF: DISCARDED add_range_position (score: 40.00%)
[2025-11-25T08:18:47.859387] [INFO ] [CONFIGURE ] JOB ETA: 2.4h | Avg: 2.8s/test | Remaining: 3102 tests
[2025-11-25T08:18:47.859437] [INFO ] [CONFIGURE ] BGSF: Testing feature 22/29: add_realized_volatility
[2025-11-25T08:18:47.859475] [INFO ] [CONFIGURE ] BGSF: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_opening_strength', 'add_pbf_volatility_5d', 'add_realized_volatility']
[2025-11-25T08:18:48.263356] [DEBUG] [FORECASTER] BGSF: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T08:18:48.655218] [DEBUG] [FORECASTER] BGSF: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T08:18:49.042020] [DEBUG] [FORECASTER] BGSF: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T08:18:49.424108] [DEBUG] [FORECASTER] BGSF: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T08:18:49.822823] [DEBUG] [FORECASTER] BGSF: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T08:18:50.223559] [DEBUG] [FORECASTER] BGSF: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T08:18:50.602596] [DEBUG] [FORECASTER] BGSF: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T08:18:50.982252] [DEBUG] [FORECASTER] BGSF: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T08:18:51.356336] [DEBUG] [FORECASTER] BGSF: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T08:18:51.770239] [DEBUG] [FORECASTER] BGSF: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-25T08:18:51.770439] [INFO ] [CONFIGURE ] BGSF: DISCARDED add_realized_volatility (score: 50.00%)
[2025-11-25T08:18:51.770499] [INFO ] [CONFIGURE ] JOB ETA: 2.4h | Avg: 2.8s/test | Remaining: 3101 tests
[2025-11-25T08:18:51.770547] [INFO ] [CONFIGURE ] BGSF: Testing feature 23/29: add_recent_range_context
[2025-11-25T08:18:51.770592] [INFO ] [CONFIGURE ] BGSF: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_opening_strength', 'add_pbf_volatility_5d', 'add_recent_range_context']
[2025-11-25T08:18:52.047563] [DEBUG] [FORECASTER] BGSF: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T08:18:52.303590] [DEBUG] [FORECASTER] BGSF: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T08:18:52.564100] [DEBUG] [FORECASTER] BGSF: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T08:18:52.820742] [DEBUG] [FORECASTER] BGSF: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T08:18:53.079248] [DEBUG] [FORECASTER] BGSF: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T08:18:53.340557] [DEBUG] [FORECASTER] BGSF: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T08:18:53.603022] [DEBUG] [FORECASTER] BGSF: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T08:18:53.866600] [DEBUG] [FORECASTER] BGSF: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T08:18:54.131172] [DEBUG] [FORECASTER] BGSF: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T08:18:54.403824] [DEBUG] [FORECASTER] BGSF: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-25T08:18:54.404077] [INFO ] [CONFIGURE ] BGSF: DISCARDED add_recent_range_context (score: 60.00%)
[2025-11-25T08:18:54.404137] [INFO ] [CONFIGURE ] JOB ETA: 2.4h | Avg: 2.8s/test | Remaining: 3100 tests
[2025-11-25T08:18:54.404186] [INFO ] [CONFIGURE ] BGSF: Testing feature 24/29: add_rsi
[2025-11-25T08:18:54.404234] [INFO ] [CONFIGURE ] BGSF: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_opening_strength', 'add_pbf_volatility_5d', 'add_ema', 'add_rsi']
[2025-11-25T08:18:54.726137] [DEBUG] [FORECASTER] BGSF: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T08:18:55.057736] [DEBUG] [FORECASTER] BGSF: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T08:18:55.369943] [DEBUG] [FORECASTER] BGSF: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T08:18:55.684059] [DEBUG] [FORECASTER] BGSF: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T08:18:56.015118] [DEBUG] [FORECASTER] BGSF: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T08:18:56.360425] [DEBUG] [FORECASTER] BGSF: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T08:18:56.689927] [DEBUG] [FORECASTER] BGSF: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T08:18:57.019054] [DEBUG] [FORECASTER] BGSF: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T08:18:57.342372] [DEBUG] [FORECASTER] BGSF: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T08:18:57.687129] [DEBUG] [FORECASTER] BGSF: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-25T08:18:57.687307] [INFO ] [CONFIGURE ] BGSF: DISCARDED add_rsi (score: 50.00%)
[2025-11-25T08:18:57.687365] [INFO ] [CONFIGURE ] JOB ETA: 2.4h | Avg: 2.8s/test | Remaining: 3099 tests
[2025-11-25T08:18:57.687411] [INFO ] [CONFIGURE ] BGSF: Testing feature 25/29: add_tick_distribution
[2025-11-25T08:18:57.687454] [INFO ] [CONFIGURE ] BGSF: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_opening_strength', 'add_pbf_volatility_5d', 'add_tick_distribution']
[2025-11-25T08:18:57.965094] [DEBUG] [FORECASTER] BGSF: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T08:18:58.243539] [DEBUG] [FORECASTER] BGSF: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T08:18:58.526505] [DEBUG] [FORECASTER] BGSF: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T08:18:58.807012] [DEBUG] [FORECASTER] BGSF: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T08:18:59.088804] [DEBUG] [FORECASTER] BGSF: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T08:18:59.375084] [DEBUG] [FORECASTER] BGSF: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T08:18:59.658044] [DEBUG] [FORECASTER] BGSF: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T08:18:59.950470] [DEBUG] [FORECASTER] BGSF: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T08:19:00.291761] [DEBUG] [FORECASTER] BGSF: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T08:19:01.133966] [DEBUG] [FORECASTER] BGSF: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-25T08:19:01.134140] [INFO ] [CONFIGURE ] BGSF: DISCARDED add_tick_distribution (score: 50.00%)
[2025-11-25T08:19:01.134189] [INFO ] [CONFIGURE ] JOB ETA: 2.4h | Avg: 2.8s/test | Remaining: 3098 tests
[2025-11-25T08:19:01.134228] [INFO ] [CONFIGURE ] BGSF: Testing feature 26/29: add_volume_momentum_confirmation
[2025-11-25T08:19:01.134265] [INFO ] [CONFIGURE ] BGSF: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_opening_strength', 'add_pbf_volatility_5d', 'add_volume_momentum_confirmation']
[2025-11-25T08:19:01.450230] [DEBUG] [FORECASTER] BGSF: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T08:19:01.751882] [DEBUG] [FORECASTER] BGSF: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T08:19:02.053748] [DEBUG] [FORECASTER] BGSF: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T08:19:02.341539] [DEBUG] [FORECASTER] BGSF: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T08:19:02.632289] [DEBUG] [FORECASTER] BGSF: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T08:19:02.928862] [DEBUG] [FORECASTER] BGSF: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T08:19:03.215554] [DEBUG] [FORECASTER] BGSF: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T08:19:03.504770] [DEBUG] [FORECASTER] BGSF: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T08:19:03.800161] [DEBUG] [FORECASTER] BGSF: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T08:19:04.092593] [DEBUG] [FORECASTER] BGSF: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-25T08:19:04.092795] [INFO ] [CONFIGURE ] BGSF: DISCARDED add_volume_momentum_confirmation (score: 40.00%)
[2025-11-25T08:19:04.092856] [INFO ] [CONFIGURE ] JOB ETA: 2.4h | Avg: 2.8s/test | Remaining: 3097 tests
[2025-11-25T08:19:04.092906] [INFO ] [CONFIGURE ] BGSF: Testing feature 27/29: add_volume_price_divergence
[2025-11-25T08:19:04.092952] [INFO ] [CONFIGURE ] BGSF: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_opening_strength', 'add_pbf_volatility_5d', 'add_volume_price_divergence']
[2025-11-25T08:19:04.201566] [FATAL] [FORECASTER] Failed to test lookback=11: [08:19:04] /workspace/src/data/gradient_index.h:100: Check failed: valid: Input data contains `inf` or a value too large, while `missing` is not set to `inf`
Stack trace:
  [bt] (0) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x2a6e7c) [0x7f7436ca6e7c]
  [bt] (1) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5eba2d) [0x7f7436feba2d]
  [bt] (2) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5e96cb) [0x7f7436fe96cb]
  [bt] (3) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5ea8f9) [0x7f7436fea8f9]
  [bt] (4) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x57b4f1) [0x7f7436f7b4f1]
  [bt] (5) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(XGQuantileDMatrixCreateFromCallback+0x178) [0x7f7436bb9378]
  [bt] (6) /lib64/libffi.so.8(+0x9056) [0x7f745f173056]
  [bt] (7) /lib64/libffi.so.8(+0x474d) [0x7f745f16e74d]
  [bt] (8) /lib64/libffi.so.8(ffi_call+0x12e) [0x7f745f17164e]


[2025-11-25T08:19:04.309341] [FATAL] [FORECASTER] Failed to test lookback=10: [08:19:04] /workspace/src/data/gradient_index.h:100: Check failed: valid: Input data contains `inf` or a value too large, while `missing` is not set to `inf`
Stack trace:
  [bt] (0) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x2a6e7c) [0x7f7436ca6e7c]
  [bt] (1) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5eba2d) [0x7f7436feba2d]
  [bt] (2) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5e96cb) [0x7f7436fe96cb]
  [bt] (3) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5ea8f9) [0x7f7436fea8f9]
  [bt] (4) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x57b4f1) [0x7f7436f7b4f1]
  [bt] (5) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(XGQuantileDMatrixCreateFromCallback+0x178) [0x7f7436bb9378]
  [bt] (6) /lib64/libffi.so.8(+0x9056) [0x7f745f173056]
  [bt] (7) /lib64/libffi.so.8(+0x474d) [0x7f745f16e74d]
  [bt] (8) /lib64/libffi.so.8(ffi_call+0x12e) [0x7f745f17164e]


[2025-11-25T08:19:04.415542] [FATAL] [FORECASTER] Failed to test lookback=9: [08:19:04] /workspace/src/data/gradient_index.h:100: Check failed: valid: Input data contains `inf` or a value too large, while `missing` is not set to `inf`
Stack trace:
  [bt] (0) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x2a6e7c) [0x7f7436ca6e7c]
  [bt] (1) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5eba2d) [0x7f7436feba2d]
  [bt] (2) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5e96cb) [0x7f7436fe96cb]
  [bt] (3) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5ea8f9) [0x7f7436fea8f9]
  [bt] (4) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x57b4f1) [0x7f7436f7b4f1]
  [bt] (5) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(XGQuantileDMatrixCreateFromCallback+0x178) [0x7f7436bb9378]
  [bt] (6) /lib64/libffi.so.8(+0x9056) [0x7f745f173056]
  [bt] (7) /lib64/libffi.so.8(+0x474d) [0x7f745f16e74d]
  [bt] (8) /lib64/libffi.so.8(ffi_call+0x12e) [0x7f745f17164e]


[2025-11-25T08:19:04.521976] [FATAL] [FORECASTER] Failed to test lookback=8: [08:19:04] /workspace/src/data/gradient_index.h:100: Check failed: valid: Input data contains `inf` or a value too large, while `missing` is not set to `inf`
Stack trace:
  [bt] (0) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x2a6e7c) [0x7f7436ca6e7c]
  [bt] (1) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5eba2d) [0x7f7436feba2d]
  [bt] (2) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5e96cb) [0x7f7436fe96cb]
  [bt] (3) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5ea8f9) [0x7f7436fea8f9]
  [bt] (4) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x57b4f1) [0x7f7436f7b4f1]
  [bt] (5) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(XGQuantileDMatrixCreateFromCallback+0x178) [0x7f7436bb9378]
  [bt] (6) /lib64/libffi.so.8(+0x9056) [0x7f745f173056]
  [bt] (7) /lib64/libffi.so.8(+0x474d) [0x7f745f16e74d]
  [bt] (8) /lib64/libffi.so.8(ffi_call+0x12e) [0x7f745f17164e]


[2025-11-25T08:19:04.627963] [FATAL] [FORECASTER] Failed to test lookback=7: [08:19:04] /workspace/src/data/gradient_index.h:100: Check failed: valid: Input data contains `inf` or a value too large, while `missing` is not set to `inf`
Stack trace:
  [bt] (0) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x2a6e7c) [0x7f7436ca6e7c]
  [bt] (1) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5eba2d) [0x7f7436feba2d]
  [bt] (2) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5e96cb) [0x7f7436fe96cb]
  [bt] (3) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5ea8f9) [0x7f7436fea8f9]
  [bt] (4) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x57b4f1) [0x7f7436f7b4f1]
  [bt] (5) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(XGQuantileDMatrixCreateFromCallback+0x178) [0x7f7436bb9378]
  [bt] (6) /lib64/libffi.so.8(+0x9056) [0x7f745f173056]
  [bt] (7) /lib64/libffi.so.8(+0x474d) [0x7f745f16e74d]
  [bt] (8) /lib64/libffi.so.8(ffi_call+0x12e) [0x7f745f17164e]


[2025-11-25T08:19:04.737563] [FATAL] [FORECASTER] Failed to test lookback=6: [08:19:04] /workspace/src/data/gradient_index.h:100: Check failed: valid: Input data contains `inf` or a value too large, while `missing` is not set to `inf`
Stack trace:
  [bt] (0) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x2a6e7c) [0x7f7436ca6e7c]
  [bt] (1) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5eba2d) [0x7f7436feba2d]
  [bt] (2) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5e96cb) [0x7f7436fe96cb]
  [bt] (3) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5ea8f9) [0x7f7436fea8f9]
  [bt] (4) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x57b4f1) [0x7f7436f7b4f1]
  [bt] (5) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(XGQuantileDMatrixCreateFromCallback+0x178) [0x7f7436bb9378]
  [bt] (6) /lib64/libffi.so.8(+0x9056) [0x7f745f173056]
  [bt] (7) /lib64/libffi.so.8(+0x474d) [0x7f745f16e74d]
  [bt] (8) /lib64/libffi.so.8(ffi_call+0x12e) [0x7f745f17164e]


[2025-11-25T08:19:04.853689] [FATAL] [FORECASTER] Failed to test lookback=5: [08:19:04] /workspace/src/data/gradient_index.h:100: Check failed: valid: Input data contains `inf` or a value too large, while `missing` is not set to `inf`
Stack trace:
  [bt] (0) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x2a6e7c) [0x7f7436ca6e7c]
  [bt] (1) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5eba2d) [0x7f7436feba2d]
  [bt] (2) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5e96cb) [0x7f7436fe96cb]
  [bt] (3) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5ea8f9) [0x7f7436fea8f9]
  [bt] (4) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x57b4f1) [0x7f7436f7b4f1]
  [bt] (5) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(XGQuantileDMatrixCreateFromCallback+0x178) [0x7f7436bb9378]
  [bt] (6) /lib64/libffi.so.8(+0x9056) [0x7f745f173056]
  [bt] (7) /lib64/libffi.so.8(+0x474d) [0x7f745f16e74d]
  [bt] (8) /lib64/libffi.so.8(ffi_call+0x12e) [0x7f745f17164e]


[2025-11-25T08:19:04.965186] [FATAL] [FORECASTER] Failed to test lookback=4: [08:19:04] /workspace/src/data/gradient_index.h:100: Check failed: valid: Input data contains `inf` or a value too large, while `missing` is not set to `inf`
Stack trace:
  [bt] (0) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x2a6e7c) [0x7f7436ca6e7c]
  [bt] (1) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5eba2d) [0x7f7436feba2d]
  [bt] (2) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5e96cb) [0x7f7436fe96cb]
  [bt] (3) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5ea8f9) [0x7f7436fea8f9]
  [bt] (4) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x57b4f1) [0x7f7436f7b4f1]
  [bt] (5) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(XGQuantileDMatrixCreateFromCallback+0x178) [0x7f7436bb9378]
  [bt] (6) /lib64/libffi.so.8(+0x9056) [0x7f745f173056]
  [bt] (7) /lib64/libffi.so.8(+0x474d) [0x7f745f16e74d]
  [bt] (8) /lib64/libffi.so.8(ffi_call+0x12e) [0x7f745f17164e]


[2025-11-25T08:19:05.076314] [FATAL] [FORECASTER] Failed to test lookback=3: [08:19:05] /workspace/src/data/gradient_index.h:100: Check failed: valid: Input data contains `inf` or a value too large, while `missing` is not set to `inf`
Stack trace:
  [bt] (0) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x2a6e7c) [0x7f7436ca6e7c]
  [bt] (1) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5eba2d) [0x7f7436feba2d]
  [bt] (2) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5e96cb) [0x7f7436fe96cb]
  [bt] (3) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5ea8f9) [0x7f7436fea8f9]
  [bt] (4) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x57b4f1) [0x7f7436f7b4f1]
  [bt] (5) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(XGQuantileDMatrixCreateFromCallback+0x178) [0x7f7436bb9378]
  [bt] (6) /lib64/libffi.so.8(+0x9056) [0x7f745f173056]
  [bt] (7) /lib64/libffi.so.8(+0x474d) [0x7f745f16e74d]
  [bt] (8) /lib64/libffi.so.8(ffi_call+0x12e) [0x7f745f17164e]


[2025-11-25T08:19:05.189464] [FATAL] [FORECASTER] Failed to test lookback=2: [08:19:05] /workspace/src/data/gradient_index.h:100: Check failed: valid: Input data contains `inf` or a value too large, while `missing` is not set to `inf`
Stack trace:
  [bt] (0) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x2a6e7c) [0x7f7436ca6e7c]
  [bt] (1) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5eba2d) [0x7f7436feba2d]
  [bt] (2) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5e96cb) [0x7f7436fe96cb]
  [bt] (3) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5ea8f9) [0x7f7436fea8f9]
  [bt] (4) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x57b4f1) [0x7f7436f7b4f1]
  [bt] (5) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(XGQuantileDMatrixCreateFromCallback+0x178) [0x7f7436bb9378]
  [bt] (6) /lib64/libffi.so.8(+0x9056) [0x7f745f173056]
  [bt] (7) /lib64/libffi.so.8(+0x474d) [0x7f745f16e74d]
  [bt] (8) /lib64/libffi.so.8(ffi_call+0x12e) [0x7f745f17164e]


[2025-11-25T08:19:05.189741] [INFO ] [CONFIGURE ] BGSF: DISCARDED add_volume_price_divergence (score: 0.00%)
[2025-11-25T08:19:05.189809] [INFO ] [CONFIGURE ] JOB ETA: 2.4h | Avg: 2.8s/test | Remaining: 3096 tests
[2025-11-25T08:19:05.189852] [INFO ] [CONFIGURE ] BGSF: Testing feature 28/29: add_volume_profile
[2025-11-25T08:19:05.189890] [INFO ] [CONFIGURE ] BGSF: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_opening_strength', 'add_pbf_volatility_5d', 'add_volume_profile']
[2025-11-25T08:19:05.477162] [DEBUG] [FORECASTER] BGSF: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T08:19:05.775348] [DEBUG] [FORECASTER] BGSF: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T08:19:06.071540] [DEBUG] [FORECASTER] BGSF: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T08:19:06.363236] [DEBUG] [FORECASTER] BGSF: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T08:19:06.660790] [DEBUG] [FORECASTER] BGSF: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T08:19:06.961553] [DEBUG] [FORECASTER] BGSF: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T08:19:07.250073] [DEBUG] [FORECASTER] BGSF: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T08:19:07.555668] [DEBUG] [FORECASTER] BGSF: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T08:19:07.858758] [DEBUG] [FORECASTER] BGSF: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T08:19:08.170445] [DEBUG] [FORECASTER] BGSF: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-25T08:19:08.170631] [INFO ] [CONFIGURE ] BGSF: DISCARDED add_volume_profile (score: 40.00%)
[2025-11-25T08:19:08.170713] [INFO ] [CONFIGURE ] JOB ETA: 2.4h | Avg: 2.8s/test | Remaining: 3095 tests
[2025-11-25T08:19:08.170762] [INFO ] [CONFIGURE ] BGSF: Testing feature 29/29: add_vwap
[2025-11-25T08:19:08.170807] [INFO ] [CONFIGURE ] BGSF: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_opening_strength', 'add_pbf_volatility_5d', 'add_vwap']
[2025-11-25T08:19:08.473175] [DEBUG] [FORECASTER] BGSF: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T08:19:08.792961] [DEBUG] [FORECASTER] BGSF: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T08:19:09.097757] [DEBUG] [FORECASTER] BGSF: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T08:19:09.387719] [DEBUG] [FORECASTER] BGSF: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T08:19:09.692719] [DEBUG] [FORECASTER] BGSF: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T08:19:10.005272] [DEBUG] [FORECASTER] BGSF: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T08:19:10.321010] [DEBUG] [FORECASTER] BGSF: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T08:19:10.633513] [DEBUG] [FORECASTER] BGSF: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T08:19:10.936695] [DEBUG] [FORECASTER] BGSF: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T08:19:11.241014] [DEBUG] [FORECASTER] BGSF: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-25T08:19:11.241234] [INFO ] [CONFIGURE ] BGSF: DISCARDED add_vwap (score: 10.00%)
[2025-11-25T08:19:11.241302] [INFO ] [CONFIGURE ] JOB ETA: 2.4h | Avg: 2.8s/test | Remaining: 3094 tests
[2025-11-25T08:19:11.241356] [INFO ] [CONFIGURE ] BGSF: ===== FEATURE SELECTION COMPLETE =====
[2025-11-25T08:19:11.241400] [INFO ] [CONFIGURE ] BGSF: Best accuracy: 60.00%
[2025-11-25T08:19:11.241446] [INFO ] [CONFIGURE ] BGSF: Best feature set (4 features): ['add_bollinger_bands', 'add_daily_returns', 'add_opening_strength', 'add_pbf_volatility_5d']
[2025-11-25T08:19:11.241490] [INFO ] [CONFIGURE ] BGSF: Improvement over baseline: 40.00%
[2025-11-25T08:19:11.241531] [INFO ] [CONFIGURE ] BGSF: Total time: 1.3 minutes
[2025-11-25T08:19:11.241573] [INFO ] [CONFIGURE ] BGSF: Average time per feature: 2.8 seconds
[2025-11-25T08:19:11.241624] [INFO ] [CONFIGURE ] BGSF: Average speed: 0.36 features/sec
[2025-11-25T08:19:11.242040] [INFO ] [LOCAL     ] Saved configuration for BGSF: 4 features, 60.00% accuracy -> ./output/feature-sets/BGSF.json
[2025-11-25T08:19:11.242100] [INFO ] [CONFIGURE ] BGSF: Configuration saved successfully: 4 features, 60.00% accuracy.
[2025-11-25T08:19:11.242151] [INFO ] [sig       ] [58/164] Successfully configured BGSF | 0.01 sym/s | Total: 1.3h | ETA: 2.4h
[2025-11-25T08:19:11.242197] [INFO ] [sig       ] [59/164] Configuring BGT...
[2025-11-25T08:19:11.242238] [INFO ] [CONFIGURE ] BGT: Configurate test run.
[2025-11-25T08:19:11.242282] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BGT' from 'https://tdm.silogroup.org/data/derivative_storage/BGT.csv'.
[2025-11-25T08:19:11.255222] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'BGT'.
[2025-11-25T08:19:11.255531] [INFO ] [CONFIGURE ] BGT: Testing with 29 available features
[2025-11-25T08:19:11.255596] [INFO ] [CONFIGURE ] BGT: Establishing baseline with no features...
[2025-11-25T08:19:11.433446] [DEBUG] [FORECASTER] BGT: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T08:19:11.604725] [DEBUG] [FORECASTER] BGT: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T08:19:11.795704] [DEBUG] [FORECASTER] BGT: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T08:19:11.985921] [DEBUG] [FORECASTER] BGT: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T08:19:12.199107] [DEBUG] [FORECASTER] BGT: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T08:19:12.432668] [DEBUG] [FORECASTER] BGT: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T08:19:12.663740] [DEBUG] [FORECASTER] BGT: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T08:19:12.860956] [DEBUG] [FORECASTER] BGT: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-25T08:19:13.054712] [DEBUG] [FORECASTER] BGT: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T08:19:13.224512] [DEBUG] [FORECASTER] BGT: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T08:19:13.224699] [INFO ] [CONFIGURE ] BGT: Baseline score (no features): 70.00%
[2025-11-25T08:19:13.224784] [INFO ] [CONFIGURE ] BGT: Testing feature 1/29: add_bollinger_bands
[2025-11-25T08:19:13.224837] [INFO ] [CONFIGURE ] BGT: Testing with features: ['add_bollinger_bands']
[2025-11-25T08:19:13.428158] [DEBUG] [FORECASTER] BGT: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T08:19:13.630607] [DEBUG] [FORECASTER] BGT: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T08:19:13.835608] [DEBUG] [FORECASTER] BGT: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T08:19:14.041144] [DEBUG] [FORECASTER] BGT: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T08:19:14.247182] [DEBUG] [FORECASTER] BGT: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T08:19:14.448623] [DEBUG] [FORECASTER] BGT: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T08:19:14.655901] [DEBUG] [FORECASTER] BGT: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T08:19:14.861473] [DEBUG] [FORECASTER] BGT: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T08:19:15.078465] [DEBUG] [FORECASTER] BGT: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T08:19:15.297514] [DEBUG] [FORECASTER] BGT: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T08:19:15.297831] [INFO ] [CONFIGURE ] BGT: DISCARDED add_bollinger_bands (score: 70.00%)
[2025-11-25T08:19:15.298053] [INFO ] [CONFIGURE ] JOB ETA: 2.4h | Avg: 2.8s/test | Remaining: 3093 tests
[2025-11-25T08:19:15.298166] [INFO ] [CONFIGURE ] BGT: Testing feature 2/29: add_cumulative_delta
[2025-11-25T08:19:15.298297] [INFO ] [CONFIGURE ] BGT: Testing with features: ['add_cumulative_delta']
[2025-11-25T08:19:15.531924] [DEBUG] [FORECASTER] BGT: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T08:19:15.742231] [DEBUG] [FORECASTER] BGT: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T08:19:15.968291] [DEBUG] [FORECASTER] BGT: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T08:19:16.192545] [DEBUG] [FORECASTER] BGT: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T08:19:16.410042] [DEBUG] [FORECASTER] BGT: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T08:19:16.621600] [DEBUG] [FORECASTER] BGT: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T08:19:16.837618] [DEBUG] [FORECASTER] BGT: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T08:19:17.045514] [DEBUG] [FORECASTER] BGT: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-25T08:19:17.264254] [DEBUG] [FORECASTER] BGT: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T08:19:17.474311] [DEBUG] [FORECASTER] BGT: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T08:19:17.474477] [INFO ] [CONFIGURE ] BGT: DISCARDED add_cumulative_delta (score: 70.00%)
[2025-11-25T08:19:17.474524] [INFO ] [CONFIGURE ] JOB ETA: 2.4h | Avg: 2.8s/test | Remaining: 3092 tests
[2025-11-25T08:19:17.474612] [INFO ] [CONFIGURE ] BGT: Testing feature 3/29: add_daily_returns
[2025-11-25T08:19:17.474671] [INFO ] [CONFIGURE ] BGT: Testing with features: ['add_daily_returns']
[2025-11-25T08:19:17.662543] [DEBUG] [FORECASTER] BGT: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T08:19:17.844160] [DEBUG] [FORECASTER] BGT: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T08:19:18.026076] [DEBUG] [FORECASTER] BGT: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T08:19:18.213109] [DEBUG] [FORECASTER] BGT: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T08:19:18.404715] [DEBUG] [FORECASTER] BGT: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T08:19:18.590633] [DEBUG] [FORECASTER] BGT: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T08:19:18.768752] [DEBUG] [FORECASTER] BGT: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T08:19:18.947132] [DEBUG] [FORECASTER] BGT: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T08:19:19.133479] [DEBUG] [FORECASTER] BGT: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T08:19:19.322140] [DEBUG] [FORECASTER] BGT: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T08:19:19.322316] [INFO ] [CONFIGURE ] BGT: DISCARDED add_daily_returns (score: 70.00%)
[2025-11-25T08:19:19.322365] [INFO ] [CONFIGURE ] JOB ETA: 2.4h | Avg: 2.8s/test | Remaining: 3091 tests
[2025-11-25T08:19:19.322404] [INFO ] [CONFIGURE ] BGT: Testing feature 4/29: add_ema
[2025-11-25T08:19:19.322441] [INFO ] [CONFIGURE ] BGT: Testing with features: ['add_ema']
[2025-11-25T08:19:19.526695] [DEBUG] [FORECASTER] BGT: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T08:19:19.736378] [DEBUG] [FORECASTER] BGT: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T08:19:19.946126] [DEBUG] [FORECASTER] BGT: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T08:19:20.156428] [DEBUG] [FORECASTER] BGT: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T08:19:20.367903] [DEBUG] [FORECASTER] BGT: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T08:19:20.587739] [DEBUG] [FORECASTER] BGT: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T08:19:20.804862] [DEBUG] [FORECASTER] BGT: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T08:19:21.017894] [DEBUG] [FORECASTER] BGT: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T08:19:21.228670] [DEBUG] [FORECASTER] BGT: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T08:19:21.440518] [DEBUG] [FORECASTER] BGT: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T08:19:21.440876] [INFO ] [CONFIGURE ] BGT: DISCARDED add_ema (score: 70.00%)
[2025-11-25T08:19:21.440992] [INFO ] [CONFIGURE ] JOB ETA: 2.4h | Avg: 2.8s/test | Remaining: 3090 tests
[2025-11-25T08:19:21.441100] [INFO ] [CONFIGURE ] BGT: Testing feature 5/29: add_exhaustion_signals
[2025-11-25T08:19:21.441201] [INFO ] [CONFIGURE ] BGT: Testing with features: ['add_vwap', 'add_exhaustion_signals']
[2025-11-25T08:19:21.650153] [DEBUG] [FORECASTER] BGT: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T08:19:21.867906] [DEBUG] [FORECASTER] BGT: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T08:19:22.092613] [DEBUG] [FORECASTER] BGT: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T08:19:22.308846] [DEBUG] [FORECASTER] BGT: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T08:19:22.535981] [DEBUG] [FORECASTER] BGT: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T08:19:22.762717] [DEBUG] [FORECASTER] BGT: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T08:19:22.988805] [DEBUG] [FORECASTER] BGT: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T08:19:23.217149] [DEBUG] [FORECASTER] BGT: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T08:19:23.443264] [DEBUG] [FORECASTER] BGT: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T08:19:23.669071] [DEBUG] [FORECASTER] BGT: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T08:19:23.669271] [INFO ] [CONFIGURE ] BGT: KEPT add_exhaustion_signals (score: 90.00%)
[2025-11-25T08:19:23.669341] [INFO ] [CONFIGURE ] JOB ETA: 2.4h | Avg: 2.8s/test | Remaining: 3089 tests
[2025-11-25T08:19:23.669386] [INFO ] [CONFIGURE ] BGT: Testing feature 6/29: add_failed_moves
[2025-11-25T08:19:23.669424] [INFO ] [CONFIGURE ] BGT: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_failed_moves']
[2025-11-25T08:19:23.896251] [DEBUG] [FORECASTER] BGT: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T08:19:24.118463] [DEBUG] [FORECASTER] BGT: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T08:19:24.350745] [DEBUG] [FORECASTER] BGT: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T08:19:24.580136] [DEBUG] [FORECASTER] BGT: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T08:19:24.804980] [DEBUG] [FORECASTER] BGT: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T08:19:25.039754] [DEBUG] [FORECASTER] BGT: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T08:19:25.272453] [DEBUG] [FORECASTER] BGT: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T08:19:25.505967] [DEBUG] [FORECASTER] BGT: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T08:19:25.730142] [DEBUG] [FORECASTER] BGT: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T08:19:25.954029] [DEBUG] [FORECASTER] BGT: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T08:19:25.954217] [INFO ] [CONFIGURE ] BGT: DISCARDED add_failed_moves (score: 80.00%)
[2025-11-25T08:19:25.954280] [INFO ] [CONFIGURE ] JOB ETA: 2.4h | Avg: 2.8s/test | Remaining: 3088 tests
[2025-11-25T08:19:25.954324] [INFO ] [CONFIGURE ] BGT: Testing feature 7/29: add_lag_shelf
[2025-11-25T08:19:25.954365] [INFO ] [CONFIGURE ] BGT: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_lag_shelf']
[2025-11-25T08:19:26.156241] [DEBUG] [FORECASTER] BGT: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T08:19:26.357793] [DEBUG] [FORECASTER] BGT: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T08:19:26.558817] [DEBUG] [FORECASTER] BGT: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T08:19:26.770261] [DEBUG] [FORECASTER] BGT: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T08:19:27.011009] [DEBUG] [FORECASTER] BGT: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T08:19:27.243311] [DEBUG] [FORECASTER] BGT: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T08:19:27.481135] [DEBUG] [FORECASTER] BGT: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T08:19:27.690725] [DEBUG] [FORECASTER] BGT: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T08:19:27.900893] [DEBUG] [FORECASTER] BGT: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T08:19:28.107812] [DEBUG] [FORECASTER] BGT: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T08:19:28.108002] [INFO ] [CONFIGURE ] BGT: DISCARDED add_lag_shelf (score: 80.00%)
[2025-11-25T08:19:28.108068] [INFO ] [CONFIGURE ] JOB ETA: 2.4h | Avg: 2.8s/test | Remaining: 3087 tests
[2025-11-25T08:19:28.108116] [INFO ] [CONFIGURE ] BGT: Testing feature 8/29: add_macd
[2025-11-25T08:19:28.108161] [INFO ] [CONFIGURE ] BGT: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_macd']
[2025-11-25T08:19:28.392208] [DEBUG] [FORECASTER] BGT: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T08:19:28.685075] [DEBUG] [FORECASTER] BGT: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T08:19:28.978587] [DEBUG] [FORECASTER] BGT: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T08:19:29.267562] [DEBUG] [FORECASTER] BGT: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T08:19:29.559904] [DEBUG] [FORECASTER] BGT: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T08:19:29.860085] [DEBUG] [FORECASTER] BGT: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T08:19:30.155558] [DEBUG] [FORECASTER] BGT: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T08:19:30.450119] [DEBUG] [FORECASTER] BGT: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T08:19:30.746077] [DEBUG] [FORECASTER] BGT: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T08:19:31.046346] [DEBUG] [FORECASTER] BGT: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T08:19:31.046558] [INFO ] [CONFIGURE ] BGT: DISCARDED add_macd (score: 80.00%)
[2025-11-25T08:19:31.046617] [INFO ] [CONFIGURE ] JOB ETA: 2.4h | Avg: 2.8s/test | Remaining: 3086 tests
[2025-11-25T08:19:31.046722] [INFO ] [CONFIGURE ] BGT: Testing feature 9/29: add_mfi
[2025-11-25T08:19:31.046774] [INFO ] [CONFIGURE ] BGT: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_mfi']
[2025-11-25T08:19:31.291172] [DEBUG] [FORECASTER] BGT: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T08:19:31.532606] [DEBUG] [FORECASTER] BGT: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T08:19:31.772411] [DEBUG] [FORECASTER] BGT: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T08:19:32.022074] [DEBUG] [FORECASTER] BGT: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T08:19:32.262767] [DEBUG] [FORECASTER] BGT: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T08:19:32.510839] [DEBUG] [FORECASTER] BGT: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T08:19:32.752295] [DEBUG] [FORECASTER] BGT: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T08:19:32.998841] [DEBUG] [FORECASTER] BGT: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T08:19:33.241249] [DEBUG] [FORECASTER] BGT: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T08:19:33.491363] [DEBUG] [FORECASTER] BGT: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T08:19:33.491548] [INFO ] [CONFIGURE ] BGT: DISCARDED add_mfi (score: 70.00%)
[2025-11-25T08:19:33.491609] [INFO ] [CONFIGURE ] JOB ETA: 2.4h | Avg: 2.8s/test | Remaining: 3085 tests
[2025-11-25T08:19:33.491679] [INFO ] [CONFIGURE ] BGT: Testing feature 10/29: add_momentum_acceleration
[2025-11-25T08:19:33.491727] [INFO ] [CONFIGURE ] BGT: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-11-25T08:19:33.827094] [DEBUG] [FORECASTER] BGT: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T08:19:34.162679] [DEBUG] [FORECASTER] BGT: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T08:19:34.495874] [DEBUG] [FORECASTER] BGT: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T08:19:34.826558] [DEBUG] [FORECASTER] BGT: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T08:19:35.163165] [DEBUG] [FORECASTER] BGT: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T08:19:35.500272] [DEBUG] [FORECASTER] BGT: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T08:19:35.837848] [DEBUG] [FORECASTER] BGT: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T08:19:36.173931] [DEBUG] [FORECASTER] BGT: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T08:19:36.511105] [DEBUG] [FORECASTER] BGT: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T08:19:36.850895] [DEBUG] [FORECASTER] BGT: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T08:19:36.851080] [INFO ] [CONFIGURE ] BGT: DISCARDED add_momentum_acceleration (score: 80.00%)
[2025-11-25T08:19:36.851138] [INFO ] [CONFIGURE ] JOB ETA: 2.4h | Avg: 2.8s/test | Remaining: 3084 tests
[2025-11-25T08:19:36.851186] [INFO ] [CONFIGURE ] BGT: Testing feature 11/29: add_obv_daily
[2025-11-25T08:19:36.851230] [INFO ] [CONFIGURE ] BGT: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_obv_daily']
[2025-11-25T08:19:37.103444] [DEBUG] [FORECASTER] BGT: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T08:19:37.356879] [DEBUG] [FORECASTER] BGT: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T08:19:37.610042] [DEBUG] [FORECASTER] BGT: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T08:19:37.858209] [DEBUG] [FORECASTER] BGT: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T08:19:38.101812] [DEBUG] [FORECASTER] BGT: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T08:19:38.346810] [DEBUG] [FORECASTER] BGT: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T08:19:38.584407] [DEBUG] [FORECASTER] BGT: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T08:19:38.831706] [DEBUG] [FORECASTER] BGT: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T08:19:39.084325] [DEBUG] [FORECASTER] BGT: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T08:19:39.337710] [DEBUG] [FORECASTER] BGT: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T08:19:39.337877] [INFO ] [CONFIGURE ] BGT: DISCARDED add_obv_daily (score: 80.00%)
[2025-11-25T08:19:39.337933] [INFO ] [CONFIGURE ] JOB ETA: 2.4h | Avg: 2.8s/test | Remaining: 3083 tests
[2025-11-25T08:19:39.337979] [INFO ] [CONFIGURE ] BGT: Testing feature 12/29: add_obv_interval
[2025-11-25T08:19:39.338021] [INFO ] [CONFIGURE ] BGT: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_obv_interval']
[2025-11-25T08:19:39.579251] [DEBUG] [FORECASTER] BGT: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T08:19:39.820686] [DEBUG] [FORECASTER] BGT: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T08:19:40.067601] [DEBUG] [FORECASTER] BGT: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T08:19:40.316038] [DEBUG] [FORECASTER] BGT: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T08:19:40.559766] [DEBUG] [FORECASTER] BGT: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T08:19:40.806023] [DEBUG] [FORECASTER] BGT: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T08:19:41.051438] [DEBUG] [FORECASTER] BGT: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T08:19:41.296417] [DEBUG] [FORECASTER] BGT: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T08:19:41.540092] [DEBUG] [FORECASTER] BGT: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T08:19:41.777367] [DEBUG] [FORECASTER] BGT: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T08:19:41.777541] [INFO ] [CONFIGURE ] BGT: KEPT add_obv_interval (score: 100.00%)
[2025-11-25T08:19:41.777598] [INFO ] [CONFIGURE ] JOB ETA: 2.4h | Avg: 2.8s/test | Remaining: 3082 tests
[2025-11-25T08:19:41.777667] [INFO ] [CONFIGURE ] BGT: Testing feature 13/29: add_opening_strength
[2025-11-25T08:19:41.777714] [INFO ] [CONFIGURE ] BGT: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_obv_interval', 'add_daily_returns', 'add_opening_strength']
[2025-11-25T08:19:42.090869] [DEBUG] [FORECASTER] BGT: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T08:19:42.393326] [DEBUG] [FORECASTER] BGT: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T08:19:42.692020] [DEBUG] [FORECASTER] BGT: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T08:19:43.034037] [DEBUG] [FORECASTER] BGT: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T08:19:43.333018] [DEBUG] [FORECASTER] BGT: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T08:19:43.644865] [DEBUG] [FORECASTER] BGT: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T08:19:43.955564] [DEBUG] [FORECASTER] BGT: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T08:19:44.253952] [DEBUG] [FORECASTER] BGT: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T08:19:44.562716] [DEBUG] [FORECASTER] BGT: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T08:19:44.882188] [DEBUG] [FORECASTER] BGT: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T08:19:44.882382] [INFO ] [CONFIGURE ] BGT: DISCARDED add_opening_strength (score: 80.00%)
[2025-11-25T08:19:44.882445] [INFO ] [CONFIGURE ] JOB ETA: 2.4h | Avg: 2.8s/test | Remaining: 3081 tests
[2025-11-25T08:19:44.882497] [INFO ] [CONFIGURE ] BGT: Testing feature 14/29: add_order_flow_imbalance
[2025-11-25T08:19:44.882542] [INFO ] [CONFIGURE ] BGT: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_obv_interval', 'add_order_flow_imbalance']
[2025-11-25T08:19:45.196815] [DEBUG] [FORECASTER] BGT: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T08:19:45.523098] [DEBUG] [FORECASTER] BGT: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T08:19:45.838954] [DEBUG] [FORECASTER] BGT: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T08:19:46.148456] [DEBUG] [FORECASTER] BGT: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T08:19:46.449319] [DEBUG] [FORECASTER] BGT: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T08:19:46.749727] [DEBUG] [FORECASTER] BGT: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T08:19:47.049298] [DEBUG] [FORECASTER] BGT: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T08:19:47.367816] [DEBUG] [FORECASTER] BGT: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T08:19:47.660679] [DEBUG] [FORECASTER] BGT: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T08:19:47.953459] [DEBUG] [FORECASTER] BGT: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T08:19:47.953694] [INFO ] [CONFIGURE ] BGT: DISCARDED add_order_flow_imbalance (score: 90.00%)
[2025-11-25T08:19:47.953762] [INFO ] [CONFIGURE ] JOB ETA: 2.4h | Avg: 2.8s/test | Remaining: 3080 tests
[2025-11-25T08:19:47.953813] [INFO ] [CONFIGURE ] BGT: Testing feature 15/29: add_pbf_morning_momentum
[2025-11-25T08:19:47.953859] [INFO ] [CONFIGURE ] BGT: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_obv_interval', 'add_pbf_morning_momentum']
[2025-11-25T08:19:48.213066] [DEBUG] [FORECASTER] BGT: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T08:19:48.467882] [DEBUG] [FORECASTER] BGT: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T08:19:48.730755] [DEBUG] [FORECASTER] BGT: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T08:19:48.986126] [DEBUG] [FORECASTER] BGT: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T08:19:49.246162] [DEBUG] [FORECASTER] BGT: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T08:19:49.512113] [DEBUG] [FORECASTER] BGT: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T08:19:49.790831] [DEBUG] [FORECASTER] BGT: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T08:19:50.066690] [DEBUG] [FORECASTER] BGT: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T08:19:50.333965] [DEBUG] [FORECASTER] BGT: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T08:19:50.597137] [DEBUG] [FORECASTER] BGT: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T08:19:50.597317] [INFO ] [CONFIGURE ] BGT: DISCARDED add_pbf_morning_momentum (score: 70.00%)
[2025-11-25T08:19:50.597429] [INFO ] [CONFIGURE ] JOB ETA: 2.4h | Avg: 2.8s/test | Remaining: 3079 tests
[2025-11-25T08:19:50.597483] [INFO ] [CONFIGURE ] BGT: Testing feature 16/29: add_pbf_overnight_gap
[2025-11-25T08:19:50.597530] [INFO ] [CONFIGURE ] BGT: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_obv_interval', 'add_pbf_overnight_gap']
[2025-11-25T08:19:50.882769] [DEBUG] [FORECASTER] BGT: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T08:19:51.181917] [DEBUG] [FORECASTER] BGT: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T08:19:51.467020] [DEBUG] [FORECASTER] BGT: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T08:19:51.748667] [DEBUG] [FORECASTER] BGT: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T08:19:52.031851] [DEBUG] [FORECASTER] BGT: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T08:19:52.316840] [DEBUG] [FORECASTER] BGT: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T08:19:52.611181] [DEBUG] [FORECASTER] BGT: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T08:19:52.901290] [DEBUG] [FORECASTER] BGT: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T08:19:53.188934] [DEBUG] [FORECASTER] BGT: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T08:19:53.474422] [DEBUG] [FORECASTER] BGT: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T08:19:53.474633] [INFO ] [CONFIGURE ] BGT: DISCARDED add_pbf_overnight_gap (score: 100.00%)
[2025-11-25T08:19:53.474712] [INFO ] [CONFIGURE ] JOB ETA: 2.4h | Avg: 2.8s/test | Remaining: 3078 tests
[2025-11-25T08:19:53.474759] [INFO ] [CONFIGURE ] BGT: Testing feature 17/29: add_pbf_return_2d
[2025-11-25T08:19:53.474806] [INFO ] [CONFIGURE ] BGT: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_obv_interval', 'add_pbf_return_2d']
[2025-11-25T08:19:53.778092] [DEBUG] [FORECASTER] BGT: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T08:19:54.076032] [DEBUG] [FORECASTER] BGT: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T08:19:54.361098] [DEBUG] [FORECASTER] BGT: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T08:19:54.663263] [DEBUG] [FORECASTER] BGT: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T08:19:54.964793] [DEBUG] [FORECASTER] BGT: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T08:19:55.264469] [DEBUG] [FORECASTER] BGT: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T08:19:55.526247] [DEBUG] [FORECASTER] BGT: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T08:19:55.779035] [DEBUG] [FORECASTER] BGT: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T08:19:56.034976] [DEBUG] [FORECASTER] BGT: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T08:19:56.291577] [DEBUG] [FORECASTER] BGT: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T08:19:56.291781] [INFO ] [CONFIGURE ] BGT: DISCARDED add_pbf_return_2d (score: 90.00%)
[2025-11-25T08:19:56.291840] [INFO ] [CONFIGURE ] JOB ETA: 2.4h | Avg: 2.8s/test | Remaining: 3077 tests
[2025-11-25T08:19:56.291888] [INFO ] [CONFIGURE ] BGT: Testing feature 18/29: add_pbf_volatility_5d
[2025-11-25T08:19:56.291929] [INFO ] [CONFIGURE ] BGT: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_obv_interval', 'add_pbf_volatility_5d']
[2025-11-25T08:19:56.528513] [DEBUG] [FORECASTER] BGT: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T08:19:56.766173] [DEBUG] [FORECASTER] BGT: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T08:19:57.016626] [DEBUG] [FORECASTER] BGT: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T08:19:57.263167] [DEBUG] [FORECASTER] BGT: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T08:19:57.513774] [DEBUG] [FORECASTER] BGT: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T08:19:57.761658] [DEBUG] [FORECASTER] BGT: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T08:19:58.008227] [DEBUG] [FORECASTER] BGT: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T08:19:58.257927] [DEBUG] [FORECASTER] BGT: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T08:19:58.510000] [DEBUG] [FORECASTER] BGT: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T08:19:58.764576] [DEBUG] [FORECASTER] BGT: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T08:19:58.764786] [INFO ] [CONFIGURE ] BGT: DISCARDED add_pbf_volatility_5d (score: 90.00%)
[2025-11-25T08:19:58.764848] [INFO ] [CONFIGURE ] JOB ETA: 2.4h | Avg: 2.8s/test | Remaining: 3076 tests
[2025-11-25T08:19:58.764896] [INFO ] [CONFIGURE ] BGT: Testing feature 19/29: add_pbf_vs_sma_5
[2025-11-25T08:19:58.764942] [INFO ] [CONFIGURE ] BGT: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_obv_interval', 'add_pbf_vs_sma_5']
[2025-11-25T08:19:59.017510] [DEBUG] [FORECASTER] BGT: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T08:19:59.264850] [DEBUG] [FORECASTER] BGT: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T08:19:59.514618] [DEBUG] [FORECASTER] BGT: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T08:19:59.762551] [DEBUG] [FORECASTER] BGT: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T08:20:00.008212] [DEBUG] [FORECASTER] BGT: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T08:20:00.254443] [DEBUG] [FORECASTER] BGT: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T08:20:01.129906] [DEBUG] [FORECASTER] BGT: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T08:20:01.427755] [DEBUG] [FORECASTER] BGT: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T08:20:01.702605] [DEBUG] [FORECASTER] BGT: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T08:20:01.975888] [DEBUG] [FORECASTER] BGT: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T08:20:01.976099] [INFO ] [CONFIGURE ] BGT: DISCARDED add_pbf_vs_sma_5 (score: 100.00%)
[2025-11-25T08:20:01.976159] [INFO ] [CONFIGURE ] JOB ETA: 2.4h | Avg: 2.8s/test | Remaining: 3075 tests
[2025-11-25T08:20:01.976207] [INFO ] [CONFIGURE ] BGT: Testing feature 20/29: add_price_rejection
[2025-11-25T08:20:01.976254] [INFO ] [CONFIGURE ] BGT: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_obv_interval', 'add_price_rejection']
[2025-11-25T08:20:02.235696] [DEBUG] [FORECASTER] BGT: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T08:20:02.503522] [DEBUG] [FORECASTER] BGT: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T08:20:02.759152] [DEBUG] [FORECASTER] BGT: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T08:20:03.011837] [DEBUG] [FORECASTER] BGT: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T08:20:03.272331] [DEBUG] [FORECASTER] BGT: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T08:20:03.533107] [DEBUG] [FORECASTER] BGT: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T08:20:03.796230] [DEBUG] [FORECASTER] BGT: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T08:20:04.058531] [DEBUG] [FORECASTER] BGT: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T08:20:04.314398] [DEBUG] [FORECASTER] BGT: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T08:20:04.604132] [DEBUG] [FORECASTER] BGT: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T08:20:04.604386] [INFO ] [CONFIGURE ] BGT: DISCARDED add_price_rejection (score: 90.00%)
[2025-11-25T08:20:04.604448] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 2.8s/test | Remaining: 3074 tests
[2025-11-25T08:20:04.604499] [INFO ] [CONFIGURE ] BGT: Testing feature 21/29: add_range_position
[2025-11-25T08:20:04.604569] [INFO ] [CONFIGURE ] BGT: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_obv_interval', 'add_range_position']
[2025-11-25T08:20:04.955408] [DEBUG] [FORECASTER] BGT: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T08:20:05.308799] [DEBUG] [FORECASTER] BGT: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T08:20:05.637827] [DEBUG] [FORECASTER] BGT: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T08:20:05.927364] [DEBUG] [FORECASTER] BGT: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T08:20:06.214167] [DEBUG] [FORECASTER] BGT: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T08:20:06.523746] [DEBUG] [FORECASTER] BGT: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T08:20:06.816528] [DEBUG] [FORECASTER] BGT: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T08:20:07.116282] [DEBUG] [FORECASTER] BGT: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T08:20:07.409572] [DEBUG] [FORECASTER] BGT: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T08:20:07.712255] [DEBUG] [FORECASTER] BGT: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T08:20:07.712433] [INFO ] [CONFIGURE ] BGT: DISCARDED add_range_position (score: 90.00%)
[2025-11-25T08:20:07.712495] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 2.8s/test | Remaining: 3073 tests
[2025-11-25T08:20:07.712545] [INFO ] [CONFIGURE ] BGT: Testing feature 22/29: add_realized_volatility
[2025-11-25T08:20:07.712593] [INFO ] [CONFIGURE ] BGT: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_obv_interval', 'add_realized_volatility']
[2025-11-25T08:20:08.070490] [DEBUG] [FORECASTER] BGT: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T08:20:08.448124] [DEBUG] [FORECASTER] BGT: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T08:20:08.812781] [DEBUG] [FORECASTER] BGT: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T08:20:09.170856] [DEBUG] [FORECASTER] BGT: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T08:20:09.515259] [DEBUG] [FORECASTER] BGT: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T08:20:09.865543] [DEBUG] [FORECASTER] BGT: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T08:20:10.230076] [DEBUG] [FORECASTER] BGT: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T08:20:10.571910] [DEBUG] [FORECASTER] BGT: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T08:20:10.923478] [DEBUG] [FORECASTER] BGT: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T08:20:11.283563] [DEBUG] [FORECASTER] BGT: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T08:20:11.283807] [INFO ] [CONFIGURE ] BGT: DISCARDED add_realized_volatility (score: 90.00%)
[2025-11-25T08:20:11.283869] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 2.8s/test | Remaining: 3072 tests
[2025-11-25T08:20:11.283921] [INFO ] [CONFIGURE ] BGT: Testing feature 23/29: add_recent_range_context
[2025-11-25T08:20:11.283968] [INFO ] [CONFIGURE ] BGT: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_obv_interval', 'add_recent_range_context']
[2025-11-25T08:20:11.535707] [DEBUG] [FORECASTER] BGT: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T08:20:11.791221] [DEBUG] [FORECASTER] BGT: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T08:20:12.044046] [DEBUG] [FORECASTER] BGT: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T08:20:12.295874] [DEBUG] [FORECASTER] BGT: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T08:20:12.545508] [DEBUG] [FORECASTER] BGT: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T08:20:12.802039] [DEBUG] [FORECASTER] BGT: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T08:20:13.084257] [DEBUG] [FORECASTER] BGT: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T08:20:13.333946] [DEBUG] [FORECASTER] BGT: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T08:20:13.590525] [DEBUG] [FORECASTER] BGT: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T08:20:13.848328] [DEBUG] [FORECASTER] BGT: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T08:20:13.848503] [INFO ] [CONFIGURE ] BGT: DISCARDED add_recent_range_context (score: 100.00%)
[2025-11-25T08:20:13.848561] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 2.8s/test | Remaining: 3071 tests
[2025-11-25T08:20:13.848610] [INFO ] [CONFIGURE ] BGT: Testing feature 24/29: add_rsi
[2025-11-25T08:20:13.848678] [INFO ] [CONFIGURE ] BGT: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_obv_interval', 'add_ema', 'add_rsi']
[2025-11-25T08:20:14.140997] [DEBUG] [FORECASTER] BGT: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T08:20:14.430746] [DEBUG] [FORECASTER] BGT: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T08:20:14.725463] [DEBUG] [FORECASTER] BGT: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T08:20:15.043549] [DEBUG] [FORECASTER] BGT: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T08:20:15.361998] [DEBUG] [FORECASTER] BGT: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T08:20:15.680904] [DEBUG] [FORECASTER] BGT: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T08:20:15.988666] [DEBUG] [FORECASTER] BGT: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T08:20:16.300552] [DEBUG] [FORECASTER] BGT: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T08:20:16.609468] [DEBUG] [FORECASTER] BGT: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T08:20:16.932798] [DEBUG] [FORECASTER] BGT: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T08:20:16.932990] [INFO ] [CONFIGURE ] BGT: DISCARDED add_rsi (score: 80.00%)
[2025-11-25T08:20:16.933050] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 2.8s/test | Remaining: 3070 tests
[2025-11-25T08:20:16.933099] [INFO ] [CONFIGURE ] BGT: Testing feature 25/29: add_tick_distribution
[2025-11-25T08:20:16.933142] [INFO ] [CONFIGURE ] BGT: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_obv_interval', 'add_tick_distribution']
[2025-11-25T08:20:17.192142] [DEBUG] [FORECASTER] BGT: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T08:20:17.450960] [DEBUG] [FORECASTER] BGT: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T08:20:17.710319] [DEBUG] [FORECASTER] BGT: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T08:20:17.977176] [DEBUG] [FORECASTER] BGT: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T08:20:18.247148] [DEBUG] [FORECASTER] BGT: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T08:20:18.524451] [DEBUG] [FORECASTER] BGT: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T08:20:18.784451] [DEBUG] [FORECASTER] BGT: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T08:20:19.044502] [DEBUG] [FORECASTER] BGT: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T08:20:19.300786] [DEBUG] [FORECASTER] BGT: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T08:20:19.564519] [DEBUG] [FORECASTER] BGT: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T08:20:19.564741] [INFO ] [CONFIGURE ] BGT: DISCARDED add_tick_distribution (score: 90.00%)
[2025-11-25T08:20:19.564805] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 2.8s/test | Remaining: 3069 tests
[2025-11-25T08:20:19.564856] [INFO ] [CONFIGURE ] BGT: Testing feature 26/29: add_volume_momentum_confirmation
[2025-11-25T08:20:19.564902] [INFO ] [CONFIGURE ] BGT: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_obv_interval', 'add_volume_momentum_confirmation']
[2025-11-25T08:20:19.845188] [DEBUG] [FORECASTER] BGT: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T08:20:20.118256] [DEBUG] [FORECASTER] BGT: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T08:20:20.383209] [DEBUG] [FORECASTER] BGT: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T08:20:20.647224] [DEBUG] [FORECASTER] BGT: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T08:20:20.915011] [DEBUG] [FORECASTER] BGT: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T08:20:21.181764] [DEBUG] [FORECASTER] BGT: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T08:20:21.445598] [DEBUG] [FORECASTER] BGT: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T08:20:21.716448] [DEBUG] [FORECASTER] BGT: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T08:20:22.003674] [DEBUG] [FORECASTER] BGT: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T08:20:22.274670] [DEBUG] [FORECASTER] BGT: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T08:20:22.274865] [INFO ] [CONFIGURE ] BGT: DISCARDED add_volume_momentum_confirmation (score: 80.00%)
[2025-11-25T08:20:22.274925] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 2.8s/test | Remaining: 3068 tests
[2025-11-25T08:20:22.274975] [INFO ] [CONFIGURE ] BGT: Testing feature 27/29: add_volume_price_divergence
[2025-11-25T08:20:22.275018] [INFO ] [CONFIGURE ] BGT: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_obv_interval', 'add_volume_price_divergence']
[2025-11-25T08:20:22.556283] [DEBUG] [FORECASTER] BGT: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T08:20:22.838436] [DEBUG] [FORECASTER] BGT: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T08:20:23.118303] [DEBUG] [FORECASTER] BGT: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T08:20:23.397995] [DEBUG] [FORECASTER] BGT: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T08:20:23.688330] [DEBUG] [FORECASTER] BGT: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T08:20:23.978199] [DEBUG] [FORECASTER] BGT: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T08:20:24.269466] [DEBUG] [FORECASTER] BGT: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T08:20:24.532866] [DEBUG] [FORECASTER] BGT: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T08:20:24.800227] [DEBUG] [FORECASTER] BGT: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T08:20:25.075996] [DEBUG] [FORECASTER] BGT: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T08:20:25.076185] [INFO ] [CONFIGURE ] BGT: DISCARDED add_volume_price_divergence (score: 80.00%)
[2025-11-25T08:20:25.076245] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 2.8s/test | Remaining: 3067 tests
[2025-11-25T08:20:25.076297] [INFO ] [CONFIGURE ] BGT: Testing feature 28/29: add_volume_profile
[2025-11-25T08:20:25.076344] [INFO ] [CONFIGURE ] BGT: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_obv_interval', 'add_volume_profile']
[2025-11-25T08:20:25.350683] [DEBUG] [FORECASTER] BGT: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T08:20:25.602492] [DEBUG] [FORECASTER] BGT: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T08:20:25.861369] [DEBUG] [FORECASTER] BGT: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T08:20:26.116572] [DEBUG] [FORECASTER] BGT: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T08:20:26.372977] [DEBUG] [FORECASTER] BGT: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T08:20:26.626936] [DEBUG] [FORECASTER] BGT: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T08:20:26.888171] [DEBUG] [FORECASTER] BGT: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T08:20:27.181803] [DEBUG] [FORECASTER] BGT: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T08:20:27.467277] [DEBUG] [FORECASTER] BGT: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T08:20:27.750323] [DEBUG] [FORECASTER] BGT: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T08:20:27.750502] [INFO ] [CONFIGURE ] BGT: DISCARDED add_volume_profile (score: 70.00%)
[2025-11-25T08:20:27.750560] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 2.8s/test | Remaining: 3066 tests
[2025-11-25T08:20:27.750612] [INFO ] [CONFIGURE ] BGT: ===== FEATURE SELECTION COMPLETE =====
[2025-11-25T08:20:27.750675] [INFO ] [CONFIGURE ] BGT: Best accuracy: 100.00%
[2025-11-25T08:20:27.750723] [INFO ] [CONFIGURE ] BGT: Best feature set (3 features): ['add_vwap', 'add_exhaustion_signals', 'add_obv_interval']
[2025-11-25T08:20:27.750766] [INFO ] [CONFIGURE ] BGT: Improvement over baseline: 30.00%
[2025-11-25T08:20:27.750807] [INFO ] [CONFIGURE ] BGT: Total time: 1.2 minutes
[2025-11-25T08:20:27.750846] [INFO ] [CONFIGURE ] BGT: Average time per feature: 2.7 seconds
[2025-11-25T08:20:27.750887] [INFO ] [CONFIGURE ] BGT: Average speed: 0.39 features/sec
[2025-11-25T08:20:27.751258] [INFO ] [LOCAL     ] Saved configuration for BGT: 3 features, 100.00% accuracy -> ./output/feature-sets/BGT.json
[2025-11-25T08:20:27.751317] [INFO ] [CONFIGURE ] BGT: Configuration saved successfully: 3 features, 100.00% accuracy.
[2025-11-25T08:20:27.751373] [INFO ] [sig       ] [59/164] Successfully configured BGT | 0.01 sym/s | Total: 1.3h | ETA: 2.4h
[2025-11-25T08:20:27.751421] [INFO ] [sig       ] [60/164] Configuring BHE...
[2025-11-25T08:20:27.751465] [INFO ] [CONFIGURE ] BHE: Configurate test run.
[2025-11-25T08:20:27.751506] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BHE' from 'https://tdm.silogroup.org/data/derivative_storage/BHE.csv'.
[2025-11-25T08:20:27.764493] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'BHE'.
[2025-11-25T08:20:27.764811] [INFO ] [CONFIGURE ] BHE: Testing with 29 available features
[2025-11-25T08:20:27.764873] [INFO ] [CONFIGURE ] BHE: Establishing baseline with no features...
[2025-11-25T08:20:27.959131] [DEBUG] [FORECASTER] BHE: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T08:20:28.150699] [DEBUG] [FORECASTER] BHE: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T08:20:28.338789] [DEBUG] [FORECASTER] BHE: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T08:20:28.522619] [DEBUG] [FORECASTER] BHE: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T08:20:28.717382] [DEBUG] [FORECASTER] BHE: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T08:20:28.915588] [DEBUG] [FORECASTER] BHE: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T08:20:29.119968] [DEBUG] [FORECASTER] BHE: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T08:20:29.314278] [DEBUG] [FORECASTER] BHE: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T08:20:29.511528] [DEBUG] [FORECASTER] BHE: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T08:20:29.715023] [DEBUG] [FORECASTER] BHE: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T08:20:29.715183] [INFO ] [CONFIGURE ] BHE: Baseline score (no features): 50.00%
[2025-11-25T08:20:29.715270] [INFO ] [CONFIGURE ] BHE: Testing feature 1/29: add_bollinger_bands
[2025-11-25T08:20:29.715322] [INFO ] [CONFIGURE ] BHE: Testing with features: ['add_bollinger_bands']
[2025-11-25T08:20:29.950861] [DEBUG] [FORECASTER] BHE: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T08:20:30.184942] [DEBUG] [FORECASTER] BHE: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T08:20:30.420207] [DEBUG] [FORECASTER] BHE: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T08:20:30.653394] [DEBUG] [FORECASTER] BHE: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T08:20:30.891879] [DEBUG] [FORECASTER] BHE: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T08:20:31.126896] [DEBUG] [FORECASTER] BHE: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T08:20:31.374979] [DEBUG] [FORECASTER] BHE: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T08:20:31.606851] [DEBUG] [FORECASTER] BHE: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T08:20:31.853931] [DEBUG] [FORECASTER] BHE: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T08:20:32.096910] [DEBUG] [FORECASTER] BHE: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T08:20:32.097318] [INFO ] [CONFIGURE ] BHE: DISCARDED add_bollinger_bands (score: 20.00%)
[2025-11-25T08:20:32.097442] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 2.8s/test | Remaining: 3065 tests
[2025-11-25T08:20:32.097553] [INFO ] [CONFIGURE ] BHE: Testing feature 2/29: add_cumulative_delta
[2025-11-25T08:20:32.097677] [INFO ] [CONFIGURE ] BHE: Testing with features: ['add_cumulative_delta']
[2025-11-25T08:20:32.343124] [DEBUG] [FORECASTER] BHE: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T08:20:32.591196] [DEBUG] [FORECASTER] BHE: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T08:20:32.840376] [DEBUG] [FORECASTER] BHE: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T08:20:33.074275] [DEBUG] [FORECASTER] BHE: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T08:20:33.307731] [DEBUG] [FORECASTER] BHE: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T08:20:33.548617] [DEBUG] [FORECASTER] BHE: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T08:20:33.785405] [DEBUG] [FORECASTER] BHE: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T08:20:34.014853] [DEBUG] [FORECASTER] BHE: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T08:20:34.239400] [DEBUG] [FORECASTER] BHE: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T08:20:34.466488] [DEBUG] [FORECASTER] BHE: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T08:20:34.466709] [INFO ] [CONFIGURE ] BHE: DISCARDED add_cumulative_delta (score: 30.00%)
[2025-11-25T08:20:34.466771] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 2.8s/test | Remaining: 3064 tests
[2025-11-25T08:20:34.466821] [INFO ] [CONFIGURE ] BHE: Testing feature 3/29: add_daily_returns
[2025-11-25T08:20:34.466874] [INFO ] [CONFIGURE ] BHE: Testing with features: ['add_daily_returns']
[2025-11-25T08:20:34.651852] [DEBUG] [FORECASTER] BHE: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T08:20:34.841465] [DEBUG] [FORECASTER] BHE: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T08:20:35.032619] [DEBUG] [FORECASTER] BHE: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T08:20:35.233068] [DEBUG] [FORECASTER] BHE: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T08:20:35.436705] [DEBUG] [FORECASTER] BHE: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T08:20:35.642445] [DEBUG] [FORECASTER] BHE: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T08:20:35.845318] [DEBUG] [FORECASTER] BHE: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T08:20:36.052995] [DEBUG] [FORECASTER] BHE: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T08:20:36.257255] [DEBUG] [FORECASTER] BHE: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T08:20:36.461243] [DEBUG] [FORECASTER] BHE: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T08:20:36.461587] [INFO ] [CONFIGURE ] BHE: DISCARDED add_daily_returns (score: 30.00%)
[2025-11-25T08:20:36.461716] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 2.8s/test | Remaining: 3063 tests
[2025-11-25T08:20:36.461822] [INFO ] [CONFIGURE ] BHE: Testing feature 4/29: add_ema
[2025-11-25T08:20:36.461970] [INFO ] [CONFIGURE ] BHE: Testing with features: ['add_ema']
[2025-11-25T08:20:36.689080] [DEBUG] [FORECASTER] BHE: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T08:20:36.922496] [DEBUG] [FORECASTER] BHE: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T08:20:37.151982] [DEBUG] [FORECASTER] BHE: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T08:20:37.381617] [DEBUG] [FORECASTER] BHE: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T08:20:37.612157] [DEBUG] [FORECASTER] BHE: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T08:20:37.848225] [DEBUG] [FORECASTER] BHE: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T08:20:38.084793] [DEBUG] [FORECASTER] BHE: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T08:20:38.333890] [DEBUG] [FORECASTER] BHE: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T08:20:38.568148] [DEBUG] [FORECASTER] BHE: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T08:20:38.798378] [DEBUG] [FORECASTER] BHE: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T08:20:38.798557] [INFO ] [CONFIGURE ] BHE: DISCARDED add_ema (score: 50.00%)
[2025-11-25T08:20:38.798609] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 2.8s/test | Remaining: 3062 tests
[2025-11-25T08:20:38.798674] [INFO ] [CONFIGURE ] BHE: Testing feature 5/29: add_exhaustion_signals
[2025-11-25T08:20:38.798747] [INFO ] [CONFIGURE ] BHE: Testing with features: ['add_vwap', 'add_exhaustion_signals']
[2025-11-25T08:20:39.032731] [DEBUG] [FORECASTER] BHE: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T08:20:39.288505] [DEBUG] [FORECASTER] BHE: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T08:20:39.534564] [DEBUG] [FORECASTER] BHE: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T08:20:39.773244] [DEBUG] [FORECASTER] BHE: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T08:20:40.009853] [DEBUG] [FORECASTER] BHE: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T08:20:40.251249] [DEBUG] [FORECASTER] BHE: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T08:20:40.487741] [DEBUG] [FORECASTER] BHE: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T08:20:40.725589] [DEBUG] [FORECASTER] BHE: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T08:20:40.964369] [DEBUG] [FORECASTER] BHE: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T08:20:41.200712] [DEBUG] [FORECASTER] BHE: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T08:20:41.200917] [INFO ] [CONFIGURE ] BHE: DISCARDED add_exhaustion_signals (score: 40.00%)
[2025-11-25T08:20:41.200978] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 2.8s/test | Remaining: 3061 tests
[2025-11-25T08:20:41.201053] [INFO ] [CONFIGURE ] BHE: Testing feature 6/29: add_failed_moves
[2025-11-25T08:20:41.201103] [INFO ] [CONFIGURE ] BHE: Testing with features: ['add_failed_moves']
[2025-11-25T08:20:41.395790] [DEBUG] [FORECASTER] BHE: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T08:20:41.593163] [DEBUG] [FORECASTER] BHE: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T08:20:41.803879] [DEBUG] [FORECASTER] BHE: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T08:20:42.002764] [DEBUG] [FORECASTER] BHE: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T08:20:42.198403] [DEBUG] [FORECASTER] BHE: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T08:20:42.393738] [DEBUG] [FORECASTER] BHE: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T08:20:42.596149] [DEBUG] [FORECASTER] BHE: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T08:20:42.793407] [DEBUG] [FORECASTER] BHE: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T08:20:42.996668] [DEBUG] [FORECASTER] BHE: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T08:20:43.229012] [DEBUG] [FORECASTER] BHE: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T08:20:43.229179] [INFO ] [CONFIGURE ] BHE: DISCARDED add_failed_moves (score: 50.00%)
[2025-11-25T08:20:43.229226] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 2.8s/test | Remaining: 3060 tests
[2025-11-25T08:20:43.229264] [INFO ] [CONFIGURE ] BHE: Testing feature 7/29: add_lag_shelf
[2025-11-25T08:20:43.229300] [INFO ] [CONFIGURE ] BHE: Testing with features: ['add_lag_shelf']
[2025-11-25T08:20:43.413505] [DEBUG] [FORECASTER] BHE: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T08:20:43.595911] [DEBUG] [FORECASTER] BHE: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T08:20:43.776951] [DEBUG] [FORECASTER] BHE: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T08:20:43.959626] [DEBUG] [FORECASTER] BHE: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T08:20:44.148093] [DEBUG] [FORECASTER] BHE: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T08:20:44.333610] [DEBUG] [FORECASTER] BHE: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T08:20:44.518211] [DEBUG] [FORECASTER] BHE: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T08:20:44.703917] [DEBUG] [FORECASTER] BHE: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T08:20:44.889399] [DEBUG] [FORECASTER] BHE: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T08:20:45.065612] [DEBUG] [FORECASTER] BHE: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T08:20:45.065771] [INFO ] [CONFIGURE ] BHE: DISCARDED add_lag_shelf (score: 50.00%)
[2025-11-25T08:20:45.065827] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 2.7s/test | Remaining: 3059 tests
[2025-11-25T08:20:45.065865] [INFO ] [CONFIGURE ] BHE: Testing feature 8/29: add_macd
[2025-11-25T08:20:45.065901] [INFO ] [CONFIGURE ] BHE: Testing with features: ['add_vwap', 'add_macd']
[2025-11-25T08:20:45.324616] [DEBUG] [FORECASTER] BHE: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T08:20:45.609192] [DEBUG] [FORECASTER] BHE: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T08:20:45.873196] [DEBUG] [FORECASTER] BHE: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T08:20:46.140400] [DEBUG] [FORECASTER] BHE: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T08:20:46.408158] [DEBUG] [FORECASTER] BHE: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T08:20:46.678911] [DEBUG] [FORECASTER] BHE: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T08:20:46.959999] [DEBUG] [FORECASTER] BHE: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T08:20:47.226791] [DEBUG] [FORECASTER] BHE: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T08:20:47.492341] [DEBUG] [FORECASTER] BHE: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T08:20:47.759256] [DEBUG] [FORECASTER] BHE: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T08:20:47.759477] [INFO ] [CONFIGURE ] BHE: KEPT add_macd (score: 60.00%)
[2025-11-25T08:20:47.759536] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 2.7s/test | Remaining: 3058 tests
[2025-11-25T08:20:47.759583] [INFO ] [CONFIGURE ] BHE: Testing feature 9/29: add_mfi
[2025-11-25T08:20:47.759627] [INFO ] [CONFIGURE ] BHE: Testing with features: ['add_vwap', 'add_macd', 'add_mfi']
[2025-11-25T08:20:48.039367] [DEBUG] [FORECASTER] BHE: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T08:20:48.322217] [DEBUG] [FORECASTER] BHE: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T08:20:48.598254] [DEBUG] [FORECASTER] BHE: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T08:20:48.880144] [DEBUG] [FORECASTER] BHE: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T08:20:49.178589] [DEBUG] [FORECASTER] BHE: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T08:20:49.458800] [DEBUG] [FORECASTER] BHE: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T08:20:49.742606] [DEBUG] [FORECASTER] BHE: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T08:20:50.031243] [DEBUG] [FORECASTER] BHE: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T08:20:50.319740] [DEBUG] [FORECASTER] BHE: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T08:20:50.605492] [DEBUG] [FORECASTER] BHE: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T08:20:50.605699] [INFO ] [CONFIGURE ] BHE: DISCARDED add_mfi (score: 60.00%)
[2025-11-25T08:20:50.605759] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 2.7s/test | Remaining: 3057 tests
[2025-11-25T08:20:50.605809] [INFO ] [CONFIGURE ] BHE: Testing feature 10/29: add_momentum_acceleration
[2025-11-25T08:20:50.605852] [INFO ] [CONFIGURE ] BHE: Testing with features: ['add_vwap', 'add_macd', 'add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-11-25T08:20:50.968611] [DEBUG] [FORECASTER] BHE: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T08:20:51.320348] [DEBUG] [FORECASTER] BHE: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T08:20:51.696341] [DEBUG] [FORECASTER] BHE: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T08:20:52.104261] [DEBUG] [FORECASTER] BHE: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T08:20:52.620306] [DEBUG] [FORECASTER] BHE: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T08:20:53.083904] [DEBUG] [FORECASTER] BHE: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T08:20:53.456199] [DEBUG] [FORECASTER] BHE: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T08:20:53.816412] [DEBUG] [FORECASTER] BHE: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T08:20:54.185891] [DEBUG] [FORECASTER] BHE: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T08:20:54.543309] [DEBUG] [FORECASTER] BHE: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T08:20:54.543535] [INFO ] [CONFIGURE ] BHE: DISCARDED add_momentum_acceleration (score: 60.00%)
[2025-11-25T08:20:54.543593] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 2.8s/test | Remaining: 3056 tests
[2025-11-25T08:20:54.543660] [INFO ] [CONFIGURE ] BHE: Testing feature 11/29: add_obv_daily
[2025-11-25T08:20:54.543709] [INFO ] [CONFIGURE ] BHE: Testing with features: ['add_vwap', 'add_macd', 'add_obv_daily']
[2025-11-25T08:20:54.837629] [DEBUG] [FORECASTER] BHE: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T08:20:55.130967] [DEBUG] [FORECASTER] BHE: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T08:20:55.426529] [DEBUG] [FORECASTER] BHE: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T08:20:55.737317] [DEBUG] [FORECASTER] BHE: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T08:20:56.034017] [DEBUG] [FORECASTER] BHE: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T08:20:56.334263] [DEBUG] [FORECASTER] BHE: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T08:20:56.649452] [DEBUG] [FORECASTER] BHE: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T08:20:56.952913] [DEBUG] [FORECASTER] BHE: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T08:20:57.243462] [DEBUG] [FORECASTER] BHE: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T08:20:57.569114] [DEBUG] [FORECASTER] BHE: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T08:20:57.569305] [INFO ] [CONFIGURE ] BHE: DISCARDED add_obv_daily (score: 60.00%)
[2025-11-25T08:20:57.569387] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 2.8s/test | Remaining: 3055 tests
[2025-11-25T08:20:57.569446] [INFO ] [CONFIGURE ] BHE: Testing feature 12/29: add_obv_interval
[2025-11-25T08:20:57.569500] [INFO ] [CONFIGURE ] BHE: Testing with features: ['add_vwap', 'add_macd', 'add_obv_interval']
[2025-11-25T08:20:57.872384] [DEBUG] [FORECASTER] BHE: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T08:20:58.173870] [DEBUG] [FORECASTER] BHE: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T08:20:58.482335] [DEBUG] [FORECASTER] BHE: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T08:20:58.780885] [DEBUG] [FORECASTER] BHE: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T08:20:59.076901] [DEBUG] [FORECASTER] BHE: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T08:20:59.370765] [DEBUG] [FORECASTER] BHE: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T08:20:59.673367] [DEBUG] [FORECASTER] BHE: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T08:20:59.980757] [DEBUG] [FORECASTER] BHE: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T08:21:00.264896] [DEBUG] [FORECASTER] BHE: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T08:21:01.192157] [DEBUG] [FORECASTER] BHE: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T08:21:01.192363] [INFO ] [CONFIGURE ] BHE: DISCARDED add_obv_interval (score: 60.00%)
[2025-11-25T08:21:01.192423] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 2.8s/test | Remaining: 3054 tests
[2025-11-25T08:21:01.192472] [INFO ] [CONFIGURE ] BHE: Testing feature 13/29: add_opening_strength
[2025-11-25T08:21:01.192517] [INFO ] [CONFIGURE ] BHE: Testing with features: ['add_vwap', 'add_macd', 'add_daily_returns', 'add_opening_strength']
[2025-11-25T08:21:01.663206] [DEBUG] [FORECASTER] BHE: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T08:21:01.992622] [DEBUG] [FORECASTER] BHE: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T08:21:02.316561] [DEBUG] [FORECASTER] BHE: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T08:21:02.632385] [DEBUG] [FORECASTER] BHE: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T08:21:02.946331] [DEBUG] [FORECASTER] BHE: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T08:21:03.265730] [DEBUG] [FORECASTER] BHE: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T08:21:03.586320] [DEBUG] [FORECASTER] BHE: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T08:21:03.902517] [DEBUG] [FORECASTER] BHE: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T08:21:04.255752] [DEBUG] [FORECASTER] BHE: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T08:21:04.584700] [DEBUG] [FORECASTER] BHE: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T08:21:04.584897] [INFO ] [CONFIGURE ] BHE: DISCARDED add_opening_strength (score: 40.00%)
[2025-11-25T08:21:04.584953] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 2.8s/test | Remaining: 3053 tests
[2025-11-25T08:21:04.585003] [INFO ] [CONFIGURE ] BHE: Testing feature 14/29: add_order_flow_imbalance
[2025-11-25T08:21:04.585050] [INFO ] [CONFIGURE ] BHE: Testing with features: ['add_vwap', 'add_macd', 'add_order_flow_imbalance']
[2025-11-25T08:21:04.874976] [DEBUG] [FORECASTER] BHE: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T08:21:05.159542] [DEBUG] [FORECASTER] BHE: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T08:21:05.452390] [DEBUG] [FORECASTER] BHE: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T08:21:05.770725] [DEBUG] [FORECASTER] BHE: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T08:21:06.080091] [DEBUG] [FORECASTER] BHE: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T08:21:06.391065] [DEBUG] [FORECASTER] BHE: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T08:21:06.698532] [DEBUG] [FORECASTER] BHE: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T08:21:07.067081] [DEBUG] [FORECASTER] BHE: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T08:21:07.421198] [DEBUG] [FORECASTER] BHE: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T08:21:07.730161] [DEBUG] [FORECASTER] BHE: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T08:21:07.730391] [INFO ] [CONFIGURE ] BHE: KEPT add_order_flow_imbalance (score: 70.00%)
[2025-11-25T08:21:07.730451] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 2.8s/test | Remaining: 3052 tests
[2025-11-25T08:21:07.730501] [INFO ] [CONFIGURE ] BHE: Testing feature 15/29: add_pbf_morning_momentum
[2025-11-25T08:21:07.730547] [INFO ] [CONFIGURE ] BHE: Testing with features: ['add_vwap', 'add_macd', 'add_order_flow_imbalance', 'add_pbf_morning_momentum']
[2025-11-25T08:21:08.064155] [DEBUG] [FORECASTER] BHE: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T08:21:08.388098] [DEBUG] [FORECASTER] BHE: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T08:21:08.696886] [DEBUG] [FORECASTER] BHE: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T08:21:08.998354] [DEBUG] [FORECASTER] BHE: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T08:21:09.333113] [DEBUG] [FORECASTER] BHE: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T08:21:09.655109] [DEBUG] [FORECASTER] BHE: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T08:21:09.964723] [DEBUG] [FORECASTER] BHE: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T08:21:10.288524] [DEBUG] [FORECASTER] BHE: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T08:21:10.598554] [DEBUG] [FORECASTER] BHE: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T08:21:10.910323] [DEBUG] [FORECASTER] BHE: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T08:21:10.910497] [INFO ] [CONFIGURE ] BHE: DISCARDED add_pbf_morning_momentum (score: 60.00%)
[2025-11-25T08:21:10.910555] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 2.8s/test | Remaining: 3051 tests
[2025-11-25T08:21:10.910603] [INFO ] [CONFIGURE ] BHE: Testing feature 16/29: add_pbf_overnight_gap
[2025-11-25T08:21:10.910668] [INFO ] [CONFIGURE ] BHE: Testing with features: ['add_vwap', 'add_macd', 'add_order_flow_imbalance', 'add_pbf_overnight_gap']
[2025-11-25T08:21:11.241482] [DEBUG] [FORECASTER] BHE: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T08:21:11.569054] [DEBUG] [FORECASTER] BHE: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T08:21:11.908236] [DEBUG] [FORECASTER] BHE: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T08:21:12.213029] [DEBUG] [FORECASTER] BHE: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T08:21:12.528212] [DEBUG] [FORECASTER] BHE: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T08:21:12.834347] [DEBUG] [FORECASTER] BHE: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T08:21:13.145314] [DEBUG] [FORECASTER] BHE: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T08:21:13.442870] [DEBUG] [FORECASTER] BHE: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T08:21:13.747461] [DEBUG] [FORECASTER] BHE: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T08:21:14.074992] [DEBUG] [FORECASTER] BHE: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T08:21:14.075218] [INFO ] [CONFIGURE ] BHE: DISCARDED add_pbf_overnight_gap (score: 60.00%)
[2025-11-25T08:21:14.075279] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 2.8s/test | Remaining: 3050 tests
[2025-11-25T08:21:14.075330] [INFO ] [CONFIGURE ] BHE: Testing feature 17/29: add_pbf_return_2d
[2025-11-25T08:21:14.075393] [INFO ] [CONFIGURE ] BHE: Testing with features: ['add_vwap', 'add_macd', 'add_order_flow_imbalance', 'add_pbf_return_2d']
[2025-11-25T08:21:14.403176] [DEBUG] [FORECASTER] BHE: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T08:21:14.731188] [DEBUG] [FORECASTER] BHE: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T08:21:15.051360] [DEBUG] [FORECASTER] BHE: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T08:21:15.377497] [DEBUG] [FORECASTER] BHE: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T08:21:15.693993] [DEBUG] [FORECASTER] BHE: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T08:21:16.019449] [DEBUG] [FORECASTER] BHE: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T08:21:16.342511] [DEBUG] [FORECASTER] BHE: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T08:21:16.684305] [DEBUG] [FORECASTER] BHE: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T08:21:17.052691] [DEBUG] [FORECASTER] BHE: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T08:21:17.411944] [DEBUG] [FORECASTER] BHE: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T08:21:17.412150] [INFO ] [CONFIGURE ] BHE: DISCARDED add_pbf_return_2d (score: 60.00%)
[2025-11-25T08:21:17.412211] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 2.8s/test | Remaining: 3049 tests
[2025-11-25T08:21:17.412260] [INFO ] [CONFIGURE ] BHE: Testing feature 18/29: add_pbf_volatility_5d
[2025-11-25T08:21:17.412307] [INFO ] [CONFIGURE ] BHE: Testing with features: ['add_vwap', 'add_macd', 'add_order_flow_imbalance', 'add_pbf_volatility_5d']
[2025-11-25T08:21:17.765031] [DEBUG] [FORECASTER] BHE: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T08:21:18.094900] [DEBUG] [FORECASTER] BHE: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T08:21:18.424689] [DEBUG] [FORECASTER] BHE: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T08:21:18.747382] [DEBUG] [FORECASTER] BHE: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T08:21:19.063012] [DEBUG] [FORECASTER] BHE: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T08:21:19.400255] [DEBUG] [FORECASTER] BHE: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T08:21:19.735929] [DEBUG] [FORECASTER] BHE: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T08:21:20.053558] [DEBUG] [FORECASTER] BHE: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T08:21:20.380754] [DEBUG] [FORECASTER] BHE: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T08:21:20.724554] [DEBUG] [FORECASTER] BHE: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T08:21:20.724802] [INFO ] [CONFIGURE ] BHE: DISCARDED add_pbf_volatility_5d (score: 60.00%)
[2025-11-25T08:21:20.724875] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 2.8s/test | Remaining: 3048 tests
[2025-11-25T08:21:20.724934] [INFO ] [CONFIGURE ] BHE: Testing feature 19/29: add_pbf_vs_sma_5
[2025-11-25T08:21:20.724989] [INFO ] [CONFIGURE ] BHE: Testing with features: ['add_vwap', 'add_macd', 'add_order_flow_imbalance', 'add_pbf_vs_sma_5']
[2025-11-25T08:21:21.036347] [DEBUG] [FORECASTER] BHE: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T08:21:21.348779] [DEBUG] [FORECASTER] BHE: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T08:21:21.674904] [DEBUG] [FORECASTER] BHE: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T08:21:22.020216] [DEBUG] [FORECASTER] BHE: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T08:21:22.353897] [DEBUG] [FORECASTER] BHE: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T08:21:22.667437] [DEBUG] [FORECASTER] BHE: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T08:21:22.997638] [DEBUG] [FORECASTER] BHE: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T08:21:23.319516] [DEBUG] [FORECASTER] BHE: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T08:21:23.631392] [DEBUG] [FORECASTER] BHE: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T08:21:23.950744] [DEBUG] [FORECASTER] BHE: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T08:21:23.950971] [INFO ] [CONFIGURE ] BHE: DISCARDED add_pbf_vs_sma_5 (score: 60.00%)
[2025-11-25T08:21:23.951034] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 2.8s/test | Remaining: 3047 tests
[2025-11-25T08:21:23.951084] [INFO ] [CONFIGURE ] BHE: Testing feature 20/29: add_price_rejection
[2025-11-25T08:21:23.951128] [INFO ] [CONFIGURE ] BHE: Testing with features: ['add_vwap', 'add_macd', 'add_order_flow_imbalance', 'add_price_rejection']
[2025-11-25T08:21:24.292161] [DEBUG] [FORECASTER] BHE: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T08:21:24.647948] [DEBUG] [FORECASTER] BHE: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T08:21:24.991595] [DEBUG] [FORECASTER] BHE: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T08:21:25.348132] [DEBUG] [FORECASTER] BHE: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T08:21:25.700592] [DEBUG] [FORECASTER] BHE: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T08:21:26.051839] [DEBUG] [FORECASTER] BHE: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T08:21:26.402485] [DEBUG] [FORECASTER] BHE: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T08:21:26.762619] [DEBUG] [FORECASTER] BHE: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T08:21:27.121974] [DEBUG] [FORECASTER] BHE: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T08:21:27.478182] [DEBUG] [FORECASTER] BHE: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T08:21:27.478418] [INFO ] [CONFIGURE ] BHE: DISCARDED add_price_rejection (score: 50.00%)
[2025-11-25T08:21:27.478478] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 2.8s/test | Remaining: 3046 tests
[2025-11-25T08:21:27.478526] [INFO ] [CONFIGURE ] BHE: Testing feature 21/29: add_range_position
[2025-11-25T08:21:27.478571] [INFO ] [CONFIGURE ] BHE: Testing with features: ['add_vwap', 'add_macd', 'add_order_flow_imbalance', 'add_range_position']
[2025-11-25T08:21:27.814035] [DEBUG] [FORECASTER] BHE: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T08:21:28.161626] [DEBUG] [FORECASTER] BHE: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T08:21:28.514885] [DEBUG] [FORECASTER] BHE: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T08:21:28.863847] [DEBUG] [FORECASTER] BHE: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T08:21:29.210389] [DEBUG] [FORECASTER] BHE: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T08:21:29.552361] [DEBUG] [FORECASTER] BHE: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T08:21:29.897935] [DEBUG] [FORECASTER] BHE: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T08:21:30.251996] [DEBUG] [FORECASTER] BHE: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T08:21:30.616214] [DEBUG] [FORECASTER] BHE: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T08:21:30.970013] [DEBUG] [FORECASTER] BHE: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T08:21:30.970200] [INFO ] [CONFIGURE ] BHE: DISCARDED add_range_position (score: 50.00%)
[2025-11-25T08:21:30.970262] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 2.8s/test | Remaining: 3045 tests
[2025-11-25T08:21:30.970312] [INFO ] [CONFIGURE ] BHE: Testing feature 22/29: add_realized_volatility
[2025-11-25T08:21:30.970358] [INFO ] [CONFIGURE ] BHE: Testing with features: ['add_vwap', 'add_macd', 'add_order_flow_imbalance', 'add_realized_volatility']
[2025-11-25T08:21:31.397588] [DEBUG] [FORECASTER] BHE: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T08:21:31.830483] [DEBUG] [FORECASTER] BHE: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T08:21:32.240297] [DEBUG] [FORECASTER] BHE: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T08:21:32.685913] [DEBUG] [FORECASTER] BHE: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T08:21:33.121592] [DEBUG] [FORECASTER] BHE: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T08:21:33.539228] [DEBUG] [FORECASTER] BHE: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T08:21:33.959248] [DEBUG] [FORECASTER] BHE: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T08:21:34.378137] [DEBUG] [FORECASTER] BHE: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T08:21:34.827572] [DEBUG] [FORECASTER] BHE: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T08:21:35.262606] [DEBUG] [FORECASTER] BHE: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T08:21:35.262808] [INFO ] [CONFIGURE ] BHE: DISCARDED add_realized_volatility (score: 50.00%)
[2025-11-25T08:21:35.262865] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 2.8s/test | Remaining: 3044 tests
[2025-11-25T08:21:35.262914] [INFO ] [CONFIGURE ] BHE: Testing feature 23/29: add_recent_range_context
[2025-11-25T08:21:35.262957] [INFO ] [CONFIGURE ] BHE: Testing with features: ['add_vwap', 'add_macd', 'add_order_flow_imbalance', 'add_recent_range_context']
[2025-11-25T08:21:35.572627] [DEBUG] [FORECASTER] BHE: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T08:21:35.882504] [DEBUG] [FORECASTER] BHE: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T08:21:36.196410] [DEBUG] [FORECASTER] BHE: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T08:21:36.507690] [DEBUG] [FORECASTER] BHE: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T08:21:36.826016] [DEBUG] [FORECASTER] BHE: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T08:21:37.150856] [DEBUG] [FORECASTER] BHE: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T08:21:37.487041] [DEBUG] [FORECASTER] BHE: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T08:21:37.837843] [DEBUG] [FORECASTER] BHE: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T08:21:38.147657] [DEBUG] [FORECASTER] BHE: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T08:21:38.463515] [DEBUG] [FORECASTER] BHE: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T08:21:38.463726] [INFO ] [CONFIGURE ] BHE: DISCARDED add_recent_range_context (score: 50.00%)
[2025-11-25T08:21:38.463784] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 2.8s/test | Remaining: 3043 tests
[2025-11-25T08:21:38.463832] [INFO ] [CONFIGURE ] BHE: Testing feature 24/29: add_rsi
[2025-11-25T08:21:38.463876] [INFO ] [CONFIGURE ] BHE: Testing with features: ['add_vwap', 'add_macd', 'add_order_flow_imbalance', 'add_ema', 'add_rsi']
[2025-11-25T08:21:38.812483] [DEBUG] [FORECASTER] BHE: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T08:21:39.157690] [DEBUG] [FORECASTER] BHE: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T08:21:39.489626] [DEBUG] [FORECASTER] BHE: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T08:21:39.851894] [DEBUG] [FORECASTER] BHE: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T08:21:40.219228] [DEBUG] [FORECASTER] BHE: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T08:21:40.586927] [DEBUG] [FORECASTER] BHE: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T08:21:40.918753] [DEBUG] [FORECASTER] BHE: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T08:21:41.256235] [DEBUG] [FORECASTER] BHE: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T08:21:41.586768] [DEBUG] [FORECASTER] BHE: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T08:21:41.926206] [DEBUG] [FORECASTER] BHE: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T08:21:41.926389] [INFO ] [CONFIGURE ] BHE: DISCARDED add_rsi (score: 70.00%)
[2025-11-25T08:21:41.926461] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 2.8s/test | Remaining: 3042 tests
[2025-11-25T08:21:41.926519] [INFO ] [CONFIGURE ] BHE: Testing feature 25/29: add_tick_distribution
[2025-11-25T08:21:41.926578] [INFO ] [CONFIGURE ] BHE: Testing with features: ['add_vwap', 'add_macd', 'add_order_flow_imbalance', 'add_tick_distribution']
[2025-11-25T08:21:42.272330] [DEBUG] [FORECASTER] BHE: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T08:21:42.591125] [DEBUG] [FORECASTER] BHE: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T08:21:42.900729] [DEBUG] [FORECASTER] BHE: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T08:21:43.259291] [DEBUG] [FORECASTER] BHE: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T08:21:43.599971] [DEBUG] [FORECASTER] BHE: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T08:21:43.933343] [DEBUG] [FORECASTER] BHE: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T08:21:44.243639] [DEBUG] [FORECASTER] BHE: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T08:21:44.526826] [DEBUG] [FORECASTER] BHE: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T08:21:44.815008] [DEBUG] [FORECASTER] BHE: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T08:21:45.128560] [DEBUG] [FORECASTER] BHE: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T08:21:45.128775] [INFO ] [CONFIGURE ] BHE: DISCARDED add_tick_distribution (score: 50.00%)
[2025-11-25T08:21:45.129015] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 2.8s/test | Remaining: 3041 tests
[2025-11-25T08:21:45.129062] [INFO ] [CONFIGURE ] BHE: Testing feature 26/29: add_volume_momentum_confirmation
[2025-11-25T08:21:45.129107] [INFO ] [CONFIGURE ] BHE: Testing with features: ['add_vwap', 'add_macd', 'add_order_flow_imbalance', 'add_volume_momentum_confirmation']
[2025-11-25T08:21:45.438934] [DEBUG] [FORECASTER] BHE: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T08:21:45.748833] [DEBUG] [FORECASTER] BHE: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T08:21:46.056765] [DEBUG] [FORECASTER] BHE: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T08:21:46.364895] [DEBUG] [FORECASTER] BHE: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T08:21:46.697868] [DEBUG] [FORECASTER] BHE: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T08:21:47.063212] [DEBUG] [FORECASTER] BHE: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T08:21:47.411814] [DEBUG] [FORECASTER] BHE: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T08:21:47.767110] [DEBUG] [FORECASTER] BHE: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T08:21:48.129223] [DEBUG] [FORECASTER] BHE: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T08:21:48.481511] [DEBUG] [FORECASTER] BHE: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T08:21:48.481733] [INFO ] [CONFIGURE ] BHE: DISCARDED add_volume_momentum_confirmation (score: 70.00%)
[2025-11-25T08:21:48.481794] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 2.8s/test | Remaining: 3040 tests
[2025-11-25T08:21:48.481843] [INFO ] [CONFIGURE ] BHE: Testing feature 27/29: add_volume_price_divergence
[2025-11-25T08:21:48.481888] [INFO ] [CONFIGURE ] BHE: Testing with features: ['add_vwap', 'add_macd', 'add_order_flow_imbalance', 'add_volume_price_divergence']
[2025-11-25T08:21:48.858691] [DEBUG] [FORECASTER] BHE: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T08:21:49.243219] [DEBUG] [FORECASTER] BHE: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T08:21:49.617913] [DEBUG] [FORECASTER] BHE: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T08:21:49.994065] [DEBUG] [FORECASTER] BHE: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T08:21:50.349476] [DEBUG] [FORECASTER] BHE: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T08:21:50.700997] [DEBUG] [FORECASTER] BHE: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T08:21:51.056928] [DEBUG] [FORECASTER] BHE: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T08:21:51.389802] [DEBUG] [FORECASTER] BHE: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T08:21:51.735251] [DEBUG] [FORECASTER] BHE: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T08:21:52.077035] [DEBUG] [FORECASTER] BHE: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T08:21:52.077266] [INFO ] [CONFIGURE ] BHE: DISCARDED add_volume_price_divergence (score: 60.00%)
[2025-11-25T08:21:52.077325] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 2.8s/test | Remaining: 3039 tests
[2025-11-25T08:21:52.077371] [INFO ] [CONFIGURE ] BHE: Testing feature 28/29: add_volume_profile
[2025-11-25T08:21:52.077414] [INFO ] [CONFIGURE ] BHE: Testing with features: ['add_vwap', 'add_macd', 'add_order_flow_imbalance', 'add_volume_profile']
[2025-11-25T08:21:52.390401] [DEBUG] [FORECASTER] BHE: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T08:21:52.691943] [DEBUG] [FORECASTER] BHE: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T08:21:52.999292] [DEBUG] [FORECASTER] BHE: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T08:21:53.331915] [DEBUG] [FORECASTER] BHE: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T08:21:53.649579] [DEBUG] [FORECASTER] BHE: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T08:21:53.976812] [DEBUG] [FORECASTER] BHE: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T08:21:54.282994] [DEBUG] [FORECASTER] BHE: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T08:21:54.594798] [DEBUG] [FORECASTER] BHE: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T08:21:54.896331] [DEBUG] [FORECASTER] BHE: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T08:21:55.200076] [DEBUG] [FORECASTER] BHE: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T08:21:55.200256] [INFO ] [CONFIGURE ] BHE: DISCARDED add_volume_profile (score: 50.00%)
[2025-11-25T08:21:55.200321] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 2.8s/test | Remaining: 3038 tests
[2025-11-25T08:21:55.200368] [INFO ] [CONFIGURE ] BHE: ===== FEATURE SELECTION COMPLETE =====
[2025-11-25T08:21:55.200412] [INFO ] [CONFIGURE ] BHE: Best accuracy: 70.00%
[2025-11-25T08:21:55.200455] [INFO ] [CONFIGURE ] BHE: Best feature set (3 features): ['add_vwap', 'add_macd', 'add_order_flow_imbalance']
[2025-11-25T08:21:55.200495] [INFO ] [CONFIGURE ] BHE: Improvement over baseline: 20.00%
[2025-11-25T08:21:55.200533] [INFO ] [CONFIGURE ] BHE: Total time: 1.4 minutes
[2025-11-25T08:21:55.200571] [INFO ] [CONFIGURE ] BHE: Average time per feature: 3.1 seconds
[2025-11-25T08:21:55.200610] [INFO ] [CONFIGURE ] BHE: Average speed: 0.34 features/sec
[2025-11-25T08:21:55.201086] [INFO ] [LOCAL     ] Saved configuration for BHE: 3 features, 70.00% accuracy -> ./output/feature-sets/BHE.json
[2025-11-25T08:21:55.201145] [INFO ] [CONFIGURE ] BHE: Configuration saved successfully: 3 features, 70.00% accuracy.
[2025-11-25T08:21:55.201194] [INFO ] [sig       ] [60/164] Successfully configured BHE | 0.01 sym/s | Total: 1.3h | ETA: 2.3h
[2025-11-25T08:21:55.201238] [INFO ] [sig       ] [61/164] Configuring BHR...
[2025-11-25T08:21:55.201278] [INFO ] [CONFIGURE ] BHR: Configurate test run.
[2025-11-25T08:21:55.201322] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BHR' from 'https://tdm.silogroup.org/data/derivative_storage/BHR.csv'.
[2025-11-25T08:21:55.212911] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'BHR'.
[2025-11-25T08:21:55.213235] [INFO ] [CONFIGURE ] BHR: Testing with 29 available features
[2025-11-25T08:21:55.213296] [INFO ] [CONFIGURE ] BHR: Establishing baseline with no features...
[2025-11-25T08:21:55.386720] [DEBUG] [FORECASTER] BHR: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0
[2025-11-25T08:21:55.555756] [DEBUG] [FORECASTER] BHR: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T08:21:55.723336] [DEBUG] [FORECASTER] BHR: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T08:21:55.891534] [DEBUG] [FORECASTER] BHR: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T08:21:56.066354] [DEBUG] [FORECASTER] BHR: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-25T08:21:56.241139] [DEBUG] [FORECASTER] BHR: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T08:21:56.418256] [DEBUG] [FORECASTER] BHR: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T08:21:56.593047] [DEBUG] [FORECASTER] BHR: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T08:21:56.772123] [DEBUG] [FORECASTER] BHR: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T08:21:56.951564] [DEBUG] [FORECASTER] BHR: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-25T08:21:56.951746] [INFO ] [CONFIGURE ] BHR: Baseline score (no features): 30.00%
[2025-11-25T08:21:56.951798] [INFO ] [CONFIGURE ] BHR: Testing feature 1/29: add_bollinger_bands
[2025-11-25T08:21:56.951838] [INFO ] [CONFIGURE ] BHR: Testing with features: ['add_bollinger_bands']
[2025-11-25T08:21:57.164892] [DEBUG] [FORECASTER] BHR: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0
[2025-11-25T08:21:57.381369] [DEBUG] [FORECASTER] BHR: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T08:21:57.595534] [DEBUG] [FORECASTER] BHR: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T08:21:57.816049] [DEBUG] [FORECASTER] BHR: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T08:21:58.038550] [DEBUG] [FORECASTER] BHR: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-25T08:21:58.255971] [DEBUG] [FORECASTER] BHR: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T08:21:58.475232] [DEBUG] [FORECASTER] BHR: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T08:21:58.687735] [DEBUG] [FORECASTER] BHR: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T08:21:58.902373] [DEBUG] [FORECASTER] BHR: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T08:21:59.116754] [DEBUG] [FORECASTER] BHR: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-11-25T08:21:59.117129] [INFO ] [CONFIGURE ] BHR: DISCARDED add_bollinger_bands (score: 20.00%)
[2025-11-25T08:21:59.117253] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 2.8s/test | Remaining: 3037 tests
[2025-11-25T08:21:59.117363] [INFO ] [CONFIGURE ] BHR: Testing feature 2/29: add_cumulative_delta
[2025-11-25T08:21:59.117469] [INFO ] [CONFIGURE ] BHR: Testing with features: ['add_cumulative_delta']
[2025-11-25T08:21:59.341439] [DEBUG] [FORECASTER] BHR: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T08:21:59.554198] [DEBUG] [FORECASTER] BHR: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T08:21:59.770313] [DEBUG] [FORECASTER] BHR: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T08:21:59.983251] [DEBUG] [FORECASTER] BHR: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T08:22:00.195881] [DEBUG] [FORECASTER] BHR: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-25T08:22:00.464033] [DEBUG] [FORECASTER] BHR: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T08:22:01.565742] [DEBUG] [FORECASTER] BHR: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T08:22:01.838622] [DEBUG] [FORECASTER] BHR: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T08:22:02.095007] [DEBUG] [FORECASTER] BHR: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T08:22:02.317127] [DEBUG] [FORECASTER] BHR: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-25T08:22:02.317456] [INFO ] [CONFIGURE ] BHR: DISCARDED add_cumulative_delta (score: 20.00%)
[2025-11-25T08:22:02.317511] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 2.8s/test | Remaining: 3036 tests
[2025-11-25T08:22:02.317552] [INFO ] [CONFIGURE ] BHR: Testing feature 3/29: add_daily_returns
[2025-11-25T08:22:02.317590] [INFO ] [CONFIGURE ] BHR: Testing with features: ['add_daily_returns']
[2025-11-25T08:22:02.508928] [DEBUG] [FORECASTER] BHR: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0
[2025-11-25T08:22:02.700977] [DEBUG] [FORECASTER] BHR: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T08:22:02.892588] [DEBUG] [FORECASTER] BHR: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T08:22:03.084385] [DEBUG] [FORECASTER] BHR: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T08:22:03.273931] [DEBUG] [FORECASTER] BHR: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-25T08:22:03.485539] [DEBUG] [FORECASTER] BHR: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T08:22:03.690891] [DEBUG] [FORECASTER] BHR: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T08:22:03.912465] [DEBUG] [FORECASTER] BHR: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T08:22:04.111423] [DEBUG] [FORECASTER] BHR: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T08:22:04.322435] [DEBUG] [FORECASTER] BHR: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-25T08:22:04.322606] [INFO ] [CONFIGURE ] BHR: KEPT add_daily_returns (score: 40.00%)
[2025-11-25T08:22:04.322674] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 2.8s/test | Remaining: 3035 tests
[2025-11-25T08:22:04.322743] [INFO ] [CONFIGURE ] BHR: Testing feature 4/29: add_ema
[2025-11-25T08:22:04.322794] [INFO ] [CONFIGURE ] BHR: Testing with features: ['add_daily_returns', 'add_ema']
[2025-11-25T08:22:04.541511] [DEBUG] [FORECASTER] BHR: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0
[2025-11-25T08:22:04.769861] [DEBUG] [FORECASTER] BHR: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T08:22:04.991109] [DEBUG] [FORECASTER] BHR: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T08:22:05.217491] [DEBUG] [FORECASTER] BHR: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T08:22:05.452714] [DEBUG] [FORECASTER] BHR: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-25T08:22:05.681445] [DEBUG] [FORECASTER] BHR: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T08:22:05.917264] [DEBUG] [FORECASTER] BHR: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T08:22:06.160826] [DEBUG] [FORECASTER] BHR: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T08:22:06.394073] [DEBUG] [FORECASTER] BHR: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T08:22:06.623889] [DEBUG] [FORECASTER] BHR: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-25T08:22:06.624281] [INFO ] [CONFIGURE ] BHR: DISCARDED add_ema (score: 20.00%)
[2025-11-25T08:22:06.624403] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 2.8s/test | Remaining: 3034 tests
[2025-11-25T08:22:06.624516] [INFO ] [CONFIGURE ] BHR: Testing feature 5/29: add_exhaustion_signals
[2025-11-25T08:22:06.624625] [INFO ] [CONFIGURE ] BHR: Testing with features: ['add_daily_returns', 'add_vwap', 'add_exhaustion_signals']
[2025-11-25T08:22:06.880401] [DEBUG] [FORECASTER] BHR: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T08:22:07.142575] [DEBUG] [FORECASTER] BHR: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T08:22:07.396227] [DEBUG] [FORECASTER] BHR: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T08:22:07.640087] [DEBUG] [FORECASTER] BHR: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T08:22:07.885177] [DEBUG] [FORECASTER] BHR: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-25T08:22:08.129246] [DEBUG] [FORECASTER] BHR: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T08:22:08.381108] [DEBUG] [FORECASTER] BHR: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T08:22:08.644372] [DEBUG] [FORECASTER] BHR: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T08:22:08.887280] [DEBUG] [FORECASTER] BHR: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T08:22:09.150522] [DEBUG] [FORECASTER] BHR: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-25T08:22:09.150753] [INFO ] [CONFIGURE ] BHR: DISCARDED add_exhaustion_signals (score: 40.00%)
[2025-11-25T08:22:09.150813] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 2.8s/test | Remaining: 3033 tests
[2025-11-25T08:22:09.150861] [INFO ] [CONFIGURE ] BHR: Testing feature 6/29: add_failed_moves
[2025-11-25T08:22:09.150899] [INFO ] [CONFIGURE ] BHR: Testing with features: ['add_daily_returns', 'add_failed_moves']
[2025-11-25T08:22:09.352935] [DEBUG] [FORECASTER] BHR: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0
[2025-11-25T08:22:09.548136] [DEBUG] [FORECASTER] BHR: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T08:22:09.738747] [DEBUG] [FORECASTER] BHR: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T08:22:09.929389] [DEBUG] [FORECASTER] BHR: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T08:22:10.135517] [DEBUG] [FORECASTER] BHR: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-25T08:22:10.325210] [DEBUG] [FORECASTER] BHR: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T08:22:10.521886] [DEBUG] [FORECASTER] BHR: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T08:22:10.729457] [DEBUG] [FORECASTER] BHR: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T08:22:10.927697] [DEBUG] [FORECASTER] BHR: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T08:22:11.125299] [DEBUG] [FORECASTER] BHR: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-25T08:22:11.125691] [INFO ] [CONFIGURE ] BHR: DISCARDED add_failed_moves (score: 20.00%)
[2025-11-25T08:22:11.125810] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 2.8s/test | Remaining: 3032 tests
[2025-11-25T08:22:11.125917] [INFO ] [CONFIGURE ] BHR: Testing feature 7/29: add_lag_shelf
[2025-11-25T08:22:11.126025] [INFO ] [CONFIGURE ] BHR: Testing with features: ['add_daily_returns', 'add_lag_shelf']
[2025-11-25T08:22:11.311559] [DEBUG] [FORECASTER] BHR: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0
[2025-11-25T08:22:11.497544] [DEBUG] [FORECASTER] BHR: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T08:22:11.674263] [DEBUG] [FORECASTER] BHR: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T08:22:11.859394] [DEBUG] [FORECASTER] BHR: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T08:22:12.034900] [DEBUG] [FORECASTER] BHR: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-25T08:22:12.211175] [DEBUG] [FORECASTER] BHR: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T08:22:12.386214] [DEBUG] [FORECASTER] BHR: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T08:22:12.580989] [DEBUG] [FORECASTER] BHR: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T08:22:12.762403] [DEBUG] [FORECASTER] BHR: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T08:22:12.944904] [DEBUG] [FORECASTER] BHR: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-25T08:22:12.945069] [INFO ] [CONFIGURE ] BHR: DISCARDED add_lag_shelf (score: 40.00%)
[2025-11-25T08:22:12.945118] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 2.8s/test | Remaining: 3031 tests
[2025-11-25T08:22:12.945158] [INFO ] [CONFIGURE ] BHR: Testing feature 8/29: add_macd
[2025-11-25T08:22:12.945199] [INFO ] [CONFIGURE ] BHR: Testing with features: ['add_daily_returns', 'add_vwap', 'add_macd']
[2025-11-25T08:22:13.212631] [DEBUG] [FORECASTER] BHR: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0
[2025-11-25T08:22:13.503152] [DEBUG] [FORECASTER] BHR: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T08:22:13.782438] [DEBUG] [FORECASTER] BHR: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T08:22:14.063684] [DEBUG] [FORECASTER] BHR: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T08:22:14.346229] [DEBUG] [FORECASTER] BHR: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-25T08:22:14.633524] [DEBUG] [FORECASTER] BHR: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T08:22:14.941373] [DEBUG] [FORECASTER] BHR: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T08:22:15.243935] [DEBUG] [FORECASTER] BHR: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T08:22:15.534378] [DEBUG] [FORECASTER] BHR: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T08:22:15.825028] [DEBUG] [FORECASTER] BHR: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-25T08:22:15.825229] [INFO ] [CONFIGURE ] BHR: KEPT add_macd (score: 50.00%)
[2025-11-25T08:22:15.825297] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 2.8s/test | Remaining: 3030 tests
[2025-11-25T08:22:15.825357] [INFO ] [CONFIGURE ] BHR: Testing feature 9/29: add_mfi
[2025-11-25T08:22:15.825406] [INFO ] [CONFIGURE ] BHR: Testing with features: ['add_daily_returns', 'add_vwap', 'add_macd', 'add_mfi']
[2025-11-25T08:22:16.115779] [DEBUG] [FORECASTER] BHR: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0
[2025-11-25T08:22:16.413162] [DEBUG] [FORECASTER] BHR: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T08:22:16.702986] [DEBUG] [FORECASTER] BHR: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T08:22:16.995205] [DEBUG] [FORECASTER] BHR: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T08:22:17.283854] [DEBUG] [FORECASTER] BHR: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-25T08:22:17.591818] [DEBUG] [FORECASTER] BHR: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T08:22:17.886612] [DEBUG] [FORECASTER] BHR: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T08:22:18.199055] [DEBUG] [FORECASTER] BHR: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T08:22:18.498442] [DEBUG] [FORECASTER] BHR: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T08:22:18.796421] [DEBUG] [FORECASTER] BHR: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-25T08:22:18.796625] [INFO ] [CONFIGURE ] BHR: DISCARDED add_mfi (score: 30.00%)
[2025-11-25T08:22:18.796709] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 2.8s/test | Remaining: 3029 tests
[2025-11-25T08:22:18.796763] [INFO ] [CONFIGURE ] BHR: Testing feature 10/29: add_momentum_acceleration
[2025-11-25T08:22:18.796810] [INFO ] [CONFIGURE ] BHR: Testing with features: ['add_daily_returns', 'add_vwap', 'add_macd', 'add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-11-25T08:22:19.180768] [DEBUG] [FORECASTER] BHR: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0
[2025-11-25T08:22:19.566971] [DEBUG] [FORECASTER] BHR: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T08:22:19.953792] [DEBUG] [FORECASTER] BHR: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T08:22:20.340467] [DEBUG] [FORECASTER] BHR: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T08:22:20.723581] [DEBUG] [FORECASTER] BHR: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-25T08:22:21.118164] [DEBUG] [FORECASTER] BHR: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T08:22:21.526634] [DEBUG] [FORECASTER] BHR: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T08:22:21.943300] [DEBUG] [FORECASTER] BHR: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T08:22:22.311874] [DEBUG] [FORECASTER] BHR: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T08:22:22.679525] [DEBUG] [FORECASTER] BHR: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-25T08:22:22.679729] [INFO ] [CONFIGURE ] BHR: DISCARDED add_momentum_acceleration (score: 40.00%)
[2025-11-25T08:22:22.679789] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 2.8s/test | Remaining: 3028 tests
[2025-11-25T08:22:22.679839] [INFO ] [CONFIGURE ] BHR: Testing feature 11/29: add_obv_daily
[2025-11-25T08:22:22.679885] [INFO ] [CONFIGURE ] BHR: Testing with features: ['add_daily_returns', 'add_vwap', 'add_macd', 'add_obv_daily']
[2025-11-25T08:22:22.981215] [DEBUG] [FORECASTER] BHR: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T08:22:23.292175] [DEBUG] [FORECASTER] BHR: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T08:22:23.604150] [DEBUG] [FORECASTER] BHR: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T08:22:23.911019] [DEBUG] [FORECASTER] BHR: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T08:22:24.226756] [DEBUG] [FORECASTER] BHR: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-25T08:22:24.529183] [DEBUG] [FORECASTER] BHR: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T08:22:24.837929] [DEBUG] [FORECASTER] BHR: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T08:22:25.141938] [DEBUG] [FORECASTER] BHR: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T08:22:25.443999] [DEBUG] [FORECASTER] BHR: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T08:22:25.768611] [DEBUG] [FORECASTER] BHR: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-25T08:22:25.768821] [INFO ] [CONFIGURE ] BHR: KEPT add_obv_daily (score: 60.00%)
[2025-11-25T08:22:25.768877] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 2.8s/test | Remaining: 3027 tests
[2025-11-25T08:22:25.768924] [INFO ] [CONFIGURE ] BHR: Testing feature 12/29: add_obv_interval
[2025-11-25T08:22:25.768967] [INFO ] [CONFIGURE ] BHR: Testing with features: ['add_daily_returns', 'add_vwap', 'add_macd', 'add_obv_daily', 'add_obv_interval']
[2025-11-25T08:22:26.096764] [DEBUG] [FORECASTER] BHR: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0
[2025-11-25T08:22:26.421808] [DEBUG] [FORECASTER] BHR: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T08:22:26.749606] [DEBUG] [FORECASTER] BHR: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T08:22:27.108561] [DEBUG] [FORECASTER] BHR: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T08:22:27.456574] [DEBUG] [FORECASTER] BHR: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-25T08:22:27.791299] [DEBUG] [FORECASTER] BHR: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T08:22:28.138183] [DEBUG] [FORECASTER] BHR: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T08:22:28.465532] [DEBUG] [FORECASTER] BHR: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T08:22:28.801412] [DEBUG] [FORECASTER] BHR: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T08:22:29.157326] [DEBUG] [FORECASTER] BHR: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-25T08:22:29.157551] [INFO ] [CONFIGURE ] BHR: DISCARDED add_obv_interval (score: 40.00%)
[2025-11-25T08:22:29.157677] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 2.8s/test | Remaining: 3026 tests
[2025-11-25T08:22:29.157735] [INFO ] [CONFIGURE ] BHR: Testing feature 13/29: add_opening_strength
[2025-11-25T08:22:29.157784] [INFO ] [CONFIGURE ] BHR: Testing with features: ['add_daily_returns', 'add_vwap', 'add_macd', 'add_obv_daily', 'add_opening_strength']
[2025-11-25T08:22:29.515114] [DEBUG] [FORECASTER] BHR: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0
[2025-11-25T08:22:29.863141] [DEBUG] [FORECASTER] BHR: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T08:22:30.209690] [DEBUG] [FORECASTER] BHR: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T08:22:30.566610] [DEBUG] [FORECASTER] BHR: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T08:22:30.905152] [DEBUG] [FORECASTER] BHR: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-25T08:22:31.247183] [DEBUG] [FORECASTER] BHR: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T08:22:31.616403] [DEBUG] [FORECASTER] BHR: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T08:22:31.997050] [DEBUG] [FORECASTER] BHR: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T08:22:32.375087] [DEBUG] [FORECASTER] BHR: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T08:22:32.740753] [DEBUG] [FORECASTER] BHR: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-25T08:22:32.740952] [INFO ] [CONFIGURE ] BHR: DISCARDED add_opening_strength (score: 30.00%)
[2025-11-25T08:22:32.741013] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 2.8s/test | Remaining: 3025 tests
[2025-11-25T08:22:32.741063] [INFO ] [CONFIGURE ] BHR: Testing feature 14/29: add_order_flow_imbalance
[2025-11-25T08:22:32.741110] [INFO ] [CONFIGURE ] BHR: Testing with features: ['add_daily_returns', 'add_vwap', 'add_macd', 'add_obv_daily', 'add_order_flow_imbalance']
[2025-11-25T08:22:33.088897] [DEBUG] [FORECASTER] BHR: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0
[2025-11-25T08:22:33.454258] [DEBUG] [FORECASTER] BHR: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T08:22:33.816580] [DEBUG] [FORECASTER] BHR: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T08:22:34.169005] [DEBUG] [FORECASTER] BHR: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T08:22:34.535758] [DEBUG] [FORECASTER] BHR: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-25T08:22:34.888443] [DEBUG] [FORECASTER] BHR: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T08:22:35.245925] [DEBUG] [FORECASTER] BHR: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T08:22:35.597359] [DEBUG] [FORECASTER] BHR: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T08:22:35.952328] [DEBUG] [FORECASTER] BHR: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T08:22:36.299229] [DEBUG] [FORECASTER] BHR: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-11-25T08:22:36.299436] [INFO ] [CONFIGURE ] BHR: DISCARDED add_order_flow_imbalance (score: 30.00%)
[2025-11-25T08:22:36.299496] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 2.8s/test | Remaining: 3024 tests
[2025-11-25T08:22:36.299544] [INFO ] [CONFIGURE ] BHR: Testing feature 15/29: add_pbf_morning_momentum
[2025-11-25T08:22:36.299590] [INFO ] [CONFIGURE ] BHR: Testing with features: ['add_daily_returns', 'add_vwap', 'add_macd', 'add_obv_daily', 'add_pbf_morning_momentum']
[2025-11-25T08:22:36.630818] [DEBUG] [FORECASTER] BHR: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0
[2025-11-25T08:22:36.979738] [DEBUG] [FORECASTER] BHR: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T08:22:37.327132] [DEBUG] [FORECASTER] BHR: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T08:22:37.657220] [DEBUG] [FORECASTER] BHR: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T08:22:38.005892] [DEBUG] [FORECASTER] BHR: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-25T08:22:38.352436] [DEBUG] [FORECASTER] BHR: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T08:22:38.699957] [DEBUG] [FORECASTER] BHR: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T08:22:39.024116] [DEBUG] [FORECASTER] BHR: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T08:22:39.344525] [DEBUG] [FORECASTER] BHR: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T08:22:39.670840] [DEBUG] [FORECASTER] BHR: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-25T08:22:39.671087] [INFO ] [CONFIGURE ] BHR: DISCARDED add_pbf_morning_momentum (score: 40.00%)
[2025-11-25T08:22:39.671149] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 2.8s/test | Remaining: 3023 tests
[2025-11-25T08:22:39.671199] [INFO ] [CONFIGURE ] BHR: Testing feature 16/29: add_pbf_overnight_gap
[2025-11-25T08:22:39.671244] [INFO ] [CONFIGURE ] BHR: Testing with features: ['add_daily_returns', 'add_vwap', 'add_macd', 'add_obv_daily', 'add_pbf_overnight_gap']
[2025-11-25T08:22:40.025960] [DEBUG] [FORECASTER] BHR: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T08:22:40.353284] [DEBUG] [FORECASTER] BHR: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T08:22:40.672932] [DEBUG] [FORECASTER] BHR: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T08:22:41.002269] [DEBUG] [FORECASTER] BHR: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T08:22:41.323471] [DEBUG] [FORECASTER] BHR: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-25T08:22:41.652567] [DEBUG] [FORECASTER] BHR: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T08:22:41.980666] [DEBUG] [FORECASTER] BHR: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T08:22:42.296496] [DEBUG] [FORECASTER] BHR: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T08:22:42.615485] [DEBUG] [FORECASTER] BHR: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T08:22:42.933413] [DEBUG] [FORECASTER] BHR: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-25T08:22:42.933600] [INFO ] [CONFIGURE ] BHR: DISCARDED add_pbf_overnight_gap (score: 50.00%)
[2025-11-25T08:22:42.933675] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 2.8s/test | Remaining: 3022 tests
[2025-11-25T08:22:42.933725] [INFO ] [CONFIGURE ] BHR: Testing feature 17/29: add_pbf_return_2d
[2025-11-25T08:22:42.933770] [INFO ] [CONFIGURE ] BHR: Testing with features: ['add_daily_returns', 'add_vwap', 'add_macd', 'add_obv_daily', 'add_pbf_return_2d']
[2025-11-25T08:22:43.240947] [DEBUG] [FORECASTER] BHR: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T08:22:43.587378] [DEBUG] [FORECASTER] BHR: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T08:22:43.905990] [DEBUG] [FORECASTER] BHR: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T08:22:44.226973] [DEBUG] [FORECASTER] BHR: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T08:22:44.548123] [DEBUG] [FORECASTER] BHR: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-25T08:22:44.878413] [DEBUG] [FORECASTER] BHR: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T08:22:45.217789] [DEBUG] [FORECASTER] BHR: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T08:22:45.553411] [DEBUG] [FORECASTER] BHR: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T08:22:45.880350] [DEBUG] [FORECASTER] BHR: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T08:22:46.224586] [DEBUG] [FORECASTER] BHR: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-25T08:22:46.224806] [INFO ] [CONFIGURE ] BHR: DISCARDED add_pbf_return_2d (score: 50.00%)
[2025-11-25T08:22:46.224867] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 2.8s/test | Remaining: 3021 tests
[2025-11-25T08:22:46.224939] [INFO ] [CONFIGURE ] BHR: Testing feature 18/29: add_pbf_volatility_5d
[2025-11-25T08:22:46.224989] [INFO ] [CONFIGURE ] BHR: Testing with features: ['add_daily_returns', 'add_vwap', 'add_macd', 'add_obv_daily', 'add_pbf_volatility_5d']
[2025-11-25T08:22:46.553635] [DEBUG] [FORECASTER] BHR: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0
[2025-11-25T08:22:46.882479] [DEBUG] [FORECASTER] BHR: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T08:22:47.214030] [DEBUG] [FORECASTER] BHR: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T08:22:47.544006] [DEBUG] [FORECASTER] BHR: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T08:22:47.970688] [DEBUG] [FORECASTER] BHR: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-25T08:22:48.388085] [DEBUG] [FORECASTER] BHR: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T08:22:48.714864] [DEBUG] [FORECASTER] BHR: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T08:22:49.037088] [DEBUG] [FORECASTER] BHR: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T08:22:49.357831] [DEBUG] [FORECASTER] BHR: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T08:22:49.690774] [DEBUG] [FORECASTER] BHR: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-25T08:22:49.690960] [INFO ] [CONFIGURE ] BHR: DISCARDED add_pbf_volatility_5d (score: 40.00%)
[2025-11-25T08:22:49.691018] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 2.8s/test | Remaining: 3020 tests
[2025-11-25T08:22:49.691072] [INFO ] [CONFIGURE ] BHR: Testing feature 19/29: add_pbf_vs_sma_5
[2025-11-25T08:22:49.691110] [INFO ] [CONFIGURE ] BHR: Testing with features: ['add_daily_returns', 'add_vwap', 'add_macd', 'add_obv_daily', 'add_pbf_vs_sma_5']
[2025-11-25T08:22:50.016023] [DEBUG] [FORECASTER] BHR: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T08:22:50.337452] [DEBUG] [FORECASTER] BHR: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T08:22:50.663984] [DEBUG] [FORECASTER] BHR: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T08:22:50.983670] [DEBUG] [FORECASTER] BHR: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T08:22:51.287937] [DEBUG] [FORECASTER] BHR: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-25T08:22:51.597830] [DEBUG] [FORECASTER] BHR: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T08:22:51.931973] [DEBUG] [FORECASTER] BHR: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T08:22:52.257158] [DEBUG] [FORECASTER] BHR: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T08:22:52.563855] [DEBUG] [FORECASTER] BHR: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T08:22:52.869294] [DEBUG] [FORECASTER] BHR: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-25T08:22:52.869495] [INFO ] [CONFIGURE ] BHR: DISCARDED add_pbf_vs_sma_5 (score: 50.00%)
[2025-11-25T08:22:52.869554] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 2.8s/test | Remaining: 3019 tests
[2025-11-25T08:22:52.869601] [INFO ] [CONFIGURE ] BHR: Testing feature 20/29: add_price_rejection
[2025-11-25T08:22:52.869665] [INFO ] [CONFIGURE ] BHR: Testing with features: ['add_daily_returns', 'add_vwap', 'add_macd', 'add_obv_daily', 'add_price_rejection']
[2025-11-25T08:22:53.187591] [DEBUG] [FORECASTER] BHR: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T08:22:53.520607] [DEBUG] [FORECASTER] BHR: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T08:22:53.846573] [DEBUG] [FORECASTER] BHR: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T08:22:54.162437] [DEBUG] [FORECASTER] BHR: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T08:22:54.502596] [DEBUG] [FORECASTER] BHR: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-25T08:22:54.843718] [DEBUG] [FORECASTER] BHR: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T08:22:55.191428] [DEBUG] [FORECASTER] BHR: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T08:22:55.546628] [DEBUG] [FORECASTER] BHR: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T08:22:55.905126] [DEBUG] [FORECASTER] BHR: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T08:22:56.253111] [DEBUG] [FORECASTER] BHR: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-25T08:22:56.253294] [INFO ] [CONFIGURE ] BHR: KEPT add_price_rejection (score: 70.00%)
[2025-11-25T08:22:56.253355] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 2.8s/test | Remaining: 3018 tests
[2025-11-25T08:22:56.253394] [INFO ] [CONFIGURE ] BHR: Testing feature 21/29: add_range_position
[2025-11-25T08:22:56.253438] [INFO ] [CONFIGURE ] BHR: Testing with features: ['add_daily_returns', 'add_vwap', 'add_macd', 'add_obv_daily', 'add_price_rejection', 'add_range_position']
[2025-11-25T08:22:56.650795] [DEBUG] [FORECASTER] BHR: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0
[2025-11-25T08:22:57.035770] [DEBUG] [FORECASTER] BHR: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T08:22:57.433333] [DEBUG] [FORECASTER] BHR: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T08:22:57.849092] [DEBUG] [FORECASTER] BHR: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T08:22:58.246100] [DEBUG] [FORECASTER] BHR: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-25T08:22:58.637724] [DEBUG] [FORECASTER] BHR: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T08:22:59.008068] [DEBUG] [FORECASTER] BHR: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T08:22:59.396758] [DEBUG] [FORECASTER] BHR: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T08:22:59.789389] [DEBUG] [FORECASTER] BHR: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T08:23:00.187557] [DEBUG] [FORECASTER] BHR: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-25T08:23:00.187777] [INFO ] [CONFIGURE ] BHR: DISCARDED add_range_position (score: 50.00%)
[2025-11-25T08:23:00.187839] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 2.8s/test | Remaining: 3017 tests
[2025-11-25T08:23:00.187889] [INFO ] [CONFIGURE ] BHR: Testing feature 22/29: add_realized_volatility
[2025-11-25T08:23:00.187936] [INFO ] [CONFIGURE ] BHR: Testing with features: ['add_daily_returns', 'add_vwap', 'add_macd', 'add_obv_daily', 'add_price_rejection', 'add_realized_volatility']
[2025-11-25T08:23:00.640507] [DEBUG] [FORECASTER] BHR: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0
[2025-11-25T08:23:01.845999] [DEBUG] [FORECASTER] BHR: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T08:23:02.317203] [DEBUG] [FORECASTER] BHR: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T08:23:02.798780] [DEBUG] [FORECASTER] BHR: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T08:23:03.269382] [DEBUG] [FORECASTER] BHR: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-25T08:23:03.724431] [DEBUG] [FORECASTER] BHR: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T08:23:04.194419] [DEBUG] [FORECASTER] BHR: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T08:23:04.676262] [DEBUG] [FORECASTER] BHR: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T08:23:05.151149] [DEBUG] [FORECASTER] BHR: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T08:23:05.613705] [DEBUG] [FORECASTER] BHR: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-25T08:23:05.613912] [INFO ] [CONFIGURE ] BHR: DISCARDED add_realized_volatility (score: 60.00%)
[2025-11-25T08:23:05.613976] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 2.8s/test | Remaining: 3016 tests
[2025-11-25T08:23:05.614048] [INFO ] [CONFIGURE ] BHR: Testing feature 23/29: add_recent_range_context
[2025-11-25T08:23:05.614098] [INFO ] [CONFIGURE ] BHR: Testing with features: ['add_daily_returns', 'add_vwap', 'add_macd', 'add_obv_daily', 'add_price_rejection', 'add_recent_range_context']
[2025-11-25T08:23:05.964981] [DEBUG] [FORECASTER] BHR: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0
[2025-11-25T08:23:06.306686] [DEBUG] [FORECASTER] BHR: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T08:23:06.631177] [DEBUG] [FORECASTER] BHR: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T08:23:06.969737] [DEBUG] [FORECASTER] BHR: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T08:23:07.309661] [DEBUG] [FORECASTER] BHR: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-25T08:23:07.649609] [DEBUG] [FORECASTER] BHR: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T08:23:08.013043] [DEBUG] [FORECASTER] BHR: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T08:23:08.381626] [DEBUG] [FORECASTER] BHR: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T08:23:08.724665] [DEBUG] [FORECASTER] BHR: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T08:23:09.065992] [DEBUG] [FORECASTER] BHR: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-25T08:23:09.066192] [INFO ] [CONFIGURE ] BHR: DISCARDED add_recent_range_context (score: 50.00%)
[2025-11-25T08:23:09.066251] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 2.8s/test | Remaining: 3015 tests
[2025-11-25T08:23:09.066302] [INFO ] [CONFIGURE ] BHR: Testing feature 24/29: add_rsi
[2025-11-25T08:23:09.066349] [INFO ] [CONFIGURE ] BHR: Testing with features: ['add_daily_returns', 'add_vwap', 'add_macd', 'add_obv_daily', 'add_price_rejection', 'add_ema', 'add_rsi']
[2025-11-25T08:23:09.462163] [DEBUG] [FORECASTER] BHR: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0
[2025-11-25T08:23:09.866970] [DEBUG] [FORECASTER] BHR: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T08:23:10.278597] [DEBUG] [FORECASTER] BHR: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T08:23:10.674279] [DEBUG] [FORECASTER] BHR: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T08:23:11.081032] [DEBUG] [FORECASTER] BHR: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-25T08:23:11.482952] [DEBUG] [FORECASTER] BHR: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T08:23:11.895815] [DEBUG] [FORECASTER] BHR: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T08:23:12.320529] [DEBUG] [FORECASTER] BHR: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T08:23:12.744856] [DEBUG] [FORECASTER] BHR: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T08:23:13.164974] [DEBUG] [FORECASTER] BHR: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-25T08:23:13.165183] [INFO ] [CONFIGURE ] BHR: DISCARDED add_rsi (score: 60.00%)
[2025-11-25T08:23:13.165243] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 2.8s/test | Remaining: 3014 tests
[2025-11-25T08:23:13.165293] [INFO ] [CONFIGURE ] BHR: Testing feature 25/29: add_tick_distribution
[2025-11-25T08:23:13.165338] [INFO ] [CONFIGURE ] BHR: Testing with features: ['add_daily_returns', 'add_vwap', 'add_macd', 'add_obv_daily', 'add_price_rejection', 'add_tick_distribution']
[2025-11-25T08:23:13.544504] [DEBUG] [FORECASTER] BHR: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T08:23:13.885285] [DEBUG] [FORECASTER] BHR: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T08:23:14.232352] [DEBUG] [FORECASTER] BHR: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T08:23:14.597931] [DEBUG] [FORECASTER] BHR: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T08:23:14.956828] [DEBUG] [FORECASTER] BHR: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-25T08:23:15.314197] [DEBUG] [FORECASTER] BHR: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T08:23:15.660202] [DEBUG] [FORECASTER] BHR: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T08:23:16.010808] [DEBUG] [FORECASTER] BHR: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T08:23:16.357546] [DEBUG] [FORECASTER] BHR: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T08:23:16.722519] [DEBUG] [FORECASTER] BHR: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-25T08:23:16.722714] [INFO ] [CONFIGURE ] BHR: DISCARDED add_tick_distribution (score: 60.00%)
[2025-11-25T08:23:16.722779] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 2.8s/test | Remaining: 3013 tests
[2025-11-25T08:23:16.722828] [INFO ] [CONFIGURE ] BHR: Testing feature 26/29: add_volume_momentum_confirmation
[2025-11-25T08:23:16.722871] [INFO ] [CONFIGURE ] BHR: Testing with features: ['add_daily_returns', 'add_vwap', 'add_macd', 'add_obv_daily', 'add_price_rejection', 'add_volume_momentum_confirmation']
[2025-11-25T08:23:17.071916] [DEBUG] [FORECASTER] BHR: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0
[2025-11-25T08:23:17.416547] [DEBUG] [FORECASTER] BHR: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T08:23:17.783007] [DEBUG] [FORECASTER] BHR: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T08:23:18.142530] [DEBUG] [FORECASTER] BHR: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T08:23:18.513341] [DEBUG] [FORECASTER] BHR: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-25T08:23:18.867808] [DEBUG] [FORECASTER] BHR: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T08:23:19.226843] [DEBUG] [FORECASTER] BHR: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T08:23:19.582899] [DEBUG] [FORECASTER] BHR: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T08:23:19.949877] [DEBUG] [FORECASTER] BHR: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T08:23:20.310297] [DEBUG] [FORECASTER] BHR: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-25T08:23:20.310495] [INFO ] [CONFIGURE ] BHR: DISCARDED add_volume_momentum_confirmation (score: 40.00%)
[2025-11-25T08:23:20.310553] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 2.8s/test | Remaining: 3012 tests
[2025-11-25T08:23:20.310602] [INFO ] [CONFIGURE ] BHR: Testing feature 27/29: add_volume_price_divergence
[2025-11-25T08:23:20.310667] [INFO ] [CONFIGURE ] BHR: Testing with features: ['add_daily_returns', 'add_vwap', 'add_macd', 'add_obv_daily', 'add_price_rejection', 'add_volume_price_divergence']
[2025-11-25T08:23:20.655633] [DEBUG] [FORECASTER] BHR: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T08:23:20.987805] [DEBUG] [FORECASTER] BHR: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T08:23:21.327768] [DEBUG] [FORECASTER] BHR: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T08:23:21.662285] [DEBUG] [FORECASTER] BHR: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T08:23:22.008913] [DEBUG] [FORECASTER] BHR: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-25T08:23:22.347193] [DEBUG] [FORECASTER] BHR: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T08:23:22.683447] [DEBUG] [FORECASTER] BHR: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T08:23:23.025189] [DEBUG] [FORECASTER] BHR: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T08:23:23.409198] [DEBUG] [FORECASTER] BHR: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T08:23:23.762708] [DEBUG] [FORECASTER] BHR: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-25T08:23:23.762953] [INFO ] [CONFIGURE ] BHR: DISCARDED add_volume_price_divergence (score: 70.00%)
[2025-11-25T08:23:23.763013] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 2.8s/test | Remaining: 3011 tests
[2025-11-25T08:23:23.763114] [INFO ] [CONFIGURE ] BHR: Testing feature 28/29: add_volume_profile
[2025-11-25T08:23:23.763163] [INFO ] [CONFIGURE ] BHR: Testing with features: ['add_daily_returns', 'add_vwap', 'add_macd', 'add_obv_daily', 'add_price_rejection', 'add_volume_profile']
[2025-11-25T08:23:24.129630] [DEBUG] [FORECASTER] BHR: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0
[2025-11-25T08:23:24.478241] [DEBUG] [FORECASTER] BHR: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T08:23:24.832314] [DEBUG] [FORECASTER] BHR: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T08:23:25.177177] [DEBUG] [FORECASTER] BHR: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T08:23:25.526530] [DEBUG] [FORECASTER] BHR: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-25T08:23:25.878073] [DEBUG] [FORECASTER] BHR: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T08:23:26.223828] [DEBUG] [FORECASTER] BHR: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T08:23:26.575098] [DEBUG] [FORECASTER] BHR: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T08:23:26.931685] [DEBUG] [FORECASTER] BHR: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T08:23:27.280479] [DEBUG] [FORECASTER] BHR: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-25T08:23:27.280665] [INFO ] [CONFIGURE ] BHR: DISCARDED add_volume_profile (score: 40.00%)
[2025-11-25T08:23:27.280725] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 2.8s/test | Remaining: 3010 tests
[2025-11-25T08:23:27.280774] [INFO ] [CONFIGURE ] BHR: ===== FEATURE SELECTION COMPLETE =====
[2025-11-25T08:23:27.280817] [INFO ] [CONFIGURE ] BHR: Best accuracy: 70.00%
[2025-11-25T08:23:27.280859] [INFO ] [CONFIGURE ] BHR: Best feature set (5 features): ['add_daily_returns', 'add_vwap', 'add_macd', 'add_obv_daily', 'add_price_rejection']
[2025-11-25T08:23:27.280899] [INFO ] [CONFIGURE ] BHR: Improvement over baseline: 40.00%
[2025-11-25T08:23:27.280937] [INFO ] [CONFIGURE ] BHR: Total time: 1.5 minutes
[2025-11-25T08:23:27.280974] [INFO ] [CONFIGURE ] BHR: Average time per feature: 3.2 seconds
[2025-11-25T08:23:27.281016] [INFO ] [CONFIGURE ] BHR: Average speed: 0.32 features/sec
[2025-11-25T08:23:27.281486] [INFO ] [LOCAL     ] Saved configuration for BHR: 5 features, 70.00% accuracy -> ./output/feature-sets/BHR.json
[2025-11-25T08:23:27.281544] [INFO ] [CONFIGURE ] BHR: Configuration saved successfully: 5 features, 70.00% accuracy.
[2025-11-25T08:23:27.281601] [INFO ] [sig       ] [61/164] Successfully configured BHR | 0.01 sym/s | Total: 1.4h | ETA: 2.3h
[2025-11-25T08:23:27.281668] [INFO ] [sig       ] [62/164] Configuring BILL...
[2025-11-25T08:23:27.281712] [INFO ] [CONFIGURE ] BILL: Configurate test run.
[2025-11-25T08:23:27.281752] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BILL' from 'https://tdm.silogroup.org/data/derivative_storage/BILL.csv'.
[2025-11-25T08:23:27.292064] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'BILL'.
[2025-11-25T08:23:27.292384] [INFO ] [CONFIGURE ] BILL: Testing with 29 available features
[2025-11-25T08:23:27.292445] [INFO ] [CONFIGURE ] BILL: Establishing baseline with no features...
[2025-11-25T08:23:27.460637] [DEBUG] [FORECASTER] BILL: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0
[2025-11-25T08:23:27.631564] [DEBUG] [FORECASTER] BILL: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T08:23:27.800929] [DEBUG] [FORECASTER] BILL: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T08:23:27.973482] [DEBUG] [FORECASTER] BILL: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T08:23:28.143159] [DEBUG] [FORECASTER] BILL: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T08:23:28.313144] [DEBUG] [FORECASTER] BILL: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T08:23:28.493172] [DEBUG] [FORECASTER] BILL: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T08:23:28.664670] [DEBUG] [FORECASTER] BILL: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T08:23:28.838733] [DEBUG] [FORECASTER] BILL: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T08:23:29.012552] [DEBUG] [FORECASTER] BILL: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T08:23:29.012721] [INFO ] [CONFIGURE ] BILL: Baseline score (no features): 60.00%
[2025-11-25T08:23:29.012793] [INFO ] [CONFIGURE ] BILL: Testing feature 1/29: add_bollinger_bands
[2025-11-25T08:23:29.012851] [INFO ] [CONFIGURE ] BILL: Testing with features: ['add_bollinger_bands']
[2025-11-25T08:23:29.222025] [DEBUG] [FORECASTER] BILL: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0
[2025-11-25T08:23:29.427978] [DEBUG] [FORECASTER] BILL: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T08:23:29.647223] [DEBUG] [FORECASTER] BILL: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T08:23:29.863300] [DEBUG] [FORECASTER] BILL: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T08:23:30.079733] [DEBUG] [FORECASTER] BILL: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T08:23:30.293152] [DEBUG] [FORECASTER] BILL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T08:23:30.513758] [DEBUG] [FORECASTER] BILL: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T08:23:30.733733] [DEBUG] [FORECASTER] BILL: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T08:23:30.952611] [DEBUG] [FORECASTER] BILL: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T08:23:31.182562] [DEBUG] [FORECASTER] BILL: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T08:23:31.182933] [INFO ] [CONFIGURE ] BILL: DISCARDED add_bollinger_bands (score: 60.00%)
[2025-11-25T08:23:31.183061] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 2.8s/test | Remaining: 3009 tests
[2025-11-25T08:23:31.183162] [INFO ] [CONFIGURE ] BILL: Testing feature 2/29: add_cumulative_delta
[2025-11-25T08:23:31.183262] [INFO ] [CONFIGURE ] BILL: Testing with features: ['add_cumulative_delta']
[2025-11-25T08:23:31.406695] [DEBUG] [FORECASTER] BILL: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0
[2025-11-25T08:23:31.629181] [DEBUG] [FORECASTER] BILL: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T08:23:31.870882] [DEBUG] [FORECASTER] BILL: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T08:23:32.113708] [DEBUG] [FORECASTER] BILL: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T08:23:32.360858] [DEBUG] [FORECASTER] BILL: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T08:23:32.603856] [DEBUG] [FORECASTER] BILL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T08:23:32.827612] [DEBUG] [FORECASTER] BILL: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T08:23:33.047247] [DEBUG] [FORECASTER] BILL: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T08:23:33.275288] [DEBUG] [FORECASTER] BILL: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T08:23:33.486197] [DEBUG] [FORECASTER] BILL: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T08:23:33.486362] [INFO ] [CONFIGURE ] BILL: DISCARDED add_cumulative_delta (score: 50.00%)
[2025-11-25T08:23:33.486410] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 2.8s/test | Remaining: 3008 tests
[2025-11-25T08:23:33.486447] [INFO ] [CONFIGURE ] BILL: Testing feature 3/29: add_daily_returns
[2025-11-25T08:23:33.486483] [INFO ] [CONFIGURE ] BILL: Testing with features: ['add_daily_returns']
[2025-11-25T08:23:33.669376] [DEBUG] [FORECASTER] BILL: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0
[2025-11-25T08:23:33.854317] [DEBUG] [FORECASTER] BILL: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T08:23:34.044986] [DEBUG] [FORECASTER] BILL: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T08:23:34.246015] [DEBUG] [FORECASTER] BILL: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T08:23:34.437804] [DEBUG] [FORECASTER] BILL: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T08:23:34.623436] [DEBUG] [FORECASTER] BILL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T08:23:34.823487] [DEBUG] [FORECASTER] BILL: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T08:23:35.025675] [DEBUG] [FORECASTER] BILL: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T08:23:35.226973] [DEBUG] [FORECASTER] BILL: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T08:23:35.425712] [DEBUG] [FORECASTER] BILL: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T08:23:35.425895] [INFO ] [CONFIGURE ] BILL: KEPT add_daily_returns (score: 70.00%)
[2025-11-25T08:23:35.425950] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 2.8s/test | Remaining: 3007 tests
[2025-11-25T08:23:35.425992] [INFO ] [CONFIGURE ] BILL: Testing feature 4/29: add_ema
[2025-11-25T08:23:35.426031] [INFO ] [CONFIGURE ] BILL: Testing with features: ['add_daily_returns', 'add_ema']
[2025-11-25T08:23:35.671829] [DEBUG] [FORECASTER] BILL: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0
[2025-11-25T08:23:35.915895] [DEBUG] [FORECASTER] BILL: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T08:23:36.164298] [DEBUG] [FORECASTER] BILL: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T08:23:36.405542] [DEBUG] [FORECASTER] BILL: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T08:23:36.655105] [DEBUG] [FORECASTER] BILL: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T08:23:36.912450] [DEBUG] [FORECASTER] BILL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T08:23:37.172861] [DEBUG] [FORECASTER] BILL: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T08:23:37.427982] [DEBUG] [FORECASTER] BILL: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T08:23:37.669149] [DEBUG] [FORECASTER] BILL: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T08:23:37.913311] [DEBUG] [FORECASTER] BILL: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T08:23:37.913664] [INFO ] [CONFIGURE ] BILL: DISCARDED add_ema (score: 60.00%)
[2025-11-25T08:23:37.913784] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 2.8s/test | Remaining: 3006 tests
[2025-11-25T08:23:37.913888] [INFO ] [CONFIGURE ] BILL: Testing feature 5/29: add_exhaustion_signals
[2025-11-25T08:23:37.913990] [INFO ] [CONFIGURE ] BILL: Testing with features: ['add_daily_returns', 'add_vwap', 'add_exhaustion_signals']
[2025-11-25T08:23:38.152397] [DEBUG] [FORECASTER] BILL: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0
[2025-11-25T08:23:38.386984] [DEBUG] [FORECASTER] BILL: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T08:23:38.619579] [DEBUG] [FORECASTER] BILL: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T08:23:38.882670] [DEBUG] [FORECASTER] BILL: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T08:23:39.136943] [DEBUG] [FORECASTER] BILL: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T08:23:39.403634] [DEBUG] [FORECASTER] BILL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T08:23:39.672998] [DEBUG] [FORECASTER] BILL: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T08:23:39.941907] [DEBUG] [FORECASTER] BILL: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T08:23:40.207378] [DEBUG] [FORECASTER] BILL: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T08:23:40.487514] [DEBUG] [FORECASTER] BILL: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T08:23:40.487760] [INFO ] [CONFIGURE ] BILL: DISCARDED add_exhaustion_signals (score: 70.00%)
[2025-11-25T08:23:40.487821] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 2.8s/test | Remaining: 3005 tests
[2025-11-25T08:23:40.487872] [INFO ] [CONFIGURE ] BILL: Testing feature 6/29: add_failed_moves
[2025-11-25T08:23:40.487918] [INFO ] [CONFIGURE ] BILL: Testing with features: ['add_daily_returns', 'add_failed_moves']
[2025-11-25T08:23:40.734020] [DEBUG] [FORECASTER] BILL: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0
[2025-11-25T08:23:41.017217] [DEBUG] [FORECASTER] BILL: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T08:23:41.287248] [DEBUG] [FORECASTER] BILL: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T08:23:41.530173] [DEBUG] [FORECASTER] BILL: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T08:23:41.730088] [DEBUG] [FORECASTER] BILL: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T08:23:41.929571] [DEBUG] [FORECASTER] BILL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T08:23:42.126905] [DEBUG] [FORECASTER] BILL: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T08:23:42.326745] [DEBUG] [FORECASTER] BILL: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T08:23:42.534161] [DEBUG] [FORECASTER] BILL: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T08:23:42.736529] [DEBUG] [FORECASTER] BILL: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T08:23:42.736919] [INFO ] [CONFIGURE ] BILL: DISCARDED add_failed_moves (score: 70.00%)
[2025-11-25T08:23:42.736967] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 2.8s/test | Remaining: 3004 tests
[2025-11-25T08:23:42.737006] [INFO ] [CONFIGURE ] BILL: Testing feature 7/29: add_lag_shelf
[2025-11-25T08:23:42.737042] [INFO ] [CONFIGURE ] BILL: Testing with features: ['add_daily_returns', 'add_lag_shelf']
[2025-11-25T08:23:42.921599] [DEBUG] [FORECASTER] BILL: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0
[2025-11-25T08:23:43.110837] [DEBUG] [FORECASTER] BILL: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T08:23:43.296990] [DEBUG] [FORECASTER] BILL: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T08:23:43.502078] [DEBUG] [FORECASTER] BILL: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T08:23:43.679381] [DEBUG] [FORECASTER] BILL: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T08:23:43.857263] [DEBUG] [FORECASTER] BILL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T08:23:44.055398] [DEBUG] [FORECASTER] BILL: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T08:23:44.259793] [DEBUG] [FORECASTER] BILL: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T08:23:44.446045] [DEBUG] [FORECASTER] BILL: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T08:23:44.629222] [DEBUG] [FORECASTER] BILL: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T08:23:44.629410] [INFO ] [CONFIGURE ] BILL: DISCARDED add_lag_shelf (score: 70.00%)
[2025-11-25T08:23:44.629471] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 2.8s/test | Remaining: 3003 tests
[2025-11-25T08:23:44.629511] [INFO ] [CONFIGURE ] BILL: Testing feature 8/29: add_macd
[2025-11-25T08:23:44.629547] [INFO ] [CONFIGURE ] BILL: Testing with features: ['add_daily_returns', 'add_vwap', 'add_macd']
[2025-11-25T08:23:44.915691] [DEBUG] [FORECASTER] BILL: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0
[2025-11-25T08:23:45.222541] [DEBUG] [FORECASTER] BILL: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T08:23:45.503379] [DEBUG] [FORECASTER] BILL: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T08:23:45.780563] [DEBUG] [FORECASTER] BILL: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T08:23:46.052960] [DEBUG] [FORECASTER] BILL: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T08:23:46.324344] [DEBUG] [FORECASTER] BILL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T08:23:46.598771] [DEBUG] [FORECASTER] BILL: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T08:23:46.886508] [DEBUG] [FORECASTER] BILL: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T08:23:47.160626] [DEBUG] [FORECASTER] BILL: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T08:23:47.441769] [DEBUG] [FORECASTER] BILL: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T08:23:47.441987] [INFO ] [CONFIGURE ] BILL: DISCARDED add_macd (score: 60.00%)
[2025-11-25T08:23:47.442047] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 2.8s/test | Remaining: 3002 tests
[2025-11-25T08:23:47.442096] [INFO ] [CONFIGURE ] BILL: Testing feature 9/29: add_mfi
[2025-11-25T08:23:47.442142] [INFO ] [CONFIGURE ] BILL: Testing with features: ['add_daily_returns', 'add_mfi']
[2025-11-25T08:23:47.639712] [DEBUG] [FORECASTER] BILL: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0
[2025-11-25T08:23:47.845322] [DEBUG] [FORECASTER] BILL: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T08:23:48.049505] [DEBUG] [FORECASTER] BILL: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T08:23:48.252484] [DEBUG] [FORECASTER] BILL: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T08:23:48.451785] [DEBUG] [FORECASTER] BILL: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T08:23:48.655485] [DEBUG] [FORECASTER] BILL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T08:23:48.855240] [DEBUG] [FORECASTER] BILL: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T08:23:49.062157] [DEBUG] [FORECASTER] BILL: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T08:23:49.264763] [DEBUG] [FORECASTER] BILL: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T08:23:49.465028] [DEBUG] [FORECASTER] BILL: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T08:23:49.465201] [INFO ] [CONFIGURE ] BILL: DISCARDED add_mfi (score: 50.00%)
[2025-11-25T08:23:49.465250] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 2.8s/test | Remaining: 3001 tests
[2025-11-25T08:23:49.465290] [INFO ] [CONFIGURE ] BILL: Testing feature 10/29: add_momentum_acceleration
[2025-11-25T08:23:49.465327] [INFO ] [CONFIGURE ] BILL: Testing with features: ['add_daily_returns', 'add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-11-25T08:23:49.751966] [DEBUG] [FORECASTER] BILL: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0
[2025-11-25T08:23:50.038332] [DEBUG] [FORECASTER] BILL: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T08:23:50.324541] [DEBUG] [FORECASTER] BILL: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T08:23:50.610693] [DEBUG] [FORECASTER] BILL: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T08:23:50.898318] [DEBUG] [FORECASTER] BILL: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T08:23:51.188158] [DEBUG] [FORECASTER] BILL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T08:23:51.475180] [DEBUG] [FORECASTER] BILL: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T08:23:51.764564] [DEBUG] [FORECASTER] BILL: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T08:23:52.056982] [DEBUG] [FORECASTER] BILL: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T08:23:52.344057] [DEBUG] [FORECASTER] BILL: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T08:23:52.344224] [INFO ] [CONFIGURE ] BILL: KEPT add_momentum_acceleration (score: 80.00%)
[2025-11-25T08:23:52.344289] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 2.8s/test | Remaining: 3000 tests
[2025-11-25T08:23:52.344346] [INFO ] [CONFIGURE ] BILL: Testing feature 11/29: add_obv_daily
[2025-11-25T08:23:52.344432] [INFO ] [CONFIGURE ] BILL: Testing with features: ['add_daily_returns', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_obv_daily']
[2025-11-25T08:23:52.654556] [DEBUG] [FORECASTER] BILL: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0
[2025-11-25T08:23:52.960511] [DEBUG] [FORECASTER] BILL: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T08:23:53.268194] [DEBUG] [FORECASTER] BILL: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T08:23:53.574990] [DEBUG] [FORECASTER] BILL: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T08:23:53.880269] [DEBUG] [FORECASTER] BILL: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T08:23:54.185993] [DEBUG] [FORECASTER] BILL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T08:23:54.490202] [DEBUG] [FORECASTER] BILL: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T08:23:54.792078] [DEBUG] [FORECASTER] BILL: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T08:23:55.100617] [DEBUG] [FORECASTER] BILL: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T08:23:55.404533] [DEBUG] [FORECASTER] BILL: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T08:23:55.404716] [INFO ] [CONFIGURE ] BILL: DISCARDED add_obv_daily (score: 60.00%)
[2025-11-25T08:23:55.404788] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 2.8s/test | Remaining: 2999 tests
[2025-11-25T08:23:55.404846] [INFO ] [CONFIGURE ] BILL: Testing feature 12/29: add_obv_interval
[2025-11-25T08:23:55.404905] [INFO ] [CONFIGURE ] BILL: Testing with features: ['add_daily_returns', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_obv_interval']
[2025-11-25T08:23:55.700083] [DEBUG] [FORECASTER] BILL: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T08:23:55.994875] [DEBUG] [FORECASTER] BILL: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T08:23:56.292009] [DEBUG] [FORECASTER] BILL: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T08:23:56.592899] [DEBUG] [FORECASTER] BILL: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T08:23:56.895628] [DEBUG] [FORECASTER] BILL: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T08:23:57.194765] [DEBUG] [FORECASTER] BILL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T08:23:57.495493] [DEBUG] [FORECASTER] BILL: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T08:23:57.795224] [DEBUG] [FORECASTER] BILL: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T08:23:58.094061] [DEBUG] [FORECASTER] BILL: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T08:23:58.394725] [DEBUG] [FORECASTER] BILL: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T08:23:58.394934] [INFO ] [CONFIGURE ] BILL: DISCARDED add_obv_interval (score: 80.00%)
[2025-11-25T08:23:58.395005] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 2.8s/test | Remaining: 2998 tests
[2025-11-25T08:23:58.395066] [INFO ] [CONFIGURE ] BILL: Testing feature 13/29: add_opening_strength
[2025-11-25T08:23:58.395120] [INFO ] [CONFIGURE ] BILL: Testing with features: ['add_daily_returns', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_opening_strength']
[2025-11-25T08:23:58.716376] [DEBUG] [FORECASTER] BILL: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0
[2025-11-25T08:23:59.043092] [DEBUG] [FORECASTER] BILL: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T08:23:59.363080] [DEBUG] [FORECASTER] BILL: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T08:23:59.680254] [DEBUG] [FORECASTER] BILL: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T08:23:59.995191] [DEBUG] [FORECASTER] BILL: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T08:24:00.315625] [DEBUG] [FORECASTER] BILL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T08:24:00.642392] [DEBUG] [FORECASTER] BILL: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T08:24:01.655782] [DEBUG] [FORECASTER] BILL: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T08:24:02.130419] [DEBUG] [FORECASTER] BILL: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T08:24:02.471252] [DEBUG] [FORECASTER] BILL: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T08:24:02.471454] [INFO ] [CONFIGURE ] BILL: DISCARDED add_opening_strength (score: 40.00%)
[2025-11-25T08:24:02.471514] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 2.8s/test | Remaining: 2997 tests
[2025-11-25T08:24:02.471563] [INFO ] [CONFIGURE ] BILL: Testing feature 14/29: add_order_flow_imbalance
[2025-11-25T08:24:02.471607] [INFO ] [CONFIGURE ] BILL: Testing with features: ['add_daily_returns', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_order_flow_imbalance']
[2025-11-25T08:24:02.811489] [DEBUG] [FORECASTER] BILL: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0
[2025-11-25T08:24:03.127003] [DEBUG] [FORECASTER] BILL: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T08:24:03.478381] [DEBUG] [FORECASTER] BILL: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T08:24:03.824801] [DEBUG] [FORECASTER] BILL: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T08:24:04.171508] [DEBUG] [FORECASTER] BILL: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T08:24:04.534351] [DEBUG] [FORECASTER] BILL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T08:24:04.876729] [DEBUG] [FORECASTER] BILL: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T08:24:05.218221] [DEBUG] [FORECASTER] BILL: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T08:24:05.572613] [DEBUG] [FORECASTER] BILL: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T08:24:05.922012] [DEBUG] [FORECASTER] BILL: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T08:24:05.922227] [INFO ] [CONFIGURE ] BILL: DISCARDED add_order_flow_imbalance (score: 50.00%)
[2025-11-25T08:24:05.922288] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 2.8s/test | Remaining: 2996 tests
[2025-11-25T08:24:05.922339] [INFO ] [CONFIGURE ] BILL: Testing feature 16/29: add_pbf_overnight_gap
[2025-11-25T08:24:05.922385] [INFO ] [CONFIGURE ] BILL: Testing with features: ['add_daily_returns', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_pbf_overnight_gap']
[2025-11-25T08:24:06.254687] [DEBUG] [FORECASTER] BILL: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0
[2025-11-25T08:24:06.588914] [DEBUG] [FORECASTER] BILL: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T08:24:06.940415] [DEBUG] [FORECASTER] BILL: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T08:24:07.285745] [DEBUG] [FORECASTER] BILL: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T08:24:07.639608] [DEBUG] [FORECASTER] BILL: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T08:24:07.982436] [DEBUG] [FORECASTER] BILL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T08:24:08.322143] [DEBUG] [FORECASTER] BILL: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T08:24:08.662202] [DEBUG] [FORECASTER] BILL: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T08:24:09.015610] [DEBUG] [FORECASTER] BILL: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T08:24:09.389443] [DEBUG] [FORECASTER] BILL: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T08:24:09.389673] [INFO ] [CONFIGURE ] BILL: DISCARDED add_pbf_overnight_gap (score: 50.00%)
[2025-11-25T08:24:09.389741] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 2.8s/test | Remaining: 2995 tests
[2025-11-25T08:24:09.389794] [INFO ] [CONFIGURE ] BILL: Testing feature 17/29: add_pbf_return_2d
[2025-11-25T08:24:09.389888] [INFO ] [CONFIGURE ] BILL: Testing with features: ['add_daily_returns', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_pbf_return_2d']
[2025-11-25T08:24:09.731093] [DEBUG] [FORECASTER] BILL: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0
[2025-11-25T08:24:10.087496] [DEBUG] [FORECASTER] BILL: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T08:24:10.430930] [DEBUG] [FORECASTER] BILL: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T08:24:10.766351] [DEBUG] [FORECASTER] BILL: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T08:24:11.098425] [DEBUG] [FORECASTER] BILL: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T08:24:11.443962] [DEBUG] [FORECASTER] BILL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T08:24:11.797496] [DEBUG] [FORECASTER] BILL: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T08:24:12.148850] [DEBUG] [FORECASTER] BILL: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T08:24:12.499239] [DEBUG] [FORECASTER] BILL: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T08:24:12.839893] [DEBUG] [FORECASTER] BILL: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T08:24:12.840092] [INFO ] [CONFIGURE ] BILL: DISCARDED add_pbf_return_2d (score: 50.00%)
[2025-11-25T08:24:12.840154] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 2.8s/test | Remaining: 2994 tests
[2025-11-25T08:24:12.840202] [INFO ] [CONFIGURE ] BILL: Testing feature 18/29: add_pbf_volatility_5d
[2025-11-25T08:24:12.840248] [INFO ] [CONFIGURE ] BILL: Testing with features: ['add_daily_returns', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_pbf_volatility_5d']
[2025-11-25T08:24:13.147027] [DEBUG] [FORECASTER] BILL: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0
[2025-11-25T08:24:13.436208] [DEBUG] [FORECASTER] BILL: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T08:24:13.752692] [DEBUG] [FORECASTER] BILL: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T08:24:14.064743] [DEBUG] [FORECASTER] BILL: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T08:24:14.374033] [DEBUG] [FORECASTER] BILL: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T08:24:14.682677] [DEBUG] [FORECASTER] BILL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T08:24:14.993802] [DEBUG] [FORECASTER] BILL: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T08:24:15.304338] [DEBUG] [FORECASTER] BILL: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T08:24:15.625061] [DEBUG] [FORECASTER] BILL: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T08:24:15.938992] [DEBUG] [FORECASTER] BILL: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T08:24:15.939166] [INFO ] [CONFIGURE ] BILL: KEPT add_pbf_volatility_5d (score: 90.00%)
[2025-11-25T08:24:15.939239] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 2.8s/test | Remaining: 2993 tests
[2025-11-25T08:24:15.939296] [INFO ] [CONFIGURE ] BILL: Testing feature 19/29: add_pbf_vs_sma_5
[2025-11-25T08:24:15.939341] [INFO ] [CONFIGURE ] BILL: Testing with features: ['add_daily_returns', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_pbf_volatility_5d', 'add_pbf_vs_sma_5']
[2025-11-25T08:24:16.265621] [DEBUG] [FORECASTER] BILL: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0
[2025-11-25T08:24:16.588628] [DEBUG] [FORECASTER] BILL: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T08:24:16.903789] [DEBUG] [FORECASTER] BILL: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T08:24:17.222048] [DEBUG] [FORECASTER] BILL: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T08:24:17.536869] [DEBUG] [FORECASTER] BILL: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T08:24:17.848298] [DEBUG] [FORECASTER] BILL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T08:24:18.160699] [DEBUG] [FORECASTER] BILL: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T08:24:18.473315] [DEBUG] [FORECASTER] BILL: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T08:24:18.783355] [DEBUG] [FORECASTER] BILL: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T08:24:19.093609] [DEBUG] [FORECASTER] BILL: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T08:24:19.093867] [INFO ] [CONFIGURE ] BILL: DISCARDED add_pbf_vs_sma_5 (score: 90.00%)
[2025-11-25T08:24:19.093928] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 2.8s/test | Remaining: 2992 tests
[2025-11-25T08:24:19.093978] [INFO ] [CONFIGURE ] BILL: Testing feature 20/29: add_price_rejection
[2025-11-25T08:24:19.094021] [INFO ] [CONFIGURE ] BILL: Testing with features: ['add_daily_returns', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_pbf_volatility_5d', 'add_price_rejection']
[2025-11-25T08:24:19.424543] [DEBUG] [FORECASTER] BILL: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0
[2025-11-25T08:24:19.754768] [DEBUG] [FORECASTER] BILL: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T08:24:20.084395] [DEBUG] [FORECASTER] BILL: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T08:24:20.415344] [DEBUG] [FORECASTER] BILL: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T08:24:20.748822] [DEBUG] [FORECASTER] BILL: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T08:24:21.094501] [DEBUG] [FORECASTER] BILL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T08:24:21.449837] [DEBUG] [FORECASTER] BILL: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T08:24:21.802937] [DEBUG] [FORECASTER] BILL: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T08:24:22.150292] [DEBUG] [FORECASTER] BILL: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T08:24:22.503376] [DEBUG] [FORECASTER] BILL: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T08:24:22.503555] [INFO ] [CONFIGURE ] BILL: DISCARDED add_price_rejection (score: 70.00%)
[2025-11-25T08:24:22.503612] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 2.8s/test | Remaining: 2991 tests
[2025-11-25T08:24:22.503681] [INFO ] [CONFIGURE ] BILL: Testing feature 21/29: add_range_position
[2025-11-25T08:24:22.503728] [INFO ] [CONFIGURE ] BILL: Testing with features: ['add_daily_returns', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_pbf_volatility_5d', 'add_range_position']
[2025-11-25T08:24:22.863412] [DEBUG] [FORECASTER] BILL: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0
[2025-11-25T08:24:23.226984] [DEBUG] [FORECASTER] BILL: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T08:24:23.584477] [DEBUG] [FORECASTER] BILL: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T08:24:23.930874] [DEBUG] [FORECASTER] BILL: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T08:24:24.280744] [DEBUG] [FORECASTER] BILL: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T08:24:24.629818] [DEBUG] [FORECASTER] BILL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T08:24:24.976950] [DEBUG] [FORECASTER] BILL: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T08:24:25.338617] [DEBUG] [FORECASTER] BILL: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T08:24:25.701512] [DEBUG] [FORECASTER] BILL: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T08:24:26.060925] [DEBUG] [FORECASTER] BILL: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T08:24:26.061140] [INFO ] [CONFIGURE ] BILL: DISCARDED add_range_position (score: 70.00%)
[2025-11-25T08:24:26.061200] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 2.8s/test | Remaining: 2990 tests
[2025-11-25T08:24:26.061272] [INFO ] [CONFIGURE ] BILL: Testing feature 22/29: add_realized_volatility
[2025-11-25T08:24:26.061319] [INFO ] [CONFIGURE ] BILL: Testing with features: ['add_daily_returns', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_pbf_volatility_5d', 'add_realized_volatility']
[2025-11-25T08:24:26.484160] [DEBUG] [FORECASTER] BILL: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0
[2025-11-25T08:24:26.909258] [DEBUG] [FORECASTER] BILL: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T08:24:27.351862] [DEBUG] [FORECASTER] BILL: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T08:24:27.786837] [DEBUG] [FORECASTER] BILL: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T08:24:28.224331] [DEBUG] [FORECASTER] BILL: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T08:24:28.722935] [DEBUG] [FORECASTER] BILL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T08:24:29.209429] [DEBUG] [FORECASTER] BILL: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T08:24:29.657460] [DEBUG] [FORECASTER] BILL: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T08:24:30.094065] [DEBUG] [FORECASTER] BILL: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T08:24:30.523474] [DEBUG] [FORECASTER] BILL: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T08:24:30.523710] [INFO ] [CONFIGURE ] BILL: DISCARDED add_realized_volatility (score: 70.00%)
[2025-11-25T08:24:30.523771] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 2.8s/test | Remaining: 2989 tests
[2025-11-25T08:24:30.523819] [INFO ] [CONFIGURE ] BILL: Testing feature 23/29: add_recent_range_context
[2025-11-25T08:24:30.523863] [INFO ] [CONFIGURE ] BILL: Testing with features: ['add_daily_returns', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_pbf_volatility_5d', 'add_recent_range_context']
[2025-11-25T08:24:30.848915] [DEBUG] [FORECASTER] BILL: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0
[2025-11-25T08:24:31.193436] [DEBUG] [FORECASTER] BILL: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T08:24:31.527793] [DEBUG] [FORECASTER] BILL: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T08:24:31.853724] [DEBUG] [FORECASTER] BILL: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T08:24:32.182504] [DEBUG] [FORECASTER] BILL: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T08:24:32.517968] [DEBUG] [FORECASTER] BILL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T08:24:32.847790] [DEBUG] [FORECASTER] BILL: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T08:24:33.173267] [DEBUG] [FORECASTER] BILL: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T08:24:33.495672] [DEBUG] [FORECASTER] BILL: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T08:24:33.826345] [DEBUG] [FORECASTER] BILL: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T08:24:33.826531] [INFO ] [CONFIGURE ] BILL: DISCARDED add_recent_range_context (score: 80.00%)
[2025-11-25T08:24:33.826589] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 2.8s/test | Remaining: 2988 tests
[2025-11-25T08:24:33.826638] [INFO ] [CONFIGURE ] BILL: Testing feature 24/29: add_rsi
[2025-11-25T08:24:33.826704] [INFO ] [CONFIGURE ] BILL: Testing with features: ['add_daily_returns', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_pbf_volatility_5d', 'add_ema', 'add_rsi']
[2025-11-25T08:24:34.201189] [DEBUG] [FORECASTER] BILL: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0
[2025-11-25T08:24:34.573222] [DEBUG] [FORECASTER] BILL: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T08:24:34.953273] [DEBUG] [FORECASTER] BILL: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T08:24:35.336742] [DEBUG] [FORECASTER] BILL: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T08:24:35.736386] [DEBUG] [FORECASTER] BILL: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T08:24:36.124338] [DEBUG] [FORECASTER] BILL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T08:24:36.515941] [DEBUG] [FORECASTER] BILL: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T08:24:36.905767] [DEBUG] [FORECASTER] BILL: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T08:24:37.251960] [DEBUG] [FORECASTER] BILL: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T08:24:37.627582] [DEBUG] [FORECASTER] BILL: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T08:24:37.627821] [INFO ] [CONFIGURE ] BILL: DISCARDED add_rsi (score: 70.00%)
[2025-11-25T08:24:37.627887] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 2.8s/test | Remaining: 2987 tests
[2025-11-25T08:24:37.627935] [INFO ] [CONFIGURE ] BILL: Testing feature 25/29: add_tick_distribution
[2025-11-25T08:24:37.627981] [INFO ] [CONFIGURE ] BILL: Testing with features: ['add_daily_returns', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_pbf_volatility_5d', 'add_tick_distribution']
[2025-11-25T08:24:37.948313] [DEBUG] [FORECASTER] BILL: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0
[2025-11-25T08:24:38.279108] [DEBUG] [FORECASTER] BILL: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T08:24:38.597781] [DEBUG] [FORECASTER] BILL: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T08:24:38.909447] [DEBUG] [FORECASTER] BILL: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T08:24:39.216516] [DEBUG] [FORECASTER] BILL: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T08:24:39.551893] [DEBUG] [FORECASTER] BILL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T08:24:39.881879] [DEBUG] [FORECASTER] BILL: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T08:24:40.210755] [DEBUG] [FORECASTER] BILL: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T08:24:40.540840] [DEBUG] [FORECASTER] BILL: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T08:24:40.864567] [DEBUG] [FORECASTER] BILL: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T08:24:40.864776] [INFO ] [CONFIGURE ] BILL: DISCARDED add_tick_distribution (score: 70.00%)
[2025-11-25T08:24:40.864837] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 2.8s/test | Remaining: 2986 tests
[2025-11-25T08:24:40.864887] [INFO ] [CONFIGURE ] BILL: Testing feature 26/29: add_volume_momentum_confirmation
[2025-11-25T08:24:40.864932] [INFO ] [CONFIGURE ] BILL: Testing with features: ['add_daily_returns', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_pbf_volatility_5d', 'add_volume_momentum_confirmation']
[2025-11-25T08:24:41.167564] [DEBUG] [FORECASTER] BILL: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0
[2025-11-25T08:24:41.469443] [DEBUG] [FORECASTER] BILL: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T08:24:41.768021] [DEBUG] [FORECASTER] BILL: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T08:24:42.076025] [DEBUG] [FORECASTER] BILL: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T08:24:42.406233] [DEBUG] [FORECASTER] BILL: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T08:24:42.717092] [DEBUG] [FORECASTER] BILL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T08:24:43.037247] [DEBUG] [FORECASTER] BILL: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T08:24:43.358532] [DEBUG] [FORECASTER] BILL: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T08:24:43.704722] [DEBUG] [FORECASTER] BILL: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T08:24:44.022117] [DEBUG] [FORECASTER] BILL: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T08:24:44.022311] [INFO ] [CONFIGURE ] BILL: DISCARDED add_volume_momentum_confirmation (score: 70.00%)
[2025-11-25T08:24:44.022416] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 2.8s/test | Remaining: 2985 tests
[2025-11-25T08:24:44.022468] [INFO ] [CONFIGURE ] BILL: Testing feature 27/29: add_volume_price_divergence
[2025-11-25T08:24:44.022514] [INFO ] [CONFIGURE ] BILL: Testing with features: ['add_daily_returns', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_pbf_volatility_5d', 'add_volume_price_divergence']
[2025-11-25T08:24:44.358781] [DEBUG] [FORECASTER] BILL: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0
[2025-11-25T08:24:44.702298] [DEBUG] [FORECASTER] BILL: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T08:24:45.047250] [DEBUG] [FORECASTER] BILL: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T08:24:45.384406] [DEBUG] [FORECASTER] BILL: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T08:24:45.736297] [DEBUG] [FORECASTER] BILL: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T08:24:46.088539] [DEBUG] [FORECASTER] BILL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T08:24:46.446081] [DEBUG] [FORECASTER] BILL: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T08:24:46.812677] [DEBUG] [FORECASTER] BILL: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T08:24:47.174279] [DEBUG] [FORECASTER] BILL: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T08:24:47.540409] [DEBUG] [FORECASTER] BILL: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T08:24:47.540611] [INFO ] [CONFIGURE ] BILL: DISCARDED add_volume_price_divergence (score: 60.00%)
[2025-11-25T08:24:47.540692] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 2.8s/test | Remaining: 2984 tests
[2025-11-25T08:24:47.540743] [INFO ] [CONFIGURE ] BILL: Testing feature 28/29: add_volume_profile
[2025-11-25T08:24:47.540791] [INFO ] [CONFIGURE ] BILL: Testing with features: ['add_daily_returns', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_pbf_volatility_5d', 'add_volume_profile']
[2025-11-25T08:24:47.888142] [DEBUG] [FORECASTER] BILL: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0
[2025-11-25T08:24:48.221415] [DEBUG] [FORECASTER] BILL: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T08:24:48.553748] [DEBUG] [FORECASTER] BILL: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T08:24:48.887396] [DEBUG] [FORECASTER] BILL: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T08:24:49.210029] [DEBUG] [FORECASTER] BILL: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T08:24:49.526618] [DEBUG] [FORECASTER] BILL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T08:24:49.844487] [DEBUG] [FORECASTER] BILL: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T08:24:50.175738] [DEBUG] [FORECASTER] BILL: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T08:24:50.500855] [DEBUG] [FORECASTER] BILL: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T08:24:50.829900] [DEBUG] [FORECASTER] BILL: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T08:24:50.830094] [INFO ] [CONFIGURE ] BILL: DISCARDED add_volume_profile (score: 80.00%)
[2025-11-25T08:24:50.830153] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 2.8s/test | Remaining: 2983 tests
[2025-11-25T08:24:50.830202] [INFO ] [CONFIGURE ] BILL: Testing feature 29/29: add_vwap
[2025-11-25T08:24:50.830248] [INFO ] [CONFIGURE ] BILL: Testing with features: ['add_daily_returns', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_pbf_volatility_5d', 'add_vwap']
[2025-11-25T08:24:51.152129] [DEBUG] [FORECASTER] BILL: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0
[2025-11-25T08:24:51.499800] [DEBUG] [FORECASTER] BILL: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T08:24:51.841361] [DEBUG] [FORECASTER] BILL: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T08:24:52.175995] [DEBUG] [FORECASTER] BILL: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T08:24:52.516013] [DEBUG] [FORECASTER] BILL: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T08:24:52.856675] [DEBUG] [FORECASTER] BILL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T08:24:53.177362] [DEBUG] [FORECASTER] BILL: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T08:24:53.511014] [DEBUG] [FORECASTER] BILL: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T08:24:53.840282] [DEBUG] [FORECASTER] BILL: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T08:24:54.175262] [DEBUG] [FORECASTER] BILL: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T08:24:54.175452] [INFO ] [CONFIGURE ] BILL: DISCARDED add_vwap (score: 90.00%)
[2025-11-25T08:24:54.175511] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 2.8s/test | Remaining: 2982 tests
[2025-11-25T08:24:54.175561] [INFO ] [CONFIGURE ] BILL: ===== FEATURE SELECTION COMPLETE =====
[2025-11-25T08:24:54.175605] [INFO ] [CONFIGURE ] BILL: Best accuracy: 90.00%
[2025-11-25T08:24:54.175666] [INFO ] [CONFIGURE ] BILL: Best feature set (4 features): ['add_daily_returns', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_pbf_volatility_5d']
[2025-11-25T08:24:54.175713] [INFO ] [CONFIGURE ] BILL: Improvement over baseline: 30.00%
[2025-11-25T08:24:54.175755] [INFO ] [CONFIGURE ] BILL: Total time: 1.4 minutes
[2025-11-25T08:24:54.175793] [INFO ] [CONFIGURE ] BILL: Average time per feature: 3.0 seconds
[2025-11-25T08:24:54.175832] [INFO ] [CONFIGURE ] BILL: Average speed: 0.34 features/sec
[2025-11-25T08:24:54.176323] [INFO ] [LOCAL     ] Saved configuration for BILL: 4 features, 90.00% accuracy -> ./output/feature-sets/BILL.json
[2025-11-25T08:24:54.176381] [INFO ] [CONFIGURE ] BILL: Configuration saved successfully: 4 features, 90.00% accuracy.
[2025-11-25T08:24:54.176431] [INFO ] [sig       ] [62/164] Successfully configured BILL | 0.01 sym/s | Total: 1.4h | ETA: 2.3h
[2025-11-25T08:24:54.176477] [INFO ] [sig       ] [63/164] Configuring BIPH...
[2025-11-25T08:24:54.176519] [INFO ] [CONFIGURE ] BIPH: Configurate test run.
[2025-11-25T08:24:54.176560] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BIPH' from 'https://tdm.silogroup.org/data/derivative_storage/BIPH.csv'.
[2025-11-25T08:24:54.188502] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'BIPH'.
[2025-11-25T08:24:54.188859] [INFO ] [CONFIGURE ] BIPH: Testing with 29 available features
[2025-11-25T08:24:54.188922] [INFO ] [CONFIGURE ] BIPH: Establishing baseline with no features...
[2025-11-25T08:24:54.349941] [DEBUG] [FORECASTER] BIPH: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0
[2025-11-25T08:24:54.512698] [DEBUG] [FORECASTER] BIPH: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T08:24:54.675215] [DEBUG] [FORECASTER] BIPH: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T08:24:54.840364] [DEBUG] [FORECASTER] BIPH: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T08:24:55.004715] [DEBUG] [FORECASTER] BIPH: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T08:24:55.168954] [DEBUG] [FORECASTER] BIPH: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1
[2025-11-25T08:24:55.333010] [DEBUG] [FORECASTER] BIPH: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T08:24:55.497189] [DEBUG] [FORECASTER] BIPH: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T08:24:55.660921] [DEBUG] [FORECASTER] BIPH: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T08:24:55.824302] [DEBUG] [FORECASTER] BIPH: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T08:24:55.824461] [INFO ] [CONFIGURE ] BIPH: Baseline score (no features): 70.00%
[2025-11-25T08:24:55.824510] [INFO ] [CONFIGURE ] BIPH: Testing feature 1/29: add_bollinger_bands
[2025-11-25T08:24:55.824592] [INFO ] [CONFIGURE ] BIPH: Testing with features: ['add_bollinger_bands']
[2025-11-25T08:24:56.017600] [DEBUG] [FORECASTER] BIPH: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0
[2025-11-25T08:24:56.215739] [DEBUG] [FORECASTER] BIPH: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T08:24:56.410962] [DEBUG] [FORECASTER] BIPH: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T08:24:56.625255] [DEBUG] [FORECASTER] BIPH: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T08:24:56.826475] [DEBUG] [FORECASTER] BIPH: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T08:24:57.028460] [DEBUG] [FORECASTER] BIPH: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1
[2025-11-25T08:24:57.232941] [DEBUG] [FORECASTER] BIPH: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T08:24:57.460600] [DEBUG] [FORECASTER] BIPH: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T08:24:57.665621] [DEBUG] [FORECASTER] BIPH: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T08:24:57.859220] [DEBUG] [FORECASTER] BIPH: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T08:24:57.859410] [INFO ] [CONFIGURE ] BIPH: DISCARDED add_bollinger_bands (score: 70.00%)
[2025-11-25T08:24:57.859598] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 2.8s/test | Remaining: 2981 tests
[2025-11-25T08:24:57.859740] [INFO ] [CONFIGURE ] BIPH: Testing feature 2/29: add_cumulative_delta
[2025-11-25T08:24:57.859797] [INFO ] [CONFIGURE ] BIPH: Testing with features: ['add_cumulative_delta']
[2025-11-25T08:24:58.055412] [DEBUG] [FORECASTER] BIPH: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0
[2025-11-25T08:24:58.254346] [DEBUG] [FORECASTER] BIPH: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T08:24:58.448986] [DEBUG] [FORECASTER] BIPH: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T08:24:58.648905] [DEBUG] [FORECASTER] BIPH: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T08:24:58.849399] [DEBUG] [FORECASTER] BIPH: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T08:24:59.055193] [DEBUG] [FORECASTER] BIPH: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1
[2025-11-25T08:24:59.258495] [DEBUG] [FORECASTER] BIPH: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T08:24:59.474197] [DEBUG] [FORECASTER] BIPH: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T08:24:59.694834] [DEBUG] [FORECASTER] BIPH: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T08:24:59.907939] [DEBUG] [FORECASTER] BIPH: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T08:24:59.908139] [INFO ] [CONFIGURE ] BIPH: DISCARDED add_cumulative_delta (score: 50.00%)
[2025-11-25T08:24:59.908189] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 2.8s/test | Remaining: 2980 tests
[2025-11-25T08:24:59.908228] [INFO ] [CONFIGURE ] BIPH: Testing feature 3/29: add_daily_returns
[2025-11-25T08:24:59.908264] [INFO ] [CONFIGURE ] BIPH: Testing with features: ['add_daily_returns']
[2025-11-25T08:25:00.085142] [DEBUG] [FORECASTER] BIPH: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0
[2025-11-25T08:25:00.261338] [DEBUG] [FORECASTER] BIPH: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T08:25:00.440844] [DEBUG] [FORECASTER] BIPH: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T08:25:00.620341] [DEBUG] [FORECASTER] BIPH: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T08:25:00.803688] [DEBUG] [FORECASTER] BIPH: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T08:25:01.714748] [DEBUG] [FORECASTER] BIPH: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1
[2025-11-25T08:25:02.069631] [DEBUG] [FORECASTER] BIPH: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T08:25:02.276532] [DEBUG] [FORECASTER] BIPH: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T08:25:02.460229] [DEBUG] [FORECASTER] BIPH: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T08:25:02.640512] [DEBUG] [FORECASTER] BIPH: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T08:25:02.640720] [INFO ] [CONFIGURE ] BIPH: KEPT add_daily_returns (score: 80.00%)
[2025-11-25T08:25:02.640782] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 2.8s/test | Remaining: 2979 tests
[2025-11-25T08:25:02.640824] [INFO ] [CONFIGURE ] BIPH: Testing feature 4/29: add_ema
[2025-11-25T08:25:02.640865] [INFO ] [CONFIGURE ] BIPH: Testing with features: ['add_daily_returns', 'add_ema']
[2025-11-25T08:25:02.861770] [DEBUG] [FORECASTER] BIPH: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0
[2025-11-25T08:25:03.078097] [DEBUG] [FORECASTER] BIPH: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T08:25:03.304315] [DEBUG] [FORECASTER] BIPH: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T08:25:03.521508] [DEBUG] [FORECASTER] BIPH: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T08:25:03.740484] [DEBUG] [FORECASTER] BIPH: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T08:25:03.964266] [DEBUG] [FORECASTER] BIPH: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1
[2025-11-25T08:25:04.187875] [DEBUG] [FORECASTER] BIPH: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T08:25:04.413942] [DEBUG] [FORECASTER] BIPH: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T08:25:04.640631] [DEBUG] [FORECASTER] BIPH: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T08:25:04.866544] [DEBUG] [FORECASTER] BIPH: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T08:25:04.866773] [INFO ] [CONFIGURE ] BIPH: DISCARDED add_ema (score: 60.00%)
[2025-11-25T08:25:04.866854] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 2.8s/test | Remaining: 2978 tests
[2025-11-25T08:25:04.866906] [INFO ] [CONFIGURE ] BIPH: Testing feature 5/29: add_exhaustion_signals
[2025-11-25T08:25:04.866955] [INFO ] [CONFIGURE ] BIPH: Testing with features: ['add_daily_returns', 'add_vwap', 'add_exhaustion_signals']
[2025-11-25T08:25:05.093508] [DEBUG] [FORECASTER] BIPH: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0
[2025-11-25T08:25:05.320355] [DEBUG] [FORECASTER] BIPH: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T08:25:05.554236] [DEBUG] [FORECASTER] BIPH: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T08:25:05.779758] [DEBUG] [FORECASTER] BIPH: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T08:25:06.005489] [DEBUG] [FORECASTER] BIPH: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T08:25:06.248326] [DEBUG] [FORECASTER] BIPH: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1
[2025-11-25T08:25:06.491442] [DEBUG] [FORECASTER] BIPH: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T08:25:06.746748] [DEBUG] [FORECASTER] BIPH: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T08:25:07.004561] [DEBUG] [FORECASTER] BIPH: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T08:25:07.255940] [DEBUG] [FORECASTER] BIPH: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T08:25:07.256144] [INFO ] [CONFIGURE ] BIPH: DISCARDED add_exhaustion_signals (score: 50.00%)
[2025-11-25T08:25:07.256202] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 2.8s/test | Remaining: 2977 tests
[2025-11-25T08:25:07.256251] [INFO ] [CONFIGURE ] BIPH: Testing feature 6/29: add_failed_moves
[2025-11-25T08:25:07.256289] [INFO ] [CONFIGURE ] BIPH: Testing with features: ['add_daily_returns', 'add_failed_moves']
[2025-11-25T08:25:07.470829] [DEBUG] [FORECASTER] BIPH: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0
[2025-11-25T08:25:07.706430] [DEBUG] [FORECASTER] BIPH: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T08:25:07.911279] [DEBUG] [FORECASTER] BIPH: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T08:25:08.117576] [DEBUG] [FORECASTER] BIPH: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T08:25:08.323195] [DEBUG] [FORECASTER] BIPH: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T08:25:08.531893] [DEBUG] [FORECASTER] BIPH: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1
[2025-11-25T08:25:08.743343] [DEBUG] [FORECASTER] BIPH: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T08:25:08.955428] [DEBUG] [FORECASTER] BIPH: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T08:25:09.165082] [DEBUG] [FORECASTER] BIPH: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T08:25:09.353929] [DEBUG] [FORECASTER] BIPH: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T08:25:09.354099] [INFO ] [CONFIGURE ] BIPH: DISCARDED add_failed_moves (score: 80.00%)
[2025-11-25T08:25:09.354150] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 2.8s/test | Remaining: 2976 tests
[2025-11-25T08:25:09.354190] [INFO ] [CONFIGURE ] BIPH: Testing feature 7/29: add_lag_shelf
[2025-11-25T08:25:09.354229] [INFO ] [CONFIGURE ] BIPH: Testing with features: ['add_daily_returns', 'add_lag_shelf']
[2025-11-25T08:25:09.530387] [DEBUG] [FORECASTER] BIPH: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0
[2025-11-25T08:25:09.705088] [DEBUG] [FORECASTER] BIPH: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T08:25:09.884177] [DEBUG] [FORECASTER] BIPH: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T08:25:10.064475] [DEBUG] [FORECASTER] BIPH: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T08:25:10.239220] [DEBUG] [FORECASTER] BIPH: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T08:25:10.421126] [DEBUG] [FORECASTER] BIPH: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1
[2025-11-25T08:25:10.597384] [DEBUG] [FORECASTER] BIPH: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T08:25:10.769215] [DEBUG] [FORECASTER] BIPH: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T08:25:10.946115] [DEBUG] [FORECASTER] BIPH: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T08:25:11.129301] [DEBUG] [FORECASTER] BIPH: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T08:25:11.129462] [INFO ] [CONFIGURE ] BIPH: DISCARDED add_lag_shelf (score: 80.00%)
[2025-11-25T08:25:11.129512] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 2.8s/test | Remaining: 2975 tests
[2025-11-25T08:25:11.129552] [INFO ] [CONFIGURE ] BIPH: Testing feature 8/29: add_macd
[2025-11-25T08:25:11.129589] [INFO ] [CONFIGURE ] BIPH: Testing with features: ['add_daily_returns', 'add_vwap', 'add_macd']
[2025-11-25T08:25:11.397512] [DEBUG] [FORECASTER] BIPH: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T08:25:11.666134] [DEBUG] [FORECASTER] BIPH: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T08:25:11.947255] [DEBUG] [FORECASTER] BIPH: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T08:25:12.221159] [DEBUG] [FORECASTER] BIPH: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T08:25:12.498809] [DEBUG] [FORECASTER] BIPH: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T08:25:12.758081] [DEBUG] [FORECASTER] BIPH: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1
[2025-11-25T08:25:13.021835] [DEBUG] [FORECASTER] BIPH: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T08:25:13.285344] [DEBUG] [FORECASTER] BIPH: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T08:25:13.563113] [DEBUG] [FORECASTER] BIPH: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T08:25:13.849367] [DEBUG] [FORECASTER] BIPH: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T08:25:13.849588] [INFO ] [CONFIGURE ] BIPH: DISCARDED add_macd (score: 50.00%)
[2025-11-25T08:25:13.849670] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 2.8s/test | Remaining: 2974 tests
[2025-11-25T08:25:13.849723] [INFO ] [CONFIGURE ] BIPH: Testing feature 9/29: add_mfi
[2025-11-25T08:25:13.849769] [INFO ] [CONFIGURE ] BIPH: Testing with features: ['add_daily_returns', 'add_mfi']
[2025-11-25T08:25:14.054274] [DEBUG] [FORECASTER] BIPH: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0
[2025-11-25T08:25:14.275029] [DEBUG] [FORECASTER] BIPH: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T08:25:14.490265] [DEBUG] [FORECASTER] BIPH: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T08:25:14.718848] [DEBUG] [FORECASTER] BIPH: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T08:25:14.924129] [DEBUG] [FORECASTER] BIPH: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T08:25:15.130918] [DEBUG] [FORECASTER] BIPH: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1
[2025-11-25T08:25:15.335887] [DEBUG] [FORECASTER] BIPH: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T08:25:15.543430] [DEBUG] [FORECASTER] BIPH: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T08:25:15.749595] [DEBUG] [FORECASTER] BIPH: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T08:25:15.955944] [DEBUG] [FORECASTER] BIPH: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T08:25:15.956119] [INFO ] [CONFIGURE ] BIPH: DISCARDED add_mfi (score: 80.00%)
[2025-11-25T08:25:15.956169] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 2.8s/test | Remaining: 2973 tests
[2025-11-25T08:25:15.956223] [INFO ] [CONFIGURE ] BIPH: Testing feature 10/29: add_momentum_acceleration
[2025-11-25T08:25:15.956268] [INFO ] [CONFIGURE ] BIPH: Testing with features: ['add_daily_returns', 'add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-11-25T08:25:16.237985] [DEBUG] [FORECASTER] BIPH: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0
[2025-11-25T08:25:16.521812] [DEBUG] [FORECASTER] BIPH: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T08:25:16.811097] [DEBUG] [FORECASTER] BIPH: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T08:25:17.121072] [DEBUG] [FORECASTER] BIPH: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T08:25:17.427613] [DEBUG] [FORECASTER] BIPH: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T08:25:17.734061] [DEBUG] [FORECASTER] BIPH: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1
[2025-11-25T08:25:18.035854] [DEBUG] [FORECASTER] BIPH: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T08:25:18.336990] [DEBUG] [FORECASTER] BIPH: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T08:25:18.638144] [DEBUG] [FORECASTER] BIPH: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T08:25:18.936802] [DEBUG] [FORECASTER] BIPH: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T08:25:18.937045] [INFO ] [CONFIGURE ] BIPH: DISCARDED add_momentum_acceleration (score: 50.00%)
[2025-11-25T08:25:18.937305] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 2.8s/test | Remaining: 2972 tests
[2025-11-25T08:25:18.937589] [INFO ] [CONFIGURE ] BIPH: Testing feature 11/29: add_obv_daily
[2025-11-25T08:25:18.937697] [INFO ] [CONFIGURE ] BIPH: Testing with features: ['add_daily_returns', 'add_obv_daily']
[2025-11-25T08:25:19.155228] [DEBUG] [FORECASTER] BIPH: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0
[2025-11-25T08:25:19.390200] [DEBUG] [FORECASTER] BIPH: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T08:25:19.610481] [DEBUG] [FORECASTER] BIPH: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T08:25:19.832004] [DEBUG] [FORECASTER] BIPH: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T08:25:20.057293] [DEBUG] [FORECASTER] BIPH: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T08:25:20.279561] [DEBUG] [FORECASTER] BIPH: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1
[2025-11-25T08:25:20.508016] [DEBUG] [FORECASTER] BIPH: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T08:25:20.727770] [DEBUG] [FORECASTER] BIPH: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T08:25:20.946709] [DEBUG] [FORECASTER] BIPH: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T08:25:21.170921] [DEBUG] [FORECASTER] BIPH: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T08:25:21.171289] [INFO ] [CONFIGURE ] BIPH: DISCARDED add_obv_daily (score: 80.00%)
[2025-11-25T08:25:21.171411] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 2.8s/test | Remaining: 2971 tests
[2025-11-25T08:25:21.171524] [INFO ] [CONFIGURE ] BIPH: Testing feature 12/29: add_obv_interval
[2025-11-25T08:25:21.171633] [INFO ] [CONFIGURE ] BIPH: Testing with features: ['add_daily_returns', 'add_obv_interval']
[2025-11-25T08:25:21.374759] [DEBUG] [FORECASTER] BIPH: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0
[2025-11-25T08:25:21.580601] [DEBUG] [FORECASTER] BIPH: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T08:25:21.793415] [DEBUG] [FORECASTER] BIPH: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T08:25:22.001773] [DEBUG] [FORECASTER] BIPH: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T08:25:22.211967] [DEBUG] [FORECASTER] BIPH: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T08:25:22.417203] [DEBUG] [FORECASTER] BIPH: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1
[2025-11-25T08:25:22.626895] [DEBUG] [FORECASTER] BIPH: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T08:25:22.836833] [DEBUG] [FORECASTER] BIPH: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T08:25:23.052442] [DEBUG] [FORECASTER] BIPH: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T08:25:23.261491] [DEBUG] [FORECASTER] BIPH: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T08:25:23.261707] [INFO ] [CONFIGURE ] BIPH: DISCARDED add_obv_interval (score: 80.00%)
[2025-11-25T08:25:23.261794] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 2.8s/test | Remaining: 2970 tests
[2025-11-25T08:25:23.261847] [INFO ] [CONFIGURE ] BIPH: Testing feature 13/29: add_opening_strength
[2025-11-25T08:25:23.261904] [INFO ] [CONFIGURE ] BIPH: Testing with features: ['add_daily_returns', 'add_opening_strength']
[2025-11-25T08:25:23.484824] [DEBUG] [FORECASTER] BIPH: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0
[2025-11-25T08:25:23.713489] [DEBUG] [FORECASTER] BIPH: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T08:25:23.927167] [DEBUG] [FORECASTER] BIPH: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T08:25:24.141117] [DEBUG] [FORECASTER] BIPH: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T08:25:24.349755] [DEBUG] [FORECASTER] BIPH: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T08:25:24.557956] [DEBUG] [FORECASTER] BIPH: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1
[2025-11-25T08:25:24.781018] [DEBUG] [FORECASTER] BIPH: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T08:25:24.985815] [DEBUG] [FORECASTER] BIPH: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T08:25:25.188254] [DEBUG] [FORECASTER] BIPH: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T08:25:25.397151] [DEBUG] [FORECASTER] BIPH: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T08:25:25.397344] [INFO ] [CONFIGURE ] BIPH: DISCARDED add_opening_strength (score: 60.00%)
[2025-11-25T08:25:25.397399] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 2.8s/test | Remaining: 2969 tests
[2025-11-25T08:25:25.397442] [INFO ] [CONFIGURE ] BIPH: Testing feature 14/29: add_order_flow_imbalance
[2025-11-25T08:25:25.397514] [INFO ] [CONFIGURE ] BIPH: Testing with features: ['add_daily_returns', 'add_order_flow_imbalance']
[2025-11-25T08:25:25.604403] [DEBUG] [FORECASTER] BIPH: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0
[2025-11-25T08:25:25.810694] [DEBUG] [FORECASTER] BIPH: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T08:25:26.018876] [DEBUG] [FORECASTER] BIPH: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T08:25:26.229933] [DEBUG] [FORECASTER] BIPH: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T08:25:26.443570] [DEBUG] [FORECASTER] BIPH: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T08:25:26.648188] [DEBUG] [FORECASTER] BIPH: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1
[2025-11-25T08:25:26.857199] [DEBUG] [FORECASTER] BIPH: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T08:25:27.068621] [DEBUG] [FORECASTER] BIPH: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T08:25:27.275452] [DEBUG] [FORECASTER] BIPH: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T08:25:27.482965] [DEBUG] [FORECASTER] BIPH: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T08:25:27.483142] [INFO ] [CONFIGURE ] BIPH: DISCARDED add_order_flow_imbalance (score: 50.00%)
[2025-11-25T08:25:27.483200] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 2.8s/test | Remaining: 2968 tests
[2025-11-25T08:25:27.483247] [INFO ] [CONFIGURE ] BIPH: Testing feature 15/29: add_pbf_morning_momentum
[2025-11-25T08:25:27.483292] [INFO ] [CONFIGURE ] BIPH: Testing with features: ['add_daily_returns', 'add_pbf_morning_momentum']
[2025-11-25T08:25:27.663905] [DEBUG] [FORECASTER] BIPH: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0
[2025-11-25T08:25:27.840794] [DEBUG] [FORECASTER] BIPH: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T08:25:28.020225] [DEBUG] [FORECASTER] BIPH: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T08:25:28.197543] [DEBUG] [FORECASTER] BIPH: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T08:25:28.378406] [DEBUG] [FORECASTER] BIPH: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T08:25:28.558946] [DEBUG] [FORECASTER] BIPH: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1
[2025-11-25T08:25:28.740216] [DEBUG] [FORECASTER] BIPH: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T08:25:28.921929] [DEBUG] [FORECASTER] BIPH: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T08:25:29.101077] [DEBUG] [FORECASTER] BIPH: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T08:25:29.281094] [DEBUG] [FORECASTER] BIPH: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T08:25:29.281271] [INFO ] [CONFIGURE ] BIPH: DISCARDED add_pbf_morning_momentum (score: 60.00%)
[2025-11-25T08:25:29.281321] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 2.8s/test | Remaining: 2967 tests
[2025-11-25T08:25:29.281360] [INFO ] [CONFIGURE ] BIPH: Testing feature 16/29: add_pbf_overnight_gap
[2025-11-25T08:25:29.281396] [INFO ] [CONFIGURE ] BIPH: Testing with features: ['add_daily_returns', 'add_pbf_overnight_gap']
[2025-11-25T08:25:29.479167] [DEBUG] [FORECASTER] BIPH: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0
[2025-11-25T08:25:29.676194] [DEBUG] [FORECASTER] BIPH: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T08:25:29.875503] [DEBUG] [FORECASTER] BIPH: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T08:25:30.076358] [DEBUG] [FORECASTER] BIPH: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T08:25:30.275424] [DEBUG] [FORECASTER] BIPH: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T08:25:30.477934] [DEBUG] [FORECASTER] BIPH: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1
[2025-11-25T08:25:30.677587] [DEBUG] [FORECASTER] BIPH: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T08:25:30.877923] [DEBUG] [FORECASTER] BIPH: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T08:25:31.077102] [DEBUG] [FORECASTER] BIPH: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T08:25:31.274105] [DEBUG] [FORECASTER] BIPH: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T08:25:31.274295] [INFO ] [CONFIGURE ] BIPH: DISCARDED add_pbf_overnight_gap (score: 70.00%)
[2025-11-25T08:25:31.274346] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 2.8s/test | Remaining: 2966 tests
[2025-11-25T08:25:31.274393] [INFO ] [CONFIGURE ] BIPH: Testing feature 17/29: add_pbf_return_2d
[2025-11-25T08:25:31.274431] [INFO ] [CONFIGURE ] BIPH: Testing with features: ['add_daily_returns', 'add_pbf_return_2d']
[2025-11-25T08:25:31.474424] [DEBUG] [FORECASTER] BIPH: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0
[2025-11-25T08:25:31.673756] [DEBUG] [FORECASTER] BIPH: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T08:25:31.886852] [DEBUG] [FORECASTER] BIPH: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T08:25:32.087492] [DEBUG] [FORECASTER] BIPH: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T08:25:32.288479] [DEBUG] [FORECASTER] BIPH: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T08:25:32.505336] [DEBUG] [FORECASTER] BIPH: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1
[2025-11-25T08:25:32.712944] [DEBUG] [FORECASTER] BIPH: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T08:25:32.919501] [DEBUG] [FORECASTER] BIPH: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T08:25:33.126455] [DEBUG] [FORECASTER] BIPH: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T08:25:33.332836] [DEBUG] [FORECASTER] BIPH: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T08:25:33.333015] [INFO ] [CONFIGURE ] BIPH: DISCARDED add_pbf_return_2d (score: 80.00%)
[2025-11-25T08:25:33.333064] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 2.8s/test | Remaining: 2965 tests
[2025-11-25T08:25:33.333103] [INFO ] [CONFIGURE ] BIPH: Testing feature 18/29: add_pbf_volatility_5d
[2025-11-25T08:25:33.333138] [INFO ] [CONFIGURE ] BIPH: Testing with features: ['add_daily_returns', 'add_pbf_volatility_5d']
[2025-11-25T08:25:33.515321] [DEBUG] [FORECASTER] BIPH: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0
[2025-11-25T08:25:33.703722] [DEBUG] [FORECASTER] BIPH: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T08:25:33.885911] [DEBUG] [FORECASTER] BIPH: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T08:25:34.068182] [DEBUG] [FORECASTER] BIPH: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T08:25:34.252272] [DEBUG] [FORECASTER] BIPH: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T08:25:34.440584] [DEBUG] [FORECASTER] BIPH: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1
[2025-11-25T08:25:34.626413] [DEBUG] [FORECASTER] BIPH: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T08:25:34.819307] [DEBUG] [FORECASTER] BIPH: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T08:25:35.003786] [DEBUG] [FORECASTER] BIPH: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T08:25:35.191332] [DEBUG] [FORECASTER] BIPH: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T08:25:35.191505] [INFO ] [CONFIGURE ] BIPH: KEPT add_pbf_volatility_5d (score: 90.00%)
[2025-11-25T08:25:35.191556] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 2.8s/test | Remaining: 2964 tests
[2025-11-25T08:25:35.191597] [INFO ] [CONFIGURE ] BIPH: Testing feature 19/29: add_pbf_vs_sma_5
[2025-11-25T08:25:35.191636] [INFO ] [CONFIGURE ] BIPH: Testing with features: ['add_daily_returns', 'add_pbf_volatility_5d', 'add_pbf_vs_sma_5']
[2025-11-25T08:25:35.372981] [DEBUG] [FORECASTER] BIPH: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0
[2025-11-25T08:25:35.556156] [DEBUG] [FORECASTER] BIPH: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T08:25:35.740382] [DEBUG] [FORECASTER] BIPH: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T08:25:35.924991] [DEBUG] [FORECASTER] BIPH: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T08:25:36.107637] [DEBUG] [FORECASTER] BIPH: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T08:25:36.293536] [DEBUG] [FORECASTER] BIPH: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1
[2025-11-25T08:25:36.491250] [DEBUG] [FORECASTER] BIPH: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T08:25:36.698315] [DEBUG] [FORECASTER] BIPH: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T08:25:36.932620] [DEBUG] [FORECASTER] BIPH: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T08:25:37.171239] [DEBUG] [FORECASTER] BIPH: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T08:25:37.171476] [INFO ] [CONFIGURE ] BIPH: DISCARDED add_pbf_vs_sma_5 (score: 80.00%)
[2025-11-25T08:25:37.171556] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 2.8s/test | Remaining: 2963 tests
[2025-11-25T08:25:37.171623] [INFO ] [CONFIGURE ] BIPH: Testing feature 20/29: add_price_rejection
[2025-11-25T08:25:37.171710] [INFO ] [CONFIGURE ] BIPH: Testing with features: ['add_daily_returns', 'add_pbf_volatility_5d', 'add_price_rejection']
[2025-11-25T08:25:37.449141] [DEBUG] [FORECASTER] BIPH: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0
[2025-11-25T08:25:37.654114] [DEBUG] [FORECASTER] BIPH: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T08:25:37.861241] [DEBUG] [FORECASTER] BIPH: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T08:25:38.064021] [DEBUG] [FORECASTER] BIPH: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T08:25:38.266919] [DEBUG] [FORECASTER] BIPH: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T08:25:38.469003] [DEBUG] [FORECASTER] BIPH: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1
[2025-11-25T08:25:38.674170] [DEBUG] [FORECASTER] BIPH: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T08:25:38.883030] [DEBUG] [FORECASTER] BIPH: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T08:25:39.090250] [DEBUG] [FORECASTER] BIPH: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T08:25:39.302819] [DEBUG] [FORECASTER] BIPH: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T08:25:39.303305] [INFO ] [CONFIGURE ] BIPH: DISCARDED add_price_rejection (score: 70.00%)
[2025-11-25T08:25:39.303357] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 2.8s/test | Remaining: 2962 tests
[2025-11-25T08:25:39.303398] [INFO ] [CONFIGURE ] BIPH: Testing feature 21/29: add_range_position
[2025-11-25T08:25:39.303435] [INFO ] [CONFIGURE ] BIPH: Testing with features: ['add_daily_returns', 'add_pbf_volatility_5d', 'add_range_position']
[2025-11-25T08:25:39.517435] [DEBUG] [FORECASTER] BIPH: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T08:25:39.728421] [DEBUG] [FORECASTER] BIPH: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T08:25:39.940359] [DEBUG] [FORECASTER] BIPH: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T08:25:40.161712] [DEBUG] [FORECASTER] BIPH: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T08:25:40.380984] [DEBUG] [FORECASTER] BIPH: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T08:25:40.596623] [DEBUG] [FORECASTER] BIPH: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1
[2025-11-25T08:25:40.812355] [DEBUG] [FORECASTER] BIPH: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T08:25:41.027254] [DEBUG] [FORECASTER] BIPH: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T08:25:41.269857] [DEBUG] [FORECASTER] BIPH: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T08:25:41.496725] [DEBUG] [FORECASTER] BIPH: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T08:25:41.496902] [INFO ] [CONFIGURE ] BIPH: DISCARDED add_range_position (score: 70.00%)
[2025-11-25T08:25:41.496960] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 2.8s/test | Remaining: 2961 tests
[2025-11-25T08:25:41.497010] [INFO ] [CONFIGURE ] BIPH: Testing feature 22/29: add_realized_volatility
[2025-11-25T08:25:41.497054] [INFO ] [CONFIGURE ] BIPH: Testing with features: ['add_daily_returns', 'add_pbf_volatility_5d', 'add_realized_volatility']
[2025-11-25T08:25:41.811030] [DEBUG] [FORECASTER] BIPH: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0
[2025-11-25T08:25:42.145224] [DEBUG] [FORECASTER] BIPH: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T08:25:42.469813] [DEBUG] [FORECASTER] BIPH: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T08:25:42.803004] [DEBUG] [FORECASTER] BIPH: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T08:25:43.130833] [DEBUG] [FORECASTER] BIPH: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T08:25:43.457956] [DEBUG] [FORECASTER] BIPH: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1
[2025-11-25T08:25:43.799477] [DEBUG] [FORECASTER] BIPH: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T08:25:44.104396] [DEBUG] [FORECASTER] BIPH: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T08:25:44.412601] [DEBUG] [FORECASTER] BIPH: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T08:25:44.717731] [DEBUG] [FORECASTER] BIPH: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T08:25:44.717937] [INFO ] [CONFIGURE ] BIPH: DISCARDED add_realized_volatility (score: 60.00%)
[2025-11-25T08:25:44.717997] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 2.8s/test | Remaining: 2960 tests
[2025-11-25T08:25:44.718047] [INFO ] [CONFIGURE ] BIPH: Testing feature 23/29: add_recent_range_context
[2025-11-25T08:25:44.718091] [INFO ] [CONFIGURE ] BIPH: Testing with features: ['add_daily_returns', 'add_pbf_volatility_5d', 'add_recent_range_context']
[2025-11-25T08:25:44.920623] [DEBUG] [FORECASTER] BIPH: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0
[2025-11-25T08:25:45.127257] [DEBUG] [FORECASTER] BIPH: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T08:25:45.340577] [DEBUG] [FORECASTER] BIPH: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T08:25:45.544169] [DEBUG] [FORECASTER] BIPH: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T08:25:45.744911] [DEBUG] [FORECASTER] BIPH: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T08:25:45.954026] [DEBUG] [FORECASTER] BIPH: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1
[2025-11-25T08:25:46.163823] [DEBUG] [FORECASTER] BIPH: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T08:25:46.375946] [DEBUG] [FORECASTER] BIPH: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T08:25:46.582360] [DEBUG] [FORECASTER] BIPH: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T08:25:46.791090] [DEBUG] [FORECASTER] BIPH: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T08:25:46.791255] [INFO ] [CONFIGURE ] BIPH: DISCARDED add_recent_range_context (score: 80.00%)
[2025-11-25T08:25:46.791302] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 2.8s/test | Remaining: 2959 tests
[2025-11-25T08:25:46.791348] [INFO ] [CONFIGURE ] BIPH: Testing feature 24/29: add_rsi
[2025-11-25T08:25:46.791386] [INFO ] [CONFIGURE ] BIPH: Testing with features: ['add_daily_returns', 'add_pbf_volatility_5d', 'add_ema', 'add_rsi']
[2025-11-25T08:25:47.021725] [DEBUG] [FORECASTER] BIPH: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0
[2025-11-25T08:25:47.273745] [DEBUG] [FORECASTER] BIPH: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T08:25:47.513357] [DEBUG] [FORECASTER] BIPH: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T08:25:47.750463] [DEBUG] [FORECASTER] BIPH: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T08:25:47.985851] [DEBUG] [FORECASTER] BIPH: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T08:25:48.222285] [DEBUG] [FORECASTER] BIPH: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1
[2025-11-25T08:25:48.455635] [DEBUG] [FORECASTER] BIPH: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T08:25:48.690191] [DEBUG] [FORECASTER] BIPH: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T08:25:48.930051] [DEBUG] [FORECASTER] BIPH: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T08:25:49.182556] [DEBUG] [FORECASTER] BIPH: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T08:25:49.182787] [INFO ] [CONFIGURE ] BIPH: DISCARDED add_rsi (score: 60.00%)
[2025-11-25T08:25:49.182846] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 2.8s/test | Remaining: 2958 tests
[2025-11-25T08:25:49.182895] [INFO ] [CONFIGURE ] BIPH: Testing feature 25/29: add_tick_distribution
[2025-11-25T08:25:49.182937] [INFO ] [CONFIGURE ] BIPH: Testing with features: ['add_daily_returns', 'add_pbf_volatility_5d', 'add_tick_distribution']
[2025-11-25T08:25:49.368043] [DEBUG] [FORECASTER] BIPH: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0
[2025-11-25T08:25:49.555559] [DEBUG] [FORECASTER] BIPH: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T08:25:49.763689] [DEBUG] [FORECASTER] BIPH: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T08:25:49.974489] [DEBUG] [FORECASTER] BIPH: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T08:25:50.164772] [DEBUG] [FORECASTER] BIPH: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T08:25:50.364805] [DEBUG] [FORECASTER] BIPH: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1
[2025-11-25T08:25:50.561071] [DEBUG] [FORECASTER] BIPH: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T08:25:50.753397] [DEBUG] [FORECASTER] BIPH: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T08:25:50.945939] [DEBUG] [FORECASTER] BIPH: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T08:25:51.134495] [DEBUG] [FORECASTER] BIPH: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T08:25:51.134701] [INFO ] [CONFIGURE ] BIPH: DISCARDED add_tick_distribution (score: 90.00%)
[2025-11-25T08:25:51.134786] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 2.8s/test | Remaining: 2957 tests
[2025-11-25T08:25:51.134838] [INFO ] [CONFIGURE ] BIPH: Testing feature 26/29: add_volume_momentum_confirmation
[2025-11-25T08:25:51.134885] [INFO ] [CONFIGURE ] BIPH: Testing with features: ['add_daily_returns', 'add_pbf_volatility_5d', 'add_volume_momentum_confirmation']
[2025-11-25T08:25:51.337701] [DEBUG] [FORECASTER] BIPH: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0
[2025-11-25T08:25:51.542873] [DEBUG] [FORECASTER] BIPH: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T08:25:51.751258] [DEBUG] [FORECASTER] BIPH: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T08:25:51.999240] [DEBUG] [FORECASTER] BIPH: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T08:25:52.220679] [DEBUG] [FORECASTER] BIPH: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T08:25:52.419956] [DEBUG] [FORECASTER] BIPH: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1
[2025-11-25T08:25:52.618886] [DEBUG] [FORECASTER] BIPH: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T08:25:52.824145] [DEBUG] [FORECASTER] BIPH: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T08:25:53.049288] [DEBUG] [FORECASTER] BIPH: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T08:25:53.247049] [DEBUG] [FORECASTER] BIPH: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T08:25:53.247380] [INFO ] [CONFIGURE ] BIPH: DISCARDED add_volume_momentum_confirmation (score: 70.00%)
[2025-11-25T08:25:53.247488] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 2.8s/test | Remaining: 2956 tests
[2025-11-25T08:25:53.247586] [INFO ] [CONFIGURE ] BIPH: Testing feature 27/29: add_volume_price_divergence
[2025-11-25T08:25:53.247698] [INFO ] [CONFIGURE ] BIPH: Testing with features: ['add_daily_returns', 'add_pbf_volatility_5d', 'add_volume_price_divergence']
[2025-11-25T08:25:53.340796] [FATAL] [FORECASTER] Failed to test lookback=11: [08:25:53] /workspace/src/data/gradient_index.h:100: Check failed: valid: Input data contains `inf` or a value too large, while `missing` is not set to `inf`
Stack trace:
  [bt] (0) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x2a6e7c) [0x7f7436ca6e7c]
  [bt] (1) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5eba2d) [0x7f7436feba2d]
  [bt] (2) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5e96cb) [0x7f7436fe96cb]
  [bt] (3) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5ea8f9) [0x7f7436fea8f9]
  [bt] (4) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x57b4f1) [0x7f7436f7b4f1]
  [bt] (5) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(XGQuantileDMatrixCreateFromCallback+0x178) [0x7f7436bb9378]
  [bt] (6) /lib64/libffi.so.8(+0x9056) [0x7f745f173056]
  [bt] (7) /lib64/libffi.so.8(+0x474d) [0x7f745f16e74d]
  [bt] (8) /lib64/libffi.so.8(ffi_call+0x12e) [0x7f745f17164e]


[2025-11-25T08:25:53.435671] [FATAL] [FORECASTER] Failed to test lookback=10: [08:25:53] /workspace/src/data/gradient_index.h:100: Check failed: valid: Input data contains `inf` or a value too large, while `missing` is not set to `inf`
Stack trace:
  [bt] (0) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x2a6e7c) [0x7f7436ca6e7c]
  [bt] (1) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5eba2d) [0x7f7436feba2d]
  [bt] (2) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5e96cb) [0x7f7436fe96cb]
  [bt] (3) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5ea8f9) [0x7f7436fea8f9]
  [bt] (4) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x57b4f1) [0x7f7436f7b4f1]
  [bt] (5) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(XGQuantileDMatrixCreateFromCallback+0x178) [0x7f7436bb9378]
  [bt] (6) /lib64/libffi.so.8(+0x9056) [0x7f745f173056]
  [bt] (7) /lib64/libffi.so.8(+0x474d) [0x7f745f16e74d]
  [bt] (8) /lib64/libffi.so.8(ffi_call+0x12e) [0x7f745f17164e]


[2025-11-25T08:25:53.531224] [FATAL] [FORECASTER] Failed to test lookback=9: [08:25:53] /workspace/src/data/gradient_index.h:100: Check failed: valid: Input data contains `inf` or a value too large, while `missing` is not set to `inf`
Stack trace:
  [bt] (0) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x2a6e7c) [0x7f7436ca6e7c]
  [bt] (1) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5eba2d) [0x7f7436feba2d]
  [bt] (2) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5e96cb) [0x7f7436fe96cb]
  [bt] (3) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5ea8f9) [0x7f7436fea8f9]
  [bt] (4) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x57b4f1) [0x7f7436f7b4f1]
  [bt] (5) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(XGQuantileDMatrixCreateFromCallback+0x178) [0x7f7436bb9378]
  [bt] (6) /lib64/libffi.so.8(+0x9056) [0x7f745f173056]
  [bt] (7) /lib64/libffi.so.8(+0x474d) [0x7f745f16e74d]
  [bt] (8) /lib64/libffi.so.8(ffi_call+0x12e) [0x7f745f17164e]


[2025-11-25T08:25:53.626082] [FATAL] [FORECASTER] Failed to test lookback=8: [08:25:53] /workspace/src/data/gradient_index.h:100: Check failed: valid: Input data contains `inf` or a value too large, while `missing` is not set to `inf`
Stack trace:
  [bt] (0) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x2a6e7c) [0x7f7436ca6e7c]
  [bt] (1) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5eba2d) [0x7f7436feba2d]
  [bt] (2) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5e96cb) [0x7f7436fe96cb]
  [bt] (3) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5ea8f9) [0x7f7436fea8f9]
  [bt] (4) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x57b4f1) [0x7f7436f7b4f1]
  [bt] (5) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(XGQuantileDMatrixCreateFromCallback+0x178) [0x7f7436bb9378]
  [bt] (6) /lib64/libffi.so.8(+0x9056) [0x7f745f173056]
  [bt] (7) /lib64/libffi.so.8(+0x474d) [0x7f745f16e74d]
  [bt] (8) /lib64/libffi.so.8(ffi_call+0x12e) [0x7f745f17164e]


[2025-11-25T08:25:53.728897] [FATAL] [FORECASTER] Failed to test lookback=7: [08:25:53] /workspace/src/data/gradient_index.h:100: Check failed: valid: Input data contains `inf` or a value too large, while `missing` is not set to `inf`
Stack trace:
  [bt] (0) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x2a6e7c) [0x7f7436ca6e7c]
  [bt] (1) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5eba2d) [0x7f7436feba2d]
  [bt] (2) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5e96cb) [0x7f7436fe96cb]
  [bt] (3) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5ea8f9) [0x7f7436fea8f9]
  [bt] (4) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x57b4f1) [0x7f7436f7b4f1]
  [bt] (5) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(XGQuantileDMatrixCreateFromCallback+0x178) [0x7f7436bb9378]
  [bt] (6) /lib64/libffi.so.8(+0x9056) [0x7f745f173056]
  [bt] (7) /lib64/libffi.so.8(+0x474d) [0x7f745f16e74d]
  [bt] (8) /lib64/libffi.so.8(ffi_call+0x12e) [0x7f745f17164e]


[2025-11-25T08:25:53.827425] [FATAL] [FORECASTER] Failed to test lookback=6: [08:25:53] /workspace/src/data/gradient_index.h:100: Check failed: valid: Input data contains `inf` or a value too large, while `missing` is not set to `inf`
Stack trace:
  [bt] (0) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x2a6e7c) [0x7f7436ca6e7c]
  [bt] (1) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5eba2d) [0x7f7436feba2d]
  [bt] (2) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5e96cb) [0x7f7436fe96cb]
  [bt] (3) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5ea8f9) [0x7f7436fea8f9]
  [bt] (4) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x57b4f1) [0x7f7436f7b4f1]
  [bt] (5) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(XGQuantileDMatrixCreateFromCallback+0x178) [0x7f7436bb9378]
  [bt] (6) /lib64/libffi.so.8(+0x9056) [0x7f745f173056]
  [bt] (7) /lib64/libffi.so.8(+0x474d) [0x7f745f16e74d]
  [bt] (8) /lib64/libffi.so.8(ffi_call+0x12e) [0x7f745f17164e]


[2025-11-25T08:25:53.925122] [FATAL] [FORECASTER] Failed to test lookback=5: [08:25:53] /workspace/src/data/gradient_index.h:100: Check failed: valid: Input data contains `inf` or a value too large, while `missing` is not set to `inf`
Stack trace:
  [bt] (0) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x2a6e7c) [0x7f7436ca6e7c]
  [bt] (1) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5eba2d) [0x7f7436feba2d]
  [bt] (2) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5e96cb) [0x7f7436fe96cb]
  [bt] (3) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5ea8f9) [0x7f7436fea8f9]
  [bt] (4) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x57b4f1) [0x7f7436f7b4f1]
  [bt] (5) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(XGQuantileDMatrixCreateFromCallback+0x178) [0x7f7436bb9378]
  [bt] (6) /lib64/libffi.so.8(+0x9056) [0x7f745f173056]
  [bt] (7) /lib64/libffi.so.8(+0x474d) [0x7f745f16e74d]
  [bt] (8) /lib64/libffi.so.8(ffi_call+0x12e) [0x7f745f17164e]


[2025-11-25T08:25:54.023386] [FATAL] [FORECASTER] Failed to test lookback=4: [08:25:54] /workspace/src/data/gradient_index.h:100: Check failed: valid: Input data contains `inf` or a value too large, while `missing` is not set to `inf`
Stack trace:
  [bt] (0) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x2a6e7c) [0x7f7436ca6e7c]
  [bt] (1) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5eba2d) [0x7f7436feba2d]
  [bt] (2) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5e96cb) [0x7f7436fe96cb]
  [bt] (3) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5ea8f9) [0x7f7436fea8f9]
  [bt] (4) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x57b4f1) [0x7f7436f7b4f1]
  [bt] (5) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(XGQuantileDMatrixCreateFromCallback+0x178) [0x7f7436bb9378]
  [bt] (6) /lib64/libffi.so.8(+0x9056) [0x7f745f173056]
  [bt] (7) /lib64/libffi.so.8(+0x474d) [0x7f745f16e74d]
  [bt] (8) /lib64/libffi.so.8(ffi_call+0x12e) [0x7f745f17164e]


[2025-11-25T08:25:54.119832] [FATAL] [FORECASTER] Failed to test lookback=3: [08:25:54] /workspace/src/data/gradient_index.h:100: Check failed: valid: Input data contains `inf` or a value too large, while `missing` is not set to `inf`
Stack trace:
  [bt] (0) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x2a6e7c) [0x7f7436ca6e7c]
  [bt] (1) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5eba2d) [0x7f7436feba2d]
  [bt] (2) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5e96cb) [0x7f7436fe96cb]
  [bt] (3) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5ea8f9) [0x7f7436fea8f9]
  [bt] (4) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x57b4f1) [0x7f7436f7b4f1]
  [bt] (5) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(XGQuantileDMatrixCreateFromCallback+0x178) [0x7f7436bb9378]
  [bt] (6) /lib64/libffi.so.8(+0x9056) [0x7f745f173056]
  [bt] (7) /lib64/libffi.so.8(+0x474d) [0x7f745f16e74d]
  [bt] (8) /lib64/libffi.so.8(ffi_call+0x12e) [0x7f745f17164e]


[2025-11-25T08:25:54.220274] [FATAL] [FORECASTER] Failed to test lookback=2: [08:25:54] /workspace/src/data/gradient_index.h:100: Check failed: valid: Input data contains `inf` or a value too large, while `missing` is not set to `inf`
Stack trace:
  [bt] (0) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x2a6e7c) [0x7f7436ca6e7c]
  [bt] (1) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5eba2d) [0x7f7436feba2d]
  [bt] (2) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5e96cb) [0x7f7436fe96cb]
  [bt] (3) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5ea8f9) [0x7f7436fea8f9]
  [bt] (4) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x57b4f1) [0x7f7436f7b4f1]
  [bt] (5) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(XGQuantileDMatrixCreateFromCallback+0x178) [0x7f7436bb9378]
  [bt] (6) /lib64/libffi.so.8(+0x9056) [0x7f745f173056]
  [bt] (7) /lib64/libffi.so.8(+0x474d) [0x7f745f16e74d]
  [bt] (8) /lib64/libffi.so.8(ffi_call+0x12e) [0x7f745f17164e]


[2025-11-25T08:25:54.220577] [INFO ] [CONFIGURE ] BIPH: DISCARDED add_volume_price_divergence (score: 0.00%)
[2025-11-25T08:25:54.220634] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 2.8s/test | Remaining: 2955 tests
[2025-11-25T08:25:54.220705] [INFO ] [CONFIGURE ] BIPH: Testing feature 28/29: add_volume_profile
[2025-11-25T08:25:54.220751] [INFO ] [CONFIGURE ] BIPH: Testing with features: ['add_daily_returns', 'add_pbf_volatility_5d', 'add_volume_profile']
[2025-11-25T08:25:54.450437] [DEBUG] [FORECASTER] BIPH: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0
[2025-11-25T08:25:54.652474] [DEBUG] [FORECASTER] BIPH: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T08:25:54.854747] [DEBUG] [FORECASTER] BIPH: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T08:25:55.060435] [DEBUG] [FORECASTER] BIPH: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T08:25:55.267362] [DEBUG] [FORECASTER] BIPH: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T08:25:55.479417] [DEBUG] [FORECASTER] BIPH: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1
[2025-11-25T08:25:55.682659] [DEBUG] [FORECASTER] BIPH: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T08:25:55.886288] [DEBUG] [FORECASTER] BIPH: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T08:25:56.091102] [DEBUG] [FORECASTER] BIPH: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T08:25:56.297106] [DEBUG] [FORECASTER] BIPH: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T08:25:56.297276] [INFO ] [CONFIGURE ] BIPH: DISCARDED add_volume_profile (score: 80.00%)
[2025-11-25T08:25:56.297325] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 2.8s/test | Remaining: 2954 tests
[2025-11-25T08:25:56.297364] [INFO ] [CONFIGURE ] BIPH: Testing feature 29/29: add_vwap
[2025-11-25T08:25:56.297408] [INFO ] [CONFIGURE ] BIPH: Testing with features: ['add_daily_returns', 'add_pbf_volatility_5d', 'add_vwap']
[2025-11-25T08:25:56.506698] [DEBUG] [FORECASTER] BIPH: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0
[2025-11-25T08:25:56.714090] [DEBUG] [FORECASTER] BIPH: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T08:25:56.930749] [DEBUG] [FORECASTER] BIPH: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T08:25:57.134209] [DEBUG] [FORECASTER] BIPH: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T08:25:57.332194] [DEBUG] [FORECASTER] BIPH: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T08:25:57.533537] [DEBUG] [FORECASTER] BIPH: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1
[2025-11-25T08:25:57.732972] [DEBUG] [FORECASTER] BIPH: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T08:25:57.930795] [DEBUG] [FORECASTER] BIPH: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T08:25:58.137407] [DEBUG] [FORECASTER] BIPH: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T08:25:58.349069] [DEBUG] [FORECASTER] BIPH: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T08:25:58.349249] [INFO ] [CONFIGURE ] BIPH: DISCARDED add_vwap (score: 30.00%)
[2025-11-25T08:25:58.349299] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 2.8s/test | Remaining: 2953 tests
[2025-11-25T08:25:58.349341] [INFO ] [CONFIGURE ] BIPH: ===== FEATURE SELECTION COMPLETE =====
[2025-11-25T08:25:58.349378] [INFO ] [CONFIGURE ] BIPH: Best accuracy: 90.00%
[2025-11-25T08:25:58.349416] [INFO ] [CONFIGURE ] BIPH: Best feature set (2 features): ['add_daily_returns', 'add_pbf_volatility_5d']
[2025-11-25T08:25:58.349452] [INFO ] [CONFIGURE ] BIPH: Improvement over baseline: 20.00%
[2025-11-25T08:25:58.349485] [INFO ] [CONFIGURE ] BIPH: Total time: 1.0 minutes
[2025-11-25T08:25:58.349518] [INFO ] [CONFIGURE ] BIPH: Average time per feature: 2.2 seconds
[2025-11-25T08:25:58.349551] [INFO ] [CONFIGURE ] BIPH: Average speed: 0.46 features/sec
[2025-11-25T08:25:58.350044] [INFO ] [LOCAL     ] Saved configuration for BIPH: 2 features, 90.00% accuracy -> ./output/feature-sets/BIPH.json
[2025-11-25T08:25:58.350109] [INFO ] [CONFIGURE ] BIPH: Configuration saved successfully: 2 features, 90.00% accuracy.
[2025-11-25T08:25:58.350161] [INFO ] [sig       ] [63/164] Successfully configured BIPH | 0.01 sym/s | Total: 1.4h | ETA: 2.3h
[2025-11-25T08:25:58.350214] [INFO ] [sig       ] [64/164] Configuring BJ...
[2025-11-25T08:25:58.350259] [INFO ] [CONFIGURE ] BJ: Configurate test run.
[2025-11-25T08:25:58.350302] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BJ' from 'https://tdm.silogroup.org/data/derivative_storage/BJ.csv'.
[2025-11-25T08:25:58.362689] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'BJ'.
[2025-11-25T08:25:58.363049] [INFO ] [CONFIGURE ] BJ: Testing with 29 available features
[2025-11-25T08:25:58.363113] [INFO ] [CONFIGURE ] BJ: Establishing baseline with no features...
[2025-11-25T08:25:58.534914] [DEBUG] [FORECASTER] BJ: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T08:25:58.708390] [DEBUG] [FORECASTER] BJ: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T08:25:58.882693] [DEBUG] [FORECASTER] BJ: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T08:25:59.050035] [DEBUG] [FORECASTER] BJ: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T08:25:59.239593] [DEBUG] [FORECASTER] BJ: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-25T08:25:59.404770] [DEBUG] [FORECASTER] BJ: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T08:25:59.570068] [DEBUG] [FORECASTER] BJ: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T08:25:59.735634] [DEBUG] [FORECASTER] BJ: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T08:25:59.902027] [DEBUG] [FORECASTER] BJ: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-25T08:26:00.076721] [DEBUG] [FORECASTER] BJ: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T08:26:00.076925] [INFO ] [CONFIGURE ] BJ: Baseline score (no features): 40.00%
[2025-11-25T08:26:00.076986] [INFO ] [CONFIGURE ] BJ: Testing feature 1/29: add_bollinger_bands
[2025-11-25T08:26:00.077035] [INFO ] [CONFIGURE ] BJ: Testing with features: ['add_bollinger_bands']
[2025-11-25T08:26:00.291658] [DEBUG] [FORECASTER] BJ: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T08:26:00.499601] [DEBUG] [FORECASTER] BJ: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T08:26:00.712786] [DEBUG] [FORECASTER] BJ: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T08:26:00.925444] [DEBUG] [FORECASTER] BJ: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T08:26:01.922989] [DEBUG] [FORECASTER] BJ: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-25T08:26:02.209961] [DEBUG] [FORECASTER] BJ: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T08:26:02.423805] [DEBUG] [FORECASTER] BJ: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T08:26:02.632612] [DEBUG] [FORECASTER] BJ: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T08:26:02.844270] [DEBUG] [FORECASTER] BJ: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-25T08:26:03.053336] [DEBUG] [FORECASTER] BJ: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T08:26:03.053508] [INFO ] [CONFIGURE ] BJ: KEPT add_bollinger_bands (score: 50.00%)
[2025-11-25T08:26:03.053555] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 2.8s/test | Remaining: 2952 tests
[2025-11-25T08:26:03.053594] [INFO ] [CONFIGURE ] BJ: Testing feature 2/29: add_cumulative_delta
[2025-11-25T08:26:03.053631] [INFO ] [CONFIGURE ] BJ: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta']
[2025-11-25T08:26:03.297113] [DEBUG] [FORECASTER] BJ: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T08:26:03.541254] [DEBUG] [FORECASTER] BJ: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T08:26:03.784921] [DEBUG] [FORECASTER] BJ: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T08:26:04.026701] [DEBUG] [FORECASTER] BJ: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T08:26:04.272978] [DEBUG] [FORECASTER] BJ: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-25T08:26:04.514532] [DEBUG] [FORECASTER] BJ: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T08:26:04.767543] [DEBUG] [FORECASTER] BJ: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T08:26:05.028341] [DEBUG] [FORECASTER] BJ: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-25T08:26:05.286533] [DEBUG] [FORECASTER] BJ: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T08:26:05.539209] [DEBUG] [FORECASTER] BJ: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T08:26:05.539388] [INFO ] [CONFIGURE ] BJ: KEPT add_cumulative_delta (score: 60.00%)
[2025-11-25T08:26:05.539445] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 2.8s/test | Remaining: 2951 tests
[2025-11-25T08:26:05.539493] [INFO ] [CONFIGURE ] BJ: Testing feature 3/29: add_daily_returns
[2025-11-25T08:26:05.539537] [INFO ] [CONFIGURE ] BJ: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns']
[2025-11-25T08:26:05.798824] [DEBUG] [FORECASTER] BJ: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T08:26:06.053440] [DEBUG] [FORECASTER] BJ: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T08:26:06.311001] [DEBUG] [FORECASTER] BJ: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T08:26:06.572476] [DEBUG] [FORECASTER] BJ: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T08:26:06.837160] [DEBUG] [FORECASTER] BJ: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-25T08:26:07.101774] [DEBUG] [FORECASTER] BJ: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T08:26:07.391272] [DEBUG] [FORECASTER] BJ: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T08:26:07.694830] [DEBUG] [FORECASTER] BJ: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-25T08:26:07.981162] [DEBUG] [FORECASTER] BJ: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T08:26:08.260065] [DEBUG] [FORECASTER] BJ: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T08:26:08.260243] [INFO ] [CONFIGURE ] BJ: KEPT add_daily_returns (score: 70.00%)
[2025-11-25T08:26:08.260301] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 2.8s/test | Remaining: 2950 tests
[2025-11-25T08:26:08.260349] [INFO ] [CONFIGURE ] BJ: Testing feature 4/29: add_ema
[2025-11-25T08:26:08.260393] [INFO ] [CONFIGURE ] BJ: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns', 'add_ema']
[2025-11-25T08:26:08.564945] [DEBUG] [FORECASTER] BJ: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T08:26:08.876937] [DEBUG] [FORECASTER] BJ: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T08:26:09.197535] [DEBUG] [FORECASTER] BJ: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T08:26:09.521325] [DEBUG] [FORECASTER] BJ: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T08:26:09.818303] [DEBUG] [FORECASTER] BJ: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-25T08:26:10.116431] [DEBUG] [FORECASTER] BJ: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T08:26:10.418529] [DEBUG] [FORECASTER] BJ: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T08:26:10.747482] [DEBUG] [FORECASTER] BJ: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-25T08:26:11.079083] [DEBUG] [FORECASTER] BJ: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T08:26:11.381946] [DEBUG] [FORECASTER] BJ: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T08:26:11.382153] [INFO ] [CONFIGURE ] BJ: DISCARDED add_ema (score: 70.00%)
[2025-11-25T08:26:11.382210] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 2.8s/test | Remaining: 2949 tests
[2025-11-25T08:26:11.382261] [INFO ] [CONFIGURE ] BJ: Testing feature 5/29: add_exhaustion_signals
[2025-11-25T08:26:11.382308] [INFO ] [CONFIGURE ] BJ: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns', 'add_vwap', 'add_exhaustion_signals']
[2025-11-25T08:26:11.721769] [DEBUG] [FORECASTER] BJ: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T08:26:12.061021] [DEBUG] [FORECASTER] BJ: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T08:26:12.399504] [DEBUG] [FORECASTER] BJ: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T08:26:12.738148] [DEBUG] [FORECASTER] BJ: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T08:26:13.098488] [DEBUG] [FORECASTER] BJ: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-25T08:26:13.435285] [DEBUG] [FORECASTER] BJ: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T08:26:13.808885] [DEBUG] [FORECASTER] BJ: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T08:26:14.143448] [DEBUG] [FORECASTER] BJ: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-25T08:26:14.483437] [DEBUG] [FORECASTER] BJ: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T08:26:14.834453] [DEBUG] [FORECASTER] BJ: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T08:26:14.834707] [INFO ] [CONFIGURE ] BJ: DISCARDED add_exhaustion_signals (score: 40.00%)
[2025-11-25T08:26:14.834766] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 2.8s/test | Remaining: 2948 tests
[2025-11-25T08:26:14.834816] [INFO ] [CONFIGURE ] BJ: Testing feature 6/29: add_failed_moves
[2025-11-25T08:26:14.834864] [INFO ] [CONFIGURE ] BJ: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns', 'add_failed_moves']
[2025-11-25T08:26:15.120322] [DEBUG] [FORECASTER] BJ: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T08:26:15.415870] [DEBUG] [FORECASTER] BJ: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T08:26:15.706058] [DEBUG] [FORECASTER] BJ: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T08:26:15.970765] [DEBUG] [FORECASTER] BJ: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T08:26:16.241919] [DEBUG] [FORECASTER] BJ: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-25T08:26:16.522921] [DEBUG] [FORECASTER] BJ: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T08:26:16.810094] [DEBUG] [FORECASTER] BJ: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T08:26:17.095734] [DEBUG] [FORECASTER] BJ: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-25T08:26:17.369535] [DEBUG] [FORECASTER] BJ: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T08:26:17.645163] [DEBUG] [FORECASTER] BJ: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T08:26:17.645380] [INFO ] [CONFIGURE ] BJ: KEPT add_failed_moves (score: 80.00%)
[2025-11-25T08:26:17.645439] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 2.8s/test | Remaining: 2947 tests
[2025-11-25T08:26:17.645486] [INFO ] [CONFIGURE ] BJ: Testing feature 7/29: add_lag_shelf
[2025-11-25T08:26:17.645530] [INFO ] [CONFIGURE ] BJ: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns', 'add_failed_moves', 'add_lag_shelf']
[2025-11-25T08:26:17.905252] [DEBUG] [FORECASTER] BJ: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T08:26:18.166364] [DEBUG] [FORECASTER] BJ: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T08:26:18.444302] [DEBUG] [FORECASTER] BJ: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T08:26:18.724218] [DEBUG] [FORECASTER] BJ: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T08:26:19.000510] [DEBUG] [FORECASTER] BJ: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-25T08:26:19.283127] [DEBUG] [FORECASTER] BJ: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T08:26:19.555032] [DEBUG] [FORECASTER] BJ: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T08:26:19.833621] [DEBUG] [FORECASTER] BJ: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-25T08:26:20.111533] [DEBUG] [FORECASTER] BJ: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T08:26:20.386685] [DEBUG] [FORECASTER] BJ: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T08:26:20.386920] [INFO ] [CONFIGURE ] BJ: DISCARDED add_lag_shelf (score: 70.00%)
[2025-11-25T08:26:20.386985] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 2.8s/test | Remaining: 2946 tests
[2025-11-25T08:26:20.387034] [INFO ] [CONFIGURE ] BJ: Testing feature 8/29: add_macd
[2025-11-25T08:26:20.387097] [INFO ] [CONFIGURE ] BJ: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns', 'add_failed_moves', 'add_vwap', 'add_macd']
[2025-11-25T08:26:20.727628] [DEBUG] [FORECASTER] BJ: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T08:26:21.061595] [DEBUG] [FORECASTER] BJ: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T08:26:21.397673] [DEBUG] [FORECASTER] BJ: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T08:26:21.732678] [DEBUG] [FORECASTER] BJ: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T08:26:22.085984] [DEBUG] [FORECASTER] BJ: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T08:26:22.437245] [DEBUG] [FORECASTER] BJ: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T08:26:22.783167] [DEBUG] [FORECASTER] BJ: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T08:26:23.120127] [DEBUG] [FORECASTER] BJ: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-25T08:26:23.453035] [DEBUG] [FORECASTER] BJ: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-25T08:26:23.827281] [DEBUG] [FORECASTER] BJ: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T08:26:23.827546] [INFO ] [CONFIGURE ] BJ: DISCARDED add_macd (score: 50.00%)
[2025-11-25T08:26:23.827621] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 2.8s/test | Remaining: 2945 tests
[2025-11-25T08:26:23.827716] [INFO ] [CONFIGURE ] BJ: Testing feature 9/29: add_mfi
[2025-11-25T08:26:23.827778] [INFO ] [CONFIGURE ] BJ: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns', 'add_failed_moves', 'add_mfi']
[2025-11-25T08:26:24.198266] [DEBUG] [FORECASTER] BJ: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T08:26:24.592826] [DEBUG] [FORECASTER] BJ: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T08:26:24.924815] [DEBUG] [FORECASTER] BJ: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T08:26:25.221687] [DEBUG] [FORECASTER] BJ: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T08:26:25.507238] [DEBUG] [FORECASTER] BJ: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-25T08:26:25.790975] [DEBUG] [FORECASTER] BJ: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T08:26:26.075029] [DEBUG] [FORECASTER] BJ: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T08:26:26.360540] [DEBUG] [FORECASTER] BJ: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-25T08:26:26.652303] [DEBUG] [FORECASTER] BJ: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T08:26:26.943523] [DEBUG] [FORECASTER] BJ: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T08:26:26.943729] [INFO ] [CONFIGURE ] BJ: DISCARDED add_mfi (score: 50.00%)
[2025-11-25T08:26:26.943788] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 2.8s/test | Remaining: 2944 tests
[2025-11-25T08:26:26.943838] [INFO ] [CONFIGURE ] BJ: Testing feature 10/29: add_momentum_acceleration
[2025-11-25T08:26:26.943881] [INFO ] [CONFIGURE ] BJ: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns', 'add_failed_moves', 'add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-11-25T08:26:27.329455] [DEBUG] [FORECASTER] BJ: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T08:26:27.700809] [DEBUG] [FORECASTER] BJ: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T08:26:28.050699] [DEBUG] [FORECASTER] BJ: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T08:26:28.408850] [DEBUG] [FORECASTER] BJ: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T08:26:28.760760] [DEBUG] [FORECASTER] BJ: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-25T08:26:29.128317] [DEBUG] [FORECASTER] BJ: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T08:26:29.495806] [DEBUG] [FORECASTER] BJ: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T08:26:29.867490] [DEBUG] [FORECASTER] BJ: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-25T08:26:30.246829] [DEBUG] [FORECASTER] BJ: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T08:26:30.621528] [DEBUG] [FORECASTER] BJ: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T08:26:30.621743] [INFO ] [CONFIGURE ] BJ: DISCARDED add_momentum_acceleration (score: 50.00%)
[2025-11-25T08:26:30.621803] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 2.8s/test | Remaining: 2943 tests
[2025-11-25T08:26:30.621853] [INFO ] [CONFIGURE ] BJ: Testing feature 11/29: add_obv_daily
[2025-11-25T08:26:30.621899] [INFO ] [CONFIGURE ] BJ: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns', 'add_failed_moves', 'add_obv_daily']
[2025-11-25T08:26:30.940276] [DEBUG] [FORECASTER] BJ: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T08:26:31.263964] [DEBUG] [FORECASTER] BJ: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T08:26:31.578605] [DEBUG] [FORECASTER] BJ: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T08:26:31.930771] [DEBUG] [FORECASTER] BJ: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T08:26:32.250829] [DEBUG] [FORECASTER] BJ: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-25T08:26:32.579162] [DEBUG] [FORECASTER] BJ: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T08:26:32.900071] [DEBUG] [FORECASTER] BJ: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T08:26:33.230480] [DEBUG] [FORECASTER] BJ: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-25T08:26:33.549810] [DEBUG] [FORECASTER] BJ: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-25T08:26:33.858368] [DEBUG] [FORECASTER] BJ: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T08:26:33.858592] [INFO ] [CONFIGURE ] BJ: DISCARDED add_obv_daily (score: 40.00%)
[2025-11-25T08:26:33.858669] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 2.8s/test | Remaining: 2942 tests
[2025-11-25T08:26:33.858718] [INFO ] [CONFIGURE ] BJ: Testing feature 12/29: add_obv_interval
[2025-11-25T08:26:33.858761] [INFO ] [CONFIGURE ] BJ: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns', 'add_failed_moves', 'add_obv_interval']
[2025-11-25T08:26:34.145675] [DEBUG] [FORECASTER] BJ: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T08:26:34.431256] [DEBUG] [FORECASTER] BJ: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T08:26:34.718937] [DEBUG] [FORECASTER] BJ: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T08:26:35.011196] [DEBUG] [FORECASTER] BJ: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T08:26:35.306676] [DEBUG] [FORECASTER] BJ: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-25T08:26:35.598903] [DEBUG] [FORECASTER] BJ: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T08:26:35.883930] [DEBUG] [FORECASTER] BJ: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T08:26:36.175188] [DEBUG] [FORECASTER] BJ: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-25T08:26:36.465412] [DEBUG] [FORECASTER] BJ: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T08:26:36.752930] [DEBUG] [FORECASTER] BJ: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T08:26:36.753109] [INFO ] [CONFIGURE ] BJ: DISCARDED add_obv_interval (score: 30.00%)
[2025-11-25T08:26:36.753185] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 2.8s/test | Remaining: 2941 tests
[2025-11-25T08:26:36.753233] [INFO ] [CONFIGURE ] BJ: Testing feature 13/29: add_opening_strength
[2025-11-25T08:26:36.753278] [INFO ] [CONFIGURE ] BJ: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns', 'add_failed_moves', 'add_opening_strength']
[2025-11-25T08:26:37.088153] [DEBUG] [FORECASTER] BJ: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T08:26:37.381175] [DEBUG] [FORECASTER] BJ: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T08:26:37.702676] [DEBUG] [FORECASTER] BJ: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T08:26:38.049815] [DEBUG] [FORECASTER] BJ: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T08:26:38.356128] [DEBUG] [FORECASTER] BJ: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-25T08:26:38.665812] [DEBUG] [FORECASTER] BJ: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T08:26:38.972687] [DEBUG] [FORECASTER] BJ: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T08:26:39.279846] [DEBUG] [FORECASTER] BJ: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-25T08:26:39.582146] [DEBUG] [FORECASTER] BJ: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T08:26:39.877763] [DEBUG] [FORECASTER] BJ: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T08:26:39.877932] [INFO ] [CONFIGURE ] BJ: DISCARDED add_opening_strength (score: 70.00%)
[2025-11-25T08:26:39.877987] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 2.8s/test | Remaining: 2940 tests
[2025-11-25T08:26:39.878035] [INFO ] [CONFIGURE ] BJ: Testing feature 14/29: add_order_flow_imbalance
[2025-11-25T08:26:39.878078] [INFO ] [CONFIGURE ] BJ: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns', 'add_failed_moves', 'add_order_flow_imbalance']
[2025-11-25T08:26:40.186409] [DEBUG] [FORECASTER] BJ: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T08:26:40.494550] [DEBUG] [FORECASTER] BJ: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T08:26:40.791636] [DEBUG] [FORECASTER] BJ: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T08:26:41.089377] [DEBUG] [FORECASTER] BJ: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T08:26:41.387252] [DEBUG] [FORECASTER] BJ: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-25T08:26:41.713502] [DEBUG] [FORECASTER] BJ: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T08:26:42.043192] [DEBUG] [FORECASTER] BJ: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T08:26:42.377800] [DEBUG] [FORECASTER] BJ: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-25T08:26:42.697244] [DEBUG] [FORECASTER] BJ: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-25T08:26:43.006705] [DEBUG] [FORECASTER] BJ: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T08:26:43.006896] [INFO ] [CONFIGURE ] BJ: DISCARDED add_order_flow_imbalance (score: 60.00%)
[2025-11-25T08:26:43.006955] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 2.8s/test | Remaining: 2939 tests
[2025-11-25T08:26:43.007003] [INFO ] [CONFIGURE ] BJ: Testing feature 15/29: add_pbf_morning_momentum
[2025-11-25T08:26:43.007048] [INFO ] [CONFIGURE ] BJ: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns', 'add_failed_moves', 'add_pbf_morning_momentum']
[2025-11-25T08:26:43.292609] [DEBUG] [FORECASTER] BJ: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T08:26:43.571545] [DEBUG] [FORECASTER] BJ: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T08:26:43.881487] [DEBUG] [FORECASTER] BJ: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T08:26:44.164302] [DEBUG] [FORECASTER] BJ: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T08:26:44.456849] [DEBUG] [FORECASTER] BJ: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-25T08:26:44.738919] [DEBUG] [FORECASTER] BJ: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T08:26:45.021851] [DEBUG] [FORECASTER] BJ: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T08:26:45.308556] [DEBUG] [FORECASTER] BJ: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T08:26:45.588886] [DEBUG] [FORECASTER] BJ: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T08:26:45.870322] [DEBUG] [FORECASTER] BJ: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T08:26:45.870525] [INFO ] [CONFIGURE ] BJ: DISCARDED add_pbf_morning_momentum (score: 80.00%)
[2025-11-25T08:26:45.870584] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 2.8s/test | Remaining: 2938 tests
[2025-11-25T08:26:45.870634] [INFO ] [CONFIGURE ] BJ: Testing feature 16/29: add_pbf_overnight_gap
[2025-11-25T08:26:45.870702] [INFO ] [CONFIGURE ] BJ: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns', 'add_failed_moves', 'add_pbf_overnight_gap']
[2025-11-25T08:26:46.171462] [DEBUG] [FORECASTER] BJ: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T08:26:46.460629] [DEBUG] [FORECASTER] BJ: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T08:26:46.754970] [DEBUG] [FORECASTER] BJ: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T08:26:47.054223] [DEBUG] [FORECASTER] BJ: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T08:26:47.351560] [DEBUG] [FORECASTER] BJ: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-25T08:26:47.646188] [DEBUG] [FORECASTER] BJ: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T08:26:47.954040] [DEBUG] [FORECASTER] BJ: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T08:26:48.250834] [DEBUG] [FORECASTER] BJ: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-25T08:26:48.545329] [DEBUG] [FORECASTER] BJ: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-25T08:26:48.864398] [DEBUG] [FORECASTER] BJ: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T08:26:48.864661] [INFO ] [CONFIGURE ] BJ: DISCARDED add_pbf_overnight_gap (score: 50.00%)
[2025-11-25T08:26:48.864724] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 2.8s/test | Remaining: 2937 tests
[2025-11-25T08:26:48.864777] [INFO ] [CONFIGURE ] BJ: Testing feature 17/29: add_pbf_return_2d
[2025-11-25T08:26:48.864822] [INFO ] [CONFIGURE ] BJ: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns', 'add_failed_moves', 'add_pbf_return_2d']
[2025-11-25T08:26:49.171491] [DEBUG] [FORECASTER] BJ: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T08:26:49.484671] [DEBUG] [FORECASTER] BJ: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T08:26:49.793009] [DEBUG] [FORECASTER] BJ: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T08:26:50.103071] [DEBUG] [FORECASTER] BJ: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T08:26:50.412681] [DEBUG] [FORECASTER] BJ: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-25T08:26:50.736065] [DEBUG] [FORECASTER] BJ: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T08:26:51.053904] [DEBUG] [FORECASTER] BJ: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T08:26:51.361513] [DEBUG] [FORECASTER] BJ: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-25T08:26:51.668456] [DEBUG] [FORECASTER] BJ: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T08:26:51.980979] [DEBUG] [FORECASTER] BJ: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T08:26:51.981153] [INFO ] [CONFIGURE ] BJ: DISCARDED add_pbf_return_2d (score: 60.00%)
[2025-11-25T08:26:51.981253] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 2.8s/test | Remaining: 2936 tests
[2025-11-25T08:26:51.981306] [INFO ] [CONFIGURE ] BJ: Testing feature 18/29: add_pbf_volatility_5d
[2025-11-25T08:26:51.981351] [INFO ] [CONFIGURE ] BJ: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns', 'add_failed_moves', 'add_pbf_volatility_5d']
[2025-11-25T08:26:52.264965] [DEBUG] [FORECASTER] BJ: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T08:26:52.547316] [DEBUG] [FORECASTER] BJ: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T08:26:52.837887] [DEBUG] [FORECASTER] BJ: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T08:26:53.125566] [DEBUG] [FORECASTER] BJ: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T08:26:53.408330] [DEBUG] [FORECASTER] BJ: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-25T08:26:53.693234] [DEBUG] [FORECASTER] BJ: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T08:26:53.984491] [DEBUG] [FORECASTER] BJ: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T08:26:54.279880] [DEBUG] [FORECASTER] BJ: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-25T08:26:54.568173] [DEBUG] [FORECASTER] BJ: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-25T08:26:54.863298] [DEBUG] [FORECASTER] BJ: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T08:26:54.863505] [INFO ] [CONFIGURE ] BJ: DISCARDED add_pbf_volatility_5d (score: 60.00%)
[2025-11-25T08:26:54.863562] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 2.8s/test | Remaining: 2935 tests
[2025-11-25T08:26:54.863610] [INFO ] [CONFIGURE ] BJ: Testing feature 19/29: add_pbf_vs_sma_5
[2025-11-25T08:26:54.863666] [INFO ] [CONFIGURE ] BJ: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns', 'add_failed_moves', 'add_pbf_vs_sma_5']
[2025-11-25T08:26:55.141525] [DEBUG] [FORECASTER] BJ: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T08:26:55.426436] [DEBUG] [FORECASTER] BJ: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T08:26:55.708216] [DEBUG] [FORECASTER] BJ: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T08:26:55.987989] [DEBUG] [FORECASTER] BJ: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T08:26:56.260860] [DEBUG] [FORECASTER] BJ: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-25T08:26:56.537959] [DEBUG] [FORECASTER] BJ: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T08:26:56.820372] [DEBUG] [FORECASTER] BJ: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T08:26:57.097450] [DEBUG] [FORECASTER] BJ: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-25T08:26:57.378754] [DEBUG] [FORECASTER] BJ: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T08:26:57.661996] [DEBUG] [FORECASTER] BJ: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T08:26:57.662200] [INFO ] [CONFIGURE ] BJ: DISCARDED add_pbf_vs_sma_5 (score: 80.00%)
[2025-11-25T08:26:57.662259] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 2.8s/test | Remaining: 2934 tests
[2025-11-25T08:26:57.662311] [INFO ] [CONFIGURE ] BJ: Testing feature 20/29: add_price_rejection
[2025-11-25T08:26:57.662357] [INFO ] [CONFIGURE ] BJ: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns', 'add_failed_moves', 'add_price_rejection']
[2025-11-25T08:26:57.975158] [DEBUG] [FORECASTER] BJ: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T08:26:58.305893] [DEBUG] [FORECASTER] BJ: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T08:26:58.610837] [DEBUG] [FORECASTER] BJ: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T08:26:58.916523] [DEBUG] [FORECASTER] BJ: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T08:26:59.235630] [DEBUG] [FORECASTER] BJ: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-25T08:26:59.563524] [DEBUG] [FORECASTER] BJ: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T08:26:59.886576] [DEBUG] [FORECASTER] BJ: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T08:27:01.014154] [DEBUG] [FORECASTER] BJ: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-25T08:27:01.352786] [DEBUG] [FORECASTER] BJ: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-25T08:27:01.710554] [DEBUG] [FORECASTER] BJ: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T08:27:01.710753] [INFO ] [CONFIGURE ] BJ: DISCARDED add_price_rejection (score: 50.00%)
[2025-11-25T08:27:01.710811] [INFO ] [CONFIGURE ] JOB ETA: 2.3h | Avg: 2.8s/test | Remaining: 2933 tests
[2025-11-25T08:27:01.710860] [INFO ] [CONFIGURE ] BJ: Testing feature 21/29: add_range_position
[2025-11-25T08:27:01.710904] [INFO ] [CONFIGURE ] BJ: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns', 'add_failed_moves', 'add_range_position']
[2025-11-25T08:27:02.004197] [DEBUG] [FORECASTER] BJ: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T08:27:02.291579] [DEBUG] [FORECASTER] BJ: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T08:27:02.574266] [DEBUG] [FORECASTER] BJ: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T08:27:02.863809] [DEBUG] [FORECASTER] BJ: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T08:27:03.149926] [DEBUG] [FORECASTER] BJ: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-25T08:27:03.435399] [DEBUG] [FORECASTER] BJ: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T08:27:03.729574] [DEBUG] [FORECASTER] BJ: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T08:27:04.021265] [DEBUG] [FORECASTER] BJ: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-25T08:27:04.321250] [DEBUG] [FORECASTER] BJ: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T08:27:04.620103] [DEBUG] [FORECASTER] BJ: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T08:27:04.620286] [INFO ] [CONFIGURE ] BJ: DISCARDED add_range_position (score: 50.00%)
[2025-11-25T08:27:04.620346] [INFO ] [CONFIGURE ] JOB ETA: 2.2h | Avg: 2.8s/test | Remaining: 2932 tests
[2025-11-25T08:27:04.620403] [INFO ] [CONFIGURE ] BJ: Testing feature 22/29: add_realized_volatility
[2025-11-25T08:27:04.620463] [INFO ] [CONFIGURE ] BJ: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns', 'add_failed_moves', 'add_realized_volatility']
[2025-11-25T08:27:05.010368] [DEBUG] [FORECASTER] BJ: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T08:27:05.398528] [DEBUG] [FORECASTER] BJ: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T08:27:05.791565] [DEBUG] [FORECASTER] BJ: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T08:27:06.182827] [DEBUG] [FORECASTER] BJ: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T08:27:06.590752] [DEBUG] [FORECASTER] BJ: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-25T08:27:07.001639] [DEBUG] [FORECASTER] BJ: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T08:27:07.403309] [DEBUG] [FORECASTER] BJ: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T08:27:07.810259] [DEBUG] [FORECASTER] BJ: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-25T08:27:08.227342] [DEBUG] [FORECASTER] BJ: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-25T08:27:08.649903] [DEBUG] [FORECASTER] BJ: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T08:27:08.650103] [INFO ] [CONFIGURE ] BJ: DISCARDED add_realized_volatility (score: 40.00%)
[2025-11-25T08:27:08.650161] [INFO ] [CONFIGURE ] JOB ETA: 2.2h | Avg: 2.8s/test | Remaining: 2931 tests
[2025-11-25T08:27:08.650241] [INFO ] [CONFIGURE ] BJ: Testing feature 23/29: add_recent_range_context
[2025-11-25T08:27:08.650289] [INFO ] [CONFIGURE ] BJ: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns', 'add_failed_moves', 'add_recent_range_context']
[2025-11-25T08:27:08.955465] [DEBUG] [FORECASTER] BJ: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T08:27:09.257395] [DEBUG] [FORECASTER] BJ: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T08:27:09.564747] [DEBUG] [FORECASTER] BJ: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T08:27:09.867014] [DEBUG] [FORECASTER] BJ: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T08:27:10.180149] [DEBUG] [FORECASTER] BJ: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-25T08:27:10.479828] [DEBUG] [FORECASTER] BJ: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T08:27:10.779256] [DEBUG] [FORECASTER] BJ: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T08:27:11.094070] [DEBUG] [FORECASTER] BJ: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-25T08:27:11.405983] [DEBUG] [FORECASTER] BJ: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T08:27:11.723720] [DEBUG] [FORECASTER] BJ: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T08:27:11.723974] [INFO ] [CONFIGURE ] BJ: DISCARDED add_recent_range_context (score: 70.00%)
[2025-11-25T08:27:11.724043] [INFO ] [CONFIGURE ] JOB ETA: 2.2h | Avg: 2.8s/test | Remaining: 2930 tests
[2025-11-25T08:27:11.724094] [INFO ] [CONFIGURE ] BJ: Testing feature 24/29: add_rsi
[2025-11-25T08:27:11.724142] [INFO ] [CONFIGURE ] BJ: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns', 'add_failed_moves', 'add_ema', 'add_rsi']
[2025-11-25T08:27:12.048754] [DEBUG] [FORECASTER] BJ: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T08:27:12.366093] [DEBUG] [FORECASTER] BJ: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T08:27:12.700068] [DEBUG] [FORECASTER] BJ: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T08:27:13.017868] [DEBUG] [FORECASTER] BJ: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T08:27:13.327866] [DEBUG] [FORECASTER] BJ: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-25T08:27:13.636904] [DEBUG] [FORECASTER] BJ: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T08:27:13.982991] [DEBUG] [FORECASTER] BJ: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T08:27:14.322702] [DEBUG] [FORECASTER] BJ: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-25T08:27:14.676086] [DEBUG] [FORECASTER] BJ: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T08:27:15.028437] [DEBUG] [FORECASTER] BJ: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T08:27:15.028638] [INFO ] [CONFIGURE ] BJ: DISCARDED add_rsi (score: 70.00%)
[2025-11-25T08:27:15.028725] [INFO ] [CONFIGURE ] JOB ETA: 2.2h | Avg: 2.8s/test | Remaining: 2929 tests
[2025-11-25T08:27:15.028776] [INFO ] [CONFIGURE ] BJ: Testing feature 25/29: add_tick_distribution
[2025-11-25T08:27:15.028821] [INFO ] [CONFIGURE ] BJ: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns', 'add_failed_moves', 'add_tick_distribution']
[2025-11-25T08:27:15.312870] [DEBUG] [FORECASTER] BJ: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T08:27:15.604979] [DEBUG] [FORECASTER] BJ: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T08:27:15.892660] [DEBUG] [FORECASTER] BJ: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T08:27:16.183037] [DEBUG] [FORECASTER] BJ: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T08:27:16.470229] [DEBUG] [FORECASTER] BJ: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-25T08:27:16.808498] [DEBUG] [FORECASTER] BJ: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T08:27:17.178322] [DEBUG] [FORECASTER] BJ: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T08:27:17.493288] [DEBUG] [FORECASTER] BJ: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-25T08:27:17.771873] [DEBUG] [FORECASTER] BJ: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T08:27:18.041071] [DEBUG] [FORECASTER] BJ: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T08:27:18.041241] [INFO ] [CONFIGURE ] BJ: DISCARDED add_tick_distribution (score: 60.00%)
[2025-11-25T08:27:18.041298] [INFO ] [CONFIGURE ] JOB ETA: 2.2h | Avg: 2.8s/test | Remaining: 2928 tests
[2025-11-25T08:27:18.041346] [INFO ] [CONFIGURE ] BJ: Testing feature 26/29: add_volume_momentum_confirmation
[2025-11-25T08:27:18.041390] [INFO ] [CONFIGURE ] BJ: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns', 'add_failed_moves', 'add_volume_momentum_confirmation']
[2025-11-25T08:27:18.325998] [DEBUG] [FORECASTER] BJ: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T08:27:18.602807] [DEBUG] [FORECASTER] BJ: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T08:27:18.893839] [DEBUG] [FORECASTER] BJ: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T08:27:19.171064] [DEBUG] [FORECASTER] BJ: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T08:27:19.451681] [DEBUG] [FORECASTER] BJ: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-25T08:27:19.732909] [DEBUG] [FORECASTER] BJ: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T08:27:20.020858] [DEBUG] [FORECASTER] BJ: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T08:27:20.306759] [DEBUG] [FORECASTER] BJ: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-25T08:27:20.588197] [DEBUG] [FORECASTER] BJ: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T08:27:20.891150] [DEBUG] [FORECASTER] BJ: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T08:27:20.891360] [INFO ] [CONFIGURE ] BJ: DISCARDED add_volume_momentum_confirmation (score: 60.00%)
[2025-11-25T08:27:20.891419] [INFO ] [CONFIGURE ] JOB ETA: 2.2h | Avg: 2.8s/test | Remaining: 2927 tests
[2025-11-25T08:27:20.891467] [INFO ] [CONFIGURE ] BJ: Testing feature 27/29: add_volume_price_divergence
[2025-11-25T08:27:20.891511] [INFO ] [CONFIGURE ] BJ: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns', 'add_failed_moves', 'add_volume_price_divergence']
[2025-11-25T08:27:21.190918] [DEBUG] [FORECASTER] BJ: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T08:27:21.491990] [DEBUG] [FORECASTER] BJ: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T08:27:21.799786] [DEBUG] [FORECASTER] BJ: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T08:27:22.108239] [DEBUG] [FORECASTER] BJ: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T08:27:22.414101] [DEBUG] [FORECASTER] BJ: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-25T08:27:22.718218] [DEBUG] [FORECASTER] BJ: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T08:27:23.022498] [DEBUG] [FORECASTER] BJ: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T08:27:23.324681] [DEBUG] [FORECASTER] BJ: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-25T08:27:23.626843] [DEBUG] [FORECASTER] BJ: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T08:27:23.928170] [DEBUG] [FORECASTER] BJ: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T08:27:23.928337] [INFO ] [CONFIGURE ] BJ: DISCARDED add_volume_price_divergence (score: 70.00%)
[2025-11-25T08:27:23.928393] [INFO ] [CONFIGURE ] JOB ETA: 2.2h | Avg: 2.8s/test | Remaining: 2926 tests
[2025-11-25T08:27:23.928464] [INFO ] [CONFIGURE ] BJ: Testing feature 28/29: add_volume_profile
[2025-11-25T08:27:23.928513] [INFO ] [CONFIGURE ] BJ: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns', 'add_failed_moves', 'add_volume_profile']
[2025-11-25T08:27:24.205499] [DEBUG] [FORECASTER] BJ: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T08:27:24.488670] [DEBUG] [FORECASTER] BJ: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T08:27:24.770097] [DEBUG] [FORECASTER] BJ: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T08:27:25.046774] [DEBUG] [FORECASTER] BJ: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T08:27:25.333351] [DEBUG] [FORECASTER] BJ: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-25T08:27:25.652243] [DEBUG] [FORECASTER] BJ: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T08:27:25.940781] [DEBUG] [FORECASTER] BJ: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T08:27:26.236954] [DEBUG] [FORECASTER] BJ: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T08:27:26.525484] [DEBUG] [FORECASTER] BJ: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T08:27:26.814618] [DEBUG] [FORECASTER] BJ: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T08:27:26.814880] [INFO ] [CONFIGURE ] BJ: DISCARDED add_volume_profile (score: 70.00%)
[2025-11-25T08:27:26.814942] [INFO ] [CONFIGURE ] JOB ETA: 2.2h | Avg: 2.8s/test | Remaining: 2925 tests
[2025-11-25T08:27:26.814992] [INFO ] [CONFIGURE ] BJ: Testing feature 29/29: add_vwap
[2025-11-25T08:27:26.815037] [INFO ] [CONFIGURE ] BJ: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns', 'add_failed_moves', 'add_vwap']
[2025-11-25T08:27:27.120939] [DEBUG] [FORECASTER] BJ: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T08:27:27.422128] [DEBUG] [FORECASTER] BJ: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T08:27:27.731517] [DEBUG] [FORECASTER] BJ: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T08:27:28.022126] [DEBUG] [FORECASTER] BJ: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T08:27:28.316761] [DEBUG] [FORECASTER] BJ: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-25T08:27:28.625448] [DEBUG] [FORECASTER] BJ: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T08:27:28.919183] [DEBUG] [FORECASTER] BJ: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T08:27:29.216157] [DEBUG] [FORECASTER] BJ: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-25T08:27:29.508805] [DEBUG] [FORECASTER] BJ: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T08:27:29.821911] [DEBUG] [FORECASTER] BJ: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T08:27:29.822117] [INFO ] [CONFIGURE ] BJ: DISCARDED add_vwap (score: 60.00%)
[2025-11-25T08:27:29.822178] [INFO ] [CONFIGURE ] JOB ETA: 2.2h | Avg: 2.8s/test | Remaining: 2924 tests
[2025-11-25T08:27:29.822227] [INFO ] [CONFIGURE ] BJ: ===== FEATURE SELECTION COMPLETE =====
[2025-11-25T08:27:29.822271] [INFO ] [CONFIGURE ] BJ: Best accuracy: 80.00%
[2025-11-25T08:27:29.822316] [INFO ] [CONFIGURE ] BJ: Best feature set (4 features): ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns', 'add_failed_moves']
[2025-11-25T08:27:29.822359] [INFO ] [CONFIGURE ] BJ: Improvement over baseline: 40.00%
[2025-11-25T08:27:29.822397] [INFO ] [CONFIGURE ] BJ: Total time: 1.5 minutes
[2025-11-25T08:27:29.822435] [INFO ] [CONFIGURE ] BJ: Average time per feature: 3.1 seconds
[2025-11-25T08:27:29.822476] [INFO ] [CONFIGURE ] BJ: Average speed: 0.32 features/sec
[2025-11-25T08:27:29.822852] [INFO ] [LOCAL     ] Saved configuration for BJ: 4 features, 80.00% accuracy -> ./output/feature-sets/BJ.json
[2025-11-25T08:27:29.822921] [INFO ] [CONFIGURE ] BJ: Configuration saved successfully: 4 features, 80.00% accuracy.
[2025-11-25T08:27:29.822980] [INFO ] [sig       ] [64/164] Successfully configured BJ | 0.01 sym/s | Total: 1.4h | ETA: 2.3h
[2025-11-25T08:27:29.823027] [INFO ] [sig       ] [65/164] Configuring BKH...
[2025-11-25T08:27:29.823068] [INFO ] [CONFIGURE ] BKH: Configurate test run.
[2025-11-25T08:27:29.823109] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BKH' from 'https://tdm.silogroup.org/data/derivative_storage/BKH.csv'.
[2025-11-25T08:27:29.835824] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'BKH'.
[2025-11-25T08:27:29.836160] [INFO ] [CONFIGURE ] BKH: Testing with 29 available features
[2025-11-25T08:27:29.836223] [INFO ] [CONFIGURE ] BKH: Establishing baseline with no features...
[2025-11-25T08:27:30.031422] [DEBUG] [FORECASTER] BKH: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T08:27:30.221960] [DEBUG] [FORECASTER] BKH: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T08:27:30.432272] [DEBUG] [FORECASTER] BKH: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T08:27:30.617229] [DEBUG] [FORECASTER] BKH: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T08:27:30.802909] [DEBUG] [FORECASTER] BKH: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T08:27:30.989238] [DEBUG] [FORECASTER] BKH: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T08:27:31.181710] [DEBUG] [FORECASTER] BKH: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T08:27:31.375848] [DEBUG] [FORECASTER] BKH: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T08:27:31.563905] [DEBUG] [FORECASTER] BKH: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T08:27:31.754096] [DEBUG] [FORECASTER] BKH: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T08:27:31.754438] [INFO ] [CONFIGURE ] BKH: Baseline score (no features): 50.00%
[2025-11-25T08:27:31.754561] [INFO ] [CONFIGURE ] BKH: Testing feature 1/29: add_bollinger_bands
[2025-11-25T08:27:31.754719] [INFO ] [CONFIGURE ] BKH: Testing with features: ['add_bollinger_bands']
[2025-11-25T08:27:31.992295] [DEBUG] [FORECASTER] BKH: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T08:27:32.223058] [DEBUG] [FORECASTER] BKH: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T08:27:32.440428] [DEBUG] [FORECASTER] BKH: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T08:27:32.667586] [DEBUG] [FORECASTER] BKH: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T08:27:32.887414] [DEBUG] [FORECASTER] BKH: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T08:27:33.110468] [DEBUG] [FORECASTER] BKH: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T08:27:33.322568] [DEBUG] [FORECASTER] BKH: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T08:27:33.522705] [DEBUG] [FORECASTER] BKH: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T08:27:33.728739] [DEBUG] [FORECASTER] BKH: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T08:27:33.938908] [DEBUG] [FORECASTER] BKH: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T08:27:33.939068] [INFO ] [CONFIGURE ] BKH: KEPT add_bollinger_bands (score: 60.00%)
[2025-11-25T08:27:33.939116] [INFO ] [CONFIGURE ] JOB ETA: 2.2h | Avg: 2.8s/test | Remaining: 2923 tests
[2025-11-25T08:27:33.939154] [INFO ] [CONFIGURE ] BKH: Testing feature 2/29: add_cumulative_delta
[2025-11-25T08:27:33.939189] [INFO ] [CONFIGURE ] BKH: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta']
[2025-11-25T08:27:34.182054] [DEBUG] [FORECASTER] BKH: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T08:27:34.429330] [DEBUG] [FORECASTER] BKH: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T08:27:34.665795] [DEBUG] [FORECASTER] BKH: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T08:27:34.916967] [DEBUG] [FORECASTER] BKH: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T08:27:35.179523] [DEBUG] [FORECASTER] BKH: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T08:27:35.474133] [DEBUG] [FORECASTER] BKH: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T08:27:35.744434] [DEBUG] [FORECASTER] BKH: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T08:27:36.010990] [DEBUG] [FORECASTER] BKH: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T08:27:36.268331] [DEBUG] [FORECASTER] BKH: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T08:27:36.502586] [DEBUG] [FORECASTER] BKH: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T08:27:36.502800] [INFO ] [CONFIGURE ] BKH: KEPT add_cumulative_delta (score: 70.00%)
[2025-11-25T08:27:36.502856] [INFO ] [CONFIGURE ] JOB ETA: 2.2h | Avg: 2.8s/test | Remaining: 2922 tests
[2025-11-25T08:27:36.502904] [INFO ] [CONFIGURE ] BKH: Testing feature 3/29: add_daily_returns
[2025-11-25T08:27:36.502947] [INFO ] [CONFIGURE ] BKH: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns']
[2025-11-25T08:27:36.743277] [DEBUG] [FORECASTER] BKH: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T08:27:36.995257] [DEBUG] [FORECASTER] BKH: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T08:27:37.272406] [DEBUG] [FORECASTER] BKH: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T08:27:37.521793] [DEBUG] [FORECASTER] BKH: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T08:27:37.765420] [DEBUG] [FORECASTER] BKH: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-25T08:27:38.008730] [DEBUG] [FORECASTER] BKH: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T08:27:38.267491] [DEBUG] [FORECASTER] BKH: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T08:27:38.517826] [DEBUG] [FORECASTER] BKH: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T08:27:38.772628] [DEBUG] [FORECASTER] BKH: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T08:27:39.028538] [DEBUG] [FORECASTER] BKH: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T08:27:39.028727] [INFO ] [CONFIGURE ] BKH: DISCARDED add_daily_returns (score: 70.00%)
[2025-11-25T08:27:39.028786] [INFO ] [CONFIGURE ] JOB ETA: 2.2h | Avg: 2.8s/test | Remaining: 2921 tests
[2025-11-25T08:27:39.028833] [INFO ] [CONFIGURE ] BKH: Testing feature 4/29: add_ema
[2025-11-25T08:27:39.028879] [INFO ] [CONFIGURE ] BKH: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_ema']
[2025-11-25T08:27:39.311273] [DEBUG] [FORECASTER] BKH: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T08:27:39.595548] [DEBUG] [FORECASTER] BKH: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T08:27:39.876639] [DEBUG] [FORECASTER] BKH: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T08:27:40.157686] [DEBUG] [FORECASTER] BKH: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T08:27:40.445224] [DEBUG] [FORECASTER] BKH: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T08:27:40.729003] [DEBUG] [FORECASTER] BKH: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T08:27:41.009083] [DEBUG] [FORECASTER] BKH: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T08:27:41.290264] [DEBUG] [FORECASTER] BKH: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T08:27:41.576899] [DEBUG] [FORECASTER] BKH: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T08:27:41.871433] [DEBUG] [FORECASTER] BKH: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T08:27:41.871660] [INFO ] [CONFIGURE ] BKH: DISCARDED add_ema (score: 70.00%)
[2025-11-25T08:27:41.871723] [INFO ] [CONFIGURE ] JOB ETA: 2.2h | Avg: 2.8s/test | Remaining: 2920 tests
[2025-11-25T08:27:41.871771] [INFO ] [CONFIGURE ] BKH: Testing feature 5/29: add_exhaustion_signals
[2025-11-25T08:27:41.871814] [INFO ] [CONFIGURE ] BKH: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals']
[2025-11-25T08:27:42.139737] [DEBUG] [FORECASTER] BKH: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T08:27:42.422317] [DEBUG] [FORECASTER] BKH: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T08:27:42.689761] [DEBUG] [FORECASTER] BKH: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T08:27:42.959325] [DEBUG] [FORECASTER] BKH: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T08:27:43.231104] [DEBUG] [FORECASTER] BKH: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T08:27:43.500963] [DEBUG] [FORECASTER] BKH: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T08:27:43.774385] [DEBUG] [FORECASTER] BKH: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T08:27:44.056467] [DEBUG] [FORECASTER] BKH: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T08:27:44.329536] [DEBUG] [FORECASTER] BKH: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T08:27:44.601368] [DEBUG] [FORECASTER] BKH: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T08:27:44.601542] [INFO ] [CONFIGURE ] BKH: DISCARDED add_exhaustion_signals (score: 70.00%)
[2025-11-25T08:27:44.601600] [INFO ] [CONFIGURE ] JOB ETA: 2.2h | Avg: 2.8s/test | Remaining: 2919 tests
[2025-11-25T08:27:44.601669] [INFO ] [CONFIGURE ] BKH: Testing feature 6/29: add_failed_moves
[2025-11-25T08:27:44.601717] [INFO ] [CONFIGURE ] BKH: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_failed_moves']
[2025-11-25T08:27:44.838763] [DEBUG] [FORECASTER] BKH: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T08:27:45.081675] [DEBUG] [FORECASTER] BKH: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T08:27:45.317736] [DEBUG] [FORECASTER] BKH: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T08:27:45.559943] [DEBUG] [FORECASTER] BKH: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T08:27:45.792662] [DEBUG] [FORECASTER] BKH: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T08:27:46.032771] [DEBUG] [FORECASTER] BKH: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T08:27:46.278581] [DEBUG] [FORECASTER] BKH: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T08:27:46.513256] [DEBUG] [FORECASTER] BKH: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T08:27:46.748517] [DEBUG] [FORECASTER] BKH: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T08:27:46.989881] [DEBUG] [FORECASTER] BKH: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T08:27:46.990072] [INFO ] [CONFIGURE ] BKH: DISCARDED add_failed_moves (score: 70.00%)
[2025-11-25T08:27:46.990130] [INFO ] [CONFIGURE ] JOB ETA: 2.2h | Avg: 2.8s/test | Remaining: 2918 tests
[2025-11-25T08:27:46.990179] [INFO ] [CONFIGURE ] BKH: Testing feature 7/29: add_lag_shelf
[2025-11-25T08:27:46.990224] [INFO ] [CONFIGURE ] BKH: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_lag_shelf']
[2025-11-25T08:27:47.225951] [DEBUG] [FORECASTER] BKH: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T08:27:47.467159] [DEBUG] [FORECASTER] BKH: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T08:27:47.711758] [DEBUG] [FORECASTER] BKH: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T08:27:47.949800] [DEBUG] [FORECASTER] BKH: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T08:27:48.200968] [DEBUG] [FORECASTER] BKH: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-25T08:27:48.446277] [DEBUG] [FORECASTER] BKH: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T08:27:48.691395] [DEBUG] [FORECASTER] BKH: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T08:27:48.948110] [DEBUG] [FORECASTER] BKH: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T08:27:49.202590] [DEBUG] [FORECASTER] BKH: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T08:27:49.450587] [DEBUG] [FORECASTER] BKH: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T08:27:49.450810] [INFO ] [CONFIGURE ] BKH: DISCARDED add_lag_shelf (score: 60.00%)
[2025-11-25T08:27:49.450871] [INFO ] [CONFIGURE ] JOB ETA: 2.2h | Avg: 2.8s/test | Remaining: 2917 tests
[2025-11-25T08:27:49.450920] [INFO ] [CONFIGURE ] BKH: Testing feature 8/29: add_macd
[2025-11-25T08:27:49.450966] [INFO ] [CONFIGURE ] BKH: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_vwap', 'add_macd']
[2025-11-25T08:27:49.794186] [DEBUG] [FORECASTER] BKH: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T08:27:50.120460] [DEBUG] [FORECASTER] BKH: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T08:27:50.440380] [DEBUG] [FORECASTER] BKH: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T08:27:50.773233] [DEBUG] [FORECASTER] BKH: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T08:27:51.103956] [DEBUG] [FORECASTER] BKH: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T08:27:51.435464] [DEBUG] [FORECASTER] BKH: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T08:27:51.761930] [DEBUG] [FORECASTER] BKH: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T08:27:52.105306] [DEBUG] [FORECASTER] BKH: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T08:27:52.482060] [DEBUG] [FORECASTER] BKH: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T08:27:52.852766] [DEBUG] [FORECASTER] BKH: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T08:27:52.853008] [INFO ] [CONFIGURE ] BKH: DISCARDED add_macd (score: 70.00%)
[2025-11-25T08:27:52.853074] [INFO ] [CONFIGURE ] JOB ETA: 2.2h | Avg: 2.8s/test | Remaining: 2916 tests
[2025-11-25T08:27:52.853126] [INFO ] [CONFIGURE ] BKH: Testing feature 9/29: add_mfi
[2025-11-25T08:27:52.853173] [INFO ] [CONFIGURE ] BKH: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_mfi']
[2025-11-25T08:27:53.108868] [DEBUG] [FORECASTER] BKH: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T08:27:53.370372] [DEBUG] [FORECASTER] BKH: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T08:27:53.655614] [DEBUG] [FORECASTER] BKH: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T08:27:53.932967] [DEBUG] [FORECASTER] BKH: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T08:27:54.198627] [DEBUG] [FORECASTER] BKH: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T08:27:54.486479] [DEBUG] [FORECASTER] BKH: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T08:27:54.764575] [DEBUG] [FORECASTER] BKH: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T08:27:55.039562] [DEBUG] [FORECASTER] BKH: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T08:27:55.326699] [DEBUG] [FORECASTER] BKH: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T08:27:55.606894] [DEBUG] [FORECASTER] BKH: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T08:27:55.607104] [INFO ] [CONFIGURE ] BKH: DISCARDED add_mfi (score: 70.00%)
[2025-11-25T08:27:55.607173] [INFO ] [CONFIGURE ] JOB ETA: 2.2h | Avg: 2.8s/test | Remaining: 2915 tests
[2025-11-25T08:27:55.607223] [INFO ] [CONFIGURE ] BKH: Testing feature 10/29: add_momentum_acceleration
[2025-11-25T08:27:55.607342] [INFO ] [CONFIGURE ] BKH: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-11-25T08:27:55.961520] [DEBUG] [FORECASTER] BKH: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T08:27:56.310231] [DEBUG] [FORECASTER] BKH: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T08:27:56.672479] [DEBUG] [FORECASTER] BKH: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T08:27:57.042763] [DEBUG] [FORECASTER] BKH: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T08:27:57.436433] [DEBUG] [FORECASTER] BKH: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-25T08:27:57.777604] [DEBUG] [FORECASTER] BKH: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T08:27:58.140723] [DEBUG] [FORECASTER] BKH: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T08:27:58.511423] [DEBUG] [FORECASTER] BKH: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T08:27:58.861383] [DEBUG] [FORECASTER] BKH: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T08:27:59.216136] [DEBUG] [FORECASTER] BKH: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T08:27:59.216359] [INFO ] [CONFIGURE ] BKH: KEPT add_momentum_acceleration (score: 80.00%)
[2025-11-25T08:27:59.216422] [INFO ] [CONFIGURE ] JOB ETA: 2.2h | Avg: 2.8s/test | Remaining: 2914 tests
[2025-11-25T08:27:59.216470] [INFO ] [CONFIGURE ] BKH: Testing feature 11/29: add_obv_daily
[2025-11-25T08:27:59.216515] [INFO ] [CONFIGURE ] BKH: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_obv_daily']
[2025-11-25T08:27:59.590286] [DEBUG] [FORECASTER] BKH: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T08:27:59.959275] [DEBUG] [FORECASTER] BKH: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T08:28:00.325458] [DEBUG] [FORECASTER] BKH: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T08:28:01.419483] [DEBUG] [FORECASTER] BKH: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T08:28:01.840982] [DEBUG] [FORECASTER] BKH: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-25T08:28:02.229506] [DEBUG] [FORECASTER] BKH: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T08:28:02.592451] [DEBUG] [FORECASTER] BKH: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T08:28:02.979791] [DEBUG] [FORECASTER] BKH: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T08:28:03.343072] [DEBUG] [FORECASTER] BKH: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T08:28:03.728559] [DEBUG] [FORECASTER] BKH: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T08:28:03.728884] [INFO ] [CONFIGURE ] BKH: DISCARDED add_obv_daily (score: 60.00%)
[2025-11-25T08:28:03.729034] [INFO ] [CONFIGURE ] JOB ETA: 2.2h | Avg: 2.8s/test | Remaining: 2913 tests
[2025-11-25T08:28:03.729100] [INFO ] [CONFIGURE ] BKH: Testing feature 12/29: add_obv_interval
[2025-11-25T08:28:03.729155] [INFO ] [CONFIGURE ] BKH: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_obv_interval']
[2025-11-25T08:28:04.077058] [DEBUG] [FORECASTER] BKH: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T08:28:04.437789] [DEBUG] [FORECASTER] BKH: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T08:28:04.916413] [DEBUG] [FORECASTER] BKH: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T08:28:05.357169] [DEBUG] [FORECASTER] BKH: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T08:28:05.745820] [DEBUG] [FORECASTER] BKH: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-25T08:28:06.087484] [DEBUG] [FORECASTER] BKH: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T08:28:06.429125] [DEBUG] [FORECASTER] BKH: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T08:28:06.770251] [DEBUG] [FORECASTER] BKH: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T08:28:07.114118] [DEBUG] [FORECASTER] BKH: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T08:28:07.463250] [DEBUG] [FORECASTER] BKH: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T08:28:07.463444] [INFO ] [CONFIGURE ] BKH: DISCARDED add_obv_interval (score: 70.00%)
[2025-11-25T08:28:07.463504] [INFO ] [CONFIGURE ] JOB ETA: 2.2h | Avg: 2.8s/test | Remaining: 2912 tests
[2025-11-25T08:28:07.463554] [INFO ] [CONFIGURE ] BKH: Testing feature 13/29: add_opening_strength
[2025-11-25T08:28:07.463600] [INFO ] [CONFIGURE ] BKH: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_daily_returns', 'add_opening_strength']
[2025-11-25T08:28:07.844282] [DEBUG] [FORECASTER] BKH: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T08:28:08.207240] [DEBUG] [FORECASTER] BKH: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T08:28:08.588196] [DEBUG] [FORECASTER] BKH: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T08:28:08.975192] [DEBUG] [FORECASTER] BKH: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T08:28:09.364942] [DEBUG] [FORECASTER] BKH: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-25T08:28:09.749620] [DEBUG] [FORECASTER] BKH: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T08:28:10.139381] [DEBUG] [FORECASTER] BKH: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T08:28:10.547712] [DEBUG] [FORECASTER] BKH: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T08:28:10.959713] [DEBUG] [FORECASTER] BKH: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T08:28:11.360136] [DEBUG] [FORECASTER] BKH: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T08:28:11.360315] [INFO ] [CONFIGURE ] BKH: DISCARDED add_opening_strength (score: 70.00%)
[2025-11-25T08:28:11.360375] [INFO ] [CONFIGURE ] JOB ETA: 2.2h | Avg: 2.8s/test | Remaining: 2911 tests
[2025-11-25T08:28:11.360423] [INFO ] [CONFIGURE ] BKH: Testing feature 14/29: add_order_flow_imbalance
[2025-11-25T08:28:11.360468] [INFO ] [CONFIGURE ] BKH: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_order_flow_imbalance']
[2025-11-25T08:28:11.738158] [DEBUG] [FORECASTER] BKH: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T08:28:12.138180] [DEBUG] [FORECASTER] BKH: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T08:28:12.538911] [DEBUG] [FORECASTER] BKH: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T08:28:12.945908] [DEBUG] [FORECASTER] BKH: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T08:28:13.342070] [DEBUG] [FORECASTER] BKH: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T08:28:13.740816] [DEBUG] [FORECASTER] BKH: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T08:28:14.144442] [DEBUG] [FORECASTER] BKH: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T08:28:14.549381] [DEBUG] [FORECASTER] BKH: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T08:28:14.960182] [DEBUG] [FORECASTER] BKH: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T08:28:15.369260] [DEBUG] [FORECASTER] BKH: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T08:28:15.369467] [INFO ] [CONFIGURE ] BKH: DISCARDED add_order_flow_imbalance (score: 80.00%)
[2025-11-25T08:28:15.369526] [INFO ] [CONFIGURE ] JOB ETA: 2.2h | Avg: 2.8s/test | Remaining: 2910 tests
[2025-11-25T08:28:15.369597] [INFO ] [CONFIGURE ] BKH: Testing feature 16/29: add_pbf_overnight_gap
[2025-11-25T08:28:15.369662] [INFO ] [CONFIGURE ] BKH: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_pbf_overnight_gap']
[2025-11-25T08:28:15.754707] [DEBUG] [FORECASTER] BKH: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T08:28:16.135118] [DEBUG] [FORECASTER] BKH: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T08:28:16.521442] [DEBUG] [FORECASTER] BKH: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T08:28:16.932608] [DEBUG] [FORECASTER] BKH: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T08:28:17.348452] [DEBUG] [FORECASTER] BKH: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-25T08:28:17.757511] [DEBUG] [FORECASTER] BKH: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T08:28:18.158058] [DEBUG] [FORECASTER] BKH: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T08:28:18.544616] [DEBUG] [FORECASTER] BKH: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T08:28:18.930785] [DEBUG] [FORECASTER] BKH: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T08:28:19.317109] [DEBUG] [FORECASTER] BKH: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T08:28:19.317305] [INFO ] [CONFIGURE ] BKH: DISCARDED add_pbf_overnight_gap (score: 60.00%)
[2025-11-25T08:28:19.317365] [INFO ] [CONFIGURE ] JOB ETA: 2.2h | Avg: 2.8s/test | Remaining: 2909 tests
[2025-11-25T08:28:19.317435] [INFO ] [CONFIGURE ] BKH: Testing feature 17/29: add_pbf_return_2d
[2025-11-25T08:28:19.317483] [INFO ] [CONFIGURE ] BKH: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_pbf_return_2d']
[2025-11-25T08:28:19.720403] [DEBUG] [FORECASTER] BKH: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T08:28:20.118679] [DEBUG] [FORECASTER] BKH: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T08:28:20.510273] [DEBUG] [FORECASTER] BKH: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T08:28:20.894082] [DEBUG] [FORECASTER] BKH: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T08:28:21.263067] [DEBUG] [FORECASTER] BKH: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T08:28:21.621449] [DEBUG] [FORECASTER] BKH: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T08:28:22.005032] [DEBUG] [FORECASTER] BKH: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T08:28:22.371783] [DEBUG] [FORECASTER] BKH: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T08:28:22.739042] [DEBUG] [FORECASTER] BKH: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T08:28:23.105240] [DEBUG] [FORECASTER] BKH: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T08:28:23.105430] [INFO ] [CONFIGURE ] BKH: DISCARDED add_pbf_return_2d (score: 80.00%)
[2025-11-25T08:28:23.105487] [INFO ] [CONFIGURE ] JOB ETA: 2.2h | Avg: 2.8s/test | Remaining: 2908 tests
[2025-11-25T08:28:23.105534] [INFO ] [CONFIGURE ] BKH: Testing feature 18/29: add_pbf_volatility_5d
[2025-11-25T08:28:23.105578] [INFO ] [CONFIGURE ] BKH: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_pbf_volatility_5d']
[2025-11-25T08:28:23.451841] [DEBUG] [FORECASTER] BKH: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T08:28:23.794616] [DEBUG] [FORECASTER] BKH: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T08:28:24.150127] [DEBUG] [FORECASTER] BKH: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T08:28:24.494145] [DEBUG] [FORECASTER] BKH: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T08:28:24.839133] [DEBUG] [FORECASTER] BKH: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-25T08:28:25.191702] [DEBUG] [FORECASTER] BKH: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T08:28:25.535049] [DEBUG] [FORECASTER] BKH: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T08:28:25.888997] [DEBUG] [FORECASTER] BKH: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T08:28:26.251834] [DEBUG] [FORECASTER] BKH: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T08:28:26.599578] [DEBUG] [FORECASTER] BKH: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T08:28:26.599797] [INFO ] [CONFIGURE ] BKH: DISCARDED add_pbf_volatility_5d (score: 70.00%)
[2025-11-25T08:28:26.599859] [INFO ] [CONFIGURE ] JOB ETA: 2.2h | Avg: 2.8s/test | Remaining: 2907 tests
[2025-11-25T08:28:26.599906] [INFO ] [CONFIGURE ] BKH: Testing feature 19/29: add_pbf_vs_sma_5
[2025-11-25T08:28:26.599964] [INFO ] [CONFIGURE ] BKH: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_pbf_vs_sma_5']
[2025-11-25T08:28:26.946958] [DEBUG] [FORECASTER] BKH: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T08:28:27.344011] [DEBUG] [FORECASTER] BKH: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T08:28:27.701962] [DEBUG] [FORECASTER] BKH: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T08:28:28.071171] [DEBUG] [FORECASTER] BKH: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T08:28:28.444702] [DEBUG] [FORECASTER] BKH: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-25T08:28:28.836268] [DEBUG] [FORECASTER] BKH: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T08:28:29.207007] [DEBUG] [FORECASTER] BKH: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T08:28:29.577429] [DEBUG] [FORECASTER] BKH: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T08:28:29.954290] [DEBUG] [FORECASTER] BKH: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T08:28:30.332730] [DEBUG] [FORECASTER] BKH: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T08:28:30.332926] [INFO ] [CONFIGURE ] BKH: DISCARDED add_pbf_vs_sma_5 (score: 70.00%)
[2025-11-25T08:28:30.332986] [INFO ] [CONFIGURE ] JOB ETA: 2.2h | Avg: 2.8s/test | Remaining: 2906 tests
[2025-11-25T08:28:30.333036] [INFO ] [CONFIGURE ] BKH: Testing feature 20/29: add_price_rejection
[2025-11-25T08:28:30.333085] [INFO ] [CONFIGURE ] BKH: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_price_rejection']
[2025-11-25T08:28:30.742522] [DEBUG] [FORECASTER] BKH: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T08:28:31.118812] [DEBUG] [FORECASTER] BKH: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T08:28:31.518863] [DEBUG] [FORECASTER] BKH: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T08:28:31.891282] [DEBUG] [FORECASTER] BKH: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T08:28:32.260045] [DEBUG] [FORECASTER] BKH: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T08:28:32.664183] [DEBUG] [FORECASTER] BKH: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T08:28:33.039690] [DEBUG] [FORECASTER] BKH: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T08:28:33.417697] [DEBUG] [FORECASTER] BKH: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T08:28:33.817459] [DEBUG] [FORECASTER] BKH: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T08:28:34.203372] [DEBUG] [FORECASTER] BKH: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T08:28:34.203607] [INFO ] [CONFIGURE ] BKH: DISCARDED add_price_rejection (score: 70.00%)
[2025-11-25T08:28:34.203714] [INFO ] [CONFIGURE ] JOB ETA: 2.2h | Avg: 2.8s/test | Remaining: 2905 tests
[2025-11-25T08:28:34.203768] [INFO ] [CONFIGURE ] BKH: Testing feature 21/29: add_range_position
[2025-11-25T08:28:34.203816] [INFO ] [CONFIGURE ] BKH: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_range_position']
[2025-11-25T08:28:34.596527] [DEBUG] [FORECASTER] BKH: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T08:28:34.986120] [DEBUG] [FORECASTER] BKH: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T08:28:35.376769] [DEBUG] [FORECASTER] BKH: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T08:28:35.797175] [DEBUG] [FORECASTER] BKH: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T08:28:36.184012] [DEBUG] [FORECASTER] BKH: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T08:28:36.593867] [DEBUG] [FORECASTER] BKH: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T08:28:36.972953] [DEBUG] [FORECASTER] BKH: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T08:28:37.355260] [DEBUG] [FORECASTER] BKH: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T08:28:37.732422] [DEBUG] [FORECASTER] BKH: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T08:28:38.104705] [DEBUG] [FORECASTER] BKH: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T08:28:38.104929] [INFO ] [CONFIGURE ] BKH: DISCARDED add_range_position (score: 70.00%)
[2025-11-25T08:28:38.105063] [INFO ] [CONFIGURE ] JOB ETA: 2.2h | Avg: 2.8s/test | Remaining: 2904 tests
[2025-11-25T08:28:38.105119] [INFO ] [CONFIGURE ] BKH: Testing feature 22/29: add_realized_volatility
[2025-11-25T08:28:38.105174] [INFO ] [CONFIGURE ] BKH: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_realized_volatility']
[2025-11-25T08:28:38.555840] [DEBUG] [FORECASTER] BKH: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T08:28:39.003607] [DEBUG] [FORECASTER] BKH: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T08:28:39.452084] [DEBUG] [FORECASTER] BKH: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T08:28:39.894459] [DEBUG] [FORECASTER] BKH: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T08:28:40.375665] [DEBUG] [FORECASTER] BKH: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T08:28:40.860444] [DEBUG] [FORECASTER] BKH: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T08:28:41.332762] [DEBUG] [FORECASTER] BKH: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T08:28:41.807910] [DEBUG] [FORECASTER] BKH: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T08:28:42.272293] [DEBUG] [FORECASTER] BKH: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T08:28:42.757321] [DEBUG] [FORECASTER] BKH: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T08:28:42.757516] [INFO ] [CONFIGURE ] BKH: KEPT add_realized_volatility (score: 90.00%)
[2025-11-25T08:28:42.757587] [INFO ] [CONFIGURE ] JOB ETA: 2.2h | Avg: 2.8s/test | Remaining: 2903 tests
[2025-11-25T08:28:42.757636] [INFO ] [CONFIGURE ] BKH: Testing feature 23/29: add_recent_range_context
[2025-11-25T08:28:42.757701] [INFO ] [CONFIGURE ] BKH: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_realized_volatility', 'add_recent_range_context']
[2025-11-25T08:28:43.251213] [DEBUG] [FORECASTER] BKH: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T08:28:43.723540] [DEBUG] [FORECASTER] BKH: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T08:28:44.194470] [DEBUG] [FORECASTER] BKH: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T08:28:44.668261] [DEBUG] [FORECASTER] BKH: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T08:28:45.175104] [DEBUG] [FORECASTER] BKH: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-25T08:28:45.669078] [DEBUG] [FORECASTER] BKH: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T08:28:46.148359] [DEBUG] [FORECASTER] BKH: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T08:28:46.620705] [DEBUG] [FORECASTER] BKH: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T08:28:47.091936] [DEBUG] [FORECASTER] BKH: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T08:28:47.578198] [DEBUG] [FORECASTER] BKH: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T08:28:47.578412] [INFO ] [CONFIGURE ] BKH: DISCARDED add_recent_range_context (score: 70.00%)
[2025-11-25T08:28:47.578471] [INFO ] [CONFIGURE ] JOB ETA: 2.2h | Avg: 2.8s/test | Remaining: 2902 tests
[2025-11-25T08:28:47.578518] [INFO ] [CONFIGURE ] BKH: Testing feature 24/29: add_rsi
[2025-11-25T08:28:47.578564] [INFO ] [CONFIGURE ] BKH: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_realized_volatility', 'add_ema', 'add_rsi']
[2025-11-25T08:28:48.107595] [DEBUG] [FORECASTER] BKH: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T08:28:48.647965] [DEBUG] [FORECASTER] BKH: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T08:28:49.213180] [DEBUG] [FORECASTER] BKH: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T08:28:49.757152] [DEBUG] [FORECASTER] BKH: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T08:28:50.297367] [DEBUG] [FORECASTER] BKH: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T08:28:50.843870] [DEBUG] [FORECASTER] BKH: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T08:28:51.382165] [DEBUG] [FORECASTER] BKH: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T08:28:51.933364] [DEBUG] [FORECASTER] BKH: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T08:28:52.483122] [DEBUG] [FORECASTER] BKH: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T08:28:53.018722] [DEBUG] [FORECASTER] BKH: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T08:28:53.018938] [INFO ] [CONFIGURE ] BKH: DISCARDED add_rsi (score: 80.00%)
[2025-11-25T08:28:53.018998] [INFO ] [CONFIGURE ] JOB ETA: 2.2h | Avg: 2.8s/test | Remaining: 2901 tests
[2025-11-25T08:28:53.019047] [INFO ] [CONFIGURE ] BKH: Testing feature 25/29: add_tick_distribution
[2025-11-25T08:28:53.019092] [INFO ] [CONFIGURE ] BKH: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_realized_volatility', 'add_tick_distribution']
[2025-11-25T08:28:53.511465] [DEBUG] [FORECASTER] BKH: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T08:28:54.028675] [DEBUG] [FORECASTER] BKH: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T08:28:54.498845] [DEBUG] [FORECASTER] BKH: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T08:28:54.995064] [DEBUG] [FORECASTER] BKH: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T08:28:55.498394] [DEBUG] [FORECASTER] BKH: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T08:28:56.029811] [DEBUG] [FORECASTER] BKH: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T08:28:56.552231] [DEBUG] [FORECASTER] BKH: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T08:28:57.065747] [DEBUG] [FORECASTER] BKH: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T08:28:57.588221] [DEBUG] [FORECASTER] BKH: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T08:28:58.085111] [DEBUG] [FORECASTER] BKH: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T08:28:58.085352] [INFO ] [CONFIGURE ] BKH: DISCARDED add_tick_distribution (score: 90.00%)
[2025-11-25T08:28:58.085416] [INFO ] [CONFIGURE ] JOB ETA: 2.2h | Avg: 2.8s/test | Remaining: 2900 tests
[2025-11-25T08:28:58.085467] [INFO ] [CONFIGURE ] BKH: Testing feature 26/29: add_volume_momentum_confirmation
[2025-11-25T08:28:58.085511] [INFO ] [CONFIGURE ] BKH: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_realized_volatility', 'add_volume_momentum_confirmation']
[2025-11-25T08:28:58.569974] [DEBUG] [FORECASTER] BKH: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T08:28:59.075476] [DEBUG] [FORECASTER] BKH: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T08:28:59.573485] [DEBUG] [FORECASTER] BKH: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T08:29:00.074161] [DEBUG] [FORECASTER] BKH: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T08:29:00.550577] [DEBUG] [FORECASTER] BKH: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T08:29:01.588305] [DEBUG] [FORECASTER] BKH: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T08:29:02.070289] [DEBUG] [FORECASTER] BKH: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T08:29:02.563418] [DEBUG] [FORECASTER] BKH: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T08:29:03.049575] [DEBUG] [FORECASTER] BKH: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T08:29:03.522475] [DEBUG] [FORECASTER] BKH: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T08:29:03.522712] [INFO ] [CONFIGURE ] BKH: DISCARDED add_volume_momentum_confirmation (score: 70.00%)
[2025-11-25T08:29:03.522782] [INFO ] [CONFIGURE ] JOB ETA: 2.2h | Avg: 2.8s/test | Remaining: 2899 tests
[2025-11-25T08:29:03.522833] [INFO ] [CONFIGURE ] BKH: Testing feature 27/29: add_volume_price_divergence
[2025-11-25T08:29:03.522881] [INFO ] [CONFIGURE ] BKH: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_realized_volatility', 'add_volume_price_divergence']
[2025-11-25T08:29:04.019920] [DEBUG] [FORECASTER] BKH: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T08:29:04.525148] [DEBUG] [FORECASTER] BKH: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T08:29:05.031887] [DEBUG] [FORECASTER] BKH: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T08:29:05.529535] [DEBUG] [FORECASTER] BKH: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T08:29:06.031704] [DEBUG] [FORECASTER] BKH: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T08:29:06.536525] [DEBUG] [FORECASTER] BKH: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T08:29:07.060674] [DEBUG] [FORECASTER] BKH: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T08:29:07.589900] [DEBUG] [FORECASTER] BKH: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T08:29:08.116008] [DEBUG] [FORECASTER] BKH: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T08:29:08.646479] [DEBUG] [FORECASTER] BKH: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T08:29:08.646693] [INFO ] [CONFIGURE ] BKH: DISCARDED add_volume_price_divergence (score: 80.00%)
[2025-11-25T08:29:08.646757] [INFO ] [CONFIGURE ] JOB ETA: 2.2h | Avg: 2.8s/test | Remaining: 2898 tests
[2025-11-25T08:29:08.646809] [INFO ] [CONFIGURE ] BKH: Testing feature 28/29: add_volume_profile
[2025-11-25T08:29:08.646856] [INFO ] [CONFIGURE ] BKH: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_realized_volatility', 'add_volume_profile']
[2025-11-25T08:29:09.134243] [DEBUG] [FORECASTER] BKH: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T08:29:09.648668] [DEBUG] [FORECASTER] BKH: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T08:29:10.173933] [DEBUG] [FORECASTER] BKH: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T08:29:10.672569] [DEBUG] [FORECASTER] BKH: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T08:29:11.171705] [DEBUG] [FORECASTER] BKH: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T08:29:11.681891] [DEBUG] [FORECASTER] BKH: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T08:29:12.220792] [DEBUG] [FORECASTER] BKH: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T08:29:12.818060] [DEBUG] [FORECASTER] BKH: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T08:29:13.487200] [DEBUG] [FORECASTER] BKH: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T08:29:14.004077] [DEBUG] [FORECASTER] BKH: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T08:29:14.004273] [INFO ] [CONFIGURE ] BKH: DISCARDED add_volume_profile (score: 80.00%)
[2025-11-25T08:29:14.004331] [INFO ] [CONFIGURE ] JOB ETA: 2.2h | Avg: 2.8s/test | Remaining: 2897 tests
[2025-11-25T08:29:14.004381] [INFO ] [CONFIGURE ] BKH: Testing feature 29/29: add_vwap
[2025-11-25T08:29:14.004426] [INFO ] [CONFIGURE ] BKH: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_realized_volatility', 'add_vwap']
[2025-11-25T08:29:14.527728] [DEBUG] [FORECASTER] BKH: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T08:29:15.046592] [DEBUG] [FORECASTER] BKH: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T08:29:15.576199] [DEBUG] [FORECASTER] BKH: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T08:29:16.107927] [DEBUG] [FORECASTER] BKH: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T08:29:16.641111] [DEBUG] [FORECASTER] BKH: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T08:29:17.161410] [DEBUG] [FORECASTER] BKH: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T08:29:17.678820] [DEBUG] [FORECASTER] BKH: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T08:29:18.201583] [DEBUG] [FORECASTER] BKH: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T08:29:18.716979] [DEBUG] [FORECASTER] BKH: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T08:29:19.242602] [DEBUG] [FORECASTER] BKH: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T08:29:19.242803] [INFO ] [CONFIGURE ] BKH: DISCARDED add_vwap (score: 80.00%)
[2025-11-25T08:29:19.242926] [INFO ] [CONFIGURE ] JOB ETA: 2.2h | Avg: 2.8s/test | Remaining: 2896 tests
[2025-11-25T08:29:19.242981] [INFO ] [CONFIGURE ] BKH: ===== FEATURE SELECTION COMPLETE =====
[2025-11-25T08:29:19.243028] [INFO ] [CONFIGURE ] BKH: Best accuracy: 90.00%
[2025-11-25T08:29:19.243084] [INFO ] [CONFIGURE ] BKH: Best feature set (5 features): ['add_bollinger_bands', 'add_cumulative_delta', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_realized_volatility']
[2025-11-25T08:29:19.243129] [INFO ] [CONFIGURE ] BKH: Improvement over baseline: 40.00%
[2025-11-25T08:29:19.243169] [INFO ] [CONFIGURE ] BKH: Total time: 1.8 minutes
[2025-11-25T08:29:19.243220] [INFO ] [CONFIGURE ] BKH: Average time per feature: 3.8 seconds
[2025-11-25T08:29:19.243260] [INFO ] [CONFIGURE ] BKH: Average speed: 0.27 features/sec
[2025-11-25T08:29:19.243626] [INFO ] [LOCAL     ] Saved configuration for BKH: 5 features, 90.00% accuracy -> ./output/feature-sets/BKH.json
[2025-11-25T08:29:19.243727] [INFO ] [CONFIGURE ] BKH: Configuration saved successfully: 5 features, 90.00% accuracy.
[2025-11-25T08:29:19.243782] [INFO ] [sig       ] [65/164] Successfully configured BKH | 0.01 sym/s | Total: 1.5h | ETA: 2.2h
[2025-11-25T08:29:19.243830] [INFO ] [sig       ] [66/164] Configuring BKSY...
[2025-11-25T08:29:19.243882] [INFO ] [CONFIGURE ] BKSY: Configurate test run.
[2025-11-25T08:29:19.243926] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BKSY' from 'https://tdm.silogroup.org/data/derivative_storage/BKSY.csv'.
[2025-11-25T08:29:19.255862] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'BKSY'.
[2025-11-25T08:29:19.256193] [INFO ] [CONFIGURE ] BKSY: Testing with 29 available features
[2025-11-25T08:29:19.256256] [INFO ] [CONFIGURE ] BKSY: Establishing baseline with no features...
[2025-11-25T08:29:19.446520] [DEBUG] [FORECASTER] BKSY: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0
[2025-11-25T08:29:19.633724] [DEBUG] [FORECASTER] BKSY: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0
[2025-11-25T08:29:19.821340] [DEBUG] [FORECASTER] BKSY: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T08:29:20.009785] [DEBUG] [FORECASTER] BKSY: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T08:29:20.199766] [DEBUG] [FORECASTER] BKSY: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T08:29:20.384707] [DEBUG] [FORECASTER] BKSY: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T08:29:20.574411] [DEBUG] [FORECASTER] BKSY: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T08:29:20.761063] [DEBUG] [FORECASTER] BKSY: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T08:29:20.946663] [DEBUG] [FORECASTER] BKSY: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T08:29:21.143071] [DEBUG] [FORECASTER] BKSY: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T08:29:21.143256] [INFO ] [CONFIGURE ] BKSY: Baseline score (no features): 40.00%
[2025-11-25T08:29:21.143311] [INFO ] [CONFIGURE ] BKSY: Testing feature 1/29: add_bollinger_bands
[2025-11-25T08:29:21.143351] [INFO ] [CONFIGURE ] BKSY: Testing with features: ['add_bollinger_bands']
[2025-11-25T08:29:21.372234] [DEBUG] [FORECASTER] BKSY: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0
[2025-11-25T08:29:21.598520] [DEBUG] [FORECASTER] BKSY: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0
[2025-11-25T08:29:21.819366] [DEBUG] [FORECASTER] BKSY: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T08:29:22.043627] [DEBUG] [FORECASTER] BKSY: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T08:29:22.278125] [DEBUG] [FORECASTER] BKSY: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T08:29:22.503357] [DEBUG] [FORECASTER] BKSY: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T08:29:22.736049] [DEBUG] [FORECASTER] BKSY: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T08:29:22.965962] [DEBUG] [FORECASTER] BKSY: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T08:29:23.193690] [DEBUG] [FORECASTER] BKSY: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T08:29:23.418040] [DEBUG] [FORECASTER] BKSY: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T08:29:23.418367] [INFO ] [CONFIGURE ] BKSY: DISCARDED add_bollinger_bands (score: 30.00%)
[2025-11-25T08:29:23.418477] [INFO ] [CONFIGURE ] JOB ETA: 2.2h | Avg: 2.8s/test | Remaining: 2895 tests
[2025-11-25T08:29:23.418574] [INFO ] [CONFIGURE ] BKSY: Testing feature 2/29: add_cumulative_delta
[2025-11-25T08:29:23.418689] [INFO ] [CONFIGURE ] BKSY: Testing with features: ['add_cumulative_delta']
[2025-11-25T08:29:23.645474] [DEBUG] [FORECASTER] BKSY: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0
[2025-11-25T08:29:23.865480] [DEBUG] [FORECASTER] BKSY: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0
[2025-11-25T08:29:24.081382] [DEBUG] [FORECASTER] BKSY: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T08:29:24.296674] [DEBUG] [FORECASTER] BKSY: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T08:29:24.515216] [DEBUG] [FORECASTER] BKSY: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T08:29:24.734026] [DEBUG] [FORECASTER] BKSY: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T08:29:24.942785] [DEBUG] [FORECASTER] BKSY: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T08:29:25.172306] [DEBUG] [FORECASTER] BKSY: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T08:29:25.408139] [DEBUG] [FORECASTER] BKSY: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T08:29:25.642852] [DEBUG] [FORECASTER] BKSY: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T08:29:25.643041] [INFO ] [CONFIGURE ] BKSY: DISCARDED add_cumulative_delta (score: 20.00%)
[2025-11-25T08:29:25.643090] [INFO ] [CONFIGURE ] JOB ETA: 2.2h | Avg: 2.8s/test | Remaining: 2894 tests
[2025-11-25T08:29:25.643129] [INFO ] [CONFIGURE ] BKSY: Testing feature 3/29: add_daily_returns
[2025-11-25T08:29:25.643164] [INFO ] [CONFIGURE ] BKSY: Testing with features: ['add_daily_returns']
[2025-11-25T08:29:25.846038] [DEBUG] [FORECASTER] BKSY: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0
[2025-11-25T08:29:26.047386] [DEBUG] [FORECASTER] BKSY: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0
[2025-11-25T08:29:26.248452] [DEBUG] [FORECASTER] BKSY: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T08:29:26.452042] [DEBUG] [FORECASTER] BKSY: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T08:29:26.655900] [DEBUG] [FORECASTER] BKSY: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T08:29:26.860790] [DEBUG] [FORECASTER] BKSY: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T08:29:27.049105] [DEBUG] [FORECASTER] BKSY: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T08:29:27.246983] [DEBUG] [FORECASTER] BKSY: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T08:29:27.434328] [DEBUG] [FORECASTER] BKSY: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T08:29:27.627132] [DEBUG] [FORECASTER] BKSY: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T08:29:27.627318] [INFO ] [CONFIGURE ] BKSY: DISCARDED add_daily_returns (score: 30.00%)
[2025-11-25T08:29:27.627369] [INFO ] [CONFIGURE ] JOB ETA: 2.2h | Avg: 2.8s/test | Remaining: 2893 tests
[2025-11-25T08:29:27.627410] [INFO ] [CONFIGURE ] BKSY: Testing feature 4/29: add_ema
[2025-11-25T08:29:27.627450] [INFO ] [CONFIGURE ] BKSY: Testing with features: ['add_ema']
[2025-11-25T08:29:27.850339] [DEBUG] [FORECASTER] BKSY: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0
[2025-11-25T08:29:28.071100] [DEBUG] [FORECASTER] BKSY: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0
[2025-11-25T08:29:28.295025] [DEBUG] [FORECASTER] BKSY: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T08:29:28.514854] [DEBUG] [FORECASTER] BKSY: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T08:29:28.735506] [DEBUG] [FORECASTER] BKSY: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T08:29:28.983636] [DEBUG] [FORECASTER] BKSY: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T08:29:29.212551] [DEBUG] [FORECASTER] BKSY: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T08:29:29.443090] [DEBUG] [FORECASTER] BKSY: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T08:29:29.672530] [DEBUG] [FORECASTER] BKSY: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T08:29:29.900793] [DEBUG] [FORECASTER] BKSY: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T08:29:29.900982] [INFO ] [CONFIGURE ] BKSY: DISCARDED add_ema (score: 40.00%)
[2025-11-25T08:29:29.901035] [INFO ] [CONFIGURE ] JOB ETA: 2.2h | Avg: 2.8s/test | Remaining: 2892 tests
[2025-11-25T08:29:29.901075] [INFO ] [CONFIGURE ] BKSY: Testing feature 5/29: add_exhaustion_signals
[2025-11-25T08:29:29.901140] [INFO ] [CONFIGURE ] BKSY: Testing with features: ['add_vwap', 'add_exhaustion_signals']
[2025-11-25T08:29:30.125420] [DEBUG] [FORECASTER] BKSY: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T08:29:30.359767] [DEBUG] [FORECASTER] BKSY: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T08:29:30.588264] [DEBUG] [FORECASTER] BKSY: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T08:29:30.818363] [DEBUG] [FORECASTER] BKSY: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T08:29:31.041279] [DEBUG] [FORECASTER] BKSY: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T08:29:31.286217] [DEBUG] [FORECASTER] BKSY: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T08:29:31.525138] [DEBUG] [FORECASTER] BKSY: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T08:29:31.766149] [DEBUG] [FORECASTER] BKSY: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T08:29:31.999835] [DEBUG] [FORECASTER] BKSY: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T08:29:32.238370] [DEBUG] [FORECASTER] BKSY: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T08:29:32.238554] [INFO ] [CONFIGURE ] BKSY: KEPT add_exhaustion_signals (score: 60.00%)
[2025-11-25T08:29:32.238612] [INFO ] [CONFIGURE ] JOB ETA: 2.2h | Avg: 2.8s/test | Remaining: 2891 tests
[2025-11-25T08:29:32.238676] [INFO ] [CONFIGURE ] BKSY: Testing feature 6/29: add_failed_moves
[2025-11-25T08:29:32.238724] [INFO ] [CONFIGURE ] BKSY: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_failed_moves']
[2025-11-25T08:29:32.473384] [DEBUG] [FORECASTER] BKSY: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T08:29:32.736021] [DEBUG] [FORECASTER] BKSY: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T08:29:33.023316] [DEBUG] [FORECASTER] BKSY: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T08:29:33.282717] [DEBUG] [FORECASTER] BKSY: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T08:29:33.538813] [DEBUG] [FORECASTER] BKSY: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T08:29:33.815015] [DEBUG] [FORECASTER] BKSY: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T08:29:34.080575] [DEBUG] [FORECASTER] BKSY: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T08:29:34.321811] [DEBUG] [FORECASTER] BKSY: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T08:29:34.565805] [DEBUG] [FORECASTER] BKSY: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T08:29:34.817364] [DEBUG] [FORECASTER] BKSY: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T08:29:34.817562] [INFO ] [CONFIGURE ] BKSY: DISCARDED add_failed_moves (score: 60.00%)
[2025-11-25T08:29:34.817624] [INFO ] [CONFIGURE ] JOB ETA: 2.2h | Avg: 2.8s/test | Remaining: 2890 tests
[2025-11-25T08:29:34.817697] [INFO ] [CONFIGURE ] BKSY: Testing feature 7/29: add_lag_shelf
[2025-11-25T08:29:34.817742] [INFO ] [CONFIGURE ] BKSY: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_lag_shelf']
[2025-11-25T08:29:35.045028] [DEBUG] [FORECASTER] BKSY: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T08:29:35.271898] [DEBUG] [FORECASTER] BKSY: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T08:29:35.498771] [DEBUG] [FORECASTER] BKSY: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T08:29:35.728237] [DEBUG] [FORECASTER] BKSY: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T08:29:35.969954] [DEBUG] [FORECASTER] BKSY: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T08:29:36.209560] [DEBUG] [FORECASTER] BKSY: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T08:29:36.438731] [DEBUG] [FORECASTER] BKSY: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T08:29:36.670930] [DEBUG] [FORECASTER] BKSY: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T08:29:36.902245] [DEBUG] [FORECASTER] BKSY: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T08:29:37.136143] [DEBUG] [FORECASTER] BKSY: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T08:29:37.136321] [INFO ] [CONFIGURE ] BKSY: KEPT add_lag_shelf (score: 70.00%)
[2025-11-25T08:29:37.136380] [INFO ] [CONFIGURE ] JOB ETA: 2.2h | Avg: 2.8s/test | Remaining: 2889 tests
[2025-11-25T08:29:37.136423] [INFO ] [CONFIGURE ] BKSY: Testing feature 8/29: add_macd
[2025-11-25T08:29:37.136469] [INFO ] [CONFIGURE ] BKSY: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_lag_shelf', 'add_macd']
[2025-11-25T08:29:37.467317] [DEBUG] [FORECASTER] BKSY: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T08:29:37.787017] [DEBUG] [FORECASTER] BKSY: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T08:29:38.106499] [DEBUG] [FORECASTER] BKSY: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T08:29:38.429162] [DEBUG] [FORECASTER] BKSY: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T08:29:38.758868] [DEBUG] [FORECASTER] BKSY: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T08:29:39.093502] [DEBUG] [FORECASTER] BKSY: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T08:29:39.429722] [DEBUG] [FORECASTER] BKSY: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T08:29:39.759190] [DEBUG] [FORECASTER] BKSY: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T08:29:40.087449] [DEBUG] [FORECASTER] BKSY: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T08:29:40.413658] [DEBUG] [FORECASTER] BKSY: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T08:29:40.413852] [INFO ] [CONFIGURE ] BKSY: DISCARDED add_macd (score: 50.00%)
[2025-11-25T08:29:40.413911] [INFO ] [CONFIGURE ] JOB ETA: 2.2h | Avg: 2.8s/test | Remaining: 2888 tests
[2025-11-25T08:29:40.413953] [INFO ] [CONFIGURE ] BKSY: Testing feature 9/29: add_mfi
[2025-11-25T08:29:40.413999] [INFO ] [CONFIGURE ] BKSY: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_lag_shelf', 'add_mfi']
[2025-11-25T08:29:40.687616] [DEBUG] [FORECASTER] BKSY: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T08:29:40.975205] [DEBUG] [FORECASTER] BKSY: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T08:29:41.247376] [DEBUG] [FORECASTER] BKSY: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T08:29:41.515898] [DEBUG] [FORECASTER] BKSY: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T08:29:41.791070] [DEBUG] [FORECASTER] BKSY: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T08:29:42.072774] [DEBUG] [FORECASTER] BKSY: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T08:29:42.359789] [DEBUG] [FORECASTER] BKSY: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T08:29:42.637971] [DEBUG] [FORECASTER] BKSY: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T08:29:42.921577] [DEBUG] [FORECASTER] BKSY: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T08:29:43.215493] [DEBUG] [FORECASTER] BKSY: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T08:29:43.215702] [INFO ] [CONFIGURE ] BKSY: DISCARDED add_mfi (score: 70.00%)
[2025-11-25T08:29:43.215765] [INFO ] [CONFIGURE ] JOB ETA: 2.2h | Avg: 2.8s/test | Remaining: 2887 tests
[2025-11-25T08:29:43.215810] [INFO ] [CONFIGURE ] BKSY: Testing feature 10/29: add_momentum_acceleration
[2025-11-25T08:29:43.215860] [INFO ] [CONFIGURE ] BKSY: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_lag_shelf', 'add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-11-25T08:29:43.566043] [DEBUG] [FORECASTER] BKSY: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T08:29:43.917373] [DEBUG] [FORECASTER] BKSY: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0
[2025-11-25T08:29:44.274779] [DEBUG] [FORECASTER] BKSY: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T08:29:44.620002] [DEBUG] [FORECASTER] BKSY: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T08:29:44.978625] [DEBUG] [FORECASTER] BKSY: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T08:29:45.332261] [DEBUG] [FORECASTER] BKSY: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T08:29:45.685347] [DEBUG] [FORECASTER] BKSY: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T08:29:46.034949] [DEBUG] [FORECASTER] BKSY: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T08:29:46.380494] [DEBUG] [FORECASTER] BKSY: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T08:29:46.742998] [DEBUG] [FORECASTER] BKSY: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T08:29:46.743191] [INFO ] [CONFIGURE ] BKSY: DISCARDED add_momentum_acceleration (score: 60.00%)
[2025-11-25T08:29:46.743251] [INFO ] [CONFIGURE ] JOB ETA: 2.2h | Avg: 2.8s/test | Remaining: 2886 tests
[2025-11-25T08:29:46.743321] [INFO ] [CONFIGURE ] BKSY: Testing feature 11/29: add_obv_daily
[2025-11-25T08:29:46.743381] [INFO ] [CONFIGURE ] BKSY: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_lag_shelf', 'add_obv_daily']
[2025-11-25T08:29:47.043153] [DEBUG] [FORECASTER] BKSY: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0
[2025-11-25T08:29:47.314560] [DEBUG] [FORECASTER] BKSY: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T08:29:47.583718] [DEBUG] [FORECASTER] BKSY: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T08:29:47.836840] [DEBUG] [FORECASTER] BKSY: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T08:29:48.091362] [DEBUG] [FORECASTER] BKSY: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T08:29:48.344719] [DEBUG] [FORECASTER] BKSY: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T08:29:48.598761] [DEBUG] [FORECASTER] BKSY: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T08:29:48.854171] [DEBUG] [FORECASTER] BKSY: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T08:29:49.112635] [DEBUG] [FORECASTER] BKSY: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T08:29:49.367442] [DEBUG] [FORECASTER] BKSY: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T08:29:49.367621] [INFO ] [CONFIGURE ] BKSY: DISCARDED add_obv_daily (score: 40.00%)
[2025-11-25T08:29:49.367709] [INFO ] [CONFIGURE ] JOB ETA: 2.2h | Avg: 2.8s/test | Remaining: 2885 tests
[2025-11-25T08:29:49.367760] [INFO ] [CONFIGURE ] BKSY: Testing feature 12/29: add_obv_interval
[2025-11-25T08:29:49.367802] [INFO ] [CONFIGURE ] BKSY: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_lag_shelf', 'add_obv_interval']
[2025-11-25T08:29:49.608086] [DEBUG] [FORECASTER] BKSY: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T08:29:49.851164] [DEBUG] [FORECASTER] BKSY: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T08:29:50.110346] [DEBUG] [FORECASTER] BKSY: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T08:29:50.355173] [DEBUG] [FORECASTER] BKSY: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T08:29:50.598576] [DEBUG] [FORECASTER] BKSY: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T08:29:50.845873] [DEBUG] [FORECASTER] BKSY: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T08:29:51.093576] [DEBUG] [FORECASTER] BKSY: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T08:29:51.340439] [DEBUG] [FORECASTER] BKSY: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T08:29:51.589495] [DEBUG] [FORECASTER] BKSY: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T08:29:51.835807] [DEBUG] [FORECASTER] BKSY: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T08:29:51.836006] [INFO ] [CONFIGURE ] BKSY: DISCARDED add_obv_interval (score: 50.00%)
[2025-11-25T08:29:51.836067] [INFO ] [CONFIGURE ] JOB ETA: 2.2h | Avg: 2.8s/test | Remaining: 2884 tests
[2025-11-25T08:29:51.836308] [INFO ] [CONFIGURE ] BKSY: Testing feature 13/29: add_opening_strength
[2025-11-25T08:29:51.836355] [INFO ] [CONFIGURE ] BKSY: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_lag_shelf', 'add_daily_returns', 'add_opening_strength']
[2025-11-25T08:29:52.109946] [DEBUG] [FORECASTER] BKSY: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T08:29:52.384982] [DEBUG] [FORECASTER] BKSY: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T08:29:52.670885] [DEBUG] [FORECASTER] BKSY: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T08:29:52.952260] [DEBUG] [FORECASTER] BKSY: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T08:29:53.266092] [DEBUG] [FORECASTER] BKSY: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T08:29:53.553771] [DEBUG] [FORECASTER] BKSY: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T08:29:53.844208] [DEBUG] [FORECASTER] BKSY: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T08:29:54.124289] [DEBUG] [FORECASTER] BKSY: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T08:29:54.403215] [DEBUG] [FORECASTER] BKSY: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T08:29:54.710124] [DEBUG] [FORECASTER] BKSY: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T08:29:54.710340] [INFO ] [CONFIGURE ] BKSY: DISCARDED add_opening_strength (score: 60.00%)
[2025-11-25T08:29:54.710401] [INFO ] [CONFIGURE ] JOB ETA: 2.2h | Avg: 2.8s/test | Remaining: 2883 tests
[2025-11-25T08:29:54.710452] [INFO ] [CONFIGURE ] BKSY: Testing feature 14/29: add_order_flow_imbalance
[2025-11-25T08:29:54.710506] [INFO ] [CONFIGURE ] BKSY: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_lag_shelf', 'add_order_flow_imbalance']
[2025-11-25T08:29:54.985336] [DEBUG] [FORECASTER] BKSY: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T08:29:55.263775] [DEBUG] [FORECASTER] BKSY: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T08:29:55.542777] [DEBUG] [FORECASTER] BKSY: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T08:29:55.816106] [DEBUG] [FORECASTER] BKSY: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T08:29:56.091473] [DEBUG] [FORECASTER] BKSY: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T08:29:56.368546] [DEBUG] [FORECASTER] BKSY: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T08:29:56.665400] [DEBUG] [FORECASTER] BKSY: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T08:29:56.956368] [DEBUG] [FORECASTER] BKSY: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T08:29:57.233060] [DEBUG] [FORECASTER] BKSY: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T08:29:57.492006] [DEBUG] [FORECASTER] BKSY: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T08:29:57.492183] [INFO ] [CONFIGURE ] BKSY: DISCARDED add_order_flow_imbalance (score: 50.00%)
[2025-11-25T08:29:57.492240] [INFO ] [CONFIGURE ] JOB ETA: 2.2h | Avg: 2.8s/test | Remaining: 2882 tests
[2025-11-25T08:29:57.492287] [INFO ] [CONFIGURE ] BKSY: Testing feature 15/29: add_pbf_morning_momentum
[2025-11-25T08:29:57.492328] [INFO ] [CONFIGURE ] BKSY: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_lag_shelf', 'add_pbf_morning_momentum']
[2025-11-25T08:29:57.728356] [DEBUG] [FORECASTER] BKSY: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T08:29:57.962592] [DEBUG] [FORECASTER] BKSY: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0
[2025-11-25T08:29:58.200881] [DEBUG] [FORECASTER] BKSY: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T08:29:58.436854] [DEBUG] [FORECASTER] BKSY: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T08:29:58.695813] [DEBUG] [FORECASTER] BKSY: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T08:29:58.945510] [DEBUG] [FORECASTER] BKSY: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T08:29:59.198747] [DEBUG] [FORECASTER] BKSY: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T08:29:59.452464] [DEBUG] [FORECASTER] BKSY: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T08:29:59.705598] [DEBUG] [FORECASTER] BKSY: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T08:29:59.988374] [DEBUG] [FORECASTER] BKSY: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T08:29:59.988603] [INFO ] [CONFIGURE ] BKSY: DISCARDED add_pbf_morning_momentum (score: 70.00%)
[2025-11-25T08:29:59.988715] [INFO ] [CONFIGURE ] JOB ETA: 2.2h | Avg: 2.8s/test | Remaining: 2881 tests
[2025-11-25T08:29:59.988773] [INFO ] [CONFIGURE ] BKSY: Testing feature 16/29: add_pbf_overnight_gap
[2025-11-25T08:29:59.988819] [INFO ] [CONFIGURE ] BKSY: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_lag_shelf', 'add_pbf_overnight_gap']
[2025-11-25T08:30:00.314147] [DEBUG] [FORECASTER] BKSY: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T08:30:00.627396] [DEBUG] [FORECASTER] BKSY: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T08:30:01.680542] [DEBUG] [FORECASTER] BKSY: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T08:30:01.970617] [DEBUG] [FORECASTER] BKSY: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T08:30:02.440369] [DEBUG] [FORECASTER] BKSY: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T08:30:02.710854] [DEBUG] [FORECASTER] BKSY: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T08:30:02.954137] [DEBUG] [FORECASTER] BKSY: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T08:30:03.207511] [DEBUG] [FORECASTER] BKSY: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T08:30:03.450298] [DEBUG] [FORECASTER] BKSY: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T08:30:03.698021] [DEBUG] [FORECASTER] BKSY: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T08:30:03.698220] [INFO ] [CONFIGURE ] BKSY: DISCARDED add_pbf_overnight_gap (score: 70.00%)
[2025-11-25T08:30:03.698295] [INFO ] [CONFIGURE ] JOB ETA: 2.2h | Avg: 2.8s/test | Remaining: 2880 tests
[2025-11-25T08:30:03.698358] [INFO ] [CONFIGURE ] BKSY: Testing feature 17/29: add_pbf_return_2d
[2025-11-25T08:30:03.698414] [INFO ] [CONFIGURE ] BKSY: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_lag_shelf', 'add_pbf_return_2d']
[2025-11-25T08:30:03.957751] [DEBUG] [FORECASTER] BKSY: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T08:30:04.229397] [DEBUG] [FORECASTER] BKSY: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T08:30:04.496844] [DEBUG] [FORECASTER] BKSY: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T08:30:04.757334] [DEBUG] [FORECASTER] BKSY: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T08:30:05.013165] [DEBUG] [FORECASTER] BKSY: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T08:30:05.283168] [DEBUG] [FORECASTER] BKSY: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T08:30:05.548456] [DEBUG] [FORECASTER] BKSY: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T08:30:05.807145] [DEBUG] [FORECASTER] BKSY: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T08:30:06.068933] [DEBUG] [FORECASTER] BKSY: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T08:30:06.336922] [DEBUG] [FORECASTER] BKSY: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T08:30:06.337175] [INFO ] [CONFIGURE ] BKSY: DISCARDED add_pbf_return_2d (score: 60.00%)
[2025-11-25T08:30:06.337241] [INFO ] [CONFIGURE ] JOB ETA: 2.2h | Avg: 2.8s/test | Remaining: 2879 tests
[2025-11-25T08:30:06.337293] [INFO ] [CONFIGURE ] BKSY: Testing feature 18/29: add_pbf_volatility_5d
[2025-11-25T08:30:06.337341] [INFO ] [CONFIGURE ] BKSY: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_lag_shelf', 'add_pbf_volatility_5d']
[2025-11-25T08:30:06.587874] [DEBUG] [FORECASTER] BKSY: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T08:30:06.836501] [DEBUG] [FORECASTER] BKSY: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T08:30:07.077872] [DEBUG] [FORECASTER] BKSY: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T08:30:07.344386] [DEBUG] [FORECASTER] BKSY: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T08:30:07.588623] [DEBUG] [FORECASTER] BKSY: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T08:30:07.836336] [DEBUG] [FORECASTER] BKSY: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T08:30:08.084417] [DEBUG] [FORECASTER] BKSY: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T08:30:08.315735] [DEBUG] [FORECASTER] BKSY: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T08:30:08.543904] [DEBUG] [FORECASTER] BKSY: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T08:30:08.791746] [DEBUG] [FORECASTER] BKSY: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T08:30:08.791942] [INFO ] [CONFIGURE ] BKSY: DISCARDED add_pbf_volatility_5d (score: 50.00%)
[2025-11-25T08:30:08.792004] [INFO ] [CONFIGURE ] JOB ETA: 2.2h | Avg: 2.8s/test | Remaining: 2878 tests
[2025-11-25T08:30:08.792057] [INFO ] [CONFIGURE ] BKSY: Testing feature 19/29: add_pbf_vs_sma_5
[2025-11-25T08:30:08.792105] [INFO ] [CONFIGURE ] BKSY: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_lag_shelf', 'add_pbf_vs_sma_5']
[2025-11-25T08:30:09.005222] [DEBUG] [FORECASTER] BKSY: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T08:30:09.218848] [DEBUG] [FORECASTER] BKSY: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T08:30:09.437870] [DEBUG] [FORECASTER] BKSY: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T08:30:09.658447] [DEBUG] [FORECASTER] BKSY: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T08:30:09.881101] [DEBUG] [FORECASTER] BKSY: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T08:30:10.104901] [DEBUG] [FORECASTER] BKSY: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T08:30:10.329489] [DEBUG] [FORECASTER] BKSY: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T08:30:10.556139] [DEBUG] [FORECASTER] BKSY: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T08:30:10.788046] [DEBUG] [FORECASTER] BKSY: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T08:30:11.018786] [DEBUG] [FORECASTER] BKSY: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T08:30:11.019026] [INFO ] [CONFIGURE ] BKSY: DISCARDED add_pbf_vs_sma_5 (score: 70.00%)
[2025-11-25T08:30:11.019090] [INFO ] [CONFIGURE ] JOB ETA: 2.2h | Avg: 2.8s/test | Remaining: 2877 tests
[2025-11-25T08:30:11.019139] [INFO ] [CONFIGURE ] BKSY: Testing feature 20/29: add_price_rejection
[2025-11-25T08:30:11.019187] [INFO ] [CONFIGURE ] BKSY: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_lag_shelf', 'add_price_rejection']
[2025-11-25T08:30:11.273835] [DEBUG] [FORECASTER] BKSY: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T08:30:11.526739] [DEBUG] [FORECASTER] BKSY: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0
[2025-11-25T08:30:11.776934] [DEBUG] [FORECASTER] BKSY: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T08:30:12.032202] [DEBUG] [FORECASTER] BKSY: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T08:30:12.290973] [DEBUG] [FORECASTER] BKSY: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T08:30:12.575928] [DEBUG] [FORECASTER] BKSY: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T08:30:12.852212] [DEBUG] [FORECASTER] BKSY: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T08:30:13.138076] [DEBUG] [FORECASTER] BKSY: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T08:30:13.423373] [DEBUG] [FORECASTER] BKSY: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T08:30:13.707184] [DEBUG] [FORECASTER] BKSY: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T08:30:13.707369] [INFO ] [CONFIGURE ] BKSY: DISCARDED add_price_rejection (score: 60.00%)
[2025-11-25T08:30:13.707430] [INFO ] [CONFIGURE ] JOB ETA: 2.2h | Avg: 2.8s/test | Remaining: 2876 tests
[2025-11-25T08:30:13.707480] [INFO ] [CONFIGURE ] BKSY: Testing feature 21/29: add_range_position
[2025-11-25T08:30:13.707526] [INFO ] [CONFIGURE ] BKSY: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_lag_shelf', 'add_range_position']
[2025-11-25T08:30:13.990878] [DEBUG] [FORECASTER] BKSY: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T08:30:14.277190] [DEBUG] [FORECASTER] BKSY: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0
[2025-11-25T08:30:14.562871] [DEBUG] [FORECASTER] BKSY: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T08:30:14.852557] [DEBUG] [FORECASTER] BKSY: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T08:30:15.150094] [DEBUG] [FORECASTER] BKSY: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T08:30:15.442093] [DEBUG] [FORECASTER] BKSY: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T08:30:15.737693] [DEBUG] [FORECASTER] BKSY: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T08:30:16.027474] [DEBUG] [FORECASTER] BKSY: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T08:30:16.312725] [DEBUG] [FORECASTER] BKSY: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T08:30:16.605760] [DEBUG] [FORECASTER] BKSY: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T08:30:16.605941] [INFO ] [CONFIGURE ] BKSY: DISCARDED add_range_position (score: 70.00%)
[2025-11-25T08:30:16.606000] [INFO ] [CONFIGURE ] JOB ETA: 2.2h | Avg: 2.8s/test | Remaining: 2875 tests
[2025-11-25T08:30:16.606049] [INFO ] [CONFIGURE ] BKSY: Testing feature 22/29: add_realized_volatility
[2025-11-25T08:30:16.606091] [INFO ] [CONFIGURE ] BKSY: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_lag_shelf', 'add_realized_volatility']
[2025-11-25T08:30:16.987167] [DEBUG] [FORECASTER] BKSY: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0
[2025-11-25T08:30:17.378038] [DEBUG] [FORECASTER] BKSY: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T08:30:17.758449] [DEBUG] [FORECASTER] BKSY: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T08:30:18.141674] [DEBUG] [FORECASTER] BKSY: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T08:30:18.519097] [DEBUG] [FORECASTER] BKSY: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T08:30:18.918797] [DEBUG] [FORECASTER] BKSY: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T08:30:19.300165] [DEBUG] [FORECASTER] BKSY: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T08:30:19.688316] [DEBUG] [FORECASTER] BKSY: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T08:30:20.072542] [DEBUG] [FORECASTER] BKSY: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T08:30:20.452944] [DEBUG] [FORECASTER] BKSY: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T08:30:20.453146] [INFO ] [CONFIGURE ] BKSY: DISCARDED add_realized_volatility (score: 50.00%)
[2025-11-25T08:30:20.453205] [INFO ] [CONFIGURE ] JOB ETA: 2.2h | Avg: 2.8s/test | Remaining: 2874 tests
[2025-11-25T08:30:20.453252] [INFO ] [CONFIGURE ] BKSY: Testing feature 23/29: add_recent_range_context
[2025-11-25T08:30:20.453298] [INFO ] [CONFIGURE ] BKSY: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_lag_shelf', 'add_recent_range_context']
[2025-11-25T08:30:20.731808] [DEBUG] [FORECASTER] BKSY: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T08:30:21.011426] [DEBUG] [FORECASTER] BKSY: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T08:30:21.289387] [DEBUG] [FORECASTER] BKSY: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T08:30:21.574743] [DEBUG] [FORECASTER] BKSY: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T08:30:21.861598] [DEBUG] [FORECASTER] BKSY: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T08:30:22.146211] [DEBUG] [FORECASTER] BKSY: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T08:30:22.428805] [DEBUG] [FORECASTER] BKSY: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T08:30:22.713742] [DEBUG] [FORECASTER] BKSY: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T08:30:22.997234] [DEBUG] [FORECASTER] BKSY: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T08:30:23.282520] [DEBUG] [FORECASTER] BKSY: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T08:30:23.282722] [INFO ] [CONFIGURE ] BKSY: DISCARDED add_recent_range_context (score: 60.00%)
[2025-11-25T08:30:23.282789] [INFO ] [CONFIGURE ] JOB ETA: 2.2h | Avg: 2.8s/test | Remaining: 2873 tests
[2025-11-25T08:30:23.282840] [INFO ] [CONFIGURE ] BKSY: Testing feature 24/29: add_rsi
[2025-11-25T08:30:23.282885] [INFO ] [CONFIGURE ] BKSY: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_lag_shelf', 'add_ema', 'add_rsi']
[2025-11-25T08:30:23.596811] [DEBUG] [FORECASTER] BKSY: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T08:30:23.903010] [DEBUG] [FORECASTER] BKSY: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T08:30:24.222370] [DEBUG] [FORECASTER] BKSY: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T08:30:24.533825] [DEBUG] [FORECASTER] BKSY: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T08:30:24.839404] [DEBUG] [FORECASTER] BKSY: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T08:30:25.130920] [DEBUG] [FORECASTER] BKSY: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T08:30:25.426770] [DEBUG] [FORECASTER] BKSY: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T08:30:25.736072] [DEBUG] [FORECASTER] BKSY: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T08:30:26.034628] [DEBUG] [FORECASTER] BKSY: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T08:30:26.332894] [DEBUG] [FORECASTER] BKSY: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T08:30:26.333087] [INFO ] [CONFIGURE ] BKSY: DISCARDED add_rsi (score: 50.00%)
[2025-11-25T08:30:26.333147] [INFO ] [CONFIGURE ] JOB ETA: 2.2h | Avg: 2.8s/test | Remaining: 2872 tests
[2025-11-25T08:30:26.333197] [INFO ] [CONFIGURE ] BKSY: Testing feature 25/29: add_tick_distribution
[2025-11-25T08:30:26.333241] [INFO ] [CONFIGURE ] BKSY: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_lag_shelf', 'add_tick_distribution']
[2025-11-25T08:30:26.596108] [DEBUG] [FORECASTER] BKSY: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T08:30:26.837898] [DEBUG] [FORECASTER] BKSY: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T08:30:27.071450] [DEBUG] [FORECASTER] BKSY: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T08:30:27.321246] [DEBUG] [FORECASTER] BKSY: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T08:30:27.578246] [DEBUG] [FORECASTER] BKSY: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T08:30:27.811966] [DEBUG] [FORECASTER] BKSY: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T08:30:28.043901] [DEBUG] [FORECASTER] BKSY: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T08:30:28.277019] [DEBUG] [FORECASTER] BKSY: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T08:30:28.513308] [DEBUG] [FORECASTER] BKSY: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T08:30:28.750213] [DEBUG] [FORECASTER] BKSY: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T08:30:28.750395] [INFO ] [CONFIGURE ] BKSY: DISCARDED add_tick_distribution (score: 60.00%)
[2025-11-25T08:30:28.750452] [INFO ] [CONFIGURE ] JOB ETA: 2.2h | Avg: 2.8s/test | Remaining: 2871 tests
[2025-11-25T08:30:28.750500] [INFO ] [CONFIGURE ] BKSY: Testing feature 26/29: add_volume_momentum_confirmation
[2025-11-25T08:30:28.750542] [INFO ] [CONFIGURE ] BKSY: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_lag_shelf', 'add_volume_momentum_confirmation']
[2025-11-25T08:30:29.015855] [DEBUG] [FORECASTER] BKSY: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T08:30:29.286141] [DEBUG] [FORECASTER] BKSY: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T08:30:29.553171] [DEBUG] [FORECASTER] BKSY: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T08:30:29.800137] [DEBUG] [FORECASTER] BKSY: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T08:30:30.043119] [DEBUG] [FORECASTER] BKSY: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T08:30:30.287513] [DEBUG] [FORECASTER] BKSY: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T08:30:30.537824] [DEBUG] [FORECASTER] BKSY: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T08:30:30.784776] [DEBUG] [FORECASTER] BKSY: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T08:30:31.053913] [DEBUG] [FORECASTER] BKSY: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T08:30:31.325523] [DEBUG] [FORECASTER] BKSY: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T08:30:31.325718] [INFO ] [CONFIGURE ] BKSY: DISCARDED add_volume_momentum_confirmation (score: 70.00%)
[2025-11-25T08:30:31.325777] [INFO ] [CONFIGURE ] JOB ETA: 2.2h | Avg: 2.8s/test | Remaining: 2870 tests
[2025-11-25T08:30:31.325824] [INFO ] [CONFIGURE ] BKSY: Testing feature 27/29: add_volume_price_divergence
[2025-11-25T08:30:31.325867] [INFO ] [CONFIGURE ] BKSY: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_lag_shelf', 'add_volume_price_divergence']
[2025-11-25T08:30:31.583472] [DEBUG] [FORECASTER] BKSY: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T08:30:31.851097] [DEBUG] [FORECASTER] BKSY: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T08:30:32.128927] [DEBUG] [FORECASTER] BKSY: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T08:30:32.408879] [DEBUG] [FORECASTER] BKSY: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T08:30:32.678844] [DEBUG] [FORECASTER] BKSY: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T08:30:32.949558] [DEBUG] [FORECASTER] BKSY: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T08:30:33.212311] [DEBUG] [FORECASTER] BKSY: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T08:30:33.475515] [DEBUG] [FORECASTER] BKSY: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T08:30:33.744268] [DEBUG] [FORECASTER] BKSY: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T08:30:34.017121] [DEBUG] [FORECASTER] BKSY: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T08:30:34.017378] [INFO ] [CONFIGURE ] BKSY: DISCARDED add_volume_price_divergence (score: 70.00%)
[2025-11-25T08:30:34.017440] [INFO ] [CONFIGURE ] JOB ETA: 2.2h | Avg: 2.8s/test | Remaining: 2869 tests
[2025-11-25T08:30:34.017488] [INFO ] [CONFIGURE ] BKSY: Testing feature 28/29: add_volume_profile
[2025-11-25T08:30:34.017533] [INFO ] [CONFIGURE ] BKSY: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_lag_shelf', 'add_volume_profile']
[2025-11-25T08:30:34.260007] [DEBUG] [FORECASTER] BKSY: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T08:30:34.499335] [DEBUG] [FORECASTER] BKSY: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T08:30:34.739470] [DEBUG] [FORECASTER] BKSY: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T08:30:34.979732] [DEBUG] [FORECASTER] BKSY: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T08:30:35.223305] [DEBUG] [FORECASTER] BKSY: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T08:30:35.463189] [DEBUG] [FORECASTER] BKSY: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T08:30:35.704487] [DEBUG] [FORECASTER] BKSY: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T08:30:35.942663] [DEBUG] [FORECASTER] BKSY: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T08:30:36.185033] [DEBUG] [FORECASTER] BKSY: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T08:30:36.430247] [DEBUG] [FORECASTER] BKSY: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T08:30:36.430419] [INFO ] [CONFIGURE ] BKSY: DISCARDED add_volume_profile (score: 70.00%)
[2025-11-25T08:30:36.430477] [INFO ] [CONFIGURE ] JOB ETA: 2.2h | Avg: 2.8s/test | Remaining: 2868 tests
[2025-11-25T08:30:36.430526] [INFO ] [CONFIGURE ] BKSY: ===== FEATURE SELECTION COMPLETE =====
[2025-11-25T08:30:36.430568] [INFO ] [CONFIGURE ] BKSY: Best accuracy: 70.00%
[2025-11-25T08:30:36.430610] [INFO ] [CONFIGURE ] BKSY: Best feature set (3 features): ['add_vwap', 'add_exhaustion_signals', 'add_lag_shelf']
[2025-11-25T08:30:36.430670] [INFO ] [CONFIGURE ] BKSY: Improvement over baseline: 30.00%
[2025-11-25T08:30:36.430711] [INFO ] [CONFIGURE ] BKSY: Total time: 1.3 minutes
[2025-11-25T08:30:36.430750] [INFO ] [CONFIGURE ] BKSY: Average time per feature: 2.7 seconds
[2025-11-25T08:30:36.430788] [INFO ] [CONFIGURE ] BKSY: Average speed: 0.39 features/sec
[2025-11-25T08:30:36.431207] [INFO ] [LOCAL     ] Saved configuration for BKSY: 3 features, 70.00% accuracy -> ./output/feature-sets/BKSY.json
[2025-11-25T08:30:36.431266] [INFO ] [CONFIGURE ] BKSY: Configuration saved successfully: 3 features, 70.00% accuracy.
[2025-11-25T08:30:36.431315] [INFO ] [sig       ] [66/164] Successfully configured BKSY | 0.01 sym/s | Total: 1.5h | ETA: 2.2h
[2025-11-25T08:30:36.431359] [INFO ] [sig       ] [67/164] Configuring BLCO...
[2025-11-25T08:30:36.431399] [INFO ] [CONFIGURE ] BLCO: Configurate test run.
[2025-11-25T08:30:36.431438] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BLCO' from 'https://tdm.silogroup.org/data/derivative_storage/BLCO.csv'.
[2025-11-25T08:30:36.443890] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'BLCO'.
[2025-11-25T08:30:36.444247] [INFO ] [CONFIGURE ] BLCO: Testing with 29 available features
[2025-11-25T08:30:36.444311] [INFO ] [CONFIGURE ] BLCO: Establishing baseline with no features...
[2025-11-25T08:30:36.618937] [DEBUG] [FORECASTER] BLCO: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T08:30:36.789240] [DEBUG] [FORECASTER] BLCO: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T08:30:36.959029] [DEBUG] [FORECASTER] BLCO: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T08:30:37.134873] [DEBUG] [FORECASTER] BLCO: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T08:30:37.314623] [DEBUG] [FORECASTER] BLCO: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T08:30:37.488529] [DEBUG] [FORECASTER] BLCO: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T08:30:37.668159] [DEBUG] [FORECASTER] BLCO: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T08:30:37.846780] [DEBUG] [FORECASTER] BLCO: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T08:30:38.022059] [DEBUG] [FORECASTER] BLCO: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-25T08:30:38.196912] [DEBUG] [FORECASTER] BLCO: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T08:30:38.197070] [INFO ] [CONFIGURE ] BLCO: Baseline score (no features): 60.00%
[2025-11-25T08:30:38.197140] [INFO ] [CONFIGURE ] BLCO: Testing feature 1/29: add_bollinger_bands
[2025-11-25T08:30:38.197180] [INFO ] [CONFIGURE ] BLCO: Testing with features: ['add_bollinger_bands']
[2025-11-25T08:30:38.406505] [DEBUG] [FORECASTER] BLCO: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T08:30:38.617721] [DEBUG] [FORECASTER] BLCO: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T08:30:38.827341] [DEBUG] [FORECASTER] BLCO: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T08:30:39.035278] [DEBUG] [FORECASTER] BLCO: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T08:30:39.247116] [DEBUG] [FORECASTER] BLCO: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T08:30:39.457116] [DEBUG] [FORECASTER] BLCO: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T08:30:39.673385] [DEBUG] [FORECASTER] BLCO: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T08:30:39.886018] [DEBUG] [FORECASTER] BLCO: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T08:30:40.101150] [DEBUG] [FORECASTER] BLCO: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-25T08:30:40.316275] [DEBUG] [FORECASTER] BLCO: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T08:30:40.316457] [INFO ] [CONFIGURE ] BLCO: DISCARDED add_bollinger_bands (score: 50.00%)
[2025-11-25T08:30:40.316506] [INFO ] [CONFIGURE ] JOB ETA: 2.2h | Avg: 2.8s/test | Remaining: 2867 tests
[2025-11-25T08:30:40.316544] [INFO ] [CONFIGURE ] BLCO: Testing feature 2/29: add_cumulative_delta
[2025-11-25T08:30:40.316580] [INFO ] [CONFIGURE ] BLCO: Testing with features: ['add_cumulative_delta']
[2025-11-25T08:30:40.537618] [DEBUG] [FORECASTER] BLCO: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T08:30:40.747276] [DEBUG] [FORECASTER] BLCO: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T08:30:40.958899] [DEBUG] [FORECASTER] BLCO: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T08:30:41.172033] [DEBUG] [FORECASTER] BLCO: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T08:30:41.389310] [DEBUG] [FORECASTER] BLCO: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T08:30:41.601577] [DEBUG] [FORECASTER] BLCO: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T08:30:41.815438] [DEBUG] [FORECASTER] BLCO: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T08:30:42.032852] [DEBUG] [FORECASTER] BLCO: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T08:30:42.248175] [DEBUG] [FORECASTER] BLCO: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-25T08:30:42.463737] [DEBUG] [FORECASTER] BLCO: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T08:30:42.463937] [INFO ] [CONFIGURE ] BLCO: DISCARDED add_cumulative_delta (score: 50.00%)
[2025-11-25T08:30:42.463987] [INFO ] [CONFIGURE ] JOB ETA: 2.2h | Avg: 2.8s/test | Remaining: 2866 tests
[2025-11-25T08:30:42.464025] [INFO ] [CONFIGURE ] BLCO: Testing feature 3/29: add_daily_returns
[2025-11-25T08:30:42.464060] [INFO ] [CONFIGURE ] BLCO: Testing with features: ['add_daily_returns']
[2025-11-25T08:30:42.652270] [DEBUG] [FORECASTER] BLCO: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T08:30:42.835434] [DEBUG] [FORECASTER] BLCO: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T08:30:43.019755] [DEBUG] [FORECASTER] BLCO: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T08:30:43.209877] [DEBUG] [FORECASTER] BLCO: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T08:30:43.394988] [DEBUG] [FORECASTER] BLCO: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T08:30:43.579536] [DEBUG] [FORECASTER] BLCO: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T08:30:43.766656] [DEBUG] [FORECASTER] BLCO: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T08:30:43.955523] [DEBUG] [FORECASTER] BLCO: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T08:30:44.181540] [DEBUG] [FORECASTER] BLCO: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-25T08:30:44.376494] [DEBUG] [FORECASTER] BLCO: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T08:30:44.376720] [INFO ] [CONFIGURE ] BLCO: DISCARDED add_daily_returns (score: 40.00%)
[2025-11-25T08:30:44.376805] [INFO ] [CONFIGURE ] JOB ETA: 2.2h | Avg: 2.8s/test | Remaining: 2865 tests
[2025-11-25T08:30:44.376859] [INFO ] [CONFIGURE ] BLCO: Testing feature 4/29: add_ema
[2025-11-25T08:30:44.376909] [INFO ] [CONFIGURE ] BLCO: Testing with features: ['add_ema']
[2025-11-25T08:30:44.608534] [DEBUG] [FORECASTER] BLCO: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T08:30:44.826988] [DEBUG] [FORECASTER] BLCO: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T08:30:45.047933] [DEBUG] [FORECASTER] BLCO: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T08:30:45.267878] [DEBUG] [FORECASTER] BLCO: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T08:30:45.492308] [DEBUG] [FORECASTER] BLCO: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T08:30:45.718377] [DEBUG] [FORECASTER] BLCO: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T08:30:45.943974] [DEBUG] [FORECASTER] BLCO: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T08:30:46.167782] [DEBUG] [FORECASTER] BLCO: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-25T08:30:46.393316] [DEBUG] [FORECASTER] BLCO: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-25T08:30:46.621636] [DEBUG] [FORECASTER] BLCO: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T08:30:46.621836] [INFO ] [CONFIGURE ] BLCO: DISCARDED add_ema (score: 40.00%)
[2025-11-25T08:30:46.621885] [INFO ] [CONFIGURE ] JOB ETA: 2.2h | Avg: 2.8s/test | Remaining: 2864 tests
[2025-11-25T08:30:46.621925] [INFO ] [CONFIGURE ] BLCO: Testing feature 5/29: add_exhaustion_signals
[2025-11-25T08:30:46.621962] [INFO ] [CONFIGURE ] BLCO: Testing with features: ['add_vwap', 'add_exhaustion_signals']
[2025-11-25T08:30:46.837060] [DEBUG] [FORECASTER] BLCO: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T08:30:47.052582] [DEBUG] [FORECASTER] BLCO: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T08:30:47.281400] [DEBUG] [FORECASTER] BLCO: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T08:30:47.500694] [DEBUG] [FORECASTER] BLCO: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T08:30:47.720989] [DEBUG] [FORECASTER] BLCO: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T08:30:47.944292] [DEBUG] [FORECASTER] BLCO: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T08:30:48.168498] [DEBUG] [FORECASTER] BLCO: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T08:30:48.388400] [DEBUG] [FORECASTER] BLCO: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-25T08:30:48.616475] [DEBUG] [FORECASTER] BLCO: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-25T08:30:48.836406] [DEBUG] [FORECASTER] BLCO: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T08:30:48.836592] [INFO ] [CONFIGURE ] BLCO: DISCARDED add_exhaustion_signals (score: 40.00%)
[2025-11-25T08:30:48.836672] [INFO ] [CONFIGURE ] JOB ETA: 2.2h | Avg: 2.8s/test | Remaining: 2863 tests
[2025-11-25T08:30:48.836721] [INFO ] [CONFIGURE ] BLCO: Testing feature 6/29: add_failed_moves
[2025-11-25T08:30:48.836767] [INFO ] [CONFIGURE ] BLCO: Testing with features: ['add_failed_moves']
[2025-11-25T08:30:49.021278] [DEBUG] [FORECASTER] BLCO: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T08:30:49.206798] [DEBUG] [FORECASTER] BLCO: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T08:30:49.392129] [DEBUG] [FORECASTER] BLCO: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T08:30:49.576630] [DEBUG] [FORECASTER] BLCO: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T08:30:49.762357] [DEBUG] [FORECASTER] BLCO: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T08:30:49.954937] [DEBUG] [FORECASTER] BLCO: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T08:30:50.152681] [DEBUG] [FORECASTER] BLCO: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T08:30:50.346575] [DEBUG] [FORECASTER] BLCO: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T08:30:50.539297] [DEBUG] [FORECASTER] BLCO: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-25T08:30:50.737499] [DEBUG] [FORECASTER] BLCO: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T08:30:50.737919] [INFO ] [CONFIGURE ] BLCO: DISCARDED add_failed_moves (score: 50.00%)
[2025-11-25T08:30:50.737979] [INFO ] [CONFIGURE ] JOB ETA: 2.2h | Avg: 2.8s/test | Remaining: 2862 tests
[2025-11-25T08:30:50.738020] [INFO ] [CONFIGURE ] BLCO: Testing feature 7/29: add_lag_shelf
[2025-11-25T08:30:50.738057] [INFO ] [CONFIGURE ] BLCO: Testing with features: ['add_lag_shelf']
[2025-11-25T08:30:50.920119] [DEBUG] [FORECASTER] BLCO: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T08:30:51.100451] [DEBUG] [FORECASTER] BLCO: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T08:30:51.281079] [DEBUG] [FORECASTER] BLCO: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T08:30:51.451429] [DEBUG] [FORECASTER] BLCO: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T08:30:51.624318] [DEBUG] [FORECASTER] BLCO: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T08:30:51.797569] [DEBUG] [FORECASTER] BLCO: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T08:30:51.968537] [DEBUG] [FORECASTER] BLCO: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T08:30:52.141112] [DEBUG] [FORECASTER] BLCO: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T08:30:52.322268] [DEBUG] [FORECASTER] BLCO: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-25T08:30:52.495391] [DEBUG] [FORECASTER] BLCO: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T08:30:52.495564] [INFO ] [CONFIGURE ] BLCO: DISCARDED add_lag_shelf (score: 60.00%)
[2025-11-25T08:30:52.495615] [INFO ] [CONFIGURE ] JOB ETA: 2.2h | Avg: 2.8s/test | Remaining: 2861 tests
[2025-11-25T08:30:52.495677] [INFO ] [CONFIGURE ] BLCO: Testing feature 8/29: add_macd
[2025-11-25T08:30:52.495747] [INFO ] [CONFIGURE ] BLCO: Testing with features: ['add_vwap', 'add_macd']
[2025-11-25T08:30:52.763639] [DEBUG] [FORECASTER] BLCO: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T08:30:53.030903] [DEBUG] [FORECASTER] BLCO: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T08:30:53.302436] [DEBUG] [FORECASTER] BLCO: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T08:30:53.581821] [DEBUG] [FORECASTER] BLCO: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T08:30:53.874632] [DEBUG] [FORECASTER] BLCO: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T08:30:54.165822] [DEBUG] [FORECASTER] BLCO: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T08:30:54.460925] [DEBUG] [FORECASTER] BLCO: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T08:30:54.806707] [DEBUG] [FORECASTER] BLCO: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T08:30:55.202052] [DEBUG] [FORECASTER] BLCO: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-25T08:30:55.551259] [DEBUG] [FORECASTER] BLCO: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T08:30:55.551514] [INFO ] [CONFIGURE ] BLCO: DISCARDED add_macd (score: 60.00%)
[2025-11-25T08:30:55.551583] [INFO ] [CONFIGURE ] JOB ETA: 2.2h | Avg: 2.8s/test | Remaining: 2860 tests
[2025-11-25T08:30:55.551634] [INFO ] [CONFIGURE ] BLCO: Testing feature 9/29: add_mfi
[2025-11-25T08:30:55.551703] [INFO ] [CONFIGURE ] BLCO: Testing with features: ['add_mfi']
[2025-11-25T08:30:55.753090] [DEBUG] [FORECASTER] BLCO: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T08:30:55.944298] [DEBUG] [FORECASTER] BLCO: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T08:30:56.131253] [DEBUG] [FORECASTER] BLCO: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T08:30:56.332832] [DEBUG] [FORECASTER] BLCO: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T08:30:56.532380] [DEBUG] [FORECASTER] BLCO: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T08:30:56.734311] [DEBUG] [FORECASTER] BLCO: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T08:30:56.939342] [DEBUG] [FORECASTER] BLCO: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T08:30:57.138987] [DEBUG] [FORECASTER] BLCO: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T08:30:57.337541] [DEBUG] [FORECASTER] BLCO: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-25T08:30:57.556690] [DEBUG] [FORECASTER] BLCO: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T08:30:57.556875] [INFO ] [CONFIGURE ] BLCO: DISCARDED add_mfi (score: 50.00%)
[2025-11-25T08:30:57.556923] [INFO ] [CONFIGURE ] JOB ETA: 2.2h | Avg: 2.8s/test | Remaining: 2859 tests
[2025-11-25T08:30:57.556962] [INFO ] [CONFIGURE ] BLCO: Testing feature 10/29: add_momentum_acceleration
[2025-11-25T08:30:57.556997] [INFO ] [CONFIGURE ] BLCO: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-11-25T08:30:57.837043] [DEBUG] [FORECASTER] BLCO: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T08:30:58.142141] [DEBUG] [FORECASTER] BLCO: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T08:30:58.442169] [DEBUG] [FORECASTER] BLCO: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T08:30:58.743933] [DEBUG] [FORECASTER] BLCO: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T08:30:59.039047] [DEBUG] [FORECASTER] BLCO: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T08:30:59.346614] [DEBUG] [FORECASTER] BLCO: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T08:30:59.638941] [DEBUG] [FORECASTER] BLCO: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T08:30:59.926392] [DEBUG] [FORECASTER] BLCO: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T08:31:00.219055] [DEBUG] [FORECASTER] BLCO: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-25T08:31:01.134417] [DEBUG] [FORECASTER] BLCO: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T08:31:01.134729] [INFO ] [CONFIGURE ] BLCO: KEPT add_momentum_acceleration (score: 70.00%)
[2025-11-25T08:31:01.134802] [INFO ] [CONFIGURE ] JOB ETA: 2.2h | Avg: 2.8s/test | Remaining: 2858 tests
[2025-11-25T08:31:01.134861] [INFO ] [CONFIGURE ] BLCO: Testing feature 11/29: add_obv_daily
[2025-11-25T08:31:01.134969] [INFO ] [CONFIGURE ] BLCO: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_obv_daily']
[2025-11-25T08:31:01.485222] [DEBUG] [FORECASTER] BLCO: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T08:31:01.835539] [DEBUG] [FORECASTER] BLCO: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T08:31:02.180791] [DEBUG] [FORECASTER] BLCO: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T08:31:02.513779] [DEBUG] [FORECASTER] BLCO: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T08:31:02.843556] [DEBUG] [FORECASTER] BLCO: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T08:31:03.160907] [DEBUG] [FORECASTER] BLCO: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T08:31:03.485336] [DEBUG] [FORECASTER] BLCO: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T08:31:03.823068] [DEBUG] [FORECASTER] BLCO: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T08:31:04.153422] [DEBUG] [FORECASTER] BLCO: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-25T08:31:04.472758] [DEBUG] [FORECASTER] BLCO: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T08:31:04.472992] [INFO ] [CONFIGURE ] BLCO: DISCARDED add_obv_daily (score: 50.00%)
[2025-11-25T08:31:04.473054] [INFO ] [CONFIGURE ] JOB ETA: 2.2h | Avg: 2.8s/test | Remaining: 2857 tests
[2025-11-25T08:31:04.473105] [INFO ] [CONFIGURE ] BLCO: Testing feature 12/29: add_obv_interval
[2025-11-25T08:31:04.473149] [INFO ] [CONFIGURE ] BLCO: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_obv_interval']
[2025-11-25T08:31:04.769780] [DEBUG] [FORECASTER] BLCO: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T08:31:05.076616] [DEBUG] [FORECASTER] BLCO: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T08:31:05.368713] [DEBUG] [FORECASTER] BLCO: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T08:31:05.694974] [DEBUG] [FORECASTER] BLCO: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T08:31:06.018188] [DEBUG] [FORECASTER] BLCO: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T08:31:06.309868] [DEBUG] [FORECASTER] BLCO: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T08:31:06.609254] [DEBUG] [FORECASTER] BLCO: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T08:31:06.898522] [DEBUG] [FORECASTER] BLCO: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T08:31:07.194365] [DEBUG] [FORECASTER] BLCO: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-25T08:31:07.487836] [DEBUG] [FORECASTER] BLCO: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T08:31:07.488029] [INFO ] [CONFIGURE ] BLCO: DISCARDED add_obv_interval (score: 60.00%)
[2025-11-25T08:31:07.488089] [INFO ] [CONFIGURE ] JOB ETA: 2.2h | Avg: 2.8s/test | Remaining: 2856 tests
[2025-11-25T08:31:07.488137] [INFO ] [CONFIGURE ] BLCO: Testing feature 13/29: add_opening_strength
[2025-11-25T08:31:07.488182] [INFO ] [CONFIGURE ] BLCO: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_daily_returns', 'add_opening_strength']
[2025-11-25T08:31:07.811074] [DEBUG] [FORECASTER] BLCO: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T08:31:08.132430] [DEBUG] [FORECASTER] BLCO: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T08:31:08.458449] [DEBUG] [FORECASTER] BLCO: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T08:31:08.797622] [DEBUG] [FORECASTER] BLCO: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T08:31:09.129973] [DEBUG] [FORECASTER] BLCO: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T08:31:09.453233] [DEBUG] [FORECASTER] BLCO: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T08:31:09.795555] [DEBUG] [FORECASTER] BLCO: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T08:31:10.130179] [DEBUG] [FORECASTER] BLCO: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T08:31:10.463408] [DEBUG] [FORECASTER] BLCO: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-25T08:31:10.793213] [DEBUG] [FORECASTER] BLCO: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T08:31:10.793391] [INFO ] [CONFIGURE ] BLCO: DISCARDED add_opening_strength (score: 70.00%)
[2025-11-25T08:31:10.793449] [INFO ] [CONFIGURE ] JOB ETA: 2.2h | Avg: 2.8s/test | Remaining: 2855 tests
[2025-11-25T08:31:10.793501] [INFO ] [CONFIGURE ] BLCO: Testing feature 14/29: add_order_flow_imbalance
[2025-11-25T08:31:10.793545] [INFO ] [CONFIGURE ] BLCO: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_order_flow_imbalance']
[2025-11-25T08:31:11.135465] [DEBUG] [FORECASTER] BLCO: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T08:31:11.461931] [DEBUG] [FORECASTER] BLCO: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T08:31:11.792183] [DEBUG] [FORECASTER] BLCO: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T08:31:12.104370] [DEBUG] [FORECASTER] BLCO: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T08:31:12.411354] [DEBUG] [FORECASTER] BLCO: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T08:31:12.715807] [DEBUG] [FORECASTER] BLCO: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T08:31:13.029692] [DEBUG] [FORECASTER] BLCO: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T08:31:13.341848] [DEBUG] [FORECASTER] BLCO: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T08:31:13.654020] [DEBUG] [FORECASTER] BLCO: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-25T08:31:13.961913] [DEBUG] [FORECASTER] BLCO: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T08:31:13.962111] [INFO ] [CONFIGURE ] BLCO: DISCARDED add_order_flow_imbalance (score: 70.00%)
[2025-11-25T08:31:13.962170] [INFO ] [CONFIGURE ] JOB ETA: 2.2h | Avg: 2.8s/test | Remaining: 2854 tests
[2025-11-25T08:31:13.962217] [INFO ] [CONFIGURE ] BLCO: Testing feature 16/29: add_pbf_overnight_gap
[2025-11-25T08:31:13.962260] [INFO ] [CONFIGURE ] BLCO: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_pbf_overnight_gap']
[2025-11-25T08:31:14.283064] [DEBUG] [FORECASTER] BLCO: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T08:31:14.572508] [DEBUG] [FORECASTER] BLCO: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T08:31:14.865489] [DEBUG] [FORECASTER] BLCO: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T08:31:15.157330] [DEBUG] [FORECASTER] BLCO: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T08:31:15.467611] [DEBUG] [FORECASTER] BLCO: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T08:31:15.794629] [DEBUG] [FORECASTER] BLCO: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T08:31:16.098314] [DEBUG] [FORECASTER] BLCO: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T08:31:16.389854] [DEBUG] [FORECASTER] BLCO: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T08:31:16.681035] [DEBUG] [FORECASTER] BLCO: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-25T08:31:16.976244] [DEBUG] [FORECASTER] BLCO: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T08:31:16.976467] [INFO ] [CONFIGURE ] BLCO: DISCARDED add_pbf_overnight_gap (score: 70.00%)
[2025-11-25T08:31:16.976525] [INFO ] [CONFIGURE ] JOB ETA: 2.2h | Avg: 2.8s/test | Remaining: 2853 tests
[2025-11-25T08:31:16.976573] [INFO ] [CONFIGURE ] BLCO: Testing feature 17/29: add_pbf_return_2d
[2025-11-25T08:31:16.976659] [INFO ] [CONFIGURE ] BLCO: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_pbf_return_2d']
[2025-11-25T08:31:17.280389] [DEBUG] [FORECASTER] BLCO: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T08:31:17.599994] [DEBUG] [FORECASTER] BLCO: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T08:31:17.915821] [DEBUG] [FORECASTER] BLCO: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T08:31:18.216307] [DEBUG] [FORECASTER] BLCO: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T08:31:18.532713] [DEBUG] [FORECASTER] BLCO: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T08:31:18.850213] [DEBUG] [FORECASTER] BLCO: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T08:31:19.162843] [DEBUG] [FORECASTER] BLCO: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T08:31:19.482312] [DEBUG] [FORECASTER] BLCO: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T08:31:19.800423] [DEBUG] [FORECASTER] BLCO: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-25T08:31:20.127297] [DEBUG] [FORECASTER] BLCO: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T08:31:20.127524] [INFO ] [CONFIGURE ] BLCO: DISCARDED add_pbf_return_2d (score: 60.00%)
[2025-11-25T08:31:20.127584] [INFO ] [CONFIGURE ] JOB ETA: 2.2h | Avg: 2.8s/test | Remaining: 2852 tests
[2025-11-25T08:31:20.127635] [INFO ] [CONFIGURE ] BLCO: Testing feature 18/29: add_pbf_volatility_5d
[2025-11-25T08:31:20.127704] [INFO ] [CONFIGURE ] BLCO: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_pbf_volatility_5d']
[2025-11-25T08:31:20.447043] [DEBUG] [FORECASTER] BLCO: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T08:31:20.760782] [DEBUG] [FORECASTER] BLCO: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T08:31:21.057354] [DEBUG] [FORECASTER] BLCO: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T08:31:21.355234] [DEBUG] [FORECASTER] BLCO: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T08:31:21.652422] [DEBUG] [FORECASTER] BLCO: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T08:31:21.950089] [DEBUG] [FORECASTER] BLCO: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T08:31:22.249227] [DEBUG] [FORECASTER] BLCO: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T08:31:22.546214] [DEBUG] [FORECASTER] BLCO: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T08:31:22.844773] [DEBUG] [FORECASTER] BLCO: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-25T08:31:23.143138] [DEBUG] [FORECASTER] BLCO: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T08:31:23.143350] [INFO ] [CONFIGURE ] BLCO: DISCARDED add_pbf_volatility_5d (score: 50.00%)
[2025-11-25T08:31:23.143416] [INFO ] [CONFIGURE ] JOB ETA: 2.2h | Avg: 2.8s/test | Remaining: 2851 tests
[2025-11-25T08:31:23.143468] [INFO ] [CONFIGURE ] BLCO: Testing feature 19/29: add_pbf_vs_sma_5
[2025-11-25T08:31:23.143515] [INFO ] [CONFIGURE ] BLCO: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_pbf_vs_sma_5']
[2025-11-25T08:31:23.424000] [DEBUG] [FORECASTER] BLCO: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T08:31:23.700216] [DEBUG] [FORECASTER] BLCO: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T08:31:23.968808] [DEBUG] [FORECASTER] BLCO: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T08:31:24.257899] [DEBUG] [FORECASTER] BLCO: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T08:31:24.540003] [DEBUG] [FORECASTER] BLCO: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T08:31:24.822895] [DEBUG] [FORECASTER] BLCO: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T08:31:25.104927] [DEBUG] [FORECASTER] BLCO: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T08:31:25.392329] [DEBUG] [FORECASTER] BLCO: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T08:31:25.684404] [DEBUG] [FORECASTER] BLCO: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-25T08:31:25.964776] [DEBUG] [FORECASTER] BLCO: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T08:31:25.964972] [INFO ] [CONFIGURE ] BLCO: KEPT add_pbf_vs_sma_5 (score: 80.00%)
[2025-11-25T08:31:25.965031] [INFO ] [CONFIGURE ] JOB ETA: 2.2h | Avg: 2.8s/test | Remaining: 2850 tests
[2025-11-25T08:31:25.965079] [INFO ] [CONFIGURE ] BLCO: Testing feature 20/29: add_price_rejection
[2025-11-25T08:31:25.965123] [INFO ] [CONFIGURE ] BLCO: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_pbf_vs_sma_5', 'add_price_rejection']
[2025-11-25T08:31:26.298011] [DEBUG] [FORECASTER] BLCO: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T08:31:26.632274] [DEBUG] [FORECASTER] BLCO: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T08:31:26.946241] [DEBUG] [FORECASTER] BLCO: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T08:31:27.276702] [DEBUG] [FORECASTER] BLCO: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T08:31:27.588921] [DEBUG] [FORECASTER] BLCO: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T08:31:27.909108] [DEBUG] [FORECASTER] BLCO: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T08:31:28.235600] [DEBUG] [FORECASTER] BLCO: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T08:31:28.554576] [DEBUG] [FORECASTER] BLCO: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T08:31:28.877358] [DEBUG] [FORECASTER] BLCO: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-25T08:31:29.205479] [DEBUG] [FORECASTER] BLCO: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T08:31:29.205697] [INFO ] [CONFIGURE ] BLCO: DISCARDED add_price_rejection (score: 70.00%)
[2025-11-25T08:31:29.205759] [INFO ] [CONFIGURE ] JOB ETA: 2.2h | Avg: 2.8s/test | Remaining: 2849 tests
[2025-11-25T08:31:29.205821] [INFO ] [CONFIGURE ] BLCO: Testing feature 21/29: add_range_position
[2025-11-25T08:31:29.205879] [INFO ] [CONFIGURE ] BLCO: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_pbf_vs_sma_5', 'add_range_position']
[2025-11-25T08:31:29.555801] [DEBUG] [FORECASTER] BLCO: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T08:31:29.902016] [DEBUG] [FORECASTER] BLCO: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T08:31:30.245664] [DEBUG] [FORECASTER] BLCO: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T08:31:30.608049] [DEBUG] [FORECASTER] BLCO: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T08:31:30.960396] [DEBUG] [FORECASTER] BLCO: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T08:31:31.308083] [DEBUG] [FORECASTER] BLCO: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T08:31:31.659669] [DEBUG] [FORECASTER] BLCO: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T08:31:32.029213] [DEBUG] [FORECASTER] BLCO: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T08:31:32.391542] [DEBUG] [FORECASTER] BLCO: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-25T08:31:32.747664] [DEBUG] [FORECASTER] BLCO: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T08:31:32.747858] [INFO ] [CONFIGURE ] BLCO: DISCARDED add_range_position (score: 70.00%)
[2025-11-25T08:31:32.747915] [INFO ] [CONFIGURE ] JOB ETA: 2.2h | Avg: 2.8s/test | Remaining: 2848 tests
[2025-11-25T08:31:32.747969] [INFO ] [CONFIGURE ] BLCO: Testing feature 22/29: add_realized_volatility
[2025-11-25T08:31:32.748014] [INFO ] [CONFIGURE ] BLCO: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_pbf_vs_sma_5', 'add_realized_volatility']
[2025-11-25T08:31:33.162471] [DEBUG] [FORECASTER] BLCO: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T08:31:33.588029] [DEBUG] [FORECASTER] BLCO: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T08:31:34.007353] [DEBUG] [FORECASTER] BLCO: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T08:31:34.408101] [DEBUG] [FORECASTER] BLCO: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T08:31:34.817766] [DEBUG] [FORECASTER] BLCO: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T08:31:35.225224] [DEBUG] [FORECASTER] BLCO: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T08:31:35.640909] [DEBUG] [FORECASTER] BLCO: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T08:31:36.048144] [DEBUG] [FORECASTER] BLCO: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T08:31:36.462320] [DEBUG] [FORECASTER] BLCO: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-25T08:31:36.872350] [DEBUG] [FORECASTER] BLCO: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T08:31:36.872529] [INFO ] [CONFIGURE ] BLCO: DISCARDED add_realized_volatility (score: 70.00%)
[2025-11-25T08:31:36.872587] [INFO ] [CONFIGURE ] JOB ETA: 2.2h | Avg: 2.8s/test | Remaining: 2847 tests
[2025-11-25T08:31:36.872635] [INFO ] [CONFIGURE ] BLCO: Testing feature 23/29: add_recent_range_context
[2025-11-25T08:31:36.872699] [INFO ] [CONFIGURE ] BLCO: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_pbf_vs_sma_5', 'add_recent_range_context']
[2025-11-25T08:31:37.167519] [DEBUG] [FORECASTER] BLCO: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T08:31:37.474663] [DEBUG] [FORECASTER] BLCO: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T08:31:37.800416] [DEBUG] [FORECASTER] BLCO: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T08:31:38.115590] [DEBUG] [FORECASTER] BLCO: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T08:31:38.433250] [DEBUG] [FORECASTER] BLCO: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T08:31:38.763404] [DEBUG] [FORECASTER] BLCO: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T08:31:39.083860] [DEBUG] [FORECASTER] BLCO: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T08:31:39.417832] [DEBUG] [FORECASTER] BLCO: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T08:31:39.736524] [DEBUG] [FORECASTER] BLCO: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-25T08:31:40.062233] [DEBUG] [FORECASTER] BLCO: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T08:31:40.062430] [INFO ] [CONFIGURE ] BLCO: DISCARDED add_recent_range_context (score: 50.00%)
[2025-11-25T08:31:40.062494] [INFO ] [CONFIGURE ] JOB ETA: 2.2h | Avg: 2.8s/test | Remaining: 2846 tests
[2025-11-25T08:31:40.062546] [INFO ] [CONFIGURE ] BLCO: Testing feature 24/29: add_rsi
[2025-11-25T08:31:40.062598] [INFO ] [CONFIGURE ] BLCO: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_pbf_vs_sma_5', 'add_ema', 'add_rsi']
[2025-11-25T08:31:40.436571] [DEBUG] [FORECASTER] BLCO: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T08:31:40.803870] [DEBUG] [FORECASTER] BLCO: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T08:31:41.175373] [DEBUG] [FORECASTER] BLCO: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T08:31:41.554791] [DEBUG] [FORECASTER] BLCO: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T08:31:41.930523] [DEBUG] [FORECASTER] BLCO: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T08:31:42.354230] [DEBUG] [FORECASTER] BLCO: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T08:31:42.797453] [DEBUG] [FORECASTER] BLCO: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T08:31:43.190723] [DEBUG] [FORECASTER] BLCO: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T08:31:43.535315] [DEBUG] [FORECASTER] BLCO: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-25T08:31:43.875692] [DEBUG] [FORECASTER] BLCO: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T08:31:43.875873] [INFO ] [CONFIGURE ] BLCO: DISCARDED add_rsi (score: 70.00%)
[2025-11-25T08:31:43.875930] [INFO ] [CONFIGURE ] JOB ETA: 2.2h | Avg: 2.8s/test | Remaining: 2845 tests
[2025-11-25T08:31:43.875977] [INFO ] [CONFIGURE ] BLCO: Testing feature 25/29: add_tick_distribution
[2025-11-25T08:31:43.876021] [INFO ] [CONFIGURE ] BLCO: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_pbf_vs_sma_5', 'add_tick_distribution']
[2025-11-25T08:31:44.174210] [DEBUG] [FORECASTER] BLCO: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T08:31:44.503232] [DEBUG] [FORECASTER] BLCO: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T08:31:44.816141] [DEBUG] [FORECASTER] BLCO: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T08:31:45.140522] [DEBUG] [FORECASTER] BLCO: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T08:31:45.439298] [DEBUG] [FORECASTER] BLCO: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T08:31:45.736611] [DEBUG] [FORECASTER] BLCO: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T08:31:46.049091] [DEBUG] [FORECASTER] BLCO: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T08:31:46.341998] [DEBUG] [FORECASTER] BLCO: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T08:31:46.635335] [DEBUG] [FORECASTER] BLCO: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-25T08:31:46.936581] [DEBUG] [FORECASTER] BLCO: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T08:31:46.936812] [INFO ] [CONFIGURE ] BLCO: DISCARDED add_tick_distribution (score: 60.00%)
[2025-11-25T08:31:46.936884] [INFO ] [CONFIGURE ] JOB ETA: 2.2h | Avg: 2.8s/test | Remaining: 2844 tests
[2025-11-25T08:31:46.936936] [INFO ] [CONFIGURE ] BLCO: Testing feature 26/29: add_volume_momentum_confirmation
[2025-11-25T08:31:46.936980] [INFO ] [CONFIGURE ] BLCO: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_pbf_vs_sma_5', 'add_volume_momentum_confirmation']
[2025-11-25T08:31:47.228306] [DEBUG] [FORECASTER] BLCO: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T08:31:47.528941] [DEBUG] [FORECASTER] BLCO: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T08:31:47.827859] [DEBUG] [FORECASTER] BLCO: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T08:31:48.127382] [DEBUG] [FORECASTER] BLCO: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T08:31:48.434258] [DEBUG] [FORECASTER] BLCO: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T08:31:48.748342] [DEBUG] [FORECASTER] BLCO: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T08:31:49.049569] [DEBUG] [FORECASTER] BLCO: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T08:31:49.384747] [DEBUG] [FORECASTER] BLCO: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T08:31:49.712082] [DEBUG] [FORECASTER] BLCO: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-25T08:31:50.042352] [DEBUG] [FORECASTER] BLCO: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T08:31:50.042605] [INFO ] [CONFIGURE ] BLCO: DISCARDED add_volume_momentum_confirmation (score: 70.00%)
[2025-11-25T08:31:50.042693] [INFO ] [CONFIGURE ] JOB ETA: 2.2h | Avg: 2.8s/test | Remaining: 2843 tests
[2025-11-25T08:31:50.042825] [INFO ] [CONFIGURE ] BLCO: Testing feature 27/29: add_volume_price_divergence
[2025-11-25T08:31:50.042910] [INFO ] [CONFIGURE ] BLCO: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_pbf_vs_sma_5', 'add_volume_price_divergence']
[2025-11-25T08:31:50.387109] [DEBUG] [FORECASTER] BLCO: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T08:31:50.719985] [DEBUG] [FORECASTER] BLCO: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T08:31:51.056526] [DEBUG] [FORECASTER] BLCO: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T08:31:51.385299] [DEBUG] [FORECASTER] BLCO: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T08:31:51.727799] [DEBUG] [FORECASTER] BLCO: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T08:31:52.076019] [DEBUG] [FORECASTER] BLCO: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T08:31:52.427107] [DEBUG] [FORECASTER] BLCO: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T08:31:52.781910] [DEBUG] [FORECASTER] BLCO: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T08:31:53.143897] [DEBUG] [FORECASTER] BLCO: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-25T08:31:53.498440] [DEBUG] [FORECASTER] BLCO: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T08:31:53.498689] [INFO ] [CONFIGURE ] BLCO: DISCARDED add_volume_price_divergence (score: 70.00%)
[2025-11-25T08:31:53.498754] [INFO ] [CONFIGURE ] JOB ETA: 2.2h | Avg: 2.8s/test | Remaining: 2842 tests
[2025-11-25T08:31:53.498803] [INFO ] [CONFIGURE ] BLCO: Testing feature 28/29: add_volume_profile
[2025-11-25T08:31:53.498860] [INFO ] [CONFIGURE ] BLCO: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_pbf_vs_sma_5', 'add_volume_profile']
[2025-11-25T08:31:53.845755] [DEBUG] [FORECASTER] BLCO: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T08:31:54.196440] [DEBUG] [FORECASTER] BLCO: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T08:31:54.525350] [DEBUG] [FORECASTER] BLCO: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T08:31:54.871799] [DEBUG] [FORECASTER] BLCO: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T08:31:55.203251] [DEBUG] [FORECASTER] BLCO: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T08:31:55.528414] [DEBUG] [FORECASTER] BLCO: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T08:31:55.858367] [DEBUG] [FORECASTER] BLCO: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T08:31:56.200587] [DEBUG] [FORECASTER] BLCO: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T08:31:56.532026] [DEBUG] [FORECASTER] BLCO: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-25T08:31:56.854445] [DEBUG] [FORECASTER] BLCO: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T08:31:56.854624] [INFO ] [CONFIGURE ] BLCO: DISCARDED add_volume_profile (score: 70.00%)
[2025-11-25T08:31:56.854717] [INFO ] [CONFIGURE ] JOB ETA: 2.2h | Avg: 2.8s/test | Remaining: 2841 tests
[2025-11-25T08:31:56.854767] [INFO ] [CONFIGURE ] BLCO: Testing feature 29/29: add_vwap
[2025-11-25T08:31:56.854838] [INFO ] [CONFIGURE ] BLCO: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_pbf_vs_sma_5', 'add_vwap']
[2025-11-25T08:31:57.175630] [DEBUG] [FORECASTER] BLCO: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T08:31:57.514392] [DEBUG] [FORECASTER] BLCO: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T08:31:57.849516] [DEBUG] [FORECASTER] BLCO: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T08:31:58.177622] [DEBUG] [FORECASTER] BLCO: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T08:31:58.512245] [DEBUG] [FORECASTER] BLCO: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T08:31:58.843845] [DEBUG] [FORECASTER] BLCO: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T08:31:59.188566] [DEBUG] [FORECASTER] BLCO: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T08:31:59.525723] [DEBUG] [FORECASTER] BLCO: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T08:31:59.860380] [DEBUG] [FORECASTER] BLCO: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-25T08:32:00.190603] [DEBUG] [FORECASTER] BLCO: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T08:32:00.190817] [INFO ] [CONFIGURE ] BLCO: DISCARDED add_vwap (score: 50.00%)
[2025-11-25T08:32:00.190875] [INFO ] [CONFIGURE ] JOB ETA: 2.2h | Avg: 2.8s/test | Remaining: 2840 tests
[2025-11-25T08:32:00.190924] [INFO ] [CONFIGURE ] BLCO: ===== FEATURE SELECTION COMPLETE =====
[2025-11-25T08:32:00.190994] [INFO ] [CONFIGURE ] BLCO: Best accuracy: 80.00%
[2025-11-25T08:32:00.191038] [INFO ] [CONFIGURE ] BLCO: Best feature set (3 features): ['add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_pbf_vs_sma_5']
[2025-11-25T08:32:00.191080] [INFO ] [CONFIGURE ] BLCO: Improvement over baseline: 20.00%
[2025-11-25T08:32:00.191214] [INFO ] [CONFIGURE ] BLCO: Total time: 1.4 minutes
[2025-11-25T08:32:00.191255] [INFO ] [CONFIGURE ] BLCO: Average time per feature: 2.9 seconds
[2025-11-25T08:32:00.191293] [INFO ] [CONFIGURE ] BLCO: Average speed: 0.35 features/sec
[2025-11-25T08:32:00.191742] [INFO ] [LOCAL     ] Saved configuration for BLCO: 3 features, 80.00% accuracy -> ./output/feature-sets/BLCO.json
[2025-11-25T08:32:00.191806] [INFO ] [CONFIGURE ] BLCO: Configuration saved successfully: 3 features, 80.00% accuracy.
[2025-11-25T08:32:00.191854] [INFO ] [sig       ] [67/164] Successfully configured BLCO | 0.01 sym/s | Total: 1.5h | ETA: 2.2h
[2025-11-25T08:32:00.191895] [INFO ] [sig       ] [68/164] Configuring BMA...
[2025-11-25T08:32:00.191935] [INFO ] [CONFIGURE ] BMA: Configurate test run.
[2025-11-25T08:32:00.191973] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BMA' from 'https://tdm.silogroup.org/data/derivative_storage/BMA.csv'.
[2025-11-25T08:32:00.204118] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'BMA'.
[2025-11-25T08:32:00.204457] [INFO ] [CONFIGURE ] BMA: Testing with 29 available features
[2025-11-25T08:32:00.204518] [INFO ] [CONFIGURE ] BMA: Establishing baseline with no features...
[2025-11-25T08:32:01.076904] [DEBUG] [FORECASTER] BMA: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T08:32:01.368039] [DEBUG] [FORECASTER] BMA: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T08:32:01.534099] [DEBUG] [FORECASTER] BMA: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T08:32:01.706090] [DEBUG] [FORECASTER] BMA: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1
[2025-11-25T08:32:01.882087] [DEBUG] [FORECASTER] BMA: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T08:32:02.051132] [DEBUG] [FORECASTER] BMA: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T08:32:02.227604] [DEBUG] [FORECASTER] BMA: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T08:32:02.394910] [DEBUG] [FORECASTER] BMA: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T08:32:02.562951] [DEBUG] [FORECASTER] BMA: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T08:32:02.735534] [DEBUG] [FORECASTER] BMA: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-11-25T08:32:02.735713] [INFO ] [CONFIGURE ] BMA: Baseline score (no features): 20.00%
[2025-11-25T08:32:02.735789] [INFO ] [CONFIGURE ] BMA: Testing feature 1/29: add_bollinger_bands
[2025-11-25T08:32:02.735849] [INFO ] [CONFIGURE ] BMA: Testing with features: ['add_bollinger_bands']
[2025-11-25T08:32:02.936900] [DEBUG] [FORECASTER] BMA: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T08:32:03.146495] [DEBUG] [FORECASTER] BMA: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T08:32:03.349994] [DEBUG] [FORECASTER] BMA: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T08:32:03.554951] [DEBUG] [FORECASTER] BMA: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1
[2025-11-25T08:32:03.757927] [DEBUG] [FORECASTER] BMA: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T08:32:03.961226] [DEBUG] [FORECASTER] BMA: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T08:32:04.161253] [DEBUG] [FORECASTER] BMA: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T08:32:04.360790] [DEBUG] [FORECASTER] BMA: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T08:32:04.566278] [DEBUG] [FORECASTER] BMA: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T08:32:04.784477] [DEBUG] [FORECASTER] BMA: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-11-25T08:32:04.784668] [INFO ] [CONFIGURE ] BMA: KEPT add_bollinger_bands (score: 40.00%)
[2025-11-25T08:32:04.784745] [INFO ] [CONFIGURE ] JOB ETA: 2.2h | Avg: 2.8s/test | Remaining: 2839 tests
[2025-11-25T08:32:04.784797] [INFO ] [CONFIGURE ] BMA: Testing feature 2/29: add_cumulative_delta
[2025-11-25T08:32:04.784845] [INFO ] [CONFIGURE ] BMA: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta']
[2025-11-25T08:32:05.033869] [DEBUG] [FORECASTER] BMA: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T08:32:05.283557] [DEBUG] [FORECASTER] BMA: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T08:32:05.530141] [DEBUG] [FORECASTER] BMA: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T08:32:05.764004] [DEBUG] [FORECASTER] BMA: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1
[2025-11-25T08:32:06.007189] [DEBUG] [FORECASTER] BMA: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T08:32:06.267277] [DEBUG] [FORECASTER] BMA: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T08:32:06.536264] [DEBUG] [FORECASTER] BMA: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T08:32:06.782608] [DEBUG] [FORECASTER] BMA: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-25T08:32:07.041259] [DEBUG] [FORECASTER] BMA: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T08:32:07.341375] [DEBUG] [FORECASTER] BMA: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-11-25T08:32:07.341617] [INFO ] [CONFIGURE ] BMA: DISCARDED add_cumulative_delta (score: 20.00%)
[2025-11-25T08:32:07.341744] [INFO ] [CONFIGURE ] JOB ETA: 2.2h | Avg: 2.8s/test | Remaining: 2838 tests
[2025-11-25T08:32:07.341817] [INFO ] [CONFIGURE ] BMA: Testing feature 3/29: add_daily_returns
[2025-11-25T08:32:07.341881] [INFO ] [CONFIGURE ] BMA: Testing with features: ['add_bollinger_bands', 'add_daily_returns']
[2025-11-25T08:32:07.589745] [DEBUG] [FORECASTER] BMA: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T08:32:07.836387] [DEBUG] [FORECASTER] BMA: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T08:32:08.085784] [DEBUG] [FORECASTER] BMA: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T08:32:08.336302] [DEBUG] [FORECASTER] BMA: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1
[2025-11-25T08:32:08.592546] [DEBUG] [FORECASTER] BMA: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T08:32:08.842529] [DEBUG] [FORECASTER] BMA: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T08:32:09.083116] [DEBUG] [FORECASTER] BMA: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T08:32:09.335949] [DEBUG] [FORECASTER] BMA: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-25T08:32:09.574548] [DEBUG] [FORECASTER] BMA: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T08:32:09.808267] [DEBUG] [FORECASTER] BMA: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-25T08:32:09.808638] [INFO ] [CONFIGURE ] BMA: DISCARDED add_daily_returns (score: 40.00%)
[2025-11-25T08:32:09.808767] [INFO ] [CONFIGURE ] JOB ETA: 2.2h | Avg: 2.8s/test | Remaining: 2837 tests
[2025-11-25T08:32:09.808873] [INFO ] [CONFIGURE ] BMA: Testing feature 4/29: add_ema
[2025-11-25T08:32:09.808970] [INFO ] [CONFIGURE ] BMA: Testing with features: ['add_bollinger_bands', 'add_ema']
[2025-11-25T08:32:10.078167] [DEBUG] [FORECASTER] BMA: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T08:32:10.349158] [DEBUG] [FORECASTER] BMA: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T08:32:10.624564] [DEBUG] [FORECASTER] BMA: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T08:32:10.904249] [DEBUG] [FORECASTER] BMA: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1
[2025-11-25T08:32:11.185573] [DEBUG] [FORECASTER] BMA: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T08:32:11.459175] [DEBUG] [FORECASTER] BMA: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T08:32:11.732377] [DEBUG] [FORECASTER] BMA: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T08:32:12.003599] [DEBUG] [FORECASTER] BMA: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-25T08:32:12.285406] [DEBUG] [FORECASTER] BMA: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T08:32:12.561602] [DEBUG] [FORECASTER] BMA: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-11-25T08:32:12.561962] [INFO ] [CONFIGURE ] BMA: DISCARDED add_ema (score: 0.00%)
[2025-11-25T08:32:12.562032] [INFO ] [CONFIGURE ] JOB ETA: 2.2h | Avg: 2.8s/test | Remaining: 2836 tests
[2025-11-25T08:32:12.562136] [INFO ] [CONFIGURE ] BMA: Testing feature 5/29: add_exhaustion_signals
[2025-11-25T08:32:12.562202] [INFO ] [CONFIGURE ] BMA: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals']
[2025-11-25T08:32:12.855178] [DEBUG] [FORECASTER] BMA: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T08:32:13.128045] [DEBUG] [FORECASTER] BMA: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T08:32:13.402452] [DEBUG] [FORECASTER] BMA: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T08:32:13.679355] [DEBUG] [FORECASTER] BMA: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-25T08:32:13.953390] [DEBUG] [FORECASTER] BMA: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T08:32:14.217989] [DEBUG] [FORECASTER] BMA: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T08:32:14.490061] [DEBUG] [FORECASTER] BMA: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T08:32:14.757787] [DEBUG] [FORECASTER] BMA: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-25T08:32:15.034541] [DEBUG] [FORECASTER] BMA: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T08:32:15.314418] [DEBUG] [FORECASTER] BMA: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-11-25T08:32:15.314596] [INFO ] [CONFIGURE ] BMA: DISCARDED add_exhaustion_signals (score: 20.00%)
[2025-11-25T08:32:15.314676] [INFO ] [CONFIGURE ] JOB ETA: 2.2h | Avg: 2.8s/test | Remaining: 2835 tests
[2025-11-25T08:32:15.314727] [INFO ] [CONFIGURE ] BMA: Testing feature 6/29: add_failed_moves
[2025-11-25T08:32:15.314772] [INFO ] [CONFIGURE ] BMA: Testing with features: ['add_bollinger_bands', 'add_failed_moves']
[2025-11-25T08:32:15.541314] [DEBUG] [FORECASTER] BMA: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T08:32:15.770927] [DEBUG] [FORECASTER] BMA: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T08:32:16.002367] [DEBUG] [FORECASTER] BMA: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T08:32:16.226621] [DEBUG] [FORECASTER] BMA: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1
[2025-11-25T08:32:16.451773] [DEBUG] [FORECASTER] BMA: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T08:32:16.676951] [DEBUG] [FORECASTER] BMA: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T08:32:16.905224] [DEBUG] [FORECASTER] BMA: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T08:32:17.135364] [DEBUG] [FORECASTER] BMA: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T08:32:17.370602] [DEBUG] [FORECASTER] BMA: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T08:32:17.602849] [DEBUG] [FORECASTER] BMA: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-25T08:32:17.603031] [INFO ] [CONFIGURE ] BMA: KEPT add_failed_moves (score: 50.00%)
[2025-11-25T08:32:17.603226] [INFO ] [CONFIGURE ] JOB ETA: 2.2h | Avg: 2.8s/test | Remaining: 2834 tests
[2025-11-25T08:32:17.603282] [INFO ] [CONFIGURE ] BMA: Testing feature 7/29: add_lag_shelf
[2025-11-25T08:32:17.603331] [INFO ] [CONFIGURE ] BMA: Testing with features: ['add_bollinger_bands', 'add_failed_moves', 'add_lag_shelf']
[2025-11-25T08:32:17.833447] [DEBUG] [FORECASTER] BMA: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T08:32:18.062796] [DEBUG] [FORECASTER] BMA: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T08:32:18.290223] [DEBUG] [FORECASTER] BMA: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T08:32:18.520103] [DEBUG] [FORECASTER] BMA: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1
[2025-11-25T08:32:18.748845] [DEBUG] [FORECASTER] BMA: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T08:32:18.963101] [DEBUG] [FORECASTER] BMA: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T08:32:19.211756] [DEBUG] [FORECASTER] BMA: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T08:32:19.423999] [DEBUG] [FORECASTER] BMA: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-25T08:32:19.637082] [DEBUG] [FORECASTER] BMA: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T08:32:19.854176] [DEBUG] [FORECASTER] BMA: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-11-25T08:32:19.854341] [INFO ] [CONFIGURE ] BMA: DISCARDED add_lag_shelf (score: 30.00%)
[2025-11-25T08:32:19.854389] [INFO ] [CONFIGURE ] JOB ETA: 2.2h | Avg: 2.8s/test | Remaining: 2833 tests
[2025-11-25T08:32:19.854428] [INFO ] [CONFIGURE ] BMA: Testing feature 8/29: add_macd
[2025-11-25T08:32:19.854464] [INFO ] [CONFIGURE ] BMA: Testing with features: ['add_bollinger_bands', 'add_failed_moves', 'add_vwap', 'add_macd']
[2025-11-25T08:32:20.154059] [DEBUG] [FORECASTER] BMA: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T08:32:20.473473] [DEBUG] [FORECASTER] BMA: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T08:32:20.788888] [DEBUG] [FORECASTER] BMA: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T08:32:21.106747] [DEBUG] [FORECASTER] BMA: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1
[2025-11-25T08:32:21.440132] [DEBUG] [FORECASTER] BMA: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T08:32:21.755624] [DEBUG] [FORECASTER] BMA: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T08:32:22.083588] [DEBUG] [FORECASTER] BMA: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T08:32:22.431327] [DEBUG] [FORECASTER] BMA: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-25T08:32:22.753909] [DEBUG] [FORECASTER] BMA: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T08:32:23.083840] [DEBUG] [FORECASTER] BMA: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-11-25T08:32:23.084034] [INFO ] [CONFIGURE ] BMA: DISCARDED add_macd (score: 0.00%)
[2025-11-25T08:32:23.084112] [INFO ] [CONFIGURE ] JOB ETA: 2.2h | Avg: 2.8s/test | Remaining: 2832 tests
[2025-11-25T08:32:23.084174] [INFO ] [CONFIGURE ] BMA: Testing feature 9/29: add_mfi
[2025-11-25T08:32:23.084246] [INFO ] [CONFIGURE ] BMA: Testing with features: ['add_bollinger_bands', 'add_failed_moves', 'add_mfi']
[2025-11-25T08:32:23.323569] [DEBUG] [FORECASTER] BMA: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T08:32:23.561774] [DEBUG] [FORECASTER] BMA: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T08:32:23.787635] [DEBUG] [FORECASTER] BMA: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T08:32:24.026518] [DEBUG] [FORECASTER] BMA: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1
[2025-11-25T08:32:24.254139] [DEBUG] [FORECASTER] BMA: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T08:32:24.502682] [DEBUG] [FORECASTER] BMA: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T08:32:24.745061] [DEBUG] [FORECASTER] BMA: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T08:32:24.981066] [DEBUG] [FORECASTER] BMA: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T08:32:25.220432] [DEBUG] [FORECASTER] BMA: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T08:32:25.462199] [DEBUG] [FORECASTER] BMA: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-11-25T08:32:25.462424] [INFO ] [CONFIGURE ] BMA: DISCARDED add_mfi (score: 30.00%)
[2025-11-25T08:32:25.462485] [INFO ] [CONFIGURE ] JOB ETA: 2.2h | Avg: 2.8s/test | Remaining: 2831 tests
[2025-11-25T08:32:25.462543] [INFO ] [CONFIGURE ] BMA: Testing feature 10/29: add_momentum_acceleration
[2025-11-25T08:32:25.462597] [INFO ] [CONFIGURE ] BMA: Testing with features: ['add_bollinger_bands', 'add_failed_moves', 'add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-11-25T08:32:25.793449] [DEBUG] [FORECASTER] BMA: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T08:32:26.134858] [DEBUG] [FORECASTER] BMA: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T08:32:26.482927] [DEBUG] [FORECASTER] BMA: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T08:32:26.835559] [DEBUG] [FORECASTER] BMA: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1
[2025-11-25T08:32:27.188914] [DEBUG] [FORECASTER] BMA: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T08:32:27.536594] [DEBUG] [FORECASTER] BMA: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T08:32:27.885082] [DEBUG] [FORECASTER] BMA: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T08:32:28.221151] [DEBUG] [FORECASTER] BMA: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-25T08:32:28.565566] [DEBUG] [FORECASTER] BMA: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T08:32:28.879389] [DEBUG] [FORECASTER] BMA: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-25T08:32:28.879575] [INFO ] [CONFIGURE ] BMA: DISCARDED add_momentum_acceleration (score: 40.00%)
[2025-11-25T08:32:28.879632] [INFO ] [CONFIGURE ] JOB ETA: 2.2h | Avg: 2.8s/test | Remaining: 2830 tests
[2025-11-25T08:32:28.879776] [INFO ] [CONFIGURE ] BMA: Testing feature 11/29: add_obv_daily
[2025-11-25T08:32:28.879821] [INFO ] [CONFIGURE ] BMA: Testing with features: ['add_bollinger_bands', 'add_failed_moves', 'add_obv_daily']
[2025-11-25T08:32:29.124021] [DEBUG] [FORECASTER] BMA: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T08:32:29.372996] [DEBUG] [FORECASTER] BMA: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T08:32:29.616502] [DEBUG] [FORECASTER] BMA: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T08:32:29.842399] [DEBUG] [FORECASTER] BMA: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-25T08:32:30.065605] [DEBUG] [FORECASTER] BMA: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T08:32:30.296358] [DEBUG] [FORECASTER] BMA: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T08:32:30.524360] [DEBUG] [FORECASTER] BMA: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T08:32:30.753200] [DEBUG] [FORECASTER] BMA: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-25T08:32:30.979750] [DEBUG] [FORECASTER] BMA: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T08:32:31.210903] [DEBUG] [FORECASTER] BMA: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-25T08:32:31.211112] [INFO ] [CONFIGURE ] BMA: DISCARDED add_obv_daily (score: 50.00%)
[2025-11-25T08:32:31.211171] [INFO ] [CONFIGURE ] JOB ETA: 2.2h | Avg: 2.8s/test | Remaining: 2829 tests
[2025-11-25T08:32:31.211295] [INFO ] [CONFIGURE ] BMA: Testing feature 12/29: add_obv_interval
[2025-11-25T08:32:31.211342] [INFO ] [CONFIGURE ] BMA: Testing with features: ['add_bollinger_bands', 'add_failed_moves', 'add_obv_interval']
[2025-11-25T08:32:31.451121] [DEBUG] [FORECASTER] BMA: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T08:32:31.693282] [DEBUG] [FORECASTER] BMA: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T08:32:31.944166] [DEBUG] [FORECASTER] BMA: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T08:32:32.192469] [DEBUG] [FORECASTER] BMA: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1
[2025-11-25T08:32:32.447501] [DEBUG] [FORECASTER] BMA: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T08:32:32.706726] [DEBUG] [FORECASTER] BMA: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T08:32:32.955920] [DEBUG] [FORECASTER] BMA: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T08:32:33.200769] [DEBUG] [FORECASTER] BMA: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-25T08:32:33.454254] [DEBUG] [FORECASTER] BMA: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T08:32:33.712774] [DEBUG] [FORECASTER] BMA: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-11-25T08:32:33.712989] [INFO ] [CONFIGURE ] BMA: DISCARDED add_obv_interval (score: 10.00%)
[2025-11-25T08:32:33.713051] [INFO ] [CONFIGURE ] JOB ETA: 2.2h | Avg: 2.8s/test | Remaining: 2828 tests
[2025-11-25T08:32:33.713101] [INFO ] [CONFIGURE ] BMA: Testing feature 13/29: add_opening_strength
[2025-11-25T08:32:33.713145] [INFO ] [CONFIGURE ] BMA: Testing with features: ['add_bollinger_bands', 'add_failed_moves', 'add_daily_returns', 'add_opening_strength']
[2025-11-25T08:32:33.987393] [DEBUG] [FORECASTER] BMA: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T08:32:34.265970] [DEBUG] [FORECASTER] BMA: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T08:32:34.546542] [DEBUG] [FORECASTER] BMA: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T08:32:34.811315] [DEBUG] [FORECASTER] BMA: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1
[2025-11-25T08:32:35.069613] [DEBUG] [FORECASTER] BMA: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T08:32:35.335988] [DEBUG] [FORECASTER] BMA: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T08:32:35.601602] [DEBUG] [FORECASTER] BMA: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T08:32:35.871861] [DEBUG] [FORECASTER] BMA: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T08:32:36.141442] [DEBUG] [FORECASTER] BMA: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T08:32:36.409353] [DEBUG] [FORECASTER] BMA: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-11-25T08:32:36.409564] [INFO ] [CONFIGURE ] BMA: DISCARDED add_opening_strength (score: 40.00%)
[2025-11-25T08:32:36.409626] [INFO ] [CONFIGURE ] JOB ETA: 2.2h | Avg: 2.8s/test | Remaining: 2827 tests
[2025-11-25T08:32:36.409700] [INFO ] [CONFIGURE ] BMA: Testing feature 14/29: add_order_flow_imbalance
[2025-11-25T08:32:36.409748] [INFO ] [CONFIGURE ] BMA: Testing with features: ['add_bollinger_bands', 'add_failed_moves', 'add_order_flow_imbalance']
[2025-11-25T08:32:36.656461] [DEBUG] [FORECASTER] BMA: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T08:32:36.905234] [DEBUG] [FORECASTER] BMA: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T08:32:37.182040] [DEBUG] [FORECASTER] BMA: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T08:32:37.449800] [DEBUG] [FORECASTER] BMA: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-25T08:32:37.710188] [DEBUG] [FORECASTER] BMA: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T08:32:37.972632] [DEBUG] [FORECASTER] BMA: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T08:32:38.232198] [DEBUG] [FORECASTER] BMA: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T08:32:38.468738] [DEBUG] [FORECASTER] BMA: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-25T08:32:38.707305] [DEBUG] [FORECASTER] BMA: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T08:32:38.950169] [DEBUG] [FORECASTER] BMA: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-11-25T08:32:38.950344] [INFO ] [CONFIGURE ] BMA: DISCARDED add_order_flow_imbalance (score: 40.00%)
[2025-11-25T08:32:38.950401] [INFO ] [CONFIGURE ] JOB ETA: 2.2h | Avg: 2.8s/test | Remaining: 2826 tests
[2025-11-25T08:32:38.950447] [INFO ] [CONFIGURE ] BMA: Testing feature 15/29: add_pbf_morning_momentum
[2025-11-25T08:32:38.950489] [INFO ] [CONFIGURE ] BMA: Testing with features: ['add_bollinger_bands', 'add_failed_moves', 'add_pbf_morning_momentum']
[2025-11-25T08:32:39.160209] [DEBUG] [FORECASTER] BMA: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T08:32:39.364392] [DEBUG] [FORECASTER] BMA: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T08:32:39.572726] [DEBUG] [FORECASTER] BMA: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T08:32:39.780762] [DEBUG] [FORECASTER] BMA: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1
[2025-11-25T08:32:39.990021] [DEBUG] [FORECASTER] BMA: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T08:32:40.200629] [DEBUG] [FORECASTER] BMA: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T08:32:40.411091] [DEBUG] [FORECASTER] BMA: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T08:32:40.622002] [DEBUG] [FORECASTER] BMA: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T08:32:40.841662] [DEBUG] [FORECASTER] BMA: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T08:32:41.053711] [DEBUG] [FORECASTER] BMA: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-25T08:32:41.053875] [INFO ] [CONFIGURE ] BMA: DISCARDED add_pbf_morning_momentum (score: 30.00%)
[2025-11-25T08:32:41.053925] [INFO ] [CONFIGURE ] JOB ETA: 2.2h | Avg: 2.8s/test | Remaining: 2825 tests
[2025-11-25T08:32:41.053964] [INFO ] [CONFIGURE ] BMA: Testing feature 16/29: add_pbf_overnight_gap
[2025-11-25T08:32:41.054001] [INFO ] [CONFIGURE ] BMA: Testing with features: ['add_bollinger_bands', 'add_failed_moves', 'add_pbf_overnight_gap']
[2025-11-25T08:32:41.284928] [DEBUG] [FORECASTER] BMA: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T08:32:41.523292] [DEBUG] [FORECASTER] BMA: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T08:32:41.752927] [DEBUG] [FORECASTER] BMA: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T08:32:41.990995] [DEBUG] [FORECASTER] BMA: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1
[2025-11-25T08:32:42.228233] [DEBUG] [FORECASTER] BMA: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T08:32:42.496031] [DEBUG] [FORECASTER] BMA: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T08:32:42.740958] [DEBUG] [FORECASTER] BMA: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T08:32:42.978799] [DEBUG] [FORECASTER] BMA: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-25T08:32:43.212100] [DEBUG] [FORECASTER] BMA: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T08:32:43.443727] [DEBUG] [FORECASTER] BMA: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-11-25T08:32:43.443915] [INFO ] [CONFIGURE ] BMA: DISCARDED add_pbf_overnight_gap (score: 20.00%)
[2025-11-25T08:32:43.443971] [INFO ] [CONFIGURE ] JOB ETA: 2.2h | Avg: 2.8s/test | Remaining: 2824 tests
[2025-11-25T08:32:43.444046] [INFO ] [CONFIGURE ] BMA: Testing feature 17/29: add_pbf_return_2d
[2025-11-25T08:32:43.444094] [INFO ] [CONFIGURE ] BMA: Testing with features: ['add_bollinger_bands', 'add_failed_moves', 'add_pbf_return_2d']
[2025-11-25T08:32:43.697124] [DEBUG] [FORECASTER] BMA: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T08:32:43.955132] [DEBUG] [FORECASTER] BMA: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T08:32:44.200793] [DEBUG] [FORECASTER] BMA: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T08:32:44.473321] [DEBUG] [FORECASTER] BMA: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1
[2025-11-25T08:32:44.712355] [DEBUG] [FORECASTER] BMA: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T08:32:44.952294] [DEBUG] [FORECASTER] BMA: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T08:32:45.187392] [DEBUG] [FORECASTER] BMA: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T08:32:45.451283] [DEBUG] [FORECASTER] BMA: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-25T08:32:45.694283] [DEBUG] [FORECASTER] BMA: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T08:32:45.931337] [DEBUG] [FORECASTER] BMA: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-11-25T08:32:45.931514] [INFO ] [CONFIGURE ] BMA: DISCARDED add_pbf_return_2d (score: 30.00%)
[2025-11-25T08:32:45.931569] [INFO ] [CONFIGURE ] JOB ETA: 2.2h | Avg: 2.8s/test | Remaining: 2823 tests
[2025-11-25T08:32:45.931666] [INFO ] [CONFIGURE ] BMA: Testing feature 18/29: add_pbf_volatility_5d
[2025-11-25T08:32:45.931716] [INFO ] [CONFIGURE ] BMA: Testing with features: ['add_bollinger_bands', 'add_failed_moves', 'add_pbf_volatility_5d']
[2025-11-25T08:32:46.138748] [DEBUG] [FORECASTER] BMA: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T08:32:46.357153] [DEBUG] [FORECASTER] BMA: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T08:32:46.568880] [DEBUG] [FORECASTER] BMA: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T08:32:46.788985] [DEBUG] [FORECASTER] BMA: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-25T08:32:47.001153] [DEBUG] [FORECASTER] BMA: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T08:32:47.222719] [DEBUG] [FORECASTER] BMA: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T08:32:47.446577] [DEBUG] [FORECASTER] BMA: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T08:32:47.673351] [DEBUG] [FORECASTER] BMA: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T08:32:47.892773] [DEBUG] [FORECASTER] BMA: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T08:32:48.112520] [DEBUG] [FORECASTER] BMA: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-25T08:32:48.112756] [INFO ] [CONFIGURE ] BMA: DISCARDED add_pbf_volatility_5d (score: 30.00%)
[2025-11-25T08:32:48.112846] [INFO ] [CONFIGURE ] JOB ETA: 2.2h | Avg: 2.8s/test | Remaining: 2822 tests
[2025-11-25T08:32:48.112926] [INFO ] [CONFIGURE ] BMA: Testing feature 19/29: add_pbf_vs_sma_5
[2025-11-25T08:32:48.113000] [INFO ] [CONFIGURE ] BMA: Testing with features: ['add_bollinger_bands', 'add_failed_moves', 'add_pbf_vs_sma_5']
[2025-11-25T08:32:48.334741] [DEBUG] [FORECASTER] BMA: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T08:32:48.559044] [DEBUG] [FORECASTER] BMA: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T08:32:48.790599] [DEBUG] [FORECASTER] BMA: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T08:32:49.016835] [DEBUG] [FORECASTER] BMA: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1
[2025-11-25T08:32:49.236222] [DEBUG] [FORECASTER] BMA: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T08:32:49.450195] [DEBUG] [FORECASTER] BMA: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T08:32:49.667587] [DEBUG] [FORECASTER] BMA: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T08:32:49.882117] [DEBUG] [FORECASTER] BMA: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-25T08:32:50.105127] [DEBUG] [FORECASTER] BMA: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T08:32:50.337888] [DEBUG] [FORECASTER] BMA: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-25T08:32:50.338109] [INFO ] [CONFIGURE ] BMA: DISCARDED add_pbf_vs_sma_5 (score: 20.00%)
[2025-11-25T08:32:50.338188] [INFO ] [CONFIGURE ] JOB ETA: 2.2h | Avg: 2.8s/test | Remaining: 2821 tests
[2025-11-25T08:32:50.338245] [INFO ] [CONFIGURE ] BMA: Testing feature 20/29: add_price_rejection
[2025-11-25T08:32:50.338293] [INFO ] [CONFIGURE ] BMA: Testing with features: ['add_bollinger_bands', 'add_failed_moves', 'add_price_rejection']
[2025-11-25T08:32:50.586579] [DEBUG] [FORECASTER] BMA: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T08:32:50.818562] [DEBUG] [FORECASTER] BMA: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T08:32:51.054589] [DEBUG] [FORECASTER] BMA: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T08:32:51.279636] [DEBUG] [FORECASTER] BMA: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1
[2025-11-25T08:32:51.503156] [DEBUG] [FORECASTER] BMA: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T08:32:51.746219] [DEBUG] [FORECASTER] BMA: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T08:32:51.985620] [DEBUG] [FORECASTER] BMA: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T08:32:52.256842] [DEBUG] [FORECASTER] BMA: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-25T08:32:52.562268] [DEBUG] [FORECASTER] BMA: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T08:32:52.856999] [DEBUG] [FORECASTER] BMA: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-11-25T08:32:52.857360] [INFO ] [CONFIGURE ] BMA: DISCARDED add_price_rejection (score: 20.00%)
[2025-11-25T08:32:52.857444] [INFO ] [CONFIGURE ] JOB ETA: 2.2h | Avg: 2.8s/test | Remaining: 2820 tests
[2025-11-25T08:32:52.857515] [INFO ] [CONFIGURE ] BMA: Testing feature 21/29: add_range_position
[2025-11-25T08:32:52.857580] [INFO ] [CONFIGURE ] BMA: Testing with features: ['add_bollinger_bands', 'add_failed_moves', 'add_range_position']
[2025-11-25T08:32:53.190071] [DEBUG] [FORECASTER] BMA: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T08:32:53.542180] [DEBUG] [FORECASTER] BMA: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T08:32:53.807054] [DEBUG] [FORECASTER] BMA: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T08:32:54.082772] [DEBUG] [FORECASTER] BMA: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1
[2025-11-25T08:32:54.364039] [DEBUG] [FORECASTER] BMA: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T08:32:54.655229] [DEBUG] [FORECASTER] BMA: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T08:32:54.938689] [DEBUG] [FORECASTER] BMA: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T08:32:55.203623] [DEBUG] [FORECASTER] BMA: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-25T08:32:55.487123] [DEBUG] [FORECASTER] BMA: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T08:32:55.773622] [DEBUG] [FORECASTER] BMA: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-25T08:32:55.773832] [INFO ] [CONFIGURE ] BMA: DISCARDED add_range_position (score: 30.00%)
[2025-11-25T08:32:55.773894] [INFO ] [CONFIGURE ] JOB ETA: 2.2h | Avg: 2.8s/test | Remaining: 2819 tests
[2025-11-25T08:32:55.773944] [INFO ] [CONFIGURE ] BMA: Testing feature 22/29: add_realized_volatility
[2025-11-25T08:32:55.773989] [INFO ] [CONFIGURE ] BMA: Testing with features: ['add_bollinger_bands', 'add_failed_moves', 'add_realized_volatility']
[2025-11-25T08:32:56.131122] [DEBUG] [FORECASTER] BMA: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T08:32:56.500902] [DEBUG] [FORECASTER] BMA: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T08:32:56.860622] [DEBUG] [FORECASTER] BMA: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T08:32:57.206022] [DEBUG] [FORECASTER] BMA: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-25T08:32:57.559190] [DEBUG] [FORECASTER] BMA: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T08:32:57.906236] [DEBUG] [FORECASTER] BMA: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T08:32:58.255473] [DEBUG] [FORECASTER] BMA: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T08:32:58.613469] [DEBUG] [FORECASTER] BMA: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-25T08:32:58.963622] [DEBUG] [FORECASTER] BMA: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T08:32:59.309345] [DEBUG] [FORECASTER] BMA: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-25T08:32:59.309574] [INFO ] [CONFIGURE ] BMA: DISCARDED add_realized_volatility (score: 50.00%)
[2025-11-25T08:32:59.309637] [INFO ] [CONFIGURE ] JOB ETA: 2.2h | Avg: 2.8s/test | Remaining: 2818 tests
[2025-11-25T08:32:59.309710] [INFO ] [CONFIGURE ] BMA: Testing feature 23/29: add_recent_range_context
[2025-11-25T08:32:59.309757] [INFO ] [CONFIGURE ] BMA: Testing with features: ['add_bollinger_bands', 'add_failed_moves', 'add_recent_range_context']
[2025-11-25T08:32:59.530592] [DEBUG] [FORECASTER] BMA: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T08:32:59.751782] [DEBUG] [FORECASTER] BMA: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T08:32:59.971667] [DEBUG] [FORECASTER] BMA: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T08:33:00.195521] [DEBUG] [FORECASTER] BMA: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1
[2025-11-25T08:33:01.142828] [DEBUG] [FORECASTER] BMA: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T08:33:01.506412] [DEBUG] [FORECASTER] BMA: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T08:33:01.731165] [DEBUG] [FORECASTER] BMA: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T08:33:01.961277] [DEBUG] [FORECASTER] BMA: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-25T08:33:02.195129] [DEBUG] [FORECASTER] BMA: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T08:33:02.445583] [DEBUG] [FORECASTER] BMA: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-11-25T08:33:02.445805] [INFO ] [CONFIGURE ] BMA: DISCARDED add_recent_range_context (score: 20.00%)
[2025-11-25T08:33:02.445867] [INFO ] [CONFIGURE ] JOB ETA: 2.2h | Avg: 2.8s/test | Remaining: 2817 tests
[2025-11-25T08:33:02.445919] [INFO ] [CONFIGURE ] BMA: Testing feature 24/29: add_rsi
[2025-11-25T08:33:02.445967] [INFO ] [CONFIGURE ] BMA: Testing with features: ['add_bollinger_bands', 'add_failed_moves', 'add_ema', 'add_rsi']
[2025-11-25T08:33:02.723519] [DEBUG] [FORECASTER] BMA: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T08:33:02.996385] [DEBUG] [FORECASTER] BMA: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T08:33:03.267534] [DEBUG] [FORECASTER] BMA: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T08:33:03.547368] [DEBUG] [FORECASTER] BMA: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1
[2025-11-25T08:33:03.820544] [DEBUG] [FORECASTER] BMA: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T08:33:04.096079] [DEBUG] [FORECASTER] BMA: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T08:33:04.370201] [DEBUG] [FORECASTER] BMA: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T08:33:04.665839] [DEBUG] [FORECASTER] BMA: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-25T08:33:04.949672] [DEBUG] [FORECASTER] BMA: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T08:33:05.223991] [DEBUG] [FORECASTER] BMA: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-11-25T08:33:05.224228] [INFO ] [CONFIGURE ] BMA: DISCARDED add_rsi (score: 20.00%)
[2025-11-25T08:33:05.224289] [INFO ] [CONFIGURE ] JOB ETA: 2.2h | Avg: 2.8s/test | Remaining: 2816 tests
[2025-11-25T08:33:05.224337] [INFO ] [CONFIGURE ] BMA: Testing feature 25/29: add_tick_distribution
[2025-11-25T08:33:05.224377] [INFO ] [CONFIGURE ] BMA: Testing with features: ['add_bollinger_bands', 'add_failed_moves', 'add_tick_distribution']
[2025-11-25T08:33:05.447956] [DEBUG] [FORECASTER] BMA: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T08:33:05.674382] [DEBUG] [FORECASTER] BMA: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T08:33:05.894927] [DEBUG] [FORECASTER] BMA: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T08:33:06.122444] [DEBUG] [FORECASTER] BMA: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1
[2025-11-25T08:33:06.351191] [DEBUG] [FORECASTER] BMA: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T08:33:06.581691] [DEBUG] [FORECASTER] BMA: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T08:33:06.807612] [DEBUG] [FORECASTER] BMA: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T08:33:07.030579] [DEBUG] [FORECASTER] BMA: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T08:33:07.263578] [DEBUG] [FORECASTER] BMA: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T08:33:07.498785] [DEBUG] [FORECASTER] BMA: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-11-25T08:33:07.498988] [INFO ] [CONFIGURE ] BMA: DISCARDED add_tick_distribution (score: 40.00%)
[2025-11-25T08:33:07.499045] [INFO ] [CONFIGURE ] JOB ETA: 2.2h | Avg: 2.8s/test | Remaining: 2815 tests
[2025-11-25T08:33:07.499091] [INFO ] [CONFIGURE ] BMA: Testing feature 26/29: add_volume_momentum_confirmation
[2025-11-25T08:33:07.499134] [INFO ] [CONFIGURE ] BMA: Testing with features: ['add_bollinger_bands', 'add_failed_moves', 'add_volume_momentum_confirmation']
[2025-11-25T08:33:07.723075] [DEBUG] [FORECASTER] BMA: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T08:33:07.950882] [DEBUG] [FORECASTER] BMA: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T08:33:08.176326] [DEBUG] [FORECASTER] BMA: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T08:33:08.408057] [DEBUG] [FORECASTER] BMA: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1
[2025-11-25T08:33:08.641804] [DEBUG] [FORECASTER] BMA: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T08:33:08.884773] [DEBUG] [FORECASTER] BMA: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T08:33:09.125802] [DEBUG] [FORECASTER] BMA: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T08:33:09.355415] [DEBUG] [FORECASTER] BMA: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T08:33:09.584463] [DEBUG] [FORECASTER] BMA: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T08:33:09.814742] [DEBUG] [FORECASTER] BMA: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-11-25T08:33:09.814967] [INFO ] [CONFIGURE ] BMA: DISCARDED add_volume_momentum_confirmation (score: 30.00%)
[2025-11-25T08:33:09.815047] [INFO ] [CONFIGURE ] JOB ETA: 2.2h | Avg: 2.8s/test | Remaining: 2814 tests
[2025-11-25T08:33:09.815095] [INFO ] [CONFIGURE ] BMA: Testing feature 27/29: add_volume_price_divergence
[2025-11-25T08:33:09.815138] [INFO ] [CONFIGURE ] BMA: Testing with features: ['add_bollinger_bands', 'add_failed_moves', 'add_volume_price_divergence']
[2025-11-25T08:33:10.052035] [DEBUG] [FORECASTER] BMA: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T08:33:10.297534] [DEBUG] [FORECASTER] BMA: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T08:33:10.532312] [DEBUG] [FORECASTER] BMA: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T08:33:10.771342] [DEBUG] [FORECASTER] BMA: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-25T08:33:11.007528] [DEBUG] [FORECASTER] BMA: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T08:33:11.243986] [DEBUG] [FORECASTER] BMA: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T08:33:11.481489] [DEBUG] [FORECASTER] BMA: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T08:33:11.727401] [DEBUG] [FORECASTER] BMA: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T08:33:11.969213] [DEBUG] [FORECASTER] BMA: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T08:33:12.210747] [DEBUG] [FORECASTER] BMA: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-11-25T08:33:12.210926] [INFO ] [CONFIGURE ] BMA: DISCARDED add_volume_price_divergence (score: 30.00%)
[2025-11-25T08:33:12.210984] [INFO ] [CONFIGURE ] JOB ETA: 2.2h | Avg: 2.8s/test | Remaining: 2813 tests
[2025-11-25T08:33:12.211032] [INFO ] [CONFIGURE ] BMA: Testing feature 28/29: add_volume_profile
[2025-11-25T08:33:12.211077] [INFO ] [CONFIGURE ] BMA: Testing with features: ['add_bollinger_bands', 'add_failed_moves', 'add_volume_profile']
[2025-11-25T08:33:12.457788] [DEBUG] [FORECASTER] BMA: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T08:33:12.695359] [DEBUG] [FORECASTER] BMA: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T08:33:12.932875] [DEBUG] [FORECASTER] BMA: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T08:33:13.169271] [DEBUG] [FORECASTER] BMA: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1
[2025-11-25T08:33:13.403881] [DEBUG] [FORECASTER] BMA: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T08:33:13.642241] [DEBUG] [FORECASTER] BMA: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T08:33:13.882450] [DEBUG] [FORECASTER] BMA: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T08:33:14.123403] [DEBUG] [FORECASTER] BMA: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T08:33:14.362071] [DEBUG] [FORECASTER] BMA: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T08:33:14.604537] [DEBUG] [FORECASTER] BMA: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-11-25T08:33:14.604744] [INFO ] [CONFIGURE ] BMA: DISCARDED add_volume_profile (score: 40.00%)
[2025-11-25T08:33:14.604800] [INFO ] [CONFIGURE ] JOB ETA: 2.2h | Avg: 2.8s/test | Remaining: 2812 tests
[2025-11-25T08:33:14.604846] [INFO ] [CONFIGURE ] BMA: Testing feature 29/29: add_vwap
[2025-11-25T08:33:14.604890] [INFO ] [CONFIGURE ] BMA: Testing with features: ['add_bollinger_bands', 'add_failed_moves', 'add_vwap']
[2025-11-25T08:33:14.841782] [DEBUG] [FORECASTER] BMA: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T08:33:15.077615] [DEBUG] [FORECASTER] BMA: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T08:33:15.312544] [DEBUG] [FORECASTER] BMA: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T08:33:15.557181] [DEBUG] [FORECASTER] BMA: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-25T08:33:15.794004] [DEBUG] [FORECASTER] BMA: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T08:33:16.034764] [DEBUG] [FORECASTER] BMA: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T08:33:16.274229] [DEBUG] [FORECASTER] BMA: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T08:33:16.514500] [DEBUG] [FORECASTER] BMA: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-25T08:33:16.755327] [DEBUG] [FORECASTER] BMA: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T08:33:16.999346] [DEBUG] [FORECASTER] BMA: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-11-25T08:33:16.999517] [INFO ] [CONFIGURE ] BMA: DISCARDED add_vwap (score: 20.00%)
[2025-11-25T08:33:16.999575] [INFO ] [CONFIGURE ] JOB ETA: 2.2h | Avg: 2.8s/test | Remaining: 2811 tests
[2025-11-25T08:33:16.999623] [INFO ] [CONFIGURE ] BMA: ===== FEATURE SELECTION COMPLETE =====
[2025-11-25T08:33:16.999682] [INFO ] [CONFIGURE ] BMA: Best accuracy: 50.00%
[2025-11-25T08:33:16.999729] [INFO ] [CONFIGURE ] BMA: Best feature set (2 features): ['add_bollinger_bands', 'add_failed_moves']
[2025-11-25T08:33:16.999770] [INFO ] [CONFIGURE ] BMA: Improvement over baseline: 30.00%
[2025-11-25T08:33:16.999808] [INFO ] [CONFIGURE ] BMA: Total time: 1.2 minutes
[2025-11-25T08:33:16.999847] [INFO ] [CONFIGURE ] BMA: Average time per feature: 2.6 seconds
[2025-11-25T08:33:16.999885] [INFO ] [CONFIGURE ] BMA: Average speed: 0.39 features/sec
[2025-11-25T08:33:17.000269] [INFO ] [LOCAL     ] Saved configuration for BMA: 2 features, 50.00% accuracy -> ./output/feature-sets/BMA.json
[2025-11-25T08:33:17.000328] [INFO ] [CONFIGURE ] BMA: Configuration saved successfully: 2 features, 50.00% accuracy.
[2025-11-25T08:33:17.000376] [INFO ] [sig       ] [68/164] Successfully configured BMA | 0.01 sym/s | Total: 1.5h | ETA: 2.2h
[2025-11-25T08:33:17.000419] [INFO ] [sig       ] [69/164] Configuring BMO...
[2025-11-25T08:33:17.000458] [INFO ] [CONFIGURE ] BMO: Configurate test run.
[2025-11-25T08:33:17.000498] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BMO' from 'https://tdm.silogroup.org/data/derivative_storage/BMO.csv'.
[2025-11-25T08:33:17.013889] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'BMO'.
[2025-11-25T08:33:17.014310] [INFO ] [CONFIGURE ] BMO: Testing with 29 available features
[2025-11-25T08:33:17.014374] [INFO ] [CONFIGURE ] BMO: Establishing baseline with no features...
[2025-11-25T08:33:17.191441] [DEBUG] [FORECASTER] BMO: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T08:33:17.366491] [DEBUG] [FORECASTER] BMO: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T08:33:17.540324] [DEBUG] [FORECASTER] BMO: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T08:33:17.713129] [DEBUG] [FORECASTER] BMO: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T08:33:17.887412] [DEBUG] [FORECASTER] BMO: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T08:33:18.063632] [DEBUG] [FORECASTER] BMO: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T08:33:18.242045] [DEBUG] [FORECASTER] BMO: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T08:33:18.423678] [DEBUG] [FORECASTER] BMO: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T08:33:18.600355] [DEBUG] [FORECASTER] BMO: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T08:33:18.779919] [DEBUG] [FORECASTER] BMO: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T08:33:18.780253] [INFO ] [CONFIGURE ] BMO: Baseline score (no features): 50.00%
[2025-11-25T08:33:18.780318] [INFO ] [CONFIGURE ] BMO: Testing feature 1/29: add_bollinger_bands
[2025-11-25T08:33:18.780423] [INFO ] [CONFIGURE ] BMO: Testing with features: ['add_bollinger_bands']
[2025-11-25T08:33:18.990457] [DEBUG] [FORECASTER] BMO: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T08:33:19.202770] [DEBUG] [FORECASTER] BMO: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T08:33:19.411330] [DEBUG] [FORECASTER] BMO: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T08:33:19.618441] [DEBUG] [FORECASTER] BMO: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T08:33:19.828277] [DEBUG] [FORECASTER] BMO: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T08:33:20.036378] [DEBUG] [FORECASTER] BMO: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T08:33:20.250701] [DEBUG] [FORECASTER] BMO: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T08:33:20.469620] [DEBUG] [FORECASTER] BMO: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T08:33:20.679730] [DEBUG] [FORECASTER] BMO: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T08:33:20.894447] [DEBUG] [FORECASTER] BMO: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T08:33:20.894836] [INFO ] [CONFIGURE ] BMO: KEPT add_bollinger_bands (score: 60.00%)
[2025-11-25T08:33:20.894966] [INFO ] [CONFIGURE ] JOB ETA: 2.2h | Avg: 2.8s/test | Remaining: 2810 tests
[2025-11-25T08:33:20.895078] [INFO ] [CONFIGURE ] BMO: Testing feature 2/29: add_cumulative_delta
[2025-11-25T08:33:20.895184] [INFO ] [CONFIGURE ] BMO: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta']
[2025-11-25T08:33:21.136041] [DEBUG] [FORECASTER] BMO: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T08:33:21.380428] [DEBUG] [FORECASTER] BMO: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T08:33:21.638513] [DEBUG] [FORECASTER] BMO: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T08:33:21.885474] [DEBUG] [FORECASTER] BMO: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T08:33:22.129513] [DEBUG] [FORECASTER] BMO: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T08:33:22.373391] [DEBUG] [FORECASTER] BMO: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T08:33:22.622738] [DEBUG] [FORECASTER] BMO: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T08:33:22.868724] [DEBUG] [FORECASTER] BMO: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T08:33:23.109919] [DEBUG] [FORECASTER] BMO: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T08:33:23.353279] [DEBUG] [FORECASTER] BMO: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T08:33:23.353483] [INFO ] [CONFIGURE ] BMO: DISCARDED add_cumulative_delta (score: 50.00%)
[2025-11-25T08:33:23.353544] [INFO ] [CONFIGURE ] JOB ETA: 2.2h | Avg: 2.8s/test | Remaining: 2809 tests
[2025-11-25T08:33:23.353596] [INFO ] [CONFIGURE ] BMO: Testing feature 3/29: add_daily_returns
[2025-11-25T08:33:23.353665] [INFO ] [CONFIGURE ] BMO: Testing with features: ['add_bollinger_bands', 'add_daily_returns']
[2025-11-25T08:33:23.579995] [DEBUG] [FORECASTER] BMO: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T08:33:23.803562] [DEBUG] [FORECASTER] BMO: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T08:33:24.028620] [DEBUG] [FORECASTER] BMO: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T08:33:24.259403] [DEBUG] [FORECASTER] BMO: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T08:33:24.479069] [DEBUG] [FORECASTER] BMO: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T08:33:24.698553] [DEBUG] [FORECASTER] BMO: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T08:33:24.938526] [DEBUG] [FORECASTER] BMO: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T08:33:25.154598] [DEBUG] [FORECASTER] BMO: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T08:33:25.370775] [DEBUG] [FORECASTER] BMO: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T08:33:25.595235] [DEBUG] [FORECASTER] BMO: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T08:33:25.595444] [INFO ] [CONFIGURE ] BMO: DISCARDED add_daily_returns (score: 50.00%)
[2025-11-25T08:33:25.595496] [INFO ] [CONFIGURE ] JOB ETA: 2.2h | Avg: 2.8s/test | Remaining: 2808 tests
[2025-11-25T08:33:25.595534] [INFO ] [CONFIGURE ] BMO: Testing feature 4/29: add_ema
[2025-11-25T08:33:25.595569] [INFO ] [CONFIGURE ] BMO: Testing with features: ['add_bollinger_bands', 'add_ema']
[2025-11-25T08:33:25.849894] [DEBUG] [FORECASTER] BMO: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T08:33:26.109409] [DEBUG] [FORECASTER] BMO: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T08:33:26.357211] [DEBUG] [FORECASTER] BMO: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T08:33:26.605494] [DEBUG] [FORECASTER] BMO: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T08:33:26.856268] [DEBUG] [FORECASTER] BMO: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T08:33:27.109470] [DEBUG] [FORECASTER] BMO: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T08:33:27.382973] [DEBUG] [FORECASTER] BMO: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T08:33:27.642035] [DEBUG] [FORECASTER] BMO: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T08:33:27.893860] [DEBUG] [FORECASTER] BMO: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T08:33:28.146600] [DEBUG] [FORECASTER] BMO: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T08:33:28.146866] [INFO ] [CONFIGURE ] BMO: DISCARDED add_ema (score: 40.00%)
[2025-11-25T08:33:28.146932] [INFO ] [CONFIGURE ] JOB ETA: 2.2h | Avg: 2.8s/test | Remaining: 2807 tests
[2025-11-25T08:33:28.146983] [INFO ] [CONFIGURE ] BMO: Testing feature 5/29: add_exhaustion_signals
[2025-11-25T08:33:28.147030] [INFO ] [CONFIGURE ] BMO: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals']
[2025-11-25T08:33:28.397036] [DEBUG] [FORECASTER] BMO: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T08:33:28.658098] [DEBUG] [FORECASTER] BMO: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T08:33:28.922195] [DEBUG] [FORECASTER] BMO: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T08:33:29.193069] [DEBUG] [FORECASTER] BMO: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T08:33:29.468635] [DEBUG] [FORECASTER] BMO: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T08:33:29.731216] [DEBUG] [FORECASTER] BMO: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T08:33:29.991417] [DEBUG] [FORECASTER] BMO: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T08:33:30.269831] [DEBUG] [FORECASTER] BMO: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T08:33:30.545462] [DEBUG] [FORECASTER] BMO: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T08:33:30.817792] [DEBUG] [FORECASTER] BMO: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T08:33:30.817980] [INFO ] [CONFIGURE ] BMO: DISCARDED add_exhaustion_signals (score: 50.00%)
[2025-11-25T08:33:30.818037] [INFO ] [CONFIGURE ] JOB ETA: 2.2h | Avg: 2.8s/test | Remaining: 2806 tests
[2025-11-25T08:33:30.818082] [INFO ] [CONFIGURE ] BMO: Testing feature 6/29: add_failed_moves
[2025-11-25T08:33:30.818123] [INFO ] [CONFIGURE ] BMO: Testing with features: ['add_bollinger_bands', 'add_failed_moves']
[2025-11-25T08:33:31.042173] [DEBUG] [FORECASTER] BMO: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T08:33:31.261085] [DEBUG] [FORECASTER] BMO: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T08:33:31.479833] [DEBUG] [FORECASTER] BMO: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T08:33:31.700833] [DEBUG] [FORECASTER] BMO: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T08:33:31.916810] [DEBUG] [FORECASTER] BMO: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T08:33:32.137929] [DEBUG] [FORECASTER] BMO: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T08:33:32.359294] [DEBUG] [FORECASTER] BMO: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T08:33:32.567468] [DEBUG] [FORECASTER] BMO: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T08:33:32.782096] [DEBUG] [FORECASTER] BMO: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T08:33:33.006935] [DEBUG] [FORECASTER] BMO: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T08:33:33.007332] [INFO ] [CONFIGURE ] BMO: DISCARDED add_failed_moves (score: 60.00%)
[2025-11-25T08:33:33.007452] [INFO ] [CONFIGURE ] JOB ETA: 2.2h | Avg: 2.8s/test | Remaining: 2805 tests
[2025-11-25T08:33:33.007560] [INFO ] [CONFIGURE ] BMO: Testing feature 7/29: add_lag_shelf
[2025-11-25T08:33:33.007682] [INFO ] [CONFIGURE ] BMO: Testing with features: ['add_bollinger_bands', 'add_lag_shelf']
[2025-11-25T08:33:33.214462] [DEBUG] [FORECASTER] BMO: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T08:33:33.422661] [DEBUG] [FORECASTER] BMO: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T08:33:33.627525] [DEBUG] [FORECASTER] BMO: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T08:33:33.833383] [DEBUG] [FORECASTER] BMO: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T08:33:34.040495] [DEBUG] [FORECASTER] BMO: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T08:33:34.248588] [DEBUG] [FORECASTER] BMO: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T08:33:34.469248] [DEBUG] [FORECASTER] BMO: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T08:33:34.684379] [DEBUG] [FORECASTER] BMO: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T08:33:34.903521] [DEBUG] [FORECASTER] BMO: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T08:33:35.120212] [DEBUG] [FORECASTER] BMO: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T08:33:35.120378] [INFO ] [CONFIGURE ] BMO: DISCARDED add_lag_shelf (score: 60.00%)
[2025-11-25T08:33:35.120426] [INFO ] [CONFIGURE ] JOB ETA: 2.2h | Avg: 2.8s/test | Remaining: 2804 tests
[2025-11-25T08:33:35.120465] [INFO ] [CONFIGURE ] BMO: Testing feature 8/29: add_macd
[2025-11-25T08:33:35.120501] [INFO ] [CONFIGURE ] BMO: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd']
[2025-11-25T08:33:35.420295] [DEBUG] [FORECASTER] BMO: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T08:33:35.727028] [DEBUG] [FORECASTER] BMO: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T08:33:36.033748] [DEBUG] [FORECASTER] BMO: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T08:33:36.368913] [DEBUG] [FORECASTER] BMO: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T08:33:36.714460] [DEBUG] [FORECASTER] BMO: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T08:33:37.022064] [DEBUG] [FORECASTER] BMO: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T08:33:37.337910] [DEBUG] [FORECASTER] BMO: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T08:33:37.639414] [DEBUG] [FORECASTER] BMO: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T08:33:37.943064] [DEBUG] [FORECASTER] BMO: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T08:33:38.247950] [DEBUG] [FORECASTER] BMO: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T08:33:38.248152] [INFO ] [CONFIGURE ] BMO: DISCARDED add_macd (score: 50.00%)
[2025-11-25T08:33:38.248214] [INFO ] [CONFIGURE ] JOB ETA: 2.2h | Avg: 2.8s/test | Remaining: 2803 tests
[2025-11-25T08:33:38.248264] [INFO ] [CONFIGURE ] BMO: Testing feature 9/29: add_mfi
[2025-11-25T08:33:38.248350] [INFO ] [CONFIGURE ] BMO: Testing with features: ['add_bollinger_bands', 'add_mfi']
[2025-11-25T08:33:38.467874] [DEBUG] [FORECASTER] BMO: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T08:33:38.685759] [DEBUG] [FORECASTER] BMO: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T08:33:38.922133] [DEBUG] [FORECASTER] BMO: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T08:33:39.148447] [DEBUG] [FORECASTER] BMO: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T08:33:39.375031] [DEBUG] [FORECASTER] BMO: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T08:33:39.649177] [DEBUG] [FORECASTER] BMO: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T08:33:39.941740] [DEBUG] [FORECASTER] BMO: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T08:33:40.241174] [DEBUG] [FORECASTER] BMO: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T08:33:40.468126] [DEBUG] [FORECASTER] BMO: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T08:33:40.690471] [DEBUG] [FORECASTER] BMO: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T08:33:40.690919] [INFO ] [CONFIGURE ] BMO: DISCARDED add_mfi (score: 40.00%)
[2025-11-25T08:33:40.690986] [INFO ] [CONFIGURE ] JOB ETA: 2.2h | Avg: 2.8s/test | Remaining: 2802 tests
[2025-11-25T08:33:40.691032] [INFO ] [CONFIGURE ] BMO: Testing feature 10/29: add_momentum_acceleration
[2025-11-25T08:33:40.691077] [INFO ] [CONFIGURE ] BMO: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-11-25T08:33:40.995180] [DEBUG] [FORECASTER] BMO: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T08:33:41.286609] [DEBUG] [FORECASTER] BMO: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T08:33:41.587709] [DEBUG] [FORECASTER] BMO: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T08:33:41.900154] [DEBUG] [FORECASTER] BMO: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T08:33:42.204829] [DEBUG] [FORECASTER] BMO: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T08:33:42.512584] [DEBUG] [FORECASTER] BMO: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T08:33:42.835308] [DEBUG] [FORECASTER] BMO: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T08:33:43.121172] [DEBUG] [FORECASTER] BMO: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T08:33:43.430379] [DEBUG] [FORECASTER] BMO: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T08:33:43.741858] [DEBUG] [FORECASTER] BMO: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T08:33:43.742077] [INFO ] [CONFIGURE ] BMO: KEPT add_momentum_acceleration (score: 70.00%)
[2025-11-25T08:33:43.742139] [INFO ] [CONFIGURE ] JOB ETA: 2.2h | Avg: 2.8s/test | Remaining: 2801 tests
[2025-11-25T08:33:43.742188] [INFO ] [CONFIGURE ] BMO: Testing feature 11/29: add_obv_daily
[2025-11-25T08:33:43.742236] [INFO ] [CONFIGURE ] BMO: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_obv_daily']
[2025-11-25T08:33:44.077290] [DEBUG] [FORECASTER] BMO: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T08:33:44.406433] [DEBUG] [FORECASTER] BMO: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T08:33:44.740577] [DEBUG] [FORECASTER] BMO: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T08:33:45.082787] [DEBUG] [FORECASTER] BMO: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T08:33:45.430482] [DEBUG] [FORECASTER] BMO: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T08:33:45.772511] [DEBUG] [FORECASTER] BMO: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T08:33:46.095763] [DEBUG] [FORECASTER] BMO: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T08:33:46.421837] [DEBUG] [FORECASTER] BMO: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T08:33:46.767488] [DEBUG] [FORECASTER] BMO: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T08:33:47.102464] [DEBUG] [FORECASTER] BMO: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T08:33:47.102735] [INFO ] [CONFIGURE ] BMO: DISCARDED add_obv_daily (score: 60.00%)
[2025-11-25T08:33:47.102798] [INFO ] [CONFIGURE ] JOB ETA: 2.2h | Avg: 2.8s/test | Remaining: 2800 tests
[2025-11-25T08:33:47.102852] [INFO ] [CONFIGURE ] BMO: Testing feature 12/29: add_obv_interval
[2025-11-25T08:33:47.102897] [INFO ] [CONFIGURE ] BMO: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_obv_interval']
[2025-11-25T08:33:47.423106] [DEBUG] [FORECASTER] BMO: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T08:33:47.760542] [DEBUG] [FORECASTER] BMO: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T08:33:48.096377] [DEBUG] [FORECASTER] BMO: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T08:33:48.423616] [DEBUG] [FORECASTER] BMO: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T08:33:48.760599] [DEBUG] [FORECASTER] BMO: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T08:33:49.091074] [DEBUG] [FORECASTER] BMO: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T08:33:49.427079] [DEBUG] [FORECASTER] BMO: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T08:33:49.753188] [DEBUG] [FORECASTER] BMO: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T08:33:50.074686] [DEBUG] [FORECASTER] BMO: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T08:33:50.400168] [DEBUG] [FORECASTER] BMO: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T08:33:50.400358] [INFO ] [CONFIGURE ] BMO: DISCARDED add_obv_interval (score: 70.00%)
[2025-11-25T08:33:50.400418] [INFO ] [CONFIGURE ] JOB ETA: 2.2h | Avg: 2.8s/test | Remaining: 2799 tests
[2025-11-25T08:33:50.400468] [INFO ] [CONFIGURE ] BMO: Testing feature 13/29: add_opening_strength
[2025-11-25T08:33:50.400516] [INFO ] [CONFIGURE ] BMO: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_daily_returns', 'add_opening_strength']
[2025-11-25T08:33:50.748762] [DEBUG] [FORECASTER] BMO: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T08:33:51.107344] [DEBUG] [FORECASTER] BMO: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T08:33:51.460032] [DEBUG] [FORECASTER] BMO: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T08:33:51.825164] [DEBUG] [FORECASTER] BMO: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T08:33:52.173371] [DEBUG] [FORECASTER] BMO: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T08:33:52.522854] [DEBUG] [FORECASTER] BMO: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T08:33:52.884059] [DEBUG] [FORECASTER] BMO: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T08:33:53.255490] [DEBUG] [FORECASTER] BMO: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T08:33:53.606542] [DEBUG] [FORECASTER] BMO: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T08:33:53.955870] [DEBUG] [FORECASTER] BMO: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T08:33:53.956063] [INFO ] [CONFIGURE ] BMO: DISCARDED add_opening_strength (score: 60.00%)
[2025-11-25T08:33:53.956122] [INFO ] [CONFIGURE ] JOB ETA: 2.2h | Avg: 2.8s/test | Remaining: 2798 tests
[2025-11-25T08:33:53.956170] [INFO ] [CONFIGURE ] BMO: Testing feature 14/29: add_order_flow_imbalance
[2025-11-25T08:33:53.956215] [INFO ] [CONFIGURE ] BMO: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_order_flow_imbalance']
[2025-11-25T08:33:54.301696] [DEBUG] [FORECASTER] BMO: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T08:33:54.644808] [DEBUG] [FORECASTER] BMO: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T08:33:54.976419] [DEBUG] [FORECASTER] BMO: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T08:33:55.312585] [DEBUG] [FORECASTER] BMO: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T08:33:55.657247] [DEBUG] [FORECASTER] BMO: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T08:33:55.983516] [DEBUG] [FORECASTER] BMO: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T08:33:56.333034] [DEBUG] [FORECASTER] BMO: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T08:33:56.679104] [DEBUG] [FORECASTER] BMO: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T08:33:57.028733] [DEBUG] [FORECASTER] BMO: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T08:33:57.387906] [DEBUG] [FORECASTER] BMO: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T08:33:57.388125] [INFO ] [CONFIGURE ] BMO: DISCARDED add_order_flow_imbalance (score: 40.00%)
[2025-11-25T08:33:57.388187] [INFO ] [CONFIGURE ] JOB ETA: 2.2h | Avg: 2.8s/test | Remaining: 2797 tests
[2025-11-25T08:33:57.388240] [INFO ] [CONFIGURE ] BMO: Testing feature 16/29: add_pbf_overnight_gap
[2025-11-25T08:33:57.388287] [INFO ] [CONFIGURE ] BMO: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_pbf_overnight_gap']
[2025-11-25T08:33:57.715049] [DEBUG] [FORECASTER] BMO: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T08:33:58.040557] [DEBUG] [FORECASTER] BMO: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T08:33:58.375909] [DEBUG] [FORECASTER] BMO: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T08:33:58.725328] [DEBUG] [FORECASTER] BMO: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T08:33:59.067994] [DEBUG] [FORECASTER] BMO: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T08:33:59.400842] [DEBUG] [FORECASTER] BMO: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T08:33:59.730383] [DEBUG] [FORECASTER] BMO: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T08:34:00.064960] [DEBUG] [FORECASTER] BMO: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T08:34:00.396445] [DEBUG] [FORECASTER] BMO: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T08:34:01.347801] [DEBUG] [FORECASTER] BMO: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T08:34:01.347993] [INFO ] [CONFIGURE ] BMO: DISCARDED add_pbf_overnight_gap (score: 60.00%)
[2025-11-25T08:34:01.348055] [INFO ] [CONFIGURE ] JOB ETA: 2.2h | Avg: 2.8s/test | Remaining: 2796 tests
[2025-11-25T08:34:01.348104] [INFO ] [CONFIGURE ] BMO: Testing feature 17/29: add_pbf_return_2d
[2025-11-25T08:34:01.348149] [INFO ] [CONFIGURE ] BMO: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_pbf_return_2d']
[2025-11-25T08:34:01.709347] [DEBUG] [FORECASTER] BMO: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T08:34:02.061231] [DEBUG] [FORECASTER] BMO: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T08:34:02.429090] [DEBUG] [FORECASTER] BMO: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T08:34:02.771592] [DEBUG] [FORECASTER] BMO: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T08:34:03.120609] [DEBUG] [FORECASTER] BMO: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T08:34:03.472496] [DEBUG] [FORECASTER] BMO: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T08:34:03.801173] [DEBUG] [FORECASTER] BMO: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T08:34:04.140958] [DEBUG] [FORECASTER] BMO: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T08:34:04.481223] [DEBUG] [FORECASTER] BMO: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T08:34:04.821213] [DEBUG] [FORECASTER] BMO: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T08:34:04.821384] [INFO ] [CONFIGURE ] BMO: DISCARDED add_pbf_return_2d (score: 30.00%)
[2025-11-25T08:34:04.821443] [INFO ] [CONFIGURE ] JOB ETA: 2.2h | Avg: 2.8s/test | Remaining: 2795 tests
[2025-11-25T08:34:04.821490] [INFO ] [CONFIGURE ] BMO: Testing feature 18/29: add_pbf_volatility_5d
[2025-11-25T08:34:04.821535] [INFO ] [CONFIGURE ] BMO: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_pbf_volatility_5d']
[2025-11-25T08:34:05.148465] [DEBUG] [FORECASTER] BMO: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T08:34:05.472389] [DEBUG] [FORECASTER] BMO: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T08:34:05.804207] [DEBUG] [FORECASTER] BMO: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T08:34:06.124029] [DEBUG] [FORECASTER] BMO: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T08:34:06.451388] [DEBUG] [FORECASTER] BMO: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T08:34:06.784236] [DEBUG] [FORECASTER] BMO: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T08:34:07.116747] [DEBUG] [FORECASTER] BMO: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T08:34:07.463813] [DEBUG] [FORECASTER] BMO: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T08:34:07.799193] [DEBUG] [FORECASTER] BMO: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T08:34:08.131175] [DEBUG] [FORECASTER] BMO: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T08:34:08.131391] [INFO ] [CONFIGURE ] BMO: DISCARDED add_pbf_volatility_5d (score: 60.00%)
[2025-11-25T08:34:08.131451] [INFO ] [CONFIGURE ] JOB ETA: 2.2h | Avg: 2.8s/test | Remaining: 2794 tests
[2025-11-25T08:34:08.131501] [INFO ] [CONFIGURE ] BMO: Testing feature 19/29: add_pbf_vs_sma_5
[2025-11-25T08:34:08.131548] [INFO ] [CONFIGURE ] BMO: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_pbf_vs_sma_5']
[2025-11-25T08:34:08.442363] [DEBUG] [FORECASTER] BMO: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T08:34:08.770503] [DEBUG] [FORECASTER] BMO: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T08:34:09.084891] [DEBUG] [FORECASTER] BMO: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T08:34:09.428030] [DEBUG] [FORECASTER] BMO: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T08:34:09.762191] [DEBUG] [FORECASTER] BMO: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T08:34:10.091449] [DEBUG] [FORECASTER] BMO: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T08:34:10.413712] [DEBUG] [FORECASTER] BMO: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T08:34:10.724870] [DEBUG] [FORECASTER] BMO: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T08:34:11.041429] [DEBUG] [FORECASTER] BMO: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T08:34:11.378173] [DEBUG] [FORECASTER] BMO: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T08:34:11.378403] [INFO ] [CONFIGURE ] BMO: DISCARDED add_pbf_vs_sma_5 (score: 60.00%)
[2025-11-25T08:34:11.378463] [INFO ] [CONFIGURE ] JOB ETA: 2.2h | Avg: 2.8s/test | Remaining: 2793 tests
[2025-11-25T08:34:11.378511] [INFO ] [CONFIGURE ] BMO: Testing feature 20/29: add_price_rejection
[2025-11-25T08:34:11.378553] [INFO ] [CONFIGURE ] BMO: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_price_rejection']
[2025-11-25T08:34:11.731977] [DEBUG] [FORECASTER] BMO: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T08:34:12.084390] [DEBUG] [FORECASTER] BMO: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T08:34:12.451553] [DEBUG] [FORECASTER] BMO: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T08:34:12.818188] [DEBUG] [FORECASTER] BMO: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T08:34:13.172134] [DEBUG] [FORECASTER] BMO: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T08:34:13.521611] [DEBUG] [FORECASTER] BMO: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T08:34:13.869044] [DEBUG] [FORECASTER] BMO: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T08:34:14.217289] [DEBUG] [FORECASTER] BMO: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T08:34:14.609725] [DEBUG] [FORECASTER] BMO: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T08:34:14.972964] [DEBUG] [FORECASTER] BMO: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T08:34:14.973153] [INFO ] [CONFIGURE ] BMO: DISCARDED add_price_rejection (score: 50.00%)
[2025-11-25T08:34:14.973212] [INFO ] [CONFIGURE ] JOB ETA: 2.2h | Avg: 2.8s/test | Remaining: 2792 tests
[2025-11-25T08:34:14.973260] [INFO ] [CONFIGURE ] BMO: Testing feature 21/29: add_range_position
[2025-11-25T08:34:14.973305] [INFO ] [CONFIGURE ] BMO: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_range_position']
[2025-11-25T08:34:15.332844] [DEBUG] [FORECASTER] BMO: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T08:34:15.710401] [DEBUG] [FORECASTER] BMO: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T08:34:16.074452] [DEBUG] [FORECASTER] BMO: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T08:34:16.412231] [DEBUG] [FORECASTER] BMO: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T08:34:16.806110] [DEBUG] [FORECASTER] BMO: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T08:34:17.171353] [DEBUG] [FORECASTER] BMO: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T08:34:17.514183] [DEBUG] [FORECASTER] BMO: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T08:34:17.877293] [DEBUG] [FORECASTER] BMO: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T08:34:18.237987] [DEBUG] [FORECASTER] BMO: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T08:34:18.601777] [DEBUG] [FORECASTER] BMO: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T08:34:18.601974] [INFO ] [CONFIGURE ] BMO: DISCARDED add_range_position (score: 60.00%)
[2025-11-25T08:34:18.602031] [INFO ] [CONFIGURE ] JOB ETA: 2.2h | Avg: 2.8s/test | Remaining: 2791 tests
[2025-11-25T08:34:18.602080] [INFO ] [CONFIGURE ] BMO: Testing feature 22/29: add_realized_volatility
[2025-11-25T08:34:18.602125] [INFO ] [CONFIGURE ] BMO: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_realized_volatility']
[2025-11-25T08:34:19.054496] [DEBUG] [FORECASTER] BMO: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T08:34:19.498840] [DEBUG] [FORECASTER] BMO: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T08:34:19.946309] [DEBUG] [FORECASTER] BMO: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T08:34:20.373477] [DEBUG] [FORECASTER] BMO: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T08:34:20.824014] [DEBUG] [FORECASTER] BMO: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T08:34:21.283166] [DEBUG] [FORECASTER] BMO: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T08:34:21.744861] [DEBUG] [FORECASTER] BMO: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T08:34:22.219760] [DEBUG] [FORECASTER] BMO: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T08:34:22.683224] [DEBUG] [FORECASTER] BMO: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T08:34:23.149362] [DEBUG] [FORECASTER] BMO: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T08:34:23.149590] [INFO ] [CONFIGURE ] BMO: DISCARDED add_realized_volatility (score: 40.00%)
[2025-11-25T08:34:23.149671] [INFO ] [CONFIGURE ] JOB ETA: 2.2h | Avg: 2.8s/test | Remaining: 2790 tests
[2025-11-25T08:34:23.149723] [INFO ] [CONFIGURE ] BMO: Testing feature 23/29: add_recent_range_context
[2025-11-25T08:34:23.149770] [INFO ] [CONFIGURE ] BMO: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_recent_range_context']
[2025-11-25T08:34:23.497605] [DEBUG] [FORECASTER] BMO: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T08:34:23.839021] [DEBUG] [FORECASTER] BMO: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T08:34:24.188136] [DEBUG] [FORECASTER] BMO: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T08:34:24.519739] [DEBUG] [FORECASTER] BMO: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T08:34:24.871769] [DEBUG] [FORECASTER] BMO: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T08:34:25.238522] [DEBUG] [FORECASTER] BMO: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T08:34:25.605894] [DEBUG] [FORECASTER] BMO: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T08:34:25.979899] [DEBUG] [FORECASTER] BMO: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T08:34:26.371202] [DEBUG] [FORECASTER] BMO: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T08:34:26.738753] [DEBUG] [FORECASTER] BMO: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T08:34:26.738944] [INFO ] [CONFIGURE ] BMO: DISCARDED add_recent_range_context (score: 60.00%)
[2025-11-25T08:34:26.739002] [INFO ] [CONFIGURE ] JOB ETA: 2.2h | Avg: 2.8s/test | Remaining: 2789 tests
[2025-11-25T08:34:26.739054] [INFO ] [CONFIGURE ] BMO: Testing feature 24/29: add_rsi
[2025-11-25T08:34:26.739103] [INFO ] [CONFIGURE ] BMO: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_ema', 'add_rsi']
[2025-11-25T08:34:27.124046] [DEBUG] [FORECASTER] BMO: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T08:34:27.517448] [DEBUG] [FORECASTER] BMO: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T08:34:27.914847] [DEBUG] [FORECASTER] BMO: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T08:34:28.298925] [DEBUG] [FORECASTER] BMO: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T08:34:28.680780] [DEBUG] [FORECASTER] BMO: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T08:34:29.061623] [DEBUG] [FORECASTER] BMO: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T08:34:29.442755] [DEBUG] [FORECASTER] BMO: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T08:34:29.821481] [DEBUG] [FORECASTER] BMO: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T08:34:30.180743] [DEBUG] [FORECASTER] BMO: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T08:34:30.550300] [DEBUG] [FORECASTER] BMO: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T08:34:30.550504] [INFO ] [CONFIGURE ] BMO: DISCARDED add_rsi (score: 50.00%)
[2025-11-25T08:34:30.550564] [INFO ] [CONFIGURE ] JOB ETA: 2.2h | Avg: 2.8s/test | Remaining: 2788 tests
[2025-11-25T08:34:30.550615] [INFO ] [CONFIGURE ] BMO: Testing feature 25/29: add_tick_distribution
[2025-11-25T08:34:30.550709] [INFO ] [CONFIGURE ] BMO: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_tick_distribution']
[2025-11-25T08:34:30.889106] [DEBUG] [FORECASTER] BMO: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T08:34:31.233500] [DEBUG] [FORECASTER] BMO: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T08:34:31.574405] [DEBUG] [FORECASTER] BMO: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T08:34:31.905609] [DEBUG] [FORECASTER] BMO: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T08:34:32.244869] [DEBUG] [FORECASTER] BMO: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T08:34:32.637847] [DEBUG] [FORECASTER] BMO: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T08:34:33.059139] [DEBUG] [FORECASTER] BMO: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T08:34:33.421509] [DEBUG] [FORECASTER] BMO: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T08:34:33.751537] [DEBUG] [FORECASTER] BMO: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T08:34:34.080960] [DEBUG] [FORECASTER] BMO: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T08:34:34.081166] [INFO ] [CONFIGURE ] BMO: KEPT add_tick_distribution (score: 80.00%)
[2025-11-25T08:34:34.081230] [INFO ] [CONFIGURE ] JOB ETA: 2.2h | Avg: 2.8s/test | Remaining: 2787 tests
[2025-11-25T08:34:34.081277] [INFO ] [CONFIGURE ] BMO: Testing feature 26/29: add_volume_momentum_confirmation
[2025-11-25T08:34:34.081322] [INFO ] [CONFIGURE ] BMO: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_tick_distribution', 'add_volume_momentum_confirmation']
[2025-11-25T08:34:34.415511] [DEBUG] [FORECASTER] BMO: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T08:34:34.757999] [DEBUG] [FORECASTER] BMO: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T08:34:35.091426] [DEBUG] [FORECASTER] BMO: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T08:34:35.443636] [DEBUG] [FORECASTER] BMO: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T08:34:35.790857] [DEBUG] [FORECASTER] BMO: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T08:34:36.137490] [DEBUG] [FORECASTER] BMO: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T08:34:36.494117] [DEBUG] [FORECASTER] BMO: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T08:34:36.838807] [DEBUG] [FORECASTER] BMO: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T08:34:37.185407] [DEBUG] [FORECASTER] BMO: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T08:34:37.535704] [DEBUG] [FORECASTER] BMO: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T08:34:37.535892] [INFO ] [CONFIGURE ] BMO: DISCARDED add_volume_momentum_confirmation (score: 70.00%)
[2025-11-25T08:34:37.535950] [INFO ] [CONFIGURE ] JOB ETA: 2.2h | Avg: 2.8s/test | Remaining: 2786 tests
[2025-11-25T08:34:37.536007] [INFO ] [CONFIGURE ] BMO: Testing feature 27/29: add_volume_price_divergence
[2025-11-25T08:34:37.536097] [INFO ] [CONFIGURE ] BMO: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_tick_distribution', 'add_volume_price_divergence']
[2025-11-25T08:34:37.911556] [DEBUG] [FORECASTER] BMO: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T08:34:38.293565] [DEBUG] [FORECASTER] BMO: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T08:34:38.675293] [DEBUG] [FORECASTER] BMO: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T08:34:39.058788] [DEBUG] [FORECASTER] BMO: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T08:34:39.434483] [DEBUG] [FORECASTER] BMO: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T08:34:39.817854] [DEBUG] [FORECASTER] BMO: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T08:34:40.192442] [DEBUG] [FORECASTER] BMO: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T08:34:40.564529] [DEBUG] [FORECASTER] BMO: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T08:34:40.929247] [DEBUG] [FORECASTER] BMO: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T08:34:41.315534] [DEBUG] [FORECASTER] BMO: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T08:34:41.315768] [INFO ] [CONFIGURE ] BMO: DISCARDED add_volume_price_divergence (score: 50.00%)
[2025-11-25T08:34:41.315843] [INFO ] [CONFIGURE ] JOB ETA: 2.2h | Avg: 2.8s/test | Remaining: 2785 tests
[2025-11-25T08:34:41.315895] [INFO ] [CONFIGURE ] BMO: Testing feature 28/29: add_volume_profile
[2025-11-25T08:34:41.315940] [INFO ] [CONFIGURE ] BMO: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_tick_distribution', 'add_volume_profile']
[2025-11-25T08:34:41.682821] [DEBUG] [FORECASTER] BMO: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T08:34:42.047987] [DEBUG] [FORECASTER] BMO: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T08:34:42.438276] [DEBUG] [FORECASTER] BMO: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T08:34:42.820362] [DEBUG] [FORECASTER] BMO: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T08:34:43.202326] [DEBUG] [FORECASTER] BMO: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T08:34:43.580562] [DEBUG] [FORECASTER] BMO: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T08:34:43.961575] [DEBUG] [FORECASTER] BMO: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T08:34:44.344047] [DEBUG] [FORECASTER] BMO: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T08:34:44.761122] [DEBUG] [FORECASTER] BMO: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T08:34:45.148457] [DEBUG] [FORECASTER] BMO: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T08:34:45.148660] [INFO ] [CONFIGURE ] BMO: DISCARDED add_volume_profile (score: 30.00%)
[2025-11-25T08:34:45.148724] [INFO ] [CONFIGURE ] JOB ETA: 2.2h | Avg: 2.8s/test | Remaining: 2784 tests
[2025-11-25T08:34:45.148773] [INFO ] [CONFIGURE ] BMO: Testing feature 29/29: add_vwap
[2025-11-25T08:34:45.148819] [INFO ] [CONFIGURE ] BMO: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_tick_distribution', 'add_vwap']
[2025-11-25T08:34:45.535696] [DEBUG] [FORECASTER] BMO: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T08:34:45.905780] [DEBUG] [FORECASTER] BMO: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T08:34:46.286278] [DEBUG] [FORECASTER] BMO: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T08:34:46.663351] [DEBUG] [FORECASTER] BMO: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T08:34:47.035848] [DEBUG] [FORECASTER] BMO: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T08:34:47.416386] [DEBUG] [FORECASTER] BMO: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T08:34:47.802982] [DEBUG] [FORECASTER] BMO: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T08:34:48.178105] [DEBUG] [FORECASTER] BMO: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T08:34:48.560875] [DEBUG] [FORECASTER] BMO: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T08:34:48.939688] [DEBUG] [FORECASTER] BMO: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T08:34:48.939891] [INFO ] [CONFIGURE ] BMO: DISCARDED add_vwap (score: 60.00%)
[2025-11-25T08:34:48.939953] [INFO ] [CONFIGURE ] JOB ETA: 2.2h | Avg: 2.8s/test | Remaining: 2783 tests
[2025-11-25T08:34:48.940002] [INFO ] [CONFIGURE ] BMO: ===== FEATURE SELECTION COMPLETE =====
[2025-11-25T08:34:48.940045] [INFO ] [CONFIGURE ] BMO: Best accuracy: 80.00%
[2025-11-25T08:34:48.940130] [INFO ] [CONFIGURE ] BMO: Best feature set (4 features): ['add_bollinger_bands', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_tick_distribution']
[2025-11-25T08:34:48.940189] [INFO ] [CONFIGURE ] BMO: Improvement over baseline: 30.00%
[2025-11-25T08:34:48.940291] [INFO ] [CONFIGURE ] BMO: Total time: 1.5 minutes
[2025-11-25T08:34:48.940336] [INFO ] [CONFIGURE ] BMO: Average time per feature: 3.2 seconds
[2025-11-25T08:34:48.940375] [INFO ] [CONFIGURE ] BMO: Average speed: 0.32 features/sec
[2025-11-25T08:34:48.940932] [INFO ] [LOCAL     ] Saved configuration for BMO: 4 features, 80.00% accuracy -> ./output/feature-sets/BMO.json
[2025-11-25T08:34:48.940995] [INFO ] [CONFIGURE ] BMO: Configuration saved successfully: 4 features, 80.00% accuracy.
[2025-11-25T08:34:48.941058] [INFO ] [sig       ] [69/164] Successfully configured BMO | 0.01 sym/s | Total: 1.6h | ETA: 2.2h
[2025-11-25T08:34:48.941107] [INFO ] [sig       ] [70/164] Configuring BNH...
[2025-11-25T08:34:48.941173] [INFO ] [CONFIGURE ] BNH: Configurate test run.
[2025-11-25T08:34:48.941222] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BNH' from 'https://tdm.silogroup.org/data/derivative_storage/BNH.csv'.
[2025-11-25T08:34:48.956142] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'BNH'.
[2025-11-25T08:34:48.956897] [INFO ] [CONFIGURE ] BNH: Testing with 29 available features
[2025-11-25T08:34:48.956969] [INFO ] [CONFIGURE ] BNH: Establishing baseline with no features...
[2025-11-25T08:34:49.166282] [DEBUG] [FORECASTER] BNH: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T08:34:49.368798] [DEBUG] [FORECASTER] BNH: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T08:34:49.563957] [DEBUG] [FORECASTER] BNH: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T08:34:49.761304] [DEBUG] [FORECASTER] BNH: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T08:34:49.957944] [DEBUG] [FORECASTER] BNH: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T08:34:50.161888] [DEBUG] [FORECASTER] BNH: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T08:34:50.359924] [DEBUG] [FORECASTER] BNH: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T08:34:50.561782] [DEBUG] [FORECASTER] BNH: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T08:34:50.765870] [DEBUG] [FORECASTER] BNH: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T08:34:50.975233] [DEBUG] [FORECASTER] BNH: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T08:34:50.975589] [INFO ] [CONFIGURE ] BNH: Baseline score (no features): 40.00%
[2025-11-25T08:34:50.975735] [INFO ] [CONFIGURE ] BNH: Testing feature 1/29: add_bollinger_bands
[2025-11-25T08:34:50.975845] [INFO ] [CONFIGURE ] BNH: Testing with features: ['add_bollinger_bands']
[2025-11-25T08:34:51.213191] [DEBUG] [FORECASTER] BNH: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T08:34:51.440178] [DEBUG] [FORECASTER] BNH: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T08:34:51.671707] [DEBUG] [FORECASTER] BNH: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T08:34:51.902615] [DEBUG] [FORECASTER] BNH: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T08:34:52.131340] [DEBUG] [FORECASTER] BNH: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T08:34:52.363470] [DEBUG] [FORECASTER] BNH: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T08:34:52.598117] [DEBUG] [FORECASTER] BNH: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T08:34:52.817850] [DEBUG] [FORECASTER] BNH: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T08:34:53.031007] [DEBUG] [FORECASTER] BNH: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T08:34:53.242627] [DEBUG] [FORECASTER] BNH: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T08:34:53.242848] [INFO ] [CONFIGURE ] BNH: KEPT add_bollinger_bands (score: 70.00%)
[2025-11-25T08:34:53.242899] [INFO ] [CONFIGURE ] JOB ETA: 2.2h | Avg: 2.8s/test | Remaining: 2782 tests
[2025-11-25T08:34:53.242938] [INFO ] [CONFIGURE ] BNH: Testing feature 2/29: add_cumulative_delta
[2025-11-25T08:34:53.242976] [INFO ] [CONFIGURE ] BNH: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta']
[2025-11-25T08:34:53.502206] [DEBUG] [FORECASTER] BNH: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T08:34:53.767225] [DEBUG] [FORECASTER] BNH: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T08:34:54.016572] [DEBUG] [FORECASTER] BNH: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T08:34:54.270304] [DEBUG] [FORECASTER] BNH: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T08:34:54.530212] [DEBUG] [FORECASTER] BNH: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T08:34:54.785187] [DEBUG] [FORECASTER] BNH: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T08:34:55.048176] [DEBUG] [FORECASTER] BNH: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T08:34:55.310850] [DEBUG] [FORECASTER] BNH: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T08:34:55.575547] [DEBUG] [FORECASTER] BNH: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T08:34:55.834138] [DEBUG] [FORECASTER] BNH: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T08:34:55.834315] [INFO ] [CONFIGURE ] BNH: DISCARDED add_cumulative_delta (score: 50.00%)
[2025-11-25T08:34:55.834374] [INFO ] [CONFIGURE ] JOB ETA: 2.2h | Avg: 2.8s/test | Remaining: 2781 tests
[2025-11-25T08:34:55.834423] [INFO ] [CONFIGURE ] BNH: Testing feature 3/29: add_daily_returns
[2025-11-25T08:34:55.834468] [INFO ] [CONFIGURE ] BNH: Testing with features: ['add_bollinger_bands', 'add_daily_returns']
[2025-11-25T08:34:56.064476] [DEBUG] [FORECASTER] BNH: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T08:34:56.297338] [DEBUG] [FORECASTER] BNH: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T08:34:56.543660] [DEBUG] [FORECASTER] BNH: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T08:34:56.775679] [DEBUG] [FORECASTER] BNH: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T08:34:57.009576] [DEBUG] [FORECASTER] BNH: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T08:34:57.253103] [DEBUG] [FORECASTER] BNH: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T08:34:57.484400] [DEBUG] [FORECASTER] BNH: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T08:34:57.718482] [DEBUG] [FORECASTER] BNH: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T08:34:57.957266] [DEBUG] [FORECASTER] BNH: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T08:34:58.199023] [DEBUG] [FORECASTER] BNH: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T08:34:58.199405] [INFO ] [CONFIGURE ] BNH: DISCARDED add_daily_returns (score: 50.00%)
[2025-11-25T08:34:58.199532] [INFO ] [CONFIGURE ] JOB ETA: 2.1h | Avg: 2.8s/test | Remaining: 2780 tests
[2025-11-25T08:34:58.199659] [INFO ] [CONFIGURE ] BNH: Testing feature 4/29: add_ema
[2025-11-25T08:34:58.199772] [INFO ] [CONFIGURE ] BNH: Testing with features: ['add_bollinger_bands', 'add_ema']
[2025-11-25T08:34:58.474915] [DEBUG] [FORECASTER] BNH: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T08:34:58.740447] [DEBUG] [FORECASTER] BNH: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T08:34:58.998485] [DEBUG] [FORECASTER] BNH: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T08:34:59.257122] [DEBUG] [FORECASTER] BNH: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T08:34:59.530052] [DEBUG] [FORECASTER] BNH: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T08:34:59.794230] [DEBUG] [FORECASTER] BNH: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T08:35:00.064082] [DEBUG] [FORECASTER] BNH: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T08:35:00.321663] [DEBUG] [FORECASTER] BNH: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T08:35:01.277890] [DEBUG] [FORECASTER] BNH: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T08:35:01.708955] [DEBUG] [FORECASTER] BNH: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T08:35:01.709138] [INFO ] [CONFIGURE ] BNH: DISCARDED add_ema (score: 60.00%)
[2025-11-25T08:35:01.709189] [INFO ] [CONFIGURE ] JOB ETA: 2.1h | Avg: 2.8s/test | Remaining: 2779 tests
[2025-11-25T08:35:01.709237] [INFO ] [CONFIGURE ] BNH: Testing feature 5/29: add_exhaustion_signals
[2025-11-25T08:35:01.709281] [INFO ] [CONFIGURE ] BNH: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals']
[2025-11-25T08:35:01.961098] [DEBUG] [FORECASTER] BNH: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T08:35:02.219207] [DEBUG] [FORECASTER] BNH: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T08:35:02.474435] [DEBUG] [FORECASTER] BNH: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T08:35:02.732908] [DEBUG] [FORECASTER] BNH: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T08:35:02.989775] [DEBUG] [FORECASTER] BNH: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T08:35:03.275960] [DEBUG] [FORECASTER] BNH: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T08:35:03.534823] [DEBUG] [FORECASTER] BNH: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T08:35:03.793120] [DEBUG] [FORECASTER] BNH: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T08:35:04.053399] [DEBUG] [FORECASTER] BNH: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T08:35:04.319102] [DEBUG] [FORECASTER] BNH: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T08:35:04.319318] [INFO ] [CONFIGURE ] BNH: DISCARDED add_exhaustion_signals (score: 50.00%)
[2025-11-25T08:35:04.319388] [INFO ] [CONFIGURE ] JOB ETA: 2.1h | Avg: 2.8s/test | Remaining: 2778 tests
[2025-11-25T08:35:04.319450] [INFO ] [CONFIGURE ] BNH: Testing feature 6/29: add_failed_moves
[2025-11-25T08:35:04.319505] [INFO ] [CONFIGURE ] BNH: Testing with features: ['add_bollinger_bands', 'add_failed_moves']
[2025-11-25T08:35:04.540395] [DEBUG] [FORECASTER] BNH: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T08:35:04.764633] [DEBUG] [FORECASTER] BNH: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T08:35:04.982545] [DEBUG] [FORECASTER] BNH: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T08:35:05.193706] [DEBUG] [FORECASTER] BNH: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T08:35:05.407319] [DEBUG] [FORECASTER] BNH: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T08:35:05.623843] [DEBUG] [FORECASTER] BNH: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T08:35:05.844674] [DEBUG] [FORECASTER] BNH: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T08:35:06.073805] [DEBUG] [FORECASTER] BNH: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T08:35:06.296493] [DEBUG] [FORECASTER] BNH: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T08:35:06.522667] [DEBUG] [FORECASTER] BNH: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T08:35:06.522853] [INFO ] [CONFIGURE ] BNH: DISCARDED add_failed_moves (score: 30.00%)
[2025-11-25T08:35:06.522904] [INFO ] [CONFIGURE ] JOB ETA: 2.1h | Avg: 2.8s/test | Remaining: 2777 tests
[2025-11-25T08:35:06.522942] [INFO ] [CONFIGURE ] BNH: Testing feature 7/29: add_lag_shelf
[2025-11-25T08:35:06.523033] [INFO ] [CONFIGURE ] BNH: Testing with features: ['add_bollinger_bands', 'add_lag_shelf']
[2025-11-25T08:35:06.730719] [DEBUG] [FORECASTER] BNH: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T08:35:06.934515] [DEBUG] [FORECASTER] BNH: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T08:35:07.133339] [DEBUG] [FORECASTER] BNH: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T08:35:07.339252] [DEBUG] [FORECASTER] BNH: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T08:35:07.592085] [DEBUG] [FORECASTER] BNH: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T08:35:07.834810] [DEBUG] [FORECASTER] BNH: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T08:35:08.045213] [DEBUG] [FORECASTER] BNH: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T08:35:08.265126] [DEBUG] [FORECASTER] BNH: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T08:35:08.472422] [DEBUG] [FORECASTER] BNH: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T08:35:08.678178] [DEBUG] [FORECASTER] BNH: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T08:35:08.678546] [INFO ] [CONFIGURE ] BNH: DISCARDED add_lag_shelf (score: 40.00%)
[2025-11-25T08:35:08.678683] [INFO ] [CONFIGURE ] JOB ETA: 2.1h | Avg: 2.8s/test | Remaining: 2776 tests
[2025-11-25T08:35:08.678794] [INFO ] [CONFIGURE ] BNH: Testing feature 8/29: add_macd
[2025-11-25T08:35:08.678901] [INFO ] [CONFIGURE ] BNH: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd']
[2025-11-25T08:35:09.006540] [DEBUG] [FORECASTER] BNH: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T08:35:09.323685] [DEBUG] [FORECASTER] BNH: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T08:35:09.642277] [DEBUG] [FORECASTER] BNH: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T08:35:09.980799] [DEBUG] [FORECASTER] BNH: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T08:35:10.322185] [DEBUG] [FORECASTER] BNH: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T08:35:10.645609] [DEBUG] [FORECASTER] BNH: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T08:35:10.980890] [DEBUG] [FORECASTER] BNH: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T08:35:11.320054] [DEBUG] [FORECASTER] BNH: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T08:35:11.669012] [DEBUG] [FORECASTER] BNH: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T08:35:11.994776] [DEBUG] [FORECASTER] BNH: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T08:35:11.995013] [INFO ] [CONFIGURE ] BNH: DISCARDED add_macd (score: 50.00%)
[2025-11-25T08:35:11.995080] [INFO ] [CONFIGURE ] JOB ETA: 2.1h | Avg: 2.8s/test | Remaining: 2775 tests
[2025-11-25T08:35:11.995131] [INFO ] [CONFIGURE ] BNH: Testing feature 9/29: add_mfi
[2025-11-25T08:35:11.995177] [INFO ] [CONFIGURE ] BNH: Testing with features: ['add_bollinger_bands', 'add_mfi']
[2025-11-25T08:35:12.249223] [DEBUG] [FORECASTER] BNH: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T08:35:12.506871] [DEBUG] [FORECASTER] BNH: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T08:35:12.753423] [DEBUG] [FORECASTER] BNH: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T08:35:13.007631] [DEBUG] [FORECASTER] BNH: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T08:35:13.251369] [DEBUG] [FORECASTER] BNH: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T08:35:13.515235] [DEBUG] [FORECASTER] BNH: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T08:35:13.754727] [DEBUG] [FORECASTER] BNH: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T08:35:14.002166] [DEBUG] [FORECASTER] BNH: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T08:35:14.239826] [DEBUG] [FORECASTER] BNH: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T08:35:14.487560] [DEBUG] [FORECASTER] BNH: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T08:35:14.487779] [INFO ] [CONFIGURE ] BNH: DISCARDED add_mfi (score: 60.00%)
[2025-11-25T08:35:14.487842] [INFO ] [CONFIGURE ] JOB ETA: 2.1h | Avg: 2.8s/test | Remaining: 2774 tests
[2025-11-25T08:35:14.487891] [INFO ] [CONFIGURE ] BNH: Testing feature 10/29: add_momentum_acceleration
[2025-11-25T08:35:14.487936] [INFO ] [CONFIGURE ] BNH: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-11-25T08:35:14.829718] [DEBUG] [FORECASTER] BNH: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T08:35:15.165253] [DEBUG] [FORECASTER] BNH: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T08:35:15.550568] [DEBUG] [FORECASTER] BNH: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T08:35:15.895756] [DEBUG] [FORECASTER] BNH: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T08:35:16.226721] [DEBUG] [FORECASTER] BNH: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T08:35:16.557587] [DEBUG] [FORECASTER] BNH: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T08:35:16.881580] [DEBUG] [FORECASTER] BNH: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T08:35:17.204094] [DEBUG] [FORECASTER] BNH: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T08:35:17.547390] [DEBUG] [FORECASTER] BNH: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T08:35:17.889679] [DEBUG] [FORECASTER] BNH: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T08:35:17.889875] [INFO ] [CONFIGURE ] BNH: DISCARDED add_momentum_acceleration (score: 30.00%)
[2025-11-25T08:35:17.889933] [INFO ] [CONFIGURE ] JOB ETA: 2.1h | Avg: 2.8s/test | Remaining: 2773 tests
[2025-11-25T08:35:17.889987] [INFO ] [CONFIGURE ] BNH: Testing feature 11/29: add_obv_daily
[2025-11-25T08:35:17.890039] [INFO ] [CONFIGURE ] BNH: Testing with features: ['add_bollinger_bands', 'add_obv_daily']
[2025-11-25T08:35:18.130040] [DEBUG] [FORECASTER] BNH: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T08:35:18.389517] [DEBUG] [FORECASTER] BNH: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T08:35:18.644714] [DEBUG] [FORECASTER] BNH: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T08:35:18.893786] [DEBUG] [FORECASTER] BNH: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T08:35:19.155309] [DEBUG] [FORECASTER] BNH: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T08:35:19.412447] [DEBUG] [FORECASTER] BNH: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T08:35:19.708048] [DEBUG] [FORECASTER] BNH: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T08:35:20.042186] [DEBUG] [FORECASTER] BNH: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T08:35:20.396152] [DEBUG] [FORECASTER] BNH: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T08:35:20.689499] [DEBUG] [FORECASTER] BNH: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T08:35:20.689736] [INFO ] [CONFIGURE ] BNH: DISCARDED add_obv_daily (score: 60.00%)
[2025-11-25T08:35:20.689983] [INFO ] [CONFIGURE ] JOB ETA: 2.1h | Avg: 2.8s/test | Remaining: 2772 tests
[2025-11-25T08:35:20.690097] [INFO ] [CONFIGURE ] BNH: Testing feature 12/29: add_obv_interval
[2025-11-25T08:35:20.690153] [INFO ] [CONFIGURE ] BNH: Testing with features: ['add_bollinger_bands', 'add_obv_interval']
[2025-11-25T08:35:20.930285] [DEBUG] [FORECASTER] BNH: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T08:35:21.178332] [DEBUG] [FORECASTER] BNH: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T08:35:21.430968] [DEBUG] [FORECASTER] BNH: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T08:35:21.672723] [DEBUG] [FORECASTER] BNH: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T08:35:21.913732] [DEBUG] [FORECASTER] BNH: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T08:35:22.177385] [DEBUG] [FORECASTER] BNH: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T08:35:22.433965] [DEBUG] [FORECASTER] BNH: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T08:35:22.689105] [DEBUG] [FORECASTER] BNH: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T08:35:22.939000] [DEBUG] [FORECASTER] BNH: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T08:35:23.186152] [DEBUG] [FORECASTER] BNH: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T08:35:23.186333] [INFO ] [CONFIGURE ] BNH: DISCARDED add_obv_interval (score: 40.00%)
[2025-11-25T08:35:23.186382] [INFO ] [CONFIGURE ] JOB ETA: 2.1h | Avg: 2.8s/test | Remaining: 2771 tests
[2025-11-25T08:35:23.186422] [INFO ] [CONFIGURE ] BNH: Testing feature 13/29: add_opening_strength
[2025-11-25T08:35:23.186458] [INFO ] [CONFIGURE ] BNH: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_opening_strength']
[2025-11-25T08:35:23.454072] [DEBUG] [FORECASTER] BNH: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T08:35:23.722558] [DEBUG] [FORECASTER] BNH: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T08:35:23.996895] [DEBUG] [FORECASTER] BNH: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T08:35:24.276233] [DEBUG] [FORECASTER] BNH: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T08:35:24.556328] [DEBUG] [FORECASTER] BNH: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T08:35:24.825723] [DEBUG] [FORECASTER] BNH: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T08:35:25.110805] [DEBUG] [FORECASTER] BNH: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T08:35:25.377609] [DEBUG] [FORECASTER] BNH: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T08:35:25.640512] [DEBUG] [FORECASTER] BNH: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T08:35:25.910288] [DEBUG] [FORECASTER] BNH: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T08:35:25.910504] [INFO ] [CONFIGURE ] BNH: DISCARDED add_opening_strength (score: 60.00%)
[2025-11-25T08:35:25.910570] [INFO ] [CONFIGURE ] JOB ETA: 2.1h | Avg: 2.8s/test | Remaining: 2770 tests
[2025-11-25T08:35:25.910619] [INFO ] [CONFIGURE ] BNH: Testing feature 14/29: add_order_flow_imbalance
[2025-11-25T08:35:25.910687] [INFO ] [CONFIGURE ] BNH: Testing with features: ['add_bollinger_bands', 'add_order_flow_imbalance']
[2025-11-25T08:35:26.159858] [DEBUG] [FORECASTER] BNH: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T08:35:26.409605] [DEBUG] [FORECASTER] BNH: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T08:35:26.659980] [DEBUG] [FORECASTER] BNH: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T08:35:26.901176] [DEBUG] [FORECASTER] BNH: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T08:35:27.142072] [DEBUG] [FORECASTER] BNH: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T08:35:27.391176] [DEBUG] [FORECASTER] BNH: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T08:35:27.638735] [DEBUG] [FORECASTER] BNH: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T08:35:27.884622] [DEBUG] [FORECASTER] BNH: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T08:35:28.128023] [DEBUG] [FORECASTER] BNH: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T08:35:28.392050] [DEBUG] [FORECASTER] BNH: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T08:35:28.392274] [INFO ] [CONFIGURE ] BNH: DISCARDED add_order_flow_imbalance (score: 70.00%)
[2025-11-25T08:35:28.392332] [INFO ] [CONFIGURE ] JOB ETA: 2.1h | Avg: 2.8s/test | Remaining: 2769 tests
[2025-11-25T08:35:28.392380] [INFO ] [CONFIGURE ] BNH: Testing feature 15/29: add_pbf_morning_momentum
[2025-11-25T08:35:28.392425] [INFO ] [CONFIGURE ] BNH: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum']
[2025-11-25T08:35:28.618992] [DEBUG] [FORECASTER] BNH: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T08:35:28.858790] [DEBUG] [FORECASTER] BNH: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T08:35:29.114123] [DEBUG] [FORECASTER] BNH: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T08:35:29.335158] [DEBUG] [FORECASTER] BNH: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T08:35:29.561984] [DEBUG] [FORECASTER] BNH: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T08:35:29.783424] [DEBUG] [FORECASTER] BNH: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T08:35:30.010824] [DEBUG] [FORECASTER] BNH: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T08:35:30.225382] [DEBUG] [FORECASTER] BNH: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T08:35:30.470147] [DEBUG] [FORECASTER] BNH: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T08:35:30.697536] [DEBUG] [FORECASTER] BNH: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T08:35:30.697933] [INFO ] [CONFIGURE ] BNH: DISCARDED add_pbf_morning_momentum (score: 50.00%)
[2025-11-25T08:35:30.698079] [INFO ] [CONFIGURE ] JOB ETA: 2.1h | Avg: 2.8s/test | Remaining: 2768 tests
[2025-11-25T08:35:30.698202] [INFO ] [CONFIGURE ] BNH: Testing feature 16/29: add_pbf_overnight_gap
[2025-11-25T08:35:30.698308] [INFO ] [CONFIGURE ] BNH: Testing with features: ['add_bollinger_bands', 'add_pbf_overnight_gap']
[2025-11-25T08:35:30.959183] [DEBUG] [FORECASTER] BNH: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T08:35:31.189746] [DEBUG] [FORECASTER] BNH: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T08:35:31.414816] [DEBUG] [FORECASTER] BNH: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T08:35:31.649152] [DEBUG] [FORECASTER] BNH: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T08:35:31.873892] [DEBUG] [FORECASTER] BNH: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T08:35:32.101490] [DEBUG] [FORECASTER] BNH: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T08:35:32.332929] [DEBUG] [FORECASTER] BNH: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T08:35:32.564131] [DEBUG] [FORECASTER] BNH: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T08:35:32.799436] [DEBUG] [FORECASTER] BNH: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T08:35:33.035231] [DEBUG] [FORECASTER] BNH: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T08:35:33.035599] [INFO ] [CONFIGURE ] BNH: DISCARDED add_pbf_overnight_gap (score: 60.00%)
[2025-11-25T08:35:33.035742] [INFO ] [CONFIGURE ] JOB ETA: 2.1h | Avg: 2.8s/test | Remaining: 2767 tests
[2025-11-25T08:35:33.035851] [INFO ] [CONFIGURE ] BNH: Testing feature 17/29: add_pbf_return_2d
[2025-11-25T08:35:33.035960] [INFO ] [CONFIGURE ] BNH: Testing with features: ['add_bollinger_bands', 'add_pbf_return_2d']
[2025-11-25T08:35:33.281903] [DEBUG] [FORECASTER] BNH: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T08:35:33.519201] [DEBUG] [FORECASTER] BNH: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T08:35:33.752255] [DEBUG] [FORECASTER] BNH: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T08:35:33.986412] [DEBUG] [FORECASTER] BNH: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T08:35:34.225051] [DEBUG] [FORECASTER] BNH: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T08:35:34.464366] [DEBUG] [FORECASTER] BNH: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T08:35:34.696217] [DEBUG] [FORECASTER] BNH: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T08:35:34.928260] [DEBUG] [FORECASTER] BNH: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T08:35:35.160678] [DEBUG] [FORECASTER] BNH: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T08:35:35.395632] [DEBUG] [FORECASTER] BNH: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T08:35:35.395874] [INFO ] [CONFIGURE ] BNH: DISCARDED add_pbf_return_2d (score: 50.00%)
[2025-11-25T08:35:35.395933] [INFO ] [CONFIGURE ] JOB ETA: 2.1h | Avg: 2.8s/test | Remaining: 2766 tests
[2025-11-25T08:35:35.395980] [INFO ] [CONFIGURE ] BNH: Testing feature 18/29: add_pbf_volatility_5d
[2025-11-25T08:35:35.396023] [INFO ] [CONFIGURE ] BNH: Testing with features: ['add_bollinger_bands', 'add_pbf_volatility_5d']
[2025-11-25T08:35:35.598741] [DEBUG] [FORECASTER] BNH: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T08:35:35.805712] [DEBUG] [FORECASTER] BNH: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T08:35:36.012005] [DEBUG] [FORECASTER] BNH: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T08:35:36.217988] [DEBUG] [FORECASTER] BNH: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T08:35:36.424880] [DEBUG] [FORECASTER] BNH: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T08:35:36.628157] [DEBUG] [FORECASTER] BNH: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T08:35:36.828985] [DEBUG] [FORECASTER] BNH: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T08:35:37.038379] [DEBUG] [FORECASTER] BNH: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T08:35:37.250140] [DEBUG] [FORECASTER] BNH: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T08:35:37.466390] [DEBUG] [FORECASTER] BNH: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T08:35:37.466556] [INFO ] [CONFIGURE ] BNH: DISCARDED add_pbf_volatility_5d (score: 40.00%)
[2025-11-25T08:35:37.466606] [INFO ] [CONFIGURE ] JOB ETA: 2.1h | Avg: 2.8s/test | Remaining: 2765 tests
[2025-11-25T08:35:37.466666] [INFO ] [CONFIGURE ] BNH: Testing feature 19/29: add_pbf_vs_sma_5
[2025-11-25T08:35:37.466730] [INFO ] [CONFIGURE ] BNH: Testing with features: ['add_bollinger_bands', 'add_pbf_vs_sma_5']
[2025-11-25T08:35:37.676311] [DEBUG] [FORECASTER] BNH: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T08:35:37.883439] [DEBUG] [FORECASTER] BNH: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T08:35:38.094936] [DEBUG] [FORECASTER] BNH: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T08:35:38.305887] [DEBUG] [FORECASTER] BNH: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T08:35:38.514546] [DEBUG] [FORECASTER] BNH: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T08:35:38.723416] [DEBUG] [FORECASTER] BNH: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T08:35:38.932140] [DEBUG] [FORECASTER] BNH: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T08:35:39.142172] [DEBUG] [FORECASTER] BNH: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T08:35:39.343035] [DEBUG] [FORECASTER] BNH: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T08:35:39.547612] [DEBUG] [FORECASTER] BNH: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T08:35:39.547802] [INFO ] [CONFIGURE ] BNH: DISCARDED add_pbf_vs_sma_5 (score: 50.00%)
[2025-11-25T08:35:39.547852] [INFO ] [CONFIGURE ] JOB ETA: 2.1h | Avg: 2.8s/test | Remaining: 2764 tests
[2025-11-25T08:35:39.547949] [INFO ] [CONFIGURE ] BNH: Testing feature 20/29: add_price_rejection
[2025-11-25T08:35:39.547989] [INFO ] [CONFIGURE ] BNH: Testing with features: ['add_bollinger_bands', 'add_price_rejection']
[2025-11-25T08:35:39.762119] [DEBUG] [FORECASTER] BNH: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T08:35:39.979435] [DEBUG] [FORECASTER] BNH: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T08:35:40.197884] [DEBUG] [FORECASTER] BNH: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T08:35:40.410770] [DEBUG] [FORECASTER] BNH: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T08:35:40.625378] [DEBUG] [FORECASTER] BNH: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T08:35:40.843827] [DEBUG] [FORECASTER] BNH: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T08:35:41.071184] [DEBUG] [FORECASTER] BNH: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T08:35:41.326433] [DEBUG] [FORECASTER] BNH: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T08:35:41.579781] [DEBUG] [FORECASTER] BNH: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T08:35:41.810502] [DEBUG] [FORECASTER] BNH: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T08:35:41.810686] [INFO ] [CONFIGURE ] BNH: DISCARDED add_price_rejection (score: 40.00%)
[2025-11-25T08:35:41.810759] [INFO ] [CONFIGURE ] JOB ETA: 2.1h | Avg: 2.8s/test | Remaining: 2763 tests
[2025-11-25T08:35:41.810811] [INFO ] [CONFIGURE ] BNH: Testing feature 21/29: add_range_position
[2025-11-25T08:35:41.810860] [INFO ] [CONFIGURE ] BNH: Testing with features: ['add_bollinger_bands', 'add_range_position']
[2025-11-25T08:35:42.059292] [DEBUG] [FORECASTER] BNH: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T08:35:42.307423] [DEBUG] [FORECASTER] BNH: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T08:35:42.575304] [DEBUG] [FORECASTER] BNH: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T08:35:42.847591] [DEBUG] [FORECASTER] BNH: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T08:35:43.122374] [DEBUG] [FORECASTER] BNH: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T08:35:43.378518] [DEBUG] [FORECASTER] BNH: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T08:35:43.634981] [DEBUG] [FORECASTER] BNH: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T08:35:43.892924] [DEBUG] [FORECASTER] BNH: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T08:35:44.157528] [DEBUG] [FORECASTER] BNH: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T08:35:44.414347] [DEBUG] [FORECASTER] BNH: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T08:35:44.414519] [INFO ] [CONFIGURE ] BNH: DISCARDED add_range_position (score: 60.00%)
[2025-11-25T08:35:44.414578] [INFO ] [CONFIGURE ] JOB ETA: 2.1h | Avg: 2.8s/test | Remaining: 2762 tests
[2025-11-25T08:35:44.414626] [INFO ] [CONFIGURE ] BNH: Testing feature 22/29: add_realized_volatility
[2025-11-25T08:35:44.414694] [INFO ] [CONFIGURE ] BNH: Testing with features: ['add_bollinger_bands', 'add_realized_volatility']
[2025-11-25T08:35:44.782684] [DEBUG] [FORECASTER] BNH: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T08:35:45.117050] [DEBUG] [FORECASTER] BNH: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T08:35:45.452036] [DEBUG] [FORECASTER] BNH: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T08:35:45.807931] [DEBUG] [FORECASTER] BNH: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T08:35:46.136772] [DEBUG] [FORECASTER] BNH: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T08:35:46.463628] [DEBUG] [FORECASTER] BNH: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T08:35:46.811396] [DEBUG] [FORECASTER] BNH: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T08:35:47.152549] [DEBUG] [FORECASTER] BNH: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T08:35:47.501847] [DEBUG] [FORECASTER] BNH: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T08:35:47.846062] [DEBUG] [FORECASTER] BNH: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T08:35:47.846272] [INFO ] [CONFIGURE ] BNH: DISCARDED add_realized_volatility (score: 60.00%)
[2025-11-25T08:35:47.846333] [INFO ] [CONFIGURE ] JOB ETA: 2.1h | Avg: 2.8s/test | Remaining: 2761 tests
[2025-11-25T08:35:47.846384] [INFO ] [CONFIGURE ] BNH: Testing feature 23/29: add_recent_range_context
[2025-11-25T08:35:47.846429] [INFO ] [CONFIGURE ] BNH: Testing with features: ['add_bollinger_bands', 'add_recent_range_context']
[2025-11-25T08:35:48.066790] [DEBUG] [FORECASTER] BNH: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T08:35:48.293047] [DEBUG] [FORECASTER] BNH: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T08:35:48.508130] [DEBUG] [FORECASTER] BNH: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T08:35:48.732349] [DEBUG] [FORECASTER] BNH: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T08:35:48.955254] [DEBUG] [FORECASTER] BNH: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T08:35:49.175256] [DEBUG] [FORECASTER] BNH: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T08:35:49.409519] [DEBUG] [FORECASTER] BNH: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T08:35:49.620296] [DEBUG] [FORECASTER] BNH: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T08:35:49.831231] [DEBUG] [FORECASTER] BNH: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T08:35:50.044378] [DEBUG] [FORECASTER] BNH: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T08:35:50.044584] [INFO ] [CONFIGURE ] BNH: DISCARDED add_recent_range_context (score: 70.00%)
[2025-11-25T08:35:50.044635] [INFO ] [CONFIGURE ] JOB ETA: 2.1h | Avg: 2.8s/test | Remaining: 2760 tests
[2025-11-25T08:35:50.044717] [INFO ] [CONFIGURE ] BNH: Testing feature 24/29: add_rsi
[2025-11-25T08:35:50.044768] [INFO ] [CONFIGURE ] BNH: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_rsi']
[2025-11-25T08:35:50.307442] [DEBUG] [FORECASTER] BNH: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T08:35:50.571967] [DEBUG] [FORECASTER] BNH: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T08:35:50.841880] [DEBUG] [FORECASTER] BNH: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T08:35:51.113230] [DEBUG] [FORECASTER] BNH: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T08:35:51.379992] [DEBUG] [FORECASTER] BNH: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T08:35:51.651507] [DEBUG] [FORECASTER] BNH: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T08:35:51.924708] [DEBUG] [FORECASTER] BNH: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T08:35:52.198443] [DEBUG] [FORECASTER] BNH: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T08:35:52.509694] [DEBUG] [FORECASTER] BNH: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T08:35:52.825825] [DEBUG] [FORECASTER] BNH: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T08:35:52.826017] [INFO ] [CONFIGURE ] BNH: DISCARDED add_rsi (score: 50.00%)
[2025-11-25T08:35:52.826076] [INFO ] [CONFIGURE ] JOB ETA: 2.1h | Avg: 2.8s/test | Remaining: 2759 tests
[2025-11-25T08:35:52.826125] [INFO ] [CONFIGURE ] BNH: Testing feature 25/29: add_tick_distribution
[2025-11-25T08:35:52.826167] [INFO ] [CONFIGURE ] BNH: Testing with features: ['add_bollinger_bands', 'add_tick_distribution']
[2025-11-25T08:35:53.032725] [DEBUG] [FORECASTER] BNH: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T08:35:53.249203] [DEBUG] [FORECASTER] BNH: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T08:35:53.458830] [DEBUG] [FORECASTER] BNH: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T08:35:53.672996] [DEBUG] [FORECASTER] BNH: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T08:35:53.906997] [DEBUG] [FORECASTER] BNH: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T08:35:54.122622] [DEBUG] [FORECASTER] BNH: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T08:35:54.340902] [DEBUG] [FORECASTER] BNH: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T08:35:54.553709] [DEBUG] [FORECASTER] BNH: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T08:35:54.776209] [DEBUG] [FORECASTER] BNH: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T08:35:54.989878] [DEBUG] [FORECASTER] BNH: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T08:35:54.990225] [INFO ] [CONFIGURE ] BNH: DISCARDED add_tick_distribution (score: 50.00%)
[2025-11-25T08:35:54.990343] [INFO ] [CONFIGURE ] JOB ETA: 2.1h | Avg: 2.8s/test | Remaining: 2758 tests
[2025-11-25T08:35:54.990451] [INFO ] [CONFIGURE ] BNH: Testing feature 26/29: add_volume_momentum_confirmation
[2025-11-25T08:35:54.990557] [INFO ] [CONFIGURE ] BNH: Testing with features: ['add_bollinger_bands', 'add_volume_momentum_confirmation']
[2025-11-25T08:35:55.208048] [DEBUG] [FORECASTER] BNH: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T08:35:55.422179] [DEBUG] [FORECASTER] BNH: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T08:35:55.642045] [DEBUG] [FORECASTER] BNH: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T08:35:55.857510] [DEBUG] [FORECASTER] BNH: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T08:35:56.076289] [DEBUG] [FORECASTER] BNH: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T08:35:56.291786] [DEBUG] [FORECASTER] BNH: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T08:35:56.503889] [DEBUG] [FORECASTER] BNH: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T08:35:56.714884] [DEBUG] [FORECASTER] BNH: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T08:35:56.933431] [DEBUG] [FORECASTER] BNH: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T08:35:57.162197] [DEBUG] [FORECASTER] BNH: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T08:35:57.162373] [INFO ] [CONFIGURE ] BNH: DISCARDED add_volume_momentum_confirmation (score: 30.00%)
[2025-11-25T08:35:57.162436] [INFO ] [CONFIGURE ] JOB ETA: 2.1h | Avg: 2.8s/test | Remaining: 2757 tests
[2025-11-25T08:35:57.162495] [INFO ] [CONFIGURE ] BNH: Testing feature 27/29: add_volume_price_divergence
[2025-11-25T08:35:57.162541] [INFO ] [CONFIGURE ] BNH: Testing with features: ['add_bollinger_bands', 'add_volume_price_divergence']
[2025-11-25T08:35:57.397988] [DEBUG] [FORECASTER] BNH: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T08:35:57.635460] [DEBUG] [FORECASTER] BNH: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T08:35:57.901506] [DEBUG] [FORECASTER] BNH: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T08:35:58.156900] [DEBUG] [FORECASTER] BNH: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T08:35:58.414609] [DEBUG] [FORECASTER] BNH: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T08:35:58.673835] [DEBUG] [FORECASTER] BNH: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T08:35:58.909072] [DEBUG] [FORECASTER] BNH: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T08:35:59.137414] [DEBUG] [FORECASTER] BNH: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T08:35:59.359635] [DEBUG] [FORECASTER] BNH: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T08:35:59.584596] [DEBUG] [FORECASTER] BNH: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T08:35:59.584789] [INFO ] [CONFIGURE ] BNH: DISCARDED add_volume_price_divergence (score: 40.00%)
[2025-11-25T08:35:59.584872] [INFO ] [CONFIGURE ] JOB ETA: 2.1h | Avg: 2.8s/test | Remaining: 2756 tests
[2025-11-25T08:35:59.584923] [INFO ] [CONFIGURE ] BNH: Testing feature 28/29: add_volume_profile
[2025-11-25T08:35:59.584966] [INFO ] [CONFIGURE ] BNH: Testing with features: ['add_bollinger_bands', 'add_volume_profile']
[2025-11-25T08:35:59.803718] [DEBUG] [FORECASTER] BNH: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T08:36:00.029135] [DEBUG] [FORECASTER] BNH: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T08:36:00.250368] [DEBUG] [FORECASTER] BNH: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T08:36:00.469956] [DEBUG] [FORECASTER] BNH: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T08:36:00.794958] [DEBUG] [FORECASTER] BNH: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T08:36:01.501986] [DEBUG] [FORECASTER] BNH: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T08:36:01.886041] [DEBUG] [FORECASTER] BNH: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T08:36:02.127784] [DEBUG] [FORECASTER] BNH: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T08:36:02.356559] [DEBUG] [FORECASTER] BNH: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T08:36:02.585964] [DEBUG] [FORECASTER] BNH: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T08:36:02.586125] [INFO ] [CONFIGURE ] BNH: DISCARDED add_volume_profile (score: 50.00%)
[2025-11-25T08:36:02.586173] [INFO ] [CONFIGURE ] JOB ETA: 2.1h | Avg: 2.8s/test | Remaining: 2755 tests
[2025-11-25T08:36:02.586211] [INFO ] [CONFIGURE ] BNH: Testing feature 29/29: add_vwap
[2025-11-25T08:36:02.586248] [INFO ] [CONFIGURE ] BNH: Testing with features: ['add_bollinger_bands', 'add_vwap']
[2025-11-25T08:36:02.806331] [DEBUG] [FORECASTER] BNH: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T08:36:03.030307] [DEBUG] [FORECASTER] BNH: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T08:36:03.255892] [DEBUG] [FORECASTER] BNH: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T08:36:03.488726] [DEBUG] [FORECASTER] BNH: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T08:36:03.719610] [DEBUG] [FORECASTER] BNH: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T08:36:03.955883] [DEBUG] [FORECASTER] BNH: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T08:36:04.203349] [DEBUG] [FORECASTER] BNH: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T08:36:04.448064] [DEBUG] [FORECASTER] BNH: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T08:36:04.691036] [DEBUG] [FORECASTER] BNH: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T08:36:04.934366] [DEBUG] [FORECASTER] BNH: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T08:36:04.934663] [INFO ] [CONFIGURE ] BNH: DISCARDED add_vwap (score: 40.00%)
[2025-11-25T08:36:04.934725] [INFO ] [CONFIGURE ] JOB ETA: 2.1h | Avg: 2.8s/test | Remaining: 2754 tests
[2025-11-25T08:36:04.934787] [INFO ] [CONFIGURE ] BNH: ===== FEATURE SELECTION COMPLETE =====
[2025-11-25T08:36:04.934842] [INFO ] [CONFIGURE ] BNH: Best accuracy: 70.00%
[2025-11-25T08:36:04.934895] [INFO ] [CONFIGURE ] BNH: Best feature set (1 features): ['add_bollinger_bands']
[2025-11-25T08:36:04.934943] [INFO ] [CONFIGURE ] BNH: Improvement over baseline: 30.00%
[2025-11-25T08:36:04.935006] [INFO ] [CONFIGURE ] BNH: Total time: 1.2 minutes
[2025-11-25T08:36:04.935048] [INFO ] [CONFIGURE ] BNH: Average time per feature: 2.6 seconds
[2025-11-25T08:36:04.935145] [INFO ] [CONFIGURE ] BNH: Average speed: 0.39 features/sec
[2025-11-25T08:36:04.935568] [INFO ] [LOCAL     ] Saved configuration for BNH: 1 features, 70.00% accuracy -> ./output/feature-sets/BNH.json
[2025-11-25T08:36:04.935630] [INFO ] [CONFIGURE ] BNH: Configuration saved successfully: 1 features, 70.00% accuracy.
[2025-11-25T08:36:04.935698] [INFO ] [sig       ] [70/164] Successfully configured BNH | 0.01 sym/s | Total: 1.6h | ETA: 2.1h
[2025-11-25T08:36:04.935743] [INFO ] [sig       ] [71/164] Configuring BORR...
[2025-11-25T08:36:04.935810] [INFO ] [CONFIGURE ] BORR: Configurate test run.
[2025-11-25T08:36:04.935855] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BORR' from 'https://tdm.silogroup.org/data/derivative_storage/BORR.csv'.
[2025-11-25T08:36:04.948333] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'BORR'.
[2025-11-25T08:36:04.948759] [INFO ] [CONFIGURE ] BORR: Testing with 29 available features
[2025-11-25T08:36:04.948838] [INFO ] [CONFIGURE ] BORR: Establishing baseline with no features...
[2025-11-25T08:36:05.130841] [DEBUG] [FORECASTER] BORR: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T08:36:05.313554] [DEBUG] [FORECASTER] BORR: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T08:36:05.489168] [DEBUG] [FORECASTER] BORR: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T08:36:05.662959] [DEBUG] [FORECASTER] BORR: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T08:36:05.834296] [DEBUG] [FORECASTER] BORR: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T08:36:06.006483] [DEBUG] [FORECASTER] BORR: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T08:36:06.179962] [DEBUG] [FORECASTER] BORR: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T08:36:06.356711] [DEBUG] [FORECASTER] BORR: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T08:36:06.530448] [DEBUG] [FORECASTER] BORR: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T08:36:06.706420] [DEBUG] [FORECASTER] BORR: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T08:36:06.706599] [INFO ] [CONFIGURE ] BORR: Baseline score (no features): 50.00%
[2025-11-25T08:36:06.706665] [INFO ] [CONFIGURE ] BORR: Testing feature 1/29: add_bollinger_bands
[2025-11-25T08:36:06.706733] [INFO ] [CONFIGURE ] BORR: Testing with features: ['add_bollinger_bands']
[2025-11-25T08:36:06.918563] [DEBUG] [FORECASTER] BORR: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T08:36:07.121911] [DEBUG] [FORECASTER] BORR: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T08:36:07.339692] [DEBUG] [FORECASTER] BORR: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T08:36:07.545549] [DEBUG] [FORECASTER] BORR: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T08:36:07.756040] [DEBUG] [FORECASTER] BORR: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T08:36:07.964933] [DEBUG] [FORECASTER] BORR: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T08:36:08.177639] [DEBUG] [FORECASTER] BORR: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T08:36:08.390013] [DEBUG] [FORECASTER] BORR: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T08:36:08.593447] [DEBUG] [FORECASTER] BORR: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T08:36:08.798607] [DEBUG] [FORECASTER] BORR: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T08:36:08.798983] [INFO ] [CONFIGURE ] BORR: DISCARDED add_bollinger_bands (score: 30.00%)
[2025-11-25T08:36:08.799102] [INFO ] [CONFIGURE ] JOB ETA: 2.1h | Avg: 2.8s/test | Remaining: 2753 tests
[2025-11-25T08:36:08.799158] [INFO ] [CONFIGURE ] BORR: Testing feature 2/29: add_cumulative_delta
[2025-11-25T08:36:08.799256] [INFO ] [CONFIGURE ] BORR: Testing with features: ['add_cumulative_delta']
[2025-11-25T08:36:09.009015] [DEBUG] [FORECASTER] BORR: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T08:36:09.216661] [DEBUG] [FORECASTER] BORR: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T08:36:09.428392] [DEBUG] [FORECASTER] BORR: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T08:36:09.641255] [DEBUG] [FORECASTER] BORR: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T08:36:09.859187] [DEBUG] [FORECASTER] BORR: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T08:36:10.074008] [DEBUG] [FORECASTER] BORR: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T08:36:10.287270] [DEBUG] [FORECASTER] BORR: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T08:36:10.501015] [DEBUG] [FORECASTER] BORR: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T08:36:10.716502] [DEBUG] [FORECASTER] BORR: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T08:36:10.932947] [DEBUG] [FORECASTER] BORR: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T08:36:10.933325] [INFO ] [CONFIGURE ] BORR: DISCARDED add_cumulative_delta (score: 50.00%)
[2025-11-25T08:36:10.933447] [INFO ] [CONFIGURE ] JOB ETA: 2.1h | Avg: 2.8s/test | Remaining: 2752 tests
[2025-11-25T08:36:10.933557] [INFO ] [CONFIGURE ] BORR: Testing feature 3/29: add_daily_returns
[2025-11-25T08:36:10.933683] [INFO ] [CONFIGURE ] BORR: Testing with features: ['add_daily_returns']
[2025-11-25T08:36:11.120576] [DEBUG] [FORECASTER] BORR: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T08:36:11.305972] [DEBUG] [FORECASTER] BORR: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T08:36:11.497028] [DEBUG] [FORECASTER] BORR: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T08:36:11.683515] [DEBUG] [FORECASTER] BORR: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T08:36:11.870086] [DEBUG] [FORECASTER] BORR: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T08:36:12.059295] [DEBUG] [FORECASTER] BORR: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T08:36:12.254384] [DEBUG] [FORECASTER] BORR: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T08:36:12.443124] [DEBUG] [FORECASTER] BORR: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T08:36:12.630088] [DEBUG] [FORECASTER] BORR: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T08:36:12.820374] [DEBUG] [FORECASTER] BORR: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T08:36:12.820538] [INFO ] [CONFIGURE ] BORR: DISCARDED add_daily_returns (score: 40.00%)
[2025-11-25T08:36:12.820588] [INFO ] [CONFIGURE ] JOB ETA: 2.1h | Avg: 2.8s/test | Remaining: 2751 tests
[2025-11-25T08:36:12.820627] [INFO ] [CONFIGURE ] BORR: Testing feature 4/29: add_ema
[2025-11-25T08:36:12.820686] [INFO ] [CONFIGURE ] BORR: Testing with features: ['add_ema']
[2025-11-25T08:36:13.044599] [DEBUG] [FORECASTER] BORR: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T08:36:13.270421] [DEBUG] [FORECASTER] BORR: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T08:36:13.496587] [DEBUG] [FORECASTER] BORR: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T08:36:13.723622] [DEBUG] [FORECASTER] BORR: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T08:36:13.962473] [DEBUG] [FORECASTER] BORR: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T08:36:14.201472] [DEBUG] [FORECASTER] BORR: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T08:36:14.430798] [DEBUG] [FORECASTER] BORR: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T08:36:14.657280] [DEBUG] [FORECASTER] BORR: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T08:36:14.877345] [DEBUG] [FORECASTER] BORR: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T08:36:15.098004] [DEBUG] [FORECASTER] BORR: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T08:36:15.098195] [INFO ] [CONFIGURE ] BORR: DISCARDED add_ema (score: 20.00%)
[2025-11-25T08:36:15.098242] [INFO ] [CONFIGURE ] JOB ETA: 2.1h | Avg: 2.8s/test | Remaining: 2750 tests
[2025-11-25T08:36:15.098281] [INFO ] [CONFIGURE ] BORR: Testing feature 5/29: add_exhaustion_signals
[2025-11-25T08:36:15.098317] [INFO ] [CONFIGURE ] BORR: Testing with features: ['add_vwap', 'add_exhaustion_signals']
[2025-11-25T08:36:15.324425] [DEBUG] [FORECASTER] BORR: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T08:36:15.565498] [DEBUG] [FORECASTER] BORR: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T08:36:15.785151] [DEBUG] [FORECASTER] BORR: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T08:36:16.007672] [DEBUG] [FORECASTER] BORR: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T08:36:16.237941] [DEBUG] [FORECASTER] BORR: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T08:36:16.466932] [DEBUG] [FORECASTER] BORR: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T08:36:16.694785] [DEBUG] [FORECASTER] BORR: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T08:36:16.926241] [DEBUG] [FORECASTER] BORR: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T08:36:17.159742] [DEBUG] [FORECASTER] BORR: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T08:36:17.392871] [DEBUG] [FORECASTER] BORR: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T08:36:17.393071] [INFO ] [CONFIGURE ] BORR: DISCARDED add_exhaustion_signals (score: 30.00%)
[2025-11-25T08:36:17.393157] [INFO ] [CONFIGURE ] JOB ETA: 2.1h | Avg: 2.8s/test | Remaining: 2749 tests
[2025-11-25T08:36:17.393221] [INFO ] [CONFIGURE ] BORR: Testing feature 6/29: add_failed_moves
[2025-11-25T08:36:17.393281] [INFO ] [CONFIGURE ] BORR: Testing with features: ['add_failed_moves']
[2025-11-25T08:36:17.584988] [DEBUG] [FORECASTER] BORR: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T08:36:17.771112] [DEBUG] [FORECASTER] BORR: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T08:36:17.960130] [DEBUG] [FORECASTER] BORR: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T08:36:18.146449] [DEBUG] [FORECASTER] BORR: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T08:36:18.335233] [DEBUG] [FORECASTER] BORR: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T08:36:18.525077] [DEBUG] [FORECASTER] BORR: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T08:36:18.711759] [DEBUG] [FORECASTER] BORR: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T08:36:18.903038] [DEBUG] [FORECASTER] BORR: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T08:36:19.092720] [DEBUG] [FORECASTER] BORR: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T08:36:19.292417] [DEBUG] [FORECASTER] BORR: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T08:36:19.293380] [INFO ] [CONFIGURE ] BORR: DISCARDED add_failed_moves (score: 50.00%)
[2025-11-25T08:36:19.293440] [INFO ] [CONFIGURE ] JOB ETA: 2.1h | Avg: 2.8s/test | Remaining: 2748 tests
[2025-11-25T08:36:19.293480] [INFO ] [CONFIGURE ] BORR: Testing feature 7/29: add_lag_shelf
[2025-11-25T08:36:19.293525] [INFO ] [CONFIGURE ] BORR: Testing with features: ['add_lag_shelf']
[2025-11-25T08:36:19.462115] [DEBUG] [FORECASTER] BORR: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T08:36:19.630951] [DEBUG] [FORECASTER] BORR: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T08:36:19.802319] [DEBUG] [FORECASTER] BORR: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T08:36:19.972378] [DEBUG] [FORECASTER] BORR: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T08:36:20.144285] [DEBUG] [FORECASTER] BORR: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T08:36:20.313835] [DEBUG] [FORECASTER] BORR: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T08:36:20.483233] [DEBUG] [FORECASTER] BORR: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T08:36:20.651852] [DEBUG] [FORECASTER] BORR: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T08:36:20.822147] [DEBUG] [FORECASTER] BORR: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T08:36:20.995304] [DEBUG] [FORECASTER] BORR: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T08:36:20.995460] [INFO ] [CONFIGURE ] BORR: DISCARDED add_lag_shelf (score: 50.00%)
[2025-11-25T08:36:20.995507] [INFO ] [CONFIGURE ] JOB ETA: 2.1h | Avg: 2.8s/test | Remaining: 2747 tests
[2025-11-25T08:36:20.995545] [INFO ] [CONFIGURE ] BORR: Testing feature 8/29: add_macd
[2025-11-25T08:36:20.995581] [INFO ] [CONFIGURE ] BORR: Testing with features: ['add_vwap', 'add_macd']
[2025-11-25T08:36:21.255897] [DEBUG] [FORECASTER] BORR: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T08:36:21.517750] [DEBUG] [FORECASTER] BORR: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T08:36:21.780941] [DEBUG] [FORECASTER] BORR: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T08:36:22.046277] [DEBUG] [FORECASTER] BORR: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T08:36:22.311307] [DEBUG] [FORECASTER] BORR: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T08:36:22.570164] [DEBUG] [FORECASTER] BORR: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T08:36:22.825306] [DEBUG] [FORECASTER] BORR: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T08:36:23.086783] [DEBUG] [FORECASTER] BORR: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T08:36:23.370449] [DEBUG] [FORECASTER] BORR: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T08:36:23.643997] [DEBUG] [FORECASTER] BORR: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T08:36:23.644188] [INFO ] [CONFIGURE ] BORR: DISCARDED add_macd (score: 40.00%)
[2025-11-25T08:36:23.644248] [INFO ] [CONFIGURE ] JOB ETA: 2.1h | Avg: 2.8s/test | Remaining: 2746 tests
[2025-11-25T08:36:23.644294] [INFO ] [CONFIGURE ] BORR: Testing feature 9/29: add_mfi
[2025-11-25T08:36:23.644344] [INFO ] [CONFIGURE ] BORR: Testing with features: ['add_mfi']
[2025-11-25T08:36:23.832148] [DEBUG] [FORECASTER] BORR: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T08:36:24.031703] [DEBUG] [FORECASTER] BORR: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T08:36:24.230767] [DEBUG] [FORECASTER] BORR: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T08:36:24.420779] [DEBUG] [FORECASTER] BORR: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T08:36:24.610288] [DEBUG] [FORECASTER] BORR: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T08:36:24.803211] [DEBUG] [FORECASTER] BORR: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T08:36:24.994740] [DEBUG] [FORECASTER] BORR: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T08:36:25.188758] [DEBUG] [FORECASTER] BORR: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T08:36:25.389326] [DEBUG] [FORECASTER] BORR: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T08:36:25.577751] [DEBUG] [FORECASTER] BORR: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T08:36:25.577932] [INFO ] [CONFIGURE ] BORR: DISCARDED add_mfi (score: 40.00%)
[2025-11-25T08:36:25.577981] [INFO ] [CONFIGURE ] JOB ETA: 2.1h | Avg: 2.8s/test | Remaining: 2745 tests
[2025-11-25T08:36:25.578021] [INFO ] [CONFIGURE ] BORR: Testing feature 10/29: add_momentum_acceleration
[2025-11-25T08:36:25.578076] [INFO ] [CONFIGURE ] BORR: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-11-25T08:36:25.850732] [DEBUG] [FORECASTER] BORR: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T08:36:26.141443] [DEBUG] [FORECASTER] BORR: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T08:36:26.445900] [DEBUG] [FORECASTER] BORR: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T08:36:26.736128] [DEBUG] [FORECASTER] BORR: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T08:36:27.005181] [DEBUG] [FORECASTER] BORR: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T08:36:27.308393] [DEBUG] [FORECASTER] BORR: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T08:36:27.603072] [DEBUG] [FORECASTER] BORR: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T08:36:27.907907] [DEBUG] [FORECASTER] BORR: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T08:36:28.253102] [DEBUG] [FORECASTER] BORR: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T08:36:28.657812] [DEBUG] [FORECASTER] BORR: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T08:36:28.658017] [INFO ] [CONFIGURE ] BORR: DISCARDED add_momentum_acceleration (score: 50.00%)
[2025-11-25T08:36:28.658074] [INFO ] [CONFIGURE ] JOB ETA: 2.1h | Avg: 2.8s/test | Remaining: 2744 tests
[2025-11-25T08:36:28.658123] [INFO ] [CONFIGURE ] BORR: Testing feature 11/29: add_obv_daily
[2025-11-25T08:36:28.658167] [INFO ] [CONFIGURE ] BORR: Testing with features: ['add_obv_daily']
[2025-11-25T08:36:28.875966] [DEBUG] [FORECASTER] BORR: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T08:36:29.098876] [DEBUG] [FORECASTER] BORR: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T08:36:29.309953] [DEBUG] [FORECASTER] BORR: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T08:36:29.532873] [DEBUG] [FORECASTER] BORR: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T08:36:29.740923] [DEBUG] [FORECASTER] BORR: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T08:36:29.950174] [DEBUG] [FORECASTER] BORR: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T08:36:30.169316] [DEBUG] [FORECASTER] BORR: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T08:36:30.388275] [DEBUG] [FORECASTER] BORR: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T08:36:30.594501] [DEBUG] [FORECASTER] BORR: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T08:36:30.785593] [DEBUG] [FORECASTER] BORR: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T08:36:30.785779] [INFO ] [CONFIGURE ] BORR: DISCARDED add_obv_daily (score: 50.00%)
[2025-11-25T08:36:30.785853] [INFO ] [CONFIGURE ] JOB ETA: 2.1h | Avg: 2.8s/test | Remaining: 2743 tests
[2025-11-25T08:36:30.786002] [INFO ] [CONFIGURE ] BORR: Testing feature 12/29: add_obv_interval
[2025-11-25T08:36:30.786053] [INFO ] [CONFIGURE ] BORR: Testing with features: ['add_obv_interval']
[2025-11-25T08:36:30.975041] [DEBUG] [FORECASTER] BORR: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T08:36:31.165692] [DEBUG] [FORECASTER] BORR: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T08:36:31.360554] [DEBUG] [FORECASTER] BORR: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T08:36:31.559672] [DEBUG] [FORECASTER] BORR: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T08:36:31.760977] [DEBUG] [FORECASTER] BORR: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T08:36:31.958214] [DEBUG] [FORECASTER] BORR: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T08:36:32.151332] [DEBUG] [FORECASTER] BORR: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T08:36:32.349384] [DEBUG] [FORECASTER] BORR: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T08:36:32.550828] [DEBUG] [FORECASTER] BORR: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T08:36:32.750480] [DEBUG] [FORECASTER] BORR: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T08:36:32.750709] [INFO ] [CONFIGURE ] BORR: DISCARDED add_obv_interval (score: 50.00%)
[2025-11-25T08:36:32.750797] [INFO ] [CONFIGURE ] JOB ETA: 2.1h | Avg: 2.8s/test | Remaining: 2742 tests
[2025-11-25T08:36:32.750852] [INFO ] [CONFIGURE ] BORR: Testing feature 13/29: add_opening_strength
[2025-11-25T08:36:32.750901] [INFO ] [CONFIGURE ] BORR: Testing with features: ['add_daily_returns', 'add_opening_strength']
[2025-11-25T08:36:32.963716] [DEBUG] [FORECASTER] BORR: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T08:36:33.170342] [DEBUG] [FORECASTER] BORR: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T08:36:33.374269] [DEBUG] [FORECASTER] BORR: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T08:36:33.584598] [DEBUG] [FORECASTER] BORR: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T08:36:33.789904] [DEBUG] [FORECASTER] BORR: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T08:36:33.995934] [DEBUG] [FORECASTER] BORR: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T08:36:34.201765] [DEBUG] [FORECASTER] BORR: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T08:36:34.410121] [DEBUG] [FORECASTER] BORR: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T08:36:34.625416] [DEBUG] [FORECASTER] BORR: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T08:36:34.835900] [DEBUG] [FORECASTER] BORR: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T08:36:34.836101] [INFO ] [CONFIGURE ] BORR: DISCARDED add_opening_strength (score: 40.00%)
[2025-11-25T08:36:34.836154] [INFO ] [CONFIGURE ] JOB ETA: 2.1h | Avg: 2.8s/test | Remaining: 2741 tests
[2025-11-25T08:36:34.836196] [INFO ] [CONFIGURE ] BORR: Testing feature 14/29: add_order_flow_imbalance
[2025-11-25T08:36:34.836233] [INFO ] [CONFIGURE ] BORR: Testing with features: ['add_order_flow_imbalance']
[2025-11-25T08:36:35.040331] [DEBUG] [FORECASTER] BORR: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T08:36:35.249423] [DEBUG] [FORECASTER] BORR: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T08:36:35.456095] [DEBUG] [FORECASTER] BORR: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T08:36:35.664564] [DEBUG] [FORECASTER] BORR: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T08:36:35.878727] [DEBUG] [FORECASTER] BORR: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T08:36:36.087568] [DEBUG] [FORECASTER] BORR: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T08:36:36.296464] [DEBUG] [FORECASTER] BORR: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T08:36:36.507624] [DEBUG] [FORECASTER] BORR: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T08:36:36.713108] [DEBUG] [FORECASTER] BORR: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T08:36:36.919483] [DEBUG] [FORECASTER] BORR: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T08:36:36.919671] [INFO ] [CONFIGURE ] BORR: DISCARDED add_order_flow_imbalance (score: 30.00%)
[2025-11-25T08:36:36.919752] [INFO ] [CONFIGURE ] JOB ETA: 2.1h | Avg: 2.8s/test | Remaining: 2740 tests
[2025-11-25T08:36:36.919805] [INFO ] [CONFIGURE ] BORR: Testing feature 15/29: add_pbf_morning_momentum
[2025-11-25T08:36:36.919854] [INFO ] [CONFIGURE ] BORR: Testing with features: ['add_pbf_morning_momentum']
[2025-11-25T08:36:37.096583] [DEBUG] [FORECASTER] BORR: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T08:36:37.274636] [DEBUG] [FORECASTER] BORR: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T08:36:37.449263] [DEBUG] [FORECASTER] BORR: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T08:36:37.625803] [DEBUG] [FORECASTER] BORR: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T08:36:37.805000] [DEBUG] [FORECASTER] BORR: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T08:36:37.982697] [DEBUG] [FORECASTER] BORR: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T08:36:38.158829] [DEBUG] [FORECASTER] BORR: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T08:36:38.332794] [DEBUG] [FORECASTER] BORR: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T08:36:38.508349] [DEBUG] [FORECASTER] BORR: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T08:36:38.684072] [DEBUG] [FORECASTER] BORR: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T08:36:38.684219] [INFO ] [CONFIGURE ] BORR: DISCARDED add_pbf_morning_momentum (score: 40.00%)
[2025-11-25T08:36:38.684268] [INFO ] [CONFIGURE ] JOB ETA: 2.1h | Avg: 2.8s/test | Remaining: 2739 tests
[2025-11-25T08:36:38.684308] [INFO ] [CONFIGURE ] BORR: Testing feature 16/29: add_pbf_overnight_gap
[2025-11-25T08:36:38.684344] [INFO ] [CONFIGURE ] BORR: Testing with features: ['add_pbf_overnight_gap']
[2025-11-25T08:36:38.879373] [DEBUG] [FORECASTER] BORR: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T08:36:39.077834] [DEBUG] [FORECASTER] BORR: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T08:36:39.274526] [DEBUG] [FORECASTER] BORR: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T08:36:39.469781] [DEBUG] [FORECASTER] BORR: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T08:36:39.665469] [DEBUG] [FORECASTER] BORR: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T08:36:39.860350] [DEBUG] [FORECASTER] BORR: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T08:36:40.058834] [DEBUG] [FORECASTER] BORR: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T08:36:40.254706] [DEBUG] [FORECASTER] BORR: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T08:36:40.454839] [DEBUG] [FORECASTER] BORR: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T08:36:40.653568] [DEBUG] [FORECASTER] BORR: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T08:36:40.653743] [INFO ] [CONFIGURE ] BORR: DISCARDED add_pbf_overnight_gap (score: 40.00%)
[2025-11-25T08:36:40.653798] [INFO ] [CONFIGURE ] JOB ETA: 2.1h | Avg: 2.8s/test | Remaining: 2738 tests
[2025-11-25T08:36:40.653838] [INFO ] [CONFIGURE ] BORR: Testing feature 17/29: add_pbf_return_2d
[2025-11-25T08:36:40.653874] [INFO ] [CONFIGURE ] BORR: Testing with features: ['add_pbf_return_2d']
[2025-11-25T08:36:40.855228] [DEBUG] [FORECASTER] BORR: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T08:36:41.058415] [DEBUG] [FORECASTER] BORR: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T08:36:41.255488] [DEBUG] [FORECASTER] BORR: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T08:36:41.452773] [DEBUG] [FORECASTER] BORR: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T08:36:41.660487] [DEBUG] [FORECASTER] BORR: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T08:36:41.867422] [DEBUG] [FORECASTER] BORR: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T08:36:42.076581] [DEBUG] [FORECASTER] BORR: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T08:36:42.292278] [DEBUG] [FORECASTER] BORR: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T08:36:42.504166] [DEBUG] [FORECASTER] BORR: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T08:36:42.702912] [DEBUG] [FORECASTER] BORR: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T08:36:42.703093] [INFO ] [CONFIGURE ] BORR: DISCARDED add_pbf_return_2d (score: 40.00%)
[2025-11-25T08:36:42.703143] [INFO ] [CONFIGURE ] JOB ETA: 2.1h | Avg: 2.8s/test | Remaining: 2737 tests
[2025-11-25T08:36:42.703182] [INFO ] [CONFIGURE ] BORR: Testing feature 18/29: add_pbf_volatility_5d
[2025-11-25T08:36:42.703217] [INFO ] [CONFIGURE ] BORR: Testing with features: ['add_pbf_volatility_5d']
[2025-11-25T08:36:42.871570] [DEBUG] [FORECASTER] BORR: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T08:36:43.042029] [DEBUG] [FORECASTER] BORR: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T08:36:43.212927] [DEBUG] [FORECASTER] BORR: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T08:36:43.384064] [DEBUG] [FORECASTER] BORR: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T08:36:43.559633] [DEBUG] [FORECASTER] BORR: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T08:36:43.734422] [DEBUG] [FORECASTER] BORR: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T08:36:43.906605] [DEBUG] [FORECASTER] BORR: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T08:36:44.081834] [DEBUG] [FORECASTER] BORR: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T08:36:44.255422] [DEBUG] [FORECASTER] BORR: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T08:36:44.430825] [DEBUG] [FORECASTER] BORR: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T08:36:44.431000] [INFO ] [CONFIGURE ] BORR: DISCARDED add_pbf_volatility_5d (score: 40.00%)
[2025-11-25T08:36:44.431049] [INFO ] [CONFIGURE ] JOB ETA: 2.1h | Avg: 2.8s/test | Remaining: 2736 tests
[2025-11-25T08:36:44.431087] [INFO ] [CONFIGURE ] BORR: Testing feature 19/29: add_pbf_vs_sma_5
[2025-11-25T08:36:44.431124] [INFO ] [CONFIGURE ] BORR: Testing with features: ['add_pbf_vs_sma_5']
[2025-11-25T08:36:44.615521] [DEBUG] [FORECASTER] BORR: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T08:36:44.824663] [DEBUG] [FORECASTER] BORR: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T08:36:45.008715] [DEBUG] [FORECASTER] BORR: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T08:36:45.191489] [DEBUG] [FORECASTER] BORR: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T08:36:45.372896] [DEBUG] [FORECASTER] BORR: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T08:36:45.551765] [DEBUG] [FORECASTER] BORR: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T08:36:45.729028] [DEBUG] [FORECASTER] BORR: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T08:36:45.904364] [DEBUG] [FORECASTER] BORR: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T08:36:46.087062] [DEBUG] [FORECASTER] BORR: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T08:36:46.267595] [DEBUG] [FORECASTER] BORR: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T08:36:46.267792] [INFO ] [CONFIGURE ] BORR: DISCARDED add_pbf_vs_sma_5 (score: 30.00%)
[2025-11-25T08:36:46.267877] [INFO ] [CONFIGURE ] JOB ETA: 2.1h | Avg: 2.8s/test | Remaining: 2735 tests
[2025-11-25T08:36:46.267944] [INFO ] [CONFIGURE ] BORR: Testing feature 20/29: add_price_rejection
[2025-11-25T08:36:46.267991] [INFO ] [CONFIGURE ] BORR: Testing with features: ['add_price_rejection']
[2025-11-25T08:36:46.457714] [DEBUG] [FORECASTER] BORR: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T08:36:46.646891] [DEBUG] [FORECASTER] BORR: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T08:36:46.830523] [DEBUG] [FORECASTER] BORR: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T08:36:47.017616] [DEBUG] [FORECASTER] BORR: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T08:36:47.210632] [DEBUG] [FORECASTER] BORR: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T08:36:47.400586] [DEBUG] [FORECASTER] BORR: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T08:36:47.591872] [DEBUG] [FORECASTER] BORR: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T08:36:47.783797] [DEBUG] [FORECASTER] BORR: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T08:36:47.978523] [DEBUG] [FORECASTER] BORR: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T08:36:48.181189] [DEBUG] [FORECASTER] BORR: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T08:36:48.181524] [INFO ] [CONFIGURE ] BORR: DISCARDED add_price_rejection (score: 50.00%)
[2025-11-25T08:36:48.181662] [INFO ] [CONFIGURE ] JOB ETA: 2.1h | Avg: 2.8s/test | Remaining: 2734 tests
[2025-11-25T08:36:48.181770] [INFO ] [CONFIGURE ] BORR: Testing feature 21/29: add_range_position
[2025-11-25T08:36:48.181870] [INFO ] [CONFIGURE ] BORR: Testing with features: ['add_range_position']
[2025-11-25T08:36:48.402140] [DEBUG] [FORECASTER] BORR: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T08:36:48.613120] [DEBUG] [FORECASTER] BORR: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T08:36:48.825594] [DEBUG] [FORECASTER] BORR: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T08:36:49.034897] [DEBUG] [FORECASTER] BORR: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T08:36:49.244283] [DEBUG] [FORECASTER] BORR: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T08:36:49.454608] [DEBUG] [FORECASTER] BORR: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T08:36:49.664255] [DEBUG] [FORECASTER] BORR: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T08:36:49.878065] [DEBUG] [FORECASTER] BORR: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T08:36:50.094071] [DEBUG] [FORECASTER] BORR: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T08:36:50.314345] [DEBUG] [FORECASTER] BORR: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T08:36:50.314540] [INFO ] [CONFIGURE ] BORR: KEPT add_range_position (score: 60.00%)
[2025-11-25T08:36:50.314603] [INFO ] [CONFIGURE ] JOB ETA: 2.1h | Avg: 2.8s/test | Remaining: 2733 tests
[2025-11-25T08:36:50.314672] [INFO ] [CONFIGURE ] BORR: Testing feature 22/29: add_realized_volatility
[2025-11-25T08:36:50.314745] [INFO ] [CONFIGURE ] BORR: Testing with features: ['add_range_position', 'add_realized_volatility']
[2025-11-25T08:36:50.684395] [DEBUG] [FORECASTER] BORR: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T08:36:51.020678] [DEBUG] [FORECASTER] BORR: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T08:36:51.373256] [DEBUG] [FORECASTER] BORR: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T08:36:51.720214] [DEBUG] [FORECASTER] BORR: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T08:36:52.068088] [DEBUG] [FORECASTER] BORR: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T08:36:52.423193] [DEBUG] [FORECASTER] BORR: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T08:36:52.774197] [DEBUG] [FORECASTER] BORR: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T08:36:53.118208] [DEBUG] [FORECASTER] BORR: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T08:36:53.470920] [DEBUG] [FORECASTER] BORR: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T08:36:53.822875] [DEBUG] [FORECASTER] BORR: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T08:36:53.823089] [INFO ] [CONFIGURE ] BORR: KEPT add_realized_volatility (score: 80.00%)
[2025-11-25T08:36:53.823163] [INFO ] [CONFIGURE ] JOB ETA: 2.1h | Avg: 2.8s/test | Remaining: 2732 tests
[2025-11-25T08:36:53.823249] [INFO ] [CONFIGURE ] BORR: Testing feature 23/29: add_recent_range_context
[2025-11-25T08:36:53.823305] [INFO ] [CONFIGURE ] BORR: Testing with features: ['add_range_position', 'add_realized_volatility', 'add_recent_range_context']
[2025-11-25T08:36:54.171063] [DEBUG] [FORECASTER] BORR: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T08:36:54.521636] [DEBUG] [FORECASTER] BORR: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T08:36:54.867012] [DEBUG] [FORECASTER] BORR: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T08:36:55.233588] [DEBUG] [FORECASTER] BORR: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T08:36:55.585920] [DEBUG] [FORECASTER] BORR: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T08:36:55.937481] [DEBUG] [FORECASTER] BORR: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T08:36:56.285156] [DEBUG] [FORECASTER] BORR: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T08:36:56.637692] [DEBUG] [FORECASTER] BORR: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T08:36:56.998517] [DEBUG] [FORECASTER] BORR: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T08:36:57.360026] [DEBUG] [FORECASTER] BORR: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T08:36:57.360227] [INFO ] [CONFIGURE ] BORR: DISCARDED add_recent_range_context (score: 40.00%)
[2025-11-25T08:36:57.360285] [INFO ] [CONFIGURE ] JOB ETA: 2.1h | Avg: 2.8s/test | Remaining: 2731 tests
[2025-11-25T08:36:57.360335] [INFO ] [CONFIGURE ] BORR: Testing feature 24/29: add_rsi
[2025-11-25T08:36:57.360373] [INFO ] [CONFIGURE ] BORR: Testing with features: ['add_range_position', 'add_realized_volatility', 'add_ema', 'add_rsi']
[2025-11-25T08:36:57.756852] [DEBUG] [FORECASTER] BORR: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T08:36:58.163852] [DEBUG] [FORECASTER] BORR: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T08:36:58.570947] [DEBUG] [FORECASTER] BORR: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T08:36:58.975357] [DEBUG] [FORECASTER] BORR: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T08:36:59.378451] [DEBUG] [FORECASTER] BORR: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T08:36:59.776014] [DEBUG] [FORECASTER] BORR: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T08:37:00.175556] [DEBUG] [FORECASTER] BORR: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T08:37:00.592605] [DEBUG] [FORECASTER] BORR: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T08:37:01.694383] [DEBUG] [FORECASTER] BORR: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T08:37:02.246917] [DEBUG] [FORECASTER] BORR: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T08:37:02.247142] [INFO ] [CONFIGURE ] BORR: DISCARDED add_rsi (score: 50.00%)
[2025-11-25T08:37:02.247215] [INFO ] [CONFIGURE ] JOB ETA: 2.1h | Avg: 2.8s/test | Remaining: 2730 tests
[2025-11-25T08:37:02.247268] [INFO ] [CONFIGURE ] BORR: Testing feature 25/29: add_tick_distribution
[2025-11-25T08:37:02.247314] [INFO ] [CONFIGURE ] BORR: Testing with features: ['add_range_position', 'add_realized_volatility', 'add_tick_distribution']
[2025-11-25T08:37:02.628817] [DEBUG] [FORECASTER] BORR: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T08:37:02.997605] [DEBUG] [FORECASTER] BORR: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T08:37:03.372345] [DEBUG] [FORECASTER] BORR: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T08:37:03.748004] [DEBUG] [FORECASTER] BORR: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T08:37:04.128448] [DEBUG] [FORECASTER] BORR: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T08:37:04.496587] [DEBUG] [FORECASTER] BORR: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T08:37:04.851028] [DEBUG] [FORECASTER] BORR: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T08:37:05.220432] [DEBUG] [FORECASTER] BORR: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T08:37:05.590522] [DEBUG] [FORECASTER] BORR: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T08:37:05.966296] [DEBUG] [FORECASTER] BORR: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T08:37:05.966478] [INFO ] [CONFIGURE ] BORR: DISCARDED add_tick_distribution (score: 60.00%)
[2025-11-25T08:37:05.966538] [INFO ] [CONFIGURE ] JOB ETA: 2.1h | Avg: 2.8s/test | Remaining: 2729 tests
[2025-11-25T08:37:05.966587] [INFO ] [CONFIGURE ] BORR: Testing feature 26/29: add_volume_momentum_confirmation
[2025-11-25T08:37:05.966633] [INFO ] [CONFIGURE ] BORR: Testing with features: ['add_range_position', 'add_realized_volatility', 'add_volume_momentum_confirmation']
[2025-11-25T08:37:06.335400] [DEBUG] [FORECASTER] BORR: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T08:37:06.707091] [DEBUG] [FORECASTER] BORR: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T08:37:07.112188] [DEBUG] [FORECASTER] BORR: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T08:37:07.503128] [DEBUG] [FORECASTER] BORR: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T08:37:07.898046] [DEBUG] [FORECASTER] BORR: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T08:37:08.273926] [DEBUG] [FORECASTER] BORR: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T08:37:08.638752] [DEBUG] [FORECASTER] BORR: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T08:37:09.034229] [DEBUG] [FORECASTER] BORR: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T08:37:09.428746] [DEBUG] [FORECASTER] BORR: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T08:37:09.792469] [DEBUG] [FORECASTER] BORR: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T08:37:09.792664] [INFO ] [CONFIGURE ] BORR: DISCARDED add_volume_momentum_confirmation (score: 50.00%)
[2025-11-25T08:37:09.792725] [INFO ] [CONFIGURE ] JOB ETA: 2.1h | Avg: 2.8s/test | Remaining: 2728 tests
[2025-11-25T08:37:09.792774] [INFO ] [CONFIGURE ] BORR: Testing feature 27/29: add_volume_price_divergence
[2025-11-25T08:37:09.792822] [INFO ] [CONFIGURE ] BORR: Testing with features: ['add_range_position', 'add_realized_volatility', 'add_volume_price_divergence']
[2025-11-25T08:37:10.153118] [DEBUG] [FORECASTER] BORR: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T08:37:10.514340] [DEBUG] [FORECASTER] BORR: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T08:37:10.900465] [DEBUG] [FORECASTER] BORR: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T08:37:11.257520] [DEBUG] [FORECASTER] BORR: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T08:37:11.611480] [DEBUG] [FORECASTER] BORR: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T08:37:11.991579] [DEBUG] [FORECASTER] BORR: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T08:37:12.365347] [DEBUG] [FORECASTER] BORR: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T08:37:12.734499] [DEBUG] [FORECASTER] BORR: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T08:37:13.112049] [DEBUG] [FORECASTER] BORR: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T08:37:13.501838] [DEBUG] [FORECASTER] BORR: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T08:37:13.502097] [INFO ] [CONFIGURE ] BORR: DISCARDED add_volume_price_divergence (score: 60.00%)
[2025-11-25T08:37:13.502160] [INFO ] [CONFIGURE ] JOB ETA: 2.1h | Avg: 2.8s/test | Remaining: 2727 tests
[2025-11-25T08:37:13.502212] [INFO ] [CONFIGURE ] BORR: Testing feature 28/29: add_volume_profile
[2025-11-25T08:37:13.502286] [INFO ] [CONFIGURE ] BORR: Testing with features: ['add_range_position', 'add_realized_volatility', 'add_volume_profile']
[2025-11-25T08:37:13.876747] [DEBUG] [FORECASTER] BORR: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T08:37:14.263576] [DEBUG] [FORECASTER] BORR: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T08:37:14.649348] [DEBUG] [FORECASTER] BORR: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T08:37:15.015267] [DEBUG] [FORECASTER] BORR: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T08:37:15.384735] [DEBUG] [FORECASTER] BORR: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T08:37:15.792205] [DEBUG] [FORECASTER] BORR: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T08:37:16.253074] [DEBUG] [FORECASTER] BORR: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T08:37:16.638756] [DEBUG] [FORECASTER] BORR: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T08:37:17.007402] [DEBUG] [FORECASTER] BORR: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T08:37:17.381762] [DEBUG] [FORECASTER] BORR: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T08:37:17.381991] [INFO ] [CONFIGURE ] BORR: DISCARDED add_volume_profile (score: 50.00%)
[2025-11-25T08:37:17.382053] [INFO ] [CONFIGURE ] JOB ETA: 2.1h | Avg: 2.8s/test | Remaining: 2726 tests
[2025-11-25T08:37:17.382104] [INFO ] [CONFIGURE ] BORR: Testing feature 29/29: add_vwap
[2025-11-25T08:37:17.382152] [INFO ] [CONFIGURE ] BORR: Testing with features: ['add_range_position', 'add_realized_volatility', 'add_vwap']
[2025-11-25T08:37:17.759713] [DEBUG] [FORECASTER] BORR: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T08:37:18.139440] [DEBUG] [FORECASTER] BORR: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T08:37:18.518312] [DEBUG] [FORECASTER] BORR: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T08:37:18.876476] [DEBUG] [FORECASTER] BORR: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T08:37:19.238050] [DEBUG] [FORECASTER] BORR: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T08:37:19.598186] [DEBUG] [FORECASTER] BORR: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T08:37:19.962924] [DEBUG] [FORECASTER] BORR: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T08:37:20.337315] [DEBUG] [FORECASTER] BORR: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T08:37:20.726501] [DEBUG] [FORECASTER] BORR: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T08:37:21.121840] [DEBUG] [FORECASTER] BORR: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T08:37:21.122063] [INFO ] [CONFIGURE ] BORR: DISCARDED add_vwap (score: 40.00%)
[2025-11-25T08:37:21.122122] [INFO ] [CONFIGURE ] JOB ETA: 2.1h | Avg: 2.8s/test | Remaining: 2725 tests
[2025-11-25T08:37:21.122171] [INFO ] [CONFIGURE ] BORR: ===== FEATURE SELECTION COMPLETE =====
[2025-11-25T08:37:21.122214] [INFO ] [CONFIGURE ] BORR: Best accuracy: 80.00%
[2025-11-25T08:37:21.122257] [INFO ] [CONFIGURE ] BORR: Best feature set (2 features): ['add_range_position', 'add_realized_volatility']
[2025-11-25T08:37:21.122298] [INFO ] [CONFIGURE ] BORR: Improvement over baseline: 30.00%
[2025-11-25T08:37:21.122336] [INFO ] [CONFIGURE ] BORR: Total time: 1.2 minutes
[2025-11-25T08:37:21.122373] [INFO ] [CONFIGURE ] BORR: Average time per feature: 2.6 seconds
[2025-11-25T08:37:21.122411] [INFO ] [CONFIGURE ] BORR: Average speed: 0.39 features/sec
[2025-11-25T08:37:21.123015] [INFO ] [LOCAL     ] Saved configuration for BORR: 2 features, 80.00% accuracy -> ./output/feature-sets/BORR.json
[2025-11-25T08:37:21.123076] [INFO ] [CONFIGURE ] BORR: Configuration saved successfully: 2 features, 80.00% accuracy.
[2025-11-25T08:37:21.123127] [INFO ] [sig       ] [71/164] Successfully configured BORR | 0.01 sym/s | Total: 1.6h | ETA: 2.1h
[2025-11-25T08:37:21.123180] [INFO ] [sig       ] [72/164] Configuring BOX...
[2025-11-25T08:37:21.123223] [INFO ] [CONFIGURE ] BOX: Configurate test run.
[2025-11-25T08:37:21.123264] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BOX' from 'https://tdm.silogroup.org/data/derivative_storage/BOX.csv'.
[2025-11-25T08:37:21.135585] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'BOX'.
[2025-11-25T08:37:21.136113] [INFO ] [CONFIGURE ] BOX: Testing with 29 available features
[2025-11-25T08:37:21.136179] [INFO ] [CONFIGURE ] BOX: Establishing baseline with no features...
[2025-11-25T08:37:21.325384] [DEBUG] [FORECASTER] BOX: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T08:37:21.513180] [DEBUG] [FORECASTER] BOX: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T08:37:21.700475] [DEBUG] [FORECASTER] BOX: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T08:37:21.892056] [DEBUG] [FORECASTER] BOX: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T08:37:22.080432] [DEBUG] [FORECASTER] BOX: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T08:37:22.276439] [DEBUG] [FORECASTER] BOX: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T08:37:22.469534] [DEBUG] [FORECASTER] BOX: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T08:37:22.666033] [DEBUG] [FORECASTER] BOX: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T08:37:22.856066] [DEBUG] [FORECASTER] BOX: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T08:37:23.047592] [DEBUG] [FORECASTER] BOX: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T08:37:23.047774] [INFO ] [CONFIGURE ] BOX: Baseline score (no features): 60.00%
[2025-11-25T08:37:23.047849] [INFO ] [CONFIGURE ] BOX: Testing feature 1/29: add_bollinger_bands
[2025-11-25T08:37:23.047900] [INFO ] [CONFIGURE ] BOX: Testing with features: ['add_bollinger_bands']
[2025-11-25T08:37:23.272456] [DEBUG] [FORECASTER] BOX: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T08:37:23.503470] [DEBUG] [FORECASTER] BOX: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T08:37:23.727456] [DEBUG] [FORECASTER] BOX: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T08:37:23.964731] [DEBUG] [FORECASTER] BOX: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T08:37:24.203130] [DEBUG] [FORECASTER] BOX: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T08:37:24.423965] [DEBUG] [FORECASTER] BOX: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T08:37:24.643834] [DEBUG] [FORECASTER] BOX: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T08:37:24.875946] [DEBUG] [FORECASTER] BOX: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T08:37:25.097234] [DEBUG] [FORECASTER] BOX: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T08:37:25.311970] [DEBUG] [FORECASTER] BOX: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T08:37:25.312163] [INFO ] [CONFIGURE ] BOX: DISCARDED add_bollinger_bands (score: 50.00%)
[2025-11-25T08:37:25.312212] [INFO ] [CONFIGURE ] JOB ETA: 2.1h | Avg: 2.8s/test | Remaining: 2724 tests
[2025-11-25T08:37:25.312251] [INFO ] [CONFIGURE ] BOX: Testing feature 2/29: add_cumulative_delta
[2025-11-25T08:37:25.312287] [INFO ] [CONFIGURE ] BOX: Testing with features: ['add_cumulative_delta']
[2025-11-25T08:37:25.531688] [DEBUG] [FORECASTER] BOX: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T08:37:25.755339] [DEBUG] [FORECASTER] BOX: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T08:37:25.981585] [DEBUG] [FORECASTER] BOX: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T08:37:26.201408] [DEBUG] [FORECASTER] BOX: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T08:37:26.438137] [DEBUG] [FORECASTER] BOX: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T08:37:26.662493] [DEBUG] [FORECASTER] BOX: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T08:37:26.880449] [DEBUG] [FORECASTER] BOX: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T08:37:27.101917] [DEBUG] [FORECASTER] BOX: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T08:37:27.327589] [DEBUG] [FORECASTER] BOX: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T08:37:27.544256] [DEBUG] [FORECASTER] BOX: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T08:37:27.544426] [INFO ] [CONFIGURE ] BOX: DISCARDED add_cumulative_delta (score: 50.00%)
[2025-11-25T08:37:27.544474] [INFO ] [CONFIGURE ] JOB ETA: 2.1h | Avg: 2.8s/test | Remaining: 2723 tests
[2025-11-25T08:37:27.544512] [INFO ] [CONFIGURE ] BOX: Testing feature 3/29: add_daily_returns
[2025-11-25T08:37:27.544548] [INFO ] [CONFIGURE ] BOX: Testing with features: ['add_daily_returns']
[2025-11-25T08:37:27.730719] [DEBUG] [FORECASTER] BOX: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T08:37:27.924291] [DEBUG] [FORECASTER] BOX: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T08:37:28.110597] [DEBUG] [FORECASTER] BOX: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T08:37:28.293404] [DEBUG] [FORECASTER] BOX: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T08:37:28.475979] [DEBUG] [FORECASTER] BOX: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T08:37:28.658748] [DEBUG] [FORECASTER] BOX: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T08:37:28.838216] [DEBUG] [FORECASTER] BOX: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T08:37:29.018834] [DEBUG] [FORECASTER] BOX: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T08:37:29.204162] [DEBUG] [FORECASTER] BOX: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T08:37:29.384104] [DEBUG] [FORECASTER] BOX: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T08:37:29.384273] [INFO ] [CONFIGURE ] BOX: DISCARDED add_daily_returns (score: 60.00%)
[2025-11-25T08:37:29.384323] [INFO ] [CONFIGURE ] JOB ETA: 2.1h | Avg: 2.8s/test | Remaining: 2722 tests
[2025-11-25T08:37:29.384364] [INFO ] [CONFIGURE ] BOX: Testing feature 4/29: add_ema
[2025-11-25T08:37:29.384403] [INFO ] [CONFIGURE ] BOX: Testing with features: ['add_ema']
[2025-11-25T08:37:29.593911] [DEBUG] [FORECASTER] BOX: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T08:37:29.801265] [DEBUG] [FORECASTER] BOX: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T08:37:30.014307] [DEBUG] [FORECASTER] BOX: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T08:37:30.221945] [DEBUG] [FORECASTER] BOX: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T08:37:30.429993] [DEBUG] [FORECASTER] BOX: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T08:37:30.638985] [DEBUG] [FORECASTER] BOX: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T08:37:30.846020] [DEBUG] [FORECASTER] BOX: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T08:37:31.060304] [DEBUG] [FORECASTER] BOX: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T08:37:31.279048] [DEBUG] [FORECASTER] BOX: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T08:37:31.506372] [DEBUG] [FORECASTER] BOX: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T08:37:31.506553] [INFO ] [CONFIGURE ] BOX: DISCARDED add_ema (score: 50.00%)
[2025-11-25T08:37:31.506604] [INFO ] [CONFIGURE ] JOB ETA: 2.1h | Avg: 2.8s/test | Remaining: 2721 tests
[2025-11-25T08:37:31.506661] [INFO ] [CONFIGURE ] BOX: Testing feature 5/29: add_exhaustion_signals
[2025-11-25T08:37:31.506787] [INFO ] [CONFIGURE ] BOX: Testing with features: ['add_vwap', 'add_exhaustion_signals']
[2025-11-25T08:37:31.729572] [DEBUG] [FORECASTER] BOX: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T08:37:31.951802] [DEBUG] [FORECASTER] BOX: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T08:37:32.181275] [DEBUG] [FORECASTER] BOX: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T08:37:32.414950] [DEBUG] [FORECASTER] BOX: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T08:37:32.639571] [DEBUG] [FORECASTER] BOX: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T08:37:32.868628] [DEBUG] [FORECASTER] BOX: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T08:37:33.111467] [DEBUG] [FORECASTER] BOX: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T08:37:33.339090] [DEBUG] [FORECASTER] BOX: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T08:37:33.564102] [DEBUG] [FORECASTER] BOX: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T08:37:33.794863] [DEBUG] [FORECASTER] BOX: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T08:37:33.795040] [INFO ] [CONFIGURE ] BOX: DISCARDED add_exhaustion_signals (score: 60.00%)
[2025-11-25T08:37:33.795097] [INFO ] [CONFIGURE ] JOB ETA: 2.1h | Avg: 2.8s/test | Remaining: 2720 tests
[2025-11-25T08:37:33.795144] [INFO ] [CONFIGURE ] BOX: Testing feature 6/29: add_failed_moves
[2025-11-25T08:37:33.795187] [INFO ] [CONFIGURE ] BOX: Testing with features: ['add_failed_moves']
[2025-11-25T08:37:33.981563] [DEBUG] [FORECASTER] BOX: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T08:37:34.162394] [DEBUG] [FORECASTER] BOX: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T08:37:34.347436] [DEBUG] [FORECASTER] BOX: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T08:37:34.535915] [DEBUG] [FORECASTER] BOX: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T08:37:34.721987] [DEBUG] [FORECASTER] BOX: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T08:37:34.908410] [DEBUG] [FORECASTER] BOX: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T08:37:35.095114] [DEBUG] [FORECASTER] BOX: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T08:37:35.283939] [DEBUG] [FORECASTER] BOX: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T08:37:35.472052] [DEBUG] [FORECASTER] BOX: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T08:37:35.659785] [DEBUG] [FORECASTER] BOX: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T08:37:35.659959] [INFO ] [CONFIGURE ] BOX: DISCARDED add_failed_moves (score: 60.00%)
[2025-11-25T08:37:35.660011] [INFO ] [CONFIGURE ] JOB ETA: 2.1h | Avg: 2.8s/test | Remaining: 2719 tests
[2025-11-25T08:37:35.660054] [INFO ] [CONFIGURE ] BOX: Testing feature 7/29: add_lag_shelf
[2025-11-25T08:37:35.660090] [INFO ] [CONFIGURE ] BOX: Testing with features: ['add_lag_shelf']
[2025-11-25T08:37:35.829904] [DEBUG] [FORECASTER] BOX: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T08:37:35.996852] [DEBUG] [FORECASTER] BOX: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T08:37:36.163251] [DEBUG] [FORECASTER] BOX: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T08:37:36.332100] [DEBUG] [FORECASTER] BOX: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T08:37:36.498353] [DEBUG] [FORECASTER] BOX: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T08:37:36.664767] [DEBUG] [FORECASTER] BOX: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T08:37:36.835134] [DEBUG] [FORECASTER] BOX: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T08:37:37.002357] [DEBUG] [FORECASTER] BOX: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T08:37:37.174910] [DEBUG] [FORECASTER] BOX: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T08:37:37.345922] [DEBUG] [FORECASTER] BOX: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T08:37:37.346086] [INFO ] [CONFIGURE ] BOX: DISCARDED add_lag_shelf (score: 60.00%)
[2025-11-25T08:37:37.346133] [INFO ] [CONFIGURE ] JOB ETA: 2.1h | Avg: 2.8s/test | Remaining: 2718 tests
[2025-11-25T08:37:37.346171] [INFO ] [CONFIGURE ] BOX: Testing feature 8/29: add_macd
[2025-11-25T08:37:37.346207] [INFO ] [CONFIGURE ] BOX: Testing with features: ['add_vwap', 'add_macd']
[2025-11-25T08:37:37.606559] [DEBUG] [FORECASTER] BOX: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T08:37:37.874068] [DEBUG] [FORECASTER] BOX: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T08:37:38.139555] [DEBUG] [FORECASTER] BOX: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T08:37:38.405758] [DEBUG] [FORECASTER] BOX: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T08:37:38.672529] [DEBUG] [FORECASTER] BOX: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T08:37:38.944828] [DEBUG] [FORECASTER] BOX: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T08:37:39.236521] [DEBUG] [FORECASTER] BOX: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T08:37:39.499187] [DEBUG] [FORECASTER] BOX: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T08:37:39.764265] [DEBUG] [FORECASTER] BOX: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T08:37:40.038989] [DEBUG] [FORECASTER] BOX: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T08:37:40.039206] [INFO ] [CONFIGURE ] BOX: DISCARDED add_macd (score: 40.00%)
[2025-11-25T08:37:40.039368] [INFO ] [CONFIGURE ] JOB ETA: 2.1h | Avg: 2.8s/test | Remaining: 2717 tests
[2025-11-25T08:37:40.039437] [INFO ] [CONFIGURE ] BOX: Testing feature 9/29: add_mfi
[2025-11-25T08:37:40.039517] [INFO ] [CONFIGURE ] BOX: Testing with features: ['add_mfi']
[2025-11-25T08:37:40.238298] [DEBUG] [FORECASTER] BOX: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T08:37:40.440422] [DEBUG] [FORECASTER] BOX: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T08:37:40.631942] [DEBUG] [FORECASTER] BOX: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T08:37:40.811619] [DEBUG] [FORECASTER] BOX: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T08:37:40.989465] [DEBUG] [FORECASTER] BOX: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T08:37:41.168130] [DEBUG] [FORECASTER] BOX: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T08:37:41.347906] [DEBUG] [FORECASTER] BOX: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T08:37:41.528329] [DEBUG] [FORECASTER] BOX: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T08:37:41.712385] [DEBUG] [FORECASTER] BOX: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T08:37:41.901683] [DEBUG] [FORECASTER] BOX: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T08:37:41.901870] [INFO ] [CONFIGURE ] BOX: DISCARDED add_mfi (score: 60.00%)
[2025-11-25T08:37:41.901919] [INFO ] [CONFIGURE ] JOB ETA: 2.1h | Avg: 2.8s/test | Remaining: 2716 tests
[2025-11-25T08:37:41.901958] [INFO ] [CONFIGURE ] BOX: Testing feature 10/29: add_momentum_acceleration
[2025-11-25T08:37:41.901995] [INFO ] [CONFIGURE ] BOX: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-11-25T08:37:42.180551] [DEBUG] [FORECASTER] BOX: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T08:37:42.457971] [DEBUG] [FORECASTER] BOX: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T08:37:42.733685] [DEBUG] [FORECASTER] BOX: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T08:37:43.010842] [DEBUG] [FORECASTER] BOX: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T08:37:43.282728] [DEBUG] [FORECASTER] BOX: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T08:37:43.566050] [DEBUG] [FORECASTER] BOX: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T08:37:43.850699] [DEBUG] [FORECASTER] BOX: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T08:37:44.131674] [DEBUG] [FORECASTER] BOX: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T08:37:44.418592] [DEBUG] [FORECASTER] BOX: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T08:37:44.690538] [DEBUG] [FORECASTER] BOX: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T08:37:44.690787] [INFO ] [CONFIGURE ] BOX: DISCARDED add_momentum_acceleration (score: 50.00%)
[2025-11-25T08:37:44.690850] [INFO ] [CONFIGURE ] JOB ETA: 2.1h | Avg: 2.8s/test | Remaining: 2715 tests
[2025-11-25T08:37:44.690898] [INFO ] [CONFIGURE ] BOX: Testing feature 11/29: add_obv_daily
[2025-11-25T08:37:44.690943] [INFO ] [CONFIGURE ] BOX: Testing with features: ['add_obv_daily']
[2025-11-25T08:37:44.899623] [DEBUG] [FORECASTER] BOX: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T08:37:45.085451] [DEBUG] [FORECASTER] BOX: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T08:37:45.275119] [DEBUG] [FORECASTER] BOX: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T08:37:45.459049] [DEBUG] [FORECASTER] BOX: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T08:37:45.645127] [DEBUG] [FORECASTER] BOX: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T08:37:45.832069] [DEBUG] [FORECASTER] BOX: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T08:37:46.025209] [DEBUG] [FORECASTER] BOX: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T08:37:46.220363] [DEBUG] [FORECASTER] BOX: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T08:37:46.419827] [DEBUG] [FORECASTER] BOX: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T08:37:46.615041] [DEBUG] [FORECASTER] BOX: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T08:37:46.615232] [INFO ] [CONFIGURE ] BOX: DISCARDED add_obv_daily (score: 40.00%)
[2025-11-25T08:37:46.615282] [INFO ] [CONFIGURE ] JOB ETA: 2.1h | Avg: 2.8s/test | Remaining: 2714 tests
[2025-11-25T08:37:46.615322] [INFO ] [CONFIGURE ] BOX: Testing feature 12/29: add_obv_interval
[2025-11-25T08:37:46.615358] [INFO ] [CONFIGURE ] BOX: Testing with features: ['add_obv_interval']
[2025-11-25T08:37:46.795667] [DEBUG] [FORECASTER] BOX: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T08:37:46.982369] [DEBUG] [FORECASTER] BOX: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T08:37:47.172490] [DEBUG] [FORECASTER] BOX: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T08:37:47.362359] [DEBUG] [FORECASTER] BOX: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T08:37:47.546102] [DEBUG] [FORECASTER] BOX: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T08:37:47.735226] [DEBUG] [FORECASTER] BOX: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T08:37:47.926790] [DEBUG] [FORECASTER] BOX: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T08:37:48.115989] [DEBUG] [FORECASTER] BOX: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T08:37:48.308440] [DEBUG] [FORECASTER] BOX: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T08:37:48.496380] [DEBUG] [FORECASTER] BOX: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T08:37:48.496543] [INFO ] [CONFIGURE ] BOX: KEPT add_obv_interval (score: 70.00%)
[2025-11-25T08:37:48.496593] [INFO ] [CONFIGURE ] JOB ETA: 2.1h | Avg: 2.8s/test | Remaining: 2713 tests
[2025-11-25T08:37:48.496816] [INFO ] [CONFIGURE ] BOX: Testing feature 13/29: add_opening_strength
[2025-11-25T08:37:48.496894] [INFO ] [CONFIGURE ] BOX: Testing with features: ['add_obv_interval', 'add_daily_returns', 'add_opening_strength']
[2025-11-25T08:37:48.720401] [DEBUG] [FORECASTER] BOX: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T08:37:48.948249] [DEBUG] [FORECASTER] BOX: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T08:37:49.167534] [DEBUG] [FORECASTER] BOX: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T08:37:49.409049] [DEBUG] [FORECASTER] BOX: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T08:37:49.641215] [DEBUG] [FORECASTER] BOX: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T08:37:49.873969] [DEBUG] [FORECASTER] BOX: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T08:37:50.133813] [DEBUG] [FORECASTER] BOX: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T08:37:50.362523] [DEBUG] [FORECASTER] BOX: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T08:37:50.587543] [DEBUG] [FORECASTER] BOX: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T08:37:50.818306] [DEBUG] [FORECASTER] BOX: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T08:37:50.818476] [INFO ] [CONFIGURE ] BOX: DISCARDED add_opening_strength (score: 40.00%)
[2025-11-25T08:37:50.818525] [INFO ] [CONFIGURE ] JOB ETA: 2.1h | Avg: 2.8s/test | Remaining: 2712 tests
[2025-11-25T08:37:50.818564] [INFO ] [CONFIGURE ] BOX: Testing feature 14/29: add_order_flow_imbalance
[2025-11-25T08:37:50.818601] [INFO ] [CONFIGURE ] BOX: Testing with features: ['add_obv_interval', 'add_order_flow_imbalance']
[2025-11-25T08:37:51.037216] [DEBUG] [FORECASTER] BOX: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T08:37:51.255849] [DEBUG] [FORECASTER] BOX: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T08:37:51.492585] [DEBUG] [FORECASTER] BOX: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T08:37:51.719442] [DEBUG] [FORECASTER] BOX: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T08:37:51.953581] [DEBUG] [FORECASTER] BOX: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T08:37:52.181718] [DEBUG] [FORECASTER] BOX: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T08:37:52.416545] [DEBUG] [FORECASTER] BOX: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T08:37:52.644130] [DEBUG] [FORECASTER] BOX: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T08:37:52.862692] [DEBUG] [FORECASTER] BOX: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T08:37:53.079810] [DEBUG] [FORECASTER] BOX: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T08:37:53.079969] [INFO ] [CONFIGURE ] BOX: DISCARDED add_order_flow_imbalance (score: 50.00%)
[2025-11-25T08:37:53.080025] [INFO ] [CONFIGURE ] JOB ETA: 2.1h | Avg: 2.8s/test | Remaining: 2711 tests
[2025-11-25T08:37:53.080072] [INFO ] [CONFIGURE ] BOX: Testing feature 15/29: add_pbf_morning_momentum
[2025-11-25T08:37:53.080114] [INFO ] [CONFIGURE ] BOX: Testing with features: ['add_obv_interval', 'add_pbf_morning_momentum']
[2025-11-25T08:37:53.275192] [DEBUG] [FORECASTER] BOX: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T08:37:53.464494] [DEBUG] [FORECASTER] BOX: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T08:37:53.651607] [DEBUG] [FORECASTER] BOX: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T08:37:53.845190] [DEBUG] [FORECASTER] BOX: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T08:37:54.034067] [DEBUG] [FORECASTER] BOX: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T08:37:54.224516] [DEBUG] [FORECASTER] BOX: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T08:37:54.416949] [DEBUG] [FORECASTER] BOX: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T08:37:54.608030] [DEBUG] [FORECASTER] BOX: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T08:37:54.802842] [DEBUG] [FORECASTER] BOX: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T08:37:54.995530] [DEBUG] [FORECASTER] BOX: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T08:37:54.995722] [INFO ] [CONFIGURE ] BOX: DISCARDED add_pbf_morning_momentum (score: 50.00%)
[2025-11-25T08:37:54.995799] [INFO ] [CONFIGURE ] JOB ETA: 2.1h | Avg: 2.8s/test | Remaining: 2710 tests
[2025-11-25T08:37:54.995867] [INFO ] [CONFIGURE ] BOX: Testing feature 16/29: add_pbf_overnight_gap
[2025-11-25T08:37:54.995925] [INFO ] [CONFIGURE ] BOX: Testing with features: ['add_obv_interval', 'add_pbf_overnight_gap']
[2025-11-25T08:37:55.214721] [DEBUG] [FORECASTER] BOX: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T08:37:55.425461] [DEBUG] [FORECASTER] BOX: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T08:37:55.644376] [DEBUG] [FORECASTER] BOX: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T08:37:55.870819] [DEBUG] [FORECASTER] BOX: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T08:37:56.089877] [DEBUG] [FORECASTER] BOX: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T08:37:56.307666] [DEBUG] [FORECASTER] BOX: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T08:37:56.532794] [DEBUG] [FORECASTER] BOX: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T08:37:56.754780] [DEBUG] [FORECASTER] BOX: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T08:37:56.988631] [DEBUG] [FORECASTER] BOX: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T08:37:57.216059] [DEBUG] [FORECASTER] BOX: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T08:37:57.216251] [INFO ] [CONFIGURE ] BOX: DISCARDED add_pbf_overnight_gap (score: 50.00%)
[2025-11-25T08:37:57.216301] [INFO ] [CONFIGURE ] JOB ETA: 2.1h | Avg: 2.8s/test | Remaining: 2709 tests
[2025-11-25T08:37:57.216341] [INFO ] [CONFIGURE ] BOX: Testing feature 17/29: add_pbf_return_2d
[2025-11-25T08:37:57.216379] [INFO ] [CONFIGURE ] BOX: Testing with features: ['add_obv_interval', 'add_pbf_return_2d']
[2025-11-25T08:37:57.446555] [DEBUG] [FORECASTER] BOX: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T08:37:57.669296] [DEBUG] [FORECASTER] BOX: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T08:37:57.893287] [DEBUG] [FORECASTER] BOX: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T08:37:58.118386] [DEBUG] [FORECASTER] BOX: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T08:37:58.341757] [DEBUG] [FORECASTER] BOX: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T08:37:58.565067] [DEBUG] [FORECASTER] BOX: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T08:37:58.778281] [DEBUG] [FORECASTER] BOX: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T08:37:58.990891] [DEBUG] [FORECASTER] BOX: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T08:37:59.205409] [DEBUG] [FORECASTER] BOX: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T08:37:59.423045] [DEBUG] [FORECASTER] BOX: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T08:37:59.423212] [INFO ] [CONFIGURE ] BOX: DISCARDED add_pbf_return_2d (score: 40.00%)
[2025-11-25T08:37:59.423357] [INFO ] [CONFIGURE ] JOB ETA: 2.1h | Avg: 2.8s/test | Remaining: 2708 tests
[2025-11-25T08:37:59.423410] [INFO ] [CONFIGURE ] BOX: Testing feature 18/29: add_pbf_volatility_5d
[2025-11-25T08:37:59.423455] [INFO ] [CONFIGURE ] BOX: Testing with features: ['add_obv_interval', 'add_pbf_volatility_5d']
[2025-11-25T08:37:59.615012] [DEBUG] [FORECASTER] BOX: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T08:37:59.802984] [DEBUG] [FORECASTER] BOX: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T08:37:59.994164] [DEBUG] [FORECASTER] BOX: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T08:38:00.899487] [DEBUG] [FORECASTER] BOX: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T08:38:01.229096] [DEBUG] [FORECASTER] BOX: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T08:38:01.424872] [DEBUG] [FORECASTER] BOX: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T08:38:01.615000] [DEBUG] [FORECASTER] BOX: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T08:38:01.805878] [DEBUG] [FORECASTER] BOX: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T08:38:02.000252] [DEBUG] [FORECASTER] BOX: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T08:38:02.197968] [DEBUG] [FORECASTER] BOX: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T08:38:02.198121] [INFO ] [CONFIGURE ] BOX: DISCARDED add_pbf_volatility_5d (score: 50.00%)
[2025-11-25T08:38:02.198171] [INFO ] [CONFIGURE ] JOB ETA: 2.1h | Avg: 2.8s/test | Remaining: 2707 tests
[2025-11-25T08:38:02.198210] [INFO ] [CONFIGURE ] BOX: Testing feature 19/29: add_pbf_vs_sma_5
[2025-11-25T08:38:02.198247] [INFO ] [CONFIGURE ] BOX: Testing with features: ['add_obv_interval', 'add_pbf_vs_sma_5']
[2025-11-25T08:38:02.389255] [DEBUG] [FORECASTER] BOX: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T08:38:02.579471] [DEBUG] [FORECASTER] BOX: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T08:38:02.769441] [DEBUG] [FORECASTER] BOX: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T08:38:02.960919] [DEBUG] [FORECASTER] BOX: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T08:38:03.154747] [DEBUG] [FORECASTER] BOX: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T08:38:03.344505] [DEBUG] [FORECASTER] BOX: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T08:38:03.534071] [DEBUG] [FORECASTER] BOX: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T08:38:03.725029] [DEBUG] [FORECASTER] BOX: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T08:38:03.915825] [DEBUG] [FORECASTER] BOX: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T08:38:04.105997] [DEBUG] [FORECASTER] BOX: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T08:38:04.106157] [INFO ] [CONFIGURE ] BOX: DISCARDED add_pbf_vs_sma_5 (score: 70.00%)
[2025-11-25T08:38:04.106207] [INFO ] [CONFIGURE ] JOB ETA: 2.1h | Avg: 2.8s/test | Remaining: 2706 tests
[2025-11-25T08:38:04.106247] [INFO ] [CONFIGURE ] BOX: Testing feature 20/29: add_price_rejection
[2025-11-25T08:38:04.106285] [INFO ] [CONFIGURE ] BOX: Testing with features: ['add_obv_interval', 'add_price_rejection']
[2025-11-25T08:38:04.314397] [DEBUG] [FORECASTER] BOX: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T08:38:04.523664] [DEBUG] [FORECASTER] BOX: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T08:38:04.729417] [DEBUG] [FORECASTER] BOX: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T08:38:04.935624] [DEBUG] [FORECASTER] BOX: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T08:38:05.145237] [DEBUG] [FORECASTER] BOX: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T08:38:05.355064] [DEBUG] [FORECASTER] BOX: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T08:38:05.562838] [DEBUG] [FORECASTER] BOX: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T08:38:05.773564] [DEBUG] [FORECASTER] BOX: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T08:38:05.980263] [DEBUG] [FORECASTER] BOX: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T08:38:06.188475] [DEBUG] [FORECASTER] BOX: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T08:38:06.188800] [INFO ] [CONFIGURE ] BOX: DISCARDED add_price_rejection (score: 40.00%)
[2025-11-25T08:38:06.188910] [INFO ] [CONFIGURE ] JOB ETA: 2.1h | Avg: 2.8s/test | Remaining: 2705 tests
[2025-11-25T08:38:06.189006] [INFO ] [CONFIGURE ] BOX: Testing feature 21/29: add_range_position
[2025-11-25T08:38:06.189100] [INFO ] [CONFIGURE ] BOX: Testing with features: ['add_obv_interval', 'add_range_position']
[2025-11-25T08:38:06.417570] [DEBUG] [FORECASTER] BOX: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T08:38:06.640252] [DEBUG] [FORECASTER] BOX: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T08:38:06.866162] [DEBUG] [FORECASTER] BOX: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T08:38:07.096916] [DEBUG] [FORECASTER] BOX: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T08:38:07.343568] [DEBUG] [FORECASTER] BOX: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T08:38:07.580477] [DEBUG] [FORECASTER] BOX: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T08:38:07.820680] [DEBUG] [FORECASTER] BOX: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T08:38:08.055457] [DEBUG] [FORECASTER] BOX: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T08:38:08.297935] [DEBUG] [FORECASTER] BOX: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T08:38:08.527872] [DEBUG] [FORECASTER] BOX: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T08:38:08.528073] [INFO ] [CONFIGURE ] BOX: DISCARDED add_range_position (score: 60.00%)
[2025-11-25T08:38:08.528134] [INFO ] [CONFIGURE ] JOB ETA: 2.1h | Avg: 2.8s/test | Remaining: 2704 tests
[2025-11-25T08:38:08.528184] [INFO ] [CONFIGURE ] BOX: Testing feature 22/29: add_realized_volatility
[2025-11-25T08:38:08.528231] [INFO ] [CONFIGURE ] BOX: Testing with features: ['add_obv_interval', 'add_realized_volatility']
[2025-11-25T08:38:08.902439] [DEBUG] [FORECASTER] BOX: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T08:38:09.293373] [DEBUG] [FORECASTER] BOX: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T08:38:09.633893] [DEBUG] [FORECASTER] BOX: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T08:38:09.946532] [DEBUG] [FORECASTER] BOX: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T08:38:10.247347] [DEBUG] [FORECASTER] BOX: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T08:38:10.554039] [DEBUG] [FORECASTER] BOX: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T08:38:10.859960] [DEBUG] [FORECASTER] BOX: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T08:38:11.173314] [DEBUG] [FORECASTER] BOX: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T08:38:11.491430] [DEBUG] [FORECASTER] BOX: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T08:38:11.813107] [DEBUG] [FORECASTER] BOX: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T08:38:11.813316] [INFO ] [CONFIGURE ] BOX: DISCARDED add_realized_volatility (score: 40.00%)
[2025-11-25T08:38:11.813375] [INFO ] [CONFIGURE ] JOB ETA: 2.1h | Avg: 2.8s/test | Remaining: 2703 tests
[2025-11-25T08:38:11.813421] [INFO ] [CONFIGURE ] BOX: Testing feature 23/29: add_recent_range_context
[2025-11-25T08:38:11.813463] [INFO ] [CONFIGURE ] BOX: Testing with features: ['add_obv_interval', 'add_recent_range_context']
[2025-11-25T08:38:12.023963] [DEBUG] [FORECASTER] BOX: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T08:38:12.233610] [DEBUG] [FORECASTER] BOX: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T08:38:12.437758] [DEBUG] [FORECASTER] BOX: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T08:38:12.641456] [DEBUG] [FORECASTER] BOX: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T08:38:12.844436] [DEBUG] [FORECASTER] BOX: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T08:38:13.058505] [DEBUG] [FORECASTER] BOX: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T08:38:13.271588] [DEBUG] [FORECASTER] BOX: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T08:38:13.485607] [DEBUG] [FORECASTER] BOX: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T08:38:13.700585] [DEBUG] [FORECASTER] BOX: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T08:38:13.920856] [DEBUG] [FORECASTER] BOX: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T08:38:13.921053] [INFO ] [CONFIGURE ] BOX: DISCARDED add_recent_range_context (score: 50.00%)
[2025-11-25T08:38:13.921257] [INFO ] [CONFIGURE ] JOB ETA: 2.1h | Avg: 2.8s/test | Remaining: 2702 tests
[2025-11-25T08:38:13.921358] [INFO ] [CONFIGURE ] BOX: Testing feature 24/29: add_rsi
[2025-11-25T08:38:13.921412] [INFO ] [CONFIGURE ] BOX: Testing with features: ['add_obv_interval', 'add_ema', 'add_rsi']
[2025-11-25T08:38:14.180665] [DEBUG] [FORECASTER] BOX: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T08:38:14.442666] [DEBUG] [FORECASTER] BOX: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T08:38:14.691107] [DEBUG] [FORECASTER] BOX: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T08:38:14.970284] [DEBUG] [FORECASTER] BOX: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T08:38:15.214842] [DEBUG] [FORECASTER] BOX: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T08:38:15.462545] [DEBUG] [FORECASTER] BOX: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T08:38:15.722322] [DEBUG] [FORECASTER] BOX: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T08:38:15.990092] [DEBUG] [FORECASTER] BOX: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T08:38:16.240700] [DEBUG] [FORECASTER] BOX: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T08:38:16.492122] [DEBUG] [FORECASTER] BOX: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T08:38:16.492347] [INFO ] [CONFIGURE ] BOX: DISCARDED add_rsi (score: 60.00%)
[2025-11-25T08:38:16.492409] [INFO ] [CONFIGURE ] JOB ETA: 2.1h | Avg: 2.8s/test | Remaining: 2701 tests
[2025-11-25T08:38:16.492459] [INFO ] [CONFIGURE ] BOX: Testing feature 25/29: add_tick_distribution
[2025-11-25T08:38:16.492502] [INFO ] [CONFIGURE ] BOX: Testing with features: ['add_obv_interval', 'add_tick_distribution']
[2025-11-25T08:38:16.694969] [DEBUG] [FORECASTER] BOX: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T08:38:16.911299] [DEBUG] [FORECASTER] BOX: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T08:38:17.108231] [DEBUG] [FORECASTER] BOX: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T08:38:17.311607] [DEBUG] [FORECASTER] BOX: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T08:38:17.511868] [DEBUG] [FORECASTER] BOX: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T08:38:17.710884] [DEBUG] [FORECASTER] BOX: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T08:38:17.921437] [DEBUG] [FORECASTER] BOX: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T08:38:18.130191] [DEBUG] [FORECASTER] BOX: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T08:38:18.339376] [DEBUG] [FORECASTER] BOX: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T08:38:18.540915] [DEBUG] [FORECASTER] BOX: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T08:38:18.541100] [INFO ] [CONFIGURE ] BOX: DISCARDED add_tick_distribution (score: 60.00%)
[2025-11-25T08:38:18.541171] [INFO ] [CONFIGURE ] JOB ETA: 2.1h | Avg: 2.8s/test | Remaining: 2700 tests
[2025-11-25T08:38:18.541213] [INFO ] [CONFIGURE ] BOX: Testing feature 26/29: add_volume_momentum_confirmation
[2025-11-25T08:38:18.541252] [INFO ] [CONFIGURE ] BOX: Testing with features: ['add_obv_interval', 'add_volume_momentum_confirmation']
[2025-11-25T08:38:18.748765] [DEBUG] [FORECASTER] BOX: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T08:38:18.954225] [DEBUG] [FORECASTER] BOX: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T08:38:19.158573] [DEBUG] [FORECASTER] BOX: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T08:38:19.364381] [DEBUG] [FORECASTER] BOX: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T08:38:19.572760] [DEBUG] [FORECASTER] BOX: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T08:38:19.779001] [DEBUG] [FORECASTER] BOX: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T08:38:19.985856] [DEBUG] [FORECASTER] BOX: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T08:38:20.192898] [DEBUG] [FORECASTER] BOX: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T08:38:20.398147] [DEBUG] [FORECASTER] BOX: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T08:38:20.606048] [DEBUG] [FORECASTER] BOX: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T08:38:20.606213] [INFO ] [CONFIGURE ] BOX: DISCARDED add_volume_momentum_confirmation (score: 30.00%)
[2025-11-25T08:38:20.606262] [INFO ] [CONFIGURE ] JOB ETA: 2.1h | Avg: 2.8s/test | Remaining: 2699 tests
[2025-11-25T08:38:20.606301] [INFO ] [CONFIGURE ] BOX: Testing feature 27/29: add_volume_price_divergence
[2025-11-25T08:38:20.606336] [INFO ] [CONFIGURE ] BOX: Testing with features: ['add_obv_interval', 'add_volume_price_divergence']
[2025-11-25T08:38:20.826975] [DEBUG] [FORECASTER] BOX: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T08:38:21.047247] [DEBUG] [FORECASTER] BOX: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T08:38:21.267268] [DEBUG] [FORECASTER] BOX: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T08:38:21.487060] [DEBUG] [FORECASTER] BOX: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T08:38:21.710876] [DEBUG] [FORECASTER] BOX: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T08:38:21.935530] [DEBUG] [FORECASTER] BOX: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T08:38:22.159155] [DEBUG] [FORECASTER] BOX: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T08:38:22.388484] [DEBUG] [FORECASTER] BOX: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T08:38:22.613425] [DEBUG] [FORECASTER] BOX: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T08:38:22.837343] [DEBUG] [FORECASTER] BOX: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T08:38:22.837554] [INFO ] [CONFIGURE ] BOX: DISCARDED add_volume_price_divergence (score: 60.00%)
[2025-11-25T08:38:22.837633] [INFO ] [CONFIGURE ] JOB ETA: 2.1h | Avg: 2.8s/test | Remaining: 2698 tests
[2025-11-25T08:38:22.837712] [INFO ] [CONFIGURE ] BOX: Testing feature 28/29: add_volume_profile
[2025-11-25T08:38:22.837760] [INFO ] [CONFIGURE ] BOX: Testing with features: ['add_obv_interval', 'add_volume_profile']
[2025-11-25T08:38:23.045158] [DEBUG] [FORECASTER] BOX: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T08:38:23.248057] [DEBUG] [FORECASTER] BOX: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T08:38:23.455023] [DEBUG] [FORECASTER] BOX: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T08:38:23.669418] [DEBUG] [FORECASTER] BOX: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T08:38:23.881183] [DEBUG] [FORECASTER] BOX: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T08:38:24.100376] [DEBUG] [FORECASTER] BOX: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T08:38:24.319487] [DEBUG] [FORECASTER] BOX: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T08:38:24.544818] [DEBUG] [FORECASTER] BOX: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T08:38:24.767377] [DEBUG] [FORECASTER] BOX: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T08:38:24.977419] [DEBUG] [FORECASTER] BOX: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T08:38:24.977573] [INFO ] [CONFIGURE ] BOX: DISCARDED add_volume_profile (score: 70.00%)
[2025-11-25T08:38:24.977621] [INFO ] [CONFIGURE ] JOB ETA: 2.1h | Avg: 2.8s/test | Remaining: 2697 tests
[2025-11-25T08:38:24.977678] [INFO ] [CONFIGURE ] BOX: Testing feature 29/29: add_vwap
[2025-11-25T08:38:24.977740] [INFO ] [CONFIGURE ] BOX: Testing with features: ['add_obv_interval', 'add_vwap']
[2025-11-25T08:38:25.188434] [DEBUG] [FORECASTER] BOX: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T08:38:25.399425] [DEBUG] [FORECASTER] BOX: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T08:38:25.609257] [DEBUG] [FORECASTER] BOX: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T08:38:25.819148] [DEBUG] [FORECASTER] BOX: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T08:38:26.029337] [DEBUG] [FORECASTER] BOX: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T08:38:26.238980] [DEBUG] [FORECASTER] BOX: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T08:38:26.452487] [DEBUG] [FORECASTER] BOX: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T08:38:26.667050] [DEBUG] [FORECASTER] BOX: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T08:38:26.879115] [DEBUG] [FORECASTER] BOX: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T08:38:27.093277] [DEBUG] [FORECASTER] BOX: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T08:38:27.093446] [INFO ] [CONFIGURE ] BOX: DISCARDED add_vwap (score: 40.00%)
[2025-11-25T08:38:27.093495] [INFO ] [CONFIGURE ] JOB ETA: 2.1h | Avg: 2.8s/test | Remaining: 2696 tests
[2025-11-25T08:38:27.093536] [INFO ] [CONFIGURE ] BOX: ===== FEATURE SELECTION COMPLETE =====
[2025-11-25T08:38:27.093570] [INFO ] [CONFIGURE ] BOX: Best accuracy: 70.00%
[2025-11-25T08:38:27.093607] [INFO ] [CONFIGURE ] BOX: Best feature set (1 features): ['add_obv_interval']
[2025-11-25T08:38:27.093667] [INFO ] [CONFIGURE ] BOX: Improvement over baseline: 10.00%
[2025-11-25T08:38:27.093730] [INFO ] [CONFIGURE ] BOX: Total time: 1.1 minutes
[2025-11-25T08:38:27.093775] [INFO ] [CONFIGURE ] BOX: Average time per feature: 2.2 seconds
[2025-11-25T08:38:27.093831] [INFO ] [CONFIGURE ] BOX: Average speed: 0.45 features/sec
[2025-11-25T08:38:27.094181] [INFO ] [LOCAL     ] Saved configuration for BOX: 1 features, 70.00% accuracy -> ./output/feature-sets/BOX.json
[2025-11-25T08:38:27.094243] [INFO ] [CONFIGURE ] BOX: Configuration saved successfully: 1 features, 70.00% accuracy.
[2025-11-25T08:38:27.094296] [INFO ] [sig       ] [72/164] Successfully configured BOX | 0.01 sym/s | Total: 1.6h | ETA: 2.1h
[2025-11-25T08:38:27.094342] [INFO ] [sig       ] [73/164] Configuring BP...
[2025-11-25T08:38:27.094387] [INFO ] [CONFIGURE ] BP: Configurate test run.
[2025-11-25T08:38:27.094430] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BP' from 'https://tdm.silogroup.org/data/derivative_storage/BP.csv'.
[2025-11-25T08:38:27.105709] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'BP'.
[2025-11-25T08:38:27.106029] [INFO ] [CONFIGURE ] BP: Testing with 29 available features
[2025-11-25T08:38:27.106101] [INFO ] [CONFIGURE ] BP: Establishing baseline with no features...
[2025-11-25T08:38:27.274849] [DEBUG] [FORECASTER] BP: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T08:38:27.445213] [DEBUG] [FORECASTER] BP: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T08:38:27.619262] [DEBUG] [FORECASTER] BP: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T08:38:27.791332] [DEBUG] [FORECASTER] BP: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T08:38:27.965263] [DEBUG] [FORECASTER] BP: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-25T08:38:28.134747] [DEBUG] [FORECASTER] BP: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T08:38:28.305131] [DEBUG] [FORECASTER] BP: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T08:38:28.478776] [DEBUG] [FORECASTER] BP: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T08:38:28.649065] [DEBUG] [FORECASTER] BP: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T08:38:28.822589] [DEBUG] [FORECASTER] BP: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T08:38:28.822784] [INFO ] [CONFIGURE ] BP: Baseline score (no features): 50.00%
[2025-11-25T08:38:28.822839] [INFO ] [CONFIGURE ] BP: Testing feature 1/29: add_bollinger_bands
[2025-11-25T08:38:28.822879] [INFO ] [CONFIGURE ] BP: Testing with features: ['add_bollinger_bands']
[2025-11-25T08:38:29.037545] [DEBUG] [FORECASTER] BP: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T08:38:29.244197] [DEBUG] [FORECASTER] BP: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0
[2025-11-25T08:38:29.447895] [DEBUG] [FORECASTER] BP: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T08:38:29.657868] [DEBUG] [FORECASTER] BP: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T08:38:29.865836] [DEBUG] [FORECASTER] BP: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T08:38:30.071183] [DEBUG] [FORECASTER] BP: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T08:38:30.280579] [DEBUG] [FORECASTER] BP: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T08:38:30.495797] [DEBUG] [FORECASTER] BP: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T08:38:30.707389] [DEBUG] [FORECASTER] BP: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T08:38:30.916996] [DEBUG] [FORECASTER] BP: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T08:38:30.917236] [INFO ] [CONFIGURE ] BP: DISCARDED add_bollinger_bands (score: 50.00%)
[2025-11-25T08:38:30.917292] [INFO ] [CONFIGURE ] JOB ETA: 2.1h | Avg: 2.8s/test | Remaining: 2695 tests
[2025-11-25T08:38:30.917332] [INFO ] [CONFIGURE ] BP: Testing feature 2/29: add_cumulative_delta
[2025-11-25T08:38:30.917368] [INFO ] [CONFIGURE ] BP: Testing with features: ['add_cumulative_delta']
[2025-11-25T08:38:31.140994] [DEBUG] [FORECASTER] BP: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T08:38:31.365428] [DEBUG] [FORECASTER] BP: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T08:38:31.575885] [DEBUG] [FORECASTER] BP: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T08:38:31.794080] [DEBUG] [FORECASTER] BP: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T08:38:32.012070] [DEBUG] [FORECASTER] BP: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T08:38:32.233691] [DEBUG] [FORECASTER] BP: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T08:38:32.455086] [DEBUG] [FORECASTER] BP: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T08:38:32.679048] [DEBUG] [FORECASTER] BP: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T08:38:32.899091] [DEBUG] [FORECASTER] BP: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T08:38:33.116806] [DEBUG] [FORECASTER] BP: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T08:38:33.117005] [INFO ] [CONFIGURE ] BP: KEPT add_cumulative_delta (score: 60.00%)
[2025-11-25T08:38:33.117058] [INFO ] [CONFIGURE ] JOB ETA: 2.1h | Avg: 2.8s/test | Remaining: 2694 tests
[2025-11-25T08:38:33.117134] [INFO ] [CONFIGURE ] BP: Testing feature 3/29: add_daily_returns
[2025-11-25T08:38:33.117177] [INFO ] [CONFIGURE ] BP: Testing with features: ['add_cumulative_delta', 'add_daily_returns']
[2025-11-25T08:38:33.344018] [DEBUG] [FORECASTER] BP: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T08:38:33.578568] [DEBUG] [FORECASTER] BP: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0
[2025-11-25T08:38:33.810663] [DEBUG] [FORECASTER] BP: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T08:38:34.038078] [DEBUG] [FORECASTER] BP: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T08:38:34.268981] [DEBUG] [FORECASTER] BP: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-25T08:38:34.504583] [DEBUG] [FORECASTER] BP: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T08:38:34.741668] [DEBUG] [FORECASTER] BP: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T08:38:34.976095] [DEBUG] [FORECASTER] BP: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T08:38:35.205630] [DEBUG] [FORECASTER] BP: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T08:38:35.434297] [DEBUG] [FORECASTER] BP: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T08:38:35.434499] [INFO ] [CONFIGURE ] BP: DISCARDED add_daily_returns (score: 40.00%)
[2025-11-25T08:38:35.434735] [INFO ] [CONFIGURE ] JOB ETA: 2.1h | Avg: 2.8s/test | Remaining: 2693 tests
[2025-11-25T08:38:35.434792] [INFO ] [CONFIGURE ] BP: Testing feature 4/29: add_ema
[2025-11-25T08:38:35.434886] [INFO ] [CONFIGURE ] BP: Testing with features: ['add_cumulative_delta', 'add_ema']
[2025-11-25T08:38:35.692757] [DEBUG] [FORECASTER] BP: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T08:38:35.957065] [DEBUG] [FORECASTER] BP: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0
[2025-11-25T08:38:36.222780] [DEBUG] [FORECASTER] BP: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T08:38:36.487673] [DEBUG] [FORECASTER] BP: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T08:38:36.757391] [DEBUG] [FORECASTER] BP: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-25T08:38:37.040160] [DEBUG] [FORECASTER] BP: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T08:38:37.309920] [DEBUG] [FORECASTER] BP: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T08:38:37.566093] [DEBUG] [FORECASTER] BP: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T08:38:37.826805] [DEBUG] [FORECASTER] BP: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T08:38:38.094234] [DEBUG] [FORECASTER] BP: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T08:38:38.094411] [INFO ] [CONFIGURE ] BP: DISCARDED add_ema (score: 30.00%)
[2025-11-25T08:38:38.094466] [INFO ] [CONFIGURE ] JOB ETA: 2.1h | Avg: 2.8s/test | Remaining: 2692 tests
[2025-11-25T08:38:38.094515] [INFO ] [CONFIGURE ] BP: Testing feature 5/29: add_exhaustion_signals
[2025-11-25T08:38:38.094558] [INFO ] [CONFIGURE ] BP: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals']
[2025-11-25T08:38:38.352926] [DEBUG] [FORECASTER] BP: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T08:38:38.607038] [DEBUG] [FORECASTER] BP: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T08:38:38.866748] [DEBUG] [FORECASTER] BP: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T08:38:39.128532] [DEBUG] [FORECASTER] BP: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T08:38:39.383205] [DEBUG] [FORECASTER] BP: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-25T08:38:39.641470] [DEBUG] [FORECASTER] BP: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T08:38:39.894117] [DEBUG] [FORECASTER] BP: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T08:38:40.165273] [DEBUG] [FORECASTER] BP: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T08:38:40.421102] [DEBUG] [FORECASTER] BP: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T08:38:40.680970] [DEBUG] [FORECASTER] BP: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T08:38:40.681149] [INFO ] [CONFIGURE ] BP: DISCARDED add_exhaustion_signals (score: 40.00%)
[2025-11-25T08:38:40.681205] [INFO ] [CONFIGURE ] JOB ETA: 2.1h | Avg: 2.8s/test | Remaining: 2691 tests
[2025-11-25T08:38:40.681254] [INFO ] [CONFIGURE ] BP: Testing feature 6/29: add_failed_moves
[2025-11-25T08:38:40.681297] [INFO ] [CONFIGURE ] BP: Testing with features: ['add_cumulative_delta', 'add_failed_moves']
[2025-11-25T08:38:40.894372] [DEBUG] [FORECASTER] BP: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T08:38:41.108788] [DEBUG] [FORECASTER] BP: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0
[2025-11-25T08:38:41.326508] [DEBUG] [FORECASTER] BP: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T08:38:41.546258] [DEBUG] [FORECASTER] BP: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T08:38:41.780221] [DEBUG] [FORECASTER] BP: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T08:38:42.010326] [DEBUG] [FORECASTER] BP: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T08:38:42.238754] [DEBUG] [FORECASTER] BP: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T08:38:42.455142] [DEBUG] [FORECASTER] BP: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T08:38:42.676629] [DEBUG] [FORECASTER] BP: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T08:38:42.897918] [DEBUG] [FORECASTER] BP: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T08:38:42.898093] [INFO ] [CONFIGURE ] BP: DISCARDED add_failed_moves (score: 50.00%)
[2025-11-25T08:38:42.898150] [INFO ] [CONFIGURE ] JOB ETA: 2.1h | Avg: 2.8s/test | Remaining: 2690 tests
[2025-11-25T08:38:42.898197] [INFO ] [CONFIGURE ] BP: Testing feature 7/29: add_lag_shelf
[2025-11-25T08:38:42.898240] [INFO ] [CONFIGURE ] BP: Testing with features: ['add_cumulative_delta', 'add_lag_shelf']
[2025-11-25T08:38:43.105265] [DEBUG] [FORECASTER] BP: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T08:38:43.314883] [DEBUG] [FORECASTER] BP: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T08:38:43.519521] [DEBUG] [FORECASTER] BP: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T08:38:43.727894] [DEBUG] [FORECASTER] BP: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T08:38:43.938012] [DEBUG] [FORECASTER] BP: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T08:38:44.147549] [DEBUG] [FORECASTER] BP: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T08:38:44.368188] [DEBUG] [FORECASTER] BP: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T08:38:44.588226] [DEBUG] [FORECASTER] BP: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T08:38:44.796738] [DEBUG] [FORECASTER] BP: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T08:38:45.007246] [DEBUG] [FORECASTER] BP: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T08:38:45.007572] [INFO ] [CONFIGURE ] BP: DISCARDED add_lag_shelf (score: 60.00%)
[2025-11-25T08:38:45.007704] [INFO ] [CONFIGURE ] JOB ETA: 2.1h | Avg: 2.8s/test | Remaining: 2689 tests
[2025-11-25T08:38:45.007811] [INFO ] [CONFIGURE ] BP: Testing feature 8/29: add_macd
[2025-11-25T08:38:45.007909] [INFO ] [CONFIGURE ] BP: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_macd']
[2025-11-25T08:38:45.322484] [DEBUG] [FORECASTER] BP: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T08:38:45.658815] [DEBUG] [FORECASTER] BP: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T08:38:45.981057] [DEBUG] [FORECASTER] BP: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T08:38:46.299809] [DEBUG] [FORECASTER] BP: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T08:38:46.626385] [DEBUG] [FORECASTER] BP: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T08:38:46.950214] [DEBUG] [FORECASTER] BP: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T08:38:47.288610] [DEBUG] [FORECASTER] BP: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T08:38:47.625765] [DEBUG] [FORECASTER] BP: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T08:38:47.970073] [DEBUG] [FORECASTER] BP: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T08:38:48.300376] [DEBUG] [FORECASTER] BP: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T08:38:48.300591] [INFO ] [CONFIGURE ] BP: DISCARDED add_macd (score: 40.00%)
[2025-11-25T08:38:48.300668] [INFO ] [CONFIGURE ] JOB ETA: 2.1h | Avg: 2.8s/test | Remaining: 2688 tests
[2025-11-25T08:38:48.300723] [INFO ] [CONFIGURE ] BP: Testing feature 9/29: add_mfi
[2025-11-25T08:38:48.300768] [INFO ] [CONFIGURE ] BP: Testing with features: ['add_cumulative_delta', 'add_mfi']
[2025-11-25T08:38:48.559876] [DEBUG] [FORECASTER] BP: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T08:38:48.815320] [DEBUG] [FORECASTER] BP: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0
[2025-11-25T08:38:49.073145] [DEBUG] [FORECASTER] BP: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T08:38:49.319448] [DEBUG] [FORECASTER] BP: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T08:38:49.568152] [DEBUG] [FORECASTER] BP: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-25T08:38:49.819749] [DEBUG] [FORECASTER] BP: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T08:38:50.077273] [DEBUG] [FORECASTER] BP: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T08:38:50.336060] [DEBUG] [FORECASTER] BP: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T08:38:50.584125] [DEBUG] [FORECASTER] BP: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T08:38:50.828973] [DEBUG] [FORECASTER] BP: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T08:38:50.829150] [INFO ] [CONFIGURE ] BP: DISCARDED add_mfi (score: 20.00%)
[2025-11-25T08:38:50.829210] [INFO ] [CONFIGURE ] JOB ETA: 2.1h | Avg: 2.8s/test | Remaining: 2687 tests
[2025-11-25T08:38:50.829269] [INFO ] [CONFIGURE ] BP: Testing feature 10/29: add_momentum_acceleration
[2025-11-25T08:38:50.829324] [INFO ] [CONFIGURE ] BP: Testing with features: ['add_cumulative_delta', 'add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-11-25T08:38:51.169507] [DEBUG] [FORECASTER] BP: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T08:38:51.495670] [DEBUG] [FORECASTER] BP: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T08:38:51.834078] [DEBUG] [FORECASTER] BP: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T08:38:52.154856] [DEBUG] [FORECASTER] BP: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T08:38:52.487270] [DEBUG] [FORECASTER] BP: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-25T08:38:52.819484] [DEBUG] [FORECASTER] BP: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T08:38:53.183558] [DEBUG] [FORECASTER] BP: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T08:38:53.519424] [DEBUG] [FORECASTER] BP: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T08:38:53.862881] [DEBUG] [FORECASTER] BP: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T08:38:54.206612] [DEBUG] [FORECASTER] BP: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T08:38:54.206854] [INFO ] [CONFIGURE ] BP: DISCARDED add_momentum_acceleration (score: 50.00%)
[2025-11-25T08:38:54.206914] [INFO ] [CONFIGURE ] JOB ETA: 2.1h | Avg: 2.8s/test | Remaining: 2686 tests
[2025-11-25T08:38:54.206963] [INFO ] [CONFIGURE ] BP: Testing feature 11/29: add_obv_daily
[2025-11-25T08:38:54.207009] [INFO ] [CONFIGURE ] BP: Testing with features: ['add_cumulative_delta', 'add_obv_daily']
[2025-11-25T08:38:54.465988] [DEBUG] [FORECASTER] BP: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T08:38:54.732103] [DEBUG] [FORECASTER] BP: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T08:38:54.987734] [DEBUG] [FORECASTER] BP: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T08:38:55.254788] [DEBUG] [FORECASTER] BP: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T08:38:55.525910] [DEBUG] [FORECASTER] BP: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T08:38:55.792118] [DEBUG] [FORECASTER] BP: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T08:38:56.115326] [DEBUG] [FORECASTER] BP: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T08:38:56.468015] [DEBUG] [FORECASTER] BP: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T08:38:56.759829] [DEBUG] [FORECASTER] BP: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T08:38:57.025500] [DEBUG] [FORECASTER] BP: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T08:38:57.025776] [INFO ] [CONFIGURE ] BP: DISCARDED add_obv_daily (score: 60.00%)
[2025-11-25T08:38:57.025849] [INFO ] [CONFIGURE ] JOB ETA: 2.1h | Avg: 2.8s/test | Remaining: 2685 tests
[2025-11-25T08:38:57.025910] [INFO ] [CONFIGURE ] BP: Testing feature 12/29: add_obv_interval
[2025-11-25T08:38:57.025977] [INFO ] [CONFIGURE ] BP: Testing with features: ['add_cumulative_delta', 'add_obv_interval']
[2025-11-25T08:38:57.275017] [DEBUG] [FORECASTER] BP: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T08:38:57.531567] [DEBUG] [FORECASTER] BP: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T08:38:57.784378] [DEBUG] [FORECASTER] BP: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T08:38:58.033437] [DEBUG] [FORECASTER] BP: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T08:38:58.281117] [DEBUG] [FORECASTER] BP: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T08:38:58.508145] [DEBUG] [FORECASTER] BP: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T08:38:58.737074] [DEBUG] [FORECASTER] BP: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T08:38:58.966252] [DEBUG] [FORECASTER] BP: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T08:38:59.199163] [DEBUG] [FORECASTER] BP: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T08:38:59.427751] [DEBUG] [FORECASTER] BP: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T08:38:59.427927] [INFO ] [CONFIGURE ] BP: DISCARDED add_obv_interval (score: 50.00%)
[2025-11-25T08:38:59.427996] [INFO ] [CONFIGURE ] JOB ETA: 2.1h | Avg: 2.8s/test | Remaining: 2684 tests
[2025-11-25T08:38:59.428049] [INFO ] [CONFIGURE ] BP: Testing feature 13/29: add_opening_strength
[2025-11-25T08:38:59.428093] [INFO ] [CONFIGURE ] BP: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_opening_strength']
[2025-11-25T08:38:59.683105] [DEBUG] [FORECASTER] BP: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T08:38:59.947655] [DEBUG] [FORECASTER] BP: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T08:39:00.268712] [DEBUG] [FORECASTER] BP: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T08:39:01.080813] [DEBUG] [FORECASTER] BP: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T08:39:01.416475] [DEBUG] [FORECASTER] BP: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T08:39:01.690803] [DEBUG] [FORECASTER] BP: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T08:39:01.969897] [DEBUG] [FORECASTER] BP: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T08:39:02.253333] [DEBUG] [FORECASTER] BP: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T08:39:02.514423] [DEBUG] [FORECASTER] BP: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T08:39:02.779010] [DEBUG] [FORECASTER] BP: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T08:39:02.779212] [INFO ] [CONFIGURE ] BP: DISCARDED add_opening_strength (score: 40.00%)
[2025-11-25T08:39:02.779272] [INFO ] [CONFIGURE ] JOB ETA: 2.1h | Avg: 2.8s/test | Remaining: 2683 tests
[2025-11-25T08:39:02.779322] [INFO ] [CONFIGURE ] BP: Testing feature 14/29: add_order_flow_imbalance
[2025-11-25T08:39:02.779366] [INFO ] [CONFIGURE ] BP: Testing with features: ['add_cumulative_delta', 'add_order_flow_imbalance']
[2025-11-25T08:39:03.017813] [DEBUG] [FORECASTER] BP: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T08:39:03.253422] [DEBUG] [FORECASTER] BP: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0
[2025-11-25T08:39:03.502043] [DEBUG] [FORECASTER] BP: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T08:39:03.744133] [DEBUG] [FORECASTER] BP: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T08:39:03.986518] [DEBUG] [FORECASTER] BP: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-25T08:39:04.231533] [DEBUG] [FORECASTER] BP: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T08:39:04.476719] [DEBUG] [FORECASTER] BP: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T08:39:04.721183] [DEBUG] [FORECASTER] BP: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T08:39:04.962196] [DEBUG] [FORECASTER] BP: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T08:39:05.203661] [DEBUG] [FORECASTER] BP: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T08:39:05.203833] [INFO ] [CONFIGURE ] BP: DISCARDED add_order_flow_imbalance (score: 30.00%)
[2025-11-25T08:39:05.203891] [INFO ] [CONFIGURE ] JOB ETA: 2.1h | Avg: 2.8s/test | Remaining: 2682 tests
[2025-11-25T08:39:05.203939] [INFO ] [CONFIGURE ] BP: Testing feature 15/29: add_pbf_morning_momentum
[2025-11-25T08:39:05.203984] [INFO ] [CONFIGURE ] BP: Testing with features: ['add_cumulative_delta', 'add_pbf_morning_momentum']
[2025-11-25T08:39:05.419498] [DEBUG] [FORECASTER] BP: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T08:39:05.653246] [DEBUG] [FORECASTER] BP: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0
[2025-11-25T08:39:05.880663] [DEBUG] [FORECASTER] BP: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T08:39:06.101492] [DEBUG] [FORECASTER] BP: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T08:39:06.325906] [DEBUG] [FORECASTER] BP: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T08:39:06.555661] [DEBUG] [FORECASTER] BP: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T08:39:06.779904] [DEBUG] [FORECASTER] BP: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T08:39:07.005183] [DEBUG] [FORECASTER] BP: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T08:39:07.237906] [DEBUG] [FORECASTER] BP: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T08:39:07.469472] [DEBUG] [FORECASTER] BP: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T08:39:07.469700] [INFO ] [CONFIGURE ] BP: DISCARDED add_pbf_morning_momentum (score: 50.00%)
[2025-11-25T08:39:07.469890] [INFO ] [CONFIGURE ] JOB ETA: 2.1h | Avg: 2.8s/test | Remaining: 2681 tests
[2025-11-25T08:39:07.469992] [INFO ] [CONFIGURE ] BP: Testing feature 16/29: add_pbf_overnight_gap
[2025-11-25T08:39:07.470121] [INFO ] [CONFIGURE ] BP: Testing with features: ['add_cumulative_delta', 'add_pbf_overnight_gap']
[2025-11-25T08:39:07.721880] [DEBUG] [FORECASTER] BP: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T08:39:07.963608] [DEBUG] [FORECASTER] BP: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0
[2025-11-25T08:39:08.207993] [DEBUG] [FORECASTER] BP: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T08:39:08.452676] [DEBUG] [FORECASTER] BP: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T08:39:08.696316] [DEBUG] [FORECASTER] BP: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T08:39:08.956674] [DEBUG] [FORECASTER] BP: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T08:39:09.202490] [DEBUG] [FORECASTER] BP: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T08:39:09.452739] [DEBUG] [FORECASTER] BP: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T08:39:09.697467] [DEBUG] [FORECASTER] BP: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T08:39:09.941323] [DEBUG] [FORECASTER] BP: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T08:39:09.941499] [INFO ] [CONFIGURE ] BP: DISCARDED add_pbf_overnight_gap (score: 50.00%)
[2025-11-25T08:39:09.941566] [INFO ] [CONFIGURE ] JOB ETA: 2.1h | Avg: 2.8s/test | Remaining: 2680 tests
[2025-11-25T08:39:09.941619] [INFO ] [CONFIGURE ] BP: Testing feature 17/29: add_pbf_return_2d
[2025-11-25T08:39:09.941684] [INFO ] [CONFIGURE ] BP: Testing with features: ['add_cumulative_delta', 'add_pbf_return_2d']
[2025-11-25T08:39:10.180571] [DEBUG] [FORECASTER] BP: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T08:39:10.414766] [DEBUG] [FORECASTER] BP: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T08:39:10.659219] [DEBUG] [FORECASTER] BP: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T08:39:10.902468] [DEBUG] [FORECASTER] BP: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T08:39:11.143422] [DEBUG] [FORECASTER] BP: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T08:39:11.385020] [DEBUG] [FORECASTER] BP: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T08:39:11.622931] [DEBUG] [FORECASTER] BP: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T08:39:11.862138] [DEBUG] [FORECASTER] BP: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T08:39:12.104248] [DEBUG] [FORECASTER] BP: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T08:39:12.346324] [DEBUG] [FORECASTER] BP: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T08:39:12.346506] [INFO ] [CONFIGURE ] BP: DISCARDED add_pbf_return_2d (score: 40.00%)
[2025-11-25T08:39:12.346564] [INFO ] [CONFIGURE ] JOB ETA: 2.1h | Avg: 2.8s/test | Remaining: 2679 tests
[2025-11-25T08:39:12.346610] [INFO ] [CONFIGURE ] BP: Testing feature 18/29: add_pbf_volatility_5d
[2025-11-25T08:39:12.346675] [INFO ] [CONFIGURE ] BP: Testing with features: ['add_cumulative_delta', 'add_pbf_volatility_5d']
[2025-11-25T08:39:12.568686] [DEBUG] [FORECASTER] BP: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T08:39:12.794536] [DEBUG] [FORECASTER] BP: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0
[2025-11-25T08:39:13.032140] [DEBUG] [FORECASTER] BP: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T08:39:13.259684] [DEBUG] [FORECASTER] BP: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T08:39:13.494530] [DEBUG] [FORECASTER] BP: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-25T08:39:13.733764] [DEBUG] [FORECASTER] BP: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T08:39:13.965342] [DEBUG] [FORECASTER] BP: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T08:39:14.189797] [DEBUG] [FORECASTER] BP: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T08:39:14.414491] [DEBUG] [FORECASTER] BP: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T08:39:14.642543] [DEBUG] [FORECASTER] BP: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T08:39:14.642754] [INFO ] [CONFIGURE ] BP: DISCARDED add_pbf_volatility_5d (score: 30.00%)
[2025-11-25T08:39:14.642957] [INFO ] [CONFIGURE ] JOB ETA: 2.1h | Avg: 2.8s/test | Remaining: 2678 tests
[2025-11-25T08:39:14.643058] [INFO ] [CONFIGURE ] BP: Testing feature 19/29: add_pbf_vs_sma_5
[2025-11-25T08:39:14.643155] [INFO ] [CONFIGURE ] BP: Testing with features: ['add_cumulative_delta', 'add_pbf_vs_sma_5']
[2025-11-25T08:39:14.868560] [DEBUG] [FORECASTER] BP: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T08:39:15.087387] [DEBUG] [FORECASTER] BP: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T08:39:15.306193] [DEBUG] [FORECASTER] BP: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T08:39:15.530163] [DEBUG] [FORECASTER] BP: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T08:39:15.764038] [DEBUG] [FORECASTER] BP: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T08:39:15.993511] [DEBUG] [FORECASTER] BP: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T08:39:16.220459] [DEBUG] [FORECASTER] BP: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T08:39:16.441511] [DEBUG] [FORECASTER] BP: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T08:39:16.666502] [DEBUG] [FORECASTER] BP: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T08:39:16.895254] [DEBUG] [FORECASTER] BP: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T08:39:16.895584] [INFO ] [CONFIGURE ] BP: DISCARDED add_pbf_vs_sma_5 (score: 40.00%)
[2025-11-25T08:39:16.895715] [INFO ] [CONFIGURE ] JOB ETA: 2.1h | Avg: 2.8s/test | Remaining: 2677 tests
[2025-11-25T08:39:16.895813] [INFO ] [CONFIGURE ] BP: Testing feature 20/29: add_price_rejection
[2025-11-25T08:39:16.895907] [INFO ] [CONFIGURE ] BP: Testing with features: ['add_cumulative_delta', 'add_price_rejection']
[2025-11-25T08:39:17.131435] [DEBUG] [FORECASTER] BP: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T08:39:17.380406] [DEBUG] [FORECASTER] BP: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0
[2025-11-25T08:39:17.613579] [DEBUG] [FORECASTER] BP: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T08:39:17.850552] [DEBUG] [FORECASTER] BP: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T08:39:18.091565] [DEBUG] [FORECASTER] BP: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-25T08:39:18.342187] [DEBUG] [FORECASTER] BP: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T08:39:18.582905] [DEBUG] [FORECASTER] BP: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T08:39:18.819377] [DEBUG] [FORECASTER] BP: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T08:39:19.070620] [DEBUG] [FORECASTER] BP: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T08:39:19.313411] [DEBUG] [FORECASTER] BP: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T08:39:19.313613] [INFO ] [CONFIGURE ] BP: DISCARDED add_price_rejection (score: 40.00%)
[2025-11-25T08:39:19.313690] [INFO ] [CONFIGURE ] JOB ETA: 2.1h | Avg: 2.8s/test | Remaining: 2676 tests
[2025-11-25T08:39:19.313739] [INFO ] [CONFIGURE ] BP: Testing feature 21/29: add_range_position
[2025-11-25T08:39:19.313783] [INFO ] [CONFIGURE ] BP: Testing with features: ['add_cumulative_delta', 'add_range_position']
[2025-11-25T08:39:19.565443] [DEBUG] [FORECASTER] BP: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T08:39:19.821219] [DEBUG] [FORECASTER] BP: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0
[2025-11-25T08:39:20.081285] [DEBUG] [FORECASTER] BP: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T08:39:20.336481] [DEBUG] [FORECASTER] BP: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T08:39:20.593069] [DEBUG] [FORECASTER] BP: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T08:39:20.853403] [DEBUG] [FORECASTER] BP: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T08:39:21.106657] [DEBUG] [FORECASTER] BP: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T08:39:21.358276] [DEBUG] [FORECASTER] BP: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T08:39:21.615491] [DEBUG] [FORECASTER] BP: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T08:39:21.870427] [DEBUG] [FORECASTER] BP: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T08:39:21.870592] [INFO ] [CONFIGURE ] BP: DISCARDED add_range_position (score: 60.00%)
[2025-11-25T08:39:21.870668] [INFO ] [CONFIGURE ] JOB ETA: 2.1h | Avg: 2.8s/test | Remaining: 2675 tests
[2025-11-25T08:39:21.870719] [INFO ] [CONFIGURE ] BP: Testing feature 22/29: add_realized_volatility
[2025-11-25T08:39:21.870763] [INFO ] [CONFIGURE ] BP: Testing with features: ['add_cumulative_delta', 'add_realized_volatility']
[2025-11-25T08:39:22.202133] [DEBUG] [FORECASTER] BP: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T08:39:22.570541] [DEBUG] [FORECASTER] BP: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T08:39:22.931519] [DEBUG] [FORECASTER] BP: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T08:39:23.301080] [DEBUG] [FORECASTER] BP: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T08:39:23.673347] [DEBUG] [FORECASTER] BP: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T08:39:24.038364] [DEBUG] [FORECASTER] BP: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T08:39:24.407081] [DEBUG] [FORECASTER] BP: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T08:39:24.780862] [DEBUG] [FORECASTER] BP: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T08:39:25.160413] [DEBUG] [FORECASTER] BP: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T08:39:25.541215] [DEBUG] [FORECASTER] BP: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T08:39:25.541422] [INFO ] [CONFIGURE ] BP: KEPT add_realized_volatility (score: 70.00%)
[2025-11-25T08:39:25.541487] [INFO ] [CONFIGURE ] JOB ETA: 2.1h | Avg: 2.8s/test | Remaining: 2674 tests
[2025-11-25T08:39:25.541538] [INFO ] [CONFIGURE ] BP: Testing feature 23/29: add_recent_range_context
[2025-11-25T08:39:25.541584] [INFO ] [CONFIGURE ] BP: Testing with features: ['add_cumulative_delta', 'add_realized_volatility', 'add_recent_range_context']
[2025-11-25T08:39:25.929752] [DEBUG] [FORECASTER] BP: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T08:39:26.307322] [DEBUG] [FORECASTER] BP: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0
[2025-11-25T08:39:26.686758] [DEBUG] [FORECASTER] BP: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T08:39:27.054942] [DEBUG] [FORECASTER] BP: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T08:39:27.429913] [DEBUG] [FORECASTER] BP: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T08:39:27.820115] [DEBUG] [FORECASTER] BP: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T08:39:28.197924] [DEBUG] [FORECASTER] BP: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T08:39:28.574155] [DEBUG] [FORECASTER] BP: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T08:39:28.954236] [DEBUG] [FORECASTER] BP: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T08:39:29.336704] [DEBUG] [FORECASTER] BP: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T08:39:29.336970] [INFO ] [CONFIGURE ] BP: DISCARDED add_recent_range_context (score: 40.00%)
[2025-11-25T08:39:29.337035] [INFO ] [CONFIGURE ] JOB ETA: 2.1h | Avg: 2.8s/test | Remaining: 2673 tests
[2025-11-25T08:39:29.337086] [INFO ] [CONFIGURE ] BP: Testing feature 24/29: add_rsi
[2025-11-25T08:39:29.337160] [INFO ] [CONFIGURE ] BP: Testing with features: ['add_cumulative_delta', 'add_realized_volatility', 'add_ema', 'add_rsi']
[2025-11-25T08:39:29.752540] [DEBUG] [FORECASTER] BP: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T08:39:30.170873] [DEBUG] [FORECASTER] BP: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0
[2025-11-25T08:39:30.584482] [DEBUG] [FORECASTER] BP: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T08:39:31.000811] [DEBUG] [FORECASTER] BP: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T08:39:31.426983] [DEBUG] [FORECASTER] BP: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T08:39:31.830203] [DEBUG] [FORECASTER] BP: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T08:39:32.245108] [DEBUG] [FORECASTER] BP: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T08:39:32.670852] [DEBUG] [FORECASTER] BP: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T08:39:33.088325] [DEBUG] [FORECASTER] BP: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T08:39:33.504139] [DEBUG] [FORECASTER] BP: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T08:39:33.504355] [INFO ] [CONFIGURE ] BP: DISCARDED add_rsi (score: 30.00%)
[2025-11-25T08:39:33.504415] [INFO ] [CONFIGURE ] JOB ETA: 2.1h | Avg: 2.8s/test | Remaining: 2672 tests
[2025-11-25T08:39:33.504464] [INFO ] [CONFIGURE ] BP: Testing feature 25/29: add_tick_distribution
[2025-11-25T08:39:33.504507] [INFO ] [CONFIGURE ] BP: Testing with features: ['add_cumulative_delta', 'add_realized_volatility', 'add_tick_distribution']
[2025-11-25T08:39:33.857539] [DEBUG] [FORECASTER] BP: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T08:39:34.209951] [DEBUG] [FORECASTER] BP: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0
[2025-11-25T08:39:34.552927] [DEBUG] [FORECASTER] BP: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T08:39:34.902166] [DEBUG] [FORECASTER] BP: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T08:39:35.245241] [DEBUG] [FORECASTER] BP: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-25T08:39:35.587603] [DEBUG] [FORECASTER] BP: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T08:39:35.949929] [DEBUG] [FORECASTER] BP: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T08:39:36.306790] [DEBUG] [FORECASTER] BP: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T08:39:36.673897] [DEBUG] [FORECASTER] BP: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T08:39:37.037620] [DEBUG] [FORECASTER] BP: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T08:39:37.037868] [INFO ] [CONFIGURE ] BP: DISCARDED add_tick_distribution (score: 30.00%)
[2025-11-25T08:39:37.037932] [INFO ] [CONFIGURE ] JOB ETA: 2.1h | Avg: 2.8s/test | Remaining: 2671 tests
[2025-11-25T08:39:37.037984] [INFO ] [CONFIGURE ] BP: Testing feature 26/29: add_volume_momentum_confirmation
[2025-11-25T08:39:37.038031] [INFO ] [CONFIGURE ] BP: Testing with features: ['add_cumulative_delta', 'add_realized_volatility', 'add_volume_momentum_confirmation']
[2025-11-25T08:39:37.396413] [DEBUG] [FORECASTER] BP: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T08:39:37.748142] [DEBUG] [FORECASTER] BP: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T08:39:38.098594] [DEBUG] [FORECASTER] BP: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T08:39:38.444457] [DEBUG] [FORECASTER] BP: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T08:39:38.788295] [DEBUG] [FORECASTER] BP: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T08:39:39.135523] [DEBUG] [FORECASTER] BP: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T08:39:39.501766] [DEBUG] [FORECASTER] BP: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T08:39:39.865032] [DEBUG] [FORECASTER] BP: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T08:39:40.227198] [DEBUG] [FORECASTER] BP: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T08:39:40.581505] [DEBUG] [FORECASTER] BP: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T08:39:40.581729] [INFO ] [CONFIGURE ] BP: DISCARDED add_volume_momentum_confirmation (score: 60.00%)
[2025-11-25T08:39:40.581790] [INFO ] [CONFIGURE ] JOB ETA: 2.1h | Avg: 2.8s/test | Remaining: 2670 tests
[2025-11-25T08:39:40.581838] [INFO ] [CONFIGURE ] BP: Testing feature 27/29: add_volume_price_divergence
[2025-11-25T08:39:40.581887] [INFO ] [CONFIGURE ] BP: Testing with features: ['add_cumulative_delta', 'add_realized_volatility', 'add_volume_price_divergence']
[2025-11-25T08:39:40.975175] [DEBUG] [FORECASTER] BP: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T08:39:41.370519] [DEBUG] [FORECASTER] BP: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T08:39:41.751570] [DEBUG] [FORECASTER] BP: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T08:39:42.155589] [DEBUG] [FORECASTER] BP: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T08:39:42.542599] [DEBUG] [FORECASTER] BP: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T08:39:42.909610] [DEBUG] [FORECASTER] BP: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T08:39:43.280835] [DEBUG] [FORECASTER] BP: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T08:39:43.680026] [DEBUG] [FORECASTER] BP: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T08:39:44.090269] [DEBUG] [FORECASTER] BP: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T08:39:44.500425] [DEBUG] [FORECASTER] BP: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T08:39:44.500663] [INFO ] [CONFIGURE ] BP: DISCARDED add_volume_price_divergence (score: 70.00%)
[2025-11-25T08:39:44.500730] [INFO ] [CONFIGURE ] JOB ETA: 2.1h | Avg: 2.8s/test | Remaining: 2669 tests
[2025-11-25T08:39:44.500802] [INFO ] [CONFIGURE ] BP: Testing feature 28/29: add_volume_profile
[2025-11-25T08:39:44.500867] [INFO ] [CONFIGURE ] BP: Testing with features: ['add_cumulative_delta', 'add_realized_volatility', 'add_volume_profile']
[2025-11-25T08:39:44.883882] [DEBUG] [FORECASTER] BP: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T08:39:45.262701] [DEBUG] [FORECASTER] BP: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0
[2025-11-25T08:39:45.647528] [DEBUG] [FORECASTER] BP: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T08:39:46.028523] [DEBUG] [FORECASTER] BP: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T08:39:46.416867] [DEBUG] [FORECASTER] BP: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T08:39:46.795776] [DEBUG] [FORECASTER] BP: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T08:39:47.185503] [DEBUG] [FORECASTER] BP: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T08:39:47.584941] [DEBUG] [FORECASTER] BP: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T08:39:47.961907] [DEBUG] [FORECASTER] BP: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T08:39:48.364705] [DEBUG] [FORECASTER] BP: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T08:39:48.364925] [INFO ] [CONFIGURE ] BP: DISCARDED add_volume_profile (score: 30.00%)
[2025-11-25T08:39:48.364987] [INFO ] [CONFIGURE ] JOB ETA: 2.1h | Avg: 2.8s/test | Remaining: 2668 tests
[2025-11-25T08:39:48.365058] [INFO ] [CONFIGURE ] BP: Testing feature 29/29: add_vwap
[2025-11-25T08:39:48.365109] [INFO ] [CONFIGURE ] BP: Testing with features: ['add_cumulative_delta', 'add_realized_volatility', 'add_vwap']
[2025-11-25T08:39:48.724279] [DEBUG] [FORECASTER] BP: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T08:39:49.081410] [DEBUG] [FORECASTER] BP: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T08:39:49.444763] [DEBUG] [FORECASTER] BP: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T08:39:49.804251] [DEBUG] [FORECASTER] BP: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T08:39:50.185363] [DEBUG] [FORECASTER] BP: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T08:39:50.543835] [DEBUG] [FORECASTER] BP: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T08:39:50.914058] [DEBUG] [FORECASTER] BP: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T08:39:51.276979] [DEBUG] [FORECASTER] BP: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T08:39:51.667322] [DEBUG] [FORECASTER] BP: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T08:39:52.020151] [DEBUG] [FORECASTER] BP: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T08:39:52.020363] [INFO ] [CONFIGURE ] BP: DISCARDED add_vwap (score: 60.00%)
[2025-11-25T08:39:52.020422] [INFO ] [CONFIGURE ] JOB ETA: 2.1h | Avg: 2.8s/test | Remaining: 2667 tests
[2025-11-25T08:39:52.020469] [INFO ] [CONFIGURE ] BP: ===== FEATURE SELECTION COMPLETE =====
[2025-11-25T08:39:52.020520] [INFO ] [CONFIGURE ] BP: Best accuracy: 70.00%
[2025-11-25T08:39:52.020564] [INFO ] [CONFIGURE ] BP: Best feature set (2 features): ['add_cumulative_delta', 'add_realized_volatility']
[2025-11-25T08:39:52.020604] [INFO ] [CONFIGURE ] BP: Improvement over baseline: 20.00%
[2025-11-25T08:39:52.020676] [INFO ] [CONFIGURE ] BP: Total time: 1.4 minutes
[2025-11-25T08:39:52.020719] [INFO ] [CONFIGURE ] BP: Average time per feature: 2.9 seconds
[2025-11-25T08:39:52.020758] [INFO ] [CONFIGURE ] BP: Average speed: 0.35 features/sec
[2025-11-25T08:39:52.021215] [INFO ] [LOCAL     ] Saved configuration for BP: 2 features, 70.00% accuracy -> ./output/feature-sets/BP.json
[2025-11-25T08:39:52.021273] [INFO ] [CONFIGURE ] BP: Configuration saved successfully: 2 features, 70.00% accuracy.
[2025-11-25T08:39:52.021321] [INFO ] [sig       ] [73/164] Successfully configured BP | 0.01 sym/s | Total: 1.6h | ETA: 2.1h
[2025-11-25T08:39:52.021363] [INFO ] [sig       ] [74/164] Configuring BRCC...
[2025-11-25T08:39:52.021403] [INFO ] [CONFIGURE ] BRCC: Configurate test run.
[2025-11-25T08:39:52.021442] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BRCC' from 'https://tdm.silogroup.org/data/derivative_storage/BRCC.csv'.
[2025-11-25T08:39:52.033160] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'BRCC'.
[2025-11-25T08:39:52.033469] [INFO ] [CONFIGURE ] BRCC: Testing with 29 available features
[2025-11-25T08:39:52.033531] [INFO ] [CONFIGURE ] BRCC: Establishing baseline with no features...
[2025-11-25T08:39:52.190797] [DEBUG] [FORECASTER] BRCC: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T08:39:52.353675] [DEBUG] [FORECASTER] BRCC: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T08:39:52.515758] [DEBUG] [FORECASTER] BRCC: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T08:39:52.678954] [DEBUG] [FORECASTER] BRCC: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T08:39:52.840504] [DEBUG] [FORECASTER] BRCC: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T08:39:53.019981] [DEBUG] [FORECASTER] BRCC: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1
[2025-11-25T08:39:53.204141] [DEBUG] [FORECASTER] BRCC: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T08:39:53.381857] [DEBUG] [FORECASTER] BRCC: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T08:39:53.553421] [DEBUG] [FORECASTER] BRCC: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T08:39:53.734868] [DEBUG] [FORECASTER] BRCC: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-11-25T08:39:53.735193] [INFO ] [CONFIGURE ] BRCC: Baseline score (no features): 60.00%
[2025-11-25T08:39:53.735310] [INFO ] [CONFIGURE ] BRCC: Testing feature 1/29: add_bollinger_bands
[2025-11-25T08:39:53.735426] [INFO ] [CONFIGURE ] BRCC: Testing with features: ['add_bollinger_bands']
[2025-11-25T08:39:53.947343] [DEBUG] [FORECASTER] BRCC: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T08:39:54.136259] [DEBUG] [FORECASTER] BRCC: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T08:39:54.324592] [DEBUG] [FORECASTER] BRCC: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T08:39:54.527586] [DEBUG] [FORECASTER] BRCC: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T08:39:54.731156] [DEBUG] [FORECASTER] BRCC: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-25T08:39:54.936220] [DEBUG] [FORECASTER] BRCC: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1
[2025-11-25T08:39:55.142799] [DEBUG] [FORECASTER] BRCC: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T08:39:55.346368] [DEBUG] [FORECASTER] BRCC: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-25T08:39:55.554813] [DEBUG] [FORECASTER] BRCC: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T08:39:55.763404] [DEBUG] [FORECASTER] BRCC: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-11-25T08:39:55.763572] [INFO ] [CONFIGURE ] BRCC: DISCARDED add_bollinger_bands (score: 50.00%)
[2025-11-25T08:39:55.763620] [INFO ] [CONFIGURE ] JOB ETA: 2.1h | Avg: 2.8s/test | Remaining: 2666 tests
[2025-11-25T08:39:55.763677] [INFO ] [CONFIGURE ] BRCC: Testing feature 2/29: add_cumulative_delta
[2025-11-25T08:39:55.763742] [INFO ] [CONFIGURE ] BRCC: Testing with features: ['add_cumulative_delta']
[2025-11-25T08:39:55.972931] [DEBUG] [FORECASTER] BRCC: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T08:39:56.180911] [DEBUG] [FORECASTER] BRCC: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0
[2025-11-25T08:39:56.392539] [DEBUG] [FORECASTER] BRCC: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T08:39:56.609546] [DEBUG] [FORECASTER] BRCC: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T08:39:56.819597] [DEBUG] [FORECASTER] BRCC: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T08:39:57.045476] [DEBUG] [FORECASTER] BRCC: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1
[2025-11-25T08:39:57.271417] [DEBUG] [FORECASTER] BRCC: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T08:39:57.483707] [DEBUG] [FORECASTER] BRCC: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T08:39:57.697227] [DEBUG] [FORECASTER] BRCC: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T08:39:57.910134] [DEBUG] [FORECASTER] BRCC: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-25T08:39:57.910453] [INFO ] [CONFIGURE ] BRCC: DISCARDED add_cumulative_delta (score: 50.00%)
[2025-11-25T08:39:57.910560] [INFO ] [CONFIGURE ] JOB ETA: 2.1h | Avg: 2.8s/test | Remaining: 2665 tests
[2025-11-25T08:39:57.910675] [INFO ] [CONFIGURE ] BRCC: Testing feature 3/29: add_daily_returns
[2025-11-25T08:39:57.910773] [INFO ] [CONFIGURE ] BRCC: Testing with features: ['add_daily_returns']
[2025-11-25T08:39:58.099474] [DEBUG] [FORECASTER] BRCC: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T08:39:58.287232] [DEBUG] [FORECASTER] BRCC: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0
[2025-11-25T08:39:58.477934] [DEBUG] [FORECASTER] BRCC: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T08:39:58.674124] [DEBUG] [FORECASTER] BRCC: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T08:39:58.867782] [DEBUG] [FORECASTER] BRCC: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T08:39:59.065409] [DEBUG] [FORECASTER] BRCC: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1
[2025-11-25T08:39:59.257403] [DEBUG] [FORECASTER] BRCC: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T08:39:59.448130] [DEBUG] [FORECASTER] BRCC: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T08:39:59.652521] [DEBUG] [FORECASTER] BRCC: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T08:39:59.850404] [DEBUG] [FORECASTER] BRCC: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-11-25T08:39:59.850572] [INFO ] [CONFIGURE ] BRCC: DISCARDED add_daily_returns (score: 40.00%)
[2025-11-25T08:39:59.850621] [INFO ] [CONFIGURE ] JOB ETA: 2.0h | Avg: 2.8s/test | Remaining: 2664 tests
[2025-11-25T08:39:59.850679] [INFO ] [CONFIGURE ] BRCC: Testing feature 4/29: add_ema
[2025-11-25T08:39:59.850743] [INFO ] [CONFIGURE ] BRCC: Testing with features: ['add_ema']
[2025-11-25T08:40:00.070792] [DEBUG] [FORECASTER] BRCC: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T08:40:01.008839] [DEBUG] [FORECASTER] BRCC: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0
[2025-11-25T08:40:01.380040] [DEBUG] [FORECASTER] BRCC: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T08:40:01.604468] [DEBUG] [FORECASTER] BRCC: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T08:40:01.831950] [DEBUG] [FORECASTER] BRCC: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-25T08:40:02.051439] [DEBUG] [FORECASTER] BRCC: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1
[2025-11-25T08:40:02.291536] [DEBUG] [FORECASTER] BRCC: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T08:40:02.542214] [DEBUG] [FORECASTER] BRCC: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-25T08:40:02.780300] [DEBUG] [FORECASTER] BRCC: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T08:40:03.000827] [DEBUG] [FORECASTER] BRCC: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-11-25T08:40:03.001210] [INFO ] [CONFIGURE ] BRCC: DISCARDED add_ema (score: 20.00%)
[2025-11-25T08:40:03.001323] [INFO ] [CONFIGURE ] JOB ETA: 2.0h | Avg: 2.8s/test | Remaining: 2663 tests
[2025-11-25T08:40:03.001428] [INFO ] [CONFIGURE ] BRCC: Testing feature 5/29: add_exhaustion_signals
[2025-11-25T08:40:03.001524] [INFO ] [CONFIGURE ] BRCC: Testing with features: ['add_vwap', 'add_exhaustion_signals']
[2025-11-25T08:40:03.225131] [DEBUG] [FORECASTER] BRCC: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T08:40:03.447047] [DEBUG] [FORECASTER] BRCC: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T08:40:03.686695] [DEBUG] [FORECASTER] BRCC: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T08:40:04.020551] [DEBUG] [FORECASTER] BRCC: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T08:40:04.311911] [DEBUG] [FORECASTER] BRCC: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T08:40:04.570525] [DEBUG] [FORECASTER] BRCC: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1
[2025-11-25T08:40:04.862485] [DEBUG] [FORECASTER] BRCC: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T08:40:05.116048] [DEBUG] [FORECASTER] BRCC: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-25T08:40:05.351763] [DEBUG] [FORECASTER] BRCC: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T08:40:05.583568] [DEBUG] [FORECASTER] BRCC: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-11-25T08:40:05.583774] [INFO ] [CONFIGURE ] BRCC: DISCARDED add_exhaustion_signals (score: 60.00%)
[2025-11-25T08:40:05.583835] [INFO ] [CONFIGURE ] JOB ETA: 2.0h | Avg: 2.8s/test | Remaining: 2662 tests
[2025-11-25T08:40:05.583984] [INFO ] [CONFIGURE ] BRCC: Testing feature 6/29: add_failed_moves
[2025-11-25T08:40:05.584034] [INFO ] [CONFIGURE ] BRCC: Testing with features: ['add_failed_moves']
[2025-11-25T08:40:05.772892] [DEBUG] [FORECASTER] BRCC: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T08:40:05.960566] [DEBUG] [FORECASTER] BRCC: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T08:40:06.148310] [DEBUG] [FORECASTER] BRCC: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T08:40:06.341543] [DEBUG] [FORECASTER] BRCC: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T08:40:06.537010] [DEBUG] [FORECASTER] BRCC: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T08:40:06.729831] [DEBUG] [FORECASTER] BRCC: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1
[2025-11-25T08:40:06.922079] [DEBUG] [FORECASTER] BRCC: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T08:40:07.110141] [DEBUG] [FORECASTER] BRCC: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T08:40:07.308058] [DEBUG] [FORECASTER] BRCC: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T08:40:07.499638] [DEBUG] [FORECASTER] BRCC: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-11-25T08:40:07.499823] [INFO ] [CONFIGURE ] BRCC: DISCARDED add_failed_moves (score: 60.00%)
[2025-11-25T08:40:07.499873] [INFO ] [CONFIGURE ] JOB ETA: 2.0h | Avg: 2.8s/test | Remaining: 2661 tests
[2025-11-25T08:40:07.499913] [INFO ] [CONFIGURE ] BRCC: Testing feature 7/29: add_lag_shelf
[2025-11-25T08:40:07.499951] [INFO ] [CONFIGURE ] BRCC: Testing with features: ['add_lag_shelf']
[2025-11-25T08:40:07.672613] [DEBUG] [FORECASTER] BRCC: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T08:40:07.845504] [DEBUG] [FORECASTER] BRCC: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T08:40:08.017507] [DEBUG] [FORECASTER] BRCC: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T08:40:08.199191] [DEBUG] [FORECASTER] BRCC: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T08:40:08.374816] [DEBUG] [FORECASTER] BRCC: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T08:40:08.554865] [DEBUG] [FORECASTER] BRCC: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1
[2025-11-25T08:40:08.736088] [DEBUG] [FORECASTER] BRCC: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T08:40:08.918709] [DEBUG] [FORECASTER] BRCC: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T08:40:09.099802] [DEBUG] [FORECASTER] BRCC: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T08:40:09.277548] [DEBUG] [FORECASTER] BRCC: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-11-25T08:40:09.277734] [INFO ] [CONFIGURE ] BRCC: DISCARDED add_lag_shelf (score: 60.00%)
[2025-11-25T08:40:09.277819] [INFO ] [CONFIGURE ] JOB ETA: 2.0h | Avg: 2.8s/test | Remaining: 2660 tests
[2025-11-25T08:40:09.277874] [INFO ] [CONFIGURE ] BRCC: Testing feature 8/29: add_macd
[2025-11-25T08:40:09.277925] [INFO ] [CONFIGURE ] BRCC: Testing with features: ['add_vwap', 'add_macd']
[2025-11-25T08:40:09.546815] [DEBUG] [FORECASTER] BRCC: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T08:40:09.814020] [DEBUG] [FORECASTER] BRCC: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T08:40:10.091985] [DEBUG] [FORECASTER] BRCC: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T08:40:10.365032] [DEBUG] [FORECASTER] BRCC: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T08:40:10.643479] [DEBUG] [FORECASTER] BRCC: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-25T08:40:10.934017] [DEBUG] [FORECASTER] BRCC: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1
[2025-11-25T08:40:11.219399] [DEBUG] [FORECASTER] BRCC: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T08:40:11.514366] [DEBUG] [FORECASTER] BRCC: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-25T08:40:11.793486] [DEBUG] [FORECASTER] BRCC: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T08:40:12.060520] [DEBUG] [FORECASTER] BRCC: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-11-25T08:40:12.060752] [INFO ] [CONFIGURE ] BRCC: DISCARDED add_macd (score: 30.00%)
[2025-11-25T08:40:12.060816] [INFO ] [CONFIGURE ] JOB ETA: 2.0h | Avg: 2.8s/test | Remaining: 2659 tests
[2025-11-25T08:40:12.060868] [INFO ] [CONFIGURE ] BRCC: Testing feature 9/29: add_mfi
[2025-11-25T08:40:12.060912] [INFO ] [CONFIGURE ] BRCC: Testing with features: ['add_mfi']
[2025-11-25T08:40:12.256519] [DEBUG] [FORECASTER] BRCC: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T08:40:12.482209] [DEBUG] [FORECASTER] BRCC: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T08:40:12.700269] [DEBUG] [FORECASTER] BRCC: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T08:40:12.901429] [DEBUG] [FORECASTER] BRCC: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T08:40:13.088751] [DEBUG] [FORECASTER] BRCC: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T08:40:13.276727] [DEBUG] [FORECASTER] BRCC: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1
[2025-11-25T08:40:13.458495] [DEBUG] [FORECASTER] BRCC: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T08:40:13.644230] [DEBUG] [FORECASTER] BRCC: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T08:40:13.827709] [DEBUG] [FORECASTER] BRCC: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T08:40:14.012883] [DEBUG] [FORECASTER] BRCC: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-11-25T08:40:14.013094] [INFO ] [CONFIGURE ] BRCC: DISCARDED add_mfi (score: 50.00%)
[2025-11-25T08:40:14.013145] [INFO ] [CONFIGURE ] JOB ETA: 2.0h | Avg: 2.8s/test | Remaining: 2658 tests
[2025-11-25T08:40:14.013185] [INFO ] [CONFIGURE ] BRCC: Testing feature 10/29: add_momentum_acceleration
[2025-11-25T08:40:14.013222] [INFO ] [CONFIGURE ] BRCC: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-11-25T08:40:14.281970] [DEBUG] [FORECASTER] BRCC: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T08:40:14.598321] [DEBUG] [FORECASTER] BRCC: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0
[2025-11-25T08:40:14.905530] [DEBUG] [FORECASTER] BRCC: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T08:40:15.206503] [DEBUG] [FORECASTER] BRCC: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T08:40:15.519594] [DEBUG] [FORECASTER] BRCC: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T08:40:15.825006] [DEBUG] [FORECASTER] BRCC: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1
[2025-11-25T08:40:16.133590] [DEBUG] [FORECASTER] BRCC: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T08:40:16.446080] [DEBUG] [FORECASTER] BRCC: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T08:40:16.736493] [DEBUG] [FORECASTER] BRCC: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T08:40:17.027363] [DEBUG] [FORECASTER] BRCC: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-11-25T08:40:17.027569] [INFO ] [CONFIGURE ] BRCC: DISCARDED add_momentum_acceleration (score: 40.00%)
[2025-11-25T08:40:17.027631] [INFO ] [CONFIGURE ] JOB ETA: 2.0h | Avg: 2.8s/test | Remaining: 2657 tests
[2025-11-25T08:40:17.027781] [INFO ] [CONFIGURE ] BRCC: Testing feature 11/29: add_obv_daily
[2025-11-25T08:40:17.027827] [INFO ] [CONFIGURE ] BRCC: Testing with features: ['add_obv_daily']
[2025-11-25T08:40:17.243991] [DEBUG] [FORECASTER] BRCC: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T08:40:17.454731] [DEBUG] [FORECASTER] BRCC: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T08:40:17.666519] [DEBUG] [FORECASTER] BRCC: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T08:40:17.875908] [DEBUG] [FORECASTER] BRCC: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T08:40:18.090482] [DEBUG] [FORECASTER] BRCC: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T08:40:18.317565] [DEBUG] [FORECASTER] BRCC: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1
[2025-11-25T08:40:18.548048] [DEBUG] [FORECASTER] BRCC: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T08:40:18.774508] [DEBUG] [FORECASTER] BRCC: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T08:40:19.000118] [DEBUG] [FORECASTER] BRCC: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T08:40:19.225827] [DEBUG] [FORECASTER] BRCC: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-25T08:40:19.226192] [INFO ] [CONFIGURE ] BRCC: DISCARDED add_obv_daily (score: 60.00%)
[2025-11-25T08:40:19.226308] [INFO ] [CONFIGURE ] JOB ETA: 2.0h | Avg: 2.8s/test | Remaining: 2656 tests
[2025-11-25T08:40:19.226412] [INFO ] [CONFIGURE ] BRCC: Testing feature 12/29: add_obv_interval
[2025-11-25T08:40:19.226511] [INFO ] [CONFIGURE ] BRCC: Testing with features: ['add_obv_interval']
[2025-11-25T08:40:19.446519] [DEBUG] [FORECASTER] BRCC: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T08:40:19.662088] [DEBUG] [FORECASTER] BRCC: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T08:40:19.876068] [DEBUG] [FORECASTER] BRCC: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T08:40:20.102189] [DEBUG] [FORECASTER] BRCC: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T08:40:20.319330] [DEBUG] [FORECASTER] BRCC: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T08:40:20.534622] [DEBUG] [FORECASTER] BRCC: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1
[2025-11-25T08:40:20.750460] [DEBUG] [FORECASTER] BRCC: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T08:40:20.957208] [DEBUG] [FORECASTER] BRCC: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T08:40:21.167340] [DEBUG] [FORECASTER] BRCC: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T08:40:21.378314] [DEBUG] [FORECASTER] BRCC: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-11-25T08:40:21.378481] [INFO ] [CONFIGURE ] BRCC: DISCARDED add_obv_interval (score: 60.00%)
[2025-11-25T08:40:21.378532] [INFO ] [CONFIGURE ] JOB ETA: 2.0h | Avg: 2.8s/test | Remaining: 2655 tests
[2025-11-25T08:40:21.378573] [INFO ] [CONFIGURE ] BRCC: Testing feature 13/29: add_opening_strength
[2025-11-25T08:40:21.378610] [INFO ] [CONFIGURE ] BRCC: Testing with features: ['add_daily_returns', 'add_opening_strength']
[2025-11-25T08:40:21.604077] [DEBUG] [FORECASTER] BRCC: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T08:40:21.836927] [DEBUG] [FORECASTER] BRCC: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T08:40:22.062778] [DEBUG] [FORECASTER] BRCC: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T08:40:22.302377] [DEBUG] [FORECASTER] BRCC: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T08:40:22.541558] [DEBUG] [FORECASTER] BRCC: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T08:40:22.771206] [DEBUG] [FORECASTER] BRCC: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1
[2025-11-25T08:40:23.003590] [DEBUG] [FORECASTER] BRCC: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T08:40:23.244493] [DEBUG] [FORECASTER] BRCC: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T08:40:23.476201] [DEBUG] [FORECASTER] BRCC: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T08:40:23.711432] [DEBUG] [FORECASTER] BRCC: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-11-25T08:40:23.711639] [INFO ] [CONFIGURE ] BRCC: DISCARDED add_opening_strength (score: 60.00%)
[2025-11-25T08:40:23.711742] [INFO ] [CONFIGURE ] JOB ETA: 2.0h | Avg: 2.8s/test | Remaining: 2654 tests
[2025-11-25T08:40:23.711788] [INFO ] [CONFIGURE ] BRCC: Testing feature 14/29: add_order_flow_imbalance
[2025-11-25T08:40:23.711830] [INFO ] [CONFIGURE ] BRCC: Testing with features: ['add_order_flow_imbalance']
[2025-11-25T08:40:23.945322] [DEBUG] [FORECASTER] BRCC: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T08:40:24.174711] [DEBUG] [FORECASTER] BRCC: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T08:40:24.403523] [DEBUG] [FORECASTER] BRCC: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T08:40:24.633832] [DEBUG] [FORECASTER] BRCC: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T08:40:24.856175] [DEBUG] [FORECASTER] BRCC: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T08:40:25.079359] [DEBUG] [FORECASTER] BRCC: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1
[2025-11-25T08:40:25.288927] [DEBUG] [FORECASTER] BRCC: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T08:40:25.520762] [DEBUG] [FORECASTER] BRCC: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T08:40:25.744080] [DEBUG] [FORECASTER] BRCC: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T08:40:25.970489] [DEBUG] [FORECASTER] BRCC: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-11-25T08:40:25.970715] [INFO ] [CONFIGURE ] BRCC: DISCARDED add_order_flow_imbalance (score: 60.00%)
[2025-11-25T08:40:25.970775] [INFO ] [CONFIGURE ] JOB ETA: 2.0h | Avg: 2.8s/test | Remaining: 2653 tests
[2025-11-25T08:40:25.970822] [INFO ] [CONFIGURE ] BRCC: Testing feature 15/29: add_pbf_morning_momentum
[2025-11-25T08:40:25.970865] [INFO ] [CONFIGURE ] BRCC: Testing with features: ['add_pbf_morning_momentum']
[2025-11-25T08:40:26.162104] [DEBUG] [FORECASTER] BRCC: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T08:40:26.354667] [DEBUG] [FORECASTER] BRCC: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0
[2025-11-25T08:40:26.549090] [DEBUG] [FORECASTER] BRCC: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T08:40:26.746472] [DEBUG] [FORECASTER] BRCC: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T08:40:26.939924] [DEBUG] [FORECASTER] BRCC: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-25T08:40:27.143963] [DEBUG] [FORECASTER] BRCC: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1
[2025-11-25T08:40:27.359058] [DEBUG] [FORECASTER] BRCC: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T08:40:27.553709] [DEBUG] [FORECASTER] BRCC: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-25T08:40:27.749112] [DEBUG] [FORECASTER] BRCC: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T08:40:27.944219] [DEBUG] [FORECASTER] BRCC: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-11-25T08:40:27.944531] [INFO ] [CONFIGURE ] BRCC: DISCARDED add_pbf_morning_momentum (score: 20.00%)
[2025-11-25T08:40:27.944656] [INFO ] [CONFIGURE ] JOB ETA: 2.0h | Avg: 2.8s/test | Remaining: 2652 tests
[2025-11-25T08:40:27.944757] [INFO ] [CONFIGURE ] BRCC: Testing feature 16/29: add_pbf_overnight_gap
[2025-11-25T08:40:27.944851] [INFO ] [CONFIGURE ] BRCC: Testing with features: ['add_pbf_overnight_gap']
[2025-11-25T08:40:28.162450] [DEBUG] [FORECASTER] BRCC: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T08:40:28.384687] [DEBUG] [FORECASTER] BRCC: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T08:40:28.600319] [DEBUG] [FORECASTER] BRCC: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T08:40:28.824365] [DEBUG] [FORECASTER] BRCC: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T08:40:29.045812] [DEBUG] [FORECASTER] BRCC: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T08:40:29.252433] [DEBUG] [FORECASTER] BRCC: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1
[2025-11-25T08:40:29.457149] [DEBUG] [FORECASTER] BRCC: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T08:40:29.660739] [DEBUG] [FORECASTER] BRCC: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T08:40:29.865028] [DEBUG] [FORECASTER] BRCC: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T08:40:30.062134] [DEBUG] [FORECASTER] BRCC: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-11-25T08:40:30.062280] [INFO ] [CONFIGURE ] BRCC: DISCARDED add_pbf_overnight_gap (score: 40.00%)
[2025-11-25T08:40:30.062329] [INFO ] [CONFIGURE ] JOB ETA: 2.0h | Avg: 2.8s/test | Remaining: 2651 tests
[2025-11-25T08:40:30.062367] [INFO ] [CONFIGURE ] BRCC: Testing feature 17/29: add_pbf_return_2d
[2025-11-25T08:40:30.062401] [INFO ] [CONFIGURE ] BRCC: Testing with features: ['add_pbf_return_2d']
[2025-11-25T08:40:30.266463] [DEBUG] [FORECASTER] BRCC: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T08:40:30.482865] [DEBUG] [FORECASTER] BRCC: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0
[2025-11-25T08:40:30.700511] [DEBUG] [FORECASTER] BRCC: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T08:40:30.919526] [DEBUG] [FORECASTER] BRCC: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T08:40:31.138980] [DEBUG] [FORECASTER] BRCC: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-25T08:40:31.364620] [DEBUG] [FORECASTER] BRCC: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1
[2025-11-25T08:40:31.585712] [DEBUG] [FORECASTER] BRCC: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T08:40:31.819827] [DEBUG] [FORECASTER] BRCC: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T08:40:32.047282] [DEBUG] [FORECASTER] BRCC: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T08:40:32.279051] [DEBUG] [FORECASTER] BRCC: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-11-25T08:40:32.279228] [INFO ] [CONFIGURE ] BRCC: DISCARDED add_pbf_return_2d (score: 30.00%)
[2025-11-25T08:40:32.279278] [INFO ] [CONFIGURE ] JOB ETA: 2.0h | Avg: 2.8s/test | Remaining: 2650 tests
[2025-11-25T08:40:32.279318] [INFO ] [CONFIGURE ] BRCC: Testing feature 18/29: add_pbf_volatility_5d
[2025-11-25T08:40:32.279355] [INFO ] [CONFIGURE ] BRCC: Testing with features: ['add_pbf_volatility_5d']
[2025-11-25T08:40:32.485496] [DEBUG] [FORECASTER] BRCC: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T08:40:32.690840] [DEBUG] [FORECASTER] BRCC: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T08:40:32.899408] [DEBUG] [FORECASTER] BRCC: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T08:40:33.116342] [DEBUG] [FORECASTER] BRCC: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T08:40:33.308134] [DEBUG] [FORECASTER] BRCC: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T08:40:33.497612] [DEBUG] [FORECASTER] BRCC: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1
[2025-11-25T08:40:33.691468] [DEBUG] [FORECASTER] BRCC: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T08:40:33.880180] [DEBUG] [FORECASTER] BRCC: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T08:40:34.080715] [DEBUG] [FORECASTER] BRCC: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T08:40:34.268721] [DEBUG] [FORECASTER] BRCC: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-11-25T08:40:34.268859] [INFO ] [CONFIGURE ] BRCC: DISCARDED add_pbf_volatility_5d (score: 60.00%)
[2025-11-25T08:40:34.268920] [INFO ] [CONFIGURE ] JOB ETA: 2.0h | Avg: 2.8s/test | Remaining: 2649 tests
[2025-11-25T08:40:34.269001] [INFO ] [CONFIGURE ] BRCC: Testing feature 19/29: add_pbf_vs_sma_5
[2025-11-25T08:40:34.269038] [INFO ] [CONFIGURE ] BRCC: Testing with features: ['add_pbf_vs_sma_5']
[2025-11-25T08:40:34.465486] [DEBUG] [FORECASTER] BRCC: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T08:40:34.661362] [DEBUG] [FORECASTER] BRCC: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0
[2025-11-25T08:40:34.855986] [DEBUG] [FORECASTER] BRCC: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T08:40:35.057142] [DEBUG] [FORECASTER] BRCC: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T08:40:35.251337] [DEBUG] [FORECASTER] BRCC: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-25T08:40:35.448876] [DEBUG] [FORECASTER] BRCC: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1
[2025-11-25T08:40:35.675182] [DEBUG] [FORECASTER] BRCC: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T08:40:35.871035] [DEBUG] [FORECASTER] BRCC: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-25T08:40:36.071961] [DEBUG] [FORECASTER] BRCC: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T08:40:36.275624] [DEBUG] [FORECASTER] BRCC: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-11-25T08:40:36.275905] [INFO ] [CONFIGURE ] BRCC: DISCARDED add_pbf_vs_sma_5 (score: 30.00%)
[2025-11-25T08:40:36.275969] [INFO ] [CONFIGURE ] JOB ETA: 2.0h | Avg: 2.8s/test | Remaining: 2648 tests
[2025-11-25T08:40:36.276021] [INFO ] [CONFIGURE ] BRCC: Testing feature 20/29: add_price_rejection
[2025-11-25T08:40:36.276068] [INFO ] [CONFIGURE ] BRCC: Testing with features: ['add_price_rejection']
[2025-11-25T08:40:36.501034] [DEBUG] [FORECASTER] BRCC: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T08:40:36.727226] [DEBUG] [FORECASTER] BRCC: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0
[2025-11-25T08:40:36.945511] [DEBUG] [FORECASTER] BRCC: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T08:40:37.160698] [DEBUG] [FORECASTER] BRCC: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T08:40:37.381698] [DEBUG] [FORECASTER] BRCC: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T08:40:37.599325] [DEBUG] [FORECASTER] BRCC: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1
[2025-11-25T08:40:37.809254] [DEBUG] [FORECASTER] BRCC: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T08:40:38.025014] [DEBUG] [FORECASTER] BRCC: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-25T08:40:38.236901] [DEBUG] [FORECASTER] BRCC: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T08:40:38.457770] [DEBUG] [FORECASTER] BRCC: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-11-25T08:40:38.457949] [INFO ] [CONFIGURE ] BRCC: DISCARDED add_price_rejection (score: 40.00%)
[2025-11-25T08:40:38.457997] [INFO ] [CONFIGURE ] JOB ETA: 2.0h | Avg: 2.8s/test | Remaining: 2647 tests
[2025-11-25T08:40:38.458037] [INFO ] [CONFIGURE ] BRCC: Testing feature 21/29: add_range_position
[2025-11-25T08:40:38.458073] [INFO ] [CONFIGURE ] BRCC: Testing with features: ['add_range_position']
[2025-11-25T08:40:38.690574] [DEBUG] [FORECASTER] BRCC: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T08:40:38.925235] [DEBUG] [FORECASTER] BRCC: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0
[2025-11-25T08:40:39.161527] [DEBUG] [FORECASTER] BRCC: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T08:40:39.399153] [DEBUG] [FORECASTER] BRCC: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T08:40:39.630289] [DEBUG] [FORECASTER] BRCC: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-25T08:40:39.864988] [DEBUG] [FORECASTER] BRCC: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1
[2025-11-25T08:40:40.093063] [DEBUG] [FORECASTER] BRCC: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T08:40:40.325122] [DEBUG] [FORECASTER] BRCC: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-25T08:40:40.563040] [DEBUG] [FORECASTER] BRCC: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T08:40:40.799793] [DEBUG] [FORECASTER] BRCC: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-25T08:40:40.800013] [INFO ] [CONFIGURE ] BRCC: DISCARDED add_range_position (score: 50.00%)
[2025-11-25T08:40:40.800075] [INFO ] [CONFIGURE ] JOB ETA: 2.0h | Avg: 2.8s/test | Remaining: 2646 tests
[2025-11-25T08:40:40.800118] [INFO ] [CONFIGURE ] BRCC: Testing feature 22/29: add_realized_volatility
[2025-11-25T08:40:40.800154] [INFO ] [CONFIGURE ] BRCC: Testing with features: ['add_realized_volatility']
[2025-11-25T08:40:41.121433] [DEBUG] [FORECASTER] BRCC: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T08:40:41.432203] [DEBUG] [FORECASTER] BRCC: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T08:40:41.737618] [DEBUG] [FORECASTER] BRCC: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T08:40:42.043602] [DEBUG] [FORECASTER] BRCC: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T08:40:42.348446] [DEBUG] [FORECASTER] BRCC: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-25T08:40:42.656834] [DEBUG] [FORECASTER] BRCC: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1
[2025-11-25T08:40:42.958393] [DEBUG] [FORECASTER] BRCC: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T08:40:43.272530] [DEBUG] [FORECASTER] BRCC: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T08:40:43.577287] [DEBUG] [FORECASTER] BRCC: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T08:40:43.886840] [DEBUG] [FORECASTER] BRCC: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-11-25T08:40:43.887047] [INFO ] [CONFIGURE ] BRCC: DISCARDED add_realized_volatility (score: 40.00%)
[2025-11-25T08:40:43.887115] [INFO ] [CONFIGURE ] JOB ETA: 2.0h | Avg: 2.8s/test | Remaining: 2645 tests
[2025-11-25T08:40:43.887163] [INFO ] [CONFIGURE ] BRCC: Testing feature 23/29: add_recent_range_context
[2025-11-25T08:40:43.887206] [INFO ] [CONFIGURE ] BRCC: Testing with features: ['add_recent_range_context']
[2025-11-25T08:40:44.068638] [DEBUG] [FORECASTER] BRCC: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T08:40:44.249669] [DEBUG] [FORECASTER] BRCC: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T08:40:44.434056] [DEBUG] [FORECASTER] BRCC: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T08:40:44.624457] [DEBUG] [FORECASTER] BRCC: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T08:40:44.813055] [DEBUG] [FORECASTER] BRCC: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-25T08:40:45.025597] [DEBUG] [FORECASTER] BRCC: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1
[2025-11-25T08:40:45.215777] [DEBUG] [FORECASTER] BRCC: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T08:40:45.401456] [DEBUG] [FORECASTER] BRCC: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T08:40:45.592486] [DEBUG] [FORECASTER] BRCC: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T08:40:45.781486] [DEBUG] [FORECASTER] BRCC: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-11-25T08:40:45.781666] [INFO ] [CONFIGURE ] BRCC: DISCARDED add_recent_range_context (score: 40.00%)
[2025-11-25T08:40:45.781737] [INFO ] [CONFIGURE ] JOB ETA: 2.0h | Avg: 2.8s/test | Remaining: 2644 tests
[2025-11-25T08:40:45.781788] [INFO ] [CONFIGURE ] BRCC: Testing feature 24/29: add_rsi
[2025-11-25T08:40:45.781844] [INFO ] [CONFIGURE ] BRCC: Testing with features: ['add_ema', 'add_rsi']
[2025-11-25T08:40:46.021546] [DEBUG] [FORECASTER] BRCC: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T08:40:46.258759] [DEBUG] [FORECASTER] BRCC: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0
[2025-11-25T08:40:46.499209] [DEBUG] [FORECASTER] BRCC: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T08:40:46.753305] [DEBUG] [FORECASTER] BRCC: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T08:40:46.993250] [DEBUG] [FORECASTER] BRCC: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-25T08:40:47.241759] [DEBUG] [FORECASTER] BRCC: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1
[2025-11-25T08:40:47.481764] [DEBUG] [FORECASTER] BRCC: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T08:40:47.738038] [DEBUG] [FORECASTER] BRCC: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-25T08:40:47.992860] [DEBUG] [FORECASTER] BRCC: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T08:40:48.232531] [DEBUG] [FORECASTER] BRCC: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-11-25T08:40:48.232783] [INFO ] [CONFIGURE ] BRCC: DISCARDED add_rsi (score: 30.00%)
[2025-11-25T08:40:48.232873] [INFO ] [CONFIGURE ] JOB ETA: 2.0h | Avg: 2.8s/test | Remaining: 2643 tests
[2025-11-25T08:40:48.232932] [INFO ] [CONFIGURE ] BRCC: Testing feature 25/29: add_tick_distribution
[2025-11-25T08:40:48.232986] [INFO ] [CONFIGURE ] BRCC: Testing with features: ['add_tick_distribution']
[2025-11-25T08:40:48.419866] [DEBUG] [FORECASTER] BRCC: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T08:40:48.612621] [DEBUG] [FORECASTER] BRCC: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0
[2025-11-25T08:40:48.803939] [DEBUG] [FORECASTER] BRCC: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T08:40:48.994400] [DEBUG] [FORECASTER] BRCC: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T08:40:49.185219] [DEBUG] [FORECASTER] BRCC: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-25T08:40:49.376617] [DEBUG] [FORECASTER] BRCC: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1
[2025-11-25T08:40:49.569820] [DEBUG] [FORECASTER] BRCC: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T08:40:49.773738] [DEBUG] [FORECASTER] BRCC: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-25T08:40:49.977265] [DEBUG] [FORECASTER] BRCC: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T08:40:50.183272] [DEBUG] [FORECASTER] BRCC: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-11-25T08:40:50.183444] [INFO ] [CONFIGURE ] BRCC: DISCARDED add_tick_distribution (score: 20.00%)
[2025-11-25T08:40:50.183523] [INFO ] [CONFIGURE ] JOB ETA: 2.0h | Avg: 2.8s/test | Remaining: 2642 tests
[2025-11-25T08:40:50.183582] [INFO ] [CONFIGURE ] BRCC: Testing feature 26/29: add_volume_momentum_confirmation
[2025-11-25T08:40:50.183628] [INFO ] [CONFIGURE ] BRCC: Testing with features: ['add_volume_momentum_confirmation']
[2025-11-25T08:40:50.384995] [DEBUG] [FORECASTER] BRCC: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T08:40:50.589869] [DEBUG] [FORECASTER] BRCC: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T08:40:50.801084] [DEBUG] [FORECASTER] BRCC: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T08:40:51.020331] [DEBUG] [FORECASTER] BRCC: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T08:40:51.243292] [DEBUG] [FORECASTER] BRCC: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T08:40:51.500028] [DEBUG] [FORECASTER] BRCC: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1
[2025-11-25T08:40:51.765142] [DEBUG] [FORECASTER] BRCC: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T08:40:52.047413] [DEBUG] [FORECASTER] BRCC: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T08:40:52.275968] [DEBUG] [FORECASTER] BRCC: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T08:40:52.488492] [DEBUG] [FORECASTER] BRCC: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-11-25T08:40:52.488743] [INFO ] [CONFIGURE ] BRCC: DISCARDED add_volume_momentum_confirmation (score: 50.00%)
[2025-11-25T08:40:52.488835] [INFO ] [CONFIGURE ] JOB ETA: 2.0h | Avg: 2.8s/test | Remaining: 2641 tests
[2025-11-25T08:40:52.488891] [INFO ] [CONFIGURE ] BRCC: Testing feature 27/29: add_volume_price_divergence
[2025-11-25T08:40:52.488943] [INFO ] [CONFIGURE ] BRCC: Testing with features: ['add_volume_price_divergence']
[2025-11-25T08:40:52.705336] [DEBUG] [FORECASTER] BRCC: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T08:40:52.915344] [DEBUG] [FORECASTER] BRCC: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T08:40:53.124969] [DEBUG] [FORECASTER] BRCC: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T08:40:53.327441] [DEBUG] [FORECASTER] BRCC: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T08:40:53.536156] [DEBUG] [FORECASTER] BRCC: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T08:40:53.766873] [DEBUG] [FORECASTER] BRCC: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1
[2025-11-25T08:40:53.999812] [DEBUG] [FORECASTER] BRCC: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T08:40:54.196820] [DEBUG] [FORECASTER] BRCC: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-25T08:40:54.395054] [DEBUG] [FORECASTER] BRCC: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T08:40:54.592115] [DEBUG] [FORECASTER] BRCC: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-11-25T08:40:54.592300] [INFO ] [CONFIGURE ] BRCC: DISCARDED add_volume_price_divergence (score: 40.00%)
[2025-11-25T08:40:54.592349] [INFO ] [CONFIGURE ] JOB ETA: 2.0h | Avg: 2.8s/test | Remaining: 2640 tests
[2025-11-25T08:40:54.592388] [INFO ] [CONFIGURE ] BRCC: Testing feature 28/29: add_volume_profile
[2025-11-25T08:40:54.592425] [INFO ] [CONFIGURE ] BRCC: Testing with features: ['add_volume_profile']
[2025-11-25T08:40:54.790316] [DEBUG] [FORECASTER] BRCC: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T08:40:54.985221] [DEBUG] [FORECASTER] BRCC: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0
[2025-11-25T08:40:55.180806] [DEBUG] [FORECASTER] BRCC: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T08:40:55.390622] [DEBUG] [FORECASTER] BRCC: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T08:40:55.589621] [DEBUG] [FORECASTER] BRCC: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-25T08:40:55.792622] [DEBUG] [FORECASTER] BRCC: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1
[2025-11-25T08:40:55.987915] [DEBUG] [FORECASTER] BRCC: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T08:40:56.182949] [DEBUG] [FORECASTER] BRCC: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-25T08:40:56.392923] [DEBUG] [FORECASTER] BRCC: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T08:40:56.586606] [DEBUG] [FORECASTER] BRCC: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-11-25T08:40:56.586804] [INFO ] [CONFIGURE ] BRCC: DISCARDED add_volume_profile (score: 20.00%)
[2025-11-25T08:40:56.586855] [INFO ] [CONFIGURE ] JOB ETA: 2.0h | Avg: 2.8s/test | Remaining: 2639 tests
[2025-11-25T08:40:56.586895] [INFO ] [CONFIGURE ] BRCC: Testing feature 29/29: add_vwap
[2025-11-25T08:40:56.586932] [INFO ] [CONFIGURE ] BRCC: Testing with features: ['add_vwap']
[2025-11-25T08:40:56.787882] [DEBUG] [FORECASTER] BRCC: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T08:40:56.986299] [DEBUG] [FORECASTER] BRCC: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T08:40:57.190281] [DEBUG] [FORECASTER] BRCC: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T08:40:57.394615] [DEBUG] [FORECASTER] BRCC: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T08:40:57.608434] [DEBUG] [FORECASTER] BRCC: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T08:40:57.824074] [DEBUG] [FORECASTER] BRCC: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1
[2025-11-25T08:40:58.028082] [DEBUG] [FORECASTER] BRCC: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T08:40:58.229296] [DEBUG] [FORECASTER] BRCC: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-25T08:40:58.428901] [DEBUG] [FORECASTER] BRCC: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T08:40:58.633536] [DEBUG] [FORECASTER] BRCC: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-11-25T08:40:58.633872] [INFO ] [CONFIGURE ] BRCC: DISCARDED add_vwap (score: 40.00%)
[2025-11-25T08:40:58.633984] [INFO ] [CONFIGURE ] JOB ETA: 2.0h | Avg: 2.8s/test | Remaining: 2638 tests
[2025-11-25T08:40:58.634086] [INFO ] [CONFIGURE ] BRCC: ===== FEATURE SELECTION COMPLETE =====
[2025-11-25T08:40:58.634182] [INFO ] [CONFIGURE ] BRCC: Best accuracy: 60.00%
[2025-11-25T08:40:58.634294] [INFO ] [CONFIGURE ] BRCC: Best feature set (0 features): []
[2025-11-25T08:40:58.634388] [INFO ] [CONFIGURE ] BRCC: Improvement over baseline: 0.00%
[2025-11-25T08:40:58.634494] [INFO ] [CONFIGURE ] BRCC: Total time: 1.1 minutes
[2025-11-25T08:40:58.634603] [INFO ] [CONFIGURE ] BRCC: Average time per feature: 2.2 seconds
[2025-11-25T08:40:58.634729] [INFO ] [CONFIGURE ] BRCC: Average speed: 0.45 features/sec
[2025-11-25T08:40:58.635221] [INFO ] [LOCAL     ] Saved configuration for BRCC: 0 features, 60.00% accuracy -> ./output/feature-sets/BRCC.json
[2025-11-25T08:40:58.635335] [INFO ] [CONFIGURE ] BRCC: Configuration saved successfully: 0 features, 60.00% accuracy.
[2025-11-25T08:40:58.635439] [INFO ] [sig       ] [74/164] Successfully configured BRCC | 0.01 sym/s | Total: 1.7h | ETA: 2.0h
[2025-11-25T08:40:58.635563] [INFO ] [sig       ] [75/164] Configuring BRO...
[2025-11-25T08:40:58.635703] [INFO ] [CONFIGURE ] BRO: Configurate test run.
[2025-11-25T08:40:58.635805] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BRO' from 'https://tdm.silogroup.org/data/derivative_storage/BRO.csv'.
[2025-11-25T08:40:58.648003] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'BRO'.
[2025-11-25T08:40:58.648441] [INFO ] [CONFIGURE ] BRO: Testing with 29 available features
[2025-11-25T08:40:58.648558] [INFO ] [CONFIGURE ] BRO: Establishing baseline with no features...
[2025-11-25T08:40:58.823403] [DEBUG] [FORECASTER] BRO: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T08:40:59.000051] [DEBUG] [FORECASTER] BRO: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T08:40:59.176156] [DEBUG] [FORECASTER] BRO: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T08:40:59.352263] [DEBUG] [FORECASTER] BRO: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T08:40:59.530919] [DEBUG] [FORECASTER] BRO: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T08:40:59.708043] [DEBUG] [FORECASTER] BRO: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1
[2025-11-25T08:40:59.886961] [DEBUG] [FORECASTER] BRO: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T08:41:00.064238] [DEBUG] [FORECASTER] BRO: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T08:41:00.248409] [DEBUG] [FORECASTER] BRO: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T08:41:01.125814] [DEBUG] [FORECASTER] BRO: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-11-25T08:41:01.126085] [INFO ] [CONFIGURE ] BRO: Baseline score (no features): 40.00%
[2025-11-25T08:41:01.126193] [INFO ] [CONFIGURE ] BRO: Testing feature 1/29: add_bollinger_bands
[2025-11-25T08:41:01.126288] [INFO ] [CONFIGURE ] BRO: Testing with features: ['add_bollinger_bands']
[2025-11-25T08:41:01.485413] [DEBUG] [FORECASTER] BRO: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T08:41:01.709453] [DEBUG] [FORECASTER] BRO: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T08:41:01.933632] [DEBUG] [FORECASTER] BRO: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T08:41:02.148232] [DEBUG] [FORECASTER] BRO: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T08:41:02.365926] [DEBUG] [FORECASTER] BRO: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T08:41:02.588675] [DEBUG] [FORECASTER] BRO: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1
[2025-11-25T08:41:02.808200] [DEBUG] [FORECASTER] BRO: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T08:41:03.026310] [DEBUG] [FORECASTER] BRO: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T08:41:03.239748] [DEBUG] [FORECASTER] BRO: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T08:41:03.456256] [DEBUG] [FORECASTER] BRO: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-11-25T08:41:03.456445] [INFO ] [CONFIGURE ] BRO: KEPT add_bollinger_bands (score: 50.00%)
[2025-11-25T08:41:03.456503] [INFO ] [CONFIGURE ] JOB ETA: 2.0h | Avg: 2.8s/test | Remaining: 2637 tests
[2025-11-25T08:41:03.456541] [INFO ] [CONFIGURE ] BRO: Testing feature 2/29: add_cumulative_delta
[2025-11-25T08:41:03.456578] [INFO ] [CONFIGURE ] BRO: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta']
[2025-11-25T08:41:03.700939] [DEBUG] [FORECASTER] BRO: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T08:41:03.937634] [DEBUG] [FORECASTER] BRO: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T08:41:04.176308] [DEBUG] [FORECASTER] BRO: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T08:41:04.416311] [DEBUG] [FORECASTER] BRO: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T08:41:04.665013] [DEBUG] [FORECASTER] BRO: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T08:41:04.909464] [DEBUG] [FORECASTER] BRO: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1
[2025-11-25T08:41:05.154348] [DEBUG] [FORECASTER] BRO: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T08:41:05.397204] [DEBUG] [FORECASTER] BRO: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T08:41:05.644857] [DEBUG] [FORECASTER] BRO: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T08:41:05.908269] [DEBUG] [FORECASTER] BRO: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-11-25T08:41:05.908506] [INFO ] [CONFIGURE ] BRO: KEPT add_cumulative_delta (score: 70.00%)
[2025-11-25T08:41:05.908564] [INFO ] [CONFIGURE ] JOB ETA: 2.0h | Avg: 2.8s/test | Remaining: 2636 tests
[2025-11-25T08:41:05.908611] [INFO ] [CONFIGURE ] BRO: Testing feature 3/29: add_daily_returns
[2025-11-25T08:41:05.908676] [INFO ] [CONFIGURE ] BRO: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns']
[2025-11-25T08:41:06.169524] [DEBUG] [FORECASTER] BRO: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T08:41:06.431549] [DEBUG] [FORECASTER] BRO: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T08:41:06.691180] [DEBUG] [FORECASTER] BRO: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T08:41:06.951016] [DEBUG] [FORECASTER] BRO: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T08:41:07.211451] [DEBUG] [FORECASTER] BRO: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T08:41:07.475090] [DEBUG] [FORECASTER] BRO: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1
[2025-11-25T08:41:07.749381] [DEBUG] [FORECASTER] BRO: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T08:41:08.049740] [DEBUG] [FORECASTER] BRO: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T08:41:08.346369] [DEBUG] [FORECASTER] BRO: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T08:41:08.607782] [DEBUG] [FORECASTER] BRO: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-25T08:41:08.607994] [INFO ] [CONFIGURE ] BRO: KEPT add_daily_returns (score: 80.00%)
[2025-11-25T08:41:08.608052] [INFO ] [CONFIGURE ] JOB ETA: 2.0h | Avg: 2.8s/test | Remaining: 2635 tests
[2025-11-25T08:41:08.608099] [INFO ] [CONFIGURE ] BRO: Testing feature 4/29: add_ema
[2025-11-25T08:41:08.608135] [INFO ] [CONFIGURE ] BRO: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns', 'add_ema']
[2025-11-25T08:41:08.928835] [DEBUG] [FORECASTER] BRO: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T08:41:09.246213] [DEBUG] [FORECASTER] BRO: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T08:41:09.543205] [DEBUG] [FORECASTER] BRO: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T08:41:09.838884] [DEBUG] [FORECASTER] BRO: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T08:41:10.139032] [DEBUG] [FORECASTER] BRO: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T08:41:10.432106] [DEBUG] [FORECASTER] BRO: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1
[2025-11-25T08:41:10.728206] [DEBUG] [FORECASTER] BRO: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T08:41:11.019579] [DEBUG] [FORECASTER] BRO: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T08:41:11.317518] [DEBUG] [FORECASTER] BRO: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T08:41:11.614183] [DEBUG] [FORECASTER] BRO: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-25T08:41:11.614381] [INFO ] [CONFIGURE ] BRO: DISCARDED add_ema (score: 50.00%)
[2025-11-25T08:41:11.614442] [INFO ] [CONFIGURE ] JOB ETA: 2.0h | Avg: 2.8s/test | Remaining: 2634 tests
[2025-11-25T08:41:11.614491] [INFO ] [CONFIGURE ] BRO: Testing feature 5/29: add_exhaustion_signals
[2025-11-25T08:41:11.614536] [INFO ] [CONFIGURE ] BRO: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns', 'add_vwap', 'add_exhaustion_signals']
[2025-11-25T08:41:11.938288] [DEBUG] [FORECASTER] BRO: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T08:41:12.255903] [DEBUG] [FORECASTER] BRO: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T08:41:12.575981] [DEBUG] [FORECASTER] BRO: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T08:41:12.930546] [DEBUG] [FORECASTER] BRO: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T08:41:13.275797] [DEBUG] [FORECASTER] BRO: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T08:41:13.612567] [DEBUG] [FORECASTER] BRO: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1
[2025-11-25T08:41:13.943469] [DEBUG] [FORECASTER] BRO: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T08:41:14.267536] [DEBUG] [FORECASTER] BRO: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T08:41:14.627619] [DEBUG] [FORECASTER] BRO: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T08:41:14.950310] [DEBUG] [FORECASTER] BRO: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-11-25T08:41:14.950482] [INFO ] [CONFIGURE ] BRO: DISCARDED add_exhaustion_signals (score: 50.00%)
[2025-11-25T08:41:14.950539] [INFO ] [CONFIGURE ] JOB ETA: 2.0h | Avg: 2.8s/test | Remaining: 2633 tests
[2025-11-25T08:41:14.950586] [INFO ] [CONFIGURE ] BRO: Testing feature 6/29: add_failed_moves
[2025-11-25T08:41:14.950636] [INFO ] [CONFIGURE ] BRO: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns', 'add_failed_moves']
[2025-11-25T08:41:15.251486] [DEBUG] [FORECASTER] BRO: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T08:41:15.553559] [DEBUG] [FORECASTER] BRO: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T08:41:15.834664] [DEBUG] [FORECASTER] BRO: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T08:41:16.111702] [DEBUG] [FORECASTER] BRO: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T08:41:16.388894] [DEBUG] [FORECASTER] BRO: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T08:41:16.688897] [DEBUG] [FORECASTER] BRO: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1
[2025-11-25T08:41:16.985902] [DEBUG] [FORECASTER] BRO: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T08:41:17.275513] [DEBUG] [FORECASTER] BRO: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T08:41:17.587400] [DEBUG] [FORECASTER] BRO: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T08:41:17.867369] [DEBUG] [FORECASTER] BRO: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-25T08:41:17.867570] [INFO ] [CONFIGURE ] BRO: DISCARDED add_failed_moves (score: 80.00%)
[2025-11-25T08:41:17.867630] [INFO ] [CONFIGURE ] JOB ETA: 2.0h | Avg: 2.8s/test | Remaining: 2632 tests
[2025-11-25T08:41:17.867703] [INFO ] [CONFIGURE ] BRO: Testing feature 7/29: add_lag_shelf
[2025-11-25T08:41:17.867752] [INFO ] [CONFIGURE ] BRO: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns', 'add_lag_shelf']
[2025-11-25T08:41:18.127457] [DEBUG] [FORECASTER] BRO: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T08:41:18.388295] [DEBUG] [FORECASTER] BRO: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T08:41:18.652685] [DEBUG] [FORECASTER] BRO: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T08:41:18.915161] [DEBUG] [FORECASTER] BRO: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T08:41:19.184828] [DEBUG] [FORECASTER] BRO: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T08:41:19.450302] [DEBUG] [FORECASTER] BRO: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1
[2025-11-25T08:41:19.717825] [DEBUG] [FORECASTER] BRO: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T08:41:19.978341] [DEBUG] [FORECASTER] BRO: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T08:41:20.264866] [DEBUG] [FORECASTER] BRO: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T08:41:20.534482] [DEBUG] [FORECASTER] BRO: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-25T08:41:20.534673] [INFO ] [CONFIGURE ] BRO: DISCARDED add_lag_shelf (score: 70.00%)
[2025-11-25T08:41:20.534731] [INFO ] [CONFIGURE ] JOB ETA: 2.0h | Avg: 2.8s/test | Remaining: 2631 tests
[2025-11-25T08:41:20.534780] [INFO ] [CONFIGURE ] BRO: Testing feature 8/29: add_macd
[2025-11-25T08:41:20.534823] [INFO ] [CONFIGURE ] BRO: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns', 'add_vwap', 'add_macd']
[2025-11-25T08:41:20.869420] [DEBUG] [FORECASTER] BRO: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T08:41:21.214558] [DEBUG] [FORECASTER] BRO: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T08:41:21.574837] [DEBUG] [FORECASTER] BRO: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T08:41:21.921398] [DEBUG] [FORECASTER] BRO: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T08:41:22.252562] [DEBUG] [FORECASTER] BRO: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T08:41:22.581953] [DEBUG] [FORECASTER] BRO: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1
[2025-11-25T08:41:22.982360] [DEBUG] [FORECASTER] BRO: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T08:41:23.358173] [DEBUG] [FORECASTER] BRO: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T08:41:23.727232] [DEBUG] [FORECASTER] BRO: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T08:41:24.099474] [DEBUG] [FORECASTER] BRO: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-25T08:41:24.099716] [INFO ] [CONFIGURE ] BRO: DISCARDED add_macd (score: 50.00%)
[2025-11-25T08:41:24.099826] [INFO ] [CONFIGURE ] JOB ETA: 2.0h | Avg: 2.8s/test | Remaining: 2630 tests
[2025-11-25T08:41:24.099881] [INFO ] [CONFIGURE ] BRO: Testing feature 9/29: add_mfi
[2025-11-25T08:41:24.099926] [INFO ] [CONFIGURE ] BRO: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns', 'add_mfi']
[2025-11-25T08:41:24.421903] [DEBUG] [FORECASTER] BRO: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T08:41:24.747225] [DEBUG] [FORECASTER] BRO: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T08:41:25.058736] [DEBUG] [FORECASTER] BRO: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T08:41:25.379917] [DEBUG] [FORECASTER] BRO: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T08:41:25.707698] [DEBUG] [FORECASTER] BRO: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T08:41:26.024553] [DEBUG] [FORECASTER] BRO: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1
[2025-11-25T08:41:26.332381] [DEBUG] [FORECASTER] BRO: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T08:41:26.647959] [DEBUG] [FORECASTER] BRO: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T08:41:26.974347] [DEBUG] [FORECASTER] BRO: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T08:41:27.288155] [DEBUG] [FORECASTER] BRO: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-25T08:41:27.288367] [INFO ] [CONFIGURE ] BRO: DISCARDED add_mfi (score: 70.00%)
[2025-11-25T08:41:27.288427] [INFO ] [CONFIGURE ] JOB ETA: 2.0h | Avg: 2.8s/test | Remaining: 2629 tests
[2025-11-25T08:41:27.288475] [INFO ] [CONFIGURE ] BRO: Testing feature 10/29: add_momentum_acceleration
[2025-11-25T08:41:27.288520] [INFO ] [CONFIGURE ] BRO: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns', 'add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-11-25T08:41:27.662830] [DEBUG] [FORECASTER] BRO: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T08:41:28.023446] [DEBUG] [FORECASTER] BRO: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T08:41:28.418911] [DEBUG] [FORECASTER] BRO: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T08:41:28.815499] [DEBUG] [FORECASTER] BRO: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T08:41:29.214760] [DEBUG] [FORECASTER] BRO: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T08:41:29.601088] [DEBUG] [FORECASTER] BRO: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1
[2025-11-25T08:41:29.988960] [DEBUG] [FORECASTER] BRO: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T08:41:30.362613] [DEBUG] [FORECASTER] BRO: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T08:41:30.725150] [DEBUG] [FORECASTER] BRO: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T08:41:31.083380] [DEBUG] [FORECASTER] BRO: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-11-25T08:41:31.083573] [INFO ] [CONFIGURE ] BRO: DISCARDED add_momentum_acceleration (score: 50.00%)
[2025-11-25T08:41:31.083630] [INFO ] [CONFIGURE ] JOB ETA: 2.0h | Avg: 2.8s/test | Remaining: 2628 tests
[2025-11-25T08:41:31.083740] [INFO ] [CONFIGURE ] BRO: Testing feature 11/29: add_obv_daily
[2025-11-25T08:41:31.083810] [INFO ] [CONFIGURE ] BRO: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns', 'add_obv_daily']
[2025-11-25T08:41:31.371389] [DEBUG] [FORECASTER] BRO: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T08:41:31.659250] [DEBUG] [FORECASTER] BRO: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T08:41:31.954362] [DEBUG] [FORECASTER] BRO: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T08:41:32.265308] [DEBUG] [FORECASTER] BRO: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T08:41:32.579489] [DEBUG] [FORECASTER] BRO: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T08:41:32.915224] [DEBUG] [FORECASTER] BRO: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1
[2025-11-25T08:41:33.254545] [DEBUG] [FORECASTER] BRO: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T08:41:33.599666] [DEBUG] [FORECASTER] BRO: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T08:41:33.924758] [DEBUG] [FORECASTER] BRO: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T08:41:34.246678] [DEBUG] [FORECASTER] BRO: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-11-25T08:41:34.246857] [INFO ] [CONFIGURE ] BRO: DISCARDED add_obv_daily (score: 60.00%)
[2025-11-25T08:41:34.246915] [INFO ] [CONFIGURE ] JOB ETA: 2.0h | Avg: 2.8s/test | Remaining: 2627 tests
[2025-11-25T08:41:34.246962] [INFO ] [CONFIGURE ] BRO: Testing feature 12/29: add_obv_interval
[2025-11-25T08:41:34.246998] [INFO ] [CONFIGURE ] BRO: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns', 'add_obv_interval']
[2025-11-25T08:41:34.549775] [DEBUG] [FORECASTER] BRO: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T08:41:34.858189] [DEBUG] [FORECASTER] BRO: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T08:41:35.168612] [DEBUG] [FORECASTER] BRO: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T08:41:35.485970] [DEBUG] [FORECASTER] BRO: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T08:41:35.802477] [DEBUG] [FORECASTER] BRO: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T08:41:36.117239] [DEBUG] [FORECASTER] BRO: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1
[2025-11-25T08:41:36.438711] [DEBUG] [FORECASTER] BRO: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T08:41:36.763964] [DEBUG] [FORECASTER] BRO: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T08:41:37.080355] [DEBUG] [FORECASTER] BRO: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T08:41:37.401816] [DEBUG] [FORECASTER] BRO: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-25T08:41:37.402002] [INFO ] [CONFIGURE ] BRO: DISCARDED add_obv_interval (score: 60.00%)
[2025-11-25T08:41:37.402060] [INFO ] [CONFIGURE ] JOB ETA: 2.0h | Avg: 2.8s/test | Remaining: 2626 tests
[2025-11-25T08:41:37.402110] [INFO ] [CONFIGURE ] BRO: Testing feature 13/29: add_opening_strength
[2025-11-25T08:41:37.402155] [INFO ] [CONFIGURE ] BRO: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns', 'add_opening_strength']
[2025-11-25T08:41:37.724145] [DEBUG] [FORECASTER] BRO: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T08:41:38.047249] [DEBUG] [FORECASTER] BRO: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T08:41:38.371608] [DEBUG] [FORECASTER] BRO: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T08:41:38.690087] [DEBUG] [FORECASTER] BRO: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T08:41:39.015026] [DEBUG] [FORECASTER] BRO: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T08:41:39.361556] [DEBUG] [FORECASTER] BRO: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1
[2025-11-25T08:41:39.696266] [DEBUG] [FORECASTER] BRO: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T08:41:40.029230] [DEBUG] [FORECASTER] BRO: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T08:41:40.363164] [DEBUG] [FORECASTER] BRO: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T08:41:40.680401] [DEBUG] [FORECASTER] BRO: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-25T08:41:40.680597] [INFO ] [CONFIGURE ] BRO: DISCARDED add_opening_strength (score: 60.00%)
[2025-11-25T08:41:40.680678] [INFO ] [CONFIGURE ] JOB ETA: 2.0h | Avg: 2.8s/test | Remaining: 2625 tests
[2025-11-25T08:41:40.680752] [INFO ] [CONFIGURE ] BRO: Testing feature 14/29: add_order_flow_imbalance
[2025-11-25T08:41:40.680799] [INFO ] [CONFIGURE ] BRO: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns', 'add_order_flow_imbalance']
[2025-11-25T08:41:40.997618] [DEBUG] [FORECASTER] BRO: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T08:41:41.317571] [DEBUG] [FORECASTER] BRO: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T08:41:41.636773] [DEBUG] [FORECASTER] BRO: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T08:41:41.958782] [DEBUG] [FORECASTER] BRO: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T08:41:42.272942] [DEBUG] [FORECASTER] BRO: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T08:41:42.605928] [DEBUG] [FORECASTER] BRO: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1
[2025-11-25T08:41:42.936276] [DEBUG] [FORECASTER] BRO: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T08:41:43.289249] [DEBUG] [FORECASTER] BRO: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T08:41:43.606190] [DEBUG] [FORECASTER] BRO: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T08:41:43.934031] [DEBUG] [FORECASTER] BRO: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-25T08:41:43.934213] [INFO ] [CONFIGURE ] BRO: DISCARDED add_order_flow_imbalance (score: 70.00%)
[2025-11-25T08:41:43.934286] [INFO ] [CONFIGURE ] JOB ETA: 2.0h | Avg: 2.8s/test | Remaining: 2624 tests
[2025-11-25T08:41:43.934338] [INFO ] [CONFIGURE ] BRO: Testing feature 15/29: add_pbf_morning_momentum
[2025-11-25T08:41:43.934392] [INFO ] [CONFIGURE ] BRO: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns', 'add_pbf_morning_momentum']
[2025-11-25T08:41:44.252951] [DEBUG] [FORECASTER] BRO: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T08:41:44.561768] [DEBUG] [FORECASTER] BRO: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T08:41:44.967637] [DEBUG] [FORECASTER] BRO: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T08:41:45.356236] [DEBUG] [FORECASTER] BRO: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T08:41:45.672627] [DEBUG] [FORECASTER] BRO: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T08:41:45.956384] [DEBUG] [FORECASTER] BRO: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1
[2025-11-25T08:41:46.235864] [DEBUG] [FORECASTER] BRO: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T08:41:46.510226] [DEBUG] [FORECASTER] BRO: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T08:41:46.788193] [DEBUG] [FORECASTER] BRO: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T08:41:47.072934] [DEBUG] [FORECASTER] BRO: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-25T08:41:47.073100] [INFO ] [CONFIGURE ] BRO: DISCARDED add_pbf_morning_momentum (score: 70.00%)
[2025-11-25T08:41:47.073158] [INFO ] [CONFIGURE ] JOB ETA: 2.0h | Avg: 2.8s/test | Remaining: 2623 tests
[2025-11-25T08:41:47.073207] [INFO ] [CONFIGURE ] BRO: Testing feature 16/29: add_pbf_overnight_gap
[2025-11-25T08:41:47.073250] [INFO ] [CONFIGURE ] BRO: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns', 'add_pbf_overnight_gap']
[2025-11-25T08:41:47.351494] [DEBUG] [FORECASTER] BRO: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T08:41:47.627343] [DEBUG] [FORECASTER] BRO: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T08:41:47.904072] [DEBUG] [FORECASTER] BRO: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T08:41:48.185151] [DEBUG] [FORECASTER] BRO: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T08:41:48.473151] [DEBUG] [FORECASTER] BRO: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T08:41:48.768274] [DEBUG] [FORECASTER] BRO: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1
[2025-11-25T08:41:49.061782] [DEBUG] [FORECASTER] BRO: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T08:41:49.352809] [DEBUG] [FORECASTER] BRO: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T08:41:49.640205] [DEBUG] [FORECASTER] BRO: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T08:41:49.925195] [DEBUG] [FORECASTER] BRO: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-25T08:41:49.925387] [INFO ] [CONFIGURE ] BRO: DISCARDED add_pbf_overnight_gap (score: 70.00%)
[2025-11-25T08:41:49.925448] [INFO ] [CONFIGURE ] JOB ETA: 2.0h | Avg: 2.8s/test | Remaining: 2622 tests
[2025-11-25T08:41:49.925496] [INFO ] [CONFIGURE ] BRO: Testing feature 17/29: add_pbf_return_2d
[2025-11-25T08:41:49.925547] [INFO ] [CONFIGURE ] BRO: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns', 'add_pbf_return_2d']
[2025-11-25T08:41:50.216840] [DEBUG] [FORECASTER] BRO: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T08:41:50.511595] [DEBUG] [FORECASTER] BRO: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T08:41:50.812388] [DEBUG] [FORECASTER] BRO: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T08:41:51.101945] [DEBUG] [FORECASTER] BRO: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T08:41:51.390498] [DEBUG] [FORECASTER] BRO: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T08:41:51.685932] [DEBUG] [FORECASTER] BRO: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1
[2025-11-25T08:41:51.978243] [DEBUG] [FORECASTER] BRO: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T08:41:52.302155] [DEBUG] [FORECASTER] BRO: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T08:41:52.620370] [DEBUG] [FORECASTER] BRO: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T08:41:52.922896] [DEBUG] [FORECASTER] BRO: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-25T08:41:52.923140] [INFO ] [CONFIGURE ] BRO: DISCARDED add_pbf_return_2d (score: 70.00%)
[2025-11-25T08:41:52.923205] [INFO ] [CONFIGURE ] JOB ETA: 2.0h | Avg: 2.8s/test | Remaining: 2621 tests
[2025-11-25T08:41:52.923252] [INFO ] [CONFIGURE ] BRO: Testing feature 18/29: add_pbf_volatility_5d
[2025-11-25T08:41:52.923297] [INFO ] [CONFIGURE ] BRO: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns', 'add_pbf_volatility_5d']
[2025-11-25T08:41:53.199204] [DEBUG] [FORECASTER] BRO: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T08:41:53.469806] [DEBUG] [FORECASTER] BRO: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T08:41:53.741616] [DEBUG] [FORECASTER] BRO: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T08:41:54.021611] [DEBUG] [FORECASTER] BRO: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T08:41:54.303830] [DEBUG] [FORECASTER] BRO: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T08:41:54.575762] [DEBUG] [FORECASTER] BRO: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1
[2025-11-25T08:41:54.848895] [DEBUG] [FORECASTER] BRO: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T08:41:55.126029] [DEBUG] [FORECASTER] BRO: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T08:41:55.412349] [DEBUG] [FORECASTER] BRO: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T08:41:55.708304] [DEBUG] [FORECASTER] BRO: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-25T08:41:55.708518] [INFO ] [CONFIGURE ] BRO: DISCARDED add_pbf_volatility_5d (score: 60.00%)
[2025-11-25T08:41:55.708580] [INFO ] [CONFIGURE ] JOB ETA: 2.0h | Avg: 2.8s/test | Remaining: 2620 tests
[2025-11-25T08:41:55.708669] [INFO ] [CONFIGURE ] BRO: Testing feature 19/29: add_pbf_vs_sma_5
[2025-11-25T08:41:55.708721] [INFO ] [CONFIGURE ] BRO: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns', 'add_pbf_vs_sma_5']
[2025-11-25T08:41:55.977166] [DEBUG] [FORECASTER] BRO: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T08:41:56.240967] [DEBUG] [FORECASTER] BRO: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T08:41:56.506093] [DEBUG] [FORECASTER] BRO: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T08:41:56.759320] [DEBUG] [FORECASTER] BRO: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T08:41:57.016262] [DEBUG] [FORECASTER] BRO: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T08:41:57.269889] [DEBUG] [FORECASTER] BRO: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1
[2025-11-25T08:41:57.527043] [DEBUG] [FORECASTER] BRO: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T08:41:57.790603] [DEBUG] [FORECASTER] BRO: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T08:41:58.050601] [DEBUG] [FORECASTER] BRO: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T08:41:58.321077] [DEBUG] [FORECASTER] BRO: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-25T08:41:58.321280] [INFO ] [CONFIGURE ] BRO: DISCARDED add_pbf_vs_sma_5 (score: 80.00%)
[2025-11-25T08:41:58.321339] [INFO ] [CONFIGURE ] JOB ETA: 2.0h | Avg: 2.8s/test | Remaining: 2619 tests
[2025-11-25T08:41:58.321386] [INFO ] [CONFIGURE ] BRO: Testing feature 20/29: add_price_rejection
[2025-11-25T08:41:58.321429] [INFO ] [CONFIGURE ] BRO: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns', 'add_price_rejection']
[2025-11-25T08:41:58.634300] [DEBUG] [FORECASTER] BRO: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T08:41:58.962456] [DEBUG] [FORECASTER] BRO: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T08:41:59.270625] [DEBUG] [FORECASTER] BRO: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T08:41:59.567305] [DEBUG] [FORECASTER] BRO: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T08:41:59.858876] [DEBUG] [FORECASTER] BRO: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T08:42:00.159232] [DEBUG] [FORECASTER] BRO: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1
[2025-11-25T08:42:00.469606] [DEBUG] [FORECASTER] BRO: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T08:42:01.377895] [DEBUG] [FORECASTER] BRO: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T08:42:01.868305] [DEBUG] [FORECASTER] BRO: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T08:42:02.155694] [DEBUG] [FORECASTER] BRO: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-25T08:42:02.155897] [INFO ] [CONFIGURE ] BRO: DISCARDED add_price_rejection (score: 70.00%)
[2025-11-25T08:42:02.155958] [INFO ] [CONFIGURE ] JOB ETA: 2.0h | Avg: 2.8s/test | Remaining: 2618 tests
[2025-11-25T08:42:02.156008] [INFO ] [CONFIGURE ] BRO: Testing feature 21/29: add_range_position
[2025-11-25T08:42:02.156056] [INFO ] [CONFIGURE ] BRO: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns', 'add_range_position']
[2025-11-25T08:42:02.471965] [DEBUG] [FORECASTER] BRO: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T08:42:02.782484] [DEBUG] [FORECASTER] BRO: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T08:42:03.083272] [DEBUG] [FORECASTER] BRO: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T08:42:03.392810] [DEBUG] [FORECASTER] BRO: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T08:42:03.693236] [DEBUG] [FORECASTER] BRO: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T08:42:04.006595] [DEBUG] [FORECASTER] BRO: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1
[2025-11-25T08:42:04.309178] [DEBUG] [FORECASTER] BRO: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T08:42:04.610715] [DEBUG] [FORECASTER] BRO: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T08:42:04.911712] [DEBUG] [FORECASTER] BRO: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T08:42:05.215821] [DEBUG] [FORECASTER] BRO: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-11-25T08:42:05.216021] [INFO ] [CONFIGURE ] BRO: DISCARDED add_range_position (score: 60.00%)
[2025-11-25T08:42:05.216082] [INFO ] [CONFIGURE ] JOB ETA: 2.0h | Avg: 2.8s/test | Remaining: 2617 tests
[2025-11-25T08:42:05.216134] [INFO ] [CONFIGURE ] BRO: Testing feature 22/29: add_realized_volatility
[2025-11-25T08:42:05.216182] [INFO ] [CONFIGURE ] BRO: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns', 'add_realized_volatility']
[2025-11-25T08:42:05.621095] [DEBUG] [FORECASTER] BRO: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T08:42:06.007520] [DEBUG] [FORECASTER] BRO: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T08:42:06.393260] [DEBUG] [FORECASTER] BRO: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T08:42:06.785223] [DEBUG] [FORECASTER] BRO: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T08:42:07.173133] [DEBUG] [FORECASTER] BRO: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T08:42:07.568097] [DEBUG] [FORECASTER] BRO: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1
[2025-11-25T08:42:07.978383] [DEBUG] [FORECASTER] BRO: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T08:42:08.409410] [DEBUG] [FORECASTER] BRO: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T08:42:08.830797] [DEBUG] [FORECASTER] BRO: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T08:42:09.236762] [DEBUG] [FORECASTER] BRO: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-25T08:42:09.236975] [INFO ] [CONFIGURE ] BRO: DISCARDED add_realized_volatility (score: 70.00%)
[2025-11-25T08:42:09.237037] [INFO ] [CONFIGURE ] JOB ETA: 2.0h | Avg: 2.8s/test | Remaining: 2616 tests
[2025-11-25T08:42:09.237088] [INFO ] [CONFIGURE ] BRO: Testing feature 23/29: add_recent_range_context
[2025-11-25T08:42:09.237179] [INFO ] [CONFIGURE ] BRO: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns', 'add_recent_range_context']
[2025-11-25T08:42:09.542415] [DEBUG] [FORECASTER] BRO: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T08:42:09.852962] [DEBUG] [FORECASTER] BRO: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T08:42:10.172012] [DEBUG] [FORECASTER] BRO: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T08:42:10.490440] [DEBUG] [FORECASTER] BRO: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T08:42:10.803406] [DEBUG] [FORECASTER] BRO: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T08:42:11.119367] [DEBUG] [FORECASTER] BRO: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1
[2025-11-25T08:42:11.429467] [DEBUG] [FORECASTER] BRO: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T08:42:11.744199] [DEBUG] [FORECASTER] BRO: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T08:42:12.060385] [DEBUG] [FORECASTER] BRO: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T08:42:12.377362] [DEBUG] [FORECASTER] BRO: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-25T08:42:12.377581] [INFO ] [CONFIGURE ] BRO: DISCARDED add_recent_range_context (score: 80.00%)
[2025-11-25T08:42:12.377667] [INFO ] [CONFIGURE ] JOB ETA: 2.0h | Avg: 2.8s/test | Remaining: 2615 tests
[2025-11-25T08:42:12.377720] [INFO ] [CONFIGURE ] BRO: Testing feature 24/29: add_rsi
[2025-11-25T08:42:12.377810] [INFO ] [CONFIGURE ] BRO: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns', 'add_ema', 'add_rsi']
[2025-11-25T08:42:12.719986] [DEBUG] [FORECASTER] BRO: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T08:42:13.050416] [DEBUG] [FORECASTER] BRO: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T08:42:13.413493] [DEBUG] [FORECASTER] BRO: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T08:42:13.719978] [DEBUG] [FORECASTER] BRO: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T08:42:14.067960] [DEBUG] [FORECASTER] BRO: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T08:42:14.401299] [DEBUG] [FORECASTER] BRO: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1
[2025-11-25T08:42:14.740294] [DEBUG] [FORECASTER] BRO: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T08:42:15.080796] [DEBUG] [FORECASTER] BRO: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T08:42:15.448965] [DEBUG] [FORECASTER] BRO: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T08:42:15.781484] [DEBUG] [FORECASTER] BRO: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-25T08:42:15.781682] [INFO ] [CONFIGURE ] BRO: DISCARDED add_rsi (score: 80.00%)
[2025-11-25T08:42:15.781743] [INFO ] [CONFIGURE ] JOB ETA: 2.0h | Avg: 2.8s/test | Remaining: 2614 tests
[2025-11-25T08:42:15.781791] [INFO ] [CONFIGURE ] BRO: Testing feature 25/29: add_tick_distribution
[2025-11-25T08:42:15.781833] [INFO ] [CONFIGURE ] BRO: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns', 'add_tick_distribution']
[2025-11-25T08:42:16.074436] [DEBUG] [FORECASTER] BRO: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T08:42:16.368172] [DEBUG] [FORECASTER] BRO: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T08:42:16.650057] [DEBUG] [FORECASTER] BRO: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T08:42:16.931189] [DEBUG] [FORECASTER] BRO: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T08:42:17.222584] [DEBUG] [FORECASTER] BRO: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T08:42:17.507321] [DEBUG] [FORECASTER] BRO: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1
[2025-11-25T08:42:17.813150] [DEBUG] [FORECASTER] BRO: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T08:42:18.088832] [DEBUG] [FORECASTER] BRO: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T08:42:18.374028] [DEBUG] [FORECASTER] BRO: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T08:42:18.659060] [DEBUG] [FORECASTER] BRO: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-25T08:42:18.659250] [INFO ] [CONFIGURE ] BRO: DISCARDED add_tick_distribution (score: 70.00%)
[2025-11-25T08:42:18.659307] [INFO ] [CONFIGURE ] JOB ETA: 2.0h | Avg: 2.8s/test | Remaining: 2613 tests
[2025-11-25T08:42:18.659355] [INFO ] [CONFIGURE ] BRO: Testing feature 26/29: add_volume_momentum_confirmation
[2025-11-25T08:42:18.659400] [INFO ] [CONFIGURE ] BRO: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns', 'add_volume_momentum_confirmation']
[2025-11-25T08:42:18.963435] [DEBUG] [FORECASTER] BRO: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T08:42:19.269033] [DEBUG] [FORECASTER] BRO: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T08:42:19.570393] [DEBUG] [FORECASTER] BRO: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T08:42:19.886947] [DEBUG] [FORECASTER] BRO: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T08:42:20.176565] [DEBUG] [FORECASTER] BRO: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T08:42:20.488312] [DEBUG] [FORECASTER] BRO: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1
[2025-11-25T08:42:20.802149] [DEBUG] [FORECASTER] BRO: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T08:42:21.132632] [DEBUG] [FORECASTER] BRO: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T08:42:21.459251] [DEBUG] [FORECASTER] BRO: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T08:42:21.782679] [DEBUG] [FORECASTER] BRO: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-25T08:42:21.782862] [INFO ] [CONFIGURE ] BRO: DISCARDED add_volume_momentum_confirmation (score: 60.00%)
[2025-11-25T08:42:21.782919] [INFO ] [CONFIGURE ] JOB ETA: 2.0h | Avg: 2.8s/test | Remaining: 2612 tests
[2025-11-25T08:42:21.782990] [INFO ] [CONFIGURE ] BRO: Testing feature 27/29: add_volume_price_divergence
[2025-11-25T08:42:21.783038] [INFO ] [CONFIGURE ] BRO: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns', 'add_volume_price_divergence']
[2025-11-25T08:42:22.146196] [DEBUG] [FORECASTER] BRO: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T08:42:22.480135] [DEBUG] [FORECASTER] BRO: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T08:42:22.853879] [DEBUG] [FORECASTER] BRO: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T08:42:23.211894] [DEBUG] [FORECASTER] BRO: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T08:42:23.546195] [DEBUG] [FORECASTER] BRO: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T08:42:23.867425] [DEBUG] [FORECASTER] BRO: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1
[2025-11-25T08:42:24.190386] [DEBUG] [FORECASTER] BRO: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T08:42:24.525060] [DEBUG] [FORECASTER] BRO: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T08:42:24.859888] [DEBUG] [FORECASTER] BRO: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T08:42:25.200065] [DEBUG] [FORECASTER] BRO: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-25T08:42:25.200293] [INFO ] [CONFIGURE ] BRO: DISCARDED add_volume_price_divergence (score: 80.00%)
[2025-11-25T08:42:25.200355] [INFO ] [CONFIGURE ] JOB ETA: 2.0h | Avg: 2.8s/test | Remaining: 2611 tests
[2025-11-25T08:42:25.200396] [INFO ] [CONFIGURE ] BRO: Testing feature 28/29: add_volume_profile
[2025-11-25T08:42:25.200443] [INFO ] [CONFIGURE ] BRO: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns', 'add_volume_profile']
[2025-11-25T08:42:25.507170] [DEBUG] [FORECASTER] BRO: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T08:42:25.813981] [DEBUG] [FORECASTER] BRO: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T08:42:26.138168] [DEBUG] [FORECASTER] BRO: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T08:42:26.447742] [DEBUG] [FORECASTER] BRO: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T08:42:26.755162] [DEBUG] [FORECASTER] BRO: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T08:42:27.063292] [DEBUG] [FORECASTER] BRO: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1
[2025-11-25T08:42:27.380868] [DEBUG] [FORECASTER] BRO: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T08:42:27.708472] [DEBUG] [FORECASTER] BRO: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T08:42:28.017507] [DEBUG] [FORECASTER] BRO: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T08:42:28.330988] [DEBUG] [FORECASTER] BRO: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-25T08:42:28.331196] [INFO ] [CONFIGURE ] BRO: DISCARDED add_volume_profile (score: 70.00%)
[2025-11-25T08:42:28.331274] [INFO ] [CONFIGURE ] JOB ETA: 2.0h | Avg: 2.8s/test | Remaining: 2610 tests
[2025-11-25T08:42:28.331339] [INFO ] [CONFIGURE ] BRO: Testing feature 29/29: add_vwap
[2025-11-25T08:42:28.331387] [INFO ] [CONFIGURE ] BRO: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns', 'add_vwap']
[2025-11-25T08:42:28.650278] [DEBUG] [FORECASTER] BRO: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T08:42:28.971119] [DEBUG] [FORECASTER] BRO: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T08:42:29.282346] [DEBUG] [FORECASTER] BRO: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T08:42:29.578369] [DEBUG] [FORECASTER] BRO: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T08:42:29.890302] [DEBUG] [FORECASTER] BRO: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T08:42:30.194435] [DEBUG] [FORECASTER] BRO: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1
[2025-11-25T08:42:30.498945] [DEBUG] [FORECASTER] BRO: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T08:42:30.799866] [DEBUG] [FORECASTER] BRO: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T08:42:31.097718] [DEBUG] [FORECASTER] BRO: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-25T08:42:31.401470] [DEBUG] [FORECASTER] BRO: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-25T08:42:31.401740] [INFO ] [CONFIGURE ] BRO: DISCARDED add_vwap (score: 60.00%)
[2025-11-25T08:42:31.401811] [INFO ] [CONFIGURE ] JOB ETA: 2.0h | Avg: 2.8s/test | Remaining: 2609 tests
[2025-11-25T08:42:31.401853] [INFO ] [CONFIGURE ] BRO: ===== FEATURE SELECTION COMPLETE =====
[2025-11-25T08:42:31.401911] [INFO ] [CONFIGURE ] BRO: Best accuracy: 80.00%
[2025-11-25T08:42:31.401957] [INFO ] [CONFIGURE ] BRO: Best feature set (3 features): ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns']
[2025-11-25T08:42:31.402001] [INFO ] [CONFIGURE ] BRO: Improvement over baseline: 40.00%
[2025-11-25T08:42:31.402042] [INFO ] [CONFIGURE ] BRO: Total time: 1.5 minutes
[2025-11-25T08:42:31.402082] [INFO ] [CONFIGURE ] BRO: Average time per feature: 3.1 seconds
[2025-11-25T08:42:31.402120] [INFO ] [CONFIGURE ] BRO: Average speed: 0.32 features/sec
[2025-11-25T08:42:31.402564] [INFO ] [LOCAL     ] Saved configuration for BRO: 3 features, 80.00% accuracy -> ./output/feature-sets/BRO.json
[2025-11-25T08:42:31.402626] [INFO ] [CONFIGURE ] BRO: Configuration saved successfully: 3 features, 80.00% accuracy.
[2025-11-25T08:42:31.402703] [INFO ] [sig       ] [75/164] Successfully configured BRO | 0.01 sym/s | Total: 1.7h | ETA: 2.0h
[2025-11-25T08:42:31.402750] [INFO ] [sig       ] [76/164] Configuring BRW...
[2025-11-25T08:42:31.402792] [INFO ] [CONFIGURE ] BRW: Configurate test run.
[2025-11-25T08:42:31.402834] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BRW' from 'https://tdm.silogroup.org/data/derivative_storage/BRW.csv'.
[2025-11-25T08:42:31.417415] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'BRW'.
[2025-11-25T08:42:31.418140] [INFO ] [CONFIGURE ] BRW: Testing with 29 available features
[2025-11-25T08:42:31.418210] [INFO ] [CONFIGURE ] BRW: Establishing baseline with no features...
[2025-11-25T08:42:31.608523] [DEBUG] [FORECASTER] BRW: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T08:42:31.831138] [DEBUG] [FORECASTER] BRW: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T08:42:32.087091] [DEBUG] [FORECASTER] BRW: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T08:42:32.330580] [DEBUG] [FORECASTER] BRW: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T08:42:32.578598] [DEBUG] [FORECASTER] BRW: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T08:42:32.829063] [DEBUG] [FORECASTER] BRW: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T08:42:33.019137] [DEBUG] [FORECASTER] BRW: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T08:42:33.193593] [DEBUG] [FORECASTER] BRW: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T08:42:33.371213] [DEBUG] [FORECASTER] BRW: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T08:42:33.549726] [DEBUG] [FORECASTER] BRW: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T08:42:33.549883] [INFO ] [CONFIGURE ] BRW: Baseline score (no features): 40.00%
[2025-11-25T08:42:33.549932] [INFO ] [CONFIGURE ] BRW: Testing feature 1/29: add_bollinger_bands
[2025-11-25T08:42:33.549971] [INFO ] [CONFIGURE ] BRW: Testing with features: ['add_bollinger_bands']
[2025-11-25T08:42:33.749844] [DEBUG] [FORECASTER] BRW: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T08:42:33.957044] [DEBUG] [FORECASTER] BRW: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T08:42:34.167346] [DEBUG] [FORECASTER] BRW: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T08:42:34.394672] [DEBUG] [FORECASTER] BRW: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T08:42:34.605669] [DEBUG] [FORECASTER] BRW: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T08:42:34.815629] [DEBUG] [FORECASTER] BRW: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T08:42:35.027042] [DEBUG] [FORECASTER] BRW: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T08:42:35.266521] [DEBUG] [FORECASTER] BRW: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T08:42:35.509898] [DEBUG] [FORECASTER] BRW: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T08:42:35.737145] [DEBUG] [FORECASTER] BRW: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T08:42:35.737542] [INFO ] [CONFIGURE ] BRW: KEPT add_bollinger_bands (score: 60.00%)
[2025-11-25T08:42:35.737609] [INFO ] [CONFIGURE ] JOB ETA: 2.0h | Avg: 2.8s/test | Remaining: 2608 tests
[2025-11-25T08:42:35.737678] [INFO ] [CONFIGURE ] BRW: Testing feature 2/29: add_cumulative_delta
[2025-11-25T08:42:35.737748] [INFO ] [CONFIGURE ] BRW: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta']
[2025-11-25T08:42:35.982032] [DEBUG] [FORECASTER] BRW: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T08:42:36.216078] [DEBUG] [FORECASTER] BRW: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0
[2025-11-25T08:42:36.447761] [DEBUG] [FORECASTER] BRW: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T08:42:36.702152] [DEBUG] [FORECASTER] BRW: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T08:42:36.940098] [DEBUG] [FORECASTER] BRW: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T08:42:37.183612] [DEBUG] [FORECASTER] BRW: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T08:42:37.423958] [DEBUG] [FORECASTER] BRW: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T08:42:37.669699] [DEBUG] [FORECASTER] BRW: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T08:42:37.933447] [DEBUG] [FORECASTER] BRW: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T08:42:38.191778] [DEBUG] [FORECASTER] BRW: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T08:42:38.191998] [INFO ] [CONFIGURE ] BRW: DISCARDED add_cumulative_delta (score: 40.00%)
[2025-11-25T08:42:38.192141] [INFO ] [CONFIGURE ] JOB ETA: 2.0h | Avg: 2.8s/test | Remaining: 2607 tests
[2025-11-25T08:42:38.192210] [INFO ] [CONFIGURE ] BRW: Testing feature 3/29: add_daily_returns
[2025-11-25T08:42:38.192287] [INFO ] [CONFIGURE ] BRW: Testing with features: ['add_bollinger_bands', 'add_daily_returns']
[2025-11-25T08:42:38.477267] [DEBUG] [FORECASTER] BRW: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T08:42:38.770674] [DEBUG] [FORECASTER] BRW: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0
[2025-11-25T08:42:39.045413] [DEBUG] [FORECASTER] BRW: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T08:42:39.267584] [DEBUG] [FORECASTER] BRW: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T08:42:39.490690] [DEBUG] [FORECASTER] BRW: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T08:42:39.713356] [DEBUG] [FORECASTER] BRW: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T08:42:39.932774] [DEBUG] [FORECASTER] BRW: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T08:42:40.154787] [DEBUG] [FORECASTER] BRW: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T08:42:40.374723] [DEBUG] [FORECASTER] BRW: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T08:42:40.601442] [DEBUG] [FORECASTER] BRW: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T08:42:40.601694] [INFO ] [CONFIGURE ] BRW: DISCARDED add_daily_returns (score: 60.00%)
[2025-11-25T08:42:40.601755] [INFO ] [CONFIGURE ] JOB ETA: 2.0h | Avg: 2.8s/test | Remaining: 2606 tests
[2025-11-25T08:42:40.601796] [INFO ] [CONFIGURE ] BRW: Testing feature 4/29: add_ema
[2025-11-25T08:42:40.601835] [INFO ] [CONFIGURE ] BRW: Testing with features: ['add_bollinger_bands', 'add_ema']
[2025-11-25T08:42:40.853679] [DEBUG] [FORECASTER] BRW: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T08:42:41.106940] [DEBUG] [FORECASTER] BRW: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T08:42:41.358686] [DEBUG] [FORECASTER] BRW: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T08:42:41.608583] [DEBUG] [FORECASTER] BRW: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T08:42:41.871724] [DEBUG] [FORECASTER] BRW: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T08:42:42.124948] [DEBUG] [FORECASTER] BRW: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T08:42:42.366910] [DEBUG] [FORECASTER] BRW: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T08:42:42.615472] [DEBUG] [FORECASTER] BRW: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T08:42:42.867101] [DEBUG] [FORECASTER] BRW: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T08:42:43.117987] [DEBUG] [FORECASTER] BRW: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T08:42:43.118194] [INFO ] [CONFIGURE ] BRW: DISCARDED add_ema (score: 60.00%)
[2025-11-25T08:42:43.118391] [INFO ] [CONFIGURE ] JOB ETA: 2.0h | Avg: 2.8s/test | Remaining: 2605 tests
[2025-11-25T08:42:43.118512] [INFO ] [CONFIGURE ] BRW: Testing feature 5/29: add_exhaustion_signals
[2025-11-25T08:42:43.118616] [INFO ] [CONFIGURE ] BRW: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals']
[2025-11-25T08:42:43.377571] [DEBUG] [FORECASTER] BRW: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T08:42:43.628085] [DEBUG] [FORECASTER] BRW: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0
[2025-11-25T08:42:43.886384] [DEBUG] [FORECASTER] BRW: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T08:42:44.137516] [DEBUG] [FORECASTER] BRW: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T08:42:44.399140] [DEBUG] [FORECASTER] BRW: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T08:42:44.671733] [DEBUG] [FORECASTER] BRW: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T08:42:44.936070] [DEBUG] [FORECASTER] BRW: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T08:42:45.189464] [DEBUG] [FORECASTER] BRW: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T08:42:45.480056] [DEBUG] [FORECASTER] BRW: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T08:42:45.765198] [DEBUG] [FORECASTER] BRW: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T08:42:45.765394] [INFO ] [CONFIGURE ] BRW: DISCARDED add_exhaustion_signals (score: 60.00%)
[2025-11-25T08:42:45.765481] [INFO ] [CONFIGURE ] JOB ETA: 2.0h | Avg: 2.8s/test | Remaining: 2604 tests
[2025-11-25T08:42:45.765567] [INFO ] [CONFIGURE ] BRW: Testing feature 6/29: add_failed_moves
[2025-11-25T08:42:45.765696] [INFO ] [CONFIGURE ] BRW: Testing with features: ['add_bollinger_bands', 'add_failed_moves']
[2025-11-25T08:42:45.995008] [DEBUG] [FORECASTER] BRW: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T08:42:46.211340] [DEBUG] [FORECASTER] BRW: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T08:42:46.432874] [DEBUG] [FORECASTER] BRW: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T08:42:46.652962] [DEBUG] [FORECASTER] BRW: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T08:42:46.871413] [DEBUG] [FORECASTER] BRW: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T08:42:47.084070] [DEBUG] [FORECASTER] BRW: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T08:42:47.297181] [DEBUG] [FORECASTER] BRW: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T08:42:47.513091] [DEBUG] [FORECASTER] BRW: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T08:42:47.742332] [DEBUG] [FORECASTER] BRW: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T08:42:47.993558] [DEBUG] [FORECASTER] BRW: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T08:42:47.993750] [INFO ] [CONFIGURE ] BRW: DISCARDED add_failed_moves (score: 60.00%)
[2025-11-25T08:42:47.993824] [INFO ] [CONFIGURE ] JOB ETA: 2.0h | Avg: 2.8s/test | Remaining: 2603 tests
[2025-11-25T08:42:47.993905] [INFO ] [CONFIGURE ] BRW: Testing feature 7/29: add_lag_shelf
[2025-11-25T08:42:47.993954] [INFO ] [CONFIGURE ] BRW: Testing with features: ['add_bollinger_bands', 'add_lag_shelf']
[2025-11-25T08:42:48.198981] [DEBUG] [FORECASTER] BRW: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T08:42:48.403218] [DEBUG] [FORECASTER] BRW: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T08:42:48.606863] [DEBUG] [FORECASTER] BRW: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T08:42:48.822727] [DEBUG] [FORECASTER] BRW: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T08:42:49.025636] [DEBUG] [FORECASTER] BRW: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T08:42:49.227054] [DEBUG] [FORECASTER] BRW: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T08:42:49.434674] [DEBUG] [FORECASTER] BRW: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T08:42:49.639684] [DEBUG] [FORECASTER] BRW: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T08:42:49.846151] [DEBUG] [FORECASTER] BRW: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T08:42:50.050602] [DEBUG] [FORECASTER] BRW: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T08:42:50.050782] [INFO ] [CONFIGURE ] BRW: DISCARDED add_lag_shelf (score: 60.00%)
[2025-11-25T08:42:50.050832] [INFO ] [CONFIGURE ] JOB ETA: 2.0h | Avg: 2.8s/test | Remaining: 2602 tests
[2025-11-25T08:42:50.050871] [INFO ] [CONFIGURE ] BRW: Testing feature 8/29: add_macd
[2025-11-25T08:42:50.050909] [INFO ] [CONFIGURE ] BRW: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd']
[2025-11-25T08:42:50.335110] [DEBUG] [FORECASTER] BRW: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T08:42:50.625838] [DEBUG] [FORECASTER] BRW: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T08:42:50.913224] [DEBUG] [FORECASTER] BRW: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T08:42:51.213767] [DEBUG] [FORECASTER] BRW: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T08:42:51.504207] [DEBUG] [FORECASTER] BRW: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T08:42:51.807201] [DEBUG] [FORECASTER] BRW: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T08:42:52.103812] [DEBUG] [FORECASTER] BRW: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T08:42:52.409997] [DEBUG] [FORECASTER] BRW: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T08:42:52.718738] [DEBUG] [FORECASTER] BRW: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T08:42:53.076434] [DEBUG] [FORECASTER] BRW: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T08:42:53.076638] [INFO ] [CONFIGURE ] BRW: KEPT add_macd (score: 70.00%)
[2025-11-25T08:42:53.076796] [INFO ] [CONFIGURE ] JOB ETA: 2.0h | Avg: 2.8s/test | Remaining: 2601 tests
[2025-11-25T08:42:53.076852] [INFO ] [CONFIGURE ] BRW: Testing feature 9/29: add_mfi
[2025-11-25T08:42:53.076898] [INFO ] [CONFIGURE ] BRW: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd', 'add_mfi']
[2025-11-25T08:42:53.422096] [DEBUG] [FORECASTER] BRW: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T08:42:53.752780] [DEBUG] [FORECASTER] BRW: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T08:42:54.080585] [DEBUG] [FORECASTER] BRW: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T08:42:54.406351] [DEBUG] [FORECASTER] BRW: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T08:42:54.729550] [DEBUG] [FORECASTER] BRW: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T08:42:55.049720] [DEBUG] [FORECASTER] BRW: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T08:42:55.354321] [DEBUG] [FORECASTER] BRW: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T08:42:55.663965] [DEBUG] [FORECASTER] BRW: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T08:42:55.973391] [DEBUG] [FORECASTER] BRW: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T08:42:56.284015] [DEBUG] [FORECASTER] BRW: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T08:42:56.284203] [INFO ] [CONFIGURE ] BRW: DISCARDED add_mfi (score: 70.00%)
[2025-11-25T08:42:56.284278] [INFO ] [CONFIGURE ] JOB ETA: 2.0h | Avg: 2.8s/test | Remaining: 2600 tests
[2025-11-25T08:42:56.284329] [INFO ] [CONFIGURE ] BRW: Testing feature 10/29: add_momentum_acceleration
[2025-11-25T08:42:56.284371] [INFO ] [CONFIGURE ] BRW: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd', 'add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-11-25T08:42:56.651900] [DEBUG] [FORECASTER] BRW: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T08:42:57.032932] [DEBUG] [FORECASTER] BRW: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T08:42:57.417237] [DEBUG] [FORECASTER] BRW: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T08:42:57.795837] [DEBUG] [FORECASTER] BRW: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T08:42:58.173849] [DEBUG] [FORECASTER] BRW: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T08:42:58.554881] [DEBUG] [FORECASTER] BRW: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T08:42:58.925533] [DEBUG] [FORECASTER] BRW: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T08:42:59.314500] [DEBUG] [FORECASTER] BRW: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T08:42:59.726710] [DEBUG] [FORECASTER] BRW: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T08:43:00.127237] [DEBUG] [FORECASTER] BRW: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T08:43:00.127469] [INFO ] [CONFIGURE ] BRW: DISCARDED add_momentum_acceleration (score: 70.00%)
[2025-11-25T08:43:00.127531] [INFO ] [CONFIGURE ] JOB ETA: 2.0h | Avg: 2.8s/test | Remaining: 2599 tests
[2025-11-25T08:43:00.127582] [INFO ] [CONFIGURE ] BRW: Testing feature 11/29: add_obv_daily
[2025-11-25T08:43:00.127627] [INFO ] [CONFIGURE ] BRW: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd', 'add_obv_daily']
[2025-11-25T08:43:00.447254] [DEBUG] [FORECASTER] BRW: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T08:43:00.932381] [DEBUG] [FORECASTER] BRW: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0
[2025-11-25T08:43:01.670582] [DEBUG] [FORECASTER] BRW: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T08:43:02.158497] [DEBUG] [FORECASTER] BRW: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T08:43:02.498201] [DEBUG] [FORECASTER] BRW: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T08:43:02.862172] [DEBUG] [FORECASTER] BRW: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T08:43:03.217514] [DEBUG] [FORECASTER] BRW: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T08:43:03.546932] [DEBUG] [FORECASTER] BRW: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T08:43:03.873731] [DEBUG] [FORECASTER] BRW: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T08:43:04.187546] [DEBUG] [FORECASTER] BRW: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T08:43:04.187776] [INFO ] [CONFIGURE ] BRW: DISCARDED add_obv_daily (score: 40.00%)
[2025-11-25T08:43:04.187843] [INFO ] [CONFIGURE ] JOB ETA: 2.0h | Avg: 2.8s/test | Remaining: 2598 tests
[2025-11-25T08:43:04.187893] [INFO ] [CONFIGURE ] BRW: Testing feature 12/29: add_obv_interval
[2025-11-25T08:43:04.187939] [INFO ] [CONFIGURE ] BRW: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd', 'add_obv_interval']
[2025-11-25T08:43:04.494185] [DEBUG] [FORECASTER] BRW: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T08:43:04.791944] [DEBUG] [FORECASTER] BRW: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T08:43:05.121630] [DEBUG] [FORECASTER] BRW: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T08:43:05.433385] [DEBUG] [FORECASTER] BRW: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T08:43:05.745132] [DEBUG] [FORECASTER] BRW: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T08:43:06.060321] [DEBUG] [FORECASTER] BRW: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T08:43:06.366599] [DEBUG] [FORECASTER] BRW: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T08:43:06.676324] [DEBUG] [FORECASTER] BRW: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T08:43:06.980765] [DEBUG] [FORECASTER] BRW: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T08:43:07.288425] [DEBUG] [FORECASTER] BRW: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T08:43:07.288692] [INFO ] [CONFIGURE ] BRW: DISCARDED add_obv_interval (score: 50.00%)
[2025-11-25T08:43:07.288760] [INFO ] [CONFIGURE ] JOB ETA: 2.0h | Avg: 2.8s/test | Remaining: 2597 tests
[2025-11-25T08:43:07.288810] [INFO ] [CONFIGURE ] BRW: Testing feature 13/29: add_opening_strength
[2025-11-25T08:43:07.288854] [INFO ] [CONFIGURE ] BRW: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd', 'add_daily_returns', 'add_opening_strength']
[2025-11-25T08:43:07.620731] [DEBUG] [FORECASTER] BRW: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T08:43:07.988219] [DEBUG] [FORECASTER] BRW: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T08:43:08.362359] [DEBUG] [FORECASTER] BRW: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T08:43:08.739733] [DEBUG] [FORECASTER] BRW: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T08:43:09.129144] [DEBUG] [FORECASTER] BRW: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T08:43:09.467212] [DEBUG] [FORECASTER] BRW: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T08:43:09.810801] [DEBUG] [FORECASTER] BRW: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T08:43:10.158373] [DEBUG] [FORECASTER] BRW: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T08:43:10.498527] [DEBUG] [FORECASTER] BRW: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T08:43:10.841929] [DEBUG] [FORECASTER] BRW: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T08:43:10.842122] [INFO ] [CONFIGURE ] BRW: DISCARDED add_opening_strength (score: 60.00%)
[2025-11-25T08:43:10.842180] [INFO ] [CONFIGURE ] JOB ETA: 2.0h | Avg: 2.8s/test | Remaining: 2596 tests
[2025-11-25T08:43:10.842229] [INFO ] [CONFIGURE ] BRW: Testing feature 14/29: add_order_flow_imbalance
[2025-11-25T08:43:10.842274] [INFO ] [CONFIGURE ] BRW: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd', 'add_order_flow_imbalance']
[2025-11-25T08:43:11.166026] [DEBUG] [FORECASTER] BRW: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T08:43:11.484552] [DEBUG] [FORECASTER] BRW: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T08:43:11.817461] [DEBUG] [FORECASTER] BRW: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T08:43:12.146919] [DEBUG] [FORECASTER] BRW: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T08:43:12.460967] [DEBUG] [FORECASTER] BRW: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T08:43:12.794517] [DEBUG] [FORECASTER] BRW: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T08:43:13.117030] [DEBUG] [FORECASTER] BRW: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T08:43:13.440216] [DEBUG] [FORECASTER] BRW: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T08:43:13.753613] [DEBUG] [FORECASTER] BRW: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T08:43:14.084145] [DEBUG] [FORECASTER] BRW: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T08:43:14.084341] [INFO ] [CONFIGURE ] BRW: DISCARDED add_order_flow_imbalance (score: 60.00%)
[2025-11-25T08:43:14.084401] [INFO ] [CONFIGURE ] JOB ETA: 2.0h | Avg: 2.8s/test | Remaining: 2595 tests
[2025-11-25T08:43:14.084450] [INFO ] [CONFIGURE ] BRW: Testing feature 15/29: add_pbf_morning_momentum
[2025-11-25T08:43:14.084502] [INFO ] [CONFIGURE ] BRW: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd', 'add_pbf_morning_momentum']
[2025-11-25T08:43:14.370722] [DEBUG] [FORECASTER] BRW: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T08:43:14.657047] [DEBUG] [FORECASTER] BRW: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T08:43:14.947739] [DEBUG] [FORECASTER] BRW: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T08:43:15.240889] [DEBUG] [FORECASTER] BRW: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T08:43:15.560727] [DEBUG] [FORECASTER] BRW: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T08:43:15.850590] [DEBUG] [FORECASTER] BRW: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T08:43:16.147183] [DEBUG] [FORECASTER] BRW: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T08:43:16.439947] [DEBUG] [FORECASTER] BRW: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T08:43:16.735938] [DEBUG] [FORECASTER] BRW: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T08:43:17.033183] [DEBUG] [FORECASTER] BRW: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T08:43:17.033361] [INFO ] [CONFIGURE ] BRW: DISCARDED add_pbf_morning_momentum (score: 50.00%)
[2025-11-25T08:43:17.033422] [INFO ] [CONFIGURE ] JOB ETA: 2.0h | Avg: 2.8s/test | Remaining: 2594 tests
[2025-11-25T08:43:17.033472] [INFO ] [CONFIGURE ] BRW: Testing feature 16/29: add_pbf_overnight_gap
[2025-11-25T08:43:17.033519] [INFO ] [CONFIGURE ] BRW: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd', 'add_pbf_overnight_gap']
[2025-11-25T08:43:17.319326] [DEBUG] [FORECASTER] BRW: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T08:43:17.607345] [DEBUG] [FORECASTER] BRW: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T08:43:17.899609] [DEBUG] [FORECASTER] BRW: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T08:43:18.194127] [DEBUG] [FORECASTER] BRW: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T08:43:18.482956] [DEBUG] [FORECASTER] BRW: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T08:43:18.772926] [DEBUG] [FORECASTER] BRW: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T08:43:19.083516] [DEBUG] [FORECASTER] BRW: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T08:43:19.372677] [DEBUG] [FORECASTER] BRW: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T08:43:19.664623] [DEBUG] [FORECASTER] BRW: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T08:43:19.958714] [DEBUG] [FORECASTER] BRW: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T08:43:19.958902] [INFO ] [CONFIGURE ] BRW: DISCARDED add_pbf_overnight_gap (score: 50.00%)
[2025-11-25T08:43:19.958960] [INFO ] [CONFIGURE ] JOB ETA: 2.0h | Avg: 2.8s/test | Remaining: 2593 tests
[2025-11-25T08:43:19.959010] [INFO ] [CONFIGURE ] BRW: Testing feature 17/29: add_pbf_return_2d
[2025-11-25T08:43:19.959055] [INFO ] [CONFIGURE ] BRW: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd', 'add_pbf_return_2d']
[2025-11-25T08:43:20.279831] [DEBUG] [FORECASTER] BRW: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T08:43:20.586913] [DEBUG] [FORECASTER] BRW: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0
[2025-11-25T08:43:20.890600] [DEBUG] [FORECASTER] BRW: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T08:43:21.202140] [DEBUG] [FORECASTER] BRW: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T08:43:21.517590] [DEBUG] [FORECASTER] BRW: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T08:43:21.835075] [DEBUG] [FORECASTER] BRW: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T08:43:22.147457] [DEBUG] [FORECASTER] BRW: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T08:43:22.461043] [DEBUG] [FORECASTER] BRW: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T08:43:22.791594] [DEBUG] [FORECASTER] BRW: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T08:43:23.117984] [DEBUG] [FORECASTER] BRW: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T08:43:23.118162] [INFO ] [CONFIGURE ] BRW: DISCARDED add_pbf_return_2d (score: 50.00%)
[2025-11-25T08:43:23.118219] [INFO ] [CONFIGURE ] JOB ETA: 2.0h | Avg: 2.8s/test | Remaining: 2592 tests
[2025-11-25T08:43:23.118266] [INFO ] [CONFIGURE ] BRW: Testing feature 18/29: add_pbf_volatility_5d
[2025-11-25T08:43:23.118312] [INFO ] [CONFIGURE ] BRW: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd', 'add_pbf_volatility_5d']
[2025-11-25T08:43:23.412263] [DEBUG] [FORECASTER] BRW: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T08:43:23.703183] [DEBUG] [FORECASTER] BRW: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T08:43:23.999003] [DEBUG] [FORECASTER] BRW: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T08:43:24.302207] [DEBUG] [FORECASTER] BRW: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T08:43:24.602399] [DEBUG] [FORECASTER] BRW: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T08:43:24.901606] [DEBUG] [FORECASTER] BRW: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T08:43:25.203108] [DEBUG] [FORECASTER] BRW: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T08:43:25.497459] [DEBUG] [FORECASTER] BRW: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T08:43:25.787062] [DEBUG] [FORECASTER] BRW: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T08:43:26.080946] [DEBUG] [FORECASTER] BRW: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T08:43:26.081121] [INFO ] [CONFIGURE ] BRW: DISCARDED add_pbf_volatility_5d (score: 50.00%)
[2025-11-25T08:43:26.081248] [INFO ] [CONFIGURE ] JOB ETA: 2.0h | Avg: 2.8s/test | Remaining: 2591 tests
[2025-11-25T08:43:26.081299] [INFO ] [CONFIGURE ] BRW: Testing feature 19/29: add_pbf_vs_sma_5
[2025-11-25T08:43:26.081344] [INFO ] [CONFIGURE ] BRW: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd', 'add_pbf_vs_sma_5']
[2025-11-25T08:43:26.356624] [DEBUG] [FORECASTER] BRW: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T08:43:26.627835] [DEBUG] [FORECASTER] BRW: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T08:43:26.908525] [DEBUG] [FORECASTER] BRW: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T08:43:27.190601] [DEBUG] [FORECASTER] BRW: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T08:43:27.473587] [DEBUG] [FORECASTER] BRW: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T08:43:27.767499] [DEBUG] [FORECASTER] BRW: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T08:43:28.059553] [DEBUG] [FORECASTER] BRW: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T08:43:28.350478] [DEBUG] [FORECASTER] BRW: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T08:43:28.670048] [DEBUG] [FORECASTER] BRW: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T08:43:28.979443] [DEBUG] [FORECASTER] BRW: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T08:43:28.979629] [INFO ] [CONFIGURE ] BRW: DISCARDED add_pbf_vs_sma_5 (score: 40.00%)
[2025-11-25T08:43:28.979710] [INFO ] [CONFIGURE ] JOB ETA: 2.0h | Avg: 2.8s/test | Remaining: 2590 tests
[2025-11-25T08:43:28.979761] [INFO ] [CONFIGURE ] BRW: Testing feature 20/29: add_price_rejection
[2025-11-25T08:43:28.979808] [INFO ] [CONFIGURE ] BRW: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd', 'add_price_rejection']
[2025-11-25T08:43:29.319259] [DEBUG] [FORECASTER] BRW: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T08:43:29.645845] [DEBUG] [FORECASTER] BRW: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T08:43:29.985255] [DEBUG] [FORECASTER] BRW: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T08:43:30.322463] [DEBUG] [FORECASTER] BRW: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T08:43:30.660335] [DEBUG] [FORECASTER] BRW: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T08:43:30.996248] [DEBUG] [FORECASTER] BRW: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T08:43:31.327702] [DEBUG] [FORECASTER] BRW: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T08:43:31.666094] [DEBUG] [FORECASTER] BRW: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T08:43:31.999861] [DEBUG] [FORECASTER] BRW: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T08:43:32.333221] [DEBUG] [FORECASTER] BRW: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T08:43:32.333411] [INFO ] [CONFIGURE ] BRW: DISCARDED add_price_rejection (score: 40.00%)
[2025-11-25T08:43:32.333472] [INFO ] [CONFIGURE ] JOB ETA: 2.0h | Avg: 2.8s/test | Remaining: 2589 tests
[2025-11-25T08:43:32.333527] [INFO ] [CONFIGURE ] BRW: Testing feature 21/29: add_range_position
[2025-11-25T08:43:32.333572] [INFO ] [CONFIGURE ] BRW: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd', 'add_range_position']
[2025-11-25T08:43:32.637049] [DEBUG] [FORECASTER] BRW: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T08:43:32.983377] [DEBUG] [FORECASTER] BRW: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T08:43:33.336981] [DEBUG] [FORECASTER] BRW: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T08:43:33.659003] [DEBUG] [FORECASTER] BRW: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T08:43:33.984549] [DEBUG] [FORECASTER] BRW: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T08:43:34.301137] [DEBUG] [FORECASTER] BRW: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T08:43:34.605991] [DEBUG] [FORECASTER] BRW: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T08:43:34.943162] [DEBUG] [FORECASTER] BRW: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T08:43:35.289419] [DEBUG] [FORECASTER] BRW: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T08:43:35.633000] [DEBUG] [FORECASTER] BRW: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T08:43:35.633202] [INFO ] [CONFIGURE ] BRW: KEPT add_range_position (score: 80.00%)
[2025-11-25T08:43:35.633260] [INFO ] [CONFIGURE ] JOB ETA: 2.0h | Avg: 2.8s/test | Remaining: 2588 tests
[2025-11-25T08:43:35.633307] [INFO ] [CONFIGURE ] BRW: Testing feature 22/29: add_realized_volatility
[2025-11-25T08:43:35.633343] [INFO ] [CONFIGURE ] BRW: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd', 'add_range_position', 'add_realized_volatility']
[2025-11-25T08:43:36.097911] [DEBUG] [FORECASTER] BRW: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T08:43:36.578727] [DEBUG] [FORECASTER] BRW: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T08:43:37.043483] [DEBUG] [FORECASTER] BRW: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T08:43:37.515361] [DEBUG] [FORECASTER] BRW: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T08:43:37.988189] [DEBUG] [FORECASTER] BRW: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T08:43:38.463169] [DEBUG] [FORECASTER] BRW: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T08:43:38.934608] [DEBUG] [FORECASTER] BRW: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T08:43:39.404586] [DEBUG] [FORECASTER] BRW: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T08:43:39.875274] [DEBUG] [FORECASTER] BRW: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T08:43:40.409615] [DEBUG] [FORECASTER] BRW: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T08:43:40.409911] [INFO ] [CONFIGURE ] BRW: DISCARDED add_realized_volatility (score: 60.00%)
[2025-11-25T08:43:40.410002] [INFO ] [CONFIGURE ] JOB ETA: 2.0h | Avg: 2.8s/test | Remaining: 2587 tests
[2025-11-25T08:43:40.410080] [INFO ] [CONFIGURE ] BRW: Testing feature 23/29: add_recent_range_context
[2025-11-25T08:43:40.410198] [INFO ] [CONFIGURE ] BRW: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd', 'add_range_position', 'add_recent_range_context']
[2025-11-25T08:43:40.872439] [DEBUG] [FORECASTER] BRW: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T08:43:41.279564] [DEBUG] [FORECASTER] BRW: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T08:43:41.661606] [DEBUG] [FORECASTER] BRW: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T08:43:42.014256] [DEBUG] [FORECASTER] BRW: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T08:43:42.372130] [DEBUG] [FORECASTER] BRW: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T08:43:42.714048] [DEBUG] [FORECASTER] BRW: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T08:43:43.077693] [DEBUG] [FORECASTER] BRW: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T08:43:43.436036] [DEBUG] [FORECASTER] BRW: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T08:43:43.786355] [DEBUG] [FORECASTER] BRW: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T08:43:44.144150] [DEBUG] [FORECASTER] BRW: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T08:43:44.144325] [INFO ] [CONFIGURE ] BRW: DISCARDED add_recent_range_context (score: 50.00%)
[2025-11-25T08:43:44.144386] [INFO ] [CONFIGURE ] JOB ETA: 2.0h | Avg: 2.8s/test | Remaining: 2586 tests
[2025-11-25T08:43:44.144458] [INFO ] [CONFIGURE ] BRW: Testing feature 24/29: add_rsi
[2025-11-25T08:43:44.144506] [INFO ] [CONFIGURE ] BRW: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd', 'add_range_position', 'add_ema', 'add_rsi']
[2025-11-25T08:43:44.541819] [DEBUG] [FORECASTER] BRW: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T08:43:44.955722] [DEBUG] [FORECASTER] BRW: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T08:43:45.361124] [DEBUG] [FORECASTER] BRW: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T08:43:45.775863] [DEBUG] [FORECASTER] BRW: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T08:43:46.189120] [DEBUG] [FORECASTER] BRW: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T08:43:46.603114] [DEBUG] [FORECASTER] BRW: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T08:43:47.014115] [DEBUG] [FORECASTER] BRW: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T08:43:47.458104] [DEBUG] [FORECASTER] BRW: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T08:43:47.887129] [DEBUG] [FORECASTER] BRW: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T08:43:48.294966] [DEBUG] [FORECASTER] BRW: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T08:43:48.295156] [INFO ] [CONFIGURE ] BRW: DISCARDED add_rsi (score: 40.00%)
[2025-11-25T08:43:48.295213] [INFO ] [CONFIGURE ] JOB ETA: 2.0h | Avg: 2.8s/test | Remaining: 2585 tests
[2025-11-25T08:43:48.295261] [INFO ] [CONFIGURE ] BRW: Testing feature 25/29: add_tick_distribution
[2025-11-25T08:43:48.295304] [INFO ] [CONFIGURE ] BRW: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd', 'add_range_position', 'add_tick_distribution']
[2025-11-25T08:43:48.686130] [DEBUG] [FORECASTER] BRW: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T08:43:49.063919] [DEBUG] [FORECASTER] BRW: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T08:43:49.439466] [DEBUG] [FORECASTER] BRW: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T08:43:49.815204] [DEBUG] [FORECASTER] BRW: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T08:43:50.212025] [DEBUG] [FORECASTER] BRW: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T08:43:50.594666] [DEBUG] [FORECASTER] BRW: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T08:43:50.964621] [DEBUG] [FORECASTER] BRW: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T08:43:51.334829] [DEBUG] [FORECASTER] BRW: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T08:43:51.708379] [DEBUG] [FORECASTER] BRW: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T08:43:52.074291] [DEBUG] [FORECASTER] BRW: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T08:43:52.074467] [INFO ] [CONFIGURE ] BRW: DISCARDED add_tick_distribution (score: 50.00%)
[2025-11-25T08:43:52.074527] [INFO ] [CONFIGURE ] JOB ETA: 2.0h | Avg: 2.8s/test | Remaining: 2584 tests
[2025-11-25T08:43:52.074577] [INFO ] [CONFIGURE ] BRW: Testing feature 26/29: add_volume_momentum_confirmation
[2025-11-25T08:43:52.074624] [INFO ] [CONFIGURE ] BRW: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd', 'add_range_position', 'add_volume_momentum_confirmation']
[2025-11-25T08:43:52.435578] [DEBUG] [FORECASTER] BRW: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T08:43:52.852695] [DEBUG] [FORECASTER] BRW: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T08:43:53.203722] [DEBUG] [FORECASTER] BRW: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T08:43:53.577516] [DEBUG] [FORECASTER] BRW: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T08:43:53.945015] [DEBUG] [FORECASTER] BRW: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T08:43:54.307664] [DEBUG] [FORECASTER] BRW: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T08:43:54.686477] [DEBUG] [FORECASTER] BRW: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T08:43:55.042485] [DEBUG] [FORECASTER] BRW: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T08:43:55.401815] [DEBUG] [FORECASTER] BRW: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T08:43:55.757297] [DEBUG] [FORECASTER] BRW: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T08:43:55.757548] [INFO ] [CONFIGURE ] BRW: DISCARDED add_volume_momentum_confirmation (score: 60.00%)
[2025-11-25T08:43:55.757612] [INFO ] [CONFIGURE ] JOB ETA: 2.0h | Avg: 2.8s/test | Remaining: 2583 tests
[2025-11-25T08:43:55.757686] [INFO ] [CONFIGURE ] BRW: Testing feature 27/29: add_volume_price_divergence
[2025-11-25T08:43:55.757728] [INFO ] [CONFIGURE ] BRW: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd', 'add_range_position', 'add_volume_price_divergence']
[2025-11-25T08:43:56.136994] [DEBUG] [FORECASTER] BRW: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T08:43:56.534874] [DEBUG] [FORECASTER] BRW: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T08:43:56.932447] [DEBUG] [FORECASTER] BRW: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T08:43:57.305139] [DEBUG] [FORECASTER] BRW: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T08:43:57.702316] [DEBUG] [FORECASTER] BRW: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T08:43:58.088216] [DEBUG] [FORECASTER] BRW: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T08:43:58.466284] [DEBUG] [FORECASTER] BRW: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T08:43:58.830133] [DEBUG] [FORECASTER] BRW: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T08:43:59.184220] [DEBUG] [FORECASTER] BRW: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T08:43:59.551281] [DEBUG] [FORECASTER] BRW: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T08:43:59.551497] [INFO ] [CONFIGURE ] BRW: DISCARDED add_volume_price_divergence (score: 70.00%)
[2025-11-25T08:43:59.551558] [INFO ] [CONFIGURE ] JOB ETA: 2.0h | Avg: 2.8s/test | Remaining: 2582 tests
[2025-11-25T08:43:59.551608] [INFO ] [CONFIGURE ] BRW: Testing feature 28/29: add_volume_profile
[2025-11-25T08:43:59.551666] [INFO ] [CONFIGURE ] BRW: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd', 'add_range_position', 'add_volume_profile']
[2025-11-25T08:43:59.913860] [DEBUG] [FORECASTER] BRW: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T08:44:00.281478] [DEBUG] [FORECASTER] BRW: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T08:44:00.630951] [DEBUG] [FORECASTER] BRW: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T08:44:00.989796] [DEBUG] [FORECASTER] BRW: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T08:44:02.040249] [DEBUG] [FORECASTER] BRW: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T08:44:02.434751] [DEBUG] [FORECASTER] BRW: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T08:44:02.817353] [DEBUG] [FORECASTER] BRW: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T08:44:03.198131] [DEBUG] [FORECASTER] BRW: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T08:44:03.579308] [DEBUG] [FORECASTER] BRW: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T08:44:03.942672] [DEBUG] [FORECASTER] BRW: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T08:44:03.942891] [INFO ] [CONFIGURE ] BRW: DISCARDED add_volume_profile (score: 60.00%)
[2025-11-25T08:44:03.942952] [INFO ] [CONFIGURE ] JOB ETA: 2.0h | Avg: 2.8s/test | Remaining: 2581 tests
[2025-11-25T08:44:03.943095] [INFO ] [CONFIGURE ] BRW: ===== FEATURE SELECTION COMPLETE =====
[2025-11-25T08:44:03.943144] [INFO ] [CONFIGURE ] BRW: Best accuracy: 80.00%
[2025-11-25T08:44:03.943189] [INFO ] [CONFIGURE ] BRW: Best feature set (4 features): ['add_bollinger_bands', 'add_vwap', 'add_macd', 'add_range_position']
[2025-11-25T08:44:03.943239] [INFO ] [CONFIGURE ] BRW: Improvement over baseline: 40.00%
[2025-11-25T08:44:03.943281] [INFO ] [CONFIGURE ] BRW: Total time: 1.5 minutes
[2025-11-25T08:44:03.943320] [INFO ] [CONFIGURE ] BRW: Average time per feature: 3.2 seconds
[2025-11-25T08:44:03.943385] [INFO ] [CONFIGURE ] BRW: Average speed: 0.32 features/sec
[2025-11-25T08:44:03.943799] [INFO ] [LOCAL     ] Saved configuration for BRW: 4 features, 80.00% accuracy -> ./output/feature-sets/BRW.json
[2025-11-25T08:44:03.943859] [INFO ] [CONFIGURE ] BRW: Configuration saved successfully: 4 features, 80.00% accuracy.
[2025-11-25T08:44:03.943910] [INFO ] [sig       ] [76/164] Successfully configured BRW | 0.01 sym/s | Total: 1.7h | ETA: 2.0h
[2025-11-25T08:44:03.943980] [INFO ] [sig       ] [77/164] Configuring BRX...
[2025-11-25T08:44:03.944043] [INFO ] [CONFIGURE ] BRX: Configurate test run.
[2025-11-25T08:44:03.944090] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BRX' from 'https://tdm.silogroup.org/data/derivative_storage/BRX.csv'.
[2025-11-25T08:44:03.956791] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'BRX'.
[2025-11-25T08:44:03.957245] [INFO ] [CONFIGURE ] BRX: Testing with 29 available features
[2025-11-25T08:44:03.957311] [INFO ] [CONFIGURE ] BRX: Establishing baseline with no features...
[2025-11-25T08:44:04.132979] [DEBUG] [FORECASTER] BRX: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T08:44:04.304486] [DEBUG] [FORECASTER] BRX: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T08:44:04.477981] [DEBUG] [FORECASTER] BRX: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T08:44:04.662167] [DEBUG] [FORECASTER] BRX: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T08:44:04.843149] [DEBUG] [FORECASTER] BRX: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T08:44:05.018157] [DEBUG] [FORECASTER] BRX: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T08:44:05.189173] [DEBUG] [FORECASTER] BRX: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T08:44:05.361331] [DEBUG] [FORECASTER] BRX: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T08:44:05.530950] [DEBUG] [FORECASTER] BRX: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T08:44:05.702954] [DEBUG] [FORECASTER] BRX: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-11-25T08:44:05.703113] [INFO ] [CONFIGURE ] BRX: Baseline score (no features): 50.00%
[2025-11-25T08:44:05.703161] [INFO ] [CONFIGURE ] BRX: Testing feature 1/29: add_bollinger_bands
[2025-11-25T08:44:05.703199] [INFO ] [CONFIGURE ] BRX: Testing with features: ['add_bollinger_bands']
[2025-11-25T08:44:05.909087] [DEBUG] [FORECASTER] BRX: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T08:44:06.110809] [DEBUG] [FORECASTER] BRX: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T08:44:06.312409] [DEBUG] [FORECASTER] BRX: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T08:44:06.515477] [DEBUG] [FORECASTER] BRX: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T08:44:06.719486] [DEBUG] [FORECASTER] BRX: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T08:44:06.925046] [DEBUG] [FORECASTER] BRX: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T08:44:07.132065] [DEBUG] [FORECASTER] BRX: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T08:44:07.333856] [DEBUG] [FORECASTER] BRX: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T08:44:07.537412] [DEBUG] [FORECASTER] BRX: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T08:44:07.756529] [DEBUG] [FORECASTER] BRX: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-25T08:44:07.756876] [INFO ] [CONFIGURE ] BRX: DISCARDED add_bollinger_bands (score: 50.00%)
[2025-11-25T08:44:07.756985] [INFO ] [CONFIGURE ] JOB ETA: 2.0h | Avg: 2.8s/test | Remaining: 2580 tests
[2025-11-25T08:44:07.757082] [INFO ] [CONFIGURE ] BRX: Testing feature 2/29: add_cumulative_delta
[2025-11-25T08:44:07.757199] [INFO ] [CONFIGURE ] BRX: Testing with features: ['add_cumulative_delta']
[2025-11-25T08:44:07.965859] [DEBUG] [FORECASTER] BRX: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T08:44:08.171898] [DEBUG] [FORECASTER] BRX: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T08:44:08.379145] [DEBUG] [FORECASTER] BRX: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T08:44:08.587267] [DEBUG] [FORECASTER] BRX: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T08:44:08.793544] [DEBUG] [FORECASTER] BRX: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T08:44:09.003749] [DEBUG] [FORECASTER] BRX: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T08:44:09.210463] [DEBUG] [FORECASTER] BRX: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T08:44:09.420086] [DEBUG] [FORECASTER] BRX: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T08:44:09.629217] [DEBUG] [FORECASTER] BRX: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T08:44:09.844285] [DEBUG] [FORECASTER] BRX: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-25T08:44:09.844465] [INFO ] [CONFIGURE ] BRX: KEPT add_cumulative_delta (score: 60.00%)
[2025-11-25T08:44:09.844514] [INFO ] [CONFIGURE ] JOB ETA: 2.0h | Avg: 2.8s/test | Remaining: 2579 tests
[2025-11-25T08:44:09.844553] [INFO ] [CONFIGURE ] BRX: Testing feature 3/29: add_daily_returns
[2025-11-25T08:44:09.844590] [INFO ] [CONFIGURE ] BRX: Testing with features: ['add_cumulative_delta', 'add_daily_returns']
[2025-11-25T08:44:10.066593] [DEBUG] [FORECASTER] BRX: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T08:44:10.287862] [DEBUG] [FORECASTER] BRX: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T08:44:10.507103] [DEBUG] [FORECASTER] BRX: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T08:44:10.733930] [DEBUG] [FORECASTER] BRX: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T08:44:10.954742] [DEBUG] [FORECASTER] BRX: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T08:44:11.175133] [DEBUG] [FORECASTER] BRX: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T08:44:11.399748] [DEBUG] [FORECASTER] BRX: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T08:44:11.627956] [DEBUG] [FORECASTER] BRX: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T08:44:11.855229] [DEBUG] [FORECASTER] BRX: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T08:44:12.079710] [DEBUG] [FORECASTER] BRX: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-25T08:44:12.080040] [INFO ] [CONFIGURE ] BRX: DISCARDED add_daily_returns (score: 60.00%)
[2025-11-25T08:44:12.080150] [INFO ] [CONFIGURE ] JOB ETA: 2.0h | Avg: 2.8s/test | Remaining: 2578 tests
[2025-11-25T08:44:12.080247] [INFO ] [CONFIGURE ] BRX: Testing feature 4/29: add_ema
[2025-11-25T08:44:12.080341] [INFO ] [CONFIGURE ] BRX: Testing with features: ['add_cumulative_delta', 'add_ema']
[2025-11-25T08:44:12.340542] [DEBUG] [FORECASTER] BRX: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T08:44:12.605769] [DEBUG] [FORECASTER] BRX: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T08:44:12.876419] [DEBUG] [FORECASTER] BRX: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T08:44:13.136663] [DEBUG] [FORECASTER] BRX: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T08:44:13.395778] [DEBUG] [FORECASTER] BRX: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T08:44:13.656858] [DEBUG] [FORECASTER] BRX: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T08:44:13.922940] [DEBUG] [FORECASTER] BRX: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T08:44:14.185000] [DEBUG] [FORECASTER] BRX: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T08:44:14.450298] [DEBUG] [FORECASTER] BRX: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T08:44:14.713969] [DEBUG] [FORECASTER] BRX: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-11-25T08:44:14.714154] [INFO ] [CONFIGURE ] BRX: DISCARDED add_ema (score: 40.00%)
[2025-11-25T08:44:14.714212] [INFO ] [CONFIGURE ] JOB ETA: 2.0h | Avg: 2.8s/test | Remaining: 2577 tests
[2025-11-25T08:44:14.714261] [INFO ] [CONFIGURE ] BRX: Testing feature 5/29: add_exhaustion_signals
[2025-11-25T08:44:14.714333] [INFO ] [CONFIGURE ] BRX: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals']
[2025-11-25T08:44:14.966162] [DEBUG] [FORECASTER] BRX: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T08:44:15.214352] [DEBUG] [FORECASTER] BRX: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T08:44:15.461564] [DEBUG] [FORECASTER] BRX: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T08:44:15.729714] [DEBUG] [FORECASTER] BRX: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T08:44:15.978614] [DEBUG] [FORECASTER] BRX: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T08:44:16.229034] [DEBUG] [FORECASTER] BRX: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T08:44:16.487397] [DEBUG] [FORECASTER] BRX: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T08:44:16.751332] [DEBUG] [FORECASTER] BRX: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T08:44:17.013152] [DEBUG] [FORECASTER] BRX: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T08:44:17.269133] [DEBUG] [FORECASTER] BRX: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-11-25T08:44:17.269351] [INFO ] [CONFIGURE ] BRX: DISCARDED add_exhaustion_signals (score: 50.00%)
[2025-11-25T08:44:17.269425] [INFO ] [CONFIGURE ] JOB ETA: 2.0h | Avg: 2.8s/test | Remaining: 2576 tests
[2025-11-25T08:44:17.269480] [INFO ] [CONFIGURE ] BRX: Testing feature 6/29: add_failed_moves
[2025-11-25T08:44:17.269534] [INFO ] [CONFIGURE ] BRX: Testing with features: ['add_cumulative_delta', 'add_failed_moves']
[2025-11-25T08:44:17.498092] [DEBUG] [FORECASTER] BRX: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T08:44:17.722599] [DEBUG] [FORECASTER] BRX: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T08:44:17.942143] [DEBUG] [FORECASTER] BRX: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T08:44:18.155218] [DEBUG] [FORECASTER] BRX: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T08:44:18.360964] [DEBUG] [FORECASTER] BRX: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T08:44:18.577559] [DEBUG] [FORECASTER] BRX: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T08:44:18.785734] [DEBUG] [FORECASTER] BRX: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T08:44:19.004814] [DEBUG] [FORECASTER] BRX: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T08:44:19.228454] [DEBUG] [FORECASTER] BRX: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-25T08:44:19.442999] [DEBUG] [FORECASTER] BRX: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-25T08:44:19.443173] [INFO ] [CONFIGURE ] BRX: DISCARDED add_failed_moves (score: 50.00%)
[2025-11-25T08:44:19.443231] [INFO ] [CONFIGURE ] JOB ETA: 2.0h | Avg: 2.8s/test | Remaining: 2575 tests
[2025-11-25T08:44:19.443301] [INFO ] [CONFIGURE ] BRX: Testing feature 7/29: add_lag_shelf
[2025-11-25T08:44:19.443348] [INFO ] [CONFIGURE ] BRX: Testing with features: ['add_cumulative_delta', 'add_lag_shelf']
[2025-11-25T08:44:19.655563] [DEBUG] [FORECASTER] BRX: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T08:44:19.869496] [DEBUG] [FORECASTER] BRX: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T08:44:20.085918] [DEBUG] [FORECASTER] BRX: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T08:44:20.298110] [DEBUG] [FORECASTER] BRX: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T08:44:20.511899] [DEBUG] [FORECASTER] BRX: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T08:44:20.727494] [DEBUG] [FORECASTER] BRX: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T08:44:20.942927] [DEBUG] [FORECASTER] BRX: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T08:44:21.162162] [DEBUG] [FORECASTER] BRX: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T08:44:21.372209] [DEBUG] [FORECASTER] BRX: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T08:44:21.584898] [DEBUG] [FORECASTER] BRX: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-25T08:44:21.585239] [INFO ] [CONFIGURE ] BRX: DISCARDED add_lag_shelf (score: 60.00%)
[2025-11-25T08:44:21.585369] [INFO ] [CONFIGURE ] JOB ETA: 2.0h | Avg: 2.8s/test | Remaining: 2574 tests
[2025-11-25T08:44:21.585498] [INFO ] [CONFIGURE ] BRX: Testing feature 8/29: add_macd
[2025-11-25T08:44:21.585621] [INFO ] [CONFIGURE ] BRX: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_macd']
[2025-11-25T08:44:21.915822] [DEBUG] [FORECASTER] BRX: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T08:44:22.234491] [DEBUG] [FORECASTER] BRX: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T08:44:22.551995] [DEBUG] [FORECASTER] BRX: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T08:44:22.881298] [DEBUG] [FORECASTER] BRX: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T08:44:23.205158] [DEBUG] [FORECASTER] BRX: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T08:44:23.525489] [DEBUG] [FORECASTER] BRX: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T08:44:23.858282] [DEBUG] [FORECASTER] BRX: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T08:44:24.189734] [DEBUG] [FORECASTER] BRX: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T08:44:24.517347] [DEBUG] [FORECASTER] BRX: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T08:44:24.831204] [DEBUG] [FORECASTER] BRX: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-25T08:44:24.831413] [INFO ] [CONFIGURE ] BRX: DISCARDED add_macd (score: 60.00%)
[2025-11-25T08:44:24.831473] [INFO ] [CONFIGURE ] JOB ETA: 2.0h | Avg: 2.8s/test | Remaining: 2573 tests
[2025-11-25T08:44:24.831525] [INFO ] [CONFIGURE ] BRX: Testing feature 9/29: add_mfi
[2025-11-25T08:44:24.831568] [INFO ] [CONFIGURE ] BRX: Testing with features: ['add_cumulative_delta', 'add_mfi']
[2025-11-25T08:44:25.061182] [DEBUG] [FORECASTER] BRX: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T08:44:25.293785] [DEBUG] [FORECASTER] BRX: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T08:44:25.526931] [DEBUG] [FORECASTER] BRX: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T08:44:25.760804] [DEBUG] [FORECASTER] BRX: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T08:44:25.995058] [DEBUG] [FORECASTER] BRX: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T08:44:26.227800] [DEBUG] [FORECASTER] BRX: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T08:44:26.469133] [DEBUG] [FORECASTER] BRX: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T08:44:26.707205] [DEBUG] [FORECASTER] BRX: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T08:44:26.939309] [DEBUG] [FORECASTER] BRX: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T08:44:27.175094] [DEBUG] [FORECASTER] BRX: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-25T08:44:27.175302] [INFO ] [CONFIGURE ] BRX: DISCARDED add_mfi (score: 50.00%)
[2025-11-25T08:44:27.175359] [INFO ] [CONFIGURE ] JOB ETA: 2.0h | Avg: 2.8s/test | Remaining: 2572 tests
[2025-11-25T08:44:27.175407] [INFO ] [CONFIGURE ] BRX: Testing feature 10/29: add_momentum_acceleration
[2025-11-25T08:44:27.175450] [INFO ] [CONFIGURE ] BRX: Testing with features: ['add_cumulative_delta', 'add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-11-25T08:44:27.516676] [DEBUG] [FORECASTER] BRX: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T08:44:27.934339] [DEBUG] [FORECASTER] BRX: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T08:44:28.366172] [DEBUG] [FORECASTER] BRX: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T08:44:28.717314] [DEBUG] [FORECASTER] BRX: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T08:44:29.062390] [DEBUG] [FORECASTER] BRX: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T08:44:29.385162] [DEBUG] [FORECASTER] BRX: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T08:44:29.698137] [DEBUG] [FORECASTER] BRX: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T08:44:30.012766] [DEBUG] [FORECASTER] BRX: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T08:44:30.330786] [DEBUG] [FORECASTER] BRX: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-25T08:44:30.651824] [DEBUG] [FORECASTER] BRX: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-25T08:44:30.652006] [INFO ] [CONFIGURE ] BRX: DISCARDED add_momentum_acceleration (score: 50.00%)
[2025-11-25T08:44:30.652062] [INFO ] [CONFIGURE ] JOB ETA: 2.0h | Avg: 2.8s/test | Remaining: 2571 tests
[2025-11-25T08:44:30.652110] [INFO ] [CONFIGURE ] BRX: Testing feature 11/29: add_obv_daily
[2025-11-25T08:44:30.652154] [INFO ] [CONFIGURE ] BRX: Testing with features: ['add_cumulative_delta', 'add_obv_daily']
[2025-11-25T08:44:30.891540] [DEBUG] [FORECASTER] BRX: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T08:44:31.128553] [DEBUG] [FORECASTER] BRX: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T08:44:31.367676] [DEBUG] [FORECASTER] BRX: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T08:44:31.596547] [DEBUG] [FORECASTER] BRX: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T08:44:31.832095] [DEBUG] [FORECASTER] BRX: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T08:44:32.072907] [DEBUG] [FORECASTER] BRX: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T08:44:32.314467] [DEBUG] [FORECASTER] BRX: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T08:44:32.574733] [DEBUG] [FORECASTER] BRX: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T08:44:32.825604] [DEBUG] [FORECASTER] BRX: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T08:44:33.069333] [DEBUG] [FORECASTER] BRX: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-11-25T08:44:33.069564] [INFO ] [CONFIGURE ] BRX: DISCARDED add_obv_daily (score: 40.00%)
[2025-11-25T08:44:33.069663] [INFO ] [CONFIGURE ] JOB ETA: 2.0h | Avg: 2.8s/test | Remaining: 2570 tests
[2025-11-25T08:44:33.069730] [INFO ] [CONFIGURE ] BRX: Testing feature 12/29: add_obv_interval
[2025-11-25T08:44:33.069787] [INFO ] [CONFIGURE ] BRX: Testing with features: ['add_cumulative_delta', 'add_obv_interval']
[2025-11-25T08:44:33.298749] [DEBUG] [FORECASTER] BRX: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0
[2025-11-25T08:44:33.525540] [DEBUG] [FORECASTER] BRX: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T08:44:33.748513] [DEBUG] [FORECASTER] BRX: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T08:44:33.969730] [DEBUG] [FORECASTER] BRX: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T08:44:34.195210] [DEBUG] [FORECASTER] BRX: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T08:44:34.421602] [DEBUG] [FORECASTER] BRX: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T08:44:34.647040] [DEBUG] [FORECASTER] BRX: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T08:44:34.872320] [DEBUG] [FORECASTER] BRX: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T08:44:35.100589] [DEBUG] [FORECASTER] BRX: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T08:44:35.346301] [DEBUG] [FORECASTER] BRX: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-11-25T08:44:35.346488] [INFO ] [CONFIGURE ] BRX: DISCARDED add_obv_interval (score: 40.00%)
[2025-11-25T08:44:35.346546] [INFO ] [CONFIGURE ] JOB ETA: 2.0h | Avg: 2.8s/test | Remaining: 2569 tests
[2025-11-25T08:44:35.346593] [INFO ] [CONFIGURE ] BRX: Testing feature 13/29: add_opening_strength
[2025-11-25T08:44:35.346660] [INFO ] [CONFIGURE ] BRX: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_opening_strength']
[2025-11-25T08:44:35.599004] [DEBUG] [FORECASTER] BRX: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T08:44:35.858247] [DEBUG] [FORECASTER] BRX: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T08:44:36.125663] [DEBUG] [FORECASTER] BRX: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T08:44:36.379633] [DEBUG] [FORECASTER] BRX: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T08:44:36.632044] [DEBUG] [FORECASTER] BRX: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T08:44:36.883576] [DEBUG] [FORECASTER] BRX: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T08:44:37.140870] [DEBUG] [FORECASTER] BRX: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T08:44:37.394569] [DEBUG] [FORECASTER] BRX: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T08:44:37.647474] [DEBUG] [FORECASTER] BRX: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T08:44:37.909840] [DEBUG] [FORECASTER] BRX: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-25T08:44:37.910137] [INFO ] [CONFIGURE ] BRX: KEPT add_opening_strength (score: 70.00%)
[2025-11-25T08:44:37.910196] [INFO ] [CONFIGURE ] JOB ETA: 2.0h | Avg: 2.8s/test | Remaining: 2568 tests
[2025-11-25T08:44:37.910242] [INFO ] [CONFIGURE ] BRX: Testing feature 14/29: add_order_flow_imbalance
[2025-11-25T08:44:37.910312] [INFO ] [CONFIGURE ] BRX: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_opening_strength', 'add_order_flow_imbalance']
[2025-11-25T08:44:38.192813] [DEBUG] [FORECASTER] BRX: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T08:44:38.508690] [DEBUG] [FORECASTER] BRX: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T08:44:38.797658] [DEBUG] [FORECASTER] BRX: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T08:44:39.077173] [DEBUG] [FORECASTER] BRX: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T08:44:39.339448] [DEBUG] [FORECASTER] BRX: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T08:44:39.628910] [DEBUG] [FORECASTER] BRX: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T08:44:39.927933] [DEBUG] [FORECASTER] BRX: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T08:44:40.208317] [DEBUG] [FORECASTER] BRX: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T08:44:40.496133] [DEBUG] [FORECASTER] BRX: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T08:44:40.809709] [DEBUG] [FORECASTER] BRX: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-25T08:44:40.809902] [INFO ] [CONFIGURE ] BRX: DISCARDED add_order_flow_imbalance (score: 50.00%)
[2025-11-25T08:44:40.810069] [INFO ] [CONFIGURE ] JOB ETA: 2.0h | Avg: 2.8s/test | Remaining: 2567 tests
[2025-11-25T08:44:40.810125] [INFO ] [CONFIGURE ] BRX: Testing feature 15/29: add_pbf_morning_momentum
[2025-11-25T08:44:40.810173] [INFO ] [CONFIGURE ] BRX: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_opening_strength', 'add_pbf_morning_momentum']
[2025-11-25T08:44:41.090466] [DEBUG] [FORECASTER] BRX: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T08:44:41.361380] [DEBUG] [FORECASTER] BRX: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T08:44:41.624044] [DEBUG] [FORECASTER] BRX: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T08:44:41.888446] [DEBUG] [FORECASTER] BRX: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T08:44:42.155105] [DEBUG] [FORECASTER] BRX: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T08:44:42.420455] [DEBUG] [FORECASTER] BRX: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T08:44:42.688982] [DEBUG] [FORECASTER] BRX: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T08:44:42.947570] [DEBUG] [FORECASTER] BRX: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T08:44:43.208326] [DEBUG] [FORECASTER] BRX: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T08:44:43.473072] [DEBUG] [FORECASTER] BRX: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-25T08:44:43.473300] [INFO ] [CONFIGURE ] BRX: KEPT add_pbf_morning_momentum (score: 80.00%)
[2025-11-25T08:44:43.473386] [INFO ] [CONFIGURE ] JOB ETA: 2.0h | Avg: 2.8s/test | Remaining: 2566 tests
[2025-11-25T08:44:43.473448] [INFO ] [CONFIGURE ] BRX: Testing feature 16/29: add_pbf_overnight_gap
[2025-11-25T08:44:43.473496] [INFO ] [CONFIGURE ] BRX: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_opening_strength', 'add_pbf_morning_momentum', 'add_pbf_overnight_gap']
[2025-11-25T08:44:43.767072] [DEBUG] [FORECASTER] BRX: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T08:44:44.059016] [DEBUG] [FORECASTER] BRX: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T08:44:44.356164] [DEBUG] [FORECASTER] BRX: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T08:44:44.664071] [DEBUG] [FORECASTER] BRX: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T08:44:44.963374] [DEBUG] [FORECASTER] BRX: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T08:44:45.260320] [DEBUG] [FORECASTER] BRX: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T08:44:45.557701] [DEBUG] [FORECASTER] BRX: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T08:44:45.915281] [DEBUG] [FORECASTER] BRX: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T08:44:46.211258] [DEBUG] [FORECASTER] BRX: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T08:44:46.510136] [DEBUG] [FORECASTER] BRX: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-25T08:44:46.510335] [INFO ] [CONFIGURE ] BRX: DISCARDED add_pbf_overnight_gap (score: 70.00%)
[2025-11-25T08:44:46.510396] [INFO ] [CONFIGURE ] JOB ETA: 2.0h | Avg: 2.8s/test | Remaining: 2565 tests
[2025-11-25T08:44:46.510444] [INFO ] [CONFIGURE ] BRX: Testing feature 17/29: add_pbf_return_2d
[2025-11-25T08:44:46.510522] [INFO ] [CONFIGURE ] BRX: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_opening_strength', 'add_pbf_morning_momentum', 'add_pbf_return_2d']
[2025-11-25T08:44:46.798326] [DEBUG] [FORECASTER] BRX: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T08:44:47.085932] [DEBUG] [FORECASTER] BRX: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T08:44:47.373594] [DEBUG] [FORECASTER] BRX: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T08:44:47.670858] [DEBUG] [FORECASTER] BRX: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T08:44:47.967964] [DEBUG] [FORECASTER] BRX: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T08:44:48.262624] [DEBUG] [FORECASTER] BRX: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T08:44:48.555939] [DEBUG] [FORECASTER] BRX: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T08:44:48.854250] [DEBUG] [FORECASTER] BRX: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T08:44:49.147543] [DEBUG] [FORECASTER] BRX: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T08:44:49.442418] [DEBUG] [FORECASTER] BRX: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-25T08:44:49.442623] [INFO ] [CONFIGURE ] BRX: DISCARDED add_pbf_return_2d (score: 80.00%)
[2025-11-25T08:44:49.442714] [INFO ] [CONFIGURE ] JOB ETA: 2.0h | Avg: 2.8s/test | Remaining: 2564 tests
[2025-11-25T08:44:49.442764] [INFO ] [CONFIGURE ] BRX: Testing feature 18/29: add_pbf_volatility_5d
[2025-11-25T08:44:49.442879] [INFO ] [CONFIGURE ] BRX: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_opening_strength', 'add_pbf_morning_momentum', 'add_pbf_volatility_5d']
[2025-11-25T08:44:49.717264] [DEBUG] [FORECASTER] BRX: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T08:44:49.994374] [DEBUG] [FORECASTER] BRX: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T08:44:50.271003] [DEBUG] [FORECASTER] BRX: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T08:44:50.553215] [DEBUG] [FORECASTER] BRX: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T08:44:50.834428] [DEBUG] [FORECASTER] BRX: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T08:44:51.111733] [DEBUG] [FORECASTER] BRX: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T08:44:51.376273] [DEBUG] [FORECASTER] BRX: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T08:44:51.646830] [DEBUG] [FORECASTER] BRX: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T08:44:51.951802] [DEBUG] [FORECASTER] BRX: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T08:44:52.245839] [DEBUG] [FORECASTER] BRX: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-25T08:44:52.246010] [INFO ] [CONFIGURE ] BRX: DISCARDED add_pbf_volatility_5d (score: 60.00%)
[2025-11-25T08:44:52.246067] [INFO ] [CONFIGURE ] JOB ETA: 2.0h | Avg: 2.8s/test | Remaining: 2563 tests
[2025-11-25T08:44:52.246114] [INFO ] [CONFIGURE ] BRX: Testing feature 19/29: add_pbf_vs_sma_5
[2025-11-25T08:44:52.246197] [INFO ] [CONFIGURE ] BRX: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_opening_strength', 'add_pbf_morning_momentum', 'add_pbf_vs_sma_5']
[2025-11-25T08:44:52.508954] [DEBUG] [FORECASTER] BRX: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T08:44:52.772467] [DEBUG] [FORECASTER] BRX: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T08:44:53.038564] [DEBUG] [FORECASTER] BRX: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T08:44:53.306580] [DEBUG] [FORECASTER] BRX: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T08:44:53.589398] [DEBUG] [FORECASTER] BRX: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T08:44:53.871136] [DEBUG] [FORECASTER] BRX: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T08:44:54.156004] [DEBUG] [FORECASTER] BRX: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T08:44:54.431123] [DEBUG] [FORECASTER] BRX: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T08:44:54.701264] [DEBUG] [FORECASTER] BRX: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T08:44:54.972051] [DEBUG] [FORECASTER] BRX: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-25T08:44:54.972239] [INFO ] [CONFIGURE ] BRX: DISCARDED add_pbf_vs_sma_5 (score: 80.00%)
[2025-11-25T08:44:54.972299] [INFO ] [CONFIGURE ] JOB ETA: 2.0h | Avg: 2.8s/test | Remaining: 2562 tests
[2025-11-25T08:44:54.972357] [INFO ] [CONFIGURE ] BRX: Testing feature 20/29: add_price_rejection
[2025-11-25T08:44:54.972402] [INFO ] [CONFIGURE ] BRX: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_opening_strength', 'add_pbf_morning_momentum', 'add_price_rejection']
[2025-11-25T08:44:55.258213] [DEBUG] [FORECASTER] BRX: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T08:44:55.547345] [DEBUG] [FORECASTER] BRX: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T08:44:55.847383] [DEBUG] [FORECASTER] BRX: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T08:44:56.135842] [DEBUG] [FORECASTER] BRX: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T08:44:56.428275] [DEBUG] [FORECASTER] BRX: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T08:44:56.751124] [DEBUG] [FORECASTER] BRX: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T08:44:57.063395] [DEBUG] [FORECASTER] BRX: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T08:44:57.387630] [DEBUG] [FORECASTER] BRX: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T08:44:57.707721] [DEBUG] [FORECASTER] BRX: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T08:44:58.008902] [DEBUG] [FORECASTER] BRX: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-11-25T08:44:58.009086] [INFO ] [CONFIGURE ] BRX: DISCARDED add_price_rejection (score: 50.00%)
[2025-11-25T08:44:58.009144] [INFO ] [CONFIGURE ] JOB ETA: 2.0h | Avg: 2.8s/test | Remaining: 2561 tests
[2025-11-25T08:44:58.009191] [INFO ] [CONFIGURE ] BRX: Testing feature 21/29: add_range_position
[2025-11-25T08:44:58.009234] [INFO ] [CONFIGURE ] BRX: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_opening_strength', 'add_pbf_morning_momentum', 'add_range_position']
[2025-11-25T08:44:58.331745] [DEBUG] [FORECASTER] BRX: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T08:44:58.658735] [DEBUG] [FORECASTER] BRX: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T08:44:58.980265] [DEBUG] [FORECASTER] BRX: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T08:44:59.301338] [DEBUG] [FORECASTER] BRX: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T08:44:59.622858] [DEBUG] [FORECASTER] BRX: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T08:44:59.956740] [DEBUG] [FORECASTER] BRX: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T08:45:00.269347] [DEBUG] [FORECASTER] BRX: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T08:45:00.581324] [DEBUG] [FORECASTER] BRX: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T08:45:00.895607] [DEBUG] [FORECASTER] BRX: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T08:45:01.928080] [DEBUG] [FORECASTER] BRX: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-11-25T08:45:01.928283] [INFO ] [CONFIGURE ] BRX: DISCARDED add_range_position (score: 60.00%)
[2025-11-25T08:45:01.928342] [INFO ] [CONFIGURE ] JOB ETA: 2.0h | Avg: 2.8s/test | Remaining: 2560 tests
[2025-11-25T08:45:01.928390] [INFO ] [CONFIGURE ] BRX: Testing feature 22/29: add_realized_volatility
[2025-11-25T08:45:01.928434] [INFO ] [CONFIGURE ] BRX: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_opening_strength', 'add_pbf_morning_momentum', 'add_realized_volatility']
[2025-11-25T08:45:02.545927] [DEBUG] [FORECASTER] BRX: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T08:45:03.002273] [DEBUG] [FORECASTER] BRX: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T08:45:03.439075] [DEBUG] [FORECASTER] BRX: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T08:45:03.867715] [DEBUG] [FORECASTER] BRX: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T08:45:04.258659] [DEBUG] [FORECASTER] BRX: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T08:45:04.645987] [DEBUG] [FORECASTER] BRX: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T08:45:05.033052] [DEBUG] [FORECASTER] BRX: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T08:45:05.429140] [DEBUG] [FORECASTER] BRX: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T08:45:05.824170] [DEBUG] [FORECASTER] BRX: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T08:45:06.216796] [DEBUG] [FORECASTER] BRX: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-25T08:45:06.217015] [INFO ] [CONFIGURE ] BRX: DISCARDED add_realized_volatility (score: 70.00%)
[2025-11-25T08:45:06.217092] [INFO ] [CONFIGURE ] JOB ETA: 2.0h | Avg: 2.8s/test | Remaining: 2559 tests
[2025-11-25T08:45:06.217166] [INFO ] [CONFIGURE ] BRX: Testing feature 23/29: add_recent_range_context
[2025-11-25T08:45:06.217215] [INFO ] [CONFIGURE ] BRX: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_opening_strength', 'add_pbf_morning_momentum', 'add_recent_range_context']
[2025-11-25T08:45:06.525977] [DEBUG] [FORECASTER] BRX: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T08:45:06.808495] [DEBUG] [FORECASTER] BRX: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T08:45:07.107442] [DEBUG] [FORECASTER] BRX: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T08:45:07.388436] [DEBUG] [FORECASTER] BRX: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T08:45:07.679417] [DEBUG] [FORECASTER] BRX: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T08:45:07.983748] [DEBUG] [FORECASTER] BRX: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T08:45:08.303329] [DEBUG] [FORECASTER] BRX: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T08:45:08.623321] [DEBUG] [FORECASTER] BRX: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T08:45:08.933994] [DEBUG] [FORECASTER] BRX: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T08:45:09.248087] [DEBUG] [FORECASTER] BRX: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-25T08:45:09.248280] [INFO ] [CONFIGURE ] BRX: DISCARDED add_recent_range_context (score: 70.00%)
[2025-11-25T08:45:09.248338] [INFO ] [CONFIGURE ] JOB ETA: 2.0h | Avg: 2.8s/test | Remaining: 2558 tests
[2025-11-25T08:45:09.248385] [INFO ] [CONFIGURE ] BRX: Testing feature 24/29: add_rsi
[2025-11-25T08:45:09.248430] [INFO ] [CONFIGURE ] BRX: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_opening_strength', 'add_pbf_morning_momentum', 'add_ema', 'add_rsi']
[2025-11-25T08:45:09.598682] [DEBUG] [FORECASTER] BRX: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T08:45:09.947455] [DEBUG] [FORECASTER] BRX: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T08:45:10.295824] [DEBUG] [FORECASTER] BRX: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T08:45:10.657329] [DEBUG] [FORECASTER] BRX: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T08:45:11.012998] [DEBUG] [FORECASTER] BRX: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T08:45:11.372577] [DEBUG] [FORECASTER] BRX: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T08:45:11.725633] [DEBUG] [FORECASTER] BRX: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T08:45:12.079568] [DEBUG] [FORECASTER] BRX: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T08:45:12.429806] [DEBUG] [FORECASTER] BRX: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T08:45:12.787603] [DEBUG] [FORECASTER] BRX: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-25T08:45:12.787825] [INFO ] [CONFIGURE ] BRX: DISCARDED add_rsi (score: 60.00%)
[2025-11-25T08:45:12.787892] [INFO ] [CONFIGURE ] JOB ETA: 2.0h | Avg: 2.8s/test | Remaining: 2557 tests
[2025-11-25T08:45:12.787942] [INFO ] [CONFIGURE ] BRX: Testing feature 25/29: add_tick_distribution
[2025-11-25T08:45:12.787987] [INFO ] [CONFIGURE ] BRX: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_opening_strength', 'add_pbf_morning_momentum', 'add_tick_distribution']
[2025-11-25T08:45:13.082842] [DEBUG] [FORECASTER] BRX: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T08:45:13.384088] [DEBUG] [FORECASTER] BRX: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T08:45:13.677930] [DEBUG] [FORECASTER] BRX: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T08:45:13.968626] [DEBUG] [FORECASTER] BRX: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T08:45:14.262242] [DEBUG] [FORECASTER] BRX: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T08:45:14.560583] [DEBUG] [FORECASTER] BRX: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T08:45:14.863189] [DEBUG] [FORECASTER] BRX: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T08:45:15.155393] [DEBUG] [FORECASTER] BRX: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T08:45:15.453310] [DEBUG] [FORECASTER] BRX: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T08:45:15.767187] [DEBUG] [FORECASTER] BRX: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-25T08:45:15.767403] [INFO ] [CONFIGURE ] BRX: KEPT add_tick_distribution (score: 90.00%)
[2025-11-25T08:45:15.767467] [INFO ] [CONFIGURE ] JOB ETA: 2.0h | Avg: 2.8s/test | Remaining: 2556 tests
[2025-11-25T08:45:15.767523] [INFO ] [CONFIGURE ] BRX: Testing feature 26/29: add_volume_momentum_confirmation
[2025-11-25T08:45:15.767569] [INFO ] [CONFIGURE ] BRX: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_opening_strength', 'add_pbf_morning_momentum', 'add_tick_distribution', 'add_volume_momentum_confirmation']
[2025-11-25T08:45:16.093466] [DEBUG] [FORECASTER] BRX: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0
[2025-11-25T08:45:16.435887] [DEBUG] [FORECASTER] BRX: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T08:45:16.759837] [DEBUG] [FORECASTER] BRX: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T08:45:17.086118] [DEBUG] [FORECASTER] BRX: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T08:45:17.416482] [DEBUG] [FORECASTER] BRX: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T08:45:17.756999] [DEBUG] [FORECASTER] BRX: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T08:45:18.082691] [DEBUG] [FORECASTER] BRX: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T08:45:18.412060] [DEBUG] [FORECASTER] BRX: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T08:45:18.743381] [DEBUG] [FORECASTER] BRX: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T08:45:19.077494] [DEBUG] [FORECASTER] BRX: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-25T08:45:19.077706] [INFO ] [CONFIGURE ] BRX: DISCARDED add_volume_momentum_confirmation (score: 60.00%)
[2025-11-25T08:45:19.077771] [INFO ] [CONFIGURE ] JOB ETA: 2.0h | Avg: 2.8s/test | Remaining: 2555 tests
[2025-11-25T08:45:19.077826] [INFO ] [CONFIGURE ] BRX: Testing feature 27/29: add_volume_price_divergence
[2025-11-25T08:45:19.077876] [INFO ] [CONFIGURE ] BRX: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_opening_strength', 'add_pbf_morning_momentum', 'add_tick_distribution', 'add_volume_price_divergence']
[2025-11-25T08:45:19.431210] [DEBUG] [FORECASTER] BRX: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T08:45:19.774084] [DEBUG] [FORECASTER] BRX: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T08:45:20.131418] [DEBUG] [FORECASTER] BRX: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T08:45:20.585924] [DEBUG] [FORECASTER] BRX: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T08:45:20.997637] [DEBUG] [FORECASTER] BRX: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T08:45:21.329435] [DEBUG] [FORECASTER] BRX: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T08:45:21.655911] [DEBUG] [FORECASTER] BRX: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T08:45:22.013082] [DEBUG] [FORECASTER] BRX: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T08:45:22.360354] [DEBUG] [FORECASTER] BRX: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T08:45:22.695813] [DEBUG] [FORECASTER] BRX: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-11-25T08:45:22.696005] [INFO ] [CONFIGURE ] BRX: DISCARDED add_volume_price_divergence (score: 60.00%)
[2025-11-25T08:45:22.696065] [INFO ] [CONFIGURE ] JOB ETA: 2.0h | Avg: 2.8s/test | Remaining: 2554 tests
[2025-11-25T08:45:22.696115] [INFO ] [CONFIGURE ] BRX: Testing feature 28/29: add_volume_profile
[2025-11-25T08:45:22.696161] [INFO ] [CONFIGURE ] BRX: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_opening_strength', 'add_pbf_morning_momentum', 'add_tick_distribution', 'add_volume_profile']
[2025-11-25T08:45:23.026927] [DEBUG] [FORECASTER] BRX: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T08:45:23.367401] [DEBUG] [FORECASTER] BRX: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T08:45:23.698515] [DEBUG] [FORECASTER] BRX: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T08:45:23.999491] [DEBUG] [FORECASTER] BRX: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T08:45:24.316211] [DEBUG] [FORECASTER] BRX: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T08:45:24.625118] [DEBUG] [FORECASTER] BRX: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T08:45:24.942532] [DEBUG] [FORECASTER] BRX: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T08:45:25.272490] [DEBUG] [FORECASTER] BRX: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T08:45:25.619895] [DEBUG] [FORECASTER] BRX: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T08:45:25.969091] [DEBUG] [FORECASTER] BRX: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-25T08:45:25.969316] [INFO ] [CONFIGURE ] BRX: DISCARDED add_volume_profile (score: 70.00%)
[2025-11-25T08:45:25.969379] [INFO ] [CONFIGURE ] JOB ETA: 2.0h | Avg: 2.8s/test | Remaining: 2553 tests
[2025-11-25T08:45:25.969437] [INFO ] [CONFIGURE ] BRX: Testing feature 29/29: add_vwap
[2025-11-25T08:45:25.969492] [INFO ] [CONFIGURE ] BRX: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_opening_strength', 'add_pbf_morning_momentum', 'add_tick_distribution', 'add_vwap']
[2025-11-25T08:45:26.306278] [DEBUG] [FORECASTER] BRX: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T08:45:26.650357] [DEBUG] [FORECASTER] BRX: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T08:45:26.989432] [DEBUG] [FORECASTER] BRX: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T08:45:27.310513] [DEBUG] [FORECASTER] BRX: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T08:45:27.658825] [DEBUG] [FORECASTER] BRX: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T08:45:28.004041] [DEBUG] [FORECASTER] BRX: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T08:45:28.340903] [DEBUG] [FORECASTER] BRX: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T08:45:28.688475] [DEBUG] [FORECASTER] BRX: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T08:45:29.041723] [DEBUG] [FORECASTER] BRX: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T08:45:29.391773] [DEBUG] [FORECASTER] BRX: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-11-25T08:45:29.391976] [INFO ] [CONFIGURE ] BRX: DISCARDED add_vwap (score: 60.00%)
[2025-11-25T08:45:29.392038] [INFO ] [CONFIGURE ] JOB ETA: 2.0h | Avg: 2.8s/test | Remaining: 2552 tests
[2025-11-25T08:45:29.392090] [INFO ] [CONFIGURE ] BRX: ===== FEATURE SELECTION COMPLETE =====
[2025-11-25T08:45:29.392137] [INFO ] [CONFIGURE ] BRX: Best accuracy: 90.00%
[2025-11-25T08:45:29.392182] [INFO ] [CONFIGURE ] BRX: Best feature set (5 features): ['add_cumulative_delta', 'add_daily_returns', 'add_opening_strength', 'add_pbf_morning_momentum', 'add_tick_distribution']
[2025-11-25T08:45:29.392227] [INFO ] [CONFIGURE ] BRX: Improvement over baseline: 40.00%
[2025-11-25T08:45:29.392267] [INFO ] [CONFIGURE ] BRX: Total time: 1.4 minutes
[2025-11-25T08:45:29.392308] [INFO ] [CONFIGURE ] BRX: Average time per feature: 2.9 seconds
[2025-11-25T08:45:29.392350] [INFO ] [CONFIGURE ] BRX: Average speed: 0.35 features/sec
[2025-11-25T08:45:29.392803] [INFO ] [LOCAL     ] Saved configuration for BRX: 5 features, 90.00% accuracy -> ./output/feature-sets/BRX.json
[2025-11-25T08:45:29.392868] [INFO ] [CONFIGURE ] BRX: Configuration saved successfully: 5 features, 90.00% accuracy.
[2025-11-25T08:45:29.392932] [INFO ] [sig       ] [77/164] Successfully configured BRX | 0.01 sym/s | Total: 1.7h | ETA: 2.0h
[2025-11-25T08:45:29.392979] [INFO ] [sig       ] [78/164] Configuring BSTZ...
[2025-11-25T08:45:29.393023] [INFO ] [CONFIGURE ] BSTZ: Configurate test run.
[2025-11-25T08:45:29.393069] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BSTZ' from 'https://tdm.silogroup.org/data/derivative_storage/BSTZ.csv'.
[2025-11-25T08:45:29.408751] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'BSTZ'.
[2025-11-25T08:45:29.409167] [INFO ] [CONFIGURE ] BSTZ: Testing with 29 available features
[2025-11-25T08:45:29.409235] [INFO ] [CONFIGURE ] BSTZ: Establishing baseline with no features...
[2025-11-25T08:45:29.601673] [DEBUG] [FORECASTER] BSTZ: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T08:45:29.803008] [DEBUG] [FORECASTER] BSTZ: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T08:45:30.001959] [DEBUG] [FORECASTER] BSTZ: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T08:45:30.200746] [DEBUG] [FORECASTER] BSTZ: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T08:45:30.402795] [DEBUG] [FORECASTER] BSTZ: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T08:45:30.615825] [DEBUG] [FORECASTER] BSTZ: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T08:45:30.815801] [DEBUG] [FORECASTER] BSTZ: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T08:45:31.015285] [DEBUG] [FORECASTER] BSTZ: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T08:45:31.206307] [DEBUG] [FORECASTER] BSTZ: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T08:45:31.403090] [DEBUG] [FORECASTER] BSTZ: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T08:45:31.403382] [INFO ] [CONFIGURE ] BSTZ: Baseline score (no features): 50.00%
[2025-11-25T08:45:31.403489] [INFO ] [CONFIGURE ] BSTZ: Testing feature 1/29: add_bollinger_bands
[2025-11-25T08:45:31.403584] [INFO ] [CONFIGURE ] BSTZ: Testing with features: ['add_bollinger_bands']
[2025-11-25T08:45:31.631114] [DEBUG] [FORECASTER] BSTZ: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T08:45:31.863235] [DEBUG] [FORECASTER] BSTZ: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T08:45:32.102534] [DEBUG] [FORECASTER] BSTZ: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T08:45:32.332517] [DEBUG] [FORECASTER] BSTZ: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T08:45:32.563710] [DEBUG] [FORECASTER] BSTZ: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T08:45:32.797205] [DEBUG] [FORECASTER] BSTZ: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T08:45:33.029450] [DEBUG] [FORECASTER] BSTZ: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T08:45:33.262722] [DEBUG] [FORECASTER] BSTZ: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T08:45:33.498307] [DEBUG] [FORECASTER] BSTZ: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T08:45:33.733352] [DEBUG] [FORECASTER] BSTZ: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T08:45:33.733521] [INFO ] [CONFIGURE ] BSTZ: DISCARDED add_bollinger_bands (score: 50.00%)
[2025-11-25T08:45:33.733570] [INFO ] [CONFIGURE ] JOB ETA: 2.0h | Avg: 2.8s/test | Remaining: 2551 tests
[2025-11-25T08:45:33.733609] [INFO ] [CONFIGURE ] BSTZ: Testing feature 2/29: add_cumulative_delta
[2025-11-25T08:45:33.733663] [INFO ] [CONFIGURE ] BSTZ: Testing with features: ['add_cumulative_delta']
[2025-11-25T08:45:33.970628] [DEBUG] [FORECASTER] BSTZ: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T08:45:34.259487] [DEBUG] [FORECASTER] BSTZ: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T08:45:34.510741] [DEBUG] [FORECASTER] BSTZ: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T08:45:34.760168] [DEBUG] [FORECASTER] BSTZ: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T08:45:35.000001] [DEBUG] [FORECASTER] BSTZ: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T08:45:35.229620] [DEBUG] [FORECASTER] BSTZ: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T08:45:35.468048] [DEBUG] [FORECASTER] BSTZ: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T08:45:35.705822] [DEBUG] [FORECASTER] BSTZ: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T08:45:35.943708] [DEBUG] [FORECASTER] BSTZ: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T08:45:36.202987] [DEBUG] [FORECASTER] BSTZ: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T08:45:36.203247] [INFO ] [CONFIGURE ] BSTZ: KEPT add_cumulative_delta (score: 60.00%)
[2025-11-25T08:45:36.203302] [INFO ] [CONFIGURE ] JOB ETA: 2.0h | Avg: 2.8s/test | Remaining: 2550 tests
[2025-11-25T08:45:36.203342] [INFO ] [CONFIGURE ] BSTZ: Testing feature 3/29: add_daily_returns
[2025-11-25T08:45:36.203380] [INFO ] [CONFIGURE ] BSTZ: Testing with features: ['add_cumulative_delta', 'add_daily_returns']
[2025-11-25T08:45:36.467314] [DEBUG] [FORECASTER] BSTZ: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T08:45:36.731189] [DEBUG] [FORECASTER] BSTZ: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T08:45:36.993430] [DEBUG] [FORECASTER] BSTZ: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T08:45:37.254832] [DEBUG] [FORECASTER] BSTZ: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T08:45:37.521485] [DEBUG] [FORECASTER] BSTZ: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T08:45:37.808022] [DEBUG] [FORECASTER] BSTZ: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T08:45:38.075913] [DEBUG] [FORECASTER] BSTZ: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T08:45:38.310880] [DEBUG] [FORECASTER] BSTZ: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T08:45:38.551022] [DEBUG] [FORECASTER] BSTZ: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T08:45:38.779370] [DEBUG] [FORECASTER] BSTZ: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T08:45:38.779566] [INFO ] [CONFIGURE ] BSTZ: DISCARDED add_daily_returns (score: 60.00%)
[2025-11-25T08:45:38.779615] [INFO ] [CONFIGURE ] JOB ETA: 2.0h | Avg: 2.8s/test | Remaining: 2549 tests
[2025-11-25T08:45:38.779674] [INFO ] [CONFIGURE ] BSTZ: Testing feature 4/29: add_ema
[2025-11-25T08:45:38.779740] [INFO ] [CONFIGURE ] BSTZ: Testing with features: ['add_cumulative_delta', 'add_ema']
[2025-11-25T08:45:39.045331] [DEBUG] [FORECASTER] BSTZ: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T08:45:39.312809] [DEBUG] [FORECASTER] BSTZ: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T08:45:39.576208] [DEBUG] [FORECASTER] BSTZ: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T08:45:39.843035] [DEBUG] [FORECASTER] BSTZ: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T08:45:40.115879] [DEBUG] [FORECASTER] BSTZ: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T08:45:40.394273] [DEBUG] [FORECASTER] BSTZ: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T08:45:40.653622] [DEBUG] [FORECASTER] BSTZ: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T08:45:40.914736] [DEBUG] [FORECASTER] BSTZ: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T08:45:41.181304] [DEBUG] [FORECASTER] BSTZ: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T08:45:41.445311] [DEBUG] [FORECASTER] BSTZ: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T08:45:41.445506] [INFO ] [CONFIGURE ] BSTZ: DISCARDED add_ema (score: 50.00%)
[2025-11-25T08:45:41.445564] [INFO ] [CONFIGURE ] JOB ETA: 2.0h | Avg: 2.8s/test | Remaining: 2548 tests
[2025-11-25T08:45:41.445614] [INFO ] [CONFIGURE ] BSTZ: Testing feature 5/29: add_exhaustion_signals
[2025-11-25T08:45:41.445680] [INFO ] [CONFIGURE ] BSTZ: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals']
[2025-11-25T08:45:41.709435] [DEBUG] [FORECASTER] BSTZ: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T08:45:41.972251] [DEBUG] [FORECASTER] BSTZ: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T08:45:42.217875] [DEBUG] [FORECASTER] BSTZ: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T08:45:42.467612] [DEBUG] [FORECASTER] BSTZ: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T08:45:42.728996] [DEBUG] [FORECASTER] BSTZ: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T08:45:42.981272] [DEBUG] [FORECASTER] BSTZ: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T08:45:43.233859] [DEBUG] [FORECASTER] BSTZ: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T08:45:43.492550] [DEBUG] [FORECASTER] BSTZ: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T08:45:43.743212] [DEBUG] [FORECASTER] BSTZ: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T08:45:44.001055] [DEBUG] [FORECASTER] BSTZ: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T08:45:44.001249] [INFO ] [CONFIGURE ] BSTZ: DISCARDED add_exhaustion_signals (score: 40.00%)
[2025-11-25T08:45:44.001306] [INFO ] [CONFIGURE ] JOB ETA: 2.0h | Avg: 2.8s/test | Remaining: 2547 tests
[2025-11-25T08:45:44.001354] [INFO ] [CONFIGURE ] BSTZ: Testing feature 6/29: add_failed_moves
[2025-11-25T08:45:44.001400] [INFO ] [CONFIGURE ] BSTZ: Testing with features: ['add_cumulative_delta', 'add_failed_moves']
[2025-11-25T08:45:44.214470] [DEBUG] [FORECASTER] BSTZ: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T08:45:44.427834] [DEBUG] [FORECASTER] BSTZ: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T08:45:44.645635] [DEBUG] [FORECASTER] BSTZ: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T08:45:44.862414] [DEBUG] [FORECASTER] BSTZ: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T08:45:45.082541] [DEBUG] [FORECASTER] BSTZ: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T08:45:45.310596] [DEBUG] [FORECASTER] BSTZ: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T08:45:45.555077] [DEBUG] [FORECASTER] BSTZ: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T08:45:45.774173] [DEBUG] [FORECASTER] BSTZ: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T08:45:46.011829] [DEBUG] [FORECASTER] BSTZ: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T08:45:46.243113] [DEBUG] [FORECASTER] BSTZ: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T08:45:46.243289] [INFO ] [CONFIGURE ] BSTZ: DISCARDED add_failed_moves (score: 60.00%)
[2025-11-25T08:45:46.243345] [INFO ] [CONFIGURE ] JOB ETA: 2.0h | Avg: 2.8s/test | Remaining: 2546 tests
[2025-11-25T08:45:46.243393] [INFO ] [CONFIGURE ] BSTZ: Testing feature 7/29: add_lag_shelf
[2025-11-25T08:45:46.243438] [INFO ] [CONFIGURE ] BSTZ: Testing with features: ['add_cumulative_delta', 'add_lag_shelf']
[2025-11-25T08:45:46.470098] [DEBUG] [FORECASTER] BSTZ: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T08:45:46.689321] [DEBUG] [FORECASTER] BSTZ: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T08:45:46.912174] [DEBUG] [FORECASTER] BSTZ: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T08:45:47.131674] [DEBUG] [FORECASTER] BSTZ: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T08:45:47.354775] [DEBUG] [FORECASTER] BSTZ: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T08:45:47.578147] [DEBUG] [FORECASTER] BSTZ: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T08:45:47.809069] [DEBUG] [FORECASTER] BSTZ: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T08:45:48.037783] [DEBUG] [FORECASTER] BSTZ: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T08:45:48.260948] [DEBUG] [FORECASTER] BSTZ: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T08:45:48.485840] [DEBUG] [FORECASTER] BSTZ: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T08:45:48.486158] [INFO ] [CONFIGURE ] BSTZ: DISCARDED add_lag_shelf (score: 60.00%)
[2025-11-25T08:45:48.486265] [INFO ] [CONFIGURE ] JOB ETA: 2.0h | Avg: 2.8s/test | Remaining: 2545 tests
[2025-11-25T08:45:48.486363] [INFO ] [CONFIGURE ] BSTZ: Testing feature 8/29: add_macd
[2025-11-25T08:45:48.486458] [INFO ] [CONFIGURE ] BSTZ: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_macd']
[2025-11-25T08:45:48.810463] [DEBUG] [FORECASTER] BSTZ: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T08:45:49.137217] [DEBUG] [FORECASTER] BSTZ: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T08:45:49.456784] [DEBUG] [FORECASTER] BSTZ: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T08:45:49.782451] [DEBUG] [FORECASTER] BSTZ: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T08:45:50.124042] [DEBUG] [FORECASTER] BSTZ: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T08:45:50.452888] [DEBUG] [FORECASTER] BSTZ: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T08:45:50.785836] [DEBUG] [FORECASTER] BSTZ: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T08:45:51.121742] [DEBUG] [FORECASTER] BSTZ: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T08:45:51.460700] [DEBUG] [FORECASTER] BSTZ: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T08:45:51.793268] [DEBUG] [FORECASTER] BSTZ: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T08:45:51.793481] [INFO ] [CONFIGURE ] BSTZ: DISCARDED add_macd (score: 30.00%)
[2025-11-25T08:45:51.793542] [INFO ] [CONFIGURE ] JOB ETA: 2.0h | Avg: 2.8s/test | Remaining: 2544 tests
[2025-11-25T08:45:51.793594] [INFO ] [CONFIGURE ] BSTZ: Testing feature 9/29: add_mfi
[2025-11-25T08:45:51.793712] [INFO ] [CONFIGURE ] BSTZ: Testing with features: ['add_cumulative_delta', 'add_mfi']
[2025-11-25T08:45:52.049307] [DEBUG] [FORECASTER] BSTZ: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T08:45:52.296244] [DEBUG] [FORECASTER] BSTZ: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T08:45:52.556885] [DEBUG] [FORECASTER] BSTZ: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T08:45:52.836334] [DEBUG] [FORECASTER] BSTZ: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T08:45:53.124217] [DEBUG] [FORECASTER] BSTZ: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T08:45:53.384301] [DEBUG] [FORECASTER] BSTZ: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T08:45:53.651226] [DEBUG] [FORECASTER] BSTZ: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T08:45:53.912483] [DEBUG] [FORECASTER] BSTZ: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T08:45:54.183226] [DEBUG] [FORECASTER] BSTZ: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T08:45:54.445891] [DEBUG] [FORECASTER] BSTZ: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T08:45:54.446076] [INFO ] [CONFIGURE ] BSTZ: DISCARDED add_mfi (score: 40.00%)
[2025-11-25T08:45:54.446134] [INFO ] [CONFIGURE ] JOB ETA: 2.0h | Avg: 2.8s/test | Remaining: 2543 tests
[2025-11-25T08:45:54.446175] [INFO ] [CONFIGURE ] BSTZ: Testing feature 10/29: add_momentum_acceleration
[2025-11-25T08:45:54.446220] [INFO ] [CONFIGURE ] BSTZ: Testing with features: ['add_cumulative_delta', 'add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-11-25T08:45:54.798057] [DEBUG] [FORECASTER] BSTZ: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T08:45:55.147315] [DEBUG] [FORECASTER] BSTZ: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T08:45:55.502449] [DEBUG] [FORECASTER] BSTZ: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T08:45:55.858287] [DEBUG] [FORECASTER] BSTZ: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T08:45:56.203076] [DEBUG] [FORECASTER] BSTZ: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T08:45:56.548776] [DEBUG] [FORECASTER] BSTZ: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T08:45:56.904612] [DEBUG] [FORECASTER] BSTZ: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T08:45:57.249035] [DEBUG] [FORECASTER] BSTZ: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T08:45:57.619844] [DEBUG] [FORECASTER] BSTZ: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T08:45:57.983434] [DEBUG] [FORECASTER] BSTZ: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T08:45:57.983674] [INFO ] [CONFIGURE ] BSTZ: DISCARDED add_momentum_acceleration (score: 50.00%)
[2025-11-25T08:45:57.983740] [INFO ] [CONFIGURE ] JOB ETA: 2.0h | Avg: 2.8s/test | Remaining: 2542 tests
[2025-11-25T08:45:57.983793] [INFO ] [CONFIGURE ] BSTZ: Testing feature 11/29: add_obv_daily
[2025-11-25T08:45:57.983843] [INFO ] [CONFIGURE ] BSTZ: Testing with features: ['add_cumulative_delta', 'add_obv_daily']
[2025-11-25T08:45:58.254687] [DEBUG] [FORECASTER] BSTZ: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T08:45:58.523338] [DEBUG] [FORECASTER] BSTZ: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T08:45:58.795357] [DEBUG] [FORECASTER] BSTZ: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T08:45:59.063090] [DEBUG] [FORECASTER] BSTZ: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T08:45:59.321408] [DEBUG] [FORECASTER] BSTZ: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T08:45:59.580366] [DEBUG] [FORECASTER] BSTZ: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T08:45:59.846855] [DEBUG] [FORECASTER] BSTZ: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T08:46:00.109275] [DEBUG] [FORECASTER] BSTZ: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T08:46:01.152433] [DEBUG] [FORECASTER] BSTZ: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T08:46:01.508448] [DEBUG] [FORECASTER] BSTZ: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T08:46:01.508668] [INFO ] [CONFIGURE ] BSTZ: DISCARDED add_obv_daily (score: 40.00%)
[2025-11-25T08:46:01.508730] [INFO ] [CONFIGURE ] JOB ETA: 2.0h | Avg: 2.8s/test | Remaining: 2541 tests
[2025-11-25T08:46:01.508869] [INFO ] [CONFIGURE ] BSTZ: Testing feature 12/29: add_obv_interval
[2025-11-25T08:46:01.508915] [INFO ] [CONFIGURE ] BSTZ: Testing with features: ['add_cumulative_delta', 'add_obv_interval']
[2025-11-25T08:46:01.737003] [DEBUG] [FORECASTER] BSTZ: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T08:46:01.991297] [DEBUG] [FORECASTER] BSTZ: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T08:46:02.237697] [DEBUG] [FORECASTER] BSTZ: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T08:46:02.481619] [DEBUG] [FORECASTER] BSTZ: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T08:46:02.754398] [DEBUG] [FORECASTER] BSTZ: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T08:46:03.004984] [DEBUG] [FORECASTER] BSTZ: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T08:46:03.233260] [DEBUG] [FORECASTER] BSTZ: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T08:46:03.479247] [DEBUG] [FORECASTER] BSTZ: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T08:46:03.709893] [DEBUG] [FORECASTER] BSTZ: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T08:46:03.939622] [DEBUG] [FORECASTER] BSTZ: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T08:46:03.939826] [INFO ] [CONFIGURE ] BSTZ: DISCARDED add_obv_interval (score: 40.00%)
[2025-11-25T08:46:03.939886] [INFO ] [CONFIGURE ] JOB ETA: 2.0h | Avg: 2.8s/test | Remaining: 2540 tests
[2025-11-25T08:46:03.939934] [INFO ] [CONFIGURE ] BSTZ: Testing feature 13/29: add_opening_strength
[2025-11-25T08:46:03.939973] [INFO ] [CONFIGURE ] BSTZ: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_opening_strength']
[2025-11-25T08:46:04.202796] [DEBUG] [FORECASTER] BSTZ: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T08:46:04.461638] [DEBUG] [FORECASTER] BSTZ: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T08:46:04.733374] [DEBUG] [FORECASTER] BSTZ: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T08:46:04.998308] [DEBUG] [FORECASTER] BSTZ: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T08:46:05.257776] [DEBUG] [FORECASTER] BSTZ: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T08:46:05.512576] [DEBUG] [FORECASTER] BSTZ: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T08:46:05.783430] [DEBUG] [FORECASTER] BSTZ: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T08:46:06.038668] [DEBUG] [FORECASTER] BSTZ: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T08:46:06.302823] [DEBUG] [FORECASTER] BSTZ: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T08:46:06.568497] [DEBUG] [FORECASTER] BSTZ: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T08:46:06.568700] [INFO ] [CONFIGURE ] BSTZ: DISCARDED add_opening_strength (score: 50.00%)
[2025-11-25T08:46:06.568761] [INFO ] [CONFIGURE ] JOB ETA: 2.0h | Avg: 2.8s/test | Remaining: 2539 tests
[2025-11-25T08:46:06.568811] [INFO ] [CONFIGURE ] BSTZ: Testing feature 14/29: add_order_flow_imbalance
[2025-11-25T08:46:06.568856] [INFO ] [CONFIGURE ] BSTZ: Testing with features: ['add_cumulative_delta', 'add_order_flow_imbalance']
[2025-11-25T08:46:06.812661] [DEBUG] [FORECASTER] BSTZ: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T08:46:07.050661] [DEBUG] [FORECASTER] BSTZ: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T08:46:07.283858] [DEBUG] [FORECASTER] BSTZ: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T08:46:07.524085] [DEBUG] [FORECASTER] BSTZ: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T08:46:07.778206] [DEBUG] [FORECASTER] BSTZ: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T08:46:08.036550] [DEBUG] [FORECASTER] BSTZ: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T08:46:08.335770] [DEBUG] [FORECASTER] BSTZ: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T08:46:08.657309] [DEBUG] [FORECASTER] BSTZ: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T08:46:08.975570] [DEBUG] [FORECASTER] BSTZ: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T08:46:09.249217] [DEBUG] [FORECASTER] BSTZ: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T08:46:09.249415] [INFO ] [CONFIGURE ] BSTZ: DISCARDED add_order_flow_imbalance (score: 50.00%)
[2025-11-25T08:46:09.249473] [INFO ] [CONFIGURE ] JOB ETA: 2.0h | Avg: 2.8s/test | Remaining: 2538 tests
[2025-11-25T08:46:09.249522] [INFO ] [CONFIGURE ] BSTZ: Testing feature 15/29: add_pbf_morning_momentum
[2025-11-25T08:46:09.249608] [INFO ] [CONFIGURE ] BSTZ: Testing with features: ['add_cumulative_delta', 'add_pbf_morning_momentum']
[2025-11-25T08:46:09.468898] [DEBUG] [FORECASTER] BSTZ: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T08:46:09.693352] [DEBUG] [FORECASTER] BSTZ: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T08:46:09.914547] [DEBUG] [FORECASTER] BSTZ: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T08:46:10.128205] [DEBUG] [FORECASTER] BSTZ: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T08:46:10.341562] [DEBUG] [FORECASTER] BSTZ: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T08:46:10.554474] [DEBUG] [FORECASTER] BSTZ: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T08:46:10.771385] [DEBUG] [FORECASTER] BSTZ: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T08:46:10.988220] [DEBUG] [FORECASTER] BSTZ: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T08:46:11.206755] [DEBUG] [FORECASTER] BSTZ: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T08:46:11.427180] [DEBUG] [FORECASTER] BSTZ: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T08:46:11.427491] [INFO ] [CONFIGURE ] BSTZ: DISCARDED add_pbf_morning_momentum (score: 40.00%)
[2025-11-25T08:46:11.427607] [INFO ] [CONFIGURE ] JOB ETA: 2.0h | Avg: 2.8s/test | Remaining: 2537 tests
[2025-11-25T08:46:11.427730] [INFO ] [CONFIGURE ] BSTZ: Testing feature 16/29: add_pbf_overnight_gap
[2025-11-25T08:46:11.427830] [INFO ] [CONFIGURE ] BSTZ: Testing with features: ['add_cumulative_delta', 'add_pbf_overnight_gap']
[2025-11-25T08:46:11.701728] [DEBUG] [FORECASTER] BSTZ: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T08:46:11.978439] [DEBUG] [FORECASTER] BSTZ: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T08:46:12.257412] [DEBUG] [FORECASTER] BSTZ: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T08:46:12.539557] [DEBUG] [FORECASTER] BSTZ: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T08:46:12.824497] [DEBUG] [FORECASTER] BSTZ: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T08:46:13.090702] [DEBUG] [FORECASTER] BSTZ: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T08:46:13.353358] [DEBUG] [FORECASTER] BSTZ: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T08:46:13.610669] [DEBUG] [FORECASTER] BSTZ: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T08:46:13.869887] [DEBUG] [FORECASTER] BSTZ: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T08:46:14.132079] [DEBUG] [FORECASTER] BSTZ: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T08:46:14.132277] [INFO ] [CONFIGURE ] BSTZ: DISCARDED add_pbf_overnight_gap (score: 50.00%)
[2025-11-25T08:46:14.132344] [INFO ] [CONFIGURE ] JOB ETA: 2.0h | Avg: 2.8s/test | Remaining: 2536 tests
[2025-11-25T08:46:14.132420] [INFO ] [CONFIGURE ] BSTZ: Testing feature 17/29: add_pbf_return_2d
[2025-11-25T08:46:14.132463] [INFO ] [CONFIGURE ] BSTZ: Testing with features: ['add_cumulative_delta', 'add_pbf_return_2d']
[2025-11-25T08:46:14.390340] [DEBUG] [FORECASTER] BSTZ: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T08:46:14.646451] [DEBUG] [FORECASTER] BSTZ: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T08:46:14.899494] [DEBUG] [FORECASTER] BSTZ: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T08:46:15.176002] [DEBUG] [FORECASTER] BSTZ: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T08:46:15.457040] [DEBUG] [FORECASTER] BSTZ: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T08:46:15.743236] [DEBUG] [FORECASTER] BSTZ: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T08:46:16.024677] [DEBUG] [FORECASTER] BSTZ: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T08:46:16.302822] [DEBUG] [FORECASTER] BSTZ: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T08:46:16.579467] [DEBUG] [FORECASTER] BSTZ: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T08:46:16.853921] [DEBUG] [FORECASTER] BSTZ: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T08:46:16.854183] [INFO ] [CONFIGURE ] BSTZ: DISCARDED add_pbf_return_2d (score: 40.00%)
[2025-11-25T08:46:16.854250] [INFO ] [CONFIGURE ] JOB ETA: 2.0h | Avg: 2.8s/test | Remaining: 2535 tests
[2025-11-25T08:46:16.854304] [INFO ] [CONFIGURE ] BSTZ: Testing feature 18/29: add_pbf_volatility_5d
[2025-11-25T08:46:16.854414] [INFO ] [CONFIGURE ] BSTZ: Testing with features: ['add_cumulative_delta', 'add_pbf_volatility_5d']
[2025-11-25T08:46:17.128354] [DEBUG] [FORECASTER] BSTZ: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T08:46:17.408799] [DEBUG] [FORECASTER] BSTZ: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T08:46:17.679370] [DEBUG] [FORECASTER] BSTZ: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T08:46:17.932986] [DEBUG] [FORECASTER] BSTZ: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T08:46:18.204808] [DEBUG] [FORECASTER] BSTZ: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T08:46:18.480837] [DEBUG] [FORECASTER] BSTZ: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T08:46:18.753013] [DEBUG] [FORECASTER] BSTZ: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T08:46:19.011744] [DEBUG] [FORECASTER] BSTZ: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T08:46:19.286194] [DEBUG] [FORECASTER] BSTZ: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T08:46:19.554447] [DEBUG] [FORECASTER] BSTZ: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T08:46:19.554636] [INFO ] [CONFIGURE ] BSTZ: DISCARDED add_pbf_volatility_5d (score: 30.00%)
[2025-11-25T08:46:19.554724] [INFO ] [CONFIGURE ] JOB ETA: 2.0h | Avg: 2.8s/test | Remaining: 2534 tests
[2025-11-25T08:46:19.554778] [INFO ] [CONFIGURE ] BSTZ: Testing feature 19/29: add_pbf_vs_sma_5
[2025-11-25T08:46:19.554847] [INFO ] [CONFIGURE ] BSTZ: Testing with features: ['add_cumulative_delta', 'add_pbf_vs_sma_5']
[2025-11-25T08:46:19.808315] [DEBUG] [FORECASTER] BSTZ: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T08:46:20.076731] [DEBUG] [FORECASTER] BSTZ: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T08:46:20.326524] [DEBUG] [FORECASTER] BSTZ: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T08:46:20.582434] [DEBUG] [FORECASTER] BSTZ: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T08:46:20.832074] [DEBUG] [FORECASTER] BSTZ: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T08:46:21.083622] [DEBUG] [FORECASTER] BSTZ: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T08:46:21.302093] [DEBUG] [FORECASTER] BSTZ: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T08:46:21.517063] [DEBUG] [FORECASTER] BSTZ: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T08:46:21.734510] [DEBUG] [FORECASTER] BSTZ: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T08:46:21.955636] [DEBUG] [FORECASTER] BSTZ: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T08:46:21.955952] [INFO ] [CONFIGURE ] BSTZ: DISCARDED add_pbf_vs_sma_5 (score: 50.00%)
[2025-11-25T08:46:21.956058] [INFO ] [CONFIGURE ] JOB ETA: 2.0h | Avg: 2.8s/test | Remaining: 2533 tests
[2025-11-25T08:46:21.956155] [INFO ] [CONFIGURE ] BSTZ: Testing feature 20/29: add_price_rejection
[2025-11-25T08:46:21.956248] [INFO ] [CONFIGURE ] BSTZ: Testing with features: ['add_cumulative_delta', 'add_price_rejection']
[2025-11-25T08:46:22.189052] [DEBUG] [FORECASTER] BSTZ: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T08:46:22.424857] [DEBUG] [FORECASTER] BSTZ: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T08:46:22.667804] [DEBUG] [FORECASTER] BSTZ: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T08:46:22.916246] [DEBUG] [FORECASTER] BSTZ: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T08:46:23.161758] [DEBUG] [FORECASTER] BSTZ: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T08:46:23.396538] [DEBUG] [FORECASTER] BSTZ: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T08:46:23.633886] [DEBUG] [FORECASTER] BSTZ: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T08:46:23.875962] [DEBUG] [FORECASTER] BSTZ: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T08:46:24.112035] [DEBUG] [FORECASTER] BSTZ: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T08:46:24.346629] [DEBUG] [FORECASTER] BSTZ: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T08:46:24.346821] [INFO ] [CONFIGURE ] BSTZ: DISCARDED add_price_rejection (score: 40.00%)
[2025-11-25T08:46:24.346878] [INFO ] [CONFIGURE ] JOB ETA: 2.0h | Avg: 2.8s/test | Remaining: 2532 tests
[2025-11-25T08:46:24.346996] [INFO ] [CONFIGURE ] BSTZ: Testing feature 21/29: add_range_position
[2025-11-25T08:46:24.347044] [INFO ] [CONFIGURE ] BSTZ: Testing with features: ['add_cumulative_delta', 'add_range_position']
[2025-11-25T08:46:24.600225] [DEBUG] [FORECASTER] BSTZ: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T08:46:24.851834] [DEBUG] [FORECASTER] BSTZ: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T08:46:25.109349] [DEBUG] [FORECASTER] BSTZ: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T08:46:25.368574] [DEBUG] [FORECASTER] BSTZ: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T08:46:25.625192] [DEBUG] [FORECASTER] BSTZ: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T08:46:25.889810] [DEBUG] [FORECASTER] BSTZ: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T08:46:26.150166] [DEBUG] [FORECASTER] BSTZ: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T08:46:26.406881] [DEBUG] [FORECASTER] BSTZ: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T08:46:26.669441] [DEBUG] [FORECASTER] BSTZ: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T08:46:26.924425] [DEBUG] [FORECASTER] BSTZ: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T08:46:26.924597] [INFO ] [CONFIGURE ] BSTZ: DISCARDED add_range_position (score: 40.00%)
[2025-11-25T08:46:26.924797] [INFO ] [CONFIGURE ] JOB ETA: 2.0h | Avg: 2.8s/test | Remaining: 2531 tests
[2025-11-25T08:46:26.924854] [INFO ] [CONFIGURE ] BSTZ: Testing feature 22/29: add_realized_volatility
[2025-11-25T08:46:26.924911] [INFO ] [CONFIGURE ] BSTZ: Testing with features: ['add_cumulative_delta', 'add_realized_volatility']
[2025-11-25T08:46:27.253397] [DEBUG] [FORECASTER] BSTZ: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T08:46:27.578082] [DEBUG] [FORECASTER] BSTZ: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T08:46:27.928034] [DEBUG] [FORECASTER] BSTZ: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T08:46:28.283805] [DEBUG] [FORECASTER] BSTZ: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T08:46:28.636446] [DEBUG] [FORECASTER] BSTZ: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T08:46:29.001197] [DEBUG] [FORECASTER] BSTZ: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T08:46:29.331609] [DEBUG] [FORECASTER] BSTZ: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T08:46:29.697234] [DEBUG] [FORECASTER] BSTZ: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T08:46:30.052196] [DEBUG] [FORECASTER] BSTZ: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T08:46:30.414606] [DEBUG] [FORECASTER] BSTZ: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T08:46:30.414865] [INFO ] [CONFIGURE ] BSTZ: DISCARDED add_realized_volatility (score: 40.00%)
[2025-11-25T08:46:30.414941] [INFO ] [CONFIGURE ] JOB ETA: 2.0h | Avg: 2.8s/test | Remaining: 2530 tests
[2025-11-25T08:46:30.415009] [INFO ] [CONFIGURE ] BSTZ: Testing feature 23/29: add_recent_range_context
[2025-11-25T08:46:30.415058] [INFO ] [CONFIGURE ] BSTZ: Testing with features: ['add_cumulative_delta', 'add_recent_range_context']
[2025-11-25T08:46:30.666168] [DEBUG] [FORECASTER] BSTZ: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T08:46:30.921860] [DEBUG] [FORECASTER] BSTZ: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T08:46:31.186438] [DEBUG] [FORECASTER] BSTZ: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T08:46:31.438940] [DEBUG] [FORECASTER] BSTZ: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T08:46:31.709568] [DEBUG] [FORECASTER] BSTZ: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T08:46:31.971224] [DEBUG] [FORECASTER] BSTZ: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T08:46:32.221956] [DEBUG] [FORECASTER] BSTZ: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T08:46:32.478420] [DEBUG] [FORECASTER] BSTZ: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T08:46:32.745826] [DEBUG] [FORECASTER] BSTZ: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T08:46:33.002613] [DEBUG] [FORECASTER] BSTZ: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T08:46:33.002828] [INFO ] [CONFIGURE ] BSTZ: DISCARDED add_recent_range_context (score: 30.00%)
[2025-11-25T08:46:33.002888] [INFO ] [CONFIGURE ] JOB ETA: 1.9h | Avg: 2.8s/test | Remaining: 2529 tests
[2025-11-25T08:46:33.002939] [INFO ] [CONFIGURE ] BSTZ: Testing feature 24/29: add_rsi
[2025-11-25T08:46:33.002985] [INFO ] [CONFIGURE ] BSTZ: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_rsi']
[2025-11-25T08:46:33.303540] [DEBUG] [FORECASTER] BSTZ: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T08:46:33.600139] [DEBUG] [FORECASTER] BSTZ: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T08:46:33.895334] [DEBUG] [FORECASTER] BSTZ: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T08:46:34.186897] [DEBUG] [FORECASTER] BSTZ: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T08:46:34.485574] [DEBUG] [FORECASTER] BSTZ: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T08:46:34.779256] [DEBUG] [FORECASTER] BSTZ: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T08:46:35.073668] [DEBUG] [FORECASTER] BSTZ: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T08:46:35.369532] [DEBUG] [FORECASTER] BSTZ: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T08:46:35.666805] [DEBUG] [FORECASTER] BSTZ: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T08:46:35.967431] [DEBUG] [FORECASTER] BSTZ: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T08:46:35.967635] [INFO ] [CONFIGURE ] BSTZ: DISCARDED add_rsi (score: 30.00%)
[2025-11-25T08:46:35.967716] [INFO ] [CONFIGURE ] JOB ETA: 1.9h | Avg: 2.8s/test | Remaining: 2528 tests
[2025-11-25T08:46:35.967765] [INFO ] [CONFIGURE ] BSTZ: Testing feature 25/29: add_tick_distribution
[2025-11-25T08:46:35.967811] [INFO ] [CONFIGURE ] BSTZ: Testing with features: ['add_cumulative_delta', 'add_tick_distribution']
[2025-11-25T08:46:36.211733] [DEBUG] [FORECASTER] BSTZ: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T08:46:36.460126] [DEBUG] [FORECASTER] BSTZ: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T08:46:36.711267] [DEBUG] [FORECASTER] BSTZ: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T08:46:36.957760] [DEBUG] [FORECASTER] BSTZ: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T08:46:37.218410] [DEBUG] [FORECASTER] BSTZ: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T08:46:37.467678] [DEBUG] [FORECASTER] BSTZ: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T08:46:37.721069] [DEBUG] [FORECASTER] BSTZ: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T08:46:37.963412] [DEBUG] [FORECASTER] BSTZ: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T08:46:38.217620] [DEBUG] [FORECASTER] BSTZ: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T08:46:38.467829] [DEBUG] [FORECASTER] BSTZ: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T08:46:38.468014] [INFO ] [CONFIGURE ] BSTZ: DISCARDED add_tick_distribution (score: 40.00%)
[2025-11-25T08:46:38.468074] [INFO ] [CONFIGURE ] JOB ETA: 1.9h | Avg: 2.8s/test | Remaining: 2527 tests
[2025-11-25T08:46:38.468148] [INFO ] [CONFIGURE ] BSTZ: Testing feature 26/29: add_volume_momentum_confirmation
[2025-11-25T08:46:38.468193] [INFO ] [CONFIGURE ] BSTZ: Testing with features: ['add_cumulative_delta', 'add_volume_momentum_confirmation']
[2025-11-25T08:46:38.709367] [DEBUG] [FORECASTER] BSTZ: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T08:46:38.952410] [DEBUG] [FORECASTER] BSTZ: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T08:46:39.208166] [DEBUG] [FORECASTER] BSTZ: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T08:46:39.447226] [DEBUG] [FORECASTER] BSTZ: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T08:46:39.684260] [DEBUG] [FORECASTER] BSTZ: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T08:46:39.924131] [DEBUG] [FORECASTER] BSTZ: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T08:46:40.174522] [DEBUG] [FORECASTER] BSTZ: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T08:46:40.406638] [DEBUG] [FORECASTER] BSTZ: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T08:46:40.631182] [DEBUG] [FORECASTER] BSTZ: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T08:46:40.855202] [DEBUG] [FORECASTER] BSTZ: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T08:46:40.855405] [INFO ] [CONFIGURE ] BSTZ: DISCARDED add_volume_momentum_confirmation (score: 60.00%)
[2025-11-25T08:46:40.855464] [INFO ] [CONFIGURE ] JOB ETA: 1.9h | Avg: 2.8s/test | Remaining: 2526 tests
[2025-11-25T08:46:40.855537] [INFO ] [CONFIGURE ] BSTZ: Testing feature 27/29: add_volume_price_divergence
[2025-11-25T08:46:40.855585] [INFO ] [CONFIGURE ] BSTZ: Testing with features: ['add_cumulative_delta', 'add_volume_price_divergence']
[2025-11-25T08:46:41.103193] [DEBUG] [FORECASTER] BSTZ: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T08:46:41.345713] [DEBUG] [FORECASTER] BSTZ: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T08:46:41.616398] [DEBUG] [FORECASTER] BSTZ: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T08:46:41.889665] [DEBUG] [FORECASTER] BSTZ: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T08:46:42.139944] [DEBUG] [FORECASTER] BSTZ: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T08:46:42.386441] [DEBUG] [FORECASTER] BSTZ: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T08:46:42.656406] [DEBUG] [FORECASTER] BSTZ: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T08:46:42.909729] [DEBUG] [FORECASTER] BSTZ: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T08:46:43.168810] [DEBUG] [FORECASTER] BSTZ: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T08:46:43.418309] [DEBUG] [FORECASTER] BSTZ: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T08:46:43.418512] [INFO ] [CONFIGURE ] BSTZ: DISCARDED add_volume_price_divergence (score: 50.00%)
[2025-11-25T08:46:43.418569] [INFO ] [CONFIGURE ] JOB ETA: 1.9h | Avg: 2.8s/test | Remaining: 2525 tests
[2025-11-25T08:46:43.418618] [INFO ] [CONFIGURE ] BSTZ: Testing feature 28/29: add_volume_profile
[2025-11-25T08:46:43.418689] [INFO ] [CONFIGURE ] BSTZ: Testing with features: ['add_cumulative_delta', 'add_volume_profile']
[2025-11-25T08:46:43.669495] [DEBUG] [FORECASTER] BSTZ: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T08:46:43.908176] [DEBUG] [FORECASTER] BSTZ: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T08:46:44.144991] [DEBUG] [FORECASTER] BSTZ: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T08:46:44.395999] [DEBUG] [FORECASTER] BSTZ: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T08:46:44.633857] [DEBUG] [FORECASTER] BSTZ: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T08:46:44.869435] [DEBUG] [FORECASTER] BSTZ: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T08:46:45.112129] [DEBUG] [FORECASTER] BSTZ: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T08:46:45.349441] [DEBUG] [FORECASTER] BSTZ: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T08:46:45.589859] [DEBUG] [FORECASTER] BSTZ: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T08:46:45.832686] [DEBUG] [FORECASTER] BSTZ: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T08:46:45.832890] [INFO ] [CONFIGURE ] BSTZ: DISCARDED add_volume_profile (score: 50.00%)
[2025-11-25T08:46:45.832954] [INFO ] [CONFIGURE ] JOB ETA: 1.9h | Avg: 2.8s/test | Remaining: 2524 tests
[2025-11-25T08:46:45.833002] [INFO ] [CONFIGURE ] BSTZ: Testing feature 29/29: add_vwap
[2025-11-25T08:46:45.833053] [INFO ] [CONFIGURE ] BSTZ: Testing with features: ['add_cumulative_delta', 'add_vwap']
[2025-11-25T08:46:46.076828] [DEBUG] [FORECASTER] BSTZ: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T08:46:46.316867] [DEBUG] [FORECASTER] BSTZ: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T08:46:46.560084] [DEBUG] [FORECASTER] BSTZ: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T08:46:46.800071] [DEBUG] [FORECASTER] BSTZ: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T08:46:47.038864] [DEBUG] [FORECASTER] BSTZ: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T08:46:47.280058] [DEBUG] [FORECASTER] BSTZ: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T08:46:47.527678] [DEBUG] [FORECASTER] BSTZ: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T08:46:47.801512] [DEBUG] [FORECASTER] BSTZ: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T08:46:48.047347] [DEBUG] [FORECASTER] BSTZ: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T08:46:48.298324] [DEBUG] [FORECASTER] BSTZ: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T08:46:48.298529] [INFO ] [CONFIGURE ] BSTZ: DISCARDED add_vwap (score: 40.00%)
[2025-11-25T08:46:48.298590] [INFO ] [CONFIGURE ] JOB ETA: 1.9h | Avg: 2.8s/test | Remaining: 2523 tests
[2025-11-25T08:46:48.298664] [INFO ] [CONFIGURE ] BSTZ: ===== FEATURE SELECTION COMPLETE =====
[2025-11-25T08:46:48.298711] [INFO ] [CONFIGURE ] BSTZ: Best accuracy: 60.00%
[2025-11-25T08:46:48.298757] [INFO ] [CONFIGURE ] BSTZ: Best feature set (1 features): ['add_cumulative_delta']
[2025-11-25T08:46:48.298796] [INFO ] [CONFIGURE ] BSTZ: Improvement over baseline: 10.00%
[2025-11-25T08:46:48.298831] [INFO ] [CONFIGURE ] BSTZ: Total time: 1.3 minutes
[2025-11-25T08:46:48.298869] [INFO ] [CONFIGURE ] BSTZ: Average time per feature: 2.7 seconds
[2025-11-25T08:46:48.298972] [INFO ] [CONFIGURE ] BSTZ: Average speed: 0.38 features/sec
[2025-11-25T08:46:48.299470] [INFO ] [LOCAL     ] Saved configuration for BSTZ: 1 features, 60.00% accuracy -> ./output/feature-sets/BSTZ.json
[2025-11-25T08:46:48.299565] [INFO ] [CONFIGURE ] BSTZ: Configuration saved successfully: 1 features, 60.00% accuracy.
[2025-11-25T08:46:48.299619] [INFO ] [sig       ] [78/164] Successfully configured BSTZ | 0.01 sym/s | Total: 1.8h | ETA: 1.9h
[2025-11-25T08:46:48.299697] [INFO ] [sig       ] [79/164] Configuring BTZ...
[2025-11-25T08:46:48.299756] [INFO ] [CONFIGURE ] BTZ: Configurate test run.
[2025-11-25T08:46:48.299803] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BTZ' from 'https://tdm.silogroup.org/data/derivative_storage/BTZ.csv'.
[2025-11-25T08:46:48.313347] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'BTZ'.
[2025-11-25T08:46:48.313828] [INFO ] [CONFIGURE ] BTZ: Testing with 29 available features
[2025-11-25T08:46:48.313893] [INFO ] [CONFIGURE ] BTZ: Establishing baseline with no features...
[2025-11-25T08:46:48.480387] [DEBUG] [FORECASTER] BTZ: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T08:46:48.651151] [DEBUG] [FORECASTER] BTZ: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0
[2025-11-25T08:46:48.820820] [DEBUG] [FORECASTER] BTZ: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T08:46:48.990928] [DEBUG] [FORECASTER] BTZ: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T08:46:49.160353] [DEBUG] [FORECASTER] BTZ: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T08:46:49.331260] [DEBUG] [FORECASTER] BTZ: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T08:46:49.502281] [DEBUG] [FORECASTER] BTZ: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T08:46:49.673221] [DEBUG] [FORECASTER] BTZ: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-25T08:46:49.840634] [DEBUG] [FORECASTER] BTZ: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T08:46:50.014267] [DEBUG] [FORECASTER] BTZ: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T08:46:50.014435] [INFO ] [CONFIGURE ] BTZ: Baseline score (no features): 30.00%
[2025-11-25T08:46:50.014486] [INFO ] [CONFIGURE ] BTZ: Testing feature 1/29: add_bollinger_bands
[2025-11-25T08:46:50.014527] [INFO ] [CONFIGURE ] BTZ: Testing with features: ['add_bollinger_bands']
[2025-11-25T08:46:50.227272] [DEBUG] [FORECASTER] BTZ: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T08:46:50.431373] [DEBUG] [FORECASTER] BTZ: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0
[2025-11-25T08:46:50.645987] [DEBUG] [FORECASTER] BTZ: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T08:46:50.851723] [DEBUG] [FORECASTER] BTZ: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T08:46:51.058362] [DEBUG] [FORECASTER] BTZ: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T08:46:51.259821] [DEBUG] [FORECASTER] BTZ: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T08:46:51.450559] [DEBUG] [FORECASTER] BTZ: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T08:46:51.650756] [DEBUG] [FORECASTER] BTZ: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-25T08:46:51.853012] [DEBUG] [FORECASTER] BTZ: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T08:46:52.057741] [DEBUG] [FORECASTER] BTZ: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T08:46:52.058312] [INFO ] [CONFIGURE ] BTZ: KEPT add_bollinger_bands (score: 50.00%)
[2025-11-25T08:46:52.058363] [INFO ] [CONFIGURE ] JOB ETA: 1.9h | Avg: 2.8s/test | Remaining: 2522 tests
[2025-11-25T08:46:52.058402] [INFO ] [CONFIGURE ] BTZ: Testing feature 2/29: add_cumulative_delta
[2025-11-25T08:46:52.058437] [INFO ] [CONFIGURE ] BTZ: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta']
[2025-11-25T08:46:52.286733] [DEBUG] [FORECASTER] BTZ: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T08:46:52.520383] [DEBUG] [FORECASTER] BTZ: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0
[2025-11-25T08:46:52.758360] [DEBUG] [FORECASTER] BTZ: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T08:46:52.997424] [DEBUG] [FORECASTER] BTZ: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T08:46:53.232088] [DEBUG] [FORECASTER] BTZ: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T08:46:53.479895] [DEBUG] [FORECASTER] BTZ: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T08:46:53.744001] [DEBUG] [FORECASTER] BTZ: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T08:46:53.981595] [DEBUG] [FORECASTER] BTZ: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T08:46:54.218293] [DEBUG] [FORECASTER] BTZ: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T08:46:54.451631] [DEBUG] [FORECASTER] BTZ: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T08:46:54.451819] [INFO ] [CONFIGURE ] BTZ: KEPT add_cumulative_delta (score: 60.00%)
[2025-11-25T08:46:54.451921] [INFO ] [CONFIGURE ] JOB ETA: 1.9h | Avg: 2.8s/test | Remaining: 2521 tests
[2025-11-25T08:46:54.451975] [INFO ] [CONFIGURE ] BTZ: Testing feature 3/29: add_daily_returns
[2025-11-25T08:46:54.452030] [INFO ] [CONFIGURE ] BTZ: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns']
[2025-11-25T08:46:54.700261] [DEBUG] [FORECASTER] BTZ: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T08:46:54.953693] [DEBUG] [FORECASTER] BTZ: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0
[2025-11-25T08:46:55.205362] [DEBUG] [FORECASTER] BTZ: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T08:46:55.460361] [DEBUG] [FORECASTER] BTZ: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T08:46:55.714102] [DEBUG] [FORECASTER] BTZ: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T08:46:55.973042] [DEBUG] [FORECASTER] BTZ: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T08:46:56.242448] [DEBUG] [FORECASTER] BTZ: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T08:46:56.518330] [DEBUG] [FORECASTER] BTZ: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T08:46:56.813522] [DEBUG] [FORECASTER] BTZ: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T08:46:57.097058] [DEBUG] [FORECASTER] BTZ: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T08:46:57.097263] [INFO ] [CONFIGURE ] BTZ: DISCARDED add_daily_returns (score: 50.00%)
[2025-11-25T08:46:57.097415] [INFO ] [CONFIGURE ] JOB ETA: 1.9h | Avg: 2.8s/test | Remaining: 2520 tests
[2025-11-25T08:46:57.097470] [INFO ] [CONFIGURE ] BTZ: Testing feature 4/29: add_ema
[2025-11-25T08:46:57.097522] [INFO ] [CONFIGURE ] BTZ: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_ema']
[2025-11-25T08:46:57.397699] [DEBUG] [FORECASTER] BTZ: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T08:46:57.699620] [DEBUG] [FORECASTER] BTZ: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0
[2025-11-25T08:46:57.994072] [DEBUG] [FORECASTER] BTZ: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T08:46:58.282006] [DEBUG] [FORECASTER] BTZ: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T08:46:58.582226] [DEBUG] [FORECASTER] BTZ: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T08:46:58.887036] [DEBUG] [FORECASTER] BTZ: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T08:46:59.211619] [DEBUG] [FORECASTER] BTZ: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T08:46:59.526232] [DEBUG] [FORECASTER] BTZ: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T08:46:59.819710] [DEBUG] [FORECASTER] BTZ: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T08:47:00.149225] [DEBUG] [FORECASTER] BTZ: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T08:47:00.149419] [INFO ] [CONFIGURE ] BTZ: DISCARDED add_ema (score: 60.00%)
[2025-11-25T08:47:00.149481] [INFO ] [CONFIGURE ] JOB ETA: 1.9h | Avg: 2.8s/test | Remaining: 2519 tests
[2025-11-25T08:47:00.149523] [INFO ] [CONFIGURE ] BTZ: Testing feature 5/29: add_exhaustion_signals
[2025-11-25T08:47:00.149635] [INFO ] [CONFIGURE ] BTZ: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals']
[2025-11-25T08:47:01.166356] [DEBUG] [FORECASTER] BTZ: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T08:47:01.607285] [DEBUG] [FORECASTER] BTZ: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0
[2025-11-25T08:47:01.935027] [DEBUG] [FORECASTER] BTZ: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T08:47:02.240589] [DEBUG] [FORECASTER] BTZ: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T08:47:02.530040] [DEBUG] [FORECASTER] BTZ: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T08:47:02.873948] [DEBUG] [FORECASTER] BTZ: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T08:47:03.187383] [DEBUG] [FORECASTER] BTZ: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T08:47:03.491440] [DEBUG] [FORECASTER] BTZ: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-25T08:47:03.771631] [DEBUG] [FORECASTER] BTZ: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T08:47:04.069805] [DEBUG] [FORECASTER] BTZ: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T08:47:04.069976] [INFO ] [CONFIGURE ] BTZ: DISCARDED add_exhaustion_signals (score: 50.00%)
[2025-11-25T08:47:04.070033] [INFO ] [CONFIGURE ] JOB ETA: 1.9h | Avg: 2.8s/test | Remaining: 2518 tests
[2025-11-25T08:47:04.070080] [INFO ] [CONFIGURE ] BTZ: Testing feature 6/29: add_failed_moves
[2025-11-25T08:47:04.070116] [INFO ] [CONFIGURE ] BTZ: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_failed_moves']
[2025-11-25T08:47:04.331733] [DEBUG] [FORECASTER] BTZ: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T08:47:04.592385] [DEBUG] [FORECASTER] BTZ: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0
[2025-11-25T08:47:04.850839] [DEBUG] [FORECASTER] BTZ: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T08:47:05.102716] [DEBUG] [FORECASTER] BTZ: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T08:47:05.359616] [DEBUG] [FORECASTER] BTZ: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T08:47:05.623862] [DEBUG] [FORECASTER] BTZ: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T08:47:05.903976] [DEBUG] [FORECASTER] BTZ: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T08:47:06.183965] [DEBUG] [FORECASTER] BTZ: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T08:47:06.448889] [DEBUG] [FORECASTER] BTZ: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T08:47:06.713924] [DEBUG] [FORECASTER] BTZ: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T08:47:06.714120] [INFO ] [CONFIGURE ] BTZ: DISCARDED add_failed_moves (score: 60.00%)
[2025-11-25T08:47:06.714178] [INFO ] [CONFIGURE ] JOB ETA: 1.9h | Avg: 2.8s/test | Remaining: 2517 tests
[2025-11-25T08:47:06.714225] [INFO ] [CONFIGURE ] BTZ: Testing feature 7/29: add_lag_shelf
[2025-11-25T08:47:06.714269] [INFO ] [CONFIGURE ] BTZ: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_lag_shelf']
[2025-11-25T08:47:06.979807] [DEBUG] [FORECASTER] BTZ: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T08:47:07.244743] [DEBUG] [FORECASTER] BTZ: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0
[2025-11-25T08:47:07.524319] [DEBUG] [FORECASTER] BTZ: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T08:47:07.825668] [DEBUG] [FORECASTER] BTZ: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T08:47:08.118532] [DEBUG] [FORECASTER] BTZ: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T08:47:08.401224] [DEBUG] [FORECASTER] BTZ: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T08:47:08.675010] [DEBUG] [FORECASTER] BTZ: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T08:47:08.962601] [DEBUG] [FORECASTER] BTZ: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-25T08:47:09.226978] [DEBUG] [FORECASTER] BTZ: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T08:47:09.496791] [DEBUG] [FORECASTER] BTZ: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T08:47:09.497009] [INFO ] [CONFIGURE ] BTZ: DISCARDED add_lag_shelf (score: 30.00%)
[2025-11-25T08:47:09.497068] [INFO ] [CONFIGURE ] JOB ETA: 1.9h | Avg: 2.8s/test | Remaining: 2516 tests
[2025-11-25T08:47:09.497133] [INFO ] [CONFIGURE ] BTZ: Testing feature 8/29: add_macd
[2025-11-25T08:47:09.497181] [INFO ] [CONFIGURE ] BTZ: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_vwap', 'add_macd']
[2025-11-25T08:47:09.867803] [DEBUG] [FORECASTER] BTZ: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T08:47:10.251581] [DEBUG] [FORECASTER] BTZ: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0
[2025-11-25T08:47:10.636060] [DEBUG] [FORECASTER] BTZ: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T08:47:11.021069] [DEBUG] [FORECASTER] BTZ: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T08:47:11.397367] [DEBUG] [FORECASTER] BTZ: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T08:47:11.770421] [DEBUG] [FORECASTER] BTZ: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T08:47:12.151470] [DEBUG] [FORECASTER] BTZ: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T08:47:12.527126] [DEBUG] [FORECASTER] BTZ: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T08:47:12.910491] [DEBUG] [FORECASTER] BTZ: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T08:47:13.303234] [DEBUG] [FORECASTER] BTZ: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T08:47:13.303454] [INFO ] [CONFIGURE ] BTZ: DISCARDED add_macd (score: 60.00%)
[2025-11-25T08:47:13.303517] [INFO ] [CONFIGURE ] JOB ETA: 1.9h | Avg: 2.8s/test | Remaining: 2515 tests
[2025-11-25T08:47:13.303573] [INFO ] [CONFIGURE ] BTZ: Testing feature 9/29: add_mfi
[2025-11-25T08:47:13.303622] [INFO ] [CONFIGURE ] BTZ: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_mfi']
[2025-11-25T08:47:13.588248] [DEBUG] [FORECASTER] BTZ: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T08:47:13.876183] [DEBUG] [FORECASTER] BTZ: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0
[2025-11-25T08:47:14.174994] [DEBUG] [FORECASTER] BTZ: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T08:47:14.449125] [DEBUG] [FORECASTER] BTZ: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T08:47:14.727039] [DEBUG] [FORECASTER] BTZ: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T08:47:15.001561] [DEBUG] [FORECASTER] BTZ: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T08:47:15.276847] [DEBUG] [FORECASTER] BTZ: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T08:47:15.554312] [DEBUG] [FORECASTER] BTZ: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T08:47:15.829334] [DEBUG] [FORECASTER] BTZ: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T08:47:16.106287] [DEBUG] [FORECASTER] BTZ: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T08:47:16.106483] [INFO ] [CONFIGURE ] BTZ: DISCARDED add_mfi (score: 60.00%)
[2025-11-25T08:47:16.106546] [INFO ] [CONFIGURE ] JOB ETA: 1.9h | Avg: 2.8s/test | Remaining: 2514 tests
[2025-11-25T08:47:16.106592] [INFO ] [CONFIGURE ] BTZ: Testing feature 10/29: add_momentum_acceleration
[2025-11-25T08:47:16.106637] [INFO ] [CONFIGURE ] BTZ: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-11-25T08:47:16.476062] [DEBUG] [FORECASTER] BTZ: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T08:47:16.925377] [DEBUG] [FORECASTER] BTZ: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0
[2025-11-25T08:47:17.347758] [DEBUG] [FORECASTER] BTZ: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T08:47:17.710429] [DEBUG] [FORECASTER] BTZ: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T08:47:18.053581] [DEBUG] [FORECASTER] BTZ: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T08:47:18.388790] [DEBUG] [FORECASTER] BTZ: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T08:47:18.729187] [DEBUG] [FORECASTER] BTZ: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T08:47:19.072564] [DEBUG] [FORECASTER] BTZ: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-25T08:47:19.436930] [DEBUG] [FORECASTER] BTZ: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T08:47:19.818400] [DEBUG] [FORECASTER] BTZ: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T08:47:19.818609] [INFO ] [CONFIGURE ] BTZ: DISCARDED add_momentum_acceleration (score: 40.00%)
[2025-11-25T08:47:19.818692] [INFO ] [CONFIGURE ] JOB ETA: 1.9h | Avg: 2.8s/test | Remaining: 2513 tests
[2025-11-25T08:47:19.818748] [INFO ] [CONFIGURE ] BTZ: Testing feature 11/29: add_obv_daily
[2025-11-25T08:47:19.818794] [INFO ] [CONFIGURE ] BTZ: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_obv_daily']
[2025-11-25T08:47:20.078433] [DEBUG] [FORECASTER] BTZ: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T08:47:20.344549] [DEBUG] [FORECASTER] BTZ: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0
[2025-11-25T08:47:20.625929] [DEBUG] [FORECASTER] BTZ: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T08:47:20.901241] [DEBUG] [FORECASTER] BTZ: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T08:47:21.178587] [DEBUG] [FORECASTER] BTZ: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T08:47:21.446337] [DEBUG] [FORECASTER] BTZ: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T08:47:21.710399] [DEBUG] [FORECASTER] BTZ: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T08:47:21.974803] [DEBUG] [FORECASTER] BTZ: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T08:47:22.248245] [DEBUG] [FORECASTER] BTZ: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T08:47:22.513931] [DEBUG] [FORECASTER] BTZ: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T08:47:22.514119] [INFO ] [CONFIGURE ] BTZ: DISCARDED add_obv_daily (score: 50.00%)
[2025-11-25T08:47:22.514177] [INFO ] [CONFIGURE ] JOB ETA: 1.9h | Avg: 2.8s/test | Remaining: 2512 tests
[2025-11-25T08:47:22.514224] [INFO ] [CONFIGURE ] BTZ: Testing feature 12/29: add_obv_interval
[2025-11-25T08:47:22.514266] [INFO ] [CONFIGURE ] BTZ: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_obv_interval']
[2025-11-25T08:47:22.767095] [DEBUG] [FORECASTER] BTZ: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T08:47:23.036572] [DEBUG] [FORECASTER] BTZ: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0
[2025-11-25T08:47:23.306920] [DEBUG] [FORECASTER] BTZ: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T08:47:23.574823] [DEBUG] [FORECASTER] BTZ: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T08:47:23.848483] [DEBUG] [FORECASTER] BTZ: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T08:47:24.126869] [DEBUG] [FORECASTER] BTZ: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T08:47:24.394389] [DEBUG] [FORECASTER] BTZ: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T08:47:24.666564] [DEBUG] [FORECASTER] BTZ: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T08:47:24.936601] [DEBUG] [FORECASTER] BTZ: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T08:47:25.202305] [DEBUG] [FORECASTER] BTZ: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T08:47:25.202530] [INFO ] [CONFIGURE ] BTZ: DISCARDED add_obv_interval (score: 50.00%)
[2025-11-25T08:47:25.202594] [INFO ] [CONFIGURE ] JOB ETA: 1.9h | Avg: 2.8s/test | Remaining: 2511 tests
[2025-11-25T08:47:25.202665] [INFO ] [CONFIGURE ] BTZ: Testing feature 13/29: add_opening_strength
[2025-11-25T08:47:25.202714] [INFO ] [CONFIGURE ] BTZ: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns', 'add_opening_strength']
[2025-11-25T08:47:25.491463] [DEBUG] [FORECASTER] BTZ: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T08:47:25.781756] [DEBUG] [FORECASTER] BTZ: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0
[2025-11-25T08:47:26.070908] [DEBUG] [FORECASTER] BTZ: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T08:47:26.368242] [DEBUG] [FORECASTER] BTZ: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T08:47:26.678249] [DEBUG] [FORECASTER] BTZ: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T08:47:26.984782] [DEBUG] [FORECASTER] BTZ: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T08:47:27.280201] [DEBUG] [FORECASTER] BTZ: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T08:47:27.567775] [DEBUG] [FORECASTER] BTZ: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T08:47:27.885920] [DEBUG] [FORECASTER] BTZ: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T08:47:28.193265] [DEBUG] [FORECASTER] BTZ: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T08:47:28.193464] [INFO ] [CONFIGURE ] BTZ: DISCARDED add_opening_strength (score: 60.00%)
[2025-11-25T08:47:28.193524] [INFO ] [CONFIGURE ] JOB ETA: 1.9h | Avg: 2.8s/test | Remaining: 2510 tests
[2025-11-25T08:47:28.193573] [INFO ] [CONFIGURE ] BTZ: Testing feature 14/29: add_order_flow_imbalance
[2025-11-25T08:47:28.193617] [INFO ] [CONFIGURE ] BTZ: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_order_flow_imbalance']
[2025-11-25T08:47:28.481727] [DEBUG] [FORECASTER] BTZ: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T08:47:28.769301] [DEBUG] [FORECASTER] BTZ: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0
[2025-11-25T08:47:29.057102] [DEBUG] [FORECASTER] BTZ: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T08:47:29.346431] [DEBUG] [FORECASTER] BTZ: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T08:47:29.631790] [DEBUG] [FORECASTER] BTZ: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T08:47:29.921560] [DEBUG] [FORECASTER] BTZ: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T08:47:30.209321] [DEBUG] [FORECASTER] BTZ: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T08:47:30.487948] [DEBUG] [FORECASTER] BTZ: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T08:47:30.775070] [DEBUG] [FORECASTER] BTZ: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T08:47:31.068749] [DEBUG] [FORECASTER] BTZ: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T08:47:31.069027] [INFO ] [CONFIGURE ] BTZ: DISCARDED add_order_flow_imbalance (score: 40.00%)
[2025-11-25T08:47:31.069089] [INFO ] [CONFIGURE ] JOB ETA: 1.9h | Avg: 2.8s/test | Remaining: 2509 tests
[2025-11-25T08:47:31.069137] [INFO ] [CONFIGURE ] BTZ: Testing feature 15/29: add_pbf_morning_momentum
[2025-11-25T08:47:31.069180] [INFO ] [CONFIGURE ] BTZ: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_pbf_morning_momentum']
[2025-11-25T08:47:31.339588] [DEBUG] [FORECASTER] BTZ: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T08:47:31.605250] [DEBUG] [FORECASTER] BTZ: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0
[2025-11-25T08:47:31.883162] [DEBUG] [FORECASTER] BTZ: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T08:47:32.154976] [DEBUG] [FORECASTER] BTZ: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T08:47:32.436313] [DEBUG] [FORECASTER] BTZ: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T08:47:32.722593] [DEBUG] [FORECASTER] BTZ: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T08:47:33.007622] [DEBUG] [FORECASTER] BTZ: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T08:47:33.284444] [DEBUG] [FORECASTER] BTZ: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T08:47:33.564262] [DEBUG] [FORECASTER] BTZ: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T08:47:33.853435] [DEBUG] [FORECASTER] BTZ: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T08:47:33.853615] [INFO ] [CONFIGURE ] BTZ: DISCARDED add_pbf_morning_momentum (score: 50.00%)
[2025-11-25T08:47:33.853697] [INFO ] [CONFIGURE ] JOB ETA: 1.9h | Avg: 2.8s/test | Remaining: 2508 tests
[2025-11-25T08:47:33.853749] [INFO ] [CONFIGURE ] BTZ: Testing feature 16/29: add_pbf_overnight_gap
[2025-11-25T08:47:33.853787] [INFO ] [CONFIGURE ] BTZ: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_pbf_overnight_gap']
[2025-11-25T08:47:34.163746] [DEBUG] [FORECASTER] BTZ: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T08:47:34.459675] [DEBUG] [FORECASTER] BTZ: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0
[2025-11-25T08:47:34.739942] [DEBUG] [FORECASTER] BTZ: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T08:47:35.021201] [DEBUG] [FORECASTER] BTZ: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T08:47:35.303593] [DEBUG] [FORECASTER] BTZ: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T08:47:35.598142] [DEBUG] [FORECASTER] BTZ: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T08:47:35.891315] [DEBUG] [FORECASTER] BTZ: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T08:47:36.196794] [DEBUG] [FORECASTER] BTZ: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-25T08:47:36.494346] [DEBUG] [FORECASTER] BTZ: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T08:47:36.790943] [DEBUG] [FORECASTER] BTZ: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T08:47:36.791146] [INFO ] [CONFIGURE ] BTZ: DISCARDED add_pbf_overnight_gap (score: 40.00%)
[2025-11-25T08:47:36.791204] [INFO ] [CONFIGURE ] JOB ETA: 1.9h | Avg: 2.8s/test | Remaining: 2507 tests
[2025-11-25T08:47:36.791249] [INFO ] [CONFIGURE ] BTZ: Testing feature 17/29: add_pbf_return_2d
[2025-11-25T08:47:36.791298] [INFO ] [CONFIGURE ] BTZ: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_pbf_return_2d']
[2025-11-25T08:47:37.065915] [DEBUG] [FORECASTER] BTZ: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T08:47:37.343400] [DEBUG] [FORECASTER] BTZ: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0
[2025-11-25T08:47:37.617501] [DEBUG] [FORECASTER] BTZ: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T08:47:37.905254] [DEBUG] [FORECASTER] BTZ: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T08:47:38.197662] [DEBUG] [FORECASTER] BTZ: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T08:47:38.482858] [DEBUG] [FORECASTER] BTZ: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T08:47:38.810323] [DEBUG] [FORECASTER] BTZ: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T08:47:39.104621] [DEBUG] [FORECASTER] BTZ: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T08:47:39.398812] [DEBUG] [FORECASTER] BTZ: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T08:47:39.680577] [DEBUG] [FORECASTER] BTZ: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T08:47:39.680796] [INFO ] [CONFIGURE ] BTZ: DISCARDED add_pbf_return_2d (score: 60.00%)
[2025-11-25T08:47:39.680854] [INFO ] [CONFIGURE ] JOB ETA: 1.9h | Avg: 2.8s/test | Remaining: 2506 tests
[2025-11-25T08:47:39.680900] [INFO ] [CONFIGURE ] BTZ: Testing feature 18/29: add_pbf_volatility_5d
[2025-11-25T08:47:39.680944] [INFO ] [CONFIGURE ] BTZ: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_pbf_volatility_5d']
[2025-11-25T08:47:39.944348] [DEBUG] [FORECASTER] BTZ: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T08:47:40.215066] [DEBUG] [FORECASTER] BTZ: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0
[2025-11-25T08:47:40.484894] [DEBUG] [FORECASTER] BTZ: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T08:47:40.765149] [DEBUG] [FORECASTER] BTZ: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T08:47:41.027999] [DEBUG] [FORECASTER] BTZ: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T08:47:41.298913] [DEBUG] [FORECASTER] BTZ: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T08:47:41.572331] [DEBUG] [FORECASTER] BTZ: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T08:47:41.843972] [DEBUG] [FORECASTER] BTZ: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-25T08:47:42.111500] [DEBUG] [FORECASTER] BTZ: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T08:47:42.380207] [DEBUG] [FORECASTER] BTZ: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T08:47:42.380387] [INFO ] [CONFIGURE ] BTZ: DISCARDED add_pbf_volatility_5d (score: 40.00%)
[2025-11-25T08:47:42.380444] [INFO ] [CONFIGURE ] JOB ETA: 1.9h | Avg: 2.8s/test | Remaining: 2505 tests
[2025-11-25T08:47:42.380492] [INFO ] [CONFIGURE ] BTZ: Testing feature 19/29: add_pbf_vs_sma_5
[2025-11-25T08:47:42.380537] [INFO ] [CONFIGURE ] BTZ: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_pbf_vs_sma_5']
[2025-11-25T08:47:42.639664] [DEBUG] [FORECASTER] BTZ: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T08:47:42.911881] [DEBUG] [FORECASTER] BTZ: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0
[2025-11-25T08:47:43.199513] [DEBUG] [FORECASTER] BTZ: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T08:47:43.468511] [DEBUG] [FORECASTER] BTZ: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T08:47:43.734827] [DEBUG] [FORECASTER] BTZ: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T08:47:44.006220] [DEBUG] [FORECASTER] BTZ: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T08:47:44.279183] [DEBUG] [FORECASTER] BTZ: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T08:47:44.547672] [DEBUG] [FORECASTER] BTZ: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-25T08:47:44.817039] [DEBUG] [FORECASTER] BTZ: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T08:47:45.091381] [DEBUG] [FORECASTER] BTZ: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T08:47:45.091781] [INFO ] [CONFIGURE ] BTZ: DISCARDED add_pbf_vs_sma_5 (score: 40.00%)
[2025-11-25T08:47:45.091839] [INFO ] [CONFIGURE ] JOB ETA: 1.9h | Avg: 2.8s/test | Remaining: 2504 tests
[2025-11-25T08:47:45.091884] [INFO ] [CONFIGURE ] BTZ: Testing feature 20/29: add_price_rejection
[2025-11-25T08:47:45.091954] [INFO ] [CONFIGURE ] BTZ: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_price_rejection']
[2025-11-25T08:47:45.394186] [DEBUG] [FORECASTER] BTZ: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T08:47:45.684030] [DEBUG] [FORECASTER] BTZ: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0
[2025-11-25T08:47:46.022477] [DEBUG] [FORECASTER] BTZ: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T08:47:46.324841] [DEBUG] [FORECASTER] BTZ: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T08:47:46.624347] [DEBUG] [FORECASTER] BTZ: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T08:47:46.913985] [DEBUG] [FORECASTER] BTZ: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T08:47:47.178541] [DEBUG] [FORECASTER] BTZ: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T08:47:47.445780] [DEBUG] [FORECASTER] BTZ: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-25T08:47:47.750758] [DEBUG] [FORECASTER] BTZ: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T08:47:48.040745] [DEBUG] [FORECASTER] BTZ: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T08:47:48.040965] [INFO ] [CONFIGURE ] BTZ: DISCARDED add_price_rejection (score: 50.00%)
[2025-11-25T08:47:48.041023] [INFO ] [CONFIGURE ] JOB ETA: 1.9h | Avg: 2.8s/test | Remaining: 2503 tests
[2025-11-25T08:47:48.041101] [INFO ] [CONFIGURE ] BTZ: Testing feature 21/29: add_range_position
[2025-11-25T08:47:48.041146] [INFO ] [CONFIGURE ] BTZ: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_range_position']
[2025-11-25T08:47:48.343850] [DEBUG] [FORECASTER] BTZ: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T08:47:48.656989] [DEBUG] [FORECASTER] BTZ: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0
[2025-11-25T08:47:48.966997] [DEBUG] [FORECASTER] BTZ: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T08:47:49.292011] [DEBUG] [FORECASTER] BTZ: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T08:47:49.598830] [DEBUG] [FORECASTER] BTZ: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T08:47:49.916557] [DEBUG] [FORECASTER] BTZ: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T08:47:50.247400] [DEBUG] [FORECASTER] BTZ: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T08:47:50.564880] [DEBUG] [FORECASTER] BTZ: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T08:47:50.869323] [DEBUG] [FORECASTER] BTZ: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T08:47:51.158365] [DEBUG] [FORECASTER] BTZ: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T08:47:51.158588] [INFO ] [CONFIGURE ] BTZ: DISCARDED add_range_position (score: 50.00%)
[2025-11-25T08:47:51.158666] [INFO ] [CONFIGURE ] JOB ETA: 1.9h | Avg: 2.8s/test | Remaining: 2502 tests
[2025-11-25T08:47:51.158714] [INFO ] [CONFIGURE ] BTZ: Testing feature 22/29: add_realized_volatility
[2025-11-25T08:47:51.158758] [INFO ] [CONFIGURE ] BTZ: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_realized_volatility']
[2025-11-25T08:47:51.523814] [DEBUG] [FORECASTER] BTZ: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T08:47:51.890467] [DEBUG] [FORECASTER] BTZ: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0
[2025-11-25T08:47:52.251925] [DEBUG] [FORECASTER] BTZ: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T08:47:52.614438] [DEBUG] [FORECASTER] BTZ: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T08:47:53.006244] [DEBUG] [FORECASTER] BTZ: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T08:47:53.390971] [DEBUG] [FORECASTER] BTZ: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T08:47:53.773260] [DEBUG] [FORECASTER] BTZ: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T08:47:54.163427] [DEBUG] [FORECASTER] BTZ: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-25T08:47:54.554844] [DEBUG] [FORECASTER] BTZ: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T08:47:54.947556] [DEBUG] [FORECASTER] BTZ: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T08:47:54.947780] [INFO ] [CONFIGURE ] BTZ: DISCARDED add_realized_volatility (score: 40.00%)
[2025-11-25T08:47:54.947843] [INFO ] [CONFIGURE ] JOB ETA: 1.9h | Avg: 2.8s/test | Remaining: 2501 tests
[2025-11-25T08:47:54.947901] [INFO ] [CONFIGURE ] BTZ: Testing feature 23/29: add_recent_range_context
[2025-11-25T08:47:54.947948] [INFO ] [CONFIGURE ] BTZ: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_recent_range_context']
[2025-11-25T08:47:55.227522] [DEBUG] [FORECASTER] BTZ: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T08:47:55.506621] [DEBUG] [FORECASTER] BTZ: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0
[2025-11-25T08:47:55.785308] [DEBUG] [FORECASTER] BTZ: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T08:47:56.062488] [DEBUG] [FORECASTER] BTZ: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T08:47:56.346327] [DEBUG] [FORECASTER] BTZ: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T08:47:56.629319] [DEBUG] [FORECASTER] BTZ: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T08:47:56.908429] [DEBUG] [FORECASTER] BTZ: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T08:47:57.192197] [DEBUG] [FORECASTER] BTZ: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-25T08:47:57.473900] [DEBUG] [FORECASTER] BTZ: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T08:47:57.771347] [DEBUG] [FORECASTER] BTZ: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T08:47:57.771526] [INFO ] [CONFIGURE ] BTZ: DISCARDED add_recent_range_context (score: 40.00%)
[2025-11-25T08:47:57.771635] [INFO ] [CONFIGURE ] JOB ETA: 1.9h | Avg: 2.8s/test | Remaining: 2500 tests
[2025-11-25T08:47:57.771727] [INFO ] [CONFIGURE ] BTZ: Testing feature 24/29: add_rsi
[2025-11-25T08:47:57.771790] [INFO ] [CONFIGURE ] BTZ: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_ema', 'add_rsi']
[2025-11-25T08:47:58.078145] [DEBUG] [FORECASTER] BTZ: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T08:47:58.389856] [DEBUG] [FORECASTER] BTZ: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0
[2025-11-25T08:47:58.718928] [DEBUG] [FORECASTER] BTZ: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T08:47:59.043199] [DEBUG] [FORECASTER] BTZ: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T08:47:59.369475] [DEBUG] [FORECASTER] BTZ: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T08:47:59.694459] [DEBUG] [FORECASTER] BTZ: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T08:48:00.016207] [DEBUG] [FORECASTER] BTZ: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T08:48:00.346050] [DEBUG] [FORECASTER] BTZ: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T08:48:01.398010] [DEBUG] [FORECASTER] BTZ: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T08:48:01.894150] [DEBUG] [FORECASTER] BTZ: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T08:48:01.894365] [INFO ] [CONFIGURE ] BTZ: KEPT add_rsi (score: 70.00%)
[2025-11-25T08:48:01.894424] [INFO ] [CONFIGURE ] JOB ETA: 1.9h | Avg: 2.8s/test | Remaining: 2499 tests
[2025-11-25T08:48:01.894488] [INFO ] [CONFIGURE ] BTZ: Testing feature 25/29: add_tick_distribution
[2025-11-25T08:48:01.894544] [INFO ] [CONFIGURE ] BTZ: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_ema', 'add_rsi', 'add_tick_distribution']
[2025-11-25T08:48:02.231910] [DEBUG] [FORECASTER] BTZ: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T08:48:02.560815] [DEBUG] [FORECASTER] BTZ: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0
[2025-11-25T08:48:02.896721] [DEBUG] [FORECASTER] BTZ: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T08:48:03.240767] [DEBUG] [FORECASTER] BTZ: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T08:48:03.582363] [DEBUG] [FORECASTER] BTZ: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T08:48:03.927631] [DEBUG] [FORECASTER] BTZ: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T08:48:04.304230] [DEBUG] [FORECASTER] BTZ: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T08:48:04.723124] [DEBUG] [FORECASTER] BTZ: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T08:48:05.083333] [DEBUG] [FORECASTER] BTZ: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T08:48:05.404416] [DEBUG] [FORECASTER] BTZ: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T08:48:05.404614] [INFO ] [CONFIGURE ] BTZ: DISCARDED add_tick_distribution (score: 40.00%)
[2025-11-25T08:48:05.404697] [INFO ] [CONFIGURE ] JOB ETA: 1.9h | Avg: 2.8s/test | Remaining: 2498 tests
[2025-11-25T08:48:05.404747] [INFO ] [CONFIGURE ] BTZ: Testing feature 26/29: add_volume_momentum_confirmation
[2025-11-25T08:48:05.404786] [INFO ] [CONFIGURE ] BTZ: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_ema', 'add_rsi', 'add_volume_momentum_confirmation']
[2025-11-25T08:48:05.715915] [DEBUG] [FORECASTER] BTZ: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T08:48:06.022476] [DEBUG] [FORECASTER] BTZ: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0
[2025-11-25T08:48:06.339816] [DEBUG] [FORECASTER] BTZ: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T08:48:06.659802] [DEBUG] [FORECASTER] BTZ: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T08:48:06.980942] [DEBUG] [FORECASTER] BTZ: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T08:48:07.303283] [DEBUG] [FORECASTER] BTZ: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T08:48:07.632423] [DEBUG] [FORECASTER] BTZ: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T08:48:07.972675] [DEBUG] [FORECASTER] BTZ: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T08:48:08.304876] [DEBUG] [FORECASTER] BTZ: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T08:48:08.631047] [DEBUG] [FORECASTER] BTZ: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T08:48:08.631265] [INFO ] [CONFIGURE ] BTZ: DISCARDED add_volume_momentum_confirmation (score: 60.00%)
[2025-11-25T08:48:08.631344] [INFO ] [CONFIGURE ] JOB ETA: 1.9h | Avg: 2.8s/test | Remaining: 2497 tests
[2025-11-25T08:48:08.631397] [INFO ] [CONFIGURE ] BTZ: Testing feature 27/29: add_volume_price_divergence
[2025-11-25T08:48:08.631443] [INFO ] [CONFIGURE ] BTZ: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_ema', 'add_rsi', 'add_volume_price_divergence']
[2025-11-25T08:48:08.959429] [DEBUG] [FORECASTER] BTZ: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T08:48:09.302862] [DEBUG] [FORECASTER] BTZ: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0
[2025-11-25T08:48:09.642101] [DEBUG] [FORECASTER] BTZ: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T08:48:09.979114] [DEBUG] [FORECASTER] BTZ: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T08:48:10.318243] [DEBUG] [FORECASTER] BTZ: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T08:48:10.654910] [DEBUG] [FORECASTER] BTZ: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T08:48:10.969041] [DEBUG] [FORECASTER] BTZ: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T08:48:11.298198] [DEBUG] [FORECASTER] BTZ: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-25T08:48:11.642745] [DEBUG] [FORECASTER] BTZ: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T08:48:12.029941] [DEBUG] [FORECASTER] BTZ: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T08:48:12.030134] [INFO ] [CONFIGURE ] BTZ: DISCARDED add_volume_price_divergence (score: 60.00%)
[2025-11-25T08:48:12.030191] [INFO ] [CONFIGURE ] JOB ETA: 1.9h | Avg: 2.8s/test | Remaining: 2496 tests
[2025-11-25T08:48:12.030241] [INFO ] [CONFIGURE ] BTZ: Testing feature 28/29: add_volume_profile
[2025-11-25T08:48:12.030285] [INFO ] [CONFIGURE ] BTZ: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_ema', 'add_rsi', 'add_volume_profile']
[2025-11-25T08:48:12.365207] [DEBUG] [FORECASTER] BTZ: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T08:48:12.690788] [DEBUG] [FORECASTER] BTZ: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0
[2025-11-25T08:48:13.026462] [DEBUG] [FORECASTER] BTZ: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T08:48:13.363341] [DEBUG] [FORECASTER] BTZ: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T08:48:13.681353] [DEBUG] [FORECASTER] BTZ: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T08:48:13.990564] [DEBUG] [FORECASTER] BTZ: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T08:48:14.305026] [DEBUG] [FORECASTER] BTZ: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T08:48:14.637770] [DEBUG] [FORECASTER] BTZ: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T08:48:14.960859] [DEBUG] [FORECASTER] BTZ: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T08:48:15.290062] [DEBUG] [FORECASTER] BTZ: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T08:48:15.290229] [INFO ] [CONFIGURE ] BTZ: DISCARDED add_volume_profile (score: 70.00%)
[2025-11-25T08:48:15.290286] [INFO ] [CONFIGURE ] JOB ETA: 1.9h | Avg: 2.8s/test | Remaining: 2495 tests
[2025-11-25T08:48:15.290332] [INFO ] [CONFIGURE ] BTZ: Testing feature 29/29: add_vwap
[2025-11-25T08:48:15.290376] [INFO ] [CONFIGURE ] BTZ: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_ema', 'add_rsi', 'add_vwap']
[2025-11-25T08:48:15.606438] [DEBUG] [FORECASTER] BTZ: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T08:48:15.928122] [DEBUG] [FORECASTER] BTZ: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0
[2025-11-25T08:48:16.252158] [DEBUG] [FORECASTER] BTZ: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T08:48:16.574603] [DEBUG] [FORECASTER] BTZ: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T08:48:16.926924] [DEBUG] [FORECASTER] BTZ: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T08:48:17.252626] [DEBUG] [FORECASTER] BTZ: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T08:48:17.590566] [DEBUG] [FORECASTER] BTZ: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T08:48:17.952514] [DEBUG] [FORECASTER] BTZ: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T08:48:18.319039] [DEBUG] [FORECASTER] BTZ: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T08:48:18.686583] [DEBUG] [FORECASTER] BTZ: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T08:48:18.686800] [INFO ] [CONFIGURE ] BTZ: DISCARDED add_vwap (score: 50.00%)
[2025-11-25T08:48:18.686859] [INFO ] [CONFIGURE ] JOB ETA: 1.9h | Avg: 2.8s/test | Remaining: 2494 tests
[2025-11-25T08:48:18.686907] [INFO ] [CONFIGURE ] BTZ: ===== FEATURE SELECTION COMPLETE =====
[2025-11-25T08:48:18.686949] [INFO ] [CONFIGURE ] BTZ: Best accuracy: 70.00%
[2025-11-25T08:48:18.686993] [INFO ] [CONFIGURE ] BTZ: Best feature set (4 features): ['add_bollinger_bands', 'add_cumulative_delta', 'add_ema', 'add_rsi']
[2025-11-25T08:48:18.687035] [INFO ] [CONFIGURE ] BTZ: Improvement over baseline: 40.00%
[2025-11-25T08:48:18.687073] [INFO ] [CONFIGURE ] BTZ: Total time: 1.5 minutes
[2025-11-25T08:48:18.687124] [INFO ] [CONFIGURE ] BTZ: Average time per feature: 3.1 seconds
[2025-11-25T08:48:18.687164] [INFO ] [CONFIGURE ] BTZ: Average speed: 0.33 features/sec
[2025-11-25T08:48:18.687521] [INFO ] [LOCAL     ] Saved configuration for BTZ: 4 features, 70.00% accuracy -> ./output/feature-sets/BTZ.json
[2025-11-25T08:48:18.687579] [INFO ] [CONFIGURE ] BTZ: Configuration saved successfully: 4 features, 70.00% accuracy.
[2025-11-25T08:48:18.687629] [INFO ] [sig       ] [79/164] Successfully configured BTZ | 0.01 sym/s | Total: 1.8h | ETA: 1.9h
[2025-11-25T08:48:18.687697] [INFO ] [sig       ] [80/164] Configuring BURL...
[2025-11-25T08:48:18.687740] [INFO ] [CONFIGURE ] BURL: Configurate test run.
[2025-11-25T08:48:18.687781] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BURL' from 'https://tdm.silogroup.org/data/derivative_storage/BURL.csv'.
[2025-11-25T08:48:18.700006] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'BURL'.
[2025-11-25T08:48:18.700407] [INFO ] [CONFIGURE ] BURL: Testing with 29 available features
[2025-11-25T08:48:18.700468] [INFO ] [CONFIGURE ] BURL: Establishing baseline with no features...
[2025-11-25T08:48:18.888176] [DEBUG] [FORECASTER] BURL: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T08:48:19.072407] [DEBUG] [FORECASTER] BURL: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T08:48:19.263631] [DEBUG] [FORECASTER] BURL: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T08:48:19.457618] [DEBUG] [FORECASTER] BURL: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T08:48:19.656632] [DEBUG] [FORECASTER] BURL: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T08:48:19.864323] [DEBUG] [FORECASTER] BURL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T08:48:20.055291] [DEBUG] [FORECASTER] BURL: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T08:48:20.247190] [DEBUG] [FORECASTER] BURL: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T08:48:20.433258] [DEBUG] [FORECASTER] BURL: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-25T08:48:20.616711] [DEBUG] [FORECASTER] BURL: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-25T08:48:20.616904] [INFO ] [CONFIGURE ] BURL: Baseline score (no features): 30.00%
[2025-11-25T08:48:20.616954] [INFO ] [CONFIGURE ] BURL: Testing feature 1/29: add_bollinger_bands
[2025-11-25T08:48:20.616993] [INFO ] [CONFIGURE ] BURL: Testing with features: ['add_bollinger_bands']
[2025-11-25T08:48:20.835485] [DEBUG] [FORECASTER] BURL: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T08:48:21.054841] [DEBUG] [FORECASTER] BURL: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T08:48:21.273248] [DEBUG] [FORECASTER] BURL: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T08:48:21.498430] [DEBUG] [FORECASTER] BURL: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T08:48:21.724964] [DEBUG] [FORECASTER] BURL: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T08:48:21.951791] [DEBUG] [FORECASTER] BURL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T08:48:22.173851] [DEBUG] [FORECASTER] BURL: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T08:48:22.397281] [DEBUG] [FORECASTER] BURL: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T08:48:22.627079] [DEBUG] [FORECASTER] BURL: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-25T08:48:22.853363] [DEBUG] [FORECASTER] BURL: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-25T08:48:22.853540] [INFO ] [CONFIGURE ] BURL: DISCARDED add_bollinger_bands (score: 30.00%)
[2025-11-25T08:48:22.853590] [INFO ] [CONFIGURE ] JOB ETA: 1.9h | Avg: 2.8s/test | Remaining: 2493 tests
[2025-11-25T08:48:22.853630] [INFO ] [CONFIGURE ] BURL: Testing feature 2/29: add_cumulative_delta
[2025-11-25T08:48:22.853689] [INFO ] [CONFIGURE ] BURL: Testing with features: ['add_cumulative_delta']
[2025-11-25T08:48:23.087228] [DEBUG] [FORECASTER] BURL: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T08:48:23.296128] [DEBUG] [FORECASTER] BURL: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T08:48:23.513781] [DEBUG] [FORECASTER] BURL: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T08:48:23.733152] [DEBUG] [FORECASTER] BURL: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T08:48:23.950770] [DEBUG] [FORECASTER] BURL: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T08:48:24.171360] [DEBUG] [FORECASTER] BURL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T08:48:24.395630] [DEBUG] [FORECASTER] BURL: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T08:48:24.633582] [DEBUG] [FORECASTER] BURL: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T08:48:24.864180] [DEBUG] [FORECASTER] BURL: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-25T08:48:25.096377] [DEBUG] [FORECASTER] BURL: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-25T08:48:25.096548] [INFO ] [CONFIGURE ] BURL: KEPT add_cumulative_delta (score: 40.00%)
[2025-11-25T08:48:25.096598] [INFO ] [CONFIGURE ] JOB ETA: 1.9h | Avg: 2.8s/test | Remaining: 2492 tests
[2025-11-25T08:48:25.096637] [INFO ] [CONFIGURE ] BURL: Testing feature 3/29: add_daily_returns
[2025-11-25T08:48:25.096731] [INFO ] [CONFIGURE ] BURL: Testing with features: ['add_cumulative_delta', 'add_daily_returns']
[2025-11-25T08:48:25.332388] [DEBUG] [FORECASTER] BURL: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T08:48:25.574686] [DEBUG] [FORECASTER] BURL: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T08:48:25.813960] [DEBUG] [FORECASTER] BURL: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T08:48:26.048230] [DEBUG] [FORECASTER] BURL: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T08:48:26.293784] [DEBUG] [FORECASTER] BURL: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T08:48:26.536567] [DEBUG] [FORECASTER] BURL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T08:48:26.781074] [DEBUG] [FORECASTER] BURL: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T08:48:27.029844] [DEBUG] [FORECASTER] BURL: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T08:48:27.276411] [DEBUG] [FORECASTER] BURL: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-25T08:48:27.523702] [DEBUG] [FORECASTER] BURL: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-25T08:48:27.523902] [INFO ] [CONFIGURE ] BURL: KEPT add_daily_returns (score: 50.00%)
[2025-11-25T08:48:27.524111] [INFO ] [CONFIGURE ] JOB ETA: 1.9h | Avg: 2.8s/test | Remaining: 2491 tests
[2025-11-25T08:48:27.524220] [INFO ] [CONFIGURE ] BURL: Testing feature 4/29: add_ema
[2025-11-25T08:48:27.524276] [INFO ] [CONFIGURE ] BURL: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_ema']
[2025-11-25T08:48:27.783996] [DEBUG] [FORECASTER] BURL: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T08:48:28.051471] [DEBUG] [FORECASTER] BURL: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T08:48:28.316277] [DEBUG] [FORECASTER] BURL: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T08:48:28.586007] [DEBUG] [FORECASTER] BURL: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T08:48:28.857175] [DEBUG] [FORECASTER] BURL: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T08:48:29.122312] [DEBUG] [FORECASTER] BURL: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T08:48:29.386881] [DEBUG] [FORECASTER] BURL: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T08:48:29.645437] [DEBUG] [FORECASTER] BURL: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T08:48:29.904902] [DEBUG] [FORECASTER] BURL: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T08:48:30.166872] [DEBUG] [FORECASTER] BURL: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-25T08:48:30.167071] [INFO ] [CONFIGURE ] BURL: DISCARDED add_ema (score: 50.00%)
[2025-11-25T08:48:30.167143] [INFO ] [CONFIGURE ] JOB ETA: 1.9h | Avg: 2.8s/test | Remaining: 2490 tests
[2025-11-25T08:48:30.167198] [INFO ] [CONFIGURE ] BURL: Testing feature 5/29: add_exhaustion_signals
[2025-11-25T08:48:30.167237] [INFO ] [CONFIGURE ] BURL: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_vwap', 'add_exhaustion_signals']
[2025-11-25T08:48:30.442357] [DEBUG] [FORECASTER] BURL: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T08:48:30.717853] [DEBUG] [FORECASTER] BURL: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T08:48:30.997170] [DEBUG] [FORECASTER] BURL: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T08:48:31.283486] [DEBUG] [FORECASTER] BURL: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T08:48:31.563074] [DEBUG] [FORECASTER] BURL: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T08:48:31.851377] [DEBUG] [FORECASTER] BURL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T08:48:32.129141] [DEBUG] [FORECASTER] BURL: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T08:48:32.410600] [DEBUG] [FORECASTER] BURL: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T08:48:32.708037] [DEBUG] [FORECASTER] BURL: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T08:48:32.992066] [DEBUG] [FORECASTER] BURL: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-25T08:48:32.992247] [INFO ] [CONFIGURE ] BURL: KEPT add_exhaustion_signals (score: 60.00%)
[2025-11-25T08:48:32.992308] [INFO ] [CONFIGURE ] JOB ETA: 1.9h | Avg: 2.8s/test | Remaining: 2489 tests
[2025-11-25T08:48:32.992359] [INFO ] [CONFIGURE ] BURL: Testing feature 6/29: add_failed_moves
[2025-11-25T08:48:32.992405] [INFO ] [CONFIGURE ] BURL: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_vwap', 'add_exhaustion_signals', 'add_failed_moves']
[2025-11-25T08:48:33.280187] [DEBUG] [FORECASTER] BURL: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T08:48:33.568901] [DEBUG] [FORECASTER] BURL: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T08:48:33.855328] [DEBUG] [FORECASTER] BURL: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T08:48:34.137141] [DEBUG] [FORECASTER] BURL: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T08:48:34.424989] [DEBUG] [FORECASTER] BURL: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T08:48:34.722586] [DEBUG] [FORECASTER] BURL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T08:48:35.024269] [DEBUG] [FORECASTER] BURL: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T08:48:35.321779] [DEBUG] [FORECASTER] BURL: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T08:48:35.615226] [DEBUG] [FORECASTER] BURL: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T08:48:35.916330] [DEBUG] [FORECASTER] BURL: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-25T08:48:35.916569] [INFO ] [CONFIGURE ] BURL: DISCARDED add_failed_moves (score: 60.00%)
[2025-11-25T08:48:35.916631] [INFO ] [CONFIGURE ] JOB ETA: 1.9h | Avg: 2.8s/test | Remaining: 2488 tests
[2025-11-25T08:48:35.916706] [INFO ] [CONFIGURE ] BURL: Testing feature 7/29: add_lag_shelf
[2025-11-25T08:48:35.916755] [INFO ] [CONFIGURE ] BURL: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_vwap', 'add_exhaustion_signals', 'add_lag_shelf']
[2025-11-25T08:48:36.186692] [DEBUG] [FORECASTER] BURL: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T08:48:36.478208] [DEBUG] [FORECASTER] BURL: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T08:48:36.765802] [DEBUG] [FORECASTER] BURL: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T08:48:37.046261] [DEBUG] [FORECASTER] BURL: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T08:48:37.326472] [DEBUG] [FORECASTER] BURL: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T08:48:37.599397] [DEBUG] [FORECASTER] BURL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T08:48:37.880866] [DEBUG] [FORECASTER] BURL: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T08:48:38.153409] [DEBUG] [FORECASTER] BURL: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T08:48:38.408125] [DEBUG] [FORECASTER] BURL: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T08:48:38.674861] [DEBUG] [FORECASTER] BURL: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-25T08:48:38.675068] [INFO ] [CONFIGURE ] BURL: DISCARDED add_lag_shelf (score: 50.00%)
[2025-11-25T08:48:38.675126] [INFO ] [CONFIGURE ] JOB ETA: 1.9h | Avg: 2.8s/test | Remaining: 2487 tests
[2025-11-25T08:48:38.675175] [INFO ] [CONFIGURE ] BURL: Testing feature 8/29: add_macd
[2025-11-25T08:48:38.675219] [INFO ] [CONFIGURE ] BURL: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_vwap', 'add_exhaustion_signals', 'add_macd']
[2025-11-25T08:48:39.023407] [DEBUG] [FORECASTER] BURL: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T08:48:39.373748] [DEBUG] [FORECASTER] BURL: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T08:48:39.715108] [DEBUG] [FORECASTER] BURL: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T08:48:40.061520] [DEBUG] [FORECASTER] BURL: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T08:48:40.408109] [DEBUG] [FORECASTER] BURL: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T08:48:40.777435] [DEBUG] [FORECASTER] BURL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T08:48:41.124489] [DEBUG] [FORECASTER] BURL: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T08:48:41.467761] [DEBUG] [FORECASTER] BURL: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T08:48:41.818741] [DEBUG] [FORECASTER] BURL: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T08:48:42.160261] [DEBUG] [FORECASTER] BURL: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-25T08:48:42.160582] [INFO ] [CONFIGURE ] BURL: KEPT add_macd (score: 70.00%)
[2025-11-25T08:48:42.160668] [INFO ] [CONFIGURE ] JOB ETA: 1.9h | Avg: 2.8s/test | Remaining: 2486 tests
[2025-11-25T08:48:42.160722] [INFO ] [CONFIGURE ] BURL: Testing feature 9/29: add_mfi
[2025-11-25T08:48:42.160770] [INFO ] [CONFIGURE ] BURL: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_vwap', 'add_exhaustion_signals', 'add_macd', 'add_mfi']
[2025-11-25T08:48:42.516878] [DEBUG] [FORECASTER] BURL: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T08:48:42.875619] [DEBUG] [FORECASTER] BURL: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T08:48:43.229858] [DEBUG] [FORECASTER] BURL: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T08:48:43.582171] [DEBUG] [FORECASTER] BURL: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T08:48:43.939861] [DEBUG] [FORECASTER] BURL: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T08:48:44.295035] [DEBUG] [FORECASTER] BURL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T08:48:44.648973] [DEBUG] [FORECASTER] BURL: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T08:48:45.006894] [DEBUG] [FORECASTER] BURL: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T08:48:45.361096] [DEBUG] [FORECASTER] BURL: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T08:48:45.735569] [DEBUG] [FORECASTER] BURL: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-25T08:48:45.735810] [INFO ] [CONFIGURE ] BURL: DISCARDED add_mfi (score: 70.00%)
[2025-11-25T08:48:45.735870] [INFO ] [CONFIGURE ] JOB ETA: 1.9h | Avg: 2.8s/test | Remaining: 2485 tests
[2025-11-25T08:48:45.735918] [INFO ] [CONFIGURE ] BURL: Testing feature 10/29: add_momentum_acceleration
[2025-11-25T08:48:45.735963] [INFO ] [CONFIGURE ] BURL: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_vwap', 'add_exhaustion_signals', 'add_macd', 'add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-11-25T08:48:46.195440] [DEBUG] [FORECASTER] BURL: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T08:48:46.618593] [DEBUG] [FORECASTER] BURL: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T08:48:47.043800] [DEBUG] [FORECASTER] BURL: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T08:48:47.454116] [DEBUG] [FORECASTER] BURL: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T08:48:47.875990] [DEBUG] [FORECASTER] BURL: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T08:48:48.291168] [DEBUG] [FORECASTER] BURL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T08:48:48.704926] [DEBUG] [FORECASTER] BURL: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T08:48:49.121956] [DEBUG] [FORECASTER] BURL: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T08:48:49.565957] [DEBUG] [FORECASTER] BURL: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T08:48:50.019809] [DEBUG] [FORECASTER] BURL: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-25T08:48:50.020011] [INFO ] [CONFIGURE ] BURL: KEPT add_momentum_acceleration (score: 80.00%)
[2025-11-25T08:48:50.020069] [INFO ] [CONFIGURE ] JOB ETA: 1.9h | Avg: 2.8s/test | Remaining: 2484 tests
[2025-11-25T08:48:50.020116] [INFO ] [CONFIGURE ] BURL: Testing feature 11/29: add_obv_daily
[2025-11-25T08:48:50.020161] [INFO ] [CONFIGURE ] BURL: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_vwap', 'add_exhaustion_signals', 'add_macd', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_obv_daily']
[2025-11-25T08:48:50.508220] [DEBUG] [FORECASTER] BURL: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T08:48:50.960942] [DEBUG] [FORECASTER] BURL: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T08:48:51.427057] [DEBUG] [FORECASTER] BURL: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T08:48:51.880801] [DEBUG] [FORECASTER] BURL: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T08:48:52.367040] [DEBUG] [FORECASTER] BURL: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T08:48:52.875618] [DEBUG] [FORECASTER] BURL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T08:48:53.340808] [DEBUG] [FORECASTER] BURL: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T08:48:53.812554] [DEBUG] [FORECASTER] BURL: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T08:48:54.295883] [DEBUG] [FORECASTER] BURL: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T08:48:54.770538] [DEBUG] [FORECASTER] BURL: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-25T08:48:54.770776] [INFO ] [CONFIGURE ] BURL: DISCARDED add_obv_daily (score: 30.00%)
[2025-11-25T08:48:54.770842] [INFO ] [CONFIGURE ] JOB ETA: 1.9h | Avg: 2.8s/test | Remaining: 2483 tests
[2025-11-25T08:48:54.770893] [INFO ] [CONFIGURE ] BURL: Testing feature 12/29: add_obv_interval
[2025-11-25T08:48:54.770945] [INFO ] [CONFIGURE ] BURL: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_vwap', 'add_exhaustion_signals', 'add_macd', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_obv_interval']
[2025-11-25T08:48:55.245050] [DEBUG] [FORECASTER] BURL: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T08:48:55.705857] [DEBUG] [FORECASTER] BURL: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T08:48:56.182909] [DEBUG] [FORECASTER] BURL: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T08:48:56.702901] [DEBUG] [FORECASTER] BURL: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T08:48:57.279095] [DEBUG] [FORECASTER] BURL: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T08:48:57.777958] [DEBUG] [FORECASTER] BURL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T08:48:58.287637] [DEBUG] [FORECASTER] BURL: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T08:48:58.769613] [DEBUG] [FORECASTER] BURL: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T08:48:59.254553] [DEBUG] [FORECASTER] BURL: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T08:48:59.737618] [DEBUG] [FORECASTER] BURL: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-25T08:48:59.737860] [INFO ] [CONFIGURE ] BURL: DISCARDED add_obv_interval (score: 60.00%)
[2025-11-25T08:48:59.737921] [INFO ] [CONFIGURE ] JOB ETA: 1.9h | Avg: 2.8s/test | Remaining: 2482 tests
[2025-11-25T08:48:59.737971] [INFO ] [CONFIGURE ] BURL: Testing feature 13/29: add_opening_strength
[2025-11-25T08:48:59.738017] [INFO ] [CONFIGURE ] BURL: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_vwap', 'add_exhaustion_signals', 'add_macd', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_opening_strength']
[2025-11-25T08:49:00.226676] [DEBUG] [FORECASTER] BURL: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T08:49:00.685355] [DEBUG] [FORECASTER] BURL: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T08:49:01.853319] [DEBUG] [FORECASTER] BURL: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T08:49:02.555382] [DEBUG] [FORECASTER] BURL: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T08:49:03.066256] [DEBUG] [FORECASTER] BURL: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T08:49:03.587594] [DEBUG] [FORECASTER] BURL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T08:49:04.087354] [DEBUG] [FORECASTER] BURL: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T08:49:04.570055] [DEBUG] [FORECASTER] BURL: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T08:49:05.071616] [DEBUG] [FORECASTER] BURL: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T08:49:05.581487] [DEBUG] [FORECASTER] BURL: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-25T08:49:05.581712] [INFO ] [CONFIGURE ] BURL: DISCARDED add_opening_strength (score: 70.00%)
[2025-11-25T08:49:05.581773] [INFO ] [CONFIGURE ] JOB ETA: 1.9h | Avg: 2.8s/test | Remaining: 2481 tests
[2025-11-25T08:49:05.581823] [INFO ] [CONFIGURE ] BURL: Testing feature 14/29: add_order_flow_imbalance
[2025-11-25T08:49:05.581869] [INFO ] [CONFIGURE ] BURL: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_vwap', 'add_exhaustion_signals', 'add_macd', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_order_flow_imbalance']
[2025-11-25T08:49:06.075874] [DEBUG] [FORECASTER] BURL: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T08:49:06.565269] [DEBUG] [FORECASTER] BURL: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T08:49:07.044758] [DEBUG] [FORECASTER] BURL: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T08:49:07.527505] [DEBUG] [FORECASTER] BURL: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T08:49:08.009997] [DEBUG] [FORECASTER] BURL: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T08:49:08.504205] [DEBUG] [FORECASTER] BURL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T08:49:09.021108] [DEBUG] [FORECASTER] BURL: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T08:49:09.518590] [DEBUG] [FORECASTER] BURL: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T08:49:10.002987] [DEBUG] [FORECASTER] BURL: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T08:49:10.492451] [DEBUG] [FORECASTER] BURL: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-25T08:49:10.492714] [INFO ] [CONFIGURE ] BURL: DISCARDED add_order_flow_imbalance (score: 70.00%)
[2025-11-25T08:49:10.492778] [INFO ] [CONFIGURE ] JOB ETA: 1.9h | Avg: 2.8s/test | Remaining: 2480 tests
[2025-11-25T08:49:10.492827] [INFO ] [CONFIGURE ] BURL: Testing feature 16/29: add_pbf_overnight_gap
[2025-11-25T08:49:10.492873] [INFO ] [CONFIGURE ] BURL: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_vwap', 'add_exhaustion_signals', 'add_macd', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_pbf_overnight_gap']
[2025-11-25T08:49:10.981393] [DEBUG] [FORECASTER] BURL: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T08:49:11.486021] [DEBUG] [FORECASTER] BURL: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T08:49:11.996423] [DEBUG] [FORECASTER] BURL: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T08:49:12.501172] [DEBUG] [FORECASTER] BURL: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T08:49:12.996296] [DEBUG] [FORECASTER] BURL: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T08:49:13.494926] [DEBUG] [FORECASTER] BURL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T08:49:13.991824] [DEBUG] [FORECASTER] BURL: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T08:49:14.485280] [DEBUG] [FORECASTER] BURL: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T08:49:14.998045] [DEBUG] [FORECASTER] BURL: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T08:49:15.548307] [DEBUG] [FORECASTER] BURL: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-25T08:49:15.548549] [INFO ] [CONFIGURE ] BURL: DISCARDED add_pbf_overnight_gap (score: 50.00%)
[2025-11-25T08:49:15.548617] [INFO ] [CONFIGURE ] JOB ETA: 1.9h | Avg: 2.8s/test | Remaining: 2479 tests
[2025-11-25T08:49:15.548689] [INFO ] [CONFIGURE ] BURL: Testing feature 17/29: add_pbf_return_2d
[2025-11-25T08:49:15.548751] [INFO ] [CONFIGURE ] BURL: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_vwap', 'add_exhaustion_signals', 'add_macd', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_pbf_return_2d']
[2025-11-25T08:49:16.041044] [DEBUG] [FORECASTER] BURL: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T08:49:16.520234] [DEBUG] [FORECASTER] BURL: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T08:49:16.991852] [DEBUG] [FORECASTER] BURL: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T08:49:17.472184] [DEBUG] [FORECASTER] BURL: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T08:49:17.956298] [DEBUG] [FORECASTER] BURL: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T08:49:18.435310] [DEBUG] [FORECASTER] BURL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T08:49:18.928469] [DEBUG] [FORECASTER] BURL: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T08:49:19.443921] [DEBUG] [FORECASTER] BURL: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T08:49:19.935087] [DEBUG] [FORECASTER] BURL: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T08:49:20.419109] [DEBUG] [FORECASTER] BURL: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-25T08:49:20.419309] [INFO ] [CONFIGURE ] BURL: DISCARDED add_pbf_return_2d (score: 60.00%)
[2025-11-25T08:49:20.419369] [INFO ] [CONFIGURE ] JOB ETA: 1.9h | Avg: 2.8s/test | Remaining: 2478 tests
[2025-11-25T08:49:20.419422] [INFO ] [CONFIGURE ] BURL: Testing feature 18/29: add_pbf_volatility_5d
[2025-11-25T08:49:20.419470] [INFO ] [CONFIGURE ] BURL: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_vwap', 'add_exhaustion_signals', 'add_macd', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_pbf_volatility_5d']
[2025-11-25T08:49:20.887594] [DEBUG] [FORECASTER] BURL: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T08:49:21.358931] [DEBUG] [FORECASTER] BURL: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T08:49:21.830010] [DEBUG] [FORECASTER] BURL: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T08:49:22.290228] [DEBUG] [FORECASTER] BURL: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T08:49:22.762074] [DEBUG] [FORECASTER] BURL: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T08:49:23.238288] [DEBUG] [FORECASTER] BURL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T08:49:23.711933] [DEBUG] [FORECASTER] BURL: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T08:49:24.188035] [DEBUG] [FORECASTER] BURL: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T08:49:24.681157] [DEBUG] [FORECASTER] BURL: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T08:49:25.160167] [DEBUG] [FORECASTER] BURL: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-25T08:49:25.160382] [INFO ] [CONFIGURE ] BURL: DISCARDED add_pbf_volatility_5d (score: 60.00%)
[2025-11-25T08:49:25.160445] [INFO ] [CONFIGURE ] JOB ETA: 1.9h | Avg: 2.8s/test | Remaining: 2477 tests
[2025-11-25T08:49:25.160497] [INFO ] [CONFIGURE ] BURL: Testing feature 19/29: add_pbf_vs_sma_5
[2025-11-25T08:49:25.160538] [INFO ] [CONFIGURE ] BURL: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_vwap', 'add_exhaustion_signals', 'add_macd', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_pbf_vs_sma_5']
[2025-11-25T08:49:25.633711] [DEBUG] [FORECASTER] BURL: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T08:49:26.114416] [DEBUG] [FORECASTER] BURL: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T08:49:26.586478] [DEBUG] [FORECASTER] BURL: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T08:49:27.059722] [DEBUG] [FORECASTER] BURL: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T08:49:27.546995] [DEBUG] [FORECASTER] BURL: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T08:49:28.039796] [DEBUG] [FORECASTER] BURL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T08:49:28.538693] [DEBUG] [FORECASTER] BURL: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T08:49:29.018206] [DEBUG] [FORECASTER] BURL: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T08:49:29.489668] [DEBUG] [FORECASTER] BURL: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T08:49:29.973934] [DEBUG] [FORECASTER] BURL: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-25T08:49:29.974147] [INFO ] [CONFIGURE ] BURL: DISCARDED add_pbf_vs_sma_5 (score: 70.00%)
[2025-11-25T08:49:29.974207] [INFO ] [CONFIGURE ] JOB ETA: 1.9h | Avg: 2.8s/test | Remaining: 2476 tests
[2025-11-25T08:49:29.974257] [INFO ] [CONFIGURE ] BURL: Testing feature 20/29: add_price_rejection
[2025-11-25T08:49:29.974306] [INFO ] [CONFIGURE ] BURL: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_vwap', 'add_exhaustion_signals', 'add_macd', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_price_rejection']
[2025-11-25T08:49:30.461478] [DEBUG] [FORECASTER] BURL: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T08:49:30.950524] [DEBUG] [FORECASTER] BURL: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T08:49:31.443544] [DEBUG] [FORECASTER] BURL: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T08:49:31.931763] [DEBUG] [FORECASTER] BURL: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T08:49:32.431384] [DEBUG] [FORECASTER] BURL: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T08:49:32.945065] [DEBUG] [FORECASTER] BURL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T08:49:33.453356] [DEBUG] [FORECASTER] BURL: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T08:49:33.954054] [DEBUG] [FORECASTER] BURL: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T08:49:34.462534] [DEBUG] [FORECASTER] BURL: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-25T08:49:34.964096] [DEBUG] [FORECASTER] BURL: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-25T08:49:34.964318] [INFO ] [CONFIGURE ] BURL: DISCARDED add_price_rejection (score: 50.00%)
[2025-11-25T08:49:34.964380] [INFO ] [CONFIGURE ] JOB ETA: 1.9h | Avg: 2.8s/test | Remaining: 2475 tests
[2025-11-25T08:49:34.964434] [INFO ] [CONFIGURE ] BURL: Testing feature 21/29: add_range_position
[2025-11-25T08:49:34.964480] [INFO ] [CONFIGURE ] BURL: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_vwap', 'add_exhaustion_signals', 'add_macd', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_range_position']
[2025-11-25T08:49:35.464853] [DEBUG] [FORECASTER] BURL: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T08:49:35.974373] [DEBUG] [FORECASTER] BURL: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T08:49:36.524381] [DEBUG] [FORECASTER] BURL: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T08:49:37.048189] [DEBUG] [FORECASTER] BURL: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T08:49:37.552442] [DEBUG] [FORECASTER] BURL: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T08:49:38.090053] [DEBUG] [FORECASTER] BURL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T08:49:38.614232] [DEBUG] [FORECASTER] BURL: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T08:49:39.162348] [DEBUG] [FORECASTER] BURL: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T08:49:39.716326] [DEBUG] [FORECASTER] BURL: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T08:49:40.243442] [DEBUG] [FORECASTER] BURL: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-25T08:49:40.243724] [INFO ] [CONFIGURE ] BURL: DISCARDED add_range_position (score: 50.00%)
[2025-11-25T08:49:40.243784] [INFO ] [CONFIGURE ] JOB ETA: 1.9h | Avg: 2.8s/test | Remaining: 2474 tests
[2025-11-25T08:49:40.243836] [INFO ] [CONFIGURE ] BURL: Testing feature 22/29: add_realized_volatility
[2025-11-25T08:49:40.243882] [INFO ] [CONFIGURE ] BURL: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_vwap', 'add_exhaustion_signals', 'add_macd', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_realized_volatility']
[2025-11-25T08:49:40.829002] [DEBUG] [FORECASTER] BURL: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T08:49:41.427416] [DEBUG] [FORECASTER] BURL: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T08:49:42.006674] [DEBUG] [FORECASTER] BURL: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T08:49:42.589956] [DEBUG] [FORECASTER] BURL: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T08:49:43.171599] [DEBUG] [FORECASTER] BURL: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T08:49:43.748990] [DEBUG] [FORECASTER] BURL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T08:49:44.530370] [DEBUG] [FORECASTER] BURL: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T08:49:45.144917] [DEBUG] [FORECASTER] BURL: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T08:49:45.724534] [DEBUG] [FORECASTER] BURL: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T08:49:46.318873] [DEBUG] [FORECASTER] BURL: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-25T08:49:46.319061] [INFO ] [CONFIGURE ] BURL: DISCARDED add_realized_volatility (score: 30.00%)
[2025-11-25T08:49:46.319121] [INFO ] [CONFIGURE ] JOB ETA: 1.9h | Avg: 2.8s/test | Remaining: 2473 tests
[2025-11-25T08:49:46.319171] [INFO ] [CONFIGURE ] BURL: Testing feature 23/29: add_recent_range_context
[2025-11-25T08:49:46.319216] [INFO ] [CONFIGURE ] BURL: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_vwap', 'add_exhaustion_signals', 'add_macd', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_recent_range_context']
[2025-11-25T08:49:46.763445] [DEBUG] [FORECASTER] BURL: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T08:49:47.202955] [DEBUG] [FORECASTER] BURL: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T08:49:47.673177] [DEBUG] [FORECASTER] BURL: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T08:49:48.122370] [DEBUG] [FORECASTER] BURL: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T08:49:48.588665] [DEBUG] [FORECASTER] BURL: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T08:49:49.062451] [DEBUG] [FORECASTER] BURL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T08:49:49.532002] [DEBUG] [FORECASTER] BURL: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T08:49:49.999665] [DEBUG] [FORECASTER] BURL: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T08:49:50.470210] [DEBUG] [FORECASTER] BURL: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T08:49:50.934292] [DEBUG] [FORECASTER] BURL: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-25T08:49:50.934533] [INFO ] [CONFIGURE ] BURL: DISCARDED add_recent_range_context (score: 40.00%)
[2025-11-25T08:49:50.934593] [INFO ] [CONFIGURE ] JOB ETA: 1.9h | Avg: 2.8s/test | Remaining: 2472 tests
[2025-11-25T08:49:50.934658] [INFO ] [CONFIGURE ] BURL: Testing feature 24/29: add_rsi
[2025-11-25T08:49:50.934710] [INFO ] [CONFIGURE ] BURL: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_vwap', 'add_exhaustion_signals', 'add_macd', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_ema', 'add_rsi']
[2025-11-25T08:49:51.421946] [DEBUG] [FORECASTER] BURL: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T08:49:51.914201] [DEBUG] [FORECASTER] BURL: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T08:49:52.409751] [DEBUG] [FORECASTER] BURL: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T08:49:52.909168] [DEBUG] [FORECASTER] BURL: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T08:49:53.433319] [DEBUG] [FORECASTER] BURL: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T08:49:53.986899] [DEBUG] [FORECASTER] BURL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T08:49:54.516855] [DEBUG] [FORECASTER] BURL: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T08:49:55.025425] [DEBUG] [FORECASTER] BURL: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T08:49:55.548541] [DEBUG] [FORECASTER] BURL: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T08:49:56.060358] [DEBUG] [FORECASTER] BURL: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-25T08:49:56.060581] [INFO ] [CONFIGURE ] BURL: DISCARDED add_rsi (score: 50.00%)
[2025-11-25T08:49:56.060660] [INFO ] [CONFIGURE ] JOB ETA: 1.9h | Avg: 2.8s/test | Remaining: 2471 tests
[2025-11-25T08:49:56.060714] [INFO ] [CONFIGURE ] BURL: Testing feature 25/29: add_tick_distribution
[2025-11-25T08:49:56.060762] [INFO ] [CONFIGURE ] BURL: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_vwap', 'add_exhaustion_signals', 'add_macd', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_tick_distribution']
[2025-11-25T08:49:56.509681] [DEBUG] [FORECASTER] BURL: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T08:49:56.966503] [DEBUG] [FORECASTER] BURL: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T08:49:57.417006] [DEBUG] [FORECASTER] BURL: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T08:49:57.886688] [DEBUG] [FORECASTER] BURL: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T08:49:58.340682] [DEBUG] [FORECASTER] BURL: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T08:49:58.788417] [DEBUG] [FORECASTER] BURL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T08:49:59.247129] [DEBUG] [FORECASTER] BURL: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T08:49:59.711673] [DEBUG] [FORECASTER] BURL: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T08:50:00.163892] [DEBUG] [FORECASTER] BURL: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T08:50:01.542350] [DEBUG] [FORECASTER] BURL: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-25T08:50:01.542585] [INFO ] [CONFIGURE ] BURL: DISCARDED add_tick_distribution (score: 70.00%)
[2025-11-25T08:50:01.542682] [INFO ] [CONFIGURE ] JOB ETA: 1.9h | Avg: 2.8s/test | Remaining: 2470 tests
[2025-11-25T08:50:01.542740] [INFO ] [CONFIGURE ] BURL: Testing feature 26/29: add_volume_momentum_confirmation
[2025-11-25T08:50:01.542791] [INFO ] [CONFIGURE ] BURL: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_vwap', 'add_exhaustion_signals', 'add_macd', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_volume_momentum_confirmation']
[2025-11-25T08:50:02.086829] [DEBUG] [FORECASTER] BURL: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T08:50:02.575831] [DEBUG] [FORECASTER] BURL: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T08:50:03.118029] [DEBUG] [FORECASTER] BURL: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T08:50:03.589405] [DEBUG] [FORECASTER] BURL: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T08:50:04.051411] [DEBUG] [FORECASTER] BURL: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T08:50:04.494413] [DEBUG] [FORECASTER] BURL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T08:50:04.930091] [DEBUG] [FORECASTER] BURL: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T08:50:05.368744] [DEBUG] [FORECASTER] BURL: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T08:50:05.811385] [DEBUG] [FORECASTER] BURL: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T08:50:06.256696] [DEBUG] [FORECASTER] BURL: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-25T08:50:06.256912] [INFO ] [CONFIGURE ] BURL: DISCARDED add_volume_momentum_confirmation (score: 60.00%)
[2025-11-25T08:50:06.256970] [INFO ] [CONFIGURE ] JOB ETA: 1.9h | Avg: 2.8s/test | Remaining: 2469 tests
[2025-11-25T08:50:06.257020] [INFO ] [CONFIGURE ] BURL: Testing feature 27/29: add_volume_price_divergence
[2025-11-25T08:50:06.257068] [INFO ] [CONFIGURE ] BURL: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_vwap', 'add_exhaustion_signals', 'add_macd', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_volume_price_divergence']
[2025-11-25T08:50:06.743085] [DEBUG] [FORECASTER] BURL: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T08:50:07.231232] [DEBUG] [FORECASTER] BURL: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T08:50:07.728769] [DEBUG] [FORECASTER] BURL: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T08:50:08.209514] [DEBUG] [FORECASTER] BURL: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T08:50:08.680234] [DEBUG] [FORECASTER] BURL: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T08:50:09.173023] [DEBUG] [FORECASTER] BURL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T08:50:09.636309] [DEBUG] [FORECASTER] BURL: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T08:50:10.110613] [DEBUG] [FORECASTER] BURL: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T08:50:10.584419] [DEBUG] [FORECASTER] BURL: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T08:50:11.071899] [DEBUG] [FORECASTER] BURL: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-25T08:50:11.072104] [INFO ] [CONFIGURE ] BURL: DISCARDED add_volume_price_divergence (score: 70.00%)
[2025-11-25T08:50:11.072189] [INFO ] [CONFIGURE ] JOB ETA: 1.9h | Avg: 2.8s/test | Remaining: 2468 tests
[2025-11-25T08:50:11.072256] [INFO ] [CONFIGURE ] BURL: Testing feature 28/29: add_volume_profile
[2025-11-25T08:50:11.072300] [INFO ] [CONFIGURE ] BURL: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_vwap', 'add_exhaustion_signals', 'add_macd', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_volume_profile']
[2025-11-25T08:50:11.535396] [DEBUG] [FORECASTER] BURL: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T08:50:11.994484] [DEBUG] [FORECASTER] BURL: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T08:50:12.457335] [DEBUG] [FORECASTER] BURL: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T08:50:12.938452] [DEBUG] [FORECASTER] BURL: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T08:50:13.397289] [DEBUG] [FORECASTER] BURL: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T08:50:13.872730] [DEBUG] [FORECASTER] BURL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T08:50:14.340091] [DEBUG] [FORECASTER] BURL: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T08:50:14.816121] [DEBUG] [FORECASTER] BURL: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T08:50:15.291886] [DEBUG] [FORECASTER] BURL: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T08:50:15.794688] [DEBUG] [FORECASTER] BURL: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-25T08:50:15.794903] [INFO ] [CONFIGURE ] BURL: DISCARDED add_volume_profile (score: 60.00%)
[2025-11-25T08:50:15.795020] [INFO ] [CONFIGURE ] JOB ETA: 1.9h | Avg: 2.8s/test | Remaining: 2467 tests
[2025-11-25T08:50:15.795077] [INFO ] [CONFIGURE ] BURL: ===== FEATURE SELECTION COMPLETE =====
[2025-11-25T08:50:15.795124] [INFO ] [CONFIGURE ] BURL: Best accuracy: 80.00%
[2025-11-25T08:50:15.795171] [INFO ] [CONFIGURE ] BURL: Best feature set (7 features): ['add_cumulative_delta', 'add_daily_returns', 'add_vwap', 'add_exhaustion_signals', 'add_macd', 'add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-11-25T08:50:15.795216] [INFO ] [CONFIGURE ] BURL: Improvement over baseline: 50.00%
[2025-11-25T08:50:15.795259] [INFO ] [CONFIGURE ] BURL: Total time: 1.9 minutes
[2025-11-25T08:50:15.795297] [INFO ] [CONFIGURE ] BURL: Average time per feature: 4.3 seconds
[2025-11-25T08:50:15.795336] [INFO ] [CONFIGURE ] BURL: Average speed: 0.25 features/sec
[2025-11-25T08:50:15.795848] [INFO ] [LOCAL     ] Saved configuration for BURL: 7 features, 80.00% accuracy -> ./output/feature-sets/BURL.json
[2025-11-25T08:50:15.795911] [INFO ] [CONFIGURE ] BURL: Configuration saved successfully: 7 features, 80.00% accuracy.
[2025-11-25T08:50:15.795972] [INFO ] [sig       ] [80/164] Successfully configured BURL | 0.01 sym/s | Total: 1.8h | ETA: 1.9h
[2025-11-25T08:50:15.796020] [INFO ] [sig       ] [81/164] Configuring BWG...
[2025-11-25T08:50:15.796061] [INFO ] [CONFIGURE ] BWG: Configurate test run.
[2025-11-25T08:50:15.796102] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BWG' from 'https://tdm.silogroup.org/data/derivative_storage/BWG.csv'.
[2025-11-25T08:50:15.809529] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'BWG'.
[2025-11-25T08:50:15.810054] [INFO ] [CONFIGURE ] BWG: Testing with 29 available features
[2025-11-25T08:50:15.810127] [INFO ] [CONFIGURE ] BWG: Establishing baseline with no features...
[2025-11-25T08:50:16.006927] [DEBUG] [FORECASTER] BWG: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T08:50:16.236882] [DEBUG] [FORECASTER] BWG: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T08:50:16.430808] [DEBUG] [FORECASTER] BWG: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T08:50:16.628955] [DEBUG] [FORECASTER] BWG: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T08:50:16.826352] [DEBUG] [FORECASTER] BWG: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T08:50:17.021703] [DEBUG] [FORECASTER] BWG: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T08:50:17.221233] [DEBUG] [FORECASTER] BWG: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T08:50:17.414454] [DEBUG] [FORECASTER] BWG: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T08:50:17.610295] [DEBUG] [FORECASTER] BWG: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T08:50:17.810945] [DEBUG] [FORECASTER] BWG: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T08:50:17.811108] [INFO ] [CONFIGURE ] BWG: Baseline score (no features): 70.00%
[2025-11-25T08:50:17.811157] [INFO ] [CONFIGURE ] BWG: Testing feature 1/29: add_bollinger_bands
[2025-11-25T08:50:17.811196] [INFO ] [CONFIGURE ] BWG: Testing with features: ['add_bollinger_bands']
[2025-11-25T08:50:18.042880] [DEBUG] [FORECASTER] BWG: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T08:50:18.278056] [DEBUG] [FORECASTER] BWG: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T08:50:18.519077] [DEBUG] [FORECASTER] BWG: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T08:50:18.761132] [DEBUG] [FORECASTER] BWG: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T08:50:19.006864] [DEBUG] [FORECASTER] BWG: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T08:50:19.238332] [DEBUG] [FORECASTER] BWG: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T08:50:19.471121] [DEBUG] [FORECASTER] BWG: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T08:50:19.708525] [DEBUG] [FORECASTER] BWG: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T08:50:19.947325] [DEBUG] [FORECASTER] BWG: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T08:50:20.163145] [DEBUG] [FORECASTER] BWG: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T08:50:20.163314] [INFO ] [CONFIGURE ] BWG: DISCARDED add_bollinger_bands (score: 30.00%)
[2025-11-25T08:50:20.163365] [INFO ] [CONFIGURE ] JOB ETA: 1.9h | Avg: 2.8s/test | Remaining: 2466 tests
[2025-11-25T08:50:20.163404] [INFO ] [CONFIGURE ] BWG: Testing feature 2/29: add_cumulative_delta
[2025-11-25T08:50:20.163440] [INFO ] [CONFIGURE ] BWG: Testing with features: ['add_cumulative_delta']
[2025-11-25T08:50:20.381825] [DEBUG] [FORECASTER] BWG: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T08:50:20.577631] [DEBUG] [FORECASTER] BWG: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T08:50:20.773081] [DEBUG] [FORECASTER] BWG: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T08:50:20.971146] [DEBUG] [FORECASTER] BWG: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T08:50:21.171471] [DEBUG] [FORECASTER] BWG: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T08:50:21.377165] [DEBUG] [FORECASTER] BWG: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T08:50:21.585703] [DEBUG] [FORECASTER] BWG: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T08:50:21.796276] [DEBUG] [FORECASTER] BWG: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T08:50:22.016797] [DEBUG] [FORECASTER] BWG: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T08:50:22.228836] [DEBUG] [FORECASTER] BWG: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T08:50:22.229028] [INFO ] [CONFIGURE ] BWG: DISCARDED add_cumulative_delta (score: 70.00%)
[2025-11-25T08:50:22.229078] [INFO ] [CONFIGURE ] JOB ETA: 1.9h | Avg: 2.8s/test | Remaining: 2465 tests
[2025-11-25T08:50:22.229119] [INFO ] [CONFIGURE ] BWG: Testing feature 3/29: add_daily_returns
[2025-11-25T08:50:22.229157] [INFO ] [CONFIGURE ] BWG: Testing with features: ['add_daily_returns']
[2025-11-25T08:50:22.414150] [DEBUG] [FORECASTER] BWG: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T08:50:22.608412] [DEBUG] [FORECASTER] BWG: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T08:50:22.802555] [DEBUG] [FORECASTER] BWG: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T08:50:22.989484] [DEBUG] [FORECASTER] BWG: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T08:50:23.174791] [DEBUG] [FORECASTER] BWG: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T08:50:23.356961] [DEBUG] [FORECASTER] BWG: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T08:50:23.544884] [DEBUG] [FORECASTER] BWG: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T08:50:23.728350] [DEBUG] [FORECASTER] BWG: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T08:50:23.915771] [DEBUG] [FORECASTER] BWG: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T08:50:24.102912] [DEBUG] [FORECASTER] BWG: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T08:50:24.103113] [INFO ] [CONFIGURE ] BWG: DISCARDED add_daily_returns (score: 60.00%)
[2025-11-25T08:50:24.103163] [INFO ] [CONFIGURE ] JOB ETA: 1.9h | Avg: 2.8s/test | Remaining: 2464 tests
[2025-11-25T08:50:24.103221] [INFO ] [CONFIGURE ] BWG: Testing feature 4/29: add_ema
[2025-11-25T08:50:24.103262] [INFO ] [CONFIGURE ] BWG: Testing with features: ['add_ema']
[2025-11-25T08:50:24.320525] [DEBUG] [FORECASTER] BWG: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T08:50:24.536868] [DEBUG] [FORECASTER] BWG: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T08:50:24.751226] [DEBUG] [FORECASTER] BWG: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T08:50:24.973367] [DEBUG] [FORECASTER] BWG: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T08:50:25.189847] [DEBUG] [FORECASTER] BWG: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T08:50:25.404894] [DEBUG] [FORECASTER] BWG: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T08:50:25.619758] [DEBUG] [FORECASTER] BWG: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T08:50:25.839710] [DEBUG] [FORECASTER] BWG: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T08:50:26.073636] [DEBUG] [FORECASTER] BWG: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T08:50:26.305080] [DEBUG] [FORECASTER] BWG: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T08:50:26.305268] [INFO ] [CONFIGURE ] BWG: DISCARDED add_ema (score: 50.00%)
[2025-11-25T08:50:26.305318] [INFO ] [CONFIGURE ] JOB ETA: 1.9h | Avg: 2.8s/test | Remaining: 2463 tests
[2025-11-25T08:50:26.305358] [INFO ] [CONFIGURE ] BWG: Testing feature 5/29: add_exhaustion_signals
[2025-11-25T08:50:26.305394] [INFO ] [CONFIGURE ] BWG: Testing with features: ['add_vwap', 'add_exhaustion_signals']
[2025-11-25T08:50:26.522526] [DEBUG] [FORECASTER] BWG: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T08:50:26.737490] [DEBUG] [FORECASTER] BWG: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T08:50:26.957333] [DEBUG] [FORECASTER] BWG: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T08:50:27.182095] [DEBUG] [FORECASTER] BWG: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T08:50:27.418560] [DEBUG] [FORECASTER] BWG: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T08:50:27.635049] [DEBUG] [FORECASTER] BWG: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T08:50:27.884138] [DEBUG] [FORECASTER] BWG: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T08:50:28.128807] [DEBUG] [FORECASTER] BWG: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T08:50:28.370784] [DEBUG] [FORECASTER] BWG: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T08:50:28.612998] [DEBUG] [FORECASTER] BWG: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T08:50:28.613180] [INFO ] [CONFIGURE ] BWG: DISCARDED add_exhaustion_signals (score: 70.00%)
[2025-11-25T08:50:28.613243] [INFO ] [CONFIGURE ] JOB ETA: 1.9h | Avg: 2.8s/test | Remaining: 2462 tests
[2025-11-25T08:50:28.613292] [INFO ] [CONFIGURE ] BWG: Testing feature 6/29: add_failed_moves
[2025-11-25T08:50:28.613339] [INFO ] [CONFIGURE ] BWG: Testing with features: ['add_failed_moves']
[2025-11-25T08:50:28.812067] [DEBUG] [FORECASTER] BWG: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T08:50:29.024697] [DEBUG] [FORECASTER] BWG: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T08:50:29.231145] [DEBUG] [FORECASTER] BWG: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T08:50:29.438487] [DEBUG] [FORECASTER] BWG: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T08:50:29.638282] [DEBUG] [FORECASTER] BWG: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T08:50:29.864416] [DEBUG] [FORECASTER] BWG: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T08:50:30.079556] [DEBUG] [FORECASTER] BWG: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T08:50:30.303660] [DEBUG] [FORECASTER] BWG: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T08:50:30.507713] [DEBUG] [FORECASTER] BWG: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T08:50:30.725902] [DEBUG] [FORECASTER] BWG: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T08:50:30.726091] [INFO ] [CONFIGURE ] BWG: DISCARDED add_failed_moves (score: 60.00%)
[2025-11-25T08:50:30.726188] [INFO ] [CONFIGURE ] JOB ETA: 1.9h | Avg: 2.8s/test | Remaining: 2461 tests
[2025-11-25T08:50:30.726230] [INFO ] [CONFIGURE ] BWG: Testing feature 7/29: add_lag_shelf
[2025-11-25T08:50:30.726266] [INFO ] [CONFIGURE ] BWG: Testing with features: ['add_lag_shelf']
[2025-11-25T08:50:30.914883] [DEBUG] [FORECASTER] BWG: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T08:50:31.101579] [DEBUG] [FORECASTER] BWG: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T08:50:31.290852] [DEBUG] [FORECASTER] BWG: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T08:50:31.475416] [DEBUG] [FORECASTER] BWG: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T08:50:31.642639] [DEBUG] [FORECASTER] BWG: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T08:50:31.803873] [DEBUG] [FORECASTER] BWG: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T08:50:31.969954] [DEBUG] [FORECASTER] BWG: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T08:50:32.153050] [DEBUG] [FORECASTER] BWG: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T08:50:32.329113] [DEBUG] [FORECASTER] BWG: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T08:50:32.507353] [DEBUG] [FORECASTER] BWG: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T08:50:32.507523] [INFO ] [CONFIGURE ] BWG: DISCARDED add_lag_shelf (score: 70.00%)
[2025-11-25T08:50:32.507570] [INFO ] [CONFIGURE ] JOB ETA: 1.9h | Avg: 2.8s/test | Remaining: 2460 tests
[2025-11-25T08:50:32.507608] [INFO ] [CONFIGURE ] BWG: Testing feature 8/29: add_macd
[2025-11-25T08:50:32.507663] [INFO ] [CONFIGURE ] BWG: Testing with features: ['add_vwap', 'add_macd']
[2025-11-25T08:50:32.789440] [DEBUG] [FORECASTER] BWG: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T08:50:33.076848] [DEBUG] [FORECASTER] BWG: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T08:50:33.350845] [DEBUG] [FORECASTER] BWG: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T08:50:33.627464] [DEBUG] [FORECASTER] BWG: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T08:50:33.904917] [DEBUG] [FORECASTER] BWG: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T08:50:34.185928] [DEBUG] [FORECASTER] BWG: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T08:50:34.462595] [DEBUG] [FORECASTER] BWG: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T08:50:34.739930] [DEBUG] [FORECASTER] BWG: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T08:50:35.020318] [DEBUG] [FORECASTER] BWG: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T08:50:35.296439] [DEBUG] [FORECASTER] BWG: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T08:50:35.296639] [INFO ] [CONFIGURE ] BWG: DISCARDED add_macd (score: 50.00%)
[2025-11-25T08:50:35.296719] [INFO ] [CONFIGURE ] JOB ETA: 1.9h | Avg: 2.8s/test | Remaining: 2459 tests
[2025-11-25T08:50:35.296766] [INFO ] [CONFIGURE ] BWG: Testing feature 9/29: add_mfi
[2025-11-25T08:50:35.296811] [INFO ] [CONFIGURE ] BWG: Testing with features: ['add_mfi']
[2025-11-25T08:50:35.491505] [DEBUG] [FORECASTER] BWG: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T08:50:35.689268] [DEBUG] [FORECASTER] BWG: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T08:50:35.885914] [DEBUG] [FORECASTER] BWG: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T08:50:36.080732] [DEBUG] [FORECASTER] BWG: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T08:50:36.273947] [DEBUG] [FORECASTER] BWG: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T08:50:36.470639] [DEBUG] [FORECASTER] BWG: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T08:50:36.675757] [DEBUG] [FORECASTER] BWG: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T08:50:36.868385] [DEBUG] [FORECASTER] BWG: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T08:50:37.049453] [DEBUG] [FORECASTER] BWG: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T08:50:37.230141] [DEBUG] [FORECASTER] BWG: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T08:50:37.230324] [INFO ] [CONFIGURE ] BWG: DISCARDED add_mfi (score: 40.00%)
[2025-11-25T08:50:37.230373] [INFO ] [CONFIGURE ] JOB ETA: 1.9h | Avg: 2.8s/test | Remaining: 2458 tests
[2025-11-25T08:50:37.230412] [INFO ] [CONFIGURE ] BWG: Testing feature 10/29: add_momentum_acceleration
[2025-11-25T08:50:37.230448] [INFO ] [CONFIGURE ] BWG: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-11-25T08:50:37.498099] [DEBUG] [FORECASTER] BWG: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T08:50:37.774007] [DEBUG] [FORECASTER] BWG: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T08:50:38.044626] [DEBUG] [FORECASTER] BWG: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T08:50:38.311251] [DEBUG] [FORECASTER] BWG: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T08:50:38.598681] [DEBUG] [FORECASTER] BWG: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T08:50:38.882277] [DEBUG] [FORECASTER] BWG: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T08:50:39.160553] [DEBUG] [FORECASTER] BWG: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T08:50:39.438457] [DEBUG] [FORECASTER] BWG: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T08:50:39.729328] [DEBUG] [FORECASTER] BWG: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T08:50:40.032013] [DEBUG] [FORECASTER] BWG: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T08:50:40.032221] [INFO ] [CONFIGURE ] BWG: DISCARDED add_momentum_acceleration (score: 60.00%)
[2025-11-25T08:50:40.032285] [INFO ] [CONFIGURE ] JOB ETA: 1.9h | Avg: 2.8s/test | Remaining: 2457 tests
[2025-11-25T08:50:40.032336] [INFO ] [CONFIGURE ] BWG: Testing feature 11/29: add_obv_daily
[2025-11-25T08:50:40.032374] [INFO ] [CONFIGURE ] BWG: Testing with features: ['add_obv_daily']
[2025-11-25T08:50:40.247751] [DEBUG] [FORECASTER] BWG: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T08:50:40.458983] [DEBUG] [FORECASTER] BWG: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T08:50:40.670700] [DEBUG] [FORECASTER] BWG: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T08:50:40.884909] [DEBUG] [FORECASTER] BWG: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T08:50:41.098736] [DEBUG] [FORECASTER] BWG: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T08:50:41.316095] [DEBUG] [FORECASTER] BWG: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T08:50:41.522894] [DEBUG] [FORECASTER] BWG: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T08:50:41.727385] [DEBUG] [FORECASTER] BWG: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T08:50:41.936296] [DEBUG] [FORECASTER] BWG: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T08:50:42.140833] [DEBUG] [FORECASTER] BWG: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T08:50:42.141173] [INFO ] [CONFIGURE ] BWG: DISCARDED add_obv_daily (score: 60.00%)
[2025-11-25T08:50:42.141292] [INFO ] [CONFIGURE ] JOB ETA: 1.9h | Avg: 2.8s/test | Remaining: 2456 tests
[2025-11-25T08:50:42.141393] [INFO ] [CONFIGURE ] BWG: Testing feature 12/29: add_obv_interval
[2025-11-25T08:50:42.141492] [INFO ] [CONFIGURE ] BWG: Testing with features: ['add_obv_interval']
[2025-11-25T08:50:42.341264] [DEBUG] [FORECASTER] BWG: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T08:50:42.538072] [DEBUG] [FORECASTER] BWG: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T08:50:42.738523] [DEBUG] [FORECASTER] BWG: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T08:50:42.948158] [DEBUG] [FORECASTER] BWG: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T08:50:43.158583] [DEBUG] [FORECASTER] BWG: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T08:50:43.363575] [DEBUG] [FORECASTER] BWG: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T08:50:43.571491] [DEBUG] [FORECASTER] BWG: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T08:50:43.771324] [DEBUG] [FORECASTER] BWG: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T08:50:43.961212] [DEBUG] [FORECASTER] BWG: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T08:50:44.153791] [DEBUG] [FORECASTER] BWG: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T08:50:44.153961] [INFO ] [CONFIGURE ] BWG: DISCARDED add_obv_interval (score: 40.00%)
[2025-11-25T08:50:44.154011] [INFO ] [CONFIGURE ] JOB ETA: 1.9h | Avg: 2.8s/test | Remaining: 2455 tests
[2025-11-25T08:50:44.154049] [INFO ] [CONFIGURE ] BWG: Testing feature 13/29: add_opening_strength
[2025-11-25T08:50:44.154085] [INFO ] [CONFIGURE ] BWG: Testing with features: ['add_daily_returns', 'add_opening_strength']
[2025-11-25T08:50:44.359135] [DEBUG] [FORECASTER] BWG: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T08:50:44.565076] [DEBUG] [FORECASTER] BWG: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T08:50:44.772596] [DEBUG] [FORECASTER] BWG: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T08:50:44.975701] [DEBUG] [FORECASTER] BWG: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T08:50:45.179237] [DEBUG] [FORECASTER] BWG: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T08:50:45.385240] [DEBUG] [FORECASTER] BWG: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T08:50:45.591723] [DEBUG] [FORECASTER] BWG: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T08:50:45.795304] [DEBUG] [FORECASTER] BWG: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T08:50:46.001774] [DEBUG] [FORECASTER] BWG: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T08:50:46.218622] [DEBUG] [FORECASTER] BWG: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T08:50:46.219239] [INFO ] [CONFIGURE ] BWG: KEPT add_opening_strength (score: 80.00%)
[2025-11-25T08:50:46.219291] [INFO ] [CONFIGURE ] JOB ETA: 1.9h | Avg: 2.8s/test | Remaining: 2454 tests
[2025-11-25T08:50:46.219330] [INFO ] [CONFIGURE ] BWG: Testing feature 14/29: add_order_flow_imbalance
[2025-11-25T08:50:46.219367] [INFO ] [CONFIGURE ] BWG: Testing with features: ['add_daily_returns', 'add_opening_strength', 'add_order_flow_imbalance']
[2025-11-25T08:50:46.452048] [DEBUG] [FORECASTER] BWG: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T08:50:46.679088] [DEBUG] [FORECASTER] BWG: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T08:50:46.916339] [DEBUG] [FORECASTER] BWG: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T08:50:47.145963] [DEBUG] [FORECASTER] BWG: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T08:50:47.377217] [DEBUG] [FORECASTER] BWG: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T08:50:47.610753] [DEBUG] [FORECASTER] BWG: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T08:50:47.850918] [DEBUG] [FORECASTER] BWG: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T08:50:48.085888] [DEBUG] [FORECASTER] BWG: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T08:50:48.324410] [DEBUG] [FORECASTER] BWG: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T08:50:48.560225] [DEBUG] [FORECASTER] BWG: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T08:50:48.560441] [INFO ] [CONFIGURE ] BWG: DISCARDED add_order_flow_imbalance (score: 60.00%)
[2025-11-25T08:50:48.560500] [INFO ] [CONFIGURE ] JOB ETA: 1.9h | Avg: 2.8s/test | Remaining: 2453 tests
[2025-11-25T08:50:48.560548] [INFO ] [CONFIGURE ] BWG: Testing feature 15/29: add_pbf_morning_momentum
[2025-11-25T08:50:48.560592] [INFO ] [CONFIGURE ] BWG: Testing with features: ['add_daily_returns', 'add_opening_strength', 'add_pbf_morning_momentum']
[2025-11-25T08:50:48.797950] [DEBUG] [FORECASTER] BWG: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T08:50:49.036211] [DEBUG] [FORECASTER] BWG: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T08:50:49.279998] [DEBUG] [FORECASTER] BWG: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T08:50:49.516027] [DEBUG] [FORECASTER] BWG: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T08:50:49.732821] [DEBUG] [FORECASTER] BWG: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T08:50:49.952342] [DEBUG] [FORECASTER] BWG: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T08:50:50.188572] [DEBUG] [FORECASTER] BWG: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T08:50:50.409996] [DEBUG] [FORECASTER] BWG: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T08:50:50.626277] [DEBUG] [FORECASTER] BWG: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T08:50:50.843919] [DEBUG] [FORECASTER] BWG: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T08:50:50.844083] [INFO ] [CONFIGURE ] BWG: DISCARDED add_pbf_morning_momentum (score: 50.00%)
[2025-11-25T08:50:50.844131] [INFO ] [CONFIGURE ] JOB ETA: 1.9h | Avg: 2.8s/test | Remaining: 2452 tests
[2025-11-25T08:50:50.844169] [INFO ] [CONFIGURE ] BWG: Testing feature 16/29: add_pbf_overnight_gap
[2025-11-25T08:50:50.844206] [INFO ] [CONFIGURE ] BWG: Testing with features: ['add_daily_returns', 'add_opening_strength', 'add_pbf_overnight_gap']
[2025-11-25T08:50:51.070255] [DEBUG] [FORECASTER] BWG: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T08:50:51.308624] [DEBUG] [FORECASTER] BWG: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T08:50:51.540372] [DEBUG] [FORECASTER] BWG: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T08:50:51.774010] [DEBUG] [FORECASTER] BWG: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T08:50:52.006527] [DEBUG] [FORECASTER] BWG: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T08:50:52.243246] [DEBUG] [FORECASTER] BWG: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T08:50:52.485767] [DEBUG] [FORECASTER] BWG: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T08:50:52.722880] [DEBUG] [FORECASTER] BWG: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T08:50:52.969224] [DEBUG] [FORECASTER] BWG: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T08:50:53.212538] [DEBUG] [FORECASTER] BWG: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T08:50:53.212755] [INFO ] [CONFIGURE ] BWG: DISCARDED add_pbf_overnight_gap (score: 60.00%)
[2025-11-25T08:50:53.212815] [INFO ] [CONFIGURE ] JOB ETA: 1.9h | Avg: 2.8s/test | Remaining: 2451 tests
[2025-11-25T08:50:53.212864] [INFO ] [CONFIGURE ] BWG: Testing feature 17/29: add_pbf_return_2d
[2025-11-25T08:50:53.212909] [INFO ] [CONFIGURE ] BWG: Testing with features: ['add_daily_returns', 'add_opening_strength', 'add_pbf_return_2d']
[2025-11-25T08:50:53.458774] [DEBUG] [FORECASTER] BWG: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T08:50:53.736931] [DEBUG] [FORECASTER] BWG: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T08:50:54.053520] [DEBUG] [FORECASTER] BWG: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T08:50:54.376046] [DEBUG] [FORECASTER] BWG: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T08:50:54.619376] [DEBUG] [FORECASTER] BWG: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T08:50:54.853231] [DEBUG] [FORECASTER] BWG: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T08:50:55.089944] [DEBUG] [FORECASTER] BWG: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T08:50:55.321568] [DEBUG] [FORECASTER] BWG: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T08:50:55.550372] [DEBUG] [FORECASTER] BWG: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T08:50:55.781444] [DEBUG] [FORECASTER] BWG: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T08:50:55.781616] [INFO ] [CONFIGURE ] BWG: DISCARDED add_pbf_return_2d (score: 50.00%)
[2025-11-25T08:50:55.781693] [INFO ] [CONFIGURE ] JOB ETA: 1.9h | Avg: 2.8s/test | Remaining: 2450 tests
[2025-11-25T08:50:55.781743] [INFO ] [CONFIGURE ] BWG: Testing feature 18/29: add_pbf_volatility_5d
[2025-11-25T08:50:55.781787] [INFO ] [CONFIGURE ] BWG: Testing with features: ['add_daily_returns', 'add_opening_strength', 'add_pbf_volatility_5d']
[2025-11-25T08:50:56.000834] [DEBUG] [FORECASTER] BWG: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T08:50:56.216233] [DEBUG] [FORECASTER] BWG: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T08:50:56.431433] [DEBUG] [FORECASTER] BWG: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T08:50:56.650809] [DEBUG] [FORECASTER] BWG: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T08:50:56.868605] [DEBUG] [FORECASTER] BWG: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T08:50:57.084350] [DEBUG] [FORECASTER] BWG: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T08:50:57.300710] [DEBUG] [FORECASTER] BWG: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T08:50:57.509747] [DEBUG] [FORECASTER] BWG: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T08:50:57.720239] [DEBUG] [FORECASTER] BWG: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T08:50:57.948071] [DEBUG] [FORECASTER] BWG: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T08:50:57.948229] [INFO ] [CONFIGURE ] BWG: DISCARDED add_pbf_volatility_5d (score: 70.00%)
[2025-11-25T08:50:57.948278] [INFO ] [CONFIGURE ] JOB ETA: 1.9h | Avg: 2.8s/test | Remaining: 2449 tests
[2025-11-25T08:50:57.948318] [INFO ] [CONFIGURE ] BWG: Testing feature 19/29: add_pbf_vs_sma_5
[2025-11-25T08:50:57.948356] [INFO ] [CONFIGURE ] BWG: Testing with features: ['add_daily_returns', 'add_opening_strength', 'add_pbf_vs_sma_5']
[2025-11-25T08:50:58.156559] [DEBUG] [FORECASTER] BWG: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T08:50:58.380168] [DEBUG] [FORECASTER] BWG: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T08:50:58.619577] [DEBUG] [FORECASTER] BWG: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T08:50:58.841333] [DEBUG] [FORECASTER] BWG: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T08:50:59.058427] [DEBUG] [FORECASTER] BWG: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T08:50:59.271792] [DEBUG] [FORECASTER] BWG: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T08:50:59.486526] [DEBUG] [FORECASTER] BWG: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T08:50:59.702307] [DEBUG] [FORECASTER] BWG: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T08:50:59.925408] [DEBUG] [FORECASTER] BWG: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T08:51:00.154592] [DEBUG] [FORECASTER] BWG: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T08:51:00.154812] [INFO ] [CONFIGURE ] BWG: DISCARDED add_pbf_vs_sma_5 (score: 60.00%)
[2025-11-25T08:51:00.154942] [INFO ] [CONFIGURE ] JOB ETA: 1.9h | Avg: 2.8s/test | Remaining: 2448 tests
[2025-11-25T08:51:00.154995] [INFO ] [CONFIGURE ] BWG: Testing feature 20/29: add_price_rejection
[2025-11-25T08:51:00.155234] [INFO ] [CONFIGURE ] BWG: Testing with features: ['add_daily_returns', 'add_opening_strength', 'add_price_rejection']
[2025-11-25T08:51:00.386252] [DEBUG] [FORECASTER] BWG: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T08:51:01.235877] [DEBUG] [FORECASTER] BWG: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T08:51:01.615051] [DEBUG] [FORECASTER] BWG: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T08:51:01.874343] [DEBUG] [FORECASTER] BWG: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T08:51:02.144971] [DEBUG] [FORECASTER] BWG: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T08:51:02.440708] [DEBUG] [FORECASTER] BWG: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T08:51:02.713661] [DEBUG] [FORECASTER] BWG: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T08:51:02.978398] [DEBUG] [FORECASTER] BWG: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T08:51:03.228234] [DEBUG] [FORECASTER] BWG: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T08:51:03.465988] [DEBUG] [FORECASTER] BWG: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T08:51:03.466171] [INFO ] [CONFIGURE ] BWG: DISCARDED add_price_rejection (score: 60.00%)
[2025-11-25T08:51:03.466230] [INFO ] [CONFIGURE ] JOB ETA: 1.9h | Avg: 2.8s/test | Remaining: 2447 tests
[2025-11-25T08:51:03.466280] [INFO ] [CONFIGURE ] BWG: Testing feature 21/29: add_range_position
[2025-11-25T08:51:03.466317] [INFO ] [CONFIGURE ] BWG: Testing with features: ['add_daily_returns', 'add_opening_strength', 'add_range_position']
[2025-11-25T08:51:03.714907] [DEBUG] [FORECASTER] BWG: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T08:51:03.969549] [DEBUG] [FORECASTER] BWG: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T08:51:04.241020] [DEBUG] [FORECASTER] BWG: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T08:51:04.525255] [DEBUG] [FORECASTER] BWG: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T08:51:04.800452] [DEBUG] [FORECASTER] BWG: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T08:51:05.074459] [DEBUG] [FORECASTER] BWG: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T08:51:05.334590] [DEBUG] [FORECASTER] BWG: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T08:51:05.586375] [DEBUG] [FORECASTER] BWG: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T08:51:05.841966] [DEBUG] [FORECASTER] BWG: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T08:51:06.097480] [DEBUG] [FORECASTER] BWG: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T08:51:06.097720] [INFO ] [CONFIGURE ] BWG: DISCARDED add_range_position (score: 40.00%)
[2025-11-25T08:51:06.097783] [INFO ] [CONFIGURE ] JOB ETA: 1.9h | Avg: 2.8s/test | Remaining: 2446 tests
[2025-11-25T08:51:06.097839] [INFO ] [CONFIGURE ] BWG: Testing feature 22/29: add_realized_volatility
[2025-11-25T08:51:06.097900] [INFO ] [CONFIGURE ] BWG: Testing with features: ['add_daily_returns', 'add_opening_strength', 'add_realized_volatility']
[2025-11-25T08:51:06.430706] [DEBUG] [FORECASTER] BWG: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T08:51:06.758008] [DEBUG] [FORECASTER] BWG: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T08:51:07.106836] [DEBUG] [FORECASTER] BWG: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T08:51:07.446627] [DEBUG] [FORECASTER] BWG: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T08:51:07.796474] [DEBUG] [FORECASTER] BWG: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T08:51:08.157622] [DEBUG] [FORECASTER] BWG: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T08:51:08.509262] [DEBUG] [FORECASTER] BWG: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T08:51:08.870228] [DEBUG] [FORECASTER] BWG: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T08:51:09.194221] [DEBUG] [FORECASTER] BWG: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T08:51:09.535558] [DEBUG] [FORECASTER] BWG: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T08:51:09.535823] [INFO ] [CONFIGURE ] BWG: DISCARDED add_realized_volatility (score: 70.00%)
[2025-11-25T08:51:09.535885] [INFO ] [CONFIGURE ] JOB ETA: 1.9h | Avg: 2.8s/test | Remaining: 2445 tests
[2025-11-25T08:51:09.535936] [INFO ] [CONFIGURE ] BWG: Testing feature 23/29: add_recent_range_context
[2025-11-25T08:51:09.535984] [INFO ] [CONFIGURE ] BWG: Testing with features: ['add_daily_returns', 'add_opening_strength', 'add_recent_range_context']
[2025-11-25T08:51:09.775874] [DEBUG] [FORECASTER] BWG: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T08:51:10.017622] [DEBUG] [FORECASTER] BWG: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T08:51:10.252515] [DEBUG] [FORECASTER] BWG: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T08:51:10.495791] [DEBUG] [FORECASTER] BWG: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T08:51:10.740709] [DEBUG] [FORECASTER] BWG: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T08:51:10.988217] [DEBUG] [FORECASTER] BWG: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T08:51:11.229455] [DEBUG] [FORECASTER] BWG: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T08:51:11.476588] [DEBUG] [FORECASTER] BWG: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T08:51:11.726135] [DEBUG] [FORECASTER] BWG: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T08:51:11.976986] [DEBUG] [FORECASTER] BWG: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T08:51:11.977205] [INFO ] [CONFIGURE ] BWG: DISCARDED add_recent_range_context (score: 60.00%)
[2025-11-25T08:51:11.977267] [INFO ] [CONFIGURE ] JOB ETA: 1.9h | Avg: 2.8s/test | Remaining: 2444 tests
[2025-11-25T08:51:11.977316] [INFO ] [CONFIGURE ] BWG: Testing feature 24/29: add_rsi
[2025-11-25T08:51:11.977362] [INFO ] [CONFIGURE ] BWG: Testing with features: ['add_daily_returns', 'add_opening_strength', 'add_ema', 'add_rsi']
[2025-11-25T08:51:12.267985] [DEBUG] [FORECASTER] BWG: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T08:51:12.558782] [DEBUG] [FORECASTER] BWG: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T08:51:12.851034] [DEBUG] [FORECASTER] BWG: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T08:51:13.135637] [DEBUG] [FORECASTER] BWG: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T08:51:13.434754] [DEBUG] [FORECASTER] BWG: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T08:51:13.736284] [DEBUG] [FORECASTER] BWG: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T08:51:14.037596] [DEBUG] [FORECASTER] BWG: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T08:51:14.322206] [DEBUG] [FORECASTER] BWG: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T08:51:14.596393] [DEBUG] [FORECASTER] BWG: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T08:51:14.872966] [DEBUG] [FORECASTER] BWG: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T08:51:14.873152] [INFO ] [CONFIGURE ] BWG: DISCARDED add_rsi (score: 60.00%)
[2025-11-25T08:51:14.873210] [INFO ] [CONFIGURE ] JOB ETA: 1.9h | Avg: 2.8s/test | Remaining: 2443 tests
[2025-11-25T08:51:14.873259] [INFO ] [CONFIGURE ] BWG: Testing feature 25/29: add_tick_distribution
[2025-11-25T08:51:14.873344] [INFO ] [CONFIGURE ] BWG: Testing with features: ['add_daily_returns', 'add_opening_strength', 'add_tick_distribution']
[2025-11-25T08:51:15.103918] [DEBUG] [FORECASTER] BWG: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T08:51:15.335873] [DEBUG] [FORECASTER] BWG: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T08:51:15.566372] [DEBUG] [FORECASTER] BWG: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T08:51:15.797030] [DEBUG] [FORECASTER] BWG: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T08:51:16.027468] [DEBUG] [FORECASTER] BWG: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T08:51:16.297548] [DEBUG] [FORECASTER] BWG: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T08:51:16.528907] [DEBUG] [FORECASTER] BWG: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T08:51:16.759772] [DEBUG] [FORECASTER] BWG: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T08:51:16.995709] [DEBUG] [FORECASTER] BWG: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T08:51:17.233062] [DEBUG] [FORECASTER] BWG: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T08:51:17.233238] [INFO ] [CONFIGURE ] BWG: DISCARDED add_tick_distribution (score: 40.00%)
[2025-11-25T08:51:17.233287] [INFO ] [CONFIGURE ] JOB ETA: 1.9h | Avg: 2.8s/test | Remaining: 2442 tests
[2025-11-25T08:51:17.233327] [INFO ] [CONFIGURE ] BWG: Testing feature 26/29: add_volume_momentum_confirmation
[2025-11-25T08:51:17.233367] [INFO ] [CONFIGURE ] BWG: Testing with features: ['add_daily_returns', 'add_opening_strength', 'add_volume_momentum_confirmation']
[2025-11-25T08:51:17.471298] [DEBUG] [FORECASTER] BWG: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T08:51:17.705618] [DEBUG] [FORECASTER] BWG: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T08:51:17.945952] [DEBUG] [FORECASTER] BWG: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T08:51:18.179544] [DEBUG] [FORECASTER] BWG: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T08:51:18.410992] [DEBUG] [FORECASTER] BWG: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T08:51:18.640457] [DEBUG] [FORECASTER] BWG: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T08:51:18.871122] [DEBUG] [FORECASTER] BWG: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T08:51:19.109127] [DEBUG] [FORECASTER] BWG: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T08:51:19.349930] [DEBUG] [FORECASTER] BWG: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T08:51:19.585147] [DEBUG] [FORECASTER] BWG: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T08:51:19.585331] [INFO ] [CONFIGURE ] BWG: DISCARDED add_volume_momentum_confirmation (score: 50.00%)
[2025-11-25T08:51:19.585393] [INFO ] [CONFIGURE ] JOB ETA: 1.9h | Avg: 2.8s/test | Remaining: 2441 tests
[2025-11-25T08:51:19.585442] [INFO ] [CONFIGURE ] BWG: Testing feature 27/29: add_volume_price_divergence
[2025-11-25T08:51:19.585489] [INFO ] [CONFIGURE ] BWG: Testing with features: ['add_daily_returns', 'add_opening_strength', 'add_volume_price_divergence']
[2025-11-25T08:51:19.849513] [DEBUG] [FORECASTER] BWG: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T08:51:20.120733] [DEBUG] [FORECASTER] BWG: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T08:51:20.384709] [DEBUG] [FORECASTER] BWG: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T08:51:20.663021] [DEBUG] [FORECASTER] BWG: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T08:51:20.948877] [DEBUG] [FORECASTER] BWG: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T08:51:21.217622] [DEBUG] [FORECASTER] BWG: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T08:51:21.486226] [DEBUG] [FORECASTER] BWG: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T08:51:21.755048] [DEBUG] [FORECASTER] BWG: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T08:51:22.025705] [DEBUG] [FORECASTER] BWG: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T08:51:22.298065] [DEBUG] [FORECASTER] BWG: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T08:51:22.298248] [INFO ] [CONFIGURE ] BWG: DISCARDED add_volume_price_divergence (score: 50.00%)
[2025-11-25T08:51:22.298308] [INFO ] [CONFIGURE ] JOB ETA: 1.9h | Avg: 2.8s/test | Remaining: 2440 tests
[2025-11-25T08:51:22.298357] [INFO ] [CONFIGURE ] BWG: Testing feature 28/29: add_volume_profile
[2025-11-25T08:51:22.298409] [INFO ] [CONFIGURE ] BWG: Testing with features: ['add_daily_returns', 'add_opening_strength', 'add_volume_profile']
[2025-11-25T08:51:22.557018] [DEBUG] [FORECASTER] BWG: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T08:51:22.825923] [DEBUG] [FORECASTER] BWG: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T08:51:23.094399] [DEBUG] [FORECASTER] BWG: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T08:51:23.355614] [DEBUG] [FORECASTER] BWG: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T08:51:23.634212] [DEBUG] [FORECASTER] BWG: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T08:51:23.901466] [DEBUG] [FORECASTER] BWG: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T08:51:24.166336] [DEBUG] [FORECASTER] BWG: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T08:51:24.433212] [DEBUG] [FORECASTER] BWG: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T08:51:24.694878] [DEBUG] [FORECASTER] BWG: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T08:51:24.961059] [DEBUG] [FORECASTER] BWG: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T08:51:24.961276] [INFO ] [CONFIGURE ] BWG: DISCARDED add_volume_profile (score: 40.00%)
[2025-11-25T08:51:24.961355] [INFO ] [CONFIGURE ] JOB ETA: 1.9h | Avg: 2.8s/test | Remaining: 2439 tests
[2025-11-25T08:51:24.961444] [INFO ] [CONFIGURE ] BWG: Testing feature 29/29: add_vwap
[2025-11-25T08:51:24.961498] [INFO ] [CONFIGURE ] BWG: Testing with features: ['add_daily_returns', 'add_opening_strength', 'add_vwap']
[2025-11-25T08:51:25.236425] [DEBUG] [FORECASTER] BWG: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T08:51:25.506301] [DEBUG] [FORECASTER] BWG: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T08:51:25.775780] [DEBUG] [FORECASTER] BWG: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T08:51:26.044203] [DEBUG] [FORECASTER] BWG: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T08:51:26.316634] [DEBUG] [FORECASTER] BWG: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T08:51:26.596435] [DEBUG] [FORECASTER] BWG: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T08:51:26.863290] [DEBUG] [FORECASTER] BWG: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T08:51:27.139625] [DEBUG] [FORECASTER] BWG: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T08:51:27.425860] [DEBUG] [FORECASTER] BWG: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T08:51:27.701067] [DEBUG] [FORECASTER] BWG: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T08:51:27.701217] [INFO ] [CONFIGURE ] BWG: DISCARDED add_vwap (score: 50.00%)
[2025-11-25T08:51:27.701276] [INFO ] [CONFIGURE ] JOB ETA: 1.9h | Avg: 2.8s/test | Remaining: 2438 tests
[2025-11-25T08:51:27.701328] [INFO ] [CONFIGURE ] BWG: ===== FEATURE SELECTION COMPLETE =====
[2025-11-25T08:51:27.701370] [INFO ] [CONFIGURE ] BWG: Best accuracy: 80.00%
[2025-11-25T08:51:27.701412] [INFO ] [CONFIGURE ] BWG: Best feature set (2 features): ['add_daily_returns', 'add_opening_strength']
[2025-11-25T08:51:27.701470] [INFO ] [CONFIGURE ] BWG: Improvement over baseline: 10.00%
[2025-11-25T08:51:27.701511] [INFO ] [CONFIGURE ] BWG: Total time: 1.2 minutes
[2025-11-25T08:51:27.701554] [INFO ] [CONFIGURE ] BWG: Average time per feature: 2.4 seconds
[2025-11-25T08:51:27.701592] [INFO ] [CONFIGURE ] BWG: Average speed: 0.41 features/sec
[2025-11-25T08:51:27.701935] [INFO ] [LOCAL     ] Saved configuration for BWG: 2 features, 80.00% accuracy -> ./output/feature-sets/BWG.json
[2025-11-25T08:51:27.701993] [INFO ] [CONFIGURE ] BWG: Configuration saved successfully: 2 features, 80.00% accuracy.
[2025-11-25T08:51:27.702040] [INFO ] [sig       ] [81/164] Successfully configured BWG | 0.01 sym/s | Total: 1.8h | ETA: 1.9h
[2025-11-25T08:51:27.702085] [INFO ] [sig       ] [82/164] Configuring BXMX...
[2025-11-25T08:51:27.702125] [INFO ] [CONFIGURE ] BXMX: Configurate test run.
[2025-11-25T08:51:27.702165] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BXMX' from 'https://tdm.silogroup.org/data/derivative_storage/BXMX.csv'.
[2025-11-25T08:51:27.717497] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'BXMX'.
[2025-11-25T08:51:27.717889] [INFO ] [CONFIGURE ] BXMX: Testing with 29 available features
[2025-11-25T08:51:27.717951] [INFO ] [CONFIGURE ] BXMX: Establishing baseline with no features...
[2025-11-25T08:51:27.916923] [DEBUG] [FORECASTER] BXMX: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T08:51:28.103588] [DEBUG] [FORECASTER] BXMX: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T08:51:28.289524] [DEBUG] [FORECASTER] BXMX: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T08:51:28.473351] [DEBUG] [FORECASTER] BXMX: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T08:51:28.664528] [DEBUG] [FORECASTER] BXMX: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T08:51:28.857133] [DEBUG] [FORECASTER] BXMX: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T08:51:29.056044] [DEBUG] [FORECASTER] BXMX: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T08:51:29.250007] [DEBUG] [FORECASTER] BXMX: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T08:51:29.448054] [DEBUG] [FORECASTER] BXMX: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T08:51:29.641546] [DEBUG] [FORECASTER] BXMX: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T08:51:29.641751] [INFO ] [CONFIGURE ] BXMX: Baseline score (no features): 20.00%
[2025-11-25T08:51:29.641830] [INFO ] [CONFIGURE ] BXMX: Testing feature 1/29: add_bollinger_bands
[2025-11-25T08:51:29.641883] [INFO ] [CONFIGURE ] BXMX: Testing with features: ['add_bollinger_bands']
[2025-11-25T08:51:29.872304] [DEBUG] [FORECASTER] BXMX: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T08:51:30.099736] [DEBUG] [FORECASTER] BXMX: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T08:51:30.327495] [DEBUG] [FORECASTER] BXMX: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T08:51:30.555367] [DEBUG] [FORECASTER] BXMX: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T08:51:30.796115] [DEBUG] [FORECASTER] BXMX: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T08:51:31.024301] [DEBUG] [FORECASTER] BXMX: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T08:51:31.253291] [DEBUG] [FORECASTER] BXMX: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T08:51:31.489380] [DEBUG] [FORECASTER] BXMX: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T08:51:31.724076] [DEBUG] [FORECASTER] BXMX: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T08:51:31.955626] [DEBUG] [FORECASTER] BXMX: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T08:51:31.955991] [INFO ] [CONFIGURE ] BXMX: KEPT add_bollinger_bands (score: 40.00%)
[2025-11-25T08:51:31.956125] [INFO ] [CONFIGURE ] JOB ETA: 1.9h | Avg: 2.8s/test | Remaining: 2437 tests
[2025-11-25T08:51:31.956223] [INFO ] [CONFIGURE ] BXMX: Testing feature 2/29: add_cumulative_delta
[2025-11-25T08:51:31.956321] [INFO ] [CONFIGURE ] BXMX: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta']
[2025-11-25T08:51:32.213762] [DEBUG] [FORECASTER] BXMX: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T08:51:32.467349] [DEBUG] [FORECASTER] BXMX: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T08:51:32.742802] [DEBUG] [FORECASTER] BXMX: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T08:51:33.014529] [DEBUG] [FORECASTER] BXMX: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T08:51:33.299705] [DEBUG] [FORECASTER] BXMX: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T08:51:33.540318] [DEBUG] [FORECASTER] BXMX: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T08:51:33.775530] [DEBUG] [FORECASTER] BXMX: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T08:51:34.029038] [DEBUG] [FORECASTER] BXMX: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T08:51:34.293278] [DEBUG] [FORECASTER] BXMX: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T08:51:34.547312] [DEBUG] [FORECASTER] BXMX: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T08:51:34.547488] [INFO ] [CONFIGURE ] BXMX: KEPT add_cumulative_delta (score: 50.00%)
[2025-11-25T08:51:34.547543] [INFO ] [CONFIGURE ] JOB ETA: 1.9h | Avg: 2.8s/test | Remaining: 2436 tests
[2025-11-25T08:51:34.547591] [INFO ] [CONFIGURE ] BXMX: Testing feature 3/29: add_daily_returns
[2025-11-25T08:51:34.547638] [INFO ] [CONFIGURE ] BXMX: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns']
[2025-11-25T08:51:34.818466] [DEBUG] [FORECASTER] BXMX: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T08:51:35.080252] [DEBUG] [FORECASTER] BXMX: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T08:51:35.349120] [DEBUG] [FORECASTER] BXMX: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T08:51:35.634182] [DEBUG] [FORECASTER] BXMX: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T08:51:35.905901] [DEBUG] [FORECASTER] BXMX: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T08:51:36.178789] [DEBUG] [FORECASTER] BXMX: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T08:51:36.449210] [DEBUG] [FORECASTER] BXMX: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T08:51:36.714130] [DEBUG] [FORECASTER] BXMX: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T08:51:36.979619] [DEBUG] [FORECASTER] BXMX: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T08:51:37.250610] [DEBUG] [FORECASTER] BXMX: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T08:51:37.250815] [INFO ] [CONFIGURE ] BXMX: DISCARDED add_daily_returns (score: 40.00%)
[2025-11-25T08:51:37.250873] [INFO ] [CONFIGURE ] JOB ETA: 1.9h | Avg: 2.8s/test | Remaining: 2435 tests
[2025-11-25T08:51:37.250915] [INFO ] [CONFIGURE ] BXMX: Testing feature 4/29: add_ema
[2025-11-25T08:51:37.250953] [INFO ] [CONFIGURE ] BXMX: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_ema']
[2025-11-25T08:51:37.549863] [DEBUG] [FORECASTER] BXMX: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T08:51:37.862100] [DEBUG] [FORECASTER] BXMX: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T08:51:38.168693] [DEBUG] [FORECASTER] BXMX: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T08:51:38.477422] [DEBUG] [FORECASTER] BXMX: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T08:51:38.791999] [DEBUG] [FORECASTER] BXMX: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T08:51:39.118909] [DEBUG] [FORECASTER] BXMX: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T08:51:39.444177] [DEBUG] [FORECASTER] BXMX: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T08:51:39.767783] [DEBUG] [FORECASTER] BXMX: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T08:51:40.088719] [DEBUG] [FORECASTER] BXMX: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T08:51:40.410435] [DEBUG] [FORECASTER] BXMX: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T08:51:40.410668] [INFO ] [CONFIGURE ] BXMX: DISCARDED add_ema (score: 50.00%)
[2025-11-25T08:51:40.410732] [INFO ] [CONFIGURE ] JOB ETA: 1.9h | Avg: 2.8s/test | Remaining: 2434 tests
[2025-11-25T08:51:40.410783] [INFO ] [CONFIGURE ] BXMX: Testing feature 5/29: add_exhaustion_signals
[2025-11-25T08:51:40.410860] [INFO ] [CONFIGURE ] BXMX: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals']
[2025-11-25T08:51:40.716638] [DEBUG] [FORECASTER] BXMX: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T08:51:41.042290] [DEBUG] [FORECASTER] BXMX: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T08:51:41.449996] [DEBUG] [FORECASTER] BXMX: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T08:51:41.787396] [DEBUG] [FORECASTER] BXMX: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T08:51:42.076444] [DEBUG] [FORECASTER] BXMX: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T08:51:42.335984] [DEBUG] [FORECASTER] BXMX: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T08:51:42.596767] [DEBUG] [FORECASTER] BXMX: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T08:51:42.895741] [DEBUG] [FORECASTER] BXMX: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T08:51:43.191481] [DEBUG] [FORECASTER] BXMX: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T08:51:43.497058] [DEBUG] [FORECASTER] BXMX: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T08:51:43.497286] [INFO ] [CONFIGURE ] BXMX: DISCARDED add_exhaustion_signals (score: 40.00%)
[2025-11-25T08:51:43.497370] [INFO ] [CONFIGURE ] JOB ETA: 1.9h | Avg: 2.8s/test | Remaining: 2433 tests
[2025-11-25T08:51:43.497430] [INFO ] [CONFIGURE ] BXMX: Testing feature 6/29: add_failed_moves
[2025-11-25T08:51:43.497468] [INFO ] [CONFIGURE ] BXMX: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_failed_moves']
[2025-11-25T08:51:43.761978] [DEBUG] [FORECASTER] BXMX: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T08:51:44.021678] [DEBUG] [FORECASTER] BXMX: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T08:51:44.299022] [DEBUG] [FORECASTER] BXMX: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T08:51:44.561339] [DEBUG] [FORECASTER] BXMX: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T08:51:44.821058] [DEBUG] [FORECASTER] BXMX: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T08:51:45.075428] [DEBUG] [FORECASTER] BXMX: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T08:51:45.332895] [DEBUG] [FORECASTER] BXMX: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T08:51:45.592028] [DEBUG] [FORECASTER] BXMX: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T08:51:45.847973] [DEBUG] [FORECASTER] BXMX: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T08:51:46.105999] [DEBUG] [FORECASTER] BXMX: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T08:51:46.106159] [INFO ] [CONFIGURE ] BXMX: KEPT add_failed_moves (score: 60.00%)
[2025-11-25T08:51:46.106213] [INFO ] [CONFIGURE ] JOB ETA: 1.9h | Avg: 2.8s/test | Remaining: 2432 tests
[2025-11-25T08:51:46.106282] [INFO ] [CONFIGURE ] BXMX: Testing feature 7/29: add_lag_shelf
[2025-11-25T08:51:46.106329] [INFO ] [CONFIGURE ] BXMX: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_failed_moves', 'add_lag_shelf']
[2025-11-25T08:51:46.401438] [DEBUG] [FORECASTER] BXMX: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T08:51:46.667196] [DEBUG] [FORECASTER] BXMX: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T08:51:46.933518] [DEBUG] [FORECASTER] BXMX: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T08:51:47.197278] [DEBUG] [FORECASTER] BXMX: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T08:51:47.456451] [DEBUG] [FORECASTER] BXMX: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T08:51:47.737218] [DEBUG] [FORECASTER] BXMX: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T08:51:48.009945] [DEBUG] [FORECASTER] BXMX: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T08:51:48.282505] [DEBUG] [FORECASTER] BXMX: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T08:51:48.555151] [DEBUG] [FORECASTER] BXMX: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T08:51:48.820475] [DEBUG] [FORECASTER] BXMX: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T08:51:48.820624] [INFO ] [CONFIGURE ] BXMX: KEPT add_lag_shelf (score: 70.00%)
[2025-11-25T08:51:48.820710] [INFO ] [CONFIGURE ] JOB ETA: 1.9h | Avg: 2.8s/test | Remaining: 2431 tests
[2025-11-25T08:51:48.820761] [INFO ] [CONFIGURE ] BXMX: Testing feature 8/29: add_macd
[2025-11-25T08:51:48.820798] [INFO ] [CONFIGURE ] BXMX: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_failed_moves', 'add_lag_shelf', 'add_vwap', 'add_macd']
[2025-11-25T08:51:49.182114] [DEBUG] [FORECASTER] BXMX: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T08:51:49.540424] [DEBUG] [FORECASTER] BXMX: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T08:51:49.895212] [DEBUG] [FORECASTER] BXMX: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T08:51:50.253931] [DEBUG] [FORECASTER] BXMX: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T08:51:50.600839] [DEBUG] [FORECASTER] BXMX: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T08:51:50.951967] [DEBUG] [FORECASTER] BXMX: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T08:51:51.309131] [DEBUG] [FORECASTER] BXMX: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T08:51:51.687314] [DEBUG] [FORECASTER] BXMX: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T08:51:52.053049] [DEBUG] [FORECASTER] BXMX: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T08:51:52.423698] [DEBUG] [FORECASTER] BXMX: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T08:51:52.423926] [INFO ] [CONFIGURE ] BXMX: DISCARDED add_macd (score: 50.00%)
[2025-11-25T08:51:52.423989] [INFO ] [CONFIGURE ] JOB ETA: 1.9h | Avg: 2.8s/test | Remaining: 2430 tests
[2025-11-25T08:51:52.424039] [INFO ] [CONFIGURE ] BXMX: Testing feature 9/29: add_mfi
[2025-11-25T08:51:52.424087] [INFO ] [CONFIGURE ] BXMX: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_failed_moves', 'add_lag_shelf', 'add_mfi']
[2025-11-25T08:51:52.713002] [DEBUG] [FORECASTER] BXMX: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T08:51:53.005471] [DEBUG] [FORECASTER] BXMX: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T08:51:53.291362] [DEBUG] [FORECASTER] BXMX: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T08:51:53.583430] [DEBUG] [FORECASTER] BXMX: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T08:51:53.882262] [DEBUG] [FORECASTER] BXMX: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T08:51:54.170889] [DEBUG] [FORECASTER] BXMX: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T08:51:54.471171] [DEBUG] [FORECASTER] BXMX: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T08:51:54.779350] [DEBUG] [FORECASTER] BXMX: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T08:51:55.096223] [DEBUG] [FORECASTER] BXMX: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T08:51:55.410188] [DEBUG] [FORECASTER] BXMX: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T08:51:55.410394] [INFO ] [CONFIGURE ] BXMX: DISCARDED add_mfi (score: 50.00%)
[2025-11-25T08:51:55.410452] [INFO ] [CONFIGURE ] JOB ETA: 1.9h | Avg: 2.8s/test | Remaining: 2429 tests
[2025-11-25T08:51:55.410498] [INFO ] [CONFIGURE ] BXMX: Testing feature 10/29: add_momentum_acceleration
[2025-11-25T08:51:55.410543] [INFO ] [CONFIGURE ] BXMX: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_failed_moves', 'add_lag_shelf', 'add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-11-25T08:51:55.801852] [DEBUG] [FORECASTER] BXMX: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T08:51:56.164048] [DEBUG] [FORECASTER] BXMX: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T08:51:56.528833] [DEBUG] [FORECASTER] BXMX: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T08:51:56.905986] [DEBUG] [FORECASTER] BXMX: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T08:51:57.284036] [DEBUG] [FORECASTER] BXMX: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T08:51:57.672249] [DEBUG] [FORECASTER] BXMX: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T08:51:58.065673] [DEBUG] [FORECASTER] BXMX: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T08:51:58.461239] [DEBUG] [FORECASTER] BXMX: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T08:51:58.858903] [DEBUG] [FORECASTER] BXMX: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T08:51:59.228763] [DEBUG] [FORECASTER] BXMX: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T08:51:59.228955] [INFO ] [CONFIGURE ] BXMX: DISCARDED add_momentum_acceleration (score: 60.00%)
[2025-11-25T08:51:59.229015] [INFO ] [CONFIGURE ] JOB ETA: 1.9h | Avg: 2.8s/test | Remaining: 2428 tests
[2025-11-25T08:51:59.229064] [INFO ] [CONFIGURE ] BXMX: Testing feature 11/29: add_obv_daily
[2025-11-25T08:51:59.229110] [INFO ] [CONFIGURE ] BXMX: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_failed_moves', 'add_lag_shelf', 'add_obv_daily']
[2025-11-25T08:51:59.529413] [DEBUG] [FORECASTER] BXMX: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T08:51:59.823719] [DEBUG] [FORECASTER] BXMX: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T08:52:00.150916] [DEBUG] [FORECASTER] BXMX: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T08:52:00.450049] [DEBUG] [FORECASTER] BXMX: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T08:52:01.617337] [DEBUG] [FORECASTER] BXMX: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T08:52:02.010897] [DEBUG] [FORECASTER] BXMX: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T08:52:02.334927] [DEBUG] [FORECASTER] BXMX: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T08:52:02.641417] [DEBUG] [FORECASTER] BXMX: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T08:52:02.938863] [DEBUG] [FORECASTER] BXMX: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T08:52:03.280569] [DEBUG] [FORECASTER] BXMX: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T08:52:03.280785] [INFO ] [CONFIGURE ] BXMX: DISCARDED add_obv_daily (score: 60.00%)
[2025-11-25T08:52:03.280848] [INFO ] [CONFIGURE ] JOB ETA: 1.9h | Avg: 2.8s/test | Remaining: 2427 tests
[2025-11-25T08:52:03.280900] [INFO ] [CONFIGURE ] BXMX: Testing feature 12/29: add_obv_interval
[2025-11-25T08:52:03.280970] [INFO ] [CONFIGURE ] BXMX: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_failed_moves', 'add_lag_shelf', 'add_obv_interval']
[2025-11-25T08:52:03.566504] [DEBUG] [FORECASTER] BXMX: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T08:52:03.826580] [DEBUG] [FORECASTER] BXMX: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T08:52:04.083211] [DEBUG] [FORECASTER] BXMX: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T08:52:04.343515] [DEBUG] [FORECASTER] BXMX: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T08:52:04.606514] [DEBUG] [FORECASTER] BXMX: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T08:52:04.884469] [DEBUG] [FORECASTER] BXMX: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T08:52:05.160570] [DEBUG] [FORECASTER] BXMX: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T08:52:05.435704] [DEBUG] [FORECASTER] BXMX: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T08:52:05.716930] [DEBUG] [FORECASTER] BXMX: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T08:52:05.995235] [DEBUG] [FORECASTER] BXMX: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T08:52:05.995456] [INFO ] [CONFIGURE ] BXMX: DISCARDED add_obv_interval (score: 70.00%)
[2025-11-25T08:52:05.995517] [INFO ] [CONFIGURE ] JOB ETA: 1.9h | Avg: 2.8s/test | Remaining: 2426 tests
[2025-11-25T08:52:05.995567] [INFO ] [CONFIGURE ] BXMX: Testing feature 13/29: add_opening_strength
[2025-11-25T08:52:05.995613] [INFO ] [CONFIGURE ] BXMX: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_failed_moves', 'add_lag_shelf', 'add_daily_returns', 'add_opening_strength']
[2025-11-25T08:52:06.302149] [DEBUG] [FORECASTER] BXMX: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T08:52:06.633503] [DEBUG] [FORECASTER] BXMX: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T08:52:06.963291] [DEBUG] [FORECASTER] BXMX: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T08:52:07.296144] [DEBUG] [FORECASTER] BXMX: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T08:52:07.611417] [DEBUG] [FORECASTER] BXMX: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T08:52:07.926444] [DEBUG] [FORECASTER] BXMX: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T08:52:08.224455] [DEBUG] [FORECASTER] BXMX: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T08:52:08.531544] [DEBUG] [FORECASTER] BXMX: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T08:52:08.828807] [DEBUG] [FORECASTER] BXMX: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T08:52:09.122344] [DEBUG] [FORECASTER] BXMX: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T08:52:09.122557] [INFO ] [CONFIGURE ] BXMX: DISCARDED add_opening_strength (score: 50.00%)
[2025-11-25T08:52:09.122616] [INFO ] [CONFIGURE ] JOB ETA: 1.9h | Avg: 2.8s/test | Remaining: 2425 tests
[2025-11-25T08:52:09.122686] [INFO ] [CONFIGURE ] BXMX: Testing feature 14/29: add_order_flow_imbalance
[2025-11-25T08:52:09.122736] [INFO ] [CONFIGURE ] BXMX: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_failed_moves', 'add_lag_shelf', 'add_order_flow_imbalance']
[2025-11-25T08:52:09.407506] [DEBUG] [FORECASTER] BXMX: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T08:52:09.691707] [DEBUG] [FORECASTER] BXMX: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T08:52:09.998310] [DEBUG] [FORECASTER] BXMX: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T08:52:10.313333] [DEBUG] [FORECASTER] BXMX: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T08:52:10.621208] [DEBUG] [FORECASTER] BXMX: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T08:52:10.922216] [DEBUG] [FORECASTER] BXMX: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T08:52:11.230964] [DEBUG] [FORECASTER] BXMX: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T08:52:11.534125] [DEBUG] [FORECASTER] BXMX: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T08:52:11.838781] [DEBUG] [FORECASTER] BXMX: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T08:52:12.139125] [DEBUG] [FORECASTER] BXMX: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T08:52:12.139353] [INFO ] [CONFIGURE ] BXMX: DISCARDED add_order_flow_imbalance (score: 50.00%)
[2025-11-25T08:52:12.139415] [INFO ] [CONFIGURE ] JOB ETA: 1.9h | Avg: 2.8s/test | Remaining: 2424 tests
[2025-11-25T08:52:12.139463] [INFO ] [CONFIGURE ] BXMX: Testing feature 15/29: add_pbf_morning_momentum
[2025-11-25T08:52:12.139508] [INFO ] [CONFIGURE ] BXMX: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_failed_moves', 'add_lag_shelf', 'add_pbf_morning_momentum']
[2025-11-25T08:52:12.434563] [DEBUG] [FORECASTER] BXMX: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T08:52:12.726825] [DEBUG] [FORECASTER] BXMX: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T08:52:13.023699] [DEBUG] [FORECASTER] BXMX: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T08:52:13.306420] [DEBUG] [FORECASTER] BXMX: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T08:52:13.593762] [DEBUG] [FORECASTER] BXMX: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T08:52:13.865021] [DEBUG] [FORECASTER] BXMX: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T08:52:14.133075] [DEBUG] [FORECASTER] BXMX: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T08:52:14.404525] [DEBUG] [FORECASTER] BXMX: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T08:52:14.679136] [DEBUG] [FORECASTER] BXMX: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T08:52:14.941104] [DEBUG] [FORECASTER] BXMX: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T08:52:14.941318] [INFO ] [CONFIGURE ] BXMX: DISCARDED add_pbf_morning_momentum (score: 40.00%)
[2025-11-25T08:52:14.941377] [INFO ] [CONFIGURE ] JOB ETA: 1.9h | Avg: 2.8s/test | Remaining: 2423 tests
[2025-11-25T08:52:14.941424] [INFO ] [CONFIGURE ] BXMX: Testing feature 16/29: add_pbf_overnight_gap
[2025-11-25T08:52:14.941468] [INFO ] [CONFIGURE ] BXMX: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_failed_moves', 'add_lag_shelf', 'add_pbf_overnight_gap']
[2025-11-25T08:52:15.263825] [DEBUG] [FORECASTER] BXMX: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T08:52:15.560764] [DEBUG] [FORECASTER] BXMX: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T08:52:15.889856] [DEBUG] [FORECASTER] BXMX: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T08:52:16.210115] [DEBUG] [FORECASTER] BXMX: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T08:52:16.562966] [DEBUG] [FORECASTER] BXMX: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T08:52:16.853134] [DEBUG] [FORECASTER] BXMX: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T08:52:17.131086] [DEBUG] [FORECASTER] BXMX: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T08:52:17.438778] [DEBUG] [FORECASTER] BXMX: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T08:52:17.752146] [DEBUG] [FORECASTER] BXMX: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T08:52:18.085308] [DEBUG] [FORECASTER] BXMX: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T08:52:18.085495] [INFO ] [CONFIGURE ] BXMX: DISCARDED add_pbf_overnight_gap (score: 50.00%)
[2025-11-25T08:52:18.085596] [INFO ] [CONFIGURE ] JOB ETA: 1.9h | Avg: 2.8s/test | Remaining: 2422 tests
[2025-11-25T08:52:18.085670] [INFO ] [CONFIGURE ] BXMX: Testing feature 17/29: add_pbf_return_2d
[2025-11-25T08:52:18.085724] [INFO ] [CONFIGURE ] BXMX: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_failed_moves', 'add_lag_shelf', 'add_pbf_return_2d']
[2025-11-25T08:52:18.382625] [DEBUG] [FORECASTER] BXMX: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T08:52:18.682311] [DEBUG] [FORECASTER] BXMX: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T08:52:18.979379] [DEBUG] [FORECASTER] BXMX: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T08:52:19.271721] [DEBUG] [FORECASTER] BXMX: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T08:52:19.573142] [DEBUG] [FORECASTER] BXMX: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T08:52:19.868193] [DEBUG] [FORECASTER] BXMX: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T08:52:20.162625] [DEBUG] [FORECASTER] BXMX: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T08:52:20.453620] [DEBUG] [FORECASTER] BXMX: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T08:52:20.740526] [DEBUG] [FORECASTER] BXMX: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T08:52:21.036948] [DEBUG] [FORECASTER] BXMX: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T08:52:21.037181] [INFO ] [CONFIGURE ] BXMX: DISCARDED add_pbf_return_2d (score: 60.00%)
[2025-11-25T08:52:21.037244] [INFO ] [CONFIGURE ] JOB ETA: 1.9h | Avg: 2.8s/test | Remaining: 2421 tests
[2025-11-25T08:52:21.037294] [INFO ] [CONFIGURE ] BXMX: Testing feature 18/29: add_pbf_volatility_5d
[2025-11-25T08:52:21.037338] [INFO ] [CONFIGURE ] BXMX: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_failed_moves', 'add_lag_shelf', 'add_pbf_volatility_5d']
[2025-11-25T08:52:21.286179] [DEBUG] [FORECASTER] BXMX: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T08:52:21.541043] [DEBUG] [FORECASTER] BXMX: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T08:52:21.799855] [DEBUG] [FORECASTER] BXMX: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T08:52:22.065700] [DEBUG] [FORECASTER] BXMX: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T08:52:22.337908] [DEBUG] [FORECASTER] BXMX: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T08:52:22.596585] [DEBUG] [FORECASTER] BXMX: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T08:52:22.866529] [DEBUG] [FORECASTER] BXMX: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T08:52:23.130894] [DEBUG] [FORECASTER] BXMX: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T08:52:23.394822] [DEBUG] [FORECASTER] BXMX: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T08:52:23.664282] [DEBUG] [FORECASTER] BXMX: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T08:52:23.664457] [INFO ] [CONFIGURE ] BXMX: DISCARDED add_pbf_volatility_5d (score: 60.00%)
[2025-11-25T08:52:23.664516] [INFO ] [CONFIGURE ] JOB ETA: 1.9h | Avg: 2.8s/test | Remaining: 2420 tests
[2025-11-25T08:52:23.664565] [INFO ] [CONFIGURE ] BXMX: Testing feature 19/29: add_pbf_vs_sma_5
[2025-11-25T08:52:23.664611] [INFO ] [CONFIGURE ] BXMX: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_failed_moves', 'add_lag_shelf', 'add_pbf_vs_sma_5']
[2025-11-25T08:52:23.926933] [DEBUG] [FORECASTER] BXMX: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T08:52:24.198129] [DEBUG] [FORECASTER] BXMX: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T08:52:24.486278] [DEBUG] [FORECASTER] BXMX: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T08:52:24.754513] [DEBUG] [FORECASTER] BXMX: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T08:52:25.024479] [DEBUG] [FORECASTER] BXMX: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T08:52:25.304544] [DEBUG] [FORECASTER] BXMX: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T08:52:25.584836] [DEBUG] [FORECASTER] BXMX: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T08:52:25.868858] [DEBUG] [FORECASTER] BXMX: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T08:52:26.158728] [DEBUG] [FORECASTER] BXMX: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T08:52:26.443823] [DEBUG] [FORECASTER] BXMX: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T08:52:26.444006] [INFO ] [CONFIGURE ] BXMX: DISCARDED add_pbf_vs_sma_5 (score: 50.00%)
[2025-11-25T08:52:26.444063] [INFO ] [CONFIGURE ] JOB ETA: 1.9h | Avg: 2.8s/test | Remaining: 2419 tests
[2025-11-25T08:52:26.444111] [INFO ] [CONFIGURE ] BXMX: Testing feature 20/29: add_price_rejection
[2025-11-25T08:52:26.444156] [INFO ] [CONFIGURE ] BXMX: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_failed_moves', 'add_lag_shelf', 'add_price_rejection']
[2025-11-25T08:52:26.724038] [DEBUG] [FORECASTER] BXMX: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T08:52:27.021107] [DEBUG] [FORECASTER] BXMX: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T08:52:27.309169] [DEBUG] [FORECASTER] BXMX: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T08:52:27.591323] [DEBUG] [FORECASTER] BXMX: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T08:52:27.890949] [DEBUG] [FORECASTER] BXMX: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T08:52:28.178108] [DEBUG] [FORECASTER] BXMX: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T08:52:28.472284] [DEBUG] [FORECASTER] BXMX: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T08:52:28.757757] [DEBUG] [FORECASTER] BXMX: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T08:52:29.051940] [DEBUG] [FORECASTER] BXMX: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T08:52:29.365633] [DEBUG] [FORECASTER] BXMX: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T08:52:29.365892] [INFO ] [CONFIGURE ] BXMX: DISCARDED add_price_rejection (score: 60.00%)
[2025-11-25T08:52:29.365970] [INFO ] [CONFIGURE ] JOB ETA: 1.9h | Avg: 2.8s/test | Remaining: 2418 tests
[2025-11-25T08:52:29.366032] [INFO ] [CONFIGURE ] BXMX: Testing feature 21/29: add_range_position
[2025-11-25T08:52:29.366091] [INFO ] [CONFIGURE ] BXMX: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_failed_moves', 'add_lag_shelf', 'add_range_position']
[2025-11-25T08:52:29.689833] [DEBUG] [FORECASTER] BXMX: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T08:52:29.982394] [DEBUG] [FORECASTER] BXMX: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T08:52:30.309667] [DEBUG] [FORECASTER] BXMX: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T08:52:30.617506] [DEBUG] [FORECASTER] BXMX: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T08:52:30.928875] [DEBUG] [FORECASTER] BXMX: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T08:52:31.233632] [DEBUG] [FORECASTER] BXMX: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T08:52:31.519472] [DEBUG] [FORECASTER] BXMX: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T08:52:31.812008] [DEBUG] [FORECASTER] BXMX: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T08:52:32.104070] [DEBUG] [FORECASTER] BXMX: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T08:52:32.397750] [DEBUG] [FORECASTER] BXMX: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T08:52:32.397969] [INFO ] [CONFIGURE ] BXMX: DISCARDED add_range_position (score: 60.00%)
[2025-11-25T08:52:32.398058] [INFO ] [CONFIGURE ] JOB ETA: 1.9h | Avg: 2.8s/test | Remaining: 2417 tests
[2025-11-25T08:52:32.398118] [INFO ] [CONFIGURE ] BXMX: Testing feature 22/29: add_realized_volatility
[2025-11-25T08:52:32.398173] [INFO ] [CONFIGURE ] BXMX: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_failed_moves', 'add_lag_shelf', 'add_realized_volatility']
[2025-11-25T08:52:32.770324] [DEBUG] [FORECASTER] BXMX: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T08:52:33.140878] [DEBUG] [FORECASTER] BXMX: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T08:52:33.639554] [DEBUG] [FORECASTER] BXMX: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T08:52:34.152188] [DEBUG] [FORECASTER] BXMX: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T08:52:34.535767] [DEBUG] [FORECASTER] BXMX: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T08:52:34.891979] [DEBUG] [FORECASTER] BXMX: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T08:52:35.254457] [DEBUG] [FORECASTER] BXMX: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T08:52:35.615412] [DEBUG] [FORECASTER] BXMX: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T08:52:35.987029] [DEBUG] [FORECASTER] BXMX: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T08:52:36.344115] [DEBUG] [FORECASTER] BXMX: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T08:52:36.344302] [INFO ] [CONFIGURE ] BXMX: DISCARDED add_realized_volatility (score: 50.00%)
[2025-11-25T08:52:36.344360] [INFO ] [CONFIGURE ] JOB ETA: 1.9h | Avg: 2.8s/test | Remaining: 2416 tests
[2025-11-25T08:52:36.344408] [INFO ] [CONFIGURE ] BXMX: Testing feature 23/29: add_recent_range_context
[2025-11-25T08:52:36.344452] [INFO ] [CONFIGURE ] BXMX: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_failed_moves', 'add_lag_shelf', 'add_recent_range_context']
[2025-11-25T08:52:36.597842] [DEBUG] [FORECASTER] BXMX: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T08:52:36.863667] [DEBUG] [FORECASTER] BXMX: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T08:52:37.133544] [DEBUG] [FORECASTER] BXMX: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T08:52:37.407058] [DEBUG] [FORECASTER] BXMX: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T08:52:37.688955] [DEBUG] [FORECASTER] BXMX: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T08:52:37.992859] [DEBUG] [FORECASTER] BXMX: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T08:52:38.270186] [DEBUG] [FORECASTER] BXMX: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T08:52:38.544246] [DEBUG] [FORECASTER] BXMX: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T08:52:38.837171] [DEBUG] [FORECASTER] BXMX: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T08:52:39.112009] [DEBUG] [FORECASTER] BXMX: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T08:52:39.112190] [INFO ] [CONFIGURE ] BXMX: DISCARDED add_recent_range_context (score: 60.00%)
[2025-11-25T08:52:39.112248] [INFO ] [CONFIGURE ] JOB ETA: 1.9h | Avg: 2.8s/test | Remaining: 2415 tests
[2025-11-25T08:52:39.112295] [INFO ] [CONFIGURE ] BXMX: Testing feature 24/29: add_rsi
[2025-11-25T08:52:39.112340] [INFO ] [CONFIGURE ] BXMX: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_failed_moves', 'add_lag_shelf', 'add_ema', 'add_rsi']
[2025-11-25T08:52:39.419219] [DEBUG] [FORECASTER] BXMX: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T08:52:39.730703] [DEBUG] [FORECASTER] BXMX: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T08:52:40.044094] [DEBUG] [FORECASTER] BXMX: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T08:52:40.375001] [DEBUG] [FORECASTER] BXMX: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T08:52:40.709315] [DEBUG] [FORECASTER] BXMX: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T08:52:41.040392] [DEBUG] [FORECASTER] BXMX: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T08:52:41.378942] [DEBUG] [FORECASTER] BXMX: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T08:52:41.716201] [DEBUG] [FORECASTER] BXMX: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T08:52:42.049826] [DEBUG] [FORECASTER] BXMX: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T08:52:42.363797] [DEBUG] [FORECASTER] BXMX: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T08:52:42.363986] [INFO ] [CONFIGURE ] BXMX: KEPT add_rsi (score: 80.00%)
[2025-11-25T08:52:42.364045] [INFO ] [CONFIGURE ] JOB ETA: 1.9h | Avg: 2.8s/test | Remaining: 2414 tests
[2025-11-25T08:52:42.364093] [INFO ] [CONFIGURE ] BXMX: Testing feature 25/29: add_tick_distribution
[2025-11-25T08:52:42.364138] [INFO ] [CONFIGURE ] BXMX: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_failed_moves', 'add_lag_shelf', 'add_ema', 'add_rsi', 'add_tick_distribution']
[2025-11-25T08:52:42.705125] [DEBUG] [FORECASTER] BXMX: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T08:52:43.074041] [DEBUG] [FORECASTER] BXMX: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T08:52:43.445712] [DEBUG] [FORECASTER] BXMX: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T08:52:43.808141] [DEBUG] [FORECASTER] BXMX: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T08:52:44.152589] [DEBUG] [FORECASTER] BXMX: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T08:52:44.504444] [DEBUG] [FORECASTER] BXMX: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T08:52:44.855724] [DEBUG] [FORECASTER] BXMX: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T08:52:45.216285] [DEBUG] [FORECASTER] BXMX: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T08:52:45.569438] [DEBUG] [FORECASTER] BXMX: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T08:52:45.934487] [DEBUG] [FORECASTER] BXMX: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T08:52:45.934693] [INFO ] [CONFIGURE ] BXMX: DISCARDED add_tick_distribution (score: 60.00%)
[2025-11-25T08:52:45.934757] [INFO ] [CONFIGURE ] JOB ETA: 1.9h | Avg: 2.8s/test | Remaining: 2413 tests
[2025-11-25T08:52:45.934807] [INFO ] [CONFIGURE ] BXMX: Testing feature 26/29: add_volume_momentum_confirmation
[2025-11-25T08:52:45.934854] [INFO ] [CONFIGURE ] BXMX: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_failed_moves', 'add_lag_shelf', 'add_ema', 'add_rsi', 'add_volume_momentum_confirmation']
[2025-11-25T08:52:46.285673] [DEBUG] [FORECASTER] BXMX: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T08:52:46.646906] [DEBUG] [FORECASTER] BXMX: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T08:52:46.975807] [DEBUG] [FORECASTER] BXMX: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T08:52:47.301457] [DEBUG] [FORECASTER] BXMX: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T08:52:47.626029] [DEBUG] [FORECASTER] BXMX: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T08:52:47.977023] [DEBUG] [FORECASTER] BXMX: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T08:52:48.325793] [DEBUG] [FORECASTER] BXMX: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T08:52:48.664985] [DEBUG] [FORECASTER] BXMX: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T08:52:48.995704] [DEBUG] [FORECASTER] BXMX: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T08:52:49.331079] [DEBUG] [FORECASTER] BXMX: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T08:52:49.331303] [INFO ] [CONFIGURE ] BXMX: DISCARDED add_volume_momentum_confirmation (score: 70.00%)
[2025-11-25T08:52:49.331363] [INFO ] [CONFIGURE ] JOB ETA: 1.9h | Avg: 2.8s/test | Remaining: 2412 tests
[2025-11-25T08:52:49.331412] [INFO ] [CONFIGURE ] BXMX: Testing feature 27/29: add_volume_price_divergence
[2025-11-25T08:52:49.331459] [INFO ] [CONFIGURE ] BXMX: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_failed_moves', 'add_lag_shelf', 'add_ema', 'add_rsi', 'add_volume_price_divergence']
[2025-11-25T08:52:49.668809] [DEBUG] [FORECASTER] BXMX: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T08:52:49.994133] [DEBUG] [FORECASTER] BXMX: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T08:52:50.318480] [DEBUG] [FORECASTER] BXMX: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T08:52:50.634204] [DEBUG] [FORECASTER] BXMX: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T08:52:50.949609] [DEBUG] [FORECASTER] BXMX: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T08:52:51.303424] [DEBUG] [FORECASTER] BXMX: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T08:52:51.637693] [DEBUG] [FORECASTER] BXMX: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T08:52:51.968080] [DEBUG] [FORECASTER] BXMX: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T08:52:52.314212] [DEBUG] [FORECASTER] BXMX: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T08:52:52.665133] [DEBUG] [FORECASTER] BXMX: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T08:52:52.665294] [INFO ] [CONFIGURE ] BXMX: DISCARDED add_volume_price_divergence (score: 60.00%)
[2025-11-25T08:52:52.665356] [INFO ] [CONFIGURE ] JOB ETA: 1.9h | Avg: 2.8s/test | Remaining: 2411 tests
[2025-11-25T08:52:52.665407] [INFO ] [CONFIGURE ] BXMX: Testing feature 28/29: add_volume_profile
[2025-11-25T08:52:52.665454] [INFO ] [CONFIGURE ] BXMX: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_failed_moves', 'add_lag_shelf', 'add_ema', 'add_rsi', 'add_volume_profile']
[2025-11-25T08:52:53.018763] [DEBUG] [FORECASTER] BXMX: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T08:52:53.374581] [DEBUG] [FORECASTER] BXMX: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T08:52:53.731197] [DEBUG] [FORECASTER] BXMX: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T08:52:54.095216] [DEBUG] [FORECASTER] BXMX: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T08:52:54.455155] [DEBUG] [FORECASTER] BXMX: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T08:52:54.816028] [DEBUG] [FORECASTER] BXMX: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T08:52:55.186344] [DEBUG] [FORECASTER] BXMX: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T08:52:55.552045] [DEBUG] [FORECASTER] BXMX: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T08:52:55.925170] [DEBUG] [FORECASTER] BXMX: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T08:52:56.300488] [DEBUG] [FORECASTER] BXMX: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T08:52:56.300731] [INFO ] [CONFIGURE ] BXMX: DISCARDED add_volume_profile (score: 60.00%)
[2025-11-25T08:52:56.300814] [INFO ] [CONFIGURE ] JOB ETA: 1.9h | Avg: 2.8s/test | Remaining: 2410 tests
[2025-11-25T08:52:56.300884] [INFO ] [CONFIGURE ] BXMX: Testing feature 29/29: add_vwap
[2025-11-25T08:52:56.300979] [INFO ] [CONFIGURE ] BXMX: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_failed_moves', 'add_lag_shelf', 'add_ema', 'add_rsi', 'add_vwap']
[2025-11-25T08:52:56.674503] [DEBUG] [FORECASTER] BXMX: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T08:52:57.044437] [DEBUG] [FORECASTER] BXMX: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T08:52:57.377279] [DEBUG] [FORECASTER] BXMX: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T08:52:57.724049] [DEBUG] [FORECASTER] BXMX: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T08:52:58.075776] [DEBUG] [FORECASTER] BXMX: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T08:52:58.423138] [DEBUG] [FORECASTER] BXMX: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T08:52:58.780123] [DEBUG] [FORECASTER] BXMX: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T08:52:59.160525] [DEBUG] [FORECASTER] BXMX: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T08:52:59.513573] [DEBUG] [FORECASTER] BXMX: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T08:52:59.870668] [DEBUG] [FORECASTER] BXMX: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T08:52:59.870929] [INFO ] [CONFIGURE ] BXMX: DISCARDED add_vwap (score: 80.00%)
[2025-11-25T08:52:59.870993] [INFO ] [CONFIGURE ] JOB ETA: 1.9h | Avg: 2.8s/test | Remaining: 2409 tests
[2025-11-25T08:52:59.871045] [INFO ] [CONFIGURE ] BXMX: ===== FEATURE SELECTION COMPLETE =====
[2025-11-25T08:52:59.871089] [INFO ] [CONFIGURE ] BXMX: Best accuracy: 80.00%
[2025-11-25T08:52:59.871133] [INFO ] [CONFIGURE ] BXMX: Best feature set (6 features): ['add_bollinger_bands', 'add_cumulative_delta', 'add_failed_moves', 'add_lag_shelf', 'add_ema', 'add_rsi']
[2025-11-25T08:52:59.871175] [INFO ] [CONFIGURE ] BXMX: Improvement over baseline: 60.00%
[2025-11-25T08:52:59.871214] [INFO ] [CONFIGURE ] BXMX: Total time: 1.5 minutes
[2025-11-25T08:52:59.871252] [INFO ] [CONFIGURE ] BXMX: Average time per feature: 3.1 seconds
[2025-11-25T08:52:59.871291] [INFO ] [CONFIGURE ] BXMX: Average speed: 0.32 features/sec
[2025-11-25T08:52:59.871800] [INFO ] [LOCAL     ] Saved configuration for BXMX: 6 features, 80.00% accuracy -> ./output/feature-sets/BXMX.json
[2025-11-25T08:52:59.871863] [INFO ] [CONFIGURE ] BXMX: Configuration saved successfully: 6 features, 80.00% accuracy.
[2025-11-25T08:52:59.871918] [INFO ] [sig       ] [82/164] Successfully configured BXMX | 0.01 sym/s | Total: 1.9h | ETA: 1.9h
[2025-11-25T08:52:59.871979] [INFO ] [sig       ] [83/164] Configuring BXSL...
[2025-11-25T08:52:59.872028] [INFO ] [CONFIGURE ] BXSL: Configurate test run.
[2025-11-25T08:52:59.872081] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BXSL' from 'https://tdm.silogroup.org/data/derivative_storage/BXSL.csv'.
[2025-11-25T08:52:59.884790] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'BXSL'.
[2025-11-25T08:52:59.885276] [INFO ] [CONFIGURE ] BXSL: Testing with 29 available features
[2025-11-25T08:52:59.885341] [INFO ] [CONFIGURE ] BXSL: Establishing baseline with no features...
[2025-11-25T08:53:00.055743] [DEBUG] [FORECASTER] BXSL: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T08:53:00.222473] [DEBUG] [FORECASTER] BXSL: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T08:53:00.388082] [DEBUG] [FORECASTER] BXSL: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T08:53:00.556024] [DEBUG] [FORECASTER] BXSL: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-25T08:53:00.732754] [DEBUG] [FORECASTER] BXSL: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T08:53:01.632474] [DEBUG] [FORECASTER] BXSL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T08:53:01.999859] [DEBUG] [FORECASTER] BXSL: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T08:53:02.176946] [DEBUG] [FORECASTER] BXSL: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T08:53:02.347973] [DEBUG] [FORECASTER] BXSL: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T08:53:02.522712] [DEBUG] [FORECASTER] BXSL: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T08:53:02.523034] [INFO ] [CONFIGURE ] BXSL: Baseline score (no features): 70.00%
[2025-11-25T08:53:02.523140] [INFO ] [CONFIGURE ] BXSL: Testing feature 1/29: add_bollinger_bands
[2025-11-25T08:53:02.523236] [INFO ] [CONFIGURE ] BXSL: Testing with features: ['add_bollinger_bands']
[2025-11-25T08:53:02.738982] [DEBUG] [FORECASTER] BXSL: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0
[2025-11-25T08:53:02.950389] [DEBUG] [FORECASTER] BXSL: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T08:53:03.160442] [DEBUG] [FORECASTER] BXSL: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T08:53:03.364405] [DEBUG] [FORECASTER] BXSL: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-25T08:53:03.571781] [DEBUG] [FORECASTER] BXSL: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T08:53:03.776832] [DEBUG] [FORECASTER] BXSL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T08:53:03.982272] [DEBUG] [FORECASTER] BXSL: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T08:53:04.188519] [DEBUG] [FORECASTER] BXSL: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-25T08:53:04.406072] [DEBUG] [FORECASTER] BXSL: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T08:53:04.615983] [DEBUG] [FORECASTER] BXSL: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T08:53:04.616167] [INFO ] [CONFIGURE ] BXSL: DISCARDED add_bollinger_bands (score: 40.00%)
[2025-11-25T08:53:04.616216] [INFO ] [CONFIGURE ] JOB ETA: 1.9h | Avg: 2.8s/test | Remaining: 2408 tests
[2025-11-25T08:53:04.616256] [INFO ] [CONFIGURE ] BXSL: Testing feature 2/29: add_cumulative_delta
[2025-11-25T08:53:04.616292] [INFO ] [CONFIGURE ] BXSL: Testing with features: ['add_cumulative_delta']
[2025-11-25T08:53:04.816683] [DEBUG] [FORECASTER] BXSL: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T08:53:05.014724] [DEBUG] [FORECASTER] BXSL: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T08:53:05.217523] [DEBUG] [FORECASTER] BXSL: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T08:53:05.419724] [DEBUG] [FORECASTER] BXSL: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-25T08:53:05.628174] [DEBUG] [FORECASTER] BXSL: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T08:53:05.836522] [DEBUG] [FORECASTER] BXSL: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T08:53:06.046807] [DEBUG] [FORECASTER] BXSL: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T08:53:06.250524] [DEBUG] [FORECASTER] BXSL: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-25T08:53:06.460636] [DEBUG] [FORECASTER] BXSL: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T08:53:06.660398] [DEBUG] [FORECASTER] BXSL: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T08:53:06.660561] [INFO ] [CONFIGURE ] BXSL: DISCARDED add_cumulative_delta (score: 50.00%)
[2025-11-25T08:53:06.660609] [INFO ] [CONFIGURE ] JOB ETA: 1.9h | Avg: 2.8s/test | Remaining: 2407 tests
[2025-11-25T08:53:06.660666] [INFO ] [CONFIGURE ] BXSL: Testing feature 3/29: add_daily_returns
[2025-11-25T08:53:06.660722] [INFO ] [CONFIGURE ] BXSL: Testing with features: ['add_daily_returns']
[2025-11-25T08:53:06.837294] [DEBUG] [FORECASTER] BXSL: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T08:53:07.016829] [DEBUG] [FORECASTER] BXSL: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T08:53:07.194397] [DEBUG] [FORECASTER] BXSL: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T08:53:07.376328] [DEBUG] [FORECASTER] BXSL: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-25T08:53:07.567568] [DEBUG] [FORECASTER] BXSL: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T08:53:07.766180] [DEBUG] [FORECASTER] BXSL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T08:53:07.959610] [DEBUG] [FORECASTER] BXSL: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T08:53:08.152398] [DEBUG] [FORECASTER] BXSL: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T08:53:08.344681] [DEBUG] [FORECASTER] BXSL: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T08:53:08.540588] [DEBUG] [FORECASTER] BXSL: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T08:53:08.540776] [INFO ] [CONFIGURE ] BXSL: DISCARDED add_daily_returns (score: 70.00%)
[2025-11-25T08:53:08.540854] [INFO ] [CONFIGURE ] JOB ETA: 1.9h | Avg: 2.8s/test | Remaining: 2406 tests
[2025-11-25T08:53:08.540914] [INFO ] [CONFIGURE ] BXSL: Testing feature 4/29: add_ema
[2025-11-25T08:53:08.540963] [INFO ] [CONFIGURE ] BXSL: Testing with features: ['add_ema']
[2025-11-25T08:53:08.768387] [DEBUG] [FORECASTER] BXSL: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T08:53:09.000119] [DEBUG] [FORECASTER] BXSL: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T08:53:09.233281] [DEBUG] [FORECASTER] BXSL: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T08:53:09.456781] [DEBUG] [FORECASTER] BXSL: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-25T08:53:09.673541] [DEBUG] [FORECASTER] BXSL: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T08:53:09.890937] [DEBUG] [FORECASTER] BXSL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T08:53:10.131952] [DEBUG] [FORECASTER] BXSL: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T08:53:10.408756] [DEBUG] [FORECASTER] BXSL: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-25T08:53:10.647988] [DEBUG] [FORECASTER] BXSL: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T08:53:10.870627] [DEBUG] [FORECASTER] BXSL: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T08:53:10.870840] [INFO ] [CONFIGURE ] BXSL: KEPT add_ema (score: 80.00%)
[2025-11-25T08:53:10.870897] [INFO ] [CONFIGURE ] JOB ETA: 1.9h | Avg: 2.8s/test | Remaining: 2405 tests
[2025-11-25T08:53:10.870938] [INFO ] [CONFIGURE ] BXSL: Testing feature 5/29: add_exhaustion_signals
[2025-11-25T08:53:10.870986] [INFO ] [CONFIGURE ] BXSL: Testing with features: ['add_ema', 'add_vwap', 'add_exhaustion_signals']
[2025-11-25T08:53:11.131218] [DEBUG] [FORECASTER] BXSL: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0
[2025-11-25T08:53:11.396951] [DEBUG] [FORECASTER] BXSL: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T08:53:11.667929] [DEBUG] [FORECASTER] BXSL: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T08:53:11.940826] [DEBUG] [FORECASTER] BXSL: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-25T08:53:12.210970] [DEBUG] [FORECASTER] BXSL: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T08:53:12.493981] [DEBUG] [FORECASTER] BXSL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T08:53:12.764257] [DEBUG] [FORECASTER] BXSL: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T08:53:13.023505] [DEBUG] [FORECASTER] BXSL: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T08:53:13.288042] [DEBUG] [FORECASTER] BXSL: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T08:53:13.544256] [DEBUG] [FORECASTER] BXSL: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T08:53:13.544420] [INFO ] [CONFIGURE ] BXSL: DISCARDED add_exhaustion_signals (score: 70.00%)
[2025-11-25T08:53:13.544532] [INFO ] [CONFIGURE ] JOB ETA: 1.9h | Avg: 2.8s/test | Remaining: 2404 tests
[2025-11-25T08:53:13.544589] [INFO ] [CONFIGURE ] BXSL: Testing feature 6/29: add_failed_moves
[2025-11-25T08:53:13.544674] [INFO ] [CONFIGURE ] BXSL: Testing with features: ['add_ema', 'add_failed_moves']
[2025-11-25T08:53:13.766195] [DEBUG] [FORECASTER] BXSL: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T08:53:13.996138] [DEBUG] [FORECASTER] BXSL: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T08:53:14.239768] [DEBUG] [FORECASTER] BXSL: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T08:53:14.478139] [DEBUG] [FORECASTER] BXSL: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-25T08:53:14.718626] [DEBUG] [FORECASTER] BXSL: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T08:53:14.965427] [DEBUG] [FORECASTER] BXSL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T08:53:15.209758] [DEBUG] [FORECASTER] BXSL: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T08:53:15.449779] [DEBUG] [FORECASTER] BXSL: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-25T08:53:15.699357] [DEBUG] [FORECASTER] BXSL: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T08:53:15.966515] [DEBUG] [FORECASTER] BXSL: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T08:53:15.966713] [INFO ] [CONFIGURE ] BXSL: DISCARDED add_failed_moves (score: 80.00%)
[2025-11-25T08:53:15.966867] [INFO ] [CONFIGURE ] JOB ETA: 1.9h | Avg: 2.8s/test | Remaining: 2403 tests
[2025-11-25T08:53:15.967020] [INFO ] [CONFIGURE ] BXSL: Testing feature 7/29: add_lag_shelf
[2025-11-25T08:53:15.967132] [INFO ] [CONFIGURE ] BXSL: Testing with features: ['add_ema', 'add_lag_shelf']
[2025-11-25T08:53:16.194992] [DEBUG] [FORECASTER] BXSL: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T08:53:16.429714] [DEBUG] [FORECASTER] BXSL: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T08:53:16.699050] [DEBUG] [FORECASTER] BXSL: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T08:53:16.926801] [DEBUG] [FORECASTER] BXSL: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-25T08:53:17.160744] [DEBUG] [FORECASTER] BXSL: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T08:53:17.386638] [DEBUG] [FORECASTER] BXSL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T08:53:17.628380] [DEBUG] [FORECASTER] BXSL: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T08:53:17.862590] [DEBUG] [FORECASTER] BXSL: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-25T08:53:18.108032] [DEBUG] [FORECASTER] BXSL: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T08:53:18.349985] [DEBUG] [FORECASTER] BXSL: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T08:53:18.350156] [INFO ] [CONFIGURE ] BXSL: DISCARDED add_lag_shelf (score: 80.00%)
[2025-11-25T08:53:18.350206] [INFO ] [CONFIGURE ] JOB ETA: 1.9h | Avg: 2.8s/test | Remaining: 2402 tests
[2025-11-25T08:53:18.350245] [INFO ] [CONFIGURE ] BXSL: Testing feature 8/29: add_macd
[2025-11-25T08:53:18.350283] [INFO ] [CONFIGURE ] BXSL: Testing with features: ['add_ema', 'add_vwap', 'add_macd']
[2025-11-25T08:53:18.673409] [DEBUG] [FORECASTER] BXSL: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0
[2025-11-25T08:53:18.989960] [DEBUG] [FORECASTER] BXSL: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T08:53:19.297382] [DEBUG] [FORECASTER] BXSL: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T08:53:19.609976] [DEBUG] [FORECASTER] BXSL: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-25T08:53:19.932661] [DEBUG] [FORECASTER] BXSL: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T08:53:20.262134] [DEBUG] [FORECASTER] BXSL: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T08:53:20.594321] [DEBUG] [FORECASTER] BXSL: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T08:53:21.016899] [DEBUG] [FORECASTER] BXSL: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-25T08:53:21.433982] [DEBUG] [FORECASTER] BXSL: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T08:53:21.793618] [DEBUG] [FORECASTER] BXSL: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T08:53:21.793817] [INFO ] [CONFIGURE ] BXSL: DISCARDED add_macd (score: 40.00%)
[2025-11-25T08:53:21.793877] [INFO ] [CONFIGURE ] JOB ETA: 1.9h | Avg: 2.8s/test | Remaining: 2401 tests
[2025-11-25T08:53:21.793924] [INFO ] [CONFIGURE ] BXSL: Testing feature 9/29: add_mfi
[2025-11-25T08:53:21.793968] [INFO ] [CONFIGURE ] BXSL: Testing with features: ['add_ema', 'add_mfi']
[2025-11-25T08:53:22.024014] [DEBUG] [FORECASTER] BXSL: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T08:53:22.253927] [DEBUG] [FORECASTER] BXSL: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T08:53:22.485116] [DEBUG] [FORECASTER] BXSL: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T08:53:22.728505] [DEBUG] [FORECASTER] BXSL: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-25T08:53:22.973729] [DEBUG] [FORECASTER] BXSL: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T08:53:23.214843] [DEBUG] [FORECASTER] BXSL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T08:53:23.448334] [DEBUG] [FORECASTER] BXSL: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T08:53:23.685362] [DEBUG] [FORECASTER] BXSL: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T08:53:23.924905] [DEBUG] [FORECASTER] BXSL: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T08:53:24.173546] [DEBUG] [FORECASTER] BXSL: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T08:53:24.173766] [INFO ] [CONFIGURE ] BXSL: DISCARDED add_mfi (score: 80.00%)
[2025-11-25T08:53:24.173843] [INFO ] [CONFIGURE ] JOB ETA: 1.9h | Avg: 2.8s/test | Remaining: 2400 tests
[2025-11-25T08:53:24.173903] [INFO ] [CONFIGURE ] BXSL: Testing feature 10/29: add_momentum_acceleration
[2025-11-25T08:53:24.173950] [INFO ] [CONFIGURE ] BXSL: Testing with features: ['add_ema', 'add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-11-25T08:53:24.489834] [DEBUG] [FORECASTER] BXSL: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T08:53:24.811029] [DEBUG] [FORECASTER] BXSL: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T08:53:25.137156] [DEBUG] [FORECASTER] BXSL: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T08:53:25.460451] [DEBUG] [FORECASTER] BXSL: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-25T08:53:25.784964] [DEBUG] [FORECASTER] BXSL: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T08:53:26.105260] [DEBUG] [FORECASTER] BXSL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T08:53:26.429671] [DEBUG] [FORECASTER] BXSL: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T08:53:26.770578] [DEBUG] [FORECASTER] BXSL: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-25T08:53:27.098219] [DEBUG] [FORECASTER] BXSL: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T08:53:27.424091] [DEBUG] [FORECASTER] BXSL: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T08:53:27.424265] [INFO ] [CONFIGURE ] BXSL: DISCARDED add_momentum_acceleration (score: 70.00%)
[2025-11-25T08:53:27.424321] [INFO ] [CONFIGURE ] JOB ETA: 1.9h | Avg: 2.8s/test | Remaining: 2399 tests
[2025-11-25T08:53:27.424440] [INFO ] [CONFIGURE ] BXSL: Testing feature 11/29: add_obv_daily
[2025-11-25T08:53:27.424489] [INFO ] [CONFIGURE ] BXSL: Testing with features: ['add_ema', 'add_obv_daily']
[2025-11-25T08:53:27.696202] [DEBUG] [FORECASTER] BXSL: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T08:53:27.966524] [DEBUG] [FORECASTER] BXSL: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T08:53:28.226270] [DEBUG] [FORECASTER] BXSL: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T08:53:28.485018] [DEBUG] [FORECASTER] BXSL: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-25T08:53:28.746142] [DEBUG] [FORECASTER] BXSL: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T08:53:28.996514] [DEBUG] [FORECASTER] BXSL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T08:53:29.239182] [DEBUG] [FORECASTER] BXSL: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T08:53:29.491921] [DEBUG] [FORECASTER] BXSL: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-25T08:53:29.738724] [DEBUG] [FORECASTER] BXSL: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T08:53:29.997490] [DEBUG] [FORECASTER] BXSL: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T08:53:29.997723] [INFO ] [CONFIGURE ] BXSL: DISCARDED add_obv_daily (score: 70.00%)
[2025-11-25T08:53:29.997815] [INFO ] [CONFIGURE ] JOB ETA: 1.9h | Avg: 2.8s/test | Remaining: 2398 tests
[2025-11-25T08:53:29.997871] [INFO ] [CONFIGURE ] BXSL: Testing feature 12/29: add_obv_interval
[2025-11-25T08:53:29.997921] [INFO ] [CONFIGURE ] BXSL: Testing with features: ['add_ema', 'add_obv_interval']
[2025-11-25T08:53:30.252886] [DEBUG] [FORECASTER] BXSL: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0
[2025-11-25T08:53:30.483361] [DEBUG] [FORECASTER] BXSL: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T08:53:30.712122] [DEBUG] [FORECASTER] BXSL: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T08:53:30.947838] [DEBUG] [FORECASTER] BXSL: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-25T08:53:31.202934] [DEBUG] [FORECASTER] BXSL: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T08:53:31.450342] [DEBUG] [FORECASTER] BXSL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T08:53:31.681230] [DEBUG] [FORECASTER] BXSL: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T08:53:31.909760] [DEBUG] [FORECASTER] BXSL: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-25T08:53:32.141748] [DEBUG] [FORECASTER] BXSL: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T08:53:32.376177] [DEBUG] [FORECASTER] BXSL: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T08:53:32.376375] [INFO ] [CONFIGURE ] BXSL: DISCARDED add_obv_interval (score: 60.00%)
[2025-11-25T08:53:32.376427] [INFO ] [CONFIGURE ] JOB ETA: 1.9h | Avg: 2.8s/test | Remaining: 2397 tests
[2025-11-25T08:53:32.376467] [INFO ] [CONFIGURE ] BXSL: Testing feature 13/29: add_opening_strength
[2025-11-25T08:53:32.376504] [INFO ] [CONFIGURE ] BXSL: Testing with features: ['add_ema', 'add_daily_returns', 'add_opening_strength']
[2025-11-25T08:53:32.633945] [DEBUG] [FORECASTER] BXSL: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0
[2025-11-25T08:53:32.898258] [DEBUG] [FORECASTER] BXSL: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T08:53:33.154751] [DEBUG] [FORECASTER] BXSL: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T08:53:33.413682] [DEBUG] [FORECASTER] BXSL: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-25T08:53:33.668407] [DEBUG] [FORECASTER] BXSL: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T08:53:33.927563] [DEBUG] [FORECASTER] BXSL: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T08:53:34.190852] [DEBUG] [FORECASTER] BXSL: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T08:53:34.451301] [DEBUG] [FORECASTER] BXSL: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-25T08:53:34.711970] [DEBUG] [FORECASTER] BXSL: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T08:53:34.977510] [DEBUG] [FORECASTER] BXSL: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T08:53:34.977746] [INFO ] [CONFIGURE ] BXSL: DISCARDED add_opening_strength (score: 50.00%)
[2025-11-25T08:53:34.977815] [INFO ] [CONFIGURE ] JOB ETA: 1.9h | Avg: 2.8s/test | Remaining: 2396 tests
[2025-11-25T08:53:34.977973] [INFO ] [CONFIGURE ] BXSL: Testing feature 14/29: add_order_flow_imbalance
[2025-11-25T08:53:34.978022] [INFO ] [CONFIGURE ] BXSL: Testing with features: ['add_ema', 'add_order_flow_imbalance']
[2025-11-25T08:53:35.224040] [DEBUG] [FORECASTER] BXSL: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0
[2025-11-25T08:53:35.470960] [DEBUG] [FORECASTER] BXSL: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T08:53:35.721339] [DEBUG] [FORECASTER] BXSL: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T08:53:35.970371] [DEBUG] [FORECASTER] BXSL: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-25T08:53:36.218842] [DEBUG] [FORECASTER] BXSL: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T08:53:36.467246] [DEBUG] [FORECASTER] BXSL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T08:53:36.711251] [DEBUG] [FORECASTER] BXSL: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T08:53:36.956424] [DEBUG] [FORECASTER] BXSL: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-25T08:53:37.199764] [DEBUG] [FORECASTER] BXSL: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T08:53:37.451671] [DEBUG] [FORECASTER] BXSL: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T08:53:37.451840] [INFO ] [CONFIGURE ] BXSL: DISCARDED add_order_flow_imbalance (score: 50.00%)
[2025-11-25T08:53:37.451898] [INFO ] [CONFIGURE ] JOB ETA: 1.9h | Avg: 2.8s/test | Remaining: 2395 tests
[2025-11-25T08:53:37.452026] [INFO ] [CONFIGURE ] BXSL: Testing feature 15/29: add_pbf_morning_momentum
[2025-11-25T08:53:37.452073] [INFO ] [CONFIGURE ] BXSL: Testing with features: ['add_ema', 'add_pbf_morning_momentum']
[2025-11-25T08:53:37.680450] [DEBUG] [FORECASTER] BXSL: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T08:53:37.911745] [DEBUG] [FORECASTER] BXSL: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T08:53:38.141055] [DEBUG] [FORECASTER] BXSL: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T08:53:38.366707] [DEBUG] [FORECASTER] BXSL: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-25T08:53:38.590081] [DEBUG] [FORECASTER] BXSL: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T08:53:38.810808] [DEBUG] [FORECASTER] BXSL: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T08:53:39.036691] [DEBUG] [FORECASTER] BXSL: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T08:53:39.261325] [DEBUG] [FORECASTER] BXSL: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T08:53:39.491369] [DEBUG] [FORECASTER] BXSL: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T08:53:39.714541] [DEBUG] [FORECASTER] BXSL: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T08:53:39.714856] [INFO ] [CONFIGURE ] BXSL: DISCARDED add_pbf_morning_momentum (score: 70.00%)
[2025-11-25T08:53:39.714964] [INFO ] [CONFIGURE ] JOB ETA: 1.9h | Avg: 2.8s/test | Remaining: 2394 tests
[2025-11-25T08:53:39.715060] [INFO ] [CONFIGURE ] BXSL: Testing feature 16/29: add_pbf_overnight_gap
[2025-11-25T08:53:39.715159] [INFO ] [CONFIGURE ] BXSL: Testing with features: ['add_ema', 'add_pbf_overnight_gap']
[2025-11-25T08:53:39.953712] [DEBUG] [FORECASTER] BXSL: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T08:53:40.195782] [DEBUG] [FORECASTER] BXSL: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T08:53:40.422375] [DEBUG] [FORECASTER] BXSL: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T08:53:40.654731] [DEBUG] [FORECASTER] BXSL: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-25T08:53:40.880251] [DEBUG] [FORECASTER] BXSL: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T08:53:41.109775] [DEBUG] [FORECASTER] BXSL: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T08:53:41.344204] [DEBUG] [FORECASTER] BXSL: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T08:53:41.567448] [DEBUG] [FORECASTER] BXSL: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-25T08:53:41.794774] [DEBUG] [FORECASTER] BXSL: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T08:53:42.021414] [DEBUG] [FORECASTER] BXSL: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T08:53:42.021583] [INFO ] [CONFIGURE ] BXSL: DISCARDED add_pbf_overnight_gap (score: 60.00%)
[2025-11-25T08:53:42.021632] [INFO ] [CONFIGURE ] JOB ETA: 1.9h | Avg: 2.8s/test | Remaining: 2393 tests
[2025-11-25T08:53:42.021702] [INFO ] [CONFIGURE ] BXSL: Testing feature 17/29: add_pbf_return_2d
[2025-11-25T08:53:42.021769] [INFO ] [CONFIGURE ] BXSL: Testing with features: ['add_ema', 'add_pbf_return_2d']
[2025-11-25T08:53:42.258919] [DEBUG] [FORECASTER] BXSL: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T08:53:42.508302] [DEBUG] [FORECASTER] BXSL: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T08:53:42.769270] [DEBUG] [FORECASTER] BXSL: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T08:53:43.026954] [DEBUG] [FORECASTER] BXSL: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-25T08:53:43.275148] [DEBUG] [FORECASTER] BXSL: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T08:53:43.521042] [DEBUG] [FORECASTER] BXSL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T08:53:43.773027] [DEBUG] [FORECASTER] BXSL: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T08:53:44.022084] [DEBUG] [FORECASTER] BXSL: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T08:53:44.272491] [DEBUG] [FORECASTER] BXSL: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T08:53:44.517855] [DEBUG] [FORECASTER] BXSL: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T08:53:44.518037] [INFO ] [CONFIGURE ] BXSL: KEPT add_pbf_return_2d (score: 90.00%)
[2025-11-25T08:53:44.518098] [INFO ] [CONFIGURE ] JOB ETA: 1.9h | Avg: 2.8s/test | Remaining: 2392 tests
[2025-11-25T08:53:44.518150] [INFO ] [CONFIGURE ] BXSL: Testing feature 18/29: add_pbf_volatility_5d
[2025-11-25T08:53:44.518196] [INFO ] [CONFIGURE ] BXSL: Testing with features: ['add_ema', 'add_pbf_return_2d', 'add_pbf_volatility_5d']
[2025-11-25T08:53:44.768897] [DEBUG] [FORECASTER] BXSL: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T08:53:45.019853] [DEBUG] [FORECASTER] BXSL: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T08:53:45.274528] [DEBUG] [FORECASTER] BXSL: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T08:53:45.526921] [DEBUG] [FORECASTER] BXSL: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-25T08:53:45.789065] [DEBUG] [FORECASTER] BXSL: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T08:53:46.046823] [DEBUG] [FORECASTER] BXSL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T08:53:46.306624] [DEBUG] [FORECASTER] BXSL: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T08:53:46.560912] [DEBUG] [FORECASTER] BXSL: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-25T08:53:46.851106] [DEBUG] [FORECASTER] BXSL: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T08:53:47.115373] [DEBUG] [FORECASTER] BXSL: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T08:53:47.115565] [INFO ] [CONFIGURE ] BXSL: DISCARDED add_pbf_volatility_5d (score: 70.00%)
[2025-11-25T08:53:47.115622] [INFO ] [CONFIGURE ] JOB ETA: 1.9h | Avg: 2.8s/test | Remaining: 2391 tests
[2025-11-25T08:53:47.115689] [INFO ] [CONFIGURE ] BXSL: Testing feature 19/29: add_pbf_vs_sma_5
[2025-11-25T08:53:47.115735] [INFO ] [CONFIGURE ] BXSL: Testing with features: ['add_ema', 'add_pbf_return_2d', 'add_pbf_vs_sma_5']
[2025-11-25T08:53:47.350527] [DEBUG] [FORECASTER] BXSL: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T08:53:47.580198] [DEBUG] [FORECASTER] BXSL: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T08:53:47.830110] [DEBUG] [FORECASTER] BXSL: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T08:53:48.060372] [DEBUG] [FORECASTER] BXSL: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-25T08:53:48.295303] [DEBUG] [FORECASTER] BXSL: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T08:53:48.530935] [DEBUG] [FORECASTER] BXSL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T08:53:48.799102] [DEBUG] [FORECASTER] BXSL: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T08:53:49.056922] [DEBUG] [FORECASTER] BXSL: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-25T08:53:49.312133] [DEBUG] [FORECASTER] BXSL: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T08:53:49.571024] [DEBUG] [FORECASTER] BXSL: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T08:53:49.571274] [INFO ] [CONFIGURE ] BXSL: DISCARDED add_pbf_vs_sma_5 (score: 80.00%)
[2025-11-25T08:53:49.571354] [INFO ] [CONFIGURE ] JOB ETA: 1.9h | Avg: 2.8s/test | Remaining: 2390 tests
[2025-11-25T08:53:49.571408] [INFO ] [CONFIGURE ] BXSL: Testing feature 20/29: add_price_rejection
[2025-11-25T08:53:49.571468] [INFO ] [CONFIGURE ] BXSL: Testing with features: ['add_ema', 'add_pbf_return_2d', 'add_price_rejection']
[2025-11-25T08:53:49.877184] [DEBUG] [FORECASTER] BXSL: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T08:53:50.166752] [DEBUG] [FORECASTER] BXSL: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T08:53:50.458739] [DEBUG] [FORECASTER] BXSL: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T08:53:50.754980] [DEBUG] [FORECASTER] BXSL: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-25T08:53:51.047760] [DEBUG] [FORECASTER] BXSL: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T08:53:51.335328] [DEBUG] [FORECASTER] BXSL: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T08:53:51.627505] [DEBUG] [FORECASTER] BXSL: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T08:53:51.927232] [DEBUG] [FORECASTER] BXSL: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-25T08:53:52.238389] [DEBUG] [FORECASTER] BXSL: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T08:53:52.563289] [DEBUG] [FORECASTER] BXSL: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T08:53:52.563524] [INFO ] [CONFIGURE ] BXSL: DISCARDED add_price_rejection (score: 60.00%)
[2025-11-25T08:53:52.563602] [INFO ] [CONFIGURE ] JOB ETA: 1.9h | Avg: 2.8s/test | Remaining: 2389 tests
[2025-11-25T08:53:52.563689] [INFO ] [CONFIGURE ] BXSL: Testing feature 21/29: add_range_position
[2025-11-25T08:53:52.563750] [INFO ] [CONFIGURE ] BXSL: Testing with features: ['add_ema', 'add_pbf_return_2d', 'add_range_position']
[2025-11-25T08:53:52.884579] [DEBUG] [FORECASTER] BXSL: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0
[2025-11-25T08:53:53.177788] [DEBUG] [FORECASTER] BXSL: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T08:53:53.475245] [DEBUG] [FORECASTER] BXSL: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T08:53:53.764972] [DEBUG] [FORECASTER] BXSL: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-25T08:53:54.034012] [DEBUG] [FORECASTER] BXSL: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T08:53:54.303755] [DEBUG] [FORECASTER] BXSL: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T08:53:54.587708] [DEBUG] [FORECASTER] BXSL: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T08:53:54.871204] [DEBUG] [FORECASTER] BXSL: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-25T08:53:55.197956] [DEBUG] [FORECASTER] BXSL: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T08:53:55.500292] [DEBUG] [FORECASTER] BXSL: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T08:53:55.500524] [INFO ] [CONFIGURE ] BXSL: DISCARDED add_range_position (score: 50.00%)
[2025-11-25T08:53:55.500588] [INFO ] [CONFIGURE ] JOB ETA: 1.9h | Avg: 2.8s/test | Remaining: 2388 tests
[2025-11-25T08:53:55.500639] [INFO ] [CONFIGURE ] BXSL: Testing feature 22/29: add_realized_volatility
[2025-11-25T08:53:55.500712] [INFO ] [CONFIGURE ] BXSL: Testing with features: ['add_ema', 'add_pbf_return_2d', 'add_realized_volatility']
[2025-11-25T08:53:55.868073] [DEBUG] [FORECASTER] BXSL: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0
[2025-11-25T08:53:56.249029] [DEBUG] [FORECASTER] BXSL: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T08:53:56.617814] [DEBUG] [FORECASTER] BXSL: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T08:53:56.984956] [DEBUG] [FORECASTER] BXSL: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-25T08:53:57.368082] [DEBUG] [FORECASTER] BXSL: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T08:53:57.741784] [DEBUG] [FORECASTER] BXSL: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T08:53:58.136838] [DEBUG] [FORECASTER] BXSL: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T08:53:58.523146] [DEBUG] [FORECASTER] BXSL: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T08:53:58.904227] [DEBUG] [FORECASTER] BXSL: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T08:53:59.277970] [DEBUG] [FORECASTER] BXSL: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T08:53:59.278217] [INFO ] [CONFIGURE ] BXSL: DISCARDED add_realized_volatility (score: 60.00%)
[2025-11-25T08:53:59.278276] [INFO ] [CONFIGURE ] JOB ETA: 1.9h | Avg: 2.8s/test | Remaining: 2387 tests
[2025-11-25T08:53:59.278324] [INFO ] [CONFIGURE ] BXSL: Testing feature 23/29: add_recent_range_context
[2025-11-25T08:53:59.278369] [INFO ] [CONFIGURE ] BXSL: Testing with features: ['add_ema', 'add_pbf_return_2d', 'add_recent_range_context']
[2025-11-25T08:53:59.536344] [DEBUG] [FORECASTER] BXSL: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T08:53:59.794173] [DEBUG] [FORECASTER] BXSL: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T08:54:00.059095] [DEBUG] [FORECASTER] BXSL: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T08:54:00.321913] [DEBUG] [FORECASTER] BXSL: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-25T08:54:00.588079] [DEBUG] [FORECASTER] BXSL: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T08:54:00.847669] [DEBUG] [FORECASTER] BXSL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T08:54:01.805768] [DEBUG] [FORECASTER] BXSL: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T08:54:02.214495] [DEBUG] [FORECASTER] BXSL: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-25T08:54:02.477859] [DEBUG] [FORECASTER] BXSL: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T08:54:02.750367] [DEBUG] [FORECASTER] BXSL: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T08:54:02.750545] [INFO ] [CONFIGURE ] BXSL: DISCARDED add_recent_range_context (score: 70.00%)
[2025-11-25T08:54:02.750606] [INFO ] [CONFIGURE ] JOB ETA: 1.9h | Avg: 2.8s/test | Remaining: 2386 tests
[2025-11-25T08:54:02.750681] [INFO ] [CONFIGURE ] BXSL: Testing feature 24/29: add_rsi
[2025-11-25T08:54:02.750731] [INFO ] [CONFIGURE ] BXSL: Testing with features: ['add_ema', 'add_pbf_return_2d', 'add_rsi']
[2025-11-25T08:54:03.029518] [DEBUG] [FORECASTER] BXSL: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T08:54:03.294774] [DEBUG] [FORECASTER] BXSL: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T08:54:03.564239] [DEBUG] [FORECASTER] BXSL: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T08:54:03.827967] [DEBUG] [FORECASTER] BXSL: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-25T08:54:04.091693] [DEBUG] [FORECASTER] BXSL: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T08:54:04.357406] [DEBUG] [FORECASTER] BXSL: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T08:54:04.622092] [DEBUG] [FORECASTER] BXSL: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T08:54:04.886926] [DEBUG] [FORECASTER] BXSL: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-25T08:54:05.149502] [DEBUG] [FORECASTER] BXSL: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T08:54:05.410316] [DEBUG] [FORECASTER] BXSL: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T08:54:05.410480] [INFO ] [CONFIGURE ] BXSL: DISCARDED add_rsi (score: 70.00%)
[2025-11-25T08:54:05.410537] [INFO ] [CONFIGURE ] JOB ETA: 1.9h | Avg: 2.8s/test | Remaining: 2385 tests
[2025-11-25T08:54:05.410585] [INFO ] [CONFIGURE ] BXSL: Testing feature 25/29: add_tick_distribution
[2025-11-25T08:54:05.410630] [INFO ] [CONFIGURE ] BXSL: Testing with features: ['add_ema', 'add_pbf_return_2d', 'add_tick_distribution']
[2025-11-25T08:54:05.650446] [DEBUG] [FORECASTER] BXSL: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0
[2025-11-25T08:54:05.886325] [DEBUG] [FORECASTER] BXSL: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T08:54:06.124914] [DEBUG] [FORECASTER] BXSL: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T08:54:06.365673] [DEBUG] [FORECASTER] BXSL: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-25T08:54:06.601396] [DEBUG] [FORECASTER] BXSL: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T08:54:06.840452] [DEBUG] [FORECASTER] BXSL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T08:54:07.079597] [DEBUG] [FORECASTER] BXSL: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T08:54:07.317617] [DEBUG] [FORECASTER] BXSL: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-25T08:54:07.560487] [DEBUG] [FORECASTER] BXSL: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T08:54:07.813824] [DEBUG] [FORECASTER] BXSL: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T08:54:07.814012] [INFO ] [CONFIGURE ] BXSL: DISCARDED add_tick_distribution (score: 70.00%)
[2025-11-25T08:54:07.814068] [INFO ] [CONFIGURE ] JOB ETA: 1.8h | Avg: 2.8s/test | Remaining: 2384 tests
[2025-11-25T08:54:07.814116] [INFO ] [CONFIGURE ] BXSL: Testing feature 26/29: add_volume_momentum_confirmation
[2025-11-25T08:54:07.814162] [INFO ] [CONFIGURE ] BXSL: Testing with features: ['add_ema', 'add_pbf_return_2d', 'add_volume_momentum_confirmation']
[2025-11-25T08:54:08.064367] [DEBUG] [FORECASTER] BXSL: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0
[2025-11-25T08:54:08.318979] [DEBUG] [FORECASTER] BXSL: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T08:54:08.573107] [DEBUG] [FORECASTER] BXSL: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T08:54:08.831035] [DEBUG] [FORECASTER] BXSL: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-25T08:54:09.089815] [DEBUG] [FORECASTER] BXSL: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T08:54:09.346008] [DEBUG] [FORECASTER] BXSL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T08:54:09.603206] [DEBUG] [FORECASTER] BXSL: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T08:54:09.859836] [DEBUG] [FORECASTER] BXSL: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-25T08:54:10.132068] [DEBUG] [FORECASTER] BXSL: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T08:54:10.406756] [DEBUG] [FORECASTER] BXSL: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T08:54:10.406965] [INFO ] [CONFIGURE ] BXSL: DISCARDED add_volume_momentum_confirmation (score: 60.00%)
[2025-11-25T08:54:10.407026] [INFO ] [CONFIGURE ] JOB ETA: 1.8h | Avg: 2.8s/test | Remaining: 2383 tests
[2025-11-25T08:54:10.407076] [INFO ] [CONFIGURE ] BXSL: Testing feature 27/29: add_volume_price_divergence
[2025-11-25T08:54:10.407136] [INFO ] [CONFIGURE ] BXSL: Testing with features: ['add_ema', 'add_pbf_return_2d', 'add_volume_price_divergence']
[2025-11-25T08:54:10.692571] [DEBUG] [FORECASTER] BXSL: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T08:54:10.983573] [DEBUG] [FORECASTER] BXSL: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T08:54:11.267409] [DEBUG] [FORECASTER] BXSL: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T08:54:11.547401] [DEBUG] [FORECASTER] BXSL: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-25T08:54:11.845952] [DEBUG] [FORECASTER] BXSL: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T08:54:12.136285] [DEBUG] [FORECASTER] BXSL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T08:54:12.429751] [DEBUG] [FORECASTER] BXSL: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T08:54:12.730622] [DEBUG] [FORECASTER] BXSL: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-25T08:54:13.039145] [DEBUG] [FORECASTER] BXSL: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T08:54:13.334749] [DEBUG] [FORECASTER] BXSL: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T08:54:13.334953] [INFO ] [CONFIGURE ] BXSL: DISCARDED add_volume_price_divergence (score: 70.00%)
[2025-11-25T08:54:13.335013] [INFO ] [CONFIGURE ] JOB ETA: 1.8h | Avg: 2.8s/test | Remaining: 2382 tests
[2025-11-25T08:54:13.335063] [INFO ] [CONFIGURE ] BXSL: Testing feature 28/29: add_volume_profile
[2025-11-25T08:54:13.335109] [INFO ] [CONFIGURE ] BXSL: Testing with features: ['add_ema', 'add_pbf_return_2d', 'add_volume_profile']
[2025-11-25T08:54:13.608253] [DEBUG] [FORECASTER] BXSL: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0
[2025-11-25T08:54:13.892596] [DEBUG] [FORECASTER] BXSL: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T08:54:14.177434] [DEBUG] [FORECASTER] BXSL: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T08:54:14.454279] [DEBUG] [FORECASTER] BXSL: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-25T08:54:14.742722] [DEBUG] [FORECASTER] BXSL: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T08:54:15.009852] [DEBUG] [FORECASTER] BXSL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T08:54:15.280418] [DEBUG] [FORECASTER] BXSL: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T08:54:15.558954] [DEBUG] [FORECASTER] BXSL: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-25T08:54:15.836565] [DEBUG] [FORECASTER] BXSL: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T08:54:16.115370] [DEBUG] [FORECASTER] BXSL: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T08:54:16.115545] [INFO ] [CONFIGURE ] BXSL: DISCARDED add_volume_profile (score: 70.00%)
[2025-11-25T08:54:16.115604] [INFO ] [CONFIGURE ] JOB ETA: 1.8h | Avg: 2.8s/test | Remaining: 2381 tests
[2025-11-25T08:54:16.115671] [INFO ] [CONFIGURE ] BXSL: Testing feature 29/29: add_vwap
[2025-11-25T08:54:16.115719] [INFO ] [CONFIGURE ] BXSL: Testing with features: ['add_ema', 'add_pbf_return_2d', 'add_vwap']
[2025-11-25T08:54:16.396218] [DEBUG] [FORECASTER] BXSL: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0
[2025-11-25T08:54:16.677401] [DEBUG] [FORECASTER] BXSL: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T08:54:16.986333] [DEBUG] [FORECASTER] BXSL: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T08:54:17.271617] [DEBUG] [FORECASTER] BXSL: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-25T08:54:17.559243] [DEBUG] [FORECASTER] BXSL: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T08:54:17.860222] [DEBUG] [FORECASTER] BXSL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T08:54:18.144578] [DEBUG] [FORECASTER] BXSL: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T08:54:18.423583] [DEBUG] [FORECASTER] BXSL: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-25T08:54:18.712841] [DEBUG] [FORECASTER] BXSL: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T08:54:19.007498] [DEBUG] [FORECASTER] BXSL: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T08:54:19.007724] [INFO ] [CONFIGURE ] BXSL: DISCARDED add_vwap (score: 70.00%)
[2025-11-25T08:54:19.007786] [INFO ] [CONFIGURE ] JOB ETA: 1.8h | Avg: 2.8s/test | Remaining: 2380 tests
[2025-11-25T08:54:19.007836] [INFO ] [CONFIGURE ] BXSL: ===== FEATURE SELECTION COMPLETE =====
[2025-11-25T08:54:19.007872] [INFO ] [CONFIGURE ] BXSL: Best accuracy: 90.00%
[2025-11-25T08:54:19.007916] [INFO ] [CONFIGURE ] BXSL: Best feature set (2 features): ['add_ema', 'add_pbf_return_2d']
[2025-11-25T08:54:19.007974] [INFO ] [CONFIGURE ] BXSL: Improvement over baseline: 20.00%
[2025-11-25T08:54:19.008021] [INFO ] [CONFIGURE ] BXSL: Total time: 1.3 minutes
[2025-11-25T08:54:19.008061] [INFO ] [CONFIGURE ] BXSL: Average time per feature: 2.6 seconds
[2025-11-25T08:54:19.008103] [INFO ] [CONFIGURE ] BXSL: Average speed: 0.38 features/sec
[2025-11-25T08:54:19.008450] [INFO ] [LOCAL     ] Saved configuration for BXSL: 2 features, 90.00% accuracy -> ./output/feature-sets/BXSL.json
[2025-11-25T08:54:19.008509] [INFO ] [CONFIGURE ] BXSL: Configuration saved successfully: 2 features, 90.00% accuracy.
[2025-11-25T08:54:19.008558] [INFO ] [sig       ] [83/164] Successfully configured BXSL | 0.01 sym/s | Total: 1.9h | ETA: 1.8h
[2025-11-25T08:54:19.008602] [INFO ] [sig       ] [84/164] Configuring C...
[2025-11-25T08:54:19.008664] [INFO ] [CONFIGURE ] C: Configurate test run.
[2025-11-25T08:54:19.008710] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'C' from 'https://tdm.silogroup.org/data/derivative_storage/C.csv'.
[2025-11-25T08:54:19.021048] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'C'.
[2025-11-25T08:54:19.021434] [INFO ] [CONFIGURE ] C: Testing with 29 available features
[2025-11-25T08:54:19.021499] [INFO ] [CONFIGURE ] C: Establishing baseline with no features...
[2025-11-25T08:54:19.225775] [DEBUG] [FORECASTER] C: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T08:54:19.420072] [DEBUG] [FORECASTER] C: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T08:54:19.613804] [DEBUG] [FORECASTER] C: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T08:54:19.810352] [DEBUG] [FORECASTER] C: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T08:54:20.007244] [DEBUG] [FORECASTER] C: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T08:54:20.206998] [DEBUG] [FORECASTER] C: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T08:54:20.399696] [DEBUG] [FORECASTER] C: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T08:54:20.592382] [DEBUG] [FORECASTER] C: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T08:54:20.794701] [DEBUG] [FORECASTER] C: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T08:54:20.995785] [DEBUG] [FORECASTER] C: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T08:54:20.996079] [INFO ] [CONFIGURE ] C: Baseline score (no features): 50.00%
[2025-11-25T08:54:20.996186] [INFO ] [CONFIGURE ] C: Testing feature 1/29: add_bollinger_bands
[2025-11-25T08:54:20.996282] [INFO ] [CONFIGURE ] C: Testing with features: ['add_bollinger_bands']
[2025-11-25T08:54:21.232582] [DEBUG] [FORECASTER] C: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T08:54:21.469576] [DEBUG] [FORECASTER] C: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T08:54:21.709177] [DEBUG] [FORECASTER] C: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T08:54:21.948157] [DEBUG] [FORECASTER] C: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T08:54:22.181531] [DEBUG] [FORECASTER] C: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T08:54:22.425405] [DEBUG] [FORECASTER] C: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T08:54:22.661098] [DEBUG] [FORECASTER] C: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T08:54:22.902834] [DEBUG] [FORECASTER] C: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T08:54:23.144238] [DEBUG] [FORECASTER] C: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T08:54:23.378687] [DEBUG] [FORECASTER] C: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T08:54:23.378880] [INFO ] [CONFIGURE ] C: KEPT add_bollinger_bands (score: 80.00%)
[2025-11-25T08:54:23.378929] [INFO ] [CONFIGURE ] JOB ETA: 1.8h | Avg: 2.8s/test | Remaining: 2379 tests
[2025-11-25T08:54:23.378968] [INFO ] [CONFIGURE ] C: Testing feature 2/29: add_cumulative_delta
[2025-11-25T08:54:23.379006] [INFO ] [CONFIGURE ] C: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta']
[2025-11-25T08:54:23.649835] [DEBUG] [FORECASTER] C: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T08:54:23.910744] [DEBUG] [FORECASTER] C: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T08:54:24.178533] [DEBUG] [FORECASTER] C: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T08:54:24.460432] [DEBUG] [FORECASTER] C: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T08:54:24.731965] [DEBUG] [FORECASTER] C: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T08:54:25.000896] [DEBUG] [FORECASTER] C: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T08:54:25.274189] [DEBUG] [FORECASTER] C: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T08:54:25.553078] [DEBUG] [FORECASTER] C: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T08:54:25.827693] [DEBUG] [FORECASTER] C: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T08:54:26.099347] [DEBUG] [FORECASTER] C: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T08:54:26.099526] [INFO ] [CONFIGURE ] C: DISCARDED add_cumulative_delta (score: 70.00%)
[2025-11-25T08:54:26.099581] [INFO ] [CONFIGURE ] JOB ETA: 1.8h | Avg: 2.8s/test | Remaining: 2378 tests
[2025-11-25T08:54:26.099629] [INFO ] [CONFIGURE ] C: Testing feature 3/29: add_daily_returns
[2025-11-25T08:54:26.099688] [INFO ] [CONFIGURE ] C: Testing with features: ['add_bollinger_bands', 'add_daily_returns']
[2025-11-25T08:54:26.337508] [DEBUG] [FORECASTER] C: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T08:54:26.586238] [DEBUG] [FORECASTER] C: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T08:54:26.835010] [DEBUG] [FORECASTER] C: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T08:54:27.078393] [DEBUG] [FORECASTER] C: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T08:54:27.328007] [DEBUG] [FORECASTER] C: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T08:54:27.556001] [DEBUG] [FORECASTER] C: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T08:54:27.796295] [DEBUG] [FORECASTER] C: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T08:54:28.032850] [DEBUG] [FORECASTER] C: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T08:54:28.249303] [DEBUG] [FORECASTER] C: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T08:54:28.473346] [DEBUG] [FORECASTER] C: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T08:54:28.473566] [INFO ] [CONFIGURE ] C: DISCARDED add_daily_returns (score: 70.00%)
[2025-11-25T08:54:28.473619] [INFO ] [CONFIGURE ] JOB ETA: 1.8h | Avg: 2.8s/test | Remaining: 2377 tests
[2025-11-25T08:54:28.473679] [INFO ] [CONFIGURE ] C: Testing feature 4/29: add_ema
[2025-11-25T08:54:28.473748] [INFO ] [CONFIGURE ] C: Testing with features: ['add_bollinger_bands', 'add_ema']
[2025-11-25T08:54:28.748560] [DEBUG] [FORECASTER] C: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T08:54:29.093210] [DEBUG] [FORECASTER] C: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T08:54:29.419456] [DEBUG] [FORECASTER] C: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T08:54:29.664502] [DEBUG] [FORECASTER] C: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T08:54:29.916999] [DEBUG] [FORECASTER] C: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T08:54:30.174512] [DEBUG] [FORECASTER] C: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T08:54:30.431693] [DEBUG] [FORECASTER] C: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T08:54:30.694590] [DEBUG] [FORECASTER] C: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T08:54:30.968175] [DEBUG] [FORECASTER] C: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T08:54:31.221089] [DEBUG] [FORECASTER] C: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T08:54:31.221325] [INFO ] [CONFIGURE ] C: DISCARDED add_ema (score: 70.00%)
[2025-11-25T08:54:31.221517] [INFO ] [CONFIGURE ] JOB ETA: 1.8h | Avg: 2.8s/test | Remaining: 2376 tests
[2025-11-25T08:54:31.221585] [INFO ] [CONFIGURE ] C: Testing feature 5/29: add_exhaustion_signals
[2025-11-25T08:54:31.221635] [INFO ] [CONFIGURE ] C: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals']
[2025-11-25T08:54:31.478059] [DEBUG] [FORECASTER] C: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T08:54:31.739449] [DEBUG] [FORECASTER] C: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T08:54:32.003504] [DEBUG] [FORECASTER] C: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T08:54:32.267826] [DEBUG] [FORECASTER] C: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T08:54:32.536521] [DEBUG] [FORECASTER] C: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T08:54:32.799322] [DEBUG] [FORECASTER] C: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T08:54:33.061499] [DEBUG] [FORECASTER] C: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T08:54:33.340526] [DEBUG] [FORECASTER] C: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T08:54:33.617465] [DEBUG] [FORECASTER] C: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T08:54:33.894586] [DEBUG] [FORECASTER] C: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T08:54:33.894826] [INFO ] [CONFIGURE ] C: DISCARDED add_exhaustion_signals (score: 80.00%)
[2025-11-25T08:54:33.894892] [INFO ] [CONFIGURE ] JOB ETA: 1.8h | Avg: 2.8s/test | Remaining: 2375 tests
[2025-11-25T08:54:33.894957] [INFO ] [CONFIGURE ] C: Testing feature 6/29: add_failed_moves
[2025-11-25T08:54:33.895011] [INFO ] [CONFIGURE ] C: Testing with features: ['add_bollinger_bands', 'add_failed_moves']
[2025-11-25T08:54:34.119823] [DEBUG] [FORECASTER] C: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T08:54:34.332572] [DEBUG] [FORECASTER] C: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T08:54:34.559434] [DEBUG] [FORECASTER] C: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T08:54:34.788058] [DEBUG] [FORECASTER] C: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T08:54:35.009619] [DEBUG] [FORECASTER] C: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T08:54:35.226737] [DEBUG] [FORECASTER] C: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T08:54:35.453523] [DEBUG] [FORECASTER] C: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T08:54:35.675380] [DEBUG] [FORECASTER] C: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T08:54:35.902560] [DEBUG] [FORECASTER] C: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T08:54:36.124427] [DEBUG] [FORECASTER] C: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T08:54:36.124599] [INFO ] [CONFIGURE ] C: KEPT add_failed_moves (score: 90.00%)
[2025-11-25T08:54:36.124670] [INFO ] [CONFIGURE ] JOB ETA: 1.8h | Avg: 2.8s/test | Remaining: 2374 tests
[2025-11-25T08:54:36.124749] [INFO ] [CONFIGURE ] C: Testing feature 7/29: add_lag_shelf
[2025-11-25T08:54:36.124800] [INFO ] [CONFIGURE ] C: Testing with features: ['add_bollinger_bands', 'add_failed_moves', 'add_lag_shelf']
[2025-11-25T08:54:36.343808] [DEBUG] [FORECASTER] C: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T08:54:36.572903] [DEBUG] [FORECASTER] C: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T08:54:36.798240] [DEBUG] [FORECASTER] C: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T08:54:37.017923] [DEBUG] [FORECASTER] C: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T08:54:37.240663] [DEBUG] [FORECASTER] C: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T08:54:37.469567] [DEBUG] [FORECASTER] C: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T08:54:37.693768] [DEBUG] [FORECASTER] C: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T08:54:37.911689] [DEBUG] [FORECASTER] C: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T08:54:38.132197] [DEBUG] [FORECASTER] C: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T08:54:38.342265] [DEBUG] [FORECASTER] C: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T08:54:38.342438] [INFO ] [CONFIGURE ] C: DISCARDED add_lag_shelf (score: 70.00%)
[2025-11-25T08:54:38.342486] [INFO ] [CONFIGURE ] JOB ETA: 1.8h | Avg: 2.8s/test | Remaining: 2373 tests
[2025-11-25T08:54:38.342525] [INFO ] [CONFIGURE ] C: Testing feature 8/29: add_macd
[2025-11-25T08:54:38.342562] [INFO ] [CONFIGURE ] C: Testing with features: ['add_bollinger_bands', 'add_failed_moves', 'add_vwap', 'add_macd']
[2025-11-25T08:54:38.629502] [DEBUG] [FORECASTER] C: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T08:54:38.919125] [DEBUG] [FORECASTER] C: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T08:54:39.234351] [DEBUG] [FORECASTER] C: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T08:54:39.546720] [DEBUG] [FORECASTER] C: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T08:54:39.860432] [DEBUG] [FORECASTER] C: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T08:54:40.145681] [DEBUG] [FORECASTER] C: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T08:54:40.470197] [DEBUG] [FORECASTER] C: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T08:54:40.785566] [DEBUG] [FORECASTER] C: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T08:54:41.109617] [DEBUG] [FORECASTER] C: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T08:54:41.445073] [DEBUG] [FORECASTER] C: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T08:54:41.445316] [INFO ] [CONFIGURE ] C: DISCARDED add_macd (score: 50.00%)
[2025-11-25T08:54:41.445376] [INFO ] [CONFIGURE ] JOB ETA: 1.8h | Avg: 2.8s/test | Remaining: 2372 tests
[2025-11-25T08:54:41.445430] [INFO ] [CONFIGURE ] C: Testing feature 9/29: add_mfi
[2025-11-25T08:54:41.445474] [INFO ] [CONFIGURE ] C: Testing with features: ['add_bollinger_bands', 'add_failed_moves', 'add_mfi']
[2025-11-25T08:54:41.685286] [DEBUG] [FORECASTER] C: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T08:54:41.908337] [DEBUG] [FORECASTER] C: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T08:54:42.132428] [DEBUG] [FORECASTER] C: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T08:54:42.360747] [DEBUG] [FORECASTER] C: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T08:54:42.584413] [DEBUG] [FORECASTER] C: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T08:54:42.818885] [DEBUG] [FORECASTER] C: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T08:54:43.077964] [DEBUG] [FORECASTER] C: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T08:54:43.348035] [DEBUG] [FORECASTER] C: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T08:54:43.606893] [DEBUG] [FORECASTER] C: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T08:54:43.851573] [DEBUG] [FORECASTER] C: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T08:54:43.851775] [INFO ] [CONFIGURE ] C: DISCARDED add_mfi (score: 80.00%)
[2025-11-25T08:54:43.851832] [INFO ] [CONFIGURE ] JOB ETA: 1.8h | Avg: 2.8s/test | Remaining: 2371 tests
[2025-11-25T08:54:43.851872] [INFO ] [CONFIGURE ] C: Testing feature 10/29: add_momentum_acceleration
[2025-11-25T08:54:43.851920] [INFO ] [CONFIGURE ] C: Testing with features: ['add_bollinger_bands', 'add_failed_moves', 'add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-11-25T08:54:44.181042] [DEBUG] [FORECASTER] C: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T08:54:44.508463] [DEBUG] [FORECASTER] C: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T08:54:44.847696] [DEBUG] [FORECASTER] C: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T08:54:45.178412] [DEBUG] [FORECASTER] C: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T08:54:45.514013] [DEBUG] [FORECASTER] C: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T08:54:45.851375] [DEBUG] [FORECASTER] C: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T08:54:46.213299] [DEBUG] [FORECASTER] C: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T08:54:46.557100] [DEBUG] [FORECASTER] C: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T08:54:46.903063] [DEBUG] [FORECASTER] C: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T08:54:47.266665] [DEBUG] [FORECASTER] C: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T08:54:47.266845] [INFO ] [CONFIGURE ] C: DISCARDED add_momentum_acceleration (score: 70.00%)
[2025-11-25T08:54:47.266905] [INFO ] [CONFIGURE ] JOB ETA: 1.8h | Avg: 2.8s/test | Remaining: 2370 tests
[2025-11-25T08:54:47.266955] [INFO ] [CONFIGURE ] C: Testing feature 11/29: add_obv_daily
[2025-11-25T08:54:47.267009] [INFO ] [CONFIGURE ] C: Testing with features: ['add_bollinger_bands', 'add_failed_moves', 'add_obv_daily']
[2025-11-25T08:54:47.531737] [DEBUG] [FORECASTER] C: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T08:54:47.795134] [DEBUG] [FORECASTER] C: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T08:54:48.058110] [DEBUG] [FORECASTER] C: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T08:54:48.311201] [DEBUG] [FORECASTER] C: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T08:54:48.563486] [DEBUG] [FORECASTER] C: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T08:54:48.809394] [DEBUG] [FORECASTER] C: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T08:54:49.054994] [DEBUG] [FORECASTER] C: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T08:54:49.310865] [DEBUG] [FORECASTER] C: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T08:54:49.559587] [DEBUG] [FORECASTER] C: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T08:54:49.803081] [DEBUG] [FORECASTER] C: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T08:54:49.803317] [INFO ] [CONFIGURE ] C: DISCARDED add_obv_daily (score: 60.00%)
[2025-11-25T08:54:49.803378] [INFO ] [CONFIGURE ] JOB ETA: 1.8h | Avg: 2.8s/test | Remaining: 2369 tests
[2025-11-25T08:54:49.803422] [INFO ] [CONFIGURE ] C: Testing feature 12/29: add_obv_interval
[2025-11-25T08:54:49.803461] [INFO ] [CONFIGURE ] C: Testing with features: ['add_bollinger_bands', 'add_failed_moves', 'add_obv_interval']
[2025-11-25T08:54:50.032153] [DEBUG] [FORECASTER] C: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T08:54:50.285439] [DEBUG] [FORECASTER] C: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T08:54:50.537287] [DEBUG] [FORECASTER] C: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T08:54:50.783433] [DEBUG] [FORECASTER] C: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T08:54:51.022129] [DEBUG] [FORECASTER] C: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T08:54:51.265304] [DEBUG] [FORECASTER] C: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T08:54:51.511039] [DEBUG] [FORECASTER] C: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T08:54:51.769501] [DEBUG] [FORECASTER] C: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T08:54:52.026390] [DEBUG] [FORECASTER] C: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T08:54:52.270454] [DEBUG] [FORECASTER] C: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T08:54:52.270689] [INFO ] [CONFIGURE ] C: DISCARDED add_obv_interval (score: 70.00%)
[2025-11-25T08:54:52.270749] [INFO ] [CONFIGURE ] JOB ETA: 1.8h | Avg: 2.8s/test | Remaining: 2368 tests
[2025-11-25T08:54:52.270794] [INFO ] [CONFIGURE ] C: Testing feature 13/29: add_opening_strength
[2025-11-25T08:54:52.270843] [INFO ] [CONFIGURE ] C: Testing with features: ['add_bollinger_bands', 'add_failed_moves', 'add_daily_returns', 'add_opening_strength']
[2025-11-25T08:54:52.526587] [DEBUG] [FORECASTER] C: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T08:54:52.774112] [DEBUG] [FORECASTER] C: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T08:54:53.032118] [DEBUG] [FORECASTER] C: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T08:54:53.297004] [DEBUG] [FORECASTER] C: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T08:54:53.558278] [DEBUG] [FORECASTER] C: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T08:54:53.841590] [DEBUG] [FORECASTER] C: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T08:54:54.111446] [DEBUG] [FORECASTER] C: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T08:54:54.379247] [DEBUG] [FORECASTER] C: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T08:54:54.643970] [DEBUG] [FORECASTER] C: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T08:54:54.901339] [DEBUG] [FORECASTER] C: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T08:54:54.901557] [INFO ] [CONFIGURE ] C: DISCARDED add_opening_strength (score: 90.00%)
[2025-11-25T08:54:54.901617] [INFO ] [CONFIGURE ] JOB ETA: 1.8h | Avg: 2.8s/test | Remaining: 2367 tests
[2025-11-25T08:54:54.901687] [INFO ] [CONFIGURE ] C: Testing feature 14/29: add_order_flow_imbalance
[2025-11-25T08:54:54.901734] [INFO ] [CONFIGURE ] C: Testing with features: ['add_bollinger_bands', 'add_failed_moves', 'add_order_flow_imbalance']
[2025-11-25T08:54:55.155795] [DEBUG] [FORECASTER] C: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T08:54:55.413620] [DEBUG] [FORECASTER] C: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T08:54:55.679396] [DEBUG] [FORECASTER] C: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T08:54:55.965067] [DEBUG] [FORECASTER] C: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T08:54:56.251755] [DEBUG] [FORECASTER] C: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T08:54:56.536289] [DEBUG] [FORECASTER] C: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T08:54:56.799466] [DEBUG] [FORECASTER] C: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T08:54:57.076199] [DEBUG] [FORECASTER] C: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T08:54:57.344888] [DEBUG] [FORECASTER] C: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T08:54:57.607596] [DEBUG] [FORECASTER] C: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T08:54:57.607834] [INFO ] [CONFIGURE ] C: DISCARDED add_order_flow_imbalance (score: 70.00%)
[2025-11-25T08:54:57.607895] [INFO ] [CONFIGURE ] JOB ETA: 1.8h | Avg: 2.8s/test | Remaining: 2366 tests
[2025-11-25T08:54:57.607944] [INFO ] [CONFIGURE ] C: Testing feature 15/29: add_pbf_morning_momentum
[2025-11-25T08:54:57.607987] [INFO ] [CONFIGURE ] C: Testing with features: ['add_bollinger_bands', 'add_failed_moves', 'add_pbf_morning_momentum']
[2025-11-25T08:54:57.832451] [DEBUG] [FORECASTER] C: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T08:54:58.059105] [DEBUG] [FORECASTER] C: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T08:54:58.274713] [DEBUG] [FORECASTER] C: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T08:54:58.489599] [DEBUG] [FORECASTER] C: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T08:54:58.707511] [DEBUG] [FORECASTER] C: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T08:54:58.924519] [DEBUG] [FORECASTER] C: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T08:54:59.144122] [DEBUG] [FORECASTER] C: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T08:54:59.360213] [DEBUG] [FORECASTER] C: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T08:54:59.577791] [DEBUG] [FORECASTER] C: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T08:54:59.793778] [DEBUG] [FORECASTER] C: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T08:54:59.794080] [INFO ] [CONFIGURE ] C: DISCARDED add_pbf_morning_momentum (score: 70.00%)
[2025-11-25T08:54:59.794195] [INFO ] [CONFIGURE ] JOB ETA: 1.8h | Avg: 2.8s/test | Remaining: 2365 tests
[2025-11-25T08:54:59.794301] [INFO ] [CONFIGURE ] C: Testing feature 16/29: add_pbf_overnight_gap
[2025-11-25T08:54:59.794404] [INFO ] [CONFIGURE ] C: Testing with features: ['add_bollinger_bands', 'add_failed_moves', 'add_pbf_overnight_gap']
[2025-11-25T08:55:00.032457] [DEBUG] [FORECASTER] C: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T08:55:00.915922] [DEBUG] [FORECASTER] C: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T08:55:01.332808] [DEBUG] [FORECASTER] C: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T08:55:01.579095] [DEBUG] [FORECASTER] C: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T08:55:01.846392] [DEBUG] [FORECASTER] C: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T08:55:02.105580] [DEBUG] [FORECASTER] C: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T08:55:02.358033] [DEBUG] [FORECASTER] C: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T08:55:02.604241] [DEBUG] [FORECASTER] C: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T08:55:02.853465] [DEBUG] [FORECASTER] C: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T08:55:03.105364] [DEBUG] [FORECASTER] C: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T08:55:03.105544] [INFO ] [CONFIGURE ] C: DISCARDED add_pbf_overnight_gap (score: 80.00%)
[2025-11-25T08:55:03.105601] [INFO ] [CONFIGURE ] JOB ETA: 1.8h | Avg: 2.8s/test | Remaining: 2364 tests
[2025-11-25T08:55:03.105795] [INFO ] [CONFIGURE ] C: Testing feature 17/29: add_pbf_return_2d
[2025-11-25T08:55:03.105848] [INFO ] [CONFIGURE ] C: Testing with features: ['add_bollinger_bands', 'add_failed_moves', 'add_pbf_return_2d']
[2025-11-25T08:55:03.339284] [DEBUG] [FORECASTER] C: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T08:55:03.568596] [DEBUG] [FORECASTER] C: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T08:55:03.805603] [DEBUG] [FORECASTER] C: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T08:55:04.048496] [DEBUG] [FORECASTER] C: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T08:55:04.289391] [DEBUG] [FORECASTER] C: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T08:55:04.535833] [DEBUG] [FORECASTER] C: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T08:55:04.785181] [DEBUG] [FORECASTER] C: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T08:55:05.028255] [DEBUG] [FORECASTER] C: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T08:55:05.267329] [DEBUG] [FORECASTER] C: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T08:55:05.511286] [DEBUG] [FORECASTER] C: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T08:55:05.511491] [INFO ] [CONFIGURE ] C: DISCARDED add_pbf_return_2d (score: 80.00%)
[2025-11-25T08:55:05.511553] [INFO ] [CONFIGURE ] JOB ETA: 1.8h | Avg: 2.8s/test | Remaining: 2363 tests
[2025-11-25T08:55:05.511699] [INFO ] [CONFIGURE ] C: Testing feature 18/29: add_pbf_volatility_5d
[2025-11-25T08:55:05.511751] [INFO ] [CONFIGURE ] C: Testing with features: ['add_bollinger_bands', 'add_failed_moves', 'add_pbf_volatility_5d']
[2025-11-25T08:55:05.724072] [DEBUG] [FORECASTER] C: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T08:55:05.936598] [DEBUG] [FORECASTER] C: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T08:55:06.153806] [DEBUG] [FORECASTER] C: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T08:55:06.369747] [DEBUG] [FORECASTER] C: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T08:55:06.590834] [DEBUG] [FORECASTER] C: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T08:55:06.804412] [DEBUG] [FORECASTER] C: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T08:55:07.024373] [DEBUG] [FORECASTER] C: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T08:55:07.239935] [DEBUG] [FORECASTER] C: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T08:55:07.455380] [DEBUG] [FORECASTER] C: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T08:55:07.670835] [DEBUG] [FORECASTER] C: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T08:55:07.671003] [INFO ] [CONFIGURE ] C: DISCARDED add_pbf_volatility_5d (score: 70.00%)
[2025-11-25T08:55:07.671052] [INFO ] [CONFIGURE ] JOB ETA: 1.8h | Avg: 2.8s/test | Remaining: 2362 tests
[2025-11-25T08:55:07.671092] [INFO ] [CONFIGURE ] C: Testing feature 19/29: add_pbf_vs_sma_5
[2025-11-25T08:55:07.671130] [INFO ] [CONFIGURE ] C: Testing with features: ['add_bollinger_bands', 'add_failed_moves', 'add_pbf_vs_sma_5']
[2025-11-25T08:55:07.889876] [DEBUG] [FORECASTER] C: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T08:55:08.119186] [DEBUG] [FORECASTER] C: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T08:55:08.340540] [DEBUG] [FORECASTER] C: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T08:55:08.559705] [DEBUG] [FORECASTER] C: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T08:55:08.781715] [DEBUG] [FORECASTER] C: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T08:55:09.007154] [DEBUG] [FORECASTER] C: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T08:55:09.245787] [DEBUG] [FORECASTER] C: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T08:55:09.472114] [DEBUG] [FORECASTER] C: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T08:55:09.699517] [DEBUG] [FORECASTER] C: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T08:55:09.927090] [DEBUG] [FORECASTER] C: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T08:55:09.927292] [INFO ] [CONFIGURE ] C: DISCARDED add_pbf_vs_sma_5 (score: 60.00%)
[2025-11-25T08:55:09.927342] [INFO ] [CONFIGURE ] JOB ETA: 1.8h | Avg: 2.8s/test | Remaining: 2361 tests
[2025-11-25T08:55:09.927382] [INFO ] [CONFIGURE ] C: Testing feature 20/29: add_price_rejection
[2025-11-25T08:55:09.927419] [INFO ] [CONFIGURE ] C: Testing with features: ['add_bollinger_bands', 'add_failed_moves', 'add_price_rejection']
[2025-11-25T08:55:10.174768] [DEBUG] [FORECASTER] C: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T08:55:10.405755] [DEBUG] [FORECASTER] C: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T08:55:10.639609] [DEBUG] [FORECASTER] C: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T08:55:10.875049] [DEBUG] [FORECASTER] C: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T08:55:11.103548] [DEBUG] [FORECASTER] C: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T08:55:11.333089] [DEBUG] [FORECASTER] C: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T08:55:11.563991] [DEBUG] [FORECASTER] C: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T08:55:11.798470] [DEBUG] [FORECASTER] C: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T08:55:12.023187] [DEBUG] [FORECASTER] C: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T08:55:12.255082] [DEBUG] [FORECASTER] C: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T08:55:12.255246] [INFO ] [CONFIGURE ] C: DISCARDED add_price_rejection (score: 80.00%)
[2025-11-25T08:55:12.255304] [INFO ] [CONFIGURE ] JOB ETA: 1.8h | Avg: 2.8s/test | Remaining: 2360 tests
[2025-11-25T08:55:12.255351] [INFO ] [CONFIGURE ] C: Testing feature 21/29: add_range_position
[2025-11-25T08:55:12.255394] [INFO ] [CONFIGURE ] C: Testing with features: ['add_bollinger_bands', 'add_failed_moves', 'add_range_position']
[2025-11-25T08:55:12.514429] [DEBUG] [FORECASTER] C: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T08:55:12.764661] [DEBUG] [FORECASTER] C: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T08:55:13.019471] [DEBUG] [FORECASTER] C: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T08:55:13.268536] [DEBUG] [FORECASTER] C: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T08:55:13.522075] [DEBUG] [FORECASTER] C: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T08:55:13.774499] [DEBUG] [FORECASTER] C: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T08:55:14.029135] [DEBUG] [FORECASTER] C: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T08:55:14.294222] [DEBUG] [FORECASTER] C: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T08:55:14.554289] [DEBUG] [FORECASTER] C: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T08:55:14.812567] [DEBUG] [FORECASTER] C: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T08:55:14.812761] [INFO ] [CONFIGURE ] C: DISCARDED add_range_position (score: 80.00%)
[2025-11-25T08:55:14.812820] [INFO ] [CONFIGURE ] JOB ETA: 1.8h | Avg: 2.8s/test | Remaining: 2359 tests
[2025-11-25T08:55:14.812893] [INFO ] [CONFIGURE ] C: Testing feature 22/29: add_realized_volatility
[2025-11-25T08:55:14.812948] [INFO ] [CONFIGURE ] C: Testing with features: ['add_bollinger_bands', 'add_failed_moves', 'add_realized_volatility']
[2025-11-25T08:55:15.153421] [DEBUG] [FORECASTER] C: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T08:55:15.501471] [DEBUG] [FORECASTER] C: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T08:55:15.846103] [DEBUG] [FORECASTER] C: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T08:55:16.224416] [DEBUG] [FORECASTER] C: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T08:55:16.678860] [DEBUG] [FORECASTER] C: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T08:55:17.165264] [DEBUG] [FORECASTER] C: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T08:55:17.535043] [DEBUG] [FORECASTER] C: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T08:55:17.883301] [DEBUG] [FORECASTER] C: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T08:55:18.241986] [DEBUG] [FORECASTER] C: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T08:55:18.581781] [DEBUG] [FORECASTER] C: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T08:55:18.581977] [INFO ] [CONFIGURE ] C: DISCARDED add_realized_volatility (score: 70.00%)
[2025-11-25T08:55:18.582036] [INFO ] [CONFIGURE ] JOB ETA: 1.8h | Avg: 2.8s/test | Remaining: 2358 tests
[2025-11-25T08:55:18.582084] [INFO ] [CONFIGURE ] C: Testing feature 23/29: add_recent_range_context
[2025-11-25T08:55:18.582128] [INFO ] [CONFIGURE ] C: Testing with features: ['add_bollinger_bands', 'add_failed_moves', 'add_recent_range_context']
[2025-11-25T08:55:18.800830] [DEBUG] [FORECASTER] C: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T08:55:19.015595] [DEBUG] [FORECASTER] C: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T08:55:19.230863] [DEBUG] [FORECASTER] C: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T08:55:19.448120] [DEBUG] [FORECASTER] C: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T08:55:19.663531] [DEBUG] [FORECASTER] C: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T08:55:19.895839] [DEBUG] [FORECASTER] C: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T08:55:20.131015] [DEBUG] [FORECASTER] C: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T08:55:20.365531] [DEBUG] [FORECASTER] C: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T08:55:20.596889] [DEBUG] [FORECASTER] C: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T08:55:20.824842] [DEBUG] [FORECASTER] C: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T08:55:20.825028] [INFO ] [CONFIGURE ] C: DISCARDED add_recent_range_context (score: 70.00%)
[2025-11-25T08:55:20.825087] [INFO ] [CONFIGURE ] JOB ETA: 1.8h | Avg: 2.8s/test | Remaining: 2357 tests
[2025-11-25T08:55:20.825134] [INFO ] [CONFIGURE ] C: Testing feature 24/29: add_rsi
[2025-11-25T08:55:20.825179] [INFO ] [CONFIGURE ] C: Testing with features: ['add_bollinger_bands', 'add_failed_moves', 'add_ema', 'add_rsi']
[2025-11-25T08:55:21.106425] [DEBUG] [FORECASTER] C: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T08:55:21.383291] [DEBUG] [FORECASTER] C: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T08:55:21.663582] [DEBUG] [FORECASTER] C: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T08:55:21.948544] [DEBUG] [FORECASTER] C: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T08:55:22.230662] [DEBUG] [FORECASTER] C: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T08:55:22.505984] [DEBUG] [FORECASTER] C: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T08:55:22.786427] [DEBUG] [FORECASTER] C: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T08:55:23.066885] [DEBUG] [FORECASTER] C: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T08:55:23.347821] [DEBUG] [FORECASTER] C: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T08:55:23.643050] [DEBUG] [FORECASTER] C: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T08:55:23.643295] [INFO ] [CONFIGURE ] C: DISCARDED add_rsi (score: 80.00%)
[2025-11-25T08:55:23.643358] [INFO ] [CONFIGURE ] JOB ETA: 1.8h | Avg: 2.8s/test | Remaining: 2356 tests
[2025-11-25T08:55:23.643408] [INFO ] [CONFIGURE ] C: Testing feature 25/29: add_tick_distribution
[2025-11-25T08:55:23.643454] [INFO ] [CONFIGURE ] C: Testing with features: ['add_bollinger_bands', 'add_failed_moves', 'add_tick_distribution']
[2025-11-25T08:55:23.889718] [DEBUG] [FORECASTER] C: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T08:55:24.120831] [DEBUG] [FORECASTER] C: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T08:55:24.352427] [DEBUG] [FORECASTER] C: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T08:55:24.572060] [DEBUG] [FORECASTER] C: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T08:55:24.795452] [DEBUG] [FORECASTER] C: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T08:55:25.013158] [DEBUG] [FORECASTER] C: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T08:55:25.236218] [DEBUG] [FORECASTER] C: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T08:55:25.461194] [DEBUG] [FORECASTER] C: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T08:55:25.689930] [DEBUG] [FORECASTER] C: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T08:55:25.923684] [DEBUG] [FORECASTER] C: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T08:55:25.923852] [INFO ] [CONFIGURE ] C: DISCARDED add_tick_distribution (score: 80.00%)
[2025-11-25T08:55:25.923911] [INFO ] [CONFIGURE ] JOB ETA: 1.8h | Avg: 2.8s/test | Remaining: 2355 tests
[2025-11-25T08:55:25.923956] [INFO ] [CONFIGURE ] C: Testing feature 26/29: add_volume_momentum_confirmation
[2025-11-25T08:55:25.923999] [INFO ] [CONFIGURE ] C: Testing with features: ['add_bollinger_bands', 'add_failed_moves', 'add_volume_momentum_confirmation']
[2025-11-25T08:55:26.155554] [DEBUG] [FORECASTER] C: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T08:55:26.389685] [DEBUG] [FORECASTER] C: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T08:55:26.621616] [DEBUG] [FORECASTER] C: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T08:55:26.858675] [DEBUG] [FORECASTER] C: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T08:55:27.098063] [DEBUG] [FORECASTER] C: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T08:55:27.339830] [DEBUG] [FORECASTER] C: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T08:55:27.587954] [DEBUG] [FORECASTER] C: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T08:55:27.835263] [DEBUG] [FORECASTER] C: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T08:55:28.087068] [DEBUG] [FORECASTER] C: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T08:55:28.318759] [DEBUG] [FORECASTER] C: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T08:55:28.318925] [INFO ] [CONFIGURE ] C: DISCARDED add_volume_momentum_confirmation (score: 60.00%)
[2025-11-25T08:55:28.318981] [INFO ] [CONFIGURE ] JOB ETA: 1.8h | Avg: 2.8s/test | Remaining: 2354 tests
[2025-11-25T08:55:28.319030] [INFO ] [CONFIGURE ] C: Testing feature 27/29: add_volume_price_divergence
[2025-11-25T08:55:28.319074] [INFO ] [CONFIGURE ] C: Testing with features: ['add_bollinger_bands', 'add_failed_moves', 'add_volume_price_divergence']
[2025-11-25T08:55:28.554565] [DEBUG] [FORECASTER] C: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T08:55:28.805542] [DEBUG] [FORECASTER] C: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T08:55:29.041132] [DEBUG] [FORECASTER] C: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T08:55:29.281006] [DEBUG] [FORECASTER] C: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T08:55:29.529469] [DEBUG] [FORECASTER] C: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T08:55:29.775831] [DEBUG] [FORECASTER] C: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T08:55:30.017396] [DEBUG] [FORECASTER] C: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T08:55:30.267587] [DEBUG] [FORECASTER] C: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T08:55:30.519177] [DEBUG] [FORECASTER] C: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T08:55:30.764430] [DEBUG] [FORECASTER] C: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T08:55:30.764599] [INFO ] [CONFIGURE ] C: DISCARDED add_volume_price_divergence (score: 60.00%)
[2025-11-25T08:55:30.764674] [INFO ] [CONFIGURE ] JOB ETA: 1.8h | Avg: 2.8s/test | Remaining: 2353 tests
[2025-11-25T08:55:30.764723] [INFO ] [CONFIGURE ] C: Testing feature 28/29: add_volume_profile
[2025-11-25T08:55:30.764766] [INFO ] [CONFIGURE ] C: Testing with features: ['add_bollinger_bands', 'add_failed_moves', 'add_volume_profile']
[2025-11-25T08:55:30.999144] [DEBUG] [FORECASTER] C: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T08:55:31.234820] [DEBUG] [FORECASTER] C: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T08:55:31.466553] [DEBUG] [FORECASTER] C: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T08:55:31.699670] [DEBUG] [FORECASTER] C: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T08:55:31.935593] [DEBUG] [FORECASTER] C: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T08:55:32.177632] [DEBUG] [FORECASTER] C: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T08:55:32.412867] [DEBUG] [FORECASTER] C: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T08:55:32.647603] [DEBUG] [FORECASTER] C: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T08:55:32.886126] [DEBUG] [FORECASTER] C: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T08:55:33.135338] [DEBUG] [FORECASTER] C: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T08:55:33.135480] [INFO ] [CONFIGURE ] C: DISCARDED add_volume_profile (score: 70.00%)
[2025-11-25T08:55:33.135539] [INFO ] [CONFIGURE ] JOB ETA: 1.8h | Avg: 2.8s/test | Remaining: 2352 tests
[2025-11-25T08:55:33.135584] [INFO ] [CONFIGURE ] C: Testing feature 29/29: add_vwap
[2025-11-25T08:55:33.135628] [INFO ] [CONFIGURE ] C: Testing with features: ['add_bollinger_bands', 'add_failed_moves', 'add_vwap']
[2025-11-25T08:55:33.370868] [DEBUG] [FORECASTER] C: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T08:55:33.607566] [DEBUG] [FORECASTER] C: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T08:55:33.847419] [DEBUG] [FORECASTER] C: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T08:55:34.087061] [DEBUG] [FORECASTER] C: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T08:55:34.326109] [DEBUG] [FORECASTER] C: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T08:55:34.590421] [DEBUG] [FORECASTER] C: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T08:55:34.845971] [DEBUG] [FORECASTER] C: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T08:55:35.107793] [DEBUG] [FORECASTER] C: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T08:55:35.361905] [DEBUG] [FORECASTER] C: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T08:55:35.619375] [DEBUG] [FORECASTER] C: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T08:55:35.619572] [INFO ] [CONFIGURE ] C: DISCARDED add_vwap (score: 70.00%)
[2025-11-25T08:55:35.619631] [INFO ] [CONFIGURE ] JOB ETA: 1.8h | Avg: 2.8s/test | Remaining: 2351 tests
[2025-11-25T08:55:35.619699] [INFO ] [CONFIGURE ] C: ===== FEATURE SELECTION COMPLETE =====
[2025-11-25T08:55:35.619761] [INFO ] [CONFIGURE ] C: Best accuracy: 90.00%
[2025-11-25T08:55:35.619806] [INFO ] [CONFIGURE ] C: Best feature set (2 features): ['add_bollinger_bands', 'add_failed_moves']
[2025-11-25T08:55:35.619846] [INFO ] [CONFIGURE ] C: Improvement over baseline: 40.00%
[2025-11-25T08:55:35.619883] [INFO ] [CONFIGURE ] C: Total time: 1.2 minutes
[2025-11-25T08:55:35.619921] [INFO ] [CONFIGURE ] C: Average time per feature: 2.6 seconds
[2025-11-25T08:55:35.619959] [INFO ] [CONFIGURE ] C: Average speed: 0.39 features/sec
[2025-11-25T08:55:35.620334] [INFO ] [LOCAL     ] Saved configuration for C: 2 features, 90.00% accuracy -> ./output/feature-sets/C.json
[2025-11-25T08:55:35.620392] [INFO ] [CONFIGURE ] C: Configuration saved successfully: 2 features, 90.00% accuracy.
[2025-11-25T08:55:35.620441] [INFO ] [sig       ] [84/164] Successfully configured C | 0.01 sym/s | Total: 1.9h | ETA: 1.8h
[2025-11-25T08:55:35.620487] [INFO ] [sig       ] [85/164] Configuring CAAP...
[2025-11-25T08:55:35.620526] [INFO ] [CONFIGURE ] CAAP: Configurate test run.
[2025-11-25T08:55:35.620567] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CAAP' from 'https://tdm.silogroup.org/data/derivative_storage/CAAP.csv'.
[2025-11-25T08:55:35.633261] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'CAAP'.
[2025-11-25T08:55:35.633581] [INFO ] [CONFIGURE ] CAAP: Testing with 29 available features
[2025-11-25T08:55:35.633663] [INFO ] [CONFIGURE ] CAAP: Establishing baseline with no features...
[2025-11-25T08:55:35.815783] [DEBUG] [FORECASTER] CAAP: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T08:55:36.000846] [DEBUG] [FORECASTER] CAAP: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T08:55:36.188452] [DEBUG] [FORECASTER] CAAP: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T08:55:36.372992] [DEBUG] [FORECASTER] CAAP: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1
[2025-11-25T08:55:36.556594] [DEBUG] [FORECASTER] CAAP: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T08:55:36.760301] [DEBUG] [FORECASTER] CAAP: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T08:55:36.947618] [DEBUG] [FORECASTER] CAAP: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T08:55:37.134366] [DEBUG] [FORECASTER] CAAP: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T08:55:37.331370] [DEBUG] [FORECASTER] CAAP: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T08:55:37.525564] [DEBUG] [FORECASTER] CAAP: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T08:55:37.525750] [INFO ] [CONFIGURE ] CAAP: Baseline score (no features): 70.00%
[2025-11-25T08:55:37.525809] [INFO ] [CONFIGURE ] CAAP: Testing feature 1/29: add_bollinger_bands
[2025-11-25T08:55:37.525848] [INFO ] [CONFIGURE ] CAAP: Testing with features: ['add_bollinger_bands']
[2025-11-25T08:55:37.749903] [DEBUG] [FORECASTER] CAAP: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T08:55:37.989627] [DEBUG] [FORECASTER] CAAP: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T08:55:38.229978] [DEBUG] [FORECASTER] CAAP: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T08:55:38.453320] [DEBUG] [FORECASTER] CAAP: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1
[2025-11-25T08:55:38.673611] [DEBUG] [FORECASTER] CAAP: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T08:55:38.889483] [DEBUG] [FORECASTER] CAAP: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T08:55:39.103383] [DEBUG] [FORECASTER] CAAP: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T08:55:39.316447] [DEBUG] [FORECASTER] CAAP: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T08:55:39.527838] [DEBUG] [FORECASTER] CAAP: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T08:55:39.739059] [DEBUG] [FORECASTER] CAAP: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T08:55:39.739263] [INFO ] [CONFIGURE ] CAAP: DISCARDED add_bollinger_bands (score: 50.00%)
[2025-11-25T08:55:39.739314] [INFO ] [CONFIGURE ] JOB ETA: 1.8h | Avg: 2.8s/test | Remaining: 2350 tests
[2025-11-25T08:55:39.739352] [INFO ] [CONFIGURE ] CAAP: Testing feature 2/29: add_cumulative_delta
[2025-11-25T08:55:39.739388] [INFO ] [CONFIGURE ] CAAP: Testing with features: ['add_cumulative_delta']
[2025-11-25T08:55:39.949859] [DEBUG] [FORECASTER] CAAP: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T08:55:40.173762] [DEBUG] [FORECASTER] CAAP: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T08:55:40.385231] [DEBUG] [FORECASTER] CAAP: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T08:55:40.596384] [DEBUG] [FORECASTER] CAAP: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1
[2025-11-25T08:55:40.823468] [DEBUG] [FORECASTER] CAAP: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T08:55:41.039631] [DEBUG] [FORECASTER] CAAP: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T08:55:41.252389] [DEBUG] [FORECASTER] CAAP: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T08:55:41.467423] [DEBUG] [FORECASTER] CAAP: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T08:55:41.679426] [DEBUG] [FORECASTER] CAAP: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T08:55:41.892814] [DEBUG] [FORECASTER] CAAP: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T08:55:41.892999] [INFO ] [CONFIGURE ] CAAP: DISCARDED add_cumulative_delta (score: 40.00%)
[2025-11-25T08:55:41.893048] [INFO ] [CONFIGURE ] JOB ETA: 1.8h | Avg: 2.8s/test | Remaining: 2349 tests
[2025-11-25T08:55:41.893087] [INFO ] [CONFIGURE ] CAAP: Testing feature 3/29: add_daily_returns
[2025-11-25T08:55:41.893130] [INFO ] [CONFIGURE ] CAAP: Testing with features: ['add_daily_returns']
[2025-11-25T08:55:42.083589] [DEBUG] [FORECASTER] CAAP: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T08:55:42.270406] [DEBUG] [FORECASTER] CAAP: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T08:55:42.457894] [DEBUG] [FORECASTER] CAAP: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T08:55:42.647019] [DEBUG] [FORECASTER] CAAP: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1
[2025-11-25T08:55:42.838163] [DEBUG] [FORECASTER] CAAP: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T08:55:43.033038] [DEBUG] [FORECASTER] CAAP: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T08:55:43.222504] [DEBUG] [FORECASTER] CAAP: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T08:55:43.417291] [DEBUG] [FORECASTER] CAAP: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T08:55:43.612566] [DEBUG] [FORECASTER] CAAP: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T08:55:43.811166] [DEBUG] [FORECASTER] CAAP: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T08:55:43.811337] [INFO ] [CONFIGURE ] CAAP: DISCARDED add_daily_returns (score: 40.00%)
[2025-11-25T08:55:43.811387] [INFO ] [CONFIGURE ] JOB ETA: 1.8h | Avg: 2.8s/test | Remaining: 2348 tests
[2025-11-25T08:55:43.811427] [INFO ] [CONFIGURE ] CAAP: Testing feature 4/29: add_ema
[2025-11-25T08:55:43.811463] [INFO ] [CONFIGURE ] CAAP: Testing with features: ['add_ema']
[2025-11-25T08:55:44.033269] [DEBUG] [FORECASTER] CAAP: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T08:55:44.257968] [DEBUG] [FORECASTER] CAAP: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T08:55:44.484017] [DEBUG] [FORECASTER] CAAP: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T08:55:44.702574] [DEBUG] [FORECASTER] CAAP: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-25T08:55:44.922963] [DEBUG] [FORECASTER] CAAP: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T08:55:45.142721] [DEBUG] [FORECASTER] CAAP: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T08:55:45.359004] [DEBUG] [FORECASTER] CAAP: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T08:55:45.586706] [DEBUG] [FORECASTER] CAAP: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T08:55:45.829497] [DEBUG] [FORECASTER] CAAP: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T08:55:46.073701] [DEBUG] [FORECASTER] CAAP: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T08:55:46.074038] [INFO ] [CONFIGURE ] CAAP: DISCARDED add_ema (score: 40.00%)
[2025-11-25T08:55:46.074156] [INFO ] [CONFIGURE ] JOB ETA: 1.8h | Avg: 2.8s/test | Remaining: 2347 tests
[2025-11-25T08:55:46.074263] [INFO ] [CONFIGURE ] CAAP: Testing feature 5/29: add_exhaustion_signals
[2025-11-25T08:55:46.074366] [INFO ] [CONFIGURE ] CAAP: Testing with features: ['add_vwap', 'add_exhaustion_signals']
[2025-11-25T08:55:46.316065] [DEBUG] [FORECASTER] CAAP: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T08:55:46.562719] [DEBUG] [FORECASTER] CAAP: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T08:55:46.790313] [DEBUG] [FORECASTER] CAAP: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T08:55:47.063808] [DEBUG] [FORECASTER] CAAP: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1
[2025-11-25T08:55:47.306880] [DEBUG] [FORECASTER] CAAP: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T08:55:47.551184] [DEBUG] [FORECASTER] CAAP: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T08:55:47.791543] [DEBUG] [FORECASTER] CAAP: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T08:55:48.025274] [DEBUG] [FORECASTER] CAAP: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T08:55:48.283221] [DEBUG] [FORECASTER] CAAP: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T08:55:48.523827] [DEBUG] [FORECASTER] CAAP: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T08:55:48.524014] [INFO ] [CONFIGURE ] CAAP: DISCARDED add_exhaustion_signals (score: 40.00%)
[2025-11-25T08:55:48.524074] [INFO ] [CONFIGURE ] JOB ETA: 1.8h | Avg: 2.8s/test | Remaining: 2346 tests
[2025-11-25T08:55:48.524124] [INFO ] [CONFIGURE ] CAAP: Testing feature 6/29: add_failed_moves
[2025-11-25T08:55:48.524167] [INFO ] [CONFIGURE ] CAAP: Testing with features: ['add_failed_moves']
[2025-11-25T08:55:48.706281] [DEBUG] [FORECASTER] CAAP: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T08:55:48.888370] [DEBUG] [FORECASTER] CAAP: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T08:55:49.075286] [DEBUG] [FORECASTER] CAAP: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T08:55:49.260381] [DEBUG] [FORECASTER] CAAP: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1
[2025-11-25T08:55:49.447235] [DEBUG] [FORECASTER] CAAP: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T08:55:49.630616] [DEBUG] [FORECASTER] CAAP: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T08:55:49.815724] [DEBUG] [FORECASTER] CAAP: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T08:55:50.003154] [DEBUG] [FORECASTER] CAAP: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T08:55:50.203021] [DEBUG] [FORECASTER] CAAP: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T08:55:50.393668] [DEBUG] [FORECASTER] CAAP: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T08:55:50.393835] [INFO ] [CONFIGURE ] CAAP: DISCARDED add_failed_moves (score: 30.00%)
[2025-11-25T08:55:50.393884] [INFO ] [CONFIGURE ] JOB ETA: 1.8h | Avg: 2.8s/test | Remaining: 2345 tests
[2025-11-25T08:55:50.393922] [INFO ] [CONFIGURE ] CAAP: Testing feature 7/29: add_lag_shelf
[2025-11-25T08:55:50.393980] [INFO ] [CONFIGURE ] CAAP: Testing with features: ['add_lag_shelf']
[2025-11-25T08:55:50.557228] [DEBUG] [FORECASTER] CAAP: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T08:55:50.730421] [DEBUG] [FORECASTER] CAAP: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T08:55:50.901044] [DEBUG] [FORECASTER] CAAP: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T08:55:51.073049] [DEBUG] [FORECASTER] CAAP: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1
[2025-11-25T08:55:51.248417] [DEBUG] [FORECASTER] CAAP: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T08:55:51.429396] [DEBUG] [FORECASTER] CAAP: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T08:55:51.611140] [DEBUG] [FORECASTER] CAAP: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T08:55:51.787582] [DEBUG] [FORECASTER] CAAP: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T08:55:51.965974] [DEBUG] [FORECASTER] CAAP: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T08:55:52.140470] [DEBUG] [FORECASTER] CAAP: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T08:55:52.140635] [INFO ] [CONFIGURE ] CAAP: DISCARDED add_lag_shelf (score: 70.00%)
[2025-11-25T08:55:52.140708] [INFO ] [CONFIGURE ] JOB ETA: 1.8h | Avg: 2.8s/test | Remaining: 2344 tests
[2025-11-25T08:55:52.140773] [INFO ] [CONFIGURE ] CAAP: Testing feature 8/29: add_macd
[2025-11-25T08:55:52.140822] [INFO ] [CONFIGURE ] CAAP: Testing with features: ['add_vwap', 'add_macd']
[2025-11-25T08:55:52.402810] [DEBUG] [FORECASTER] CAAP: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T08:55:52.673950] [DEBUG] [FORECASTER] CAAP: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T08:55:52.969358] [DEBUG] [FORECASTER] CAAP: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T08:55:53.246795] [DEBUG] [FORECASTER] CAAP: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1
[2025-11-25T08:55:53.524740] [DEBUG] [FORECASTER] CAAP: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T08:55:53.806795] [DEBUG] [FORECASTER] CAAP: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T08:55:54.100341] [DEBUG] [FORECASTER] CAAP: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T08:55:54.404451] [DEBUG] [FORECASTER] CAAP: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T08:55:54.682583] [DEBUG] [FORECASTER] CAAP: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T08:55:54.957271] [DEBUG] [FORECASTER] CAAP: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T08:55:54.957459] [INFO ] [CONFIGURE ] CAAP: DISCARDED add_macd (score: 40.00%)
[2025-11-25T08:55:54.957520] [INFO ] [CONFIGURE ] JOB ETA: 1.8h | Avg: 2.8s/test | Remaining: 2343 tests
[2025-11-25T08:55:54.957569] [INFO ] [CONFIGURE ] CAAP: Testing feature 9/29: add_mfi
[2025-11-25T08:55:54.957614] [INFO ] [CONFIGURE ] CAAP: Testing with features: ['add_mfi']
[2025-11-25T08:55:55.145769] [DEBUG] [FORECASTER] CAAP: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T08:55:55.329866] [DEBUG] [FORECASTER] CAAP: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T08:55:55.518013] [DEBUG] [FORECASTER] CAAP: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T08:55:55.705853] [DEBUG] [FORECASTER] CAAP: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1
[2025-11-25T08:55:55.892794] [DEBUG] [FORECASTER] CAAP: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T08:55:56.100539] [DEBUG] [FORECASTER] CAAP: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T08:55:56.284820] [DEBUG] [FORECASTER] CAAP: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T08:55:56.472196] [DEBUG] [FORECASTER] CAAP: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T08:55:56.659406] [DEBUG] [FORECASTER] CAAP: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T08:55:56.853854] [DEBUG] [FORECASTER] CAAP: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T08:55:56.854033] [INFO ] [CONFIGURE ] CAAP: DISCARDED add_mfi (score: 50.00%)
[2025-11-25T08:55:56.854083] [INFO ] [CONFIGURE ] JOB ETA: 1.8h | Avg: 2.8s/test | Remaining: 2342 tests
[2025-11-25T08:55:56.854122] [INFO ] [CONFIGURE ] CAAP: Testing feature 10/29: add_momentum_acceleration
[2025-11-25T08:55:56.854158] [INFO ] [CONFIGURE ] CAAP: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-11-25T08:55:57.123344] [DEBUG] [FORECASTER] CAAP: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T08:55:57.405454] [DEBUG] [FORECASTER] CAAP: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T08:55:57.677509] [DEBUG] [FORECASTER] CAAP: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T08:55:57.953545] [DEBUG] [FORECASTER] CAAP: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1
[2025-11-25T08:55:58.230623] [DEBUG] [FORECASTER] CAAP: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T08:55:58.505614] [DEBUG] [FORECASTER] CAAP: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T08:55:58.785710] [DEBUG] [FORECASTER] CAAP: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T08:55:59.058726] [DEBUG] [FORECASTER] CAAP: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T08:55:59.347703] [DEBUG] [FORECASTER] CAAP: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T08:55:59.635683] [DEBUG] [FORECASTER] CAAP: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T08:55:59.635900] [INFO ] [CONFIGURE ] CAAP: DISCARDED add_momentum_acceleration (score: 40.00%)
[2025-11-25T08:55:59.635972] [INFO ] [CONFIGURE ] JOB ETA: 1.8h | Avg: 2.8s/test | Remaining: 2341 tests
[2025-11-25T08:55:59.636031] [INFO ] [CONFIGURE ] CAAP: Testing feature 11/29: add_obv_daily
[2025-11-25T08:55:59.636085] [INFO ] [CONFIGURE ] CAAP: Testing with features: ['add_obv_daily']
[2025-11-25T08:55:59.826616] [DEBUG] [FORECASTER] CAAP: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T08:56:00.015881] [DEBUG] [FORECASTER] CAAP: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T08:56:00.254814] [DEBUG] [FORECASTER] CAAP: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T08:56:01.054679] [DEBUG] [FORECASTER] CAAP: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-25T08:56:01.336897] [DEBUG] [FORECASTER] CAAP: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T08:56:01.542036] [DEBUG] [FORECASTER] CAAP: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T08:56:01.742245] [DEBUG] [FORECASTER] CAAP: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T08:56:01.935144] [DEBUG] [FORECASTER] CAAP: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T08:56:02.128189] [DEBUG] [FORECASTER] CAAP: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T08:56:02.323596] [DEBUG] [FORECASTER] CAAP: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T08:56:02.323796] [INFO ] [CONFIGURE ] CAAP: DISCARDED add_obv_daily (score: 60.00%)
[2025-11-25T08:56:02.323847] [INFO ] [CONFIGURE ] JOB ETA: 1.8h | Avg: 2.8s/test | Remaining: 2340 tests
[2025-11-25T08:56:02.323888] [INFO ] [CONFIGURE ] CAAP: Testing feature 12/29: add_obv_interval
[2025-11-25T08:56:02.323926] [INFO ] [CONFIGURE ] CAAP: Testing with features: ['add_obv_interval']
[2025-11-25T08:56:02.512910] [DEBUG] [FORECASTER] CAAP: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T08:56:02.706023] [DEBUG] [FORECASTER] CAAP: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T08:56:02.894475] [DEBUG] [FORECASTER] CAAP: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T08:56:03.100877] [DEBUG] [FORECASTER] CAAP: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1
[2025-11-25T08:56:03.302300] [DEBUG] [FORECASTER] CAAP: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T08:56:03.502617] [DEBUG] [FORECASTER] CAAP: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T08:56:03.704054] [DEBUG] [FORECASTER] CAAP: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T08:56:03.894428] [DEBUG] [FORECASTER] CAAP: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T08:56:04.084429] [DEBUG] [FORECASTER] CAAP: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T08:56:04.280500] [DEBUG] [FORECASTER] CAAP: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T08:56:04.280690] [INFO ] [CONFIGURE ] CAAP: DISCARDED add_obv_interval (score: 40.00%)
[2025-11-25T08:56:04.280794] [INFO ] [CONFIGURE ] JOB ETA: 1.8h | Avg: 2.8s/test | Remaining: 2339 tests
[2025-11-25T08:56:04.280862] [INFO ] [CONFIGURE ] CAAP: Testing feature 13/29: add_opening_strength
[2025-11-25T08:56:04.280913] [INFO ] [CONFIGURE ] CAAP: Testing with features: ['add_daily_returns', 'add_opening_strength']
[2025-11-25T08:56:04.494933] [DEBUG] [FORECASTER] CAAP: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T08:56:04.705292] [DEBUG] [FORECASTER] CAAP: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T08:56:04.915825] [DEBUG] [FORECASTER] CAAP: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T08:56:05.126031] [DEBUG] [FORECASTER] CAAP: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1
[2025-11-25T08:56:05.339379] [DEBUG] [FORECASTER] CAAP: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T08:56:05.548624] [DEBUG] [FORECASTER] CAAP: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T08:56:05.755985] [DEBUG] [FORECASTER] CAAP: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T08:56:05.963511] [DEBUG] [FORECASTER] CAAP: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T08:56:06.174729] [DEBUG] [FORECASTER] CAAP: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T08:56:06.383457] [DEBUG] [FORECASTER] CAAP: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T08:56:06.383781] [INFO ] [CONFIGURE ] CAAP: DISCARDED add_opening_strength (score: 50.00%)
[2025-11-25T08:56:06.383901] [INFO ] [CONFIGURE ] JOB ETA: 1.8h | Avg: 2.8s/test | Remaining: 2338 tests
[2025-11-25T08:56:06.384012] [INFO ] [CONFIGURE ] CAAP: Testing feature 14/29: add_order_flow_imbalance
[2025-11-25T08:56:06.384123] [INFO ] [CONFIGURE ] CAAP: Testing with features: ['add_order_flow_imbalance']
[2025-11-25T08:56:06.588973] [DEBUG] [FORECASTER] CAAP: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T08:56:06.793888] [DEBUG] [FORECASTER] CAAP: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T08:56:07.000600] [DEBUG] [FORECASTER] CAAP: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T08:56:07.201839] [DEBUG] [FORECASTER] CAAP: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1
[2025-11-25T08:56:07.405790] [DEBUG] [FORECASTER] CAAP: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T08:56:07.606731] [DEBUG] [FORECASTER] CAAP: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T08:56:07.811179] [DEBUG] [FORECASTER] CAAP: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T08:56:08.013331] [DEBUG] [FORECASTER] CAAP: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T08:56:08.221780] [DEBUG] [FORECASTER] CAAP: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T08:56:08.425105] [DEBUG] [FORECASTER] CAAP: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T08:56:08.425358] [INFO ] [CONFIGURE ] CAAP: DISCARDED add_order_flow_imbalance (score: 60.00%)
[2025-11-25T08:56:08.425562] [INFO ] [CONFIGURE ] JOB ETA: 1.8h | Avg: 2.8s/test | Remaining: 2337 tests
[2025-11-25T08:56:08.425692] [INFO ] [CONFIGURE ] CAAP: Testing feature 15/29: add_pbf_morning_momentum
[2025-11-25T08:56:08.425801] [INFO ] [CONFIGURE ] CAAP: Testing with features: ['add_pbf_morning_momentum']
[2025-11-25T08:56:08.594347] [DEBUG] [FORECASTER] CAAP: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T08:56:08.770333] [DEBUG] [FORECASTER] CAAP: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T08:56:08.974571] [DEBUG] [FORECASTER] CAAP: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T08:56:09.211400] [DEBUG] [FORECASTER] CAAP: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1
[2025-11-25T08:56:09.454042] [DEBUG] [FORECASTER] CAAP: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T08:56:09.699111] [DEBUG] [FORECASTER] CAAP: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T08:56:09.890532] [DEBUG] [FORECASTER] CAAP: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T08:56:10.086181] [DEBUG] [FORECASTER] CAAP: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T08:56:10.282035] [DEBUG] [FORECASTER] CAAP: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T08:56:10.455228] [DEBUG] [FORECASTER] CAAP: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T08:56:10.455397] [INFO ] [CONFIGURE ] CAAP: DISCARDED add_pbf_morning_momentum (score: 20.00%)
[2025-11-25T08:56:10.455444] [INFO ] [CONFIGURE ] JOB ETA: 1.8h | Avg: 2.8s/test | Remaining: 2336 tests
[2025-11-25T08:56:10.455483] [INFO ] [CONFIGURE ] CAAP: Testing feature 16/29: add_pbf_overnight_gap
[2025-11-25T08:56:10.455521] [INFO ] [CONFIGURE ] CAAP: Testing with features: ['add_pbf_overnight_gap']
[2025-11-25T08:56:10.644487] [DEBUG] [FORECASTER] CAAP: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T08:56:10.837448] [DEBUG] [FORECASTER] CAAP: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T08:56:11.029916] [DEBUG] [FORECASTER] CAAP: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T08:56:11.232340] [DEBUG] [FORECASTER] CAAP: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1
[2025-11-25T08:56:11.440022] [DEBUG] [FORECASTER] CAAP: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T08:56:11.644551] [DEBUG] [FORECASTER] CAAP: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T08:56:11.854000] [DEBUG] [FORECASTER] CAAP: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T08:56:12.040522] [DEBUG] [FORECASTER] CAAP: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T08:56:12.227362] [DEBUG] [FORECASTER] CAAP: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T08:56:12.417918] [DEBUG] [FORECASTER] CAAP: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T08:56:12.418098] [INFO ] [CONFIGURE ] CAAP: DISCARDED add_pbf_overnight_gap (score: 60.00%)
[2025-11-25T08:56:12.418147] [INFO ] [CONFIGURE ] JOB ETA: 1.8h | Avg: 2.8s/test | Remaining: 2335 tests
[2025-11-25T08:56:12.418187] [INFO ] [CONFIGURE ] CAAP: Testing feature 17/29: add_pbf_return_2d
[2025-11-25T08:56:12.418223] [INFO ] [CONFIGURE ] CAAP: Testing with features: ['add_pbf_return_2d']
[2025-11-25T08:56:12.613984] [DEBUG] [FORECASTER] CAAP: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T08:56:12.810294] [DEBUG] [FORECASTER] CAAP: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T08:56:13.011254] [DEBUG] [FORECASTER] CAAP: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T08:56:13.207633] [DEBUG] [FORECASTER] CAAP: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1
[2025-11-25T08:56:13.403935] [DEBUG] [FORECASTER] CAAP: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T08:56:13.605611] [DEBUG] [FORECASTER] CAAP: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T08:56:13.807600] [DEBUG] [FORECASTER] CAAP: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T08:56:14.008793] [DEBUG] [FORECASTER] CAAP: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T08:56:14.213995] [DEBUG] [FORECASTER] CAAP: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T08:56:14.418440] [DEBUG] [FORECASTER] CAAP: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T08:56:14.418610] [INFO ] [CONFIGURE ] CAAP: DISCARDED add_pbf_return_2d (score: 50.00%)
[2025-11-25T08:56:14.418677] [INFO ] [CONFIGURE ] JOB ETA: 1.8h | Avg: 2.8s/test | Remaining: 2334 tests
[2025-11-25T08:56:14.418744] [INFO ] [CONFIGURE ] CAAP: Testing feature 18/29: add_pbf_volatility_5d
[2025-11-25T08:56:14.418793] [INFO ] [CONFIGURE ] CAAP: Testing with features: ['add_pbf_volatility_5d']
[2025-11-25T08:56:14.588921] [DEBUG] [FORECASTER] CAAP: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T08:56:14.764730] [DEBUG] [FORECASTER] CAAP: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T08:56:14.940052] [DEBUG] [FORECASTER] CAAP: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T08:56:15.112226] [DEBUG] [FORECASTER] CAAP: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1
[2025-11-25T08:56:15.292880] [DEBUG] [FORECASTER] CAAP: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T08:56:15.483108] [DEBUG] [FORECASTER] CAAP: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T08:56:15.672250] [DEBUG] [FORECASTER] CAAP: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T08:56:15.848085] [DEBUG] [FORECASTER] CAAP: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T08:56:16.033687] [DEBUG] [FORECASTER] CAAP: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T08:56:16.226389] [DEBUG] [FORECASTER] CAAP: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T08:56:16.226591] [INFO ] [CONFIGURE ] CAAP: DISCARDED add_pbf_volatility_5d (score: 40.00%)
[2025-11-25T08:56:16.226663] [INFO ] [CONFIGURE ] JOB ETA: 1.8h | Avg: 2.8s/test | Remaining: 2333 tests
[2025-11-25T08:56:16.226734] [INFO ] [CONFIGURE ] CAAP: Testing feature 19/29: add_pbf_vs_sma_5
[2025-11-25T08:56:16.226786] [INFO ] [CONFIGURE ] CAAP: Testing with features: ['add_pbf_vs_sma_5']
[2025-11-25T08:56:16.406153] [DEBUG] [FORECASTER] CAAP: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T08:56:16.584389] [DEBUG] [FORECASTER] CAAP: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T08:56:16.760525] [DEBUG] [FORECASTER] CAAP: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T08:56:16.943049] [DEBUG] [FORECASTER] CAAP: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1
[2025-11-25T08:56:17.159316] [DEBUG] [FORECASTER] CAAP: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T08:56:17.342154] [DEBUG] [FORECASTER] CAAP: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T08:56:17.520741] [DEBUG] [FORECASTER] CAAP: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T08:56:17.698554] [DEBUG] [FORECASTER] CAAP: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T08:56:17.878278] [DEBUG] [FORECASTER] CAAP: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T08:56:18.063411] [DEBUG] [FORECASTER] CAAP: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T08:56:18.063762] [INFO ] [CONFIGURE ] CAAP: DISCARDED add_pbf_vs_sma_5 (score: 60.00%)
[2025-11-25T08:56:18.063879] [INFO ] [CONFIGURE ] JOB ETA: 1.8h | Avg: 2.8s/test | Remaining: 2332 tests
[2025-11-25T08:56:18.063986] [INFO ] [CONFIGURE ] CAAP: Testing feature 20/29: add_price_rejection
[2025-11-25T08:56:18.064090] [INFO ] [CONFIGURE ] CAAP: Testing with features: ['add_price_rejection']
[2025-11-25T08:56:18.271342] [DEBUG] [FORECASTER] CAAP: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T08:56:18.479711] [DEBUG] [FORECASTER] CAAP: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T08:56:18.680731] [DEBUG] [FORECASTER] CAAP: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T08:56:18.879926] [DEBUG] [FORECASTER] CAAP: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1
[2025-11-25T08:56:19.082038] [DEBUG] [FORECASTER] CAAP: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T08:56:19.289751] [DEBUG] [FORECASTER] CAAP: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T08:56:19.494628] [DEBUG] [FORECASTER] CAAP: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T08:56:19.701520] [DEBUG] [FORECASTER] CAAP: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T08:56:19.893869] [DEBUG] [FORECASTER] CAAP: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T08:56:20.085287] [DEBUG] [FORECASTER] CAAP: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T08:56:20.085468] [INFO ] [CONFIGURE ] CAAP: DISCARDED add_price_rejection (score: 40.00%)
[2025-11-25T08:56:20.085517] [INFO ] [CONFIGURE ] JOB ETA: 1.8h | Avg: 2.8s/test | Remaining: 2331 tests
[2025-11-25T08:56:20.085555] [INFO ] [CONFIGURE ] CAAP: Testing feature 21/29: add_range_position
[2025-11-25T08:56:20.085591] [INFO ] [CONFIGURE ] CAAP: Testing with features: ['add_range_position']
[2025-11-25T08:56:20.296137] [DEBUG] [FORECASTER] CAAP: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T08:56:20.510478] [DEBUG] [FORECASTER] CAAP: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T08:56:20.725512] [DEBUG] [FORECASTER] CAAP: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T08:56:20.938093] [DEBUG] [FORECASTER] CAAP: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1
[2025-11-25T08:56:21.154678] [DEBUG] [FORECASTER] CAAP: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T08:56:21.374151] [DEBUG] [FORECASTER] CAAP: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T08:56:21.607765] [DEBUG] [FORECASTER] CAAP: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T08:56:21.836908] [DEBUG] [FORECASTER] CAAP: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T08:56:22.056391] [DEBUG] [FORECASTER] CAAP: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T08:56:22.276701] [DEBUG] [FORECASTER] CAAP: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T08:56:22.277048] [INFO ] [CONFIGURE ] CAAP: DISCARDED add_range_position (score: 40.00%)
[2025-11-25T08:56:22.277136] [INFO ] [CONFIGURE ] JOB ETA: 1.8h | Avg: 2.8s/test | Remaining: 2330 tests
[2025-11-25T08:56:22.277254] [INFO ] [CONFIGURE ] CAAP: Testing feature 22/29: add_realized_volatility
[2025-11-25T08:56:22.277363] [INFO ] [CONFIGURE ] CAAP: Testing with features: ['add_realized_volatility']
[2025-11-25T08:56:22.578494] [DEBUG] [FORECASTER] CAAP: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T08:56:22.892991] [DEBUG] [FORECASTER] CAAP: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T08:56:23.204050] [DEBUG] [FORECASTER] CAAP: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T08:56:23.506180] [DEBUG] [FORECASTER] CAAP: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1
[2025-11-25T08:56:23.811775] [DEBUG] [FORECASTER] CAAP: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T08:56:24.118679] [DEBUG] [FORECASTER] CAAP: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T08:56:24.435146] [DEBUG] [FORECASTER] CAAP: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T08:56:24.739405] [DEBUG] [FORECASTER] CAAP: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T08:56:25.042272] [DEBUG] [FORECASTER] CAAP: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T08:56:25.340321] [DEBUG] [FORECASTER] CAAP: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T08:56:25.340508] [INFO ] [CONFIGURE ] CAAP: DISCARDED add_realized_volatility (score: 40.00%)
[2025-11-25T08:56:25.340568] [INFO ] [CONFIGURE ] JOB ETA: 1.8h | Avg: 2.8s/test | Remaining: 2329 tests
[2025-11-25T08:56:25.340619] [INFO ] [CONFIGURE ] CAAP: Testing feature 23/29: add_recent_range_context
[2025-11-25T08:56:25.340682] [INFO ] [CONFIGURE ] CAAP: Testing with features: ['add_recent_range_context']
[2025-11-25T08:56:25.520867] [DEBUG] [FORECASTER] CAAP: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T08:56:25.702171] [DEBUG] [FORECASTER] CAAP: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T08:56:25.887903] [DEBUG] [FORECASTER] CAAP: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T08:56:26.073155] [DEBUG] [FORECASTER] CAAP: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1
[2025-11-25T08:56:26.262621] [DEBUG] [FORECASTER] CAAP: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T08:56:26.455604] [DEBUG] [FORECASTER] CAAP: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T08:56:26.645290] [DEBUG] [FORECASTER] CAAP: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T08:56:26.835072] [DEBUG] [FORECASTER] CAAP: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T08:56:27.038851] [DEBUG] [FORECASTER] CAAP: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T08:56:27.225092] [DEBUG] [FORECASTER] CAAP: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T08:56:27.225273] [INFO ] [CONFIGURE ] CAAP: DISCARDED add_recent_range_context (score: 30.00%)
[2025-11-25T08:56:27.225324] [INFO ] [CONFIGURE ] JOB ETA: 1.8h | Avg: 2.8s/test | Remaining: 2328 tests
[2025-11-25T08:56:27.225365] [INFO ] [CONFIGURE ] CAAP: Testing feature 24/29: add_rsi
[2025-11-25T08:56:27.225404] [INFO ] [CONFIGURE ] CAAP: Testing with features: ['add_ema', 'add_rsi']
[2025-11-25T08:56:27.455393] [DEBUG] [FORECASTER] CAAP: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T08:56:27.687787] [DEBUG] [FORECASTER] CAAP: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T08:56:27.924534] [DEBUG] [FORECASTER] CAAP: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T08:56:28.175354] [DEBUG] [FORECASTER] CAAP: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-25T08:56:28.421844] [DEBUG] [FORECASTER] CAAP: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T08:56:28.651171] [DEBUG] [FORECASTER] CAAP: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T08:56:28.884067] [DEBUG] [FORECASTER] CAAP: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T08:56:29.115231] [DEBUG] [FORECASTER] CAAP: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T08:56:29.357327] [DEBUG] [FORECASTER] CAAP: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T08:56:29.592497] [DEBUG] [FORECASTER] CAAP: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T08:56:29.592695] [INFO ] [CONFIGURE ] CAAP: DISCARDED add_rsi (score: 50.00%)
[2025-11-25T08:56:29.592755] [INFO ] [CONFIGURE ] JOB ETA: 1.8h | Avg: 2.8s/test | Remaining: 2327 tests
[2025-11-25T08:56:29.592831] [INFO ] [CONFIGURE ] CAAP: Testing feature 25/29: add_tick_distribution
[2025-11-25T08:56:29.592875] [INFO ] [CONFIGURE ] CAAP: Testing with features: ['add_tick_distribution']
[2025-11-25T08:56:29.784414] [DEBUG] [FORECASTER] CAAP: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T08:56:29.965233] [DEBUG] [FORECASTER] CAAP: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T08:56:30.163387] [DEBUG] [FORECASTER] CAAP: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T08:56:30.353349] [DEBUG] [FORECASTER] CAAP: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1
[2025-11-25T08:56:30.537483] [DEBUG] [FORECASTER] CAAP: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T08:56:30.723137] [DEBUG] [FORECASTER] CAAP: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T08:56:30.916128] [DEBUG] [FORECASTER] CAAP: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T08:56:31.113986] [DEBUG] [FORECASTER] CAAP: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T08:56:31.305181] [DEBUG] [FORECASTER] CAAP: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T08:56:31.506855] [DEBUG] [FORECASTER] CAAP: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T08:56:31.507088] [INFO ] [CONFIGURE ] CAAP: DISCARDED add_tick_distribution (score: 50.00%)
[2025-11-25T08:56:31.507177] [INFO ] [CONFIGURE ] JOB ETA: 1.8h | Avg: 2.8s/test | Remaining: 2326 tests
[2025-11-25T08:56:31.507229] [INFO ] [CONFIGURE ] CAAP: Testing feature 26/29: add_volume_momentum_confirmation
[2025-11-25T08:56:31.507276] [INFO ] [CONFIGURE ] CAAP: Testing with features: ['add_volume_momentum_confirmation']
[2025-11-25T08:56:31.693511] [DEBUG] [FORECASTER] CAAP: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T08:56:31.884535] [DEBUG] [FORECASTER] CAAP: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T08:56:32.075605] [DEBUG] [FORECASTER] CAAP: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T08:56:32.264378] [DEBUG] [FORECASTER] CAAP: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1
[2025-11-25T08:56:32.454578] [DEBUG] [FORECASTER] CAAP: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T08:56:32.647440] [DEBUG] [FORECASTER] CAAP: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T08:56:32.849440] [DEBUG] [FORECASTER] CAAP: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T08:56:33.054172] [DEBUG] [FORECASTER] CAAP: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T08:56:33.280048] [DEBUG] [FORECASTER] CAAP: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T08:56:33.521433] [DEBUG] [FORECASTER] CAAP: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T08:56:33.521603] [INFO ] [CONFIGURE ] CAAP: DISCARDED add_volume_momentum_confirmation (score: 50.00%)
[2025-11-25T08:56:33.521672] [INFO ] [CONFIGURE ] JOB ETA: 1.8h | Avg: 2.8s/test | Remaining: 2325 tests
[2025-11-25T08:56:33.521745] [INFO ] [CONFIGURE ] CAAP: Testing feature 27/29: add_volume_price_divergence
[2025-11-25T08:56:33.521828] [INFO ] [CONFIGURE ] CAAP: Testing with features: ['add_volume_price_divergence']
[2025-11-25T08:56:33.785697] [DEBUG] [FORECASTER] CAAP: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T08:56:34.011029] [DEBUG] [FORECASTER] CAAP: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T08:56:34.225242] [DEBUG] [FORECASTER] CAAP: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T08:56:34.442829] [DEBUG] [FORECASTER] CAAP: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1
[2025-11-25T08:56:34.663993] [DEBUG] [FORECASTER] CAAP: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T08:56:34.861791] [DEBUG] [FORECASTER] CAAP: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T08:56:35.062698] [DEBUG] [FORECASTER] CAAP: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T08:56:35.271840] [DEBUG] [FORECASTER] CAAP: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T08:56:35.474711] [DEBUG] [FORECASTER] CAAP: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T08:56:35.679380] [DEBUG] [FORECASTER] CAAP: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T08:56:35.679587] [INFO ] [CONFIGURE ] CAAP: DISCARDED add_volume_price_divergence (score: 70.00%)
[2025-11-25T08:56:35.679636] [INFO ] [CONFIGURE ] JOB ETA: 1.8h | Avg: 2.8s/test | Remaining: 2324 tests
[2025-11-25T08:56:35.679727] [INFO ] [CONFIGURE ] CAAP: Testing feature 28/29: add_volume_profile
[2025-11-25T08:56:35.679777] [INFO ] [CONFIGURE ] CAAP: Testing with features: ['add_volume_profile']
[2025-11-25T08:56:35.870523] [DEBUG] [FORECASTER] CAAP: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T08:56:36.063165] [DEBUG] [FORECASTER] CAAP: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T08:56:36.264940] [DEBUG] [FORECASTER] CAAP: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T08:56:36.457395] [DEBUG] [FORECASTER] CAAP: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1
[2025-11-25T08:56:36.650766] [DEBUG] [FORECASTER] CAAP: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T08:56:36.844158] [DEBUG] [FORECASTER] CAAP: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T08:56:37.038280] [DEBUG] [FORECASTER] CAAP: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T08:56:37.234806] [DEBUG] [FORECASTER] CAAP: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T08:56:37.431136] [DEBUG] [FORECASTER] CAAP: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T08:56:37.628085] [DEBUG] [FORECASTER] CAAP: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T08:56:37.628257] [INFO ] [CONFIGURE ] CAAP: DISCARDED add_volume_profile (score: 60.00%)
[2025-11-25T08:56:37.628306] [INFO ] [CONFIGURE ] JOB ETA: 1.8h | Avg: 2.8s/test | Remaining: 2323 tests
[2025-11-25T08:56:37.628345] [INFO ] [CONFIGURE ] CAAP: Testing feature 29/29: add_vwap
[2025-11-25T08:56:37.628382] [INFO ] [CONFIGURE ] CAAP: Testing with features: ['add_vwap']
[2025-11-25T08:56:37.827617] [DEBUG] [FORECASTER] CAAP: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T08:56:38.028914] [DEBUG] [FORECASTER] CAAP: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T08:56:38.233723] [DEBUG] [FORECASTER] CAAP: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T08:56:38.441743] [DEBUG] [FORECASTER] CAAP: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1
[2025-11-25T08:56:38.639331] [DEBUG] [FORECASTER] CAAP: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T08:56:38.868334] [DEBUG] [FORECASTER] CAAP: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T08:56:39.100682] [DEBUG] [FORECASTER] CAAP: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T08:56:39.321349] [DEBUG] [FORECASTER] CAAP: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T08:56:39.543190] [DEBUG] [FORECASTER] CAAP: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T08:56:39.769635] [DEBUG] [FORECASTER] CAAP: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T08:56:39.769827] [INFO ] [CONFIGURE ] CAAP: DISCARDED add_vwap (score: 50.00%)
[2025-11-25T08:56:39.769877] [INFO ] [CONFIGURE ] JOB ETA: 1.8h | Avg: 2.8s/test | Remaining: 2322 tests
[2025-11-25T08:56:39.769918] [INFO ] [CONFIGURE ] CAAP: ===== FEATURE SELECTION COMPLETE =====
[2025-11-25T08:56:39.769954] [INFO ] [CONFIGURE ] CAAP: Best accuracy: 70.00%
[2025-11-25T08:56:39.769989] [INFO ] [CONFIGURE ] CAAP: Best feature set (0 features): []
[2025-11-25T08:56:39.770023] [INFO ] [CONFIGURE ] CAAP: Improvement over baseline: 0.00%
[2025-11-25T08:56:39.770055] [INFO ] [CONFIGURE ] CAAP: Total time: 1.0 minutes
[2025-11-25T08:56:39.770091] [INFO ] [CONFIGURE ] CAAP: Average time per feature: 2.1 seconds
[2025-11-25T08:56:39.770124] [INFO ] [CONFIGURE ] CAAP: Average speed: 0.47 features/sec
[2025-11-25T08:56:39.770566] [INFO ] [LOCAL     ] Saved configuration for CAAP: 0 features, 70.00% accuracy -> ./output/feature-sets/CAAP.json
[2025-11-25T08:56:39.770617] [INFO ] [CONFIGURE ] CAAP: Configuration saved successfully: 0 features, 70.00% accuracy.
[2025-11-25T08:56:39.770687] [INFO ] [sig       ] [85/164] Successfully configured CAAP | 0.01 sym/s | Total: 1.9h | ETA: 1.8h
[2025-11-25T08:56:39.770756] [INFO ] [sig       ] [86/164] Configuring CACI...
[2025-11-25T08:56:39.770801] [INFO ] [CONFIGURE ] CACI: Configurate test run.
[2025-11-25T08:56:39.770859] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CACI' from 'https://tdm.silogroup.org/data/derivative_storage/CACI.csv'.
[2025-11-25T08:56:39.784606] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'CACI'.
[2025-11-25T08:56:39.785105] [INFO ] [CONFIGURE ] CACI: Testing with 29 available features
[2025-11-25T08:56:39.785294] [INFO ] [CONFIGURE ] CACI: Establishing baseline with no features...
[2025-11-25T08:56:39.954731] [DEBUG] [FORECASTER] CACI: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T08:56:40.129598] [DEBUG] [FORECASTER] CACI: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T08:56:40.312254] [DEBUG] [FORECASTER] CACI: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T08:56:40.484071] [DEBUG] [FORECASTER] CACI: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T08:56:40.656681] [DEBUG] [FORECASTER] CACI: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-25T08:56:40.855626] [DEBUG] [FORECASTER] CACI: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T08:56:41.053734] [DEBUG] [FORECASTER] CACI: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T08:56:41.266274] [DEBUG] [FORECASTER] CACI: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T08:56:41.459885] [DEBUG] [FORECASTER] CACI: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T08:56:41.661795] [DEBUG] [FORECASTER] CACI: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T08:56:41.661967] [INFO ] [CONFIGURE ] CACI: Baseline score (no features): 60.00%
[2025-11-25T08:56:41.662018] [INFO ] [CONFIGURE ] CACI: Testing feature 1/29: add_bollinger_bands
[2025-11-25T08:56:41.662058] [INFO ] [CONFIGURE ] CACI: Testing with features: ['add_bollinger_bands']
[2025-11-25T08:56:41.884334] [DEBUG] [FORECASTER] CACI: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T08:56:42.112449] [DEBUG] [FORECASTER] CACI: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T08:56:42.330276] [DEBUG] [FORECASTER] CACI: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T08:56:42.534039] [DEBUG] [FORECASTER] CACI: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T08:56:42.734472] [DEBUG] [FORECASTER] CACI: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-25T08:56:42.934070] [DEBUG] [FORECASTER] CACI: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T08:56:43.151676] [DEBUG] [FORECASTER] CACI: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T08:56:43.366572] [DEBUG] [FORECASTER] CACI: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T08:56:43.572395] [DEBUG] [FORECASTER] CACI: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T08:56:43.777739] [DEBUG] [FORECASTER] CACI: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T08:56:43.778141] [INFO ] [CONFIGURE ] CACI: DISCARDED add_bollinger_bands (score: 40.00%)
[2025-11-25T08:56:43.778269] [INFO ] [CONFIGURE ] JOB ETA: 1.8h | Avg: 2.8s/test | Remaining: 2321 tests
[2025-11-25T08:56:43.778403] [INFO ] [CONFIGURE ] CACI: Testing feature 2/29: add_cumulative_delta
[2025-11-25T08:56:43.778518] [INFO ] [CONFIGURE ] CACI: Testing with features: ['add_cumulative_delta']
[2025-11-25T08:56:44.001863] [DEBUG] [FORECASTER] CACI: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T08:56:44.214102] [DEBUG] [FORECASTER] CACI: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T08:56:44.422883] [DEBUG] [FORECASTER] CACI: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T08:56:44.627873] [DEBUG] [FORECASTER] CACI: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T08:56:44.836206] [DEBUG] [FORECASTER] CACI: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T08:56:45.041761] [DEBUG] [FORECASTER] CACI: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T08:56:45.252112] [DEBUG] [FORECASTER] CACI: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T08:56:45.463242] [DEBUG] [FORECASTER] CACI: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T08:56:45.680160] [DEBUG] [FORECASTER] CACI: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T08:56:45.893077] [DEBUG] [FORECASTER] CACI: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T08:56:45.893255] [INFO ] [CONFIGURE ] CACI: KEPT add_cumulative_delta (score: 70.00%)
[2025-11-25T08:56:45.893303] [INFO ] [CONFIGURE ] JOB ETA: 1.8h | Avg: 2.8s/test | Remaining: 2320 tests
[2025-11-25T08:56:45.893342] [INFO ] [CONFIGURE ] CACI: Testing feature 3/29: add_daily_returns
[2025-11-25T08:56:45.893378] [INFO ] [CONFIGURE ] CACI: Testing with features: ['add_cumulative_delta', 'add_daily_returns']
[2025-11-25T08:56:46.110212] [DEBUG] [FORECASTER] CACI: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T08:56:46.331146] [DEBUG] [FORECASTER] CACI: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T08:56:46.550293] [DEBUG] [FORECASTER] CACI: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T08:56:46.766886] [DEBUG] [FORECASTER] CACI: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T08:56:46.985114] [DEBUG] [FORECASTER] CACI: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T08:56:47.231939] [DEBUG] [FORECASTER] CACI: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T08:56:47.458151] [DEBUG] [FORECASTER] CACI: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T08:56:47.695731] [DEBUG] [FORECASTER] CACI: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T08:56:47.919381] [DEBUG] [FORECASTER] CACI: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T08:56:48.148507] [DEBUG] [FORECASTER] CACI: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T08:56:48.148865] [INFO ] [CONFIGURE ] CACI: DISCARDED add_daily_returns (score: 40.00%)
[2025-11-25T08:56:48.148986] [INFO ] [CONFIGURE ] JOB ETA: 1.8h | Avg: 2.8s/test | Remaining: 2319 tests
[2025-11-25T08:56:48.149091] [INFO ] [CONFIGURE ] CACI: Testing feature 4/29: add_ema
[2025-11-25T08:56:48.149200] [INFO ] [CONFIGURE ] CACI: Testing with features: ['add_cumulative_delta', 'add_ema']
[2025-11-25T08:56:48.414975] [DEBUG] [FORECASTER] CACI: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T08:56:48.663633] [DEBUG] [FORECASTER] CACI: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T08:56:48.914049] [DEBUG] [FORECASTER] CACI: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T08:56:49.162812] [DEBUG] [FORECASTER] CACI: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T08:56:49.415572] [DEBUG] [FORECASTER] CACI: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T08:56:49.671493] [DEBUG] [FORECASTER] CACI: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T08:56:49.925029] [DEBUG] [FORECASTER] CACI: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T08:56:50.184025] [DEBUG] [FORECASTER] CACI: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T08:56:50.441316] [DEBUG] [FORECASTER] CACI: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T08:56:50.701012] [DEBUG] [FORECASTER] CACI: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T08:56:50.701202] [INFO ] [CONFIGURE ] CACI: DISCARDED add_ema (score: 50.00%)
[2025-11-25T08:56:50.701277] [INFO ] [CONFIGURE ] JOB ETA: 1.8h | Avg: 2.8s/test | Remaining: 2318 tests
[2025-11-25T08:56:50.701326] [INFO ] [CONFIGURE ] CACI: Testing feature 5/29: add_exhaustion_signals
[2025-11-25T08:56:50.701362] [INFO ] [CONFIGURE ] CACI: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals']
[2025-11-25T08:56:50.950995] [DEBUG] [FORECASTER] CACI: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T08:56:51.197614] [DEBUG] [FORECASTER] CACI: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T08:56:51.446872] [DEBUG] [FORECASTER] CACI: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T08:56:51.704714] [DEBUG] [FORECASTER] CACI: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T08:56:51.961744] [DEBUG] [FORECASTER] CACI: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-25T08:56:52.227022] [DEBUG] [FORECASTER] CACI: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T08:56:52.487319] [DEBUG] [FORECASTER] CACI: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T08:56:52.742328] [DEBUG] [FORECASTER] CACI: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T08:56:53.005307] [DEBUG] [FORECASTER] CACI: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T08:56:53.255091] [DEBUG] [FORECASTER] CACI: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T08:56:53.255301] [INFO ] [CONFIGURE ] CACI: DISCARDED add_exhaustion_signals (score: 30.00%)
[2025-11-25T08:56:53.255357] [INFO ] [CONFIGURE ] JOB ETA: 1.8h | Avg: 2.8s/test | Remaining: 2317 tests
[2025-11-25T08:56:53.255400] [INFO ] [CONFIGURE ] CACI: Testing feature 6/29: add_failed_moves
[2025-11-25T08:56:53.255441] [INFO ] [CONFIGURE ] CACI: Testing with features: ['add_cumulative_delta', 'add_failed_moves']
[2025-11-25T08:56:53.454258] [DEBUG] [FORECASTER] CACI: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T08:56:53.660397] [DEBUG] [FORECASTER] CACI: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T08:56:53.867960] [DEBUG] [FORECASTER] CACI: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T08:56:54.080265] [DEBUG] [FORECASTER] CACI: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T08:56:54.299385] [DEBUG] [FORECASTER] CACI: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T08:56:54.517712] [DEBUG] [FORECASTER] CACI: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T08:56:54.736190] [DEBUG] [FORECASTER] CACI: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T08:56:54.950217] [DEBUG] [FORECASTER] CACI: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T08:56:55.161764] [DEBUG] [FORECASTER] CACI: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T08:56:55.372821] [DEBUG] [FORECASTER] CACI: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T08:56:55.372987] [INFO ] [CONFIGURE ] CACI: DISCARDED add_failed_moves (score: 70.00%)
[2025-11-25T08:56:55.373047] [INFO ] [CONFIGURE ] JOB ETA: 1.8h | Avg: 2.8s/test | Remaining: 2316 tests
[2025-11-25T08:56:55.373093] [INFO ] [CONFIGURE ] CACI: Testing feature 7/29: add_lag_shelf
[2025-11-25T08:56:55.373138] [INFO ] [CONFIGURE ] CACI: Testing with features: ['add_cumulative_delta', 'add_lag_shelf']
[2025-11-25T08:56:55.574003] [DEBUG] [FORECASTER] CACI: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T08:56:55.772448] [DEBUG] [FORECASTER] CACI: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T08:56:55.974013] [DEBUG] [FORECASTER] CACI: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T08:56:56.174842] [DEBUG] [FORECASTER] CACI: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T08:56:56.399677] [DEBUG] [FORECASTER] CACI: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T08:56:56.647587] [DEBUG] [FORECASTER] CACI: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T08:56:56.952565] [DEBUG] [FORECASTER] CACI: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T08:56:57.217035] [DEBUG] [FORECASTER] CACI: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T08:56:57.446708] [DEBUG] [FORECASTER] CACI: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T08:56:57.660675] [DEBUG] [FORECASTER] CACI: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T08:56:57.661026] [INFO ] [CONFIGURE ] CACI: DISCARDED add_lag_shelf (score: 70.00%)
[2025-11-25T08:56:57.661145] [INFO ] [CONFIGURE ] JOB ETA: 1.8h | Avg: 2.8s/test | Remaining: 2315 tests
[2025-11-25T08:56:57.661255] [INFO ] [CONFIGURE ] CACI: Testing feature 8/29: add_macd
[2025-11-25T08:56:57.661383] [INFO ] [CONFIGURE ] CACI: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_macd']
[2025-11-25T08:56:57.977954] [DEBUG] [FORECASTER] CACI: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T08:56:58.297378] [DEBUG] [FORECASTER] CACI: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T08:56:58.635059] [DEBUG] [FORECASTER] CACI: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T08:56:58.977009] [DEBUG] [FORECASTER] CACI: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T08:56:59.307087] [DEBUG] [FORECASTER] CACI: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-25T08:56:59.634959] [DEBUG] [FORECASTER] CACI: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T08:56:59.956624] [DEBUG] [FORECASTER] CACI: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T08:57:00.377659] [DEBUG] [FORECASTER] CACI: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T08:57:01.198041] [DEBUG] [FORECASTER] CACI: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T08:57:01.571542] [DEBUG] [FORECASTER] CACI: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T08:57:01.571769] [INFO ] [CONFIGURE ] CACI: DISCARDED add_macd (score: 20.00%)
[2025-11-25T08:57:01.571831] [INFO ] [CONFIGURE ] JOB ETA: 1.8h | Avg: 2.8s/test | Remaining: 2314 tests
[2025-11-25T08:57:01.571879] [INFO ] [CONFIGURE ] CACI: Testing feature 9/29: add_mfi
[2025-11-25T08:57:01.571918] [INFO ] [CONFIGURE ] CACI: Testing with features: ['add_cumulative_delta', 'add_mfi']
[2025-11-25T08:57:01.808293] [DEBUG] [FORECASTER] CACI: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T08:57:02.050326] [DEBUG] [FORECASTER] CACI: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T08:57:02.293833] [DEBUG] [FORECASTER] CACI: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T08:57:02.539402] [DEBUG] [FORECASTER] CACI: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T08:57:02.792484] [DEBUG] [FORECASTER] CACI: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T08:57:03.066160] [DEBUG] [FORECASTER] CACI: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T08:57:03.352812] [DEBUG] [FORECASTER] CACI: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T08:57:03.612098] [DEBUG] [FORECASTER] CACI: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T08:57:03.842515] [DEBUG] [FORECASTER] CACI: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T08:57:04.071044] [DEBUG] [FORECASTER] CACI: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T08:57:04.071252] [INFO ] [CONFIGURE ] CACI: DISCARDED add_mfi (score: 60.00%)
[2025-11-25T08:57:04.071311] [INFO ] [CONFIGURE ] JOB ETA: 1.8h | Avg: 2.8s/test | Remaining: 2313 tests
[2025-11-25T08:57:04.071358] [INFO ] [CONFIGURE ] CACI: Testing feature 10/29: add_momentum_acceleration
[2025-11-25T08:57:04.071424] [INFO ] [CONFIGURE ] CACI: Testing with features: ['add_cumulative_delta', 'add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-11-25T08:57:04.393331] [DEBUG] [FORECASTER] CACI: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T08:57:04.724155] [DEBUG] [FORECASTER] CACI: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T08:57:05.081694] [DEBUG] [FORECASTER] CACI: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T08:57:05.424759] [DEBUG] [FORECASTER] CACI: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T08:57:05.748635] [DEBUG] [FORECASTER] CACI: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T08:57:06.072267] [DEBUG] [FORECASTER] CACI: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T08:57:06.409399] [DEBUG] [FORECASTER] CACI: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T08:57:06.710518] [DEBUG] [FORECASTER] CACI: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T08:57:07.016339] [DEBUG] [FORECASTER] CACI: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T08:57:07.330856] [DEBUG] [FORECASTER] CACI: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T08:57:07.331087] [INFO ] [CONFIGURE ] CACI: DISCARDED add_momentum_acceleration (score: 50.00%)
[2025-11-25T08:57:07.331146] [INFO ] [CONFIGURE ] JOB ETA: 1.8h | Avg: 2.8s/test | Remaining: 2312 tests
[2025-11-25T08:57:07.331193] [INFO ] [CONFIGURE ] CACI: Testing feature 11/29: add_obv_daily
[2025-11-25T08:57:07.331240] [INFO ] [CONFIGURE ] CACI: Testing with features: ['add_cumulative_delta', 'add_obv_daily']
[2025-11-25T08:57:07.576559] [DEBUG] [FORECASTER] CACI: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T08:57:07.832735] [DEBUG] [FORECASTER] CACI: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T08:57:08.103068] [DEBUG] [FORECASTER] CACI: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T08:57:08.353951] [DEBUG] [FORECASTER] CACI: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T08:57:08.622963] [DEBUG] [FORECASTER] CACI: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-25T08:57:08.862094] [DEBUG] [FORECASTER] CACI: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T08:57:09.103743] [DEBUG] [FORECASTER] CACI: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T08:57:09.350775] [DEBUG] [FORECASTER] CACI: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T08:57:09.587224] [DEBUG] [FORECASTER] CACI: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T08:57:09.835313] [DEBUG] [FORECASTER] CACI: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T08:57:09.835488] [INFO ] [CONFIGURE ] CACI: DISCARDED add_obv_daily (score: 20.00%)
[2025-11-25T08:57:09.835547] [INFO ] [CONFIGURE ] JOB ETA: 1.8h | Avg: 2.8s/test | Remaining: 2311 tests
[2025-11-25T08:57:09.835596] [INFO ] [CONFIGURE ] CACI: Testing feature 12/29: add_obv_interval
[2025-11-25T08:57:09.835633] [INFO ] [CONFIGURE ] CACI: Testing with features: ['add_cumulative_delta', 'add_obv_interval']
[2025-11-25T08:57:10.073617] [DEBUG] [FORECASTER] CACI: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T08:57:10.312003] [DEBUG] [FORECASTER] CACI: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T08:57:10.555223] [DEBUG] [FORECASTER] CACI: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T08:57:10.781601] [DEBUG] [FORECASTER] CACI: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T08:57:11.014790] [DEBUG] [FORECASTER] CACI: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-25T08:57:11.243080] [DEBUG] [FORECASTER] CACI: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T08:57:11.464884] [DEBUG] [FORECASTER] CACI: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T08:57:11.693492] [DEBUG] [FORECASTER] CACI: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T08:57:11.926607] [DEBUG] [FORECASTER] CACI: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T08:57:12.183612] [DEBUG] [FORECASTER] CACI: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T08:57:12.183842] [INFO ] [CONFIGURE ] CACI: DISCARDED add_obv_interval (score: 60.00%)
[2025-11-25T08:57:12.183902] [INFO ] [CONFIGURE ] JOB ETA: 1.8h | Avg: 2.8s/test | Remaining: 2310 tests
[2025-11-25T08:57:12.183950] [INFO ] [CONFIGURE ] CACI: Testing feature 13/29: add_opening_strength
[2025-11-25T08:57:12.183994] [INFO ] [CONFIGURE ] CACI: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_opening_strength']
[2025-11-25T08:57:12.450599] [DEBUG] [FORECASTER] CACI: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T08:57:12.712128] [DEBUG] [FORECASTER] CACI: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T08:57:12.969946] [DEBUG] [FORECASTER] CACI: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T08:57:13.232149] [DEBUG] [FORECASTER] CACI: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T08:57:13.498666] [DEBUG] [FORECASTER] CACI: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T08:57:13.749387] [DEBUG] [FORECASTER] CACI: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T08:57:14.004315] [DEBUG] [FORECASTER] CACI: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T08:57:14.260070] [DEBUG] [FORECASTER] CACI: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T08:57:14.524063] [DEBUG] [FORECASTER] CACI: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T08:57:14.781330] [DEBUG] [FORECASTER] CACI: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T08:57:14.781572] [INFO ] [CONFIGURE ] CACI: DISCARDED add_opening_strength (score: 60.00%)
[2025-11-25T08:57:14.781633] [INFO ] [CONFIGURE ] JOB ETA: 1.8h | Avg: 2.8s/test | Remaining: 2309 tests
[2025-11-25T08:57:14.781709] [INFO ] [CONFIGURE ] CACI: Testing feature 14/29: add_order_flow_imbalance
[2025-11-25T08:57:14.781754] [INFO ] [CONFIGURE ] CACI: Testing with features: ['add_cumulative_delta', 'add_order_flow_imbalance']
[2025-11-25T08:57:15.021223] [DEBUG] [FORECASTER] CACI: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T08:57:15.259608] [DEBUG] [FORECASTER] CACI: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T08:57:15.506955] [DEBUG] [FORECASTER] CACI: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T08:57:15.745393] [DEBUG] [FORECASTER] CACI: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T08:57:15.985450] [DEBUG] [FORECASTER] CACI: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T08:57:16.225118] [DEBUG] [FORECASTER] CACI: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T08:57:16.464706] [DEBUG] [FORECASTER] CACI: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T08:57:16.702143] [DEBUG] [FORECASTER] CACI: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T08:57:16.936982] [DEBUG] [FORECASTER] CACI: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T08:57:17.224837] [DEBUG] [FORECASTER] CACI: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T08:57:17.225035] [INFO ] [CONFIGURE ] CACI: DISCARDED add_order_flow_imbalance (score: 60.00%)
[2025-11-25T08:57:17.225092] [INFO ] [CONFIGURE ] JOB ETA: 1.8h | Avg: 2.8s/test | Remaining: 2308 tests
[2025-11-25T08:57:17.225140] [INFO ] [CONFIGURE ] CACI: Testing feature 15/29: add_pbf_morning_momentum
[2025-11-25T08:57:17.225178] [INFO ] [CONFIGURE ] CACI: Testing with features: ['add_cumulative_delta', 'add_pbf_morning_momentum']
[2025-11-25T08:57:17.440524] [DEBUG] [FORECASTER] CACI: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T08:57:17.654425] [DEBUG] [FORECASTER] CACI: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T08:57:17.870132] [DEBUG] [FORECASTER] CACI: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T08:57:18.085249] [DEBUG] [FORECASTER] CACI: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T08:57:18.304492] [DEBUG] [FORECASTER] CACI: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T08:57:18.526314] [DEBUG] [FORECASTER] CACI: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T08:57:18.749707] [DEBUG] [FORECASTER] CACI: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T08:57:18.969845] [DEBUG] [FORECASTER] CACI: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T08:57:19.189835] [DEBUG] [FORECASTER] CACI: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T08:57:19.411152] [DEBUG] [FORECASTER] CACI: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T08:57:19.411329] [INFO ] [CONFIGURE ] CACI: DISCARDED add_pbf_morning_momentum (score: 50.00%)
[2025-11-25T08:57:19.411377] [INFO ] [CONFIGURE ] JOB ETA: 1.8h | Avg: 2.8s/test | Remaining: 2307 tests
[2025-11-25T08:57:19.411416] [INFO ] [CONFIGURE ] CACI: Testing feature 16/29: add_pbf_overnight_gap
[2025-11-25T08:57:19.411453] [INFO ] [CONFIGURE ] CACI: Testing with features: ['add_cumulative_delta', 'add_pbf_overnight_gap']
[2025-11-25T08:57:19.646136] [DEBUG] [FORECASTER] CACI: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T08:57:19.878081] [DEBUG] [FORECASTER] CACI: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T08:57:20.119471] [DEBUG] [FORECASTER] CACI: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T08:57:20.358518] [DEBUG] [FORECASTER] CACI: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T08:57:20.604205] [DEBUG] [FORECASTER] CACI: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T08:57:20.835389] [DEBUG] [FORECASTER] CACI: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T08:57:21.083492] [DEBUG] [FORECASTER] CACI: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T08:57:21.325327] [DEBUG] [FORECASTER] CACI: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T08:57:21.567040] [DEBUG] [FORECASTER] CACI: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T08:57:21.808887] [DEBUG] [FORECASTER] CACI: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T08:57:21.809099] [INFO ] [CONFIGURE ] CACI: DISCARDED add_pbf_overnight_gap (score: 60.00%)
[2025-11-25T08:57:21.809161] [INFO ] [CONFIGURE ] JOB ETA: 1.8h | Avg: 2.8s/test | Remaining: 2306 tests
[2025-11-25T08:57:21.809210] [INFO ] [CONFIGURE ] CACI: Testing feature 17/29: add_pbf_return_2d
[2025-11-25T08:57:21.809258] [INFO ] [CONFIGURE ] CACI: Testing with features: ['add_cumulative_delta', 'add_pbf_return_2d']
[2025-11-25T08:57:22.037412] [DEBUG] [FORECASTER] CACI: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T08:57:22.270241] [DEBUG] [FORECASTER] CACI: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T08:57:22.498734] [DEBUG] [FORECASTER] CACI: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T08:57:22.725745] [DEBUG] [FORECASTER] CACI: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T08:57:22.958552] [DEBUG] [FORECASTER] CACI: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T08:57:23.200103] [DEBUG] [FORECASTER] CACI: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T08:57:23.428856] [DEBUG] [FORECASTER] CACI: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T08:57:23.661755] [DEBUG] [FORECASTER] CACI: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T08:57:23.894438] [DEBUG] [FORECASTER] CACI: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T08:57:24.130463] [DEBUG] [FORECASTER] CACI: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T08:57:24.130708] [INFO ] [CONFIGURE ] CACI: DISCARDED add_pbf_return_2d (score: 40.00%)
[2025-11-25T08:57:24.130776] [INFO ] [CONFIGURE ] JOB ETA: 1.8h | Avg: 2.8s/test | Remaining: 2305 tests
[2025-11-25T08:57:24.130826] [INFO ] [CONFIGURE ] CACI: Testing feature 18/29: add_pbf_volatility_5d
[2025-11-25T08:57:24.130869] [INFO ] [CONFIGURE ] CACI: Testing with features: ['add_cumulative_delta', 'add_pbf_volatility_5d']
[2025-11-25T08:57:24.349680] [DEBUG] [FORECASTER] CACI: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T08:57:24.570159] [DEBUG] [FORECASTER] CACI: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T08:57:24.787436] [DEBUG] [FORECASTER] CACI: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T08:57:25.009382] [DEBUG] [FORECASTER] CACI: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T08:57:25.236259] [DEBUG] [FORECASTER] CACI: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-25T08:57:25.454113] [DEBUG] [FORECASTER] CACI: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T08:57:25.671932] [DEBUG] [FORECASTER] CACI: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T08:57:25.895431] [DEBUG] [FORECASTER] CACI: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T08:57:26.112961] [DEBUG] [FORECASTER] CACI: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T08:57:26.335548] [DEBUG] [FORECASTER] CACI: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T08:57:26.335756] [INFO ] [CONFIGURE ] CACI: DISCARDED add_pbf_volatility_5d (score: 40.00%)
[2025-11-25T08:57:26.335833] [INFO ] [CONFIGURE ] JOB ETA: 1.8h | Avg: 2.8s/test | Remaining: 2304 tests
[2025-11-25T08:57:26.336025] [INFO ] [CONFIGURE ] CACI: Testing feature 19/29: add_pbf_vs_sma_5
[2025-11-25T08:57:26.336152] [INFO ] [CONFIGURE ] CACI: Testing with features: ['add_cumulative_delta', 'add_pbf_vs_sma_5']
[2025-11-25T08:57:26.549504] [DEBUG] [FORECASTER] CACI: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T08:57:26.770077] [DEBUG] [FORECASTER] CACI: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T08:57:26.989101] [DEBUG] [FORECASTER] CACI: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T08:57:27.204482] [DEBUG] [FORECASTER] CACI: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T08:57:27.425668] [DEBUG] [FORECASTER] CACI: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T08:57:27.643370] [DEBUG] [FORECASTER] CACI: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T08:57:27.861068] [DEBUG] [FORECASTER] CACI: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T08:57:28.085942] [DEBUG] [FORECASTER] CACI: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T08:57:28.301510] [DEBUG] [FORECASTER] CACI: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T08:57:28.516227] [DEBUG] [FORECASTER] CACI: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T08:57:28.516386] [INFO ] [CONFIGURE ] CACI: DISCARDED add_pbf_vs_sma_5 (score: 70.00%)
[2025-11-25T08:57:28.516447] [INFO ] [CONFIGURE ] JOB ETA: 1.8h | Avg: 2.8s/test | Remaining: 2303 tests
[2025-11-25T08:57:28.516497] [INFO ] [CONFIGURE ] CACI: Testing feature 20/29: add_price_rejection
[2025-11-25T08:57:28.516543] [INFO ] [CONFIGURE ] CACI: Testing with features: ['add_cumulative_delta', 'add_price_rejection']
[2025-11-25T08:57:28.744745] [DEBUG] [FORECASTER] CACI: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T08:57:28.978256] [DEBUG] [FORECASTER] CACI: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T08:57:29.211715] [DEBUG] [FORECASTER] CACI: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T08:57:29.454877] [DEBUG] [FORECASTER] CACI: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T08:57:29.710910] [DEBUG] [FORECASTER] CACI: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T08:57:29.944365] [DEBUG] [FORECASTER] CACI: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T08:57:30.175821] [DEBUG] [FORECASTER] CACI: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T08:57:30.408012] [DEBUG] [FORECASTER] CACI: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T08:57:30.639262] [DEBUG] [FORECASTER] CACI: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T08:57:30.873474] [DEBUG] [FORECASTER] CACI: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T08:57:30.873608] [INFO ] [CONFIGURE ] CACI: DISCARDED add_price_rejection (score: 50.00%)
[2025-11-25T08:57:30.873685] [INFO ] [CONFIGURE ] JOB ETA: 1.8h | Avg: 2.8s/test | Remaining: 2302 tests
[2025-11-25T08:57:30.873734] [INFO ] [CONFIGURE ] CACI: Testing feature 21/29: add_range_position
[2025-11-25T08:57:30.873776] [INFO ] [CONFIGURE ] CACI: Testing with features: ['add_cumulative_delta', 'add_range_position']
[2025-11-25T08:57:31.120476] [DEBUG] [FORECASTER] CACI: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T08:57:31.367897] [DEBUG] [FORECASTER] CACI: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T08:57:31.614623] [DEBUG] [FORECASTER] CACI: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T08:57:31.862199] [DEBUG] [FORECASTER] CACI: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T08:57:32.117529] [DEBUG] [FORECASTER] CACI: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T08:57:32.367271] [DEBUG] [FORECASTER] CACI: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T08:57:32.618377] [DEBUG] [FORECASTER] CACI: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T08:57:32.869084] [DEBUG] [FORECASTER] CACI: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T08:57:33.128559] [DEBUG] [FORECASTER] CACI: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T08:57:33.410927] [DEBUG] [FORECASTER] CACI: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T08:57:33.411082] [INFO ] [CONFIGURE ] CACI: DISCARDED add_range_position (score: 50.00%)
[2025-11-25T08:57:33.411156] [INFO ] [CONFIGURE ] JOB ETA: 1.8h | Avg: 2.8s/test | Remaining: 2301 tests
[2025-11-25T08:57:33.411213] [INFO ] [CONFIGURE ] CACI: Testing feature 22/29: add_realized_volatility
[2025-11-25T08:57:33.411267] [INFO ] [CONFIGURE ] CACI: Testing with features: ['add_cumulative_delta', 'add_realized_volatility']
[2025-11-25T08:57:33.752637] [DEBUG] [FORECASTER] CACI: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T08:57:34.077798] [DEBUG] [FORECASTER] CACI: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T08:57:34.413701] [DEBUG] [FORECASTER] CACI: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T08:57:34.739933] [DEBUG] [FORECASTER] CACI: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T08:57:35.084447] [DEBUG] [FORECASTER] CACI: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-25T08:57:35.431695] [DEBUG] [FORECASTER] CACI: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T08:57:35.782580] [DEBUG] [FORECASTER] CACI: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T08:57:36.145842] [DEBUG] [FORECASTER] CACI: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T08:57:36.507318] [DEBUG] [FORECASTER] CACI: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T08:57:36.838348] [DEBUG] [FORECASTER] CACI: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T08:57:36.838512] [INFO ] [CONFIGURE ] CACI: DISCARDED add_realized_volatility (score: 50.00%)
[2025-11-25T08:57:36.838590] [INFO ] [CONFIGURE ] JOB ETA: 1.8h | Avg: 2.8s/test | Remaining: 2300 tests
[2025-11-25T08:57:36.838639] [INFO ] [CONFIGURE ] CACI: Testing feature 23/29: add_recent_range_context
[2025-11-25T08:57:36.838706] [INFO ] [CONFIGURE ] CACI: Testing with features: ['add_cumulative_delta', 'add_recent_range_context']
[2025-11-25T08:57:37.068266] [DEBUG] [FORECASTER] CACI: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T08:57:37.294150] [DEBUG] [FORECASTER] CACI: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T08:57:37.516558] [DEBUG] [FORECASTER] CACI: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T08:57:37.737986] [DEBUG] [FORECASTER] CACI: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T08:57:37.963334] [DEBUG] [FORECASTER] CACI: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T08:57:38.193614] [DEBUG] [FORECASTER] CACI: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T08:57:38.427238] [DEBUG] [FORECASTER] CACI: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T08:57:38.653657] [DEBUG] [FORECASTER] CACI: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T08:57:38.882073] [DEBUG] [FORECASTER] CACI: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T08:57:39.108948] [DEBUG] [FORECASTER] CACI: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T08:57:39.109100] [INFO ] [CONFIGURE ] CACI: DISCARDED add_recent_range_context (score: 60.00%)
[2025-11-25T08:57:39.109160] [INFO ] [CONFIGURE ] JOB ETA: 1.8h | Avg: 2.8s/test | Remaining: 2299 tests
[2025-11-25T08:57:39.109207] [INFO ] [CONFIGURE ] CACI: Testing feature 24/29: add_rsi
[2025-11-25T08:57:39.109252] [INFO ] [CONFIGURE ] CACI: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_rsi']
[2025-11-25T08:57:39.367884] [DEBUG] [FORECASTER] CACI: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T08:57:39.630441] [DEBUG] [FORECASTER] CACI: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T08:57:39.893566] [DEBUG] [FORECASTER] CACI: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T08:57:40.157571] [DEBUG] [FORECASTER] CACI: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T08:57:40.424315] [DEBUG] [FORECASTER] CACI: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-25T08:57:40.693535] [DEBUG] [FORECASTER] CACI: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T08:57:40.961525] [DEBUG] [FORECASTER] CACI: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T08:57:41.222831] [DEBUG] [FORECASTER] CACI: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T08:57:41.488316] [DEBUG] [FORECASTER] CACI: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T08:57:41.782076] [DEBUG] [FORECASTER] CACI: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T08:57:41.782250] [INFO ] [CONFIGURE ] CACI: DISCARDED add_rsi (score: 40.00%)
[2025-11-25T08:57:41.782309] [INFO ] [CONFIGURE ] JOB ETA: 1.8h | Avg: 2.8s/test | Remaining: 2298 tests
[2025-11-25T08:57:41.782357] [INFO ] [CONFIGURE ] CACI: Testing feature 25/29: add_tick_distribution
[2025-11-25T08:57:41.782401] [INFO ] [CONFIGURE ] CACI: Testing with features: ['add_cumulative_delta', 'add_tick_distribution']
[2025-11-25T08:57:42.026109] [DEBUG] [FORECASTER] CACI: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T08:57:42.268233] [DEBUG] [FORECASTER] CACI: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T08:57:42.503835] [DEBUG] [FORECASTER] CACI: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T08:57:42.723816] [DEBUG] [FORECASTER] CACI: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T08:57:42.945167] [DEBUG] [FORECASTER] CACI: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T08:57:43.173429] [DEBUG] [FORECASTER] CACI: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T08:57:43.394480] [DEBUG] [FORECASTER] CACI: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T08:57:43.617483] [DEBUG] [FORECASTER] CACI: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T08:57:43.838553] [DEBUG] [FORECASTER] CACI: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T08:57:44.084836] [DEBUG] [FORECASTER] CACI: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T08:57:44.084995] [INFO ] [CONFIGURE ] CACI: DISCARDED add_tick_distribution (score: 50.00%)
[2025-11-25T08:57:44.085073] [INFO ] [CONFIGURE ] JOB ETA: 1.8h | Avg: 2.8s/test | Remaining: 2297 tests
[2025-11-25T08:57:44.085122] [INFO ] [CONFIGURE ] CACI: Testing feature 26/29: add_volume_momentum_confirmation
[2025-11-25T08:57:44.085165] [INFO ] [CONFIGURE ] CACI: Testing with features: ['add_cumulative_delta', 'add_volume_momentum_confirmation']
[2025-11-25T08:57:44.327933] [DEBUG] [FORECASTER] CACI: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T08:57:44.550904] [DEBUG] [FORECASTER] CACI: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T08:57:44.768154] [DEBUG] [FORECASTER] CACI: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T08:57:44.986713] [DEBUG] [FORECASTER] CACI: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T08:57:45.205782] [DEBUG] [FORECASTER] CACI: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T08:57:45.427566] [DEBUG] [FORECASTER] CACI: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T08:57:45.653698] [DEBUG] [FORECASTER] CACI: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T08:57:45.872146] [DEBUG] [FORECASTER] CACI: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T08:57:46.092703] [DEBUG] [FORECASTER] CACI: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T08:57:46.313116] [DEBUG] [FORECASTER] CACI: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T08:57:46.313259] [INFO ] [CONFIGURE ] CACI: DISCARDED add_volume_momentum_confirmation (score: 50.00%)
[2025-11-25T08:57:46.313315] [INFO ] [CONFIGURE ] JOB ETA: 1.8h | Avg: 2.8s/test | Remaining: 2296 tests
[2025-11-25T08:57:46.313362] [INFO ] [CONFIGURE ] CACI: Testing feature 27/29: add_volume_price_divergence
[2025-11-25T08:57:46.313411] [INFO ] [CONFIGURE ] CACI: Testing with features: ['add_cumulative_delta', 'add_volume_price_divergence']
[2025-11-25T08:57:46.552638] [DEBUG] [FORECASTER] CACI: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T08:57:46.792220] [DEBUG] [FORECASTER] CACI: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T08:57:47.058676] [DEBUG] [FORECASTER] CACI: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T08:57:47.325885] [DEBUG] [FORECASTER] CACI: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T08:57:47.569436] [DEBUG] [FORECASTER] CACI: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T08:57:47.819577] [DEBUG] [FORECASTER] CACI: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T08:57:48.067303] [DEBUG] [FORECASTER] CACI: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T08:57:48.346371] [DEBUG] [FORECASTER] CACI: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T08:57:48.617356] [DEBUG] [FORECASTER] CACI: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T08:57:48.890122] [DEBUG] [FORECASTER] CACI: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T08:57:48.890290] [INFO ] [CONFIGURE ] CACI: DISCARDED add_volume_price_divergence (score: 60.00%)
[2025-11-25T08:57:48.890358] [INFO ] [CONFIGURE ] JOB ETA: 1.8h | Avg: 2.8s/test | Remaining: 2295 tests
[2025-11-25T08:57:48.890419] [INFO ] [CONFIGURE ] CACI: Testing feature 28/29: add_volume_profile
[2025-11-25T08:57:48.890460] [INFO ] [CONFIGURE ] CACI: Testing with features: ['add_cumulative_delta', 'add_volume_profile']
[2025-11-25T08:57:49.138792] [DEBUG] [FORECASTER] CACI: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T08:57:49.388874] [DEBUG] [FORECASTER] CACI: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T08:57:49.645691] [DEBUG] [FORECASTER] CACI: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T08:57:49.904575] [DEBUG] [FORECASTER] CACI: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T08:57:50.160237] [DEBUG] [FORECASTER] CACI: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T08:57:50.415824] [DEBUG] [FORECASTER] CACI: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T08:57:50.671537] [DEBUG] [FORECASTER] CACI: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T08:57:50.930628] [DEBUG] [FORECASTER] CACI: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T08:57:51.189392] [DEBUG] [FORECASTER] CACI: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T08:57:51.445937] [DEBUG] [FORECASTER] CACI: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T08:57:51.446110] [INFO ] [CONFIGURE ] CACI: DISCARDED add_volume_profile (score: 60.00%)
[2025-11-25T08:57:51.446169] [INFO ] [CONFIGURE ] JOB ETA: 1.8h | Avg: 2.8s/test | Remaining: 2294 tests
[2025-11-25T08:57:51.446215] [INFO ] [CONFIGURE ] CACI: Testing feature 29/29: add_vwap
[2025-11-25T08:57:51.446252] [INFO ] [CONFIGURE ] CACI: Testing with features: ['add_cumulative_delta', 'add_vwap']
[2025-11-25T08:57:51.704370] [DEBUG] [FORECASTER] CACI: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T08:57:51.979714] [DEBUG] [FORECASTER] CACI: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T08:57:52.263994] [DEBUG] [FORECASTER] CACI: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T08:57:52.548441] [DEBUG] [FORECASTER] CACI: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T08:57:52.828094] [DEBUG] [FORECASTER] CACI: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-25T08:57:53.113086] [DEBUG] [FORECASTER] CACI: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T08:57:53.389481] [DEBUG] [FORECASTER] CACI: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T08:57:53.664821] [DEBUG] [FORECASTER] CACI: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T08:57:53.934025] [DEBUG] [FORECASTER] CACI: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T08:57:54.207322] [DEBUG] [FORECASTER] CACI: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T08:57:54.207498] [INFO ] [CONFIGURE ] CACI: DISCARDED add_vwap (score: 30.00%)
[2025-11-25T08:57:54.207558] [INFO ] [CONFIGURE ] JOB ETA: 1.8h | Avg: 2.8s/test | Remaining: 2293 tests
[2025-11-25T08:57:54.207610] [INFO ] [CONFIGURE ] CACI: ===== FEATURE SELECTION COMPLETE =====
[2025-11-25T08:57:54.207686] [INFO ] [CONFIGURE ] CACI: Best accuracy: 70.00%
[2025-11-25T08:57:54.207742] [INFO ] [CONFIGURE ] CACI: Best feature set (1 features): ['add_cumulative_delta']
[2025-11-25T08:57:54.207786] [INFO ] [CONFIGURE ] CACI: Improvement over baseline: 10.00%
[2025-11-25T08:57:54.207823] [INFO ] [CONFIGURE ] CACI: Total time: 1.2 minutes
[2025-11-25T08:57:54.207861] [INFO ] [CONFIGURE ] CACI: Average time per feature: 2.5 seconds
[2025-11-25T08:57:54.207900] [INFO ] [CONFIGURE ] CACI: Average speed: 0.40 features/sec
[2025-11-25T08:57:54.208324] [INFO ] [LOCAL     ] Saved configuration for CACI: 1 features, 70.00% accuracy -> ./output/feature-sets/CACI.json
[2025-11-25T08:57:54.208381] [INFO ] [CONFIGURE ] CACI: Configuration saved successfully: 1 features, 70.00% accuracy.
[2025-11-25T08:57:54.208430] [INFO ] [sig       ] [86/164] Successfully configured CACI | 0.01 sym/s | Total: 1.9h | ETA: 1.8h
[2025-11-25T08:57:54.208483] [INFO ] [sig       ] [87/164] Configuring CAE...
[2025-11-25T08:57:54.208526] [INFO ] [CONFIGURE ] CAE: Configurate test run.
[2025-11-25T08:57:54.208566] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CAE' from 'https://tdm.silogroup.org/data/derivative_storage/CAE.csv'.
[2025-11-25T08:57:54.220449] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'CAE'.
[2025-11-25T08:57:54.220818] [INFO ] [CONFIGURE ] CAE: Testing with 29 available features
[2025-11-25T08:57:54.220879] [INFO ] [CONFIGURE ] CAE: Establishing baseline with no features...
[2025-11-25T08:57:54.415427] [DEBUG] [FORECASTER] CAE: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T08:57:54.604663] [DEBUG] [FORECASTER] CAE: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T08:57:54.794524] [DEBUG] [FORECASTER] CAE: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T08:57:54.983872] [DEBUG] [FORECASTER] CAE: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T08:57:55.168225] [DEBUG] [FORECASTER] CAE: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T08:57:55.341452] [DEBUG] [FORECASTER] CAE: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T08:57:55.512282] [DEBUG] [FORECASTER] CAE: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T08:57:55.682630] [DEBUG] [FORECASTER] CAE: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T08:57:55.854852] [DEBUG] [FORECASTER] CAE: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T08:57:56.029880] [DEBUG] [FORECASTER] CAE: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T08:57:56.030044] [INFO ] [CONFIGURE ] CAE: Baseline score (no features): 60.00%
[2025-11-25T08:57:56.030092] [INFO ] [CONFIGURE ] CAE: Testing feature 1/29: add_bollinger_bands
[2025-11-25T08:57:56.030131] [INFO ] [CONFIGURE ] CAE: Testing with features: ['add_bollinger_bands']
[2025-11-25T08:57:56.238171] [DEBUG] [FORECASTER] CAE: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T08:57:56.447109] [DEBUG] [FORECASTER] CAE: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T08:57:56.653536] [DEBUG] [FORECASTER] CAE: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T08:57:56.862722] [DEBUG] [FORECASTER] CAE: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T08:57:57.078513] [DEBUG] [FORECASTER] CAE: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T08:57:57.290556] [DEBUG] [FORECASTER] CAE: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T08:57:57.503189] [DEBUG] [FORECASTER] CAE: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T08:57:57.734477] [DEBUG] [FORECASTER] CAE: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T08:57:57.962467] [DEBUG] [FORECASTER] CAE: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T08:57:58.175601] [DEBUG] [FORECASTER] CAE: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T08:57:58.175803] [INFO ] [CONFIGURE ] CAE: DISCARDED add_bollinger_bands (score: 60.00%)
[2025-11-25T08:57:58.175852] [INFO ] [CONFIGURE ] JOB ETA: 1.8h | Avg: 2.8s/test | Remaining: 2292 tests
[2025-11-25T08:57:58.175890] [INFO ] [CONFIGURE ] CAE: Testing feature 2/29: add_cumulative_delta
[2025-11-25T08:57:58.175926] [INFO ] [CONFIGURE ] CAE: Testing with features: ['add_cumulative_delta']
[2025-11-25T08:57:58.390764] [DEBUG] [FORECASTER] CAE: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T08:57:58.607824] [DEBUG] [FORECASTER] CAE: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T08:57:58.814118] [DEBUG] [FORECASTER] CAE: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T08:57:59.022330] [DEBUG] [FORECASTER] CAE: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T08:57:59.233682] [DEBUG] [FORECASTER] CAE: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T08:57:59.458452] [DEBUG] [FORECASTER] CAE: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T08:57:59.675255] [DEBUG] [FORECASTER] CAE: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T08:57:59.891257] [DEBUG] [FORECASTER] CAE: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T08:58:00.111744] [DEBUG] [FORECASTER] CAE: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T08:58:00.379593] [DEBUG] [FORECASTER] CAE: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T08:58:00.379909] [INFO ] [CONFIGURE ] CAE: DISCARDED add_cumulative_delta (score: 60.00%)
[2025-11-25T08:58:00.380030] [INFO ] [CONFIGURE ] JOB ETA: 1.8h | Avg: 2.8s/test | Remaining: 2291 tests
[2025-11-25T08:58:00.380140] [INFO ] [CONFIGURE ] CAE: Testing feature 3/29: add_daily_returns
[2025-11-25T08:58:00.380250] [INFO ] [CONFIGURE ] CAE: Testing with features: ['add_daily_returns']
[2025-11-25T08:58:01.161763] [DEBUG] [FORECASTER] CAE: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T08:58:01.487573] [DEBUG] [FORECASTER] CAE: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T08:58:01.674668] [DEBUG] [FORECASTER] CAE: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T08:58:01.859683] [DEBUG] [FORECASTER] CAE: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T08:58:02.048594] [DEBUG] [FORECASTER] CAE: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T08:58:02.240744] [DEBUG] [FORECASTER] CAE: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T08:58:02.434252] [DEBUG] [FORECASTER] CAE: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T08:58:02.624760] [DEBUG] [FORECASTER] CAE: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T08:58:02.820698] [DEBUG] [FORECASTER] CAE: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T08:58:03.017169] [DEBUG] [FORECASTER] CAE: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T08:58:03.017468] [INFO ] [CONFIGURE ] CAE: KEPT add_daily_returns (score: 70.00%)
[2025-11-25T08:58:03.017578] [INFO ] [CONFIGURE ] JOB ETA: 1.8h | Avg: 2.8s/test | Remaining: 2290 tests
[2025-11-25T08:58:03.017695] [INFO ] [CONFIGURE ] CAE: Testing feature 4/29: add_ema
[2025-11-25T08:58:03.017796] [INFO ] [CONFIGURE ] CAE: Testing with features: ['add_daily_returns', 'add_ema']
[2025-11-25T08:58:03.260922] [DEBUG] [FORECASTER] CAE: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T08:58:03.492112] [DEBUG] [FORECASTER] CAE: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T08:58:03.733479] [DEBUG] [FORECASTER] CAE: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T08:58:03.968769] [DEBUG] [FORECASTER] CAE: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T08:58:04.205635] [DEBUG] [FORECASTER] CAE: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T08:58:04.443542] [DEBUG] [FORECASTER] CAE: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T08:58:04.703446] [DEBUG] [FORECASTER] CAE: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T08:58:04.982444] [DEBUG] [FORECASTER] CAE: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T08:58:05.281885] [DEBUG] [FORECASTER] CAE: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T08:58:05.584244] [DEBUG] [FORECASTER] CAE: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T08:58:05.584443] [INFO ] [CONFIGURE ] CAE: DISCARDED add_ema (score: 60.00%)
[2025-11-25T08:58:05.584503] [INFO ] [CONFIGURE ] JOB ETA: 1.8h | Avg: 2.8s/test | Remaining: 2289 tests
[2025-11-25T08:58:05.584553] [INFO ] [CONFIGURE ] CAE: Testing feature 5/29: add_exhaustion_signals
[2025-11-25T08:58:05.584634] [INFO ] [CONFIGURE ] CAE: Testing with features: ['add_daily_returns', 'add_vwap', 'add_exhaustion_signals']
[2025-11-25T08:58:05.829256] [DEBUG] [FORECASTER] CAE: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T08:58:06.078724] [DEBUG] [FORECASTER] CAE: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T08:58:06.324968] [DEBUG] [FORECASTER] CAE: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T08:58:06.575579] [DEBUG] [FORECASTER] CAE: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T08:58:06.821510] [DEBUG] [FORECASTER] CAE: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T08:58:07.070031] [DEBUG] [FORECASTER] CAE: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T08:58:07.306870] [DEBUG] [FORECASTER] CAE: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T08:58:07.542441] [DEBUG] [FORECASTER] CAE: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T08:58:07.780910] [DEBUG] [FORECASTER] CAE: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T08:58:08.017951] [DEBUG] [FORECASTER] CAE: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T08:58:08.018132] [INFO ] [CONFIGURE ] CAE: DISCARDED add_exhaustion_signals (score: 40.00%)
[2025-11-25T08:58:08.018236] [INFO ] [CONFIGURE ] JOB ETA: 1.8h | Avg: 2.8s/test | Remaining: 2288 tests
[2025-11-25T08:58:08.018287] [INFO ] [CONFIGURE ] CAE: Testing feature 6/29: add_failed_moves
[2025-11-25T08:58:08.018400] [INFO ] [CONFIGURE ] CAE: Testing with features: ['add_daily_returns', 'add_failed_moves']
[2025-11-25T08:58:08.216025] [DEBUG] [FORECASTER] CAE: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T08:58:08.414098] [DEBUG] [FORECASTER] CAE: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T08:58:08.628212] [DEBUG] [FORECASTER] CAE: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T08:58:08.836834] [DEBUG] [FORECASTER] CAE: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T08:58:09.032431] [DEBUG] [FORECASTER] CAE: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T08:58:09.226600] [DEBUG] [FORECASTER] CAE: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T08:58:09.433328] [DEBUG] [FORECASTER] CAE: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T08:58:09.636845] [DEBUG] [FORECASTER] CAE: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T08:58:09.844006] [DEBUG] [FORECASTER] CAE: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T08:58:10.055566] [DEBUG] [FORECASTER] CAE: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T08:58:10.055777] [INFO ] [CONFIGURE ] CAE: DISCARDED add_failed_moves (score: 70.00%)
[2025-11-25T08:58:10.055856] [INFO ] [CONFIGURE ] JOB ETA: 1.8h | Avg: 2.8s/test | Remaining: 2287 tests
[2025-11-25T08:58:10.056083] [INFO ] [CONFIGURE ] CAE: Testing feature 7/29: add_lag_shelf
[2025-11-25T08:58:10.056189] [INFO ] [CONFIGURE ] CAE: Testing with features: ['add_daily_returns', 'add_lag_shelf']
[2025-11-25T08:58:10.246384] [DEBUG] [FORECASTER] CAE: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T08:58:10.437703] [DEBUG] [FORECASTER] CAE: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T08:58:10.629258] [DEBUG] [FORECASTER] CAE: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T08:58:10.815370] [DEBUG] [FORECASTER] CAE: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T08:58:11.003427] [DEBUG] [FORECASTER] CAE: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T08:58:11.192149] [DEBUG] [FORECASTER] CAE: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T08:58:11.379771] [DEBUG] [FORECASTER] CAE: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T08:58:11.568099] [DEBUG] [FORECASTER] CAE: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T08:58:11.759048] [DEBUG] [FORECASTER] CAE: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T08:58:11.946491] [DEBUG] [FORECASTER] CAE: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T08:58:11.946671] [INFO ] [CONFIGURE ] CAE: DISCARDED add_lag_shelf (score: 70.00%)
[2025-11-25T08:58:11.946746] [INFO ] [CONFIGURE ] JOB ETA: 1.8h | Avg: 2.8s/test | Remaining: 2286 tests
[2025-11-25T08:58:11.946798] [INFO ] [CONFIGURE ] CAE: Testing feature 8/29: add_macd
[2025-11-25T08:58:11.946935] [INFO ] [CONFIGURE ] CAE: Testing with features: ['add_daily_returns', 'add_vwap', 'add_macd']
[2025-11-25T08:58:12.226811] [DEBUG] [FORECASTER] CAE: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T08:58:12.512482] [DEBUG] [FORECASTER] CAE: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T08:58:12.811051] [DEBUG] [FORECASTER] CAE: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T08:58:13.103462] [DEBUG] [FORECASTER] CAE: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T08:58:13.424950] [DEBUG] [FORECASTER] CAE: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T08:58:13.738371] [DEBUG] [FORECASTER] CAE: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T08:58:14.056274] [DEBUG] [FORECASTER] CAE: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T08:58:14.365146] [DEBUG] [FORECASTER] CAE: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T08:58:14.670584] [DEBUG] [FORECASTER] CAE: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T08:58:14.960228] [DEBUG] [FORECASTER] CAE: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T08:58:14.960431] [INFO ] [CONFIGURE ] CAE: DISCARDED add_macd (score: 60.00%)
[2025-11-25T08:58:14.960490] [INFO ] [CONFIGURE ] JOB ETA: 1.8h | Avg: 2.8s/test | Remaining: 2285 tests
[2025-11-25T08:58:14.960564] [INFO ] [CONFIGURE ] CAE: Testing feature 9/29: add_mfi
[2025-11-25T08:58:14.960619] [INFO ] [CONFIGURE ] CAE: Testing with features: ['add_daily_returns', 'add_mfi']
[2025-11-25T08:58:15.159352] [DEBUG] [FORECASTER] CAE: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T08:58:15.360940] [DEBUG] [FORECASTER] CAE: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T08:58:15.562307] [DEBUG] [FORECASTER] CAE: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T08:58:15.764574] [DEBUG] [FORECASTER] CAE: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T08:58:15.968832] [DEBUG] [FORECASTER] CAE: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T08:58:16.174518] [DEBUG] [FORECASTER] CAE: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T08:58:16.386746] [DEBUG] [FORECASTER] CAE: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T08:58:16.593959] [DEBUG] [FORECASTER] CAE: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T08:58:16.798161] [DEBUG] [FORECASTER] CAE: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T08:58:17.002112] [DEBUG] [FORECASTER] CAE: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T08:58:17.002313] [INFO ] [CONFIGURE ] CAE: DISCARDED add_mfi (score: 60.00%)
[2025-11-25T08:58:17.002363] [INFO ] [CONFIGURE ] JOB ETA: 1.8h | Avg: 2.8s/test | Remaining: 2284 tests
[2025-11-25T08:58:17.002403] [INFO ] [CONFIGURE ] CAE: Testing feature 10/29: add_momentum_acceleration
[2025-11-25T08:58:17.002451] [INFO ] [CONFIGURE ] CAE: Testing with features: ['add_daily_returns', 'add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-11-25T08:58:17.333122] [DEBUG] [FORECASTER] CAE: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T08:58:17.647793] [DEBUG] [FORECASTER] CAE: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T08:58:17.933071] [DEBUG] [FORECASTER] CAE: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T08:58:18.229421] [DEBUG] [FORECASTER] CAE: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T08:58:18.550478] [DEBUG] [FORECASTER] CAE: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T08:58:18.867453] [DEBUG] [FORECASTER] CAE: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T08:58:19.196001] [DEBUG] [FORECASTER] CAE: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T08:58:19.530447] [DEBUG] [FORECASTER] CAE: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T08:58:19.852195] [DEBUG] [FORECASTER] CAE: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T08:58:20.184132] [DEBUG] [FORECASTER] CAE: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T08:58:20.184345] [INFO ] [CONFIGURE ] CAE: DISCARDED add_momentum_acceleration (score: 70.00%)
[2025-11-25T08:58:20.184404] [INFO ] [CONFIGURE ] JOB ETA: 1.8h | Avg: 2.8s/test | Remaining: 2283 tests
[2025-11-25T08:58:20.184455] [INFO ] [CONFIGURE ] CAE: Testing feature 11/29: add_obv_daily
[2025-11-25T08:58:20.184502] [INFO ] [CONFIGURE ] CAE: Testing with features: ['add_daily_returns', 'add_obv_daily']
[2025-11-25T08:58:20.426281] [DEBUG] [FORECASTER] CAE: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T08:58:20.662970] [DEBUG] [FORECASTER] CAE: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T08:58:20.891638] [DEBUG] [FORECASTER] CAE: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T08:58:21.135874] [DEBUG] [FORECASTER] CAE: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T08:58:21.377489] [DEBUG] [FORECASTER] CAE: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T08:58:21.618581] [DEBUG] [FORECASTER] CAE: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T08:58:21.852379] [DEBUG] [FORECASTER] CAE: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T08:58:22.086203] [DEBUG] [FORECASTER] CAE: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T08:58:22.319299] [DEBUG] [FORECASTER] CAE: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T08:58:22.555937] [DEBUG] [FORECASTER] CAE: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T08:58:22.556288] [INFO ] [CONFIGURE ] CAE: DISCARDED add_obv_daily (score: 50.00%)
[2025-11-25T08:58:22.556409] [INFO ] [CONFIGURE ] JOB ETA: 1.8h | Avg: 2.8s/test | Remaining: 2282 tests
[2025-11-25T08:58:22.556513] [INFO ] [CONFIGURE ] CAE: Testing feature 12/29: add_obv_interval
[2025-11-25T08:58:22.556610] [INFO ] [CONFIGURE ] CAE: Testing with features: ['add_daily_returns', 'add_obv_interval']
[2025-11-25T08:58:22.769479] [DEBUG] [FORECASTER] CAE: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T08:58:22.983156] [DEBUG] [FORECASTER] CAE: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T08:58:23.202304] [DEBUG] [FORECASTER] CAE: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T08:58:23.417968] [DEBUG] [FORECASTER] CAE: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T08:58:23.639220] [DEBUG] [FORECASTER] CAE: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T08:58:23.853242] [DEBUG] [FORECASTER] CAE: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T08:58:24.078104] [DEBUG] [FORECASTER] CAE: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T08:58:24.298010] [DEBUG] [FORECASTER] CAE: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T08:58:24.522918] [DEBUG] [FORECASTER] CAE: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T08:58:24.741829] [DEBUG] [FORECASTER] CAE: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T08:58:24.742080] [INFO ] [CONFIGURE ] CAE: DISCARDED add_obv_interval (score: 70.00%)
[2025-11-25T08:58:24.742132] [INFO ] [CONFIGURE ] JOB ETA: 1.8h | Avg: 2.8s/test | Remaining: 2281 tests
[2025-11-25T08:58:24.742172] [INFO ] [CONFIGURE ] CAE: Testing feature 13/29: add_opening_strength
[2025-11-25T08:58:24.742208] [INFO ] [CONFIGURE ] CAE: Testing with features: ['add_daily_returns', 'add_opening_strength']
[2025-11-25T08:58:24.965932] [DEBUG] [FORECASTER] CAE: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T08:58:25.195566] [DEBUG] [FORECASTER] CAE: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T08:58:25.420391] [DEBUG] [FORECASTER] CAE: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T08:58:25.654806] [DEBUG] [FORECASTER] CAE: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T08:58:25.881558] [DEBUG] [FORECASTER] CAE: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T08:58:26.106140] [DEBUG] [FORECASTER] CAE: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T08:58:26.338337] [DEBUG] [FORECASTER] CAE: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T08:58:26.573775] [DEBUG] [FORECASTER] CAE: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T08:58:26.813888] [DEBUG] [FORECASTER] CAE: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T08:58:27.045230] [DEBUG] [FORECASTER] CAE: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T08:58:27.045417] [INFO ] [CONFIGURE ] CAE: KEPT add_opening_strength (score: 80.00%)
[2025-11-25T08:58:27.045475] [INFO ] [CONFIGURE ] JOB ETA: 1.8h | Avg: 2.8s/test | Remaining: 2280 tests
[2025-11-25T08:58:27.045523] [INFO ] [CONFIGURE ] CAE: Testing feature 14/29: add_order_flow_imbalance
[2025-11-25T08:58:27.045564] [INFO ] [CONFIGURE ] CAE: Testing with features: ['add_daily_returns', 'add_opening_strength', 'add_order_flow_imbalance']
[2025-11-25T08:58:27.308202] [DEBUG] [FORECASTER] CAE: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T08:58:27.558187] [DEBUG] [FORECASTER] CAE: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T08:58:27.821026] [DEBUG] [FORECASTER] CAE: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T08:58:28.081341] [DEBUG] [FORECASTER] CAE: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T08:58:28.347639] [DEBUG] [FORECASTER] CAE: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T08:58:28.608993] [DEBUG] [FORECASTER] CAE: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T08:58:28.872885] [DEBUG] [FORECASTER] CAE: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T08:58:29.130748] [DEBUG] [FORECASTER] CAE: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T08:58:29.388836] [DEBUG] [FORECASTER] CAE: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T08:58:29.650048] [DEBUG] [FORECASTER] CAE: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T08:58:29.650246] [INFO ] [CONFIGURE ] CAE: DISCARDED add_order_flow_imbalance (score: 80.00%)
[2025-11-25T08:58:29.650331] [INFO ] [CONFIGURE ] JOB ETA: 1.8h | Avg: 2.8s/test | Remaining: 2279 tests
[2025-11-25T08:58:29.650381] [INFO ] [CONFIGURE ] CAE: Testing feature 15/29: add_pbf_morning_momentum
[2025-11-25T08:58:29.650437] [INFO ] [CONFIGURE ] CAE: Testing with features: ['add_daily_returns', 'add_opening_strength', 'add_pbf_morning_momentum']
[2025-11-25T08:58:29.893862] [DEBUG] [FORECASTER] CAE: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T08:58:30.146873] [DEBUG] [FORECASTER] CAE: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T08:58:30.390044] [DEBUG] [FORECASTER] CAE: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T08:58:30.641327] [DEBUG] [FORECASTER] CAE: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T08:58:30.883687] [DEBUG] [FORECASTER] CAE: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T08:58:31.127966] [DEBUG] [FORECASTER] CAE: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T08:58:31.352364] [DEBUG] [FORECASTER] CAE: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T08:58:31.568325] [DEBUG] [FORECASTER] CAE: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T08:58:31.780326] [DEBUG] [FORECASTER] CAE: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T08:58:31.993663] [DEBUG] [FORECASTER] CAE: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T08:58:31.993838] [INFO ] [CONFIGURE ] CAE: DISCARDED add_pbf_morning_momentum (score: 80.00%)
[2025-11-25T08:58:31.993888] [INFO ] [CONFIGURE ] JOB ETA: 1.8h | Avg: 2.8s/test | Remaining: 2278 tests
[2025-11-25T08:58:31.993933] [INFO ] [CONFIGURE ] CAE: Testing feature 16/29: add_pbf_overnight_gap
[2025-11-25T08:58:31.993969] [INFO ] [CONFIGURE ] CAE: Testing with features: ['add_daily_returns', 'add_opening_strength', 'add_pbf_overnight_gap']
[2025-11-25T08:58:32.228823] [DEBUG] [FORECASTER] CAE: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T08:58:32.457579] [DEBUG] [FORECASTER] CAE: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T08:58:32.689816] [DEBUG] [FORECASTER] CAE: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T08:58:32.934675] [DEBUG] [FORECASTER] CAE: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T08:58:33.181588] [DEBUG] [FORECASTER] CAE: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T08:58:33.421740] [DEBUG] [FORECASTER] CAE: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T08:58:33.658547] [DEBUG] [FORECASTER] CAE: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T08:58:33.893966] [DEBUG] [FORECASTER] CAE: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T08:58:34.136877] [DEBUG] [FORECASTER] CAE: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T08:58:34.385372] [DEBUG] [FORECASTER] CAE: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T08:58:34.385570] [INFO ] [CONFIGURE ] CAE: DISCARDED add_pbf_overnight_gap (score: 80.00%)
[2025-11-25T08:58:34.385664] [INFO ] [CONFIGURE ] JOB ETA: 1.8h | Avg: 2.8s/test | Remaining: 2277 tests
[2025-11-25T08:58:34.385726] [INFO ] [CONFIGURE ] CAE: Testing feature 17/29: add_pbf_return_2d
[2025-11-25T08:58:34.385772] [INFO ] [CONFIGURE ] CAE: Testing with features: ['add_daily_returns', 'add_opening_strength', 'add_pbf_return_2d']
[2025-11-25T08:58:34.622535] [DEBUG] [FORECASTER] CAE: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T08:58:34.854580] [DEBUG] [FORECASTER] CAE: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T08:58:35.088397] [DEBUG] [FORECASTER] CAE: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T08:58:35.327306] [DEBUG] [FORECASTER] CAE: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T08:58:35.562608] [DEBUG] [FORECASTER] CAE: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T08:58:35.801672] [DEBUG] [FORECASTER] CAE: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T08:58:36.036774] [DEBUG] [FORECASTER] CAE: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T08:58:36.277066] [DEBUG] [FORECASTER] CAE: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T08:58:36.522386] [DEBUG] [FORECASTER] CAE: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T08:58:36.761364] [DEBUG] [FORECASTER] CAE: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T08:58:36.761531] [INFO ] [CONFIGURE ] CAE: DISCARDED add_pbf_return_2d (score: 80.00%)
[2025-11-25T08:58:36.761589] [INFO ] [CONFIGURE ] JOB ETA: 1.8h | Avg: 2.8s/test | Remaining: 2276 tests
[2025-11-25T08:58:36.761703] [INFO ] [CONFIGURE ] CAE: Testing feature 18/29: add_pbf_volatility_5d
[2025-11-25T08:58:36.761754] [INFO ] [CONFIGURE ] CAE: Testing with features: ['add_daily_returns', 'add_opening_strength', 'add_pbf_volatility_5d']
[2025-11-25T08:58:36.985487] [DEBUG] [FORECASTER] CAE: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T08:58:37.213267] [DEBUG] [FORECASTER] CAE: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T08:58:37.436877] [DEBUG] [FORECASTER] CAE: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T08:58:37.665104] [DEBUG] [FORECASTER] CAE: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T08:58:37.889556] [DEBUG] [FORECASTER] CAE: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T08:58:38.128378] [DEBUG] [FORECASTER] CAE: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T08:58:38.358186] [DEBUG] [FORECASTER] CAE: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T08:58:38.584592] [DEBUG] [FORECASTER] CAE: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T08:58:38.812747] [DEBUG] [FORECASTER] CAE: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T08:58:39.052903] [DEBUG] [FORECASTER] CAE: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T08:58:39.053263] [INFO ] [CONFIGURE ] CAE: DISCARDED add_pbf_volatility_5d (score: 80.00%)
[2025-11-25T08:58:39.053382] [INFO ] [CONFIGURE ] JOB ETA: 1.8h | Avg: 2.8s/test | Remaining: 2275 tests
[2025-11-25T08:58:39.053481] [INFO ] [CONFIGURE ] CAE: Testing feature 19/29: add_pbf_vs_sma_5
[2025-11-25T08:58:39.053579] [INFO ] [CONFIGURE ] CAE: Testing with features: ['add_daily_returns', 'add_opening_strength', 'add_pbf_vs_sma_5']
[2025-11-25T08:58:39.272242] [DEBUG] [FORECASTER] CAE: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T08:58:39.492638] [DEBUG] [FORECASTER] CAE: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T08:58:39.715098] [DEBUG] [FORECASTER] CAE: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T08:58:39.938263] [DEBUG] [FORECASTER] CAE: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T08:58:40.166379] [DEBUG] [FORECASTER] CAE: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T08:58:40.385862] [DEBUG] [FORECASTER] CAE: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T08:58:40.605115] [DEBUG] [FORECASTER] CAE: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T08:58:40.829537] [DEBUG] [FORECASTER] CAE: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T08:58:41.055452] [DEBUG] [FORECASTER] CAE: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T08:58:41.280327] [DEBUG] [FORECASTER] CAE: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T08:58:41.280494] [INFO ] [CONFIGURE ] CAE: DISCARDED add_pbf_vs_sma_5 (score: 80.00%)
[2025-11-25T08:58:41.280547] [INFO ] [CONFIGURE ] JOB ETA: 1.8h | Avg: 2.8s/test | Remaining: 2274 tests
[2025-11-25T08:58:41.280590] [INFO ] [CONFIGURE ] CAE: Testing feature 20/29: add_price_rejection
[2025-11-25T08:58:41.280630] [INFO ] [CONFIGURE ] CAE: Testing with features: ['add_daily_returns', 'add_opening_strength', 'add_price_rejection']
[2025-11-25T08:58:41.520901] [DEBUG] [FORECASTER] CAE: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T08:58:41.761338] [DEBUG] [FORECASTER] CAE: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T08:58:42.002683] [DEBUG] [FORECASTER] CAE: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T08:58:42.242443] [DEBUG] [FORECASTER] CAE: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T08:58:42.480465] [DEBUG] [FORECASTER] CAE: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T08:58:42.718210] [DEBUG] [FORECASTER] CAE: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T08:58:42.959420] [DEBUG] [FORECASTER] CAE: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T08:58:43.205233] [DEBUG] [FORECASTER] CAE: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T08:58:43.443297] [DEBUG] [FORECASTER] CAE: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T08:58:43.685985] [DEBUG] [FORECASTER] CAE: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T08:58:43.686154] [INFO ] [CONFIGURE ] CAE: DISCARDED add_price_rejection (score: 70.00%)
[2025-11-25T08:58:43.686208] [INFO ] [CONFIGURE ] JOB ETA: 1.8h | Avg: 2.8s/test | Remaining: 2273 tests
[2025-11-25T08:58:43.686254] [INFO ] [CONFIGURE ] CAE: Testing feature 21/29: add_range_position
[2025-11-25T08:58:43.686349] [INFO ] [CONFIGURE ] CAE: Testing with features: ['add_daily_returns', 'add_opening_strength', 'add_range_position']
[2025-11-25T08:58:43.942267] [DEBUG] [FORECASTER] CAE: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T08:58:44.202548] [DEBUG] [FORECASTER] CAE: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T08:58:44.483203] [DEBUG] [FORECASTER] CAE: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T08:58:44.752251] [DEBUG] [FORECASTER] CAE: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T08:58:45.020111] [DEBUG] [FORECASTER] CAE: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T08:58:45.291728] [DEBUG] [FORECASTER] CAE: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T08:58:45.549121] [DEBUG] [FORECASTER] CAE: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T08:58:45.817765] [DEBUG] [FORECASTER] CAE: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T08:58:46.095542] [DEBUG] [FORECASTER] CAE: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T08:58:46.376970] [DEBUG] [FORECASTER] CAE: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T08:58:46.377164] [INFO ] [CONFIGURE ] CAE: DISCARDED add_range_position (score: 80.00%)
[2025-11-25T08:58:46.377227] [INFO ] [CONFIGURE ] JOB ETA: 1.8h | Avg: 2.8s/test | Remaining: 2272 tests
[2025-11-25T08:58:46.377294] [INFO ] [CONFIGURE ] CAE: Testing feature 22/29: add_realized_volatility
[2025-11-25T08:58:46.377349] [INFO ] [CONFIGURE ] CAE: Testing with features: ['add_daily_returns', 'add_opening_strength', 'add_realized_volatility']
[2025-11-25T08:58:46.711930] [DEBUG] [FORECASTER] CAE: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T08:58:47.051016] [DEBUG] [FORECASTER] CAE: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T08:58:47.426632] [DEBUG] [FORECASTER] CAE: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T08:58:47.771105] [DEBUG] [FORECASTER] CAE: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T08:58:48.110767] [DEBUG] [FORECASTER] CAE: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T08:58:48.449792] [DEBUG] [FORECASTER] CAE: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T08:58:48.836202] [DEBUG] [FORECASTER] CAE: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T08:58:49.171512] [DEBUG] [FORECASTER] CAE: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T08:58:49.511776] [DEBUG] [FORECASTER] CAE: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T08:58:49.856878] [DEBUG] [FORECASTER] CAE: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T08:58:49.857139] [INFO ] [CONFIGURE ] CAE: DISCARDED add_realized_volatility (score: 80.00%)
[2025-11-25T08:58:49.857201] [INFO ] [CONFIGURE ] JOB ETA: 1.8h | Avg: 2.8s/test | Remaining: 2271 tests
[2025-11-25T08:58:49.857249] [INFO ] [CONFIGURE ] CAE: Testing feature 23/29: add_recent_range_context
[2025-11-25T08:58:49.857294] [INFO ] [CONFIGURE ] CAE: Testing with features: ['add_daily_returns', 'add_opening_strength', 'add_recent_range_context']
[2025-11-25T08:58:50.099952] [DEBUG] [FORECASTER] CAE: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T08:58:50.341080] [DEBUG] [FORECASTER] CAE: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T08:58:50.581903] [DEBUG] [FORECASTER] CAE: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T08:58:50.831040] [DEBUG] [FORECASTER] CAE: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T08:58:51.073300] [DEBUG] [FORECASTER] CAE: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T08:58:51.310550] [DEBUG] [FORECASTER] CAE: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T08:58:51.544742] [DEBUG] [FORECASTER] CAE: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T08:58:51.780519] [DEBUG] [FORECASTER] CAE: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T08:58:52.027607] [DEBUG] [FORECASTER] CAE: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T08:58:52.280325] [DEBUG] [FORECASTER] CAE: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T08:58:52.280525] [INFO ] [CONFIGURE ] CAE: DISCARDED add_recent_range_context (score: 80.00%)
[2025-11-25T08:58:52.280594] [INFO ] [CONFIGURE ] JOB ETA: 1.8h | Avg: 2.8s/test | Remaining: 2270 tests
[2025-11-25T08:58:52.280662] [INFO ] [CONFIGURE ] CAE: Testing feature 24/29: add_rsi
[2025-11-25T08:58:52.280710] [INFO ] [CONFIGURE ] CAE: Testing with features: ['add_daily_returns', 'add_opening_strength', 'add_ema', 'add_rsi']
[2025-11-25T08:58:52.650511] [DEBUG] [FORECASTER] CAE: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T08:58:53.017144] [DEBUG] [FORECASTER] CAE: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T08:58:53.317342] [DEBUG] [FORECASTER] CAE: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T08:58:53.610415] [DEBUG] [FORECASTER] CAE: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T08:58:53.903989] [DEBUG] [FORECASTER] CAE: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T08:58:54.188060] [DEBUG] [FORECASTER] CAE: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T08:58:54.476264] [DEBUG] [FORECASTER] CAE: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T08:58:54.767824] [DEBUG] [FORECASTER] CAE: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T08:58:55.069079] [DEBUG] [FORECASTER] CAE: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T08:58:55.351312] [DEBUG] [FORECASTER] CAE: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T08:58:55.351529] [INFO ] [CONFIGURE ] CAE: KEPT add_rsi (score: 90.00%)
[2025-11-25T08:58:55.351588] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 2.8s/test | Remaining: 2269 tests
[2025-11-25T08:58:55.351637] [INFO ] [CONFIGURE ] CAE: Testing feature 25/29: add_tick_distribution
[2025-11-25T08:58:55.351705] [INFO ] [CONFIGURE ] CAE: Testing with features: ['add_daily_returns', 'add_opening_strength', 'add_ema', 'add_rsi', 'add_tick_distribution']
[2025-11-25T08:58:55.641510] [DEBUG] [FORECASTER] CAE: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T08:58:55.930716] [DEBUG] [FORECASTER] CAE: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T08:58:56.221887] [DEBUG] [FORECASTER] CAE: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T08:58:56.526338] [DEBUG] [FORECASTER] CAE: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T08:58:56.816483] [DEBUG] [FORECASTER] CAE: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T08:58:57.113938] [DEBUG] [FORECASTER] CAE: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T08:58:57.416207] [DEBUG] [FORECASTER] CAE: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T08:58:57.713484] [DEBUG] [FORECASTER] CAE: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T08:58:58.012751] [DEBUG] [FORECASTER] CAE: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T08:58:58.314829] [DEBUG] [FORECASTER] CAE: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T08:58:58.315011] [INFO ] [CONFIGURE ] CAE: DISCARDED add_tick_distribution (score: 80.00%)
[2025-11-25T08:58:58.315070] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 2.8s/test | Remaining: 2268 tests
[2025-11-25T08:58:58.315117] [INFO ] [CONFIGURE ] CAE: Testing feature 26/29: add_volume_momentum_confirmation
[2025-11-25T08:58:58.315167] [INFO ] [CONFIGURE ] CAE: Testing with features: ['add_daily_returns', 'add_opening_strength', 'add_ema', 'add_rsi', 'add_volume_momentum_confirmation']
[2025-11-25T08:58:58.621043] [DEBUG] [FORECASTER] CAE: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T08:58:58.922293] [DEBUG] [FORECASTER] CAE: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T08:58:59.226961] [DEBUG] [FORECASTER] CAE: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T08:58:59.529342] [DEBUG] [FORECASTER] CAE: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T08:58:59.841401] [DEBUG] [FORECASTER] CAE: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T08:59:00.151113] [DEBUG] [FORECASTER] CAE: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T08:59:01.193016] [DEBUG] [FORECASTER] CAE: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T08:59:01.759415] [DEBUG] [FORECASTER] CAE: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T08:59:02.112606] [DEBUG] [FORECASTER] CAE: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T08:59:02.439324] [DEBUG] [FORECASTER] CAE: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T08:59:02.439541] [INFO ] [CONFIGURE ] CAE: DISCARDED add_volume_momentum_confirmation (score: 80.00%)
[2025-11-25T08:59:02.439599] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 2.8s/test | Remaining: 2267 tests
[2025-11-25T08:59:02.439669] [INFO ] [CONFIGURE ] CAE: Testing feature 27/29: add_volume_price_divergence
[2025-11-25T08:59:02.439716] [INFO ] [CONFIGURE ] CAE: Testing with features: ['add_daily_returns', 'add_opening_strength', 'add_ema', 'add_rsi', 'add_volume_price_divergence']
[2025-11-25T08:59:02.790119] [DEBUG] [FORECASTER] CAE: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T08:59:03.124327] [DEBUG] [FORECASTER] CAE: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T08:59:03.488308] [DEBUG] [FORECASTER] CAE: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T08:59:03.830435] [DEBUG] [FORECASTER] CAE: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T08:59:04.172608] [DEBUG] [FORECASTER] CAE: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T08:59:04.514592] [DEBUG] [FORECASTER] CAE: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T08:59:04.850455] [DEBUG] [FORECASTER] CAE: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T08:59:05.180440] [DEBUG] [FORECASTER] CAE: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T08:59:05.515277] [DEBUG] [FORECASTER] CAE: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T08:59:05.858238] [DEBUG] [FORECASTER] CAE: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T08:59:05.858468] [INFO ] [CONFIGURE ] CAE: DISCARDED add_volume_price_divergence (score: 70.00%)
[2025-11-25T08:59:05.858539] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 2.8s/test | Remaining: 2266 tests
[2025-11-25T08:59:05.858589] [INFO ] [CONFIGURE ] CAE: Testing feature 28/29: add_volume_profile
[2025-11-25T08:59:05.858633] [INFO ] [CONFIGURE ] CAE: Testing with features: ['add_daily_returns', 'add_opening_strength', 'add_ema', 'add_rsi', 'add_volume_profile']
[2025-11-25T08:59:06.185466] [DEBUG] [FORECASTER] CAE: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T08:59:06.503921] [DEBUG] [FORECASTER] CAE: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T08:59:06.824465] [DEBUG] [FORECASTER] CAE: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T08:59:07.145660] [DEBUG] [FORECASTER] CAE: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T08:59:07.464469] [DEBUG] [FORECASTER] CAE: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T08:59:07.790694] [DEBUG] [FORECASTER] CAE: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T08:59:08.118101] [DEBUG] [FORECASTER] CAE: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T08:59:08.437928] [DEBUG] [FORECASTER] CAE: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T08:59:08.754882] [DEBUG] [FORECASTER] CAE: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T08:59:09.089704] [DEBUG] [FORECASTER] CAE: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T08:59:09.089908] [INFO ] [CONFIGURE ] CAE: DISCARDED add_volume_profile (score: 90.00%)
[2025-11-25T08:59:09.089965] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 2.8s/test | Remaining: 2265 tests
[2025-11-25T08:59:09.090014] [INFO ] [CONFIGURE ] CAE: Testing feature 29/29: add_vwap
[2025-11-25T08:59:09.090052] [INFO ] [CONFIGURE ] CAE: Testing with features: ['add_daily_returns', 'add_opening_strength', 'add_ema', 'add_rsi', 'add_vwap']
[2025-11-25T08:59:09.392032] [DEBUG] [FORECASTER] CAE: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T08:59:09.693845] [DEBUG] [FORECASTER] CAE: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T08:59:09.999306] [DEBUG] [FORECASTER] CAE: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T08:59:10.313410] [DEBUG] [FORECASTER] CAE: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T08:59:10.608203] [DEBUG] [FORECASTER] CAE: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T08:59:10.917811] [DEBUG] [FORECASTER] CAE: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T08:59:11.222967] [DEBUG] [FORECASTER] CAE: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T08:59:11.527914] [DEBUG] [FORECASTER] CAE: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T08:59:11.831400] [DEBUG] [FORECASTER] CAE: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T08:59:12.135940] [DEBUG] [FORECASTER] CAE: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T08:59:12.136125] [INFO ] [CONFIGURE ] CAE: DISCARDED add_vwap (score: 90.00%)
[2025-11-25T08:59:12.136184] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 2.8s/test | Remaining: 2264 tests
[2025-11-25T08:59:12.136233] [INFO ] [CONFIGURE ] CAE: ===== FEATURE SELECTION COMPLETE =====
[2025-11-25T08:59:12.136277] [INFO ] [CONFIGURE ] CAE: Best accuracy: 90.00%
[2025-11-25T08:59:12.136322] [INFO ] [CONFIGURE ] CAE: Best feature set (4 features): ['add_daily_returns', 'add_opening_strength', 'add_ema', 'add_rsi']
[2025-11-25T08:59:12.136363] [INFO ] [CONFIGURE ] CAE: Improvement over baseline: 30.00%
[2025-11-25T08:59:12.136403] [INFO ] [CONFIGURE ] CAE: Total time: 1.3 minutes
[2025-11-25T08:59:12.136443] [INFO ] [CONFIGURE ] CAE: Average time per feature: 2.6 seconds
[2025-11-25T08:59:12.136483] [INFO ] [CONFIGURE ] CAE: Average speed: 0.38 features/sec
[2025-11-25T08:59:12.136948] [INFO ] [LOCAL     ] Saved configuration for CAE: 4 features, 90.00% accuracy -> ./output/feature-sets/CAE.json
[2025-11-25T08:59:12.137008] [INFO ] [CONFIGURE ] CAE: Configuration saved successfully: 4 features, 90.00% accuracy.
[2025-11-25T08:59:12.137058] [INFO ] [sig       ] [87/164] Successfully configured CAE | 0.01 sym/s | Total: 2.0h | ETA: 1.7h
[2025-11-25T08:59:12.137101] [INFO ] [sig       ] [88/164] Configuring CARR...
[2025-11-25T08:59:12.137304] [INFO ] [CONFIGURE ] CARR: Configurate test run.
[2025-11-25T08:59:12.137356] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CARR' from 'https://tdm.silogroup.org/data/derivative_storage/CARR.csv'.
[2025-11-25T08:59:12.150667] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'CARR'.
[2025-11-25T08:59:12.151057] [INFO ] [CONFIGURE ] CARR: Testing with 29 available features
[2025-11-25T08:59:12.151122] [INFO ] [CONFIGURE ] CARR: Establishing baseline with no features...
[2025-11-25T08:59:12.320551] [DEBUG] [FORECASTER] CARR: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T08:59:12.489181] [DEBUG] [FORECASTER] CARR: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T08:59:12.664132] [DEBUG] [FORECASTER] CARR: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T08:59:12.832455] [DEBUG] [FORECASTER] CARR: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T08:59:13.003362] [DEBUG] [FORECASTER] CARR: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T08:59:13.173054] [DEBUG] [FORECASTER] CARR: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T08:59:13.340854] [DEBUG] [FORECASTER] CARR: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T08:59:13.510573] [DEBUG] [FORECASTER] CARR: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T08:59:13.679946] [DEBUG] [FORECASTER] CARR: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-25T08:59:13.848538] [DEBUG] [FORECASTER] CARR: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T08:59:13.848711] [INFO ] [CONFIGURE ] CARR: Baseline score (no features): 40.00%
[2025-11-25T08:59:13.848765] [INFO ] [CONFIGURE ] CARR: Testing feature 1/29: add_bollinger_bands
[2025-11-25T08:59:13.848804] [INFO ] [CONFIGURE ] CARR: Testing with features: ['add_bollinger_bands']
[2025-11-25T08:59:14.048183] [DEBUG] [FORECASTER] CARR: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T08:59:14.247878] [DEBUG] [FORECASTER] CARR: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T08:59:14.447603] [DEBUG] [FORECASTER] CARR: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T08:59:14.661984] [DEBUG] [FORECASTER] CARR: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T08:59:14.871775] [DEBUG] [FORECASTER] CARR: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T08:59:15.101041] [DEBUG] [FORECASTER] CARR: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T08:59:15.329438] [DEBUG] [FORECASTER] CARR: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T08:59:15.562603] [DEBUG] [FORECASTER] CARR: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T08:59:15.798336] [DEBUG] [FORECASTER] CARR: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T08:59:16.026763] [DEBUG] [FORECASTER] CARR: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T08:59:16.026941] [INFO ] [CONFIGURE ] CARR: KEPT add_bollinger_bands (score: 60.00%)
[2025-11-25T08:59:16.026990] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 2.8s/test | Remaining: 2263 tests
[2025-11-25T08:59:16.027029] [INFO ] [CONFIGURE ] CARR: Testing feature 2/29: add_cumulative_delta
[2025-11-25T08:59:16.027065] [INFO ] [CONFIGURE ] CARR: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta']
[2025-11-25T08:59:16.301097] [DEBUG] [FORECASTER] CARR: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T08:59:16.555870] [DEBUG] [FORECASTER] CARR: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T08:59:16.795573] [DEBUG] [FORECASTER] CARR: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T08:59:17.038167] [DEBUG] [FORECASTER] CARR: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T08:59:17.339257] [DEBUG] [FORECASTER] CARR: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T08:59:17.590577] [DEBUG] [FORECASTER] CARR: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T08:59:17.826958] [DEBUG] [FORECASTER] CARR: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T08:59:18.075483] [DEBUG] [FORECASTER] CARR: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T08:59:18.346675] [DEBUG] [FORECASTER] CARR: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T08:59:18.588339] [DEBUG] [FORECASTER] CARR: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T08:59:18.588528] [INFO ] [CONFIGURE ] CARR: KEPT add_cumulative_delta (score: 70.00%)
[2025-11-25T08:59:18.588582] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 2.8s/test | Remaining: 2262 tests
[2025-11-25T08:59:18.588631] [INFO ] [CONFIGURE ] CARR: Testing feature 3/29: add_daily_returns
[2025-11-25T08:59:18.588700] [INFO ] [CONFIGURE ] CARR: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns']
[2025-11-25T08:59:18.836764] [DEBUG] [FORECASTER] CARR: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T08:59:19.087376] [DEBUG] [FORECASTER] CARR: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T08:59:19.340057] [DEBUG] [FORECASTER] CARR: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T08:59:19.589520] [DEBUG] [FORECASTER] CARR: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T08:59:19.846803] [DEBUG] [FORECASTER] CARR: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T08:59:20.099801] [DEBUG] [FORECASTER] CARR: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T08:59:20.348746] [DEBUG] [FORECASTER] CARR: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T08:59:20.610726] [DEBUG] [FORECASTER] CARR: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T08:59:20.864796] [DEBUG] [FORECASTER] CARR: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T08:59:21.128986] [DEBUG] [FORECASTER] CARR: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T08:59:21.129230] [INFO ] [CONFIGURE ] CARR: KEPT add_daily_returns (score: 80.00%)
[2025-11-25T08:59:21.129292] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 2.8s/test | Remaining: 2261 tests
[2025-11-25T08:59:21.129336] [INFO ] [CONFIGURE ] CARR: Testing feature 4/29: add_ema
[2025-11-25T08:59:21.129382] [INFO ] [CONFIGURE ] CARR: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns', 'add_ema']
[2025-11-25T08:59:21.446591] [DEBUG] [FORECASTER] CARR: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T08:59:21.758075] [DEBUG] [FORECASTER] CARR: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T08:59:22.063526] [DEBUG] [FORECASTER] CARR: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T08:59:22.341077] [DEBUG] [FORECASTER] CARR: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T08:59:22.619658] [DEBUG] [FORECASTER] CARR: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T08:59:22.897025] [DEBUG] [FORECASTER] CARR: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T08:59:23.188078] [DEBUG] [FORECASTER] CARR: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T08:59:23.460225] [DEBUG] [FORECASTER] CARR: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T08:59:23.731818] [DEBUG] [FORECASTER] CARR: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T08:59:24.018127] [DEBUG] [FORECASTER] CARR: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T08:59:24.018310] [INFO ] [CONFIGURE ] CARR: DISCARDED add_ema (score: 80.00%)
[2025-11-25T08:59:24.018366] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 2.8s/test | Remaining: 2260 tests
[2025-11-25T08:59:24.018414] [INFO ] [CONFIGURE ] CARR: Testing feature 5/29: add_exhaustion_signals
[2025-11-25T08:59:24.018455] [INFO ] [CONFIGURE ] CARR: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns', 'add_vwap', 'add_exhaustion_signals']
[2025-11-25T08:59:24.307894] [DEBUG] [FORECASTER] CARR: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T08:59:24.614603] [DEBUG] [FORECASTER] CARR: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T08:59:24.922171] [DEBUG] [FORECASTER] CARR: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T08:59:25.223319] [DEBUG] [FORECASTER] CARR: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T08:59:25.520101] [DEBUG] [FORECASTER] CARR: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T08:59:25.816703] [DEBUG] [FORECASTER] CARR: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T08:59:26.113039] [DEBUG] [FORECASTER] CARR: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T08:59:26.411150] [DEBUG] [FORECASTER] CARR: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T08:59:26.718428] [DEBUG] [FORECASTER] CARR: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T08:59:27.029609] [DEBUG] [FORECASTER] CARR: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T08:59:27.029827] [INFO ] [CONFIGURE ] CARR: DISCARDED add_exhaustion_signals (score: 80.00%)
[2025-11-25T08:59:27.029892] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 2.8s/test | Remaining: 2259 tests
[2025-11-25T08:59:27.029942] [INFO ] [CONFIGURE ] CARR: Testing feature 6/29: add_failed_moves
[2025-11-25T08:59:27.029982] [INFO ] [CONFIGURE ] CARR: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns', 'add_failed_moves']
[2025-11-25T08:59:27.296510] [DEBUG] [FORECASTER] CARR: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T08:59:27.558853] [DEBUG] [FORECASTER] CARR: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T08:59:27.825283] [DEBUG] [FORECASTER] CARR: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T08:59:28.103767] [DEBUG] [FORECASTER] CARR: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T08:59:28.382463] [DEBUG] [FORECASTER] CARR: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T08:59:28.653282] [DEBUG] [FORECASTER] CARR: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T08:59:28.929470] [DEBUG] [FORECASTER] CARR: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T08:59:29.204782] [DEBUG] [FORECASTER] CARR: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T08:59:29.479809] [DEBUG] [FORECASTER] CARR: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T08:59:29.759327] [DEBUG] [FORECASTER] CARR: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T08:59:29.759516] [INFO ] [CONFIGURE ] CARR: DISCARDED add_failed_moves (score: 80.00%)
[2025-11-25T08:59:29.759573] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 2.8s/test | Remaining: 2258 tests
[2025-11-25T08:59:29.759621] [INFO ] [CONFIGURE ] CARR: Testing feature 7/29: add_lag_shelf
[2025-11-25T08:59:29.759698] [INFO ] [CONFIGURE ] CARR: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns', 'add_lag_shelf']
[2025-11-25T08:59:30.018042] [DEBUG] [FORECASTER] CARR: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T08:59:30.274020] [DEBUG] [FORECASTER] CARR: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T08:59:30.519054] [DEBUG] [FORECASTER] CARR: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T08:59:30.759885] [DEBUG] [FORECASTER] CARR: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T08:59:31.002110] [DEBUG] [FORECASTER] CARR: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T08:59:31.251964] [DEBUG] [FORECASTER] CARR: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T08:59:31.498767] [DEBUG] [FORECASTER] CARR: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T08:59:31.751311] [DEBUG] [FORECASTER] CARR: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T08:59:32.011479] [DEBUG] [FORECASTER] CARR: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T08:59:32.268879] [DEBUG] [FORECASTER] CARR: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T08:59:32.269093] [INFO ] [CONFIGURE ] CARR: DISCARDED add_lag_shelf (score: 60.00%)
[2025-11-25T08:59:32.269152] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 2.8s/test | Remaining: 2257 tests
[2025-11-25T08:59:32.269205] [INFO ] [CONFIGURE ] CARR: Testing feature 8/29: add_macd
[2025-11-25T08:59:32.269254] [INFO ] [CONFIGURE ] CARR: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns', 'add_vwap', 'add_macd']
[2025-11-25T08:59:32.594941] [DEBUG] [FORECASTER] CARR: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T08:59:32.930692] [DEBUG] [FORECASTER] CARR: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T08:59:33.279978] [DEBUG] [FORECASTER] CARR: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T08:59:33.620016] [DEBUG] [FORECASTER] CARR: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T08:59:33.964761] [DEBUG] [FORECASTER] CARR: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T08:59:34.327841] [DEBUG] [FORECASTER] CARR: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T08:59:34.670100] [DEBUG] [FORECASTER] CARR: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T08:59:35.020793] [DEBUG] [FORECASTER] CARR: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T08:59:35.364662] [DEBUG] [FORECASTER] CARR: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T08:59:35.705820] [DEBUG] [FORECASTER] CARR: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T08:59:35.706028] [INFO ] [CONFIGURE ] CARR: DISCARDED add_macd (score: 70.00%)
[2025-11-25T08:59:35.706089] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 2.8s/test | Remaining: 2256 tests
[2025-11-25T08:59:35.706137] [INFO ] [CONFIGURE ] CARR: Testing feature 9/29: add_mfi
[2025-11-25T08:59:35.706182] [INFO ] [CONFIGURE ] CARR: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns', 'add_mfi']
[2025-11-25T08:59:35.990971] [DEBUG] [FORECASTER] CARR: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T08:59:36.279635] [DEBUG] [FORECASTER] CARR: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T08:59:36.578867] [DEBUG] [FORECASTER] CARR: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T08:59:36.880593] [DEBUG] [FORECASTER] CARR: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T08:59:37.187824] [DEBUG] [FORECASTER] CARR: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T08:59:37.499588] [DEBUG] [FORECASTER] CARR: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T08:59:37.802948] [DEBUG] [FORECASTER] CARR: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T08:59:38.121160] [DEBUG] [FORECASTER] CARR: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T08:59:38.428432] [DEBUG] [FORECASTER] CARR: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T08:59:38.739583] [DEBUG] [FORECASTER] CARR: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T08:59:38.739820] [INFO ] [CONFIGURE ] CARR: DISCARDED add_mfi (score: 80.00%)
[2025-11-25T08:59:38.739884] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 2.8s/test | Remaining: 2255 tests
[2025-11-25T08:59:38.739936] [INFO ] [CONFIGURE ] CARR: Testing feature 10/29: add_momentum_acceleration
[2025-11-25T08:59:38.739982] [INFO ] [CONFIGURE ] CARR: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns', 'add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-11-25T08:59:39.124111] [DEBUG] [FORECASTER] CARR: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T08:59:39.493684] [DEBUG] [FORECASTER] CARR: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T08:59:39.874776] [DEBUG] [FORECASTER] CARR: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T08:59:40.249692] [DEBUG] [FORECASTER] CARR: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T08:59:40.619922] [DEBUG] [FORECASTER] CARR: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T08:59:41.000369] [DEBUG] [FORECASTER] CARR: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T08:59:41.387896] [DEBUG] [FORECASTER] CARR: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T08:59:41.765422] [DEBUG] [FORECASTER] CARR: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T08:59:42.138905] [DEBUG] [FORECASTER] CARR: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T08:59:42.505452] [DEBUG] [FORECASTER] CARR: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T08:59:42.505685] [INFO ] [CONFIGURE ] CARR: DISCARDED add_momentum_acceleration (score: 80.00%)
[2025-11-25T08:59:42.505762] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 2.8s/test | Remaining: 2254 tests
[2025-11-25T08:59:42.505813] [INFO ] [CONFIGURE ] CARR: Testing feature 11/29: add_obv_daily
[2025-11-25T08:59:42.505860] [INFO ] [CONFIGURE ] CARR: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns', 'add_obv_daily']
[2025-11-25T08:59:42.803505] [DEBUG] [FORECASTER] CARR: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T08:59:43.096678] [DEBUG] [FORECASTER] CARR: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T08:59:43.372847] [DEBUG] [FORECASTER] CARR: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T08:59:43.650374] [DEBUG] [FORECASTER] CARR: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T08:59:43.929899] [DEBUG] [FORECASTER] CARR: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T08:59:44.211927] [DEBUG] [FORECASTER] CARR: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T08:59:44.492939] [DEBUG] [FORECASTER] CARR: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T08:59:44.775318] [DEBUG] [FORECASTER] CARR: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T08:59:45.070111] [DEBUG] [FORECASTER] CARR: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T08:59:45.388357] [DEBUG] [FORECASTER] CARR: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T08:59:45.388614] [INFO ] [CONFIGURE ] CARR: DISCARDED add_obv_daily (score: 60.00%)
[2025-11-25T08:59:45.388736] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 2.8s/test | Remaining: 2253 tests
[2025-11-25T08:59:45.388820] [INFO ] [CONFIGURE ] CARR: Testing feature 12/29: add_obv_interval
[2025-11-25T08:59:45.388900] [INFO ] [CONFIGURE ] CARR: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns', 'add_obv_interval']
[2025-11-25T08:59:45.749578] [DEBUG] [FORECASTER] CARR: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T08:59:46.101765] [DEBUG] [FORECASTER] CARR: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T08:59:46.407596] [DEBUG] [FORECASTER] CARR: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T08:59:46.699977] [DEBUG] [FORECASTER] CARR: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T08:59:46.973076] [DEBUG] [FORECASTER] CARR: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T08:59:47.250858] [DEBUG] [FORECASTER] CARR: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T08:59:47.557059] [DEBUG] [FORECASTER] CARR: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T08:59:47.849250] [DEBUG] [FORECASTER] CARR: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T08:59:48.122805] [DEBUG] [FORECASTER] CARR: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T08:59:48.425935] [DEBUG] [FORECASTER] CARR: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T08:59:48.426110] [INFO ] [CONFIGURE ] CARR: DISCARDED add_obv_interval (score: 70.00%)
[2025-11-25T08:59:48.426169] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 2.8s/test | Remaining: 2252 tests
[2025-11-25T08:59:48.426215] [INFO ] [CONFIGURE ] CARR: Testing feature 13/29: add_opening_strength
[2025-11-25T08:59:48.426261] [INFO ] [CONFIGURE ] CARR: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns', 'add_opening_strength']
[2025-11-25T08:59:48.712549] [DEBUG] [FORECASTER] CARR: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T08:59:49.035525] [DEBUG] [FORECASTER] CARR: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T08:59:49.346013] [DEBUG] [FORECASTER] CARR: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T08:59:49.661111] [DEBUG] [FORECASTER] CARR: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T08:59:49.945226] [DEBUG] [FORECASTER] CARR: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T08:59:50.219170] [DEBUG] [FORECASTER] CARR: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T08:59:50.496865] [DEBUG] [FORECASTER] CARR: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T08:59:50.778760] [DEBUG] [FORECASTER] CARR: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T08:59:51.060450] [DEBUG] [FORECASTER] CARR: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T08:59:51.336566] [DEBUG] [FORECASTER] CARR: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T08:59:51.336764] [INFO ] [CONFIGURE ] CARR: DISCARDED add_opening_strength (score: 70.00%)
[2025-11-25T08:59:51.336824] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 2.8s/test | Remaining: 2251 tests
[2025-11-25T08:59:51.336872] [INFO ] [CONFIGURE ] CARR: Testing feature 14/29: add_order_flow_imbalance
[2025-11-25T08:59:51.336916] [INFO ] [CONFIGURE ] CARR: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns', 'add_order_flow_imbalance']
[2025-11-25T08:59:51.614067] [DEBUG] [FORECASTER] CARR: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T08:59:51.893952] [DEBUG] [FORECASTER] CARR: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T08:59:52.180837] [DEBUG] [FORECASTER] CARR: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T08:59:52.476395] [DEBUG] [FORECASTER] CARR: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T08:59:52.756437] [DEBUG] [FORECASTER] CARR: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T08:59:53.038721] [DEBUG] [FORECASTER] CARR: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T08:59:53.337631] [DEBUG] [FORECASTER] CARR: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T08:59:53.620523] [DEBUG] [FORECASTER] CARR: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T08:59:53.903630] [DEBUG] [FORECASTER] CARR: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T08:59:54.190144] [DEBUG] [FORECASTER] CARR: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T08:59:54.190323] [INFO ] [CONFIGURE ] CARR: DISCARDED add_order_flow_imbalance (score: 80.00%)
[2025-11-25T08:59:54.190379] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 2.8s/test | Remaining: 2250 tests
[2025-11-25T08:59:54.190427] [INFO ] [CONFIGURE ] CARR: Testing feature 15/29: add_pbf_morning_momentum
[2025-11-25T08:59:54.190470] [INFO ] [CONFIGURE ] CARR: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns', 'add_pbf_morning_momentum']
[2025-11-25T08:59:54.452622] [DEBUG] [FORECASTER] CARR: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T08:59:54.725335] [DEBUG] [FORECASTER] CARR: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T08:59:55.004343] [DEBUG] [FORECASTER] CARR: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T08:59:55.274637] [DEBUG] [FORECASTER] CARR: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T08:59:55.545137] [DEBUG] [FORECASTER] CARR: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T08:59:55.819263] [DEBUG] [FORECASTER] CARR: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T08:59:56.096913] [DEBUG] [FORECASTER] CARR: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T08:59:56.369007] [DEBUG] [FORECASTER] CARR: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T08:59:56.632697] [DEBUG] [FORECASTER] CARR: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T08:59:56.897981] [DEBUG] [FORECASTER] CARR: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T08:59:56.898151] [INFO ] [CONFIGURE ] CARR: DISCARDED add_pbf_morning_momentum (score: 60.00%)
[2025-11-25T08:59:56.898208] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 2.8s/test | Remaining: 2249 tests
[2025-11-25T08:59:56.898255] [INFO ] [CONFIGURE ] CARR: Testing feature 16/29: add_pbf_overnight_gap
[2025-11-25T08:59:56.898299] [INFO ] [CONFIGURE ] CARR: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns', 'add_pbf_overnight_gap']
[2025-11-25T08:59:57.187634] [DEBUG] [FORECASTER] CARR: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T08:59:57.473304] [DEBUG] [FORECASTER] CARR: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T08:59:57.766407] [DEBUG] [FORECASTER] CARR: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T08:59:58.038263] [DEBUG] [FORECASTER] CARR: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T08:59:58.307150] [DEBUG] [FORECASTER] CARR: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T08:59:58.578774] [DEBUG] [FORECASTER] CARR: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T08:59:58.849858] [DEBUG] [FORECASTER] CARR: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T08:59:59.133094] [DEBUG] [FORECASTER] CARR: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T08:59:59.409004] [DEBUG] [FORECASTER] CARR: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T08:59:59.684143] [DEBUG] [FORECASTER] CARR: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T08:59:59.684349] [INFO ] [CONFIGURE ] CARR: DISCARDED add_pbf_overnight_gap (score: 70.00%)
[2025-11-25T08:59:59.684409] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 2.8s/test | Remaining: 2248 tests
[2025-11-25T08:59:59.684459] [INFO ] [CONFIGURE ] CARR: Testing feature 17/29: add_pbf_return_2d
[2025-11-25T08:59:59.684510] [INFO ] [CONFIGURE ] CARR: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns', 'add_pbf_return_2d']
[2025-11-25T08:59:59.967506] [DEBUG] [FORECASTER] CARR: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T09:00:00.257197] [DEBUG] [FORECASTER] CARR: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T09:00:00.539933] [DEBUG] [FORECASTER] CARR: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T09:00:01.461688] [DEBUG] [FORECASTER] CARR: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T09:00:01.949832] [DEBUG] [FORECASTER] CARR: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T09:00:02.265153] [DEBUG] [FORECASTER] CARR: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T09:00:02.561540] [DEBUG] [FORECASTER] CARR: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T09:00:02.873175] [DEBUG] [FORECASTER] CARR: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T09:00:03.200475] [DEBUG] [FORECASTER] CARR: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T09:00:03.515418] [DEBUG] [FORECASTER] CARR: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T09:00:03.515618] [INFO ] [CONFIGURE ] CARR: DISCARDED add_pbf_return_2d (score: 80.00%)
[2025-11-25T09:00:03.515697] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 2.8s/test | Remaining: 2247 tests
[2025-11-25T09:00:03.515749] [INFO ] [CONFIGURE ] CARR: Testing feature 18/29: add_pbf_volatility_5d
[2025-11-25T09:00:03.515797] [INFO ] [CONFIGURE ] CARR: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns', 'add_pbf_volatility_5d']
[2025-11-25T09:00:03.796265] [DEBUG] [FORECASTER] CARR: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T09:00:04.093609] [DEBUG] [FORECASTER] CARR: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T09:00:04.361018] [DEBUG] [FORECASTER] CARR: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T09:00:04.637790] [DEBUG] [FORECASTER] CARR: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T09:00:04.935895] [DEBUG] [FORECASTER] CARR: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T09:00:05.205058] [DEBUG] [FORECASTER] CARR: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T09:00:05.469842] [DEBUG] [FORECASTER] CARR: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T09:00:05.743475] [DEBUG] [FORECASTER] CARR: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T09:00:06.013220] [DEBUG] [FORECASTER] CARR: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T09:00:06.288487] [DEBUG] [FORECASTER] CARR: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T09:00:06.288677] [INFO ] [CONFIGURE ] CARR: DISCARDED add_pbf_volatility_5d (score: 70.00%)
[2025-11-25T09:00:06.288737] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 2.8s/test | Remaining: 2246 tests
[2025-11-25T09:00:06.288787] [INFO ] [CONFIGURE ] CARR: Testing feature 19/29: add_pbf_vs_sma_5
[2025-11-25T09:00:06.288830] [INFO ] [CONFIGURE ] CARR: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns', 'add_pbf_vs_sma_5']
[2025-11-25T09:00:06.532462] [DEBUG] [FORECASTER] CARR: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T09:00:06.779736] [DEBUG] [FORECASTER] CARR: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T09:00:07.044905] [DEBUG] [FORECASTER] CARR: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T09:00:07.302361] [DEBUG] [FORECASTER] CARR: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T09:00:07.550958] [DEBUG] [FORECASTER] CARR: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T09:00:07.810061] [DEBUG] [FORECASTER] CARR: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T09:00:08.066803] [DEBUG] [FORECASTER] CARR: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T09:00:08.353601] [DEBUG] [FORECASTER] CARR: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T09:00:08.622876] [DEBUG] [FORECASTER] CARR: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T09:00:08.879142] [DEBUG] [FORECASTER] CARR: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T09:00:08.879342] [INFO ] [CONFIGURE ] CARR: DISCARDED add_pbf_vs_sma_5 (score: 70.00%)
[2025-11-25T09:00:08.879400] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 2.8s/test | Remaining: 2245 tests
[2025-11-25T09:00:08.879449] [INFO ] [CONFIGURE ] CARR: Testing feature 20/29: add_price_rejection
[2025-11-25T09:00:08.879494] [INFO ] [CONFIGURE ] CARR: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns', 'add_price_rejection']
[2025-11-25T09:00:09.182313] [DEBUG] [FORECASTER] CARR: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T09:00:09.464179] [DEBUG] [FORECASTER] CARR: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T09:00:09.748630] [DEBUG] [FORECASTER] CARR: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T09:00:10.026133] [DEBUG] [FORECASTER] CARR: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T09:00:10.306099] [DEBUG] [FORECASTER] CARR: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T09:00:10.583001] [DEBUG] [FORECASTER] CARR: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T09:00:10.871530] [DEBUG] [FORECASTER] CARR: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T09:00:11.173752] [DEBUG] [FORECASTER] CARR: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T09:00:11.466671] [DEBUG] [FORECASTER] CARR: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T09:00:11.758947] [DEBUG] [FORECASTER] CARR: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T09:00:11.759149] [INFO ] [CONFIGURE ] CARR: DISCARDED add_price_rejection (score: 80.00%)
[2025-11-25T09:00:11.759209] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 2.8s/test | Remaining: 2244 tests
[2025-11-25T09:00:11.759256] [INFO ] [CONFIGURE ] CARR: Testing feature 21/29: add_range_position
[2025-11-25T09:00:11.759301] [INFO ] [CONFIGURE ] CARR: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns', 'add_range_position']
[2025-11-25T09:00:12.055586] [DEBUG] [FORECASTER] CARR: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T09:00:12.334569] [DEBUG] [FORECASTER] CARR: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T09:00:12.611955] [DEBUG] [FORECASTER] CARR: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T09:00:12.891071] [DEBUG] [FORECASTER] CARR: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T09:00:13.173527] [DEBUG] [FORECASTER] CARR: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T09:00:13.450463] [DEBUG] [FORECASTER] CARR: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T09:00:13.728877] [DEBUG] [FORECASTER] CARR: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T09:00:14.003542] [DEBUG] [FORECASTER] CARR: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T09:00:14.289037] [DEBUG] [FORECASTER] CARR: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T09:00:14.571815] [DEBUG] [FORECASTER] CARR: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T09:00:14.571991] [INFO ] [CONFIGURE ] CARR: DISCARDED add_range_position (score: 80.00%)
[2025-11-25T09:00:14.572051] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 2.8s/test | Remaining: 2243 tests
[2025-11-25T09:00:14.572098] [INFO ] [CONFIGURE ] CARR: Testing feature 22/29: add_realized_volatility
[2025-11-25T09:00:14.572142] [INFO ] [CONFIGURE ] CARR: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns', 'add_realized_volatility']
[2025-11-25T09:00:14.944785] [DEBUG] [FORECASTER] CARR: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T09:00:15.322629] [DEBUG] [FORECASTER] CARR: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T09:00:15.720010] [DEBUG] [FORECASTER] CARR: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T09:00:16.131800] [DEBUG] [FORECASTER] CARR: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T09:00:16.539307] [DEBUG] [FORECASTER] CARR: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T09:00:16.929855] [DEBUG] [FORECASTER] CARR: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T09:00:17.302804] [DEBUG] [FORECASTER] CARR: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T09:00:17.708531] [DEBUG] [FORECASTER] CARR: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T09:00:18.123979] [DEBUG] [FORECASTER] CARR: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T09:00:18.533392] [DEBUG] [FORECASTER] CARR: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T09:00:18.533598] [INFO ] [CONFIGURE ] CARR: DISCARDED add_realized_volatility (score: 70.00%)
[2025-11-25T09:00:18.533680] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 2.8s/test | Remaining: 2242 tests
[2025-11-25T09:00:18.533731] [INFO ] [CONFIGURE ] CARR: Testing feature 23/29: add_recent_range_context
[2025-11-25T09:00:18.533784] [INFO ] [CONFIGURE ] CARR: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns', 'add_recent_range_context']
[2025-11-25T09:00:18.824875] [DEBUG] [FORECASTER] CARR: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T09:00:19.113032] [DEBUG] [FORECASTER] CARR: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T09:00:19.403032] [DEBUG] [FORECASTER] CARR: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T09:00:19.701700] [DEBUG] [FORECASTER] CARR: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T09:00:20.006428] [DEBUG] [FORECASTER] CARR: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T09:00:20.308557] [DEBUG] [FORECASTER] CARR: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T09:00:20.608437] [DEBUG] [FORECASTER] CARR: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T09:00:20.914723] [DEBUG] [FORECASTER] CARR: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T09:00:21.227914] [DEBUG] [FORECASTER] CARR: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T09:00:21.516921] [DEBUG] [FORECASTER] CARR: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T09:00:21.517105] [INFO ] [CONFIGURE ] CARR: DISCARDED add_recent_range_context (score: 80.00%)
[2025-11-25T09:00:21.517183] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 2.8s/test | Remaining: 2241 tests
[2025-11-25T09:00:21.517237] [INFO ] [CONFIGURE ] CARR: Testing feature 24/29: add_rsi
[2025-11-25T09:00:21.517285] [INFO ] [CONFIGURE ] CARR: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns', 'add_ema', 'add_rsi']
[2025-11-25T09:00:21.847001] [DEBUG] [FORECASTER] CARR: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T09:00:22.150892] [DEBUG] [FORECASTER] CARR: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T09:00:22.461111] [DEBUG] [FORECASTER] CARR: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T09:00:22.768303] [DEBUG] [FORECASTER] CARR: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T09:00:23.080875] [DEBUG] [FORECASTER] CARR: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T09:00:23.391790] [DEBUG] [FORECASTER] CARR: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T09:00:23.704488] [DEBUG] [FORECASTER] CARR: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T09:00:24.003732] [DEBUG] [FORECASTER] CARR: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T09:00:24.305161] [DEBUG] [FORECASTER] CARR: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T09:00:24.621640] [DEBUG] [FORECASTER] CARR: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T09:00:24.621834] [INFO ] [CONFIGURE ] CARR: DISCARDED add_rsi (score: 80.00%)
[2025-11-25T09:00:24.621892] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 2.8s/test | Remaining: 2240 tests
[2025-11-25T09:00:24.621940] [INFO ] [CONFIGURE ] CARR: Testing feature 25/29: add_tick_distribution
[2025-11-25T09:00:24.621982] [INFO ] [CONFIGURE ] CARR: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns', 'add_tick_distribution']
[2025-11-25T09:00:24.885045] [DEBUG] [FORECASTER] CARR: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T09:00:25.158249] [DEBUG] [FORECASTER] CARR: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T09:00:25.425381] [DEBUG] [FORECASTER] CARR: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T09:00:25.689255] [DEBUG] [FORECASTER] CARR: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T09:00:25.953271] [DEBUG] [FORECASTER] CARR: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T09:00:26.210976] [DEBUG] [FORECASTER] CARR: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T09:00:26.463871] [DEBUG] [FORECASTER] CARR: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T09:00:26.736253] [DEBUG] [FORECASTER] CARR: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T09:00:26.988435] [DEBUG] [FORECASTER] CARR: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T09:00:27.249134] [DEBUG] [FORECASTER] CARR: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T09:00:27.249335] [INFO ] [CONFIGURE ] CARR: DISCARDED add_tick_distribution (score: 70.00%)
[2025-11-25T09:00:27.249396] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 2.8s/test | Remaining: 2239 tests
[2025-11-25T09:00:27.249445] [INFO ] [CONFIGURE ] CARR: Testing feature 26/29: add_volume_momentum_confirmation
[2025-11-25T09:00:27.249491] [INFO ] [CONFIGURE ] CARR: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns', 'add_volume_momentum_confirmation']
[2025-11-25T09:00:27.520546] [DEBUG] [FORECASTER] CARR: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T09:00:27.799620] [DEBUG] [FORECASTER] CARR: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T09:00:28.076343] [DEBUG] [FORECASTER] CARR: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T09:00:28.369487] [DEBUG] [FORECASTER] CARR: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T09:00:28.663178] [DEBUG] [FORECASTER] CARR: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T09:00:28.967620] [DEBUG] [FORECASTER] CARR: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T09:00:29.295245] [DEBUG] [FORECASTER] CARR: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T09:00:29.611952] [DEBUG] [FORECASTER] CARR: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T09:00:29.911400] [DEBUG] [FORECASTER] CARR: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T09:00:30.200680] [DEBUG] [FORECASTER] CARR: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T09:00:30.200912] [INFO ] [CONFIGURE ] CARR: DISCARDED add_volume_momentum_confirmation (score: 80.00%)
[2025-11-25T09:00:30.200975] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 2.8s/test | Remaining: 2238 tests
[2025-11-25T09:00:30.201026] [INFO ] [CONFIGURE ] CARR: Testing feature 27/29: add_volume_price_divergence
[2025-11-25T09:00:30.201073] [INFO ] [CONFIGURE ] CARR: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns', 'add_volume_price_divergence']
[2025-11-25T09:00:30.498416] [DEBUG] [FORECASTER] CARR: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T09:00:30.785531] [DEBUG] [FORECASTER] CARR: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T09:00:31.110294] [DEBUG] [FORECASTER] CARR: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T09:00:31.422846] [DEBUG] [FORECASTER] CARR: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T09:00:31.717072] [DEBUG] [FORECASTER] CARR: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T09:00:32.014544] [DEBUG] [FORECASTER] CARR: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T09:00:32.301990] [DEBUG] [FORECASTER] CARR: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T09:00:32.615665] [DEBUG] [FORECASTER] CARR: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T09:00:32.969674] [DEBUG] [FORECASTER] CARR: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T09:00:33.368887] [DEBUG] [FORECASTER] CARR: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T09:00:33.369104] [INFO ] [CONFIGURE ] CARR: DISCARDED add_volume_price_divergence (score: 80.00%)
[2025-11-25T09:00:33.369167] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 2.8s/test | Remaining: 2237 tests
[2025-11-25T09:00:33.369217] [INFO ] [CONFIGURE ] CARR: Testing feature 28/29: add_volume_profile
[2025-11-25T09:00:33.369262] [INFO ] [CONFIGURE ] CARR: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns', 'add_volume_profile']
[2025-11-25T09:00:33.683665] [DEBUG] [FORECASTER] CARR: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T09:00:33.994501] [DEBUG] [FORECASTER] CARR: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T09:00:34.284329] [DEBUG] [FORECASTER] CARR: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T09:00:34.572317] [DEBUG] [FORECASTER] CARR: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T09:00:34.859614] [DEBUG] [FORECASTER] CARR: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T09:00:35.148918] [DEBUG] [FORECASTER] CARR: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T09:00:35.434729] [DEBUG] [FORECASTER] CARR: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T09:00:35.726728] [DEBUG] [FORECASTER] CARR: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T09:00:36.013961] [DEBUG] [FORECASTER] CARR: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T09:00:36.303362] [DEBUG] [FORECASTER] CARR: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T09:00:36.304040] [INFO ] [CONFIGURE ] CARR: DISCARDED add_volume_profile (score: 60.00%)
[2025-11-25T09:00:36.304101] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 2.8s/test | Remaining: 2236 tests
[2025-11-25T09:00:36.304148] [INFO ] [CONFIGURE ] CARR: Testing feature 29/29: add_vwap
[2025-11-25T09:00:36.304193] [INFO ] [CONFIGURE ] CARR: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns', 'add_vwap']
[2025-11-25T09:00:36.590129] [DEBUG] [FORECASTER] CARR: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T09:00:36.886243] [DEBUG] [FORECASTER] CARR: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T09:00:37.171781] [DEBUG] [FORECASTER] CARR: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T09:00:37.456773] [DEBUG] [FORECASTER] CARR: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T09:00:37.753677] [DEBUG] [FORECASTER] CARR: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T09:00:38.053168] [DEBUG] [FORECASTER] CARR: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T09:00:38.363439] [DEBUG] [FORECASTER] CARR: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T09:00:38.671949] [DEBUG] [FORECASTER] CARR: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T09:00:38.994516] [DEBUG] [FORECASTER] CARR: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T09:00:39.313041] [DEBUG] [FORECASTER] CARR: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T09:00:39.313234] [INFO ] [CONFIGURE ] CARR: DISCARDED add_vwap (score: 60.00%)
[2025-11-25T09:00:39.313308] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 2.8s/test | Remaining: 2235 tests
[2025-11-25T09:00:39.313384] [INFO ] [CONFIGURE ] CARR: ===== FEATURE SELECTION COMPLETE =====
[2025-11-25T09:00:39.313438] [INFO ] [CONFIGURE ] CARR: Best accuracy: 80.00%
[2025-11-25T09:00:39.313484] [INFO ] [CONFIGURE ] CARR: Best feature set (3 features): ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns']
[2025-11-25T09:00:39.313570] [INFO ] [CONFIGURE ] CARR: Improvement over baseline: 40.00%
[2025-11-25T09:00:39.313627] [INFO ] [CONFIGURE ] CARR: Total time: 1.4 minutes
[2025-11-25T09:00:39.313718] [INFO ] [CONFIGURE ] CARR: Average time per feature: 2.9 seconds
[2025-11-25T09:00:39.313784] [INFO ] [CONFIGURE ] CARR: Average speed: 0.34 features/sec
[2025-11-25T09:00:39.314284] [INFO ] [LOCAL     ] Saved configuration for CARR: 3 features, 80.00% accuracy -> ./output/feature-sets/CARR.json
[2025-11-25T09:00:39.314345] [INFO ] [CONFIGURE ] CARR: Configuration saved successfully: 3 features, 80.00% accuracy.
[2025-11-25T09:00:39.314403] [INFO ] [sig       ] [88/164] Successfully configured CARR | 0.01 sym/s | Total: 2.0h | ETA: 1.7h
[2025-11-25T09:00:39.314454] [INFO ] [sig       ] [89/164] Configuring CB...
[2025-11-25T09:00:39.314515] [INFO ] [CONFIGURE ] CB: Configurate test run.
[2025-11-25T09:00:39.314573] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CB' from 'https://tdm.silogroup.org/data/derivative_storage/CB.csv'.
[2025-11-25T09:00:39.328777] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'CB'.
[2025-11-25T09:00:39.329191] [INFO ] [CONFIGURE ] CB: Testing with 29 available features
[2025-11-25T09:00:39.329256] [INFO ] [CONFIGURE ] CB: Establishing baseline with no features...
[2025-11-25T09:00:39.523369] [DEBUG] [FORECASTER] CB: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T09:00:39.707724] [DEBUG] [FORECASTER] CB: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T09:00:39.882377] [DEBUG] [FORECASTER] CB: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T09:00:40.056396] [DEBUG] [FORECASTER] CB: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T09:00:40.233301] [DEBUG] [FORECASTER] CB: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T09:00:40.412672] [DEBUG] [FORECASTER] CB: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1
[2025-11-25T09:00:40.587868] [DEBUG] [FORECASTER] CB: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T09:00:40.754693] [DEBUG] [FORECASTER] CB: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T09:00:40.926272] [DEBUG] [FORECASTER] CB: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-25T09:00:41.101087] [DEBUG] [FORECASTER] CB: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-25T09:00:41.101250] [INFO ] [CONFIGURE ] CB: Baseline score (no features): 30.00%
[2025-11-25T09:00:41.101299] [INFO ] [CONFIGURE ] CB: Testing feature 1/29: add_bollinger_bands
[2025-11-25T09:00:41.101339] [INFO ] [CONFIGURE ] CB: Testing with features: ['add_bollinger_bands']
[2025-11-25T09:00:41.309261] [DEBUG] [FORECASTER] CB: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T09:00:41.511921] [DEBUG] [FORECASTER] CB: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T09:00:41.717307] [DEBUG] [FORECASTER] CB: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T09:00:41.928490] [DEBUG] [FORECASTER] CB: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T09:00:42.131911] [DEBUG] [FORECASTER] CB: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T09:00:42.342238] [DEBUG] [FORECASTER] CB: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1
[2025-11-25T09:00:42.545883] [DEBUG] [FORECASTER] CB: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T09:00:42.753378] [DEBUG] [FORECASTER] CB: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T09:00:42.963479] [DEBUG] [FORECASTER] CB: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-25T09:00:43.178389] [DEBUG] [FORECASTER] CB: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-25T09:00:43.178567] [INFO ] [CONFIGURE ] CB: KEPT add_bollinger_bands (score: 40.00%)
[2025-11-25T09:00:43.178659] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 2.8s/test | Remaining: 2234 tests
[2025-11-25T09:00:43.178724] [INFO ] [CONFIGURE ] CB: Testing feature 2/29: add_cumulative_delta
[2025-11-25T09:00:43.178774] [INFO ] [CONFIGURE ] CB: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta']
[2025-11-25T09:00:43.414807] [DEBUG] [FORECASTER] CB: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T09:00:43.656707] [DEBUG] [FORECASTER] CB: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T09:00:43.898768] [DEBUG] [FORECASTER] CB: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T09:00:44.137753] [DEBUG] [FORECASTER] CB: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T09:00:44.382771] [DEBUG] [FORECASTER] CB: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T09:00:44.627749] [DEBUG] [FORECASTER] CB: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1
[2025-11-25T09:00:44.866236] [DEBUG] [FORECASTER] CB: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T09:00:45.123491] [DEBUG] [FORECASTER] CB: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T09:00:45.362786] [DEBUG] [FORECASTER] CB: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-25T09:00:45.614309] [DEBUG] [FORECASTER] CB: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-25T09:00:45.614483] [INFO ] [CONFIGURE ] CB: KEPT add_cumulative_delta (score: 50.00%)
[2025-11-25T09:00:45.614544] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 2.8s/test | Remaining: 2233 tests
[2025-11-25T09:00:45.614592] [INFO ] [CONFIGURE ] CB: Testing feature 3/29: add_daily_returns
[2025-11-25T09:00:45.614638] [INFO ] [CONFIGURE ] CB: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns']
[2025-11-25T09:00:45.880422] [DEBUG] [FORECASTER] CB: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T09:00:46.160052] [DEBUG] [FORECASTER] CB: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T09:00:46.437068] [DEBUG] [FORECASTER] CB: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T09:00:46.706825] [DEBUG] [FORECASTER] CB: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T09:00:46.968577] [DEBUG] [FORECASTER] CB: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T09:00:47.233916] [DEBUG] [FORECASTER] CB: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1
[2025-11-25T09:00:47.540561] [DEBUG] [FORECASTER] CB: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T09:00:47.803376] [DEBUG] [FORECASTER] CB: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T09:00:48.072804] [DEBUG] [FORECASTER] CB: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-25T09:00:48.335793] [DEBUG] [FORECASTER] CB: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-25T09:00:48.335992] [INFO ] [CONFIGURE ] CB: DISCARDED add_daily_returns (score: 50.00%)
[2025-11-25T09:00:48.336054] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 2.8s/test | Remaining: 2232 tests
[2025-11-25T09:00:48.336109] [INFO ] [CONFIGURE ] CB: Testing feature 4/29: add_ema
[2025-11-25T09:00:48.336154] [INFO ] [CONFIGURE ] CB: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_ema']
[2025-11-25T09:00:48.644463] [DEBUG] [FORECASTER] CB: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T09:00:48.967505] [DEBUG] [FORECASTER] CB: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T09:00:49.266540] [DEBUG] [FORECASTER] CB: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T09:00:49.579050] [DEBUG] [FORECASTER] CB: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T09:00:49.898470] [DEBUG] [FORECASTER] CB: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T09:00:50.210679] [DEBUG] [FORECASTER] CB: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1
[2025-11-25T09:00:50.502428] [DEBUG] [FORECASTER] CB: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T09:00:50.805990] [DEBUG] [FORECASTER] CB: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T09:00:51.121433] [DEBUG] [FORECASTER] CB: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-25T09:00:51.418955] [DEBUG] [FORECASTER] CB: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-11-25T09:00:51.419221] [INFO ] [CONFIGURE ] CB: DISCARDED add_ema (score: 40.00%)
[2025-11-25T09:00:51.419295] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 2.8s/test | Remaining: 2231 tests
[2025-11-25T09:00:51.419345] [INFO ] [CONFIGURE ] CB: Testing feature 5/29: add_exhaustion_signals
[2025-11-25T09:00:51.419390] [INFO ] [CONFIGURE ] CB: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals']
[2025-11-25T09:00:51.703295] [DEBUG] [FORECASTER] CB: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T09:00:51.993184] [DEBUG] [FORECASTER] CB: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T09:00:52.267031] [DEBUG] [FORECASTER] CB: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T09:00:52.557293] [DEBUG] [FORECASTER] CB: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T09:00:52.836584] [DEBUG] [FORECASTER] CB: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T09:00:53.134729] [DEBUG] [FORECASTER] CB: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1
[2025-11-25T09:00:53.421307] [DEBUG] [FORECASTER] CB: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T09:00:53.724524] [DEBUG] [FORECASTER] CB: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T09:00:54.013529] [DEBUG] [FORECASTER] CB: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-25T09:00:54.297493] [DEBUG] [FORECASTER] CB: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-25T09:00:54.297723] [INFO ] [CONFIGURE ] CB: KEPT add_exhaustion_signals (score: 60.00%)
[2025-11-25T09:00:54.297784] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 2.8s/test | Remaining: 2230 tests
[2025-11-25T09:00:54.297855] [INFO ] [CONFIGURE ] CB: Testing feature 6/29: add_failed_moves
[2025-11-25T09:00:54.297907] [INFO ] [CONFIGURE ] CB: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals', 'add_failed_moves']
[2025-11-25T09:00:54.600435] [DEBUG] [FORECASTER] CB: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T09:00:54.887076] [DEBUG] [FORECASTER] CB: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T09:00:55.172726] [DEBUG] [FORECASTER] CB: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T09:00:55.459306] [DEBUG] [FORECASTER] CB: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T09:00:55.758259] [DEBUG] [FORECASTER] CB: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T09:00:56.040715] [DEBUG] [FORECASTER] CB: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1
[2025-11-25T09:00:56.362520] [DEBUG] [FORECASTER] CB: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T09:00:56.655743] [DEBUG] [FORECASTER] CB: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T09:00:56.942591] [DEBUG] [FORECASTER] CB: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-25T09:00:57.236019] [DEBUG] [FORECASTER] CB: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-25T09:00:57.236222] [INFO ] [CONFIGURE ] CB: DISCARDED add_failed_moves (score: 60.00%)
[2025-11-25T09:00:57.236279] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 2.8s/test | Remaining: 2229 tests
[2025-11-25T09:00:57.236326] [INFO ] [CONFIGURE ] CB: Testing feature 7/29: add_lag_shelf
[2025-11-25T09:00:57.236368] [INFO ] [CONFIGURE ] CB: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals', 'add_lag_shelf']
[2025-11-25T09:00:57.532013] [DEBUG] [FORECASTER] CB: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T09:00:57.834786] [DEBUG] [FORECASTER] CB: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T09:00:58.142887] [DEBUG] [FORECASTER] CB: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T09:00:58.474078] [DEBUG] [FORECASTER] CB: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T09:00:58.779154] [DEBUG] [FORECASTER] CB: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-25T09:00:59.093430] [DEBUG] [FORECASTER] CB: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1
[2025-11-25T09:00:59.405594] [DEBUG] [FORECASTER] CB: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T09:00:59.728065] [DEBUG] [FORECASTER] CB: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T09:01:00.061301] [DEBUG] [FORECASTER] CB: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-25T09:01:00.415836] [DEBUG] [FORECASTER] CB: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-25T09:01:00.416029] [INFO ] [CONFIGURE ] CB: DISCARDED add_lag_shelf (score: 50.00%)
[2025-11-25T09:01:00.416090] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 2.8s/test | Remaining: 2228 tests
[2025-11-25T09:01:00.416139] [INFO ] [CONFIGURE ] CB: Testing feature 8/29: add_macd
[2025-11-25T09:01:00.416186] [INFO ] [CONFIGURE ] CB: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals', 'add_macd']
[2025-11-25T09:01:00.831310] [DEBUG] [FORECASTER] CB: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T09:01:01.907777] [DEBUG] [FORECASTER] CB: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T09:01:02.266038] [DEBUG] [FORECASTER] CB: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T09:01:02.621523] [DEBUG] [FORECASTER] CB: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T09:01:02.953854] [DEBUG] [FORECASTER] CB: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T09:01:03.284951] [DEBUG] [FORECASTER] CB: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1
[2025-11-25T09:01:03.610344] [DEBUG] [FORECASTER] CB: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T09:01:03.983020] [DEBUG] [FORECASTER] CB: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T09:01:04.312974] [DEBUG] [FORECASTER] CB: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-25T09:01:04.650882] [DEBUG] [FORECASTER] CB: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-25T09:01:04.651095] [INFO ] [CONFIGURE ] CB: DISCARDED add_macd (score: 60.00%)
[2025-11-25T09:01:04.651154] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 2.8s/test | Remaining: 2227 tests
[2025-11-25T09:01:04.651204] [INFO ] [CONFIGURE ] CB: Testing feature 9/29: add_mfi
[2025-11-25T09:01:04.651249] [INFO ] [CONFIGURE ] CB: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals', 'add_mfi']
[2025-11-25T09:01:04.969611] [DEBUG] [FORECASTER] CB: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T09:01:05.282422] [DEBUG] [FORECASTER] CB: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T09:01:05.596606] [DEBUG] [FORECASTER] CB: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T09:01:05.913969] [DEBUG] [FORECASTER] CB: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T09:01:06.228766] [DEBUG] [FORECASTER] CB: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T09:01:06.542061] [DEBUG] [FORECASTER] CB: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1
[2025-11-25T09:01:06.853900] [DEBUG] [FORECASTER] CB: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T09:01:07.164001] [DEBUG] [FORECASTER] CB: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T09:01:07.484059] [DEBUG] [FORECASTER] CB: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-25T09:01:07.800505] [DEBUG] [FORECASTER] CB: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-25T09:01:07.800726] [INFO ] [CONFIGURE ] CB: DISCARDED add_mfi (score: 60.00%)
[2025-11-25T09:01:07.800788] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 2.8s/test | Remaining: 2226 tests
[2025-11-25T09:01:07.800836] [INFO ] [CONFIGURE ] CB: Testing feature 10/29: add_momentum_acceleration
[2025-11-25T09:01:07.800880] [INFO ] [CONFIGURE ] CB: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals', 'add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-11-25T09:01:08.212003] [DEBUG] [FORECASTER] CB: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T09:01:08.609004] [DEBUG] [FORECASTER] CB: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T09:01:09.004394] [DEBUG] [FORECASTER] CB: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T09:01:09.419197] [DEBUG] [FORECASTER] CB: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T09:01:09.820414] [DEBUG] [FORECASTER] CB: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T09:01:10.220595] [DEBUG] [FORECASTER] CB: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1
[2025-11-25T09:01:10.628993] [DEBUG] [FORECASTER] CB: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T09:01:11.042799] [DEBUG] [FORECASTER] CB: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T09:01:11.456550] [DEBUG] [FORECASTER] CB: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-25T09:01:11.871744] [DEBUG] [FORECASTER] CB: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-25T09:01:11.871917] [INFO ] [CONFIGURE ] CB: DISCARDED add_momentum_acceleration (score: 60.00%)
[2025-11-25T09:01:11.871974] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 2.8s/test | Remaining: 2225 tests
[2025-11-25T09:01:11.872024] [INFO ] [CONFIGURE ] CB: Testing feature 11/29: add_obv_daily
[2025-11-25T09:01:11.872072] [INFO ] [CONFIGURE ] CB: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals', 'add_obv_daily']
[2025-11-25T09:01:12.204831] [DEBUG] [FORECASTER] CB: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T09:01:12.544018] [DEBUG] [FORECASTER] CB: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T09:01:12.879994] [DEBUG] [FORECASTER] CB: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T09:01:13.221098] [DEBUG] [FORECASTER] CB: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T09:01:13.575918] [DEBUG] [FORECASTER] CB: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-25T09:01:13.942497] [DEBUG] [FORECASTER] CB: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1
[2025-11-25T09:01:14.286520] [DEBUG] [FORECASTER] CB: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T09:01:14.654884] [DEBUG] [FORECASTER] CB: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T09:01:15.008789] [DEBUG] [FORECASTER] CB: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-25T09:01:15.378128] [DEBUG] [FORECASTER] CB: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-25T09:01:15.378347] [INFO ] [CONFIGURE ] CB: DISCARDED add_obv_daily (score: 60.00%)
[2025-11-25T09:01:15.378426] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 2.8s/test | Remaining: 2224 tests
[2025-11-25T09:01:15.378478] [INFO ] [CONFIGURE ] CB: Testing feature 12/29: add_obv_interval
[2025-11-25T09:01:15.378545] [INFO ] [CONFIGURE ] CB: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals', 'add_obv_interval']
[2025-11-25T09:01:15.728384] [DEBUG] [FORECASTER] CB: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T09:01:16.075270] [DEBUG] [FORECASTER] CB: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T09:01:16.422203] [DEBUG] [FORECASTER] CB: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T09:01:16.770055] [DEBUG] [FORECASTER] CB: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T09:01:17.107810] [DEBUG] [FORECASTER] CB: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T09:01:17.465085] [DEBUG] [FORECASTER] CB: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1
[2025-11-25T09:01:17.811969] [DEBUG] [FORECASTER] CB: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T09:01:18.167476] [DEBUG] [FORECASTER] CB: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T09:01:18.509179] [DEBUG] [FORECASTER] CB: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-25T09:01:18.848385] [DEBUG] [FORECASTER] CB: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-25T09:01:18.848569] [INFO ] [CONFIGURE ] CB: DISCARDED add_obv_interval (score: 60.00%)
[2025-11-25T09:01:18.848629] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 2.8s/test | Remaining: 2223 tests
[2025-11-25T09:01:18.848738] [INFO ] [CONFIGURE ] CB: Testing feature 13/29: add_opening_strength
[2025-11-25T09:01:18.848783] [INFO ] [CONFIGURE ] CB: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals', 'add_daily_returns', 'add_opening_strength']
[2025-11-25T09:01:19.226475] [DEBUG] [FORECASTER] CB: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T09:01:19.591520] [DEBUG] [FORECASTER] CB: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T09:01:19.955354] [DEBUG] [FORECASTER] CB: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T09:01:20.319828] [DEBUG] [FORECASTER] CB: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T09:01:20.687157] [DEBUG] [FORECASTER] CB: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T09:01:21.068861] [DEBUG] [FORECASTER] CB: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1
[2025-11-25T09:01:21.460691] [DEBUG] [FORECASTER] CB: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T09:01:21.825043] [DEBUG] [FORECASTER] CB: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T09:01:22.186076] [DEBUG] [FORECASTER] CB: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-25T09:01:22.544871] [DEBUG] [FORECASTER] CB: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-25T09:01:22.545074] [INFO ] [CONFIGURE ] CB: DISCARDED add_opening_strength (score: 60.00%)
[2025-11-25T09:01:22.545135] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 2.8s/test | Remaining: 2222 tests
[2025-11-25T09:01:22.545185] [INFO ] [CONFIGURE ] CB: Testing feature 14/29: add_order_flow_imbalance
[2025-11-25T09:01:22.545231] [INFO ] [CONFIGURE ] CB: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals', 'add_order_flow_imbalance']
[2025-11-25T09:01:22.875479] [DEBUG] [FORECASTER] CB: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T09:01:23.206726] [DEBUG] [FORECASTER] CB: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T09:01:23.544997] [DEBUG] [FORECASTER] CB: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T09:01:23.882745] [DEBUG] [FORECASTER] CB: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T09:01:24.213522] [DEBUG] [FORECASTER] CB: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-25T09:01:24.525218] [DEBUG] [FORECASTER] CB: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1
[2025-11-25T09:01:24.845850] [DEBUG] [FORECASTER] CB: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T09:01:25.182169] [DEBUG] [FORECASTER] CB: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T09:01:25.531605] [DEBUG] [FORECASTER] CB: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-25T09:01:25.887936] [DEBUG] [FORECASTER] CB: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-25T09:01:25.888145] [INFO ] [CONFIGURE ] CB: DISCARDED add_order_flow_imbalance (score: 60.00%)
[2025-11-25T09:01:25.888208] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 2.8s/test | Remaining: 2221 tests
[2025-11-25T09:01:25.888262] [INFO ] [CONFIGURE ] CB: Testing feature 15/29: add_pbf_morning_momentum
[2025-11-25T09:01:25.888311] [INFO ] [CONFIGURE ] CB: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals', 'add_pbf_morning_momentum']
[2025-11-25T09:01:26.217384] [DEBUG] [FORECASTER] CB: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T09:01:26.553712] [DEBUG] [FORECASTER] CB: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T09:01:26.884998] [DEBUG] [FORECASTER] CB: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T09:01:27.206059] [DEBUG] [FORECASTER] CB: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T09:01:27.535695] [DEBUG] [FORECASTER] CB: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T09:01:27.872796] [DEBUG] [FORECASTER] CB: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1
[2025-11-25T09:01:28.207534] [DEBUG] [FORECASTER] CB: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T09:01:28.538876] [DEBUG] [FORECASTER] CB: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T09:01:28.875873] [DEBUG] [FORECASTER] CB: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-25T09:01:29.219454] [DEBUG] [FORECASTER] CB: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-25T09:01:29.219670] [INFO ] [CONFIGURE ] CB: DISCARDED add_pbf_morning_momentum (score: 60.00%)
[2025-11-25T09:01:29.219734] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 2.8s/test | Remaining: 2220 tests
[2025-11-25T09:01:29.219780] [INFO ] [CONFIGURE ] CB: Testing feature 16/29: add_pbf_overnight_gap
[2025-11-25T09:01:29.219820] [INFO ] [CONFIGURE ] CB: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals', 'add_pbf_overnight_gap']
[2025-11-25T09:01:29.561069] [DEBUG] [FORECASTER] CB: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T09:01:29.929467] [DEBUG] [FORECASTER] CB: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T09:01:30.290483] [DEBUG] [FORECASTER] CB: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T09:01:30.634816] [DEBUG] [FORECASTER] CB: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T09:01:30.990919] [DEBUG] [FORECASTER] CB: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-25T09:01:31.323981] [DEBUG] [FORECASTER] CB: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1
[2025-11-25T09:01:31.647565] [DEBUG] [FORECASTER] CB: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T09:01:31.966378] [DEBUG] [FORECASTER] CB: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T09:01:32.292161] [DEBUG] [FORECASTER] CB: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-25T09:01:32.615201] [DEBUG] [FORECASTER] CB: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-25T09:01:32.615393] [INFO ] [CONFIGURE ] CB: DISCARDED add_pbf_overnight_gap (score: 50.00%)
[2025-11-25T09:01:32.615455] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 2.8s/test | Remaining: 2219 tests
[2025-11-25T09:01:32.615506] [INFO ] [CONFIGURE ] CB: Testing feature 17/29: add_pbf_return_2d
[2025-11-25T09:01:32.615553] [INFO ] [CONFIGURE ] CB: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals', 'add_pbf_return_2d']
[2025-11-25T09:01:32.927487] [DEBUG] [FORECASTER] CB: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T09:01:33.278256] [DEBUG] [FORECASTER] CB: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T09:01:33.627388] [DEBUG] [FORECASTER] CB: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T09:01:33.981166] [DEBUG] [FORECASTER] CB: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T09:01:34.315094] [DEBUG] [FORECASTER] CB: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-25T09:01:34.652259] [DEBUG] [FORECASTER] CB: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1
[2025-11-25T09:01:34.996265] [DEBUG] [FORECASTER] CB: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T09:01:35.353153] [DEBUG] [FORECASTER] CB: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T09:01:35.695250] [DEBUG] [FORECASTER] CB: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-25T09:01:36.032372] [DEBUG] [FORECASTER] CB: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-25T09:01:36.032581] [INFO ] [CONFIGURE ] CB: DISCARDED add_pbf_return_2d (score: 50.00%)
[2025-11-25T09:01:36.032665] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 2.8s/test | Remaining: 2218 tests
[2025-11-25T09:01:36.032720] [INFO ] [CONFIGURE ] CB: Testing feature 18/29: add_pbf_volatility_5d
[2025-11-25T09:01:36.032767] [INFO ] [CONFIGURE ] CB: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals', 'add_pbf_volatility_5d']
[2025-11-25T09:01:36.383355] [DEBUG] [FORECASTER] CB: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T09:01:36.719738] [DEBUG] [FORECASTER] CB: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T09:01:37.044233] [DEBUG] [FORECASTER] CB: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T09:01:37.385138] [DEBUG] [FORECASTER] CB: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T09:01:37.731207] [DEBUG] [FORECASTER] CB: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T09:01:38.086700] [DEBUG] [FORECASTER] CB: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1
[2025-11-25T09:01:38.432358] [DEBUG] [FORECASTER] CB: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T09:01:38.748591] [DEBUG] [FORECASTER] CB: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T09:01:39.054097] [DEBUG] [FORECASTER] CB: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-25T09:01:39.356609] [DEBUG] [FORECASTER] CB: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-25T09:01:39.356854] [INFO ] [CONFIGURE ] CB: DISCARDED add_pbf_volatility_5d (score: 60.00%)
[2025-11-25T09:01:39.356915] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 2.8s/test | Remaining: 2217 tests
[2025-11-25T09:01:39.356963] [INFO ] [CONFIGURE ] CB: Testing feature 19/29: add_pbf_vs_sma_5
[2025-11-25T09:01:39.357008] [INFO ] [CONFIGURE ] CB: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals', 'add_pbf_vs_sma_5']
[2025-11-25T09:01:39.661083] [DEBUG] [FORECASTER] CB: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T09:01:39.976163] [DEBUG] [FORECASTER] CB: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T09:01:40.278229] [DEBUG] [FORECASTER] CB: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T09:01:40.573434] [DEBUG] [FORECASTER] CB: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T09:01:40.872636] [DEBUG] [FORECASTER] CB: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T09:01:41.208002] [DEBUG] [FORECASTER] CB: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1
[2025-11-25T09:01:41.619999] [DEBUG] [FORECASTER] CB: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T09:01:41.979271] [DEBUG] [FORECASTER] CB: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T09:01:42.324094] [DEBUG] [FORECASTER] CB: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-25T09:01:42.623688] [DEBUG] [FORECASTER] CB: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-25T09:01:42.623865] [INFO ] [CONFIGURE ] CB: DISCARDED add_pbf_vs_sma_5 (score: 60.00%)
[2025-11-25T09:01:42.623919] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 2.8s/test | Remaining: 2216 tests
[2025-11-25T09:01:42.623968] [INFO ] [CONFIGURE ] CB: Testing feature 20/29: add_price_rejection
[2025-11-25T09:01:42.624035] [INFO ] [CONFIGURE ] CB: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals', 'add_price_rejection']
[2025-11-25T09:01:42.972789] [DEBUG] [FORECASTER] CB: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T09:01:43.298007] [DEBUG] [FORECASTER] CB: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T09:01:43.611031] [DEBUG] [FORECASTER] CB: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T09:01:43.921994] [DEBUG] [FORECASTER] CB: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T09:01:44.237892] [DEBUG] [FORECASTER] CB: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-25T09:01:44.554370] [DEBUG] [FORECASTER] CB: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1
[2025-11-25T09:01:44.870887] [DEBUG] [FORECASTER] CB: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T09:01:45.197969] [DEBUG] [FORECASTER] CB: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T09:01:45.556430] [DEBUG] [FORECASTER] CB: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-25T09:01:45.917740] [DEBUG] [FORECASTER] CB: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-25T09:01:45.917959] [INFO ] [CONFIGURE ] CB: DISCARDED add_price_rejection (score: 40.00%)
[2025-11-25T09:01:45.918023] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 2.8s/test | Remaining: 2215 tests
[2025-11-25T09:01:45.918063] [INFO ] [CONFIGURE ] CB: Testing feature 21/29: add_range_position
[2025-11-25T09:01:45.918111] [INFO ] [CONFIGURE ] CB: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals', 'add_range_position']
[2025-11-25T09:01:46.261736] [DEBUG] [FORECASTER] CB: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T09:01:46.600134] [DEBUG] [FORECASTER] CB: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T09:01:46.930613] [DEBUG] [FORECASTER] CB: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T09:01:47.266409] [DEBUG] [FORECASTER] CB: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T09:01:47.638672] [DEBUG] [FORECASTER] CB: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-25T09:01:47.974125] [DEBUG] [FORECASTER] CB: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1
[2025-11-25T09:01:48.318153] [DEBUG] [FORECASTER] CB: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T09:01:48.648890] [DEBUG] [FORECASTER] CB: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T09:01:48.985291] [DEBUG] [FORECASTER] CB: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-25T09:01:49.323868] [DEBUG] [FORECASTER] CB: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-25T09:01:49.324058] [INFO ] [CONFIGURE ] CB: DISCARDED add_range_position (score: 30.00%)
[2025-11-25T09:01:49.324113] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 2.8s/test | Remaining: 2214 tests
[2025-11-25T09:01:49.324163] [INFO ] [CONFIGURE ] CB: Testing feature 22/29: add_realized_volatility
[2025-11-25T09:01:49.324208] [INFO ] [CONFIGURE ] CB: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals', 'add_realized_volatility']
[2025-11-25T09:01:49.733636] [DEBUG] [FORECASTER] CB: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T09:01:50.175885] [DEBUG] [FORECASTER] CB: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T09:01:50.599938] [DEBUG] [FORECASTER] CB: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T09:01:51.030676] [DEBUG] [FORECASTER] CB: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T09:01:51.449591] [DEBUG] [FORECASTER] CB: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-25T09:01:51.878913] [DEBUG] [FORECASTER] CB: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1
[2025-11-25T09:01:52.303475] [DEBUG] [FORECASTER] CB: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T09:01:52.737617] [DEBUG] [FORECASTER] CB: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T09:01:53.161313] [DEBUG] [FORECASTER] CB: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-25T09:01:53.623723] [DEBUG] [FORECASTER] CB: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-25T09:01:53.623950] [INFO ] [CONFIGURE ] CB: DISCARDED add_realized_volatility (score: 30.00%)
[2025-11-25T09:01:53.624010] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 2.8s/test | Remaining: 2213 tests
[2025-11-25T09:01:53.624055] [INFO ] [CONFIGURE ] CB: Testing feature 23/29: add_recent_range_context
[2025-11-25T09:01:53.624103] [INFO ] [CONFIGURE ] CB: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals', 'add_recent_range_context']
[2025-11-25T09:01:53.952452] [DEBUG] [FORECASTER] CB: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T09:01:54.274694] [DEBUG] [FORECASTER] CB: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T09:01:54.608570] [DEBUG] [FORECASTER] CB: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T09:01:54.932839] [DEBUG] [FORECASTER] CB: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T09:01:55.263834] [DEBUG] [FORECASTER] CB: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T09:01:55.576115] [DEBUG] [FORECASTER] CB: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1
[2025-11-25T09:01:55.892880] [DEBUG] [FORECASTER] CB: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T09:01:56.197549] [DEBUG] [FORECASTER] CB: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T09:01:56.524531] [DEBUG] [FORECASTER] CB: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-25T09:01:56.842247] [DEBUG] [FORECASTER] CB: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-25T09:01:56.842464] [INFO ] [CONFIGURE ] CB: KEPT add_recent_range_context (score: 70.00%)
[2025-11-25T09:01:56.842524] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 2.8s/test | Remaining: 2212 tests
[2025-11-25T09:01:56.842571] [INFO ] [CONFIGURE ] CB: Testing feature 24/29: add_rsi
[2025-11-25T09:01:56.842616] [INFO ] [CONFIGURE ] CB: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals', 'add_recent_range_context', 'add_ema', 'add_rsi']
[2025-11-25T09:01:57.217842] [DEBUG] [FORECASTER] CB: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T09:01:57.605970] [DEBUG] [FORECASTER] CB: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T09:01:57.990636] [DEBUG] [FORECASTER] CB: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T09:01:58.388525] [DEBUG] [FORECASTER] CB: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T09:01:58.764276] [DEBUG] [FORECASTER] CB: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-25T09:01:59.149172] [DEBUG] [FORECASTER] CB: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1
[2025-11-25T09:01:59.545025] [DEBUG] [FORECASTER] CB: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T09:01:59.920353] [DEBUG] [FORECASTER] CB: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T09:02:00.317450] [DEBUG] [FORECASTER] CB: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-25T09:02:00.683081] [DEBUG] [FORECASTER] CB: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-25T09:02:00.683283] [INFO ] [CONFIGURE ] CB: DISCARDED add_rsi (score: 50.00%)
[2025-11-25T09:02:00.683348] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 2.8s/test | Remaining: 2211 tests
[2025-11-25T09:02:00.683410] [INFO ] [CONFIGURE ] CB: Testing feature 25/29: add_tick_distribution
[2025-11-25T09:02:00.683465] [INFO ] [CONFIGURE ] CB: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals', 'add_recent_range_context', 'add_tick_distribution']
[2025-11-25T09:02:01.722348] [DEBUG] [FORECASTER] CB: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T09:02:02.175957] [DEBUG] [FORECASTER] CB: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T09:02:02.507286] [DEBUG] [FORECASTER] CB: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T09:02:02.839326] [DEBUG] [FORECASTER] CB: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T09:02:03.184525] [DEBUG] [FORECASTER] CB: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-25T09:02:03.516414] [DEBUG] [FORECASTER] CB: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1
[2025-11-25T09:02:03.854747] [DEBUG] [FORECASTER] CB: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T09:02:04.179784] [DEBUG] [FORECASTER] CB: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T09:02:04.506515] [DEBUG] [FORECASTER] CB: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-25T09:02:04.830427] [DEBUG] [FORECASTER] CB: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-25T09:02:04.830700] [INFO ] [CONFIGURE ] CB: DISCARDED add_tick_distribution (score: 60.00%)
[2025-11-25T09:02:04.830767] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 2.8s/test | Remaining: 2210 tests
[2025-11-25T09:02:04.830814] [INFO ] [CONFIGURE ] CB: Testing feature 26/29: add_volume_momentum_confirmation
[2025-11-25T09:02:04.830860] [INFO ] [CONFIGURE ] CB: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals', 'add_recent_range_context', 'add_volume_momentum_confirmation']
[2025-11-25T09:02:05.168684] [DEBUG] [FORECASTER] CB: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T09:02:05.504034] [DEBUG] [FORECASTER] CB: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T09:02:05.868961] [DEBUG] [FORECASTER] CB: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T09:02:06.213489] [DEBUG] [FORECASTER] CB: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T09:02:06.554614] [DEBUG] [FORECASTER] CB: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-25T09:02:06.894944] [DEBUG] [FORECASTER] CB: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1
[2025-11-25T09:02:07.210763] [DEBUG] [FORECASTER] CB: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T09:02:07.571481] [DEBUG] [FORECASTER] CB: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T09:02:07.913963] [DEBUG] [FORECASTER] CB: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-25T09:02:08.251868] [DEBUG] [FORECASTER] CB: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-25T09:02:08.252057] [INFO ] [CONFIGURE ] CB: DISCARDED add_volume_momentum_confirmation (score: 60.00%)
[2025-11-25T09:02:08.252115] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 2.8s/test | Remaining: 2209 tests
[2025-11-25T09:02:08.252162] [INFO ] [CONFIGURE ] CB: Testing feature 27/29: add_volume_price_divergence
[2025-11-25T09:02:08.252206] [INFO ] [CONFIGURE ] CB: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals', 'add_recent_range_context', 'add_volume_price_divergence']
[2025-11-25T09:02:08.596565] [DEBUG] [FORECASTER] CB: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T09:02:08.944816] [DEBUG] [FORECASTER] CB: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T09:02:09.282584] [DEBUG] [FORECASTER] CB: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T09:02:09.631165] [DEBUG] [FORECASTER] CB: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T09:02:09.987696] [DEBUG] [FORECASTER] CB: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-25T09:02:10.356869] [DEBUG] [FORECASTER] CB: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1
[2025-11-25T09:02:10.718126] [DEBUG] [FORECASTER] CB: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T09:02:11.077559] [DEBUG] [FORECASTER] CB: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T09:02:11.444595] [DEBUG] [FORECASTER] CB: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-25T09:02:11.815964] [DEBUG] [FORECASTER] CB: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-25T09:02:11.816169] [INFO ] [CONFIGURE ] CB: DISCARDED add_volume_price_divergence (score: 50.00%)
[2025-11-25T09:02:11.816231] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 2.8s/test | Remaining: 2208 tests
[2025-11-25T09:02:11.816285] [INFO ] [CONFIGURE ] CB: Testing feature 28/29: add_volume_profile
[2025-11-25T09:02:11.816332] [INFO ] [CONFIGURE ] CB: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals', 'add_recent_range_context', 'add_volume_profile']
[2025-11-25T09:02:12.189739] [DEBUG] [FORECASTER] CB: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T09:02:12.563159] [DEBUG] [FORECASTER] CB: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T09:02:12.944225] [DEBUG] [FORECASTER] CB: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T09:02:13.312295] [DEBUG] [FORECASTER] CB: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T09:02:13.672250] [DEBUG] [FORECASTER] CB: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T09:02:14.032369] [DEBUG] [FORECASTER] CB: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1
[2025-11-25T09:02:14.395145] [DEBUG] [FORECASTER] CB: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T09:02:14.755964] [DEBUG] [FORECASTER] CB: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T09:02:15.106162] [DEBUG] [FORECASTER] CB: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-25T09:02:15.448867] [DEBUG] [FORECASTER] CB: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-25T09:02:15.449051] [INFO ] [CONFIGURE ] CB: DISCARDED add_volume_profile (score: 50.00%)
[2025-11-25T09:02:15.449109] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 2.8s/test | Remaining: 2207 tests
[2025-11-25T09:02:15.449158] [INFO ] [CONFIGURE ] CB: ===== FEATURE SELECTION COMPLETE =====
[2025-11-25T09:02:15.449203] [INFO ] [CONFIGURE ] CB: Best accuracy: 70.00%
[2025-11-25T09:02:15.449247] [INFO ] [CONFIGURE ] CB: Best feature set (5 features): ['add_bollinger_bands', 'add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals', 'add_recent_range_context']
[2025-11-25T09:02:15.449293] [INFO ] [CONFIGURE ] CB: Improvement over baseline: 40.00%
[2025-11-25T09:02:15.449332] [INFO ] [CONFIGURE ] CB: Total time: 1.6 minutes
[2025-11-25T09:02:15.449371] [INFO ] [CONFIGURE ] CB: Average time per feature: 3.4 seconds
[2025-11-25T09:02:15.449411] [INFO ] [CONFIGURE ] CB: Average speed: 0.31 features/sec
[2025-11-25T09:02:15.449858] [INFO ] [LOCAL     ] Saved configuration for CB: 5 features, 70.00% accuracy -> ./output/feature-sets/CB.json
[2025-11-25T09:02:15.449919] [INFO ] [CONFIGURE ] CB: Configuration saved successfully: 5 features, 70.00% accuracy.
[2025-11-25T09:02:15.449968] [INFO ] [sig       ] [89/164] Successfully configured CB | 0.01 sym/s | Total: 2.0h | ETA: 1.7h
[2025-11-25T09:02:15.450023] [INFO ] [sig       ] [90/164] Configuring CBT...
[2025-11-25T09:02:15.450066] [INFO ] [CONFIGURE ] CBT: Configurate test run.
[2025-11-25T09:02:15.450106] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CBT' from 'https://tdm.silogroup.org/data/derivative_storage/CBT.csv'.
[2025-11-25T09:02:15.463211] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'CBT'.
[2025-11-25T09:02:15.463633] [INFO ] [CONFIGURE ] CBT: Testing with 29 available features
[2025-11-25T09:02:15.463718] [INFO ] [CONFIGURE ] CBT: Establishing baseline with no features...
[2025-11-25T09:02:15.645888] [DEBUG] [FORECASTER] CBT: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T09:02:15.827040] [DEBUG] [FORECASTER] CBT: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T09:02:16.009846] [DEBUG] [FORECASTER] CBT: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T09:02:16.190888] [DEBUG] [FORECASTER] CBT: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T09:02:16.371161] [DEBUG] [FORECASTER] CBT: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T09:02:16.551047] [DEBUG] [FORECASTER] CBT: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T09:02:16.743740] [DEBUG] [FORECASTER] CBT: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T09:02:16.928419] [DEBUG] [FORECASTER] CBT: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T09:02:17.113051] [DEBUG] [FORECASTER] CBT: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-25T09:02:17.297317] [DEBUG] [FORECASTER] CBT: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T09:02:17.297478] [INFO ] [CONFIGURE ] CBT: Baseline score (no features): 70.00%
[2025-11-25T09:02:17.297525] [INFO ] [CONFIGURE ] CBT: Testing feature 1/29: add_bollinger_bands
[2025-11-25T09:02:17.297564] [INFO ] [CONFIGURE ] CBT: Testing with features: ['add_bollinger_bands']
[2025-11-25T09:02:17.518120] [DEBUG] [FORECASTER] CBT: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T09:02:17.760228] [DEBUG] [FORECASTER] CBT: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T09:02:17.985696] [DEBUG] [FORECASTER] CBT: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T09:02:18.221931] [DEBUG] [FORECASTER] CBT: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T09:02:18.437559] [DEBUG] [FORECASTER] CBT: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T09:02:18.668092] [DEBUG] [FORECASTER] CBT: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T09:02:18.892503] [DEBUG] [FORECASTER] CBT: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T09:02:19.114230] [DEBUG] [FORECASTER] CBT: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-25T09:02:19.328422] [DEBUG] [FORECASTER] CBT: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-25T09:02:19.548562] [DEBUG] [FORECASTER] CBT: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T09:02:19.548757] [INFO ] [CONFIGURE ] CBT: DISCARDED add_bollinger_bands (score: 30.00%)
[2025-11-25T09:02:19.548832] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 2.8s/test | Remaining: 2206 tests
[2025-11-25T09:02:19.548896] [INFO ] [CONFIGURE ] CBT: Testing feature 2/29: add_cumulative_delta
[2025-11-25T09:02:19.548949] [INFO ] [CONFIGURE ] CBT: Testing with features: ['add_cumulative_delta']
[2025-11-25T09:02:19.770431] [DEBUG] [FORECASTER] CBT: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T09:02:19.993523] [DEBUG] [FORECASTER] CBT: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T09:02:20.206306] [DEBUG] [FORECASTER] CBT: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T09:02:20.419260] [DEBUG] [FORECASTER] CBT: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T09:02:20.631780] [DEBUG] [FORECASTER] CBT: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T09:02:20.846703] [DEBUG] [FORECASTER] CBT: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T09:02:21.059706] [DEBUG] [FORECASTER] CBT: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T09:02:21.282617] [DEBUG] [FORECASTER] CBT: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T09:02:21.498123] [DEBUG] [FORECASTER] CBT: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-25T09:02:21.710743] [DEBUG] [FORECASTER] CBT: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T09:02:21.711060] [INFO ] [CONFIGURE ] CBT: DISCARDED add_cumulative_delta (score: 60.00%)
[2025-11-25T09:02:21.711167] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 2.8s/test | Remaining: 2205 tests
[2025-11-25T09:02:21.711264] [INFO ] [CONFIGURE ] CBT: Testing feature 3/29: add_daily_returns
[2025-11-25T09:02:21.711359] [INFO ] [CONFIGURE ] CBT: Testing with features: ['add_daily_returns']
[2025-11-25T09:02:21.895757] [DEBUG] [FORECASTER] CBT: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T09:02:22.081717] [DEBUG] [FORECASTER] CBT: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T09:02:22.266238] [DEBUG] [FORECASTER] CBT: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T09:02:22.452604] [DEBUG] [FORECASTER] CBT: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T09:02:22.637755] [DEBUG] [FORECASTER] CBT: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T09:02:22.829750] [DEBUG] [FORECASTER] CBT: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T09:02:23.026237] [DEBUG] [FORECASTER] CBT: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T09:02:23.223247] [DEBUG] [FORECASTER] CBT: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-25T09:02:23.419427] [DEBUG] [FORECASTER] CBT: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-25T09:02:23.613698] [DEBUG] [FORECASTER] CBT: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T09:02:23.613893] [INFO ] [CONFIGURE ] CBT: DISCARDED add_daily_returns (score: 60.00%)
[2025-11-25T09:02:23.613956] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 2.8s/test | Remaining: 2204 tests
[2025-11-25T09:02:23.614009] [INFO ] [CONFIGURE ] CBT: Testing feature 4/29: add_ema
[2025-11-25T09:02:23.614059] [INFO ] [CONFIGURE ] CBT: Testing with features: ['add_ema']
[2025-11-25T09:02:23.844488] [DEBUG] [FORECASTER] CBT: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T09:02:24.071032] [DEBUG] [FORECASTER] CBT: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T09:02:24.297014] [DEBUG] [FORECASTER] CBT: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T09:02:24.522116] [DEBUG] [FORECASTER] CBT: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T09:02:24.742190] [DEBUG] [FORECASTER] CBT: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T09:02:24.961718] [DEBUG] [FORECASTER] CBT: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T09:02:25.180825] [DEBUG] [FORECASTER] CBT: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T09:02:25.401831] [DEBUG] [FORECASTER] CBT: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T09:02:25.627601] [DEBUG] [FORECASTER] CBT: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-25T09:02:25.849086] [DEBUG] [FORECASTER] CBT: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T09:02:25.849268] [INFO ] [CONFIGURE ] CBT: DISCARDED add_ema (score: 60.00%)
[2025-11-25T09:02:25.849318] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 2.8s/test | Remaining: 2203 tests
[2025-11-25T09:02:25.849357] [INFO ] [CONFIGURE ] CBT: Testing feature 5/29: add_exhaustion_signals
[2025-11-25T09:02:25.849394] [INFO ] [CONFIGURE ] CBT: Testing with features: ['add_vwap', 'add_exhaustion_signals']
[2025-11-25T09:02:26.074903] [DEBUG] [FORECASTER] CBT: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T09:02:26.303131] [DEBUG] [FORECASTER] CBT: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T09:02:26.528741] [DEBUG] [FORECASTER] CBT: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T09:02:26.762110] [DEBUG] [FORECASTER] CBT: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T09:02:26.987037] [DEBUG] [FORECASTER] CBT: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T09:02:27.213223] [DEBUG] [FORECASTER] CBT: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T09:02:27.440079] [DEBUG] [FORECASTER] CBT: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T09:02:27.690743] [DEBUG] [FORECASTER] CBT: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T09:02:27.926184] [DEBUG] [FORECASTER] CBT: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-25T09:02:28.161160] [DEBUG] [FORECASTER] CBT: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T09:02:28.161362] [INFO ] [CONFIGURE ] CBT: DISCARDED add_exhaustion_signals (score: 70.00%)
[2025-11-25T09:02:28.161421] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 2.8s/test | Remaining: 2202 tests
[2025-11-25T09:02:28.161468] [INFO ] [CONFIGURE ] CBT: Testing feature 6/29: add_failed_moves
[2025-11-25T09:02:28.161512] [INFO ] [CONFIGURE ] CBT: Testing with features: ['add_failed_moves']
[2025-11-25T09:02:28.357058] [DEBUG] [FORECASTER] CBT: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T09:02:28.567404] [DEBUG] [FORECASTER] CBT: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T09:02:28.773269] [DEBUG] [FORECASTER] CBT: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T09:02:29.009724] [DEBUG] [FORECASTER] CBT: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T09:02:29.229288] [DEBUG] [FORECASTER] CBT: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T09:02:29.435459] [DEBUG] [FORECASTER] CBT: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T09:02:29.642864] [DEBUG] [FORECASTER] CBT: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T09:02:29.871240] [DEBUG] [FORECASTER] CBT: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T09:02:30.103583] [DEBUG] [FORECASTER] CBT: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-25T09:02:30.285382] [DEBUG] [FORECASTER] CBT: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T09:02:30.285553] [INFO ] [CONFIGURE ] CBT: DISCARDED add_failed_moves (score: 60.00%)
[2025-11-25T09:02:30.285600] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 2.8s/test | Remaining: 2201 tests
[2025-11-25T09:02:30.285639] [INFO ] [CONFIGURE ] CBT: Testing feature 7/29: add_lag_shelf
[2025-11-25T09:02:30.285725] [INFO ] [CONFIGURE ] CBT: Testing with features: ['add_lag_shelf']
[2025-11-25T09:02:30.439585] [DEBUG] [FORECASTER] CBT: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T09:02:30.606339] [DEBUG] [FORECASTER] CBT: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T09:02:30.772174] [DEBUG] [FORECASTER] CBT: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T09:02:30.938901] [DEBUG] [FORECASTER] CBT: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T09:02:31.113195] [DEBUG] [FORECASTER] CBT: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T09:02:31.284981] [DEBUG] [FORECASTER] CBT: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T09:02:31.454559] [DEBUG] [FORECASTER] CBT: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T09:02:31.623323] [DEBUG] [FORECASTER] CBT: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T09:02:31.794634] [DEBUG] [FORECASTER] CBT: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-25T09:02:31.964938] [DEBUG] [FORECASTER] CBT: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T09:02:31.965080] [INFO ] [CONFIGURE ] CBT: DISCARDED add_lag_shelf (score: 70.00%)
[2025-11-25T09:02:31.965127] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 2.8s/test | Remaining: 2200 tests
[2025-11-25T09:02:31.965167] [INFO ] [CONFIGURE ] CBT: Testing feature 8/29: add_macd
[2025-11-25T09:02:31.965203] [INFO ] [CONFIGURE ] CBT: Testing with features: ['add_vwap', 'add_macd']
[2025-11-25T09:02:32.225293] [DEBUG] [FORECASTER] CBT: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T09:02:32.484245] [DEBUG] [FORECASTER] CBT: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T09:02:32.747618] [DEBUG] [FORECASTER] CBT: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T09:02:33.004267] [DEBUG] [FORECASTER] CBT: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T09:02:33.285376] [DEBUG] [FORECASTER] CBT: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T09:02:33.556623] [DEBUG] [FORECASTER] CBT: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T09:02:33.827322] [DEBUG] [FORECASTER] CBT: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T09:02:34.107174] [DEBUG] [FORECASTER] CBT: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-25T09:02:34.385687] [DEBUG] [FORECASTER] CBT: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-25T09:02:34.665190] [DEBUG] [FORECASTER] CBT: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T09:02:34.665407] [INFO ] [CONFIGURE ] CBT: DISCARDED add_macd (score: 40.00%)
[2025-11-25T09:02:34.665466] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 2.8s/test | Remaining: 2199 tests
[2025-11-25T09:02:34.665514] [INFO ] [CONFIGURE ] CBT: Testing feature 9/29: add_mfi
[2025-11-25T09:02:34.665558] [INFO ] [CONFIGURE ] CBT: Testing with features: ['add_mfi']
[2025-11-25T09:02:34.863459] [DEBUG] [FORECASTER] CBT: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T09:02:35.060417] [DEBUG] [FORECASTER] CBT: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T09:02:35.260400] [DEBUG] [FORECASTER] CBT: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T09:02:35.453011] [DEBUG] [FORECASTER] CBT: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T09:02:35.660552] [DEBUG] [FORECASTER] CBT: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T09:02:35.864796] [DEBUG] [FORECASTER] CBT: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T09:02:36.069311] [DEBUG] [FORECASTER] CBT: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T09:02:36.273876] [DEBUG] [FORECASTER] CBT: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T09:02:36.486985] [DEBUG] [FORECASTER] CBT: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-25T09:02:36.694145] [DEBUG] [FORECASTER] CBT: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T09:02:36.694325] [INFO ] [CONFIGURE ] CBT: DISCARDED add_mfi (score: 60.00%)
[2025-11-25T09:02:36.694376] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 2.8s/test | Remaining: 2198 tests
[2025-11-25T09:02:36.694417] [INFO ] [CONFIGURE ] CBT: Testing feature 10/29: add_momentum_acceleration
[2025-11-25T09:02:36.694625] [INFO ] [CONFIGURE ] CBT: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-11-25T09:02:36.982633] [DEBUG] [FORECASTER] CBT: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T09:02:37.271616] [DEBUG] [FORECASTER] CBT: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T09:02:37.575040] [DEBUG] [FORECASTER] CBT: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T09:02:37.859883] [DEBUG] [FORECASTER] CBT: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T09:02:38.165973] [DEBUG] [FORECASTER] CBT: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T09:02:38.458837] [DEBUG] [FORECASTER] CBT: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T09:02:38.748884] [DEBUG] [FORECASTER] CBT: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T09:02:39.033052] [DEBUG] [FORECASTER] CBT: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T09:02:39.319563] [DEBUG] [FORECASTER] CBT: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-25T09:02:39.595750] [DEBUG] [FORECASTER] CBT: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T09:02:39.595974] [INFO ] [CONFIGURE ] CBT: DISCARDED add_momentum_acceleration (score: 70.00%)
[2025-11-25T09:02:39.596034] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 2.8s/test | Remaining: 2197 tests
[2025-11-25T09:02:39.596081] [INFO ] [CONFIGURE ] CBT: Testing feature 11/29: add_obv_daily
[2025-11-25T09:02:39.596123] [INFO ] [CONFIGURE ] CBT: Testing with features: ['add_obv_daily']
[2025-11-25T09:02:39.789137] [DEBUG] [FORECASTER] CBT: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T09:02:39.977842] [DEBUG] [FORECASTER] CBT: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T09:02:40.169463] [DEBUG] [FORECASTER] CBT: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T09:02:40.363191] [DEBUG] [FORECASTER] CBT: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T09:02:40.565772] [DEBUG] [FORECASTER] CBT: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T09:02:40.778127] [DEBUG] [FORECASTER] CBT: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T09:02:40.984456] [DEBUG] [FORECASTER] CBT: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T09:02:41.192507] [DEBUG] [FORECASTER] CBT: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T09:02:41.398880] [DEBUG] [FORECASTER] CBT: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-25T09:02:41.589260] [DEBUG] [FORECASTER] CBT: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T09:02:41.589425] [INFO ] [CONFIGURE ] CBT: DISCARDED add_obv_daily (score: 60.00%)
[2025-11-25T09:02:41.589483] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 2.8s/test | Remaining: 2196 tests
[2025-11-25T09:02:41.589530] [INFO ] [CONFIGURE ] CBT: Testing feature 12/29: add_obv_interval
[2025-11-25T09:02:41.589567] [INFO ] [CONFIGURE ] CBT: Testing with features: ['add_obv_interval']
[2025-11-25T09:02:41.781836] [DEBUG] [FORECASTER] CBT: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T09:02:41.971057] [DEBUG] [FORECASTER] CBT: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T09:02:42.162246] [DEBUG] [FORECASTER] CBT: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T09:02:42.356611] [DEBUG] [FORECASTER] CBT: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T09:02:42.560354] [DEBUG] [FORECASTER] CBT: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T09:02:42.765135] [DEBUG] [FORECASTER] CBT: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T09:02:42.971436] [DEBUG] [FORECASTER] CBT: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T09:02:43.170973] [DEBUG] [FORECASTER] CBT: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T09:02:43.370118] [DEBUG] [FORECASTER] CBT: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-25T09:02:43.568836] [DEBUG] [FORECASTER] CBT: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T09:02:43.569009] [INFO ] [CONFIGURE ] CBT: DISCARDED add_obv_interval (score: 60.00%)
[2025-11-25T09:02:43.569058] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 2.8s/test | Remaining: 2195 tests
[2025-11-25T09:02:43.569098] [INFO ] [CONFIGURE ] CBT: Testing feature 13/29: add_opening_strength
[2025-11-25T09:02:43.569156] [INFO ] [CONFIGURE ] CBT: Testing with features: ['add_daily_returns', 'add_opening_strength']
[2025-11-25T09:02:43.797449] [DEBUG] [FORECASTER] CBT: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T09:02:44.015685] [DEBUG] [FORECASTER] CBT: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T09:02:44.235332] [DEBUG] [FORECASTER] CBT: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T09:02:44.453447] [DEBUG] [FORECASTER] CBT: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T09:02:44.668215] [DEBUG] [FORECASTER] CBT: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T09:02:44.885027] [DEBUG] [FORECASTER] CBT: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T09:02:45.102615] [DEBUG] [FORECASTER] CBT: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T09:02:45.328853] [DEBUG] [FORECASTER] CBT: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T09:02:45.541813] [DEBUG] [FORECASTER] CBT: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-25T09:02:45.752820] [DEBUG] [FORECASTER] CBT: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T09:02:45.753146] [INFO ] [CONFIGURE ] CBT: KEPT add_opening_strength (score: 80.00%)
[2025-11-25T09:02:45.753253] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 2.8s/test | Remaining: 2194 tests
[2025-11-25T09:02:45.753353] [INFO ] [CONFIGURE ] CBT: Testing feature 14/29: add_order_flow_imbalance
[2025-11-25T09:02:45.753448] [INFO ] [CONFIGURE ] CBT: Testing with features: ['add_daily_returns', 'add_opening_strength', 'add_order_flow_imbalance']
[2025-11-25T09:02:45.998659] [DEBUG] [FORECASTER] CBT: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T09:02:46.247571] [DEBUG] [FORECASTER] CBT: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T09:02:46.494981] [DEBUG] [FORECASTER] CBT: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T09:02:46.742188] [DEBUG] [FORECASTER] CBT: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T09:02:46.988041] [DEBUG] [FORECASTER] CBT: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T09:02:47.232093] [DEBUG] [FORECASTER] CBT: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T09:02:47.485738] [DEBUG] [FORECASTER] CBT: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T09:02:47.733379] [DEBUG] [FORECASTER] CBT: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T09:02:48.012868] [DEBUG] [FORECASTER] CBT: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-25T09:02:48.283201] [DEBUG] [FORECASTER] CBT: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T09:02:48.283401] [INFO ] [CONFIGURE ] CBT: DISCARDED add_order_flow_imbalance (score: 70.00%)
[2025-11-25T09:02:48.283459] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 2.8s/test | Remaining: 2193 tests
[2025-11-25T09:02:48.283507] [INFO ] [CONFIGURE ] CBT: Testing feature 15/29: add_pbf_morning_momentum
[2025-11-25T09:02:48.283551] [INFO ] [CONFIGURE ] CBT: Testing with features: ['add_daily_returns', 'add_opening_strength', 'add_pbf_morning_momentum']
[2025-11-25T09:02:48.530421] [DEBUG] [FORECASTER] CBT: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T09:02:48.754388] [DEBUG] [FORECASTER] CBT: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T09:02:48.977042] [DEBUG] [FORECASTER] CBT: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T09:02:49.195637] [DEBUG] [FORECASTER] CBT: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T09:02:49.415523] [DEBUG] [FORECASTER] CBT: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T09:02:49.635484] [DEBUG] [FORECASTER] CBT: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T09:02:49.856150] [DEBUG] [FORECASTER] CBT: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T09:02:50.078544] [DEBUG] [FORECASTER] CBT: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T09:02:50.299045] [DEBUG] [FORECASTER] CBT: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-25T09:02:50.521863] [DEBUG] [FORECASTER] CBT: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T09:02:50.522039] [INFO ] [CONFIGURE ] CBT: DISCARDED add_pbf_morning_momentum (score: 60.00%)
[2025-11-25T09:02:50.522086] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 2.8s/test | Remaining: 2192 tests
[2025-11-25T09:02:50.522124] [INFO ] [CONFIGURE ] CBT: Testing feature 16/29: add_pbf_overnight_gap
[2025-11-25T09:02:50.522159] [INFO ] [CONFIGURE ] CBT: Testing with features: ['add_daily_returns', 'add_opening_strength', 'add_pbf_overnight_gap']
[2025-11-25T09:02:50.780016] [DEBUG] [FORECASTER] CBT: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T09:02:51.047593] [DEBUG] [FORECASTER] CBT: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T09:02:51.320478] [DEBUG] [FORECASTER] CBT: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T09:02:51.600327] [DEBUG] [FORECASTER] CBT: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T09:02:51.865023] [DEBUG] [FORECASTER] CBT: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T09:02:52.134939] [DEBUG] [FORECASTER] CBT: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T09:02:52.418166] [DEBUG] [FORECASTER] CBT: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T09:02:52.699507] [DEBUG] [FORECASTER] CBT: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T09:02:52.966184] [DEBUG] [FORECASTER] CBT: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-25T09:02:53.223404] [DEBUG] [FORECASTER] CBT: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T09:02:53.223620] [INFO ] [CONFIGURE ] CBT: DISCARDED add_pbf_overnight_gap (score: 70.00%)
[2025-11-25T09:02:53.223705] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 2.8s/test | Remaining: 2191 tests
[2025-11-25T09:02:53.223755] [INFO ] [CONFIGURE ] CBT: Testing feature 17/29: add_pbf_return_2d
[2025-11-25T09:02:53.223803] [INFO ] [CONFIGURE ] CBT: Testing with features: ['add_daily_returns', 'add_opening_strength', 'add_pbf_return_2d']
[2025-11-25T09:02:53.455326] [DEBUG] [FORECASTER] CBT: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T09:02:53.700238] [DEBUG] [FORECASTER] CBT: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T09:02:53.940684] [DEBUG] [FORECASTER] CBT: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T09:02:54.177296] [DEBUG] [FORECASTER] CBT: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T09:02:54.425368] [DEBUG] [FORECASTER] CBT: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T09:02:54.667771] [DEBUG] [FORECASTER] CBT: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T09:02:54.906946] [DEBUG] [FORECASTER] CBT: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T09:02:55.157241] [DEBUG] [FORECASTER] CBT: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T09:02:55.401581] [DEBUG] [FORECASTER] CBT: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-25T09:02:55.638358] [DEBUG] [FORECASTER] CBT: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T09:02:55.638537] [INFO ] [CONFIGURE ] CBT: DISCARDED add_pbf_return_2d (score: 80.00%)
[2025-11-25T09:02:55.638597] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 2.8s/test | Remaining: 2190 tests
[2025-11-25T09:02:55.638664] [INFO ] [CONFIGURE ] CBT: Testing feature 18/29: add_pbf_volatility_5d
[2025-11-25T09:02:55.638710] [INFO ] [CONFIGURE ] CBT: Testing with features: ['add_daily_returns', 'add_opening_strength', 'add_pbf_volatility_5d']
[2025-11-25T09:02:55.860775] [DEBUG] [FORECASTER] CBT: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T09:02:56.102291] [DEBUG] [FORECASTER] CBT: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T09:02:56.320060] [DEBUG] [FORECASTER] CBT: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T09:02:56.551085] [DEBUG] [FORECASTER] CBT: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T09:02:56.776880] [DEBUG] [FORECASTER] CBT: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T09:02:57.015869] [DEBUG] [FORECASTER] CBT: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T09:02:57.262826] [DEBUG] [FORECASTER] CBT: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T09:02:57.523148] [DEBUG] [FORECASTER] CBT: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T09:02:57.800865] [DEBUG] [FORECASTER] CBT: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-25T09:02:58.077225] [DEBUG] [FORECASTER] CBT: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T09:02:58.077458] [INFO ] [CONFIGURE ] CBT: DISCARDED add_pbf_volatility_5d (score: 60.00%)
[2025-11-25T09:02:58.077512] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 2.8s/test | Remaining: 2189 tests
[2025-11-25T09:02:58.077554] [INFO ] [CONFIGURE ] CBT: Testing feature 19/29: add_pbf_vs_sma_5
[2025-11-25T09:02:58.077593] [INFO ] [CONFIGURE ] CBT: Testing with features: ['add_daily_returns', 'add_opening_strength', 'add_pbf_vs_sma_5']
[2025-11-25T09:02:58.316449] [DEBUG] [FORECASTER] CBT: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T09:02:58.582001] [DEBUG] [FORECASTER] CBT: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T09:02:58.869998] [DEBUG] [FORECASTER] CBT: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T09:02:59.134766] [DEBUG] [FORECASTER] CBT: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T09:02:59.385274] [DEBUG] [FORECASTER] CBT: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T09:02:59.630321] [DEBUG] [FORECASTER] CBT: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T09:02:59.855283] [DEBUG] [FORECASTER] CBT: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T09:03:00.095858] [DEBUG] [FORECASTER] CBT: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T09:03:00.338770] [DEBUG] [FORECASTER] CBT: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T09:03:00.563597] [DEBUG] [FORECASTER] CBT: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T09:03:00.563785] [INFO ] [CONFIGURE ] CBT: DISCARDED add_pbf_vs_sma_5 (score: 70.00%)
[2025-11-25T09:03:00.563861] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 2.8s/test | Remaining: 2188 tests
[2025-11-25T09:03:00.563917] [INFO ] [CONFIGURE ] CBT: Testing feature 20/29: add_price_rejection
[2025-11-25T09:03:00.563975] [INFO ] [CONFIGURE ] CBT: Testing with features: ['add_daily_returns', 'add_opening_strength', 'add_price_rejection']
[2025-11-25T09:03:00.807358] [DEBUG] [FORECASTER] CBT: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T09:03:01.785458] [DEBUG] [FORECASTER] CBT: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T09:03:02.118448] [DEBUG] [FORECASTER] CBT: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T09:03:02.369398] [DEBUG] [FORECASTER] CBT: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T09:03:02.616676] [DEBUG] [FORECASTER] CBT: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T09:03:02.878139] [DEBUG] [FORECASTER] CBT: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T09:03:03.149323] [DEBUG] [FORECASTER] CBT: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T09:03:03.413988] [DEBUG] [FORECASTER] CBT: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T09:03:03.658022] [DEBUG] [FORECASTER] CBT: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-25T09:03:03.902405] [DEBUG] [FORECASTER] CBT: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T09:03:03.902607] [INFO ] [CONFIGURE ] CBT: DISCARDED add_price_rejection (score: 60.00%)
[2025-11-25T09:03:03.902686] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 2.8s/test | Remaining: 2187 tests
[2025-11-25T09:03:03.902735] [INFO ] [CONFIGURE ] CBT: Testing feature 21/29: add_range_position
[2025-11-25T09:03:03.902779] [INFO ] [CONFIGURE ] CBT: Testing with features: ['add_daily_returns', 'add_opening_strength', 'add_range_position']
[2025-11-25T09:03:04.158427] [DEBUG] [FORECASTER] CBT: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T09:03:04.402448] [DEBUG] [FORECASTER] CBT: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T09:03:04.669570] [DEBUG] [FORECASTER] CBT: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T09:03:04.932789] [DEBUG] [FORECASTER] CBT: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T09:03:05.192843] [DEBUG] [FORECASTER] CBT: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T09:03:05.447519] [DEBUG] [FORECASTER] CBT: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T09:03:05.706110] [DEBUG] [FORECASTER] CBT: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T09:03:05.963440] [DEBUG] [FORECASTER] CBT: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T09:03:06.222045] [DEBUG] [FORECASTER] CBT: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-25T09:03:06.493249] [DEBUG] [FORECASTER] CBT: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T09:03:06.493424] [INFO ] [CONFIGURE ] CBT: DISCARDED add_range_position (score: 50.00%)
[2025-11-25T09:03:06.493485] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 2.8s/test | Remaining: 2186 tests
[2025-11-25T09:03:06.493533] [INFO ] [CONFIGURE ] CBT: Testing feature 22/29: add_realized_volatility
[2025-11-25T09:03:06.493576] [INFO ] [CONFIGURE ] CBT: Testing with features: ['add_daily_returns', 'add_opening_strength', 'add_realized_volatility']
[2025-11-25T09:03:06.839939] [DEBUG] [FORECASTER] CBT: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T09:03:07.191205] [DEBUG] [FORECASTER] CBT: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T09:03:07.538033] [DEBUG] [FORECASTER] CBT: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T09:03:07.887531] [DEBUG] [FORECASTER] CBT: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T09:03:08.250570] [DEBUG] [FORECASTER] CBT: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T09:03:08.599983] [DEBUG] [FORECASTER] CBT: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T09:03:08.959075] [DEBUG] [FORECASTER] CBT: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T09:03:09.338637] [DEBUG] [FORECASTER] CBT: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T09:03:09.692398] [DEBUG] [FORECASTER] CBT: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-25T09:03:10.047014] [DEBUG] [FORECASTER] CBT: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T09:03:10.047240] [INFO ] [CONFIGURE ] CBT: DISCARDED add_realized_volatility (score: 70.00%)
[2025-11-25T09:03:10.047301] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 2.8s/test | Remaining: 2185 tests
[2025-11-25T09:03:10.047347] [INFO ] [CONFIGURE ] CBT: Testing feature 23/29: add_recent_range_context
[2025-11-25T09:03:10.047390] [INFO ] [CONFIGURE ] CBT: Testing with features: ['add_daily_returns', 'add_opening_strength', 'add_recent_range_context']
[2025-11-25T09:03:10.292981] [DEBUG] [FORECASTER] CBT: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T09:03:10.535835] [DEBUG] [FORECASTER] CBT: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T09:03:10.777488] [DEBUG] [FORECASTER] CBT: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T09:03:11.020040] [DEBUG] [FORECASTER] CBT: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T09:03:11.268763] [DEBUG] [FORECASTER] CBT: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T09:03:11.515315] [DEBUG] [FORECASTER] CBT: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T09:03:11.760562] [DEBUG] [FORECASTER] CBT: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T09:03:12.007831] [DEBUG] [FORECASTER] CBT: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T09:03:12.254337] [DEBUG] [FORECASTER] CBT: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-25T09:03:12.499011] [DEBUG] [FORECASTER] CBT: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T09:03:12.499193] [INFO ] [CONFIGURE ] CBT: DISCARDED add_recent_range_context (score: 60.00%)
[2025-11-25T09:03:12.499251] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 2.8s/test | Remaining: 2184 tests
[2025-11-25T09:03:12.499297] [INFO ] [CONFIGURE ] CBT: Testing feature 24/29: add_rsi
[2025-11-25T09:03:12.499344] [INFO ] [CONFIGURE ] CBT: Testing with features: ['add_daily_returns', 'add_opening_strength', 'add_ema', 'add_rsi']
[2025-11-25T09:03:12.792173] [DEBUG] [FORECASTER] CBT: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T09:03:13.087146] [DEBUG] [FORECASTER] CBT: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T09:03:13.373312] [DEBUG] [FORECASTER] CBT: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T09:03:13.663842] [DEBUG] [FORECASTER] CBT: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T09:03:13.952061] [DEBUG] [FORECASTER] CBT: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T09:03:14.247832] [DEBUG] [FORECASTER] CBT: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T09:03:14.541578] [DEBUG] [FORECASTER] CBT: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T09:03:14.846482] [DEBUG] [FORECASTER] CBT: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T09:03:15.169287] [DEBUG] [FORECASTER] CBT: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-25T09:03:15.481533] [DEBUG] [FORECASTER] CBT: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T09:03:15.481753] [INFO ] [CONFIGURE ] CBT: DISCARDED add_rsi (score: 70.00%)
[2025-11-25T09:03:15.481822] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 2.8s/test | Remaining: 2183 tests
[2025-11-25T09:03:15.481873] [INFO ] [CONFIGURE ] CBT: Testing feature 25/29: add_tick_distribution
[2025-11-25T09:03:15.481920] [INFO ] [CONFIGURE ] CBT: Testing with features: ['add_daily_returns', 'add_opening_strength', 'add_tick_distribution']
[2025-11-25T09:03:15.734921] [DEBUG] [FORECASTER] CBT: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T09:03:15.988673] [DEBUG] [FORECASTER] CBT: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T09:03:16.242753] [DEBUG] [FORECASTER] CBT: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T09:03:16.502350] [DEBUG] [FORECASTER] CBT: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T09:03:16.752842] [DEBUG] [FORECASTER] CBT: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T09:03:17.011511] [DEBUG] [FORECASTER] CBT: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T09:03:17.276151] [DEBUG] [FORECASTER] CBT: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T09:03:17.538381] [DEBUG] [FORECASTER] CBT: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T09:03:17.797351] [DEBUG] [FORECASTER] CBT: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-25T09:03:18.078398] [DEBUG] [FORECASTER] CBT: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T09:03:18.078615] [INFO ] [CONFIGURE ] CBT: DISCARDED add_tick_distribution (score: 60.00%)
[2025-11-25T09:03:18.078800] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 2.8s/test | Remaining: 2182 tests
[2025-11-25T09:03:18.078902] [INFO ] [CONFIGURE ] CBT: Testing feature 26/29: add_volume_momentum_confirmation
[2025-11-25T09:03:18.079015] [INFO ] [CONFIGURE ] CBT: Testing with features: ['add_daily_returns', 'add_opening_strength', 'add_volume_momentum_confirmation']
[2025-11-25T09:03:18.332980] [DEBUG] [FORECASTER] CBT: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T09:03:18.577409] [DEBUG] [FORECASTER] CBT: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T09:03:18.822355] [DEBUG] [FORECASTER] CBT: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T09:03:19.071729] [DEBUG] [FORECASTER] CBT: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T09:03:19.318789] [DEBUG] [FORECASTER] CBT: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T09:03:19.563431] [DEBUG] [FORECASTER] CBT: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T09:03:19.808545] [DEBUG] [FORECASTER] CBT: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T09:03:20.059344] [DEBUG] [FORECASTER] CBT: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T09:03:20.305994] [DEBUG] [FORECASTER] CBT: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T09:03:20.562169] [DEBUG] [FORECASTER] CBT: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T09:03:20.562382] [INFO ] [CONFIGURE ] CBT: DISCARDED add_volume_momentum_confirmation (score: 80.00%)
[2025-11-25T09:03:20.562444] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 2.8s/test | Remaining: 2181 tests
[2025-11-25T09:03:20.562496] [INFO ] [CONFIGURE ] CBT: Testing feature 27/29: add_volume_price_divergence
[2025-11-25T09:03:20.562575] [INFO ] [CONFIGURE ] CBT: Testing with features: ['add_daily_returns', 'add_opening_strength', 'add_volume_price_divergence']
[2025-11-25T09:03:20.836079] [DEBUG] [FORECASTER] CBT: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T09:03:21.119861] [DEBUG] [FORECASTER] CBT: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T09:03:21.415908] [DEBUG] [FORECASTER] CBT: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T09:03:21.764997] [DEBUG] [FORECASTER] CBT: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T09:03:22.101723] [DEBUG] [FORECASTER] CBT: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T09:03:22.390387] [DEBUG] [FORECASTER] CBT: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T09:03:22.677618] [DEBUG] [FORECASTER] CBT: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T09:03:22.959164] [DEBUG] [FORECASTER] CBT: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-25T09:03:23.248894] [DEBUG] [FORECASTER] CBT: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T09:03:23.533496] [DEBUG] [FORECASTER] CBT: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T09:03:23.533733] [INFO ] [CONFIGURE ] CBT: DISCARDED add_volume_price_divergence (score: 70.00%)
[2025-11-25T09:03:23.533804] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 2.8s/test | Remaining: 2180 tests
[2025-11-25T09:03:23.533853] [INFO ] [CONFIGURE ] CBT: Testing feature 28/29: add_volume_profile
[2025-11-25T09:03:23.533891] [INFO ] [CONFIGURE ] CBT: Testing with features: ['add_daily_returns', 'add_opening_strength', 'add_volume_profile']
[2025-11-25T09:03:23.809211] [DEBUG] [FORECASTER] CBT: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T09:03:24.069607] [DEBUG] [FORECASTER] CBT: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T09:03:24.326717] [DEBUG] [FORECASTER] CBT: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T09:03:24.588233] [DEBUG] [FORECASTER] CBT: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T09:03:24.851121] [DEBUG] [FORECASTER] CBT: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T09:03:25.116208] [DEBUG] [FORECASTER] CBT: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T09:03:25.374487] [DEBUG] [FORECASTER] CBT: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T09:03:25.637919] [DEBUG] [FORECASTER] CBT: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T09:03:25.904052] [DEBUG] [FORECASTER] CBT: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T09:03:26.158933] [DEBUG] [FORECASTER] CBT: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T09:03:26.159162] [INFO ] [CONFIGURE ] CBT: KEPT add_volume_profile (score: 90.00%)
[2025-11-25T09:03:26.159225] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 2.8s/test | Remaining: 2179 tests
[2025-11-25T09:03:26.159273] [INFO ] [CONFIGURE ] CBT: Testing feature 29/29: add_vwap
[2025-11-25T09:03:26.159317] [INFO ] [CONFIGURE ] CBT: Testing with features: ['add_daily_returns', 'add_opening_strength', 'add_volume_profile', 'add_vwap']
[2025-11-25T09:03:26.433565] [DEBUG] [FORECASTER] CBT: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T09:03:26.718068] [DEBUG] [FORECASTER] CBT: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T09:03:27.002284] [DEBUG] [FORECASTER] CBT: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T09:03:27.267681] [DEBUG] [FORECASTER] CBT: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T09:03:27.530622] [DEBUG] [FORECASTER] CBT: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T09:03:27.806241] [DEBUG] [FORECASTER] CBT: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T09:03:28.088130] [DEBUG] [FORECASTER] CBT: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T09:03:28.364186] [DEBUG] [FORECASTER] CBT: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T09:03:28.635783] [DEBUG] [FORECASTER] CBT: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T09:03:28.911593] [DEBUG] [FORECASTER] CBT: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T09:03:28.911788] [INFO ] [CONFIGURE ] CBT: DISCARDED add_vwap (score: 90.00%)
[2025-11-25T09:03:28.911847] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 2.8s/test | Remaining: 2178 tests
[2025-11-25T09:03:28.911895] [INFO ] [CONFIGURE ] CBT: ===== FEATURE SELECTION COMPLETE =====
[2025-11-25T09:03:28.911937] [INFO ] [CONFIGURE ] CBT: Best accuracy: 90.00%
[2025-11-25T09:03:28.911981] [INFO ] [CONFIGURE ] CBT: Best feature set (3 features): ['add_daily_returns', 'add_opening_strength', 'add_volume_profile']
[2025-11-25T09:03:28.912021] [INFO ] [CONFIGURE ] CBT: Improvement over baseline: 20.00%
[2025-11-25T09:03:28.912059] [INFO ] [CONFIGURE ] CBT: Total time: 1.2 minutes
[2025-11-25T09:03:28.912096] [INFO ] [CONFIGURE ] CBT: Average time per feature: 2.5 seconds
[2025-11-25T09:03:28.912134] [INFO ] [CONFIGURE ] CBT: Average speed: 0.40 features/sec
[2025-11-25T09:03:28.912484] [INFO ] [LOCAL     ] Saved configuration for CBT: 3 features, 90.00% accuracy -> ./output/feature-sets/CBT.json
[2025-11-25T09:03:28.912542] [INFO ] [CONFIGURE ] CBT: Configuration saved successfully: 3 features, 90.00% accuracy.
[2025-11-25T09:03:28.912610] [INFO ] [sig       ] [90/164] Successfully configured CBT | 0.01 sym/s | Total: 2.0h | ETA: 1.7h
[2025-11-25T09:03:28.912677] [INFO ] [sig       ] [91/164] Configuring CC...
[2025-11-25T09:03:28.912722] [INFO ] [CONFIGURE ] CC: Configurate test run.
[2025-11-25T09:03:28.912763] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CC' from 'https://tdm.silogroup.org/data/derivative_storage/CC.csv'.
[2025-11-25T09:03:28.925486] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'CC'.
[2025-11-25T09:03:28.925952] [INFO ] [CONFIGURE ] CC: Testing with 29 available features
[2025-11-25T09:03:28.926031] [INFO ] [CONFIGURE ] CC: Establishing baseline with no features...
[2025-11-25T09:03:29.111603] [DEBUG] [FORECASTER] CC: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T09:03:29.298619] [DEBUG] [FORECASTER] CC: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T09:03:29.490611] [DEBUG] [FORECASTER] CC: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T09:03:29.680091] [DEBUG] [FORECASTER] CC: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T09:03:29.871419] [DEBUG] [FORECASTER] CC: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T09:03:30.065340] [DEBUG] [FORECASTER] CC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T09:03:30.256885] [DEBUG] [FORECASTER] CC: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T09:03:30.460713] [DEBUG] [FORECASTER] CC: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T09:03:30.658683] [DEBUG] [FORECASTER] CC: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T09:03:30.849487] [DEBUG] [FORECASTER] CC: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T09:03:30.849679] [INFO ] [CONFIGURE ] CC: Baseline score (no features): 60.00%
[2025-11-25T09:03:30.849758] [INFO ] [CONFIGURE ] CC: Testing feature 1/29: add_bollinger_bands
[2025-11-25T09:03:30.849809] [INFO ] [CONFIGURE ] CC: Testing with features: ['add_bollinger_bands']
[2025-11-25T09:03:31.070855] [DEBUG] [FORECASTER] CC: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T09:03:31.294406] [DEBUG] [FORECASTER] CC: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T09:03:31.521711] [DEBUG] [FORECASTER] CC: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T09:03:31.746804] [DEBUG] [FORECASTER] CC: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T09:03:31.982466] [DEBUG] [FORECASTER] CC: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T09:03:32.200038] [DEBUG] [FORECASTER] CC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T09:03:32.423075] [DEBUG] [FORECASTER] CC: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T09:03:32.654294] [DEBUG] [FORECASTER] CC: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T09:03:32.881537] [DEBUG] [FORECASTER] CC: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T09:03:33.130826] [DEBUG] [FORECASTER] CC: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T09:03:33.131022] [INFO ] [CONFIGURE ] CC: KEPT add_bollinger_bands (score: 70.00%)
[2025-11-25T09:03:33.131072] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 2.8s/test | Remaining: 2177 tests
[2025-11-25T09:03:33.131112] [INFO ] [CONFIGURE ] CC: Testing feature 2/29: add_cumulative_delta
[2025-11-25T09:03:33.131147] [INFO ] [CONFIGURE ] CC: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta']
[2025-11-25T09:03:33.403946] [DEBUG] [FORECASTER] CC: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T09:03:33.676555] [DEBUG] [FORECASTER] CC: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T09:03:33.954806] [DEBUG] [FORECASTER] CC: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T09:03:34.216095] [DEBUG] [FORECASTER] CC: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T09:03:34.479014] [DEBUG] [FORECASTER] CC: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T09:03:34.740425] [DEBUG] [FORECASTER] CC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T09:03:34.996628] [DEBUG] [FORECASTER] CC: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T09:03:35.264435] [DEBUG] [FORECASTER] CC: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T09:03:35.524629] [DEBUG] [FORECASTER] CC: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T09:03:35.775551] [DEBUG] [FORECASTER] CC: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T09:03:35.775750] [INFO ] [CONFIGURE ] CC: KEPT add_cumulative_delta (score: 80.00%)
[2025-11-25T09:03:35.775808] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 2.8s/test | Remaining: 2176 tests
[2025-11-25T09:03:35.775853] [INFO ] [CONFIGURE ] CC: Testing feature 3/29: add_daily_returns
[2025-11-25T09:03:35.775912] [INFO ] [CONFIGURE ] CC: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns']
[2025-11-25T09:03:36.042049] [DEBUG] [FORECASTER] CC: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T09:03:36.317773] [DEBUG] [FORECASTER] CC: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T09:03:36.604524] [DEBUG] [FORECASTER] CC: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T09:03:36.864632] [DEBUG] [FORECASTER] CC: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T09:03:37.128351] [DEBUG] [FORECASTER] CC: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T09:03:37.406550] [DEBUG] [FORECASTER] CC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T09:03:37.675014] [DEBUG] [FORECASTER] CC: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T09:03:37.948048] [DEBUG] [FORECASTER] CC: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T09:03:38.239637] [DEBUG] [FORECASTER] CC: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T09:03:38.534368] [DEBUG] [FORECASTER] CC: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T09:03:38.534624] [INFO ] [CONFIGURE ] CC: DISCARDED add_daily_returns (score: 80.00%)
[2025-11-25T09:03:38.534726] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 2.8s/test | Remaining: 2175 tests
[2025-11-25T09:03:38.534780] [INFO ] [CONFIGURE ] CC: Testing feature 4/29: add_ema
[2025-11-25T09:03:38.534824] [INFO ] [CONFIGURE ] CC: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_ema']
[2025-11-25T09:03:38.831343] [DEBUG] [FORECASTER] CC: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T09:03:39.174852] [DEBUG] [FORECASTER] CC: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T09:03:39.524029] [DEBUG] [FORECASTER] CC: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T09:03:39.862100] [DEBUG] [FORECASTER] CC: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T09:03:40.193479] [DEBUG] [FORECASTER] CC: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T09:03:40.581192] [DEBUG] [FORECASTER] CC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T09:03:40.915052] [DEBUG] [FORECASTER] CC: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T09:03:41.233964] [DEBUG] [FORECASTER] CC: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T09:03:41.549935] [DEBUG] [FORECASTER] CC: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T09:03:41.848610] [DEBUG] [FORECASTER] CC: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T09:03:41.848818] [INFO ] [CONFIGURE ] CC: DISCARDED add_ema (score: 70.00%)
[2025-11-25T09:03:41.848880] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 2.8s/test | Remaining: 2174 tests
[2025-11-25T09:03:41.848932] [INFO ] [CONFIGURE ] CC: Testing feature 5/29: add_exhaustion_signals
[2025-11-25T09:03:41.848971] [INFO ] [CONFIGURE ] CC: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals']
[2025-11-25T09:03:42.121288] [DEBUG] [FORECASTER] CC: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T09:03:42.396745] [DEBUG] [FORECASTER] CC: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T09:03:42.681859] [DEBUG] [FORECASTER] CC: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T09:03:42.962086] [DEBUG] [FORECASTER] CC: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T09:03:43.255269] [DEBUG] [FORECASTER] CC: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T09:03:43.540067] [DEBUG] [FORECASTER] CC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T09:03:43.832415] [DEBUG] [FORECASTER] CC: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T09:03:44.130399] [DEBUG] [FORECASTER] CC: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T09:03:44.424182] [DEBUG] [FORECASTER] CC: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T09:03:44.708692] [DEBUG] [FORECASTER] CC: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T09:03:44.708874] [INFO ] [CONFIGURE ] CC: DISCARDED add_exhaustion_signals (score: 80.00%)
[2025-11-25T09:03:44.708931] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 2.8s/test | Remaining: 2173 tests
[2025-11-25T09:03:44.708978] [INFO ] [CONFIGURE ] CC: Testing feature 6/29: add_failed_moves
[2025-11-25T09:03:44.709022] [INFO ] [CONFIGURE ] CC: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_failed_moves']
[2025-11-25T09:03:44.961522] [DEBUG] [FORECASTER] CC: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T09:03:45.214599] [DEBUG] [FORECASTER] CC: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T09:03:45.464077] [DEBUG] [FORECASTER] CC: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T09:03:45.716391] [DEBUG] [FORECASTER] CC: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T09:03:45.971192] [DEBUG] [FORECASTER] CC: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T09:03:46.221457] [DEBUG] [FORECASTER] CC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T09:03:46.480850] [DEBUG] [FORECASTER] CC: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T09:03:46.732785] [DEBUG] [FORECASTER] CC: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T09:03:46.988270] [DEBUG] [FORECASTER] CC: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T09:03:47.264303] [DEBUG] [FORECASTER] CC: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T09:03:47.264511] [INFO ] [CONFIGURE ] CC: DISCARDED add_failed_moves (score: 60.00%)
[2025-11-25T09:03:47.264572] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 2.8s/test | Remaining: 2172 tests
[2025-11-25T09:03:47.264621] [INFO ] [CONFIGURE ] CC: Testing feature 7/29: add_lag_shelf
[2025-11-25T09:03:47.264815] [INFO ] [CONFIGURE ] CC: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_lag_shelf']
[2025-11-25T09:03:47.526565] [DEBUG] [FORECASTER] CC: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T09:03:47.792223] [DEBUG] [FORECASTER] CC: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T09:03:48.081504] [DEBUG] [FORECASTER] CC: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T09:03:48.341340] [DEBUG] [FORECASTER] CC: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T09:03:48.603673] [DEBUG] [FORECASTER] CC: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T09:03:48.860929] [DEBUG] [FORECASTER] CC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T09:03:49.123561] [DEBUG] [FORECASTER] CC: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T09:03:49.380762] [DEBUG] [FORECASTER] CC: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T09:03:49.635984] [DEBUG] [FORECASTER] CC: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T09:03:49.893222] [DEBUG] [FORECASTER] CC: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T09:03:49.893399] [INFO ] [CONFIGURE ] CC: DISCARDED add_lag_shelf (score: 60.00%)
[2025-11-25T09:03:49.893456] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 2.8s/test | Remaining: 2171 tests
[2025-11-25T09:03:49.893524] [INFO ] [CONFIGURE ] CC: Testing feature 8/29: add_macd
[2025-11-25T09:03:49.893572] [INFO ] [CONFIGURE ] CC: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_vwap', 'add_macd']
[2025-11-25T09:03:50.241280] [DEBUG] [FORECASTER] CC: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T09:03:50.580855] [DEBUG] [FORECASTER] CC: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0
[2025-11-25T09:03:50.921713] [DEBUG] [FORECASTER] CC: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T09:03:51.263460] [DEBUG] [FORECASTER] CC: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T09:03:51.601997] [DEBUG] [FORECASTER] CC: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T09:03:51.944793] [DEBUG] [FORECASTER] CC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T09:03:52.285264] [DEBUG] [FORECASTER] CC: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T09:03:52.625502] [DEBUG] [FORECASTER] CC: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T09:03:53.010209] [DEBUG] [FORECASTER] CC: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T09:03:53.424121] [DEBUG] [FORECASTER] CC: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T09:03:53.424319] [INFO ] [CONFIGURE ] CC: DISCARDED add_macd (score: 50.00%)
[2025-11-25T09:03:53.424380] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 2.8s/test | Remaining: 2170 tests
[2025-11-25T09:03:53.424429] [INFO ] [CONFIGURE ] CC: Testing feature 9/29: add_mfi
[2025-11-25T09:03:53.424472] [INFO ] [CONFIGURE ] CC: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_mfi']
[2025-11-25T09:03:53.706950] [DEBUG] [FORECASTER] CC: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T09:03:53.983376] [DEBUG] [FORECASTER] CC: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T09:03:54.254200] [DEBUG] [FORECASTER] CC: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T09:03:54.542239] [DEBUG] [FORECASTER] CC: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T09:03:54.823787] [DEBUG] [FORECASTER] CC: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T09:03:55.094423] [DEBUG] [FORECASTER] CC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T09:03:55.377055] [DEBUG] [FORECASTER] CC: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T09:03:55.654624] [DEBUG] [FORECASTER] CC: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T09:03:55.940533] [DEBUG] [FORECASTER] CC: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T09:03:56.221511] [DEBUG] [FORECASTER] CC: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T09:03:56.221749] [INFO ] [CONFIGURE ] CC: DISCARDED add_mfi (score: 60.00%)
[2025-11-25T09:03:56.221816] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 2.8s/test | Remaining: 2169 tests
[2025-11-25T09:03:56.221868] [INFO ] [CONFIGURE ] CC: Testing feature 10/29: add_momentum_acceleration
[2025-11-25T09:03:56.221916] [INFO ] [CONFIGURE ] CC: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-11-25T09:03:56.598369] [DEBUG] [FORECASTER] CC: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T09:03:56.974810] [DEBUG] [FORECASTER] CC: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T09:03:57.349686] [DEBUG] [FORECASTER] CC: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T09:03:57.704733] [DEBUG] [FORECASTER] CC: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T09:03:58.103565] [DEBUG] [FORECASTER] CC: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T09:03:58.491852] [DEBUG] [FORECASTER] CC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T09:03:58.870599] [DEBUG] [FORECASTER] CC: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T09:03:59.253677] [DEBUG] [FORECASTER] CC: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T09:03:59.657256] [DEBUG] [FORECASTER] CC: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T09:04:00.053177] [DEBUG] [FORECASTER] CC: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T09:04:00.053380] [INFO ] [CONFIGURE ] CC: DISCARDED add_momentum_acceleration (score: 70.00%)
[2025-11-25T09:04:00.053444] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 2.8s/test | Remaining: 2168 tests
[2025-11-25T09:04:00.053493] [INFO ] [CONFIGURE ] CC: Testing feature 11/29: add_obv_daily
[2025-11-25T09:04:00.053537] [INFO ] [CONFIGURE ] CC: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_obv_daily']
[2025-11-25T09:04:00.346899] [DEBUG] [FORECASTER] CC: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T09:04:00.627993] [DEBUG] [FORECASTER] CC: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T09:04:00.917574] [DEBUG] [FORECASTER] CC: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T09:04:01.876235] [DEBUG] [FORECASTER] CC: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T09:04:02.220886] [DEBUG] [FORECASTER] CC: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T09:04:02.505172] [DEBUG] [FORECASTER] CC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T09:04:02.787287] [DEBUG] [FORECASTER] CC: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T09:04:03.082215] [DEBUG] [FORECASTER] CC: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T09:04:03.364150] [DEBUG] [FORECASTER] CC: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T09:04:03.652099] [DEBUG] [FORECASTER] CC: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T09:04:03.652323] [INFO ] [CONFIGURE ] CC: KEPT add_obv_daily (score: 90.00%)
[2025-11-25T09:04:03.652379] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 2.8s/test | Remaining: 2167 tests
[2025-11-25T09:04:03.652435] [INFO ] [CONFIGURE ] CC: Testing feature 12/29: add_obv_interval
[2025-11-25T09:04:03.652492] [INFO ] [CONFIGURE ] CC: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_obv_daily', 'add_obv_interval']
[2025-11-25T09:04:03.951345] [DEBUG] [FORECASTER] CC: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T09:04:04.259616] [DEBUG] [FORECASTER] CC: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T09:04:04.558011] [DEBUG] [FORECASTER] CC: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T09:04:04.854995] [DEBUG] [FORECASTER] CC: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T09:04:05.169797] [DEBUG] [FORECASTER] CC: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T09:04:05.477451] [DEBUG] [FORECASTER] CC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T09:04:05.791149] [DEBUG] [FORECASTER] CC: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T09:04:06.112304] [DEBUG] [FORECASTER] CC: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T09:04:06.443564] [DEBUG] [FORECASTER] CC: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T09:04:06.773567] [DEBUG] [FORECASTER] CC: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T09:04:06.773796] [INFO ] [CONFIGURE ] CC: DISCARDED add_obv_interval (score: 70.00%)
[2025-11-25T09:04:06.773865] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 2.8s/test | Remaining: 2166 tests
[2025-11-25T09:04:06.773917] [INFO ] [CONFIGURE ] CC: Testing feature 13/29: add_opening_strength
[2025-11-25T09:04:06.773961] [INFO ] [CONFIGURE ] CC: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_obv_daily', 'add_daily_returns', 'add_opening_strength']
[2025-11-25T09:04:07.100293] [DEBUG] [FORECASTER] CC: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T09:04:07.427096] [DEBUG] [FORECASTER] CC: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T09:04:07.761816] [DEBUG] [FORECASTER] CC: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T09:04:08.107559] [DEBUG] [FORECASTER] CC: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T09:04:08.440147] [DEBUG] [FORECASTER] CC: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T09:04:08.783707] [DEBUG] [FORECASTER] CC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T09:04:09.147826] [DEBUG] [FORECASTER] CC: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T09:04:09.562118] [DEBUG] [FORECASTER] CC: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T09:04:09.945461] [DEBUG] [FORECASTER] CC: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T09:04:10.319492] [DEBUG] [FORECASTER] CC: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T09:04:10.319738] [INFO ] [CONFIGURE ] CC: DISCARDED add_opening_strength (score: 80.00%)
[2025-11-25T09:04:10.319802] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 2.8s/test | Remaining: 2165 tests
[2025-11-25T09:04:10.319853] [INFO ] [CONFIGURE ] CC: Testing feature 14/29: add_order_flow_imbalance
[2025-11-25T09:04:10.319899] [INFO ] [CONFIGURE ] CC: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_obv_daily', 'add_order_flow_imbalance']
[2025-11-25T09:04:10.639387] [DEBUG] [FORECASTER] CC: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T09:04:10.962507] [DEBUG] [FORECASTER] CC: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T09:04:11.284063] [DEBUG] [FORECASTER] CC: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T09:04:11.607550] [DEBUG] [FORECASTER] CC: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T09:04:11.934587] [DEBUG] [FORECASTER] CC: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T09:04:12.285369] [DEBUG] [FORECASTER] CC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T09:04:12.625790] [DEBUG] [FORECASTER] CC: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T09:04:12.973630] [DEBUG] [FORECASTER] CC: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T09:04:13.317494] [DEBUG] [FORECASTER] CC: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T09:04:13.661987] [DEBUG] [FORECASTER] CC: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T09:04:13.662184] [INFO ] [CONFIGURE ] CC: DISCARDED add_order_flow_imbalance (score: 70.00%)
[2025-11-25T09:04:13.662246] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 2.8s/test | Remaining: 2164 tests
[2025-11-25T09:04:13.662298] [INFO ] [CONFIGURE ] CC: Testing feature 15/29: add_pbf_morning_momentum
[2025-11-25T09:04:13.662345] [INFO ] [CONFIGURE ] CC: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_obv_daily', 'add_pbf_morning_momentum']
[2025-11-25T09:04:13.967177] [DEBUG] [FORECASTER] CC: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T09:04:14.282596] [DEBUG] [FORECASTER] CC: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T09:04:14.588971] [DEBUG] [FORECASTER] CC: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T09:04:14.894000] [DEBUG] [FORECASTER] CC: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T09:04:15.223499] [DEBUG] [FORECASTER] CC: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T09:04:15.555018] [DEBUG] [FORECASTER] CC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T09:04:15.875917] [DEBUG] [FORECASTER] CC: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T09:04:16.195203] [DEBUG] [FORECASTER] CC: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T09:04:16.508750] [DEBUG] [FORECASTER] CC: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T09:04:16.826261] [DEBUG] [FORECASTER] CC: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T09:04:16.826454] [INFO ] [CONFIGURE ] CC: DISCARDED add_pbf_morning_momentum (score: 80.00%)
[2025-11-25T09:04:16.826515] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 2.8s/test | Remaining: 2163 tests
[2025-11-25T09:04:16.826564] [INFO ] [CONFIGURE ] CC: Testing feature 16/29: add_pbf_overnight_gap
[2025-11-25T09:04:16.826613] [INFO ] [CONFIGURE ] CC: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_obv_daily', 'add_pbf_overnight_gap']
[2025-11-25T09:04:17.166205] [DEBUG] [FORECASTER] CC: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T09:04:17.508898] [DEBUG] [FORECASTER] CC: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T09:04:17.864012] [DEBUG] [FORECASTER] CC: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T09:04:18.238819] [DEBUG] [FORECASTER] CC: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T09:04:18.580578] [DEBUG] [FORECASTER] CC: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T09:04:18.910145] [DEBUG] [FORECASTER] CC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T09:04:19.229970] [DEBUG] [FORECASTER] CC: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T09:04:19.548385] [DEBUG] [FORECASTER] CC: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T09:04:19.869303] [DEBUG] [FORECASTER] CC: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T09:04:20.212149] [DEBUG] [FORECASTER] CC: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T09:04:20.212339] [INFO ] [CONFIGURE ] CC: DISCARDED add_pbf_overnight_gap (score: 50.00%)
[2025-11-25T09:04:20.212400] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 2.8s/test | Remaining: 2162 tests
[2025-11-25T09:04:20.212451] [INFO ] [CONFIGURE ] CC: Testing feature 17/29: add_pbf_return_2d
[2025-11-25T09:04:20.212496] [INFO ] [CONFIGURE ] CC: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_obv_daily', 'add_pbf_return_2d']
[2025-11-25T09:04:20.550450] [DEBUG] [FORECASTER] CC: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T09:04:20.897115] [DEBUG] [FORECASTER] CC: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T09:04:21.251743] [DEBUG] [FORECASTER] CC: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T09:04:21.604323] [DEBUG] [FORECASTER] CC: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T09:04:21.939543] [DEBUG] [FORECASTER] CC: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T09:04:22.272252] [DEBUG] [FORECASTER] CC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T09:04:22.596413] [DEBUG] [FORECASTER] CC: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T09:04:22.928717] [DEBUG] [FORECASTER] CC: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T09:04:23.275102] [DEBUG] [FORECASTER] CC: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T09:04:23.609826] [DEBUG] [FORECASTER] CC: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T09:04:23.610000] [INFO ] [CONFIGURE ] CC: DISCARDED add_pbf_return_2d (score: 80.00%)
[2025-11-25T09:04:23.610060] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 2.8s/test | Remaining: 2161 tests
[2025-11-25T09:04:23.610109] [INFO ] [CONFIGURE ] CC: Testing feature 18/29: add_pbf_volatility_5d
[2025-11-25T09:04:23.610156] [INFO ] [CONFIGURE ] CC: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_obv_daily', 'add_pbf_volatility_5d']
[2025-11-25T09:04:23.897586] [DEBUG] [FORECASTER] CC: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T09:04:24.187995] [DEBUG] [FORECASTER] CC: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T09:04:24.488354] [DEBUG] [FORECASTER] CC: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T09:04:24.797811] [DEBUG] [FORECASTER] CC: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T09:04:25.092286] [DEBUG] [FORECASTER] CC: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T09:04:25.395902] [DEBUG] [FORECASTER] CC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T09:04:25.711307] [DEBUG] [FORECASTER] CC: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T09:04:26.007824] [DEBUG] [FORECASTER] CC: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T09:04:26.303174] [DEBUG] [FORECASTER] CC: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T09:04:26.604380] [DEBUG] [FORECASTER] CC: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T09:04:26.604568] [INFO ] [CONFIGURE ] CC: DISCARDED add_pbf_volatility_5d (score: 60.00%)
[2025-11-25T09:04:26.604625] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 2.8s/test | Remaining: 2160 tests
[2025-11-25T09:04:26.604696] [INFO ] [CONFIGURE ] CC: Testing feature 19/29: add_pbf_vs_sma_5
[2025-11-25T09:04:26.604741] [INFO ] [CONFIGURE ] CC: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_obv_daily', 'add_pbf_vs_sma_5']
[2025-11-25T09:04:26.917370] [DEBUG] [FORECASTER] CC: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T09:04:27.219658] [DEBUG] [FORECASTER] CC: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T09:04:27.530197] [DEBUG] [FORECASTER] CC: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T09:04:27.841910] [DEBUG] [FORECASTER] CC: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T09:04:28.155102] [DEBUG] [FORECASTER] CC: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T09:04:28.456713] [DEBUG] [FORECASTER] CC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T09:04:28.759440] [DEBUG] [FORECASTER] CC: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T09:04:29.070983] [DEBUG] [FORECASTER] CC: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T09:04:29.369781] [DEBUG] [FORECASTER] CC: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T09:04:29.681673] [DEBUG] [FORECASTER] CC: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T09:04:29.681866] [INFO ] [CONFIGURE ] CC: DISCARDED add_pbf_vs_sma_5 (score: 90.00%)
[2025-11-25T09:04:29.681932] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 2.8s/test | Remaining: 2159 tests
[2025-11-25T09:04:29.681983] [INFO ] [CONFIGURE ] CC: Testing feature 20/29: add_price_rejection
[2025-11-25T09:04:29.682031] [INFO ] [CONFIGURE ] CC: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_obv_daily', 'add_price_rejection']
[2025-11-25T09:04:30.010988] [DEBUG] [FORECASTER] CC: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T09:04:30.323781] [DEBUG] [FORECASTER] CC: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T09:04:30.634114] [DEBUG] [FORECASTER] CC: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T09:04:30.951584] [DEBUG] [FORECASTER] CC: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T09:04:31.246583] [DEBUG] [FORECASTER] CC: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T09:04:31.542905] [DEBUG] [FORECASTER] CC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T09:04:31.859061] [DEBUG] [FORECASTER] CC: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T09:04:32.166169] [DEBUG] [FORECASTER] CC: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T09:04:32.481573] [DEBUG] [FORECASTER] CC: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T09:04:32.791715] [DEBUG] [FORECASTER] CC: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T09:04:32.791923] [INFO ] [CONFIGURE ] CC: DISCARDED add_price_rejection (score: 70.00%)
[2025-11-25T09:04:32.791986] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 2.8s/test | Remaining: 2158 tests
[2025-11-25T09:04:32.792042] [INFO ] [CONFIGURE ] CC: Testing feature 21/29: add_range_position
[2025-11-25T09:04:32.792090] [INFO ] [CONFIGURE ] CC: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_obv_daily', 'add_range_position']
[2025-11-25T09:04:33.139419] [DEBUG] [FORECASTER] CC: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T09:04:33.494255] [DEBUG] [FORECASTER] CC: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T09:04:33.824944] [DEBUG] [FORECASTER] CC: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T09:04:34.163691] [DEBUG] [FORECASTER] CC: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T09:04:34.476702] [DEBUG] [FORECASTER] CC: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T09:04:34.811817] [DEBUG] [FORECASTER] CC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T09:04:35.144539] [DEBUG] [FORECASTER] CC: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T09:04:35.478880] [DEBUG] [FORECASTER] CC: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T09:04:35.814572] [DEBUG] [FORECASTER] CC: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T09:04:36.153319] [DEBUG] [FORECASTER] CC: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T09:04:36.153535] [INFO ] [CONFIGURE ] CC: DISCARDED add_range_position (score: 70.00%)
[2025-11-25T09:04:36.153595] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 2.8s/test | Remaining: 2157 tests
[2025-11-25T09:04:36.153664] [INFO ] [CONFIGURE ] CC: Testing feature 22/29: add_realized_volatility
[2025-11-25T09:04:36.153712] [INFO ] [CONFIGURE ] CC: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_obv_daily', 'add_realized_volatility']
[2025-11-25T09:04:36.568342] [DEBUG] [FORECASTER] CC: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T09:04:36.964028] [DEBUG] [FORECASTER] CC: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0
[2025-11-25T09:04:37.357627] [DEBUG] [FORECASTER] CC: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T09:04:37.765540] [DEBUG] [FORECASTER] CC: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T09:04:38.167214] [DEBUG] [FORECASTER] CC: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T09:04:38.595663] [DEBUG] [FORECASTER] CC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T09:04:38.991936] [DEBUG] [FORECASTER] CC: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T09:04:39.388609] [DEBUG] [FORECASTER] CC: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T09:04:39.813409] [DEBUG] [FORECASTER] CC: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T09:04:40.203577] [DEBUG] [FORECASTER] CC: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T09:04:40.203804] [INFO ] [CONFIGURE ] CC: DISCARDED add_realized_volatility (score: 70.00%)
[2025-11-25T09:04:40.203863] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 2.8s/test | Remaining: 2156 tests
[2025-11-25T09:04:40.203910] [INFO ] [CONFIGURE ] CC: Testing feature 23/29: add_recent_range_context
[2025-11-25T09:04:40.203954] [INFO ] [CONFIGURE ] CC: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_obv_daily', 'add_recent_range_context']
[2025-11-25T09:04:40.482266] [DEBUG] [FORECASTER] CC: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T09:04:40.784294] [DEBUG] [FORECASTER] CC: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T09:04:41.075564] [DEBUG] [FORECASTER] CC: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T09:04:41.366036] [DEBUG] [FORECASTER] CC: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T09:04:41.652836] [DEBUG] [FORECASTER] CC: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T09:04:41.938085] [DEBUG] [FORECASTER] CC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T09:04:42.229662] [DEBUG] [FORECASTER] CC: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T09:04:42.528936] [DEBUG] [FORECASTER] CC: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T09:04:42.820085] [DEBUG] [FORECASTER] CC: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T09:04:43.113813] [DEBUG] [FORECASTER] CC: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T09:04:43.114002] [INFO ] [CONFIGURE ] CC: DISCARDED add_recent_range_context (score: 80.00%)
[2025-11-25T09:04:43.114059] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 2.8s/test | Remaining: 2155 tests
[2025-11-25T09:04:43.114106] [INFO ] [CONFIGURE ] CC: Testing feature 24/29: add_rsi
[2025-11-25T09:04:43.114150] [INFO ] [CONFIGURE ] CC: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_obv_daily', 'add_ema', 'add_rsi']
[2025-11-25T09:04:43.463139] [DEBUG] [FORECASTER] CC: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T09:04:43.817063] [DEBUG] [FORECASTER] CC: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T09:04:44.168613] [DEBUG] [FORECASTER] CC: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T09:04:44.517332] [DEBUG] [FORECASTER] CC: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T09:04:44.866419] [DEBUG] [FORECASTER] CC: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T09:04:45.219711] [DEBUG] [FORECASTER] CC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T09:04:45.566880] [DEBUG] [FORECASTER] CC: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T09:04:45.902829] [DEBUG] [FORECASTER] CC: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T09:04:46.243933] [DEBUG] [FORECASTER] CC: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T09:04:46.591261] [DEBUG] [FORECASTER] CC: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T09:04:46.591445] [INFO ] [CONFIGURE ] CC: DISCARDED add_rsi (score: 60.00%)
[2025-11-25T09:04:46.591504] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 2.8s/test | Remaining: 2154 tests
[2025-11-25T09:04:46.591553] [INFO ] [CONFIGURE ] CC: Testing feature 25/29: add_tick_distribution
[2025-11-25T09:04:46.591598] [INFO ] [CONFIGURE ] CC: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_obv_daily', 'add_tick_distribution']
[2025-11-25T09:04:46.884872] [DEBUG] [FORECASTER] CC: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T09:04:47.182038] [DEBUG] [FORECASTER] CC: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T09:04:47.465751] [DEBUG] [FORECASTER] CC: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T09:04:47.782049] [DEBUG] [FORECASTER] CC: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T09:04:48.109828] [DEBUG] [FORECASTER] CC: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T09:04:48.459717] [DEBUG] [FORECASTER] CC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T09:04:48.773007] [DEBUG] [FORECASTER] CC: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T09:04:49.094620] [DEBUG] [FORECASTER] CC: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T09:04:49.416403] [DEBUG] [FORECASTER] CC: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T09:04:49.724839] [DEBUG] [FORECASTER] CC: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T09:04:49.725010] [INFO ] [CONFIGURE ] CC: DISCARDED add_tick_distribution (score: 90.00%)
[2025-11-25T09:04:49.725085] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 2.8s/test | Remaining: 2153 tests
[2025-11-25T09:04:49.725133] [INFO ] [CONFIGURE ] CC: Testing feature 26/29: add_volume_momentum_confirmation
[2025-11-25T09:04:49.725176] [INFO ] [CONFIGURE ] CC: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_obv_daily', 'add_volume_momentum_confirmation']
[2025-11-25T09:04:50.036782] [DEBUG] [FORECASTER] CC: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T09:04:50.360961] [DEBUG] [FORECASTER] CC: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0
[2025-11-25T09:04:50.674792] [DEBUG] [FORECASTER] CC: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T09:04:50.981920] [DEBUG] [FORECASTER] CC: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T09:04:51.317511] [DEBUG] [FORECASTER] CC: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T09:04:51.664510] [DEBUG] [FORECASTER] CC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T09:04:52.014732] [DEBUG] [FORECASTER] CC: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T09:04:52.322138] [DEBUG] [FORECASTER] CC: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T09:04:52.634329] [DEBUG] [FORECASTER] CC: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T09:04:52.949996] [DEBUG] [FORECASTER] CC: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T09:04:52.950172] [INFO ] [CONFIGURE ] CC: DISCARDED add_volume_momentum_confirmation (score: 60.00%)
[2025-11-25T09:04:52.950230] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 2.8s/test | Remaining: 2152 tests
[2025-11-25T09:04:52.950278] [INFO ] [CONFIGURE ] CC: Testing feature 27/29: add_volume_price_divergence
[2025-11-25T09:04:52.950322] [INFO ] [CONFIGURE ] CC: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_obv_daily', 'add_volume_price_divergence']
[2025-11-25T09:04:53.273627] [DEBUG] [FORECASTER] CC: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T09:04:53.619129] [DEBUG] [FORECASTER] CC: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T09:04:53.945805] [DEBUG] [FORECASTER] CC: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T09:04:54.276157] [DEBUG] [FORECASTER] CC: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T09:04:54.597848] [DEBUG] [FORECASTER] CC: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T09:04:54.917808] [DEBUG] [FORECASTER] CC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T09:04:55.233938] [DEBUG] [FORECASTER] CC: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T09:04:55.553342] [DEBUG] [FORECASTER] CC: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T09:04:55.871443] [DEBUG] [FORECASTER] CC: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T09:04:56.194040] [DEBUG] [FORECASTER] CC: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T09:04:56.194223] [INFO ] [CONFIGURE ] CC: DISCARDED add_volume_price_divergence (score: 80.00%)
[2025-11-25T09:04:56.194283] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 2.8s/test | Remaining: 2151 tests
[2025-11-25T09:04:56.194334] [INFO ] [CONFIGURE ] CC: Testing feature 28/29: add_volume_profile
[2025-11-25T09:04:56.194379] [INFO ] [CONFIGURE ] CC: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_obv_daily', 'add_volume_profile']
[2025-11-25T09:04:56.517716] [DEBUG] [FORECASTER] CC: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T09:04:56.842814] [DEBUG] [FORECASTER] CC: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T09:04:57.159430] [DEBUG] [FORECASTER] CC: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T09:04:57.475129] [DEBUG] [FORECASTER] CC: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T09:04:57.783422] [DEBUG] [FORECASTER] CC: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T09:04:58.085880] [DEBUG] [FORECASTER] CC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T09:04:58.386765] [DEBUG] [FORECASTER] CC: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T09:04:58.688705] [DEBUG] [FORECASTER] CC: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T09:04:58.993542] [DEBUG] [FORECASTER] CC: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T09:04:59.291089] [DEBUG] [FORECASTER] CC: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T09:04:59.291280] [INFO ] [CONFIGURE ] CC: DISCARDED add_volume_profile (score: 70.00%)
[2025-11-25T09:04:59.291337] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 2.8s/test | Remaining: 2150 tests
[2025-11-25T09:04:59.291385] [INFO ] [CONFIGURE ] CC: Testing feature 29/29: add_vwap
[2025-11-25T09:04:59.291430] [INFO ] [CONFIGURE ] CC: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_obv_daily', 'add_vwap']
[2025-11-25T09:04:59.588592] [DEBUG] [FORECASTER] CC: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T09:04:59.885674] [DEBUG] [FORECASTER] CC: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T09:05:00.920088] [DEBUG] [FORECASTER] CC: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T09:05:01.297976] [DEBUG] [FORECASTER] CC: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T09:05:01.628489] [DEBUG] [FORECASTER] CC: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T09:05:01.964045] [DEBUG] [FORECASTER] CC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T09:05:02.288140] [DEBUG] [FORECASTER] CC: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T09:05:02.595539] [DEBUG] [FORECASTER] CC: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T09:05:02.916447] [DEBUG] [FORECASTER] CC: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T09:05:03.228627] [DEBUG] [FORECASTER] CC: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T09:05:03.228842] [INFO ] [CONFIGURE ] CC: DISCARDED add_vwap (score: 70.00%)
[2025-11-25T09:05:03.228900] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 2.8s/test | Remaining: 2149 tests
[2025-11-25T09:05:03.228949] [INFO ] [CONFIGURE ] CC: ===== FEATURE SELECTION COMPLETE =====
[2025-11-25T09:05:03.228991] [INFO ] [CONFIGURE ] CC: Best accuracy: 90.00%
[2025-11-25T09:05:03.229033] [INFO ] [CONFIGURE ] CC: Best feature set (3 features): ['add_bollinger_bands', 'add_cumulative_delta', 'add_obv_daily']
[2025-11-25T09:05:03.229074] [INFO ] [CONFIGURE ] CC: Improvement over baseline: 30.00%
[2025-11-25T09:05:03.229111] [INFO ] [CONFIGURE ] CC: Total time: 1.5 minutes
[2025-11-25T09:05:03.229149] [INFO ] [CONFIGURE ] CC: Average time per feature: 3.2 seconds
[2025-11-25T09:05:03.229188] [INFO ] [CONFIGURE ] CC: Average speed: 0.31 features/sec
[2025-11-25T09:05:03.229503] [INFO ] [LOCAL     ] Saved configuration for CC: 3 features, 90.00% accuracy -> ./output/feature-sets/CC.json
[2025-11-25T09:05:03.229560] [INFO ] [CONFIGURE ] CC: Configuration saved successfully: 3 features, 90.00% accuracy.
[2025-11-25T09:05:03.229616] [INFO ] [sig       ] [91/164] Successfully configured CC | 0.01 sym/s | Total: 2.1h | ETA: 1.7h
[2025-11-25T09:05:03.229680] [INFO ] [sig       ] [92/164] Configuring CCK...
[2025-11-25T09:05:03.229724] [INFO ] [CONFIGURE ] CCK: Configurate test run.
[2025-11-25T09:05:03.229763] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CCK' from 'https://tdm.silogroup.org/data/derivative_storage/CCK.csv'.
[2025-11-25T09:05:03.241043] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'CCK'.
[2025-11-25T09:05:03.241351] [INFO ] [CONFIGURE ] CCK: Testing with 29 available features
[2025-11-25T09:05:03.241444] [INFO ] [CONFIGURE ] CCK: Establishing baseline with no features...
[2025-11-25T09:05:03.410617] [DEBUG] [FORECASTER] CCK: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T09:05:03.584173] [DEBUG] [FORECASTER] CCK: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T09:05:03.752412] [DEBUG] [FORECASTER] CCK: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T09:05:03.922593] [DEBUG] [FORECASTER] CCK: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T09:05:04.091477] [DEBUG] [FORECASTER] CCK: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T09:05:04.260384] [DEBUG] [FORECASTER] CCK: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T09:05:04.432517] [DEBUG] [FORECASTER] CCK: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T09:05:04.604860] [DEBUG] [FORECASTER] CCK: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T09:05:04.774474] [DEBUG] [FORECASTER] CCK: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T09:05:04.945376] [DEBUG] [FORECASTER] CCK: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-11-25T09:05:04.945515] [INFO ] [CONFIGURE ] CCK: Baseline score (no features): 50.00%
[2025-11-25T09:05:04.945563] [INFO ] [CONFIGURE ] CCK: Testing feature 1/29: add_bollinger_bands
[2025-11-25T09:05:04.945600] [INFO ] [CONFIGURE ] CCK: Testing with features: ['add_bollinger_bands']
[2025-11-25T09:05:05.146070] [DEBUG] [FORECASTER] CCK: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T09:05:05.346748] [DEBUG] [FORECASTER] CCK: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T09:05:05.548899] [DEBUG] [FORECASTER] CCK: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T09:05:05.747615] [DEBUG] [FORECASTER] CCK: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T09:05:05.950948] [DEBUG] [FORECASTER] CCK: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T09:05:06.151984] [DEBUG] [FORECASTER] CCK: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T09:05:06.352041] [DEBUG] [FORECASTER] CCK: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T09:05:06.556307] [DEBUG] [FORECASTER] CCK: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T09:05:06.756574] [DEBUG] [FORECASTER] CCK: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-25T09:05:06.961474] [DEBUG] [FORECASTER] CCK: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-25T09:05:06.961672] [INFO ] [CONFIGURE ] CCK: KEPT add_bollinger_bands (score: 60.00%)
[2025-11-25T09:05:06.961748] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 2.8s/test | Remaining: 2148 tests
[2025-11-25T09:05:06.961802] [INFO ] [CONFIGURE ] CCK: Testing feature 2/29: add_cumulative_delta
[2025-11-25T09:05:06.961850] [INFO ] [CONFIGURE ] CCK: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta']
[2025-11-25T09:05:07.197949] [DEBUG] [FORECASTER] CCK: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T09:05:07.435222] [DEBUG] [FORECASTER] CCK: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T09:05:07.670082] [DEBUG] [FORECASTER] CCK: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T09:05:07.911322] [DEBUG] [FORECASTER] CCK: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T09:05:08.161780] [DEBUG] [FORECASTER] CCK: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T09:05:08.422035] [DEBUG] [FORECASTER] CCK: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T09:05:08.677099] [DEBUG] [FORECASTER] CCK: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T09:05:08.924296] [DEBUG] [FORECASTER] CCK: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T09:05:09.168449] [DEBUG] [FORECASTER] CCK: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-25T09:05:09.417325] [DEBUG] [FORECASTER] CCK: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-11-25T09:05:09.417526] [INFO ] [CONFIGURE ] CCK: DISCARDED add_cumulative_delta (score: 40.00%)
[2025-11-25T09:05:09.417585] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 2.8s/test | Remaining: 2147 tests
[2025-11-25T09:05:09.417634] [INFO ] [CONFIGURE ] CCK: Testing feature 3/29: add_daily_returns
[2025-11-25T09:05:09.417710] [INFO ] [CONFIGURE ] CCK: Testing with features: ['add_bollinger_bands', 'add_daily_returns']
[2025-11-25T09:05:09.640035] [DEBUG] [FORECASTER] CCK: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T09:05:09.862133] [DEBUG] [FORECASTER] CCK: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T09:05:10.095014] [DEBUG] [FORECASTER] CCK: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T09:05:10.321495] [DEBUG] [FORECASTER] CCK: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T09:05:10.537790] [DEBUG] [FORECASTER] CCK: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T09:05:10.759856] [DEBUG] [FORECASTER] CCK: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T09:05:10.977053] [DEBUG] [FORECASTER] CCK: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T09:05:11.190255] [DEBUG] [FORECASTER] CCK: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T09:05:11.406107] [DEBUG] [FORECASTER] CCK: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T09:05:11.623880] [DEBUG] [FORECASTER] CCK: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-11-25T09:05:11.624046] [INFO ] [CONFIGURE ] CCK: DISCARDED add_daily_returns (score: 60.00%)
[2025-11-25T09:05:11.624095] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 2.8s/test | Remaining: 2146 tests
[2025-11-25T09:05:11.624133] [INFO ] [CONFIGURE ] CCK: Testing feature 4/29: add_ema
[2025-11-25T09:05:11.624169] [INFO ] [CONFIGURE ] CCK: Testing with features: ['add_bollinger_bands', 'add_ema']
[2025-11-25T09:05:11.870963] [DEBUG] [FORECASTER] CCK: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T09:05:12.119928] [DEBUG] [FORECASTER] CCK: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T09:05:12.362759] [DEBUG] [FORECASTER] CCK: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T09:05:12.630063] [DEBUG] [FORECASTER] CCK: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T09:05:12.887757] [DEBUG] [FORECASTER] CCK: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T09:05:13.144326] [DEBUG] [FORECASTER] CCK: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T09:05:13.399370] [DEBUG] [FORECASTER] CCK: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T09:05:13.653740] [DEBUG] [FORECASTER] CCK: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T09:05:13.908354] [DEBUG] [FORECASTER] CCK: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-25T09:05:14.163786] [DEBUG] [FORECASTER] CCK: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-11-25T09:05:14.163992] [INFO ] [CONFIGURE ] CCK: DISCARDED add_ema (score: 50.00%)
[2025-11-25T09:05:14.164189] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 2.8s/test | Remaining: 2145 tests
[2025-11-25T09:05:14.164299] [INFO ] [CONFIGURE ] CCK: Testing feature 5/29: add_exhaustion_signals
[2025-11-25T09:05:14.164404] [INFO ] [CONFIGURE ] CCK: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals']
[2025-11-25T09:05:14.415960] [DEBUG] [FORECASTER] CCK: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T09:05:14.677894] [DEBUG] [FORECASTER] CCK: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T09:05:14.930567] [DEBUG] [FORECASTER] CCK: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T09:05:15.174414] [DEBUG] [FORECASTER] CCK: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T09:05:15.422912] [DEBUG] [FORECASTER] CCK: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T09:05:15.712954] [DEBUG] [FORECASTER] CCK: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T09:05:15.987516] [DEBUG] [FORECASTER] CCK: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T09:05:16.262539] [DEBUG] [FORECASTER] CCK: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T09:05:16.542222] [DEBUG] [FORECASTER] CCK: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-25T09:05:16.815192] [DEBUG] [FORECASTER] CCK: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-25T09:05:16.815412] [INFO ] [CONFIGURE ] CCK: DISCARDED add_exhaustion_signals (score: 50.00%)
[2025-11-25T09:05:16.815470] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 2.8s/test | Remaining: 2144 tests
[2025-11-25T09:05:16.815516] [INFO ] [CONFIGURE ] CCK: Testing feature 6/29: add_failed_moves
[2025-11-25T09:05:16.815560] [INFO ] [CONFIGURE ] CCK: Testing with features: ['add_bollinger_bands', 'add_failed_moves']
[2025-11-25T09:05:17.046037] [DEBUG] [FORECASTER] CCK: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T09:05:17.277938] [DEBUG] [FORECASTER] CCK: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T09:05:17.509760] [DEBUG] [FORECASTER] CCK: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T09:05:17.818202] [DEBUG] [FORECASTER] CCK: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T09:05:18.141706] [DEBUG] [FORECASTER] CCK: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T09:05:18.439560] [DEBUG] [FORECASTER] CCK: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T09:05:18.674965] [DEBUG] [FORECASTER] CCK: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T09:05:18.889491] [DEBUG] [FORECASTER] CCK: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T09:05:19.106889] [DEBUG] [FORECASTER] CCK: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-25T09:05:19.320116] [DEBUG] [FORECASTER] CCK: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-25T09:05:19.320297] [INFO ] [CONFIGURE ] CCK: DISCARDED add_failed_moves (score: 50.00%)
[2025-11-25T09:05:19.320346] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 2.8s/test | Remaining: 2143 tests
[2025-11-25T09:05:19.320386] [INFO ] [CONFIGURE ] CCK: Testing feature 7/29: add_lag_shelf
[2025-11-25T09:05:19.320422] [INFO ] [CONFIGURE ] CCK: Testing with features: ['add_bollinger_bands', 'add_lag_shelf']
[2025-11-25T09:05:19.521432] [DEBUG] [FORECASTER] CCK: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T09:05:19.721997] [DEBUG] [FORECASTER] CCK: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T09:05:19.921345] [DEBUG] [FORECASTER] CCK: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T09:05:20.120291] [DEBUG] [FORECASTER] CCK: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T09:05:20.322624] [DEBUG] [FORECASTER] CCK: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T09:05:20.525294] [DEBUG] [FORECASTER] CCK: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T09:05:20.722589] [DEBUG] [FORECASTER] CCK: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T09:05:20.922428] [DEBUG] [FORECASTER] CCK: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T09:05:21.120397] [DEBUG] [FORECASTER] CCK: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-25T09:05:21.321562] [DEBUG] [FORECASTER] CCK: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-11-25T09:05:21.321749] [INFO ] [CONFIGURE ] CCK: DISCARDED add_lag_shelf (score: 50.00%)
[2025-11-25T09:05:21.321818] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 2.8s/test | Remaining: 2142 tests
[2025-11-25T09:05:21.321907] [INFO ] [CONFIGURE ] CCK: Testing feature 8/29: add_macd
[2025-11-25T09:05:21.321968] [INFO ] [CONFIGURE ] CCK: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd']
[2025-11-25T09:05:21.591236] [DEBUG] [FORECASTER] CCK: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T09:05:21.878465] [DEBUG] [FORECASTER] CCK: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T09:05:22.167867] [DEBUG] [FORECASTER] CCK: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T09:05:22.453267] [DEBUG] [FORECASTER] CCK: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T09:05:22.743316] [DEBUG] [FORECASTER] CCK: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T09:05:23.052809] [DEBUG] [FORECASTER] CCK: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T09:05:23.338199] [DEBUG] [FORECASTER] CCK: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T09:05:23.624382] [DEBUG] [FORECASTER] CCK: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T09:05:23.916200] [DEBUG] [FORECASTER] CCK: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-25T09:05:24.231039] [DEBUG] [FORECASTER] CCK: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-11-25T09:05:24.231244] [INFO ] [CONFIGURE ] CCK: DISCARDED add_macd (score: 40.00%)
[2025-11-25T09:05:24.231300] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 2.8s/test | Remaining: 2141 tests
[2025-11-25T09:05:24.231545] [INFO ] [CONFIGURE ] CCK: Testing feature 9/29: add_mfi
[2025-11-25T09:05:24.231592] [INFO ] [CONFIGURE ] CCK: Testing with features: ['add_bollinger_bands', 'add_mfi']
[2025-11-25T09:05:24.451435] [DEBUG] [FORECASTER] CCK: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T09:05:24.665001] [DEBUG] [FORECASTER] CCK: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T09:05:24.881383] [DEBUG] [FORECASTER] CCK: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T09:05:25.097186] [DEBUG] [FORECASTER] CCK: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T09:05:25.320053] [DEBUG] [FORECASTER] CCK: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T09:05:25.540276] [DEBUG] [FORECASTER] CCK: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T09:05:25.757889] [DEBUG] [FORECASTER] CCK: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T09:05:25.978212] [DEBUG] [FORECASTER] CCK: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T09:05:26.201470] [DEBUG] [FORECASTER] CCK: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T09:05:26.429729] [DEBUG] [FORECASTER] CCK: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-25T09:05:26.429928] [INFO ] [CONFIGURE ] CCK: KEPT add_mfi (score: 70.00%)
[2025-11-25T09:05:26.429989] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 2.8s/test | Remaining: 2140 tests
[2025-11-25T09:05:26.430040] [INFO ] [CONFIGURE ] CCK: Testing feature 10/29: add_momentum_acceleration
[2025-11-25T09:05:26.430117] [INFO ] [CONFIGURE ] CCK: Testing with features: ['add_bollinger_bands', 'add_mfi', 'add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-11-25T09:05:26.765670] [DEBUG] [FORECASTER] CCK: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T09:05:27.115174] [DEBUG] [FORECASTER] CCK: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T09:05:27.463685] [DEBUG] [FORECASTER] CCK: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T09:05:27.813590] [DEBUG] [FORECASTER] CCK: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T09:05:28.154080] [DEBUG] [FORECASTER] CCK: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T09:05:28.493546] [DEBUG] [FORECASTER] CCK: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T09:05:28.829136] [DEBUG] [FORECASTER] CCK: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T09:05:29.158739] [DEBUG] [FORECASTER] CCK: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T09:05:29.490950] [DEBUG] [FORECASTER] CCK: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-25T09:05:29.830691] [DEBUG] [FORECASTER] CCK: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-25T09:05:29.830914] [INFO ] [CONFIGURE ] CCK: DISCARDED add_momentum_acceleration (score: 40.00%)
[2025-11-25T09:05:29.830982] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 2.8s/test | Remaining: 2139 tests
[2025-11-25T09:05:29.831034] [INFO ] [CONFIGURE ] CCK: Testing feature 11/29: add_obv_daily
[2025-11-25T09:05:29.831080] [INFO ] [CONFIGURE ] CCK: Testing with features: ['add_bollinger_bands', 'add_mfi', 'add_obv_daily']
[2025-11-25T09:05:30.080151] [DEBUG] [FORECASTER] CCK: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T09:05:30.322840] [DEBUG] [FORECASTER] CCK: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T09:05:30.574758] [DEBUG] [FORECASTER] CCK: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T09:05:30.839201] [DEBUG] [FORECASTER] CCK: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T09:05:31.103005] [DEBUG] [FORECASTER] CCK: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T09:05:31.353630] [DEBUG] [FORECASTER] CCK: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T09:05:31.614726] [DEBUG] [FORECASTER] CCK: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T09:05:31.868141] [DEBUG] [FORECASTER] CCK: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T09:05:32.133614] [DEBUG] [FORECASTER] CCK: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T09:05:32.389658] [DEBUG] [FORECASTER] CCK: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-11-25T09:05:32.389884] [INFO ] [CONFIGURE ] CCK: DISCARDED add_obv_daily (score: 70.00%)
[2025-11-25T09:05:32.389944] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 2.8s/test | Remaining: 2138 tests
[2025-11-25T09:05:32.389994] [INFO ] [CONFIGURE ] CCK: Testing feature 12/29: add_obv_interval
[2025-11-25T09:05:32.390040] [INFO ] [CONFIGURE ] CCK: Testing with features: ['add_bollinger_bands', 'add_mfi', 'add_obv_interval']
[2025-11-25T09:05:32.617258] [DEBUG] [FORECASTER] CCK: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T09:05:32.853026] [DEBUG] [FORECASTER] CCK: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T09:05:33.098180] [DEBUG] [FORECASTER] CCK: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T09:05:33.355551] [DEBUG] [FORECASTER] CCK: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T09:05:33.617848] [DEBUG] [FORECASTER] CCK: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T09:05:33.881352] [DEBUG] [FORECASTER] CCK: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T09:05:34.144892] [DEBUG] [FORECASTER] CCK: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T09:05:34.405956] [DEBUG] [FORECASTER] CCK: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T09:05:34.664377] [DEBUG] [FORECASTER] CCK: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T09:05:34.927869] [DEBUG] [FORECASTER] CCK: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-11-25T09:05:34.928068] [INFO ] [CONFIGURE ] CCK: DISCARDED add_obv_interval (score: 50.00%)
[2025-11-25T09:05:34.928125] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 2.8s/test | Remaining: 2137 tests
[2025-11-25T09:05:34.928172] [INFO ] [CONFIGURE ] CCK: Testing feature 13/29: add_opening_strength
[2025-11-25T09:05:34.928216] [INFO ] [CONFIGURE ] CCK: Testing with features: ['add_bollinger_bands', 'add_mfi', 'add_daily_returns', 'add_opening_strength']
[2025-11-25T09:05:35.205579] [DEBUG] [FORECASTER] CCK: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T09:05:35.492340] [DEBUG] [FORECASTER] CCK: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T09:05:35.786932] [DEBUG] [FORECASTER] CCK: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T09:05:36.084105] [DEBUG] [FORECASTER] CCK: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T09:05:36.356757] [DEBUG] [FORECASTER] CCK: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T09:05:36.644474] [DEBUG] [FORECASTER] CCK: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T09:05:36.917434] [DEBUG] [FORECASTER] CCK: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T09:05:37.188810] [DEBUG] [FORECASTER] CCK: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T09:05:37.459195] [DEBUG] [FORECASTER] CCK: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-25T09:05:37.725838] [DEBUG] [FORECASTER] CCK: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-11-25T09:05:37.726061] [INFO ] [CONFIGURE ] CCK: DISCARDED add_opening_strength (score: 30.00%)
[2025-11-25T09:05:37.726120] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 2.8s/test | Remaining: 2136 tests
[2025-11-25T09:05:37.726167] [INFO ] [CONFIGURE ] CCK: Testing feature 14/29: add_order_flow_imbalance
[2025-11-25T09:05:37.726208] [INFO ] [CONFIGURE ] CCK: Testing with features: ['add_bollinger_bands', 'add_mfi', 'add_order_flow_imbalance']
[2025-11-25T09:05:37.980846] [DEBUG] [FORECASTER] CCK: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T09:05:38.237801] [DEBUG] [FORECASTER] CCK: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T09:05:38.482074] [DEBUG] [FORECASTER] CCK: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T09:05:38.732681] [DEBUG] [FORECASTER] CCK: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T09:05:38.980864] [DEBUG] [FORECASTER] CCK: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T09:05:39.229834] [DEBUG] [FORECASTER] CCK: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T09:05:39.474987] [DEBUG] [FORECASTER] CCK: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T09:05:39.715902] [DEBUG] [FORECASTER] CCK: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T09:05:39.959418] [DEBUG] [FORECASTER] CCK: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-25T09:05:40.216056] [DEBUG] [FORECASTER] CCK: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-25T09:05:40.216266] [INFO ] [CONFIGURE ] CCK: DISCARDED add_order_flow_imbalance (score: 60.00%)
[2025-11-25T09:05:40.216325] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 2.8s/test | Remaining: 2135 tests
[2025-11-25T09:05:40.216373] [INFO ] [CONFIGURE ] CCK: Testing feature 15/29: add_pbf_morning_momentum
[2025-11-25T09:05:40.216417] [INFO ] [CONFIGURE ] CCK: Testing with features: ['add_bollinger_bands', 'add_mfi', 'add_pbf_morning_momentum']
[2025-11-25T09:05:40.448866] [DEBUG] [FORECASTER] CCK: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T09:05:40.678261] [DEBUG] [FORECASTER] CCK: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T09:05:40.910159] [DEBUG] [FORECASTER] CCK: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T09:05:41.136000] [DEBUG] [FORECASTER] CCK: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T09:05:41.363722] [DEBUG] [FORECASTER] CCK: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T09:05:41.597631] [DEBUG] [FORECASTER] CCK: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T09:05:41.832159] [DEBUG] [FORECASTER] CCK: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T09:05:42.064201] [DEBUG] [FORECASTER] CCK: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T09:05:42.298710] [DEBUG] [FORECASTER] CCK: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-25T09:05:42.530607] [DEBUG] [FORECASTER] CCK: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-11-25T09:05:42.530787] [INFO ] [CONFIGURE ] CCK: DISCARDED add_pbf_morning_momentum (score: 30.00%)
[2025-11-25T09:05:42.530849] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 2.8s/test | Remaining: 2134 tests
[2025-11-25T09:05:42.530897] [INFO ] [CONFIGURE ] CCK: Testing feature 16/29: add_pbf_overnight_gap
[2025-11-25T09:05:42.530942] [INFO ] [CONFIGURE ] CCK: Testing with features: ['add_bollinger_bands', 'add_mfi', 'add_pbf_overnight_gap']
[2025-11-25T09:05:42.781817] [DEBUG] [FORECASTER] CCK: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T09:05:43.030057] [DEBUG] [FORECASTER] CCK: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T09:05:43.302406] [DEBUG] [FORECASTER] CCK: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T09:05:43.554694] [DEBUG] [FORECASTER] CCK: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T09:05:43.803360] [DEBUG] [FORECASTER] CCK: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T09:05:44.047094] [DEBUG] [FORECASTER] CCK: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T09:05:44.290971] [DEBUG] [FORECASTER] CCK: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T09:05:44.540040] [DEBUG] [FORECASTER] CCK: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T09:05:44.792662] [DEBUG] [FORECASTER] CCK: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T09:05:45.045346] [DEBUG] [FORECASTER] CCK: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-11-25T09:05:45.045554] [INFO ] [CONFIGURE ] CCK: DISCARDED add_pbf_overnight_gap (score: 60.00%)
[2025-11-25T09:05:45.045613] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 2.8s/test | Remaining: 2133 tests
[2025-11-25T09:05:45.045682] [INFO ] [CONFIGURE ] CCK: Testing feature 17/29: add_pbf_return_2d
[2025-11-25T09:05:45.045730] [INFO ] [CONFIGURE ] CCK: Testing with features: ['add_bollinger_bands', 'add_mfi', 'add_pbf_return_2d']
[2025-11-25T09:05:45.291872] [DEBUG] [FORECASTER] CCK: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T09:05:45.540878] [DEBUG] [FORECASTER] CCK: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T09:05:45.795369] [DEBUG] [FORECASTER] CCK: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T09:05:46.062098] [DEBUG] [FORECASTER] CCK: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T09:05:46.312446] [DEBUG] [FORECASTER] CCK: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T09:05:46.557248] [DEBUG] [FORECASTER] CCK: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T09:05:46.804099] [DEBUG] [FORECASTER] CCK: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T09:05:47.049220] [DEBUG] [FORECASTER] CCK: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T09:05:47.301562] [DEBUG] [FORECASTER] CCK: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T09:05:47.558069] [DEBUG] [FORECASTER] CCK: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-25T09:05:47.558273] [INFO ] [CONFIGURE ] CCK: DISCARDED add_pbf_return_2d (score: 60.00%)
[2025-11-25T09:05:47.558334] [INFO ] [CONFIGURE ] JOB ETA: 1.6h | Avg: 2.8s/test | Remaining: 2132 tests
[2025-11-25T09:05:47.558383] [INFO ] [CONFIGURE ] CCK: Testing feature 18/29: add_pbf_volatility_5d
[2025-11-25T09:05:47.558426] [INFO ] [CONFIGURE ] CCK: Testing with features: ['add_bollinger_bands', 'add_mfi', 'add_pbf_volatility_5d']
[2025-11-25T09:05:47.795330] [DEBUG] [FORECASTER] CCK: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T09:05:48.036414] [DEBUG] [FORECASTER] CCK: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T09:05:48.272372] [DEBUG] [FORECASTER] CCK: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T09:05:48.549287] [DEBUG] [FORECASTER] CCK: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T09:05:48.798973] [DEBUG] [FORECASTER] CCK: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T09:05:49.030898] [DEBUG] [FORECASTER] CCK: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T09:05:49.276964] [DEBUG] [FORECASTER] CCK: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T09:05:49.523573] [DEBUG] [FORECASTER] CCK: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T09:05:49.755060] [DEBUG] [FORECASTER] CCK: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T09:05:49.986222] [DEBUG] [FORECASTER] CCK: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-25T09:05:49.986415] [INFO ] [CONFIGURE ] CCK: DISCARDED add_pbf_volatility_5d (score: 70.00%)
[2025-11-25T09:05:49.986474] [INFO ] [CONFIGURE ] JOB ETA: 1.6h | Avg: 2.8s/test | Remaining: 2131 tests
[2025-11-25T09:05:49.986520] [INFO ] [CONFIGURE ] CCK: Testing feature 19/29: add_pbf_vs_sma_5
[2025-11-25T09:05:49.986564] [INFO ] [CONFIGURE ] CCK: Testing with features: ['add_bollinger_bands', 'add_mfi', 'add_pbf_vs_sma_5']
[2025-11-25T09:05:50.211486] [DEBUG] [FORECASTER] CCK: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T09:05:50.439354] [DEBUG] [FORECASTER] CCK: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T09:05:50.669721] [DEBUG] [FORECASTER] CCK: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T09:05:50.897012] [DEBUG] [FORECASTER] CCK: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T09:05:51.130043] [DEBUG] [FORECASTER] CCK: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T09:05:51.353418] [DEBUG] [FORECASTER] CCK: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T09:05:51.575503] [DEBUG] [FORECASTER] CCK: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T09:05:51.808984] [DEBUG] [FORECASTER] CCK: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T09:05:52.040485] [DEBUG] [FORECASTER] CCK: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-25T09:05:52.265714] [DEBUG] [FORECASTER] CCK: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-11-25T09:05:52.265898] [INFO ] [CONFIGURE ] CCK: DISCARDED add_pbf_vs_sma_5 (score: 30.00%)
[2025-11-25T09:05:52.265954] [INFO ] [CONFIGURE ] JOB ETA: 1.6h | Avg: 2.8s/test | Remaining: 2130 tests
[2025-11-25T09:05:52.266002] [INFO ] [CONFIGURE ] CCK: Testing feature 20/29: add_price_rejection
[2025-11-25T09:05:52.266045] [INFO ] [CONFIGURE ] CCK: Testing with features: ['add_bollinger_bands', 'add_mfi', 'add_price_rejection']
[2025-11-25T09:05:52.512810] [DEBUG] [FORECASTER] CCK: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T09:05:52.759470] [DEBUG] [FORECASTER] CCK: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T09:05:53.017968] [DEBUG] [FORECASTER] CCK: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T09:05:53.281568] [DEBUG] [FORECASTER] CCK: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T09:05:53.533146] [DEBUG] [FORECASTER] CCK: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T09:05:53.780197] [DEBUG] [FORECASTER] CCK: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T09:05:54.029438] [DEBUG] [FORECASTER] CCK: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T09:05:54.276914] [DEBUG] [FORECASTER] CCK: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T09:05:54.523905] [DEBUG] [FORECASTER] CCK: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-25T09:05:54.769236] [DEBUG] [FORECASTER] CCK: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-11-25T09:05:54.769515] [INFO ] [CONFIGURE ] CCK: DISCARDED add_price_rejection (score: 30.00%)
[2025-11-25T09:05:54.769577] [INFO ] [CONFIGURE ] JOB ETA: 1.6h | Avg: 2.8s/test | Remaining: 2129 tests
[2025-11-25T09:05:54.769634] [INFO ] [CONFIGURE ] CCK: Testing feature 21/29: add_range_position
[2025-11-25T09:05:54.769708] [INFO ] [CONFIGURE ] CCK: Testing with features: ['add_bollinger_bands', 'add_mfi', 'add_range_position']
[2025-11-25T09:05:55.032394] [DEBUG] [FORECASTER] CCK: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T09:05:55.294664] [DEBUG] [FORECASTER] CCK: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T09:05:55.555301] [DEBUG] [FORECASTER] CCK: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T09:05:55.850095] [DEBUG] [FORECASTER] CCK: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T09:05:56.143347] [DEBUG] [FORECASTER] CCK: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T09:05:56.435150] [DEBUG] [FORECASTER] CCK: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T09:05:56.715862] [DEBUG] [FORECASTER] CCK: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T09:05:56.997168] [DEBUG] [FORECASTER] CCK: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T09:05:57.283738] [DEBUG] [FORECASTER] CCK: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T09:05:57.569703] [DEBUG] [FORECASTER] CCK: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-11-25T09:05:57.569890] [INFO ] [CONFIGURE ] CCK: DISCARDED add_range_position (score: 50.00%)
[2025-11-25T09:05:57.570007] [INFO ] [CONFIGURE ] JOB ETA: 1.6h | Avg: 2.8s/test | Remaining: 2128 tests
[2025-11-25T09:05:57.570060] [INFO ] [CONFIGURE ] CCK: Testing feature 22/29: add_realized_volatility
[2025-11-25T09:05:57.570115] [INFO ] [CONFIGURE ] CCK: Testing with features: ['add_bollinger_bands', 'add_mfi', 'add_realized_volatility']
[2025-11-25T09:05:57.936311] [DEBUG] [FORECASTER] CCK: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T09:05:58.319812] [DEBUG] [FORECASTER] CCK: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T09:05:58.704004] [DEBUG] [FORECASTER] CCK: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T09:05:59.079741] [DEBUG] [FORECASTER] CCK: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T09:05:59.468144] [DEBUG] [FORECASTER] CCK: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T09:05:59.845878] [DEBUG] [FORECASTER] CCK: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T09:06:00.310282] [DEBUG] [FORECASTER] CCK: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T09:06:01.105473] [DEBUG] [FORECASTER] CCK: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T09:06:01.645016] [DEBUG] [FORECASTER] CCK: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-25T09:06:02.043692] [DEBUG] [FORECASTER] CCK: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-25T09:06:02.043998] [INFO ] [CONFIGURE ] CCK: DISCARDED add_realized_volatility (score: 50.00%)
[2025-11-25T09:06:02.044063] [INFO ] [CONFIGURE ] JOB ETA: 1.6h | Avg: 2.8s/test | Remaining: 2127 tests
[2025-11-25T09:06:02.044114] [INFO ] [CONFIGURE ] CCK: Testing feature 23/29: add_recent_range_context
[2025-11-25T09:06:02.044170] [INFO ] [CONFIGURE ] CCK: Testing with features: ['add_bollinger_bands', 'add_mfi', 'add_recent_range_context']
[2025-11-25T09:06:02.334389] [DEBUG] [FORECASTER] CCK: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T09:06:02.614065] [DEBUG] [FORECASTER] CCK: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T09:06:02.906719] [DEBUG] [FORECASTER] CCK: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T09:06:03.197234] [DEBUG] [FORECASTER] CCK: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T09:06:03.469778] [DEBUG] [FORECASTER] CCK: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T09:06:03.751229] [DEBUG] [FORECASTER] CCK: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T09:06:04.023622] [DEBUG] [FORECASTER] CCK: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T09:06:04.302669] [DEBUG] [FORECASTER] CCK: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T09:06:04.592308] [DEBUG] [FORECASTER] CCK: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T09:06:04.873403] [DEBUG] [FORECASTER] CCK: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-11-25T09:06:04.873840] [INFO ] [CONFIGURE ] CCK: DISCARDED add_recent_range_context (score: 40.00%)
[2025-11-25T09:06:04.873909] [INFO ] [CONFIGURE ] JOB ETA: 1.6h | Avg: 2.8s/test | Remaining: 2126 tests
[2025-11-25T09:06:04.873958] [INFO ] [CONFIGURE ] CCK: Testing feature 24/29: add_rsi
[2025-11-25T09:06:04.874003] [INFO ] [CONFIGURE ] CCK: Testing with features: ['add_bollinger_bands', 'add_mfi', 'add_ema', 'add_rsi']
[2025-11-25T09:06:05.236120] [DEBUG] [FORECASTER] CCK: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T09:06:05.616802] [DEBUG] [FORECASTER] CCK: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T09:06:05.960765] [DEBUG] [FORECASTER] CCK: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T09:06:06.260144] [DEBUG] [FORECASTER] CCK: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T09:06:06.558752] [DEBUG] [FORECASTER] CCK: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T09:06:06.849859] [DEBUG] [FORECASTER] CCK: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T09:06:07.142391] [DEBUG] [FORECASTER] CCK: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T09:06:07.432011] [DEBUG] [FORECASTER] CCK: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T09:06:07.716087] [DEBUG] [FORECASTER] CCK: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T09:06:08.024176] [DEBUG] [FORECASTER] CCK: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-11-25T09:06:08.024368] [INFO ] [CONFIGURE ] CCK: DISCARDED add_rsi (score: 50.00%)
[2025-11-25T09:06:08.024426] [INFO ] [CONFIGURE ] JOB ETA: 1.6h | Avg: 2.8s/test | Remaining: 2125 tests
[2025-11-25T09:06:08.024475] [INFO ] [CONFIGURE ] CCK: Testing feature 25/29: add_tick_distribution
[2025-11-25T09:06:08.024515] [INFO ] [CONFIGURE ] CCK: Testing with features: ['add_bollinger_bands', 'add_mfi', 'add_tick_distribution']
[2025-11-25T09:06:08.277580] [DEBUG] [FORECASTER] CCK: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T09:06:08.520600] [DEBUG] [FORECASTER] CCK: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T09:06:08.784036] [DEBUG] [FORECASTER] CCK: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T09:06:09.036903] [DEBUG] [FORECASTER] CCK: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T09:06:09.286665] [DEBUG] [FORECASTER] CCK: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T09:06:09.547825] [DEBUG] [FORECASTER] CCK: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T09:06:09.812008] [DEBUG] [FORECASTER] CCK: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T09:06:10.082844] [DEBUG] [FORECASTER] CCK: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T09:06:10.340185] [DEBUG] [FORECASTER] CCK: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T09:06:10.606027] [DEBUG] [FORECASTER] CCK: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-11-25T09:06:10.606212] [INFO ] [CONFIGURE ] CCK: DISCARDED add_tick_distribution (score: 50.00%)
[2025-11-25T09:06:10.606273] [INFO ] [CONFIGURE ] JOB ETA: 1.6h | Avg: 2.8s/test | Remaining: 2124 tests
[2025-11-25T09:06:10.606322] [INFO ] [CONFIGURE ] CCK: Testing feature 26/29: add_volume_momentum_confirmation
[2025-11-25T09:06:10.606442] [INFO ] [CONFIGURE ] CCK: Testing with features: ['add_bollinger_bands', 'add_mfi', 'add_volume_momentum_confirmation']
[2025-11-25T09:06:10.866268] [DEBUG] [FORECASTER] CCK: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T09:06:11.108044] [DEBUG] [FORECASTER] CCK: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T09:06:11.366084] [DEBUG] [FORECASTER] CCK: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T09:06:11.628682] [DEBUG] [FORECASTER] CCK: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T09:06:11.864462] [DEBUG] [FORECASTER] CCK: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T09:06:12.104336] [DEBUG] [FORECASTER] CCK: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T09:06:12.339726] [DEBUG] [FORECASTER] CCK: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T09:06:12.577353] [DEBUG] [FORECASTER] CCK: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T09:06:12.821875] [DEBUG] [FORECASTER] CCK: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T09:06:13.078631] [DEBUG] [FORECASTER] CCK: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-25T09:06:13.078863] [INFO ] [CONFIGURE ] CCK: DISCARDED add_volume_momentum_confirmation (score: 60.00%)
[2025-11-25T09:06:13.078922] [INFO ] [CONFIGURE ] JOB ETA: 1.6h | Avg: 2.8s/test | Remaining: 2123 tests
[2025-11-25T09:06:13.078972] [INFO ] [CONFIGURE ] CCK: Testing feature 27/29: add_volume_price_divergence
[2025-11-25T09:06:13.079015] [INFO ] [CONFIGURE ] CCK: Testing with features: ['add_bollinger_bands', 'add_mfi', 'add_volume_price_divergence']
[2025-11-25T09:06:13.375290] [DEBUG] [FORECASTER] CCK: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T09:06:13.660408] [DEBUG] [FORECASTER] CCK: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T09:06:13.947639] [DEBUG] [FORECASTER] CCK: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T09:06:14.245119] [DEBUG] [FORECASTER] CCK: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T09:06:14.528024] [DEBUG] [FORECASTER] CCK: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T09:06:14.835252] [DEBUG] [FORECASTER] CCK: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T09:06:15.121817] [DEBUG] [FORECASTER] CCK: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T09:06:15.394482] [DEBUG] [FORECASTER] CCK: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T09:06:15.655995] [DEBUG] [FORECASTER] CCK: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T09:06:15.917698] [DEBUG] [FORECASTER] CCK: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-11-25T09:06:15.917909] [INFO ] [CONFIGURE ] CCK: DISCARDED add_volume_price_divergence (score: 70.00%)
[2025-11-25T09:06:15.917966] [INFO ] [CONFIGURE ] JOB ETA: 1.6h | Avg: 2.8s/test | Remaining: 2122 tests
[2025-11-25T09:06:15.918012] [INFO ] [CONFIGURE ] CCK: Testing feature 28/29: add_volume_profile
[2025-11-25T09:06:15.918060] [INFO ] [CONFIGURE ] CCK: Testing with features: ['add_bollinger_bands', 'add_mfi', 'add_volume_profile']
[2025-11-25T09:06:16.169510] [DEBUG] [FORECASTER] CCK: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T09:06:16.419475] [DEBUG] [FORECASTER] CCK: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T09:06:16.673317] [DEBUG] [FORECASTER] CCK: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T09:06:16.925333] [DEBUG] [FORECASTER] CCK: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T09:06:17.184372] [DEBUG] [FORECASTER] CCK: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T09:06:17.458126] [DEBUG] [FORECASTER] CCK: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T09:06:17.703632] [DEBUG] [FORECASTER] CCK: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T09:06:17.949902] [DEBUG] [FORECASTER] CCK: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T09:06:18.200534] [DEBUG] [FORECASTER] CCK: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-25T09:06:18.454639] [DEBUG] [FORECASTER] CCK: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-11-25T09:06:18.454854] [INFO ] [CONFIGURE ] CCK: DISCARDED add_volume_profile (score: 30.00%)
[2025-11-25T09:06:18.454909] [INFO ] [CONFIGURE ] JOB ETA: 1.6h | Avg: 2.8s/test | Remaining: 2121 tests
[2025-11-25T09:06:18.454954] [INFO ] [CONFIGURE ] CCK: Testing feature 29/29: add_vwap
[2025-11-25T09:06:18.454996] [INFO ] [CONFIGURE ] CCK: Testing with features: ['add_bollinger_bands', 'add_mfi', 'add_vwap']
[2025-11-25T09:06:18.706116] [DEBUG] [FORECASTER] CCK: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T09:06:18.950782] [DEBUG] [FORECASTER] CCK: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T09:06:19.267274] [DEBUG] [FORECASTER] CCK: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T09:06:19.522535] [DEBUG] [FORECASTER] CCK: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T09:06:19.784222] [DEBUG] [FORECASTER] CCK: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T09:06:20.047052] [DEBUG] [FORECASTER] CCK: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T09:06:20.310916] [DEBUG] [FORECASTER] CCK: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T09:06:20.575957] [DEBUG] [FORECASTER] CCK: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T09:06:20.824352] [DEBUG] [FORECASTER] CCK: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-25T09:06:21.070452] [DEBUG] [FORECASTER] CCK: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-25T09:06:21.070625] [INFO ] [CONFIGURE ] CCK: DISCARDED add_vwap (score: 40.00%)
[2025-11-25T09:06:21.070709] [INFO ] [CONFIGURE ] JOB ETA: 1.6h | Avg: 2.8s/test | Remaining: 2120 tests
[2025-11-25T09:06:21.070912] [INFO ] [CONFIGURE ] CCK: ===== FEATURE SELECTION COMPLETE =====
[2025-11-25T09:06:21.070961] [INFO ] [CONFIGURE ] CCK: Best accuracy: 70.00%
[2025-11-25T09:06:21.071003] [INFO ] [CONFIGURE ] CCK: Best feature set (2 features): ['add_bollinger_bands', 'add_mfi']
[2025-11-25T09:06:21.071045] [INFO ] [CONFIGURE ] CCK: Improvement over baseline: 20.00%
[2025-11-25T09:06:21.071081] [INFO ] [CONFIGURE ] CCK: Total time: 1.3 minutes
[2025-11-25T09:06:21.071120] [INFO ] [CONFIGURE ] CCK: Average time per feature: 2.6 seconds
[2025-11-25T09:06:21.071157] [INFO ] [CONFIGURE ] CCK: Average speed: 0.38 features/sec
[2025-11-25T09:06:21.071598] [INFO ] [LOCAL     ] Saved configuration for CCK: 2 features, 70.00% accuracy -> ./output/feature-sets/CCK.json
[2025-11-25T09:06:21.071675] [INFO ] [CONFIGURE ] CCK: Configuration saved successfully: 2 features, 70.00% accuracy.
[2025-11-25T09:06:21.071732] [INFO ] [sig       ] [92/164] Successfully configured CCK | 0.01 sym/s | Total: 2.1h | ETA: 1.6h
[2025-11-25T09:06:21.071778] [INFO ] [sig       ] [93/164] Configuring CEPU...
[2025-11-25T09:06:21.071814] [INFO ] [CONFIGURE ] CEPU: Configurate test run.
[2025-11-25T09:06:21.071852] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CEPU' from 'https://tdm.silogroup.org/data/derivative_storage/CEPU.csv'.
[2025-11-25T09:06:21.084087] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'CEPU'.
[2025-11-25T09:06:21.084368] [INFO ] [CONFIGURE ] CEPU: Testing with 29 available features
[2025-11-25T09:06:21.084429] [INFO ] [CONFIGURE ] CEPU: Establishing baseline with no features...
[2025-11-25T09:06:21.266266] [DEBUG] [FORECASTER] CEPU: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T09:06:21.437991] [DEBUG] [FORECASTER] CEPU: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T09:06:21.607353] [DEBUG] [FORECASTER] CEPU: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T09:06:21.780272] [DEBUG] [FORECASTER] CEPU: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1
[2025-11-25T09:06:21.955748] [DEBUG] [FORECASTER] CEPU: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T09:06:22.131750] [DEBUG] [FORECASTER] CEPU: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T09:06:22.302357] [DEBUG] [FORECASTER] CEPU: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T09:06:22.472307] [DEBUG] [FORECASTER] CEPU: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T09:06:22.644120] [DEBUG] [FORECASTER] CEPU: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T09:06:22.817257] [DEBUG] [FORECASTER] CEPU: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T09:06:22.817460] [INFO ] [CONFIGURE ] CEPU: Baseline score (no features): 30.00%
[2025-11-25T09:06:22.817511] [INFO ] [CONFIGURE ] CEPU: Testing feature 1/29: add_bollinger_bands
[2025-11-25T09:06:22.817555] [INFO ] [CONFIGURE ] CEPU: Testing with features: ['add_bollinger_bands']
[2025-11-25T09:06:23.020174] [DEBUG] [FORECASTER] CEPU: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T09:06:23.239738] [DEBUG] [FORECASTER] CEPU: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T09:06:23.445120] [DEBUG] [FORECASTER] CEPU: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T09:06:23.657055] [DEBUG] [FORECASTER] CEPU: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1
[2025-11-25T09:06:23.866371] [DEBUG] [FORECASTER] CEPU: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T09:06:24.083807] [DEBUG] [FORECASTER] CEPU: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T09:06:24.298107] [DEBUG] [FORECASTER] CEPU: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T09:06:24.519221] [DEBUG] [FORECASTER] CEPU: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T09:06:24.732513] [DEBUG] [FORECASTER] CEPU: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T09:06:24.944436] [DEBUG] [FORECASTER] CEPU: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T09:06:24.944778] [INFO ] [CONFIGURE ] CEPU: KEPT add_bollinger_bands (score: 50.00%)
[2025-11-25T09:06:24.944846] [INFO ] [CONFIGURE ] JOB ETA: 1.6h | Avg: 2.8s/test | Remaining: 2119 tests
[2025-11-25T09:06:24.944912] [INFO ] [CONFIGURE ] CEPU: Testing feature 2/29: add_cumulative_delta
[2025-11-25T09:06:24.944966] [INFO ] [CONFIGURE ] CEPU: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta']
[2025-11-25T09:06:25.190883] [DEBUG] [FORECASTER] CEPU: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T09:06:25.433367] [DEBUG] [FORECASTER] CEPU: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T09:06:25.675916] [DEBUG] [FORECASTER] CEPU: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T09:06:25.912549] [DEBUG] [FORECASTER] CEPU: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1
[2025-11-25T09:06:26.156926] [DEBUG] [FORECASTER] CEPU: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T09:06:26.426762] [DEBUG] [FORECASTER] CEPU: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T09:06:26.689577] [DEBUG] [FORECASTER] CEPU: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T09:06:26.947935] [DEBUG] [FORECASTER] CEPU: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T09:06:27.197453] [DEBUG] [FORECASTER] CEPU: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T09:06:27.438543] [DEBUG] [FORECASTER] CEPU: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T09:06:27.438773] [INFO ] [CONFIGURE ] CEPU: KEPT add_cumulative_delta (score: 70.00%)
[2025-11-25T09:06:27.438875] [INFO ] [CONFIGURE ] JOB ETA: 1.6h | Avg: 2.8s/test | Remaining: 2118 tests
[2025-11-25T09:06:27.438926] [INFO ] [CONFIGURE ] CEPU: Testing feature 3/29: add_daily_returns
[2025-11-25T09:06:27.438970] [INFO ] [CONFIGURE ] CEPU: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns']
[2025-11-25T09:06:27.707215] [DEBUG] [FORECASTER] CEPU: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T09:06:28.002244] [DEBUG] [FORECASTER] CEPU: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T09:06:28.280758] [DEBUG] [FORECASTER] CEPU: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T09:06:28.543824] [DEBUG] [FORECASTER] CEPU: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1
[2025-11-25T09:06:28.802808] [DEBUG] [FORECASTER] CEPU: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T09:06:29.060448] [DEBUG] [FORECASTER] CEPU: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T09:06:29.311860] [DEBUG] [FORECASTER] CEPU: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T09:06:29.570960] [DEBUG] [FORECASTER] CEPU: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T09:06:29.827725] [DEBUG] [FORECASTER] CEPU: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T09:06:30.095427] [DEBUG] [FORECASTER] CEPU: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T09:06:30.095582] [INFO ] [CONFIGURE ] CEPU: KEPT add_daily_returns (score: 80.00%)
[2025-11-25T09:06:30.095635] [INFO ] [CONFIGURE ] JOB ETA: 1.6h | Avg: 2.8s/test | Remaining: 2117 tests
[2025-11-25T09:06:30.095696] [INFO ] [CONFIGURE ] CEPU: Testing feature 4/29: add_ema
[2025-11-25T09:06:30.095744] [INFO ] [CONFIGURE ] CEPU: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns', 'add_ema']
[2025-11-25T09:06:30.377374] [DEBUG] [FORECASTER] CEPU: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T09:06:30.665041] [DEBUG] [FORECASTER] CEPU: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T09:06:30.947155] [DEBUG] [FORECASTER] CEPU: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T09:06:31.231980] [DEBUG] [FORECASTER] CEPU: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1
[2025-11-25T09:06:31.513663] [DEBUG] [FORECASTER] CEPU: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T09:06:31.799194] [DEBUG] [FORECASTER] CEPU: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T09:06:32.085232] [DEBUG] [FORECASTER] CEPU: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T09:06:32.368735] [DEBUG] [FORECASTER] CEPU: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T09:06:32.656175] [DEBUG] [FORECASTER] CEPU: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T09:06:32.942467] [DEBUG] [FORECASTER] CEPU: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T09:06:32.942668] [INFO ] [CONFIGURE ] CEPU: DISCARDED add_ema (score: 60.00%)
[2025-11-25T09:06:32.942730] [INFO ] [CONFIGURE ] JOB ETA: 1.6h | Avg: 2.8s/test | Remaining: 2116 tests
[2025-11-25T09:06:32.942776] [INFO ] [CONFIGURE ] CEPU: Testing feature 5/29: add_exhaustion_signals
[2025-11-25T09:06:32.942821] [INFO ] [CONFIGURE ] CEPU: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns', 'add_vwap', 'add_exhaustion_signals']
[2025-11-25T09:06:33.256842] [DEBUG] [FORECASTER] CEPU: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T09:06:33.566185] [DEBUG] [FORECASTER] CEPU: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T09:06:33.870614] [DEBUG] [FORECASTER] CEPU: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T09:06:34.175439] [DEBUG] [FORECASTER] CEPU: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1
[2025-11-25T09:06:34.490998] [DEBUG] [FORECASTER] CEPU: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T09:06:34.803986] [DEBUG] [FORECASTER] CEPU: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T09:06:35.120129] [DEBUG] [FORECASTER] CEPU: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T09:06:35.432736] [DEBUG] [FORECASTER] CEPU: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T09:06:35.744939] [DEBUG] [FORECASTER] CEPU: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T09:06:36.056614] [DEBUG] [FORECASTER] CEPU: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T09:06:36.056817] [INFO ] [CONFIGURE ] CEPU: DISCARDED add_exhaustion_signals (score: 60.00%)
[2025-11-25T09:06:36.056872] [INFO ] [CONFIGURE ] JOB ETA: 1.6h | Avg: 2.8s/test | Remaining: 2115 tests
[2025-11-25T09:06:36.056919] [INFO ] [CONFIGURE ] CEPU: Testing feature 6/29: add_failed_moves
[2025-11-25T09:06:36.056961] [INFO ] [CONFIGURE ] CEPU: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns', 'add_failed_moves']
[2025-11-25T09:06:36.322771] [DEBUG] [FORECASTER] CEPU: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T09:06:36.593951] [DEBUG] [FORECASTER] CEPU: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T09:06:36.860871] [DEBUG] [FORECASTER] CEPU: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T09:06:37.129230] [DEBUG] [FORECASTER] CEPU: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1
[2025-11-25T09:06:37.402870] [DEBUG] [FORECASTER] CEPU: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T09:06:37.672523] [DEBUG] [FORECASTER] CEPU: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T09:06:37.957944] [DEBUG] [FORECASTER] CEPU: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T09:06:38.266381] [DEBUG] [FORECASTER] CEPU: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T09:06:38.558663] [DEBUG] [FORECASTER] CEPU: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T09:06:38.853288] [DEBUG] [FORECASTER] CEPU: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T09:06:38.853447] [INFO ] [CONFIGURE ] CEPU: DISCARDED add_failed_moves (score: 80.00%)
[2025-11-25T09:06:38.853504] [INFO ] [CONFIGURE ] JOB ETA: 1.6h | Avg: 2.8s/test | Remaining: 2114 tests
[2025-11-25T09:06:38.853551] [INFO ] [CONFIGURE ] CEPU: Testing feature 7/29: add_lag_shelf
[2025-11-25T09:06:38.853588] [INFO ] [CONFIGURE ] CEPU: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns', 'add_lag_shelf']
[2025-11-25T09:06:39.127209] [DEBUG] [FORECASTER] CEPU: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T09:06:39.414817] [DEBUG] [FORECASTER] CEPU: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T09:06:39.724938] [DEBUG] [FORECASTER] CEPU: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T09:06:40.017991] [DEBUG] [FORECASTER] CEPU: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1
[2025-11-25T09:06:40.316363] [DEBUG] [FORECASTER] CEPU: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T09:06:40.612559] [DEBUG] [FORECASTER] CEPU: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T09:06:40.904349] [DEBUG] [FORECASTER] CEPU: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T09:06:41.192505] [DEBUG] [FORECASTER] CEPU: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T09:06:41.482806] [DEBUG] [FORECASTER] CEPU: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T09:06:41.773681] [DEBUG] [FORECASTER] CEPU: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T09:06:41.773833] [INFO ] [CONFIGURE ] CEPU: DISCARDED add_lag_shelf (score: 60.00%)
[2025-11-25T09:06:41.773893] [INFO ] [CONFIGURE ] JOB ETA: 1.6h | Avg: 2.8s/test | Remaining: 2113 tests
[2025-11-25T09:06:41.773981] [INFO ] [CONFIGURE ] CEPU: Testing feature 8/29: add_macd
[2025-11-25T09:06:41.774020] [INFO ] [CONFIGURE ] CEPU: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns', 'add_vwap', 'add_macd']
[2025-11-25T09:06:42.136968] [DEBUG] [FORECASTER] CEPU: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T09:06:42.497635] [DEBUG] [FORECASTER] CEPU: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T09:06:42.870636] [DEBUG] [FORECASTER] CEPU: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T09:06:43.257780] [DEBUG] [FORECASTER] CEPU: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1
[2025-11-25T09:06:43.631905] [DEBUG] [FORECASTER] CEPU: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T09:06:44.009348] [DEBUG] [FORECASTER] CEPU: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T09:06:44.399081] [DEBUG] [FORECASTER] CEPU: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T09:06:44.777929] [DEBUG] [FORECASTER] CEPU: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T09:06:45.142211] [DEBUG] [FORECASTER] CEPU: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T09:06:45.517188] [DEBUG] [FORECASTER] CEPU: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T09:06:45.517375] [INFO ] [CONFIGURE ] CEPU: DISCARDED add_macd (score: 60.00%)
[2025-11-25T09:06:45.517437] [INFO ] [CONFIGURE ] JOB ETA: 1.6h | Avg: 2.8s/test | Remaining: 2112 tests
[2025-11-25T09:06:45.517487] [INFO ] [CONFIGURE ] CEPU: Testing feature 9/29: add_mfi
[2025-11-25T09:06:45.517534] [INFO ] [CONFIGURE ] CEPU: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns', 'add_mfi']
[2025-11-25T09:06:45.810688] [DEBUG] [FORECASTER] CEPU: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T09:06:46.090308] [DEBUG] [FORECASTER] CEPU: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T09:06:46.366377] [DEBUG] [FORECASTER] CEPU: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T09:06:46.650105] [DEBUG] [FORECASTER] CEPU: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1
[2025-11-25T09:06:46.935025] [DEBUG] [FORECASTER] CEPU: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T09:06:47.239094] [DEBUG] [FORECASTER] CEPU: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T09:06:47.537100] [DEBUG] [FORECASTER] CEPU: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T09:06:47.828529] [DEBUG] [FORECASTER] CEPU: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T09:06:48.126550] [DEBUG] [FORECASTER] CEPU: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T09:06:48.439458] [DEBUG] [FORECASTER] CEPU: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T09:06:48.439741] [INFO ] [CONFIGURE ] CEPU: DISCARDED add_mfi (score: 80.00%)
[2025-11-25T09:06:48.439806] [INFO ] [CONFIGURE ] JOB ETA: 1.6h | Avg: 2.8s/test | Remaining: 2111 tests
[2025-11-25T09:06:48.439858] [INFO ] [CONFIGURE ] CEPU: Testing feature 10/29: add_momentum_acceleration
[2025-11-25T09:06:48.439898] [INFO ] [CONFIGURE ] CEPU: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns', 'add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-11-25T09:06:48.845699] [DEBUG] [FORECASTER] CEPU: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T09:06:49.278995] [DEBUG] [FORECASTER] CEPU: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T09:06:49.640218] [DEBUG] [FORECASTER] CEPU: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T09:06:50.007438] [DEBUG] [FORECASTER] CEPU: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1
[2025-11-25T09:06:50.384257] [DEBUG] [FORECASTER] CEPU: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T09:06:50.740311] [DEBUG] [FORECASTER] CEPU: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T09:06:51.117944] [DEBUG] [FORECASTER] CEPU: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T09:06:51.501863] [DEBUG] [FORECASTER] CEPU: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T09:06:51.877510] [DEBUG] [FORECASTER] CEPU: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T09:06:52.250699] [DEBUG] [FORECASTER] CEPU: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T09:06:52.250881] [INFO ] [CONFIGURE ] CEPU: DISCARDED add_momentum_acceleration (score: 80.00%)
[2025-11-25T09:06:52.250939] [INFO ] [CONFIGURE ] JOB ETA: 1.6h | Avg: 2.8s/test | Remaining: 2110 tests
[2025-11-25T09:06:52.250986] [INFO ] [CONFIGURE ] CEPU: Testing feature 11/29: add_obv_daily
[2025-11-25T09:06:52.251029] [INFO ] [CONFIGURE ] CEPU: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns', 'add_obv_daily']
[2025-11-25T09:06:52.544910] [DEBUG] [FORECASTER] CEPU: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T09:06:52.835258] [DEBUG] [FORECASTER] CEPU: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T09:06:53.137941] [DEBUG] [FORECASTER] CEPU: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T09:06:53.439492] [DEBUG] [FORECASTER] CEPU: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1
[2025-11-25T09:06:53.762734] [DEBUG] [FORECASTER] CEPU: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T09:06:54.067322] [DEBUG] [FORECASTER] CEPU: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T09:06:54.373317] [DEBUG] [FORECASTER] CEPU: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T09:06:54.666065] [DEBUG] [FORECASTER] CEPU: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T09:06:54.959028] [DEBUG] [FORECASTER] CEPU: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T09:06:55.248465] [DEBUG] [FORECASTER] CEPU: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T09:06:55.248669] [INFO ] [CONFIGURE ] CEPU: DISCARDED add_obv_daily (score: 40.00%)
[2025-11-25T09:06:55.248730] [INFO ] [CONFIGURE ] JOB ETA: 1.6h | Avg: 2.8s/test | Remaining: 2109 tests
[2025-11-25T09:06:55.248781] [INFO ] [CONFIGURE ] CEPU: Testing feature 12/29: add_obv_interval
[2025-11-25T09:06:55.248828] [INFO ] [CONFIGURE ] CEPU: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns', 'add_obv_interval']
[2025-11-25T09:06:55.525196] [DEBUG] [FORECASTER] CEPU: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T09:06:55.813663] [DEBUG] [FORECASTER] CEPU: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T09:06:56.106754] [DEBUG] [FORECASTER] CEPU: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T09:06:56.404456] [DEBUG] [FORECASTER] CEPU: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-25T09:06:56.711312] [DEBUG] [FORECASTER] CEPU: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T09:06:56.990034] [DEBUG] [FORECASTER] CEPU: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T09:06:57.279032] [DEBUG] [FORECASTER] CEPU: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T09:06:57.663281] [DEBUG] [FORECASTER] CEPU: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T09:06:58.015627] [DEBUG] [FORECASTER] CEPU: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T09:06:58.361553] [DEBUG] [FORECASTER] CEPU: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T09:06:58.361765] [INFO ] [CONFIGURE ] CEPU: DISCARDED add_obv_interval (score: 40.00%)
[2025-11-25T09:06:58.361826] [INFO ] [CONFIGURE ] JOB ETA: 1.6h | Avg: 2.8s/test | Remaining: 2108 tests
[2025-11-25T09:06:58.361876] [INFO ] [CONFIGURE ] CEPU: Testing feature 13/29: add_opening_strength
[2025-11-25T09:06:58.361941] [INFO ] [CONFIGURE ] CEPU: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns', 'add_opening_strength']
[2025-11-25T09:06:58.652072] [DEBUG] [FORECASTER] CEPU: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T09:06:58.955246] [DEBUG] [FORECASTER] CEPU: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T09:06:59.259086] [DEBUG] [FORECASTER] CEPU: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T09:06:59.559731] [DEBUG] [FORECASTER] CEPU: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1
[2025-11-25T09:06:59.865478] [DEBUG] [FORECASTER] CEPU: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T09:07:00.182870] [DEBUG] [FORECASTER] CEPU: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T09:07:01.249328] [DEBUG] [FORECASTER] CEPU: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T09:07:01.707442] [DEBUG] [FORECASTER] CEPU: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T09:07:02.006592] [DEBUG] [FORECASTER] CEPU: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T09:07:02.315927] [DEBUG] [FORECASTER] CEPU: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T09:07:02.316095] [INFO ] [CONFIGURE ] CEPU: DISCARDED add_opening_strength (score: 60.00%)
[2025-11-25T09:07:02.316151] [INFO ] [CONFIGURE ] JOB ETA: 1.6h | Avg: 2.8s/test | Remaining: 2107 tests
[2025-11-25T09:07:02.316198] [INFO ] [CONFIGURE ] CEPU: Testing feature 14/29: add_order_flow_imbalance
[2025-11-25T09:07:02.316242] [INFO ] [CONFIGURE ] CEPU: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns', 'add_order_flow_imbalance']
[2025-11-25T09:07:02.620878] [DEBUG] [FORECASTER] CEPU: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T09:07:02.922689] [DEBUG] [FORECASTER] CEPU: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T09:07:03.241316] [DEBUG] [FORECASTER] CEPU: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T09:07:03.541599] [DEBUG] [FORECASTER] CEPU: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1
[2025-11-25T09:07:03.846724] [DEBUG] [FORECASTER] CEPU: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T09:07:04.155306] [DEBUG] [FORECASTER] CEPU: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T09:07:04.464852] [DEBUG] [FORECASTER] CEPU: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T09:07:04.782317] [DEBUG] [FORECASTER] CEPU: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T09:07:05.086199] [DEBUG] [FORECASTER] CEPU: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T09:07:05.391602] [DEBUG] [FORECASTER] CEPU: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T09:07:05.391827] [INFO ] [CONFIGURE ] CEPU: DISCARDED add_order_flow_imbalance (score: 40.00%)
[2025-11-25T09:07:05.391887] [INFO ] [CONFIGURE ] JOB ETA: 1.6h | Avg: 2.8s/test | Remaining: 2106 tests
[2025-11-25T09:07:05.391936] [INFO ] [CONFIGURE ] CEPU: Testing feature 15/29: add_pbf_morning_momentum
[2025-11-25T09:07:05.391983] [INFO ] [CONFIGURE ] CEPU: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns', 'add_pbf_morning_momentum']
[2025-11-25T09:07:05.668233] [DEBUG] [FORECASTER] CEPU: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T09:07:05.952857] [DEBUG] [FORECASTER] CEPU: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T09:07:06.234066] [DEBUG] [FORECASTER] CEPU: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T09:07:06.547556] [DEBUG] [FORECASTER] CEPU: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1
[2025-11-25T09:07:06.828851] [DEBUG] [FORECASTER] CEPU: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T09:07:07.109747] [DEBUG] [FORECASTER] CEPU: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T09:07:07.386334] [DEBUG] [FORECASTER] CEPU: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T09:07:07.672350] [DEBUG] [FORECASTER] CEPU: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T09:07:07.945182] [DEBUG] [FORECASTER] CEPU: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T09:07:08.228551] [DEBUG] [FORECASTER] CEPU: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T09:07:08.228736] [INFO ] [CONFIGURE ] CEPU: DISCARDED add_pbf_morning_momentum (score: 40.00%)
[2025-11-25T09:07:08.228795] [INFO ] [CONFIGURE ] JOB ETA: 1.6h | Avg: 2.8s/test | Remaining: 2105 tests
[2025-11-25T09:07:08.228847] [INFO ] [CONFIGURE ] CEPU: Testing feature 16/29: add_pbf_overnight_gap
[2025-11-25T09:07:08.228893] [INFO ] [CONFIGURE ] CEPU: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns', 'add_pbf_overnight_gap']
[2025-11-25T09:07:08.529091] [DEBUG] [FORECASTER] CEPU: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T09:07:08.842332] [DEBUG] [FORECASTER] CEPU: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T09:07:09.160027] [DEBUG] [FORECASTER] CEPU: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T09:07:09.463705] [DEBUG] [FORECASTER] CEPU: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1
[2025-11-25T09:07:09.770213] [DEBUG] [FORECASTER] CEPU: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T09:07:10.069962] [DEBUG] [FORECASTER] CEPU: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T09:07:10.342805] [DEBUG] [FORECASTER] CEPU: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T09:07:10.618943] [DEBUG] [FORECASTER] CEPU: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T09:07:10.899474] [DEBUG] [FORECASTER] CEPU: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T09:07:11.177866] [DEBUG] [FORECASTER] CEPU: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T09:07:11.178045] [INFO ] [CONFIGURE ] CEPU: DISCARDED add_pbf_overnight_gap (score: 70.00%)
[2025-11-25T09:07:11.178101] [INFO ] [CONFIGURE ] JOB ETA: 1.6h | Avg: 2.8s/test | Remaining: 2104 tests
[2025-11-25T09:07:11.178150] [INFO ] [CONFIGURE ] CEPU: Testing feature 17/29: add_pbf_return_2d
[2025-11-25T09:07:11.178194] [INFO ] [CONFIGURE ] CEPU: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns', 'add_pbf_return_2d']
[2025-11-25T09:07:11.472842] [DEBUG] [FORECASTER] CEPU: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T09:07:11.756276] [DEBUG] [FORECASTER] CEPU: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T09:07:12.059819] [DEBUG] [FORECASTER] CEPU: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T09:07:12.360125] [DEBUG] [FORECASTER] CEPU: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1
[2025-11-25T09:07:12.658253] [DEBUG] [FORECASTER] CEPU: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T09:07:12.944814] [DEBUG] [FORECASTER] CEPU: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T09:07:13.252217] [DEBUG] [FORECASTER] CEPU: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T09:07:13.546921] [DEBUG] [FORECASTER] CEPU: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T09:07:13.842383] [DEBUG] [FORECASTER] CEPU: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T09:07:14.143563] [DEBUG] [FORECASTER] CEPU: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T09:07:14.143821] [INFO ] [CONFIGURE ] CEPU: DISCARDED add_pbf_return_2d (score: 60.00%)
[2025-11-25T09:07:14.143885] [INFO ] [CONFIGURE ] JOB ETA: 1.6h | Avg: 2.8s/test | Remaining: 2103 tests
[2025-11-25T09:07:14.143933] [INFO ] [CONFIGURE ] CEPU: Testing feature 18/29: add_pbf_volatility_5d
[2025-11-25T09:07:14.143998] [INFO ] [CONFIGURE ] CEPU: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns', 'add_pbf_volatility_5d']
[2025-11-25T09:07:14.415875] [DEBUG] [FORECASTER] CEPU: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T09:07:14.694913] [DEBUG] [FORECASTER] CEPU: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T09:07:14.970058] [DEBUG] [FORECASTER] CEPU: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T09:07:15.244602] [DEBUG] [FORECASTER] CEPU: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1
[2025-11-25T09:07:15.516835] [DEBUG] [FORECASTER] CEPU: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T09:07:15.793794] [DEBUG] [FORECASTER] CEPU: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T09:07:16.072421] [DEBUG] [FORECASTER] CEPU: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T09:07:16.368814] [DEBUG] [FORECASTER] CEPU: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T09:07:16.676072] [DEBUG] [FORECASTER] CEPU: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T09:07:16.989519] [DEBUG] [FORECASTER] CEPU: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T09:07:16.989733] [INFO ] [CONFIGURE ] CEPU: DISCARDED add_pbf_volatility_5d (score: 60.00%)
[2025-11-25T09:07:16.989793] [INFO ] [CONFIGURE ] JOB ETA: 1.6h | Avg: 2.8s/test | Remaining: 2102 tests
[2025-11-25T09:07:16.989842] [INFO ] [CONFIGURE ] CEPU: Testing feature 19/29: add_pbf_vs_sma_5
[2025-11-25T09:07:16.989887] [INFO ] [CONFIGURE ] CEPU: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns', 'add_pbf_vs_sma_5']
[2025-11-25T09:07:17.276088] [DEBUG] [FORECASTER] CEPU: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T09:07:17.567072] [DEBUG] [FORECASTER] CEPU: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T09:07:17.847626] [DEBUG] [FORECASTER] CEPU: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T09:07:18.095741] [DEBUG] [FORECASTER] CEPU: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1
[2025-11-25T09:07:18.343384] [DEBUG] [FORECASTER] CEPU: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T09:07:18.600014] [DEBUG] [FORECASTER] CEPU: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T09:07:18.845121] [DEBUG] [FORECASTER] CEPU: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T09:07:19.090995] [DEBUG] [FORECASTER] CEPU: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T09:07:19.337815] [DEBUG] [FORECASTER] CEPU: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T09:07:19.593556] [DEBUG] [FORECASTER] CEPU: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T09:07:19.593753] [INFO ] [CONFIGURE ] CEPU: DISCARDED add_pbf_vs_sma_5 (score: 80.00%)
[2025-11-25T09:07:19.593812] [INFO ] [CONFIGURE ] JOB ETA: 1.6h | Avg: 2.8s/test | Remaining: 2101 tests
[2025-11-25T09:07:19.593859] [INFO ] [CONFIGURE ] CEPU: Testing feature 20/29: add_price_rejection
[2025-11-25T09:07:19.593908] [INFO ] [CONFIGURE ] CEPU: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns', 'add_price_rejection']
[2025-11-25T09:07:19.906420] [DEBUG] [FORECASTER] CEPU: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T09:07:20.190188] [DEBUG] [FORECASTER] CEPU: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T09:07:20.488112] [DEBUG] [FORECASTER] CEPU: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T09:07:20.791301] [DEBUG] [FORECASTER] CEPU: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1
[2025-11-25T09:07:21.081842] [DEBUG] [FORECASTER] CEPU: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T09:07:21.369918] [DEBUG] [FORECASTER] CEPU: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T09:07:21.657209] [DEBUG] [FORECASTER] CEPU: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T09:07:21.948006] [DEBUG] [FORECASTER] CEPU: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T09:07:22.231274] [DEBUG] [FORECASTER] CEPU: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T09:07:22.532506] [DEBUG] [FORECASTER] CEPU: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T09:07:22.532733] [INFO ] [CONFIGURE ] CEPU: DISCARDED add_price_rejection (score: 70.00%)
[2025-11-25T09:07:22.532796] [INFO ] [CONFIGURE ] JOB ETA: 1.6h | Avg: 2.8s/test | Remaining: 2100 tests
[2025-11-25T09:07:22.532844] [INFO ] [CONFIGURE ] CEPU: Testing feature 21/29: add_range_position
[2025-11-25T09:07:22.532888] [INFO ] [CONFIGURE ] CEPU: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns', 'add_range_position']
[2025-11-25T09:07:22.843021] [DEBUG] [FORECASTER] CEPU: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T09:07:23.162174] [DEBUG] [FORECASTER] CEPU: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T09:07:23.460311] [DEBUG] [FORECASTER] CEPU: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T09:07:23.748855] [DEBUG] [FORECASTER] CEPU: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1
[2025-11-25T09:07:24.045012] [DEBUG] [FORECASTER] CEPU: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T09:07:24.332957] [DEBUG] [FORECASTER] CEPU: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T09:07:24.625584] [DEBUG] [FORECASTER] CEPU: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T09:07:24.922139] [DEBUG] [FORECASTER] CEPU: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T09:07:25.219469] [DEBUG] [FORECASTER] CEPU: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T09:07:25.520372] [DEBUG] [FORECASTER] CEPU: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T09:07:25.520564] [INFO ] [CONFIGURE ] CEPU: DISCARDED add_range_position (score: 70.00%)
[2025-11-25T09:07:25.520623] [INFO ] [CONFIGURE ] JOB ETA: 1.6h | Avg: 2.8s/test | Remaining: 2099 tests
[2025-11-25T09:07:25.520701] [INFO ] [CONFIGURE ] CEPU: Testing feature 22/29: add_realized_volatility
[2025-11-25T09:07:25.520749] [INFO ] [CONFIGURE ] CEPU: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns', 'add_realized_volatility']
[2025-11-25T09:07:25.918524] [DEBUG] [FORECASTER] CEPU: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T09:07:26.303954] [DEBUG] [FORECASTER] CEPU: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T09:07:26.682076] [DEBUG] [FORECASTER] CEPU: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T09:07:27.074352] [DEBUG] [FORECASTER] CEPU: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1
[2025-11-25T09:07:27.462878] [DEBUG] [FORECASTER] CEPU: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T09:07:27.838481] [DEBUG] [FORECASTER] CEPU: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T09:07:28.226747] [DEBUG] [FORECASTER] CEPU: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T09:07:28.615438] [DEBUG] [FORECASTER] CEPU: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T09:07:29.017601] [DEBUG] [FORECASTER] CEPU: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T09:07:29.400181] [DEBUG] [FORECASTER] CEPU: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T09:07:29.400357] [INFO ] [CONFIGURE ] CEPU: DISCARDED add_realized_volatility (score: 60.00%)
[2025-11-25T09:07:29.400418] [INFO ] [CONFIGURE ] JOB ETA: 1.6h | Avg: 2.8s/test | Remaining: 2098 tests
[2025-11-25T09:07:29.400469] [INFO ] [CONFIGURE ] CEPU: Testing feature 23/29: add_recent_range_context
[2025-11-25T09:07:29.400552] [INFO ] [CONFIGURE ] CEPU: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns', 'add_recent_range_context']
[2025-11-25T09:07:29.680555] [DEBUG] [FORECASTER] CEPU: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T09:07:29.962051] [DEBUG] [FORECASTER] CEPU: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T09:07:30.250162] [DEBUG] [FORECASTER] CEPU: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T09:07:30.527381] [DEBUG] [FORECASTER] CEPU: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1
[2025-11-25T09:07:30.810883] [DEBUG] [FORECASTER] CEPU: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T09:07:31.094053] [DEBUG] [FORECASTER] CEPU: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T09:07:31.379569] [DEBUG] [FORECASTER] CEPU: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T09:07:31.671059] [DEBUG] [FORECASTER] CEPU: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T09:07:31.980630] [DEBUG] [FORECASTER] CEPU: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T09:07:32.275307] [DEBUG] [FORECASTER] CEPU: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T09:07:32.275492] [INFO ] [CONFIGURE ] CEPU: DISCARDED add_recent_range_context (score: 60.00%)
[2025-11-25T09:07:32.275552] [INFO ] [CONFIGURE ] JOB ETA: 1.6h | Avg: 2.8s/test | Remaining: 2097 tests
[2025-11-25T09:07:32.275601] [INFO ] [CONFIGURE ] CEPU: Testing feature 24/29: add_rsi
[2025-11-25T09:07:32.275667] [INFO ] [CONFIGURE ] CEPU: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns', 'add_ema', 'add_rsi']
[2025-11-25T09:07:32.592345] [DEBUG] [FORECASTER] CEPU: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T09:07:32.920215] [DEBUG] [FORECASTER] CEPU: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T09:07:33.245174] [DEBUG] [FORECASTER] CEPU: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T09:07:33.574557] [DEBUG] [FORECASTER] CEPU: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-25T09:07:33.900685] [DEBUG] [FORECASTER] CEPU: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T09:07:34.226667] [DEBUG] [FORECASTER] CEPU: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T09:07:34.552852] [DEBUG] [FORECASTER] CEPU: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T09:07:34.863593] [DEBUG] [FORECASTER] CEPU: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T09:07:35.179214] [DEBUG] [FORECASTER] CEPU: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T09:07:35.477851] [DEBUG] [FORECASTER] CEPU: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T09:07:35.478075] [INFO ] [CONFIGURE ] CEPU: DISCARDED add_rsi (score: 80.00%)
[2025-11-25T09:07:35.478133] [INFO ] [CONFIGURE ] JOB ETA: 1.6h | Avg: 2.8s/test | Remaining: 2096 tests
[2025-11-25T09:07:35.478181] [INFO ] [CONFIGURE ] CEPU: Testing feature 25/29: add_tick_distribution
[2025-11-25T09:07:35.478224] [INFO ] [CONFIGURE ] CEPU: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns', 'add_tick_distribution']
[2025-11-25T09:07:35.751302] [DEBUG] [FORECASTER] CEPU: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T09:07:36.034340] [DEBUG] [FORECASTER] CEPU: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T09:07:36.298198] [DEBUG] [FORECASTER] CEPU: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T09:07:36.563936] [DEBUG] [FORECASTER] CEPU: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1
[2025-11-25T09:07:36.832980] [DEBUG] [FORECASTER] CEPU: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T09:07:37.111237] [DEBUG] [FORECASTER] CEPU: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T09:07:37.375081] [DEBUG] [FORECASTER] CEPU: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T09:07:37.657220] [DEBUG] [FORECASTER] CEPU: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T09:07:37.922513] [DEBUG] [FORECASTER] CEPU: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T09:07:38.192272] [DEBUG] [FORECASTER] CEPU: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T09:07:38.192451] [INFO ] [CONFIGURE ] CEPU: DISCARDED add_tick_distribution (score: 70.00%)
[2025-11-25T09:07:38.192538] [INFO ] [CONFIGURE ] JOB ETA: 1.6h | Avg: 2.8s/test | Remaining: 2095 tests
[2025-11-25T09:07:38.192586] [INFO ] [CONFIGURE ] CEPU: Testing feature 26/29: add_volume_momentum_confirmation
[2025-11-25T09:07:38.192630] [INFO ] [CONFIGURE ] CEPU: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns', 'add_volume_momentum_confirmation']
[2025-11-25T09:07:38.472257] [DEBUG] [FORECASTER] CEPU: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T09:07:38.789223] [DEBUG] [FORECASTER] CEPU: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T09:07:39.090929] [DEBUG] [FORECASTER] CEPU: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T09:07:39.404503] [DEBUG] [FORECASTER] CEPU: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1
[2025-11-25T09:07:39.729281] [DEBUG] [FORECASTER] CEPU: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T09:07:40.069976] [DEBUG] [FORECASTER] CEPU: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T09:07:40.379625] [DEBUG] [FORECASTER] CEPU: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T09:07:40.692819] [DEBUG] [FORECASTER] CEPU: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T09:07:41.008511] [DEBUG] [FORECASTER] CEPU: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T09:07:41.315862] [DEBUG] [FORECASTER] CEPU: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T09:07:41.316062] [INFO ] [CONFIGURE ] CEPU: DISCARDED add_volume_momentum_confirmation (score: 60.00%)
[2025-11-25T09:07:41.316120] [INFO ] [CONFIGURE ] JOB ETA: 1.6h | Avg: 2.8s/test | Remaining: 2094 tests
[2025-11-25T09:07:41.316168] [INFO ] [CONFIGURE ] CEPU: Testing feature 27/29: add_volume_price_divergence
[2025-11-25T09:07:41.316214] [INFO ] [CONFIGURE ] CEPU: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns', 'add_volume_price_divergence']
[2025-11-25T09:07:41.647662] [DEBUG] [FORECASTER] CEPU: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T09:07:41.989046] [DEBUG] [FORECASTER] CEPU: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T09:07:42.331223] [DEBUG] [FORECASTER] CEPU: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T09:07:42.678799] [DEBUG] [FORECASTER] CEPU: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1
[2025-11-25T09:07:43.010626] [DEBUG] [FORECASTER] CEPU: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T09:07:43.328118] [DEBUG] [FORECASTER] CEPU: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T09:07:43.654529] [DEBUG] [FORECASTER] CEPU: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T09:07:43.978958] [DEBUG] [FORECASTER] CEPU: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T09:07:44.303716] [DEBUG] [FORECASTER] CEPU: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T09:07:44.624122] [DEBUG] [FORECASTER] CEPU: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T09:07:44.624352] [INFO ] [CONFIGURE ] CEPU: DISCARDED add_volume_price_divergence (score: 70.00%)
[2025-11-25T09:07:44.624412] [INFO ] [CONFIGURE ] JOB ETA: 1.6h | Avg: 2.8s/test | Remaining: 2093 tests
[2025-11-25T09:07:44.624505] [INFO ] [CONFIGURE ] CEPU: Testing feature 28/29: add_volume_profile
[2025-11-25T09:07:44.624555] [INFO ] [CONFIGURE ] CEPU: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns', 'add_volume_profile']
[2025-11-25T09:07:44.940698] [DEBUG] [FORECASTER] CEPU: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T09:07:45.307995] [DEBUG] [FORECASTER] CEPU: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T09:07:45.620698] [DEBUG] [FORECASTER] CEPU: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T09:07:45.917869] [DEBUG] [FORECASTER] CEPU: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1
[2025-11-25T09:07:46.194704] [DEBUG] [FORECASTER] CEPU: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T09:07:46.474275] [DEBUG] [FORECASTER] CEPU: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T09:07:46.752184] [DEBUG] [FORECASTER] CEPU: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T09:07:47.032923] [DEBUG] [FORECASTER] CEPU: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T09:07:47.319247] [DEBUG] [FORECASTER] CEPU: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T09:07:47.598285] [DEBUG] [FORECASTER] CEPU: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T09:07:47.598451] [INFO ] [CONFIGURE ] CEPU: DISCARDED add_volume_profile (score: 80.00%)
[2025-11-25T09:07:47.598508] [INFO ] [CONFIGURE ] JOB ETA: 1.6h | Avg: 2.8s/test | Remaining: 2092 tests
[2025-11-25T09:07:47.598555] [INFO ] [CONFIGURE ] CEPU: Testing feature 29/29: add_vwap
[2025-11-25T09:07:47.598601] [INFO ] [CONFIGURE ] CEPU: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns', 'add_vwap']
[2025-11-25T09:07:47.894823] [DEBUG] [FORECASTER] CEPU: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T09:07:48.174134] [DEBUG] [FORECASTER] CEPU: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T09:07:48.471483] [DEBUG] [FORECASTER] CEPU: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T09:07:48.788837] [DEBUG] [FORECASTER] CEPU: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1
[2025-11-25T09:07:49.096540] [DEBUG] [FORECASTER] CEPU: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T09:07:49.418012] [DEBUG] [FORECASTER] CEPU: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T09:07:49.752233] [DEBUG] [FORECASTER] CEPU: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T09:07:50.068680] [DEBUG] [FORECASTER] CEPU: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T09:07:50.359766] [DEBUG] [FORECASTER] CEPU: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T09:07:50.638304] [DEBUG] [FORECASTER] CEPU: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T09:07:50.638493] [INFO ] [CONFIGURE ] CEPU: DISCARDED add_vwap (score: 50.00%)
[2025-11-25T09:07:50.638550] [INFO ] [CONFIGURE ] JOB ETA: 1.6h | Avg: 2.8s/test | Remaining: 2091 tests
[2025-11-25T09:07:50.638602] [INFO ] [CONFIGURE ] CEPU: ===== FEATURE SELECTION COMPLETE =====
[2025-11-25T09:07:50.638664] [INFO ] [CONFIGURE ] CEPU: Best accuracy: 80.00%
[2025-11-25T09:07:50.638711] [INFO ] [CONFIGURE ] CEPU: Best feature set (3 features): ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns']
[2025-11-25T09:07:50.638751] [INFO ] [CONFIGURE ] CEPU: Improvement over baseline: 50.00%
[2025-11-25T09:07:50.638787] [INFO ] [CONFIGURE ] CEPU: Total time: 1.5 minutes
[2025-11-25T09:07:50.638824] [INFO ] [CONFIGURE ] CEPU: Average time per feature: 3.0 seconds
[2025-11-25T09:07:50.638864] [INFO ] [CONFIGURE ] CEPU: Average speed: 0.33 features/sec
[2025-11-25T09:07:50.639304] [INFO ] [LOCAL     ] Saved configuration for CEPU: 3 features, 80.00% accuracy -> ./output/feature-sets/CEPU.json
[2025-11-25T09:07:50.639362] [INFO ] [CONFIGURE ] CEPU: Configuration saved successfully: 3 features, 80.00% accuracy.
[2025-11-25T09:07:50.639419] [INFO ] [sig       ] [93/164] Successfully configured CEPU | 0.01 sym/s | Total: 2.1h | ETA: 1.6h
[2025-11-25T09:07:50.639465] [INFO ] [sig       ] [94/164] Configuring CFR...
[2025-11-25T09:07:50.639505] [INFO ] [CONFIGURE ] CFR: Configurate test run.
[2025-11-25T09:07:50.639544] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CFR' from 'https://tdm.silogroup.org/data/derivative_storage/CFR.csv'.
[2025-11-25T09:07:50.651964] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'CFR'.
[2025-11-25T09:07:50.652303] [INFO ] [CONFIGURE ] CFR: Testing with 29 available features
[2025-11-25T09:07:50.652364] [INFO ] [CONFIGURE ] CFR: Establishing baseline with no features...
[2025-11-25T09:07:50.823886] [DEBUG] [FORECASTER] CFR: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T09:07:50.996219] [DEBUG] [FORECASTER] CFR: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0
[2025-11-25T09:07:51.170514] [DEBUG] [FORECASTER] CFR: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T09:07:51.344720] [DEBUG] [FORECASTER] CFR: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T09:07:51.521035] [DEBUG] [FORECASTER] CFR: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T09:07:51.695299] [DEBUG] [FORECASTER] CFR: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T09:07:51.871967] [DEBUG] [FORECASTER] CFR: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T09:07:52.048667] [DEBUG] [FORECASTER] CFR: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T09:07:52.222780] [DEBUG] [FORECASTER] CFR: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T09:07:52.398364] [DEBUG] [FORECASTER] CFR: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T09:07:52.398528] [INFO ] [CONFIGURE ] CFR: Baseline score (no features): 30.00%
[2025-11-25T09:07:52.398575] [INFO ] [CONFIGURE ] CFR: Testing feature 1/29: add_bollinger_bands
[2025-11-25T09:07:52.398612] [INFO ] [CONFIGURE ] CFR: Testing with features: ['add_bollinger_bands']
[2025-11-25T09:07:52.608080] [DEBUG] [FORECASTER] CFR: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T09:07:52.810672] [DEBUG] [FORECASTER] CFR: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0
[2025-11-25T09:07:53.019010] [DEBUG] [FORECASTER] CFR: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T09:07:53.239334] [DEBUG] [FORECASTER] CFR: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T09:07:53.463743] [DEBUG] [FORECASTER] CFR: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T09:07:53.684439] [DEBUG] [FORECASTER] CFR: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T09:07:53.900622] [DEBUG] [FORECASTER] CFR: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T09:07:54.115191] [DEBUG] [FORECASTER] CFR: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T09:07:54.331942] [DEBUG] [FORECASTER] CFR: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T09:07:54.545359] [DEBUG] [FORECASTER] CFR: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T09:07:54.545563] [INFO ] [CONFIGURE ] CFR: DISCARDED add_bollinger_bands (score: 20.00%)
[2025-11-25T09:07:54.545617] [INFO ] [CONFIGURE ] JOB ETA: 1.6h | Avg: 2.8s/test | Remaining: 2090 tests
[2025-11-25T09:07:54.545676] [INFO ] [CONFIGURE ] CFR: Testing feature 2/29: add_cumulative_delta
[2025-11-25T09:07:54.545747] [INFO ] [CONFIGURE ] CFR: Testing with features: ['add_cumulative_delta']
[2025-11-25T09:07:54.755013] [DEBUG] [FORECASTER] CFR: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T09:07:54.962833] [DEBUG] [FORECASTER] CFR: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T09:07:55.171994] [DEBUG] [FORECASTER] CFR: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T09:07:55.381984] [DEBUG] [FORECASTER] CFR: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T09:07:55.586213] [DEBUG] [FORECASTER] CFR: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T09:07:55.792187] [DEBUG] [FORECASTER] CFR: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T09:07:56.001287] [DEBUG] [FORECASTER] CFR: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T09:07:56.199962] [DEBUG] [FORECASTER] CFR: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T09:07:56.398091] [DEBUG] [FORECASTER] CFR: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T09:07:56.600227] [DEBUG] [FORECASTER] CFR: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T09:07:56.600396] [INFO ] [CONFIGURE ] CFR: KEPT add_cumulative_delta (score: 50.00%)
[2025-11-25T09:07:56.600445] [INFO ] [CONFIGURE ] JOB ETA: 1.6h | Avg: 2.8s/test | Remaining: 2089 tests
[2025-11-25T09:07:56.600482] [INFO ] [CONFIGURE ] CFR: Testing feature 3/29: add_daily_returns
[2025-11-25T09:07:56.600517] [INFO ] [CONFIGURE ] CFR: Testing with features: ['add_cumulative_delta', 'add_daily_returns']
[2025-11-25T09:07:56.825376] [DEBUG] [FORECASTER] CFR: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T09:07:57.050303] [DEBUG] [FORECASTER] CFR: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T09:07:57.278967] [DEBUG] [FORECASTER] CFR: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T09:07:57.498424] [DEBUG] [FORECASTER] CFR: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T09:07:57.714292] [DEBUG] [FORECASTER] CFR: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T09:07:57.957118] [DEBUG] [FORECASTER] CFR: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T09:07:58.194415] [DEBUG] [FORECASTER] CFR: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T09:07:58.429722] [DEBUG] [FORECASTER] CFR: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T09:07:58.659070] [DEBUG] [FORECASTER] CFR: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T09:07:58.896278] [DEBUG] [FORECASTER] CFR: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T09:07:58.896477] [INFO ] [CONFIGURE ] CFR: DISCARDED add_daily_returns (score: 50.00%)
[2025-11-25T09:07:58.896530] [INFO ] [CONFIGURE ] JOB ETA: 1.6h | Avg: 2.8s/test | Remaining: 2088 tests
[2025-11-25T09:07:58.896573] [INFO ] [CONFIGURE ] CFR: Testing feature 4/29: add_ema
[2025-11-25T09:07:58.896613] [INFO ] [CONFIGURE ] CFR: Testing with features: ['add_cumulative_delta', 'add_ema']
[2025-11-25T09:07:59.156441] [DEBUG] [FORECASTER] CFR: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T09:07:59.416800] [DEBUG] [FORECASTER] CFR: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T09:07:59.677890] [DEBUG] [FORECASTER] CFR: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T09:07:59.961520] [DEBUG] [FORECASTER] CFR: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T09:08:00.270886] [DEBUG] [FORECASTER] CFR: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T09:08:00.585930] [DEBUG] [FORECASTER] CFR: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T09:08:01.701132] [DEBUG] [FORECASTER] CFR: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T09:08:01.990491] [DEBUG] [FORECASTER] CFR: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T09:08:02.263224] [DEBUG] [FORECASTER] CFR: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T09:08:02.557961] [DEBUG] [FORECASTER] CFR: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T09:08:02.558188] [INFO ] [CONFIGURE ] CFR: DISCARDED add_ema (score: 50.00%)
[2025-11-25T09:08:02.558285] [INFO ] [CONFIGURE ] JOB ETA: 1.6h | Avg: 2.8s/test | Remaining: 2087 tests
[2025-11-25T09:08:02.558364] [INFO ] [CONFIGURE ] CFR: Testing feature 5/29: add_exhaustion_signals
[2025-11-25T09:08:02.558414] [INFO ] [CONFIGURE ] CFR: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals']
[2025-11-25T09:08:02.833687] [DEBUG] [FORECASTER] CFR: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T09:08:03.111843] [DEBUG] [FORECASTER] CFR: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0
[2025-11-25T09:08:03.374365] [DEBUG] [FORECASTER] CFR: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T09:08:03.646989] [DEBUG] [FORECASTER] CFR: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T09:08:03.912047] [DEBUG] [FORECASTER] CFR: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T09:08:04.166686] [DEBUG] [FORECASTER] CFR: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T09:08:04.429589] [DEBUG] [FORECASTER] CFR: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T09:08:04.699193] [DEBUG] [FORECASTER] CFR: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T09:08:04.962789] [DEBUG] [FORECASTER] CFR: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T09:08:05.236955] [DEBUG] [FORECASTER] CFR: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T09:08:05.237257] [INFO ] [CONFIGURE ] CFR: DISCARDED add_exhaustion_signals (score: 20.00%)
[2025-11-25T09:08:05.237320] [INFO ] [CONFIGURE ] JOB ETA: 1.6h | Avg: 2.8s/test | Remaining: 2086 tests
[2025-11-25T09:08:05.237367] [INFO ] [CONFIGURE ] CFR: Testing feature 6/29: add_failed_moves
[2025-11-25T09:08:05.237410] [INFO ] [CONFIGURE ] CFR: Testing with features: ['add_cumulative_delta', 'add_failed_moves']
[2025-11-25T09:08:05.457053] [DEBUG] [FORECASTER] CFR: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T09:08:05.676085] [DEBUG] [FORECASTER] CFR: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T09:08:05.897268] [DEBUG] [FORECASTER] CFR: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T09:08:06.114943] [DEBUG] [FORECASTER] CFR: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T09:08:06.333133] [DEBUG] [FORECASTER] CFR: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T09:08:06.555900] [DEBUG] [FORECASTER] CFR: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T09:08:06.776010] [DEBUG] [FORECASTER] CFR: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T09:08:06.994455] [DEBUG] [FORECASTER] CFR: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T09:08:07.212971] [DEBUG] [FORECASTER] CFR: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T09:08:07.435598] [DEBUG] [FORECASTER] CFR: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T09:08:07.435815] [INFO ] [CONFIGURE ] CFR: KEPT add_failed_moves (score: 60.00%)
[2025-11-25T09:08:07.435873] [INFO ] [CONFIGURE ] JOB ETA: 1.6h | Avg: 2.8s/test | Remaining: 2085 tests
[2025-11-25T09:08:07.435921] [INFO ] [CONFIGURE ] CFR: Testing feature 7/29: add_lag_shelf
[2025-11-25T09:08:07.435964] [INFO ] [CONFIGURE ] CFR: Testing with features: ['add_cumulative_delta', 'add_failed_moves', 'add_lag_shelf']
[2025-11-25T09:08:07.648174] [DEBUG] [FORECASTER] CFR: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T09:08:07.860008] [DEBUG] [FORECASTER] CFR: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T09:08:08.077316] [DEBUG] [FORECASTER] CFR: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T09:08:08.298373] [DEBUG] [FORECASTER] CFR: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T09:08:08.527353] [DEBUG] [FORECASTER] CFR: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T09:08:08.751514] [DEBUG] [FORECASTER] CFR: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T09:08:08.968430] [DEBUG] [FORECASTER] CFR: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T09:08:09.192405] [DEBUG] [FORECASTER] CFR: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T09:08:09.445377] [DEBUG] [FORECASTER] CFR: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T09:08:09.685121] [DEBUG] [FORECASTER] CFR: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T09:08:09.685350] [INFO ] [CONFIGURE ] CFR: DISCARDED add_lag_shelf (score: 60.00%)
[2025-11-25T09:08:09.685408] [INFO ] [CONFIGURE ] JOB ETA: 1.6h | Avg: 2.8s/test | Remaining: 2084 tests
[2025-11-25T09:08:09.685455] [INFO ] [CONFIGURE ] CFR: Testing feature 8/29: add_macd
[2025-11-25T09:08:09.685510] [INFO ] [CONFIGURE ] CFR: Testing with features: ['add_cumulative_delta', 'add_failed_moves', 'add_vwap', 'add_macd']
[2025-11-25T09:08:10.022494] [DEBUG] [FORECASTER] CFR: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T09:08:10.366325] [DEBUG] [FORECASTER] CFR: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T09:08:10.699373] [DEBUG] [FORECASTER] CFR: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T09:08:11.037881] [DEBUG] [FORECASTER] CFR: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T09:08:11.371006] [DEBUG] [FORECASTER] CFR: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T09:08:11.713929] [DEBUG] [FORECASTER] CFR: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T09:08:12.055154] [DEBUG] [FORECASTER] CFR: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T09:08:12.391934] [DEBUG] [FORECASTER] CFR: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T09:08:12.732658] [DEBUG] [FORECASTER] CFR: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T09:08:13.076614] [DEBUG] [FORECASTER] CFR: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T09:08:13.076829] [INFO ] [CONFIGURE ] CFR: DISCARDED add_macd (score: 50.00%)
[2025-11-25T09:08:13.076891] [INFO ] [CONFIGURE ] JOB ETA: 1.6h | Avg: 2.8s/test | Remaining: 2083 tests
[2025-11-25T09:08:13.076939] [INFO ] [CONFIGURE ] CFR: Testing feature 9/29: add_mfi
[2025-11-25T09:08:13.076983] [INFO ] [CONFIGURE ] CFR: Testing with features: ['add_cumulative_delta', 'add_failed_moves', 'add_mfi']
[2025-11-25T09:08:13.354309] [DEBUG] [FORECASTER] CFR: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T09:08:13.616752] [DEBUG] [FORECASTER] CFR: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0
[2025-11-25T09:08:13.881241] [DEBUG] [FORECASTER] CFR: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T09:08:14.145521] [DEBUG] [FORECASTER] CFR: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T09:08:14.413680] [DEBUG] [FORECASTER] CFR: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T09:08:14.683549] [DEBUG] [FORECASTER] CFR: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T09:08:14.946709] [DEBUG] [FORECASTER] CFR: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T09:08:15.212200] [DEBUG] [FORECASTER] CFR: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T09:08:15.478840] [DEBUG] [FORECASTER] CFR: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T09:08:15.740279] [DEBUG] [FORECASTER] CFR: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T09:08:15.740480] [INFO ] [CONFIGURE ] CFR: DISCARDED add_mfi (score: 50.00%)
[2025-11-25T09:08:15.740540] [INFO ] [CONFIGURE ] JOB ETA: 1.6h | Avg: 2.8s/test | Remaining: 2082 tests
[2025-11-25T09:08:15.740589] [INFO ] [CONFIGURE ] CFR: Testing feature 10/29: add_momentum_acceleration
[2025-11-25T09:08:15.740632] [INFO ] [CONFIGURE ] CFR: Testing with features: ['add_cumulative_delta', 'add_failed_moves', 'add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-11-25T09:08:16.092030] [DEBUG] [FORECASTER] CFR: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T09:08:16.445908] [DEBUG] [FORECASTER] CFR: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0
[2025-11-25T09:08:16.795464] [DEBUG] [FORECASTER] CFR: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T09:08:17.148231] [DEBUG] [FORECASTER] CFR: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T09:08:17.502246] [DEBUG] [FORECASTER] CFR: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T09:08:17.851065] [DEBUG] [FORECASTER] CFR: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T09:08:18.201228] [DEBUG] [FORECASTER] CFR: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T09:08:18.556660] [DEBUG] [FORECASTER] CFR: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T09:08:18.902439] [DEBUG] [FORECASTER] CFR: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T09:08:19.264461] [DEBUG] [FORECASTER] CFR: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T09:08:19.264700] [INFO ] [CONFIGURE ] CFR: DISCARDED add_momentum_acceleration (score: 40.00%)
[2025-11-25T09:08:19.264763] [INFO ] [CONFIGURE ] JOB ETA: 1.6h | Avg: 2.8s/test | Remaining: 2081 tests
[2025-11-25T09:08:19.264811] [INFO ] [CONFIGURE ] CFR: Testing feature 11/29: add_obv_daily
[2025-11-25T09:08:19.264853] [INFO ] [CONFIGURE ] CFR: Testing with features: ['add_cumulative_delta', 'add_failed_moves', 'add_obv_daily']
[2025-11-25T09:08:19.532217] [DEBUG] [FORECASTER] CFR: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T09:08:19.810262] [DEBUG] [FORECASTER] CFR: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T09:08:20.081881] [DEBUG] [FORECASTER] CFR: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T09:08:20.353415] [DEBUG] [FORECASTER] CFR: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T09:08:20.632990] [DEBUG] [FORECASTER] CFR: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T09:08:20.879938] [DEBUG] [FORECASTER] CFR: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T09:08:21.130969] [DEBUG] [FORECASTER] CFR: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T09:08:21.381389] [DEBUG] [FORECASTER] CFR: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T09:08:21.634242] [DEBUG] [FORECASTER] CFR: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T09:08:21.891148] [DEBUG] [FORECASTER] CFR: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T09:08:21.891339] [INFO ] [CONFIGURE ] CFR: DISCARDED add_obv_daily (score: 30.00%)
[2025-11-25T09:08:21.891398] [INFO ] [CONFIGURE ] JOB ETA: 1.6h | Avg: 2.8s/test | Remaining: 2080 tests
[2025-11-25T09:08:21.891448] [INFO ] [CONFIGURE ] CFR: Testing feature 12/29: add_obv_interval
[2025-11-25T09:08:21.891493] [INFO ] [CONFIGURE ] CFR: Testing with features: ['add_cumulative_delta', 'add_failed_moves', 'add_obv_interval']
[2025-11-25T09:08:22.125851] [DEBUG] [FORECASTER] CFR: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T09:08:22.357967] [DEBUG] [FORECASTER] CFR: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0
[2025-11-25T09:08:22.597470] [DEBUG] [FORECASTER] CFR: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T09:08:22.842352] [DEBUG] [FORECASTER] CFR: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T09:08:23.080781] [DEBUG] [FORECASTER] CFR: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T09:08:23.320190] [DEBUG] [FORECASTER] CFR: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T09:08:23.561759] [DEBUG] [FORECASTER] CFR: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T09:08:23.800434] [DEBUG] [FORECASTER] CFR: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T09:08:24.044630] [DEBUG] [FORECASTER] CFR: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T09:08:24.284452] [DEBUG] [FORECASTER] CFR: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T09:08:24.284613] [INFO ] [CONFIGURE ] CFR: DISCARDED add_obv_interval (score: 20.00%)
[2025-11-25T09:08:24.284689] [INFO ] [CONFIGURE ] JOB ETA: 1.6h | Avg: 2.8s/test | Remaining: 2079 tests
[2025-11-25T09:08:24.284738] [INFO ] [CONFIGURE ] CFR: Testing feature 13/29: add_opening_strength
[2025-11-25T09:08:24.284782] [INFO ] [CONFIGURE ] CFR: Testing with features: ['add_cumulative_delta', 'add_failed_moves', 'add_daily_returns', 'add_opening_strength']
[2025-11-25T09:08:24.550269] [DEBUG] [FORECASTER] CFR: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T09:08:24.820470] [DEBUG] [FORECASTER] CFR: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T09:08:25.088412] [DEBUG] [FORECASTER] CFR: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T09:08:25.352202] [DEBUG] [FORECASTER] CFR: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T09:08:25.619733] [DEBUG] [FORECASTER] CFR: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T09:08:25.886314] [DEBUG] [FORECASTER] CFR: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T09:08:26.152675] [DEBUG] [FORECASTER] CFR: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T09:08:26.419760] [DEBUG] [FORECASTER] CFR: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T09:08:26.686543] [DEBUG] [FORECASTER] CFR: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T09:08:26.954901] [DEBUG] [FORECASTER] CFR: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T09:08:26.955065] [INFO ] [CONFIGURE ] CFR: DISCARDED add_opening_strength (score: 30.00%)
[2025-11-25T09:08:26.955122] [INFO ] [CONFIGURE ] JOB ETA: 1.6h | Avg: 2.8s/test | Remaining: 2078 tests
[2025-11-25T09:08:26.955168] [INFO ] [CONFIGURE ] CFR: Testing feature 14/29: add_order_flow_imbalance
[2025-11-25T09:08:26.955213] [INFO ] [CONFIGURE ] CFR: Testing with features: ['add_cumulative_delta', 'add_failed_moves', 'add_order_flow_imbalance']
[2025-11-25T09:08:27.197373] [DEBUG] [FORECASTER] CFR: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T09:08:27.440792] [DEBUG] [FORECASTER] CFR: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T09:08:27.685465] [DEBUG] [FORECASTER] CFR: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T09:08:27.927009] [DEBUG] [FORECASTER] CFR: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T09:08:28.171208] [DEBUG] [FORECASTER] CFR: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T09:08:28.419207] [DEBUG] [FORECASTER] CFR: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T09:08:28.667587] [DEBUG] [FORECASTER] CFR: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T09:08:28.913629] [DEBUG] [FORECASTER] CFR: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T09:08:29.161168] [DEBUG] [FORECASTER] CFR: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T09:08:29.407831] [DEBUG] [FORECASTER] CFR: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T09:08:29.408033] [INFO ] [CONFIGURE ] CFR: DISCARDED add_order_flow_imbalance (score: 60.00%)
[2025-11-25T09:08:29.408091] [INFO ] [CONFIGURE ] JOB ETA: 1.6h | Avg: 2.8s/test | Remaining: 2077 tests
[2025-11-25T09:08:29.408140] [INFO ] [CONFIGURE ] CFR: Testing feature 15/29: add_pbf_morning_momentum
[2025-11-25T09:08:29.408186] [INFO ] [CONFIGURE ] CFR: Testing with features: ['add_cumulative_delta', 'add_failed_moves', 'add_pbf_morning_momentum']
[2025-11-25T09:08:29.636274] [DEBUG] [FORECASTER] CFR: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T09:08:29.867771] [DEBUG] [FORECASTER] CFR: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T09:08:30.097779] [DEBUG] [FORECASTER] CFR: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T09:08:30.342447] [DEBUG] [FORECASTER] CFR: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T09:08:30.577425] [DEBUG] [FORECASTER] CFR: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T09:08:30.812526] [DEBUG] [FORECASTER] CFR: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T09:08:31.049363] [DEBUG] [FORECASTER] CFR: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T09:08:31.286370] [DEBUG] [FORECASTER] CFR: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T09:08:31.535012] [DEBUG] [FORECASTER] CFR: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T09:08:31.780091] [DEBUG] [FORECASTER] CFR: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T09:08:31.780277] [INFO ] [CONFIGURE ] CFR: DISCARDED add_pbf_morning_momentum (score: 40.00%)
[2025-11-25T09:08:31.780335] [INFO ] [CONFIGURE ] JOB ETA: 1.6h | Avg: 2.8s/test | Remaining: 2076 tests
[2025-11-25T09:08:31.780382] [INFO ] [CONFIGURE ] CFR: Testing feature 16/29: add_pbf_overnight_gap
[2025-11-25T09:08:31.780425] [INFO ] [CONFIGURE ] CFR: Testing with features: ['add_cumulative_delta', 'add_failed_moves', 'add_pbf_overnight_gap']
[2025-11-25T09:08:32.029574] [DEBUG] [FORECASTER] CFR: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T09:08:32.277361] [DEBUG] [FORECASTER] CFR: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T09:08:32.530779] [DEBUG] [FORECASTER] CFR: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T09:08:32.783411] [DEBUG] [FORECASTER] CFR: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T09:08:33.041148] [DEBUG] [FORECASTER] CFR: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T09:08:33.291288] [DEBUG] [FORECASTER] CFR: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T09:08:33.587989] [DEBUG] [FORECASTER] CFR: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T09:08:33.869077] [DEBUG] [FORECASTER] CFR: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T09:08:34.119672] [DEBUG] [FORECASTER] CFR: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T09:08:34.367810] [DEBUG] [FORECASTER] CFR: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T09:08:34.368195] [INFO ] [CONFIGURE ] CFR: DISCARDED add_pbf_overnight_gap (score: 40.00%)
[2025-11-25T09:08:34.368268] [INFO ] [CONFIGURE ] JOB ETA: 1.6h | Avg: 2.8s/test | Remaining: 2075 tests
[2025-11-25T09:08:34.368324] [INFO ] [CONFIGURE ] CFR: Testing feature 17/29: add_pbf_return_2d
[2025-11-25T09:08:34.368378] [INFO ] [CONFIGURE ] CFR: Testing with features: ['add_cumulative_delta', 'add_failed_moves', 'add_pbf_return_2d']
[2025-11-25T09:08:34.607419] [DEBUG] [FORECASTER] CFR: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T09:08:34.841404] [DEBUG] [FORECASTER] CFR: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T09:08:35.074050] [DEBUG] [FORECASTER] CFR: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T09:08:35.309239] [DEBUG] [FORECASTER] CFR: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T09:08:35.543058] [DEBUG] [FORECASTER] CFR: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T09:08:35.777942] [DEBUG] [FORECASTER] CFR: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T09:08:36.017182] [DEBUG] [FORECASTER] CFR: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T09:08:36.250266] [DEBUG] [FORECASTER] CFR: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T09:08:36.480160] [DEBUG] [FORECASTER] CFR: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T09:08:36.710592] [DEBUG] [FORECASTER] CFR: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T09:08:36.710798] [INFO ] [CONFIGURE ] CFR: DISCARDED add_pbf_return_2d (score: 30.00%)
[2025-11-25T09:08:36.710855] [INFO ] [CONFIGURE ] JOB ETA: 1.6h | Avg: 2.8s/test | Remaining: 2074 tests
[2025-11-25T09:08:36.710902] [INFO ] [CONFIGURE ] CFR: Testing feature 18/29: add_pbf_volatility_5d
[2025-11-25T09:08:36.710938] [INFO ] [CONFIGURE ] CFR: Testing with features: ['add_cumulative_delta', 'add_failed_moves', 'add_pbf_volatility_5d']
[2025-11-25T09:08:36.938707] [DEBUG] [FORECASTER] CFR: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T09:08:37.169198] [DEBUG] [FORECASTER] CFR: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0
[2025-11-25T09:08:37.399437] [DEBUG] [FORECASTER] CFR: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T09:08:37.633414] [DEBUG] [FORECASTER] CFR: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T09:08:37.866504] [DEBUG] [FORECASTER] CFR: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T09:08:38.103140] [DEBUG] [FORECASTER] CFR: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T09:08:38.340301] [DEBUG] [FORECASTER] CFR: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T09:08:38.578544] [DEBUG] [FORECASTER] CFR: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T09:08:38.833437] [DEBUG] [FORECASTER] CFR: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T09:08:39.084018] [DEBUG] [FORECASTER] CFR: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T09:08:39.084212] [INFO ] [CONFIGURE ] CFR: DISCARDED add_pbf_volatility_5d (score: 40.00%)
[2025-11-25T09:08:39.084271] [INFO ] [CONFIGURE ] JOB ETA: 1.6h | Avg: 2.8s/test | Remaining: 2073 tests
[2025-11-25T09:08:39.084309] [INFO ] [CONFIGURE ] CFR: Testing feature 19/29: add_pbf_vs_sma_5
[2025-11-25T09:08:39.084346] [INFO ] [CONFIGURE ] CFR: Testing with features: ['add_cumulative_delta', 'add_failed_moves', 'add_pbf_vs_sma_5']
[2025-11-25T09:08:39.314288] [DEBUG] [FORECASTER] CFR: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T09:08:39.545785] [DEBUG] [FORECASTER] CFR: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T09:08:39.778883] [DEBUG] [FORECASTER] CFR: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T09:08:40.017505] [DEBUG] [FORECASTER] CFR: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T09:08:40.255410] [DEBUG] [FORECASTER] CFR: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T09:08:40.492050] [DEBUG] [FORECASTER] CFR: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T09:08:40.723190] [DEBUG] [FORECASTER] CFR: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T09:08:40.959553] [DEBUG] [FORECASTER] CFR: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T09:08:41.203507] [DEBUG] [FORECASTER] CFR: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T09:08:41.434887] [DEBUG] [FORECASTER] CFR: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T09:08:41.435056] [INFO ] [CONFIGURE ] CFR: DISCARDED add_pbf_vs_sma_5 (score: 40.00%)
[2025-11-25T09:08:41.435112] [INFO ] [CONFIGURE ] JOB ETA: 1.6h | Avg: 2.8s/test | Remaining: 2072 tests
[2025-11-25T09:08:41.435161] [INFO ] [CONFIGURE ] CFR: Testing feature 20/29: add_price_rejection
[2025-11-25T09:08:41.435203] [INFO ] [CONFIGURE ] CFR: Testing with features: ['add_cumulative_delta', 'add_failed_moves', 'add_price_rejection']
[2025-11-25T09:08:41.686355] [DEBUG] [FORECASTER] CFR: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T09:08:41.941467] [DEBUG] [FORECASTER] CFR: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T09:08:42.192346] [DEBUG] [FORECASTER] CFR: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T09:08:42.440789] [DEBUG] [FORECASTER] CFR: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T09:08:42.744542] [DEBUG] [FORECASTER] CFR: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T09:08:42.992849] [DEBUG] [FORECASTER] CFR: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T09:08:43.242054] [DEBUG] [FORECASTER] CFR: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T09:08:43.507721] [DEBUG] [FORECASTER] CFR: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T09:08:43.765970] [DEBUG] [FORECASTER] CFR: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T09:08:44.021410] [DEBUG] [FORECASTER] CFR: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T09:08:44.021583] [INFO ] [CONFIGURE ] CFR: KEPT add_price_rejection (score: 70.00%)
[2025-11-25T09:08:44.021660] [INFO ] [CONFIGURE ] JOB ETA: 1.6h | Avg: 2.8s/test | Remaining: 2071 tests
[2025-11-25T09:08:44.021712] [INFO ] [CONFIGURE ] CFR: Testing feature 21/29: add_range_position
[2025-11-25T09:08:44.021750] [INFO ] [CONFIGURE ] CFR: Testing with features: ['add_cumulative_delta', 'add_failed_moves', 'add_price_rejection', 'add_range_position']
[2025-11-25T09:08:44.315692] [DEBUG] [FORECASTER] CFR: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T09:08:44.628778] [DEBUG] [FORECASTER] CFR: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0
[2025-11-25T09:08:44.936346] [DEBUG] [FORECASTER] CFR: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T09:08:45.243501] [DEBUG] [FORECASTER] CFR: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T09:08:45.578598] [DEBUG] [FORECASTER] CFR: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T09:08:45.886004] [DEBUG] [FORECASTER] CFR: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T09:08:46.195622] [DEBUG] [FORECASTER] CFR: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T09:08:46.497159] [DEBUG] [FORECASTER] CFR: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T09:08:46.803437] [DEBUG] [FORECASTER] CFR: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T09:08:47.113313] [DEBUG] [FORECASTER] CFR: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T09:08:47.113514] [INFO ] [CONFIGURE ] CFR: DISCARDED add_range_position (score: 40.00%)
[2025-11-25T09:08:47.113576] [INFO ] [CONFIGURE ] JOB ETA: 1.6h | Avg: 2.8s/test | Remaining: 2070 tests
[2025-11-25T09:08:47.113624] [INFO ] [CONFIGURE ] CFR: Testing feature 22/29: add_realized_volatility
[2025-11-25T09:08:47.113698] [INFO ] [CONFIGURE ] CFR: Testing with features: ['add_cumulative_delta', 'add_failed_moves', 'add_price_rejection', 'add_realized_volatility']
[2025-11-25T09:08:47.501488] [DEBUG] [FORECASTER] CFR: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T09:08:47.897792] [DEBUG] [FORECASTER] CFR: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0
[2025-11-25T09:08:48.276681] [DEBUG] [FORECASTER] CFR: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T09:08:48.648142] [DEBUG] [FORECASTER] CFR: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T09:08:49.022304] [DEBUG] [FORECASTER] CFR: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T09:08:49.393494] [DEBUG] [FORECASTER] CFR: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T09:08:49.760948] [DEBUG] [FORECASTER] CFR: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T09:08:50.137636] [DEBUG] [FORECASTER] CFR: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T09:08:50.508162] [DEBUG] [FORECASTER] CFR: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T09:08:50.881406] [DEBUG] [FORECASTER] CFR: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T09:08:50.881608] [INFO ] [CONFIGURE ] CFR: DISCARDED add_realized_volatility (score: 50.00%)
[2025-11-25T09:08:50.881687] [INFO ] [CONFIGURE ] JOB ETA: 1.6h | Avg: 2.8s/test | Remaining: 2069 tests
[2025-11-25T09:08:50.881736] [INFO ] [CONFIGURE ] CFR: Testing feature 23/29: add_recent_range_context
[2025-11-25T09:08:50.881779] [INFO ] [CONFIGURE ] CFR: Testing with features: ['add_cumulative_delta', 'add_failed_moves', 'add_price_rejection', 'add_recent_range_context']
[2025-11-25T09:08:51.129368] [DEBUG] [FORECASTER] CFR: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T09:08:51.372595] [DEBUG] [FORECASTER] CFR: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T09:08:51.627125] [DEBUG] [FORECASTER] CFR: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T09:08:51.878270] [DEBUG] [FORECASTER] CFR: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T09:08:52.127901] [DEBUG] [FORECASTER] CFR: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T09:08:52.380992] [DEBUG] [FORECASTER] CFR: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T09:08:52.638080] [DEBUG] [FORECASTER] CFR: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T09:08:52.904010] [DEBUG] [FORECASTER] CFR: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T09:08:53.160490] [DEBUG] [FORECASTER] CFR: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T09:08:53.422916] [DEBUG] [FORECASTER] CFR: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T09:08:53.423066] [INFO ] [CONFIGURE ] CFR: DISCARDED add_recent_range_context (score: 50.00%)
[2025-11-25T09:08:53.423123] [INFO ] [CONFIGURE ] JOB ETA: 1.6h | Avg: 2.8s/test | Remaining: 2068 tests
[2025-11-25T09:08:53.423170] [INFO ] [CONFIGURE ] CFR: Testing feature 24/29: add_rsi
[2025-11-25T09:08:53.423215] [INFO ] [CONFIGURE ] CFR: Testing with features: ['add_cumulative_delta', 'add_failed_moves', 'add_price_rejection', 'add_ema', 'add_rsi']
[2025-11-25T09:08:53.761312] [DEBUG] [FORECASTER] CFR: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T09:08:54.090182] [DEBUG] [FORECASTER] CFR: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0
[2025-11-25T09:08:54.454521] [DEBUG] [FORECASTER] CFR: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T09:08:54.868548] [DEBUG] [FORECASTER] CFR: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T09:08:55.236764] [DEBUG] [FORECASTER] CFR: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T09:08:55.548993] [DEBUG] [FORECASTER] CFR: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T09:08:55.879036] [DEBUG] [FORECASTER] CFR: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T09:08:56.181331] [DEBUG] [FORECASTER] CFR: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T09:08:56.478134] [DEBUG] [FORECASTER] CFR: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T09:08:56.777514] [DEBUG] [FORECASTER] CFR: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T09:08:56.777694] [INFO ] [CONFIGURE ] CFR: DISCARDED add_rsi (score: 40.00%)
[2025-11-25T09:08:56.777753] [INFO ] [CONFIGURE ] JOB ETA: 1.6h | Avg: 2.8s/test | Remaining: 2067 tests
[2025-11-25T09:08:56.777801] [INFO ] [CONFIGURE ] CFR: Testing feature 25/29: add_tick_distribution
[2025-11-25T09:08:56.777845] [INFO ] [CONFIGURE ] CFR: Testing with features: ['add_cumulative_delta', 'add_failed_moves', 'add_price_rejection', 'add_tick_distribution']
[2025-11-25T09:08:57.034825] [DEBUG] [FORECASTER] CFR: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T09:08:57.292069] [DEBUG] [FORECASTER] CFR: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T09:08:57.551262] [DEBUG] [FORECASTER] CFR: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T09:08:57.811536] [DEBUG] [FORECASTER] CFR: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T09:08:58.071172] [DEBUG] [FORECASTER] CFR: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T09:08:58.332767] [DEBUG] [FORECASTER] CFR: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T09:08:58.603439] [DEBUG] [FORECASTER] CFR: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T09:08:58.869949] [DEBUG] [FORECASTER] CFR: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T09:08:59.133485] [DEBUG] [FORECASTER] CFR: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T09:08:59.396504] [DEBUG] [FORECASTER] CFR: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T09:08:59.396689] [INFO ] [CONFIGURE ] CFR: DISCARDED add_tick_distribution (score: 60.00%)
[2025-11-25T09:08:59.396750] [INFO ] [CONFIGURE ] JOB ETA: 1.6h | Avg: 2.8s/test | Remaining: 2066 tests
[2025-11-25T09:08:59.396797] [INFO ] [CONFIGURE ] CFR: Testing feature 26/29: add_volume_momentum_confirmation
[2025-11-25T09:08:59.396842] [INFO ] [CONFIGURE ] CFR: Testing with features: ['add_cumulative_delta', 'add_failed_moves', 'add_price_rejection', 'add_volume_momentum_confirmation']
[2025-11-25T09:08:59.658967] [DEBUG] [FORECASTER] CFR: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T09:08:59.919281] [DEBUG] [FORECASTER] CFR: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T09:09:00.180237] [DEBUG] [FORECASTER] CFR: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T09:09:00.445287] [DEBUG] [FORECASTER] CFR: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T09:09:00.761221] [DEBUG] [FORECASTER] CFR: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T09:09:01.570462] [DEBUG] [FORECASTER] CFR: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T09:09:01.903506] [DEBUG] [FORECASTER] CFR: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T09:09:02.185923] [DEBUG] [FORECASTER] CFR: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T09:09:02.469380] [DEBUG] [FORECASTER] CFR: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T09:09:02.740285] [DEBUG] [FORECASTER] CFR: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T09:09:02.740492] [INFO ] [CONFIGURE ] CFR: DISCARDED add_volume_momentum_confirmation (score: 40.00%)
[2025-11-25T09:09:02.740550] [INFO ] [CONFIGURE ] JOB ETA: 1.6h | Avg: 2.8s/test | Remaining: 2065 tests
[2025-11-25T09:09:02.740594] [INFO ] [CONFIGURE ] CFR: Testing feature 27/29: add_volume_price_divergence
[2025-11-25T09:09:02.740658] [INFO ] [CONFIGURE ] CFR: Testing with features: ['add_cumulative_delta', 'add_failed_moves', 'add_price_rejection', 'add_volume_price_divergence']
[2025-11-25T09:09:03.019037] [DEBUG] [FORECASTER] CFR: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T09:09:03.282848] [DEBUG] [FORECASTER] CFR: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0
[2025-11-25T09:09:03.555440] [DEBUG] [FORECASTER] CFR: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T09:09:03.817708] [DEBUG] [FORECASTER] CFR: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T09:09:04.085776] [DEBUG] [FORECASTER] CFR: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T09:09:04.362021] [DEBUG] [FORECASTER] CFR: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T09:09:04.629826] [DEBUG] [FORECASTER] CFR: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T09:09:04.933763] [DEBUG] [FORECASTER] CFR: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T09:09:05.235268] [DEBUG] [FORECASTER] CFR: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T09:09:05.539572] [DEBUG] [FORECASTER] CFR: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T09:09:05.539812] [INFO ] [CONFIGURE ] CFR: DISCARDED add_volume_price_divergence (score: 40.00%)
[2025-11-25T09:09:05.539878] [INFO ] [CONFIGURE ] JOB ETA: 1.6h | Avg: 2.8s/test | Remaining: 2064 tests
[2025-11-25T09:09:05.539933] [INFO ] [CONFIGURE ] CFR: Testing feature 28/29: add_volume_profile
[2025-11-25T09:09:05.539982] [INFO ] [CONFIGURE ] CFR: Testing with features: ['add_cumulative_delta', 'add_failed_moves', 'add_price_rejection', 'add_volume_profile']
[2025-11-25T09:09:05.841845] [DEBUG] [FORECASTER] CFR: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T09:09:06.141118] [DEBUG] [FORECASTER] CFR: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0
[2025-11-25T09:09:06.448714] [DEBUG] [FORECASTER] CFR: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T09:09:06.749848] [DEBUG] [FORECASTER] CFR: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T09:09:07.033928] [DEBUG] [FORECASTER] CFR: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T09:09:07.324763] [DEBUG] [FORECASTER] CFR: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T09:09:07.635708] [DEBUG] [FORECASTER] CFR: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T09:09:07.939152] [DEBUG] [FORECASTER] CFR: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T09:09:08.221208] [DEBUG] [FORECASTER] CFR: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T09:09:08.508221] [DEBUG] [FORECASTER] CFR: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T09:09:08.508391] [INFO ] [CONFIGURE ] CFR: DISCARDED add_volume_profile (score: 40.00%)
[2025-11-25T09:09:08.508447] [INFO ] [CONFIGURE ] JOB ETA: 1.6h | Avg: 2.8s/test | Remaining: 2063 tests
[2025-11-25T09:09:08.508492] [INFO ] [CONFIGURE ] CFR: Testing feature 29/29: add_vwap
[2025-11-25T09:09:08.508536] [INFO ] [CONFIGURE ] CFR: Testing with features: ['add_cumulative_delta', 'add_failed_moves', 'add_price_rejection', 'add_vwap']
[2025-11-25T09:09:08.812073] [DEBUG] [FORECASTER] CFR: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T09:09:09.091844] [DEBUG] [FORECASTER] CFR: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T09:09:09.371729] [DEBUG] [FORECASTER] CFR: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T09:09:09.679985] [DEBUG] [FORECASTER] CFR: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T09:09:09.982347] [DEBUG] [FORECASTER] CFR: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T09:09:10.285448] [DEBUG] [FORECASTER] CFR: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T09:09:10.567580] [DEBUG] [FORECASTER] CFR: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T09:09:10.872340] [DEBUG] [FORECASTER] CFR: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T09:09:11.188079] [DEBUG] [FORECASTER] CFR: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T09:09:11.499715] [DEBUG] [FORECASTER] CFR: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T09:09:11.499894] [INFO ] [CONFIGURE ] CFR: DISCARDED add_vwap (score: 60.00%)
[2025-11-25T09:09:11.499953] [INFO ] [CONFIGURE ] JOB ETA: 1.6h | Avg: 2.8s/test | Remaining: 2062 tests
[2025-11-25T09:09:11.500024] [INFO ] [CONFIGURE ] CFR: ===== FEATURE SELECTION COMPLETE =====
[2025-11-25T09:09:11.500068] [INFO ] [CONFIGURE ] CFR: Best accuracy: 70.00%
[2025-11-25T09:09:11.500113] [INFO ] [CONFIGURE ] CFR: Best feature set (3 features): ['add_cumulative_delta', 'add_failed_moves', 'add_price_rejection']
[2025-11-25T09:09:11.500154] [INFO ] [CONFIGURE ] CFR: Improvement over baseline: 40.00%
[2025-11-25T09:09:11.500193] [INFO ] [CONFIGURE ] CFR: Total time: 1.3 minutes
[2025-11-25T09:09:11.500238] [INFO ] [CONFIGURE ] CFR: Average time per feature: 2.7 seconds
[2025-11-25T09:09:11.500293] [INFO ] [CONFIGURE ] CFR: Average speed: 0.37 features/sec
[2025-11-25T09:09:11.500670] [INFO ] [LOCAL     ] Saved configuration for CFR: 3 features, 70.00% accuracy -> ./output/feature-sets/CFR.json
[2025-11-25T09:09:11.500731] [INFO ] [CONFIGURE ] CFR: Configuration saved successfully: 3 features, 70.00% accuracy.
[2025-11-25T09:09:11.500783] [INFO ] [sig       ] [94/164] Successfully configured CFR | 0.01 sym/s | Total: 2.1h | ETA: 1.6h
[2025-11-25T09:09:11.500830] [INFO ] [sig       ] [95/164] Configuring CGAU...
[2025-11-25T09:09:11.500872] [INFO ] [CONFIGURE ] CGAU: Configurate test run.
[2025-11-25T09:09:11.500914] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CGAU' from 'https://tdm.silogroup.org/data/derivative_storage/CGAU.csv'.
[2025-11-25T09:09:11.512708] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'CGAU'.
[2025-11-25T09:09:11.513036] [INFO ] [CONFIGURE ] CGAU: Testing with 29 available features
[2025-11-25T09:09:11.513096] [INFO ] [CONFIGURE ] CGAU: Establishing baseline with no features...
[2025-11-25T09:09:11.713323] [DEBUG] [FORECASTER] CGAU: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T09:09:11.903629] [DEBUG] [FORECASTER] CGAU: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T09:09:12.094951] [DEBUG] [FORECASTER] CGAU: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T09:09:12.296925] [DEBUG] [FORECASTER] CGAU: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T09:09:12.484950] [DEBUG] [FORECASTER] CGAU: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T09:09:12.683347] [DEBUG] [FORECASTER] CGAU: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T09:09:12.886631] [DEBUG] [FORECASTER] CGAU: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T09:09:13.091387] [DEBUG] [FORECASTER] CGAU: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T09:09:13.286461] [DEBUG] [FORECASTER] CGAU: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T09:09:13.490961] [DEBUG] [FORECASTER] CGAU: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T09:09:13.491135] [INFO ] [CONFIGURE ] CGAU: Baseline score (no features): 50.00%
[2025-11-25T09:09:13.491185] [INFO ] [CONFIGURE ] CGAU: Testing feature 1/29: add_bollinger_bands
[2025-11-25T09:09:13.491224] [INFO ] [CONFIGURE ] CGAU: Testing with features: ['add_bollinger_bands']
[2025-11-25T09:09:13.706881] [DEBUG] [FORECASTER] CGAU: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T09:09:13.932908] [DEBUG] [FORECASTER] CGAU: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T09:09:14.173698] [DEBUG] [FORECASTER] CGAU: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T09:09:14.419214] [DEBUG] [FORECASTER] CGAU: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T09:09:14.642114] [DEBUG] [FORECASTER] CGAU: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T09:09:14.870487] [DEBUG] [FORECASTER] CGAU: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T09:09:15.108751] [DEBUG] [FORECASTER] CGAU: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T09:09:15.339865] [DEBUG] [FORECASTER] CGAU: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T09:09:15.577610] [DEBUG] [FORECASTER] CGAU: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T09:09:15.812756] [DEBUG] [FORECASTER] CGAU: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T09:09:15.812925] [INFO ] [CONFIGURE ] CGAU: DISCARDED add_bollinger_bands (score: 50.00%)
[2025-11-25T09:09:15.812974] [INFO ] [CONFIGURE ] JOB ETA: 1.6h | Avg: 2.8s/test | Remaining: 2061 tests
[2025-11-25T09:09:15.813013] [INFO ] [CONFIGURE ] CGAU: Testing feature 2/29: add_cumulative_delta
[2025-11-25T09:09:15.813047] [INFO ] [CONFIGURE ] CGAU: Testing with features: ['add_cumulative_delta']
[2025-11-25T09:09:16.040866] [DEBUG] [FORECASTER] CGAU: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T09:09:16.250992] [DEBUG] [FORECASTER] CGAU: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T09:09:16.464739] [DEBUG] [FORECASTER] CGAU: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T09:09:16.681167] [DEBUG] [FORECASTER] CGAU: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T09:09:16.894156] [DEBUG] [FORECASTER] CGAU: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T09:09:17.101993] [DEBUG] [FORECASTER] CGAU: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T09:09:17.310937] [DEBUG] [FORECASTER] CGAU: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T09:09:17.522201] [DEBUG] [FORECASTER] CGAU: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T09:09:17.732186] [DEBUG] [FORECASTER] CGAU: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T09:09:17.943274] [DEBUG] [FORECASTER] CGAU: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T09:09:17.943462] [INFO ] [CONFIGURE ] CGAU: DISCARDED add_cumulative_delta (score: 40.00%)
[2025-11-25T09:09:17.943510] [INFO ] [CONFIGURE ] JOB ETA: 1.6h | Avg: 2.8s/test | Remaining: 2060 tests
[2025-11-25T09:09:17.943548] [INFO ] [CONFIGURE ] CGAU: Testing feature 3/29: add_daily_returns
[2025-11-25T09:09:17.943584] [INFO ] [CONFIGURE ] CGAU: Testing with features: ['add_daily_returns']
[2025-11-25T09:09:18.132110] [DEBUG] [FORECASTER] CGAU: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T09:09:18.316528] [DEBUG] [FORECASTER] CGAU: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T09:09:18.502634] [DEBUG] [FORECASTER] CGAU: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T09:09:18.684477] [DEBUG] [FORECASTER] CGAU: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T09:09:18.868120] [DEBUG] [FORECASTER] CGAU: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T09:09:19.055382] [DEBUG] [FORECASTER] CGAU: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T09:09:19.237621] [DEBUG] [FORECASTER] CGAU: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T09:09:19.422477] [DEBUG] [FORECASTER] CGAU: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T09:09:19.615470] [DEBUG] [FORECASTER] CGAU: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T09:09:19.811584] [DEBUG] [FORECASTER] CGAU: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T09:09:19.811780] [INFO ] [CONFIGURE ] CGAU: DISCARDED add_daily_returns (score: 50.00%)
[2025-11-25T09:09:19.811859] [INFO ] [CONFIGURE ] JOB ETA: 1.6h | Avg: 2.8s/test | Remaining: 2059 tests
[2025-11-25T09:09:19.811912] [INFO ] [CONFIGURE ] CGAU: Testing feature 4/29: add_ema
[2025-11-25T09:09:19.811971] [INFO ] [CONFIGURE ] CGAU: Testing with features: ['add_ema']
[2025-11-25T09:09:20.038238] [DEBUG] [FORECASTER] CGAU: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T09:09:20.284915] [DEBUG] [FORECASTER] CGAU: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T09:09:20.504747] [DEBUG] [FORECASTER] CGAU: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T09:09:20.725280] [DEBUG] [FORECASTER] CGAU: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T09:09:20.946634] [DEBUG] [FORECASTER] CGAU: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T09:09:21.168565] [DEBUG] [FORECASTER] CGAU: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T09:09:21.385996] [DEBUG] [FORECASTER] CGAU: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T09:09:21.598378] [DEBUG] [FORECASTER] CGAU: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T09:09:21.813410] [DEBUG] [FORECASTER] CGAU: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T09:09:22.029501] [DEBUG] [FORECASTER] CGAU: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T09:09:22.029799] [INFO ] [CONFIGURE ] CGAU: KEPT add_ema (score: 60.00%)
[2025-11-25T09:09:22.029916] [INFO ] [CONFIGURE ] JOB ETA: 1.6h | Avg: 2.8s/test | Remaining: 2058 tests
[2025-11-25T09:09:22.030013] [INFO ] [CONFIGURE ] CGAU: Testing feature 5/29: add_exhaustion_signals
[2025-11-25T09:09:22.030108] [INFO ] [CONFIGURE ] CGAU: Testing with features: ['add_ema', 'add_vwap', 'add_exhaustion_signals']
[2025-11-25T09:09:22.287754] [DEBUG] [FORECASTER] CGAU: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T09:09:22.549711] [DEBUG] [FORECASTER] CGAU: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T09:09:22.814264] [DEBUG] [FORECASTER] CGAU: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T09:09:23.081915] [DEBUG] [FORECASTER] CGAU: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T09:09:23.345190] [DEBUG] [FORECASTER] CGAU: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T09:09:23.615930] [DEBUG] [FORECASTER] CGAU: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T09:09:23.880903] [DEBUG] [FORECASTER] CGAU: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T09:09:24.147321] [DEBUG] [FORECASTER] CGAU: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T09:09:24.416984] [DEBUG] [FORECASTER] CGAU: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T09:09:24.695799] [DEBUG] [FORECASTER] CGAU: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T09:09:24.695993] [INFO ] [CONFIGURE ] CGAU: KEPT add_exhaustion_signals (score: 70.00%)
[2025-11-25T09:09:24.696053] [INFO ] [CONFIGURE ] JOB ETA: 1.6h | Avg: 2.8s/test | Remaining: 2057 tests
[2025-11-25T09:09:24.696098] [INFO ] [CONFIGURE ] CGAU: Testing feature 6/29: add_failed_moves
[2025-11-25T09:09:24.696142] [INFO ] [CONFIGURE ] CGAU: Testing with features: ['add_ema', 'add_vwap', 'add_exhaustion_signals', 'add_failed_moves']
[2025-11-25T09:09:24.977511] [DEBUG] [FORECASTER] CGAU: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T09:09:25.260802] [DEBUG] [FORECASTER] CGAU: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T09:09:25.535375] [DEBUG] [FORECASTER] CGAU: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T09:09:25.816902] [DEBUG] [FORECASTER] CGAU: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T09:09:26.088283] [DEBUG] [FORECASTER] CGAU: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T09:09:26.368956] [DEBUG] [FORECASTER] CGAU: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T09:09:26.656171] [DEBUG] [FORECASTER] CGAU: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T09:09:26.948385] [DEBUG] [FORECASTER] CGAU: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-25T09:09:27.234602] [DEBUG] [FORECASTER] CGAU: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T09:09:27.512847] [DEBUG] [FORECASTER] CGAU: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T09:09:27.513038] [INFO ] [CONFIGURE ] CGAU: DISCARDED add_failed_moves (score: 60.00%)
[2025-11-25T09:09:27.513106] [INFO ] [CONFIGURE ] JOB ETA: 1.6h | Avg: 2.8s/test | Remaining: 2056 tests
[2025-11-25T09:09:27.513153] [INFO ] [CONFIGURE ] CGAU: Testing feature 7/29: add_lag_shelf
[2025-11-25T09:09:27.513198] [INFO ] [CONFIGURE ] CGAU: Testing with features: ['add_ema', 'add_vwap', 'add_exhaustion_signals', 'add_lag_shelf']
[2025-11-25T09:09:27.768281] [DEBUG] [FORECASTER] CGAU: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T09:09:28.028843] [DEBUG] [FORECASTER] CGAU: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T09:09:28.286720] [DEBUG] [FORECASTER] CGAU: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T09:09:28.555227] [DEBUG] [FORECASTER] CGAU: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T09:09:28.813997] [DEBUG] [FORECASTER] CGAU: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T09:09:29.073220] [DEBUG] [FORECASTER] CGAU: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T09:09:29.350991] [DEBUG] [FORECASTER] CGAU: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T09:09:29.632172] [DEBUG] [FORECASTER] CGAU: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-25T09:09:29.888308] [DEBUG] [FORECASTER] CGAU: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T09:09:30.145247] [DEBUG] [FORECASTER] CGAU: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T09:09:30.145419] [INFO ] [CONFIGURE ] CGAU: DISCARDED add_lag_shelf (score: 60.00%)
[2025-11-25T09:09:30.145476] [INFO ] [CONFIGURE ] JOB ETA: 1.6h | Avg: 2.8s/test | Remaining: 2055 tests
[2025-11-25T09:09:30.145515] [INFO ] [CONFIGURE ] CGAU: Testing feature 8/29: add_macd
[2025-11-25T09:09:30.145560] [INFO ] [CONFIGURE ] CGAU: Testing with features: ['add_ema', 'add_vwap', 'add_exhaustion_signals', 'add_macd']
[2025-11-25T09:09:30.475013] [DEBUG] [FORECASTER] CGAU: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T09:09:30.798688] [DEBUG] [FORECASTER] CGAU: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T09:09:31.180330] [DEBUG] [FORECASTER] CGAU: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T09:09:31.533535] [DEBUG] [FORECASTER] CGAU: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T09:09:31.902661] [DEBUG] [FORECASTER] CGAU: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T09:09:32.244563] [DEBUG] [FORECASTER] CGAU: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T09:09:32.573113] [DEBUG] [FORECASTER] CGAU: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T09:09:32.895518] [DEBUG] [FORECASTER] CGAU: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T09:09:33.235732] [DEBUG] [FORECASTER] CGAU: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T09:09:33.588015] [DEBUG] [FORECASTER] CGAU: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T09:09:33.588285] [INFO ] [CONFIGURE ] CGAU: KEPT add_macd (score: 80.00%)
[2025-11-25T09:09:33.588348] [INFO ] [CONFIGURE ] JOB ETA: 1.6h | Avg: 2.8s/test | Remaining: 2054 tests
[2025-11-25T09:09:33.588397] [INFO ] [CONFIGURE ] CGAU: Testing feature 9/29: add_mfi
[2025-11-25T09:09:33.588444] [INFO ] [CONFIGURE ] CGAU: Testing with features: ['add_ema', 'add_vwap', 'add_exhaustion_signals', 'add_macd', 'add_mfi']
[2025-11-25T09:09:33.951410] [DEBUG] [FORECASTER] CGAU: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T09:09:34.347480] [DEBUG] [FORECASTER] CGAU: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T09:09:34.732344] [DEBUG] [FORECASTER] CGAU: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T09:09:35.095430] [DEBUG] [FORECASTER] CGAU: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T09:09:35.449743] [DEBUG] [FORECASTER] CGAU: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T09:09:35.813068] [DEBUG] [FORECASTER] CGAU: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T09:09:36.162476] [DEBUG] [FORECASTER] CGAU: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T09:09:36.510188] [DEBUG] [FORECASTER] CGAU: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T09:09:36.853480] [DEBUG] [FORECASTER] CGAU: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T09:09:37.219809] [DEBUG] [FORECASTER] CGAU: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T09:09:37.220063] [INFO ] [CONFIGURE ] CGAU: DISCARDED add_mfi (score: 70.00%)
[2025-11-25T09:09:37.220148] [INFO ] [CONFIGURE ] JOB ETA: 1.6h | Avg: 2.8s/test | Remaining: 2053 tests
[2025-11-25T09:09:37.220194] [INFO ] [CONFIGURE ] CGAU: Testing feature 10/29: add_momentum_acceleration
[2025-11-25T09:09:37.220233] [INFO ] [CONFIGURE ] CGAU: Testing with features: ['add_ema', 'add_vwap', 'add_exhaustion_signals', 'add_macd', 'add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-11-25T09:09:37.652067] [DEBUG] [FORECASTER] CGAU: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T09:09:38.087078] [DEBUG] [FORECASTER] CGAU: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T09:09:38.533431] [DEBUG] [FORECASTER] CGAU: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T09:09:38.981721] [DEBUG] [FORECASTER] CGAU: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T09:09:39.409224] [DEBUG] [FORECASTER] CGAU: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T09:09:39.831040] [DEBUG] [FORECASTER] CGAU: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T09:09:40.243593] [DEBUG] [FORECASTER] CGAU: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T09:09:40.663586] [DEBUG] [FORECASTER] CGAU: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T09:09:41.074103] [DEBUG] [FORECASTER] CGAU: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T09:09:41.483309] [DEBUG] [FORECASTER] CGAU: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T09:09:41.483513] [INFO ] [CONFIGURE ] CGAU: DISCARDED add_momentum_acceleration (score: 70.00%)
[2025-11-25T09:09:41.483572] [INFO ] [CONFIGURE ] JOB ETA: 1.6h | Avg: 2.8s/test | Remaining: 2052 tests
[2025-11-25T09:09:41.483620] [INFO ] [CONFIGURE ] CGAU: Testing feature 11/29: add_obv_daily
[2025-11-25T09:09:41.483685] [INFO ] [CONFIGURE ] CGAU: Testing with features: ['add_ema', 'add_vwap', 'add_exhaustion_signals', 'add_macd', 'add_obv_daily']
[2025-11-25T09:09:41.927013] [DEBUG] [FORECASTER] CGAU: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T09:09:42.355264] [DEBUG] [FORECASTER] CGAU: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T09:09:42.707741] [DEBUG] [FORECASTER] CGAU: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T09:09:43.048532] [DEBUG] [FORECASTER] CGAU: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T09:09:43.383416] [DEBUG] [FORECASTER] CGAU: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T09:09:43.731396] [DEBUG] [FORECASTER] CGAU: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T09:09:44.074265] [DEBUG] [FORECASTER] CGAU: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T09:09:44.416505] [DEBUG] [FORECASTER] CGAU: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-25T09:09:44.779898] [DEBUG] [FORECASTER] CGAU: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T09:09:45.149585] [DEBUG] [FORECASTER] CGAU: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T09:09:45.149803] [INFO ] [CONFIGURE ] CGAU: DISCARDED add_obv_daily (score: 70.00%)
[2025-11-25T09:09:45.149863] [INFO ] [CONFIGURE ] JOB ETA: 1.6h | Avg: 2.8s/test | Remaining: 2051 tests
[2025-11-25T09:09:45.149912] [INFO ] [CONFIGURE ] CGAU: Testing feature 12/29: add_obv_interval
[2025-11-25T09:09:45.149960] [INFO ] [CONFIGURE ] CGAU: Testing with features: ['add_ema', 'add_vwap', 'add_exhaustion_signals', 'add_macd', 'add_obv_interval']
[2025-11-25T09:09:45.482349] [DEBUG] [FORECASTER] CGAU: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T09:09:45.828110] [DEBUG] [FORECASTER] CGAU: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T09:09:46.175880] [DEBUG] [FORECASTER] CGAU: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T09:09:46.519088] [DEBUG] [FORECASTER] CGAU: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T09:09:46.854493] [DEBUG] [FORECASTER] CGAU: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T09:09:47.193260] [DEBUG] [FORECASTER] CGAU: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T09:09:47.556720] [DEBUG] [FORECASTER] CGAU: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T09:09:47.889604] [DEBUG] [FORECASTER] CGAU: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T09:09:48.251019] [DEBUG] [FORECASTER] CGAU: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T09:09:48.624384] [DEBUG] [FORECASTER] CGAU: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T09:09:48.624574] [INFO ] [CONFIGURE ] CGAU: DISCARDED add_obv_interval (score: 80.00%)
[2025-11-25T09:09:48.624631] [INFO ] [CONFIGURE ] JOB ETA: 1.6h | Avg: 2.8s/test | Remaining: 2050 tests
[2025-11-25T09:09:48.624700] [INFO ] [CONFIGURE ] CGAU: Testing feature 13/29: add_opening_strength
[2025-11-25T09:09:48.624747] [INFO ] [CONFIGURE ] CGAU: Testing with features: ['add_ema', 'add_vwap', 'add_exhaustion_signals', 'add_macd', 'add_daily_returns', 'add_opening_strength']
[2025-11-25T09:09:49.022990] [DEBUG] [FORECASTER] CGAU: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T09:09:49.400065] [DEBUG] [FORECASTER] CGAU: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T09:09:49.785333] [DEBUG] [FORECASTER] CGAU: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T09:09:50.177559] [DEBUG] [FORECASTER] CGAU: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T09:09:50.572776] [DEBUG] [FORECASTER] CGAU: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T09:09:50.934007] [DEBUG] [FORECASTER] CGAU: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T09:09:51.295389] [DEBUG] [FORECASTER] CGAU: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T09:09:51.663306] [DEBUG] [FORECASTER] CGAU: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T09:09:52.032580] [DEBUG] [FORECASTER] CGAU: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T09:09:52.405252] [DEBUG] [FORECASTER] CGAU: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T09:09:52.405442] [INFO ] [CONFIGURE ] CGAU: DISCARDED add_opening_strength (score: 80.00%)
[2025-11-25T09:09:52.405499] [INFO ] [CONFIGURE ] JOB ETA: 1.6h | Avg: 2.8s/test | Remaining: 2049 tests
[2025-11-25T09:09:52.405551] [INFO ] [CONFIGURE ] CGAU: Testing feature 14/29: add_order_flow_imbalance
[2025-11-25T09:09:52.405604] [INFO ] [CONFIGURE ] CGAU: Testing with features: ['add_ema', 'add_vwap', 'add_exhaustion_signals', 'add_macd', 'add_order_flow_imbalance']
[2025-11-25T09:09:52.757558] [DEBUG] [FORECASTER] CGAU: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T09:09:53.120818] [DEBUG] [FORECASTER] CGAU: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T09:09:53.479467] [DEBUG] [FORECASTER] CGAU: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T09:09:53.838952] [DEBUG] [FORECASTER] CGAU: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T09:09:54.203365] [DEBUG] [FORECASTER] CGAU: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T09:09:54.560827] [DEBUG] [FORECASTER] CGAU: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T09:09:54.928215] [DEBUG] [FORECASTER] CGAU: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T09:09:55.289337] [DEBUG] [FORECASTER] CGAU: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T09:09:55.653248] [DEBUG] [FORECASTER] CGAU: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T09:09:56.032506] [DEBUG] [FORECASTER] CGAU: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T09:09:56.032744] [INFO ] [CONFIGURE ] CGAU: DISCARDED add_order_flow_imbalance (score: 80.00%)
[2025-11-25T09:09:56.032810] [INFO ] [CONFIGURE ] JOB ETA: 1.6h | Avg: 2.8s/test | Remaining: 2048 tests
[2025-11-25T09:09:56.032882] [INFO ] [CONFIGURE ] CGAU: Testing feature 15/29: add_pbf_morning_momentum
[2025-11-25T09:09:56.032931] [INFO ] [CONFIGURE ] CGAU: Testing with features: ['add_ema', 'add_vwap', 'add_exhaustion_signals', 'add_macd', 'add_pbf_morning_momentum']
[2025-11-25T09:09:56.384845] [DEBUG] [FORECASTER] CGAU: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T09:09:56.735528] [DEBUG] [FORECASTER] CGAU: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T09:09:57.088928] [DEBUG] [FORECASTER] CGAU: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T09:09:57.440780] [DEBUG] [FORECASTER] CGAU: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T09:09:57.786418] [DEBUG] [FORECASTER] CGAU: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T09:09:58.137196] [DEBUG] [FORECASTER] CGAU: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T09:09:58.498596] [DEBUG] [FORECASTER] CGAU: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T09:09:58.890153] [DEBUG] [FORECASTER] CGAU: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T09:09:59.248871] [DEBUG] [FORECASTER] CGAU: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T09:09:59.589966] [DEBUG] [FORECASTER] CGAU: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T09:09:59.590169] [INFO ] [CONFIGURE ] CGAU: DISCARDED add_pbf_morning_momentum (score: 60.00%)
[2025-11-25T09:09:59.590229] [INFO ] [CONFIGURE ] JOB ETA: 1.6h | Avg: 2.8s/test | Remaining: 2047 tests
[2025-11-25T09:09:59.590280] [INFO ] [CONFIGURE ] CGAU: Testing feature 16/29: add_pbf_overnight_gap
[2025-11-25T09:09:59.590326] [INFO ] [CONFIGURE ] CGAU: Testing with features: ['add_ema', 'add_vwap', 'add_exhaustion_signals', 'add_macd', 'add_pbf_overnight_gap']
[2025-11-25T09:09:59.924835] [DEBUG] [FORECASTER] CGAU: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T09:10:00.247876] [DEBUG] [FORECASTER] CGAU: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T09:10:00.589411] [DEBUG] [FORECASTER] CGAU: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T09:10:01.644240] [DEBUG] [FORECASTER] CGAU: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T09:10:02.180347] [DEBUG] [FORECASTER] CGAU: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T09:10:02.523869] [DEBUG] [FORECASTER] CGAU: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T09:10:02.852484] [DEBUG] [FORECASTER] CGAU: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T09:10:03.184447] [DEBUG] [FORECASTER] CGAU: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-25T09:10:03.526692] [DEBUG] [FORECASTER] CGAU: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T09:10:03.886119] [DEBUG] [FORECASTER] CGAU: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T09:10:03.886340] [INFO ] [CONFIGURE ] CGAU: DISCARDED add_pbf_overnight_gap (score: 60.00%)
[2025-11-25T09:10:03.886402] [INFO ] [CONFIGURE ] JOB ETA: 1.6h | Avg: 2.8s/test | Remaining: 2046 tests
[2025-11-25T09:10:03.886451] [INFO ] [CONFIGURE ] CGAU: Testing feature 17/29: add_pbf_return_2d
[2025-11-25T09:10:03.886498] [INFO ] [CONFIGURE ] CGAU: Testing with features: ['add_ema', 'add_vwap', 'add_exhaustion_signals', 'add_macd', 'add_pbf_return_2d']
[2025-11-25T09:10:04.283685] [DEBUG] [FORECASTER] CGAU: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T09:10:04.655383] [DEBUG] [FORECASTER] CGAU: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T09:10:05.007614] [DEBUG] [FORECASTER] CGAU: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T09:10:05.368584] [DEBUG] [FORECASTER] CGAU: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T09:10:05.742181] [DEBUG] [FORECASTER] CGAU: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T09:10:06.103708] [DEBUG] [FORECASTER] CGAU: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T09:10:06.465108] [DEBUG] [FORECASTER] CGAU: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T09:10:06.831297] [DEBUG] [FORECASTER] CGAU: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T09:10:07.189302] [DEBUG] [FORECASTER] CGAU: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T09:10:07.549599] [DEBUG] [FORECASTER] CGAU: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T09:10:07.549834] [INFO ] [CONFIGURE ] CGAU: DISCARDED add_pbf_return_2d (score: 80.00%)
[2025-11-25T09:10:07.549905] [INFO ] [CONFIGURE ] JOB ETA: 1.6h | Avg: 2.8s/test | Remaining: 2045 tests
[2025-11-25T09:10:07.549965] [INFO ] [CONFIGURE ] CGAU: Testing feature 18/29: add_pbf_volatility_5d
[2025-11-25T09:10:07.550016] [INFO ] [CONFIGURE ] CGAU: Testing with features: ['add_ema', 'add_vwap', 'add_exhaustion_signals', 'add_macd', 'add_pbf_volatility_5d']
[2025-11-25T09:10:07.900969] [DEBUG] [FORECASTER] CGAU: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T09:10:08.256016] [DEBUG] [FORECASTER] CGAU: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T09:10:08.652028] [DEBUG] [FORECASTER] CGAU: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T09:10:09.044969] [DEBUG] [FORECASTER] CGAU: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T09:10:09.416532] [DEBUG] [FORECASTER] CGAU: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T09:10:09.775516] [DEBUG] [FORECASTER] CGAU: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T09:10:10.137830] [DEBUG] [FORECASTER] CGAU: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T09:10:10.501499] [DEBUG] [FORECASTER] CGAU: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T09:10:10.876668] [DEBUG] [FORECASTER] CGAU: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T09:10:11.230749] [DEBUG] [FORECASTER] CGAU: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T09:10:11.230945] [INFO ] [CONFIGURE ] CGAU: DISCARDED add_pbf_volatility_5d (score: 60.00%)
[2025-11-25T09:10:11.231003] [INFO ] [CONFIGURE ] JOB ETA: 1.6h | Avg: 2.8s/test | Remaining: 2044 tests
[2025-11-25T09:10:11.231050] [INFO ] [CONFIGURE ] CGAU: Testing feature 19/29: add_pbf_vs_sma_5
[2025-11-25T09:10:11.231094] [INFO ] [CONFIGURE ] CGAU: Testing with features: ['add_ema', 'add_vwap', 'add_exhaustion_signals', 'add_macd', 'add_pbf_vs_sma_5']
[2025-11-25T09:10:11.564569] [DEBUG] [FORECASTER] CGAU: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T09:10:11.916613] [DEBUG] [FORECASTER] CGAU: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T09:10:12.254226] [DEBUG] [FORECASTER] CGAU: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T09:10:12.624256] [DEBUG] [FORECASTER] CGAU: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T09:10:12.986464] [DEBUG] [FORECASTER] CGAU: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T09:10:13.319586] [DEBUG] [FORECASTER] CGAU: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T09:10:13.693483] [DEBUG] [FORECASTER] CGAU: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T09:10:14.050519] [DEBUG] [FORECASTER] CGAU: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T09:10:14.402723] [DEBUG] [FORECASTER] CGAU: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T09:10:14.750705] [DEBUG] [FORECASTER] CGAU: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T09:10:14.750915] [INFO ] [CONFIGURE ] CGAU: KEPT add_pbf_vs_sma_5 (score: 90.00%)
[2025-11-25T09:10:14.750973] [INFO ] [CONFIGURE ] JOB ETA: 1.6h | Avg: 2.8s/test | Remaining: 2043 tests
[2025-11-25T09:10:14.751042] [INFO ] [CONFIGURE ] CGAU: Testing feature 20/29: add_price_rejection
[2025-11-25T09:10:14.751090] [INFO ] [CONFIGURE ] CGAU: Testing with features: ['add_ema', 'add_vwap', 'add_exhaustion_signals', 'add_macd', 'add_pbf_vs_sma_5', 'add_price_rejection']
[2025-11-25T09:10:15.151464] [DEBUG] [FORECASTER] CGAU: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T09:10:15.532505] [DEBUG] [FORECASTER] CGAU: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T09:10:15.957991] [DEBUG] [FORECASTER] CGAU: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T09:10:16.356688] [DEBUG] [FORECASTER] CGAU: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T09:10:16.764547] [DEBUG] [FORECASTER] CGAU: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T09:10:17.178793] [DEBUG] [FORECASTER] CGAU: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T09:10:17.586988] [DEBUG] [FORECASTER] CGAU: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T09:10:17.994324] [DEBUG] [FORECASTER] CGAU: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-25T09:10:18.389579] [DEBUG] [FORECASTER] CGAU: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T09:10:18.789628] [DEBUG] [FORECASTER] CGAU: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T09:10:18.789854] [INFO ] [CONFIGURE ] CGAU: DISCARDED add_price_rejection (score: 50.00%)
[2025-11-25T09:10:18.789911] [INFO ] [CONFIGURE ] JOB ETA: 1.6h | Avg: 2.8s/test | Remaining: 2042 tests
[2025-11-25T09:10:18.789960] [INFO ] [CONFIGURE ] CGAU: Testing feature 21/29: add_range_position
[2025-11-25T09:10:18.790004] [INFO ] [CONFIGURE ] CGAU: Testing with features: ['add_ema', 'add_vwap', 'add_exhaustion_signals', 'add_macd', 'add_pbf_vs_sma_5', 'add_range_position']
[2025-11-25T09:10:19.198574] [DEBUG] [FORECASTER] CGAU: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T09:10:19.583739] [DEBUG] [FORECASTER] CGAU: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T09:10:19.959316] [DEBUG] [FORECASTER] CGAU: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T09:10:20.324489] [DEBUG] [FORECASTER] CGAU: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T09:10:20.696573] [DEBUG] [FORECASTER] CGAU: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T09:10:21.090742] [DEBUG] [FORECASTER] CGAU: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T09:10:21.472853] [DEBUG] [FORECASTER] CGAU: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T09:10:21.860496] [DEBUG] [FORECASTER] CGAU: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-25T09:10:22.246065] [DEBUG] [FORECASTER] CGAU: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T09:10:22.648450] [DEBUG] [FORECASTER] CGAU: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T09:10:22.648701] [INFO ] [CONFIGURE ] CGAU: DISCARDED add_range_position (score: 40.00%)
[2025-11-25T09:10:22.648774] [INFO ] [CONFIGURE ] JOB ETA: 1.6h | Avg: 2.8s/test | Remaining: 2041 tests
[2025-11-25T09:10:22.648827] [INFO ] [CONFIGURE ] CGAU: Testing feature 22/29: add_realized_volatility
[2025-11-25T09:10:22.648874] [INFO ] [CONFIGURE ] CGAU: Testing with features: ['add_ema', 'add_vwap', 'add_exhaustion_signals', 'add_macd', 'add_pbf_vs_sma_5', 'add_realized_volatility']
[2025-11-25T09:10:23.128005] [DEBUG] [FORECASTER] CGAU: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T09:10:23.616375] [DEBUG] [FORECASTER] CGAU: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T09:10:24.094505] [DEBUG] [FORECASTER] CGAU: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T09:10:24.552284] [DEBUG] [FORECASTER] CGAU: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T09:10:25.009462] [DEBUG] [FORECASTER] CGAU: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T09:10:25.475770] [DEBUG] [FORECASTER] CGAU: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T09:10:25.923748] [DEBUG] [FORECASTER] CGAU: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T09:10:26.385571] [DEBUG] [FORECASTER] CGAU: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T09:10:26.885572] [DEBUG] [FORECASTER] CGAU: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T09:10:27.399211] [DEBUG] [FORECASTER] CGAU: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T09:10:27.399416] [INFO ] [CONFIGURE ] CGAU: DISCARDED add_realized_volatility (score: 60.00%)
[2025-11-25T09:10:27.399491] [INFO ] [CONFIGURE ] JOB ETA: 1.6h | Avg: 2.8s/test | Remaining: 2040 tests
[2025-11-25T09:10:27.399551] [INFO ] [CONFIGURE ] CGAU: Testing feature 23/29: add_recent_range_context
[2025-11-25T09:10:27.399597] [INFO ] [CONFIGURE ] CGAU: Testing with features: ['add_ema', 'add_vwap', 'add_exhaustion_signals', 'add_macd', 'add_pbf_vs_sma_5', 'add_recent_range_context']
[2025-11-25T09:10:27.782706] [DEBUG] [FORECASTER] CGAU: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T09:10:28.173838] [DEBUG] [FORECASTER] CGAU: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T09:10:28.572009] [DEBUG] [FORECASTER] CGAU: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T09:10:28.969708] [DEBUG] [FORECASTER] CGAU: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T09:10:29.367529] [DEBUG] [FORECASTER] CGAU: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T09:10:29.766775] [DEBUG] [FORECASTER] CGAU: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T09:10:30.155197] [DEBUG] [FORECASTER] CGAU: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T09:10:30.552328] [DEBUG] [FORECASTER] CGAU: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T09:10:30.961252] [DEBUG] [FORECASTER] CGAU: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T09:10:31.360815] [DEBUG] [FORECASTER] CGAU: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T09:10:31.361033] [INFO ] [CONFIGURE ] CGAU: DISCARDED add_recent_range_context (score: 70.00%)
[2025-11-25T09:10:31.361095] [INFO ] [CONFIGURE ] JOB ETA: 1.6h | Avg: 2.8s/test | Remaining: 2039 tests
[2025-11-25T09:10:31.361146] [INFO ] [CONFIGURE ] CGAU: Testing feature 24/29: add_rsi
[2025-11-25T09:10:31.361192] [INFO ] [CONFIGURE ] CGAU: Testing with features: ['add_ema', 'add_vwap', 'add_exhaustion_signals', 'add_macd', 'add_pbf_vs_sma_5', 'add_rsi']
[2025-11-25T09:10:31.740341] [DEBUG] [FORECASTER] CGAU: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T09:10:32.111449] [DEBUG] [FORECASTER] CGAU: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T09:10:32.488308] [DEBUG] [FORECASTER] CGAU: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T09:10:32.852995] [DEBUG] [FORECASTER] CGAU: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T09:10:33.214194] [DEBUG] [FORECASTER] CGAU: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T09:10:33.593719] [DEBUG] [FORECASTER] CGAU: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T09:10:33.969084] [DEBUG] [FORECASTER] CGAU: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T09:10:34.371582] [DEBUG] [FORECASTER] CGAU: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T09:10:34.807430] [DEBUG] [FORECASTER] CGAU: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T09:10:35.199806] [DEBUG] [FORECASTER] CGAU: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T09:10:35.200052] [INFO ] [CONFIGURE ] CGAU: DISCARDED add_rsi (score: 60.00%)
[2025-11-25T09:10:35.200116] [INFO ] [CONFIGURE ] JOB ETA: 1.6h | Avg: 2.8s/test | Remaining: 2038 tests
[2025-11-25T09:10:35.200201] [INFO ] [CONFIGURE ] CGAU: Testing feature 25/29: add_tick_distribution
[2025-11-25T09:10:35.200251] [INFO ] [CONFIGURE ] CGAU: Testing with features: ['add_ema', 'add_vwap', 'add_exhaustion_signals', 'add_macd', 'add_pbf_vs_sma_5', 'add_tick_distribution']
[2025-11-25T09:10:35.566243] [DEBUG] [FORECASTER] CGAU: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T09:10:35.918556] [DEBUG] [FORECASTER] CGAU: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T09:10:36.259745] [DEBUG] [FORECASTER] CGAU: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T09:10:36.618917] [DEBUG] [FORECASTER] CGAU: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T09:10:36.977595] [DEBUG] [FORECASTER] CGAU: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T09:10:37.348567] [DEBUG] [FORECASTER] CGAU: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T09:10:37.702190] [DEBUG] [FORECASTER] CGAU: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T09:10:38.057338] [DEBUG] [FORECASTER] CGAU: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T09:10:38.416001] [DEBUG] [FORECASTER] CGAU: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T09:10:38.769110] [DEBUG] [FORECASTER] CGAU: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T09:10:38.769297] [INFO ] [CONFIGURE ] CGAU: DISCARDED add_tick_distribution (score: 80.00%)
[2025-11-25T09:10:38.769354] [INFO ] [CONFIGURE ] JOB ETA: 1.6h | Avg: 2.8s/test | Remaining: 2037 tests
[2025-11-25T09:10:38.769402] [INFO ] [CONFIGURE ] CGAU: Testing feature 26/29: add_volume_momentum_confirmation
[2025-11-25T09:10:38.769445] [INFO ] [CONFIGURE ] CGAU: Testing with features: ['add_ema', 'add_vwap', 'add_exhaustion_signals', 'add_macd', 'add_pbf_vs_sma_5', 'add_volume_momentum_confirmation']
[2025-11-25T09:10:39.093916] [DEBUG] [FORECASTER] CGAU: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T09:10:39.422016] [DEBUG] [FORECASTER] CGAU: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T09:10:39.747987] [DEBUG] [FORECASTER] CGAU: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T09:10:40.080828] [DEBUG] [FORECASTER] CGAU: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T09:10:40.412258] [DEBUG] [FORECASTER] CGAU: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T09:10:40.744255] [DEBUG] [FORECASTER] CGAU: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T09:10:41.073329] [DEBUG] [FORECASTER] CGAU: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T09:10:41.404733] [DEBUG] [FORECASTER] CGAU: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-25T09:10:41.736319] [DEBUG] [FORECASTER] CGAU: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T09:10:42.073777] [DEBUG] [FORECASTER] CGAU: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T09:10:42.073990] [INFO ] [CONFIGURE ] CGAU: DISCARDED add_volume_momentum_confirmation (score: 50.00%)
[2025-11-25T09:10:42.074051] [INFO ] [CONFIGURE ] JOB ETA: 1.6h | Avg: 2.8s/test | Remaining: 2036 tests
[2025-11-25T09:10:42.074101] [INFO ] [CONFIGURE ] CGAU: Testing feature 27/29: add_volume_price_divergence
[2025-11-25T09:10:42.074147] [INFO ] [CONFIGURE ] CGAU: Testing with features: ['add_ema', 'add_vwap', 'add_exhaustion_signals', 'add_macd', 'add_pbf_vs_sma_5', 'add_volume_price_divergence']
[2025-11-25T09:10:42.432080] [DEBUG] [FORECASTER] CGAU: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T09:10:42.783723] [DEBUG] [FORECASTER] CGAU: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T09:10:43.145181] [DEBUG] [FORECASTER] CGAU: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T09:10:43.504184] [DEBUG] [FORECASTER] CGAU: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T09:10:43.888229] [DEBUG] [FORECASTER] CGAU: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T09:10:44.250318] [DEBUG] [FORECASTER] CGAU: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T09:10:44.611143] [DEBUG] [FORECASTER] CGAU: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T09:10:44.974012] [DEBUG] [FORECASTER] CGAU: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T09:10:45.342699] [DEBUG] [FORECASTER] CGAU: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T09:10:45.722176] [DEBUG] [FORECASTER] CGAU: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T09:10:45.722378] [INFO ] [CONFIGURE ] CGAU: DISCARDED add_volume_price_divergence (score: 70.00%)
[2025-11-25T09:10:45.722447] [INFO ] [CONFIGURE ] JOB ETA: 1.6h | Avg: 2.8s/test | Remaining: 2035 tests
[2025-11-25T09:10:45.722498] [INFO ] [CONFIGURE ] CGAU: Testing feature 28/29: add_volume_profile
[2025-11-25T09:10:45.722547] [INFO ] [CONFIGURE ] CGAU: Testing with features: ['add_ema', 'add_vwap', 'add_exhaustion_signals', 'add_macd', 'add_pbf_vs_sma_5', 'add_volume_profile']
[2025-11-25T09:10:46.078553] [DEBUG] [FORECASTER] CGAU: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T09:10:46.435119] [DEBUG] [FORECASTER] CGAU: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T09:10:46.782550] [DEBUG] [FORECASTER] CGAU: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T09:10:47.143148] [DEBUG] [FORECASTER] CGAU: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T09:10:47.550364] [DEBUG] [FORECASTER] CGAU: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T09:10:47.911988] [DEBUG] [FORECASTER] CGAU: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T09:10:48.274525] [DEBUG] [FORECASTER] CGAU: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T09:10:48.651682] [DEBUG] [FORECASTER] CGAU: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T09:10:49.051236] [DEBUG] [FORECASTER] CGAU: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T09:10:49.419540] [DEBUG] [FORECASTER] CGAU: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T09:10:49.419771] [INFO ] [CONFIGURE ] CGAU: DISCARDED add_volume_profile (score: 80.00%)
[2025-11-25T09:10:49.419847] [INFO ] [CONFIGURE ] JOB ETA: 1.6h | Avg: 2.8s/test | Remaining: 2034 tests
[2025-11-25T09:10:49.419897] [INFO ] [CONFIGURE ] CGAU: ===== FEATURE SELECTION COMPLETE =====
[2025-11-25T09:10:49.419940] [INFO ] [CONFIGURE ] CGAU: Best accuracy: 90.00%
[2025-11-25T09:10:49.419982] [INFO ] [CONFIGURE ] CGAU: Best feature set (5 features): ['add_ema', 'add_vwap', 'add_exhaustion_signals', 'add_macd', 'add_pbf_vs_sma_5']
[2025-11-25T09:10:49.420022] [INFO ] [CONFIGURE ] CGAU: Improvement over baseline: 40.00%
[2025-11-25T09:10:49.420060] [INFO ] [CONFIGURE ] CGAU: Total time: 1.6 minutes
[2025-11-25T09:10:49.420099] [INFO ] [CONFIGURE ] CGAU: Average time per feature: 3.4 seconds
[2025-11-25T09:10:49.420136] [INFO ] [CONFIGURE ] CGAU: Average speed: 0.30 features/sec
[2025-11-25T09:10:49.420496] [INFO ] [LOCAL     ] Saved configuration for CGAU: 5 features, 90.00% accuracy -> ./output/feature-sets/CGAU.json
[2025-11-25T09:10:49.420553] [INFO ] [CONFIGURE ] CGAU: Configuration saved successfully: 5 features, 90.00% accuracy.
[2025-11-25T09:10:49.420602] [INFO ] [sig       ] [95/164] Successfully configured CGAU | 0.01 sym/s | Total: 2.2h | ETA: 1.6h
[2025-11-25T09:10:49.420665] [INFO ] [sig       ] [96/164] Configuring CHH...
[2025-11-25T09:10:49.420711] [INFO ] [CONFIGURE ] CHH: Configurate test run.
[2025-11-25T09:10:49.420751] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CHH' from 'https://tdm.silogroup.org/data/derivative_storage/CHH.csv'.
[2025-11-25T09:10:49.432695] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'CHH'.
[2025-11-25T09:10:49.433151] [INFO ] [CONFIGURE ] CHH: Testing with 29 available features
[2025-11-25T09:10:49.433216] [INFO ] [CONFIGURE ] CHH: Establishing baseline with no features...
[2025-11-25T09:10:49.607917] [DEBUG] [FORECASTER] CHH: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T09:10:49.778971] [DEBUG] [FORECASTER] CHH: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T09:10:49.946070] [DEBUG] [FORECASTER] CHH: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T09:10:50.119411] [DEBUG] [FORECASTER] CHH: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T09:10:50.289549] [DEBUG] [FORECASTER] CHH: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T09:10:50.460768] [DEBUG] [FORECASTER] CHH: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T09:10:50.638297] [DEBUG] [FORECASTER] CHH: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T09:10:50.816978] [DEBUG] [FORECASTER] CHH: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T09:10:50.992938] [DEBUG] [FORECASTER] CHH: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-25T09:10:51.175209] [DEBUG] [FORECASTER] CHH: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-25T09:10:51.175371] [INFO ] [CONFIGURE ] CHH: Baseline score (no features): 80.00%
[2025-11-25T09:10:51.175418] [INFO ] [CONFIGURE ] CHH: Testing feature 1/29: add_bollinger_bands
[2025-11-25T09:10:51.175457] [INFO ] [CONFIGURE ] CHH: Testing with features: ['add_bollinger_bands']
[2025-11-25T09:10:51.376677] [DEBUG] [FORECASTER] CHH: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T09:10:51.589381] [DEBUG] [FORECASTER] CHH: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0
[2025-11-25T09:10:51.797897] [DEBUG] [FORECASTER] CHH: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T09:10:52.011824] [DEBUG] [FORECASTER] CHH: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T09:10:52.218639] [DEBUG] [FORECASTER] CHH: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T09:10:52.428577] [DEBUG] [FORECASTER] CHH: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T09:10:52.657541] [DEBUG] [FORECASTER] CHH: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T09:10:52.865018] [DEBUG] [FORECASTER] CHH: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T09:10:53.072827] [DEBUG] [FORECASTER] CHH: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T09:10:53.277759] [DEBUG] [FORECASTER] CHH: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-25T09:10:53.277935] [INFO ] [CONFIGURE ] CHH: DISCARDED add_bollinger_bands (score: 80.00%)
[2025-11-25T09:10:53.277984] [INFO ] [CONFIGURE ] JOB ETA: 1.6h | Avg: 2.8s/test | Remaining: 2033 tests
[2025-11-25T09:10:53.278026] [INFO ] [CONFIGURE ] CHH: Testing feature 2/29: add_cumulative_delta
[2025-11-25T09:10:53.278061] [INFO ] [CONFIGURE ] CHH: Testing with features: ['add_cumulative_delta']
[2025-11-25T09:10:53.497928] [DEBUG] [FORECASTER] CHH: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0
[2025-11-25T09:10:53.720264] [DEBUG] [FORECASTER] CHH: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0
[2025-11-25T09:10:53.937059] [DEBUG] [FORECASTER] CHH: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T09:10:54.156854] [DEBUG] [FORECASTER] CHH: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T09:10:54.371303] [DEBUG] [FORECASTER] CHH: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T09:10:54.607128] [DEBUG] [FORECASTER] CHH: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T09:10:54.830322] [DEBUG] [FORECASTER] CHH: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T09:10:55.043596] [DEBUG] [FORECASTER] CHH: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T09:10:55.261133] [DEBUG] [FORECASTER] CHH: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-25T09:10:55.478926] [DEBUG] [FORECASTER] CHH: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-11-25T09:10:55.479270] [INFO ] [CONFIGURE ] CHH: DISCARDED add_cumulative_delta (score: 60.00%)
[2025-11-25T09:10:55.479378] [INFO ] [CONFIGURE ] JOB ETA: 1.6h | Avg: 2.8s/test | Remaining: 2032 tests
[2025-11-25T09:10:55.479477] [INFO ] [CONFIGURE ] CHH: Testing feature 3/29: add_daily_returns
[2025-11-25T09:10:55.479572] [INFO ] [CONFIGURE ] CHH: Testing with features: ['add_daily_returns']
[2025-11-25T09:10:55.670287] [DEBUG] [FORECASTER] CHH: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0
[2025-11-25T09:10:55.854226] [DEBUG] [FORECASTER] CHH: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0
[2025-11-25T09:10:56.042015] [DEBUG] [FORECASTER] CHH: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T09:10:56.239167] [DEBUG] [FORECASTER] CHH: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T09:10:56.434821] [DEBUG] [FORECASTER] CHH: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T09:10:56.628990] [DEBUG] [FORECASTER] CHH: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T09:10:56.829369] [DEBUG] [FORECASTER] CHH: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T09:10:57.026014] [DEBUG] [FORECASTER] CHH: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T09:10:57.223437] [DEBUG] [FORECASTER] CHH: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-25T09:10:57.420375] [DEBUG] [FORECASTER] CHH: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-11-25T09:10:57.420736] [INFO ] [CONFIGURE ] CHH: DISCARDED add_daily_returns (score: 60.00%)
[2025-11-25T09:10:57.420857] [INFO ] [CONFIGURE ] JOB ETA: 1.6h | Avg: 2.8s/test | Remaining: 2031 tests
[2025-11-25T09:10:57.420957] [INFO ] [CONFIGURE ] CHH: Testing feature 4/29: add_ema
[2025-11-25T09:10:57.421071] [INFO ] [CONFIGURE ] CHH: Testing with features: ['add_ema']
[2025-11-25T09:10:57.651713] [DEBUG] [FORECASTER] CHH: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0
[2025-11-25T09:10:57.887445] [DEBUG] [FORECASTER] CHH: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T09:10:58.113124] [DEBUG] [FORECASTER] CHH: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T09:10:58.347583] [DEBUG] [FORECASTER] CHH: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T09:10:58.628029] [DEBUG] [FORECASTER] CHH: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T09:10:58.877972] [DEBUG] [FORECASTER] CHH: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T09:10:59.148550] [DEBUG] [FORECASTER] CHH: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T09:10:59.407743] [DEBUG] [FORECASTER] CHH: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T09:10:59.657218] [DEBUG] [FORECASTER] CHH: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T09:10:59.903172] [DEBUG] [FORECASTER] CHH: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-25T09:10:59.903354] [INFO ] [CONFIGURE ] CHH: KEPT add_ema (score: 90.00%)
[2025-11-25T09:10:59.903404] [INFO ] [CONFIGURE ] JOB ETA: 1.6h | Avg: 2.8s/test | Remaining: 2030 tests
[2025-11-25T09:10:59.903448] [INFO ] [CONFIGURE ] CHH: Testing feature 5/29: add_exhaustion_signals
[2025-11-25T09:10:59.903486] [INFO ] [CONFIGURE ] CHH: Testing with features: ['add_ema', 'add_vwap', 'add_exhaustion_signals']
[2025-11-25T09:11:00.176008] [DEBUG] [FORECASTER] CHH: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T09:11:00.454589] [DEBUG] [FORECASTER] CHH: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0
[2025-11-25T09:11:00.723029] [DEBUG] [FORECASTER] CHH: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T09:11:00.990214] [DEBUG] [FORECASTER] CHH: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T09:11:01.976976] [DEBUG] [FORECASTER] CHH: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T09:11:02.301945] [DEBUG] [FORECASTER] CHH: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T09:11:02.574969] [DEBUG] [FORECASTER] CHH: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T09:11:02.844397] [DEBUG] [FORECASTER] CHH: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T09:11:03.116289] [DEBUG] [FORECASTER] CHH: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-25T09:11:03.416121] [DEBUG] [FORECASTER] CHH: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-25T09:11:03.416308] [INFO ] [CONFIGURE ] CHH: DISCARDED add_exhaustion_signals (score: 60.00%)
[2025-11-25T09:11:03.416367] [INFO ] [CONFIGURE ] JOB ETA: 1.6h | Avg: 2.8s/test | Remaining: 2029 tests
[2025-11-25T09:11:03.416415] [INFO ] [CONFIGURE ] CHH: Testing feature 6/29: add_failed_moves
[2025-11-25T09:11:03.416458] [INFO ] [CONFIGURE ] CHH: Testing with features: ['add_ema', 'add_failed_moves']
[2025-11-25T09:11:03.640005] [DEBUG] [FORECASTER] CHH: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0
[2025-11-25T09:11:03.878182] [DEBUG] [FORECASTER] CHH: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T09:11:04.112457] [DEBUG] [FORECASTER] CHH: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T09:11:04.373731] [DEBUG] [FORECASTER] CHH: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T09:11:04.623196] [DEBUG] [FORECASTER] CHH: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T09:11:04.872291] [DEBUG] [FORECASTER] CHH: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T09:11:05.112090] [DEBUG] [FORECASTER] CHH: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T09:11:05.350962] [DEBUG] [FORECASTER] CHH: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T09:11:05.601087] [DEBUG] [FORECASTER] CHH: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T09:11:05.847289] [DEBUG] [FORECASTER] CHH: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-25T09:11:05.847487] [INFO ] [CONFIGURE ] CHH: DISCARDED add_failed_moves (score: 80.00%)
[2025-11-25T09:11:05.847537] [INFO ] [CONFIGURE ] JOB ETA: 1.6h | Avg: 2.8s/test | Remaining: 2028 tests
[2025-11-25T09:11:05.847579] [INFO ] [CONFIGURE ] CHH: Testing feature 7/29: add_lag_shelf
[2025-11-25T09:11:05.847618] [INFO ] [CONFIGURE ] CHH: Testing with features: ['add_ema', 'add_lag_shelf']
[2025-11-25T09:11:06.089439] [DEBUG] [FORECASTER] CHH: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0
[2025-11-25T09:11:06.322367] [DEBUG] [FORECASTER] CHH: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T09:11:06.562417] [DEBUG] [FORECASTER] CHH: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T09:11:06.790549] [DEBUG] [FORECASTER] CHH: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T09:11:07.031580] [DEBUG] [FORECASTER] CHH: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T09:11:07.267733] [DEBUG] [FORECASTER] CHH: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T09:11:07.510002] [DEBUG] [FORECASTER] CHH: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T09:11:07.741007] [DEBUG] [FORECASTER] CHH: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T09:11:07.970404] [DEBUG] [FORECASTER] CHH: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T09:11:08.200890] [DEBUG] [FORECASTER] CHH: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-25T09:11:08.201067] [INFO ] [CONFIGURE ] CHH: DISCARDED add_lag_shelf (score: 90.00%)
[2025-11-25T09:11:08.201118] [INFO ] [CONFIGURE ] JOB ETA: 1.6h | Avg: 2.8s/test | Remaining: 2027 tests
[2025-11-25T09:11:08.201202] [INFO ] [CONFIGURE ] CHH: Testing feature 8/29: add_macd
[2025-11-25T09:11:08.201243] [INFO ] [CONFIGURE ] CHH: Testing with features: ['add_ema', 'add_vwap', 'add_macd']
[2025-11-25T09:11:08.533413] [DEBUG] [FORECASTER] CHH: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T09:11:08.844574] [DEBUG] [FORECASTER] CHH: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T09:11:09.142328] [DEBUG] [FORECASTER] CHH: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T09:11:09.433363] [DEBUG] [FORECASTER] CHH: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T09:11:09.723501] [DEBUG] [FORECASTER] CHH: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T09:11:10.027837] [DEBUG] [FORECASTER] CHH: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T09:11:10.336192] [DEBUG] [FORECASTER] CHH: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T09:11:10.642241] [DEBUG] [FORECASTER] CHH: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T09:11:10.965999] [DEBUG] [FORECASTER] CHH: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-25T09:11:11.279671] [DEBUG] [FORECASTER] CHH: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-25T09:11:11.279869] [INFO ] [CONFIGURE ] CHH: DISCARDED add_macd (score: 80.00%)
[2025-11-25T09:11:11.279930] [INFO ] [CONFIGURE ] JOB ETA: 1.6h | Avg: 2.8s/test | Remaining: 2026 tests
[2025-11-25T09:11:11.279984] [INFO ] [CONFIGURE ] CHH: Testing feature 9/29: add_mfi
[2025-11-25T09:11:11.280046] [INFO ] [CONFIGURE ] CHH: Testing with features: ['add_ema', 'add_mfi']
[2025-11-25T09:11:11.534113] [DEBUG] [FORECASTER] CHH: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0
[2025-11-25T09:11:11.782671] [DEBUG] [FORECASTER] CHH: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T09:11:12.030280] [DEBUG] [FORECASTER] CHH: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T09:11:12.277777] [DEBUG] [FORECASTER] CHH: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T09:11:12.536580] [DEBUG] [FORECASTER] CHH: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T09:11:12.798038] [DEBUG] [FORECASTER] CHH: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T09:11:13.060098] [DEBUG] [FORECASTER] CHH: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T09:11:13.319135] [DEBUG] [FORECASTER] CHH: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T09:11:13.582765] [DEBUG] [FORECASTER] CHH: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-25T09:11:13.830389] [DEBUG] [FORECASTER] CHH: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-25T09:11:13.830583] [INFO ] [CONFIGURE ] CHH: DISCARDED add_mfi (score: 80.00%)
[2025-11-25T09:11:13.830663] [INFO ] [CONFIGURE ] JOB ETA: 1.6h | Avg: 2.8s/test | Remaining: 2025 tests
[2025-11-25T09:11:13.830739] [INFO ] [CONFIGURE ] CHH: Testing feature 10/29: add_momentum_acceleration
[2025-11-25T09:11:13.830788] [INFO ] [CONFIGURE ] CHH: Testing with features: ['add_ema', 'add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-11-25T09:11:14.167268] [DEBUG] [FORECASTER] CHH: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T09:11:14.495199] [DEBUG] [FORECASTER] CHH: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0
[2025-11-25T09:11:14.822212] [DEBUG] [FORECASTER] CHH: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T09:11:15.150216] [DEBUG] [FORECASTER] CHH: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T09:11:15.471135] [DEBUG] [FORECASTER] CHH: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T09:11:15.798076] [DEBUG] [FORECASTER] CHH: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T09:11:16.118850] [DEBUG] [FORECASTER] CHH: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T09:11:16.441943] [DEBUG] [FORECASTER] CHH: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T09:11:16.784799] [DEBUG] [FORECASTER] CHH: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-25T09:11:17.128192] [DEBUG] [FORECASTER] CHH: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-25T09:11:17.128364] [INFO ] [CONFIGURE ] CHH: DISCARDED add_momentum_acceleration (score: 70.00%)
[2025-11-25T09:11:17.128424] [INFO ] [CONFIGURE ] JOB ETA: 1.6h | Avg: 2.8s/test | Remaining: 2024 tests
[2025-11-25T09:11:17.128475] [INFO ] [CONFIGURE ] CHH: Testing feature 11/29: add_obv_daily
[2025-11-25T09:11:17.128521] [INFO ] [CONFIGURE ] CHH: Testing with features: ['add_ema', 'add_obv_daily']
[2025-11-25T09:11:17.396756] [DEBUG] [FORECASTER] CHH: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0
[2025-11-25T09:11:17.669972] [DEBUG] [FORECASTER] CHH: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T09:11:17.947930] [DEBUG] [FORECASTER] CHH: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T09:11:18.213608] [DEBUG] [FORECASTER] CHH: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T09:11:18.492599] [DEBUG] [FORECASTER] CHH: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T09:11:18.766340] [DEBUG] [FORECASTER] CHH: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T09:11:19.071699] [DEBUG] [FORECASTER] CHH: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T09:11:19.342988] [DEBUG] [FORECASTER] CHH: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T09:11:19.615630] [DEBUG] [FORECASTER] CHH: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T09:11:19.891719] [DEBUG] [FORECASTER] CHH: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-25T09:11:19.892111] [INFO ] [CONFIGURE ] CHH: DISCARDED add_obv_daily (score: 80.00%)
[2025-11-25T09:11:19.892222] [INFO ] [CONFIGURE ] JOB ETA: 1.6h | Avg: 2.8s/test | Remaining: 2023 tests
[2025-11-25T09:11:19.892320] [INFO ] [CONFIGURE ] CHH: Testing feature 12/29: add_obv_interval
[2025-11-25T09:11:19.892373] [INFO ] [CONFIGURE ] CHH: Testing with features: ['add_ema', 'add_obv_interval']
[2025-11-25T09:11:20.142542] [DEBUG] [FORECASTER] CHH: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0
[2025-11-25T09:11:20.391573] [DEBUG] [FORECASTER] CHH: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0
[2025-11-25T09:11:20.650702] [DEBUG] [FORECASTER] CHH: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T09:11:20.913073] [DEBUG] [FORECASTER] CHH: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T09:11:21.169752] [DEBUG] [FORECASTER] CHH: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T09:11:21.426275] [DEBUG] [FORECASTER] CHH: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T09:11:21.690461] [DEBUG] [FORECASTER] CHH: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T09:11:21.999812] [DEBUG] [FORECASTER] CHH: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T09:11:22.322069] [DEBUG] [FORECASTER] CHH: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T09:11:22.587895] [DEBUG] [FORECASTER] CHH: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-11-25T09:11:22.588093] [INFO ] [CONFIGURE ] CHH: DISCARDED add_obv_interval (score: 50.00%)
[2025-11-25T09:11:22.588145] [INFO ] [CONFIGURE ] JOB ETA: 1.6h | Avg: 2.8s/test | Remaining: 2022 tests
[2025-11-25T09:11:22.588187] [INFO ] [CONFIGURE ] CHH: Testing feature 13/29: add_opening_strength
[2025-11-25T09:11:22.588225] [INFO ] [CONFIGURE ] CHH: Testing with features: ['add_ema', 'add_daily_returns', 'add_opening_strength']
[2025-11-25T09:11:22.861162] [DEBUG] [FORECASTER] CHH: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0
[2025-11-25T09:11:23.115213] [DEBUG] [FORECASTER] CHH: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0
[2025-11-25T09:11:23.366639] [DEBUG] [FORECASTER] CHH: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T09:11:23.633007] [DEBUG] [FORECASTER] CHH: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T09:11:23.891515] [DEBUG] [FORECASTER] CHH: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T09:11:24.152575] [DEBUG] [FORECASTER] CHH: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T09:11:24.424244] [DEBUG] [FORECASTER] CHH: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T09:11:24.691516] [DEBUG] [FORECASTER] CHH: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T09:11:24.962547] [DEBUG] [FORECASTER] CHH: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-25T09:11:25.233167] [DEBUG] [FORECASTER] CHH: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-25T09:11:25.233334] [INFO ] [CONFIGURE ] CHH: DISCARDED add_opening_strength (score: 40.00%)
[2025-11-25T09:11:25.233394] [INFO ] [CONFIGURE ] JOB ETA: 1.6h | Avg: 2.8s/test | Remaining: 2021 tests
[2025-11-25T09:11:25.233441] [INFO ] [CONFIGURE ] CHH: Testing feature 14/29: add_order_flow_imbalance
[2025-11-25T09:11:25.233486] [INFO ] [CONFIGURE ] CHH: Testing with features: ['add_ema', 'add_order_flow_imbalance']
[2025-11-25T09:11:25.494907] [DEBUG] [FORECASTER] CHH: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T09:11:25.760445] [DEBUG] [FORECASTER] CHH: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T09:11:26.029091] [DEBUG] [FORECASTER] CHH: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T09:11:26.296853] [DEBUG] [FORECASTER] CHH: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T09:11:26.559424] [DEBUG] [FORECASTER] CHH: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T09:11:26.825414] [DEBUG] [FORECASTER] CHH: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T09:11:27.088534] [DEBUG] [FORECASTER] CHH: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T09:11:27.354004] [DEBUG] [FORECASTER] CHH: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T09:11:27.614202] [DEBUG] [FORECASTER] CHH: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T09:11:27.882242] [DEBUG] [FORECASTER] CHH: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-25T09:11:27.882486] [INFO ] [CONFIGURE ] CHH: DISCARDED add_order_flow_imbalance (score: 90.00%)
[2025-11-25T09:11:27.882551] [INFO ] [CONFIGURE ] JOB ETA: 1.6h | Avg: 2.8s/test | Remaining: 2020 tests
[2025-11-25T09:11:27.882602] [INFO ] [CONFIGURE ] CHH: Testing feature 15/29: add_pbf_morning_momentum
[2025-11-25T09:11:27.882669] [INFO ] [CONFIGURE ] CHH: Testing with features: ['add_ema', 'add_pbf_morning_momentum']
[2025-11-25T09:11:28.128431] [DEBUG] [FORECASTER] CHH: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T09:11:28.385886] [DEBUG] [FORECASTER] CHH: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0
[2025-11-25T09:11:28.636594] [DEBUG] [FORECASTER] CHH: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T09:11:28.883321] [DEBUG] [FORECASTER] CHH: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T09:11:29.140832] [DEBUG] [FORECASTER] CHH: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T09:11:29.391863] [DEBUG] [FORECASTER] CHH: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T09:11:29.655084] [DEBUG] [FORECASTER] CHH: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T09:11:29.909662] [DEBUG] [FORECASTER] CHH: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T09:11:30.173990] [DEBUG] [FORECASTER] CHH: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-25T09:11:30.443534] [DEBUG] [FORECASTER] CHH: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-25T09:11:30.443818] [INFO ] [CONFIGURE ] CHH: DISCARDED add_pbf_morning_momentum (score: 70.00%)
[2025-11-25T09:11:30.443880] [INFO ] [CONFIGURE ] JOB ETA: 1.6h | Avg: 2.8s/test | Remaining: 2019 tests
[2025-11-25T09:11:30.443957] [INFO ] [CONFIGURE ] CHH: Testing feature 16/29: add_pbf_overnight_gap
[2025-11-25T09:11:30.444016] [INFO ] [CONFIGURE ] CHH: Testing with features: ['add_ema', 'add_pbf_overnight_gap']
[2025-11-25T09:11:30.697600] [DEBUG] [FORECASTER] CHH: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T09:11:30.959915] [DEBUG] [FORECASTER] CHH: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T09:11:31.204721] [DEBUG] [FORECASTER] CHH: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T09:11:31.459196] [DEBUG] [FORECASTER] CHH: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T09:11:31.717345] [DEBUG] [FORECASTER] CHH: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T09:11:31.967117] [DEBUG] [FORECASTER] CHH: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T09:11:32.230080] [DEBUG] [FORECASTER] CHH: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T09:11:32.482183] [DEBUG] [FORECASTER] CHH: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T09:11:32.729454] [DEBUG] [FORECASTER] CHH: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-25T09:11:32.977327] [DEBUG] [FORECASTER] CHH: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-25T09:11:32.977505] [INFO ] [CONFIGURE ] CHH: DISCARDED add_pbf_overnight_gap (score: 60.00%)
[2025-11-25T09:11:32.977554] [INFO ] [CONFIGURE ] JOB ETA: 1.6h | Avg: 2.8s/test | Remaining: 2018 tests
[2025-11-25T09:11:32.977592] [INFO ] [CONFIGURE ] CHH: Testing feature 17/29: add_pbf_return_2d
[2025-11-25T09:11:32.977629] [INFO ] [CONFIGURE ] CHH: Testing with features: ['add_ema', 'add_pbf_return_2d']
[2025-11-25T09:11:33.230271] [DEBUG] [FORECASTER] CHH: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T09:11:33.500055] [DEBUG] [FORECASTER] CHH: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T09:11:33.763561] [DEBUG] [FORECASTER] CHH: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T09:11:34.020800] [DEBUG] [FORECASTER] CHH: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T09:11:34.280517] [DEBUG] [FORECASTER] CHH: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T09:11:34.537420] [DEBUG] [FORECASTER] CHH: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T09:11:34.779497] [DEBUG] [FORECASTER] CHH: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T09:11:35.010142] [DEBUG] [FORECASTER] CHH: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T09:11:35.258891] [DEBUG] [FORECASTER] CHH: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T09:11:35.513741] [DEBUG] [FORECASTER] CHH: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-11-25T09:11:35.513915] [INFO ] [CONFIGURE ] CHH: DISCARDED add_pbf_return_2d (score: 90.00%)
[2025-11-25T09:11:35.513973] [INFO ] [CONFIGURE ] JOB ETA: 1.6h | Avg: 2.8s/test | Remaining: 2017 tests
[2025-11-25T09:11:35.514013] [INFO ] [CONFIGURE ] CHH: Testing feature 18/29: add_pbf_volatility_5d
[2025-11-25T09:11:35.514059] [INFO ] [CONFIGURE ] CHH: Testing with features: ['add_ema', 'add_pbf_volatility_5d']
[2025-11-25T09:11:35.743840] [DEBUG] [FORECASTER] CHH: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0
[2025-11-25T09:11:35.983418] [DEBUG] [FORECASTER] CHH: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T09:11:36.223513] [DEBUG] [FORECASTER] CHH: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T09:11:36.474090] [DEBUG] [FORECASTER] CHH: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T09:11:36.717055] [DEBUG] [FORECASTER] CHH: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T09:11:36.953895] [DEBUG] [FORECASTER] CHH: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T09:11:37.202543] [DEBUG] [FORECASTER] CHH: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T09:11:37.443077] [DEBUG] [FORECASTER] CHH: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T09:11:37.683294] [DEBUG] [FORECASTER] CHH: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-25T09:11:37.925077] [DEBUG] [FORECASTER] CHH: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-25T09:11:37.925437] [INFO ] [CONFIGURE ] CHH: DISCARDED add_pbf_volatility_5d (score: 80.00%)
[2025-11-25T09:11:37.925552] [INFO ] [CONFIGURE ] JOB ETA: 1.6h | Avg: 2.8s/test | Remaining: 2016 tests
[2025-11-25T09:11:37.925673] [INFO ] [CONFIGURE ] CHH: Testing feature 19/29: add_pbf_vs_sma_5
[2025-11-25T09:11:37.925778] [INFO ] [CONFIGURE ] CHH: Testing with features: ['add_ema', 'add_pbf_vs_sma_5']
[2025-11-25T09:11:38.155253] [DEBUG] [FORECASTER] CHH: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0
[2025-11-25T09:11:38.379540] [DEBUG] [FORECASTER] CHH: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T09:11:38.593143] [DEBUG] [FORECASTER] CHH: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T09:11:38.804684] [DEBUG] [FORECASTER] CHH: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T09:11:39.020986] [DEBUG] [FORECASTER] CHH: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T09:11:39.245017] [DEBUG] [FORECASTER] CHH: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T09:11:39.455306] [DEBUG] [FORECASTER] CHH: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T09:11:39.666176] [DEBUG] [FORECASTER] CHH: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T09:11:39.876686] [DEBUG] [FORECASTER] CHH: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T09:11:40.087799] [DEBUG] [FORECASTER] CHH: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-25T09:11:40.088113] [INFO ] [CONFIGURE ] CHH: DISCARDED add_pbf_vs_sma_5 (score: 80.00%)
[2025-11-25T09:11:40.088222] [INFO ] [CONFIGURE ] JOB ETA: 1.6h | Avg: 2.8s/test | Remaining: 2015 tests
[2025-11-25T09:11:40.088320] [INFO ] [CONFIGURE ] CHH: Testing feature 20/29: add_price_rejection
[2025-11-25T09:11:40.088414] [INFO ] [CONFIGURE ] CHH: Testing with features: ['add_ema', 'add_price_rejection']
[2025-11-25T09:11:40.324888] [DEBUG] [FORECASTER] CHH: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0
[2025-11-25T09:11:40.567216] [DEBUG] [FORECASTER] CHH: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0
[2025-11-25T09:11:40.806924] [DEBUG] [FORECASTER] CHH: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T09:11:41.054027] [DEBUG] [FORECASTER] CHH: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T09:11:41.292505] [DEBUG] [FORECASTER] CHH: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T09:11:41.533326] [DEBUG] [FORECASTER] CHH: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T09:11:41.784044] [DEBUG] [FORECASTER] CHH: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T09:11:42.032341] [DEBUG] [FORECASTER] CHH: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T09:11:42.278294] [DEBUG] [FORECASTER] CHH: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-25T09:11:42.523848] [DEBUG] [FORECASTER] CHH: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-25T09:11:42.524028] [INFO ] [CONFIGURE ] CHH: DISCARDED add_price_rejection (score: 60.00%)
[2025-11-25T09:11:42.524084] [INFO ] [CONFIGURE ] JOB ETA: 1.6h | Avg: 2.8s/test | Remaining: 2014 tests
[2025-11-25T09:11:42.524133] [INFO ] [CONFIGURE ] CHH: Testing feature 21/29: add_range_position
[2025-11-25T09:11:42.524169] [INFO ] [CONFIGURE ] CHH: Testing with features: ['add_ema', 'add_range_position']
[2025-11-25T09:11:42.763147] [DEBUG] [FORECASTER] CHH: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0
[2025-11-25T09:11:43.002868] [DEBUG] [FORECASTER] CHH: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0
[2025-11-25T09:11:43.248215] [DEBUG] [FORECASTER] CHH: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T09:11:43.500598] [DEBUG] [FORECASTER] CHH: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T09:11:43.749738] [DEBUG] [FORECASTER] CHH: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T09:11:44.001432] [DEBUG] [FORECASTER] CHH: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T09:11:44.254858] [DEBUG] [FORECASTER] CHH: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T09:11:44.504446] [DEBUG] [FORECASTER] CHH: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T09:11:44.751501] [DEBUG] [FORECASTER] CHH: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T09:11:45.019170] [DEBUG] [FORECASTER] CHH: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-25T09:11:45.019379] [INFO ] [CONFIGURE ] CHH: DISCARDED add_range_position (score: 80.00%)
[2025-11-25T09:11:45.019439] [INFO ] [CONFIGURE ] JOB ETA: 1.6h | Avg: 2.8s/test | Remaining: 2013 tests
[2025-11-25T09:11:45.019490] [INFO ] [CONFIGURE ] CHH: Testing feature 22/29: add_realized_volatility
[2025-11-25T09:11:45.019527] [INFO ] [CONFIGURE ] CHH: Testing with features: ['add_ema', 'add_realized_volatility']
[2025-11-25T09:11:45.367284] [DEBUG] [FORECASTER] CHH: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0
[2025-11-25T09:11:45.721715] [DEBUG] [FORECASTER] CHH: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0
[2025-11-25T09:11:46.069394] [DEBUG] [FORECASTER] CHH: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T09:11:46.407175] [DEBUG] [FORECASTER] CHH: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T09:11:46.737729] [DEBUG] [FORECASTER] CHH: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T09:11:47.078105] [DEBUG] [FORECASTER] CHH: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T09:11:47.420165] [DEBUG] [FORECASTER] CHH: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T09:11:47.754766] [DEBUG] [FORECASTER] CHH: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T09:11:48.093799] [DEBUG] [FORECASTER] CHH: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T09:11:48.439625] [DEBUG] [FORECASTER] CHH: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-25T09:11:48.439804] [INFO ] [CONFIGURE ] CHH: DISCARDED add_realized_volatility (score: 60.00%)
[2025-11-25T09:11:48.439865] [INFO ] [CONFIGURE ] JOB ETA: 1.6h | Avg: 2.8s/test | Remaining: 2012 tests
[2025-11-25T09:11:48.439915] [INFO ] [CONFIGURE ] CHH: Testing feature 23/29: add_recent_range_context
[2025-11-25T09:11:48.439962] [INFO ] [CONFIGURE ] CHH: Testing with features: ['add_ema', 'add_recent_range_context']
[2025-11-25T09:11:48.683755] [DEBUG] [FORECASTER] CHH: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T09:11:48.909334] [DEBUG] [FORECASTER] CHH: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0
[2025-11-25T09:11:49.135917] [DEBUG] [FORECASTER] CHH: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T09:11:49.377482] [DEBUG] [FORECASTER] CHH: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T09:11:49.625476] [DEBUG] [FORECASTER] CHH: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T09:11:49.864890] [DEBUG] [FORECASTER] CHH: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T09:11:50.111692] [DEBUG] [FORECASTER] CHH: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T09:11:50.347410] [DEBUG] [FORECASTER] CHH: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T09:11:50.581090] [DEBUG] [FORECASTER] CHH: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T09:11:50.817816] [DEBUG] [FORECASTER] CHH: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-25T09:11:50.817994] [INFO ] [CONFIGURE ] CHH: DISCARDED add_recent_range_context (score: 60.00%)
[2025-11-25T09:11:50.818053] [INFO ] [CONFIGURE ] JOB ETA: 1.6h | Avg: 2.8s/test | Remaining: 2011 tests
[2025-11-25T09:11:50.818105] [INFO ] [CONFIGURE ] CHH: Testing feature 24/29: add_rsi
[2025-11-25T09:11:50.818151] [INFO ] [CONFIGURE ] CHH: Testing with features: ['add_ema', 'add_rsi']
[2025-11-25T09:11:51.053335] [DEBUG] [FORECASTER] CHH: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0
[2025-11-25T09:11:51.299209] [DEBUG] [FORECASTER] CHH: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T09:11:51.536322] [DEBUG] [FORECASTER] CHH: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T09:11:51.777818] [DEBUG] [FORECASTER] CHH: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T09:11:52.016613] [DEBUG] [FORECASTER] CHH: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T09:11:52.257071] [DEBUG] [FORECASTER] CHH: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T09:11:52.493570] [DEBUG] [FORECASTER] CHH: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T09:11:52.750762] [DEBUG] [FORECASTER] CHH: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T09:11:53.018074] [DEBUG] [FORECASTER] CHH: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-25T09:11:53.274600] [DEBUG] [FORECASTER] CHH: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-25T09:11:53.274826] [INFO ] [CONFIGURE ] CHH: DISCARDED add_rsi (score: 70.00%)
[2025-11-25T09:11:53.274889] [INFO ] [CONFIGURE ] JOB ETA: 1.6h | Avg: 2.8s/test | Remaining: 2010 tests
[2025-11-25T09:11:53.274939] [INFO ] [CONFIGURE ] CHH: Testing feature 25/29: add_tick_distribution
[2025-11-25T09:11:53.274984] [INFO ] [CONFIGURE ] CHH: Testing with features: ['add_ema', 'add_tick_distribution']
[2025-11-25T09:11:53.518278] [DEBUG] [FORECASTER] CHH: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0
[2025-11-25T09:11:53.751828] [DEBUG] [FORECASTER] CHH: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T09:11:53.973527] [DEBUG] [FORECASTER] CHH: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T09:11:54.204446] [DEBUG] [FORECASTER] CHH: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T09:11:54.441767] [DEBUG] [FORECASTER] CHH: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T09:11:54.666680] [DEBUG] [FORECASTER] CHH: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T09:11:54.903785] [DEBUG] [FORECASTER] CHH: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T09:11:55.119156] [DEBUG] [FORECASTER] CHH: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T09:11:55.360521] [DEBUG] [FORECASTER] CHH: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T09:11:55.581105] [DEBUG] [FORECASTER] CHH: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-25T09:11:55.581311] [INFO ] [CONFIGURE ] CHH: DISCARDED add_tick_distribution (score: 90.00%)
[2025-11-25T09:11:55.581373] [INFO ] [CONFIGURE ] JOB ETA: 1.6h | Avg: 2.8s/test | Remaining: 2009 tests
[2025-11-25T09:11:55.581423] [INFO ] [CONFIGURE ] CHH: Testing feature 26/29: add_volume_momentum_confirmation
[2025-11-25T09:11:55.581472] [INFO ] [CONFIGURE ] CHH: Testing with features: ['add_ema', 'add_volume_momentum_confirmation']
[2025-11-25T09:11:55.807636] [DEBUG] [FORECASTER] CHH: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T09:11:56.045338] [DEBUG] [FORECASTER] CHH: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T09:11:56.277396] [DEBUG] [FORECASTER] CHH: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T09:11:56.509423] [DEBUG] [FORECASTER] CHH: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T09:11:56.736459] [DEBUG] [FORECASTER] CHH: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T09:11:56.968383] [DEBUG] [FORECASTER] CHH: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T09:11:57.207942] [DEBUG] [FORECASTER] CHH: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T09:11:57.440156] [DEBUG] [FORECASTER] CHH: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T09:11:57.679717] [DEBUG] [FORECASTER] CHH: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T09:11:57.921998] [DEBUG] [FORECASTER] CHH: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-25T09:11:57.922180] [INFO ] [CONFIGURE ] CHH: KEPT add_volume_momentum_confirmation (score: 100.00%)
[2025-11-25T09:11:57.922239] [INFO ] [CONFIGURE ] JOB ETA: 1.6h | Avg: 2.8s/test | Remaining: 2008 tests
[2025-11-25T09:11:57.922286] [INFO ] [CONFIGURE ] CHH: Testing feature 27/29: add_volume_price_divergence
[2025-11-25T09:11:57.922330] [INFO ] [CONFIGURE ] CHH: Testing with features: ['add_ema', 'add_volume_momentum_confirmation', 'add_volume_price_divergence']
[2025-11-25T09:11:58.186629] [DEBUG] [FORECASTER] CHH: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T09:11:58.462285] [DEBUG] [FORECASTER] CHH: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0
[2025-11-25T09:11:58.761672] [DEBUG] [FORECASTER] CHH: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T09:11:59.064285] [DEBUG] [FORECASTER] CHH: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T09:11:59.366442] [DEBUG] [FORECASTER] CHH: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T09:11:59.657958] [DEBUG] [FORECASTER] CHH: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T09:11:59.953527] [DEBUG] [FORECASTER] CHH: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T09:12:00.984461] [DEBUG] [FORECASTER] CHH: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T09:12:01.389299] [DEBUG] [FORECASTER] CHH: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-25T09:12:01.682707] [DEBUG] [FORECASTER] CHH: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-25T09:12:01.682909] [INFO ] [CONFIGURE ] CHH: DISCARDED add_volume_price_divergence (score: 80.00%)
[2025-11-25T09:12:01.682986] [INFO ] [CONFIGURE ] JOB ETA: 1.6h | Avg: 2.8s/test | Remaining: 2007 tests
[2025-11-25T09:12:01.683039] [INFO ] [CONFIGURE ] CHH: Testing feature 28/29: add_volume_profile
[2025-11-25T09:12:01.683092] [INFO ] [CONFIGURE ] CHH: Testing with features: ['add_ema', 'add_volume_momentum_confirmation', 'add_volume_profile']
[2025-11-25T09:12:01.952631] [DEBUG] [FORECASTER] CHH: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T09:12:02.234064] [DEBUG] [FORECASTER] CHH: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0
[2025-11-25T09:12:02.519824] [DEBUG] [FORECASTER] CHH: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T09:12:02.788778] [DEBUG] [FORECASTER] CHH: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T09:12:03.049929] [DEBUG] [FORECASTER] CHH: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T09:12:03.323776] [DEBUG] [FORECASTER] CHH: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T09:12:03.601138] [DEBUG] [FORECASTER] CHH: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T09:12:03.869486] [DEBUG] [FORECASTER] CHH: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T09:12:04.145400] [DEBUG] [FORECASTER] CHH: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-25T09:12:04.423631] [DEBUG] [FORECASTER] CHH: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-25T09:12:04.423827] [INFO ] [CONFIGURE ] CHH: DISCARDED add_volume_profile (score: 70.00%)
[2025-11-25T09:12:04.423936] [INFO ] [CONFIGURE ] JOB ETA: 1.6h | Avg: 2.8s/test | Remaining: 2006 tests
[2025-11-25T09:12:04.424001] [INFO ] [CONFIGURE ] CHH: Testing feature 29/29: add_vwap
[2025-11-25T09:12:04.424051] [INFO ] [CONFIGURE ] CHH: Testing with features: ['add_ema', 'add_volume_momentum_confirmation', 'add_vwap']
[2025-11-25T09:12:04.698051] [DEBUG] [FORECASTER] CHH: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T09:12:04.973399] [DEBUG] [FORECASTER] CHH: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T09:12:05.220711] [DEBUG] [FORECASTER] CHH: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T09:12:05.474860] [DEBUG] [FORECASTER] CHH: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T09:12:05.735638] [DEBUG] [FORECASTER] CHH: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T09:12:05.983124] [DEBUG] [FORECASTER] CHH: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T09:12:06.235290] [DEBUG] [FORECASTER] CHH: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T09:12:06.496502] [DEBUG] [FORECASTER] CHH: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T09:12:06.746787] [DEBUG] [FORECASTER] CHH: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T09:12:06.998520] [DEBUG] [FORECASTER] CHH: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-11-25T09:12:06.998742] [INFO ] [CONFIGURE ] CHH: DISCARDED add_vwap (score: 70.00%)
[2025-11-25T09:12:06.998819] [INFO ] [CONFIGURE ] JOB ETA: 1.6h | Avg: 2.8s/test | Remaining: 2005 tests
[2025-11-25T09:12:06.998875] [INFO ] [CONFIGURE ] CHH: ===== FEATURE SELECTION COMPLETE =====
[2025-11-25T09:12:06.998921] [INFO ] [CONFIGURE ] CHH: Best accuracy: 100.00%
[2025-11-25T09:12:06.998967] [INFO ] [CONFIGURE ] CHH: Best feature set (2 features): ['add_ema', 'add_volume_momentum_confirmation']
[2025-11-25T09:12:06.999011] [INFO ] [CONFIGURE ] CHH: Improvement over baseline: 20.00%
[2025-11-25T09:12:06.999052] [INFO ] [CONFIGURE ] CHH: Total time: 1.3 minutes
[2025-11-25T09:12:06.999094] [INFO ] [CONFIGURE ] CHH: Average time per feature: 2.6 seconds
[2025-11-25T09:12:06.999136] [INFO ] [CONFIGURE ] CHH: Average speed: 0.38 features/sec
[2025-11-25T09:12:06.999475] [INFO ] [LOCAL     ] Saved configuration for CHH: 2 features, 100.00% accuracy -> ./output/feature-sets/CHH.json
[2025-11-25T09:12:06.999560] [INFO ] [CONFIGURE ] CHH: Configuration saved successfully: 2 features, 100.00% accuracy.
[2025-11-25T09:12:06.999625] [INFO ] [sig       ] [96/164] Successfully configured CHH | 0.01 sym/s | Total: 2.2h | ETA: 1.5h
[2025-11-25T09:12:06.999710] [INFO ] [sig       ] [97/164] Configuring CHT...
[2025-11-25T09:12:06.999779] [INFO ] [CONFIGURE ] CHT: Configurate test run.
[2025-11-25T09:12:06.999845] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CHT' from 'https://tdm.silogroup.org/data/derivative_storage/CHT.csv'.
[2025-11-25T09:12:07.012144] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'CHT'.
[2025-11-25T09:12:07.012510] [INFO ] [CONFIGURE ] CHT: Testing with 29 available features
[2025-11-25T09:12:07.012575] [INFO ] [CONFIGURE ] CHT: Establishing baseline with no features...
[2025-11-25T09:12:07.189571] [DEBUG] [FORECASTER] CHT: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0
[2025-11-25T09:12:07.358298] [DEBUG] [FORECASTER] CHT: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T09:12:07.534428] [DEBUG] [FORECASTER] CHT: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T09:12:07.713246] [DEBUG] [FORECASTER] CHT: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T09:12:07.892183] [DEBUG] [FORECASTER] CHT: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T09:12:08.068162] [DEBUG] [FORECASTER] CHT: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T09:12:08.246384] [DEBUG] [FORECASTER] CHT: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T09:12:08.431121] [DEBUG] [FORECASTER] CHT: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T09:12:08.615198] [DEBUG] [FORECASTER] CHT: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T09:12:08.790324] [DEBUG] [FORECASTER] CHT: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-11-25T09:12:08.790668] [INFO ] [CONFIGURE ] CHT: Baseline score (no features): 50.00%
[2025-11-25T09:12:08.790784] [INFO ] [CONFIGURE ] CHT: Testing feature 1/29: add_bollinger_bands
[2025-11-25T09:12:08.790883] [INFO ] [CONFIGURE ] CHT: Testing with features: ['add_bollinger_bands']
[2025-11-25T09:12:08.996537] [DEBUG] [FORECASTER] CHT: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0
[2025-11-25T09:12:09.204877] [DEBUG] [FORECASTER] CHT: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T09:12:09.412944] [DEBUG] [FORECASTER] CHT: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T09:12:09.618842] [DEBUG] [FORECASTER] CHT: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T09:12:09.828863] [DEBUG] [FORECASTER] CHT: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T09:12:10.038893] [DEBUG] [FORECASTER] CHT: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T09:12:10.253860] [DEBUG] [FORECASTER] CHT: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T09:12:10.457589] [DEBUG] [FORECASTER] CHT: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T09:12:10.662512] [DEBUG] [FORECASTER] CHT: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T09:12:10.867326] [DEBUG] [FORECASTER] CHT: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-25T09:12:10.867635] [INFO ] [CONFIGURE ] CHT: KEPT add_bollinger_bands (score: 60.00%)
[2025-11-25T09:12:10.867762] [INFO ] [CONFIGURE ] JOB ETA: 1.6h | Avg: 2.8s/test | Remaining: 2004 tests
[2025-11-25T09:12:10.867863] [INFO ] [CONFIGURE ] CHT: Testing feature 2/29: add_cumulative_delta
[2025-11-25T09:12:10.867957] [INFO ] [CONFIGURE ] CHT: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta']
[2025-11-25T09:12:11.105056] [DEBUG] [FORECASTER] CHT: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0
[2025-11-25T09:12:11.367850] [DEBUG] [FORECASTER] CHT: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T09:12:11.612762] [DEBUG] [FORECASTER] CHT: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T09:12:11.848987] [DEBUG] [FORECASTER] CHT: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T09:12:12.079181] [DEBUG] [FORECASTER] CHT: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T09:12:12.312546] [DEBUG] [FORECASTER] CHT: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T09:12:12.555495] [DEBUG] [FORECASTER] CHT: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T09:12:12.791639] [DEBUG] [FORECASTER] CHT: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T09:12:13.025676] [DEBUG] [FORECASTER] CHT: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T09:12:13.266144] [DEBUG] [FORECASTER] CHT: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-11-25T09:12:13.266342] [INFO ] [CONFIGURE ] CHT: DISCARDED add_cumulative_delta (score: 50.00%)
[2025-11-25T09:12:13.266403] [INFO ] [CONFIGURE ] JOB ETA: 1.6h | Avg: 2.8s/test | Remaining: 2003 tests
[2025-11-25T09:12:13.266454] [INFO ] [CONFIGURE ] CHT: Testing feature 3/29: add_daily_returns
[2025-11-25T09:12:13.266507] [INFO ] [CONFIGURE ] CHT: Testing with features: ['add_bollinger_bands', 'add_daily_returns']
[2025-11-25T09:12:13.484609] [DEBUG] [FORECASTER] CHT: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0
[2025-11-25T09:12:13.698893] [DEBUG] [FORECASTER] CHT: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T09:12:13.912491] [DEBUG] [FORECASTER] CHT: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T09:12:14.132998] [DEBUG] [FORECASTER] CHT: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T09:12:14.350547] [DEBUG] [FORECASTER] CHT: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T09:12:14.569395] [DEBUG] [FORECASTER] CHT: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T09:12:14.791121] [DEBUG] [FORECASTER] CHT: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T09:12:15.012149] [DEBUG] [FORECASTER] CHT: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T09:12:15.232292] [DEBUG] [FORECASTER] CHT: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T09:12:15.461509] [DEBUG] [FORECASTER] CHT: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-11-25T09:12:15.461855] [INFO ] [CONFIGURE ] CHT: DISCARDED add_daily_returns (score: 40.00%)
[2025-11-25T09:12:15.461971] [INFO ] [CONFIGURE ] JOB ETA: 1.6h | Avg: 2.8s/test | Remaining: 2002 tests
[2025-11-25T09:12:15.462072] [INFO ] [CONFIGURE ] CHT: Testing feature 4/29: add_ema
[2025-11-25T09:12:15.462170] [INFO ] [CONFIGURE ] CHT: Testing with features: ['add_bollinger_bands', 'add_ema']
[2025-11-25T09:12:15.707076] [DEBUG] [FORECASTER] CHT: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0
[2025-11-25T09:12:15.964277] [DEBUG] [FORECASTER] CHT: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T09:12:16.211549] [DEBUG] [FORECASTER] CHT: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T09:12:16.461023] [DEBUG] [FORECASTER] CHT: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T09:12:16.706252] [DEBUG] [FORECASTER] CHT: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T09:12:16.950819] [DEBUG] [FORECASTER] CHT: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T09:12:17.206866] [DEBUG] [FORECASTER] CHT: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T09:12:17.446565] [DEBUG] [FORECASTER] CHT: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T09:12:17.684893] [DEBUG] [FORECASTER] CHT: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T09:12:17.926471] [DEBUG] [FORECASTER] CHT: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-25T09:12:17.926715] [INFO ] [CONFIGURE ] CHT: KEPT add_ema (score: 70.00%)
[2025-11-25T09:12:17.926900] [INFO ] [CONFIGURE ] JOB ETA: 1.6h | Avg: 2.8s/test | Remaining: 2001 tests
[2025-11-25T09:12:17.927001] [INFO ] [CONFIGURE ] CHT: Testing feature 5/29: add_exhaustion_signals
[2025-11-25T09:12:17.927095] [INFO ] [CONFIGURE ] CHT: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_vwap', 'add_exhaustion_signals']
[2025-11-25T09:12:18.213686] [DEBUG] [FORECASTER] CHT: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0
[2025-11-25T09:12:18.507300] [DEBUG] [FORECASTER] CHT: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T09:12:18.802835] [DEBUG] [FORECASTER] CHT: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T09:12:19.110405] [DEBUG] [FORECASTER] CHT: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T09:12:19.410261] [DEBUG] [FORECASTER] CHT: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T09:12:19.701011] [DEBUG] [FORECASTER] CHT: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T09:12:19.997109] [DEBUG] [FORECASTER] CHT: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T09:12:20.294229] [DEBUG] [FORECASTER] CHT: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T09:12:20.592291] [DEBUG] [FORECASTER] CHT: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T09:12:20.890589] [DEBUG] [FORECASTER] CHT: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-11-25T09:12:20.890856] [INFO ] [CONFIGURE ] CHT: DISCARDED add_exhaustion_signals (score: 50.00%)
[2025-11-25T09:12:20.890918] [INFO ] [CONFIGURE ] JOB ETA: 1.6h | Avg: 2.8s/test | Remaining: 2000 tests
[2025-11-25T09:12:20.890972] [INFO ] [CONFIGURE ] CHT: Testing feature 6/29: add_failed_moves
[2025-11-25T09:12:20.891027] [INFO ] [CONFIGURE ] CHT: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_failed_moves']
[2025-11-25T09:12:21.145032] [DEBUG] [FORECASTER] CHT: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0
[2025-11-25T09:12:21.410011] [DEBUG] [FORECASTER] CHT: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T09:12:21.663099] [DEBUG] [FORECASTER] CHT: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T09:12:21.923050] [DEBUG] [FORECASTER] CHT: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T09:12:22.181136] [DEBUG] [FORECASTER] CHT: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T09:12:22.441730] [DEBUG] [FORECASTER] CHT: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T09:12:22.720842] [DEBUG] [FORECASTER] CHT: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T09:12:22.991367] [DEBUG] [FORECASTER] CHT: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T09:12:23.260023] [DEBUG] [FORECASTER] CHT: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T09:12:23.530094] [DEBUG] [FORECASTER] CHT: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-11-25T09:12:23.530281] [INFO ] [CONFIGURE ] CHT: DISCARDED add_failed_moves (score: 50.00%)
[2025-11-25T09:12:23.530339] [INFO ] [CONFIGURE ] JOB ETA: 1.5h | Avg: 2.8s/test | Remaining: 1999 tests
[2025-11-25T09:12:23.530387] [INFO ] [CONFIGURE ] CHT: Testing feature 7/29: add_lag_shelf
[2025-11-25T09:12:23.530432] [INFO ] [CONFIGURE ] CHT: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_lag_shelf']
[2025-11-25T09:12:23.767765] [DEBUG] [FORECASTER] CHT: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0
[2025-11-25T09:12:24.002925] [DEBUG] [FORECASTER] CHT: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T09:12:24.237819] [DEBUG] [FORECASTER] CHT: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T09:12:24.481211] [DEBUG] [FORECASTER] CHT: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T09:12:24.728720] [DEBUG] [FORECASTER] CHT: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T09:12:24.970095] [DEBUG] [FORECASTER] CHT: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T09:12:25.212083] [DEBUG] [FORECASTER] CHT: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T09:12:25.460093] [DEBUG] [FORECASTER] CHT: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T09:12:25.728925] [DEBUG] [FORECASTER] CHT: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T09:12:25.974028] [DEBUG] [FORECASTER] CHT: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-11-25T09:12:25.974225] [INFO ] [CONFIGURE ] CHT: DISCARDED add_lag_shelf (score: 60.00%)
[2025-11-25T09:12:25.974286] [INFO ] [CONFIGURE ] JOB ETA: 1.5h | Avg: 2.8s/test | Remaining: 1998 tests
[2025-11-25T09:12:25.974333] [INFO ] [CONFIGURE ] CHT: Testing feature 8/29: add_macd
[2025-11-25T09:12:25.974378] [INFO ] [CONFIGURE ] CHT: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_vwap', 'add_macd']
[2025-11-25T09:12:26.291213] [DEBUG] [FORECASTER] CHT: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0
[2025-11-25T09:12:26.619897] [DEBUG] [FORECASTER] CHT: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T09:12:26.942601] [DEBUG] [FORECASTER] CHT: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T09:12:27.253561] [DEBUG] [FORECASTER] CHT: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T09:12:27.577687] [DEBUG] [FORECASTER] CHT: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T09:12:27.910146] [DEBUG] [FORECASTER] CHT: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T09:12:28.234354] [DEBUG] [FORECASTER] CHT: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T09:12:28.568068] [DEBUG] [FORECASTER] CHT: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T09:12:28.909832] [DEBUG] [FORECASTER] CHT: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T09:12:29.239581] [DEBUG] [FORECASTER] CHT: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-11-25T09:12:29.239797] [INFO ] [CONFIGURE ] CHT: DISCARDED add_macd (score: 50.00%)
[2025-11-25T09:12:29.239855] [INFO ] [CONFIGURE ] JOB ETA: 1.5h | Avg: 2.8s/test | Remaining: 1997 tests
[2025-11-25T09:12:29.239904] [INFO ] [CONFIGURE ] CHT: Testing feature 9/29: add_mfi
[2025-11-25T09:12:29.239941] [INFO ] [CONFIGURE ] CHT: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_mfi']
[2025-11-25T09:12:29.529472] [DEBUG] [FORECASTER] CHT: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0
[2025-11-25T09:12:29.895150] [DEBUG] [FORECASTER] CHT: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T09:12:30.207260] [DEBUG] [FORECASTER] CHT: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T09:12:30.514698] [DEBUG] [FORECASTER] CHT: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T09:12:30.781689] [DEBUG] [FORECASTER] CHT: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T09:12:31.058905] [DEBUG] [FORECASTER] CHT: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T09:12:31.330050] [DEBUG] [FORECASTER] CHT: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T09:12:31.602780] [DEBUG] [FORECASTER] CHT: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T09:12:31.879145] [DEBUG] [FORECASTER] CHT: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T09:12:32.160848] [DEBUG] [FORECASTER] CHT: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-25T09:12:32.161045] [INFO ] [CONFIGURE ] CHT: DISCARDED add_mfi (score: 70.00%)
[2025-11-25T09:12:32.161106] [INFO ] [CONFIGURE ] JOB ETA: 1.5h | Avg: 2.8s/test | Remaining: 1996 tests
[2025-11-25T09:12:32.161177] [INFO ] [CONFIGURE ] CHT: Testing feature 10/29: add_momentum_acceleration
[2025-11-25T09:12:32.161235] [INFO ] [CONFIGURE ] CHT: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-11-25T09:12:32.503782] [DEBUG] [FORECASTER] CHT: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0
[2025-11-25T09:12:32.837015] [DEBUG] [FORECASTER] CHT: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T09:12:33.172983] [DEBUG] [FORECASTER] CHT: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T09:12:33.533457] [DEBUG] [FORECASTER] CHT: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T09:12:33.895227] [DEBUG] [FORECASTER] CHT: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T09:12:34.245439] [DEBUG] [FORECASTER] CHT: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T09:12:34.585814] [DEBUG] [FORECASTER] CHT: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T09:12:34.929275] [DEBUG] [FORECASTER] CHT: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T09:12:35.266723] [DEBUG] [FORECASTER] CHT: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T09:12:35.604746] [DEBUG] [FORECASTER] CHT: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-25T09:12:35.604920] [INFO ] [CONFIGURE ] CHT: DISCARDED add_momentum_acceleration (score: 70.00%)
[2025-11-25T09:12:35.604979] [INFO ] [CONFIGURE ] JOB ETA: 1.5h | Avg: 2.8s/test | Remaining: 1995 tests
[2025-11-25T09:12:35.605029] [INFO ] [CONFIGURE ] CHT: Testing feature 11/29: add_obv_daily
[2025-11-25T09:12:35.605097] [INFO ] [CONFIGURE ] CHT: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_obv_daily']
[2025-11-25T09:12:35.873768] [DEBUG] [FORECASTER] CHT: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0
[2025-11-25T09:12:36.142360] [DEBUG] [FORECASTER] CHT: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T09:12:36.407238] [DEBUG] [FORECASTER] CHT: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T09:12:36.697160] [DEBUG] [FORECASTER] CHT: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T09:12:36.980153] [DEBUG] [FORECASTER] CHT: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T09:12:37.257282] [DEBUG] [FORECASTER] CHT: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T09:12:37.533369] [DEBUG] [FORECASTER] CHT: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T09:12:37.805565] [DEBUG] [FORECASTER] CHT: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T09:12:38.074482] [DEBUG] [FORECASTER] CHT: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T09:12:38.350133] [DEBUG] [FORECASTER] CHT: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-25T09:12:38.350316] [INFO ] [CONFIGURE ] CHT: DISCARDED add_obv_daily (score: 70.00%)
[2025-11-25T09:12:38.350375] [INFO ] [CONFIGURE ] JOB ETA: 1.5h | Avg: 2.8s/test | Remaining: 1994 tests
[2025-11-25T09:12:38.350423] [INFO ] [CONFIGURE ] CHT: Testing feature 12/29: add_obv_interval
[2025-11-25T09:12:38.350469] [INFO ] [CONFIGURE ] CHT: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_obv_interval']
[2025-11-25T09:12:38.621723] [DEBUG] [FORECASTER] CHT: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0
[2025-11-25T09:12:38.885861] [DEBUG] [FORECASTER] CHT: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T09:12:39.148773] [DEBUG] [FORECASTER] CHT: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T09:12:39.410861] [DEBUG] [FORECASTER] CHT: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T09:12:39.675320] [DEBUG] [FORECASTER] CHT: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T09:12:39.932500] [DEBUG] [FORECASTER] CHT: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T09:12:40.195534] [DEBUG] [FORECASTER] CHT: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T09:12:40.497071] [DEBUG] [FORECASTER] CHT: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T09:12:40.782381] [DEBUG] [FORECASTER] CHT: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T09:12:41.069833] [DEBUG] [FORECASTER] CHT: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-11-25T09:12:41.070033] [INFO ] [CONFIGURE ] CHT: DISCARDED add_obv_interval (score: 60.00%)
[2025-11-25T09:12:41.070094] [INFO ] [CONFIGURE ] JOB ETA: 1.5h | Avg: 2.8s/test | Remaining: 1993 tests
[2025-11-25T09:12:41.070143] [INFO ] [CONFIGURE ] CHT: Testing feature 13/29: add_opening_strength
[2025-11-25T09:12:41.070188] [INFO ] [CONFIGURE ] CHT: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_daily_returns', 'add_opening_strength']
[2025-11-25T09:12:41.359443] [DEBUG] [FORECASTER] CHT: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0
[2025-11-25T09:12:41.639981] [DEBUG] [FORECASTER] CHT: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T09:12:41.915967] [DEBUG] [FORECASTER] CHT: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T09:12:42.195600] [DEBUG] [FORECASTER] CHT: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T09:12:42.466441] [DEBUG] [FORECASTER] CHT: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T09:12:42.753097] [DEBUG] [FORECASTER] CHT: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T09:12:43.069919] [DEBUG] [FORECASTER] CHT: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T09:12:43.387353] [DEBUG] [FORECASTER] CHT: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T09:12:43.693034] [DEBUG] [FORECASTER] CHT: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T09:12:43.990912] [DEBUG] [FORECASTER] CHT: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-25T09:12:43.991079] [INFO ] [CONFIGURE ] CHT: DISCARDED add_opening_strength (score: 70.00%)
[2025-11-25T09:12:43.991136] [INFO ] [CONFIGURE ] JOB ETA: 1.5h | Avg: 2.8s/test | Remaining: 1992 tests
[2025-11-25T09:12:43.991184] [INFO ] [CONFIGURE ] CHT: Testing feature 14/29: add_order_flow_imbalance
[2025-11-25T09:12:43.991228] [INFO ] [CONFIGURE ] CHT: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_order_flow_imbalance']
[2025-11-25T09:12:44.269572] [DEBUG] [FORECASTER] CHT: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0
[2025-11-25T09:12:44.551916] [DEBUG] [FORECASTER] CHT: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T09:12:44.825408] [DEBUG] [FORECASTER] CHT: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T09:12:45.107213] [DEBUG] [FORECASTER] CHT: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T09:12:45.394413] [DEBUG] [FORECASTER] CHT: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T09:12:45.687807] [DEBUG] [FORECASTER] CHT: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T09:12:45.968339] [DEBUG] [FORECASTER] CHT: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T09:12:46.228238] [DEBUG] [FORECASTER] CHT: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T09:12:46.500532] [DEBUG] [FORECASTER] CHT: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T09:12:46.783285] [DEBUG] [FORECASTER] CHT: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-11-25T09:12:46.783480] [INFO ] [CONFIGURE ] CHT: DISCARDED add_order_flow_imbalance (score: 50.00%)
[2025-11-25T09:12:46.783540] [INFO ] [CONFIGURE ] JOB ETA: 1.5h | Avg: 2.8s/test | Remaining: 1991 tests
[2025-11-25T09:12:46.783588] [INFO ] [CONFIGURE ] CHT: Testing feature 15/29: add_pbf_morning_momentum
[2025-11-25T09:12:46.783631] [INFO ] [CONFIGURE ] CHT: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_pbf_morning_momentum']
[2025-11-25T09:12:47.033348] [DEBUG] [FORECASTER] CHT: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0
[2025-11-25T09:12:47.286591] [DEBUG] [FORECASTER] CHT: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T09:12:47.551234] [DEBUG] [FORECASTER] CHT: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T09:12:47.828800] [DEBUG] [FORECASTER] CHT: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T09:12:48.093429] [DEBUG] [FORECASTER] CHT: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T09:12:48.352051] [DEBUG] [FORECASTER] CHT: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T09:12:48.612433] [DEBUG] [FORECASTER] CHT: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T09:12:48.872845] [DEBUG] [FORECASTER] CHT: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T09:12:49.128528] [DEBUG] [FORECASTER] CHT: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T09:12:49.426034] [DEBUG] [FORECASTER] CHT: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-25T09:12:49.426351] [INFO ] [CONFIGURE ] CHT: DISCARDED add_pbf_morning_momentum (score: 60.00%)
[2025-11-25T09:12:49.426423] [INFO ] [CONFIGURE ] JOB ETA: 1.5h | Avg: 2.8s/test | Remaining: 1990 tests
[2025-11-25T09:12:49.426473] [INFO ] [CONFIGURE ] CHT: Testing feature 16/29: add_pbf_overnight_gap
[2025-11-25T09:12:49.426518] [INFO ] [CONFIGURE ] CHT: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_pbf_overnight_gap']
[2025-11-25T09:12:49.690045] [DEBUG] [FORECASTER] CHT: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0
[2025-11-25T09:12:49.944591] [DEBUG] [FORECASTER] CHT: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T09:12:50.198074] [DEBUG] [FORECASTER] CHT: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T09:12:50.454948] [DEBUG] [FORECASTER] CHT: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T09:12:50.722850] [DEBUG] [FORECASTER] CHT: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T09:12:50.983899] [DEBUG] [FORECASTER] CHT: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T09:12:51.237443] [DEBUG] [FORECASTER] CHT: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T09:12:51.493621] [DEBUG] [FORECASTER] CHT: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T09:12:51.755252] [DEBUG] [FORECASTER] CHT: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T09:12:52.027476] [DEBUG] [FORECASTER] CHT: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-11-25T09:12:52.027671] [INFO ] [CONFIGURE ] CHT: DISCARDED add_pbf_overnight_gap (score: 50.00%)
[2025-11-25T09:12:52.027730] [INFO ] [CONFIGURE ] JOB ETA: 1.5h | Avg: 2.8s/test | Remaining: 1989 tests
[2025-11-25T09:12:52.027778] [INFO ] [CONFIGURE ] CHT: Testing feature 17/29: add_pbf_return_2d
[2025-11-25T09:12:52.027823] [INFO ] [CONFIGURE ] CHT: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_pbf_return_2d']
[2025-11-25T09:12:52.309397] [DEBUG] [FORECASTER] CHT: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0
[2025-11-25T09:12:52.586614] [DEBUG] [FORECASTER] CHT: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T09:12:52.868442] [DEBUG] [FORECASTER] CHT: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T09:12:53.142964] [DEBUG] [FORECASTER] CHT: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T09:12:53.435187] [DEBUG] [FORECASTER] CHT: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T09:12:53.726799] [DEBUG] [FORECASTER] CHT: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T09:12:54.010504] [DEBUG] [FORECASTER] CHT: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T09:12:54.295275] [DEBUG] [FORECASTER] CHT: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T09:12:54.582760] [DEBUG] [FORECASTER] CHT: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T09:12:54.869748] [DEBUG] [FORECASTER] CHT: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-11-25T09:12:54.869947] [INFO ] [CONFIGURE ] CHT: DISCARDED add_pbf_return_2d (score: 40.00%)
[2025-11-25T09:12:54.870008] [INFO ] [CONFIGURE ] JOB ETA: 1.5h | Avg: 2.8s/test | Remaining: 1988 tests
[2025-11-25T09:12:54.870055] [INFO ] [CONFIGURE ] CHT: Testing feature 18/29: add_pbf_volatility_5d
[2025-11-25T09:12:54.870100] [INFO ] [CONFIGURE ] CHT: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_pbf_volatility_5d']
[2025-11-25T09:12:55.130202] [DEBUG] [FORECASTER] CHT: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0
[2025-11-25T09:12:55.388915] [DEBUG] [FORECASTER] CHT: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T09:12:55.649394] [DEBUG] [FORECASTER] CHT: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T09:12:55.911173] [DEBUG] [FORECASTER] CHT: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T09:12:56.169219] [DEBUG] [FORECASTER] CHT: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T09:12:56.427318] [DEBUG] [FORECASTER] CHT: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T09:12:56.703867] [DEBUG] [FORECASTER] CHT: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T09:12:56.973826] [DEBUG] [FORECASTER] CHT: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T09:12:57.247040] [DEBUG] [FORECASTER] CHT: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T09:12:57.522519] [DEBUG] [FORECASTER] CHT: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-11-25T09:12:57.522724] [INFO ] [CONFIGURE ] CHT: DISCARDED add_pbf_volatility_5d (score: 40.00%)
[2025-11-25T09:12:57.522783] [INFO ] [CONFIGURE ] JOB ETA: 1.5h | Avg: 2.8s/test | Remaining: 1987 tests
[2025-11-25T09:12:57.522830] [INFO ] [CONFIGURE ] CHT: Testing feature 19/29: add_pbf_vs_sma_5
[2025-11-25T09:12:57.522874] [INFO ] [CONFIGURE ] CHT: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_pbf_vs_sma_5']
[2025-11-25T09:12:57.777390] [DEBUG] [FORECASTER] CHT: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0
[2025-11-25T09:12:58.036815] [DEBUG] [FORECASTER] CHT: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T09:12:58.298388] [DEBUG] [FORECASTER] CHT: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T09:12:58.569504] [DEBUG] [FORECASTER] CHT: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T09:12:58.822514] [DEBUG] [FORECASTER] CHT: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T09:12:59.076586] [DEBUG] [FORECASTER] CHT: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T09:12:59.330829] [DEBUG] [FORECASTER] CHT: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T09:12:59.588939] [DEBUG] [FORECASTER] CHT: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T09:12:59.846478] [DEBUG] [FORECASTER] CHT: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T09:13:00.109132] [DEBUG] [FORECASTER] CHT: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-25T09:13:00.109308] [INFO ] [CONFIGURE ] CHT: DISCARDED add_pbf_vs_sma_5 (score: 70.00%)
[2025-11-25T09:13:00.109369] [INFO ] [CONFIGURE ] JOB ETA: 1.5h | Avg: 2.8s/test | Remaining: 1986 tests
[2025-11-25T09:13:00.109418] [INFO ] [CONFIGURE ] CHT: Testing feature 20/29: add_price_rejection
[2025-11-25T09:13:00.109464] [INFO ] [CONFIGURE ] CHT: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_price_rejection']
[2025-11-25T09:13:01.100975] [DEBUG] [FORECASTER] CHT: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0
[2025-11-25T09:13:01.461243] [DEBUG] [FORECASTER] CHT: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T09:13:01.780160] [DEBUG] [FORECASTER] CHT: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T09:13:02.062616] [DEBUG] [FORECASTER] CHT: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T09:13:02.349924] [DEBUG] [FORECASTER] CHT: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T09:13:02.638830] [DEBUG] [FORECASTER] CHT: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T09:13:02.918134] [DEBUG] [FORECASTER] CHT: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T09:13:03.209937] [DEBUG] [FORECASTER] CHT: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T09:13:03.519682] [DEBUG] [FORECASTER] CHT: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T09:13:03.823866] [DEBUG] [FORECASTER] CHT: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-25T09:13:03.824070] [INFO ] [CONFIGURE ] CHT: DISCARDED add_price_rejection (score: 50.00%)
[2025-11-25T09:13:03.824131] [INFO ] [CONFIGURE ] JOB ETA: 1.5h | Avg: 2.8s/test | Remaining: 1985 tests
[2025-11-25T09:13:03.824178] [INFO ] [CONFIGURE ] CHT: Testing feature 21/29: add_range_position
[2025-11-25T09:13:03.824221] [INFO ] [CONFIGURE ] CHT: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_range_position']
[2025-11-25T09:13:04.110570] [DEBUG] [FORECASTER] CHT: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0
[2025-11-25T09:13:04.400921] [DEBUG] [FORECASTER] CHT: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T09:13:04.689416] [DEBUG] [FORECASTER] CHT: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T09:13:04.983467] [DEBUG] [FORECASTER] CHT: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T09:13:05.272101] [DEBUG] [FORECASTER] CHT: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T09:13:05.572100] [DEBUG] [FORECASTER] CHT: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T09:13:05.892120] [DEBUG] [FORECASTER] CHT: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T09:13:06.175311] [DEBUG] [FORECASTER] CHT: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T09:13:06.456778] [DEBUG] [FORECASTER] CHT: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T09:13:06.730041] [DEBUG] [FORECASTER] CHT: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-25T09:13:06.730226] [INFO ] [CONFIGURE ] CHT: DISCARDED add_range_position (score: 70.00%)
[2025-11-25T09:13:06.730285] [INFO ] [CONFIGURE ] JOB ETA: 1.5h | Avg: 2.8s/test | Remaining: 1984 tests
[2025-11-25T09:13:06.730336] [INFO ] [CONFIGURE ] CHT: Testing feature 22/29: add_realized_volatility
[2025-11-25T09:13:06.730389] [INFO ] [CONFIGURE ] CHT: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_realized_volatility']
[2025-11-25T09:13:07.104703] [DEBUG] [FORECASTER] CHT: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0
[2025-11-25T09:13:07.482399] [DEBUG] [FORECASTER] CHT: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T09:13:07.873607] [DEBUG] [FORECASTER] CHT: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T09:13:08.266219] [DEBUG] [FORECASTER] CHT: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T09:13:08.675250] [DEBUG] [FORECASTER] CHT: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T09:13:09.096968] [DEBUG] [FORECASTER] CHT: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T09:13:09.499517] [DEBUG] [FORECASTER] CHT: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T09:13:09.896714] [DEBUG] [FORECASTER] CHT: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T09:13:10.296793] [DEBUG] [FORECASTER] CHT: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T09:13:10.702048] [DEBUG] [FORECASTER] CHT: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-11-25T09:13:10.702272] [INFO ] [CONFIGURE ] CHT: DISCARDED add_realized_volatility (score: 40.00%)
[2025-11-25T09:13:10.702335] [INFO ] [CONFIGURE ] JOB ETA: 1.5h | Avg: 2.8s/test | Remaining: 1983 tests
[2025-11-25T09:13:10.702383] [INFO ] [CONFIGURE ] CHT: Testing feature 23/29: add_recent_range_context
[2025-11-25T09:13:10.702431] [INFO ] [CONFIGURE ] CHT: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_recent_range_context']
[2025-11-25T09:13:10.994602] [DEBUG] [FORECASTER] CHT: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0
[2025-11-25T09:13:11.287421] [DEBUG] [FORECASTER] CHT: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T09:13:11.583672] [DEBUG] [FORECASTER] CHT: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T09:13:11.869034] [DEBUG] [FORECASTER] CHT: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T09:13:12.161002] [DEBUG] [FORECASTER] CHT: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T09:13:12.447273] [DEBUG] [FORECASTER] CHT: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T09:13:12.754807] [DEBUG] [FORECASTER] CHT: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T09:13:13.049071] [DEBUG] [FORECASTER] CHT: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T09:13:13.314530] [DEBUG] [FORECASTER] CHT: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T09:13:13.585061] [DEBUG] [FORECASTER] CHT: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-11-25T09:13:13.585259] [INFO ] [CONFIGURE ] CHT: DISCARDED add_recent_range_context (score: 50.00%)
[2025-11-25T09:13:13.585359] [INFO ] [CONFIGURE ] JOB ETA: 1.5h | Avg: 2.8s/test | Remaining: 1982 tests
[2025-11-25T09:13:13.585411] [INFO ] [CONFIGURE ] CHT: Testing feature 24/29: add_rsi
[2025-11-25T09:13:13.585455] [INFO ] [CONFIGURE ] CHT: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_rsi']
[2025-11-25T09:13:13.852727] [DEBUG] [FORECASTER] CHT: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0
[2025-11-25T09:13:14.135712] [DEBUG] [FORECASTER] CHT: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T09:13:14.425879] [DEBUG] [FORECASTER] CHT: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T09:13:14.688975] [DEBUG] [FORECASTER] CHT: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T09:13:14.953071] [DEBUG] [FORECASTER] CHT: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T09:13:15.224023] [DEBUG] [FORECASTER] CHT: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T09:13:15.502906] [DEBUG] [FORECASTER] CHT: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T09:13:15.762754] [DEBUG] [FORECASTER] CHT: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T09:13:16.024867] [DEBUG] [FORECASTER] CHT: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T09:13:16.291167] [DEBUG] [FORECASTER] CHT: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-11-25T09:13:16.291357] [INFO ] [CONFIGURE ] CHT: DISCARDED add_rsi (score: 50.00%)
[2025-11-25T09:13:16.291422] [INFO ] [CONFIGURE ] JOB ETA: 1.5h | Avg: 2.8s/test | Remaining: 1981 tests
[2025-11-25T09:13:16.291471] [INFO ] [CONFIGURE ] CHT: Testing feature 25/29: add_tick_distribution
[2025-11-25T09:13:16.291514] [INFO ] [CONFIGURE ] CHT: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_tick_distribution']
[2025-11-25T09:13:16.539876] [DEBUG] [FORECASTER] CHT: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0
[2025-11-25T09:13:16.776439] [DEBUG] [FORECASTER] CHT: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T09:13:17.015021] [DEBUG] [FORECASTER] CHT: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T09:13:17.281789] [DEBUG] [FORECASTER] CHT: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T09:13:17.589944] [DEBUG] [FORECASTER] CHT: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T09:13:17.882982] [DEBUG] [FORECASTER] CHT: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T09:13:18.157792] [DEBUG] [FORECASTER] CHT: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T09:13:18.419168] [DEBUG] [FORECASTER] CHT: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T09:13:18.667477] [DEBUG] [FORECASTER] CHT: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T09:13:18.916440] [DEBUG] [FORECASTER] CHT: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-25T09:13:18.916614] [INFO ] [CONFIGURE ] CHT: DISCARDED add_tick_distribution (score: 70.00%)
[2025-11-25T09:13:18.916691] [INFO ] [CONFIGURE ] JOB ETA: 1.5h | Avg: 2.8s/test | Remaining: 1980 tests
[2025-11-25T09:13:18.916740] [INFO ] [CONFIGURE ] CHT: Testing feature 26/29: add_volume_momentum_confirmation
[2025-11-25T09:13:18.916785] [INFO ] [CONFIGURE ] CHT: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_volume_momentum_confirmation']
[2025-11-25T09:13:19.178067] [DEBUG] [FORECASTER] CHT: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0
[2025-11-25T09:13:19.467088] [DEBUG] [FORECASTER] CHT: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T09:13:19.731837] [DEBUG] [FORECASTER] CHT: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T09:13:19.993601] [DEBUG] [FORECASTER] CHT: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T09:13:20.276458] [DEBUG] [FORECASTER] CHT: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T09:13:20.557021] [DEBUG] [FORECASTER] CHT: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T09:13:20.843860] [DEBUG] [FORECASTER] CHT: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T09:13:21.128235] [DEBUG] [FORECASTER] CHT: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T09:13:21.413289] [DEBUG] [FORECASTER] CHT: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T09:13:21.701032] [DEBUG] [FORECASTER] CHT: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-11-25T09:13:21.701228] [INFO ] [CONFIGURE ] CHT: DISCARDED add_volume_momentum_confirmation (score: 50.00%)
[2025-11-25T09:13:21.701288] [INFO ] [CONFIGURE ] JOB ETA: 1.5h | Avg: 2.8s/test | Remaining: 1979 tests
[2025-11-25T09:13:21.701339] [INFO ] [CONFIGURE ] CHT: Testing feature 27/29: add_volume_price_divergence
[2025-11-25T09:13:21.701385] [INFO ] [CONFIGURE ] CHT: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_volume_price_divergence']
[2025-11-25T09:13:22.008289] [DEBUG] [FORECASTER] CHT: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0
[2025-11-25T09:13:22.307682] [DEBUG] [FORECASTER] CHT: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T09:13:22.611477] [DEBUG] [FORECASTER] CHT: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T09:13:22.912135] [DEBUG] [FORECASTER] CHT: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T09:13:23.216769] [DEBUG] [FORECASTER] CHT: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T09:13:23.525766] [DEBUG] [FORECASTER] CHT: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T09:13:23.852597] [DEBUG] [FORECASTER] CHT: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T09:13:24.137772] [DEBUG] [FORECASTER] CHT: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T09:13:24.426672] [DEBUG] [FORECASTER] CHT: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T09:13:24.703508] [DEBUG] [FORECASTER] CHT: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-11-25T09:13:24.703779] [INFO ] [CONFIGURE ] CHT: DISCARDED add_volume_price_divergence (score: 50.00%)
[2025-11-25T09:13:24.703849] [INFO ] [CONFIGURE ] JOB ETA: 1.5h | Avg: 2.8s/test | Remaining: 1978 tests
[2025-11-25T09:13:24.703907] [INFO ] [CONFIGURE ] CHT: Testing feature 28/29: add_volume_profile
[2025-11-25T09:13:24.703961] [INFO ] [CONFIGURE ] CHT: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_volume_profile']
[2025-11-25T09:13:24.963347] [DEBUG] [FORECASTER] CHT: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0
[2025-11-25T09:13:25.212557] [DEBUG] [FORECASTER] CHT: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T09:13:25.467736] [DEBUG] [FORECASTER] CHT: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T09:13:25.726531] [DEBUG] [FORECASTER] CHT: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T09:13:25.993138] [DEBUG] [FORECASTER] CHT: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T09:13:26.245183] [DEBUG] [FORECASTER] CHT: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T09:13:26.499631] [DEBUG] [FORECASTER] CHT: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T09:13:26.751562] [DEBUG] [FORECASTER] CHT: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T09:13:26.998070] [DEBUG] [FORECASTER] CHT: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T09:13:27.243515] [DEBUG] [FORECASTER] CHT: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-25T09:13:27.243705] [INFO ] [CONFIGURE ] CHT: DISCARDED add_volume_profile (score: 70.00%)
[2025-11-25T09:13:27.243763] [INFO ] [CONFIGURE ] JOB ETA: 1.5h | Avg: 2.8s/test | Remaining: 1977 tests
[2025-11-25T09:13:27.243811] [INFO ] [CONFIGURE ] CHT: Testing feature 29/29: add_vwap
[2025-11-25T09:13:27.243903] [INFO ] [CONFIGURE ] CHT: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_vwap']
[2025-11-25T09:13:27.488263] [DEBUG] [FORECASTER] CHT: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0
[2025-11-25T09:13:27.738125] [DEBUG] [FORECASTER] CHT: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T09:13:27.987866] [DEBUG] [FORECASTER] CHT: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T09:13:28.246856] [DEBUG] [FORECASTER] CHT: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T09:13:28.514798] [DEBUG] [FORECASTER] CHT: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T09:13:28.762723] [DEBUG] [FORECASTER] CHT: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T09:13:29.013132] [DEBUG] [FORECASTER] CHT: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T09:13:29.271879] [DEBUG] [FORECASTER] CHT: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T09:13:29.538791] [DEBUG] [FORECASTER] CHT: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T09:13:29.804496] [DEBUG] [FORECASTER] CHT: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-11-25T09:13:29.804727] [INFO ] [CONFIGURE ] CHT: DISCARDED add_vwap (score: 40.00%)
[2025-11-25T09:13:29.804788] [INFO ] [CONFIGURE ] JOB ETA: 1.5h | Avg: 2.8s/test | Remaining: 1976 tests
[2025-11-25T09:13:29.804837] [INFO ] [CONFIGURE ] CHT: ===== FEATURE SELECTION COMPLETE =====
[2025-11-25T09:13:29.804879] [INFO ] [CONFIGURE ] CHT: Best accuracy: 70.00%
[2025-11-25T09:13:29.804921] [INFO ] [CONFIGURE ] CHT: Best feature set (2 features): ['add_bollinger_bands', 'add_ema']
[2025-11-25T09:13:29.804960] [INFO ] [CONFIGURE ] CHT: Improvement over baseline: 20.00%
[2025-11-25T09:13:29.804998] [INFO ] [CONFIGURE ] CHT: Total time: 1.4 minutes
[2025-11-25T09:13:29.805035] [INFO ] [CONFIGURE ] CHT: Average time per feature: 2.8 seconds
[2025-11-25T09:13:29.805073] [INFO ] [CONFIGURE ] CHT: Average speed: 0.36 features/sec
[2025-11-25T09:13:29.805778] [INFO ] [LOCAL     ] Saved configuration for CHT: 2 features, 70.00% accuracy -> ./output/feature-sets/CHT.json
[2025-11-25T09:13:29.805837] [INFO ] [CONFIGURE ] CHT: Configuration saved successfully: 2 features, 70.00% accuracy.
[2025-11-25T09:13:29.805892] [INFO ] [sig       ] [97/164] Successfully configured CHT | 0.01 sym/s | Total: 2.2h | ETA: 1.5h
[2025-11-25T09:13:29.805936] [INFO ] [sig       ] [98/164] Configuring CIG...
[2025-11-25T09:13:29.805976] [INFO ] [CONFIGURE ] CIG: Configurate test run.
[2025-11-25T09:13:29.806015] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CIG' from 'https://tdm.silogroup.org/data/derivative_storage/CIG.csv'.
[2025-11-25T09:13:29.819694] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'CIG'.
[2025-11-25T09:13:29.820195] [INFO ] [CONFIGURE ] CIG: Testing with 29 available features
[2025-11-25T09:13:29.820259] [INFO ] [CONFIGURE ] CIG: Establishing baseline with no features...
[2025-11-25T09:13:29.987500] [DEBUG] [FORECASTER] CIG: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T09:13:30.157159] [DEBUG] [FORECASTER] CIG: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T09:13:30.334802] [DEBUG] [FORECASTER] CIG: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T09:13:30.497824] [DEBUG] [FORECASTER] CIG: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T09:13:30.666331] [DEBUG] [FORECASTER] CIG: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T09:13:30.832070] [DEBUG] [FORECASTER] CIG: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T09:13:30.999175] [DEBUG] [FORECASTER] CIG: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T09:13:31.166097] [DEBUG] [FORECASTER] CIG: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T09:13:31.339929] [DEBUG] [FORECASTER] CIG: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T09:13:31.508810] [DEBUG] [FORECASTER] CIG: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T09:13:31.508968] [INFO ] [CONFIGURE ] CIG: Baseline score (no features): 50.00%
[2025-11-25T09:13:31.509017] [INFO ] [CONFIGURE ] CIG: Testing feature 1/29: add_bollinger_bands
[2025-11-25T09:13:31.509054] [INFO ] [CONFIGURE ] CIG: Testing with features: ['add_bollinger_bands']
[2025-11-25T09:13:31.707291] [DEBUG] [FORECASTER] CIG: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T09:13:31.907318] [DEBUG] [FORECASTER] CIG: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T09:13:32.105165] [DEBUG] [FORECASTER] CIG: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T09:13:32.307165] [DEBUG] [FORECASTER] CIG: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T09:13:32.513943] [DEBUG] [FORECASTER] CIG: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T09:13:32.713812] [DEBUG] [FORECASTER] CIG: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T09:13:32.918226] [DEBUG] [FORECASTER] CIG: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T09:13:33.120549] [DEBUG] [FORECASTER] CIG: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T09:13:33.326970] [DEBUG] [FORECASTER] CIG: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T09:13:33.538625] [DEBUG] [FORECASTER] CIG: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T09:13:33.538901] [INFO ] [CONFIGURE ] CIG: DISCARDED add_bollinger_bands (score: 50.00%)
[2025-11-25T09:13:33.539022] [INFO ] [CONFIGURE ] JOB ETA: 1.5h | Avg: 2.8s/test | Remaining: 1975 tests
[2025-11-25T09:13:33.539131] [INFO ] [CONFIGURE ] CIG: Testing feature 2/29: add_cumulative_delta
[2025-11-25T09:13:33.539235] [INFO ] [CONFIGURE ] CIG: Testing with features: ['add_cumulative_delta']
[2025-11-25T09:13:33.739902] [DEBUG] [FORECASTER] CIG: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T09:13:33.942285] [DEBUG] [FORECASTER] CIG: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T09:13:34.147209] [DEBUG] [FORECASTER] CIG: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T09:13:34.358542] [DEBUG] [FORECASTER] CIG: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T09:13:34.567332] [DEBUG] [FORECASTER] CIG: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T09:13:34.774267] [DEBUG] [FORECASTER] CIG: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T09:13:34.979846] [DEBUG] [FORECASTER] CIG: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T09:13:35.189097] [DEBUG] [FORECASTER] CIG: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T09:13:35.395562] [DEBUG] [FORECASTER] CIG: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T09:13:35.610451] [DEBUG] [FORECASTER] CIG: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T09:13:35.610824] [INFO ] [CONFIGURE ] CIG: KEPT add_cumulative_delta (score: 60.00%)
[2025-11-25T09:13:35.610943] [INFO ] [CONFIGURE ] JOB ETA: 1.5h | Avg: 2.8s/test | Remaining: 1974 tests
[2025-11-25T09:13:35.611051] [INFO ] [CONFIGURE ] CIG: Testing feature 3/29: add_daily_returns
[2025-11-25T09:13:35.611156] [INFO ] [CONFIGURE ] CIG: Testing with features: ['add_cumulative_delta', 'add_daily_returns']
[2025-11-25T09:13:35.825450] [DEBUG] [FORECASTER] CIG: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T09:13:36.043340] [DEBUG] [FORECASTER] CIG: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0
[2025-11-25T09:13:36.265027] [DEBUG] [FORECASTER] CIG: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T09:13:36.488064] [DEBUG] [FORECASTER] CIG: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T09:13:36.707310] [DEBUG] [FORECASTER] CIG: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T09:13:36.926071] [DEBUG] [FORECASTER] CIG: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T09:13:37.151027] [DEBUG] [FORECASTER] CIG: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T09:13:37.369938] [DEBUG] [FORECASTER] CIG: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T09:13:37.594378] [DEBUG] [FORECASTER] CIG: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T09:13:37.818830] [DEBUG] [FORECASTER] CIG: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T09:13:37.819014] [INFO ] [CONFIGURE ] CIG: DISCARDED add_daily_returns (score: 30.00%)
[2025-11-25T09:13:37.819062] [INFO ] [CONFIGURE ] JOB ETA: 1.5h | Avg: 2.8s/test | Remaining: 1973 tests
[2025-11-25T09:13:37.819101] [INFO ] [CONFIGURE ] CIG: Testing feature 4/29: add_ema
[2025-11-25T09:13:37.819138] [INFO ] [CONFIGURE ] CIG: Testing with features: ['add_cumulative_delta', 'add_ema']
[2025-11-25T09:13:38.075089] [DEBUG] [FORECASTER] CIG: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T09:13:38.331929] [DEBUG] [FORECASTER] CIG: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T09:13:38.597807] [DEBUG] [FORECASTER] CIG: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T09:13:38.868177] [DEBUG] [FORECASTER] CIG: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T09:13:39.132384] [DEBUG] [FORECASTER] CIG: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T09:13:39.396814] [DEBUG] [FORECASTER] CIG: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T09:13:39.658996] [DEBUG] [FORECASTER] CIG: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T09:13:39.925135] [DEBUG] [FORECASTER] CIG: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T09:13:40.199033] [DEBUG] [FORECASTER] CIG: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T09:13:40.458161] [DEBUG] [FORECASTER] CIG: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T09:13:40.458343] [INFO ] [CONFIGURE ] CIG: DISCARDED add_ema (score: 50.00%)
[2025-11-25T09:13:40.458403] [INFO ] [CONFIGURE ] JOB ETA: 1.5h | Avg: 2.8s/test | Remaining: 1972 tests
[2025-11-25T09:13:40.458452] [INFO ] [CONFIGURE ] CIG: Testing feature 5/29: add_exhaustion_signals
[2025-11-25T09:13:40.458497] [INFO ] [CONFIGURE ] CIG: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals']
[2025-11-25T09:13:40.705696] [DEBUG] [FORECASTER] CIG: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T09:13:40.955940] [DEBUG] [FORECASTER] CIG: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T09:13:41.206982] [DEBUG] [FORECASTER] CIG: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T09:13:41.451985] [DEBUG] [FORECASTER] CIG: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T09:13:41.699720] [DEBUG] [FORECASTER] CIG: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T09:13:41.950720] [DEBUG] [FORECASTER] CIG: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T09:13:42.200510] [DEBUG] [FORECASTER] CIG: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T09:13:42.453177] [DEBUG] [FORECASTER] CIG: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-25T09:13:42.734292] [DEBUG] [FORECASTER] CIG: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T09:13:42.992080] [DEBUG] [FORECASTER] CIG: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T09:13:42.992319] [INFO ] [CONFIGURE ] CIG: DISCARDED add_exhaustion_signals (score: 30.00%)
[2025-11-25T09:13:42.992380] [INFO ] [CONFIGURE ] JOB ETA: 1.5h | Avg: 2.8s/test | Remaining: 1971 tests
[2025-11-25T09:13:42.992429] [INFO ] [CONFIGURE ] CIG: Testing feature 6/29: add_failed_moves
[2025-11-25T09:13:42.992488] [INFO ] [CONFIGURE ] CIG: Testing with features: ['add_cumulative_delta', 'add_failed_moves']
[2025-11-25T09:13:43.217574] [DEBUG] [FORECASTER] CIG: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T09:13:43.448196] [DEBUG] [FORECASTER] CIG: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T09:13:43.674774] [DEBUG] [FORECASTER] CIG: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T09:13:43.890299] [DEBUG] [FORECASTER] CIG: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T09:13:44.117969] [DEBUG] [FORECASTER] CIG: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T09:13:44.351662] [DEBUG] [FORECASTER] CIG: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T09:13:44.587376] [DEBUG] [FORECASTER] CIG: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T09:13:44.828424] [DEBUG] [FORECASTER] CIG: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T09:13:45.063769] [DEBUG] [FORECASTER] CIG: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T09:13:45.299263] [DEBUG] [FORECASTER] CIG: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T09:13:45.299446] [INFO ] [CONFIGURE ] CIG: DISCARDED add_failed_moves (score: 50.00%)
[2025-11-25T09:13:45.299506] [INFO ] [CONFIGURE ] JOB ETA: 1.5h | Avg: 2.8s/test | Remaining: 1970 tests
[2025-11-25T09:13:45.299555] [INFO ] [CONFIGURE ] CIG: Testing feature 7/29: add_lag_shelf
[2025-11-25T09:13:45.299600] [INFO ] [CONFIGURE ] CIG: Testing with features: ['add_cumulative_delta', 'add_lag_shelf']
[2025-11-25T09:13:45.518764] [DEBUG] [FORECASTER] CIG: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T09:13:45.744471] [DEBUG] [FORECASTER] CIG: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T09:13:45.970418] [DEBUG] [FORECASTER] CIG: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T09:13:46.194940] [DEBUG] [FORECASTER] CIG: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T09:13:46.432909] [DEBUG] [FORECASTER] CIG: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T09:13:46.659337] [DEBUG] [FORECASTER] CIG: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T09:13:46.884062] [DEBUG] [FORECASTER] CIG: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T09:13:47.108890] [DEBUG] [FORECASTER] CIG: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T09:13:47.332346] [DEBUG] [FORECASTER] CIG: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T09:13:47.554128] [DEBUG] [FORECASTER] CIG: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T09:13:47.554292] [INFO ] [CONFIGURE ] CIG: DISCARDED add_lag_shelf (score: 60.00%)
[2025-11-25T09:13:47.554340] [INFO ] [CONFIGURE ] JOB ETA: 1.5h | Avg: 2.8s/test | Remaining: 1969 tests
[2025-11-25T09:13:47.554379] [INFO ] [CONFIGURE ] CIG: Testing feature 8/29: add_macd
[2025-11-25T09:13:47.554416] [INFO ] [CONFIGURE ] CIG: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_macd']
[2025-11-25T09:13:47.882944] [DEBUG] [FORECASTER] CIG: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T09:13:48.196160] [DEBUG] [FORECASTER] CIG: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T09:13:48.529445] [DEBUG] [FORECASTER] CIG: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T09:13:48.856540] [DEBUG] [FORECASTER] CIG: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T09:13:49.185029] [DEBUG] [FORECASTER] CIG: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T09:13:49.547811] [DEBUG] [FORECASTER] CIG: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T09:13:49.884016] [DEBUG] [FORECASTER] CIG: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T09:13:50.223377] [DEBUG] [FORECASTER] CIG: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T09:13:50.562351] [DEBUG] [FORECASTER] CIG: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T09:13:50.903896] [DEBUG] [FORECASTER] CIG: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T09:13:50.904097] [INFO ] [CONFIGURE ] CIG: KEPT add_macd (score: 70.00%)
[2025-11-25T09:13:50.904161] [INFO ] [CONFIGURE ] JOB ETA: 1.5h | Avg: 2.8s/test | Remaining: 1968 tests
[2025-11-25T09:13:50.904212] [INFO ] [CONFIGURE ] CIG: Testing feature 9/29: add_mfi
[2025-11-25T09:13:50.904258] [INFO ] [CONFIGURE ] CIG: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_macd', 'add_mfi']
[2025-11-25T09:13:51.260445] [DEBUG] [FORECASTER] CIG: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T09:13:51.602309] [DEBUG] [FORECASTER] CIG: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T09:13:51.946829] [DEBUG] [FORECASTER] CIG: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T09:13:52.295940] [DEBUG] [FORECASTER] CIG: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T09:13:52.641914] [DEBUG] [FORECASTER] CIG: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T09:13:52.986048] [DEBUG] [FORECASTER] CIG: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T09:13:53.334336] [DEBUG] [FORECASTER] CIG: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T09:13:53.706082] [DEBUG] [FORECASTER] CIG: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T09:13:54.069472] [DEBUG] [FORECASTER] CIG: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T09:13:54.421852] [DEBUG] [FORECASTER] CIG: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T09:13:54.422061] [INFO ] [CONFIGURE ] CIG: DISCARDED add_mfi (score: 70.00%)
[2025-11-25T09:13:54.422122] [INFO ] [CONFIGURE ] JOB ETA: 1.5h | Avg: 2.8s/test | Remaining: 1967 tests
[2025-11-25T09:13:54.422174] [INFO ] [CONFIGURE ] CIG: Testing feature 10/29: add_momentum_acceleration
[2025-11-25T09:13:54.422221] [INFO ] [CONFIGURE ] CIG: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_macd', 'add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-11-25T09:13:54.844117] [DEBUG] [FORECASTER] CIG: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T09:13:55.273881] [DEBUG] [FORECASTER] CIG: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T09:13:55.705337] [DEBUG] [FORECASTER] CIG: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T09:13:56.124613] [DEBUG] [FORECASTER] CIG: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T09:13:56.576001] [DEBUG] [FORECASTER] CIG: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T09:13:57.001538] [DEBUG] [FORECASTER] CIG: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T09:13:57.443893] [DEBUG] [FORECASTER] CIG: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T09:13:57.887924] [DEBUG] [FORECASTER] CIG: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T09:13:58.338922] [DEBUG] [FORECASTER] CIG: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T09:13:58.813307] [DEBUG] [FORECASTER] CIG: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T09:13:58.813514] [INFO ] [CONFIGURE ] CIG: KEPT add_momentum_acceleration (score: 80.00%)
[2025-11-25T09:13:58.813574] [INFO ] [CONFIGURE ] JOB ETA: 1.5h | Avg: 2.8s/test | Remaining: 1966 tests
[2025-11-25T09:13:58.813633] [INFO ] [CONFIGURE ] CIG: Testing feature 11/29: add_obv_daily
[2025-11-25T09:13:58.813702] [INFO ] [CONFIGURE ] CIG: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_macd', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_obv_daily']
[2025-11-25T09:13:59.270260] [DEBUG] [FORECASTER] CIG: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T09:13:59.727851] [DEBUG] [FORECASTER] CIG: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T09:14:00.190698] [DEBUG] [FORECASTER] CIG: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T09:14:01.462343] [DEBUG] [FORECASTER] CIG: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T09:14:01.933144] [DEBUG] [FORECASTER] CIG: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T09:14:02.379862] [DEBUG] [FORECASTER] CIG: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T09:14:02.839703] [DEBUG] [FORECASTER] CIG: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T09:14:03.294571] [DEBUG] [FORECASTER] CIG: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T09:14:03.769311] [DEBUG] [FORECASTER] CIG: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T09:14:04.252531] [DEBUG] [FORECASTER] CIG: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T09:14:04.252831] [INFO ] [CONFIGURE ] CIG: DISCARDED add_obv_daily (score: 60.00%)
[2025-11-25T09:14:04.252908] [INFO ] [CONFIGURE ] JOB ETA: 1.5h | Avg: 2.8s/test | Remaining: 1965 tests
[2025-11-25T09:14:04.252977] [INFO ] [CONFIGURE ] CIG: Testing feature 12/29: add_obv_interval
[2025-11-25T09:14:04.253025] [INFO ] [CONFIGURE ] CIG: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_macd', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_obv_interval']
[2025-11-25T09:14:04.761959] [DEBUG] [FORECASTER] CIG: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T09:14:05.261339] [DEBUG] [FORECASTER] CIG: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T09:14:05.754420] [DEBUG] [FORECASTER] CIG: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T09:14:06.212854] [DEBUG] [FORECASTER] CIG: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T09:14:06.641897] [DEBUG] [FORECASTER] CIG: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T09:14:07.073681] [DEBUG] [FORECASTER] CIG: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T09:14:07.513310] [DEBUG] [FORECASTER] CIG: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T09:14:07.966863] [DEBUG] [FORECASTER] CIG: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T09:14:08.411321] [DEBUG] [FORECASTER] CIG: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T09:14:08.882038] [DEBUG] [FORECASTER] CIG: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T09:14:08.882238] [INFO ] [CONFIGURE ] CIG: DISCARDED add_obv_interval (score: 70.00%)
[2025-11-25T09:14:08.882319] [INFO ] [CONFIGURE ] JOB ETA: 1.5h | Avg: 2.8s/test | Remaining: 1964 tests
[2025-11-25T09:14:08.882392] [INFO ] [CONFIGURE ] CIG: Testing feature 13/29: add_opening_strength
[2025-11-25T09:14:08.882450] [INFO ] [CONFIGURE ] CIG: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_macd', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_daily_returns', 'add_opening_strength']
[2025-11-25T09:14:09.345495] [DEBUG] [FORECASTER] CIG: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T09:14:09.844554] [DEBUG] [FORECASTER] CIG: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T09:14:10.437935] [DEBUG] [FORECASTER] CIG: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T09:14:10.986218] [DEBUG] [FORECASTER] CIG: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T09:14:11.454534] [DEBUG] [FORECASTER] CIG: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T09:14:11.923102] [DEBUG] [FORECASTER] CIG: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T09:14:12.386134] [DEBUG] [FORECASTER] CIG: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T09:14:12.857357] [DEBUG] [FORECASTER] CIG: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T09:14:13.312630] [DEBUG] [FORECASTER] CIG: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T09:14:13.772314] [DEBUG] [FORECASTER] CIG: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T09:14:13.772492] [INFO ] [CONFIGURE ] CIG: DISCARDED add_opening_strength (score: 80.00%)
[2025-11-25T09:14:13.772544] [INFO ] [CONFIGURE ] JOB ETA: 1.5h | Avg: 2.8s/test | Remaining: 1963 tests
[2025-11-25T09:14:13.772595] [INFO ] [CONFIGURE ] CIG: Testing feature 14/29: add_order_flow_imbalance
[2025-11-25T09:14:13.772659] [INFO ] [CONFIGURE ] CIG: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_macd', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_order_flow_imbalance']
[2025-11-25T09:14:14.224406] [DEBUG] [FORECASTER] CIG: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T09:14:14.675983] [DEBUG] [FORECASTER] CIG: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T09:14:15.133341] [DEBUG] [FORECASTER] CIG: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T09:14:15.630428] [DEBUG] [FORECASTER] CIG: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T09:14:16.084065] [DEBUG] [FORECASTER] CIG: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T09:14:16.529603] [DEBUG] [FORECASTER] CIG: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T09:14:16.976574] [DEBUG] [FORECASTER] CIG: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T09:14:17.424976] [DEBUG] [FORECASTER] CIG: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T09:14:17.868778] [DEBUG] [FORECASTER] CIG: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T09:14:18.330162] [DEBUG] [FORECASTER] CIG: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T09:14:18.330364] [INFO ] [CONFIGURE ] CIG: DISCARDED add_order_flow_imbalance (score: 70.00%)
[2025-11-25T09:14:18.330422] [INFO ] [CONFIGURE ] JOB ETA: 1.5h | Avg: 2.8s/test | Remaining: 1962 tests
[2025-11-25T09:14:18.330468] [INFO ] [CONFIGURE ] CIG: Testing feature 16/29: add_pbf_overnight_gap
[2025-11-25T09:14:18.330591] [INFO ] [CONFIGURE ] CIG: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_macd', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_pbf_overnight_gap']
[2025-11-25T09:14:18.753377] [DEBUG] [FORECASTER] CIG: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T09:14:19.205572] [DEBUG] [FORECASTER] CIG: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T09:14:19.681667] [DEBUG] [FORECASTER] CIG: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T09:14:20.132988] [DEBUG] [FORECASTER] CIG: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T09:14:20.603910] [DEBUG] [FORECASTER] CIG: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T09:14:21.050247] [DEBUG] [FORECASTER] CIG: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T09:14:21.504872] [DEBUG] [FORECASTER] CIG: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T09:14:21.962480] [DEBUG] [FORECASTER] CIG: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T09:14:22.406028] [DEBUG] [FORECASTER] CIG: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T09:14:22.852001] [DEBUG] [FORECASTER] CIG: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T09:14:22.852227] [INFO ] [CONFIGURE ] CIG: DISCARDED add_pbf_overnight_gap (score: 70.00%)
[2025-11-25T09:14:22.852290] [INFO ] [CONFIGURE ] JOB ETA: 1.5h | Avg: 2.8s/test | Remaining: 1961 tests
[2025-11-25T09:14:22.852339] [INFO ] [CONFIGURE ] CIG: Testing feature 17/29: add_pbf_return_2d
[2025-11-25T09:14:22.852382] [INFO ] [CONFIGURE ] CIG: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_macd', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_pbf_return_2d']
[2025-11-25T09:14:23.297250] [DEBUG] [FORECASTER] CIG: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T09:14:23.754087] [DEBUG] [FORECASTER] CIG: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T09:14:24.214383] [DEBUG] [FORECASTER] CIG: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T09:14:24.681074] [DEBUG] [FORECASTER] CIG: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T09:14:25.125305] [DEBUG] [FORECASTER] CIG: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T09:14:25.563572] [DEBUG] [FORECASTER] CIG: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T09:14:25.997756] [DEBUG] [FORECASTER] CIG: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T09:14:26.436624] [DEBUG] [FORECASTER] CIG: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T09:14:26.925811] [DEBUG] [FORECASTER] CIG: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T09:14:27.392358] [DEBUG] [FORECASTER] CIG: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T09:14:27.392582] [INFO ] [CONFIGURE ] CIG: DISCARDED add_pbf_return_2d (score: 60.00%)
[2025-11-25T09:14:27.392711] [INFO ] [CONFIGURE ] JOB ETA: 1.5h | Avg: 2.8s/test | Remaining: 1960 tests
[2025-11-25T09:14:27.392764] [INFO ] [CONFIGURE ] CIG: Testing feature 18/29: add_pbf_volatility_5d
[2025-11-25T09:14:27.392809] [INFO ] [CONFIGURE ] CIG: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_macd', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_pbf_volatility_5d']
[2025-11-25T09:14:27.807374] [DEBUG] [FORECASTER] CIG: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T09:14:28.229141] [DEBUG] [FORECASTER] CIG: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T09:14:28.655545] [DEBUG] [FORECASTER] CIG: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T09:14:29.076174] [DEBUG] [FORECASTER] CIG: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T09:14:29.486150] [DEBUG] [FORECASTER] CIG: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T09:14:29.901256] [DEBUG] [FORECASTER] CIG: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T09:14:30.334596] [DEBUG] [FORECASTER] CIG: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T09:14:30.748451] [DEBUG] [FORECASTER] CIG: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T09:14:31.171256] [DEBUG] [FORECASTER] CIG: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T09:14:31.595136] [DEBUG] [FORECASTER] CIG: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T09:14:31.595375] [INFO ] [CONFIGURE ] CIG: KEPT add_pbf_volatility_5d (score: 90.00%)
[2025-11-25T09:14:31.595434] [INFO ] [CONFIGURE ] JOB ETA: 1.5h | Avg: 2.8s/test | Remaining: 1959 tests
[2025-11-25T09:14:31.595482] [INFO ] [CONFIGURE ] CIG: Testing feature 19/29: add_pbf_vs_sma_5
[2025-11-25T09:14:31.595526] [INFO ] [CONFIGURE ] CIG: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_macd', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_pbf_volatility_5d', 'add_pbf_vs_sma_5']
[2025-11-25T09:14:32.005371] [DEBUG] [FORECASTER] CIG: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T09:14:32.433690] [DEBUG] [FORECASTER] CIG: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T09:14:32.869522] [DEBUG] [FORECASTER] CIG: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T09:14:33.305819] [DEBUG] [FORECASTER] CIG: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T09:14:33.760789] [DEBUG] [FORECASTER] CIG: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T09:14:34.207057] [DEBUG] [FORECASTER] CIG: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T09:14:34.644676] [DEBUG] [FORECASTER] CIG: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T09:14:35.082121] [DEBUG] [FORECASTER] CIG: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T09:14:35.532470] [DEBUG] [FORECASTER] CIG: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T09:14:35.985496] [DEBUG] [FORECASTER] CIG: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T09:14:35.985731] [INFO ] [CONFIGURE ] CIG: DISCARDED add_pbf_vs_sma_5 (score: 90.00%)
[2025-11-25T09:14:35.985792] [INFO ] [CONFIGURE ] JOB ETA: 1.5h | Avg: 2.8s/test | Remaining: 1958 tests
[2025-11-25T09:14:35.985840] [INFO ] [CONFIGURE ] CIG: Testing feature 20/29: add_price_rejection
[2025-11-25T09:14:35.985884] [INFO ] [CONFIGURE ] CIG: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_macd', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_pbf_volatility_5d', 'add_price_rejection']
[2025-11-25T09:14:36.443067] [DEBUG] [FORECASTER] CIG: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T09:14:36.909886] [DEBUG] [FORECASTER] CIG: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T09:14:37.378386] [DEBUG] [FORECASTER] CIG: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T09:14:37.852479] [DEBUG] [FORECASTER] CIG: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T09:14:38.319797] [DEBUG] [FORECASTER] CIG: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T09:14:38.801237] [DEBUG] [FORECASTER] CIG: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T09:14:39.280921] [DEBUG] [FORECASTER] CIG: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T09:14:39.744528] [DEBUG] [FORECASTER] CIG: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T09:14:40.223594] [DEBUG] [FORECASTER] CIG: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T09:14:40.709809] [DEBUG] [FORECASTER] CIG: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T09:14:40.710007] [INFO ] [CONFIGURE ] CIG: DISCARDED add_price_rejection (score: 60.00%)
[2025-11-25T09:14:40.710068] [INFO ] [CONFIGURE ] JOB ETA: 1.5h | Avg: 2.8s/test | Remaining: 1957 tests
[2025-11-25T09:14:40.710137] [INFO ] [CONFIGURE ] CIG: Testing feature 21/29: add_range_position
[2025-11-25T09:14:40.710195] [INFO ] [CONFIGURE ] CIG: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_macd', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_pbf_volatility_5d', 'add_range_position']
[2025-11-25T09:14:41.214581] [DEBUG] [FORECASTER] CIG: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T09:14:41.731827] [DEBUG] [FORECASTER] CIG: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T09:14:42.212222] [DEBUG] [FORECASTER] CIG: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T09:14:42.710954] [DEBUG] [FORECASTER] CIG: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T09:14:43.196825] [DEBUG] [FORECASTER] CIG: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T09:14:43.660627] [DEBUG] [FORECASTER] CIG: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T09:14:44.107857] [DEBUG] [FORECASTER] CIG: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T09:14:44.558031] [DEBUG] [FORECASTER] CIG: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T09:14:45.019751] [DEBUG] [FORECASTER] CIG: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T09:14:45.489700] [DEBUG] [FORECASTER] CIG: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T09:14:45.489937] [INFO ] [CONFIGURE ] CIG: DISCARDED add_range_position (score: 70.00%)
[2025-11-25T09:14:45.490002] [INFO ] [CONFIGURE ] JOB ETA: 1.5h | Avg: 2.8s/test | Remaining: 1956 tests
[2025-11-25T09:14:45.490055] [INFO ] [CONFIGURE ] CIG: Testing feature 22/29: add_realized_volatility
[2025-11-25T09:14:45.490103] [INFO ] [CONFIGURE ] CIG: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_macd', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_pbf_volatility_5d', 'add_realized_volatility']
[2025-11-25T09:14:46.049047] [DEBUG] [FORECASTER] CIG: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T09:14:46.578439] [DEBUG] [FORECASTER] CIG: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T09:14:47.108739] [DEBUG] [FORECASTER] CIG: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T09:14:47.641278] [DEBUG] [FORECASTER] CIG: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T09:14:48.182742] [DEBUG] [FORECASTER] CIG: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T09:14:48.727419] [DEBUG] [FORECASTER] CIG: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T09:14:49.263661] [DEBUG] [FORECASTER] CIG: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T09:14:49.829811] [DEBUG] [FORECASTER] CIG: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T09:14:50.390407] [DEBUG] [FORECASTER] CIG: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T09:14:50.955888] [DEBUG] [FORECASTER] CIG: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T09:14:50.956143] [INFO ] [CONFIGURE ] CIG: DISCARDED add_realized_volatility (score: 60.00%)
[2025-11-25T09:14:50.956206] [INFO ] [CONFIGURE ] JOB ETA: 1.5h | Avg: 2.8s/test | Remaining: 1955 tests
[2025-11-25T09:14:50.956341] [INFO ] [CONFIGURE ] CIG: Testing feature 23/29: add_recent_range_context
[2025-11-25T09:14:50.956389] [INFO ] [CONFIGURE ] CIG: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_macd', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_pbf_volatility_5d', 'add_recent_range_context']
[2025-11-25T09:14:51.408986] [DEBUG] [FORECASTER] CIG: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T09:14:51.882326] [DEBUG] [FORECASTER] CIG: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T09:14:52.344360] [DEBUG] [FORECASTER] CIG: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T09:14:52.810727] [DEBUG] [FORECASTER] CIG: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T09:14:53.308361] [DEBUG] [FORECASTER] CIG: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T09:14:53.813301] [DEBUG] [FORECASTER] CIG: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T09:14:54.293809] [DEBUG] [FORECASTER] CIG: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T09:14:54.778248] [DEBUG] [FORECASTER] CIG: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T09:14:55.262053] [DEBUG] [FORECASTER] CIG: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T09:14:55.738461] [DEBUG] [FORECASTER] CIG: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T09:14:55.738723] [INFO ] [CONFIGURE ] CIG: DISCARDED add_recent_range_context (score: 70.00%)
[2025-11-25T09:14:55.738799] [INFO ] [CONFIGURE ] JOB ETA: 1.5h | Avg: 2.8s/test | Remaining: 1954 tests
[2025-11-25T09:14:55.738851] [INFO ] [CONFIGURE ] CIG: Testing feature 24/29: add_rsi
[2025-11-25T09:14:55.738923] [INFO ] [CONFIGURE ] CIG: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_macd', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_pbf_volatility_5d', 'add_ema', 'add_rsi']
[2025-11-25T09:14:56.252129] [DEBUG] [FORECASTER] CIG: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T09:14:56.762176] [DEBUG] [FORECASTER] CIG: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T09:14:57.272799] [DEBUG] [FORECASTER] CIG: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T09:14:57.924261] [DEBUG] [FORECASTER] CIG: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T09:14:58.505500] [DEBUG] [FORECASTER] CIG: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T09:14:59.023828] [DEBUG] [FORECASTER] CIG: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T09:14:59.535343] [DEBUG] [FORECASTER] CIG: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T09:15:00.053413] [DEBUG] [FORECASTER] CIG: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T09:15:01.269695] [DEBUG] [FORECASTER] CIG: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T09:15:01.873166] [DEBUG] [FORECASTER] CIG: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T09:15:01.873443] [INFO ] [CONFIGURE ] CIG: DISCARDED add_rsi (score: 60.00%)
[2025-11-25T09:15:01.873508] [INFO ] [CONFIGURE ] JOB ETA: 1.5h | Avg: 2.8s/test | Remaining: 1953 tests
[2025-11-25T09:15:01.873562] [INFO ] [CONFIGURE ] CIG: Testing feature 25/29: add_tick_distribution
[2025-11-25T09:15:01.873620] [INFO ] [CONFIGURE ] CIG: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_macd', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_pbf_volatility_5d', 'add_tick_distribution']
[2025-11-25T09:15:02.354506] [DEBUG] [FORECASTER] CIG: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T09:15:02.894700] [DEBUG] [FORECASTER] CIG: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T09:15:03.373197] [DEBUG] [FORECASTER] CIG: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T09:15:03.852540] [DEBUG] [FORECASTER] CIG: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T09:15:04.334276] [DEBUG] [FORECASTER] CIG: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T09:15:04.812133] [DEBUG] [FORECASTER] CIG: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T09:15:05.276849] [DEBUG] [FORECASTER] CIG: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T09:15:05.756178] [DEBUG] [FORECASTER] CIG: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T09:15:06.230200] [DEBUG] [FORECASTER] CIG: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T09:15:06.714798] [DEBUG] [FORECASTER] CIG: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T09:15:06.715093] [INFO ] [CONFIGURE ] CIG: DISCARDED add_tick_distribution (score: 60.00%)
[2025-11-25T09:15:06.715166] [INFO ] [CONFIGURE ] JOB ETA: 1.5h | Avg: 2.8s/test | Remaining: 1952 tests
[2025-11-25T09:15:06.715221] [INFO ] [CONFIGURE ] CIG: Testing feature 26/29: add_volume_momentum_confirmation
[2025-11-25T09:15:06.715271] [INFO ] [CONFIGURE ] CIG: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_macd', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_pbf_volatility_5d', 'add_volume_momentum_confirmation']
[2025-11-25T09:15:07.184301] [DEBUG] [FORECASTER] CIG: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T09:15:07.633361] [DEBUG] [FORECASTER] CIG: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T09:15:08.075174] [DEBUG] [FORECASTER] CIG: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T09:15:08.497770] [DEBUG] [FORECASTER] CIG: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T09:15:08.916602] [DEBUG] [FORECASTER] CIG: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T09:15:09.345446] [DEBUG] [FORECASTER] CIG: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T09:15:09.768212] [DEBUG] [FORECASTER] CIG: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T09:15:10.184226] [DEBUG] [FORECASTER] CIG: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T09:15:10.602585] [DEBUG] [FORECASTER] CIG: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T09:15:11.010037] [DEBUG] [FORECASTER] CIG: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T09:15:11.010248] [INFO ] [CONFIGURE ] CIG: DISCARDED add_volume_momentum_confirmation (score: 50.00%)
[2025-11-25T09:15:11.010352] [INFO ] [CONFIGURE ] JOB ETA: 1.5h | Avg: 2.8s/test | Remaining: 1951 tests
[2025-11-25T09:15:11.010404] [INFO ] [CONFIGURE ] CIG: Testing feature 27/29: add_volume_price_divergence
[2025-11-25T09:15:11.010450] [INFO ] [CONFIGURE ] CIG: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_macd', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_pbf_volatility_5d', 'add_volume_price_divergence']
[2025-11-25T09:15:11.441299] [DEBUG] [FORECASTER] CIG: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T09:15:11.873121] [DEBUG] [FORECASTER] CIG: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T09:15:12.301193] [DEBUG] [FORECASTER] CIG: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T09:15:12.738736] [DEBUG] [FORECASTER] CIG: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T09:15:13.173726] [DEBUG] [FORECASTER] CIG: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T09:15:13.615188] [DEBUG] [FORECASTER] CIG: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T09:15:14.057368] [DEBUG] [FORECASTER] CIG: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T09:15:14.492962] [DEBUG] [FORECASTER] CIG: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T09:15:14.926193] [DEBUG] [FORECASTER] CIG: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T09:15:15.369544] [DEBUG] [FORECASTER] CIG: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T09:15:15.369765] [INFO ] [CONFIGURE ] CIG: DISCARDED add_volume_price_divergence (score: 70.00%)
[2025-11-25T09:15:15.369825] [INFO ] [CONFIGURE ] JOB ETA: 1.5h | Avg: 2.8s/test | Remaining: 1950 tests
[2025-11-25T09:15:15.369877] [INFO ] [CONFIGURE ] CIG: Testing feature 28/29: add_volume_profile
[2025-11-25T09:15:15.369924] [INFO ] [CONFIGURE ] CIG: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_macd', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_pbf_volatility_5d', 'add_volume_profile']
[2025-11-25T09:15:15.797029] [DEBUG] [FORECASTER] CIG: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T09:15:16.221025] [DEBUG] [FORECASTER] CIG: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T09:15:16.651376] [DEBUG] [FORECASTER] CIG: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T09:15:17.082006] [DEBUG] [FORECASTER] CIG: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T09:15:17.517356] [DEBUG] [FORECASTER] CIG: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T09:15:17.953899] [DEBUG] [FORECASTER] CIG: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T09:15:18.395144] [DEBUG] [FORECASTER] CIG: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T09:15:18.874095] [DEBUG] [FORECASTER] CIG: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-25T09:15:19.317505] [DEBUG] [FORECASTER] CIG: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T09:15:19.786933] [DEBUG] [FORECASTER] CIG: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T09:15:19.787151] [INFO ] [CONFIGURE ] CIG: DISCARDED add_volume_profile (score: 80.00%)
[2025-11-25T09:15:19.787214] [INFO ] [CONFIGURE ] JOB ETA: 1.5h | Avg: 2.8s/test | Remaining: 1949 tests
[2025-11-25T09:15:19.787265] [INFO ] [CONFIGURE ] CIG: ===== FEATURE SELECTION COMPLETE =====
[2025-11-25T09:15:19.787308] [INFO ] [CONFIGURE ] CIG: Best accuracy: 90.00%
[2025-11-25T09:15:19.787351] [INFO ] [CONFIGURE ] CIG: Best feature set (6 features): ['add_cumulative_delta', 'add_vwap', 'add_macd', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_pbf_volatility_5d']
[2025-11-25T09:15:19.787391] [INFO ] [CONFIGURE ] CIG: Improvement over baseline: 40.00%
[2025-11-25T09:15:19.787430] [INFO ] [CONFIGURE ] CIG: Total time: 1.8 minutes
[2025-11-25T09:15:19.787467] [INFO ] [CONFIGURE ] CIG: Average time per feature: 4.0 seconds
[2025-11-25T09:15:19.787525] [INFO ] [CONFIGURE ] CIG: Average speed: 0.27 features/sec
[2025-11-25T09:15:19.787916] [INFO ] [LOCAL     ] Saved configuration for CIG: 6 features, 90.00% accuracy -> ./output/feature-sets/CIG.json
[2025-11-25T09:15:19.787976] [INFO ] [CONFIGURE ] CIG: Configuration saved successfully: 6 features, 90.00% accuracy.
[2025-11-25T09:15:19.788025] [INFO ] [sig       ] [98/164] Successfully configured CIG | 0.01 sym/s | Total: 2.2h | ETA: 1.5h
[2025-11-25T09:15:19.788070] [INFO ] [sig       ] [99/164] Configuring CII...
[2025-11-25T09:15:19.788110] [INFO ] [CONFIGURE ] CII: Configurate test run.
[2025-11-25T09:15:19.788149] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CII' from 'https://tdm.silogroup.org/data/derivative_storage/CII.csv'.
[2025-11-25T09:15:19.799985] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'CII'.
[2025-11-25T09:15:19.800321] [INFO ] [CONFIGURE ] CII: Testing with 29 available features
[2025-11-25T09:15:19.800382] [INFO ] [CONFIGURE ] CII: Establishing baseline with no features...
[2025-11-25T09:15:19.983257] [DEBUG] [FORECASTER] CII: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T09:15:20.168036] [DEBUG] [FORECASTER] CII: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T09:15:20.345124] [DEBUG] [FORECASTER] CII: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T09:15:20.519375] [DEBUG] [FORECASTER] CII: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T09:15:20.695203] [DEBUG] [FORECASTER] CII: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T09:15:20.865921] [DEBUG] [FORECASTER] CII: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T09:15:21.038389] [DEBUG] [FORECASTER] CII: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T09:15:21.209193] [DEBUG] [FORECASTER] CII: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T09:15:21.387563] [DEBUG] [FORECASTER] CII: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T09:15:21.557726] [DEBUG] [FORECASTER] CII: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T09:15:21.558062] [INFO ] [CONFIGURE ] CII: Baseline score (no features): 70.00%
[2025-11-25T09:15:21.558171] [INFO ] [CONFIGURE ] CII: Testing feature 1/29: add_bollinger_bands
[2025-11-25T09:15:21.558268] [INFO ] [CONFIGURE ] CII: Testing with features: ['add_bollinger_bands']
[2025-11-25T09:15:21.762185] [DEBUG] [FORECASTER] CII: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T09:15:21.978280] [DEBUG] [FORECASTER] CII: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T09:15:22.184220] [DEBUG] [FORECASTER] CII: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T09:15:22.392550] [DEBUG] [FORECASTER] CII: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T09:15:22.597697] [DEBUG] [FORECASTER] CII: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T09:15:22.807291] [DEBUG] [FORECASTER] CII: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T09:15:23.014555] [DEBUG] [FORECASTER] CII: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T09:15:23.219106] [DEBUG] [FORECASTER] CII: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T09:15:23.429973] [DEBUG] [FORECASTER] CII: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T09:15:23.637364] [DEBUG] [FORECASTER] CII: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T09:15:23.637681] [INFO ] [CONFIGURE ] CII: DISCARDED add_bollinger_bands (score: 50.00%)
[2025-11-25T09:15:23.637791] [INFO ] [CONFIGURE ] JOB ETA: 1.5h | Avg: 2.8s/test | Remaining: 1948 tests
[2025-11-25T09:15:23.637889] [INFO ] [CONFIGURE ] CII: Testing feature 2/29: add_cumulative_delta
[2025-11-25T09:15:23.637983] [INFO ] [CONFIGURE ] CII: Testing with features: ['add_cumulative_delta']
[2025-11-25T09:15:23.843854] [DEBUG] [FORECASTER] CII: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T09:15:24.048963] [DEBUG] [FORECASTER] CII: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T09:15:24.260674] [DEBUG] [FORECASTER] CII: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T09:15:24.471632] [DEBUG] [FORECASTER] CII: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T09:15:24.681905] [DEBUG] [FORECASTER] CII: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T09:15:24.908091] [DEBUG] [FORECASTER] CII: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T09:15:25.116323] [DEBUG] [FORECASTER] CII: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T09:15:25.325379] [DEBUG] [FORECASTER] CII: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T09:15:25.533766] [DEBUG] [FORECASTER] CII: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T09:15:25.740305] [DEBUG] [FORECASTER] CII: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T09:15:25.740493] [INFO ] [CONFIGURE ] CII: DISCARDED add_cumulative_delta (score: 70.00%)
[2025-11-25T09:15:25.740545] [INFO ] [CONFIGURE ] JOB ETA: 1.5h | Avg: 2.8s/test | Remaining: 1947 tests
[2025-11-25T09:15:25.740583] [INFO ] [CONFIGURE ] CII: Testing feature 3/29: add_daily_returns
[2025-11-25T09:15:25.740618] [INFO ] [CONFIGURE ] CII: Testing with features: ['add_daily_returns']
[2025-11-25T09:15:25.921712] [DEBUG] [FORECASTER] CII: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T09:15:26.106263] [DEBUG] [FORECASTER] CII: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T09:15:26.300042] [DEBUG] [FORECASTER] CII: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T09:15:26.483863] [DEBUG] [FORECASTER] CII: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T09:15:26.668310] [DEBUG] [FORECASTER] CII: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T09:15:26.855503] [DEBUG] [FORECASTER] CII: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T09:15:27.053128] [DEBUG] [FORECASTER] CII: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T09:15:27.242867] [DEBUG] [FORECASTER] CII: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T09:15:27.423757] [DEBUG] [FORECASTER] CII: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T09:15:27.609214] [DEBUG] [FORECASTER] CII: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T09:15:27.609382] [INFO ] [CONFIGURE ] CII: DISCARDED add_daily_returns (score: 60.00%)
[2025-11-25T09:15:27.609441] [INFO ] [CONFIGURE ] JOB ETA: 1.5h | Avg: 2.8s/test | Remaining: 1946 tests
[2025-11-25T09:15:27.609489] [INFO ] [CONFIGURE ] CII: Testing feature 4/29: add_ema
[2025-11-25T09:15:27.609534] [INFO ] [CONFIGURE ] CII: Testing with features: ['add_ema']
[2025-11-25T09:15:27.822705] [DEBUG] [FORECASTER] CII: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T09:15:28.033709] [DEBUG] [FORECASTER] CII: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T09:15:28.246829] [DEBUG] [FORECASTER] CII: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T09:15:28.465086] [DEBUG] [FORECASTER] CII: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T09:15:28.677216] [DEBUG] [FORECASTER] CII: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T09:15:28.890551] [DEBUG] [FORECASTER] CII: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T09:15:29.107439] [DEBUG] [FORECASTER] CII: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T09:15:29.317932] [DEBUG] [FORECASTER] CII: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T09:15:29.528496] [DEBUG] [FORECASTER] CII: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T09:15:29.740877] [DEBUG] [FORECASTER] CII: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T09:15:29.741073] [INFO ] [CONFIGURE ] CII: DISCARDED add_ema (score: 70.00%)
[2025-11-25T09:15:29.741126] [INFO ] [CONFIGURE ] JOB ETA: 1.5h | Avg: 2.8s/test | Remaining: 1945 tests
[2025-11-25T09:15:29.741165] [INFO ] [CONFIGURE ] CII: Testing feature 5/29: add_exhaustion_signals
[2025-11-25T09:15:29.741201] [INFO ] [CONFIGURE ] CII: Testing with features: ['add_vwap', 'add_exhaustion_signals']
[2025-11-25T09:15:29.955255] [DEBUG] [FORECASTER] CII: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T09:15:30.174988] [DEBUG] [FORECASTER] CII: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T09:15:30.407296] [DEBUG] [FORECASTER] CII: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T09:15:30.642106] [DEBUG] [FORECASTER] CII: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T09:15:30.877411] [DEBUG] [FORECASTER] CII: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-25T09:15:31.111937] [DEBUG] [FORECASTER] CII: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T09:15:31.355123] [DEBUG] [FORECASTER] CII: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T09:15:31.589836] [DEBUG] [FORECASTER] CII: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T09:15:31.826123] [DEBUG] [FORECASTER] CII: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T09:15:32.063138] [DEBUG] [FORECASTER] CII: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T09:15:32.063335] [INFO ] [CONFIGURE ] CII: DISCARDED add_exhaustion_signals (score: 60.00%)
[2025-11-25T09:15:32.063393] [INFO ] [CONFIGURE ] JOB ETA: 1.5h | Avg: 2.8s/test | Remaining: 1944 tests
[2025-11-25T09:15:32.063439] [INFO ] [CONFIGURE ] CII: Testing feature 6/29: add_failed_moves
[2025-11-25T09:15:32.063483] [INFO ] [CONFIGURE ] CII: Testing with features: ['add_failed_moves']
[2025-11-25T09:15:32.259887] [DEBUG] [FORECASTER] CII: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T09:15:32.455699] [DEBUG] [FORECASTER] CII: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T09:15:32.663471] [DEBUG] [FORECASTER] CII: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T09:15:32.860119] [DEBUG] [FORECASTER] CII: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T09:15:33.056024] [DEBUG] [FORECASTER] CII: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T09:15:33.266618] [DEBUG] [FORECASTER] CII: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T09:15:33.496301] [DEBUG] [FORECASTER] CII: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T09:15:33.714578] [DEBUG] [FORECASTER] CII: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T09:15:33.905375] [DEBUG] [FORECASTER] CII: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T09:15:34.110808] [DEBUG] [FORECASTER] CII: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T09:15:34.110995] [INFO ] [CONFIGURE ] CII: KEPT add_failed_moves (score: 80.00%)
[2025-11-25T09:15:34.111046] [INFO ] [CONFIGURE ] JOB ETA: 1.5h | Avg: 2.8s/test | Remaining: 1943 tests
[2025-11-25T09:15:34.111086] [INFO ] [CONFIGURE ] CII: Testing feature 7/29: add_lag_shelf
[2025-11-25T09:15:34.111124] [INFO ] [CONFIGURE ] CII: Testing with features: ['add_failed_moves', 'add_lag_shelf']
[2025-11-25T09:15:34.315178] [DEBUG] [FORECASTER] CII: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T09:15:34.510358] [DEBUG] [FORECASTER] CII: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T09:15:34.713915] [DEBUG] [FORECASTER] CII: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T09:15:34.910540] [DEBUG] [FORECASTER] CII: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T09:15:35.106308] [DEBUG] [FORECASTER] CII: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T09:15:35.303176] [DEBUG] [FORECASTER] CII: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T09:15:35.500822] [DEBUG] [FORECASTER] CII: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T09:15:35.700530] [DEBUG] [FORECASTER] CII: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T09:15:35.897411] [DEBUG] [FORECASTER] CII: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T09:15:36.094200] [DEBUG] [FORECASTER] CII: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T09:15:36.094381] [INFO ] [CONFIGURE ] CII: DISCARDED add_lag_shelf (score: 80.00%)
[2025-11-25T09:15:36.094429] [INFO ] [CONFIGURE ] JOB ETA: 1.5h | Avg: 2.8s/test | Remaining: 1942 tests
[2025-11-25T09:15:36.094468] [INFO ] [CONFIGURE ] CII: Testing feature 8/29: add_macd
[2025-11-25T09:15:36.094505] [INFO ] [CONFIGURE ] CII: Testing with features: ['add_failed_moves', 'add_vwap', 'add_macd']
[2025-11-25T09:15:36.375879] [DEBUG] [FORECASTER] CII: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T09:15:36.656911] [DEBUG] [FORECASTER] CII: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T09:15:36.940528] [DEBUG] [FORECASTER] CII: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T09:15:37.224268] [DEBUG] [FORECASTER] CII: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T09:15:37.508257] [DEBUG] [FORECASTER] CII: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-25T09:15:37.802860] [DEBUG] [FORECASTER] CII: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T09:15:38.098352] [DEBUG] [FORECASTER] CII: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T09:15:38.391092] [DEBUG] [FORECASTER] CII: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T09:15:38.685052] [DEBUG] [FORECASTER] CII: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T09:15:38.983214] [DEBUG] [FORECASTER] CII: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T09:15:38.983442] [INFO ] [CONFIGURE ] CII: DISCARDED add_macd (score: 50.00%)
[2025-11-25T09:15:38.983500] [INFO ] [CONFIGURE ] JOB ETA: 1.5h | Avg: 2.8s/test | Remaining: 1941 tests
[2025-11-25T09:15:38.983557] [INFO ] [CONFIGURE ] CII: Testing feature 9/29: add_mfi
[2025-11-25T09:15:38.983596] [INFO ] [CONFIGURE ] CII: Testing with features: ['add_failed_moves', 'add_mfi']
[2025-11-25T09:15:39.185499] [DEBUG] [FORECASTER] CII: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T09:15:39.379956] [DEBUG] [FORECASTER] CII: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T09:15:39.578232] [DEBUG] [FORECASTER] CII: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T09:15:39.771622] [DEBUG] [FORECASTER] CII: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T09:15:39.967309] [DEBUG] [FORECASTER] CII: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T09:15:40.159221] [DEBUG] [FORECASTER] CII: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T09:15:40.354000] [DEBUG] [FORECASTER] CII: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T09:15:40.546290] [DEBUG] [FORECASTER] CII: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T09:15:40.737600] [DEBUG] [FORECASTER] CII: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T09:15:40.932333] [DEBUG] [FORECASTER] CII: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T09:15:40.932547] [INFO ] [CONFIGURE ] CII: DISCARDED add_mfi (score: 80.00%)
[2025-11-25T09:15:40.932606] [INFO ] [CONFIGURE ] JOB ETA: 1.5h | Avg: 2.8s/test | Remaining: 1940 tests
[2025-11-25T09:15:40.932674] [INFO ] [CONFIGURE ] CII: Testing feature 10/29: add_momentum_acceleration
[2025-11-25T09:15:40.932742] [INFO ] [CONFIGURE ] CII: Testing with features: ['add_failed_moves', 'add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-11-25T09:15:41.205971] [DEBUG] [FORECASTER] CII: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T09:15:41.479565] [DEBUG] [FORECASTER] CII: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T09:15:41.762042] [DEBUG] [FORECASTER] CII: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T09:15:42.042545] [DEBUG] [FORECASTER] CII: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T09:15:42.321135] [DEBUG] [FORECASTER] CII: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T09:15:42.604730] [DEBUG] [FORECASTER] CII: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T09:15:42.884929] [DEBUG] [FORECASTER] CII: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T09:15:43.176913] [DEBUG] [FORECASTER] CII: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T09:15:43.464296] [DEBUG] [FORECASTER] CII: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T09:15:43.743904] [DEBUG] [FORECASTER] CII: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T09:15:43.744117] [INFO ] [CONFIGURE ] CII: DISCARDED add_momentum_acceleration (score: 70.00%)
[2025-11-25T09:15:43.744176] [INFO ] [CONFIGURE ] JOB ETA: 1.5h | Avg: 2.8s/test | Remaining: 1939 tests
[2025-11-25T09:15:43.744225] [INFO ] [CONFIGURE ] CII: Testing feature 11/29: add_obv_daily
[2025-11-25T09:15:43.744269] [INFO ] [CONFIGURE ] CII: Testing with features: ['add_failed_moves', 'add_obv_daily']
[2025-11-25T09:15:43.938596] [DEBUG] [FORECASTER] CII: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T09:15:44.139044] [DEBUG] [FORECASTER] CII: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T09:15:44.343939] [DEBUG] [FORECASTER] CII: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T09:15:44.549857] [DEBUG] [FORECASTER] CII: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T09:15:44.754958] [DEBUG] [FORECASTER] CII: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T09:15:44.960984] [DEBUG] [FORECASTER] CII: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T09:15:45.164617] [DEBUG] [FORECASTER] CII: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T09:15:45.370010] [DEBUG] [FORECASTER] CII: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T09:15:45.574074] [DEBUG] [FORECASTER] CII: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T09:15:45.779435] [DEBUG] [FORECASTER] CII: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T09:15:45.779607] [INFO ] [CONFIGURE ] CII: DISCARDED add_obv_daily (score: 40.00%)
[2025-11-25T09:15:45.779677] [INFO ] [CONFIGURE ] JOB ETA: 1.5h | Avg: 2.8s/test | Remaining: 1938 tests
[2025-11-25T09:15:45.779756] [INFO ] [CONFIGURE ] CII: Testing feature 12/29: add_obv_interval
[2025-11-25T09:15:45.779808] [INFO ] [CONFIGURE ] CII: Testing with features: ['add_failed_moves', 'add_obv_interval']
[2025-11-25T09:15:45.982383] [DEBUG] [FORECASTER] CII: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T09:15:46.179740] [DEBUG] [FORECASTER] CII: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T09:15:46.376163] [DEBUG] [FORECASTER] CII: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T09:15:46.572626] [DEBUG] [FORECASTER] CII: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T09:15:46.769715] [DEBUG] [FORECASTER] CII: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T09:15:46.963802] [DEBUG] [FORECASTER] CII: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T09:15:47.158197] [DEBUG] [FORECASTER] CII: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T09:15:47.352960] [DEBUG] [FORECASTER] CII: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T09:15:47.555465] [DEBUG] [FORECASTER] CII: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T09:15:47.754710] [DEBUG] [FORECASTER] CII: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T09:15:47.754890] [INFO ] [CONFIGURE ] CII: DISCARDED add_obv_interval (score: 80.00%)
[2025-11-25T09:15:47.754943] [INFO ] [CONFIGURE ] JOB ETA: 1.5h | Avg: 2.8s/test | Remaining: 1937 tests
[2025-11-25T09:15:47.754984] [INFO ] [CONFIGURE ] CII: Testing feature 13/29: add_opening_strength
[2025-11-25T09:15:47.755021] [INFO ] [CONFIGURE ] CII: Testing with features: ['add_failed_moves', 'add_daily_returns', 'add_opening_strength']
[2025-11-25T09:15:47.972920] [DEBUG] [FORECASTER] CII: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T09:15:48.185915] [DEBUG] [FORECASTER] CII: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T09:15:48.420525] [DEBUG] [FORECASTER] CII: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T09:15:48.644908] [DEBUG] [FORECASTER] CII: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T09:15:48.866423] [DEBUG] [FORECASTER] CII: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T09:15:49.087384] [DEBUG] [FORECASTER] CII: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T09:15:49.322129] [DEBUG] [FORECASTER] CII: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T09:15:49.534416] [DEBUG] [FORECASTER] CII: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T09:15:49.748803] [DEBUG] [FORECASTER] CII: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T09:15:49.965844] [DEBUG] [FORECASTER] CII: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T09:15:49.966020] [INFO ] [CONFIGURE ] CII: DISCARDED add_opening_strength (score: 70.00%)
[2025-11-25T09:15:49.966069] [INFO ] [CONFIGURE ] JOB ETA: 1.5h | Avg: 2.8s/test | Remaining: 1936 tests
[2025-11-25T09:15:49.966108] [INFO ] [CONFIGURE ] CII: Testing feature 14/29: add_order_flow_imbalance
[2025-11-25T09:15:49.966145] [INFO ] [CONFIGURE ] CII: Testing with features: ['add_failed_moves', 'add_order_flow_imbalance']
[2025-11-25T09:15:50.177696] [DEBUG] [FORECASTER] CII: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T09:15:50.384544] [DEBUG] [FORECASTER] CII: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T09:15:50.601458] [DEBUG] [FORECASTER] CII: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T09:15:50.825019] [DEBUG] [FORECASTER] CII: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T09:15:51.057491] [DEBUG] [FORECASTER] CII: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T09:15:51.275662] [DEBUG] [FORECASTER] CII: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T09:15:51.497322] [DEBUG] [FORECASTER] CII: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T09:15:51.729676] [DEBUG] [FORECASTER] CII: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T09:15:51.948747] [DEBUG] [FORECASTER] CII: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T09:15:52.168313] [DEBUG] [FORECASTER] CII: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T09:15:52.168522] [INFO ] [CONFIGURE ] CII: DISCARDED add_order_flow_imbalance (score: 50.00%)
[2025-11-25T09:15:52.168584] [INFO ] [CONFIGURE ] JOB ETA: 1.5h | Avg: 2.8s/test | Remaining: 1935 tests
[2025-11-25T09:15:52.168634] [INFO ] [CONFIGURE ] CII: Testing feature 15/29: add_pbf_morning_momentum
[2025-11-25T09:15:52.168734] [INFO ] [CONFIGURE ] CII: Testing with features: ['add_failed_moves', 'add_pbf_morning_momentum']
[2025-11-25T09:15:52.361530] [DEBUG] [FORECASTER] CII: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T09:15:52.556463] [DEBUG] [FORECASTER] CII: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T09:15:52.736740] [DEBUG] [FORECASTER] CII: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T09:15:52.921813] [DEBUG] [FORECASTER] CII: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T09:15:53.106376] [DEBUG] [FORECASTER] CII: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T09:15:53.285599] [DEBUG] [FORECASTER] CII: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T09:15:53.475328] [DEBUG] [FORECASTER] CII: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T09:15:53.664201] [DEBUG] [FORECASTER] CII: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T09:15:53.862943] [DEBUG] [FORECASTER] CII: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T09:15:54.059331] [DEBUG] [FORECASTER] CII: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T09:15:54.059533] [INFO ] [CONFIGURE ] CII: DISCARDED add_pbf_morning_momentum (score: 70.00%)
[2025-11-25T09:15:54.059585] [INFO ] [CONFIGURE ] JOB ETA: 1.5h | Avg: 2.8s/test | Remaining: 1934 tests
[2025-11-25T09:15:54.059625] [INFO ] [CONFIGURE ] CII: Testing feature 16/29: add_pbf_overnight_gap
[2025-11-25T09:15:54.059683] [INFO ] [CONFIGURE ] CII: Testing with features: ['add_failed_moves', 'add_pbf_overnight_gap']
[2025-11-25T09:15:54.303085] [DEBUG] [FORECASTER] CII: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T09:15:54.516714] [DEBUG] [FORECASTER] CII: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T09:15:54.738101] [DEBUG] [FORECASTER] CII: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T09:15:54.952153] [DEBUG] [FORECASTER] CII: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T09:15:55.160057] [DEBUG] [FORECASTER] CII: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T09:15:55.369275] [DEBUG] [FORECASTER] CII: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T09:15:55.578584] [DEBUG] [FORECASTER] CII: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T09:15:55.790883] [DEBUG] [FORECASTER] CII: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T09:15:56.004470] [DEBUG] [FORECASTER] CII: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T09:15:56.220512] [DEBUG] [FORECASTER] CII: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T09:15:56.220887] [INFO ] [CONFIGURE ] CII: DISCARDED add_pbf_overnight_gap (score: 70.00%)
[2025-11-25T09:15:56.221007] [INFO ] [CONFIGURE ] JOB ETA: 1.5h | Avg: 2.8s/test | Remaining: 1933 tests
[2025-11-25T09:15:56.221114] [INFO ] [CONFIGURE ] CII: Testing feature 17/29: add_pbf_return_2d
[2025-11-25T09:15:56.221221] [INFO ] [CONFIGURE ] CII: Testing with features: ['add_failed_moves', 'add_pbf_return_2d']
[2025-11-25T09:15:56.436070] [DEBUG] [FORECASTER] CII: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T09:15:56.647543] [DEBUG] [FORECASTER] CII: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T09:15:56.858904] [DEBUG] [FORECASTER] CII: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T09:15:57.068668] [DEBUG] [FORECASTER] CII: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T09:15:57.281943] [DEBUG] [FORECASTER] CII: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-25T09:15:57.493953] [DEBUG] [FORECASTER] CII: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T09:15:57.709039] [DEBUG] [FORECASTER] CII: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T09:15:57.925694] [DEBUG] [FORECASTER] CII: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T09:15:58.143369] [DEBUG] [FORECASTER] CII: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T09:15:58.356845] [DEBUG] [FORECASTER] CII: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T09:15:58.357069] [INFO ] [CONFIGURE ] CII: DISCARDED add_pbf_return_2d (score: 40.00%)
[2025-11-25T09:15:58.357165] [INFO ] [CONFIGURE ] JOB ETA: 1.5h | Avg: 2.8s/test | Remaining: 1932 tests
[2025-11-25T09:15:58.357232] [INFO ] [CONFIGURE ] CII: Testing feature 18/29: add_pbf_volatility_5d
[2025-11-25T09:15:58.357282] [INFO ] [CONFIGURE ] CII: Testing with features: ['add_failed_moves', 'add_pbf_volatility_5d']
[2025-11-25T09:15:58.550817] [DEBUG] [FORECASTER] CII: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T09:15:58.748738] [DEBUG] [FORECASTER] CII: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T09:15:58.933060] [DEBUG] [FORECASTER] CII: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T09:15:59.119433] [DEBUG] [FORECASTER] CII: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T09:15:59.304189] [DEBUG] [FORECASTER] CII: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T09:15:59.489295] [DEBUG] [FORECASTER] CII: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T09:15:59.669246] [DEBUG] [FORECASTER] CII: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T09:15:59.851221] [DEBUG] [FORECASTER] CII: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T09:16:00.036574] [DEBUG] [FORECASTER] CII: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T09:16:00.223879] [DEBUG] [FORECASTER] CII: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T09:16:00.224053] [INFO ] [CONFIGURE ] CII: DISCARDED add_pbf_volatility_5d (score: 70.00%)
[2025-11-25T09:16:00.224104] [INFO ] [CONFIGURE ] JOB ETA: 1.5h | Avg: 2.8s/test | Remaining: 1931 tests
[2025-11-25T09:16:00.224143] [INFO ] [CONFIGURE ] CII: Testing feature 19/29: add_pbf_vs_sma_5
[2025-11-25T09:16:00.224180] [INFO ] [CONFIGURE ] CII: Testing with features: ['add_failed_moves', 'add_pbf_vs_sma_5']
[2025-11-25T09:16:00.409877] [DEBUG] [FORECASTER] CII: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T09:16:01.317830] [DEBUG] [FORECASTER] CII: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T09:16:01.564866] [DEBUG] [FORECASTER] CII: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T09:16:01.889120] [DEBUG] [FORECASTER] CII: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T09:16:02.098713] [DEBUG] [FORECASTER] CII: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T09:16:02.335338] [DEBUG] [FORECASTER] CII: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T09:16:02.552808] [DEBUG] [FORECASTER] CII: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T09:16:02.759391] [DEBUG] [FORECASTER] CII: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T09:16:02.952688] [DEBUG] [FORECASTER] CII: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T09:16:03.152781] [DEBUG] [FORECASTER] CII: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T09:16:03.152968] [INFO ] [CONFIGURE ] CII: DISCARDED add_pbf_vs_sma_5 (score: 70.00%)
[2025-11-25T09:16:03.153019] [INFO ] [CONFIGURE ] JOB ETA: 1.5h | Avg: 2.8s/test | Remaining: 1930 tests
[2025-11-25T09:16:03.153061] [INFO ] [CONFIGURE ] CII: Testing feature 20/29: add_price_rejection
[2025-11-25T09:16:03.153100] [INFO ] [CONFIGURE ] CII: Testing with features: ['add_failed_moves', 'add_price_rejection']
[2025-11-25T09:16:03.374306] [DEBUG] [FORECASTER] CII: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T09:16:03.588032] [DEBUG] [FORECASTER] CII: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T09:16:03.794517] [DEBUG] [FORECASTER] CII: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T09:16:04.004315] [DEBUG] [FORECASTER] CII: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T09:16:04.220607] [DEBUG] [FORECASTER] CII: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T09:16:04.438205] [DEBUG] [FORECASTER] CII: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T09:16:04.653353] [DEBUG] [FORECASTER] CII: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T09:16:04.876549] [DEBUG] [FORECASTER] CII: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T09:16:05.115820] [DEBUG] [FORECASTER] CII: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T09:16:05.352901] [DEBUG] [FORECASTER] CII: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T09:16:05.353125] [INFO ] [CONFIGURE ] CII: DISCARDED add_price_rejection (score: 60.00%)
[2025-11-25T09:16:05.353237] [INFO ] [CONFIGURE ] JOB ETA: 1.5h | Avg: 2.8s/test | Remaining: 1929 tests
[2025-11-25T09:16:05.353308] [INFO ] [CONFIGURE ] CII: Testing feature 21/29: add_range_position
[2025-11-25T09:16:05.353368] [INFO ] [CONFIGURE ] CII: Testing with features: ['add_failed_moves', 'add_range_position']
[2025-11-25T09:16:05.598121] [DEBUG] [FORECASTER] CII: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T09:16:05.842530] [DEBUG] [FORECASTER] CII: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T09:16:06.080843] [DEBUG] [FORECASTER] CII: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T09:16:06.314793] [DEBUG] [FORECASTER] CII: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T09:16:06.563038] [DEBUG] [FORECASTER] CII: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T09:16:06.805905] [DEBUG] [FORECASTER] CII: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T09:16:07.060431] [DEBUG] [FORECASTER] CII: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T09:16:07.300626] [DEBUG] [FORECASTER] CII: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T09:16:07.544319] [DEBUG] [FORECASTER] CII: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T09:16:07.804190] [DEBUG] [FORECASTER] CII: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T09:16:07.804406] [INFO ] [CONFIGURE ] CII: DISCARDED add_range_position (score: 60.00%)
[2025-11-25T09:16:07.804471] [INFO ] [CONFIGURE ] JOB ETA: 1.5h | Avg: 2.8s/test | Remaining: 1928 tests
[2025-11-25T09:16:07.804533] [INFO ] [CONFIGURE ] CII: Testing feature 22/29: add_realized_volatility
[2025-11-25T09:16:07.804582] [INFO ] [CONFIGURE ] CII: Testing with features: ['add_failed_moves', 'add_realized_volatility']
[2025-11-25T09:16:08.148996] [DEBUG] [FORECASTER] CII: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T09:16:08.492829] [DEBUG] [FORECASTER] CII: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T09:16:08.911968] [DEBUG] [FORECASTER] CII: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T09:16:09.285616] [DEBUG] [FORECASTER] CII: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T09:16:09.601497] [DEBUG] [FORECASTER] CII: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T09:16:09.918236] [DEBUG] [FORECASTER] CII: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T09:16:10.238173] [DEBUG] [FORECASTER] CII: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T09:16:10.550611] [DEBUG] [FORECASTER] CII: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T09:16:10.864781] [DEBUG] [FORECASTER] CII: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T09:16:11.157682] [DEBUG] [FORECASTER] CII: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T09:16:11.157862] [INFO ] [CONFIGURE ] CII: DISCARDED add_realized_volatility (score: 50.00%)
[2025-11-25T09:16:11.157921] [INFO ] [CONFIGURE ] JOB ETA: 1.5h | Avg: 2.8s/test | Remaining: 1927 tests
[2025-11-25T09:16:11.157965] [INFO ] [CONFIGURE ] CII: Testing feature 23/29: add_recent_range_context
[2025-11-25T09:16:11.158049] [INFO ] [CONFIGURE ] CII: Testing with features: ['add_failed_moves', 'add_recent_range_context']
[2025-11-25T09:16:11.341028] [DEBUG] [FORECASTER] CII: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T09:16:11.533388] [DEBUG] [FORECASTER] CII: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T09:16:11.717591] [DEBUG] [FORECASTER] CII: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T09:16:11.905933] [DEBUG] [FORECASTER] CII: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T09:16:12.099181] [DEBUG] [FORECASTER] CII: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T09:16:12.316035] [DEBUG] [FORECASTER] CII: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T09:16:12.543994] [DEBUG] [FORECASTER] CII: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T09:16:12.765816] [DEBUG] [FORECASTER] CII: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T09:16:12.969677] [DEBUG] [FORECASTER] CII: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T09:16:13.182004] [DEBUG] [FORECASTER] CII: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T09:16:13.182177] [INFO ] [CONFIGURE ] CII: DISCARDED add_recent_range_context (score: 60.00%)
[2025-11-25T09:16:13.182228] [INFO ] [CONFIGURE ] JOB ETA: 1.5h | Avg: 2.8s/test | Remaining: 1926 tests
[2025-11-25T09:16:13.182267] [INFO ] [CONFIGURE ] CII: Testing feature 24/29: add_rsi
[2025-11-25T09:16:13.182304] [INFO ] [CONFIGURE ] CII: Testing with features: ['add_failed_moves', 'add_ema', 'add_rsi']
[2025-11-25T09:16:13.438503] [DEBUG] [FORECASTER] CII: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T09:16:13.681748] [DEBUG] [FORECASTER] CII: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T09:16:13.927565] [DEBUG] [FORECASTER] CII: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T09:16:14.166860] [DEBUG] [FORECASTER] CII: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T09:16:14.409159] [DEBUG] [FORECASTER] CII: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T09:16:14.653290] [DEBUG] [FORECASTER] CII: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T09:16:14.907481] [DEBUG] [FORECASTER] CII: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T09:16:15.151998] [DEBUG] [FORECASTER] CII: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T09:16:15.409165] [DEBUG] [FORECASTER] CII: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T09:16:15.669031] [DEBUG] [FORECASTER] CII: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T09:16:15.669246] [INFO ] [CONFIGURE ] CII: DISCARDED add_rsi (score: 50.00%)
[2025-11-25T09:16:15.669323] [INFO ] [CONFIGURE ] JOB ETA: 1.5h | Avg: 2.8s/test | Remaining: 1925 tests
[2025-11-25T09:16:15.669376] [INFO ] [CONFIGURE ] CII: Testing feature 25/29: add_tick_distribution
[2025-11-25T09:16:15.669423] [INFO ] [CONFIGURE ] CII: Testing with features: ['add_failed_moves', 'add_tick_distribution']
[2025-11-25T09:16:15.885961] [DEBUG] [FORECASTER] CII: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T09:16:16.091531] [DEBUG] [FORECASTER] CII: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T09:16:16.294208] [DEBUG] [FORECASTER] CII: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T09:16:16.515940] [DEBUG] [FORECASTER] CII: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T09:16:16.722042] [DEBUG] [FORECASTER] CII: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T09:16:16.931768] [DEBUG] [FORECASTER] CII: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T09:16:17.130542] [DEBUG] [FORECASTER] CII: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T09:16:17.333139] [DEBUG] [FORECASTER] CII: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T09:16:17.535072] [DEBUG] [FORECASTER] CII: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T09:16:17.736906] [DEBUG] [FORECASTER] CII: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T09:16:17.737099] [INFO ] [CONFIGURE ] CII: DISCARDED add_tick_distribution (score: 80.00%)
[2025-11-25T09:16:17.737175] [INFO ] [CONFIGURE ] JOB ETA: 1.5h | Avg: 2.8s/test | Remaining: 1924 tests
[2025-11-25T09:16:17.737227] [INFO ] [CONFIGURE ] CII: Testing feature 26/29: add_volume_momentum_confirmation
[2025-11-25T09:16:17.737267] [INFO ] [CONFIGURE ] CII: Testing with features: ['add_failed_moves', 'add_volume_momentum_confirmation']
[2025-11-25T09:16:17.936732] [DEBUG] [FORECASTER] CII: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T09:16:18.138400] [DEBUG] [FORECASTER] CII: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T09:16:18.342125] [DEBUG] [FORECASTER] CII: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T09:16:18.542839] [DEBUG] [FORECASTER] CII: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T09:16:18.742792] [DEBUG] [FORECASTER] CII: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T09:16:18.937338] [DEBUG] [FORECASTER] CII: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T09:16:19.139575] [DEBUG] [FORECASTER] CII: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T09:16:19.336385] [DEBUG] [FORECASTER] CII: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T09:16:19.533574] [DEBUG] [FORECASTER] CII: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T09:16:19.734022] [DEBUG] [FORECASTER] CII: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T09:16:19.734350] [INFO ] [CONFIGURE ] CII: DISCARDED add_volume_momentum_confirmation (score: 30.00%)
[2025-11-25T09:16:19.734470] [INFO ] [CONFIGURE ] JOB ETA: 1.5h | Avg: 2.8s/test | Remaining: 1923 tests
[2025-11-25T09:16:19.734584] [INFO ] [CONFIGURE ] CII: Testing feature 27/29: add_volume_price_divergence
[2025-11-25T09:16:19.734707] [INFO ] [CONFIGURE ] CII: Testing with features: ['add_failed_moves', 'add_volume_price_divergence']
[2025-11-25T09:16:19.939094] [DEBUG] [FORECASTER] CII: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T09:16:20.149157] [DEBUG] [FORECASTER] CII: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T09:16:20.368530] [DEBUG] [FORECASTER] CII: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T09:16:20.574059] [DEBUG] [FORECASTER] CII: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T09:16:20.788944] [DEBUG] [FORECASTER] CII: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T09:16:21.010099] [DEBUG] [FORECASTER] CII: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T09:16:21.224773] [DEBUG] [FORECASTER] CII: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T09:16:21.443225] [DEBUG] [FORECASTER] CII: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T09:16:21.664003] [DEBUG] [FORECASTER] CII: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T09:16:21.872249] [DEBUG] [FORECASTER] CII: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T09:16:21.872424] [INFO ] [CONFIGURE ] CII: DISCARDED add_volume_price_divergence (score: 70.00%)
[2025-11-25T09:16:21.872484] [INFO ] [CONFIGURE ] JOB ETA: 1.5h | Avg: 2.8s/test | Remaining: 1922 tests
[2025-11-25T09:16:21.872532] [INFO ] [CONFIGURE ] CII: Testing feature 28/29: add_volume_profile
[2025-11-25T09:16:21.872576] [INFO ] [CONFIGURE ] CII: Testing with features: ['add_failed_moves', 'add_volume_profile']
[2025-11-25T09:16:22.068524] [DEBUG] [FORECASTER] CII: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T09:16:22.264015] [DEBUG] [FORECASTER] CII: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T09:16:22.459116] [DEBUG] [FORECASTER] CII: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T09:16:22.662575] [DEBUG] [FORECASTER] CII: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T09:16:22.869586] [DEBUG] [FORECASTER] CII: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T09:16:23.100611] [DEBUG] [FORECASTER] CII: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T09:16:23.305152] [DEBUG] [FORECASTER] CII: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T09:16:23.525377] [DEBUG] [FORECASTER] CII: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T09:16:23.754731] [DEBUG] [FORECASTER] CII: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T09:16:23.963508] [DEBUG] [FORECASTER] CII: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T09:16:23.963880] [INFO ] [CONFIGURE ] CII: DISCARDED add_volume_profile (score: 70.00%)
[2025-11-25T09:16:23.964001] [INFO ] [CONFIGURE ] JOB ETA: 1.5h | Avg: 2.8s/test | Remaining: 1921 tests
[2025-11-25T09:16:23.964111] [INFO ] [CONFIGURE ] CII: Testing feature 29/29: add_vwap
[2025-11-25T09:16:23.964217] [INFO ] [CONFIGURE ] CII: Testing with features: ['add_failed_moves', 'add_vwap']
[2025-11-25T09:16:24.170705] [DEBUG] [FORECASTER] CII: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T09:16:24.383363] [DEBUG] [FORECASTER] CII: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T09:16:24.589955] [DEBUG] [FORECASTER] CII: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T09:16:24.792769] [DEBUG] [FORECASTER] CII: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T09:16:25.000126] [DEBUG] [FORECASTER] CII: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-25T09:16:25.205353] [DEBUG] [FORECASTER] CII: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T09:16:25.411991] [DEBUG] [FORECASTER] CII: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T09:16:25.625806] [DEBUG] [FORECASTER] CII: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T09:16:25.839728] [DEBUG] [FORECASTER] CII: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T09:16:26.045780] [DEBUG] [FORECASTER] CII: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T09:16:26.045979] [INFO ] [CONFIGURE ] CII: DISCARDED add_vwap (score: 40.00%)
[2025-11-25T09:16:26.046029] [INFO ] [CONFIGURE ] JOB ETA: 1.5h | Avg: 2.8s/test | Remaining: 1920 tests
[2025-11-25T09:16:26.046071] [INFO ] [CONFIGURE ] CII: ===== FEATURE SELECTION COMPLETE =====
[2025-11-25T09:16:26.046106] [INFO ] [CONFIGURE ] CII: Best accuracy: 80.00%
[2025-11-25T09:16:26.046142] [INFO ] [CONFIGURE ] CII: Best feature set (1 features): ['add_failed_moves']
[2025-11-25T09:16:26.046175] [INFO ] [CONFIGURE ] CII: Improvement over baseline: 10.00%
[2025-11-25T09:16:26.046206] [INFO ] [CONFIGURE ] CII: Total time: 1.1 minutes
[2025-11-25T09:16:26.046238] [INFO ] [CONFIGURE ] CII: Average time per feature: 2.2 seconds
[2025-11-25T09:16:26.046270] [INFO ] [CONFIGURE ] CII: Average speed: 0.45 features/sec
[2025-11-25T09:16:26.046682] [INFO ] [LOCAL     ] Saved configuration for CII: 1 features, 80.00% accuracy -> ./output/feature-sets/CII.json
[2025-11-25T09:16:26.046744] [INFO ] [CONFIGURE ] CII: Configuration saved successfully: 1 features, 80.00% accuracy.
[2025-11-25T09:16:26.046796] [INFO ] [sig       ] [99/164] Successfully configured CII | 0.01 sym/s | Total: 2.3h | ETA: 1.5h
[2025-11-25T09:16:26.046848] [INFO ] [sig       ] [100/164] Configuring CINT...
[2025-11-25T09:16:26.046896] [INFO ] [CONFIGURE ] CINT: Configurate test run.
[2025-11-25T09:16:26.046943] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CINT' from 'https://tdm.silogroup.org/data/derivative_storage/CINT.csv'.
[2025-11-25T09:16:26.058916] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'CINT'.
[2025-11-25T09:16:26.059260] [INFO ] [CONFIGURE ] CINT: Testing with 29 available features
[2025-11-25T09:16:26.059321] [INFO ] [CONFIGURE ] CINT: Establishing baseline with no features...
[2025-11-25T09:16:26.236338] [DEBUG] [FORECASTER] CINT: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0
[2025-11-25T09:16:26.409191] [DEBUG] [FORECASTER] CINT: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0
[2025-11-25T09:16:26.576517] [DEBUG] [FORECASTER] CINT: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T09:16:26.743314] [DEBUG] [FORECASTER] CINT: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1
[2025-11-25T09:16:26.909327] [DEBUG] [FORECASTER] CINT: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T09:16:27.075385] [DEBUG] [FORECASTER] CINT: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T09:16:27.249988] [DEBUG] [FORECASTER] CINT: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T09:16:27.424376] [DEBUG] [FORECASTER] CINT: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T09:16:27.596282] [DEBUG] [FORECASTER] CINT: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T09:16:27.766826] [DEBUG] [FORECASTER] CINT: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T09:16:27.767004] [INFO ] [CONFIGURE ] CINT: Baseline score (no features): 40.00%
[2025-11-25T09:16:27.767054] [INFO ] [CONFIGURE ] CINT: Testing feature 1/29: add_bollinger_bands
[2025-11-25T09:16:27.767094] [INFO ] [CONFIGURE ] CINT: Testing with features: ['add_bollinger_bands']
[2025-11-25T09:16:27.964593] [DEBUG] [FORECASTER] CINT: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0
[2025-11-25T09:16:28.169154] [DEBUG] [FORECASTER] CINT: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T09:16:28.373501] [DEBUG] [FORECASTER] CINT: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T09:16:28.583253] [DEBUG] [FORECASTER] CINT: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1
[2025-11-25T09:16:28.790006] [DEBUG] [FORECASTER] CINT: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T09:16:28.995053] [DEBUG] [FORECASTER] CINT: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T09:16:29.197105] [DEBUG] [FORECASTER] CINT: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T09:16:29.405865] [DEBUG] [FORECASTER] CINT: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T09:16:29.614452] [DEBUG] [FORECASTER] CINT: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T09:16:29.829472] [DEBUG] [FORECASTER] CINT: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T09:16:29.829674] [INFO ] [CONFIGURE ] CINT: KEPT add_bollinger_bands (score: 60.00%)
[2025-11-25T09:16:29.829755] [INFO ] [CONFIGURE ] JOB ETA: 1.5h | Avg: 2.8s/test | Remaining: 1919 tests
[2025-11-25T09:16:29.829808] [INFO ] [CONFIGURE ] CINT: Testing feature 2/29: add_cumulative_delta
[2025-11-25T09:16:29.829858] [INFO ] [CONFIGURE ] CINT: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta']
[2025-11-25T09:16:30.078701] [DEBUG] [FORECASTER] CINT: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0
[2025-11-25T09:16:30.327505] [DEBUG] [FORECASTER] CINT: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0
[2025-11-25T09:16:30.567638] [DEBUG] [FORECASTER] CINT: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T09:16:30.804803] [DEBUG] [FORECASTER] CINT: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1
[2025-11-25T09:16:31.044285] [DEBUG] [FORECASTER] CINT: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T09:16:31.279295] [DEBUG] [FORECASTER] CINT: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T09:16:31.513920] [DEBUG] [FORECASTER] CINT: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T09:16:31.746522] [DEBUG] [FORECASTER] CINT: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T09:16:31.982527] [DEBUG] [FORECASTER] CINT: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T09:16:32.233080] [DEBUG] [FORECASTER] CINT: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T09:16:32.233264] [INFO ] [CONFIGURE ] CINT: DISCARDED add_cumulative_delta (score: 30.00%)
[2025-11-25T09:16:32.233321] [INFO ] [CONFIGURE ] JOB ETA: 1.5h | Avg: 2.8s/test | Remaining: 1918 tests
[2025-11-25T09:16:32.233368] [INFO ] [CONFIGURE ] CINT: Testing feature 3/29: add_daily_returns
[2025-11-25T09:16:32.233411] [INFO ] [CONFIGURE ] CINT: Testing with features: ['add_bollinger_bands', 'add_daily_returns']
[2025-11-25T09:16:32.448199] [DEBUG] [FORECASTER] CINT: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0
[2025-11-25T09:16:32.664204] [DEBUG] [FORECASTER] CINT: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0
[2025-11-25T09:16:32.883980] [DEBUG] [FORECASTER] CINT: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T09:16:33.101435] [DEBUG] [FORECASTER] CINT: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1
[2025-11-25T09:16:33.316898] [DEBUG] [FORECASTER] CINT: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T09:16:33.534442] [DEBUG] [FORECASTER] CINT: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T09:16:33.756320] [DEBUG] [FORECASTER] CINT: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T09:16:33.969052] [DEBUG] [FORECASTER] CINT: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T09:16:34.183775] [DEBUG] [FORECASTER] CINT: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T09:16:34.401796] [DEBUG] [FORECASTER] CINT: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T09:16:34.401991] [INFO ] [CONFIGURE ] CINT: DISCARDED add_daily_returns (score: 50.00%)
[2025-11-25T09:16:34.402050] [INFO ] [CONFIGURE ] JOB ETA: 1.5h | Avg: 2.8s/test | Remaining: 1917 tests
[2025-11-25T09:16:34.402106] [INFO ] [CONFIGURE ] CINT: Testing feature 4/29: add_ema
[2025-11-25T09:16:34.402143] [INFO ] [CONFIGURE ] CINT: Testing with features: ['add_bollinger_bands', 'add_ema']
[2025-11-25T09:16:34.654675] [DEBUG] [FORECASTER] CINT: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0
[2025-11-25T09:16:34.899530] [DEBUG] [FORECASTER] CINT: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0
[2025-11-25T09:16:35.145567] [DEBUG] [FORECASTER] CINT: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T09:16:35.399748] [DEBUG] [FORECASTER] CINT: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-25T09:16:35.657621] [DEBUG] [FORECASTER] CINT: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T09:16:35.920487] [DEBUG] [FORECASTER] CINT: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T09:16:36.190169] [DEBUG] [FORECASTER] CINT: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T09:16:36.450204] [DEBUG] [FORECASTER] CINT: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T09:16:36.725933] [DEBUG] [FORECASTER] CINT: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-25T09:16:36.997458] [DEBUG] [FORECASTER] CINT: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T09:16:36.997670] [INFO ] [CONFIGURE ] CINT: DISCARDED add_ema (score: 50.00%)
[2025-11-25T09:16:36.997728] [INFO ] [CONFIGURE ] JOB ETA: 1.5h | Avg: 2.8s/test | Remaining: 1916 tests
[2025-11-25T09:16:36.997769] [INFO ] [CONFIGURE ] CINT: Testing feature 5/29: add_exhaustion_signals
[2025-11-25T09:16:36.997807] [INFO ] [CONFIGURE ] CINT: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals']
[2025-11-25T09:16:37.260499] [DEBUG] [FORECASTER] CINT: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0
[2025-11-25T09:16:37.504233] [DEBUG] [FORECASTER] CINT: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0
[2025-11-25T09:16:37.753043] [DEBUG] [FORECASTER] CINT: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T09:16:37.998172] [DEBUG] [FORECASTER] CINT: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1
[2025-11-25T09:16:38.247945] [DEBUG] [FORECASTER] CINT: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T09:16:38.511279] [DEBUG] [FORECASTER] CINT: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T09:16:38.758695] [DEBUG] [FORECASTER] CINT: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T09:16:39.014795] [DEBUG] [FORECASTER] CINT: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T09:16:39.267728] [DEBUG] [FORECASTER] CINT: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-25T09:16:39.528331] [DEBUG] [FORECASTER] CINT: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T09:16:39.528517] [INFO ] [CONFIGURE ] CINT: DISCARDED add_exhaustion_signals (score: 50.00%)
[2025-11-25T09:16:39.528574] [INFO ] [CONFIGURE ] JOB ETA: 1.5h | Avg: 2.8s/test | Remaining: 1915 tests
[2025-11-25T09:16:39.528620] [INFO ] [CONFIGURE ] CINT: Testing feature 6/29: add_failed_moves
[2025-11-25T09:16:39.528683] [INFO ] [CONFIGURE ] CINT: Testing with features: ['add_bollinger_bands', 'add_failed_moves']
[2025-11-25T09:16:39.746660] [DEBUG] [FORECASTER] CINT: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0
[2025-11-25T09:16:39.960343] [DEBUG] [FORECASTER] CINT: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0
[2025-11-25T09:16:40.174635] [DEBUG] [FORECASTER] CINT: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T09:16:40.389270] [DEBUG] [FORECASTER] CINT: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1
[2025-11-25T09:16:40.608999] [DEBUG] [FORECASTER] CINT: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T09:16:40.833664] [DEBUG] [FORECASTER] CINT: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T09:16:41.060273] [DEBUG] [FORECASTER] CINT: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T09:16:41.280949] [DEBUG] [FORECASTER] CINT: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T09:16:41.496147] [DEBUG] [FORECASTER] CINT: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T09:16:41.731173] [DEBUG] [FORECASTER] CINT: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T09:16:41.731397] [INFO ] [CONFIGURE ] CINT: DISCARDED add_failed_moves (score: 60.00%)
[2025-11-25T09:16:41.731462] [INFO ] [CONFIGURE ] JOB ETA: 1.5h | Avg: 2.8s/test | Remaining: 1914 tests
[2025-11-25T09:16:41.731511] [INFO ] [CONFIGURE ] CINT: Testing feature 7/29: add_lag_shelf
[2025-11-25T09:16:41.731570] [INFO ] [CONFIGURE ] CINT: Testing with features: ['add_bollinger_bands', 'add_lag_shelf']
[2025-11-25T09:16:41.934513] [DEBUG] [FORECASTER] CINT: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0
[2025-11-25T09:16:42.151778] [DEBUG] [FORECASTER] CINT: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T09:16:42.357724] [DEBUG] [FORECASTER] CINT: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T09:16:42.563801] [DEBUG] [FORECASTER] CINT: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-25T09:16:42.775971] [DEBUG] [FORECASTER] CINT: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T09:16:43.002491] [DEBUG] [FORECASTER] CINT: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T09:16:43.226599] [DEBUG] [FORECASTER] CINT: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T09:16:43.436514] [DEBUG] [FORECASTER] CINT: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T09:16:43.646096] [DEBUG] [FORECASTER] CINT: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T09:16:43.867921] [DEBUG] [FORECASTER] CINT: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T09:16:43.868269] [INFO ] [CONFIGURE ] CINT: KEPT add_lag_shelf (score: 70.00%)
[2025-11-25T09:16:43.868392] [INFO ] [CONFIGURE ] JOB ETA: 1.5h | Avg: 2.8s/test | Remaining: 1913 tests
[2025-11-25T09:16:43.868499] [INFO ] [CONFIGURE ] CINT: Testing feature 8/29: add_macd
[2025-11-25T09:16:43.868605] [INFO ] [CONFIGURE ] CINT: Testing with features: ['add_bollinger_bands', 'add_lag_shelf', 'add_vwap', 'add_macd']
[2025-11-25T09:16:44.167540] [DEBUG] [FORECASTER] CINT: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0
[2025-11-25T09:16:44.464908] [DEBUG] [FORECASTER] CINT: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T09:16:44.748324] [DEBUG] [FORECASTER] CINT: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T09:16:45.039173] [DEBUG] [FORECASTER] CINT: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1
[2025-11-25T09:16:45.321326] [DEBUG] [FORECASTER] CINT: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T09:16:45.609365] [DEBUG] [FORECASTER] CINT: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T09:16:45.886741] [DEBUG] [FORECASTER] CINT: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T09:16:46.161751] [DEBUG] [FORECASTER] CINT: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T09:16:46.455590] [DEBUG] [FORECASTER] CINT: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T09:16:46.739413] [DEBUG] [FORECASTER] CINT: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T09:16:46.739630] [INFO ] [CONFIGURE ] CINT: DISCARDED add_macd (score: 50.00%)
[2025-11-25T09:16:46.739710] [INFO ] [CONFIGURE ] JOB ETA: 1.5h | Avg: 2.8s/test | Remaining: 1912 tests
[2025-11-25T09:16:46.739761] [INFO ] [CONFIGURE ] CINT: Testing feature 9/29: add_mfi
[2025-11-25T09:16:46.739806] [INFO ] [CONFIGURE ] CINT: Testing with features: ['add_bollinger_bands', 'add_lag_shelf', 'add_mfi']
[2025-11-25T09:16:46.960854] [DEBUG] [FORECASTER] CINT: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0
[2025-11-25T09:16:47.182451] [DEBUG] [FORECASTER] CINT: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T09:16:47.398247] [DEBUG] [FORECASTER] CINT: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T09:16:47.617513] [DEBUG] [FORECASTER] CINT: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-25T09:16:47.837275] [DEBUG] [FORECASTER] CINT: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T09:16:48.060516] [DEBUG] [FORECASTER] CINT: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T09:16:48.283363] [DEBUG] [FORECASTER] CINT: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T09:16:48.505821] [DEBUG] [FORECASTER] CINT: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T09:16:48.717961] [DEBUG] [FORECASTER] CINT: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T09:16:48.941966] [DEBUG] [FORECASTER] CINT: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T09:16:48.942164] [INFO ] [CONFIGURE ] CINT: KEPT add_mfi (score: 80.00%)
[2025-11-25T09:16:48.942227] [INFO ] [CONFIGURE ] JOB ETA: 1.5h | Avg: 2.8s/test | Remaining: 1911 tests
[2025-11-25T09:16:48.942275] [INFO ] [CONFIGURE ] CINT: Testing feature 10/29: add_momentum_acceleration
[2025-11-25T09:16:48.942322] [INFO ] [CONFIGURE ] CINT: Testing with features: ['add_bollinger_bands', 'add_lag_shelf', 'add_mfi', 'add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-11-25T09:16:49.264143] [DEBUG] [FORECASTER] CINT: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T09:16:49.587516] [DEBUG] [FORECASTER] CINT: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0
[2025-11-25T09:16:49.934568] [DEBUG] [FORECASTER] CINT: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T09:16:50.281534] [DEBUG] [FORECASTER] CINT: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1
[2025-11-25T09:16:50.604570] [DEBUG] [FORECASTER] CINT: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T09:16:50.927117] [DEBUG] [FORECASTER] CINT: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T09:16:51.251161] [DEBUG] [FORECASTER] CINT: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T09:16:51.563354] [DEBUG] [FORECASTER] CINT: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T09:16:51.885395] [DEBUG] [FORECASTER] CINT: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T09:16:52.216235] [DEBUG] [FORECASTER] CINT: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T09:16:52.216469] [INFO ] [CONFIGURE ] CINT: DISCARDED add_momentum_acceleration (score: 50.00%)
[2025-11-25T09:16:52.216544] [INFO ] [CONFIGURE ] JOB ETA: 1.5h | Avg: 2.8s/test | Remaining: 1910 tests
[2025-11-25T09:16:52.216596] [INFO ] [CONFIGURE ] CINT: Testing feature 11/29: add_obv_daily
[2025-11-25T09:16:52.216638] [INFO ] [CONFIGURE ] CINT: Testing with features: ['add_bollinger_bands', 'add_lag_shelf', 'add_mfi', 'add_obv_daily']
[2025-11-25T09:16:52.470153] [DEBUG] [FORECASTER] CINT: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T09:16:52.726848] [DEBUG] [FORECASTER] CINT: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0
[2025-11-25T09:16:52.966260] [DEBUG] [FORECASTER] CINT: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T09:16:53.204088] [DEBUG] [FORECASTER] CINT: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-25T09:16:53.445806] [DEBUG] [FORECASTER] CINT: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T09:16:53.709008] [DEBUG] [FORECASTER] CINT: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T09:16:53.967771] [DEBUG] [FORECASTER] CINT: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T09:16:54.225158] [DEBUG] [FORECASTER] CINT: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T09:16:54.473572] [DEBUG] [FORECASTER] CINT: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T09:16:54.717087] [DEBUG] [FORECASTER] CINT: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T09:16:54.717277] [INFO ] [CONFIGURE ] CINT: DISCARDED add_obv_daily (score: 80.00%)
[2025-11-25T09:16:54.717329] [INFO ] [CONFIGURE ] JOB ETA: 1.5h | Avg: 2.8s/test | Remaining: 1909 tests
[2025-11-25T09:16:54.717376] [INFO ] [CONFIGURE ] CINT: Testing feature 12/29: add_obv_interval
[2025-11-25T09:16:54.717413] [INFO ] [CONFIGURE ] CINT: Testing with features: ['add_bollinger_bands', 'add_lag_shelf', 'add_mfi', 'add_obv_interval']
[2025-11-25T09:16:54.940073] [DEBUG] [FORECASTER] CINT: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0
[2025-11-25T09:16:55.164098] [DEBUG] [FORECASTER] CINT: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T09:16:55.391472] [DEBUG] [FORECASTER] CINT: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T09:16:55.638199] [DEBUG] [FORECASTER] CINT: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-25T09:16:55.891024] [DEBUG] [FORECASTER] CINT: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T09:16:56.193983] [DEBUG] [FORECASTER] CINT: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T09:16:56.514095] [DEBUG] [FORECASTER] CINT: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T09:16:56.757947] [DEBUG] [FORECASTER] CINT: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T09:16:56.991214] [DEBUG] [FORECASTER] CINT: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T09:16:57.229983] [DEBUG] [FORECASTER] CINT: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T09:16:57.230217] [INFO ] [CONFIGURE ] CINT: DISCARDED add_obv_interval (score: 70.00%)
[2025-11-25T09:16:57.230279] [INFO ] [CONFIGURE ] JOB ETA: 1.5h | Avg: 2.8s/test | Remaining: 1908 tests
[2025-11-25T09:16:57.230329] [INFO ] [CONFIGURE ] CINT: Testing feature 13/29: add_opening_strength
[2025-11-25T09:16:57.230375] [INFO ] [CONFIGURE ] CINT: Testing with features: ['add_bollinger_bands', 'add_lag_shelf', 'add_mfi', 'add_daily_returns', 'add_opening_strength']
[2025-11-25T09:16:57.499316] [DEBUG] [FORECASTER] CINT: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T09:16:57.763851] [DEBUG] [FORECASTER] CINT: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0
[2025-11-25T09:16:58.024529] [DEBUG] [FORECASTER] CINT: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T09:16:58.303168] [DEBUG] [FORECASTER] CINT: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-25T09:16:58.595576] [DEBUG] [FORECASTER] CINT: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T09:16:58.891426] [DEBUG] [FORECASTER] CINT: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T09:16:59.184448] [DEBUG] [FORECASTER] CINT: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T09:16:59.483029] [DEBUG] [FORECASTER] CINT: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T09:16:59.781183] [DEBUG] [FORECASTER] CINT: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-25T09:17:00.057029] [DEBUG] [FORECASTER] CINT: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T09:17:00.057260] [INFO ] [CONFIGURE ] CINT: DISCARDED add_opening_strength (score: 70.00%)
[2025-11-25T09:17:00.057322] [INFO ] [CONFIGURE ] JOB ETA: 1.5h | Avg: 2.8s/test | Remaining: 1907 tests
[2025-11-25T09:17:00.057370] [INFO ] [CONFIGURE ] CINT: Testing feature 14/29: add_order_flow_imbalance
[2025-11-25T09:17:00.057413] [INFO ] [CONFIGURE ] CINT: Testing with features: ['add_bollinger_bands', 'add_lag_shelf', 'add_mfi', 'add_order_flow_imbalance']
[2025-11-25T09:17:00.321443] [DEBUG] [FORECASTER] CINT: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0
[2025-11-25T09:17:00.616349] [DEBUG] [FORECASTER] CINT: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0
[2025-11-25T09:17:00.955209] [DEBUG] [FORECASTER] CINT: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T09:17:01.731362] [DEBUG] [FORECASTER] CINT: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1
[2025-11-25T09:17:02.026174] [DEBUG] [FORECASTER] CINT: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T09:17:02.280587] [DEBUG] [FORECASTER] CINT: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T09:17:02.532367] [DEBUG] [FORECASTER] CINT: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T09:17:02.785420] [DEBUG] [FORECASTER] CINT: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T09:17:03.049744] [DEBUG] [FORECASTER] CINT: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-25T09:17:03.323614] [DEBUG] [FORECASTER] CINT: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T09:17:03.323825] [INFO ] [CONFIGURE ] CINT: DISCARDED add_order_flow_imbalance (score: 40.00%)
[2025-11-25T09:17:03.323884] [INFO ] [CONFIGURE ] JOB ETA: 1.5h | Avg: 2.8s/test | Remaining: 1906 tests
[2025-11-25T09:17:03.323931] [INFO ] [CONFIGURE ] CINT: Testing feature 15/29: add_pbf_morning_momentum
[2025-11-25T09:17:03.323978] [INFO ] [CONFIGURE ] CINT: Testing with features: ['add_bollinger_bands', 'add_lag_shelf', 'add_mfi', 'add_pbf_morning_momentum']
[2025-11-25T09:17:03.571686] [DEBUG] [FORECASTER] CINT: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0
[2025-11-25T09:17:03.806919] [DEBUG] [FORECASTER] CINT: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T09:17:04.038269] [DEBUG] [FORECASTER] CINT: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T09:17:04.279497] [DEBUG] [FORECASTER] CINT: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-25T09:17:04.530400] [DEBUG] [FORECASTER] CINT: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T09:17:04.787516] [DEBUG] [FORECASTER] CINT: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T09:17:05.029809] [DEBUG] [FORECASTER] CINT: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T09:17:05.270060] [DEBUG] [FORECASTER] CINT: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T09:17:05.520530] [DEBUG] [FORECASTER] CINT: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T09:17:05.770267] [DEBUG] [FORECASTER] CINT: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T09:17:05.770446] [INFO ] [CONFIGURE ] CINT: DISCARDED add_pbf_morning_momentum (score: 70.00%)
[2025-11-25T09:17:05.770506] [INFO ] [CONFIGURE ] JOB ETA: 1.5h | Avg: 2.8s/test | Remaining: 1905 tests
[2025-11-25T09:17:05.770553] [INFO ] [CONFIGURE ] CINT: Testing feature 16/29: add_pbf_overnight_gap
[2025-11-25T09:17:05.770596] [INFO ] [CONFIGURE ] CINT: Testing with features: ['add_bollinger_bands', 'add_lag_shelf', 'add_mfi', 'add_pbf_overnight_gap']
[2025-11-25T09:17:06.034231] [DEBUG] [FORECASTER] CINT: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0
[2025-11-25T09:17:06.293849] [DEBUG] [FORECASTER] CINT: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0
[2025-11-25T09:17:06.554374] [DEBUG] [FORECASTER] CINT: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T09:17:06.816347] [DEBUG] [FORECASTER] CINT: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1
[2025-11-25T09:17:07.081623] [DEBUG] [FORECASTER] CINT: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T09:17:07.359431] [DEBUG] [FORECASTER] CINT: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T09:17:07.624831] [DEBUG] [FORECASTER] CINT: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T09:17:07.886081] [DEBUG] [FORECASTER] CINT: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T09:17:08.140239] [DEBUG] [FORECASTER] CINT: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T09:17:08.401004] [DEBUG] [FORECASTER] CINT: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T09:17:08.401182] [INFO ] [CONFIGURE ] CINT: DISCARDED add_pbf_overnight_gap (score: 50.00%)
[2025-11-25T09:17:08.401243] [INFO ] [CONFIGURE ] JOB ETA: 1.5h | Avg: 2.8s/test | Remaining: 1904 tests
[2025-11-25T09:17:08.401295] [INFO ] [CONFIGURE ] CINT: Testing feature 17/29: add_pbf_return_2d
[2025-11-25T09:17:08.401342] [INFO ] [CONFIGURE ] CINT: Testing with features: ['add_bollinger_bands', 'add_lag_shelf', 'add_mfi', 'add_pbf_return_2d']
[2025-11-25T09:17:08.683720] [DEBUG] [FORECASTER] CINT: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0
[2025-11-25T09:17:08.956064] [DEBUG] [FORECASTER] CINT: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0
[2025-11-25T09:17:09.227998] [DEBUG] [FORECASTER] CINT: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T09:17:09.513148] [DEBUG] [FORECASTER] CINT: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1
[2025-11-25T09:17:09.811486] [DEBUG] [FORECASTER] CINT: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T09:17:10.116201] [DEBUG] [FORECASTER] CINT: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T09:17:10.394759] [DEBUG] [FORECASTER] CINT: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T09:17:10.667537] [DEBUG] [FORECASTER] CINT: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T09:17:10.950930] [DEBUG] [FORECASTER] CINT: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T09:17:11.225767] [DEBUG] [FORECASTER] CINT: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T09:17:11.225978] [INFO ] [CONFIGURE ] CINT: DISCARDED add_pbf_return_2d (score: 60.00%)
[2025-11-25T09:17:11.226065] [INFO ] [CONFIGURE ] JOB ETA: 1.5h | Avg: 2.8s/test | Remaining: 1903 tests
[2025-11-25T09:17:11.226114] [INFO ] [CONFIGURE ] CINT: Testing feature 18/29: add_pbf_volatility_5d
[2025-11-25T09:17:11.226354] [INFO ] [CONFIGURE ] CINT: Testing with features: ['add_bollinger_bands', 'add_lag_shelf', 'add_mfi', 'add_pbf_volatility_5d']
[2025-11-25T09:17:11.466442] [DEBUG] [FORECASTER] CINT: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0
[2025-11-25T09:17:11.714139] [DEBUG] [FORECASTER] CINT: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0
[2025-11-25T09:17:11.971188] [DEBUG] [FORECASTER] CINT: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T09:17:12.231245] [DEBUG] [FORECASTER] CINT: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1
[2025-11-25T09:17:12.489360] [DEBUG] [FORECASTER] CINT: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T09:17:12.739627] [DEBUG] [FORECASTER] CINT: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T09:17:12.984354] [DEBUG] [FORECASTER] CINT: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T09:17:13.221416] [DEBUG] [FORECASTER] CINT: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T09:17:13.475906] [DEBUG] [FORECASTER] CINT: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T09:17:13.719195] [DEBUG] [FORECASTER] CINT: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T09:17:13.719377] [INFO ] [CONFIGURE ] CINT: DISCARDED add_pbf_volatility_5d (score: 50.00%)
[2025-11-25T09:17:13.719437] [INFO ] [CONFIGURE ] JOB ETA: 1.5h | Avg: 2.8s/test | Remaining: 1902 tests
[2025-11-25T09:17:13.719486] [INFO ] [CONFIGURE ] CINT: Testing feature 19/29: add_pbf_vs_sma_5
[2025-11-25T09:17:13.719531] [INFO ] [CONFIGURE ] CINT: Testing with features: ['add_bollinger_bands', 'add_lag_shelf', 'add_mfi', 'add_pbf_vs_sma_5']
[2025-11-25T09:17:13.963225] [DEBUG] [FORECASTER] CINT: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0
[2025-11-25T09:17:14.205421] [DEBUG] [FORECASTER] CINT: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T09:17:14.462411] [DEBUG] [FORECASTER] CINT: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T09:17:14.712679] [DEBUG] [FORECASTER] CINT: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-25T09:17:14.950278] [DEBUG] [FORECASTER] CINT: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T09:17:15.187216] [DEBUG] [FORECASTER] CINT: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T09:17:15.405555] [DEBUG] [FORECASTER] CINT: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T09:17:15.635664] [DEBUG] [FORECASTER] CINT: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T09:17:15.872809] [DEBUG] [FORECASTER] CINT: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T09:17:16.108854] [DEBUG] [FORECASTER] CINT: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T09:17:16.109037] [INFO ] [CONFIGURE ] CINT: DISCARDED add_pbf_vs_sma_5 (score: 70.00%)
[2025-11-25T09:17:16.109103] [INFO ] [CONFIGURE ] JOB ETA: 1.5h | Avg: 2.8s/test | Remaining: 1901 tests
[2025-11-25T09:17:16.109152] [INFO ] [CONFIGURE ] CINT: Testing feature 20/29: add_price_rejection
[2025-11-25T09:17:16.109192] [INFO ] [CONFIGURE ] CINT: Testing with features: ['add_bollinger_bands', 'add_lag_shelf', 'add_mfi', 'add_price_rejection']
[2025-11-25T09:17:16.362997] [DEBUG] [FORECASTER] CINT: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0
[2025-11-25T09:17:16.606965] [DEBUG] [FORECASTER] CINT: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T09:17:16.849825] [DEBUG] [FORECASTER] CINT: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T09:17:17.096080] [DEBUG] [FORECASTER] CINT: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-25T09:17:17.343024] [DEBUG] [FORECASTER] CINT: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T09:17:17.608769] [DEBUG] [FORECASTER] CINT: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T09:17:17.873507] [DEBUG] [FORECASTER] CINT: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T09:17:18.131868] [DEBUG] [FORECASTER] CINT: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T09:17:18.411867] [DEBUG] [FORECASTER] CINT: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T09:17:18.690522] [DEBUG] [FORECASTER] CINT: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T09:17:18.690802] [INFO ] [CONFIGURE ] CINT: DISCARDED add_price_rejection (score: 80.00%)
[2025-11-25T09:17:18.690865] [INFO ] [CONFIGURE ] JOB ETA: 1.5h | Avg: 2.8s/test | Remaining: 1900 tests
[2025-11-25T09:17:18.690912] [INFO ] [CONFIGURE ] CINT: Testing feature 21/29: add_range_position
[2025-11-25T09:17:18.690957] [INFO ] [CONFIGURE ] CINT: Testing with features: ['add_bollinger_bands', 'add_lag_shelf', 'add_mfi', 'add_range_position']
[2025-11-25T09:17:18.963086] [DEBUG] [FORECASTER] CINT: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0
[2025-11-25T09:17:19.228850] [DEBUG] [FORECASTER] CINT: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T09:17:19.487856] [DEBUG] [FORECASTER] CINT: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T09:17:19.783758] [DEBUG] [FORECASTER] CINT: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-25T09:17:20.041038] [DEBUG] [FORECASTER] CINT: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T09:17:20.300006] [DEBUG] [FORECASTER] CINT: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T09:17:20.562224] [DEBUG] [FORECASTER] CINT: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T09:17:20.832811] [DEBUG] [FORECASTER] CINT: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T09:17:21.126403] [DEBUG] [FORECASTER] CINT: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T09:17:21.401660] [DEBUG] [FORECASTER] CINT: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T09:17:21.401860] [INFO ] [CONFIGURE ] CINT: DISCARDED add_range_position (score: 70.00%)
[2025-11-25T09:17:21.401929] [INFO ] [CONFIGURE ] JOB ETA: 1.5h | Avg: 2.8s/test | Remaining: 1899 tests
[2025-11-25T09:17:21.401980] [INFO ] [CONFIGURE ] CINT: Testing feature 22/29: add_realized_volatility
[2025-11-25T09:17:21.402027] [INFO ] [CONFIGURE ] CINT: Testing with features: ['add_bollinger_bands', 'add_lag_shelf', 'add_mfi', 'add_realized_volatility']
[2025-11-25T09:17:21.741022] [DEBUG] [FORECASTER] CINT: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0
[2025-11-25T09:17:22.081736] [DEBUG] [FORECASTER] CINT: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T09:17:22.416497] [DEBUG] [FORECASTER] CINT: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T09:17:22.746819] [DEBUG] [FORECASTER] CINT: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-25T09:17:23.082813] [DEBUG] [FORECASTER] CINT: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T09:17:23.418538] [DEBUG] [FORECASTER] CINT: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T09:17:23.755421] [DEBUG] [FORECASTER] CINT: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T09:17:24.090976] [DEBUG] [FORECASTER] CINT: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T09:17:24.437250] [DEBUG] [FORECASTER] CINT: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-25T09:17:24.775050] [DEBUG] [FORECASTER] CINT: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T09:17:24.775267] [INFO ] [CONFIGURE ] CINT: DISCARDED add_realized_volatility (score: 70.00%)
[2025-11-25T09:17:24.775327] [INFO ] [CONFIGURE ] JOB ETA: 1.5h | Avg: 2.8s/test | Remaining: 1898 tests
[2025-11-25T09:17:24.775398] [INFO ] [CONFIGURE ] CINT: Testing feature 23/29: add_recent_range_context
[2025-11-25T09:17:24.775446] [INFO ] [CONFIGURE ] CINT: Testing with features: ['add_bollinger_bands', 'add_lag_shelf', 'add_mfi', 'add_recent_range_context']
[2025-11-25T09:17:25.015988] [DEBUG] [FORECASTER] CINT: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0
[2025-11-25T09:17:25.257407] [DEBUG] [FORECASTER] CINT: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T09:17:25.494701] [DEBUG] [FORECASTER] CINT: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T09:17:25.734964] [DEBUG] [FORECASTER] CINT: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1
[2025-11-25T09:17:25.981301] [DEBUG] [FORECASTER] CINT: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T09:17:26.219535] [DEBUG] [FORECASTER] CINT: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T09:17:26.464939] [DEBUG] [FORECASTER] CINT: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T09:17:26.717381] [DEBUG] [FORECASTER] CINT: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T09:17:26.962386] [DEBUG] [FORECASTER] CINT: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T09:17:27.201709] [DEBUG] [FORECASTER] CINT: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T09:17:27.201875] [INFO ] [CONFIGURE ] CINT: DISCARDED add_recent_range_context (score: 70.00%)
[2025-11-25T09:17:27.201934] [INFO ] [CONFIGURE ] JOB ETA: 1.5h | Avg: 2.8s/test | Remaining: 1897 tests
[2025-11-25T09:17:27.201981] [INFO ] [CONFIGURE ] CINT: Testing feature 24/29: add_rsi
[2025-11-25T09:17:27.202026] [INFO ] [CONFIGURE ] CINT: Testing with features: ['add_bollinger_bands', 'add_lag_shelf', 'add_mfi', 'add_ema', 'add_rsi']
[2025-11-25T09:17:27.484736] [DEBUG] [FORECASTER] CINT: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T09:17:27.767629] [DEBUG] [FORECASTER] CINT: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0
[2025-11-25T09:17:28.045517] [DEBUG] [FORECASTER] CINT: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T09:17:28.325127] [DEBUG] [FORECASTER] CINT: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-25T09:17:28.616522] [DEBUG] [FORECASTER] CINT: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T09:17:28.909015] [DEBUG] [FORECASTER] CINT: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T09:17:29.213948] [DEBUG] [FORECASTER] CINT: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T09:17:29.505154] [DEBUG] [FORECASTER] CINT: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T09:17:29.790432] [DEBUG] [FORECASTER] CINT: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-25T09:17:30.074415] [DEBUG] [FORECASTER] CINT: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T09:17:30.074608] [INFO ] [CONFIGURE ] CINT: DISCARDED add_rsi (score: 70.00%)
[2025-11-25T09:17:30.074687] [INFO ] [CONFIGURE ] JOB ETA: 1.5h | Avg: 2.8s/test | Remaining: 1896 tests
[2025-11-25T09:17:30.074738] [INFO ] [CONFIGURE ] CINT: Testing feature 25/29: add_tick_distribution
[2025-11-25T09:17:30.074783] [INFO ] [CONFIGURE ] CINT: Testing with features: ['add_bollinger_bands', 'add_lag_shelf', 'add_mfi', 'add_tick_distribution']
[2025-11-25T09:17:30.308867] [DEBUG] [FORECASTER] CINT: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0
[2025-11-25T09:17:30.542193] [DEBUG] [FORECASTER] CINT: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T09:17:30.787007] [DEBUG] [FORECASTER] CINT: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T09:17:31.030349] [DEBUG] [FORECASTER] CINT: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-25T09:17:31.265171] [DEBUG] [FORECASTER] CINT: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T09:17:31.505092] [DEBUG] [FORECASTER] CINT: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T09:17:31.739611] [DEBUG] [FORECASTER] CINT: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T09:17:31.975785] [DEBUG] [FORECASTER] CINT: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T09:17:32.211045] [DEBUG] [FORECASTER] CINT: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T09:17:32.455308] [DEBUG] [FORECASTER] CINT: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T09:17:32.455521] [INFO ] [CONFIGURE ] CINT: DISCARDED add_tick_distribution (score: 80.00%)
[2025-11-25T09:17:32.455581] [INFO ] [CONFIGURE ] JOB ETA: 1.5h | Avg: 2.8s/test | Remaining: 1895 tests
[2025-11-25T09:17:32.455630] [INFO ] [CONFIGURE ] CINT: Testing feature 26/29: add_volume_momentum_confirmation
[2025-11-25T09:17:32.455707] [INFO ] [CONFIGURE ] CINT: Testing with features: ['add_bollinger_bands', 'add_lag_shelf', 'add_mfi', 'add_volume_momentum_confirmation']
[2025-11-25T09:17:32.696070] [DEBUG] [FORECASTER] CINT: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0
[2025-11-25T09:17:32.932293] [DEBUG] [FORECASTER] CINT: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T09:17:33.201682] [DEBUG] [FORECASTER] CINT: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T09:17:33.459542] [DEBUG] [FORECASTER] CINT: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-25T09:17:33.708912] [DEBUG] [FORECASTER] CINT: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T09:17:33.952823] [DEBUG] [FORECASTER] CINT: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T09:17:34.187741] [DEBUG] [FORECASTER] CINT: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T09:17:34.424159] [DEBUG] [FORECASTER] CINT: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T09:17:34.667094] [DEBUG] [FORECASTER] CINT: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T09:17:34.908959] [DEBUG] [FORECASTER] CINT: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T09:17:34.909183] [INFO ] [CONFIGURE ] CINT: DISCARDED add_volume_momentum_confirmation (score: 80.00%)
[2025-11-25T09:17:34.909246] [INFO ] [CONFIGURE ] JOB ETA: 1.5h | Avg: 2.8s/test | Remaining: 1894 tests
[2025-11-25T09:17:34.909295] [INFO ] [CONFIGURE ] CINT: Testing feature 27/29: add_volume_price_divergence
[2025-11-25T09:17:34.909342] [INFO ] [CONFIGURE ] CINT: Testing with features: ['add_bollinger_bands', 'add_lag_shelf', 'add_mfi', 'add_volume_price_divergence']
[2025-11-25T09:17:35.172561] [DEBUG] [FORECASTER] CINT: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0
[2025-11-25T09:17:35.436598] [DEBUG] [FORECASTER] CINT: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T09:17:35.703622] [DEBUG] [FORECASTER] CINT: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T09:17:35.953881] [DEBUG] [FORECASTER] CINT: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-25T09:17:36.205959] [DEBUG] [FORECASTER] CINT: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T09:17:36.461189] [DEBUG] [FORECASTER] CINT: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T09:17:36.725398] [DEBUG] [FORECASTER] CINT: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T09:17:36.994130] [DEBUG] [FORECASTER] CINT: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T09:17:37.262151] [DEBUG] [FORECASTER] CINT: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T09:17:37.527715] [DEBUG] [FORECASTER] CINT: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T09:17:37.527929] [INFO ] [CONFIGURE ] CINT: DISCARDED add_volume_price_divergence (score: 80.00%)
[2025-11-25T09:17:37.527990] [INFO ] [CONFIGURE ] JOB ETA: 1.5h | Avg: 2.8s/test | Remaining: 1893 tests
[2025-11-25T09:17:37.528073] [INFO ] [CONFIGURE ] CINT: Testing feature 28/29: add_volume_profile
[2025-11-25T09:17:37.528122] [INFO ] [CONFIGURE ] CINT: Testing with features: ['add_bollinger_bands', 'add_lag_shelf', 'add_mfi', 'add_volume_profile']
[2025-11-25T09:17:37.781307] [DEBUG] [FORECASTER] CINT: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0
[2025-11-25T09:17:38.037177] [DEBUG] [FORECASTER] CINT: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0
[2025-11-25T09:17:38.287672] [DEBUG] [FORECASTER] CINT: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T09:17:38.553126] [DEBUG] [FORECASTER] CINT: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-25T09:17:38.815159] [DEBUG] [FORECASTER] CINT: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T09:17:39.077474] [DEBUG] [FORECASTER] CINT: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T09:17:39.365063] [DEBUG] [FORECASTER] CINT: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T09:17:39.625274] [DEBUG] [FORECASTER] CINT: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T09:17:39.892742] [DEBUG] [FORECASTER] CINT: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T09:17:40.164382] [DEBUG] [FORECASTER] CINT: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T09:17:40.164560] [INFO ] [CONFIGURE ] CINT: DISCARDED add_volume_profile (score: 60.00%)
[2025-11-25T09:17:40.164622] [INFO ] [CONFIGURE ] JOB ETA: 1.5h | Avg: 2.8s/test | Remaining: 1892 tests
[2025-11-25T09:17:40.164694] [INFO ] [CONFIGURE ] CINT: Testing feature 29/29: add_vwap
[2025-11-25T09:17:40.164744] [INFO ] [CONFIGURE ] CINT: Testing with features: ['add_bollinger_bands', 'add_lag_shelf', 'add_mfi', 'add_vwap']
[2025-11-25T09:17:40.434317] [DEBUG] [FORECASTER] CINT: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0
[2025-11-25T09:17:40.696580] [DEBUG] [FORECASTER] CINT: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T09:17:40.958738] [DEBUG] [FORECASTER] CINT: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T09:17:41.221762] [DEBUG] [FORECASTER] CINT: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1
[2025-11-25T09:17:41.489339] [DEBUG] [FORECASTER] CINT: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T09:17:41.753774] [DEBUG] [FORECASTER] CINT: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T09:17:42.019441] [DEBUG] [FORECASTER] CINT: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T09:17:42.268582] [DEBUG] [FORECASTER] CINT: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T09:17:42.514574] [DEBUG] [FORECASTER] CINT: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-25T09:17:42.760836] [DEBUG] [FORECASTER] CINT: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T09:17:42.761018] [INFO ] [CONFIGURE ] CINT: DISCARDED add_vwap (score: 50.00%)
[2025-11-25T09:17:42.761076] [INFO ] [CONFIGURE ] JOB ETA: 1.5h | Avg: 2.8s/test | Remaining: 1891 tests
[2025-11-25T09:17:42.761124] [INFO ] [CONFIGURE ] CINT: ===== FEATURE SELECTION COMPLETE =====
[2025-11-25T09:17:42.761165] [INFO ] [CONFIGURE ] CINT: Best accuracy: 80.00%
[2025-11-25T09:17:42.761208] [INFO ] [CONFIGURE ] CINT: Best feature set (3 features): ['add_bollinger_bands', 'add_lag_shelf', 'add_mfi']
[2025-11-25T09:17:42.761250] [INFO ] [CONFIGURE ] CINT: Improvement over baseline: 40.00%
[2025-11-25T09:17:42.761288] [INFO ] [CONFIGURE ] CINT: Total time: 1.2 minutes
[2025-11-25T09:17:42.761328] [INFO ] [CONFIGURE ] CINT: Average time per feature: 2.6 seconds
[2025-11-25T09:17:42.761367] [INFO ] [CONFIGURE ] CINT: Average speed: 0.39 features/sec
[2025-11-25T09:17:42.761867] [INFO ] [LOCAL     ] Saved configuration for CINT: 3 features, 80.00% accuracy -> ./output/feature-sets/CINT.json
[2025-11-25T09:17:42.761925] [INFO ] [CONFIGURE ] CINT: Configuration saved successfully: 3 features, 80.00% accuracy.
[2025-11-25T09:17:42.761990] [INFO ] [sig       ] [100/164] Successfully configured CINT | 0.01 sym/s | Total: 2.3h | ETA: 1.5h
[2025-11-25T09:17:42.762036] [INFO ] [sig       ] [101/164] Configuring CLB...
[2025-11-25T09:17:42.762076] [INFO ] [CONFIGURE ] CLB: Configurate test run.
[2025-11-25T09:17:42.762115] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CLB' from 'https://tdm.silogroup.org/data/derivative_storage/CLB.csv'.
[2025-11-25T09:17:42.774417] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'CLB'.
[2025-11-25T09:17:42.774806] [INFO ] [CONFIGURE ] CLB: Testing with 29 available features
[2025-11-25T09:17:42.774868] [INFO ] [CONFIGURE ] CLB: Establishing baseline with no features...
[2025-11-25T09:17:42.952808] [DEBUG] [FORECASTER] CLB: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T09:17:43.123841] [DEBUG] [FORECASTER] CLB: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0
[2025-11-25T09:17:43.298046] [DEBUG] [FORECASTER] CLB: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T09:17:43.480262] [DEBUG] [FORECASTER] CLB: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T09:17:43.654569] [DEBUG] [FORECASTER] CLB: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-25T09:17:43.828608] [DEBUG] [FORECASTER] CLB: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T09:17:44.001727] [DEBUG] [FORECASTER] CLB: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T09:17:44.173687] [DEBUG] [FORECASTER] CLB: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T09:17:44.353783] [DEBUG] [FORECASTER] CLB: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T09:17:44.529580] [DEBUG] [FORECASTER] CLB: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T09:17:44.529762] [INFO ] [CONFIGURE ] CLB: Baseline score (no features): 20.00%
[2025-11-25T09:17:44.529836] [INFO ] [CONFIGURE ] CLB: Testing feature 1/29: add_bollinger_bands
[2025-11-25T09:17:44.529895] [INFO ] [CONFIGURE ] CLB: Testing with features: ['add_bollinger_bands']
[2025-11-25T09:17:44.741255] [DEBUG] [FORECASTER] CLB: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T09:17:44.952263] [DEBUG] [FORECASTER] CLB: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T09:17:45.164773] [DEBUG] [FORECASTER] CLB: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T09:17:45.379992] [DEBUG] [FORECASTER] CLB: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T09:17:45.589704] [DEBUG] [FORECASTER] CLB: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T09:17:45.800279] [DEBUG] [FORECASTER] CLB: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T09:17:46.008301] [DEBUG] [FORECASTER] CLB: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T09:17:46.215954] [DEBUG] [FORECASTER] CLB: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-25T09:17:46.428096] [DEBUG] [FORECASTER] CLB: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T09:17:46.649012] [DEBUG] [FORECASTER] CLB: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T09:17:46.649263] [INFO ] [CONFIGURE ] CLB: KEPT add_bollinger_bands (score: 40.00%)
[2025-11-25T09:17:46.649326] [INFO ] [CONFIGURE ] JOB ETA: 1.5h | Avg: 2.8s/test | Remaining: 1890 tests
[2025-11-25T09:17:46.649378] [INFO ] [CONFIGURE ] CLB: Testing feature 2/29: add_cumulative_delta
[2025-11-25T09:17:46.649429] [INFO ] [CONFIGURE ] CLB: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta']
[2025-11-25T09:17:46.898231] [DEBUG] [FORECASTER] CLB: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T09:17:47.143152] [DEBUG] [FORECASTER] CLB: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T09:17:47.390230] [DEBUG] [FORECASTER] CLB: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T09:17:47.661269] [DEBUG] [FORECASTER] CLB: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T09:17:47.947464] [DEBUG] [FORECASTER] CLB: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T09:17:48.216473] [DEBUG] [FORECASTER] CLB: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T09:17:48.493411] [DEBUG] [FORECASTER] CLB: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T09:17:48.749082] [DEBUG] [FORECASTER] CLB: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-25T09:17:49.039703] [DEBUG] [FORECASTER] CLB: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T09:17:49.362824] [DEBUG] [FORECASTER] CLB: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T09:17:49.363112] [INFO ] [CONFIGURE ] CLB: KEPT add_cumulative_delta (score: 60.00%)
[2025-11-25T09:17:49.363197] [INFO ] [CONFIGURE ] JOB ETA: 1.5h | Avg: 2.8s/test | Remaining: 1889 tests
[2025-11-25T09:17:49.363265] [INFO ] [CONFIGURE ] CLB: Testing feature 3/29: add_daily_returns
[2025-11-25T09:17:49.363321] [INFO ] [CONFIGURE ] CLB: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns']
[2025-11-25T09:17:49.794135] [DEBUG] [FORECASTER] CLB: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T09:17:50.085058] [DEBUG] [FORECASTER] CLB: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T09:17:50.386181] [DEBUG] [FORECASTER] CLB: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T09:17:50.692788] [DEBUG] [FORECASTER] CLB: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T09:17:50.972861] [DEBUG] [FORECASTER] CLB: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T09:17:51.245150] [DEBUG] [FORECASTER] CLB: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T09:17:51.524530] [DEBUG] [FORECASTER] CLB: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T09:17:51.809032] [DEBUG] [FORECASTER] CLB: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-25T09:17:52.098567] [DEBUG] [FORECASTER] CLB: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T09:17:52.376429] [DEBUG] [FORECASTER] CLB: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T09:17:52.376637] [INFO ] [CONFIGURE ] CLB: DISCARDED add_daily_returns (score: 60.00%)
[2025-11-25T09:17:52.376717] [INFO ] [CONFIGURE ] JOB ETA: 1.5h | Avg: 2.8s/test | Remaining: 1888 tests
[2025-11-25T09:17:52.376769] [INFO ] [CONFIGURE ] CLB: Testing feature 4/29: add_ema
[2025-11-25T09:17:52.376816] [INFO ] [CONFIGURE ] CLB: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_ema']
[2025-11-25T09:17:52.698608] [DEBUG] [FORECASTER] CLB: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T09:17:53.068840] [DEBUG] [FORECASTER] CLB: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T09:17:53.378209] [DEBUG] [FORECASTER] CLB: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T09:17:53.696332] [DEBUG] [FORECASTER] CLB: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T09:17:54.017488] [DEBUG] [FORECASTER] CLB: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T09:17:54.318271] [DEBUG] [FORECASTER] CLB: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T09:17:54.638806] [DEBUG] [FORECASTER] CLB: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T09:17:54.949809] [DEBUG] [FORECASTER] CLB: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-25T09:17:55.257263] [DEBUG] [FORECASTER] CLB: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T09:17:55.572506] [DEBUG] [FORECASTER] CLB: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T09:17:55.572696] [INFO ] [CONFIGURE ] CLB: DISCARDED add_ema (score: 50.00%)
[2025-11-25T09:17:55.572778] [INFO ] [CONFIGURE ] JOB ETA: 1.5h | Avg: 2.8s/test | Remaining: 1887 tests
[2025-11-25T09:17:55.572829] [INFO ] [CONFIGURE ] CLB: Testing feature 5/29: add_exhaustion_signals
[2025-11-25T09:17:55.572874] [INFO ] [CONFIGURE ] CLB: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals']
[2025-11-25T09:17:55.861396] [DEBUG] [FORECASTER] CLB: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T09:17:56.162976] [DEBUG] [FORECASTER] CLB: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T09:17:56.463992] [DEBUG] [FORECASTER] CLB: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T09:17:56.770172] [DEBUG] [FORECASTER] CLB: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T09:17:57.065511] [DEBUG] [FORECASTER] CLB: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T09:17:57.359386] [DEBUG] [FORECASTER] CLB: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T09:17:57.680150] [DEBUG] [FORECASTER] CLB: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T09:17:57.977891] [DEBUG] [FORECASTER] CLB: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-25T09:17:58.282000] [DEBUG] [FORECASTER] CLB: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T09:17:58.599459] [DEBUG] [FORECASTER] CLB: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T09:17:58.599665] [INFO ] [CONFIGURE ] CLB: DISCARDED add_exhaustion_signals (score: 60.00%)
[2025-11-25T09:17:58.599724] [INFO ] [CONFIGURE ] JOB ETA: 1.5h | Avg: 2.8s/test | Remaining: 1886 tests
[2025-11-25T09:17:58.599775] [INFO ] [CONFIGURE ] CLB: Testing feature 6/29: add_failed_moves
[2025-11-25T09:17:58.599820] [INFO ] [CONFIGURE ] CLB: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_failed_moves']
[2025-11-25T09:17:58.859039] [DEBUG] [FORECASTER] CLB: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T09:17:59.123781] [DEBUG] [FORECASTER] CLB: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T09:17:59.385842] [DEBUG] [FORECASTER] CLB: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T09:17:59.638492] [DEBUG] [FORECASTER] CLB: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T09:17:59.893304] [DEBUG] [FORECASTER] CLB: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T09:18:00.153540] [DEBUG] [FORECASTER] CLB: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T09:18:00.403672] [DEBUG] [FORECASTER] CLB: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T09:18:00.657457] [DEBUG] [FORECASTER] CLB: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-25T09:18:00.988160] [DEBUG] [FORECASTER] CLB: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T09:18:01.934081] [DEBUG] [FORECASTER] CLB: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T09:18:01.934273] [INFO ] [CONFIGURE ] CLB: DISCARDED add_failed_moves (score: 60.00%)
[2025-11-25T09:18:01.934331] [INFO ] [CONFIGURE ] JOB ETA: 1.5h | Avg: 2.8s/test | Remaining: 1885 tests
[2025-11-25T09:18:01.934378] [INFO ] [CONFIGURE ] CLB: Testing feature 7/29: add_lag_shelf
[2025-11-25T09:18:01.934425] [INFO ] [CONFIGURE ] CLB: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_lag_shelf']
[2025-11-25T09:18:02.217363] [DEBUG] [FORECASTER] CLB: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T09:18:02.505812] [DEBUG] [FORECASTER] CLB: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T09:18:02.784301] [DEBUG] [FORECASTER] CLB: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T09:18:03.060057] [DEBUG] [FORECASTER] CLB: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T09:18:03.336930] [DEBUG] [FORECASTER] CLB: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T09:18:03.625045] [DEBUG] [FORECASTER] CLB: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T09:18:03.900162] [DEBUG] [FORECASTER] CLB: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T09:18:04.183917] [DEBUG] [FORECASTER] CLB: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-25T09:18:04.468698] [DEBUG] [FORECASTER] CLB: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T09:18:04.746177] [DEBUG] [FORECASTER] CLB: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T09:18:04.746362] [INFO ] [CONFIGURE ] CLB: DISCARDED add_lag_shelf (score: 60.00%)
[2025-11-25T09:18:04.746445] [INFO ] [CONFIGURE ] JOB ETA: 1.5h | Avg: 2.8s/test | Remaining: 1884 tests
[2025-11-25T09:18:04.746492] [INFO ] [CONFIGURE ] CLB: Testing feature 8/29: add_macd
[2025-11-25T09:18:04.746535] [INFO ] [CONFIGURE ] CLB: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_vwap', 'add_macd']
[2025-11-25T09:18:05.118667] [DEBUG] [FORECASTER] CLB: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T09:18:05.502951] [DEBUG] [FORECASTER] CLB: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T09:18:05.904345] [DEBUG] [FORECASTER] CLB: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T09:18:06.280620] [DEBUG] [FORECASTER] CLB: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T09:18:06.658928] [DEBUG] [FORECASTER] CLB: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-25T09:18:07.033570] [DEBUG] [FORECASTER] CLB: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T09:18:07.425567] [DEBUG] [FORECASTER] CLB: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T09:18:07.822746] [DEBUG] [FORECASTER] CLB: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-25T09:18:08.199069] [DEBUG] [FORECASTER] CLB: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T09:18:08.597121] [DEBUG] [FORECASTER] CLB: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T09:18:08.597327] [INFO ] [CONFIGURE ] CLB: DISCARDED add_macd (score: 50.00%)
[2025-11-25T09:18:08.597384] [INFO ] [CONFIGURE ] JOB ETA: 1.5h | Avg: 2.8s/test | Remaining: 1883 tests
[2025-11-25T09:18:08.597435] [INFO ] [CONFIGURE ] CLB: Testing feature 9/29: add_mfi
[2025-11-25T09:18:08.597479] [INFO ] [CONFIGURE ] CLB: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_mfi']
[2025-11-25T09:18:08.892549] [DEBUG] [FORECASTER] CLB: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T09:18:09.184409] [DEBUG] [FORECASTER] CLB: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T09:18:09.474439] [DEBUG] [FORECASTER] CLB: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T09:18:09.762970] [DEBUG] [FORECASTER] CLB: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T09:18:10.051666] [DEBUG] [FORECASTER] CLB: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T09:18:10.351590] [DEBUG] [FORECASTER] CLB: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T09:18:10.644762] [DEBUG] [FORECASTER] CLB: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T09:18:10.937544] [DEBUG] [FORECASTER] CLB: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-25T09:18:11.234466] [DEBUG] [FORECASTER] CLB: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T09:18:11.514637] [DEBUG] [FORECASTER] CLB: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T09:18:11.514855] [INFO ] [CONFIGURE ] CLB: DISCARDED add_mfi (score: 50.00%)
[2025-11-25T09:18:11.514916] [INFO ] [CONFIGURE ] JOB ETA: 1.5h | Avg: 2.8s/test | Remaining: 1882 tests
[2025-11-25T09:18:11.514963] [INFO ] [CONFIGURE ] CLB: Testing feature 10/29: add_momentum_acceleration
[2025-11-25T09:18:11.515009] [INFO ] [CONFIGURE ] CLB: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-11-25T09:18:11.893408] [DEBUG] [FORECASTER] CLB: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T09:18:12.291820] [DEBUG] [FORECASTER] CLB: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T09:18:12.700729] [DEBUG] [FORECASTER] CLB: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T09:18:13.087088] [DEBUG] [FORECASTER] CLB: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T09:18:13.466581] [DEBUG] [FORECASTER] CLB: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T09:18:13.855120] [DEBUG] [FORECASTER] CLB: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T09:18:14.244436] [DEBUG] [FORECASTER] CLB: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T09:18:14.603182] [DEBUG] [FORECASTER] CLB: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-25T09:18:14.998211] [DEBUG] [FORECASTER] CLB: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T09:18:15.373225] [DEBUG] [FORECASTER] CLB: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T09:18:15.373420] [INFO ] [CONFIGURE ] CLB: DISCARDED add_momentum_acceleration (score: 40.00%)
[2025-11-25T09:18:15.373482] [INFO ] [CONFIGURE ] JOB ETA: 1.5h | Avg: 2.8s/test | Remaining: 1881 tests
[2025-11-25T09:18:15.373529] [INFO ] [CONFIGURE ] CLB: Testing feature 11/29: add_obv_daily
[2025-11-25T09:18:15.373573] [INFO ] [CONFIGURE ] CLB: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_obv_daily']
[2025-11-25T09:18:15.694243] [DEBUG] [FORECASTER] CLB: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T09:18:16.004218] [DEBUG] [FORECASTER] CLB: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0
[2025-11-25T09:18:16.298285] [DEBUG] [FORECASTER] CLB: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T09:18:16.599529] [DEBUG] [FORECASTER] CLB: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T09:18:16.901951] [DEBUG] [FORECASTER] CLB: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T09:18:17.214976] [DEBUG] [FORECASTER] CLB: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T09:18:17.523740] [DEBUG] [FORECASTER] CLB: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T09:18:17.816859] [DEBUG] [FORECASTER] CLB: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-25T09:18:18.138054] [DEBUG] [FORECASTER] CLB: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T09:18:18.438677] [DEBUG] [FORECASTER] CLB: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T09:18:18.438848] [INFO ] [CONFIGURE ] CLB: DISCARDED add_obv_daily (score: 40.00%)
[2025-11-25T09:18:18.438908] [INFO ] [CONFIGURE ] JOB ETA: 1.5h | Avg: 2.8s/test | Remaining: 1880 tests
[2025-11-25T09:18:18.438959] [INFO ] [CONFIGURE ] CLB: Testing feature 12/29: add_obv_interval
[2025-11-25T09:18:18.439006] [INFO ] [CONFIGURE ] CLB: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_obv_interval']
[2025-11-25T09:18:18.714823] [DEBUG] [FORECASTER] CLB: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T09:18:18.995458] [DEBUG] [FORECASTER] CLB: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T09:18:19.264305] [DEBUG] [FORECASTER] CLB: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T09:18:19.548760] [DEBUG] [FORECASTER] CLB: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T09:18:19.867523] [DEBUG] [FORECASTER] CLB: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T09:18:20.152593] [DEBUG] [FORECASTER] CLB: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T09:18:20.437011] [DEBUG] [FORECASTER] CLB: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T09:18:20.721018] [DEBUG] [FORECASTER] CLB: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-25T09:18:21.011602] [DEBUG] [FORECASTER] CLB: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T09:18:21.299966] [DEBUG] [FORECASTER] CLB: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T09:18:21.300142] [INFO ] [CONFIGURE ] CLB: DISCARDED add_obv_interval (score: 60.00%)
[2025-11-25T09:18:21.300204] [INFO ] [CONFIGURE ] JOB ETA: 1.5h | Avg: 2.8s/test | Remaining: 1879 tests
[2025-11-25T09:18:21.300255] [INFO ] [CONFIGURE ] CLB: Testing feature 13/29: add_opening_strength
[2025-11-25T09:18:21.300302] [INFO ] [CONFIGURE ] CLB: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns', 'add_opening_strength']
[2025-11-25T09:18:21.623146] [DEBUG] [FORECASTER] CLB: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T09:18:21.937118] [DEBUG] [FORECASTER] CLB: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T09:18:22.263376] [DEBUG] [FORECASTER] CLB: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T09:18:22.574518] [DEBUG] [FORECASTER] CLB: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T09:18:22.893805] [DEBUG] [FORECASTER] CLB: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-25T09:18:23.221971] [DEBUG] [FORECASTER] CLB: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T09:18:23.566151] [DEBUG] [FORECASTER] CLB: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T09:18:23.907866] [DEBUG] [FORECASTER] CLB: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-25T09:18:24.228712] [DEBUG] [FORECASTER] CLB: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T09:18:24.558151] [DEBUG] [FORECASTER] CLB: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T09:18:24.558392] [INFO ] [CONFIGURE ] CLB: DISCARDED add_opening_strength (score: 50.00%)
[2025-11-25T09:18:24.558453] [INFO ] [CONFIGURE ] JOB ETA: 1.5h | Avg: 2.8s/test | Remaining: 1878 tests
[2025-11-25T09:18:24.558502] [INFO ] [CONFIGURE ] CLB: Testing feature 14/29: add_order_flow_imbalance
[2025-11-25T09:18:24.558546] [INFO ] [CONFIGURE ] CLB: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_order_flow_imbalance']
[2025-11-25T09:18:24.859783] [DEBUG] [FORECASTER] CLB: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T09:18:25.157567] [DEBUG] [FORECASTER] CLB: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T09:18:25.457308] [DEBUG] [FORECASTER] CLB: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T09:18:25.752007] [DEBUG] [FORECASTER] CLB: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T09:18:26.042801] [DEBUG] [FORECASTER] CLB: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T09:18:26.356324] [DEBUG] [FORECASTER] CLB: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T09:18:26.641506] [DEBUG] [FORECASTER] CLB: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T09:18:26.942126] [DEBUG] [FORECASTER] CLB: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-25T09:18:27.241473] [DEBUG] [FORECASTER] CLB: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T09:18:27.529346] [DEBUG] [FORECASTER] CLB: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T09:18:27.529539] [INFO ] [CONFIGURE ] CLB: DISCARDED add_order_flow_imbalance (score: 50.00%)
[2025-11-25T09:18:27.529600] [INFO ] [CONFIGURE ] JOB ETA: 1.5h | Avg: 2.8s/test | Remaining: 1877 tests
[2025-11-25T09:18:27.529673] [INFO ] [CONFIGURE ] CLB: Testing feature 15/29: add_pbf_morning_momentum
[2025-11-25T09:18:27.529725] [INFO ] [CONFIGURE ] CLB: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_pbf_morning_momentum']
[2025-11-25T09:18:27.792083] [DEBUG] [FORECASTER] CLB: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T09:18:28.050085] [DEBUG] [FORECASTER] CLB: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T09:18:28.310925] [DEBUG] [FORECASTER] CLB: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T09:18:28.566809] [DEBUG] [FORECASTER] CLB: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T09:18:28.818284] [DEBUG] [FORECASTER] CLB: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T09:18:29.071513] [DEBUG] [FORECASTER] CLB: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T09:18:29.347613] [DEBUG] [FORECASTER] CLB: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T09:18:29.599401] [DEBUG] [FORECASTER] CLB: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-25T09:18:29.856513] [DEBUG] [FORECASTER] CLB: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T09:18:30.110542] [DEBUG] [FORECASTER] CLB: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T09:18:30.110738] [INFO ] [CONFIGURE ] CLB: DISCARDED add_pbf_morning_momentum (score: 50.00%)
[2025-11-25T09:18:30.110797] [INFO ] [CONFIGURE ] JOB ETA: 1.5h | Avg: 2.8s/test | Remaining: 1876 tests
[2025-11-25T09:18:30.110843] [INFO ] [CONFIGURE ] CLB: Testing feature 16/29: add_pbf_overnight_gap
[2025-11-25T09:18:30.110886] [INFO ] [CONFIGURE ] CLB: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_pbf_overnight_gap']
[2025-11-25T09:18:30.380324] [DEBUG] [FORECASTER] CLB: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T09:18:30.643813] [DEBUG] [FORECASTER] CLB: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T09:18:30.937432] [DEBUG] [FORECASTER] CLB: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T09:18:31.246394] [DEBUG] [FORECASTER] CLB: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T09:18:31.526154] [DEBUG] [FORECASTER] CLB: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T09:18:31.798274] [DEBUG] [FORECASTER] CLB: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T09:18:32.089888] [DEBUG] [FORECASTER] CLB: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T09:18:32.383113] [DEBUG] [FORECASTER] CLB: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-25T09:18:32.663305] [DEBUG] [FORECASTER] CLB: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T09:18:32.934890] [DEBUG] [FORECASTER] CLB: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T09:18:32.935073] [INFO ] [CONFIGURE ] CLB: DISCARDED add_pbf_overnight_gap (score: 50.00%)
[2025-11-25T09:18:32.935130] [INFO ] [CONFIGURE ] JOB ETA: 1.5h | Avg: 2.8s/test | Remaining: 1875 tests
[2025-11-25T09:18:32.935178] [INFO ] [CONFIGURE ] CLB: Testing feature 17/29: add_pbf_return_2d
[2025-11-25T09:18:32.935221] [INFO ] [CONFIGURE ] CLB: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_pbf_return_2d']
[2025-11-25T09:18:33.214941] [DEBUG] [FORECASTER] CLB: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T09:18:33.495559] [DEBUG] [FORECASTER] CLB: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T09:18:33.772734] [DEBUG] [FORECASTER] CLB: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T09:18:34.045536] [DEBUG] [FORECASTER] CLB: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T09:18:34.333298] [DEBUG] [FORECASTER] CLB: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T09:18:34.611747] [DEBUG] [FORECASTER] CLB: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T09:18:34.893806] [DEBUG] [FORECASTER] CLB: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T09:18:35.174440] [DEBUG] [FORECASTER] CLB: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-25T09:18:35.460252] [DEBUG] [FORECASTER] CLB: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T09:18:35.745802] [DEBUG] [FORECASTER] CLB: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T09:18:35.746006] [INFO ] [CONFIGURE ] CLB: DISCARDED add_pbf_return_2d (score: 60.00%)
[2025-11-25T09:18:35.746064] [INFO ] [CONFIGURE ] JOB ETA: 1.5h | Avg: 2.8s/test | Remaining: 1874 tests
[2025-11-25T09:18:35.746112] [INFO ] [CONFIGURE ] CLB: Testing feature 18/29: add_pbf_volatility_5d
[2025-11-25T09:18:35.746156] [INFO ] [CONFIGURE ] CLB: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_pbf_volatility_5d']
[2025-11-25T09:18:36.009353] [DEBUG] [FORECASTER] CLB: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T09:18:36.278473] [DEBUG] [FORECASTER] CLB: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T09:18:36.545378] [DEBUG] [FORECASTER] CLB: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T09:18:36.892388] [DEBUG] [FORECASTER] CLB: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T09:18:37.239956] [DEBUG] [FORECASTER] CLB: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T09:18:37.532509] [DEBUG] [FORECASTER] CLB: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T09:18:37.802211] [DEBUG] [FORECASTER] CLB: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T09:18:38.065964] [DEBUG] [FORECASTER] CLB: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-25T09:18:38.334471] [DEBUG] [FORECASTER] CLB: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T09:18:38.612986] [DEBUG] [FORECASTER] CLB: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T09:18:38.613393] [INFO ] [CONFIGURE ] CLB: DISCARDED add_pbf_volatility_5d (score: 60.00%)
[2025-11-25T09:18:38.613450] [INFO ] [CONFIGURE ] JOB ETA: 1.5h | Avg: 2.8s/test | Remaining: 1873 tests
[2025-11-25T09:18:38.613500] [INFO ] [CONFIGURE ] CLB: Testing feature 19/29: add_pbf_vs_sma_5
[2025-11-25T09:18:38.613544] [INFO ] [CONFIGURE ] CLB: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_pbf_vs_sma_5']
[2025-11-25T09:18:38.877250] [DEBUG] [FORECASTER] CLB: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T09:18:39.141025] [DEBUG] [FORECASTER] CLB: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T09:18:39.403907] [DEBUG] [FORECASTER] CLB: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T09:18:39.667544] [DEBUG] [FORECASTER] CLB: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T09:18:39.909872] [DEBUG] [FORECASTER] CLB: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T09:18:40.154463] [DEBUG] [FORECASTER] CLB: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T09:18:40.414697] [DEBUG] [FORECASTER] CLB: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T09:18:40.668143] [DEBUG] [FORECASTER] CLB: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-25T09:18:40.925474] [DEBUG] [FORECASTER] CLB: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T09:18:41.181496] [DEBUG] [FORECASTER] CLB: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T09:18:41.181718] [INFO ] [CONFIGURE ] CLB: DISCARDED add_pbf_vs_sma_5 (score: 50.00%)
[2025-11-25T09:18:41.181780] [INFO ] [CONFIGURE ] JOB ETA: 1.5h | Avg: 2.8s/test | Remaining: 1872 tests
[2025-11-25T09:18:41.181828] [INFO ] [CONFIGURE ] CLB: Testing feature 20/29: add_price_rejection
[2025-11-25T09:18:41.181871] [INFO ] [CONFIGURE ] CLB: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_price_rejection']
[2025-11-25T09:18:41.456590] [DEBUG] [FORECASTER] CLB: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T09:18:41.741465] [DEBUG] [FORECASTER] CLB: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T09:18:42.025335] [DEBUG] [FORECASTER] CLB: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T09:18:42.297249] [DEBUG] [FORECASTER] CLB: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T09:18:42.570302] [DEBUG] [FORECASTER] CLB: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T09:18:42.842704] [DEBUG] [FORECASTER] CLB: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T09:18:43.111836] [DEBUG] [FORECASTER] CLB: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T09:18:43.381044] [DEBUG] [FORECASTER] CLB: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-25T09:18:43.681081] [DEBUG] [FORECASTER] CLB: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T09:18:43.945698] [DEBUG] [FORECASTER] CLB: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T09:18:43.945899] [INFO ] [CONFIGURE ] CLB: DISCARDED add_price_rejection (score: 60.00%)
[2025-11-25T09:18:43.945959] [INFO ] [CONFIGURE ] JOB ETA: 1.5h | Avg: 2.8s/test | Remaining: 1871 tests
[2025-11-25T09:18:43.946007] [INFO ] [CONFIGURE ] CLB: Testing feature 21/29: add_range_position
[2025-11-25T09:18:43.946050] [INFO ] [CONFIGURE ] CLB: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_range_position']
[2025-11-25T09:18:44.229220] [DEBUG] [FORECASTER] CLB: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T09:18:44.501794] [DEBUG] [FORECASTER] CLB: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T09:18:44.789447] [DEBUG] [FORECASTER] CLB: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T09:18:45.093848] [DEBUG] [FORECASTER] CLB: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T09:18:45.391817] [DEBUG] [FORECASTER] CLB: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T09:18:45.688473] [DEBUG] [FORECASTER] CLB: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T09:18:45.987768] [DEBUG] [FORECASTER] CLB: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T09:18:46.289062] [DEBUG] [FORECASTER] CLB: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-25T09:18:46.573764] [DEBUG] [FORECASTER] CLB: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T09:18:46.862167] [DEBUG] [FORECASTER] CLB: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T09:18:46.862365] [INFO ] [CONFIGURE ] CLB: KEPT add_range_position (score: 70.00%)
[2025-11-25T09:18:46.862428] [INFO ] [CONFIGURE ] JOB ETA: 1.5h | Avg: 2.8s/test | Remaining: 1870 tests
[2025-11-25T09:18:46.862480] [INFO ] [CONFIGURE ] CLB: Testing feature 22/29: add_realized_volatility
[2025-11-25T09:18:46.862528] [INFO ] [CONFIGURE ] CLB: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_range_position', 'add_realized_volatility']
[2025-11-25T09:18:47.284943] [DEBUG] [FORECASTER] CLB: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T09:18:47.709905] [DEBUG] [FORECASTER] CLB: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T09:18:48.133144] [DEBUG] [FORECASTER] CLB: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T09:18:48.550061] [DEBUG] [FORECASTER] CLB: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T09:18:49.010887] [DEBUG] [FORECASTER] CLB: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T09:18:49.432661] [DEBUG] [FORECASTER] CLB: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T09:18:49.859360] [DEBUG] [FORECASTER] CLB: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T09:18:50.287315] [DEBUG] [FORECASTER] CLB: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T09:18:50.706217] [DEBUG] [FORECASTER] CLB: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T09:18:51.131258] [DEBUG] [FORECASTER] CLB: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T09:18:51.131499] [INFO ] [CONFIGURE ] CLB: DISCARDED add_realized_volatility (score: 70.00%)
[2025-11-25T09:18:51.131561] [INFO ] [CONFIGURE ] JOB ETA: 1.5h | Avg: 2.8s/test | Remaining: 1869 tests
[2025-11-25T09:18:51.131609] [INFO ] [CONFIGURE ] CLB: Testing feature 23/29: add_recent_range_context
[2025-11-25T09:18:51.131751] [INFO ] [CONFIGURE ] CLB: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_range_position', 'add_recent_range_context']
[2025-11-25T09:18:51.446819] [DEBUG] [FORECASTER] CLB: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T09:18:51.758890] [DEBUG] [FORECASTER] CLB: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T09:18:52.081110] [DEBUG] [FORECASTER] CLB: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T09:18:52.398515] [DEBUG] [FORECASTER] CLB: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T09:18:52.719103] [DEBUG] [FORECASTER] CLB: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T09:18:53.038727] [DEBUG] [FORECASTER] CLB: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T09:18:53.357702] [DEBUG] [FORECASTER] CLB: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T09:18:53.711602] [DEBUG] [FORECASTER] CLB: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-25T09:18:54.041442] [DEBUG] [FORECASTER] CLB: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T09:18:54.367680] [DEBUG] [FORECASTER] CLB: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T09:18:54.367874] [INFO ] [CONFIGURE ] CLB: DISCARDED add_recent_range_context (score: 60.00%)
[2025-11-25T09:18:54.367935] [INFO ] [CONFIGURE ] JOB ETA: 1.5h | Avg: 2.8s/test | Remaining: 1868 tests
[2025-11-25T09:18:54.368020] [INFO ] [CONFIGURE ] CLB: Testing feature 24/29: add_rsi
[2025-11-25T09:18:54.368071] [INFO ] [CONFIGURE ] CLB: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_range_position', 'add_ema', 'add_rsi']
[2025-11-25T09:18:54.731984] [DEBUG] [FORECASTER] CLB: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T09:18:55.078752] [DEBUG] [FORECASTER] CLB: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T09:18:55.429974] [DEBUG] [FORECASTER] CLB: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T09:18:55.776919] [DEBUG] [FORECASTER] CLB: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T09:18:56.132630] [DEBUG] [FORECASTER] CLB: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-25T09:18:56.497560] [DEBUG] [FORECASTER] CLB: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T09:18:56.855905] [DEBUG] [FORECASTER] CLB: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T09:18:57.232879] [DEBUG] [FORECASTER] CLB: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-25T09:18:57.615339] [DEBUG] [FORECASTER] CLB: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T09:18:57.990043] [DEBUG] [FORECASTER] CLB: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T09:18:57.990255] [INFO ] [CONFIGURE ] CLB: DISCARDED add_rsi (score: 60.00%)
[2025-11-25T09:18:57.990314] [INFO ] [CONFIGURE ] JOB ETA: 1.5h | Avg: 2.8s/test | Remaining: 1867 tests
[2025-11-25T09:18:57.990362] [INFO ] [CONFIGURE ] CLB: Testing feature 25/29: add_tick_distribution
[2025-11-25T09:18:57.990407] [INFO ] [CONFIGURE ] CLB: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_range_position', 'add_tick_distribution']
[2025-11-25T09:18:58.298391] [DEBUG] [FORECASTER] CLB: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T09:18:58.616528] [DEBUG] [FORECASTER] CLB: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T09:18:58.919017] [DEBUG] [FORECASTER] CLB: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T09:18:59.235277] [DEBUG] [FORECASTER] CLB: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T09:18:59.540538] [DEBUG] [FORECASTER] CLB: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T09:18:59.853844] [DEBUG] [FORECASTER] CLB: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T09:19:00.176398] [DEBUG] [FORECASTER] CLB: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T09:19:00.506376] [DEBUG] [FORECASTER] CLB: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-25T09:19:00.822749] [DEBUG] [FORECASTER] CLB: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T09:19:01.864409] [DEBUG] [FORECASTER] CLB: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T09:19:01.864683] [INFO ] [CONFIGURE ] CLB: KEPT add_tick_distribution (score: 80.00%)
[2025-11-25T09:19:01.864750] [INFO ] [CONFIGURE ] JOB ETA: 1.5h | Avg: 2.8s/test | Remaining: 1866 tests
[2025-11-25T09:19:01.864796] [INFO ] [CONFIGURE ] CLB: Testing feature 26/29: add_volume_momentum_confirmation
[2025-11-25T09:19:01.864906] [INFO ] [CONFIGURE ] CLB: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_range_position', 'add_tick_distribution', 'add_volume_momentum_confirmation']
[2025-11-25T09:19:02.256293] [DEBUG] [FORECASTER] CLB: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T09:19:02.586884] [DEBUG] [FORECASTER] CLB: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T09:19:02.947536] [DEBUG] [FORECASTER] CLB: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T09:19:03.273850] [DEBUG] [FORECASTER] CLB: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T09:19:03.602757] [DEBUG] [FORECASTER] CLB: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T09:19:03.941192] [DEBUG] [FORECASTER] CLB: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T09:19:04.291783] [DEBUG] [FORECASTER] CLB: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T09:19:04.668971] [DEBUG] [FORECASTER] CLB: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-25T09:19:05.001123] [DEBUG] [FORECASTER] CLB: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T09:19:05.317869] [DEBUG] [FORECASTER] CLB: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T09:19:05.318101] [INFO ] [CONFIGURE ] CLB: DISCARDED add_volume_momentum_confirmation (score: 60.00%)
[2025-11-25T09:19:05.318165] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 2.8s/test | Remaining: 1865 tests
[2025-11-25T09:19:05.318223] [INFO ] [CONFIGURE ] CLB: Testing feature 27/29: add_volume_price_divergence
[2025-11-25T09:19:05.318280] [INFO ] [CONFIGURE ] CLB: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_range_position', 'add_tick_distribution', 'add_volume_price_divergence']
[2025-11-25T09:19:05.626017] [DEBUG] [FORECASTER] CLB: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T09:19:05.930968] [DEBUG] [FORECASTER] CLB: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T09:19:06.266200] [DEBUG] [FORECASTER] CLB: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T09:19:06.585936] [DEBUG] [FORECASTER] CLB: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T09:19:06.898407] [DEBUG] [FORECASTER] CLB: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T09:19:07.222700] [DEBUG] [FORECASTER] CLB: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T09:19:07.549033] [DEBUG] [FORECASTER] CLB: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T09:19:07.882444] [DEBUG] [FORECASTER] CLB: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-25T09:19:08.213588] [DEBUG] [FORECASTER] CLB: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T09:19:08.574041] [DEBUG] [FORECASTER] CLB: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T09:19:08.574242] [INFO ] [CONFIGURE ] CLB: DISCARDED add_volume_price_divergence (score: 70.00%)
[2025-11-25T09:19:08.574325] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 2.8s/test | Remaining: 1864 tests
[2025-11-25T09:19:08.574387] [INFO ] [CONFIGURE ] CLB: Testing feature 28/29: add_volume_profile
[2025-11-25T09:19:08.574435] [INFO ] [CONFIGURE ] CLB: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_range_position', 'add_tick_distribution', 'add_volume_profile']
[2025-11-25T09:19:08.947766] [DEBUG] [FORECASTER] CLB: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T09:19:09.307727] [DEBUG] [FORECASTER] CLB: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T09:19:09.660508] [DEBUG] [FORECASTER] CLB: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T09:19:10.012298] [DEBUG] [FORECASTER] CLB: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T09:19:10.373892] [DEBUG] [FORECASTER] CLB: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T09:19:10.725521] [DEBUG] [FORECASTER] CLB: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T09:19:11.084619] [DEBUG] [FORECASTER] CLB: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T09:19:11.441062] [DEBUG] [FORECASTER] CLB: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-25T09:19:11.793269] [DEBUG] [FORECASTER] CLB: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T09:19:12.152866] [DEBUG] [FORECASTER] CLB: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T09:19:12.153057] [INFO ] [CONFIGURE ] CLB: DISCARDED add_volume_profile (score: 60.00%)
[2025-11-25T09:19:12.153133] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 2.8s/test | Remaining: 1863 tests
[2025-11-25T09:19:12.153192] [INFO ] [CONFIGURE ] CLB: Testing feature 29/29: add_vwap
[2025-11-25T09:19:12.153284] [INFO ] [CONFIGURE ] CLB: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_range_position', 'add_tick_distribution', 'add_vwap']
[2025-11-25T09:19:12.500422] [DEBUG] [FORECASTER] CLB: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T09:19:12.850757] [DEBUG] [FORECASTER] CLB: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T09:19:13.197398] [DEBUG] [FORECASTER] CLB: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T09:19:13.559805] [DEBUG] [FORECASTER] CLB: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T09:19:13.920287] [DEBUG] [FORECASTER] CLB: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-25T09:19:14.288195] [DEBUG] [FORECASTER] CLB: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T09:19:14.646110] [DEBUG] [FORECASTER] CLB: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T09:19:15.004154] [DEBUG] [FORECASTER] CLB: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-25T09:19:15.356507] [DEBUG] [FORECASTER] CLB: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T09:19:15.717257] [DEBUG] [FORECASTER] CLB: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T09:19:15.717454] [INFO ] [CONFIGURE ] CLB: DISCARDED add_vwap (score: 60.00%)
[2025-11-25T09:19:15.717529] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 2.8s/test | Remaining: 1862 tests
[2025-11-25T09:19:15.717590] [INFO ] [CONFIGURE ] CLB: ===== FEATURE SELECTION COMPLETE =====
[2025-11-25T09:19:15.717636] [INFO ] [CONFIGURE ] CLB: Best accuracy: 80.00%
[2025-11-25T09:19:15.717752] [INFO ] [CONFIGURE ] CLB: Best feature set (4 features): ['add_bollinger_bands', 'add_cumulative_delta', 'add_range_position', 'add_tick_distribution']
[2025-11-25T09:19:15.717845] [INFO ] [CONFIGURE ] CLB: Improvement over baseline: 60.00%
[2025-11-25T09:19:15.717896] [INFO ] [CONFIGURE ] CLB: Total time: 1.5 minutes
[2025-11-25T09:19:15.717956] [INFO ] [CONFIGURE ] CLB: Average time per feature: 3.1 seconds
[2025-11-25T09:19:15.717998] [INFO ] [CONFIGURE ] CLB: Average speed: 0.32 features/sec
[2025-11-25T09:19:15.718326] [INFO ] [LOCAL     ] Saved configuration for CLB: 4 features, 80.00% accuracy -> ./output/feature-sets/CLB.json
[2025-11-25T09:19:15.718396] [INFO ] [CONFIGURE ] CLB: Configuration saved successfully: 4 features, 80.00% accuracy.
[2025-11-25T09:19:15.718448] [INFO ] [sig       ] [101/164] Successfully configured CLB | 0.01 sym/s | Total: 2.3h | ETA: 1.4h
[2025-11-25T09:19:15.718493] [INFO ] [sig       ] [102/164] Configuring CLCO...
[2025-11-25T09:19:15.718534] [INFO ] [CONFIGURE ] CLCO: Configurate test run.
[2025-11-25T09:19:15.718574] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CLCO' from 'https://tdm.silogroup.org/data/derivative_storage/CLCO.csv'.
[2025-11-25T09:19:15.730923] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'CLCO'.
[2025-11-25T09:19:15.731245] [INFO ] [CONFIGURE ] CLCO: Testing with 29 available features
[2025-11-25T09:19:15.731306] [INFO ] [CONFIGURE ] CLCO: Establishing baseline with no features...
[2025-11-25T09:19:15.917961] [DEBUG] [FORECASTER] CLCO: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T09:19:16.098523] [DEBUG] [FORECASTER] CLCO: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T09:19:16.281604] [DEBUG] [FORECASTER] CLCO: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T09:19:16.476629] [DEBUG] [FORECASTER] CLCO: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T09:19:16.676806] [DEBUG] [FORECASTER] CLCO: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T09:19:16.872221] [DEBUG] [FORECASTER] CLCO: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T09:19:17.065609] [DEBUG] [FORECASTER] CLCO: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T09:19:17.258466] [DEBUG] [FORECASTER] CLCO: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T09:19:17.453606] [DEBUG] [FORECASTER] CLCO: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T09:19:17.652204] [DEBUG] [FORECASTER] CLCO: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T09:19:17.652520] [INFO ] [CONFIGURE ] CLCO: Baseline score (no features): 70.00%
[2025-11-25T09:19:17.652629] [INFO ] [CONFIGURE ] CLCO: Testing feature 1/29: add_bollinger_bands
[2025-11-25T09:19:17.652750] [INFO ] [CONFIGURE ] CLCO: Testing with features: ['add_bollinger_bands']
[2025-11-25T09:19:17.899087] [DEBUG] [FORECASTER] CLCO: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T09:19:18.139430] [DEBUG] [FORECASTER] CLCO: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T09:19:18.369382] [DEBUG] [FORECASTER] CLCO: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T09:19:18.608303] [DEBUG] [FORECASTER] CLCO: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T09:19:18.835325] [DEBUG] [FORECASTER] CLCO: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T09:19:19.065274] [DEBUG] [FORECASTER] CLCO: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T09:19:19.293425] [DEBUG] [FORECASTER] CLCO: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T09:19:19.524549] [DEBUG] [FORECASTER] CLCO: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T09:19:19.757431] [DEBUG] [FORECASTER] CLCO: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T09:19:19.997990] [DEBUG] [FORECASTER] CLCO: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T09:19:19.998340] [INFO ] [CONFIGURE ] CLCO: KEPT add_bollinger_bands (score: 80.00%)
[2025-11-25T09:19:19.998406] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 2.8s/test | Remaining: 1861 tests
[2025-11-25T09:19:19.998506] [INFO ] [CONFIGURE ] CLCO: Testing feature 2/29: add_cumulative_delta
[2025-11-25T09:19:19.998625] [INFO ] [CONFIGURE ] CLCO: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta']
[2025-11-25T09:19:20.270778] [DEBUG] [FORECASTER] CLCO: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T09:19:20.544153] [DEBUG] [FORECASTER] CLCO: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T09:19:20.816954] [DEBUG] [FORECASTER] CLCO: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T09:19:21.101208] [DEBUG] [FORECASTER] CLCO: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T09:19:21.372534] [DEBUG] [FORECASTER] CLCO: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T09:19:21.652108] [DEBUG] [FORECASTER] CLCO: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T09:19:21.925003] [DEBUG] [FORECASTER] CLCO: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T09:19:22.198982] [DEBUG] [FORECASTER] CLCO: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T09:19:22.464370] [DEBUG] [FORECASTER] CLCO: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T09:19:22.725838] [DEBUG] [FORECASTER] CLCO: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T09:19:22.726024] [INFO ] [CONFIGURE ] CLCO: DISCARDED add_cumulative_delta (score: 70.00%)
[2025-11-25T09:19:22.726084] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 2.8s/test | Remaining: 1860 tests
[2025-11-25T09:19:22.726132] [INFO ] [CONFIGURE ] CLCO: Testing feature 3/29: add_daily_returns
[2025-11-25T09:19:22.726176] [INFO ] [CONFIGURE ] CLCO: Testing with features: ['add_bollinger_bands', 'add_daily_returns']
[2025-11-25T09:19:22.959227] [DEBUG] [FORECASTER] CLCO: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T09:19:23.188881] [DEBUG] [FORECASTER] CLCO: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T09:19:23.430897] [DEBUG] [FORECASTER] CLCO: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T09:19:23.684875] [DEBUG] [FORECASTER] CLCO: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T09:19:23.934382] [DEBUG] [FORECASTER] CLCO: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T09:19:24.165077] [DEBUG] [FORECASTER] CLCO: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T09:19:24.405811] [DEBUG] [FORECASTER] CLCO: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T09:19:24.653255] [DEBUG] [FORECASTER] CLCO: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T09:19:24.891784] [DEBUG] [FORECASTER] CLCO: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T09:19:25.130782] [DEBUG] [FORECASTER] CLCO: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T09:19:25.131104] [INFO ] [CONFIGURE ] CLCO: DISCARDED add_daily_returns (score: 60.00%)
[2025-11-25T09:19:25.131213] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 2.8s/test | Remaining: 1859 tests
[2025-11-25T09:19:25.131320] [INFO ] [CONFIGURE ] CLCO: Testing feature 4/29: add_ema
[2025-11-25T09:19:25.131418] [INFO ] [CONFIGURE ] CLCO: Testing with features: ['add_bollinger_bands', 'add_ema']
[2025-11-25T09:19:25.405388] [DEBUG] [FORECASTER] CLCO: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T09:19:25.677306] [DEBUG] [FORECASTER] CLCO: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T09:19:25.949605] [DEBUG] [FORECASTER] CLCO: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T09:19:26.229249] [DEBUG] [FORECASTER] CLCO: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T09:19:26.510638] [DEBUG] [FORECASTER] CLCO: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T09:19:26.783891] [DEBUG] [FORECASTER] CLCO: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T09:19:27.049638] [DEBUG] [FORECASTER] CLCO: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T09:19:27.323296] [DEBUG] [FORECASTER] CLCO: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T09:19:27.599975] [DEBUG] [FORECASTER] CLCO: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T09:19:27.873794] [DEBUG] [FORECASTER] CLCO: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T09:19:27.873992] [INFO ] [CONFIGURE ] CLCO: DISCARDED add_ema (score: 80.00%)
[2025-11-25T09:19:27.874065] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 2.8s/test | Remaining: 1858 tests
[2025-11-25T09:19:27.874120] [INFO ] [CONFIGURE ] CLCO: Testing feature 5/29: add_exhaustion_signals
[2025-11-25T09:19:27.874168] [INFO ] [CONFIGURE ] CLCO: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals']
[2025-11-25T09:19:28.156980] [DEBUG] [FORECASTER] CLCO: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T09:19:28.428187] [DEBUG] [FORECASTER] CLCO: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T09:19:28.700254] [DEBUG] [FORECASTER] CLCO: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T09:19:28.972782] [DEBUG] [FORECASTER] CLCO: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T09:19:29.242319] [DEBUG] [FORECASTER] CLCO: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T09:19:29.511255] [DEBUG] [FORECASTER] CLCO: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T09:19:29.765104] [DEBUG] [FORECASTER] CLCO: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T09:19:30.021871] [DEBUG] [FORECASTER] CLCO: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T09:19:30.281235] [DEBUG] [FORECASTER] CLCO: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T09:19:30.551093] [DEBUG] [FORECASTER] CLCO: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T09:19:30.551285] [INFO ] [CONFIGURE ] CLCO: KEPT add_exhaustion_signals (score: 90.00%)
[2025-11-25T09:19:30.551342] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 2.8s/test | Remaining: 1857 tests
[2025-11-25T09:19:30.551389] [INFO ] [CONFIGURE ] CLCO: Testing feature 6/29: add_failed_moves
[2025-11-25T09:19:30.551432] [INFO ] [CONFIGURE ] CLCO: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_failed_moves']
[2025-11-25T09:19:30.812267] [DEBUG] [FORECASTER] CLCO: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T09:19:31.079048] [DEBUG] [FORECASTER] CLCO: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T09:19:31.364849] [DEBUG] [FORECASTER] CLCO: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T09:19:31.643011] [DEBUG] [FORECASTER] CLCO: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T09:19:31.911732] [DEBUG] [FORECASTER] CLCO: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T09:19:32.173786] [DEBUG] [FORECASTER] CLCO: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T09:19:32.433315] [DEBUG] [FORECASTER] CLCO: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T09:19:32.698302] [DEBUG] [FORECASTER] CLCO: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T09:19:32.961114] [DEBUG] [FORECASTER] CLCO: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T09:19:33.225614] [DEBUG] [FORECASTER] CLCO: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T09:19:33.225798] [INFO ] [CONFIGURE ] CLCO: DISCARDED add_failed_moves (score: 90.00%)
[2025-11-25T09:19:33.225858] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 2.8s/test | Remaining: 1856 tests
[2025-11-25T09:19:33.225907] [INFO ] [CONFIGURE ] CLCO: Testing feature 7/29: add_lag_shelf
[2025-11-25T09:19:33.225954] [INFO ] [CONFIGURE ] CLCO: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_lag_shelf']
[2025-11-25T09:19:33.474046] [DEBUG] [FORECASTER] CLCO: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T09:19:33.733938] [DEBUG] [FORECASTER] CLCO: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T09:19:33.978799] [DEBUG] [FORECASTER] CLCO: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T09:19:34.222851] [DEBUG] [FORECASTER] CLCO: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T09:19:34.469242] [DEBUG] [FORECASTER] CLCO: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T09:19:34.722823] [DEBUG] [FORECASTER] CLCO: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T09:19:34.965842] [DEBUG] [FORECASTER] CLCO: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T09:19:35.210421] [DEBUG] [FORECASTER] CLCO: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T09:19:35.460193] [DEBUG] [FORECASTER] CLCO: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T09:19:35.728045] [DEBUG] [FORECASTER] CLCO: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T09:19:35.728225] [INFO ] [CONFIGURE ] CLCO: DISCARDED add_lag_shelf (score: 60.00%)
[2025-11-25T09:19:35.728284] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 2.8s/test | Remaining: 1855 tests
[2025-11-25T09:19:35.728335] [INFO ] [CONFIGURE ] CLCO: Testing feature 8/29: add_macd
[2025-11-25T09:19:35.728371] [INFO ] [CONFIGURE ] CLCO: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_macd']
[2025-11-25T09:19:36.048159] [DEBUG] [FORECASTER] CLCO: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T09:19:36.365043] [DEBUG] [FORECASTER] CLCO: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T09:19:36.676275] [DEBUG] [FORECASTER] CLCO: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T09:19:36.990497] [DEBUG] [FORECASTER] CLCO: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T09:19:37.297748] [DEBUG] [FORECASTER] CLCO: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T09:19:37.612737] [DEBUG] [FORECASTER] CLCO: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T09:19:37.936415] [DEBUG] [FORECASTER] CLCO: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T09:19:38.249554] [DEBUG] [FORECASTER] CLCO: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T09:19:38.569803] [DEBUG] [FORECASTER] CLCO: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T09:19:38.908663] [DEBUG] [FORECASTER] CLCO: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T09:19:38.908855] [INFO ] [CONFIGURE ] CLCO: DISCARDED add_macd (score: 70.00%)
[2025-11-25T09:19:38.908911] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 2.8s/test | Remaining: 1854 tests
[2025-11-25T09:19:38.908955] [INFO ] [CONFIGURE ] CLCO: Testing feature 9/29: add_mfi
[2025-11-25T09:19:38.908997] [INFO ] [CONFIGURE ] CLCO: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_mfi']
[2025-11-25T09:19:39.165736] [DEBUG] [FORECASTER] CLCO: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T09:19:39.434604] [DEBUG] [FORECASTER] CLCO: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T09:19:39.689428] [DEBUG] [FORECASTER] CLCO: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T09:19:39.957285] [DEBUG] [FORECASTER] CLCO: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T09:19:40.219485] [DEBUG] [FORECASTER] CLCO: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T09:19:40.485503] [DEBUG] [FORECASTER] CLCO: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T09:19:40.764739] [DEBUG] [FORECASTER] CLCO: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T09:19:41.021020] [DEBUG] [FORECASTER] CLCO: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T09:19:41.298562] [DEBUG] [FORECASTER] CLCO: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T09:19:41.568407] [DEBUG] [FORECASTER] CLCO: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T09:19:41.568770] [INFO ] [CONFIGURE ] CLCO: DISCARDED add_mfi (score: 90.00%)
[2025-11-25T09:19:41.568835] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 2.8s/test | Remaining: 1853 tests
[2025-11-25T09:19:41.568885] [INFO ] [CONFIGURE ] CLCO: Testing feature 10/29: add_momentum_acceleration
[2025-11-25T09:19:41.568928] [INFO ] [CONFIGURE ] CLCO: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-11-25T09:19:41.917551] [DEBUG] [FORECASTER] CLCO: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T09:19:42.288358] [DEBUG] [FORECASTER] CLCO: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T09:19:42.689979] [DEBUG] [FORECASTER] CLCO: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T09:19:43.103207] [DEBUG] [FORECASTER] CLCO: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T09:19:43.470080] [DEBUG] [FORECASTER] CLCO: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T09:19:43.829600] [DEBUG] [FORECASTER] CLCO: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T09:19:44.211054] [DEBUG] [FORECASTER] CLCO: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T09:19:44.626363] [DEBUG] [FORECASTER] CLCO: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T09:19:45.123991] [DEBUG] [FORECASTER] CLCO: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T09:19:45.577055] [DEBUG] [FORECASTER] CLCO: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T09:19:45.577431] [INFO ] [CONFIGURE ] CLCO: DISCARDED add_momentum_acceleration (score: 70.00%)
[2025-11-25T09:19:45.577518] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 2.8s/test | Remaining: 1852 tests
[2025-11-25T09:19:45.577593] [INFO ] [CONFIGURE ] CLCO: Testing feature 11/29: add_obv_daily
[2025-11-25T09:19:45.577686] [INFO ] [CONFIGURE ] CLCO: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_obv_daily']
[2025-11-25T09:19:45.877809] [DEBUG] [FORECASTER] CLCO: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T09:19:46.151807] [DEBUG] [FORECASTER] CLCO: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T09:19:46.428355] [DEBUG] [FORECASTER] CLCO: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T09:19:46.696283] [DEBUG] [FORECASTER] CLCO: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T09:19:46.963620] [DEBUG] [FORECASTER] CLCO: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T09:19:47.252996] [DEBUG] [FORECASTER] CLCO: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T09:19:47.526030] [DEBUG] [FORECASTER] CLCO: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T09:19:47.802724] [DEBUG] [FORECASTER] CLCO: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T09:19:48.080215] [DEBUG] [FORECASTER] CLCO: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T09:19:48.359443] [DEBUG] [FORECASTER] CLCO: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T09:19:48.359683] [INFO ] [CONFIGURE ] CLCO: DISCARDED add_obv_daily (score: 90.00%)
[2025-11-25T09:19:48.359745] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 2.8s/test | Remaining: 1851 tests
[2025-11-25T09:19:48.359793] [INFO ] [CONFIGURE ] CLCO: Testing feature 12/29: add_obv_interval
[2025-11-25T09:19:48.359847] [INFO ] [CONFIGURE ] CLCO: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_obv_interval']
[2025-11-25T09:19:48.638121] [DEBUG] [FORECASTER] CLCO: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T09:19:48.908619] [DEBUG] [FORECASTER] CLCO: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T09:19:49.180249] [DEBUG] [FORECASTER] CLCO: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T09:19:49.452054] [DEBUG] [FORECASTER] CLCO: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T09:19:49.762693] [DEBUG] [FORECASTER] CLCO: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T09:19:50.058783] [DEBUG] [FORECASTER] CLCO: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T09:19:50.336909] [DEBUG] [FORECASTER] CLCO: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T09:19:50.621281] [DEBUG] [FORECASTER] CLCO: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T09:19:50.900482] [DEBUG] [FORECASTER] CLCO: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T09:19:51.182915] [DEBUG] [FORECASTER] CLCO: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T09:19:51.183105] [INFO ] [CONFIGURE ] CLCO: DISCARDED add_obv_interval (score: 70.00%)
[2025-11-25T09:19:51.183164] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 2.8s/test | Remaining: 1850 tests
[2025-11-25T09:19:51.183211] [INFO ] [CONFIGURE ] CLCO: Testing feature 13/29: add_opening_strength
[2025-11-25T09:19:51.183256] [INFO ] [CONFIGURE ] CLCO: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_daily_returns', 'add_opening_strength']
[2025-11-25T09:19:51.468993] [DEBUG] [FORECASTER] CLCO: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T09:19:51.767054] [DEBUG] [FORECASTER] CLCO: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T09:19:52.045634] [DEBUG] [FORECASTER] CLCO: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T09:19:52.328927] [DEBUG] [FORECASTER] CLCO: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T09:19:52.614681] [DEBUG] [FORECASTER] CLCO: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T09:19:52.896748] [DEBUG] [FORECASTER] CLCO: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T09:19:53.179682] [DEBUG] [FORECASTER] CLCO: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T09:19:53.469365] [DEBUG] [FORECASTER] CLCO: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T09:19:53.792201] [DEBUG] [FORECASTER] CLCO: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T09:19:54.126886] [DEBUG] [FORECASTER] CLCO: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T09:19:54.127085] [INFO ] [CONFIGURE ] CLCO: DISCARDED add_opening_strength (score: 70.00%)
[2025-11-25T09:19:54.127251] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 2.8s/test | Remaining: 1849 tests
[2025-11-25T09:19:54.127347] [INFO ] [CONFIGURE ] CLCO: Testing feature 14/29: add_order_flow_imbalance
[2025-11-25T09:19:54.127403] [INFO ] [CONFIGURE ] CLCO: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_order_flow_imbalance']
[2025-11-25T09:19:54.444015] [DEBUG] [FORECASTER] CLCO: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T09:19:54.755352] [DEBUG] [FORECASTER] CLCO: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T09:19:55.067869] [DEBUG] [FORECASTER] CLCO: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T09:19:55.385002] [DEBUG] [FORECASTER] CLCO: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T09:19:55.684797] [DEBUG] [FORECASTER] CLCO: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T09:19:55.996358] [DEBUG] [FORECASTER] CLCO: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T09:19:56.340624] [DEBUG] [FORECASTER] CLCO: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T09:19:56.658185] [DEBUG] [FORECASTER] CLCO: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T09:19:56.993207] [DEBUG] [FORECASTER] CLCO: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T09:19:57.318335] [DEBUG] [FORECASTER] CLCO: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T09:19:57.318541] [INFO ] [CONFIGURE ] CLCO: DISCARDED add_order_flow_imbalance (score: 90.00%)
[2025-11-25T09:19:57.318602] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 2.8s/test | Remaining: 1848 tests
[2025-11-25T09:19:57.318672] [INFO ] [CONFIGURE ] CLCO: Testing feature 15/29: add_pbf_morning_momentum
[2025-11-25T09:19:57.318731] [INFO ] [CONFIGURE ] CLCO: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_pbf_morning_momentum']
[2025-11-25T09:19:57.610269] [DEBUG] [FORECASTER] CLCO: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T09:19:57.910605] [DEBUG] [FORECASTER] CLCO: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T09:19:58.194780] [DEBUG] [FORECASTER] CLCO: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T09:19:58.479631] [DEBUG] [FORECASTER] CLCO: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T09:19:58.758136] [DEBUG] [FORECASTER] CLCO: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T09:19:59.043817] [DEBUG] [FORECASTER] CLCO: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T09:19:59.328301] [DEBUG] [FORECASTER] CLCO: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T09:19:59.612387] [DEBUG] [FORECASTER] CLCO: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T09:19:59.892853] [DEBUG] [FORECASTER] CLCO: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T09:20:00.945551] [DEBUG] [FORECASTER] CLCO: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T09:20:00.945778] [INFO ] [CONFIGURE ] CLCO: DISCARDED add_pbf_morning_momentum (score: 80.00%)
[2025-11-25T09:20:00.945839] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 2.8s/test | Remaining: 1847 tests
[2025-11-25T09:20:00.945884] [INFO ] [CONFIGURE ] CLCO: Testing feature 16/29: add_pbf_overnight_gap
[2025-11-25T09:20:00.945928] [INFO ] [CONFIGURE ] CLCO: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_pbf_overnight_gap']
[2025-11-25T09:20:01.348012] [DEBUG] [FORECASTER] CLCO: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T09:20:01.637545] [DEBUG] [FORECASTER] CLCO: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T09:20:01.962912] [DEBUG] [FORECASTER] CLCO: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T09:20:02.261100] [DEBUG] [FORECASTER] CLCO: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T09:20:02.577398] [DEBUG] [FORECASTER] CLCO: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T09:20:02.885320] [DEBUG] [FORECASTER] CLCO: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T09:20:03.202658] [DEBUG] [FORECASTER] CLCO: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T09:20:03.533341] [DEBUG] [FORECASTER] CLCO: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T09:20:03.841510] [DEBUG] [FORECASTER] CLCO: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T09:20:04.159183] [DEBUG] [FORECASTER] CLCO: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T09:20:04.159413] [INFO ] [CONFIGURE ] CLCO: DISCARDED add_pbf_overnight_gap (score: 60.00%)
[2025-11-25T09:20:04.159477] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 2.8s/test | Remaining: 1846 tests
[2025-11-25T09:20:04.159531] [INFO ] [CONFIGURE ] CLCO: Testing feature 17/29: add_pbf_return_2d
[2025-11-25T09:20:04.159588] [INFO ] [CONFIGURE ] CLCO: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_pbf_return_2d']
[2025-11-25T09:20:04.480297] [DEBUG] [FORECASTER] CLCO: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T09:20:04.795564] [DEBUG] [FORECASTER] CLCO: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T09:20:05.101201] [DEBUG] [FORECASTER] CLCO: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T09:20:05.402982] [DEBUG] [FORECASTER] CLCO: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T09:20:05.723299] [DEBUG] [FORECASTER] CLCO: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T09:20:06.033857] [DEBUG] [FORECASTER] CLCO: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T09:20:06.345354] [DEBUG] [FORECASTER] CLCO: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T09:20:06.669339] [DEBUG] [FORECASTER] CLCO: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T09:20:06.979519] [DEBUG] [FORECASTER] CLCO: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T09:20:07.289345] [DEBUG] [FORECASTER] CLCO: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T09:20:07.289559] [INFO ] [CONFIGURE ] CLCO: DISCARDED add_pbf_return_2d (score: 90.00%)
[2025-11-25T09:20:07.289618] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 2.8s/test | Remaining: 1845 tests
[2025-11-25T09:20:07.289686] [INFO ] [CONFIGURE ] CLCO: Testing feature 18/29: add_pbf_volatility_5d
[2025-11-25T09:20:07.289732] [INFO ] [CONFIGURE ] CLCO: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_pbf_volatility_5d']
[2025-11-25T09:20:07.561792] [DEBUG] [FORECASTER] CLCO: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T09:20:07.829669] [DEBUG] [FORECASTER] CLCO: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T09:20:08.095553] [DEBUG] [FORECASTER] CLCO: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T09:20:08.360932] [DEBUG] [FORECASTER] CLCO: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T09:20:08.614402] [DEBUG] [FORECASTER] CLCO: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T09:20:08.864769] [DEBUG] [FORECASTER] CLCO: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T09:20:09.112420] [DEBUG] [FORECASTER] CLCO: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T09:20:09.384084] [DEBUG] [FORECASTER] CLCO: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T09:20:09.629558] [DEBUG] [FORECASTER] CLCO: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T09:20:09.874694] [DEBUG] [FORECASTER] CLCO: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T09:20:09.874867] [INFO ] [CONFIGURE ] CLCO: DISCARDED add_pbf_volatility_5d (score: 70.00%)
[2025-11-25T09:20:09.874924] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 2.8s/test | Remaining: 1844 tests
[2025-11-25T09:20:09.874974] [INFO ] [CONFIGURE ] CLCO: Testing feature 19/29: add_pbf_vs_sma_5
[2025-11-25T09:20:09.875019] [INFO ] [CONFIGURE ] CLCO: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_pbf_vs_sma_5']
[2025-11-25T09:20:10.117387] [DEBUG] [FORECASTER] CLCO: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T09:20:10.379182] [DEBUG] [FORECASTER] CLCO: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T09:20:10.639721] [DEBUG] [FORECASTER] CLCO: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T09:20:10.901744] [DEBUG] [FORECASTER] CLCO: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T09:20:11.163560] [DEBUG] [FORECASTER] CLCO: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T09:20:11.439427] [DEBUG] [FORECASTER] CLCO: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T09:20:11.714527] [DEBUG] [FORECASTER] CLCO: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T09:20:11.988489] [DEBUG] [FORECASTER] CLCO: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T09:20:12.274803] [DEBUG] [FORECASTER] CLCO: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T09:20:12.552208] [DEBUG] [FORECASTER] CLCO: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T09:20:12.552432] [INFO ] [CONFIGURE ] CLCO: DISCARDED add_pbf_vs_sma_5 (score: 80.00%)
[2025-11-25T09:20:12.552491] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 2.8s/test | Remaining: 1843 tests
[2025-11-25T09:20:12.552538] [INFO ] [CONFIGURE ] CLCO: Testing feature 20/29: add_price_rejection
[2025-11-25T09:20:12.552581] [INFO ] [CONFIGURE ] CLCO: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_price_rejection']
[2025-11-25T09:20:12.859048] [DEBUG] [FORECASTER] CLCO: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T09:20:13.139557] [DEBUG] [FORECASTER] CLCO: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T09:20:13.424529] [DEBUG] [FORECASTER] CLCO: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T09:20:13.713304] [DEBUG] [FORECASTER] CLCO: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T09:20:14.001509] [DEBUG] [FORECASTER] CLCO: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T09:20:14.287620] [DEBUG] [FORECASTER] CLCO: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T09:20:14.576019] [DEBUG] [FORECASTER] CLCO: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T09:20:14.880809] [DEBUG] [FORECASTER] CLCO: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T09:20:15.162512] [DEBUG] [FORECASTER] CLCO: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T09:20:15.450283] [DEBUG] [FORECASTER] CLCO: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T09:20:15.450459] [INFO ] [CONFIGURE ] CLCO: DISCARDED add_price_rejection (score: 80.00%)
[2025-11-25T09:20:15.450517] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 2.8s/test | Remaining: 1842 tests
[2025-11-25T09:20:15.450563] [INFO ] [CONFIGURE ] CLCO: Testing feature 21/29: add_range_position
[2025-11-25T09:20:15.450612] [INFO ] [CONFIGURE ] CLCO: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_range_position']
[2025-11-25T09:20:15.767808] [DEBUG] [FORECASTER] CLCO: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T09:20:16.076024] [DEBUG] [FORECASTER] CLCO: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T09:20:16.384585] [DEBUG] [FORECASTER] CLCO: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T09:20:16.697729] [DEBUG] [FORECASTER] CLCO: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T09:20:17.022006] [DEBUG] [FORECASTER] CLCO: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T09:20:17.352153] [DEBUG] [FORECASTER] CLCO: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T09:20:17.674371] [DEBUG] [FORECASTER] CLCO: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T09:20:17.994198] [DEBUG] [FORECASTER] CLCO: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T09:20:18.322729] [DEBUG] [FORECASTER] CLCO: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T09:20:18.653030] [DEBUG] [FORECASTER] CLCO: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T09:20:18.653265] [INFO ] [CONFIGURE ] CLCO: DISCARDED add_range_position (score: 90.00%)
[2025-11-25T09:20:18.653336] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 2.8s/test | Remaining: 1841 tests
[2025-11-25T09:20:18.653396] [INFO ] [CONFIGURE ] CLCO: Testing feature 22/29: add_realized_volatility
[2025-11-25T09:20:18.653441] [INFO ] [CONFIGURE ] CLCO: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_realized_volatility']
[2025-11-25T09:20:19.079079] [DEBUG] [FORECASTER] CLCO: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T09:20:19.495380] [DEBUG] [FORECASTER] CLCO: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T09:20:19.935564] [DEBUG] [FORECASTER] CLCO: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T09:20:20.375440] [DEBUG] [FORECASTER] CLCO: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T09:20:20.794807] [DEBUG] [FORECASTER] CLCO: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T09:20:21.176523] [DEBUG] [FORECASTER] CLCO: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T09:20:21.551918] [DEBUG] [FORECASTER] CLCO: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T09:20:21.949049] [DEBUG] [FORECASTER] CLCO: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T09:20:22.326394] [DEBUG] [FORECASTER] CLCO: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T09:20:22.738418] [DEBUG] [FORECASTER] CLCO: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T09:20:22.738659] [INFO ] [CONFIGURE ] CLCO: DISCARDED add_realized_volatility (score: 80.00%)
[2025-11-25T09:20:22.738726] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 2.8s/test | Remaining: 1840 tests
[2025-11-25T09:20:22.738779] [INFO ] [CONFIGURE ] CLCO: Testing feature 23/29: add_recent_range_context
[2025-11-25T09:20:22.738828] [INFO ] [CONFIGURE ] CLCO: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_recent_range_context']
[2025-11-25T09:20:22.996770] [DEBUG] [FORECASTER] CLCO: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T09:20:23.269855] [DEBUG] [FORECASTER] CLCO: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T09:20:23.550075] [DEBUG] [FORECASTER] CLCO: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T09:20:23.839962] [DEBUG] [FORECASTER] CLCO: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T09:20:24.099492] [DEBUG] [FORECASTER] CLCO: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T09:20:24.366745] [DEBUG] [FORECASTER] CLCO: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T09:20:24.626392] [DEBUG] [FORECASTER] CLCO: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T09:20:24.886401] [DEBUG] [FORECASTER] CLCO: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T09:20:25.146457] [DEBUG] [FORECASTER] CLCO: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T09:20:25.410964] [DEBUG] [FORECASTER] CLCO: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T09:20:25.411142] [INFO ] [CONFIGURE ] CLCO: DISCARDED add_recent_range_context (score: 90.00%)
[2025-11-25T09:20:25.411203] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 2.8s/test | Remaining: 1839 tests
[2025-11-25T09:20:25.411252] [INFO ] [CONFIGURE ] CLCO: Testing feature 24/29: add_rsi
[2025-11-25T09:20:25.411300] [INFO ] [CONFIGURE ] CLCO: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_ema', 'add_rsi']
[2025-11-25T09:20:25.718153] [DEBUG] [FORECASTER] CLCO: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T09:20:26.019251] [DEBUG] [FORECASTER] CLCO: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T09:20:26.330627] [DEBUG] [FORECASTER] CLCO: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T09:20:26.632147] [DEBUG] [FORECASTER] CLCO: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T09:20:26.952350] [DEBUG] [FORECASTER] CLCO: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T09:20:27.269882] [DEBUG] [FORECASTER] CLCO: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T09:20:27.581878] [DEBUG] [FORECASTER] CLCO: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T09:20:27.894726] [DEBUG] [FORECASTER] CLCO: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T09:20:28.204514] [DEBUG] [FORECASTER] CLCO: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T09:20:28.533900] [DEBUG] [FORECASTER] CLCO: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T09:20:28.534161] [INFO ] [CONFIGURE ] CLCO: DISCARDED add_rsi (score: 60.00%)
[2025-11-25T09:20:28.534225] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 2.8s/test | Remaining: 1838 tests
[2025-11-25T09:20:28.534277] [INFO ] [CONFIGURE ] CLCO: Testing feature 25/29: add_tick_distribution
[2025-11-25T09:20:28.534326] [INFO ] [CONFIGURE ] CLCO: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_tick_distribution']
[2025-11-25T09:20:28.800030] [DEBUG] [FORECASTER] CLCO: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T09:20:29.065118] [DEBUG] [FORECASTER] CLCO: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T09:20:29.322814] [DEBUG] [FORECASTER] CLCO: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T09:20:29.581793] [DEBUG] [FORECASTER] CLCO: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T09:20:29.851264] [DEBUG] [FORECASTER] CLCO: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T09:20:30.129812] [DEBUG] [FORECASTER] CLCO: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T09:20:30.398931] [DEBUG] [FORECASTER] CLCO: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T09:20:30.669987] [DEBUG] [FORECASTER] CLCO: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T09:20:30.948903] [DEBUG] [FORECASTER] CLCO: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T09:20:31.231574] [DEBUG] [FORECASTER] CLCO: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T09:20:31.231785] [INFO ] [CONFIGURE ] CLCO: DISCARDED add_tick_distribution (score: 80.00%)
[2025-11-25T09:20:31.231845] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 2.8s/test | Remaining: 1837 tests
[2025-11-25T09:20:31.231894] [INFO ] [CONFIGURE ] CLCO: Testing feature 26/29: add_volume_momentum_confirmation
[2025-11-25T09:20:31.231939] [INFO ] [CONFIGURE ] CLCO: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_volume_momentum_confirmation']
[2025-11-25T09:20:31.509984] [DEBUG] [FORECASTER] CLCO: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T09:20:31.793790] [DEBUG] [FORECASTER] CLCO: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T09:20:32.105876] [DEBUG] [FORECASTER] CLCO: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T09:20:32.470906] [DEBUG] [FORECASTER] CLCO: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T09:20:32.854446] [DEBUG] [FORECASTER] CLCO: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T09:20:33.154125] [DEBUG] [FORECASTER] CLCO: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T09:20:33.428931] [DEBUG] [FORECASTER] CLCO: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T09:20:33.718696] [DEBUG] [FORECASTER] CLCO: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T09:20:34.005984] [DEBUG] [FORECASTER] CLCO: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T09:20:34.290794] [DEBUG] [FORECASTER] CLCO: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T09:20:34.290986] [INFO ] [CONFIGURE ] CLCO: DISCARDED add_volume_momentum_confirmation (score: 80.00%)
[2025-11-25T09:20:34.291044] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 2.8s/test | Remaining: 1836 tests
[2025-11-25T09:20:34.291092] [INFO ] [CONFIGURE ] CLCO: Testing feature 27/29: add_volume_price_divergence
[2025-11-25T09:20:34.291137] [INFO ] [CONFIGURE ] CLCO: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_volume_price_divergence']
[2025-11-25T09:20:34.557138] [DEBUG] [FORECASTER] CLCO: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T09:20:34.829816] [DEBUG] [FORECASTER] CLCO: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T09:20:35.110818] [DEBUG] [FORECASTER] CLCO: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T09:20:35.399291] [DEBUG] [FORECASTER] CLCO: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T09:20:35.674663] [DEBUG] [FORECASTER] CLCO: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T09:20:35.951616] [DEBUG] [FORECASTER] CLCO: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T09:20:36.236425] [DEBUG] [FORECASTER] CLCO: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T09:20:36.514351] [DEBUG] [FORECASTER] CLCO: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T09:20:36.798156] [DEBUG] [FORECASTER] CLCO: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T09:20:37.067600] [DEBUG] [FORECASTER] CLCO: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T09:20:37.067834] [INFO ] [CONFIGURE ] CLCO: DISCARDED add_volume_price_divergence (score: 80.00%)
[2025-11-25T09:20:37.067895] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 2.8s/test | Remaining: 1835 tests
[2025-11-25T09:20:37.067944] [INFO ] [CONFIGURE ] CLCO: Testing feature 28/29: add_volume_profile
[2025-11-25T09:20:37.067990] [INFO ] [CONFIGURE ] CLCO: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_volume_profile']
[2025-11-25T09:20:37.336122] [DEBUG] [FORECASTER] CLCO: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T09:20:37.607367] [DEBUG] [FORECASTER] CLCO: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T09:20:37.873701] [DEBUG] [FORECASTER] CLCO: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T09:20:38.142106] [DEBUG] [FORECASTER] CLCO: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T09:20:38.416424] [DEBUG] [FORECASTER] CLCO: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T09:20:38.692457] [DEBUG] [FORECASTER] CLCO: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T09:20:38.964700] [DEBUG] [FORECASTER] CLCO: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T09:20:39.269114] [DEBUG] [FORECASTER] CLCO: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T09:20:39.588606] [DEBUG] [FORECASTER] CLCO: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-25T09:20:39.862721] [DEBUG] [FORECASTER] CLCO: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T09:20:39.862887] [INFO ] [CONFIGURE ] CLCO: DISCARDED add_volume_profile (score: 60.00%)
[2025-11-25T09:20:39.862945] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 2.8s/test | Remaining: 1834 tests
[2025-11-25T09:20:39.862992] [INFO ] [CONFIGURE ] CLCO: ===== FEATURE SELECTION COMPLETE =====
[2025-11-25T09:20:39.863033] [INFO ] [CONFIGURE ] CLCO: Best accuracy: 90.00%
[2025-11-25T09:20:39.863075] [INFO ] [CONFIGURE ] CLCO: Best feature set (3 features): ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals']
[2025-11-25T09:20:39.863115] [INFO ] [CONFIGURE ] CLCO: Improvement over baseline: 20.00%
[2025-11-25T09:20:39.863153] [INFO ] [CONFIGURE ] CLCO: Total time: 1.4 minutes
[2025-11-25T09:20:39.863191] [INFO ] [CONFIGURE ] CLCO: Average time per feature: 2.9 seconds
[2025-11-25T09:20:39.863228] [INFO ] [CONFIGURE ] CLCO: Average speed: 0.35 features/sec
[2025-11-25T09:20:39.863597] [INFO ] [LOCAL     ] Saved configuration for CLCO: 3 features, 90.00% accuracy -> ./output/feature-sets/CLCO.json
[2025-11-25T09:20:39.863675] [INFO ] [CONFIGURE ] CLCO: Configuration saved successfully: 3 features, 90.00% accuracy.
[2025-11-25T09:20:39.863733] [INFO ] [sig       ] [102/164] Successfully configured CLCO | 0.01 sym/s | Total: 2.3h | ETA: 1.4h
[2025-11-25T09:20:39.863779] [INFO ] [sig       ] [103/164] Configuring CLX...
[2025-11-25T09:20:39.863820] [INFO ] [CONFIGURE ] CLX: Configurate test run.
[2025-11-25T09:20:39.863865] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CLX' from 'https://tdm.silogroup.org/data/derivative_storage/CLX.csv'.
[2025-11-25T09:20:39.876950] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'CLX'.
[2025-11-25T09:20:39.877409] [INFO ] [CONFIGURE ] CLX: Testing with 29 available features
[2025-11-25T09:20:39.877472] [INFO ] [CONFIGURE ] CLX: Establishing baseline with no features...
[2025-11-25T09:20:40.070004] [DEBUG] [FORECASTER] CLX: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T09:20:40.242669] [DEBUG] [FORECASTER] CLX: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T09:20:40.416098] [DEBUG] [FORECASTER] CLX: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T09:20:40.586770] [DEBUG] [FORECASTER] CLX: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T09:20:40.761472] [DEBUG] [FORECASTER] CLX: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T09:20:40.944482] [DEBUG] [FORECASTER] CLX: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T09:20:41.120025] [DEBUG] [FORECASTER] CLX: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T09:20:41.305439] [DEBUG] [FORECASTER] CLX: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T09:20:41.484519] [DEBUG] [FORECASTER] CLX: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-25T09:20:41.658779] [DEBUG] [FORECASTER] CLX: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T09:20:41.658953] [INFO ] [CONFIGURE ] CLX: Baseline score (no features): 60.00%
[2025-11-25T09:20:41.659001] [INFO ] [CONFIGURE ] CLX: Testing feature 1/29: add_bollinger_bands
[2025-11-25T09:20:41.659040] [INFO ] [CONFIGURE ] CLX: Testing with features: ['add_bollinger_bands']
[2025-11-25T09:20:41.868211] [DEBUG] [FORECASTER] CLX: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T09:20:42.073306] [DEBUG] [FORECASTER] CLX: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T09:20:42.278752] [DEBUG] [FORECASTER] CLX: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T09:20:42.483047] [DEBUG] [FORECASTER] CLX: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T09:20:42.689575] [DEBUG] [FORECASTER] CLX: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T09:20:42.894906] [DEBUG] [FORECASTER] CLX: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T09:20:43.098617] [DEBUG] [FORECASTER] CLX: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T09:20:43.306594] [DEBUG] [FORECASTER] CLX: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T09:20:43.514789] [DEBUG] [FORECASTER] CLX: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-25T09:20:43.718591] [DEBUG] [FORECASTER] CLX: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T09:20:43.718925] [INFO ] [CONFIGURE ] CLX: KEPT add_bollinger_bands (score: 70.00%)
[2025-11-25T09:20:43.719043] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 2.8s/test | Remaining: 1833 tests
[2025-11-25T09:20:43.719149] [INFO ] [CONFIGURE ] CLX: Testing feature 2/29: add_cumulative_delta
[2025-11-25T09:20:43.719252] [INFO ] [CONFIGURE ] CLX: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta']
[2025-11-25T09:20:43.971530] [DEBUG] [FORECASTER] CLX: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T09:20:44.222843] [DEBUG] [FORECASTER] CLX: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T09:20:44.466195] [DEBUG] [FORECASTER] CLX: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T09:20:44.701015] [DEBUG] [FORECASTER] CLX: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T09:20:44.942007] [DEBUG] [FORECASTER] CLX: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T09:20:45.181934] [DEBUG] [FORECASTER] CLX: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T09:20:45.426778] [DEBUG] [FORECASTER] CLX: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T09:20:45.675103] [DEBUG] [FORECASTER] CLX: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T09:20:45.913139] [DEBUG] [FORECASTER] CLX: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-25T09:20:46.151145] [DEBUG] [FORECASTER] CLX: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T09:20:46.151337] [INFO ] [CONFIGURE ] CLX: DISCARDED add_cumulative_delta (score: 60.00%)
[2025-11-25T09:20:46.151395] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 2.8s/test | Remaining: 1832 tests
[2025-11-25T09:20:46.151445] [INFO ] [CONFIGURE ] CLX: Testing feature 3/29: add_daily_returns
[2025-11-25T09:20:46.151491] [INFO ] [CONFIGURE ] CLX: Testing with features: ['add_bollinger_bands', 'add_daily_returns']
[2025-11-25T09:20:46.375972] [DEBUG] [FORECASTER] CLX: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T09:20:46.596218] [DEBUG] [FORECASTER] CLX: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T09:20:46.815916] [DEBUG] [FORECASTER] CLX: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T09:20:47.039463] [DEBUG] [FORECASTER] CLX: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T09:20:47.260562] [DEBUG] [FORECASTER] CLX: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T09:20:47.490043] [DEBUG] [FORECASTER] CLX: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T09:20:47.710089] [DEBUG] [FORECASTER] CLX: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T09:20:47.928403] [DEBUG] [FORECASTER] CLX: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T09:20:48.157661] [DEBUG] [FORECASTER] CLX: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-25T09:20:48.374249] [DEBUG] [FORECASTER] CLX: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T09:20:48.374447] [INFO ] [CONFIGURE ] CLX: KEPT add_daily_returns (score: 80.00%)
[2025-11-25T09:20:48.374508] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 2.8s/test | Remaining: 1831 tests
[2025-11-25T09:20:48.374560] [INFO ] [CONFIGURE ] CLX: Testing feature 4/29: add_ema
[2025-11-25T09:20:48.374609] [INFO ] [CONFIGURE ] CLX: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_ema']
[2025-11-25T09:20:48.636384] [DEBUG] [FORECASTER] CLX: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T09:20:48.908392] [DEBUG] [FORECASTER] CLX: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T09:20:49.188934] [DEBUG] [FORECASTER] CLX: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T09:20:49.463097] [DEBUG] [FORECASTER] CLX: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T09:20:49.725084] [DEBUG] [FORECASTER] CLX: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T09:20:50.041290] [DEBUG] [FORECASTER] CLX: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T09:20:50.327918] [DEBUG] [FORECASTER] CLX: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T09:20:50.590108] [DEBUG] [FORECASTER] CLX: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T09:20:50.849401] [DEBUG] [FORECASTER] CLX: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-25T09:20:51.108099] [DEBUG] [FORECASTER] CLX: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T09:20:51.108293] [INFO ] [CONFIGURE ] CLX: DISCARDED add_ema (score: 80.00%)
[2025-11-25T09:20:51.108386] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 2.8s/test | Remaining: 1830 tests
[2025-11-25T09:20:51.108447] [INFO ] [CONFIGURE ] CLX: Testing feature 5/29: add_exhaustion_signals
[2025-11-25T09:20:51.108501] [INFO ] [CONFIGURE ] CLX: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_vwap', 'add_exhaustion_signals']
[2025-11-25T09:20:51.375085] [DEBUG] [FORECASTER] CLX: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T09:20:51.644372] [DEBUG] [FORECASTER] CLX: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T09:20:51.917616] [DEBUG] [FORECASTER] CLX: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T09:20:52.187424] [DEBUG] [FORECASTER] CLX: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T09:20:52.455252] [DEBUG] [FORECASTER] CLX: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T09:20:52.730511] [DEBUG] [FORECASTER] CLX: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T09:20:53.007072] [DEBUG] [FORECASTER] CLX: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T09:20:53.275864] [DEBUG] [FORECASTER] CLX: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T09:20:53.559674] [DEBUG] [FORECASTER] CLX: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-25T09:20:53.840599] [DEBUG] [FORECASTER] CLX: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T09:20:53.840822] [INFO ] [CONFIGURE ] CLX: DISCARDED add_exhaustion_signals (score: 50.00%)
[2025-11-25T09:20:53.840882] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 2.8s/test | Remaining: 1829 tests
[2025-11-25T09:20:53.840931] [INFO ] [CONFIGURE ] CLX: Testing feature 6/29: add_failed_moves
[2025-11-25T09:20:53.840975] [INFO ] [CONFIGURE ] CLX: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_failed_moves']
[2025-11-25T09:20:54.074729] [DEBUG] [FORECASTER] CLX: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T09:20:54.314836] [DEBUG] [FORECASTER] CLX: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T09:20:54.559838] [DEBUG] [FORECASTER] CLX: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T09:20:54.804943] [DEBUG] [FORECASTER] CLX: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T09:20:55.050759] [DEBUG] [FORECASTER] CLX: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T09:20:55.289026] [DEBUG] [FORECASTER] CLX: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T09:20:55.530900] [DEBUG] [FORECASTER] CLX: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T09:20:55.776246] [DEBUG] [FORECASTER] CLX: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T09:20:56.021298] [DEBUG] [FORECASTER] CLX: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-25T09:20:56.266807] [DEBUG] [FORECASTER] CLX: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T09:20:56.267068] [INFO ] [CONFIGURE ] CLX: DISCARDED add_failed_moves (score: 70.00%)
[2025-11-25T09:20:56.267166] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 2.8s/test | Remaining: 1828 tests
[2025-11-25T09:20:56.267232] [INFO ] [CONFIGURE ] CLX: Testing feature 7/29: add_lag_shelf
[2025-11-25T09:20:56.267290] [INFO ] [CONFIGURE ] CLX: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_lag_shelf']
[2025-11-25T09:20:56.509955] [DEBUG] [FORECASTER] CLX: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T09:20:56.749248] [DEBUG] [FORECASTER] CLX: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T09:20:56.970820] [DEBUG] [FORECASTER] CLX: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T09:20:57.200933] [DEBUG] [FORECASTER] CLX: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T09:20:57.428182] [DEBUG] [FORECASTER] CLX: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T09:20:57.656312] [DEBUG] [FORECASTER] CLX: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T09:20:57.884418] [DEBUG] [FORECASTER] CLX: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T09:20:58.109584] [DEBUG] [FORECASTER] CLX: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T09:20:58.332100] [DEBUG] [FORECASTER] CLX: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-25T09:20:58.559166] [DEBUG] [FORECASTER] CLX: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T09:20:58.559550] [INFO ] [CONFIGURE ] CLX: DISCARDED add_lag_shelf (score: 70.00%)
[2025-11-25T09:20:58.559680] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 2.8s/test | Remaining: 1827 tests
[2025-11-25T09:20:58.559786] [INFO ] [CONFIGURE ] CLX: Testing feature 8/29: add_macd
[2025-11-25T09:20:58.559884] [INFO ] [CONFIGURE ] CLX: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_vwap', 'add_macd']
[2025-11-25T09:20:58.911929] [DEBUG] [FORECASTER] CLX: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T09:20:59.224740] [DEBUG] [FORECASTER] CLX: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T09:20:59.538171] [DEBUG] [FORECASTER] CLX: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T09:20:59.851501] [DEBUG] [FORECASTER] CLX: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T09:21:00.194188] [DEBUG] [FORECASTER] CLX: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T09:21:01.063081] [DEBUG] [FORECASTER] CLX: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T09:21:01.397375] [DEBUG] [FORECASTER] CLX: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T09:21:01.702031] [DEBUG] [FORECASTER] CLX: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T09:21:02.021012] [DEBUG] [FORECASTER] CLX: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-25T09:21:02.355024] [DEBUG] [FORECASTER] CLX: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T09:21:02.355236] [INFO ] [CONFIGURE ] CLX: DISCARDED add_macd (score: 60.00%)
[2025-11-25T09:21:02.355298] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 2.8s/test | Remaining: 1826 tests
[2025-11-25T09:21:02.355348] [INFO ] [CONFIGURE ] CLX: Testing feature 9/29: add_mfi
[2025-11-25T09:21:02.355392] [INFO ] [CONFIGURE ] CLX: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_mfi']
[2025-11-25T09:21:02.600481] [DEBUG] [FORECASTER] CLX: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T09:21:02.851275] [DEBUG] [FORECASTER] CLX: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T09:21:03.102197] [DEBUG] [FORECASTER] CLX: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T09:21:03.350369] [DEBUG] [FORECASTER] CLX: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T09:21:03.606491] [DEBUG] [FORECASTER] CLX: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T09:21:03.857551] [DEBUG] [FORECASTER] CLX: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T09:21:04.113428] [DEBUG] [FORECASTER] CLX: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T09:21:04.371070] [DEBUG] [FORECASTER] CLX: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T09:21:04.624487] [DEBUG] [FORECASTER] CLX: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-25T09:21:04.864525] [DEBUG] [FORECASTER] CLX: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T09:21:04.864782] [INFO ] [CONFIGURE ] CLX: DISCARDED add_mfi (score: 70.00%)
[2025-11-25T09:21:04.864861] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 2.8s/test | Remaining: 1825 tests
[2025-11-25T09:21:04.864915] [INFO ] [CONFIGURE ] CLX: Testing feature 10/29: add_momentum_acceleration
[2025-11-25T09:21:04.864960] [INFO ] [CONFIGURE ] CLX: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-11-25T09:21:05.196127] [DEBUG] [FORECASTER] CLX: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T09:21:05.519615] [DEBUG] [FORECASTER] CLX: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T09:21:05.855085] [DEBUG] [FORECASTER] CLX: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T09:21:06.174461] [DEBUG] [FORECASTER] CLX: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T09:21:06.496589] [DEBUG] [FORECASTER] CLX: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T09:21:06.832476] [DEBUG] [FORECASTER] CLX: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T09:21:07.170804] [DEBUG] [FORECASTER] CLX: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T09:21:07.503979] [DEBUG] [FORECASTER] CLX: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T09:21:07.854182] [DEBUG] [FORECASTER] CLX: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-25T09:21:08.208678] [DEBUG] [FORECASTER] CLX: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T09:21:08.208912] [INFO ] [CONFIGURE ] CLX: DISCARDED add_momentum_acceleration (score: 60.00%)
[2025-11-25T09:21:08.208973] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 2.8s/test | Remaining: 1824 tests
[2025-11-25T09:21:08.209027] [INFO ] [CONFIGURE ] CLX: Testing feature 11/29: add_obv_daily
[2025-11-25T09:21:08.209082] [INFO ] [CONFIGURE ] CLX: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_obv_daily']
[2025-11-25T09:21:08.469666] [DEBUG] [FORECASTER] CLX: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T09:21:08.723019] [DEBUG] [FORECASTER] CLX: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T09:21:08.992400] [DEBUG] [FORECASTER] CLX: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T09:21:09.236251] [DEBUG] [FORECASTER] CLX: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T09:21:09.484911] [DEBUG] [FORECASTER] CLX: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T09:21:09.726885] [DEBUG] [FORECASTER] CLX: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T09:21:09.962015] [DEBUG] [FORECASTER] CLX: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T09:21:10.199048] [DEBUG] [FORECASTER] CLX: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T09:21:10.432912] [DEBUG] [FORECASTER] CLX: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-25T09:21:10.680923] [DEBUG] [FORECASTER] CLX: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T09:21:10.681131] [INFO ] [CONFIGURE ] CLX: DISCARDED add_obv_daily (score: 70.00%)
[2025-11-25T09:21:10.681191] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 2.8s/test | Remaining: 1823 tests
[2025-11-25T09:21:10.681237] [INFO ] [CONFIGURE ] CLX: Testing feature 12/29: add_obv_interval
[2025-11-25T09:21:10.681282] [INFO ] [CONFIGURE ] CLX: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_obv_interval']
[2025-11-25T09:21:10.920402] [DEBUG] [FORECASTER] CLX: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T09:21:11.188181] [DEBUG] [FORECASTER] CLX: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T09:21:11.421761] [DEBUG] [FORECASTER] CLX: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T09:21:11.662062] [DEBUG] [FORECASTER] CLX: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T09:21:11.899037] [DEBUG] [FORECASTER] CLX: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T09:21:12.131552] [DEBUG] [FORECASTER] CLX: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T09:21:12.349936] [DEBUG] [FORECASTER] CLX: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T09:21:12.575453] [DEBUG] [FORECASTER] CLX: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T09:21:12.808003] [DEBUG] [FORECASTER] CLX: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-25T09:21:13.047042] [DEBUG] [FORECASTER] CLX: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T09:21:13.047242] [INFO ] [CONFIGURE ] CLX: DISCARDED add_obv_interval (score: 70.00%)
[2025-11-25T09:21:13.047293] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 2.8s/test | Remaining: 1822 tests
[2025-11-25T09:21:13.047356] [INFO ] [CONFIGURE ] CLX: Testing feature 13/29: add_opening_strength
[2025-11-25T09:21:13.047395] [INFO ] [CONFIGURE ] CLX: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_opening_strength']
[2025-11-25T09:21:13.288849] [DEBUG] [FORECASTER] CLX: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T09:21:13.523085] [DEBUG] [FORECASTER] CLX: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T09:21:13.795269] [DEBUG] [FORECASTER] CLX: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T09:21:14.053775] [DEBUG] [FORECASTER] CLX: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T09:21:14.314013] [DEBUG] [FORECASTER] CLX: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T09:21:14.566134] [DEBUG] [FORECASTER] CLX: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T09:21:14.821735] [DEBUG] [FORECASTER] CLX: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T09:21:15.099269] [DEBUG] [FORECASTER] CLX: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T09:21:15.349346] [DEBUG] [FORECASTER] CLX: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-25T09:21:15.586368] [DEBUG] [FORECASTER] CLX: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T09:21:15.586547] [INFO ] [CONFIGURE ] CLX: DISCARDED add_opening_strength (score: 60.00%)
[2025-11-25T09:21:15.586607] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 2.8s/test | Remaining: 1821 tests
[2025-11-25T09:21:15.586675] [INFO ] [CONFIGURE ] CLX: Testing feature 14/29: add_order_flow_imbalance
[2025-11-25T09:21:15.586724] [INFO ] [CONFIGURE ] CLX: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_order_flow_imbalance']
[2025-11-25T09:21:15.860951] [DEBUG] [FORECASTER] CLX: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T09:21:16.110227] [DEBUG] [FORECASTER] CLX: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T09:21:16.360618] [DEBUG] [FORECASTER] CLX: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T09:21:16.616814] [DEBUG] [FORECASTER] CLX: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T09:21:16.878269] [DEBUG] [FORECASTER] CLX: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T09:21:17.133045] [DEBUG] [FORECASTER] CLX: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T09:21:17.411427] [DEBUG] [FORECASTER] CLX: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T09:21:17.671230] [DEBUG] [FORECASTER] CLX: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T09:21:17.929237] [DEBUG] [FORECASTER] CLX: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-25T09:21:18.192679] [DEBUG] [FORECASTER] CLX: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T09:21:18.192912] [INFO ] [CONFIGURE ] CLX: DISCARDED add_order_flow_imbalance (score: 70.00%)
[2025-11-25T09:21:18.192972] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 2.8s/test | Remaining: 1820 tests
[2025-11-25T09:21:18.193021] [INFO ] [CONFIGURE ] CLX: Testing feature 15/29: add_pbf_morning_momentum
[2025-11-25T09:21:18.193068] [INFO ] [CONFIGURE ] CLX: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_pbf_morning_momentum']
[2025-11-25T09:21:18.422836] [DEBUG] [FORECASTER] CLX: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T09:21:18.662485] [DEBUG] [FORECASTER] CLX: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T09:21:18.908067] [DEBUG] [FORECASTER] CLX: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T09:21:19.143581] [DEBUG] [FORECASTER] CLX: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T09:21:19.378061] [DEBUG] [FORECASTER] CLX: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T09:21:19.611176] [DEBUG] [FORECASTER] CLX: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T09:21:19.853266] [DEBUG] [FORECASTER] CLX: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T09:21:20.146802] [DEBUG] [FORECASTER] CLX: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T09:21:20.371753] [DEBUG] [FORECASTER] CLX: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-25T09:21:20.613211] [DEBUG] [FORECASTER] CLX: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T09:21:20.613565] [INFO ] [CONFIGURE ] CLX: DISCARDED add_pbf_morning_momentum (score: 80.00%)
[2025-11-25T09:21:20.613723] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 2.8s/test | Remaining: 1819 tests
[2025-11-25T09:21:20.613840] [INFO ] [CONFIGURE ] CLX: Testing feature 16/29: add_pbf_overnight_gap
[2025-11-25T09:21:20.613948] [INFO ] [CONFIGURE ] CLX: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_pbf_overnight_gap']
[2025-11-25T09:21:20.869319] [DEBUG] [FORECASTER] CLX: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T09:21:21.131920] [DEBUG] [FORECASTER] CLX: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T09:21:21.394780] [DEBUG] [FORECASTER] CLX: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T09:21:21.655189] [DEBUG] [FORECASTER] CLX: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T09:21:21.916493] [DEBUG] [FORECASTER] CLX: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T09:21:22.182155] [DEBUG] [FORECASTER] CLX: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T09:21:22.451410] [DEBUG] [FORECASTER] CLX: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T09:21:22.708723] [DEBUG] [FORECASTER] CLX: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T09:21:22.949959] [DEBUG] [FORECASTER] CLX: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-25T09:21:23.193377] [DEBUG] [FORECASTER] CLX: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T09:21:23.193615] [INFO ] [CONFIGURE ] CLX: DISCARDED add_pbf_overnight_gap (score: 70.00%)
[2025-11-25T09:21:23.193860] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 2.8s/test | Remaining: 1818 tests
[2025-11-25T09:21:23.193986] [INFO ] [CONFIGURE ] CLX: Testing feature 17/29: add_pbf_return_2d
[2025-11-25T09:21:23.194042] [INFO ] [CONFIGURE ] CLX: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_pbf_return_2d']
[2025-11-25T09:21:23.447045] [DEBUG] [FORECASTER] CLX: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T09:21:23.700192] [DEBUG] [FORECASTER] CLX: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T09:21:23.960663] [DEBUG] [FORECASTER] CLX: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T09:21:24.232076] [DEBUG] [FORECASTER] CLX: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T09:21:24.519885] [DEBUG] [FORECASTER] CLX: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T09:21:24.854370] [DEBUG] [FORECASTER] CLX: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T09:21:25.195533] [DEBUG] [FORECASTER] CLX: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T09:21:25.503753] [DEBUG] [FORECASTER] CLX: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T09:21:25.759575] [DEBUG] [FORECASTER] CLX: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-25T09:21:26.026618] [DEBUG] [FORECASTER] CLX: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T09:21:26.026811] [INFO ] [CONFIGURE ] CLX: DISCARDED add_pbf_return_2d (score: 70.00%)
[2025-11-25T09:21:26.026866] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 2.8s/test | Remaining: 1817 tests
[2025-11-25T09:21:26.026940] [INFO ] [CONFIGURE ] CLX: Testing feature 18/29: add_pbf_volatility_5d
[2025-11-25T09:21:26.026997] [INFO ] [CONFIGURE ] CLX: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_pbf_volatility_5d']
[2025-11-25T09:21:26.258968] [DEBUG] [FORECASTER] CLX: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T09:21:26.498662] [DEBUG] [FORECASTER] CLX: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T09:21:26.741278] [DEBUG] [FORECASTER] CLX: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T09:21:26.984488] [DEBUG] [FORECASTER] CLX: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T09:21:27.232282] [DEBUG] [FORECASTER] CLX: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T09:21:27.490840] [DEBUG] [FORECASTER] CLX: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T09:21:27.735770] [DEBUG] [FORECASTER] CLX: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T09:21:27.966584] [DEBUG] [FORECASTER] CLX: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T09:21:28.213965] [DEBUG] [FORECASTER] CLX: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-25T09:21:28.459284] [DEBUG] [FORECASTER] CLX: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T09:21:28.459762] [INFO ] [CONFIGURE ] CLX: DISCARDED add_pbf_volatility_5d (score: 60.00%)
[2025-11-25T09:21:28.459890] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 2.8s/test | Remaining: 1816 tests
[2025-11-25T09:21:28.460001] [INFO ] [CONFIGURE ] CLX: Testing feature 19/29: add_pbf_vs_sma_5
[2025-11-25T09:21:28.460114] [INFO ] [CONFIGURE ] CLX: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_pbf_vs_sma_5']
[2025-11-25T09:21:28.691798] [DEBUG] [FORECASTER] CLX: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T09:21:28.929744] [DEBUG] [FORECASTER] CLX: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T09:21:29.158193] [DEBUG] [FORECASTER] CLX: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T09:21:29.386788] [DEBUG] [FORECASTER] CLX: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T09:21:29.624406] [DEBUG] [FORECASTER] CLX: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T09:21:29.873164] [DEBUG] [FORECASTER] CLX: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T09:21:30.144350] [DEBUG] [FORECASTER] CLX: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T09:21:30.377082] [DEBUG] [FORECASTER] CLX: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T09:21:30.609568] [DEBUG] [FORECASTER] CLX: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-25T09:21:30.842288] [DEBUG] [FORECASTER] CLX: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T09:21:30.842476] [INFO ] [CONFIGURE ] CLX: DISCARDED add_pbf_vs_sma_5 (score: 70.00%)
[2025-11-25T09:21:30.842528] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 2.8s/test | Remaining: 1815 tests
[2025-11-25T09:21:30.842569] [INFO ] [CONFIGURE ] CLX: Testing feature 20/29: add_price_rejection
[2025-11-25T09:21:30.842625] [INFO ] [CONFIGURE ] CLX: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_price_rejection']
[2025-11-25T09:21:31.091830] [DEBUG] [FORECASTER] CLX: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T09:21:31.349090] [DEBUG] [FORECASTER] CLX: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T09:21:31.602530] [DEBUG] [FORECASTER] CLX: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T09:21:31.856264] [DEBUG] [FORECASTER] CLX: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T09:21:32.101893] [DEBUG] [FORECASTER] CLX: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T09:21:32.356856] [DEBUG] [FORECASTER] CLX: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T09:21:32.603335] [DEBUG] [FORECASTER] CLX: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T09:21:32.879284] [DEBUG] [FORECASTER] CLX: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T09:21:33.143547] [DEBUG] [FORECASTER] CLX: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-25T09:21:33.400086] [DEBUG] [FORECASTER] CLX: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T09:21:33.400295] [INFO ] [CONFIGURE ] CLX: DISCARDED add_price_rejection (score: 70.00%)
[2025-11-25T09:21:33.400356] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 2.8s/test | Remaining: 1814 tests
[2025-11-25T09:21:33.400404] [INFO ] [CONFIGURE ] CLX: Testing feature 21/29: add_range_position
[2025-11-25T09:21:33.400450] [INFO ] [CONFIGURE ] CLX: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_range_position']
[2025-11-25T09:21:33.675389] [DEBUG] [FORECASTER] CLX: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T09:21:33.951990] [DEBUG] [FORECASTER] CLX: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T09:21:34.247930] [DEBUG] [FORECASTER] CLX: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T09:21:34.523203] [DEBUG] [FORECASTER] CLX: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T09:21:34.780100] [DEBUG] [FORECASTER] CLX: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T09:21:35.034037] [DEBUG] [FORECASTER] CLX: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T09:21:35.293334] [DEBUG] [FORECASTER] CLX: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T09:21:35.557901] [DEBUG] [FORECASTER] CLX: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T09:21:35.820854] [DEBUG] [FORECASTER] CLX: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-25T09:21:36.089738] [DEBUG] [FORECASTER] CLX: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T09:21:36.089983] [INFO ] [CONFIGURE ] CLX: DISCARDED add_range_position (score: 70.00%)
[2025-11-25T09:21:36.090044] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 2.8s/test | Remaining: 1813 tests
[2025-11-25T09:21:36.090091] [INFO ] [CONFIGURE ] CLX: Testing feature 22/29: add_realized_volatility
[2025-11-25T09:21:36.090135] [INFO ] [CONFIGURE ] CLX: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_realized_volatility']
[2025-11-25T09:21:36.432131] [DEBUG] [FORECASTER] CLX: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T09:21:36.765370] [DEBUG] [FORECASTER] CLX: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T09:21:37.115218] [DEBUG] [FORECASTER] CLX: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T09:21:37.457907] [DEBUG] [FORECASTER] CLX: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T09:21:37.801419] [DEBUG] [FORECASTER] CLX: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T09:21:38.168570] [DEBUG] [FORECASTER] CLX: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T09:21:38.511347] [DEBUG] [FORECASTER] CLX: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T09:21:38.867111] [DEBUG] [FORECASTER] CLX: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T09:21:39.208047] [DEBUG] [FORECASTER] CLX: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-25T09:21:39.545988] [DEBUG] [FORECASTER] CLX: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T09:21:39.546168] [INFO ] [CONFIGURE ] CLX: DISCARDED add_realized_volatility (score: 70.00%)
[2025-11-25T09:21:39.546226] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 2.8s/test | Remaining: 1812 tests
[2025-11-25T09:21:39.546273] [INFO ] [CONFIGURE ] CLX: Testing feature 23/29: add_recent_range_context
[2025-11-25T09:21:39.546317] [INFO ] [CONFIGURE ] CLX: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_recent_range_context']
[2025-11-25T09:21:39.784864] [DEBUG] [FORECASTER] CLX: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T09:21:40.027176] [DEBUG] [FORECASTER] CLX: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T09:21:40.277181] [DEBUG] [FORECASTER] CLX: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T09:21:40.527061] [DEBUG] [FORECASTER] CLX: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T09:21:40.769304] [DEBUG] [FORECASTER] CLX: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T09:21:41.030960] [DEBUG] [FORECASTER] CLX: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T09:21:41.261001] [DEBUG] [FORECASTER] CLX: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T09:21:41.488425] [DEBUG] [FORECASTER] CLX: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T09:21:41.723943] [DEBUG] [FORECASTER] CLX: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-25T09:21:41.952253] [DEBUG] [FORECASTER] CLX: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T09:21:41.952421] [INFO ] [CONFIGURE ] CLX: DISCARDED add_recent_range_context (score: 60.00%)
[2025-11-25T09:21:41.952477] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 2.8s/test | Remaining: 1811 tests
[2025-11-25T09:21:41.952525] [INFO ] [CONFIGURE ] CLX: Testing feature 24/29: add_rsi
[2025-11-25T09:21:41.952567] [INFO ] [CONFIGURE ] CLX: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_ema', 'add_rsi']
[2025-11-25T09:21:42.259868] [DEBUG] [FORECASTER] CLX: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T09:21:42.551483] [DEBUG] [FORECASTER] CLX: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T09:21:42.837602] [DEBUG] [FORECASTER] CLX: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T09:21:43.138722] [DEBUG] [FORECASTER] CLX: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T09:21:43.412205] [DEBUG] [FORECASTER] CLX: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T09:21:43.696373] [DEBUG] [FORECASTER] CLX: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T09:21:43.977442] [DEBUG] [FORECASTER] CLX: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T09:21:44.249117] [DEBUG] [FORECASTER] CLX: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T09:21:44.531546] [DEBUG] [FORECASTER] CLX: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-25T09:21:44.807359] [DEBUG] [FORECASTER] CLX: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T09:21:44.807539] [INFO ] [CONFIGURE ] CLX: DISCARDED add_rsi (score: 70.00%)
[2025-11-25T09:21:44.807596] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 2.8s/test | Remaining: 1810 tests
[2025-11-25T09:21:44.807662] [INFO ] [CONFIGURE ] CLX: Testing feature 25/29: add_tick_distribution
[2025-11-25T09:21:44.807708] [INFO ] [CONFIGURE ] CLX: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_tick_distribution']
[2025-11-25T09:21:45.039332] [DEBUG] [FORECASTER] CLX: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T09:21:45.277096] [DEBUG] [FORECASTER] CLX: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T09:21:45.527281] [DEBUG] [FORECASTER] CLX: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T09:21:45.773894] [DEBUG] [FORECASTER] CLX: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T09:21:46.043183] [DEBUG] [FORECASTER] CLX: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T09:21:46.298211] [DEBUG] [FORECASTER] CLX: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T09:21:46.539146] [DEBUG] [FORECASTER] CLX: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T09:21:46.785612] [DEBUG] [FORECASTER] CLX: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T09:21:47.031049] [DEBUG] [FORECASTER] CLX: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-25T09:21:47.286278] [DEBUG] [FORECASTER] CLX: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T09:21:47.286510] [INFO ] [CONFIGURE ] CLX: DISCARDED add_tick_distribution (score: 80.00%)
[2025-11-25T09:21:47.286570] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 2.8s/test | Remaining: 1809 tests
[2025-11-25T09:21:47.286618] [INFO ] [CONFIGURE ] CLX: Testing feature 26/29: add_volume_momentum_confirmation
[2025-11-25T09:21:47.286688] [INFO ] [CONFIGURE ] CLX: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_volume_momentum_confirmation']
[2025-11-25T09:21:47.545931] [DEBUG] [FORECASTER] CLX: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T09:21:47.796260] [DEBUG] [FORECASTER] CLX: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T09:21:48.047698] [DEBUG] [FORECASTER] CLX: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T09:21:48.297384] [DEBUG] [FORECASTER] CLX: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T09:21:48.547730] [DEBUG] [FORECASTER] CLX: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T09:21:48.817087] [DEBUG] [FORECASTER] CLX: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T09:21:49.079501] [DEBUG] [FORECASTER] CLX: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T09:21:49.350618] [DEBUG] [FORECASTER] CLX: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T09:21:49.612296] [DEBUG] [FORECASTER] CLX: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-25T09:21:49.881609] [DEBUG] [FORECASTER] CLX: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T09:21:49.881815] [INFO ] [CONFIGURE ] CLX: DISCARDED add_volume_momentum_confirmation (score: 70.00%)
[2025-11-25T09:21:49.881876] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 2.8s/test | Remaining: 1808 tests
[2025-11-25T09:21:49.881924] [INFO ] [CONFIGURE ] CLX: Testing feature 27/29: add_volume_price_divergence
[2025-11-25T09:21:49.881968] [INFO ] [CONFIGURE ] CLX: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_volume_price_divergence']
[2025-11-25T09:21:50.185410] [DEBUG] [FORECASTER] CLX: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T09:21:50.455494] [DEBUG] [FORECASTER] CLX: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T09:21:50.742175] [DEBUG] [FORECASTER] CLX: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T09:21:51.011584] [DEBUG] [FORECASTER] CLX: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T09:21:51.274011] [DEBUG] [FORECASTER] CLX: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T09:21:51.555912] [DEBUG] [FORECASTER] CLX: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T09:21:51.808598] [DEBUG] [FORECASTER] CLX: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T09:21:52.071244] [DEBUG] [FORECASTER] CLX: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T09:21:52.330103] [DEBUG] [FORECASTER] CLX: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-25T09:21:52.593051] [DEBUG] [FORECASTER] CLX: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T09:21:52.593246] [INFO ] [CONFIGURE ] CLX: DISCARDED add_volume_price_divergence (score: 70.00%)
[2025-11-25T09:21:52.593305] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 2.8s/test | Remaining: 1807 tests
[2025-11-25T09:21:52.593353] [INFO ] [CONFIGURE ] CLX: Testing feature 28/29: add_volume_profile
[2025-11-25T09:21:52.593396] [INFO ] [CONFIGURE ] CLX: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_volume_profile']
[2025-11-25T09:21:52.845080] [DEBUG] [FORECASTER] CLX: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T09:21:53.092012] [DEBUG] [FORECASTER] CLX: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T09:21:53.351797] [DEBUG] [FORECASTER] CLX: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T09:21:53.612198] [DEBUG] [FORECASTER] CLX: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T09:21:53.859033] [DEBUG] [FORECASTER] CLX: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T09:21:54.120199] [DEBUG] [FORECASTER] CLX: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T09:21:54.394358] [DEBUG] [FORECASTER] CLX: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T09:21:54.690397] [DEBUG] [FORECASTER] CLX: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T09:21:54.965046] [DEBUG] [FORECASTER] CLX: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-25T09:21:55.227103] [DEBUG] [FORECASTER] CLX: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T09:21:55.227352] [INFO ] [CONFIGURE ] CLX: DISCARDED add_volume_profile (score: 60.00%)
[2025-11-25T09:21:55.227413] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 2.8s/test | Remaining: 1806 tests
[2025-11-25T09:21:55.227461] [INFO ] [CONFIGURE ] CLX: Testing feature 29/29: add_vwap
[2025-11-25T09:21:55.227511] [INFO ] [CONFIGURE ] CLX: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_vwap']
[2025-11-25T09:21:55.496713] [DEBUG] [FORECASTER] CLX: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T09:21:55.759293] [DEBUG] [FORECASTER] CLX: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T09:21:56.020757] [DEBUG] [FORECASTER] CLX: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T09:21:56.278502] [DEBUG] [FORECASTER] CLX: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T09:21:56.529592] [DEBUG] [FORECASTER] CLX: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T09:21:56.785926] [DEBUG] [FORECASTER] CLX: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T09:21:57.035371] [DEBUG] [FORECASTER] CLX: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T09:21:57.294564] [DEBUG] [FORECASTER] CLX: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T09:21:57.559204] [DEBUG] [FORECASTER] CLX: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-25T09:21:57.823733] [DEBUG] [FORECASTER] CLX: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T09:21:57.823939] [INFO ] [CONFIGURE ] CLX: DISCARDED add_vwap (score: 70.00%)
[2025-11-25T09:21:57.824002] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 2.8s/test | Remaining: 1805 tests
[2025-11-25T09:21:57.824054] [INFO ] [CONFIGURE ] CLX: ===== FEATURE SELECTION COMPLETE =====
[2025-11-25T09:21:57.824101] [INFO ] [CONFIGURE ] CLX: Best accuracy: 80.00%
[2025-11-25T09:21:57.824153] [INFO ] [CONFIGURE ] CLX: Best feature set (2 features): ['add_bollinger_bands', 'add_daily_returns']
[2025-11-25T09:21:57.824205] [INFO ] [CONFIGURE ] CLX: Improvement over baseline: 20.00%
[2025-11-25T09:21:57.824247] [INFO ] [CONFIGURE ] CLX: Total time: 1.3 minutes
[2025-11-25T09:21:57.824288] [INFO ] [CONFIGURE ] CLX: Average time per feature: 2.6 seconds
[2025-11-25T09:21:57.824331] [INFO ] [CONFIGURE ] CLX: Average speed: 0.38 features/sec
[2025-11-25T09:21:57.824917] [INFO ] [LOCAL     ] Saved configuration for CLX: 2 features, 80.00% accuracy -> ./output/feature-sets/CLX.json
[2025-11-25T09:21:57.824983] [INFO ] [CONFIGURE ] CLX: Configuration saved successfully: 2 features, 80.00% accuracy.
[2025-11-25T09:21:57.825040] [INFO ] [sig       ] [103/164] Successfully configured CLX | 0.01 sym/s | Total: 2.3h | ETA: 1.4h
[2025-11-25T09:21:57.825087] [INFO ] [sig       ] [104/164] Configuring CMC...
[2025-11-25T09:21:57.825130] [INFO ] [CONFIGURE ] CMC: Configurate test run.
[2025-11-25T09:21:57.825171] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CMC' from 'https://tdm.silogroup.org/data/derivative_storage/CMC.csv'.
[2025-11-25T09:21:57.838949] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'CMC'.
[2025-11-25T09:21:57.839300] [INFO ] [CONFIGURE ] CMC: Testing with 29 available features
[2025-11-25T09:21:57.839363] [INFO ] [CONFIGURE ] CMC: Establishing baseline with no features...
[2025-11-25T09:21:58.023363] [DEBUG] [FORECASTER] CMC: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0
[2025-11-25T09:21:58.207954] [DEBUG] [FORECASTER] CMC: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T09:21:58.391329] [DEBUG] [FORECASTER] CMC: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T09:21:58.573770] [DEBUG] [FORECASTER] CMC: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T09:21:58.754518] [DEBUG] [FORECASTER] CMC: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T09:21:58.941165] [DEBUG] [FORECASTER] CMC: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T09:21:59.121318] [DEBUG] [FORECASTER] CMC: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T09:21:59.303614] [DEBUG] [FORECASTER] CMC: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T09:21:59.484616] [DEBUG] [FORECASTER] CMC: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T09:21:59.671428] [DEBUG] [FORECASTER] CMC: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T09:21:59.671614] [INFO ] [CONFIGURE ] CMC: Baseline score (no features): 40.00%
[2025-11-25T09:21:59.671700] [INFO ] [CONFIGURE ] CMC: Testing feature 1/29: add_bollinger_bands
[2025-11-25T09:21:59.671777] [INFO ] [CONFIGURE ] CMC: Testing with features: ['add_bollinger_bands']
[2025-11-25T09:21:59.914595] [DEBUG] [FORECASTER] CMC: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T09:22:00.158598] [DEBUG] [FORECASTER] CMC: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T09:22:01.058619] [DEBUG] [FORECASTER] CMC: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T09:22:01.309022] [DEBUG] [FORECASTER] CMC: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T09:22:01.556800] [DEBUG] [FORECASTER] CMC: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T09:22:01.796057] [DEBUG] [FORECASTER] CMC: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T09:22:02.041125] [DEBUG] [FORECASTER] CMC: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T09:22:02.271314] [DEBUG] [FORECASTER] CMC: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T09:22:02.488067] [DEBUG] [FORECASTER] CMC: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T09:22:02.714313] [DEBUG] [FORECASTER] CMC: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T09:22:02.714626] [INFO ] [CONFIGURE ] CMC: KEPT add_bollinger_bands (score: 60.00%)
[2025-11-25T09:22:02.714697] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 2.8s/test | Remaining: 1804 tests
[2025-11-25T09:22:02.714743] [INFO ] [CONFIGURE ] CMC: Testing feature 2/29: add_cumulative_delta
[2025-11-25T09:22:02.714786] [INFO ] [CONFIGURE ] CMC: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta']
[2025-11-25T09:22:02.957230] [DEBUG] [FORECASTER] CMC: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T09:22:03.208680] [DEBUG] [FORECASTER] CMC: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T09:22:03.460505] [DEBUG] [FORECASTER] CMC: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T09:22:03.718057] [DEBUG] [FORECASTER] CMC: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T09:22:03.970050] [DEBUG] [FORECASTER] CMC: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T09:22:04.238032] [DEBUG] [FORECASTER] CMC: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T09:22:04.499486] [DEBUG] [FORECASTER] CMC: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T09:22:04.754065] [DEBUG] [FORECASTER] CMC: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T09:22:05.004959] [DEBUG] [FORECASTER] CMC: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T09:22:05.290288] [DEBUG] [FORECASTER] CMC: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T09:22:05.290467] [INFO ] [CONFIGURE ] CMC: DISCARDED add_cumulative_delta (score: 60.00%)
[2025-11-25T09:22:05.290526] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 2.8s/test | Remaining: 1803 tests
[2025-11-25T09:22:05.290574] [INFO ] [CONFIGURE ] CMC: Testing feature 3/29: add_daily_returns
[2025-11-25T09:22:05.290619] [INFO ] [CONFIGURE ] CMC: Testing with features: ['add_bollinger_bands', 'add_daily_returns']
[2025-11-25T09:22:05.522676] [DEBUG] [FORECASTER] CMC: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0
[2025-11-25T09:22:05.753128] [DEBUG] [FORECASTER] CMC: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T09:22:05.987567] [DEBUG] [FORECASTER] CMC: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T09:22:06.221662] [DEBUG] [FORECASTER] CMC: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T09:22:06.460177] [DEBUG] [FORECASTER] CMC: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T09:22:06.725053] [DEBUG] [FORECASTER] CMC: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T09:22:06.984695] [DEBUG] [FORECASTER] CMC: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T09:22:07.225636] [DEBUG] [FORECASTER] CMC: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T09:22:07.468465] [DEBUG] [FORECASTER] CMC: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T09:22:07.704926] [DEBUG] [FORECASTER] CMC: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T09:22:07.705119] [INFO ] [CONFIGURE ] CMC: DISCARDED add_daily_returns (score: 30.00%)
[2025-11-25T09:22:07.705168] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 2.8s/test | Remaining: 1802 tests
[2025-11-25T09:22:07.705207] [INFO ] [CONFIGURE ] CMC: Testing feature 4/29: add_ema
[2025-11-25T09:22:07.705242] [INFO ] [CONFIGURE ] CMC: Testing with features: ['add_bollinger_bands', 'add_ema']
[2025-11-25T09:22:07.978486] [DEBUG] [FORECASTER] CMC: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T09:22:08.254270] [DEBUG] [FORECASTER] CMC: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T09:22:08.525945] [DEBUG] [FORECASTER] CMC: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T09:22:08.794769] [DEBUG] [FORECASTER] CMC: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T09:22:09.081827] [DEBUG] [FORECASTER] CMC: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T09:22:09.370029] [DEBUG] [FORECASTER] CMC: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T09:22:09.658115] [DEBUG] [FORECASTER] CMC: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T09:22:09.941783] [DEBUG] [FORECASTER] CMC: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T09:22:10.231422] [DEBUG] [FORECASTER] CMC: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T09:22:10.520223] [DEBUG] [FORECASTER] CMC: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T09:22:10.520451] [INFO ] [CONFIGURE ] CMC: DISCARDED add_ema (score: 50.00%)
[2025-11-25T09:22:10.520677] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 2.8s/test | Remaining: 1801 tests
[2025-11-25T09:22:10.520750] [INFO ] [CONFIGURE ] CMC: Testing feature 5/29: add_exhaustion_signals
[2025-11-25T09:22:10.520801] [INFO ] [CONFIGURE ] CMC: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals']
[2025-11-25T09:22:10.794442] [DEBUG] [FORECASTER] CMC: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T09:22:11.060362] [DEBUG] [FORECASTER] CMC: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T09:22:11.343330] [DEBUG] [FORECASTER] CMC: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T09:22:11.630007] [DEBUG] [FORECASTER] CMC: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T09:22:11.897307] [DEBUG] [FORECASTER] CMC: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T09:22:12.187089] [DEBUG] [FORECASTER] CMC: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T09:22:12.533519] [DEBUG] [FORECASTER] CMC: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T09:22:12.923683] [DEBUG] [FORECASTER] CMC: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T09:22:13.233447] [DEBUG] [FORECASTER] CMC: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T09:22:13.485739] [DEBUG] [FORECASTER] CMC: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T09:22:13.485949] [INFO ] [CONFIGURE ] CMC: DISCARDED add_exhaustion_signals (score: 40.00%)
[2025-11-25T09:22:13.486010] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 2.8s/test | Remaining: 1800 tests
[2025-11-25T09:22:13.486066] [INFO ] [CONFIGURE ] CMC: Testing feature 6/29: add_failed_moves
[2025-11-25T09:22:13.486119] [INFO ] [CONFIGURE ] CMC: Testing with features: ['add_bollinger_bands', 'add_failed_moves']
[2025-11-25T09:22:13.710023] [DEBUG] [FORECASTER] CMC: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T09:22:13.941433] [DEBUG] [FORECASTER] CMC: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T09:22:14.170084] [DEBUG] [FORECASTER] CMC: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T09:22:14.400286] [DEBUG] [FORECASTER] CMC: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T09:22:14.631962] [DEBUG] [FORECASTER] CMC: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T09:22:14.856401] [DEBUG] [FORECASTER] CMC: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T09:22:15.092500] [DEBUG] [FORECASTER] CMC: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T09:22:15.329111] [DEBUG] [FORECASTER] CMC: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T09:22:15.572361] [DEBUG] [FORECASTER] CMC: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T09:22:15.793689] [DEBUG] [FORECASTER] CMC: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T09:22:15.793865] [INFO ] [CONFIGURE ] CMC: DISCARDED add_failed_moves (score: 60.00%)
[2025-11-25T09:22:15.793915] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 2.8s/test | Remaining: 1799 tests
[2025-11-25T09:22:15.793956] [INFO ] [CONFIGURE ] CMC: Testing feature 7/29: add_lag_shelf
[2025-11-25T09:22:15.793994] [INFO ] [CONFIGURE ] CMC: Testing with features: ['add_bollinger_bands', 'add_lag_shelf']
[2025-11-25T09:22:16.008308] [DEBUG] [FORECASTER] CMC: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T09:22:16.225332] [DEBUG] [FORECASTER] CMC: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T09:22:16.432274] [DEBUG] [FORECASTER] CMC: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T09:22:16.645217] [DEBUG] [FORECASTER] CMC: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T09:22:16.851922] [DEBUG] [FORECASTER] CMC: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T09:22:17.065740] [DEBUG] [FORECASTER] CMC: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T09:22:17.279937] [DEBUG] [FORECASTER] CMC: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T09:22:17.500706] [DEBUG] [FORECASTER] CMC: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T09:22:17.710712] [DEBUG] [FORECASTER] CMC: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T09:22:17.932009] [DEBUG] [FORECASTER] CMC: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T09:22:17.932204] [INFO ] [CONFIGURE ] CMC: DISCARDED add_lag_shelf (score: 40.00%)
[2025-11-25T09:22:17.932302] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 2.8s/test | Remaining: 1798 tests
[2025-11-25T09:22:17.932346] [INFO ] [CONFIGURE ] CMC: Testing feature 8/29: add_macd
[2025-11-25T09:22:17.932383] [INFO ] [CONFIGURE ] CMC: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd']
[2025-11-25T09:22:18.255717] [DEBUG] [FORECASTER] CMC: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T09:22:18.569383] [DEBUG] [FORECASTER] CMC: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T09:22:18.895012] [DEBUG] [FORECASTER] CMC: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T09:22:19.211966] [DEBUG] [FORECASTER] CMC: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T09:22:19.537117] [DEBUG] [FORECASTER] CMC: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T09:22:19.845915] [DEBUG] [FORECASTER] CMC: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T09:22:20.168712] [DEBUG] [FORECASTER] CMC: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T09:22:20.500114] [DEBUG] [FORECASTER] CMC: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T09:22:20.810900] [DEBUG] [FORECASTER] CMC: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T09:22:21.129716] [DEBUG] [FORECASTER] CMC: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T09:22:21.129958] [INFO ] [CONFIGURE ] CMC: DISCARDED add_macd (score: 40.00%)
[2025-11-25T09:22:21.130026] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 2.8s/test | Remaining: 1797 tests
[2025-11-25T09:22:21.130087] [INFO ] [CONFIGURE ] CMC: Testing feature 9/29: add_mfi
[2025-11-25T09:22:21.130138] [INFO ] [CONFIGURE ] CMC: Testing with features: ['add_bollinger_bands', 'add_mfi']
[2025-11-25T09:22:21.352191] [DEBUG] [FORECASTER] CMC: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T09:22:21.575084] [DEBUG] [FORECASTER] CMC: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T09:22:21.786501] [DEBUG] [FORECASTER] CMC: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T09:22:22.003804] [DEBUG] [FORECASTER] CMC: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T09:22:22.224782] [DEBUG] [FORECASTER] CMC: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T09:22:22.457294] [DEBUG] [FORECASTER] CMC: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T09:22:22.680025] [DEBUG] [FORECASTER] CMC: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T09:22:22.911283] [DEBUG] [FORECASTER] CMC: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T09:22:23.135785] [DEBUG] [FORECASTER] CMC: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T09:22:23.357073] [DEBUG] [FORECASTER] CMC: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T09:22:23.357290] [INFO ] [CONFIGURE ] CMC: DISCARDED add_mfi (score: 60.00%)
[2025-11-25T09:22:23.357353] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 2.8s/test | Remaining: 1796 tests
[2025-11-25T09:22:23.357404] [INFO ] [CONFIGURE ] CMC: Testing feature 10/29: add_momentum_acceleration
[2025-11-25T09:22:23.357448] [INFO ] [CONFIGURE ] CMC: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-11-25T09:22:23.665080] [DEBUG] [FORECASTER] CMC: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T09:22:24.001107] [DEBUG] [FORECASTER] CMC: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T09:22:24.307184] [DEBUG] [FORECASTER] CMC: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T09:22:24.615041] [DEBUG] [FORECASTER] CMC: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T09:22:24.926657] [DEBUG] [FORECASTER] CMC: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T09:22:25.244302] [DEBUG] [FORECASTER] CMC: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T09:22:25.558679] [DEBUG] [FORECASTER] CMC: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T09:22:25.865391] [DEBUG] [FORECASTER] CMC: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T09:22:26.182252] [DEBUG] [FORECASTER] CMC: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T09:22:26.490412] [DEBUG] [FORECASTER] CMC: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T09:22:26.490592] [INFO ] [CONFIGURE ] CMC: DISCARDED add_momentum_acceleration (score: 50.00%)
[2025-11-25T09:22:26.490668] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 2.8s/test | Remaining: 1795 tests
[2025-11-25T09:22:26.490717] [INFO ] [CONFIGURE ] CMC: Testing feature 11/29: add_obv_daily
[2025-11-25T09:22:26.490762] [INFO ] [CONFIGURE ] CMC: Testing with features: ['add_bollinger_bands', 'add_obv_daily']
[2025-11-25T09:22:26.727481] [DEBUG] [FORECASTER] CMC: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0
[2025-11-25T09:22:26.955094] [DEBUG] [FORECASTER] CMC: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T09:22:27.180221] [DEBUG] [FORECASTER] CMC: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T09:22:27.407262] [DEBUG] [FORECASTER] CMC: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T09:22:27.632419] [DEBUG] [FORECASTER] CMC: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T09:22:27.852833] [DEBUG] [FORECASTER] CMC: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T09:22:28.068523] [DEBUG] [FORECASTER] CMC: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T09:22:28.287780] [DEBUG] [FORECASTER] CMC: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T09:22:28.506297] [DEBUG] [FORECASTER] CMC: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T09:22:28.725186] [DEBUG] [FORECASTER] CMC: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T09:22:28.725403] [INFO ] [CONFIGURE ] CMC: DISCARDED add_obv_daily (score: 30.00%)
[2025-11-25T09:22:28.725466] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 2.8s/test | Remaining: 1794 tests
[2025-11-25T09:22:28.725519] [INFO ] [CONFIGURE ] CMC: Testing feature 12/29: add_obv_interval
[2025-11-25T09:22:28.725567] [INFO ] [CONFIGURE ] CMC: Testing with features: ['add_bollinger_bands', 'add_obv_interval']
[2025-11-25T09:22:28.950576] [DEBUG] [FORECASTER] CMC: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T09:22:29.194442] [DEBUG] [FORECASTER] CMC: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T09:22:29.418849] [DEBUG] [FORECASTER] CMC: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T09:22:29.630618] [DEBUG] [FORECASTER] CMC: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T09:22:29.850827] [DEBUG] [FORECASTER] CMC: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T09:22:30.061459] [DEBUG] [FORECASTER] CMC: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T09:22:30.292261] [DEBUG] [FORECASTER] CMC: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T09:22:30.526516] [DEBUG] [FORECASTER] CMC: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T09:22:30.754669] [DEBUG] [FORECASTER] CMC: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T09:22:30.983530] [DEBUG] [FORECASTER] CMC: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T09:22:30.983888] [INFO ] [CONFIGURE ] CMC: DISCARDED add_obv_interval (score: 50.00%)
[2025-11-25T09:22:30.984010] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 2.8s/test | Remaining: 1793 tests
[2025-11-25T09:22:30.984121] [INFO ] [CONFIGURE ] CMC: Testing feature 13/29: add_opening_strength
[2025-11-25T09:22:30.984227] [INFO ] [CONFIGURE ] CMC: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_opening_strength']
[2025-11-25T09:22:31.222288] [DEBUG] [FORECASTER] CMC: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T09:22:31.452269] [DEBUG] [FORECASTER] CMC: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T09:22:31.689344] [DEBUG] [FORECASTER] CMC: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T09:22:31.907878] [DEBUG] [FORECASTER] CMC: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T09:22:32.133753] [DEBUG] [FORECASTER] CMC: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T09:22:32.363727] [DEBUG] [FORECASTER] CMC: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T09:22:32.604463] [DEBUG] [FORECASTER] CMC: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T09:22:32.849859] [DEBUG] [FORECASTER] CMC: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T09:22:33.100144] [DEBUG] [FORECASTER] CMC: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T09:22:33.351210] [DEBUG] [FORECASTER] CMC: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T09:22:33.351380] [INFO ] [CONFIGURE ] CMC: DISCARDED add_opening_strength (score: 50.00%)
[2025-11-25T09:22:33.351439] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 2.8s/test | Remaining: 1792 tests
[2025-11-25T09:22:33.351495] [INFO ] [CONFIGURE ] CMC: Testing feature 14/29: add_order_flow_imbalance
[2025-11-25T09:22:33.351539] [INFO ] [CONFIGURE ] CMC: Testing with features: ['add_bollinger_bands', 'add_order_flow_imbalance']
[2025-11-25T09:22:33.590844] [DEBUG] [FORECASTER] CMC: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T09:22:33.826973] [DEBUG] [FORECASTER] CMC: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T09:22:34.092905] [DEBUG] [FORECASTER] CMC: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T09:22:34.342065] [DEBUG] [FORECASTER] CMC: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T09:22:34.590205] [DEBUG] [FORECASTER] CMC: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T09:22:34.854321] [DEBUG] [FORECASTER] CMC: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T09:22:35.111927] [DEBUG] [FORECASTER] CMC: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T09:22:35.364858] [DEBUG] [FORECASTER] CMC: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T09:22:35.614598] [DEBUG] [FORECASTER] CMC: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T09:22:35.859876] [DEBUG] [FORECASTER] CMC: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T09:22:35.860050] [INFO ] [CONFIGURE ] CMC: DISCARDED add_order_flow_imbalance (score: 60.00%)
[2025-11-25T09:22:35.860109] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 2.8s/test | Remaining: 1791 tests
[2025-11-25T09:22:35.860159] [INFO ] [CONFIGURE ] CMC: Testing feature 15/29: add_pbf_morning_momentum
[2025-11-25T09:22:35.860203] [INFO ] [CONFIGURE ] CMC: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum']
[2025-11-25T09:22:36.071258] [DEBUG] [FORECASTER] CMC: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T09:22:36.287350] [DEBUG] [FORECASTER] CMC: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T09:22:36.508662] [DEBUG] [FORECASTER] CMC: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T09:22:36.716315] [DEBUG] [FORECASTER] CMC: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T09:22:36.927608] [DEBUG] [FORECASTER] CMC: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T09:22:37.135935] [DEBUG] [FORECASTER] CMC: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T09:22:37.352779] [DEBUG] [FORECASTER] CMC: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T09:22:37.566929] [DEBUG] [FORECASTER] CMC: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T09:22:37.777526] [DEBUG] [FORECASTER] CMC: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T09:22:37.990973] [DEBUG] [FORECASTER] CMC: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T09:22:37.991293] [INFO ] [CONFIGURE ] CMC: DISCARDED add_pbf_morning_momentum (score: 50.00%)
[2025-11-25T09:22:37.991408] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 2.8s/test | Remaining: 1790 tests
[2025-11-25T09:22:37.991513] [INFO ] [CONFIGURE ] CMC: Testing feature 16/29: add_pbf_overnight_gap
[2025-11-25T09:22:37.991625] [INFO ] [CONFIGURE ] CMC: Testing with features: ['add_bollinger_bands', 'add_pbf_overnight_gap']
[2025-11-25T09:22:38.220606] [DEBUG] [FORECASTER] CMC: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T09:22:38.446277] [DEBUG] [FORECASTER] CMC: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T09:22:38.692575] [DEBUG] [FORECASTER] CMC: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T09:22:38.942096] [DEBUG] [FORECASTER] CMC: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T09:22:39.200379] [DEBUG] [FORECASTER] CMC: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T09:22:39.456337] [DEBUG] [FORECASTER] CMC: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T09:22:39.696661] [DEBUG] [FORECASTER] CMC: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T09:22:39.937708] [DEBUG] [FORECASTER] CMC: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T09:22:40.181934] [DEBUG] [FORECASTER] CMC: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T09:22:40.456703] [DEBUG] [FORECASTER] CMC: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T09:22:40.456909] [INFO ] [CONFIGURE ] CMC: DISCARDED add_pbf_overnight_gap (score: 40.00%)
[2025-11-25T09:22:40.456970] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 2.8s/test | Remaining: 1789 tests
[2025-11-25T09:22:40.457018] [INFO ] [CONFIGURE ] CMC: Testing feature 17/29: add_pbf_return_2d
[2025-11-25T09:22:40.457061] [INFO ] [CONFIGURE ] CMC: Testing with features: ['add_bollinger_bands', 'add_pbf_return_2d']
[2025-11-25T09:22:40.750941] [DEBUG] [FORECASTER] CMC: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T09:22:41.009414] [DEBUG] [FORECASTER] CMC: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T09:22:41.267888] [DEBUG] [FORECASTER] CMC: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T09:22:41.533820] [DEBUG] [FORECASTER] CMC: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T09:22:41.779317] [DEBUG] [FORECASTER] CMC: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T09:22:42.028409] [DEBUG] [FORECASTER] CMC: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T09:22:42.285063] [DEBUG] [FORECASTER] CMC: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T09:22:42.524284] [DEBUG] [FORECASTER] CMC: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T09:22:42.778410] [DEBUG] [FORECASTER] CMC: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T09:22:43.038012] [DEBUG] [FORECASTER] CMC: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T09:22:43.038259] [INFO ] [CONFIGURE ] CMC: DISCARDED add_pbf_return_2d (score: 50.00%)
[2025-11-25T09:22:43.038347] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 2.8s/test | Remaining: 1788 tests
[2025-11-25T09:22:43.038415] [INFO ] [CONFIGURE ] CMC: Testing feature 18/29: add_pbf_volatility_5d
[2025-11-25T09:22:43.038476] [INFO ] [CONFIGURE ] CMC: Testing with features: ['add_bollinger_bands', 'add_pbf_volatility_5d']
[2025-11-25T09:22:43.268261] [DEBUG] [FORECASTER] CMC: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T09:22:43.489075] [DEBUG] [FORECASTER] CMC: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T09:22:43.706273] [DEBUG] [FORECASTER] CMC: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T09:22:43.921205] [DEBUG] [FORECASTER] CMC: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T09:22:44.130797] [DEBUG] [FORECASTER] CMC: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T09:22:44.334625] [DEBUG] [FORECASTER] CMC: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T09:22:44.542541] [DEBUG] [FORECASTER] CMC: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T09:22:44.757233] [DEBUG] [FORECASTER] CMC: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T09:22:44.967383] [DEBUG] [FORECASTER] CMC: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T09:22:45.181323] [DEBUG] [FORECASTER] CMC: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T09:22:45.181520] [INFO ] [CONFIGURE ] CMC: DISCARDED add_pbf_volatility_5d (score: 60.00%)
[2025-11-25T09:22:45.181572] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 2.8s/test | Remaining: 1787 tests
[2025-11-25T09:22:45.181611] [INFO ] [CONFIGURE ] CMC: Testing feature 19/29: add_pbf_vs_sma_5
[2025-11-25T09:22:45.181669] [INFO ] [CONFIGURE ] CMC: Testing with features: ['add_bollinger_bands', 'add_pbf_vs_sma_5']
[2025-11-25T09:22:45.387198] [DEBUG] [FORECASTER] CMC: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0
[2025-11-25T09:22:45.596961] [DEBUG] [FORECASTER] CMC: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T09:22:45.811720] [DEBUG] [FORECASTER] CMC: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T09:22:46.016637] [DEBUG] [FORECASTER] CMC: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T09:22:46.224960] [DEBUG] [FORECASTER] CMC: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T09:22:46.436823] [DEBUG] [FORECASTER] CMC: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T09:22:46.649111] [DEBUG] [FORECASTER] CMC: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T09:22:46.859695] [DEBUG] [FORECASTER] CMC: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T09:22:47.065791] [DEBUG] [FORECASTER] CMC: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T09:22:47.282185] [DEBUG] [FORECASTER] CMC: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T09:22:47.282364] [INFO ] [CONFIGURE ] CMC: DISCARDED add_pbf_vs_sma_5 (score: 40.00%)
[2025-11-25T09:22:47.282413] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 2.8s/test | Remaining: 1786 tests
[2025-11-25T09:22:47.282453] [INFO ] [CONFIGURE ] CMC: Testing feature 20/29: add_price_rejection
[2025-11-25T09:22:47.282489] [INFO ] [CONFIGURE ] CMC: Testing with features: ['add_bollinger_bands', 'add_price_rejection']
[2025-11-25T09:22:47.498918] [DEBUG] [FORECASTER] CMC: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0
[2025-11-25T09:22:47.737038] [DEBUG] [FORECASTER] CMC: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T09:22:47.988887] [DEBUG] [FORECASTER] CMC: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T09:22:48.216520] [DEBUG] [FORECASTER] CMC: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T09:22:48.445751] [DEBUG] [FORECASTER] CMC: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T09:22:48.680388] [DEBUG] [FORECASTER] CMC: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T09:22:48.907417] [DEBUG] [FORECASTER] CMC: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T09:22:49.144602] [DEBUG] [FORECASTER] CMC: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T09:22:49.378366] [DEBUG] [FORECASTER] CMC: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T09:22:49.615322] [DEBUG] [FORECASTER] CMC: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T09:22:49.615526] [INFO ] [CONFIGURE ] CMC: KEPT add_price_rejection (score: 70.00%)
[2025-11-25T09:22:49.615607] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 2.8s/test | Remaining: 1785 tests
[2025-11-25T09:22:49.615679] [INFO ] [CONFIGURE ] CMC: Testing feature 21/29: add_range_position
[2025-11-25T09:22:49.615729] [INFO ] [CONFIGURE ] CMC: Testing with features: ['add_bollinger_bands', 'add_price_rejection', 'add_range_position']
[2025-11-25T09:22:49.891700] [DEBUG] [FORECASTER] CMC: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T09:22:50.190342] [DEBUG] [FORECASTER] CMC: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T09:22:50.502699] [DEBUG] [FORECASTER] CMC: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T09:22:50.772580] [DEBUG] [FORECASTER] CMC: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T09:22:51.044674] [DEBUG] [FORECASTER] CMC: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T09:22:51.323183] [DEBUG] [FORECASTER] CMC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T09:22:51.593669] [DEBUG] [FORECASTER] CMC: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T09:22:51.886044] [DEBUG] [FORECASTER] CMC: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T09:22:52.171404] [DEBUG] [FORECASTER] CMC: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T09:22:52.469049] [DEBUG] [FORECASTER] CMC: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T09:22:52.469231] [INFO ] [CONFIGURE ] CMC: KEPT add_range_position (score: 90.00%)
[2025-11-25T09:22:52.469293] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 2.8s/test | Remaining: 1784 tests
[2025-11-25T09:22:52.469365] [INFO ] [CONFIGURE ] CMC: Testing feature 22/29: add_realized_volatility
[2025-11-25T09:22:52.469419] [INFO ] [CONFIGURE ] CMC: Testing with features: ['add_bollinger_bands', 'add_price_rejection', 'add_range_position', 'add_realized_volatility']
[2025-11-25T09:22:52.873391] [DEBUG] [FORECASTER] CMC: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T09:22:53.275627] [DEBUG] [FORECASTER] CMC: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T09:22:53.663865] [DEBUG] [FORECASTER] CMC: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T09:22:54.071972] [DEBUG] [FORECASTER] CMC: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T09:22:54.468377] [DEBUG] [FORECASTER] CMC: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T09:22:54.852999] [DEBUG] [FORECASTER] CMC: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T09:22:55.231495] [DEBUG] [FORECASTER] CMC: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T09:22:55.607503] [DEBUG] [FORECASTER] CMC: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T09:22:55.999216] [DEBUG] [FORECASTER] CMC: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T09:22:56.402794] [DEBUG] [FORECASTER] CMC: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T09:22:56.403000] [INFO ] [CONFIGURE ] CMC: DISCARDED add_realized_volatility (score: 70.00%)
[2025-11-25T09:22:56.403059] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 2.8s/test | Remaining: 1783 tests
[2025-11-25T09:22:56.403108] [INFO ] [CONFIGURE ] CMC: Testing feature 23/29: add_recent_range_context
[2025-11-25T09:22:56.403145] [INFO ] [CONFIGURE ] CMC: Testing with features: ['add_bollinger_bands', 'add_price_rejection', 'add_range_position', 'add_recent_range_context']
[2025-11-25T09:22:56.702983] [DEBUG] [FORECASTER] CMC: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T09:22:57.029138] [DEBUG] [FORECASTER] CMC: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T09:22:57.353951] [DEBUG] [FORECASTER] CMC: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T09:22:57.649183] [DEBUG] [FORECASTER] CMC: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T09:22:57.948007] [DEBUG] [FORECASTER] CMC: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T09:22:58.248146] [DEBUG] [FORECASTER] CMC: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T09:22:58.546463] [DEBUG] [FORECASTER] CMC: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T09:22:58.851973] [DEBUG] [FORECASTER] CMC: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T09:22:59.195144] [DEBUG] [FORECASTER] CMC: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T09:22:59.545186] [DEBUG] [FORECASTER] CMC: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T09:22:59.545378] [INFO ] [CONFIGURE ] CMC: DISCARDED add_recent_range_context (score: 80.00%)
[2025-11-25T09:22:59.545437] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 2.8s/test | Remaining: 1782 tests
[2025-11-25T09:22:59.545486] [INFO ] [CONFIGURE ] CMC: Testing feature 24/29: add_rsi
[2025-11-25T09:22:59.545532] [INFO ] [CONFIGURE ] CMC: Testing with features: ['add_bollinger_bands', 'add_price_rejection', 'add_range_position', 'add_ema', 'add_rsi']
[2025-11-25T09:22:59.919334] [DEBUG] [FORECASTER] CMC: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T09:23:00.296851] [DEBUG] [FORECASTER] CMC: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T09:23:01.362555] [DEBUG] [FORECASTER] CMC: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T09:23:01.760892] [DEBUG] [FORECASTER] CMC: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T09:23:02.110162] [DEBUG] [FORECASTER] CMC: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T09:23:02.448834] [DEBUG] [FORECASTER] CMC: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T09:23:02.782064] [DEBUG] [FORECASTER] CMC: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T09:23:03.135456] [DEBUG] [FORECASTER] CMC: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T09:23:03.505747] [DEBUG] [FORECASTER] CMC: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T09:23:03.883190] [DEBUG] [FORECASTER] CMC: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T09:23:03.883358] [INFO ] [CONFIGURE ] CMC: DISCARDED add_rsi (score: 50.00%)
[2025-11-25T09:23:03.883416] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 2.8s/test | Remaining: 1781 tests
[2025-11-25T09:23:03.883464] [INFO ] [CONFIGURE ] CMC: Testing feature 25/29: add_tick_distribution
[2025-11-25T09:23:03.883508] [INFO ] [CONFIGURE ] CMC: Testing with features: ['add_bollinger_bands', 'add_price_rejection', 'add_range_position', 'add_tick_distribution']
[2025-11-25T09:23:04.189608] [DEBUG] [FORECASTER] CMC: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T09:23:04.497582] [DEBUG] [FORECASTER] CMC: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T09:23:04.803166] [DEBUG] [FORECASTER] CMC: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T09:23:05.110044] [DEBUG] [FORECASTER] CMC: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T09:23:05.407099] [DEBUG] [FORECASTER] CMC: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T09:23:05.709108] [DEBUG] [FORECASTER] CMC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T09:23:06.008101] [DEBUG] [FORECASTER] CMC: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T09:23:06.332154] [DEBUG] [FORECASTER] CMC: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T09:23:06.643404] [DEBUG] [FORECASTER] CMC: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T09:23:06.951835] [DEBUG] [FORECASTER] CMC: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T09:23:06.952025] [INFO ] [CONFIGURE ] CMC: DISCARDED add_tick_distribution (score: 70.00%)
[2025-11-25T09:23:06.952084] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 2.8s/test | Remaining: 1780 tests
[2025-11-25T09:23:06.952185] [INFO ] [CONFIGURE ] CMC: Testing feature 26/29: add_volume_momentum_confirmation
[2025-11-25T09:23:06.952237] [INFO ] [CONFIGURE ] CMC: Testing with features: ['add_bollinger_bands', 'add_price_rejection', 'add_range_position', 'add_volume_momentum_confirmation']
[2025-11-25T09:23:07.266457] [DEBUG] [FORECASTER] CMC: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T09:23:07.567498] [DEBUG] [FORECASTER] CMC: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T09:23:07.898534] [DEBUG] [FORECASTER] CMC: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T09:23:08.209470] [DEBUG] [FORECASTER] CMC: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T09:23:08.511970] [DEBUG] [FORECASTER] CMC: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T09:23:08.821882] [DEBUG] [FORECASTER] CMC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T09:23:09.138302] [DEBUG] [FORECASTER] CMC: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T09:23:09.428570] [DEBUG] [FORECASTER] CMC: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T09:23:09.713961] [DEBUG] [FORECASTER] CMC: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T09:23:10.012605] [DEBUG] [FORECASTER] CMC: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T09:23:10.012839] [INFO ] [CONFIGURE ] CMC: DISCARDED add_volume_momentum_confirmation (score: 70.00%)
[2025-11-25T09:23:10.012899] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 2.8s/test | Remaining: 1779 tests
[2025-11-25T09:23:10.012947] [INFO ] [CONFIGURE ] CMC: Testing feature 27/29: add_volume_price_divergence
[2025-11-25T09:23:10.012985] [INFO ] [CONFIGURE ] CMC: Testing with features: ['add_bollinger_bands', 'add_price_rejection', 'add_range_position', 'add_volume_price_divergence']
[2025-11-25T09:23:10.351889] [DEBUG] [FORECASTER] CMC: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T09:23:10.698504] [DEBUG] [FORECASTER] CMC: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T09:23:11.035537] [DEBUG] [FORECASTER] CMC: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T09:23:11.364462] [DEBUG] [FORECASTER] CMC: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T09:23:11.694411] [DEBUG] [FORECASTER] CMC: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T09:23:12.026308] [DEBUG] [FORECASTER] CMC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T09:23:12.376765] [DEBUG] [FORECASTER] CMC: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T09:23:12.733383] [DEBUG] [FORECASTER] CMC: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T09:23:13.061836] [DEBUG] [FORECASTER] CMC: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T09:23:13.405901] [DEBUG] [FORECASTER] CMC: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T09:23:13.406172] [INFO ] [CONFIGURE ] CMC: DISCARDED add_volume_price_divergence (score: 70.00%)
[2025-11-25T09:23:13.406231] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 2.8s/test | Remaining: 1778 tests
[2025-11-25T09:23:13.406278] [INFO ] [CONFIGURE ] CMC: Testing feature 28/29: add_volume_profile
[2025-11-25T09:23:13.406319] [INFO ] [CONFIGURE ] CMC: Testing with features: ['add_bollinger_bands', 'add_price_rejection', 'add_range_position', 'add_volume_profile']
[2025-11-25T09:23:13.755171] [DEBUG] [FORECASTER] CMC: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T09:23:14.102754] [DEBUG] [FORECASTER] CMC: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T09:23:14.394676] [DEBUG] [FORECASTER] CMC: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T09:23:14.696604] [DEBUG] [FORECASTER] CMC: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T09:23:15.002799] [DEBUG] [FORECASTER] CMC: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T09:23:15.299060] [DEBUG] [FORECASTER] CMC: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T09:23:15.612993] [DEBUG] [FORECASTER] CMC: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T09:23:15.934935] [DEBUG] [FORECASTER] CMC: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T09:23:16.234295] [DEBUG] [FORECASTER] CMC: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T09:23:16.525892] [DEBUG] [FORECASTER] CMC: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T09:23:16.526101] [INFO ] [CONFIGURE ] CMC: DISCARDED add_volume_profile (score: 80.00%)
[2025-11-25T09:23:16.526161] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 2.8s/test | Remaining: 1777 tests
[2025-11-25T09:23:16.526209] [INFO ] [CONFIGURE ] CMC: Testing feature 29/29: add_vwap
[2025-11-25T09:23:16.526255] [INFO ] [CONFIGURE ] CMC: Testing with features: ['add_bollinger_bands', 'add_price_rejection', 'add_range_position', 'add_vwap']
[2025-11-25T09:23:16.817305] [DEBUG] [FORECASTER] CMC: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T09:23:17.111947] [DEBUG] [FORECASTER] CMC: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T09:23:17.442606] [DEBUG] [FORECASTER] CMC: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T09:23:17.728857] [DEBUG] [FORECASTER] CMC: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T09:23:18.034813] [DEBUG] [FORECASTER] CMC: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T09:23:18.338042] [DEBUG] [FORECASTER] CMC: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T09:23:18.656045] [DEBUG] [FORECASTER] CMC: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T09:23:18.975206] [DEBUG] [FORECASTER] CMC: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T09:23:19.301767] [DEBUG] [FORECASTER] CMC: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T09:23:19.615846] [DEBUG] [FORECASTER] CMC: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T09:23:19.616045] [INFO ] [CONFIGURE ] CMC: DISCARDED add_vwap (score: 60.00%)
[2025-11-25T09:23:19.616106] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 2.8s/test | Remaining: 1776 tests
[2025-11-25T09:23:19.616157] [INFO ] [CONFIGURE ] CMC: ===== FEATURE SELECTION COMPLETE =====
[2025-11-25T09:23:19.616201] [INFO ] [CONFIGURE ] CMC: Best accuracy: 90.00%
[2025-11-25T09:23:19.616245] [INFO ] [CONFIGURE ] CMC: Best feature set (3 features): ['add_bollinger_bands', 'add_price_rejection', 'add_range_position']
[2025-11-25T09:23:19.616285] [INFO ] [CONFIGURE ] CMC: Improvement over baseline: 50.00%
[2025-11-25T09:23:19.616323] [INFO ] [CONFIGURE ] CMC: Total time: 1.3 minutes
[2025-11-25T09:23:19.616361] [INFO ] [CONFIGURE ] CMC: Average time per feature: 2.8 seconds
[2025-11-25T09:23:19.616398] [INFO ] [CONFIGURE ] CMC: Average speed: 0.36 features/sec
[2025-11-25T09:23:19.616906] [INFO ] [LOCAL     ] Saved configuration for CMC: 3 features, 90.00% accuracy -> ./output/feature-sets/CMC.json
[2025-11-25T09:23:19.616969] [INFO ] [CONFIGURE ] CMC: Configuration saved successfully: 3 features, 90.00% accuracy.
[2025-11-25T09:23:19.617020] [INFO ] [sig       ] [104/164] Successfully configured CMC | 0.01 sym/s | Total: 2.4h | ETA: 1.4h
[2025-11-25T09:23:19.617065] [INFO ] [sig       ] [105/164] Configuring CMI...
[2025-11-25T09:23:19.617105] [INFO ] [CONFIGURE ] CMI: Configurate test run.
[2025-11-25T09:23:19.617145] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CMI' from 'https://tdm.silogroup.org/data/derivative_storage/CMI.csv'.
[2025-11-25T09:23:19.629025] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'CMI'.
[2025-11-25T09:23:19.629417] [INFO ] [CONFIGURE ] CMI: Testing with 29 available features
[2025-11-25T09:23:19.629486] [INFO ] [CONFIGURE ] CMI: Establishing baseline with no features...
[2025-11-25T09:23:19.821126] [DEBUG] [FORECASTER] CMI: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T09:23:20.006761] [DEBUG] [FORECASTER] CMI: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0
[2025-11-25T09:23:20.176670] [DEBUG] [FORECASTER] CMI: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T09:23:20.342416] [DEBUG] [FORECASTER] CMI: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T09:23:20.563183] [DEBUG] [FORECASTER] CMI: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T09:23:20.782285] [DEBUG] [FORECASTER] CMI: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1
[2025-11-25T09:23:21.008894] [DEBUG] [FORECASTER] CMI: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T09:23:21.233909] [DEBUG] [FORECASTER] CMI: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T09:23:21.434510] [DEBUG] [FORECASTER] CMI: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T09:23:21.601368] [DEBUG] [FORECASTER] CMI: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T09:23:21.601523] [INFO ] [CONFIGURE ] CMI: Baseline score (no features): 50.00%
[2025-11-25T09:23:21.601578] [INFO ] [CONFIGURE ] CMI: Testing feature 1/29: add_bollinger_bands
[2025-11-25T09:23:21.601618] [INFO ] [CONFIGURE ] CMI: Testing with features: ['add_bollinger_bands']
[2025-11-25T09:23:21.809813] [DEBUG] [FORECASTER] CMI: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T09:23:22.015209] [DEBUG] [FORECASTER] CMI: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0
[2025-11-25T09:23:22.230797] [DEBUG] [FORECASTER] CMI: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T09:23:22.449894] [DEBUG] [FORECASTER] CMI: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T09:23:22.660405] [DEBUG] [FORECASTER] CMI: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T09:23:22.875249] [DEBUG] [FORECASTER] CMI: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1
[2025-11-25T09:23:23.098359] [DEBUG] [FORECASTER] CMI: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T09:23:23.322406] [DEBUG] [FORECASTER] CMI: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T09:23:23.549017] [DEBUG] [FORECASTER] CMI: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T09:23:23.768818] [DEBUG] [FORECASTER] CMI: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T09:23:23.769004] [INFO ] [CONFIGURE ] CMI: KEPT add_bollinger_bands (score: 60.00%)
[2025-11-25T09:23:23.769055] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 2.8s/test | Remaining: 1775 tests
[2025-11-25T09:23:23.769095] [INFO ] [CONFIGURE ] CMI: Testing feature 2/29: add_cumulative_delta
[2025-11-25T09:23:23.769130] [INFO ] [CONFIGURE ] CMI: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta']
[2025-11-25T09:23:24.018987] [DEBUG] [FORECASTER] CMI: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T09:23:24.281265] [DEBUG] [FORECASTER] CMI: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0
[2025-11-25T09:23:24.516085] [DEBUG] [FORECASTER] CMI: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T09:23:24.772020] [DEBUG] [FORECASTER] CMI: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T09:23:25.009960] [DEBUG] [FORECASTER] CMI: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T09:23:25.245832] [DEBUG] [FORECASTER] CMI: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1
[2025-11-25T09:23:25.486749] [DEBUG] [FORECASTER] CMI: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T09:23:25.733859] [DEBUG] [FORECASTER] CMI: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T09:23:25.988503] [DEBUG] [FORECASTER] CMI: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T09:23:26.244576] [DEBUG] [FORECASTER] CMI: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T09:23:26.244775] [INFO ] [CONFIGURE ] CMI: DISCARDED add_cumulative_delta (score: 40.00%)
[2025-11-25T09:23:26.244832] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 2.8s/test | Remaining: 1774 tests
[2025-11-25T09:23:26.244880] [INFO ] [CONFIGURE ] CMI: Testing feature 3/29: add_daily_returns
[2025-11-25T09:23:26.244923] [INFO ] [CONFIGURE ] CMI: Testing with features: ['add_bollinger_bands', 'add_daily_returns']
[2025-11-25T09:23:26.465163] [DEBUG] [FORECASTER] CMI: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T09:23:26.681521] [DEBUG] [FORECASTER] CMI: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T09:23:26.899381] [DEBUG] [FORECASTER] CMI: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T09:23:27.123691] [DEBUG] [FORECASTER] CMI: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T09:23:27.347266] [DEBUG] [FORECASTER] CMI: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T09:23:27.563032] [DEBUG] [FORECASTER] CMI: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1
[2025-11-25T09:23:27.789415] [DEBUG] [FORECASTER] CMI: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T09:23:28.026353] [DEBUG] [FORECASTER] CMI: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T09:23:28.262484] [DEBUG] [FORECASTER] CMI: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T09:23:28.503055] [DEBUG] [FORECASTER] CMI: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T09:23:28.503225] [INFO ] [CONFIGURE ] CMI: DISCARDED add_daily_returns (score: 60.00%)
[2025-11-25T09:23:28.503274] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 2.8s/test | Remaining: 1773 tests
[2025-11-25T09:23:28.503315] [INFO ] [CONFIGURE ] CMI: Testing feature 4/29: add_ema
[2025-11-25T09:23:28.503352] [INFO ] [CONFIGURE ] CMI: Testing with features: ['add_bollinger_bands', 'add_ema']
[2025-11-25T09:23:28.777133] [DEBUG] [FORECASTER] CMI: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T09:23:29.031468] [DEBUG] [FORECASTER] CMI: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0
[2025-11-25T09:23:29.294006] [DEBUG] [FORECASTER] CMI: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T09:23:29.552983] [DEBUG] [FORECASTER] CMI: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T09:23:29.806438] [DEBUG] [FORECASTER] CMI: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T09:23:30.071877] [DEBUG] [FORECASTER] CMI: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1
[2025-11-25T09:23:30.354299] [DEBUG] [FORECASTER] CMI: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T09:23:30.612113] [DEBUG] [FORECASTER] CMI: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T09:23:30.878432] [DEBUG] [FORECASTER] CMI: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T09:23:31.135893] [DEBUG] [FORECASTER] CMI: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T09:23:31.136107] [INFO ] [CONFIGURE ] CMI: DISCARDED add_ema (score: 60.00%)
[2025-11-25T09:23:31.136157] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 2.8s/test | Remaining: 1772 tests
[2025-11-25T09:23:31.136199] [INFO ] [CONFIGURE ] CMI: Testing feature 5/29: add_exhaustion_signals
[2025-11-25T09:23:31.136237] [INFO ] [CONFIGURE ] CMI: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals']
[2025-11-25T09:23:31.388595] [DEBUG] [FORECASTER] CMI: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T09:23:31.642904] [DEBUG] [FORECASTER] CMI: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0
[2025-11-25T09:23:31.901409] [DEBUG] [FORECASTER] CMI: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T09:23:32.155938] [DEBUG] [FORECASTER] CMI: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T09:23:32.410667] [DEBUG] [FORECASTER] CMI: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T09:23:32.667119] [DEBUG] [FORECASTER] CMI: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1
[2025-11-25T09:23:32.922102] [DEBUG] [FORECASTER] CMI: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T09:23:33.187269] [DEBUG] [FORECASTER] CMI: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T09:23:33.447960] [DEBUG] [FORECASTER] CMI: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T09:23:33.712368] [DEBUG] [FORECASTER] CMI: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T09:23:33.712572] [INFO ] [CONFIGURE ] CMI: DISCARDED add_exhaustion_signals (score: 50.00%)
[2025-11-25T09:23:33.712813] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 2.8s/test | Remaining: 1771 tests
[2025-11-25T09:23:33.712880] [INFO ] [CONFIGURE ] CMI: Testing feature 6/29: add_failed_moves
[2025-11-25T09:23:33.712927] [INFO ] [CONFIGURE ] CMI: Testing with features: ['add_bollinger_bands', 'add_failed_moves']
[2025-11-25T09:23:33.950251] [DEBUG] [FORECASTER] CMI: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T09:23:34.189957] [DEBUG] [FORECASTER] CMI: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0
[2025-11-25T09:23:34.429520] [DEBUG] [FORECASTER] CMI: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T09:23:34.666159] [DEBUG] [FORECASTER] CMI: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T09:23:34.897697] [DEBUG] [FORECASTER] CMI: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T09:23:35.135789] [DEBUG] [FORECASTER] CMI: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1
[2025-11-25T09:23:35.363940] [DEBUG] [FORECASTER] CMI: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T09:23:35.598334] [DEBUG] [FORECASTER] CMI: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T09:23:35.817027] [DEBUG] [FORECASTER] CMI: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T09:23:36.039076] [DEBUG] [FORECASTER] CMI: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T09:23:36.039372] [INFO ] [CONFIGURE ] CMI: KEPT add_failed_moves (score: 70.00%)
[2025-11-25T09:23:36.039439] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 2.8s/test | Remaining: 1770 tests
[2025-11-25T09:23:36.039537] [INFO ] [CONFIGURE ] CMI: Testing feature 7/29: add_lag_shelf
[2025-11-25T09:23:36.039633] [INFO ] [CONFIGURE ] CMI: Testing with features: ['add_bollinger_bands', 'add_failed_moves', 'add_lag_shelf']
[2025-11-25T09:23:36.255749] [DEBUG] [FORECASTER] CMI: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T09:23:36.474833] [DEBUG] [FORECASTER] CMI: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0
[2025-11-25T09:23:36.682338] [DEBUG] [FORECASTER] CMI: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T09:23:36.890232] [DEBUG] [FORECASTER] CMI: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T09:23:37.100400] [DEBUG] [FORECASTER] CMI: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T09:23:37.318782] [DEBUG] [FORECASTER] CMI: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1
[2025-11-25T09:23:37.537914] [DEBUG] [FORECASTER] CMI: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T09:23:37.753417] [DEBUG] [FORECASTER] CMI: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T09:23:37.972679] [DEBUG] [FORECASTER] CMI: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T09:23:38.194438] [DEBUG] [FORECASTER] CMI: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T09:23:38.194628] [INFO ] [CONFIGURE ] CMI: DISCARDED add_lag_shelf (score: 60.00%)
[2025-11-25T09:23:38.194718] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 2.8s/test | Remaining: 1769 tests
[2025-11-25T09:23:38.194776] [INFO ] [CONFIGURE ] CMI: Testing feature 8/29: add_macd
[2025-11-25T09:23:38.194846] [INFO ] [CONFIGURE ] CMI: Testing with features: ['add_bollinger_bands', 'add_failed_moves', 'add_vwap', 'add_macd']
[2025-11-25T09:23:38.511623] [DEBUG] [FORECASTER] CMI: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T09:23:38.829408] [DEBUG] [FORECASTER] CMI: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T09:23:39.190636] [DEBUG] [FORECASTER] CMI: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T09:23:39.532434] [DEBUG] [FORECASTER] CMI: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T09:23:39.849452] [DEBUG] [FORECASTER] CMI: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T09:23:40.154514] [DEBUG] [FORECASTER] CMI: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1
[2025-11-25T09:23:40.452209] [DEBUG] [FORECASTER] CMI: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T09:23:40.748211] [DEBUG] [FORECASTER] CMI: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T09:23:41.052917] [DEBUG] [FORECASTER] CMI: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T09:23:41.375546] [DEBUG] [FORECASTER] CMI: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T09:23:41.375787] [INFO ] [CONFIGURE ] CMI: DISCARDED add_macd (score: 50.00%)
[2025-11-25T09:23:41.375847] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 2.8s/test | Remaining: 1768 tests
[2025-11-25T09:23:41.375898] [INFO ] [CONFIGURE ] CMI: Testing feature 9/29: add_mfi
[2025-11-25T09:23:41.375942] [INFO ] [CONFIGURE ] CMI: Testing with features: ['add_bollinger_bands', 'add_failed_moves', 'add_mfi']
[2025-11-25T09:23:41.601121] [DEBUG] [FORECASTER] CMI: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T09:23:41.826121] [DEBUG] [FORECASTER] CMI: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0
[2025-11-25T09:23:42.051970] [DEBUG] [FORECASTER] CMI: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T09:23:42.276313] [DEBUG] [FORECASTER] CMI: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T09:23:42.508476] [DEBUG] [FORECASTER] CMI: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T09:23:42.745616] [DEBUG] [FORECASTER] CMI: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1
[2025-11-25T09:23:42.982675] [DEBUG] [FORECASTER] CMI: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T09:23:43.215295] [DEBUG] [FORECASTER] CMI: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T09:23:43.447566] [DEBUG] [FORECASTER] CMI: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T09:23:43.673768] [DEBUG] [FORECASTER] CMI: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T09:23:43.673951] [INFO ] [CONFIGURE ] CMI: DISCARDED add_mfi (score: 50.00%)
[2025-11-25T09:23:43.674009] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 2.8s/test | Remaining: 1767 tests
[2025-11-25T09:23:43.674059] [INFO ] [CONFIGURE ] CMI: Testing feature 10/29: add_momentum_acceleration
[2025-11-25T09:23:43.674103] [INFO ] [CONFIGURE ] CMI: Testing with features: ['add_bollinger_bands', 'add_failed_moves', 'add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-11-25T09:23:44.010909] [DEBUG] [FORECASTER] CMI: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T09:23:44.341037] [DEBUG] [FORECASTER] CMI: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0
[2025-11-25T09:23:44.661267] [DEBUG] [FORECASTER] CMI: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T09:23:45.000015] [DEBUG] [FORECASTER] CMI: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T09:23:45.332077] [DEBUG] [FORECASTER] CMI: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T09:23:45.662820] [DEBUG] [FORECASTER] CMI: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1
[2025-11-25T09:23:45.998535] [DEBUG] [FORECASTER] CMI: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T09:23:46.312810] [DEBUG] [FORECASTER] CMI: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T09:23:46.640381] [DEBUG] [FORECASTER] CMI: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T09:23:46.959915] [DEBUG] [FORECASTER] CMI: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T09:23:46.960147] [INFO ] [CONFIGURE ] CMI: DISCARDED add_momentum_acceleration (score: 70.00%)
[2025-11-25T09:23:46.960205] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 2.8s/test | Remaining: 1766 tests
[2025-11-25T09:23:46.960253] [INFO ] [CONFIGURE ] CMI: Testing feature 11/29: add_obv_daily
[2025-11-25T09:23:46.960296] [INFO ] [CONFIGURE ] CMI: Testing with features: ['add_bollinger_bands', 'add_failed_moves', 'add_obv_daily']
[2025-11-25T09:23:47.212918] [DEBUG] [FORECASTER] CMI: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T09:23:47.449280] [DEBUG] [FORECASTER] CMI: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0
[2025-11-25T09:23:47.675701] [DEBUG] [FORECASTER] CMI: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T09:23:47.908323] [DEBUG] [FORECASTER] CMI: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T09:23:48.145814] [DEBUG] [FORECASTER] CMI: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T09:23:48.387264] [DEBUG] [FORECASTER] CMI: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1
[2025-11-25T09:23:48.611437] [DEBUG] [FORECASTER] CMI: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T09:23:48.860681] [DEBUG] [FORECASTER] CMI: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T09:23:49.094999] [DEBUG] [FORECASTER] CMI: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T09:23:49.340679] [DEBUG] [FORECASTER] CMI: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T09:23:49.340893] [INFO ] [CONFIGURE ] CMI: DISCARDED add_obv_daily (score: 60.00%)
[2025-11-25T09:23:49.340954] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 2.8s/test | Remaining: 1765 tests
[2025-11-25T09:23:49.341004] [INFO ] [CONFIGURE ] CMI: Testing feature 12/29: add_obv_interval
[2025-11-25T09:23:49.341050] [INFO ] [CONFIGURE ] CMI: Testing with features: ['add_bollinger_bands', 'add_failed_moves', 'add_obv_interval']
[2025-11-25T09:23:49.572898] [DEBUG] [FORECASTER] CMI: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T09:23:49.809725] [DEBUG] [FORECASTER] CMI: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0
[2025-11-25T09:23:50.044109] [DEBUG] [FORECASTER] CMI: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T09:23:50.277746] [DEBUG] [FORECASTER] CMI: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T09:23:50.551270] [DEBUG] [FORECASTER] CMI: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T09:23:50.806809] [DEBUG] [FORECASTER] CMI: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1
[2025-11-25T09:23:51.064046] [DEBUG] [FORECASTER] CMI: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T09:23:51.306802] [DEBUG] [FORECASTER] CMI: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T09:23:51.534240] [DEBUG] [FORECASTER] CMI: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T09:23:51.758008] [DEBUG] [FORECASTER] CMI: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T09:23:51.758186] [INFO ] [CONFIGURE ] CMI: DISCARDED add_obv_interval (score: 40.00%)
[2025-11-25T09:23:51.758242] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 2.8s/test | Remaining: 1764 tests
[2025-11-25T09:23:51.758291] [INFO ] [CONFIGURE ] CMI: Testing feature 13/29: add_opening_strength
[2025-11-25T09:23:51.758335] [INFO ] [CONFIGURE ] CMI: Testing with features: ['add_bollinger_bands', 'add_failed_moves', 'add_daily_returns', 'add_opening_strength']
[2025-11-25T09:23:52.013525] [DEBUG] [FORECASTER] CMI: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T09:23:52.281380] [DEBUG] [FORECASTER] CMI: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T09:23:52.524907] [DEBUG] [FORECASTER] CMI: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T09:23:52.769091] [DEBUG] [FORECASTER] CMI: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T09:23:53.017385] [DEBUG] [FORECASTER] CMI: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T09:23:53.294018] [DEBUG] [FORECASTER] CMI: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1
[2025-11-25T09:23:53.541233] [DEBUG] [FORECASTER] CMI: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T09:23:53.782496] [DEBUG] [FORECASTER] CMI: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T09:23:54.026687] [DEBUG] [FORECASTER] CMI: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T09:23:54.271811] [DEBUG] [FORECASTER] CMI: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T09:23:54.272007] [INFO ] [CONFIGURE ] CMI: DISCARDED add_opening_strength (score: 70.00%)
[2025-11-25T09:23:54.272066] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 2.8s/test | Remaining: 1763 tests
[2025-11-25T09:23:54.272115] [INFO ] [CONFIGURE ] CMI: Testing feature 14/29: add_order_flow_imbalance
[2025-11-25T09:23:54.272160] [INFO ] [CONFIGURE ] CMI: Testing with features: ['add_bollinger_bands', 'add_failed_moves', 'add_order_flow_imbalance']
[2025-11-25T09:23:54.544241] [DEBUG] [FORECASTER] CMI: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T09:23:54.821478] [DEBUG] [FORECASTER] CMI: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0
[2025-11-25T09:23:55.077921] [DEBUG] [FORECASTER] CMI: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T09:23:55.328319] [DEBUG] [FORECASTER] CMI: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T09:23:55.584032] [DEBUG] [FORECASTER] CMI: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T09:23:55.833581] [DEBUG] [FORECASTER] CMI: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1
[2025-11-25T09:23:56.091327] [DEBUG] [FORECASTER] CMI: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T09:23:56.339386] [DEBUG] [FORECASTER] CMI: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T09:23:56.599407] [DEBUG] [FORECASTER] CMI: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T09:23:56.844256] [DEBUG] [FORECASTER] CMI: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T09:23:56.844428] [INFO ] [CONFIGURE ] CMI: DISCARDED add_order_flow_imbalance (score: 50.00%)
[2025-11-25T09:23:56.844485] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 2.8s/test | Remaining: 1762 tests
[2025-11-25T09:23:56.844532] [INFO ] [CONFIGURE ] CMI: Testing feature 15/29: add_pbf_morning_momentum
[2025-11-25T09:23:56.844573] [INFO ] [CONFIGURE ] CMI: Testing with features: ['add_bollinger_bands', 'add_failed_moves', 'add_pbf_morning_momentum']
[2025-11-25T09:23:57.071804] [DEBUG] [FORECASTER] CMI: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T09:23:57.295814] [DEBUG] [FORECASTER] CMI: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0
[2025-11-25T09:23:57.508444] [DEBUG] [FORECASTER] CMI: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T09:23:57.722595] [DEBUG] [FORECASTER] CMI: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T09:23:57.939550] [DEBUG] [FORECASTER] CMI: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T09:23:58.160773] [DEBUG] [FORECASTER] CMI: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1
[2025-11-25T09:23:58.374686] [DEBUG] [FORECASTER] CMI: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T09:23:58.587195] [DEBUG] [FORECASTER] CMI: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T09:23:58.796390] [DEBUG] [FORECASTER] CMI: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T09:23:59.029707] [DEBUG] [FORECASTER] CMI: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T09:23:59.029914] [INFO ] [CONFIGURE ] CMI: DISCARDED add_pbf_morning_momentum (score: 70.00%)
[2025-11-25T09:23:59.029976] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 2.8s/test | Remaining: 1761 tests
[2025-11-25T09:23:59.030026] [INFO ] [CONFIGURE ] CMI: Testing feature 16/29: add_pbf_overnight_gap
[2025-11-25T09:23:59.030072] [INFO ] [CONFIGURE ] CMI: Testing with features: ['add_bollinger_bands', 'add_failed_moves', 'add_pbf_overnight_gap']
[2025-11-25T09:23:59.283866] [DEBUG] [FORECASTER] CMI: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T09:23:59.525708] [DEBUG] [FORECASTER] CMI: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0
[2025-11-25T09:23:59.757593] [DEBUG] [FORECASTER] CMI: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T09:23:59.992198] [DEBUG] [FORECASTER] CMI: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T09:24:00.249790] [DEBUG] [FORECASTER] CMI: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T09:24:00.512449] [DEBUG] [FORECASTER] CMI: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1
[2025-11-25T09:24:01.436547] [DEBUG] [FORECASTER] CMI: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T09:24:01.734097] [DEBUG] [FORECASTER] CMI: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T09:24:02.051358] [DEBUG] [FORECASTER] CMI: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T09:24:02.313380] [DEBUG] [FORECASTER] CMI: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T09:24:02.313611] [INFO ] [CONFIGURE ] CMI: DISCARDED add_pbf_overnight_gap (score: 50.00%)
[2025-11-25T09:24:02.313691] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 2.8s/test | Remaining: 1760 tests
[2025-11-25T09:24:02.313743] [INFO ] [CONFIGURE ] CMI: Testing feature 17/29: add_pbf_return_2d
[2025-11-25T09:24:02.313788] [INFO ] [CONFIGURE ] CMI: Testing with features: ['add_bollinger_bands', 'add_failed_moves', 'add_pbf_return_2d']
[2025-11-25T09:24:02.583817] [DEBUG] [FORECASTER] CMI: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T09:24:02.842507] [DEBUG] [FORECASTER] CMI: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T09:24:03.084261] [DEBUG] [FORECASTER] CMI: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T09:24:03.358857] [DEBUG] [FORECASTER] CMI: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T09:24:03.595580] [DEBUG] [FORECASTER] CMI: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T09:24:03.859950] [DEBUG] [FORECASTER] CMI: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1
[2025-11-25T09:24:04.110469] [DEBUG] [FORECASTER] CMI: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T09:24:04.369588] [DEBUG] [FORECASTER] CMI: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T09:24:04.639176] [DEBUG] [FORECASTER] CMI: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T09:24:04.910013] [DEBUG] [FORECASTER] CMI: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T09:24:04.910209] [INFO ] [CONFIGURE ] CMI: DISCARDED add_pbf_return_2d (score: 60.00%)
[2025-11-25T09:24:04.910270] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 2.8s/test | Remaining: 1759 tests
[2025-11-25T09:24:04.910320] [INFO ] [CONFIGURE ] CMI: Testing feature 18/29: add_pbf_volatility_5d
[2025-11-25T09:24:04.910365] [INFO ] [CONFIGURE ] CMI: Testing with features: ['add_bollinger_bands', 'add_failed_moves', 'add_pbf_volatility_5d']
[2025-11-25T09:24:05.140268] [DEBUG] [FORECASTER] CMI: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T09:24:05.376821] [DEBUG] [FORECASTER] CMI: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0
[2025-11-25T09:24:05.619854] [DEBUG] [FORECASTER] CMI: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T09:24:05.845756] [DEBUG] [FORECASTER] CMI: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T09:24:06.059975] [DEBUG] [FORECASTER] CMI: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T09:24:06.286220] [DEBUG] [FORECASTER] CMI: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1
[2025-11-25T09:24:06.502438] [DEBUG] [FORECASTER] CMI: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T09:24:06.723839] [DEBUG] [FORECASTER] CMI: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T09:24:06.939739] [DEBUG] [FORECASTER] CMI: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T09:24:07.154109] [DEBUG] [FORECASTER] CMI: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T09:24:07.154318] [INFO ] [CONFIGURE ] CMI: DISCARDED add_pbf_volatility_5d (score: 50.00%)
[2025-11-25T09:24:07.154370] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 2.8s/test | Remaining: 1758 tests
[2025-11-25T09:24:07.154410] [INFO ] [CONFIGURE ] CMI: Testing feature 19/29: add_pbf_vs_sma_5
[2025-11-25T09:24:07.154448] [INFO ] [CONFIGURE ] CMI: Testing with features: ['add_bollinger_bands', 'add_failed_moves', 'add_pbf_vs_sma_5']
[2025-11-25T09:24:07.408546] [DEBUG] [FORECASTER] CMI: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T09:24:07.661408] [DEBUG] [FORECASTER] CMI: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0
[2025-11-25T09:24:07.926137] [DEBUG] [FORECASTER] CMI: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T09:24:08.214546] [DEBUG] [FORECASTER] CMI: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T09:24:08.513139] [DEBUG] [FORECASTER] CMI: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T09:24:08.826538] [DEBUG] [FORECASTER] CMI: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1
[2025-11-25T09:24:09.076728] [DEBUG] [FORECASTER] CMI: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T09:24:09.328770] [DEBUG] [FORECASTER] CMI: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T09:24:09.551492] [DEBUG] [FORECASTER] CMI: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T09:24:09.768720] [DEBUG] [FORECASTER] CMI: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T09:24:09.768941] [INFO ] [CONFIGURE ] CMI: DISCARDED add_pbf_vs_sma_5 (score: 60.00%)
[2025-11-25T09:24:09.768999] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 2.8s/test | Remaining: 1757 tests
[2025-11-25T09:24:09.769046] [INFO ] [CONFIGURE ] CMI: Testing feature 20/29: add_price_rejection
[2025-11-25T09:24:09.769089] [INFO ] [CONFIGURE ] CMI: Testing with features: ['add_bollinger_bands', 'add_failed_moves', 'add_price_rejection']
[2025-11-25T09:24:09.999780] [DEBUG] [FORECASTER] CMI: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T09:24:10.239564] [DEBUG] [FORECASTER] CMI: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0
[2025-11-25T09:24:10.488864] [DEBUG] [FORECASTER] CMI: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T09:24:10.737631] [DEBUG] [FORECASTER] CMI: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T09:24:10.971563] [DEBUG] [FORECASTER] CMI: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T09:24:11.203102] [DEBUG] [FORECASTER] CMI: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1
[2025-11-25T09:24:11.433442] [DEBUG] [FORECASTER] CMI: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T09:24:11.666568] [DEBUG] [FORECASTER] CMI: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T09:24:11.889459] [DEBUG] [FORECASTER] CMI: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T09:24:12.127606] [DEBUG] [FORECASTER] CMI: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T09:24:12.127868] [INFO ] [CONFIGURE ] CMI: DISCARDED add_price_rejection (score: 60.00%)
[2025-11-25T09:24:12.128117] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 2.8s/test | Remaining: 1756 tests
[2025-11-25T09:24:12.128164] [INFO ] [CONFIGURE ] CMI: Testing feature 21/29: add_range_position
[2025-11-25T09:24:12.128201] [INFO ] [CONFIGURE ] CMI: Testing with features: ['add_bollinger_bands', 'add_failed_moves', 'add_range_position']
[2025-11-25T09:24:12.402434] [DEBUG] [FORECASTER] CMI: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T09:24:12.672304] [DEBUG] [FORECASTER] CMI: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0
[2025-11-25T09:24:12.959057] [DEBUG] [FORECASTER] CMI: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T09:24:13.239879] [DEBUG] [FORECASTER] CMI: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T09:24:13.514749] [DEBUG] [FORECASTER] CMI: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T09:24:13.795952] [DEBUG] [FORECASTER] CMI: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1
[2025-11-25T09:24:14.076436] [DEBUG] [FORECASTER] CMI: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T09:24:14.355562] [DEBUG] [FORECASTER] CMI: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T09:24:14.642044] [DEBUG] [FORECASTER] CMI: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T09:24:14.926384] [DEBUG] [FORECASTER] CMI: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T09:24:14.926580] [INFO ] [CONFIGURE ] CMI: DISCARDED add_range_position (score: 50.00%)
[2025-11-25T09:24:14.926638] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 2.8s/test | Remaining: 1755 tests
[2025-11-25T09:24:14.926708] [INFO ] [CONFIGURE ] CMI: Testing feature 22/29: add_realized_volatility
[2025-11-25T09:24:14.926753] [INFO ] [CONFIGURE ] CMI: Testing with features: ['add_bollinger_bands', 'add_failed_moves', 'add_realized_volatility']
[2025-11-25T09:24:15.286634] [DEBUG] [FORECASTER] CMI: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T09:24:15.638810] [DEBUG] [FORECASTER] CMI: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0
[2025-11-25T09:24:15.993304] [DEBUG] [FORECASTER] CMI: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T09:24:16.360420] [DEBUG] [FORECASTER] CMI: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T09:24:16.703987] [DEBUG] [FORECASTER] CMI: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T09:24:17.113743] [DEBUG] [FORECASTER] CMI: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1
[2025-11-25T09:24:17.455053] [DEBUG] [FORECASTER] CMI: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T09:24:17.825113] [DEBUG] [FORECASTER] CMI: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T09:24:18.181541] [DEBUG] [FORECASTER] CMI: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T09:24:18.537099] [DEBUG] [FORECASTER] CMI: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T09:24:18.537324] [INFO ] [CONFIGURE ] CMI: DISCARDED add_realized_volatility (score: 40.00%)
[2025-11-25T09:24:18.537385] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 2.8s/test | Remaining: 1754 tests
[2025-11-25T09:24:18.537432] [INFO ] [CONFIGURE ] CMI: Testing feature 23/29: add_recent_range_context
[2025-11-25T09:24:18.537475] [INFO ] [CONFIGURE ] CMI: Testing with features: ['add_bollinger_bands', 'add_failed_moves', 'add_recent_range_context']
[2025-11-25T09:24:18.770218] [DEBUG] [FORECASTER] CMI: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T09:24:19.015540] [DEBUG] [FORECASTER] CMI: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T09:24:19.247021] [DEBUG] [FORECASTER] CMI: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T09:24:19.476255] [DEBUG] [FORECASTER] CMI: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T09:24:19.707389] [DEBUG] [FORECASTER] CMI: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T09:24:19.947324] [DEBUG] [FORECASTER] CMI: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1
[2025-11-25T09:24:20.202838] [DEBUG] [FORECASTER] CMI: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T09:24:20.460473] [DEBUG] [FORECASTER] CMI: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T09:24:20.728170] [DEBUG] [FORECASTER] CMI: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T09:24:20.964437] [DEBUG] [FORECASTER] CMI: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T09:24:20.964610] [INFO ] [CONFIGURE ] CMI: DISCARDED add_recent_range_context (score: 70.00%)
[2025-11-25T09:24:20.964687] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 2.8s/test | Remaining: 1753 tests
[2025-11-25T09:24:20.964737] [INFO ] [CONFIGURE ] CMI: Testing feature 24/29: add_rsi
[2025-11-25T09:24:20.964780] [INFO ] [CONFIGURE ] CMI: Testing with features: ['add_bollinger_bands', 'add_failed_moves', 'add_ema', 'add_rsi']
[2025-11-25T09:24:21.248602] [DEBUG] [FORECASTER] CMI: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T09:24:21.544371] [DEBUG] [FORECASTER] CMI: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T09:24:21.840466] [DEBUG] [FORECASTER] CMI: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T09:24:22.146911] [DEBUG] [FORECASTER] CMI: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T09:24:22.443376] [DEBUG] [FORECASTER] CMI: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T09:24:22.734835] [DEBUG] [FORECASTER] CMI: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1
[2025-11-25T09:24:23.032864] [DEBUG] [FORECASTER] CMI: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T09:24:23.335137] [DEBUG] [FORECASTER] CMI: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T09:24:23.629811] [DEBUG] [FORECASTER] CMI: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T09:24:23.927800] [DEBUG] [FORECASTER] CMI: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T09:24:23.927999] [INFO ] [CONFIGURE ] CMI: DISCARDED add_rsi (score: 70.00%)
[2025-11-25T09:24:23.928060] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 2.8s/test | Remaining: 1752 tests
[2025-11-25T09:24:23.928106] [INFO ] [CONFIGURE ] CMI: Testing feature 25/29: add_tick_distribution
[2025-11-25T09:24:23.928156] [INFO ] [CONFIGURE ] CMI: Testing with features: ['add_bollinger_bands', 'add_failed_moves', 'add_tick_distribution']
[2025-11-25T09:24:24.170746] [DEBUG] [FORECASTER] CMI: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T09:24:24.416819] [DEBUG] [FORECASTER] CMI: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0
[2025-11-25T09:24:24.664632] [DEBUG] [FORECASTER] CMI: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T09:24:24.914668] [DEBUG] [FORECASTER] CMI: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T09:24:25.160446] [DEBUG] [FORECASTER] CMI: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T09:24:25.408258] [DEBUG] [FORECASTER] CMI: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1
[2025-11-25T09:24:25.656843] [DEBUG] [FORECASTER] CMI: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T09:24:25.898854] [DEBUG] [FORECASTER] CMI: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T09:24:26.148636] [DEBUG] [FORECASTER] CMI: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T09:24:26.392490] [DEBUG] [FORECASTER] CMI: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T09:24:26.392691] [INFO ] [CONFIGURE ] CMI: DISCARDED add_tick_distribution (score: 60.00%)
[2025-11-25T09:24:26.392755] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 2.8s/test | Remaining: 1751 tests
[2025-11-25T09:24:26.392825] [INFO ] [CONFIGURE ] CMI: Testing feature 26/29: add_volume_momentum_confirmation
[2025-11-25T09:24:26.392873] [INFO ] [CONFIGURE ] CMI: Testing with features: ['add_bollinger_bands', 'add_failed_moves', 'add_volume_momentum_confirmation']
[2025-11-25T09:24:26.636730] [DEBUG] [FORECASTER] CMI: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T09:24:26.889277] [DEBUG] [FORECASTER] CMI: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0
[2025-11-25T09:24:27.136436] [DEBUG] [FORECASTER] CMI: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T09:24:27.384007] [DEBUG] [FORECASTER] CMI: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T09:24:27.638365] [DEBUG] [FORECASTER] CMI: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T09:24:27.869820] [DEBUG] [FORECASTER] CMI: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1
[2025-11-25T09:24:28.104252] [DEBUG] [FORECASTER] CMI: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T09:24:28.345059] [DEBUG] [FORECASTER] CMI: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T09:24:28.577786] [DEBUG] [FORECASTER] CMI: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T09:24:28.813695] [DEBUG] [FORECASTER] CMI: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T09:24:28.813836] [INFO ] [CONFIGURE ] CMI: DISCARDED add_volume_momentum_confirmation (score: 40.00%)
[2025-11-25T09:24:28.813894] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 2.8s/test | Remaining: 1750 tests
[2025-11-25T09:24:28.813943] [INFO ] [CONFIGURE ] CMI: Testing feature 27/29: add_volume_price_divergence
[2025-11-25T09:24:28.813988] [INFO ] [CONFIGURE ] CMI: Testing with features: ['add_bollinger_bands', 'add_failed_moves', 'add_volume_price_divergence']
[2025-11-25T09:24:29.062589] [DEBUG] [FORECASTER] CMI: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T09:24:29.310127] [DEBUG] [FORECASTER] CMI: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0
[2025-11-25T09:24:29.550850] [DEBUG] [FORECASTER] CMI: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T09:24:29.797179] [DEBUG] [FORECASTER] CMI: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T09:24:30.041624] [DEBUG] [FORECASTER] CMI: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T09:24:30.286319] [DEBUG] [FORECASTER] CMI: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1
[2025-11-25T09:24:30.527814] [DEBUG] [FORECASTER] CMI: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T09:24:30.771967] [DEBUG] [FORECASTER] CMI: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T09:24:31.027356] [DEBUG] [FORECASTER] CMI: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T09:24:31.282447] [DEBUG] [FORECASTER] CMI: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T09:24:31.282689] [INFO ] [CONFIGURE ] CMI: DISCARDED add_volume_price_divergence (score: 60.00%)
[2025-11-25T09:24:31.282752] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 2.8s/test | Remaining: 1749 tests
[2025-11-25T09:24:31.282794] [INFO ] [CONFIGURE ] CMI: Testing feature 28/29: add_volume_profile
[2025-11-25T09:24:31.282839] [INFO ] [CONFIGURE ] CMI: Testing with features: ['add_bollinger_bands', 'add_failed_moves', 'add_volume_profile']
[2025-11-25T09:24:31.518259] [DEBUG] [FORECASTER] CMI: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T09:24:31.755705] [DEBUG] [FORECASTER] CMI: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T09:24:31.991768] [DEBUG] [FORECASTER] CMI: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T09:24:32.230363] [DEBUG] [FORECASTER] CMI: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T09:24:32.463150] [DEBUG] [FORECASTER] CMI: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T09:24:32.696445] [DEBUG] [FORECASTER] CMI: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1
[2025-11-25T09:24:32.932515] [DEBUG] [FORECASTER] CMI: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T09:24:33.168319] [DEBUG] [FORECASTER] CMI: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T09:24:33.403561] [DEBUG] [FORECASTER] CMI: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T09:24:33.639872] [DEBUG] [FORECASTER] CMI: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T09:24:33.640061] [INFO ] [CONFIGURE ] CMI: DISCARDED add_volume_profile (score: 60.00%)
[2025-11-25T09:24:33.640118] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 2.8s/test | Remaining: 1748 tests
[2025-11-25T09:24:33.640166] [INFO ] [CONFIGURE ] CMI: Testing feature 29/29: add_vwap
[2025-11-25T09:24:33.640212] [INFO ] [CONFIGURE ] CMI: Testing with features: ['add_bollinger_bands', 'add_failed_moves', 'add_vwap']
[2025-11-25T09:24:33.901022] [DEBUG] [FORECASTER] CMI: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T09:24:34.158065] [DEBUG] [FORECASTER] CMI: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0
[2025-11-25T09:24:34.410435] [DEBUG] [FORECASTER] CMI: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T09:24:34.661915] [DEBUG] [FORECASTER] CMI: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T09:24:34.917573] [DEBUG] [FORECASTER] CMI: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T09:24:35.164621] [DEBUG] [FORECASTER] CMI: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1
[2025-11-25T09:24:35.420275] [DEBUG] [FORECASTER] CMI: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T09:24:35.676034] [DEBUG] [FORECASTER] CMI: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T09:24:35.932757] [DEBUG] [FORECASTER] CMI: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T09:24:36.191814] [DEBUG] [FORECASTER] CMI: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T09:24:36.192005] [INFO ] [CONFIGURE ] CMI: DISCARDED add_vwap (score: 50.00%)
[2025-11-25T09:24:36.192068] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 2.8s/test | Remaining: 1747 tests
[2025-11-25T09:24:36.192121] [INFO ] [CONFIGURE ] CMI: ===== FEATURE SELECTION COMPLETE =====
[2025-11-25T09:24:36.192165] [INFO ] [CONFIGURE ] CMI: Best accuracy: 70.00%
[2025-11-25T09:24:36.192208] [INFO ] [CONFIGURE ] CMI: Best feature set (2 features): ['add_bollinger_bands', 'add_failed_moves']
[2025-11-25T09:24:36.192251] [INFO ] [CONFIGURE ] CMI: Improvement over baseline: 20.00%
[2025-11-25T09:24:36.192290] [INFO ] [CONFIGURE ] CMI: Total time: 1.2 minutes
[2025-11-25T09:24:36.192329] [INFO ] [CONFIGURE ] CMI: Average time per feature: 2.6 seconds
[2025-11-25T09:24:36.192374] [INFO ] [CONFIGURE ] CMI: Average speed: 0.39 features/sec
[2025-11-25T09:24:36.192813] [INFO ] [LOCAL     ] Saved configuration for CMI: 2 features, 70.00% accuracy -> ./output/feature-sets/CMI.json
[2025-11-25T09:24:36.192873] [INFO ] [CONFIGURE ] CMI: Configuration saved successfully: 2 features, 70.00% accuracy.
[2025-11-25T09:24:36.192923] [INFO ] [sig       ] [105/164] Successfully configured CMI | 0.01 sym/s | Total: 2.4h | ETA: 1.3h
[2025-11-25T09:24:36.192968] [INFO ] [sig       ] [106/164] Configuring CMU...
[2025-11-25T09:24:36.193010] [INFO ] [CONFIGURE ] CMU: Configurate test run.
[2025-11-25T09:24:36.193049] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CMU' from 'https://tdm.silogroup.org/data/derivative_storage/CMU.csv'.
[2025-11-25T09:24:36.205392] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'CMU'.
[2025-11-25T09:24:36.205839] [INFO ] [CONFIGURE ] CMU: Testing with 29 available features
[2025-11-25T09:24:36.205904] [INFO ] [CONFIGURE ] CMU: Establishing baseline with no features...
[2025-11-25T09:24:36.383940] [DEBUG] [FORECASTER] CMU: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T09:24:36.559281] [DEBUG] [FORECASTER] CMU: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0
[2025-11-25T09:24:36.732296] [DEBUG] [FORECASTER] CMU: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T09:24:36.912446] [DEBUG] [FORECASTER] CMU: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T09:24:37.093541] [DEBUG] [FORECASTER] CMU: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T09:24:37.272975] [DEBUG] [FORECASTER] CMU: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1
[2025-11-25T09:24:37.456877] [DEBUG] [FORECASTER] CMU: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T09:24:37.636330] [DEBUG] [FORECASTER] CMU: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-25T09:24:37.817017] [DEBUG] [FORECASTER] CMU: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T09:24:38.014084] [DEBUG] [FORECASTER] CMU: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T09:24:38.014260] [INFO ] [CONFIGURE ] CMU: Baseline score (no features): 40.00%
[2025-11-25T09:24:38.014308] [INFO ] [CONFIGURE ] CMU: Testing feature 1/29: add_bollinger_bands
[2025-11-25T09:24:38.014347] [INFO ] [CONFIGURE ] CMU: Testing with features: ['add_bollinger_bands']
[2025-11-25T09:24:38.225861] [DEBUG] [FORECASTER] CMU: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T09:24:38.444084] [DEBUG] [FORECASTER] CMU: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0
[2025-11-25T09:24:38.662851] [DEBUG] [FORECASTER] CMU: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T09:24:38.862823] [DEBUG] [FORECASTER] CMU: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T09:24:39.056762] [DEBUG] [FORECASTER] CMU: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T09:24:39.251090] [DEBUG] [FORECASTER] CMU: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1
[2025-11-25T09:24:39.441934] [DEBUG] [FORECASTER] CMU: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T09:24:39.636136] [DEBUG] [FORECASTER] CMU: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-25T09:24:39.842419] [DEBUG] [FORECASTER] CMU: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T09:24:40.044524] [DEBUG] [FORECASTER] CMU: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T09:24:40.044723] [INFO ] [CONFIGURE ] CMU: KEPT add_bollinger_bands (score: 50.00%)
[2025-11-25T09:24:40.044832] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 2.8s/test | Remaining: 1746 tests
[2025-11-25T09:24:40.044889] [INFO ] [CONFIGURE ] CMU: Testing feature 2/29: add_cumulative_delta
[2025-11-25T09:24:40.044939] [INFO ] [CONFIGURE ] CMU: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta']
[2025-11-25T09:24:40.278846] [DEBUG] [FORECASTER] CMU: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T09:24:40.525771] [DEBUG] [FORECASTER] CMU: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T09:24:40.754281] [DEBUG] [FORECASTER] CMU: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T09:24:41.012246] [DEBUG] [FORECASTER] CMU: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T09:24:41.267604] [DEBUG] [FORECASTER] CMU: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T09:24:41.500372] [DEBUG] [FORECASTER] CMU: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1
[2025-11-25T09:24:41.730178] [DEBUG] [FORECASTER] CMU: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T09:24:41.975680] [DEBUG] [FORECASTER] CMU: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-25T09:24:42.222525] [DEBUG] [FORECASTER] CMU: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T09:24:42.477452] [DEBUG] [FORECASTER] CMU: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T09:24:42.477711] [INFO ] [CONFIGURE ] CMU: DISCARDED add_cumulative_delta (score: 50.00%)
[2025-11-25T09:24:42.477775] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 2.8s/test | Remaining: 1745 tests
[2025-11-25T09:24:42.477834] [INFO ] [CONFIGURE ] CMU: Testing feature 3/29: add_daily_returns
[2025-11-25T09:24:42.477889] [INFO ] [CONFIGURE ] CMU: Testing with features: ['add_bollinger_bands', 'add_daily_returns']
[2025-11-25T09:24:42.694969] [DEBUG] [FORECASTER] CMU: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T09:24:42.918865] [DEBUG] [FORECASTER] CMU: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0
[2025-11-25T09:24:43.139220] [DEBUG] [FORECASTER] CMU: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T09:24:43.356212] [DEBUG] [FORECASTER] CMU: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T09:24:43.568081] [DEBUG] [FORECASTER] CMU: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T09:24:43.778532] [DEBUG] [FORECASTER] CMU: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1
[2025-11-25T09:24:43.994560] [DEBUG] [FORECASTER] CMU: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T09:24:44.205076] [DEBUG] [FORECASTER] CMU: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T09:24:44.414145] [DEBUG] [FORECASTER] CMU: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T09:24:44.638140] [DEBUG] [FORECASTER] CMU: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T09:24:44.638320] [INFO ] [CONFIGURE ] CMU: KEPT add_daily_returns (score: 80.00%)
[2025-11-25T09:24:44.638370] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 2.8s/test | Remaining: 1744 tests
[2025-11-25T09:24:44.638409] [INFO ] [CONFIGURE ] CMU: Testing feature 4/29: add_ema
[2025-11-25T09:24:44.638445] [INFO ] [CONFIGURE ] CMU: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_ema']
[2025-11-25T09:24:44.913568] [DEBUG] [FORECASTER] CMU: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T09:24:45.183324] [DEBUG] [FORECASTER] CMU: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0
[2025-11-25T09:24:45.437039] [DEBUG] [FORECASTER] CMU: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T09:24:45.692135] [DEBUG] [FORECASTER] CMU: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T09:24:45.947913] [DEBUG] [FORECASTER] CMU: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T09:24:46.214211] [DEBUG] [FORECASTER] CMU: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1
[2025-11-25T09:24:46.471848] [DEBUG] [FORECASTER] CMU: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T09:24:46.727415] [DEBUG] [FORECASTER] CMU: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T09:24:46.982497] [DEBUG] [FORECASTER] CMU: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-25T09:24:47.246041] [DEBUG] [FORECASTER] CMU: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T09:24:47.246250] [INFO ] [CONFIGURE ] CMU: DISCARDED add_ema (score: 60.00%)
[2025-11-25T09:24:47.246309] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 2.8s/test | Remaining: 1743 tests
[2025-11-25T09:24:47.246433] [INFO ] [CONFIGURE ] CMU: Testing feature 5/29: add_exhaustion_signals
[2025-11-25T09:24:47.246489] [INFO ] [CONFIGURE ] CMU: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_vwap', 'add_exhaustion_signals']
[2025-11-25T09:24:47.506391] [DEBUG] [FORECASTER] CMU: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T09:24:47.759512] [DEBUG] [FORECASTER] CMU: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0
[2025-11-25T09:24:48.019700] [DEBUG] [FORECASTER] CMU: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T09:24:48.287548] [DEBUG] [FORECASTER] CMU: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T09:24:48.546474] [DEBUG] [FORECASTER] CMU: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T09:24:48.804223] [DEBUG] [FORECASTER] CMU: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1
[2025-11-25T09:24:49.085953] [DEBUG] [FORECASTER] CMU: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T09:24:49.376975] [DEBUG] [FORECASTER] CMU: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-25T09:24:49.654248] [DEBUG] [FORECASTER] CMU: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T09:24:49.933711] [DEBUG] [FORECASTER] CMU: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T09:24:49.933932] [INFO ] [CONFIGURE ] CMU: DISCARDED add_exhaustion_signals (score: 60.00%)
[2025-11-25T09:24:49.934005] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 2.8s/test | Remaining: 1742 tests
[2025-11-25T09:24:49.934095] [INFO ] [CONFIGURE ] CMU: Testing feature 6/29: add_failed_moves
[2025-11-25T09:24:49.934148] [INFO ] [CONFIGURE ] CMU: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_failed_moves']
[2025-11-25T09:24:50.178231] [DEBUG] [FORECASTER] CMU: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T09:24:50.420268] [DEBUG] [FORECASTER] CMU: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0
[2025-11-25T09:24:50.686013] [DEBUG] [FORECASTER] CMU: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T09:24:50.923694] [DEBUG] [FORECASTER] CMU: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T09:24:51.170491] [DEBUG] [FORECASTER] CMU: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T09:24:51.407094] [DEBUG] [FORECASTER] CMU: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1
[2025-11-25T09:24:51.647787] [DEBUG] [FORECASTER] CMU: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T09:24:51.889221] [DEBUG] [FORECASTER] CMU: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T09:24:52.133590] [DEBUG] [FORECASTER] CMU: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T09:24:52.372432] [DEBUG] [FORECASTER] CMU: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T09:24:52.372686] [INFO ] [CONFIGURE ] CMU: DISCARDED add_failed_moves (score: 80.00%)
[2025-11-25T09:24:52.372765] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 2.8s/test | Remaining: 1741 tests
[2025-11-25T09:24:52.372824] [INFO ] [CONFIGURE ] CMU: Testing feature 7/29: add_lag_shelf
[2025-11-25T09:24:52.372877] [INFO ] [CONFIGURE ] CMU: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_lag_shelf']
[2025-11-25T09:24:52.608980] [DEBUG] [FORECASTER] CMU: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T09:24:52.834248] [DEBUG] [FORECASTER] CMU: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0
[2025-11-25T09:24:53.064003] [DEBUG] [FORECASTER] CMU: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T09:24:53.291854] [DEBUG] [FORECASTER] CMU: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T09:24:53.521168] [DEBUG] [FORECASTER] CMU: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T09:24:53.752452] [DEBUG] [FORECASTER] CMU: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1
[2025-11-25T09:24:53.981087] [DEBUG] [FORECASTER] CMU: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T09:24:54.206205] [DEBUG] [FORECASTER] CMU: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T09:24:54.429558] [DEBUG] [FORECASTER] CMU: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-25T09:24:54.658252] [DEBUG] [FORECASTER] CMU: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T09:24:54.658425] [INFO ] [CONFIGURE ] CMU: DISCARDED add_lag_shelf (score: 60.00%)
[2025-11-25T09:24:54.658475] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 2.8s/test | Remaining: 1740 tests
[2025-11-25T09:24:54.658514] [INFO ] [CONFIGURE ] CMU: Testing feature 8/29: add_macd
[2025-11-25T09:24:54.658574] [INFO ] [CONFIGURE ] CMU: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_vwap', 'add_macd']
[2025-11-25T09:24:54.981966] [DEBUG] [FORECASTER] CMU: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T09:24:55.324442] [DEBUG] [FORECASTER] CMU: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0
[2025-11-25T09:24:55.634808] [DEBUG] [FORECASTER] CMU: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T09:24:55.978609] [DEBUG] [FORECASTER] CMU: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T09:24:56.319973] [DEBUG] [FORECASTER] CMU: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T09:24:56.637919] [DEBUG] [FORECASTER] CMU: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1
[2025-11-25T09:24:56.972938] [DEBUG] [FORECASTER] CMU: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T09:24:57.288738] [DEBUG] [FORECASTER] CMU: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T09:24:57.612212] [DEBUG] [FORECASTER] CMU: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T09:24:57.957441] [DEBUG] [FORECASTER] CMU: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T09:24:57.957681] [INFO ] [CONFIGURE ] CMU: DISCARDED add_macd (score: 50.00%)
[2025-11-25T09:24:57.957755] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 2.8s/test | Remaining: 1739 tests
[2025-11-25T09:24:57.957807] [INFO ] [CONFIGURE ] CMU: Testing feature 9/29: add_mfi
[2025-11-25T09:24:57.957874] [INFO ] [CONFIGURE ] CMU: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_mfi']
[2025-11-25T09:24:58.218182] [DEBUG] [FORECASTER] CMU: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T09:24:58.459153] [DEBUG] [FORECASTER] CMU: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0
[2025-11-25T09:24:58.691625] [DEBUG] [FORECASTER] CMU: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T09:24:58.948986] [DEBUG] [FORECASTER] CMU: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T09:24:59.193769] [DEBUG] [FORECASTER] CMU: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T09:24:59.443266] [DEBUG] [FORECASTER] CMU: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1
[2025-11-25T09:24:59.673303] [DEBUG] [FORECASTER] CMU: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T09:24:59.914478] [DEBUG] [FORECASTER] CMU: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T09:25:00.183941] [DEBUG] [FORECASTER] CMU: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T09:25:00.455366] [DEBUG] [FORECASTER] CMU: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T09:25:00.455762] [INFO ] [CONFIGURE ] CMU: DISCARDED add_mfi (score: 70.00%)
[2025-11-25T09:25:00.455939] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 2.8s/test | Remaining: 1738 tests
[2025-11-25T09:25:00.456023] [INFO ] [CONFIGURE ] CMU: Testing feature 10/29: add_momentum_acceleration
[2025-11-25T09:25:00.456089] [INFO ] [CONFIGURE ] CMU: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-11-25T09:25:01.694543] [DEBUG] [FORECASTER] CMU: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T09:25:02.067482] [DEBUG] [FORECASTER] CMU: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0
[2025-11-25T09:25:02.379097] [DEBUG] [FORECASTER] CMU: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T09:25:02.698564] [DEBUG] [FORECASTER] CMU: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T09:25:03.013289] [DEBUG] [FORECASTER] CMU: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T09:25:03.322871] [DEBUG] [FORECASTER] CMU: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1
[2025-11-25T09:25:03.661930] [DEBUG] [FORECASTER] CMU: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T09:25:03.987586] [DEBUG] [FORECASTER] CMU: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T09:25:04.307076] [DEBUG] [FORECASTER] CMU: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T09:25:04.632233] [DEBUG] [FORECASTER] CMU: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T09:25:04.632440] [INFO ] [CONFIGURE ] CMU: DISCARDED add_momentum_acceleration (score: 70.00%)
[2025-11-25T09:25:04.632499] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 2.8s/test | Remaining: 1737 tests
[2025-11-25T09:25:04.632548] [INFO ] [CONFIGURE ] CMU: Testing feature 11/29: add_obv_daily
[2025-11-25T09:25:04.632593] [INFO ] [CONFIGURE ] CMU: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_obv_daily']
[2025-11-25T09:25:04.859237] [DEBUG] [FORECASTER] CMU: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T09:25:05.091497] [DEBUG] [FORECASTER] CMU: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0
[2025-11-25T09:25:05.325983] [DEBUG] [FORECASTER] CMU: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T09:25:05.556475] [DEBUG] [FORECASTER] CMU: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T09:25:05.788373] [DEBUG] [FORECASTER] CMU: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T09:25:06.022580] [DEBUG] [FORECASTER] CMU: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1
[2025-11-25T09:25:06.256604] [DEBUG] [FORECASTER] CMU: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T09:25:06.491003] [DEBUG] [FORECASTER] CMU: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T09:25:06.714972] [DEBUG] [FORECASTER] CMU: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-25T09:25:06.942464] [DEBUG] [FORECASTER] CMU: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T09:25:06.942687] [INFO ] [CONFIGURE ] CMU: DISCARDED add_obv_daily (score: 60.00%)
[2025-11-25T09:25:06.942750] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 2.8s/test | Remaining: 1736 tests
[2025-11-25T09:25:06.942801] [INFO ] [CONFIGURE ] CMU: Testing feature 12/29: add_obv_interval
[2025-11-25T09:25:06.942849] [INFO ] [CONFIGURE ] CMU: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_obv_interval']
[2025-11-25T09:25:07.152558] [DEBUG] [FORECASTER] CMU: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T09:25:07.359881] [DEBUG] [FORECASTER] CMU: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0
[2025-11-25T09:25:07.569780] [DEBUG] [FORECASTER] CMU: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T09:25:07.793848] [DEBUG] [FORECASTER] CMU: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T09:25:08.022737] [DEBUG] [FORECASTER] CMU: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T09:25:08.241123] [DEBUG] [FORECASTER] CMU: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1
[2025-11-25T09:25:08.464809] [DEBUG] [FORECASTER] CMU: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T09:25:08.688783] [DEBUG] [FORECASTER] CMU: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T09:25:08.922815] [DEBUG] [FORECASTER] CMU: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T09:25:09.154537] [DEBUG] [FORECASTER] CMU: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T09:25:09.154761] [INFO ] [CONFIGURE ] CMU: DISCARDED add_obv_interval (score: 60.00%)
[2025-11-25T09:25:09.154842] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 2.8s/test | Remaining: 1735 tests
[2025-11-25T09:25:09.154897] [INFO ] [CONFIGURE ] CMU: Testing feature 13/29: add_opening_strength
[2025-11-25T09:25:09.154948] [INFO ] [CONFIGURE ] CMU: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_opening_strength']
[2025-11-25T09:25:09.386940] [DEBUG] [FORECASTER] CMU: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T09:25:09.618086] [DEBUG] [FORECASTER] CMU: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0
[2025-11-25T09:25:09.851667] [DEBUG] [FORECASTER] CMU: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T09:25:10.084172] [DEBUG] [FORECASTER] CMU: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T09:25:10.330988] [DEBUG] [FORECASTER] CMU: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T09:25:10.567793] [DEBUG] [FORECASTER] CMU: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1
[2025-11-25T09:25:10.798820] [DEBUG] [FORECASTER] CMU: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T09:25:11.025707] [DEBUG] [FORECASTER] CMU: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T09:25:11.257495] [DEBUG] [FORECASTER] CMU: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T09:25:11.494865] [DEBUG] [FORECASTER] CMU: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T09:25:11.495049] [INFO ] [CONFIGURE ] CMU: DISCARDED add_opening_strength (score: 80.00%)
[2025-11-25T09:25:11.495105] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 2.8s/test | Remaining: 1734 tests
[2025-11-25T09:25:11.495154] [INFO ] [CONFIGURE ] CMU: Testing feature 14/29: add_order_flow_imbalance
[2025-11-25T09:25:11.495198] [INFO ] [CONFIGURE ] CMU: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_order_flow_imbalance']
[2025-11-25T09:25:11.731073] [DEBUG] [FORECASTER] CMU: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T09:25:11.970454] [DEBUG] [FORECASTER] CMU: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0
[2025-11-25T09:25:12.213479] [DEBUG] [FORECASTER] CMU: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T09:25:12.455448] [DEBUG] [FORECASTER] CMU: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T09:25:12.693804] [DEBUG] [FORECASTER] CMU: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T09:25:12.954456] [DEBUG] [FORECASTER] CMU: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1
[2025-11-25T09:25:13.181459] [DEBUG] [FORECASTER] CMU: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T09:25:13.409878] [DEBUG] [FORECASTER] CMU: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T09:25:13.656484] [DEBUG] [FORECASTER] CMU: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T09:25:13.919982] [DEBUG] [FORECASTER] CMU: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T09:25:13.920176] [INFO ] [CONFIGURE ] CMU: DISCARDED add_order_flow_imbalance (score: 50.00%)
[2025-11-25T09:25:13.920238] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 2.8s/test | Remaining: 1733 tests
[2025-11-25T09:25:13.920287] [INFO ] [CONFIGURE ] CMU: Testing feature 15/29: add_pbf_morning_momentum
[2025-11-25T09:25:13.920326] [INFO ] [CONFIGURE ] CMU: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_pbf_morning_momentum']
[2025-11-25T09:25:14.166172] [DEBUG] [FORECASTER] CMU: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T09:25:14.399785] [DEBUG] [FORECASTER] CMU: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0
[2025-11-25T09:25:14.646429] [DEBUG] [FORECASTER] CMU: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T09:25:14.865494] [DEBUG] [FORECASTER] CMU: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T09:25:15.094270] [DEBUG] [FORECASTER] CMU: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T09:25:15.345049] [DEBUG] [FORECASTER] CMU: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1
[2025-11-25T09:25:15.585777] [DEBUG] [FORECASTER] CMU: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T09:25:15.819660] [DEBUG] [FORECASTER] CMU: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-25T09:25:16.059441] [DEBUG] [FORECASTER] CMU: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-25T09:25:16.283293] [DEBUG] [FORECASTER] CMU: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T09:25:16.283636] [INFO ] [CONFIGURE ] CMU: DISCARDED add_pbf_morning_momentum (score: 60.00%)
[2025-11-25T09:25:16.283721] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 2.8s/test | Remaining: 1732 tests
[2025-11-25T09:25:16.283833] [INFO ] [CONFIGURE ] CMU: Testing feature 16/29: add_pbf_overnight_gap
[2025-11-25T09:25:16.283941] [INFO ] [CONFIGURE ] CMU: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_pbf_overnight_gap']
[2025-11-25T09:25:16.536457] [DEBUG] [FORECASTER] CMU: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T09:25:16.774333] [DEBUG] [FORECASTER] CMU: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0
[2025-11-25T09:25:17.018300] [DEBUG] [FORECASTER] CMU: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T09:25:17.261111] [DEBUG] [FORECASTER] CMU: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T09:25:17.505847] [DEBUG] [FORECASTER] CMU: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T09:25:17.762042] [DEBUG] [FORECASTER] CMU: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1
[2025-11-25T09:25:17.993042] [DEBUG] [FORECASTER] CMU: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T09:25:18.231823] [DEBUG] [FORECASTER] CMU: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-25T09:25:18.470322] [DEBUG] [FORECASTER] CMU: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-25T09:25:18.707809] [DEBUG] [FORECASTER] CMU: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T09:25:18.708001] [INFO ] [CONFIGURE ] CMU: DISCARDED add_pbf_overnight_gap (score: 50.00%)
[2025-11-25T09:25:18.708050] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 2.8s/test | Remaining: 1731 tests
[2025-11-25T09:25:18.708096] [INFO ] [CONFIGURE ] CMU: Testing feature 17/29: add_pbf_return_2d
[2025-11-25T09:25:18.708138] [INFO ] [CONFIGURE ] CMU: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_pbf_return_2d']
[2025-11-25T09:25:18.963154] [DEBUG] [FORECASTER] CMU: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T09:25:19.207239] [DEBUG] [FORECASTER] CMU: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0
[2025-11-25T09:25:19.456452] [DEBUG] [FORECASTER] CMU: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T09:25:19.714924] [DEBUG] [FORECASTER] CMU: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T09:25:19.964424] [DEBUG] [FORECASTER] CMU: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T09:25:20.206077] [DEBUG] [FORECASTER] CMU: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1
[2025-11-25T09:25:20.450412] [DEBUG] [FORECASTER] CMU: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T09:25:20.731713] [DEBUG] [FORECASTER] CMU: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T09:25:20.974147] [DEBUG] [FORECASTER] CMU: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-25T09:25:21.217812] [DEBUG] [FORECASTER] CMU: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T09:25:21.217974] [INFO ] [CONFIGURE ] CMU: DISCARDED add_pbf_return_2d (score: 60.00%)
[2025-11-25T09:25:21.218030] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 2.8s/test | Remaining: 1730 tests
[2025-11-25T09:25:21.218078] [INFO ] [CONFIGURE ] CMU: Testing feature 18/29: add_pbf_volatility_5d
[2025-11-25T09:25:21.218120] [INFO ] [CONFIGURE ] CMU: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_pbf_volatility_5d']
[2025-11-25T09:25:21.440527] [DEBUG] [FORECASTER] CMU: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T09:25:21.656411] [DEBUG] [FORECASTER] CMU: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0
[2025-11-25T09:25:21.867259] [DEBUG] [FORECASTER] CMU: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T09:25:22.072793] [DEBUG] [FORECASTER] CMU: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T09:25:22.285167] [DEBUG] [FORECASTER] CMU: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T09:25:22.498063] [DEBUG] [FORECASTER] CMU: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1
[2025-11-25T09:25:22.714950] [DEBUG] [FORECASTER] CMU: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T09:25:22.940017] [DEBUG] [FORECASTER] CMU: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-25T09:25:23.154503] [DEBUG] [FORECASTER] CMU: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T09:25:23.373183] [DEBUG] [FORECASTER] CMU: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T09:25:23.373351] [INFO ] [CONFIGURE ] CMU: DISCARDED add_pbf_volatility_5d (score: 50.00%)
[2025-11-25T09:25:23.373400] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 2.8s/test | Remaining: 1729 tests
[2025-11-25T09:25:23.373437] [INFO ] [CONFIGURE ] CMU: Testing feature 19/29: add_pbf_vs_sma_5
[2025-11-25T09:25:23.373481] [INFO ] [CONFIGURE ] CMU: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_pbf_vs_sma_5']
[2025-11-25T09:25:23.587804] [DEBUG] [FORECASTER] CMU: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T09:25:23.795456] [DEBUG] [FORECASTER] CMU: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0
[2025-11-25T09:25:24.016518] [DEBUG] [FORECASTER] CMU: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T09:25:24.227195] [DEBUG] [FORECASTER] CMU: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T09:25:24.444446] [DEBUG] [FORECASTER] CMU: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T09:25:24.663055] [DEBUG] [FORECASTER] CMU: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1
[2025-11-25T09:25:24.887520] [DEBUG] [FORECASTER] CMU: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T09:25:25.107046] [DEBUG] [FORECASTER] CMU: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-25T09:25:25.325148] [DEBUG] [FORECASTER] CMU: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-25T09:25:25.553194] [DEBUG] [FORECASTER] CMU: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T09:25:25.553397] [INFO ] [CONFIGURE ] CMU: DISCARDED add_pbf_vs_sma_5 (score: 60.00%)
[2025-11-25T09:25:25.553456] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 2.8s/test | Remaining: 1728 tests
[2025-11-25T09:25:25.553497] [INFO ] [CONFIGURE ] CMU: Testing feature 20/29: add_price_rejection
[2025-11-25T09:25:25.553534] [INFO ] [CONFIGURE ] CMU: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_price_rejection']
[2025-11-25T09:25:25.802656] [DEBUG] [FORECASTER] CMU: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T09:25:26.047491] [DEBUG] [FORECASTER] CMU: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0
[2025-11-25T09:25:26.287617] [DEBUG] [FORECASTER] CMU: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T09:25:26.537753] [DEBUG] [FORECASTER] CMU: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T09:25:26.784119] [DEBUG] [FORECASTER] CMU: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T09:25:27.016760] [DEBUG] [FORECASTER] CMU: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1
[2025-11-25T09:25:27.255749] [DEBUG] [FORECASTER] CMU: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T09:25:27.501178] [DEBUG] [FORECASTER] CMU: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T09:25:27.732367] [DEBUG] [FORECASTER] CMU: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T09:25:27.970772] [DEBUG] [FORECASTER] CMU: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T09:25:27.970993] [INFO ] [CONFIGURE ] CMU: DISCARDED add_price_rejection (score: 80.00%)
[2025-11-25T09:25:27.971052] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 2.8s/test | Remaining: 1727 tests
[2025-11-25T09:25:27.971098] [INFO ] [CONFIGURE ] CMU: Testing feature 21/29: add_range_position
[2025-11-25T09:25:27.971141] [INFO ] [CONFIGURE ] CMU: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_range_position']
[2025-11-25T09:25:28.213059] [DEBUG] [FORECASTER] CMU: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T09:25:28.467731] [DEBUG] [FORECASTER] CMU: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0
[2025-11-25T09:25:28.721400] [DEBUG] [FORECASTER] CMU: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T09:25:28.987496] [DEBUG] [FORECASTER] CMU: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T09:25:29.270032] [DEBUG] [FORECASTER] CMU: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T09:25:29.541008] [DEBUG] [FORECASTER] CMU: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1
[2025-11-25T09:25:29.812189] [DEBUG] [FORECASTER] CMU: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T09:25:30.074236] [DEBUG] [FORECASTER] CMU: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T09:25:30.342083] [DEBUG] [FORECASTER] CMU: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-25T09:25:30.616856] [DEBUG] [FORECASTER] CMU: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T09:25:30.617087] [INFO ] [CONFIGURE ] CMU: DISCARDED add_range_position (score: 60.00%)
[2025-11-25T09:25:30.617190] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 2.8s/test | Remaining: 1726 tests
[2025-11-25T09:25:30.617246] [INFO ] [CONFIGURE ] CMU: Testing feature 22/29: add_realized_volatility
[2025-11-25T09:25:30.617294] [INFO ] [CONFIGURE ] CMU: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_realized_volatility']
[2025-11-25T09:25:30.956566] [DEBUG] [FORECASTER] CMU: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T09:25:31.303734] [DEBUG] [FORECASTER] CMU: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0
[2025-11-25T09:25:31.640999] [DEBUG] [FORECASTER] CMU: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T09:25:31.971987] [DEBUG] [FORECASTER] CMU: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T09:25:32.306831] [DEBUG] [FORECASTER] CMU: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T09:25:32.637604] [DEBUG] [FORECASTER] CMU: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1
[2025-11-25T09:25:32.970188] [DEBUG] [FORECASTER] CMU: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T09:25:33.296818] [DEBUG] [FORECASTER] CMU: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T09:25:33.639790] [DEBUG] [FORECASTER] CMU: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T09:25:33.993068] [DEBUG] [FORECASTER] CMU: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T09:25:33.993282] [INFO ] [CONFIGURE ] CMU: DISCARDED add_realized_volatility (score: 70.00%)
[2025-11-25T09:25:33.993343] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 2.8s/test | Remaining: 1725 tests
[2025-11-25T09:25:33.993394] [INFO ] [CONFIGURE ] CMU: Testing feature 23/29: add_recent_range_context
[2025-11-25T09:25:33.993441] [INFO ] [CONFIGURE ] CMU: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_recent_range_context']
[2025-11-25T09:25:34.237613] [DEBUG] [FORECASTER] CMU: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T09:25:34.475936] [DEBUG] [FORECASTER] CMU: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0
[2025-11-25T09:25:34.717400] [DEBUG] [FORECASTER] CMU: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T09:25:34.960265] [DEBUG] [FORECASTER] CMU: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T09:25:35.203903] [DEBUG] [FORECASTER] CMU: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T09:25:35.458798] [DEBUG] [FORECASTER] CMU: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1
[2025-11-25T09:25:35.684001] [DEBUG] [FORECASTER] CMU: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T09:25:35.909518] [DEBUG] [FORECASTER] CMU: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-25T09:25:36.136262] [DEBUG] [FORECASTER] CMU: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-25T09:25:36.376701] [DEBUG] [FORECASTER] CMU: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T09:25:36.377274] [INFO ] [CONFIGURE ] CMU: DISCARDED add_recent_range_context (score: 50.00%)
[2025-11-25T09:25:36.377335] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 2.8s/test | Remaining: 1724 tests
[2025-11-25T09:25:36.377382] [INFO ] [CONFIGURE ] CMU: Testing feature 24/29: add_rsi
[2025-11-25T09:25:36.377426] [INFO ] [CONFIGURE ] CMU: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_ema', 'add_rsi']
[2025-11-25T09:25:36.650403] [DEBUG] [FORECASTER] CMU: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T09:25:36.935080] [DEBUG] [FORECASTER] CMU: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0
[2025-11-25T09:25:37.209559] [DEBUG] [FORECASTER] CMU: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T09:25:37.492694] [DEBUG] [FORECASTER] CMU: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T09:25:37.772659] [DEBUG] [FORECASTER] CMU: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T09:25:38.043964] [DEBUG] [FORECASTER] CMU: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1
[2025-11-25T09:25:38.326683] [DEBUG] [FORECASTER] CMU: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T09:25:38.609086] [DEBUG] [FORECASTER] CMU: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-25T09:25:38.898179] [DEBUG] [FORECASTER] CMU: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T09:25:39.174712] [DEBUG] [FORECASTER] CMU: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T09:25:39.174896] [INFO ] [CONFIGURE ] CMU: DISCARDED add_rsi (score: 50.00%)
[2025-11-25T09:25:39.174961] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 2.8s/test | Remaining: 1723 tests
[2025-11-25T09:25:39.175018] [INFO ] [CONFIGURE ] CMU: Testing feature 25/29: add_tick_distribution
[2025-11-25T09:25:39.175076] [INFO ] [CONFIGURE ] CMU: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_tick_distribution']
[2025-11-25T09:25:39.386313] [DEBUG] [FORECASTER] CMU: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T09:25:39.594619] [DEBUG] [FORECASTER] CMU: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0
[2025-11-25T09:25:39.805469] [DEBUG] [FORECASTER] CMU: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T09:25:40.044754] [DEBUG] [FORECASTER] CMU: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T09:25:40.291343] [DEBUG] [FORECASTER] CMU: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T09:25:40.517757] [DEBUG] [FORECASTER] CMU: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1
[2025-11-25T09:25:40.740770] [DEBUG] [FORECASTER] CMU: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T09:25:40.971251] [DEBUG] [FORECASTER] CMU: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-25T09:25:41.197299] [DEBUG] [FORECASTER] CMU: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T09:25:41.423205] [DEBUG] [FORECASTER] CMU: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T09:25:41.423379] [INFO ] [CONFIGURE ] CMU: DISCARDED add_tick_distribution (score: 50.00%)
[2025-11-25T09:25:41.423426] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 2.8s/test | Remaining: 1722 tests
[2025-11-25T09:25:41.423506] [INFO ] [CONFIGURE ] CMU: Testing feature 26/29: add_volume_momentum_confirmation
[2025-11-25T09:25:41.423548] [INFO ] [CONFIGURE ] CMU: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_volume_momentum_confirmation']
[2025-11-25T09:25:41.659789] [DEBUG] [FORECASTER] CMU: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T09:25:41.885494] [DEBUG] [FORECASTER] CMU: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0
[2025-11-25T09:25:42.134968] [DEBUG] [FORECASTER] CMU: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T09:25:42.379957] [DEBUG] [FORECASTER] CMU: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T09:25:42.622113] [DEBUG] [FORECASTER] CMU: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T09:25:42.870442] [DEBUG] [FORECASTER] CMU: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1
[2025-11-25T09:25:43.104155] [DEBUG] [FORECASTER] CMU: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T09:25:43.329864] [DEBUG] [FORECASTER] CMU: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-25T09:25:43.553738] [DEBUG] [FORECASTER] CMU: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T09:25:43.773079] [DEBUG] [FORECASTER] CMU: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T09:25:43.773253] [INFO ] [CONFIGURE ] CMU: DISCARDED add_volume_momentum_confirmation (score: 50.00%)
[2025-11-25T09:25:43.773308] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 2.8s/test | Remaining: 1721 tests
[2025-11-25T09:25:43.773357] [INFO ] [CONFIGURE ] CMU: Testing feature 27/29: add_volume_price_divergence
[2025-11-25T09:25:43.773401] [INFO ] [CONFIGURE ] CMU: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_volume_price_divergence']
[2025-11-25T09:25:44.030251] [DEBUG] [FORECASTER] CMU: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T09:25:44.274394] [DEBUG] [FORECASTER] CMU: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0
[2025-11-25T09:25:44.530575] [DEBUG] [FORECASTER] CMU: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T09:25:44.777007] [DEBUG] [FORECASTER] CMU: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T09:25:45.019000] [DEBUG] [FORECASTER] CMU: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T09:25:45.256411] [DEBUG] [FORECASTER] CMU: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1
[2025-11-25T09:25:45.498889] [DEBUG] [FORECASTER] CMU: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T09:25:45.746818] [DEBUG] [FORECASTER] CMU: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-25T09:25:45.987748] [DEBUG] [FORECASTER] CMU: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-25T09:25:46.245321] [DEBUG] [FORECASTER] CMU: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T09:25:46.245504] [INFO ] [CONFIGURE ] CMU: DISCARDED add_volume_price_divergence (score: 50.00%)
[2025-11-25T09:25:46.245561] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 2.8s/test | Remaining: 1720 tests
[2025-11-25T09:25:46.245608] [INFO ] [CONFIGURE ] CMU: Testing feature 28/29: add_volume_profile
[2025-11-25T09:25:46.245671] [INFO ] [CONFIGURE ] CMU: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_volume_profile']
[2025-11-25T09:25:46.477145] [DEBUG] [FORECASTER] CMU: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T09:25:46.700730] [DEBUG] [FORECASTER] CMU: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0
[2025-11-25T09:25:46.938763] [DEBUG] [FORECASTER] CMU: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T09:25:47.177773] [DEBUG] [FORECASTER] CMU: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T09:25:47.413503] [DEBUG] [FORECASTER] CMU: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T09:25:47.662443] [DEBUG] [FORECASTER] CMU: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1
[2025-11-25T09:25:48.005629] [DEBUG] [FORECASTER] CMU: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T09:25:48.339257] [DEBUG] [FORECASTER] CMU: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-25T09:25:48.630078] [DEBUG] [FORECASTER] CMU: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-25T09:25:48.877239] [DEBUG] [FORECASTER] CMU: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T09:25:48.877414] [INFO ] [CONFIGURE ] CMU: DISCARDED add_volume_profile (score: 60.00%)
[2025-11-25T09:25:48.877488] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 2.8s/test | Remaining: 1719 tests
[2025-11-25T09:25:48.877560] [INFO ] [CONFIGURE ] CMU: Testing feature 29/29: add_vwap
[2025-11-25T09:25:48.877629] [INFO ] [CONFIGURE ] CMU: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_vwap']
[2025-11-25T09:25:49.146504] [DEBUG] [FORECASTER] CMU: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T09:25:49.399758] [DEBUG] [FORECASTER] CMU: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0
[2025-11-25T09:25:49.642218] [DEBUG] [FORECASTER] CMU: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T09:25:49.876245] [DEBUG] [FORECASTER] CMU: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T09:25:50.127132] [DEBUG] [FORECASTER] CMU: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T09:25:50.367121] [DEBUG] [FORECASTER] CMU: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1
[2025-11-25T09:25:50.598232] [DEBUG] [FORECASTER] CMU: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T09:25:50.861304] [DEBUG] [FORECASTER] CMU: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-25T09:25:51.093669] [DEBUG] [FORECASTER] CMU: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T09:25:51.316732] [DEBUG] [FORECASTER] CMU: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T09:25:51.316949] [INFO ] [CONFIGURE ] CMU: DISCARDED add_vwap (score: 60.00%)
[2025-11-25T09:25:51.317004] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 2.8s/test | Remaining: 1718 tests
[2025-11-25T09:25:51.317054] [INFO ] [CONFIGURE ] CMU: ===== FEATURE SELECTION COMPLETE =====
[2025-11-25T09:25:51.317096] [INFO ] [CONFIGURE ] CMU: Best accuracy: 80.00%
[2025-11-25T09:25:51.317138] [INFO ] [CONFIGURE ] CMU: Best feature set (2 features): ['add_bollinger_bands', 'add_daily_returns']
[2025-11-25T09:25:51.317192] [INFO ] [CONFIGURE ] CMU: Improvement over baseline: 40.00%
[2025-11-25T09:25:51.317230] [INFO ] [CONFIGURE ] CMU: Total time: 1.2 minutes
[2025-11-25T09:25:51.317268] [INFO ] [CONFIGURE ] CMU: Average time per feature: 2.5 seconds
[2025-11-25T09:25:51.317305] [INFO ] [CONFIGURE ] CMU: Average speed: 0.40 features/sec
[2025-11-25T09:25:51.317812] [INFO ] [LOCAL     ] Saved configuration for CMU: 2 features, 80.00% accuracy -> ./output/feature-sets/CMU.json
[2025-11-25T09:25:51.317871] [INFO ] [CONFIGURE ] CMU: Configuration saved successfully: 2 features, 80.00% accuracy.
[2025-11-25T09:25:51.317916] [INFO ] [sig       ] [106/164] Successfully configured CMU | 0.01 sym/s | Total: 2.4h | ETA: 1.3h
[2025-11-25T09:25:51.317960] [INFO ] [sig       ] [107/164] Configuring CNA...
[2025-11-25T09:25:51.318000] [INFO ] [CONFIGURE ] CNA: Configurate test run.
[2025-11-25T09:25:51.318039] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CNA' from 'https://tdm.silogroup.org/data/derivative_storage/CNA.csv'.
[2025-11-25T09:25:51.329290] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'CNA'.
[2025-11-25T09:25:51.329756] [INFO ] [CONFIGURE ] CNA: Testing with 29 available features
[2025-11-25T09:25:51.329819] [INFO ] [CONFIGURE ] CNA: Establishing baseline with no features...
[2025-11-25T09:25:51.496464] [DEBUG] [FORECASTER] CNA: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T09:25:51.668166] [DEBUG] [FORECASTER] CNA: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T09:25:51.831761] [DEBUG] [FORECASTER] CNA: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T09:25:51.997745] [DEBUG] [FORECASTER] CNA: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T09:25:52.162592] [DEBUG] [FORECASTER] CNA: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-25T09:25:52.323431] [DEBUG] [FORECASTER] CNA: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T09:25:52.494008] [DEBUG] [FORECASTER] CNA: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T09:25:52.662192] [DEBUG] [FORECASTER] CNA: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T09:25:52.838429] [DEBUG] [FORECASTER] CNA: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-25T09:25:53.019174] [DEBUG] [FORECASTER] CNA: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-11-25T09:25:53.019530] [INFO ] [CONFIGURE ] CNA: Baseline score (no features): 20.00%
[2025-11-25T09:25:53.019578] [INFO ] [CONFIGURE ] CNA: Testing feature 1/29: add_bollinger_bands
[2025-11-25T09:25:53.019616] [INFO ] [CONFIGURE ] CNA: Testing with features: ['add_bollinger_bands']
[2025-11-25T09:25:53.222284] [DEBUG] [FORECASTER] CNA: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T09:25:53.437050] [DEBUG] [FORECASTER] CNA: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T09:25:53.639937] [DEBUG] [FORECASTER] CNA: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T09:25:53.846629] [DEBUG] [FORECASTER] CNA: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T09:25:54.062910] [DEBUG] [FORECASTER] CNA: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T09:25:54.268454] [DEBUG] [FORECASTER] CNA: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T09:25:54.470537] [DEBUG] [FORECASTER] CNA: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T09:25:54.683327] [DEBUG] [FORECASTER] CNA: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T09:25:54.898285] [DEBUG] [FORECASTER] CNA: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-25T09:25:55.100939] [DEBUG] [FORECASTER] CNA: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-11-25T09:25:55.101104] [INFO ] [CONFIGURE ] CNA: DISCARDED add_bollinger_bands (score: 20.00%)
[2025-11-25T09:25:55.101152] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 2.8s/test | Remaining: 1717 tests
[2025-11-25T09:25:55.101190] [INFO ] [CONFIGURE ] CNA: Testing feature 2/29: add_cumulative_delta
[2025-11-25T09:25:55.101225] [INFO ] [CONFIGURE ] CNA: Testing with features: ['add_cumulative_delta']
[2025-11-25T09:25:55.317744] [DEBUG] [FORECASTER] CNA: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T09:25:55.525810] [DEBUG] [FORECASTER] CNA: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T09:25:55.756660] [DEBUG] [FORECASTER] CNA: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T09:25:55.965146] [DEBUG] [FORECASTER] CNA: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T09:25:56.172923] [DEBUG] [FORECASTER] CNA: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-25T09:25:56.385413] [DEBUG] [FORECASTER] CNA: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T09:25:56.608939] [DEBUG] [FORECASTER] CNA: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T09:25:56.827113] [DEBUG] [FORECASTER] CNA: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T09:25:57.045658] [DEBUG] [FORECASTER] CNA: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-25T09:25:57.264914] [DEBUG] [FORECASTER] CNA: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-11-25T09:25:57.265136] [INFO ] [CONFIGURE ] CNA: DISCARDED add_cumulative_delta (score: 20.00%)
[2025-11-25T09:25:57.265191] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 2.8s/test | Remaining: 1716 tests
[2025-11-25T09:25:57.265237] [INFO ] [CONFIGURE ] CNA: Testing feature 3/29: add_daily_returns
[2025-11-25T09:25:57.265275] [INFO ] [CONFIGURE ] CNA: Testing with features: ['add_daily_returns']
[2025-11-25T09:25:57.471429] [DEBUG] [FORECASTER] CNA: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T09:25:57.654551] [DEBUG] [FORECASTER] CNA: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T09:25:57.838520] [DEBUG] [FORECASTER] CNA: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T09:25:58.021862] [DEBUG] [FORECASTER] CNA: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T09:25:58.207230] [DEBUG] [FORECASTER] CNA: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-25T09:25:58.394330] [DEBUG] [FORECASTER] CNA: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T09:25:58.579489] [DEBUG] [FORECASTER] CNA: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T09:25:58.762592] [DEBUG] [FORECASTER] CNA: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T09:25:58.961600] [DEBUG] [FORECASTER] CNA: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-25T09:25:59.152869] [DEBUG] [FORECASTER] CNA: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-11-25T09:25:59.153043] [INFO ] [CONFIGURE ] CNA: DISCARDED add_daily_returns (score: 10.00%)
[2025-11-25T09:25:59.153091] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 2.8s/test | Remaining: 1715 tests
[2025-11-25T09:25:59.153129] [INFO ] [CONFIGURE ] CNA: Testing feature 4/29: add_ema
[2025-11-25T09:25:59.153164] [INFO ] [CONFIGURE ] CNA: Testing with features: ['add_ema']
[2025-11-25T09:25:59.369516] [DEBUG] [FORECASTER] CNA: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T09:25:59.576688] [DEBUG] [FORECASTER] CNA: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T09:25:59.784398] [DEBUG] [FORECASTER] CNA: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T09:25:59.993082] [DEBUG] [FORECASTER] CNA: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T09:26:00.211069] [DEBUG] [FORECASTER] CNA: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-25T09:26:00.426269] [DEBUG] [FORECASTER] CNA: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T09:26:00.643257] [DEBUG] [FORECASTER] CNA: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T09:26:00.863224] [DEBUG] [FORECASTER] CNA: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T09:26:01.774537] [DEBUG] [FORECASTER] CNA: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-25T09:26:02.094133] [DEBUG] [FORECASTER] CNA: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-11-25T09:26:02.094346] [INFO ] [CONFIGURE ] CNA: DISCARDED add_ema (score: 10.00%)
[2025-11-25T09:26:02.094400] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 2.8s/test | Remaining: 1714 tests
[2025-11-25T09:26:02.094441] [INFO ] [CONFIGURE ] CNA: Testing feature 5/29: add_exhaustion_signals
[2025-11-25T09:26:02.094479] [INFO ] [CONFIGURE ] CNA: Testing with features: ['add_vwap', 'add_exhaustion_signals']
[2025-11-25T09:26:02.326998] [DEBUG] [FORECASTER] CNA: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T09:26:02.556589] [DEBUG] [FORECASTER] CNA: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T09:26:02.780953] [DEBUG] [FORECASTER] CNA: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T09:26:03.010952] [DEBUG] [FORECASTER] CNA: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T09:26:03.237699] [DEBUG] [FORECASTER] CNA: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-25T09:26:03.462667] [DEBUG] [FORECASTER] CNA: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T09:26:03.694321] [DEBUG] [FORECASTER] CNA: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T09:26:03.924685] [DEBUG] [FORECASTER] CNA: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T09:26:04.153520] [DEBUG] [FORECASTER] CNA: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-25T09:26:04.381322] [DEBUG] [FORECASTER] CNA: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-25T09:26:04.381507] [INFO ] [CONFIGURE ] CNA: KEPT add_exhaustion_signals (score: 30.00%)
[2025-11-25T09:26:04.381565] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 2.8s/test | Remaining: 1713 tests
[2025-11-25T09:26:04.381612] [INFO ] [CONFIGURE ] CNA: Testing feature 6/29: add_failed_moves
[2025-11-25T09:26:04.381682] [INFO ] [CONFIGURE ] CNA: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_failed_moves']
[2025-11-25T09:26:04.614296] [DEBUG] [FORECASTER] CNA: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T09:26:04.843973] [DEBUG] [FORECASTER] CNA: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T09:26:05.074073] [DEBUG] [FORECASTER] CNA: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T09:26:05.303978] [DEBUG] [FORECASTER] CNA: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T09:26:05.540562] [DEBUG] [FORECASTER] CNA: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-25T09:26:05.776910] [DEBUG] [FORECASTER] CNA: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T09:26:06.013807] [DEBUG] [FORECASTER] CNA: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T09:26:06.252734] [DEBUG] [FORECASTER] CNA: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T09:26:06.486743] [DEBUG] [FORECASTER] CNA: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-25T09:26:06.736904] [DEBUG] [FORECASTER] CNA: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-11-25T09:26:06.737084] [INFO ] [CONFIGURE ] CNA: DISCARDED add_failed_moves (score: 20.00%)
[2025-11-25T09:26:06.737141] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 2.8s/test | Remaining: 1712 tests
[2025-11-25T09:26:06.737209] [INFO ] [CONFIGURE ] CNA: Testing feature 7/29: add_lag_shelf
[2025-11-25T09:26:06.737256] [INFO ] [CONFIGURE ] CNA: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_lag_shelf']
[2025-11-25T09:26:06.963128] [DEBUG] [FORECASTER] CNA: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T09:26:07.178553] [DEBUG] [FORECASTER] CNA: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T09:26:07.398818] [DEBUG] [FORECASTER] CNA: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T09:26:07.632993] [DEBUG] [FORECASTER] CNA: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T09:26:07.856847] [DEBUG] [FORECASTER] CNA: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-25T09:26:08.087474] [DEBUG] [FORECASTER] CNA: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T09:26:08.331378] [DEBUG] [FORECASTER] CNA: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T09:26:08.562055] [DEBUG] [FORECASTER] CNA: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T09:26:08.790418] [DEBUG] [FORECASTER] CNA: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-25T09:26:09.056001] [DEBUG] [FORECASTER] CNA: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-25T09:26:09.056182] [INFO ] [CONFIGURE ] CNA: DISCARDED add_lag_shelf (score: 20.00%)
[2025-11-25T09:26:09.056241] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 2.8s/test | Remaining: 1711 tests
[2025-11-25T09:26:09.056290] [INFO ] [CONFIGURE ] CNA: Testing feature 8/29: add_macd
[2025-11-25T09:26:09.056336] [INFO ] [CONFIGURE ] CNA: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_macd']
[2025-11-25T09:26:09.364335] [DEBUG] [FORECASTER] CNA: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T09:26:09.664504] [DEBUG] [FORECASTER] CNA: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T09:26:09.952401] [DEBUG] [FORECASTER] CNA: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T09:26:10.247570] [DEBUG] [FORECASTER] CNA: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T09:26:10.528494] [DEBUG] [FORECASTER] CNA: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-25T09:26:10.812008] [DEBUG] [FORECASTER] CNA: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T09:26:11.097122] [DEBUG] [FORECASTER] CNA: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T09:26:11.393514] [DEBUG] [FORECASTER] CNA: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T09:26:11.672220] [DEBUG] [FORECASTER] CNA: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-25T09:26:11.949360] [DEBUG] [FORECASTER] CNA: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-11-25T09:26:11.949554] [INFO ] [CONFIGURE ] CNA: DISCARDED add_macd (score: 20.00%)
[2025-11-25T09:26:11.949623] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 2.8s/test | Remaining: 1710 tests
[2025-11-25T09:26:11.949708] [INFO ] [CONFIGURE ] CNA: Testing feature 9/29: add_mfi
[2025-11-25T09:26:11.949752] [INFO ] [CONFIGURE ] CNA: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_mfi']
[2025-11-25T09:26:12.183260] [DEBUG] [FORECASTER] CNA: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T09:26:12.417892] [DEBUG] [FORECASTER] CNA: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T09:26:12.650795] [DEBUG] [FORECASTER] CNA: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T09:26:12.898674] [DEBUG] [FORECASTER] CNA: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T09:26:13.125985] [DEBUG] [FORECASTER] CNA: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-25T09:26:13.359034] [DEBUG] [FORECASTER] CNA: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T09:26:13.596501] [DEBUG] [FORECASTER] CNA: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T09:26:13.880283] [DEBUG] [FORECASTER] CNA: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T09:26:14.141608] [DEBUG] [FORECASTER] CNA: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-25T09:26:14.462906] [DEBUG] [FORECASTER] CNA: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-25T09:26:14.463195] [INFO ] [CONFIGURE ] CNA: DISCARDED add_mfi (score: 20.00%)
[2025-11-25T09:26:14.463267] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 2.8s/test | Remaining: 1709 tests
[2025-11-25T09:26:14.463326] [INFO ] [CONFIGURE ] CNA: Testing feature 10/29: add_momentum_acceleration
[2025-11-25T09:26:14.463375] [INFO ] [CONFIGURE ] CNA: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-11-25T09:26:14.841077] [DEBUG] [FORECASTER] CNA: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T09:26:15.166910] [DEBUG] [FORECASTER] CNA: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T09:26:15.505553] [DEBUG] [FORECASTER] CNA: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T09:26:15.847288] [DEBUG] [FORECASTER] CNA: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T09:26:16.203566] [DEBUG] [FORECASTER] CNA: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-25T09:26:16.574036] [DEBUG] [FORECASTER] CNA: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T09:26:16.917047] [DEBUG] [FORECASTER] CNA: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T09:26:17.272548] [DEBUG] [FORECASTER] CNA: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T09:26:17.646491] [DEBUG] [FORECASTER] CNA: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-25T09:26:18.027493] [DEBUG] [FORECASTER] CNA: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-11-25T09:26:18.027726] [INFO ] [CONFIGURE ] CNA: DISCARDED add_momentum_acceleration (score: 20.00%)
[2025-11-25T09:26:18.027787] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 2.8s/test | Remaining: 1708 tests
[2025-11-25T09:26:18.027826] [INFO ] [CONFIGURE ] CNA: Testing feature 11/29: add_obv_daily
[2025-11-25T09:26:18.027873] [INFO ] [CONFIGURE ] CNA: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_obv_daily']
[2025-11-25T09:26:18.304280] [DEBUG] [FORECASTER] CNA: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T09:26:18.566627] [DEBUG] [FORECASTER] CNA: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T09:26:18.848281] [DEBUG] [FORECASTER] CNA: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T09:26:19.146869] [DEBUG] [FORECASTER] CNA: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T09:26:19.427239] [DEBUG] [FORECASTER] CNA: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-25T09:26:19.711308] [DEBUG] [FORECASTER] CNA: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T09:26:19.971238] [DEBUG] [FORECASTER] CNA: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T09:26:20.240894] [DEBUG] [FORECASTER] CNA: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T09:26:20.507246] [DEBUG] [FORECASTER] CNA: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-25T09:26:20.809089] [DEBUG] [FORECASTER] CNA: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-11-25T09:26:20.809305] [INFO ] [CONFIGURE ] CNA: DISCARDED add_obv_daily (score: 20.00%)
[2025-11-25T09:26:20.809366] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 2.8s/test | Remaining: 1707 tests
[2025-11-25T09:26:20.809413] [INFO ] [CONFIGURE ] CNA: Testing feature 12/29: add_obv_interval
[2025-11-25T09:26:20.809454] [INFO ] [CONFIGURE ] CNA: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_obv_interval']
[2025-11-25T09:26:21.056830] [DEBUG] [FORECASTER] CNA: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T09:26:21.296714] [DEBUG] [FORECASTER] CNA: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T09:26:21.533874] [DEBUG] [FORECASTER] CNA: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T09:26:21.806521] [DEBUG] [FORECASTER] CNA: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T09:26:22.068841] [DEBUG] [FORECASTER] CNA: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-25T09:26:22.329364] [DEBUG] [FORECASTER] CNA: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T09:26:22.588568] [DEBUG] [FORECASTER] CNA: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T09:26:22.868268] [DEBUG] [FORECASTER] CNA: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T09:26:23.131323] [DEBUG] [FORECASTER] CNA: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-25T09:26:23.409472] [DEBUG] [FORECASTER] CNA: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-11-25T09:26:23.409714] [INFO ] [CONFIGURE ] CNA: DISCARDED add_obv_interval (score: 10.00%)
[2025-11-25T09:26:23.409806] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 2.8s/test | Remaining: 1706 tests
[2025-11-25T09:26:23.409884] [INFO ] [CONFIGURE ] CNA: Testing feature 13/29: add_opening_strength
[2025-11-25T09:26:23.409941] [INFO ] [CONFIGURE ] CNA: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_daily_returns', 'add_opening_strength']
[2025-11-25T09:26:23.686334] [DEBUG] [FORECASTER] CNA: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T09:26:23.961374] [DEBUG] [FORECASTER] CNA: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T09:26:24.235250] [DEBUG] [FORECASTER] CNA: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T09:26:24.517592] [DEBUG] [FORECASTER] CNA: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T09:26:24.829790] [DEBUG] [FORECASTER] CNA: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-25T09:26:25.083563] [DEBUG] [FORECASTER] CNA: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T09:26:25.344598] [DEBUG] [FORECASTER] CNA: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T09:26:25.603557] [DEBUG] [FORECASTER] CNA: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T09:26:25.877351] [DEBUG] [FORECASTER] CNA: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T09:26:26.139821] [DEBUG] [FORECASTER] CNA: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-11-25T09:26:26.140048] [INFO ] [CONFIGURE ] CNA: DISCARDED add_opening_strength (score: 20.00%)
[2025-11-25T09:26:26.140106] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 2.8s/test | Remaining: 1705 tests
[2025-11-25T09:26:26.140153] [INFO ] [CONFIGURE ] CNA: Testing feature 14/29: add_order_flow_imbalance
[2025-11-25T09:26:26.140197] [INFO ] [CONFIGURE ] CNA: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_order_flow_imbalance']
[2025-11-25T09:26:26.403836] [DEBUG] [FORECASTER] CNA: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T09:26:26.685078] [DEBUG] [FORECASTER] CNA: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T09:26:26.944055] [DEBUG] [FORECASTER] CNA: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T09:26:27.198934] [DEBUG] [FORECASTER] CNA: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T09:26:27.460974] [DEBUG] [FORECASTER] CNA: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-25T09:26:27.725147] [DEBUG] [FORECASTER] CNA: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T09:26:27.982292] [DEBUG] [FORECASTER] CNA: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T09:26:28.251772] [DEBUG] [FORECASTER] CNA: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T09:26:28.507246] [DEBUG] [FORECASTER] CNA: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-25T09:26:28.771781] [DEBUG] [FORECASTER] CNA: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-25T09:26:28.771969] [INFO ] [CONFIGURE ] CNA: DISCARDED add_order_flow_imbalance (score: 30.00%)
[2025-11-25T09:26:28.772063] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 2.8s/test | Remaining: 1704 tests
[2025-11-25T09:26:28.772117] [INFO ] [CONFIGURE ] CNA: Testing feature 15/29: add_pbf_morning_momentum
[2025-11-25T09:26:28.772163] [INFO ] [CONFIGURE ] CNA: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_pbf_morning_momentum']
[2025-11-25T09:26:29.005549] [DEBUG] [FORECASTER] CNA: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T09:26:29.231995] [DEBUG] [FORECASTER] CNA: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T09:26:29.463394] [DEBUG] [FORECASTER] CNA: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T09:26:29.689486] [DEBUG] [FORECASTER] CNA: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T09:26:29.911188] [DEBUG] [FORECASTER] CNA: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-25T09:26:30.138424] [DEBUG] [FORECASTER] CNA: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T09:26:30.361944] [DEBUG] [FORECASTER] CNA: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T09:26:30.584616] [DEBUG] [FORECASTER] CNA: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T09:26:30.833823] [DEBUG] [FORECASTER] CNA: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-25T09:26:31.081996] [DEBUG] [FORECASTER] CNA: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-11-25T09:26:31.082187] [INFO ] [CONFIGURE ] CNA: DISCARDED add_pbf_morning_momentum (score: 20.00%)
[2025-11-25T09:26:31.082248] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 2.8s/test | Remaining: 1703 tests
[2025-11-25T09:26:31.082289] [INFO ] [CONFIGURE ] CNA: Testing feature 16/29: add_pbf_overnight_gap
[2025-11-25T09:26:31.082337] [INFO ] [CONFIGURE ] CNA: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_pbf_overnight_gap']
[2025-11-25T09:26:31.337712] [DEBUG] [FORECASTER] CNA: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T09:26:31.591725] [DEBUG] [FORECASTER] CNA: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T09:26:31.843866] [DEBUG] [FORECASTER] CNA: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T09:26:32.092819] [DEBUG] [FORECASTER] CNA: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T09:26:32.344472] [DEBUG] [FORECASTER] CNA: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-25T09:26:32.594051] [DEBUG] [FORECASTER] CNA: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T09:26:32.846783] [DEBUG] [FORECASTER] CNA: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T09:26:33.095451] [DEBUG] [FORECASTER] CNA: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T09:26:33.349601] [DEBUG] [FORECASTER] CNA: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-25T09:26:33.605102] [DEBUG] [FORECASTER] CNA: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-11-25T09:26:33.605283] [INFO ] [CONFIGURE ] CNA: DISCARDED add_pbf_overnight_gap (score: 20.00%)
[2025-11-25T09:26:33.605342] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 2.8s/test | Remaining: 1702 tests
[2025-11-25T09:26:33.605390] [INFO ] [CONFIGURE ] CNA: Testing feature 17/29: add_pbf_return_2d
[2025-11-25T09:26:33.605434] [INFO ] [CONFIGURE ] CNA: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_pbf_return_2d']
[2025-11-25T09:26:33.879714] [DEBUG] [FORECASTER] CNA: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T09:26:34.159608] [DEBUG] [FORECASTER] CNA: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T09:26:34.427747] [DEBUG] [FORECASTER] CNA: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T09:26:34.702866] [DEBUG] [FORECASTER] CNA: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T09:26:34.966944] [DEBUG] [FORECASTER] CNA: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-25T09:26:35.223466] [DEBUG] [FORECASTER] CNA: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T09:26:35.481532] [DEBUG] [FORECASTER] CNA: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T09:26:35.747313] [DEBUG] [FORECASTER] CNA: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T09:26:36.003251] [DEBUG] [FORECASTER] CNA: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-25T09:26:36.258096] [DEBUG] [FORECASTER] CNA: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-11-25T09:26:36.258267] [INFO ] [CONFIGURE ] CNA: DISCARDED add_pbf_return_2d (score: 20.00%)
[2025-11-25T09:26:36.258322] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 2.8s/test | Remaining: 1701 tests
[2025-11-25T09:26:36.258368] [INFO ] [CONFIGURE ] CNA: Testing feature 18/29: add_pbf_volatility_5d
[2025-11-25T09:26:36.258410] [INFO ] [CONFIGURE ] CNA: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_pbf_volatility_5d']
[2025-11-25T09:26:36.485162] [DEBUG] [FORECASTER] CNA: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T09:26:36.718968] [DEBUG] [FORECASTER] CNA: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T09:26:36.958174] [DEBUG] [FORECASTER] CNA: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T09:26:37.181657] [DEBUG] [FORECASTER] CNA: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T09:26:37.418420] [DEBUG] [FORECASTER] CNA: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-25T09:26:37.673908] [DEBUG] [FORECASTER] CNA: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T09:26:37.911119] [DEBUG] [FORECASTER] CNA: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T09:26:38.142101] [DEBUG] [FORECASTER] CNA: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T09:26:38.373066] [DEBUG] [FORECASTER] CNA: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-25T09:26:38.609589] [DEBUG] [FORECASTER] CNA: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-25T09:26:38.609809] [INFO ] [CONFIGURE ] CNA: DISCARDED add_pbf_volatility_5d (score: 20.00%)
[2025-11-25T09:26:38.609867] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 2.8s/test | Remaining: 1700 tests
[2025-11-25T09:26:38.609914] [INFO ] [CONFIGURE ] CNA: Testing feature 19/29: add_pbf_vs_sma_5
[2025-11-25T09:26:38.609958] [INFO ] [CONFIGURE ] CNA: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_pbf_vs_sma_5']
[2025-11-25T09:26:38.857942] [DEBUG] [FORECASTER] CNA: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T09:26:39.110004] [DEBUG] [FORECASTER] CNA: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T09:26:39.347932] [DEBUG] [FORECASTER] CNA: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T09:26:39.594833] [DEBUG] [FORECASTER] CNA: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T09:26:39.848895] [DEBUG] [FORECASTER] CNA: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-25T09:26:40.102128] [DEBUG] [FORECASTER] CNA: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T09:26:40.364316] [DEBUG] [FORECASTER] CNA: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T09:26:40.610630] [DEBUG] [FORECASTER] CNA: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T09:26:40.854330] [DEBUG] [FORECASTER] CNA: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-25T09:26:41.103559] [DEBUG] [FORECASTER] CNA: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-25T09:26:41.103750] [INFO ] [CONFIGURE ] CNA: DISCARDED add_pbf_vs_sma_5 (score: 30.00%)
[2025-11-25T09:26:41.103807] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 2.8s/test | Remaining: 1699 tests
[2025-11-25T09:26:41.103854] [INFO ] [CONFIGURE ] CNA: Testing feature 20/29: add_price_rejection
[2025-11-25T09:26:41.103895] [INFO ] [CONFIGURE ] CNA: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_price_rejection']
[2025-11-25T09:26:41.364259] [DEBUG] [FORECASTER] CNA: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T09:26:41.606329] [DEBUG] [FORECASTER] CNA: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T09:26:41.853779] [DEBUG] [FORECASTER] CNA: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T09:26:42.119935] [DEBUG] [FORECASTER] CNA: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T09:26:42.367572] [DEBUG] [FORECASTER] CNA: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-25T09:26:42.631255] [DEBUG] [FORECASTER] CNA: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T09:26:42.876222] [DEBUG] [FORECASTER] CNA: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T09:26:43.116502] [DEBUG] [FORECASTER] CNA: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T09:26:43.354292] [DEBUG] [FORECASTER] CNA: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-25T09:26:43.596239] [DEBUG] [FORECASTER] CNA: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-11-25T09:26:43.596413] [INFO ] [CONFIGURE ] CNA: DISCARDED add_price_rejection (score: 10.00%)
[2025-11-25T09:26:43.596520] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 2.8s/test | Remaining: 1698 tests
[2025-11-25T09:26:43.596572] [INFO ] [CONFIGURE ] CNA: Testing feature 21/29: add_range_position
[2025-11-25T09:26:43.596617] [INFO ] [CONFIGURE ] CNA: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_range_position']
[2025-11-25T09:26:43.854364] [DEBUG] [FORECASTER] CNA: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T09:26:44.130080] [DEBUG] [FORECASTER] CNA: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T09:26:44.408271] [DEBUG] [FORECASTER] CNA: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T09:26:44.676078] [DEBUG] [FORECASTER] CNA: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T09:26:44.938210] [DEBUG] [FORECASTER] CNA: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-25T09:26:45.202523] [DEBUG] [FORECASTER] CNA: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T09:26:45.465698] [DEBUG] [FORECASTER] CNA: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T09:26:45.738220] [DEBUG] [FORECASTER] CNA: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T09:26:46.000546] [DEBUG] [FORECASTER] CNA: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-25T09:26:46.266834] [DEBUG] [FORECASTER] CNA: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-11-25T09:26:46.267059] [INFO ] [CONFIGURE ] CNA: DISCARDED add_range_position (score: 10.00%)
[2025-11-25T09:26:46.267118] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 2.8s/test | Remaining: 1697 tests
[2025-11-25T09:26:46.267194] [INFO ] [CONFIGURE ] CNA: Testing feature 22/29: add_realized_volatility
[2025-11-25T09:26:46.267242] [INFO ] [CONFIGURE ] CNA: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_realized_volatility']
[2025-11-25T09:26:46.614143] [DEBUG] [FORECASTER] CNA: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T09:26:46.980156] [DEBUG] [FORECASTER] CNA: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T09:26:47.331166] [DEBUG] [FORECASTER] CNA: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T09:26:47.702836] [DEBUG] [FORECASTER] CNA: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T09:26:48.075043] [DEBUG] [FORECASTER] CNA: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-25T09:26:48.446267] [DEBUG] [FORECASTER] CNA: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T09:26:48.823085] [DEBUG] [FORECASTER] CNA: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T09:26:49.216419] [DEBUG] [FORECASTER] CNA: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T09:26:49.581703] [DEBUG] [FORECASTER] CNA: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-25T09:26:49.956203] [DEBUG] [FORECASTER] CNA: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-25T09:26:49.956416] [INFO ] [CONFIGURE ] CNA: DISCARDED add_realized_volatility (score: 30.00%)
[2025-11-25T09:26:49.956482] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 2.8s/test | Remaining: 1696 tests
[2025-11-25T09:26:49.956532] [INFO ] [CONFIGURE ] CNA: Testing feature 23/29: add_recent_range_context
[2025-11-25T09:26:49.956575] [INFO ] [CONFIGURE ] CNA: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_recent_range_context']
[2025-11-25T09:26:50.193985] [DEBUG] [FORECASTER] CNA: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T09:26:50.429194] [DEBUG] [FORECASTER] CNA: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T09:26:50.661685] [DEBUG] [FORECASTER] CNA: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T09:26:50.926345] [DEBUG] [FORECASTER] CNA: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T09:26:51.170057] [DEBUG] [FORECASTER] CNA: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-25T09:26:51.412519] [DEBUG] [FORECASTER] CNA: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T09:26:51.683566] [DEBUG] [FORECASTER] CNA: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T09:26:51.930831] [DEBUG] [FORECASTER] CNA: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T09:26:52.167204] [DEBUG] [FORECASTER] CNA: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-25T09:26:52.396246] [DEBUG] [FORECASTER] CNA: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-25T09:26:52.396432] [INFO ] [CONFIGURE ] CNA: DISCARDED add_recent_range_context (score: 30.00%)
[2025-11-25T09:26:52.396502] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 2.8s/test | Remaining: 1695 tests
[2025-11-25T09:26:52.396562] [INFO ] [CONFIGURE ] CNA: Testing feature 24/29: add_rsi
[2025-11-25T09:26:52.396614] [INFO ] [CONFIGURE ] CNA: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_ema', 'add_rsi']
[2025-11-25T09:26:52.683822] [DEBUG] [FORECASTER] CNA: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T09:26:52.972139] [DEBUG] [FORECASTER] CNA: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T09:26:53.247542] [DEBUG] [FORECASTER] CNA: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T09:26:53.523348] [DEBUG] [FORECASTER] CNA: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T09:26:53.814143] [DEBUG] [FORECASTER] CNA: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-25T09:26:54.111782] [DEBUG] [FORECASTER] CNA: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T09:26:54.413937] [DEBUG] [FORECASTER] CNA: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T09:26:54.703579] [DEBUG] [FORECASTER] CNA: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T09:26:54.998239] [DEBUG] [FORECASTER] CNA: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-25T09:26:55.286494] [DEBUG] [FORECASTER] CNA: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-25T09:26:55.286779] [INFO ] [CONFIGURE ] CNA: DISCARDED add_rsi (score: 30.00%)
[2025-11-25T09:26:55.286853] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 2.8s/test | Remaining: 1694 tests
[2025-11-25T09:26:55.286908] [INFO ] [CONFIGURE ] CNA: Testing feature 25/29: add_tick_distribution
[2025-11-25T09:26:55.286953] [INFO ] [CONFIGURE ] CNA: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_tick_distribution']
[2025-11-25T09:26:55.525455] [DEBUG] [FORECASTER] CNA: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T09:26:55.764483] [DEBUG] [FORECASTER] CNA: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T09:26:55.996973] [DEBUG] [FORECASTER] CNA: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T09:26:56.231044] [DEBUG] [FORECASTER] CNA: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T09:26:56.474828] [DEBUG] [FORECASTER] CNA: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-25T09:26:56.715060] [DEBUG] [FORECASTER] CNA: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T09:26:56.960182] [DEBUG] [FORECASTER] CNA: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T09:26:57.194083] [DEBUG] [FORECASTER] CNA: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T09:26:57.434846] [DEBUG] [FORECASTER] CNA: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-25T09:26:57.682279] [DEBUG] [FORECASTER] CNA: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-11-25T09:26:57.682454] [INFO ] [CONFIGURE ] CNA: DISCARDED add_tick_distribution (score: 10.00%)
[2025-11-25T09:26:57.682511] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 2.8s/test | Remaining: 1693 tests
[2025-11-25T09:26:57.682558] [INFO ] [CONFIGURE ] CNA: Testing feature 26/29: add_volume_momentum_confirmation
[2025-11-25T09:26:57.682621] [INFO ] [CONFIGURE ] CNA: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_volume_momentum_confirmation']
[2025-11-25T09:26:57.961528] [DEBUG] [FORECASTER] CNA: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T09:26:58.298267] [DEBUG] [FORECASTER] CNA: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T09:26:58.628234] [DEBUG] [FORECASTER] CNA: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T09:26:58.928564] [DEBUG] [FORECASTER] CNA: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T09:26:59.195450] [DEBUG] [FORECASTER] CNA: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-25T09:26:59.446816] [DEBUG] [FORECASTER] CNA: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T09:26:59.687984] [DEBUG] [FORECASTER] CNA: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T09:26:59.954191] [DEBUG] [FORECASTER] CNA: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T09:27:00.209690] [DEBUG] [FORECASTER] CNA: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-25T09:27:00.456435] [DEBUG] [FORECASTER] CNA: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-11-25T09:27:00.456638] [INFO ] [CONFIGURE ] CNA: DISCARDED add_volume_momentum_confirmation (score: 20.00%)
[2025-11-25T09:27:00.456716] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 2.8s/test | Remaining: 1692 tests
[2025-11-25T09:27:00.456765] [INFO ] [CONFIGURE ] CNA: Testing feature 27/29: add_volume_price_divergence
[2025-11-25T09:27:00.456812] [INFO ] [CONFIGURE ] CNA: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_volume_price_divergence']
[2025-11-25T09:27:00.704400] [DEBUG] [FORECASTER] CNA: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T09:27:00.953942] [DEBUG] [FORECASTER] CNA: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T09:27:01.802389] [DEBUG] [FORECASTER] CNA: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T09:27:02.180502] [DEBUG] [FORECASTER] CNA: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T09:27:02.434300] [DEBUG] [FORECASTER] CNA: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-25T09:27:02.684133] [DEBUG] [FORECASTER] CNA: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T09:27:02.922240] [DEBUG] [FORECASTER] CNA: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T09:27:03.166266] [DEBUG] [FORECASTER] CNA: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T09:27:03.410700] [DEBUG] [FORECASTER] CNA: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-25T09:27:03.659802] [DEBUG] [FORECASTER] CNA: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-25T09:27:03.659980] [INFO ] [CONFIGURE ] CNA: DISCARDED add_volume_price_divergence (score: 20.00%)
[2025-11-25T09:27:03.660039] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 2.8s/test | Remaining: 1691 tests
[2025-11-25T09:27:03.660085] [INFO ] [CONFIGURE ] CNA: Testing feature 28/29: add_volume_profile
[2025-11-25T09:27:03.660128] [INFO ] [CONFIGURE ] CNA: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_volume_profile']
[2025-11-25T09:27:03.888692] [DEBUG] [FORECASTER] CNA: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T09:27:04.142842] [DEBUG] [FORECASTER] CNA: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T09:27:04.393022] [DEBUG] [FORECASTER] CNA: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T09:27:04.638208] [DEBUG] [FORECASTER] CNA: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T09:27:04.894394] [DEBUG] [FORECASTER] CNA: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-25T09:27:05.148737] [DEBUG] [FORECASTER] CNA: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T09:27:05.392392] [DEBUG] [FORECASTER] CNA: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T09:27:05.637373] [DEBUG] [FORECASTER] CNA: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T09:27:05.883976] [DEBUG] [FORECASTER] CNA: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-25T09:27:06.123931] [DEBUG] [FORECASTER] CNA: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-11-25T09:27:06.124137] [INFO ] [CONFIGURE ] CNA: DISCARDED add_volume_profile (score: 0.00%)
[2025-11-25T09:27:06.124194] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 2.8s/test | Remaining: 1690 tests
[2025-11-25T09:27:06.124242] [INFO ] [CONFIGURE ] CNA: ===== FEATURE SELECTION COMPLETE =====
[2025-11-25T09:27:06.124285] [INFO ] [CONFIGURE ] CNA: Best accuracy: 30.00%
[2025-11-25T09:27:06.124327] [INFO ] [CONFIGURE ] CNA: Best feature set (2 features): ['add_vwap', 'add_exhaustion_signals']
[2025-11-25T09:27:06.124366] [INFO ] [CONFIGURE ] CNA: Improvement over baseline: 10.00%
[2025-11-25T09:27:06.124403] [INFO ] [CONFIGURE ] CNA: Total time: 1.2 minutes
[2025-11-25T09:27:06.124440] [INFO ] [CONFIGURE ] CNA: Average time per feature: 2.6 seconds
[2025-11-25T09:27:06.124477] [INFO ] [CONFIGURE ] CNA: Average speed: 0.40 features/sec
[2025-11-25T09:27:06.124825] [INFO ] [LOCAL     ] Saved configuration for CNA: 2 features, 30.00% accuracy -> ./output/feature-sets/CNA.json
[2025-11-25T09:27:06.124883] [INFO ] [CONFIGURE ] CNA: Configuration saved successfully: 2 features, 30.00% accuracy.
[2025-11-25T09:27:06.124931] [INFO ] [sig       ] [107/164] Successfully configured CNA | 0.01 sym/s | Total: 2.4h | ETA: 1.3h
[2025-11-25T09:27:06.124974] [INFO ] [sig       ] [108/164] Configuring CNK...
[2025-11-25T09:27:06.125014] [INFO ] [CONFIGURE ] CNK: Configurate test run.
[2025-11-25T09:27:06.125053] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CNK' from 'https://tdm.silogroup.org/data/derivative_storage/CNK.csv'.
[2025-11-25T09:27:06.136857] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'CNK'.
[2025-11-25T09:27:06.137310] [INFO ] [CONFIGURE ] CNK: Testing with 29 available features
[2025-11-25T09:27:06.137371] [INFO ] [CONFIGURE ] CNK: Establishing baseline with no features...
[2025-11-25T09:27:06.304407] [DEBUG] [FORECASTER] CNK: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T09:27:06.476592] [DEBUG] [FORECASTER] CNK: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0
[2025-11-25T09:27:06.649127] [DEBUG] [FORECASTER] CNK: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T09:27:06.816250] [DEBUG] [FORECASTER] CNK: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T09:27:06.991894] [DEBUG] [FORECASTER] CNK: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T09:27:07.167983] [DEBUG] [FORECASTER] CNK: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T09:27:07.338179] [DEBUG] [FORECASTER] CNK: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T09:27:07.509856] [DEBUG] [FORECASTER] CNK: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T09:27:07.682922] [DEBUG] [FORECASTER] CNK: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T09:27:07.857979] [DEBUG] [FORECASTER] CNK: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-25T09:27:07.858142] [INFO ] [CONFIGURE ] CNK: Baseline score (no features): 50.00%
[2025-11-25T09:27:07.858212] [INFO ] [CONFIGURE ] CNK: Testing feature 1/29: add_bollinger_bands
[2025-11-25T09:27:07.858264] [INFO ] [CONFIGURE ] CNK: Testing with features: ['add_bollinger_bands']
[2025-11-25T09:27:08.066811] [DEBUG] [FORECASTER] CNK: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T09:27:08.277362] [DEBUG] [FORECASTER] CNK: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0
[2025-11-25T09:27:08.489296] [DEBUG] [FORECASTER] CNK: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T09:27:08.695259] [DEBUG] [FORECASTER] CNK: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T09:27:08.915798] [DEBUG] [FORECASTER] CNK: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T09:27:09.161670] [DEBUG] [FORECASTER] CNK: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T09:27:09.395364] [DEBUG] [FORECASTER] CNK: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T09:27:09.620943] [DEBUG] [FORECASTER] CNK: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T09:27:09.854435] [DEBUG] [FORECASTER] CNK: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T09:27:10.094196] [DEBUG] [FORECASTER] CNK: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-25T09:27:10.094409] [INFO ] [CONFIGURE ] CNK: KEPT add_bollinger_bands (score: 70.00%)
[2025-11-25T09:27:10.094460] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 2.8s/test | Remaining: 1689 tests
[2025-11-25T09:27:10.094500] [INFO ] [CONFIGURE ] CNK: Testing feature 2/29: add_cumulative_delta
[2025-11-25T09:27:10.094539] [INFO ] [CONFIGURE ] CNK: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta']
[2025-11-25T09:27:10.379713] [DEBUG] [FORECASTER] CNK: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T09:27:10.641781] [DEBUG] [FORECASTER] CNK: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0
[2025-11-25T09:27:10.905527] [DEBUG] [FORECASTER] CNK: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T09:27:11.164011] [DEBUG] [FORECASTER] CNK: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T09:27:11.411498] [DEBUG] [FORECASTER] CNK: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T09:27:11.670997] [DEBUG] [FORECASTER] CNK: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T09:27:11.917071] [DEBUG] [FORECASTER] CNK: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T09:27:12.168337] [DEBUG] [FORECASTER] CNK: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T09:27:12.422705] [DEBUG] [FORECASTER] CNK: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T09:27:12.674661] [DEBUG] [FORECASTER] CNK: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-11-25T09:27:12.674856] [INFO ] [CONFIGURE ] CNK: DISCARDED add_cumulative_delta (score: 60.00%)
[2025-11-25T09:27:12.674913] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 2.8s/test | Remaining: 1688 tests
[2025-11-25T09:27:12.674962] [INFO ] [CONFIGURE ] CNK: Testing feature 3/29: add_daily_returns
[2025-11-25T09:27:12.675010] [INFO ] [CONFIGURE ] CNK: Testing with features: ['add_bollinger_bands', 'add_daily_returns']
[2025-11-25T09:27:12.925138] [DEBUG] [FORECASTER] CNK: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T09:27:13.155618] [DEBUG] [FORECASTER] CNK: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T09:27:13.391429] [DEBUG] [FORECASTER] CNK: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T09:27:13.620224] [DEBUG] [FORECASTER] CNK: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T09:27:13.843161] [DEBUG] [FORECASTER] CNK: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T09:27:14.060741] [DEBUG] [FORECASTER] CNK: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T09:27:14.286919] [DEBUG] [FORECASTER] CNK: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T09:27:14.510549] [DEBUG] [FORECASTER] CNK: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T09:27:14.725002] [DEBUG] [FORECASTER] CNK: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T09:27:14.955142] [DEBUG] [FORECASTER] CNK: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-25T09:27:14.955479] [INFO ] [CONFIGURE ] CNK: KEPT add_daily_returns (score: 80.00%)
[2025-11-25T09:27:14.955613] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 2.8s/test | Remaining: 1687 tests
[2025-11-25T09:27:14.955740] [INFO ] [CONFIGURE ] CNK: Testing feature 4/29: add_ema
[2025-11-25T09:27:14.955840] [INFO ] [CONFIGURE ] CNK: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_ema']
[2025-11-25T09:27:15.236227] [DEBUG] [FORECASTER] CNK: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T09:27:15.529074] [DEBUG] [FORECASTER] CNK: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T09:27:15.797594] [DEBUG] [FORECASTER] CNK: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T09:27:16.072847] [DEBUG] [FORECASTER] CNK: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T09:27:16.354175] [DEBUG] [FORECASTER] CNK: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T09:27:16.656692] [DEBUG] [FORECASTER] CNK: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T09:27:16.947818] [DEBUG] [FORECASTER] CNK: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T09:27:17.231820] [DEBUG] [FORECASTER] CNK: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T09:27:17.524528] [DEBUG] [FORECASTER] CNK: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T09:27:17.803065] [DEBUG] [FORECASTER] CNK: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-25T09:27:17.803274] [INFO ] [CONFIGURE ] CNK: DISCARDED add_ema (score: 60.00%)
[2025-11-25T09:27:17.803336] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 2.8s/test | Remaining: 1686 tests
[2025-11-25T09:27:17.803389] [INFO ] [CONFIGURE ] CNK: Testing feature 5/29: add_exhaustion_signals
[2025-11-25T09:27:17.803435] [INFO ] [CONFIGURE ] CNK: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_vwap', 'add_exhaustion_signals']
[2025-11-25T09:27:18.076073] [DEBUG] [FORECASTER] CNK: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T09:27:18.341708] [DEBUG] [FORECASTER] CNK: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0
[2025-11-25T09:27:18.611813] [DEBUG] [FORECASTER] CNK: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T09:27:18.873954] [DEBUG] [FORECASTER] CNK: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T09:27:19.150169] [DEBUG] [FORECASTER] CNK: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T09:27:19.435932] [DEBUG] [FORECASTER] CNK: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T09:27:19.710096] [DEBUG] [FORECASTER] CNK: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T09:27:19.970769] [DEBUG] [FORECASTER] CNK: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T09:27:20.236544] [DEBUG] [FORECASTER] CNK: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T09:27:20.522822] [DEBUG] [FORECASTER] CNK: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-25T09:27:20.523025] [INFO ] [CONFIGURE ] CNK: DISCARDED add_exhaustion_signals (score: 70.00%)
[2025-11-25T09:27:20.523085] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 2.8s/test | Remaining: 1685 tests
[2025-11-25T09:27:20.523136] [INFO ] [CONFIGURE ] CNK: Testing feature 6/29: add_failed_moves
[2025-11-25T09:27:20.523183] [INFO ] [CONFIGURE ] CNK: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_failed_moves']
[2025-11-25T09:27:20.768135] [DEBUG] [FORECASTER] CNK: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T09:27:21.012301] [DEBUG] [FORECASTER] CNK: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T09:27:21.245819] [DEBUG] [FORECASTER] CNK: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T09:27:21.491934] [DEBUG] [FORECASTER] CNK: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T09:27:21.726282] [DEBUG] [FORECASTER] CNK: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T09:27:21.962242] [DEBUG] [FORECASTER] CNK: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T09:27:22.193566] [DEBUG] [FORECASTER] CNK: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T09:27:22.459139] [DEBUG] [FORECASTER] CNK: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T09:27:22.706337] [DEBUG] [FORECASTER] CNK: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T09:27:22.951610] [DEBUG] [FORECASTER] CNK: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-25T09:27:22.951805] [INFO ] [CONFIGURE ] CNK: KEPT add_failed_moves (score: 90.00%)
[2025-11-25T09:27:22.951855] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 2.8s/test | Remaining: 1684 tests
[2025-11-25T09:27:22.951894] [INFO ] [CONFIGURE ] CNK: Testing feature 7/29: add_lag_shelf
[2025-11-25T09:27:22.951930] [INFO ] [CONFIGURE ] CNK: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_failed_moves', 'add_lag_shelf']
[2025-11-25T09:27:23.216889] [DEBUG] [FORECASTER] CNK: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T09:27:23.461485] [DEBUG] [FORECASTER] CNK: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T09:27:23.725300] [DEBUG] [FORECASTER] CNK: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T09:27:24.009663] [DEBUG] [FORECASTER] CNK: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T09:27:24.276114] [DEBUG] [FORECASTER] CNK: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T09:27:24.540694] [DEBUG] [FORECASTER] CNK: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T09:27:24.812531] [DEBUG] [FORECASTER] CNK: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T09:27:25.072684] [DEBUG] [FORECASTER] CNK: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T09:27:25.332776] [DEBUG] [FORECASTER] CNK: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T09:27:25.595454] [DEBUG] [FORECASTER] CNK: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-25T09:27:25.595677] [INFO ] [CONFIGURE ] CNK: DISCARDED add_lag_shelf (score: 70.00%)
[2025-11-25T09:27:25.595850] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 2.8s/test | Remaining: 1683 tests
[2025-11-25T09:27:25.595960] [INFO ] [CONFIGURE ] CNK: Testing feature 8/29: add_macd
[2025-11-25T09:27:25.596063] [INFO ] [CONFIGURE ] CNK: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_failed_moves', 'add_vwap', 'add_macd']
[2025-11-25T09:27:25.933969] [DEBUG] [FORECASTER] CNK: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T09:27:26.270818] [DEBUG] [FORECASTER] CNK: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T09:27:26.612820] [DEBUG] [FORECASTER] CNK: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T09:27:26.972810] [DEBUG] [FORECASTER] CNK: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T09:27:27.315075] [DEBUG] [FORECASTER] CNK: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T09:27:27.675378] [DEBUG] [FORECASTER] CNK: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T09:27:28.039288] [DEBUG] [FORECASTER] CNK: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T09:27:28.366780] [DEBUG] [FORECASTER] CNK: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T09:27:28.702450] [DEBUG] [FORECASTER] CNK: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T09:27:29.028946] [DEBUG] [FORECASTER] CNK: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-25T09:27:29.029143] [INFO ] [CONFIGURE ] CNK: DISCARDED add_macd (score: 80.00%)
[2025-11-25T09:27:29.029201] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 2.8s/test | Remaining: 1682 tests
[2025-11-25T09:27:29.029247] [INFO ] [CONFIGURE ] CNK: Testing feature 9/29: add_mfi
[2025-11-25T09:27:29.029290] [INFO ] [CONFIGURE ] CNK: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_failed_moves', 'add_mfi']
[2025-11-25T09:27:29.272007] [DEBUG] [FORECASTER] CNK: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T09:27:29.525015] [DEBUG] [FORECASTER] CNK: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T09:27:29.784571] [DEBUG] [FORECASTER] CNK: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T09:27:30.039439] [DEBUG] [FORECASTER] CNK: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T09:27:30.321542] [DEBUG] [FORECASTER] CNK: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T09:27:30.568939] [DEBUG] [FORECASTER] CNK: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T09:27:30.830220] [DEBUG] [FORECASTER] CNK: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T09:27:31.081258] [DEBUG] [FORECASTER] CNK: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T09:27:31.340289] [DEBUG] [FORECASTER] CNK: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T09:27:31.598777] [DEBUG] [FORECASTER] CNK: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-25T09:27:31.598968] [INFO ] [CONFIGURE ] CNK: DISCARDED add_mfi (score: 60.00%)
[2025-11-25T09:27:31.599026] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 2.8s/test | Remaining: 1681 tests
[2025-11-25T09:27:31.599075] [INFO ] [CONFIGURE ] CNK: Testing feature 10/29: add_momentum_acceleration
[2025-11-25T09:27:31.599119] [INFO ] [CONFIGURE ] CNK: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_failed_moves', 'add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-11-25T09:27:31.953072] [DEBUG] [FORECASTER] CNK: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T09:27:32.289485] [DEBUG] [FORECASTER] CNK: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0
[2025-11-25T09:27:32.626799] [DEBUG] [FORECASTER] CNK: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T09:27:32.959480] [DEBUG] [FORECASTER] CNK: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T09:27:33.288711] [DEBUG] [FORECASTER] CNK: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T09:27:33.626633] [DEBUG] [FORECASTER] CNK: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T09:27:33.962569] [DEBUG] [FORECASTER] CNK: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T09:27:34.317000] [DEBUG] [FORECASTER] CNK: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T09:27:34.653599] [DEBUG] [FORECASTER] CNK: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T09:27:35.006208] [DEBUG] [FORECASTER] CNK: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-25T09:27:35.006427] [INFO ] [CONFIGURE ] CNK: DISCARDED add_momentum_acceleration (score: 60.00%)
[2025-11-25T09:27:35.006488] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 2.8s/test | Remaining: 1680 tests
[2025-11-25T09:27:35.006538] [INFO ] [CONFIGURE ] CNK: Testing feature 11/29: add_obv_daily
[2025-11-25T09:27:35.006586] [INFO ] [CONFIGURE ] CNK: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_failed_moves', 'add_obv_daily']
[2025-11-25T09:27:35.274564] [DEBUG] [FORECASTER] CNK: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T09:27:35.537891] [DEBUG] [FORECASTER] CNK: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T09:27:35.809177] [DEBUG] [FORECASTER] CNK: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T09:27:36.067083] [DEBUG] [FORECASTER] CNK: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T09:27:36.335139] [DEBUG] [FORECASTER] CNK: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T09:27:36.601307] [DEBUG] [FORECASTER] CNK: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T09:27:36.852386] [DEBUG] [FORECASTER] CNK: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T09:27:37.111067] [DEBUG] [FORECASTER] CNK: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T09:27:37.374011] [DEBUG] [FORECASTER] CNK: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T09:27:37.636957] [DEBUG] [FORECASTER] CNK: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-25T09:27:37.637131] [INFO ] [CONFIGURE ] CNK: DISCARDED add_obv_daily (score: 80.00%)
[2025-11-25T09:27:37.637209] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 2.8s/test | Remaining: 1679 tests
[2025-11-25T09:27:37.637260] [INFO ] [CONFIGURE ] CNK: Testing feature 12/29: add_obv_interval
[2025-11-25T09:27:37.637303] [INFO ] [CONFIGURE ] CNK: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_failed_moves', 'add_obv_interval']
[2025-11-25T09:27:37.870026] [DEBUG] [FORECASTER] CNK: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T09:27:38.104968] [DEBUG] [FORECASTER] CNK: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T09:27:38.341259] [DEBUG] [FORECASTER] CNK: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T09:27:38.574270] [DEBUG] [FORECASTER] CNK: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T09:27:38.822807] [DEBUG] [FORECASTER] CNK: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T09:27:39.086919] [DEBUG] [FORECASTER] CNK: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T09:27:39.333115] [DEBUG] [FORECASTER] CNK: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T09:27:39.572842] [DEBUG] [FORECASTER] CNK: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T09:27:39.831173] [DEBUG] [FORECASTER] CNK: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T09:27:40.095378] [DEBUG] [FORECASTER] CNK: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-25T09:27:40.095619] [INFO ] [CONFIGURE ] CNK: DISCARDED add_obv_interval (score: 60.00%)
[2025-11-25T09:27:40.095709] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 2.8s/test | Remaining: 1678 tests
[2025-11-25T09:27:40.095762] [INFO ] [CONFIGURE ] CNK: Testing feature 13/29: add_opening_strength
[2025-11-25T09:27:40.095878] [INFO ] [CONFIGURE ] CNK: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_failed_moves', 'add_opening_strength']
[2025-11-25T09:27:40.351811] [DEBUG] [FORECASTER] CNK: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T09:27:40.612090] [DEBUG] [FORECASTER] CNK: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T09:27:40.871336] [DEBUG] [FORECASTER] CNK: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T09:27:41.123577] [DEBUG] [FORECASTER] CNK: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T09:27:41.395119] [DEBUG] [FORECASTER] CNK: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T09:27:41.655635] [DEBUG] [FORECASTER] CNK: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T09:27:41.904830] [DEBUG] [FORECASTER] CNK: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T09:27:42.162097] [DEBUG] [FORECASTER] CNK: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T09:27:42.427198] [DEBUG] [FORECASTER] CNK: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T09:27:42.700051] [DEBUG] [FORECASTER] CNK: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-25T09:27:42.700265] [INFO ] [CONFIGURE ] CNK: DISCARDED add_opening_strength (score: 80.00%)
[2025-11-25T09:27:42.700323] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 2.8s/test | Remaining: 1677 tests
[2025-11-25T09:27:42.700371] [INFO ] [CONFIGURE ] CNK: Testing feature 14/29: add_order_flow_imbalance
[2025-11-25T09:27:42.700416] [INFO ] [CONFIGURE ] CNK: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_failed_moves', 'add_order_flow_imbalance']
[2025-11-25T09:27:42.986687] [DEBUG] [FORECASTER] CNK: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T09:27:43.266549] [DEBUG] [FORECASTER] CNK: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T09:27:43.538225] [DEBUG] [FORECASTER] CNK: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T09:27:43.830809] [DEBUG] [FORECASTER] CNK: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T09:27:44.089149] [DEBUG] [FORECASTER] CNK: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T09:27:44.342309] [DEBUG] [FORECASTER] CNK: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T09:27:44.609786] [DEBUG] [FORECASTER] CNK: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T09:27:44.880180] [DEBUG] [FORECASTER] CNK: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T09:27:45.158942] [DEBUG] [FORECASTER] CNK: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T09:27:45.508034] [DEBUG] [FORECASTER] CNK: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-25T09:27:45.508314] [INFO ] [CONFIGURE ] CNK: DISCARDED add_order_flow_imbalance (score: 80.00%)
[2025-11-25T09:27:45.508396] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 2.8s/test | Remaining: 1676 tests
[2025-11-25T09:27:45.508458] [INFO ] [CONFIGURE ] CNK: Testing feature 15/29: add_pbf_morning_momentum
[2025-11-25T09:27:45.508516] [INFO ] [CONFIGURE ] CNK: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_failed_moves', 'add_pbf_morning_momentum']
[2025-11-25T09:27:45.855382] [DEBUG] [FORECASTER] CNK: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T09:27:46.138511] [DEBUG] [FORECASTER] CNK: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T09:27:46.386497] [DEBUG] [FORECASTER] CNK: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T09:27:46.621805] [DEBUG] [FORECASTER] CNK: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T09:27:46.861916] [DEBUG] [FORECASTER] CNK: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T09:27:47.107858] [DEBUG] [FORECASTER] CNK: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T09:27:47.339858] [DEBUG] [FORECASTER] CNK: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T09:27:47.597509] [DEBUG] [FORECASTER] CNK: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T09:27:47.836601] [DEBUG] [FORECASTER] CNK: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T09:27:48.095155] [DEBUG] [FORECASTER] CNK: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-25T09:27:48.095353] [INFO ] [CONFIGURE ] CNK: DISCARDED add_pbf_morning_momentum (score: 90.00%)
[2025-11-25T09:27:48.095412] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 2.8s/test | Remaining: 1675 tests
[2025-11-25T09:27:48.095492] [INFO ] [CONFIGURE ] CNK: Testing feature 16/29: add_pbf_overnight_gap
[2025-11-25T09:27:48.095538] [INFO ] [CONFIGURE ] CNK: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_failed_moves', 'add_pbf_overnight_gap']
[2025-11-25T09:27:48.368157] [DEBUG] [FORECASTER] CNK: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T09:27:48.639468] [DEBUG] [FORECASTER] CNK: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T09:27:48.918137] [DEBUG] [FORECASTER] CNK: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T09:27:49.173947] [DEBUG] [FORECASTER] CNK: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T09:27:49.446232] [DEBUG] [FORECASTER] CNK: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T09:27:49.721460] [DEBUG] [FORECASTER] CNK: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T09:27:49.980497] [DEBUG] [FORECASTER] CNK: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T09:27:50.235553] [DEBUG] [FORECASTER] CNK: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T09:27:50.493287] [DEBUG] [FORECASTER] CNK: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T09:27:50.755344] [DEBUG] [FORECASTER] CNK: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-11-25T09:27:50.755530] [INFO ] [CONFIGURE ] CNK: DISCARDED add_pbf_overnight_gap (score: 70.00%)
[2025-11-25T09:27:50.755588] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 2.8s/test | Remaining: 1674 tests
[2025-11-25T09:27:50.755634] [INFO ] [CONFIGURE ] CNK: Testing feature 17/29: add_pbf_return_2d
[2025-11-25T09:27:50.755698] [INFO ] [CONFIGURE ] CNK: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_failed_moves', 'add_pbf_return_2d']
[2025-11-25T09:27:51.032774] [DEBUG] [FORECASTER] CNK: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T09:27:51.304499] [DEBUG] [FORECASTER] CNK: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T09:27:51.563076] [DEBUG] [FORECASTER] CNK: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T09:27:51.820950] [DEBUG] [FORECASTER] CNK: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T09:27:52.092751] [DEBUG] [FORECASTER] CNK: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T09:27:52.362750] [DEBUG] [FORECASTER] CNK: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T09:27:52.631774] [DEBUG] [FORECASTER] CNK: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T09:27:52.900015] [DEBUG] [FORECASTER] CNK: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T09:27:53.158661] [DEBUG] [FORECASTER] CNK: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T09:27:53.443629] [DEBUG] [FORECASTER] CNK: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-11-25T09:27:53.443841] [INFO ] [CONFIGURE ] CNK: DISCARDED add_pbf_return_2d (score: 90.00%)
[2025-11-25T09:27:53.443899] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 2.8s/test | Remaining: 1673 tests
[2025-11-25T09:27:53.443946] [INFO ] [CONFIGURE ] CNK: Testing feature 18/29: add_pbf_volatility_5d
[2025-11-25T09:27:53.443991] [INFO ] [CONFIGURE ] CNK: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_failed_moves', 'add_pbf_volatility_5d']
[2025-11-25T09:27:53.687727] [DEBUG] [FORECASTER] CNK: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T09:27:53.931536] [DEBUG] [FORECASTER] CNK: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T09:27:54.170482] [DEBUG] [FORECASTER] CNK: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T09:27:54.419819] [DEBUG] [FORECASTER] CNK: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T09:27:54.660816] [DEBUG] [FORECASTER] CNK: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T09:27:54.912406] [DEBUG] [FORECASTER] CNK: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T09:27:55.155115] [DEBUG] [FORECASTER] CNK: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T09:27:55.396336] [DEBUG] [FORECASTER] CNK: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T09:27:55.643468] [DEBUG] [FORECASTER] CNK: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T09:27:55.908979] [DEBUG] [FORECASTER] CNK: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-25T09:27:55.909176] [INFO ] [CONFIGURE ] CNK: DISCARDED add_pbf_volatility_5d (score: 70.00%)
[2025-11-25T09:27:55.909236] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 2.8s/test | Remaining: 1672 tests
[2025-11-25T09:27:55.909284] [INFO ] [CONFIGURE ] CNK: Testing feature 19/29: add_pbf_vs_sma_5
[2025-11-25T09:27:55.909329] [INFO ] [CONFIGURE ] CNK: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_failed_moves', 'add_pbf_vs_sma_5']
[2025-11-25T09:27:56.164639] [DEBUG] [FORECASTER] CNK: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T09:27:56.420555] [DEBUG] [FORECASTER] CNK: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T09:27:56.693987] [DEBUG] [FORECASTER] CNK: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T09:27:56.955992] [DEBUG] [FORECASTER] CNK: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T09:27:57.215472] [DEBUG] [FORECASTER] CNK: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T09:27:57.446848] [DEBUG] [FORECASTER] CNK: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T09:27:57.721918] [DEBUG] [FORECASTER] CNK: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T09:27:57.983602] [DEBUG] [FORECASTER] CNK: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T09:27:58.220781] [DEBUG] [FORECASTER] CNK: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T09:27:58.458434] [DEBUG] [FORECASTER] CNK: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-25T09:27:58.458774] [INFO ] [CONFIGURE ] CNK: DISCARDED add_pbf_vs_sma_5 (score: 80.00%)
[2025-11-25T09:27:58.458844] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 2.8s/test | Remaining: 1671 tests
[2025-11-25T09:27:58.458891] [INFO ] [CONFIGURE ] CNK: Testing feature 20/29: add_price_rejection
[2025-11-25T09:27:58.458934] [INFO ] [CONFIGURE ] CNK: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_failed_moves', 'add_price_rejection']
[2025-11-25T09:27:58.718236] [DEBUG] [FORECASTER] CNK: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T09:27:58.983927] [DEBUG] [FORECASTER] CNK: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0
[2025-11-25T09:27:59.247609] [DEBUG] [FORECASTER] CNK: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T09:27:59.526309] [DEBUG] [FORECASTER] CNK: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T09:27:59.786478] [DEBUG] [FORECASTER] CNK: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T09:28:00.048068] [DEBUG] [FORECASTER] CNK: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T09:28:01.053310] [DEBUG] [FORECASTER] CNK: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T09:28:01.444754] [DEBUG] [FORECASTER] CNK: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T09:28:01.700398] [DEBUG] [FORECASTER] CNK: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T09:28:01.943330] [DEBUG] [FORECASTER] CNK: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-25T09:28:01.943537] [INFO ] [CONFIGURE ] CNK: DISCARDED add_price_rejection (score: 70.00%)
[2025-11-25T09:28:01.943594] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 2.8s/test | Remaining: 1670 tests
[2025-11-25T09:28:01.943660] [INFO ] [CONFIGURE ] CNK: Testing feature 21/29: add_range_position
[2025-11-25T09:28:01.943706] [INFO ] [CONFIGURE ] CNK: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_failed_moves', 'add_range_position']
[2025-11-25T09:28:02.196329] [DEBUG] [FORECASTER] CNK: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T09:28:02.446848] [DEBUG] [FORECASTER] CNK: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0
[2025-11-25T09:28:02.700912] [DEBUG] [FORECASTER] CNK: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T09:28:02.947581] [DEBUG] [FORECASTER] CNK: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T09:28:03.190472] [DEBUG] [FORECASTER] CNK: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T09:28:03.450926] [DEBUG] [FORECASTER] CNK: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T09:28:03.713844] [DEBUG] [FORECASTER] CNK: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T09:28:03.959695] [DEBUG] [FORECASTER] CNK: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T09:28:04.229790] [DEBUG] [FORECASTER] CNK: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T09:28:04.522432] [DEBUG] [FORECASTER] CNK: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-25T09:28:04.522662] [INFO ] [CONFIGURE ] CNK: DISCARDED add_range_position (score: 70.00%)
[2025-11-25T09:28:04.522724] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 2.8s/test | Remaining: 1669 tests
[2025-11-25T09:28:04.522773] [INFO ] [CONFIGURE ] CNK: Testing feature 22/29: add_realized_volatility
[2025-11-25T09:28:04.522813] [INFO ] [CONFIGURE ] CNK: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_failed_moves', 'add_realized_volatility']
[2025-11-25T09:28:04.904694] [DEBUG] [FORECASTER] CNK: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T09:28:05.245415] [DEBUG] [FORECASTER] CNK: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T09:28:05.594124] [DEBUG] [FORECASTER] CNK: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T09:28:05.954874] [DEBUG] [FORECASTER] CNK: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T09:28:06.325391] [DEBUG] [FORECASTER] CNK: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T09:28:06.680079] [DEBUG] [FORECASTER] CNK: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T09:28:07.030175] [DEBUG] [FORECASTER] CNK: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T09:28:07.399758] [DEBUG] [FORECASTER] CNK: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T09:28:07.763842] [DEBUG] [FORECASTER] CNK: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T09:28:08.156732] [DEBUG] [FORECASTER] CNK: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-25T09:28:08.156959] [INFO ] [CONFIGURE ] CNK: DISCARDED add_realized_volatility (score: 70.00%)
[2025-11-25T09:28:08.157036] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 2.8s/test | Remaining: 1668 tests
[2025-11-25T09:28:08.157099] [INFO ] [CONFIGURE ] CNK: Testing feature 23/29: add_recent_range_context
[2025-11-25T09:28:08.157183] [INFO ] [CONFIGURE ] CNK: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_failed_moves', 'add_recent_range_context']
[2025-11-25T09:28:08.438132] [DEBUG] [FORECASTER] CNK: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T09:28:08.721512] [DEBUG] [FORECASTER] CNK: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0
[2025-11-25T09:28:09.021036] [DEBUG] [FORECASTER] CNK: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T09:28:09.310632] [DEBUG] [FORECASTER] CNK: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T09:28:09.589063] [DEBUG] [FORECASTER] CNK: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T09:28:09.846420] [DEBUG] [FORECASTER] CNK: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T09:28:10.089855] [DEBUG] [FORECASTER] CNK: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T09:28:10.336321] [DEBUG] [FORECASTER] CNK: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T09:28:10.589095] [DEBUG] [FORECASTER] CNK: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T09:28:10.848633] [DEBUG] [FORECASTER] CNK: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-25T09:28:10.848820] [INFO ] [CONFIGURE ] CNK: DISCARDED add_recent_range_context (score: 60.00%)
[2025-11-25T09:28:10.848878] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 2.8s/test | Remaining: 1667 tests
[2025-11-25T09:28:10.848926] [INFO ] [CONFIGURE ] CNK: Testing feature 24/29: add_rsi
[2025-11-25T09:28:10.848970] [INFO ] [CONFIGURE ] CNK: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_failed_moves', 'add_ema', 'add_rsi']
[2025-11-25T09:28:11.144085] [DEBUG] [FORECASTER] CNK: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T09:28:11.465276] [DEBUG] [FORECASTER] CNK: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T09:28:11.764429] [DEBUG] [FORECASTER] CNK: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T09:28:12.046459] [DEBUG] [FORECASTER] CNK: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T09:28:12.331260] [DEBUG] [FORECASTER] CNK: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T09:28:12.643978] [DEBUG] [FORECASTER] CNK: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T09:28:12.942967] [DEBUG] [FORECASTER] CNK: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T09:28:13.230393] [DEBUG] [FORECASTER] CNK: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T09:28:13.531680] [DEBUG] [FORECASTER] CNK: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T09:28:13.822806] [DEBUG] [FORECASTER] CNK: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-25T09:28:13.822982] [INFO ] [CONFIGURE ] CNK: DISCARDED add_rsi (score: 60.00%)
[2025-11-25T09:28:13.823039] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 2.8s/test | Remaining: 1666 tests
[2025-11-25T09:28:13.823086] [INFO ] [CONFIGURE ] CNK: Testing feature 25/29: add_tick_distribution
[2025-11-25T09:28:13.823129] [INFO ] [CONFIGURE ] CNK: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_failed_moves', 'add_tick_distribution']
[2025-11-25T09:28:14.052313] [DEBUG] [FORECASTER] CNK: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T09:28:14.285419] [DEBUG] [FORECASTER] CNK: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T09:28:14.518286] [DEBUG] [FORECASTER] CNK: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T09:28:14.761870] [DEBUG] [FORECASTER] CNK: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T09:28:15.022663] [DEBUG] [FORECASTER] CNK: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T09:28:15.267000] [DEBUG] [FORECASTER] CNK: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T09:28:15.504566] [DEBUG] [FORECASTER] CNK: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T09:28:15.772188] [DEBUG] [FORECASTER] CNK: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T09:28:16.033409] [DEBUG] [FORECASTER] CNK: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T09:28:16.288371] [DEBUG] [FORECASTER] CNK: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-25T09:28:16.288592] [INFO ] [CONFIGURE ] CNK: DISCARDED add_tick_distribution (score: 70.00%)
[2025-11-25T09:28:16.288674] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 2.8s/test | Remaining: 1665 tests
[2025-11-25T09:28:16.288920] [INFO ] [CONFIGURE ] CNK: Testing feature 26/29: add_volume_momentum_confirmation
[2025-11-25T09:28:16.288967] [INFO ] [CONFIGURE ] CNK: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_failed_moves', 'add_volume_momentum_confirmation']
[2025-11-25T09:28:16.534546] [DEBUG] [FORECASTER] CNK: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T09:28:16.781592] [DEBUG] [FORECASTER] CNK: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T09:28:17.042248] [DEBUG] [FORECASTER] CNK: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T09:28:17.306749] [DEBUG] [FORECASTER] CNK: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T09:28:17.549457] [DEBUG] [FORECASTER] CNK: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T09:28:17.801797] [DEBUG] [FORECASTER] CNK: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T09:28:18.050365] [DEBUG] [FORECASTER] CNK: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T09:28:18.297918] [DEBUG] [FORECASTER] CNK: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T09:28:18.547896] [DEBUG] [FORECASTER] CNK: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T09:28:18.792793] [DEBUG] [FORECASTER] CNK: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-25T09:28:18.792966] [INFO ] [CONFIGURE ] CNK: DISCARDED add_volume_momentum_confirmation (score: 70.00%)
[2025-11-25T09:28:18.793022] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 2.8s/test | Remaining: 1664 tests
[2025-11-25T09:28:18.793070] [INFO ] [CONFIGURE ] CNK: Testing feature 27/29: add_volume_price_divergence
[2025-11-25T09:28:18.793113] [INFO ] [CONFIGURE ] CNK: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_failed_moves', 'add_volume_price_divergence']
[2025-11-25T09:28:19.065405] [DEBUG] [FORECASTER] CNK: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T09:28:19.338156] [DEBUG] [FORECASTER] CNK: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T09:28:19.600117] [DEBUG] [FORECASTER] CNK: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T09:28:19.869000] [DEBUG] [FORECASTER] CNK: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T09:28:20.144621] [DEBUG] [FORECASTER] CNK: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T09:28:20.412221] [DEBUG] [FORECASTER] CNK: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T09:28:20.695294] [DEBUG] [FORECASTER] CNK: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T09:28:21.001354] [DEBUG] [FORECASTER] CNK: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T09:28:21.267721] [DEBUG] [FORECASTER] CNK: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T09:28:21.538711] [DEBUG] [FORECASTER] CNK: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-25T09:28:21.538926] [INFO ] [CONFIGURE ] CNK: DISCARDED add_volume_price_divergence (score: 80.00%)
[2025-11-25T09:28:21.538988] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 2.8s/test | Remaining: 1663 tests
[2025-11-25T09:28:21.539039] [INFO ] [CONFIGURE ] CNK: Testing feature 28/29: add_volume_profile
[2025-11-25T09:28:21.539085] [INFO ] [CONFIGURE ] CNK: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_failed_moves', 'add_volume_profile']
[2025-11-25T09:28:21.797689] [DEBUG] [FORECASTER] CNK: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T09:28:22.045026] [DEBUG] [FORECASTER] CNK: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T09:28:22.300489] [DEBUG] [FORECASTER] CNK: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T09:28:22.561021] [DEBUG] [FORECASTER] CNK: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T09:28:22.815019] [DEBUG] [FORECASTER] CNK: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T09:28:23.080570] [DEBUG] [FORECASTER] CNK: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T09:28:23.337372] [DEBUG] [FORECASTER] CNK: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T09:28:23.591561] [DEBUG] [FORECASTER] CNK: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T09:28:23.851410] [DEBUG] [FORECASTER] CNK: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T09:28:24.143296] [DEBUG] [FORECASTER] CNK: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-11-25T09:28:24.143496] [INFO ] [CONFIGURE ] CNK: DISCARDED add_volume_profile (score: 70.00%)
[2025-11-25T09:28:24.143552] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 2.8s/test | Remaining: 1662 tests
[2025-11-25T09:28:24.143602] [INFO ] [CONFIGURE ] CNK: Testing feature 29/29: add_vwap
[2025-11-25T09:28:24.143665] [INFO ] [CONFIGURE ] CNK: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_failed_moves', 'add_vwap']
[2025-11-25T09:28:24.405241] [DEBUG] [FORECASTER] CNK: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T09:28:24.668937] [DEBUG] [FORECASTER] CNK: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T09:28:24.931178] [DEBUG] [FORECASTER] CNK: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T09:28:25.186933] [DEBUG] [FORECASTER] CNK: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T09:28:25.447185] [DEBUG] [FORECASTER] CNK: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T09:28:25.708381] [DEBUG] [FORECASTER] CNK: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T09:28:25.960788] [DEBUG] [FORECASTER] CNK: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T09:28:26.212319] [DEBUG] [FORECASTER] CNK: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T09:28:26.468516] [DEBUG] [FORECASTER] CNK: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T09:28:26.715357] [DEBUG] [FORECASTER] CNK: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-25T09:28:26.715532] [INFO ] [CONFIGURE ] CNK: DISCARDED add_vwap (score: 80.00%)
[2025-11-25T09:28:26.715590] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 2.8s/test | Remaining: 1661 tests
[2025-11-25T09:28:26.715638] [INFO ] [CONFIGURE ] CNK: ===== FEATURE SELECTION COMPLETE =====
[2025-11-25T09:28:26.715701] [INFO ] [CONFIGURE ] CNK: Best accuracy: 90.00%
[2025-11-25T09:28:26.715744] [INFO ] [CONFIGURE ] CNK: Best feature set (3 features): ['add_bollinger_bands', 'add_daily_returns', 'add_failed_moves']
[2025-11-25T09:28:26.715847] [INFO ] [CONFIGURE ] CNK: Improvement over baseline: 40.00%
[2025-11-25T09:28:26.716117] [INFO ] [CONFIGURE ] CNK: Total time: 1.3 minutes
[2025-11-25T09:28:26.716157] [INFO ] [CONFIGURE ] CNK: Average time per feature: 2.7 seconds
[2025-11-25T09:28:26.716194] [INFO ] [CONFIGURE ] CNK: Average speed: 0.37 features/sec
[2025-11-25T09:28:26.716587] [INFO ] [LOCAL     ] Saved configuration for CNK: 3 features, 90.00% accuracy -> ./output/feature-sets/CNK.json
[2025-11-25T09:28:26.716663] [INFO ] [CONFIGURE ] CNK: Configuration saved successfully: 3 features, 90.00% accuracy.
[2025-11-25T09:28:26.716720] [INFO ] [sig       ] [108/164] Successfully configured CNK | 0.01 sym/s | Total: 2.5h | ETA: 1.3h
[2025-11-25T09:28:26.716766] [INFO ] [sig       ] [109/164] Configuring CNM...
[2025-11-25T09:28:26.716805] [INFO ] [CONFIGURE ] CNM: Configurate test run.
[2025-11-25T09:28:26.716843] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CNM' from 'https://tdm.silogroup.org/data/derivative_storage/CNM.csv'.
[2025-11-25T09:28:26.729992] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'CNM'.
[2025-11-25T09:28:26.730374] [INFO ] [CONFIGURE ] CNM: Testing with 29 available features
[2025-11-25T09:28:26.730435] [INFO ] [CONFIGURE ] CNM: Establishing baseline with no features...
[2025-11-25T09:28:26.905120] [DEBUG] [FORECASTER] CNM: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0
[2025-11-25T09:28:27.076474] [DEBUG] [FORECASTER] CNM: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0
[2025-11-25T09:28:27.251187] [DEBUG] [FORECASTER] CNM: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T09:28:27.426193] [DEBUG] [FORECASTER] CNM: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T09:28:27.615361] [DEBUG] [FORECASTER] CNM: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T09:28:27.823074] [DEBUG] [FORECASTER] CNM: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T09:28:28.019007] [DEBUG] [FORECASTER] CNM: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T09:28:28.206307] [DEBUG] [FORECASTER] CNM: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T09:28:28.382548] [DEBUG] [FORECASTER] CNM: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T09:28:28.559975] [DEBUG] [FORECASTER] CNM: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T09:28:28.560128] [INFO ] [CONFIGURE ] CNM: Baseline score (no features): 0.00%
[2025-11-25T09:28:28.560176] [INFO ] [CONFIGURE ] CNM: Testing feature 1/29: add_bollinger_bands
[2025-11-25T09:28:28.560234] [INFO ] [CONFIGURE ] CNM: Testing with features: ['add_bollinger_bands']
[2025-11-25T09:28:28.768205] [DEBUG] [FORECASTER] CNM: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0
[2025-11-25T09:28:28.985730] [DEBUG] [FORECASTER] CNM: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0
[2025-11-25T09:28:29.198603] [DEBUG] [FORECASTER] CNM: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T09:28:29.413290] [DEBUG] [FORECASTER] CNM: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T09:28:29.624503] [DEBUG] [FORECASTER] CNM: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T09:28:29.831282] [DEBUG] [FORECASTER] CNM: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T09:28:30.038200] [DEBUG] [FORECASTER] CNM: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T09:28:30.246407] [DEBUG] [FORECASTER] CNM: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T09:28:30.456699] [DEBUG] [FORECASTER] CNM: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T09:28:30.671664] [DEBUG] [FORECASTER] CNM: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T09:28:30.671842] [INFO ] [CONFIGURE ] CNM: KEPT add_bollinger_bands (score: 10.00%)
[2025-11-25T09:28:30.671891] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 2.8s/test | Remaining: 1660 tests
[2025-11-25T09:28:30.671930] [INFO ] [CONFIGURE ] CNM: Testing feature 2/29: add_cumulative_delta
[2025-11-25T09:28:30.671972] [INFO ] [CONFIGURE ] CNM: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta']
[2025-11-25T09:28:30.913169] [DEBUG] [FORECASTER] CNM: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T09:28:31.158422] [DEBUG] [FORECASTER] CNM: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0
[2025-11-25T09:28:31.403367] [DEBUG] [FORECASTER] CNM: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T09:28:31.654017] [DEBUG] [FORECASTER] CNM: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T09:28:31.908869] [DEBUG] [FORECASTER] CNM: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T09:28:32.209940] [DEBUG] [FORECASTER] CNM: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T09:28:32.502997] [DEBUG] [FORECASTER] CNM: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T09:28:32.754748] [DEBUG] [FORECASTER] CNM: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T09:28:33.003539] [DEBUG] [FORECASTER] CNM: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T09:28:33.251676] [DEBUG] [FORECASTER] CNM: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T09:28:33.251870] [INFO ] [CONFIGURE ] CNM: KEPT add_cumulative_delta (score: 50.00%)
[2025-11-25T09:28:33.251929] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 2.8s/test | Remaining: 1659 tests
[2025-11-25T09:28:33.251977] [INFO ] [CONFIGURE ] CNM: Testing feature 3/29: add_daily_returns
[2025-11-25T09:28:33.252020] [INFO ] [CONFIGURE ] CNM: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns']
[2025-11-25T09:28:33.517606] [DEBUG] [FORECASTER] CNM: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0
[2025-11-25T09:28:33.790833] [DEBUG] [FORECASTER] CNM: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0
[2025-11-25T09:28:34.069597] [DEBUG] [FORECASTER] CNM: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T09:28:34.338381] [DEBUG] [FORECASTER] CNM: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T09:28:34.601087] [DEBUG] [FORECASTER] CNM: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T09:28:34.871521] [DEBUG] [FORECASTER] CNM: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T09:28:35.145491] [DEBUG] [FORECASTER] CNM: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T09:28:35.431441] [DEBUG] [FORECASTER] CNM: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T09:28:35.717793] [DEBUG] [FORECASTER] CNM: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T09:28:35.983373] [DEBUG] [FORECASTER] CNM: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T09:28:35.983566] [INFO ] [CONFIGURE ] CNM: DISCARDED add_daily_returns (score: 30.00%)
[2025-11-25T09:28:35.983623] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 2.8s/test | Remaining: 1658 tests
[2025-11-25T09:28:35.983689] [INFO ] [CONFIGURE ] CNM: Testing feature 4/29: add_ema
[2025-11-25T09:28:35.983735] [INFO ] [CONFIGURE ] CNM: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_ema']
[2025-11-25T09:28:36.292665] [DEBUG] [FORECASTER] CNM: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T09:28:36.604968] [DEBUG] [FORECASTER] CNM: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0
[2025-11-25T09:28:36.899277] [DEBUG] [FORECASTER] CNM: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T09:28:37.208085] [DEBUG] [FORECASTER] CNM: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T09:28:37.522428] [DEBUG] [FORECASTER] CNM: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T09:28:37.860487] [DEBUG] [FORECASTER] CNM: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T09:28:38.263752] [DEBUG] [FORECASTER] CNM: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T09:28:38.660017] [DEBUG] [FORECASTER] CNM: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T09:28:39.046360] [DEBUG] [FORECASTER] CNM: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T09:28:39.416924] [DEBUG] [FORECASTER] CNM: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T09:28:39.417132] [INFO ] [CONFIGURE ] CNM: DISCARDED add_ema (score: 40.00%)
[2025-11-25T09:28:39.417228] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 2.8s/test | Remaining: 1657 tests
[2025-11-25T09:28:39.417280] [INFO ] [CONFIGURE ] CNM: Testing feature 5/29: add_exhaustion_signals
[2025-11-25T09:28:39.417327] [INFO ] [CONFIGURE ] CNM: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals']
[2025-11-25T09:28:39.754754] [DEBUG] [FORECASTER] CNM: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0
[2025-11-25T09:28:40.082401] [DEBUG] [FORECASTER] CNM: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0
[2025-11-25T09:28:40.409869] [DEBUG] [FORECASTER] CNM: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T09:28:40.732969] [DEBUG] [FORECASTER] CNM: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T09:28:41.054519] [DEBUG] [FORECASTER] CNM: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T09:28:41.374624] [DEBUG] [FORECASTER] CNM: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T09:28:41.699500] [DEBUG] [FORECASTER] CNM: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T09:28:42.021718] [DEBUG] [FORECASTER] CNM: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T09:28:42.328865] [DEBUG] [FORECASTER] CNM: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T09:28:42.648810] [DEBUG] [FORECASTER] CNM: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T09:28:42.649038] [INFO ] [CONFIGURE ] CNM: DISCARDED add_exhaustion_signals (score: 40.00%)
[2025-11-25T09:28:42.649097] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 2.8s/test | Remaining: 1656 tests
[2025-11-25T09:28:42.649147] [INFO ] [CONFIGURE ] CNM: Testing feature 6/29: add_failed_moves
[2025-11-25T09:28:42.649195] [INFO ] [CONFIGURE ] CNM: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_failed_moves']
[2025-11-25T09:28:42.927111] [DEBUG] [FORECASTER] CNM: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T09:28:43.197473] [DEBUG] [FORECASTER] CNM: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0
[2025-11-25T09:28:43.479372] [DEBUG] [FORECASTER] CNM: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T09:28:43.753729] [DEBUG] [FORECASTER] CNM: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T09:28:44.036675] [DEBUG] [FORECASTER] CNM: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T09:28:44.315065] [DEBUG] [FORECASTER] CNM: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T09:28:44.599370] [DEBUG] [FORECASTER] CNM: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T09:28:44.874350] [DEBUG] [FORECASTER] CNM: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T09:28:45.181751] [DEBUG] [FORECASTER] CNM: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T09:28:45.465377] [DEBUG] [FORECASTER] CNM: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T09:28:45.465636] [INFO ] [CONFIGURE ] CNM: DISCARDED add_failed_moves (score: 40.00%)
[2025-11-25T09:28:45.465747] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 2.8s/test | Remaining: 1655 tests
[2025-11-25T09:28:45.465820] [INFO ] [CONFIGURE ] CNM: Testing feature 7/29: add_lag_shelf
[2025-11-25T09:28:45.465972] [INFO ] [CONFIGURE ] CNM: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_lag_shelf']
[2025-11-25T09:28:45.773746] [DEBUG] [FORECASTER] CNM: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T09:28:46.078133] [DEBUG] [FORECASTER] CNM: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0
[2025-11-25T09:28:46.369540] [DEBUG] [FORECASTER] CNM: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T09:28:46.658141] [DEBUG] [FORECASTER] CNM: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T09:28:46.958932] [DEBUG] [FORECASTER] CNM: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T09:28:47.277866] [DEBUG] [FORECASTER] CNM: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T09:28:47.580201] [DEBUG] [FORECASTER] CNM: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T09:28:47.877892] [DEBUG] [FORECASTER] CNM: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T09:28:48.164037] [DEBUG] [FORECASTER] CNM: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T09:28:48.448878] [DEBUG] [FORECASTER] CNM: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T09:28:48.449061] [INFO ] [CONFIGURE ] CNM: DISCARDED add_lag_shelf (score: 40.00%)
[2025-11-25T09:28:48.449120] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 2.8s/test | Remaining: 1654 tests
[2025-11-25T09:28:48.449170] [INFO ] [CONFIGURE ] CNM: Testing feature 8/29: add_macd
[2025-11-25T09:28:48.449216] [INFO ] [CONFIGURE ] CNM: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_vwap', 'add_macd']
[2025-11-25T09:28:48.808155] [DEBUG] [FORECASTER] CNM: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0
[2025-11-25T09:28:49.207873] [DEBUG] [FORECASTER] CNM: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0
[2025-11-25T09:28:49.591174] [DEBUG] [FORECASTER] CNM: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T09:28:49.964528] [DEBUG] [FORECASTER] CNM: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T09:28:50.354998] [DEBUG] [FORECASTER] CNM: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T09:28:50.751082] [DEBUG] [FORECASTER] CNM: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T09:28:51.168830] [DEBUG] [FORECASTER] CNM: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T09:28:51.555516] [DEBUG] [FORECASTER] CNM: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T09:28:51.901873] [DEBUG] [FORECASTER] CNM: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T09:28:52.246485] [DEBUG] [FORECASTER] CNM: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T09:28:52.246701] [INFO ] [CONFIGURE ] CNM: DISCARDED add_macd (score: 40.00%)
[2025-11-25T09:28:52.246763] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 2.8s/test | Remaining: 1653 tests
[2025-11-25T09:28:52.246811] [INFO ] [CONFIGURE ] CNM: Testing feature 9/29: add_mfi
[2025-11-25T09:28:52.246855] [INFO ] [CONFIGURE ] CNM: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_mfi']
[2025-11-25T09:28:52.515595] [DEBUG] [FORECASTER] CNM: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T09:28:52.814303] [DEBUG] [FORECASTER] CNM: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0
[2025-11-25T09:28:53.106165] [DEBUG] [FORECASTER] CNM: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T09:28:53.371814] [DEBUG] [FORECASTER] CNM: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T09:28:53.648246] [DEBUG] [FORECASTER] CNM: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T09:28:53.935810] [DEBUG] [FORECASTER] CNM: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T09:28:54.209147] [DEBUG] [FORECASTER] CNM: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T09:28:54.495046] [DEBUG] [FORECASTER] CNM: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T09:28:54.778785] [DEBUG] [FORECASTER] CNM: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T09:28:55.078904] [DEBUG] [FORECASTER] CNM: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T09:28:55.079082] [INFO ] [CONFIGURE ] CNM: DISCARDED add_mfi (score: 30.00%)
[2025-11-25T09:28:55.079140] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 2.8s/test | Remaining: 1652 tests
[2025-11-25T09:28:55.079188] [INFO ] [CONFIGURE ] CNM: Testing feature 10/29: add_momentum_acceleration
[2025-11-25T09:28:55.079242] [INFO ] [CONFIGURE ] CNM: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-11-25T09:28:55.461100] [DEBUG] [FORECASTER] CNM: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0
[2025-11-25T09:28:55.842308] [DEBUG] [FORECASTER] CNM: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0
[2025-11-25T09:28:56.208940] [DEBUG] [FORECASTER] CNM: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T09:28:56.582162] [DEBUG] [FORECASTER] CNM: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T09:28:56.949100] [DEBUG] [FORECASTER] CNM: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T09:28:57.322525] [DEBUG] [FORECASTER] CNM: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T09:28:57.691946] [DEBUG] [FORECASTER] CNM: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T09:28:58.056667] [DEBUG] [FORECASTER] CNM: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T09:28:58.410694] [DEBUG] [FORECASTER] CNM: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T09:28:58.787186] [DEBUG] [FORECASTER] CNM: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T09:28:58.787372] [INFO ] [CONFIGURE ] CNM: DISCARDED add_momentum_acceleration (score: 20.00%)
[2025-11-25T09:28:58.787441] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 2.8s/test | Remaining: 1651 tests
[2025-11-25T09:28:58.787500] [INFO ] [CONFIGURE ] CNM: Testing feature 11/29: add_obv_daily
[2025-11-25T09:28:58.787560] [INFO ] [CONFIGURE ] CNM: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_obv_daily']
[2025-11-25T09:28:59.090018] [DEBUG] [FORECASTER] CNM: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0
[2025-11-25T09:28:59.388831] [DEBUG] [FORECASTER] CNM: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0
[2025-11-25T09:28:59.673015] [DEBUG] [FORECASTER] CNM: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T09:28:59.944189] [DEBUG] [FORECASTER] CNM: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T09:29:00.240485] [DEBUG] [FORECASTER] CNM: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T09:29:01.228877] [DEBUG] [FORECASTER] CNM: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T09:29:01.569356] [DEBUG] [FORECASTER] CNM: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T09:29:01.860518] [DEBUG] [FORECASTER] CNM: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T09:29:02.155419] [DEBUG] [FORECASTER] CNM: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T09:29:02.430401] [DEBUG] [FORECASTER] CNM: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T09:29:02.430585] [INFO ] [CONFIGURE ] CNM: DISCARDED add_obv_daily (score: 30.00%)
[2025-11-25T09:29:02.430663] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 2.8s/test | Remaining: 1650 tests
[2025-11-25T09:29:02.430716] [INFO ] [CONFIGURE ] CNM: Testing feature 12/29: add_obv_interval
[2025-11-25T09:29:02.430754] [INFO ] [CONFIGURE ] CNM: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_obv_interval']
[2025-11-25T09:29:02.683561] [DEBUG] [FORECASTER] CNM: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T09:29:02.933935] [DEBUG] [FORECASTER] CNM: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0
[2025-11-25T09:29:03.184597] [DEBUG] [FORECASTER] CNM: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T09:29:03.443170] [DEBUG] [FORECASTER] CNM: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T09:29:03.694508] [DEBUG] [FORECASTER] CNM: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T09:29:03.953585] [DEBUG] [FORECASTER] CNM: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T09:29:04.213439] [DEBUG] [FORECASTER] CNM: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T09:29:04.466191] [DEBUG] [FORECASTER] CNM: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T09:29:04.731076] [DEBUG] [FORECASTER] CNM: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T09:29:04.991600] [DEBUG] [FORECASTER] CNM: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T09:29:04.991785] [INFO ] [CONFIGURE ] CNM: DISCARDED add_obv_interval (score: 30.00%)
[2025-11-25T09:29:04.991844] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 2.8s/test | Remaining: 1649 tests
[2025-11-25T09:29:04.991892] [INFO ] [CONFIGURE ] CNM: Testing feature 13/29: add_opening_strength
[2025-11-25T09:29:04.991941] [INFO ] [CONFIGURE ] CNM: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns', 'add_opening_strength']
[2025-11-25T09:29:05.294959] [DEBUG] [FORECASTER] CNM: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0
[2025-11-25T09:29:05.581658] [DEBUG] [FORECASTER] CNM: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0
[2025-11-25T09:29:05.888607] [DEBUG] [FORECASTER] CNM: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T09:29:06.198279] [DEBUG] [FORECASTER] CNM: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T09:29:06.489075] [DEBUG] [FORECASTER] CNM: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T09:29:06.781717] [DEBUG] [FORECASTER] CNM: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T09:29:07.093027] [DEBUG] [FORECASTER] CNM: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T09:29:07.396232] [DEBUG] [FORECASTER] CNM: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T09:29:07.714863] [DEBUG] [FORECASTER] CNM: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T09:29:08.016683] [DEBUG] [FORECASTER] CNM: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T09:29:08.016874] [INFO ] [CONFIGURE ] CNM: DISCARDED add_opening_strength (score: 20.00%)
[2025-11-25T09:29:08.016953] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 2.8s/test | Remaining: 1648 tests
[2025-11-25T09:29:08.017000] [INFO ] [CONFIGURE ] CNM: Testing feature 14/29: add_order_flow_imbalance
[2025-11-25T09:29:08.017042] [INFO ] [CONFIGURE ] CNM: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_order_flow_imbalance']
[2025-11-25T09:29:08.284226] [DEBUG] [FORECASTER] CNM: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T09:29:08.569528] [DEBUG] [FORECASTER] CNM: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0
[2025-11-25T09:29:08.862895] [DEBUG] [FORECASTER] CNM: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T09:29:09.170531] [DEBUG] [FORECASTER] CNM: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T09:29:09.459493] [DEBUG] [FORECASTER] CNM: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T09:29:09.740157] [DEBUG] [FORECASTER] CNM: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T09:29:10.029670] [DEBUG] [FORECASTER] CNM: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T09:29:10.326836] [DEBUG] [FORECASTER] CNM: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T09:29:10.631354] [DEBUG] [FORECASTER] CNM: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T09:29:10.935281] [DEBUG] [FORECASTER] CNM: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T09:29:10.935503] [INFO ] [CONFIGURE ] CNM: KEPT add_order_flow_imbalance (score: 60.00%)
[2025-11-25T09:29:10.935563] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 2.8s/test | Remaining: 1647 tests
[2025-11-25T09:29:10.935613] [INFO ] [CONFIGURE ] CNM: Testing feature 15/29: add_pbf_morning_momentum
[2025-11-25T09:29:10.935681] [INFO ] [CONFIGURE ] CNM: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_order_flow_imbalance', 'add_pbf_morning_momentum']
[2025-11-25T09:29:11.238210] [DEBUG] [FORECASTER] CNM: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0
[2025-11-25T09:29:11.544242] [DEBUG] [FORECASTER] CNM: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0
[2025-11-25T09:29:11.843632] [DEBUG] [FORECASTER] CNM: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T09:29:12.139574] [DEBUG] [FORECASTER] CNM: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T09:29:12.441887] [DEBUG] [FORECASTER] CNM: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T09:29:12.746388] [DEBUG] [FORECASTER] CNM: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T09:29:13.069588] [DEBUG] [FORECASTER] CNM: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T09:29:13.378165] [DEBUG] [FORECASTER] CNM: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T09:29:13.719088] [DEBUG] [FORECASTER] CNM: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T09:29:14.081150] [DEBUG] [FORECASTER] CNM: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T09:29:14.081361] [INFO ] [CONFIGURE ] CNM: DISCARDED add_pbf_morning_momentum (score: 20.00%)
[2025-11-25T09:29:14.081424] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 2.8s/test | Remaining: 1646 tests
[2025-11-25T09:29:14.081475] [INFO ] [CONFIGURE ] CNM: Testing feature 16/29: add_pbf_overnight_gap
[2025-11-25T09:29:14.081523] [INFO ] [CONFIGURE ] CNM: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_order_flow_imbalance', 'add_pbf_overnight_gap']
[2025-11-25T09:29:14.482423] [DEBUG] [FORECASTER] CNM: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0
[2025-11-25T09:29:14.810371] [DEBUG] [FORECASTER] CNM: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0
[2025-11-25T09:29:15.164770] [DEBUG] [FORECASTER] CNM: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T09:29:15.525547] [DEBUG] [FORECASTER] CNM: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T09:29:15.858492] [DEBUG] [FORECASTER] CNM: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T09:29:16.185623] [DEBUG] [FORECASTER] CNM: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T09:29:16.506889] [DEBUG] [FORECASTER] CNM: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T09:29:16.858089] [DEBUG] [FORECASTER] CNM: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T09:29:17.204562] [DEBUG] [FORECASTER] CNM: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T09:29:17.546765] [DEBUG] [FORECASTER] CNM: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T09:29:17.546985] [INFO ] [CONFIGURE ] CNM: DISCARDED add_pbf_overnight_gap (score: 20.00%)
[2025-11-25T09:29:17.547044] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 2.8s/test | Remaining: 1645 tests
[2025-11-25T09:29:17.547090] [INFO ] [CONFIGURE ] CNM: Testing feature 17/29: add_pbf_return_2d
[2025-11-25T09:29:17.547133] [INFO ] [CONFIGURE ] CNM: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_order_flow_imbalance', 'add_pbf_return_2d']
[2025-11-25T09:29:17.843563] [DEBUG] [FORECASTER] CNM: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0
[2025-11-25T09:29:18.144132] [DEBUG] [FORECASTER] CNM: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0
[2025-11-25T09:29:18.444290] [DEBUG] [FORECASTER] CNM: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T09:29:18.748724] [DEBUG] [FORECASTER] CNM: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T09:29:19.086327] [DEBUG] [FORECASTER] CNM: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T09:29:19.412612] [DEBUG] [FORECASTER] CNM: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T09:29:19.728382] [DEBUG] [FORECASTER] CNM: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T09:29:20.050277] [DEBUG] [FORECASTER] CNM: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T09:29:20.380818] [DEBUG] [FORECASTER] CNM: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T09:29:20.698316] [DEBUG] [FORECASTER] CNM: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T09:29:20.698495] [INFO ] [CONFIGURE ] CNM: DISCARDED add_pbf_return_2d (score: 40.00%)
[2025-11-25T09:29:20.698552] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 2.8s/test | Remaining: 1644 tests
[2025-11-25T09:29:20.698600] [INFO ] [CONFIGURE ] CNM: Testing feature 18/29: add_pbf_volatility_5d
[2025-11-25T09:29:20.698661] [INFO ] [CONFIGURE ] CNM: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_order_flow_imbalance', 'add_pbf_volatility_5d']
[2025-11-25T09:29:21.022879] [DEBUG] [FORECASTER] CNM: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0
[2025-11-25T09:29:21.322183] [DEBUG] [FORECASTER] CNM: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0
[2025-11-25T09:29:21.619975] [DEBUG] [FORECASTER] CNM: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T09:29:21.918245] [DEBUG] [FORECASTER] CNM: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T09:29:22.232361] [DEBUG] [FORECASTER] CNM: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T09:29:22.536535] [DEBUG] [FORECASTER] CNM: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T09:29:22.840905] [DEBUG] [FORECASTER] CNM: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T09:29:23.151500] [DEBUG] [FORECASTER] CNM: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T09:29:23.453990] [DEBUG] [FORECASTER] CNM: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T09:29:23.767111] [DEBUG] [FORECASTER] CNM: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T09:29:23.767522] [INFO ] [CONFIGURE ] CNM: DISCARDED add_pbf_volatility_5d (score: 50.00%)
[2025-11-25T09:29:23.767721] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 2.8s/test | Remaining: 1643 tests
[2025-11-25T09:29:23.767783] [INFO ] [CONFIGURE ] CNM: Testing feature 19/29: add_pbf_vs_sma_5
[2025-11-25T09:29:23.767833] [INFO ] [CONFIGURE ] CNM: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_order_flow_imbalance', 'add_pbf_vs_sma_5']
[2025-11-25T09:29:24.086858] [DEBUG] [FORECASTER] CNM: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T09:29:24.400162] [DEBUG] [FORECASTER] CNM: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0
[2025-11-25T09:29:24.704980] [DEBUG] [FORECASTER] CNM: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T09:29:25.008631] [DEBUG] [FORECASTER] CNM: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T09:29:25.315164] [DEBUG] [FORECASTER] CNM: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T09:29:25.639771] [DEBUG] [FORECASTER] CNM: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T09:29:26.033025] [DEBUG] [FORECASTER] CNM: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T09:29:26.350534] [DEBUG] [FORECASTER] CNM: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T09:29:26.669313] [DEBUG] [FORECASTER] CNM: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T09:29:26.978940] [DEBUG] [FORECASTER] CNM: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T09:29:26.979137] [INFO ] [CONFIGURE ] CNM: DISCARDED add_pbf_vs_sma_5 (score: 50.00%)
[2025-11-25T09:29:26.979202] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 2.8s/test | Remaining: 1642 tests
[2025-11-25T09:29:26.979253] [INFO ] [CONFIGURE ] CNM: Testing feature 20/29: add_price_rejection
[2025-11-25T09:29:26.979300] [INFO ] [CONFIGURE ] CNM: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_order_flow_imbalance', 'add_price_rejection']
[2025-11-25T09:29:27.299886] [DEBUG] [FORECASTER] CNM: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0
[2025-11-25T09:29:27.628545] [DEBUG] [FORECASTER] CNM: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0
[2025-11-25T09:29:27.946512] [DEBUG] [FORECASTER] CNM: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T09:29:28.265937] [DEBUG] [FORECASTER] CNM: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T09:29:28.584525] [DEBUG] [FORECASTER] CNM: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T09:29:28.904144] [DEBUG] [FORECASTER] CNM: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T09:29:29.234574] [DEBUG] [FORECASTER] CNM: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T09:29:29.544946] [DEBUG] [FORECASTER] CNM: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T09:29:29.871824] [DEBUG] [FORECASTER] CNM: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T09:29:30.194040] [DEBUG] [FORECASTER] CNM: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T09:29:30.194220] [INFO ] [CONFIGURE ] CNM: DISCARDED add_price_rejection (score: 40.00%)
[2025-11-25T09:29:30.194277] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 2.8s/test | Remaining: 1641 tests
[2025-11-25T09:29:30.194324] [INFO ] [CONFIGURE ] CNM: Testing feature 21/29: add_range_position
[2025-11-25T09:29:30.194368] [INFO ] [CONFIGURE ] CNM: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_order_flow_imbalance', 'add_range_position']
[2025-11-25T09:29:30.523981] [DEBUG] [FORECASTER] CNM: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0
[2025-11-25T09:29:30.860053] [DEBUG] [FORECASTER] CNM: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0
[2025-11-25T09:29:31.190255] [DEBUG] [FORECASTER] CNM: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T09:29:31.530892] [DEBUG] [FORECASTER] CNM: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T09:29:31.874942] [DEBUG] [FORECASTER] CNM: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T09:29:32.231415] [DEBUG] [FORECASTER] CNM: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T09:29:32.569776] [DEBUG] [FORECASTER] CNM: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T09:29:32.917229] [DEBUG] [FORECASTER] CNM: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T09:29:33.282980] [DEBUG] [FORECASTER] CNM: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T09:29:33.623298] [DEBUG] [FORECASTER] CNM: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T09:29:33.623513] [INFO ] [CONFIGURE ] CNM: DISCARDED add_range_position (score: 40.00%)
[2025-11-25T09:29:33.623573] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 2.8s/test | Remaining: 1640 tests
[2025-11-25T09:29:33.623622] [INFO ] [CONFIGURE ] CNM: Testing feature 22/29: add_realized_volatility
[2025-11-25T09:29:33.623685] [INFO ] [CONFIGURE ] CNM: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_order_flow_imbalance', 'add_realized_volatility']
[2025-11-25T09:29:34.047296] [DEBUG] [FORECASTER] CNM: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0
[2025-11-25T09:29:34.480019] [DEBUG] [FORECASTER] CNM: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0
[2025-11-25T09:29:34.875076] [DEBUG] [FORECASTER] CNM: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T09:29:35.298261] [DEBUG] [FORECASTER] CNM: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T09:29:35.701979] [DEBUG] [FORECASTER] CNM: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T09:29:36.101360] [DEBUG] [FORECASTER] CNM: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T09:29:36.510570] [DEBUG] [FORECASTER] CNM: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T09:29:36.913780] [DEBUG] [FORECASTER] CNM: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T09:29:37.321866] [DEBUG] [FORECASTER] CNM: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T09:29:37.733577] [DEBUG] [FORECASTER] CNM: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T09:29:37.733777] [INFO ] [CONFIGURE ] CNM: DISCARDED add_realized_volatility (score: 30.00%)
[2025-11-25T09:29:37.733837] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 2.8s/test | Remaining: 1639 tests
[2025-11-25T09:29:37.733886] [INFO ] [CONFIGURE ] CNM: Testing feature 23/29: add_recent_range_context
[2025-11-25T09:29:37.733930] [INFO ] [CONFIGURE ] CNM: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_order_flow_imbalance', 'add_recent_range_context']
[2025-11-25T09:29:38.058820] [DEBUG] [FORECASTER] CNM: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0
[2025-11-25T09:29:38.384480] [DEBUG] [FORECASTER] CNM: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T09:29:38.726284] [DEBUG] [FORECASTER] CNM: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T09:29:39.068287] [DEBUG] [FORECASTER] CNM: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T09:29:39.404490] [DEBUG] [FORECASTER] CNM: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T09:29:39.756528] [DEBUG] [FORECASTER] CNM: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T09:29:40.104880] [DEBUG] [FORECASTER] CNM: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T09:29:40.476380] [DEBUG] [FORECASTER] CNM: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T09:29:40.820882] [DEBUG] [FORECASTER] CNM: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T09:29:41.157482] [DEBUG] [FORECASTER] CNM: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T09:29:41.157765] [INFO ] [CONFIGURE ] CNM: DISCARDED add_recent_range_context (score: 60.00%)
[2025-11-25T09:29:41.157936] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 2.8s/test | Remaining: 1638 tests
[2025-11-25T09:29:41.157990] [INFO ] [CONFIGURE ] CNM: Testing feature 24/29: add_rsi
[2025-11-25T09:29:41.158039] [INFO ] [CONFIGURE ] CNM: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_order_flow_imbalance', 'add_ema', 'add_rsi']
[2025-11-25T09:29:41.496752] [DEBUG] [FORECASTER] CNM: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T09:29:41.820747] [DEBUG] [FORECASTER] CNM: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0
[2025-11-25T09:29:42.141685] [DEBUG] [FORECASTER] CNM: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T09:29:42.481683] [DEBUG] [FORECASTER] CNM: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T09:29:42.819435] [DEBUG] [FORECASTER] CNM: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T09:29:43.163753] [DEBUG] [FORECASTER] CNM: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T09:29:43.503636] [DEBUG] [FORECASTER] CNM: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T09:29:43.850574] [DEBUG] [FORECASTER] CNM: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T09:29:44.237241] [DEBUG] [FORECASTER] CNM: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T09:29:44.599000] [DEBUG] [FORECASTER] CNM: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T09:29:44.599182] [INFO ] [CONFIGURE ] CNM: DISCARDED add_rsi (score: 50.00%)
[2025-11-25T09:29:44.599243] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 2.8s/test | Remaining: 1637 tests
[2025-11-25T09:29:44.599293] [INFO ] [CONFIGURE ] CNM: Testing feature 25/29: add_tick_distribution
[2025-11-25T09:29:44.599340] [INFO ] [CONFIGURE ] CNM: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_order_flow_imbalance', 'add_tick_distribution']
[2025-11-25T09:29:44.923536] [DEBUG] [FORECASTER] CNM: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T09:29:45.250067] [DEBUG] [FORECASTER] CNM: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0
[2025-11-25T09:29:45.548779] [DEBUG] [FORECASTER] CNM: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T09:29:45.853479] [DEBUG] [FORECASTER] CNM: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T09:29:46.147969] [DEBUG] [FORECASTER] CNM: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T09:29:46.442333] [DEBUG] [FORECASTER] CNM: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T09:29:46.752634] [DEBUG] [FORECASTER] CNM: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T09:29:47.049306] [DEBUG] [FORECASTER] CNM: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T09:29:47.358063] [DEBUG] [FORECASTER] CNM: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T09:29:47.670112] [DEBUG] [FORECASTER] CNM: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T09:29:47.670288] [INFO ] [CONFIGURE ] CNM: DISCARDED add_tick_distribution (score: 40.00%)
[2025-11-25T09:29:47.670345] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 2.8s/test | Remaining: 1636 tests
[2025-11-25T09:29:47.670392] [INFO ] [CONFIGURE ] CNM: Testing feature 26/29: add_volume_momentum_confirmation
[2025-11-25T09:29:47.670436] [INFO ] [CONFIGURE ] CNM: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_order_flow_imbalance', 'add_volume_momentum_confirmation']
[2025-11-25T09:29:47.952514] [DEBUG] [FORECASTER] CNM: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T09:29:48.246247] [DEBUG] [FORECASTER] CNM: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T09:29:48.538271] [DEBUG] [FORECASTER] CNM: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T09:29:48.832390] [DEBUG] [FORECASTER] CNM: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T09:29:49.146273] [DEBUG] [FORECASTER] CNM: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T09:29:49.420906] [DEBUG] [FORECASTER] CNM: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T09:29:49.698122] [DEBUG] [FORECASTER] CNM: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T09:29:49.972683] [DEBUG] [FORECASTER] CNM: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T09:29:50.248917] [DEBUG] [FORECASTER] CNM: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T09:29:50.522855] [DEBUG] [FORECASTER] CNM: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T09:29:50.523048] [INFO ] [CONFIGURE ] CNM: DISCARDED add_volume_momentum_confirmation (score: 40.00%)
[2025-11-25T09:29:50.523106] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 2.8s/test | Remaining: 1635 tests
[2025-11-25T09:29:50.523152] [INFO ] [CONFIGURE ] CNM: Testing feature 27/29: add_volume_price_divergence
[2025-11-25T09:29:50.523195] [INFO ] [CONFIGURE ] CNM: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_order_flow_imbalance', 'add_volume_price_divergence']
[2025-11-25T09:29:50.825634] [DEBUG] [FORECASTER] CNM: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0
[2025-11-25T09:29:51.161066] [DEBUG] [FORECASTER] CNM: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0
[2025-11-25T09:29:51.466993] [DEBUG] [FORECASTER] CNM: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T09:29:51.808439] [DEBUG] [FORECASTER] CNM: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T09:29:52.127274] [DEBUG] [FORECASTER] CNM: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T09:29:52.460889] [DEBUG] [FORECASTER] CNM: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T09:29:52.808803] [DEBUG] [FORECASTER] CNM: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T09:29:53.123615] [DEBUG] [FORECASTER] CNM: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T09:29:53.443828] [DEBUG] [FORECASTER] CNM: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T09:29:53.770614] [DEBUG] [FORECASTER] CNM: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T09:29:53.770846] [INFO ] [CONFIGURE ] CNM: DISCARDED add_volume_price_divergence (score: 30.00%)
[2025-11-25T09:29:53.770914] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 2.8s/test | Remaining: 1634 tests
[2025-11-25T09:29:53.770963] [INFO ] [CONFIGURE ] CNM: Testing feature 28/29: add_volume_profile
[2025-11-25T09:29:53.771009] [INFO ] [CONFIGURE ] CNM: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_order_flow_imbalance', 'add_volume_profile']
[2025-11-25T09:29:54.102129] [DEBUG] [FORECASTER] CNM: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T09:29:54.410541] [DEBUG] [FORECASTER] CNM: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T09:29:54.711567] [DEBUG] [FORECASTER] CNM: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T09:29:55.010870] [DEBUG] [FORECASTER] CNM: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T09:29:55.309042] [DEBUG] [FORECASTER] CNM: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T09:29:55.649417] [DEBUG] [FORECASTER] CNM: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T09:29:55.956556] [DEBUG] [FORECASTER] CNM: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T09:29:56.256683] [DEBUG] [FORECASTER] CNM: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T09:29:56.570961] [DEBUG] [FORECASTER] CNM: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T09:29:56.878388] [DEBUG] [FORECASTER] CNM: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T09:29:56.878574] [INFO ] [CONFIGURE ] CNM: KEPT add_volume_profile (score: 70.00%)
[2025-11-25T09:29:56.878678] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 2.8s/test | Remaining: 1633 tests
[2025-11-25T09:29:56.878731] [INFO ] [CONFIGURE ] CNM: Testing feature 29/29: add_vwap
[2025-11-25T09:29:56.878776] [INFO ] [CONFIGURE ] CNM: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_order_flow_imbalance', 'add_volume_profile', 'add_vwap']
[2025-11-25T09:29:57.198102] [DEBUG] [FORECASTER] CNM: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T09:29:57.547094] [DEBUG] [FORECASTER] CNM: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0
[2025-11-25T09:29:57.876441] [DEBUG] [FORECASTER] CNM: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T09:29:58.206496] [DEBUG] [FORECASTER] CNM: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T09:29:58.547758] [DEBUG] [FORECASTER] CNM: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T09:29:58.882402] [DEBUG] [FORECASTER] CNM: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T09:29:59.253240] [DEBUG] [FORECASTER] CNM: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T09:29:59.611815] [DEBUG] [FORECASTER] CNM: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T09:29:59.953090] [DEBUG] [FORECASTER] CNM: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T09:30:00.294039] [DEBUG] [FORECASTER] CNM: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T09:30:00.294269] [INFO ] [CONFIGURE ] CNM: DISCARDED add_vwap (score: 50.00%)
[2025-11-25T09:30:00.294332] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 2.8s/test | Remaining: 1632 tests
[2025-11-25T09:30:00.294383] [INFO ] [CONFIGURE ] CNM: ===== FEATURE SELECTION COMPLETE =====
[2025-11-25T09:30:00.294429] [INFO ] [CONFIGURE ] CNM: Best accuracy: 70.00%
[2025-11-25T09:30:00.294474] [INFO ] [CONFIGURE ] CNM: Best feature set (4 features): ['add_bollinger_bands', 'add_cumulative_delta', 'add_order_flow_imbalance', 'add_volume_profile']
[2025-11-25T09:30:00.294517] [INFO ] [CONFIGURE ] CNM: Improvement over baseline: 70.00%
[2025-11-25T09:30:00.294557] [INFO ] [CONFIGURE ] CNM: Total time: 1.5 minutes
[2025-11-25T09:30:00.294598] [INFO ] [CONFIGURE ] CNM: Average time per feature: 3.2 seconds
[2025-11-25T09:30:00.294663] [INFO ] [CONFIGURE ] CNM: Average speed: 0.32 features/sec
[2025-11-25T09:30:00.295113] [INFO ] [LOCAL     ] Saved configuration for CNM: 4 features, 70.00% accuracy -> ./output/feature-sets/CNM.json
[2025-11-25T09:30:00.295175] [INFO ] [CONFIGURE ] CNM: Configuration saved successfully: 4 features, 70.00% accuracy.
[2025-11-25T09:30:00.295227] [INFO ] [sig       ] [109/164] Successfully configured CNM | 0.01 sym/s | Total: 2.5h | ETA: 1.3h
[2025-11-25T09:30:00.295275] [INFO ] [sig       ] [110/164] Configuring CNMD...
[2025-11-25T09:30:00.295320] [INFO ] [CONFIGURE ] CNMD: Configurate test run.
[2025-11-25T09:30:00.295363] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CNMD' from 'https://tdm.silogroup.org/data/derivative_storage/CNMD.csv'.
[2025-11-25T09:30:00.307537] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'CNMD'.
[2025-11-25T09:30:00.307879] [INFO ] [CONFIGURE ] CNMD: Testing with 29 available features
[2025-11-25T09:30:00.307940] [INFO ] [CONFIGURE ] CNMD: Establishing baseline with no features...
[2025-11-25T09:30:01.224775] [DEBUG] [FORECASTER] CNMD: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T09:30:01.549884] [DEBUG] [FORECASTER] CNMD: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T09:30:01.728462] [DEBUG] [FORECASTER] CNMD: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T09:30:01.923714] [DEBUG] [FORECASTER] CNMD: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T09:30:02.107578] [DEBUG] [FORECASTER] CNMD: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T09:30:02.305470] [DEBUG] [FORECASTER] CNMD: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T09:30:02.521431] [DEBUG] [FORECASTER] CNMD: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T09:30:02.723127] [DEBUG] [FORECASTER] CNMD: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T09:30:02.898892] [DEBUG] [FORECASTER] CNMD: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-25T09:30:03.065943] [DEBUG] [FORECASTER] CNMD: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T09:30:03.066092] [INFO ] [CONFIGURE ] CNMD: Baseline score (no features): 40.00%
[2025-11-25T09:30:03.066329] [INFO ] [CONFIGURE ] CNMD: Testing feature 1/29: add_bollinger_bands
[2025-11-25T09:30:03.066367] [INFO ] [CONFIGURE ] CNMD: Testing with features: ['add_bollinger_bands']
[2025-11-25T09:30:03.275407] [DEBUG] [FORECASTER] CNMD: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T09:30:03.495142] [DEBUG] [FORECASTER] CNMD: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T09:30:03.694724] [DEBUG] [FORECASTER] CNMD: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T09:30:03.908602] [DEBUG] [FORECASTER] CNMD: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T09:30:04.113467] [DEBUG] [FORECASTER] CNMD: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T09:30:04.330461] [DEBUG] [FORECASTER] CNMD: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T09:30:04.543781] [DEBUG] [FORECASTER] CNMD: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T09:30:04.767732] [DEBUG] [FORECASTER] CNMD: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T09:30:04.979201] [DEBUG] [FORECASTER] CNMD: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-25T09:30:05.190339] [DEBUG] [FORECASTER] CNMD: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T09:30:05.190522] [INFO ] [CONFIGURE ] CNMD: DISCARDED add_bollinger_bands (score: 40.00%)
[2025-11-25T09:30:05.190570] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 2.8s/test | Remaining: 1631 tests
[2025-11-25T09:30:05.190608] [INFO ] [CONFIGURE ] CNMD: Testing feature 2/29: add_cumulative_delta
[2025-11-25T09:30:05.190662] [INFO ] [CONFIGURE ] CNMD: Testing with features: ['add_cumulative_delta']
[2025-11-25T09:30:05.410806] [DEBUG] [FORECASTER] CNMD: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T09:30:05.645691] [DEBUG] [FORECASTER] CNMD: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T09:30:05.867680] [DEBUG] [FORECASTER] CNMD: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T09:30:06.081267] [DEBUG] [FORECASTER] CNMD: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T09:30:06.317125] [DEBUG] [FORECASTER] CNMD: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T09:30:06.550215] [DEBUG] [FORECASTER] CNMD: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T09:30:06.770113] [DEBUG] [FORECASTER] CNMD: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T09:30:07.020264] [DEBUG] [FORECASTER] CNMD: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T09:30:07.251984] [DEBUG] [FORECASTER] CNMD: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-25T09:30:07.484297] [DEBUG] [FORECASTER] CNMD: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T09:30:07.484635] [INFO ] [CONFIGURE ] CNMD: DISCARDED add_cumulative_delta (score: 20.00%)
[2025-11-25T09:30:07.484762] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 2.8s/test | Remaining: 1630 tests
[2025-11-25T09:30:07.484860] [INFO ] [CONFIGURE ] CNMD: Testing feature 3/29: add_daily_returns
[2025-11-25T09:30:07.484954] [INFO ] [CONFIGURE ] CNMD: Testing with features: ['add_daily_returns']
[2025-11-25T09:30:07.684500] [DEBUG] [FORECASTER] CNMD: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T09:30:07.883940] [DEBUG] [FORECASTER] CNMD: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T09:30:08.081024] [DEBUG] [FORECASTER] CNMD: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T09:30:08.282565] [DEBUG] [FORECASTER] CNMD: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T09:30:08.486660] [DEBUG] [FORECASTER] CNMD: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T09:30:08.688732] [DEBUG] [FORECASTER] CNMD: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T09:30:08.899771] [DEBUG] [FORECASTER] CNMD: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T09:30:09.109405] [DEBUG] [FORECASTER] CNMD: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T09:30:09.306467] [DEBUG] [FORECASTER] CNMD: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-25T09:30:09.510520] [DEBUG] [FORECASTER] CNMD: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T09:30:09.510719] [INFO ] [CONFIGURE ] CNMD: KEPT add_daily_returns (score: 60.00%)
[2025-11-25T09:30:09.510799] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 2.8s/test | Remaining: 1629 tests
[2025-11-25T09:30:09.510854] [INFO ] [CONFIGURE ] CNMD: Testing feature 4/29: add_ema
[2025-11-25T09:30:09.510905] [INFO ] [CONFIGURE ] CNMD: Testing with features: ['add_daily_returns', 'add_ema']
[2025-11-25T09:30:09.751107] [DEBUG] [FORECASTER] CNMD: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T09:30:10.011990] [DEBUG] [FORECASTER] CNMD: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T09:30:10.274693] [DEBUG] [FORECASTER] CNMD: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T09:30:10.534222] [DEBUG] [FORECASTER] CNMD: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T09:30:10.775964] [DEBUG] [FORECASTER] CNMD: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-25T09:30:11.035667] [DEBUG] [FORECASTER] CNMD: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T09:30:11.281826] [DEBUG] [FORECASTER] CNMD: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T09:30:11.529804] [DEBUG] [FORECASTER] CNMD: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T09:30:11.781867] [DEBUG] [FORECASTER] CNMD: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-25T09:30:12.027333] [DEBUG] [FORECASTER] CNMD: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T09:30:12.027524] [INFO ] [CONFIGURE ] CNMD: DISCARDED add_ema (score: 30.00%)
[2025-11-25T09:30:12.027575] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 2.8s/test | Remaining: 1628 tests
[2025-11-25T09:30:12.027620] [INFO ] [CONFIGURE ] CNMD: Testing feature 5/29: add_exhaustion_signals
[2025-11-25T09:30:12.027677] [INFO ] [CONFIGURE ] CNMD: Testing with features: ['add_daily_returns', 'add_vwap', 'add_exhaustion_signals']
[2025-11-25T09:30:12.271703] [DEBUG] [FORECASTER] CNMD: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T09:30:12.517598] [DEBUG] [FORECASTER] CNMD: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T09:30:12.765246] [DEBUG] [FORECASTER] CNMD: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T09:30:13.014842] [DEBUG] [FORECASTER] CNMD: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T09:30:13.256947] [DEBUG] [FORECASTER] CNMD: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T09:30:13.504745] [DEBUG] [FORECASTER] CNMD: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T09:30:13.746894] [DEBUG] [FORECASTER] CNMD: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T09:30:14.021256] [DEBUG] [FORECASTER] CNMD: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T09:30:14.289805] [DEBUG] [FORECASTER] CNMD: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T09:30:14.550528] [DEBUG] [FORECASTER] CNMD: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T09:30:14.550757] [INFO ] [CONFIGURE ] CNMD: KEPT add_exhaustion_signals (score: 80.00%)
[2025-11-25T09:30:14.550820] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 2.8s/test | Remaining: 1627 tests
[2025-11-25T09:30:14.550874] [INFO ] [CONFIGURE ] CNMD: Testing feature 6/29: add_failed_moves
[2025-11-25T09:30:14.550928] [INFO ] [CONFIGURE ] CNMD: Testing with features: ['add_daily_returns', 'add_vwap', 'add_exhaustion_signals', 'add_failed_moves']
[2025-11-25T09:30:14.813161] [DEBUG] [FORECASTER] CNMD: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T09:30:15.076243] [DEBUG] [FORECASTER] CNMD: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T09:30:15.342819] [DEBUG] [FORECASTER] CNMD: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T09:30:15.620833] [DEBUG] [FORECASTER] CNMD: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T09:30:15.884111] [DEBUG] [FORECASTER] CNMD: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-25T09:30:16.147329] [DEBUG] [FORECASTER] CNMD: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T09:30:16.410953] [DEBUG] [FORECASTER] CNMD: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T09:30:16.676564] [DEBUG] [FORECASTER] CNMD: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T09:30:16.946387] [DEBUG] [FORECASTER] CNMD: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T09:30:17.221333] [DEBUG] [FORECASTER] CNMD: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T09:30:17.221535] [INFO ] [CONFIGURE ] CNMD: DISCARDED add_failed_moves (score: 70.00%)
[2025-11-25T09:30:17.221595] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 2.8s/test | Remaining: 1626 tests
[2025-11-25T09:30:17.221746] [INFO ] [CONFIGURE ] CNMD: Testing feature 7/29: add_lag_shelf
[2025-11-25T09:30:17.221790] [INFO ] [CONFIGURE ] CNMD: Testing with features: ['add_daily_returns', 'add_vwap', 'add_exhaustion_signals', 'add_lag_shelf']
[2025-11-25T09:30:17.480009] [DEBUG] [FORECASTER] CNMD: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T09:30:17.734312] [DEBUG] [FORECASTER] CNMD: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T09:30:17.997751] [DEBUG] [FORECASTER] CNMD: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T09:30:18.257991] [DEBUG] [FORECASTER] CNMD: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T09:30:18.517963] [DEBUG] [FORECASTER] CNMD: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-25T09:30:18.778276] [DEBUG] [FORECASTER] CNMD: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T09:30:19.050483] [DEBUG] [FORECASTER] CNMD: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T09:30:19.311482] [DEBUG] [FORECASTER] CNMD: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T09:30:19.564364] [DEBUG] [FORECASTER] CNMD: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-25T09:30:19.824775] [DEBUG] [FORECASTER] CNMD: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T09:30:19.824994] [INFO ] [CONFIGURE ] CNMD: DISCARDED add_lag_shelf (score: 60.00%)
[2025-11-25T09:30:19.825053] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 2.8s/test | Remaining: 1625 tests
[2025-11-25T09:30:19.825100] [INFO ] [CONFIGURE ] CNMD: Testing feature 8/29: add_macd
[2025-11-25T09:30:19.825144] [INFO ] [CONFIGURE ] CNMD: Testing with features: ['add_daily_returns', 'add_vwap', 'add_exhaustion_signals', 'add_macd']
[2025-11-25T09:30:20.151882] [DEBUG] [FORECASTER] CNMD: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T09:30:20.479681] [DEBUG] [FORECASTER] CNMD: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T09:30:20.806511] [DEBUG] [FORECASTER] CNMD: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T09:30:21.164876] [DEBUG] [FORECASTER] CNMD: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T09:30:21.486329] [DEBUG] [FORECASTER] CNMD: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T09:30:21.811982] [DEBUG] [FORECASTER] CNMD: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T09:30:22.133297] [DEBUG] [FORECASTER] CNMD: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T09:30:22.453019] [DEBUG] [FORECASTER] CNMD: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T09:30:22.776237] [DEBUG] [FORECASTER] CNMD: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-25T09:30:23.103489] [DEBUG] [FORECASTER] CNMD: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T09:30:23.103730] [INFO ] [CONFIGURE ] CNMD: DISCARDED add_macd (score: 60.00%)
[2025-11-25T09:30:23.103792] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 2.8s/test | Remaining: 1624 tests
[2025-11-25T09:30:23.103851] [INFO ] [CONFIGURE ] CNMD: Testing feature 9/29: add_mfi
[2025-11-25T09:30:23.103905] [INFO ] [CONFIGURE ] CNMD: Testing with features: ['add_daily_returns', 'add_vwap', 'add_exhaustion_signals', 'add_mfi']
[2025-11-25T09:30:23.369796] [DEBUG] [FORECASTER] CNMD: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T09:30:23.641458] [DEBUG] [FORECASTER] CNMD: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T09:30:23.933494] [DEBUG] [FORECASTER] CNMD: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T09:30:24.190465] [DEBUG] [FORECASTER] CNMD: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T09:30:24.445054] [DEBUG] [FORECASTER] CNMD: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T09:30:24.697599] [DEBUG] [FORECASTER] CNMD: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T09:30:24.967570] [DEBUG] [FORECASTER] CNMD: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T09:30:25.235481] [DEBUG] [FORECASTER] CNMD: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T09:30:25.501532] [DEBUG] [FORECASTER] CNMD: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-25T09:30:25.771867] [DEBUG] [FORECASTER] CNMD: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T09:30:25.772078] [INFO ] [CONFIGURE ] CNMD: DISCARDED add_mfi (score: 60.00%)
[2025-11-25T09:30:25.772139] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 2.8s/test | Remaining: 1623 tests
[2025-11-25T09:30:25.772187] [INFO ] [CONFIGURE ] CNMD: Testing feature 10/29: add_momentum_acceleration
[2025-11-25T09:30:25.772230] [INFO ] [CONFIGURE ] CNMD: Testing with features: ['add_daily_returns', 'add_vwap', 'add_exhaustion_signals', 'add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-11-25T09:30:26.119896] [DEBUG] [FORECASTER] CNMD: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T09:30:26.446253] [DEBUG] [FORECASTER] CNMD: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T09:30:26.818130] [DEBUG] [FORECASTER] CNMD: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T09:30:27.175729] [DEBUG] [FORECASTER] CNMD: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T09:30:27.524451] [DEBUG] [FORECASTER] CNMD: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T09:30:27.860071] [DEBUG] [FORECASTER] CNMD: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T09:30:28.197204] [DEBUG] [FORECASTER] CNMD: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T09:30:28.544147] [DEBUG] [FORECASTER] CNMD: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T09:30:28.915514] [DEBUG] [FORECASTER] CNMD: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-25T09:30:29.315281] [DEBUG] [FORECASTER] CNMD: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T09:30:29.315480] [INFO ] [CONFIGURE ] CNMD: DISCARDED add_momentum_acceleration (score: 50.00%)
[2025-11-25T09:30:29.315562] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 2.8s/test | Remaining: 1622 tests
[2025-11-25T09:30:29.315623] [INFO ] [CONFIGURE ] CNMD: Testing feature 11/29: add_obv_daily
[2025-11-25T09:30:29.315778] [INFO ] [CONFIGURE ] CNMD: Testing with features: ['add_daily_returns', 'add_vwap', 'add_exhaustion_signals', 'add_obv_daily']
[2025-11-25T09:30:29.601245] [DEBUG] [FORECASTER] CNMD: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T09:30:29.874554] [DEBUG] [FORECASTER] CNMD: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T09:30:30.139771] [DEBUG] [FORECASTER] CNMD: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T09:30:30.415447] [DEBUG] [FORECASTER] CNMD: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T09:30:30.695295] [DEBUG] [FORECASTER] CNMD: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T09:30:30.966852] [DEBUG] [FORECASTER] CNMD: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T09:30:31.228620] [DEBUG] [FORECASTER] CNMD: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T09:30:31.500352] [DEBUG] [FORECASTER] CNMD: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T09:30:31.764353] [DEBUG] [FORECASTER] CNMD: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-25T09:30:32.022460] [DEBUG] [FORECASTER] CNMD: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T09:30:32.022639] [INFO ] [CONFIGURE ] CNMD: DISCARDED add_obv_daily (score: 50.00%)
[2025-11-25T09:30:32.022717] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 2.8s/test | Remaining: 1621 tests
[2025-11-25T09:30:32.022787] [INFO ] [CONFIGURE ] CNMD: Testing feature 12/29: add_obv_interval
[2025-11-25T09:30:32.022841] [INFO ] [CONFIGURE ] CNMD: Testing with features: ['add_daily_returns', 'add_vwap', 'add_exhaustion_signals', 'add_obv_interval']
[2025-11-25T09:30:32.265238] [DEBUG] [FORECASTER] CNMD: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T09:30:32.511992] [DEBUG] [FORECASTER] CNMD: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T09:30:32.758063] [DEBUG] [FORECASTER] CNMD: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T09:30:33.022805] [DEBUG] [FORECASTER] CNMD: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T09:30:33.288215] [DEBUG] [FORECASTER] CNMD: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T09:30:33.544794] [DEBUG] [FORECASTER] CNMD: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T09:30:33.854022] [DEBUG] [FORECASTER] CNMD: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T09:30:34.164336] [DEBUG] [FORECASTER] CNMD: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T09:30:34.497729] [DEBUG] [FORECASTER] CNMD: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-25T09:30:34.779496] [DEBUG] [FORECASTER] CNMD: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T09:30:34.779728] [INFO ] [CONFIGURE ] CNMD: DISCARDED add_obv_interval (score: 70.00%)
[2025-11-25T09:30:34.779790] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 2.8s/test | Remaining: 1620 tests
[2025-11-25T09:30:34.779840] [INFO ] [CONFIGURE ] CNMD: Testing feature 13/29: add_opening_strength
[2025-11-25T09:30:34.779883] [INFO ] [CONFIGURE ] CNMD: Testing with features: ['add_daily_returns', 'add_vwap', 'add_exhaustion_signals', 'add_opening_strength']
[2025-11-25T09:30:35.019352] [DEBUG] [FORECASTER] CNMD: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T09:30:35.273909] [DEBUG] [FORECASTER] CNMD: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T09:30:35.520938] [DEBUG] [FORECASTER] CNMD: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T09:30:35.782587] [DEBUG] [FORECASTER] CNMD: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T09:30:36.047703] [DEBUG] [FORECASTER] CNMD: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T09:30:36.325416] [DEBUG] [FORECASTER] CNMD: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T09:30:36.593208] [DEBUG] [FORECASTER] CNMD: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T09:30:36.876097] [DEBUG] [FORECASTER] CNMD: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T09:30:37.131192] [DEBUG] [FORECASTER] CNMD: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-25T09:30:37.393008] [DEBUG] [FORECASTER] CNMD: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T09:30:37.393418] [INFO ] [CONFIGURE ] CNMD: DISCARDED add_opening_strength (score: 50.00%)
[2025-11-25T09:30:37.393480] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 2.8s/test | Remaining: 1619 tests
[2025-11-25T09:30:37.393521] [INFO ] [CONFIGURE ] CNMD: Testing feature 14/29: add_order_flow_imbalance
[2025-11-25T09:30:37.393565] [INFO ] [CONFIGURE ] CNMD: Testing with features: ['add_daily_returns', 'add_vwap', 'add_exhaustion_signals', 'add_order_flow_imbalance']
[2025-11-25T09:30:37.694786] [DEBUG] [FORECASTER] CNMD: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T09:30:37.973576] [DEBUG] [FORECASTER] CNMD: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T09:30:38.234349] [DEBUG] [FORECASTER] CNMD: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T09:30:38.511823] [DEBUG] [FORECASTER] CNMD: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T09:30:38.799889] [DEBUG] [FORECASTER] CNMD: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T09:30:39.095965] [DEBUG] [FORECASTER] CNMD: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T09:30:39.402930] [DEBUG] [FORECASTER] CNMD: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T09:30:39.697188] [DEBUG] [FORECASTER] CNMD: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T09:30:39.982223] [DEBUG] [FORECASTER] CNMD: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-25T09:30:40.268703] [DEBUG] [FORECASTER] CNMD: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T09:30:40.268894] [INFO ] [CONFIGURE ] CNMD: DISCARDED add_order_flow_imbalance (score: 70.00%)
[2025-11-25T09:30:40.268951] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 2.8s/test | Remaining: 1618 tests
[2025-11-25T09:30:40.268998] [INFO ] [CONFIGURE ] CNMD: Testing feature 15/29: add_pbf_morning_momentum
[2025-11-25T09:30:40.269042] [INFO ] [CONFIGURE ] CNMD: Testing with features: ['add_daily_returns', 'add_vwap', 'add_exhaustion_signals', 'add_pbf_morning_momentum']
[2025-11-25T09:30:40.534518] [DEBUG] [FORECASTER] CNMD: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T09:30:40.783816] [DEBUG] [FORECASTER] CNMD: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T09:30:41.050374] [DEBUG] [FORECASTER] CNMD: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T09:30:41.327329] [DEBUG] [FORECASTER] CNMD: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T09:30:41.603867] [DEBUG] [FORECASTER] CNMD: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T09:30:41.858292] [DEBUG] [FORECASTER] CNMD: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T09:30:42.105924] [DEBUG] [FORECASTER] CNMD: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T09:30:42.351321] [DEBUG] [FORECASTER] CNMD: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T09:30:42.618877] [DEBUG] [FORECASTER] CNMD: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-25T09:30:42.864918] [DEBUG] [FORECASTER] CNMD: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T09:30:42.865128] [INFO ] [CONFIGURE ] CNMD: DISCARDED add_pbf_morning_momentum (score: 50.00%)
[2025-11-25T09:30:42.865221] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 2.8s/test | Remaining: 1617 tests
[2025-11-25T09:30:42.865274] [INFO ] [CONFIGURE ] CNMD: Testing feature 16/29: add_pbf_overnight_gap
[2025-11-25T09:30:42.865319] [INFO ] [CONFIGURE ] CNMD: Testing with features: ['add_daily_returns', 'add_vwap', 'add_exhaustion_signals', 'add_pbf_overnight_gap']
[2025-11-25T09:30:43.123566] [DEBUG] [FORECASTER] CNMD: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T09:30:43.381351] [DEBUG] [FORECASTER] CNMD: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T09:30:43.644497] [DEBUG] [FORECASTER] CNMD: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T09:30:43.920481] [DEBUG] [FORECASTER] CNMD: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T09:30:44.178188] [DEBUG] [FORECASTER] CNMD: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T09:30:44.442573] [DEBUG] [FORECASTER] CNMD: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T09:30:44.710638] [DEBUG] [FORECASTER] CNMD: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T09:30:44.982671] [DEBUG] [FORECASTER] CNMD: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T09:30:45.240892] [DEBUG] [FORECASTER] CNMD: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T09:30:45.506305] [DEBUG] [FORECASTER] CNMD: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T09:30:45.506509] [INFO ] [CONFIGURE ] CNMD: DISCARDED add_pbf_overnight_gap (score: 80.00%)
[2025-11-25T09:30:45.506569] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 2.8s/test | Remaining: 1616 tests
[2025-11-25T09:30:45.506620] [INFO ] [CONFIGURE ] CNMD: Testing feature 17/29: add_pbf_return_2d
[2025-11-25T09:30:45.506681] [INFO ] [CONFIGURE ] CNMD: Testing with features: ['add_daily_returns', 'add_vwap', 'add_exhaustion_signals', 'add_pbf_return_2d']
[2025-11-25T09:30:45.782125] [DEBUG] [FORECASTER] CNMD: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T09:30:46.064887] [DEBUG] [FORECASTER] CNMD: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T09:30:46.338980] [DEBUG] [FORECASTER] CNMD: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T09:30:46.616262] [DEBUG] [FORECASTER] CNMD: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T09:30:46.896519] [DEBUG] [FORECASTER] CNMD: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-25T09:30:47.165664] [DEBUG] [FORECASTER] CNMD: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T09:30:47.438755] [DEBUG] [FORECASTER] CNMD: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T09:30:47.713583] [DEBUG] [FORECASTER] CNMD: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T09:30:47.989840] [DEBUG] [FORECASTER] CNMD: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-25T09:30:48.284028] [DEBUG] [FORECASTER] CNMD: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T09:30:48.284420] [INFO ] [CONFIGURE ] CNMD: DISCARDED add_pbf_return_2d (score: 40.00%)
[2025-11-25T09:30:48.284477] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 2.8s/test | Remaining: 1615 tests
[2025-11-25T09:30:48.284526] [INFO ] [CONFIGURE ] CNMD: Testing feature 18/29: add_pbf_volatility_5d
[2025-11-25T09:30:48.284573] [INFO ] [CONFIGURE ] CNMD: Testing with features: ['add_daily_returns', 'add_vwap', 'add_exhaustion_signals', 'add_pbf_volatility_5d']
[2025-11-25T09:30:48.554846] [DEBUG] [FORECASTER] CNMD: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T09:30:48.816178] [DEBUG] [FORECASTER] CNMD: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T09:30:49.078011] [DEBUG] [FORECASTER] CNMD: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T09:30:49.347702] [DEBUG] [FORECASTER] CNMD: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T09:30:49.615946] [DEBUG] [FORECASTER] CNMD: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T09:30:49.882667] [DEBUG] [FORECASTER] CNMD: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T09:30:50.152299] [DEBUG] [FORECASTER] CNMD: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T09:30:50.431888] [DEBUG] [FORECASTER] CNMD: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T09:30:50.704362] [DEBUG] [FORECASTER] CNMD: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-25T09:30:50.965049] [DEBUG] [FORECASTER] CNMD: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T09:30:50.965234] [INFO ] [CONFIGURE ] CNMD: DISCARDED add_pbf_volatility_5d (score: 70.00%)
[2025-11-25T09:30:50.965291] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 2.8s/test | Remaining: 1614 tests
[2025-11-25T09:30:50.965337] [INFO ] [CONFIGURE ] CNMD: Testing feature 19/29: add_pbf_vs_sma_5
[2025-11-25T09:30:50.965381] [INFO ] [CONFIGURE ] CNMD: Testing with features: ['add_daily_returns', 'add_vwap', 'add_exhaustion_signals', 'add_pbf_vs_sma_5']
[2025-11-25T09:30:51.269584] [DEBUG] [FORECASTER] CNMD: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T09:30:51.534377] [DEBUG] [FORECASTER] CNMD: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T09:30:51.808444] [DEBUG] [FORECASTER] CNMD: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T09:30:52.073927] [DEBUG] [FORECASTER] CNMD: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T09:30:52.319638] [DEBUG] [FORECASTER] CNMD: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T09:30:52.565140] [DEBUG] [FORECASTER] CNMD: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T09:30:52.819781] [DEBUG] [FORECASTER] CNMD: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T09:30:53.080823] [DEBUG] [FORECASTER] CNMD: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T09:30:53.348092] [DEBUG] [FORECASTER] CNMD: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-25T09:30:53.617104] [DEBUG] [FORECASTER] CNMD: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T09:30:53.617303] [INFO ] [CONFIGURE ] CNMD: DISCARDED add_pbf_vs_sma_5 (score: 60.00%)
[2025-11-25T09:30:53.617365] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 2.8s/test | Remaining: 1613 tests
[2025-11-25T09:30:53.617414] [INFO ] [CONFIGURE ] CNMD: Testing feature 20/29: add_price_rejection
[2025-11-25T09:30:53.617460] [INFO ] [CONFIGURE ] CNMD: Testing with features: ['add_daily_returns', 'add_vwap', 'add_exhaustion_signals', 'add_price_rejection']
[2025-11-25T09:30:53.921127] [DEBUG] [FORECASTER] CNMD: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T09:30:54.217391] [DEBUG] [FORECASTER] CNMD: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T09:30:54.505373] [DEBUG] [FORECASTER] CNMD: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T09:30:54.797916] [DEBUG] [FORECASTER] CNMD: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T09:30:55.091459] [DEBUG] [FORECASTER] CNMD: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T09:30:55.392493] [DEBUG] [FORECASTER] CNMD: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T09:30:55.696315] [DEBUG] [FORECASTER] CNMD: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T09:30:55.991227] [DEBUG] [FORECASTER] CNMD: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T09:30:56.282590] [DEBUG] [FORECASTER] CNMD: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-25T09:30:56.591833] [DEBUG] [FORECASTER] CNMD: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T09:30:56.592042] [INFO ] [CONFIGURE ] CNMD: DISCARDED add_price_rejection (score: 50.00%)
[2025-11-25T09:30:56.592104] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 2.8s/test | Remaining: 1612 tests
[2025-11-25T09:30:56.592185] [INFO ] [CONFIGURE ] CNMD: Testing feature 21/29: add_range_position
[2025-11-25T09:30:56.592260] [INFO ] [CONFIGURE ] CNMD: Testing with features: ['add_daily_returns', 'add_vwap', 'add_exhaustion_signals', 'add_range_position']
[2025-11-25T09:30:56.907813] [DEBUG] [FORECASTER] CNMD: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T09:30:57.232879] [DEBUG] [FORECASTER] CNMD: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T09:30:57.555044] [DEBUG] [FORECASTER] CNMD: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T09:30:57.859394] [DEBUG] [FORECASTER] CNMD: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T09:30:58.164260] [DEBUG] [FORECASTER] CNMD: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T09:30:58.482423] [DEBUG] [FORECASTER] CNMD: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T09:30:58.793935] [DEBUG] [FORECASTER] CNMD: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T09:30:59.107545] [DEBUG] [FORECASTER] CNMD: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T09:30:59.409222] [DEBUG] [FORECASTER] CNMD: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-25T09:30:59.720525] [DEBUG] [FORECASTER] CNMD: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T09:30:59.720763] [INFO ] [CONFIGURE ] CNMD: DISCARDED add_range_position (score: 40.00%)
[2025-11-25T09:30:59.720836] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 2.8s/test | Remaining: 1611 tests
[2025-11-25T09:30:59.720888] [INFO ] [CONFIGURE ] CNMD: Testing feature 22/29: add_realized_volatility
[2025-11-25T09:30:59.720938] [INFO ] [CONFIGURE ] CNMD: Testing with features: ['add_daily_returns', 'add_vwap', 'add_exhaustion_signals', 'add_realized_volatility']
[2025-11-25T09:31:00.105178] [DEBUG] [FORECASTER] CNMD: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T09:31:00.475777] [DEBUG] [FORECASTER] CNMD: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T09:31:01.524839] [DEBUG] [FORECASTER] CNMD: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T09:31:02.038894] [DEBUG] [FORECASTER] CNMD: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T09:31:02.455953] [DEBUG] [FORECASTER] CNMD: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T09:31:02.853984] [DEBUG] [FORECASTER] CNMD: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T09:31:03.258086] [DEBUG] [FORECASTER] CNMD: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T09:31:03.674269] [DEBUG] [FORECASTER] CNMD: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T09:31:04.079888] [DEBUG] [FORECASTER] CNMD: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-25T09:31:04.489173] [DEBUG] [FORECASTER] CNMD: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T09:31:04.489489] [INFO ] [CONFIGURE ] CNMD: DISCARDED add_realized_volatility (score: 80.00%)
[2025-11-25T09:31:04.489555] [INFO ] [CONFIGURE ] JOB ETA: 1.2h | Avg: 2.8s/test | Remaining: 1610 tests
[2025-11-25T09:31:04.489606] [INFO ] [CONFIGURE ] CNMD: Testing feature 23/29: add_recent_range_context
[2025-11-25T09:31:04.489679] [INFO ] [CONFIGURE ] CNMD: Testing with features: ['add_daily_returns', 'add_vwap', 'add_exhaustion_signals', 'add_recent_range_context']
[2025-11-25T09:31:04.776593] [DEBUG] [FORECASTER] CNMD: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T09:31:05.057790] [DEBUG] [FORECASTER] CNMD: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T09:31:05.337912] [DEBUG] [FORECASTER] CNMD: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T09:31:05.623936] [DEBUG] [FORECASTER] CNMD: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T09:31:05.929918] [DEBUG] [FORECASTER] CNMD: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-25T09:31:06.227137] [DEBUG] [FORECASTER] CNMD: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T09:31:06.534026] [DEBUG] [FORECASTER] CNMD: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T09:31:06.814603] [DEBUG] [FORECASTER] CNMD: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T09:31:07.105264] [DEBUG] [FORECASTER] CNMD: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-25T09:31:07.384868] [DEBUG] [FORECASTER] CNMD: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T09:31:07.385063] [INFO ] [CONFIGURE ] CNMD: DISCARDED add_recent_range_context (score: 40.00%)
[2025-11-25T09:31:07.385124] [INFO ] [CONFIGURE ] JOB ETA: 1.2h | Avg: 2.8s/test | Remaining: 1609 tests
[2025-11-25T09:31:07.385172] [INFO ] [CONFIGURE ] CNMD: Testing feature 24/29: add_rsi
[2025-11-25T09:31:07.385216] [INFO ] [CONFIGURE ] CNMD: Testing with features: ['add_daily_returns', 'add_vwap', 'add_exhaustion_signals', 'add_ema', 'add_rsi']
[2025-11-25T09:31:07.715406] [DEBUG] [FORECASTER] CNMD: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T09:31:08.054316] [DEBUG] [FORECASTER] CNMD: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T09:31:08.386870] [DEBUG] [FORECASTER] CNMD: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T09:31:08.719252] [DEBUG] [FORECASTER] CNMD: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T09:31:09.062061] [DEBUG] [FORECASTER] CNMD: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T09:31:09.391618] [DEBUG] [FORECASTER] CNMD: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T09:31:09.724489] [DEBUG] [FORECASTER] CNMD: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T09:31:10.042569] [DEBUG] [FORECASTER] CNMD: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T09:31:10.365414] [DEBUG] [FORECASTER] CNMD: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T09:31:10.694576] [DEBUG] [FORECASTER] CNMD: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T09:31:10.694799] [INFO ] [CONFIGURE ] CNMD: DISCARDED add_rsi (score: 70.00%)
[2025-11-25T09:31:10.694863] [INFO ] [CONFIGURE ] JOB ETA: 1.2h | Avg: 2.8s/test | Remaining: 1608 tests
[2025-11-25T09:31:10.694913] [INFO ] [CONFIGURE ] CNMD: Testing feature 25/29: add_tick_distribution
[2025-11-25T09:31:10.694957] [INFO ] [CONFIGURE ] CNMD: Testing with features: ['add_daily_returns', 'add_vwap', 'add_exhaustion_signals', 'add_tick_distribution']
[2025-11-25T09:31:10.965539] [DEBUG] [FORECASTER] CNMD: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T09:31:11.233573] [DEBUG] [FORECASTER] CNMD: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T09:31:11.502289] [DEBUG] [FORECASTER] CNMD: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T09:31:11.775664] [DEBUG] [FORECASTER] CNMD: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T09:31:12.062803] [DEBUG] [FORECASTER] CNMD: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T09:31:12.332134] [DEBUG] [FORECASTER] CNMD: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T09:31:12.610606] [DEBUG] [FORECASTER] CNMD: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T09:31:12.887137] [DEBUG] [FORECASTER] CNMD: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T09:31:13.163564] [DEBUG] [FORECASTER] CNMD: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-25T09:31:13.444131] [DEBUG] [FORECASTER] CNMD: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T09:31:13.444321] [INFO ] [CONFIGURE ] CNMD: DISCARDED add_tick_distribution (score: 50.00%)
[2025-11-25T09:31:13.444382] [INFO ] [CONFIGURE ] JOB ETA: 1.2h | Avg: 2.8s/test | Remaining: 1607 tests
[2025-11-25T09:31:13.444491] [INFO ] [CONFIGURE ] CNMD: Testing feature 26/29: add_volume_momentum_confirmation
[2025-11-25T09:31:13.444542] [INFO ] [CONFIGURE ] CNMD: Testing with features: ['add_daily_returns', 'add_vwap', 'add_exhaustion_signals', 'add_volume_momentum_confirmation']
[2025-11-25T09:31:13.732734] [DEBUG] [FORECASTER] CNMD: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T09:31:14.041028] [DEBUG] [FORECASTER] CNMD: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T09:31:14.330475] [DEBUG] [FORECASTER] CNMD: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T09:31:14.621611] [DEBUG] [FORECASTER] CNMD: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T09:31:14.896247] [DEBUG] [FORECASTER] CNMD: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T09:31:15.175488] [DEBUG] [FORECASTER] CNMD: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T09:31:15.461759] [DEBUG] [FORECASTER] CNMD: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T09:31:15.727639] [DEBUG] [FORECASTER] CNMD: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T09:31:15.996661] [DEBUG] [FORECASTER] CNMD: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T09:31:16.263556] [DEBUG] [FORECASTER] CNMD: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T09:31:16.263758] [INFO ] [CONFIGURE ] CNMD: DISCARDED add_volume_momentum_confirmation (score: 80.00%)
[2025-11-25T09:31:16.263821] [INFO ] [CONFIGURE ] JOB ETA: 1.2h | Avg: 2.8s/test | Remaining: 1606 tests
[2025-11-25T09:31:16.263872] [INFO ] [CONFIGURE ] CNMD: Testing feature 27/29: add_volume_price_divergence
[2025-11-25T09:31:16.263919] [INFO ] [CONFIGURE ] CNMD: Testing with features: ['add_daily_returns', 'add_vwap', 'add_exhaustion_signals', 'add_volume_price_divergence']
[2025-11-25T09:31:16.562350] [DEBUG] [FORECASTER] CNMD: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T09:31:16.844723] [DEBUG] [FORECASTER] CNMD: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T09:31:17.127258] [DEBUG] [FORECASTER] CNMD: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T09:31:17.411706] [DEBUG] [FORECASTER] CNMD: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T09:31:17.713687] [DEBUG] [FORECASTER] CNMD: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T09:31:18.021354] [DEBUG] [FORECASTER] CNMD: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T09:31:18.314196] [DEBUG] [FORECASTER] CNMD: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T09:31:18.618257] [DEBUG] [FORECASTER] CNMD: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T09:31:18.930745] [DEBUG] [FORECASTER] CNMD: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-25T09:31:19.234344] [DEBUG] [FORECASTER] CNMD: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T09:31:19.234558] [INFO ] [CONFIGURE ] CNMD: DISCARDED add_volume_price_divergence (score: 60.00%)
[2025-11-25T09:31:19.234618] [INFO ] [CONFIGURE ] JOB ETA: 1.2h | Avg: 2.8s/test | Remaining: 1605 tests
[2025-11-25T09:31:19.234687] [INFO ] [CONFIGURE ] CNMD: Testing feature 28/29: add_volume_profile
[2025-11-25T09:31:19.234736] [INFO ] [CONFIGURE ] CNMD: Testing with features: ['add_daily_returns', 'add_vwap', 'add_exhaustion_signals', 'add_volume_profile']
[2025-11-25T09:31:19.517366] [DEBUG] [FORECASTER] CNMD: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T09:31:19.809770] [DEBUG] [FORECASTER] CNMD: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T09:31:20.089387] [DEBUG] [FORECASTER] CNMD: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T09:31:20.372949] [DEBUG] [FORECASTER] CNMD: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T09:31:20.658412] [DEBUG] [FORECASTER] CNMD: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T09:31:20.939788] [DEBUG] [FORECASTER] CNMD: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T09:31:21.261725] [DEBUG] [FORECASTER] CNMD: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T09:31:21.576579] [DEBUG] [FORECASTER] CNMD: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T09:31:21.943291] [DEBUG] [FORECASTER] CNMD: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-25T09:31:22.307876] [DEBUG] [FORECASTER] CNMD: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T09:31:22.308078] [INFO ] [CONFIGURE ] CNMD: DISCARDED add_volume_profile (score: 50.00%)
[2025-11-25T09:31:22.308138] [INFO ] [CONFIGURE ] JOB ETA: 1.2h | Avg: 2.8s/test | Remaining: 1604 tests
[2025-11-25T09:31:22.308189] [INFO ] [CONFIGURE ] CNMD: ===== FEATURE SELECTION COMPLETE =====
[2025-11-25T09:31:22.308232] [INFO ] [CONFIGURE ] CNMD: Best accuracy: 80.00%
[2025-11-25T09:31:22.308275] [INFO ] [CONFIGURE ] CNMD: Best feature set (3 features): ['add_daily_returns', 'add_vwap', 'add_exhaustion_signals']
[2025-11-25T09:31:22.308316] [INFO ] [CONFIGURE ] CNMD: Improvement over baseline: 40.00%
[2025-11-25T09:31:22.308355] [INFO ] [CONFIGURE ] CNMD: Total time: 1.3 minutes
[2025-11-25T09:31:22.308393] [INFO ] [CONFIGURE ] CNMD: Average time per feature: 2.8 seconds
[2025-11-25T09:31:22.308430] [INFO ] [CONFIGURE ] CNMD: Average speed: 0.37 features/sec
[2025-11-25T09:31:22.308899] [INFO ] [LOCAL     ] Saved configuration for CNMD: 3 features, 80.00% accuracy -> ./output/feature-sets/CNMD.json
[2025-11-25T09:31:22.308961] [INFO ] [CONFIGURE ] CNMD: Configuration saved successfully: 3 features, 80.00% accuracy.
[2025-11-25T09:31:22.309012] [INFO ] [sig       ] [110/164] Successfully configured CNMD | 0.01 sym/s | Total: 2.5h | ETA: 1.2h
[2025-11-25T09:31:22.309057] [INFO ] [sig       ] [111/164] Configuring CNNE...
[2025-11-25T09:31:22.309097] [INFO ] [CONFIGURE ] CNNE: Configurate test run.
[2025-11-25T09:31:22.309136] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CNNE' from 'https://tdm.silogroup.org/data/derivative_storage/CNNE.csv'.
[2025-11-25T09:31:22.321675] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'CNNE'.
[2025-11-25T09:31:22.322159] [INFO ] [CONFIGURE ] CNNE: Testing with 29 available features
[2025-11-25T09:31:22.322222] [INFO ] [CONFIGURE ] CNNE: Establishing baseline with no features...
[2025-11-25T09:31:22.507584] [DEBUG] [FORECASTER] CNNE: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0
[2025-11-25T09:31:22.672429] [DEBUG] [FORECASTER] CNNE: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T09:31:22.835833] [DEBUG] [FORECASTER] CNNE: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T09:31:23.004857] [DEBUG] [FORECASTER] CNNE: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T09:31:23.174659] [DEBUG] [FORECASTER] CNNE: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T09:31:23.341033] [DEBUG] [FORECASTER] CNNE: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T09:31:23.512412] [DEBUG] [FORECASTER] CNNE: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T09:31:23.679268] [DEBUG] [FORECASTER] CNNE: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T09:31:23.854339] [DEBUG] [FORECASTER] CNNE: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-25T09:31:24.032021] [DEBUG] [FORECASTER] CNNE: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T09:31:24.032170] [INFO ] [CONFIGURE ] CNNE: Baseline score (no features): 30.00%
[2025-11-25T09:31:24.032217] [INFO ] [CONFIGURE ] CNNE: Testing feature 1/29: add_bollinger_bands
[2025-11-25T09:31:24.032256] [INFO ] [CONFIGURE ] CNNE: Testing with features: ['add_bollinger_bands']
[2025-11-25T09:31:24.235101] [DEBUG] [FORECASTER] CNNE: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T09:31:24.429314] [DEBUG] [FORECASTER] CNNE: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0
[2025-11-25T09:31:24.626584] [DEBUG] [FORECASTER] CNNE: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T09:31:24.848043] [DEBUG] [FORECASTER] CNNE: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T09:31:25.050208] [DEBUG] [FORECASTER] CNNE: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T09:31:25.249965] [DEBUG] [FORECASTER] CNNE: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T09:31:25.453288] [DEBUG] [FORECASTER] CNNE: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T09:31:25.653466] [DEBUG] [FORECASTER] CNNE: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T09:31:25.858928] [DEBUG] [FORECASTER] CNNE: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T09:31:26.061151] [DEBUG] [FORECASTER] CNNE: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T09:31:26.061351] [INFO ] [CONFIGURE ] CNNE: KEPT add_bollinger_bands (score: 40.00%)
[2025-11-25T09:31:26.061401] [INFO ] [CONFIGURE ] JOB ETA: 1.2h | Avg: 2.8s/test | Remaining: 1603 tests
[2025-11-25T09:31:26.061440] [INFO ] [CONFIGURE ] CNNE: Testing feature 2/29: add_cumulative_delta
[2025-11-25T09:31:26.061476] [INFO ] [CONFIGURE ] CNNE: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta']
[2025-11-25T09:31:26.288622] [DEBUG] [FORECASTER] CNNE: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T09:31:26.538341] [DEBUG] [FORECASTER] CNNE: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0
[2025-11-25T09:31:26.801707] [DEBUG] [FORECASTER] CNNE: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T09:31:27.052000] [DEBUG] [FORECASTER] CNNE: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T09:31:27.302095] [DEBUG] [FORECASTER] CNNE: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T09:31:27.559677] [DEBUG] [FORECASTER] CNNE: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T09:31:27.830549] [DEBUG] [FORECASTER] CNNE: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T09:31:28.087371] [DEBUG] [FORECASTER] CNNE: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T09:31:28.371945] [DEBUG] [FORECASTER] CNNE: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-25T09:31:28.643601] [DEBUG] [FORECASTER] CNNE: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T09:31:28.643823] [INFO ] [CONFIGURE ] CNNE: DISCARDED add_cumulative_delta (score: 40.00%)
[2025-11-25T09:31:28.643908] [INFO ] [CONFIGURE ] JOB ETA: 1.2h | Avg: 2.8s/test | Remaining: 1602 tests
[2025-11-25T09:31:28.643968] [INFO ] [CONFIGURE ] CNNE: Testing feature 3/29: add_daily_returns
[2025-11-25T09:31:28.644015] [INFO ] [CONFIGURE ] CNNE: Testing with features: ['add_bollinger_bands', 'add_daily_returns']
[2025-11-25T09:31:28.894331] [DEBUG] [FORECASTER] CNNE: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0
[2025-11-25T09:31:29.147678] [DEBUG] [FORECASTER] CNNE: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0
[2025-11-25T09:31:29.384140] [DEBUG] [FORECASTER] CNNE: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T09:31:29.615727] [DEBUG] [FORECASTER] CNNE: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T09:31:29.849826] [DEBUG] [FORECASTER] CNNE: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T09:31:30.083322] [DEBUG] [FORECASTER] CNNE: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T09:31:30.308974] [DEBUG] [FORECASTER] CNNE: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T09:31:30.557812] [DEBUG] [FORECASTER] CNNE: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T09:31:30.787331] [DEBUG] [FORECASTER] CNNE: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T09:31:31.019660] [DEBUG] [FORECASTER] CNNE: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T09:31:31.019838] [INFO ] [CONFIGURE ] CNNE: DISCARDED add_daily_returns (score: 40.00%)
[2025-11-25T09:31:31.019889] [INFO ] [CONFIGURE ] JOB ETA: 1.2h | Avg: 2.8s/test | Remaining: 1601 tests
[2025-11-25T09:31:31.019929] [INFO ] [CONFIGURE ] CNNE: Testing feature 4/29: add_ema
[2025-11-25T09:31:31.019968] [INFO ] [CONFIGURE ] CNNE: Testing with features: ['add_bollinger_bands', 'add_ema']
[2025-11-25T09:31:31.285160] [DEBUG] [FORECASTER] CNNE: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0
[2025-11-25T09:31:31.539468] [DEBUG] [FORECASTER] CNNE: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0
[2025-11-25T09:31:31.803187] [DEBUG] [FORECASTER] CNNE: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T09:31:32.060540] [DEBUG] [FORECASTER] CNNE: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T09:31:32.328800] [DEBUG] [FORECASTER] CNNE: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T09:31:32.594784] [DEBUG] [FORECASTER] CNNE: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T09:31:32.862012] [DEBUG] [FORECASTER] CNNE: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T09:31:33.134129] [DEBUG] [FORECASTER] CNNE: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T09:31:33.413865] [DEBUG] [FORECASTER] CNNE: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T09:31:33.716559] [DEBUG] [FORECASTER] CNNE: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T09:31:33.716765] [INFO ] [CONFIGURE ] CNNE: DISCARDED add_ema (score: 30.00%)
[2025-11-25T09:31:33.716822] [INFO ] [CONFIGURE ] JOB ETA: 1.2h | Avg: 2.8s/test | Remaining: 1600 tests
[2025-11-25T09:31:33.716869] [INFO ] [CONFIGURE ] CNNE: Testing feature 5/29: add_exhaustion_signals
[2025-11-25T09:31:33.716906] [INFO ] [CONFIGURE ] CNNE: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals']
[2025-11-25T09:31:34.003917] [DEBUG] [FORECASTER] CNNE: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0
[2025-11-25T09:31:34.282004] [DEBUG] [FORECASTER] CNNE: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0
[2025-11-25T09:31:34.574023] [DEBUG] [FORECASTER] CNNE: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T09:31:34.855338] [DEBUG] [FORECASTER] CNNE: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T09:31:35.140153] [DEBUG] [FORECASTER] CNNE: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T09:31:35.422255] [DEBUG] [FORECASTER] CNNE: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T09:31:35.713409] [DEBUG] [FORECASTER] CNNE: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T09:31:35.996209] [DEBUG] [FORECASTER] CNNE: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T09:31:36.282739] [DEBUG] [FORECASTER] CNNE: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-25T09:31:36.559106] [DEBUG] [FORECASTER] CNNE: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T09:31:36.559312] [INFO ] [CONFIGURE ] CNNE: DISCARDED add_exhaustion_signals (score: 30.00%)
[2025-11-25T09:31:36.559370] [INFO ] [CONFIGURE ] JOB ETA: 1.2h | Avg: 2.8s/test | Remaining: 1599 tests
[2025-11-25T09:31:36.559409] [INFO ] [CONFIGURE ] CNNE: Testing feature 6/29: add_failed_moves
[2025-11-25T09:31:36.559517] [INFO ] [CONFIGURE ] CNNE: Testing with features: ['add_bollinger_bands', 'add_failed_moves']
[2025-11-25T09:31:36.794826] [DEBUG] [FORECASTER] CNNE: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T09:31:37.034174] [DEBUG] [FORECASTER] CNNE: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0
[2025-11-25T09:31:37.278268] [DEBUG] [FORECASTER] CNNE: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T09:31:37.526984] [DEBUG] [FORECASTER] CNNE: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T09:31:37.766425] [DEBUG] [FORECASTER] CNNE: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T09:31:38.009771] [DEBUG] [FORECASTER] CNNE: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T09:31:38.254097] [DEBUG] [FORECASTER] CNNE: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T09:31:38.505550] [DEBUG] [FORECASTER] CNNE: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T09:31:38.752719] [DEBUG] [FORECASTER] CNNE: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T09:31:39.001577] [DEBUG] [FORECASTER] CNNE: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T09:31:39.001763] [INFO ] [CONFIGURE ] CNNE: DISCARDED add_failed_moves (score: 40.00%)
[2025-11-25T09:31:39.001839] [INFO ] [CONFIGURE ] JOB ETA: 1.2h | Avg: 2.8s/test | Remaining: 1598 tests
[2025-11-25T09:31:39.001929] [INFO ] [CONFIGURE ] CNNE: Testing feature 7/29: add_lag_shelf
[2025-11-25T09:31:39.001978] [INFO ] [CONFIGURE ] CNNE: Testing with features: ['add_bollinger_bands', 'add_lag_shelf']
[2025-11-25T09:31:39.224729] [DEBUG] [FORECASTER] CNNE: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0
[2025-11-25T09:31:39.454252] [DEBUG] [FORECASTER] CNNE: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0
[2025-11-25T09:31:39.677927] [DEBUG] [FORECASTER] CNNE: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T09:31:39.895867] [DEBUG] [FORECASTER] CNNE: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T09:31:40.128546] [DEBUG] [FORECASTER] CNNE: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T09:31:40.361997] [DEBUG] [FORECASTER] CNNE: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T09:31:40.601858] [DEBUG] [FORECASTER] CNNE: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T09:31:40.831240] [DEBUG] [FORECASTER] CNNE: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T09:31:41.095713] [DEBUG] [FORECASTER] CNNE: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-25T09:31:41.324599] [DEBUG] [FORECASTER] CNNE: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T09:31:41.324807] [INFO ] [CONFIGURE ] CNNE: DISCARDED add_lag_shelf (score: 20.00%)
[2025-11-25T09:31:41.324857] [INFO ] [CONFIGURE ] JOB ETA: 1.2h | Avg: 2.8s/test | Remaining: 1597 tests
[2025-11-25T09:31:41.324895] [INFO ] [CONFIGURE ] CNNE: Testing feature 8/29: add_macd
[2025-11-25T09:31:41.324931] [INFO ] [CONFIGURE ] CNNE: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd']
[2025-11-25T09:31:41.652785] [DEBUG] [FORECASTER] CNNE: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0
[2025-11-25T09:31:41.978167] [DEBUG] [FORECASTER] CNNE: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0
[2025-11-25T09:31:42.308119] [DEBUG] [FORECASTER] CNNE: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T09:31:42.636880] [DEBUG] [FORECASTER] CNNE: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T09:31:42.973900] [DEBUG] [FORECASTER] CNNE: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T09:31:43.311363] [DEBUG] [FORECASTER] CNNE: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T09:31:43.659229] [DEBUG] [FORECASTER] CNNE: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T09:31:44.016190] [DEBUG] [FORECASTER] CNNE: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T09:31:44.348276] [DEBUG] [FORECASTER] CNNE: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T09:31:44.687068] [DEBUG] [FORECASTER] CNNE: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T09:31:44.687319] [INFO ] [CONFIGURE ] CNNE: DISCARDED add_macd (score: 40.00%)
[2025-11-25T09:31:44.687383] [INFO ] [CONFIGURE ] JOB ETA: 1.2h | Avg: 2.8s/test | Remaining: 1596 tests
[2025-11-25T09:31:44.687453] [INFO ] [CONFIGURE ] CNNE: Testing feature 9/29: add_mfi
[2025-11-25T09:31:44.687498] [INFO ] [CONFIGURE ] CNNE: Testing with features: ['add_bollinger_bands', 'add_mfi']
[2025-11-25T09:31:44.918876] [DEBUG] [FORECASTER] CNNE: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T09:31:45.156511] [DEBUG] [FORECASTER] CNNE: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0
[2025-11-25T09:31:45.406976] [DEBUG] [FORECASTER] CNNE: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T09:31:45.653481] [DEBUG] [FORECASTER] CNNE: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T09:31:45.902907] [DEBUG] [FORECASTER] CNNE: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T09:31:46.152994] [DEBUG] [FORECASTER] CNNE: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T09:31:46.405726] [DEBUG] [FORECASTER] CNNE: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T09:31:46.658816] [DEBUG] [FORECASTER] CNNE: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T09:31:46.891338] [DEBUG] [FORECASTER] CNNE: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-25T09:31:47.132659] [DEBUG] [FORECASTER] CNNE: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T09:31:47.132854] [INFO ] [CONFIGURE ] CNNE: DISCARDED add_mfi (score: 30.00%)
[2025-11-25T09:31:47.132910] [INFO ] [CONFIGURE ] JOB ETA: 1.2h | Avg: 2.8s/test | Remaining: 1595 tests
[2025-11-25T09:31:47.132957] [INFO ] [CONFIGURE ] CNNE: Testing feature 10/29: add_momentum_acceleration
[2025-11-25T09:31:47.133003] [INFO ] [CONFIGURE ] CNNE: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-11-25T09:31:47.473056] [DEBUG] [FORECASTER] CNNE: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T09:31:47.826480] [DEBUG] [FORECASTER] CNNE: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0
[2025-11-25T09:31:48.157980] [DEBUG] [FORECASTER] CNNE: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T09:31:48.493661] [DEBUG] [FORECASTER] CNNE: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T09:31:48.832837] [DEBUG] [FORECASTER] CNNE: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T09:31:49.179775] [DEBUG] [FORECASTER] CNNE: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T09:31:49.496293] [DEBUG] [FORECASTER] CNNE: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T09:31:49.839487] [DEBUG] [FORECASTER] CNNE: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T09:31:50.191195] [DEBUG] [FORECASTER] CNNE: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T09:31:50.540856] [DEBUG] [FORECASTER] CNNE: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T09:31:50.541077] [INFO ] [CONFIGURE ] CNNE: DISCARDED add_momentum_acceleration (score: 40.00%)
[2025-11-25T09:31:50.541147] [INFO ] [CONFIGURE ] JOB ETA: 1.2h | Avg: 2.8s/test | Remaining: 1594 tests
[2025-11-25T09:31:50.541201] [INFO ] [CONFIGURE ] CNNE: Testing feature 11/29: add_obv_daily
[2025-11-25T09:31:50.541257] [INFO ] [CONFIGURE ] CNNE: Testing with features: ['add_bollinger_bands', 'add_obv_daily']
[2025-11-25T09:31:50.797310] [DEBUG] [FORECASTER] CNNE: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T09:31:51.061485] [DEBUG] [FORECASTER] CNNE: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0
[2025-11-25T09:31:51.347446] [DEBUG] [FORECASTER] CNNE: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T09:31:51.601300] [DEBUG] [FORECASTER] CNNE: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T09:31:51.866595] [DEBUG] [FORECASTER] CNNE: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T09:31:52.123021] [DEBUG] [FORECASTER] CNNE: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T09:31:52.372531] [DEBUG] [FORECASTER] CNNE: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T09:31:52.618806] [DEBUG] [FORECASTER] CNNE: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T09:31:52.869917] [DEBUG] [FORECASTER] CNNE: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-25T09:31:53.115086] [DEBUG] [FORECASTER] CNNE: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T09:31:53.115261] [INFO ] [CONFIGURE ] CNNE: DISCARDED add_obv_daily (score: 30.00%)
[2025-11-25T09:31:53.115310] [INFO ] [CONFIGURE ] JOB ETA: 1.2h | Avg: 2.8s/test | Remaining: 1593 tests
[2025-11-25T09:31:53.115349] [INFO ] [CONFIGURE ] CNNE: Testing feature 12/29: add_obv_interval
[2025-11-25T09:31:53.115384] [INFO ] [CONFIGURE ] CNNE: Testing with features: ['add_bollinger_bands', 'add_obv_interval']
[2025-11-25T09:31:53.350074] [DEBUG] [FORECASTER] CNNE: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0
[2025-11-25T09:31:53.592361] [DEBUG] [FORECASTER] CNNE: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0
[2025-11-25T09:31:53.834601] [DEBUG] [FORECASTER] CNNE: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T09:31:54.076954] [DEBUG] [FORECASTER] CNNE: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T09:31:54.316122] [DEBUG] [FORECASTER] CNNE: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T09:31:54.555710] [DEBUG] [FORECASTER] CNNE: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T09:31:54.807838] [DEBUG] [FORECASTER] CNNE: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T09:31:55.050928] [DEBUG] [FORECASTER] CNNE: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T09:31:55.298106] [DEBUG] [FORECASTER] CNNE: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-25T09:31:55.540934] [DEBUG] [FORECASTER] CNNE: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T09:31:55.541314] [INFO ] [CONFIGURE ] CNNE: DISCARDED add_obv_interval (score: 30.00%)
[2025-11-25T09:31:55.541449] [INFO ] [CONFIGURE ] JOB ETA: 1.2h | Avg: 2.8s/test | Remaining: 1592 tests
[2025-11-25T09:31:55.541573] [INFO ] [CONFIGURE ] CNNE: Testing feature 13/29: add_opening_strength
[2025-11-25T09:31:55.541715] [INFO ] [CONFIGURE ] CNNE: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_opening_strength']
[2025-11-25T09:31:55.802504] [DEBUG] [FORECASTER] CNNE: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T09:31:56.066008] [DEBUG] [FORECASTER] CNNE: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0
[2025-11-25T09:31:56.327291] [DEBUG] [FORECASTER] CNNE: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T09:31:56.593692] [DEBUG] [FORECASTER] CNNE: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T09:31:56.863964] [DEBUG] [FORECASTER] CNNE: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T09:31:57.133138] [DEBUG] [FORECASTER] CNNE: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T09:31:57.406187] [DEBUG] [FORECASTER] CNNE: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T09:31:57.674869] [DEBUG] [FORECASTER] CNNE: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T09:31:57.955291] [DEBUG] [FORECASTER] CNNE: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-25T09:31:58.220749] [DEBUG] [FORECASTER] CNNE: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T09:31:58.220941] [INFO ] [CONFIGURE ] CNNE: DISCARDED add_opening_strength (score: 40.00%)
[2025-11-25T09:31:58.221018] [INFO ] [CONFIGURE ] JOB ETA: 1.2h | Avg: 2.8s/test | Remaining: 1591 tests
[2025-11-25T09:31:58.221068] [INFO ] [CONFIGURE ] CNNE: Testing feature 14/29: add_order_flow_imbalance
[2025-11-25T09:31:58.221114] [INFO ] [CONFIGURE ] CNNE: Testing with features: ['add_bollinger_bands', 'add_order_flow_imbalance']
[2025-11-25T09:31:58.474914] [DEBUG] [FORECASTER] CNNE: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0
[2025-11-25T09:31:58.724791] [DEBUG] [FORECASTER] CNNE: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0
[2025-11-25T09:31:59.003856] [DEBUG] [FORECASTER] CNNE: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T09:31:59.268200] [DEBUG] [FORECASTER] CNNE: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T09:31:59.530503] [DEBUG] [FORECASTER] CNNE: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T09:31:59.786616] [DEBUG] [FORECASTER] CNNE: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T09:32:00.035752] [DEBUG] [FORECASTER] CNNE: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T09:32:00.289499] [DEBUG] [FORECASTER] CNNE: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T09:32:00.545365] [DEBUG] [FORECASTER] CNNE: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-25T09:32:00.840489] [DEBUG] [FORECASTER] CNNE: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T09:32:00.840682] [INFO ] [CONFIGURE ] CNNE: DISCARDED add_order_flow_imbalance (score: 20.00%)
[2025-11-25T09:32:00.840740] [INFO ] [CONFIGURE ] JOB ETA: 1.2h | Avg: 2.8s/test | Remaining: 1590 tests
[2025-11-25T09:32:00.840850] [INFO ] [CONFIGURE ] CNNE: Testing feature 15/29: add_pbf_morning_momentum
[2025-11-25T09:32:00.840897] [INFO ] [CONFIGURE ] CNNE: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum']
[2025-11-25T09:32:01.711807] [DEBUG] [FORECASTER] CNNE: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0
[2025-11-25T09:32:02.010690] [DEBUG] [FORECASTER] CNNE: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0
[2025-11-25T09:32:02.240371] [DEBUG] [FORECASTER] CNNE: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T09:32:02.467557] [DEBUG] [FORECASTER] CNNE: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T09:32:02.699739] [DEBUG] [FORECASTER] CNNE: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T09:32:02.928841] [DEBUG] [FORECASTER] CNNE: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T09:32:03.167559] [DEBUG] [FORECASTER] CNNE: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T09:32:03.387722] [DEBUG] [FORECASTER] CNNE: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T09:32:03.617751] [DEBUG] [FORECASTER] CNNE: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-25T09:32:03.852671] [DEBUG] [FORECASTER] CNNE: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T09:32:03.852899] [INFO ] [CONFIGURE ] CNNE: DISCARDED add_pbf_morning_momentum (score: 30.00%)
[2025-11-25T09:32:03.853106] [INFO ] [CONFIGURE ] JOB ETA: 1.2h | Avg: 2.8s/test | Remaining: 1589 tests
[2025-11-25T09:32:03.853212] [INFO ] [CONFIGURE ] CNNE: Testing feature 16/29: add_pbf_overnight_gap
[2025-11-25T09:32:03.853269] [INFO ] [CONFIGURE ] CNNE: Testing with features: ['add_bollinger_bands', 'add_pbf_overnight_gap']
[2025-11-25T09:32:04.112137] [DEBUG] [FORECASTER] CNNE: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T09:32:04.360074] [DEBUG] [FORECASTER] CNNE: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0
[2025-11-25T09:32:04.610879] [DEBUG] [FORECASTER] CNNE: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T09:32:04.867445] [DEBUG] [FORECASTER] CNNE: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T09:32:05.138214] [DEBUG] [FORECASTER] CNNE: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T09:32:05.397308] [DEBUG] [FORECASTER] CNNE: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T09:32:05.665169] [DEBUG] [FORECASTER] CNNE: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T09:32:05.939631] [DEBUG] [FORECASTER] CNNE: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T09:32:06.215334] [DEBUG] [FORECASTER] CNNE: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-25T09:32:06.473386] [DEBUG] [FORECASTER] CNNE: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T09:32:06.473631] [INFO ] [CONFIGURE ] CNNE: DISCARDED add_pbf_overnight_gap (score: 40.00%)
[2025-11-25T09:32:06.473752] [INFO ] [CONFIGURE ] JOB ETA: 1.2h | Avg: 2.8s/test | Remaining: 1588 tests
[2025-11-25T09:32:06.473806] [INFO ] [CONFIGURE ] CNNE: Testing feature 17/29: add_pbf_return_2d
[2025-11-25T09:32:06.473855] [INFO ] [CONFIGURE ] CNNE: Testing with features: ['add_bollinger_bands', 'add_pbf_return_2d']
[2025-11-25T09:32:06.736339] [DEBUG] [FORECASTER] CNNE: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0
[2025-11-25T09:32:07.001331] [DEBUG] [FORECASTER] CNNE: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0
[2025-11-25T09:32:07.263058] [DEBUG] [FORECASTER] CNNE: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T09:32:07.530138] [DEBUG] [FORECASTER] CNNE: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T09:32:07.810210] [DEBUG] [FORECASTER] CNNE: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T09:32:08.087349] [DEBUG] [FORECASTER] CNNE: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T09:32:08.373690] [DEBUG] [FORECASTER] CNNE: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T09:32:08.644606] [DEBUG] [FORECASTER] CNNE: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T09:32:08.928094] [DEBUG] [FORECASTER] CNNE: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-25T09:32:09.225170] [DEBUG] [FORECASTER] CNNE: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T09:32:09.225463] [INFO ] [CONFIGURE ] CNNE: DISCARDED add_pbf_return_2d (score: 20.00%)
[2025-11-25T09:32:09.225528] [INFO ] [CONFIGURE ] JOB ETA: 1.2h | Avg: 2.8s/test | Remaining: 1587 tests
[2025-11-25T09:32:09.225579] [INFO ] [CONFIGURE ] CNNE: Testing feature 18/29: add_pbf_volatility_5d
[2025-11-25T09:32:09.225627] [INFO ] [CONFIGURE ] CNNE: Testing with features: ['add_bollinger_bands', 'add_pbf_volatility_5d']
[2025-11-25T09:32:09.457185] [DEBUG] [FORECASTER] CNNE: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T09:32:09.681227] [DEBUG] [FORECASTER] CNNE: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0
[2025-11-25T09:32:09.913024] [DEBUG] [FORECASTER] CNNE: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T09:32:10.146438] [DEBUG] [FORECASTER] CNNE: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T09:32:10.377461] [DEBUG] [FORECASTER] CNNE: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T09:32:10.615789] [DEBUG] [FORECASTER] CNNE: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T09:32:10.852196] [DEBUG] [FORECASTER] CNNE: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T09:32:11.081223] [DEBUG] [FORECASTER] CNNE: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T09:32:11.312447] [DEBUG] [FORECASTER] CNNE: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-25T09:32:11.540082] [DEBUG] [FORECASTER] CNNE: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T09:32:11.540302] [INFO ] [CONFIGURE ] CNNE: KEPT add_pbf_volatility_5d (score: 50.00%)
[2025-11-25T09:32:11.540354] [INFO ] [CONFIGURE ] JOB ETA: 1.2h | Avg: 2.8s/test | Remaining: 1586 tests
[2025-11-25T09:32:11.540392] [INFO ] [CONFIGURE ] CNNE: Testing feature 19/29: add_pbf_vs_sma_5
[2025-11-25T09:32:11.540428] [INFO ] [CONFIGURE ] CNNE: Testing with features: ['add_bollinger_bands', 'add_pbf_volatility_5d', 'add_pbf_vs_sma_5']
[2025-11-25T09:32:11.782383] [DEBUG] [FORECASTER] CNNE: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0
[2025-11-25T09:32:12.023677] [DEBUG] [FORECASTER] CNNE: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0
[2025-11-25T09:32:12.268448] [DEBUG] [FORECASTER] CNNE: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T09:32:12.521071] [DEBUG] [FORECASTER] CNNE: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T09:32:12.768338] [DEBUG] [FORECASTER] CNNE: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T09:32:13.013319] [DEBUG] [FORECASTER] CNNE: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T09:32:13.260797] [DEBUG] [FORECASTER] CNNE: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T09:32:13.509272] [DEBUG] [FORECASTER] CNNE: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T09:32:13.755909] [DEBUG] [FORECASTER] CNNE: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-25T09:32:14.017487] [DEBUG] [FORECASTER] CNNE: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T09:32:14.017714] [INFO ] [CONFIGURE ] CNNE: DISCARDED add_pbf_vs_sma_5 (score: 30.00%)
[2025-11-25T09:32:14.017796] [INFO ] [CONFIGURE ] JOB ETA: 1.2h | Avg: 2.8s/test | Remaining: 1585 tests
[2025-11-25T09:32:14.017857] [INFO ] [CONFIGURE ] CNNE: Testing feature 20/29: add_price_rejection
[2025-11-25T09:32:14.017906] [INFO ] [CONFIGURE ] CNNE: Testing with features: ['add_bollinger_bands', 'add_pbf_volatility_5d', 'add_price_rejection']
[2025-11-25T09:32:14.302318] [DEBUG] [FORECASTER] CNNE: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0
[2025-11-25T09:32:14.625759] [DEBUG] [FORECASTER] CNNE: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0
[2025-11-25T09:32:14.916724] [DEBUG] [FORECASTER] CNNE: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T09:32:15.167057] [DEBUG] [FORECASTER] CNNE: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T09:32:15.417314] [DEBUG] [FORECASTER] CNNE: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T09:32:15.676776] [DEBUG] [FORECASTER] CNNE: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T09:32:15.916764] [DEBUG] [FORECASTER] CNNE: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T09:32:16.159928] [DEBUG] [FORECASTER] CNNE: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T09:32:16.402954] [DEBUG] [FORECASTER] CNNE: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-25T09:32:16.662707] [DEBUG] [FORECASTER] CNNE: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T09:32:16.662877] [INFO ] [CONFIGURE ] CNNE: DISCARDED add_price_rejection (score: 30.00%)
[2025-11-25T09:32:16.662932] [INFO ] [CONFIGURE ] JOB ETA: 1.2h | Avg: 2.8s/test | Remaining: 1584 tests
[2025-11-25T09:32:16.662979] [INFO ] [CONFIGURE ] CNNE: Testing feature 21/29: add_range_position
[2025-11-25T09:32:16.663021] [INFO ] [CONFIGURE ] CNNE: Testing with features: ['add_bollinger_bands', 'add_pbf_volatility_5d', 'add_range_position']
[2025-11-25T09:32:16.943927] [DEBUG] [FORECASTER] CNNE: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0
[2025-11-25T09:32:17.218519] [DEBUG] [FORECASTER] CNNE: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0
[2025-11-25T09:32:17.473790] [DEBUG] [FORECASTER] CNNE: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T09:32:17.726397] [DEBUG] [FORECASTER] CNNE: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T09:32:17.980848] [DEBUG] [FORECASTER] CNNE: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T09:32:18.244873] [DEBUG] [FORECASTER] CNNE: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T09:32:18.502561] [DEBUG] [FORECASTER] CNNE: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T09:32:18.769321] [DEBUG] [FORECASTER] CNNE: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T09:32:19.027141] [DEBUG] [FORECASTER] CNNE: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-25T09:32:19.285169] [DEBUG] [FORECASTER] CNNE: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T09:32:19.285379] [INFO ] [CONFIGURE ] CNNE: DISCARDED add_range_position (score: 20.00%)
[2025-11-25T09:32:19.285440] [INFO ] [CONFIGURE ] JOB ETA: 1.2h | Avg: 2.8s/test | Remaining: 1583 tests
[2025-11-25T09:32:19.285489] [INFO ] [CONFIGURE ] CNNE: Testing feature 22/29: add_realized_volatility
[2025-11-25T09:32:19.285529] [INFO ] [CONFIGURE ] CNNE: Testing with features: ['add_bollinger_bands', 'add_pbf_volatility_5d', 'add_realized_volatility']
[2025-11-25T09:32:19.616943] [DEBUG] [FORECASTER] CNNE: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T09:32:19.957328] [DEBUG] [FORECASTER] CNNE: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0
[2025-11-25T09:32:20.299711] [DEBUG] [FORECASTER] CNNE: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T09:32:20.651151] [DEBUG] [FORECASTER] CNNE: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T09:32:20.986060] [DEBUG] [FORECASTER] CNNE: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T09:32:21.325363] [DEBUG] [FORECASTER] CNNE: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T09:32:21.672379] [DEBUG] [FORECASTER] CNNE: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T09:32:22.008710] [DEBUG] [FORECASTER] CNNE: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T09:32:22.347810] [DEBUG] [FORECASTER] CNNE: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-25T09:32:22.695301] [DEBUG] [FORECASTER] CNNE: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T09:32:22.695563] [INFO ] [CONFIGURE ] CNNE: DISCARDED add_realized_volatility (score: 30.00%)
[2025-11-25T09:32:22.695623] [INFO ] [CONFIGURE ] JOB ETA: 1.2h | Avg: 2.8s/test | Remaining: 1582 tests
[2025-11-25T09:32:22.695694] [INFO ] [CONFIGURE ] CNNE: Testing feature 23/29: add_recent_range_context
[2025-11-25T09:32:22.695740] [INFO ] [CONFIGURE ] CNNE: Testing with features: ['add_bollinger_bands', 'add_pbf_volatility_5d', 'add_recent_range_context']
[2025-11-25T09:32:22.933797] [DEBUG] [FORECASTER] CNNE: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T09:32:23.170973] [DEBUG] [FORECASTER] CNNE: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0
[2025-11-25T09:32:23.403078] [DEBUG] [FORECASTER] CNNE: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T09:32:23.660790] [DEBUG] [FORECASTER] CNNE: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T09:32:23.928842] [DEBUG] [FORECASTER] CNNE: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T09:32:24.183559] [DEBUG] [FORECASTER] CNNE: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T09:32:24.456777] [DEBUG] [FORECASTER] CNNE: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T09:32:24.715533] [DEBUG] [FORECASTER] CNNE: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T09:32:24.976033] [DEBUG] [FORECASTER] CNNE: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-25T09:32:25.242852] [DEBUG] [FORECASTER] CNNE: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T09:32:25.243051] [INFO ] [CONFIGURE ] CNNE: DISCARDED add_recent_range_context (score: 30.00%)
[2025-11-25T09:32:25.243119] [INFO ] [CONFIGURE ] JOB ETA: 1.2h | Avg: 2.8s/test | Remaining: 1581 tests
[2025-11-25T09:32:25.243169] [INFO ] [CONFIGURE ] CNNE: Testing feature 24/29: add_rsi
[2025-11-25T09:32:25.243215] [INFO ] [CONFIGURE ] CNNE: Testing with features: ['add_bollinger_bands', 'add_pbf_volatility_5d', 'add_ema', 'add_rsi']
[2025-11-25T09:32:25.522018] [DEBUG] [FORECASTER] CNNE: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0
[2025-11-25T09:32:25.797299] [DEBUG] [FORECASTER] CNNE: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0
[2025-11-25T09:32:26.072412] [DEBUG] [FORECASTER] CNNE: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T09:32:26.345209] [DEBUG] [FORECASTER] CNNE: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T09:32:26.632583] [DEBUG] [FORECASTER] CNNE: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T09:32:26.910154] [DEBUG] [FORECASTER] CNNE: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T09:32:27.190124] [DEBUG] [FORECASTER] CNNE: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T09:32:27.470041] [DEBUG] [FORECASTER] CNNE: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T09:32:27.750934] [DEBUG] [FORECASTER] CNNE: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T09:32:28.061870] [DEBUG] [FORECASTER] CNNE: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T09:32:28.062079] [INFO ] [CONFIGURE ] CNNE: DISCARDED add_rsi (score: 50.00%)
[2025-11-25T09:32:28.062141] [INFO ] [CONFIGURE ] JOB ETA: 1.2h | Avg: 2.8s/test | Remaining: 1580 tests
[2025-11-25T09:32:28.062190] [INFO ] [CONFIGURE ] CNNE: Testing feature 25/29: add_tick_distribution
[2025-11-25T09:32:28.062236] [INFO ] [CONFIGURE ] CNNE: Testing with features: ['add_bollinger_bands', 'add_pbf_volatility_5d', 'add_tick_distribution']
[2025-11-25T09:32:28.312258] [DEBUG] [FORECASTER] CNNE: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0
[2025-11-25T09:32:28.556776] [DEBUG] [FORECASTER] CNNE: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0
[2025-11-25T09:32:28.818019] [DEBUG] [FORECASTER] CNNE: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T09:32:29.079316] [DEBUG] [FORECASTER] CNNE: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T09:32:29.334589] [DEBUG] [FORECASTER] CNNE: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T09:32:29.566070] [DEBUG] [FORECASTER] CNNE: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T09:32:29.800773] [DEBUG] [FORECASTER] CNNE: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T09:32:30.031975] [DEBUG] [FORECASTER] CNNE: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T09:32:30.277310] [DEBUG] [FORECASTER] CNNE: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-25T09:32:30.514711] [DEBUG] [FORECASTER] CNNE: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T09:32:30.514883] [INFO ] [CONFIGURE ] CNNE: DISCARDED add_tick_distribution (score: 20.00%)
[2025-11-25T09:32:30.514930] [INFO ] [CONFIGURE ] JOB ETA: 1.2h | Avg: 2.8s/test | Remaining: 1579 tests
[2025-11-25T09:32:30.514969] [INFO ] [CONFIGURE ] CNNE: Testing feature 26/29: add_volume_momentum_confirmation
[2025-11-25T09:32:30.515007] [INFO ] [CONFIGURE ] CNNE: Testing with features: ['add_bollinger_bands', 'add_pbf_volatility_5d', 'add_volume_momentum_confirmation']
[2025-11-25T09:32:30.732402] [DEBUG] [FORECASTER] CNNE: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T09:32:30.953078] [DEBUG] [FORECASTER] CNNE: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0
[2025-11-25T09:32:31.183732] [DEBUG] [FORECASTER] CNNE: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T09:32:31.415223] [DEBUG] [FORECASTER] CNNE: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T09:32:31.644721] [DEBUG] [FORECASTER] CNNE: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T09:32:31.872367] [DEBUG] [FORECASTER] CNNE: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T09:32:32.137449] [DEBUG] [FORECASTER] CNNE: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T09:32:32.360393] [DEBUG] [FORECASTER] CNNE: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T09:32:32.584328] [DEBUG] [FORECASTER] CNNE: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-25T09:32:32.806094] [DEBUG] [FORECASTER] CNNE: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T09:32:32.806264] [INFO ] [CONFIGURE ] CNNE: DISCARDED add_volume_momentum_confirmation (score: 40.00%)
[2025-11-25T09:32:32.806320] [INFO ] [CONFIGURE ] JOB ETA: 1.2h | Avg: 2.8s/test | Remaining: 1578 tests
[2025-11-25T09:32:32.806368] [INFO ] [CONFIGURE ] CNNE: Testing feature 27/29: add_volume_price_divergence
[2025-11-25T09:32:32.806412] [INFO ] [CONFIGURE ] CNNE: Testing with features: ['add_bollinger_bands', 'add_pbf_volatility_5d', 'add_volume_price_divergence']
[2025-11-25T09:32:33.050155] [DEBUG] [FORECASTER] CNNE: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0
[2025-11-25T09:32:33.294629] [DEBUG] [FORECASTER] CNNE: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0
[2025-11-25T09:32:33.540435] [DEBUG] [FORECASTER] CNNE: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T09:32:33.790587] [DEBUG] [FORECASTER] CNNE: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T09:32:34.048751] [DEBUG] [FORECASTER] CNNE: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T09:32:34.298465] [DEBUG] [FORECASTER] CNNE: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T09:32:34.545201] [DEBUG] [FORECASTER] CNNE: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T09:32:34.793067] [DEBUG] [FORECASTER] CNNE: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T09:32:35.040539] [DEBUG] [FORECASTER] CNNE: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-25T09:32:35.292831] [DEBUG] [FORECASTER] CNNE: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T09:32:35.293032] [INFO ] [CONFIGURE ] CNNE: DISCARDED add_volume_price_divergence (score: 20.00%)
[2025-11-25T09:32:35.293090] [INFO ] [CONFIGURE ] JOB ETA: 1.2h | Avg: 2.8s/test | Remaining: 1577 tests
[2025-11-25T09:32:35.293139] [INFO ] [CONFIGURE ] CNNE: Testing feature 28/29: add_volume_profile
[2025-11-25T09:32:35.293183] [INFO ] [CONFIGURE ] CNNE: Testing with features: ['add_bollinger_bands', 'add_pbf_volatility_5d', 'add_volume_profile']
[2025-11-25T09:32:35.530604] [DEBUG] [FORECASTER] CNNE: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0
[2025-11-25T09:32:35.762139] [DEBUG] [FORECASTER] CNNE: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0
[2025-11-25T09:32:35.992964] [DEBUG] [FORECASTER] CNNE: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T09:32:36.224052] [DEBUG] [FORECASTER] CNNE: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T09:32:36.456711] [DEBUG] [FORECASTER] CNNE: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T09:32:36.689634] [DEBUG] [FORECASTER] CNNE: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T09:32:36.925661] [DEBUG] [FORECASTER] CNNE: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T09:32:37.164384] [DEBUG] [FORECASTER] CNNE: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T09:32:37.406588] [DEBUG] [FORECASTER] CNNE: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T09:32:37.643703] [DEBUG] [FORECASTER] CNNE: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T09:32:37.643983] [INFO ] [CONFIGURE ] CNNE: DISCARDED add_volume_profile (score: 40.00%)
[2025-11-25T09:32:37.644063] [INFO ] [CONFIGURE ] JOB ETA: 1.2h | Avg: 2.8s/test | Remaining: 1576 tests
[2025-11-25T09:32:37.644121] [INFO ] [CONFIGURE ] CNNE: Testing feature 29/29: add_vwap
[2025-11-25T09:32:37.644178] [INFO ] [CONFIGURE ] CNNE: Testing with features: ['add_bollinger_bands', 'add_pbf_volatility_5d', 'add_vwap']
[2025-11-25T09:32:37.880990] [DEBUG] [FORECASTER] CNNE: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0
[2025-11-25T09:32:38.117807] [DEBUG] [FORECASTER] CNNE: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T09:32:38.360430] [DEBUG] [FORECASTER] CNNE: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T09:32:38.597376] [DEBUG] [FORECASTER] CNNE: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T09:32:38.840538] [DEBUG] [FORECASTER] CNNE: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T09:32:39.086496] [DEBUG] [FORECASTER] CNNE: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T09:32:39.335661] [DEBUG] [FORECASTER] CNNE: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T09:32:39.580219] [DEBUG] [FORECASTER] CNNE: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T09:32:39.835911] [DEBUG] [FORECASTER] CNNE: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-25T09:32:40.088692] [DEBUG] [FORECASTER] CNNE: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T09:32:40.088895] [INFO ] [CONFIGURE ] CNNE: DISCARDED add_vwap (score: 40.00%)
[2025-11-25T09:32:40.088955] [INFO ] [CONFIGURE ] JOB ETA: 1.2h | Avg: 2.8s/test | Remaining: 1575 tests
[2025-11-25T09:32:40.089005] [INFO ] [CONFIGURE ] CNNE: ===== FEATURE SELECTION COMPLETE =====
[2025-11-25T09:32:40.089049] [INFO ] [CONFIGURE ] CNNE: Best accuracy: 50.00%
[2025-11-25T09:32:40.089087] [INFO ] [CONFIGURE ] CNNE: Best feature set (2 features): ['add_bollinger_bands', 'add_pbf_volatility_5d']
[2025-11-25T09:32:40.089130] [INFO ] [CONFIGURE ] CNNE: Improvement over baseline: 20.00%
[2025-11-25T09:32:40.089172] [INFO ] [CONFIGURE ] CNNE: Total time: 1.3 minutes
[2025-11-25T09:32:40.089214] [INFO ] [CONFIGURE ] CNNE: Average time per feature: 2.6 seconds
[2025-11-25T09:32:40.089254] [INFO ] [CONFIGURE ] CNNE: Average speed: 0.38 features/sec
[2025-11-25T09:32:40.089835] [INFO ] [LOCAL     ] Saved configuration for CNNE: 2 features, 50.00% accuracy -> ./output/feature-sets/CNNE.json
[2025-11-25T09:32:40.089900] [INFO ] [CONFIGURE ] CNNE: Configuration saved successfully: 2 features, 50.00% accuracy.
[2025-11-25T09:32:40.089951] [INFO ] [sig       ] [111/164] Successfully configured CNNE | 0.01 sym/s | Total: 2.5h | ETA: 1.2h
[2025-11-25T09:32:40.089997] [INFO ] [sig       ] [112/164] Configuring CNQ...
[2025-11-25T09:32:40.090039] [INFO ] [CONFIGURE ] CNQ: Configurate test run.
[2025-11-25T09:32:40.090081] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CNQ' from 'https://tdm.silogroup.org/data/derivative_storage/CNQ.csv'.
[2025-11-25T09:32:40.103466] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'CNQ'.
[2025-11-25T09:32:40.103844] [INFO ] [CONFIGURE ] CNQ: Testing with 29 available features
[2025-11-25T09:32:40.103909] [INFO ] [CONFIGURE ] CNQ: Establishing baseline with no features...
[2025-11-25T09:32:40.282012] [DEBUG] [FORECASTER] CNQ: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T09:32:40.458668] [DEBUG] [FORECASTER] CNQ: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T09:32:40.629483] [DEBUG] [FORECASTER] CNQ: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T09:32:40.799303] [DEBUG] [FORECASTER] CNQ: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1
[2025-11-25T09:32:40.975592] [DEBUG] [FORECASTER] CNQ: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T09:32:41.152162] [DEBUG] [FORECASTER] CNQ: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T09:32:41.327357] [DEBUG] [FORECASTER] CNQ: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T09:32:41.508080] [DEBUG] [FORECASTER] CNQ: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T09:32:41.686047] [DEBUG] [FORECASTER] CNQ: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T09:32:41.864993] [DEBUG] [FORECASTER] CNQ: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-25T09:32:41.865151] [INFO ] [CONFIGURE ] CNQ: Baseline score (no features): 60.00%
[2025-11-25T09:32:41.865200] [INFO ] [CONFIGURE ] CNQ: Testing feature 1/29: add_bollinger_bands
[2025-11-25T09:32:41.865261] [INFO ] [CONFIGURE ] CNQ: Testing with features: ['add_bollinger_bands']
[2025-11-25T09:32:42.074892] [DEBUG] [FORECASTER] CNQ: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T09:32:42.280440] [DEBUG] [FORECASTER] CNQ: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T09:32:42.493149] [DEBUG] [FORECASTER] CNQ: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T09:32:42.699582] [DEBUG] [FORECASTER] CNQ: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-25T09:32:42.906625] [DEBUG] [FORECASTER] CNQ: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-25T09:32:43.114128] [DEBUG] [FORECASTER] CNQ: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T09:32:43.333713] [DEBUG] [FORECASTER] CNQ: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T09:32:43.541363] [DEBUG] [FORECASTER] CNQ: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T09:32:43.751852] [DEBUG] [FORECASTER] CNQ: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T09:32:43.971738] [DEBUG] [FORECASTER] CNQ: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-11-25T09:32:43.972071] [INFO ] [CONFIGURE ] CNQ: DISCARDED add_bollinger_bands (score: 50.00%)
[2025-11-25T09:32:43.972136] [INFO ] [CONFIGURE ] JOB ETA: 1.2h | Avg: 2.8s/test | Remaining: 1574 tests
[2025-11-25T09:32:43.972245] [INFO ] [CONFIGURE ] CNQ: Testing feature 2/29: add_cumulative_delta
[2025-11-25T09:32:43.972348] [INFO ] [CONFIGURE ] CNQ: Testing with features: ['add_cumulative_delta']
[2025-11-25T09:32:44.202180] [DEBUG] [FORECASTER] CNQ: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T09:32:44.444940] [DEBUG] [FORECASTER] CNQ: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T09:32:44.675047] [DEBUG] [FORECASTER] CNQ: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T09:32:44.902151] [DEBUG] [FORECASTER] CNQ: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1
[2025-11-25T09:32:45.133555] [DEBUG] [FORECASTER] CNQ: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T09:32:45.380024] [DEBUG] [FORECASTER] CNQ: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T09:32:45.622619] [DEBUG] [FORECASTER] CNQ: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T09:32:45.853880] [DEBUG] [FORECASTER] CNQ: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T09:32:46.082240] [DEBUG] [FORECASTER] CNQ: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T09:32:46.332004] [DEBUG] [FORECASTER] CNQ: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-25T09:32:46.332184] [INFO ] [CONFIGURE ] CNQ: DISCARDED add_cumulative_delta (score: 60.00%)
[2025-11-25T09:32:46.332233] [INFO ] [CONFIGURE ] JOB ETA: 1.2h | Avg: 2.8s/test | Remaining: 1573 tests
[2025-11-25T09:32:46.332271] [INFO ] [CONFIGURE ] CNQ: Testing feature 3/29: add_daily_returns
[2025-11-25T09:32:46.332306] [INFO ] [CONFIGURE ] CNQ: Testing with features: ['add_daily_returns']
[2025-11-25T09:32:46.542902] [DEBUG] [FORECASTER] CNQ: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T09:32:46.743445] [DEBUG] [FORECASTER] CNQ: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T09:32:46.944029] [DEBUG] [FORECASTER] CNQ: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T09:32:47.147109] [DEBUG] [FORECASTER] CNQ: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1
[2025-11-25T09:32:47.350856] [DEBUG] [FORECASTER] CNQ: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T09:32:47.560172] [DEBUG] [FORECASTER] CNQ: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T09:32:47.748272] [DEBUG] [FORECASTER] CNQ: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T09:32:47.942344] [DEBUG] [FORECASTER] CNQ: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T09:32:48.133376] [DEBUG] [FORECASTER] CNQ: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T09:32:48.324305] [DEBUG] [FORECASTER] CNQ: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-25T09:32:48.324473] [INFO ] [CONFIGURE ] CNQ: DISCARDED add_daily_returns (score: 60.00%)
[2025-11-25T09:32:48.324521] [INFO ] [CONFIGURE ] JOB ETA: 1.2h | Avg: 2.8s/test | Remaining: 1572 tests
[2025-11-25T09:32:48.324559] [INFO ] [CONFIGURE ] CNQ: Testing feature 4/29: add_ema
[2025-11-25T09:32:48.324596] [INFO ] [CONFIGURE ] CNQ: Testing with features: ['add_ema']
[2025-11-25T09:32:48.548837] [DEBUG] [FORECASTER] CNQ: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T09:32:48.781882] [DEBUG] [FORECASTER] CNQ: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T09:32:49.021693] [DEBUG] [FORECASTER] CNQ: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T09:32:49.259717] [DEBUG] [FORECASTER] CNQ: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1
[2025-11-25T09:32:49.496557] [DEBUG] [FORECASTER] CNQ: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T09:32:49.735434] [DEBUG] [FORECASTER] CNQ: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T09:32:49.977087] [DEBUG] [FORECASTER] CNQ: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T09:32:50.219686] [DEBUG] [FORECASTER] CNQ: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T09:32:50.455895] [DEBUG] [FORECASTER] CNQ: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T09:32:50.699459] [DEBUG] [FORECASTER] CNQ: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-25T09:32:50.699831] [INFO ] [CONFIGURE ] CNQ: DISCARDED add_ema (score: 50.00%)
[2025-11-25T09:32:50.699954] [INFO ] [CONFIGURE ] JOB ETA: 1.2h | Avg: 2.8s/test | Remaining: 1571 tests
[2025-11-25T09:32:50.700061] [INFO ] [CONFIGURE ] CNQ: Testing feature 5/29: add_exhaustion_signals
[2025-11-25T09:32:50.700165] [INFO ] [CONFIGURE ] CNQ: Testing with features: ['add_vwap', 'add_exhaustion_signals']
[2025-11-25T09:32:50.938160] [DEBUG] [FORECASTER] CNQ: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T09:32:51.180073] [DEBUG] [FORECASTER] CNQ: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T09:32:51.417823] [DEBUG] [FORECASTER] CNQ: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T09:32:51.708262] [DEBUG] [FORECASTER] CNQ: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1
[2025-11-25T09:32:51.955889] [DEBUG] [FORECASTER] CNQ: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T09:32:52.197293] [DEBUG] [FORECASTER] CNQ: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T09:32:52.426990] [DEBUG] [FORECASTER] CNQ: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T09:32:52.657283] [DEBUG] [FORECASTER] CNQ: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T09:32:52.885248] [DEBUG] [FORECASTER] CNQ: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T09:32:53.112618] [DEBUG] [FORECASTER] CNQ: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-25T09:32:53.112838] [INFO ] [CONFIGURE ] CNQ: DISCARDED add_exhaustion_signals (score: 60.00%)
[2025-11-25T09:32:53.112897] [INFO ] [CONFIGURE ] JOB ETA: 1.2h | Avg: 2.8s/test | Remaining: 1570 tests
[2025-11-25T09:32:53.112978] [INFO ] [CONFIGURE ] CNQ: Testing feature 6/29: add_failed_moves
[2025-11-25T09:32:53.113023] [INFO ] [CONFIGURE ] CNQ: Testing with features: ['add_failed_moves']
[2025-11-25T09:32:53.303359] [DEBUG] [FORECASTER] CNQ: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T09:32:53.492801] [DEBUG] [FORECASTER] CNQ: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T09:32:53.677691] [DEBUG] [FORECASTER] CNQ: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T09:32:53.867686] [DEBUG] [FORECASTER] CNQ: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1
[2025-11-25T09:32:54.056351] [DEBUG] [FORECASTER] CNQ: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T09:32:54.245395] [DEBUG] [FORECASTER] CNQ: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T09:32:54.435719] [DEBUG] [FORECASTER] CNQ: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T09:32:54.626299] [DEBUG] [FORECASTER] CNQ: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T09:32:54.816461] [DEBUG] [FORECASTER] CNQ: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T09:32:55.008415] [DEBUG] [FORECASTER] CNQ: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-25T09:32:55.008586] [INFO ] [CONFIGURE ] CNQ: DISCARDED add_failed_moves (score: 60.00%)
[2025-11-25T09:32:55.008634] [INFO ] [CONFIGURE ] JOB ETA: 1.2h | Avg: 2.8s/test | Remaining: 1569 tests
[2025-11-25T09:32:55.008694] [INFO ] [CONFIGURE ] CNQ: Testing feature 7/29: add_lag_shelf
[2025-11-25T09:32:55.008760] [INFO ] [CONFIGURE ] CNQ: Testing with features: ['add_lag_shelf']
[2025-11-25T09:32:55.182874] [DEBUG] [FORECASTER] CNQ: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T09:32:55.358057] [DEBUG] [FORECASTER] CNQ: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T09:32:55.529101] [DEBUG] [FORECASTER] CNQ: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T09:32:55.702939] [DEBUG] [FORECASTER] CNQ: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1
[2025-11-25T09:32:55.881063] [DEBUG] [FORECASTER] CNQ: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T09:32:56.057825] [DEBUG] [FORECASTER] CNQ: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T09:32:56.264597] [DEBUG] [FORECASTER] CNQ: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T09:32:56.465769] [DEBUG] [FORECASTER] CNQ: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T09:32:56.671548] [DEBUG] [FORECASTER] CNQ: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T09:32:56.862408] [DEBUG] [FORECASTER] CNQ: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-25T09:32:56.862587] [INFO ] [CONFIGURE ] CNQ: DISCARDED add_lag_shelf (score: 60.00%)
[2025-11-25T09:32:56.862636] [INFO ] [CONFIGURE ] JOB ETA: 1.2h | Avg: 2.8s/test | Remaining: 1568 tests
[2025-11-25T09:32:56.862702] [INFO ] [CONFIGURE ] CNQ: Testing feature 8/29: add_macd
[2025-11-25T09:32:56.862779] [INFO ] [CONFIGURE ] CNQ: Testing with features: ['add_vwap', 'add_macd']
[2025-11-25T09:32:57.153731] [DEBUG] [FORECASTER] CNQ: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T09:32:57.442867] [DEBUG] [FORECASTER] CNQ: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T09:32:57.730790] [DEBUG] [FORECASTER] CNQ: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T09:32:58.018293] [DEBUG] [FORECASTER] CNQ: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1
[2025-11-25T09:32:58.312909] [DEBUG] [FORECASTER] CNQ: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T09:32:58.594829] [DEBUG] [FORECASTER] CNQ: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T09:32:58.889549] [DEBUG] [FORECASTER] CNQ: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T09:32:59.183753] [DEBUG] [FORECASTER] CNQ: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T09:32:59.483403] [DEBUG] [FORECASTER] CNQ: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T09:32:59.781074] [DEBUG] [FORECASTER] CNQ: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-11-25T09:32:59.781306] [INFO ] [CONFIGURE ] CNQ: DISCARDED add_macd (score: 50.00%)
[2025-11-25T09:32:59.781368] [INFO ] [CONFIGURE ] JOB ETA: 1.2h | Avg: 2.8s/test | Remaining: 1567 tests
[2025-11-25T09:32:59.781451] [INFO ] [CONFIGURE ] CNQ: Testing feature 9/29: add_mfi
[2025-11-25T09:32:59.781500] [INFO ] [CONFIGURE ] CNQ: Testing with features: ['add_mfi']
[2025-11-25T09:32:59.974241] [DEBUG] [FORECASTER] CNQ: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T09:33:00.179027] [DEBUG] [FORECASTER] CNQ: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T09:33:00.377532] [DEBUG] [FORECASTER] CNQ: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T09:33:00.572330] [DEBUG] [FORECASTER] CNQ: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1
[2025-11-25T09:33:00.769067] [DEBUG] [FORECASTER] CNQ: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T09:33:01.800464] [DEBUG] [FORECASTER] CNQ: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T09:33:02.062423] [DEBUG] [FORECASTER] CNQ: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T09:33:02.416105] [DEBUG] [FORECASTER] CNQ: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T09:33:02.623217] [DEBUG] [FORECASTER] CNQ: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T09:33:02.850557] [DEBUG] [FORECASTER] CNQ: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-25T09:33:02.850823] [INFO ] [CONFIGURE ] CNQ: DISCARDED add_mfi (score: 60.00%)
[2025-11-25T09:33:02.850901] [INFO ] [CONFIGURE ] JOB ETA: 1.2h | Avg: 2.8s/test | Remaining: 1566 tests
[2025-11-25T09:33:02.850970] [INFO ] [CONFIGURE ] CNQ: Testing feature 10/29: add_momentum_acceleration
[2025-11-25T09:33:02.851026] [INFO ] [CONFIGURE ] CNQ: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-11-25T09:33:03.135194] [DEBUG] [FORECASTER] CNQ: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T09:33:03.430380] [DEBUG] [FORECASTER] CNQ: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T09:33:03.721571] [DEBUG] [FORECASTER] CNQ: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T09:33:04.011475] [DEBUG] [FORECASTER] CNQ: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1
[2025-11-25T09:33:04.293733] [DEBUG] [FORECASTER] CNQ: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T09:33:04.584791] [DEBUG] [FORECASTER] CNQ: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T09:33:04.879019] [DEBUG] [FORECASTER] CNQ: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T09:33:05.149813] [DEBUG] [FORECASTER] CNQ: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T09:33:05.409189] [DEBUG] [FORECASTER] CNQ: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T09:33:05.682794] [DEBUG] [FORECASTER] CNQ: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-25T09:33:05.683004] [INFO ] [CONFIGURE ] CNQ: DISCARDED add_momentum_acceleration (score: 40.00%)
[2025-11-25T09:33:05.683062] [INFO ] [CONFIGURE ] JOB ETA: 1.2h | Avg: 2.8s/test | Remaining: 1565 tests
[2025-11-25T09:33:05.683108] [INFO ] [CONFIGURE ] CNQ: Testing feature 11/29: add_obv_daily
[2025-11-25T09:33:05.683145] [INFO ] [CONFIGURE ] CNQ: Testing with features: ['add_obv_daily']
[2025-11-25T09:33:05.880487] [DEBUG] [FORECASTER] CNQ: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T09:33:06.076559] [DEBUG] [FORECASTER] CNQ: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T09:33:06.266846] [DEBUG] [FORECASTER] CNQ: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T09:33:06.477601] [DEBUG] [FORECASTER] CNQ: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-25T09:33:06.686742] [DEBUG] [FORECASTER] CNQ: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T09:33:06.889688] [DEBUG] [FORECASTER] CNQ: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T09:33:07.087628] [DEBUG] [FORECASTER] CNQ: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T09:33:07.289361] [DEBUG] [FORECASTER] CNQ: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T09:33:07.501878] [DEBUG] [FORECASTER] CNQ: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T09:33:07.722523] [DEBUG] [FORECASTER] CNQ: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-11-25T09:33:07.722859] [INFO ] [CONFIGURE ] CNQ: DISCARDED add_obv_daily (score: 60.00%)
[2025-11-25T09:33:07.722982] [INFO ] [CONFIGURE ] JOB ETA: 1.2h | Avg: 2.8s/test | Remaining: 1564 tests
[2025-11-25T09:33:07.723092] [INFO ] [CONFIGURE ] CNQ: Testing feature 12/29: add_obv_interval
[2025-11-25T09:33:07.723200] [INFO ] [CONFIGURE ] CNQ: Testing with features: ['add_obv_interval']
[2025-11-25T09:33:07.913633] [DEBUG] [FORECASTER] CNQ: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T09:33:08.099869] [DEBUG] [FORECASTER] CNQ: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T09:33:08.288335] [DEBUG] [FORECASTER] CNQ: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T09:33:08.484303] [DEBUG] [FORECASTER] CNQ: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1
[2025-11-25T09:33:08.672081] [DEBUG] [FORECASTER] CNQ: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T09:33:08.867617] [DEBUG] [FORECASTER] CNQ: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T09:33:09.072876] [DEBUG] [FORECASTER] CNQ: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T09:33:09.286853] [DEBUG] [FORECASTER] CNQ: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T09:33:09.500578] [DEBUG] [FORECASTER] CNQ: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T09:33:09.693903] [DEBUG] [FORECASTER] CNQ: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-11-25T09:33:09.694071] [INFO ] [CONFIGURE ] CNQ: DISCARDED add_obv_interval (score: 50.00%)
[2025-11-25T09:33:09.694120] [INFO ] [CONFIGURE ] JOB ETA: 1.2h | Avg: 2.8s/test | Remaining: 1563 tests
[2025-11-25T09:33:09.694158] [INFO ] [CONFIGURE ] CNQ: Testing feature 13/29: add_opening_strength
[2025-11-25T09:33:09.694194] [INFO ] [CONFIGURE ] CNQ: Testing with features: ['add_daily_returns', 'add_opening_strength']
[2025-11-25T09:33:09.903251] [DEBUG] [FORECASTER] CNQ: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T09:33:10.119282] [DEBUG] [FORECASTER] CNQ: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T09:33:10.329774] [DEBUG] [FORECASTER] CNQ: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T09:33:10.539996] [DEBUG] [FORECASTER] CNQ: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1
[2025-11-25T09:33:10.746851] [DEBUG] [FORECASTER] CNQ: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T09:33:10.948616] [DEBUG] [FORECASTER] CNQ: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T09:33:11.162256] [DEBUG] [FORECASTER] CNQ: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T09:33:11.376250] [DEBUG] [FORECASTER] CNQ: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T09:33:11.596338] [DEBUG] [FORECASTER] CNQ: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T09:33:11.811316] [DEBUG] [FORECASTER] CNQ: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-25T09:33:11.811502] [INFO ] [CONFIGURE ] CNQ: DISCARDED add_opening_strength (score: 40.00%)
[2025-11-25T09:33:11.811552] [INFO ] [CONFIGURE ] JOB ETA: 1.2h | Avg: 2.8s/test | Remaining: 1562 tests
[2025-11-25T09:33:11.811592] [INFO ] [CONFIGURE ] CNQ: Testing feature 14/29: add_order_flow_imbalance
[2025-11-25T09:33:11.811629] [INFO ] [CONFIGURE ] CNQ: Testing with features: ['add_order_flow_imbalance']
[2025-11-25T09:33:12.016260] [DEBUG] [FORECASTER] CNQ: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T09:33:12.218360] [DEBUG] [FORECASTER] CNQ: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T09:33:12.417458] [DEBUG] [FORECASTER] CNQ: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T09:33:12.618620] [DEBUG] [FORECASTER] CNQ: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1
[2025-11-25T09:33:12.822557] [DEBUG] [FORECASTER] CNQ: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T09:33:13.026541] [DEBUG] [FORECASTER] CNQ: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T09:33:13.232522] [DEBUG] [FORECASTER] CNQ: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T09:33:13.438183] [DEBUG] [FORECASTER] CNQ: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T09:33:13.651003] [DEBUG] [FORECASTER] CNQ: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T09:33:13.873418] [DEBUG] [FORECASTER] CNQ: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-11-25T09:33:13.873633] [INFO ] [CONFIGURE ] CNQ: DISCARDED add_order_flow_imbalance (score: 30.00%)
[2025-11-25T09:33:13.873720] [INFO ] [CONFIGURE ] JOB ETA: 1.2h | Avg: 2.8s/test | Remaining: 1561 tests
[2025-11-25T09:33:13.873773] [INFO ] [CONFIGURE ] CNQ: Testing feature 15/29: add_pbf_morning_momentum
[2025-11-25T09:33:13.873816] [INFO ] [CONFIGURE ] CNQ: Testing with features: ['add_pbf_morning_momentum']
[2025-11-25T09:33:14.070411] [DEBUG] [FORECASTER] CNQ: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T09:33:14.271720] [DEBUG] [FORECASTER] CNQ: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T09:33:14.466778] [DEBUG] [FORECASTER] CNQ: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T09:33:14.644565] [DEBUG] [FORECASTER] CNQ: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1
[2025-11-25T09:33:14.823234] [DEBUG] [FORECASTER] CNQ: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T09:33:14.996695] [DEBUG] [FORECASTER] CNQ: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T09:33:15.173272] [DEBUG] [FORECASTER] CNQ: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T09:33:15.345118] [DEBUG] [FORECASTER] CNQ: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T09:33:15.516005] [DEBUG] [FORECASTER] CNQ: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T09:33:15.685875] [DEBUG] [FORECASTER] CNQ: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-25T09:33:15.686030] [INFO ] [CONFIGURE ] CNQ: DISCARDED add_pbf_morning_momentum (score: 60.00%)
[2025-11-25T09:33:15.686079] [INFO ] [CONFIGURE ] JOB ETA: 1.2h | Avg: 2.8s/test | Remaining: 1560 tests
[2025-11-25T09:33:15.686118] [INFO ] [CONFIGURE ] CNQ: Testing feature 16/29: add_pbf_overnight_gap
[2025-11-25T09:33:15.686154] [INFO ] [CONFIGURE ] CNQ: Testing with features: ['add_pbf_overnight_gap']
[2025-11-25T09:33:15.881143] [DEBUG] [FORECASTER] CNQ: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T09:33:16.076423] [DEBUG] [FORECASTER] CNQ: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T09:33:16.287703] [DEBUG] [FORECASTER] CNQ: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T09:33:16.500665] [DEBUG] [FORECASTER] CNQ: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1
[2025-11-25T09:33:16.701226] [DEBUG] [FORECASTER] CNQ: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T09:33:16.897743] [DEBUG] [FORECASTER] CNQ: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T09:33:17.102447] [DEBUG] [FORECASTER] CNQ: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T09:33:17.326051] [DEBUG] [FORECASTER] CNQ: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T09:33:17.537018] [DEBUG] [FORECASTER] CNQ: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T09:33:17.751403] [DEBUG] [FORECASTER] CNQ: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-25T09:33:17.751588] [INFO ] [CONFIGURE ] CNQ: DISCARDED add_pbf_overnight_gap (score: 50.00%)
[2025-11-25T09:33:17.751638] [INFO ] [CONFIGURE ] JOB ETA: 1.2h | Avg: 2.8s/test | Remaining: 1559 tests
[2025-11-25T09:33:17.751717] [INFO ] [CONFIGURE ] CNQ: Testing feature 17/29: add_pbf_return_2d
[2025-11-25T09:33:17.751766] [INFO ] [CONFIGURE ] CNQ: Testing with features: ['add_pbf_return_2d']
[2025-11-25T09:33:17.966114] [DEBUG] [FORECASTER] CNQ: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T09:33:18.176053] [DEBUG] [FORECASTER] CNQ: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T09:33:18.402489] [DEBUG] [FORECASTER] CNQ: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T09:33:18.598904] [DEBUG] [FORECASTER] CNQ: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1
[2025-11-25T09:33:18.797362] [DEBUG] [FORECASTER] CNQ: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T09:33:18.999566] [DEBUG] [FORECASTER] CNQ: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T09:33:19.202338] [DEBUG] [FORECASTER] CNQ: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T09:33:19.426571] [DEBUG] [FORECASTER] CNQ: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T09:33:19.632445] [DEBUG] [FORECASTER] CNQ: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T09:33:19.845165] [DEBUG] [FORECASTER] CNQ: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-11-25T09:33:19.845348] [INFO ] [CONFIGURE ] CNQ: DISCARDED add_pbf_return_2d (score: 60.00%)
[2025-11-25T09:33:19.845398] [INFO ] [CONFIGURE ] JOB ETA: 1.2h | Avg: 2.8s/test | Remaining: 1558 tests
[2025-11-25T09:33:19.845438] [INFO ] [CONFIGURE ] CNQ: Testing feature 18/29: add_pbf_volatility_5d
[2025-11-25T09:33:19.845476] [INFO ] [CONFIGURE ] CNQ: Testing with features: ['add_pbf_volatility_5d']
[2025-11-25T09:33:20.020502] [DEBUG] [FORECASTER] CNQ: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T09:33:20.193961] [DEBUG] [FORECASTER] CNQ: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T09:33:20.369042] [DEBUG] [FORECASTER] CNQ: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T09:33:20.548779] [DEBUG] [FORECASTER] CNQ: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1
[2025-11-25T09:33:20.724286] [DEBUG] [FORECASTER] CNQ: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T09:33:20.905317] [DEBUG] [FORECASTER] CNQ: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T09:33:21.078989] [DEBUG] [FORECASTER] CNQ: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T09:33:21.254171] [DEBUG] [FORECASTER] CNQ: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T09:33:21.427181] [DEBUG] [FORECASTER] CNQ: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T09:33:21.635994] [DEBUG] [FORECASTER] CNQ: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-25T09:33:21.636193] [INFO ] [CONFIGURE ] CNQ: DISCARDED add_pbf_volatility_5d (score: 60.00%)
[2025-11-25T09:33:21.636243] [INFO ] [CONFIGURE ] JOB ETA: 1.2h | Avg: 2.8s/test | Remaining: 1557 tests
[2025-11-25T09:33:21.636283] [INFO ] [CONFIGURE ] CNQ: Testing feature 19/29: add_pbf_vs_sma_5
[2025-11-25T09:33:21.636320] [INFO ] [CONFIGURE ] CNQ: Testing with features: ['add_pbf_vs_sma_5']
[2025-11-25T09:33:21.811906] [DEBUG] [FORECASTER] CNQ: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T09:33:21.990867] [DEBUG] [FORECASTER] CNQ: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T09:33:22.168906] [DEBUG] [FORECASTER] CNQ: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T09:33:22.344063] [DEBUG] [FORECASTER] CNQ: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1
[2025-11-25T09:33:22.527811] [DEBUG] [FORECASTER] CNQ: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T09:33:22.721008] [DEBUG] [FORECASTER] CNQ: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T09:33:22.905202] [DEBUG] [FORECASTER] CNQ: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T09:33:23.083886] [DEBUG] [FORECASTER] CNQ: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T09:33:23.265212] [DEBUG] [FORECASTER] CNQ: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T09:33:23.445783] [DEBUG] [FORECASTER] CNQ: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-25T09:33:23.445949] [INFO ] [CONFIGURE ] CNQ: DISCARDED add_pbf_vs_sma_5 (score: 60.00%)
[2025-11-25T09:33:23.445999] [INFO ] [CONFIGURE ] JOB ETA: 1.2h | Avg: 2.8s/test | Remaining: 1556 tests
[2025-11-25T09:33:23.446038] [INFO ] [CONFIGURE ] CNQ: Testing feature 20/29: add_price_rejection
[2025-11-25T09:33:23.446074] [INFO ] [CONFIGURE ] CNQ: Testing with features: ['add_price_rejection']
[2025-11-25T09:33:23.639913] [DEBUG] [FORECASTER] CNQ: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T09:33:23.837681] [DEBUG] [FORECASTER] CNQ: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T09:33:24.049486] [DEBUG] [FORECASTER] CNQ: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T09:33:24.245568] [DEBUG] [FORECASTER] CNQ: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1
[2025-11-25T09:33:24.438626] [DEBUG] [FORECASTER] CNQ: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T09:33:24.632420] [DEBUG] [FORECASTER] CNQ: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T09:33:24.826141] [DEBUG] [FORECASTER] CNQ: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T09:33:25.019763] [DEBUG] [FORECASTER] CNQ: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T09:33:25.217526] [DEBUG] [FORECASTER] CNQ: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T09:33:25.414038] [DEBUG] [FORECASTER] CNQ: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-11-25T09:33:25.414356] [INFO ] [CONFIGURE ] CNQ: DISCARDED add_price_rejection (score: 30.00%)
[2025-11-25T09:33:25.414473] [INFO ] [CONFIGURE ] JOB ETA: 1.2h | Avg: 2.8s/test | Remaining: 1555 tests
[2025-11-25T09:33:25.414578] [INFO ] [CONFIGURE ] CNQ: Testing feature 21/29: add_range_position
[2025-11-25T09:33:25.414720] [INFO ] [CONFIGURE ] CNQ: Testing with features: ['add_range_position']
[2025-11-25T09:33:25.623766] [DEBUG] [FORECASTER] CNQ: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T09:33:25.834780] [DEBUG] [FORECASTER] CNQ: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T09:33:26.042618] [DEBUG] [FORECASTER] CNQ: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T09:33:26.258051] [DEBUG] [FORECASTER] CNQ: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1
[2025-11-25T09:33:26.479896] [DEBUG] [FORECASTER] CNQ: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T09:33:26.689198] [DEBUG] [FORECASTER] CNQ: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T09:33:26.901874] [DEBUG] [FORECASTER] CNQ: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T09:33:27.110510] [DEBUG] [FORECASTER] CNQ: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T09:33:27.318947] [DEBUG] [FORECASTER] CNQ: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T09:33:27.527385] [DEBUG] [FORECASTER] CNQ: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-25T09:33:27.527577] [INFO ] [CONFIGURE ] CNQ: DISCARDED add_range_position (score: 60.00%)
[2025-11-25T09:33:27.527637] [INFO ] [CONFIGURE ] JOB ETA: 1.2h | Avg: 2.8s/test | Remaining: 1554 tests
[2025-11-25T09:33:27.527708] [INFO ] [CONFIGURE ] CNQ: Testing feature 22/29: add_realized_volatility
[2025-11-25T09:33:27.527916] [INFO ] [CONFIGURE ] CNQ: Testing with features: ['add_realized_volatility']
[2025-11-25T09:33:27.809988] [DEBUG] [FORECASTER] CNQ: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T09:33:28.097051] [DEBUG] [FORECASTER] CNQ: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T09:33:28.386496] [DEBUG] [FORECASTER] CNQ: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T09:33:28.686358] [DEBUG] [FORECASTER] CNQ: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1
[2025-11-25T09:33:28.980759] [DEBUG] [FORECASTER] CNQ: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T09:33:29.284053] [DEBUG] [FORECASTER] CNQ: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T09:33:29.579448] [DEBUG] [FORECASTER] CNQ: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T09:33:29.885219] [DEBUG] [FORECASTER] CNQ: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T09:33:30.184352] [DEBUG] [FORECASTER] CNQ: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T09:33:30.478337] [DEBUG] [FORECASTER] CNQ: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-11-25T09:33:30.478525] [INFO ] [CONFIGURE ] CNQ: DISCARDED add_realized_volatility (score: 60.00%)
[2025-11-25T09:33:30.478584] [INFO ] [CONFIGURE ] JOB ETA: 1.2h | Avg: 2.8s/test | Remaining: 1553 tests
[2025-11-25T09:33:30.478630] [INFO ] [CONFIGURE ] CNQ: Testing feature 23/29: add_recent_range_context
[2025-11-25T09:33:30.478699] [INFO ] [CONFIGURE ] CNQ: Testing with features: ['add_recent_range_context']
[2025-11-25T09:33:30.653696] [DEBUG] [FORECASTER] CNQ: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T09:33:30.829835] [DEBUG] [FORECASTER] CNQ: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T09:33:31.005927] [DEBUG] [FORECASTER] CNQ: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T09:33:31.179310] [DEBUG] [FORECASTER] CNQ: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1
[2025-11-25T09:33:31.367577] [DEBUG] [FORECASTER] CNQ: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T09:33:31.550415] [DEBUG] [FORECASTER] CNQ: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T09:33:31.737237] [DEBUG] [FORECASTER] CNQ: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T09:33:31.924864] [DEBUG] [FORECASTER] CNQ: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T09:33:32.110919] [DEBUG] [FORECASTER] CNQ: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T09:33:32.295698] [DEBUG] [FORECASTER] CNQ: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-25T09:33:32.295863] [INFO ] [CONFIGURE ] CNQ: DISCARDED add_recent_range_context (score: 50.00%)
[2025-11-25T09:33:32.295914] [INFO ] [CONFIGURE ] JOB ETA: 1.2h | Avg: 2.8s/test | Remaining: 1552 tests
[2025-11-25T09:33:32.295954] [INFO ] [CONFIGURE ] CNQ: Testing feature 24/29: add_rsi
[2025-11-25T09:33:32.295994] [INFO ] [CONFIGURE ] CNQ: Testing with features: ['add_ema', 'add_rsi']
[2025-11-25T09:33:32.526814] [DEBUG] [FORECASTER] CNQ: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T09:33:32.757446] [DEBUG] [FORECASTER] CNQ: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T09:33:32.987247] [DEBUG] [FORECASTER] CNQ: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T09:33:33.217980] [DEBUG] [FORECASTER] CNQ: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-25T09:33:33.453618] [DEBUG] [FORECASTER] CNQ: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T09:33:33.692382] [DEBUG] [FORECASTER] CNQ: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T09:33:33.937453] [DEBUG] [FORECASTER] CNQ: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T09:33:34.180803] [DEBUG] [FORECASTER] CNQ: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T09:33:34.410703] [DEBUG] [FORECASTER] CNQ: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T09:33:34.648738] [DEBUG] [FORECASTER] CNQ: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-25T09:33:34.648918] [INFO ] [CONFIGURE ] CNQ: DISCARDED add_rsi (score: 40.00%)
[2025-11-25T09:33:34.648992] [INFO ] [CONFIGURE ] JOB ETA: 1.2h | Avg: 2.8s/test | Remaining: 1551 tests
[2025-11-25T09:33:34.649052] [INFO ] [CONFIGURE ] CNQ: Testing feature 25/29: add_tick_distribution
[2025-11-25T09:33:34.649109] [INFO ] [CONFIGURE ] CNQ: Testing with features: ['add_tick_distribution']
[2025-11-25T09:33:34.837418] [DEBUG] [FORECASTER] CNQ: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T09:33:35.024249] [DEBUG] [FORECASTER] CNQ: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T09:33:35.216288] [DEBUG] [FORECASTER] CNQ: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T09:33:35.407529] [DEBUG] [FORECASTER] CNQ: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1
[2025-11-25T09:33:35.600223] [DEBUG] [FORECASTER] CNQ: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T09:33:35.787685] [DEBUG] [FORECASTER] CNQ: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T09:33:35.972544] [DEBUG] [FORECASTER] CNQ: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T09:33:36.160909] [DEBUG] [FORECASTER] CNQ: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T09:33:36.346737] [DEBUG] [FORECASTER] CNQ: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T09:33:36.534068] [DEBUG] [FORECASTER] CNQ: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-25T09:33:36.534205] [INFO ] [CONFIGURE ] CNQ: DISCARDED add_tick_distribution (score: 60.00%)
[2025-11-25T09:33:36.534253] [INFO ] [CONFIGURE ] JOB ETA: 1.2h | Avg: 2.8s/test | Remaining: 1550 tests
[2025-11-25T09:33:36.534292] [INFO ] [CONFIGURE ] CNQ: Testing feature 26/29: add_volume_momentum_confirmation
[2025-11-25T09:33:36.534327] [INFO ] [CONFIGURE ] CNQ: Testing with features: ['add_volume_momentum_confirmation']
[2025-11-25T09:33:36.724749] [DEBUG] [FORECASTER] CNQ: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T09:33:36.914270] [DEBUG] [FORECASTER] CNQ: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T09:33:37.104047] [DEBUG] [FORECASTER] CNQ: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T09:33:37.296177] [DEBUG] [FORECASTER] CNQ: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1
[2025-11-25T09:33:37.485804] [DEBUG] [FORECASTER] CNQ: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T09:33:37.680452] [DEBUG] [FORECASTER] CNQ: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T09:33:37.873258] [DEBUG] [FORECASTER] CNQ: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T09:33:38.067282] [DEBUG] [FORECASTER] CNQ: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T09:33:38.261536] [DEBUG] [FORECASTER] CNQ: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T09:33:38.456405] [DEBUG] [FORECASTER] CNQ: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-25T09:33:38.456585] [INFO ] [CONFIGURE ] CNQ: KEPT add_volume_momentum_confirmation (score: 80.00%)
[2025-11-25T09:33:38.456635] [INFO ] [CONFIGURE ] JOB ETA: 1.2h | Avg: 2.8s/test | Remaining: 1549 tests
[2025-11-25T09:33:38.456703] [INFO ] [CONFIGURE ] CNQ: Testing feature 27/29: add_volume_price_divergence
[2025-11-25T09:33:38.456770] [INFO ] [CONFIGURE ] CNQ: Testing with features: ['add_volume_momentum_confirmation', 'add_volume_price_divergence']
[2025-11-25T09:33:38.672589] [DEBUG] [FORECASTER] CNQ: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T09:33:38.890340] [DEBUG] [FORECASTER] CNQ: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T09:33:39.104046] [DEBUG] [FORECASTER] CNQ: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T09:33:39.322062] [DEBUG] [FORECASTER] CNQ: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1
[2025-11-25T09:33:39.536237] [DEBUG] [FORECASTER] CNQ: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T09:33:39.752283] [DEBUG] [FORECASTER] CNQ: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T09:33:39.968194] [DEBUG] [FORECASTER] CNQ: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T09:33:40.185706] [DEBUG] [FORECASTER] CNQ: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T09:33:40.402013] [DEBUG] [FORECASTER] CNQ: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T09:33:40.622119] [DEBUG] [FORECASTER] CNQ: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-25T09:33:40.622336] [INFO ] [CONFIGURE ] CNQ: DISCARDED add_volume_price_divergence (score: 60.00%)
[2025-11-25T09:33:40.622396] [INFO ] [CONFIGURE ] JOB ETA: 1.2h | Avg: 2.8s/test | Remaining: 1548 tests
[2025-11-25T09:33:40.622443] [INFO ] [CONFIGURE ] CNQ: Testing feature 28/29: add_volume_profile
[2025-11-25T09:33:40.622489] [INFO ] [CONFIGURE ] CNQ: Testing with features: ['add_volume_momentum_confirmation', 'add_volume_profile']
[2025-11-25T09:33:40.832986] [DEBUG] [FORECASTER] CNQ: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T09:33:41.050907] [DEBUG] [FORECASTER] CNQ: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T09:33:41.261229] [DEBUG] [FORECASTER] CNQ: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T09:33:41.470748] [DEBUG] [FORECASTER] CNQ: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1
[2025-11-25T09:33:41.692327] [DEBUG] [FORECASTER] CNQ: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T09:33:41.912976] [DEBUG] [FORECASTER] CNQ: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T09:33:42.126752] [DEBUG] [FORECASTER] CNQ: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T09:33:42.343018] [DEBUG] [FORECASTER] CNQ: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T09:33:42.568943] [DEBUG] [FORECASTER] CNQ: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T09:33:42.783970] [DEBUG] [FORECASTER] CNQ: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-25T09:33:42.784165] [INFO ] [CONFIGURE ] CNQ: DISCARDED add_volume_profile (score: 70.00%)
[2025-11-25T09:33:42.784229] [INFO ] [CONFIGURE ] JOB ETA: 1.2h | Avg: 2.8s/test | Remaining: 1547 tests
[2025-11-25T09:33:42.784274] [INFO ] [CONFIGURE ] CNQ: Testing feature 29/29: add_vwap
[2025-11-25T09:33:42.784314] [INFO ] [CONFIGURE ] CNQ: Testing with features: ['add_volume_momentum_confirmation', 'add_vwap']
[2025-11-25T09:33:43.013365] [DEBUG] [FORECASTER] CNQ: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T09:33:43.233804] [DEBUG] [FORECASTER] CNQ: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T09:33:43.451674] [DEBUG] [FORECASTER] CNQ: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T09:33:43.673484] [DEBUG] [FORECASTER] CNQ: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1
[2025-11-25T09:33:43.932028] [DEBUG] [FORECASTER] CNQ: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T09:33:44.158263] [DEBUG] [FORECASTER] CNQ: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T09:33:44.393470] [DEBUG] [FORECASTER] CNQ: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T09:33:44.644312] [DEBUG] [FORECASTER] CNQ: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T09:33:44.890833] [DEBUG] [FORECASTER] CNQ: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T09:33:45.138264] [DEBUG] [FORECASTER] CNQ: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-25T09:33:45.138466] [INFO ] [CONFIGURE ] CNQ: DISCARDED add_vwap (score: 70.00%)
[2025-11-25T09:33:45.138524] [INFO ] [CONFIGURE ] JOB ETA: 1.2h | Avg: 2.8s/test | Remaining: 1546 tests
[2025-11-25T09:33:45.138592] [INFO ] [CONFIGURE ] CNQ: ===== FEATURE SELECTION COMPLETE =====
[2025-11-25T09:33:45.138636] [INFO ] [CONFIGURE ] CNQ: Best accuracy: 80.00%
[2025-11-25T09:33:45.138711] [INFO ] [CONFIGURE ] CNQ: Best feature set (1 features): ['add_volume_momentum_confirmation']
[2025-11-25T09:33:45.138753] [INFO ] [CONFIGURE ] CNQ: Improvement over baseline: 20.00%
[2025-11-25T09:33:45.138803] [INFO ] [CONFIGURE ] CNQ: Total time: 1.1 minutes
[2025-11-25T09:33:45.138841] [INFO ] [CONFIGURE ] CNQ: Average time per feature: 2.2 seconds
[2025-11-25T09:33:45.138881] [INFO ] [CONFIGURE ] CNQ: Average speed: 0.46 features/sec
[2025-11-25T09:33:45.139368] [INFO ] [LOCAL     ] Saved configuration for CNQ: 1 features, 80.00% accuracy -> ./output/feature-sets/CNQ.json
[2025-11-25T09:33:45.139429] [INFO ] [CONFIGURE ] CNQ: Configuration saved successfully: 1 features, 80.00% accuracy.
[2025-11-25T09:33:45.139480] [INFO ] [sig       ] [112/164] Successfully configured CNQ | 0.01 sym/s | Total: 2.5h | ETA: 1.2h
[2025-11-25T09:33:45.139525] [INFO ] [sig       ] [113/164] Configuring COHR...
[2025-11-25T09:33:45.139566] [INFO ] [CONFIGURE ] COHR: Configurate test run.
[2025-11-25T09:33:45.139608] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'COHR' from 'https://tdm.silogroup.org/data/derivative_storage/COHR.csv'.
[2025-11-25T09:33:45.153091] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'COHR'.
[2025-11-25T09:33:45.153566] [INFO ] [CONFIGURE ] COHR: Testing with 29 available features
[2025-11-25T09:33:45.153630] [INFO ] [CONFIGURE ] COHR: Establishing baseline with no features...
[2025-11-25T09:33:45.330934] [DEBUG] [FORECASTER] COHR: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T09:33:45.514662] [DEBUG] [FORECASTER] COHR: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T09:33:45.684213] [DEBUG] [FORECASTER] COHR: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T09:33:45.850682] [DEBUG] [FORECASTER] COHR: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T09:33:46.021731] [DEBUG] [FORECASTER] COHR: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T09:33:46.194517] [DEBUG] [FORECASTER] COHR: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T09:33:46.362039] [DEBUG] [FORECASTER] COHR: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T09:33:46.531941] [DEBUG] [FORECASTER] COHR: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T09:33:46.699056] [DEBUG] [FORECASTER] COHR: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T09:33:46.864887] [DEBUG] [FORECASTER] COHR: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T09:33:46.865148] [INFO ] [CONFIGURE ] COHR: Baseline score (no features): 60.00%
[2025-11-25T09:33:46.865268] [INFO ] [CONFIGURE ] COHR: Testing feature 1/29: add_bollinger_bands
[2025-11-25T09:33:46.865373] [INFO ] [CONFIGURE ] COHR: Testing with features: ['add_bollinger_bands']
[2025-11-25T09:33:47.066257] [DEBUG] [FORECASTER] COHR: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T09:33:47.267458] [DEBUG] [FORECASTER] COHR: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T09:33:47.465287] [DEBUG] [FORECASTER] COHR: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T09:33:47.666326] [DEBUG] [FORECASTER] COHR: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T09:33:47.866978] [DEBUG] [FORECASTER] COHR: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T09:33:48.065826] [DEBUG] [FORECASTER] COHR: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T09:33:48.266298] [DEBUG] [FORECASTER] COHR: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T09:33:48.466426] [DEBUG] [FORECASTER] COHR: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T09:33:48.666263] [DEBUG] [FORECASTER] COHR: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T09:33:48.865077] [DEBUG] [FORECASTER] COHR: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T09:33:48.865231] [INFO ] [CONFIGURE ] COHR: KEPT add_bollinger_bands (score: 80.00%)
[2025-11-25T09:33:48.865279] [INFO ] [CONFIGURE ] JOB ETA: 1.2h | Avg: 2.8s/test | Remaining: 1545 tests
[2025-11-25T09:33:48.865319] [INFO ] [CONFIGURE ] COHR: Testing feature 2/29: add_cumulative_delta
[2025-11-25T09:33:48.865356] [INFO ] [CONFIGURE ] COHR: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta']
[2025-11-25T09:33:49.096591] [DEBUG] [FORECASTER] COHR: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T09:33:49.334388] [DEBUG] [FORECASTER] COHR: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T09:33:49.577477] [DEBUG] [FORECASTER] COHR: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T09:33:49.817089] [DEBUG] [FORECASTER] COHR: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T09:33:50.055936] [DEBUG] [FORECASTER] COHR: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T09:33:50.290879] [DEBUG] [FORECASTER] COHR: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T09:33:50.528280] [DEBUG] [FORECASTER] COHR: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T09:33:50.787277] [DEBUG] [FORECASTER] COHR: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T09:33:51.041116] [DEBUG] [FORECASTER] COHR: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T09:33:51.287632] [DEBUG] [FORECASTER] COHR: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T09:33:51.287835] [INFO ] [CONFIGURE ] COHR: DISCARDED add_cumulative_delta (score: 60.00%)
[2025-11-25T09:33:51.287895] [INFO ] [CONFIGURE ] JOB ETA: 1.2h | Avg: 2.8s/test | Remaining: 1544 tests
[2025-11-25T09:33:51.287946] [INFO ] [CONFIGURE ] COHR: Testing feature 3/29: add_daily_returns
[2025-11-25T09:33:51.287989] [INFO ] [CONFIGURE ] COHR: Testing with features: ['add_bollinger_bands', 'add_daily_returns']
[2025-11-25T09:33:51.504598] [DEBUG] [FORECASTER] COHR: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T09:33:51.756356] [DEBUG] [FORECASTER] COHR: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T09:33:51.971952] [DEBUG] [FORECASTER] COHR: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T09:33:52.184221] [DEBUG] [FORECASTER] COHR: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T09:33:52.408852] [DEBUG] [FORECASTER] COHR: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T09:33:52.633745] [DEBUG] [FORECASTER] COHR: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T09:33:52.859070] [DEBUG] [FORECASTER] COHR: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T09:33:53.086674] [DEBUG] [FORECASTER] COHR: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T09:33:53.299301] [DEBUG] [FORECASTER] COHR: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T09:33:53.527456] [DEBUG] [FORECASTER] COHR: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T09:33:53.527667] [INFO ] [CONFIGURE ] COHR: DISCARDED add_daily_returns (score: 70.00%)
[2025-11-25T09:33:53.527751] [INFO ] [CONFIGURE ] JOB ETA: 1.2h | Avg: 2.8s/test | Remaining: 1543 tests
[2025-11-25T09:33:53.527805] [INFO ] [CONFIGURE ] COHR: Testing feature 4/29: add_ema
[2025-11-25T09:33:53.527863] [INFO ] [CONFIGURE ] COHR: Testing with features: ['add_bollinger_bands', 'add_ema']
[2025-11-25T09:33:53.781473] [DEBUG] [FORECASTER] COHR: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T09:33:54.022194] [DEBUG] [FORECASTER] COHR: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T09:33:54.280361] [DEBUG] [FORECASTER] COHR: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T09:33:54.571697] [DEBUG] [FORECASTER] COHR: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T09:33:54.850591] [DEBUG] [FORECASTER] COHR: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T09:33:55.113828] [DEBUG] [FORECASTER] COHR: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T09:33:55.365517] [DEBUG] [FORECASTER] COHR: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T09:33:55.619567] [DEBUG] [FORECASTER] COHR: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T09:33:55.872899] [DEBUG] [FORECASTER] COHR: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T09:33:56.129131] [DEBUG] [FORECASTER] COHR: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T09:33:56.129323] [INFO ] [CONFIGURE ] COHR: DISCARDED add_ema (score: 70.00%)
[2025-11-25T09:33:56.129414] [INFO ] [CONFIGURE ] JOB ETA: 1.2h | Avg: 2.8s/test | Remaining: 1542 tests
[2025-11-25T09:33:56.129489] [INFO ] [CONFIGURE ] COHR: Testing feature 5/29: add_exhaustion_signals
[2025-11-25T09:33:56.129540] [INFO ] [CONFIGURE ] COHR: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals']
[2025-11-25T09:33:56.390813] [DEBUG] [FORECASTER] COHR: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T09:33:56.677551] [DEBUG] [FORECASTER] COHR: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T09:33:56.972997] [DEBUG] [FORECASTER] COHR: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T09:33:57.259734] [DEBUG] [FORECASTER] COHR: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T09:33:57.530379] [DEBUG] [FORECASTER] COHR: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T09:33:57.780166] [DEBUG] [FORECASTER] COHR: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T09:33:58.032899] [DEBUG] [FORECASTER] COHR: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T09:33:58.285381] [DEBUG] [FORECASTER] COHR: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T09:33:58.540195] [DEBUG] [FORECASTER] COHR: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T09:33:58.795057] [DEBUG] [FORECASTER] COHR: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T09:33:58.795293] [INFO ] [CONFIGURE ] COHR: DISCARDED add_exhaustion_signals (score: 60.00%)
[2025-11-25T09:33:58.795354] [INFO ] [CONFIGURE ] JOB ETA: 1.2h | Avg: 2.8s/test | Remaining: 1541 tests
[2025-11-25T09:33:58.795405] [INFO ] [CONFIGURE ] COHR: Testing feature 6/29: add_failed_moves
[2025-11-25T09:33:58.795452] [INFO ] [CONFIGURE ] COHR: Testing with features: ['add_bollinger_bands', 'add_failed_moves']
[2025-11-25T09:33:59.010562] [DEBUG] [FORECASTER] COHR: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T09:33:59.228295] [DEBUG] [FORECASTER] COHR: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T09:33:59.444583] [DEBUG] [FORECASTER] COHR: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T09:33:59.660212] [DEBUG] [FORECASTER] COHR: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T09:33:59.878631] [DEBUG] [FORECASTER] COHR: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T09:34:00.092954] [DEBUG] [FORECASTER] COHR: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T09:34:00.382058] [DEBUG] [FORECASTER] COHR: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T09:34:01.131713] [DEBUG] [FORECASTER] COHR: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T09:34:01.420814] [DEBUG] [FORECASTER] COHR: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T09:34:01.634864] [DEBUG] [FORECASTER] COHR: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T09:34:01.635043] [INFO ] [CONFIGURE ] COHR: DISCARDED add_failed_moves (score: 80.00%)
[2025-11-25T09:34:01.635113] [INFO ] [CONFIGURE ] JOB ETA: 1.2h | Avg: 2.8s/test | Remaining: 1540 tests
[2025-11-25T09:34:01.635153] [INFO ] [CONFIGURE ] COHR: Testing feature 7/29: add_lag_shelf
[2025-11-25T09:34:01.635189] [INFO ] [CONFIGURE ] COHR: Testing with features: ['add_bollinger_bands', 'add_lag_shelf']
[2025-11-25T09:34:01.848854] [DEBUG] [FORECASTER] COHR: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T09:34:02.055381] [DEBUG] [FORECASTER] COHR: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T09:34:02.271885] [DEBUG] [FORECASTER] COHR: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T09:34:02.481330] [DEBUG] [FORECASTER] COHR: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T09:34:02.690375] [DEBUG] [FORECASTER] COHR: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T09:34:02.899604] [DEBUG] [FORECASTER] COHR: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T09:34:03.104545] [DEBUG] [FORECASTER] COHR: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T09:34:03.315256] [DEBUG] [FORECASTER] COHR: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T09:34:03.516500] [DEBUG] [FORECASTER] COHR: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T09:34:03.728299] [DEBUG] [FORECASTER] COHR: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T09:34:03.728477] [INFO ] [CONFIGURE ] COHR: DISCARDED add_lag_shelf (score: 70.00%)
[2025-11-25T09:34:03.728527] [INFO ] [CONFIGURE ] JOB ETA: 1.2h | Avg: 2.8s/test | Remaining: 1539 tests
[2025-11-25T09:34:03.728570] [INFO ] [CONFIGURE ] COHR: Testing feature 8/29: add_macd
[2025-11-25T09:34:03.728608] [INFO ] [CONFIGURE ] COHR: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd']
[2025-11-25T09:34:04.027484] [DEBUG] [FORECASTER] COHR: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T09:34:04.334015] [DEBUG] [FORECASTER] COHR: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T09:34:04.627328] [DEBUG] [FORECASTER] COHR: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T09:34:04.919732] [DEBUG] [FORECASTER] COHR: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T09:34:05.216724] [DEBUG] [FORECASTER] COHR: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T09:34:05.510987] [DEBUG] [FORECASTER] COHR: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T09:34:05.807539] [DEBUG] [FORECASTER] COHR: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T09:34:06.104013] [DEBUG] [FORECASTER] COHR: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T09:34:06.414394] [DEBUG] [FORECASTER] COHR: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T09:34:06.714214] [DEBUG] [FORECASTER] COHR: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T09:34:06.714435] [INFO ] [CONFIGURE ] COHR: DISCARDED add_macd (score: 70.00%)
[2025-11-25T09:34:06.714496] [INFO ] [CONFIGURE ] JOB ETA: 1.2h | Avg: 2.8s/test | Remaining: 1538 tests
[2025-11-25T09:34:06.714544] [INFO ] [CONFIGURE ] COHR: Testing feature 9/29: add_mfi
[2025-11-25T09:34:06.714588] [INFO ] [CONFIGURE ] COHR: Testing with features: ['add_bollinger_bands', 'add_mfi']
[2025-11-25T09:34:06.947400] [DEBUG] [FORECASTER] COHR: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T09:34:07.183927] [DEBUG] [FORECASTER] COHR: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T09:34:07.387130] [DEBUG] [FORECASTER] COHR: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T09:34:07.597460] [DEBUG] [FORECASTER] COHR: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T09:34:07.799890] [DEBUG] [FORECASTER] COHR: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T09:34:08.005737] [DEBUG] [FORECASTER] COHR: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T09:34:08.210845] [DEBUG] [FORECASTER] COHR: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T09:34:08.426994] [DEBUG] [FORECASTER] COHR: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T09:34:08.637322] [DEBUG] [FORECASTER] COHR: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T09:34:08.840150] [DEBUG] [FORECASTER] COHR: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T09:34:08.840322] [INFO ] [CONFIGURE ] COHR: DISCARDED add_mfi (score: 80.00%)
[2025-11-25T09:34:08.840376] [INFO ] [CONFIGURE ] JOB ETA: 1.2h | Avg: 2.8s/test | Remaining: 1537 tests
[2025-11-25T09:34:08.840426] [INFO ] [CONFIGURE ] COHR: Testing feature 10/29: add_momentum_acceleration
[2025-11-25T09:34:08.840468] [INFO ] [CONFIGURE ] COHR: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-11-25T09:34:09.152933] [DEBUG] [FORECASTER] COHR: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T09:34:09.472002] [DEBUG] [FORECASTER] COHR: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T09:34:09.861395] [DEBUG] [FORECASTER] COHR: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T09:34:10.276599] [DEBUG] [FORECASTER] COHR: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T09:34:10.598263] [DEBUG] [FORECASTER] COHR: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T09:34:10.903072] [DEBUG] [FORECASTER] COHR: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T09:34:11.206564] [DEBUG] [FORECASTER] COHR: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T09:34:11.507982] [DEBUG] [FORECASTER] COHR: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T09:34:11.816490] [DEBUG] [FORECASTER] COHR: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T09:34:12.134340] [DEBUG] [FORECASTER] COHR: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T09:34:12.134543] [INFO ] [CONFIGURE ] COHR: DISCARDED add_momentum_acceleration (score: 80.00%)
[2025-11-25T09:34:12.134606] [INFO ] [CONFIGURE ] JOB ETA: 1.2h | Avg: 2.8s/test | Remaining: 1536 tests
[2025-11-25T09:34:12.134679] [INFO ] [CONFIGURE ] COHR: Testing feature 11/29: add_obv_daily
[2025-11-25T09:34:12.134759] [INFO ] [CONFIGURE ] COHR: Testing with features: ['add_bollinger_bands', 'add_obv_daily']
[2025-11-25T09:34:12.348343] [DEBUG] [FORECASTER] COHR: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T09:34:12.565883] [DEBUG] [FORECASTER] COHR: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T09:34:12.776104] [DEBUG] [FORECASTER] COHR: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T09:34:12.994442] [DEBUG] [FORECASTER] COHR: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T09:34:13.208860] [DEBUG] [FORECASTER] COHR: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T09:34:13.426093] [DEBUG] [FORECASTER] COHR: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T09:34:13.646215] [DEBUG] [FORECASTER] COHR: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T09:34:13.863945] [DEBUG] [FORECASTER] COHR: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T09:34:14.083634] [DEBUG] [FORECASTER] COHR: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T09:34:14.314383] [DEBUG] [FORECASTER] COHR: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T09:34:14.314754] [INFO ] [CONFIGURE ] COHR: DISCARDED add_obv_daily (score: 70.00%)
[2025-11-25T09:34:14.314866] [INFO ] [CONFIGURE ] JOB ETA: 1.2h | Avg: 2.8s/test | Remaining: 1535 tests
[2025-11-25T09:34:14.314972] [INFO ] [CONFIGURE ] COHR: Testing feature 12/29: add_obv_interval
[2025-11-25T09:34:14.315074] [INFO ] [CONFIGURE ] COHR: Testing with features: ['add_bollinger_bands', 'add_obv_interval']
[2025-11-25T09:34:14.531610] [DEBUG] [FORECASTER] COHR: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T09:34:14.759185] [DEBUG] [FORECASTER] COHR: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T09:34:14.994196] [DEBUG] [FORECASTER] COHR: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T09:34:15.215846] [DEBUG] [FORECASTER] COHR: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T09:34:15.441090] [DEBUG] [FORECASTER] COHR: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T09:34:15.662261] [DEBUG] [FORECASTER] COHR: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T09:34:15.882854] [DEBUG] [FORECASTER] COHR: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T09:34:16.104727] [DEBUG] [FORECASTER] COHR: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T09:34:16.328392] [DEBUG] [FORECASTER] COHR: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T09:34:16.549106] [DEBUG] [FORECASTER] COHR: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T09:34:16.549298] [INFO ] [CONFIGURE ] COHR: DISCARDED add_obv_interval (score: 60.00%)
[2025-11-25T09:34:16.549455] [INFO ] [CONFIGURE ] JOB ETA: 1.2h | Avg: 2.8s/test | Remaining: 1534 tests
[2025-11-25T09:34:16.549555] [INFO ] [CONFIGURE ] COHR: Testing feature 13/29: add_opening_strength
[2025-11-25T09:34:16.549679] [INFO ] [CONFIGURE ] COHR: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_opening_strength']
[2025-11-25T09:34:16.790909] [DEBUG] [FORECASTER] COHR: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T09:34:17.023276] [DEBUG] [FORECASTER] COHR: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T09:34:17.259378] [DEBUG] [FORECASTER] COHR: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T09:34:17.519801] [DEBUG] [FORECASTER] COHR: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T09:34:17.788340] [DEBUG] [FORECASTER] COHR: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T09:34:18.054565] [DEBUG] [FORECASTER] COHR: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T09:34:18.323066] [DEBUG] [FORECASTER] COHR: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T09:34:18.580708] [DEBUG] [FORECASTER] COHR: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T09:34:18.836713] [DEBUG] [FORECASTER] COHR: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T09:34:19.089806] [DEBUG] [FORECASTER] COHR: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T09:34:19.090025] [INFO ] [CONFIGURE ] COHR: DISCARDED add_opening_strength (score: 80.00%)
[2025-11-25T09:34:19.090086] [INFO ] [CONFIGURE ] JOB ETA: 1.2h | Avg: 2.8s/test | Remaining: 1533 tests
[2025-11-25T09:34:19.090221] [INFO ] [CONFIGURE ] COHR: Testing feature 14/29: add_order_flow_imbalance
[2025-11-25T09:34:19.090267] [INFO ] [CONFIGURE ] COHR: Testing with features: ['add_bollinger_bands', 'add_order_flow_imbalance']
[2025-11-25T09:34:19.335450] [DEBUG] [FORECASTER] COHR: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T09:34:19.578071] [DEBUG] [FORECASTER] COHR: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T09:34:19.817864] [DEBUG] [FORECASTER] COHR: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T09:34:20.060675] [DEBUG] [FORECASTER] COHR: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T09:34:20.298632] [DEBUG] [FORECASTER] COHR: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T09:34:20.544707] [DEBUG] [FORECASTER] COHR: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T09:34:20.781127] [DEBUG] [FORECASTER] COHR: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T09:34:21.025132] [DEBUG] [FORECASTER] COHR: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T09:34:21.270261] [DEBUG] [FORECASTER] COHR: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T09:34:21.504636] [DEBUG] [FORECASTER] COHR: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T09:34:21.504954] [INFO ] [CONFIGURE ] COHR: DISCARDED add_order_flow_imbalance (score: 70.00%)
[2025-11-25T09:34:21.505057] [INFO ] [CONFIGURE ] JOB ETA: 1.2h | Avg: 2.8s/test | Remaining: 1532 tests
[2025-11-25T09:34:21.505111] [INFO ] [CONFIGURE ] COHR: Testing feature 15/29: add_pbf_morning_momentum
[2025-11-25T09:34:21.505157] [INFO ] [CONFIGURE ] COHR: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum']
[2025-11-25T09:34:21.756320] [DEBUG] [FORECASTER] COHR: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T09:34:21.962766] [DEBUG] [FORECASTER] COHR: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T09:34:22.173636] [DEBUG] [FORECASTER] COHR: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T09:34:22.377716] [DEBUG] [FORECASTER] COHR: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T09:34:22.585829] [DEBUG] [FORECASTER] COHR: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T09:34:22.815495] [DEBUG] [FORECASTER] COHR: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T09:34:23.023142] [DEBUG] [FORECASTER] COHR: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T09:34:23.230082] [DEBUG] [FORECASTER] COHR: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T09:34:23.440778] [DEBUG] [FORECASTER] COHR: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T09:34:23.654463] [DEBUG] [FORECASTER] COHR: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T09:34:23.654809] [INFO ] [CONFIGURE ] COHR: DISCARDED add_pbf_morning_momentum (score: 80.00%)
[2025-11-25T09:34:23.654944] [INFO ] [CONFIGURE ] JOB ETA: 1.2h | Avg: 2.8s/test | Remaining: 1531 tests
[2025-11-25T09:34:23.655043] [INFO ] [CONFIGURE ] COHR: Testing feature 16/29: add_pbf_overnight_gap
[2025-11-25T09:34:23.655142] [INFO ] [CONFIGURE ] COHR: Testing with features: ['add_bollinger_bands', 'add_pbf_overnight_gap']
[2025-11-25T09:34:23.876619] [DEBUG] [FORECASTER] COHR: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T09:34:24.098065] [DEBUG] [FORECASTER] COHR: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T09:34:24.326704] [DEBUG] [FORECASTER] COHR: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T09:34:24.557471] [DEBUG] [FORECASTER] COHR: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T09:34:24.783093] [DEBUG] [FORECASTER] COHR: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T09:34:25.006043] [DEBUG] [FORECASTER] COHR: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T09:34:25.230918] [DEBUG] [FORECASTER] COHR: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T09:34:25.454317] [DEBUG] [FORECASTER] COHR: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T09:34:25.680490] [DEBUG] [FORECASTER] COHR: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T09:34:25.903937] [DEBUG] [FORECASTER] COHR: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T09:34:25.904108] [INFO ] [CONFIGURE ] COHR: DISCARDED add_pbf_overnight_gap (score: 70.00%)
[2025-11-25T09:34:25.904160] [INFO ] [CONFIGURE ] JOB ETA: 1.2h | Avg: 2.8s/test | Remaining: 1530 tests
[2025-11-25T09:34:25.904206] [INFO ] [CONFIGURE ] COHR: Testing feature 17/29: add_pbf_return_2d
[2025-11-25T09:34:25.904245] [INFO ] [CONFIGURE ] COHR: Testing with features: ['add_bollinger_bands', 'add_pbf_return_2d']
[2025-11-25T09:34:26.127633] [DEBUG] [FORECASTER] COHR: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T09:34:26.356821] [DEBUG] [FORECASTER] COHR: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T09:34:26.590890] [DEBUG] [FORECASTER] COHR: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T09:34:26.825898] [DEBUG] [FORECASTER] COHR: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T09:34:27.056955] [DEBUG] [FORECASTER] COHR: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T09:34:27.306029] [DEBUG] [FORECASTER] COHR: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T09:34:27.547745] [DEBUG] [FORECASTER] COHR: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T09:34:27.781258] [DEBUG] [FORECASTER] COHR: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T09:34:28.022739] [DEBUG] [FORECASTER] COHR: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T09:34:28.260365] [DEBUG] [FORECASTER] COHR: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T09:34:28.260538] [INFO ] [CONFIGURE ] COHR: DISCARDED add_pbf_return_2d (score: 80.00%)
[2025-11-25T09:34:28.260598] [INFO ] [CONFIGURE ] JOB ETA: 1.2h | Avg: 2.8s/test | Remaining: 1529 tests
[2025-11-25T09:34:28.260671] [INFO ] [CONFIGURE ] COHR: Testing feature 18/29: add_pbf_volatility_5d
[2025-11-25T09:34:28.260714] [INFO ] [CONFIGURE ] COHR: Testing with features: ['add_bollinger_bands', 'add_pbf_volatility_5d']
[2025-11-25T09:34:28.478738] [DEBUG] [FORECASTER] COHR: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T09:34:28.690226] [DEBUG] [FORECASTER] COHR: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T09:34:28.901566] [DEBUG] [FORECASTER] COHR: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T09:34:29.105353] [DEBUG] [FORECASTER] COHR: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T09:34:29.317550] [DEBUG] [FORECASTER] COHR: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T09:34:29.528488] [DEBUG] [FORECASTER] COHR: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T09:34:29.733617] [DEBUG] [FORECASTER] COHR: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T09:34:29.943470] [DEBUG] [FORECASTER] COHR: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T09:34:30.144976] [DEBUG] [FORECASTER] COHR: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T09:34:30.351076] [DEBUG] [FORECASTER] COHR: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T09:34:30.351286] [INFO ] [CONFIGURE ] COHR: DISCARDED add_pbf_volatility_5d (score: 70.00%)
[2025-11-25T09:34:30.351473] [INFO ] [CONFIGURE ] JOB ETA: 1.2h | Avg: 2.8s/test | Remaining: 1528 tests
[2025-11-25T09:34:30.351571] [INFO ] [CONFIGURE ] COHR: Testing feature 19/29: add_pbf_vs_sma_5
[2025-11-25T09:34:30.351681] [INFO ] [CONFIGURE ] COHR: Testing with features: ['add_bollinger_bands', 'add_pbf_vs_sma_5']
[2025-11-25T09:34:30.568401] [DEBUG] [FORECASTER] COHR: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T09:34:30.780133] [DEBUG] [FORECASTER] COHR: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T09:34:30.987568] [DEBUG] [FORECASTER] COHR: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T09:34:31.197083] [DEBUG] [FORECASTER] COHR: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T09:34:31.400748] [DEBUG] [FORECASTER] COHR: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T09:34:31.606181] [DEBUG] [FORECASTER] COHR: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T09:34:31.809310] [DEBUG] [FORECASTER] COHR: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T09:34:32.013117] [DEBUG] [FORECASTER] COHR: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T09:34:32.217432] [DEBUG] [FORECASTER] COHR: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T09:34:32.421902] [DEBUG] [FORECASTER] COHR: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T09:34:32.422101] [INFO ] [CONFIGURE ] COHR: DISCARDED add_pbf_vs_sma_5 (score: 70.00%)
[2025-11-25T09:34:32.422152] [INFO ] [CONFIGURE ] JOB ETA: 1.2h | Avg: 2.8s/test | Remaining: 1527 tests
[2025-11-25T09:34:32.422192] [INFO ] [CONFIGURE ] COHR: Testing feature 20/29: add_price_rejection
[2025-11-25T09:34:32.422227] [INFO ] [CONFIGURE ] COHR: Testing with features: ['add_bollinger_bands', 'add_price_rejection']
[2025-11-25T09:34:32.643485] [DEBUG] [FORECASTER] COHR: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T09:34:32.867093] [DEBUG] [FORECASTER] COHR: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T09:34:33.089955] [DEBUG] [FORECASTER] COHR: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T09:34:33.311066] [DEBUG] [FORECASTER] COHR: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T09:34:33.531093] [DEBUG] [FORECASTER] COHR: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T09:34:33.750928] [DEBUG] [FORECASTER] COHR: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T09:34:33.970716] [DEBUG] [FORECASTER] COHR: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T09:34:34.205122] [DEBUG] [FORECASTER] COHR: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T09:34:34.439744] [DEBUG] [FORECASTER] COHR: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T09:34:34.681353] [DEBUG] [FORECASTER] COHR: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T09:34:34.681526] [INFO ] [CONFIGURE ] COHR: DISCARDED add_price_rejection (score: 70.00%)
[2025-11-25T09:34:34.681575] [INFO ] [CONFIGURE ] JOB ETA: 1.2h | Avg: 2.8s/test | Remaining: 1526 tests
[2025-11-25T09:34:34.681613] [INFO ] [CONFIGURE ] COHR: Testing feature 21/29: add_range_position
[2025-11-25T09:34:34.681668] [INFO ] [CONFIGURE ] COHR: Testing with features: ['add_bollinger_bands', 'add_range_position']
[2025-11-25T09:34:34.933523] [DEBUG] [FORECASTER] COHR: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T09:34:35.190625] [DEBUG] [FORECASTER] COHR: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T09:34:35.434998] [DEBUG] [FORECASTER] COHR: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T09:34:35.680461] [DEBUG] [FORECASTER] COHR: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T09:34:35.926388] [DEBUG] [FORECASTER] COHR: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T09:34:36.182540] [DEBUG] [FORECASTER] COHR: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T09:34:36.431114] [DEBUG] [FORECASTER] COHR: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T09:34:36.687232] [DEBUG] [FORECASTER] COHR: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T09:34:36.928158] [DEBUG] [FORECASTER] COHR: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T09:34:37.166502] [DEBUG] [FORECASTER] COHR: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T09:34:37.166694] [INFO ] [CONFIGURE ] COHR: DISCARDED add_range_position (score: 70.00%)
[2025-11-25T09:34:37.166756] [INFO ] [CONFIGURE ] JOB ETA: 1.2h | Avg: 2.8s/test | Remaining: 1525 tests
[2025-11-25T09:34:37.166805] [INFO ] [CONFIGURE ] COHR: Testing feature 22/29: add_realized_volatility
[2025-11-25T09:34:37.166849] [INFO ] [CONFIGURE ] COHR: Testing with features: ['add_bollinger_bands', 'add_realized_volatility']
[2025-11-25T09:34:37.490580] [DEBUG] [FORECASTER] COHR: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T09:34:37.809342] [DEBUG] [FORECASTER] COHR: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T09:34:38.129477] [DEBUG] [FORECASTER] COHR: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T09:34:38.452972] [DEBUG] [FORECASTER] COHR: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T09:34:38.775970] [DEBUG] [FORECASTER] COHR: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T09:34:39.115995] [DEBUG] [FORECASTER] COHR: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T09:34:39.444843] [DEBUG] [FORECASTER] COHR: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T09:34:39.771502] [DEBUG] [FORECASTER] COHR: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T09:34:40.106727] [DEBUG] [FORECASTER] COHR: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T09:34:40.443069] [DEBUG] [FORECASTER] COHR: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T09:34:40.443278] [INFO ] [CONFIGURE ] COHR: DISCARDED add_realized_volatility (score: 60.00%)
[2025-11-25T09:34:40.443336] [INFO ] [CONFIGURE ] JOB ETA: 1.2h | Avg: 2.8s/test | Remaining: 1524 tests
[2025-11-25T09:34:40.443382] [INFO ] [CONFIGURE ] COHR: Testing feature 23/29: add_recent_range_context
[2025-11-25T09:34:40.443426] [INFO ] [CONFIGURE ] COHR: Testing with features: ['add_bollinger_bands', 'add_recent_range_context']
[2025-11-25T09:34:40.656007] [DEBUG] [FORECASTER] COHR: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T09:34:40.865763] [DEBUG] [FORECASTER] COHR: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T09:34:41.084396] [DEBUG] [FORECASTER] COHR: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T09:34:41.294466] [DEBUG] [FORECASTER] COHR: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T09:34:41.509100] [DEBUG] [FORECASTER] COHR: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T09:34:41.725000] [DEBUG] [FORECASTER] COHR: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T09:34:41.938585] [DEBUG] [FORECASTER] COHR: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T09:34:42.161163] [DEBUG] [FORECASTER] COHR: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T09:34:42.380344] [DEBUG] [FORECASTER] COHR: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T09:34:42.603418] [DEBUG] [FORECASTER] COHR: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T09:34:42.603599] [INFO ] [CONFIGURE ] COHR: DISCARDED add_recent_range_context (score: 70.00%)
[2025-11-25T09:34:42.603674] [INFO ] [CONFIGURE ] JOB ETA: 1.2h | Avg: 2.8s/test | Remaining: 1523 tests
[2025-11-25T09:34:42.603750] [INFO ] [CONFIGURE ] COHR: Testing feature 24/29: add_rsi
[2025-11-25T09:34:42.603893] [INFO ] [CONFIGURE ] COHR: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_rsi']
[2025-11-25T09:34:42.889407] [DEBUG] [FORECASTER] COHR: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T09:34:43.160979] [DEBUG] [FORECASTER] COHR: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T09:34:43.430909] [DEBUG] [FORECASTER] COHR: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T09:34:43.703419] [DEBUG] [FORECASTER] COHR: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T09:34:43.970126] [DEBUG] [FORECASTER] COHR: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T09:34:44.249212] [DEBUG] [FORECASTER] COHR: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T09:34:44.512078] [DEBUG] [FORECASTER] COHR: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T09:34:44.774027] [DEBUG] [FORECASTER] COHR: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T09:34:45.036697] [DEBUG] [FORECASTER] COHR: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T09:34:45.307132] [DEBUG] [FORECASTER] COHR: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T09:34:45.307320] [INFO ] [CONFIGURE ] COHR: DISCARDED add_rsi (score: 60.00%)
[2025-11-25T09:34:45.307377] [INFO ] [CONFIGURE ] JOB ETA: 1.2h | Avg: 2.8s/test | Remaining: 1522 tests
[2025-11-25T09:34:45.307449] [INFO ] [CONFIGURE ] COHR: Testing feature 25/29: add_tick_distribution
[2025-11-25T09:34:45.307516] [INFO ] [CONFIGURE ] COHR: Testing with features: ['add_bollinger_bands', 'add_tick_distribution']
[2025-11-25T09:34:45.525711] [DEBUG] [FORECASTER] COHR: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T09:34:45.738189] [DEBUG] [FORECASTER] COHR: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T09:34:45.953770] [DEBUG] [FORECASTER] COHR: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T09:34:46.168903] [DEBUG] [FORECASTER] COHR: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T09:34:46.385465] [DEBUG] [FORECASTER] COHR: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T09:34:46.598666] [DEBUG] [FORECASTER] COHR: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T09:34:46.809162] [DEBUG] [FORECASTER] COHR: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T09:34:47.026164] [DEBUG] [FORECASTER] COHR: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T09:34:47.243162] [DEBUG] [FORECASTER] COHR: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T09:34:47.458713] [DEBUG] [FORECASTER] COHR: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T09:34:47.458874] [INFO ] [CONFIGURE ] COHR: DISCARDED add_tick_distribution (score: 70.00%)
[2025-11-25T09:34:47.458923] [INFO ] [CONFIGURE ] JOB ETA: 1.2h | Avg: 2.8s/test | Remaining: 1521 tests
[2025-11-25T09:34:47.458961] [INFO ] [CONFIGURE ] COHR: Testing feature 26/29: add_volume_momentum_confirmation
[2025-11-25T09:34:47.458997] [INFO ] [CONFIGURE ] COHR: Testing with features: ['add_bollinger_bands', 'add_volume_momentum_confirmation']
[2025-11-25T09:34:47.672101] [DEBUG] [FORECASTER] COHR: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T09:34:47.888506] [DEBUG] [FORECASTER] COHR: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T09:34:48.105269] [DEBUG] [FORECASTER] COHR: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T09:34:48.323870] [DEBUG] [FORECASTER] COHR: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T09:34:48.547331] [DEBUG] [FORECASTER] COHR: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T09:34:48.763731] [DEBUG] [FORECASTER] COHR: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T09:34:48.980773] [DEBUG] [FORECASTER] COHR: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T09:34:49.207997] [DEBUG] [FORECASTER] COHR: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T09:34:49.450791] [DEBUG] [FORECASTER] COHR: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T09:34:49.694602] [DEBUG] [FORECASTER] COHR: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T09:34:49.694788] [INFO ] [CONFIGURE ] COHR: KEPT add_volume_momentum_confirmation (score: 90.00%)
[2025-11-25T09:34:49.694837] [INFO ] [CONFIGURE ] JOB ETA: 1.2h | Avg: 2.8s/test | Remaining: 1520 tests
[2025-11-25T09:34:49.694875] [INFO ] [CONFIGURE ] COHR: Testing feature 27/29: add_volume_price_divergence
[2025-11-25T09:34:49.694911] [INFO ] [CONFIGURE ] COHR: Testing with features: ['add_bollinger_bands', 'add_volume_momentum_confirmation', 'add_volume_price_divergence']
[2025-11-25T09:34:49.968600] [DEBUG] [FORECASTER] COHR: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T09:34:50.253808] [DEBUG] [FORECASTER] COHR: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T09:34:50.529013] [DEBUG] [FORECASTER] COHR: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T09:34:50.778619] [DEBUG] [FORECASTER] COHR: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T09:34:51.021935] [DEBUG] [FORECASTER] COHR: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T09:34:51.270351] [DEBUG] [FORECASTER] COHR: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T09:34:51.512587] [DEBUG] [FORECASTER] COHR: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T09:34:51.793867] [DEBUG] [FORECASTER] COHR: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T09:34:52.050725] [DEBUG] [FORECASTER] COHR: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T09:34:52.297228] [DEBUG] [FORECASTER] COHR: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T09:34:52.297437] [INFO ] [CONFIGURE ] COHR: DISCARDED add_volume_price_divergence (score: 70.00%)
[2025-11-25T09:34:52.297496] [INFO ] [CONFIGURE ] JOB ETA: 1.2h | Avg: 2.8s/test | Remaining: 1519 tests
[2025-11-25T09:34:52.297573] [INFO ] [CONFIGURE ] COHR: Testing feature 28/29: add_volume_profile
[2025-11-25T09:34:52.297630] [INFO ] [CONFIGURE ] COHR: Testing with features: ['add_bollinger_bands', 'add_volume_momentum_confirmation', 'add_volume_profile']
[2025-11-25T09:34:52.540820] [DEBUG] [FORECASTER] COHR: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T09:34:52.800300] [DEBUG] [FORECASTER] COHR: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T09:34:53.055593] [DEBUG] [FORECASTER] COHR: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T09:34:53.297511] [DEBUG] [FORECASTER] COHR: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T09:34:53.535312] [DEBUG] [FORECASTER] COHR: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T09:34:53.778545] [DEBUG] [FORECASTER] COHR: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T09:34:54.016512] [DEBUG] [FORECASTER] COHR: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T09:34:54.270440] [DEBUG] [FORECASTER] COHR: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T09:34:54.526264] [DEBUG] [FORECASTER] COHR: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T09:34:54.780384] [DEBUG] [FORECASTER] COHR: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T09:34:54.780561] [INFO ] [CONFIGURE ] COHR: DISCARDED add_volume_profile (score: 70.00%)
[2025-11-25T09:34:54.780618] [INFO ] [CONFIGURE ] JOB ETA: 1.2h | Avg: 2.8s/test | Remaining: 1518 tests
[2025-11-25T09:34:54.780763] [INFO ] [CONFIGURE ] COHR: Testing feature 29/29: add_vwap
[2025-11-25T09:34:54.780817] [INFO ] [CONFIGURE ] COHR: Testing with features: ['add_bollinger_bands', 'add_volume_momentum_confirmation', 'add_vwap']
[2025-11-25T09:34:55.034301] [DEBUG] [FORECASTER] COHR: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T09:34:55.282905] [DEBUG] [FORECASTER] COHR: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T09:34:55.528491] [DEBUG] [FORECASTER] COHR: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T09:34:55.770473] [DEBUG] [FORECASTER] COHR: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T09:34:56.020184] [DEBUG] [FORECASTER] COHR: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T09:34:56.268506] [DEBUG] [FORECASTER] COHR: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T09:34:56.520116] [DEBUG] [FORECASTER] COHR: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T09:34:56.783018] [DEBUG] [FORECASTER] COHR: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T09:34:57.054152] [DEBUG] [FORECASTER] COHR: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T09:34:57.393974] [DEBUG] [FORECASTER] COHR: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T09:34:57.394226] [INFO ] [CONFIGURE ] COHR: DISCARDED add_vwap (score: 60.00%)
[2025-11-25T09:34:57.394300] [INFO ] [CONFIGURE ] JOB ETA: 1.2h | Avg: 2.8s/test | Remaining: 1517 tests
[2025-11-25T09:34:57.394418] [INFO ] [CONFIGURE ] COHR: ===== FEATURE SELECTION COMPLETE =====
[2025-11-25T09:34:57.394519] [INFO ] [CONFIGURE ] COHR: Best accuracy: 90.00%
[2025-11-25T09:34:57.394581] [INFO ] [CONFIGURE ] COHR: Best feature set (2 features): ['add_bollinger_bands', 'add_volume_momentum_confirmation']
[2025-11-25T09:34:57.394631] [INFO ] [CONFIGURE ] COHR: Improvement over baseline: 30.00%
[2025-11-25T09:34:57.394699] [INFO ] [CONFIGURE ] COHR: Total time: 1.2 minutes
[2025-11-25T09:34:57.394758] [INFO ] [CONFIGURE ] COHR: Average time per feature: 2.4 seconds
[2025-11-25T09:34:57.394827] [INFO ] [CONFIGURE ] COHR: Average speed: 0.41 features/sec
[2025-11-25T09:34:57.395379] [INFO ] [LOCAL     ] Saved configuration for COHR: 2 features, 90.00% accuracy -> ./output/feature-sets/COHR.json
[2025-11-25T09:34:57.395459] [INFO ] [CONFIGURE ] COHR: Configuration saved successfully: 2 features, 90.00% accuracy.
[2025-11-25T09:34:57.395545] [INFO ] [sig       ] [113/164] Successfully configured COHR | 0.01 sym/s | Total: 2.6h | ETA: 1.2h
[2025-11-25T09:34:57.395623] [INFO ] [sig       ] [114/164] Configuring COLD...
[2025-11-25T09:34:57.395685] [INFO ] [CONFIGURE ] COLD: Configurate test run.
[2025-11-25T09:34:57.395740] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'COLD' from 'https://tdm.silogroup.org/data/derivative_storage/COLD.csv'.
[2025-11-25T09:34:57.413709] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'COLD'.
[2025-11-25T09:34:57.414346] [INFO ] [CONFIGURE ] COLD: Testing with 29 available features
[2025-11-25T09:34:57.414438] [INFO ] [CONFIGURE ] COLD: Establishing baseline with no features...
[2025-11-25T09:34:57.654449] [DEBUG] [FORECASTER] COLD: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0
[2025-11-25T09:34:57.877940] [DEBUG] [FORECASTER] COLD: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T09:34:58.069245] [DEBUG] [FORECASTER] COLD: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T09:34:58.260005] [DEBUG] [FORECASTER] COLD: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T09:34:58.441473] [DEBUG] [FORECASTER] COLD: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-25T09:34:58.623721] [DEBUG] [FORECASTER] COLD: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T09:34:58.805742] [DEBUG] [FORECASTER] COLD: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T09:34:58.990027] [DEBUG] [FORECASTER] COLD: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T09:34:59.179408] [DEBUG] [FORECASTER] COLD: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-25T09:34:59.361579] [DEBUG] [FORECASTER] COLD: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-11-25T09:34:59.361910] [INFO ] [CONFIGURE ] COLD: Baseline score (no features): 60.00%
[2025-11-25T09:34:59.362037] [INFO ] [CONFIGURE ] COLD: Testing feature 1/29: add_bollinger_bands
[2025-11-25T09:34:59.362141] [INFO ] [CONFIGURE ] COLD: Testing with features: ['add_bollinger_bands']
[2025-11-25T09:34:59.581267] [DEBUG] [FORECASTER] COLD: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T09:34:59.816610] [DEBUG] [FORECASTER] COLD: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T09:35:00.025633] [DEBUG] [FORECASTER] COLD: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T09:35:00.241060] [DEBUG] [FORECASTER] COLD: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T09:35:01.120777] [DEBUG] [FORECASTER] COLD: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-25T09:35:01.443781] [DEBUG] [FORECASTER] COLD: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T09:35:01.679827] [DEBUG] [FORECASTER] COLD: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T09:35:01.913860] [DEBUG] [FORECASTER] COLD: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T09:35:02.130579] [DEBUG] [FORECASTER] COLD: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-25T09:35:02.359484] [DEBUG] [FORECASTER] COLD: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-11-25T09:35:02.359710] [INFO ] [CONFIGURE ] COLD: KEPT add_bollinger_bands (score: 70.00%)
[2025-11-25T09:35:02.359786] [INFO ] [CONFIGURE ] JOB ETA: 1.2h | Avg: 2.8s/test | Remaining: 1516 tests
[2025-11-25T09:35:02.359864] [INFO ] [CONFIGURE ] COLD: Testing feature 2/29: add_cumulative_delta
[2025-11-25T09:35:02.359914] [INFO ] [CONFIGURE ] COLD: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta']
[2025-11-25T09:35:02.620805] [DEBUG] [FORECASTER] COLD: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T09:35:02.872160] [DEBUG] [FORECASTER] COLD: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T09:35:03.146056] [DEBUG] [FORECASTER] COLD: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T09:35:03.424962] [DEBUG] [FORECASTER] COLD: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T09:35:03.692257] [DEBUG] [FORECASTER] COLD: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-25T09:35:03.952288] [DEBUG] [FORECASTER] COLD: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T09:35:04.240417] [DEBUG] [FORECASTER] COLD: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T09:35:04.508914] [DEBUG] [FORECASTER] COLD: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T09:35:04.790235] [DEBUG] [FORECASTER] COLD: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T09:35:05.072564] [DEBUG] [FORECASTER] COLD: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-25T09:35:05.072808] [INFO ] [CONFIGURE ] COLD: KEPT add_cumulative_delta (score: 80.00%)
[2025-11-25T09:35:05.072870] [INFO ] [CONFIGURE ] JOB ETA: 1.2h | Avg: 2.8s/test | Remaining: 1515 tests
[2025-11-25T09:35:05.072919] [INFO ] [CONFIGURE ] COLD: Testing feature 3/29: add_daily_returns
[2025-11-25T09:35:05.072965] [INFO ] [CONFIGURE ] COLD: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns']
[2025-11-25T09:35:05.348314] [DEBUG] [FORECASTER] COLD: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T09:35:05.627235] [DEBUG] [FORECASTER] COLD: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T09:35:05.913712] [DEBUG] [FORECASTER] COLD: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T09:35:06.198792] [DEBUG] [FORECASTER] COLD: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T09:35:06.472018] [DEBUG] [FORECASTER] COLD: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T09:35:06.756663] [DEBUG] [FORECASTER] COLD: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T09:35:07.031096] [DEBUG] [FORECASTER] COLD: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T09:35:07.313551] [DEBUG] [FORECASTER] COLD: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T09:35:07.601521] [DEBUG] [FORECASTER] COLD: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-25T09:35:07.893795] [DEBUG] [FORECASTER] COLD: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-25T09:35:07.893993] [INFO ] [CONFIGURE ] COLD: DISCARDED add_daily_returns (score: 70.00%)
[2025-11-25T09:35:07.894053] [INFO ] [CONFIGURE ] JOB ETA: 1.2h | Avg: 2.8s/test | Remaining: 1514 tests
[2025-11-25T09:35:07.894102] [INFO ] [CONFIGURE ] COLD: Testing feature 4/29: add_ema
[2025-11-25T09:35:07.894152] [INFO ] [CONFIGURE ] COLD: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_ema']
[2025-11-25T09:35:08.218381] [DEBUG] [FORECASTER] COLD: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T09:35:08.549295] [DEBUG] [FORECASTER] COLD: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T09:35:08.897283] [DEBUG] [FORECASTER] COLD: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T09:35:09.231889] [DEBUG] [FORECASTER] COLD: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T09:35:09.568679] [DEBUG] [FORECASTER] COLD: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-25T09:35:09.886889] [DEBUG] [FORECASTER] COLD: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T09:35:10.200923] [DEBUG] [FORECASTER] COLD: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T09:35:10.524658] [DEBUG] [FORECASTER] COLD: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T09:35:10.843258] [DEBUG] [FORECASTER] COLD: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-25T09:35:11.162726] [DEBUG] [FORECASTER] COLD: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-25T09:35:11.162911] [INFO ] [CONFIGURE ] COLD: DISCARDED add_ema (score: 70.00%)
[2025-11-25T09:35:11.162971] [INFO ] [CONFIGURE ] JOB ETA: 1.2h | Avg: 2.8s/test | Remaining: 1513 tests
[2025-11-25T09:35:11.163019] [INFO ] [CONFIGURE ] COLD: Testing feature 5/29: add_exhaustion_signals
[2025-11-25T09:35:11.163065] [INFO ] [CONFIGURE ] COLD: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals']
[2025-11-25T09:35:11.467041] [DEBUG] [FORECASTER] COLD: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T09:35:11.772216] [DEBUG] [FORECASTER] COLD: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T09:35:12.076858] [DEBUG] [FORECASTER] COLD: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T09:35:12.379802] [DEBUG] [FORECASTER] COLD: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T09:35:12.682035] [DEBUG] [FORECASTER] COLD: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T09:35:12.993299] [DEBUG] [FORECASTER] COLD: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T09:35:13.307869] [DEBUG] [FORECASTER] COLD: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T09:35:13.619001] [DEBUG] [FORECASTER] COLD: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T09:35:13.932130] [DEBUG] [FORECASTER] COLD: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-25T09:35:14.258627] [DEBUG] [FORECASTER] COLD: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-25T09:35:14.258842] [INFO ] [CONFIGURE ] COLD: DISCARDED add_exhaustion_signals (score: 70.00%)
[2025-11-25T09:35:14.258902] [INFO ] [CONFIGURE ] JOB ETA: 1.2h | Avg: 2.8s/test | Remaining: 1512 tests
[2025-11-25T09:35:14.258950] [INFO ] [CONFIGURE ] COLD: Testing feature 6/29: add_failed_moves
[2025-11-25T09:35:14.258996] [INFO ] [CONFIGURE ] COLD: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_failed_moves']
[2025-11-25T09:35:14.549740] [DEBUG] [FORECASTER] COLD: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T09:35:14.825703] [DEBUG] [FORECASTER] COLD: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T09:35:15.104050] [DEBUG] [FORECASTER] COLD: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T09:35:15.382344] [DEBUG] [FORECASTER] COLD: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T09:35:15.669026] [DEBUG] [FORECASTER] COLD: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-25T09:35:15.957062] [DEBUG] [FORECASTER] COLD: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T09:35:16.249902] [DEBUG] [FORECASTER] COLD: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T09:35:16.543623] [DEBUG] [FORECASTER] COLD: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T09:35:16.830534] [DEBUG] [FORECASTER] COLD: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-25T09:35:17.116824] [DEBUG] [FORECASTER] COLD: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-25T09:35:17.117020] [INFO ] [CONFIGURE ] COLD: DISCARDED add_failed_moves (score: 70.00%)
[2025-11-25T09:35:17.117099] [INFO ] [CONFIGURE ] JOB ETA: 1.2h | Avg: 2.8s/test | Remaining: 1511 tests
[2025-11-25T09:35:17.117150] [INFO ] [CONFIGURE ] COLD: Testing feature 7/29: add_lag_shelf
[2025-11-25T09:35:17.117235] [INFO ] [CONFIGURE ] COLD: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_lag_shelf']
[2025-11-25T09:35:17.398093] [DEBUG] [FORECASTER] COLD: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T09:35:17.688418] [DEBUG] [FORECASTER] COLD: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T09:35:17.983842] [DEBUG] [FORECASTER] COLD: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T09:35:18.275452] [DEBUG] [FORECASTER] COLD: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T09:35:18.553739] [DEBUG] [FORECASTER] COLD: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-25T09:35:18.845813] [DEBUG] [FORECASTER] COLD: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T09:35:19.126483] [DEBUG] [FORECASTER] COLD: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T09:35:19.423285] [DEBUG] [FORECASTER] COLD: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T09:35:19.710487] [DEBUG] [FORECASTER] COLD: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-25T09:35:19.995545] [DEBUG] [FORECASTER] COLD: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-11-25T09:35:19.995782] [INFO ] [CONFIGURE ] COLD: DISCARDED add_lag_shelf (score: 60.00%)
[2025-11-25T09:35:19.995842] [INFO ] [CONFIGURE ] JOB ETA: 1.2h | Avg: 2.8s/test | Remaining: 1510 tests
[2025-11-25T09:35:19.995889] [INFO ] [CONFIGURE ] COLD: Testing feature 8/29: add_macd
[2025-11-25T09:35:19.995931] [INFO ] [CONFIGURE ] COLD: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_vwap', 'add_macd']
[2025-11-25T09:35:20.362958] [DEBUG] [FORECASTER] COLD: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T09:35:20.737212] [DEBUG] [FORECASTER] COLD: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T09:35:21.123356] [DEBUG] [FORECASTER] COLD: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T09:35:21.499169] [DEBUG] [FORECASTER] COLD: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T09:35:21.921453] [DEBUG] [FORECASTER] COLD: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T09:35:22.300632] [DEBUG] [FORECASTER] COLD: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T09:35:22.671584] [DEBUG] [FORECASTER] COLD: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T09:35:23.039989] [DEBUG] [FORECASTER] COLD: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T09:35:23.402059] [DEBUG] [FORECASTER] COLD: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-25T09:35:23.767880] [DEBUG] [FORECASTER] COLD: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-25T09:35:23.768082] [INFO ] [CONFIGURE ] COLD: DISCARDED add_macd (score: 70.00%)
[2025-11-25T09:35:23.768140] [INFO ] [CONFIGURE ] JOB ETA: 1.2h | Avg: 2.8s/test | Remaining: 1509 tests
[2025-11-25T09:35:23.768187] [INFO ] [CONFIGURE ] COLD: Testing feature 9/29: add_mfi
[2025-11-25T09:35:23.768229] [INFO ] [CONFIGURE ] COLD: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_mfi']
[2025-11-25T09:35:24.055312] [DEBUG] [FORECASTER] COLD: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T09:35:24.361084] [DEBUG] [FORECASTER] COLD: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T09:35:24.658091] [DEBUG] [FORECASTER] COLD: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T09:35:24.956913] [DEBUG] [FORECASTER] COLD: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T09:35:25.252167] [DEBUG] [FORECASTER] COLD: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-25T09:35:25.542864] [DEBUG] [FORECASTER] COLD: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T09:35:25.838560] [DEBUG] [FORECASTER] COLD: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T09:35:26.130204] [DEBUG] [FORECASTER] COLD: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T09:35:26.428520] [DEBUG] [FORECASTER] COLD: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T09:35:26.727171] [DEBUG] [FORECASTER] COLD: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-25T09:35:26.727370] [INFO ] [CONFIGURE ] COLD: DISCARDED add_mfi (score: 80.00%)
[2025-11-25T09:35:26.727429] [INFO ] [CONFIGURE ] JOB ETA: 1.2h | Avg: 2.8s/test | Remaining: 1508 tests
[2025-11-25T09:35:26.727477] [INFO ] [CONFIGURE ] COLD: Testing feature 10/29: add_momentum_acceleration
[2025-11-25T09:35:26.727519] [INFO ] [CONFIGURE ] COLD: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-11-25T09:35:27.100197] [DEBUG] [FORECASTER] COLD: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T09:35:27.468193] [DEBUG] [FORECASTER] COLD: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T09:35:27.850353] [DEBUG] [FORECASTER] COLD: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T09:35:28.241271] [DEBUG] [FORECASTER] COLD: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T09:35:28.590611] [DEBUG] [FORECASTER] COLD: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T09:35:28.966809] [DEBUG] [FORECASTER] COLD: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T09:35:29.361357] [DEBUG] [FORECASTER] COLD: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T09:35:29.741727] [DEBUG] [FORECASTER] COLD: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-25T09:35:30.122321] [DEBUG] [FORECASTER] COLD: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-25T09:35:30.502579] [DEBUG] [FORECASTER] COLD: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-25T09:35:30.502783] [INFO ] [CONFIGURE ] COLD: DISCARDED add_momentum_acceleration (score: 60.00%)
[2025-11-25T09:35:30.502842] [INFO ] [CONFIGURE ] JOB ETA: 1.2h | Avg: 2.8s/test | Remaining: 1507 tests
[2025-11-25T09:35:30.502890] [INFO ] [CONFIGURE ] COLD: Testing feature 11/29: add_obv_daily
[2025-11-25T09:35:30.502933] [INFO ] [CONFIGURE ] COLD: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_obv_daily']
[2025-11-25T09:35:30.797266] [DEBUG] [FORECASTER] COLD: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0
[2025-11-25T09:35:31.097098] [DEBUG] [FORECASTER] COLD: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T09:35:31.393968] [DEBUG] [FORECASTER] COLD: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T09:35:31.687480] [DEBUG] [FORECASTER] COLD: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T09:35:32.002211] [DEBUG] [FORECASTER] COLD: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T09:35:32.284725] [DEBUG] [FORECASTER] COLD: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T09:35:32.554479] [DEBUG] [FORECASTER] COLD: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T09:35:32.826247] [DEBUG] [FORECASTER] COLD: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T09:35:33.097627] [DEBUG] [FORECASTER] COLD: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-25T09:35:33.409179] [DEBUG] [FORECASTER] COLD: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-11-25T09:35:33.409401] [INFO ] [CONFIGURE ] COLD: DISCARDED add_obv_daily (score: 60.00%)
[2025-11-25T09:35:33.409461] [INFO ] [CONFIGURE ] JOB ETA: 1.2h | Avg: 2.8s/test | Remaining: 1506 tests
[2025-11-25T09:35:33.409507] [INFO ] [CONFIGURE ] COLD: Testing feature 12/29: add_obv_interval
[2025-11-25T09:35:33.409577] [INFO ] [CONFIGURE ] COLD: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_obv_interval']
[2025-11-25T09:35:33.693217] [DEBUG] [FORECASTER] COLD: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T09:35:33.970363] [DEBUG] [FORECASTER] COLD: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T09:35:34.241535] [DEBUG] [FORECASTER] COLD: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T09:35:34.539083] [DEBUG] [FORECASTER] COLD: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T09:35:34.807432] [DEBUG] [FORECASTER] COLD: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-25T09:35:35.067396] [DEBUG] [FORECASTER] COLD: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T09:35:35.338902] [DEBUG] [FORECASTER] COLD: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T09:35:35.602316] [DEBUG] [FORECASTER] COLD: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T09:35:35.864269] [DEBUG] [FORECASTER] COLD: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T09:35:36.126132] [DEBUG] [FORECASTER] COLD: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-25T09:35:36.126310] [INFO ] [CONFIGURE ] COLD: DISCARDED add_obv_interval (score: 60.00%)
[2025-11-25T09:35:36.126367] [INFO ] [CONFIGURE ] JOB ETA: 1.2h | Avg: 2.8s/test | Remaining: 1505 tests
[2025-11-25T09:35:36.126414] [INFO ] [CONFIGURE ] COLD: Testing feature 13/29: add_opening_strength
[2025-11-25T09:35:36.126457] [INFO ] [CONFIGURE ] COLD: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns', 'add_opening_strength']
[2025-11-25T09:35:36.408427] [DEBUG] [FORECASTER] COLD: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T09:35:36.702146] [DEBUG] [FORECASTER] COLD: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T09:35:36.989513] [DEBUG] [FORECASTER] COLD: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T09:35:37.288493] [DEBUG] [FORECASTER] COLD: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T09:35:37.576924] [DEBUG] [FORECASTER] COLD: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T09:35:37.869167] [DEBUG] [FORECASTER] COLD: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T09:35:38.162334] [DEBUG] [FORECASTER] COLD: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T09:35:38.473160] [DEBUG] [FORECASTER] COLD: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T09:35:38.772366] [DEBUG] [FORECASTER] COLD: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-25T09:35:39.064434] [DEBUG] [FORECASTER] COLD: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-11-25T09:35:39.064627] [INFO ] [CONFIGURE ] COLD: DISCARDED add_opening_strength (score: 70.00%)
[2025-11-25T09:35:39.064706] [INFO ] [CONFIGURE ] JOB ETA: 1.2h | Avg: 2.8s/test | Remaining: 1504 tests
[2025-11-25T09:35:39.064761] [INFO ] [CONFIGURE ] COLD: Testing feature 14/29: add_order_flow_imbalance
[2025-11-25T09:35:39.064813] [INFO ] [CONFIGURE ] COLD: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_order_flow_imbalance']
[2025-11-25T09:35:39.339685] [DEBUG] [FORECASTER] COLD: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0
[2025-11-25T09:35:39.607096] [DEBUG] [FORECASTER] COLD: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T09:35:39.919009] [DEBUG] [FORECASTER] COLD: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T09:35:40.193609] [DEBUG] [FORECASTER] COLD: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T09:35:40.461760] [DEBUG] [FORECASTER] COLD: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-25T09:35:40.735886] [DEBUG] [FORECASTER] COLD: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T09:35:41.007314] [DEBUG] [FORECASTER] COLD: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T09:35:41.274160] [DEBUG] [FORECASTER] COLD: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T09:35:41.551696] [DEBUG] [FORECASTER] COLD: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-25T09:35:41.836409] [DEBUG] [FORECASTER] COLD: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-25T09:35:41.836587] [INFO ] [CONFIGURE ] COLD: DISCARDED add_order_flow_imbalance (score: 60.00%)
[2025-11-25T09:35:41.836687] [INFO ] [CONFIGURE ] JOB ETA: 1.2h | Avg: 2.8s/test | Remaining: 1503 tests
[2025-11-25T09:35:41.836740] [INFO ] [CONFIGURE ] COLD: Testing feature 15/29: add_pbf_morning_momentum
[2025-11-25T09:35:41.836787] [INFO ] [CONFIGURE ] COLD: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_pbf_morning_momentum']
[2025-11-25T09:35:42.096094] [DEBUG] [FORECASTER] COLD: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T09:35:42.357312] [DEBUG] [FORECASTER] COLD: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T09:35:42.623280] [DEBUG] [FORECASTER] COLD: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T09:35:42.886059] [DEBUG] [FORECASTER] COLD: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T09:35:43.151366] [DEBUG] [FORECASTER] COLD: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-25T09:35:43.413248] [DEBUG] [FORECASTER] COLD: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T09:35:43.674298] [DEBUG] [FORECASTER] COLD: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T09:35:43.953476] [DEBUG] [FORECASTER] COLD: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T09:35:44.216127] [DEBUG] [FORECASTER] COLD: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-25T09:35:44.478462] [DEBUG] [FORECASTER] COLD: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-11-25T09:35:44.478685] [INFO ] [CONFIGURE ] COLD: DISCARDED add_pbf_morning_momentum (score: 50.00%)
[2025-11-25T09:35:44.478749] [INFO ] [CONFIGURE ] JOB ETA: 1.2h | Avg: 2.8s/test | Remaining: 1502 tests
[2025-11-25T09:35:44.478799] [INFO ] [CONFIGURE ] COLD: Testing feature 16/29: add_pbf_overnight_gap
[2025-11-25T09:35:44.478845] [INFO ] [CONFIGURE ] COLD: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_pbf_overnight_gap']
[2025-11-25T09:35:44.757896] [DEBUG] [FORECASTER] COLD: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T09:35:45.037628] [DEBUG] [FORECASTER] COLD: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T09:35:45.319981] [DEBUG] [FORECASTER] COLD: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T09:35:45.605358] [DEBUG] [FORECASTER] COLD: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T09:35:45.882339] [DEBUG] [FORECASTER] COLD: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-25T09:35:46.162996] [DEBUG] [FORECASTER] COLD: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T09:35:46.462660] [DEBUG] [FORECASTER] COLD: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T09:35:46.740678] [DEBUG] [FORECASTER] COLD: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T09:35:47.015711] [DEBUG] [FORECASTER] COLD: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T09:35:47.295437] [DEBUG] [FORECASTER] COLD: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-25T09:35:47.295637] [INFO ] [CONFIGURE ] COLD: DISCARDED add_pbf_overnight_gap (score: 80.00%)
[2025-11-25T09:35:47.295719] [INFO ] [CONFIGURE ] JOB ETA: 1.2h | Avg: 2.8s/test | Remaining: 1501 tests
[2025-11-25T09:35:47.295769] [INFO ] [CONFIGURE ] COLD: Testing feature 17/29: add_pbf_return_2d
[2025-11-25T09:35:47.295815] [INFO ] [CONFIGURE ] COLD: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_pbf_return_2d']
[2025-11-25T09:35:47.562997] [DEBUG] [FORECASTER] COLD: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T09:35:47.835120] [DEBUG] [FORECASTER] COLD: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T09:35:48.101992] [DEBUG] [FORECASTER] COLD: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T09:35:48.372405] [DEBUG] [FORECASTER] COLD: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T09:35:48.641143] [DEBUG] [FORECASTER] COLD: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-25T09:35:48.916165] [DEBUG] [FORECASTER] COLD: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T09:35:49.195109] [DEBUG] [FORECASTER] COLD: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T09:35:49.470082] [DEBUG] [FORECASTER] COLD: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T09:35:49.753140] [DEBUG] [FORECASTER] COLD: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-25T09:35:50.044475] [DEBUG] [FORECASTER] COLD: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-25T09:35:50.044787] [INFO ] [CONFIGURE ] COLD: DISCARDED add_pbf_return_2d (score: 70.00%)
[2025-11-25T09:35:50.044882] [INFO ] [CONFIGURE ] JOB ETA: 1.2h | Avg: 2.8s/test | Remaining: 1500 tests
[2025-11-25T09:35:50.044961] [INFO ] [CONFIGURE ] COLD: Testing feature 18/29: add_pbf_volatility_5d
[2025-11-25T09:35:50.045036] [INFO ] [CONFIGURE ] COLD: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_pbf_volatility_5d']
[2025-11-25T09:35:50.322875] [DEBUG] [FORECASTER] COLD: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T09:35:50.576896] [DEBUG] [FORECASTER] COLD: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T09:35:50.827605] [DEBUG] [FORECASTER] COLD: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T09:35:51.104237] [DEBUG] [FORECASTER] COLD: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T09:35:51.383385] [DEBUG] [FORECASTER] COLD: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-25T09:35:51.655638] [DEBUG] [FORECASTER] COLD: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T09:35:51.948246] [DEBUG] [FORECASTER] COLD: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T09:35:52.203119] [DEBUG] [FORECASTER] COLD: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T09:35:52.458674] [DEBUG] [FORECASTER] COLD: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-25T09:35:52.745082] [DEBUG] [FORECASTER] COLD: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-25T09:35:52.745285] [INFO ] [CONFIGURE ] COLD: DISCARDED add_pbf_volatility_5d (score: 70.00%)
[2025-11-25T09:35:52.745343] [INFO ] [CONFIGURE ] JOB ETA: 1.2h | Avg: 2.8s/test | Remaining: 1499 tests
[2025-11-25T09:35:52.745391] [INFO ] [CONFIGURE ] COLD: Testing feature 19/29: add_pbf_vs_sma_5
[2025-11-25T09:35:52.745435] [INFO ] [CONFIGURE ] COLD: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_pbf_vs_sma_5']
[2025-11-25T09:35:53.010020] [DEBUG] [FORECASTER] COLD: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T09:35:53.307331] [DEBUG] [FORECASTER] COLD: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T09:35:53.646054] [DEBUG] [FORECASTER] COLD: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T09:35:53.955027] [DEBUG] [FORECASTER] COLD: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T09:35:54.282608] [DEBUG] [FORECASTER] COLD: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-25T09:35:54.571909] [DEBUG] [FORECASTER] COLD: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T09:35:54.845175] [DEBUG] [FORECASTER] COLD: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T09:35:55.101815] [DEBUG] [FORECASTER] COLD: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T09:35:55.358566] [DEBUG] [FORECASTER] COLD: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T09:35:55.609718] [DEBUG] [FORECASTER] COLD: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-25T09:35:55.609914] [INFO ] [CONFIGURE ] COLD: DISCARDED add_pbf_vs_sma_5 (score: 80.00%)
[2025-11-25T09:35:55.609976] [INFO ] [CONFIGURE ] JOB ETA: 1.2h | Avg: 2.8s/test | Remaining: 1498 tests
[2025-11-25T09:35:55.610026] [INFO ] [CONFIGURE ] COLD: Testing feature 20/29: add_price_rejection
[2025-11-25T09:35:55.610073] [INFO ] [CONFIGURE ] COLD: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_price_rejection']
[2025-11-25T09:35:55.881219] [DEBUG] [FORECASTER] COLD: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T09:35:56.155734] [DEBUG] [FORECASTER] COLD: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T09:35:56.432692] [DEBUG] [FORECASTER] COLD: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T09:35:56.714030] [DEBUG] [FORECASTER] COLD: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T09:35:56.983615] [DEBUG] [FORECASTER] COLD: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-25T09:35:57.256792] [DEBUG] [FORECASTER] COLD: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T09:35:57.537480] [DEBUG] [FORECASTER] COLD: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T09:35:57.822579] [DEBUG] [FORECASTER] COLD: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-25T09:35:58.099421] [DEBUG] [FORECASTER] COLD: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T09:35:58.377211] [DEBUG] [FORECASTER] COLD: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-11-25T09:35:58.377427] [INFO ] [CONFIGURE ] COLD: DISCARDED add_price_rejection (score: 60.00%)
[2025-11-25T09:35:58.377492] [INFO ] [CONFIGURE ] JOB ETA: 1.2h | Avg: 2.8s/test | Remaining: 1497 tests
[2025-11-25T09:35:58.377539] [INFO ] [CONFIGURE ] COLD: Testing feature 21/29: add_range_position
[2025-11-25T09:35:58.377582] [INFO ] [CONFIGURE ] COLD: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_range_position']
[2025-11-25T09:35:58.670176] [DEBUG] [FORECASTER] COLD: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T09:35:58.956827] [DEBUG] [FORECASTER] COLD: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T09:35:59.253737] [DEBUG] [FORECASTER] COLD: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T09:35:59.550821] [DEBUG] [FORECASTER] COLD: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T09:35:59.840699] [DEBUG] [FORECASTER] COLD: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-25T09:36:00.135740] [DEBUG] [FORECASTER] COLD: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T09:36:01.130121] [DEBUG] [FORECASTER] COLD: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T09:36:01.518736] [DEBUG] [FORECASTER] COLD: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-25T09:36:01.842693] [DEBUG] [FORECASTER] COLD: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T09:36:02.155854] [DEBUG] [FORECASTER] COLD: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-11-25T09:36:02.156043] [INFO ] [CONFIGURE ] COLD: DISCARDED add_range_position (score: 50.00%)
[2025-11-25T09:36:02.156125] [INFO ] [CONFIGURE ] JOB ETA: 1.2h | Avg: 2.8s/test | Remaining: 1496 tests
[2025-11-25T09:36:02.156180] [INFO ] [CONFIGURE ] COLD: Testing feature 22/29: add_realized_volatility
[2025-11-25T09:36:02.156227] [INFO ] [CONFIGURE ] COLD: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_realized_volatility']
[2025-11-25T09:36:02.543820] [DEBUG] [FORECASTER] COLD: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T09:36:02.926603] [DEBUG] [FORECASTER] COLD: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T09:36:03.290782] [DEBUG] [FORECASTER] COLD: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T09:36:03.663514] [DEBUG] [FORECASTER] COLD: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T09:36:04.030761] [DEBUG] [FORECASTER] COLD: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-25T09:36:04.415033] [DEBUG] [FORECASTER] COLD: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T09:36:04.783947] [DEBUG] [FORECASTER] COLD: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T09:36:05.156270] [DEBUG] [FORECASTER] COLD: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T09:36:05.531786] [DEBUG] [FORECASTER] COLD: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-25T09:36:05.908376] [DEBUG] [FORECASTER] COLD: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-11-25T09:36:05.908576] [INFO ] [CONFIGURE ] COLD: DISCARDED add_realized_volatility (score: 60.00%)
[2025-11-25T09:36:05.908636] [INFO ] [CONFIGURE ] JOB ETA: 1.2h | Avg: 2.8s/test | Remaining: 1495 tests
[2025-11-25T09:36:05.908706] [INFO ] [CONFIGURE ] COLD: Testing feature 23/29: add_recent_range_context
[2025-11-25T09:36:05.908754] [INFO ] [CONFIGURE ] COLD: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_recent_range_context']
[2025-11-25T09:36:06.179418] [DEBUG] [FORECASTER] COLD: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T09:36:06.453571] [DEBUG] [FORECASTER] COLD: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T09:36:06.733417] [DEBUG] [FORECASTER] COLD: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T09:36:07.005522] [DEBUG] [FORECASTER] COLD: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T09:36:07.270016] [DEBUG] [FORECASTER] COLD: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T09:36:07.531908] [DEBUG] [FORECASTER] COLD: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T09:36:07.795076] [DEBUG] [FORECASTER] COLD: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T09:36:08.057827] [DEBUG] [FORECASTER] COLD: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T09:36:08.323525] [DEBUG] [FORECASTER] COLD: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-25T09:36:08.595367] [DEBUG] [FORECASTER] COLD: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-25T09:36:08.595565] [INFO ] [CONFIGURE ] COLD: DISCARDED add_recent_range_context (score: 80.00%)
[2025-11-25T09:36:08.595628] [INFO ] [CONFIGURE ] JOB ETA: 1.2h | Avg: 2.8s/test | Remaining: 1494 tests
[2025-11-25T09:36:08.595702] [INFO ] [CONFIGURE ] COLD: Testing feature 24/29: add_rsi
[2025-11-25T09:36:08.595748] [INFO ] [CONFIGURE ] COLD: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_ema', 'add_rsi']
[2025-11-25T09:36:08.902621] [DEBUG] [FORECASTER] COLD: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T09:36:09.214898] [DEBUG] [FORECASTER] COLD: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T09:36:09.520926] [DEBUG] [FORECASTER] COLD: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T09:36:09.833407] [DEBUG] [FORECASTER] COLD: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T09:36:10.238629] [DEBUG] [FORECASTER] COLD: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-25T09:36:10.577036] [DEBUG] [FORECASTER] COLD: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T09:36:10.910073] [DEBUG] [FORECASTER] COLD: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T09:36:11.260324] [DEBUG] [FORECASTER] COLD: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T09:36:11.622024] [DEBUG] [FORECASTER] COLD: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T09:36:11.976443] [DEBUG] [FORECASTER] COLD: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-25T09:36:11.976696] [INFO ] [CONFIGURE ] COLD: DISCARDED add_rsi (score: 80.00%)
[2025-11-25T09:36:11.976763] [INFO ] [CONFIGURE ] JOB ETA: 1.2h | Avg: 2.8s/test | Remaining: 1493 tests
[2025-11-25T09:36:11.976824] [INFO ] [CONFIGURE ] COLD: Testing feature 25/29: add_tick_distribution
[2025-11-25T09:36:11.976874] [INFO ] [CONFIGURE ] COLD: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_tick_distribution']
[2025-11-25T09:36:12.266757] [DEBUG] [FORECASTER] COLD: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0
[2025-11-25T09:36:12.558340] [DEBUG] [FORECASTER] COLD: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T09:36:12.844470] [DEBUG] [FORECASTER] COLD: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T09:36:13.131170] [DEBUG] [FORECASTER] COLD: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T09:36:13.424389] [DEBUG] [FORECASTER] COLD: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-25T09:36:13.713779] [DEBUG] [FORECASTER] COLD: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T09:36:14.001134] [DEBUG] [FORECASTER] COLD: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T09:36:14.299072] [DEBUG] [FORECASTER] COLD: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T09:36:14.595146] [DEBUG] [FORECASTER] COLD: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T09:36:14.880188] [DEBUG] [FORECASTER] COLD: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-11-25T09:36:14.880369] [INFO ] [CONFIGURE ] COLD: DISCARDED add_tick_distribution (score: 60.00%)
[2025-11-25T09:36:14.880429] [INFO ] [CONFIGURE ] JOB ETA: 1.2h | Avg: 2.8s/test | Remaining: 1492 tests
[2025-11-25T09:36:14.880477] [INFO ] [CONFIGURE ] COLD: Testing feature 26/29: add_volume_momentum_confirmation
[2025-11-25T09:36:14.880522] [INFO ] [CONFIGURE ] COLD: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_volume_momentum_confirmation']
[2025-11-25T09:36:15.158254] [DEBUG] [FORECASTER] COLD: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T09:36:15.435161] [DEBUG] [FORECASTER] COLD: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T09:36:15.717546] [DEBUG] [FORECASTER] COLD: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T09:36:16.012077] [DEBUG] [FORECASTER] COLD: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T09:36:16.308631] [DEBUG] [FORECASTER] COLD: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-25T09:36:16.591769] [DEBUG] [FORECASTER] COLD: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T09:36:16.871728] [DEBUG] [FORECASTER] COLD: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T09:36:17.152073] [DEBUG] [FORECASTER] COLD: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-25T09:36:17.452719] [DEBUG] [FORECASTER] COLD: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-25T09:36:17.735454] [DEBUG] [FORECASTER] COLD: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-11-25T09:36:17.735627] [INFO ] [CONFIGURE ] COLD: DISCARDED add_volume_momentum_confirmation (score: 50.00%)
[2025-11-25T09:36:17.735707] [INFO ] [CONFIGURE ] JOB ETA: 1.2h | Avg: 2.8s/test | Remaining: 1491 tests
[2025-11-25T09:36:17.735760] [INFO ] [CONFIGURE ] COLD: Testing feature 27/29: add_volume_price_divergence
[2025-11-25T09:36:17.735805] [INFO ] [CONFIGURE ] COLD: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_volume_price_divergence']
[2025-11-25T09:36:18.043515] [DEBUG] [FORECASTER] COLD: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T09:36:18.363480] [DEBUG] [FORECASTER] COLD: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T09:36:18.667685] [DEBUG] [FORECASTER] COLD: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T09:36:18.972884] [DEBUG] [FORECASTER] COLD: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T09:36:19.291244] [DEBUG] [FORECASTER] COLD: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-25T09:36:19.595441] [DEBUG] [FORECASTER] COLD: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T09:36:19.903190] [DEBUG] [FORECASTER] COLD: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T09:36:20.212693] [DEBUG] [FORECASTER] COLD: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-25T09:36:20.517865] [DEBUG] [FORECASTER] COLD: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-25T09:36:20.826352] [DEBUG] [FORECASTER] COLD: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-25T09:36:20.826566] [INFO ] [CONFIGURE ] COLD: DISCARDED add_volume_price_divergence (score: 50.00%)
[2025-11-25T09:36:20.826626] [INFO ] [CONFIGURE ] JOB ETA: 1.2h | Avg: 2.8s/test | Remaining: 1490 tests
[2025-11-25T09:36:20.826702] [INFO ] [CONFIGURE ] COLD: Testing feature 28/29: add_volume_profile
[2025-11-25T09:36:20.826747] [INFO ] [CONFIGURE ] COLD: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_volume_profile']
[2025-11-25T09:36:21.117849] [DEBUG] [FORECASTER] COLD: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T09:36:21.405844] [DEBUG] [FORECASTER] COLD: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T09:36:21.700318] [DEBUG] [FORECASTER] COLD: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T09:36:22.030573] [DEBUG] [FORECASTER] COLD: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T09:36:22.332873] [DEBUG] [FORECASTER] COLD: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-25T09:36:22.634709] [DEBUG] [FORECASTER] COLD: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T09:36:22.940928] [DEBUG] [FORECASTER] COLD: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T09:36:23.228946] [DEBUG] [FORECASTER] COLD: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T09:36:23.514245] [DEBUG] [FORECASTER] COLD: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T09:36:23.786975] [DEBUG] [FORECASTER] COLD: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-11-25T09:36:23.787183] [INFO ] [CONFIGURE ] COLD: DISCARDED add_volume_profile (score: 60.00%)
[2025-11-25T09:36:23.787241] [INFO ] [CONFIGURE ] JOB ETA: 1.2h | Avg: 2.8s/test | Remaining: 1489 tests
[2025-11-25T09:36:23.787285] [INFO ] [CONFIGURE ] COLD: Testing feature 29/29: add_vwap
[2025-11-25T09:36:23.787329] [INFO ] [CONFIGURE ] COLD: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_vwap']
[2025-11-25T09:36:24.082013] [DEBUG] [FORECASTER] COLD: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T09:36:24.420769] [DEBUG] [FORECASTER] COLD: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T09:36:24.719361] [DEBUG] [FORECASTER] COLD: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T09:36:25.024172] [DEBUG] [FORECASTER] COLD: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T09:36:25.331954] [DEBUG] [FORECASTER] COLD: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-25T09:36:25.655432] [DEBUG] [FORECASTER] COLD: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T09:36:25.960893] [DEBUG] [FORECASTER] COLD: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T09:36:26.267361] [DEBUG] [FORECASTER] COLD: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T09:36:26.576807] [DEBUG] [FORECASTER] COLD: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T09:36:26.885311] [DEBUG] [FORECASTER] COLD: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-25T09:36:26.885514] [INFO ] [CONFIGURE ] COLD: DISCARDED add_vwap (score: 80.00%)
[2025-11-25T09:36:26.885574] [INFO ] [CONFIGURE ] JOB ETA: 1.2h | Avg: 2.8s/test | Remaining: 1488 tests
[2025-11-25T09:36:26.885623] [INFO ] [CONFIGURE ] COLD: ===== FEATURE SELECTION COMPLETE =====
[2025-11-25T09:36:26.885686] [INFO ] [CONFIGURE ] COLD: Best accuracy: 80.00%
[2025-11-25T09:36:26.885734] [INFO ] [CONFIGURE ] COLD: Best feature set (2 features): ['add_bollinger_bands', 'add_cumulative_delta']
[2025-11-25T09:36:26.885775] [INFO ] [CONFIGURE ] COLD: Improvement over baseline: 20.00%
[2025-11-25T09:36:26.885814] [INFO ] [CONFIGURE ] COLD: Total time: 1.5 minutes
[2025-11-25T09:36:26.885853] [INFO ] [CONFIGURE ] COLD: Average time per feature: 3.0 seconds
[2025-11-25T09:36:26.885893] [INFO ] [CONFIGURE ] COLD: Average speed: 0.33 features/sec
[2025-11-25T09:36:26.886317] [INFO ] [LOCAL     ] Saved configuration for COLD: 2 features, 80.00% accuracy -> ./output/feature-sets/COLD.json
[2025-11-25T09:36:26.886377] [INFO ] [CONFIGURE ] COLD: Configuration saved successfully: 2 features, 80.00% accuracy.
[2025-11-25T09:36:26.886422] [INFO ] [sig       ] [114/164] Successfully configured COLD | 0.01 sym/s | Total: 2.6h | ETA: 1.1h
[2025-11-25T09:36:26.886468] [INFO ] [sig       ] [115/164] Configuring COOK...
[2025-11-25T09:36:26.886511] [INFO ] [CONFIGURE ] COOK: Configurate test run.
[2025-11-25T09:36:26.886551] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'COOK' from 'https://tdm.silogroup.org/data/derivative_storage/COOK.csv'.
[2025-11-25T09:36:26.899893] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'COOK'.
[2025-11-25T09:36:26.900254] [INFO ] [CONFIGURE ] COOK: Testing with 29 available features
[2025-11-25T09:36:26.900316] [INFO ] [CONFIGURE ] COOK: Establishing baseline with no features...
[2025-11-25T09:36:27.093503] [DEBUG] [FORECASTER] COOK: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T09:36:27.287128] [DEBUG] [FORECASTER] COOK: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T09:36:27.484437] [DEBUG] [FORECASTER] COOK: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T09:36:27.675096] [DEBUG] [FORECASTER] COOK: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T09:36:27.871155] [DEBUG] [FORECASTER] COOK: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T09:36:28.037523] [DEBUG] [FORECASTER] COOK: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T09:36:28.204472] [DEBUG] [FORECASTER] COOK: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T09:36:28.376018] [DEBUG] [FORECASTER] COOK: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T09:36:28.549227] [DEBUG] [FORECASTER] COOK: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T09:36:28.724319] [DEBUG] [FORECASTER] COOK: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T09:36:28.724497] [INFO ] [CONFIGURE ] COOK: Baseline score (no features): 60.00%
[2025-11-25T09:36:28.724574] [INFO ] [CONFIGURE ] COOK: Testing feature 1/29: add_bollinger_bands
[2025-11-25T09:36:28.724623] [INFO ] [CONFIGURE ] COOK: Testing with features: ['add_bollinger_bands']
[2025-11-25T09:36:28.926299] [DEBUG] [FORECASTER] COOK: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T09:36:29.132149] [DEBUG] [FORECASTER] COOK: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T09:36:29.337367] [DEBUG] [FORECASTER] COOK: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T09:36:29.548633] [DEBUG] [FORECASTER] COOK: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T09:36:29.769667] [DEBUG] [FORECASTER] COOK: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T09:36:29.977763] [DEBUG] [FORECASTER] COOK: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T09:36:30.193352] [DEBUG] [FORECASTER] COOK: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T09:36:30.399236] [DEBUG] [FORECASTER] COOK: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T09:36:30.604276] [DEBUG] [FORECASTER] COOK: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T09:36:30.816447] [DEBUG] [FORECASTER] COOK: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T09:36:30.816626] [INFO ] [CONFIGURE ] COOK: DISCARDED add_bollinger_bands (score: 40.00%)
[2025-11-25T09:36:30.816695] [INFO ] [CONFIGURE ] JOB ETA: 1.2h | Avg: 2.8s/test | Remaining: 1487 tests
[2025-11-25T09:36:30.816769] [INFO ] [CONFIGURE ] COOK: Testing feature 2/29: add_cumulative_delta
[2025-11-25T09:36:30.816818] [INFO ] [CONFIGURE ] COOK: Testing with features: ['add_cumulative_delta']
[2025-11-25T09:36:31.027294] [DEBUG] [FORECASTER] COOK: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T09:36:31.243742] [DEBUG] [FORECASTER] COOK: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T09:36:31.454144] [DEBUG] [FORECASTER] COOK: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T09:36:31.672201] [DEBUG] [FORECASTER] COOK: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T09:36:31.899563] [DEBUG] [FORECASTER] COOK: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T09:36:32.112892] [DEBUG] [FORECASTER] COOK: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T09:36:32.323531] [DEBUG] [FORECASTER] COOK: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T09:36:32.542487] [DEBUG] [FORECASTER] COOK: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T09:36:32.759126] [DEBUG] [FORECASTER] COOK: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T09:36:33.002131] [DEBUG] [FORECASTER] COOK: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T09:36:33.002627] [INFO ] [CONFIGURE ] COOK: DISCARDED add_cumulative_delta (score: 50.00%)
[2025-11-25T09:36:33.002734] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 2.8s/test | Remaining: 1486 tests
[2025-11-25T09:36:33.002796] [INFO ] [CONFIGURE ] COOK: Testing feature 3/29: add_daily_returns
[2025-11-25T09:36:33.002875] [INFO ] [CONFIGURE ] COOK: Testing with features: ['add_daily_returns']
[2025-11-25T09:36:33.194246] [DEBUG] [FORECASTER] COOK: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T09:36:33.394438] [DEBUG] [FORECASTER] COOK: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T09:36:33.580325] [DEBUG] [FORECASTER] COOK: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T09:36:33.766354] [DEBUG] [FORECASTER] COOK: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T09:36:33.958765] [DEBUG] [FORECASTER] COOK: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T09:36:34.146117] [DEBUG] [FORECASTER] COOK: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T09:36:34.340875] [DEBUG] [FORECASTER] COOK: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T09:36:34.529696] [DEBUG] [FORECASTER] COOK: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T09:36:34.718040] [DEBUG] [FORECASTER] COOK: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T09:36:34.906742] [DEBUG] [FORECASTER] COOK: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T09:36:34.906909] [INFO ] [CONFIGURE ] COOK: DISCARDED add_daily_returns (score: 60.00%)
[2025-11-25T09:36:34.906958] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 2.8s/test | Remaining: 1485 tests
[2025-11-25T09:36:34.906996] [INFO ] [CONFIGURE ] COOK: Testing feature 4/29: add_ema
[2025-11-25T09:36:34.907033] [INFO ] [CONFIGURE ] COOK: Testing with features: ['add_ema']
[2025-11-25T09:36:35.125085] [DEBUG] [FORECASTER] COOK: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T09:36:35.349714] [DEBUG] [FORECASTER] COOK: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T09:36:35.572751] [DEBUG] [FORECASTER] COOK: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T09:36:35.790237] [DEBUG] [FORECASTER] COOK: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T09:36:36.006620] [DEBUG] [FORECASTER] COOK: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T09:36:36.224099] [DEBUG] [FORECASTER] COOK: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T09:36:36.442907] [DEBUG] [FORECASTER] COOK: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T09:36:36.675189] [DEBUG] [FORECASTER] COOK: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T09:36:36.909548] [DEBUG] [FORECASTER] COOK: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T09:36:37.133000] [DEBUG] [FORECASTER] COOK: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T09:36:37.133177] [INFO ] [CONFIGURE ] COOK: DISCARDED add_ema (score: 60.00%)
[2025-11-25T09:36:37.133227] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 2.8s/test | Remaining: 1484 tests
[2025-11-25T09:36:37.133267] [INFO ] [CONFIGURE ] COOK: Testing feature 5/29: add_exhaustion_signals
[2025-11-25T09:36:37.133303] [INFO ] [CONFIGURE ] COOK: Testing with features: ['add_vwap', 'add_exhaustion_signals']
[2025-11-25T09:36:37.354012] [DEBUG] [FORECASTER] COOK: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T09:36:37.578822] [DEBUG] [FORECASTER] COOK: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T09:36:37.800387] [DEBUG] [FORECASTER] COOK: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T09:36:38.046846] [DEBUG] [FORECASTER] COOK: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T09:36:38.279929] [DEBUG] [FORECASTER] COOK: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T09:36:38.506009] [DEBUG] [FORECASTER] COOK: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T09:36:38.742088] [DEBUG] [FORECASTER] COOK: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T09:36:38.971769] [DEBUG] [FORECASTER] COOK: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T09:36:39.205518] [DEBUG] [FORECASTER] COOK: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T09:36:39.430556] [DEBUG] [FORECASTER] COOK: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T09:36:39.430751] [INFO ] [CONFIGURE ] COOK: DISCARDED add_exhaustion_signals (score: 60.00%)
[2025-11-25T09:36:39.430810] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 2.8s/test | Remaining: 1483 tests
[2025-11-25T09:36:39.430852] [INFO ] [CONFIGURE ] COOK: Testing feature 6/29: add_failed_moves
[2025-11-25T09:36:39.430895] [INFO ] [CONFIGURE ] COOK: Testing with features: ['add_failed_moves']
[2025-11-25T09:36:39.613790] [DEBUG] [FORECASTER] COOK: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T09:36:39.795818] [DEBUG] [FORECASTER] COOK: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T09:36:39.981577] [DEBUG] [FORECASTER] COOK: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T09:36:40.171012] [DEBUG] [FORECASTER] COOK: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T09:36:40.361448] [DEBUG] [FORECASTER] COOK: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T09:36:40.558052] [DEBUG] [FORECASTER] COOK: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T09:36:40.774682] [DEBUG] [FORECASTER] COOK: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T09:36:41.024746] [DEBUG] [FORECASTER] COOK: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T09:36:41.271690] [DEBUG] [FORECASTER] COOK: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T09:36:41.480968] [DEBUG] [FORECASTER] COOK: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T09:36:41.481159] [INFO ] [CONFIGURE ] COOK: DISCARDED add_failed_moves (score: 50.00%)
[2025-11-25T09:36:41.481209] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 2.8s/test | Remaining: 1482 tests
[2025-11-25T09:36:41.481248] [INFO ] [CONFIGURE ] COOK: Testing feature 7/29: add_lag_shelf
[2025-11-25T09:36:41.481285] [INFO ] [CONFIGURE ] COOK: Testing with features: ['add_lag_shelf']
[2025-11-25T09:36:41.657970] [DEBUG] [FORECASTER] COOK: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T09:36:41.830837] [DEBUG] [FORECASTER] COOK: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T09:36:42.006306] [DEBUG] [FORECASTER] COOK: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T09:36:42.181985] [DEBUG] [FORECASTER] COOK: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T09:36:42.359215] [DEBUG] [FORECASTER] COOK: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T09:36:42.542436] [DEBUG] [FORECASTER] COOK: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T09:36:42.720564] [DEBUG] [FORECASTER] COOK: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T09:36:42.892500] [DEBUG] [FORECASTER] COOK: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T09:36:43.064380] [DEBUG] [FORECASTER] COOK: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T09:36:43.234581] [DEBUG] [FORECASTER] COOK: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T09:36:43.234746] [INFO ] [CONFIGURE ] COOK: DISCARDED add_lag_shelf (score: 60.00%)
[2025-11-25T09:36:43.234799] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 2.8s/test | Remaining: 1481 tests
[2025-11-25T09:36:43.234838] [INFO ] [CONFIGURE ] COOK: Testing feature 8/29: add_macd
[2025-11-25T09:36:43.234873] [INFO ] [CONFIGURE ] COOK: Testing with features: ['add_vwap', 'add_macd']
[2025-11-25T09:36:43.494763] [DEBUG] [FORECASTER] COOK: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T09:36:43.756323] [DEBUG] [FORECASTER] COOK: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T09:36:44.020233] [DEBUG] [FORECASTER] COOK: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T09:36:44.296944] [DEBUG] [FORECASTER] COOK: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T09:36:44.571736] [DEBUG] [FORECASTER] COOK: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T09:36:44.847592] [DEBUG] [FORECASTER] COOK: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T09:36:45.123627] [DEBUG] [FORECASTER] COOK: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T09:36:45.390292] [DEBUG] [FORECASTER] COOK: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-25T09:36:45.660527] [DEBUG] [FORECASTER] COOK: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T09:36:45.937502] [DEBUG] [FORECASTER] COOK: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T09:36:45.937734] [INFO ] [CONFIGURE ] COOK: DISCARDED add_macd (score: 50.00%)
[2025-11-25T09:36:45.937791] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 2.8s/test | Remaining: 1480 tests
[2025-11-25T09:36:45.937841] [INFO ] [CONFIGURE ] COOK: Testing feature 9/29: add_mfi
[2025-11-25T09:36:45.937885] [INFO ] [CONFIGURE ] COOK: Testing with features: ['add_mfi']
[2025-11-25T09:36:46.128543] [DEBUG] [FORECASTER] COOK: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T09:36:46.314464] [DEBUG] [FORECASTER] COOK: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T09:36:46.516577] [DEBUG] [FORECASTER] COOK: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T09:36:46.707309] [DEBUG] [FORECASTER] COOK: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T09:36:46.914048] [DEBUG] [FORECASTER] COOK: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T09:36:47.108134] [DEBUG] [FORECASTER] COOK: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T09:36:47.299670] [DEBUG] [FORECASTER] COOK: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T09:36:47.489827] [DEBUG] [FORECASTER] COOK: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T09:36:47.685538] [DEBUG] [FORECASTER] COOK: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T09:36:47.879217] [DEBUG] [FORECASTER] COOK: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T09:36:47.879434] [INFO ] [CONFIGURE ] COOK: DISCARDED add_mfi (score: 60.00%)
[2025-11-25T09:36:47.879486] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 2.8s/test | Remaining: 1479 tests
[2025-11-25T09:36:47.879527] [INFO ] [CONFIGURE ] COOK: Testing feature 10/29: add_momentum_acceleration
[2025-11-25T09:36:47.879567] [INFO ] [CONFIGURE ] COOK: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-11-25T09:36:48.156571] [DEBUG] [FORECASTER] COOK: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T09:36:48.435384] [DEBUG] [FORECASTER] COOK: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T09:36:48.729483] [DEBUG] [FORECASTER] COOK: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T09:36:49.001114] [DEBUG] [FORECASTER] COOK: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T09:36:49.279704] [DEBUG] [FORECASTER] COOK: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T09:36:49.550809] [DEBUG] [FORECASTER] COOK: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T09:36:49.824622] [DEBUG] [FORECASTER] COOK: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T09:36:50.121592] [DEBUG] [FORECASTER] COOK: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T09:36:50.423856] [DEBUG] [FORECASTER] COOK: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T09:36:50.722406] [DEBUG] [FORECASTER] COOK: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T09:36:50.722663] [INFO ] [CONFIGURE ] COOK: DISCARDED add_momentum_acceleration (score: 50.00%)
[2025-11-25T09:36:50.722725] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 2.8s/test | Remaining: 1478 tests
[2025-11-25T09:36:50.722765] [INFO ] [CONFIGURE ] COOK: Testing feature 11/29: add_obv_daily
[2025-11-25T09:36:50.722840] [INFO ] [CONFIGURE ] COOK: Testing with features: ['add_obv_daily']
[2025-11-25T09:36:50.921160] [DEBUG] [FORECASTER] COOK: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T09:36:51.112439] [DEBUG] [FORECASTER] COOK: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T09:36:51.303576] [DEBUG] [FORECASTER] COOK: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T09:36:51.497295] [DEBUG] [FORECASTER] COOK: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T09:36:51.696545] [DEBUG] [FORECASTER] COOK: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T09:36:51.903105] [DEBUG] [FORECASTER] COOK: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T09:36:52.097155] [DEBUG] [FORECASTER] COOK: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T09:36:52.296098] [DEBUG] [FORECASTER] COOK: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T09:36:52.500553] [DEBUG] [FORECASTER] COOK: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T09:36:52.699381] [DEBUG] [FORECASTER] COOK: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T09:36:52.699548] [INFO ] [CONFIGURE ] COOK: KEPT add_obv_daily (score: 70.00%)
[2025-11-25T09:36:52.699598] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 2.8s/test | Remaining: 1477 tests
[2025-11-25T09:36:52.699697] [INFO ] [CONFIGURE ] COOK: Testing feature 12/29: add_obv_interval
[2025-11-25T09:36:52.699746] [INFO ] [CONFIGURE ] COOK: Testing with features: ['add_obv_daily', 'add_obv_interval']
[2025-11-25T09:36:52.912854] [DEBUG] [FORECASTER] COOK: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T09:36:53.131764] [DEBUG] [FORECASTER] COOK: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T09:36:53.350231] [DEBUG] [FORECASTER] COOK: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T09:36:53.565106] [DEBUG] [FORECASTER] COOK: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T09:36:53.781824] [DEBUG] [FORECASTER] COOK: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T09:36:53.995712] [DEBUG] [FORECASTER] COOK: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T09:36:54.209799] [DEBUG] [FORECASTER] COOK: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T09:36:54.426536] [DEBUG] [FORECASTER] COOK: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T09:36:54.639579] [DEBUG] [FORECASTER] COOK: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T09:36:54.856292] [DEBUG] [FORECASTER] COOK: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T09:36:54.856633] [INFO ] [CONFIGURE ] COOK: DISCARDED add_obv_interval (score: 60.00%)
[2025-11-25T09:36:54.856765] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 2.8s/test | Remaining: 1476 tests
[2025-11-25T09:36:54.856872] [INFO ] [CONFIGURE ] COOK: Testing feature 13/29: add_opening_strength
[2025-11-25T09:36:54.856974] [INFO ] [CONFIGURE ] COOK: Testing with features: ['add_obv_daily', 'add_daily_returns', 'add_opening_strength']
[2025-11-25T09:36:55.095232] [DEBUG] [FORECASTER] COOK: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T09:36:55.329695] [DEBUG] [FORECASTER] COOK: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T09:36:55.572895] [DEBUG] [FORECASTER] COOK: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T09:36:55.814466] [DEBUG] [FORECASTER] COOK: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T09:36:56.053926] [DEBUG] [FORECASTER] COOK: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T09:36:56.291881] [DEBUG] [FORECASTER] COOK: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T09:36:56.543218] [DEBUG] [FORECASTER] COOK: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T09:36:56.789302] [DEBUG] [FORECASTER] COOK: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T09:36:57.026482] [DEBUG] [FORECASTER] COOK: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T09:36:57.266708] [DEBUG] [FORECASTER] COOK: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T09:36:57.267065] [INFO ] [CONFIGURE ] COOK: DISCARDED add_opening_strength (score: 50.00%)
[2025-11-25T09:36:57.267199] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 2.8s/test | Remaining: 1475 tests
[2025-11-25T09:36:57.267309] [INFO ] [CONFIGURE ] COOK: Testing feature 14/29: add_order_flow_imbalance
[2025-11-25T09:36:57.267414] [INFO ] [CONFIGURE ] COOK: Testing with features: ['add_obv_daily', 'add_order_flow_imbalance']
[2025-11-25T09:36:57.492137] [DEBUG] [FORECASTER] COOK: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T09:36:57.716480] [DEBUG] [FORECASTER] COOK: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T09:36:57.944475] [DEBUG] [FORECASTER] COOK: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T09:36:58.171777] [DEBUG] [FORECASTER] COOK: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T09:36:58.398732] [DEBUG] [FORECASTER] COOK: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T09:36:58.629131] [DEBUG] [FORECASTER] COOK: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T09:36:58.856458] [DEBUG] [FORECASTER] COOK: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T09:36:59.084116] [DEBUG] [FORECASTER] COOK: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T09:36:59.326498] [DEBUG] [FORECASTER] COOK: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T09:36:59.554731] [DEBUG] [FORECASTER] COOK: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T09:36:59.554905] [INFO ] [CONFIGURE ] COOK: DISCARDED add_order_flow_imbalance (score: 50.00%)
[2025-11-25T09:36:59.554959] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 2.8s/test | Remaining: 1474 tests
[2025-11-25T09:36:59.555004] [INFO ] [CONFIGURE ] COOK: Testing feature 15/29: add_pbf_morning_momentum
[2025-11-25T09:36:59.555049] [INFO ] [CONFIGURE ] COOK: Testing with features: ['add_obv_daily', 'add_pbf_morning_momentum']
[2025-11-25T09:36:59.755363] [DEBUG] [FORECASTER] COOK: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T09:36:59.956152] [DEBUG] [FORECASTER] COOK: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T09:37:00.170289] [DEBUG] [FORECASTER] COOK: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T09:37:00.466033] [DEBUG] [FORECASTER] COOK: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T09:37:01.219705] [DEBUG] [FORECASTER] COOK: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T09:37:01.504487] [DEBUG] [FORECASTER] COOK: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T09:37:01.709754] [DEBUG] [FORECASTER] COOK: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T09:37:01.919445] [DEBUG] [FORECASTER] COOK: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T09:37:02.129902] [DEBUG] [FORECASTER] COOK: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T09:37:02.335779] [DEBUG] [FORECASTER] COOK: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T09:37:02.335980] [INFO ] [CONFIGURE ] COOK: DISCARDED add_pbf_morning_momentum (score: 60.00%)
[2025-11-25T09:37:02.336050] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 2.8s/test | Remaining: 1473 tests
[2025-11-25T09:37:02.336101] [INFO ] [CONFIGURE ] COOK: Testing feature 16/29: add_pbf_overnight_gap
[2025-11-25T09:37:02.336148] [INFO ] [CONFIGURE ] COOK: Testing with features: ['add_obv_daily', 'add_pbf_overnight_gap']
[2025-11-25T09:37:02.555587] [DEBUG] [FORECASTER] COOK: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T09:37:02.782384] [DEBUG] [FORECASTER] COOK: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T09:37:03.016340] [DEBUG] [FORECASTER] COOK: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T09:37:03.242935] [DEBUG] [FORECASTER] COOK: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T09:37:03.475104] [DEBUG] [FORECASTER] COOK: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T09:37:03.698970] [DEBUG] [FORECASTER] COOK: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T09:37:03.921760] [DEBUG] [FORECASTER] COOK: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T09:37:04.149944] [DEBUG] [FORECASTER] COOK: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T09:37:04.397217] [DEBUG] [FORECASTER] COOK: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T09:37:04.635966] [DEBUG] [FORECASTER] COOK: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T09:37:04.636360] [INFO ] [CONFIGURE ] COOK: DISCARDED add_pbf_overnight_gap (score: 60.00%)
[2025-11-25T09:37:04.636512] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 2.8s/test | Remaining: 1472 tests
[2025-11-25T09:37:04.636661] [INFO ] [CONFIGURE ] COOK: Testing feature 17/29: add_pbf_return_2d
[2025-11-25T09:37:04.636787] [INFO ] [CONFIGURE ] COOK: Testing with features: ['add_obv_daily', 'add_pbf_return_2d']
[2025-11-25T09:37:04.860320] [DEBUG] [FORECASTER] COOK: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T09:37:05.082629] [DEBUG] [FORECASTER] COOK: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T09:37:05.300680] [DEBUG] [FORECASTER] COOK: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T09:37:05.522785] [DEBUG] [FORECASTER] COOK: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T09:37:05.745056] [DEBUG] [FORECASTER] COOK: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T09:37:05.964233] [DEBUG] [FORECASTER] COOK: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T09:37:06.182251] [DEBUG] [FORECASTER] COOK: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T09:37:06.401205] [DEBUG] [FORECASTER] COOK: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T09:37:06.622636] [DEBUG] [FORECASTER] COOK: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T09:37:06.841435] [DEBUG] [FORECASTER] COOK: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T09:37:06.841593] [INFO ] [CONFIGURE ] COOK: DISCARDED add_pbf_return_2d (score: 60.00%)
[2025-11-25T09:37:06.841669] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 2.8s/test | Remaining: 1471 tests
[2025-11-25T09:37:06.841721] [INFO ] [CONFIGURE ] COOK: Testing feature 18/29: add_pbf_volatility_5d
[2025-11-25T09:37:06.841764] [INFO ] [CONFIGURE ] COOK: Testing with features: ['add_obv_daily', 'add_pbf_volatility_5d']
[2025-11-25T09:37:07.048352] [DEBUG] [FORECASTER] COOK: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T09:37:07.256297] [DEBUG] [FORECASTER] COOK: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T09:37:07.468931] [DEBUG] [FORECASTER] COOK: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T09:37:07.676209] [DEBUG] [FORECASTER] COOK: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T09:37:07.885778] [DEBUG] [FORECASTER] COOK: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T09:37:08.091461] [DEBUG] [FORECASTER] COOK: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T09:37:08.298560] [DEBUG] [FORECASTER] COOK: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T09:37:08.507825] [DEBUG] [FORECASTER] COOK: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T09:37:08.740224] [DEBUG] [FORECASTER] COOK: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T09:37:08.947327] [DEBUG] [FORECASTER] COOK: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T09:37:08.947488] [INFO ] [CONFIGURE ] COOK: DISCARDED add_pbf_volatility_5d (score: 50.00%)
[2025-11-25T09:37:08.947536] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 2.8s/test | Remaining: 1470 tests
[2025-11-25T09:37:08.947575] [INFO ] [CONFIGURE ] COOK: Testing feature 19/29: add_pbf_vs_sma_5
[2025-11-25T09:37:08.947612] [INFO ] [CONFIGURE ] COOK: Testing with features: ['add_obv_daily', 'add_pbf_vs_sma_5']
[2025-11-25T09:37:09.154102] [DEBUG] [FORECASTER] COOK: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T09:37:09.359014] [DEBUG] [FORECASTER] COOK: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T09:37:09.567843] [DEBUG] [FORECASTER] COOK: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T09:37:09.771933] [DEBUG] [FORECASTER] COOK: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T09:37:09.978003] [DEBUG] [FORECASTER] COOK: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T09:37:10.182010] [DEBUG] [FORECASTER] COOK: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T09:37:10.385900] [DEBUG] [FORECASTER] COOK: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T09:37:10.589432] [DEBUG] [FORECASTER] COOK: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T09:37:10.794992] [DEBUG] [FORECASTER] COOK: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T09:37:10.998077] [DEBUG] [FORECASTER] COOK: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T09:37:10.998237] [INFO ] [CONFIGURE ] COOK: DISCARDED add_pbf_vs_sma_5 (score: 60.00%)
[2025-11-25T09:37:10.998286] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 2.8s/test | Remaining: 1469 tests
[2025-11-25T09:37:10.998326] [INFO ] [CONFIGURE ] COOK: Testing feature 20/29: add_price_rejection
[2025-11-25T09:37:10.998362] [INFO ] [CONFIGURE ] COOK: Testing with features: ['add_obv_daily', 'add_price_rejection']
[2025-11-25T09:37:11.211944] [DEBUG] [FORECASTER] COOK: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T09:37:11.429087] [DEBUG] [FORECASTER] COOK: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T09:37:11.658216] [DEBUG] [FORECASTER] COOK: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T09:37:11.883613] [DEBUG] [FORECASTER] COOK: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T09:37:12.114311] [DEBUG] [FORECASTER] COOK: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T09:37:12.358821] [DEBUG] [FORECASTER] COOK: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T09:37:12.604482] [DEBUG] [FORECASTER] COOK: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T09:37:12.857460] [DEBUG] [FORECASTER] COOK: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T09:37:13.109423] [DEBUG] [FORECASTER] COOK: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T09:37:13.350991] [DEBUG] [FORECASTER] COOK: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T09:37:13.351220] [INFO ] [CONFIGURE ] COOK: DISCARDED add_price_rejection (score: 60.00%)
[2025-11-25T09:37:13.351274] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 2.8s/test | Remaining: 1468 tests
[2025-11-25T09:37:13.351316] [INFO ] [CONFIGURE ] COOK: Testing feature 21/29: add_range_position
[2025-11-25T09:37:13.351354] [INFO ] [CONFIGURE ] COOK: Testing with features: ['add_obv_daily', 'add_range_position']
[2025-11-25T09:37:13.607890] [DEBUG] [FORECASTER] COOK: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T09:37:13.869869] [DEBUG] [FORECASTER] COOK: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T09:37:14.122001] [DEBUG] [FORECASTER] COOK: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T09:37:14.387222] [DEBUG] [FORECASTER] COOK: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T09:37:14.627507] [DEBUG] [FORECASTER] COOK: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T09:37:14.871554] [DEBUG] [FORECASTER] COOK: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T09:37:15.116286] [DEBUG] [FORECASTER] COOK: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T09:37:15.356177] [DEBUG] [FORECASTER] COOK: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T09:37:15.600738] [DEBUG] [FORECASTER] COOK: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T09:37:15.847429] [DEBUG] [FORECASTER] COOK: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T09:37:15.847632] [INFO ] [CONFIGURE ] COOK: DISCARDED add_range_position (score: 60.00%)
[2025-11-25T09:37:15.847710] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 2.8s/test | Remaining: 1467 tests
[2025-11-25T09:37:15.847783] [INFO ] [CONFIGURE ] COOK: Testing feature 22/29: add_realized_volatility
[2025-11-25T09:37:15.847829] [INFO ] [CONFIGURE ] COOK: Testing with features: ['add_obv_daily', 'add_realized_volatility']
[2025-11-25T09:37:16.166223] [DEBUG] [FORECASTER] COOK: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T09:37:16.500553] [DEBUG] [FORECASTER] COOK: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T09:37:16.844573] [DEBUG] [FORECASTER] COOK: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T09:37:17.194558] [DEBUG] [FORECASTER] COOK: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T09:37:17.515074] [DEBUG] [FORECASTER] COOK: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T09:37:17.837866] [DEBUG] [FORECASTER] COOK: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T09:37:18.203448] [DEBUG] [FORECASTER] COOK: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T09:37:18.535256] [DEBUG] [FORECASTER] COOK: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T09:37:18.869478] [DEBUG] [FORECASTER] COOK: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T09:37:19.203512] [DEBUG] [FORECASTER] COOK: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T09:37:19.203744] [INFO ] [CONFIGURE ] COOK: DISCARDED add_realized_volatility (score: 60.00%)
[2025-11-25T09:37:19.203808] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 2.8s/test | Remaining: 1466 tests
[2025-11-25T09:37:19.203857] [INFO ] [CONFIGURE ] COOK: Testing feature 23/29: add_recent_range_context
[2025-11-25T09:37:19.203902] [INFO ] [CONFIGURE ] COOK: Testing with features: ['add_obv_daily', 'add_recent_range_context']
[2025-11-25T09:37:19.441583] [DEBUG] [FORECASTER] COOK: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T09:37:19.659942] [DEBUG] [FORECASTER] COOK: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T09:37:19.898476] [DEBUG] [FORECASTER] COOK: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T09:37:20.130202] [DEBUG] [FORECASTER] COOK: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T09:37:20.353532] [DEBUG] [FORECASTER] COOK: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T09:37:20.578503] [DEBUG] [FORECASTER] COOK: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T09:37:20.801838] [DEBUG] [FORECASTER] COOK: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T09:37:21.026282] [DEBUG] [FORECASTER] COOK: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T09:37:21.248351] [DEBUG] [FORECASTER] COOK: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T09:37:21.469847] [DEBUG] [FORECASTER] COOK: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T09:37:21.470198] [INFO ] [CONFIGURE ] COOK: DISCARDED add_recent_range_context (score: 60.00%)
[2025-11-25T09:37:21.470328] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 2.8s/test | Remaining: 1465 tests
[2025-11-25T09:37:21.470427] [INFO ] [CONFIGURE ] COOK: Testing feature 24/29: add_rsi
[2025-11-25T09:37:21.470574] [INFO ] [CONFIGURE ] COOK: Testing with features: ['add_obv_daily', 'add_ema', 'add_rsi']
[2025-11-25T09:37:21.733269] [DEBUG] [FORECASTER] COOK: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T09:37:22.043009] [DEBUG] [FORECASTER] COOK: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T09:37:22.307892] [DEBUG] [FORECASTER] COOK: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T09:37:22.615903] [DEBUG] [FORECASTER] COOK: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T09:37:22.893742] [DEBUG] [FORECASTER] COOK: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T09:37:23.157354] [DEBUG] [FORECASTER] COOK: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T09:37:23.424408] [DEBUG] [FORECASTER] COOK: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T09:37:23.696558] [DEBUG] [FORECASTER] COOK: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T09:37:23.967778] [DEBUG] [FORECASTER] COOK: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T09:37:24.259159] [DEBUG] [FORECASTER] COOK: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T09:37:24.259383] [INFO ] [CONFIGURE ] COOK: DISCARDED add_rsi (score: 60.00%)
[2025-11-25T09:37:24.259466] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 2.8s/test | Remaining: 1464 tests
[2025-11-25T09:37:24.259516] [INFO ] [CONFIGURE ] COOK: Testing feature 25/29: add_tick_distribution
[2025-11-25T09:37:24.259556] [INFO ] [CONFIGURE ] COOK: Testing with features: ['add_obv_daily', 'add_tick_distribution']
[2025-11-25T09:37:24.497966] [DEBUG] [FORECASTER] COOK: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T09:37:24.728516] [DEBUG] [FORECASTER] COOK: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T09:37:24.986989] [DEBUG] [FORECASTER] COOK: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T09:37:25.219592] [DEBUG] [FORECASTER] COOK: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T09:37:25.460878] [DEBUG] [FORECASTER] COOK: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T09:37:25.701503] [DEBUG] [FORECASTER] COOK: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T09:37:25.947697] [DEBUG] [FORECASTER] COOK: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T09:37:26.186037] [DEBUG] [FORECASTER] COOK: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T09:37:26.434756] [DEBUG] [FORECASTER] COOK: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T09:37:26.673501] [DEBUG] [FORECASTER] COOK: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T09:37:26.673849] [INFO ] [CONFIGURE ] COOK: DISCARDED add_tick_distribution (score: 60.00%)
[2025-11-25T09:37:26.673962] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 2.8s/test | Remaining: 1463 tests
[2025-11-25T09:37:26.674062] [INFO ] [CONFIGURE ] COOK: Testing feature 26/29: add_volume_momentum_confirmation
[2025-11-25T09:37:26.674158] [INFO ] [CONFIGURE ] COOK: Testing with features: ['add_obv_daily', 'add_volume_momentum_confirmation']
[2025-11-25T09:37:26.904895] [DEBUG] [FORECASTER] COOK: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T09:37:27.139305] [DEBUG] [FORECASTER] COOK: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T09:37:27.370541] [DEBUG] [FORECASTER] COOK: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T09:37:27.601297] [DEBUG] [FORECASTER] COOK: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T09:37:27.837587] [DEBUG] [FORECASTER] COOK: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T09:37:28.070760] [DEBUG] [FORECASTER] COOK: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T09:37:28.329997] [DEBUG] [FORECASTER] COOK: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T09:37:28.567637] [DEBUG] [FORECASTER] COOK: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T09:37:28.801779] [DEBUG] [FORECASTER] COOK: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T09:37:29.037459] [DEBUG] [FORECASTER] COOK: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T09:37:29.037625] [INFO ] [CONFIGURE ] COOK: DISCARDED add_volume_momentum_confirmation (score: 50.00%)
[2025-11-25T09:37:29.037694] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 2.8s/test | Remaining: 1462 tests
[2025-11-25T09:37:29.037765] [INFO ] [CONFIGURE ] COOK: Testing feature 27/29: add_volume_price_divergence
[2025-11-25T09:37:29.037816] [INFO ] [CONFIGURE ] COOK: Testing with features: ['add_obv_daily', 'add_volume_price_divergence']
[2025-11-25T09:37:29.308363] [DEBUG] [FORECASTER] COOK: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T09:37:29.563866] [DEBUG] [FORECASTER] COOK: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T09:37:29.816441] [DEBUG] [FORECASTER] COOK: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T09:37:30.076517] [DEBUG] [FORECASTER] COOK: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T09:37:30.340187] [DEBUG] [FORECASTER] COOK: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T09:37:30.601612] [DEBUG] [FORECASTER] COOK: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T09:37:30.858004] [DEBUG] [FORECASTER] COOK: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T09:37:31.118045] [DEBUG] [FORECASTER] COOK: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T09:37:31.377992] [DEBUG] [FORECASTER] COOK: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T09:37:31.632979] [DEBUG] [FORECASTER] COOK: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T09:37:31.633175] [INFO ] [CONFIGURE ] COOK: DISCARDED add_volume_price_divergence (score: 60.00%)
[2025-11-25T09:37:31.633235] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 2.8s/test | Remaining: 1461 tests
[2025-11-25T09:37:31.633284] [INFO ] [CONFIGURE ] COOK: Testing feature 28/29: add_volume_profile
[2025-11-25T09:37:31.633327] [INFO ] [CONFIGURE ] COOK: Testing with features: ['add_obv_daily', 'add_volume_profile']
[2025-11-25T09:37:31.881526] [DEBUG] [FORECASTER] COOK: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T09:37:32.127281] [DEBUG] [FORECASTER] COOK: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T09:37:32.370088] [DEBUG] [FORECASTER] COOK: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T09:37:32.616363] [DEBUG] [FORECASTER] COOK: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T09:37:32.865793] [DEBUG] [FORECASTER] COOK: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T09:37:33.114232] [DEBUG] [FORECASTER] COOK: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T09:37:33.359690] [DEBUG] [FORECASTER] COOK: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T09:37:33.630932] [DEBUG] [FORECASTER] COOK: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T09:37:33.890791] [DEBUG] [FORECASTER] COOK: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T09:37:34.144545] [DEBUG] [FORECASTER] COOK: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T09:37:34.144913] [INFO ] [CONFIGURE ] COOK: DISCARDED add_volume_profile (score: 60.00%)
[2025-11-25T09:37:34.145028] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 2.8s/test | Remaining: 1460 tests
[2025-11-25T09:37:34.145133] [INFO ] [CONFIGURE ] COOK: Testing feature 29/29: add_vwap
[2025-11-25T09:37:34.145236] [INFO ] [CONFIGURE ] COOK: Testing with features: ['add_obv_daily', 'add_vwap']
[2025-11-25T09:37:34.422573] [DEBUG] [FORECASTER] COOK: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T09:37:34.677137] [DEBUG] [FORECASTER] COOK: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T09:37:34.929607] [DEBUG] [FORECASTER] COOK: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T09:37:35.181053] [DEBUG] [FORECASTER] COOK: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T09:37:35.436678] [DEBUG] [FORECASTER] COOK: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T09:37:35.689695] [DEBUG] [FORECASTER] COOK: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T09:37:35.936215] [DEBUG] [FORECASTER] COOK: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T09:37:36.183715] [DEBUG] [FORECASTER] COOK: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T09:37:36.432474] [DEBUG] [FORECASTER] COOK: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T09:37:36.691885] [DEBUG] [FORECASTER] COOK: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T09:37:36.692110] [INFO ] [CONFIGURE ] COOK: DISCARDED add_vwap (score: 60.00%)
[2025-11-25T09:37:36.692308] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 2.8s/test | Remaining: 1459 tests
[2025-11-25T09:37:36.692411] [INFO ] [CONFIGURE ] COOK: ===== FEATURE SELECTION COMPLETE =====
[2025-11-25T09:37:36.692525] [INFO ] [CONFIGURE ] COOK: Best accuracy: 70.00%
[2025-11-25T09:37:36.692583] [INFO ] [CONFIGURE ] COOK: Best feature set (1 features): ['add_obv_daily']
[2025-11-25T09:37:36.692697] [INFO ] [CONFIGURE ] COOK: Improvement over baseline: 10.00%
[2025-11-25T09:37:36.692790] [INFO ] [CONFIGURE ] COOK: Total time: 1.1 minutes
[2025-11-25T09:37:36.692840] [INFO ] [CONFIGURE ] COOK: Average time per feature: 2.3 seconds
[2025-11-25T09:37:36.692945] [INFO ] [CONFIGURE ] COOK: Average speed: 0.43 features/sec
[2025-11-25T09:37:36.693490] [INFO ] [LOCAL     ] Saved configuration for COOK: 1 features, 70.00% accuracy -> ./output/feature-sets/COOK.json
[2025-11-25T09:37:36.693558] [INFO ] [CONFIGURE ] COOK: Configuration saved successfully: 1 features, 70.00% accuracy.
[2025-11-25T09:37:36.693692] [INFO ] [sig       ] [115/164] Successfully configured COOK | 0.01 sym/s | Total: 2.6h | ETA: 1.1h
[2025-11-25T09:37:36.693793] [INFO ] [sig       ] [116/164] Configuring COTY...
[2025-11-25T09:37:36.693845] [INFO ] [CONFIGURE ] COTY: Configurate test run.
[2025-11-25T09:37:36.693935] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'COTY' from 'https://tdm.silogroup.org/data/derivative_storage/COTY.csv'.
[2025-11-25T09:37:36.706634] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'COTY'.
[2025-11-25T09:37:36.707062] [INFO ] [CONFIGURE ] COTY: Testing with 29 available features
[2025-11-25T09:37:36.707126] [INFO ] [CONFIGURE ] COTY: Establishing baseline with no features...
[2025-11-25T09:37:36.899705] [DEBUG] [FORECASTER] COTY: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0
[2025-11-25T09:37:37.093870] [DEBUG] [FORECASTER] COTY: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T09:37:37.299118] [DEBUG] [FORECASTER] COTY: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T09:37:37.493663] [DEBUG] [FORECASTER] COTY: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T09:37:37.684144] [DEBUG] [FORECASTER] COTY: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T09:37:37.872270] [DEBUG] [FORECASTER] COTY: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T09:37:38.062132] [DEBUG] [FORECASTER] COTY: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T09:37:38.256476] [DEBUG] [FORECASTER] COTY: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T09:37:38.453551] [DEBUG] [FORECASTER] COTY: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T09:37:38.655165] [DEBUG] [FORECASTER] COTY: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T09:37:38.655327] [INFO ] [CONFIGURE ] COTY: Baseline score (no features): 40.00%
[2025-11-25T09:37:38.655377] [INFO ] [CONFIGURE ] COTY: Testing feature 1/29: add_bollinger_bands
[2025-11-25T09:37:38.655415] [INFO ] [CONFIGURE ] COTY: Testing with features: ['add_bollinger_bands']
[2025-11-25T09:37:38.884700] [DEBUG] [FORECASTER] COTY: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0
[2025-11-25T09:37:39.112729] [DEBUG] [FORECASTER] COTY: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T09:37:39.361669] [DEBUG] [FORECASTER] COTY: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T09:37:39.598916] [DEBUG] [FORECASTER] COTY: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T09:37:39.840990] [DEBUG] [FORECASTER] COTY: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T09:37:40.072943] [DEBUG] [FORECASTER] COTY: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T09:37:40.307119] [DEBUG] [FORECASTER] COTY: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T09:37:40.531744] [DEBUG] [FORECASTER] COTY: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-25T09:37:40.768153] [DEBUG] [FORECASTER] COTY: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T09:37:41.015432] [DEBUG] [FORECASTER] COTY: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T09:37:41.015659] [INFO ] [CONFIGURE ] COTY: KEPT add_bollinger_bands (score: 50.00%)
[2025-11-25T09:37:41.015739] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 2.8s/test | Remaining: 1458 tests
[2025-11-25T09:37:41.015790] [INFO ] [CONFIGURE ] COTY: Testing feature 2/29: add_cumulative_delta
[2025-11-25T09:37:41.015851] [INFO ] [CONFIGURE ] COTY: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta']
[2025-11-25T09:37:41.290436] [DEBUG] [FORECASTER] COTY: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0
[2025-11-25T09:37:41.532063] [DEBUG] [FORECASTER] COTY: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T09:37:41.779560] [DEBUG] [FORECASTER] COTY: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T09:37:42.047802] [DEBUG] [FORECASTER] COTY: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T09:37:42.321101] [DEBUG] [FORECASTER] COTY: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T09:37:42.620032] [DEBUG] [FORECASTER] COTY: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T09:37:42.887947] [DEBUG] [FORECASTER] COTY: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T09:37:43.162347] [DEBUG] [FORECASTER] COTY: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-25T09:37:43.433265] [DEBUG] [FORECASTER] COTY: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T09:37:43.746499] [DEBUG] [FORECASTER] COTY: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T09:37:43.746721] [INFO ] [CONFIGURE ] COTY: DISCARDED add_cumulative_delta (score: 40.00%)
[2025-11-25T09:37:43.746785] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 2.8s/test | Remaining: 1457 tests
[2025-11-25T09:37:43.746835] [INFO ] [CONFIGURE ] COTY: Testing feature 3/29: add_daily_returns
[2025-11-25T09:37:43.746890] [INFO ] [CONFIGURE ] COTY: Testing with features: ['add_bollinger_bands', 'add_daily_returns']
[2025-11-25T09:37:43.997548] [DEBUG] [FORECASTER] COTY: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0
[2025-11-25T09:37:44.241585] [DEBUG] [FORECASTER] COTY: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T09:37:44.484731] [DEBUG] [FORECASTER] COTY: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T09:37:44.730902] [DEBUG] [FORECASTER] COTY: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T09:37:44.977253] [DEBUG] [FORECASTER] COTY: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T09:37:45.225699] [DEBUG] [FORECASTER] COTY: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T09:37:45.475126] [DEBUG] [FORECASTER] COTY: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T09:37:45.717239] [DEBUG] [FORECASTER] COTY: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T09:37:45.981427] [DEBUG] [FORECASTER] COTY: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T09:37:46.213034] [DEBUG] [FORECASTER] COTY: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T09:37:46.213391] [INFO ] [CONFIGURE ] COTY: KEPT add_daily_returns (score: 60.00%)
[2025-11-25T09:37:46.213502] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 2.8s/test | Remaining: 1456 tests
[2025-11-25T09:37:46.213598] [INFO ] [CONFIGURE ] COTY: Testing feature 4/29: add_ema
[2025-11-25T09:37:46.213713] [INFO ] [CONFIGURE ] COTY: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_ema']
[2025-11-25T09:37:46.475968] [DEBUG] [FORECASTER] COTY: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T09:37:46.758624] [DEBUG] [FORECASTER] COTY: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T09:37:47.054157] [DEBUG] [FORECASTER] COTY: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T09:37:47.351234] [DEBUG] [FORECASTER] COTY: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T09:37:47.644940] [DEBUG] [FORECASTER] COTY: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T09:37:47.936572] [DEBUG] [FORECASTER] COTY: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T09:37:48.227201] [DEBUG] [FORECASTER] COTY: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T09:37:48.533511] [DEBUG] [FORECASTER] COTY: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T09:37:48.830055] [DEBUG] [FORECASTER] COTY: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T09:37:49.185080] [DEBUG] [FORECASTER] COTY: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T09:37:49.185340] [INFO ] [CONFIGURE ] COTY: DISCARDED add_ema (score: 60.00%)
[2025-11-25T09:37:49.185411] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 2.8s/test | Remaining: 1455 tests
[2025-11-25T09:37:49.185470] [INFO ] [CONFIGURE ] COTY: Testing feature 5/29: add_exhaustion_signals
[2025-11-25T09:37:49.185524] [INFO ] [CONFIGURE ] COTY: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_vwap', 'add_exhaustion_signals']
[2025-11-25T09:37:49.567689] [DEBUG] [FORECASTER] COTY: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T09:37:49.871671] [DEBUG] [FORECASTER] COTY: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T09:37:50.163527] [DEBUG] [FORECASTER] COTY: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T09:37:50.461219] [DEBUG] [FORECASTER] COTY: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T09:37:50.757308] [DEBUG] [FORECASTER] COTY: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T09:37:51.065981] [DEBUG] [FORECASTER] COTY: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T09:37:51.371362] [DEBUG] [FORECASTER] COTY: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T09:37:51.669854] [DEBUG] [FORECASTER] COTY: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T09:37:51.975252] [DEBUG] [FORECASTER] COTY: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T09:37:52.276235] [DEBUG] [FORECASTER] COTY: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T09:37:52.276409] [INFO ] [CONFIGURE ] COTY: KEPT add_exhaustion_signals (score: 70.00%)
[2025-11-25T09:37:52.276469] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 2.8s/test | Remaining: 1454 tests
[2025-11-25T09:37:52.276517] [INFO ] [CONFIGURE ] COTY: Testing feature 6/29: add_failed_moves
[2025-11-25T09:37:52.276563] [INFO ] [CONFIGURE ] COTY: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_vwap', 'add_exhaustion_signals', 'add_failed_moves']
[2025-11-25T09:37:52.574810] [DEBUG] [FORECASTER] COTY: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T09:37:52.873439] [DEBUG] [FORECASTER] COTY: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T09:37:53.179615] [DEBUG] [FORECASTER] COTY: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T09:37:53.501119] [DEBUG] [FORECASTER] COTY: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T09:37:53.800273] [DEBUG] [FORECASTER] COTY: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T09:37:54.068230] [DEBUG] [FORECASTER] COTY: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T09:37:54.346498] [DEBUG] [FORECASTER] COTY: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T09:37:54.625261] [DEBUG] [FORECASTER] COTY: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T09:37:54.914999] [DEBUG] [FORECASTER] COTY: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T09:37:55.203704] [DEBUG] [FORECASTER] COTY: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T09:37:55.203898] [INFO ] [CONFIGURE ] COTY: DISCARDED add_failed_moves (score: 70.00%)
[2025-11-25T09:37:55.203978] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 2.8s/test | Remaining: 1453 tests
[2025-11-25T09:37:55.204019] [INFO ] [CONFIGURE ] COTY: Testing feature 7/29: add_lag_shelf
[2025-11-25T09:37:55.204073] [INFO ] [CONFIGURE ] COTY: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_vwap', 'add_exhaustion_signals', 'add_lag_shelf']
[2025-11-25T09:37:55.476595] [DEBUG] [FORECASTER] COTY: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0
[2025-11-25T09:37:55.750206] [DEBUG] [FORECASTER] COTY: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T09:37:56.019920] [DEBUG] [FORECASTER] COTY: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T09:37:56.301522] [DEBUG] [FORECASTER] COTY: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T09:37:56.584025] [DEBUG] [FORECASTER] COTY: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T09:37:56.870881] [DEBUG] [FORECASTER] COTY: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T09:37:57.139212] [DEBUG] [FORECASTER] COTY: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T09:37:57.412491] [DEBUG] [FORECASTER] COTY: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-25T09:37:57.685951] [DEBUG] [FORECASTER] COTY: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T09:37:57.960937] [DEBUG] [FORECASTER] COTY: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T09:37:57.961180] [INFO ] [CONFIGURE ] COTY: DISCARDED add_lag_shelf (score: 60.00%)
[2025-11-25T09:37:57.961243] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 2.8s/test | Remaining: 1452 tests
[2025-11-25T09:37:57.961288] [INFO ] [CONFIGURE ] COTY: Testing feature 8/29: add_macd
[2025-11-25T09:37:57.961334] [INFO ] [CONFIGURE ] COTY: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_vwap', 'add_exhaustion_signals', 'add_macd']
[2025-11-25T09:37:58.297518] [DEBUG] [FORECASTER] COTY: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T09:37:58.627089] [DEBUG] [FORECASTER] COTY: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T09:37:58.953893] [DEBUG] [FORECASTER] COTY: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T09:37:59.294995] [DEBUG] [FORECASTER] COTY: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T09:37:59.665869] [DEBUG] [FORECASTER] COTY: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T09:37:59.995905] [DEBUG] [FORECASTER] COTY: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T09:38:00.351300] [DEBUG] [FORECASTER] COTY: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T09:38:01.348988] [DEBUG] [FORECASTER] COTY: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-25T09:38:01.711925] [DEBUG] [FORECASTER] COTY: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T09:38:02.069012] [DEBUG] [FORECASTER] COTY: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T09:38:02.069259] [INFO ] [CONFIGURE ] COTY: DISCARDED add_macd (score: 40.00%)
[2025-11-25T09:38:02.069321] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 2.8s/test | Remaining: 1451 tests
[2025-11-25T09:38:02.069374] [INFO ] [CONFIGURE ] COTY: Testing feature 9/29: add_mfi
[2025-11-25T09:38:02.069418] [INFO ] [CONFIGURE ] COTY: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_vwap', 'add_exhaustion_signals', 'add_mfi']
[2025-11-25T09:38:02.352354] [DEBUG] [FORECASTER] COTY: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T09:38:02.629987] [DEBUG] [FORECASTER] COTY: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T09:38:02.910997] [DEBUG] [FORECASTER] COTY: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T09:38:03.191063] [DEBUG] [FORECASTER] COTY: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T09:38:03.473785] [DEBUG] [FORECASTER] COTY: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T09:38:03.752187] [DEBUG] [FORECASTER] COTY: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T09:38:04.031169] [DEBUG] [FORECASTER] COTY: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T09:38:04.335260] [DEBUG] [FORECASTER] COTY: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T09:38:04.613596] [DEBUG] [FORECASTER] COTY: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T09:38:04.896738] [DEBUG] [FORECASTER] COTY: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T09:38:04.896974] [INFO ] [CONFIGURE ] COTY: KEPT add_mfi (score: 80.00%)
[2025-11-25T09:38:04.897035] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 2.8s/test | Remaining: 1450 tests
[2025-11-25T09:38:04.897084] [INFO ] [CONFIGURE ] COTY: Testing feature 10/29: add_momentum_acceleration
[2025-11-25T09:38:04.897129] [INFO ] [CONFIGURE ] COTY: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_vwap', 'add_exhaustion_signals', 'add_mfi', 'add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-11-25T09:38:05.265739] [DEBUG] [FORECASTER] COTY: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T09:38:05.632433] [DEBUG] [FORECASTER] COTY: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T09:38:06.003068] [DEBUG] [FORECASTER] COTY: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T09:38:06.390152] [DEBUG] [FORECASTER] COTY: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T09:38:06.774393] [DEBUG] [FORECASTER] COTY: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T09:38:07.137045] [DEBUG] [FORECASTER] COTY: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T09:38:07.525151] [DEBUG] [FORECASTER] COTY: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T09:38:07.892924] [DEBUG] [FORECASTER] COTY: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T09:38:08.264079] [DEBUG] [FORECASTER] COTY: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T09:38:08.633532] [DEBUG] [FORECASTER] COTY: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T09:38:08.633761] [INFO ] [CONFIGURE ] COTY: DISCARDED add_momentum_acceleration (score: 70.00%)
[2025-11-25T09:38:08.633821] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 2.8s/test | Remaining: 1449 tests
[2025-11-25T09:38:08.633869] [INFO ] [CONFIGURE ] COTY: Testing feature 11/29: add_obv_daily
[2025-11-25T09:38:08.633913] [INFO ] [CONFIGURE ] COTY: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_vwap', 'add_exhaustion_signals', 'add_mfi', 'add_obv_daily']
[2025-11-25T09:38:08.958492] [DEBUG] [FORECASTER] COTY: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T09:38:09.300166] [DEBUG] [FORECASTER] COTY: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T09:38:09.599890] [DEBUG] [FORECASTER] COTY: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T09:38:09.904688] [DEBUG] [FORECASTER] COTY: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T09:38:10.234619] [DEBUG] [FORECASTER] COTY: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T09:38:10.542505] [DEBUG] [FORECASTER] COTY: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T09:38:10.861252] [DEBUG] [FORECASTER] COTY: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T09:38:11.168820] [DEBUG] [FORECASTER] COTY: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-25T09:38:11.480919] [DEBUG] [FORECASTER] COTY: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T09:38:11.834801] [DEBUG] [FORECASTER] COTY: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T09:38:11.835089] [INFO ] [CONFIGURE ] COTY: DISCARDED add_obv_daily (score: 50.00%)
[2025-11-25T09:38:11.835201] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 2.8s/test | Remaining: 1448 tests
[2025-11-25T09:38:11.835269] [INFO ] [CONFIGURE ] COTY: Testing feature 12/29: add_obv_interval
[2025-11-25T09:38:11.835322] [INFO ] [CONFIGURE ] COTY: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_vwap', 'add_exhaustion_signals', 'add_mfi', 'add_obv_interval']
[2025-11-25T09:38:12.165527] [DEBUG] [FORECASTER] COTY: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0
[2025-11-25T09:38:12.478812] [DEBUG] [FORECASTER] COTY: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T09:38:12.791570] [DEBUG] [FORECASTER] COTY: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T09:38:13.119876] [DEBUG] [FORECASTER] COTY: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T09:38:13.443960] [DEBUG] [FORECASTER] COTY: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T09:38:13.766958] [DEBUG] [FORECASTER] COTY: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T09:38:14.083920] [DEBUG] [FORECASTER] COTY: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T09:38:14.422230] [DEBUG] [FORECASTER] COTY: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-25T09:38:14.750131] [DEBUG] [FORECASTER] COTY: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T09:38:15.048434] [DEBUG] [FORECASTER] COTY: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T09:38:15.048664] [INFO ] [CONFIGURE ] COTY: DISCARDED add_obv_interval (score: 20.00%)
[2025-11-25T09:38:15.048728] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 2.8s/test | Remaining: 1447 tests
[2025-11-25T09:38:15.048777] [INFO ] [CONFIGURE ] COTY: Testing feature 13/29: add_opening_strength
[2025-11-25T09:38:15.048824] [INFO ] [CONFIGURE ] COTY: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_vwap', 'add_exhaustion_signals', 'add_mfi', 'add_opening_strength']
[2025-11-25T09:38:15.363825] [DEBUG] [FORECASTER] COTY: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T09:38:15.694184] [DEBUG] [FORECASTER] COTY: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T09:38:16.024960] [DEBUG] [FORECASTER] COTY: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T09:38:16.360126] [DEBUG] [FORECASTER] COTY: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T09:38:16.700266] [DEBUG] [FORECASTER] COTY: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T09:38:17.035858] [DEBUG] [FORECASTER] COTY: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T09:38:17.379470] [DEBUG] [FORECASTER] COTY: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T09:38:17.720912] [DEBUG] [FORECASTER] COTY: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T09:38:18.052334] [DEBUG] [FORECASTER] COTY: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T09:38:18.389598] [DEBUG] [FORECASTER] COTY: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T09:38:18.389803] [INFO ] [CONFIGURE ] COTY: DISCARDED add_opening_strength (score: 60.00%)
[2025-11-25T09:38:18.389865] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 2.8s/test | Remaining: 1446 tests
[2025-11-25T09:38:18.389915] [INFO ] [CONFIGURE ] COTY: Testing feature 14/29: add_order_flow_imbalance
[2025-11-25T09:38:18.389959] [INFO ] [CONFIGURE ] COTY: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_vwap', 'add_exhaustion_signals', 'add_mfi', 'add_order_flow_imbalance']
[2025-11-25T09:38:18.725588] [DEBUG] [FORECASTER] COTY: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T09:38:19.067845] [DEBUG] [FORECASTER] COTY: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T09:38:19.410765] [DEBUG] [FORECASTER] COTY: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T09:38:19.749976] [DEBUG] [FORECASTER] COTY: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T09:38:20.086457] [DEBUG] [FORECASTER] COTY: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T09:38:20.422582] [DEBUG] [FORECASTER] COTY: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T09:38:20.756210] [DEBUG] [FORECASTER] COTY: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T09:38:21.090493] [DEBUG] [FORECASTER] COTY: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T09:38:21.422451] [DEBUG] [FORECASTER] COTY: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T09:38:21.749169] [DEBUG] [FORECASTER] COTY: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T09:38:21.749346] [INFO ] [CONFIGURE ] COTY: DISCARDED add_order_flow_imbalance (score: 50.00%)
[2025-11-25T09:38:21.749405] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 2.8s/test | Remaining: 1445 tests
[2025-11-25T09:38:21.749454] [INFO ] [CONFIGURE ] COTY: Testing feature 15/29: add_pbf_morning_momentum
[2025-11-25T09:38:21.749500] [INFO ] [CONFIGURE ] COTY: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_vwap', 'add_exhaustion_signals', 'add_mfi', 'add_pbf_morning_momentum']
[2025-11-25T09:38:22.058444] [DEBUG] [FORECASTER] COTY: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T09:38:22.365315] [DEBUG] [FORECASTER] COTY: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T09:38:22.671883] [DEBUG] [FORECASTER] COTY: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T09:38:22.975490] [DEBUG] [FORECASTER] COTY: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T09:38:23.280437] [DEBUG] [FORECASTER] COTY: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T09:38:23.600781] [DEBUG] [FORECASTER] COTY: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T09:38:23.912363] [DEBUG] [FORECASTER] COTY: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T09:38:24.226079] [DEBUG] [FORECASTER] COTY: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T09:38:24.531266] [DEBUG] [FORECASTER] COTY: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T09:38:24.833036] [DEBUG] [FORECASTER] COTY: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T09:38:24.833219] [INFO ] [CONFIGURE ] COTY: DISCARDED add_pbf_morning_momentum (score: 70.00%)
[2025-11-25T09:38:24.833286] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 2.8s/test | Remaining: 1444 tests
[2025-11-25T09:38:24.833333] [INFO ] [CONFIGURE ] COTY: Testing feature 16/29: add_pbf_overnight_gap
[2025-11-25T09:38:24.833378] [INFO ] [CONFIGURE ] COTY: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_vwap', 'add_exhaustion_signals', 'add_mfi', 'add_pbf_overnight_gap']
[2025-11-25T09:38:25.127879] [DEBUG] [FORECASTER] COTY: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0
[2025-11-25T09:38:25.421279] [DEBUG] [FORECASTER] COTY: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T09:38:25.712278] [DEBUG] [FORECASTER] COTY: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T09:38:26.003450] [DEBUG] [FORECASTER] COTY: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T09:38:26.298313] [DEBUG] [FORECASTER] COTY: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T09:38:26.593935] [DEBUG] [FORECASTER] COTY: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T09:38:26.886785] [DEBUG] [FORECASTER] COTY: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T09:38:27.177076] [DEBUG] [FORECASTER] COTY: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T09:38:27.476403] [DEBUG] [FORECASTER] COTY: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T09:38:27.785615] [DEBUG] [FORECASTER] COTY: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T09:38:27.785863] [INFO ] [CONFIGURE ] COTY: DISCARDED add_pbf_overnight_gap (score: 60.00%)
[2025-11-25T09:38:27.785928] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 2.8s/test | Remaining: 1443 tests
[2025-11-25T09:38:27.785975] [INFO ] [CONFIGURE ] COTY: Testing feature 17/29: add_pbf_return_2d
[2025-11-25T09:38:27.786021] [INFO ] [CONFIGURE ] COTY: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_vwap', 'add_exhaustion_signals', 'add_mfi', 'add_pbf_return_2d']
[2025-11-25T09:38:28.126267] [DEBUG] [FORECASTER] COTY: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0
[2025-11-25T09:38:28.444759] [DEBUG] [FORECASTER] COTY: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T09:38:28.764069] [DEBUG] [FORECASTER] COTY: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T09:38:29.072315] [DEBUG] [FORECASTER] COTY: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T09:38:29.379130] [DEBUG] [FORECASTER] COTY: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T09:38:29.713513] [DEBUG] [FORECASTER] COTY: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T09:38:30.061110] [DEBUG] [FORECASTER] COTY: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T09:38:30.399615] [DEBUG] [FORECASTER] COTY: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T09:38:30.741071] [DEBUG] [FORECASTER] COTY: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T09:38:31.077236] [DEBUG] [FORECASTER] COTY: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T09:38:31.077434] [INFO ] [CONFIGURE ] COTY: DISCARDED add_pbf_return_2d (score: 60.00%)
[2025-11-25T09:38:31.077495] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 2.8s/test | Remaining: 1442 tests
[2025-11-25T09:38:31.077544] [INFO ] [CONFIGURE ] COTY: Testing feature 18/29: add_pbf_volatility_5d
[2025-11-25T09:38:31.077590] [INFO ] [CONFIGURE ] COTY: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_vwap', 'add_exhaustion_signals', 'add_mfi', 'add_pbf_volatility_5d']
[2025-11-25T09:38:31.396256] [DEBUG] [FORECASTER] COTY: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T09:38:31.725682] [DEBUG] [FORECASTER] COTY: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T09:38:32.053576] [DEBUG] [FORECASTER] COTY: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T09:38:32.383166] [DEBUG] [FORECASTER] COTY: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T09:38:32.706040] [DEBUG] [FORECASTER] COTY: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T09:38:33.036041] [DEBUG] [FORECASTER] COTY: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T09:38:33.360954] [DEBUG] [FORECASTER] COTY: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T09:38:33.683092] [DEBUG] [FORECASTER] COTY: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T09:38:34.003449] [DEBUG] [FORECASTER] COTY: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T09:38:34.347786] [DEBUG] [FORECASTER] COTY: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T09:38:34.348002] [INFO ] [CONFIGURE ] COTY: DISCARDED add_pbf_volatility_5d (score: 70.00%)
[2025-11-25T09:38:34.348070] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 2.8s/test | Remaining: 1441 tests
[2025-11-25T09:38:34.348124] [INFO ] [CONFIGURE ] COTY: Testing feature 19/29: add_pbf_vs_sma_5
[2025-11-25T09:38:34.348172] [INFO ] [CONFIGURE ] COTY: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_vwap', 'add_exhaustion_signals', 'add_mfi', 'add_pbf_vs_sma_5']
[2025-11-25T09:38:34.653352] [DEBUG] [FORECASTER] COTY: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T09:38:34.957250] [DEBUG] [FORECASTER] COTY: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T09:38:35.256421] [DEBUG] [FORECASTER] COTY: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T09:38:35.551833] [DEBUG] [FORECASTER] COTY: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T09:38:35.857891] [DEBUG] [FORECASTER] COTY: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T09:38:36.224987] [DEBUG] [FORECASTER] COTY: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T09:38:36.608358] [DEBUG] [FORECASTER] COTY: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T09:38:36.905799] [DEBUG] [FORECASTER] COTY: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T09:38:37.189808] [DEBUG] [FORECASTER] COTY: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T09:38:37.466842] [DEBUG] [FORECASTER] COTY: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T09:38:37.467029] [INFO ] [CONFIGURE ] COTY: DISCARDED add_pbf_vs_sma_5 (score: 70.00%)
[2025-11-25T09:38:37.467087] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 2.8s/test | Remaining: 1440 tests
[2025-11-25T09:38:37.467135] [INFO ] [CONFIGURE ] COTY: Testing feature 20/29: add_price_rejection
[2025-11-25T09:38:37.467195] [INFO ] [CONFIGURE ] COTY: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_vwap', 'add_exhaustion_signals', 'add_mfi', 'add_price_rejection']
[2025-11-25T09:38:37.789298] [DEBUG] [FORECASTER] COTY: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T09:38:38.112421] [DEBUG] [FORECASTER] COTY: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T09:38:38.440761] [DEBUG] [FORECASTER] COTY: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T09:38:38.776708] [DEBUG] [FORECASTER] COTY: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T09:38:39.121556] [DEBUG] [FORECASTER] COTY: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T09:38:39.466888] [DEBUG] [FORECASTER] COTY: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T09:38:39.808745] [DEBUG] [FORECASTER] COTY: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T09:38:40.158355] [DEBUG] [FORECASTER] COTY: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T09:38:40.503235] [DEBUG] [FORECASTER] COTY: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T09:38:40.850286] [DEBUG] [FORECASTER] COTY: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T09:38:40.850485] [INFO ] [CONFIGURE ] COTY: DISCARDED add_price_rejection (score: 70.00%)
[2025-11-25T09:38:40.850545] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 2.8s/test | Remaining: 1439 tests
[2025-11-25T09:38:40.850596] [INFO ] [CONFIGURE ] COTY: Testing feature 21/29: add_range_position
[2025-11-25T09:38:40.850660] [INFO ] [CONFIGURE ] COTY: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_vwap', 'add_exhaustion_signals', 'add_mfi', 'add_range_position']
[2025-11-25T09:38:41.198026] [DEBUG] [FORECASTER] COTY: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0
[2025-11-25T09:38:41.538066] [DEBUG] [FORECASTER] COTY: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T09:38:41.883044] [DEBUG] [FORECASTER] COTY: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T09:38:42.232572] [DEBUG] [FORECASTER] COTY: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T09:38:42.592240] [DEBUG] [FORECASTER] COTY: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T09:38:42.943401] [DEBUG] [FORECASTER] COTY: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T09:38:43.279015] [DEBUG] [FORECASTER] COTY: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T09:38:43.627694] [DEBUG] [FORECASTER] COTY: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T09:38:43.980047] [DEBUG] [FORECASTER] COTY: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T09:38:44.336116] [DEBUG] [FORECASTER] COTY: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T09:38:44.336329] [INFO ] [CONFIGURE ] COTY: DISCARDED add_range_position (score: 70.00%)
[2025-11-25T09:38:44.336391] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 2.8s/test | Remaining: 1438 tests
[2025-11-25T09:38:44.336440] [INFO ] [CONFIGURE ] COTY: Testing feature 22/29: add_realized_volatility
[2025-11-25T09:38:44.336486] [INFO ] [CONFIGURE ] COTY: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_vwap', 'add_exhaustion_signals', 'add_mfi', 'add_realized_volatility']
[2025-11-25T09:38:44.763872] [DEBUG] [FORECASTER] COTY: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T09:38:45.192568] [DEBUG] [FORECASTER] COTY: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T09:38:45.637855] [DEBUG] [FORECASTER] COTY: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T09:38:46.059810] [DEBUG] [FORECASTER] COTY: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T09:38:46.477584] [DEBUG] [FORECASTER] COTY: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T09:38:46.885494] [DEBUG] [FORECASTER] COTY: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T09:38:47.293337] [DEBUG] [FORECASTER] COTY: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T09:38:47.711970] [DEBUG] [FORECASTER] COTY: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T09:38:48.137681] [DEBUG] [FORECASTER] COTY: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T09:38:48.569759] [DEBUG] [FORECASTER] COTY: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T09:38:48.569974] [INFO ] [CONFIGURE ] COTY: DISCARDED add_realized_volatility (score: 70.00%)
[2025-11-25T09:38:48.570036] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 2.8s/test | Remaining: 1437 tests
[2025-11-25T09:38:48.570089] [INFO ] [CONFIGURE ] COTY: Testing feature 23/29: add_recent_range_context
[2025-11-25T09:38:48.570138] [INFO ] [CONFIGURE ] COTY: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_vwap', 'add_exhaustion_signals', 'add_mfi', 'add_recent_range_context']
[2025-11-25T09:38:48.890324] [DEBUG] [FORECASTER] COTY: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T09:38:49.213682] [DEBUG] [FORECASTER] COTY: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T09:38:49.543064] [DEBUG] [FORECASTER] COTY: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T09:38:49.870392] [DEBUG] [FORECASTER] COTY: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T09:38:50.202028] [DEBUG] [FORECASTER] COTY: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T09:38:50.528250] [DEBUG] [FORECASTER] COTY: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T09:38:50.857347] [DEBUG] [FORECASTER] COTY: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T09:38:51.175482] [DEBUG] [FORECASTER] COTY: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T09:38:51.502214] [DEBUG] [FORECASTER] COTY: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T09:38:51.833816] [DEBUG] [FORECASTER] COTY: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T09:38:51.834052] [INFO ] [CONFIGURE ] COTY: DISCARDED add_recent_range_context (score: 70.00%)
[2025-11-25T09:38:51.834113] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 2.8s/test | Remaining: 1436 tests
[2025-11-25T09:38:51.834163] [INFO ] [CONFIGURE ] COTY: Testing feature 24/29: add_rsi
[2025-11-25T09:38:51.834208] [INFO ] [CONFIGURE ] COTY: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_vwap', 'add_exhaustion_signals', 'add_mfi', 'add_ema', 'add_rsi']
[2025-11-25T09:38:52.175068] [DEBUG] [FORECASTER] COTY: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T09:38:52.519738] [DEBUG] [FORECASTER] COTY: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T09:38:52.892537] [DEBUG] [FORECASTER] COTY: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T09:38:53.233499] [DEBUG] [FORECASTER] COTY: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T09:38:53.576302] [DEBUG] [FORECASTER] COTY: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T09:38:53.936398] [DEBUG] [FORECASTER] COTY: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T09:38:54.298434] [DEBUG] [FORECASTER] COTY: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T09:38:54.647409] [DEBUG] [FORECASTER] COTY: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T09:38:54.992066] [DEBUG] [FORECASTER] COTY: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T09:38:55.345837] [DEBUG] [FORECASTER] COTY: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T09:38:55.346040] [INFO ] [CONFIGURE ] COTY: DISCARDED add_rsi (score: 60.00%)
[2025-11-25T09:38:55.346100] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 2.8s/test | Remaining: 1435 tests
[2025-11-25T09:38:55.346152] [INFO ] [CONFIGURE ] COTY: Testing feature 25/29: add_tick_distribution
[2025-11-25T09:38:55.346200] [INFO ] [CONFIGURE ] COTY: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_vwap', 'add_exhaustion_signals', 'add_mfi', 'add_tick_distribution']
[2025-11-25T09:38:55.645456] [DEBUG] [FORECASTER] COTY: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T09:38:55.953091] [DEBUG] [FORECASTER] COTY: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T09:38:56.254031] [DEBUG] [FORECASTER] COTY: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T09:38:56.550441] [DEBUG] [FORECASTER] COTY: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T09:38:56.843808] [DEBUG] [FORECASTER] COTY: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T09:38:57.139549] [DEBUG] [FORECASTER] COTY: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T09:38:57.443995] [DEBUG] [FORECASTER] COTY: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T09:38:57.749325] [DEBUG] [FORECASTER] COTY: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T09:38:58.047274] [DEBUG] [FORECASTER] COTY: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T09:38:58.347759] [DEBUG] [FORECASTER] COTY: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T09:38:58.347937] [INFO ] [CONFIGURE ] COTY: DISCARDED add_tick_distribution (score: 80.00%)
[2025-11-25T09:38:58.347995] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 2.8s/test | Remaining: 1434 tests
[2025-11-25T09:38:58.348045] [INFO ] [CONFIGURE ] COTY: Testing feature 26/29: add_volume_momentum_confirmation
[2025-11-25T09:38:58.348094] [INFO ] [CONFIGURE ] COTY: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_vwap', 'add_exhaustion_signals', 'add_mfi', 'add_volume_momentum_confirmation']
[2025-11-25T09:38:58.664612] [DEBUG] [FORECASTER] COTY: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T09:38:58.980659] [DEBUG] [FORECASTER] COTY: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T09:38:59.299769] [DEBUG] [FORECASTER] COTY: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T09:38:59.608126] [DEBUG] [FORECASTER] COTY: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T09:38:59.924574] [DEBUG] [FORECASTER] COTY: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T09:39:00.243788] [DEBUG] [FORECASTER] COTY: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T09:39:00.600494] [DEBUG] [FORECASTER] COTY: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T09:39:01.452523] [DEBUG] [FORECASTER] COTY: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T09:39:01.931992] [DEBUG] [FORECASTER] COTY: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T09:39:02.298991] [DEBUG] [FORECASTER] COTY: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T09:39:02.299308] [INFO ] [CONFIGURE ] COTY: DISCARDED add_volume_momentum_confirmation (score: 50.00%)
[2025-11-25T09:39:02.299389] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 2.8s/test | Remaining: 1433 tests
[2025-11-25T09:39:02.299456] [INFO ] [CONFIGURE ] COTY: Testing feature 27/29: add_volume_price_divergence
[2025-11-25T09:39:02.299520] [INFO ] [CONFIGURE ] COTY: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_vwap', 'add_exhaustion_signals', 'add_mfi', 'add_volume_price_divergence']
[2025-11-25T09:39:02.653406] [DEBUG] [FORECASTER] COTY: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0
[2025-11-25T09:39:02.997601] [DEBUG] [FORECASTER] COTY: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T09:39:03.347467] [DEBUG] [FORECASTER] COTY: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T09:39:03.693749] [DEBUG] [FORECASTER] COTY: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T09:39:04.043419] [DEBUG] [FORECASTER] COTY: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T09:39:04.432788] [DEBUG] [FORECASTER] COTY: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T09:39:04.800022] [DEBUG] [FORECASTER] COTY: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T09:39:05.147337] [DEBUG] [FORECASTER] COTY: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T09:39:05.515826] [DEBUG] [FORECASTER] COTY: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T09:39:05.890677] [DEBUG] [FORECASTER] COTY: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T09:39:05.891025] [INFO ] [CONFIGURE ] COTY: DISCARDED add_volume_price_divergence (score: 50.00%)
[2025-11-25T09:39:05.891093] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 2.8s/test | Remaining: 1432 tests
[2025-11-25T09:39:05.891150] [INFO ] [CONFIGURE ] COTY: Testing feature 28/29: add_volume_profile
[2025-11-25T09:39:05.891201] [INFO ] [CONFIGURE ] COTY: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_vwap', 'add_exhaustion_signals', 'add_mfi', 'add_volume_profile']
[2025-11-25T09:39:06.229677] [DEBUG] [FORECASTER] COTY: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T09:39:06.558837] [DEBUG] [FORECASTER] COTY: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T09:39:06.896396] [DEBUG] [FORECASTER] COTY: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T09:39:07.222819] [DEBUG] [FORECASTER] COTY: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T09:39:07.564285] [DEBUG] [FORECASTER] COTY: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T09:39:07.895190] [DEBUG] [FORECASTER] COTY: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T09:39:08.229173] [DEBUG] [FORECASTER] COTY: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T09:39:08.560994] [DEBUG] [FORECASTER] COTY: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T09:39:08.896714] [DEBUG] [FORECASTER] COTY: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T09:39:09.261923] [DEBUG] [FORECASTER] COTY: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T09:39:09.262180] [INFO ] [CONFIGURE ] COTY: DISCARDED add_volume_profile (score: 50.00%)
[2025-11-25T09:39:09.262241] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 2.8s/test | Remaining: 1431 tests
[2025-11-25T09:39:09.262283] [INFO ] [CONFIGURE ] COTY: ===== FEATURE SELECTION COMPLETE =====
[2025-11-25T09:39:09.262322] [INFO ] [CONFIGURE ] COTY: Best accuracy: 80.00%
[2025-11-25T09:39:09.262359] [INFO ] [CONFIGURE ] COTY: Best feature set (5 features): ['add_bollinger_bands', 'add_daily_returns', 'add_vwap', 'add_exhaustion_signals', 'add_mfi']
[2025-11-25T09:39:09.262433] [INFO ] [CONFIGURE ] COTY: Improvement over baseline: 40.00%
[2025-11-25T09:39:09.262477] [INFO ] [CONFIGURE ] COTY: Total time: 1.5 minutes
[2025-11-25T09:39:09.262517] [INFO ] [CONFIGURE ] COTY: Average time per feature: 3.2 seconds
[2025-11-25T09:39:09.262557] [INFO ] [CONFIGURE ] COTY: Average speed: 0.32 features/sec
[2025-11-25T09:39:09.262998] [INFO ] [LOCAL     ] Saved configuration for COTY: 5 features, 80.00% accuracy -> ./output/feature-sets/COTY.json
[2025-11-25T09:39:09.263061] [INFO ] [CONFIGURE ] COTY: Configuration saved successfully: 5 features, 80.00% accuracy.
[2025-11-25T09:39:09.263112] [INFO ] [sig       ] [116/164] Successfully configured COTY | 0.01 sym/s | Total: 2.6h | ETA: 1.1h
[2025-11-25T09:39:09.263159] [INFO ] [sig       ] [117/164] Configuring CPK...
[2025-11-25T09:39:09.263201] [INFO ] [CONFIGURE ] CPK: Configurate test run.
[2025-11-25T09:39:09.263243] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CPK' from 'https://tdm.silogroup.org/data/derivative_storage/CPK.csv'.
[2025-11-25T09:39:09.276476] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'CPK'.
[2025-11-25T09:39:09.276989] [INFO ] [CONFIGURE ] CPK: Testing with 29 available features
[2025-11-25T09:39:09.277057] [INFO ] [CONFIGURE ] CPK: Establishing baseline with no features...
[2025-11-25T09:39:09.481080] [DEBUG] [FORECASTER] CPK: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T09:39:09.681267] [DEBUG] [FORECASTER] CPK: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T09:39:09.883413] [DEBUG] [FORECASTER] CPK: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T09:39:10.088042] [DEBUG] [FORECASTER] CPK: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T09:39:10.288481] [DEBUG] [FORECASTER] CPK: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T09:39:10.486457] [DEBUG] [FORECASTER] CPK: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1
[2025-11-25T09:39:10.704706] [DEBUG] [FORECASTER] CPK: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T09:39:10.902006] [DEBUG] [FORECASTER] CPK: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T09:39:11.069201] [DEBUG] [FORECASTER] CPK: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T09:39:11.249959] [DEBUG] [FORECASTER] CPK: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T09:39:11.250128] [INFO ] [CONFIGURE ] CPK: Baseline score (no features): 50.00%
[2025-11-25T09:39:11.250178] [INFO ] [CONFIGURE ] CPK: Testing feature 1/29: add_bollinger_bands
[2025-11-25T09:39:11.250219] [INFO ] [CONFIGURE ] CPK: Testing with features: ['add_bollinger_bands']
[2025-11-25T09:39:11.465487] [DEBUG] [FORECASTER] CPK: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T09:39:11.684714] [DEBUG] [FORECASTER] CPK: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T09:39:11.886320] [DEBUG] [FORECASTER] CPK: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T09:39:12.106994] [DEBUG] [FORECASTER] CPK: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T09:39:12.331099] [DEBUG] [FORECASTER] CPK: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-25T09:39:12.563470] [DEBUG] [FORECASTER] CPK: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1
[2025-11-25T09:39:12.779372] [DEBUG] [FORECASTER] CPK: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T09:39:12.990123] [DEBUG] [FORECASTER] CPK: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T09:39:13.206280] [DEBUG] [FORECASTER] CPK: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T09:39:13.427562] [DEBUG] [FORECASTER] CPK: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T09:39:13.427761] [INFO ] [CONFIGURE ] CPK: DISCARDED add_bollinger_bands (score: 50.00%)
[2025-11-25T09:39:13.427944] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 2.8s/test | Remaining: 1430 tests
[2025-11-25T09:39:13.428042] [INFO ] [CONFIGURE ] CPK: Testing feature 2/29: add_cumulative_delta
[2025-11-25T09:39:13.428099] [INFO ] [CONFIGURE ] CPK: Testing with features: ['add_cumulative_delta']
[2025-11-25T09:39:13.657462] [DEBUG] [FORECASTER] CPK: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T09:39:13.859528] [DEBUG] [FORECASTER] CPK: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T09:39:14.059985] [DEBUG] [FORECASTER] CPK: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T09:39:14.278233] [DEBUG] [FORECASTER] CPK: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T09:39:14.488182] [DEBUG] [FORECASTER] CPK: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-25T09:39:14.696719] [DEBUG] [FORECASTER] CPK: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1
[2025-11-25T09:39:14.917919] [DEBUG] [FORECASTER] CPK: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T09:39:15.142567] [DEBUG] [FORECASTER] CPK: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T09:39:15.362669] [DEBUG] [FORECASTER] CPK: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T09:39:15.586905] [DEBUG] [FORECASTER] CPK: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T09:39:15.587075] [INFO ] [CONFIGURE ] CPK: DISCARDED add_cumulative_delta (score: 50.00%)
[2025-11-25T09:39:15.587124] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 2.8s/test | Remaining: 1429 tests
[2025-11-25T09:39:15.587185] [INFO ] [CONFIGURE ] CPK: Testing feature 3/29: add_daily_returns
[2025-11-25T09:39:15.587227] [INFO ] [CONFIGURE ] CPK: Testing with features: ['add_daily_returns']
[2025-11-25T09:39:15.776753] [DEBUG] [FORECASTER] CPK: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T09:39:15.966206] [DEBUG] [FORECASTER] CPK: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T09:39:16.168110] [DEBUG] [FORECASTER] CPK: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T09:39:16.350600] [DEBUG] [FORECASTER] CPK: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T09:39:16.539087] [DEBUG] [FORECASTER] CPK: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-25T09:39:16.725838] [DEBUG] [FORECASTER] CPK: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1
[2025-11-25T09:39:16.914620] [DEBUG] [FORECASTER] CPK: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T09:39:17.099739] [DEBUG] [FORECASTER] CPK: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T09:39:17.320512] [DEBUG] [FORECASTER] CPK: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T09:39:17.550884] [DEBUG] [FORECASTER] CPK: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T09:39:17.551235] [INFO ] [CONFIGURE ] CPK: DISCARDED add_daily_returns (score: 40.00%)
[2025-11-25T09:39:17.551355] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 2.8s/test | Remaining: 1428 tests
[2025-11-25T09:39:17.551463] [INFO ] [CONFIGURE ] CPK: Testing feature 4/29: add_ema
[2025-11-25T09:39:17.551567] [INFO ] [CONFIGURE ] CPK: Testing with features: ['add_ema']
[2025-11-25T09:39:17.837426] [DEBUG] [FORECASTER] CPK: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T09:39:18.110566] [DEBUG] [FORECASTER] CPK: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0
[2025-11-25T09:39:18.347258] [DEBUG] [FORECASTER] CPK: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T09:39:18.581487] [DEBUG] [FORECASTER] CPK: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T09:39:18.793237] [DEBUG] [FORECASTER] CPK: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-25T09:39:19.010589] [DEBUG] [FORECASTER] CPK: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1
[2025-11-25T09:39:19.228285] [DEBUG] [FORECASTER] CPK: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T09:39:19.460712] [DEBUG] [FORECASTER] CPK: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T09:39:19.670348] [DEBUG] [FORECASTER] CPK: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T09:39:19.884962] [DEBUG] [FORECASTER] CPK: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T09:39:19.885150] [INFO ] [CONFIGURE ] CPK: DISCARDED add_ema (score: 30.00%)
[2025-11-25T09:39:19.885201] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 2.8s/test | Remaining: 1427 tests
[2025-11-25T09:39:19.885241] [INFO ] [CONFIGURE ] CPK: Testing feature 5/29: add_exhaustion_signals
[2025-11-25T09:39:19.885278] [INFO ] [CONFIGURE ] CPK: Testing with features: ['add_vwap', 'add_exhaustion_signals']
[2025-11-25T09:39:20.101503] [DEBUG] [FORECASTER] CPK: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T09:39:20.316315] [DEBUG] [FORECASTER] CPK: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T09:39:20.531539] [DEBUG] [FORECASTER] CPK: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T09:39:20.746025] [DEBUG] [FORECASTER] CPK: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T09:39:20.961375] [DEBUG] [FORECASTER] CPK: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-25T09:39:21.180431] [DEBUG] [FORECASTER] CPK: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1
[2025-11-25T09:39:21.395577] [DEBUG] [FORECASTER] CPK: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T09:39:21.611274] [DEBUG] [FORECASTER] CPK: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T09:39:21.833468] [DEBUG] [FORECASTER] CPK: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T09:39:22.052022] [DEBUG] [FORECASTER] CPK: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T09:39:22.052213] [INFO ] [CONFIGURE ] CPK: DISCARDED add_exhaustion_signals (score: 40.00%)
[2025-11-25T09:39:22.052272] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 2.8s/test | Remaining: 1426 tests
[2025-11-25T09:39:22.052319] [INFO ] [CONFIGURE ] CPK: Testing feature 6/29: add_failed_moves
[2025-11-25T09:39:22.052363] [INFO ] [CONFIGURE ] CPK: Testing with features: ['add_failed_moves']
[2025-11-25T09:39:22.260000] [DEBUG] [FORECASTER] CPK: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T09:39:22.441086] [DEBUG] [FORECASTER] CPK: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T09:39:22.619608] [DEBUG] [FORECASTER] CPK: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T09:39:22.797102] [DEBUG] [FORECASTER] CPK: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T09:39:22.974553] [DEBUG] [FORECASTER] CPK: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-25T09:39:23.152304] [DEBUG] [FORECASTER] CPK: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1
[2025-11-25T09:39:23.331690] [DEBUG] [FORECASTER] CPK: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T09:39:23.516488] [DEBUG] [FORECASTER] CPK: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T09:39:23.705031] [DEBUG] [FORECASTER] CPK: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-25T09:39:23.889310] [DEBUG] [FORECASTER] CPK: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T09:39:23.889479] [INFO ] [CONFIGURE ] CPK: DISCARDED add_failed_moves (score: 30.00%)
[2025-11-25T09:39:23.889527] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 2.8s/test | Remaining: 1425 tests
[2025-11-25T09:39:23.889566] [INFO ] [CONFIGURE ] CPK: Testing feature 7/29: add_lag_shelf
[2025-11-25T09:39:23.889602] [INFO ] [CONFIGURE ] CPK: Testing with features: ['add_lag_shelf']
[2025-11-25T09:39:24.057331] [DEBUG] [FORECASTER] CPK: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T09:39:24.232063] [DEBUG] [FORECASTER] CPK: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T09:39:24.405042] [DEBUG] [FORECASTER] CPK: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T09:39:24.574424] [DEBUG] [FORECASTER] CPK: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T09:39:24.744579] [DEBUG] [FORECASTER] CPK: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T09:39:24.915823] [DEBUG] [FORECASTER] CPK: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1
[2025-11-25T09:39:25.088459] [DEBUG] [FORECASTER] CPK: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T09:39:25.263120] [DEBUG] [FORECASTER] CPK: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T09:39:25.434860] [DEBUG] [FORECASTER] CPK: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T09:39:25.611125] [DEBUG] [FORECASTER] CPK: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T09:39:25.611314] [INFO ] [CONFIGURE ] CPK: DISCARDED add_lag_shelf (score: 50.00%)
[2025-11-25T09:39:25.611365] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 2.8s/test | Remaining: 1424 tests
[2025-11-25T09:39:25.611405] [INFO ] [CONFIGURE ] CPK: Testing feature 8/29: add_macd
[2025-11-25T09:39:25.611443] [INFO ] [CONFIGURE ] CPK: Testing with features: ['add_vwap', 'add_macd']
[2025-11-25T09:39:25.880096] [DEBUG] [FORECASTER] CPK: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T09:39:26.146043] [DEBUG] [FORECASTER] CPK: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T09:39:26.416574] [DEBUG] [FORECASTER] CPK: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T09:39:26.679902] [DEBUG] [FORECASTER] CPK: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T09:39:26.946867] [DEBUG] [FORECASTER] CPK: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-25T09:39:27.231460] [DEBUG] [FORECASTER] CPK: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1
[2025-11-25T09:39:27.507427] [DEBUG] [FORECASTER] CPK: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T09:39:27.777586] [DEBUG] [FORECASTER] CPK: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T09:39:28.058450] [DEBUG] [FORECASTER] CPK: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T09:39:28.351959] [DEBUG] [FORECASTER] CPK: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T09:39:28.352180] [INFO ] [CONFIGURE ] CPK: DISCARDED add_macd (score: 50.00%)
[2025-11-25T09:39:28.352243] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 2.8s/test | Remaining: 1423 tests
[2025-11-25T09:39:28.352294] [INFO ] [CONFIGURE ] CPK: Testing feature 9/29: add_mfi
[2025-11-25T09:39:28.352343] [INFO ] [CONFIGURE ] CPK: Testing with features: ['add_mfi']
[2025-11-25T09:39:28.586571] [DEBUG] [FORECASTER] CPK: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T09:39:28.835837] [DEBUG] [FORECASTER] CPK: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T09:39:29.106777] [DEBUG] [FORECASTER] CPK: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T09:39:29.356009] [DEBUG] [FORECASTER] CPK: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T09:39:29.597015] [DEBUG] [FORECASTER] CPK: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-25T09:39:29.790381] [DEBUG] [FORECASTER] CPK: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1
[2025-11-25T09:39:29.975945] [DEBUG] [FORECASTER] CPK: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T09:39:30.160738] [DEBUG] [FORECASTER] CPK: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T09:39:30.353516] [DEBUG] [FORECASTER] CPK: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-25T09:39:30.561343] [DEBUG] [FORECASTER] CPK: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T09:39:30.561538] [INFO ] [CONFIGURE ] CPK: DISCARDED add_mfi (score: 30.00%)
[2025-11-25T09:39:30.561587] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 2.8s/test | Remaining: 1422 tests
[2025-11-25T09:39:30.561628] [INFO ] [CONFIGURE ] CPK: Testing feature 10/29: add_momentum_acceleration
[2025-11-25T09:39:30.561699] [INFO ] [CONFIGURE ] CPK: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-11-25T09:39:30.844740] [DEBUG] [FORECASTER] CPK: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T09:39:31.148124] [DEBUG] [FORECASTER] CPK: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T09:39:31.446457] [DEBUG] [FORECASTER] CPK: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T09:39:31.734747] [DEBUG] [FORECASTER] CPK: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T09:39:32.025439] [DEBUG] [FORECASTER] CPK: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-25T09:39:32.308085] [DEBUG] [FORECASTER] CPK: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1
[2025-11-25T09:39:32.594497] [DEBUG] [FORECASTER] CPK: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T09:39:32.882187] [DEBUG] [FORECASTER] CPK: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T09:39:33.170182] [DEBUG] [FORECASTER] CPK: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T09:39:33.457898] [DEBUG] [FORECASTER] CPK: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T09:39:33.458085] [INFO ] [CONFIGURE ] CPK: DISCARDED add_momentum_acceleration (score: 50.00%)
[2025-11-25T09:39:33.458145] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 2.8s/test | Remaining: 1421 tests
[2025-11-25T09:39:33.458196] [INFO ] [CONFIGURE ] CPK: Testing feature 11/29: add_obv_daily
[2025-11-25T09:39:33.458242] [INFO ] [CONFIGURE ] CPK: Testing with features: ['add_obv_daily']
[2025-11-25T09:39:33.669069] [DEBUG] [FORECASTER] CPK: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T09:39:33.880586] [DEBUG] [FORECASTER] CPK: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T09:39:34.092766] [DEBUG] [FORECASTER] CPK: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T09:39:34.334023] [DEBUG] [FORECASTER] CPK: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T09:39:34.545410] [DEBUG] [FORECASTER] CPK: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-25T09:39:34.753363] [DEBUG] [FORECASTER] CPK: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1
[2025-11-25T09:39:34.967579] [DEBUG] [FORECASTER] CPK: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T09:39:35.176135] [DEBUG] [FORECASTER] CPK: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T09:39:35.385952] [DEBUG] [FORECASTER] CPK: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T09:39:35.598105] [DEBUG] [FORECASTER] CPK: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T09:39:35.598284] [INFO ] [CONFIGURE ] CPK: DISCARDED add_obv_daily (score: 50.00%)
[2025-11-25T09:39:35.598333] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 2.8s/test | Remaining: 1420 tests
[2025-11-25T09:39:35.598372] [INFO ] [CONFIGURE ] CPK: Testing feature 12/29: add_obv_interval
[2025-11-25T09:39:35.598414] [INFO ] [CONFIGURE ] CPK: Testing with features: ['add_obv_interval']
[2025-11-25T09:39:35.797664] [DEBUG] [FORECASTER] CPK: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T09:39:35.996768] [DEBUG] [FORECASTER] CPK: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T09:39:36.202805] [DEBUG] [FORECASTER] CPK: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T09:39:36.406306] [DEBUG] [FORECASTER] CPK: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T09:39:36.615781] [DEBUG] [FORECASTER] CPK: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-25T09:39:36.820233] [DEBUG] [FORECASTER] CPK: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1
[2025-11-25T09:39:37.028695] [DEBUG] [FORECASTER] CPK: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T09:39:37.234023] [DEBUG] [FORECASTER] CPK: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T09:39:37.440718] [DEBUG] [FORECASTER] CPK: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T09:39:37.646401] [DEBUG] [FORECASTER] CPK: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T09:39:37.646780] [INFO ] [CONFIGURE ] CPK: DISCARDED add_obv_interval (score: 40.00%)
[2025-11-25T09:39:37.646902] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 2.8s/test | Remaining: 1419 tests
[2025-11-25T09:39:37.647008] [INFO ] [CONFIGURE ] CPK: Testing feature 13/29: add_opening_strength
[2025-11-25T09:39:37.647112] [INFO ] [CONFIGURE ] CPK: Testing with features: ['add_daily_returns', 'add_opening_strength']
[2025-11-25T09:39:37.862956] [DEBUG] [FORECASTER] CPK: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T09:39:38.080891] [DEBUG] [FORECASTER] CPK: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T09:39:38.303300] [DEBUG] [FORECASTER] CPK: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T09:39:38.520465] [DEBUG] [FORECASTER] CPK: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T09:39:38.744691] [DEBUG] [FORECASTER] CPK: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-25T09:39:38.972258] [DEBUG] [FORECASTER] CPK: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1
[2025-11-25T09:39:39.188959] [DEBUG] [FORECASTER] CPK: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T09:39:39.402572] [DEBUG] [FORECASTER] CPK: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T09:39:39.619357] [DEBUG] [FORECASTER] CPK: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-25T09:39:39.834500] [DEBUG] [FORECASTER] CPK: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T09:39:39.834721] [INFO ] [CONFIGURE ] CPK: DISCARDED add_opening_strength (score: 40.00%)
[2025-11-25T09:39:39.834973] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 2.8s/test | Remaining: 1418 tests
[2025-11-25T09:39:39.835086] [INFO ] [CONFIGURE ] CPK: Testing feature 14/29: add_order_flow_imbalance
[2025-11-25T09:39:39.835197] [INFO ] [CONFIGURE ] CPK: Testing with features: ['add_order_flow_imbalance']
[2025-11-25T09:39:40.040347] [DEBUG] [FORECASTER] CPK: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T09:39:40.249378] [DEBUG] [FORECASTER] CPK: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0
[2025-11-25T09:39:40.461777] [DEBUG] [FORECASTER] CPK: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T09:39:40.677206] [DEBUG] [FORECASTER] CPK: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T09:39:40.895571] [DEBUG] [FORECASTER] CPK: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-25T09:39:41.107535] [DEBUG] [FORECASTER] CPK: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1
[2025-11-25T09:39:41.323255] [DEBUG] [FORECASTER] CPK: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T09:39:41.537101] [DEBUG] [FORECASTER] CPK: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T09:39:41.747014] [DEBUG] [FORECASTER] CPK: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T09:39:41.959553] [DEBUG] [FORECASTER] CPK: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T09:39:41.959783] [INFO ] [CONFIGURE ] CPK: DISCARDED add_order_flow_imbalance (score: 50.00%)
[2025-11-25T09:39:41.959844] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 2.8s/test | Remaining: 1417 tests
[2025-11-25T09:39:41.959895] [INFO ] [CONFIGURE ] CPK: Testing feature 15/29: add_pbf_morning_momentum
[2025-11-25T09:39:41.959940] [INFO ] [CONFIGURE ] CPK: Testing with features: ['add_pbf_morning_momentum']
[2025-11-25T09:39:42.132093] [DEBUG] [FORECASTER] CPK: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T09:39:42.316938] [DEBUG] [FORECASTER] CPK: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T09:39:42.499117] [DEBUG] [FORECASTER] CPK: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T09:39:42.681528] [DEBUG] [FORECASTER] CPK: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T09:39:42.859607] [DEBUG] [FORECASTER] CPK: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-25T09:39:43.041436] [DEBUG] [FORECASTER] CPK: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1
[2025-11-25T09:39:43.224408] [DEBUG] [FORECASTER] CPK: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T09:39:43.405413] [DEBUG] [FORECASTER] CPK: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T09:39:43.595321] [DEBUG] [FORECASTER] CPK: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T09:39:43.776896] [DEBUG] [FORECASTER] CPK: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T09:39:43.777239] [INFO ] [CONFIGURE ] CPK: DISCARDED add_pbf_morning_momentum (score: 50.00%)
[2025-11-25T09:39:43.777304] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 2.8s/test | Remaining: 1416 tests
[2025-11-25T09:39:43.777413] [INFO ] [CONFIGURE ] CPK: Testing feature 16/29: add_pbf_overnight_gap
[2025-11-25T09:39:43.777516] [INFO ] [CONFIGURE ] CPK: Testing with features: ['add_pbf_overnight_gap']
[2025-11-25T09:39:43.978572] [DEBUG] [FORECASTER] CPK: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T09:39:44.180345] [DEBUG] [FORECASTER] CPK: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T09:39:44.383850] [DEBUG] [FORECASTER] CPK: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T09:39:44.593669] [DEBUG] [FORECASTER] CPK: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T09:39:44.793850] [DEBUG] [FORECASTER] CPK: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-25T09:39:45.004325] [DEBUG] [FORECASTER] CPK: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1
[2025-11-25T09:39:45.213821] [DEBUG] [FORECASTER] CPK: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T09:39:45.422451] [DEBUG] [FORECASTER] CPK: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T09:39:45.634944] [DEBUG] [FORECASTER] CPK: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T09:39:45.844814] [DEBUG] [FORECASTER] CPK: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T09:39:45.844984] [INFO ] [CONFIGURE ] CPK: DISCARDED add_pbf_overnight_gap (score: 40.00%)
[2025-11-25T09:39:45.845033] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 2.8s/test | Remaining: 1415 tests
[2025-11-25T09:39:45.845072] [INFO ] [CONFIGURE ] CPK: Testing feature 17/29: add_pbf_return_2d
[2025-11-25T09:39:45.845107] [INFO ] [CONFIGURE ] CPK: Testing with features: ['add_pbf_return_2d']
[2025-11-25T09:39:46.053772] [DEBUG] [FORECASTER] CPK: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T09:39:46.264369] [DEBUG] [FORECASTER] CPK: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T09:39:46.477254] [DEBUG] [FORECASTER] CPK: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T09:39:46.696690] [DEBUG] [FORECASTER] CPK: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T09:39:46.903168] [DEBUG] [FORECASTER] CPK: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-25T09:39:47.116726] [DEBUG] [FORECASTER] CPK: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1
[2025-11-25T09:39:47.329936] [DEBUG] [FORECASTER] CPK: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T09:39:47.540140] [DEBUG] [FORECASTER] CPK: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T09:39:47.752225] [DEBUG] [FORECASTER] CPK: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T09:39:47.964695] [DEBUG] [FORECASTER] CPK: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T09:39:47.964863] [INFO ] [CONFIGURE ] CPK: KEPT add_pbf_return_2d (score: 60.00%)
[2025-11-25T09:39:47.964912] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 2.8s/test | Remaining: 1414 tests
[2025-11-25T09:39:47.964951] [INFO ] [CONFIGURE ] CPK: Testing feature 18/29: add_pbf_volatility_5d
[2025-11-25T09:39:47.964987] [INFO ] [CONFIGURE ] CPK: Testing with features: ['add_pbf_return_2d', 'add_pbf_volatility_5d']
[2025-11-25T09:39:48.172763] [DEBUG] [FORECASTER] CPK: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T09:39:48.382016] [DEBUG] [FORECASTER] CPK: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T09:39:48.591573] [DEBUG] [FORECASTER] CPK: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T09:39:48.806371] [DEBUG] [FORECASTER] CPK: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T09:39:49.020193] [DEBUG] [FORECASTER] CPK: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-25T09:39:49.241243] [DEBUG] [FORECASTER] CPK: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1
[2025-11-25T09:39:49.460046] [DEBUG] [FORECASTER] CPK: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T09:39:49.674790] [DEBUG] [FORECASTER] CPK: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T09:39:49.890121] [DEBUG] [FORECASTER] CPK: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T09:39:50.110182] [DEBUG] [FORECASTER] CPK: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T09:39:50.110356] [INFO ] [CONFIGURE ] CPK: DISCARDED add_pbf_volatility_5d (score: 30.00%)
[2025-11-25T09:39:50.110405] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 2.8s/test | Remaining: 1413 tests
[2025-11-25T09:39:50.110444] [INFO ] [CONFIGURE ] CPK: Testing feature 19/29: add_pbf_vs_sma_5
[2025-11-25T09:39:50.110480] [INFO ] [CONFIGURE ] CPK: Testing with features: ['add_pbf_return_2d', 'add_pbf_vs_sma_5']
[2025-11-25T09:39:50.333164] [DEBUG] [FORECASTER] CPK: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T09:39:50.549552] [DEBUG] [FORECASTER] CPK: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T09:39:50.773230] [DEBUG] [FORECASTER] CPK: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T09:39:50.995178] [DEBUG] [FORECASTER] CPK: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T09:39:51.209900] [DEBUG] [FORECASTER] CPK: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-25T09:39:51.431482] [DEBUG] [FORECASTER] CPK: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1
[2025-11-25T09:39:51.647845] [DEBUG] [FORECASTER] CPK: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T09:39:51.854338] [DEBUG] [FORECASTER] CPK: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T09:39:52.052890] [DEBUG] [FORECASTER] CPK: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T09:39:52.306509] [DEBUG] [FORECASTER] CPK: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T09:39:52.306859] [INFO ] [CONFIGURE ] CPK: DISCARDED add_pbf_vs_sma_5 (score: 60.00%)
[2025-11-25T09:39:52.306924] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 2.8s/test | Remaining: 1412 tests
[2025-11-25T09:39:52.307031] [INFO ] [CONFIGURE ] CPK: Testing feature 20/29: add_price_rejection
[2025-11-25T09:39:52.307133] [INFO ] [CONFIGURE ] CPK: Testing with features: ['add_pbf_return_2d', 'add_price_rejection']
[2025-11-25T09:39:52.530765] [DEBUG] [FORECASTER] CPK: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T09:39:52.762757] [DEBUG] [FORECASTER] CPK: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T09:39:52.981326] [DEBUG] [FORECASTER] CPK: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T09:39:53.202378] [DEBUG] [FORECASTER] CPK: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T09:39:53.424688] [DEBUG] [FORECASTER] CPK: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-25T09:39:53.649433] [DEBUG] [FORECASTER] CPK: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1
[2025-11-25T09:39:53.866074] [DEBUG] [FORECASTER] CPK: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T09:39:54.084412] [DEBUG] [FORECASTER] CPK: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T09:39:54.322326] [DEBUG] [FORECASTER] CPK: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T09:39:54.562206] [DEBUG] [FORECASTER] CPK: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T09:39:54.562392] [INFO ] [CONFIGURE ] CPK: DISCARDED add_price_rejection (score: 50.00%)
[2025-11-25T09:39:54.562458] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 2.8s/test | Remaining: 1411 tests
[2025-11-25T09:39:54.562505] [INFO ] [CONFIGURE ] CPK: Testing feature 21/29: add_range_position
[2025-11-25T09:39:54.562549] [INFO ] [CONFIGURE ] CPK: Testing with features: ['add_pbf_return_2d', 'add_range_position']
[2025-11-25T09:39:54.814574] [DEBUG] [FORECASTER] CPK: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T09:39:55.067756] [DEBUG] [FORECASTER] CPK: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T09:39:55.337716] [DEBUG] [FORECASTER] CPK: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T09:39:55.586351] [DEBUG] [FORECASTER] CPK: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T09:39:55.835193] [DEBUG] [FORECASTER] CPK: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-25T09:39:56.091579] [DEBUG] [FORECASTER] CPK: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1
[2025-11-25T09:39:56.330082] [DEBUG] [FORECASTER] CPK: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T09:39:56.566515] [DEBUG] [FORECASTER] CPK: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T09:39:56.802493] [DEBUG] [FORECASTER] CPK: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T09:39:57.036927] [DEBUG] [FORECASTER] CPK: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T09:39:57.037124] [INFO ] [CONFIGURE ] CPK: DISCARDED add_range_position (score: 40.00%)
[2025-11-25T09:39:57.037192] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 2.8s/test | Remaining: 1410 tests
[2025-11-25T09:39:57.037242] [INFO ] [CONFIGURE ] CPK: Testing feature 22/29: add_realized_volatility
[2025-11-25T09:39:57.037285] [INFO ] [CONFIGURE ] CPK: Testing with features: ['add_pbf_return_2d', 'add_realized_volatility']
[2025-11-25T09:39:57.354683] [DEBUG] [FORECASTER] CPK: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T09:39:57.708201] [DEBUG] [FORECASTER] CPK: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T09:39:58.083454] [DEBUG] [FORECASTER] CPK: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T09:39:58.439534] [DEBUG] [FORECASTER] CPK: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T09:39:58.794073] [DEBUG] [FORECASTER] CPK: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-25T09:39:59.122178] [DEBUG] [FORECASTER] CPK: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1
[2025-11-25T09:39:59.441506] [DEBUG] [FORECASTER] CPK: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T09:39:59.768898] [DEBUG] [FORECASTER] CPK: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T09:40:00.098947] [DEBUG] [FORECASTER] CPK: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T09:40:00.441743] [DEBUG] [FORECASTER] CPK: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T09:40:00.441937] [INFO ] [CONFIGURE ] CPK: DISCARDED add_realized_volatility (score: 50.00%)
[2025-11-25T09:40:00.442016] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 2.8s/test | Remaining: 1409 tests
[2025-11-25T09:40:00.442067] [INFO ] [CONFIGURE ] CPK: Testing feature 23/29: add_recent_range_context
[2025-11-25T09:40:00.442114] [INFO ] [CONFIGURE ] CPK: Testing with features: ['add_pbf_return_2d', 'add_recent_range_context']
[2025-11-25T09:40:00.657505] [DEBUG] [FORECASTER] CPK: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T09:40:01.630602] [DEBUG] [FORECASTER] CPK: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T09:40:02.058321] [DEBUG] [FORECASTER] CPK: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T09:40:02.322066] [DEBUG] [FORECASTER] CPK: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T09:40:02.571348] [DEBUG] [FORECASTER] CPK: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-25T09:40:02.781873] [DEBUG] [FORECASTER] CPK: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1
[2025-11-25T09:40:03.002228] [DEBUG] [FORECASTER] CPK: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T09:40:03.232539] [DEBUG] [FORECASTER] CPK: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T09:40:03.454722] [DEBUG] [FORECASTER] CPK: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T09:40:03.676524] [DEBUG] [FORECASTER] CPK: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T09:40:03.676728] [INFO ] [CONFIGURE ] CPK: DISCARDED add_recent_range_context (score: 50.00%)
[2025-11-25T09:40:03.676790] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 2.8s/test | Remaining: 1408 tests
[2025-11-25T09:40:03.676840] [INFO ] [CONFIGURE ] CPK: Testing feature 24/29: add_rsi
[2025-11-25T09:40:03.676887] [INFO ] [CONFIGURE ] CPK: Testing with features: ['add_pbf_return_2d', 'add_ema', 'add_rsi']
[2025-11-25T09:40:03.944339] [DEBUG] [FORECASTER] CPK: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T09:40:04.220906] [DEBUG] [FORECASTER] CPK: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T09:40:04.522312] [DEBUG] [FORECASTER] CPK: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T09:40:04.792771] [DEBUG] [FORECASTER] CPK: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T09:40:05.060357] [DEBUG] [FORECASTER] CPK: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-25T09:40:05.320067] [DEBUG] [FORECASTER] CPK: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1
[2025-11-25T09:40:05.587826] [DEBUG] [FORECASTER] CPK: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T09:40:05.874528] [DEBUG] [FORECASTER] CPK: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T09:40:06.169401] [DEBUG] [FORECASTER] CPK: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T09:40:06.463178] [DEBUG] [FORECASTER] CPK: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T09:40:06.463370] [INFO ] [CONFIGURE ] CPK: DISCARDED add_rsi (score: 40.00%)
[2025-11-25T09:40:06.463429] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 2.8s/test | Remaining: 1407 tests
[2025-11-25T09:40:06.463480] [INFO ] [CONFIGURE ] CPK: Testing feature 25/29: add_tick_distribution
[2025-11-25T09:40:06.463524] [INFO ] [CONFIGURE ] CPK: Testing with features: ['add_pbf_return_2d', 'add_tick_distribution']
[2025-11-25T09:40:06.689609] [DEBUG] [FORECASTER] CPK: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T09:40:06.906221] [DEBUG] [FORECASTER] CPK: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T09:40:07.119230] [DEBUG] [FORECASTER] CPK: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T09:40:07.363070] [DEBUG] [FORECASTER] CPK: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T09:40:07.584618] [DEBUG] [FORECASTER] CPK: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-25T09:40:07.804329] [DEBUG] [FORECASTER] CPK: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1
[2025-11-25T09:40:08.033910] [DEBUG] [FORECASTER] CPK: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T09:40:08.263832] [DEBUG] [FORECASTER] CPK: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T09:40:08.476878] [DEBUG] [FORECASTER] CPK: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T09:40:08.701123] [DEBUG] [FORECASTER] CPK: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T09:40:08.701380] [INFO ] [CONFIGURE ] CPK: DISCARDED add_tick_distribution (score: 40.00%)
[2025-11-25T09:40:08.701456] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 2.8s/test | Remaining: 1406 tests
[2025-11-25T09:40:08.701511] [INFO ] [CONFIGURE ] CPK: Testing feature 26/29: add_volume_momentum_confirmation
[2025-11-25T09:40:08.701557] [INFO ] [CONFIGURE ] CPK: Testing with features: ['add_pbf_return_2d', 'add_volume_momentum_confirmation']
[2025-11-25T09:40:08.944044] [DEBUG] [FORECASTER] CPK: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T09:40:09.192909] [DEBUG] [FORECASTER] CPK: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T09:40:09.439021] [DEBUG] [FORECASTER] CPK: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T09:40:09.680023] [DEBUG] [FORECASTER] CPK: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T09:40:09.923228] [DEBUG] [FORECASTER] CPK: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-25T09:40:10.171330] [DEBUG] [FORECASTER] CPK: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1
[2025-11-25T09:40:10.408291] [DEBUG] [FORECASTER] CPK: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T09:40:10.645419] [DEBUG] [FORECASTER] CPK: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T09:40:10.882924] [DEBUG] [FORECASTER] CPK: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T09:40:11.114409] [DEBUG] [FORECASTER] CPK: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T09:40:11.114818] [INFO ] [CONFIGURE ] CPK: DISCARDED add_volume_momentum_confirmation (score: 50.00%)
[2025-11-25T09:40:11.114876] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 2.8s/test | Remaining: 1405 tests
[2025-11-25T09:40:11.114924] [INFO ] [CONFIGURE ] CPK: Testing feature 27/29: add_volume_price_divergence
[2025-11-25T09:40:11.114965] [INFO ] [CONFIGURE ] CPK: Testing with features: ['add_pbf_return_2d', 'add_volume_price_divergence']
[2025-11-25T09:40:11.359865] [DEBUG] [FORECASTER] CPK: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T09:40:11.591098] [DEBUG] [FORECASTER] CPK: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T09:40:11.829888] [DEBUG] [FORECASTER] CPK: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T09:40:12.073630] [DEBUG] [FORECASTER] CPK: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T09:40:12.318633] [DEBUG] [FORECASTER] CPK: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-25T09:40:12.568046] [DEBUG] [FORECASTER] CPK: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1
[2025-11-25T09:40:12.816321] [DEBUG] [FORECASTER] CPK: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T09:40:13.062514] [DEBUG] [FORECASTER] CPK: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T09:40:13.314337] [DEBUG] [FORECASTER] CPK: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T09:40:13.556839] [DEBUG] [FORECASTER] CPK: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T09:40:13.557051] [INFO ] [CONFIGURE ] CPK: DISCARDED add_volume_price_divergence (score: 40.00%)
[2025-11-25T09:40:13.557112] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 2.8s/test | Remaining: 1404 tests
[2025-11-25T09:40:13.557174] [INFO ] [CONFIGURE ] CPK: Testing feature 28/29: add_volume_profile
[2025-11-25T09:40:13.557259] [INFO ] [CONFIGURE ] CPK: Testing with features: ['add_pbf_return_2d', 'add_volume_profile']
[2025-11-25T09:40:13.790619] [DEBUG] [FORECASTER] CPK: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T09:40:14.032401] [DEBUG] [FORECASTER] CPK: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T09:40:14.276261] [DEBUG] [FORECASTER] CPK: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T09:40:14.514138] [DEBUG] [FORECASTER] CPK: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T09:40:14.754291] [DEBUG] [FORECASTER] CPK: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-25T09:40:14.995765] [DEBUG] [FORECASTER] CPK: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1
[2025-11-25T09:40:15.243953] [DEBUG] [FORECASTER] CPK: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T09:40:15.487441] [DEBUG] [FORECASTER] CPK: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T09:40:15.728320] [DEBUG] [FORECASTER] CPK: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T09:40:15.969120] [DEBUG] [FORECASTER] CPK: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T09:40:15.969304] [INFO ] [CONFIGURE ] CPK: DISCARDED add_volume_profile (score: 50.00%)
[2025-11-25T09:40:15.969365] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 2.8s/test | Remaining: 1403 tests
[2025-11-25T09:40:15.969421] [INFO ] [CONFIGURE ] CPK: Testing feature 29/29: add_vwap
[2025-11-25T09:40:15.969473] [INFO ] [CONFIGURE ] CPK: Testing with features: ['add_pbf_return_2d', 'add_vwap']
[2025-11-25T09:40:16.184916] [DEBUG] [FORECASTER] CPK: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T09:40:16.416569] [DEBUG] [FORECASTER] CPK: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T09:40:16.712015] [DEBUG] [FORECASTER] CPK: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T09:40:17.050529] [DEBUG] [FORECASTER] CPK: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T09:40:17.330866] [DEBUG] [FORECASTER] CPK: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-25T09:40:17.574901] [DEBUG] [FORECASTER] CPK: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1
[2025-11-25T09:40:17.789017] [DEBUG] [FORECASTER] CPK: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T09:40:18.000216] [DEBUG] [FORECASTER] CPK: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T09:40:18.223801] [DEBUG] [FORECASTER] CPK: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T09:40:18.444338] [DEBUG] [FORECASTER] CPK: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T09:40:18.444515] [INFO ] [CONFIGURE ] CPK: DISCARDED add_vwap (score: 60.00%)
[2025-11-25T09:40:18.444573] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 2.8s/test | Remaining: 1402 tests
[2025-11-25T09:40:18.444623] [INFO ] [CONFIGURE ] CPK: ===== FEATURE SELECTION COMPLETE =====
[2025-11-25T09:40:18.444689] [INFO ] [CONFIGURE ] CPK: Best accuracy: 60.00%
[2025-11-25T09:40:18.444734] [INFO ] [CONFIGURE ] CPK: Best feature set (1 features): ['add_pbf_return_2d']
[2025-11-25T09:40:18.444778] [INFO ] [CONFIGURE ] CPK: Improvement over baseline: 10.00%
[2025-11-25T09:40:18.444818] [INFO ] [CONFIGURE ] CPK: Total time: 1.1 minutes
[2025-11-25T09:40:18.444856] [INFO ] [CONFIGURE ] CPK: Average time per feature: 2.3 seconds
[2025-11-25T09:40:18.444897] [INFO ] [CONFIGURE ] CPK: Average speed: 0.43 features/sec
[2025-11-25T09:40:18.445382] [INFO ] [LOCAL     ] Saved configuration for CPK: 1 features, 60.00% accuracy -> ./output/feature-sets/CPK.json
[2025-11-25T09:40:18.445454] [INFO ] [CONFIGURE ] CPK: Configuration saved successfully: 1 features, 60.00% accuracy.
[2025-11-25T09:40:18.445515] [INFO ] [sig       ] [117/164] Successfully configured CPK | 0.01 sym/s | Total: 2.7h | ETA: 1.1h
[2025-11-25T09:40:18.445567] [INFO ] [sig       ] [118/164] Configuring CPT...
[2025-11-25T09:40:18.445629] [INFO ] [CONFIGURE ] CPT: Configurate test run.
[2025-11-25T09:40:18.445694] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CPT' from 'https://tdm.silogroup.org/data/derivative_storage/CPT.csv'.
[2025-11-25T09:40:18.458294] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'CPT'.
[2025-11-25T09:40:18.458662] [INFO ] [CONFIGURE ] CPT: Testing with 29 available features
[2025-11-25T09:40:18.458723] [INFO ] [CONFIGURE ] CPT: Establishing baseline with no features...
[2025-11-25T09:40:18.632363] [DEBUG] [FORECASTER] CPT: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T09:40:18.803891] [DEBUG] [FORECASTER] CPT: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T09:40:18.990722] [DEBUG] [FORECASTER] CPT: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T09:40:19.168148] [DEBUG] [FORECASTER] CPT: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T09:40:19.347461] [DEBUG] [FORECASTER] CPT: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T09:40:19.524103] [DEBUG] [FORECASTER] CPT: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T09:40:19.706907] [DEBUG] [FORECASTER] CPT: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T09:40:19.880521] [DEBUG] [FORECASTER] CPT: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T09:40:20.059026] [DEBUG] [FORECASTER] CPT: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T09:40:20.248867] [DEBUG] [FORECASTER] CPT: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-25T09:40:20.249035] [INFO ] [CONFIGURE ] CPT: Baseline score (no features): 80.00%
[2025-11-25T09:40:20.249086] [INFO ] [CONFIGURE ] CPT: Testing feature 1/29: add_bollinger_bands
[2025-11-25T09:40:20.249126] [INFO ] [CONFIGURE ] CPT: Testing with features: ['add_bollinger_bands']
[2025-11-25T09:40:20.455677] [DEBUG] [FORECASTER] CPT: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T09:40:20.660849] [DEBUG] [FORECASTER] CPT: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T09:40:20.867476] [DEBUG] [FORECASTER] CPT: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T09:40:21.073181] [DEBUG] [FORECASTER] CPT: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T09:40:21.282326] [DEBUG] [FORECASTER] CPT: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-25T09:40:21.503067] [DEBUG] [FORECASTER] CPT: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T09:40:21.731955] [DEBUG] [FORECASTER] CPT: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T09:40:21.942814] [DEBUG] [FORECASTER] CPT: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T09:40:22.149413] [DEBUG] [FORECASTER] CPT: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T09:40:22.389437] [DEBUG] [FORECASTER] CPT: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-11-25T09:40:22.389793] [INFO ] [CONFIGURE ] CPT: DISCARDED add_bollinger_bands (score: 40.00%)
[2025-11-25T09:40:22.389860] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 2.8s/test | Remaining: 1401 tests
[2025-11-25T09:40:22.389965] [INFO ] [CONFIGURE ] CPT: Testing feature 2/29: add_cumulative_delta
[2025-11-25T09:40:22.390066] [INFO ] [CONFIGURE ] CPT: Testing with features: ['add_cumulative_delta']
[2025-11-25T09:40:22.606149] [DEBUG] [FORECASTER] CPT: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T09:40:22.820676] [DEBUG] [FORECASTER] CPT: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T09:40:23.041052] [DEBUG] [FORECASTER] CPT: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T09:40:23.253185] [DEBUG] [FORECASTER] CPT: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T09:40:23.466387] [DEBUG] [FORECASTER] CPT: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T09:40:23.690471] [DEBUG] [FORECASTER] CPT: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T09:40:23.910410] [DEBUG] [FORECASTER] CPT: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T09:40:24.124782] [DEBUG] [FORECASTER] CPT: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T09:40:24.346704] [DEBUG] [FORECASTER] CPT: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T09:40:24.571247] [DEBUG] [FORECASTER] CPT: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-25T09:40:24.571610] [INFO ] [CONFIGURE ] CPT: DISCARDED add_cumulative_delta (score: 70.00%)
[2025-11-25T09:40:24.571755] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 2.8s/test | Remaining: 1400 tests
[2025-11-25T09:40:24.571865] [INFO ] [CONFIGURE ] CPT: Testing feature 3/29: add_daily_returns
[2025-11-25T09:40:24.571969] [INFO ] [CONFIGURE ] CPT: Testing with features: ['add_daily_returns']
[2025-11-25T09:40:24.757029] [DEBUG] [FORECASTER] CPT: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T09:40:24.942401] [DEBUG] [FORECASTER] CPT: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T09:40:25.128809] [DEBUG] [FORECASTER] CPT: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T09:40:25.317260] [DEBUG] [FORECASTER] CPT: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T09:40:25.506050] [DEBUG] [FORECASTER] CPT: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T09:40:25.691841] [DEBUG] [FORECASTER] CPT: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T09:40:25.879621] [DEBUG] [FORECASTER] CPT: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T09:40:26.067311] [DEBUG] [FORECASTER] CPT: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T09:40:26.255697] [DEBUG] [FORECASTER] CPT: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T09:40:26.453021] [DEBUG] [FORECASTER] CPT: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-11-25T09:40:26.453214] [INFO ] [CONFIGURE ] CPT: DISCARDED add_daily_returns (score: 70.00%)
[2025-11-25T09:40:26.453266] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 2.8s/test | Remaining: 1399 tests
[2025-11-25T09:40:26.453306] [INFO ] [CONFIGURE ] CPT: Testing feature 4/29: add_ema
[2025-11-25T09:40:26.453350] [INFO ] [CONFIGURE ] CPT: Testing with features: ['add_ema']
[2025-11-25T09:40:26.677868] [DEBUG] [FORECASTER] CPT: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T09:40:26.899070] [DEBUG] [FORECASTER] CPT: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T09:40:27.119850] [DEBUG] [FORECASTER] CPT: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T09:40:27.339997] [DEBUG] [FORECASTER] CPT: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T09:40:27.568669] [DEBUG] [FORECASTER] CPT: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T09:40:27.801780] [DEBUG] [FORECASTER] CPT: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T09:40:28.025099] [DEBUG] [FORECASTER] CPT: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T09:40:28.269814] [DEBUG] [FORECASTER] CPT: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T09:40:28.495573] [DEBUG] [FORECASTER] CPT: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T09:40:28.716012] [DEBUG] [FORECASTER] CPT: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-11-25T09:40:28.716195] [INFO ] [CONFIGURE ] CPT: DISCARDED add_ema (score: 60.00%)
[2025-11-25T09:40:28.716245] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 2.8s/test | Remaining: 1398 tests
[2025-11-25T09:40:28.716284] [INFO ] [CONFIGURE ] CPT: Testing feature 5/29: add_exhaustion_signals
[2025-11-25T09:40:28.716321] [INFO ] [CONFIGURE ] CPT: Testing with features: ['add_vwap', 'add_exhaustion_signals']
[2025-11-25T09:40:28.937291] [DEBUG] [FORECASTER] CPT: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T09:40:29.164376] [DEBUG] [FORECASTER] CPT: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T09:40:29.395324] [DEBUG] [FORECASTER] CPT: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T09:40:29.619230] [DEBUG] [FORECASTER] CPT: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T09:40:29.877992] [DEBUG] [FORECASTER] CPT: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T09:40:30.142097] [DEBUG] [FORECASTER] CPT: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T09:40:30.382229] [DEBUG] [FORECASTER] CPT: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T09:40:30.624599] [DEBUG] [FORECASTER] CPT: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T09:40:30.869719] [DEBUG] [FORECASTER] CPT: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T09:40:31.113323] [DEBUG] [FORECASTER] CPT: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-11-25T09:40:31.113520] [INFO ] [CONFIGURE ] CPT: DISCARDED add_exhaustion_signals (score: 70.00%)
[2025-11-25T09:40:31.113577] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 2.8s/test | Remaining: 1397 tests
[2025-11-25T09:40:31.113622] [INFO ] [CONFIGURE ] CPT: Testing feature 6/29: add_failed_moves
[2025-11-25T09:40:31.113686] [INFO ] [CONFIGURE ] CPT: Testing with features: ['add_failed_moves']
[2025-11-25T09:40:31.315521] [DEBUG] [FORECASTER] CPT: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T09:40:31.526976] [DEBUG] [FORECASTER] CPT: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T09:40:31.735760] [DEBUG] [FORECASTER] CPT: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T09:40:31.942176] [DEBUG] [FORECASTER] CPT: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T09:40:32.146310] [DEBUG] [FORECASTER] CPT: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T09:40:32.353432] [DEBUG] [FORECASTER] CPT: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T09:40:32.562910] [DEBUG] [FORECASTER] CPT: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T09:40:32.773809] [DEBUG] [FORECASTER] CPT: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T09:40:32.982182] [DEBUG] [FORECASTER] CPT: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T09:40:33.195766] [DEBUG] [FORECASTER] CPT: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-25T09:40:33.195978] [INFO ] [CONFIGURE ] CPT: DISCARDED add_failed_moves (score: 80.00%)
[2025-11-25T09:40:33.196046] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 2.8s/test | Remaining: 1396 tests
[2025-11-25T09:40:33.196101] [INFO ] [CONFIGURE ] CPT: Testing feature 7/29: add_lag_shelf
[2025-11-25T09:40:33.196154] [INFO ] [CONFIGURE ] CPT: Testing with features: ['add_lag_shelf']
[2025-11-25T09:40:33.384176] [DEBUG] [FORECASTER] CPT: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T09:40:33.592986] [DEBUG] [FORECASTER] CPT: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T09:40:33.792534] [DEBUG] [FORECASTER] CPT: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T09:40:33.993541] [DEBUG] [FORECASTER] CPT: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T09:40:34.195635] [DEBUG] [FORECASTER] CPT: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T09:40:34.388032] [DEBUG] [FORECASTER] CPT: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T09:40:34.582435] [DEBUG] [FORECASTER] CPT: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T09:40:34.779037] [DEBUG] [FORECASTER] CPT: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T09:40:34.973064] [DEBUG] [FORECASTER] CPT: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T09:40:35.167810] [DEBUG] [FORECASTER] CPT: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-25T09:40:35.167984] [INFO ] [CONFIGURE ] CPT: DISCARDED add_lag_shelf (score: 80.00%)
[2025-11-25T09:40:35.168032] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 2.8s/test | Remaining: 1395 tests
[2025-11-25T09:40:35.168071] [INFO ] [CONFIGURE ] CPT: Testing feature 8/29: add_macd
[2025-11-25T09:40:35.168107] [INFO ] [CONFIGURE ] CPT: Testing with features: ['add_vwap', 'add_macd']
[2025-11-25T09:40:35.462063] [DEBUG] [FORECASTER] CPT: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T09:40:35.753686] [DEBUG] [FORECASTER] CPT: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T09:40:36.030899] [DEBUG] [FORECASTER] CPT: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T09:40:36.291677] [DEBUG] [FORECASTER] CPT: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T09:40:36.576770] [DEBUG] [FORECASTER] CPT: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T09:40:36.876475] [DEBUG] [FORECASTER] CPT: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T09:40:37.150217] [DEBUG] [FORECASTER] CPT: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T09:40:37.431441] [DEBUG] [FORECASTER] CPT: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T09:40:37.701685] [DEBUG] [FORECASTER] CPT: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T09:40:37.972992] [DEBUG] [FORECASTER] CPT: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-11-25T09:40:37.973180] [INFO ] [CONFIGURE ] CPT: DISCARDED add_macd (score: 70.00%)
[2025-11-25T09:40:37.973237] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 2.8s/test | Remaining: 1394 tests
[2025-11-25T09:40:37.973287] [INFO ] [CONFIGURE ] CPT: Testing feature 9/29: add_mfi
[2025-11-25T09:40:37.973329] [INFO ] [CONFIGURE ] CPT: Testing with features: ['add_mfi']
[2025-11-25T09:40:38.163747] [DEBUG] [FORECASTER] CPT: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T09:40:38.355315] [DEBUG] [FORECASTER] CPT: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T09:40:38.543097] [DEBUG] [FORECASTER] CPT: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T09:40:38.728238] [DEBUG] [FORECASTER] CPT: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T09:40:38.924734] [DEBUG] [FORECASTER] CPT: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T09:40:39.125938] [DEBUG] [FORECASTER] CPT: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T09:40:39.329964] [DEBUG] [FORECASTER] CPT: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T09:40:39.521143] [DEBUG] [FORECASTER] CPT: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T09:40:39.715960] [DEBUG] [FORECASTER] CPT: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T09:40:39.904715] [DEBUG] [FORECASTER] CPT: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-25T09:40:39.904932] [INFO ] [CONFIGURE ] CPT: DISCARDED add_mfi (score: 70.00%)
[2025-11-25T09:40:39.904986] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 2.8s/test | Remaining: 1393 tests
[2025-11-25T09:40:39.905025] [INFO ] [CONFIGURE ] CPT: Testing feature 10/29: add_momentum_acceleration
[2025-11-25T09:40:39.905061] [INFO ] [CONFIGURE ] CPT: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-11-25T09:40:40.190886] [DEBUG] [FORECASTER] CPT: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T09:40:40.464118] [DEBUG] [FORECASTER] CPT: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T09:40:40.763496] [DEBUG] [FORECASTER] CPT: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T09:40:41.058608] [DEBUG] [FORECASTER] CPT: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T09:40:41.365327] [DEBUG] [FORECASTER] CPT: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T09:40:41.672149] [DEBUG] [FORECASTER] CPT: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T09:40:41.979447] [DEBUG] [FORECASTER] CPT: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T09:40:42.261867] [DEBUG] [FORECASTER] CPT: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T09:40:42.546935] [DEBUG] [FORECASTER] CPT: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T09:40:42.824627] [DEBUG] [FORECASTER] CPT: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-11-25T09:40:42.824856] [INFO ] [CONFIGURE ] CPT: DISCARDED add_momentum_acceleration (score: 40.00%)
[2025-11-25T09:40:42.824915] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 2.8s/test | Remaining: 1392 tests
[2025-11-25T09:40:42.824962] [INFO ] [CONFIGURE ] CPT: Testing feature 11/29: add_obv_daily
[2025-11-25T09:40:42.825003] [INFO ] [CONFIGURE ] CPT: Testing with features: ['add_obv_daily']
[2025-11-25T09:40:43.033162] [DEBUG] [FORECASTER] CPT: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T09:40:43.239857] [DEBUG] [FORECASTER] CPT: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T09:40:43.450365] [DEBUG] [FORECASTER] CPT: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T09:40:43.662402] [DEBUG] [FORECASTER] CPT: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T09:40:43.861828] [DEBUG] [FORECASTER] CPT: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T09:40:44.061782] [DEBUG] [FORECASTER] CPT: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T09:40:44.276518] [DEBUG] [FORECASTER] CPT: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T09:40:44.478165] [DEBUG] [FORECASTER] CPT: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T09:40:44.672247] [DEBUG] [FORECASTER] CPT: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-25T09:40:44.868112] [DEBUG] [FORECASTER] CPT: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-25T09:40:44.868457] [INFO ] [CONFIGURE ] CPT: DISCARDED add_obv_daily (score: 70.00%)
[2025-11-25T09:40:44.868574] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 2.8s/test | Remaining: 1391 tests
[2025-11-25T09:40:44.868696] [INFO ] [CONFIGURE ] CPT: Testing feature 12/29: add_obv_interval
[2025-11-25T09:40:44.868801] [INFO ] [CONFIGURE ] CPT: Testing with features: ['add_obv_interval']
[2025-11-25T09:40:45.062857] [DEBUG] [FORECASTER] CPT: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T09:40:45.262443] [DEBUG] [FORECASTER] CPT: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T09:40:45.473062] [DEBUG] [FORECASTER] CPT: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T09:40:45.683500] [DEBUG] [FORECASTER] CPT: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T09:40:45.877123] [DEBUG] [FORECASTER] CPT: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T09:40:46.070420] [DEBUG] [FORECASTER] CPT: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T09:40:46.262878] [DEBUG] [FORECASTER] CPT: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T09:40:46.496748] [DEBUG] [FORECASTER] CPT: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T09:40:46.690797] [DEBUG] [FORECASTER] CPT: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T09:40:46.876730] [DEBUG] [FORECASTER] CPT: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-25T09:40:46.876905] [INFO ] [CONFIGURE ] CPT: DISCARDED add_obv_interval (score: 60.00%)
[2025-11-25T09:40:46.876953] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 2.8s/test | Remaining: 1390 tests
[2025-11-25T09:40:46.876992] [INFO ] [CONFIGURE ] CPT: Testing feature 13/29: add_opening_strength
[2025-11-25T09:40:46.877029] [INFO ] [CONFIGURE ] CPT: Testing with features: ['add_daily_returns', 'add_opening_strength']
[2025-11-25T09:40:47.090444] [DEBUG] [FORECASTER] CPT: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T09:40:47.326101] [DEBUG] [FORECASTER] CPT: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T09:40:47.549779] [DEBUG] [FORECASTER] CPT: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T09:40:47.767743] [DEBUG] [FORECASTER] CPT: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T09:40:47.977466] [DEBUG] [FORECASTER] CPT: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T09:40:48.186846] [DEBUG] [FORECASTER] CPT: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T09:40:48.400721] [DEBUG] [FORECASTER] CPT: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T09:40:48.613400] [DEBUG] [FORECASTER] CPT: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T09:40:48.829439] [DEBUG] [FORECASTER] CPT: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T09:40:49.046604] [DEBUG] [FORECASTER] CPT: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-11-25T09:40:49.046805] [INFO ] [CONFIGURE ] CPT: DISCARDED add_opening_strength (score: 50.00%)
[2025-11-25T09:40:49.046854] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 2.8s/test | Remaining: 1389 tests
[2025-11-25T09:40:49.046894] [INFO ] [CONFIGURE ] CPT: Testing feature 14/29: add_order_flow_imbalance
[2025-11-25T09:40:49.046930] [INFO ] [CONFIGURE ] CPT: Testing with features: ['add_order_flow_imbalance']
[2025-11-25T09:40:49.259793] [DEBUG] [FORECASTER] CPT: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T09:40:49.465483] [DEBUG] [FORECASTER] CPT: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T09:40:49.668714] [DEBUG] [FORECASTER] CPT: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T09:40:49.871278] [DEBUG] [FORECASTER] CPT: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T09:40:50.075406] [DEBUG] [FORECASTER] CPT: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T09:40:50.281357] [DEBUG] [FORECASTER] CPT: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T09:40:50.485053] [DEBUG] [FORECASTER] CPT: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T09:40:50.688847] [DEBUG] [FORECASTER] CPT: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T09:40:50.894278] [DEBUG] [FORECASTER] CPT: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T09:40:51.104079] [DEBUG] [FORECASTER] CPT: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-11-25T09:40:51.104269] [INFO ] [CONFIGURE ] CPT: DISCARDED add_order_flow_imbalance (score: 60.00%)
[2025-11-25T09:40:51.104320] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 2.8s/test | Remaining: 1388 tests
[2025-11-25T09:40:51.104360] [INFO ] [CONFIGURE ] CPT: Testing feature 15/29: add_pbf_morning_momentum
[2025-11-25T09:40:51.104398] [INFO ] [CONFIGURE ] CPT: Testing with features: ['add_pbf_morning_momentum']
[2025-11-25T09:40:51.283357] [DEBUG] [FORECASTER] CPT: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T09:40:51.459342] [DEBUG] [FORECASTER] CPT: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T09:40:51.636018] [DEBUG] [FORECASTER] CPT: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T09:40:51.813181] [DEBUG] [FORECASTER] CPT: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T09:40:51.989807] [DEBUG] [FORECASTER] CPT: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T09:40:52.162412] [DEBUG] [FORECASTER] CPT: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T09:40:52.367301] [DEBUG] [FORECASTER] CPT: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T09:40:52.542480] [DEBUG] [FORECASTER] CPT: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T09:40:52.718924] [DEBUG] [FORECASTER] CPT: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T09:40:52.894661] [DEBUG] [FORECASTER] CPT: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-25T09:40:52.894816] [INFO ] [CONFIGURE ] CPT: DISCARDED add_pbf_morning_momentum (score: 60.00%)
[2025-11-25T09:40:52.894863] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 2.8s/test | Remaining: 1387 tests
[2025-11-25T09:40:52.894908] [INFO ] [CONFIGURE ] CPT: Testing feature 16/29: add_pbf_overnight_gap
[2025-11-25T09:40:52.894943] [INFO ] [CONFIGURE ] CPT: Testing with features: ['add_pbf_overnight_gap']
[2025-11-25T09:40:53.089441] [DEBUG] [FORECASTER] CPT: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T09:40:53.285348] [DEBUG] [FORECASTER] CPT: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T09:40:53.495842] [DEBUG] [FORECASTER] CPT: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T09:40:53.746398] [DEBUG] [FORECASTER] CPT: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T09:40:54.044073] [DEBUG] [FORECASTER] CPT: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T09:40:54.330605] [DEBUG] [FORECASTER] CPT: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T09:40:54.587877] [DEBUG] [FORECASTER] CPT: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T09:40:54.815249] [DEBUG] [FORECASTER] CPT: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T09:40:55.044456] [DEBUG] [FORECASTER] CPT: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T09:40:55.269989] [DEBUG] [FORECASTER] CPT: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-25T09:40:55.270170] [INFO ] [CONFIGURE ] CPT: KEPT add_pbf_overnight_gap (score: 90.00%)
[2025-11-25T09:40:55.270219] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 2.8s/test | Remaining: 1386 tests
[2025-11-25T09:40:55.270257] [INFO ] [CONFIGURE ] CPT: Testing feature 17/29: add_pbf_return_2d
[2025-11-25T09:40:55.270299] [INFO ] [CONFIGURE ] CPT: Testing with features: ['add_pbf_overnight_gap', 'add_pbf_return_2d']
[2025-11-25T09:40:55.510739] [DEBUG] [FORECASTER] CPT: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T09:40:55.749050] [DEBUG] [FORECASTER] CPT: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T09:40:55.999921] [DEBUG] [FORECASTER] CPT: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T09:40:56.243680] [DEBUG] [FORECASTER] CPT: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T09:40:56.494084] [DEBUG] [FORECASTER] CPT: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T09:40:56.736683] [DEBUG] [FORECASTER] CPT: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T09:40:56.976621] [DEBUG] [FORECASTER] CPT: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T09:40:57.223871] [DEBUG] [FORECASTER] CPT: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T09:40:57.468774] [DEBUG] [FORECASTER] CPT: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T09:40:57.715542] [DEBUG] [FORECASTER] CPT: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-25T09:40:57.715746] [INFO ] [CONFIGURE ] CPT: DISCARDED add_pbf_return_2d (score: 80.00%)
[2025-11-25T09:40:57.715804] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 2.8s/test | Remaining: 1385 tests
[2025-11-25T09:40:57.715853] [INFO ] [CONFIGURE ] CPT: Testing feature 18/29: add_pbf_volatility_5d
[2025-11-25T09:40:57.715889] [INFO ] [CONFIGURE ] CPT: Testing with features: ['add_pbf_overnight_gap', 'add_pbf_volatility_5d']
[2025-11-25T09:40:57.940792] [DEBUG] [FORECASTER] CPT: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T09:40:58.165386] [DEBUG] [FORECASTER] CPT: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T09:40:58.399344] [DEBUG] [FORECASTER] CPT: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T09:40:58.623703] [DEBUG] [FORECASTER] CPT: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T09:40:58.840927] [DEBUG] [FORECASTER] CPT: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T09:40:59.063101] [DEBUG] [FORECASTER] CPT: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T09:40:59.295983] [DEBUG] [FORECASTER] CPT: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T09:40:59.523861] [DEBUG] [FORECASTER] CPT: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T09:40:59.763122] [DEBUG] [FORECASTER] CPT: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T09:41:00.000658] [DEBUG] [FORECASTER] CPT: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-11-25T09:41:00.001028] [INFO ] [CONFIGURE ] CPT: DISCARDED add_pbf_volatility_5d (score: 80.00%)
[2025-11-25T09:41:00.001149] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 2.8s/test | Remaining: 1384 tests
[2025-11-25T09:41:00.001259] [INFO ] [CONFIGURE ] CPT: Testing feature 19/29: add_pbf_vs_sma_5
[2025-11-25T09:41:00.001367] [INFO ] [CONFIGURE ] CPT: Testing with features: ['add_pbf_overnight_gap', 'add_pbf_vs_sma_5']
[2025-11-25T09:41:00.217061] [DEBUG] [FORECASTER] CPT: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T09:41:00.435369] [DEBUG] [FORECASTER] CPT: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T09:41:00.648580] [DEBUG] [FORECASTER] CPT: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T09:41:00.860540] [DEBUG] [FORECASTER] CPT: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T09:41:01.849243] [DEBUG] [FORECASTER] CPT: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T09:41:02.291578] [DEBUG] [FORECASTER] CPT: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T09:41:02.501440] [DEBUG] [FORECASTER] CPT: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T09:41:02.693461] [DEBUG] [FORECASTER] CPT: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T09:41:02.884062] [DEBUG] [FORECASTER] CPT: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T09:41:03.078413] [DEBUG] [FORECASTER] CPT: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-25T09:41:03.078620] [INFO ] [CONFIGURE ] CPT: DISCARDED add_pbf_vs_sma_5 (score: 80.00%)
[2025-11-25T09:41:03.078693] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 2.8s/test | Remaining: 1383 tests
[2025-11-25T09:41:03.078742] [INFO ] [CONFIGURE ] CPT: Testing feature 20/29: add_price_rejection
[2025-11-25T09:41:03.078787] [INFO ] [CONFIGURE ] CPT: Testing with features: ['add_pbf_overnight_gap', 'add_price_rejection']
[2025-11-25T09:41:03.315228] [DEBUG] [FORECASTER] CPT: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T09:41:03.544938] [DEBUG] [FORECASTER] CPT: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T09:41:03.765414] [DEBUG] [FORECASTER] CPT: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T09:41:03.984078] [DEBUG] [FORECASTER] CPT: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T09:41:04.208819] [DEBUG] [FORECASTER] CPT: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T09:41:04.434889] [DEBUG] [FORECASTER] CPT: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T09:41:04.653189] [DEBUG] [FORECASTER] CPT: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T09:41:04.877865] [DEBUG] [FORECASTER] CPT: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T09:41:05.102996] [DEBUG] [FORECASTER] CPT: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T09:41:05.347291] [DEBUG] [FORECASTER] CPT: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-25T09:41:05.347495] [INFO ] [CONFIGURE ] CPT: DISCARDED add_price_rejection (score: 80.00%)
[2025-11-25T09:41:05.347570] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 2.8s/test | Remaining: 1382 tests
[2025-11-25T09:41:05.347618] [INFO ] [CONFIGURE ] CPT: Testing feature 21/29: add_range_position
[2025-11-25T09:41:05.347675] [INFO ] [CONFIGURE ] CPT: Testing with features: ['add_pbf_overnight_gap', 'add_range_position']
[2025-11-25T09:41:05.572952] [DEBUG] [FORECASTER] CPT: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T09:41:05.794939] [DEBUG] [FORECASTER] CPT: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T09:41:06.015185] [DEBUG] [FORECASTER] CPT: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T09:41:06.240457] [DEBUG] [FORECASTER] CPT: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T09:41:06.465545] [DEBUG] [FORECASTER] CPT: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T09:41:06.689594] [DEBUG] [FORECASTER] CPT: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T09:41:06.921080] [DEBUG] [FORECASTER] CPT: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T09:41:07.157373] [DEBUG] [FORECASTER] CPT: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T09:41:07.388244] [DEBUG] [FORECASTER] CPT: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T09:41:07.616727] [DEBUG] [FORECASTER] CPT: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-11-25T09:41:07.616917] [INFO ] [CONFIGURE ] CPT: DISCARDED add_range_position (score: 70.00%)
[2025-11-25T09:41:07.616978] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 2.8s/test | Remaining: 1381 tests
[2025-11-25T09:41:07.617028] [INFO ] [CONFIGURE ] CPT: Testing feature 22/29: add_realized_volatility
[2025-11-25T09:41:07.617073] [INFO ] [CONFIGURE ] CPT: Testing with features: ['add_pbf_overnight_gap', 'add_realized_volatility']
[2025-11-25T09:41:07.949897] [DEBUG] [FORECASTER] CPT: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T09:41:08.273443] [DEBUG] [FORECASTER] CPT: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T09:41:08.604434] [DEBUG] [FORECASTER] CPT: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T09:41:08.935988] [DEBUG] [FORECASTER] CPT: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T09:41:09.283325] [DEBUG] [FORECASTER] CPT: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T09:41:09.638671] [DEBUG] [FORECASTER] CPT: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T09:41:09.976254] [DEBUG] [FORECASTER] CPT: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T09:41:10.331999] [DEBUG] [FORECASTER] CPT: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T09:41:10.664568] [DEBUG] [FORECASTER] CPT: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T09:41:10.997844] [DEBUG] [FORECASTER] CPT: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-25T09:41:10.998115] [INFO ] [CONFIGURE ] CPT: DISCARDED add_realized_volatility (score: 70.00%)
[2025-11-25T09:41:10.998178] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 2.8s/test | Remaining: 1380 tests
[2025-11-25T09:41:10.998229] [INFO ] [CONFIGURE ] CPT: Testing feature 23/29: add_recent_range_context
[2025-11-25T09:41:10.998276] [INFO ] [CONFIGURE ] CPT: Testing with features: ['add_pbf_overnight_gap', 'add_recent_range_context']
[2025-11-25T09:41:11.215082] [DEBUG] [FORECASTER] CPT: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T09:41:11.434680] [DEBUG] [FORECASTER] CPT: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T09:41:11.655519] [DEBUG] [FORECASTER] CPT: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T09:41:11.907579] [DEBUG] [FORECASTER] CPT: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T09:41:12.124746] [DEBUG] [FORECASTER] CPT: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T09:41:12.348173] [DEBUG] [FORECASTER] CPT: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T09:41:12.590725] [DEBUG] [FORECASTER] CPT: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T09:41:12.811526] [DEBUG] [FORECASTER] CPT: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T09:41:13.048194] [DEBUG] [FORECASTER] CPT: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T09:41:13.271711] [DEBUG] [FORECASTER] CPT: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-25T09:41:13.271882] [INFO ] [CONFIGURE ] CPT: DISCARDED add_recent_range_context (score: 80.00%)
[2025-11-25T09:41:13.271932] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 2.8s/test | Remaining: 1379 tests
[2025-11-25T09:41:13.271980] [INFO ] [CONFIGURE ] CPT: Testing feature 24/29: add_rsi
[2025-11-25T09:41:13.272020] [INFO ] [CONFIGURE ] CPT: Testing with features: ['add_pbf_overnight_gap', 'add_ema', 'add_rsi']
[2025-11-25T09:41:13.540889] [DEBUG] [FORECASTER] CPT: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T09:41:13.803021] [DEBUG] [FORECASTER] CPT: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T09:41:14.061464] [DEBUG] [FORECASTER] CPT: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T09:41:14.330081] [DEBUG] [FORECASTER] CPT: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T09:41:14.580120] [DEBUG] [FORECASTER] CPT: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T09:41:14.836714] [DEBUG] [FORECASTER] CPT: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T09:41:15.095497] [DEBUG] [FORECASTER] CPT: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T09:41:15.355317] [DEBUG] [FORECASTER] CPT: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T09:41:15.623448] [DEBUG] [FORECASTER] CPT: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T09:41:15.876862] [DEBUG] [FORECASTER] CPT: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-11-25T09:41:15.877068] [INFO ] [CONFIGURE ] CPT: DISCARDED add_rsi (score: 80.00%)
[2025-11-25T09:41:15.877130] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 2.8s/test | Remaining: 1378 tests
[2025-11-25T09:41:15.877199] [INFO ] [CONFIGURE ] CPT: Testing feature 25/29: add_tick_distribution
[2025-11-25T09:41:15.877251] [INFO ] [CONFIGURE ] CPT: Testing with features: ['add_pbf_overnight_gap', 'add_tick_distribution']
[2025-11-25T09:41:16.079503] [DEBUG] [FORECASTER] CPT: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T09:41:16.293556] [DEBUG] [FORECASTER] CPT: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T09:41:16.501075] [DEBUG] [FORECASTER] CPT: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T09:41:16.711422] [DEBUG] [FORECASTER] CPT: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T09:41:16.920555] [DEBUG] [FORECASTER] CPT: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T09:41:17.127310] [DEBUG] [FORECASTER] CPT: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T09:41:17.335590] [DEBUG] [FORECASTER] CPT: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T09:41:17.561631] [DEBUG] [FORECASTER] CPT: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T09:41:17.769376] [DEBUG] [FORECASTER] CPT: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T09:41:17.984221] [DEBUG] [FORECASTER] CPT: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-25T09:41:17.984401] [INFO ] [CONFIGURE ] CPT: DISCARDED add_tick_distribution (score: 70.00%)
[2025-11-25T09:41:17.984453] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 2.8s/test | Remaining: 1377 tests
[2025-11-25T09:41:17.984495] [INFO ] [CONFIGURE ] CPT: Testing feature 26/29: add_volume_momentum_confirmation
[2025-11-25T09:41:17.984533] [INFO ] [CONFIGURE ] CPT: Testing with features: ['add_pbf_overnight_gap', 'add_volume_momentum_confirmation']
[2025-11-25T09:41:18.202883] [DEBUG] [FORECASTER] CPT: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T09:41:18.420810] [DEBUG] [FORECASTER] CPT: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T09:41:18.642299] [DEBUG] [FORECASTER] CPT: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T09:41:18.860768] [DEBUG] [FORECASTER] CPT: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T09:41:19.078400] [DEBUG] [FORECASTER] CPT: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T09:41:19.300170] [DEBUG] [FORECASTER] CPT: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T09:41:19.517777] [DEBUG] [FORECASTER] CPT: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T09:41:19.729431] [DEBUG] [FORECASTER] CPT: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T09:41:19.943462] [DEBUG] [FORECASTER] CPT: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T09:41:20.166442] [DEBUG] [FORECASTER] CPT: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-25T09:41:20.166802] [INFO ] [CONFIGURE ] CPT: DISCARDED add_volume_momentum_confirmation (score: 80.00%)
[2025-11-25T09:41:20.166919] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 2.8s/test | Remaining: 1376 tests
[2025-11-25T09:41:20.167026] [INFO ] [CONFIGURE ] CPT: Testing feature 27/29: add_volume_price_divergence
[2025-11-25T09:41:20.167130] [INFO ] [CONFIGURE ] CPT: Testing with features: ['add_pbf_overnight_gap', 'add_volume_price_divergence']
[2025-11-25T09:41:20.391191] [DEBUG] [FORECASTER] CPT: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T09:41:20.617551] [DEBUG] [FORECASTER] CPT: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T09:41:20.840678] [DEBUG] [FORECASTER] CPT: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T09:41:21.072412] [DEBUG] [FORECASTER] CPT: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T09:41:21.306881] [DEBUG] [FORECASTER] CPT: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T09:41:21.548836] [DEBUG] [FORECASTER] CPT: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T09:41:21.787442] [DEBUG] [FORECASTER] CPT: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T09:41:22.021388] [DEBUG] [FORECASTER] CPT: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T09:41:22.258895] [DEBUG] [FORECASTER] CPT: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T09:41:22.512397] [DEBUG] [FORECASTER] CPT: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-25T09:41:22.512585] [INFO ] [CONFIGURE ] CPT: DISCARDED add_volume_price_divergence (score: 70.00%)
[2025-11-25T09:41:22.512663] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 2.8s/test | Remaining: 1375 tests
[2025-11-25T09:41:22.512714] [INFO ] [CONFIGURE ] CPT: Testing feature 28/29: add_volume_profile
[2025-11-25T09:41:22.512758] [INFO ] [CONFIGURE ] CPT: Testing with features: ['add_pbf_overnight_gap', 'add_volume_profile']
[2025-11-25T09:41:22.730758] [DEBUG] [FORECASTER] CPT: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T09:41:22.952910] [DEBUG] [FORECASTER] CPT: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T09:41:23.173117] [DEBUG] [FORECASTER] CPT: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T09:41:23.385487] [DEBUG] [FORECASTER] CPT: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T09:41:23.606206] [DEBUG] [FORECASTER] CPT: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T09:41:23.825348] [DEBUG] [FORECASTER] CPT: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T09:41:24.041554] [DEBUG] [FORECASTER] CPT: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T09:41:24.272260] [DEBUG] [FORECASTER] CPT: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T09:41:24.510912] [DEBUG] [FORECASTER] CPT: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T09:41:24.741796] [DEBUG] [FORECASTER] CPT: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-25T09:41:24.742005] [INFO ] [CONFIGURE ] CPT: DISCARDED add_volume_profile (score: 80.00%)
[2025-11-25T09:41:24.742055] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 2.8s/test | Remaining: 1374 tests
[2025-11-25T09:41:24.742098] [INFO ] [CONFIGURE ] CPT: Testing feature 29/29: add_vwap
[2025-11-25T09:41:24.742136] [INFO ] [CONFIGURE ] CPT: Testing with features: ['add_pbf_overnight_gap', 'add_vwap']
[2025-11-25T09:41:25.009092] [DEBUG] [FORECASTER] CPT: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T09:41:25.326746] [DEBUG] [FORECASTER] CPT: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T09:41:25.587998] [DEBUG] [FORECASTER] CPT: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T09:41:25.829816] [DEBUG] [FORECASTER] CPT: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T09:41:26.045469] [DEBUG] [FORECASTER] CPT: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T09:41:26.262494] [DEBUG] [FORECASTER] CPT: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T09:41:26.484627] [DEBUG] [FORECASTER] CPT: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T09:41:26.700189] [DEBUG] [FORECASTER] CPT: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T09:41:26.922162] [DEBUG] [FORECASTER] CPT: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T09:41:27.154842] [DEBUG] [FORECASTER] CPT: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-11-25T09:41:27.155033] [INFO ] [CONFIGURE ] CPT: DISCARDED add_vwap (score: 70.00%)
[2025-11-25T09:41:27.155092] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 2.8s/test | Remaining: 1373 tests
[2025-11-25T09:41:27.155142] [INFO ] [CONFIGURE ] CPT: ===== FEATURE SELECTION COMPLETE =====
[2025-11-25T09:41:27.155206] [INFO ] [CONFIGURE ] CPT: Best accuracy: 90.00%
[2025-11-25T09:41:27.155252] [INFO ] [CONFIGURE ] CPT: Best feature set (1 features): ['add_pbf_overnight_gap']
[2025-11-25T09:41:27.155292] [INFO ] [CONFIGURE ] CPT: Improvement over baseline: 10.00%
[2025-11-25T09:41:27.155333] [INFO ] [CONFIGURE ] CPT: Total time: 1.1 minutes
[2025-11-25T09:41:27.155382] [INFO ] [CONFIGURE ] CPT: Average time per feature: 2.3 seconds
[2025-11-25T09:41:27.155431] [INFO ] [CONFIGURE ] CPT: Average speed: 0.43 features/sec
[2025-11-25T09:41:27.155960] [INFO ] [LOCAL     ] Saved configuration for CPT: 1 features, 90.00% accuracy -> ./output/feature-sets/CPT.json
[2025-11-25T09:41:27.156024] [INFO ] [CONFIGURE ] CPT: Configuration saved successfully: 1 features, 90.00% accuracy.
[2025-11-25T09:41:27.156076] [INFO ] [sig       ] [118/164] Successfully configured CPT | 0.01 sym/s | Total: 2.7h | ETA: 1.0h
[2025-11-25T09:41:27.156121] [INFO ] [sig       ] [119/164] Configuring CR...
[2025-11-25T09:41:27.156163] [INFO ] [CONFIGURE ] CR: Configurate test run.
[2025-11-25T09:41:27.156205] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CR' from 'https://tdm.silogroup.org/data/derivative_storage/CR.csv'.
[2025-11-25T09:41:27.169868] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'CR'.
[2025-11-25T09:41:27.170551] [INFO ] [CONFIGURE ] CR: Testing with 29 available features
[2025-11-25T09:41:27.170618] [INFO ] [CONFIGURE ] CR: Establishing baseline with no features...
[2025-11-25T09:41:27.346535] [DEBUG] [FORECASTER] CR: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T09:41:27.514512] [DEBUG] [FORECASTER] CR: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T09:41:27.680965] [DEBUG] [FORECASTER] CR: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T09:41:27.850429] [DEBUG] [FORECASTER] CR: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T09:41:28.023481] [DEBUG] [FORECASTER] CR: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T09:41:28.193553] [DEBUG] [FORECASTER] CR: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T09:41:28.362782] [DEBUG] [FORECASTER] CR: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T09:41:28.528859] [DEBUG] [FORECASTER] CR: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-25T09:41:28.695012] [DEBUG] [FORECASTER] CR: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T09:41:28.859724] [DEBUG] [FORECASTER] CR: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T09:41:28.860032] [INFO ] [CONFIGURE ] CR: Baseline score (no features): 50.00%
[2025-11-25T09:41:28.860148] [INFO ] [CONFIGURE ] CR: Testing feature 1/29: add_bollinger_bands
[2025-11-25T09:41:28.860255] [INFO ] [CONFIGURE ] CR: Testing with features: ['add_bollinger_bands']
[2025-11-25T09:41:29.055107] [DEBUG] [FORECASTER] CR: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T09:41:29.260065] [DEBUG] [FORECASTER] CR: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T09:41:29.462402] [DEBUG] [FORECASTER] CR: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T09:41:29.656220] [DEBUG] [FORECASTER] CR: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T09:41:29.850355] [DEBUG] [FORECASTER] CR: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T09:41:30.052618] [DEBUG] [FORECASTER] CR: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T09:41:30.256236] [DEBUG] [FORECASTER] CR: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T09:41:30.463092] [DEBUG] [FORECASTER] CR: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T09:41:30.667769] [DEBUG] [FORECASTER] CR: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T09:41:30.873783] [DEBUG] [FORECASTER] CR: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T09:41:30.873956] [INFO ] [CONFIGURE ] CR: DISCARDED add_bollinger_bands (score: 40.00%)
[2025-11-25T09:41:30.874005] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 2.8s/test | Remaining: 1372 tests
[2025-11-25T09:41:30.874043] [INFO ] [CONFIGURE ] CR: Testing feature 2/29: add_cumulative_delta
[2025-11-25T09:41:30.874079] [INFO ] [CONFIGURE ] CR: Testing with features: ['add_cumulative_delta']
[2025-11-25T09:41:31.083533] [DEBUG] [FORECASTER] CR: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T09:41:31.291270] [DEBUG] [FORECASTER] CR: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T09:41:31.499901] [DEBUG] [FORECASTER] CR: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T09:41:31.707241] [DEBUG] [FORECASTER] CR: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T09:41:31.923035] [DEBUG] [FORECASTER] CR: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T09:41:32.137104] [DEBUG] [FORECASTER] CR: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T09:41:32.346019] [DEBUG] [FORECASTER] CR: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T09:41:32.558284] [DEBUG] [FORECASTER] CR: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-25T09:41:32.769946] [DEBUG] [FORECASTER] CR: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T09:41:32.997405] [DEBUG] [FORECASTER] CR: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T09:41:32.997778] [INFO ] [CONFIGURE ] CR: DISCARDED add_cumulative_delta (score: 30.00%)
[2025-11-25T09:41:32.997898] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 2.8s/test | Remaining: 1371 tests
[2025-11-25T09:41:32.998004] [INFO ] [CONFIGURE ] CR: Testing feature 3/29: add_daily_returns
[2025-11-25T09:41:32.998115] [INFO ] [CONFIGURE ] CR: Testing with features: ['add_daily_returns']
[2025-11-25T09:41:33.200329] [DEBUG] [FORECASTER] CR: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T09:41:33.394143] [DEBUG] [FORECASTER] CR: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T09:41:33.591446] [DEBUG] [FORECASTER] CR: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T09:41:33.785942] [DEBUG] [FORECASTER] CR: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T09:41:33.983861] [DEBUG] [FORECASTER] CR: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T09:41:34.186448] [DEBUG] [FORECASTER] CR: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T09:41:34.380380] [DEBUG] [FORECASTER] CR: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T09:41:34.566271] [DEBUG] [FORECASTER] CR: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T09:41:34.753575] [DEBUG] [FORECASTER] CR: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T09:41:34.938082] [DEBUG] [FORECASTER] CR: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T09:41:34.938244] [INFO ] [CONFIGURE ] CR: DISCARDED add_daily_returns (score: 50.00%)
[2025-11-25T09:41:34.938298] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 2.8s/test | Remaining: 1370 tests
[2025-11-25T09:41:34.938338] [INFO ] [CONFIGURE ] CR: Testing feature 4/29: add_ema
[2025-11-25T09:41:34.938375] [INFO ] [CONFIGURE ] CR: Testing with features: ['add_ema']
[2025-11-25T09:41:35.155117] [DEBUG] [FORECASTER] CR: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T09:41:35.371854] [DEBUG] [FORECASTER] CR: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T09:41:35.590911] [DEBUG] [FORECASTER] CR: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T09:41:35.806823] [DEBUG] [FORECASTER] CR: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T09:41:36.023261] [DEBUG] [FORECASTER] CR: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T09:41:36.241063] [DEBUG] [FORECASTER] CR: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T09:41:36.460211] [DEBUG] [FORECASTER] CR: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T09:41:36.678558] [DEBUG] [FORECASTER] CR: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-25T09:41:36.895679] [DEBUG] [FORECASTER] CR: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T09:41:37.117499] [DEBUG] [FORECASTER] CR: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T09:41:37.117852] [INFO ] [CONFIGURE ] CR: DISCARDED add_ema (score: 50.00%)
[2025-11-25T09:41:37.117970] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 2.8s/test | Remaining: 1369 tests
[2025-11-25T09:41:37.118077] [INFO ] [CONFIGURE ] CR: Testing feature 5/29: add_exhaustion_signals
[2025-11-25T09:41:37.118180] [INFO ] [CONFIGURE ] CR: Testing with features: ['add_vwap', 'add_exhaustion_signals']
[2025-11-25T09:41:37.339598] [DEBUG] [FORECASTER] CR: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T09:41:37.567866] [DEBUG] [FORECASTER] CR: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T09:41:37.784776] [DEBUG] [FORECASTER] CR: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T09:41:38.012747] [DEBUG] [FORECASTER] CR: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T09:41:38.237957] [DEBUG] [FORECASTER] CR: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T09:41:38.456455] [DEBUG] [FORECASTER] CR: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T09:41:38.677842] [DEBUG] [FORECASTER] CR: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T09:41:38.905821] [DEBUG] [FORECASTER] CR: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-25T09:41:39.142923] [DEBUG] [FORECASTER] CR: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T09:41:39.373499] [DEBUG] [FORECASTER] CR: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T09:41:39.373712] [INFO ] [CONFIGURE ] CR: DISCARDED add_exhaustion_signals (score: 50.00%)
[2025-11-25T09:41:39.373776] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 2.8s/test | Remaining: 1368 tests
[2025-11-25T09:41:39.373817] [INFO ] [CONFIGURE ] CR: Testing feature 6/29: add_failed_moves
[2025-11-25T09:41:39.373859] [INFO ] [CONFIGURE ] CR: Testing with features: ['add_failed_moves']
[2025-11-25T09:41:39.559737] [DEBUG] [FORECASTER] CR: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T09:41:39.742949] [DEBUG] [FORECASTER] CR: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T09:41:39.925738] [DEBUG] [FORECASTER] CR: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T09:41:40.115821] [DEBUG] [FORECASTER] CR: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T09:41:40.300029] [DEBUG] [FORECASTER] CR: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T09:41:40.495112] [DEBUG] [FORECASTER] CR: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T09:41:40.681785] [DEBUG] [FORECASTER] CR: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T09:41:40.868864] [DEBUG] [FORECASTER] CR: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-25T09:41:41.058530] [DEBUG] [FORECASTER] CR: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T09:41:41.256628] [DEBUG] [FORECASTER] CR: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T09:41:41.256990] [INFO ] [CONFIGURE ] CR: DISCARDED add_failed_moves (score: 40.00%)
[2025-11-25T09:41:41.257105] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 2.8s/test | Remaining: 1367 tests
[2025-11-25T09:41:41.257226] [INFO ] [CONFIGURE ] CR: Testing feature 7/29: add_lag_shelf
[2025-11-25T09:41:41.257330] [INFO ] [CONFIGURE ] CR: Testing with features: ['add_lag_shelf']
[2025-11-25T09:41:41.427245] [DEBUG] [FORECASTER] CR: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T09:41:41.598797] [DEBUG] [FORECASTER] CR: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T09:41:41.771177] [DEBUG] [FORECASTER] CR: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T09:41:41.941801] [DEBUG] [FORECASTER] CR: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T09:41:42.113086] [DEBUG] [FORECASTER] CR: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T09:41:42.283396] [DEBUG] [FORECASTER] CR: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T09:41:42.462079] [DEBUG] [FORECASTER] CR: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T09:41:42.638305] [DEBUG] [FORECASTER] CR: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-25T09:41:42.819039] [DEBUG] [FORECASTER] CR: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T09:41:42.995304] [DEBUG] [FORECASTER] CR: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T09:41:42.995606] [INFO ] [CONFIGURE ] CR: DISCARDED add_lag_shelf (score: 50.00%)
[2025-11-25T09:41:42.995732] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 2.8s/test | Remaining: 1366 tests
[2025-11-25T09:41:42.995842] [INFO ] [CONFIGURE ] CR: Testing feature 8/29: add_macd
[2025-11-25T09:41:42.995955] [INFO ] [CONFIGURE ] CR: Testing with features: ['add_vwap', 'add_macd']
[2025-11-25T09:41:43.255577] [DEBUG] [FORECASTER] CR: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T09:41:43.514957] [DEBUG] [FORECASTER] CR: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T09:41:43.779985] [DEBUG] [FORECASTER] CR: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T09:41:44.042204] [DEBUG] [FORECASTER] CR: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T09:41:44.316805] [DEBUG] [FORECASTER] CR: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T09:41:44.598379] [DEBUG] [FORECASTER] CR: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T09:41:44.861538] [DEBUG] [FORECASTER] CR: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T09:41:45.125475] [DEBUG] [FORECASTER] CR: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-25T09:41:45.390279] [DEBUG] [FORECASTER] CR: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T09:41:45.658797] [DEBUG] [FORECASTER] CR: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T09:41:45.658984] [INFO ] [CONFIGURE ] CR: DISCARDED add_macd (score: 40.00%)
[2025-11-25T09:41:45.659042] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 2.8s/test | Remaining: 1365 tests
[2025-11-25T09:41:45.659089] [INFO ] [CONFIGURE ] CR: Testing feature 9/29: add_mfi
[2025-11-25T09:41:45.659132] [INFO ] [CONFIGURE ] CR: Testing with features: ['add_mfi']
[2025-11-25T09:41:45.844870] [DEBUG] [FORECASTER] CR: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T09:41:46.030107] [DEBUG] [FORECASTER] CR: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T09:41:46.223509] [DEBUG] [FORECASTER] CR: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T09:41:46.411039] [DEBUG] [FORECASTER] CR: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T09:41:46.598826] [DEBUG] [FORECASTER] CR: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T09:41:46.793494] [DEBUG] [FORECASTER] CR: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T09:41:46.987933] [DEBUG] [FORECASTER] CR: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T09:41:47.179160] [DEBUG] [FORECASTER] CR: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T09:41:47.363541] [DEBUG] [FORECASTER] CR: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T09:41:47.549631] [DEBUG] [FORECASTER] CR: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T09:41:47.549827] [INFO ] [CONFIGURE ] CR: DISCARDED add_mfi (score: 50.00%)
[2025-11-25T09:41:47.549876] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 2.8s/test | Remaining: 1364 tests
[2025-11-25T09:41:47.549915] [INFO ] [CONFIGURE ] CR: Testing feature 10/29: add_momentum_acceleration
[2025-11-25T09:41:47.549952] [INFO ] [CONFIGURE ] CR: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-11-25T09:41:47.823632] [DEBUG] [FORECASTER] CR: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T09:41:48.096488] [DEBUG] [FORECASTER] CR: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T09:41:48.371051] [DEBUG] [FORECASTER] CR: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T09:41:48.645806] [DEBUG] [FORECASTER] CR: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T09:41:48.926982] [DEBUG] [FORECASTER] CR: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T09:41:49.199468] [DEBUG] [FORECASTER] CR: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T09:41:49.480203] [DEBUG] [FORECASTER] CR: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T09:41:49.753925] [DEBUG] [FORECASTER] CR: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-25T09:41:50.031250] [DEBUG] [FORECASTER] CR: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T09:41:50.331043] [DEBUG] [FORECASTER] CR: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T09:41:50.331304] [INFO ] [CONFIGURE ] CR: DISCARDED add_momentum_acceleration (score: 30.00%)
[2025-11-25T09:41:50.331372] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 2.8s/test | Remaining: 1363 tests
[2025-11-25T09:41:50.331422] [INFO ] [CONFIGURE ] CR: Testing feature 11/29: add_obv_daily
[2025-11-25T09:41:50.331469] [INFO ] [CONFIGURE ] CR: Testing with features: ['add_obv_daily']
[2025-11-25T09:41:50.533292] [DEBUG] [FORECASTER] CR: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T09:41:50.734778] [DEBUG] [FORECASTER] CR: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T09:41:50.935542] [DEBUG] [FORECASTER] CR: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T09:41:51.140359] [DEBUG] [FORECASTER] CR: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T09:41:51.342919] [DEBUG] [FORECASTER] CR: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T09:41:51.545705] [DEBUG] [FORECASTER] CR: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T09:41:51.741776] [DEBUG] [FORECASTER] CR: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T09:41:51.937627] [DEBUG] [FORECASTER] CR: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-25T09:41:52.139156] [DEBUG] [FORECASTER] CR: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T09:41:52.331516] [DEBUG] [FORECASTER] CR: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T09:41:52.331699] [INFO ] [CONFIGURE ] CR: KEPT add_obv_daily (score: 60.00%)
[2025-11-25T09:41:52.331774] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 2.8s/test | Remaining: 1362 tests
[2025-11-25T09:41:52.331981] [INFO ] [CONFIGURE ] CR: Testing feature 12/29: add_obv_interval
[2025-11-25T09:41:52.332065] [INFO ] [CONFIGURE ] CR: Testing with features: ['add_obv_daily', 'add_obv_interval']
[2025-11-25T09:41:52.572811] [DEBUG] [FORECASTER] CR: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T09:41:52.788481] [DEBUG] [FORECASTER] CR: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T09:41:53.005091] [DEBUG] [FORECASTER] CR: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T09:41:53.222993] [DEBUG] [FORECASTER] CR: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T09:41:53.437697] [DEBUG] [FORECASTER] CR: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T09:41:53.655406] [DEBUG] [FORECASTER] CR: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T09:41:53.873412] [DEBUG] [FORECASTER] CR: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T09:41:54.088000] [DEBUG] [FORECASTER] CR: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-25T09:41:54.324201] [DEBUG] [FORECASTER] CR: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T09:41:54.551953] [DEBUG] [FORECASTER] CR: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T09:41:54.552143] [INFO ] [CONFIGURE ] CR: KEPT add_obv_interval (score: 70.00%)
[2025-11-25T09:41:54.552193] [INFO ] [CONFIGURE ] JOB ETA: 1.0h | Avg: 2.8s/test | Remaining: 1361 tests
[2025-11-25T09:41:54.552232] [INFO ] [CONFIGURE ] CR: Testing feature 13/29: add_opening_strength
[2025-11-25T09:41:54.552268] [INFO ] [CONFIGURE ] CR: Testing with features: ['add_obv_daily', 'add_obv_interval', 'add_daily_returns', 'add_opening_strength']
[2025-11-25T09:41:54.810290] [DEBUG] [FORECASTER] CR: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T09:41:55.065088] [DEBUG] [FORECASTER] CR: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T09:41:55.324542] [DEBUG] [FORECASTER] CR: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T09:41:55.581939] [DEBUG] [FORECASTER] CR: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T09:41:55.836833] [DEBUG] [FORECASTER] CR: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T09:41:56.089249] [DEBUG] [FORECASTER] CR: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T09:41:56.350819] [DEBUG] [FORECASTER] CR: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T09:41:56.606806] [DEBUG] [FORECASTER] CR: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-25T09:41:56.862926] [DEBUG] [FORECASTER] CR: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T09:41:57.120427] [DEBUG] [FORECASTER] CR: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T09:41:57.120595] [INFO ] [CONFIGURE ] CR: DISCARDED add_opening_strength (score: 60.00%)
[2025-11-25T09:41:57.120671] [INFO ] [CONFIGURE ] JOB ETA: 1.0h | Avg: 2.8s/test | Remaining: 1360 tests
[2025-11-25T09:41:57.120720] [INFO ] [CONFIGURE ] CR: Testing feature 14/29: add_order_flow_imbalance
[2025-11-25T09:41:57.120761] [INFO ] [CONFIGURE ] CR: Testing with features: ['add_obv_daily', 'add_obv_interval', 'add_order_flow_imbalance']
[2025-11-25T09:41:57.358072] [DEBUG] [FORECASTER] CR: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T09:41:57.595014] [DEBUG] [FORECASTER] CR: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T09:41:57.830421] [DEBUG] [FORECASTER] CR: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T09:41:58.064869] [DEBUG] [FORECASTER] CR: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T09:41:58.303243] [DEBUG] [FORECASTER] CR: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T09:41:58.544969] [DEBUG] [FORECASTER] CR: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T09:41:58.788345] [DEBUG] [FORECASTER] CR: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T09:41:59.033170] [DEBUG] [FORECASTER] CR: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-25T09:41:59.291451] [DEBUG] [FORECASTER] CR: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T09:41:59.540856] [DEBUG] [FORECASTER] CR: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T09:41:59.541056] [INFO ] [CONFIGURE ] CR: DISCARDED add_order_flow_imbalance (score: 70.00%)
[2025-11-25T09:41:59.541130] [INFO ] [CONFIGURE ] JOB ETA: 1.0h | Avg: 2.8s/test | Remaining: 1359 tests
[2025-11-25T09:41:59.541193] [INFO ] [CONFIGURE ] CR: Testing feature 15/29: add_pbf_morning_momentum
[2025-11-25T09:41:59.541253] [INFO ] [CONFIGURE ] CR: Testing with features: ['add_obv_daily', 'add_obv_interval', 'add_pbf_morning_momentum']
[2025-11-25T09:41:59.765958] [DEBUG] [FORECASTER] CR: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T09:41:59.988006] [DEBUG] [FORECASTER] CR: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T09:42:00.910629] [DEBUG] [FORECASTER] CR: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T09:42:01.276591] [DEBUG] [FORECASTER] CR: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T09:42:01.504247] [DEBUG] [FORECASTER] CR: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T09:42:01.730842] [DEBUG] [FORECASTER] CR: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T09:42:01.958831] [DEBUG] [FORECASTER] CR: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T09:42:02.181543] [DEBUG] [FORECASTER] CR: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-25T09:42:02.404255] [DEBUG] [FORECASTER] CR: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T09:42:02.632379] [DEBUG] [FORECASTER] CR: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T09:42:02.632567] [INFO ] [CONFIGURE ] CR: DISCARDED add_pbf_morning_momentum (score: 70.00%)
[2025-11-25T09:42:02.632621] [INFO ] [CONFIGURE ] JOB ETA: 1.0h | Avg: 2.8s/test | Remaining: 1358 tests
[2025-11-25T09:42:02.632709] [INFO ] [CONFIGURE ] CR: Testing feature 16/29: add_pbf_overnight_gap
[2025-11-25T09:42:02.632761] [INFO ] [CONFIGURE ] CR: Testing with features: ['add_obv_daily', 'add_obv_interval', 'add_pbf_overnight_gap']
[2025-11-25T09:42:02.863509] [DEBUG] [FORECASTER] CR: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T09:42:03.099147] [DEBUG] [FORECASTER] CR: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T09:42:03.328475] [DEBUG] [FORECASTER] CR: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T09:42:03.562733] [DEBUG] [FORECASTER] CR: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T09:42:03.798548] [DEBUG] [FORECASTER] CR: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T09:42:04.033093] [DEBUG] [FORECASTER] CR: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T09:42:04.272270] [DEBUG] [FORECASTER] CR: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T09:42:04.506410] [DEBUG] [FORECASTER] CR: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-25T09:42:04.739698] [DEBUG] [FORECASTER] CR: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T09:42:04.976901] [DEBUG] [FORECASTER] CR: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T09:42:04.977084] [INFO ] [CONFIGURE ] CR: DISCARDED add_pbf_overnight_gap (score: 60.00%)
[2025-11-25T09:42:04.977146] [INFO ] [CONFIGURE ] JOB ETA: 1.0h | Avg: 2.8s/test | Remaining: 1357 tests
[2025-11-25T09:42:04.977218] [INFO ] [CONFIGURE ] CR: Testing feature 17/29: add_pbf_return_2d
[2025-11-25T09:42:04.977265] [INFO ] [CONFIGURE ] CR: Testing with features: ['add_obv_daily', 'add_obv_interval', 'add_pbf_return_2d']
[2025-11-25T09:42:05.216533] [DEBUG] [FORECASTER] CR: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T09:42:05.452334] [DEBUG] [FORECASTER] CR: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T09:42:05.689322] [DEBUG] [FORECASTER] CR: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T09:42:05.928253] [DEBUG] [FORECASTER] CR: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T09:42:06.172759] [DEBUG] [FORECASTER] CR: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T09:42:06.419997] [DEBUG] [FORECASTER] CR: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T09:42:06.658310] [DEBUG] [FORECASTER] CR: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T09:42:06.895854] [DEBUG] [FORECASTER] CR: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-25T09:42:07.133929] [DEBUG] [FORECASTER] CR: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T09:42:07.379794] [DEBUG] [FORECASTER] CR: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T09:42:07.379994] [INFO ] [CONFIGURE ] CR: DISCARDED add_pbf_return_2d (score: 50.00%)
[2025-11-25T09:42:07.380059] [INFO ] [CONFIGURE ] JOB ETA: 1.0h | Avg: 2.8s/test | Remaining: 1356 tests
[2025-11-25T09:42:07.380106] [INFO ] [CONFIGURE ] CR: Testing feature 18/29: add_pbf_volatility_5d
[2025-11-25T09:42:07.380151] [INFO ] [CONFIGURE ] CR: Testing with features: ['add_obv_daily', 'add_obv_interval', 'add_pbf_volatility_5d']
[2025-11-25T09:42:07.610095] [DEBUG] [FORECASTER] CR: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T09:42:07.849199] [DEBUG] [FORECASTER] CR: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T09:42:08.089106] [DEBUG] [FORECASTER] CR: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T09:42:08.327181] [DEBUG] [FORECASTER] CR: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T09:42:08.549551] [DEBUG] [FORECASTER] CR: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T09:42:08.777483] [DEBUG] [FORECASTER] CR: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T09:42:09.011407] [DEBUG] [FORECASTER] CR: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T09:42:09.262100] [DEBUG] [FORECASTER] CR: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-25T09:42:09.481874] [DEBUG] [FORECASTER] CR: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T09:42:09.703751] [DEBUG] [FORECASTER] CR: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T09:42:09.704123] [INFO ] [CONFIGURE ] CR: KEPT add_pbf_volatility_5d (score: 80.00%)
[2025-11-25T09:42:09.704273] [INFO ] [CONFIGURE ] JOB ETA: 1.0h | Avg: 2.8s/test | Remaining: 1355 tests
[2025-11-25T09:42:09.704385] [INFO ] [CONFIGURE ] CR: Testing feature 19/29: add_pbf_vs_sma_5
[2025-11-25T09:42:09.704491] [INFO ] [CONFIGURE ] CR: Testing with features: ['add_obv_daily', 'add_obv_interval', 'add_pbf_volatility_5d', 'add_pbf_vs_sma_5']
[2025-11-25T09:42:09.921577] [DEBUG] [FORECASTER] CR: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T09:42:10.152760] [DEBUG] [FORECASTER] CR: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T09:42:10.370007] [DEBUG] [FORECASTER] CR: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T09:42:10.596473] [DEBUG] [FORECASTER] CR: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T09:42:10.828413] [DEBUG] [FORECASTER] CR: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T09:42:11.062996] [DEBUG] [FORECASTER] CR: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T09:42:11.295939] [DEBUG] [FORECASTER] CR: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T09:42:11.526774] [DEBUG] [FORECASTER] CR: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-25T09:42:11.761740] [DEBUG] [FORECASTER] CR: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T09:42:12.014229] [DEBUG] [FORECASTER] CR: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T09:42:12.014439] [INFO ] [CONFIGURE ] CR: DISCARDED add_pbf_vs_sma_5 (score: 60.00%)
[2025-11-25T09:42:12.014499] [INFO ] [CONFIGURE ] JOB ETA: 1.0h | Avg: 2.8s/test | Remaining: 1354 tests
[2025-11-25T09:42:12.014549] [INFO ] [CONFIGURE ] CR: Testing feature 20/29: add_price_rejection
[2025-11-25T09:42:12.014595] [INFO ] [CONFIGURE ] CR: Testing with features: ['add_obv_daily', 'add_obv_interval', 'add_pbf_volatility_5d', 'add_price_rejection']
[2025-11-25T09:42:12.301236] [DEBUG] [FORECASTER] CR: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T09:42:12.629930] [DEBUG] [FORECASTER] CR: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T09:42:12.972509] [DEBUG] [FORECASTER] CR: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T09:42:13.234501] [DEBUG] [FORECASTER] CR: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T09:42:13.481256] [DEBUG] [FORECASTER] CR: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T09:42:13.735698] [DEBUG] [FORECASTER] CR: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T09:42:13.981037] [DEBUG] [FORECASTER] CR: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T09:42:14.232499] [DEBUG] [FORECASTER] CR: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-25T09:42:14.480335] [DEBUG] [FORECASTER] CR: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T09:42:14.741134] [DEBUG] [FORECASTER] CR: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T09:42:14.741329] [INFO ] [CONFIGURE ] CR: DISCARDED add_price_rejection (score: 70.00%)
[2025-11-25T09:42:14.741388] [INFO ] [CONFIGURE ] JOB ETA: 1.0h | Avg: 2.8s/test | Remaining: 1353 tests
[2025-11-25T09:42:14.741437] [INFO ] [CONFIGURE ] CR: Testing feature 21/29: add_range_position
[2025-11-25T09:42:14.741481] [INFO ] [CONFIGURE ] CR: Testing with features: ['add_obv_daily', 'add_obv_interval', 'add_pbf_volatility_5d', 'add_range_position']
[2025-11-25T09:42:15.008338] [DEBUG] [FORECASTER] CR: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T09:42:15.285059] [DEBUG] [FORECASTER] CR: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T09:42:15.601011] [DEBUG] [FORECASTER] CR: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T09:42:15.888957] [DEBUG] [FORECASTER] CR: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T09:42:16.173307] [DEBUG] [FORECASTER] CR: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T09:42:16.459471] [DEBUG] [FORECASTER] CR: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T09:42:16.741895] [DEBUG] [FORECASTER] CR: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T09:42:17.040792] [DEBUG] [FORECASTER] CR: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-25T09:42:17.324300] [DEBUG] [FORECASTER] CR: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T09:42:17.634689] [DEBUG] [FORECASTER] CR: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T09:42:17.634878] [INFO ] [CONFIGURE ] CR: DISCARDED add_range_position (score: 50.00%)
[2025-11-25T09:42:17.634940] [INFO ] [CONFIGURE ] JOB ETA: 1.0h | Avg: 2.8s/test | Remaining: 1352 tests
[2025-11-25T09:42:17.634991] [INFO ] [CONFIGURE ] CR: Testing feature 22/29: add_realized_volatility
[2025-11-25T09:42:17.635040] [INFO ] [CONFIGURE ] CR: Testing with features: ['add_obv_daily', 'add_obv_interval', 'add_pbf_volatility_5d', 'add_realized_volatility']
[2025-11-25T09:42:17.996603] [DEBUG] [FORECASTER] CR: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T09:42:18.361862] [DEBUG] [FORECASTER] CR: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T09:42:18.721165] [DEBUG] [FORECASTER] CR: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T09:42:19.076872] [DEBUG] [FORECASTER] CR: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T09:42:19.446079] [DEBUG] [FORECASTER] CR: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T09:42:19.806026] [DEBUG] [FORECASTER] CR: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T09:42:20.150456] [DEBUG] [FORECASTER] CR: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T09:42:20.523668] [DEBUG] [FORECASTER] CR: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-25T09:42:20.884420] [DEBUG] [FORECASTER] CR: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T09:42:21.234413] [DEBUG] [FORECASTER] CR: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T09:42:21.234609] [INFO ] [CONFIGURE ] CR: DISCARDED add_realized_volatility (score: 50.00%)
[2025-11-25T09:42:21.234682] [INFO ] [CONFIGURE ] JOB ETA: 1.0h | Avg: 2.8s/test | Remaining: 1351 tests
[2025-11-25T09:42:21.234736] [INFO ] [CONFIGURE ] CR: Testing feature 23/29: add_recent_range_context
[2025-11-25T09:42:21.234783] [INFO ] [CONFIGURE ] CR: Testing with features: ['add_obv_daily', 'add_obv_interval', 'add_pbf_volatility_5d', 'add_recent_range_context']
[2025-11-25T09:42:21.483530] [DEBUG] [FORECASTER] CR: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T09:42:21.737270] [DEBUG] [FORECASTER] CR: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T09:42:21.986806] [DEBUG] [FORECASTER] CR: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T09:42:22.223034] [DEBUG] [FORECASTER] CR: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T09:42:22.459390] [DEBUG] [FORECASTER] CR: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T09:42:22.703297] [DEBUG] [FORECASTER] CR: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T09:42:22.965518] [DEBUG] [FORECASTER] CR: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T09:42:23.213983] [DEBUG] [FORECASTER] CR: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-25T09:42:23.476876] [DEBUG] [FORECASTER] CR: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T09:42:23.742923] [DEBUG] [FORECASTER] CR: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T09:42:23.743117] [INFO ] [CONFIGURE ] CR: DISCARDED add_recent_range_context (score: 70.00%)
[2025-11-25T09:42:23.743179] [INFO ] [CONFIGURE ] JOB ETA: 1.0h | Avg: 2.8s/test | Remaining: 1350 tests
[2025-11-25T09:42:23.743231] [INFO ] [CONFIGURE ] CR: Testing feature 24/29: add_rsi
[2025-11-25T09:42:23.743301] [INFO ] [CONFIGURE ] CR: Testing with features: ['add_obv_daily', 'add_obv_interval', 'add_pbf_volatility_5d', 'add_ema', 'add_rsi']
[2025-11-25T09:42:24.059775] [DEBUG] [FORECASTER] CR: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T09:42:24.368866] [DEBUG] [FORECASTER] CR: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T09:42:24.669834] [DEBUG] [FORECASTER] CR: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T09:42:24.962618] [DEBUG] [FORECASTER] CR: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T09:42:25.252840] [DEBUG] [FORECASTER] CR: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T09:42:25.571339] [DEBUG] [FORECASTER] CR: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T09:42:25.878860] [DEBUG] [FORECASTER] CR: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T09:42:26.196799] [DEBUG] [FORECASTER] CR: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-25T09:42:26.539864] [DEBUG] [FORECASTER] CR: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T09:42:26.856970] [DEBUG] [FORECASTER] CR: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T09:42:26.857166] [INFO ] [CONFIGURE ] CR: DISCARDED add_rsi (score: 60.00%)
[2025-11-25T09:42:26.857225] [INFO ] [CONFIGURE ] JOB ETA: 1.0h | Avg: 2.8s/test | Remaining: 1349 tests
[2025-11-25T09:42:26.857274] [INFO ] [CONFIGURE ] CR: Testing feature 25/29: add_tick_distribution
[2025-11-25T09:42:26.857319] [INFO ] [CONFIGURE ] CR: Testing with features: ['add_obv_daily', 'add_obv_interval', 'add_pbf_volatility_5d', 'add_tick_distribution']
[2025-11-25T09:42:27.120755] [DEBUG] [FORECASTER] CR: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T09:42:27.388784] [DEBUG] [FORECASTER] CR: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T09:42:27.653937] [DEBUG] [FORECASTER] CR: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T09:42:27.911392] [DEBUG] [FORECASTER] CR: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T09:42:28.170212] [DEBUG] [FORECASTER] CR: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T09:42:28.423675] [DEBUG] [FORECASTER] CR: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T09:42:28.674805] [DEBUG] [FORECASTER] CR: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T09:42:28.933261] [DEBUG] [FORECASTER] CR: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-25T09:42:29.190679] [DEBUG] [FORECASTER] CR: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T09:42:29.453166] [DEBUG] [FORECASTER] CR: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T09:42:29.453353] [INFO ] [CONFIGURE ] CR: DISCARDED add_tick_distribution (score: 60.00%)
[2025-11-25T09:42:29.453412] [INFO ] [CONFIGURE ] JOB ETA: 1.0h | Avg: 2.8s/test | Remaining: 1348 tests
[2025-11-25T09:42:29.453460] [INFO ] [CONFIGURE ] CR: Testing feature 26/29: add_volume_momentum_confirmation
[2025-11-25T09:42:29.453505] [INFO ] [CONFIGURE ] CR: Testing with features: ['add_obv_daily', 'add_obv_interval', 'add_pbf_volatility_5d', 'add_volume_momentum_confirmation']
[2025-11-25T09:42:29.727750] [DEBUG] [FORECASTER] CR: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T09:42:29.991076] [DEBUG] [FORECASTER] CR: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T09:42:30.253184] [DEBUG] [FORECASTER] CR: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T09:42:30.513189] [DEBUG] [FORECASTER] CR: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T09:42:30.793704] [DEBUG] [FORECASTER] CR: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T09:42:31.069465] [DEBUG] [FORECASTER] CR: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T09:42:31.353977] [DEBUG] [FORECASTER] CR: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T09:42:31.599705] [DEBUG] [FORECASTER] CR: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-25T09:42:31.853601] [DEBUG] [FORECASTER] CR: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T09:42:32.098831] [DEBUG] [FORECASTER] CR: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T09:42:32.099010] [INFO ] [CONFIGURE ] CR: DISCARDED add_volume_momentum_confirmation (score: 80.00%)
[2025-11-25T09:42:32.099066] [INFO ] [CONFIGURE ] JOB ETA: 1.0h | Avg: 2.8s/test | Remaining: 1347 tests
[2025-11-25T09:42:32.099114] [INFO ] [CONFIGURE ] CR: Testing feature 27/29: add_volume_price_divergence
[2025-11-25T09:42:32.099157] [INFO ] [CONFIGURE ] CR: Testing with features: ['add_obv_daily', 'add_obv_interval', 'add_pbf_volatility_5d', 'add_volume_price_divergence']
[2025-11-25T09:42:32.351115] [DEBUG] [FORECASTER] CR: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T09:42:32.607544] [DEBUG] [FORECASTER] CR: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T09:42:32.861994] [DEBUG] [FORECASTER] CR: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T09:42:33.119709] [DEBUG] [FORECASTER] CR: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T09:42:33.374456] [DEBUG] [FORECASTER] CR: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T09:42:33.626497] [DEBUG] [FORECASTER] CR: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T09:42:33.882232] [DEBUG] [FORECASTER] CR: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T09:42:34.169814] [DEBUG] [FORECASTER] CR: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-25T09:42:34.435255] [DEBUG] [FORECASTER] CR: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T09:42:34.701953] [DEBUG] [FORECASTER] CR: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T09:42:34.702134] [INFO ] [CONFIGURE ] CR: DISCARDED add_volume_price_divergence (score: 80.00%)
[2025-11-25T09:42:34.702191] [INFO ] [CONFIGURE ] JOB ETA: 1.0h | Avg: 2.8s/test | Remaining: 1346 tests
[2025-11-25T09:42:34.702239] [INFO ] [CONFIGURE ] CR: Testing feature 28/29: add_volume_profile
[2025-11-25T09:42:34.702283] [INFO ] [CONFIGURE ] CR: Testing with features: ['add_obv_daily', 'add_obv_interval', 'add_pbf_volatility_5d', 'add_volume_profile']
[2025-11-25T09:42:34.942815] [DEBUG] [FORECASTER] CR: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T09:42:35.199940] [DEBUG] [FORECASTER] CR: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T09:42:35.460052] [DEBUG] [FORECASTER] CR: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T09:42:35.723594] [DEBUG] [FORECASTER] CR: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T09:42:35.978303] [DEBUG] [FORECASTER] CR: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T09:42:36.235425] [DEBUG] [FORECASTER] CR: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T09:42:36.493868] [DEBUG] [FORECASTER] CR: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T09:42:36.738701] [DEBUG] [FORECASTER] CR: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-25T09:42:36.999034] [DEBUG] [FORECASTER] CR: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T09:42:37.253969] [DEBUG] [FORECASTER] CR: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T09:42:37.254161] [INFO ] [CONFIGURE ] CR: DISCARDED add_volume_profile (score: 60.00%)
[2025-11-25T09:42:37.254218] [INFO ] [CONFIGURE ] JOB ETA: 1.0h | Avg: 2.8s/test | Remaining: 1345 tests
[2025-11-25T09:42:37.254267] [INFO ] [CONFIGURE ] CR: Testing feature 29/29: add_vwap
[2025-11-25T09:42:37.254314] [INFO ] [CONFIGURE ] CR: Testing with features: ['add_obv_daily', 'add_obv_interval', 'add_pbf_volatility_5d', 'add_vwap']
[2025-11-25T09:42:37.502347] [DEBUG] [FORECASTER] CR: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T09:42:37.748807] [DEBUG] [FORECASTER] CR: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T09:42:38.008765] [DEBUG] [FORECASTER] CR: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T09:42:38.256943] [DEBUG] [FORECASTER] CR: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T09:42:38.520421] [DEBUG] [FORECASTER] CR: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T09:42:38.780097] [DEBUG] [FORECASTER] CR: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T09:42:39.036997] [DEBUG] [FORECASTER] CR: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T09:42:39.320621] [DEBUG] [FORECASTER] CR: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-25T09:42:39.578845] [DEBUG] [FORECASTER] CR: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T09:42:39.833291] [DEBUG] [FORECASTER] CR: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T09:42:39.833477] [INFO ] [CONFIGURE ] CR: DISCARDED add_vwap (score: 40.00%)
[2025-11-25T09:42:39.833535] [INFO ] [CONFIGURE ] JOB ETA: 1.0h | Avg: 2.8s/test | Remaining: 1344 tests
[2025-11-25T09:42:39.833586] [INFO ] [CONFIGURE ] CR: ===== FEATURE SELECTION COMPLETE =====
[2025-11-25T09:42:39.833630] [INFO ] [CONFIGURE ] CR: Best accuracy: 80.00%
[2025-11-25T09:42:39.833701] [INFO ] [CONFIGURE ] CR: Best feature set (3 features): ['add_obv_daily', 'add_obv_interval', 'add_pbf_volatility_5d']
[2025-11-25T09:42:39.833744] [INFO ] [CONFIGURE ] CR: Improvement over baseline: 30.00%
[2025-11-25T09:42:39.833789] [INFO ] [CONFIGURE ] CR: Total time: 1.2 minutes
[2025-11-25T09:42:39.833828] [INFO ] [CONFIGURE ] CR: Average time per feature: 2.4 seconds
[2025-11-25T09:42:39.833869] [INFO ] [CONFIGURE ] CR: Average speed: 0.41 features/sec
[2025-11-25T09:42:39.834277] [INFO ] [LOCAL     ] Saved configuration for CR: 3 features, 80.00% accuracy -> ./output/feature-sets/CR.json
[2025-11-25T09:42:39.834338] [INFO ] [CONFIGURE ] CR: Configuration saved successfully: 3 features, 80.00% accuracy.
[2025-11-25T09:42:39.834397] [INFO ] [sig       ] [119/164] Successfully configured CR | 0.01 sym/s | Total: 2.7h | ETA: 1.0h
[2025-11-25T09:42:39.834444] [INFO ] [sig       ] [120/164] Configuring CRC...
[2025-11-25T09:42:39.834487] [INFO ] [CONFIGURE ] CRC: Configurate test run.
[2025-11-25T09:42:39.834527] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CRC' from 'https://tdm.silogroup.org/data/derivative_storage/CRC.csv'.
[2025-11-25T09:42:39.846494] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'CRC'.
[2025-11-25T09:42:39.846839] [INFO ] [CONFIGURE ] CRC: Testing with 29 available features
[2025-11-25T09:42:39.846906] [INFO ] [CONFIGURE ] CRC: Establishing baseline with no features...
[2025-11-25T09:42:40.022149] [DEBUG] [FORECASTER] CRC: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T09:42:40.206499] [DEBUG] [FORECASTER] CRC: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0
[2025-11-25T09:42:40.382462] [DEBUG] [FORECASTER] CRC: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T09:42:40.560926] [DEBUG] [FORECASTER] CRC: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T09:42:40.735839] [DEBUG] [FORECASTER] CRC: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-25T09:42:40.911123] [DEBUG] [FORECASTER] CRC: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T09:42:41.087977] [DEBUG] [FORECASTER] CRC: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T09:42:41.278129] [DEBUG] [FORECASTER] CRC: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T09:42:41.467528] [DEBUG] [FORECASTER] CRC: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T09:42:41.659217] [DEBUG] [FORECASTER] CRC: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-11-25T09:42:41.659416] [INFO ] [CONFIGURE ] CRC: Baseline score (no features): 20.00%
[2025-11-25T09:42:41.659485] [INFO ] [CONFIGURE ] CRC: Testing feature 1/29: add_bollinger_bands
[2025-11-25T09:42:41.659541] [INFO ] [CONFIGURE ] CRC: Testing with features: ['add_bollinger_bands']
[2025-11-25T09:42:41.885172] [DEBUG] [FORECASTER] CRC: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T09:42:42.106186] [DEBUG] [FORECASTER] CRC: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0
[2025-11-25T09:42:42.332903] [DEBUG] [FORECASTER] CRC: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T09:42:42.566254] [DEBUG] [FORECASTER] CRC: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T09:42:42.774584] [DEBUG] [FORECASTER] CRC: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-25T09:42:42.990800] [DEBUG] [FORECASTER] CRC: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T09:42:43.203663] [DEBUG] [FORECASTER] CRC: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T09:42:43.412375] [DEBUG] [FORECASTER] CRC: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T09:42:43.622023] [DEBUG] [FORECASTER] CRC: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T09:42:43.829346] [DEBUG] [FORECASTER] CRC: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-11-25T09:42:43.829542] [INFO ] [CONFIGURE ] CRC: KEPT add_bollinger_bands (score: 30.00%)
[2025-11-25T09:42:43.829591] [INFO ] [CONFIGURE ] JOB ETA: 1.0h | Avg: 2.8s/test | Remaining: 1343 tests
[2025-11-25T09:42:43.829631] [INFO ] [CONFIGURE ] CRC: Testing feature 2/29: add_cumulative_delta
[2025-11-25T09:42:43.829692] [INFO ] [CONFIGURE ] CRC: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta']
[2025-11-25T09:42:44.080882] [DEBUG] [FORECASTER] CRC: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T09:42:44.343145] [DEBUG] [FORECASTER] CRC: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0
[2025-11-25T09:42:44.596482] [DEBUG] [FORECASTER] CRC: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T09:42:44.837076] [DEBUG] [FORECASTER] CRC: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T09:42:45.075111] [DEBUG] [FORECASTER] CRC: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-25T09:42:45.317408] [DEBUG] [FORECASTER] CRC: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T09:42:45.560402] [DEBUG] [FORECASTER] CRC: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T09:42:45.801212] [DEBUG] [FORECASTER] CRC: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T09:42:46.040483] [DEBUG] [FORECASTER] CRC: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T09:42:46.280666] [DEBUG] [FORECASTER] CRC: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-25T09:42:46.280835] [INFO ] [CONFIGURE ] CRC: DISCARDED add_cumulative_delta (score: 30.00%)
[2025-11-25T09:42:46.280891] [INFO ] [CONFIGURE ] JOB ETA: 1.0h | Avg: 2.8s/test | Remaining: 1342 tests
[2025-11-25T09:42:46.280937] [INFO ] [CONFIGURE ] CRC: Testing feature 3/29: add_daily_returns
[2025-11-25T09:42:46.280980] [INFO ] [CONFIGURE ] CRC: Testing with features: ['add_bollinger_bands', 'add_daily_returns']
[2025-11-25T09:42:46.497757] [DEBUG] [FORECASTER] CRC: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T09:42:46.715313] [DEBUG] [FORECASTER] CRC: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0
[2025-11-25T09:42:46.947367] [DEBUG] [FORECASTER] CRC: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T09:42:47.179507] [DEBUG] [FORECASTER] CRC: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T09:42:47.408379] [DEBUG] [FORECASTER] CRC: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-25T09:42:47.631606] [DEBUG] [FORECASTER] CRC: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T09:42:47.862550] [DEBUG] [FORECASTER] CRC: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T09:42:48.084528] [DEBUG] [FORECASTER] CRC: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T09:42:48.310239] [DEBUG] [FORECASTER] CRC: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T09:42:48.536368] [DEBUG] [FORECASTER] CRC: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-25T09:42:48.536553] [INFO ] [CONFIGURE ] CRC: KEPT add_daily_returns (score: 40.00%)
[2025-11-25T09:42:48.536605] [INFO ] [CONFIGURE ] JOB ETA: 1.0h | Avg: 2.8s/test | Remaining: 1341 tests
[2025-11-25T09:42:48.536664] [INFO ] [CONFIGURE ] CRC: Testing feature 4/29: add_ema
[2025-11-25T09:42:48.536726] [INFO ] [CONFIGURE ] CRC: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_ema']
[2025-11-25T09:42:48.809637] [DEBUG] [FORECASTER] CRC: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T09:42:49.082736] [DEBUG] [FORECASTER] CRC: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0
[2025-11-25T09:42:49.357484] [DEBUG] [FORECASTER] CRC: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T09:42:49.624998] [DEBUG] [FORECASTER] CRC: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T09:42:49.891711] [DEBUG] [FORECASTER] CRC: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-25T09:42:50.158472] [DEBUG] [FORECASTER] CRC: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T09:42:50.427835] [DEBUG] [FORECASTER] CRC: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T09:42:50.702127] [DEBUG] [FORECASTER] CRC: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T09:42:50.969433] [DEBUG] [FORECASTER] CRC: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T09:42:51.233187] [DEBUG] [FORECASTER] CRC: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-25T09:42:51.233361] [INFO ] [CONFIGURE ] CRC: DISCARDED add_ema (score: 30.00%)
[2025-11-25T09:42:51.233416] [INFO ] [CONFIGURE ] JOB ETA: 1.0h | Avg: 2.8s/test | Remaining: 1340 tests
[2025-11-25T09:42:51.233464] [INFO ] [CONFIGURE ] CRC: Testing feature 5/29: add_exhaustion_signals
[2025-11-25T09:42:51.233501] [INFO ] [CONFIGURE ] CRC: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_vwap', 'add_exhaustion_signals']
[2025-11-25T09:42:51.497019] [DEBUG] [FORECASTER] CRC: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T09:42:51.787235] [DEBUG] [FORECASTER] CRC: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0
[2025-11-25T09:42:52.072287] [DEBUG] [FORECASTER] CRC: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T09:42:52.340947] [DEBUG] [FORECASTER] CRC: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T09:42:52.608600] [DEBUG] [FORECASTER] CRC: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-25T09:42:52.878940] [DEBUG] [FORECASTER] CRC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T09:42:53.146330] [DEBUG] [FORECASTER] CRC: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T09:42:53.422964] [DEBUG] [FORECASTER] CRC: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T09:42:53.706510] [DEBUG] [FORECASTER] CRC: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T09:42:53.997940] [DEBUG] [FORECASTER] CRC: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-25T09:42:53.998119] [INFO ] [CONFIGURE ] CRC: KEPT add_exhaustion_signals (score: 50.00%)
[2025-11-25T09:42:53.998177] [INFO ] [CONFIGURE ] JOB ETA: 1.0h | Avg: 2.8s/test | Remaining: 1339 tests
[2025-11-25T09:42:53.998226] [INFO ] [CONFIGURE ] CRC: Testing feature 6/29: add_failed_moves
[2025-11-25T09:42:53.998290] [INFO ] [CONFIGURE ] CRC: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_vwap', 'add_exhaustion_signals', 'add_failed_moves']
[2025-11-25T09:42:54.307501] [DEBUG] [FORECASTER] CRC: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T09:42:54.609108] [DEBUG] [FORECASTER] CRC: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0
[2025-11-25T09:42:54.906528] [DEBUG] [FORECASTER] CRC: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T09:42:55.203403] [DEBUG] [FORECASTER] CRC: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T09:42:55.495474] [DEBUG] [FORECASTER] CRC: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-25T09:42:55.786057] [DEBUG] [FORECASTER] CRC: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T09:42:56.079448] [DEBUG] [FORECASTER] CRC: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T09:42:56.370347] [DEBUG] [FORECASTER] CRC: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T09:42:56.660760] [DEBUG] [FORECASTER] CRC: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T09:42:56.952533] [DEBUG] [FORECASTER] CRC: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-25T09:42:56.952742] [INFO ] [CONFIGURE ] CRC: DISCARDED add_failed_moves (score: 30.00%)
[2025-11-25T09:42:56.952801] [INFO ] [CONFIGURE ] JOB ETA: 1.0h | Avg: 2.8s/test | Remaining: 1338 tests
[2025-11-25T09:42:56.952849] [INFO ] [CONFIGURE ] CRC: Testing feature 7/29: add_lag_shelf
[2025-11-25T09:42:56.952892] [INFO ] [CONFIGURE ] CRC: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_vwap', 'add_exhaustion_signals', 'add_lag_shelf']
[2025-11-25T09:42:57.240784] [DEBUG] [FORECASTER] CRC: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T09:42:57.538350] [DEBUG] [FORECASTER] CRC: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T09:42:57.828485] [DEBUG] [FORECASTER] CRC: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T09:42:58.117262] [DEBUG] [FORECASTER] CRC: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T09:42:58.410143] [DEBUG] [FORECASTER] CRC: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-25T09:42:58.700588] [DEBUG] [FORECASTER] CRC: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T09:42:58.985975] [DEBUG] [FORECASTER] CRC: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T09:42:59.280291] [DEBUG] [FORECASTER] CRC: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T09:42:59.572070] [DEBUG] [FORECASTER] CRC: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T09:42:59.859537] [DEBUG] [FORECASTER] CRC: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-11-25T09:42:59.859738] [INFO ] [CONFIGURE ] CRC: DISCARDED add_lag_shelf (score: 40.00%)
[2025-11-25T09:42:59.859797] [INFO ] [CONFIGURE ] JOB ETA: 1.0h | Avg: 2.8s/test | Remaining: 1337 tests
[2025-11-25T09:42:59.859843] [INFO ] [CONFIGURE ] CRC: Testing feature 8/29: add_macd
[2025-11-25T09:42:59.859881] [INFO ] [CONFIGURE ] CRC: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_vwap', 'add_exhaustion_signals', 'add_macd']
[2025-11-25T09:43:00.215437] [DEBUG] [FORECASTER] CRC: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T09:43:01.466319] [DEBUG] [FORECASTER] CRC: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T09:43:01.835345] [DEBUG] [FORECASTER] CRC: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T09:43:02.196452] [DEBUG] [FORECASTER] CRC: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T09:43:02.557771] [DEBUG] [FORECASTER] CRC: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-25T09:43:02.927372] [DEBUG] [FORECASTER] CRC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T09:43:03.290959] [DEBUG] [FORECASTER] CRC: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T09:43:03.666591] [DEBUG] [FORECASTER] CRC: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T09:43:04.033799] [DEBUG] [FORECASTER] CRC: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T09:43:04.430372] [DEBUG] [FORECASTER] CRC: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-11-25T09:43:04.430601] [INFO ] [CONFIGURE ] CRC: DISCARDED add_macd (score: 40.00%)
[2025-11-25T09:43:04.430680] [INFO ] [CONFIGURE ] JOB ETA: 1.0h | Avg: 2.8s/test | Remaining: 1336 tests
[2025-11-25T09:43:04.430734] [INFO ] [CONFIGURE ] CRC: Testing feature 9/29: add_mfi
[2025-11-25T09:43:04.430781] [INFO ] [CONFIGURE ] CRC: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_vwap', 'add_exhaustion_signals', 'add_mfi']
[2025-11-25T09:43:04.778230] [DEBUG] [FORECASTER] CRC: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T09:43:05.154324] [DEBUG] [FORECASTER] CRC: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0
[2025-11-25T09:43:05.593078] [DEBUG] [FORECASTER] CRC: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T09:43:05.921839] [DEBUG] [FORECASTER] CRC: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T09:43:06.252587] [DEBUG] [FORECASTER] CRC: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-25T09:43:06.558346] [DEBUG] [FORECASTER] CRC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T09:43:06.864894] [DEBUG] [FORECASTER] CRC: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T09:43:07.164503] [DEBUG] [FORECASTER] CRC: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T09:43:07.455666] [DEBUG] [FORECASTER] CRC: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T09:43:07.774297] [DEBUG] [FORECASTER] CRC: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-25T09:43:07.774532] [INFO ] [CONFIGURE ] CRC: DISCARDED add_mfi (score: 50.00%)
[2025-11-25T09:43:07.774602] [INFO ] [CONFIGURE ] JOB ETA: 1.0h | Avg: 2.8s/test | Remaining: 1335 tests
[2025-11-25T09:43:07.774673] [INFO ] [CONFIGURE ] CRC: Testing feature 10/29: add_momentum_acceleration
[2025-11-25T09:43:07.774723] [INFO ] [CONFIGURE ] CRC: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_vwap', 'add_exhaustion_signals', 'add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-11-25T09:43:08.178701] [DEBUG] [FORECASTER] CRC: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T09:43:08.581726] [DEBUG] [FORECASTER] CRC: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0
[2025-11-25T09:43:09.013626] [DEBUG] [FORECASTER] CRC: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T09:43:09.469713] [DEBUG] [FORECASTER] CRC: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T09:43:09.866531] [DEBUG] [FORECASTER] CRC: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-25T09:43:10.266835] [DEBUG] [FORECASTER] CRC: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T09:43:10.669908] [DEBUG] [FORECASTER] CRC: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T09:43:11.066022] [DEBUG] [FORECASTER] CRC: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T09:43:11.475971] [DEBUG] [FORECASTER] CRC: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T09:43:11.876459] [DEBUG] [FORECASTER] CRC: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-25T09:43:11.876729] [INFO ] [CONFIGURE ] CRC: DISCARDED add_momentum_acceleration (score: 40.00%)
[2025-11-25T09:43:11.876791] [INFO ] [CONFIGURE ] JOB ETA: 1.0h | Avg: 2.8s/test | Remaining: 1334 tests
[2025-11-25T09:43:11.876832] [INFO ] [CONFIGURE ] CRC: Testing feature 11/29: add_obv_daily
[2025-11-25T09:43:11.876883] [INFO ] [CONFIGURE ] CRC: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_vwap', 'add_exhaustion_signals', 'add_obv_daily']
[2025-11-25T09:43:12.189454] [DEBUG] [FORECASTER] CRC: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T09:43:12.502027] [DEBUG] [FORECASTER] CRC: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T09:43:12.840324] [DEBUG] [FORECASTER] CRC: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T09:43:13.166348] [DEBUG] [FORECASTER] CRC: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T09:43:13.487409] [DEBUG] [FORECASTER] CRC: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-25T09:43:13.811363] [DEBUG] [FORECASTER] CRC: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T09:43:14.136514] [DEBUG] [FORECASTER] CRC: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T09:43:14.466493] [DEBUG] [FORECASTER] CRC: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T09:43:14.811105] [DEBUG] [FORECASTER] CRC: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T09:43:15.147118] [DEBUG] [FORECASTER] CRC: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-25T09:43:15.147315] [INFO ] [CONFIGURE ] CRC: DISCARDED add_obv_daily (score: 50.00%)
[2025-11-25T09:43:15.147372] [INFO ] [CONFIGURE ] JOB ETA: 1.0h | Avg: 2.8s/test | Remaining: 1333 tests
[2025-11-25T09:43:15.147422] [INFO ] [CONFIGURE ] CRC: Testing feature 12/29: add_obv_interval
[2025-11-25T09:43:15.147467] [INFO ] [CONFIGURE ] CRC: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_vwap', 'add_exhaustion_signals', 'add_obv_interval']
[2025-11-25T09:43:15.467059] [DEBUG] [FORECASTER] CRC: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T09:43:15.787849] [DEBUG] [FORECASTER] CRC: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T09:43:16.091923] [DEBUG] [FORECASTER] CRC: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T09:43:16.401168] [DEBUG] [FORECASTER] CRC: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T09:43:16.697096] [DEBUG] [FORECASTER] CRC: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-25T09:43:16.994155] [DEBUG] [FORECASTER] CRC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T09:43:17.299514] [DEBUG] [FORECASTER] CRC: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T09:43:17.606884] [DEBUG] [FORECASTER] CRC: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T09:43:17.909902] [DEBUG] [FORECASTER] CRC: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T09:43:18.214312] [DEBUG] [FORECASTER] CRC: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-25T09:43:18.214500] [INFO ] [CONFIGURE ] CRC: DISCARDED add_obv_interval (score: 50.00%)
[2025-11-25T09:43:18.214559] [INFO ] [CONFIGURE ] JOB ETA: 1.0h | Avg: 2.8s/test | Remaining: 1332 tests
[2025-11-25T09:43:18.214599] [INFO ] [CONFIGURE ] CRC: Testing feature 13/29: add_opening_strength
[2025-11-25T09:43:18.214664] [INFO ] [CONFIGURE ] CRC: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_vwap', 'add_exhaustion_signals', 'add_opening_strength']
[2025-11-25T09:43:18.525148] [DEBUG] [FORECASTER] CRC: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T09:43:18.834963] [DEBUG] [FORECASTER] CRC: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0
[2025-11-25T09:43:19.150017] [DEBUG] [FORECASTER] CRC: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T09:43:19.482341] [DEBUG] [FORECASTER] CRC: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T09:43:19.804492] [DEBUG] [FORECASTER] CRC: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-25T09:43:20.122203] [DEBUG] [FORECASTER] CRC: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T09:43:20.435180] [DEBUG] [FORECASTER] CRC: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T09:43:20.776488] [DEBUG] [FORECASTER] CRC: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T09:43:21.129150] [DEBUG] [FORECASTER] CRC: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T09:43:21.443445] [DEBUG] [FORECASTER] CRC: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-11-25T09:43:21.444243] [INFO ] [CONFIGURE ] CRC: DISCARDED add_opening_strength (score: 30.00%)
[2025-11-25T09:43:21.444317] [INFO ] [CONFIGURE ] JOB ETA: 1.0h | Avg: 2.8s/test | Remaining: 1331 tests
[2025-11-25T09:43:21.444370] [INFO ] [CONFIGURE ] CRC: Testing feature 14/29: add_order_flow_imbalance
[2025-11-25T09:43:21.444425] [INFO ] [CONFIGURE ] CRC: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_vwap', 'add_exhaustion_signals', 'add_order_flow_imbalance']
[2025-11-25T09:43:21.806857] [DEBUG] [FORECASTER] CRC: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T09:43:22.130761] [DEBUG] [FORECASTER] CRC: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0
[2025-11-25T09:43:22.440614] [DEBUG] [FORECASTER] CRC: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T09:43:22.755062] [DEBUG] [FORECASTER] CRC: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T09:43:23.103423] [DEBUG] [FORECASTER] CRC: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-25T09:43:23.413628] [DEBUG] [FORECASTER] CRC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T09:43:23.714432] [DEBUG] [FORECASTER] CRC: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T09:43:24.020429] [DEBUG] [FORECASTER] CRC: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T09:43:24.334288] [DEBUG] [FORECASTER] CRC: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T09:43:24.654221] [DEBUG] [FORECASTER] CRC: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-11-25T09:43:24.654443] [INFO ] [CONFIGURE ] CRC: DISCARDED add_order_flow_imbalance (score: 40.00%)
[2025-11-25T09:43:24.654503] [INFO ] [CONFIGURE ] JOB ETA: 1.0h | Avg: 2.8s/test | Remaining: 1330 tests
[2025-11-25T09:43:24.654555] [INFO ] [CONFIGURE ] CRC: Testing feature 15/29: add_pbf_morning_momentum
[2025-11-25T09:43:24.654601] [INFO ] [CONFIGURE ] CRC: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_vwap', 'add_exhaustion_signals', 'add_pbf_morning_momentum']
[2025-11-25T09:43:24.955238] [DEBUG] [FORECASTER] CRC: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T09:43:25.246271] [DEBUG] [FORECASTER] CRC: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T09:43:25.527244] [DEBUG] [FORECASTER] CRC: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T09:43:25.805870] [DEBUG] [FORECASTER] CRC: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T09:43:26.087621] [DEBUG] [FORECASTER] CRC: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-25T09:43:26.366668] [DEBUG] [FORECASTER] CRC: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T09:43:26.650177] [DEBUG] [FORECASTER] CRC: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T09:43:26.930139] [DEBUG] [FORECASTER] CRC: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T09:43:27.212709] [DEBUG] [FORECASTER] CRC: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T09:43:27.503137] [DEBUG] [FORECASTER] CRC: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-25T09:43:27.503322] [INFO ] [CONFIGURE ] CRC: DISCARDED add_pbf_morning_momentum (score: 50.00%)
[2025-11-25T09:43:27.503381] [INFO ] [CONFIGURE ] JOB ETA: 1.0h | Avg: 2.8s/test | Remaining: 1329 tests
[2025-11-25T09:43:27.503430] [INFO ] [CONFIGURE ] CRC: Testing feature 16/29: add_pbf_overnight_gap
[2025-11-25T09:43:27.503476] [INFO ] [CONFIGURE ] CRC: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_vwap', 'add_exhaustion_signals', 'add_pbf_overnight_gap']
[2025-11-25T09:43:27.823687] [DEBUG] [FORECASTER] CRC: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T09:43:28.131407] [DEBUG] [FORECASTER] CRC: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0
[2025-11-25T09:43:28.434640] [DEBUG] [FORECASTER] CRC: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T09:43:28.734822] [DEBUG] [FORECASTER] CRC: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T09:43:29.029494] [DEBUG] [FORECASTER] CRC: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-25T09:43:29.352579] [DEBUG] [FORECASTER] CRC: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T09:43:29.667863] [DEBUG] [FORECASTER] CRC: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T09:43:29.989574] [DEBUG] [FORECASTER] CRC: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T09:43:30.291937] [DEBUG] [FORECASTER] CRC: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T09:43:30.622128] [DEBUG] [FORECASTER] CRC: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-25T09:43:30.622383] [INFO ] [CONFIGURE ] CRC: DISCARDED add_pbf_overnight_gap (score: 40.00%)
[2025-11-25T09:43:30.622455] [INFO ] [CONFIGURE ] JOB ETA: 1.0h | Avg: 2.8s/test | Remaining: 1328 tests
[2025-11-25T09:43:30.622515] [INFO ] [CONFIGURE ] CRC: Testing feature 17/29: add_pbf_return_2d
[2025-11-25T09:43:30.622564] [INFO ] [CONFIGURE ] CRC: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_vwap', 'add_exhaustion_signals', 'add_pbf_return_2d']
[2025-11-25T09:43:30.942138] [DEBUG] [FORECASTER] CRC: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T09:43:31.304708] [DEBUG] [FORECASTER] CRC: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0
[2025-11-25T09:43:31.630800] [DEBUG] [FORECASTER] CRC: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T09:43:31.958861] [DEBUG] [FORECASTER] CRC: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T09:43:32.310140] [DEBUG] [FORECASTER] CRC: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-25T09:43:32.642445] [DEBUG] [FORECASTER] CRC: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T09:43:32.987723] [DEBUG] [FORECASTER] CRC: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T09:43:33.331774] [DEBUG] [FORECASTER] CRC: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T09:43:33.675461] [DEBUG] [FORECASTER] CRC: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T09:43:34.038040] [DEBUG] [FORECASTER] CRC: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-11-25T09:43:34.038231] [INFO ] [CONFIGURE ] CRC: DISCARDED add_pbf_return_2d (score: 20.00%)
[2025-11-25T09:43:34.038290] [INFO ] [CONFIGURE ] JOB ETA: 1.0h | Avg: 2.8s/test | Remaining: 1327 tests
[2025-11-25T09:43:34.038339] [INFO ] [CONFIGURE ] CRC: Testing feature 18/29: add_pbf_volatility_5d
[2025-11-25T09:43:34.038384] [INFO ] [CONFIGURE ] CRC: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_vwap', 'add_exhaustion_signals', 'add_pbf_volatility_5d']
[2025-11-25T09:43:34.359774] [DEBUG] [FORECASTER] CRC: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T09:43:34.665090] [DEBUG] [FORECASTER] CRC: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0
[2025-11-25T09:43:34.960181] [DEBUG] [FORECASTER] CRC: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T09:43:35.261236] [DEBUG] [FORECASTER] CRC: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T09:43:35.553135] [DEBUG] [FORECASTER] CRC: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-25T09:43:35.847797] [DEBUG] [FORECASTER] CRC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T09:43:36.145392] [DEBUG] [FORECASTER] CRC: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T09:43:36.441733] [DEBUG] [FORECASTER] CRC: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T09:43:36.735705] [DEBUG] [FORECASTER] CRC: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T09:43:37.027013] [DEBUG] [FORECASTER] CRC: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-25T09:43:37.027253] [INFO ] [CONFIGURE ] CRC: DISCARDED add_pbf_volatility_5d (score: 50.00%)
[2025-11-25T09:43:37.027313] [INFO ] [CONFIGURE ] JOB ETA: 1.0h | Avg: 2.8s/test | Remaining: 1326 tests
[2025-11-25T09:43:37.027361] [INFO ] [CONFIGURE ] CRC: Testing feature 19/29: add_pbf_vs_sma_5
[2025-11-25T09:43:37.027403] [INFO ] [CONFIGURE ] CRC: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_vwap', 'add_exhaustion_signals', 'add_pbf_vs_sma_5']
[2025-11-25T09:43:37.318196] [DEBUG] [FORECASTER] CRC: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T09:43:37.620486] [DEBUG] [FORECASTER] CRC: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0
[2025-11-25T09:43:37.909435] [DEBUG] [FORECASTER] CRC: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T09:43:38.196839] [DEBUG] [FORECASTER] CRC: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T09:43:38.492737] [DEBUG] [FORECASTER] CRC: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-25T09:43:38.786817] [DEBUG] [FORECASTER] CRC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T09:43:39.102580] [DEBUG] [FORECASTER] CRC: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T09:43:39.410533] [DEBUG] [FORECASTER] CRC: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T09:43:39.727442] [DEBUG] [FORECASTER] CRC: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T09:43:40.041395] [DEBUG] [FORECASTER] CRC: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-25T09:43:40.041667] [INFO ] [CONFIGURE ] CRC: DISCARDED add_pbf_vs_sma_5 (score: 50.00%)
[2025-11-25T09:43:40.041734] [INFO ] [CONFIGURE ] JOB ETA: 1.0h | Avg: 2.8s/test | Remaining: 1325 tests
[2025-11-25T09:43:40.041787] [INFO ] [CONFIGURE ] CRC: Testing feature 20/29: add_price_rejection
[2025-11-25T09:43:40.041833] [INFO ] [CONFIGURE ] CRC: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_vwap', 'add_exhaustion_signals', 'add_price_rejection']
[2025-11-25T09:43:40.362589] [DEBUG] [FORECASTER] CRC: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T09:43:40.692116] [DEBUG] [FORECASTER] CRC: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0
[2025-11-25T09:43:41.018457] [DEBUG] [FORECASTER] CRC: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T09:43:41.343062] [DEBUG] [FORECASTER] CRC: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T09:43:41.669877] [DEBUG] [FORECASTER] CRC: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-25T09:43:42.004617] [DEBUG] [FORECASTER] CRC: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T09:43:42.324274] [DEBUG] [FORECASTER] CRC: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T09:43:42.654152] [DEBUG] [FORECASTER] CRC: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T09:43:42.987462] [DEBUG] [FORECASTER] CRC: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T09:43:43.320273] [DEBUG] [FORECASTER] CRC: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-25T09:43:43.320457] [INFO ] [CONFIGURE ] CRC: DISCARDED add_price_rejection (score: 30.00%)
[2025-11-25T09:43:43.320519] [INFO ] [CONFIGURE ] JOB ETA: 1.0h | Avg: 2.8s/test | Remaining: 1324 tests
[2025-11-25T09:43:43.320571] [INFO ] [CONFIGURE ] CRC: Testing feature 21/29: add_range_position
[2025-11-25T09:43:43.320624] [INFO ] [CONFIGURE ] CRC: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_vwap', 'add_exhaustion_signals', 'add_range_position']
[2025-11-25T09:43:43.650915] [DEBUG] [FORECASTER] CRC: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T09:43:43.994692] [DEBUG] [FORECASTER] CRC: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0
[2025-11-25T09:43:44.350852] [DEBUG] [FORECASTER] CRC: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T09:43:44.691658] [DEBUG] [FORECASTER] CRC: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T09:43:45.029214] [DEBUG] [FORECASTER] CRC: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-25T09:43:45.366317] [DEBUG] [FORECASTER] CRC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T09:43:45.712600] [DEBUG] [FORECASTER] CRC: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T09:43:46.061913] [DEBUG] [FORECASTER] CRC: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T09:43:46.409071] [DEBUG] [FORECASTER] CRC: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T09:43:46.760036] [DEBUG] [FORECASTER] CRC: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-25T09:43:46.760246] [INFO ] [CONFIGURE ] CRC: DISCARDED add_range_position (score: 40.00%)
[2025-11-25T09:43:46.760309] [INFO ] [CONFIGURE ] JOB ETA: 1.0h | Avg: 2.8s/test | Remaining: 1323 tests
[2025-11-25T09:43:46.760360] [INFO ] [CONFIGURE ] CRC: Testing feature 22/29: add_realized_volatility
[2025-11-25T09:43:46.760410] [INFO ] [CONFIGURE ] CRC: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_vwap', 'add_exhaustion_signals', 'add_realized_volatility']
[2025-11-25T09:43:47.175330] [DEBUG] [FORECASTER] CRC: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T09:43:47.581580] [DEBUG] [FORECASTER] CRC: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T09:43:47.993851] [DEBUG] [FORECASTER] CRC: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T09:43:48.399727] [DEBUG] [FORECASTER] CRC: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T09:43:48.831707] [DEBUG] [FORECASTER] CRC: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-25T09:43:49.232201] [DEBUG] [FORECASTER] CRC: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T09:43:49.634254] [DEBUG] [FORECASTER] CRC: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T09:43:50.038396] [DEBUG] [FORECASTER] CRC: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T09:43:50.437435] [DEBUG] [FORECASTER] CRC: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T09:43:50.832460] [DEBUG] [FORECASTER] CRC: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-11-25T09:43:50.832705] [INFO ] [CONFIGURE ] CRC: DISCARDED add_realized_volatility (score: 40.00%)
[2025-11-25T09:43:50.832769] [INFO ] [CONFIGURE ] JOB ETA: 1.0h | Avg: 2.8s/test | Remaining: 1322 tests
[2025-11-25T09:43:50.832818] [INFO ] [CONFIGURE ] CRC: Testing feature 23/29: add_recent_range_context
[2025-11-25T09:43:50.832877] [INFO ] [CONFIGURE ] CRC: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_vwap', 'add_exhaustion_signals', 'add_recent_range_context']
[2025-11-25T09:43:51.155201] [DEBUG] [FORECASTER] CRC: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T09:43:51.464835] [DEBUG] [FORECASTER] CRC: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0
[2025-11-25T09:43:51.777470] [DEBUG] [FORECASTER] CRC: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T09:43:52.110169] [DEBUG] [FORECASTER] CRC: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T09:43:52.435390] [DEBUG] [FORECASTER] CRC: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-25T09:43:52.836160] [DEBUG] [FORECASTER] CRC: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T09:43:53.201614] [DEBUG] [FORECASTER] CRC: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T09:43:53.514007] [DEBUG] [FORECASTER] CRC: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T09:43:53.825251] [DEBUG] [FORECASTER] CRC: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T09:43:54.148363] [DEBUG] [FORECASTER] CRC: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-25T09:43:54.148571] [INFO ] [CONFIGURE ] CRC: DISCARDED add_recent_range_context (score: 40.00%)
[2025-11-25T09:43:54.148634] [INFO ] [CONFIGURE ] JOB ETA: 1.0h | Avg: 2.8s/test | Remaining: 1321 tests
[2025-11-25T09:43:54.148719] [INFO ] [CONFIGURE ] CRC: Testing feature 24/29: add_rsi
[2025-11-25T09:43:54.148776] [INFO ] [CONFIGURE ] CRC: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_vwap', 'add_exhaustion_signals', 'add_ema', 'add_rsi']
[2025-11-25T09:43:54.530285] [DEBUG] [FORECASTER] CRC: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T09:43:54.875336] [DEBUG] [FORECASTER] CRC: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T09:43:55.192994] [DEBUG] [FORECASTER] CRC: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T09:43:55.525686] [DEBUG] [FORECASTER] CRC: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T09:43:55.851182] [DEBUG] [FORECASTER] CRC: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-25T09:43:56.182620] [DEBUG] [FORECASTER] CRC: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T09:43:56.511037] [DEBUG] [FORECASTER] CRC: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T09:43:56.836850] [DEBUG] [FORECASTER] CRC: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T09:43:57.164747] [DEBUG] [FORECASTER] CRC: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T09:43:57.494092] [DEBUG] [FORECASTER] CRC: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-25T09:43:57.494270] [INFO ] [CONFIGURE ] CRC: DISCARDED add_rsi (score: 50.00%)
[2025-11-25T09:43:57.494330] [INFO ] [CONFIGURE ] JOB ETA: 1.0h | Avg: 2.8s/test | Remaining: 1320 tests
[2025-11-25T09:43:57.494380] [INFO ] [CONFIGURE ] CRC: Testing feature 25/29: add_tick_distribution
[2025-11-25T09:43:57.494427] [INFO ] [CONFIGURE ] CRC: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_vwap', 'add_exhaustion_signals', 'add_tick_distribution']
[2025-11-25T09:43:57.796521] [DEBUG] [FORECASTER] CRC: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T09:43:58.088276] [DEBUG] [FORECASTER] CRC: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0
[2025-11-25T09:43:58.380444] [DEBUG] [FORECASTER] CRC: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T09:43:58.680846] [DEBUG] [FORECASTER] CRC: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T09:43:58.990631] [DEBUG] [FORECASTER] CRC: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-25T09:43:59.282368] [DEBUG] [FORECASTER] CRC: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T09:43:59.591427] [DEBUG] [FORECASTER] CRC: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T09:43:59.886827] [DEBUG] [FORECASTER] CRC: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T09:44:00.203221] [DEBUG] [FORECASTER] CRC: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T09:44:01.231411] [DEBUG] [FORECASTER] CRC: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-25T09:44:01.231622] [INFO ] [CONFIGURE ] CRC: DISCARDED add_tick_distribution (score: 40.00%)
[2025-11-25T09:44:01.231716] [INFO ] [CONFIGURE ] JOB ETA: 1.0h | Avg: 2.8s/test | Remaining: 1319 tests
[2025-11-25T09:44:01.231783] [INFO ] [CONFIGURE ] CRC: Testing feature 26/29: add_volume_momentum_confirmation
[2025-11-25T09:44:01.231892] [INFO ] [CONFIGURE ] CRC: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_vwap', 'add_exhaustion_signals', 'add_volume_momentum_confirmation']
[2025-11-25T09:44:01.638012] [DEBUG] [FORECASTER] CRC: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T09:44:01.940947] [DEBUG] [FORECASTER] CRC: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0
[2025-11-25T09:44:02.226950] [DEBUG] [FORECASTER] CRC: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T09:44:02.519660] [DEBUG] [FORECASTER] CRC: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T09:44:02.805800] [DEBUG] [FORECASTER] CRC: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-25T09:44:03.106442] [DEBUG] [FORECASTER] CRC: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T09:44:03.398910] [DEBUG] [FORECASTER] CRC: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T09:44:03.740252] [DEBUG] [FORECASTER] CRC: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T09:44:04.039837] [DEBUG] [FORECASTER] CRC: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T09:44:04.351319] [DEBUG] [FORECASTER] CRC: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-11-25T09:44:04.351515] [INFO ] [CONFIGURE ] CRC: DISCARDED add_volume_momentum_confirmation (score: 30.00%)
[2025-11-25T09:44:04.351578] [INFO ] [CONFIGURE ] JOB ETA: 1.0h | Avg: 2.8s/test | Remaining: 1318 tests
[2025-11-25T09:44:04.351626] [INFO ] [CONFIGURE ] CRC: Testing feature 27/29: add_volume_price_divergence
[2025-11-25T09:44:04.351699] [INFO ] [CONFIGURE ] CRC: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_vwap', 'add_exhaustion_signals', 'add_volume_price_divergence']
[2025-11-25T09:44:04.659990] [DEBUG] [FORECASTER] CRC: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T09:44:04.967430] [DEBUG] [FORECASTER] CRC: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T09:44:05.272089] [DEBUG] [FORECASTER] CRC: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T09:44:05.583860] [DEBUG] [FORECASTER] CRC: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T09:44:05.908220] [DEBUG] [FORECASTER] CRC: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-25T09:44:06.208465] [DEBUG] [FORECASTER] CRC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T09:44:06.553805] [DEBUG] [FORECASTER] CRC: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T09:44:06.879243] [DEBUG] [FORECASTER] CRC: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T09:44:07.196510] [DEBUG] [FORECASTER] CRC: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T09:44:07.509104] [DEBUG] [FORECASTER] CRC: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-25T09:44:07.509284] [INFO ] [CONFIGURE ] CRC: KEPT add_volume_price_divergence (score: 60.00%)
[2025-11-25T09:44:07.509345] [INFO ] [CONFIGURE ] JOB ETA: 1.0h | Avg: 2.8s/test | Remaining: 1317 tests
[2025-11-25T09:44:07.509394] [INFO ] [CONFIGURE ] CRC: Testing feature 28/29: add_volume_profile
[2025-11-25T09:44:07.509441] [INFO ] [CONFIGURE ] CRC: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_vwap', 'add_exhaustion_signals', 'add_volume_price_divergence', 'add_volume_profile']
[2025-11-25T09:44:07.823318] [DEBUG] [FORECASTER] CRC: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T09:44:08.175461] [DEBUG] [FORECASTER] CRC: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T09:44:08.489333] [DEBUG] [FORECASTER] CRC: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T09:44:08.833945] [DEBUG] [FORECASTER] CRC: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T09:44:09.155866] [DEBUG] [FORECASTER] CRC: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-25T09:44:09.473438] [DEBUG] [FORECASTER] CRC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T09:44:09.799093] [DEBUG] [FORECASTER] CRC: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T09:44:10.131369] [DEBUG] [FORECASTER] CRC: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T09:44:10.456372] [DEBUG] [FORECASTER] CRC: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T09:44:10.754231] [DEBUG] [FORECASTER] CRC: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-25T09:44:10.754417] [INFO ] [CONFIGURE ] CRC: DISCARDED add_volume_profile (score: 50.00%)
[2025-11-25T09:44:10.754475] [INFO ] [CONFIGURE ] JOB ETA: 1.0h | Avg: 2.8s/test | Remaining: 1316 tests
[2025-11-25T09:44:10.754544] [INFO ] [CONFIGURE ] CRC: ===== FEATURE SELECTION COMPLETE =====
[2025-11-25T09:44:10.754590] [INFO ] [CONFIGURE ] CRC: Best accuracy: 60.00%
[2025-11-25T09:44:10.754634] [INFO ] [CONFIGURE ] CRC: Best feature set (5 features): ['add_bollinger_bands', 'add_daily_returns', 'add_vwap', 'add_exhaustion_signals', 'add_volume_price_divergence']
[2025-11-25T09:44:10.754698] [INFO ] [CONFIGURE ] CRC: Improvement over baseline: 40.00%
[2025-11-25T09:44:10.754738] [INFO ] [CONFIGURE ] CRC: Total time: 1.5 minutes
[2025-11-25T09:44:10.754777] [INFO ] [CONFIGURE ] CRC: Average time per feature: 3.2 seconds
[2025-11-25T09:44:10.754816] [INFO ] [CONFIGURE ] CRC: Average speed: 0.33 features/sec
[2025-11-25T09:44:10.755153] [INFO ] [LOCAL     ] Saved configuration for CRC: 5 features, 60.00% accuracy -> ./output/feature-sets/CRC.json
[2025-11-25T09:44:10.755212] [INFO ] [CONFIGURE ] CRC: Configuration saved successfully: 5 features, 60.00% accuracy.
[2025-11-25T09:44:10.755273] [INFO ] [sig       ] [120/164] Successfully configured CRC | 0.01 sym/s | Total: 2.7h | ETA: 59.8m
[2025-11-25T09:44:10.755321] [INFO ] [sig       ] [121/164] Configuring CRI...
[2025-11-25T09:44:10.755363] [INFO ] [CONFIGURE ] CRI: Configurate test run.
[2025-11-25T09:44:10.755402] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CRI' from 'https://tdm.silogroup.org/data/derivative_storage/CRI.csv'.
[2025-11-25T09:44:10.767197] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'CRI'.
[2025-11-25T09:44:10.767554] [INFO ] [CONFIGURE ] CRI: Testing with 29 available features
[2025-11-25T09:44:10.767616] [INFO ] [CONFIGURE ] CRI: Establishing baseline with no features...
[2025-11-25T09:44:10.933611] [DEBUG] [FORECASTER] CRI: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T09:44:11.101557] [DEBUG] [FORECASTER] CRI: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T09:44:11.265256] [DEBUG] [FORECASTER] CRI: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T09:44:11.431377] [DEBUG] [FORECASTER] CRI: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T09:44:11.607842] [DEBUG] [FORECASTER] CRI: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T09:44:11.785866] [DEBUG] [FORECASTER] CRI: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T09:44:11.968874] [DEBUG] [FORECASTER] CRI: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T09:44:12.157690] [DEBUG] [FORECASTER] CRI: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T09:44:12.337431] [DEBUG] [FORECASTER] CRI: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T09:44:12.528136] [DEBUG] [FORECASTER] CRI: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T09:44:12.528310] [INFO ] [CONFIGURE ] CRI: Baseline score (no features): 40.00%
[2025-11-25T09:44:12.528361] [INFO ] [CONFIGURE ] CRI: Testing feature 1/29: add_bollinger_bands
[2025-11-25T09:44:12.528400] [INFO ] [CONFIGURE ] CRI: Testing with features: ['add_bollinger_bands']
[2025-11-25T09:44:12.743422] [DEBUG] [FORECASTER] CRI: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T09:44:12.955585] [DEBUG] [FORECASTER] CRI: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T09:44:13.167585] [DEBUG] [FORECASTER] CRI: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T09:44:13.377799] [DEBUG] [FORECASTER] CRI: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T09:44:13.592335] [DEBUG] [FORECASTER] CRI: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T09:44:13.808275] [DEBUG] [FORECASTER] CRI: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T09:44:14.023224] [DEBUG] [FORECASTER] CRI: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T09:44:14.245995] [DEBUG] [FORECASTER] CRI: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T09:44:14.458358] [DEBUG] [FORECASTER] CRI: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T09:44:14.674547] [DEBUG] [FORECASTER] CRI: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T09:44:14.674743] [INFO ] [CONFIGURE ] CRI: DISCARDED add_bollinger_bands (score: 30.00%)
[2025-11-25T09:44:14.674820] [INFO ] [CONFIGURE ] JOB ETA: 1.0h | Avg: 2.8s/test | Remaining: 1315 tests
[2025-11-25T09:44:14.674880] [INFO ] [CONFIGURE ] CRI: Testing feature 2/29: add_cumulative_delta
[2025-11-25T09:44:14.674930] [INFO ] [CONFIGURE ] CRI: Testing with features: ['add_cumulative_delta']
[2025-11-25T09:44:14.898898] [DEBUG] [FORECASTER] CRI: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T09:44:15.115385] [DEBUG] [FORECASTER] CRI: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T09:44:15.341257] [DEBUG] [FORECASTER] CRI: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T09:44:15.572552] [DEBUG] [FORECASTER] CRI: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T09:44:15.819434] [DEBUG] [FORECASTER] CRI: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T09:44:16.036412] [DEBUG] [FORECASTER] CRI: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T09:44:16.259370] [DEBUG] [FORECASTER] CRI: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T09:44:16.482284] [DEBUG] [FORECASTER] CRI: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T09:44:16.714266] [DEBUG] [FORECASTER] CRI: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T09:44:16.961085] [DEBUG] [FORECASTER] CRI: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T09:44:16.961280] [INFO ] [CONFIGURE ] CRI: KEPT add_cumulative_delta (score: 70.00%)
[2025-11-25T09:44:16.961332] [INFO ] [CONFIGURE ] JOB ETA: 1.0h | Avg: 2.8s/test | Remaining: 1314 tests
[2025-11-25T09:44:16.961372] [INFO ] [CONFIGURE ] CRI: Testing feature 3/29: add_daily_returns
[2025-11-25T09:44:16.961408] [INFO ] [CONFIGURE ] CRI: Testing with features: ['add_cumulative_delta', 'add_daily_returns']
[2025-11-25T09:44:17.189732] [DEBUG] [FORECASTER] CRI: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T09:44:17.417754] [DEBUG] [FORECASTER] CRI: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T09:44:17.645620] [DEBUG] [FORECASTER] CRI: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T09:44:17.872962] [DEBUG] [FORECASTER] CRI: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T09:44:18.103369] [DEBUG] [FORECASTER] CRI: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T09:44:18.333148] [DEBUG] [FORECASTER] CRI: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T09:44:18.581457] [DEBUG] [FORECASTER] CRI: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T09:44:18.837096] [DEBUG] [FORECASTER] CRI: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T09:44:19.076986] [DEBUG] [FORECASTER] CRI: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T09:44:19.325227] [DEBUG] [FORECASTER] CRI: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T09:44:19.325419] [INFO ] [CONFIGURE ] CRI: DISCARDED add_daily_returns (score: 50.00%)
[2025-11-25T09:44:19.325469] [INFO ] [CONFIGURE ] JOB ETA: 1.0h | Avg: 2.8s/test | Remaining: 1313 tests
[2025-11-25T09:44:19.325508] [INFO ] [CONFIGURE ] CRI: Testing feature 4/29: add_ema
[2025-11-25T09:44:19.325546] [INFO ] [CONFIGURE ] CRI: Testing with features: ['add_cumulative_delta', 'add_ema']
[2025-11-25T09:44:19.596951] [DEBUG] [FORECASTER] CRI: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T09:44:19.861841] [DEBUG] [FORECASTER] CRI: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T09:44:20.124178] [DEBUG] [FORECASTER] CRI: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T09:44:20.392049] [DEBUG] [FORECASTER] CRI: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T09:44:20.664417] [DEBUG] [FORECASTER] CRI: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T09:44:20.933254] [DEBUG] [FORECASTER] CRI: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T09:44:21.193049] [DEBUG] [FORECASTER] CRI: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T09:44:21.454245] [DEBUG] [FORECASTER] CRI: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T09:44:21.715800] [DEBUG] [FORECASTER] CRI: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T09:44:21.972071] [DEBUG] [FORECASTER] CRI: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T09:44:21.972256] [INFO ] [CONFIGURE ] CRI: KEPT add_ema (score: 80.00%)
[2025-11-25T09:44:21.972314] [INFO ] [CONFIGURE ] JOB ETA: 1.0h | Avg: 2.8s/test | Remaining: 1312 tests
[2025-11-25T09:44:21.972362] [INFO ] [CONFIGURE ] CRI: Testing feature 5/29: add_exhaustion_signals
[2025-11-25T09:44:21.972407] [INFO ] [CONFIGURE ] CRI: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_vwap', 'add_exhaustion_signals']
[2025-11-25T09:44:22.274673] [DEBUG] [FORECASTER] CRI: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T09:44:22.567061] [DEBUG] [FORECASTER] CRI: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T09:44:22.861542] [DEBUG] [FORECASTER] CRI: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T09:44:23.189729] [DEBUG] [FORECASTER] CRI: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T09:44:23.490995] [DEBUG] [FORECASTER] CRI: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T09:44:23.785477] [DEBUG] [FORECASTER] CRI: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T09:44:24.085803] [DEBUG] [FORECASTER] CRI: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T09:44:24.405800] [DEBUG] [FORECASTER] CRI: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T09:44:24.708287] [DEBUG] [FORECASTER] CRI: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T09:44:25.011377] [DEBUG] [FORECASTER] CRI: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T09:44:25.011611] [INFO ] [CONFIGURE ] CRI: DISCARDED add_exhaustion_signals (score: 50.00%)
[2025-11-25T09:44:25.011689] [INFO ] [CONFIGURE ] JOB ETA: 1.0h | Avg: 2.8s/test | Remaining: 1311 tests
[2025-11-25T09:44:25.011739] [INFO ] [CONFIGURE ] CRI: Testing feature 6/29: add_failed_moves
[2025-11-25T09:44:25.011784] [INFO ] [CONFIGURE ] CRI: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_failed_moves']
[2025-11-25T09:44:25.271126] [DEBUG] [FORECASTER] CRI: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T09:44:25.537665] [DEBUG] [FORECASTER] CRI: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T09:44:25.799095] [DEBUG] [FORECASTER] CRI: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T09:44:26.057987] [DEBUG] [FORECASTER] CRI: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T09:44:26.330185] [DEBUG] [FORECASTER] CRI: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T09:44:26.593132] [DEBUG] [FORECASTER] CRI: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T09:44:26.858588] [DEBUG] [FORECASTER] CRI: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T09:44:27.147280] [DEBUG] [FORECASTER] CRI: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T09:44:27.456201] [DEBUG] [FORECASTER] CRI: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T09:44:27.744339] [DEBUG] [FORECASTER] CRI: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T09:44:27.744517] [INFO ] [CONFIGURE ] CRI: DISCARDED add_failed_moves (score: 80.00%)
[2025-11-25T09:44:27.744573] [INFO ] [CONFIGURE ] JOB ETA: 1.0h | Avg: 2.8s/test | Remaining: 1310 tests
[2025-11-25T09:44:27.744621] [INFO ] [CONFIGURE ] CRI: Testing feature 7/29: add_lag_shelf
[2025-11-25T09:44:27.744809] [INFO ] [CONFIGURE ] CRI: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_lag_shelf']
[2025-11-25T09:44:28.019449] [DEBUG] [FORECASTER] CRI: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T09:44:28.318955] [DEBUG] [FORECASTER] CRI: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T09:44:28.600310] [DEBUG] [FORECASTER] CRI: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T09:44:28.885294] [DEBUG] [FORECASTER] CRI: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T09:44:29.165582] [DEBUG] [FORECASTER] CRI: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T09:44:29.445441] [DEBUG] [FORECASTER] CRI: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T09:44:29.724101] [DEBUG] [FORECASTER] CRI: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T09:44:30.002768] [DEBUG] [FORECASTER] CRI: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T09:44:30.302349] [DEBUG] [FORECASTER] CRI: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T09:44:30.597539] [DEBUG] [FORECASTER] CRI: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T09:44:30.597730] [INFO ] [CONFIGURE ] CRI: DISCARDED add_lag_shelf (score: 80.00%)
[2025-11-25T09:44:30.597788] [INFO ] [CONFIGURE ] JOB ETA: 1.0h | Avg: 2.8s/test | Remaining: 1309 tests
[2025-11-25T09:44:30.597837] [INFO ] [CONFIGURE ] CRI: Testing feature 8/29: add_macd
[2025-11-25T09:44:30.597881] [INFO ] [CONFIGURE ] CRI: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_vwap', 'add_macd']
[2025-11-25T09:44:30.958677] [DEBUG] [FORECASTER] CRI: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T09:44:31.319045] [DEBUG] [FORECASTER] CRI: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T09:44:31.677837] [DEBUG] [FORECASTER] CRI: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T09:44:32.035263] [DEBUG] [FORECASTER] CRI: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T09:44:32.397664] [DEBUG] [FORECASTER] CRI: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T09:44:32.752852] [DEBUG] [FORECASTER] CRI: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T09:44:33.115783] [DEBUG] [FORECASTER] CRI: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T09:44:33.467394] [DEBUG] [FORECASTER] CRI: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T09:44:33.839497] [DEBUG] [FORECASTER] CRI: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T09:44:34.199630] [DEBUG] [FORECASTER] CRI: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T09:44:34.199836] [INFO ] [CONFIGURE ] CRI: DISCARDED add_macd (score: 40.00%)
[2025-11-25T09:44:34.199897] [INFO ] [CONFIGURE ] JOB ETA: 1.0h | Avg: 2.8s/test | Remaining: 1308 tests
[2025-11-25T09:44:34.199946] [INFO ] [CONFIGURE ] CRI: Testing feature 9/29: add_mfi
[2025-11-25T09:44:34.200006] [INFO ] [CONFIGURE ] CRI: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_mfi']
[2025-11-25T09:44:34.501198] [DEBUG] [FORECASTER] CRI: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T09:44:34.799544] [DEBUG] [FORECASTER] CRI: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T09:44:35.082490] [DEBUG] [FORECASTER] CRI: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T09:44:35.373085] [DEBUG] [FORECASTER] CRI: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T09:44:35.663251] [DEBUG] [FORECASTER] CRI: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T09:44:35.948084] [DEBUG] [FORECASTER] CRI: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T09:44:36.235234] [DEBUG] [FORECASTER] CRI: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T09:44:36.523966] [DEBUG] [FORECASTER] CRI: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T09:44:36.811908] [DEBUG] [FORECASTER] CRI: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T09:44:37.102703] [DEBUG] [FORECASTER] CRI: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T09:44:37.102910] [INFO ] [CONFIGURE ] CRI: DISCARDED add_mfi (score: 70.00%)
[2025-11-25T09:44:37.102972] [INFO ] [CONFIGURE ] JOB ETA: 1.0h | Avg: 2.8s/test | Remaining: 1307 tests
[2025-11-25T09:44:37.103024] [INFO ] [CONFIGURE ] CRI: Testing feature 10/29: add_momentum_acceleration
[2025-11-25T09:44:37.103070] [INFO ] [CONFIGURE ] CRI: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-11-25T09:44:37.458833] [DEBUG] [FORECASTER] CRI: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T09:44:37.810582] [DEBUG] [FORECASTER] CRI: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T09:44:38.164047] [DEBUG] [FORECASTER] CRI: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T09:44:38.523983] [DEBUG] [FORECASTER] CRI: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T09:44:38.881277] [DEBUG] [FORECASTER] CRI: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T09:44:39.241891] [DEBUG] [FORECASTER] CRI: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T09:44:39.626100] [DEBUG] [FORECASTER] CRI: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T09:44:39.993607] [DEBUG] [FORECASTER] CRI: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T09:44:40.365951] [DEBUG] [FORECASTER] CRI: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T09:44:40.741011] [DEBUG] [FORECASTER] CRI: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T09:44:40.741210] [INFO ] [CONFIGURE ] CRI: DISCARDED add_momentum_acceleration (score: 30.00%)
[2025-11-25T09:44:40.741269] [INFO ] [CONFIGURE ] JOB ETA: 1.0h | Avg: 2.8s/test | Remaining: 1306 tests
[2025-11-25T09:44:40.741318] [INFO ] [CONFIGURE ] CRI: Testing feature 11/29: add_obv_daily
[2025-11-25T09:44:40.741359] [INFO ] [CONFIGURE ] CRI: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_obv_daily']
[2025-11-25T09:44:41.034190] [DEBUG] [FORECASTER] CRI: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T09:44:41.325160] [DEBUG] [FORECASTER] CRI: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T09:44:41.616273] [DEBUG] [FORECASTER] CRI: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T09:44:41.913153] [DEBUG] [FORECASTER] CRI: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T09:44:42.200728] [DEBUG] [FORECASTER] CRI: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T09:44:42.488430] [DEBUG] [FORECASTER] CRI: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T09:44:42.779931] [DEBUG] [FORECASTER] CRI: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T09:44:43.070016] [DEBUG] [FORECASTER] CRI: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T09:44:43.381049] [DEBUG] [FORECASTER] CRI: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T09:44:43.709479] [DEBUG] [FORECASTER] CRI: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T09:44:43.709730] [INFO ] [CONFIGURE ] CRI: DISCARDED add_obv_daily (score: 60.00%)
[2025-11-25T09:44:43.709794] [INFO ] [CONFIGURE ] JOB ETA: 1.0h | Avg: 2.8s/test | Remaining: 1305 tests
[2025-11-25T09:44:43.709836] [INFO ] [CONFIGURE ] CRI: Testing feature 12/29: add_obv_interval
[2025-11-25T09:44:43.709882] [INFO ] [CONFIGURE ] CRI: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_obv_interval']
[2025-11-25T09:44:43.981537] [DEBUG] [FORECASTER] CRI: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T09:44:44.260168] [DEBUG] [FORECASTER] CRI: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T09:44:44.543729] [DEBUG] [FORECASTER] CRI: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T09:44:44.818772] [DEBUG] [FORECASTER] CRI: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T09:44:45.095629] [DEBUG] [FORECASTER] CRI: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T09:44:45.366677] [DEBUG] [FORECASTER] CRI: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T09:44:45.641971] [DEBUG] [FORECASTER] CRI: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T09:44:45.913469] [DEBUG] [FORECASTER] CRI: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T09:44:46.190569] [DEBUG] [FORECASTER] CRI: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T09:44:46.473553] [DEBUG] [FORECASTER] CRI: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T09:44:46.473787] [INFO ] [CONFIGURE ] CRI: DISCARDED add_obv_interval (score: 60.00%)
[2025-11-25T09:44:46.473848] [INFO ] [CONFIGURE ] JOB ETA: 1.0h | Avg: 2.8s/test | Remaining: 1304 tests
[2025-11-25T09:44:46.473899] [INFO ] [CONFIGURE ] CRI: Testing feature 13/29: add_opening_strength
[2025-11-25T09:44:46.473936] [INFO ] [CONFIGURE ] CRI: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_daily_returns', 'add_opening_strength']
[2025-11-25T09:44:46.792518] [DEBUG] [FORECASTER] CRI: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T09:44:47.099380] [DEBUG] [FORECASTER] CRI: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T09:44:47.405617] [DEBUG] [FORECASTER] CRI: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T09:44:47.708630] [DEBUG] [FORECASTER] CRI: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T09:44:48.020958] [DEBUG] [FORECASTER] CRI: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T09:44:48.330302] [DEBUG] [FORECASTER] CRI: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T09:44:48.624952] [DEBUG] [FORECASTER] CRI: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T09:44:48.926826] [DEBUG] [FORECASTER] CRI: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T09:44:49.226611] [DEBUG] [FORECASTER] CRI: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T09:44:49.552290] [DEBUG] [FORECASTER] CRI: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T09:44:49.552471] [INFO ] [CONFIGURE ] CRI: DISCARDED add_opening_strength (score: 50.00%)
[2025-11-25T09:44:49.552526] [INFO ] [CONFIGURE ] JOB ETA: 1.0h | Avg: 2.8s/test | Remaining: 1303 tests
[2025-11-25T09:44:49.552574] [INFO ] [CONFIGURE ] CRI: Testing feature 14/29: add_order_flow_imbalance
[2025-11-25T09:44:49.552614] [INFO ] [CONFIGURE ] CRI: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_order_flow_imbalance']
[2025-11-25T09:44:49.864664] [DEBUG] [FORECASTER] CRI: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T09:44:50.179011] [DEBUG] [FORECASTER] CRI: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T09:44:50.481800] [DEBUG] [FORECASTER] CRI: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T09:44:50.801023] [DEBUG] [FORECASTER] CRI: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T09:44:51.128236] [DEBUG] [FORECASTER] CRI: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T09:44:51.449357] [DEBUG] [FORECASTER] CRI: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T09:44:51.762876] [DEBUG] [FORECASTER] CRI: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T09:44:52.071994] [DEBUG] [FORECASTER] CRI: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T09:44:52.398715] [DEBUG] [FORECASTER] CRI: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T09:44:52.718524] [DEBUG] [FORECASTER] CRI: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T09:44:52.718729] [INFO ] [CONFIGURE ] CRI: DISCARDED add_order_flow_imbalance (score: 50.00%)
[2025-11-25T09:44:52.718800] [INFO ] [CONFIGURE ] JOB ETA: 1.0h | Avg: 2.8s/test | Remaining: 1302 tests
[2025-11-25T09:44:52.718885] [INFO ] [CONFIGURE ] CRI: Testing feature 15/29: add_pbf_morning_momentum
[2025-11-25T09:44:52.718949] [INFO ] [CONFIGURE ] CRI: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_pbf_morning_momentum']
[2025-11-25T09:44:53.004895] [DEBUG] [FORECASTER] CRI: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T09:44:53.274529] [DEBUG] [FORECASTER] CRI: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T09:44:53.541094] [DEBUG] [FORECASTER] CRI: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T09:44:53.816051] [DEBUG] [FORECASTER] CRI: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T09:44:54.092115] [DEBUG] [FORECASTER] CRI: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T09:44:54.377618] [DEBUG] [FORECASTER] CRI: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T09:44:54.650850] [DEBUG] [FORECASTER] CRI: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T09:44:54.923365] [DEBUG] [FORECASTER] CRI: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T09:44:55.195622] [DEBUG] [FORECASTER] CRI: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T09:44:55.473849] [DEBUG] [FORECASTER] CRI: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T09:44:55.474053] [INFO ] [CONFIGURE ] CRI: DISCARDED add_pbf_morning_momentum (score: 70.00%)
[2025-11-25T09:44:55.474114] [INFO ] [CONFIGURE ] JOB ETA: 1.0h | Avg: 2.8s/test | Remaining: 1301 tests
[2025-11-25T09:44:55.474164] [INFO ] [CONFIGURE ] CRI: Testing feature 16/29: add_pbf_overnight_gap
[2025-11-25T09:44:55.474204] [INFO ] [CONFIGURE ] CRI: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_pbf_overnight_gap']
[2025-11-25T09:44:55.760161] [DEBUG] [FORECASTER] CRI: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T09:44:56.052968] [DEBUG] [FORECASTER] CRI: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T09:44:56.343076] [DEBUG] [FORECASTER] CRI: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T09:44:56.633174] [DEBUG] [FORECASTER] CRI: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T09:44:56.924356] [DEBUG] [FORECASTER] CRI: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T09:44:57.223363] [DEBUG] [FORECASTER] CRI: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T09:44:57.522534] [DEBUG] [FORECASTER] CRI: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T09:44:57.825348] [DEBUG] [FORECASTER] CRI: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T09:44:58.155828] [DEBUG] [FORECASTER] CRI: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T09:44:58.448027] [DEBUG] [FORECASTER] CRI: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T09:44:58.448269] [INFO ] [CONFIGURE ] CRI: DISCARDED add_pbf_overnight_gap (score: 50.00%)
[2025-11-25T09:44:58.448345] [INFO ] [CONFIGURE ] JOB ETA: 1.0h | Avg: 2.8s/test | Remaining: 1300 tests
[2025-11-25T09:44:58.448408] [INFO ] [CONFIGURE ] CRI: Testing feature 17/29: add_pbf_return_2d
[2025-11-25T09:44:58.448458] [INFO ] [CONFIGURE ] CRI: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_pbf_return_2d']
[2025-11-25T09:44:58.751150] [DEBUG] [FORECASTER] CRI: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T09:44:59.049873] [DEBUG] [FORECASTER] CRI: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T09:44:59.350975] [DEBUG] [FORECASTER] CRI: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T09:44:59.640795] [DEBUG] [FORECASTER] CRI: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T09:44:59.936705] [DEBUG] [FORECASTER] CRI: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T09:45:00.240208] [DEBUG] [FORECASTER] CRI: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T09:45:01.259012] [DEBUG] [FORECASTER] CRI: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T09:45:01.747782] [DEBUG] [FORECASTER] CRI: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T09:45:02.154067] [DEBUG] [FORECASTER] CRI: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T09:45:02.545782] [DEBUG] [FORECASTER] CRI: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T09:45:02.546037] [INFO ] [CONFIGURE ] CRI: DISCARDED add_pbf_return_2d (score: 60.00%)
[2025-11-25T09:45:02.546119] [INFO ] [CONFIGURE ] JOB ETA: 1.0h | Avg: 2.8s/test | Remaining: 1299 tests
[2025-11-25T09:45:02.546178] [INFO ] [CONFIGURE ] CRI: Testing feature 18/29: add_pbf_volatility_5d
[2025-11-25T09:45:02.546241] [INFO ] [CONFIGURE ] CRI: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_pbf_volatility_5d']
[2025-11-25T09:45:02.842515] [DEBUG] [FORECASTER] CRI: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T09:45:03.095395] [DEBUG] [FORECASTER] CRI: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T09:45:03.365043] [DEBUG] [FORECASTER] CRI: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T09:45:03.621367] [DEBUG] [FORECASTER] CRI: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T09:45:03.908836] [DEBUG] [FORECASTER] CRI: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T09:45:04.214732] [DEBUG] [FORECASTER] CRI: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T09:45:04.492866] [DEBUG] [FORECASTER] CRI: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T09:45:04.752404] [DEBUG] [FORECASTER] CRI: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T09:45:05.016434] [DEBUG] [FORECASTER] CRI: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T09:45:05.285229] [DEBUG] [FORECASTER] CRI: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T09:45:05.285442] [INFO ] [CONFIGURE ] CRI: DISCARDED add_pbf_volatility_5d (score: 60.00%)
[2025-11-25T09:45:05.285500] [INFO ] [CONFIGURE ] JOB ETA: 1.0h | Avg: 2.8s/test | Remaining: 1298 tests
[2025-11-25T09:45:05.285549] [INFO ] [CONFIGURE ] CRI: Testing feature 19/29: add_pbf_vs_sma_5
[2025-11-25T09:45:05.285593] [INFO ] [CONFIGURE ] CRI: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_pbf_vs_sma_5']
[2025-11-25T09:45:05.543035] [DEBUG] [FORECASTER] CRI: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T09:45:05.810152] [DEBUG] [FORECASTER] CRI: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T09:45:06.098118] [DEBUG] [FORECASTER] CRI: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T09:45:06.380300] [DEBUG] [FORECASTER] CRI: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T09:45:06.672699] [DEBUG] [FORECASTER] CRI: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T09:45:06.925619] [DEBUG] [FORECASTER] CRI: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T09:45:07.210296] [DEBUG] [FORECASTER] CRI: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T09:45:07.493443] [DEBUG] [FORECASTER] CRI: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T09:45:07.767833] [DEBUG] [FORECASTER] CRI: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T09:45:08.034374] [DEBUG] [FORECASTER] CRI: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T09:45:08.034578] [INFO ] [CONFIGURE ] CRI: DISCARDED add_pbf_vs_sma_5 (score: 60.00%)
[2025-11-25T09:45:08.034638] [INFO ] [CONFIGURE ] JOB ETA: 1.0h | Avg: 2.8s/test | Remaining: 1297 tests
[2025-11-25T09:45:08.034710] [INFO ] [CONFIGURE ] CRI: Testing feature 20/29: add_price_rejection
[2025-11-25T09:45:08.034757] [INFO ] [CONFIGURE ] CRI: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_price_rejection']
[2025-11-25T09:45:08.323291] [DEBUG] [FORECASTER] CRI: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T09:45:08.601251] [DEBUG] [FORECASTER] CRI: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T09:45:08.883325] [DEBUG] [FORECASTER] CRI: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T09:45:09.164142] [DEBUG] [FORECASTER] CRI: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T09:45:09.468370] [DEBUG] [FORECASTER] CRI: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T09:45:09.774624] [DEBUG] [FORECASTER] CRI: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T09:45:10.063016] [DEBUG] [FORECASTER] CRI: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T09:45:10.350043] [DEBUG] [FORECASTER] CRI: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T09:45:10.646073] [DEBUG] [FORECASTER] CRI: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T09:45:10.936774] [DEBUG] [FORECASTER] CRI: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T09:45:10.936990] [INFO ] [CONFIGURE ] CRI: DISCARDED add_price_rejection (score: 60.00%)
[2025-11-25T09:45:10.937051] [INFO ] [CONFIGURE ] JOB ETA: 1.0h | Avg: 2.8s/test | Remaining: 1296 tests
[2025-11-25T09:45:10.937102] [INFO ] [CONFIGURE ] CRI: Testing feature 21/29: add_range_position
[2025-11-25T09:45:10.937164] [INFO ] [CONFIGURE ] CRI: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_range_position']
[2025-11-25T09:45:11.261440] [DEBUG] [FORECASTER] CRI: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T09:45:11.590103] [DEBUG] [FORECASTER] CRI: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T09:45:11.918622] [DEBUG] [FORECASTER] CRI: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T09:45:12.254198] [DEBUG] [FORECASTER] CRI: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T09:45:12.590224] [DEBUG] [FORECASTER] CRI: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T09:45:12.926241] [DEBUG] [FORECASTER] CRI: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T09:45:13.260952] [DEBUG] [FORECASTER] CRI: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T09:45:13.577623] [DEBUG] [FORECASTER] CRI: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T09:45:13.897284] [DEBUG] [FORECASTER] CRI: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T09:45:14.230779] [DEBUG] [FORECASTER] CRI: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T09:45:14.230975] [INFO ] [CONFIGURE ] CRI: DISCARDED add_range_position (score: 70.00%)
[2025-11-25T09:45:14.231077] [INFO ] [CONFIGURE ] JOB ETA: 60.0m | Avg: 2.8s/test | Remaining: 1295 tests
[2025-11-25T09:45:14.231128] [INFO ] [CONFIGURE ] CRI: Testing feature 22/29: add_realized_volatility
[2025-11-25T09:45:14.231175] [INFO ] [CONFIGURE ] CRI: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_realized_volatility']
[2025-11-25T09:45:14.623843] [DEBUG] [FORECASTER] CRI: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T09:45:15.026094] [DEBUG] [FORECASTER] CRI: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T09:45:15.427522] [DEBUG] [FORECASTER] CRI: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T09:45:15.833407] [DEBUG] [FORECASTER] CRI: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T09:45:16.219480] [DEBUG] [FORECASTER] CRI: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T09:45:16.608447] [DEBUG] [FORECASTER] CRI: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T09:45:17.005737] [DEBUG] [FORECASTER] CRI: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T09:45:17.402705] [DEBUG] [FORECASTER] CRI: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T09:45:17.795123] [DEBUG] [FORECASTER] CRI: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T09:45:18.187904] [DEBUG] [FORECASTER] CRI: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T09:45:18.188089] [INFO ] [CONFIGURE ] CRI: DISCARDED add_realized_volatility (score: 70.00%)
[2025-11-25T09:45:18.188147] [INFO ] [CONFIGURE ] JOB ETA: 60.0m | Avg: 2.8s/test | Remaining: 1294 tests
[2025-11-25T09:45:18.188196] [INFO ] [CONFIGURE ] CRI: Testing feature 23/29: add_recent_range_context
[2025-11-25T09:45:18.188239] [INFO ] [CONFIGURE ] CRI: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_recent_range_context']
[2025-11-25T09:45:18.480872] [DEBUG] [FORECASTER] CRI: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T09:45:18.772708] [DEBUG] [FORECASTER] CRI: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T09:45:19.068706] [DEBUG] [FORECASTER] CRI: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T09:45:19.382007] [DEBUG] [FORECASTER] CRI: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T09:45:19.670177] [DEBUG] [FORECASTER] CRI: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T09:45:19.969272] [DEBUG] [FORECASTER] CRI: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T09:45:20.279320] [DEBUG] [FORECASTER] CRI: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T09:45:20.590954] [DEBUG] [FORECASTER] CRI: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T09:45:20.916607] [DEBUG] [FORECASTER] CRI: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T09:45:21.218064] [DEBUG] [FORECASTER] CRI: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T09:45:21.218276] [INFO ] [CONFIGURE ] CRI: DISCARDED add_recent_range_context (score: 70.00%)
[2025-11-25T09:45:21.218336] [INFO ] [CONFIGURE ] JOB ETA: 59.9m | Avg: 2.8s/test | Remaining: 1293 tests
[2025-11-25T09:45:21.218386] [INFO ] [CONFIGURE ] CRI: Testing feature 24/29: add_rsi
[2025-11-25T09:45:21.218431] [INFO ] [CONFIGURE ] CRI: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_rsi']
[2025-11-25T09:45:21.499830] [DEBUG] [FORECASTER] CRI: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T09:45:21.772431] [DEBUG] [FORECASTER] CRI: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T09:45:22.047086] [DEBUG] [FORECASTER] CRI: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T09:45:22.328718] [DEBUG] [FORECASTER] CRI: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T09:45:22.629480] [DEBUG] [FORECASTER] CRI: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T09:45:22.956202] [DEBUG] [FORECASTER] CRI: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T09:45:23.288963] [DEBUG] [FORECASTER] CRI: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T09:45:23.586331] [DEBUG] [FORECASTER] CRI: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T09:45:23.869256] [DEBUG] [FORECASTER] CRI: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T09:45:24.142176] [DEBUG] [FORECASTER] CRI: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T09:45:24.142391] [INFO ] [CONFIGURE ] CRI: DISCARDED add_rsi (score: 60.00%)
[2025-11-25T09:45:24.142450] [INFO ] [CONFIGURE ] JOB ETA: 59.9m | Avg: 2.8s/test | Remaining: 1292 tests
[2025-11-25T09:45:24.142498] [INFO ] [CONFIGURE ] CRI: Testing feature 25/29: add_tick_distribution
[2025-11-25T09:45:24.142541] [INFO ] [CONFIGURE ] CRI: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_tick_distribution']
[2025-11-25T09:45:24.435462] [DEBUG] [FORECASTER] CRI: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T09:45:24.723427] [DEBUG] [FORECASTER] CRI: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T09:45:25.006785] [DEBUG] [FORECASTER] CRI: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T09:45:25.290486] [DEBUG] [FORECASTER] CRI: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T09:45:25.570052] [DEBUG] [FORECASTER] CRI: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T09:45:25.843201] [DEBUG] [FORECASTER] CRI: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T09:45:26.137418] [DEBUG] [FORECASTER] CRI: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T09:45:26.420639] [DEBUG] [FORECASTER] CRI: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T09:45:26.725843] [DEBUG] [FORECASTER] CRI: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T09:45:27.004836] [DEBUG] [FORECASTER] CRI: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T09:45:27.005011] [INFO ] [CONFIGURE ] CRI: DISCARDED add_tick_distribution (score: 80.00%)
[2025-11-25T09:45:27.005067] [INFO ] [CONFIGURE ] JOB ETA: 59.8m | Avg: 2.8s/test | Remaining: 1291 tests
[2025-11-25T09:45:27.005114] [INFO ] [CONFIGURE ] CRI: Testing feature 26/29: add_volume_momentum_confirmation
[2025-11-25T09:45:27.005157] [INFO ] [CONFIGURE ] CRI: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_volume_momentum_confirmation']
[2025-11-25T09:45:27.289084] [DEBUG] [FORECASTER] CRI: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T09:45:27.576373] [DEBUG] [FORECASTER] CRI: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T09:45:27.863001] [DEBUG] [FORECASTER] CRI: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T09:45:28.155537] [DEBUG] [FORECASTER] CRI: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T09:45:28.448043] [DEBUG] [FORECASTER] CRI: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T09:45:28.736327] [DEBUG] [FORECASTER] CRI: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T09:45:29.038831] [DEBUG] [FORECASTER] CRI: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T09:45:29.340220] [DEBUG] [FORECASTER] CRI: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T09:45:29.629272] [DEBUG] [FORECASTER] CRI: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T09:45:29.917115] [DEBUG] [FORECASTER] CRI: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T09:45:29.917316] [INFO ] [CONFIGURE ] CRI: DISCARDED add_volume_momentum_confirmation (score: 60.00%)
[2025-11-25T09:45:29.917374] [INFO ] [CONFIGURE ] JOB ETA: 59.8m | Avg: 2.8s/test | Remaining: 1290 tests
[2025-11-25T09:45:29.917421] [INFO ] [CONFIGURE ] CRI: Testing feature 27/29: add_volume_price_divergence
[2025-11-25T09:45:29.917515] [INFO ] [CONFIGURE ] CRI: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_volume_price_divergence']
[2025-11-25T09:45:30.219173] [DEBUG] [FORECASTER] CRI: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T09:45:30.514798] [DEBUG] [FORECASTER] CRI: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T09:45:30.813165] [DEBUG] [FORECASTER] CRI: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T09:45:31.119973] [DEBUG] [FORECASTER] CRI: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T09:45:31.412281] [DEBUG] [FORECASTER] CRI: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T09:45:31.720594] [DEBUG] [FORECASTER] CRI: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T09:45:32.025577] [DEBUG] [FORECASTER] CRI: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T09:45:32.315510] [DEBUG] [FORECASTER] CRI: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T09:45:32.631711] [DEBUG] [FORECASTER] CRI: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T09:45:32.949457] [DEBUG] [FORECASTER] CRI: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T09:45:32.949697] [INFO ] [CONFIGURE ] CRI: DISCARDED add_volume_price_divergence (score: 60.00%)
[2025-11-25T09:45:32.949770] [INFO ] [CONFIGURE ] JOB ETA: 59.7m | Avg: 2.8s/test | Remaining: 1289 tests
[2025-11-25T09:45:32.949831] [INFO ] [CONFIGURE ] CRI: Testing feature 28/29: add_volume_profile
[2025-11-25T09:45:32.949890] [INFO ] [CONFIGURE ] CRI: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_volume_profile']
[2025-11-25T09:45:33.244318] [DEBUG] [FORECASTER] CRI: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T09:45:33.539885] [DEBUG] [FORECASTER] CRI: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T09:45:33.829619] [DEBUG] [FORECASTER] CRI: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T09:45:34.125927] [DEBUG] [FORECASTER] CRI: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T09:45:34.431711] [DEBUG] [FORECASTER] CRI: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T09:45:34.739347] [DEBUG] [FORECASTER] CRI: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T09:45:35.061866] [DEBUG] [FORECASTER] CRI: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T09:45:35.351091] [DEBUG] [FORECASTER] CRI: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T09:45:35.669546] [DEBUG] [FORECASTER] CRI: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T09:45:35.982884] [DEBUG] [FORECASTER] CRI: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T09:45:35.983076] [INFO ] [CONFIGURE ] CRI: DISCARDED add_volume_profile (score: 70.00%)
[2025-11-25T09:45:35.983134] [INFO ] [CONFIGURE ] JOB ETA: 59.7m | Avg: 2.8s/test | Remaining: 1288 tests
[2025-11-25T09:45:35.983182] [INFO ] [CONFIGURE ] CRI: Testing feature 29/29: add_vwap
[2025-11-25T09:45:35.983229] [INFO ] [CONFIGURE ] CRI: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_vwap']
[2025-11-25T09:45:36.301290] [DEBUG] [FORECASTER] CRI: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T09:45:36.629715] [DEBUG] [FORECASTER] CRI: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T09:45:36.945411] [DEBUG] [FORECASTER] CRI: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T09:45:37.247355] [DEBUG] [FORECASTER] CRI: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T09:45:37.554956] [DEBUG] [FORECASTER] CRI: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T09:45:37.860131] [DEBUG] [FORECASTER] CRI: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T09:45:38.175114] [DEBUG] [FORECASTER] CRI: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T09:45:38.497338] [DEBUG] [FORECASTER] CRI: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T09:45:38.824993] [DEBUG] [FORECASTER] CRI: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T09:45:39.143024] [DEBUG] [FORECASTER] CRI: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T09:45:39.143237] [INFO ] [CONFIGURE ] CRI: DISCARDED add_vwap (score: 40.00%)
[2025-11-25T09:45:39.143296] [INFO ] [CONFIGURE ] JOB ETA: 59.6m | Avg: 2.8s/test | Remaining: 1287 tests
[2025-11-25T09:45:39.143343] [INFO ] [CONFIGURE ] CRI: ===== FEATURE SELECTION COMPLETE =====
[2025-11-25T09:45:39.143386] [INFO ] [CONFIGURE ] CRI: Best accuracy: 80.00%
[2025-11-25T09:45:39.143428] [INFO ] [CONFIGURE ] CRI: Best feature set (2 features): ['add_cumulative_delta', 'add_ema']
[2025-11-25T09:45:39.143468] [INFO ] [CONFIGURE ] CRI: Improvement over baseline: 40.00%
[2025-11-25T09:45:39.143505] [INFO ] [CONFIGURE ] CRI: Total time: 1.4 minutes
[2025-11-25T09:45:39.143543] [INFO ] [CONFIGURE ] CRI: Average time per feature: 3.0 seconds
[2025-11-25T09:45:39.143581] [INFO ] [CONFIGURE ] CRI: Average speed: 0.33 features/sec
[2025-11-25T09:45:39.144022] [INFO ] [LOCAL     ] Saved configuration for CRI: 2 features, 80.00% accuracy -> ./output/feature-sets/CRI.json
[2025-11-25T09:45:39.144084] [INFO ] [CONFIGURE ] CRI: Configuration saved successfully: 2 features, 80.00% accuracy.
[2025-11-25T09:45:39.144140] [INFO ] [sig       ] [121/164] Successfully configured CRI | 0.01 sym/s | Total: 2.7h | ETA: 58.5m
[2025-11-25T09:45:39.144184] [INFO ] [sig       ] [122/164] Configuring CRL...
[2025-11-25T09:45:39.144224] [INFO ] [CONFIGURE ] CRL: Configurate test run.
[2025-11-25T09:45:39.144265] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CRL' from 'https://tdm.silogroup.org/data/derivative_storage/CRL.csv'.
[2025-11-25T09:45:39.157452] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'CRL'.
[2025-11-25T09:45:39.157934] [INFO ] [CONFIGURE ] CRL: Testing with 29 available features
[2025-11-25T09:45:39.158012] [INFO ] [CONFIGURE ] CRL: Establishing baseline with no features...
[2025-11-25T09:45:39.361886] [DEBUG] [FORECASTER] CRL: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T09:45:39.557843] [DEBUG] [FORECASTER] CRL: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T09:45:39.755272] [DEBUG] [FORECASTER] CRL: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T09:45:39.952083] [DEBUG] [FORECASTER] CRL: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T09:45:40.155874] [DEBUG] [FORECASTER] CRL: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T09:45:40.345848] [DEBUG] [FORECASTER] CRL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T09:45:40.540124] [DEBUG] [FORECASTER] CRL: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T09:45:40.741703] [DEBUG] [FORECASTER] CRL: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T09:45:40.938820] [DEBUG] [FORECASTER] CRL: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T09:45:41.134128] [DEBUG] [FORECASTER] CRL: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T09:45:41.134296] [INFO ] [CONFIGURE ] CRL: Baseline score (no features): 80.00%
[2025-11-25T09:45:41.134346] [INFO ] [CONFIGURE ] CRL: Testing feature 1/29: add_bollinger_bands
[2025-11-25T09:45:41.134386] [INFO ] [CONFIGURE ] CRL: Testing with features: ['add_bollinger_bands']
[2025-11-25T09:45:41.365247] [DEBUG] [FORECASTER] CRL: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T09:45:41.604154] [DEBUG] [FORECASTER] CRL: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T09:45:41.825705] [DEBUG] [FORECASTER] CRL: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T09:45:42.059846] [DEBUG] [FORECASTER] CRL: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T09:45:42.293880] [DEBUG] [FORECASTER] CRL: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T09:45:42.526386] [DEBUG] [FORECASTER] CRL: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T09:45:42.757769] [DEBUG] [FORECASTER] CRL: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T09:45:42.994419] [DEBUG] [FORECASTER] CRL: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T09:45:43.238301] [DEBUG] [FORECASTER] CRL: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T09:45:43.488630] [DEBUG] [FORECASTER] CRL: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T09:45:43.488845] [INFO ] [CONFIGURE ] CRL: DISCARDED add_bollinger_bands (score: 50.00%)
[2025-11-25T09:45:43.488918] [INFO ] [CONFIGURE ] JOB ETA: 59.6m | Avg: 2.8s/test | Remaining: 1286 tests
[2025-11-25T09:45:43.488978] [INFO ] [CONFIGURE ] CRL: Testing feature 2/29: add_cumulative_delta
[2025-11-25T09:45:43.489037] [INFO ] [CONFIGURE ] CRL: Testing with features: ['add_cumulative_delta']
[2025-11-25T09:45:43.743784] [DEBUG] [FORECASTER] CRL: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T09:45:43.996745] [DEBUG] [FORECASTER] CRL: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T09:45:44.242062] [DEBUG] [FORECASTER] CRL: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T09:45:44.505560] [DEBUG] [FORECASTER] CRL: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T09:45:44.762792] [DEBUG] [FORECASTER] CRL: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T09:45:45.010973] [DEBUG] [FORECASTER] CRL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T09:45:45.249910] [DEBUG] [FORECASTER] CRL: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T09:45:45.488677] [DEBUG] [FORECASTER] CRL: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T09:45:45.732080] [DEBUG] [FORECASTER] CRL: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-25T09:45:45.964081] [DEBUG] [FORECASTER] CRL: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T09:45:45.964246] [INFO ] [CONFIGURE ] CRL: DISCARDED add_cumulative_delta (score: 70.00%)
[2025-11-25T09:45:45.964316] [INFO ] [CONFIGURE ] JOB ETA: 59.5m | Avg: 2.8s/test | Remaining: 1285 tests
[2025-11-25T09:45:45.964354] [INFO ] [CONFIGURE ] CRL: Testing feature 3/29: add_daily_returns
[2025-11-25T09:45:45.964389] [INFO ] [CONFIGURE ] CRL: Testing with features: ['add_daily_returns']
[2025-11-25T09:45:46.145409] [DEBUG] [FORECASTER] CRL: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T09:45:46.331915] [DEBUG] [FORECASTER] CRL: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T09:45:46.520138] [DEBUG] [FORECASTER] CRL: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T09:45:46.709043] [DEBUG] [FORECASTER] CRL: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T09:45:46.895355] [DEBUG] [FORECASTER] CRL: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T09:45:47.078703] [DEBUG] [FORECASTER] CRL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T09:45:47.269720] [DEBUG] [FORECASTER] CRL: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T09:45:47.460864] [DEBUG] [FORECASTER] CRL: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T09:45:47.656517] [DEBUG] [FORECASTER] CRL: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T09:45:47.842749] [DEBUG] [FORECASTER] CRL: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T09:45:47.842911] [INFO ] [CONFIGURE ] CRL: DISCARDED add_daily_returns (score: 70.00%)
[2025-11-25T09:45:47.842961] [INFO ] [CONFIGURE ] JOB ETA: 59.5m | Avg: 2.8s/test | Remaining: 1284 tests
[2025-11-25T09:45:47.843000] [INFO ] [CONFIGURE ] CRL: Testing feature 4/29: add_ema
[2025-11-25T09:45:47.843115] [INFO ] [CONFIGURE ] CRL: Testing with features: ['add_ema']
[2025-11-25T09:45:48.065359] [DEBUG] [FORECASTER] CRL: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T09:45:48.302366] [DEBUG] [FORECASTER] CRL: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T09:45:48.550185] [DEBUG] [FORECASTER] CRL: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T09:45:48.798703] [DEBUG] [FORECASTER] CRL: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T09:45:49.046210] [DEBUG] [FORECASTER] CRL: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T09:45:49.312416] [DEBUG] [FORECASTER] CRL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T09:45:49.609173] [DEBUG] [FORECASTER] CRL: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T09:45:49.893497] [DEBUG] [FORECASTER] CRL: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T09:45:50.171484] [DEBUG] [FORECASTER] CRL: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-25T09:45:50.420279] [DEBUG] [FORECASTER] CRL: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T09:45:50.420498] [INFO ] [CONFIGURE ] CRL: DISCARDED add_ema (score: 60.00%)
[2025-11-25T09:45:50.420549] [INFO ] [CONFIGURE ] JOB ETA: 59.4m | Avg: 2.8s/test | Remaining: 1283 tests
[2025-11-25T09:45:50.420591] [INFO ] [CONFIGURE ] CRL: Testing feature 5/29: add_exhaustion_signals
[2025-11-25T09:45:50.420628] [INFO ] [CONFIGURE ] CRL: Testing with features: ['add_vwap', 'add_exhaustion_signals']
[2025-11-25T09:45:50.675343] [DEBUG] [FORECASTER] CRL: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T09:45:50.916235] [DEBUG] [FORECASTER] CRL: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T09:45:51.160270] [DEBUG] [FORECASTER] CRL: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T09:45:51.412489] [DEBUG] [FORECASTER] CRL: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T09:45:51.658116] [DEBUG] [FORECASTER] CRL: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-25T09:45:51.911052] [DEBUG] [FORECASTER] CRL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T09:45:52.166743] [DEBUG] [FORECASTER] CRL: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T09:45:52.412697] [DEBUG] [FORECASTER] CRL: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T09:45:52.660919] [DEBUG] [FORECASTER] CRL: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-25T09:45:52.913532] [DEBUG] [FORECASTER] CRL: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T09:45:52.913747] [INFO ] [CONFIGURE ] CRL: DISCARDED add_exhaustion_signals (score: 60.00%)
[2025-11-25T09:45:52.913806] [INFO ] [CONFIGURE ] JOB ETA: 59.4m | Avg: 2.8s/test | Remaining: 1282 tests
[2025-11-25T09:45:52.913851] [INFO ] [CONFIGURE ] CRL: Testing feature 6/29: add_failed_moves
[2025-11-25T09:45:52.913895] [INFO ] [CONFIGURE ] CRL: Testing with features: ['add_failed_moves']
[2025-11-25T09:45:53.126866] [DEBUG] [FORECASTER] CRL: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T09:45:53.324558] [DEBUG] [FORECASTER] CRL: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T09:45:53.514518] [DEBUG] [FORECASTER] CRL: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T09:45:53.706832] [DEBUG] [FORECASTER] CRL: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T09:45:53.909196] [DEBUG] [FORECASTER] CRL: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-25T09:45:54.108954] [DEBUG] [FORECASTER] CRL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T09:45:54.313915] [DEBUG] [FORECASTER] CRL: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T09:45:54.519052] [DEBUG] [FORECASTER] CRL: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T09:45:54.724973] [DEBUG] [FORECASTER] CRL: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T09:45:54.925136] [DEBUG] [FORECASTER] CRL: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T09:45:54.925312] [INFO ] [CONFIGURE ] CRL: DISCARDED add_failed_moves (score: 70.00%)
[2025-11-25T09:45:54.925363] [INFO ] [CONFIGURE ] JOB ETA: 59.3m | Avg: 2.8s/test | Remaining: 1281 tests
[2025-11-25T09:45:54.925404] [INFO ] [CONFIGURE ] CRL: Testing feature 7/29: add_lag_shelf
[2025-11-25T09:45:54.925443] [INFO ] [CONFIGURE ] CRL: Testing with features: ['add_lag_shelf']
[2025-11-25T09:45:55.111784] [DEBUG] [FORECASTER] CRL: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T09:45:55.298022] [DEBUG] [FORECASTER] CRL: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T09:45:55.490660] [DEBUG] [FORECASTER] CRL: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T09:45:55.681806] [DEBUG] [FORECASTER] CRL: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T09:45:55.873802] [DEBUG] [FORECASTER] CRL: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T09:45:56.064481] [DEBUG] [FORECASTER] CRL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T09:45:56.265062] [DEBUG] [FORECASTER] CRL: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T09:45:56.460101] [DEBUG] [FORECASTER] CRL: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T09:45:56.649426] [DEBUG] [FORECASTER] CRL: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T09:45:56.833950] [DEBUG] [FORECASTER] CRL: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T09:45:56.834137] [INFO ] [CONFIGURE ] CRL: DISCARDED add_lag_shelf (score: 80.00%)
[2025-11-25T09:45:56.834190] [INFO ] [CONFIGURE ] JOB ETA: 59.3m | Avg: 2.8s/test | Remaining: 1280 tests
[2025-11-25T09:45:56.834232] [INFO ] [CONFIGURE ] CRL: Testing feature 8/29: add_macd
[2025-11-25T09:45:56.834271] [INFO ] [CONFIGURE ] CRL: Testing with features: ['add_vwap', 'add_macd']
[2025-11-25T09:45:57.117613] [DEBUG] [FORECASTER] CRL: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T09:45:57.393514] [DEBUG] [FORECASTER] CRL: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T09:45:57.680488] [DEBUG] [FORECASTER] CRL: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T09:45:57.955668] [DEBUG] [FORECASTER] CRL: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T09:45:58.230702] [DEBUG] [FORECASTER] CRL: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-25T09:45:58.510876] [DEBUG] [FORECASTER] CRL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T09:45:58.791860] [DEBUG] [FORECASTER] CRL: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T09:45:59.080736] [DEBUG] [FORECASTER] CRL: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T09:45:59.387996] [DEBUG] [FORECASTER] CRL: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T09:45:59.682401] [DEBUG] [FORECASTER] CRL: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T09:45:59.682602] [INFO ] [CONFIGURE ] CRL: DISCARDED add_macd (score: 50.00%)
[2025-11-25T09:45:59.682686] [INFO ] [CONFIGURE ] JOB ETA: 59.2m | Avg: 2.8s/test | Remaining: 1279 tests
[2025-11-25T09:45:59.682737] [INFO ] [CONFIGURE ] CRL: Testing feature 9/29: add_mfi
[2025-11-25T09:45:59.682785] [INFO ] [CONFIGURE ] CRL: Testing with features: ['add_mfi']
[2025-11-25T09:45:59.890267] [DEBUG] [FORECASTER] CRL: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T09:46:00.088216] [DEBUG] [FORECASTER] CRL: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T09:46:00.287058] [DEBUG] [FORECASTER] CRL: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T09:46:00.494242] [DEBUG] [FORECASTER] CRL: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T09:46:01.419889] [DEBUG] [FORECASTER] CRL: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T09:46:01.758018] [DEBUG] [FORECASTER] CRL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T09:46:01.984224] [DEBUG] [FORECASTER] CRL: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T09:46:02.202430] [DEBUG] [FORECASTER] CRL: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T09:46:02.396419] [DEBUG] [FORECASTER] CRL: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T09:46:02.593104] [DEBUG] [FORECASTER] CRL: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T09:46:02.593321] [INFO ] [CONFIGURE ] CRL: DISCARDED add_mfi (score: 60.00%)
[2025-11-25T09:46:02.593381] [INFO ] [CONFIGURE ] JOB ETA: 59.2m | Avg: 2.8s/test | Remaining: 1278 tests
[2025-11-25T09:46:02.593423] [INFO ] [CONFIGURE ] CRL: Testing feature 10/29: add_momentum_acceleration
[2025-11-25T09:46:02.593460] [INFO ] [CONFIGURE ] CRL: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-11-25T09:46:02.876450] [DEBUG] [FORECASTER] CRL: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T09:46:03.157766] [DEBUG] [FORECASTER] CRL: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T09:46:03.444246] [DEBUG] [FORECASTER] CRL: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T09:46:03.732384] [DEBUG] [FORECASTER] CRL: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T09:46:04.021227] [DEBUG] [FORECASTER] CRL: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T09:46:04.317269] [DEBUG] [FORECASTER] CRL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T09:46:04.624821] [DEBUG] [FORECASTER] CRL: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T09:46:04.915286] [DEBUG] [FORECASTER] CRL: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T09:46:05.208225] [DEBUG] [FORECASTER] CRL: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T09:46:05.505996] [DEBUG] [FORECASTER] CRL: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T09:46:05.506168] [INFO ] [CONFIGURE ] CRL: DISCARDED add_momentum_acceleration (score: 60.00%)
[2025-11-25T09:46:05.506226] [INFO ] [CONFIGURE ] JOB ETA: 59.2m | Avg: 2.8s/test | Remaining: 1277 tests
[2025-11-25T09:46:05.506273] [INFO ] [CONFIGURE ] CRL: Testing feature 11/29: add_obv_daily
[2025-11-25T09:46:05.506317] [INFO ] [CONFIGURE ] CRL: Testing with features: ['add_obv_daily']
[2025-11-25T09:46:05.720023] [DEBUG] [FORECASTER] CRL: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T09:46:05.926614] [DEBUG] [FORECASTER] CRL: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T09:46:06.132792] [DEBUG] [FORECASTER] CRL: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T09:46:06.339149] [DEBUG] [FORECASTER] CRL: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T09:46:06.540279] [DEBUG] [FORECASTER] CRL: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T09:46:06.735881] [DEBUG] [FORECASTER] CRL: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T09:46:06.934215] [DEBUG] [FORECASTER] CRL: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T09:46:07.132423] [DEBUG] [FORECASTER] CRL: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T09:46:07.331288] [DEBUG] [FORECASTER] CRL: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-25T09:46:07.533303] [DEBUG] [FORECASTER] CRL: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T09:46:07.533472] [INFO ] [CONFIGURE ] CRL: DISCARDED add_obv_daily (score: 60.00%)
[2025-11-25T09:46:07.533520] [INFO ] [CONFIGURE ] JOB ETA: 59.1m | Avg: 2.8s/test | Remaining: 1276 tests
[2025-11-25T09:46:07.533581] [INFO ] [CONFIGURE ] CRL: Testing feature 12/29: add_obv_interval
[2025-11-25T09:46:07.533618] [INFO ] [CONFIGURE ] CRL: Testing with features: ['add_obv_interval']
[2025-11-25T09:46:07.720349] [DEBUG] [FORECASTER] CRL: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T09:46:07.907889] [DEBUG] [FORECASTER] CRL: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T09:46:08.096627] [DEBUG] [FORECASTER] CRL: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T09:46:08.288139] [DEBUG] [FORECASTER] CRL: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T09:46:08.475177] [DEBUG] [FORECASTER] CRL: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T09:46:08.664236] [DEBUG] [FORECASTER] CRL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T09:46:08.853713] [DEBUG] [FORECASTER] CRL: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T09:46:09.046209] [DEBUG] [FORECASTER] CRL: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T09:46:09.247613] [DEBUG] [FORECASTER] CRL: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T09:46:09.447840] [DEBUG] [FORECASTER] CRL: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T09:46:09.448034] [INFO ] [CONFIGURE ] CRL: DISCARDED add_obv_interval (score: 70.00%)
[2025-11-25T09:46:09.448084] [INFO ] [CONFIGURE ] JOB ETA: 59.1m | Avg: 2.8s/test | Remaining: 1275 tests
[2025-11-25T09:46:09.448123] [INFO ] [CONFIGURE ] CRL: Testing feature 13/29: add_opening_strength
[2025-11-25T09:46:09.448160] [INFO ] [CONFIGURE ] CRL: Testing with features: ['add_daily_returns', 'add_opening_strength']
[2025-11-25T09:46:09.658958] [DEBUG] [FORECASTER] CRL: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T09:46:09.874527] [DEBUG] [FORECASTER] CRL: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T09:46:10.082235] [DEBUG] [FORECASTER] CRL: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T09:46:10.292631] [DEBUG] [FORECASTER] CRL: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T09:46:10.526495] [DEBUG] [FORECASTER] CRL: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T09:46:10.761720] [DEBUG] [FORECASTER] CRL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T09:46:10.980771] [DEBUG] [FORECASTER] CRL: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T09:46:11.194160] [DEBUG] [FORECASTER] CRL: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T09:46:11.404196] [DEBUG] [FORECASTER] CRL: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T09:46:11.615563] [DEBUG] [FORECASTER] CRL: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T09:46:11.615744] [INFO ] [CONFIGURE ] CRL: DISCARDED add_opening_strength (score: 60.00%)
[2025-11-25T09:46:11.615816] [INFO ] [CONFIGURE ] JOB ETA: 59.0m | Avg: 2.8s/test | Remaining: 1274 tests
[2025-11-25T09:46:11.615868] [INFO ] [CONFIGURE ] CRL: Testing feature 14/29: add_order_flow_imbalance
[2025-11-25T09:46:11.615916] [INFO ] [CONFIGURE ] CRL: Testing with features: ['add_order_flow_imbalance']
[2025-11-25T09:46:11.828991] [DEBUG] [FORECASTER] CRL: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T09:46:12.033015] [DEBUG] [FORECASTER] CRL: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T09:46:12.245341] [DEBUG] [FORECASTER] CRL: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T09:46:12.456829] [DEBUG] [FORECASTER] CRL: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T09:46:12.664639] [DEBUG] [FORECASTER] CRL: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T09:46:12.877751] [DEBUG] [FORECASTER] CRL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T09:46:13.083997] [DEBUG] [FORECASTER] CRL: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T09:46:13.285039] [DEBUG] [FORECASTER] CRL: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T09:46:13.511187] [DEBUG] [FORECASTER] CRL: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-25T09:46:13.736507] [DEBUG] [FORECASTER] CRL: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T09:46:13.736711] [INFO ] [CONFIGURE ] CRL: DISCARDED add_order_flow_imbalance (score: 50.00%)
[2025-11-25T09:46:13.736787] [INFO ] [CONFIGURE ] JOB ETA: 59.0m | Avg: 2.8s/test | Remaining: 1273 tests
[2025-11-25T09:46:13.736840] [INFO ] [CONFIGURE ] CRL: Testing feature 15/29: add_pbf_morning_momentum
[2025-11-25T09:46:13.736892] [INFO ] [CONFIGURE ] CRL: Testing with features: ['add_pbf_morning_momentum']
[2025-11-25T09:46:13.929504] [DEBUG] [FORECASTER] CRL: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T09:46:14.121111] [DEBUG] [FORECASTER] CRL: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T09:46:14.331294] [DEBUG] [FORECASTER] CRL: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T09:46:14.525364] [DEBUG] [FORECASTER] CRL: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T09:46:14.719374] [DEBUG] [FORECASTER] CRL: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T09:46:14.922733] [DEBUG] [FORECASTER] CRL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T09:46:15.112208] [DEBUG] [FORECASTER] CRL: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T09:46:15.301745] [DEBUG] [FORECASTER] CRL: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T09:46:15.501036] [DEBUG] [FORECASTER] CRL: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T09:46:15.704615] [DEBUG] [FORECASTER] CRL: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T09:46:15.704841] [INFO ] [CONFIGURE ] CRL: DISCARDED add_pbf_morning_momentum (score: 70.00%)
[2025-11-25T09:46:15.704902] [INFO ] [CONFIGURE ] JOB ETA: 58.9m | Avg: 2.8s/test | Remaining: 1272 tests
[2025-11-25T09:46:15.704943] [INFO ] [CONFIGURE ] CRL: Testing feature 16/29: add_pbf_overnight_gap
[2025-11-25T09:46:15.704989] [INFO ] [CONFIGURE ] CRL: Testing with features: ['add_pbf_overnight_gap']
[2025-11-25T09:46:15.926753] [DEBUG] [FORECASTER] CRL: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T09:46:16.130798] [DEBUG] [FORECASTER] CRL: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T09:46:16.332047] [DEBUG] [FORECASTER] CRL: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T09:46:16.541753] [DEBUG] [FORECASTER] CRL: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T09:46:16.754472] [DEBUG] [FORECASTER] CRL: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T09:46:16.972450] [DEBUG] [FORECASTER] CRL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T09:46:17.189811] [DEBUG] [FORECASTER] CRL: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T09:46:17.416031] [DEBUG] [FORECASTER] CRL: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T09:46:17.640211] [DEBUG] [FORECASTER] CRL: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T09:46:17.872499] [DEBUG] [FORECASTER] CRL: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T09:46:17.872896] [INFO ] [CONFIGURE ] CRL: DISCARDED add_pbf_overnight_gap (score: 50.00%)
[2025-11-25T09:46:17.873017] [INFO ] [CONFIGURE ] JOB ETA: 58.9m | Avg: 2.8s/test | Remaining: 1271 tests
[2025-11-25T09:46:17.873124] [INFO ] [CONFIGURE ] CRL: Testing feature 17/29: add_pbf_return_2d
[2025-11-25T09:46:17.873228] [INFO ] [CONFIGURE ] CRL: Testing with features: ['add_pbf_return_2d']
[2025-11-25T09:46:18.102731] [DEBUG] [FORECASTER] CRL: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T09:46:18.328142] [DEBUG] [FORECASTER] CRL: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T09:46:18.559000] [DEBUG] [FORECASTER] CRL: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T09:46:18.793791] [DEBUG] [FORECASTER] CRL: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T09:46:19.007407] [DEBUG] [FORECASTER] CRL: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T09:46:19.235751] [DEBUG] [FORECASTER] CRL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T09:46:19.473517] [DEBUG] [FORECASTER] CRL: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T09:46:19.704541] [DEBUG] [FORECASTER] CRL: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T09:46:19.912090] [DEBUG] [FORECASTER] CRL: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-25T09:46:20.119073] [DEBUG] [FORECASTER] CRL: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T09:46:20.119309] [INFO ] [CONFIGURE ] CRL: DISCARDED add_pbf_return_2d (score: 60.00%)
[2025-11-25T09:46:20.119382] [INFO ] [CONFIGURE ] JOB ETA: 58.8m | Avg: 2.8s/test | Remaining: 1270 tests
[2025-11-25T09:46:20.119436] [INFO ] [CONFIGURE ] CRL: Testing feature 18/29: add_pbf_volatility_5d
[2025-11-25T09:46:20.119485] [INFO ] [CONFIGURE ] CRL: Testing with features: ['add_pbf_volatility_5d']
[2025-11-25T09:46:20.312071] [DEBUG] [FORECASTER] CRL: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T09:46:20.495883] [DEBUG] [FORECASTER] CRL: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T09:46:20.669951] [DEBUG] [FORECASTER] CRL: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T09:46:20.842469] [DEBUG] [FORECASTER] CRL: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T09:46:21.018061] [DEBUG] [FORECASTER] CRL: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T09:46:21.196230] [DEBUG] [FORECASTER] CRL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T09:46:21.373301] [DEBUG] [FORECASTER] CRL: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T09:46:21.549487] [DEBUG] [FORECASTER] CRL: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T09:46:21.760581] [DEBUG] [FORECASTER] CRL: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T09:46:21.968457] [DEBUG] [FORECASTER] CRL: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T09:46:21.968632] [INFO ] [CONFIGURE ] CRL: DISCARDED add_pbf_volatility_5d (score: 80.00%)
[2025-11-25T09:46:21.968730] [INFO ] [CONFIGURE ] JOB ETA: 58.7m | Avg: 2.8s/test | Remaining: 1269 tests
[2025-11-25T09:46:21.968789] [INFO ] [CONFIGURE ] CRL: Testing feature 19/29: add_pbf_vs_sma_5
[2025-11-25T09:46:21.968840] [INFO ] [CONFIGURE ] CRL: Testing with features: ['add_pbf_vs_sma_5']
[2025-11-25T09:46:22.168540] [DEBUG] [FORECASTER] CRL: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T09:46:22.369863] [DEBUG] [FORECASTER] CRL: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T09:46:22.579006] [DEBUG] [FORECASTER] CRL: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T09:46:22.770212] [DEBUG] [FORECASTER] CRL: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T09:46:22.964498] [DEBUG] [FORECASTER] CRL: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T09:46:23.157442] [DEBUG] [FORECASTER] CRL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T09:46:23.334716] [DEBUG] [FORECASTER] CRL: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T09:46:23.508393] [DEBUG] [FORECASTER] CRL: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T09:46:23.691366] [DEBUG] [FORECASTER] CRL: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T09:46:23.877890] [DEBUG] [FORECASTER] CRL: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T09:46:23.878051] [INFO ] [CONFIGURE ] CRL: DISCARDED add_pbf_vs_sma_5 (score: 70.00%)
[2025-11-25T09:46:23.878207] [INFO ] [CONFIGURE ] JOB ETA: 58.7m | Avg: 2.8s/test | Remaining: 1268 tests
[2025-11-25T09:46:23.878250] [INFO ] [CONFIGURE ] CRL: Testing feature 20/29: add_price_rejection
[2025-11-25T09:46:23.878287] [INFO ] [CONFIGURE ] CRL: Testing with features: ['add_price_rejection']
[2025-11-25T09:46:24.072025] [DEBUG] [FORECASTER] CRL: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T09:46:24.267430] [DEBUG] [FORECASTER] CRL: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T09:46:24.480561] [DEBUG] [FORECASTER] CRL: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T09:46:24.707332] [DEBUG] [FORECASTER] CRL: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T09:46:24.926027] [DEBUG] [FORECASTER] CRL: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T09:46:25.153489] [DEBUG] [FORECASTER] CRL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T09:46:25.373243] [DEBUG] [FORECASTER] CRL: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T09:46:25.596838] [DEBUG] [FORECASTER] CRL: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T09:46:25.804534] [DEBUG] [FORECASTER] CRL: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T09:46:26.032270] [DEBUG] [FORECASTER] CRL: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T09:46:26.032618] [INFO ] [CONFIGURE ] CRL: DISCARDED add_price_rejection (score: 80.00%)
[2025-11-25T09:46:26.032756] [INFO ] [CONFIGURE ] JOB ETA: 58.6m | Avg: 2.8s/test | Remaining: 1267 tests
[2025-11-25T09:46:26.032865] [INFO ] [CONFIGURE ] CRL: Testing feature 21/29: add_range_position
[2025-11-25T09:46:26.032919] [INFO ] [CONFIGURE ] CRL: Testing with features: ['add_range_position']
[2025-11-25T09:46:26.265739] [DEBUG] [FORECASTER] CRL: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T09:46:26.507772] [DEBUG] [FORECASTER] CRL: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T09:46:26.743398] [DEBUG] [FORECASTER] CRL: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T09:46:26.979975] [DEBUG] [FORECASTER] CRL: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T09:46:27.227729] [DEBUG] [FORECASTER] CRL: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T09:46:27.466604] [DEBUG] [FORECASTER] CRL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T09:46:27.705433] [DEBUG] [FORECASTER] CRL: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T09:46:27.951859] [DEBUG] [FORECASTER] CRL: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T09:46:28.201526] [DEBUG] [FORECASTER] CRL: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T09:46:28.442546] [DEBUG] [FORECASTER] CRL: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T09:46:28.442761] [INFO ] [CONFIGURE ] CRL: DISCARDED add_range_position (score: 60.00%)
[2025-11-25T09:46:28.442840] [INFO ] [CONFIGURE ] JOB ETA: 58.6m | Avg: 2.8s/test | Remaining: 1266 tests
[2025-11-25T09:46:28.442911] [INFO ] [CONFIGURE ] CRL: Testing feature 22/29: add_realized_volatility
[2025-11-25T09:46:28.442983] [INFO ] [CONFIGURE ] CRL: Testing with features: ['add_realized_volatility']
[2025-11-25T09:46:28.764716] [DEBUG] [FORECASTER] CRL: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T09:46:29.087621] [DEBUG] [FORECASTER] CRL: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T09:46:29.422676] [DEBUG] [FORECASTER] CRL: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T09:46:29.743162] [DEBUG] [FORECASTER] CRL: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T09:46:30.076435] [DEBUG] [FORECASTER] CRL: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-25T09:46:30.394096] [DEBUG] [FORECASTER] CRL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T09:46:30.711081] [DEBUG] [FORECASTER] CRL: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T09:46:31.045034] [DEBUG] [FORECASTER] CRL: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T09:46:31.371229] [DEBUG] [FORECASTER] CRL: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T09:46:31.692161] [DEBUG] [FORECASTER] CRL: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T09:46:31.692369] [INFO ] [CONFIGURE ] CRL: DISCARDED add_realized_volatility (score: 60.00%)
[2025-11-25T09:46:31.692427] [INFO ] [CONFIGURE ] JOB ETA: 58.6m | Avg: 2.8s/test | Remaining: 1265 tests
[2025-11-25T09:46:31.692479] [INFO ] [CONFIGURE ] CRL: Testing feature 23/29: add_recent_range_context
[2025-11-25T09:46:31.692524] [INFO ] [CONFIGURE ] CRL: Testing with features: ['add_recent_range_context']
[2025-11-25T09:46:31.901806] [DEBUG] [FORECASTER] CRL: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T09:46:32.108750] [DEBUG] [FORECASTER] CRL: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T09:46:32.325376] [DEBUG] [FORECASTER] CRL: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T09:46:32.535954] [DEBUG] [FORECASTER] CRL: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T09:46:32.754417] [DEBUG] [FORECASTER] CRL: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T09:46:32.989862] [DEBUG] [FORECASTER] CRL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T09:46:33.209783] [DEBUG] [FORECASTER] CRL: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T09:46:33.422125] [DEBUG] [FORECASTER] CRL: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T09:46:33.637930] [DEBUG] [FORECASTER] CRL: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-25T09:46:33.860472] [DEBUG] [FORECASTER] CRL: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T09:46:33.860669] [INFO ] [CONFIGURE ] CRL: DISCARDED add_recent_range_context (score: 60.00%)
[2025-11-25T09:46:33.860747] [INFO ] [CONFIGURE ] JOB ETA: 58.5m | Avg: 2.8s/test | Remaining: 1264 tests
[2025-11-25T09:46:33.860803] [INFO ] [CONFIGURE ] CRL: Testing feature 24/29: add_rsi
[2025-11-25T09:46:33.860853] [INFO ] [CONFIGURE ] CRL: Testing with features: ['add_ema', 'add_rsi']
[2025-11-25T09:46:34.133378] [DEBUG] [FORECASTER] CRL: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T09:46:34.400164] [DEBUG] [FORECASTER] CRL: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T09:46:34.693433] [DEBUG] [FORECASTER] CRL: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T09:46:34.967747] [DEBUG] [FORECASTER] CRL: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T09:46:35.227837] [DEBUG] [FORECASTER] CRL: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-25T09:46:35.488143] [DEBUG] [FORECASTER] CRL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T09:46:35.753731] [DEBUG] [FORECASTER] CRL: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T09:46:36.018185] [DEBUG] [FORECASTER] CRL: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T09:46:36.281266] [DEBUG] [FORECASTER] CRL: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-25T09:46:36.575167] [DEBUG] [FORECASTER] CRL: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T09:46:36.575377] [INFO ] [CONFIGURE ] CRL: DISCARDED add_rsi (score: 60.00%)
[2025-11-25T09:46:36.575449] [INFO ] [CONFIGURE ] JOB ETA: 58.5m | Avg: 2.8s/test | Remaining: 1263 tests
[2025-11-25T09:46:36.575489] [INFO ] [CONFIGURE ] CRL: Testing feature 25/29: add_tick_distribution
[2025-11-25T09:46:36.575564] [INFO ] [CONFIGURE ] CRL: Testing with features: ['add_tick_distribution']
[2025-11-25T09:46:36.793846] [DEBUG] [FORECASTER] CRL: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T09:46:37.008618] [DEBUG] [FORECASTER] CRL: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T09:46:37.220868] [DEBUG] [FORECASTER] CRL: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T09:46:37.440854] [DEBUG] [FORECASTER] CRL: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T09:46:37.656753] [DEBUG] [FORECASTER] CRL: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T09:46:37.875278] [DEBUG] [FORECASTER] CRL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T09:46:38.096510] [DEBUG] [FORECASTER] CRL: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T09:46:38.322257] [DEBUG] [FORECASTER] CRL: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T09:46:38.539852] [DEBUG] [FORECASTER] CRL: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-25T09:46:38.762498] [DEBUG] [FORECASTER] CRL: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T09:46:38.762697] [INFO ] [CONFIGURE ] CRL: DISCARDED add_tick_distribution (score: 50.00%)
[2025-11-25T09:46:38.762780] [INFO ] [CONFIGURE ] JOB ETA: 58.4m | Avg: 2.8s/test | Remaining: 1262 tests
[2025-11-25T09:46:38.762834] [INFO ] [CONFIGURE ] CRL: Testing feature 26/29: add_volume_momentum_confirmation
[2025-11-25T09:46:38.762881] [INFO ] [CONFIGURE ] CRL: Testing with features: ['add_volume_momentum_confirmation']
[2025-11-25T09:46:38.984291] [DEBUG] [FORECASTER] CRL: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T09:46:39.223433] [DEBUG] [FORECASTER] CRL: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T09:46:39.436177] [DEBUG] [FORECASTER] CRL: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T09:46:39.667364] [DEBUG] [FORECASTER] CRL: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T09:46:39.892751] [DEBUG] [FORECASTER] CRL: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T09:46:40.118601] [DEBUG] [FORECASTER] CRL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T09:46:40.342551] [DEBUG] [FORECASTER] CRL: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T09:46:40.572280] [DEBUG] [FORECASTER] CRL: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T09:46:40.800370] [DEBUG] [FORECASTER] CRL: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T09:46:41.030489] [DEBUG] [FORECASTER] CRL: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T09:46:41.030680] [INFO ] [CONFIGURE ] CRL: DISCARDED add_volume_momentum_confirmation (score: 70.00%)
[2025-11-25T09:46:41.030733] [INFO ] [CONFIGURE ] JOB ETA: 58.4m | Avg: 2.8s/test | Remaining: 1261 tests
[2025-11-25T09:46:41.030773] [INFO ] [CONFIGURE ] CRL: Testing feature 27/29: add_volume_price_divergence
[2025-11-25T09:46:41.030809] [INFO ] [CONFIGURE ] CRL: Testing with features: ['add_volume_price_divergence']
[2025-11-25T09:46:41.265419] [DEBUG] [FORECASTER] CRL: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T09:46:41.495741] [DEBUG] [FORECASTER] CRL: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T09:46:41.728965] [DEBUG] [FORECASTER] CRL: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T09:46:41.975210] [DEBUG] [FORECASTER] CRL: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T09:46:42.233999] [DEBUG] [FORECASTER] CRL: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-25T09:46:42.536836] [DEBUG] [FORECASTER] CRL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T09:46:42.796347] [DEBUG] [FORECASTER] CRL: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T09:46:43.030808] [DEBUG] [FORECASTER] CRL: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T09:46:43.229289] [DEBUG] [FORECASTER] CRL: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-25T09:46:43.428732] [DEBUG] [FORECASTER] CRL: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T09:46:43.428903] [INFO ] [CONFIGURE ] CRL: DISCARDED add_volume_price_divergence (score: 50.00%)
[2025-11-25T09:46:43.428952] [INFO ] [CONFIGURE ] JOB ETA: 58.3m | Avg: 2.8s/test | Remaining: 1260 tests
[2025-11-25T09:46:43.428991] [INFO ] [CONFIGURE ] CRL: Testing feature 28/29: add_volume_profile
[2025-11-25T09:46:43.429027] [INFO ] [CONFIGURE ] CRL: Testing with features: ['add_volume_profile']
[2025-11-25T09:46:43.620156] [DEBUG] [FORECASTER] CRL: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T09:46:43.822299] [DEBUG] [FORECASTER] CRL: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T09:46:44.023588] [DEBUG] [FORECASTER] CRL: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T09:46:44.219315] [DEBUG] [FORECASTER] CRL: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T09:46:44.419341] [DEBUG] [FORECASTER] CRL: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T09:46:44.618923] [DEBUG] [FORECASTER] CRL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T09:46:44.832866] [DEBUG] [FORECASTER] CRL: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T09:46:45.045277] [DEBUG] [FORECASTER] CRL: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T09:46:45.241893] [DEBUG] [FORECASTER] CRL: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T09:46:45.438519] [DEBUG] [FORECASTER] CRL: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T09:46:45.438705] [INFO ] [CONFIGURE ] CRL: DISCARDED add_volume_profile (score: 40.00%)
[2025-11-25T09:46:45.438803] [INFO ] [CONFIGURE ] JOB ETA: 58.3m | Avg: 2.8s/test | Remaining: 1259 tests
[2025-11-25T09:46:45.438861] [INFO ] [CONFIGURE ] CRL: Testing feature 29/29: add_vwap
[2025-11-25T09:46:45.438909] [INFO ] [CONFIGURE ] CRL: Testing with features: ['add_vwap']
[2025-11-25T09:46:45.637916] [DEBUG] [FORECASTER] CRL: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T09:46:45.828542] [DEBUG] [FORECASTER] CRL: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T09:46:46.025457] [DEBUG] [FORECASTER] CRL: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T09:46:46.223827] [DEBUG] [FORECASTER] CRL: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T09:46:46.423986] [DEBUG] [FORECASTER] CRL: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T09:46:46.624047] [DEBUG] [FORECASTER] CRL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T09:46:46.821387] [DEBUG] [FORECASTER] CRL: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T09:46:47.028959] [DEBUG] [FORECASTER] CRL: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T09:46:47.228489] [DEBUG] [FORECASTER] CRL: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-25T09:46:47.434808] [DEBUG] [FORECASTER] CRL: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T09:46:47.435030] [INFO ] [CONFIGURE ] CRL: DISCARDED add_vwap (score: 70.00%)
[2025-11-25T09:46:47.435082] [INFO ] [CONFIGURE ] JOB ETA: 58.2m | Avg: 2.8s/test | Remaining: 1258 tests
[2025-11-25T09:46:47.435123] [INFO ] [CONFIGURE ] CRL: ===== FEATURE SELECTION COMPLETE =====
[2025-11-25T09:46:47.435159] [INFO ] [CONFIGURE ] CRL: Best accuracy: 80.00%
[2025-11-25T09:46:47.435193] [INFO ] [CONFIGURE ] CRL: Best feature set (0 features): []
[2025-11-25T09:46:47.435225] [INFO ] [CONFIGURE ] CRL: Improvement over baseline: 0.00%
[2025-11-25T09:46:47.435257] [INFO ] [CONFIGURE ] CRL: Total time: 1.1 minutes
[2025-11-25T09:46:47.435289] [INFO ] [CONFIGURE ] CRL: Average time per feature: 2.3 seconds
[2025-11-25T09:46:47.435321] [INFO ] [CONFIGURE ] CRL: Average speed: 0.44 features/sec
[2025-11-25T09:46:47.435872] [INFO ] [LOCAL     ] Saved configuration for CRL: 0 features, 80.00% accuracy -> ./output/feature-sets/CRL.json
[2025-11-25T09:46:47.435948] [INFO ] [CONFIGURE ] CRL: Configuration saved successfully: 0 features, 80.00% accuracy.
[2025-11-25T09:46:47.435995] [INFO ] [sig       ] [122/164] Successfully configured CRL | 0.01 sym/s | Total: 2.8h | ETA: 57.0m
[2025-11-25T09:46:47.436033] [INFO ] [sig       ] [123/164] Configuring CRS...
[2025-11-25T09:46:47.436069] [INFO ] [CONFIGURE ] CRS: Configurate test run.
[2025-11-25T09:46:47.436104] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CRS' from 'https://tdm.silogroup.org/data/derivative_storage/CRS.csv'.
[2025-11-25T09:46:47.449434] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'CRS'.
[2025-11-25T09:46:47.449891] [INFO ] [CONFIGURE ] CRS: Testing with 29 available features
[2025-11-25T09:46:47.449954] [INFO ] [CONFIGURE ] CRS: Establishing baseline with no features...
[2025-11-25T09:46:47.623198] [DEBUG] [FORECASTER] CRS: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0
[2025-11-25T09:46:47.792140] [DEBUG] [FORECASTER] CRS: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T09:46:47.960913] [DEBUG] [FORECASTER] CRS: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T09:46:48.136254] [DEBUG] [FORECASTER] CRS: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T09:46:48.318240] [DEBUG] [FORECASTER] CRS: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T09:46:48.490823] [DEBUG] [FORECASTER] CRS: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T09:46:48.663401] [DEBUG] [FORECASTER] CRS: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T09:46:48.834132] [DEBUG] [FORECASTER] CRS: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-25T09:46:49.018401] [DEBUG] [FORECASTER] CRS: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T09:46:49.189586] [DEBUG] [FORECASTER] CRS: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T09:46:49.189767] [INFO ] [CONFIGURE ] CRS: Baseline score (no features): 70.00%
[2025-11-25T09:46:49.189839] [INFO ] [CONFIGURE ] CRS: Testing feature 1/29: add_bollinger_bands
[2025-11-25T09:46:49.189897] [INFO ] [CONFIGURE ] CRS: Testing with features: ['add_bollinger_bands']
[2025-11-25T09:46:49.405969] [DEBUG] [FORECASTER] CRS: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0
[2025-11-25T09:46:49.620778] [DEBUG] [FORECASTER] CRS: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T09:46:49.822722] [DEBUG] [FORECASTER] CRS: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T09:46:50.027829] [DEBUG] [FORECASTER] CRS: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T09:46:50.231290] [DEBUG] [FORECASTER] CRS: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-25T09:46:50.435506] [DEBUG] [FORECASTER] CRS: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T09:46:50.642361] [DEBUG] [FORECASTER] CRS: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T09:46:50.850877] [DEBUG] [FORECASTER] CRS: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-25T09:46:51.054815] [DEBUG] [FORECASTER] CRS: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T09:46:51.260743] [DEBUG] [FORECASTER] CRS: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T09:46:51.260927] [INFO ] [CONFIGURE ] CRS: DISCARDED add_bollinger_bands (score: 50.00%)
[2025-11-25T09:46:51.260976] [INFO ] [CONFIGURE ] JOB ETA: 58.2m | Avg: 2.8s/test | Remaining: 1257 tests
[2025-11-25T09:46:51.261015] [INFO ] [CONFIGURE ] CRS: Testing feature 2/29: add_cumulative_delta
[2025-11-25T09:46:51.261052] [INFO ] [CONFIGURE ] CRS: Testing with features: ['add_cumulative_delta']
[2025-11-25T09:46:51.467793] [DEBUG] [FORECASTER] CRS: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0
[2025-11-25T09:46:51.672844] [DEBUG] [FORECASTER] CRS: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T09:46:51.879684] [DEBUG] [FORECASTER] CRS: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T09:46:52.088390] [DEBUG] [FORECASTER] CRS: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T09:46:52.294891] [DEBUG] [FORECASTER] CRS: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-25T09:46:52.503467] [DEBUG] [FORECASTER] CRS: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T09:46:52.716588] [DEBUG] [FORECASTER] CRS: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T09:46:52.932151] [DEBUG] [FORECASTER] CRS: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-25T09:46:53.150037] [DEBUG] [FORECASTER] CRS: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T09:46:53.360628] [DEBUG] [FORECASTER] CRS: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T09:46:53.360824] [INFO ] [CONFIGURE ] CRS: DISCARDED add_cumulative_delta (score: 40.00%)
[2025-11-25T09:46:53.360875] [INFO ] [CONFIGURE ] JOB ETA: 58.1m | Avg: 2.8s/test | Remaining: 1256 tests
[2025-11-25T09:46:53.360914] [INFO ] [CONFIGURE ] CRS: Testing feature 3/29: add_daily_returns
[2025-11-25T09:46:53.360951] [INFO ] [CONFIGURE ] CRS: Testing with features: ['add_daily_returns']
[2025-11-25T09:46:53.548110] [DEBUG] [FORECASTER] CRS: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0
[2025-11-25T09:46:53.734232] [DEBUG] [FORECASTER] CRS: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T09:46:53.916870] [DEBUG] [FORECASTER] CRS: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T09:46:54.099666] [DEBUG] [FORECASTER] CRS: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T09:46:54.281606] [DEBUG] [FORECASTER] CRS: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T09:46:54.468290] [DEBUG] [FORECASTER] CRS: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T09:46:54.658419] [DEBUG] [FORECASTER] CRS: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T09:46:54.843875] [DEBUG] [FORECASTER] CRS: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-25T09:46:55.032668] [DEBUG] [FORECASTER] CRS: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T09:46:55.217802] [DEBUG] [FORECASTER] CRS: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T09:46:55.217978] [INFO ] [CONFIGURE ] CRS: DISCARDED add_daily_returns (score: 60.00%)
[2025-11-25T09:46:55.218028] [INFO ] [CONFIGURE ] JOB ETA: 58.1m | Avg: 2.8s/test | Remaining: 1255 tests
[2025-11-25T09:46:55.218067] [INFO ] [CONFIGURE ] CRS: Testing feature 4/29: add_ema
[2025-11-25T09:46:55.218106] [INFO ] [CONFIGURE ] CRS: Testing with features: ['add_ema']
[2025-11-25T09:46:55.436901] [DEBUG] [FORECASTER] CRS: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0
[2025-11-25T09:46:55.663664] [DEBUG] [FORECASTER] CRS: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T09:46:55.881201] [DEBUG] [FORECASTER] CRS: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T09:46:56.104337] [DEBUG] [FORECASTER] CRS: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T09:46:56.336783] [DEBUG] [FORECASTER] CRS: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-25T09:46:56.557464] [DEBUG] [FORECASTER] CRS: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T09:46:56.778738] [DEBUG] [FORECASTER] CRS: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T09:46:56.999036] [DEBUG] [FORECASTER] CRS: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-25T09:46:57.229100] [DEBUG] [FORECASTER] CRS: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T09:46:57.455339] [DEBUG] [FORECASTER] CRS: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T09:46:57.455627] [INFO ] [CONFIGURE ] CRS: DISCARDED add_ema (score: 60.00%)
[2025-11-25T09:46:57.455885] [INFO ] [CONFIGURE ] JOB ETA: 58.0m | Avg: 2.8s/test | Remaining: 1254 tests
[2025-11-25T09:46:57.456009] [INFO ] [CONFIGURE ] CRS: Testing feature 5/29: add_exhaustion_signals
[2025-11-25T09:46:57.456117] [INFO ] [CONFIGURE ] CRS: Testing with features: ['add_vwap', 'add_exhaustion_signals']
[2025-11-25T09:46:57.674945] [DEBUG] [FORECASTER] CRS: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T09:46:57.891901] [DEBUG] [FORECASTER] CRS: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T09:46:58.113434] [DEBUG] [FORECASTER] CRS: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T09:46:58.333366] [DEBUG] [FORECASTER] CRS: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T09:46:58.554952] [DEBUG] [FORECASTER] CRS: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T09:46:58.781125] [DEBUG] [FORECASTER] CRS: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T09:46:59.001175] [DEBUG] [FORECASTER] CRS: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T09:46:59.225184] [DEBUG] [FORECASTER] CRS: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T09:46:59.447254] [DEBUG] [FORECASTER] CRS: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T09:46:59.693315] [DEBUG] [FORECASTER] CRS: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T09:46:59.693528] [INFO ] [CONFIGURE ] CRS: DISCARDED add_exhaustion_signals (score: 70.00%)
[2025-11-25T09:46:59.693586] [INFO ] [CONFIGURE ] JOB ETA: 58.0m | Avg: 2.8s/test | Remaining: 1253 tests
[2025-11-25T09:46:59.693630] [INFO ] [CONFIGURE ] CRS: Testing feature 6/29: add_failed_moves
[2025-11-25T09:46:59.693696] [INFO ] [CONFIGURE ] CRS: Testing with features: ['add_failed_moves']
[2025-11-25T09:46:59.873938] [DEBUG] [FORECASTER] CRS: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0
[2025-11-25T09:47:00.055066] [DEBUG] [FORECASTER] CRS: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T09:47:00.238929] [DEBUG] [FORECASTER] CRS: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T09:47:00.425108] [DEBUG] [FORECASTER] CRS: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T09:47:00.607912] [DEBUG] [FORECASTER] CRS: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T09:47:01.461046] [DEBUG] [FORECASTER] CRS: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T09:47:01.760345] [DEBUG] [FORECASTER] CRS: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T09:47:01.952225] [DEBUG] [FORECASTER] CRS: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-25T09:47:02.149284] [DEBUG] [FORECASTER] CRS: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T09:47:02.343291] [DEBUG] [FORECASTER] CRS: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T09:47:02.343466] [INFO ] [CONFIGURE ] CRS: DISCARDED add_failed_moves (score: 70.00%)
[2025-11-25T09:47:02.343519] [INFO ] [CONFIGURE ] JOB ETA: 57.9m | Avg: 2.8s/test | Remaining: 1252 tests
[2025-11-25T09:47:02.343559] [INFO ] [CONFIGURE ] CRS: Testing feature 7/29: add_lag_shelf
[2025-11-25T09:47:02.343597] [INFO ] [CONFIGURE ] CRS: Testing with features: ['add_lag_shelf']
[2025-11-25T09:47:02.519191] [DEBUG] [FORECASTER] CRS: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0
[2025-11-25T09:47:02.693610] [DEBUG] [FORECASTER] CRS: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T09:47:02.869133] [DEBUG] [FORECASTER] CRS: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T09:47:03.056999] [DEBUG] [FORECASTER] CRS: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T09:47:03.231768] [DEBUG] [FORECASTER] CRS: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T09:47:03.410407] [DEBUG] [FORECASTER] CRS: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T09:47:03.586869] [DEBUG] [FORECASTER] CRS: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T09:47:03.766968] [DEBUG] [FORECASTER] CRS: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-25T09:47:03.940482] [DEBUG] [FORECASTER] CRS: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T09:47:04.119930] [DEBUG] [FORECASTER] CRS: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T09:47:04.120092] [INFO ] [CONFIGURE ] CRS: DISCARDED add_lag_shelf (score: 70.00%)
[2025-11-25T09:47:04.120139] [INFO ] [CONFIGURE ] JOB ETA: 57.9m | Avg: 2.8s/test | Remaining: 1251 tests
[2025-11-25T09:47:04.120178] [INFO ] [CONFIGURE ] CRS: Testing feature 8/29: add_macd
[2025-11-25T09:47:04.120215] [INFO ] [CONFIGURE ] CRS: Testing with features: ['add_vwap', 'add_macd']
[2025-11-25T09:47:04.387004] [DEBUG] [FORECASTER] CRS: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T09:47:04.658244] [DEBUG] [FORECASTER] CRS: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T09:47:04.928037] [DEBUG] [FORECASTER] CRS: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T09:47:05.192177] [DEBUG] [FORECASTER] CRS: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T09:47:05.466724] [DEBUG] [FORECASTER] CRS: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T09:47:05.738368] [DEBUG] [FORECASTER] CRS: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T09:47:06.023244] [DEBUG] [FORECASTER] CRS: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T09:47:06.323860] [DEBUG] [FORECASTER] CRS: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T09:47:06.635143] [DEBUG] [FORECASTER] CRS: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T09:47:06.931320] [DEBUG] [FORECASTER] CRS: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T09:47:06.931516] [INFO ] [CONFIGURE ] CRS: DISCARDED add_macd (score: 50.00%)
[2025-11-25T09:47:06.931574] [INFO ] [CONFIGURE ] JOB ETA: 57.8m | Avg: 2.8s/test | Remaining: 1250 tests
[2025-11-25T09:47:06.931625] [INFO ] [CONFIGURE ] CRS: Testing feature 9/29: add_mfi
[2025-11-25T09:47:06.931686] [INFO ] [CONFIGURE ] CRS: Testing with features: ['add_mfi']
[2025-11-25T09:47:07.121705] [DEBUG] [FORECASTER] CRS: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0
[2025-11-25T09:47:07.309073] [DEBUG] [FORECASTER] CRS: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T09:47:07.499588] [DEBUG] [FORECASTER] CRS: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T09:47:07.690876] [DEBUG] [FORECASTER] CRS: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T09:47:07.879771] [DEBUG] [FORECASTER] CRS: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-25T09:47:08.067463] [DEBUG] [FORECASTER] CRS: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T09:47:08.255317] [DEBUG] [FORECASTER] CRS: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T09:47:08.449944] [DEBUG] [FORECASTER] CRS: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-25T09:47:08.643151] [DEBUG] [FORECASTER] CRS: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T09:47:08.837169] [DEBUG] [FORECASTER] CRS: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T09:47:08.837360] [INFO ] [CONFIGURE ] CRS: DISCARDED add_mfi (score: 50.00%)
[2025-11-25T09:47:08.837410] [INFO ] [CONFIGURE ] JOB ETA: 57.8m | Avg: 2.8s/test | Remaining: 1249 tests
[2025-11-25T09:47:08.837453] [INFO ] [CONFIGURE ] CRS: Testing feature 10/29: add_momentum_acceleration
[2025-11-25T09:47:08.837493] [INFO ] [CONFIGURE ] CRS: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-11-25T09:47:09.115579] [DEBUG] [FORECASTER] CRS: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0
[2025-11-25T09:47:09.385764] [DEBUG] [FORECASTER] CRS: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T09:47:09.661444] [DEBUG] [FORECASTER] CRS: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T09:47:09.938426] [DEBUG] [FORECASTER] CRS: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T09:47:10.247332] [DEBUG] [FORECASTER] CRS: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T09:47:10.538336] [DEBUG] [FORECASTER] CRS: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T09:47:10.823697] [DEBUG] [FORECASTER] CRS: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T09:47:11.112073] [DEBUG] [FORECASTER] CRS: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-25T09:47:11.398258] [DEBUG] [FORECASTER] CRS: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T09:47:11.669202] [DEBUG] [FORECASTER] CRS: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T09:47:11.669422] [INFO ] [CONFIGURE ] CRS: DISCARDED add_momentum_acceleration (score: 40.00%)
[2025-11-25T09:47:11.669484] [INFO ] [CONFIGURE ] JOB ETA: 57.7m | Avg: 2.8s/test | Remaining: 1248 tests
[2025-11-25T09:47:11.669535] [INFO ] [CONFIGURE ] CRS: Testing feature 11/29: add_obv_daily
[2025-11-25T09:47:11.669581] [INFO ] [CONFIGURE ] CRS: Testing with features: ['add_obv_daily']
[2025-11-25T09:47:11.883090] [DEBUG] [FORECASTER] CRS: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0
[2025-11-25T09:47:12.097441] [DEBUG] [FORECASTER] CRS: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T09:47:12.318208] [DEBUG] [FORECASTER] CRS: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T09:47:12.549310] [DEBUG] [FORECASTER] CRS: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T09:47:12.767011] [DEBUG] [FORECASTER] CRS: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T09:47:12.985998] [DEBUG] [FORECASTER] CRS: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T09:47:13.203678] [DEBUG] [FORECASTER] CRS: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T09:47:13.423192] [DEBUG] [FORECASTER] CRS: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-25T09:47:13.649369] [DEBUG] [FORECASTER] CRS: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T09:47:13.871119] [DEBUG] [FORECASTER] CRS: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T09:47:13.871301] [INFO ] [CONFIGURE ] CRS: DISCARDED add_obv_daily (score: 60.00%)
[2025-11-25T09:47:13.871353] [INFO ] [CONFIGURE ] JOB ETA: 57.7m | Avg: 2.8s/test | Remaining: 1247 tests
[2025-11-25T09:47:13.871393] [INFO ] [CONFIGURE ] CRS: Testing feature 12/29: add_obv_interval
[2025-11-25T09:47:13.871429] [INFO ] [CONFIGURE ] CRS: Testing with features: ['add_obv_interval']
[2025-11-25T09:47:14.082151] [DEBUG] [FORECASTER] CRS: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T09:47:14.285820] [DEBUG] [FORECASTER] CRS: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T09:47:14.508523] [DEBUG] [FORECASTER] CRS: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T09:47:14.720207] [DEBUG] [FORECASTER] CRS: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T09:47:14.930072] [DEBUG] [FORECASTER] CRS: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T09:47:15.153023] [DEBUG] [FORECASTER] CRS: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T09:47:15.356338] [DEBUG] [FORECASTER] CRS: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T09:47:15.571961] [DEBUG] [FORECASTER] CRS: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-25T09:47:15.786014] [DEBUG] [FORECASTER] CRS: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T09:47:15.996356] [DEBUG] [FORECASTER] CRS: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T09:47:15.996523] [INFO ] [CONFIGURE ] CRS: KEPT add_obv_interval (score: 80.00%)
[2025-11-25T09:47:15.996572] [INFO ] [CONFIGURE ] JOB ETA: 57.6m | Avg: 2.8s/test | Remaining: 1246 tests
[2025-11-25T09:47:15.996611] [INFO ] [CONFIGURE ] CRS: Testing feature 13/29: add_opening_strength
[2025-11-25T09:47:15.996665] [INFO ] [CONFIGURE ] CRS: Testing with features: ['add_obv_interval', 'add_daily_returns', 'add_opening_strength']
[2025-11-25T09:47:16.241310] [DEBUG] [FORECASTER] CRS: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0
[2025-11-25T09:47:16.481781] [DEBUG] [FORECASTER] CRS: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T09:47:16.721870] [DEBUG] [FORECASTER] CRS: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T09:47:16.969677] [DEBUG] [FORECASTER] CRS: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T09:47:17.222513] [DEBUG] [FORECASTER] CRS: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T09:47:17.469989] [DEBUG] [FORECASTER] CRS: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T09:47:17.714910] [DEBUG] [FORECASTER] CRS: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T09:47:17.974466] [DEBUG] [FORECASTER] CRS: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-25T09:47:18.214843] [DEBUG] [FORECASTER] CRS: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T09:47:18.463130] [DEBUG] [FORECASTER] CRS: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T09:47:18.463511] [INFO ] [CONFIGURE ] CRS: DISCARDED add_opening_strength (score: 60.00%)
[2025-11-25T09:47:18.463577] [INFO ] [CONFIGURE ] JOB ETA: 57.6m | Avg: 2.8s/test | Remaining: 1245 tests
[2025-11-25T09:47:18.463625] [INFO ] [CONFIGURE ] CRS: Testing feature 14/29: add_order_flow_imbalance
[2025-11-25T09:47:18.463701] [INFO ] [CONFIGURE ] CRS: Testing with features: ['add_obv_interval', 'add_order_flow_imbalance']
[2025-11-25T09:47:18.728465] [DEBUG] [FORECASTER] CRS: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T09:47:18.992360] [DEBUG] [FORECASTER] CRS: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T09:47:19.234342] [DEBUG] [FORECASTER] CRS: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T09:47:19.481141] [DEBUG] [FORECASTER] CRS: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T09:47:19.732951] [DEBUG] [FORECASTER] CRS: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T09:47:19.977672] [DEBUG] [FORECASTER] CRS: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T09:47:20.227007] [DEBUG] [FORECASTER] CRS: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T09:47:20.480937] [DEBUG] [FORECASTER] CRS: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-25T09:47:20.741458] [DEBUG] [FORECASTER] CRS: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T09:47:21.010943] [DEBUG] [FORECASTER] CRS: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T09:47:21.011134] [INFO ] [CONFIGURE ] CRS: DISCARDED add_order_flow_imbalance (score: 80.00%)
[2025-11-25T09:47:21.011191] [INFO ] [CONFIGURE ] JOB ETA: 57.5m | Avg: 2.8s/test | Remaining: 1244 tests
[2025-11-25T09:47:21.011241] [INFO ] [CONFIGURE ] CRS: Testing feature 15/29: add_pbf_morning_momentum
[2025-11-25T09:47:21.011285] [INFO ] [CONFIGURE ] CRS: Testing with features: ['add_obv_interval', 'add_pbf_morning_momentum']
[2025-11-25T09:47:21.242119] [DEBUG] [FORECASTER] CRS: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T09:47:21.459342] [DEBUG] [FORECASTER] CRS: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T09:47:21.680246] [DEBUG] [FORECASTER] CRS: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T09:47:21.901780] [DEBUG] [FORECASTER] CRS: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T09:47:22.122860] [DEBUG] [FORECASTER] CRS: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T09:47:22.344282] [DEBUG] [FORECASTER] CRS: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T09:47:22.557193] [DEBUG] [FORECASTER] CRS: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T09:47:22.772840] [DEBUG] [FORECASTER] CRS: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-25T09:47:22.987789] [DEBUG] [FORECASTER] CRS: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T09:47:23.198215] [DEBUG] [FORECASTER] CRS: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T09:47:23.198388] [INFO ] [CONFIGURE ] CRS: DISCARDED add_pbf_morning_momentum (score: 70.00%)
[2025-11-25T09:47:23.198435] [INFO ] [CONFIGURE ] JOB ETA: 57.5m | Avg: 2.8s/test | Remaining: 1243 tests
[2025-11-25T09:47:23.198474] [INFO ] [CONFIGURE ] CRS: Testing feature 16/29: add_pbf_overnight_gap
[2025-11-25T09:47:23.198510] [INFO ] [CONFIGURE ] CRS: Testing with features: ['add_obv_interval', 'add_pbf_overnight_gap']
[2025-11-25T09:47:23.432792] [DEBUG] [FORECASTER] CRS: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0
[2025-11-25T09:47:23.664797] [DEBUG] [FORECASTER] CRS: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T09:47:23.895474] [DEBUG] [FORECASTER] CRS: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T09:47:24.134151] [DEBUG] [FORECASTER] CRS: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T09:47:24.364812] [DEBUG] [FORECASTER] CRS: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T09:47:24.597352] [DEBUG] [FORECASTER] CRS: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T09:47:24.830037] [DEBUG] [FORECASTER] CRS: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T09:47:25.063577] [DEBUG] [FORECASTER] CRS: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-25T09:47:25.300739] [DEBUG] [FORECASTER] CRS: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T09:47:25.537318] [DEBUG] [FORECASTER] CRS: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T09:47:25.537677] [INFO ] [CONFIGURE ] CRS: DISCARDED add_pbf_overnight_gap (score: 70.00%)
[2025-11-25T09:47:25.537805] [INFO ] [CONFIGURE ] JOB ETA: 57.4m | Avg: 2.8s/test | Remaining: 1242 tests
[2025-11-25T09:47:25.537863] [INFO ] [CONFIGURE ] CRS: Testing feature 17/29: add_pbf_return_2d
[2025-11-25T09:47:25.537968] [INFO ] [CONFIGURE ] CRS: Testing with features: ['add_obv_interval', 'add_pbf_return_2d']
[2025-11-25T09:47:25.768021] [DEBUG] [FORECASTER] CRS: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T09:47:26.000068] [DEBUG] [FORECASTER] CRS: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T09:47:26.229548] [DEBUG] [FORECASTER] CRS: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T09:47:26.466186] [DEBUG] [FORECASTER] CRS: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T09:47:26.697285] [DEBUG] [FORECASTER] CRS: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T09:47:26.941894] [DEBUG] [FORECASTER] CRS: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T09:47:27.190774] [DEBUG] [FORECASTER] CRS: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T09:47:27.431312] [DEBUG] [FORECASTER] CRS: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-25T09:47:27.683603] [DEBUG] [FORECASTER] CRS: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T09:47:27.925316] [DEBUG] [FORECASTER] CRS: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T09:47:27.925491] [INFO ] [CONFIGURE ] CRS: DISCARDED add_pbf_return_2d (score: 60.00%)
[2025-11-25T09:47:27.925550] [INFO ] [CONFIGURE ] JOB ETA: 57.4m | Avg: 2.8s/test | Remaining: 1241 tests
[2025-11-25T09:47:27.925661] [INFO ] [CONFIGURE ] CRS: Testing feature 18/29: add_pbf_volatility_5d
[2025-11-25T09:47:27.925713] [INFO ] [CONFIGURE ] CRS: Testing with features: ['add_obv_interval', 'add_pbf_volatility_5d']
[2025-11-25T09:47:28.131766] [DEBUG] [FORECASTER] CRS: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0
[2025-11-25T09:47:28.348475] [DEBUG] [FORECASTER] CRS: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T09:47:28.555564] [DEBUG] [FORECASTER] CRS: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T09:47:28.763916] [DEBUG] [FORECASTER] CRS: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T09:47:28.973697] [DEBUG] [FORECASTER] CRS: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T09:47:29.209180] [DEBUG] [FORECASTER] CRS: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T09:47:29.446245] [DEBUG] [FORECASTER] CRS: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T09:47:29.735824] [DEBUG] [FORECASTER] CRS: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-25T09:47:29.991740] [DEBUG] [FORECASTER] CRS: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T09:47:30.228237] [DEBUG] [FORECASTER] CRS: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T09:47:30.228605] [INFO ] [CONFIGURE ] CRS: DISCARDED add_pbf_volatility_5d (score: 50.00%)
[2025-11-25T09:47:30.228749] [INFO ] [CONFIGURE ] JOB ETA: 57.3m | Avg: 2.8s/test | Remaining: 1240 tests
[2025-11-25T09:47:30.228863] [INFO ] [CONFIGURE ] CRS: Testing feature 19/29: add_pbf_vs_sma_5
[2025-11-25T09:47:30.228970] [INFO ] [CONFIGURE ] CRS: Testing with features: ['add_obv_interval', 'add_pbf_vs_sma_5']
[2025-11-25T09:47:30.429183] [DEBUG] [FORECASTER] CRS: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T09:47:30.624060] [DEBUG] [FORECASTER] CRS: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T09:47:30.815608] [DEBUG] [FORECASTER] CRS: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T09:47:31.004699] [DEBUG] [FORECASTER] CRS: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T09:47:31.188199] [DEBUG] [FORECASTER] CRS: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T09:47:31.374140] [DEBUG] [FORECASTER] CRS: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T09:47:31.556253] [DEBUG] [FORECASTER] CRS: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T09:47:31.743786] [DEBUG] [FORECASTER] CRS: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-25T09:47:31.930232] [DEBUG] [FORECASTER] CRS: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T09:47:32.115624] [DEBUG] [FORECASTER] CRS: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T09:47:32.115811] [INFO ] [CONFIGURE ] CRS: DISCARDED add_pbf_vs_sma_5 (score: 70.00%)
[2025-11-25T09:47:32.115859] [INFO ] [CONFIGURE ] JOB ETA: 57.3m | Avg: 2.8s/test | Remaining: 1239 tests
[2025-11-25T09:47:32.115898] [INFO ] [CONFIGURE ] CRS: Testing feature 20/29: add_price_rejection
[2025-11-25T09:47:32.115935] [INFO ] [CONFIGURE ] CRS: Testing with features: ['add_obv_interval', 'add_price_rejection']
[2025-11-25T09:47:32.314879] [DEBUG] [FORECASTER] CRS: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T09:47:32.514138] [DEBUG] [FORECASTER] CRS: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T09:47:32.713811] [DEBUG] [FORECASTER] CRS: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T09:47:32.918365] [DEBUG] [FORECASTER] CRS: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T09:47:33.125550] [DEBUG] [FORECASTER] CRS: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T09:47:33.343010] [DEBUG] [FORECASTER] CRS: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T09:47:33.553270] [DEBUG] [FORECASTER] CRS: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T09:47:33.774220] [DEBUG] [FORECASTER] CRS: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-25T09:47:34.005259] [DEBUG] [FORECASTER] CRS: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T09:47:34.226858] [DEBUG] [FORECASTER] CRS: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T09:47:34.227048] [INFO ] [CONFIGURE ] CRS: DISCARDED add_price_rejection (score: 50.00%)
[2025-11-25T09:47:34.227100] [INFO ] [CONFIGURE ] JOB ETA: 57.2m | Avg: 2.8s/test | Remaining: 1238 tests
[2025-11-25T09:47:34.227167] [INFO ] [CONFIGURE ] CRS: Testing feature 21/29: add_range_position
[2025-11-25T09:47:34.227207] [INFO ] [CONFIGURE ] CRS: Testing with features: ['add_obv_interval', 'add_range_position']
[2025-11-25T09:47:34.460430] [DEBUG] [FORECASTER] CRS: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T09:47:34.706349] [DEBUG] [FORECASTER] CRS: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T09:47:34.938009] [DEBUG] [FORECASTER] CRS: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T09:47:35.173375] [DEBUG] [FORECASTER] CRS: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T09:47:35.400014] [DEBUG] [FORECASTER] CRS: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T09:47:35.635623] [DEBUG] [FORECASTER] CRS: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T09:47:35.880761] [DEBUG] [FORECASTER] CRS: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T09:47:36.116505] [DEBUG] [FORECASTER] CRS: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-25T09:47:36.351065] [DEBUG] [FORECASTER] CRS: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T09:47:36.589578] [DEBUG] [FORECASTER] CRS: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T09:47:36.589778] [INFO ] [CONFIGURE ] CRS: DISCARDED add_range_position (score: 60.00%)
[2025-11-25T09:47:36.589835] [INFO ] [CONFIGURE ] JOB ETA: 57.2m | Avg: 2.8s/test | Remaining: 1237 tests
[2025-11-25T09:47:36.589882] [INFO ] [CONFIGURE ] CRS: Testing feature 22/29: add_realized_volatility
[2025-11-25T09:47:36.589924] [INFO ] [CONFIGURE ] CRS: Testing with features: ['add_obv_interval', 'add_realized_volatility']
[2025-11-25T09:47:36.906201] [DEBUG] [FORECASTER] CRS: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T09:47:37.219095] [DEBUG] [FORECASTER] CRS: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T09:47:37.528245] [DEBUG] [FORECASTER] CRS: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T09:47:37.837784] [DEBUG] [FORECASTER] CRS: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T09:47:38.161390] [DEBUG] [FORECASTER] CRS: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T09:47:38.492004] [DEBUG] [FORECASTER] CRS: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T09:47:38.818534] [DEBUG] [FORECASTER] CRS: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T09:47:39.126942] [DEBUG] [FORECASTER] CRS: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-25T09:47:39.463538] [DEBUG] [FORECASTER] CRS: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T09:47:39.767322] [DEBUG] [FORECASTER] CRS: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T09:47:39.767527] [INFO ] [CONFIGURE ] CRS: DISCARDED add_realized_volatility (score: 50.00%)
[2025-11-25T09:47:39.767587] [INFO ] [CONFIGURE ] JOB ETA: 57.1m | Avg: 2.8s/test | Remaining: 1236 tests
[2025-11-25T09:47:39.767635] [INFO ] [CONFIGURE ] CRS: Testing feature 23/29: add_recent_range_context
[2025-11-25T09:47:39.767702] [INFO ] [CONFIGURE ] CRS: Testing with features: ['add_obv_interval', 'add_recent_range_context']
[2025-11-25T09:47:39.971709] [DEBUG] [FORECASTER] CRS: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0
[2025-11-25T09:47:40.178992] [DEBUG] [FORECASTER] CRS: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T09:47:40.386695] [DEBUG] [FORECASTER] CRS: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T09:47:40.600540] [DEBUG] [FORECASTER] CRS: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T09:47:40.792870] [DEBUG] [FORECASTER] CRS: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T09:47:40.996453] [DEBUG] [FORECASTER] CRS: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T09:47:41.200798] [DEBUG] [FORECASTER] CRS: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T09:47:41.405214] [DEBUG] [FORECASTER] CRS: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-25T09:47:41.614928] [DEBUG] [FORECASTER] CRS: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T09:47:41.827002] [DEBUG] [FORECASTER] CRS: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T09:47:41.827456] [INFO ] [CONFIGURE ] CRS: DISCARDED add_recent_range_context (score: 70.00%)
[2025-11-25T09:47:41.827509] [INFO ] [CONFIGURE ] JOB ETA: 57.1m | Avg: 2.8s/test | Remaining: 1235 tests
[2025-11-25T09:47:41.827548] [INFO ] [CONFIGURE ] CRS: Testing feature 24/29: add_rsi
[2025-11-25T09:47:41.827586] [INFO ] [CONFIGURE ] CRS: Testing with features: ['add_obv_interval', 'add_ema', 'add_rsi']
[2025-11-25T09:47:42.078126] [DEBUG] [FORECASTER] CRS: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T09:47:42.330795] [DEBUG] [FORECASTER] CRS: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T09:47:42.578830] [DEBUG] [FORECASTER] CRS: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T09:47:42.825738] [DEBUG] [FORECASTER] CRS: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T09:47:43.082422] [DEBUG] [FORECASTER] CRS: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T09:47:43.370864] [DEBUG] [FORECASTER] CRS: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T09:47:43.644431] [DEBUG] [FORECASTER] CRS: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T09:47:43.894318] [DEBUG] [FORECASTER] CRS: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-25T09:47:44.139910] [DEBUG] [FORECASTER] CRS: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T09:47:44.392412] [DEBUG] [FORECASTER] CRS: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T09:47:44.392592] [INFO ] [CONFIGURE ] CRS: DISCARDED add_rsi (score: 60.00%)
[2025-11-25T09:47:44.392673] [INFO ] [CONFIGURE ] JOB ETA: 57.0m | Avg: 2.8s/test | Remaining: 1234 tests
[2025-11-25T09:47:44.392727] [INFO ] [CONFIGURE ] CRS: Testing feature 25/29: add_tick_distribution
[2025-11-25T09:47:44.392773] [INFO ] [CONFIGURE ] CRS: Testing with features: ['add_obv_interval', 'add_tick_distribution']
[2025-11-25T09:47:44.600708] [DEBUG] [FORECASTER] CRS: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0
[2025-11-25T09:47:44.800947] [DEBUG] [FORECASTER] CRS: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T09:47:45.006344] [DEBUG] [FORECASTER] CRS: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T09:47:45.208598] [DEBUG] [FORECASTER] CRS: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T09:47:45.408443] [DEBUG] [FORECASTER] CRS: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T09:47:45.613924] [DEBUG] [FORECASTER] CRS: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T09:47:45.812247] [DEBUG] [FORECASTER] CRS: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T09:47:46.011458] [DEBUG] [FORECASTER] CRS: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-25T09:47:46.213796] [DEBUG] [FORECASTER] CRS: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T09:47:46.420540] [DEBUG] [FORECASTER] CRS: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T09:47:46.420736] [INFO ] [CONFIGURE ] CRS: DISCARDED add_tick_distribution (score: 60.00%)
[2025-11-25T09:47:46.420833] [INFO ] [CONFIGURE ] JOB ETA: 57.0m | Avg: 2.8s/test | Remaining: 1233 tests
[2025-11-25T09:47:46.420921] [INFO ] [CONFIGURE ] CRS: Testing feature 26/29: add_volume_momentum_confirmation
[2025-11-25T09:47:46.420986] [INFO ] [CONFIGURE ] CRS: Testing with features: ['add_obv_interval', 'add_volume_momentum_confirmation']
[2025-11-25T09:47:46.626005] [DEBUG] [FORECASTER] CRS: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0
[2025-11-25T09:47:46.831808] [DEBUG] [FORECASTER] CRS: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T09:47:47.036329] [DEBUG] [FORECASTER] CRS: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T09:47:47.242340] [DEBUG] [FORECASTER] CRS: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T09:47:47.444557] [DEBUG] [FORECASTER] CRS: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T09:47:47.650843] [DEBUG] [FORECASTER] CRS: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T09:47:47.867835] [DEBUG] [FORECASTER] CRS: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T09:47:48.075016] [DEBUG] [FORECASTER] CRS: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-25T09:47:48.286049] [DEBUG] [FORECASTER] CRS: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T09:47:48.491590] [DEBUG] [FORECASTER] CRS: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T09:47:48.491771] [INFO ] [CONFIGURE ] CRS: DISCARDED add_volume_momentum_confirmation (score: 50.00%)
[2025-11-25T09:47:48.492010] [INFO ] [CONFIGURE ] JOB ETA: 56.9m | Avg: 2.8s/test | Remaining: 1232 tests
[2025-11-25T09:47:48.492155] [INFO ] [CONFIGURE ] CRS: Testing feature 27/29: add_volume_price_divergence
[2025-11-25T09:47:48.492267] [INFO ] [CONFIGURE ] CRS: Testing with features: ['add_obv_interval', 'add_volume_price_divergence']
[2025-11-25T09:47:48.712536] [DEBUG] [FORECASTER] CRS: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0
[2025-11-25T09:47:48.939263] [DEBUG] [FORECASTER] CRS: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T09:47:49.162440] [DEBUG] [FORECASTER] CRS: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T09:47:49.387289] [DEBUG] [FORECASTER] CRS: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T09:47:49.615749] [DEBUG] [FORECASTER] CRS: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T09:47:49.836863] [DEBUG] [FORECASTER] CRS: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T09:47:50.061325] [DEBUG] [FORECASTER] CRS: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T09:47:50.286387] [DEBUG] [FORECASTER] CRS: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-25T09:47:50.509404] [DEBUG] [FORECASTER] CRS: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T09:47:50.735488] [DEBUG] [FORECASTER] CRS: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T09:47:50.735679] [INFO ] [CONFIGURE ] CRS: DISCARDED add_volume_price_divergence (score: 50.00%)
[2025-11-25T09:47:50.735735] [INFO ] [CONFIGURE ] JOB ETA: 56.9m | Avg: 2.8s/test | Remaining: 1231 tests
[2025-11-25T09:47:50.735780] [INFO ] [CONFIGURE ] CRS: Testing feature 28/29: add_volume_profile
[2025-11-25T09:47:50.735823] [INFO ] [CONFIGURE ] CRS: Testing with features: ['add_obv_interval', 'add_volume_profile']
[2025-11-25T09:47:50.945929] [DEBUG] [FORECASTER] CRS: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0
[2025-11-25T09:47:51.151990] [DEBUG] [FORECASTER] CRS: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T09:47:51.357165] [DEBUG] [FORECASTER] CRS: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T09:47:51.570360] [DEBUG] [FORECASTER] CRS: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T09:47:51.789526] [DEBUG] [FORECASTER] CRS: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T09:47:52.004234] [DEBUG] [FORECASTER] CRS: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T09:47:52.242988] [DEBUG] [FORECASTER] CRS: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T09:47:52.473109] [DEBUG] [FORECASTER] CRS: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-25T09:47:52.684069] [DEBUG] [FORECASTER] CRS: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T09:47:52.907636] [DEBUG] [FORECASTER] CRS: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T09:47:52.907859] [INFO ] [CONFIGURE ] CRS: DISCARDED add_volume_profile (score: 70.00%)
[2025-11-25T09:47:52.907911] [INFO ] [CONFIGURE ] JOB ETA: 56.8m | Avg: 2.8s/test | Remaining: 1230 tests
[2025-11-25T09:47:52.907951] [INFO ] [CONFIGURE ] CRS: Testing feature 29/29: add_vwap
[2025-11-25T09:47:52.907988] [INFO ] [CONFIGURE ] CRS: Testing with features: ['add_obv_interval', 'add_vwap']
[2025-11-25T09:47:53.126600] [DEBUG] [FORECASTER] CRS: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T09:47:53.371562] [DEBUG] [FORECASTER] CRS: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T09:47:53.590100] [DEBUG] [FORECASTER] CRS: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T09:47:53.809304] [DEBUG] [FORECASTER] CRS: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T09:47:54.034097] [DEBUG] [FORECASTER] CRS: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T09:47:54.257008] [DEBUG] [FORECASTER] CRS: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T09:47:54.475799] [DEBUG] [FORECASTER] CRS: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T09:47:54.709174] [DEBUG] [FORECASTER] CRS: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-25T09:47:54.933221] [DEBUG] [FORECASTER] CRS: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T09:47:55.150870] [DEBUG] [FORECASTER] CRS: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T09:47:55.151059] [INFO ] [CONFIGURE ] CRS: DISCARDED add_vwap (score: 60.00%)
[2025-11-25T09:47:55.151247] [INFO ] [CONFIGURE ] JOB ETA: 56.8m | Avg: 2.8s/test | Remaining: 1229 tests
[2025-11-25T09:47:55.151359] [INFO ] [CONFIGURE ] CRS: ===== FEATURE SELECTION COMPLETE =====
[2025-11-25T09:47:55.151462] [INFO ] [CONFIGURE ] CRS: Best accuracy: 80.00%
[2025-11-25T09:47:55.151513] [INFO ] [CONFIGURE ] CRS: Best feature set (1 features): ['add_obv_interval']
[2025-11-25T09:47:55.151612] [INFO ] [CONFIGURE ] CRS: Improvement over baseline: 10.00%
[2025-11-25T09:47:55.151759] [INFO ] [CONFIGURE ] CRS: Total time: 1.1 minutes
[2025-11-25T09:47:55.151810] [INFO ] [CONFIGURE ] CRS: Average time per feature: 2.3 seconds
[2025-11-25T09:47:55.151906] [INFO ] [CONFIGURE ] CRS: Average speed: 0.44 features/sec
[2025-11-25T09:47:55.152404] [INFO ] [LOCAL     ] Saved configuration for CRS: 1 features, 80.00% accuracy -> ./output/feature-sets/CRS.json
[2025-11-25T09:47:55.152471] [INFO ] [CONFIGURE ] CRS: Configuration saved successfully: 1 features, 80.00% accuracy.
[2025-11-25T09:47:55.152585] [INFO ] [sig       ] [123/164] Successfully configured CRS | 0.01 sym/s | Total: 2.8h | ETA: 55.6m
[2025-11-25T09:47:55.152713] [INFO ] [sig       ] [124/164] Configuring CRT...
[2025-11-25T09:47:55.152767] [INFO ] [CONFIGURE ] CRT: Configurate test run.
[2025-11-25T09:47:55.152864] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CRT' from 'https://tdm.silogroup.org/data/derivative_storage/CRT.csv'.
[2025-11-25T09:47:55.164506] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'CRT'.
[2025-11-25T09:47:55.164855] [INFO ] [CONFIGURE ] CRT: Testing with 29 available features
[2025-11-25T09:47:55.164954] [INFO ] [CONFIGURE ] CRT: Establishing baseline with no features...
[2025-11-25T09:47:55.332561] [DEBUG] [FORECASTER] CRT: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T09:47:55.500102] [DEBUG] [FORECASTER] CRT: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T09:47:55.673318] [DEBUG] [FORECASTER] CRT: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T09:47:55.843214] [DEBUG] [FORECASTER] CRT: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-25T09:47:56.011806] [DEBUG] [FORECASTER] CRT: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T09:47:56.182099] [DEBUG] [FORECASTER] CRT: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1
[2025-11-25T09:47:56.350816] [DEBUG] [FORECASTER] CRT: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T09:47:56.530019] [DEBUG] [FORECASTER] CRT: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T09:47:56.710822] [DEBUG] [FORECASTER] CRT: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T09:47:56.887320] [DEBUG] [FORECASTER] CRT: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-25T09:47:56.887485] [INFO ] [CONFIGURE ] CRT: Baseline score (no features): 70.00%
[2025-11-25T09:47:56.887535] [INFO ] [CONFIGURE ] CRT: Testing feature 1/29: add_bollinger_bands
[2025-11-25T09:47:56.887574] [INFO ] [CONFIGURE ] CRT: Testing with features: ['add_bollinger_bands']
[2025-11-25T09:47:57.098499] [DEBUG] [FORECASTER] CRT: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T09:47:57.299311] [DEBUG] [FORECASTER] CRT: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T09:47:57.508698] [DEBUG] [FORECASTER] CRT: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T09:47:57.710359] [DEBUG] [FORECASTER] CRT: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-25T09:47:57.915881] [DEBUG] [FORECASTER] CRT: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T09:47:58.132155] [DEBUG] [FORECASTER] CRT: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1
[2025-11-25T09:47:58.355754] [DEBUG] [FORECASTER] CRT: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T09:47:58.559792] [DEBUG] [FORECASTER] CRT: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T09:47:58.765697] [DEBUG] [FORECASTER] CRT: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T09:47:58.980240] [DEBUG] [FORECASTER] CRT: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-25T09:47:58.980411] [INFO ] [CONFIGURE ] CRT: DISCARDED add_bollinger_bands (score: 60.00%)
[2025-11-25T09:47:58.980459] [INFO ] [CONFIGURE ] JOB ETA: 56.7m | Avg: 2.8s/test | Remaining: 1228 tests
[2025-11-25T09:47:58.980498] [INFO ] [CONFIGURE ] CRT: Testing feature 2/29: add_cumulative_delta
[2025-11-25T09:47:58.980534] [INFO ] [CONFIGURE ] CRT: Testing with features: ['add_cumulative_delta']
[2025-11-25T09:47:59.197010] [DEBUG] [FORECASTER] CRT: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T09:47:59.420308] [DEBUG] [FORECASTER] CRT: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T09:47:59.633381] [DEBUG] [FORECASTER] CRT: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T09:47:59.844490] [DEBUG] [FORECASTER] CRT: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1
[2025-11-25T09:48:00.060117] [DEBUG] [FORECASTER] CRT: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T09:48:00.275935] [DEBUG] [FORECASTER] CRT: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1
[2025-11-25T09:48:00.481134] [DEBUG] [FORECASTER] CRT: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T09:48:00.709083] [DEBUG] [FORECASTER] CRT: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T09:48:01.554115] [DEBUG] [FORECASTER] CRT: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T09:48:01.950445] [DEBUG] [FORECASTER] CRT: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-11-25T09:48:01.950871] [INFO ] [CONFIGURE ] CRT: DISCARDED add_cumulative_delta (score: 30.00%)
[2025-11-25T09:48:01.950996] [INFO ] [CONFIGURE ] JOB ETA: 56.7m | Avg: 2.8s/test | Remaining: 1227 tests
[2025-11-25T09:48:01.951109] [INFO ] [CONFIGURE ] CRT: Testing feature 3/29: add_daily_returns
[2025-11-25T09:48:01.951222] [INFO ] [CONFIGURE ] CRT: Testing with features: ['add_daily_returns']
[2025-11-25T09:48:02.144860] [DEBUG] [FORECASTER] CRT: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T09:48:02.330160] [DEBUG] [FORECASTER] CRT: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T09:48:02.526356] [DEBUG] [FORECASTER] CRT: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T09:48:02.723393] [DEBUG] [FORECASTER] CRT: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-25T09:48:02.918445] [DEBUG] [FORECASTER] CRT: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T09:48:03.108527] [DEBUG] [FORECASTER] CRT: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1
[2025-11-25T09:48:03.309372] [DEBUG] [FORECASTER] CRT: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T09:48:03.499568] [DEBUG] [FORECASTER] CRT: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T09:48:03.691078] [DEBUG] [FORECASTER] CRT: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T09:48:03.882949] [DEBUG] [FORECASTER] CRT: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-25T09:48:03.883121] [INFO ] [CONFIGURE ] CRT: DISCARDED add_daily_returns (score: 40.00%)
[2025-11-25T09:48:03.883169] [INFO ] [CONFIGURE ] JOB ETA: 56.6m | Avg: 2.8s/test | Remaining: 1226 tests
[2025-11-25T09:48:03.883208] [INFO ] [CONFIGURE ] CRT: Testing feature 4/29: add_ema
[2025-11-25T09:48:03.883244] [INFO ] [CONFIGURE ] CRT: Testing with features: ['add_ema']
[2025-11-25T09:48:04.092345] [DEBUG] [FORECASTER] CRT: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T09:48:04.321389] [DEBUG] [FORECASTER] CRT: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T09:48:04.536622] [DEBUG] [FORECASTER] CRT: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T09:48:04.759149] [DEBUG] [FORECASTER] CRT: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-25T09:48:04.969962] [DEBUG] [FORECASTER] CRT: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T09:48:05.181398] [DEBUG] [FORECASTER] CRT: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1
[2025-11-25T09:48:05.396102] [DEBUG] [FORECASTER] CRT: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T09:48:05.608771] [DEBUG] [FORECASTER] CRT: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T09:48:05.827972] [DEBUG] [FORECASTER] CRT: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T09:48:06.044436] [DEBUG] [FORECASTER] CRT: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-11-25T09:48:06.044820] [INFO ] [CONFIGURE ] CRT: DISCARDED add_ema (score: 40.00%)
[2025-11-25T09:48:06.044940] [INFO ] [CONFIGURE ] JOB ETA: 56.6m | Avg: 2.8s/test | Remaining: 1225 tests
[2025-11-25T09:48:06.045049] [INFO ] [CONFIGURE ] CRT: Testing feature 5/29: add_exhaustion_signals
[2025-11-25T09:48:06.045153] [INFO ] [CONFIGURE ] CRT: Testing with features: ['add_vwap', 'add_exhaustion_signals']
[2025-11-25T09:48:06.263205] [DEBUG] [FORECASTER] CRT: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T09:48:06.484338] [DEBUG] [FORECASTER] CRT: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T09:48:06.700459] [DEBUG] [FORECASTER] CRT: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T09:48:06.917738] [DEBUG] [FORECASTER] CRT: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-25T09:48:07.144626] [DEBUG] [FORECASTER] CRT: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T09:48:07.363265] [DEBUG] [FORECASTER] CRT: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1
[2025-11-25T09:48:07.599724] [DEBUG] [FORECASTER] CRT: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T09:48:07.835186] [DEBUG] [FORECASTER] CRT: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T09:48:08.056567] [DEBUG] [FORECASTER] CRT: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T09:48:08.276344] [DEBUG] [FORECASTER] CRT: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-25T09:48:08.276522] [INFO ] [CONFIGURE ] CRT: DISCARDED add_exhaustion_signals (score: 40.00%)
[2025-11-25T09:48:08.276579] [INFO ] [CONFIGURE ] JOB ETA: 56.5m | Avg: 2.8s/test | Remaining: 1224 tests
[2025-11-25T09:48:08.276626] [INFO ] [CONFIGURE ] CRT: Testing feature 6/29: add_failed_moves
[2025-11-25T09:48:08.276684] [INFO ] [CONFIGURE ] CRT: Testing with features: ['add_failed_moves']
[2025-11-25T09:48:08.459587] [DEBUG] [FORECASTER] CRT: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T09:48:08.644273] [DEBUG] [FORECASTER] CRT: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T09:48:08.825759] [DEBUG] [FORECASTER] CRT: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T09:48:09.008755] [DEBUG] [FORECASTER] CRT: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-25T09:48:09.193995] [DEBUG] [FORECASTER] CRT: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T09:48:09.379327] [DEBUG] [FORECASTER] CRT: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1
[2025-11-25T09:48:09.569099] [DEBUG] [FORECASTER] CRT: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T09:48:09.763612] [DEBUG] [FORECASTER] CRT: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T09:48:09.955116] [DEBUG] [FORECASTER] CRT: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T09:48:10.138524] [DEBUG] [FORECASTER] CRT: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-25T09:48:10.138703] [INFO ] [CONFIGURE ] CRT: DISCARDED add_failed_moves (score: 60.00%)
[2025-11-25T09:48:10.138784] [INFO ] [CONFIGURE ] JOB ETA: 56.5m | Avg: 2.8s/test | Remaining: 1223 tests
[2025-11-25T09:48:10.138835] [INFO ] [CONFIGURE ] CRT: Testing feature 7/29: add_lag_shelf
[2025-11-25T09:48:10.138883] [INFO ] [CONFIGURE ] CRT: Testing with features: ['add_lag_shelf']
[2025-11-25T09:48:10.307676] [DEBUG] [FORECASTER] CRT: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T09:48:10.479545] [DEBUG] [FORECASTER] CRT: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T09:48:10.651373] [DEBUG] [FORECASTER] CRT: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T09:48:10.835587] [DEBUG] [FORECASTER] CRT: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-25T09:48:11.008113] [DEBUG] [FORECASTER] CRT: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T09:48:11.178831] [DEBUG] [FORECASTER] CRT: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1
[2025-11-25T09:48:11.352090] [DEBUG] [FORECASTER] CRT: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T09:48:11.531182] [DEBUG] [FORECASTER] CRT: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T09:48:11.703548] [DEBUG] [FORECASTER] CRT: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T09:48:11.876707] [DEBUG] [FORECASTER] CRT: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-25T09:48:11.876870] [INFO ] [CONFIGURE ] CRT: DISCARDED add_lag_shelf (score: 70.00%)
[2025-11-25T09:48:11.876918] [INFO ] [CONFIGURE ] JOB ETA: 56.4m | Avg: 2.8s/test | Remaining: 1222 tests
[2025-11-25T09:48:11.876957] [INFO ] [CONFIGURE ] CRT: Testing feature 8/29: add_macd
[2025-11-25T09:48:11.877052] [INFO ] [CONFIGURE ] CRT: Testing with features: ['add_vwap', 'add_macd']
[2025-11-25T09:48:12.140184] [DEBUG] [FORECASTER] CRT: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T09:48:12.403357] [DEBUG] [FORECASTER] CRT: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T09:48:12.676332] [DEBUG] [FORECASTER] CRT: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T09:48:12.947187] [DEBUG] [FORECASTER] CRT: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-25T09:48:13.217501] [DEBUG] [FORECASTER] CRT: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T09:48:13.508230] [DEBUG] [FORECASTER] CRT: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1
[2025-11-25T09:48:13.792113] [DEBUG] [FORECASTER] CRT: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T09:48:14.078676] [DEBUG] [FORECASTER] CRT: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T09:48:14.365069] [DEBUG] [FORECASTER] CRT: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T09:48:14.669874] [DEBUG] [FORECASTER] CRT: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-25T09:48:14.670087] [INFO ] [CONFIGURE ] CRT: KEPT add_macd (score: 80.00%)
[2025-11-25T09:48:14.670146] [INFO ] [CONFIGURE ] JOB ETA: 56.4m | Avg: 2.8s/test | Remaining: 1221 tests
[2025-11-25T09:48:14.670199] [INFO ] [CONFIGURE ] CRT: Testing feature 9/29: add_mfi
[2025-11-25T09:48:14.670241] [INFO ] [CONFIGURE ] CRT: Testing with features: ['add_vwap', 'add_macd', 'add_mfi']
[2025-11-25T09:48:14.973204] [DEBUG] [FORECASTER] CRT: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T09:48:15.252820] [DEBUG] [FORECASTER] CRT: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T09:48:15.548118] [DEBUG] [FORECASTER] CRT: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T09:48:15.844102] [DEBUG] [FORECASTER] CRT: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-25T09:48:16.150361] [DEBUG] [FORECASTER] CRT: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T09:48:16.475153] [DEBUG] [FORECASTER] CRT: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1
[2025-11-25T09:48:16.777249] [DEBUG] [FORECASTER] CRT: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T09:48:17.085155] [DEBUG] [FORECASTER] CRT: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T09:48:17.396353] [DEBUG] [FORECASTER] CRT: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T09:48:17.713241] [DEBUG] [FORECASTER] CRT: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-25T09:48:17.713460] [INFO ] [CONFIGURE ] CRT: DISCARDED add_mfi (score: 70.00%)
[2025-11-25T09:48:17.713529] [INFO ] [CONFIGURE ] JOB ETA: 56.3m | Avg: 2.8s/test | Remaining: 1220 tests
[2025-11-25T09:48:17.713583] [INFO ] [CONFIGURE ] CRT: Testing feature 10/29: add_momentum_acceleration
[2025-11-25T09:48:17.713631] [INFO ] [CONFIGURE ] CRT: Testing with features: ['add_vwap', 'add_macd', 'add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-11-25T09:48:18.089978] [DEBUG] [FORECASTER] CRT: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T09:48:18.469122] [DEBUG] [FORECASTER] CRT: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T09:48:18.823125] [DEBUG] [FORECASTER] CRT: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T09:48:19.196507] [DEBUG] [FORECASTER] CRT: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-25T09:48:19.569367] [DEBUG] [FORECASTER] CRT: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T09:48:19.937727] [DEBUG] [FORECASTER] CRT: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1
[2025-11-25T09:48:20.313165] [DEBUG] [FORECASTER] CRT: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T09:48:20.698971] [DEBUG] [FORECASTER] CRT: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T09:48:21.083310] [DEBUG] [FORECASTER] CRT: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T09:48:21.451254] [DEBUG] [FORECASTER] CRT: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-25T09:48:21.451430] [INFO ] [CONFIGURE ] CRT: DISCARDED add_momentum_acceleration (score: 60.00%)
[2025-11-25T09:48:21.451490] [INFO ] [CONFIGURE ] JOB ETA: 56.3m | Avg: 2.8s/test | Remaining: 1219 tests
[2025-11-25T09:48:21.451539] [INFO ] [CONFIGURE ] CRT: Testing feature 11/29: add_obv_daily
[2025-11-25T09:48:21.451586] [INFO ] [CONFIGURE ] CRT: Testing with features: ['add_vwap', 'add_macd', 'add_obv_daily']
[2025-11-25T09:48:21.754479] [DEBUG] [FORECASTER] CRT: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T09:48:22.054371] [DEBUG] [FORECASTER] CRT: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T09:48:22.354735] [DEBUG] [FORECASTER] CRT: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T09:48:22.661978] [DEBUG] [FORECASTER] CRT: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1
[2025-11-25T09:48:22.975195] [DEBUG] [FORECASTER] CRT: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T09:48:23.288677] [DEBUG] [FORECASTER] CRT: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1
[2025-11-25T09:48:23.594447] [DEBUG] [FORECASTER] CRT: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T09:48:23.918330] [DEBUG] [FORECASTER] CRT: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T09:48:24.224693] [DEBUG] [FORECASTER] CRT: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T09:48:24.533282] [DEBUG] [FORECASTER] CRT: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-25T09:48:24.533464] [INFO ] [CONFIGURE ] CRT: DISCARDED add_obv_daily (score: 40.00%)
[2025-11-25T09:48:24.533523] [INFO ] [CONFIGURE ] JOB ETA: 56.3m | Avg: 2.8s/test | Remaining: 1218 tests
[2025-11-25T09:48:24.533570] [INFO ] [CONFIGURE ] CRT: Testing feature 12/29: add_obv_interval
[2025-11-25T09:48:24.533612] [INFO ] [CONFIGURE ] CRT: Testing with features: ['add_vwap', 'add_macd', 'add_obv_interval']
[2025-11-25T09:48:24.849318] [DEBUG] [FORECASTER] CRT: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T09:48:25.148972] [DEBUG] [FORECASTER] CRT: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T09:48:25.446045] [DEBUG] [FORECASTER] CRT: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T09:48:25.746809] [DEBUG] [FORECASTER] CRT: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1
[2025-11-25T09:48:26.047252] [DEBUG] [FORECASTER] CRT: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T09:48:26.358490] [DEBUG] [FORECASTER] CRT: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1
[2025-11-25T09:48:26.660216] [DEBUG] [FORECASTER] CRT: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T09:48:26.962012] [DEBUG] [FORECASTER] CRT: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T09:48:27.258008] [DEBUG] [FORECASTER] CRT: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T09:48:27.556312] [DEBUG] [FORECASTER] CRT: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-25T09:48:27.556487] [INFO ] [CONFIGURE ] CRT: DISCARDED add_obv_interval (score: 50.00%)
[2025-11-25T09:48:27.556545] [INFO ] [CONFIGURE ] JOB ETA: 56.2m | Avg: 2.8s/test | Remaining: 1217 tests
[2025-11-25T09:48:27.556592] [INFO ] [CONFIGURE ] CRT: Testing feature 13/29: add_opening_strength
[2025-11-25T09:48:27.556636] [INFO ] [CONFIGURE ] CRT: Testing with features: ['add_vwap', 'add_macd', 'add_daily_returns', 'add_opening_strength']
[2025-11-25T09:48:27.875746] [DEBUG] [FORECASTER] CRT: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T09:48:28.208139] [DEBUG] [FORECASTER] CRT: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T09:48:28.528806] [DEBUG] [FORECASTER] CRT: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T09:48:28.851931] [DEBUG] [FORECASTER] CRT: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-25T09:48:29.192255] [DEBUG] [FORECASTER] CRT: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T09:48:29.523873] [DEBUG] [FORECASTER] CRT: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1
[2025-11-25T09:48:29.863633] [DEBUG] [FORECASTER] CRT: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T09:48:30.199436] [DEBUG] [FORECASTER] CRT: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T09:48:30.534817] [DEBUG] [FORECASTER] CRT: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T09:48:30.865432] [DEBUG] [FORECASTER] CRT: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-11-25T09:48:30.865612] [INFO ] [CONFIGURE ] CRT: DISCARDED add_opening_strength (score: 50.00%)
[2025-11-25T09:48:30.865692] [INFO ] [CONFIGURE ] JOB ETA: 56.2m | Avg: 2.8s/test | Remaining: 1216 tests
[2025-11-25T09:48:30.865742] [INFO ] [CONFIGURE ] CRT: Testing feature 14/29: add_order_flow_imbalance
[2025-11-25T09:48:30.865778] [INFO ] [CONFIGURE ] CRT: Testing with features: ['add_vwap', 'add_macd', 'add_order_flow_imbalance']
[2025-11-25T09:48:31.149968] [DEBUG] [FORECASTER] CRT: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T09:48:31.436161] [DEBUG] [FORECASTER] CRT: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T09:48:31.717783] [DEBUG] [FORECASTER] CRT: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T09:48:32.000456] [DEBUG] [FORECASTER] CRT: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1
[2025-11-25T09:48:32.279695] [DEBUG] [FORECASTER] CRT: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T09:48:32.561886] [DEBUG] [FORECASTER] CRT: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1
[2025-11-25T09:48:32.844572] [DEBUG] [FORECASTER] CRT: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T09:48:33.128340] [DEBUG] [FORECASTER] CRT: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T09:48:33.422329] [DEBUG] [FORECASTER] CRT: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T09:48:33.715146] [DEBUG] [FORECASTER] CRT: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-25T09:48:33.715372] [INFO ] [CONFIGURE ] CRT: DISCARDED add_order_flow_imbalance (score: 60.00%)
[2025-11-25T09:48:33.715432] [INFO ] [CONFIGURE ] JOB ETA: 56.1m | Avg: 2.8s/test | Remaining: 1215 tests
[2025-11-25T09:48:33.715481] [INFO ] [CONFIGURE ] CRT: Testing feature 15/29: add_pbf_morning_momentum
[2025-11-25T09:48:33.715526] [INFO ] [CONFIGURE ] CRT: Testing with features: ['add_vwap', 'add_macd', 'add_pbf_morning_momentum']
[2025-11-25T09:48:33.983763] [DEBUG] [FORECASTER] CRT: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T09:48:34.255798] [DEBUG] [FORECASTER] CRT: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T09:48:34.556198] [DEBUG] [FORECASTER] CRT: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T09:48:34.853925] [DEBUG] [FORECASTER] CRT: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-25T09:48:35.152352] [DEBUG] [FORECASTER] CRT: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T09:48:35.456484] [DEBUG] [FORECASTER] CRT: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1
[2025-11-25T09:48:35.756941] [DEBUG] [FORECASTER] CRT: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T09:48:36.061530] [DEBUG] [FORECASTER] CRT: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T09:48:36.351082] [DEBUG] [FORECASTER] CRT: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T09:48:36.641413] [DEBUG] [FORECASTER] CRT: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-25T09:48:36.641670] [INFO ] [CONFIGURE ] CRT: DISCARDED add_pbf_morning_momentum (score: 70.00%)
[2025-11-25T09:48:36.641732] [INFO ] [CONFIGURE ] JOB ETA: 56.1m | Avg: 2.8s/test | Remaining: 1214 tests
[2025-11-25T09:48:36.641779] [INFO ] [CONFIGURE ] CRT: Testing feature 16/29: add_pbf_overnight_gap
[2025-11-25T09:48:36.641822] [INFO ] [CONFIGURE ] CRT: Testing with features: ['add_vwap', 'add_macd', 'add_pbf_overnight_gap']
[2025-11-25T09:48:36.924982] [DEBUG] [FORECASTER] CRT: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T09:48:37.226558] [DEBUG] [FORECASTER] CRT: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T09:48:37.563496] [DEBUG] [FORECASTER] CRT: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T09:48:37.930259] [DEBUG] [FORECASTER] CRT: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1
[2025-11-25T09:48:38.307469] [DEBUG] [FORECASTER] CRT: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T09:48:38.634604] [DEBUG] [FORECASTER] CRT: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1
[2025-11-25T09:48:38.925469] [DEBUG] [FORECASTER] CRT: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T09:48:39.217899] [DEBUG] [FORECASTER] CRT: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T09:48:39.521301] [DEBUG] [FORECASTER] CRT: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T09:48:39.818389] [DEBUG] [FORECASTER] CRT: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-25T09:48:39.818584] [INFO ] [CONFIGURE ] CRT: DISCARDED add_pbf_overnight_gap (score: 70.00%)
[2025-11-25T09:48:39.818665] [INFO ] [CONFIGURE ] JOB ETA: 56.0m | Avg: 2.8s/test | Remaining: 1213 tests
[2025-11-25T09:48:39.818718] [INFO ] [CONFIGURE ] CRT: Testing feature 17/29: add_pbf_return_2d
[2025-11-25T09:48:39.818763] [INFO ] [CONFIGURE ] CRT: Testing with features: ['add_vwap', 'add_macd', 'add_pbf_return_2d']
[2025-11-25T09:48:40.134846] [DEBUG] [FORECASTER] CRT: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T09:48:40.465277] [DEBUG] [FORECASTER] CRT: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T09:48:40.782903] [DEBUG] [FORECASTER] CRT: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T09:48:41.106811] [DEBUG] [FORECASTER] CRT: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1
[2025-11-25T09:48:41.441638] [DEBUG] [FORECASTER] CRT: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T09:48:41.766675] [DEBUG] [FORECASTER] CRT: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1
[2025-11-25T09:48:42.082079] [DEBUG] [FORECASTER] CRT: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T09:48:42.396563] [DEBUG] [FORECASTER] CRT: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T09:48:42.727354] [DEBUG] [FORECASTER] CRT: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T09:48:43.035339] [DEBUG] [FORECASTER] CRT: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-11-25T09:48:43.035521] [INFO ] [CONFIGURE ] CRT: DISCARDED add_pbf_return_2d (score: 30.00%)
[2025-11-25T09:48:43.035581] [INFO ] [CONFIGURE ] JOB ETA: 56.0m | Avg: 2.8s/test | Remaining: 1212 tests
[2025-11-25T09:48:43.035629] [INFO ] [CONFIGURE ] CRT: Testing feature 18/29: add_pbf_volatility_5d
[2025-11-25T09:48:43.035697] [INFO ] [CONFIGURE ] CRT: Testing with features: ['add_vwap', 'add_macd', 'add_pbf_volatility_5d']
[2025-11-25T09:48:43.328216] [DEBUG] [FORECASTER] CRT: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T09:48:43.619576] [DEBUG] [FORECASTER] CRT: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T09:48:43.916824] [DEBUG] [FORECASTER] CRT: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T09:48:44.211939] [DEBUG] [FORECASTER] CRT: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1
[2025-11-25T09:48:44.509570] [DEBUG] [FORECASTER] CRT: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T09:48:44.815449] [DEBUG] [FORECASTER] CRT: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1
[2025-11-25T09:48:45.101325] [DEBUG] [FORECASTER] CRT: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T09:48:45.376041] [DEBUG] [FORECASTER] CRT: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T09:48:45.682453] [DEBUG] [FORECASTER] CRT: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T09:48:45.977176] [DEBUG] [FORECASTER] CRT: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-25T09:48:45.977367] [INFO ] [CONFIGURE ] CRT: DISCARDED add_pbf_volatility_5d (score: 70.00%)
[2025-11-25T09:48:45.977428] [INFO ] [CONFIGURE ] JOB ETA: 55.9m | Avg: 2.8s/test | Remaining: 1211 tests
[2025-11-25T09:48:45.977477] [INFO ] [CONFIGURE ] CRT: Testing feature 19/29: add_pbf_vs_sma_5
[2025-11-25T09:48:45.977524] [INFO ] [CONFIGURE ] CRT: Testing with features: ['add_vwap', 'add_macd', 'add_pbf_vs_sma_5']
[2025-11-25T09:48:46.250111] [DEBUG] [FORECASTER] CRT: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T09:48:46.529482] [DEBUG] [FORECASTER] CRT: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T09:48:46.810727] [DEBUG] [FORECASTER] CRT: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T09:48:47.083287] [DEBUG] [FORECASTER] CRT: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-25T09:48:47.363221] [DEBUG] [FORECASTER] CRT: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T09:48:47.643502] [DEBUG] [FORECASTER] CRT: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1
[2025-11-25T09:48:47.939631] [DEBUG] [FORECASTER] CRT: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T09:48:48.223295] [DEBUG] [FORECASTER] CRT: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T09:48:48.504983] [DEBUG] [FORECASTER] CRT: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T09:48:48.788959] [DEBUG] [FORECASTER] CRT: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-25T09:48:48.789152] [INFO ] [CONFIGURE ] CRT: DISCARDED add_pbf_vs_sma_5 (score: 70.00%)
[2025-11-25T09:48:48.789213] [INFO ] [CONFIGURE ] JOB ETA: 55.9m | Avg: 2.8s/test | Remaining: 1210 tests
[2025-11-25T09:48:48.789263] [INFO ] [CONFIGURE ] CRT: Testing feature 20/29: add_price_rejection
[2025-11-25T09:48:48.789309] [INFO ] [CONFIGURE ] CRT: Testing with features: ['add_vwap', 'add_macd', 'add_price_rejection']
[2025-11-25T09:48:49.106923] [DEBUG] [FORECASTER] CRT: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T09:48:49.427957] [DEBUG] [FORECASTER] CRT: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T09:48:49.751265] [DEBUG] [FORECASTER] CRT: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T09:48:50.058992] [DEBUG] [FORECASTER] CRT: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1
[2025-11-25T09:48:50.365193] [DEBUG] [FORECASTER] CRT: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T09:48:50.685310] [DEBUG] [FORECASTER] CRT: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1
[2025-11-25T09:48:50.987113] [DEBUG] [FORECASTER] CRT: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T09:48:51.273546] [DEBUG] [FORECASTER] CRT: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T09:48:51.564917] [DEBUG] [FORECASTER] CRT: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T09:48:51.876729] [DEBUG] [FORECASTER] CRT: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-25T09:48:51.876915] [INFO ] [CONFIGURE ] CRT: DISCARDED add_price_rejection (score: 60.00%)
[2025-11-25T09:48:51.876975] [INFO ] [CONFIGURE ] JOB ETA: 55.9m | Avg: 2.8s/test | Remaining: 1209 tests
[2025-11-25T09:48:51.877023] [INFO ] [CONFIGURE ] CRT: Testing feature 21/29: add_range_position
[2025-11-25T09:48:51.877088] [INFO ] [CONFIGURE ] CRT: Testing with features: ['add_vwap', 'add_macd', 'add_range_position']
[2025-11-25T09:48:52.171238] [DEBUG] [FORECASTER] CRT: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T09:48:52.471611] [DEBUG] [FORECASTER] CRT: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T09:48:52.781569] [DEBUG] [FORECASTER] CRT: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T09:48:53.092559] [DEBUG] [FORECASTER] CRT: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-25T09:48:53.441250] [DEBUG] [FORECASTER] CRT: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T09:48:53.747175] [DEBUG] [FORECASTER] CRT: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1
[2025-11-25T09:48:54.042109] [DEBUG] [FORECASTER] CRT: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T09:48:54.337324] [DEBUG] [FORECASTER] CRT: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T09:48:54.641016] [DEBUG] [FORECASTER] CRT: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T09:48:54.929848] [DEBUG] [FORECASTER] CRT: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-25T09:48:54.930033] [INFO ] [CONFIGURE ] CRT: DISCARDED add_range_position (score: 80.00%)
[2025-11-25T09:48:54.930090] [INFO ] [CONFIGURE ] JOB ETA: 55.8m | Avg: 2.8s/test | Remaining: 1208 tests
[2025-11-25T09:48:54.930138] [INFO ] [CONFIGURE ] CRT: Testing feature 22/29: add_realized_volatility
[2025-11-25T09:48:54.930182] [INFO ] [CONFIGURE ] CRT: Testing with features: ['add_vwap', 'add_macd', 'add_realized_volatility']
[2025-11-25T09:48:55.316016] [DEBUG] [FORECASTER] CRT: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T09:48:55.722929] [DEBUG] [FORECASTER] CRT: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T09:48:56.138485] [DEBUG] [FORECASTER] CRT: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T09:48:56.547810] [DEBUG] [FORECASTER] CRT: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-25T09:48:56.955187] [DEBUG] [FORECASTER] CRT: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T09:48:57.385839] [DEBUG] [FORECASTER] CRT: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1
[2025-11-25T09:48:57.793374] [DEBUG] [FORECASTER] CRT: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T09:48:58.205461] [DEBUG] [FORECASTER] CRT: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T09:48:58.621561] [DEBUG] [FORECASTER] CRT: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T09:48:59.038335] [DEBUG] [FORECASTER] CRT: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-25T09:48:59.038540] [INFO ] [CONFIGURE ] CRT: DISCARDED add_realized_volatility (score: 50.00%)
[2025-11-25T09:48:59.038605] [INFO ] [CONFIGURE ] JOB ETA: 55.8m | Avg: 2.8s/test | Remaining: 1207 tests
[2025-11-25T09:48:59.038683] [INFO ] [CONFIGURE ] CRT: Testing feature 23/29: add_recent_range_context
[2025-11-25T09:48:59.038743] [INFO ] [CONFIGURE ] CRT: Testing with features: ['add_vwap', 'add_macd', 'add_recent_range_context']
[2025-11-25T09:48:59.356705] [DEBUG] [FORECASTER] CRT: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T09:48:59.669665] [DEBUG] [FORECASTER] CRT: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T09:48:59.989310] [DEBUG] [FORECASTER] CRT: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T09:49:00.310955] [DEBUG] [FORECASTER] CRT: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-25T09:49:00.613145] [DEBUG] [FORECASTER] CRT: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T09:49:00.924166] [DEBUG] [FORECASTER] CRT: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1
[2025-11-25T09:49:01.966034] [DEBUG] [FORECASTER] CRT: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T09:49:02.260612] [DEBUG] [FORECASTER] CRT: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T09:49:02.566814] [DEBUG] [FORECASTER] CRT: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T09:49:02.867003] [DEBUG] [FORECASTER] CRT: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-25T09:49:02.867218] [INFO ] [CONFIGURE ] CRT: DISCARDED add_recent_range_context (score: 60.00%)
[2025-11-25T09:49:02.867279] [INFO ] [CONFIGURE ] JOB ETA: 55.7m | Avg: 2.8s/test | Remaining: 1206 tests
[2025-11-25T09:49:02.867329] [INFO ] [CONFIGURE ] CRT: Testing feature 24/29: add_rsi
[2025-11-25T09:49:02.867376] [INFO ] [CONFIGURE ] CRT: Testing with features: ['add_vwap', 'add_macd', 'add_ema', 'add_rsi']
[2025-11-25T09:49:03.182550] [DEBUG] [FORECASTER] CRT: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T09:49:03.499501] [DEBUG] [FORECASTER] CRT: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T09:49:03.814055] [DEBUG] [FORECASTER] CRT: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T09:49:04.133247] [DEBUG] [FORECASTER] CRT: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1
[2025-11-25T09:49:04.445367] [DEBUG] [FORECASTER] CRT: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T09:49:04.764858] [DEBUG] [FORECASTER] CRT: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1
[2025-11-25T09:49:05.074145] [DEBUG] [FORECASTER] CRT: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T09:49:05.376198] [DEBUG] [FORECASTER] CRT: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T09:49:05.698193] [DEBUG] [FORECASTER] CRT: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T09:49:06.009477] [DEBUG] [FORECASTER] CRT: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-11-25T09:49:06.009692] [INFO ] [CONFIGURE ] CRT: DISCARDED add_rsi (score: 40.00%)
[2025-11-25T09:49:06.009751] [INFO ] [CONFIGURE ] JOB ETA: 55.7m | Avg: 2.8s/test | Remaining: 1205 tests
[2025-11-25T09:49:06.009799] [INFO ] [CONFIGURE ] CRT: Testing feature 25/29: add_tick_distribution
[2025-11-25T09:49:06.009843] [INFO ] [CONFIGURE ] CRT: Testing with features: ['add_vwap', 'add_macd', 'add_tick_distribution']
[2025-11-25T09:49:06.276264] [DEBUG] [FORECASTER] CRT: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T09:49:06.543279] [DEBUG] [FORECASTER] CRT: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T09:49:06.809817] [DEBUG] [FORECASTER] CRT: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T09:49:07.077326] [DEBUG] [FORECASTER] CRT: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-25T09:49:07.358427] [DEBUG] [FORECASTER] CRT: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T09:49:07.623159] [DEBUG] [FORECASTER] CRT: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1
[2025-11-25T09:49:07.898353] [DEBUG] [FORECASTER] CRT: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T09:49:08.165918] [DEBUG] [FORECASTER] CRT: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T09:49:08.429490] [DEBUG] [FORECASTER] CRT: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T09:49:08.704039] [DEBUG] [FORECASTER] CRT: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-11-25T09:49:08.704236] [INFO ] [CONFIGURE ] CRT: DISCARDED add_tick_distribution (score: 50.00%)
[2025-11-25T09:49:08.704298] [INFO ] [CONFIGURE ] JOB ETA: 55.6m | Avg: 2.8s/test | Remaining: 1204 tests
[2025-11-25T09:49:08.704346] [INFO ] [CONFIGURE ] CRT: Testing feature 26/29: add_volume_momentum_confirmation
[2025-11-25T09:49:08.704392] [INFO ] [CONFIGURE ] CRT: Testing with features: ['add_vwap', 'add_macd', 'add_volume_momentum_confirmation']
[2025-11-25T09:49:08.989265] [DEBUG] [FORECASTER] CRT: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T09:49:09.284705] [DEBUG] [FORECASTER] CRT: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T09:49:09.579992] [DEBUG] [FORECASTER] CRT: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T09:49:09.890438] [DEBUG] [FORECASTER] CRT: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-25T09:49:10.199405] [DEBUG] [FORECASTER] CRT: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T09:49:10.506942] [DEBUG] [FORECASTER] CRT: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1
[2025-11-25T09:49:10.820704] [DEBUG] [FORECASTER] CRT: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T09:49:11.127183] [DEBUG] [FORECASTER] CRT: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T09:49:11.400720] [DEBUG] [FORECASTER] CRT: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T09:49:11.674138] [DEBUG] [FORECASTER] CRT: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-25T09:49:11.674307] [INFO ] [CONFIGURE ] CRT: DISCARDED add_volume_momentum_confirmation (score: 60.00%)
[2025-11-25T09:49:11.674367] [INFO ] [CONFIGURE ] JOB ETA: 55.6m | Avg: 2.8s/test | Remaining: 1203 tests
[2025-11-25T09:49:11.674416] [INFO ] [CONFIGURE ] CRT: Testing feature 27/29: add_volume_price_divergence
[2025-11-25T09:49:11.674460] [INFO ] [CONFIGURE ] CRT: Testing with features: ['add_vwap', 'add_macd', 'add_volume_price_divergence']
[2025-11-25T09:49:11.955696] [DEBUG] [FORECASTER] CRT: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T09:49:12.235977] [DEBUG] [FORECASTER] CRT: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T09:49:12.524142] [DEBUG] [FORECASTER] CRT: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T09:49:12.805048] [DEBUG] [FORECASTER] CRT: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-25T09:49:13.090988] [DEBUG] [FORECASTER] CRT: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T09:49:13.374777] [DEBUG] [FORECASTER] CRT: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1
[2025-11-25T09:49:13.665491] [DEBUG] [FORECASTER] CRT: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T09:49:13.953900] [DEBUG] [FORECASTER] CRT: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T09:49:14.244816] [DEBUG] [FORECASTER] CRT: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T09:49:14.535399] [DEBUG] [FORECASTER] CRT: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-25T09:49:14.535547] [INFO ] [CONFIGURE ] CRT: DISCARDED add_volume_price_divergence (score: 80.00%)
[2025-11-25T09:49:14.535609] [INFO ] [CONFIGURE ] JOB ETA: 55.6m | Avg: 2.8s/test | Remaining: 1202 tests
[2025-11-25T09:49:14.535678] [INFO ] [CONFIGURE ] CRT: Testing feature 28/29: add_volume_profile
[2025-11-25T09:49:14.535725] [INFO ] [CONFIGURE ] CRT: Testing with features: ['add_vwap', 'add_macd', 'add_volume_profile']
[2025-11-25T09:49:14.820264] [DEBUG] [FORECASTER] CRT: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T09:49:15.086735] [DEBUG] [FORECASTER] CRT: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T09:49:15.369903] [DEBUG] [FORECASTER] CRT: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T09:49:15.639761] [DEBUG] [FORECASTER] CRT: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-25T09:49:15.909708] [DEBUG] [FORECASTER] CRT: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T09:49:16.181020] [DEBUG] [FORECASTER] CRT: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1
[2025-11-25T09:49:16.462440] [DEBUG] [FORECASTER] CRT: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T09:49:16.763766] [DEBUG] [FORECASTER] CRT: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T09:49:17.048634] [DEBUG] [FORECASTER] CRT: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T09:49:17.363841] [DEBUG] [FORECASTER] CRT: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-25T09:49:17.364068] [INFO ] [CONFIGURE ] CRT: DISCARDED add_volume_profile (score: 60.00%)
[2025-11-25T09:49:17.364158] [INFO ] [CONFIGURE ] JOB ETA: 55.5m | Avg: 2.8s/test | Remaining: 1201 tests
[2025-11-25T09:49:17.364231] [INFO ] [CONFIGURE ] CRT: ===== FEATURE SELECTION COMPLETE =====
[2025-11-25T09:49:17.364292] [INFO ] [CONFIGURE ] CRT: Best accuracy: 80.00%
[2025-11-25T09:49:17.364342] [INFO ] [CONFIGURE ] CRT: Best feature set (2 features): ['add_vwap', 'add_macd']
[2025-11-25T09:49:17.364397] [INFO ] [CONFIGURE ] CRT: Improvement over baseline: 10.00%
[2025-11-25T09:49:17.364453] [INFO ] [CONFIGURE ] CRT: Total time: 1.3 minutes
[2025-11-25T09:49:17.364510] [INFO ] [CONFIGURE ] CRT: Average time per feature: 2.9 seconds
[2025-11-25T09:49:17.364563] [INFO ] [CONFIGURE ] CRT: Average speed: 0.36 features/sec
[2025-11-25T09:49:17.364990] [INFO ] [LOCAL     ] Saved configuration for CRT: 2 features, 80.00% accuracy -> ./output/feature-sets/CRT.json
[2025-11-25T09:49:17.365062] [INFO ] [CONFIGURE ] CRT: Configuration saved successfully: 2 features, 80.00% accuracy.
[2025-11-25T09:49:17.365114] [INFO ] [sig       ] [124/164] Successfully configured CRT | 0.01 sym/s | Total: 2.8h | ETA: 54.3m
[2025-11-25T09:49:17.365164] [INFO ] [sig       ] [125/164] Configuring CSV...
[2025-11-25T09:49:17.365207] [INFO ] [CONFIGURE ] CSV: Configurate test run.
[2025-11-25T09:49:17.365249] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CSV' from 'https://tdm.silogroup.org/data/derivative_storage/CSV.csv'.
[2025-11-25T09:49:17.379947] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'CSV'.
[2025-11-25T09:49:17.380446] [INFO ] [CONFIGURE ] CSV: Testing with 29 available features
[2025-11-25T09:49:17.380507] [INFO ] [CONFIGURE ] CSV: Establishing baseline with no features...
[2025-11-25T09:49:17.565431] [DEBUG] [FORECASTER] CSV: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T09:49:17.759326] [DEBUG] [FORECASTER] CSV: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T09:49:17.948742] [DEBUG] [FORECASTER] CSV: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T09:49:18.135274] [DEBUG] [FORECASTER] CSV: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T09:49:18.320966] [DEBUG] [FORECASTER] CSV: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T09:49:18.503902] [DEBUG] [FORECASTER] CSV: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T09:49:18.691885] [DEBUG] [FORECASTER] CSV: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T09:49:18.882564] [DEBUG] [FORECASTER] CSV: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T09:49:19.070933] [DEBUG] [FORECASTER] CSV: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-25T09:49:19.261568] [DEBUG] [FORECASTER] CSV: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-11-25T09:49:19.261755] [INFO ] [CONFIGURE ] CSV: Baseline score (no features): 40.00%
[2025-11-25T09:49:19.261813] [INFO ] [CONFIGURE ] CSV: Testing feature 1/29: add_bollinger_bands
[2025-11-25T09:49:19.261898] [INFO ] [CONFIGURE ] CSV: Testing with features: ['add_bollinger_bands']
[2025-11-25T09:49:19.485379] [DEBUG] [FORECASTER] CSV: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T09:49:19.729862] [DEBUG] [FORECASTER] CSV: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T09:49:19.951698] [DEBUG] [FORECASTER] CSV: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T09:49:20.175994] [DEBUG] [FORECASTER] CSV: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T09:49:20.403043] [DEBUG] [FORECASTER] CSV: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T09:49:20.629464] [DEBUG] [FORECASTER] CSV: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T09:49:20.865446] [DEBUG] [FORECASTER] CSV: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T09:49:21.097248] [DEBUG] [FORECASTER] CSV: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T09:49:21.317074] [DEBUG] [FORECASTER] CSV: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T09:49:21.546443] [DEBUG] [FORECASTER] CSV: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-11-25T09:49:21.546609] [INFO ] [CONFIGURE ] CSV: KEPT add_bollinger_bands (score: 60.00%)
[2025-11-25T09:49:21.546675] [INFO ] [CONFIGURE ] JOB ETA: 55.5m | Avg: 2.8s/test | Remaining: 1200 tests
[2025-11-25T09:49:21.546740] [INFO ] [CONFIGURE ] CSV: Testing feature 2/29: add_cumulative_delta
[2025-11-25T09:49:21.546926] [INFO ] [CONFIGURE ] CSV: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta']
[2025-11-25T09:49:21.806364] [DEBUG] [FORECASTER] CSV: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T09:49:22.061492] [DEBUG] [FORECASTER] CSV: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T09:49:22.312497] [DEBUG] [FORECASTER] CSV: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T09:49:22.573437] [DEBUG] [FORECASTER] CSV: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T09:49:22.829121] [DEBUG] [FORECASTER] CSV: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T09:49:23.098728] [DEBUG] [FORECASTER] CSV: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T09:49:23.355733] [DEBUG] [FORECASTER] CSV: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T09:49:23.622548] [DEBUG] [FORECASTER] CSV: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T09:49:23.884719] [DEBUG] [FORECASTER] CSV: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-25T09:49:24.156973] [DEBUG] [FORECASTER] CSV: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-11-25T09:49:24.157166] [INFO ] [CONFIGURE ] CSV: DISCARDED add_cumulative_delta (score: 50.00%)
[2025-11-25T09:49:24.157230] [INFO ] [CONFIGURE ] JOB ETA: 55.4m | Avg: 2.8s/test | Remaining: 1199 tests
[2025-11-25T09:49:24.157280] [INFO ] [CONFIGURE ] CSV: Testing feature 3/29: add_daily_returns
[2025-11-25T09:49:24.157324] [INFO ] [CONFIGURE ] CSV: Testing with features: ['add_bollinger_bands', 'add_daily_returns']
[2025-11-25T09:49:24.401984] [DEBUG] [FORECASTER] CSV: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T09:49:24.651891] [DEBUG] [FORECASTER] CSV: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0
[2025-11-25T09:49:24.899728] [DEBUG] [FORECASTER] CSV: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T09:49:25.151906] [DEBUG] [FORECASTER] CSV: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T09:49:25.393794] [DEBUG] [FORECASTER] CSV: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-25T09:49:25.663860] [DEBUG] [FORECASTER] CSV: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T09:49:25.924202] [DEBUG] [FORECASTER] CSV: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T09:49:26.203831] [DEBUG] [FORECASTER] CSV: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T09:49:26.443169] [DEBUG] [FORECASTER] CSV: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-25T09:49:26.661625] [DEBUG] [FORECASTER] CSV: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-11-25T09:49:26.661852] [INFO ] [CONFIGURE ] CSV: DISCARDED add_daily_returns (score: 40.00%)
[2025-11-25T09:49:26.661931] [INFO ] [CONFIGURE ] JOB ETA: 55.4m | Avg: 2.8s/test | Remaining: 1198 tests
[2025-11-25T09:49:26.661979] [INFO ] [CONFIGURE ] CSV: Testing feature 4/29: add_ema
[2025-11-25T09:49:26.662018] [INFO ] [CONFIGURE ] CSV: Testing with features: ['add_bollinger_bands', 'add_ema']
[2025-11-25T09:49:26.919636] [DEBUG] [FORECASTER] CSV: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T09:49:27.165547] [DEBUG] [FORECASTER] CSV: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0
[2025-11-25T09:49:27.412219] [DEBUG] [FORECASTER] CSV: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T09:49:27.667330] [DEBUG] [FORECASTER] CSV: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T09:49:27.921340] [DEBUG] [FORECASTER] CSV: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-25T09:49:28.165202] [DEBUG] [FORECASTER] CSV: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T09:49:28.412355] [DEBUG] [FORECASTER] CSV: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T09:49:28.669743] [DEBUG] [FORECASTER] CSV: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T09:49:28.920600] [DEBUG] [FORECASTER] CSV: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T09:49:29.171381] [DEBUG] [FORECASTER] CSV: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-11-25T09:49:29.171574] [INFO ] [CONFIGURE ] CSV: DISCARDED add_ema (score: 50.00%)
[2025-11-25T09:49:29.171624] [INFO ] [CONFIGURE ] JOB ETA: 55.3m | Avg: 2.8s/test | Remaining: 1197 tests
[2025-11-25T09:49:29.171713] [INFO ] [CONFIGURE ] CSV: Testing feature 5/29: add_exhaustion_signals
[2025-11-25T09:49:29.171767] [INFO ] [CONFIGURE ] CSV: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals']
[2025-11-25T09:49:29.427771] [DEBUG] [FORECASTER] CSV: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T09:49:29.685059] [DEBUG] [FORECASTER] CSV: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T09:49:29.945356] [DEBUG] [FORECASTER] CSV: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T09:49:30.202023] [DEBUG] [FORECASTER] CSV: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T09:49:30.459564] [DEBUG] [FORECASTER] CSV: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T09:49:30.709888] [DEBUG] [FORECASTER] CSV: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T09:49:30.961133] [DEBUG] [FORECASTER] CSV: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T09:49:31.217600] [DEBUG] [FORECASTER] CSV: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T09:49:31.475079] [DEBUG] [FORECASTER] CSV: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-25T09:49:31.739429] [DEBUG] [FORECASTER] CSV: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-11-25T09:49:31.739615] [INFO ] [CONFIGURE ] CSV: DISCARDED add_exhaustion_signals (score: 30.00%)
[2025-11-25T09:49:31.739693] [INFO ] [CONFIGURE ] JOB ETA: 55.3m | Avg: 2.8s/test | Remaining: 1196 tests
[2025-11-25T09:49:31.739741] [INFO ] [CONFIGURE ] CSV: Testing feature 6/29: add_failed_moves
[2025-11-25T09:49:31.739785] [INFO ] [CONFIGURE ] CSV: Testing with features: ['add_bollinger_bands', 'add_failed_moves']
[2025-11-25T09:49:31.956347] [DEBUG] [FORECASTER] CSV: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T09:49:32.172145] [DEBUG] [FORECASTER] CSV: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T09:49:32.390407] [DEBUG] [FORECASTER] CSV: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T09:49:32.608394] [DEBUG] [FORECASTER] CSV: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T09:49:32.824310] [DEBUG] [FORECASTER] CSV: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T09:49:33.038694] [DEBUG] [FORECASTER] CSV: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T09:49:33.276508] [DEBUG] [FORECASTER] CSV: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T09:49:33.501416] [DEBUG] [FORECASTER] CSV: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T09:49:33.725020] [DEBUG] [FORECASTER] CSV: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-25T09:49:33.945397] [DEBUG] [FORECASTER] CSV: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-11-25T09:49:33.945662] [INFO ] [CONFIGURE ] CSV: DISCARDED add_failed_moves (score: 50.00%)
[2025-11-25T09:49:33.945745] [INFO ] [CONFIGURE ] JOB ETA: 55.2m | Avg: 2.8s/test | Remaining: 1195 tests
[2025-11-25T09:49:33.945798] [INFO ] [CONFIGURE ] CSV: Testing feature 7/29: add_lag_shelf
[2025-11-25T09:49:33.945848] [INFO ] [CONFIGURE ] CSV: Testing with features: ['add_bollinger_bands', 'add_lag_shelf']
[2025-11-25T09:49:34.153663] [DEBUG] [FORECASTER] CSV: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T09:49:34.362789] [DEBUG] [FORECASTER] CSV: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T09:49:34.566542] [DEBUG] [FORECASTER] CSV: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T09:49:34.768247] [DEBUG] [FORECASTER] CSV: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T09:49:34.969941] [DEBUG] [FORECASTER] CSV: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T09:49:35.171100] [DEBUG] [FORECASTER] CSV: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T09:49:35.373117] [DEBUG] [FORECASTER] CSV: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T09:49:35.575342] [DEBUG] [FORECASTER] CSV: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T09:49:35.784468] [DEBUG] [FORECASTER] CSV: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-25T09:49:35.987406] [DEBUG] [FORECASTER] CSV: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-11-25T09:49:35.987549] [INFO ] [CONFIGURE ] CSV: DISCARDED add_lag_shelf (score: 50.00%)
[2025-11-25T09:49:35.987596] [INFO ] [CONFIGURE ] JOB ETA: 55.2m | Avg: 2.8s/test | Remaining: 1194 tests
[2025-11-25T09:49:35.987635] [INFO ] [CONFIGURE ] CSV: Testing feature 8/29: add_macd
[2025-11-25T09:49:35.987714] [INFO ] [CONFIGURE ] CSV: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd']
[2025-11-25T09:49:36.275898] [DEBUG] [FORECASTER] CSV: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T09:49:36.565359] [DEBUG] [FORECASTER] CSV: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T09:49:36.857245] [DEBUG] [FORECASTER] CSV: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T09:49:37.149280] [DEBUG] [FORECASTER] CSV: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T09:49:37.472281] [DEBUG] [FORECASTER] CSV: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T09:49:37.770952] [DEBUG] [FORECASTER] CSV: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T09:49:38.067731] [DEBUG] [FORECASTER] CSV: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T09:49:38.361928] [DEBUG] [FORECASTER] CSV: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T09:49:38.654505] [DEBUG] [FORECASTER] CSV: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-25T09:49:38.957052] [DEBUG] [FORECASTER] CSV: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-11-25T09:49:38.957294] [INFO ] [CONFIGURE ] CSV: DISCARDED add_macd (score: 30.00%)
[2025-11-25T09:49:38.957352] [INFO ] [CONFIGURE ] JOB ETA: 55.1m | Avg: 2.8s/test | Remaining: 1193 tests
[2025-11-25T09:49:38.957399] [INFO ] [CONFIGURE ] CSV: Testing feature 9/29: add_mfi
[2025-11-25T09:49:38.957441] [INFO ] [CONFIGURE ] CSV: Testing with features: ['add_bollinger_bands', 'add_mfi']
[2025-11-25T09:49:39.167332] [DEBUG] [FORECASTER] CSV: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T09:49:39.378223] [DEBUG] [FORECASTER] CSV: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T09:49:39.595303] [DEBUG] [FORECASTER] CSV: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T09:49:39.810184] [DEBUG] [FORECASTER] CSV: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T09:49:40.026961] [DEBUG] [FORECASTER] CSV: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T09:49:40.244046] [DEBUG] [FORECASTER] CSV: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T09:49:40.460733] [DEBUG] [FORECASTER] CSV: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T09:49:40.676889] [DEBUG] [FORECASTER] CSV: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T09:49:40.893102] [DEBUG] [FORECASTER] CSV: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-25T09:49:41.129831] [DEBUG] [FORECASTER] CSV: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-11-25T09:49:41.130014] [INFO ] [CONFIGURE ] CSV: DISCARDED add_mfi (score: 50.00%)
[2025-11-25T09:49:41.130071] [INFO ] [CONFIGURE ] JOB ETA: 55.1m | Avg: 2.8s/test | Remaining: 1192 tests
[2025-11-25T09:49:41.130117] [INFO ] [CONFIGURE ] CSV: Testing feature 10/29: add_momentum_acceleration
[2025-11-25T09:49:41.130160] [INFO ] [CONFIGURE ] CSV: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-11-25T09:49:41.428876] [DEBUG] [FORECASTER] CSV: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T09:49:41.743611] [DEBUG] [FORECASTER] CSV: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T09:49:42.064779] [DEBUG] [FORECASTER] CSV: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T09:49:42.371097] [DEBUG] [FORECASTER] CSV: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T09:49:42.680278] [DEBUG] [FORECASTER] CSV: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T09:49:42.980311] [DEBUG] [FORECASTER] CSV: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T09:49:43.288147] [DEBUG] [FORECASTER] CSV: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T09:49:43.597956] [DEBUG] [FORECASTER] CSV: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T09:49:43.911821] [DEBUG] [FORECASTER] CSV: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-25T09:49:44.220023] [DEBUG] [FORECASTER] CSV: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-11-25T09:49:44.220222] [INFO ] [CONFIGURE ] CSV: DISCARDED add_momentum_acceleration (score: 40.00%)
[2025-11-25T09:49:44.220279] [INFO ] [CONFIGURE ] JOB ETA: 55.0m | Avg: 2.8s/test | Remaining: 1191 tests
[2025-11-25T09:49:44.220327] [INFO ] [CONFIGURE ] CSV: Testing feature 11/29: add_obv_daily
[2025-11-25T09:49:44.220370] [INFO ] [CONFIGURE ] CSV: Testing with features: ['add_bollinger_bands', 'add_obv_daily']
[2025-11-25T09:49:44.460978] [DEBUG] [FORECASTER] CSV: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T09:49:44.708841] [DEBUG] [FORECASTER] CSV: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T09:49:44.948354] [DEBUG] [FORECASTER] CSV: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T09:49:45.187371] [DEBUG] [FORECASTER] CSV: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T09:49:45.422452] [DEBUG] [FORECASTER] CSV: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-25T09:49:45.672354] [DEBUG] [FORECASTER] CSV: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T09:49:45.912218] [DEBUG] [FORECASTER] CSV: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T09:49:46.153669] [DEBUG] [FORECASTER] CSV: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T09:49:46.399074] [DEBUG] [FORECASTER] CSV: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-25T09:49:46.639179] [DEBUG] [FORECASTER] CSV: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-11-25T09:49:46.639351] [INFO ] [CONFIGURE ] CSV: DISCARDED add_obv_daily (score: 50.00%)
[2025-11-25T09:49:46.639400] [INFO ] [CONFIGURE ] JOB ETA: 55.0m | Avg: 2.8s/test | Remaining: 1190 tests
[2025-11-25T09:49:46.639481] [INFO ] [CONFIGURE ] CSV: Testing feature 12/29: add_obv_interval
[2025-11-25T09:49:46.639521] [INFO ] [CONFIGURE ] CSV: Testing with features: ['add_bollinger_bands', 'add_obv_interval']
[2025-11-25T09:49:46.866704] [DEBUG] [FORECASTER] CSV: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T09:49:47.111521] [DEBUG] [FORECASTER] CSV: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T09:49:47.348732] [DEBUG] [FORECASTER] CSV: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T09:49:47.574951] [DEBUG] [FORECASTER] CSV: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T09:49:47.806341] [DEBUG] [FORECASTER] CSV: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T09:49:48.035284] [DEBUG] [FORECASTER] CSV: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T09:49:48.273333] [DEBUG] [FORECASTER] CSV: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T09:49:48.507285] [DEBUG] [FORECASTER] CSV: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T09:49:48.746490] [DEBUG] [FORECASTER] CSV: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-25T09:49:48.989141] [DEBUG] [FORECASTER] CSV: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-11-25T09:49:48.989341] [INFO ] [CONFIGURE ] CSV: DISCARDED add_obv_interval (score: 50.00%)
[2025-11-25T09:49:48.989392] [INFO ] [CONFIGURE ] JOB ETA: 54.9m | Avg: 2.8s/test | Remaining: 1189 tests
[2025-11-25T09:49:48.989434] [INFO ] [CONFIGURE ] CSV: Testing feature 13/29: add_opening_strength
[2025-11-25T09:49:48.989474] [INFO ] [CONFIGURE ] CSV: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_opening_strength']
[2025-11-25T09:49:49.241275] [DEBUG] [FORECASTER] CSV: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T09:49:49.502552] [DEBUG] [FORECASTER] CSV: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T09:49:49.752920] [DEBUG] [FORECASTER] CSV: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T09:49:50.013381] [DEBUG] [FORECASTER] CSV: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T09:49:50.264197] [DEBUG] [FORECASTER] CSV: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-25T09:49:50.514881] [DEBUG] [FORECASTER] CSV: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T09:49:50.763899] [DEBUG] [FORECASTER] CSV: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T09:49:51.017591] [DEBUG] [FORECASTER] CSV: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T09:49:51.272439] [DEBUG] [FORECASTER] CSV: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-25T09:49:51.559279] [DEBUG] [FORECASTER] CSV: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-11-25T09:49:51.559457] [INFO ] [CONFIGURE ] CSV: DISCARDED add_opening_strength (score: 50.00%)
[2025-11-25T09:49:51.559517] [INFO ] [CONFIGURE ] JOB ETA: 54.9m | Avg: 2.8s/test | Remaining: 1188 tests
[2025-11-25T09:49:51.559568] [INFO ] [CONFIGURE ] CSV: Testing feature 14/29: add_order_flow_imbalance
[2025-11-25T09:49:51.559614] [INFO ] [CONFIGURE ] CSV: Testing with features: ['add_bollinger_bands', 'add_order_flow_imbalance']
[2025-11-25T09:49:51.803414] [DEBUG] [FORECASTER] CSV: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T09:49:52.047931] [DEBUG] [FORECASTER] CSV: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T09:49:52.296900] [DEBUG] [FORECASTER] CSV: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T09:49:52.540873] [DEBUG] [FORECASTER] CSV: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T09:49:52.792476] [DEBUG] [FORECASTER] CSV: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T09:49:53.032914] [DEBUG] [FORECASTER] CSV: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T09:49:53.275452] [DEBUG] [FORECASTER] CSV: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T09:49:53.553116] [DEBUG] [FORECASTER] CSV: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T09:49:53.807578] [DEBUG] [FORECASTER] CSV: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-25T09:49:54.058574] [DEBUG] [FORECASTER] CSV: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-11-25T09:49:54.058762] [INFO ] [CONFIGURE ] CSV: DISCARDED add_order_flow_imbalance (score: 50.00%)
[2025-11-25T09:49:54.058823] [INFO ] [CONFIGURE ] JOB ETA: 54.8m | Avg: 2.8s/test | Remaining: 1187 tests
[2025-11-25T09:49:54.058872] [INFO ] [CONFIGURE ] CSV: Testing feature 15/29: add_pbf_morning_momentum
[2025-11-25T09:49:54.058918] [INFO ] [CONFIGURE ] CSV: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum']
[2025-11-25T09:49:54.288150] [DEBUG] [FORECASTER] CSV: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T09:49:54.508472] [DEBUG] [FORECASTER] CSV: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T09:49:54.740452] [DEBUG] [FORECASTER] CSV: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T09:49:54.955962] [DEBUG] [FORECASTER] CSV: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T09:49:55.176414] [DEBUG] [FORECASTER] CSV: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T09:49:55.391025] [DEBUG] [FORECASTER] CSV: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T09:49:55.605668] [DEBUG] [FORECASTER] CSV: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T09:49:55.822175] [DEBUG] [FORECASTER] CSV: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T09:49:56.038376] [DEBUG] [FORECASTER] CSV: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-25T09:49:56.254683] [DEBUG] [FORECASTER] CSV: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-11-25T09:49:56.254851] [INFO ] [CONFIGURE ] CSV: DISCARDED add_pbf_morning_momentum (score: 50.00%)
[2025-11-25T09:49:56.254899] [INFO ] [CONFIGURE ] JOB ETA: 54.8m | Avg: 2.8s/test | Remaining: 1186 tests
[2025-11-25T09:49:56.254938] [INFO ] [CONFIGURE ] CSV: Testing feature 16/29: add_pbf_overnight_gap
[2025-11-25T09:49:56.254974] [INFO ] [CONFIGURE ] CSV: Testing with features: ['add_bollinger_bands', 'add_pbf_overnight_gap']
[2025-11-25T09:49:56.486683] [DEBUG] [FORECASTER] CSV: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T09:49:56.723572] [DEBUG] [FORECASTER] CSV: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T09:49:56.962114] [DEBUG] [FORECASTER] CSV: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T09:49:57.199622] [DEBUG] [FORECASTER] CSV: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T09:49:57.441914] [DEBUG] [FORECASTER] CSV: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T09:49:57.680214] [DEBUG] [FORECASTER] CSV: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T09:49:57.923848] [DEBUG] [FORECASTER] CSV: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T09:49:58.169337] [DEBUG] [FORECASTER] CSV: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T09:49:58.406980] [DEBUG] [FORECASTER] CSV: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-25T09:49:58.645837] [DEBUG] [FORECASTER] CSV: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-11-25T09:49:58.646011] [INFO ] [CONFIGURE ] CSV: DISCARDED add_pbf_overnight_gap (score: 50.00%)
[2025-11-25T09:49:58.646059] [INFO ] [CONFIGURE ] JOB ETA: 54.7m | Avg: 2.8s/test | Remaining: 1185 tests
[2025-11-25T09:49:58.646103] [INFO ] [CONFIGURE ] CSV: Testing feature 17/29: add_pbf_return_2d
[2025-11-25T09:49:58.646140] [INFO ] [CONFIGURE ] CSV: Testing with features: ['add_bollinger_bands', 'add_pbf_return_2d']
[2025-11-25T09:49:58.886492] [DEBUG] [FORECASTER] CSV: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T09:49:59.132177] [DEBUG] [FORECASTER] CSV: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0
[2025-11-25T09:49:59.369284] [DEBUG] [FORECASTER] CSV: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T09:49:59.625094] [DEBUG] [FORECASTER] CSV: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T09:49:59.866295] [DEBUG] [FORECASTER] CSV: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T09:50:00.106564] [DEBUG] [FORECASTER] CSV: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T09:50:00.359853] [DEBUG] [FORECASTER] CSV: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T09:50:00.604314] [DEBUG] [FORECASTER] CSV: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T09:50:00.856867] [DEBUG] [FORECASTER] CSV: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-25T09:50:01.825743] [DEBUG] [FORECASTER] CSV: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-11-25T09:50:01.825986] [INFO ] [CONFIGURE ] CSV: DISCARDED add_pbf_return_2d (score: 50.00%)
[2025-11-25T09:50:01.826058] [INFO ] [CONFIGURE ] JOB ETA: 54.7m | Avg: 2.8s/test | Remaining: 1184 tests
[2025-11-25T09:50:01.826109] [INFO ] [CONFIGURE ] CSV: Testing feature 18/29: add_pbf_volatility_5d
[2025-11-25T09:50:01.826153] [INFO ] [CONFIGURE ] CSV: Testing with features: ['add_bollinger_bands', 'add_pbf_volatility_5d']
[2025-11-25T09:50:02.167628] [DEBUG] [FORECASTER] CSV: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T09:50:02.381839] [DEBUG] [FORECASTER] CSV: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T09:50:02.609627] [DEBUG] [FORECASTER] CSV: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T09:50:02.814132] [DEBUG] [FORECASTER] CSV: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T09:50:03.020009] [DEBUG] [FORECASTER] CSV: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T09:50:03.224575] [DEBUG] [FORECASTER] CSV: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T09:50:03.431941] [DEBUG] [FORECASTER] CSV: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T09:50:03.636201] [DEBUG] [FORECASTER] CSV: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T09:50:03.841015] [DEBUG] [FORECASTER] CSV: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-25T09:50:04.043700] [DEBUG] [FORECASTER] CSV: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-11-25T09:50:04.043880] [INFO ] [CONFIGURE ] CSV: DISCARDED add_pbf_volatility_5d (score: 60.00%)
[2025-11-25T09:50:04.043936] [INFO ] [CONFIGURE ] JOB ETA: 54.6m | Avg: 2.8s/test | Remaining: 1183 tests
[2025-11-25T09:50:04.043976] [INFO ] [CONFIGURE ] CSV: Testing feature 19/29: add_pbf_vs_sma_5
[2025-11-25T09:50:04.044014] [INFO ] [CONFIGURE ] CSV: Testing with features: ['add_bollinger_bands', 'add_pbf_vs_sma_5']
[2025-11-25T09:50:04.248033] [DEBUG] [FORECASTER] CSV: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T09:50:04.452769] [DEBUG] [FORECASTER] CSV: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T09:50:04.671606] [DEBUG] [FORECASTER] CSV: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T09:50:04.881669] [DEBUG] [FORECASTER] CSV: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T09:50:05.088255] [DEBUG] [FORECASTER] CSV: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T09:50:05.304477] [DEBUG] [FORECASTER] CSV: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T09:50:05.510260] [DEBUG] [FORECASTER] CSV: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T09:50:05.721213] [DEBUG] [FORECASTER] CSV: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T09:50:05.935788] [DEBUG] [FORECASTER] CSV: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T09:50:06.147392] [DEBUG] [FORECASTER] CSV: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-11-25T09:50:06.147572] [INFO ] [CONFIGURE ] CSV: KEPT add_pbf_vs_sma_5 (score: 70.00%)
[2025-11-25T09:50:06.147621] [INFO ] [CONFIGURE ] JOB ETA: 54.6m | Avg: 2.8s/test | Remaining: 1182 tests
[2025-11-25T09:50:06.147680] [INFO ] [CONFIGURE ] CSV: Testing feature 20/29: add_price_rejection
[2025-11-25T09:50:06.147719] [INFO ] [CONFIGURE ] CSV: Testing with features: ['add_bollinger_bands', 'add_pbf_vs_sma_5', 'add_price_rejection']
[2025-11-25T09:50:06.380843] [DEBUG] [FORECASTER] CSV: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T09:50:06.621249] [DEBUG] [FORECASTER] CSV: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T09:50:06.861172] [DEBUG] [FORECASTER] CSV: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T09:50:07.100489] [DEBUG] [FORECASTER] CSV: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T09:50:07.362281] [DEBUG] [FORECASTER] CSV: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T09:50:07.604100] [DEBUG] [FORECASTER] CSV: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T09:50:07.856743] [DEBUG] [FORECASTER] CSV: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T09:50:08.101616] [DEBUG] [FORECASTER] CSV: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T09:50:08.347889] [DEBUG] [FORECASTER] CSV: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-25T09:50:08.595084] [DEBUG] [FORECASTER] CSV: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-11-25T09:50:08.595276] [INFO ] [CONFIGURE ] CSV: DISCARDED add_price_rejection (score: 50.00%)
[2025-11-25T09:50:08.595336] [INFO ] [CONFIGURE ] JOB ETA: 54.5m | Avg: 2.8s/test | Remaining: 1181 tests
[2025-11-25T09:50:08.595383] [INFO ] [CONFIGURE ] CSV: Testing feature 21/29: add_range_position
[2025-11-25T09:50:08.595427] [INFO ] [CONFIGURE ] CSV: Testing with features: ['add_bollinger_bands', 'add_pbf_vs_sma_5', 'add_range_position']
[2025-11-25T09:50:08.843337] [DEBUG] [FORECASTER] CSV: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T09:50:09.093852] [DEBUG] [FORECASTER] CSV: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T09:50:09.340681] [DEBUG] [FORECASTER] CSV: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T09:50:09.595121] [DEBUG] [FORECASTER] CSV: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T09:50:09.842734] [DEBUG] [FORECASTER] CSV: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T09:50:10.099237] [DEBUG] [FORECASTER] CSV: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T09:50:10.361755] [DEBUG] [FORECASTER] CSV: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T09:50:10.624060] [DEBUG] [FORECASTER] CSV: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T09:50:10.882427] [DEBUG] [FORECASTER] CSV: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T09:50:11.143783] [DEBUG] [FORECASTER] CSV: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-11-25T09:50:11.143985] [INFO ] [CONFIGURE ] CSV: DISCARDED add_range_position (score: 50.00%)
[2025-11-25T09:50:11.144046] [INFO ] [CONFIGURE ] JOB ETA: 54.5m | Avg: 2.8s/test | Remaining: 1180 tests
[2025-11-25T09:50:11.144096] [INFO ] [CONFIGURE ] CSV: Testing feature 22/29: add_realized_volatility
[2025-11-25T09:50:11.144144] [INFO ] [CONFIGURE ] CSV: Testing with features: ['add_bollinger_bands', 'add_pbf_vs_sma_5', 'add_realized_volatility']
[2025-11-25T09:50:11.490039] [DEBUG] [FORECASTER] CSV: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T09:50:11.821213] [DEBUG] [FORECASTER] CSV: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T09:50:12.152864] [DEBUG] [FORECASTER] CSV: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T09:50:12.488124] [DEBUG] [FORECASTER] CSV: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T09:50:12.836842] [DEBUG] [FORECASTER] CSV: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T09:50:13.183597] [DEBUG] [FORECASTER] CSV: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T09:50:13.512438] [DEBUG] [FORECASTER] CSV: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T09:50:13.855025] [DEBUG] [FORECASTER] CSV: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T09:50:14.194601] [DEBUG] [FORECASTER] CSV: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-25T09:50:14.552556] [DEBUG] [FORECASTER] CSV: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-11-25T09:50:14.552772] [INFO ] [CONFIGURE ] CSV: DISCARDED add_realized_volatility (score: 60.00%)
[2025-11-25T09:50:14.552832] [INFO ] [CONFIGURE ] JOB ETA: 54.5m | Avg: 2.8s/test | Remaining: 1179 tests
[2025-11-25T09:50:14.552882] [INFO ] [CONFIGURE ] CSV: Testing feature 23/29: add_recent_range_context
[2025-11-25T09:50:14.552927] [INFO ] [CONFIGURE ] CSV: Testing with features: ['add_bollinger_bands', 'add_pbf_vs_sma_5', 'add_recent_range_context']
[2025-11-25T09:50:14.800618] [DEBUG] [FORECASTER] CSV: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T09:50:15.040854] [DEBUG] [FORECASTER] CSV: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T09:50:15.284133] [DEBUG] [FORECASTER] CSV: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T09:50:15.533721] [DEBUG] [FORECASTER] CSV: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T09:50:15.796823] [DEBUG] [FORECASTER] CSV: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T09:50:16.031281] [DEBUG] [FORECASTER] CSV: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T09:50:16.267185] [DEBUG] [FORECASTER] CSV: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T09:50:16.505059] [DEBUG] [FORECASTER] CSV: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T09:50:16.745044] [DEBUG] [FORECASTER] CSV: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-25T09:50:16.981338] [DEBUG] [FORECASTER] CSV: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-11-25T09:50:16.981506] [INFO ] [CONFIGURE ] CSV: DISCARDED add_recent_range_context (score: 50.00%)
[2025-11-25T09:50:16.981563] [INFO ] [CONFIGURE ] JOB ETA: 54.4m | Avg: 2.8s/test | Remaining: 1178 tests
[2025-11-25T09:50:16.981610] [INFO ] [CONFIGURE ] CSV: Testing feature 24/29: add_rsi
[2025-11-25T09:50:16.981673] [INFO ] [CONFIGURE ] CSV: Testing with features: ['add_bollinger_bands', 'add_pbf_vs_sma_5', 'add_ema', 'add_rsi']
[2025-11-25T09:50:17.253905] [DEBUG] [FORECASTER] CSV: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T09:50:17.519409] [DEBUG] [FORECASTER] CSV: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T09:50:17.794727] [DEBUG] [FORECASTER] CSV: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T09:50:18.080443] [DEBUG] [FORECASTER] CSV: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T09:50:18.463920] [DEBUG] [FORECASTER] CSV: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T09:50:18.784822] [DEBUG] [FORECASTER] CSV: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T09:50:19.073323] [DEBUG] [FORECASTER] CSV: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T09:50:19.368364] [DEBUG] [FORECASTER] CSV: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T09:50:19.679284] [DEBUG] [FORECASTER] CSV: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-25T09:50:19.963040] [DEBUG] [FORECASTER] CSV: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-11-25T09:50:19.963273] [INFO ] [CONFIGURE ] CSV: DISCARDED add_rsi (score: 50.00%)
[2025-11-25T09:50:19.963337] [INFO ] [CONFIGURE ] JOB ETA: 54.4m | Avg: 2.8s/test | Remaining: 1177 tests
[2025-11-25T09:50:19.963389] [INFO ] [CONFIGURE ] CSV: Testing feature 25/29: add_tick_distribution
[2025-11-25T09:50:19.963434] [INFO ] [CONFIGURE ] CSV: Testing with features: ['add_bollinger_bands', 'add_pbf_vs_sma_5', 'add_tick_distribution']
[2025-11-25T09:50:20.188794] [DEBUG] [FORECASTER] CSV: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T09:50:20.425532] [DEBUG] [FORECASTER] CSV: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T09:50:20.671788] [DEBUG] [FORECASTER] CSV: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T09:50:20.903241] [DEBUG] [FORECASTER] CSV: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T09:50:21.137082] [DEBUG] [FORECASTER] CSV: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T09:50:21.375270] [DEBUG] [FORECASTER] CSV: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T09:50:21.601781] [DEBUG] [FORECASTER] CSV: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T09:50:21.837213] [DEBUG] [FORECASTER] CSV: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T09:50:22.065663] [DEBUG] [FORECASTER] CSV: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-25T09:50:22.285379] [DEBUG] [FORECASTER] CSV: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-11-25T09:50:22.285571] [INFO ] [CONFIGURE ] CSV: DISCARDED add_tick_distribution (score: 50.00%)
[2025-11-25T09:50:22.285623] [INFO ] [CONFIGURE ] JOB ETA: 54.3m | Avg: 2.8s/test | Remaining: 1176 tests
[2025-11-25T09:50:22.285681] [INFO ] [CONFIGURE ] CSV: Testing feature 26/29: add_volume_momentum_confirmation
[2025-11-25T09:50:22.285731] [INFO ] [CONFIGURE ] CSV: Testing with features: ['add_bollinger_bands', 'add_pbf_vs_sma_5', 'add_volume_momentum_confirmation']
[2025-11-25T09:50:22.519744] [DEBUG] [FORECASTER] CSV: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T09:50:22.752734] [DEBUG] [FORECASTER] CSV: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T09:50:22.989456] [DEBUG] [FORECASTER] CSV: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T09:50:23.225299] [DEBUG] [FORECASTER] CSV: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T09:50:23.492724] [DEBUG] [FORECASTER] CSV: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T09:50:23.737755] [DEBUG] [FORECASTER] CSV: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T09:50:23.989404] [DEBUG] [FORECASTER] CSV: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T09:50:24.235517] [DEBUG] [FORECASTER] CSV: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T09:50:24.478000] [DEBUG] [FORECASTER] CSV: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-25T09:50:24.723244] [DEBUG] [FORECASTER] CSV: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-11-25T09:50:24.723494] [INFO ] [CONFIGURE ] CSV: DISCARDED add_volume_momentum_confirmation (score: 50.00%)
[2025-11-25T09:50:24.723565] [INFO ] [CONFIGURE ] JOB ETA: 54.3m | Avg: 2.8s/test | Remaining: 1175 tests
[2025-11-25T09:50:24.723624] [INFO ] [CONFIGURE ] CSV: Testing feature 27/29: add_volume_price_divergence
[2025-11-25T09:50:24.723700] [INFO ] [CONFIGURE ] CSV: Testing with features: ['add_bollinger_bands', 'add_pbf_vs_sma_5', 'add_volume_price_divergence']
[2025-11-25T09:50:24.979709] [DEBUG] [FORECASTER] CSV: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T09:50:25.236673] [DEBUG] [FORECASTER] CSV: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T09:50:25.492147] [DEBUG] [FORECASTER] CSV: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T09:50:25.746867] [DEBUG] [FORECASTER] CSV: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T09:50:26.005354] [DEBUG] [FORECASTER] CSV: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T09:50:26.259178] [DEBUG] [FORECASTER] CSV: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T09:50:26.514414] [DEBUG] [FORECASTER] CSV: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T09:50:26.757542] [DEBUG] [FORECASTER] CSV: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T09:50:26.994732] [DEBUG] [FORECASTER] CSV: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-25T09:50:27.265793] [DEBUG] [FORECASTER] CSV: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-11-25T09:50:27.265984] [INFO ] [CONFIGURE ] CSV: DISCARDED add_volume_price_divergence (score: 40.00%)
[2025-11-25T09:50:27.266043] [INFO ] [CONFIGURE ] JOB ETA: 54.2m | Avg: 2.8s/test | Remaining: 1174 tests
[2025-11-25T09:50:27.266090] [INFO ] [CONFIGURE ] CSV: Testing feature 28/29: add_volume_profile
[2025-11-25T09:50:27.266134] [INFO ] [CONFIGURE ] CSV: Testing with features: ['add_bollinger_bands', 'add_pbf_vs_sma_5', 'add_volume_profile']
[2025-11-25T09:50:27.516576] [DEBUG] [FORECASTER] CSV: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T09:50:27.769322] [DEBUG] [FORECASTER] CSV: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T09:50:28.010416] [DEBUG] [FORECASTER] CSV: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T09:50:28.259181] [DEBUG] [FORECASTER] CSV: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T09:50:28.496386] [DEBUG] [FORECASTER] CSV: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T09:50:28.730185] [DEBUG] [FORECASTER] CSV: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T09:50:28.972408] [DEBUG] [FORECASTER] CSV: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T09:50:29.211195] [DEBUG] [FORECASTER] CSV: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T09:50:29.449061] [DEBUG] [FORECASTER] CSV: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-25T09:50:29.693482] [DEBUG] [FORECASTER] CSV: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-11-25T09:50:29.693681] [INFO ] [CONFIGURE ] CSV: DISCARDED add_volume_profile (score: 50.00%)
[2025-11-25T09:50:29.693737] [INFO ] [CONFIGURE ] JOB ETA: 54.2m | Avg: 2.8s/test | Remaining: 1173 tests
[2025-11-25T09:50:29.693790] [INFO ] [CONFIGURE ] CSV: Testing feature 29/29: add_vwap
[2025-11-25T09:50:29.693833] [INFO ] [CONFIGURE ] CSV: Testing with features: ['add_bollinger_bands', 'add_pbf_vs_sma_5', 'add_vwap']
[2025-11-25T09:50:29.930059] [DEBUG] [FORECASTER] CSV: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T09:50:30.181128] [DEBUG] [FORECASTER] CSV: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T09:50:30.408868] [DEBUG] [FORECASTER] CSV: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T09:50:30.648093] [DEBUG] [FORECASTER] CSV: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T09:50:30.882993] [DEBUG] [FORECASTER] CSV: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T09:50:31.107814] [DEBUG] [FORECASTER] CSV: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T09:50:31.334682] [DEBUG] [FORECASTER] CSV: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T09:50:31.550578] [DEBUG] [FORECASTER] CSV: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T09:50:31.769376] [DEBUG] [FORECASTER] CSV: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-25T09:50:31.998084] [DEBUG] [FORECASTER] CSV: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-11-25T09:50:31.998255] [INFO ] [CONFIGURE ] CSV: DISCARDED add_vwap (score: 40.00%)
[2025-11-25T09:50:31.998313] [INFO ] [CONFIGURE ] JOB ETA: 54.1m | Avg: 2.8s/test | Remaining: 1172 tests
[2025-11-25T09:50:31.998395] [INFO ] [CONFIGURE ] CSV: ===== FEATURE SELECTION COMPLETE =====
[2025-11-25T09:50:31.998441] [INFO ] [CONFIGURE ] CSV: Best accuracy: 70.00%
[2025-11-25T09:50:31.998484] [INFO ] [CONFIGURE ] CSV: Best feature set (2 features): ['add_bollinger_bands', 'add_pbf_vs_sma_5']
[2025-11-25T09:50:31.998525] [INFO ] [CONFIGURE ] CSV: Improvement over baseline: 30.00%
[2025-11-25T09:50:31.998563] [INFO ] [CONFIGURE ] CSV: Total time: 1.2 minutes
[2025-11-25T09:50:31.998601] [INFO ] [CONFIGURE ] CSV: Average time per feature: 2.5 seconds
[2025-11-25T09:50:31.998659] [INFO ] [CONFIGURE ] CSV: Average speed: 0.40 features/sec
[2025-11-25T09:50:31.999104] [INFO ] [LOCAL     ] Saved configuration for CSV: 2 features, 70.00% accuracy -> ./output/feature-sets/CSV.json
[2025-11-25T09:50:31.999163] [INFO ] [CONFIGURE ] CSV: Configuration saved successfully: 2 features, 70.00% accuracy.
[2025-11-25T09:50:31.999213] [INFO ] [sig       ] [125/164] Successfully configured CSV | 0.01 sym/s | Total: 2.8h | ETA: 52.9m
[2025-11-25T09:50:31.999257] [INFO ] [sig       ] [126/164] Configuring CTBB...
[2025-11-25T09:50:31.999297] [INFO ] [CONFIGURE ] CTBB: Configurate test run.
[2025-11-25T09:50:31.999338] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CTBB' from 'https://tdm.silogroup.org/data/derivative_storage/CTBB.csv'.
[2025-11-25T09:50:32.011084] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'CTBB'.
[2025-11-25T09:50:32.011374] [INFO ] [CONFIGURE ] CTBB: Testing with 29 available features
[2025-11-25T09:50:32.011434] [INFO ] [CONFIGURE ] CTBB: Establishing baseline with no features...
[2025-11-25T09:50:32.175918] [DEBUG] [FORECASTER] CTBB: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T09:50:32.340393] [DEBUG] [FORECASTER] CTBB: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T09:50:32.505511] [DEBUG] [FORECASTER] CTBB: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T09:50:32.671994] [DEBUG] [FORECASTER] CTBB: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T09:50:32.841960] [DEBUG] [FORECASTER] CTBB: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T09:50:33.011371] [DEBUG] [FORECASTER] CTBB: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T09:50:33.182153] [DEBUG] [FORECASTER] CTBB: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T09:50:33.353817] [DEBUG] [FORECASTER] CTBB: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-25T09:50:33.515608] [DEBUG] [FORECASTER] CTBB: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T09:50:33.675072] [DEBUG] [FORECASTER] CTBB: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T09:50:33.675205] [INFO ] [CONFIGURE ] CTBB: Baseline score (no features): 50.00%
[2025-11-25T09:50:33.675252] [INFO ] [CONFIGURE ] CTBB: Testing feature 1/29: add_bollinger_bands
[2025-11-25T09:50:33.675289] [INFO ] [CONFIGURE ] CTBB: Testing with features: ['add_bollinger_bands']
[2025-11-25T09:50:33.866442] [DEBUG] [FORECASTER] CTBB: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T09:50:34.062568] [DEBUG] [FORECASTER] CTBB: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T09:50:34.255238] [DEBUG] [FORECASTER] CTBB: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T09:50:34.447377] [DEBUG] [FORECASTER] CTBB: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T09:50:34.657948] [DEBUG] [FORECASTER] CTBB: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T09:50:34.857574] [DEBUG] [FORECASTER] CTBB: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T09:50:35.056329] [DEBUG] [FORECASTER] CTBB: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T09:50:35.257794] [DEBUG] [FORECASTER] CTBB: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-25T09:50:35.456240] [DEBUG] [FORECASTER] CTBB: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T09:50:35.655615] [DEBUG] [FORECASTER] CTBB: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T09:50:35.655784] [INFO ] [CONFIGURE ] CTBB: DISCARDED add_bollinger_bands (score: 20.00%)
[2025-11-25T09:50:35.655832] [INFO ] [CONFIGURE ] JOB ETA: 54.1m | Avg: 2.8s/test | Remaining: 1171 tests
[2025-11-25T09:50:35.655871] [INFO ] [CONFIGURE ] CTBB: Testing feature 2/29: add_cumulative_delta
[2025-11-25T09:50:35.655907] [INFO ] [CONFIGURE ] CTBB: Testing with features: ['add_cumulative_delta']
[2025-11-25T09:50:35.876140] [DEBUG] [FORECASTER] CTBB: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T09:50:36.086499] [DEBUG] [FORECASTER] CTBB: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T09:50:36.299734] [DEBUG] [FORECASTER] CTBB: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T09:50:36.500746] [DEBUG] [FORECASTER] CTBB: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T09:50:36.701993] [DEBUG] [FORECASTER] CTBB: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T09:50:36.906130] [DEBUG] [FORECASTER] CTBB: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T09:50:37.112634] [DEBUG] [FORECASTER] CTBB: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T09:50:37.321921] [DEBUG] [FORECASTER] CTBB: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-25T09:50:37.534721] [DEBUG] [FORECASTER] CTBB: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T09:50:37.747472] [DEBUG] [FORECASTER] CTBB: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T09:50:37.747839] [INFO ] [CONFIGURE ] CTBB: DISCARDED add_cumulative_delta (score: 50.00%)
[2025-11-25T09:50:37.747974] [INFO ] [CONFIGURE ] JOB ETA: 54.0m | Avg: 2.8s/test | Remaining: 1170 tests
[2025-11-25T09:50:37.748099] [INFO ] [CONFIGURE ] CTBB: Testing feature 3/29: add_daily_returns
[2025-11-25T09:50:37.748207] [INFO ] [CONFIGURE ] CTBB: Testing with features: ['add_daily_returns']
[2025-11-25T09:50:37.936800] [DEBUG] [FORECASTER] CTBB: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T09:50:38.127386] [DEBUG] [FORECASTER] CTBB: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T09:50:38.317313] [DEBUG] [FORECASTER] CTBB: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T09:50:38.507524] [DEBUG] [FORECASTER] CTBB: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T09:50:38.697927] [DEBUG] [FORECASTER] CTBB: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T09:50:38.887257] [DEBUG] [FORECASTER] CTBB: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T09:50:39.079101] [DEBUG] [FORECASTER] CTBB: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T09:50:39.274554] [DEBUG] [FORECASTER] CTBB: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-25T09:50:39.465087] [DEBUG] [FORECASTER] CTBB: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T09:50:39.664164] [DEBUG] [FORECASTER] CTBB: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T09:50:39.664481] [INFO ] [CONFIGURE ] CTBB: DISCARDED add_daily_returns (score: 40.00%)
[2025-11-25T09:50:39.664605] [INFO ] [CONFIGURE ] JOB ETA: 54.0m | Avg: 2.8s/test | Remaining: 1169 tests
[2025-11-25T09:50:39.664733] [INFO ] [CONFIGURE ] CTBB: Testing feature 4/29: add_ema
[2025-11-25T09:50:39.664843] [INFO ] [CONFIGURE ] CTBB: Testing with features: ['add_ema']
[2025-11-25T09:50:39.886466] [DEBUG] [FORECASTER] CTBB: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T09:50:40.111356] [DEBUG] [FORECASTER] CTBB: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T09:50:40.339162] [DEBUG] [FORECASTER] CTBB: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T09:50:40.564612] [DEBUG] [FORECASTER] CTBB: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T09:50:40.798977] [DEBUG] [FORECASTER] CTBB: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T09:50:41.014330] [DEBUG] [FORECASTER] CTBB: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T09:50:41.238800] [DEBUG] [FORECASTER] CTBB: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T09:50:41.462229] [DEBUG] [FORECASTER] CTBB: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-25T09:50:41.692064] [DEBUG] [FORECASTER] CTBB: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T09:50:41.913971] [DEBUG] [FORECASTER] CTBB: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T09:50:41.914155] [INFO ] [CONFIGURE ] CTBB: DISCARDED add_ema (score: 40.00%)
[2025-11-25T09:50:41.914206] [INFO ] [CONFIGURE ] JOB ETA: 53.9m | Avg: 2.8s/test | Remaining: 1168 tests
[2025-11-25T09:50:41.914244] [INFO ] [CONFIGURE ] CTBB: Testing feature 5/29: add_exhaustion_signals
[2025-11-25T09:50:41.914279] [INFO ] [CONFIGURE ] CTBB: Testing with features: ['add_vwap', 'add_exhaustion_signals']
[2025-11-25T09:50:42.147129] [DEBUG] [FORECASTER] CTBB: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T09:50:42.372577] [DEBUG] [FORECASTER] CTBB: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T09:50:42.591065] [DEBUG] [FORECASTER] CTBB: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T09:50:42.811981] [DEBUG] [FORECASTER] CTBB: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T09:50:43.051176] [DEBUG] [FORECASTER] CTBB: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T09:50:43.294420] [DEBUG] [FORECASTER] CTBB: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T09:50:43.537103] [DEBUG] [FORECASTER] CTBB: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T09:50:43.764023] [DEBUG] [FORECASTER] CTBB: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T09:50:43.983987] [DEBUG] [FORECASTER] CTBB: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T09:50:44.216291] [DEBUG] [FORECASTER] CTBB: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T09:50:44.216694] [INFO ] [CONFIGURE ] CTBB: KEPT add_exhaustion_signals (score: 90.00%)
[2025-11-25T09:50:44.216758] [INFO ] [CONFIGURE ] JOB ETA: 53.9m | Avg: 2.8s/test | Remaining: 1167 tests
[2025-11-25T09:50:44.216809] [INFO ] [CONFIGURE ] CTBB: Testing feature 6/29: add_failed_moves
[2025-11-25T09:50:44.216855] [INFO ] [CONFIGURE ] CTBB: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_failed_moves']
[2025-11-25T09:50:44.468596] [DEBUG] [FORECASTER] CTBB: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T09:50:44.711158] [DEBUG] [FORECASTER] CTBB: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T09:50:44.939479] [DEBUG] [FORECASTER] CTBB: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T09:50:45.175336] [DEBUG] [FORECASTER] CTBB: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T09:50:45.427125] [DEBUG] [FORECASTER] CTBB: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T09:50:45.659421] [DEBUG] [FORECASTER] CTBB: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T09:50:45.897530] [DEBUG] [FORECASTER] CTBB: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T09:50:46.138340] [DEBUG] [FORECASTER] CTBB: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T09:50:46.376665] [DEBUG] [FORECASTER] CTBB: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T09:50:46.601101] [DEBUG] [FORECASTER] CTBB: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T09:50:46.601292] [INFO ] [CONFIGURE ] CTBB: DISCARDED add_failed_moves (score: 90.00%)
[2025-11-25T09:50:46.601407] [INFO ] [CONFIGURE ] JOB ETA: 53.8m | Avg: 2.8s/test | Remaining: 1166 tests
[2025-11-25T09:50:46.601463] [INFO ] [CONFIGURE ] CTBB: Testing feature 7/29: add_lag_shelf
[2025-11-25T09:50:46.601508] [INFO ] [CONFIGURE ] CTBB: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_lag_shelf']
[2025-11-25T09:50:46.822257] [DEBUG] [FORECASTER] CTBB: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T09:50:47.045772] [DEBUG] [FORECASTER] CTBB: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T09:50:47.262912] [DEBUG] [FORECASTER] CTBB: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T09:50:47.495827] [DEBUG] [FORECASTER] CTBB: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T09:50:47.716359] [DEBUG] [FORECASTER] CTBB: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T09:50:47.936952] [DEBUG] [FORECASTER] CTBB: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T09:50:48.164536] [DEBUG] [FORECASTER] CTBB: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T09:50:48.391908] [DEBUG] [FORECASTER] CTBB: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T09:50:48.638613] [DEBUG] [FORECASTER] CTBB: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T09:50:48.889629] [DEBUG] [FORECASTER] CTBB: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T09:50:48.889856] [INFO ] [CONFIGURE ] CTBB: DISCARDED add_lag_shelf (score: 60.00%)
[2025-11-25T09:50:48.889918] [INFO ] [CONFIGURE ] JOB ETA: 53.8m | Avg: 2.8s/test | Remaining: 1165 tests
[2025-11-25T09:50:48.889958] [INFO ] [CONFIGURE ] CTBB: Testing feature 8/29: add_macd
[2025-11-25T09:50:48.890009] [INFO ] [CONFIGURE ] CTBB: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_macd']
[2025-11-25T09:50:49.191697] [DEBUG] [FORECASTER] CTBB: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T09:50:49.503381] [DEBUG] [FORECASTER] CTBB: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T09:50:49.795360] [DEBUG] [FORECASTER] CTBB: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T09:50:50.078681] [DEBUG] [FORECASTER] CTBB: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T09:50:50.361188] [DEBUG] [FORECASTER] CTBB: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T09:50:50.671194] [DEBUG] [FORECASTER] CTBB: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T09:50:50.991002] [DEBUG] [FORECASTER] CTBB: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T09:50:51.270164] [DEBUG] [FORECASTER] CTBB: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T09:50:51.551872] [DEBUG] [FORECASTER] CTBB: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T09:50:51.841464] [DEBUG] [FORECASTER] CTBB: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T09:50:51.841708] [INFO ] [CONFIGURE ] CTBB: DISCARDED add_macd (score: 80.00%)
[2025-11-25T09:50:51.841772] [INFO ] [CONFIGURE ] JOB ETA: 53.7m | Avg: 2.8s/test | Remaining: 1164 tests
[2025-11-25T09:50:51.841816] [INFO ] [CONFIGURE ] CTBB: Testing feature 9/29: add_mfi
[2025-11-25T09:50:51.841862] [INFO ] [CONFIGURE ] CTBB: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_mfi']
[2025-11-25T09:50:52.065430] [DEBUG] [FORECASTER] CTBB: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T09:50:52.286273] [DEBUG] [FORECASTER] CTBB: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T09:50:52.529490] [DEBUG] [FORECASTER] CTBB: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T09:50:52.770672] [DEBUG] [FORECASTER] CTBB: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T09:50:53.011820] [DEBUG] [FORECASTER] CTBB: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T09:50:53.252335] [DEBUG] [FORECASTER] CTBB: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T09:50:53.499833] [DEBUG] [FORECASTER] CTBB: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T09:50:53.754826] [DEBUG] [FORECASTER] CTBB: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T09:50:54.010881] [DEBUG] [FORECASTER] CTBB: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T09:50:54.272099] [DEBUG] [FORECASTER] CTBB: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T09:50:54.272303] [INFO ] [CONFIGURE ] CTBB: DISCARDED add_mfi (score: 80.00%)
[2025-11-25T09:50:54.272364] [INFO ] [CONFIGURE ] JOB ETA: 53.7m | Avg: 2.8s/test | Remaining: 1163 tests
[2025-11-25T09:50:54.272413] [INFO ] [CONFIGURE ] CTBB: Testing feature 10/29: add_momentum_acceleration
[2025-11-25T09:50:54.272459] [INFO ] [CONFIGURE ] CTBB: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-11-25T09:50:54.619819] [DEBUG] [FORECASTER] CTBB: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T09:50:54.973103] [DEBUG] [FORECASTER] CTBB: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T09:50:55.316874] [DEBUG] [FORECASTER] CTBB: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T09:50:55.657159] [DEBUG] [FORECASTER] CTBB: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T09:50:55.993598] [DEBUG] [FORECASTER] CTBB: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T09:50:56.324973] [DEBUG] [FORECASTER] CTBB: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T09:50:56.660747] [DEBUG] [FORECASTER] CTBB: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T09:50:56.982768] [DEBUG] [FORECASTER] CTBB: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T09:50:57.299443] [DEBUG] [FORECASTER] CTBB: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T09:50:57.636512] [DEBUG] [FORECASTER] CTBB: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T09:50:57.636735] [INFO ] [CONFIGURE ] CTBB: DISCARDED add_momentum_acceleration (score: 50.00%)
[2025-11-25T09:50:57.636797] [INFO ] [CONFIGURE ] JOB ETA: 53.6m | Avg: 2.8s/test | Remaining: 1162 tests
[2025-11-25T09:50:57.636845] [INFO ] [CONFIGURE ] CTBB: Testing feature 11/29: add_obv_daily
[2025-11-25T09:50:57.636889] [INFO ] [CONFIGURE ] CTBB: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_obv_daily']
[2025-11-25T09:50:57.920145] [DEBUG] [FORECASTER] CTBB: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T09:50:58.177839] [DEBUG] [FORECASTER] CTBB: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T09:50:58.425973] [DEBUG] [FORECASTER] CTBB: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T09:50:58.691156] [DEBUG] [FORECASTER] CTBB: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T09:50:58.948674] [DEBUG] [FORECASTER] CTBB: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T09:50:59.203777] [DEBUG] [FORECASTER] CTBB: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T09:50:59.458228] [DEBUG] [FORECASTER] CTBB: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T09:50:59.723293] [DEBUG] [FORECASTER] CTBB: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T09:50:59.984268] [DEBUG] [FORECASTER] CTBB: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T09:51:00.913570] [DEBUG] [FORECASTER] CTBB: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T09:51:00.913881] [INFO ] [CONFIGURE ] CTBB: DISCARDED add_obv_daily (score: 50.00%)
[2025-11-25T09:51:00.913935] [INFO ] [CONFIGURE ] JOB ETA: 53.6m | Avg: 2.8s/test | Remaining: 1161 tests
[2025-11-25T09:51:00.913977] [INFO ] [CONFIGURE ] CTBB: Testing feature 12/29: add_obv_interval
[2025-11-25T09:51:00.914016] [INFO ] [CONFIGURE ] CTBB: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_obv_interval']
[2025-11-25T09:51:01.217844] [DEBUG] [FORECASTER] CTBB: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T09:51:01.507966] [DEBUG] [FORECASTER] CTBB: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T09:51:01.779939] [DEBUG] [FORECASTER] CTBB: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T09:51:02.043403] [DEBUG] [FORECASTER] CTBB: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T09:51:02.293416] [DEBUG] [FORECASTER] CTBB: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T09:51:02.543553] [DEBUG] [FORECASTER] CTBB: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T09:51:02.816786] [DEBUG] [FORECASTER] CTBB: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T09:51:03.091717] [DEBUG] [FORECASTER] CTBB: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-25T09:51:03.365404] [DEBUG] [FORECASTER] CTBB: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T09:51:03.639315] [DEBUG] [FORECASTER] CTBB: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T09:51:03.639690] [INFO ] [CONFIGURE ] CTBB: DISCARDED add_obv_interval (score: 40.00%)
[2025-11-25T09:51:03.639776] [INFO ] [CONFIGURE ] JOB ETA: 53.6m | Avg: 2.8s/test | Remaining: 1160 tests
[2025-11-25T09:51:03.639844] [INFO ] [CONFIGURE ] CTBB: Testing feature 13/29: add_opening_strength
[2025-11-25T09:51:03.639897] [INFO ] [CONFIGURE ] CTBB: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_daily_returns', 'add_opening_strength']
[2025-11-25T09:51:03.943489] [DEBUG] [FORECASTER] CTBB: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T09:51:04.230443] [DEBUG] [FORECASTER] CTBB: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T09:51:04.519160] [DEBUG] [FORECASTER] CTBB: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T09:51:04.817015] [DEBUG] [FORECASTER] CTBB: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T09:51:05.104800] [DEBUG] [FORECASTER] CTBB: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T09:51:05.408469] [DEBUG] [FORECASTER] CTBB: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T09:51:05.810436] [DEBUG] [FORECASTER] CTBB: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T09:51:06.156634] [DEBUG] [FORECASTER] CTBB: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T09:51:06.484365] [DEBUG] [FORECASTER] CTBB: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T09:51:06.795234] [DEBUG] [FORECASTER] CTBB: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T09:51:06.795500] [INFO ] [CONFIGURE ] CTBB: DISCARDED add_opening_strength (score: 60.00%)
[2025-11-25T09:51:06.795594] [INFO ] [CONFIGURE ] JOB ETA: 53.5m | Avg: 2.8s/test | Remaining: 1159 tests
[2025-11-25T09:51:06.795672] [INFO ] [CONFIGURE ] CTBB: Testing feature 14/29: add_order_flow_imbalance
[2025-11-25T09:51:06.795740] [INFO ] [CONFIGURE ] CTBB: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_order_flow_imbalance']
[2025-11-25T09:51:07.081545] [DEBUG] [FORECASTER] CTBB: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T09:51:07.379567] [DEBUG] [FORECASTER] CTBB: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T09:51:07.663835] [DEBUG] [FORECASTER] CTBB: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T09:51:07.937218] [DEBUG] [FORECASTER] CTBB: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T09:51:08.210923] [DEBUG] [FORECASTER] CTBB: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T09:51:08.490118] [DEBUG] [FORECASTER] CTBB: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T09:51:08.780287] [DEBUG] [FORECASTER] CTBB: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T09:51:09.061551] [DEBUG] [FORECASTER] CTBB: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T09:51:09.329776] [DEBUG] [FORECASTER] CTBB: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T09:51:09.602905] [DEBUG] [FORECASTER] CTBB: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T09:51:09.603087] [INFO ] [CONFIGURE ] CTBB: DISCARDED add_order_flow_imbalance (score: 70.00%)
[2025-11-25T09:51:09.603144] [INFO ] [CONFIGURE ] JOB ETA: 53.5m | Avg: 2.8s/test | Remaining: 1158 tests
[2025-11-25T09:51:09.603193] [INFO ] [CONFIGURE ] CTBB: Testing feature 15/29: add_pbf_morning_momentum
[2025-11-25T09:51:09.603238] [INFO ] [CONFIGURE ] CTBB: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_pbf_morning_momentum']
[2025-11-25T09:51:09.861865] [DEBUG] [FORECASTER] CTBB: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T09:51:10.149218] [DEBUG] [FORECASTER] CTBB: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T09:51:10.404554] [DEBUG] [FORECASTER] CTBB: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T09:51:10.664484] [DEBUG] [FORECASTER] CTBB: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T09:51:10.915606] [DEBUG] [FORECASTER] CTBB: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T09:51:11.166428] [DEBUG] [FORECASTER] CTBB: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T09:51:11.421964] [DEBUG] [FORECASTER] CTBB: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T09:51:11.667265] [DEBUG] [FORECASTER] CTBB: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T09:51:11.919414] [DEBUG] [FORECASTER] CTBB: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T09:51:12.184071] [DEBUG] [FORECASTER] CTBB: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T09:51:12.184377] [INFO ] [CONFIGURE ] CTBB: DISCARDED add_pbf_morning_momentum (score: 70.00%)
[2025-11-25T09:51:12.184484] [INFO ] [CONFIGURE ] JOB ETA: 53.4m | Avg: 2.8s/test | Remaining: 1157 tests
[2025-11-25T09:51:12.184566] [INFO ] [CONFIGURE ] CTBB: Testing feature 16/29: add_pbf_overnight_gap
[2025-11-25T09:51:12.184621] [INFO ] [CONFIGURE ] CTBB: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_pbf_overnight_gap']
[2025-11-25T09:51:12.469793] [DEBUG] [FORECASTER] CTBB: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T09:51:12.756133] [DEBUG] [FORECASTER] CTBB: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T09:51:13.042612] [DEBUG] [FORECASTER] CTBB: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T09:51:13.324556] [DEBUG] [FORECASTER] CTBB: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T09:51:13.609832] [DEBUG] [FORECASTER] CTBB: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T09:51:13.904910] [DEBUG] [FORECASTER] CTBB: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T09:51:14.210491] [DEBUG] [FORECASTER] CTBB: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T09:51:14.494854] [DEBUG] [FORECASTER] CTBB: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T09:51:14.783470] [DEBUG] [FORECASTER] CTBB: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T09:51:15.086711] [DEBUG] [FORECASTER] CTBB: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T09:51:15.087226] [INFO ] [CONFIGURE ] CTBB: DISCARDED add_pbf_overnight_gap (score: 70.00%)
[2025-11-25T09:51:15.087314] [INFO ] [CONFIGURE ] JOB ETA: 53.4m | Avg: 2.8s/test | Remaining: 1156 tests
[2025-11-25T09:51:15.087382] [INFO ] [CONFIGURE ] CTBB: Testing feature 17/29: add_pbf_return_2d
[2025-11-25T09:51:15.087446] [INFO ] [CONFIGURE ] CTBB: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_pbf_return_2d']
[2025-11-25T09:51:15.366032] [DEBUG] [FORECASTER] CTBB: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T09:51:15.637817] [DEBUG] [FORECASTER] CTBB: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T09:51:15.907482] [DEBUG] [FORECASTER] CTBB: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T09:51:16.175541] [DEBUG] [FORECASTER] CTBB: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T09:51:16.450180] [DEBUG] [FORECASTER] CTBB: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T09:51:16.719398] [DEBUG] [FORECASTER] CTBB: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T09:51:16.996782] [DEBUG] [FORECASTER] CTBB: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T09:51:17.279796] [DEBUG] [FORECASTER] CTBB: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T09:51:17.550058] [DEBUG] [FORECASTER] CTBB: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T09:51:17.831401] [DEBUG] [FORECASTER] CTBB: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T09:51:17.831607] [INFO ] [CONFIGURE ] CTBB: DISCARDED add_pbf_return_2d (score: 40.00%)
[2025-11-25T09:51:17.831685] [INFO ] [CONFIGURE ] JOB ETA: 53.3m | Avg: 2.8s/test | Remaining: 1155 tests
[2025-11-25T09:51:17.831733] [INFO ] [CONFIGURE ] CTBB: Testing feature 18/29: add_pbf_volatility_5d
[2025-11-25T09:51:17.831770] [INFO ] [CONFIGURE ] CTBB: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_pbf_volatility_5d']
[2025-11-25T09:51:18.067416] [DEBUG] [FORECASTER] CTBB: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T09:51:18.301548] [DEBUG] [FORECASTER] CTBB: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T09:51:18.555982] [DEBUG] [FORECASTER] CTBB: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T09:51:18.802557] [DEBUG] [FORECASTER] CTBB: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T09:51:19.041440] [DEBUG] [FORECASTER] CTBB: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T09:51:19.277388] [DEBUG] [FORECASTER] CTBB: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T09:51:19.508372] [DEBUG] [FORECASTER] CTBB: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T09:51:19.789486] [DEBUG] [FORECASTER] CTBB: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T09:51:20.052637] [DEBUG] [FORECASTER] CTBB: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T09:51:20.306350] [DEBUG] [FORECASTER] CTBB: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T09:51:20.306536] [INFO ] [CONFIGURE ] CTBB: DISCARDED add_pbf_volatility_5d (score: 70.00%)
[2025-11-25T09:51:20.306587] [INFO ] [CONFIGURE ] JOB ETA: 53.3m | Avg: 2.8s/test | Remaining: 1154 tests
[2025-11-25T09:51:20.306632] [INFO ] [CONFIGURE ] CTBB: Testing feature 19/29: add_pbf_vs_sma_5
[2025-11-25T09:51:20.306695] [INFO ] [CONFIGURE ] CTBB: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_pbf_vs_sma_5']
[2025-11-25T09:51:20.542151] [DEBUG] [FORECASTER] CTBB: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T09:51:20.780415] [DEBUG] [FORECASTER] CTBB: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T09:51:21.017272] [DEBUG] [FORECASTER] CTBB: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T09:51:21.268238] [DEBUG] [FORECASTER] CTBB: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T09:51:21.496084] [DEBUG] [FORECASTER] CTBB: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T09:51:21.717323] [DEBUG] [FORECASTER] CTBB: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T09:51:21.937809] [DEBUG] [FORECASTER] CTBB: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T09:51:22.161257] [DEBUG] [FORECASTER] CTBB: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T09:51:22.377002] [DEBUG] [FORECASTER] CTBB: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T09:51:22.592495] [DEBUG] [FORECASTER] CTBB: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T09:51:22.592692] [INFO ] [CONFIGURE ] CTBB: DISCARDED add_pbf_vs_sma_5 (score: 80.00%)
[2025-11-25T09:51:22.592749] [INFO ] [CONFIGURE ] JOB ETA: 53.2m | Avg: 2.8s/test | Remaining: 1153 tests
[2025-11-25T09:51:22.592797] [INFO ] [CONFIGURE ] CTBB: Testing feature 20/29: add_price_rejection
[2025-11-25T09:51:22.592833] [INFO ] [CONFIGURE ] CTBB: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_price_rejection']
[2025-11-25T09:51:22.821202] [DEBUG] [FORECASTER] CTBB: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T09:51:23.052097] [DEBUG] [FORECASTER] CTBB: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T09:51:23.285762] [DEBUG] [FORECASTER] CTBB: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T09:51:23.521441] [DEBUG] [FORECASTER] CTBB: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T09:51:23.748954] [DEBUG] [FORECASTER] CTBB: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T09:51:23.978076] [DEBUG] [FORECASTER] CTBB: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T09:51:24.211511] [DEBUG] [FORECASTER] CTBB: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T09:51:24.449023] [DEBUG] [FORECASTER] CTBB: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T09:51:24.692987] [DEBUG] [FORECASTER] CTBB: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T09:51:24.945043] [DEBUG] [FORECASTER] CTBB: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T09:51:24.945227] [INFO ] [CONFIGURE ] CTBB: DISCARDED add_price_rejection (score: 60.00%)
[2025-11-25T09:51:24.945283] [INFO ] [CONFIGURE ] JOB ETA: 53.2m | Avg: 2.8s/test | Remaining: 1152 tests
[2025-11-25T09:51:24.945330] [INFO ] [CONFIGURE ] CTBB: Testing feature 21/29: add_range_position
[2025-11-25T09:51:24.945370] [INFO ] [CONFIGURE ] CTBB: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_range_position']
[2025-11-25T09:51:25.212346] [DEBUG] [FORECASTER] CTBB: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T09:51:25.463564] [DEBUG] [FORECASTER] CTBB: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T09:51:25.713527] [DEBUG] [FORECASTER] CTBB: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T09:51:25.970742] [DEBUG] [FORECASTER] CTBB: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T09:51:26.224943] [DEBUG] [FORECASTER] CTBB: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T09:51:26.476121] [DEBUG] [FORECASTER] CTBB: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T09:51:26.730215] [DEBUG] [FORECASTER] CTBB: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T09:51:26.994814] [DEBUG] [FORECASTER] CTBB: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T09:51:27.276494] [DEBUG] [FORECASTER] CTBB: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T09:51:27.547126] [DEBUG] [FORECASTER] CTBB: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T09:51:27.547337] [INFO ] [CONFIGURE ] CTBB: DISCARDED add_range_position (score: 50.00%)
[2025-11-25T09:51:27.547396] [INFO ] [CONFIGURE ] JOB ETA: 53.1m | Avg: 2.8s/test | Remaining: 1151 tests
[2025-11-25T09:51:27.547442] [INFO ] [CONFIGURE ] CTBB: Testing feature 22/29: add_realized_volatility
[2025-11-25T09:51:27.547486] [INFO ] [CONFIGURE ] CTBB: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_realized_volatility']
[2025-11-25T09:51:27.900399] [DEBUG] [FORECASTER] CTBB: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T09:51:28.253885] [DEBUG] [FORECASTER] CTBB: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T09:51:28.610222] [DEBUG] [FORECASTER] CTBB: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T09:51:28.963463] [DEBUG] [FORECASTER] CTBB: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T09:51:29.321689] [DEBUG] [FORECASTER] CTBB: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T09:51:29.676052] [DEBUG] [FORECASTER] CTBB: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T09:51:30.047079] [DEBUG] [FORECASTER] CTBB: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T09:51:30.427328] [DEBUG] [FORECASTER] CTBB: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T09:51:30.811379] [DEBUG] [FORECASTER] CTBB: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T09:51:31.195763] [DEBUG] [FORECASTER] CTBB: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T09:51:31.195977] [INFO ] [CONFIGURE ] CTBB: DISCARDED add_realized_volatility (score: 60.00%)
[2025-11-25T09:51:31.196037] [INFO ] [CONFIGURE ] JOB ETA: 53.1m | Avg: 2.8s/test | Remaining: 1150 tests
[2025-11-25T09:51:31.196087] [INFO ] [CONFIGURE ] CTBB: Testing feature 23/29: add_recent_range_context
[2025-11-25T09:51:31.196135] [INFO ] [CONFIGURE ] CTBB: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_recent_range_context']
[2025-11-25T09:51:31.462108] [DEBUG] [FORECASTER] CTBB: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T09:51:31.721447] [DEBUG] [FORECASTER] CTBB: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T09:51:31.973167] [DEBUG] [FORECASTER] CTBB: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T09:51:32.222784] [DEBUG] [FORECASTER] CTBB: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T09:51:32.475087] [DEBUG] [FORECASTER] CTBB: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T09:51:32.708811] [DEBUG] [FORECASTER] CTBB: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T09:51:32.936381] [DEBUG] [FORECASTER] CTBB: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T09:51:33.164307] [DEBUG] [FORECASTER] CTBB: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-25T09:51:33.400797] [DEBUG] [FORECASTER] CTBB: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T09:51:33.631305] [DEBUG] [FORECASTER] CTBB: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T09:51:33.631488] [INFO ] [CONFIGURE ] CTBB: DISCARDED add_recent_range_context (score: 80.00%)
[2025-11-25T09:51:33.631547] [INFO ] [CONFIGURE ] JOB ETA: 53.0m | Avg: 2.8s/test | Remaining: 1149 tests
[2025-11-25T09:51:33.631597] [INFO ] [CONFIGURE ] CTBB: Testing feature 24/29: add_rsi
[2025-11-25T09:51:33.631662] [INFO ] [CONFIGURE ] CTBB: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_ema', 'add_rsi']
[2025-11-25T09:51:33.904822] [DEBUG] [FORECASTER] CTBB: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T09:51:34.178636] [DEBUG] [FORECASTER] CTBB: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T09:51:34.456793] [DEBUG] [FORECASTER] CTBB: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T09:51:34.752110] [DEBUG] [FORECASTER] CTBB: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T09:51:35.022346] [DEBUG] [FORECASTER] CTBB: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T09:51:35.291955] [DEBUG] [FORECASTER] CTBB: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T09:51:35.563520] [DEBUG] [FORECASTER] CTBB: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T09:51:35.835148] [DEBUG] [FORECASTER] CTBB: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T09:51:36.113891] [DEBUG] [FORECASTER] CTBB: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T09:51:36.398486] [DEBUG] [FORECASTER] CTBB: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T09:51:36.398685] [INFO ] [CONFIGURE ] CTBB: DISCARDED add_rsi (score: 50.00%)
[2025-11-25T09:51:36.398745] [INFO ] [CONFIGURE ] JOB ETA: 53.0m | Avg: 2.8s/test | Remaining: 1148 tests
[2025-11-25T09:51:36.398794] [INFO ] [CONFIGURE ] CTBB: Testing feature 25/29: add_tick_distribution
[2025-11-25T09:51:36.398837] [INFO ] [CONFIGURE ] CTBB: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_tick_distribution']
[2025-11-25T09:51:36.623995] [DEBUG] [FORECASTER] CTBB: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T09:51:36.847347] [DEBUG] [FORECASTER] CTBB: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T09:51:37.079826] [DEBUG] [FORECASTER] CTBB: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T09:51:37.308285] [DEBUG] [FORECASTER] CTBB: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T09:51:37.535746] [DEBUG] [FORECASTER] CTBB: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T09:51:37.762625] [DEBUG] [FORECASTER] CTBB: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T09:51:37.989155] [DEBUG] [FORECASTER] CTBB: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T09:51:38.216035] [DEBUG] [FORECASTER] CTBB: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T09:51:38.447931] [DEBUG] [FORECASTER] CTBB: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T09:51:38.672484] [DEBUG] [FORECASTER] CTBB: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T09:51:38.672681] [INFO ] [CONFIGURE ] CTBB: DISCARDED add_tick_distribution (score: 70.00%)
[2025-11-25T09:51:38.672741] [INFO ] [CONFIGURE ] JOB ETA: 52.9m | Avg: 2.8s/test | Remaining: 1147 tests
[2025-11-25T09:51:38.672787] [INFO ] [CONFIGURE ] CTBB: Testing feature 26/29: add_volume_momentum_confirmation
[2025-11-25T09:51:38.672830] [INFO ] [CONFIGURE ] CTBB: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_volume_momentum_confirmation']
[2025-11-25T09:51:38.898197] [DEBUG] [FORECASTER] CTBB: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T09:51:39.123888] [DEBUG] [FORECASTER] CTBB: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T09:51:39.349832] [DEBUG] [FORECASTER] CTBB: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T09:51:39.581241] [DEBUG] [FORECASTER] CTBB: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T09:51:39.807545] [DEBUG] [FORECASTER] CTBB: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T09:51:40.038787] [DEBUG] [FORECASTER] CTBB: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T09:51:40.268876] [DEBUG] [FORECASTER] CTBB: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T09:51:40.498730] [DEBUG] [FORECASTER] CTBB: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-25T09:51:40.736537] [DEBUG] [FORECASTER] CTBB: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T09:51:40.972728] [DEBUG] [FORECASTER] CTBB: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T09:51:40.972917] [INFO ] [CONFIGURE ] CTBB: DISCARDED add_volume_momentum_confirmation (score: 80.00%)
[2025-11-25T09:51:40.972973] [INFO ] [CONFIGURE ] JOB ETA: 52.9m | Avg: 2.8s/test | Remaining: 1146 tests
[2025-11-25T09:51:40.973019] [INFO ] [CONFIGURE ] CTBB: Testing feature 27/29: add_volume_price_divergence
[2025-11-25T09:51:40.973062] [INFO ] [CONFIGURE ] CTBB: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_volume_price_divergence']
[2025-11-25T09:51:41.222284] [DEBUG] [FORECASTER] CTBB: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T09:51:41.483052] [DEBUG] [FORECASTER] CTBB: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T09:51:41.752245] [DEBUG] [FORECASTER] CTBB: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T09:51:42.023892] [DEBUG] [FORECASTER] CTBB: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T09:51:42.287702] [DEBUG] [FORECASTER] CTBB: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T09:51:42.566729] [DEBUG] [FORECASTER] CTBB: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T09:51:42.826744] [DEBUG] [FORECASTER] CTBB: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T09:51:43.090375] [DEBUG] [FORECASTER] CTBB: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T09:51:43.357967] [DEBUG] [FORECASTER] CTBB: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T09:51:43.604276] [DEBUG] [FORECASTER] CTBB: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T09:51:43.604459] [INFO ] [CONFIGURE ] CTBB: DISCARDED add_volume_price_divergence (score: 50.00%)
[2025-11-25T09:51:43.604517] [INFO ] [CONFIGURE ] JOB ETA: 52.9m | Avg: 2.8s/test | Remaining: 1145 tests
[2025-11-25T09:51:43.604568] [INFO ] [CONFIGURE ] CTBB: Testing feature 28/29: add_volume_profile
[2025-11-25T09:51:43.604616] [INFO ] [CONFIGURE ] CTBB: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_volume_profile']
[2025-11-25T09:51:43.841902] [DEBUG] [FORECASTER] CTBB: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T09:51:44.083143] [DEBUG] [FORECASTER] CTBB: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T09:51:44.336045] [DEBUG] [FORECASTER] CTBB: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T09:51:44.590919] [DEBUG] [FORECASTER] CTBB: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T09:51:44.834487] [DEBUG] [FORECASTER] CTBB: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T09:51:45.072213] [DEBUG] [FORECASTER] CTBB: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T09:51:45.313191] [DEBUG] [FORECASTER] CTBB: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T09:51:45.554812] [DEBUG] [FORECASTER] CTBB: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T09:51:45.791234] [DEBUG] [FORECASTER] CTBB: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T09:51:46.026991] [DEBUG] [FORECASTER] CTBB: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T09:51:46.027206] [INFO ] [CONFIGURE ] CTBB: DISCARDED add_volume_profile (score: 50.00%)
[2025-11-25T09:51:46.027264] [INFO ] [CONFIGURE ] JOB ETA: 52.8m | Avg: 2.8s/test | Remaining: 1144 tests
[2025-11-25T09:51:46.027312] [INFO ] [CONFIGURE ] CTBB: ===== FEATURE SELECTION COMPLETE =====
[2025-11-25T09:51:46.027355] [INFO ] [CONFIGURE ] CTBB: Best accuracy: 90.00%
[2025-11-25T09:51:46.027397] [INFO ] [CONFIGURE ] CTBB: Best feature set (2 features): ['add_vwap', 'add_exhaustion_signals']
[2025-11-25T09:51:46.027437] [INFO ] [CONFIGURE ] CTBB: Improvement over baseline: 40.00%
[2025-11-25T09:51:46.027474] [INFO ] [CONFIGURE ] CTBB: Total time: 1.2 minutes
[2025-11-25T09:51:46.027512] [INFO ] [CONFIGURE ] CTBB: Average time per feature: 2.6 seconds
[2025-11-25T09:51:46.027550] [INFO ] [CONFIGURE ] CTBB: Average speed: 0.40 features/sec
[2025-11-25T09:51:46.028024] [INFO ] [LOCAL     ] Saved configuration for CTBB: 2 features, 90.00% accuracy -> ./output/feature-sets/CTBB.json
[2025-11-25T09:51:46.028083] [INFO ] [CONFIGURE ] CTBB: Configuration saved successfully: 2 features, 90.00% accuracy.
[2025-11-25T09:51:46.028133] [INFO ] [sig       ] [126/164] Successfully configured CTBB | 0.01 sym/s | Total: 2.8h | ETA: 51.5m
[2025-11-25T09:51:46.028179] [INFO ] [sig       ] [127/164] Configuring CTS...
[2025-11-25T09:51:46.028222] [INFO ] [CONFIGURE ] CTS: Configurate test run.
[2025-11-25T09:51:46.028262] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CTS' from 'https://tdm.silogroup.org/data/derivative_storage/CTS.csv'.
[2025-11-25T09:51:46.040579] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'CTS'.
[2025-11-25T09:51:46.040963] [INFO ] [CONFIGURE ] CTS: Testing with 29 available features
[2025-11-25T09:51:46.041026] [INFO ] [CONFIGURE ] CTS: Establishing baseline with no features...
[2025-11-25T09:51:46.212833] [DEBUG] [FORECASTER] CTS: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T09:51:46.382908] [DEBUG] [FORECASTER] CTS: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T09:51:46.553481] [DEBUG] [FORECASTER] CTS: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T09:51:46.725504] [DEBUG] [FORECASTER] CTS: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T09:51:46.897828] [DEBUG] [FORECASTER] CTS: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T09:51:47.075275] [DEBUG] [FORECASTER] CTS: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T09:51:47.251920] [DEBUG] [FORECASTER] CTS: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T09:51:47.426806] [DEBUG] [FORECASTER] CTS: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T09:51:47.604446] [DEBUG] [FORECASTER] CTS: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T09:51:47.780475] [DEBUG] [FORECASTER] CTS: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T09:51:47.780663] [INFO ] [CONFIGURE ] CTS: Baseline score (no features): 60.00%
[2025-11-25T09:51:47.780744] [INFO ] [CONFIGURE ] CTS: Testing feature 1/29: add_bollinger_bands
[2025-11-25T09:51:47.780808] [INFO ] [CONFIGURE ] CTS: Testing with features: ['add_bollinger_bands']
[2025-11-25T09:51:47.991666] [DEBUG] [FORECASTER] CTS: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T09:51:48.207059] [DEBUG] [FORECASTER] CTS: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T09:51:48.419372] [DEBUG] [FORECASTER] CTS: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T09:51:48.630337] [DEBUG] [FORECASTER] CTS: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T09:51:48.843508] [DEBUG] [FORECASTER] CTS: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T09:51:49.051727] [DEBUG] [FORECASTER] CTS: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T09:51:49.264285] [DEBUG] [FORECASTER] CTS: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T09:51:49.475112] [DEBUG] [FORECASTER] CTS: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T09:51:49.692172] [DEBUG] [FORECASTER] CTS: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T09:51:49.904184] [DEBUG] [FORECASTER] CTS: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T09:51:49.904375] [INFO ] [CONFIGURE ] CTS: DISCARDED add_bollinger_bands (score: 50.00%)
[2025-11-25T09:51:49.904427] [INFO ] [CONFIGURE ] JOB ETA: 52.8m | Avg: 2.8s/test | Remaining: 1143 tests
[2025-11-25T09:51:49.904468] [INFO ] [CONFIGURE ] CTS: Testing feature 2/29: add_cumulative_delta
[2025-11-25T09:51:49.904505] [INFO ] [CONFIGURE ] CTS: Testing with features: ['add_cumulative_delta']
[2025-11-25T09:51:50.119105] [DEBUG] [FORECASTER] CTS: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T09:51:50.328345] [DEBUG] [FORECASTER] CTS: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T09:51:50.545074] [DEBUG] [FORECASTER] CTS: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T09:51:50.756606] [DEBUG] [FORECASTER] CTS: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T09:51:50.967066] [DEBUG] [FORECASTER] CTS: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T09:51:51.182659] [DEBUG] [FORECASTER] CTS: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T09:51:51.398070] [DEBUG] [FORECASTER] CTS: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T09:51:51.614965] [DEBUG] [FORECASTER] CTS: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T09:51:51.844270] [DEBUG] [FORECASTER] CTS: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T09:51:52.063186] [DEBUG] [FORECASTER] CTS: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T09:51:52.063360] [INFO ] [CONFIGURE ] CTS: DISCARDED add_cumulative_delta (score: 50.00%)
[2025-11-25T09:51:52.063409] [INFO ] [CONFIGURE ] JOB ETA: 52.7m | Avg: 2.8s/test | Remaining: 1142 tests
[2025-11-25T09:51:52.063450] [INFO ] [CONFIGURE ] CTS: Testing feature 3/29: add_daily_returns
[2025-11-25T09:51:52.063487] [INFO ] [CONFIGURE ] CTS: Testing with features: ['add_daily_returns']
[2025-11-25T09:51:52.253280] [DEBUG] [FORECASTER] CTS: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T09:51:52.451433] [DEBUG] [FORECASTER] CTS: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T09:51:52.641884] [DEBUG] [FORECASTER] CTS: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T09:51:52.830147] [DEBUG] [FORECASTER] CTS: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T09:51:53.021216] [DEBUG] [FORECASTER] CTS: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T09:51:53.211134] [DEBUG] [FORECASTER] CTS: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T09:51:53.405373] [DEBUG] [FORECASTER] CTS: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T09:51:53.631001] [DEBUG] [FORECASTER] CTS: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T09:51:53.820437] [DEBUG] [FORECASTER] CTS: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T09:51:54.013317] [DEBUG] [FORECASTER] CTS: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T09:51:54.013526] [INFO ] [CONFIGURE ] CTS: DISCARDED add_daily_returns (score: 50.00%)
[2025-11-25T09:51:54.013596] [INFO ] [CONFIGURE ] JOB ETA: 52.7m | Avg: 2.8s/test | Remaining: 1141 tests
[2025-11-25T09:51:54.013638] [INFO ] [CONFIGURE ] CTS: Testing feature 4/29: add_ema
[2025-11-25T09:51:54.013705] [INFO ] [CONFIGURE ] CTS: Testing with features: ['add_ema']
[2025-11-25T09:51:54.235924] [DEBUG] [FORECASTER] CTS: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T09:51:54.448432] [DEBUG] [FORECASTER] CTS: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T09:51:54.672333] [DEBUG] [FORECASTER] CTS: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T09:51:54.886857] [DEBUG] [FORECASTER] CTS: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T09:51:55.097258] [DEBUG] [FORECASTER] CTS: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T09:51:55.316917] [DEBUG] [FORECASTER] CTS: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T09:51:55.539416] [DEBUG] [FORECASTER] CTS: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T09:51:55.762773] [DEBUG] [FORECASTER] CTS: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T09:51:55.985772] [DEBUG] [FORECASTER] CTS: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T09:51:56.209049] [DEBUG] [FORECASTER] CTS: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T09:51:56.209248] [INFO ] [CONFIGURE ] CTS: KEPT add_ema (score: 70.00%)
[2025-11-25T09:51:56.209301] [INFO ] [CONFIGURE ] JOB ETA: 52.6m | Avg: 2.8s/test | Remaining: 1140 tests
[2025-11-25T09:51:56.209341] [INFO ] [CONFIGURE ] CTS: Testing feature 5/29: add_exhaustion_signals
[2025-11-25T09:51:56.209377] [INFO ] [CONFIGURE ] CTS: Testing with features: ['add_ema', 'add_vwap', 'add_exhaustion_signals']
[2025-11-25T09:51:56.480187] [DEBUG] [FORECASTER] CTS: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T09:51:56.748223] [DEBUG] [FORECASTER] CTS: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T09:51:57.020047] [DEBUG] [FORECASTER] CTS: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T09:51:57.290105] [DEBUG] [FORECASTER] CTS: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T09:51:57.551262] [DEBUG] [FORECASTER] CTS: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T09:51:57.813048] [DEBUG] [FORECASTER] CTS: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T09:51:58.073746] [DEBUG] [FORECASTER] CTS: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T09:51:58.339110] [DEBUG] [FORECASTER] CTS: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T09:51:58.619205] [DEBUG] [FORECASTER] CTS: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T09:51:58.913551] [DEBUG] [FORECASTER] CTS: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T09:51:58.913820] [INFO ] [CONFIGURE ] CTS: DISCARDED add_exhaustion_signals (score: 50.00%)
[2025-11-25T09:51:58.913889] [INFO ] [CONFIGURE ] JOB ETA: 52.6m | Avg: 2.8s/test | Remaining: 1139 tests
[2025-11-25T09:51:58.913939] [INFO ] [CONFIGURE ] CTS: Testing feature 6/29: add_failed_moves
[2025-11-25T09:51:58.913986] [INFO ] [CONFIGURE ] CTS: Testing with features: ['add_ema', 'add_failed_moves']
[2025-11-25T09:51:59.159493] [DEBUG] [FORECASTER] CTS: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T09:51:59.402017] [DEBUG] [FORECASTER] CTS: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T09:51:59.643801] [DEBUG] [FORECASTER] CTS: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T09:51:59.885209] [DEBUG] [FORECASTER] CTS: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T09:52:00.814010] [DEBUG] [FORECASTER] CTS: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T09:52:01.063693] [DEBUG] [FORECASTER] CTS: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T09:52:01.375078] [DEBUG] [FORECASTER] CTS: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T09:52:01.619673] [DEBUG] [FORECASTER] CTS: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T09:52:01.864148] [DEBUG] [FORECASTER] CTS: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T09:52:02.116058] [DEBUG] [FORECASTER] CTS: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T09:52:02.116261] [INFO ] [CONFIGURE ] CTS: DISCARDED add_failed_moves (score: 70.00%)
[2025-11-25T09:52:02.116334] [INFO ] [CONFIGURE ] JOB ETA: 52.5m | Avg: 2.8s/test | Remaining: 1138 tests
[2025-11-25T09:52:02.116386] [INFO ] [CONFIGURE ] CTS: Testing feature 7/29: add_lag_shelf
[2025-11-25T09:52:02.116427] [INFO ] [CONFIGURE ] CTS: Testing with features: ['add_ema', 'add_lag_shelf']
[2025-11-25T09:52:02.342454] [DEBUG] [FORECASTER] CTS: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T09:52:02.565022] [DEBUG] [FORECASTER] CTS: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T09:52:02.796009] [DEBUG] [FORECASTER] CTS: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T09:52:03.024554] [DEBUG] [FORECASTER] CTS: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T09:52:03.249338] [DEBUG] [FORECASTER] CTS: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T09:52:03.481264] [DEBUG] [FORECASTER] CTS: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T09:52:03.716623] [DEBUG] [FORECASTER] CTS: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T09:52:03.936878] [DEBUG] [FORECASTER] CTS: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T09:52:04.153718] [DEBUG] [FORECASTER] CTS: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T09:52:04.389075] [DEBUG] [FORECASTER] CTS: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T09:52:04.389468] [INFO ] [CONFIGURE ] CTS: DISCARDED add_lag_shelf (score: 70.00%)
[2025-11-25T09:52:04.389592] [INFO ] [CONFIGURE ] JOB ETA: 52.5m | Avg: 2.8s/test | Remaining: 1137 tests
[2025-11-25T09:52:04.389816] [INFO ] [CONFIGURE ] CTS: Testing feature 8/29: add_macd
[2025-11-25T09:52:04.389928] [INFO ] [CONFIGURE ] CTS: Testing with features: ['add_ema', 'add_vwap', 'add_macd']
[2025-11-25T09:52:04.701938] [DEBUG] [FORECASTER] CTS: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T09:52:05.008621] [DEBUG] [FORECASTER] CTS: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T09:52:05.296115] [DEBUG] [FORECASTER] CTS: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T09:52:05.613930] [DEBUG] [FORECASTER] CTS: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T09:52:05.906109] [DEBUG] [FORECASTER] CTS: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T09:52:06.212299] [DEBUG] [FORECASTER] CTS: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T09:52:06.505358] [DEBUG] [FORECASTER] CTS: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T09:52:06.798071] [DEBUG] [FORECASTER] CTS: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T09:52:07.089735] [DEBUG] [FORECASTER] CTS: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T09:52:07.384546] [DEBUG] [FORECASTER] CTS: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T09:52:07.384780] [INFO ] [CONFIGURE ] CTS: DISCARDED add_macd (score: 40.00%)
[2025-11-25T09:52:07.384839] [INFO ] [CONFIGURE ] JOB ETA: 52.4m | Avg: 2.8s/test | Remaining: 1136 tests
[2025-11-25T09:52:07.384887] [INFO ] [CONFIGURE ] CTS: Testing feature 9/29: add_mfi
[2025-11-25T09:52:07.384931] [INFO ] [CONFIGURE ] CTS: Testing with features: ['add_ema', 'add_mfi']
[2025-11-25T09:52:07.618516] [DEBUG] [FORECASTER] CTS: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T09:52:07.856600] [DEBUG] [FORECASTER] CTS: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T09:52:08.092671] [DEBUG] [FORECASTER] CTS: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T09:52:08.328486] [DEBUG] [FORECASTER] CTS: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T09:52:08.563408] [DEBUG] [FORECASTER] CTS: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T09:52:08.800988] [DEBUG] [FORECASTER] CTS: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T09:52:09.044471] [DEBUG] [FORECASTER] CTS: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T09:52:09.302966] [DEBUG] [FORECASTER] CTS: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T09:52:09.534905] [DEBUG] [FORECASTER] CTS: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T09:52:09.778602] [DEBUG] [FORECASTER] CTS: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T09:52:09.778832] [INFO ] [CONFIGURE ] CTS: DISCARDED add_mfi (score: 60.00%)
[2025-11-25T09:52:09.778893] [INFO ] [CONFIGURE ] JOB ETA: 52.4m | Avg: 2.8s/test | Remaining: 1135 tests
[2025-11-25T09:52:09.778940] [INFO ] [CONFIGURE ] CTS: Testing feature 10/29: add_momentum_acceleration
[2025-11-25T09:52:09.778986] [INFO ] [CONFIGURE ] CTS: Testing with features: ['add_ema', 'add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-11-25T09:52:10.100240] [DEBUG] [FORECASTER] CTS: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T09:52:10.420418] [DEBUG] [FORECASTER] CTS: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T09:52:10.754570] [DEBUG] [FORECASTER] CTS: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T09:52:11.083448] [DEBUG] [FORECASTER] CTS: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T09:52:11.412973] [DEBUG] [FORECASTER] CTS: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T09:52:11.736326] [DEBUG] [FORECASTER] CTS: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T09:52:12.066219] [DEBUG] [FORECASTER] CTS: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T09:52:12.393995] [DEBUG] [FORECASTER] CTS: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T09:52:12.731693] [DEBUG] [FORECASTER] CTS: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T09:52:13.057272] [DEBUG] [FORECASTER] CTS: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T09:52:13.057482] [INFO ] [CONFIGURE ] CTS: DISCARDED add_momentum_acceleration (score: 50.00%)
[2025-11-25T09:52:13.057540] [INFO ] [CONFIGURE ] JOB ETA: 52.3m | Avg: 2.8s/test | Remaining: 1134 tests
[2025-11-25T09:52:13.057587] [INFO ] [CONFIGURE ] CTS: Testing feature 11/29: add_obv_daily
[2025-11-25T09:52:13.057669] [INFO ] [CONFIGURE ] CTS: Testing with features: ['add_ema', 'add_obv_daily']
[2025-11-25T09:52:13.315890] [DEBUG] [FORECASTER] CTS: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T09:52:13.573548] [DEBUG] [FORECASTER] CTS: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T09:52:13.866461] [DEBUG] [FORECASTER] CTS: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T09:52:14.213861] [DEBUG] [FORECASTER] CTS: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T09:52:14.545452] [DEBUG] [FORECASTER] CTS: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T09:52:14.863832] [DEBUG] [FORECASTER] CTS: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T09:52:15.134839] [DEBUG] [FORECASTER] CTS: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T09:52:15.396006] [DEBUG] [FORECASTER] CTS: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T09:52:15.655301] [DEBUG] [FORECASTER] CTS: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T09:52:15.907672] [DEBUG] [FORECASTER] CTS: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T09:52:15.907847] [INFO ] [CONFIGURE ] CTS: DISCARDED add_obv_daily (score: 60.00%)
[2025-11-25T09:52:15.907896] [INFO ] [CONFIGURE ] JOB ETA: 52.3m | Avg: 2.8s/test | Remaining: 1133 tests
[2025-11-25T09:52:15.907935] [INFO ] [CONFIGURE ] CTS: Testing feature 12/29: add_obv_interval
[2025-11-25T09:52:15.907969] [INFO ] [CONFIGURE ] CTS: Testing with features: ['add_ema', 'add_obv_interval']
[2025-11-25T09:52:16.143461] [DEBUG] [FORECASTER] CTS: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T09:52:16.393555] [DEBUG] [FORECASTER] CTS: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T09:52:16.647974] [DEBUG] [FORECASTER] CTS: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T09:52:16.899982] [DEBUG] [FORECASTER] CTS: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T09:52:17.149308] [DEBUG] [FORECASTER] CTS: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T09:52:17.405766] [DEBUG] [FORECASTER] CTS: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T09:52:17.660729] [DEBUG] [FORECASTER] CTS: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T09:52:17.895940] [DEBUG] [FORECASTER] CTS: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T09:52:18.139875] [DEBUG] [FORECASTER] CTS: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T09:52:18.393740] [DEBUG] [FORECASTER] CTS: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T09:52:18.394098] [INFO ] [CONFIGURE ] CTS: DISCARDED add_obv_interval (score: 70.00%)
[2025-11-25T09:52:18.394219] [INFO ] [CONFIGURE ] JOB ETA: 52.2m | Avg: 2.8s/test | Remaining: 1132 tests
[2025-11-25T09:52:18.394277] [INFO ] [CONFIGURE ] CTS: Testing feature 13/29: add_opening_strength
[2025-11-25T09:52:18.394383] [INFO ] [CONFIGURE ] CTS: Testing with features: ['add_ema', 'add_daily_returns', 'add_opening_strength']
[2025-11-25T09:52:18.665892] [DEBUG] [FORECASTER] CTS: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T09:52:18.941551] [DEBUG] [FORECASTER] CTS: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T09:52:19.216752] [DEBUG] [FORECASTER] CTS: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T09:52:19.494490] [DEBUG] [FORECASTER] CTS: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T09:52:19.787043] [DEBUG] [FORECASTER] CTS: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T09:52:20.078963] [DEBUG] [FORECASTER] CTS: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T09:52:20.351230] [DEBUG] [FORECASTER] CTS: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T09:52:20.629718] [DEBUG] [FORECASTER] CTS: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T09:52:20.910108] [DEBUG] [FORECASTER] CTS: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T09:52:21.193867] [DEBUG] [FORECASTER] CTS: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T09:52:21.194060] [INFO ] [CONFIGURE ] CTS: DISCARDED add_opening_strength (score: 60.00%)
[2025-11-25T09:52:21.194120] [INFO ] [CONFIGURE ] JOB ETA: 52.2m | Avg: 2.8s/test | Remaining: 1131 tests
[2025-11-25T09:52:21.194171] [INFO ] [CONFIGURE ] CTS: Testing feature 14/29: add_order_flow_imbalance
[2025-11-25T09:52:21.194216] [INFO ] [CONFIGURE ] CTS: Testing with features: ['add_ema', 'add_order_flow_imbalance']
[2025-11-25T09:52:21.444630] [DEBUG] [FORECASTER] CTS: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T09:52:21.699760] [DEBUG] [FORECASTER] CTS: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T09:52:21.959279] [DEBUG] [FORECASTER] CTS: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T09:52:22.214124] [DEBUG] [FORECASTER] CTS: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T09:52:22.469277] [DEBUG] [FORECASTER] CTS: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T09:52:22.727342] [DEBUG] [FORECASTER] CTS: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T09:52:22.986053] [DEBUG] [FORECASTER] CTS: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T09:52:23.250796] [DEBUG] [FORECASTER] CTS: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T09:52:23.512156] [DEBUG] [FORECASTER] CTS: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T09:52:23.804482] [DEBUG] [FORECASTER] CTS: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T09:52:23.804708] [INFO ] [CONFIGURE ] CTS: DISCARDED add_order_flow_imbalance (score: 50.00%)
[2025-11-25T09:52:23.804768] [INFO ] [CONFIGURE ] JOB ETA: 52.1m | Avg: 2.8s/test | Remaining: 1130 tests
[2025-11-25T09:52:23.804818] [INFO ] [CONFIGURE ] CTS: Testing feature 15/29: add_pbf_morning_momentum
[2025-11-25T09:52:23.804863] [INFO ] [CONFIGURE ] CTS: Testing with features: ['add_ema', 'add_pbf_morning_momentum']
[2025-11-25T09:52:24.066175] [DEBUG] [FORECASTER] CTS: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T09:52:24.318435] [DEBUG] [FORECASTER] CTS: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T09:52:24.570963] [DEBUG] [FORECASTER] CTS: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T09:52:24.814770] [DEBUG] [FORECASTER] CTS: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T09:52:25.048929] [DEBUG] [FORECASTER] CTS: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T09:52:25.286343] [DEBUG] [FORECASTER] CTS: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T09:52:25.524116] [DEBUG] [FORECASTER] CTS: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T09:52:25.764438] [DEBUG] [FORECASTER] CTS: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T09:52:26.002887] [DEBUG] [FORECASTER] CTS: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T09:52:26.247816] [DEBUG] [FORECASTER] CTS: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T09:52:26.248000] [INFO ] [CONFIGURE ] CTS: DISCARDED add_pbf_morning_momentum (score: 70.00%)
[2025-11-25T09:52:26.248052] [INFO ] [CONFIGURE ] JOB ETA: 52.1m | Avg: 2.8s/test | Remaining: 1129 tests
[2025-11-25T09:52:26.248090] [INFO ] [CONFIGURE ] CTS: Testing feature 16/29: add_pbf_overnight_gap
[2025-11-25T09:52:26.248125] [INFO ] [CONFIGURE ] CTS: Testing with features: ['add_ema', 'add_pbf_overnight_gap']
[2025-11-25T09:52:26.486262] [DEBUG] [FORECASTER] CTS: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T09:52:26.732993] [DEBUG] [FORECASTER] CTS: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T09:52:26.979679] [DEBUG] [FORECASTER] CTS: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T09:52:27.230008] [DEBUG] [FORECASTER] CTS: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T09:52:27.478421] [DEBUG] [FORECASTER] CTS: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T09:52:27.723293] [DEBUG] [FORECASTER] CTS: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T09:52:27.973220] [DEBUG] [FORECASTER] CTS: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T09:52:28.229692] [DEBUG] [FORECASTER] CTS: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T09:52:28.471292] [DEBUG] [FORECASTER] CTS: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T09:52:28.718850] [DEBUG] [FORECASTER] CTS: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T09:52:28.719066] [INFO ] [CONFIGURE ] CTS: DISCARDED add_pbf_overnight_gap (score: 60.00%)
[2025-11-25T09:52:28.719126] [INFO ] [CONFIGURE ] JOB ETA: 52.0m | Avg: 2.8s/test | Remaining: 1128 tests
[2025-11-25T09:52:28.719181] [INFO ] [CONFIGURE ] CTS: Testing feature 17/29: add_pbf_return_2d
[2025-11-25T09:52:28.719228] [INFO ] [CONFIGURE ] CTS: Testing with features: ['add_ema', 'add_pbf_return_2d']
[2025-11-25T09:52:28.985569] [DEBUG] [FORECASTER] CTS: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T09:52:29.238399] [DEBUG] [FORECASTER] CTS: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T09:52:29.504885] [DEBUG] [FORECASTER] CTS: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T09:52:29.784622] [DEBUG] [FORECASTER] CTS: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T09:52:30.041359] [DEBUG] [FORECASTER] CTS: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T09:52:30.296960] [DEBUG] [FORECASTER] CTS: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T09:52:30.563681] [DEBUG] [FORECASTER] CTS: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T09:52:30.821590] [DEBUG] [FORECASTER] CTS: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T09:52:31.078789] [DEBUG] [FORECASTER] CTS: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T09:52:31.336814] [DEBUG] [FORECASTER] CTS: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T09:52:31.336994] [INFO ] [CONFIGURE ] CTS: DISCARDED add_pbf_return_2d (score: 50.00%)
[2025-11-25T09:52:31.337052] [INFO ] [CONFIGURE ] JOB ETA: 52.0m | Avg: 2.8s/test | Remaining: 1127 tests
[2025-11-25T09:52:31.337100] [INFO ] [CONFIGURE ] CTS: Testing feature 18/29: add_pbf_volatility_5d
[2025-11-25T09:52:31.337156] [INFO ] [CONFIGURE ] CTS: Testing with features: ['add_ema', 'add_pbf_volatility_5d']
[2025-11-25T09:52:31.567029] [DEBUG] [FORECASTER] CTS: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T09:52:31.797764] [DEBUG] [FORECASTER] CTS: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T09:52:32.028776] [DEBUG] [FORECASTER] CTS: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T09:52:32.259698] [DEBUG] [FORECASTER] CTS: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T09:52:32.502356] [DEBUG] [FORECASTER] CTS: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T09:52:32.747757] [DEBUG] [FORECASTER] CTS: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T09:52:32.993744] [DEBUG] [FORECASTER] CTS: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T09:52:33.230839] [DEBUG] [FORECASTER] CTS: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T09:52:33.465859] [DEBUG] [FORECASTER] CTS: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T09:52:33.699154] [DEBUG] [FORECASTER] CTS: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T09:52:33.699324] [INFO ] [CONFIGURE ] CTS: DISCARDED add_pbf_volatility_5d (score: 60.00%)
[2025-11-25T09:52:33.699375] [INFO ] [CONFIGURE ] JOB ETA: 52.0m | Avg: 2.8s/test | Remaining: 1126 tests
[2025-11-25T09:52:33.699414] [INFO ] [CONFIGURE ] CTS: Testing feature 19/29: add_pbf_vs_sma_5
[2025-11-25T09:52:33.699452] [INFO ] [CONFIGURE ] CTS: Testing with features: ['add_ema', 'add_pbf_vs_sma_5']
[2025-11-25T09:52:33.920435] [DEBUG] [FORECASTER] CTS: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T09:52:34.143633] [DEBUG] [FORECASTER] CTS: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T09:52:34.365186] [DEBUG] [FORECASTER] CTS: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T09:52:34.597613] [DEBUG] [FORECASTER] CTS: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T09:52:34.834751] [DEBUG] [FORECASTER] CTS: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T09:52:35.064763] [DEBUG] [FORECASTER] CTS: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T09:52:35.290554] [DEBUG] [FORECASTER] CTS: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T09:52:35.520003] [DEBUG] [FORECASTER] CTS: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T09:52:35.749920] [DEBUG] [FORECASTER] CTS: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T09:52:35.984758] [DEBUG] [FORECASTER] CTS: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T09:52:35.984926] [INFO ] [CONFIGURE ] CTS: DISCARDED add_pbf_vs_sma_5 (score: 70.00%)
[2025-11-25T09:52:35.984973] [INFO ] [CONFIGURE ] JOB ETA: 51.9m | Avg: 2.8s/test | Remaining: 1125 tests
[2025-11-25T09:52:35.985012] [INFO ] [CONFIGURE ] CTS: Testing feature 20/29: add_price_rejection
[2025-11-25T09:52:35.985047] [INFO ] [CONFIGURE ] CTS: Testing with features: ['add_ema', 'add_price_rejection']
[2025-11-25T09:52:36.250762] [DEBUG] [FORECASTER] CTS: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T09:52:36.519283] [DEBUG] [FORECASTER] CTS: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T09:52:36.798882] [DEBUG] [FORECASTER] CTS: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T09:52:37.063854] [DEBUG] [FORECASTER] CTS: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T09:52:37.331989] [DEBUG] [FORECASTER] CTS: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T09:52:37.599087] [DEBUG] [FORECASTER] CTS: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T09:52:37.867902] [DEBUG] [FORECASTER] CTS: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T09:52:38.134774] [DEBUG] [FORECASTER] CTS: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T09:52:38.405036] [DEBUG] [FORECASTER] CTS: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T09:52:38.672880] [DEBUG] [FORECASTER] CTS: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T09:52:38.673067] [INFO ] [CONFIGURE ] CTS: DISCARDED add_price_rejection (score: 40.00%)
[2025-11-25T09:52:38.673126] [INFO ] [CONFIGURE ] JOB ETA: 51.9m | Avg: 2.8s/test | Remaining: 1124 tests
[2025-11-25T09:52:38.673174] [INFO ] [CONFIGURE ] CTS: Testing feature 21/29: add_range_position
[2025-11-25T09:52:38.673264] [INFO ] [CONFIGURE ] CTS: Testing with features: ['add_ema', 'add_range_position']
[2025-11-25T09:52:38.949184] [DEBUG] [FORECASTER] CTS: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T09:52:39.225159] [DEBUG] [FORECASTER] CTS: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T09:52:39.501782] [DEBUG] [FORECASTER] CTS: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T09:52:39.792533] [DEBUG] [FORECASTER] CTS: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T09:52:40.075538] [DEBUG] [FORECASTER] CTS: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T09:52:40.375630] [DEBUG] [FORECASTER] CTS: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T09:52:40.663090] [DEBUG] [FORECASTER] CTS: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T09:52:40.952305] [DEBUG] [FORECASTER] CTS: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T09:52:41.255939] [DEBUG] [FORECASTER] CTS: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T09:52:41.541532] [DEBUG] [FORECASTER] CTS: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T09:52:41.541830] [INFO ] [CONFIGURE ] CTS: DISCARDED add_range_position (score: 50.00%)
[2025-11-25T09:52:41.541895] [INFO ] [CONFIGURE ] JOB ETA: 51.8m | Avg: 2.8s/test | Remaining: 1123 tests
[2025-11-25T09:52:41.541947] [INFO ] [CONFIGURE ] CTS: Testing feature 22/29: add_realized_volatility
[2025-11-25T09:52:41.541988] [INFO ] [CONFIGURE ] CTS: Testing with features: ['add_ema', 'add_realized_volatility']
[2025-11-25T09:52:41.928537] [DEBUG] [FORECASTER] CTS: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T09:52:42.317837] [DEBUG] [FORECASTER] CTS: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T09:52:42.695418] [DEBUG] [FORECASTER] CTS: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T09:52:43.117543] [DEBUG] [FORECASTER] CTS: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T09:52:43.539830] [DEBUG] [FORECASTER] CTS: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T09:52:43.907958] [DEBUG] [FORECASTER] CTS: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T09:52:44.272739] [DEBUG] [FORECASTER] CTS: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T09:52:44.651274] [DEBUG] [FORECASTER] CTS: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T09:52:45.020819] [DEBUG] [FORECASTER] CTS: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T09:52:45.394909] [DEBUG] [FORECASTER] CTS: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T09:52:45.395135] [INFO ] [CONFIGURE ] CTS: DISCARDED add_realized_volatility (score: 30.00%)
[2025-11-25T09:52:45.395206] [INFO ] [CONFIGURE ] JOB ETA: 51.8m | Avg: 2.8s/test | Remaining: 1122 tests
[2025-11-25T09:52:45.395258] [INFO ] [CONFIGURE ] CTS: Testing feature 23/29: add_recent_range_context
[2025-11-25T09:52:45.395304] [INFO ] [CONFIGURE ] CTS: Testing with features: ['add_ema', 'add_recent_range_context']
[2025-11-25T09:52:45.653515] [DEBUG] [FORECASTER] CTS: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T09:52:45.905782] [DEBUG] [FORECASTER] CTS: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T09:52:46.167902] [DEBUG] [FORECASTER] CTS: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T09:52:46.424167] [DEBUG] [FORECASTER] CTS: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T09:52:46.682206] [DEBUG] [FORECASTER] CTS: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T09:52:46.930519] [DEBUG] [FORECASTER] CTS: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T09:52:47.174958] [DEBUG] [FORECASTER] CTS: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T09:52:47.416151] [DEBUG] [FORECASTER] CTS: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T09:52:47.662342] [DEBUG] [FORECASTER] CTS: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T09:52:47.904521] [DEBUG] [FORECASTER] CTS: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T09:52:47.904734] [INFO ] [CONFIGURE ] CTS: DISCARDED add_recent_range_context (score: 30.00%)
[2025-11-25T09:52:47.904797] [INFO ] [CONFIGURE ] JOB ETA: 51.7m | Avg: 2.8s/test | Remaining: 1121 tests
[2025-11-25T09:52:47.904844] [INFO ] [CONFIGURE ] CTS: Testing feature 24/29: add_rsi
[2025-11-25T09:52:47.904887] [INFO ] [CONFIGURE ] CTS: Testing with features: ['add_ema', 'add_rsi']
[2025-11-25T09:52:48.139248] [DEBUG] [FORECASTER] CTS: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T09:52:48.388153] [DEBUG] [FORECASTER] CTS: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T09:52:48.626241] [DEBUG] [FORECASTER] CTS: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T09:52:48.888260] [DEBUG] [FORECASTER] CTS: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T09:52:49.159068] [DEBUG] [FORECASTER] CTS: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T09:52:49.395585] [DEBUG] [FORECASTER] CTS: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T09:52:49.650933] [DEBUG] [FORECASTER] CTS: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T09:52:49.915012] [DEBUG] [FORECASTER] CTS: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T09:52:50.177682] [DEBUG] [FORECASTER] CTS: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T09:52:50.421115] [DEBUG] [FORECASTER] CTS: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T09:52:50.421298] [INFO ] [CONFIGURE ] CTS: DISCARDED add_rsi (score: 50.00%)
[2025-11-25T09:52:50.421359] [INFO ] [CONFIGURE ] JOB ETA: 51.7m | Avg: 2.8s/test | Remaining: 1120 tests
[2025-11-25T09:52:50.421408] [INFO ] [CONFIGURE ] CTS: Testing feature 25/29: add_tick_distribution
[2025-11-25T09:52:50.421452] [INFO ] [CONFIGURE ] CTS: Testing with features: ['add_ema', 'add_tick_distribution']
[2025-11-25T09:52:50.648867] [DEBUG] [FORECASTER] CTS: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T09:52:50.877544] [DEBUG] [FORECASTER] CTS: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T09:52:51.103119] [DEBUG] [FORECASTER] CTS: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T09:52:51.330438] [DEBUG] [FORECASTER] CTS: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T09:52:51.560431] [DEBUG] [FORECASTER] CTS: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T09:52:51.807960] [DEBUG] [FORECASTER] CTS: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T09:52:52.053467] [DEBUG] [FORECASTER] CTS: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T09:52:52.293282] [DEBUG] [FORECASTER] CTS: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T09:52:52.532724] [DEBUG] [FORECASTER] CTS: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T09:52:52.764944] [DEBUG] [FORECASTER] CTS: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T09:52:52.765161] [INFO ] [CONFIGURE ] CTS: DISCARDED add_tick_distribution (score: 60.00%)
[2025-11-25T09:52:52.765226] [INFO ] [CONFIGURE ] JOB ETA: 51.6m | Avg: 2.8s/test | Remaining: 1119 tests
[2025-11-25T09:52:52.765276] [INFO ] [CONFIGURE ] CTS: Testing feature 26/29: add_volume_momentum_confirmation
[2025-11-25T09:52:52.765315] [INFO ] [CONFIGURE ] CTS: Testing with features: ['add_ema', 'add_volume_momentum_confirmation']
[2025-11-25T09:52:53.013498] [DEBUG] [FORECASTER] CTS: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T09:52:53.267375] [DEBUG] [FORECASTER] CTS: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T09:52:53.510264] [DEBUG] [FORECASTER] CTS: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T09:52:53.758275] [DEBUG] [FORECASTER] CTS: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T09:52:54.001921] [DEBUG] [FORECASTER] CTS: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T09:52:54.261479] [DEBUG] [FORECASTER] CTS: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T09:52:54.501183] [DEBUG] [FORECASTER] CTS: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T09:52:54.749319] [DEBUG] [FORECASTER] CTS: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T09:52:54.986636] [DEBUG] [FORECASTER] CTS: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T09:52:55.226631] [DEBUG] [FORECASTER] CTS: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T09:52:55.226842] [INFO ] [CONFIGURE ] CTS: DISCARDED add_volume_momentum_confirmation (score: 50.00%)
[2025-11-25T09:52:55.226901] [INFO ] [CONFIGURE ] JOB ETA: 51.6m | Avg: 2.8s/test | Remaining: 1118 tests
[2025-11-25T09:52:55.226950] [INFO ] [CONFIGURE ] CTS: Testing feature 27/29: add_volume_price_divergence
[2025-11-25T09:52:55.226996] [INFO ] [CONFIGURE ] CTS: Testing with features: ['add_ema', 'add_volume_price_divergence']
[2025-11-25T09:52:55.500255] [DEBUG] [FORECASTER] CTS: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T09:52:55.760497] [DEBUG] [FORECASTER] CTS: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T09:52:56.023418] [DEBUG] [FORECASTER] CTS: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T09:52:56.290215] [DEBUG] [FORECASTER] CTS: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T09:52:56.554258] [DEBUG] [FORECASTER] CTS: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T09:52:56.813395] [DEBUG] [FORECASTER] CTS: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T09:52:57.069797] [DEBUG] [FORECASTER] CTS: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T09:52:57.331432] [DEBUG] [FORECASTER] CTS: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T09:52:57.595868] [DEBUG] [FORECASTER] CTS: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T09:52:57.874142] [DEBUG] [FORECASTER] CTS: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T09:52:57.874356] [INFO ] [CONFIGURE ] CTS: DISCARDED add_volume_price_divergence (score: 50.00%)
[2025-11-25T09:52:57.874414] [INFO ] [CONFIGURE ] JOB ETA: 51.5m | Avg: 2.8s/test | Remaining: 1117 tests
[2025-11-25T09:52:57.874461] [INFO ] [CONFIGURE ] CTS: Testing feature 28/29: add_volume_profile
[2025-11-25T09:52:57.874504] [INFO ] [CONFIGURE ] CTS: Testing with features: ['add_ema', 'add_volume_profile']
[2025-11-25T09:52:58.115197] [DEBUG] [FORECASTER] CTS: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T09:52:58.354022] [DEBUG] [FORECASTER] CTS: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T09:52:58.590505] [DEBUG] [FORECASTER] CTS: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T09:52:58.821262] [DEBUG] [FORECASTER] CTS: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T09:52:59.051930] [DEBUG] [FORECASTER] CTS: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T09:52:59.285986] [DEBUG] [FORECASTER] CTS: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T09:52:59.517852] [DEBUG] [FORECASTER] CTS: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T09:52:59.754805] [DEBUG] [FORECASTER] CTS: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T09:52:59.990465] [DEBUG] [FORECASTER] CTS: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T09:53:00.232887] [DEBUG] [FORECASTER] CTS: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T09:53:00.233153] [INFO ] [CONFIGURE ] CTS: DISCARDED add_volume_profile (score: 60.00%)
[2025-11-25T09:53:00.233216] [INFO ] [CONFIGURE ] JOB ETA: 51.5m | Avg: 2.8s/test | Remaining: 1116 tests
[2025-11-25T09:53:00.233264] [INFO ] [CONFIGURE ] CTS: Testing feature 29/29: add_vwap
[2025-11-25T09:53:00.233308] [INFO ] [CONFIGURE ] CTS: Testing with features: ['add_ema', 'add_vwap']
[2025-11-25T09:53:01.090235] [DEBUG] [FORECASTER] CTS: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T09:53:01.467082] [DEBUG] [FORECASTER] CTS: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T09:53:01.801520] [DEBUG] [FORECASTER] CTS: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T09:53:02.136311] [DEBUG] [FORECASTER] CTS: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T09:53:02.410204] [DEBUG] [FORECASTER] CTS: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T09:53:02.653941] [DEBUG] [FORECASTER] CTS: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T09:53:02.909193] [DEBUG] [FORECASTER] CTS: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T09:53:03.146931] [DEBUG] [FORECASTER] CTS: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T09:53:03.389409] [DEBUG] [FORECASTER] CTS: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T09:53:03.623424] [DEBUG] [FORECASTER] CTS: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T09:53:03.623597] [INFO ] [CONFIGURE ] CTS: DISCARDED add_vwap (score: 30.00%)
[2025-11-25T09:53:03.623672] [INFO ] [CONFIGURE ] JOB ETA: 51.4m | Avg: 2.8s/test | Remaining: 1115 tests
[2025-11-25T09:53:03.623723] [INFO ] [CONFIGURE ] CTS: ===== FEATURE SELECTION COMPLETE =====
[2025-11-25T09:53:03.623763] [INFO ] [CONFIGURE ] CTS: Best accuracy: 70.00%
[2025-11-25T09:53:03.623814] [INFO ] [CONFIGURE ] CTS: Best feature set (1 features): ['add_ema']
[2025-11-25T09:53:03.623856] [INFO ] [CONFIGURE ] CTS: Improvement over baseline: 10.00%
[2025-11-25T09:53:03.623893] [INFO ] [CONFIGURE ] CTS: Total time: 1.3 minutes
[2025-11-25T09:53:03.623930] [INFO ] [CONFIGURE ] CTS: Average time per feature: 2.6 seconds
[2025-11-25T09:53:03.623968] [INFO ] [CONFIGURE ] CTS: Average speed: 0.38 features/sec
[2025-11-25T09:53:03.624276] [INFO ] [LOCAL     ] Saved configuration for CTS: 1 features, 70.00% accuracy -> ./output/feature-sets/CTS.json
[2025-11-25T09:53:03.624333] [INFO ] [CONFIGURE ] CTS: Configuration saved successfully: 1 features, 70.00% accuracy.
[2025-11-25T09:53:03.624381] [INFO ] [sig       ] [127/164] Successfully configured CTS | 0.01 sym/s | Total: 2.9h | ETA: 50.1m
[2025-11-25T09:53:03.624429] [INFO ] [sig       ] [128/164] Configuring CTVA...
[2025-11-25T09:53:03.624468] [INFO ] [CONFIGURE ] CTVA: Configurate test run.
[2025-11-25T09:53:03.624507] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CTVA' from 'https://tdm.silogroup.org/data/derivative_storage/CTVA.csv'.
[2025-11-25T09:53:03.637322] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'CTVA'.
[2025-11-25T09:53:03.637850] [INFO ] [CONFIGURE ] CTVA: Testing with 29 available features
[2025-11-25T09:53:03.637915] [INFO ] [CONFIGURE ] CTVA: Establishing baseline with no features...
[2025-11-25T09:53:03.813037] [DEBUG] [FORECASTER] CTVA: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T09:53:04.013824] [DEBUG] [FORECASTER] CTVA: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T09:53:04.208886] [DEBUG] [FORECASTER] CTVA: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T09:53:04.402307] [DEBUG] [FORECASTER] CTVA: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T09:53:04.603191] [DEBUG] [FORECASTER] CTVA: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T09:53:04.799906] [DEBUG] [FORECASTER] CTVA: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T09:53:05.000507] [DEBUG] [FORECASTER] CTVA: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T09:53:05.184564] [DEBUG] [FORECASTER] CTVA: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T09:53:05.359765] [DEBUG] [FORECASTER] CTVA: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-25T09:53:05.531937] [DEBUG] [FORECASTER] CTVA: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-25T09:53:05.532095] [INFO ] [CONFIGURE ] CTVA: Baseline score (no features): 30.00%
[2025-11-25T09:53:05.532142] [INFO ] [CONFIGURE ] CTVA: Testing feature 1/29: add_bollinger_bands
[2025-11-25T09:53:05.532180] [INFO ] [CONFIGURE ] CTVA: Testing with features: ['add_bollinger_bands']
[2025-11-25T09:53:05.738352] [DEBUG] [FORECASTER] CTVA: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T09:53:05.936824] [DEBUG] [FORECASTER] CTVA: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T09:53:06.143901] [DEBUG] [FORECASTER] CTVA: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T09:53:06.352488] [DEBUG] [FORECASTER] CTVA: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T09:53:06.549595] [DEBUG] [FORECASTER] CTVA: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T09:53:06.743718] [DEBUG] [FORECASTER] CTVA: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T09:53:06.936959] [DEBUG] [FORECASTER] CTVA: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T09:53:07.132217] [DEBUG] [FORECASTER] CTVA: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T09:53:07.335083] [DEBUG] [FORECASTER] CTVA: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-25T09:53:07.539774] [DEBUG] [FORECASTER] CTVA: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-25T09:53:07.539945] [INFO ] [CONFIGURE ] CTVA: DISCARDED add_bollinger_bands (score: 30.00%)
[2025-11-25T09:53:07.539996] [INFO ] [CONFIGURE ] JOB ETA: 51.4m | Avg: 2.8s/test | Remaining: 1114 tests
[2025-11-25T09:53:07.540034] [INFO ] [CONFIGURE ] CTVA: Testing feature 2/29: add_cumulative_delta
[2025-11-25T09:53:07.540070] [INFO ] [CONFIGURE ] CTVA: Testing with features: ['add_cumulative_delta']
[2025-11-25T09:53:07.745926] [DEBUG] [FORECASTER] CTVA: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T09:53:07.949288] [DEBUG] [FORECASTER] CTVA: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T09:53:08.157605] [DEBUG] [FORECASTER] CTVA: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T09:53:08.377944] [DEBUG] [FORECASTER] CTVA: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T09:53:08.592343] [DEBUG] [FORECASTER] CTVA: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T09:53:08.806062] [DEBUG] [FORECASTER] CTVA: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T09:53:09.017044] [DEBUG] [FORECASTER] CTVA: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T09:53:09.233527] [DEBUG] [FORECASTER] CTVA: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T09:53:09.444856] [DEBUG] [FORECASTER] CTVA: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-25T09:53:09.697831] [DEBUG] [FORECASTER] CTVA: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-11-25T09:53:09.698001] [INFO ] [CONFIGURE ] CTVA: DISCARDED add_cumulative_delta (score: 20.00%)
[2025-11-25T09:53:09.698050] [INFO ] [CONFIGURE ] JOB ETA: 51.3m | Avg: 2.8s/test | Remaining: 1113 tests
[2025-11-25T09:53:09.698090] [INFO ] [CONFIGURE ] CTVA: Testing feature 3/29: add_daily_returns
[2025-11-25T09:53:09.698127] [INFO ] [CONFIGURE ] CTVA: Testing with features: ['add_daily_returns']
[2025-11-25T09:53:09.904299] [DEBUG] [FORECASTER] CTVA: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T09:53:10.104126] [DEBUG] [FORECASTER] CTVA: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T09:53:10.305655] [DEBUG] [FORECASTER] CTVA: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T09:53:10.511567] [DEBUG] [FORECASTER] CTVA: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T09:53:10.716570] [DEBUG] [FORECASTER] CTVA: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T09:53:10.922836] [DEBUG] [FORECASTER] CTVA: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T09:53:11.133343] [DEBUG] [FORECASTER] CTVA: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T09:53:11.339945] [DEBUG] [FORECASTER] CTVA: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T09:53:11.544329] [DEBUG] [FORECASTER] CTVA: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-25T09:53:11.750972] [DEBUG] [FORECASTER] CTVA: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-11-25T09:53:11.751143] [INFO ] [CONFIGURE ] CTVA: DISCARDED add_daily_returns (score: 20.00%)
[2025-11-25T09:53:11.751191] [INFO ] [CONFIGURE ] JOB ETA: 51.3m | Avg: 2.8s/test | Remaining: 1112 tests
[2025-11-25T09:53:11.751231] [INFO ] [CONFIGURE ] CTVA: Testing feature 4/29: add_ema
[2025-11-25T09:53:11.751266] [INFO ] [CONFIGURE ] CTVA: Testing with features: ['add_ema']
[2025-11-25T09:53:11.988375] [DEBUG] [FORECASTER] CTVA: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T09:53:12.227977] [DEBUG] [FORECASTER] CTVA: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T09:53:12.471628] [DEBUG] [FORECASTER] CTVA: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T09:53:12.713191] [DEBUG] [FORECASTER] CTVA: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T09:53:12.956662] [DEBUG] [FORECASTER] CTVA: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T09:53:13.191464] [DEBUG] [FORECASTER] CTVA: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T09:53:13.436099] [DEBUG] [FORECASTER] CTVA: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T09:53:13.678938] [DEBUG] [FORECASTER] CTVA: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T09:53:13.923541] [DEBUG] [FORECASTER] CTVA: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-25T09:53:14.169589] [DEBUG] [FORECASTER] CTVA: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-25T09:53:14.169810] [INFO ] [CONFIGURE ] CTVA: DISCARDED add_ema (score: 30.00%)
[2025-11-25T09:53:14.169891] [INFO ] [CONFIGURE ] JOB ETA: 51.2m | Avg: 2.8s/test | Remaining: 1111 tests
[2025-11-25T09:53:14.169956] [INFO ] [CONFIGURE ] CTVA: Testing feature 5/29: add_exhaustion_signals
[2025-11-25T09:53:14.170005] [INFO ] [CONFIGURE ] CTVA: Testing with features: ['add_vwap', 'add_exhaustion_signals']
[2025-11-25T09:53:14.413139] [DEBUG] [FORECASTER] CTVA: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T09:53:14.658531] [DEBUG] [FORECASTER] CTVA: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T09:53:14.904822] [DEBUG] [FORECASTER] CTVA: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T09:53:15.153067] [DEBUG] [FORECASTER] CTVA: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T09:53:15.399243] [DEBUG] [FORECASTER] CTVA: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T09:53:15.643400] [DEBUG] [FORECASTER] CTVA: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T09:53:15.887372] [DEBUG] [FORECASTER] CTVA: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T09:53:16.133839] [DEBUG] [FORECASTER] CTVA: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T09:53:16.382331] [DEBUG] [FORECASTER] CTVA: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-25T09:53:16.629339] [DEBUG] [FORECASTER] CTVA: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-25T09:53:16.629566] [INFO ] [CONFIGURE ] CTVA: DISCARDED add_exhaustion_signals (score: 30.00%)
[2025-11-25T09:53:16.629626] [INFO ] [CONFIGURE ] JOB ETA: 51.2m | Avg: 2.8s/test | Remaining: 1110 tests
[2025-11-25T09:53:16.629689] [INFO ] [CONFIGURE ] CTVA: Testing feature 6/29: add_failed_moves
[2025-11-25T09:53:16.629758] [INFO ] [CONFIGURE ] CTVA: Testing with features: ['add_failed_moves']
[2025-11-25T09:53:16.830625] [DEBUG] [FORECASTER] CTVA: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T09:53:17.031092] [DEBUG] [FORECASTER] CTVA: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T09:53:17.239384] [DEBUG] [FORECASTER] CTVA: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T09:53:17.448711] [DEBUG] [FORECASTER] CTVA: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T09:53:17.652953] [DEBUG] [FORECASTER] CTVA: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T09:53:17.833903] [DEBUG] [FORECASTER] CTVA: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T09:53:18.017462] [DEBUG] [FORECASTER] CTVA: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T09:53:18.203955] [DEBUG] [FORECASTER] CTVA: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T09:53:18.397031] [DEBUG] [FORECASTER] CTVA: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-25T09:53:18.586710] [DEBUG] [FORECASTER] CTVA: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-25T09:53:18.586883] [INFO ] [CONFIGURE ] CTVA: DISCARDED add_failed_moves (score: 10.00%)
[2025-11-25T09:53:18.586932] [INFO ] [CONFIGURE ] JOB ETA: 51.1m | Avg: 2.8s/test | Remaining: 1109 tests
[2025-11-25T09:53:18.586972] [INFO ] [CONFIGURE ] CTVA: Testing feature 7/29: add_lag_shelf
[2025-11-25T09:53:18.587010] [INFO ] [CONFIGURE ] CTVA: Testing with features: ['add_lag_shelf']
[2025-11-25T09:53:18.763107] [DEBUG] [FORECASTER] CTVA: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T09:53:18.942787] [DEBUG] [FORECASTER] CTVA: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T09:53:19.131512] [DEBUG] [FORECASTER] CTVA: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T09:53:19.307186] [DEBUG] [FORECASTER] CTVA: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T09:53:19.478229] [DEBUG] [FORECASTER] CTVA: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T09:53:19.660254] [DEBUG] [FORECASTER] CTVA: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T09:53:19.847682] [DEBUG] [FORECASTER] CTVA: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T09:53:20.036975] [DEBUG] [FORECASTER] CTVA: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T09:53:20.227504] [DEBUG] [FORECASTER] CTVA: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-25T09:53:20.414752] [DEBUG] [FORECASTER] CTVA: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-25T09:53:20.414908] [INFO ] [CONFIGURE ] CTVA: DISCARDED add_lag_shelf (score: 30.00%)
[2025-11-25T09:53:20.414955] [INFO ] [CONFIGURE ] JOB ETA: 51.1m | Avg: 2.8s/test | Remaining: 1108 tests
[2025-11-25T09:53:20.414993] [INFO ] [CONFIGURE ] CTVA: Testing feature 8/29: add_macd
[2025-11-25T09:53:20.415030] [INFO ] [CONFIGURE ] CTVA: Testing with features: ['add_vwap', 'add_macd']
[2025-11-25T09:53:20.697470] [DEBUG] [FORECASTER] CTVA: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T09:53:20.994224] [DEBUG] [FORECASTER] CTVA: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T09:53:21.290526] [DEBUG] [FORECASTER] CTVA: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T09:53:21.551393] [DEBUG] [FORECASTER] CTVA: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T09:53:21.817174] [DEBUG] [FORECASTER] CTVA: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T09:53:22.083060] [DEBUG] [FORECASTER] CTVA: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T09:53:22.359177] [DEBUG] [FORECASTER] CTVA: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T09:53:22.654330] [DEBUG] [FORECASTER] CTVA: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T09:53:22.923190] [DEBUG] [FORECASTER] CTVA: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-25T09:53:23.191175] [DEBUG] [FORECASTER] CTVA: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-25T09:53:23.191363] [INFO ] [CONFIGURE ] CTVA: DISCARDED add_macd (score: 30.00%)
[2025-11-25T09:53:23.191424] [INFO ] [CONFIGURE ] JOB ETA: 51.0m | Avg: 2.8s/test | Remaining: 1107 tests
[2025-11-25T09:53:23.191473] [INFO ] [CONFIGURE ] CTVA: Testing feature 9/29: add_mfi
[2025-11-25T09:53:23.191520] [INFO ] [CONFIGURE ] CTVA: Testing with features: ['add_mfi']
[2025-11-25T09:53:23.376420] [DEBUG] [FORECASTER] CTVA: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T09:53:23.585989] [DEBUG] [FORECASTER] CTVA: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T09:53:23.769626] [DEBUG] [FORECASTER] CTVA: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T09:53:23.953397] [DEBUG] [FORECASTER] CTVA: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T09:53:24.137487] [DEBUG] [FORECASTER] CTVA: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T09:53:24.321280] [DEBUG] [FORECASTER] CTVA: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T09:53:24.508675] [DEBUG] [FORECASTER] CTVA: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T09:53:24.702111] [DEBUG] [FORECASTER] CTVA: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T09:53:24.890281] [DEBUG] [FORECASTER] CTVA: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-25T09:53:25.078445] [DEBUG] [FORECASTER] CTVA: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-25T09:53:25.078627] [INFO ] [CONFIGURE ] CTVA: DISCARDED add_mfi (score: 10.00%)
[2025-11-25T09:53:25.078709] [INFO ] [CONFIGURE ] JOB ETA: 51.0m | Avg: 2.8s/test | Remaining: 1106 tests
[2025-11-25T09:53:25.078778] [INFO ] [CONFIGURE ] CTVA: Testing feature 10/29: add_momentum_acceleration
[2025-11-25T09:53:25.078828] [INFO ] [CONFIGURE ] CTVA: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-11-25T09:53:25.346617] [DEBUG] [FORECASTER] CTVA: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T09:53:25.615295] [DEBUG] [FORECASTER] CTVA: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T09:53:25.887847] [DEBUG] [FORECASTER] CTVA: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T09:53:26.162417] [DEBUG] [FORECASTER] CTVA: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T09:53:26.450006] [DEBUG] [FORECASTER] CTVA: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T09:53:26.735384] [DEBUG] [FORECASTER] CTVA: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T09:53:27.014991] [DEBUG] [FORECASTER] CTVA: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T09:53:27.297239] [DEBUG] [FORECASTER] CTVA: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T09:53:27.590016] [DEBUG] [FORECASTER] CTVA: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-25T09:53:27.883448] [DEBUG] [FORECASTER] CTVA: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-25T09:53:27.883672] [INFO ] [CONFIGURE ] CTVA: DISCARDED add_momentum_acceleration (score: 20.00%)
[2025-11-25T09:53:27.883758] [INFO ] [CONFIGURE ] JOB ETA: 51.0m | Avg: 2.8s/test | Remaining: 1105 tests
[2025-11-25T09:53:27.883830] [INFO ] [CONFIGURE ] CTVA: Testing feature 11/29: add_obv_daily
[2025-11-25T09:53:27.883901] [INFO ] [CONFIGURE ] CTVA: Testing with features: ['add_obv_daily']
[2025-11-25T09:53:28.097064] [DEBUG] [FORECASTER] CTVA: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T09:53:28.303450] [DEBUG] [FORECASTER] CTVA: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T09:53:28.505530] [DEBUG] [FORECASTER] CTVA: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T09:53:28.704331] [DEBUG] [FORECASTER] CTVA: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T09:53:28.899281] [DEBUG] [FORECASTER] CTVA: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T09:53:29.100779] [DEBUG] [FORECASTER] CTVA: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T09:53:29.295299] [DEBUG] [FORECASTER] CTVA: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T09:53:29.490059] [DEBUG] [FORECASTER] CTVA: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T09:53:29.697519] [DEBUG] [FORECASTER] CTVA: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-25T09:53:29.893422] [DEBUG] [FORECASTER] CTVA: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-25T09:53:29.893608] [INFO ] [CONFIGURE ] CTVA: DISCARDED add_obv_daily (score: 30.00%)
[2025-11-25T09:53:29.893676] [INFO ] [CONFIGURE ] JOB ETA: 50.9m | Avg: 2.8s/test | Remaining: 1104 tests
[2025-11-25T09:53:29.893744] [INFO ] [CONFIGURE ] CTVA: Testing feature 12/29: add_obv_interval
[2025-11-25T09:53:29.893794] [INFO ] [CONFIGURE ] CTVA: Testing with features: ['add_obv_interval']
[2025-11-25T09:53:30.079951] [DEBUG] [FORECASTER] CTVA: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T09:53:30.274540] [DEBUG] [FORECASTER] CTVA: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T09:53:30.462563] [DEBUG] [FORECASTER] CTVA: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T09:53:30.648455] [DEBUG] [FORECASTER] CTVA: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T09:53:30.833905] [DEBUG] [FORECASTER] CTVA: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T09:53:31.019714] [DEBUG] [FORECASTER] CTVA: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T09:53:31.212169] [DEBUG] [FORECASTER] CTVA: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T09:53:31.402961] [DEBUG] [FORECASTER] CTVA: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T09:53:31.599512] [DEBUG] [FORECASTER] CTVA: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-25T09:53:31.795077] [DEBUG] [FORECASTER] CTVA: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-25T09:53:31.795251] [INFO ] [CONFIGURE ] CTVA: DISCARDED add_obv_interval (score: 20.00%)
[2025-11-25T09:53:31.795301] [INFO ] [CONFIGURE ] JOB ETA: 50.9m | Avg: 2.8s/test | Remaining: 1103 tests
[2025-11-25T09:53:31.795339] [INFO ] [CONFIGURE ] CTVA: Testing feature 13/29: add_opening_strength
[2025-11-25T09:53:31.795375] [INFO ] [CONFIGURE ] CTVA: Testing with features: ['add_daily_returns', 'add_opening_strength']
[2025-11-25T09:53:32.019061] [DEBUG] [FORECASTER] CTVA: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T09:53:32.244794] [DEBUG] [FORECASTER] CTVA: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T09:53:32.455234] [DEBUG] [FORECASTER] CTVA: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T09:53:32.664435] [DEBUG] [FORECASTER] CTVA: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T09:53:32.875922] [DEBUG] [FORECASTER] CTVA: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T09:53:33.083165] [DEBUG] [FORECASTER] CTVA: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T09:53:33.291219] [DEBUG] [FORECASTER] CTVA: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T09:53:33.501401] [DEBUG] [FORECASTER] CTVA: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T09:53:33.713383] [DEBUG] [FORECASTER] CTVA: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-25T09:53:33.927954] [DEBUG] [FORECASTER] CTVA: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-25T09:53:33.928337] [INFO ] [CONFIGURE ] CTVA: DISCARDED add_opening_strength (score: 20.00%)
[2025-11-25T09:53:33.928460] [INFO ] [CONFIGURE ] JOB ETA: 50.8m | Avg: 2.8s/test | Remaining: 1102 tests
[2025-11-25T09:53:33.928569] [INFO ] [CONFIGURE ] CTVA: Testing feature 14/29: add_order_flow_imbalance
[2025-11-25T09:53:33.928694] [INFO ] [CONFIGURE ] CTVA: Testing with features: ['add_order_flow_imbalance']
[2025-11-25T09:53:34.143371] [DEBUG] [FORECASTER] CTVA: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T09:53:34.357232] [DEBUG] [FORECASTER] CTVA: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T09:53:34.564765] [DEBUG] [FORECASTER] CTVA: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T09:53:34.775928] [DEBUG] [FORECASTER] CTVA: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T09:53:35.002767] [DEBUG] [FORECASTER] CTVA: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T09:53:35.243285] [DEBUG] [FORECASTER] CTVA: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T09:53:35.453521] [DEBUG] [FORECASTER] CTVA: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T09:53:35.664279] [DEBUG] [FORECASTER] CTVA: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T09:53:35.879895] [DEBUG] [FORECASTER] CTVA: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-25T09:53:36.082773] [DEBUG] [FORECASTER] CTVA: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-25T09:53:36.082979] [INFO ] [CONFIGURE ] CTVA: DISCARDED add_order_flow_imbalance (score: 30.00%)
[2025-11-25T09:53:36.083046] [INFO ] [CONFIGURE ] JOB ETA: 50.8m | Avg: 2.8s/test | Remaining: 1101 tests
[2025-11-25T09:53:36.083097] [INFO ] [CONFIGURE ] CTVA: Testing feature 15/29: add_pbf_morning_momentum
[2025-11-25T09:53:36.083145] [INFO ] [CONFIGURE ] CTVA: Testing with features: ['add_pbf_morning_momentum']
[2025-11-25T09:53:36.261765] [DEBUG] [FORECASTER] CTVA: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T09:53:36.435747] [DEBUG] [FORECASTER] CTVA: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T09:53:36.611200] [DEBUG] [FORECASTER] CTVA: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T09:53:36.785660] [DEBUG] [FORECASTER] CTVA: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T09:53:36.972158] [DEBUG] [FORECASTER] CTVA: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T09:53:37.156943] [DEBUG] [FORECASTER] CTVA: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T09:53:37.342961] [DEBUG] [FORECASTER] CTVA: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T09:53:37.530324] [DEBUG] [FORECASTER] CTVA: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T09:53:37.715764] [DEBUG] [FORECASTER] CTVA: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-25T09:53:37.897197] [DEBUG] [FORECASTER] CTVA: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-25T09:53:37.897384] [INFO ] [CONFIGURE ] CTVA: DISCARDED add_pbf_morning_momentum (score: 30.00%)
[2025-11-25T09:53:37.897436] [INFO ] [CONFIGURE ] JOB ETA: 50.7m | Avg: 2.8s/test | Remaining: 1100 tests
[2025-11-25T09:53:37.897477] [INFO ] [CONFIGURE ] CTVA: Testing feature 16/29: add_pbf_overnight_gap
[2025-11-25T09:53:37.897514] [INFO ] [CONFIGURE ] CTVA: Testing with features: ['add_pbf_overnight_gap']
[2025-11-25T09:53:38.101601] [DEBUG] [FORECASTER] CTVA: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T09:53:38.301173] [DEBUG] [FORECASTER] CTVA: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T09:53:38.498887] [DEBUG] [FORECASTER] CTVA: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T09:53:38.694829] [DEBUG] [FORECASTER] CTVA: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T09:53:38.893025] [DEBUG] [FORECASTER] CTVA: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T09:53:39.090078] [DEBUG] [FORECASTER] CTVA: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T09:53:39.295150] [DEBUG] [FORECASTER] CTVA: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T09:53:39.529471] [DEBUG] [FORECASTER] CTVA: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T09:53:39.735325] [DEBUG] [FORECASTER] CTVA: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-25T09:53:39.940340] [DEBUG] [FORECASTER] CTVA: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-25T09:53:39.940522] [INFO ] [CONFIGURE ] CTVA: DISCARDED add_pbf_overnight_gap (score: 20.00%)
[2025-11-25T09:53:39.940570] [INFO ] [CONFIGURE ] JOB ETA: 50.7m | Avg: 2.8s/test | Remaining: 1099 tests
[2025-11-25T09:53:39.940608] [INFO ] [CONFIGURE ] CTVA: Testing feature 17/29: add_pbf_return_2d
[2025-11-25T09:53:39.940661] [INFO ] [CONFIGURE ] CTVA: Testing with features: ['add_pbf_return_2d']
[2025-11-25T09:53:40.145210] [DEBUG] [FORECASTER] CTVA: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T09:53:40.345580] [DEBUG] [FORECASTER] CTVA: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T09:53:40.545508] [DEBUG] [FORECASTER] CTVA: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T09:53:40.745933] [DEBUG] [FORECASTER] CTVA: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T09:53:40.952907] [DEBUG] [FORECASTER] CTVA: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T09:53:41.161619] [DEBUG] [FORECASTER] CTVA: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T09:53:41.363912] [DEBUG] [FORECASTER] CTVA: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T09:53:41.563725] [DEBUG] [FORECASTER] CTVA: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T09:53:41.769711] [DEBUG] [FORECASTER] CTVA: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-25T09:53:41.975298] [DEBUG] [FORECASTER] CTVA: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-25T09:53:41.975499] [INFO ] [CONFIGURE ] CTVA: KEPT add_pbf_return_2d (score: 40.00%)
[2025-11-25T09:53:41.975549] [INFO ] [CONFIGURE ] JOB ETA: 50.6m | Avg: 2.8s/test | Remaining: 1098 tests
[2025-11-25T09:53:41.975588] [INFO ] [CONFIGURE ] CTVA: Testing feature 18/29: add_pbf_volatility_5d
[2025-11-25T09:53:41.975624] [INFO ] [CONFIGURE ] CTVA: Testing with features: ['add_pbf_return_2d', 'add_pbf_volatility_5d']
[2025-11-25T09:53:42.172294] [DEBUG] [FORECASTER] CTVA: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T09:53:42.370394] [DEBUG] [FORECASTER] CTVA: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T09:53:42.568857] [DEBUG] [FORECASTER] CTVA: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T09:53:42.765741] [DEBUG] [FORECASTER] CTVA: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T09:53:42.964323] [DEBUG] [FORECASTER] CTVA: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T09:53:43.163030] [DEBUG] [FORECASTER] CTVA: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T09:53:43.364158] [DEBUG] [FORECASTER] CTVA: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T09:53:43.570630] [DEBUG] [FORECASTER] CTVA: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T09:53:43.773146] [DEBUG] [FORECASTER] CTVA: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-25T09:53:43.976698] [DEBUG] [FORECASTER] CTVA: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-11-25T09:53:43.976887] [INFO ] [CONFIGURE ] CTVA: DISCARDED add_pbf_volatility_5d (score: 30.00%)
[2025-11-25T09:53:43.976937] [INFO ] [CONFIGURE ] JOB ETA: 50.6m | Avg: 2.8s/test | Remaining: 1097 tests
[2025-11-25T09:53:43.976976] [INFO ] [CONFIGURE ] CTVA: Testing feature 19/29: add_pbf_vs_sma_5
[2025-11-25T09:53:43.977013] [INFO ] [CONFIGURE ] CTVA: Testing with features: ['add_pbf_return_2d', 'add_pbf_vs_sma_5']
[2025-11-25T09:53:44.179774] [DEBUG] [FORECASTER] CTVA: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T09:53:44.382471] [DEBUG] [FORECASTER] CTVA: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T09:53:44.590378] [DEBUG] [FORECASTER] CTVA: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T09:53:44.793291] [DEBUG] [FORECASTER] CTVA: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T09:53:45.002403] [DEBUG] [FORECASTER] CTVA: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T09:53:45.209220] [DEBUG] [FORECASTER] CTVA: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T09:53:45.420175] [DEBUG] [FORECASTER] CTVA: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T09:53:45.623417] [DEBUG] [FORECASTER] CTVA: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T09:53:45.829151] [DEBUG] [FORECASTER] CTVA: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-25T09:53:46.032566] [DEBUG] [FORECASTER] CTVA: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-25T09:53:46.032750] [INFO ] [CONFIGURE ] CTVA: DISCARDED add_pbf_vs_sma_5 (score: 40.00%)
[2025-11-25T09:53:46.032832] [INFO ] [CONFIGURE ] JOB ETA: 50.5m | Avg: 2.8s/test | Remaining: 1096 tests
[2025-11-25T09:53:46.032891] [INFO ] [CONFIGURE ] CTVA: Testing feature 20/29: add_price_rejection
[2025-11-25T09:53:46.032943] [INFO ] [CONFIGURE ] CTVA: Testing with features: ['add_pbf_return_2d', 'add_price_rejection']
[2025-11-25T09:53:46.253089] [DEBUG] [FORECASTER] CTVA: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T09:53:46.472113] [DEBUG] [FORECASTER] CTVA: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T09:53:46.688170] [DEBUG] [FORECASTER] CTVA: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T09:53:46.902222] [DEBUG] [FORECASTER] CTVA: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T09:53:47.120071] [DEBUG] [FORECASTER] CTVA: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T09:53:47.338304] [DEBUG] [FORECASTER] CTVA: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T09:53:47.562341] [DEBUG] [FORECASTER] CTVA: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T09:53:47.782542] [DEBUG] [FORECASTER] CTVA: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T09:53:48.001202] [DEBUG] [FORECASTER] CTVA: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T09:53:48.220176] [DEBUG] [FORECASTER] CTVA: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-25T09:53:48.220365] [INFO ] [CONFIGURE ] CTVA: KEPT add_price_rejection (score: 60.00%)
[2025-11-25T09:53:48.220423] [INFO ] [CONFIGURE ] JOB ETA: 50.5m | Avg: 2.8s/test | Remaining: 1095 tests
[2025-11-25T09:53:48.220477] [INFO ] [CONFIGURE ] CTVA: Testing feature 21/29: add_range_position
[2025-11-25T09:53:48.220530] [INFO ] [CONFIGURE ] CTVA: Testing with features: ['add_pbf_return_2d', 'add_price_rejection', 'add_range_position']
[2025-11-25T09:53:48.484562] [DEBUG] [FORECASTER] CTVA: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T09:53:48.750781] [DEBUG] [FORECASTER] CTVA: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T09:53:49.017352] [DEBUG] [FORECASTER] CTVA: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T09:53:49.293828] [DEBUG] [FORECASTER] CTVA: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T09:53:49.579124] [DEBUG] [FORECASTER] CTVA: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T09:53:49.859945] [DEBUG] [FORECASTER] CTVA: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T09:53:50.135733] [DEBUG] [FORECASTER] CTVA: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T09:53:50.402340] [DEBUG] [FORECASTER] CTVA: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T09:53:50.679428] [DEBUG] [FORECASTER] CTVA: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T09:53:50.943468] [DEBUG] [FORECASTER] CTVA: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-11-25T09:53:50.943663] [INFO ] [CONFIGURE ] CTVA: DISCARDED add_range_position (score: 30.00%)
[2025-11-25T09:53:50.943917] [INFO ] [CONFIGURE ] JOB ETA: 50.4m | Avg: 2.8s/test | Remaining: 1094 tests
[2025-11-25T09:53:50.943965] [INFO ] [CONFIGURE ] CTVA: Testing feature 22/29: add_realized_volatility
[2025-11-25T09:53:50.944009] [INFO ] [CONFIGURE ] CTVA: Testing with features: ['add_pbf_return_2d', 'add_price_rejection', 'add_realized_volatility']
[2025-11-25T09:53:51.281694] [DEBUG] [FORECASTER] CTVA: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T09:53:51.619230] [DEBUG] [FORECASTER] CTVA: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T09:53:51.957742] [DEBUG] [FORECASTER] CTVA: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T09:53:52.294007] [DEBUG] [FORECASTER] CTVA: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T09:53:52.632131] [DEBUG] [FORECASTER] CTVA: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T09:53:52.982568] [DEBUG] [FORECASTER] CTVA: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T09:53:53.330835] [DEBUG] [FORECASTER] CTVA: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T09:53:53.682354] [DEBUG] [FORECASTER] CTVA: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T09:53:54.069118] [DEBUG] [FORECASTER] CTVA: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T09:53:54.425513] [DEBUG] [FORECASTER] CTVA: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-25T09:53:54.425738] [INFO ] [CONFIGURE ] CTVA: DISCARDED add_realized_volatility (score: 50.00%)
[2025-11-25T09:53:54.425807] [INFO ] [CONFIGURE ] JOB ETA: 50.4m | Avg: 2.8s/test | Remaining: 1093 tests
[2025-11-25T09:53:54.425858] [INFO ] [CONFIGURE ] CTVA: Testing feature 23/29: add_recent_range_context
[2025-11-25T09:53:54.425904] [INFO ] [CONFIGURE ] CTVA: Testing with features: ['add_pbf_return_2d', 'add_price_rejection', 'add_recent_range_context']
[2025-11-25T09:53:54.685451] [DEBUG] [FORECASTER] CTVA: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T09:53:54.934483] [DEBUG] [FORECASTER] CTVA: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T09:53:55.205540] [DEBUG] [FORECASTER] CTVA: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T09:53:55.520492] [DEBUG] [FORECASTER] CTVA: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T09:53:55.836299] [DEBUG] [FORECASTER] CTVA: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T09:53:56.175717] [DEBUG] [FORECASTER] CTVA: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T09:53:56.430246] [DEBUG] [FORECASTER] CTVA: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T09:53:56.696043] [DEBUG] [FORECASTER] CTVA: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T09:53:56.962953] [DEBUG] [FORECASTER] CTVA: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-25T09:53:57.210117] [DEBUG] [FORECASTER] CTVA: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-25T09:53:57.210288] [INFO ] [CONFIGURE ] CTVA: DISCARDED add_recent_range_context (score: 30.00%)
[2025-11-25T09:53:57.210371] [INFO ] [CONFIGURE ] JOB ETA: 50.3m | Avg: 2.8s/test | Remaining: 1092 tests
[2025-11-25T09:53:57.210422] [INFO ] [CONFIGURE ] CTVA: Testing feature 24/29: add_rsi
[2025-11-25T09:53:57.210470] [INFO ] [CONFIGURE ] CTVA: Testing with features: ['add_pbf_return_2d', 'add_price_rejection', 'add_ema', 'add_rsi']
[2025-11-25T09:53:57.489411] [DEBUG] [FORECASTER] CTVA: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T09:53:57.769521] [DEBUG] [FORECASTER] CTVA: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T09:53:58.063671] [DEBUG] [FORECASTER] CTVA: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T09:53:58.375943] [DEBUG] [FORECASTER] CTVA: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T09:53:58.690326] [DEBUG] [FORECASTER] CTVA: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T09:53:58.976283] [DEBUG] [FORECASTER] CTVA: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T09:53:59.280604] [DEBUG] [FORECASTER] CTVA: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T09:53:59.593113] [DEBUG] [FORECASTER] CTVA: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T09:53:59.910550] [DEBUG] [FORECASTER] CTVA: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-25T09:54:00.227671] [DEBUG] [FORECASTER] CTVA: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-25T09:54:00.227913] [INFO ] [CONFIGURE ] CTVA: DISCARDED add_rsi (score: 40.00%)
[2025-11-25T09:54:00.227996] [INFO ] [CONFIGURE ] JOB ETA: 50.3m | Avg: 2.8s/test | Remaining: 1091 tests
[2025-11-25T09:54:00.228051] [INFO ] [CONFIGURE ] CTVA: Testing feature 25/29: add_tick_distribution
[2025-11-25T09:54:00.228096] [INFO ] [CONFIGURE ] CTVA: Testing with features: ['add_pbf_return_2d', 'add_price_rejection', 'add_tick_distribution']
[2025-11-25T09:54:01.150448] [DEBUG] [FORECASTER] CTVA: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T09:54:01.474292] [DEBUG] [FORECASTER] CTVA: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T09:54:01.728009] [DEBUG] [FORECASTER] CTVA: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T09:54:01.984943] [DEBUG] [FORECASTER] CTVA: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T09:54:02.250212] [DEBUG] [FORECASTER] CTVA: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T09:54:02.503958] [DEBUG] [FORECASTER] CTVA: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T09:54:02.763039] [DEBUG] [FORECASTER] CTVA: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T09:54:03.024837] [DEBUG] [FORECASTER] CTVA: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T09:54:03.259735] [DEBUG] [FORECASTER] CTVA: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T09:54:03.495530] [DEBUG] [FORECASTER] CTVA: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-11-25T09:54:03.495716] [INFO ] [CONFIGURE ] CTVA: DISCARDED add_tick_distribution (score: 50.00%)
[2025-11-25T09:54:03.495776] [INFO ] [CONFIGURE ] JOB ETA: 50.2m | Avg: 2.8s/test | Remaining: 1090 tests
[2025-11-25T09:54:03.495831] [INFO ] [CONFIGURE ] CTVA: Testing feature 26/29: add_volume_momentum_confirmation
[2025-11-25T09:54:03.495879] [INFO ] [CONFIGURE ] CTVA: Testing with features: ['add_pbf_return_2d', 'add_price_rejection', 'add_volume_momentum_confirmation']
[2025-11-25T09:54:03.725420] [DEBUG] [FORECASTER] CTVA: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T09:54:03.955353] [DEBUG] [FORECASTER] CTVA: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T09:54:04.188302] [DEBUG] [FORECASTER] CTVA: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T09:54:04.419404] [DEBUG] [FORECASTER] CTVA: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T09:54:04.659358] [DEBUG] [FORECASTER] CTVA: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T09:54:04.894109] [DEBUG] [FORECASTER] CTVA: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T09:54:05.133219] [DEBUG] [FORECASTER] CTVA: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T09:54:05.368941] [DEBUG] [FORECASTER] CTVA: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T09:54:05.630836] [DEBUG] [FORECASTER] CTVA: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T09:54:05.891999] [DEBUG] [FORECASTER] CTVA: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-11-25T09:54:05.892201] [INFO ] [CONFIGURE ] CTVA: DISCARDED add_volume_momentum_confirmation (score: 30.00%)
[2025-11-25T09:54:05.892260] [INFO ] [CONFIGURE ] JOB ETA: 50.2m | Avg: 2.8s/test | Remaining: 1089 tests
[2025-11-25T09:54:05.892308] [INFO ] [CONFIGURE ] CTVA: Testing feature 27/29: add_volume_price_divergence
[2025-11-25T09:54:05.892351] [INFO ] [CONFIGURE ] CTVA: Testing with features: ['add_pbf_return_2d', 'add_price_rejection', 'add_volume_price_divergence']
[2025-11-25T09:54:06.170097] [DEBUG] [FORECASTER] CTVA: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T09:54:06.451798] [DEBUG] [FORECASTER] CTVA: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T09:54:06.728810] [DEBUG] [FORECASTER] CTVA: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T09:54:07.006504] [DEBUG] [FORECASTER] CTVA: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T09:54:07.283580] [DEBUG] [FORECASTER] CTVA: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T09:54:07.559619] [DEBUG] [FORECASTER] CTVA: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T09:54:07.839524] [DEBUG] [FORECASTER] CTVA: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T09:54:08.118501] [DEBUG] [FORECASTER] CTVA: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T09:54:08.396098] [DEBUG] [FORECASTER] CTVA: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T09:54:08.671421] [DEBUG] [FORECASTER] CTVA: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-25T09:54:08.671604] [INFO ] [CONFIGURE ] CTVA: KEPT add_volume_price_divergence (score: 70.00%)
[2025-11-25T09:54:08.671681] [INFO ] [CONFIGURE ] JOB ETA: 50.1m | Avg: 2.8s/test | Remaining: 1088 tests
[2025-11-25T09:54:08.671730] [INFO ] [CONFIGURE ] CTVA: Testing feature 28/29: add_volume_profile
[2025-11-25T09:54:08.671774] [INFO ] [CONFIGURE ] CTVA: Testing with features: ['add_pbf_return_2d', 'add_price_rejection', 'add_volume_price_divergence', 'add_volume_profile']
[2025-11-25T09:54:08.968138] [DEBUG] [FORECASTER] CTVA: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T09:54:09.271706] [DEBUG] [FORECASTER] CTVA: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T09:54:09.583037] [DEBUG] [FORECASTER] CTVA: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T09:54:09.936575] [DEBUG] [FORECASTER] CTVA: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T09:54:10.263527] [DEBUG] [FORECASTER] CTVA: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T09:54:10.581755] [DEBUG] [FORECASTER] CTVA: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T09:54:10.897627] [DEBUG] [FORECASTER] CTVA: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T09:54:11.224765] [DEBUG] [FORECASTER] CTVA: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T09:54:11.533425] [DEBUG] [FORECASTER] CTVA: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T09:54:11.845146] [DEBUG] [FORECASTER] CTVA: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-25T09:54:11.845357] [INFO ] [CONFIGURE ] CTVA: DISCARDED add_volume_profile (score: 40.00%)
[2025-11-25T09:54:11.845420] [INFO ] [CONFIGURE ] JOB ETA: 50.1m | Avg: 2.8s/test | Remaining: 1087 tests
[2025-11-25T09:54:11.845491] [INFO ] [CONFIGURE ] CTVA: Testing feature 29/29: add_vwap
[2025-11-25T09:54:11.845539] [INFO ] [CONFIGURE ] CTVA: Testing with features: ['add_pbf_return_2d', 'add_price_rejection', 'add_volume_price_divergence', 'add_vwap']
[2025-11-25T09:54:12.171381] [DEBUG] [FORECASTER] CTVA: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T09:54:12.494172] [DEBUG] [FORECASTER] CTVA: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T09:54:12.826774] [DEBUG] [FORECASTER] CTVA: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T09:54:13.156584] [DEBUG] [FORECASTER] CTVA: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T09:54:13.482067] [DEBUG] [FORECASTER] CTVA: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T09:54:13.801262] [DEBUG] [FORECASTER] CTVA: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T09:54:14.121245] [DEBUG] [FORECASTER] CTVA: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T09:54:14.434398] [DEBUG] [FORECASTER] CTVA: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T09:54:14.763920] [DEBUG] [FORECASTER] CTVA: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T09:54:15.085261] [DEBUG] [FORECASTER] CTVA: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-11-25T09:54:15.085480] [INFO ] [CONFIGURE ] CTVA: DISCARDED add_vwap (score: 50.00%)
[2025-11-25T09:54:15.085555] [INFO ] [CONFIGURE ] JOB ETA: 50.1m | Avg: 2.8s/test | Remaining: 1086 tests
[2025-11-25T09:54:15.085607] [INFO ] [CONFIGURE ] CTVA: ===== FEATURE SELECTION COMPLETE =====
[2025-11-25T09:54:15.085684] [INFO ] [CONFIGURE ] CTVA: Best accuracy: 70.00%
[2025-11-25T09:54:15.085748] [INFO ] [CONFIGURE ] CTVA: Best feature set (3 features): ['add_pbf_return_2d', 'add_price_rejection', 'add_volume_price_divergence']
[2025-11-25T09:54:15.085808] [INFO ] [CONFIGURE ] CTVA: Improvement over baseline: 40.00%
[2025-11-25T09:54:15.085853] [INFO ] [CONFIGURE ] CTVA: Total time: 1.2 minutes
[2025-11-25T09:54:15.085896] [INFO ] [CONFIGURE ] CTVA: Average time per feature: 2.4 seconds
[2025-11-25T09:54:15.085938] [INFO ] [CONFIGURE ] CTVA: Average speed: 0.42 features/sec
[2025-11-25T09:54:15.086274] [INFO ] [LOCAL     ] Saved configuration for CTVA: 3 features, 70.00% accuracy -> ./output/feature-sets/CTVA.json
[2025-11-25T09:54:15.086332] [INFO ] [CONFIGURE ] CTVA: Configuration saved successfully: 3 features, 70.00% accuracy.
[2025-11-25T09:54:15.086382] [INFO ] [sig       ] [128/164] Successfully configured CTVA | 0.01 sym/s | Total: 2.9h | ETA: 48.7m
[2025-11-25T09:54:15.086427] [INFO ] [sig       ] [129/164] Configuring CW...
[2025-11-25T09:54:15.086469] [INFO ] [CONFIGURE ] CW: Configurate test run.
[2025-11-25T09:54:15.086510] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CW' from 'https://tdm.silogroup.org/data/derivative_storage/CW.csv'.
[2025-11-25T09:54:15.099259] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'CW'.
[2025-11-25T09:54:15.099634] [INFO ] [CONFIGURE ] CW: Testing with 29 available features
[2025-11-25T09:54:15.099718] [INFO ] [CONFIGURE ] CW: Establishing baseline with no features...
[2025-11-25T09:54:15.298999] [DEBUG] [FORECASTER] CW: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0
[2025-11-25T09:54:15.495513] [DEBUG] [FORECASTER] CW: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T09:54:15.685091] [DEBUG] [FORECASTER] CW: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T09:54:15.873830] [DEBUG] [FORECASTER] CW: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T09:54:16.062303] [DEBUG] [FORECASTER] CW: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-25T09:54:16.255232] [DEBUG] [FORECASTER] CW: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T09:54:16.446194] [DEBUG] [FORECASTER] CW: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T09:54:16.642316] [DEBUG] [FORECASTER] CW: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T09:54:16.837183] [DEBUG] [FORECASTER] CW: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T09:54:17.031504] [DEBUG] [FORECASTER] CW: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T09:54:17.031678] [INFO ] [CONFIGURE ] CW: Baseline score (no features): 50.00%
[2025-11-25T09:54:17.031753] [INFO ] [CONFIGURE ] CW: Testing feature 1/29: add_bollinger_bands
[2025-11-25T09:54:17.031803] [INFO ] [CONFIGURE ] CW: Testing with features: ['add_bollinger_bands']
[2025-11-25T09:54:17.270666] [DEBUG] [FORECASTER] CW: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0
[2025-11-25T09:54:17.488566] [DEBUG] [FORECASTER] CW: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T09:54:17.710785] [DEBUG] [FORECASTER] CW: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T09:54:17.937172] [DEBUG] [FORECASTER] CW: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T09:54:18.177249] [DEBUG] [FORECASTER] CW: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-25T09:54:18.403054] [DEBUG] [FORECASTER] CW: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T09:54:18.626037] [DEBUG] [FORECASTER] CW: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T09:54:18.851365] [DEBUG] [FORECASTER] CW: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T09:54:19.076721] [DEBUG] [FORECASTER] CW: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T09:54:19.309281] [DEBUG] [FORECASTER] CW: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T09:54:19.309603] [INFO ] [CONFIGURE ] CW: DISCARDED add_bollinger_bands (score: 50.00%)
[2025-11-25T09:54:19.309741] [INFO ] [CONFIGURE ] JOB ETA: 50.0m | Avg: 2.8s/test | Remaining: 1085 tests
[2025-11-25T09:54:19.309848] [INFO ] [CONFIGURE ] CW: Testing feature 2/29: add_cumulative_delta
[2025-11-25T09:54:19.309951] [INFO ] [CONFIGURE ] CW: Testing with features: ['add_cumulative_delta']
[2025-11-25T09:54:19.543357] [DEBUG] [FORECASTER] CW: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0
[2025-11-25T09:54:19.791342] [DEBUG] [FORECASTER] CW: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T09:54:20.020895] [DEBUG] [FORECASTER] CW: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T09:54:20.251306] [DEBUG] [FORECASTER] CW: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T09:54:20.481601] [DEBUG] [FORECASTER] CW: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-25T09:54:20.719939] [DEBUG] [FORECASTER] CW: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T09:54:20.955487] [DEBUG] [FORECASTER] CW: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T09:54:21.194694] [DEBUG] [FORECASTER] CW: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T09:54:21.429503] [DEBUG] [FORECASTER] CW: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T09:54:21.671854] [DEBUG] [FORECASTER] CW: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T09:54:21.672037] [INFO ] [CONFIGURE ] CW: DISCARDED add_cumulative_delta (score: 50.00%)
[2025-11-25T09:54:21.672084] [INFO ] [CONFIGURE ] JOB ETA: 50.0m | Avg: 2.8s/test | Remaining: 1084 tests
[2025-11-25T09:54:21.672146] [INFO ] [CONFIGURE ] CW: Testing feature 3/29: add_daily_returns
[2025-11-25T09:54:21.672184] [INFO ] [CONFIGURE ] CW: Testing with features: ['add_daily_returns']
[2025-11-25T09:54:21.883006] [DEBUG] [FORECASTER] CW: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0
[2025-11-25T09:54:22.088826] [DEBUG] [FORECASTER] CW: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T09:54:22.316421] [DEBUG] [FORECASTER] CW: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T09:54:22.526103] [DEBUG] [FORECASTER] CW: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T09:54:22.735928] [DEBUG] [FORECASTER] CW: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T09:54:22.946698] [DEBUG] [FORECASTER] CW: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T09:54:23.155900] [DEBUG] [FORECASTER] CW: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T09:54:23.373906] [DEBUG] [FORECASTER] CW: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T09:54:23.598910] [DEBUG] [FORECASTER] CW: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T09:54:23.822321] [DEBUG] [FORECASTER] CW: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T09:54:23.822639] [INFO ] [CONFIGURE ] CW: KEPT add_daily_returns (score: 60.00%)
[2025-11-25T09:54:23.822778] [INFO ] [CONFIGURE ] JOB ETA: 49.9m | Avg: 2.8s/test | Remaining: 1083 tests
[2025-11-25T09:54:23.822893] [INFO ] [CONFIGURE ] CW: Testing feature 4/29: add_ema
[2025-11-25T09:54:23.823000] [INFO ] [CONFIGURE ] CW: Testing with features: ['add_daily_returns', 'add_ema']
[2025-11-25T09:54:24.108826] [DEBUG] [FORECASTER] CW: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0
[2025-11-25T09:54:24.364793] [DEBUG] [FORECASTER] CW: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T09:54:24.616225] [DEBUG] [FORECASTER] CW: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T09:54:24.862629] [DEBUG] [FORECASTER] CW: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T09:54:25.116785] [DEBUG] [FORECASTER] CW: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T09:54:25.368671] [DEBUG] [FORECASTER] CW: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T09:54:25.625148] [DEBUG] [FORECASTER] CW: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T09:54:25.875624] [DEBUG] [FORECASTER] CW: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T09:54:26.126841] [DEBUG] [FORECASTER] CW: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T09:54:26.383797] [DEBUG] [FORECASTER] CW: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T09:54:26.383975] [INFO ] [CONFIGURE ] CW: DISCARDED add_ema (score: 40.00%)
[2025-11-25T09:54:26.384025] [INFO ] [CONFIGURE ] JOB ETA: 49.9m | Avg: 2.8s/test | Remaining: 1082 tests
[2025-11-25T09:54:26.384064] [INFO ] [CONFIGURE ] CW: Testing feature 5/29: add_exhaustion_signals
[2025-11-25T09:54:26.384102] [INFO ] [CONFIGURE ] CW: Testing with features: ['add_daily_returns', 'add_vwap', 'add_exhaustion_signals']
[2025-11-25T09:54:26.641489] [DEBUG] [FORECASTER] CW: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0
[2025-11-25T09:54:26.895886] [DEBUG] [FORECASTER] CW: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T09:54:27.160870] [DEBUG] [FORECASTER] CW: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T09:54:27.422172] [DEBUG] [FORECASTER] CW: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T09:54:27.687406] [DEBUG] [FORECASTER] CW: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-25T09:54:27.944780] [DEBUG] [FORECASTER] CW: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T09:54:28.199310] [DEBUG] [FORECASTER] CW: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T09:54:28.458912] [DEBUG] [FORECASTER] CW: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T09:54:28.721106] [DEBUG] [FORECASTER] CW: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T09:54:28.974255] [DEBUG] [FORECASTER] CW: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T09:54:28.974408] [INFO ] [CONFIGURE ] CW: DISCARDED add_exhaustion_signals (score: 30.00%)
[2025-11-25T09:54:28.974470] [INFO ] [CONFIGURE ] JOB ETA: 49.8m | Avg: 2.8s/test | Remaining: 1081 tests
[2025-11-25T09:54:28.974622] [INFO ] [CONFIGURE ] CW: Testing feature 6/29: add_failed_moves
[2025-11-25T09:54:28.974691] [INFO ] [CONFIGURE ] CW: Testing with features: ['add_daily_returns', 'add_failed_moves']
[2025-11-25T09:54:29.191985] [DEBUG] [FORECASTER] CW: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0
[2025-11-25T09:54:29.400162] [DEBUG] [FORECASTER] CW: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T09:54:29.621249] [DEBUG] [FORECASTER] CW: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T09:54:29.838559] [DEBUG] [FORECASTER] CW: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T09:54:30.059945] [DEBUG] [FORECASTER] CW: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T09:54:30.280616] [DEBUG] [FORECASTER] CW: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T09:54:30.494316] [DEBUG] [FORECASTER] CW: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T09:54:30.710685] [DEBUG] [FORECASTER] CW: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T09:54:30.926127] [DEBUG] [FORECASTER] CW: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T09:54:31.145603] [DEBUG] [FORECASTER] CW: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T09:54:31.145757] [INFO ] [CONFIGURE ] CW: DISCARDED add_failed_moves (score: 60.00%)
[2025-11-25T09:54:31.145948] [INFO ] [CONFIGURE ] JOB ETA: 49.8m | Avg: 2.8s/test | Remaining: 1080 tests
[2025-11-25T09:54:31.146056] [INFO ] [CONFIGURE ] CW: Testing feature 7/29: add_lag_shelf
[2025-11-25T09:54:31.146164] [INFO ] [CONFIGURE ] CW: Testing with features: ['add_daily_returns', 'add_lag_shelf']
[2025-11-25T09:54:31.348218] [DEBUG] [FORECASTER] CW: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0
[2025-11-25T09:54:31.558907] [DEBUG] [FORECASTER] CW: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T09:54:31.762575] [DEBUG] [FORECASTER] CW: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T09:54:31.966260] [DEBUG] [FORECASTER] CW: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T09:54:32.165751] [DEBUG] [FORECASTER] CW: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T09:54:32.364357] [DEBUG] [FORECASTER] CW: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T09:54:32.562405] [DEBUG] [FORECASTER] CW: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T09:54:32.767852] [DEBUG] [FORECASTER] CW: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T09:54:32.980807] [DEBUG] [FORECASTER] CW: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T09:54:33.182988] [DEBUG] [FORECASTER] CW: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T09:54:33.183120] [INFO ] [CONFIGURE ] CW: DISCARDED add_lag_shelf (score: 60.00%)
[2025-11-25T09:54:33.183170] [INFO ] [CONFIGURE ] JOB ETA: 49.7m | Avg: 2.8s/test | Remaining: 1079 tests
[2025-11-25T09:54:33.183208] [INFO ] [CONFIGURE ] CW: Testing feature 8/29: add_macd
[2025-11-25T09:54:33.183244] [INFO ] [CONFIGURE ] CW: Testing with features: ['add_daily_returns', 'add_vwap', 'add_macd']
[2025-11-25T09:54:33.479833] [DEBUG] [FORECASTER] CW: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0
[2025-11-25T09:54:33.776111] [DEBUG] [FORECASTER] CW: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T09:54:34.075842] [DEBUG] [FORECASTER] CW: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T09:54:34.377774] [DEBUG] [FORECASTER] CW: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T09:54:34.689429] [DEBUG] [FORECASTER] CW: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-25T09:54:34.991097] [DEBUG] [FORECASTER] CW: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T09:54:35.302604] [DEBUG] [FORECASTER] CW: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T09:54:35.608084] [DEBUG] [FORECASTER] CW: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T09:54:35.920596] [DEBUG] [FORECASTER] CW: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T09:54:36.226624] [DEBUG] [FORECASTER] CW: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T09:54:36.226851] [INFO ] [CONFIGURE ] CW: DISCARDED add_macd (score: 40.00%)
[2025-11-25T09:54:36.226912] [INFO ] [CONFIGURE ] JOB ETA: 49.7m | Avg: 2.8s/test | Remaining: 1078 tests
[2025-11-25T09:54:36.226965] [INFO ] [CONFIGURE ] CW: Testing feature 9/29: add_mfi
[2025-11-25T09:54:36.227012] [INFO ] [CONFIGURE ] CW: Testing with features: ['add_daily_returns', 'add_mfi']
[2025-11-25T09:54:36.451555] [DEBUG] [FORECASTER] CW: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0
[2025-11-25T09:54:36.677118] [DEBUG] [FORECASTER] CW: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T09:54:36.896631] [DEBUG] [FORECASTER] CW: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T09:54:37.119582] [DEBUG] [FORECASTER] CW: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T09:54:37.342884] [DEBUG] [FORECASTER] CW: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T09:54:37.572604] [DEBUG] [FORECASTER] CW: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T09:54:37.814808] [DEBUG] [FORECASTER] CW: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T09:54:38.068077] [DEBUG] [FORECASTER] CW: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T09:54:38.322917] [DEBUG] [FORECASTER] CW: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T09:54:38.564992] [DEBUG] [FORECASTER] CW: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T09:54:38.565346] [INFO ] [CONFIGURE ] CW: DISCARDED add_mfi (score: 50.00%)
[2025-11-25T09:54:38.565412] [INFO ] [CONFIGURE ] JOB ETA: 49.6m | Avg: 2.8s/test | Remaining: 1077 tests
[2025-11-25T09:54:38.565467] [INFO ] [CONFIGURE ] CW: Testing feature 10/29: add_momentum_acceleration
[2025-11-25T09:54:38.565516] [INFO ] [CONFIGURE ] CW: Testing with features: ['add_daily_returns', 'add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-11-25T09:54:38.896541] [DEBUG] [FORECASTER] CW: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0
[2025-11-25T09:54:39.215479] [DEBUG] [FORECASTER] CW: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T09:54:39.518629] [DEBUG] [FORECASTER] CW: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T09:54:39.825751] [DEBUG] [FORECASTER] CW: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T09:54:40.130485] [DEBUG] [FORECASTER] CW: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-25T09:54:40.436913] [DEBUG] [FORECASTER] CW: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T09:54:40.756792] [DEBUG] [FORECASTER] CW: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T09:54:41.071633] [DEBUG] [FORECASTER] CW: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T09:54:41.392048] [DEBUG] [FORECASTER] CW: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T09:54:41.708661] [DEBUG] [FORECASTER] CW: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T09:54:41.708879] [INFO ] [CONFIGURE ] CW: DISCARDED add_momentum_acceleration (score: 30.00%)
[2025-11-25T09:54:41.708940] [INFO ] [CONFIGURE ] JOB ETA: 49.6m | Avg: 2.8s/test | Remaining: 1076 tests
[2025-11-25T09:54:41.708988] [INFO ] [CONFIGURE ] CW: Testing feature 11/29: add_obv_daily
[2025-11-25T09:54:41.709034] [INFO ] [CONFIGURE ] CW: Testing with features: ['add_daily_returns', 'add_obv_daily']
[2025-11-25T09:54:41.945919] [DEBUG] [FORECASTER] CW: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0
[2025-11-25T09:54:42.186275] [DEBUG] [FORECASTER] CW: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T09:54:42.413346] [DEBUG] [FORECASTER] CW: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T09:54:42.648886] [DEBUG] [FORECASTER] CW: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T09:54:42.881121] [DEBUG] [FORECASTER] CW: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-25T09:54:43.114896] [DEBUG] [FORECASTER] CW: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T09:54:43.409910] [DEBUG] [FORECASTER] CW: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T09:54:43.717128] [DEBUG] [FORECASTER] CW: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T09:54:44.000171] [DEBUG] [FORECASTER] CW: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T09:54:44.249463] [DEBUG] [FORECASTER] CW: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T09:54:44.249674] [INFO ] [CONFIGURE ] CW: DISCARDED add_obv_daily (score: 30.00%)
[2025-11-25T09:54:44.249754] [INFO ] [CONFIGURE ] JOB ETA: 49.5m | Avg: 2.8s/test | Remaining: 1075 tests
[2025-11-25T09:54:44.249806] [INFO ] [CONFIGURE ] CW: Testing feature 12/29: add_obv_interval
[2025-11-25T09:54:44.249987] [INFO ] [CONFIGURE ] CW: Testing with features: ['add_daily_returns', 'add_obv_interval']
[2025-11-25T09:54:44.442716] [DEBUG] [FORECASTER] CW: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0
[2025-11-25T09:54:44.643890] [DEBUG] [FORECASTER] CW: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T09:54:44.836993] [DEBUG] [FORECASTER] CW: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T09:54:45.028458] [DEBUG] [FORECASTER] CW: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T09:54:45.227037] [DEBUG] [FORECASTER] CW: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T09:54:45.433058] [DEBUG] [FORECASTER] CW: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T09:54:45.637379] [DEBUG] [FORECASTER] CW: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T09:54:45.835665] [DEBUG] [FORECASTER] CW: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T09:54:46.034760] [DEBUG] [FORECASTER] CW: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T09:54:46.233514] [DEBUG] [FORECASTER] CW: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T09:54:46.233702] [INFO ] [CONFIGURE ] CW: DISCARDED add_obv_interval (score: 50.00%)
[2025-11-25T09:54:46.233784] [INFO ] [CONFIGURE ] JOB ETA: 49.5m | Avg: 2.8s/test | Remaining: 1074 tests
[2025-11-25T09:54:46.233840] [INFO ] [CONFIGURE ] CW: Testing feature 13/29: add_opening_strength
[2025-11-25T09:54:46.233889] [INFO ] [CONFIGURE ] CW: Testing with features: ['add_daily_returns', 'add_opening_strength']
[2025-11-25T09:54:46.446102] [DEBUG] [FORECASTER] CW: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0
[2025-11-25T09:54:46.674074] [DEBUG] [FORECASTER] CW: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T09:54:46.884853] [DEBUG] [FORECASTER] CW: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T09:54:47.096974] [DEBUG] [FORECASTER] CW: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T09:54:47.312243] [DEBUG] [FORECASTER] CW: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-25T09:54:47.524360] [DEBUG] [FORECASTER] CW: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T09:54:47.737357] [DEBUG] [FORECASTER] CW: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T09:54:47.954527] [DEBUG] [FORECASTER] CW: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T09:54:48.179905] [DEBUG] [FORECASTER] CW: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T09:54:48.407853] [DEBUG] [FORECASTER] CW: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T09:54:48.408317] [INFO ] [CONFIGURE ] CW: DISCARDED add_opening_strength (score: 30.00%)
[2025-11-25T09:54:48.408472] [INFO ] [CONFIGURE ] JOB ETA: 49.4m | Avg: 2.8s/test | Remaining: 1073 tests
[2025-11-25T09:54:48.408607] [INFO ] [CONFIGURE ] CW: Testing feature 14/29: add_order_flow_imbalance
[2025-11-25T09:54:48.408757] [INFO ] [CONFIGURE ] CW: Testing with features: ['add_daily_returns', 'add_order_flow_imbalance']
[2025-11-25T09:54:48.640894] [DEBUG] [FORECASTER] CW: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0
[2025-11-25T09:54:48.889624] [DEBUG] [FORECASTER] CW: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T09:54:49.126841] [DEBUG] [FORECASTER] CW: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T09:54:49.345459] [DEBUG] [FORECASTER] CW: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T09:54:49.563561] [DEBUG] [FORECASTER] CW: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-25T09:54:49.787284] [DEBUG] [FORECASTER] CW: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T09:54:50.018456] [DEBUG] [FORECASTER] CW: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T09:54:50.246798] [DEBUG] [FORECASTER] CW: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T09:54:50.470285] [DEBUG] [FORECASTER] CW: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T09:54:50.710373] [DEBUG] [FORECASTER] CW: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T09:54:50.710537] [INFO ] [CONFIGURE ] CW: DISCARDED add_order_flow_imbalance (score: 30.00%)
[2025-11-25T09:54:50.710591] [INFO ] [CONFIGURE ] JOB ETA: 49.4m | Avg: 2.8s/test | Remaining: 1072 tests
[2025-11-25T09:54:50.710629] [INFO ] [CONFIGURE ] CW: Testing feature 15/29: add_pbf_morning_momentum
[2025-11-25T09:54:50.710706] [INFO ] [CONFIGURE ] CW: Testing with features: ['add_daily_returns', 'add_pbf_morning_momentum']
[2025-11-25T09:54:50.904840] [DEBUG] [FORECASTER] CW: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0
[2025-11-25T09:54:51.096856] [DEBUG] [FORECASTER] CW: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T09:54:51.288558] [DEBUG] [FORECASTER] CW: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T09:54:51.479963] [DEBUG] [FORECASTER] CW: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T09:54:51.671356] [DEBUG] [FORECASTER] CW: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T09:54:51.865934] [DEBUG] [FORECASTER] CW: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T09:54:52.054394] [DEBUG] [FORECASTER] CW: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T09:54:52.272968] [DEBUG] [FORECASTER] CW: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T09:54:52.490093] [DEBUG] [FORECASTER] CW: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T09:54:52.707888] [DEBUG] [FORECASTER] CW: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T09:54:52.708244] [INFO ] [CONFIGURE ] CW: DISCARDED add_pbf_morning_momentum (score: 60.00%)
[2025-11-25T09:54:52.708364] [INFO ] [CONFIGURE ] JOB ETA: 49.3m | Avg: 2.8s/test | Remaining: 1071 tests
[2025-11-25T09:54:52.708471] [INFO ] [CONFIGURE ] CW: Testing feature 16/29: add_pbf_overnight_gap
[2025-11-25T09:54:52.708575] [INFO ] [CONFIGURE ] CW: Testing with features: ['add_daily_returns', 'add_pbf_overnight_gap']
[2025-11-25T09:54:52.922883] [DEBUG] [FORECASTER] CW: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0
[2025-11-25T09:54:53.148756] [DEBUG] [FORECASTER] CW: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T09:54:53.358307] [DEBUG] [FORECASTER] CW: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T09:54:53.586857] [DEBUG] [FORECASTER] CW: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T09:54:53.815629] [DEBUG] [FORECASTER] CW: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T09:54:54.087243] [DEBUG] [FORECASTER] CW: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T09:54:54.325758] [DEBUG] [FORECASTER] CW: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T09:54:54.561051] [DEBUG] [FORECASTER] CW: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T09:54:54.798009] [DEBUG] [FORECASTER] CW: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T09:54:55.036890] [DEBUG] [FORECASTER] CW: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T09:54:55.037077] [INFO ] [CONFIGURE ] CW: DISCARDED add_pbf_overnight_gap (score: 60.00%)
[2025-11-25T09:54:55.037127] [INFO ] [CONFIGURE ] JOB ETA: 49.3m | Avg: 2.8s/test | Remaining: 1070 tests
[2025-11-25T09:54:55.037189] [INFO ] [CONFIGURE ] CW: Testing feature 17/29: add_pbf_return_2d
[2025-11-25T09:54:55.037226] [INFO ] [CONFIGURE ] CW: Testing with features: ['add_daily_returns', 'add_pbf_return_2d']
[2025-11-25T09:54:55.266797] [DEBUG] [FORECASTER] CW: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0
[2025-11-25T09:54:55.504372] [DEBUG] [FORECASTER] CW: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T09:54:55.741557] [DEBUG] [FORECASTER] CW: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T09:54:55.977736] [DEBUG] [FORECASTER] CW: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T09:54:56.219956] [DEBUG] [FORECASTER] CW: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-25T09:54:56.460785] [DEBUG] [FORECASTER] CW: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T09:54:56.693295] [DEBUG] [FORECASTER] CW: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T09:54:56.929578] [DEBUG] [FORECASTER] CW: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T09:54:57.175149] [DEBUG] [FORECASTER] CW: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T09:54:57.418745] [DEBUG] [FORECASTER] CW: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T09:54:57.418937] [INFO ] [CONFIGURE ] CW: DISCARDED add_pbf_return_2d (score: 50.00%)
[2025-11-25T09:54:57.419144] [INFO ] [CONFIGURE ] JOB ETA: 49.2m | Avg: 2.8s/test | Remaining: 1069 tests
[2025-11-25T09:54:57.419253] [INFO ] [CONFIGURE ] CW: Testing feature 18/29: add_pbf_volatility_5d
[2025-11-25T09:54:57.419310] [INFO ] [CONFIGURE ] CW: Testing with features: ['add_daily_returns', 'add_pbf_volatility_5d']
[2025-11-25T09:54:57.632106] [DEBUG] [FORECASTER] CW: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0
[2025-11-25T09:54:57.861624] [DEBUG] [FORECASTER] CW: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T09:54:58.070277] [DEBUG] [FORECASTER] CW: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T09:54:58.285693] [DEBUG] [FORECASTER] CW: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T09:54:58.479127] [DEBUG] [FORECASTER] CW: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T09:54:58.683830] [DEBUG] [FORECASTER] CW: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T09:54:58.883352] [DEBUG] [FORECASTER] CW: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T09:54:59.097943] [DEBUG] [FORECASTER] CW: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T09:54:59.297407] [DEBUG] [FORECASTER] CW: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T09:54:59.495745] [DEBUG] [FORECASTER] CW: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T09:54:59.495928] [INFO ] [CONFIGURE ] CW: DISCARDED add_pbf_volatility_5d (score: 40.00%)
[2025-11-25T09:54:59.495981] [INFO ] [CONFIGURE ] JOB ETA: 49.2m | Avg: 2.8s/test | Remaining: 1068 tests
[2025-11-25T09:54:59.496021] [INFO ] [CONFIGURE ] CW: Testing feature 19/29: add_pbf_vs_sma_5
[2025-11-25T09:54:59.496081] [INFO ] [CONFIGURE ] CW: Testing with features: ['add_daily_returns', 'add_pbf_vs_sma_5']
[2025-11-25T09:54:59.687906] [DEBUG] [FORECASTER] CW: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0
[2025-11-25T09:54:59.876537] [DEBUG] [FORECASTER] CW: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T09:55:00.066730] [DEBUG] [FORECASTER] CW: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T09:55:00.263906] [DEBUG] [FORECASTER] CW: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T09:55:01.149201] [DEBUG] [FORECASTER] CW: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T09:55:01.540922] [DEBUG] [FORECASTER] CW: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T09:55:01.762713] [DEBUG] [FORECASTER] CW: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T09:55:01.975442] [DEBUG] [FORECASTER] CW: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T09:55:02.200629] [DEBUG] [FORECASTER] CW: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T09:55:02.391603] [DEBUG] [FORECASTER] CW: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T09:55:02.391970] [INFO ] [CONFIGURE ] CW: DISCARDED add_pbf_vs_sma_5 (score: 40.00%)
[2025-11-25T09:55:02.392095] [INFO ] [CONFIGURE ] JOB ETA: 49.1m | Avg: 2.8s/test | Remaining: 1067 tests
[2025-11-25T09:55:02.392205] [INFO ] [CONFIGURE ] CW: Testing feature 20/29: add_price_rejection
[2025-11-25T09:55:02.392313] [INFO ] [CONFIGURE ] CW: Testing with features: ['add_daily_returns', 'add_price_rejection']
[2025-11-25T09:55:02.614815] [DEBUG] [FORECASTER] CW: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0
[2025-11-25T09:55:02.833699] [DEBUG] [FORECASTER] CW: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T09:55:03.052040] [DEBUG] [FORECASTER] CW: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T09:55:03.275934] [DEBUG] [FORECASTER] CW: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T09:55:03.495091] [DEBUG] [FORECASTER] CW: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T09:55:03.703135] [DEBUG] [FORECASTER] CW: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T09:55:03.921149] [DEBUG] [FORECASTER] CW: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T09:55:04.142288] [DEBUG] [FORECASTER] CW: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T09:55:04.362805] [DEBUG] [FORECASTER] CW: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T09:55:04.591717] [DEBUG] [FORECASTER] CW: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T09:55:04.591912] [INFO ] [CONFIGURE ] CW: DISCARDED add_price_rejection (score: 50.00%)
[2025-11-25T09:55:04.591965] [INFO ] [CONFIGURE ] JOB ETA: 49.1m | Avg: 2.8s/test | Remaining: 1066 tests
[2025-11-25T09:55:04.592006] [INFO ] [CONFIGURE ] CW: Testing feature 21/29: add_range_position
[2025-11-25T09:55:04.592051] [INFO ] [CONFIGURE ] CW: Testing with features: ['add_daily_returns', 'add_range_position']
[2025-11-25T09:55:04.867753] [DEBUG] [FORECASTER] CW: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0
[2025-11-25T09:55:05.147308] [DEBUG] [FORECASTER] CW: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T09:55:05.426242] [DEBUG] [FORECASTER] CW: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T09:55:05.697092] [DEBUG] [FORECASTER] CW: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T09:55:05.938200] [DEBUG] [FORECASTER] CW: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-25T09:55:06.181926] [DEBUG] [FORECASTER] CW: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T09:55:06.444393] [DEBUG] [FORECASTER] CW: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T09:55:06.716125] [DEBUG] [FORECASTER] CW: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T09:55:06.960604] [DEBUG] [FORECASTER] CW: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T09:55:07.191899] [DEBUG] [FORECASTER] CW: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T09:55:07.192107] [INFO ] [CONFIGURE ] CW: DISCARDED add_range_position (score: 40.00%)
[2025-11-25T09:55:07.192168] [INFO ] [CONFIGURE ] JOB ETA: 49.0m | Avg: 2.8s/test | Remaining: 1065 tests
[2025-11-25T09:55:07.192217] [INFO ] [CONFIGURE ] CW: Testing feature 22/29: add_realized_volatility
[2025-11-25T09:55:07.192261] [INFO ] [CONFIGURE ] CW: Testing with features: ['add_daily_returns', 'add_realized_volatility']
[2025-11-25T09:55:07.507490] [DEBUG] [FORECASTER] CW: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0
[2025-11-25T09:55:07.832000] [DEBUG] [FORECASTER] CW: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T09:55:08.145876] [DEBUG] [FORECASTER] CW: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T09:55:08.469052] [DEBUG] [FORECASTER] CW: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T09:55:08.787022] [DEBUG] [FORECASTER] CW: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-25T09:55:09.109142] [DEBUG] [FORECASTER] CW: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T09:55:09.431960] [DEBUG] [FORECASTER] CW: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T09:55:09.767402] [DEBUG] [FORECASTER] CW: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T09:55:10.107697] [DEBUG] [FORECASTER] CW: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T09:55:10.437458] [DEBUG] [FORECASTER] CW: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T09:55:10.437694] [INFO ] [CONFIGURE ] CW: DISCARDED add_realized_volatility (score: 20.00%)
[2025-11-25T09:55:10.437756] [INFO ] [CONFIGURE ] JOB ETA: 49.0m | Avg: 2.8s/test | Remaining: 1064 tests
[2025-11-25T09:55:10.437806] [INFO ] [CONFIGURE ] CW: Testing feature 23/29: add_recent_range_context
[2025-11-25T09:55:10.437852] [INFO ] [CONFIGURE ] CW: Testing with features: ['add_daily_returns', 'add_recent_range_context']
[2025-11-25T09:55:10.662388] [DEBUG] [FORECASTER] CW: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T09:55:10.887736] [DEBUG] [FORECASTER] CW: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T09:55:11.117156] [DEBUG] [FORECASTER] CW: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T09:55:11.327230] [DEBUG] [FORECASTER] CW: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T09:55:11.536596] [DEBUG] [FORECASTER] CW: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T09:55:11.758514] [DEBUG] [FORECASTER] CW: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T09:55:11.971564] [DEBUG] [FORECASTER] CW: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T09:55:12.185802] [DEBUG] [FORECASTER] CW: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T09:55:12.407565] [DEBUG] [FORECASTER] CW: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T09:55:12.635604] [DEBUG] [FORECASTER] CW: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T09:55:12.635813] [INFO ] [CONFIGURE ] CW: DISCARDED add_recent_range_context (score: 60.00%)
[2025-11-25T09:55:12.635865] [INFO ] [CONFIGURE ] JOB ETA: 49.0m | Avg: 2.8s/test | Remaining: 1063 tests
[2025-11-25T09:55:12.635907] [INFO ] [CONFIGURE ] CW: Testing feature 24/29: add_rsi
[2025-11-25T09:55:12.635950] [INFO ] [CONFIGURE ] CW: Testing with features: ['add_daily_returns', 'add_ema', 'add_rsi']
[2025-11-25T09:55:12.886238] [DEBUG] [FORECASTER] CW: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0
[2025-11-25T09:55:13.141774] [DEBUG] [FORECASTER] CW: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T09:55:13.389032] [DEBUG] [FORECASTER] CW: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T09:55:13.637498] [DEBUG] [FORECASTER] CW: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T09:55:13.893695] [DEBUG] [FORECASTER] CW: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-25T09:55:14.149800] [DEBUG] [FORECASTER] CW: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T09:55:14.401347] [DEBUG] [FORECASTER] CW: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T09:55:14.693692] [DEBUG] [FORECASTER] CW: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T09:55:14.966682] [DEBUG] [FORECASTER] CW: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T09:55:15.235535] [DEBUG] [FORECASTER] CW: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T09:55:15.235751] [INFO ] [CONFIGURE ] CW: DISCARDED add_rsi (score: 40.00%)
[2025-11-25T09:55:15.235813] [INFO ] [CONFIGURE ] JOB ETA: 48.9m | Avg: 2.8s/test | Remaining: 1062 tests
[2025-11-25T09:55:15.235862] [INFO ] [CONFIGURE ] CW: Testing feature 25/29: add_tick_distribution
[2025-11-25T09:55:15.235908] [INFO ] [CONFIGURE ] CW: Testing with features: ['add_daily_returns', 'add_tick_distribution']
[2025-11-25T09:55:15.455626] [DEBUG] [FORECASTER] CW: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0
[2025-11-25T09:55:15.675103] [DEBUG] [FORECASTER] CW: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T09:55:15.893865] [DEBUG] [FORECASTER] CW: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T09:55:16.110682] [DEBUG] [FORECASTER] CW: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T09:55:16.322205] [DEBUG] [FORECASTER] CW: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-25T09:55:16.535394] [DEBUG] [FORECASTER] CW: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T09:55:16.747074] [DEBUG] [FORECASTER] CW: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T09:55:16.959421] [DEBUG] [FORECASTER] CW: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T09:55:17.177175] [DEBUG] [FORECASTER] CW: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T09:55:17.404315] [DEBUG] [FORECASTER] CW: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T09:55:17.404563] [INFO ] [CONFIGURE ] CW: DISCARDED add_tick_distribution (score: 50.00%)
[2025-11-25T09:55:17.404827] [INFO ] [CONFIGURE ] JOB ETA: 48.9m | Avg: 2.8s/test | Remaining: 1061 tests
[2025-11-25T09:55:17.404966] [INFO ] [CONFIGURE ] CW: Testing feature 26/29: add_volume_momentum_confirmation
[2025-11-25T09:55:17.405039] [INFO ] [CONFIGURE ] CW: Testing with features: ['add_daily_returns', 'add_volume_momentum_confirmation']
[2025-11-25T09:55:17.641954] [DEBUG] [FORECASTER] CW: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0
[2025-11-25T09:55:17.858930] [DEBUG] [FORECASTER] CW: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T09:55:18.078539] [DEBUG] [FORECASTER] CW: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T09:55:18.302233] [DEBUG] [FORECASTER] CW: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T09:55:18.523342] [DEBUG] [FORECASTER] CW: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T09:55:18.749904] [DEBUG] [FORECASTER] CW: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T09:55:18.975100] [DEBUG] [FORECASTER] CW: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T09:55:19.197539] [DEBUG] [FORECASTER] CW: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T09:55:19.419189] [DEBUG] [FORECASTER] CW: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T09:55:19.667461] [DEBUG] [FORECASTER] CW: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T09:55:19.667904] [INFO ] [CONFIGURE ] CW: DISCARDED add_volume_momentum_confirmation (score: 50.00%)
[2025-11-25T09:55:19.668052] [INFO ] [CONFIGURE ] JOB ETA: 48.8m | Avg: 2.8s/test | Remaining: 1060 tests
[2025-11-25T09:55:19.668166] [INFO ] [CONFIGURE ] CW: Testing feature 27/29: add_volume_price_divergence
[2025-11-25T09:55:19.668274] [INFO ] [CONFIGURE ] CW: Testing with features: ['add_daily_returns', 'add_volume_price_divergence']
[2025-11-25T09:55:19.905328] [DEBUG] [FORECASTER] CW: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0
[2025-11-25T09:55:20.152449] [DEBUG] [FORECASTER] CW: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T09:55:20.391234] [DEBUG] [FORECASTER] CW: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T09:55:20.627408] [DEBUG] [FORECASTER] CW: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T09:55:20.869203] [DEBUG] [FORECASTER] CW: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-25T09:55:21.112015] [DEBUG] [FORECASTER] CW: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T09:55:21.359312] [DEBUG] [FORECASTER] CW: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T09:55:21.604930] [DEBUG] [FORECASTER] CW: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T09:55:21.855254] [DEBUG] [FORECASTER] CW: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T09:55:22.094945] [DEBUG] [FORECASTER] CW: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T09:55:22.095128] [INFO ] [CONFIGURE ] CW: DISCARDED add_volume_price_divergence (score: 30.00%)
[2025-11-25T09:55:22.095177] [INFO ] [CONFIGURE ] JOB ETA: 48.8m | Avg: 2.8s/test | Remaining: 1059 tests
[2025-11-25T09:55:22.095216] [INFO ] [CONFIGURE ] CW: Testing feature 28/29: add_volume_profile
[2025-11-25T09:55:22.095252] [INFO ] [CONFIGURE ] CW: Testing with features: ['add_daily_returns', 'add_volume_profile']
[2025-11-25T09:55:22.315254] [DEBUG] [FORECASTER] CW: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0
[2025-11-25T09:55:22.541742] [DEBUG] [FORECASTER] CW: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T09:55:22.765619] [DEBUG] [FORECASTER] CW: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T09:55:22.992727] [DEBUG] [FORECASTER] CW: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T09:55:23.222539] [DEBUG] [FORECASTER] CW: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-25T09:55:23.457283] [DEBUG] [FORECASTER] CW: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T09:55:23.701169] [DEBUG] [FORECASTER] CW: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T09:55:23.930426] [DEBUG] [FORECASTER] CW: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T09:55:24.156435] [DEBUG] [FORECASTER] CW: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T09:55:24.382710] [DEBUG] [FORECASTER] CW: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T09:55:24.382884] [INFO ] [CONFIGURE ] CW: DISCARDED add_volume_profile (score: 40.00%)
[2025-11-25T09:55:24.382933] [INFO ] [CONFIGURE ] JOB ETA: 48.7m | Avg: 2.8s/test | Remaining: 1058 tests
[2025-11-25T09:55:24.382973] [INFO ] [CONFIGURE ] CW: Testing feature 29/29: add_vwap
[2025-11-25T09:55:24.383010] [INFO ] [CONFIGURE ] CW: Testing with features: ['add_daily_returns', 'add_vwap']
[2025-11-25T09:55:24.601265] [DEBUG] [FORECASTER] CW: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0
[2025-11-25T09:55:24.807912] [DEBUG] [FORECASTER] CW: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T09:55:25.021903] [DEBUG] [FORECASTER] CW: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T09:55:25.228962] [DEBUG] [FORECASTER] CW: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T09:55:25.457721] [DEBUG] [FORECASTER] CW: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T09:55:25.684715] [DEBUG] [FORECASTER] CW: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T09:55:25.918620] [DEBUG] [FORECASTER] CW: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T09:55:26.155354] [DEBUG] [FORECASTER] CW: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T09:55:26.402036] [DEBUG] [FORECASTER] CW: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T09:55:26.649838] [DEBUG] [FORECASTER] CW: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T09:55:26.650183] [INFO ] [CONFIGURE ] CW: DISCARDED add_vwap (score: 50.00%)
[2025-11-25T09:55:26.650310] [INFO ] [CONFIGURE ] JOB ETA: 48.7m | Avg: 2.8s/test | Remaining: 1057 tests
[2025-11-25T09:55:26.650425] [INFO ] [CONFIGURE ] CW: ===== FEATURE SELECTION COMPLETE =====
[2025-11-25T09:55:26.650531] [INFO ] [CONFIGURE ] CW: Best accuracy: 60.00%
[2025-11-25T09:55:26.650637] [INFO ] [CONFIGURE ] CW: Best feature set (1 features): ['add_daily_returns']
[2025-11-25T09:55:26.650760] [INFO ] [CONFIGURE ] CW: Improvement over baseline: 10.00%
[2025-11-25T09:55:26.650861] [INFO ] [CONFIGURE ] CW: Total time: 1.2 minutes
[2025-11-25T09:55:26.650962] [INFO ] [CONFIGURE ] CW: Average time per feature: 2.4 seconds
[2025-11-25T09:55:26.651064] [INFO ] [CONFIGURE ] CW: Average speed: 0.42 features/sec
[2025-11-25T09:55:26.651593] [INFO ] [LOCAL     ] Saved configuration for CW: 1 features, 60.00% accuracy -> ./output/feature-sets/CW.json
[2025-11-25T09:55:26.651738] [INFO ] [CONFIGURE ] CW: Configuration saved successfully: 1 features, 60.00% accuracy.
[2025-11-25T09:55:26.651853] [INFO ] [sig       ] [129/164] Successfully configured CW | 0.01 sym/s | Total: 2.9h | ETA: 47.3m
[2025-11-25T09:55:26.651975] [INFO ] [sig       ] [130/164] Configuring CXT...
[2025-11-25T09:55:26.652087] [INFO ] [CONFIGURE ] CXT: Configurate test run.
[2025-11-25T09:55:26.652192] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CXT' from 'https://tdm.silogroup.org/data/derivative_storage/CXT.csv'.
[2025-11-25T09:55:26.665003] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'CXT'.
[2025-11-25T09:55:26.665453] [INFO ] [CONFIGURE ] CXT: Testing with 29 available features
[2025-11-25T09:55:26.665575] [INFO ] [CONFIGURE ] CXT: Establishing baseline with no features...
[2025-11-25T09:55:26.863786] [DEBUG] [FORECASTER] CXT: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T09:55:27.062787] [DEBUG] [FORECASTER] CXT: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0
[2025-11-25T09:55:27.259084] [DEBUG] [FORECASTER] CXT: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T09:55:27.469524] [DEBUG] [FORECASTER] CXT: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T09:55:27.672404] [DEBUG] [FORECASTER] CXT: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T09:55:27.873882] [DEBUG] [FORECASTER] CXT: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T09:55:28.075508] [DEBUG] [FORECASTER] CXT: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T09:55:28.278525] [DEBUG] [FORECASTER] CXT: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T09:55:28.475213] [DEBUG] [FORECASTER] CXT: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T09:55:28.684900] [DEBUG] [FORECASTER] CXT: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T09:55:28.685226] [INFO ] [CONFIGURE ] CXT: Baseline score (no features): 60.00%
[2025-11-25T09:55:28.685345] [INFO ] [CONFIGURE ] CXT: Testing feature 1/29: add_bollinger_bands
[2025-11-25T09:55:28.685453] [INFO ] [CONFIGURE ] CXT: Testing with features: ['add_bollinger_bands']
[2025-11-25T09:55:28.925745] [DEBUG] [FORECASTER] CXT: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T09:55:29.173473] [DEBUG] [FORECASTER] CXT: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T09:55:29.415144] [DEBUG] [FORECASTER] CXT: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T09:55:29.662038] [DEBUG] [FORECASTER] CXT: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T09:55:29.896091] [DEBUG] [FORECASTER] CXT: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T09:55:30.133859] [DEBUG] [FORECASTER] CXT: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T09:55:30.372587] [DEBUG] [FORECASTER] CXT: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T09:55:30.603956] [DEBUG] [FORECASTER] CXT: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T09:55:30.838003] [DEBUG] [FORECASTER] CXT: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T09:55:31.080162] [DEBUG] [FORECASTER] CXT: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T09:55:31.080504] [INFO ] [CONFIGURE ] CXT: KEPT add_bollinger_bands (score: 90.00%)
[2025-11-25T09:55:31.080623] [INFO ] [CONFIGURE ] JOB ETA: 48.6m | Avg: 2.8s/test | Remaining: 1056 tests
[2025-11-25T09:55:31.080748] [INFO ] [CONFIGURE ] CXT: Testing feature 2/29: add_cumulative_delta
[2025-11-25T09:55:31.080855] [INFO ] [CONFIGURE ] CXT: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta']
[2025-11-25T09:55:31.354221] [DEBUG] [FORECASTER] CXT: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0
[2025-11-25T09:55:31.628160] [DEBUG] [FORECASTER] CXT: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T09:55:31.917468] [DEBUG] [FORECASTER] CXT: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T09:55:32.193625] [DEBUG] [FORECASTER] CXT: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T09:55:32.467755] [DEBUG] [FORECASTER] CXT: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T09:55:32.738816] [DEBUG] [FORECASTER] CXT: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T09:55:33.020798] [DEBUG] [FORECASTER] CXT: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T09:55:33.303282] [DEBUG] [FORECASTER] CXT: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-25T09:55:33.578506] [DEBUG] [FORECASTER] CXT: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T09:55:33.857637] [DEBUG] [FORECASTER] CXT: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T09:55:33.857897] [INFO ] [CONFIGURE ] CXT: DISCARDED add_cumulative_delta (score: 70.00%)
[2025-11-25T09:55:33.857980] [INFO ] [CONFIGURE ] JOB ETA: 48.6m | Avg: 2.8s/test | Remaining: 1055 tests
[2025-11-25T09:55:33.858044] [INFO ] [CONFIGURE ] CXT: Testing feature 3/29: add_daily_returns
[2025-11-25T09:55:33.858102] [INFO ] [CONFIGURE ] CXT: Testing with features: ['add_bollinger_bands', 'add_daily_returns']
[2025-11-25T09:55:34.101139] [DEBUG] [FORECASTER] CXT: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T09:55:34.352122] [DEBUG] [FORECASTER] CXT: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T09:55:34.602979] [DEBUG] [FORECASTER] CXT: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T09:55:34.855006] [DEBUG] [FORECASTER] CXT: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T09:55:35.102402] [DEBUG] [FORECASTER] CXT: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T09:55:35.345369] [DEBUG] [FORECASTER] CXT: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T09:55:35.585735] [DEBUG] [FORECASTER] CXT: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T09:55:35.832452] [DEBUG] [FORECASTER] CXT: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T09:55:36.075454] [DEBUG] [FORECASTER] CXT: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T09:55:36.318394] [DEBUG] [FORECASTER] CXT: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T09:55:36.318748] [INFO ] [CONFIGURE ] CXT: DISCARDED add_daily_returns (score: 90.00%)
[2025-11-25T09:55:36.318909] [INFO ] [CONFIGURE ] JOB ETA: 48.5m | Avg: 2.8s/test | Remaining: 1054 tests
[2025-11-25T09:55:36.319018] [INFO ] [CONFIGURE ] CXT: Testing feature 4/29: add_ema
[2025-11-25T09:55:36.319123] [INFO ] [CONFIGURE ] CXT: Testing with features: ['add_bollinger_bands', 'add_ema']
[2025-11-25T09:55:36.600724] [DEBUG] [FORECASTER] CXT: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T09:55:36.875263] [DEBUG] [FORECASTER] CXT: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0
[2025-11-25T09:55:37.145288] [DEBUG] [FORECASTER] CXT: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T09:55:37.419914] [DEBUG] [FORECASTER] CXT: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T09:55:37.694660] [DEBUG] [FORECASTER] CXT: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T09:55:37.966745] [DEBUG] [FORECASTER] CXT: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T09:55:38.258422] [DEBUG] [FORECASTER] CXT: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T09:55:38.536409] [DEBUG] [FORECASTER] CXT: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-25T09:55:38.816174] [DEBUG] [FORECASTER] CXT: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T09:55:39.105024] [DEBUG] [FORECASTER] CXT: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T09:55:39.105213] [INFO ] [CONFIGURE ] CXT: DISCARDED add_ema (score: 60.00%)
[2025-11-25T09:55:39.105270] [INFO ] [CONFIGURE ] JOB ETA: 48.5m | Avg: 2.8s/test | Remaining: 1053 tests
[2025-11-25T09:55:39.105317] [INFO ] [CONFIGURE ] CXT: Testing feature 5/29: add_exhaustion_signals
[2025-11-25T09:55:39.105354] [INFO ] [CONFIGURE ] CXT: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals']
[2025-11-25T09:55:39.391841] [DEBUG] [FORECASTER] CXT: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T09:55:39.681785] [DEBUG] [FORECASTER] CXT: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0
[2025-11-25T09:55:39.962815] [DEBUG] [FORECASTER] CXT: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T09:55:40.254803] [DEBUG] [FORECASTER] CXT: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T09:55:40.542135] [DEBUG] [FORECASTER] CXT: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T09:55:40.830959] [DEBUG] [FORECASTER] CXT: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T09:55:41.115288] [DEBUG] [FORECASTER] CXT: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T09:55:41.404762] [DEBUG] [FORECASTER] CXT: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-25T09:55:41.700307] [DEBUG] [FORECASTER] CXT: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T09:55:41.979285] [DEBUG] [FORECASTER] CXT: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T09:55:41.979464] [INFO ] [CONFIGURE ] CXT: DISCARDED add_exhaustion_signals (score: 50.00%)
[2025-11-25T09:55:41.979523] [INFO ] [CONFIGURE ] JOB ETA: 48.4m | Avg: 2.8s/test | Remaining: 1052 tests
[2025-11-25T09:55:41.979570] [INFO ] [CONFIGURE ] CXT: Testing feature 6/29: add_failed_moves
[2025-11-25T09:55:41.979606] [INFO ] [CONFIGURE ] CXT: Testing with features: ['add_bollinger_bands', 'add_failed_moves']
[2025-11-25T09:55:42.220487] [DEBUG] [FORECASTER] CXT: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T09:55:42.470107] [DEBUG] [FORECASTER] CXT: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T09:55:42.709146] [DEBUG] [FORECASTER] CXT: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T09:55:42.946831] [DEBUG] [FORECASTER] CXT: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T09:55:43.158840] [DEBUG] [FORECASTER] CXT: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T09:55:43.392282] [DEBUG] [FORECASTER] CXT: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T09:55:43.615918] [DEBUG] [FORECASTER] CXT: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T09:55:43.824856] [DEBUG] [FORECASTER] CXT: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T09:55:44.039868] [DEBUG] [FORECASTER] CXT: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T09:55:44.256416] [DEBUG] [FORECASTER] CXT: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T09:55:44.256587] [INFO ] [CONFIGURE ] CXT: DISCARDED add_failed_moves (score: 90.00%)
[2025-11-25T09:55:44.256636] [INFO ] [CONFIGURE ] JOB ETA: 48.4m | Avg: 2.8s/test | Remaining: 1051 tests
[2025-11-25T09:55:44.256735] [INFO ] [CONFIGURE ] CXT: Testing feature 7/29: add_lag_shelf
[2025-11-25T09:55:44.256786] [INFO ] [CONFIGURE ] CXT: Testing with features: ['add_bollinger_bands', 'add_lag_shelf']
[2025-11-25T09:55:44.482570] [DEBUG] [FORECASTER] CXT: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T09:55:44.713975] [DEBUG] [FORECASTER] CXT: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T09:55:44.923854] [DEBUG] [FORECASTER] CXT: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T09:55:45.128176] [DEBUG] [FORECASTER] CXT: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T09:55:45.333569] [DEBUG] [FORECASTER] CXT: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T09:55:45.555741] [DEBUG] [FORECASTER] CXT: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T09:55:45.773633] [DEBUG] [FORECASTER] CXT: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T09:55:45.981001] [DEBUG] [FORECASTER] CXT: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-25T09:55:46.205696] [DEBUG] [FORECASTER] CXT: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T09:55:46.429047] [DEBUG] [FORECASTER] CXT: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T09:55:46.429225] [INFO ] [CONFIGURE ] CXT: DISCARDED add_lag_shelf (score: 80.00%)
[2025-11-25T09:55:46.429280] [INFO ] [CONFIGURE ] JOB ETA: 48.3m | Avg: 2.8s/test | Remaining: 1050 tests
[2025-11-25T09:55:46.429320] [INFO ] [CONFIGURE ] CXT: Testing feature 8/29: add_macd
[2025-11-25T09:55:46.429356] [INFO ] [CONFIGURE ] CXT: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd']
[2025-11-25T09:55:46.752793] [DEBUG] [FORECASTER] CXT: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T09:55:47.070083] [DEBUG] [FORECASTER] CXT: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T09:55:47.406173] [DEBUG] [FORECASTER] CXT: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T09:55:47.740308] [DEBUG] [FORECASTER] CXT: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T09:55:48.035756] [DEBUG] [FORECASTER] CXT: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T09:55:48.361847] [DEBUG] [FORECASTER] CXT: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T09:55:48.691814] [DEBUG] [FORECASTER] CXT: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T09:55:49.030855] [DEBUG] [FORECASTER] CXT: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-25T09:55:49.375086] [DEBUG] [FORECASTER] CXT: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T09:55:49.695586] [DEBUG] [FORECASTER] CXT: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T09:55:49.695832] [INFO ] [CONFIGURE ] CXT: DISCARDED add_macd (score: 60.00%)
[2025-11-25T09:55:49.695894] [INFO ] [CONFIGURE ] JOB ETA: 48.3m | Avg: 2.8s/test | Remaining: 1049 tests
[2025-11-25T09:55:49.695943] [INFO ] [CONFIGURE ] CXT: Testing feature 9/29: add_mfi
[2025-11-25T09:55:49.695990] [INFO ] [CONFIGURE ] CXT: Testing with features: ['add_bollinger_bands', 'add_mfi']
[2025-11-25T09:55:49.933632] [DEBUG] [FORECASTER] CXT: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T09:55:50.180286] [DEBUG] [FORECASTER] CXT: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T09:55:50.392660] [DEBUG] [FORECASTER] CXT: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T09:55:50.606142] [DEBUG] [FORECASTER] CXT: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T09:55:50.814234] [DEBUG] [FORECASTER] CXT: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T09:55:51.028866] [DEBUG] [FORECASTER] CXT: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T09:55:51.238830] [DEBUG] [FORECASTER] CXT: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T09:55:51.477490] [DEBUG] [FORECASTER] CXT: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T09:55:51.723377] [DEBUG] [FORECASTER] CXT: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T09:55:51.986721] [DEBUG] [FORECASTER] CXT: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T09:55:51.987064] [INFO ] [CONFIGURE ] CXT: DISCARDED add_mfi (score: 90.00%)
[2025-11-25T09:55:51.987241] [INFO ] [CONFIGURE ] JOB ETA: 48.2m | Avg: 2.8s/test | Remaining: 1048 tests
[2025-11-25T09:55:51.987323] [INFO ] [CONFIGURE ] CXT: Testing feature 10/29: add_momentum_acceleration
[2025-11-25T09:55:51.987374] [INFO ] [CONFIGURE ] CXT: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-11-25T09:55:52.385141] [DEBUG] [FORECASTER] CXT: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0
[2025-11-25T09:55:52.705807] [DEBUG] [FORECASTER] CXT: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0
[2025-11-25T09:55:53.055122] [DEBUG] [FORECASTER] CXT: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T09:55:53.415159] [DEBUG] [FORECASTER] CXT: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T09:55:53.769921] [DEBUG] [FORECASTER] CXT: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T09:55:54.132433] [DEBUG] [FORECASTER] CXT: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T09:55:54.463449] [DEBUG] [FORECASTER] CXT: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T09:55:54.784788] [DEBUG] [FORECASTER] CXT: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-25T09:55:55.126786] [DEBUG] [FORECASTER] CXT: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T09:55:55.459552] [DEBUG] [FORECASTER] CXT: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T09:55:55.459769] [INFO ] [CONFIGURE ] CXT: DISCARDED add_momentum_acceleration (score: 50.00%)
[2025-11-25T09:55:55.459828] [INFO ] [CONFIGURE ] JOB ETA: 48.2m | Avg: 2.8s/test | Remaining: 1047 tests
[2025-11-25T09:55:55.459880] [INFO ] [CONFIGURE ] CXT: Testing feature 11/29: add_obv_daily
[2025-11-25T09:55:55.459925] [INFO ] [CONFIGURE ] CXT: Testing with features: ['add_bollinger_bands', 'add_obv_daily']
[2025-11-25T09:55:55.708009] [DEBUG] [FORECASTER] CXT: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T09:55:55.949449] [DEBUG] [FORECASTER] CXT: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T09:55:56.229538] [DEBUG] [FORECASTER] CXT: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T09:55:56.495000] [DEBUG] [FORECASTER] CXT: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T09:55:56.748174] [DEBUG] [FORECASTER] CXT: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T09:55:57.012932] [DEBUG] [FORECASTER] CXT: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T09:55:57.272822] [DEBUG] [FORECASTER] CXT: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T09:55:57.522625] [DEBUG] [FORECASTER] CXT: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-25T09:55:57.750732] [DEBUG] [FORECASTER] CXT: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T09:55:57.976155] [DEBUG] [FORECASTER] CXT: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T09:55:57.976326] [INFO ] [CONFIGURE ] CXT: DISCARDED add_obv_daily (score: 60.00%)
[2025-11-25T09:55:57.976375] [INFO ] [CONFIGURE ] JOB ETA: 48.2m | Avg: 2.8s/test | Remaining: 1046 tests
[2025-11-25T09:55:57.976415] [INFO ] [CONFIGURE ] CXT: Testing feature 12/29: add_obv_interval
[2025-11-25T09:55:57.976452] [INFO ] [CONFIGURE ] CXT: Testing with features: ['add_bollinger_bands', 'add_obv_interval']
[2025-11-25T09:55:58.231395] [DEBUG] [FORECASTER] CXT: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T09:55:58.478023] [DEBUG] [FORECASTER] CXT: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0
[2025-11-25T09:55:58.750075] [DEBUG] [FORECASTER] CXT: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T09:55:59.014434] [DEBUG] [FORECASTER] CXT: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T09:55:59.281634] [DEBUG] [FORECASTER] CXT: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T09:55:59.565568] [DEBUG] [FORECASTER] CXT: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T09:55:59.823485] [DEBUG] [FORECASTER] CXT: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T09:56:00.077888] [DEBUG] [FORECASTER] CXT: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-25T09:56:00.333377] [DEBUG] [FORECASTER] CXT: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T09:56:01.322556] [DEBUG] [FORECASTER] CXT: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T09:56:01.322882] [INFO ] [CONFIGURE ] CXT: DISCARDED add_obv_interval (score: 70.00%)
[2025-11-25T09:56:01.323173] [INFO ] [CONFIGURE ] JOB ETA: 48.1m | Avg: 2.8s/test | Remaining: 1045 tests
[2025-11-25T09:56:01.323292] [INFO ] [CONFIGURE ] CXT: Testing feature 13/29: add_opening_strength
[2025-11-25T09:56:01.323412] [INFO ] [CONFIGURE ] CXT: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_opening_strength']
[2025-11-25T09:56:01.739385] [DEBUG] [FORECASTER] CXT: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0
[2025-11-25T09:56:02.018157] [DEBUG] [FORECASTER] CXT: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T09:56:02.295804] [DEBUG] [FORECASTER] CXT: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T09:56:02.568907] [DEBUG] [FORECASTER] CXT: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T09:56:02.830286] [DEBUG] [FORECASTER] CXT: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T09:56:03.100408] [DEBUG] [FORECASTER] CXT: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T09:56:03.364813] [DEBUG] [FORECASTER] CXT: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T09:56:03.638076] [DEBUG] [FORECASTER] CXT: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T09:56:03.915329] [DEBUG] [FORECASTER] CXT: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T09:56:04.191714] [DEBUG] [FORECASTER] CXT: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T09:56:04.191894] [INFO ] [CONFIGURE ] CXT: DISCARDED add_opening_strength (score: 70.00%)
[2025-11-25T09:56:04.191953] [INFO ] [CONFIGURE ] JOB ETA: 48.1m | Avg: 2.8s/test | Remaining: 1044 tests
[2025-11-25T09:56:04.192010] [INFO ] [CONFIGURE ] CXT: Testing feature 14/29: add_order_flow_imbalance
[2025-11-25T09:56:04.192057] [INFO ] [CONFIGURE ] CXT: Testing with features: ['add_bollinger_bands', 'add_order_flow_imbalance']
[2025-11-25T09:56:04.461299] [DEBUG] [FORECASTER] CXT: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T09:56:04.734290] [DEBUG] [FORECASTER] CXT: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0
[2025-11-25T09:56:05.023902] [DEBUG] [FORECASTER] CXT: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T09:56:05.294353] [DEBUG] [FORECASTER] CXT: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T09:56:05.560470] [DEBUG] [FORECASTER] CXT: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T09:56:05.832552] [DEBUG] [FORECASTER] CXT: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T09:56:06.092635] [DEBUG] [FORECASTER] CXT: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T09:56:06.372735] [DEBUG] [FORECASTER] CXT: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-25T09:56:06.628399] [DEBUG] [FORECASTER] CXT: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T09:56:06.886517] [DEBUG] [FORECASTER] CXT: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T09:56:06.886739] [INFO ] [CONFIGURE ] CXT: DISCARDED add_order_flow_imbalance (score: 70.00%)
[2025-11-25T09:56:06.886814] [INFO ] [CONFIGURE ] JOB ETA: 48.0m | Avg: 2.8s/test | Remaining: 1043 tests
[2025-11-25T09:56:06.886877] [INFO ] [CONFIGURE ] CXT: Testing feature 15/29: add_pbf_morning_momentum
[2025-11-25T09:56:06.886948] [INFO ] [CONFIGURE ] CXT: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum']
[2025-11-25T09:56:07.119896] [DEBUG] [FORECASTER] CXT: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0
[2025-11-25T09:56:07.349969] [DEBUG] [FORECASTER] CXT: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0
[2025-11-25T09:56:07.589153] [DEBUG] [FORECASTER] CXT: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T09:56:07.827092] [DEBUG] [FORECASTER] CXT: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T09:56:08.065083] [DEBUG] [FORECASTER] CXT: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T09:56:08.302213] [DEBUG] [FORECASTER] CXT: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T09:56:08.549354] [DEBUG] [FORECASTER] CXT: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T09:56:08.781734] [DEBUG] [FORECASTER] CXT: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T09:56:09.016013] [DEBUG] [FORECASTER] CXT: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T09:56:09.254175] [DEBUG] [FORECASTER] CXT: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T09:56:09.254395] [INFO ] [CONFIGURE ] CXT: DISCARDED add_pbf_morning_momentum (score: 70.00%)
[2025-11-25T09:56:09.254447] [INFO ] [CONFIGURE ] JOB ETA: 48.0m | Avg: 2.8s/test | Remaining: 1042 tests
[2025-11-25T09:56:09.254489] [INFO ] [CONFIGURE ] CXT: Testing feature 16/29: add_pbf_overnight_gap
[2025-11-25T09:56:09.254528] [INFO ] [CONFIGURE ] CXT: Testing with features: ['add_bollinger_bands', 'add_pbf_overnight_gap']
[2025-11-25T09:56:09.507516] [DEBUG] [FORECASTER] CXT: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T09:56:09.752402] [DEBUG] [FORECASTER] CXT: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T09:56:09.986986] [DEBUG] [FORECASTER] CXT: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T09:56:10.214048] [DEBUG] [FORECASTER] CXT: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T09:56:10.442599] [DEBUG] [FORECASTER] CXT: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T09:56:10.677723] [DEBUG] [FORECASTER] CXT: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T09:56:10.929725] [DEBUG] [FORECASTER] CXT: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T09:56:11.145844] [DEBUG] [FORECASTER] CXT: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-25T09:56:11.384686] [DEBUG] [FORECASTER] CXT: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T09:56:11.624987] [DEBUG] [FORECASTER] CXT: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T09:56:11.625172] [INFO ] [CONFIGURE ] CXT: DISCARDED add_pbf_overnight_gap (score: 70.00%)
[2025-11-25T09:56:11.625264] [INFO ] [CONFIGURE ] JOB ETA: 47.9m | Avg: 2.8s/test | Remaining: 1041 tests
[2025-11-25T09:56:11.625307] [INFO ] [CONFIGURE ] CXT: Testing feature 17/29: add_pbf_return_2d
[2025-11-25T09:56:11.625344] [INFO ] [CONFIGURE ] CXT: Testing with features: ['add_bollinger_bands', 'add_pbf_return_2d']
[2025-11-25T09:56:11.873702] [DEBUG] [FORECASTER] CXT: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T09:56:12.116055] [DEBUG] [FORECASTER] CXT: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T09:56:12.358474] [DEBUG] [FORECASTER] CXT: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T09:56:12.605583] [DEBUG] [FORECASTER] CXT: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T09:56:12.845069] [DEBUG] [FORECASTER] CXT: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T09:56:13.076517] [DEBUG] [FORECASTER] CXT: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T09:56:13.321547] [DEBUG] [FORECASTER] CXT: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T09:56:13.592986] [DEBUG] [FORECASTER] CXT: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T09:56:13.842153] [DEBUG] [FORECASTER] CXT: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T09:56:14.100284] [DEBUG] [FORECASTER] CXT: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T09:56:14.100477] [INFO ] [CONFIGURE ] CXT: DISCARDED add_pbf_return_2d (score: 90.00%)
[2025-11-25T09:56:14.100538] [INFO ] [CONFIGURE ] JOB ETA: 47.9m | Avg: 2.8s/test | Remaining: 1040 tests
[2025-11-25T09:56:14.100591] [INFO ] [CONFIGURE ] CXT: Testing feature 18/29: add_pbf_volatility_5d
[2025-11-25T09:56:14.100673] [INFO ] [CONFIGURE ] CXT: Testing with features: ['add_bollinger_bands', 'add_pbf_volatility_5d']
[2025-11-25T09:56:14.326254] [DEBUG] [FORECASTER] CXT: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T09:56:14.560518] [DEBUG] [FORECASTER] CXT: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0
[2025-11-25T09:56:14.794074] [DEBUG] [FORECASTER] CXT: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T09:56:15.022065] [DEBUG] [FORECASTER] CXT: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T09:56:15.252972] [DEBUG] [FORECASTER] CXT: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T09:56:15.490127] [DEBUG] [FORECASTER] CXT: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T09:56:15.722405] [DEBUG] [FORECASTER] CXT: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T09:56:15.948955] [DEBUG] [FORECASTER] CXT: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-25T09:56:16.172235] [DEBUG] [FORECASTER] CXT: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T09:56:16.416292] [DEBUG] [FORECASTER] CXT: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T09:56:16.416737] [INFO ] [CONFIGURE ] CXT: DISCARDED add_pbf_volatility_5d (score: 70.00%)
[2025-11-25T09:56:16.416900] [INFO ] [CONFIGURE ] JOB ETA: 47.8m | Avg: 2.8s/test | Remaining: 1039 tests
[2025-11-25T09:56:16.417053] [INFO ] [CONFIGURE ] CXT: Testing feature 19/29: add_pbf_vs_sma_5
[2025-11-25T09:56:16.417456] [INFO ] [CONFIGURE ] CXT: Testing with features: ['add_bollinger_bands', 'add_pbf_vs_sma_5']
[2025-11-25T09:56:16.644412] [DEBUG] [FORECASTER] CXT: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T09:56:16.864693] [DEBUG] [FORECASTER] CXT: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T09:56:17.080360] [DEBUG] [FORECASTER] CXT: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T09:56:17.307523] [DEBUG] [FORECASTER] CXT: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T09:56:17.533340] [DEBUG] [FORECASTER] CXT: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T09:56:17.755067] [DEBUG] [FORECASTER] CXT: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T09:56:17.980264] [DEBUG] [FORECASTER] CXT: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T09:56:18.202211] [DEBUG] [FORECASTER] CXT: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-25T09:56:18.426863] [DEBUG] [FORECASTER] CXT: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T09:56:18.650287] [DEBUG] [FORECASTER] CXT: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T09:56:18.650461] [INFO ] [CONFIGURE ] CXT: DISCARDED add_pbf_vs_sma_5 (score: 80.00%)
[2025-11-25T09:56:18.650509] [INFO ] [CONFIGURE ] JOB ETA: 47.8m | Avg: 2.8s/test | Remaining: 1038 tests
[2025-11-25T09:56:18.650549] [INFO ] [CONFIGURE ] CXT: Testing feature 20/29: add_price_rejection
[2025-11-25T09:56:18.650586] [INFO ] [CONFIGURE ] CXT: Testing with features: ['add_bollinger_bands', 'add_price_rejection']
[2025-11-25T09:56:18.894831] [DEBUG] [FORECASTER] CXT: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T09:56:19.139058] [DEBUG] [FORECASTER] CXT: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T09:56:19.376479] [DEBUG] [FORECASTER] CXT: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T09:56:19.626799] [DEBUG] [FORECASTER] CXT: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T09:56:19.862149] [DEBUG] [FORECASTER] CXT: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T09:56:20.106220] [DEBUG] [FORECASTER] CXT: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T09:56:20.332292] [DEBUG] [FORECASTER] CXT: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T09:56:20.554399] [DEBUG] [FORECASTER] CXT: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-25T09:56:20.793400] [DEBUG] [FORECASTER] CXT: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T09:56:21.009018] [DEBUG] [FORECASTER] CXT: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T09:56:21.009210] [INFO ] [CONFIGURE ] CXT: DISCARDED add_price_rejection (score: 70.00%)
[2025-11-25T09:56:21.009285] [INFO ] [CONFIGURE ] JOB ETA: 47.7m | Avg: 2.8s/test | Remaining: 1037 tests
[2025-11-25T09:56:21.009355] [INFO ] [CONFIGURE ] CXT: Testing feature 21/29: add_range_position
[2025-11-25T09:56:21.009401] [INFO ] [CONFIGURE ] CXT: Testing with features: ['add_bollinger_bands', 'add_range_position']
[2025-11-25T09:56:21.250405] [DEBUG] [FORECASTER] CXT: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T09:56:21.508042] [DEBUG] [FORECASTER] CXT: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T09:56:21.777549] [DEBUG] [FORECASTER] CXT: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T09:56:22.045374] [DEBUG] [FORECASTER] CXT: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T09:56:22.316739] [DEBUG] [FORECASTER] CXT: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T09:56:22.597547] [DEBUG] [FORECASTER] CXT: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T09:56:22.875535] [DEBUG] [FORECASTER] CXT: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T09:56:23.136594] [DEBUG] [FORECASTER] CXT: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-25T09:56:23.384371] [DEBUG] [FORECASTER] CXT: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T09:56:23.638434] [DEBUG] [FORECASTER] CXT: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T09:56:23.638614] [INFO ] [CONFIGURE ] CXT: DISCARDED add_range_position (score: 60.00%)
[2025-11-25T09:56:23.638690] [INFO ] [CONFIGURE ] JOB ETA: 47.7m | Avg: 2.8s/test | Remaining: 1036 tests
[2025-11-25T09:56:23.638739] [INFO ] [CONFIGURE ] CXT: Testing feature 22/29: add_realized_volatility
[2025-11-25T09:56:23.638782] [INFO ] [CONFIGURE ] CXT: Testing with features: ['add_bollinger_bands', 'add_realized_volatility']
[2025-11-25T09:56:23.962692] [DEBUG] [FORECASTER] CXT: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T09:56:24.286237] [DEBUG] [FORECASTER] CXT: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T09:56:24.618373] [DEBUG] [FORECASTER] CXT: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T09:56:24.978668] [DEBUG] [FORECASTER] CXT: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T09:56:25.333034] [DEBUG] [FORECASTER] CXT: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T09:56:25.690051] [DEBUG] [FORECASTER] CXT: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T09:56:26.040595] [DEBUG] [FORECASTER] CXT: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T09:56:26.392009] [DEBUG] [FORECASTER] CXT: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-25T09:56:26.768115] [DEBUG] [FORECASTER] CXT: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T09:56:27.140194] [DEBUG] [FORECASTER] CXT: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T09:56:27.140427] [INFO ] [CONFIGURE ] CXT: DISCARDED add_realized_volatility (score: 70.00%)
[2025-11-25T09:56:27.140487] [INFO ] [CONFIGURE ] JOB ETA: 47.6m | Avg: 2.8s/test | Remaining: 1035 tests
[2025-11-25T09:56:27.140537] [INFO ] [CONFIGURE ] CXT: Testing feature 23/29: add_recent_range_context
[2025-11-25T09:56:27.140580] [INFO ] [CONFIGURE ] CXT: Testing with features: ['add_bollinger_bands', 'add_recent_range_context']
[2025-11-25T09:56:27.386592] [DEBUG] [FORECASTER] CXT: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T09:56:27.643874] [DEBUG] [FORECASTER] CXT: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T09:56:27.882923] [DEBUG] [FORECASTER] CXT: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T09:56:28.131106] [DEBUG] [FORECASTER] CXT: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T09:56:28.374018] [DEBUG] [FORECASTER] CXT: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T09:56:28.587299] [DEBUG] [FORECASTER] CXT: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T09:56:28.806101] [DEBUG] [FORECASTER] CXT: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T09:56:29.029846] [DEBUG] [FORECASTER] CXT: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-25T09:56:29.271059] [DEBUG] [FORECASTER] CXT: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T09:56:29.558138] [DEBUG] [FORECASTER] CXT: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T09:56:29.558516] [INFO ] [CONFIGURE ] CXT: DISCARDED add_recent_range_context (score: 80.00%)
[2025-11-25T09:56:29.558658] [INFO ] [CONFIGURE ] JOB ETA: 47.6m | Avg: 2.8s/test | Remaining: 1034 tests
[2025-11-25T09:56:29.558773] [INFO ] [CONFIGURE ] CXT: Testing feature 24/29: add_rsi
[2025-11-25T09:56:29.558882] [INFO ] [CONFIGURE ] CXT: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_rsi']
[2025-11-25T09:56:29.855505] [DEBUG] [FORECASTER] CXT: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T09:56:30.149394] [DEBUG] [FORECASTER] CXT: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T09:56:30.439047] [DEBUG] [FORECASTER] CXT: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T09:56:30.728535] [DEBUG] [FORECASTER] CXT: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T09:56:31.014597] [DEBUG] [FORECASTER] CXT: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T09:56:31.302476] [DEBUG] [FORECASTER] CXT: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T09:56:31.586161] [DEBUG] [FORECASTER] CXT: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T09:56:31.874788] [DEBUG] [FORECASTER] CXT: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-25T09:56:32.160108] [DEBUG] [FORECASTER] CXT: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T09:56:32.450098] [DEBUG] [FORECASTER] CXT: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T09:56:32.450378] [INFO ] [CONFIGURE ] CXT: DISCARDED add_rsi (score: 70.00%)
[2025-11-25T09:56:32.450439] [INFO ] [CONFIGURE ] JOB ETA: 47.5m | Avg: 2.8s/test | Remaining: 1033 tests
[2025-11-25T09:56:32.450496] [INFO ] [CONFIGURE ] CXT: Testing feature 25/29: add_tick_distribution
[2025-11-25T09:56:32.450540] [INFO ] [CONFIGURE ] CXT: Testing with features: ['add_bollinger_bands', 'add_tick_distribution']
[2025-11-25T09:56:32.682588] [DEBUG] [FORECASTER] CXT: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T09:56:32.915463] [DEBUG] [FORECASTER] CXT: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T09:56:33.138311] [DEBUG] [FORECASTER] CXT: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T09:56:33.355588] [DEBUG] [FORECASTER] CXT: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T09:56:33.570859] [DEBUG] [FORECASTER] CXT: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T09:56:33.786660] [DEBUG] [FORECASTER] CXT: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T09:56:34.004351] [DEBUG] [FORECASTER] CXT: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T09:56:34.223259] [DEBUG] [FORECASTER] CXT: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T09:56:34.444329] [DEBUG] [FORECASTER] CXT: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T09:56:34.679665] [DEBUG] [FORECASTER] CXT: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T09:56:34.679853] [INFO ] [CONFIGURE ] CXT: DISCARDED add_tick_distribution (score: 90.00%)
[2025-11-25T09:56:34.679904] [INFO ] [CONFIGURE ] JOB ETA: 47.5m | Avg: 2.8s/test | Remaining: 1032 tests
[2025-11-25T09:56:34.679945] [INFO ] [CONFIGURE ] CXT: Testing feature 26/29: add_volume_momentum_confirmation
[2025-11-25T09:56:34.679982] [INFO ] [CONFIGURE ] CXT: Testing with features: ['add_bollinger_bands', 'add_volume_momentum_confirmation']
[2025-11-25T09:56:34.927961] [DEBUG] [FORECASTER] CXT: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T09:56:35.162837] [DEBUG] [FORECASTER] CXT: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0
[2025-11-25T09:56:35.392841] [DEBUG] [FORECASTER] CXT: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T09:56:35.619179] [DEBUG] [FORECASTER] CXT: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T09:56:35.839209] [DEBUG] [FORECASTER] CXT: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T09:56:36.063714] [DEBUG] [FORECASTER] CXT: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T09:56:36.286095] [DEBUG] [FORECASTER] CXT: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T09:56:36.507724] [DEBUG] [FORECASTER] CXT: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-25T09:56:36.728977] [DEBUG] [FORECASTER] CXT: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T09:56:36.945958] [DEBUG] [FORECASTER] CXT: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T09:56:36.946116] [INFO ] [CONFIGURE ] CXT: DISCARDED add_volume_momentum_confirmation (score: 50.00%)
[2025-11-25T09:56:36.946163] [INFO ] [CONFIGURE ] JOB ETA: 47.5m | Avg: 2.8s/test | Remaining: 1031 tests
[2025-11-25T09:56:36.946201] [INFO ] [CONFIGURE ] CXT: Testing feature 27/29: add_volume_price_divergence
[2025-11-25T09:56:36.946235] [INFO ] [CONFIGURE ] CXT: Testing with features: ['add_bollinger_bands', 'add_volume_price_divergence']
[2025-11-25T09:56:37.172225] [DEBUG] [FORECASTER] CXT: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T09:56:37.398312] [DEBUG] [FORECASTER] CXT: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0
[2025-11-25T09:56:37.633983] [DEBUG] [FORECASTER] CXT: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T09:56:37.869035] [DEBUG] [FORECASTER] CXT: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T09:56:38.120562] [DEBUG] [FORECASTER] CXT: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T09:56:38.384147] [DEBUG] [FORECASTER] CXT: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T09:56:38.625076] [DEBUG] [FORECASTER] CXT: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T09:56:38.892263] [DEBUG] [FORECASTER] CXT: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-25T09:56:39.198430] [DEBUG] [FORECASTER] CXT: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T09:56:39.458219] [DEBUG] [FORECASTER] CXT: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T09:56:39.458444] [INFO ] [CONFIGURE ] CXT: DISCARDED add_volume_price_divergence (score: 50.00%)
[2025-11-25T09:56:39.458509] [INFO ] [CONFIGURE ] JOB ETA: 47.4m | Avg: 2.8s/test | Remaining: 1030 tests
[2025-11-25T09:56:39.458561] [INFO ] [CONFIGURE ] CXT: Testing feature 28/29: add_volume_profile
[2025-11-25T09:56:39.458604] [INFO ] [CONFIGURE ] CXT: Testing with features: ['add_bollinger_bands', 'add_volume_profile']
[2025-11-25T09:56:39.776122] [DEBUG] [FORECASTER] CXT: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T09:56:40.032843] [DEBUG] [FORECASTER] CXT: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T09:56:40.258438] [DEBUG] [FORECASTER] CXT: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T09:56:40.505259] [DEBUG] [FORECASTER] CXT: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T09:56:40.737039] [DEBUG] [FORECASTER] CXT: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T09:56:40.962075] [DEBUG] [FORECASTER] CXT: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T09:56:41.182298] [DEBUG] [FORECASTER] CXT: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T09:56:41.404624] [DEBUG] [FORECASTER] CXT: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-25T09:56:41.630287] [DEBUG] [FORECASTER] CXT: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T09:56:41.861733] [DEBUG] [FORECASTER] CXT: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T09:56:41.861926] [INFO ] [CONFIGURE ] CXT: DISCARDED add_volume_profile (score: 80.00%)
[2025-11-25T09:56:41.861974] [INFO ] [CONFIGURE ] JOB ETA: 47.4m | Avg: 2.8s/test | Remaining: 1029 tests
[2025-11-25T09:56:41.862015] [INFO ] [CONFIGURE ] CXT: Testing feature 29/29: add_vwap
[2025-11-25T09:56:41.862051] [INFO ] [CONFIGURE ] CXT: Testing with features: ['add_bollinger_bands', 'add_vwap']
[2025-11-25T09:56:42.083420] [DEBUG] [FORECASTER] CXT: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T09:56:42.336602] [DEBUG] [FORECASTER] CXT: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0
[2025-11-25T09:56:42.565972] [DEBUG] [FORECASTER] CXT: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T09:56:42.804618] [DEBUG] [FORECASTER] CXT: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T09:56:43.025872] [DEBUG] [FORECASTER] CXT: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T09:56:43.256250] [DEBUG] [FORECASTER] CXT: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T09:56:43.484813] [DEBUG] [FORECASTER] CXT: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T09:56:43.743385] [DEBUG] [FORECASTER] CXT: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T09:56:43.965195] [DEBUG] [FORECASTER] CXT: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T09:56:44.185574] [DEBUG] [FORECASTER] CXT: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T09:56:44.185798] [INFO ] [CONFIGURE ] CXT: DISCARDED add_vwap (score: 60.00%)
[2025-11-25T09:56:44.185911] [INFO ] [CONFIGURE ] JOB ETA: 47.3m | Avg: 2.8s/test | Remaining: 1028 tests
[2025-11-25T09:56:44.185962] [INFO ] [CONFIGURE ] CXT: ===== FEATURE SELECTION COMPLETE =====
[2025-11-25T09:56:44.186005] [INFO ] [CONFIGURE ] CXT: Best accuracy: 90.00%
[2025-11-25T09:56:44.186047] [INFO ] [CONFIGURE ] CXT: Best feature set (1 features): ['add_bollinger_bands']
[2025-11-25T09:56:44.186086] [INFO ] [CONFIGURE ] CXT: Improvement over baseline: 30.00%
[2025-11-25T09:56:44.186123] [INFO ] [CONFIGURE ] CXT: Total time: 1.3 minutes
[2025-11-25T09:56:44.186160] [INFO ] [CONFIGURE ] CXT: Average time per feature: 2.6 seconds
[2025-11-25T09:56:44.186197] [INFO ] [CONFIGURE ] CXT: Average speed: 0.38 features/sec
[2025-11-25T09:56:44.186689] [INFO ] [LOCAL     ] Saved configuration for CXT: 1 features, 90.00% accuracy -> ./output/feature-sets/CXT.json
[2025-11-25T09:56:44.186748] [INFO ] [CONFIGURE ] CXT: Configuration saved successfully: 1 features, 90.00% accuracy.
[2025-11-25T09:56:44.186802] [INFO ] [sig       ] [130/164] Successfully configured CXT | 0.01 sym/s | Total: 2.9h | ETA: 45.9m
[2025-11-25T09:56:44.186846] [INFO ] [sig       ] [131/164] Configuring DAR...
[2025-11-25T09:56:44.186887] [INFO ] [CONFIGURE ] DAR: Configurate test run.
[2025-11-25T09:56:44.186924] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DAR' from 'https://tdm.silogroup.org/data/derivative_storage/DAR.csv'.
[2025-11-25T09:56:44.198956] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'DAR'.
[2025-11-25T09:56:44.199299] [INFO ] [CONFIGURE ] DAR: Testing with 29 available features
[2025-11-25T09:56:44.199361] [INFO ] [CONFIGURE ] DAR: Establishing baseline with no features...
[2025-11-25T09:56:44.364056] [DEBUG] [FORECASTER] DAR: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T09:56:44.539032] [DEBUG] [FORECASTER] DAR: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T09:56:44.712527] [DEBUG] [FORECASTER] DAR: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T09:56:44.881288] [DEBUG] [FORECASTER] DAR: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T09:56:45.053200] [DEBUG] [FORECASTER] DAR: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-25T09:56:45.222384] [DEBUG] [FORECASTER] DAR: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T09:56:45.392911] [DEBUG] [FORECASTER] DAR: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T09:56:45.566349] [DEBUG] [FORECASTER] DAR: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T09:56:45.737481] [DEBUG] [FORECASTER] DAR: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T09:56:45.912729] [DEBUG] [FORECASTER] DAR: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T09:56:45.912901] [INFO ] [CONFIGURE ] DAR: Baseline score (no features): 40.00%
[2025-11-25T09:56:45.912949] [INFO ] [CONFIGURE ] DAR: Testing feature 1/29: add_bollinger_bands
[2025-11-25T09:56:45.912987] [INFO ] [CONFIGURE ] DAR: Testing with features: ['add_bollinger_bands']
[2025-11-25T09:56:46.116743] [DEBUG] [FORECASTER] DAR: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T09:56:46.322524] [DEBUG] [FORECASTER] DAR: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T09:56:46.532703] [DEBUG] [FORECASTER] DAR: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T09:56:46.761260] [DEBUG] [FORECASTER] DAR: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T09:56:46.999435] [DEBUG] [FORECASTER] DAR: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-25T09:56:47.219000] [DEBUG] [FORECASTER] DAR: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T09:56:47.446913] [DEBUG] [FORECASTER] DAR: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T09:56:47.662033] [DEBUG] [FORECASTER] DAR: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-25T09:56:47.884885] [DEBUG] [FORECASTER] DAR: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T09:56:48.105830] [DEBUG] [FORECASTER] DAR: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T09:56:48.106044] [INFO ] [CONFIGURE ] DAR: DISCARDED add_bollinger_bands (score: 40.00%)
[2025-11-25T09:56:48.106101] [INFO ] [CONFIGURE ] JOB ETA: 47.3m | Avg: 2.8s/test | Remaining: 1027 tests
[2025-11-25T09:56:48.106141] [INFO ] [CONFIGURE ] DAR: Testing feature 2/29: add_cumulative_delta
[2025-11-25T09:56:48.106179] [INFO ] [CONFIGURE ] DAR: Testing with features: ['add_cumulative_delta']
[2025-11-25T09:56:48.329177] [DEBUG] [FORECASTER] DAR: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T09:56:48.547235] [DEBUG] [FORECASTER] DAR: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T09:56:48.766202] [DEBUG] [FORECASTER] DAR: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T09:56:48.984745] [DEBUG] [FORECASTER] DAR: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T09:56:49.200892] [DEBUG] [FORECASTER] DAR: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-25T09:56:49.415532] [DEBUG] [FORECASTER] DAR: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T09:56:49.636151] [DEBUG] [FORECASTER] DAR: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T09:56:49.863044] [DEBUG] [FORECASTER] DAR: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-25T09:56:50.099472] [DEBUG] [FORECASTER] DAR: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T09:56:50.322252] [DEBUG] [FORECASTER] DAR: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T09:56:50.322423] [INFO ] [CONFIGURE ] DAR: DISCARDED add_cumulative_delta (score: 30.00%)
[2025-11-25T09:56:50.322473] [INFO ] [CONFIGURE ] JOB ETA: 47.2m | Avg: 2.8s/test | Remaining: 1026 tests
[2025-11-25T09:56:50.322512] [INFO ] [CONFIGURE ] DAR: Testing feature 3/29: add_daily_returns
[2025-11-25T09:56:50.322549] [INFO ] [CONFIGURE ] DAR: Testing with features: ['add_daily_returns']
[2025-11-25T09:56:50.510330] [DEBUG] [FORECASTER] DAR: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T09:56:50.697871] [DEBUG] [FORECASTER] DAR: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T09:56:50.892194] [DEBUG] [FORECASTER] DAR: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T09:56:51.090922] [DEBUG] [FORECASTER] DAR: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T09:56:51.278451] [DEBUG] [FORECASTER] DAR: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-25T09:56:51.465800] [DEBUG] [FORECASTER] DAR: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T09:56:51.650683] [DEBUG] [FORECASTER] DAR: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T09:56:51.835612] [DEBUG] [FORECASTER] DAR: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T09:56:52.030277] [DEBUG] [FORECASTER] DAR: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T09:56:52.219758] [DEBUG] [FORECASTER] DAR: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T09:56:52.219932] [INFO ] [CONFIGURE ] DAR: DISCARDED add_daily_returns (score: 40.00%)
[2025-11-25T09:56:52.219980] [INFO ] [CONFIGURE ] JOB ETA: 47.2m | Avg: 2.8s/test | Remaining: 1025 tests
[2025-11-25T09:56:52.220019] [INFO ] [CONFIGURE ] DAR: Testing feature 4/29: add_ema
[2025-11-25T09:56:52.220055] [INFO ] [CONFIGURE ] DAR: Testing with features: ['add_ema']
[2025-11-25T09:56:52.438989] [DEBUG] [FORECASTER] DAR: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T09:56:52.661326] [DEBUG] [FORECASTER] DAR: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T09:56:52.891712] [DEBUG] [FORECASTER] DAR: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T09:56:53.120040] [DEBUG] [FORECASTER] DAR: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T09:56:53.340774] [DEBUG] [FORECASTER] DAR: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-25T09:56:53.570938] [DEBUG] [FORECASTER] DAR: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T09:56:53.804449] [DEBUG] [FORECASTER] DAR: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T09:56:54.045446] [DEBUG] [FORECASTER] DAR: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-25T09:56:54.287928] [DEBUG] [FORECASTER] DAR: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T09:56:54.513130] [DEBUG] [FORECASTER] DAR: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T09:56:54.513521] [INFO ] [CONFIGURE ] DAR: DISCARDED add_ema (score: 20.00%)
[2025-11-25T09:56:54.513662] [INFO ] [CONFIGURE ] JOB ETA: 47.1m | Avg: 2.8s/test | Remaining: 1024 tests
[2025-11-25T09:56:54.513775] [INFO ] [CONFIGURE ] DAR: Testing feature 5/29: add_exhaustion_signals
[2025-11-25T09:56:54.513882] [INFO ] [CONFIGURE ] DAR: Testing with features: ['add_vwap', 'add_exhaustion_signals']
[2025-11-25T09:56:54.740173] [DEBUG] [FORECASTER] DAR: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T09:56:54.956895] [DEBUG] [FORECASTER] DAR: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T09:56:55.179388] [DEBUG] [FORECASTER] DAR: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T09:56:55.400970] [DEBUG] [FORECASTER] DAR: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T09:56:55.637736] [DEBUG] [FORECASTER] DAR: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-25T09:56:55.858263] [DEBUG] [FORECASTER] DAR: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T09:56:56.083405] [DEBUG] [FORECASTER] DAR: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T09:56:56.322606] [DEBUG] [FORECASTER] DAR: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-25T09:56:56.552863] [DEBUG] [FORECASTER] DAR: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T09:56:56.783845] [DEBUG] [FORECASTER] DAR: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T09:56:56.784058] [INFO ] [CONFIGURE ] DAR: DISCARDED add_exhaustion_signals (score: 40.00%)
[2025-11-25T09:56:56.784135] [INFO ] [CONFIGURE ] JOB ETA: 47.1m | Avg: 2.8s/test | Remaining: 1023 tests
[2025-11-25T09:56:56.784187] [INFO ] [CONFIGURE ] DAR: Testing feature 6/29: add_failed_moves
[2025-11-25T09:56:56.784232] [INFO ] [CONFIGURE ] DAR: Testing with features: ['add_failed_moves']
[2025-11-25T09:56:56.976458] [DEBUG] [FORECASTER] DAR: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T09:56:57.166520] [DEBUG] [FORECASTER] DAR: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T09:56:57.354056] [DEBUG] [FORECASTER] DAR: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T09:56:57.541696] [DEBUG] [FORECASTER] DAR: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T09:56:57.738395] [DEBUG] [FORECASTER] DAR: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-25T09:56:57.930094] [DEBUG] [FORECASTER] DAR: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T09:56:58.122735] [DEBUG] [FORECASTER] DAR: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T09:56:58.319331] [DEBUG] [FORECASTER] DAR: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T09:56:58.512560] [DEBUG] [FORECASTER] DAR: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T09:56:58.707599] [DEBUG] [FORECASTER] DAR: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T09:56:58.707792] [INFO ] [CONFIGURE ] DAR: DISCARDED add_failed_moves (score: 40.00%)
[2025-11-25T09:56:58.707840] [INFO ] [CONFIGURE ] JOB ETA: 47.0m | Avg: 2.8s/test | Remaining: 1022 tests
[2025-11-25T09:56:58.707909] [INFO ] [CONFIGURE ] DAR: Testing feature 7/29: add_lag_shelf
[2025-11-25T09:56:58.707969] [INFO ] [CONFIGURE ] DAR: Testing with features: ['add_lag_shelf']
[2025-11-25T09:56:58.885338] [DEBUG] [FORECASTER] DAR: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T09:56:59.069041] [DEBUG] [FORECASTER] DAR: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T09:56:59.248368] [DEBUG] [FORECASTER] DAR: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T09:56:59.429424] [DEBUG] [FORECASTER] DAR: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T09:56:59.609609] [DEBUG] [FORECASTER] DAR: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-25T09:56:59.786299] [DEBUG] [FORECASTER] DAR: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T09:56:59.959394] [DEBUG] [FORECASTER] DAR: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T09:57:00.131411] [DEBUG] [FORECASTER] DAR: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T09:57:00.307105] [DEBUG] [FORECASTER] DAR: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T09:57:00.482085] [DEBUG] [FORECASTER] DAR: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T09:57:00.482500] [INFO ] [CONFIGURE ] DAR: DISCARDED add_lag_shelf (score: 40.00%)
[2025-11-25T09:57:00.483168] [INFO ] [CONFIGURE ] JOB ETA: 47.0m | Avg: 2.8s/test | Remaining: 1021 tests
[2025-11-25T09:57:00.483230] [INFO ] [CONFIGURE ] DAR: Testing feature 8/29: add_macd
[2025-11-25T09:57:00.483270] [INFO ] [CONFIGURE ] DAR: Testing with features: ['add_vwap', 'add_macd']
[2025-11-25T09:57:01.452493] [DEBUG] [FORECASTER] DAR: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T09:57:01.811004] [DEBUG] [FORECASTER] DAR: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T09:57:02.078335] [DEBUG] [FORECASTER] DAR: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T09:57:02.343347] [DEBUG] [FORECASTER] DAR: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T09:57:02.613064] [DEBUG] [FORECASTER] DAR: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-25T09:57:02.880797] [DEBUG] [FORECASTER] DAR: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T09:57:03.159593] [DEBUG] [FORECASTER] DAR: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T09:57:03.436787] [DEBUG] [FORECASTER] DAR: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-25T09:57:03.717466] [DEBUG] [FORECASTER] DAR: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T09:57:04.003017] [DEBUG] [FORECASTER] DAR: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T09:57:04.003274] [INFO ] [CONFIGURE ] DAR: DISCARDED add_macd (score: 20.00%)
[2025-11-25T09:57:04.003360] [INFO ] [CONFIGURE ] JOB ETA: 46.9m | Avg: 2.8s/test | Remaining: 1020 tests
[2025-11-25T09:57:04.003419] [INFO ] [CONFIGURE ] DAR: Testing feature 9/29: add_mfi
[2025-11-25T09:57:04.003469] [INFO ] [CONFIGURE ] DAR: Testing with features: ['add_mfi']
[2025-11-25T09:57:04.196942] [DEBUG] [FORECASTER] DAR: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T09:57:04.394400] [DEBUG] [FORECASTER] DAR: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T09:57:04.591688] [DEBUG] [FORECASTER] DAR: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T09:57:04.786552] [DEBUG] [FORECASTER] DAR: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T09:57:04.984889] [DEBUG] [FORECASTER] DAR: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-25T09:57:05.184675] [DEBUG] [FORECASTER] DAR: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T09:57:05.372927] [DEBUG] [FORECASTER] DAR: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T09:57:05.565465] [DEBUG] [FORECASTER] DAR: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T09:57:05.759577] [DEBUG] [FORECASTER] DAR: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T09:57:05.954246] [DEBUG] [FORECASTER] DAR: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T09:57:05.954459] [INFO ] [CONFIGURE ] DAR: DISCARDED add_mfi (score: 40.00%)
[2025-11-25T09:57:05.954511] [INFO ] [CONFIGURE ] JOB ETA: 46.9m | Avg: 2.8s/test | Remaining: 1019 tests
[2025-11-25T09:57:05.954552] [INFO ] [CONFIGURE ] DAR: Testing feature 10/29: add_momentum_acceleration
[2025-11-25T09:57:05.954589] [INFO ] [CONFIGURE ] DAR: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-11-25T09:57:06.237270] [DEBUG] [FORECASTER] DAR: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T09:57:06.521151] [DEBUG] [FORECASTER] DAR: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T09:57:06.803148] [DEBUG] [FORECASTER] DAR: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T09:57:07.085994] [DEBUG] [FORECASTER] DAR: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T09:57:07.388922] [DEBUG] [FORECASTER] DAR: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-25T09:57:07.685081] [DEBUG] [FORECASTER] DAR: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T09:57:07.993054] [DEBUG] [FORECASTER] DAR: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T09:57:08.314485] [DEBUG] [FORECASTER] DAR: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-25T09:57:08.628469] [DEBUG] [FORECASTER] DAR: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T09:57:08.941802] [DEBUG] [FORECASTER] DAR: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T09:57:08.942015] [INFO ] [CONFIGURE ] DAR: DISCARDED add_momentum_acceleration (score: 40.00%)
[2025-11-25T09:57:08.942077] [INFO ] [CONFIGURE ] JOB ETA: 46.8m | Avg: 2.8s/test | Remaining: 1018 tests
[2025-11-25T09:57:08.942125] [INFO ] [CONFIGURE ] DAR: Testing feature 11/29: add_obv_daily
[2025-11-25T09:57:08.942165] [INFO ] [CONFIGURE ] DAR: Testing with features: ['add_obv_daily']
[2025-11-25T09:57:09.163016] [DEBUG] [FORECASTER] DAR: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T09:57:09.379931] [DEBUG] [FORECASTER] DAR: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T09:57:09.597492] [DEBUG] [FORECASTER] DAR: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T09:57:09.815462] [DEBUG] [FORECASTER] DAR: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T09:57:10.030784] [DEBUG] [FORECASTER] DAR: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T09:57:10.246046] [DEBUG] [FORECASTER] DAR: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T09:57:10.465109] [DEBUG] [FORECASTER] DAR: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T09:57:10.672011] [DEBUG] [FORECASTER] DAR: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-25T09:57:10.881705] [DEBUG] [FORECASTER] DAR: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T09:57:11.101916] [DEBUG] [FORECASTER] DAR: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T09:57:11.102128] [INFO ] [CONFIGURE ] DAR: DISCARDED add_obv_daily (score: 40.00%)
[2025-11-25T09:57:11.102179] [INFO ] [CONFIGURE ] JOB ETA: 46.8m | Avg: 2.8s/test | Remaining: 1017 tests
[2025-11-25T09:57:11.102218] [INFO ] [CONFIGURE ] DAR: Testing feature 12/29: add_obv_interval
[2025-11-25T09:57:11.102255] [INFO ] [CONFIGURE ] DAR: Testing with features: ['add_obv_interval']
[2025-11-25T09:57:11.306761] [DEBUG] [FORECASTER] DAR: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T09:57:11.512135] [DEBUG] [FORECASTER] DAR: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T09:57:11.718563] [DEBUG] [FORECASTER] DAR: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T09:57:11.926301] [DEBUG] [FORECASTER] DAR: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T09:57:12.131892] [DEBUG] [FORECASTER] DAR: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-25T09:57:12.342160] [DEBUG] [FORECASTER] DAR: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T09:57:12.545937] [DEBUG] [FORECASTER] DAR: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T09:57:12.752704] [DEBUG] [FORECASTER] DAR: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T09:57:12.951993] [DEBUG] [FORECASTER] DAR: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T09:57:13.151439] [DEBUG] [FORECASTER] DAR: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T09:57:13.151623] [INFO ] [CONFIGURE ] DAR: KEPT add_obv_interval (score: 50.00%)
[2025-11-25T09:57:13.151694] [INFO ] [CONFIGURE ] JOB ETA: 46.7m | Avg: 2.8s/test | Remaining: 1016 tests
[2025-11-25T09:57:13.151768] [INFO ] [CONFIGURE ] DAR: Testing feature 13/29: add_opening_strength
[2025-11-25T09:57:13.151818] [INFO ] [CONFIGURE ] DAR: Testing with features: ['add_obv_interval', 'add_daily_returns', 'add_opening_strength']
[2025-11-25T09:57:13.390434] [DEBUG] [FORECASTER] DAR: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T09:57:13.629658] [DEBUG] [FORECASTER] DAR: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T09:57:13.877437] [DEBUG] [FORECASTER] DAR: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T09:57:14.121862] [DEBUG] [FORECASTER] DAR: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T09:57:14.369522] [DEBUG] [FORECASTER] DAR: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-25T09:57:14.621121] [DEBUG] [FORECASTER] DAR: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T09:57:14.877668] [DEBUG] [FORECASTER] DAR: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T09:57:15.124765] [DEBUG] [FORECASTER] DAR: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-25T09:57:15.369505] [DEBUG] [FORECASTER] DAR: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T09:57:15.620682] [DEBUG] [FORECASTER] DAR: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T09:57:15.620847] [INFO ] [CONFIGURE ] DAR: DISCARDED add_opening_strength (score: 40.00%)
[2025-11-25T09:57:15.620896] [INFO ] [CONFIGURE ] JOB ETA: 46.7m | Avg: 2.8s/test | Remaining: 1015 tests
[2025-11-25T09:57:15.620933] [INFO ] [CONFIGURE ] DAR: Testing feature 14/29: add_order_flow_imbalance
[2025-11-25T09:57:15.620969] [INFO ] [CONFIGURE ] DAR: Testing with features: ['add_obv_interval', 'add_order_flow_imbalance']
[2025-11-25T09:57:15.853683] [DEBUG] [FORECASTER] DAR: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T09:57:16.085806] [DEBUG] [FORECASTER] DAR: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T09:57:16.319404] [DEBUG] [FORECASTER] DAR: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T09:57:16.554445] [DEBUG] [FORECASTER] DAR: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T09:57:16.786001] [DEBUG] [FORECASTER] DAR: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T09:57:17.022077] [DEBUG] [FORECASTER] DAR: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T09:57:17.254394] [DEBUG] [FORECASTER] DAR: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T09:57:17.490341] [DEBUG] [FORECASTER] DAR: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-25T09:57:17.725438] [DEBUG] [FORECASTER] DAR: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T09:57:17.962524] [DEBUG] [FORECASTER] DAR: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T09:57:17.962752] [INFO ] [CONFIGURE ] DAR: KEPT add_order_flow_imbalance (score: 60.00%)
[2025-11-25T09:57:17.962814] [INFO ] [CONFIGURE ] JOB ETA: 46.6m | Avg: 2.8s/test | Remaining: 1014 tests
[2025-11-25T09:57:17.962860] [INFO ] [CONFIGURE ] DAR: Testing feature 15/29: add_pbf_morning_momentum
[2025-11-25T09:57:17.962903] [INFO ] [CONFIGURE ] DAR: Testing with features: ['add_obv_interval', 'add_order_flow_imbalance', 'add_pbf_morning_momentum']
[2025-11-25T09:57:18.198380] [DEBUG] [FORECASTER] DAR: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T09:57:18.436608] [DEBUG] [FORECASTER] DAR: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T09:57:18.687425] [DEBUG] [FORECASTER] DAR: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T09:57:18.930153] [DEBUG] [FORECASTER] DAR: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T09:57:19.183259] [DEBUG] [FORECASTER] DAR: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T09:57:19.437483] [DEBUG] [FORECASTER] DAR: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T09:57:19.688529] [DEBUG] [FORECASTER] DAR: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T09:57:19.930228] [DEBUG] [FORECASTER] DAR: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-25T09:57:20.170681] [DEBUG] [FORECASTER] DAR: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T09:57:20.413770] [DEBUG] [FORECASTER] DAR: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T09:57:20.413942] [INFO ] [CONFIGURE ] DAR: DISCARDED add_pbf_morning_momentum (score: 40.00%)
[2025-11-25T09:57:20.413997] [INFO ] [CONFIGURE ] JOB ETA: 46.6m | Avg: 2.8s/test | Remaining: 1013 tests
[2025-11-25T09:57:20.414076] [INFO ] [CONFIGURE ] DAR: Testing feature 16/29: add_pbf_overnight_gap
[2025-11-25T09:57:20.414121] [INFO ] [CONFIGURE ] DAR: Testing with features: ['add_obv_interval', 'add_order_flow_imbalance', 'add_pbf_overnight_gap']
[2025-11-25T09:57:20.671941] [DEBUG] [FORECASTER] DAR: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T09:57:20.927899] [DEBUG] [FORECASTER] DAR: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T09:57:21.186407] [DEBUG] [FORECASTER] DAR: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T09:57:21.442973] [DEBUG] [FORECASTER] DAR: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T09:57:21.702686] [DEBUG] [FORECASTER] DAR: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-25T09:57:21.963172] [DEBUG] [FORECASTER] DAR: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T09:57:22.223992] [DEBUG] [FORECASTER] DAR: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T09:57:22.483923] [DEBUG] [FORECASTER] DAR: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-25T09:57:22.747953] [DEBUG] [FORECASTER] DAR: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T09:57:23.013066] [DEBUG] [FORECASTER] DAR: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T09:57:23.013237] [INFO ] [CONFIGURE ] DAR: DISCARDED add_pbf_overnight_gap (score: 30.00%)
[2025-11-25T09:57:23.013298] [INFO ] [CONFIGURE ] JOB ETA: 46.5m | Avg: 2.8s/test | Remaining: 1012 tests
[2025-11-25T09:57:23.013346] [INFO ] [CONFIGURE ] DAR: Testing feature 17/29: add_pbf_return_2d
[2025-11-25T09:57:23.013390] [INFO ] [CONFIGURE ] DAR: Testing with features: ['add_obv_interval', 'add_order_flow_imbalance', 'add_pbf_return_2d']
[2025-11-25T09:57:23.289873] [DEBUG] [FORECASTER] DAR: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T09:57:23.547419] [DEBUG] [FORECASTER] DAR: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T09:57:23.804760] [DEBUG] [FORECASTER] DAR: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T09:57:24.053140] [DEBUG] [FORECASTER] DAR: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T09:57:24.339539] [DEBUG] [FORECASTER] DAR: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T09:57:24.630966] [DEBUG] [FORECASTER] DAR: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T09:57:24.900983] [DEBUG] [FORECASTER] DAR: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T09:57:25.182797] [DEBUG] [FORECASTER] DAR: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-25T09:57:25.464143] [DEBUG] [FORECASTER] DAR: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T09:57:25.734943] [DEBUG] [FORECASTER] DAR: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T09:57:25.735151] [INFO ] [CONFIGURE ] DAR: DISCARDED add_pbf_return_2d (score: 50.00%)
[2025-11-25T09:57:25.735209] [INFO ] [CONFIGURE ] JOB ETA: 46.5m | Avg: 2.8s/test | Remaining: 1011 tests
[2025-11-25T09:57:25.735256] [INFO ] [CONFIGURE ] DAR: Testing feature 18/29: add_pbf_volatility_5d
[2025-11-25T09:57:25.735298] [INFO ] [CONFIGURE ] DAR: Testing with features: ['add_obv_interval', 'add_order_flow_imbalance', 'add_pbf_volatility_5d']
[2025-11-25T09:57:25.974378] [DEBUG] [FORECASTER] DAR: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T09:57:26.203615] [DEBUG] [FORECASTER] DAR: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T09:57:26.432636] [DEBUG] [FORECASTER] DAR: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T09:57:26.672438] [DEBUG] [FORECASTER] DAR: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T09:57:26.902851] [DEBUG] [FORECASTER] DAR: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T09:57:27.136045] [DEBUG] [FORECASTER] DAR: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T09:57:27.372815] [DEBUG] [FORECASTER] DAR: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T09:57:27.625804] [DEBUG] [FORECASTER] DAR: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-25T09:57:27.870682] [DEBUG] [FORECASTER] DAR: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T09:57:28.113520] [DEBUG] [FORECASTER] DAR: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T09:57:28.113716] [INFO ] [CONFIGURE ] DAR: DISCARDED add_pbf_volatility_5d (score: 40.00%)
[2025-11-25T09:57:28.113775] [INFO ] [CONFIGURE ] JOB ETA: 46.4m | Avg: 2.8s/test | Remaining: 1010 tests
[2025-11-25T09:57:28.113822] [INFO ] [CONFIGURE ] DAR: Testing feature 19/29: add_pbf_vs_sma_5
[2025-11-25T09:57:28.113866] [INFO ] [CONFIGURE ] DAR: Testing with features: ['add_obv_interval', 'add_order_flow_imbalance', 'add_pbf_vs_sma_5']
[2025-11-25T09:57:28.350948] [DEBUG] [FORECASTER] DAR: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T09:57:28.591989] [DEBUG] [FORECASTER] DAR: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T09:57:28.840685] [DEBUG] [FORECASTER] DAR: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T09:57:29.078309] [DEBUG] [FORECASTER] DAR: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T09:57:29.316568] [DEBUG] [FORECASTER] DAR: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-25T09:57:29.558234] [DEBUG] [FORECASTER] DAR: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T09:57:29.814223] [DEBUG] [FORECASTER] DAR: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T09:57:30.058776] [DEBUG] [FORECASTER] DAR: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-25T09:57:30.319870] [DEBUG] [FORECASTER] DAR: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T09:57:30.565901] [DEBUG] [FORECASTER] DAR: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T09:57:30.566092] [INFO ] [CONFIGURE ] DAR: DISCARDED add_pbf_vs_sma_5 (score: 40.00%)
[2025-11-25T09:57:30.566201] [INFO ] [CONFIGURE ] JOB ETA: 46.4m | Avg: 2.8s/test | Remaining: 1009 tests
[2025-11-25T09:57:30.566253] [INFO ] [CONFIGURE ] DAR: Testing feature 20/29: add_price_rejection
[2025-11-25T09:57:30.566299] [INFO ] [CONFIGURE ] DAR: Testing with features: ['add_obv_interval', 'add_order_flow_imbalance', 'add_price_rejection']
[2025-11-25T09:57:30.831844] [DEBUG] [FORECASTER] DAR: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T09:57:31.094605] [DEBUG] [FORECASTER] DAR: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T09:57:31.372172] [DEBUG] [FORECASTER] DAR: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T09:57:31.704429] [DEBUG] [FORECASTER] DAR: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T09:57:32.088696] [DEBUG] [FORECASTER] DAR: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T09:57:32.430737] [DEBUG] [FORECASTER] DAR: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T09:57:32.724496] [DEBUG] [FORECASTER] DAR: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T09:57:33.015992] [DEBUG] [FORECASTER] DAR: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-25T09:57:33.286484] [DEBUG] [FORECASTER] DAR: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T09:57:33.553310] [DEBUG] [FORECASTER] DAR: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T09:57:33.553522] [INFO ] [CONFIGURE ] DAR: DISCARDED add_price_rejection (score: 60.00%)
[2025-11-25T09:57:33.553586] [INFO ] [CONFIGURE ] JOB ETA: 46.4m | Avg: 2.8s/test | Remaining: 1008 tests
[2025-11-25T09:57:33.553637] [INFO ] [CONFIGURE ] DAR: Testing feature 21/29: add_range_position
[2025-11-25T09:57:33.553716] [INFO ] [CONFIGURE ] DAR: Testing with features: ['add_obv_interval', 'add_order_flow_imbalance', 'add_range_position']
[2025-11-25T09:57:33.835068] [DEBUG] [FORECASTER] DAR: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T09:57:34.123302] [DEBUG] [FORECASTER] DAR: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T09:57:34.421336] [DEBUG] [FORECASTER] DAR: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T09:57:34.739262] [DEBUG] [FORECASTER] DAR: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T09:57:35.028194] [DEBUG] [FORECASTER] DAR: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T09:57:35.323897] [DEBUG] [FORECASTER] DAR: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T09:57:35.602515] [DEBUG] [FORECASTER] DAR: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T09:57:35.912344] [DEBUG] [FORECASTER] DAR: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-25T09:57:36.202582] [DEBUG] [FORECASTER] DAR: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T09:57:36.494926] [DEBUG] [FORECASTER] DAR: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T09:57:36.495152] [INFO ] [CONFIGURE ] DAR: DISCARDED add_range_position (score: 60.00%)
[2025-11-25T09:57:36.495214] [INFO ] [CONFIGURE ] JOB ETA: 46.3m | Avg: 2.8s/test | Remaining: 1007 tests
[2025-11-25T09:57:36.495266] [INFO ] [CONFIGURE ] DAR: Testing feature 22/29: add_realized_volatility
[2025-11-25T09:57:36.495314] [INFO ] [CONFIGURE ] DAR: Testing with features: ['add_obv_interval', 'add_order_flow_imbalance', 'add_realized_volatility']
[2025-11-25T09:57:36.862850] [DEBUG] [FORECASTER] DAR: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T09:57:37.222568] [DEBUG] [FORECASTER] DAR: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T09:57:37.590540] [DEBUG] [FORECASTER] DAR: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T09:57:37.957334] [DEBUG] [FORECASTER] DAR: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T09:57:38.345473] [DEBUG] [FORECASTER] DAR: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T09:57:38.722986] [DEBUG] [FORECASTER] DAR: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T09:57:39.112268] [DEBUG] [FORECASTER] DAR: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T09:57:39.470117] [DEBUG] [FORECASTER] DAR: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-25T09:57:39.874784] [DEBUG] [FORECASTER] DAR: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T09:57:40.254384] [DEBUG] [FORECASTER] DAR: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T09:57:40.254595] [INFO ] [CONFIGURE ] DAR: DISCARDED add_realized_volatility (score: 40.00%)
[2025-11-25T09:57:40.254678] [INFO ] [CONFIGURE ] JOB ETA: 46.3m | Avg: 2.8s/test | Remaining: 1006 tests
[2025-11-25T09:57:40.254731] [INFO ] [CONFIGURE ] DAR: Testing feature 23/29: add_recent_range_context
[2025-11-25T09:57:40.254778] [INFO ] [CONFIGURE ] DAR: Testing with features: ['add_obv_interval', 'add_order_flow_imbalance', 'add_recent_range_context']
[2025-11-25T09:57:40.521902] [DEBUG] [FORECASTER] DAR: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T09:57:40.779243] [DEBUG] [FORECASTER] DAR: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T09:57:41.061061] [DEBUG] [FORECASTER] DAR: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T09:57:41.323793] [DEBUG] [FORECASTER] DAR: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T09:57:41.583798] [DEBUG] [FORECASTER] DAR: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T09:57:41.841490] [DEBUG] [FORECASTER] DAR: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T09:57:42.122549] [DEBUG] [FORECASTER] DAR: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T09:57:42.396663] [DEBUG] [FORECASTER] DAR: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-25T09:57:42.660437] [DEBUG] [FORECASTER] DAR: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T09:57:42.935501] [DEBUG] [FORECASTER] DAR: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T09:57:42.935723] [INFO ] [CONFIGURE ] DAR: DISCARDED add_recent_range_context (score: 50.00%)
[2025-11-25T09:57:42.935793] [INFO ] [CONFIGURE ] JOB ETA: 46.2m | Avg: 2.8s/test | Remaining: 1005 tests
[2025-11-25T09:57:42.935858] [INFO ] [CONFIGURE ] DAR: Testing feature 24/29: add_rsi
[2025-11-25T09:57:42.935905] [INFO ] [CONFIGURE ] DAR: Testing with features: ['add_obv_interval', 'add_order_flow_imbalance', 'add_ema', 'add_rsi']
[2025-11-25T09:57:43.255630] [DEBUG] [FORECASTER] DAR: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T09:57:43.570088] [DEBUG] [FORECASTER] DAR: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T09:57:43.871076] [DEBUG] [FORECASTER] DAR: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T09:57:44.202940] [DEBUG] [FORECASTER] DAR: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T09:57:44.527554] [DEBUG] [FORECASTER] DAR: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T09:57:44.837571] [DEBUG] [FORECASTER] DAR: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T09:57:45.151012] [DEBUG] [FORECASTER] DAR: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T09:57:45.459165] [DEBUG] [FORECASTER] DAR: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-25T09:57:45.785752] [DEBUG] [FORECASTER] DAR: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T09:57:46.111256] [DEBUG] [FORECASTER] DAR: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T09:57:46.111446] [INFO ] [CONFIGURE ] DAR: DISCARDED add_rsi (score: 30.00%)
[2025-11-25T09:57:46.111507] [INFO ] [CONFIGURE ] JOB ETA: 46.2m | Avg: 2.8s/test | Remaining: 1004 tests
[2025-11-25T09:57:46.111557] [INFO ] [CONFIGURE ] DAR: Testing feature 25/29: add_tick_distribution
[2025-11-25T09:57:46.111661] [INFO ] [CONFIGURE ] DAR: Testing with features: ['add_obv_interval', 'add_order_flow_imbalance', 'add_tick_distribution']
[2025-11-25T09:57:46.380036] [DEBUG] [FORECASTER] DAR: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T09:57:46.639822] [DEBUG] [FORECASTER] DAR: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T09:57:46.900968] [DEBUG] [FORECASTER] DAR: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T09:57:47.178733] [DEBUG] [FORECASTER] DAR: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T09:57:47.463479] [DEBUG] [FORECASTER] DAR: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T09:57:47.759744] [DEBUG] [FORECASTER] DAR: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T09:57:48.022845] [DEBUG] [FORECASTER] DAR: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T09:57:48.286618] [DEBUG] [FORECASTER] DAR: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T09:57:48.551074] [DEBUG] [FORECASTER] DAR: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T09:57:48.820184] [DEBUG] [FORECASTER] DAR: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T09:57:48.820365] [INFO ] [CONFIGURE ] DAR: DISCARDED add_tick_distribution (score: 40.00%)
[2025-11-25T09:57:48.820424] [INFO ] [CONFIGURE ] JOB ETA: 46.1m | Avg: 2.8s/test | Remaining: 1003 tests
[2025-11-25T09:57:48.820468] [INFO ] [CONFIGURE ] DAR: Testing feature 26/29: add_volume_momentum_confirmation
[2025-11-25T09:57:48.820510] [INFO ] [CONFIGURE ] DAR: Testing with features: ['add_obv_interval', 'add_order_flow_imbalance', 'add_volume_momentum_confirmation']
[2025-11-25T09:57:49.089915] [DEBUG] [FORECASTER] DAR: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T09:57:49.367399] [DEBUG] [FORECASTER] DAR: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T09:57:49.644560] [DEBUG] [FORECASTER] DAR: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T09:57:49.913789] [DEBUG] [FORECASTER] DAR: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T09:57:50.195869] [DEBUG] [FORECASTER] DAR: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T09:57:50.467596] [DEBUG] [FORECASTER] DAR: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T09:57:50.741392] [DEBUG] [FORECASTER] DAR: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T09:57:51.023417] [DEBUG] [FORECASTER] DAR: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-25T09:57:51.287711] [DEBUG] [FORECASTER] DAR: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T09:57:51.549146] [DEBUG] [FORECASTER] DAR: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T09:57:51.549344] [INFO ] [CONFIGURE ] DAR: DISCARDED add_volume_momentum_confirmation (score: 40.00%)
[2025-11-25T09:57:51.549403] [INFO ] [CONFIGURE ] JOB ETA: 46.1m | Avg: 2.8s/test | Remaining: 1002 tests
[2025-11-25T09:57:51.549449] [INFO ] [CONFIGURE ] DAR: Testing feature 27/29: add_volume_price_divergence
[2025-11-25T09:57:51.549494] [INFO ] [CONFIGURE ] DAR: Testing with features: ['add_obv_interval', 'add_order_flow_imbalance', 'add_volume_price_divergence']
[2025-11-25T09:57:51.834722] [DEBUG] [FORECASTER] DAR: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T09:57:52.119282] [DEBUG] [FORECASTER] DAR: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T09:57:52.398946] [DEBUG] [FORECASTER] DAR: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T09:57:52.682336] [DEBUG] [FORECASTER] DAR: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T09:57:52.964709] [DEBUG] [FORECASTER] DAR: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-25T09:57:53.262200] [DEBUG] [FORECASTER] DAR: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T09:57:53.556355] [DEBUG] [FORECASTER] DAR: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T09:57:53.857602] [DEBUG] [FORECASTER] DAR: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-25T09:57:54.147305] [DEBUG] [FORECASTER] DAR: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T09:57:54.430425] [DEBUG] [FORECASTER] DAR: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T09:57:54.430618] [INFO ] [CONFIGURE ] DAR: DISCARDED add_volume_price_divergence (score: 30.00%)
[2025-11-25T09:57:54.430706] [INFO ] [CONFIGURE ] JOB ETA: 46.0m | Avg: 2.8s/test | Remaining: 1001 tests
[2025-11-25T09:57:54.430757] [INFO ] [CONFIGURE ] DAR: Testing feature 28/29: add_volume_profile
[2025-11-25T09:57:54.430801] [INFO ] [CONFIGURE ] DAR: Testing with features: ['add_obv_interval', 'add_order_flow_imbalance', 'add_volume_profile']
[2025-11-25T09:57:54.709456] [DEBUG] [FORECASTER] DAR: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T09:57:54.982147] [DEBUG] [FORECASTER] DAR: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T09:57:55.260783] [DEBUG] [FORECASTER] DAR: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T09:57:55.544335] [DEBUG] [FORECASTER] DAR: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T09:57:55.814934] [DEBUG] [FORECASTER] DAR: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T09:57:56.085062] [DEBUG] [FORECASTER] DAR: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T09:57:56.367951] [DEBUG] [FORECASTER] DAR: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T09:57:56.648517] [DEBUG] [FORECASTER] DAR: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-25T09:57:56.919139] [DEBUG] [FORECASTER] DAR: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T09:57:57.194775] [DEBUG] [FORECASTER] DAR: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T09:57:57.195005] [INFO ] [CONFIGURE ] DAR: DISCARDED add_volume_profile (score: 60.00%)
[2025-11-25T09:57:57.195066] [INFO ] [CONFIGURE ] JOB ETA: 46.0m | Avg: 2.8s/test | Remaining: 1000 tests
[2025-11-25T09:57:57.195114] [INFO ] [CONFIGURE ] DAR: Testing feature 29/29: add_vwap
[2025-11-25T09:57:57.195163] [INFO ] [CONFIGURE ] DAR: Testing with features: ['add_obv_interval', 'add_order_flow_imbalance', 'add_vwap']
[2025-11-25T09:57:57.464029] [DEBUG] [FORECASTER] DAR: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T09:57:57.725937] [DEBUG] [FORECASTER] DAR: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T09:57:57.991886] [DEBUG] [FORECASTER] DAR: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T09:57:58.269842] [DEBUG] [FORECASTER] DAR: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T09:57:58.554278] [DEBUG] [FORECASTER] DAR: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T09:57:58.832426] [DEBUG] [FORECASTER] DAR: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T09:57:59.116300] [DEBUG] [FORECASTER] DAR: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T09:57:59.390986] [DEBUG] [FORECASTER] DAR: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-25T09:57:59.678195] [DEBUG] [FORECASTER] DAR: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T09:57:59.965387] [DEBUG] [FORECASTER] DAR: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T09:57:59.965573] [INFO ] [CONFIGURE ] DAR: DISCARDED add_vwap (score: 60.00%)
[2025-11-25T09:57:59.965632] [INFO ] [CONFIGURE ] JOB ETA: 45.9m | Avg: 2.8s/test | Remaining: 999 tests
[2025-11-25T09:57:59.965706] [INFO ] [CONFIGURE ] DAR: ===== FEATURE SELECTION COMPLETE =====
[2025-11-25T09:57:59.965752] [INFO ] [CONFIGURE ] DAR: Best accuracy: 60.00%
[2025-11-25T09:57:59.965817] [INFO ] [CONFIGURE ] DAR: Best feature set (2 features): ['add_obv_interval', 'add_order_flow_imbalance']
[2025-11-25T09:57:59.965862] [INFO ] [CONFIGURE ] DAR: Improvement over baseline: 20.00%
[2025-11-25T09:57:59.965900] [INFO ] [CONFIGURE ] DAR: Total time: 1.2 minutes
[2025-11-25T09:57:59.965940] [INFO ] [CONFIGURE ] DAR: Average time per feature: 2.6 seconds
[2025-11-25T09:57:59.965980] [INFO ] [CONFIGURE ] DAR: Average speed: 0.39 features/sec
[2025-11-25T09:57:59.966409] [INFO ] [LOCAL     ] Saved configuration for DAR: 2 features, 60.00% accuracy -> ./output/feature-sets/DAR.json
[2025-11-25T09:57:59.966470] [INFO ] [CONFIGURE ] DAR: Configuration saved successfully: 2 features, 60.00% accuracy.
[2025-11-25T09:57:59.966521] [INFO ] [sig       ] [131/164] Successfully configured DAR | 0.01 sym/s | Total: 2.9h | ETA: 44.6m
[2025-11-25T09:57:59.966568] [INFO ] [sig       ] [132/164] Configuring DBD...
[2025-11-25T09:57:59.966609] [INFO ] [CONFIGURE ] DBD: Configurate test run.
[2025-11-25T09:57:59.966671] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DBD' from 'https://tdm.silogroup.org/data/derivative_storage/DBD.csv'.
[2025-11-25T09:57:59.979367] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'DBD'.
[2025-11-25T09:57:59.979756] [INFO ] [CONFIGURE ] DBD: Testing with 29 available features
[2025-11-25T09:57:59.979822] [INFO ] [CONFIGURE ] DBD: Establishing baseline with no features...
[2025-11-25T09:58:00.176073] [DEBUG] [FORECASTER] DBD: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T09:58:00.380480] [DEBUG] [FORECASTER] DBD: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T09:58:00.585170] [DEBUG] [FORECASTER] DBD: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T09:58:01.459106] [DEBUG] [FORECASTER] DBD: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T09:58:01.799245] [DEBUG] [FORECASTER] DBD: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T09:58:01.990334] [DEBUG] [FORECASTER] DBD: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T09:58:02.218715] [DEBUG] [FORECASTER] DBD: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T09:58:02.448354] [DEBUG] [FORECASTER] DBD: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-25T09:58:02.635961] [DEBUG] [FORECASTER] DBD: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T09:58:02.827463] [DEBUG] [FORECASTER] DBD: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T09:58:02.827664] [INFO ] [CONFIGURE ] DBD: Baseline score (no features): 40.00%
[2025-11-25T09:58:02.827745] [INFO ] [CONFIGURE ] DBD: Testing feature 1/29: add_bollinger_bands
[2025-11-25T09:58:02.827798] [INFO ] [CONFIGURE ] DBD: Testing with features: ['add_bollinger_bands']
[2025-11-25T09:58:03.048578] [DEBUG] [FORECASTER] DBD: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T09:58:03.268558] [DEBUG] [FORECASTER] DBD: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T09:58:03.499664] [DEBUG] [FORECASTER] DBD: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T09:58:03.723097] [DEBUG] [FORECASTER] DBD: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T09:58:03.942530] [DEBUG] [FORECASTER] DBD: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T09:58:04.160936] [DEBUG] [FORECASTER] DBD: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T09:58:04.381017] [DEBUG] [FORECASTER] DBD: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T09:58:04.616635] [DEBUG] [FORECASTER] DBD: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T09:58:04.837607] [DEBUG] [FORECASTER] DBD: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T09:58:05.056302] [DEBUG] [FORECASTER] DBD: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T09:58:05.056609] [INFO ] [CONFIGURE ] DBD: DISCARDED add_bollinger_bands (score: 40.00%)
[2025-11-25T09:58:05.056778] [INFO ] [CONFIGURE ] JOB ETA: 45.9m | Avg: 2.8s/test | Remaining: 998 tests
[2025-11-25T09:58:05.056888] [INFO ] [CONFIGURE ] DBD: Testing feature 2/29: add_cumulative_delta
[2025-11-25T09:58:05.056991] [INFO ] [CONFIGURE ] DBD: Testing with features: ['add_cumulative_delta']
[2025-11-25T09:58:05.284834] [DEBUG] [FORECASTER] DBD: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T09:58:05.515733] [DEBUG] [FORECASTER] DBD: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T09:58:05.746276] [DEBUG] [FORECASTER] DBD: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T09:58:05.976753] [DEBUG] [FORECASTER] DBD: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T09:58:06.183638] [DEBUG] [FORECASTER] DBD: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T09:58:06.393114] [DEBUG] [FORECASTER] DBD: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T09:58:06.605478] [DEBUG] [FORECASTER] DBD: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T09:58:06.820449] [DEBUG] [FORECASTER] DBD: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T09:58:07.046622] [DEBUG] [FORECASTER] DBD: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T09:58:07.270679] [DEBUG] [FORECASTER] DBD: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T09:58:07.270876] [INFO ] [CONFIGURE ] DBD: KEPT add_cumulative_delta (score: 50.00%)
[2025-11-25T09:58:07.270930] [INFO ] [CONFIGURE ] JOB ETA: 45.8m | Avg: 2.8s/test | Remaining: 997 tests
[2025-11-25T09:58:07.270971] [INFO ] [CONFIGURE ] DBD: Testing feature 3/29: add_daily_returns
[2025-11-25T09:58:07.271010] [INFO ] [CONFIGURE ] DBD: Testing with features: ['add_cumulative_delta', 'add_daily_returns']
[2025-11-25T09:58:07.497489] [DEBUG] [FORECASTER] DBD: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T09:58:07.729707] [DEBUG] [FORECASTER] DBD: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T09:58:07.965044] [DEBUG] [FORECASTER] DBD: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T09:58:08.195788] [DEBUG] [FORECASTER] DBD: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T09:58:08.433238] [DEBUG] [FORECASTER] DBD: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T09:58:08.674184] [DEBUG] [FORECASTER] DBD: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T09:58:08.901352] [DEBUG] [FORECASTER] DBD: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T09:58:09.138000] [DEBUG] [FORECASTER] DBD: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-25T09:58:09.368109] [DEBUG] [FORECASTER] DBD: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T09:58:09.598022] [DEBUG] [FORECASTER] DBD: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T09:58:09.598205] [INFO ] [CONFIGURE ] DBD: DISCARDED add_daily_returns (score: 40.00%)
[2025-11-25T09:58:09.598381] [INFO ] [CONFIGURE ] JOB ETA: 45.8m | Avg: 2.8s/test | Remaining: 996 tests
[2025-11-25T09:58:09.598492] [INFO ] [CONFIGURE ] DBD: Testing feature 4/29: add_ema
[2025-11-25T09:58:09.598599] [INFO ] [CONFIGURE ] DBD: Testing with features: ['add_cumulative_delta', 'add_ema']
[2025-11-25T09:58:09.871075] [DEBUG] [FORECASTER] DBD: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T09:58:10.130686] [DEBUG] [FORECASTER] DBD: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T09:58:10.414093] [DEBUG] [FORECASTER] DBD: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T09:58:10.695459] [DEBUG] [FORECASTER] DBD: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T09:58:10.977355] [DEBUG] [FORECASTER] DBD: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T09:58:11.255928] [DEBUG] [FORECASTER] DBD: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T09:58:11.527970] [DEBUG] [FORECASTER] DBD: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T09:58:11.810529] [DEBUG] [FORECASTER] DBD: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-25T09:58:12.092007] [DEBUG] [FORECASTER] DBD: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T09:58:12.374199] [DEBUG] [FORECASTER] DBD: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T09:58:12.374398] [INFO ] [CONFIGURE ] DBD: DISCARDED add_ema (score: 40.00%)
[2025-11-25T09:58:12.374458] [INFO ] [CONFIGURE ] JOB ETA: 45.8m | Avg: 2.8s/test | Remaining: 995 tests
[2025-11-25T09:58:12.374507] [INFO ] [CONFIGURE ] DBD: Testing feature 5/29: add_exhaustion_signals
[2025-11-25T09:58:12.374554] [INFO ] [CONFIGURE ] DBD: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals']
[2025-11-25T09:58:12.645197] [DEBUG] [FORECASTER] DBD: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T09:58:12.911936] [DEBUG] [FORECASTER] DBD: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T09:58:13.176091] [DEBUG] [FORECASTER] DBD: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T09:58:13.444848] [DEBUG] [FORECASTER] DBD: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T09:58:13.725378] [DEBUG] [FORECASTER] DBD: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T09:58:14.008429] [DEBUG] [FORECASTER] DBD: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T09:58:14.292810] [DEBUG] [FORECASTER] DBD: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T09:58:14.590558] [DEBUG] [FORECASTER] DBD: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-25T09:58:14.898432] [DEBUG] [FORECASTER] DBD: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T09:58:15.188385] [DEBUG] [FORECASTER] DBD: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T09:58:15.188600] [INFO ] [CONFIGURE ] DBD: DISCARDED add_exhaustion_signals (score: 50.00%)
[2025-11-25T09:58:15.188681] [INFO ] [CONFIGURE ] JOB ETA: 45.7m | Avg: 2.8s/test | Remaining: 994 tests
[2025-11-25T09:58:15.188733] [INFO ] [CONFIGURE ] DBD: Testing feature 6/29: add_failed_moves
[2025-11-25T09:58:15.188779] [INFO ] [CONFIGURE ] DBD: Testing with features: ['add_cumulative_delta', 'add_failed_moves']
[2025-11-25T09:58:15.419458] [DEBUG] [FORECASTER] DBD: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T09:58:15.675334] [DEBUG] [FORECASTER] DBD: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T09:58:15.909331] [DEBUG] [FORECASTER] DBD: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T09:58:16.145314] [DEBUG] [FORECASTER] DBD: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T09:58:16.380912] [DEBUG] [FORECASTER] DBD: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T09:58:16.617082] [DEBUG] [FORECASTER] DBD: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T09:58:16.856711] [DEBUG] [FORECASTER] DBD: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T09:58:17.089820] [DEBUG] [FORECASTER] DBD: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T09:58:17.320710] [DEBUG] [FORECASTER] DBD: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T09:58:17.566916] [DEBUG] [FORECASTER] DBD: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T09:58:17.567103] [INFO ] [CONFIGURE ] DBD: DISCARDED add_failed_moves (score: 40.00%)
[2025-11-25T09:58:17.567172] [INFO ] [CONFIGURE ] JOB ETA: 45.7m | Avg: 2.8s/test | Remaining: 993 tests
[2025-11-25T09:58:17.567219] [INFO ] [CONFIGURE ] DBD: Testing feature 7/29: add_lag_shelf
[2025-11-25T09:58:17.567262] [INFO ] [CONFIGURE ] DBD: Testing with features: ['add_cumulative_delta', 'add_lag_shelf']
[2025-11-25T09:58:17.795329] [DEBUG] [FORECASTER] DBD: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T09:58:18.022420] [DEBUG] [FORECASTER] DBD: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T09:58:18.256707] [DEBUG] [FORECASTER] DBD: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T09:58:18.488788] [DEBUG] [FORECASTER] DBD: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T09:58:18.724861] [DEBUG] [FORECASTER] DBD: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T09:58:18.957740] [DEBUG] [FORECASTER] DBD: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T09:58:19.178247] [DEBUG] [FORECASTER] DBD: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T09:58:19.457707] [DEBUG] [FORECASTER] DBD: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T09:58:19.756389] [DEBUG] [FORECASTER] DBD: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T09:58:20.069441] [DEBUG] [FORECASTER] DBD: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T09:58:20.069729] [INFO ] [CONFIGURE ] DBD: DISCARDED add_lag_shelf (score: 50.00%)
[2025-11-25T09:58:20.069841] [INFO ] [CONFIGURE ] JOB ETA: 45.6m | Avg: 2.8s/test | Remaining: 992 tests
[2025-11-25T09:58:20.069909] [INFO ] [CONFIGURE ] DBD: Testing feature 8/29: add_macd
[2025-11-25T09:58:20.069988] [INFO ] [CONFIGURE ] DBD: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_macd']
[2025-11-25T09:58:20.472028] [DEBUG] [FORECASTER] DBD: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T09:58:20.806353] [DEBUG] [FORECASTER] DBD: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T09:58:21.157631] [DEBUG] [FORECASTER] DBD: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T09:58:21.504298] [DEBUG] [FORECASTER] DBD: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T09:58:21.856472] [DEBUG] [FORECASTER] DBD: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T09:58:22.165459] [DEBUG] [FORECASTER] DBD: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T09:58:22.483679] [DEBUG] [FORECASTER] DBD: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T09:58:22.835226] [DEBUG] [FORECASTER] DBD: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-25T09:58:23.204948] [DEBUG] [FORECASTER] DBD: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T09:58:23.557274] [DEBUG] [FORECASTER] DBD: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T09:58:23.557495] [INFO ] [CONFIGURE ] DBD: DISCARDED add_macd (score: 50.00%)
[2025-11-25T09:58:23.557554] [INFO ] [CONFIGURE ] JOB ETA: 45.6m | Avg: 2.8s/test | Remaining: 991 tests
[2025-11-25T09:58:23.557603] [INFO ] [CONFIGURE ] DBD: Testing feature 9/29: add_mfi
[2025-11-25T09:58:23.557665] [INFO ] [CONFIGURE ] DBD: Testing with features: ['add_cumulative_delta', 'add_mfi']
[2025-11-25T09:58:23.813417] [DEBUG] [FORECASTER] DBD: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T09:58:24.088125] [DEBUG] [FORECASTER] DBD: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T09:58:24.385400] [DEBUG] [FORECASTER] DBD: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T09:58:24.630044] [DEBUG] [FORECASTER] DBD: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T09:58:24.859943] [DEBUG] [FORECASTER] DBD: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T09:58:25.095046] [DEBUG] [FORECASTER] DBD: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T09:58:25.335747] [DEBUG] [FORECASTER] DBD: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T09:58:25.583786] [DEBUG] [FORECASTER] DBD: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-25T09:58:25.826963] [DEBUG] [FORECASTER] DBD: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T09:58:26.056637] [DEBUG] [FORECASTER] DBD: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T09:58:26.056835] [INFO ] [CONFIGURE ] DBD: DISCARDED add_mfi (score: 40.00%)
[2025-11-25T09:58:26.056891] [INFO ] [CONFIGURE ] JOB ETA: 45.5m | Avg: 2.8s/test | Remaining: 990 tests
[2025-11-25T09:58:26.056939] [INFO ] [CONFIGURE ] DBD: Testing feature 10/29: add_momentum_acceleration
[2025-11-25T09:58:26.056983] [INFO ] [CONFIGURE ] DBD: Testing with features: ['add_cumulative_delta', 'add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-11-25T09:58:26.379485] [DEBUG] [FORECASTER] DBD: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T09:58:26.692812] [DEBUG] [FORECASTER] DBD: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T09:58:27.014335] [DEBUG] [FORECASTER] DBD: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T09:58:27.345178] [DEBUG] [FORECASTER] DBD: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T09:58:27.687023] [DEBUG] [FORECASTER] DBD: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T09:58:28.000565] [DEBUG] [FORECASTER] DBD: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T09:58:28.322765] [DEBUG] [FORECASTER] DBD: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T09:58:28.648451] [DEBUG] [FORECASTER] DBD: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-25T09:58:28.978958] [DEBUG] [FORECASTER] DBD: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T09:58:29.306941] [DEBUG] [FORECASTER] DBD: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T09:58:29.307164] [INFO ] [CONFIGURE ] DBD: DISCARDED add_momentum_acceleration (score: 50.00%)
[2025-11-25T09:58:29.307239] [INFO ] [CONFIGURE ] JOB ETA: 45.5m | Avg: 2.8s/test | Remaining: 989 tests
[2025-11-25T09:58:29.307291] [INFO ] [CONFIGURE ] DBD: Testing feature 11/29: add_obv_daily
[2025-11-25T09:58:29.307338] [INFO ] [CONFIGURE ] DBD: Testing with features: ['add_cumulative_delta', 'add_obv_daily']
[2025-11-25T09:58:29.556219] [DEBUG] [FORECASTER] DBD: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T09:58:29.825062] [DEBUG] [FORECASTER] DBD: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T09:58:30.089314] [DEBUG] [FORECASTER] DBD: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T09:58:30.357529] [DEBUG] [FORECASTER] DBD: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T09:58:30.601041] [DEBUG] [FORECASTER] DBD: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T09:58:30.842092] [DEBUG] [FORECASTER] DBD: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T09:58:31.100441] [DEBUG] [FORECASTER] DBD: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T09:58:31.373389] [DEBUG] [FORECASTER] DBD: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T09:58:31.626634] [DEBUG] [FORECASTER] DBD: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T09:58:31.872603] [DEBUG] [FORECASTER] DBD: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T09:58:31.872831] [INFO ] [CONFIGURE ] DBD: KEPT add_obv_daily (score: 60.00%)
[2025-11-25T09:58:31.872892] [INFO ] [CONFIGURE ] JOB ETA: 45.4m | Avg: 2.8s/test | Remaining: 988 tests
[2025-11-25T09:58:31.872941] [INFO ] [CONFIGURE ] DBD: Testing feature 12/29: add_obv_interval
[2025-11-25T09:58:31.872986] [INFO ] [CONFIGURE ] DBD: Testing with features: ['add_cumulative_delta', 'add_obv_daily', 'add_obv_interval']
[2025-11-25T09:58:32.126686] [DEBUG] [FORECASTER] DBD: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T09:58:32.382138] [DEBUG] [FORECASTER] DBD: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T09:58:32.638822] [DEBUG] [FORECASTER] DBD: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T09:58:32.894142] [DEBUG] [FORECASTER] DBD: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T09:58:33.166318] [DEBUG] [FORECASTER] DBD: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T09:58:33.423586] [DEBUG] [FORECASTER] DBD: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T09:58:33.688203] [DEBUG] [FORECASTER] DBD: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T09:58:33.974856] [DEBUG] [FORECASTER] DBD: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T09:58:34.244455] [DEBUG] [FORECASTER] DBD: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T09:58:34.508068] [DEBUG] [FORECASTER] DBD: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T09:58:34.508275] [INFO ] [CONFIGURE ] DBD: DISCARDED add_obv_interval (score: 60.00%)
[2025-11-25T09:58:34.508344] [INFO ] [CONFIGURE ] JOB ETA: 45.4m | Avg: 2.8s/test | Remaining: 987 tests
[2025-11-25T09:58:34.508394] [INFO ] [CONFIGURE ] DBD: Testing feature 13/29: add_opening_strength
[2025-11-25T09:58:34.508440] [INFO ] [CONFIGURE ] DBD: Testing with features: ['add_cumulative_delta', 'add_obv_daily', 'add_daily_returns', 'add_opening_strength']
[2025-11-25T09:58:34.791555] [DEBUG] [FORECASTER] DBD: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T09:58:35.083414] [DEBUG] [FORECASTER] DBD: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T09:58:35.356830] [DEBUG] [FORECASTER] DBD: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T09:58:35.630786] [DEBUG] [FORECASTER] DBD: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T09:58:35.900538] [DEBUG] [FORECASTER] DBD: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T09:58:36.167558] [DEBUG] [FORECASTER] DBD: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T09:58:36.438272] [DEBUG] [FORECASTER] DBD: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T09:58:36.706025] [DEBUG] [FORECASTER] DBD: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-25T09:58:36.974443] [DEBUG] [FORECASTER] DBD: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T09:58:37.243930] [DEBUG] [FORECASTER] DBD: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T09:58:37.244119] [INFO ] [CONFIGURE ] DBD: DISCARDED add_opening_strength (score: 60.00%)
[2025-11-25T09:58:37.244178] [INFO ] [CONFIGURE ] JOB ETA: 45.3m | Avg: 2.8s/test | Remaining: 986 tests
[2025-11-25T09:58:37.244235] [INFO ] [CONFIGURE ] DBD: Testing feature 14/29: add_order_flow_imbalance
[2025-11-25T09:58:37.244281] [INFO ] [CONFIGURE ] DBD: Testing with features: ['add_cumulative_delta', 'add_obv_daily', 'add_order_flow_imbalance']
[2025-11-25T09:58:37.509129] [DEBUG] [FORECASTER] DBD: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T09:58:37.775315] [DEBUG] [FORECASTER] DBD: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T09:58:38.044086] [DEBUG] [FORECASTER] DBD: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T09:58:38.314757] [DEBUG] [FORECASTER] DBD: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T09:58:38.583005] [DEBUG] [FORECASTER] DBD: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T09:58:38.874350] [DEBUG] [FORECASTER] DBD: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T09:58:39.157628] [DEBUG] [FORECASTER] DBD: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T09:58:39.430919] [DEBUG] [FORECASTER] DBD: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T09:58:39.708442] [DEBUG] [FORECASTER] DBD: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T09:58:40.007038] [DEBUG] [FORECASTER] DBD: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T09:58:40.007256] [INFO ] [CONFIGURE ] DBD: KEPT add_order_flow_imbalance (score: 70.00%)
[2025-11-25T09:58:40.007318] [INFO ] [CONFIGURE ] JOB ETA: 45.3m | Avg: 2.8s/test | Remaining: 985 tests
[2025-11-25T09:58:40.007366] [INFO ] [CONFIGURE ] DBD: Testing feature 15/29: add_pbf_morning_momentum
[2025-11-25T09:58:40.007410] [INFO ] [CONFIGURE ] DBD: Testing with features: ['add_cumulative_delta', 'add_obv_daily', 'add_order_flow_imbalance', 'add_pbf_morning_momentum']
[2025-11-25T09:58:40.302607] [DEBUG] [FORECASTER] DBD: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T09:58:40.602841] [DEBUG] [FORECASTER] DBD: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T09:58:40.912613] [DEBUG] [FORECASTER] DBD: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T09:58:41.232186] [DEBUG] [FORECASTER] DBD: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T09:58:41.520217] [DEBUG] [FORECASTER] DBD: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T09:58:41.842692] [DEBUG] [FORECASTER] DBD: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T09:58:42.146049] [DEBUG] [FORECASTER] DBD: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T09:58:42.465074] [DEBUG] [FORECASTER] DBD: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T09:58:42.773689] [DEBUG] [FORECASTER] DBD: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T09:58:43.074661] [DEBUG] [FORECASTER] DBD: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T09:58:43.074856] [INFO ] [CONFIGURE ] DBD: DISCARDED add_pbf_morning_momentum (score: 70.00%)
[2025-11-25T09:58:43.074915] [INFO ] [CONFIGURE ] JOB ETA: 45.3m | Avg: 2.8s/test | Remaining: 984 tests
[2025-11-25T09:58:43.074963] [INFO ] [CONFIGURE ] DBD: Testing feature 16/29: add_pbf_overnight_gap
[2025-11-25T09:58:43.075006] [INFO ] [CONFIGURE ] DBD: Testing with features: ['add_cumulative_delta', 'add_obv_daily', 'add_order_flow_imbalance', 'add_pbf_overnight_gap']
[2025-11-25T09:58:43.380608] [DEBUG] [FORECASTER] DBD: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0
[2025-11-25T09:58:43.696867] [DEBUG] [FORECASTER] DBD: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T09:58:44.010436] [DEBUG] [FORECASTER] DBD: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T09:58:44.330574] [DEBUG] [FORECASTER] DBD: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T09:58:44.658566] [DEBUG] [FORECASTER] DBD: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T09:58:44.988826] [DEBUG] [FORECASTER] DBD: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T09:58:45.307313] [DEBUG] [FORECASTER] DBD: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T09:58:45.624885] [DEBUG] [FORECASTER] DBD: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T09:58:45.943703] [DEBUG] [FORECASTER] DBD: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T09:58:46.253354] [DEBUG] [FORECASTER] DBD: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T09:58:46.253588] [INFO ] [CONFIGURE ] DBD: DISCARDED add_pbf_overnight_gap (score: 60.00%)
[2025-11-25T09:58:46.253673] [INFO ] [CONFIGURE ] JOB ETA: 45.2m | Avg: 2.8s/test | Remaining: 983 tests
[2025-11-25T09:58:46.253727] [INFO ] [CONFIGURE ] DBD: Testing feature 17/29: add_pbf_return_2d
[2025-11-25T09:58:46.253804] [INFO ] [CONFIGURE ] DBD: Testing with features: ['add_cumulative_delta', 'add_obv_daily', 'add_order_flow_imbalance', 'add_pbf_return_2d']
[2025-11-25T09:58:46.578755] [DEBUG] [FORECASTER] DBD: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T09:58:46.902519] [DEBUG] [FORECASTER] DBD: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T09:58:47.221360] [DEBUG] [FORECASTER] DBD: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T09:58:47.574964] [DEBUG] [FORECASTER] DBD: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T09:58:47.900230] [DEBUG] [FORECASTER] DBD: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T09:58:48.226702] [DEBUG] [FORECASTER] DBD: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T09:58:48.552322] [DEBUG] [FORECASTER] DBD: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T09:58:48.885476] [DEBUG] [FORECASTER] DBD: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-25T09:58:49.223832] [DEBUG] [FORECASTER] DBD: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T09:58:49.553567] [DEBUG] [FORECASTER] DBD: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T09:58:49.553772] [INFO ] [CONFIGURE ] DBD: DISCARDED add_pbf_return_2d (score: 60.00%)
[2025-11-25T09:58:49.553828] [INFO ] [CONFIGURE ] JOB ETA: 45.2m | Avg: 2.8s/test | Remaining: 982 tests
[2025-11-25T09:58:49.553866] [INFO ] [CONFIGURE ] DBD: Testing feature 18/29: add_pbf_volatility_5d
[2025-11-25T09:58:49.553908] [INFO ] [CONFIGURE ] DBD: Testing with features: ['add_cumulative_delta', 'add_obv_daily', 'add_order_flow_imbalance', 'add_pbf_volatility_5d']
[2025-11-25T09:58:49.848820] [DEBUG] [FORECASTER] DBD: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T09:58:50.156104] [DEBUG] [FORECASTER] DBD: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T09:58:50.456013] [DEBUG] [FORECASTER] DBD: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T09:58:50.774329] [DEBUG] [FORECASTER] DBD: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T09:58:51.095168] [DEBUG] [FORECASTER] DBD: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T09:58:51.404835] [DEBUG] [FORECASTER] DBD: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T09:58:51.706556] [DEBUG] [FORECASTER] DBD: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T09:58:52.006536] [DEBUG] [FORECASTER] DBD: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T09:58:52.313533] [DEBUG] [FORECASTER] DBD: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T09:58:52.603239] [DEBUG] [FORECASTER] DBD: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T09:58:52.603424] [INFO ] [CONFIGURE ] DBD: DISCARDED add_pbf_volatility_5d (score: 70.00%)
[2025-11-25T09:58:52.603485] [INFO ] [CONFIGURE ] JOB ETA: 45.1m | Avg: 2.8s/test | Remaining: 981 tests
[2025-11-25T09:58:52.603535] [INFO ] [CONFIGURE ] DBD: Testing feature 19/29: add_pbf_vs_sma_5
[2025-11-25T09:58:52.603581] [INFO ] [CONFIGURE ] DBD: Testing with features: ['add_cumulative_delta', 'add_obv_daily', 'add_order_flow_imbalance', 'add_pbf_vs_sma_5']
[2025-11-25T09:58:52.891143] [DEBUG] [FORECASTER] DBD: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T09:58:53.198677] [DEBUG] [FORECASTER] DBD: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T09:58:53.495780] [DEBUG] [FORECASTER] DBD: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T09:58:53.794286] [DEBUG] [FORECASTER] DBD: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T09:58:54.099103] [DEBUG] [FORECASTER] DBD: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T09:58:54.434332] [DEBUG] [FORECASTER] DBD: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T09:58:54.741975] [DEBUG] [FORECASTER] DBD: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T09:58:55.026280] [DEBUG] [FORECASTER] DBD: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T09:58:55.316379] [DEBUG] [FORECASTER] DBD: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T09:58:55.599604] [DEBUG] [FORECASTER] DBD: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T09:58:55.599779] [INFO ] [CONFIGURE ] DBD: DISCARDED add_pbf_vs_sma_5 (score: 50.00%)
[2025-11-25T09:58:55.599858] [INFO ] [CONFIGURE ] JOB ETA: 45.1m | Avg: 2.8s/test | Remaining: 980 tests
[2025-11-25T09:58:55.599916] [INFO ] [CONFIGURE ] DBD: Testing feature 20/29: add_price_rejection
[2025-11-25T09:58:55.599961] [INFO ] [CONFIGURE ] DBD: Testing with features: ['add_cumulative_delta', 'add_obv_daily', 'add_order_flow_imbalance', 'add_price_rejection']
[2025-11-25T09:58:55.893040] [DEBUG] [FORECASTER] DBD: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T09:58:56.191936] [DEBUG] [FORECASTER] DBD: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T09:58:56.496916] [DEBUG] [FORECASTER] DBD: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T09:58:56.790163] [DEBUG] [FORECASTER] DBD: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T09:58:57.091897] [DEBUG] [FORECASTER] DBD: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T09:58:57.392148] [DEBUG] [FORECASTER] DBD: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T09:58:57.689701] [DEBUG] [FORECASTER] DBD: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T09:58:57.989862] [DEBUG] [FORECASTER] DBD: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T09:58:58.288672] [DEBUG] [FORECASTER] DBD: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T09:58:58.590356] [DEBUG] [FORECASTER] DBD: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T09:58:58.590519] [INFO ] [CONFIGURE ] DBD: DISCARDED add_price_rejection (score: 60.00%)
[2025-11-25T09:58:58.590576] [INFO ] [CONFIGURE ] JOB ETA: 45.0m | Avg: 2.8s/test | Remaining: 979 tests
[2025-11-25T09:58:58.590623] [INFO ] [CONFIGURE ] DBD: Testing feature 21/29: add_range_position
[2025-11-25T09:58:58.590686] [INFO ] [CONFIGURE ] DBD: Testing with features: ['add_cumulative_delta', 'add_obv_daily', 'add_order_flow_imbalance', 'add_range_position']
[2025-11-25T09:58:58.913449] [DEBUG] [FORECASTER] DBD: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T09:58:59.236078] [DEBUG] [FORECASTER] DBD: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T09:58:59.555012] [DEBUG] [FORECASTER] DBD: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T09:58:59.880833] [DEBUG] [FORECASTER] DBD: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T09:59:00.207071] [DEBUG] [FORECASTER] DBD: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T09:59:00.525424] [DEBUG] [FORECASTER] DBD: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T09:59:01.537757] [DEBUG] [FORECASTER] DBD: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T09:59:02.016875] [DEBUG] [FORECASTER] DBD: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T09:59:02.350700] [DEBUG] [FORECASTER] DBD: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T09:59:02.678800] [DEBUG] [FORECASTER] DBD: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T09:59:02.678988] [INFO ] [CONFIGURE ] DBD: DISCARDED add_range_position (score: 70.00%)
[2025-11-25T09:59:02.679046] [INFO ] [CONFIGURE ] JOB ETA: 45.0m | Avg: 2.8s/test | Remaining: 978 tests
[2025-11-25T09:59:02.679095] [INFO ] [CONFIGURE ] DBD: Testing feature 22/29: add_realized_volatility
[2025-11-25T09:59:02.679139] [INFO ] [CONFIGURE ] DBD: Testing with features: ['add_cumulative_delta', 'add_obv_daily', 'add_order_flow_imbalance', 'add_realized_volatility']
[2025-11-25T09:59:03.088091] [DEBUG] [FORECASTER] DBD: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T09:59:03.498303] [DEBUG] [FORECASTER] DBD: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T09:59:03.918241] [DEBUG] [FORECASTER] DBD: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T09:59:04.341003] [DEBUG] [FORECASTER] DBD: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T09:59:04.767091] [DEBUG] [FORECASTER] DBD: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T09:59:05.183080] [DEBUG] [FORECASTER] DBD: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T09:59:05.596095] [DEBUG] [FORECASTER] DBD: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T09:59:06.010188] [DEBUG] [FORECASTER] DBD: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-25T09:59:06.425111] [DEBUG] [FORECASTER] DBD: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T09:59:06.838929] [DEBUG] [FORECASTER] DBD: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T09:59:06.839137] [INFO ] [CONFIGURE ] DBD: DISCARDED add_realized_volatility (score: 60.00%)
[2025-11-25T09:59:06.839194] [INFO ] [CONFIGURE ] JOB ETA: 44.9m | Avg: 2.8s/test | Remaining: 977 tests
[2025-11-25T09:59:06.839242] [INFO ] [CONFIGURE ] DBD: Testing feature 23/29: add_recent_range_context
[2025-11-25T09:59:06.839286] [INFO ] [CONFIGURE ] DBD: Testing with features: ['add_cumulative_delta', 'add_obv_daily', 'add_order_flow_imbalance', 'add_recent_range_context']
[2025-11-25T09:59:07.136414] [DEBUG] [FORECASTER] DBD: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T09:59:07.436235] [DEBUG] [FORECASTER] DBD: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T09:59:07.737763] [DEBUG] [FORECASTER] DBD: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T09:59:08.038738] [DEBUG] [FORECASTER] DBD: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T09:59:08.332541] [DEBUG] [FORECASTER] DBD: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T09:59:08.629622] [DEBUG] [FORECASTER] DBD: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T09:59:08.938371] [DEBUG] [FORECASTER] DBD: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T09:59:09.245969] [DEBUG] [FORECASTER] DBD: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-25T09:59:09.540754] [DEBUG] [FORECASTER] DBD: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T09:59:09.870752] [DEBUG] [FORECASTER] DBD: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T09:59:09.870959] [INFO ] [CONFIGURE ] DBD: DISCARDED add_recent_range_context (score: 60.00%)
[2025-11-25T09:59:09.871023] [INFO ] [CONFIGURE ] JOB ETA: 44.9m | Avg: 2.8s/test | Remaining: 976 tests
[2025-11-25T09:59:09.871081] [INFO ] [CONFIGURE ] DBD: Testing feature 24/29: add_rsi
[2025-11-25T09:59:09.871135] [INFO ] [CONFIGURE ] DBD: Testing with features: ['add_cumulative_delta', 'add_obv_daily', 'add_order_flow_imbalance', 'add_ema', 'add_rsi']
[2025-11-25T09:59:10.222804] [DEBUG] [FORECASTER] DBD: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T09:59:10.578566] [DEBUG] [FORECASTER] DBD: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T09:59:10.976480] [DEBUG] [FORECASTER] DBD: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T09:59:11.327177] [DEBUG] [FORECASTER] DBD: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T09:59:11.681012] [DEBUG] [FORECASTER] DBD: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T09:59:12.045608] [DEBUG] [FORECASTER] DBD: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T09:59:12.404767] [DEBUG] [FORECASTER] DBD: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T09:59:12.785191] [DEBUG] [FORECASTER] DBD: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T09:59:13.165544] [DEBUG] [FORECASTER] DBD: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T09:59:13.504974] [DEBUG] [FORECASTER] DBD: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T09:59:13.505170] [INFO ] [CONFIGURE ] DBD: DISCARDED add_rsi (score: 60.00%)
[2025-11-25T09:59:13.505227] [INFO ] [CONFIGURE ] JOB ETA: 44.9m | Avg: 2.8s/test | Remaining: 975 tests
[2025-11-25T09:59:13.505299] [INFO ] [CONFIGURE ] DBD: Testing feature 25/29: add_tick_distribution
[2025-11-25T09:59:13.505345] [INFO ] [CONFIGURE ] DBD: Testing with features: ['add_cumulative_delta', 'add_obv_daily', 'add_order_flow_imbalance', 'add_tick_distribution']
[2025-11-25T09:59:13.792346] [DEBUG] [FORECASTER] DBD: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T09:59:14.101920] [DEBUG] [FORECASTER] DBD: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T09:59:14.391090] [DEBUG] [FORECASTER] DBD: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T09:59:14.682973] [DEBUG] [FORECASTER] DBD: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T09:59:14.977468] [DEBUG] [FORECASTER] DBD: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T09:59:15.274833] [DEBUG] [FORECASTER] DBD: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T09:59:15.588464] [DEBUG] [FORECASTER] DBD: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T09:59:15.913366] [DEBUG] [FORECASTER] DBD: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T09:59:16.208290] [DEBUG] [FORECASTER] DBD: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T09:59:16.501029] [DEBUG] [FORECASTER] DBD: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T09:59:16.501232] [INFO ] [CONFIGURE ] DBD: DISCARDED add_tick_distribution (score: 70.00%)
[2025-11-25T09:59:16.501291] [INFO ] [CONFIGURE ] JOB ETA: 44.8m | Avg: 2.8s/test | Remaining: 974 tests
[2025-11-25T09:59:16.501340] [INFO ] [CONFIGURE ] DBD: Testing feature 26/29: add_volume_momentum_confirmation
[2025-11-25T09:59:16.501391] [INFO ] [CONFIGURE ] DBD: Testing with features: ['add_cumulative_delta', 'add_obv_daily', 'add_order_flow_imbalance', 'add_volume_momentum_confirmation']
[2025-11-25T09:59:16.791327] [DEBUG] [FORECASTER] DBD: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T09:59:17.081937] [DEBUG] [FORECASTER] DBD: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T09:59:17.380661] [DEBUG] [FORECASTER] DBD: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T09:59:17.674035] [DEBUG] [FORECASTER] DBD: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T09:59:17.977524] [DEBUG] [FORECASTER] DBD: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T09:59:18.269760] [DEBUG] [FORECASTER] DBD: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T09:59:18.559943] [DEBUG] [FORECASTER] DBD: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T09:59:18.854135] [DEBUG] [FORECASTER] DBD: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T09:59:19.149388] [DEBUG] [FORECASTER] DBD: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T09:59:19.456882] [DEBUG] [FORECASTER] DBD: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T09:59:19.457096] [INFO ] [CONFIGURE ] DBD: DISCARDED add_volume_momentum_confirmation (score: 60.00%)
[2025-11-25T09:59:19.457171] [INFO ] [CONFIGURE ] JOB ETA: 44.8m | Avg: 2.8s/test | Remaining: 973 tests
[2025-11-25T09:59:19.457221] [INFO ] [CONFIGURE ] DBD: Testing feature 27/29: add_volume_price_divergence
[2025-11-25T09:59:19.457264] [INFO ] [CONFIGURE ] DBD: Testing with features: ['add_cumulative_delta', 'add_obv_daily', 'add_order_flow_imbalance', 'add_volume_price_divergence']
[2025-11-25T09:59:19.758990] [DEBUG] [FORECASTER] DBD: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T09:59:20.053762] [DEBUG] [FORECASTER] DBD: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T09:59:20.348462] [DEBUG] [FORECASTER] DBD: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T09:59:20.648938] [DEBUG] [FORECASTER] DBD: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T09:59:20.945740] [DEBUG] [FORECASTER] DBD: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T09:59:21.242366] [DEBUG] [FORECASTER] DBD: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T09:59:21.540134] [DEBUG] [FORECASTER] DBD: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T09:59:21.841921] [DEBUG] [FORECASTER] DBD: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T09:59:22.143456] [DEBUG] [FORECASTER] DBD: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T09:59:22.434189] [DEBUG] [FORECASTER] DBD: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T09:59:22.434362] [INFO ] [CONFIGURE ] DBD: DISCARDED add_volume_price_divergence (score: 60.00%)
[2025-11-25T09:59:22.434420] [INFO ] [CONFIGURE ] JOB ETA: 44.7m | Avg: 2.8s/test | Remaining: 972 tests
[2025-11-25T09:59:22.434469] [INFO ] [CONFIGURE ] DBD: Testing feature 28/29: add_volume_profile
[2025-11-25T09:59:22.434514] [INFO ] [CONFIGURE ] DBD: Testing with features: ['add_cumulative_delta', 'add_obv_daily', 'add_order_flow_imbalance', 'add_volume_profile']
[2025-11-25T09:59:22.734611] [DEBUG] [FORECASTER] DBD: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T09:59:23.033987] [DEBUG] [FORECASTER] DBD: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T09:59:23.330537] [DEBUG] [FORECASTER] DBD: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T09:59:23.656442] [DEBUG] [FORECASTER] DBD: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T09:59:23.970795] [DEBUG] [FORECASTER] DBD: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T09:59:24.274177] [DEBUG] [FORECASTER] DBD: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T09:59:24.607945] [DEBUG] [FORECASTER] DBD: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T09:59:24.946251] [DEBUG] [FORECASTER] DBD: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-25T09:59:25.273035] [DEBUG] [FORECASTER] DBD: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T09:59:25.600908] [DEBUG] [FORECASTER] DBD: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T09:59:25.601120] [INFO ] [CONFIGURE ] DBD: DISCARDED add_volume_profile (score: 70.00%)
[2025-11-25T09:59:25.601180] [INFO ] [CONFIGURE ] JOB ETA: 44.7m | Avg: 2.8s/test | Remaining: 971 tests
[2025-11-25T09:59:25.601228] [INFO ] [CONFIGURE ] DBD: Testing feature 29/29: add_vwap
[2025-11-25T09:59:25.601273] [INFO ] [CONFIGURE ] DBD: Testing with features: ['add_cumulative_delta', 'add_obv_daily', 'add_order_flow_imbalance', 'add_vwap']
[2025-11-25T09:59:25.916552] [DEBUG] [FORECASTER] DBD: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T09:59:26.240177] [DEBUG] [FORECASTER] DBD: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T09:59:26.559561] [DEBUG] [FORECASTER] DBD: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T09:59:26.888177] [DEBUG] [FORECASTER] DBD: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T09:59:27.207445] [DEBUG] [FORECASTER] DBD: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T09:59:27.569908] [DEBUG] [FORECASTER] DBD: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T09:59:28.000089] [DEBUG] [FORECASTER] DBD: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T09:59:28.457428] [DEBUG] [FORECASTER] DBD: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T09:59:28.810570] [DEBUG] [FORECASTER] DBD: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T09:59:29.136837] [DEBUG] [FORECASTER] DBD: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T09:59:29.137043] [INFO ] [CONFIGURE ] DBD: KEPT add_vwap (score: 80.00%)
[2025-11-25T09:59:29.137104] [INFO ] [CONFIGURE ] JOB ETA: 44.6m | Avg: 2.8s/test | Remaining: 970 tests
[2025-11-25T09:59:29.137285] [INFO ] [CONFIGURE ] DBD: ===== FEATURE SELECTION COMPLETE =====
[2025-11-25T09:59:29.137336] [INFO ] [CONFIGURE ] DBD: Best accuracy: 80.00%
[2025-11-25T09:59:29.137382] [INFO ] [CONFIGURE ] DBD: Best feature set (4 features): ['add_cumulative_delta', 'add_obv_daily', 'add_order_flow_imbalance', 'add_vwap']
[2025-11-25T09:59:29.137437] [INFO ] [CONFIGURE ] DBD: Improvement over baseline: 40.00%
[2025-11-25T09:59:29.137505] [INFO ] [CONFIGURE ] DBD: Total time: 1.4 minutes
[2025-11-25T09:59:29.137563] [INFO ] [CONFIGURE ] DBD: Average time per feature: 3.0 seconds
[2025-11-25T09:59:29.137610] [INFO ] [CONFIGURE ] DBD: Average speed: 0.34 features/sec
[2025-11-25T09:59:29.138220] [INFO ] [LOCAL     ] Saved configuration for DBD: 4 features, 80.00% accuracy -> ./output/feature-sets/DBD.json
[2025-11-25T09:59:29.138283] [INFO ] [CONFIGURE ] DBD: Configuration saved successfully: 4 features, 80.00% accuracy.
[2025-11-25T09:59:29.138351] [INFO ] [sig       ] [132/164] Successfully configured DBD | 0.01 sym/s | Total: 3.0h | ETA: 43.2m
[2025-11-25T09:59:29.138421] [INFO ] [sig       ] [133/164] Configuring DD...
[2025-11-25T09:59:29.138493] [INFO ] [CONFIGURE ] DD: Configurate test run.
[2025-11-25T09:59:29.138548] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DD' from 'https://tdm.silogroup.org/data/derivative_storage/DD.csv'.
[2025-11-25T09:59:29.152347] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'DD'.
[2025-11-25T09:59:29.152830] [INFO ] [CONFIGURE ] DD: Testing with 29 available features
[2025-11-25T09:59:29.152908] [INFO ] [CONFIGURE ] DD: Establishing baseline with no features...
[2025-11-25T09:59:29.343047] [DEBUG] [FORECASTER] DD: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T09:59:29.539070] [DEBUG] [FORECASTER] DD: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0
[2025-11-25T09:59:29.740911] [DEBUG] [FORECASTER] DD: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T09:59:29.935785] [DEBUG] [FORECASTER] DD: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T09:59:30.131127] [DEBUG] [FORECASTER] DD: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T09:59:30.326003] [DEBUG] [FORECASTER] DD: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T09:59:30.525670] [DEBUG] [FORECASTER] DD: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T09:59:30.719436] [DEBUG] [FORECASTER] DD: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T09:59:30.910833] [DEBUG] [FORECASTER] DD: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T09:59:31.103279] [DEBUG] [FORECASTER] DD: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T09:59:31.103444] [INFO ] [CONFIGURE ] DD: Baseline score (no features): 50.00%
[2025-11-25T09:59:31.103494] [INFO ] [CONFIGURE ] DD: Testing feature 1/29: add_bollinger_bands
[2025-11-25T09:59:31.103532] [INFO ] [CONFIGURE ] DD: Testing with features: ['add_bollinger_bands']
[2025-11-25T09:59:31.336611] [DEBUG] [FORECASTER] DD: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T09:59:31.577669] [DEBUG] [FORECASTER] DD: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0
[2025-11-25T09:59:31.815140] [DEBUG] [FORECASTER] DD: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T09:59:32.052480] [DEBUG] [FORECASTER] DD: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T09:59:32.282484] [DEBUG] [FORECASTER] DD: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T09:59:32.515227] [DEBUG] [FORECASTER] DD: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T09:59:32.748276] [DEBUG] [FORECASTER] DD: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T09:59:32.981134] [DEBUG] [FORECASTER] DD: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T09:59:33.220582] [DEBUG] [FORECASTER] DD: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T09:59:33.454383] [DEBUG] [FORECASTER] DD: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T09:59:33.454585] [INFO ] [CONFIGURE ] DD: DISCARDED add_bollinger_bands (score: 40.00%)
[2025-11-25T09:59:33.454635] [INFO ] [CONFIGURE ] JOB ETA: 44.6m | Avg: 2.8s/test | Remaining: 969 tests
[2025-11-25T09:59:33.454890] [INFO ] [CONFIGURE ] DD: Testing feature 2/29: add_cumulative_delta
[2025-11-25T09:59:33.454945] [INFO ] [CONFIGURE ] DD: Testing with features: ['add_cumulative_delta']
[2025-11-25T09:59:33.686906] [DEBUG] [FORECASTER] DD: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T09:59:33.922005] [DEBUG] [FORECASTER] DD: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0
[2025-11-25T09:59:34.161288] [DEBUG] [FORECASTER] DD: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T09:59:34.392049] [DEBUG] [FORECASTER] DD: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T09:59:34.625396] [DEBUG] [FORECASTER] DD: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T09:59:34.859777] [DEBUG] [FORECASTER] DD: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T09:59:35.113798] [DEBUG] [FORECASTER] DD: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T09:59:35.353297] [DEBUG] [FORECASTER] DD: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-25T09:59:35.592510] [DEBUG] [FORECASTER] DD: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-25T09:59:35.839490] [DEBUG] [FORECASTER] DD: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T09:59:35.839812] [INFO ] [CONFIGURE ] DD: DISCARDED add_cumulative_delta (score: 30.00%)
[2025-11-25T09:59:35.839929] [INFO ] [CONFIGURE ] JOB ETA: 44.5m | Avg: 2.8s/test | Remaining: 968 tests
[2025-11-25T09:59:35.840033] [INFO ] [CONFIGURE ] DD: Testing feature 3/29: add_daily_returns
[2025-11-25T09:59:35.840138] [INFO ] [CONFIGURE ] DD: Testing with features: ['add_daily_returns']
[2025-11-25T09:59:36.052586] [DEBUG] [FORECASTER] DD: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T09:59:36.262474] [DEBUG] [FORECASTER] DD: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0
[2025-11-25T09:59:36.477540] [DEBUG] [FORECASTER] DD: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T09:59:36.687305] [DEBUG] [FORECASTER] DD: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T09:59:36.906314] [DEBUG] [FORECASTER] DD: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T09:59:37.114483] [DEBUG] [FORECASTER] DD: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T09:59:37.321669] [DEBUG] [FORECASTER] DD: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T09:59:37.529954] [DEBUG] [FORECASTER] DD: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-25T09:59:37.738827] [DEBUG] [FORECASTER] DD: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-25T09:59:37.944065] [DEBUG] [FORECASTER] DD: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T09:59:37.944220] [INFO ] [CONFIGURE ] DD: DISCARDED add_daily_returns (score: 40.00%)
[2025-11-25T09:59:37.944269] [INFO ] [CONFIGURE ] JOB ETA: 44.5m | Avg: 2.8s/test | Remaining: 967 tests
[2025-11-25T09:59:37.944308] [INFO ] [CONFIGURE ] DD: Testing feature 4/29: add_ema
[2025-11-25T09:59:37.944344] [INFO ] [CONFIGURE ] DD: Testing with features: ['add_ema']
[2025-11-25T09:59:38.181007] [DEBUG] [FORECASTER] DD: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T09:59:38.422013] [DEBUG] [FORECASTER] DD: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0
[2025-11-25T09:59:38.663506] [DEBUG] [FORECASTER] DD: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T09:59:38.921848] [DEBUG] [FORECASTER] DD: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T09:59:39.169800] [DEBUG] [FORECASTER] DD: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T09:59:39.413244] [DEBUG] [FORECASTER] DD: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T09:59:39.654504] [DEBUG] [FORECASTER] DD: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T09:59:39.904291] [DEBUG] [FORECASTER] DD: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T09:59:40.155589] [DEBUG] [FORECASTER] DD: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T09:59:40.391287] [DEBUG] [FORECASTER] DD: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T09:59:40.391611] [INFO ] [CONFIGURE ] DD: KEPT add_ema (score: 60.00%)
[2025-11-25T09:59:40.391746] [INFO ] [CONFIGURE ] JOB ETA: 44.4m | Avg: 2.8s/test | Remaining: 966 tests
[2025-11-25T09:59:40.391859] [INFO ] [CONFIGURE ] DD: Testing feature 5/29: add_exhaustion_signals
[2025-11-25T09:59:40.391962] [INFO ] [CONFIGURE ] DD: Testing with features: ['add_ema', 'add_vwap', 'add_exhaustion_signals']
[2025-11-25T09:59:40.676799] [DEBUG] [FORECASTER] DD: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T09:59:40.956800] [DEBUG] [FORECASTER] DD: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0
[2025-11-25T09:59:41.239238] [DEBUG] [FORECASTER] DD: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T09:59:41.520289] [DEBUG] [FORECASTER] DD: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T09:59:41.801947] [DEBUG] [FORECASTER] DD: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T09:59:42.082519] [DEBUG] [FORECASTER] DD: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T09:59:42.362268] [DEBUG] [FORECASTER] DD: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T09:59:42.650473] [DEBUG] [FORECASTER] DD: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T09:59:42.935251] [DEBUG] [FORECASTER] DD: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T09:59:43.216520] [DEBUG] [FORECASTER] DD: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T09:59:43.216708] [INFO ] [CONFIGURE ] DD: DISCARDED add_exhaustion_signals (score: 60.00%)
[2025-11-25T09:59:43.216766] [INFO ] [CONFIGURE ] JOB ETA: 44.4m | Avg: 2.8s/test | Remaining: 965 tests
[2025-11-25T09:59:43.216815] [INFO ] [CONFIGURE ] DD: Testing feature 6/29: add_failed_moves
[2025-11-25T09:59:43.216880] [INFO ] [CONFIGURE ] DD: Testing with features: ['add_ema', 'add_failed_moves']
[2025-11-25T09:59:43.455807] [DEBUG] [FORECASTER] DD: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T09:59:43.691344] [DEBUG] [FORECASTER] DD: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0
[2025-11-25T09:59:43.920453] [DEBUG] [FORECASTER] DD: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T09:59:44.165988] [DEBUG] [FORECASTER] DD: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T09:59:44.408416] [DEBUG] [FORECASTER] DD: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T09:59:44.654282] [DEBUG] [FORECASTER] DD: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T09:59:44.912821] [DEBUG] [FORECASTER] DD: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T09:59:45.172069] [DEBUG] [FORECASTER] DD: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T09:59:45.419883] [DEBUG] [FORECASTER] DD: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T09:59:45.667493] [DEBUG] [FORECASTER] DD: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T09:59:45.667709] [INFO ] [CONFIGURE ] DD: KEPT add_failed_moves (score: 80.00%)
[2025-11-25T09:59:45.667785] [INFO ] [CONFIGURE ] JOB ETA: 44.4m | Avg: 2.8s/test | Remaining: 964 tests
[2025-11-25T09:59:45.667837] [INFO ] [CONFIGURE ] DD: Testing feature 7/29: add_lag_shelf
[2025-11-25T09:59:45.667894] [INFO ] [CONFIGURE ] DD: Testing with features: ['add_ema', 'add_failed_moves', 'add_lag_shelf']
[2025-11-25T09:59:45.913826] [DEBUG] [FORECASTER] DD: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T09:59:46.162006] [DEBUG] [FORECASTER] DD: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0
[2025-11-25T09:59:46.406296] [DEBUG] [FORECASTER] DD: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T09:59:46.645453] [DEBUG] [FORECASTER] DD: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T09:59:46.889421] [DEBUG] [FORECASTER] DD: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T09:59:47.136897] [DEBUG] [FORECASTER] DD: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T09:59:47.375566] [DEBUG] [FORECASTER] DD: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T09:59:47.618154] [DEBUG] [FORECASTER] DD: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T09:59:47.863020] [DEBUG] [FORECASTER] DD: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T09:59:48.107528] [DEBUG] [FORECASTER] DD: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T09:59:48.107918] [INFO ] [CONFIGURE ] DD: DISCARDED add_lag_shelf (score: 80.00%)
[2025-11-25T09:59:48.108043] [INFO ] [CONFIGURE ] JOB ETA: 44.3m | Avg: 2.8s/test | Remaining: 963 tests
[2025-11-25T09:59:48.108151] [INFO ] [CONFIGURE ] DD: Testing feature 8/29: add_macd
[2025-11-25T09:59:48.108257] [INFO ] [CONFIGURE ] DD: Testing with features: ['add_ema', 'add_failed_moves', 'add_vwap', 'add_macd']
[2025-11-25T09:59:48.432989] [DEBUG] [FORECASTER] DD: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T09:59:48.754203] [DEBUG] [FORECASTER] DD: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0
[2025-11-25T09:59:49.085319] [DEBUG] [FORECASTER] DD: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T09:59:49.418548] [DEBUG] [FORECASTER] DD: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T09:59:49.752866] [DEBUG] [FORECASTER] DD: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T09:59:50.099151] [DEBUG] [FORECASTER] DD: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T09:59:50.436968] [DEBUG] [FORECASTER] DD: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T09:59:50.786108] [DEBUG] [FORECASTER] DD: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-25T09:59:51.122450] [DEBUG] [FORECASTER] DD: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T09:59:51.457769] [DEBUG] [FORECASTER] DD: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T09:59:51.457964] [INFO ] [CONFIGURE ] DD: DISCARDED add_macd (score: 50.00%)
[2025-11-25T09:59:51.458024] [INFO ] [CONFIGURE ] JOB ETA: 44.3m | Avg: 2.8s/test | Remaining: 962 tests
[2025-11-25T09:59:51.458077] [INFO ] [CONFIGURE ] DD: Testing feature 9/29: add_mfi
[2025-11-25T09:59:51.458122] [INFO ] [CONFIGURE ] DD: Testing with features: ['add_ema', 'add_failed_moves', 'add_mfi']
[2025-11-25T09:59:51.704834] [DEBUG] [FORECASTER] DD: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T09:59:51.955206] [DEBUG] [FORECASTER] DD: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0
[2025-11-25T09:59:52.218997] [DEBUG] [FORECASTER] DD: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T09:59:52.486333] [DEBUG] [FORECASTER] DD: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T09:59:52.758604] [DEBUG] [FORECASTER] DD: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T09:59:53.028447] [DEBUG] [FORECASTER] DD: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T09:59:53.302236] [DEBUG] [FORECASTER] DD: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T09:59:53.587843] [DEBUG] [FORECASTER] DD: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T09:59:53.873778] [DEBUG] [FORECASTER] DD: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T09:59:54.153055] [DEBUG] [FORECASTER] DD: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T09:59:54.153488] [INFO ] [CONFIGURE ] DD: DISCARDED add_mfi (score: 60.00%)
[2025-11-25T09:59:54.153548] [INFO ] [CONFIGURE ] JOB ETA: 44.2m | Avg: 2.8s/test | Remaining: 961 tests
[2025-11-25T09:59:54.153599] [INFO ] [CONFIGURE ] DD: Testing feature 10/29: add_momentum_acceleration
[2025-11-25T09:59:54.153637] [INFO ] [CONFIGURE ] DD: Testing with features: ['add_ema', 'add_failed_moves', 'add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-11-25T09:59:54.515867] [DEBUG] [FORECASTER] DD: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T09:59:54.869413] [DEBUG] [FORECASTER] DD: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T09:59:55.207284] [DEBUG] [FORECASTER] DD: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T09:59:55.547801] [DEBUG] [FORECASTER] DD: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T09:59:55.903449] [DEBUG] [FORECASTER] DD: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T09:59:56.238447] [DEBUG] [FORECASTER] DD: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T09:59:56.589812] [DEBUG] [FORECASTER] DD: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T09:59:56.961900] [DEBUG] [FORECASTER] DD: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T09:59:57.311348] [DEBUG] [FORECASTER] DD: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T09:59:57.661957] [DEBUG] [FORECASTER] DD: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T09:59:57.662146] [INFO ] [CONFIGURE ] DD: DISCARDED add_momentum_acceleration (score: 60.00%)
[2025-11-25T09:59:57.662204] [INFO ] [CONFIGURE ] JOB ETA: 44.2m | Avg: 2.8s/test | Remaining: 960 tests
[2025-11-25T09:59:57.662253] [INFO ] [CONFIGURE ] DD: Testing feature 11/29: add_obv_daily
[2025-11-25T09:59:57.662306] [INFO ] [CONFIGURE ] DD: Testing with features: ['add_ema', 'add_failed_moves', 'add_obv_daily']
[2025-11-25T09:59:57.930875] [DEBUG] [FORECASTER] DD: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T09:59:58.222866] [DEBUG] [FORECASTER] DD: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0
[2025-11-25T09:59:58.494370] [DEBUG] [FORECASTER] DD: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T09:59:58.774309] [DEBUG] [FORECASTER] DD: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T09:59:59.052213] [DEBUG] [FORECASTER] DD: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T09:59:59.352882] [DEBUG] [FORECASTER] DD: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T09:59:59.658672] [DEBUG] [FORECASTER] DD: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T09:59:59.961614] [DEBUG] [FORECASTER] DD: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-25T10:00:00.256234] [DEBUG] [FORECASTER] DD: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T10:00:00.535144] [DEBUG] [FORECASTER] DD: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T10:00:00.535328] [INFO ] [CONFIGURE ] DD: DISCARDED add_obv_daily (score: 60.00%)
[2025-11-25T10:00:00.535387] [INFO ] [CONFIGURE ] JOB ETA: 44.1m | Avg: 2.8s/test | Remaining: 959 tests
[2025-11-25T10:00:00.535434] [INFO ] [CONFIGURE ] DD: Testing feature 12/29: add_obv_interval
[2025-11-25T10:00:00.535479] [INFO ] [CONFIGURE ] DD: Testing with features: ['add_ema', 'add_failed_moves', 'add_obv_interval']
[2025-11-25T10:00:00.810447] [DEBUG] [FORECASTER] DD: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T10:00:01.916885] [DEBUG] [FORECASTER] DD: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0
[2025-11-25T10:00:02.277091] [DEBUG] [FORECASTER] DD: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T10:00:02.587745] [DEBUG] [FORECASTER] DD: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T10:00:02.872198] [DEBUG] [FORECASTER] DD: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T10:00:03.187341] [DEBUG] [FORECASTER] DD: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T10:00:03.499474] [DEBUG] [FORECASTER] DD: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T10:00:03.791621] [DEBUG] [FORECASTER] DD: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T10:00:04.090527] [DEBUG] [FORECASTER] DD: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T10:00:04.402797] [DEBUG] [FORECASTER] DD: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T10:00:04.403056] [INFO ] [CONFIGURE ] DD: DISCARDED add_obv_interval (score: 60.00%)
[2025-11-25T10:00:04.403119] [INFO ] [CONFIGURE ] JOB ETA: 44.1m | Avg: 2.8s/test | Remaining: 958 tests
[2025-11-25T10:00:04.403177] [INFO ] [CONFIGURE ] DD: Testing feature 13/29: add_opening_strength
[2025-11-25T10:00:04.403227] [INFO ] [CONFIGURE ] DD: Testing with features: ['add_ema', 'add_failed_moves', 'add_daily_returns', 'add_opening_strength']
[2025-11-25T10:00:04.728591] [DEBUG] [FORECASTER] DD: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T10:00:05.078550] [DEBUG] [FORECASTER] DD: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T10:00:05.403921] [DEBUG] [FORECASTER] DD: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T10:00:05.738963] [DEBUG] [FORECASTER] DD: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T10:00:06.091362] [DEBUG] [FORECASTER] DD: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T10:00:06.429599] [DEBUG] [FORECASTER] DD: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T10:00:06.765267] [DEBUG] [FORECASTER] DD: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T10:00:07.108361] [DEBUG] [FORECASTER] DD: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-25T10:00:07.459385] [DEBUG] [FORECASTER] DD: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T10:00:07.798237] [DEBUG] [FORECASTER] DD: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T10:00:07.798590] [INFO ] [CONFIGURE ] DD: DISCARDED add_opening_strength (score: 40.00%)
[2025-11-25T10:00:07.798684] [INFO ] [CONFIGURE ] JOB ETA: 44.0m | Avg: 2.8s/test | Remaining: 957 tests
[2025-11-25T10:00:07.798744] [INFO ] [CONFIGURE ] DD: Testing feature 14/29: add_order_flow_imbalance
[2025-11-25T10:00:07.798794] [INFO ] [CONFIGURE ] DD: Testing with features: ['add_ema', 'add_failed_moves', 'add_order_flow_imbalance']
[2025-11-25T10:00:08.097459] [DEBUG] [FORECASTER] DD: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T10:00:08.390908] [DEBUG] [FORECASTER] DD: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0
[2025-11-25T10:00:08.675336] [DEBUG] [FORECASTER] DD: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T10:00:08.989101] [DEBUG] [FORECASTER] DD: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T10:00:09.287065] [DEBUG] [FORECASTER] DD: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T10:00:09.575331] [DEBUG] [FORECASTER] DD: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T10:00:09.869128] [DEBUG] [FORECASTER] DD: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T10:00:10.170497] [DEBUG] [FORECASTER] DD: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T10:00:10.473178] [DEBUG] [FORECASTER] DD: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T10:00:10.769314] [DEBUG] [FORECASTER] DD: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T10:00:10.769601] [INFO ] [CONFIGURE ] DD: DISCARDED add_order_flow_imbalance (score: 60.00%)
[2025-11-25T10:00:10.769722] [INFO ] [CONFIGURE ] JOB ETA: 44.0m | Avg: 2.8s/test | Remaining: 956 tests
[2025-11-25T10:00:10.769780] [INFO ] [CONFIGURE ] DD: Testing feature 15/29: add_pbf_morning_momentum
[2025-11-25T10:00:10.769829] [INFO ] [CONFIGURE ] DD: Testing with features: ['add_ema', 'add_failed_moves', 'add_pbf_morning_momentum']
[2025-11-25T10:00:11.039083] [DEBUG] [FORECASTER] DD: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T10:00:11.319543] [DEBUG] [FORECASTER] DD: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0
[2025-11-25T10:00:11.598287] [DEBUG] [FORECASTER] DD: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T10:00:11.883239] [DEBUG] [FORECASTER] DD: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T10:00:12.178913] [DEBUG] [FORECASTER] DD: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T10:00:12.493803] [DEBUG] [FORECASTER] DD: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T10:00:12.770809] [DEBUG] [FORECASTER] DD: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T10:00:13.044031] [DEBUG] [FORECASTER] DD: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T10:00:13.319924] [DEBUG] [FORECASTER] DD: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T10:00:13.599743] [DEBUG] [FORECASTER] DD: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T10:00:13.600025] [INFO ] [CONFIGURE ] DD: DISCARDED add_pbf_morning_momentum (score: 50.00%)
[2025-11-25T10:00:13.600090] [INFO ] [CONFIGURE ] JOB ETA: 44.0m | Avg: 2.8s/test | Remaining: 955 tests
[2025-11-25T10:00:13.600145] [INFO ] [CONFIGURE ] DD: Testing feature 16/29: add_pbf_overnight_gap
[2025-11-25T10:00:13.600196] [INFO ] [CONFIGURE ] DD: Testing with features: ['add_ema', 'add_failed_moves', 'add_pbf_overnight_gap']
[2025-11-25T10:00:13.860165] [DEBUG] [FORECASTER] DD: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T10:00:14.119916] [DEBUG] [FORECASTER] DD: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0
[2025-11-25T10:00:14.391145] [DEBUG] [FORECASTER] DD: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T10:00:14.658005] [DEBUG] [FORECASTER] DD: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T10:00:14.943472] [DEBUG] [FORECASTER] DD: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T10:00:15.314352] [DEBUG] [FORECASTER] DD: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T10:00:15.708638] [DEBUG] [FORECASTER] DD: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T10:00:16.092626] [DEBUG] [FORECASTER] DD: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-25T10:00:16.386492] [DEBUG] [FORECASTER] DD: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T10:00:16.652304] [DEBUG] [FORECASTER] DD: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T10:00:16.652535] [INFO ] [CONFIGURE ] DD: DISCARDED add_pbf_overnight_gap (score: 30.00%)
[2025-11-25T10:00:16.652595] [INFO ] [CONFIGURE ] JOB ETA: 43.9m | Avg: 2.8s/test | Remaining: 954 tests
[2025-11-25T10:00:16.652677] [INFO ] [CONFIGURE ] DD: Testing feature 17/29: add_pbf_return_2d
[2025-11-25T10:00:16.652734] [INFO ] [CONFIGURE ] DD: Testing with features: ['add_ema', 'add_failed_moves', 'add_pbf_return_2d']
[2025-11-25T10:00:16.929222] [DEBUG] [FORECASTER] DD: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T10:00:17.211543] [DEBUG] [FORECASTER] DD: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0
[2025-11-25T10:00:17.488680] [DEBUG] [FORECASTER] DD: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T10:00:17.768261] [DEBUG] [FORECASTER] DD: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T10:00:18.050507] [DEBUG] [FORECASTER] DD: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T10:00:18.338526] [DEBUG] [FORECASTER] DD: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T10:00:18.621528] [DEBUG] [FORECASTER] DD: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T10:00:18.913988] [DEBUG] [FORECASTER] DD: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T10:00:19.206696] [DEBUG] [FORECASTER] DD: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T10:00:19.498558] [DEBUG] [FORECASTER] DD: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T10:00:19.498824] [INFO ] [CONFIGURE ] DD: DISCARDED add_pbf_return_2d (score: 50.00%)
[2025-11-25T10:00:19.498888] [INFO ] [CONFIGURE ] JOB ETA: 43.9m | Avg: 2.8s/test | Remaining: 953 tests
[2025-11-25T10:00:19.498940] [INFO ] [CONFIGURE ] DD: Testing feature 18/29: add_pbf_volatility_5d
[2025-11-25T10:00:19.498987] [INFO ] [CONFIGURE ] DD: Testing with features: ['add_ema', 'add_failed_moves', 'add_pbf_volatility_5d']
[2025-11-25T10:00:19.763833] [DEBUG] [FORECASTER] DD: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T10:00:20.049240] [DEBUG] [FORECASTER] DD: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0
[2025-11-25T10:00:20.310272] [DEBUG] [FORECASTER] DD: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T10:00:20.569115] [DEBUG] [FORECASTER] DD: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T10:00:20.850181] [DEBUG] [FORECASTER] DD: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T10:00:21.119155] [DEBUG] [FORECASTER] DD: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T10:00:21.383521] [DEBUG] [FORECASTER] DD: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T10:00:21.657701] [DEBUG] [FORECASTER] DD: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T10:00:21.925341] [DEBUG] [FORECASTER] DD: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T10:00:22.189766] [DEBUG] [FORECASTER] DD: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T10:00:22.189997] [INFO ] [CONFIGURE ] DD: DISCARDED add_pbf_volatility_5d (score: 70.00%)
[2025-11-25T10:00:22.190060] [INFO ] [CONFIGURE ] JOB ETA: 43.8m | Avg: 2.8s/test | Remaining: 952 tests
[2025-11-25T10:00:22.190113] [INFO ] [CONFIGURE ] DD: Testing feature 19/29: add_pbf_vs_sma_5
[2025-11-25T10:00:22.190165] [INFO ] [CONFIGURE ] DD: Testing with features: ['add_ema', 'add_failed_moves', 'add_pbf_vs_sma_5']
[2025-11-25T10:00:22.431360] [DEBUG] [FORECASTER] DD: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T10:00:22.681857] [DEBUG] [FORECASTER] DD: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0
[2025-11-25T10:00:22.927453] [DEBUG] [FORECASTER] DD: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T10:00:23.179747] [DEBUG] [FORECASTER] DD: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T10:00:23.429049] [DEBUG] [FORECASTER] DD: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T10:00:23.699219] [DEBUG] [FORECASTER] DD: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T10:00:23.979429] [DEBUG] [FORECASTER] DD: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T10:00:24.250908] [DEBUG] [FORECASTER] DD: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T10:00:24.542856] [DEBUG] [FORECASTER] DD: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T10:00:24.791797] [DEBUG] [FORECASTER] DD: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T10:00:24.792048] [INFO ] [CONFIGURE ] DD: DISCARDED add_pbf_vs_sma_5 (score: 60.00%)
[2025-11-25T10:00:24.792111] [INFO ] [CONFIGURE ] JOB ETA: 43.8m | Avg: 2.8s/test | Remaining: 951 tests
[2025-11-25T10:00:24.792165] [INFO ] [CONFIGURE ] DD: Testing feature 20/29: add_price_rejection
[2025-11-25T10:00:24.792215] [INFO ] [CONFIGURE ] DD: Testing with features: ['add_ema', 'add_failed_moves', 'add_price_rejection']
[2025-11-25T10:00:25.071872] [DEBUG] [FORECASTER] DD: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T10:00:25.350279] [DEBUG] [FORECASTER] DD: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0
[2025-11-25T10:00:25.632119] [DEBUG] [FORECASTER] DD: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T10:00:25.903317] [DEBUG] [FORECASTER] DD: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T10:00:26.177257] [DEBUG] [FORECASTER] DD: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T10:00:26.450531] [DEBUG] [FORECASTER] DD: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T10:00:26.725807] [DEBUG] [FORECASTER] DD: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T10:00:27.002374] [DEBUG] [FORECASTER] DD: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T10:00:27.286000] [DEBUG] [FORECASTER] DD: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T10:00:27.572469] [DEBUG] [FORECASTER] DD: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T10:00:27.572786] [INFO ] [CONFIGURE ] DD: DISCARDED add_price_rejection (score: 60.00%)
[2025-11-25T10:00:27.572853] [INFO ] [CONFIGURE ] JOB ETA: 43.7m | Avg: 2.8s/test | Remaining: 950 tests
[2025-11-25T10:00:27.572909] [INFO ] [CONFIGURE ] DD: Testing feature 21/29: add_range_position
[2025-11-25T10:00:27.572954] [INFO ] [CONFIGURE ] DD: Testing with features: ['add_ema', 'add_failed_moves', 'add_range_position']
[2025-11-25T10:00:27.849269] [DEBUG] [FORECASTER] DD: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T10:00:28.128432] [DEBUG] [FORECASTER] DD: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0
[2025-11-25T10:00:28.409287] [DEBUG] [FORECASTER] DD: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T10:00:28.692130] [DEBUG] [FORECASTER] DD: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T10:00:28.975896] [DEBUG] [FORECASTER] DD: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T10:00:29.255590] [DEBUG] [FORECASTER] DD: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T10:00:29.533808] [DEBUG] [FORECASTER] DD: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T10:00:29.821064] [DEBUG] [FORECASTER] DD: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-25T10:00:30.110400] [DEBUG] [FORECASTER] DD: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T10:00:30.390092] [DEBUG] [FORECASTER] DD: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T10:00:30.390363] [INFO ] [CONFIGURE ] DD: DISCARDED add_range_position (score: 50.00%)
[2025-11-25T10:00:30.390423] [INFO ] [CONFIGURE ] JOB ETA: 43.7m | Avg: 2.8s/test | Remaining: 949 tests
[2025-11-25T10:00:30.390475] [INFO ] [CONFIGURE ] DD: Testing feature 22/29: add_realized_volatility
[2025-11-25T10:00:30.390523] [INFO ] [CONFIGURE ] DD: Testing with features: ['add_ema', 'add_failed_moves', 'add_realized_volatility']
[2025-11-25T10:00:30.794240] [DEBUG] [FORECASTER] DD: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T10:00:31.181335] [DEBUG] [FORECASTER] DD: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0
[2025-11-25T10:00:31.587688] [DEBUG] [FORECASTER] DD: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T10:00:31.962403] [DEBUG] [FORECASTER] DD: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T10:00:32.343683] [DEBUG] [FORECASTER] DD: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T10:00:32.719387] [DEBUG] [FORECASTER] DD: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T10:00:33.107064] [DEBUG] [FORECASTER] DD: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T10:00:33.495696] [DEBUG] [FORECASTER] DD: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T10:00:33.888760] [DEBUG] [FORECASTER] DD: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T10:00:34.282373] [DEBUG] [FORECASTER] DD: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T10:00:34.282675] [INFO ] [CONFIGURE ] DD: DISCARDED add_realized_volatility (score: 70.00%)
[2025-11-25T10:00:34.282744] [INFO ] [CONFIGURE ] JOB ETA: 43.6m | Avg: 2.8s/test | Remaining: 948 tests
[2025-11-25T10:00:34.282799] [INFO ] [CONFIGURE ] DD: Testing feature 23/29: add_recent_range_context
[2025-11-25T10:00:34.282847] [INFO ] [CONFIGURE ] DD: Testing with features: ['add_ema', 'add_failed_moves', 'add_recent_range_context']
[2025-11-25T10:00:34.559624] [DEBUG] [FORECASTER] DD: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T10:00:34.828447] [DEBUG] [FORECASTER] DD: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0
[2025-11-25T10:00:35.102639] [DEBUG] [FORECASTER] DD: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T10:00:35.374775] [DEBUG] [FORECASTER] DD: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T10:00:35.653290] [DEBUG] [FORECASTER] DD: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T10:00:35.923112] [DEBUG] [FORECASTER] DD: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T10:00:36.184820] [DEBUG] [FORECASTER] DD: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T10:00:36.450979] [DEBUG] [FORECASTER] DD: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T10:00:36.719251] [DEBUG] [FORECASTER] DD: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T10:00:36.985890] [DEBUG] [FORECASTER] DD: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T10:00:36.986140] [INFO ] [CONFIGURE ] DD: DISCARDED add_recent_range_context (score: 70.00%)
[2025-11-25T10:00:36.986201] [INFO ] [CONFIGURE ] JOB ETA: 43.6m | Avg: 2.8s/test | Remaining: 947 tests
[2025-11-25T10:00:36.986254] [INFO ] [CONFIGURE ] DD: Testing feature 24/29: add_rsi
[2025-11-25T10:00:36.986296] [INFO ] [CONFIGURE ] DD: Testing with features: ['add_ema', 'add_failed_moves', 'add_rsi']
[2025-11-25T10:00:37.254483] [DEBUG] [FORECASTER] DD: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T10:00:37.523492] [DEBUG] [FORECASTER] DD: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0
[2025-11-25T10:00:37.805897] [DEBUG] [FORECASTER] DD: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T10:00:38.083322] [DEBUG] [FORECASTER] DD: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T10:00:38.358989] [DEBUG] [FORECASTER] DD: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T10:00:38.597542] [DEBUG] [FORECASTER] DD: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T10:00:38.835206] [DEBUG] [FORECASTER] DD: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T10:00:39.072868] [DEBUG] [FORECASTER] DD: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-25T10:00:39.318044] [DEBUG] [FORECASTER] DD: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T10:00:39.574980] [DEBUG] [FORECASTER] DD: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T10:00:39.575160] [INFO ] [CONFIGURE ] DD: DISCARDED add_rsi (score: 50.00%)
[2025-11-25T10:00:39.575223] [INFO ] [CONFIGURE ] JOB ETA: 43.5m | Avg: 2.8s/test | Remaining: 946 tests
[2025-11-25T10:00:39.575271] [INFO ] [CONFIGURE ] DD: Testing feature 25/29: add_tick_distribution
[2025-11-25T10:00:39.575316] [INFO ] [CONFIGURE ] DD: Testing with features: ['add_ema', 'add_failed_moves', 'add_tick_distribution']
[2025-11-25T10:00:39.813286] [DEBUG] [FORECASTER] DD: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T10:00:40.045788] [DEBUG] [FORECASTER] DD: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0
[2025-11-25T10:00:40.270452] [DEBUG] [FORECASTER] DD: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T10:00:40.488666] [DEBUG] [FORECASTER] DD: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T10:00:40.707788] [DEBUG] [FORECASTER] DD: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T10:00:40.926213] [DEBUG] [FORECASTER] DD: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T10:00:41.141498] [DEBUG] [FORECASTER] DD: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T10:00:41.362599] [DEBUG] [FORECASTER] DD: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-25T10:00:41.590672] [DEBUG] [FORECASTER] DD: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T10:00:41.813246] [DEBUG] [FORECASTER] DD: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T10:00:41.813423] [INFO ] [CONFIGURE ] DD: DISCARDED add_tick_distribution (score: 70.00%)
[2025-11-25T10:00:41.813480] [INFO ] [CONFIGURE ] JOB ETA: 43.5m | Avg: 2.8s/test | Remaining: 945 tests
[2025-11-25T10:00:41.813526] [INFO ] [CONFIGURE ] DD: Testing feature 26/29: add_volume_momentum_confirmation
[2025-11-25T10:00:41.813569] [INFO ] [CONFIGURE ] DD: Testing with features: ['add_ema', 'add_failed_moves', 'add_volume_momentum_confirmation']
[2025-11-25T10:00:42.045582] [DEBUG] [FORECASTER] DD: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T10:00:42.277586] [DEBUG] [FORECASTER] DD: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0
[2025-11-25T10:00:42.526117] [DEBUG] [FORECASTER] DD: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T10:00:42.769605] [DEBUG] [FORECASTER] DD: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T10:00:43.013781] [DEBUG] [FORECASTER] DD: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T10:00:43.250983] [DEBUG] [FORECASTER] DD: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T10:00:43.495441] [DEBUG] [FORECASTER] DD: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T10:00:43.734626] [DEBUG] [FORECASTER] DD: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T10:00:43.974957] [DEBUG] [FORECASTER] DD: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T10:00:44.234851] [DEBUG] [FORECASTER] DD: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T10:00:44.235053] [INFO ] [CONFIGURE ] DD: DISCARDED add_volume_momentum_confirmation (score: 80.00%)
[2025-11-25T10:00:44.235116] [INFO ] [CONFIGURE ] JOB ETA: 43.4m | Avg: 2.8s/test | Remaining: 944 tests
[2025-11-25T10:00:44.235175] [INFO ] [CONFIGURE ] DD: Testing feature 27/29: add_volume_price_divergence
[2025-11-25T10:00:44.235231] [INFO ] [CONFIGURE ] DD: Testing with features: ['add_ema', 'add_failed_moves', 'add_volume_price_divergence']
[2025-11-25T10:00:44.521396] [DEBUG] [FORECASTER] DD: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T10:00:44.794039] [DEBUG] [FORECASTER] DD: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0
[2025-11-25T10:00:45.074237] [DEBUG] [FORECASTER] DD: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T10:00:45.348316] [DEBUG] [FORECASTER] DD: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T10:00:45.614226] [DEBUG] [FORECASTER] DD: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T10:00:45.876037] [DEBUG] [FORECASTER] DD: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T10:00:46.132290] [DEBUG] [FORECASTER] DD: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T10:00:46.413843] [DEBUG] [FORECASTER] DD: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-25T10:00:46.676793] [DEBUG] [FORECASTER] DD: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T10:00:46.940815] [DEBUG] [FORECASTER] DD: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T10:00:46.941034] [INFO ] [CONFIGURE ] DD: DISCARDED add_volume_price_divergence (score: 60.00%)
[2025-11-25T10:00:46.941137] [INFO ] [CONFIGURE ] JOB ETA: 43.4m | Avg: 2.8s/test | Remaining: 943 tests
[2025-11-25T10:00:46.941191] [INFO ] [CONFIGURE ] DD: Testing feature 28/29: add_volume_profile
[2025-11-25T10:00:46.941253] [INFO ] [CONFIGURE ] DD: Testing with features: ['add_ema', 'add_failed_moves', 'add_volume_profile']
[2025-11-25T10:00:47.175934] [DEBUG] [FORECASTER] DD: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T10:00:47.424434] [DEBUG] [FORECASTER] DD: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0
[2025-11-25T10:00:47.679574] [DEBUG] [FORECASTER] DD: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T10:00:47.915880] [DEBUG] [FORECASTER] DD: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T10:00:48.144787] [DEBUG] [FORECASTER] DD: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T10:00:48.375358] [DEBUG] [FORECASTER] DD: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T10:00:48.609519] [DEBUG] [FORECASTER] DD: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T10:00:48.841694] [DEBUG] [FORECASTER] DD: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-25T10:00:49.074390] [DEBUG] [FORECASTER] DD: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T10:00:49.306870] [DEBUG] [FORECASTER] DD: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T10:00:49.307052] [INFO ] [CONFIGURE ] DD: DISCARDED add_volume_profile (score: 60.00%)
[2025-11-25T10:00:49.307111] [INFO ] [CONFIGURE ] JOB ETA: 43.4m | Avg: 2.8s/test | Remaining: 942 tests
[2025-11-25T10:00:49.307181] [INFO ] [CONFIGURE ] DD: Testing feature 29/29: add_vwap
[2025-11-25T10:00:49.307228] [INFO ] [CONFIGURE ] DD: Testing with features: ['add_ema', 'add_failed_moves', 'add_vwap']
[2025-11-25T10:00:49.557695] [DEBUG] [FORECASTER] DD: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T10:00:49.793199] [DEBUG] [FORECASTER] DD: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0
[2025-11-25T10:00:50.042278] [DEBUG] [FORECASTER] DD: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T10:00:50.280004] [DEBUG] [FORECASTER] DD: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T10:00:50.532344] [DEBUG] [FORECASTER] DD: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T10:00:50.771525] [DEBUG] [FORECASTER] DD: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T10:00:51.004770] [DEBUG] [FORECASTER] DD: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T10:00:51.255563] [DEBUG] [FORECASTER] DD: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T10:00:51.532289] [DEBUG] [FORECASTER] DD: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T10:00:51.801290] [DEBUG] [FORECASTER] DD: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T10:00:51.801527] [INFO ] [CONFIGURE ] DD: DISCARDED add_vwap (score: 60.00%)
[2025-11-25T10:00:51.801588] [INFO ] [CONFIGURE ] JOB ETA: 43.3m | Avg: 2.8s/test | Remaining: 941 tests
[2025-11-25T10:00:51.801638] [INFO ] [CONFIGURE ] DD: ===== FEATURE SELECTION COMPLETE =====
[2025-11-25T10:00:51.801706] [INFO ] [CONFIGURE ] DD: Best accuracy: 80.00%
[2025-11-25T10:00:51.801751] [INFO ] [CONFIGURE ] DD: Best feature set (2 features): ['add_ema', 'add_failed_moves']
[2025-11-25T10:00:51.801794] [INFO ] [CONFIGURE ] DD: Improvement over baseline: 30.00%
[2025-11-25T10:00:51.801834] [INFO ] [CONFIGURE ] DD: Total time: 1.3 minutes
[2025-11-25T10:00:51.801873] [INFO ] [CONFIGURE ] DD: Average time per feature: 2.8 seconds
[2025-11-25T10:00:51.801914] [INFO ] [CONFIGURE ] DD: Average speed: 0.36 features/sec
[2025-11-25T10:00:51.802351] [INFO ] [LOCAL     ] Saved configuration for DD: 2 features, 80.00% accuracy -> ./output/feature-sets/DD.json
[2025-11-25T10:00:51.802412] [INFO ] [CONFIGURE ] DD: Configuration saved successfully: 2 features, 80.00% accuracy.
[2025-11-25T10:00:51.802471] [INFO ] [sig       ] [133/164] Successfully configured DD | 0.01 sym/s | Total: 3.0h | ETA: 41.9m
[2025-11-25T10:00:51.802519] [INFO ] [sig       ] [134/164] Configuring DDT...
[2025-11-25T10:00:51.802560] [INFO ] [CONFIGURE ] DDT: Configurate test run.
[2025-11-25T10:00:51.802601] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DDT' from 'https://tdm.silogroup.org/data/derivative_storage/DDT.csv'.
[2025-11-25T10:00:51.814377] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'DDT'.
[2025-11-25T10:00:51.814911] [INFO ] [CONFIGURE ] DDT: Testing with 29 available features
[2025-11-25T10:00:51.814974] [INFO ] [CONFIGURE ] DDT: Establishing baseline with no features...
[2025-11-25T10:00:51.989780] [DEBUG] [FORECASTER] DDT: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T10:00:52.168377] [DEBUG] [FORECASTER] DDT: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T10:00:52.347455] [DEBUG] [FORECASTER] DDT: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T10:00:52.526764] [DEBUG] [FORECASTER] DDT: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1
[2025-11-25T10:00:52.708289] [DEBUG] [FORECASTER] DDT: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T10:00:52.894608] [DEBUG] [FORECASTER] DDT: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1
[2025-11-25T10:00:53.072115] [DEBUG] [FORECASTER] DDT: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T10:00:53.246066] [DEBUG] [FORECASTER] DDT: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T10:00:53.419482] [DEBUG] [FORECASTER] DDT: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T10:00:53.597736] [DEBUG] [FORECASTER] DDT: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T10:00:53.597938] [INFO ] [CONFIGURE ] DDT: Baseline score (no features): 40.00%
[2025-11-25T10:00:53.597990] [INFO ] [CONFIGURE ] DDT: Testing feature 1/29: add_bollinger_bands
[2025-11-25T10:00:53.598031] [INFO ] [CONFIGURE ] DDT: Testing with features: ['add_bollinger_bands']
[2025-11-25T10:00:53.797418] [DEBUG] [FORECASTER] DDT: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T10:00:53.994513] [DEBUG] [FORECASTER] DDT: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T10:00:54.192536] [DEBUG] [FORECASTER] DDT: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T10:00:54.391369] [DEBUG] [FORECASTER] DDT: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1
[2025-11-25T10:00:54.592970] [DEBUG] [FORECASTER] DDT: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T10:00:54.801360] [DEBUG] [FORECASTER] DDT: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1
[2025-11-25T10:00:55.018339] [DEBUG] [FORECASTER] DDT: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T10:00:55.233037] [DEBUG] [FORECASTER] DDT: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T10:00:55.452517] [DEBUG] [FORECASTER] DDT: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T10:00:55.658556] [DEBUG] [FORECASTER] DDT: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T10:00:55.658808] [INFO ] [CONFIGURE ] DDT: DISCARDED add_bollinger_bands (score: 30.00%)
[2025-11-25T10:00:55.658865] [INFO ] [CONFIGURE ] JOB ETA: 43.3m | Avg: 2.8s/test | Remaining: 940 tests
[2025-11-25T10:00:55.658939] [INFO ] [CONFIGURE ] DDT: Testing feature 2/29: add_cumulative_delta
[2025-11-25T10:00:55.658993] [INFO ] [CONFIGURE ] DDT: Testing with features: ['add_cumulative_delta']
[2025-11-25T10:00:55.858707] [DEBUG] [FORECASTER] DDT: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T10:00:56.064501] [DEBUG] [FORECASTER] DDT: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T10:00:56.268618] [DEBUG] [FORECASTER] DDT: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T10:00:56.467858] [DEBUG] [FORECASTER] DDT: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1
[2025-11-25T10:00:56.675789] [DEBUG] [FORECASTER] DDT: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T10:00:56.885023] [DEBUG] [FORECASTER] DDT: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1
[2025-11-25T10:00:57.106460] [DEBUG] [FORECASTER] DDT: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T10:00:57.324772] [DEBUG] [FORECASTER] DDT: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-25T10:00:57.537926] [DEBUG] [FORECASTER] DDT: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T10:00:57.757975] [DEBUG] [FORECASTER] DDT: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T10:00:57.758186] [INFO ] [CONFIGURE ] DDT: DISCARDED add_cumulative_delta (score: 30.00%)
[2025-11-25T10:00:57.758239] [INFO ] [CONFIGURE ] JOB ETA: 43.2m | Avg: 2.8s/test | Remaining: 939 tests
[2025-11-25T10:00:57.758282] [INFO ] [CONFIGURE ] DDT: Testing feature 3/29: add_daily_returns
[2025-11-25T10:00:57.758324] [INFO ] [CONFIGURE ] DDT: Testing with features: ['add_daily_returns']
[2025-11-25T10:00:57.942798] [DEBUG] [FORECASTER] DDT: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T10:00:58.129777] [DEBUG] [FORECASTER] DDT: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T10:00:58.313083] [DEBUG] [FORECASTER] DDT: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T10:00:58.502981] [DEBUG] [FORECASTER] DDT: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1
[2025-11-25T10:00:58.696765] [DEBUG] [FORECASTER] DDT: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T10:00:58.881036] [DEBUG] [FORECASTER] DDT: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1
[2025-11-25T10:00:59.057710] [DEBUG] [FORECASTER] DDT: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T10:00:59.228931] [DEBUG] [FORECASTER] DDT: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T10:00:59.404200] [DEBUG] [FORECASTER] DDT: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T10:00:59.586380] [DEBUG] [FORECASTER] DDT: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T10:00:59.586564] [INFO ] [CONFIGURE ] DDT: DISCARDED add_daily_returns (score: 30.00%)
[2025-11-25T10:00:59.586618] [INFO ] [CONFIGURE ] JOB ETA: 43.2m | Avg: 2.8s/test | Remaining: 938 tests
[2025-11-25T10:00:59.586677] [INFO ] [CONFIGURE ] DDT: Testing feature 4/29: add_ema
[2025-11-25T10:00:59.586738] [INFO ] [CONFIGURE ] DDT: Testing with features: ['add_ema']
[2025-11-25T10:00:59.801829] [DEBUG] [FORECASTER] DDT: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T10:01:00.015228] [DEBUG] [FORECASTER] DDT: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T10:01:00.999690] [DEBUG] [FORECASTER] DDT: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T10:01:01.321096] [DEBUG] [FORECASTER] DDT: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1
[2025-11-25T10:01:01.531516] [DEBUG] [FORECASTER] DDT: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T10:01:01.746415] [DEBUG] [FORECASTER] DDT: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1
[2025-11-25T10:01:01.957518] [DEBUG] [FORECASTER] DDT: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T10:01:02.185686] [DEBUG] [FORECASTER] DDT: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T10:01:02.387609] [DEBUG] [FORECASTER] DDT: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T10:01:02.598974] [DEBUG] [FORECASTER] DDT: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T10:01:02.599205] [INFO ] [CONFIGURE ] DDT: DISCARDED add_ema (score: 40.00%)
[2025-11-25T10:01:02.599257] [INFO ] [CONFIGURE ] JOB ETA: 43.1m | Avg: 2.8s/test | Remaining: 937 tests
[2025-11-25T10:01:02.599319] [INFO ] [CONFIGURE ] DDT: Testing feature 5/29: add_exhaustion_signals
[2025-11-25T10:01:02.599358] [INFO ] [CONFIGURE ] DDT: Testing with features: ['add_vwap', 'add_exhaustion_signals']
[2025-11-25T10:01:02.808435] [DEBUG] [FORECASTER] DDT: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T10:01:03.019116] [DEBUG] [FORECASTER] DDT: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T10:01:03.239486] [DEBUG] [FORECASTER] DDT: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T10:01:03.465834] [DEBUG] [FORECASTER] DDT: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-25T10:01:03.676446] [DEBUG] [FORECASTER] DDT: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T10:01:03.937690] [DEBUG] [FORECASTER] DDT: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1
[2025-11-25T10:01:04.158911] [DEBUG] [FORECASTER] DDT: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T10:01:04.364591] [DEBUG] [FORECASTER] DDT: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T10:01:04.569904] [DEBUG] [FORECASTER] DDT: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T10:01:04.795575] [DEBUG] [FORECASTER] DDT: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T10:01:04.795804] [INFO ] [CONFIGURE ] DDT: DISCARDED add_exhaustion_signals (score: 30.00%)
[2025-11-25T10:01:04.795861] [INFO ] [CONFIGURE ] JOB ETA: 43.1m | Avg: 2.8s/test | Remaining: 936 tests
[2025-11-25T10:01:04.795909] [INFO ] [CONFIGURE ] DDT: Testing feature 6/29: add_failed_moves
[2025-11-25T10:01:04.795951] [INFO ] [CONFIGURE ] DDT: Testing with features: ['add_failed_moves']
[2025-11-25T10:01:04.978959] [DEBUG] [FORECASTER] DDT: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T10:01:05.170216] [DEBUG] [FORECASTER] DDT: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T10:01:05.353920] [DEBUG] [FORECASTER] DDT: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T10:01:05.540751] [DEBUG] [FORECASTER] DDT: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1
[2025-11-25T10:01:05.740404] [DEBUG] [FORECASTER] DDT: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T10:01:05.932139] [DEBUG] [FORECASTER] DDT: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1
[2025-11-25T10:01:06.132810] [DEBUG] [FORECASTER] DDT: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T10:01:06.340484] [DEBUG] [FORECASTER] DDT: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T10:01:06.554241] [DEBUG] [FORECASTER] DDT: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T10:01:06.760548] [DEBUG] [FORECASTER] DDT: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T10:01:06.760759] [INFO ] [CONFIGURE ] DDT: DISCARDED add_failed_moves (score: 40.00%)
[2025-11-25T10:01:06.760840] [INFO ] [CONFIGURE ] JOB ETA: 43.0m | Avg: 2.8s/test | Remaining: 935 tests
[2025-11-25T10:01:06.760907] [INFO ] [CONFIGURE ] DDT: Testing feature 7/29: add_lag_shelf
[2025-11-25T10:01:06.760967] [INFO ] [CONFIGURE ] DDT: Testing with features: ['add_lag_shelf']
[2025-11-25T10:01:06.937247] [DEBUG] [FORECASTER] DDT: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T10:01:07.126939] [DEBUG] [FORECASTER] DDT: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T10:01:07.304195] [DEBUG] [FORECASTER] DDT: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T10:01:07.484728] [DEBUG] [FORECASTER] DDT: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1
[2025-11-25T10:01:07.660586] [DEBUG] [FORECASTER] DDT: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T10:01:07.856130] [DEBUG] [FORECASTER] DDT: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1
[2025-11-25T10:01:08.052022] [DEBUG] [FORECASTER] DDT: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T10:01:08.275459] [DEBUG] [FORECASTER] DDT: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T10:01:08.529923] [DEBUG] [FORECASTER] DDT: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T10:01:08.759898] [DEBUG] [FORECASTER] DDT: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T10:01:08.760106] [INFO ] [CONFIGURE ] DDT: DISCARDED add_lag_shelf (score: 40.00%)
[2025-11-25T10:01:08.760158] [INFO ] [CONFIGURE ] JOB ETA: 43.0m | Avg: 2.8s/test | Remaining: 934 tests
[2025-11-25T10:01:08.760199] [INFO ] [CONFIGURE ] DDT: Testing feature 8/29: add_macd
[2025-11-25T10:01:08.760238] [INFO ] [CONFIGURE ] DDT: Testing with features: ['add_vwap', 'add_macd']
[2025-11-25T10:01:09.087520] [DEBUG] [FORECASTER] DDT: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T10:01:09.453874] [DEBUG] [FORECASTER] DDT: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T10:01:09.747665] [DEBUG] [FORECASTER] DDT: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T10:01:10.023010] [DEBUG] [FORECASTER] DDT: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-25T10:01:10.284200] [DEBUG] [FORECASTER] DDT: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T10:01:10.548093] [DEBUG] [FORECASTER] DDT: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1
[2025-11-25T10:01:10.809099] [DEBUG] [FORECASTER] DDT: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T10:01:11.079286] [DEBUG] [FORECASTER] DDT: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T10:01:11.352062] [DEBUG] [FORECASTER] DDT: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T10:01:11.630957] [DEBUG] [FORECASTER] DDT: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T10:01:11.631173] [INFO ] [CONFIGURE ] DDT: KEPT add_macd (score: 50.00%)
[2025-11-25T10:01:11.631234] [INFO ] [CONFIGURE ] JOB ETA: 42.9m | Avg: 2.8s/test | Remaining: 933 tests
[2025-11-25T10:01:11.631280] [INFO ] [CONFIGURE ] DDT: Testing feature 9/29: add_mfi
[2025-11-25T10:01:11.631325] [INFO ] [CONFIGURE ] DDT: Testing with features: ['add_vwap', 'add_macd', 'add_mfi']
[2025-11-25T10:01:11.911145] [DEBUG] [FORECASTER] DDT: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T10:01:12.189082] [DEBUG] [FORECASTER] DDT: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T10:01:12.493339] [DEBUG] [FORECASTER] DDT: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T10:01:12.792119] [DEBUG] [FORECASTER] DDT: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-25T10:01:13.096111] [DEBUG] [FORECASTER] DDT: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T10:01:13.394605] [DEBUG] [FORECASTER] DDT: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1
[2025-11-25T10:01:13.696570] [DEBUG] [FORECASTER] DDT: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T10:01:14.011506] [DEBUG] [FORECASTER] DDT: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T10:01:14.318475] [DEBUG] [FORECASTER] DDT: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T10:01:14.630045] [DEBUG] [FORECASTER] DDT: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T10:01:14.630308] [INFO ] [CONFIGURE ] DDT: DISCARDED add_mfi (score: 50.00%)
[2025-11-25T10:01:14.630374] [INFO ] [CONFIGURE ] JOB ETA: 42.9m | Avg: 2.8s/test | Remaining: 932 tests
[2025-11-25T10:01:14.630428] [INFO ] [CONFIGURE ] DDT: Testing feature 10/29: add_momentum_acceleration
[2025-11-25T10:01:14.630475] [INFO ] [CONFIGURE ] DDT: Testing with features: ['add_vwap', 'add_macd', 'add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-11-25T10:01:14.988545] [DEBUG] [FORECASTER] DDT: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T10:01:15.347361] [DEBUG] [FORECASTER] DDT: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T10:01:15.704046] [DEBUG] [FORECASTER] DDT: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T10:01:16.052135] [DEBUG] [FORECASTER] DDT: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-25T10:01:16.395148] [DEBUG] [FORECASTER] DDT: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T10:01:16.737311] [DEBUG] [FORECASTER] DDT: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1
[2025-11-25T10:01:17.097074] [DEBUG] [FORECASTER] DDT: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T10:01:17.447268] [DEBUG] [FORECASTER] DDT: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T10:01:17.803518] [DEBUG] [FORECASTER] DDT: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T10:01:18.160314] [DEBUG] [FORECASTER] DDT: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T10:01:18.160528] [INFO ] [CONFIGURE ] DDT: DISCARDED add_momentum_acceleration (score: 30.00%)
[2025-11-25T10:01:18.160588] [INFO ] [CONFIGURE ] JOB ETA: 42.8m | Avg: 2.8s/test | Remaining: 931 tests
[2025-11-25T10:01:18.160638] [INFO ] [CONFIGURE ] DDT: Testing feature 11/29: add_obv_daily
[2025-11-25T10:01:18.160708] [INFO ] [CONFIGURE ] DDT: Testing with features: ['add_vwap', 'add_macd', 'add_obv_daily']
[2025-11-25T10:01:18.439584] [DEBUG] [FORECASTER] DDT: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T10:01:18.724505] [DEBUG] [FORECASTER] DDT: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T10:01:19.004295] [DEBUG] [FORECASTER] DDT: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T10:01:19.292921] [DEBUG] [FORECASTER] DDT: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-25T10:01:19.591825] [DEBUG] [FORECASTER] DDT: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T10:01:19.885847] [DEBUG] [FORECASTER] DDT: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1
[2025-11-25T10:01:20.175738] [DEBUG] [FORECASTER] DDT: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T10:01:20.477916] [DEBUG] [FORECASTER] DDT: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T10:01:20.779480] [DEBUG] [FORECASTER] DDT: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T10:01:21.090400] [DEBUG] [FORECASTER] DDT: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T10:01:21.090602] [INFO ] [CONFIGURE ] DDT: DISCARDED add_obv_daily (score: 50.00%)
[2025-11-25T10:01:21.090686] [INFO ] [CONFIGURE ] JOB ETA: 42.8m | Avg: 2.8s/test | Remaining: 930 tests
[2025-11-25T10:01:21.090736] [INFO ] [CONFIGURE ] DDT: Testing feature 12/29: add_obv_interval
[2025-11-25T10:01:21.090781] [INFO ] [CONFIGURE ] DDT: Testing with features: ['add_vwap', 'add_macd', 'add_obv_interval']
[2025-11-25T10:01:21.369894] [DEBUG] [FORECASTER] DDT: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T10:01:21.654184] [DEBUG] [FORECASTER] DDT: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T10:01:21.941178] [DEBUG] [FORECASTER] DDT: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T10:01:22.212917] [DEBUG] [FORECASTER] DDT: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-25T10:01:22.511270] [DEBUG] [FORECASTER] DDT: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T10:01:22.786588] [DEBUG] [FORECASTER] DDT: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1
[2025-11-25T10:01:23.079856] [DEBUG] [FORECASTER] DDT: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T10:01:23.344774] [DEBUG] [FORECASTER] DDT: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T10:01:23.614063] [DEBUG] [FORECASTER] DDT: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T10:01:23.879932] [DEBUG] [FORECASTER] DDT: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T10:01:23.880169] [INFO ] [CONFIGURE ] DDT: DISCARDED add_obv_interval (score: 50.00%)
[2025-11-25T10:01:23.880230] [INFO ] [CONFIGURE ] JOB ETA: 42.7m | Avg: 2.8s/test | Remaining: 929 tests
[2025-11-25T10:01:23.880281] [INFO ] [CONFIGURE ] DDT: Testing feature 13/29: add_opening_strength
[2025-11-25T10:01:23.880328] [INFO ] [CONFIGURE ] DDT: Testing with features: ['add_vwap', 'add_macd', 'add_daily_returns', 'add_opening_strength']
[2025-11-25T10:01:24.171958] [DEBUG] [FORECASTER] DDT: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T10:01:24.460303] [DEBUG] [FORECASTER] DDT: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T10:01:24.751079] [DEBUG] [FORECASTER] DDT: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T10:01:25.046671] [DEBUG] [FORECASTER] DDT: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-25T10:01:25.352130] [DEBUG] [FORECASTER] DDT: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T10:01:25.670255] [DEBUG] [FORECASTER] DDT: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1
[2025-11-25T10:01:25.960450] [DEBUG] [FORECASTER] DDT: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T10:01:26.247509] [DEBUG] [FORECASTER] DDT: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T10:01:26.554303] [DEBUG] [FORECASTER] DDT: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T10:01:26.859039] [DEBUG] [FORECASTER] DDT: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T10:01:26.859240] [INFO ] [CONFIGURE ] DDT: DISCARDED add_opening_strength (score: 50.00%)
[2025-11-25T10:01:26.859301] [INFO ] [CONFIGURE ] JOB ETA: 42.7m | Avg: 2.8s/test | Remaining: 928 tests
[2025-11-25T10:01:26.859349] [INFO ] [CONFIGURE ] DDT: Testing feature 14/29: add_order_flow_imbalance
[2025-11-25T10:01:26.859392] [INFO ] [CONFIGURE ] DDT: Testing with features: ['add_vwap', 'add_macd', 'add_order_flow_imbalance']
[2025-11-25T10:01:27.137285] [DEBUG] [FORECASTER] DDT: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T10:01:27.404635] [DEBUG] [FORECASTER] DDT: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T10:01:27.678969] [DEBUG] [FORECASTER] DDT: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T10:01:27.961101] [DEBUG] [FORECASTER] DDT: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-25T10:01:28.241495] [DEBUG] [FORECASTER] DDT: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T10:01:28.532420] [DEBUG] [FORECASTER] DDT: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1
[2025-11-25T10:01:28.819248] [DEBUG] [FORECASTER] DDT: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T10:01:29.114316] [DEBUG] [FORECASTER] DDT: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T10:01:29.405708] [DEBUG] [FORECASTER] DDT: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T10:01:29.709055] [DEBUG] [FORECASTER] DDT: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T10:01:29.709271] [INFO ] [CONFIGURE ] DDT: DISCARDED add_order_flow_imbalance (score: 50.00%)
[2025-11-25T10:01:29.709336] [INFO ] [CONFIGURE ] JOB ETA: 42.7m | Avg: 2.8s/test | Remaining: 927 tests
[2025-11-25T10:01:29.709386] [INFO ] [CONFIGURE ] DDT: Testing feature 15/29: add_pbf_morning_momentum
[2025-11-25T10:01:29.709430] [INFO ] [CONFIGURE ] DDT: Testing with features: ['add_vwap', 'add_macd', 'add_pbf_morning_momentum']
[2025-11-25T10:01:29.991691] [DEBUG] [FORECASTER] DDT: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T10:01:30.282490] [DEBUG] [FORECASTER] DDT: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T10:01:30.574252] [DEBUG] [FORECASTER] DDT: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T10:01:30.859562] [DEBUG] [FORECASTER] DDT: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-25T10:01:31.140569] [DEBUG] [FORECASTER] DDT: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T10:01:31.434329] [DEBUG] [FORECASTER] DDT: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1
[2025-11-25T10:01:31.725151] [DEBUG] [FORECASTER] DDT: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T10:01:32.007043] [DEBUG] [FORECASTER] DDT: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T10:01:32.285170] [DEBUG] [FORECASTER] DDT: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T10:01:32.574611] [DEBUG] [FORECASTER] DDT: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T10:01:32.574837] [INFO ] [CONFIGURE ] DDT: DISCARDED add_pbf_morning_momentum (score: 50.00%)
[2025-11-25T10:01:32.574899] [INFO ] [CONFIGURE ] JOB ETA: 42.6m | Avg: 2.8s/test | Remaining: 926 tests
[2025-11-25T10:01:32.574948] [INFO ] [CONFIGURE ] DDT: Testing feature 16/29: add_pbf_overnight_gap
[2025-11-25T10:01:32.574991] [INFO ] [CONFIGURE ] DDT: Testing with features: ['add_vwap', 'add_macd', 'add_pbf_overnight_gap']
[2025-11-25T10:01:32.858032] [DEBUG] [FORECASTER] DDT: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T10:01:33.132294] [DEBUG] [FORECASTER] DDT: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T10:01:33.399419] [DEBUG] [FORECASTER] DDT: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T10:01:33.674137] [DEBUG] [FORECASTER] DDT: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1
[2025-11-25T10:01:33.953240] [DEBUG] [FORECASTER] DDT: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T10:01:34.230943] [DEBUG] [FORECASTER] DDT: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1
[2025-11-25T10:01:34.502548] [DEBUG] [FORECASTER] DDT: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T10:01:34.793068] [DEBUG] [FORECASTER] DDT: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T10:01:35.081471] [DEBUG] [FORECASTER] DDT: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T10:01:35.363860] [DEBUG] [FORECASTER] DDT: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T10:01:35.364051] [INFO ] [CONFIGURE ] DDT: DISCARDED add_pbf_overnight_gap (score: 50.00%)
[2025-11-25T10:01:35.364112] [INFO ] [CONFIGURE ] JOB ETA: 42.6m | Avg: 2.8s/test | Remaining: 925 tests
[2025-11-25T10:01:35.364161] [INFO ] [CONFIGURE ] DDT: Testing feature 17/29: add_pbf_return_2d
[2025-11-25T10:01:35.364207] [INFO ] [CONFIGURE ] DDT: Testing with features: ['add_vwap', 'add_macd', 'add_pbf_return_2d']
[2025-11-25T10:01:35.658686] [DEBUG] [FORECASTER] DDT: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T10:01:35.940956] [DEBUG] [FORECASTER] DDT: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T10:01:36.242414] [DEBUG] [FORECASTER] DDT: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T10:01:36.543786] [DEBUG] [FORECASTER] DDT: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-25T10:01:36.842329] [DEBUG] [FORECASTER] DDT: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T10:01:37.122369] [DEBUG] [FORECASTER] DDT: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1
[2025-11-25T10:01:37.409775] [DEBUG] [FORECASTER] DDT: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T10:01:37.698747] [DEBUG] [FORECASTER] DDT: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T10:01:37.983359] [DEBUG] [FORECASTER] DDT: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T10:01:38.266345] [DEBUG] [FORECASTER] DDT: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T10:01:38.266552] [INFO ] [CONFIGURE ] DDT: DISCARDED add_pbf_return_2d (score: 50.00%)
[2025-11-25T10:01:38.266612] [INFO ] [CONFIGURE ] JOB ETA: 42.5m | Avg: 2.8s/test | Remaining: 924 tests
[2025-11-25T10:01:38.266735] [INFO ] [CONFIGURE ] DDT: Testing feature 18/29: add_pbf_volatility_5d
[2025-11-25T10:01:38.266791] [INFO ] [CONFIGURE ] DDT: Testing with features: ['add_vwap', 'add_macd', 'add_pbf_volatility_5d']
[2025-11-25T10:01:38.525546] [DEBUG] [FORECASTER] DDT: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T10:01:38.780065] [DEBUG] [FORECASTER] DDT: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T10:01:39.063859] [DEBUG] [FORECASTER] DDT: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T10:01:39.342682] [DEBUG] [FORECASTER] DDT: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-25T10:01:39.624214] [DEBUG] [FORECASTER] DDT: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T10:01:39.898741] [DEBUG] [FORECASTER] DDT: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1
[2025-11-25T10:01:40.174705] [DEBUG] [FORECASTER] DDT: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T10:01:40.454946] [DEBUG] [FORECASTER] DDT: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T10:01:40.730410] [DEBUG] [FORECASTER] DDT: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T10:01:40.980854] [DEBUG] [FORECASTER] DDT: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T10:01:40.981029] [INFO ] [CONFIGURE ] DDT: DISCARDED add_pbf_volatility_5d (score: 40.00%)
[2025-11-25T10:01:40.981085] [INFO ] [CONFIGURE ] JOB ETA: 42.5m | Avg: 2.8s/test | Remaining: 923 tests
[2025-11-25T10:01:40.981132] [INFO ] [CONFIGURE ] DDT: Testing feature 19/29: add_pbf_vs_sma_5
[2025-11-25T10:01:40.981176] [INFO ] [CONFIGURE ] DDT: Testing with features: ['add_vwap', 'add_macd', 'add_pbf_vs_sma_5']
[2025-11-25T10:01:41.206923] [DEBUG] [FORECASTER] DDT: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T10:01:41.435022] [DEBUG] [FORECASTER] DDT: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T10:01:41.709228] [DEBUG] [FORECASTER] DDT: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T10:01:41.997249] [DEBUG] [FORECASTER] DDT: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-25T10:01:42.241208] [DEBUG] [FORECASTER] DDT: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T10:01:42.501344] [DEBUG] [FORECASTER] DDT: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1
[2025-11-25T10:01:42.775619] [DEBUG] [FORECASTER] DDT: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T10:01:43.038612] [DEBUG] [FORECASTER] DDT: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T10:01:43.302156] [DEBUG] [FORECASTER] DDT: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T10:01:43.566599] [DEBUG] [FORECASTER] DDT: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T10:01:43.566828] [INFO ] [CONFIGURE ] DDT: DISCARDED add_pbf_vs_sma_5 (score: 40.00%)
[2025-11-25T10:01:43.566888] [INFO ] [CONFIGURE ] JOB ETA: 42.4m | Avg: 2.8s/test | Remaining: 922 tests
[2025-11-25T10:01:43.566937] [INFO ] [CONFIGURE ] DDT: Testing feature 20/29: add_price_rejection
[2025-11-25T10:01:43.566983] [INFO ] [CONFIGURE ] DDT: Testing with features: ['add_vwap', 'add_macd', 'add_price_rejection']
[2025-11-25T10:01:43.861749] [DEBUG] [FORECASTER] DDT: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T10:01:44.157197] [DEBUG] [FORECASTER] DDT: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T10:01:44.441770] [DEBUG] [FORECASTER] DDT: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T10:01:44.741173] [DEBUG] [FORECASTER] DDT: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-25T10:01:45.061151] [DEBUG] [FORECASTER] DDT: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T10:01:45.373281] [DEBUG] [FORECASTER] DDT: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1
[2025-11-25T10:01:45.690444] [DEBUG] [FORECASTER] DDT: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T10:01:45.976608] [DEBUG] [FORECASTER] DDT: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T10:01:46.265556] [DEBUG] [FORECASTER] DDT: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T10:01:46.557070] [DEBUG] [FORECASTER] DDT: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T10:01:46.557307] [INFO ] [CONFIGURE ] DDT: DISCARDED add_price_rejection (score: 50.00%)
[2025-11-25T10:01:46.557368] [INFO ] [CONFIGURE ] JOB ETA: 42.4m | Avg: 2.8s/test | Remaining: 921 tests
[2025-11-25T10:01:46.557417] [INFO ] [CONFIGURE ] DDT: Testing feature 21/29: add_range_position
[2025-11-25T10:01:46.557462] [INFO ] [CONFIGURE ] DDT: Testing with features: ['add_vwap', 'add_macd', 'add_range_position']
[2025-11-25T10:01:46.835251] [DEBUG] [FORECASTER] DDT: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T10:01:47.139690] [DEBUG] [FORECASTER] DDT: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T10:01:47.422194] [DEBUG] [FORECASTER] DDT: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T10:01:47.703080] [DEBUG] [FORECASTER] DDT: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-25T10:01:47.987876] [DEBUG] [FORECASTER] DDT: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T10:01:48.273637] [DEBUG] [FORECASTER] DDT: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1
[2025-11-25T10:01:48.560889] [DEBUG] [FORECASTER] DDT: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T10:01:48.845970] [DEBUG] [FORECASTER] DDT: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T10:01:49.127997] [DEBUG] [FORECASTER] DDT: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T10:01:49.415183] [DEBUG] [FORECASTER] DDT: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T10:01:49.415410] [INFO ] [CONFIGURE ] DDT: DISCARDED add_range_position (score: 40.00%)
[2025-11-25T10:01:49.415473] [INFO ] [CONFIGURE ] JOB ETA: 42.3m | Avg: 2.8s/test | Remaining: 920 tests
[2025-11-25T10:01:49.415525] [INFO ] [CONFIGURE ] DDT: Testing feature 22/29: add_realized_volatility
[2025-11-25T10:01:49.415572] [INFO ] [CONFIGURE ] DDT: Testing with features: ['add_vwap', 'add_macd', 'add_realized_volatility']
[2025-11-25T10:01:49.799402] [DEBUG] [FORECASTER] DDT: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T10:01:50.192226] [DEBUG] [FORECASTER] DDT: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T10:01:50.607172] [DEBUG] [FORECASTER] DDT: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T10:01:51.008747] [DEBUG] [FORECASTER] DDT: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-25T10:01:51.423772] [DEBUG] [FORECASTER] DDT: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T10:01:51.821263] [DEBUG] [FORECASTER] DDT: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1
[2025-11-25T10:01:52.243313] [DEBUG] [FORECASTER] DDT: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T10:01:52.652573] [DEBUG] [FORECASTER] DDT: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T10:01:53.069819] [DEBUG] [FORECASTER] DDT: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T10:01:53.477243] [DEBUG] [FORECASTER] DDT: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T10:01:53.477468] [INFO ] [CONFIGURE ] DDT: DISCARDED add_realized_volatility (score: 40.00%)
[2025-11-25T10:01:53.477537] [INFO ] [CONFIGURE ] JOB ETA: 42.3m | Avg: 2.8s/test | Remaining: 919 tests
[2025-11-25T10:01:53.477590] [INFO ] [CONFIGURE ] DDT: Testing feature 23/29: add_recent_range_context
[2025-11-25T10:01:53.477639] [INFO ] [CONFIGURE ] DDT: Testing with features: ['add_vwap', 'add_macd', 'add_recent_range_context']
[2025-11-25T10:01:53.783151] [DEBUG] [FORECASTER] DDT: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T10:01:54.077002] [DEBUG] [FORECASTER] DDT: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T10:01:54.375886] [DEBUG] [FORECASTER] DDT: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T10:01:54.709580] [DEBUG] [FORECASTER] DDT: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-25T10:01:55.025335] [DEBUG] [FORECASTER] DDT: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T10:01:55.342194] [DEBUG] [FORECASTER] DDT: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1
[2025-11-25T10:01:55.696616] [DEBUG] [FORECASTER] DDT: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T10:01:56.105781] [DEBUG] [FORECASTER] DDT: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T10:01:56.476417] [DEBUG] [FORECASTER] DDT: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T10:01:56.814473] [DEBUG] [FORECASTER] DDT: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T10:01:56.814747] [INFO ] [CONFIGURE ] DDT: DISCARDED add_recent_range_context (score: 40.00%)
[2025-11-25T10:01:56.814820] [INFO ] [CONFIGURE ] JOB ETA: 42.2m | Avg: 2.8s/test | Remaining: 918 tests
[2025-11-25T10:01:56.814883] [INFO ] [CONFIGURE ] DDT: Testing feature 24/29: add_rsi
[2025-11-25T10:01:56.814940] [INFO ] [CONFIGURE ] DDT: Testing with features: ['add_vwap', 'add_macd', 'add_ema', 'add_rsi']
[2025-11-25T10:01:57.143946] [DEBUG] [FORECASTER] DDT: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T10:01:57.467844] [DEBUG] [FORECASTER] DDT: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T10:01:57.773582] [DEBUG] [FORECASTER] DDT: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T10:01:58.092793] [DEBUG] [FORECASTER] DDT: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-25T10:01:58.408842] [DEBUG] [FORECASTER] DDT: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T10:01:58.736788] [DEBUG] [FORECASTER] DDT: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1
[2025-11-25T10:01:59.042536] [DEBUG] [FORECASTER] DDT: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T10:01:59.342155] [DEBUG] [FORECASTER] DDT: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T10:01:59.641298] [DEBUG] [FORECASTER] DDT: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T10:01:59.944056] [DEBUG] [FORECASTER] DDT: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T10:01:59.944242] [INFO ] [CONFIGURE ] DDT: DISCARDED add_rsi (score: 50.00%)
[2025-11-25T10:01:59.944299] [INFO ] [CONFIGURE ] JOB ETA: 42.2m | Avg: 2.8s/test | Remaining: 917 tests
[2025-11-25T10:01:59.944347] [INFO ] [CONFIGURE ] DDT: Testing feature 25/29: add_tick_distribution
[2025-11-25T10:01:59.944390] [INFO ] [CONFIGURE ] DDT: Testing with features: ['add_vwap', 'add_macd', 'add_tick_distribution']
[2025-11-25T10:02:00.193941] [DEBUG] [FORECASTER] DDT: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T10:02:01.085141] [DEBUG] [FORECASTER] DDT: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T10:02:01.505480] [DEBUG] [FORECASTER] DDT: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T10:02:01.782288] [DEBUG] [FORECASTER] DDT: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-25T10:02:02.061074] [DEBUG] [FORECASTER] DDT: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T10:02:02.341073] [DEBUG] [FORECASTER] DDT: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1
[2025-11-25T10:02:02.624622] [DEBUG] [FORECASTER] DDT: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T10:02:02.890792] [DEBUG] [FORECASTER] DDT: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T10:02:03.144558] [DEBUG] [FORECASTER] DDT: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T10:02:03.402812] [DEBUG] [FORECASTER] DDT: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T10:02:03.403009] [INFO ] [CONFIGURE ] DDT: DISCARDED add_tick_distribution (score: 50.00%)
[2025-11-25T10:02:03.403069] [INFO ] [CONFIGURE ] JOB ETA: 42.2m | Avg: 2.8s/test | Remaining: 916 tests
[2025-11-25T10:02:03.403119] [INFO ] [CONFIGURE ] DDT: Testing feature 26/29: add_volume_momentum_confirmation
[2025-11-25T10:02:03.403165] [INFO ] [CONFIGURE ] DDT: Testing with features: ['add_vwap', 'add_macd', 'add_volume_momentum_confirmation']
[2025-11-25T10:02:03.699959] [DEBUG] [FORECASTER] DDT: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T10:02:03.976305] [DEBUG] [FORECASTER] DDT: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T10:02:04.251144] [DEBUG] [FORECASTER] DDT: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T10:02:04.521740] [DEBUG] [FORECASTER] DDT: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-25T10:02:04.827298] [DEBUG] [FORECASTER] DDT: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T10:02:05.106006] [DEBUG] [FORECASTER] DDT: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1
[2025-11-25T10:02:05.377662] [DEBUG] [FORECASTER] DDT: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T10:02:05.649593] [DEBUG] [FORECASTER] DDT: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T10:02:05.944692] [DEBUG] [FORECASTER] DDT: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T10:02:06.216272] [DEBUG] [FORECASTER] DDT: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T10:02:06.216463] [INFO ] [CONFIGURE ] DDT: DISCARDED add_volume_momentum_confirmation (score: 50.00%)
[2025-11-25T10:02:06.216530] [INFO ] [CONFIGURE ] JOB ETA: 42.1m | Avg: 2.8s/test | Remaining: 915 tests
[2025-11-25T10:02:06.216582] [INFO ] [CONFIGURE ] DDT: Testing feature 27/29: add_volume_price_divergence
[2025-11-25T10:02:06.216628] [INFO ] [CONFIGURE ] DDT: Testing with features: ['add_vwap', 'add_macd', 'add_volume_price_divergence']
[2025-11-25T10:02:06.333746] [FATAL] [FORECASTER] Failed to test lookback=11: [10:02:06] /workspace/src/data/gradient_index.h:100: Check failed: valid: Input data contains `inf` or a value too large, while `missing` is not set to `inf`
Stack trace:
  [bt] (0) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x2a6e7c) [0x7f7436ca6e7c]
  [bt] (1) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5eba2d) [0x7f7436feba2d]
  [bt] (2) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5e96cb) [0x7f7436fe96cb]
  [bt] (3) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5ea8f9) [0x7f7436fea8f9]
  [bt] (4) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x57b4f1) [0x7f7436f7b4f1]
  [bt] (5) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(XGQuantileDMatrixCreateFromCallback+0x178) [0x7f7436bb9378]
  [bt] (6) /lib64/libffi.so.8(+0x9056) [0x7f745f173056]
  [bt] (7) /lib64/libffi.so.8(+0x474d) [0x7f745f16e74d]
  [bt] (8) /lib64/libffi.so.8(ffi_call+0x12e) [0x7f745f17164e]


[2025-11-25T10:02:06.451483] [FATAL] [FORECASTER] Failed to test lookback=10: [10:02:06] /workspace/src/data/gradient_index.h:100: Check failed: valid: Input data contains `inf` or a value too large, while `missing` is not set to `inf`
Stack trace:
  [bt] (0) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x2a6e7c) [0x7f7436ca6e7c]
  [bt] (1) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5eba2d) [0x7f7436feba2d]
  [bt] (2) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5e96cb) [0x7f7436fe96cb]
  [bt] (3) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5ea8f9) [0x7f7436fea8f9]
  [bt] (4) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x57b4f1) [0x7f7436f7b4f1]
  [bt] (5) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(XGQuantileDMatrixCreateFromCallback+0x178) [0x7f7436bb9378]
  [bt] (6) /lib64/libffi.so.8(+0x9056) [0x7f745f173056]
  [bt] (7) /lib64/libffi.so.8(+0x474d) [0x7f745f16e74d]
  [bt] (8) /lib64/libffi.so.8(ffi_call+0x12e) [0x7f745f17164e]


[2025-11-25T10:02:06.569804] [FATAL] [FORECASTER] Failed to test lookback=9: [10:02:06] /workspace/src/data/gradient_index.h:100: Check failed: valid: Input data contains `inf` or a value too large, while `missing` is not set to `inf`
Stack trace:
  [bt] (0) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x2a6e7c) [0x7f7436ca6e7c]
  [bt] (1) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5eba2d) [0x7f7436feba2d]
  [bt] (2) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5e96cb) [0x7f7436fe96cb]
  [bt] (3) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5ea8f9) [0x7f7436fea8f9]
  [bt] (4) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x57b4f1) [0x7f7436f7b4f1]
  [bt] (5) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(XGQuantileDMatrixCreateFromCallback+0x178) [0x7f7436bb9378]
  [bt] (6) /lib64/libffi.so.8(+0x9056) [0x7f745f173056]
  [bt] (7) /lib64/libffi.so.8(+0x474d) [0x7f745f16e74d]
  [bt] (8) /lib64/libffi.so.8(ffi_call+0x12e) [0x7f745f17164e]


[2025-11-25T10:02:06.687839] [FATAL] [FORECASTER] Failed to test lookback=8: [10:02:06] /workspace/src/data/gradient_index.h:100: Check failed: valid: Input data contains `inf` or a value too large, while `missing` is not set to `inf`
Stack trace:
  [bt] (0) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x2a6e7c) [0x7f7436ca6e7c]
  [bt] (1) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5eba2d) [0x7f7436feba2d]
  [bt] (2) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5e96cb) [0x7f7436fe96cb]
  [bt] (3) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5ea8f9) [0x7f7436fea8f9]
  [bt] (4) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x57b4f1) [0x7f7436f7b4f1]
  [bt] (5) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(XGQuantileDMatrixCreateFromCallback+0x178) [0x7f7436bb9378]
  [bt] (6) /lib64/libffi.so.8(+0x9056) [0x7f745f173056]
  [bt] (7) /lib64/libffi.so.8(+0x474d) [0x7f745f16e74d]
  [bt] (8) /lib64/libffi.so.8(ffi_call+0x12e) [0x7f745f17164e]


[2025-11-25T10:02:06.804467] [FATAL] [FORECASTER] Failed to test lookback=7: [10:02:06] /workspace/src/data/gradient_index.h:100: Check failed: valid: Input data contains `inf` or a value too large, while `missing` is not set to `inf`
Stack trace:
  [bt] (0) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x2a6e7c) [0x7f7436ca6e7c]
  [bt] (1) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5eba2d) [0x7f7436feba2d]
  [bt] (2) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5e96cb) [0x7f7436fe96cb]
  [bt] (3) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5ea8f9) [0x7f7436fea8f9]
  [bt] (4) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x57b4f1) [0x7f7436f7b4f1]
  [bt] (5) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(XGQuantileDMatrixCreateFromCallback+0x178) [0x7f7436bb9378]
  [bt] (6) /lib64/libffi.so.8(+0x9056) [0x7f745f173056]
  [bt] (7) /lib64/libffi.so.8(+0x474d) [0x7f745f16e74d]
  [bt] (8) /lib64/libffi.so.8(ffi_call+0x12e) [0x7f745f17164e]


[2025-11-25T10:02:06.919487] [FATAL] [FORECASTER] Failed to test lookback=6: [10:02:06] /workspace/src/data/gradient_index.h:100: Check failed: valid: Input data contains `inf` or a value too large, while `missing` is not set to `inf`
Stack trace:
  [bt] (0) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x2a6e7c) [0x7f7436ca6e7c]
  [bt] (1) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5eba2d) [0x7f7436feba2d]
  [bt] (2) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5e96cb) [0x7f7436fe96cb]
  [bt] (3) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5ea8f9) [0x7f7436fea8f9]
  [bt] (4) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x57b4f1) [0x7f7436f7b4f1]
  [bt] (5) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(XGQuantileDMatrixCreateFromCallback+0x178) [0x7f7436bb9378]
  [bt] (6) /lib64/libffi.so.8(+0x9056) [0x7f745f173056]
  [bt] (7) /lib64/libffi.so.8(+0x474d) [0x7f745f16e74d]
  [bt] (8) /lib64/libffi.so.8(ffi_call+0x12e) [0x7f745f17164e]


[2025-11-25T10:02:07.037466] [FATAL] [FORECASTER] Failed to test lookback=5: [10:02:07] /workspace/src/data/gradient_index.h:100: Check failed: valid: Input data contains `inf` or a value too large, while `missing` is not set to `inf`
Stack trace:
  [bt] (0) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x2a6e7c) [0x7f7436ca6e7c]
  [bt] (1) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5eba2d) [0x7f7436feba2d]
  [bt] (2) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5e96cb) [0x7f7436fe96cb]
  [bt] (3) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5ea8f9) [0x7f7436fea8f9]
  [bt] (4) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x57b4f1) [0x7f7436f7b4f1]
  [bt] (5) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(XGQuantileDMatrixCreateFromCallback+0x178) [0x7f7436bb9378]
  [bt] (6) /lib64/libffi.so.8(+0x9056) [0x7f745f173056]
  [bt] (7) /lib64/libffi.so.8(+0x474d) [0x7f745f16e74d]
  [bt] (8) /lib64/libffi.so.8(ffi_call+0x12e) [0x7f745f17164e]


[2025-11-25T10:02:07.153629] [FATAL] [FORECASTER] Failed to test lookback=4: [10:02:07] /workspace/src/data/gradient_index.h:100: Check failed: valid: Input data contains `inf` or a value too large, while `missing` is not set to `inf`
Stack trace:
  [bt] (0) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x2a6e7c) [0x7f7436ca6e7c]
  [bt] (1) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5eba2d) [0x7f7436feba2d]
  [bt] (2) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5e96cb) [0x7f7436fe96cb]
  [bt] (3) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5ea8f9) [0x7f7436fea8f9]
  [bt] (4) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x57b4f1) [0x7f7436f7b4f1]
  [bt] (5) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(XGQuantileDMatrixCreateFromCallback+0x178) [0x7f7436bb9378]
  [bt] (6) /lib64/libffi.so.8(+0x9056) [0x7f745f173056]
  [bt] (7) /lib64/libffi.so.8(+0x474d) [0x7f745f16e74d]
  [bt] (8) /lib64/libffi.so.8(ffi_call+0x12e) [0x7f745f17164e]


[2025-11-25T10:02:07.270306] [FATAL] [FORECASTER] Failed to test lookback=3: [10:02:07] /workspace/src/data/gradient_index.h:100: Check failed: valid: Input data contains `inf` or a value too large, while `missing` is not set to `inf`
Stack trace:
  [bt] (0) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x2a6e7c) [0x7f7436ca6e7c]
  [bt] (1) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5eba2d) [0x7f7436feba2d]
  [bt] (2) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5e96cb) [0x7f7436fe96cb]
  [bt] (3) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5ea8f9) [0x7f7436fea8f9]
  [bt] (4) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x57b4f1) [0x7f7436f7b4f1]
  [bt] (5) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(XGQuantileDMatrixCreateFromCallback+0x178) [0x7f7436bb9378]
  [bt] (6) /lib64/libffi.so.8(+0x9056) [0x7f745f173056]
  [bt] (7) /lib64/libffi.so.8(+0x474d) [0x7f745f16e74d]
  [bt] (8) /lib64/libffi.so.8(ffi_call+0x12e) [0x7f745f17164e]


[2025-11-25T10:02:07.391796] [FATAL] [FORECASTER] Failed to test lookback=2: [10:02:07] /workspace/src/data/gradient_index.h:100: Check failed: valid: Input data contains `inf` or a value too large, while `missing` is not set to `inf`
Stack trace:
  [bt] (0) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x2a6e7c) [0x7f7436ca6e7c]
  [bt] (1) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5eba2d) [0x7f7436feba2d]
  [bt] (2) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5e96cb) [0x7f7436fe96cb]
  [bt] (3) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5ea8f9) [0x7f7436fea8f9]
  [bt] (4) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x57b4f1) [0x7f7436f7b4f1]
  [bt] (5) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(XGQuantileDMatrixCreateFromCallback+0x178) [0x7f7436bb9378]
  [bt] (6) /lib64/libffi.so.8(+0x9056) [0x7f745f173056]
  [bt] (7) /lib64/libffi.so.8(+0x474d) [0x7f745f16e74d]
  [bt] (8) /lib64/libffi.so.8(ffi_call+0x12e) [0x7f745f17164e]


[2025-11-25T10:02:07.392081] [INFO ] [CONFIGURE ] DDT: DISCARDED add_volume_price_divergence (score: 0.00%)
[2025-11-25T10:02:07.392139] [INFO ] [CONFIGURE ] JOB ETA: 42.1m | Avg: 2.8s/test | Remaining: 914 tests
[2025-11-25T10:02:07.392186] [INFO ] [CONFIGURE ] DDT: Testing feature 28/29: add_volume_profile
[2025-11-25T10:02:07.392229] [INFO ] [CONFIGURE ] DDT: Testing with features: ['add_vwap', 'add_macd', 'add_volume_profile']
[2025-11-25T10:02:07.653151] [DEBUG] [FORECASTER] DDT: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T10:02:07.914127] [DEBUG] [FORECASTER] DDT: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T10:02:08.173130] [DEBUG] [FORECASTER] DDT: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T10:02:08.444524] [DEBUG] [FORECASTER] DDT: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-25T10:02:08.711066] [DEBUG] [FORECASTER] DDT: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T10:02:08.974055] [DEBUG] [FORECASTER] DDT: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1
[2025-11-25T10:02:09.238867] [DEBUG] [FORECASTER] DDT: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T10:02:09.503824] [DEBUG] [FORECASTER] DDT: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T10:02:09.777051] [DEBUG] [FORECASTER] DDT: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T10:02:10.057961] [DEBUG] [FORECASTER] DDT: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T10:02:10.058186] [INFO ] [CONFIGURE ] DDT: DISCARDED add_volume_profile (score: 40.00%)
[2025-11-25T10:02:10.058257] [INFO ] [CONFIGURE ] JOB ETA: 42.0m | Avg: 2.8s/test | Remaining: 913 tests
[2025-11-25T10:02:10.058320] [INFO ] [CONFIGURE ] DDT: ===== FEATURE SELECTION COMPLETE =====
[2025-11-25T10:02:10.058376] [INFO ] [CONFIGURE ] DDT: Best accuracy: 50.00%
[2025-11-25T10:02:10.058424] [INFO ] [CONFIGURE ] DDT: Best feature set (2 features): ['add_vwap', 'add_macd']
[2025-11-25T10:02:10.058463] [INFO ] [CONFIGURE ] DDT: Improvement over baseline: 10.00%
[2025-11-25T10:02:10.058502] [INFO ] [CONFIGURE ] DDT: Total time: 1.3 minutes
[2025-11-25T10:02:10.058542] [INFO ] [CONFIGURE ] DDT: Average time per feature: 2.7 seconds
[2025-11-25T10:02:10.058585] [INFO ] [CONFIGURE ] DDT: Average speed: 0.38 features/sec
[2025-11-25T10:02:10.058932] [INFO ] [LOCAL     ] Saved configuration for DDT: 2 features, 50.00% accuracy -> ./output/feature-sets/DDT.json
[2025-11-25T10:02:10.058993] [INFO ] [CONFIGURE ] DDT: Configuration saved successfully: 2 features, 50.00% accuracy.
[2025-11-25T10:02:10.059053] [INFO ] [sig       ] [134/164] Successfully configured DDT | 0.01 sym/s | Total: 3.0h | ETA: 40.5m
[2025-11-25T10:02:10.059101] [INFO ] [sig       ] [135/164] Configuring DE...
[2025-11-25T10:02:10.059155] [INFO ] [CONFIGURE ] DE: Configurate test run.
[2025-11-25T10:02:10.059191] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DE' from 'https://tdm.silogroup.org/data/derivative_storage/DE.csv'.
[2025-11-25T10:02:10.071109] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'DE'.
[2025-11-25T10:02:10.071572] [INFO ] [CONFIGURE ] DE: Testing with 29 available features
[2025-11-25T10:02:10.071679] [INFO ] [CONFIGURE ] DE: Establishing baseline with no features...
[2025-11-25T10:02:10.258040] [DEBUG] [FORECASTER] DE: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T10:02:10.438655] [DEBUG] [FORECASTER] DE: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T10:02:10.618380] [DEBUG] [FORECASTER] DE: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T10:02:10.806967] [DEBUG] [FORECASTER] DE: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T10:02:10.995375] [DEBUG] [FORECASTER] DE: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T10:02:11.184241] [DEBUG] [FORECASTER] DE: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T10:02:11.367235] [DEBUG] [FORECASTER] DE: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T10:02:11.550171] [DEBUG] [FORECASTER] DE: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T10:02:11.728108] [DEBUG] [FORECASTER] DE: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T10:02:11.923962] [DEBUG] [FORECASTER] DE: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T10:02:11.924119] [INFO ] [CONFIGURE ] DE: Baseline score (no features): 70.00%
[2025-11-25T10:02:11.924167] [INFO ] [CONFIGURE ] DE: Testing feature 1/29: add_bollinger_bands
[2025-11-25T10:02:11.924206] [INFO ] [CONFIGURE ] DE: Testing with features: ['add_bollinger_bands']
[2025-11-25T10:02:12.135846] [DEBUG] [FORECASTER] DE: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T10:02:12.348732] [DEBUG] [FORECASTER] DE: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T10:02:12.577318] [DEBUG] [FORECASTER] DE: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T10:02:12.788580] [DEBUG] [FORECASTER] DE: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T10:02:12.999351] [DEBUG] [FORECASTER] DE: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T10:02:13.209407] [DEBUG] [FORECASTER] DE: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T10:02:13.419722] [DEBUG] [FORECASTER] DE: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T10:02:13.632826] [DEBUG] [FORECASTER] DE: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T10:02:13.842204] [DEBUG] [FORECASTER] DE: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-25T10:02:14.056131] [DEBUG] [FORECASTER] DE: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T10:02:14.056315] [INFO ] [CONFIGURE ] DE: DISCARDED add_bollinger_bands (score: 60.00%)
[2025-11-25T10:02:14.056365] [INFO ] [CONFIGURE ] JOB ETA: 42.0m | Avg: 2.8s/test | Remaining: 912 tests
[2025-11-25T10:02:14.056403] [INFO ] [CONFIGURE ] DE: Testing feature 2/29: add_cumulative_delta
[2025-11-25T10:02:14.056438] [INFO ] [CONFIGURE ] DE: Testing with features: ['add_cumulative_delta']
[2025-11-25T10:02:14.265439] [DEBUG] [FORECASTER] DE: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T10:02:14.467535] [DEBUG] [FORECASTER] DE: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T10:02:14.667727] [DEBUG] [FORECASTER] DE: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T10:02:14.879021] [DEBUG] [FORECASTER] DE: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T10:02:15.105336] [DEBUG] [FORECASTER] DE: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T10:02:15.336090] [DEBUG] [FORECASTER] DE: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T10:02:15.580544] [DEBUG] [FORECASTER] DE: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T10:02:15.792560] [DEBUG] [FORECASTER] DE: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T10:02:15.997860] [DEBUG] [FORECASTER] DE: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T10:02:16.218873] [DEBUG] [FORECASTER] DE: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T10:02:16.219073] [INFO ] [CONFIGURE ] DE: DISCARDED add_cumulative_delta (score: 70.00%)
[2025-11-25T10:02:16.219121] [INFO ] [CONFIGURE ] JOB ETA: 41.9m | Avg: 2.8s/test | Remaining: 911 tests
[2025-11-25T10:02:16.219160] [INFO ] [CONFIGURE ] DE: Testing feature 3/29: add_daily_returns
[2025-11-25T10:02:16.219196] [INFO ] [CONFIGURE ] DE: Testing with features: ['add_daily_returns']
[2025-11-25T10:02:16.395336] [DEBUG] [FORECASTER] DE: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T10:02:16.571166] [DEBUG] [FORECASTER] DE: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T10:02:16.756023] [DEBUG] [FORECASTER] DE: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T10:02:16.943054] [DEBUG] [FORECASTER] DE: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T10:02:17.136709] [DEBUG] [FORECASTER] DE: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T10:02:17.320423] [DEBUG] [FORECASTER] DE: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T10:02:17.501736] [DEBUG] [FORECASTER] DE: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T10:02:17.681279] [DEBUG] [FORECASTER] DE: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T10:02:17.859280] [DEBUG] [FORECASTER] DE: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T10:02:18.040380] [DEBUG] [FORECASTER] DE: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T10:02:18.040560] [INFO ] [CONFIGURE ] DE: KEPT add_daily_returns (score: 80.00%)
[2025-11-25T10:02:18.040612] [INFO ] [CONFIGURE ] JOB ETA: 41.9m | Avg: 2.8s/test | Remaining: 910 tests
[2025-11-25T10:02:18.040670] [INFO ] [CONFIGURE ] DE: Testing feature 4/29: add_ema
[2025-11-25T10:02:18.040737] [INFO ] [CONFIGURE ] DE: Testing with features: ['add_daily_returns', 'add_ema']
[2025-11-25T10:02:18.262790] [DEBUG] [FORECASTER] DE: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T10:02:18.489173] [DEBUG] [FORECASTER] DE: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T10:02:18.721038] [DEBUG] [FORECASTER] DE: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T10:02:18.951099] [DEBUG] [FORECASTER] DE: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T10:02:19.185731] [DEBUG] [FORECASTER] DE: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T10:02:19.428455] [DEBUG] [FORECASTER] DE: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T10:02:19.675102] [DEBUG] [FORECASTER] DE: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T10:02:19.901693] [DEBUG] [FORECASTER] DE: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T10:02:20.131207] [DEBUG] [FORECASTER] DE: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T10:02:20.370929] [DEBUG] [FORECASTER] DE: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T10:02:20.371116] [INFO ] [CONFIGURE ] DE: DISCARDED add_ema (score: 80.00%)
[2025-11-25T10:02:20.371165] [INFO ] [CONFIGURE ] JOB ETA: 41.8m | Avg: 2.8s/test | Remaining: 909 tests
[2025-11-25T10:02:20.371206] [INFO ] [CONFIGURE ] DE: Testing feature 5/29: add_exhaustion_signals
[2025-11-25T10:02:20.371243] [INFO ] [CONFIGURE ] DE: Testing with features: ['add_daily_returns', 'add_vwap', 'add_exhaustion_signals']
[2025-11-25T10:02:20.605396] [DEBUG] [FORECASTER] DE: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T10:02:20.834387] [DEBUG] [FORECASTER] DE: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T10:02:21.065159] [DEBUG] [FORECASTER] DE: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T10:02:21.298080] [DEBUG] [FORECASTER] DE: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T10:02:21.525792] [DEBUG] [FORECASTER] DE: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T10:02:21.760881] [DEBUG] [FORECASTER] DE: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T10:02:21.992564] [DEBUG] [FORECASTER] DE: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T10:02:22.237268] [DEBUG] [FORECASTER] DE: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T10:02:22.483136] [DEBUG] [FORECASTER] DE: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T10:02:22.722799] [DEBUG] [FORECASTER] DE: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T10:02:22.723009] [INFO ] [CONFIGURE ] DE: DISCARDED add_exhaustion_signals (score: 80.00%)
[2025-11-25T10:02:22.723068] [INFO ] [CONFIGURE ] JOB ETA: 41.8m | Avg: 2.8s/test | Remaining: 908 tests
[2025-11-25T10:02:22.723116] [INFO ] [CONFIGURE ] DE: Testing feature 6/29: add_failed_moves
[2025-11-25T10:02:22.723160] [INFO ] [CONFIGURE ] DE: Testing with features: ['add_daily_returns', 'add_failed_moves']
[2025-11-25T10:02:22.923085] [DEBUG] [FORECASTER] DE: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T10:02:23.117561] [DEBUG] [FORECASTER] DE: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T10:02:23.321788] [DEBUG] [FORECASTER] DE: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T10:02:23.524621] [DEBUG] [FORECASTER] DE: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T10:02:23.717454] [DEBUG] [FORECASTER] DE: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T10:02:23.913849] [DEBUG] [FORECASTER] DE: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T10:02:24.106492] [DEBUG] [FORECASTER] DE: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T10:02:24.297151] [DEBUG] [FORECASTER] DE: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T10:02:24.484302] [DEBUG] [FORECASTER] DE: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T10:02:24.694046] [DEBUG] [FORECASTER] DE: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T10:02:24.694215] [INFO ] [CONFIGURE ] DE: DISCARDED add_failed_moves (score: 80.00%)
[2025-11-25T10:02:24.694263] [INFO ] [CONFIGURE ] JOB ETA: 41.7m | Avg: 2.8s/test | Remaining: 907 tests
[2025-11-25T10:02:24.694301] [INFO ] [CONFIGURE ] DE: Testing feature 7/29: add_lag_shelf
[2025-11-25T10:02:24.694337] [INFO ] [CONFIGURE ] DE: Testing with features: ['add_daily_returns', 'add_lag_shelf']
[2025-11-25T10:02:24.863333] [DEBUG] [FORECASTER] DE: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T10:02:25.043660] [DEBUG] [FORECASTER] DE: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T10:02:25.224221] [DEBUG] [FORECASTER] DE: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T10:02:25.401825] [DEBUG] [FORECASTER] DE: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T10:02:25.574228] [DEBUG] [FORECASTER] DE: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T10:02:25.748106] [DEBUG] [FORECASTER] DE: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T10:02:25.925538] [DEBUG] [FORECASTER] DE: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T10:02:26.108388] [DEBUG] [FORECASTER] DE: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T10:02:26.290289] [DEBUG] [FORECASTER] DE: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T10:02:26.481949] [DEBUG] [FORECASTER] DE: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T10:02:26.482131] [INFO ] [CONFIGURE ] DE: DISCARDED add_lag_shelf (score: 80.00%)
[2025-11-25T10:02:26.482180] [INFO ] [CONFIGURE ] JOB ETA: 41.7m | Avg: 2.8s/test | Remaining: 906 tests
[2025-11-25T10:02:26.482219] [INFO ] [CONFIGURE ] DE: Testing feature 8/29: add_macd
[2025-11-25T10:02:26.482257] [INFO ] [CONFIGURE ] DE: Testing with features: ['add_daily_returns', 'add_vwap', 'add_macd']
[2025-11-25T10:02:26.766809] [DEBUG] [FORECASTER] DE: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T10:02:27.038853] [DEBUG] [FORECASTER] DE: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T10:02:27.314145] [DEBUG] [FORECASTER] DE: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T10:02:27.593074] [DEBUG] [FORECASTER] DE: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T10:02:27.869486] [DEBUG] [FORECASTER] DE: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T10:02:28.155332] [DEBUG] [FORECASTER] DE: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T10:02:28.443613] [DEBUG] [FORECASTER] DE: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T10:02:28.742953] [DEBUG] [FORECASTER] DE: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T10:02:29.035149] [DEBUG] [FORECASTER] DE: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T10:02:29.299318] [DEBUG] [FORECASTER] DE: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T10:02:29.299506] [INFO ] [CONFIGURE ] DE: DISCARDED add_macd (score: 80.00%)
[2025-11-25T10:02:29.299562] [INFO ] [CONFIGURE ] JOB ETA: 41.6m | Avg: 2.8s/test | Remaining: 905 tests
[2025-11-25T10:02:29.299613] [INFO ] [CONFIGURE ] DE: Testing feature 9/29: add_mfi
[2025-11-25T10:02:29.299677] [INFO ] [CONFIGURE ] DE: Testing with features: ['add_daily_returns', 'add_mfi']
[2025-11-25T10:02:29.515251] [DEBUG] [FORECASTER] DE: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T10:02:29.721396] [DEBUG] [FORECASTER] DE: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T10:02:29.925308] [DEBUG] [FORECASTER] DE: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T10:02:30.122713] [DEBUG] [FORECASTER] DE: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T10:02:30.324628] [DEBUG] [FORECASTER] DE: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T10:02:30.513585] [DEBUG] [FORECASTER] DE: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T10:02:30.739287] [DEBUG] [FORECASTER] DE: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T10:02:30.953991] [DEBUG] [FORECASTER] DE: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T10:02:31.147996] [DEBUG] [FORECASTER] DE: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T10:02:31.386265] [DEBUG] [FORECASTER] DE: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T10:02:31.386526] [INFO ] [CONFIGURE ] DE: DISCARDED add_mfi (score: 80.00%)
[2025-11-25T10:02:31.386588] [INFO ] [CONFIGURE ] JOB ETA: 41.6m | Avg: 2.8s/test | Remaining: 904 tests
[2025-11-25T10:02:31.386638] [INFO ] [CONFIGURE ] DE: Testing feature 10/29: add_momentum_acceleration
[2025-11-25T10:02:31.386706] [INFO ] [CONFIGURE ] DE: Testing with features: ['add_daily_returns', 'add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-11-25T10:02:31.678778] [DEBUG] [FORECASTER] DE: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T10:02:31.967303] [DEBUG] [FORECASTER] DE: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T10:02:32.245354] [DEBUG] [FORECASTER] DE: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T10:02:32.525474] [DEBUG] [FORECASTER] DE: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T10:02:32.811453] [DEBUG] [FORECASTER] DE: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T10:02:33.091690] [DEBUG] [FORECASTER] DE: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T10:02:33.391592] [DEBUG] [FORECASTER] DE: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T10:02:33.661740] [DEBUG] [FORECASTER] DE: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T10:02:33.931095] [DEBUG] [FORECASTER] DE: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T10:02:34.206965] [DEBUG] [FORECASTER] DE: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T10:02:34.207196] [INFO ] [CONFIGURE ] DE: DISCARDED add_momentum_acceleration (score: 70.00%)
[2025-11-25T10:02:34.207255] [INFO ] [CONFIGURE ] JOB ETA: 41.5m | Avg: 2.8s/test | Remaining: 903 tests
[2025-11-25T10:02:34.207302] [INFO ] [CONFIGURE ] DE: Testing feature 11/29: add_obv_daily
[2025-11-25T10:02:34.207349] [INFO ] [CONFIGURE ] DE: Testing with features: ['add_daily_returns', 'add_obv_daily']
[2025-11-25T10:02:34.399639] [DEBUG] [FORECASTER] DE: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T10:02:34.595247] [DEBUG] [FORECASTER] DE: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T10:02:34.792154] [DEBUG] [FORECASTER] DE: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T10:02:35.005771] [DEBUG] [FORECASTER] DE: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T10:02:35.213250] [DEBUG] [FORECASTER] DE: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T10:02:35.420825] [DEBUG] [FORECASTER] DE: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T10:02:35.625987] [DEBUG] [FORECASTER] DE: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T10:02:35.827314] [DEBUG] [FORECASTER] DE: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T10:02:36.030068] [DEBUG] [FORECASTER] DE: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T10:02:36.237280] [DEBUG] [FORECASTER] DE: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T10:02:36.237462] [INFO ] [CONFIGURE ] DE: DISCARDED add_obv_daily (score: 70.00%)
[2025-11-25T10:02:36.237512] [INFO ] [CONFIGURE ] JOB ETA: 41.5m | Avg: 2.8s/test | Remaining: 902 tests
[2025-11-25T10:02:36.237551] [INFO ] [CONFIGURE ] DE: Testing feature 12/29: add_obv_interval
[2025-11-25T10:02:36.237587] [INFO ] [CONFIGURE ] DE: Testing with features: ['add_daily_returns', 'add_obv_interval']
[2025-11-25T10:02:36.448240] [DEBUG] [FORECASTER] DE: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T10:02:36.640637] [DEBUG] [FORECASTER] DE: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T10:02:36.837941] [DEBUG] [FORECASTER] DE: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T10:02:37.032188] [DEBUG] [FORECASTER] DE: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T10:02:37.226577] [DEBUG] [FORECASTER] DE: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T10:02:37.419787] [DEBUG] [FORECASTER] DE: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T10:02:37.613622] [DEBUG] [FORECASTER] DE: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T10:02:37.805479] [DEBUG] [FORECASTER] DE: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T10:02:38.008532] [DEBUG] [FORECASTER] DE: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T10:02:38.221101] [DEBUG] [FORECASTER] DE: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T10:02:38.221288] [INFO ] [CONFIGURE ] DE: DISCARDED add_obv_interval (score: 70.00%)
[2025-11-25T10:02:38.221338] [INFO ] [CONFIGURE ] JOB ETA: 41.4m | Avg: 2.8s/test | Remaining: 901 tests
[2025-11-25T10:02:38.221378] [INFO ] [CONFIGURE ] DE: Testing feature 13/29: add_opening_strength
[2025-11-25T10:02:38.221414] [INFO ] [CONFIGURE ] DE: Testing with features: ['add_daily_returns', 'add_opening_strength']
[2025-11-25T10:02:38.441935] [DEBUG] [FORECASTER] DE: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T10:02:38.654424] [DEBUG] [FORECASTER] DE: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T10:02:38.888945] [DEBUG] [FORECASTER] DE: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T10:02:39.110846] [DEBUG] [FORECASTER] DE: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T10:02:39.326165] [DEBUG] [FORECASTER] DE: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T10:02:39.543691] [DEBUG] [FORECASTER] DE: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T10:02:39.761614] [DEBUG] [FORECASTER] DE: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T10:02:39.981871] [DEBUG] [FORECASTER] DE: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T10:02:40.212142] [DEBUG] [FORECASTER] DE: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-25T10:02:40.449352] [DEBUG] [FORECASTER] DE: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T10:02:40.449523] [INFO ] [CONFIGURE ] DE: DISCARDED add_opening_strength (score: 60.00%)
[2025-11-25T10:02:40.449575] [INFO ] [CONFIGURE ] JOB ETA: 41.4m | Avg: 2.8s/test | Remaining: 900 tests
[2025-11-25T10:02:40.449616] [INFO ] [CONFIGURE ] DE: Testing feature 14/29: add_order_flow_imbalance
[2025-11-25T10:02:40.449675] [INFO ] [CONFIGURE ] DE: Testing with features: ['add_daily_returns', 'add_order_flow_imbalance']
[2025-11-25T10:02:40.692089] [DEBUG] [FORECASTER] DE: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T10:02:40.925240] [DEBUG] [FORECASTER] DE: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T10:02:41.160498] [DEBUG] [FORECASTER] DE: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T10:02:41.400354] [DEBUG] [FORECASTER] DE: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T10:02:41.653833] [DEBUG] [FORECASTER] DE: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T10:02:41.897779] [DEBUG] [FORECASTER] DE: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T10:02:42.132829] [DEBUG] [FORECASTER] DE: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T10:02:42.352038] [DEBUG] [FORECASTER] DE: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T10:02:42.594488] [DEBUG] [FORECASTER] DE: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T10:02:42.835600] [DEBUG] [FORECASTER] DE: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T10:02:42.835807] [INFO ] [CONFIGURE ] DE: DISCARDED add_order_flow_imbalance (score: 80.00%)
[2025-11-25T10:02:42.835866] [INFO ] [CONFIGURE ] JOB ETA: 41.3m | Avg: 2.8s/test | Remaining: 899 tests
[2025-11-25T10:02:42.835915] [INFO ] [CONFIGURE ] DE: Testing feature 15/29: add_pbf_morning_momentum
[2025-11-25T10:02:42.835956] [INFO ] [CONFIGURE ] DE: Testing with features: ['add_daily_returns', 'add_pbf_morning_momentum']
[2025-11-25T10:02:43.061579] [DEBUG] [FORECASTER] DE: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T10:02:43.262127] [DEBUG] [FORECASTER] DE: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T10:02:43.467146] [DEBUG] [FORECASTER] DE: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T10:02:43.671598] [DEBUG] [FORECASTER] DE: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T10:02:43.874777] [DEBUG] [FORECASTER] DE: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T10:02:44.059220] [DEBUG] [FORECASTER] DE: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T10:02:44.246818] [DEBUG] [FORECASTER] DE: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T10:02:44.430303] [DEBUG] [FORECASTER] DE: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T10:02:44.619027] [DEBUG] [FORECASTER] DE: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T10:02:44.809888] [DEBUG] [FORECASTER] DE: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T10:02:44.810071] [INFO ] [CONFIGURE ] DE: DISCARDED add_pbf_morning_momentum (score: 70.00%)
[2025-11-25T10:02:44.810125] [INFO ] [CONFIGURE ] JOB ETA: 41.3m | Avg: 2.8s/test | Remaining: 898 tests
[2025-11-25T10:02:44.810220] [INFO ] [CONFIGURE ] DE: Testing feature 16/29: add_pbf_overnight_gap
[2025-11-25T10:02:44.810450] [INFO ] [CONFIGURE ] DE: Testing with features: ['add_daily_returns', 'add_pbf_overnight_gap']
[2025-11-25T10:02:45.016455] [DEBUG] [FORECASTER] DE: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T10:02:45.244885] [DEBUG] [FORECASTER] DE: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T10:02:45.451768] [DEBUG] [FORECASTER] DE: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T10:02:45.673701] [DEBUG] [FORECASTER] DE: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T10:02:45.892398] [DEBUG] [FORECASTER] DE: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T10:02:46.107286] [DEBUG] [FORECASTER] DE: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T10:02:46.315231] [DEBUG] [FORECASTER] DE: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T10:02:46.524532] [DEBUG] [FORECASTER] DE: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T10:02:46.741112] [DEBUG] [FORECASTER] DE: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T10:02:46.963943] [DEBUG] [FORECASTER] DE: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T10:02:46.964263] [INFO ] [CONFIGURE ] DE: KEPT add_pbf_overnight_gap (score: 90.00%)
[2025-11-25T10:02:46.964381] [INFO ] [CONFIGURE ] JOB ETA: 41.2m | Avg: 2.8s/test | Remaining: 897 tests
[2025-11-25T10:02:46.964490] [INFO ] [CONFIGURE ] DE: Testing feature 17/29: add_pbf_return_2d
[2025-11-25T10:02:46.964595] [INFO ] [CONFIGURE ] DE: Testing with features: ['add_daily_returns', 'add_pbf_overnight_gap', 'add_pbf_return_2d']
[2025-11-25T10:02:47.216306] [DEBUG] [FORECASTER] DE: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T10:02:47.462574] [DEBUG] [FORECASTER] DE: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T10:02:47.711506] [DEBUG] [FORECASTER] DE: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T10:02:47.962425] [DEBUG] [FORECASTER] DE: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T10:02:48.209729] [DEBUG] [FORECASTER] DE: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T10:02:48.468582] [DEBUG] [FORECASTER] DE: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T10:02:48.730846] [DEBUG] [FORECASTER] DE: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T10:02:48.984998] [DEBUG] [FORECASTER] DE: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T10:02:49.244947] [DEBUG] [FORECASTER] DE: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T10:02:49.499892] [DEBUG] [FORECASTER] DE: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T10:02:49.500088] [INFO ] [CONFIGURE ] DE: DISCARDED add_pbf_return_2d (score: 80.00%)
[2025-11-25T10:02:49.500147] [INFO ] [CONFIGURE ] JOB ETA: 41.2m | Avg: 2.8s/test | Remaining: 896 tests
[2025-11-25T10:02:49.500194] [INFO ] [CONFIGURE ] DE: Testing feature 18/29: add_pbf_volatility_5d
[2025-11-25T10:02:49.500253] [INFO ] [CONFIGURE ] DE: Testing with features: ['add_daily_returns', 'add_pbf_overnight_gap', 'add_pbf_volatility_5d']
[2025-11-25T10:02:49.719679] [DEBUG] [FORECASTER] DE: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T10:02:49.950631] [DEBUG] [FORECASTER] DE: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T10:02:50.171154] [DEBUG] [FORECASTER] DE: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T10:02:50.384492] [DEBUG] [FORECASTER] DE: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T10:02:50.598992] [DEBUG] [FORECASTER] DE: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T10:02:50.835236] [DEBUG] [FORECASTER] DE: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T10:02:51.052776] [DEBUG] [FORECASTER] DE: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T10:02:51.255742] [DEBUG] [FORECASTER] DE: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T10:02:51.460886] [DEBUG] [FORECASTER] DE: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T10:02:51.669719] [DEBUG] [FORECASTER] DE: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T10:02:51.670087] [INFO ] [CONFIGURE ] DE: DISCARDED add_pbf_volatility_5d (score: 80.00%)
[2025-11-25T10:02:51.670211] [INFO ] [CONFIGURE ] JOB ETA: 41.1m | Avg: 2.8s/test | Remaining: 895 tests
[2025-11-25T10:02:51.670322] [INFO ] [CONFIGURE ] DE: Testing feature 19/29: add_pbf_vs_sma_5
[2025-11-25T10:02:51.670434] [INFO ] [CONFIGURE ] DE: Testing with features: ['add_daily_returns', 'add_pbf_overnight_gap', 'add_pbf_vs_sma_5']
[2025-11-25T10:02:51.877134] [DEBUG] [FORECASTER] DE: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T10:02:52.104516] [DEBUG] [FORECASTER] DE: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T10:02:52.324587] [DEBUG] [FORECASTER] DE: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T10:02:52.548776] [DEBUG] [FORECASTER] DE: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T10:02:52.770899] [DEBUG] [FORECASTER] DE: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T10:02:52.999085] [DEBUG] [FORECASTER] DE: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T10:02:53.226200] [DEBUG] [FORECASTER] DE: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T10:02:53.451208] [DEBUG] [FORECASTER] DE: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T10:02:53.683047] [DEBUG] [FORECASTER] DE: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T10:02:53.903303] [DEBUG] [FORECASTER] DE: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T10:02:53.903492] [INFO ] [CONFIGURE ] DE: DISCARDED add_pbf_vs_sma_5 (score: 80.00%)
[2025-11-25T10:02:53.903542] [INFO ] [CONFIGURE ] JOB ETA: 41.1m | Avg: 2.8s/test | Remaining: 894 tests
[2025-11-25T10:02:53.903583] [INFO ] [CONFIGURE ] DE: Testing feature 20/29: add_price_rejection
[2025-11-25T10:02:53.903620] [INFO ] [CONFIGURE ] DE: Testing with features: ['add_daily_returns', 'add_pbf_overnight_gap', 'add_price_rejection']
[2025-11-25T10:02:54.136612] [DEBUG] [FORECASTER] DE: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T10:02:54.379063] [DEBUG] [FORECASTER] DE: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T10:02:54.607632] [DEBUG] [FORECASTER] DE: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T10:02:54.860704] [DEBUG] [FORECASTER] DE: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T10:02:55.110150] [DEBUG] [FORECASTER] DE: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T10:02:55.332250] [DEBUG] [FORECASTER] DE: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T10:02:55.552261] [DEBUG] [FORECASTER] DE: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T10:02:55.776827] [DEBUG] [FORECASTER] DE: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T10:02:56.011914] [DEBUG] [FORECASTER] DE: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T10:02:56.247249] [DEBUG] [FORECASTER] DE: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T10:02:56.247438] [INFO ] [CONFIGURE ] DE: DISCARDED add_price_rejection (score: 80.00%)
[2025-11-25T10:02:56.247495] [INFO ] [CONFIGURE ] JOB ETA: 41.1m | Avg: 2.8s/test | Remaining: 893 tests
[2025-11-25T10:02:56.247537] [INFO ] [CONFIGURE ] DE: Testing feature 21/29: add_range_position
[2025-11-25T10:02:56.247582] [INFO ] [CONFIGURE ] DE: Testing with features: ['add_daily_returns', 'add_pbf_overnight_gap', 'add_range_position']
[2025-11-25T10:02:56.489342] [DEBUG] [FORECASTER] DE: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T10:02:56.725050] [DEBUG] [FORECASTER] DE: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T10:02:56.963363] [DEBUG] [FORECASTER] DE: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T10:02:57.209145] [DEBUG] [FORECASTER] DE: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T10:02:57.449097] [DEBUG] [FORECASTER] DE: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T10:02:57.690253] [DEBUG] [FORECASTER] DE: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T10:02:57.928569] [DEBUG] [FORECASTER] DE: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T10:02:58.184919] [DEBUG] [FORECASTER] DE: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T10:02:58.437010] [DEBUG] [FORECASTER] DE: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T10:02:58.686094] [DEBUG] [FORECASTER] DE: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T10:02:58.686295] [INFO ] [CONFIGURE ] DE: DISCARDED add_range_position (score: 80.00%)
[2025-11-25T10:02:58.686352] [INFO ] [CONFIGURE ] JOB ETA: 41.0m | Avg: 2.8s/test | Remaining: 892 tests
[2025-11-25T10:02:58.686401] [INFO ] [CONFIGURE ] DE: Testing feature 22/29: add_realized_volatility
[2025-11-25T10:02:58.686452] [INFO ] [CONFIGURE ] DE: Testing with features: ['add_daily_returns', 'add_pbf_overnight_gap', 'add_realized_volatility']
[2025-11-25T10:02:59.044574] [DEBUG] [FORECASTER] DE: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T10:02:59.377052] [DEBUG] [FORECASTER] DE: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T10:02:59.711125] [DEBUG] [FORECASTER] DE: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T10:03:00.062100] [DEBUG] [FORECASTER] DE: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T10:03:00.404523] [DEBUG] [FORECASTER] DE: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T10:03:01.297058] [DEBUG] [FORECASTER] DE: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T10:03:01.628439] [DEBUG] [FORECASTER] DE: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T10:03:01.962557] [DEBUG] [FORECASTER] DE: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T10:03:02.313824] [DEBUG] [FORECASTER] DE: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-25T10:03:02.674299] [DEBUG] [FORECASTER] DE: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T10:03:02.674511] [INFO ] [CONFIGURE ] DE: DISCARDED add_realized_volatility (score: 60.00%)
[2025-11-25T10:03:02.674572] [INFO ] [CONFIGURE ] JOB ETA: 41.0m | Avg: 2.8s/test | Remaining: 891 tests
[2025-11-25T10:03:02.674621] [INFO ] [CONFIGURE ] DE: Testing feature 23/29: add_recent_range_context
[2025-11-25T10:03:02.674687] [INFO ] [CONFIGURE ] DE: Testing with features: ['add_daily_returns', 'add_pbf_overnight_gap', 'add_recent_range_context']
[2025-11-25T10:03:02.891981] [DEBUG] [FORECASTER] DE: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T10:03:03.105009] [DEBUG] [FORECASTER] DE: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T10:03:03.318002] [DEBUG] [FORECASTER] DE: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T10:03:03.540726] [DEBUG] [FORECASTER] DE: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T10:03:03.754351] [DEBUG] [FORECASTER] DE: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T10:03:04.001759] [DEBUG] [FORECASTER] DE: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T10:03:04.223718] [DEBUG] [FORECASTER] DE: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T10:03:04.451120] [DEBUG] [FORECASTER] DE: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T10:03:04.681116] [DEBUG] [FORECASTER] DE: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T10:03:04.907327] [DEBUG] [FORECASTER] DE: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T10:03:04.907532] [INFO ] [CONFIGURE ] DE: DISCARDED add_recent_range_context (score: 80.00%)
[2025-11-25T10:03:04.907588] [INFO ] [CONFIGURE ] JOB ETA: 40.9m | Avg: 2.8s/test | Remaining: 890 tests
[2025-11-25T10:03:04.907632] [INFO ] [CONFIGURE ] DE: Testing feature 24/29: add_rsi
[2025-11-25T10:03:04.907697] [INFO ] [CONFIGURE ] DE: Testing with features: ['add_daily_returns', 'add_pbf_overnight_gap', 'add_ema', 'add_rsi']
[2025-11-25T10:03:05.193376] [DEBUG] [FORECASTER] DE: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T10:03:05.550212] [DEBUG] [FORECASTER] DE: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T10:03:05.934846] [DEBUG] [FORECASTER] DE: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T10:03:06.269938] [DEBUG] [FORECASTER] DE: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T10:03:06.579174] [DEBUG] [FORECASTER] DE: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T10:03:06.866667] [DEBUG] [FORECASTER] DE: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T10:03:07.135588] [DEBUG] [FORECASTER] DE: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T10:03:07.406543] [DEBUG] [FORECASTER] DE: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T10:03:07.693075] [DEBUG] [FORECASTER] DE: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T10:03:07.982409] [DEBUG] [FORECASTER] DE: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T10:03:07.982608] [INFO ] [CONFIGURE ] DE: DISCARDED add_rsi (score: 60.00%)
[2025-11-25T10:03:07.982687] [INFO ] [CONFIGURE ] JOB ETA: 40.9m | Avg: 2.8s/test | Remaining: 889 tests
[2025-11-25T10:03:07.982738] [INFO ] [CONFIGURE ] DE: Testing feature 25/29: add_tick_distribution
[2025-11-25T10:03:07.982777] [INFO ] [CONFIGURE ] DE: Testing with features: ['add_daily_returns', 'add_pbf_overnight_gap', 'add_tick_distribution']
[2025-11-25T10:03:08.204890] [DEBUG] [FORECASTER] DE: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T10:03:08.426664] [DEBUG] [FORECASTER] DE: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T10:03:08.654257] [DEBUG] [FORECASTER] DE: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T10:03:08.877535] [DEBUG] [FORECASTER] DE: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T10:03:09.101064] [DEBUG] [FORECASTER] DE: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T10:03:09.319201] [DEBUG] [FORECASTER] DE: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T10:03:09.534767] [DEBUG] [FORECASTER] DE: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T10:03:09.749369] [DEBUG] [FORECASTER] DE: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T10:03:09.964455] [DEBUG] [FORECASTER] DE: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T10:03:10.187113] [DEBUG] [FORECASTER] DE: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T10:03:10.187302] [INFO ] [CONFIGURE ] DE: DISCARDED add_tick_distribution (score: 80.00%)
[2025-11-25T10:03:10.187350] [INFO ] [CONFIGURE ] JOB ETA: 40.8m | Avg: 2.8s/test | Remaining: 888 tests
[2025-11-25T10:03:10.187390] [INFO ] [CONFIGURE ] DE: Testing feature 26/29: add_volume_momentum_confirmation
[2025-11-25T10:03:10.187427] [INFO ] [CONFIGURE ] DE: Testing with features: ['add_daily_returns', 'add_pbf_overnight_gap', 'add_volume_momentum_confirmation']
[2025-11-25T10:03:10.431733] [DEBUG] [FORECASTER] DE: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T10:03:10.705093] [DEBUG] [FORECASTER] DE: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T10:03:10.959557] [DEBUG] [FORECASTER] DE: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T10:03:11.196848] [DEBUG] [FORECASTER] DE: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T10:03:11.440120] [DEBUG] [FORECASTER] DE: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T10:03:11.686995] [DEBUG] [FORECASTER] DE: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T10:03:11.930084] [DEBUG] [FORECASTER] DE: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T10:03:12.175212] [DEBUG] [FORECASTER] DE: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T10:03:12.418058] [DEBUG] [FORECASTER] DE: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T10:03:12.666125] [DEBUG] [FORECASTER] DE: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T10:03:12.666307] [INFO ] [CONFIGURE ] DE: DISCARDED add_volume_momentum_confirmation (score: 80.00%)
[2025-11-25T10:03:12.666366] [INFO ] [CONFIGURE ] JOB ETA: 40.8m | Avg: 2.8s/test | Remaining: 887 tests
[2025-11-25T10:03:12.666414] [INFO ] [CONFIGURE ] DE: Testing feature 27/29: add_volume_price_divergence
[2025-11-25T10:03:12.666458] [INFO ] [CONFIGURE ] DE: Testing with features: ['add_daily_returns', 'add_pbf_overnight_gap', 'add_volume_price_divergence']
[2025-11-25T10:03:12.905609] [DEBUG] [FORECASTER] DE: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T10:03:13.141043] [DEBUG] [FORECASTER] DE: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T10:03:13.376870] [DEBUG] [FORECASTER] DE: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T10:03:13.622483] [DEBUG] [FORECASTER] DE: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T10:03:13.865577] [DEBUG] [FORECASTER] DE: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T10:03:14.113367] [DEBUG] [FORECASTER] DE: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T10:03:14.361247] [DEBUG] [FORECASTER] DE: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T10:03:14.605483] [DEBUG] [FORECASTER] DE: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T10:03:14.849019] [DEBUG] [FORECASTER] DE: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T10:03:15.102310] [DEBUG] [FORECASTER] DE: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T10:03:15.102489] [INFO ] [CONFIGURE ] DE: DISCARDED add_volume_price_divergence (score: 70.00%)
[2025-11-25T10:03:15.102548] [INFO ] [CONFIGURE ] JOB ETA: 40.7m | Avg: 2.8s/test | Remaining: 886 tests
[2025-11-25T10:03:15.102606] [INFO ] [CONFIGURE ] DE: Testing feature 28/29: add_volume_profile
[2025-11-25T10:03:15.102689] [INFO ] [CONFIGURE ] DE: Testing with features: ['add_daily_returns', 'add_pbf_overnight_gap', 'add_volume_profile']
[2025-11-25T10:03:15.346782] [DEBUG] [FORECASTER] DE: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T10:03:15.588523] [DEBUG] [FORECASTER] DE: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T10:03:15.833466] [DEBUG] [FORECASTER] DE: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T10:03:16.079914] [DEBUG] [FORECASTER] DE: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T10:03:16.322144] [DEBUG] [FORECASTER] DE: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T10:03:16.588133] [DEBUG] [FORECASTER] DE: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T10:03:16.856926] [DEBUG] [FORECASTER] DE: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T10:03:17.123919] [DEBUG] [FORECASTER] DE: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T10:03:17.376293] [DEBUG] [FORECASTER] DE: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T10:03:17.623381] [DEBUG] [FORECASTER] DE: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T10:03:17.623608] [INFO ] [CONFIGURE ] DE: DISCARDED add_volume_profile (score: 60.00%)
[2025-11-25T10:03:17.623683] [INFO ] [CONFIGURE ] JOB ETA: 40.7m | Avg: 2.8s/test | Remaining: 885 tests
[2025-11-25T10:03:17.623735] [INFO ] [CONFIGURE ] DE: Testing feature 29/29: add_vwap
[2025-11-25T10:03:17.623773] [INFO ] [CONFIGURE ] DE: Testing with features: ['add_daily_returns', 'add_pbf_overnight_gap', 'add_vwap']
[2025-11-25T10:03:17.892446] [DEBUG] [FORECASTER] DE: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T10:03:18.134124] [DEBUG] [FORECASTER] DE: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T10:03:18.368425] [DEBUG] [FORECASTER] DE: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T10:03:18.594159] [DEBUG] [FORECASTER] DE: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T10:03:18.825977] [DEBUG] [FORECASTER] DE: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T10:03:19.073753] [DEBUG] [FORECASTER] DE: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T10:03:19.325415] [DEBUG] [FORECASTER] DE: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T10:03:19.568010] [DEBUG] [FORECASTER] DE: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T10:03:19.799854] [DEBUG] [FORECASTER] DE: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T10:03:20.043310] [DEBUG] [FORECASTER] DE: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T10:03:20.043522] [INFO ] [CONFIGURE ] DE: DISCARDED add_vwap (score: 80.00%)
[2025-11-25T10:03:20.043581] [INFO ] [CONFIGURE ] JOB ETA: 40.6m | Avg: 2.8s/test | Remaining: 884 tests
[2025-11-25T10:03:20.043629] [INFO ] [CONFIGURE ] DE: ===== FEATURE SELECTION COMPLETE =====
[2025-11-25T10:03:20.043697] [INFO ] [CONFIGURE ] DE: Best accuracy: 90.00%
[2025-11-25T10:03:20.043741] [INFO ] [CONFIGURE ] DE: Best feature set (2 features): ['add_daily_returns', 'add_pbf_overnight_gap']
[2025-11-25T10:03:20.043782] [INFO ] [CONFIGURE ] DE: Improvement over baseline: 20.00%
[2025-11-25T10:03:20.043819] [INFO ] [CONFIGURE ] DE: Total time: 1.1 minutes
[2025-11-25T10:03:20.043857] [INFO ] [CONFIGURE ] DE: Average time per feature: 2.3 seconds
[2025-11-25T10:03:20.043895] [INFO ] [CONFIGURE ] DE: Average speed: 0.43 features/sec
[2025-11-25T10:03:20.044388] [INFO ] [LOCAL     ] Saved configuration for DE: 2 features, 90.00% accuracy -> ./output/feature-sets/DE.json
[2025-11-25T10:03:20.044446] [INFO ] [CONFIGURE ] DE: Configuration saved successfully: 2 features, 90.00% accuracy.
[2025-11-25T10:03:20.044495] [INFO ] [sig       ] [135/164] Successfully configured DE | 0.01 sym/s | Total: 3.0h | ETA: 39.2m
[2025-11-25T10:03:20.044539] [INFO ] [sig       ] [136/164] Configuring DHX...
[2025-11-25T10:03:20.044579] [INFO ] [CONFIGURE ] DHX: Configurate test run.
[2025-11-25T10:03:20.044618] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DHX' from 'https://tdm.silogroup.org/data/derivative_storage/DHX.csv'.
[2025-11-25T10:03:20.057544] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'DHX'.
[2025-11-25T10:03:20.058103] [INFO ] [CONFIGURE ] DHX: Testing with 29 available features
[2025-11-25T10:03:20.058166] [INFO ] [CONFIGURE ] DHX: Establishing baseline with no features...
[2025-11-25T10:03:20.227192] [DEBUG] [FORECASTER] DHX: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T10:03:20.393885] [DEBUG] [FORECASTER] DHX: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0
[2025-11-25T10:03:20.562547] [DEBUG] [FORECASTER] DHX: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T10:03:20.732352] [DEBUG] [FORECASTER] DHX: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1
[2025-11-25T10:03:20.900790] [DEBUG] [FORECASTER] DHX: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-25T10:03:21.068501] [DEBUG] [FORECASTER] DHX: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T10:03:21.241936] [DEBUG] [FORECASTER] DHX: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T10:03:21.414595] [DEBUG] [FORECASTER] DHX: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T10:03:21.587022] [DEBUG] [FORECASTER] DHX: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T10:03:21.755043] [DEBUG] [FORECASTER] DHX: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-25T10:03:21.755205] [INFO ] [CONFIGURE ] DHX: Baseline score (no features): 60.00%
[2025-11-25T10:03:21.755252] [INFO ] [CONFIGURE ] DHX: Testing feature 1/29: add_bollinger_bands
[2025-11-25T10:03:21.755291] [INFO ] [CONFIGURE ] DHX: Testing with features: ['add_bollinger_bands']
[2025-11-25T10:03:21.953892] [DEBUG] [FORECASTER] DHX: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T10:03:22.159826] [DEBUG] [FORECASTER] DHX: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T10:03:22.367769] [DEBUG] [FORECASTER] DHX: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T10:03:22.573417] [DEBUG] [FORECASTER] DHX: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-25T10:03:22.772507] [DEBUG] [FORECASTER] DHX: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T10:03:22.970989] [DEBUG] [FORECASTER] DHX: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T10:03:23.179476] [DEBUG] [FORECASTER] DHX: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T10:03:23.391593] [DEBUG] [FORECASTER] DHX: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T10:03:23.595311] [DEBUG] [FORECASTER] DHX: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T10:03:23.801508] [DEBUG] [FORECASTER] DHX: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-11-25T10:03:23.801708] [INFO ] [CONFIGURE ] DHX: DISCARDED add_bollinger_bands (score: 60.00%)
[2025-11-25T10:03:23.801789] [INFO ] [CONFIGURE ] JOB ETA: 40.6m | Avg: 2.8s/test | Remaining: 883 tests
[2025-11-25T10:03:23.801841] [INFO ] [CONFIGURE ] DHX: Testing feature 2/29: add_cumulative_delta
[2025-11-25T10:03:23.801888] [INFO ] [CONFIGURE ] DHX: Testing with features: ['add_cumulative_delta']
[2025-11-25T10:03:24.006894] [DEBUG] [FORECASTER] DHX: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T10:03:24.207881] [DEBUG] [FORECASTER] DHX: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T10:03:24.408986] [DEBUG] [FORECASTER] DHX: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T10:03:24.625378] [DEBUG] [FORECASTER] DHX: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-25T10:03:24.862465] [DEBUG] [FORECASTER] DHX: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-25T10:03:25.073097] [DEBUG] [FORECASTER] DHX: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T10:03:25.297738] [DEBUG] [FORECASTER] DHX: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T10:03:25.516010] [DEBUG] [FORECASTER] DHX: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T10:03:25.727007] [DEBUG] [FORECASTER] DHX: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T10:03:25.928604] [DEBUG] [FORECASTER] DHX: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-25T10:03:25.928798] [INFO ] [CONFIGURE ] DHX: DISCARDED add_cumulative_delta (score: 60.00%)
[2025-11-25T10:03:25.928850] [INFO ] [CONFIGURE ] JOB ETA: 40.5m | Avg: 2.8s/test | Remaining: 882 tests
[2025-11-25T10:03:25.928891] [INFO ] [CONFIGURE ] DHX: Testing feature 3/29: add_daily_returns
[2025-11-25T10:03:25.928928] [INFO ] [CONFIGURE ] DHX: Testing with features: ['add_daily_returns']
[2025-11-25T10:03:26.107675] [DEBUG] [FORECASTER] DHX: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T10:03:26.293085] [DEBUG] [FORECASTER] DHX: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0
[2025-11-25T10:03:26.477149] [DEBUG] [FORECASTER] DHX: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T10:03:26.668205] [DEBUG] [FORECASTER] DHX: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1
[2025-11-25T10:03:26.860280] [DEBUG] [FORECASTER] DHX: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-25T10:03:27.057511] [DEBUG] [FORECASTER] DHX: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T10:03:27.262719] [DEBUG] [FORECASTER] DHX: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T10:03:27.453785] [DEBUG] [FORECASTER] DHX: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T10:03:27.643772] [DEBUG] [FORECASTER] DHX: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T10:03:27.829729] [DEBUG] [FORECASTER] DHX: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-25T10:03:27.829893] [INFO ] [CONFIGURE ] DHX: DISCARDED add_daily_returns (score: 50.00%)
[2025-11-25T10:03:27.829941] [INFO ] [CONFIGURE ] JOB ETA: 40.5m | Avg: 2.8s/test | Remaining: 881 tests
[2025-11-25T10:03:27.829979] [INFO ] [CONFIGURE ] DHX: Testing feature 4/29: add_ema
[2025-11-25T10:03:27.830015] [INFO ] [CONFIGURE ] DHX: Testing with features: ['add_ema']
[2025-11-25T10:03:28.056545] [DEBUG] [FORECASTER] DHX: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T10:03:28.286871] [DEBUG] [FORECASTER] DHX: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0
[2025-11-25T10:03:28.527078] [DEBUG] [FORECASTER] DHX: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T10:03:28.734787] [DEBUG] [FORECASTER] DHX: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1
[2025-11-25T10:03:28.940518] [DEBUG] [FORECASTER] DHX: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-25T10:03:29.159338] [DEBUG] [FORECASTER] DHX: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T10:03:29.378419] [DEBUG] [FORECASTER] DHX: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T10:03:29.596198] [DEBUG] [FORECASTER] DHX: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T10:03:29.821689] [DEBUG] [FORECASTER] DHX: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T10:03:30.048333] [DEBUG] [FORECASTER] DHX: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-25T10:03:30.048515] [INFO ] [CONFIGURE ] DHX: DISCARDED add_ema (score: 40.00%)
[2025-11-25T10:03:30.048573] [INFO ] [CONFIGURE ] JOB ETA: 40.4m | Avg: 2.8s/test | Remaining: 880 tests
[2025-11-25T10:03:30.048614] [INFO ] [CONFIGURE ] DHX: Testing feature 5/29: add_exhaustion_signals
[2025-11-25T10:03:30.048720] [INFO ] [CONFIGURE ] DHX: Testing with features: ['add_vwap', 'add_exhaustion_signals']
[2025-11-25T10:03:30.264639] [DEBUG] [FORECASTER] DHX: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T10:03:30.483943] [DEBUG] [FORECASTER] DHX: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0
[2025-11-25T10:03:30.719690] [DEBUG] [FORECASTER] DHX: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T10:03:30.938712] [DEBUG] [FORECASTER] DHX: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-25T10:03:31.160460] [DEBUG] [FORECASTER] DHX: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-25T10:03:31.386127] [DEBUG] [FORECASTER] DHX: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T10:03:31.614076] [DEBUG] [FORECASTER] DHX: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T10:03:31.840275] [DEBUG] [FORECASTER] DHX: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T10:03:32.079138] [DEBUG] [FORECASTER] DHX: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T10:03:32.318775] [DEBUG] [FORECASTER] DHX: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-25T10:03:32.318962] [INFO ] [CONFIGURE ] DHX: KEPT add_exhaustion_signals (score: 70.00%)
[2025-11-25T10:03:32.319058] [INFO ] [CONFIGURE ] JOB ETA: 40.4m | Avg: 2.8s/test | Remaining: 879 tests
[2025-11-25T10:03:32.319109] [INFO ] [CONFIGURE ] DHX: Testing feature 6/29: add_failed_moves
[2025-11-25T10:03:32.319156] [INFO ] [CONFIGURE ] DHX: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_failed_moves']
[2025-11-25T10:03:32.552270] [DEBUG] [FORECASTER] DHX: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T10:03:32.780820] [DEBUG] [FORECASTER] DHX: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0
[2025-11-25T10:03:33.012314] [DEBUG] [FORECASTER] DHX: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T10:03:33.248601] [DEBUG] [FORECASTER] DHX: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1
[2025-11-25T10:03:33.512432] [DEBUG] [FORECASTER] DHX: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-25T10:03:33.759659] [DEBUG] [FORECASTER] DHX: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T10:03:34.008536] [DEBUG] [FORECASTER] DHX: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T10:03:34.258173] [DEBUG] [FORECASTER] DHX: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T10:03:34.507203] [DEBUG] [FORECASTER] DHX: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T10:03:34.745404] [DEBUG] [FORECASTER] DHX: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-11-25T10:03:34.745791] [INFO ] [CONFIGURE ] DHX: DISCARDED add_failed_moves (score: 40.00%)
[2025-11-25T10:03:34.745849] [INFO ] [CONFIGURE ] JOB ETA: 40.3m | Avg: 2.8s/test | Remaining: 878 tests
[2025-11-25T10:03:34.745896] [INFO ] [CONFIGURE ] DHX: Testing feature 7/29: add_lag_shelf
[2025-11-25T10:03:34.745939] [INFO ] [CONFIGURE ] DHX: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_lag_shelf']
[2025-11-25T10:03:34.973854] [DEBUG] [FORECASTER] DHX: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T10:03:35.200283] [DEBUG] [FORECASTER] DHX: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T10:03:35.440254] [DEBUG] [FORECASTER] DHX: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T10:03:35.681828] [DEBUG] [FORECASTER] DHX: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1
[2025-11-25T10:03:35.908566] [DEBUG] [FORECASTER] DHX: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-25T10:03:36.131722] [DEBUG] [FORECASTER] DHX: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T10:03:36.354117] [DEBUG] [FORECASTER] DHX: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T10:03:36.588309] [DEBUG] [FORECASTER] DHX: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T10:03:36.811751] [DEBUG] [FORECASTER] DHX: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T10:03:37.037850] [DEBUG] [FORECASTER] DHX: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-11-25T10:03:37.038028] [INFO ] [CONFIGURE ] DHX: DISCARDED add_lag_shelf (score: 60.00%)
[2025-11-25T10:03:37.038084] [INFO ] [CONFIGURE ] JOB ETA: 40.3m | Avg: 2.8s/test | Remaining: 877 tests
[2025-11-25T10:03:37.038133] [INFO ] [CONFIGURE ] DHX: Testing feature 8/29: add_macd
[2025-11-25T10:03:37.038177] [INFO ] [CONFIGURE ] DHX: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_macd']
[2025-11-25T10:03:37.324556] [DEBUG] [FORECASTER] DHX: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T10:03:37.617856] [DEBUG] [FORECASTER] DHX: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0
[2025-11-25T10:03:37.910570] [DEBUG] [FORECASTER] DHX: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T10:03:38.214929] [DEBUG] [FORECASTER] DHX: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1
[2025-11-25T10:03:38.526613] [DEBUG] [FORECASTER] DHX: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-25T10:03:38.858810] [DEBUG] [FORECASTER] DHX: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T10:03:39.155259] [DEBUG] [FORECASTER] DHX: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T10:03:39.432673] [DEBUG] [FORECASTER] DHX: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T10:03:39.725363] [DEBUG] [FORECASTER] DHX: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T10:03:40.027576] [DEBUG] [FORECASTER] DHX: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-11-25T10:03:40.027785] [INFO ] [CONFIGURE ] DHX: DISCARDED add_macd (score: 40.00%)
[2025-11-25T10:03:40.027843] [INFO ] [CONFIGURE ] JOB ETA: 40.3m | Avg: 2.8s/test | Remaining: 876 tests
[2025-11-25T10:03:40.027892] [INFO ] [CONFIGURE ] DHX: Testing feature 9/29: add_mfi
[2025-11-25T10:03:40.027936] [INFO ] [CONFIGURE ] DHX: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_mfi']
[2025-11-25T10:03:40.250359] [DEBUG] [FORECASTER] DHX: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T10:03:40.475537] [DEBUG] [FORECASTER] DHX: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T10:03:40.699432] [DEBUG] [FORECASTER] DHX: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T10:03:40.924096] [DEBUG] [FORECASTER] DHX: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1
[2025-11-25T10:03:41.169567] [DEBUG] [FORECASTER] DHX: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-25T10:03:41.404289] [DEBUG] [FORECASTER] DHX: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T10:03:41.632783] [DEBUG] [FORECASTER] DHX: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T10:03:41.858737] [DEBUG] [FORECASTER] DHX: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T10:03:42.080316] [DEBUG] [FORECASTER] DHX: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T10:03:42.326190] [DEBUG] [FORECASTER] DHX: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-25T10:03:42.326378] [INFO ] [CONFIGURE ] DHX: DISCARDED add_mfi (score: 60.00%)
[2025-11-25T10:03:42.326441] [INFO ] [CONFIGURE ] JOB ETA: 40.2m | Avg: 2.8s/test | Remaining: 875 tests
[2025-11-25T10:03:42.326487] [INFO ] [CONFIGURE ] DHX: Testing feature 10/29: add_momentum_acceleration
[2025-11-25T10:03:42.326530] [INFO ] [CONFIGURE ] DHX: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-11-25T10:03:42.659349] [DEBUG] [FORECASTER] DHX: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T10:03:42.993243] [DEBUG] [FORECASTER] DHX: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T10:03:43.314875] [DEBUG] [FORECASTER] DHX: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T10:03:43.647194] [DEBUG] [FORECASTER] DHX: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-25T10:03:43.977050] [DEBUG] [FORECASTER] DHX: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-25T10:03:44.297424] [DEBUG] [FORECASTER] DHX: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T10:03:44.627586] [DEBUG] [FORECASTER] DHX: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T10:03:44.947071] [DEBUG] [FORECASTER] DHX: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T10:03:45.288418] [DEBUG] [FORECASTER] DHX: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T10:03:45.624874] [DEBUG] [FORECASTER] DHX: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-11-25T10:03:45.625126] [INFO ] [CONFIGURE ] DHX: DISCARDED add_momentum_acceleration (score: 60.00%)
[2025-11-25T10:03:45.625188] [INFO ] [CONFIGURE ] JOB ETA: 40.2m | Avg: 2.8s/test | Remaining: 874 tests
[2025-11-25T10:03:45.625239] [INFO ] [CONFIGURE ] DHX: Testing feature 11/29: add_obv_daily
[2025-11-25T10:03:45.625285] [INFO ] [CONFIGURE ] DHX: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_obv_daily']
[2025-11-25T10:03:45.871213] [DEBUG] [FORECASTER] DHX: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T10:03:46.109585] [DEBUG] [FORECASTER] DHX: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0
[2025-11-25T10:03:46.358941] [DEBUG] [FORECASTER] DHX: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T10:03:46.596022] [DEBUG] [FORECASTER] DHX: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-25T10:03:46.831817] [DEBUG] [FORECASTER] DHX: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-25T10:03:47.062781] [DEBUG] [FORECASTER] DHX: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T10:03:47.299670] [DEBUG] [FORECASTER] DHX: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T10:03:47.529991] [DEBUG] [FORECASTER] DHX: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T10:03:47.760518] [DEBUG] [FORECASTER] DHX: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T10:03:47.988215] [DEBUG] [FORECASTER] DHX: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-11-25T10:03:47.988423] [INFO ] [CONFIGURE ] DHX: DISCARDED add_obv_daily (score: 40.00%)
[2025-11-25T10:03:47.988482] [INFO ] [CONFIGURE ] JOB ETA: 40.1m | Avg: 2.8s/test | Remaining: 873 tests
[2025-11-25T10:03:47.988534] [INFO ] [CONFIGURE ] DHX: Testing feature 12/29: add_obv_interval
[2025-11-25T10:03:47.988585] [INFO ] [CONFIGURE ] DHX: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_obv_interval']
[2025-11-25T10:03:48.215519] [DEBUG] [FORECASTER] DHX: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T10:03:48.449917] [DEBUG] [FORECASTER] DHX: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T10:03:48.693835] [DEBUG] [FORECASTER] DHX: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T10:03:48.942007] [DEBUG] [FORECASTER] DHX: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1
[2025-11-25T10:03:49.196448] [DEBUG] [FORECASTER] DHX: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-25T10:03:49.436761] [DEBUG] [FORECASTER] DHX: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T10:03:49.673286] [DEBUG] [FORECASTER] DHX: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T10:03:49.908324] [DEBUG] [FORECASTER] DHX: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T10:03:50.154771] [DEBUG] [FORECASTER] DHX: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T10:03:50.385166] [DEBUG] [FORECASTER] DHX: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-25T10:03:50.385408] [INFO ] [CONFIGURE ] DHX: DISCARDED add_obv_interval (score: 40.00%)
[2025-11-25T10:03:50.385466] [INFO ] [CONFIGURE ] JOB ETA: 40.1m | Avg: 2.8s/test | Remaining: 872 tests
[2025-11-25T10:03:50.385513] [INFO ] [CONFIGURE ] DHX: Testing feature 13/29: add_opening_strength
[2025-11-25T10:03:50.385557] [INFO ] [CONFIGURE ] DHX: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_daily_returns', 'add_opening_strength']
[2025-11-25T10:03:50.644875] [DEBUG] [FORECASTER] DHX: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T10:03:50.894542] [DEBUG] [FORECASTER] DHX: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0
[2025-11-25T10:03:51.137565] [DEBUG] [FORECASTER] DHX: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T10:03:51.389599] [DEBUG] [FORECASTER] DHX: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-25T10:03:51.661407] [DEBUG] [FORECASTER] DHX: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T10:03:51.921230] [DEBUG] [FORECASTER] DHX: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T10:03:52.169033] [DEBUG] [FORECASTER] DHX: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T10:03:52.445100] [DEBUG] [FORECASTER] DHX: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T10:03:52.755216] [DEBUG] [FORECASTER] DHX: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T10:03:53.091752] [DEBUG] [FORECASTER] DHX: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-25T10:03:53.092048] [INFO ] [CONFIGURE ] DHX: DISCARDED add_opening_strength (score: 70.00%)
[2025-11-25T10:03:53.092145] [INFO ] [CONFIGURE ] JOB ETA: 40.0m | Avg: 2.8s/test | Remaining: 871 tests
[2025-11-25T10:03:53.092227] [INFO ] [CONFIGURE ] DHX: Testing feature 14/29: add_order_flow_imbalance
[2025-11-25T10:03:53.092300] [INFO ] [CONFIGURE ] DHX: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_order_flow_imbalance']
[2025-11-25T10:03:53.389498] [DEBUG] [FORECASTER] DHX: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T10:03:53.653116] [DEBUG] [FORECASTER] DHX: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T10:03:53.905685] [DEBUG] [FORECASTER] DHX: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T10:03:54.158463] [DEBUG] [FORECASTER] DHX: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-25T10:03:54.412800] [DEBUG] [FORECASTER] DHX: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-25T10:03:54.689385] [DEBUG] [FORECASTER] DHX: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T10:03:54.980205] [DEBUG] [FORECASTER] DHX: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T10:03:55.236118] [DEBUG] [FORECASTER] DHX: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T10:03:55.498280] [DEBUG] [FORECASTER] DHX: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T10:03:55.752062] [DEBUG] [FORECASTER] DHX: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-25T10:03:55.752243] [INFO ] [CONFIGURE ] DHX: KEPT add_order_flow_imbalance (score: 90.00%)
[2025-11-25T10:03:55.752300] [INFO ] [CONFIGURE ] JOB ETA: 40.0m | Avg: 2.8s/test | Remaining: 870 tests
[2025-11-25T10:03:55.752346] [INFO ] [CONFIGURE ] DHX: Testing feature 15/29: add_pbf_morning_momentum
[2025-11-25T10:03:55.752389] [INFO ] [CONFIGURE ] DHX: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_order_flow_imbalance', 'add_pbf_morning_momentum']
[2025-11-25T10:03:55.997821] [DEBUG] [FORECASTER] DHX: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T10:03:56.245805] [DEBUG] [FORECASTER] DHX: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T10:03:56.500835] [DEBUG] [FORECASTER] DHX: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T10:03:56.742900] [DEBUG] [FORECASTER] DHX: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-25T10:03:56.997414] [DEBUG] [FORECASTER] DHX: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-25T10:03:57.244903] [DEBUG] [FORECASTER] DHX: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T10:03:57.490353] [DEBUG] [FORECASTER] DHX: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T10:03:57.762075] [DEBUG] [FORECASTER] DHX: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T10:03:58.032251] [DEBUG] [FORECASTER] DHX: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T10:03:58.304198] [DEBUG] [FORECASTER] DHX: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-25T10:03:58.304376] [INFO ] [CONFIGURE ] DHX: DISCARDED add_pbf_morning_momentum (score: 80.00%)
[2025-11-25T10:03:58.304433] [INFO ] [CONFIGURE ] JOB ETA: 39.9m | Avg: 2.8s/test | Remaining: 869 tests
[2025-11-25T10:03:58.304482] [INFO ] [CONFIGURE ] DHX: Testing feature 16/29: add_pbf_overnight_gap
[2025-11-25T10:03:58.304526] [INFO ] [CONFIGURE ] DHX: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_order_flow_imbalance', 'add_pbf_overnight_gap']
[2025-11-25T10:03:58.598491] [DEBUG] [FORECASTER] DHX: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T10:03:58.889882] [DEBUG] [FORECASTER] DHX: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0
[2025-11-25T10:03:59.185390] [DEBUG] [FORECASTER] DHX: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T10:03:59.486119] [DEBUG] [FORECASTER] DHX: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-25T10:03:59.775706] [DEBUG] [FORECASTER] DHX: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-25T10:04:00.089738] [DEBUG] [FORECASTER] DHX: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T10:04:00.402142] [DEBUG] [FORECASTER] DHX: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T10:04:01.300318] [DEBUG] [FORECASTER] DHX: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T10:04:01.673935] [DEBUG] [FORECASTER] DHX: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T10:04:01.985502] [DEBUG] [FORECASTER] DHX: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-25T10:04:01.985749] [INFO ] [CONFIGURE ] DHX: DISCARDED add_pbf_overnight_gap (score: 60.00%)
[2025-11-25T10:04:01.985821] [INFO ] [CONFIGURE ] JOB ETA: 39.9m | Avg: 2.8s/test | Remaining: 868 tests
[2025-11-25T10:04:01.985874] [INFO ] [CONFIGURE ] DHX: Testing feature 17/29: add_pbf_return_2d
[2025-11-25T10:04:01.985920] [INFO ] [CONFIGURE ] DHX: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_order_flow_imbalance', 'add_pbf_return_2d']
[2025-11-25T10:04:02.285680] [DEBUG] [FORECASTER] DHX: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T10:04:02.581186] [DEBUG] [FORECASTER] DHX: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T10:04:02.868510] [DEBUG] [FORECASTER] DHX: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T10:04:03.151958] [DEBUG] [FORECASTER] DHX: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-25T10:04:03.464726] [DEBUG] [FORECASTER] DHX: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-25T10:04:03.763066] [DEBUG] [FORECASTER] DHX: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T10:04:04.073354] [DEBUG] [FORECASTER] DHX: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T10:04:04.397161] [DEBUG] [FORECASTER] DHX: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T10:04:04.720265] [DEBUG] [FORECASTER] DHX: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T10:04:05.052374] [DEBUG] [FORECASTER] DHX: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-25T10:04:05.052661] [INFO ] [CONFIGURE ] DHX: DISCARDED add_pbf_return_2d (score: 80.00%)
[2025-11-25T10:04:05.052729] [INFO ] [CONFIGURE ] JOB ETA: 39.8m | Avg: 2.8s/test | Remaining: 867 tests
[2025-11-25T10:04:05.052779] [INFO ] [CONFIGURE ] DHX: Testing feature 18/29: add_pbf_volatility_5d
[2025-11-25T10:04:05.052825] [INFO ] [CONFIGURE ] DHX: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_order_flow_imbalance', 'add_pbf_volatility_5d']
[2025-11-25T10:04:05.321854] [DEBUG] [FORECASTER] DHX: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T10:04:05.625900] [DEBUG] [FORECASTER] DHX: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T10:04:05.877176] [DEBUG] [FORECASTER] DHX: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T10:04:06.128889] [DEBUG] [FORECASTER] DHX: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-25T10:04:06.375273] [DEBUG] [FORECASTER] DHX: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-25T10:04:06.632023] [DEBUG] [FORECASTER] DHX: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T10:04:06.889017] [DEBUG] [FORECASTER] DHX: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T10:04:07.129575] [DEBUG] [FORECASTER] DHX: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T10:04:07.374864] [DEBUG] [FORECASTER] DHX: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T10:04:07.617168] [DEBUG] [FORECASTER] DHX: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-25T10:04:07.617348] [INFO ] [CONFIGURE ] DHX: DISCARDED add_pbf_volatility_5d (score: 80.00%)
[2025-11-25T10:04:07.617406] [INFO ] [CONFIGURE ] JOB ETA: 39.8m | Avg: 2.8s/test | Remaining: 866 tests
[2025-11-25T10:04:07.617452] [INFO ] [CONFIGURE ] DHX: Testing feature 19/29: add_pbf_vs_sma_5
[2025-11-25T10:04:07.617496] [INFO ] [CONFIGURE ] DHX: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_order_flow_imbalance', 'add_pbf_vs_sma_5']
[2025-11-25T10:04:07.858274] [DEBUG] [FORECASTER] DHX: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T10:04:08.099880] [DEBUG] [FORECASTER] DHX: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T10:04:08.354410] [DEBUG] [FORECASTER] DHX: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T10:04:08.631143] [DEBUG] [FORECASTER] DHX: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-25T10:04:08.897710] [DEBUG] [FORECASTER] DHX: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-25T10:04:09.151634] [DEBUG] [FORECASTER] DHX: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T10:04:09.412613] [DEBUG] [FORECASTER] DHX: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T10:04:09.668937] [DEBUG] [FORECASTER] DHX: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T10:04:09.914673] [DEBUG] [FORECASTER] DHX: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T10:04:10.173067] [DEBUG] [FORECASTER] DHX: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-11-25T10:04:10.173474] [INFO ] [CONFIGURE ] DHX: DISCARDED add_pbf_vs_sma_5 (score: 60.00%)
[2025-11-25T10:04:10.173530] [INFO ] [CONFIGURE ] JOB ETA: 39.7m | Avg: 2.8s/test | Remaining: 865 tests
[2025-11-25T10:04:10.173578] [INFO ] [CONFIGURE ] DHX: Testing feature 20/29: add_price_rejection
[2025-11-25T10:04:10.173621] [INFO ] [CONFIGURE ] DHX: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_order_flow_imbalance', 'add_price_rejection']
[2025-11-25T10:04:10.442466] [DEBUG] [FORECASTER] DHX: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T10:04:10.706860] [DEBUG] [FORECASTER] DHX: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T10:04:10.971020] [DEBUG] [FORECASTER] DHX: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T10:04:11.232045] [DEBUG] [FORECASTER] DHX: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1
[2025-11-25T10:04:11.506181] [DEBUG] [FORECASTER] DHX: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-25T10:04:11.792180] [DEBUG] [FORECASTER] DHX: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T10:04:12.068945] [DEBUG] [FORECASTER] DHX: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T10:04:12.349017] [DEBUG] [FORECASTER] DHX: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T10:04:12.640357] [DEBUG] [FORECASTER] DHX: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T10:04:12.932335] [DEBUG] [FORECASTER] DHX: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-25T10:04:12.932521] [INFO ] [CONFIGURE ] DHX: DISCARDED add_price_rejection (score: 50.00%)
[2025-11-25T10:04:12.932581] [INFO ] [CONFIGURE ] JOB ETA: 39.7m | Avg: 2.8s/test | Remaining: 864 tests
[2025-11-25T10:04:12.932632] [INFO ] [CONFIGURE ] DHX: Testing feature 21/29: add_range_position
[2025-11-25T10:04:12.932701] [INFO ] [CONFIGURE ] DHX: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_order_flow_imbalance', 'add_range_position']
[2025-11-25T10:04:13.247639] [DEBUG] [FORECASTER] DHX: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T10:04:13.554358] [DEBUG] [FORECASTER] DHX: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0
[2025-11-25T10:04:13.869042] [DEBUG] [FORECASTER] DHX: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T10:04:14.181881] [DEBUG] [FORECASTER] DHX: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1
[2025-11-25T10:04:14.491190] [DEBUG] [FORECASTER] DHX: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-25T10:04:14.786264] [DEBUG] [FORECASTER] DHX: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T10:04:15.099590] [DEBUG] [FORECASTER] DHX: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T10:04:15.403972] [DEBUG] [FORECASTER] DHX: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T10:04:15.727620] [DEBUG] [FORECASTER] DHX: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T10:04:16.031735] [DEBUG] [FORECASTER] DHX: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-25T10:04:16.031931] [INFO ] [CONFIGURE ] DHX: DISCARDED add_range_position (score: 50.00%)
[2025-11-25T10:04:16.031988] [INFO ] [CONFIGURE ] JOB ETA: 39.7m | Avg: 2.8s/test | Remaining: 863 tests
[2025-11-25T10:04:16.032038] [INFO ] [CONFIGURE ] DHX: Testing feature 22/29: add_realized_volatility
[2025-11-25T10:04:16.032081] [INFO ] [CONFIGURE ] DHX: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_order_flow_imbalance', 'add_realized_volatility']
[2025-11-25T10:04:16.417150] [DEBUG] [FORECASTER] DHX: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T10:04:16.788486] [DEBUG] [FORECASTER] DHX: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T10:04:17.168050] [DEBUG] [FORECASTER] DHX: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T10:04:17.543813] [DEBUG] [FORECASTER] DHX: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1
[2025-11-25T10:04:17.929478] [DEBUG] [FORECASTER] DHX: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-25T10:04:18.309017] [DEBUG] [FORECASTER] DHX: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T10:04:18.710444] [DEBUG] [FORECASTER] DHX: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T10:04:19.093414] [DEBUG] [FORECASTER] DHX: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T10:04:19.464624] [DEBUG] [FORECASTER] DHX: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T10:04:19.848505] [DEBUG] [FORECASTER] DHX: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-25T10:04:19.848782] [INFO ] [CONFIGURE ] DHX: DISCARDED add_realized_volatility (score: 50.00%)
[2025-11-25T10:04:19.848843] [INFO ] [CONFIGURE ] JOB ETA: 39.6m | Avg: 2.8s/test | Remaining: 862 tests
[2025-11-25T10:04:19.848892] [INFO ] [CONFIGURE ] DHX: Testing feature 23/29: add_recent_range_context
[2025-11-25T10:04:19.848937] [INFO ] [CONFIGURE ] DHX: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_order_flow_imbalance', 'add_recent_range_context']
[2025-11-25T10:04:20.100019] [DEBUG] [FORECASTER] DHX: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T10:04:20.352801] [DEBUG] [FORECASTER] DHX: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T10:04:20.599192] [DEBUG] [FORECASTER] DHX: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T10:04:20.842165] [DEBUG] [FORECASTER] DHX: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-25T10:04:21.091079] [DEBUG] [FORECASTER] DHX: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T10:04:21.354473] [DEBUG] [FORECASTER] DHX: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T10:04:21.611257] [DEBUG] [FORECASTER] DHX: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T10:04:21.866665] [DEBUG] [FORECASTER] DHX: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T10:04:22.133472] [DEBUG] [FORECASTER] DHX: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T10:04:22.395596] [DEBUG] [FORECASTER] DHX: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-25T10:04:22.395812] [INFO ] [CONFIGURE ] DHX: DISCARDED add_recent_range_context (score: 70.00%)
[2025-11-25T10:04:22.395871] [INFO ] [CONFIGURE ] JOB ETA: 39.6m | Avg: 2.8s/test | Remaining: 861 tests
[2025-11-25T10:04:22.395917] [INFO ] [CONFIGURE ] DHX: Testing feature 24/29: add_rsi
[2025-11-25T10:04:22.395960] [INFO ] [CONFIGURE ] DHX: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_order_flow_imbalance', 'add_ema', 'add_rsi']
[2025-11-25T10:04:22.709909] [DEBUG] [FORECASTER] DHX: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T10:04:23.035908] [DEBUG] [FORECASTER] DHX: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T10:04:23.362874] [DEBUG] [FORECASTER] DHX: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T10:04:23.695136] [DEBUG] [FORECASTER] DHX: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-25T10:04:24.020310] [DEBUG] [FORECASTER] DHX: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-25T10:04:24.352599] [DEBUG] [FORECASTER] DHX: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T10:04:24.695616] [DEBUG] [FORECASTER] DHX: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T10:04:25.081243] [DEBUG] [FORECASTER] DHX: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T10:04:25.429888] [DEBUG] [FORECASTER] DHX: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T10:04:25.770225] [DEBUG] [FORECASTER] DHX: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-25T10:04:25.770524] [INFO ] [CONFIGURE ] DHX: DISCARDED add_rsi (score: 70.00%)
[2025-11-25T10:04:25.770599] [INFO ] [CONFIGURE ] JOB ETA: 39.5m | Avg: 2.8s/test | Remaining: 860 tests
[2025-11-25T10:04:25.770670] [INFO ] [CONFIGURE ] DHX: Testing feature 25/29: add_tick_distribution
[2025-11-25T10:04:25.770719] [INFO ] [CONFIGURE ] DHX: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_order_flow_imbalance', 'add_tick_distribution']
[2025-11-25T10:04:26.094129] [DEBUG] [FORECASTER] DHX: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T10:04:26.417212] [DEBUG] [FORECASTER] DHX: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0
[2025-11-25T10:04:26.719332] [DEBUG] [FORECASTER] DHX: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T10:04:27.013944] [DEBUG] [FORECASTER] DHX: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-25T10:04:27.300858] [DEBUG] [FORECASTER] DHX: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T10:04:27.593799] [DEBUG] [FORECASTER] DHX: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T10:04:27.879064] [DEBUG] [FORECASTER] DHX: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T10:04:28.164672] [DEBUG] [FORECASTER] DHX: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T10:04:28.445130] [DEBUG] [FORECASTER] DHX: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T10:04:28.727859] [DEBUG] [FORECASTER] DHX: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-25T10:04:28.728048] [INFO ] [CONFIGURE ] DHX: DISCARDED add_tick_distribution (score: 90.00%)
[2025-11-25T10:04:28.728108] [INFO ] [CONFIGURE ] JOB ETA: 39.5m | Avg: 2.8s/test | Remaining: 859 tests
[2025-11-25T10:04:28.728157] [INFO ] [CONFIGURE ] DHX: Testing feature 26/29: add_volume_momentum_confirmation
[2025-11-25T10:04:28.728201] [INFO ] [CONFIGURE ] DHX: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_order_flow_imbalance', 'add_volume_momentum_confirmation']
[2025-11-25T10:04:29.009488] [DEBUG] [FORECASTER] DHX: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T10:04:29.301670] [DEBUG] [FORECASTER] DHX: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T10:04:29.585487] [DEBUG] [FORECASTER] DHX: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T10:04:29.868561] [DEBUG] [FORECASTER] DHX: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1
[2025-11-25T10:04:30.164132] [DEBUG] [FORECASTER] DHX: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-25T10:04:30.439257] [DEBUG] [FORECASTER] DHX: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T10:04:30.715287] [DEBUG] [FORECASTER] DHX: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T10:04:31.008036] [DEBUG] [FORECASTER] DHX: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T10:04:31.306767] [DEBUG] [FORECASTER] DHX: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T10:04:31.621027] [DEBUG] [FORECASTER] DHX: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-25T10:04:31.621217] [INFO ] [CONFIGURE ] DHX: DISCARDED add_volume_momentum_confirmation (score: 80.00%)
[2025-11-25T10:04:31.621276] [INFO ] [CONFIGURE ] JOB ETA: 39.4m | Avg: 2.8s/test | Remaining: 858 tests
[2025-11-25T10:04:31.621324] [INFO ] [CONFIGURE ] DHX: Testing feature 27/29: add_volume_price_divergence
[2025-11-25T10:04:31.621369] [INFO ] [CONFIGURE ] DHX: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_order_flow_imbalance', 'add_volume_price_divergence']
[2025-11-25T10:04:31.920062] [DEBUG] [FORECASTER] DHX: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T10:04:32.208875] [DEBUG] [FORECASTER] DHX: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T10:04:32.492539] [DEBUG] [FORECASTER] DHX: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T10:04:32.761309] [DEBUG] [FORECASTER] DHX: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-25T10:04:33.049283] [DEBUG] [FORECASTER] DHX: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T10:04:33.329843] [DEBUG] [FORECASTER] DHX: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T10:04:33.613475] [DEBUG] [FORECASTER] DHX: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T10:04:33.891346] [DEBUG] [FORECASTER] DHX: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T10:04:34.179706] [DEBUG] [FORECASTER] DHX: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T10:04:34.458810] [DEBUG] [FORECASTER] DHX: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-25T10:04:34.459007] [INFO ] [CONFIGURE ] DHX: DISCARDED add_volume_price_divergence (score: 80.00%)
[2025-11-25T10:04:34.459064] [INFO ] [CONFIGURE ] JOB ETA: 39.4m | Avg: 2.8s/test | Remaining: 857 tests
[2025-11-25T10:04:34.459111] [INFO ] [CONFIGURE ] DHX: Testing feature 28/29: add_volume_profile
[2025-11-25T10:04:34.459149] [INFO ] [CONFIGURE ] DHX: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_order_flow_imbalance', 'add_volume_profile']
[2025-11-25T10:04:34.720158] [DEBUG] [FORECASTER] DHX: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T10:04:35.019458] [DEBUG] [FORECASTER] DHX: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T10:04:35.325724] [DEBUG] [FORECASTER] DHX: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T10:04:35.609731] [DEBUG] [FORECASTER] DHX: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-25T10:04:35.905231] [DEBUG] [FORECASTER] DHX: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T10:04:36.199728] [DEBUG] [FORECASTER] DHX: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T10:04:36.488040] [DEBUG] [FORECASTER] DHX: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T10:04:36.780465] [DEBUG] [FORECASTER] DHX: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T10:04:37.081884] [DEBUG] [FORECASTER] DHX: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T10:04:37.392935] [DEBUG] [FORECASTER] DHX: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-25T10:04:37.393205] [INFO ] [CONFIGURE ] DHX: DISCARDED add_volume_profile (score: 70.00%)
[2025-11-25T10:04:37.393265] [INFO ] [CONFIGURE ] JOB ETA: 39.3m | Avg: 2.8s/test | Remaining: 856 tests
[2025-11-25T10:04:37.393314] [INFO ] [CONFIGURE ] DHX: ===== FEATURE SELECTION COMPLETE =====
[2025-11-25T10:04:37.393358] [INFO ] [CONFIGURE ] DHX: Best accuracy: 90.00%
[2025-11-25T10:04:37.393406] [INFO ] [CONFIGURE ] DHX: Best feature set (3 features): ['add_vwap', 'add_exhaustion_signals', 'add_order_flow_imbalance']
[2025-11-25T10:04:37.393442] [INFO ] [CONFIGURE ] DHX: Improvement over baseline: 30.00%
[2025-11-25T10:04:37.393483] [INFO ] [CONFIGURE ] DHX: Total time: 1.3 minutes
[2025-11-25T10:04:37.393520] [INFO ] [CONFIGURE ] DHX: Average time per feature: 2.7 seconds
[2025-11-25T10:04:37.393558] [INFO ] [CONFIGURE ] DHX: Average speed: 0.38 features/sec
[2025-11-25T10:04:37.394013] [INFO ] [LOCAL     ] Saved configuration for DHX: 3 features, 90.00% accuracy -> ./output/feature-sets/DHX.json
[2025-11-25T10:04:37.394077] [INFO ] [CONFIGURE ] DHX: Configuration saved successfully: 3 features, 90.00% accuracy.
[2025-11-25T10:04:37.394138] [INFO ] [sig       ] [136/164] Successfully configured DHX | 0.01 sym/s | Total: 3.1h | ETA: 37.8m
[2025-11-25T10:04:37.394187] [INFO ] [sig       ] [137/164] Configuring DK...
[2025-11-25T10:04:37.394229] [INFO ] [CONFIGURE ] DK: Configurate test run.
[2025-11-25T10:04:37.394271] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DK' from 'https://tdm.silogroup.org/data/derivative_storage/DK.csv'.
[2025-11-25T10:04:37.408323] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'DK'.
[2025-11-25T10:04:37.408679] [INFO ] [CONFIGURE ] DK: Testing with 29 available features
[2025-11-25T10:04:37.408745] [INFO ] [CONFIGURE ] DK: Establishing baseline with no features...
[2025-11-25T10:04:37.603112] [DEBUG] [FORECASTER] DK: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T10:04:37.792223] [DEBUG] [FORECASTER] DK: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T10:04:37.976501] [DEBUG] [FORECASTER] DK: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T10:04:38.167218] [DEBUG] [FORECASTER] DK: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-25T10:04:38.354963] [DEBUG] [FORECASTER] DK: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T10:04:38.545811] [DEBUG] [FORECASTER] DK: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T10:04:38.733795] [DEBUG] [FORECASTER] DK: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T10:04:38.939164] [DEBUG] [FORECASTER] DK: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T10:04:39.144020] [DEBUG] [FORECASTER] DK: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T10:04:39.344907] [DEBUG] [FORECASTER] DK: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T10:04:39.345055] [INFO ] [CONFIGURE ] DK: Baseline score (no features): 50.00%
[2025-11-25T10:04:39.345103] [INFO ] [CONFIGURE ] DK: Testing feature 1/29: add_bollinger_bands
[2025-11-25T10:04:39.345140] [INFO ] [CONFIGURE ] DK: Testing with features: ['add_bollinger_bands']
[2025-11-25T10:04:39.576982] [DEBUG] [FORECASTER] DK: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T10:04:39.797866] [DEBUG] [FORECASTER] DK: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T10:04:40.027546] [DEBUG] [FORECASTER] DK: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T10:04:40.258726] [DEBUG] [FORECASTER] DK: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-25T10:04:40.484450] [DEBUG] [FORECASTER] DK: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T10:04:40.709240] [DEBUG] [FORECASTER] DK: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T10:04:40.931541] [DEBUG] [FORECASTER] DK: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T10:04:41.155712] [DEBUG] [FORECASTER] DK: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T10:04:41.380544] [DEBUG] [FORECASTER] DK: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T10:04:41.605139] [DEBUG] [FORECASTER] DK: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T10:04:41.605326] [INFO ] [CONFIGURE ] DK: DISCARDED add_bollinger_bands (score: 50.00%)
[2025-11-25T10:04:41.605373] [INFO ] [CONFIGURE ] JOB ETA: 39.3m | Avg: 2.8s/test | Remaining: 855 tests
[2025-11-25T10:04:41.605411] [INFO ] [CONFIGURE ] DK: Testing feature 2/29: add_cumulative_delta
[2025-11-25T10:04:41.605446] [INFO ] [CONFIGURE ] DK: Testing with features: ['add_cumulative_delta']
[2025-11-25T10:04:41.833949] [DEBUG] [FORECASTER] DK: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T10:04:42.057153] [DEBUG] [FORECASTER] DK: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T10:04:42.283237] [DEBUG] [FORECASTER] DK: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T10:04:42.520547] [DEBUG] [FORECASTER] DK: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-25T10:04:42.756318] [DEBUG] [FORECASTER] DK: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T10:04:42.994524] [DEBUG] [FORECASTER] DK: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T10:04:43.235851] [DEBUG] [FORECASTER] DK: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T10:04:43.478988] [DEBUG] [FORECASTER] DK: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T10:04:43.726426] [DEBUG] [FORECASTER] DK: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T10:04:43.968426] [DEBUG] [FORECASTER] DK: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T10:04:43.968602] [INFO ] [CONFIGURE ] DK: DISCARDED add_cumulative_delta (score: 40.00%)
[2025-11-25T10:04:43.968697] [INFO ] [CONFIGURE ] JOB ETA: 39.2m | Avg: 2.8s/test | Remaining: 854 tests
[2025-11-25T10:04:43.968765] [INFO ] [CONFIGURE ] DK: Testing feature 3/29: add_daily_returns
[2025-11-25T10:04:43.968834] [INFO ] [CONFIGURE ] DK: Testing with features: ['add_daily_returns']
[2025-11-25T10:04:44.170216] [DEBUG] [FORECASTER] DK: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T10:04:44.367317] [DEBUG] [FORECASTER] DK: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T10:04:44.572496] [DEBUG] [FORECASTER] DK: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T10:04:44.773662] [DEBUG] [FORECASTER] DK: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-25T10:04:44.988286] [DEBUG] [FORECASTER] DK: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T10:04:45.218043] [DEBUG] [FORECASTER] DK: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T10:04:45.476691] [DEBUG] [FORECASTER] DK: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T10:04:45.763757] [DEBUG] [FORECASTER] DK: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T10:04:45.983903] [DEBUG] [FORECASTER] DK: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T10:04:46.193875] [DEBUG] [FORECASTER] DK: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T10:04:46.194076] [INFO ] [CONFIGURE ] DK: KEPT add_daily_returns (score: 70.00%)
[2025-11-25T10:04:46.194128] [INFO ] [CONFIGURE ] JOB ETA: 39.2m | Avg: 2.8s/test | Remaining: 853 tests
[2025-11-25T10:04:46.194169] [INFO ] [CONFIGURE ] DK: Testing feature 4/29: add_ema
[2025-11-25T10:04:46.194208] [INFO ] [CONFIGURE ] DK: Testing with features: ['add_daily_returns', 'add_ema']
[2025-11-25T10:04:46.424594] [DEBUG] [FORECASTER] DK: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T10:04:46.668047] [DEBUG] [FORECASTER] DK: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T10:04:46.892638] [DEBUG] [FORECASTER] DK: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T10:04:47.125943] [DEBUG] [FORECASTER] DK: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-25T10:04:47.346633] [DEBUG] [FORECASTER] DK: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T10:04:47.578390] [DEBUG] [FORECASTER] DK: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T10:04:47.812399] [DEBUG] [FORECASTER] DK: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T10:04:48.046431] [DEBUG] [FORECASTER] DK: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T10:04:48.275930] [DEBUG] [FORECASTER] DK: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T10:04:48.507167] [DEBUG] [FORECASTER] DK: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T10:04:48.507348] [INFO ] [CONFIGURE ] DK: DISCARDED add_ema (score: 40.00%)
[2025-11-25T10:04:48.507400] [INFO ] [CONFIGURE ] JOB ETA: 39.2m | Avg: 2.8s/test | Remaining: 852 tests
[2025-11-25T10:04:48.507440] [INFO ] [CONFIGURE ] DK: Testing feature 5/29: add_exhaustion_signals
[2025-11-25T10:04:48.507479] [INFO ] [CONFIGURE ] DK: Testing with features: ['add_daily_returns', 'add_vwap', 'add_exhaustion_signals']
[2025-11-25T10:04:48.747170] [DEBUG] [FORECASTER] DK: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T10:04:48.976945] [DEBUG] [FORECASTER] DK: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T10:04:49.207681] [DEBUG] [FORECASTER] DK: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T10:04:49.439188] [DEBUG] [FORECASTER] DK: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-25T10:04:49.659833] [DEBUG] [FORECASTER] DK: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-25T10:04:49.894160] [DEBUG] [FORECASTER] DK: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T10:04:50.142955] [DEBUG] [FORECASTER] DK: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T10:04:50.379427] [DEBUG] [FORECASTER] DK: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T10:04:50.624404] [DEBUG] [FORECASTER] DK: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T10:04:50.869107] [DEBUG] [FORECASTER] DK: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T10:04:50.869281] [INFO ] [CONFIGURE ] DK: DISCARDED add_exhaustion_signals (score: 50.00%)
[2025-11-25T10:04:50.869337] [INFO ] [CONFIGURE ] JOB ETA: 39.1m | Avg: 2.8s/test | Remaining: 851 tests
[2025-11-25T10:04:50.869376] [INFO ] [CONFIGURE ] DK: Testing feature 6/29: add_failed_moves
[2025-11-25T10:04:50.869422] [INFO ] [CONFIGURE ] DK: Testing with features: ['add_daily_returns', 'add_failed_moves']
[2025-11-25T10:04:51.071320] [DEBUG] [FORECASTER] DK: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T10:04:51.269805] [DEBUG] [FORECASTER] DK: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T10:04:51.471225] [DEBUG] [FORECASTER] DK: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T10:04:51.675427] [DEBUG] [FORECASTER] DK: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-25T10:04:51.874231] [DEBUG] [FORECASTER] DK: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T10:04:52.079273] [DEBUG] [FORECASTER] DK: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T10:04:52.272022] [DEBUG] [FORECASTER] DK: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T10:04:52.467978] [DEBUG] [FORECASTER] DK: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T10:04:52.660572] [DEBUG] [FORECASTER] DK: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T10:04:52.856911] [DEBUG] [FORECASTER] DK: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T10:04:52.857087] [INFO ] [CONFIGURE ] DK: DISCARDED add_failed_moves (score: 70.00%)
[2025-11-25T10:04:52.857190] [INFO ] [CONFIGURE ] JOB ETA: 39.1m | Avg: 2.8s/test | Remaining: 850 tests
[2025-11-25T10:04:52.857232] [INFO ] [CONFIGURE ] DK: Testing feature 7/29: add_lag_shelf
[2025-11-25T10:04:52.857269] [INFO ] [CONFIGURE ] DK: Testing with features: ['add_daily_returns', 'add_lag_shelf']
[2025-11-25T10:04:53.034510] [DEBUG] [FORECASTER] DK: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T10:04:53.209700] [DEBUG] [FORECASTER] DK: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T10:04:53.387904] [DEBUG] [FORECASTER] DK: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T10:04:53.572983] [DEBUG] [FORECASTER] DK: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-25T10:04:53.760833] [DEBUG] [FORECASTER] DK: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T10:04:53.949686] [DEBUG] [FORECASTER] DK: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T10:04:54.136297] [DEBUG] [FORECASTER] DK: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T10:04:54.316163] [DEBUG] [FORECASTER] DK: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T10:04:54.502305] [DEBUG] [FORECASTER] DK: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T10:04:54.685851] [DEBUG] [FORECASTER] DK: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T10:04:54.686034] [INFO ] [CONFIGURE ] DK: DISCARDED add_lag_shelf (score: 70.00%)
[2025-11-25T10:04:54.686082] [INFO ] [CONFIGURE ] JOB ETA: 39.0m | Avg: 2.8s/test | Remaining: 849 tests
[2025-11-25T10:04:54.686124] [INFO ] [CONFIGURE ] DK: Testing feature 8/29: add_macd
[2025-11-25T10:04:54.686162] [INFO ] [CONFIGURE ] DK: Testing with features: ['add_daily_returns', 'add_vwap', 'add_macd']
[2025-11-25T10:04:54.997508] [DEBUG] [FORECASTER] DK: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T10:04:55.273629] [DEBUG] [FORECASTER] DK: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T10:04:55.552247] [DEBUG] [FORECASTER] DK: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T10:04:55.830918] [DEBUG] [FORECASTER] DK: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1
[2025-11-25T10:04:56.106994] [DEBUG] [FORECASTER] DK: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T10:04:56.394309] [DEBUG] [FORECASTER] DK: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T10:04:56.694566] [DEBUG] [FORECASTER] DK: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T10:04:56.993860] [DEBUG] [FORECASTER] DK: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T10:04:57.322884] [DEBUG] [FORECASTER] DK: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T10:04:57.610453] [DEBUG] [FORECASTER] DK: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T10:04:57.610638] [INFO ] [CONFIGURE ] DK: DISCARDED add_macd (score: 40.00%)
[2025-11-25T10:04:57.610717] [INFO ] [CONFIGURE ] JOB ETA: 39.0m | Avg: 2.8s/test | Remaining: 848 tests
[2025-11-25T10:04:57.610766] [INFO ] [CONFIGURE ] DK: Testing feature 9/29: add_mfi
[2025-11-25T10:04:57.610812] [INFO ] [CONFIGURE ] DK: Testing with features: ['add_daily_returns', 'add_mfi']
[2025-11-25T10:04:57.824243] [DEBUG] [FORECASTER] DK: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T10:04:58.033417] [DEBUG] [FORECASTER] DK: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T10:04:58.243437] [DEBUG] [FORECASTER] DK: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T10:04:58.446864] [DEBUG] [FORECASTER] DK: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-25T10:04:58.660371] [DEBUG] [FORECASTER] DK: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T10:04:58.879733] [DEBUG] [FORECASTER] DK: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T10:04:59.108380] [DEBUG] [FORECASTER] DK: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T10:04:59.322227] [DEBUG] [FORECASTER] DK: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T10:04:59.531626] [DEBUG] [FORECASTER] DK: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T10:04:59.744550] [DEBUG] [FORECASTER] DK: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T10:04:59.744873] [INFO ] [CONFIGURE ] DK: DISCARDED add_mfi (score: 40.00%)
[2025-11-25T10:04:59.744937] [INFO ] [CONFIGURE ] JOB ETA: 38.9m | Avg: 2.8s/test | Remaining: 847 tests
[2025-11-25T10:04:59.744987] [INFO ] [CONFIGURE ] DK: Testing feature 10/29: add_momentum_acceleration
[2025-11-25T10:04:59.745031] [INFO ] [CONFIGURE ] DK: Testing with features: ['add_daily_returns', 'add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-11-25T10:05:00.056784] [DEBUG] [FORECASTER] DK: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T10:05:00.375237] [DEBUG] [FORECASTER] DK: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T10:05:01.379844] [DEBUG] [FORECASTER] DK: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T10:05:01.720795] [DEBUG] [FORECASTER] DK: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-25T10:05:02.066671] [DEBUG] [FORECASTER] DK: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T10:05:02.375984] [DEBUG] [FORECASTER] DK: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T10:05:02.677693] [DEBUG] [FORECASTER] DK: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T10:05:02.991497] [DEBUG] [FORECASTER] DK: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T10:05:03.310320] [DEBUG] [FORECASTER] DK: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T10:05:03.621087] [DEBUG] [FORECASTER] DK: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T10:05:03.621309] [INFO ] [CONFIGURE ] DK: DISCARDED add_momentum_acceleration (score: 40.00%)
[2025-11-25T10:05:03.621369] [INFO ] [CONFIGURE ] JOB ETA: 38.9m | Avg: 2.8s/test | Remaining: 846 tests
[2025-11-25T10:05:03.621419] [INFO ] [CONFIGURE ] DK: Testing feature 11/29: add_obv_daily
[2025-11-25T10:05:03.621466] [INFO ] [CONFIGURE ] DK: Testing with features: ['add_daily_returns', 'add_obv_daily']
[2025-11-25T10:05:03.837803] [DEBUG] [FORECASTER] DK: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T10:05:04.053871] [DEBUG] [FORECASTER] DK: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T10:05:04.273239] [DEBUG] [FORECASTER] DK: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T10:05:04.488627] [DEBUG] [FORECASTER] DK: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-25T10:05:04.697724] [DEBUG] [FORECASTER] DK: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T10:05:04.917474] [DEBUG] [FORECASTER] DK: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T10:05:05.175040] [DEBUG] [FORECASTER] DK: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T10:05:05.428251] [DEBUG] [FORECASTER] DK: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T10:05:05.671983] [DEBUG] [FORECASTER] DK: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T10:05:05.922458] [DEBUG] [FORECASTER] DK: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T10:05:05.922678] [INFO ] [CONFIGURE ] DK: DISCARDED add_obv_daily (score: 50.00%)
[2025-11-25T10:05:05.922954] [INFO ] [CONFIGURE ] JOB ETA: 38.8m | Avg: 2.8s/test | Remaining: 845 tests
[2025-11-25T10:05:05.923065] [INFO ] [CONFIGURE ] DK: Testing feature 12/29: add_obv_interval
[2025-11-25T10:05:05.923172] [INFO ] [CONFIGURE ] DK: Testing with features: ['add_daily_returns', 'add_obv_interval']
[2025-11-25T10:05:06.139843] [DEBUG] [FORECASTER] DK: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T10:05:06.353456] [DEBUG] [FORECASTER] DK: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T10:05:06.559941] [DEBUG] [FORECASTER] DK: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T10:05:06.766805] [DEBUG] [FORECASTER] DK: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-25T10:05:06.989406] [DEBUG] [FORECASTER] DK: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T10:05:07.226256] [DEBUG] [FORECASTER] DK: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T10:05:07.446969] [DEBUG] [FORECASTER] DK: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T10:05:07.658279] [DEBUG] [FORECASTER] DK: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T10:05:07.869411] [DEBUG] [FORECASTER] DK: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T10:05:08.094897] [DEBUG] [FORECASTER] DK: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T10:05:08.095239] [INFO ] [CONFIGURE ] DK: DISCARDED add_obv_interval (score: 40.00%)
[2025-11-25T10:05:08.095363] [INFO ] [CONFIGURE ] JOB ETA: 38.8m | Avg: 2.8s/test | Remaining: 844 tests
[2025-11-25T10:05:08.095473] [INFO ] [CONFIGURE ] DK: Testing feature 13/29: add_opening_strength
[2025-11-25T10:05:08.095582] [INFO ] [CONFIGURE ] DK: Testing with features: ['add_daily_returns', 'add_opening_strength']
[2025-11-25T10:05:08.331946] [DEBUG] [FORECASTER] DK: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T10:05:08.571315] [DEBUG] [FORECASTER] DK: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0
[2025-11-25T10:05:08.801044] [DEBUG] [FORECASTER] DK: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T10:05:09.031226] [DEBUG] [FORECASTER] DK: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-25T10:05:09.268425] [DEBUG] [FORECASTER] DK: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T10:05:09.506093] [DEBUG] [FORECASTER] DK: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T10:05:09.741798] [DEBUG] [FORECASTER] DK: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T10:05:09.979974] [DEBUG] [FORECASTER] DK: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T10:05:10.197894] [DEBUG] [FORECASTER] DK: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T10:05:10.407283] [DEBUG] [FORECASTER] DK: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T10:05:10.407469] [INFO ] [CONFIGURE ] DK: DISCARDED add_opening_strength (score: 40.00%)
[2025-11-25T10:05:10.407530] [INFO ] [CONFIGURE ] JOB ETA: 38.7m | Avg: 2.8s/test | Remaining: 843 tests
[2025-11-25T10:05:10.407578] [INFO ] [CONFIGURE ] DK: Testing feature 14/29: add_order_flow_imbalance
[2025-11-25T10:05:10.407622] [INFO ] [CONFIGURE ] DK: Testing with features: ['add_daily_returns', 'add_order_flow_imbalance']
[2025-11-25T10:05:10.630045] [DEBUG] [FORECASTER] DK: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T10:05:10.858447] [DEBUG] [FORECASTER] DK: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T10:05:11.088741] [DEBUG] [FORECASTER] DK: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T10:05:11.313187] [DEBUG] [FORECASTER] DK: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-25T10:05:11.530008] [DEBUG] [FORECASTER] DK: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T10:05:11.745752] [DEBUG] [FORECASTER] DK: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T10:05:11.975877] [DEBUG] [FORECASTER] DK: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T10:05:12.201745] [DEBUG] [FORECASTER] DK: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T10:05:12.435597] [DEBUG] [FORECASTER] DK: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T10:05:12.691210] [DEBUG] [FORECASTER] DK: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T10:05:12.691401] [INFO ] [CONFIGURE ] DK: DISCARDED add_order_flow_imbalance (score: 60.00%)
[2025-11-25T10:05:12.691461] [INFO ] [CONFIGURE ] JOB ETA: 38.7m | Avg: 2.8s/test | Remaining: 842 tests
[2025-11-25T10:05:12.691509] [INFO ] [CONFIGURE ] DK: Testing feature 15/29: add_pbf_morning_momentum
[2025-11-25T10:05:12.691555] [INFO ] [CONFIGURE ] DK: Testing with features: ['add_daily_returns', 'add_pbf_morning_momentum']
[2025-11-25T10:05:12.907906] [DEBUG] [FORECASTER] DK: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T10:05:13.116373] [DEBUG] [FORECASTER] DK: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T10:05:13.303223] [DEBUG] [FORECASTER] DK: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T10:05:13.493468] [DEBUG] [FORECASTER] DK: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-25T10:05:13.681046] [DEBUG] [FORECASTER] DK: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-25T10:05:13.867266] [DEBUG] [FORECASTER] DK: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T10:05:14.053775] [DEBUG] [FORECASTER] DK: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T10:05:14.240148] [DEBUG] [FORECASTER] DK: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T10:05:14.428635] [DEBUG] [FORECASTER] DK: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T10:05:14.625002] [DEBUG] [FORECASTER] DK: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T10:05:14.625365] [INFO ] [CONFIGURE ] DK: DISCARDED add_pbf_morning_momentum (score: 50.00%)
[2025-11-25T10:05:14.625485] [INFO ] [CONFIGURE ] JOB ETA: 38.6m | Avg: 2.8s/test | Remaining: 841 tests
[2025-11-25T10:05:14.625593] [INFO ] [CONFIGURE ] DK: Testing feature 16/29: add_pbf_overnight_gap
[2025-11-25T10:05:14.625713] [INFO ] [CONFIGURE ] DK: Testing with features: ['add_daily_returns', 'add_pbf_overnight_gap']
[2025-11-25T10:05:14.835191] [DEBUG] [FORECASTER] DK: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T10:05:15.056981] [DEBUG] [FORECASTER] DK: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T10:05:15.286061] [DEBUG] [FORECASTER] DK: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T10:05:15.518723] [DEBUG] [FORECASTER] DK: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-25T10:05:15.752927] [DEBUG] [FORECASTER] DK: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T10:05:15.971042] [DEBUG] [FORECASTER] DK: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T10:05:16.189014] [DEBUG] [FORECASTER] DK: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T10:05:16.400067] [DEBUG] [FORECASTER] DK: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T10:05:16.613923] [DEBUG] [FORECASTER] DK: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T10:05:16.830672] [DEBUG] [FORECASTER] DK: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T10:05:16.830885] [INFO ] [CONFIGURE ] DK: DISCARDED add_pbf_overnight_gap (score: 50.00%)
[2025-11-25T10:05:16.830936] [INFO ] [CONFIGURE ] JOB ETA: 38.6m | Avg: 2.8s/test | Remaining: 840 tests
[2025-11-25T10:05:16.830976] [INFO ] [CONFIGURE ] DK: Testing feature 17/29: add_pbf_return_2d
[2025-11-25T10:05:16.831012] [INFO ] [CONFIGURE ] DK: Testing with features: ['add_daily_returns', 'add_pbf_return_2d']
[2025-11-25T10:05:17.051088] [DEBUG] [FORECASTER] DK: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T10:05:17.270474] [DEBUG] [FORECASTER] DK: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T10:05:17.491960] [DEBUG] [FORECASTER] DK: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T10:05:17.709323] [DEBUG] [FORECASTER] DK: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-25T10:05:17.925574] [DEBUG] [FORECASTER] DK: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-25T10:05:18.157034] [DEBUG] [FORECASTER] DK: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T10:05:18.388448] [DEBUG] [FORECASTER] DK: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T10:05:18.612865] [DEBUG] [FORECASTER] DK: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T10:05:18.834931] [DEBUG] [FORECASTER] DK: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T10:05:19.064586] [DEBUG] [FORECASTER] DK: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T10:05:19.064799] [INFO ] [CONFIGURE ] DK: DISCARDED add_pbf_return_2d (score: 50.00%)
[2025-11-25T10:05:19.065034] [INFO ] [CONFIGURE ] JOB ETA: 38.5m | Avg: 2.8s/test | Remaining: 839 tests
[2025-11-25T10:05:19.065142] [INFO ] [CONFIGURE ] DK: Testing feature 18/29: add_pbf_volatility_5d
[2025-11-25T10:05:19.065249] [INFO ] [CONFIGURE ] DK: Testing with features: ['add_daily_returns', 'add_pbf_volatility_5d']
[2025-11-25T10:05:19.270593] [DEBUG] [FORECASTER] DK: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T10:05:19.471797] [DEBUG] [FORECASTER] DK: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T10:05:19.668291] [DEBUG] [FORECASTER] DK: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T10:05:19.865965] [DEBUG] [FORECASTER] DK: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-25T10:05:20.069775] [DEBUG] [FORECASTER] DK: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T10:05:20.267696] [DEBUG] [FORECASTER] DK: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T10:05:20.470160] [DEBUG] [FORECASTER] DK: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T10:05:20.675266] [DEBUG] [FORECASTER] DK: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T10:05:20.881845] [DEBUG] [FORECASTER] DK: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T10:05:21.084615] [DEBUG] [FORECASTER] DK: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T10:05:21.084810] [INFO ] [CONFIGURE ] DK: DISCARDED add_pbf_volatility_5d (score: 40.00%)
[2025-11-25T10:05:21.084861] [INFO ] [CONFIGURE ] JOB ETA: 38.5m | Avg: 2.8s/test | Remaining: 838 tests
[2025-11-25T10:05:21.084901] [INFO ] [CONFIGURE ] DK: Testing feature 19/29: add_pbf_vs_sma_5
[2025-11-25T10:05:21.084938] [INFO ] [CONFIGURE ] DK: Testing with features: ['add_daily_returns', 'add_pbf_vs_sma_5']
[2025-11-25T10:05:21.278633] [DEBUG] [FORECASTER] DK: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T10:05:21.487299] [DEBUG] [FORECASTER] DK: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T10:05:21.689282] [DEBUG] [FORECASTER] DK: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T10:05:21.892054] [DEBUG] [FORECASTER] DK: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-25T10:05:22.087134] [DEBUG] [FORECASTER] DK: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T10:05:22.280025] [DEBUG] [FORECASTER] DK: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T10:05:22.477402] [DEBUG] [FORECASTER] DK: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T10:05:22.674354] [DEBUG] [FORECASTER] DK: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T10:05:22.870041] [DEBUG] [FORECASTER] DK: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T10:05:23.070163] [DEBUG] [FORECASTER] DK: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T10:05:23.070342] [INFO ] [CONFIGURE ] DK: DISCARDED add_pbf_vs_sma_5 (score: 60.00%)
[2025-11-25T10:05:23.070393] [INFO ] [CONFIGURE ] JOB ETA: 38.4m | Avg: 2.8s/test | Remaining: 837 tests
[2025-11-25T10:05:23.070433] [INFO ] [CONFIGURE ] DK: Testing feature 20/29: add_price_rejection
[2025-11-25T10:05:23.070492] [INFO ] [CONFIGURE ] DK: Testing with features: ['add_daily_returns', 'add_price_rejection']
[2025-11-25T10:05:23.286869] [DEBUG] [FORECASTER] DK: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T10:05:23.503858] [DEBUG] [FORECASTER] DK: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0
[2025-11-25T10:05:23.730466] [DEBUG] [FORECASTER] DK: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T10:05:23.960513] [DEBUG] [FORECASTER] DK: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-25T10:05:24.189346] [DEBUG] [FORECASTER] DK: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T10:05:24.410466] [DEBUG] [FORECASTER] DK: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T10:05:24.636170] [DEBUG] [FORECASTER] DK: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T10:05:24.863422] [DEBUG] [FORECASTER] DK: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T10:05:25.122857] [DEBUG] [FORECASTER] DK: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T10:05:25.329505] [DEBUG] [FORECASTER] DK: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T10:05:25.329715] [INFO ] [CONFIGURE ] DK: DISCARDED add_price_rejection (score: 20.00%)
[2025-11-25T10:05:25.329822] [INFO ] [CONFIGURE ] JOB ETA: 38.4m | Avg: 2.8s/test | Remaining: 836 tests
[2025-11-25T10:05:25.329891] [INFO ] [CONFIGURE ] DK: Testing feature 21/29: add_range_position
[2025-11-25T10:05:25.329941] [INFO ] [CONFIGURE ] DK: Testing with features: ['add_daily_returns', 'add_range_position']
[2025-11-25T10:05:25.566143] [DEBUG] [FORECASTER] DK: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T10:05:25.803507] [DEBUG] [FORECASTER] DK: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T10:05:26.049193] [DEBUG] [FORECASTER] DK: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T10:05:26.288423] [DEBUG] [FORECASTER] DK: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-25T10:05:26.532515] [DEBUG] [FORECASTER] DK: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T10:05:26.777487] [DEBUG] [FORECASTER] DK: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T10:05:27.015551] [DEBUG] [FORECASTER] DK: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T10:05:27.260880] [DEBUG] [FORECASTER] DK: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T10:05:27.506662] [DEBUG] [FORECASTER] DK: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T10:05:27.742761] [DEBUG] [FORECASTER] DK: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T10:05:27.742986] [INFO ] [CONFIGURE ] DK: DISCARDED add_range_position (score: 50.00%)
[2025-11-25T10:05:27.743050] [INFO ] [CONFIGURE ] JOB ETA: 38.3m | Avg: 2.8s/test | Remaining: 835 tests
[2025-11-25T10:05:27.743101] [INFO ] [CONFIGURE ] DK: Testing feature 22/29: add_realized_volatility
[2025-11-25T10:05:27.743150] [INFO ] [CONFIGURE ] DK: Testing with features: ['add_daily_returns', 'add_realized_volatility']
[2025-11-25T10:05:28.052538] [DEBUG] [FORECASTER] DK: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T10:05:28.370712] [DEBUG] [FORECASTER] DK: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T10:05:28.682327] [DEBUG] [FORECASTER] DK: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T10:05:28.991463] [DEBUG] [FORECASTER] DK: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-25T10:05:29.303903] [DEBUG] [FORECASTER] DK: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-25T10:05:29.623064] [DEBUG] [FORECASTER] DK: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T10:05:29.943854] [DEBUG] [FORECASTER] DK: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T10:05:30.271998] [DEBUG] [FORECASTER] DK: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T10:05:30.594868] [DEBUG] [FORECASTER] DK: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T10:05:30.924309] [DEBUG] [FORECASTER] DK: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T10:05:30.924615] [INFO ] [CONFIGURE ] DK: DISCARDED add_realized_volatility (score: 70.00%)
[2025-11-25T10:05:30.924699] [INFO ] [CONFIGURE ] JOB ETA: 38.3m | Avg: 2.8s/test | Remaining: 834 tests
[2025-11-25T10:05:30.924752] [INFO ] [CONFIGURE ] DK: Testing feature 23/29: add_recent_range_context
[2025-11-25T10:05:30.924798] [INFO ] [CONFIGURE ] DK: Testing with features: ['add_daily_returns', 'add_recent_range_context']
[2025-11-25T10:05:31.141139] [DEBUG] [FORECASTER] DK: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T10:05:31.360437] [DEBUG] [FORECASTER] DK: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T10:05:31.581382] [DEBUG] [FORECASTER] DK: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T10:05:31.810420] [DEBUG] [FORECASTER] DK: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-25T10:05:32.042465] [DEBUG] [FORECASTER] DK: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T10:05:32.274366] [DEBUG] [FORECASTER] DK: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T10:05:32.520084] [DEBUG] [FORECASTER] DK: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T10:05:32.772398] [DEBUG] [FORECASTER] DK: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T10:05:33.089265] [DEBUG] [FORECASTER] DK: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T10:05:33.371266] [DEBUG] [FORECASTER] DK: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T10:05:33.371465] [INFO ] [CONFIGURE ] DK: DISCARDED add_recent_range_context (score: 40.00%)
[2025-11-25T10:05:33.371517] [INFO ] [CONFIGURE ] JOB ETA: 38.3m | Avg: 2.8s/test | Remaining: 833 tests
[2025-11-25T10:05:33.371557] [INFO ] [CONFIGURE ] DK: Testing feature 24/29: add_rsi
[2025-11-25T10:05:33.371595] [INFO ] [CONFIGURE ] DK: Testing with features: ['add_daily_returns', 'add_ema', 'add_rsi']
[2025-11-25T10:05:33.681674] [DEBUG] [FORECASTER] DK: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T10:05:33.948463] [DEBUG] [FORECASTER] DK: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T10:05:34.217028] [DEBUG] [FORECASTER] DK: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T10:05:34.465989] [DEBUG] [FORECASTER] DK: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-25T10:05:34.711097] [DEBUG] [FORECASTER] DK: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T10:05:34.951925] [DEBUG] [FORECASTER] DK: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T10:05:35.187820] [DEBUG] [FORECASTER] DK: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T10:05:35.431162] [DEBUG] [FORECASTER] DK: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T10:05:35.684255] [DEBUG] [FORECASTER] DK: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T10:05:35.935672] [DEBUG] [FORECASTER] DK: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T10:05:35.935922] [INFO ] [CONFIGURE ] DK: DISCARDED add_rsi (score: 50.00%)
[2025-11-25T10:05:35.936004] [INFO ] [CONFIGURE ] JOB ETA: 38.2m | Avg: 2.8s/test | Remaining: 832 tests
[2025-11-25T10:05:35.936063] [INFO ] [CONFIGURE ] DK: Testing feature 25/29: add_tick_distribution
[2025-11-25T10:05:35.936126] [INFO ] [CONFIGURE ] DK: Testing with features: ['add_daily_returns', 'add_tick_distribution']
[2025-11-25T10:05:36.157358] [DEBUG] [FORECASTER] DK: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T10:05:36.354234] [DEBUG] [FORECASTER] DK: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T10:05:36.550360] [DEBUG] [FORECASTER] DK: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T10:05:36.751493] [DEBUG] [FORECASTER] DK: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-25T10:05:36.945688] [DEBUG] [FORECASTER] DK: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-25T10:05:37.138860] [DEBUG] [FORECASTER] DK: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T10:05:37.334882] [DEBUG] [FORECASTER] DK: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T10:05:37.528603] [DEBUG] [FORECASTER] DK: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T10:05:37.722623] [DEBUG] [FORECASTER] DK: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T10:05:37.917401] [DEBUG] [FORECASTER] DK: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T10:05:37.917604] [INFO ] [CONFIGURE ] DK: DISCARDED add_tick_distribution (score: 40.00%)
[2025-11-25T10:05:37.917674] [INFO ] [CONFIGURE ] JOB ETA: 38.2m | Avg: 2.8s/test | Remaining: 831 tests
[2025-11-25T10:05:37.917743] [INFO ] [CONFIGURE ] DK: Testing feature 26/29: add_volume_momentum_confirmation
[2025-11-25T10:05:37.917800] [INFO ] [CONFIGURE ] DK: Testing with features: ['add_daily_returns', 'add_volume_momentum_confirmation']
[2025-11-25T10:05:38.117246] [DEBUG] [FORECASTER] DK: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T10:05:38.325909] [DEBUG] [FORECASTER] DK: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T10:05:38.523850] [DEBUG] [FORECASTER] DK: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T10:05:38.743609] [DEBUG] [FORECASTER] DK: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-25T10:05:38.943777] [DEBUG] [FORECASTER] DK: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T10:05:39.146011] [DEBUG] [FORECASTER] DK: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T10:05:39.351810] [DEBUG] [FORECASTER] DK: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T10:05:39.567539] [DEBUG] [FORECASTER] DK: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T10:05:39.783700] [DEBUG] [FORECASTER] DK: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T10:05:39.987489] [DEBUG] [FORECASTER] DK: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T10:05:39.987846] [INFO ] [CONFIGURE ] DK: DISCARDED add_volume_momentum_confirmation (score: 60.00%)
[2025-11-25T10:05:39.987967] [INFO ] [CONFIGURE ] JOB ETA: 38.1m | Avg: 2.8s/test | Remaining: 830 tests
[2025-11-25T10:05:39.988074] [INFO ] [CONFIGURE ] DK: Testing feature 27/29: add_volume_price_divergence
[2025-11-25T10:05:39.988190] [INFO ] [CONFIGURE ] DK: Testing with features: ['add_daily_returns', 'add_volume_price_divergence']
[2025-11-25T10:05:40.213239] [DEBUG] [FORECASTER] DK: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T10:05:40.436467] [DEBUG] [FORECASTER] DK: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T10:05:40.679017] [DEBUG] [FORECASTER] DK: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T10:05:40.940679] [DEBUG] [FORECASTER] DK: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-25T10:05:41.160492] [DEBUG] [FORECASTER] DK: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T10:05:41.388977] [DEBUG] [FORECASTER] DK: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T10:05:41.628552] [DEBUG] [FORECASTER] DK: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T10:05:41.851725] [DEBUG] [FORECASTER] DK: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T10:05:42.080878] [DEBUG] [FORECASTER] DK: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T10:05:42.321380] [DEBUG] [FORECASTER] DK: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T10:05:42.321611] [INFO ] [CONFIGURE ] DK: DISCARDED add_volume_price_divergence (score: 40.00%)
[2025-11-25T10:05:42.321694] [INFO ] [CONFIGURE ] JOB ETA: 38.1m | Avg: 2.8s/test | Remaining: 829 tests
[2025-11-25T10:05:42.321744] [INFO ] [CONFIGURE ] DK: Testing feature 28/29: add_volume_profile
[2025-11-25T10:05:42.321786] [INFO ] [CONFIGURE ] DK: Testing with features: ['add_daily_returns', 'add_volume_profile']
[2025-11-25T10:05:42.535256] [DEBUG] [FORECASTER] DK: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T10:05:42.735223] [DEBUG] [FORECASTER] DK: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T10:05:42.937072] [DEBUG] [FORECASTER] DK: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T10:05:43.139113] [DEBUG] [FORECASTER] DK: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1
[2025-11-25T10:05:43.337393] [DEBUG] [FORECASTER] DK: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T10:05:43.537374] [DEBUG] [FORECASTER] DK: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T10:05:43.752773] [DEBUG] [FORECASTER] DK: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T10:05:43.964664] [DEBUG] [FORECASTER] DK: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T10:05:44.167108] [DEBUG] [FORECASTER] DK: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T10:05:44.369918] [DEBUG] [FORECASTER] DK: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T10:05:44.370263] [INFO ] [CONFIGURE ] DK: DISCARDED add_volume_profile (score: 50.00%)
[2025-11-25T10:05:44.370386] [INFO ] [CONFIGURE ] JOB ETA: 38.0m | Avg: 2.8s/test | Remaining: 828 tests
[2025-11-25T10:05:44.370492] [INFO ] [CONFIGURE ] DK: Testing feature 29/29: add_vwap
[2025-11-25T10:05:44.370601] [INFO ] [CONFIGURE ] DK: Testing with features: ['add_daily_returns', 'add_vwap']
[2025-11-25T10:05:44.578245] [DEBUG] [FORECASTER] DK: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T10:05:44.783481] [DEBUG] [FORECASTER] DK: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T10:05:44.989044] [DEBUG] [FORECASTER] DK: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T10:05:45.202682] [DEBUG] [FORECASTER] DK: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-25T10:05:45.429715] [DEBUG] [FORECASTER] DK: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-25T10:05:45.661841] [DEBUG] [FORECASTER] DK: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T10:05:45.862328] [DEBUG] [FORECASTER] DK: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T10:05:46.079114] [DEBUG] [FORECASTER] DK: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T10:05:46.285298] [DEBUG] [FORECASTER] DK: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T10:05:46.491897] [DEBUG] [FORECASTER] DK: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T10:05:46.492069] [INFO ] [CONFIGURE ] DK: DISCARDED add_vwap (score: 40.00%)
[2025-11-25T10:05:46.492121] [INFO ] [CONFIGURE ] JOB ETA: 38.0m | Avg: 2.8s/test | Remaining: 827 tests
[2025-11-25T10:05:46.492163] [INFO ] [CONFIGURE ] DK: ===== FEATURE SELECTION COMPLETE =====
[2025-11-25T10:05:46.492200] [INFO ] [CONFIGURE ] DK: Best accuracy: 70.00%
[2025-11-25T10:05:46.492237] [INFO ] [CONFIGURE ] DK: Best feature set (1 features): ['add_daily_returns']
[2025-11-25T10:05:46.492271] [INFO ] [CONFIGURE ] DK: Improvement over baseline: 20.00%
[2025-11-25T10:05:46.492305] [INFO ] [CONFIGURE ] DK: Total time: 1.1 minutes
[2025-11-25T10:05:46.492338] [INFO ] [CONFIGURE ] DK: Average time per feature: 2.3 seconds
[2025-11-25T10:05:46.492373] [INFO ] [CONFIGURE ] DK: Average speed: 0.43 features/sec
[2025-11-25T10:05:46.492852] [INFO ] [LOCAL     ] Saved configuration for DK: 1 features, 70.00% accuracy -> ./output/feature-sets/DK.json
[2025-11-25T10:05:46.492918] [INFO ] [CONFIGURE ] DK: Configuration saved successfully: 1 features, 70.00% accuracy.
[2025-11-25T10:05:46.492963] [INFO ] [sig       ] [137/164] Successfully configured DK | 0.01 sym/s | Total: 3.1h | ETA: 36.4m
[2025-11-25T10:05:46.493000] [INFO ] [sig       ] [138/164] Configuring DLB...
[2025-11-25T10:05:46.493034] [INFO ] [CONFIGURE ] DLB: Configurate test run.
[2025-11-25T10:05:46.493069] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DLB' from 'https://tdm.silogroup.org/data/derivative_storage/DLB.csv'.
[2025-11-25T10:05:46.505268] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'DLB'.
[2025-11-25T10:05:46.505668] [INFO ] [CONFIGURE ] DLB: Testing with 29 available features
[2025-11-25T10:05:46.505737] [INFO ] [CONFIGURE ] DLB: Establishing baseline with no features...
[2025-11-25T10:05:46.672751] [DEBUG] [FORECASTER] DLB: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T10:05:46.836020] [DEBUG] [FORECASTER] DLB: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T10:05:47.002740] [DEBUG] [FORECASTER] DLB: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T10:05:47.179123] [DEBUG] [FORECASTER] DLB: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T10:05:47.358663] [DEBUG] [FORECASTER] DLB: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T10:05:47.532107] [DEBUG] [FORECASTER] DLB: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T10:05:47.724620] [DEBUG] [FORECASTER] DLB: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T10:05:47.907037] [DEBUG] [FORECASTER] DLB: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T10:05:48.090784] [DEBUG] [FORECASTER] DLB: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-25T10:05:48.277517] [DEBUG] [FORECASTER] DLB: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T10:05:48.277694] [INFO ] [CONFIGURE ] DLB: Baseline score (no features): 60.00%
[2025-11-25T10:05:48.277772] [INFO ] [CONFIGURE ] DLB: Testing feature 1/29: add_bollinger_bands
[2025-11-25T10:05:48.277826] [INFO ] [CONFIGURE ] DLB: Testing with features: ['add_bollinger_bands']
[2025-11-25T10:05:48.504781] [DEBUG] [FORECASTER] DLB: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T10:05:48.736742] [DEBUG] [FORECASTER] DLB: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T10:05:48.957399] [DEBUG] [FORECASTER] DLB: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T10:05:49.187229] [DEBUG] [FORECASTER] DLB: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T10:05:49.408891] [DEBUG] [FORECASTER] DLB: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T10:05:49.629393] [DEBUG] [FORECASTER] DLB: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T10:05:49.848565] [DEBUG] [FORECASTER] DLB: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T10:05:50.078352] [DEBUG] [FORECASTER] DLB: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T10:05:50.304484] [DEBUG] [FORECASTER] DLB: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T10:05:50.530509] [DEBUG] [FORECASTER] DLB: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T10:05:50.530966] [INFO ] [CONFIGURE ] DLB: DISCARDED add_bollinger_bands (score: 60.00%)
[2025-11-25T10:05:50.531111] [INFO ] [CONFIGURE ] JOB ETA: 37.9m | Avg: 2.8s/test | Remaining: 826 tests
[2025-11-25T10:05:50.531242] [INFO ] [CONFIGURE ] DLB: Testing feature 2/29: add_cumulative_delta
[2025-11-25T10:05:50.531364] [INFO ] [CONFIGURE ] DLB: Testing with features: ['add_cumulative_delta']
[2025-11-25T10:05:50.768115] [DEBUG] [FORECASTER] DLB: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T10:05:50.976303] [DEBUG] [FORECASTER] DLB: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T10:05:51.188174] [DEBUG] [FORECASTER] DLB: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T10:05:51.430110] [DEBUG] [FORECASTER] DLB: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T10:05:51.674439] [DEBUG] [FORECASTER] DLB: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T10:05:51.923232] [DEBUG] [FORECASTER] DLB: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T10:05:52.152498] [DEBUG] [FORECASTER] DLB: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T10:05:52.365954] [DEBUG] [FORECASTER] DLB: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-25T10:05:52.596441] [DEBUG] [FORECASTER] DLB: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T10:05:52.825678] [DEBUG] [FORECASTER] DLB: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T10:05:52.825854] [INFO ] [CONFIGURE ] DLB: DISCARDED add_cumulative_delta (score: 60.00%)
[2025-11-25T10:05:52.825903] [INFO ] [CONFIGURE ] JOB ETA: 37.9m | Avg: 2.8s/test | Remaining: 825 tests
[2025-11-25T10:05:52.825941] [INFO ] [CONFIGURE ] DLB: Testing feature 3/29: add_daily_returns
[2025-11-25T10:05:52.825977] [INFO ] [CONFIGURE ] DLB: Testing with features: ['add_daily_returns']
[2025-11-25T10:05:53.020592] [DEBUG] [FORECASTER] DLB: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T10:05:53.225263] [DEBUG] [FORECASTER] DLB: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T10:05:53.412600] [DEBUG] [FORECASTER] DLB: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T10:05:53.605509] [DEBUG] [FORECASTER] DLB: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T10:05:53.792807] [DEBUG] [FORECASTER] DLB: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T10:05:53.994225] [DEBUG] [FORECASTER] DLB: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T10:05:54.191512] [DEBUG] [FORECASTER] DLB: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T10:05:54.381561] [DEBUG] [FORECASTER] DLB: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-25T10:05:54.574186] [DEBUG] [FORECASTER] DLB: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-25T10:05:54.761859] [DEBUG] [FORECASTER] DLB: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T10:05:54.762236] [INFO ] [CONFIGURE ] DLB: DISCARDED add_daily_returns (score: 40.00%)
[2025-11-25T10:05:54.762356] [INFO ] [CONFIGURE ] JOB ETA: 37.8m | Avg: 2.8s/test | Remaining: 824 tests
[2025-11-25T10:05:54.762464] [INFO ] [CONFIGURE ] DLB: Testing feature 4/29: add_ema
[2025-11-25T10:05:54.762568] [INFO ] [CONFIGURE ] DLB: Testing with features: ['add_ema']
[2025-11-25T10:05:54.987693] [DEBUG] [FORECASTER] DLB: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T10:05:55.210993] [DEBUG] [FORECASTER] DLB: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T10:05:55.435282] [DEBUG] [FORECASTER] DLB: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T10:05:55.649944] [DEBUG] [FORECASTER] DLB: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T10:05:55.862444] [DEBUG] [FORECASTER] DLB: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T10:05:56.080847] [DEBUG] [FORECASTER] DLB: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T10:05:56.315989] [DEBUG] [FORECASTER] DLB: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T10:05:56.538332] [DEBUG] [FORECASTER] DLB: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-25T10:05:56.758550] [DEBUG] [FORECASTER] DLB: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-25T10:05:56.975443] [DEBUG] [FORECASTER] DLB: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T10:05:56.975819] [INFO ] [CONFIGURE ] DLB: DISCARDED add_ema (score: 50.00%)
[2025-11-25T10:05:56.975986] [INFO ] [CONFIGURE ] JOB ETA: 37.8m | Avg: 2.8s/test | Remaining: 823 tests
[2025-11-25T10:05:56.976103] [INFO ] [CONFIGURE ] DLB: Testing feature 5/29: add_exhaustion_signals
[2025-11-25T10:05:56.976211] [INFO ] [CONFIGURE ] DLB: Testing with features: ['add_vwap', 'add_exhaustion_signals']
[2025-11-25T10:05:57.195774] [DEBUG] [FORECASTER] DLB: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T10:05:57.421929] [DEBUG] [FORECASTER] DLB: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T10:05:57.647415] [DEBUG] [FORECASTER] DLB: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T10:05:57.867870] [DEBUG] [FORECASTER] DLB: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T10:05:58.100854] [DEBUG] [FORECASTER] DLB: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T10:05:58.343881] [DEBUG] [FORECASTER] DLB: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T10:05:58.599216] [DEBUG] [FORECASTER] DLB: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T10:05:58.849238] [DEBUG] [FORECASTER] DLB: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-25T10:05:59.093584] [DEBUG] [FORECASTER] DLB: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-25T10:05:59.325251] [DEBUG] [FORECASTER] DLB: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T10:05:59.325435] [INFO ] [CONFIGURE ] DLB: DISCARDED add_exhaustion_signals (score: 30.00%)
[2025-11-25T10:05:59.325493] [INFO ] [CONFIGURE ] JOB ETA: 37.7m | Avg: 2.8s/test | Remaining: 822 tests
[2025-11-25T10:05:59.325532] [INFO ] [CONFIGURE ] DLB: Testing feature 6/29: add_failed_moves
[2025-11-25T10:05:59.325576] [INFO ] [CONFIGURE ] DLB: Testing with features: ['add_failed_moves']
[2025-11-25T10:05:59.515265] [DEBUG] [FORECASTER] DLB: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T10:05:59.716075] [DEBUG] [FORECASTER] DLB: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T10:05:59.910823] [DEBUG] [FORECASTER] DLB: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T10:06:00.113684] [DEBUG] [FORECASTER] DLB: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T10:06:00.320757] [DEBUG] [FORECASTER] DLB: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T10:06:00.527003] [DEBUG] [FORECASTER] DLB: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T10:06:01.416328] [DEBUG] [FORECASTER] DLB: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T10:06:01.704079] [DEBUG] [FORECASTER] DLB: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T10:06:01.900486] [DEBUG] [FORECASTER] DLB: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-25T10:06:02.106141] [DEBUG] [FORECASTER] DLB: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T10:06:02.106315] [INFO ] [CONFIGURE ] DLB: DISCARDED add_failed_moves (score: 60.00%)
[2025-11-25T10:06:02.106363] [INFO ] [CONFIGURE ] JOB ETA: 37.7m | Avg: 2.8s/test | Remaining: 821 tests
[2025-11-25T10:06:02.106402] [INFO ] [CONFIGURE ] DLB: Testing feature 7/29: add_lag_shelf
[2025-11-25T10:06:02.106443] [INFO ] [CONFIGURE ] DLB: Testing with features: ['add_lag_shelf']
[2025-11-25T10:06:02.285227] [DEBUG] [FORECASTER] DLB: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T10:06:02.464407] [DEBUG] [FORECASTER] DLB: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T10:06:02.657521] [DEBUG] [FORECASTER] DLB: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T10:06:02.833222] [DEBUG] [FORECASTER] DLB: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T10:06:03.005870] [DEBUG] [FORECASTER] DLB: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T10:06:03.183390] [DEBUG] [FORECASTER] DLB: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T10:06:03.355396] [DEBUG] [FORECASTER] DLB: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T10:06:03.537621] [DEBUG] [FORECASTER] DLB: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T10:06:03.706939] [DEBUG] [FORECASTER] DLB: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-25T10:06:03.906198] [DEBUG] [FORECASTER] DLB: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T10:06:03.906380] [INFO ] [CONFIGURE ] DLB: DISCARDED add_lag_shelf (score: 60.00%)
[2025-11-25T10:06:03.906431] [INFO ] [CONFIGURE ] JOB ETA: 37.6m | Avg: 2.8s/test | Remaining: 820 tests
[2025-11-25T10:06:03.906472] [INFO ] [CONFIGURE ] DLB: Testing feature 8/29: add_macd
[2025-11-25T10:06:03.906519] [INFO ] [CONFIGURE ] DLB: Testing with features: ['add_vwap', 'add_macd']
[2025-11-25T10:06:04.165474] [DEBUG] [FORECASTER] DLB: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T10:06:04.432978] [DEBUG] [FORECASTER] DLB: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T10:06:04.690882] [DEBUG] [FORECASTER] DLB: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T10:06:04.946208] [DEBUG] [FORECASTER] DLB: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T10:06:05.242514] [DEBUG] [FORECASTER] DLB: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T10:06:05.523075] [DEBUG] [FORECASTER] DLB: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T10:06:05.790957] [DEBUG] [FORECASTER] DLB: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T10:06:06.048489] [DEBUG] [FORECASTER] DLB: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-25T10:06:06.335147] [DEBUG] [FORECASTER] DLB: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-25T10:06:06.629504] [DEBUG] [FORECASTER] DLB: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T10:06:06.629775] [INFO ] [CONFIGURE ] DLB: DISCARDED add_macd (score: 30.00%)
[2025-11-25T10:06:06.629842] [INFO ] [CONFIGURE ] JOB ETA: 37.6m | Avg: 2.8s/test | Remaining: 819 tests
[2025-11-25T10:06:06.629888] [INFO ] [CONFIGURE ] DLB: Testing feature 9/29: add_mfi
[2025-11-25T10:06:06.629930] [INFO ] [CONFIGURE ] DLB: Testing with features: ['add_mfi']
[2025-11-25T10:06:06.815481] [DEBUG] [FORECASTER] DLB: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T10:06:07.017204] [DEBUG] [FORECASTER] DLB: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T10:06:07.206971] [DEBUG] [FORECASTER] DLB: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T10:06:07.401442] [DEBUG] [FORECASTER] DLB: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T10:06:07.594079] [DEBUG] [FORECASTER] DLB: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T10:06:07.826035] [DEBUG] [FORECASTER] DLB: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T10:06:08.042331] [DEBUG] [FORECASTER] DLB: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T10:06:08.228891] [DEBUG] [FORECASTER] DLB: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T10:06:08.422871] [DEBUG] [FORECASTER] DLB: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-25T10:06:08.619024] [DEBUG] [FORECASTER] DLB: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T10:06:08.619212] [INFO ] [CONFIGURE ] DLB: DISCARDED add_mfi (score: 40.00%)
[2025-11-25T10:06:08.619262] [INFO ] [CONFIGURE ] JOB ETA: 37.5m | Avg: 2.8s/test | Remaining: 818 tests
[2025-11-25T10:06:08.619301] [INFO ] [CONFIGURE ] DLB: Testing feature 10/29: add_momentum_acceleration
[2025-11-25T10:06:08.619337] [INFO ] [CONFIGURE ] DLB: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-11-25T10:06:08.908681] [DEBUG] [FORECASTER] DLB: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T10:06:09.219625] [DEBUG] [FORECASTER] DLB: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T10:06:09.500364] [DEBUG] [FORECASTER] DLB: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T10:06:09.770599] [DEBUG] [FORECASTER] DLB: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T10:06:10.045871] [DEBUG] [FORECASTER] DLB: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T10:06:10.316866] [DEBUG] [FORECASTER] DLB: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T10:06:10.594186] [DEBUG] [FORECASTER] DLB: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T10:06:10.871210] [DEBUG] [FORECASTER] DLB: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-25T10:06:11.178689] [DEBUG] [FORECASTER] DLB: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T10:06:11.490329] [DEBUG] [FORECASTER] DLB: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T10:06:11.490528] [INFO ] [CONFIGURE ] DLB: DISCARDED add_momentum_acceleration (score: 60.00%)
[2025-11-25T10:06:11.490589] [INFO ] [CONFIGURE ] JOB ETA: 37.5m | Avg: 2.8s/test | Remaining: 817 tests
[2025-11-25T10:06:11.490639] [INFO ] [CONFIGURE ] DLB: Testing feature 11/29: add_obv_daily
[2025-11-25T10:06:11.490709] [INFO ] [CONFIGURE ] DLB: Testing with features: ['add_obv_daily']
[2025-11-25T10:06:11.710739] [DEBUG] [FORECASTER] DLB: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T10:06:11.936952] [DEBUG] [FORECASTER] DLB: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T10:06:12.145965] [DEBUG] [FORECASTER] DLB: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T10:06:12.338795] [DEBUG] [FORECASTER] DLB: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T10:06:12.540577] [DEBUG] [FORECASTER] DLB: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T10:06:12.745035] [DEBUG] [FORECASTER] DLB: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T10:06:12.952709] [DEBUG] [FORECASTER] DLB: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T10:06:13.156536] [DEBUG] [FORECASTER] DLB: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T10:06:13.361080] [DEBUG] [FORECASTER] DLB: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-25T10:06:13.565521] [DEBUG] [FORECASTER] DLB: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T10:06:13.565725] [INFO ] [CONFIGURE ] DLB: DISCARDED add_obv_daily (score: 50.00%)
[2025-11-25T10:06:13.565811] [INFO ] [CONFIGURE ] JOB ETA: 37.4m | Avg: 2.8s/test | Remaining: 816 tests
[2025-11-25T10:06:13.566033] [INFO ] [CONFIGURE ] DLB: Testing feature 12/29: add_obv_interval
[2025-11-25T10:06:13.566155] [INFO ] [CONFIGURE ] DLB: Testing with features: ['add_obv_interval']
[2025-11-25T10:06:13.753519] [DEBUG] [FORECASTER] DLB: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T10:06:13.944406] [DEBUG] [FORECASTER] DLB: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T10:06:14.134931] [DEBUG] [FORECASTER] DLB: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T10:06:14.322210] [DEBUG] [FORECASTER] DLB: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T10:06:14.513746] [DEBUG] [FORECASTER] DLB: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T10:06:14.705199] [DEBUG] [FORECASTER] DLB: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T10:06:14.911252] [DEBUG] [FORECASTER] DLB: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T10:06:15.112703] [DEBUG] [FORECASTER] DLB: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-25T10:06:15.302756] [DEBUG] [FORECASTER] DLB: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T10:06:15.498015] [DEBUG] [FORECASTER] DLB: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T10:06:15.498214] [INFO ] [CONFIGURE ] DLB: DISCARDED add_obv_interval (score: 60.00%)
[2025-11-25T10:06:15.498263] [INFO ] [CONFIGURE ] JOB ETA: 37.4m | Avg: 2.8s/test | Remaining: 815 tests
[2025-11-25T10:06:15.498303] [INFO ] [CONFIGURE ] DLB: Testing feature 13/29: add_opening_strength
[2025-11-25T10:06:15.498340] [INFO ] [CONFIGURE ] DLB: Testing with features: ['add_daily_returns', 'add_opening_strength']
[2025-11-25T10:06:15.712523] [DEBUG] [FORECASTER] DLB: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T10:06:15.919593] [DEBUG] [FORECASTER] DLB: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T10:06:16.126513] [DEBUG] [FORECASTER] DLB: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T10:06:16.342467] [DEBUG] [FORECASTER] DLB: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T10:06:16.553746] [DEBUG] [FORECASTER] DLB: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T10:06:16.759571] [DEBUG] [FORECASTER] DLB: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T10:06:16.970974] [DEBUG] [FORECASTER] DLB: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T10:06:17.193531] [DEBUG] [FORECASTER] DLB: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T10:06:17.437070] [DEBUG] [FORECASTER] DLB: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-25T10:06:17.659310] [DEBUG] [FORECASTER] DLB: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T10:06:17.659504] [INFO ] [CONFIGURE ] DLB: DISCARDED add_opening_strength (score: 30.00%)
[2025-11-25T10:06:17.659570] [INFO ] [CONFIGURE ] JOB ETA: 37.3m | Avg: 2.8s/test | Remaining: 814 tests
[2025-11-25T10:06:17.659623] [INFO ] [CONFIGURE ] DLB: Testing feature 14/29: add_order_flow_imbalance
[2025-11-25T10:06:17.659691] [INFO ] [CONFIGURE ] DLB: Testing with features: ['add_order_flow_imbalance']
[2025-11-25T10:06:17.861716] [DEBUG] [FORECASTER] DLB: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T10:06:18.066884] [DEBUG] [FORECASTER] DLB: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T10:06:18.279804] [DEBUG] [FORECASTER] DLB: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T10:06:18.488301] [DEBUG] [FORECASTER] DLB: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T10:06:18.710507] [DEBUG] [FORECASTER] DLB: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T10:06:18.950719] [DEBUG] [FORECASTER] DLB: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T10:06:19.172392] [DEBUG] [FORECASTER] DLB: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T10:06:19.398848] [DEBUG] [FORECASTER] DLB: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-25T10:06:19.628393] [DEBUG] [FORECASTER] DLB: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T10:06:19.868134] [DEBUG] [FORECASTER] DLB: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T10:06:19.868336] [INFO ] [CONFIGURE ] DLB: DISCARDED add_order_flow_imbalance (score: 40.00%)
[2025-11-25T10:06:19.868521] [INFO ] [CONFIGURE ] JOB ETA: 37.3m | Avg: 2.8s/test | Remaining: 813 tests
[2025-11-25T10:06:19.868629] [INFO ] [CONFIGURE ] DLB: Testing feature 15/29: add_pbf_morning_momentum
[2025-11-25T10:06:19.868752] [INFO ] [CONFIGURE ] DLB: Testing with features: ['add_pbf_morning_momentum']
[2025-11-25T10:06:20.072158] [DEBUG] [FORECASTER] DLB: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T10:06:20.268332] [DEBUG] [FORECASTER] DLB: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T10:06:20.465130] [DEBUG] [FORECASTER] DLB: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T10:06:20.671956] [DEBUG] [FORECASTER] DLB: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T10:06:20.886762] [DEBUG] [FORECASTER] DLB: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T10:06:21.087404] [DEBUG] [FORECASTER] DLB: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T10:06:21.285394] [DEBUG] [FORECASTER] DLB: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T10:06:21.488671] [DEBUG] [FORECASTER] DLB: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-25T10:06:21.692637] [DEBUG] [FORECASTER] DLB: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T10:06:21.892708] [DEBUG] [FORECASTER] DLB: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T10:06:21.892901] [INFO ] [CONFIGURE ] DLB: DISCARDED add_pbf_morning_momentum (score: 60.00%)
[2025-11-25T10:06:21.892962] [INFO ] [CONFIGURE ] JOB ETA: 37.2m | Avg: 2.8s/test | Remaining: 812 tests
[2025-11-25T10:06:21.893003] [INFO ] [CONFIGURE ] DLB: Testing feature 16/29: add_pbf_overnight_gap
[2025-11-25T10:06:21.893044] [INFO ] [CONFIGURE ] DLB: Testing with features: ['add_pbf_overnight_gap']
[2025-11-25T10:06:22.112342] [DEBUG] [FORECASTER] DLB: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T10:06:22.323361] [DEBUG] [FORECASTER] DLB: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T10:06:22.533180] [DEBUG] [FORECASTER] DLB: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T10:06:22.744984] [DEBUG] [FORECASTER] DLB: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T10:06:22.954790] [DEBUG] [FORECASTER] DLB: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T10:06:23.167234] [DEBUG] [FORECASTER] DLB: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T10:06:23.377545] [DEBUG] [FORECASTER] DLB: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T10:06:23.599016] [DEBUG] [FORECASTER] DLB: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-25T10:06:23.817796] [DEBUG] [FORECASTER] DLB: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T10:06:24.041165] [DEBUG] [FORECASTER] DLB: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T10:06:24.041341] [INFO ] [CONFIGURE ] DLB: DISCARDED add_pbf_overnight_gap (score: 50.00%)
[2025-11-25T10:06:24.041390] [INFO ] [CONFIGURE ] JOB ETA: 37.2m | Avg: 2.8s/test | Remaining: 811 tests
[2025-11-25T10:06:24.041428] [INFO ] [CONFIGURE ] DLB: Testing feature 17/29: add_pbf_return_2d
[2025-11-25T10:06:24.041464] [INFO ] [CONFIGURE ] DLB: Testing with features: ['add_pbf_return_2d']
[2025-11-25T10:06:24.258558] [DEBUG] [FORECASTER] DLB: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T10:06:24.474378] [DEBUG] [FORECASTER] DLB: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T10:06:24.691519] [DEBUG] [FORECASTER] DLB: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T10:06:24.919192] [DEBUG] [FORECASTER] DLB: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T10:06:25.184504] [DEBUG] [FORECASTER] DLB: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T10:06:25.400802] [DEBUG] [FORECASTER] DLB: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T10:06:25.624588] [DEBUG] [FORECASTER] DLB: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T10:06:25.858383] [DEBUG] [FORECASTER] DLB: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T10:06:26.087457] [DEBUG] [FORECASTER] DLB: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T10:06:26.312330] [DEBUG] [FORECASTER] DLB: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T10:06:26.312708] [INFO ] [CONFIGURE ] DLB: DISCARDED add_pbf_return_2d (score: 60.00%)
[2025-11-25T10:06:26.312828] [INFO ] [CONFIGURE ] JOB ETA: 37.2m | Avg: 2.8s/test | Remaining: 810 tests
[2025-11-25T10:06:26.312935] [INFO ] [CONFIGURE ] DLB: Testing feature 18/29: add_pbf_volatility_5d
[2025-11-25T10:06:26.313089] [INFO ] [CONFIGURE ] DLB: Testing with features: ['add_pbf_volatility_5d']
[2025-11-25T10:06:26.518110] [DEBUG] [FORECASTER] DLB: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T10:06:26.722149] [DEBUG] [FORECASTER] DLB: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T10:06:26.914733] [DEBUG] [FORECASTER] DLB: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T10:06:27.117422] [DEBUG] [FORECASTER] DLB: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T10:06:27.312447] [DEBUG] [FORECASTER] DLB: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T10:06:27.508331] [DEBUG] [FORECASTER] DLB: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T10:06:27.700021] [DEBUG] [FORECASTER] DLB: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T10:06:27.892623] [DEBUG] [FORECASTER] DLB: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-25T10:06:28.079236] [DEBUG] [FORECASTER] DLB: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T10:06:28.264372] [DEBUG] [FORECASTER] DLB: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T10:06:28.264522] [INFO ] [CONFIGURE ] DLB: DISCARDED add_pbf_volatility_5d (score: 50.00%)
[2025-11-25T10:06:28.264571] [INFO ] [CONFIGURE ] JOB ETA: 37.1m | Avg: 2.8s/test | Remaining: 809 tests
[2025-11-25T10:06:28.264609] [INFO ] [CONFIGURE ] DLB: Testing feature 19/29: add_pbf_vs_sma_5
[2025-11-25T10:06:28.264663] [INFO ] [CONFIGURE ] DLB: Testing with features: ['add_pbf_vs_sma_5']
[2025-11-25T10:06:28.445055] [DEBUG] [FORECASTER] DLB: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T10:06:28.628736] [DEBUG] [FORECASTER] DLB: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T10:06:28.813024] [DEBUG] [FORECASTER] DLB: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T10:06:28.995612] [DEBUG] [FORECASTER] DLB: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T10:06:29.183953] [DEBUG] [FORECASTER] DLB: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T10:06:29.369494] [DEBUG] [FORECASTER] DLB: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T10:06:29.559784] [DEBUG] [FORECASTER] DLB: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T10:06:29.745091] [DEBUG] [FORECASTER] DLB: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-25T10:06:29.933907] [DEBUG] [FORECASTER] DLB: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-25T10:06:30.131802] [DEBUG] [FORECASTER] DLB: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T10:06:30.132122] [INFO ] [CONFIGURE ] DLB: DISCARDED add_pbf_vs_sma_5 (score: 60.00%)
[2025-11-25T10:06:30.132239] [INFO ] [CONFIGURE ] JOB ETA: 37.1m | Avg: 2.8s/test | Remaining: 808 tests
[2025-11-25T10:06:30.132346] [INFO ] [CONFIGURE ] DLB: Testing feature 20/29: add_price_rejection
[2025-11-25T10:06:30.132449] [INFO ] [CONFIGURE ] DLB: Testing with features: ['add_price_rejection']
[2025-11-25T10:06:30.333762] [DEBUG] [FORECASTER] DLB: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T10:06:30.536257] [DEBUG] [FORECASTER] DLB: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T10:06:30.740565] [DEBUG] [FORECASTER] DLB: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T10:06:30.945585] [DEBUG] [FORECASTER] DLB: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T10:06:31.145518] [DEBUG] [FORECASTER] DLB: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T10:06:31.358993] [DEBUG] [FORECASTER] DLB: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T10:06:31.560615] [DEBUG] [FORECASTER] DLB: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T10:06:31.768471] [DEBUG] [FORECASTER] DLB: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-25T10:06:31.981896] [DEBUG] [FORECASTER] DLB: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T10:06:32.200489] [DEBUG] [FORECASTER] DLB: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T10:06:32.200684] [INFO ] [CONFIGURE ] DLB: DISCARDED add_price_rejection (score: 50.00%)
[2025-11-25T10:06:32.200771] [INFO ] [CONFIGURE ] JOB ETA: 37.0m | Avg: 2.8s/test | Remaining: 807 tests
[2025-11-25T10:06:32.200827] [INFO ] [CONFIGURE ] DLB: Testing feature 21/29: add_range_position
[2025-11-25T10:06:32.200885] [INFO ] [CONFIGURE ] DLB: Testing with features: ['add_range_position']
[2025-11-25T10:06:32.436224] [DEBUG] [FORECASTER] DLB: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T10:06:32.668888] [DEBUG] [FORECASTER] DLB: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T10:06:32.906327] [DEBUG] [FORECASTER] DLB: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T10:06:33.140402] [DEBUG] [FORECASTER] DLB: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T10:06:33.372500] [DEBUG] [FORECASTER] DLB: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T10:06:33.596844] [DEBUG] [FORECASTER] DLB: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T10:06:33.821166] [DEBUG] [FORECASTER] DLB: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T10:06:34.049499] [DEBUG] [FORECASTER] DLB: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-25T10:06:34.281414] [DEBUG] [FORECASTER] DLB: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-25T10:06:34.519458] [DEBUG] [FORECASTER] DLB: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T10:06:34.519713] [INFO ] [CONFIGURE ] DLB: DISCARDED add_range_position (score: 40.00%)
[2025-11-25T10:06:34.519963] [INFO ] [CONFIGURE ] JOB ETA: 37.0m | Avg: 2.8s/test | Remaining: 806 tests
[2025-11-25T10:06:34.520077] [INFO ] [CONFIGURE ] DLB: Testing feature 22/29: add_realized_volatility
[2025-11-25T10:06:34.520187] [INFO ] [CONFIGURE ] DLB: Testing with features: ['add_realized_volatility']
[2025-11-25T10:06:34.859761] [DEBUG] [FORECASTER] DLB: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T10:06:35.184115] [DEBUG] [FORECASTER] DLB: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T10:06:35.513389] [DEBUG] [FORECASTER] DLB: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T10:06:35.813925] [DEBUG] [FORECASTER] DLB: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T10:06:36.111328] [DEBUG] [FORECASTER] DLB: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T10:06:36.432239] [DEBUG] [FORECASTER] DLB: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T10:06:36.752374] [DEBUG] [FORECASTER] DLB: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T10:06:37.071843] [DEBUG] [FORECASTER] DLB: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T10:06:37.388103] [DEBUG] [FORECASTER] DLB: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-25T10:06:37.710435] [DEBUG] [FORECASTER] DLB: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T10:06:37.710629] [INFO ] [CONFIGURE ] DLB: KEPT add_realized_volatility (score: 70.00%)
[2025-11-25T10:06:37.710705] [INFO ] [CONFIGURE ] JOB ETA: 36.9m | Avg: 2.8s/test | Remaining: 805 tests
[2025-11-25T10:06:37.710754] [INFO ] [CONFIGURE ] DLB: Testing feature 23/29: add_recent_range_context
[2025-11-25T10:06:37.710799] [INFO ] [CONFIGURE ] DLB: Testing with features: ['add_realized_volatility', 'add_recent_range_context']
[2025-11-25T10:06:38.028172] [DEBUG] [FORECASTER] DLB: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T10:06:38.355458] [DEBUG] [FORECASTER] DLB: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T10:06:38.685944] [DEBUG] [FORECASTER] DLB: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T10:06:39.012611] [DEBUG] [FORECASTER] DLB: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T10:06:39.337699] [DEBUG] [FORECASTER] DLB: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T10:06:39.664865] [DEBUG] [FORECASTER] DLB: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T10:06:39.994998] [DEBUG] [FORECASTER] DLB: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T10:06:40.332813] [DEBUG] [FORECASTER] DLB: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-25T10:06:40.716509] [DEBUG] [FORECASTER] DLB: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-25T10:06:41.113806] [DEBUG] [FORECASTER] DLB: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T10:06:41.114040] [INFO ] [CONFIGURE ] DLB: DISCARDED add_recent_range_context (score: 40.00%)
[2025-11-25T10:06:41.114104] [INFO ] [CONFIGURE ] JOB ETA: 36.9m | Avg: 2.8s/test | Remaining: 804 tests
[2025-11-25T10:06:41.114154] [INFO ] [CONFIGURE ] DLB: Testing feature 24/29: add_rsi
[2025-11-25T10:06:41.114198] [INFO ] [CONFIGURE ] DLB: Testing with features: ['add_realized_volatility', 'add_ema', 'add_rsi']
[2025-11-25T10:06:41.527710] [DEBUG] [FORECASTER] DLB: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T10:06:41.916995] [DEBUG] [FORECASTER] DLB: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T10:06:42.314049] [DEBUG] [FORECASTER] DLB: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T10:06:42.685236] [DEBUG] [FORECASTER] DLB: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T10:06:43.071408] [DEBUG] [FORECASTER] DLB: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T10:06:43.432817] [DEBUG] [FORECASTER] DLB: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T10:06:43.793160] [DEBUG] [FORECASTER] DLB: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T10:06:44.187315] [DEBUG] [FORECASTER] DLB: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-25T10:06:44.540079] [DEBUG] [FORECASTER] DLB: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-25T10:06:44.900924] [DEBUG] [FORECASTER] DLB: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T10:06:44.901164] [INFO ] [CONFIGURE ] DLB: DISCARDED add_rsi (score: 30.00%)
[2025-11-25T10:06:44.901227] [INFO ] [CONFIGURE ] JOB ETA: 36.8m | Avg: 2.8s/test | Remaining: 803 tests
[2025-11-25T10:06:44.901277] [INFO ] [CONFIGURE ] DLB: Testing feature 25/29: add_tick_distribution
[2025-11-25T10:06:44.901323] [INFO ] [CONFIGURE ] DLB: Testing with features: ['add_realized_volatility', 'add_tick_distribution']
[2025-11-25T10:06:45.261623] [DEBUG] [FORECASTER] DLB: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T10:06:45.582286] [DEBUG] [FORECASTER] DLB: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T10:06:45.898402] [DEBUG] [FORECASTER] DLB: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T10:06:46.211032] [DEBUG] [FORECASTER] DLB: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T10:06:46.544570] [DEBUG] [FORECASTER] DLB: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T10:06:46.864094] [DEBUG] [FORECASTER] DLB: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T10:06:47.171867] [DEBUG] [FORECASTER] DLB: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T10:06:47.481857] [DEBUG] [FORECASTER] DLB: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-25T10:06:47.812328] [DEBUG] [FORECASTER] DLB: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-25T10:06:48.130342] [DEBUG] [FORECASTER] DLB: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T10:06:48.130580] [INFO ] [CONFIGURE ] DLB: DISCARDED add_tick_distribution (score: 50.00%)
[2025-11-25T10:06:48.130693] [INFO ] [CONFIGURE ] JOB ETA: 36.8m | Avg: 2.8s/test | Remaining: 802 tests
[2025-11-25T10:06:48.130747] [INFO ] [CONFIGURE ] DLB: Testing feature 26/29: add_volume_momentum_confirmation
[2025-11-25T10:06:48.130792] [INFO ] [CONFIGURE ] DLB: Testing with features: ['add_realized_volatility', 'add_volume_momentum_confirmation']
[2025-11-25T10:06:48.463146] [DEBUG] [FORECASTER] DLB: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T10:06:48.800117] [DEBUG] [FORECASTER] DLB: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T10:06:49.150533] [DEBUG] [FORECASTER] DLB: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T10:06:49.492678] [DEBUG] [FORECASTER] DLB: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T10:06:49.848708] [DEBUG] [FORECASTER] DLB: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T10:06:50.177250] [DEBUG] [FORECASTER] DLB: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T10:06:50.537192] [DEBUG] [FORECASTER] DLB: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T10:06:50.892204] [DEBUG] [FORECASTER] DLB: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-25T10:06:51.232807] [DEBUG] [FORECASTER] DLB: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-25T10:06:51.586302] [DEBUG] [FORECASTER] DLB: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T10:06:51.586489] [INFO ] [CONFIGURE ] DLB: DISCARDED add_volume_momentum_confirmation (score: 20.00%)
[2025-11-25T10:06:51.586549] [INFO ] [CONFIGURE ] JOB ETA: 36.7m | Avg: 2.8s/test | Remaining: 801 tests
[2025-11-25T10:06:51.586599] [INFO ] [CONFIGURE ] DLB: Testing feature 27/29: add_volume_price_divergence
[2025-11-25T10:06:51.586668] [INFO ] [CONFIGURE ] DLB: Testing with features: ['add_realized_volatility', 'add_volume_price_divergence']
[2025-11-25T10:06:51.928082] [DEBUG] [FORECASTER] DLB: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T10:06:52.283254] [DEBUG] [FORECASTER] DLB: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T10:06:52.641632] [DEBUG] [FORECASTER] DLB: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T10:06:52.985092] [DEBUG] [FORECASTER] DLB: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T10:06:53.329529] [DEBUG] [FORECASTER] DLB: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T10:06:53.673758] [DEBUG] [FORECASTER] DLB: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T10:06:54.022129] [DEBUG] [FORECASTER] DLB: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T10:06:54.375113] [DEBUG] [FORECASTER] DLB: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-25T10:06:54.737099] [DEBUG] [FORECASTER] DLB: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T10:06:55.094491] [DEBUG] [FORECASTER] DLB: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T10:06:55.094821] [INFO ] [CONFIGURE ] DLB: DISCARDED add_volume_price_divergence (score: 60.00%)
[2025-11-25T10:06:55.094914] [INFO ] [CONFIGURE ] JOB ETA: 36.7m | Avg: 2.8s/test | Remaining: 800 tests
[2025-11-25T10:06:55.094990] [INFO ] [CONFIGURE ] DLB: Testing feature 28/29: add_volume_profile
[2025-11-25T10:06:55.095058] [INFO ] [CONFIGURE ] DLB: Testing with features: ['add_realized_volatility', 'add_volume_profile']
[2025-11-25T10:06:55.438458] [DEBUG] [FORECASTER] DLB: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T10:06:55.782537] [DEBUG] [FORECASTER] DLB: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T10:06:56.108937] [DEBUG] [FORECASTER] DLB: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T10:06:56.441439] [DEBUG] [FORECASTER] DLB: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T10:06:56.768200] [DEBUG] [FORECASTER] DLB: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T10:06:57.091966] [DEBUG] [FORECASTER] DLB: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T10:06:57.443400] [DEBUG] [FORECASTER] DLB: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T10:06:57.806587] [DEBUG] [FORECASTER] DLB: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-25T10:06:58.163041] [DEBUG] [FORECASTER] DLB: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-25T10:06:58.518674] [DEBUG] [FORECASTER] DLB: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T10:06:58.518914] [INFO ] [CONFIGURE ] DLB: DISCARDED add_volume_profile (score: 40.00%)
[2025-11-25T10:06:58.518976] [INFO ] [CONFIGURE ] JOB ETA: 36.7m | Avg: 2.8s/test | Remaining: 799 tests
[2025-11-25T10:06:58.519025] [INFO ] [CONFIGURE ] DLB: Testing feature 29/29: add_vwap
[2025-11-25T10:06:58.519070] [INFO ] [CONFIGURE ] DLB: Testing with features: ['add_realized_volatility', 'add_vwap']
[2025-11-25T10:06:58.868634] [DEBUG] [FORECASTER] DLB: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T10:06:59.205366] [DEBUG] [FORECASTER] DLB: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T10:06:59.563887] [DEBUG] [FORECASTER] DLB: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T10:06:59.933798] [DEBUG] [FORECASTER] DLB: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T10:07:00.267694] [DEBUG] [FORECASTER] DLB: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T10:07:00.622677] [DEBUG] [FORECASTER] DLB: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T10:07:01.519592] [DEBUG] [FORECASTER] DLB: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T10:07:02.070092] [DEBUG] [FORECASTER] DLB: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-25T10:07:02.399455] [DEBUG] [FORECASTER] DLB: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-25T10:07:02.724055] [DEBUG] [FORECASTER] DLB: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T10:07:02.724243] [INFO ] [CONFIGURE ] DLB: DISCARDED add_vwap (score: 40.00%)
[2025-11-25T10:07:02.724301] [INFO ] [CONFIGURE ] JOB ETA: 36.6m | Avg: 2.8s/test | Remaining: 798 tests
[2025-11-25T10:07:02.724349] [INFO ] [CONFIGURE ] DLB: ===== FEATURE SELECTION COMPLETE =====
[2025-11-25T10:07:02.724392] [INFO ] [CONFIGURE ] DLB: Best accuracy: 70.00%
[2025-11-25T10:07:02.724434] [INFO ] [CONFIGURE ] DLB: Best feature set (1 features): ['add_realized_volatility']
[2025-11-25T10:07:02.724474] [INFO ] [CONFIGURE ] DLB: Improvement over baseline: 10.00%
[2025-11-25T10:07:02.724513] [INFO ] [CONFIGURE ] DLB: Total time: 1.2 minutes
[2025-11-25T10:07:02.724552] [INFO ] [CONFIGURE ] DLB: Average time per feature: 2.6 seconds
[2025-11-25T10:07:02.724590] [INFO ] [CONFIGURE ] DLB: Average speed: 0.39 features/sec
[2025-11-25T10:07:02.724924] [INFO ] [LOCAL     ] Saved configuration for DLB: 1 features, 70.00% accuracy -> ./output/feature-sets/DLB.json
[2025-11-25T10:07:02.724983] [INFO ] [CONFIGURE ] DLB: Configuration saved successfully: 1 features, 70.00% accuracy.
[2025-11-25T10:07:02.725032] [INFO ] [sig       ] [138/164] Successfully configured DLB | 0.01 sym/s | Total: 3.1h | ETA: 35.0m
[2025-11-25T10:07:02.725079] [INFO ] [sig       ] [139/164] Configuring DLR...
[2025-11-25T10:07:02.725119] [INFO ] [CONFIGURE ] DLR: Configurate test run.
[2025-11-25T10:07:02.725159] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DLR' from 'https://tdm.silogroup.org/data/derivative_storage/DLR.csv'.
[2025-11-25T10:07:02.737048] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'DLR'.
[2025-11-25T10:07:02.737472] [INFO ] [CONFIGURE ] DLR: Testing with 29 available features
[2025-11-25T10:07:02.737533] [INFO ] [CONFIGURE ] DLR: Establishing baseline with no features...
[2025-11-25T10:07:02.914042] [DEBUG] [FORECASTER] DLR: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T10:07:03.084859] [DEBUG] [FORECASTER] DLR: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0
[2025-11-25T10:07:03.254880] [DEBUG] [FORECASTER] DLR: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T10:07:03.425624] [DEBUG] [FORECASTER] DLR: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T10:07:03.599054] [DEBUG] [FORECASTER] DLR: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T10:07:03.770126] [DEBUG] [FORECASTER] DLR: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T10:07:03.942894] [DEBUG] [FORECASTER] DLR: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T10:07:04.115101] [DEBUG] [FORECASTER] DLR: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T10:07:04.293032] [DEBUG] [FORECASTER] DLR: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T10:07:04.469942] [DEBUG] [FORECASTER] DLR: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T10:07:04.470098] [INFO ] [CONFIGURE ] DLR: Baseline score (no features): 50.00%
[2025-11-25T10:07:04.470145] [INFO ] [CONFIGURE ] DLR: Testing feature 1/29: add_bollinger_bands
[2025-11-25T10:07:04.470183] [INFO ] [CONFIGURE ] DLR: Testing with features: ['add_bollinger_bands']
[2025-11-25T10:07:04.678823] [DEBUG] [FORECASTER] DLR: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T10:07:04.893413] [DEBUG] [FORECASTER] DLR: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0
[2025-11-25T10:07:05.105908] [DEBUG] [FORECASTER] DLR: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T10:07:05.316572] [DEBUG] [FORECASTER] DLR: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T10:07:05.525624] [DEBUG] [FORECASTER] DLR: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T10:07:05.739952] [DEBUG] [FORECASTER] DLR: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T10:07:05.948201] [DEBUG] [FORECASTER] DLR: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T10:07:06.157294] [DEBUG] [FORECASTER] DLR: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T10:07:06.366518] [DEBUG] [FORECASTER] DLR: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T10:07:06.584885] [DEBUG] [FORECASTER] DLR: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T10:07:06.585057] [INFO ] [CONFIGURE ] DLR: DISCARDED add_bollinger_bands (score: 40.00%)
[2025-11-25T10:07:06.585106] [INFO ] [CONFIGURE ] JOB ETA: 36.6m | Avg: 2.8s/test | Remaining: 797 tests
[2025-11-25T10:07:06.585146] [INFO ] [CONFIGURE ] DLR: Testing feature 2/29: add_cumulative_delta
[2025-11-25T10:07:06.585182] [INFO ] [CONFIGURE ] DLR: Testing with features: ['add_cumulative_delta']
[2025-11-25T10:07:06.796411] [DEBUG] [FORECASTER] DLR: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T10:07:07.010265] [DEBUG] [FORECASTER] DLR: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0
[2025-11-25T10:07:07.224338] [DEBUG] [FORECASTER] DLR: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T10:07:07.436831] [DEBUG] [FORECASTER] DLR: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T10:07:07.651137] [DEBUG] [FORECASTER] DLR: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T10:07:07.876331] [DEBUG] [FORECASTER] DLR: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T10:07:08.118757] [DEBUG] [FORECASTER] DLR: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T10:07:08.340296] [DEBUG] [FORECASTER] DLR: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T10:07:08.555245] [DEBUG] [FORECASTER] DLR: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T10:07:08.782374] [DEBUG] [FORECASTER] DLR: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T10:07:08.782576] [INFO ] [CONFIGURE ] DLR: DISCARDED add_cumulative_delta (score: 40.00%)
[2025-11-25T10:07:08.782628] [INFO ] [CONFIGURE ] JOB ETA: 36.5m | Avg: 2.8s/test | Remaining: 796 tests
[2025-11-25T10:07:08.782690] [INFO ] [CONFIGURE ] DLR: Testing feature 3/29: add_daily_returns
[2025-11-25T10:07:08.782759] [INFO ] [CONFIGURE ] DLR: Testing with features: ['add_daily_returns']
[2025-11-25T10:07:08.974047] [DEBUG] [FORECASTER] DLR: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T10:07:09.164124] [DEBUG] [FORECASTER] DLR: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0
[2025-11-25T10:07:09.372118] [DEBUG] [FORECASTER] DLR: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T10:07:09.574268] [DEBUG] [FORECASTER] DLR: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T10:07:09.777125] [DEBUG] [FORECASTER] DLR: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T10:07:09.967098] [DEBUG] [FORECASTER] DLR: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T10:07:10.161193] [DEBUG] [FORECASTER] DLR: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T10:07:10.348931] [DEBUG] [FORECASTER] DLR: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T10:07:10.534694] [DEBUG] [FORECASTER] DLR: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T10:07:10.717987] [DEBUG] [FORECASTER] DLR: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T10:07:10.718150] [INFO ] [CONFIGURE ] DLR: DISCARDED add_daily_returns (score: 20.00%)
[2025-11-25T10:07:10.718200] [INFO ] [CONFIGURE ] JOB ETA: 36.5m | Avg: 2.8s/test | Remaining: 795 tests
[2025-11-25T10:07:10.718239] [INFO ] [CONFIGURE ] DLR: Testing feature 4/29: add_ema
[2025-11-25T10:07:10.718276] [INFO ] [CONFIGURE ] DLR: Testing with features: ['add_ema']
[2025-11-25T10:07:10.935719] [DEBUG] [FORECASTER] DLR: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T10:07:11.158281] [DEBUG] [FORECASTER] DLR: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T10:07:11.385317] [DEBUG] [FORECASTER] DLR: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T10:07:11.606526] [DEBUG] [FORECASTER] DLR: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T10:07:11.827637] [DEBUG] [FORECASTER] DLR: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T10:07:12.062547] [DEBUG] [FORECASTER] DLR: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T10:07:12.285667] [DEBUG] [FORECASTER] DLR: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T10:07:12.516119] [DEBUG] [FORECASTER] DLR: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T10:07:12.746846] [DEBUG] [FORECASTER] DLR: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T10:07:12.974859] [DEBUG] [FORECASTER] DLR: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T10:07:12.975113] [INFO ] [CONFIGURE ] DLR: DISCARDED add_ema (score: 40.00%)
[2025-11-25T10:07:12.975169] [INFO ] [CONFIGURE ] JOB ETA: 36.4m | Avg: 2.8s/test | Remaining: 794 tests
[2025-11-25T10:07:12.975213] [INFO ] [CONFIGURE ] DLR: Testing feature 5/29: add_exhaustion_signals
[2025-11-25T10:07:12.975253] [INFO ] [CONFIGURE ] DLR: Testing with features: ['add_vwap', 'add_exhaustion_signals']
[2025-11-25T10:07:13.198924] [DEBUG] [FORECASTER] DLR: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T10:07:13.423484] [DEBUG] [FORECASTER] DLR: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T10:07:13.650059] [DEBUG] [FORECASTER] DLR: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T10:07:13.875928] [DEBUG] [FORECASTER] DLR: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T10:07:14.100309] [DEBUG] [FORECASTER] DLR: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T10:07:14.334193] [DEBUG] [FORECASTER] DLR: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T10:07:14.578545] [DEBUG] [FORECASTER] DLR: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T10:07:14.815389] [DEBUG] [FORECASTER] DLR: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T10:07:15.057465] [DEBUG] [FORECASTER] DLR: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T10:07:15.318529] [DEBUG] [FORECASTER] DLR: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T10:07:15.318759] [INFO ] [CONFIGURE ] DLR: DISCARDED add_exhaustion_signals (score: 40.00%)
[2025-11-25T10:07:15.318820] [INFO ] [CONFIGURE ] JOB ETA: 36.4m | Avg: 2.8s/test | Remaining: 793 tests
[2025-11-25T10:07:15.318861] [INFO ] [CONFIGURE ] DLR: Testing feature 6/29: add_failed_moves
[2025-11-25T10:07:15.318939] [INFO ] [CONFIGURE ] DLR: Testing with features: ['add_failed_moves']
[2025-11-25T10:07:15.509840] [DEBUG] [FORECASTER] DLR: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T10:07:15.700173] [DEBUG] [FORECASTER] DLR: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0
[2025-11-25T10:07:15.889412] [DEBUG] [FORECASTER] DLR: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T10:07:16.077359] [DEBUG] [FORECASTER] DLR: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T10:07:16.270510] [DEBUG] [FORECASTER] DLR: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T10:07:16.461547] [DEBUG] [FORECASTER] DLR: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T10:07:16.650053] [DEBUG] [FORECASTER] DLR: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T10:07:16.838149] [DEBUG] [FORECASTER] DLR: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T10:07:17.031474] [DEBUG] [FORECASTER] DLR: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T10:07:17.222261] [DEBUG] [FORECASTER] DLR: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T10:07:17.222578] [INFO ] [CONFIGURE ] DLR: DISCARDED add_failed_moves (score: 30.00%)
[2025-11-25T10:07:17.222719] [INFO ] [CONFIGURE ] JOB ETA: 36.3m | Avg: 2.8s/test | Remaining: 792 tests
[2025-11-25T10:07:17.222831] [INFO ] [CONFIGURE ] DLR: Testing feature 7/29: add_lag_shelf
[2025-11-25T10:07:17.222938] [INFO ] [CONFIGURE ] DLR: Testing with features: ['add_lag_shelf']
[2025-11-25T10:07:17.397893] [DEBUG] [FORECASTER] DLR: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T10:07:17.582108] [DEBUG] [FORECASTER] DLR: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0
[2025-11-25T10:07:17.762294] [DEBUG] [FORECASTER] DLR: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T10:07:17.939002] [DEBUG] [FORECASTER] DLR: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T10:07:18.115880] [DEBUG] [FORECASTER] DLR: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T10:07:18.301929] [DEBUG] [FORECASTER] DLR: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T10:07:18.476886] [DEBUG] [FORECASTER] DLR: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T10:07:18.651446] [DEBUG] [FORECASTER] DLR: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T10:07:18.827134] [DEBUG] [FORECASTER] DLR: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T10:07:19.005053] [DEBUG] [FORECASTER] DLR: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T10:07:19.005406] [INFO ] [CONFIGURE ] DLR: DISCARDED add_lag_shelf (score: 50.00%)
[2025-11-25T10:07:19.005524] [INFO ] [CONFIGURE ] JOB ETA: 36.3m | Avg: 2.8s/test | Remaining: 791 tests
[2025-11-25T10:07:19.005631] [INFO ] [CONFIGURE ] DLR: Testing feature 8/29: add_macd
[2025-11-25T10:07:19.005753] [INFO ] [CONFIGURE ] DLR: Testing with features: ['add_vwap', 'add_macd']
[2025-11-25T10:07:19.272141] [DEBUG] [FORECASTER] DLR: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T10:07:19.536681] [DEBUG] [FORECASTER] DLR: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0
[2025-11-25T10:07:19.807716] [DEBUG] [FORECASTER] DLR: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T10:07:20.084424] [DEBUG] [FORECASTER] DLR: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T10:07:20.354391] [DEBUG] [FORECASTER] DLR: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T10:07:20.627437] [DEBUG] [FORECASTER] DLR: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T10:07:20.911544] [DEBUG] [FORECASTER] DLR: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T10:07:21.179318] [DEBUG] [FORECASTER] DLR: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T10:07:21.447023] [DEBUG] [FORECASTER] DLR: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T10:07:21.710071] [DEBUG] [FORECASTER] DLR: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T10:07:21.710284] [INFO ] [CONFIGURE ] DLR: DISCARDED add_macd (score: 40.00%)
[2025-11-25T10:07:21.710342] [INFO ] [CONFIGURE ] JOB ETA: 36.2m | Avg: 2.8s/test | Remaining: 790 tests
[2025-11-25T10:07:21.710386] [INFO ] [CONFIGURE ] DLR: Testing feature 9/29: add_mfi
[2025-11-25T10:07:21.710436] [INFO ] [CONFIGURE ] DLR: Testing with features: ['add_mfi']
[2025-11-25T10:07:21.883426] [DEBUG] [FORECASTER] DLR: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T10:07:22.061947] [DEBUG] [FORECASTER] DLR: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0
[2025-11-25T10:07:22.244191] [DEBUG] [FORECASTER] DLR: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T10:07:22.429131] [DEBUG] [FORECASTER] DLR: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T10:07:22.612222] [DEBUG] [FORECASTER] DLR: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T10:07:22.806370] [DEBUG] [FORECASTER] DLR: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T10:07:22.994408] [DEBUG] [FORECASTER] DLR: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T10:07:23.177158] [DEBUG] [FORECASTER] DLR: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T10:07:23.365828] [DEBUG] [FORECASTER] DLR: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T10:07:23.551779] [DEBUG] [FORECASTER] DLR: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T10:07:23.551941] [INFO ] [CONFIGURE ] DLR: DISCARDED add_mfi (score: 50.00%)
[2025-11-25T10:07:23.551990] [INFO ] [CONFIGURE ] JOB ETA: 36.2m | Avg: 2.8s/test | Remaining: 789 tests
[2025-11-25T10:07:23.552030] [INFO ] [CONFIGURE ] DLR: Testing feature 10/29: add_momentum_acceleration
[2025-11-25T10:07:23.552065] [INFO ] [CONFIGURE ] DLR: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-11-25T10:07:23.825815] [DEBUG] [FORECASTER] DLR: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T10:07:24.111454] [DEBUG] [FORECASTER] DLR: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T10:07:24.396392] [DEBUG] [FORECASTER] DLR: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T10:07:24.687928] [DEBUG] [FORECASTER] DLR: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T10:07:24.971764] [DEBUG] [FORECASTER] DLR: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T10:07:25.289829] [DEBUG] [FORECASTER] DLR: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T10:07:25.584208] [DEBUG] [FORECASTER] DLR: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T10:07:25.885898] [DEBUG] [FORECASTER] DLR: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T10:07:26.189424] [DEBUG] [FORECASTER] DLR: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T10:07:26.486487] [DEBUG] [FORECASTER] DLR: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T10:07:26.486723] [INFO ] [CONFIGURE ] DLR: DISCARDED add_momentum_acceleration (score: 50.00%)
[2025-11-25T10:07:26.486785] [INFO ] [CONFIGURE ] JOB ETA: 36.1m | Avg: 2.8s/test | Remaining: 788 tests
[2025-11-25T10:07:26.486833] [INFO ] [CONFIGURE ] DLR: Testing feature 11/29: add_obv_daily
[2025-11-25T10:07:26.486884] [INFO ] [CONFIGURE ] DLR: Testing with features: ['add_obv_daily']
[2025-11-25T10:07:26.695969] [DEBUG] [FORECASTER] DLR: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T10:07:26.906824] [DEBUG] [FORECASTER] DLR: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0
[2025-11-25T10:07:27.118208] [DEBUG] [FORECASTER] DLR: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T10:07:27.334225] [DEBUG] [FORECASTER] DLR: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T10:07:27.545639] [DEBUG] [FORECASTER] DLR: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T10:07:27.759393] [DEBUG] [FORECASTER] DLR: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T10:07:27.970614] [DEBUG] [FORECASTER] DLR: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T10:07:28.207304] [DEBUG] [FORECASTER] DLR: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T10:07:28.486857] [DEBUG] [FORECASTER] DLR: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T10:07:28.751987] [DEBUG] [FORECASTER] DLR: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T10:07:28.752220] [INFO ] [CONFIGURE ] DLR: DISCARDED add_obv_daily (score: 50.00%)
[2025-11-25T10:07:28.752292] [INFO ] [CONFIGURE ] JOB ETA: 36.1m | Avg: 2.8s/test | Remaining: 787 tests
[2025-11-25T10:07:28.752363] [INFO ] [CONFIGURE ] DLR: Testing feature 12/29: add_obv_interval
[2025-11-25T10:07:28.752415] [INFO ] [CONFIGURE ] DLR: Testing with features: ['add_obv_interval']
[2025-11-25T10:07:28.990451] [DEBUG] [FORECASTER] DLR: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T10:07:29.180413] [DEBUG] [FORECASTER] DLR: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0
[2025-11-25T10:07:29.371505] [DEBUG] [FORECASTER] DLR: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T10:07:29.568257] [DEBUG] [FORECASTER] DLR: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T10:07:29.765336] [DEBUG] [FORECASTER] DLR: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T10:07:29.957170] [DEBUG] [FORECASTER] DLR: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T10:07:30.156927] [DEBUG] [FORECASTER] DLR: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T10:07:30.360900] [DEBUG] [FORECASTER] DLR: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T10:07:30.561342] [DEBUG] [FORECASTER] DLR: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T10:07:30.757128] [DEBUG] [FORECASTER] DLR: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T10:07:30.757329] [INFO ] [CONFIGURE ] DLR: DISCARDED add_obv_interval (score: 40.00%)
[2025-11-25T10:07:30.757380] [INFO ] [CONFIGURE ] JOB ETA: 36.0m | Avg: 2.8s/test | Remaining: 786 tests
[2025-11-25T10:07:30.757420] [INFO ] [CONFIGURE ] DLR: Testing feature 13/29: add_opening_strength
[2025-11-25T10:07:30.757458] [INFO ] [CONFIGURE ] DLR: Testing with features: ['add_daily_returns', 'add_opening_strength']
[2025-11-25T10:07:30.969112] [DEBUG] [FORECASTER] DLR: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T10:07:31.182529] [DEBUG] [FORECASTER] DLR: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0
[2025-11-25T10:07:31.399758] [DEBUG] [FORECASTER] DLR: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T10:07:31.615176] [DEBUG] [FORECASTER] DLR: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T10:07:31.820288] [DEBUG] [FORECASTER] DLR: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T10:07:32.019782] [DEBUG] [FORECASTER] DLR: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T10:07:32.218549] [DEBUG] [FORECASTER] DLR: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T10:07:32.426698] [DEBUG] [FORECASTER] DLR: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T10:07:32.636554] [DEBUG] [FORECASTER] DLR: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T10:07:32.845734] [DEBUG] [FORECASTER] DLR: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T10:07:32.845888] [INFO ] [CONFIGURE ] DLR: DISCARDED add_opening_strength (score: 40.00%)
[2025-11-25T10:07:32.845935] [INFO ] [CONFIGURE ] JOB ETA: 36.0m | Avg: 2.8s/test | Remaining: 785 tests
[2025-11-25T10:07:32.845975] [INFO ] [CONFIGURE ] DLR: Testing feature 14/29: add_order_flow_imbalance
[2025-11-25T10:07:32.846010] [INFO ] [CONFIGURE ] DLR: Testing with features: ['add_order_flow_imbalance']
[2025-11-25T10:07:33.065509] [DEBUG] [FORECASTER] DLR: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0
[2025-11-25T10:07:33.279591] [DEBUG] [FORECASTER] DLR: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0
[2025-11-25T10:07:33.496501] [DEBUG] [FORECASTER] DLR: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T10:07:33.714940] [DEBUG] [FORECASTER] DLR: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T10:07:33.920169] [DEBUG] [FORECASTER] DLR: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T10:07:34.123464] [DEBUG] [FORECASTER] DLR: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T10:07:34.333798] [DEBUG] [FORECASTER] DLR: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T10:07:34.539070] [DEBUG] [FORECASTER] DLR: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T10:07:34.769244] [DEBUG] [FORECASTER] DLR: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T10:07:34.987322] [DEBUG] [FORECASTER] DLR: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T10:07:34.987533] [INFO ] [CONFIGURE ] DLR: DISCARDED add_order_flow_imbalance (score: 30.00%)
[2025-11-25T10:07:34.987739] [INFO ] [CONFIGURE ] JOB ETA: 35.9m | Avg: 2.8s/test | Remaining: 784 tests
[2025-11-25T10:07:34.987848] [INFO ] [CONFIGURE ] DLR: Testing feature 15/29: add_pbf_morning_momentum
[2025-11-25T10:07:34.987954] [INFO ] [CONFIGURE ] DLR: Testing with features: ['add_pbf_morning_momentum']
[2025-11-25T10:07:35.164463] [DEBUG] [FORECASTER] DLR: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T10:07:35.345826] [DEBUG] [FORECASTER] DLR: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0
[2025-11-25T10:07:35.521970] [DEBUG] [FORECASTER] DLR: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T10:07:35.703339] [DEBUG] [FORECASTER] DLR: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T10:07:35.885568] [DEBUG] [FORECASTER] DLR: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T10:07:36.061733] [DEBUG] [FORECASTER] DLR: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T10:07:36.237945] [DEBUG] [FORECASTER] DLR: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T10:07:36.418677] [DEBUG] [FORECASTER] DLR: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T10:07:36.595589] [DEBUG] [FORECASTER] DLR: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T10:07:36.774556] [DEBUG] [FORECASTER] DLR: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T10:07:36.774766] [INFO ] [CONFIGURE ] DLR: DISCARDED add_pbf_morning_momentum (score: 50.00%)
[2025-11-25T10:07:36.774841] [INFO ] [CONFIGURE ] JOB ETA: 35.9m | Avg: 2.8s/test | Remaining: 783 tests
[2025-11-25T10:07:36.774903] [INFO ] [CONFIGURE ] DLR: Testing feature 16/29: add_pbf_overnight_gap
[2025-11-25T10:07:36.774985] [INFO ] [CONFIGURE ] DLR: Testing with features: ['add_pbf_overnight_gap']
[2025-11-25T10:07:36.984473] [DEBUG] [FORECASTER] DLR: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T10:07:37.186888] [DEBUG] [FORECASTER] DLR: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0
[2025-11-25T10:07:37.384934] [DEBUG] [FORECASTER] DLR: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T10:07:37.587548] [DEBUG] [FORECASTER] DLR: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T10:07:37.779231] [DEBUG] [FORECASTER] DLR: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T10:07:37.969123] [DEBUG] [FORECASTER] DLR: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T10:07:38.167782] [DEBUG] [FORECASTER] DLR: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T10:07:38.373909] [DEBUG] [FORECASTER] DLR: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T10:07:38.576505] [DEBUG] [FORECASTER] DLR: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T10:07:38.779929] [DEBUG] [FORECASTER] DLR: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T10:07:38.780109] [INFO ] [CONFIGURE ] DLR: DISCARDED add_pbf_overnight_gap (score: 40.00%)
[2025-11-25T10:07:38.780159] [INFO ] [CONFIGURE ] JOB ETA: 35.8m | Avg: 2.8s/test | Remaining: 782 tests
[2025-11-25T10:07:38.780199] [INFO ] [CONFIGURE ] DLR: Testing feature 17/29: add_pbf_return_2d
[2025-11-25T10:07:38.780236] [INFO ] [CONFIGURE ] DLR: Testing with features: ['add_pbf_return_2d']
[2025-11-25T10:07:38.982276] [DEBUG] [FORECASTER] DLR: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T10:07:39.188541] [DEBUG] [FORECASTER] DLR: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0
[2025-11-25T10:07:39.393857] [DEBUG] [FORECASTER] DLR: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T10:07:39.598202] [DEBUG] [FORECASTER] DLR: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T10:07:39.802185] [DEBUG] [FORECASTER] DLR: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T10:07:40.012406] [DEBUG] [FORECASTER] DLR: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T10:07:40.263855] [DEBUG] [FORECASTER] DLR: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T10:07:40.475825] [DEBUG] [FORECASTER] DLR: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T10:07:40.713154] [DEBUG] [FORECASTER] DLR: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T10:07:40.929269] [DEBUG] [FORECASTER] DLR: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T10:07:40.929460] [INFO ] [CONFIGURE ] DLR: DISCARDED add_pbf_return_2d (score: 30.00%)
[2025-11-25T10:07:40.929510] [INFO ] [CONFIGURE ] JOB ETA: 35.8m | Avg: 2.8s/test | Remaining: 781 tests
[2025-11-25T10:07:40.929552] [INFO ] [CONFIGURE ] DLR: Testing feature 18/29: add_pbf_volatility_5d
[2025-11-25T10:07:40.929589] [INFO ] [CONFIGURE ] DLR: Testing with features: ['add_pbf_volatility_5d']
[2025-11-25T10:07:41.137156] [DEBUG] [FORECASTER] DLR: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T10:07:41.320461] [DEBUG] [FORECASTER] DLR: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0
[2025-11-25T10:07:41.495067] [DEBUG] [FORECASTER] DLR: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T10:07:41.683880] [DEBUG] [FORECASTER] DLR: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T10:07:41.860136] [DEBUG] [FORECASTER] DLR: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T10:07:42.034476] [DEBUG] [FORECASTER] DLR: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T10:07:42.210782] [DEBUG] [FORECASTER] DLR: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T10:07:42.388312] [DEBUG] [FORECASTER] DLR: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T10:07:42.577364] [DEBUG] [FORECASTER] DLR: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T10:07:42.761704] [DEBUG] [FORECASTER] DLR: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T10:07:42.761864] [INFO ] [CONFIGURE ] DLR: DISCARDED add_pbf_volatility_5d (score: 50.00%)
[2025-11-25T10:07:42.761913] [INFO ] [CONFIGURE ] JOB ETA: 35.8m | Avg: 2.8s/test | Remaining: 780 tests
[2025-11-25T10:07:42.761952] [INFO ] [CONFIGURE ] DLR: Testing feature 19/29: add_pbf_vs_sma_5
[2025-11-25T10:07:42.761988] [INFO ] [CONFIGURE ] DLR: Testing with features: ['add_pbf_vs_sma_5']
[2025-11-25T10:07:42.935261] [DEBUG] [FORECASTER] DLR: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T10:07:43.109446] [DEBUG] [FORECASTER] DLR: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0
[2025-11-25T10:07:43.284102] [DEBUG] [FORECASTER] DLR: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T10:07:43.463175] [DEBUG] [FORECASTER] DLR: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T10:07:43.646521] [DEBUG] [FORECASTER] DLR: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T10:07:43.825548] [DEBUG] [FORECASTER] DLR: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T10:07:44.007475] [DEBUG] [FORECASTER] DLR: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T10:07:44.202717] [DEBUG] [FORECASTER] DLR: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T10:07:44.393329] [DEBUG] [FORECASTER] DLR: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T10:07:44.596286] [DEBUG] [FORECASTER] DLR: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T10:07:44.596462] [INFO ] [CONFIGURE ] DLR: DISCARDED add_pbf_vs_sma_5 (score: 30.00%)
[2025-11-25T10:07:44.596513] [INFO ] [CONFIGURE ] JOB ETA: 35.7m | Avg: 2.7s/test | Remaining: 779 tests
[2025-11-25T10:07:44.596555] [INFO ] [CONFIGURE ] DLR: Testing feature 20/29: add_price_rejection
[2025-11-25T10:07:44.596593] [INFO ] [CONFIGURE ] DLR: Testing with features: ['add_price_rejection']
[2025-11-25T10:07:44.796434] [DEBUG] [FORECASTER] DLR: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T10:07:45.007419] [DEBUG] [FORECASTER] DLR: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0
[2025-11-25T10:07:45.216859] [DEBUG] [FORECASTER] DLR: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T10:07:45.436615] [DEBUG] [FORECASTER] DLR: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T10:07:45.640225] [DEBUG] [FORECASTER] DLR: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T10:07:45.835916] [DEBUG] [FORECASTER] DLR: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T10:07:46.037933] [DEBUG] [FORECASTER] DLR: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T10:07:46.240724] [DEBUG] [FORECASTER] DLR: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T10:07:46.438549] [DEBUG] [FORECASTER] DLR: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T10:07:46.645097] [DEBUG] [FORECASTER] DLR: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T10:07:46.645283] [INFO ] [CONFIGURE ] DLR: DISCARDED add_price_rejection (score: 50.00%)
[2025-11-25T10:07:46.645335] [INFO ] [CONFIGURE ] JOB ETA: 35.7m | Avg: 2.7s/test | Remaining: 778 tests
[2025-11-25T10:07:46.645375] [INFO ] [CONFIGURE ] DLR: Testing feature 21/29: add_range_position
[2025-11-25T10:07:46.645411] [INFO ] [CONFIGURE ] DLR: Testing with features: ['add_range_position']
[2025-11-25T10:07:46.869273] [DEBUG] [FORECASTER] DLR: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T10:07:47.092414] [DEBUG] [FORECASTER] DLR: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0
[2025-11-25T10:07:47.309083] [DEBUG] [FORECASTER] DLR: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T10:07:47.527025] [DEBUG] [FORECASTER] DLR: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T10:07:47.757825] [DEBUG] [FORECASTER] DLR: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T10:07:47.973351] [DEBUG] [FORECASTER] DLR: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T10:07:48.190766] [DEBUG] [FORECASTER] DLR: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T10:07:48.409849] [DEBUG] [FORECASTER] DLR: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T10:07:48.624399] [DEBUG] [FORECASTER] DLR: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T10:07:48.864510] [DEBUG] [FORECASTER] DLR: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T10:07:48.864700] [INFO ] [CONFIGURE ] DLR: KEPT add_range_position (score: 60.00%)
[2025-11-25T10:07:48.864776] [INFO ] [CONFIGURE ] JOB ETA: 35.6m | Avg: 2.7s/test | Remaining: 777 tests
[2025-11-25T10:07:48.864839] [INFO ] [CONFIGURE ] DLR: Testing feature 22/29: add_realized_volatility
[2025-11-25T10:07:48.864889] [INFO ] [CONFIGURE ] DLR: Testing with features: ['add_range_position', 'add_realized_volatility']
[2025-11-25T10:07:49.215562] [DEBUG] [FORECASTER] DLR: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T10:07:49.562877] [DEBUG] [FORECASTER] DLR: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0
[2025-11-25T10:07:49.935145] [DEBUG] [FORECASTER] DLR: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T10:07:50.289679] [DEBUG] [FORECASTER] DLR: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T10:07:50.676491] [DEBUG] [FORECASTER] DLR: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T10:07:51.047847] [DEBUG] [FORECASTER] DLR: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T10:07:51.423034] [DEBUG] [FORECASTER] DLR: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T10:07:51.798095] [DEBUG] [FORECASTER] DLR: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T10:07:52.172310] [DEBUG] [FORECASTER] DLR: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T10:07:52.561463] [DEBUG] [FORECASTER] DLR: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T10:07:52.561695] [INFO ] [CONFIGURE ] DLR: KEPT add_realized_volatility (score: 70.00%)
[2025-11-25T10:07:52.561759] [INFO ] [CONFIGURE ] JOB ETA: 35.6m | Avg: 2.7s/test | Remaining: 776 tests
[2025-11-25T10:07:52.561817] [INFO ] [CONFIGURE ] DLR: Testing feature 23/29: add_recent_range_context
[2025-11-25T10:07:52.561865] [INFO ] [CONFIGURE ] DLR: Testing with features: ['add_range_position', 'add_realized_volatility', 'add_recent_range_context']
[2025-11-25T10:07:52.948075] [DEBUG] [FORECASTER] DLR: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T10:07:53.324271] [DEBUG] [FORECASTER] DLR: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0
[2025-11-25T10:07:53.709581] [DEBUG] [FORECASTER] DLR: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T10:07:54.096713] [DEBUG] [FORECASTER] DLR: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T10:07:54.481340] [DEBUG] [FORECASTER] DLR: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T10:07:54.860234] [DEBUG] [FORECASTER] DLR: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T10:07:55.225535] [DEBUG] [FORECASTER] DLR: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T10:07:55.595499] [DEBUG] [FORECASTER] DLR: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T10:07:55.969891] [DEBUG] [FORECASTER] DLR: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T10:07:56.340482] [DEBUG] [FORECASTER] DLR: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T10:07:56.340732] [INFO ] [CONFIGURE ] DLR: DISCARDED add_recent_range_context (score: 40.00%)
[2025-11-25T10:07:56.340853] [INFO ] [CONFIGURE ] JOB ETA: 35.5m | Avg: 2.8s/test | Remaining: 775 tests
[2025-11-25T10:07:56.340906] [INFO ] [CONFIGURE ] DLR: Testing feature 24/29: add_rsi
[2025-11-25T10:07:56.340952] [INFO ] [CONFIGURE ] DLR: Testing with features: ['add_range_position', 'add_realized_volatility', 'add_ema', 'add_rsi']
[2025-11-25T10:07:56.766183] [DEBUG] [FORECASTER] DLR: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T10:07:57.205945] [DEBUG] [FORECASTER] DLR: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0
[2025-11-25T10:07:57.637536] [DEBUG] [FORECASTER] DLR: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T10:07:58.056521] [DEBUG] [FORECASTER] DLR: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T10:07:58.482771] [DEBUG] [FORECASTER] DLR: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T10:07:58.911327] [DEBUG] [FORECASTER] DLR: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T10:07:59.331318] [DEBUG] [FORECASTER] DLR: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T10:07:59.755378] [DEBUG] [FORECASTER] DLR: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T10:08:00.201063] [DEBUG] [FORECASTER] DLR: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T10:08:00.632815] [DEBUG] [FORECASTER] DLR: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T10:08:00.633037] [INFO ] [CONFIGURE ] DLR: DISCARDED add_rsi (score: 60.00%)
[2025-11-25T10:08:00.633097] [INFO ] [CONFIGURE ] JOB ETA: 35.5m | Avg: 2.8s/test | Remaining: 774 tests
[2025-11-25T10:08:00.633145] [INFO ] [CONFIGURE ] DLR: Testing feature 25/29: add_tick_distribution
[2025-11-25T10:08:00.633190] [INFO ] [CONFIGURE ] DLR: Testing with features: ['add_range_position', 'add_realized_volatility', 'add_tick_distribution']
[2025-11-25T10:08:01.111660] [DEBUG] [FORECASTER] DLR: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T10:08:01.804935] [DEBUG] [FORECASTER] DLR: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0
[2025-11-25T10:08:02.181618] [DEBUG] [FORECASTER] DLR: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T10:08:02.562094] [DEBUG] [FORECASTER] DLR: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T10:08:02.948201] [DEBUG] [FORECASTER] DLR: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T10:08:03.319545] [DEBUG] [FORECASTER] DLR: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T10:08:03.704522] [DEBUG] [FORECASTER] DLR: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T10:08:04.084344] [DEBUG] [FORECASTER] DLR: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T10:08:04.462724] [DEBUG] [FORECASTER] DLR: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T10:08:04.832516] [DEBUG] [FORECASTER] DLR: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T10:08:04.832789] [INFO ] [CONFIGURE ] DLR: DISCARDED add_tick_distribution (score: 70.00%)
[2025-11-25T10:08:04.832853] [INFO ] [CONFIGURE ] JOB ETA: 35.4m | Avg: 2.8s/test | Remaining: 773 tests
[2025-11-25T10:08:04.832903] [INFO ] [CONFIGURE ] DLR: Testing feature 26/29: add_volume_momentum_confirmation
[2025-11-25T10:08:04.832948] [INFO ] [CONFIGURE ] DLR: Testing with features: ['add_range_position', 'add_realized_volatility', 'add_volume_momentum_confirmation']
[2025-11-25T10:08:05.201154] [DEBUG] [FORECASTER] DLR: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T10:08:05.565451] [DEBUG] [FORECASTER] DLR: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0
[2025-11-25T10:08:05.926507] [DEBUG] [FORECASTER] DLR: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T10:08:06.294018] [DEBUG] [FORECASTER] DLR: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T10:08:06.663077] [DEBUG] [FORECASTER] DLR: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T10:08:07.050056] [DEBUG] [FORECASTER] DLR: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T10:08:07.431852] [DEBUG] [FORECASTER] DLR: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T10:08:07.832180] [DEBUG] [FORECASTER] DLR: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T10:08:08.220089] [DEBUG] [FORECASTER] DLR: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T10:08:08.600680] [DEBUG] [FORECASTER] DLR: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T10:08:08.600892] [INFO ] [CONFIGURE ] DLR: DISCARDED add_volume_momentum_confirmation (score: 70.00%)
[2025-11-25T10:08:08.600958] [INFO ] [CONFIGURE ] JOB ETA: 35.4m | Avg: 2.8s/test | Remaining: 772 tests
[2025-11-25T10:08:08.601010] [INFO ] [CONFIGURE ] DLR: Testing feature 27/29: add_volume_price_divergence
[2025-11-25T10:08:08.601056] [INFO ] [CONFIGURE ] DLR: Testing with features: ['add_range_position', 'add_realized_volatility', 'add_volume_price_divergence']
[2025-11-25T10:08:08.963513] [DEBUG] [FORECASTER] DLR: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T10:08:09.357831] [DEBUG] [FORECASTER] DLR: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0
[2025-11-25T10:08:09.737751] [DEBUG] [FORECASTER] DLR: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T10:08:10.126713] [DEBUG] [FORECASTER] DLR: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T10:08:10.541946] [DEBUG] [FORECASTER] DLR: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T10:08:10.961118] [DEBUG] [FORECASTER] DLR: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T10:08:11.361225] [DEBUG] [FORECASTER] DLR: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T10:08:11.750166] [DEBUG] [FORECASTER] DLR: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T10:08:12.149910] [DEBUG] [FORECASTER] DLR: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T10:08:12.565867] [DEBUG] [FORECASTER] DLR: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T10:08:12.566095] [INFO ] [CONFIGURE ] DLR: DISCARDED add_volume_price_divergence (score: 40.00%)
[2025-11-25T10:08:12.566159] [INFO ] [CONFIGURE ] JOB ETA: 35.4m | Avg: 2.8s/test | Remaining: 771 tests
[2025-11-25T10:08:12.566209] [INFO ] [CONFIGURE ] DLR: Testing feature 28/29: add_volume_profile
[2025-11-25T10:08:12.566255] [INFO ] [CONFIGURE ] DLR: Testing with features: ['add_range_position', 'add_realized_volatility', 'add_volume_profile']
[2025-11-25T10:08:12.943409] [DEBUG] [FORECASTER] DLR: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T10:08:13.313573] [DEBUG] [FORECASTER] DLR: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0
[2025-11-25T10:08:13.700574] [DEBUG] [FORECASTER] DLR: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T10:08:14.095000] [DEBUG] [FORECASTER] DLR: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T10:08:14.483762] [DEBUG] [FORECASTER] DLR: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T10:08:14.870798] [DEBUG] [FORECASTER] DLR: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T10:08:15.277098] [DEBUG] [FORECASTER] DLR: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T10:08:15.675676] [DEBUG] [FORECASTER] DLR: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T10:08:16.082434] [DEBUG] [FORECASTER] DLR: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T10:08:16.487829] [DEBUG] [FORECASTER] DLR: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T10:08:16.488033] [INFO ] [CONFIGURE ] DLR: DISCARDED add_volume_profile (score: 50.00%)
[2025-11-25T10:08:16.488093] [INFO ] [CONFIGURE ] JOB ETA: 35.3m | Avg: 2.8s/test | Remaining: 770 tests
[2025-11-25T10:08:16.488166] [INFO ] [CONFIGURE ] DLR: Testing feature 29/29: add_vwap
[2025-11-25T10:08:16.488213] [INFO ] [CONFIGURE ] DLR: Testing with features: ['add_range_position', 'add_realized_volatility', 'add_vwap']
[2025-11-25T10:08:16.870627] [DEBUG] [FORECASTER] DLR: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T10:08:17.262871] [DEBUG] [FORECASTER] DLR: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0
[2025-11-25T10:08:17.662175] [DEBUG] [FORECASTER] DLR: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T10:08:18.078947] [DEBUG] [FORECASTER] DLR: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T10:08:18.486362] [DEBUG] [FORECASTER] DLR: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T10:08:18.883746] [DEBUG] [FORECASTER] DLR: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T10:08:19.272286] [DEBUG] [FORECASTER] DLR: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T10:08:19.660473] [DEBUG] [FORECASTER] DLR: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T10:08:20.046223] [DEBUG] [FORECASTER] DLR: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T10:08:20.433520] [DEBUG] [FORECASTER] DLR: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T10:08:20.433730] [INFO ] [CONFIGURE ] DLR: DISCARDED add_vwap (score: 50.00%)
[2025-11-25T10:08:20.433792] [INFO ] [CONFIGURE ] JOB ETA: 35.3m | Avg: 2.8s/test | Remaining: 769 tests
[2025-11-25T10:08:20.433843] [INFO ] [CONFIGURE ] DLR: ===== FEATURE SELECTION COMPLETE =====
[2025-11-25T10:08:20.433887] [INFO ] [CONFIGURE ] DLR: Best accuracy: 70.00%
[2025-11-25T10:08:20.433932] [INFO ] [CONFIGURE ] DLR: Best feature set (2 features): ['add_range_position', 'add_realized_volatility']
[2025-11-25T10:08:20.433976] [INFO ] [CONFIGURE ] DLR: Improvement over baseline: 20.00%
[2025-11-25T10:08:20.434016] [INFO ] [CONFIGURE ] DLR: Total time: 1.3 minutes
[2025-11-25T10:08:20.434055] [INFO ] [CONFIGURE ] DLR: Average time per feature: 2.6 seconds
[2025-11-25T10:08:20.434095] [INFO ] [CONFIGURE ] DLR: Average speed: 0.38 features/sec
[2025-11-25T10:08:20.434426] [INFO ] [LOCAL     ] Saved configuration for DLR: 2 features, 70.00% accuracy -> ./output/feature-sets/DLR.json
[2025-11-25T10:08:20.434485] [INFO ] [CONFIGURE ] DLR: Configuration saved successfully: 2 features, 70.00% accuracy.
[2025-11-25T10:08:20.434538] [INFO ] [sig       ] [139/164] Successfully configured DLR | 0.01 sym/s | Total: 3.1h | ETA: 33.7m
[2025-11-25T10:08:20.434585] [INFO ] [sig       ] [140/164] Configuring DLY...
[2025-11-25T10:08:20.434627] [INFO ] [CONFIGURE ] DLY: Configurate test run.
[2025-11-25T10:08:20.434695] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DLY' from 'https://tdm.silogroup.org/data/derivative_storage/DLY.csv'.
[2025-11-25T10:08:20.446725] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'DLY'.
[2025-11-25T10:08:20.447038] [INFO ] [CONFIGURE ] DLY: Testing with 29 available features
[2025-11-25T10:08:20.447101] [INFO ] [CONFIGURE ] DLY: Establishing baseline with no features...
[2025-11-25T10:08:20.630845] [DEBUG] [FORECASTER] DLY: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0
[2025-11-25T10:08:20.810488] [DEBUG] [FORECASTER] DLY: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T10:08:21.065066] [DEBUG] [FORECASTER] DLY: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T10:08:21.342101] [DEBUG] [FORECASTER] DLY: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T10:08:21.549469] [DEBUG] [FORECASTER] DLY: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T10:08:21.755588] [DEBUG] [FORECASTER] DLY: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T10:08:21.930738] [DEBUG] [FORECASTER] DLY: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T10:08:22.098476] [DEBUG] [FORECASTER] DLY: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-25T10:08:22.287526] [DEBUG] [FORECASTER] DLY: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T10:08:22.476284] [DEBUG] [FORECASTER] DLY: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T10:08:22.476473] [INFO ] [CONFIGURE ] DLY: Baseline score (no features): 10.00%
[2025-11-25T10:08:22.476528] [INFO ] [CONFIGURE ] DLY: Testing feature 1/29: add_bollinger_bands
[2025-11-25T10:08:22.476568] [INFO ] [CONFIGURE ] DLY: Testing with features: ['add_bollinger_bands']
[2025-11-25T10:08:22.697232] [DEBUG] [FORECASTER] DLY: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0
[2025-11-25T10:08:22.922507] [DEBUG] [FORECASTER] DLY: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T10:08:23.143394] [DEBUG] [FORECASTER] DLY: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T10:08:23.357539] [DEBUG] [FORECASTER] DLY: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T10:08:23.584870] [DEBUG] [FORECASTER] DLY: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T10:08:23.818907] [DEBUG] [FORECASTER] DLY: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T10:08:24.070348] [DEBUG] [FORECASTER] DLY: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T10:08:24.288254] [DEBUG] [FORECASTER] DLY: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T10:08:24.510615] [DEBUG] [FORECASTER] DLY: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T10:08:24.746420] [DEBUG] [FORECASTER] DLY: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T10:08:24.746599] [INFO ] [CONFIGURE ] DLY: KEPT add_bollinger_bands (score: 20.00%)
[2025-11-25T10:08:24.746667] [INFO ] [CONFIGURE ] JOB ETA: 35.2m | Avg: 2.8s/test | Remaining: 768 tests
[2025-11-25T10:08:24.746710] [INFO ] [CONFIGURE ] DLY: Testing feature 2/29: add_cumulative_delta
[2025-11-25T10:08:24.746777] [INFO ] [CONFIGURE ] DLY: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta']
[2025-11-25T10:08:25.010000] [DEBUG] [FORECASTER] DLY: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0
[2025-11-25T10:08:25.287789] [DEBUG] [FORECASTER] DLY: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T10:08:25.544234] [DEBUG] [FORECASTER] DLY: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T10:08:25.799480] [DEBUG] [FORECASTER] DLY: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T10:08:26.048303] [DEBUG] [FORECASTER] DLY: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T10:08:26.310325] [DEBUG] [FORECASTER] DLY: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T10:08:26.575919] [DEBUG] [FORECASTER] DLY: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T10:08:26.827956] [DEBUG] [FORECASTER] DLY: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-25T10:08:27.078021] [DEBUG] [FORECASTER] DLY: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T10:08:27.330386] [DEBUG] [FORECASTER] DLY: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T10:08:27.330607] [INFO ] [CONFIGURE ] DLY: KEPT add_cumulative_delta (score: 30.00%)
[2025-11-25T10:08:27.330693] [INFO ] [CONFIGURE ] JOB ETA: 35.2m | Avg: 2.8s/test | Remaining: 767 tests
[2025-11-25T10:08:27.330746] [INFO ] [CONFIGURE ] DLY: Testing feature 3/29: add_daily_returns
[2025-11-25T10:08:27.330785] [INFO ] [CONFIGURE ] DLY: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns']
[2025-11-25T10:08:27.603763] [DEBUG] [FORECASTER] DLY: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0
[2025-11-25T10:08:27.886214] [DEBUG] [FORECASTER] DLY: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T10:08:28.153939] [DEBUG] [FORECASTER] DLY: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T10:08:28.412762] [DEBUG] [FORECASTER] DLY: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T10:08:28.661740] [DEBUG] [FORECASTER] DLY: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T10:08:28.914588] [DEBUG] [FORECASTER] DLY: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T10:08:29.166426] [DEBUG] [FORECASTER] DLY: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T10:08:29.423049] [DEBUG] [FORECASTER] DLY: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T10:08:29.676602] [DEBUG] [FORECASTER] DLY: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T10:08:29.925263] [DEBUG] [FORECASTER] DLY: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T10:08:29.925435] [INFO ] [CONFIGURE ] DLY: KEPT add_daily_returns (score: 50.00%)
[2025-11-25T10:08:29.925488] [INFO ] [CONFIGURE ] JOB ETA: 35.1m | Avg: 2.8s/test | Remaining: 766 tests
[2025-11-25T10:08:29.925535] [INFO ] [CONFIGURE ] DLY: Testing feature 4/29: add_ema
[2025-11-25T10:08:29.925573] [INFO ] [CONFIGURE ] DLY: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns', 'add_ema']
[2025-11-25T10:08:30.219961] [DEBUG] [FORECASTER] DLY: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0
[2025-11-25T10:08:30.503705] [DEBUG] [FORECASTER] DLY: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T10:08:30.774489] [DEBUG] [FORECASTER] DLY: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T10:08:31.044076] [DEBUG] [FORECASTER] DLY: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T10:08:31.320177] [DEBUG] [FORECASTER] DLY: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T10:08:31.601027] [DEBUG] [FORECASTER] DLY: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T10:08:31.915407] [DEBUG] [FORECASTER] DLY: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T10:08:32.208145] [DEBUG] [FORECASTER] DLY: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T10:08:32.525011] [DEBUG] [FORECASTER] DLY: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T10:08:32.820076] [DEBUG] [FORECASTER] DLY: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T10:08:32.820295] [INFO ] [CONFIGURE ] DLY: DISCARDED add_ema (score: 50.00%)
[2025-11-25T10:08:32.820357] [INFO ] [CONFIGURE ] JOB ETA: 35.1m | Avg: 2.8s/test | Remaining: 765 tests
[2025-11-25T10:08:32.820408] [INFO ] [CONFIGURE ] DLY: Testing feature 5/29: add_exhaustion_signals
[2025-11-25T10:08:32.820455] [INFO ] [CONFIGURE ] DLY: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns', 'add_vwap', 'add_exhaustion_signals']
[2025-11-25T10:08:33.130776] [DEBUG] [FORECASTER] DLY: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0
[2025-11-25T10:08:33.455046] [DEBUG] [FORECASTER] DLY: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T10:08:33.778034] [DEBUG] [FORECASTER] DLY: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T10:08:34.087895] [DEBUG] [FORECASTER] DLY: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T10:08:34.397565] [DEBUG] [FORECASTER] DLY: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T10:08:34.720001] [DEBUG] [FORECASTER] DLY: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T10:08:35.049548] [DEBUG] [FORECASTER] DLY: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T10:08:35.389299] [DEBUG] [FORECASTER] DLY: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T10:08:35.749168] [DEBUG] [FORECASTER] DLY: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T10:08:36.086341] [DEBUG] [FORECASTER] DLY: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T10:08:36.086561] [INFO ] [CONFIGURE ] DLY: DISCARDED add_exhaustion_signals (score: 50.00%)
[2025-11-25T10:08:36.086620] [INFO ] [CONFIGURE ] JOB ETA: 35.0m | Avg: 2.8s/test | Remaining: 764 tests
[2025-11-25T10:08:36.086703] [INFO ] [CONFIGURE ] DLY: Testing feature 6/29: add_failed_moves
[2025-11-25T10:08:36.086752] [INFO ] [CONFIGURE ] DLY: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns', 'add_failed_moves']
[2025-11-25T10:08:36.381262] [DEBUG] [FORECASTER] DLY: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0
[2025-11-25T10:08:36.674593] [DEBUG] [FORECASTER] DLY: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T10:08:36.971601] [DEBUG] [FORECASTER] DLY: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T10:08:37.254791] [DEBUG] [FORECASTER] DLY: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T10:08:37.545485] [DEBUG] [FORECASTER] DLY: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T10:08:37.850101] [DEBUG] [FORECASTER] DLY: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T10:08:38.129545] [DEBUG] [FORECASTER] DLY: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T10:08:38.430060] [DEBUG] [FORECASTER] DLY: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T10:08:38.704110] [DEBUG] [FORECASTER] DLY: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T10:08:38.984916] [DEBUG] [FORECASTER] DLY: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T10:08:38.985147] [INFO ] [CONFIGURE ] DLY: DISCARDED add_failed_moves (score: 40.00%)
[2025-11-25T10:08:38.985209] [INFO ] [CONFIGURE ] JOB ETA: 35.0m | Avg: 2.8s/test | Remaining: 763 tests
[2025-11-25T10:08:38.985257] [INFO ] [CONFIGURE ] DLY: Testing feature 7/29: add_lag_shelf
[2025-11-25T10:08:38.985302] [INFO ] [CONFIGURE ] DLY: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns', 'add_lag_shelf']
[2025-11-25T10:08:39.232460] [DEBUG] [FORECASTER] DLY: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0
[2025-11-25T10:08:39.485752] [DEBUG] [FORECASTER] DLY: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T10:08:39.740596] [DEBUG] [FORECASTER] DLY: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T10:08:39.994241] [DEBUG] [FORECASTER] DLY: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T10:08:40.289150] [DEBUG] [FORECASTER] DLY: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T10:08:40.572566] [DEBUG] [FORECASTER] DLY: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T10:08:40.839107] [DEBUG] [FORECASTER] DLY: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T10:08:41.111416] [DEBUG] [FORECASTER] DLY: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T10:08:41.378052] [DEBUG] [FORECASTER] DLY: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T10:08:41.684252] [DEBUG] [FORECASTER] DLY: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T10:08:41.684497] [INFO ] [CONFIGURE ] DLY: KEPT add_lag_shelf (score: 60.00%)
[2025-11-25T10:08:41.684579] [INFO ] [CONFIGURE ] JOB ETA: 35.0m | Avg: 2.8s/test | Remaining: 762 tests
[2025-11-25T10:08:41.684662] [INFO ] [CONFIGURE ] DLY: Testing feature 8/29: add_macd
[2025-11-25T10:08:41.684724] [INFO ] [CONFIGURE ] DLY: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns', 'add_lag_shelf', 'add_vwap', 'add_macd']
[2025-11-25T10:08:42.078896] [DEBUG] [FORECASTER] DLY: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0
[2025-11-25T10:08:42.453320] [DEBUG] [FORECASTER] DLY: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T10:08:42.820386] [DEBUG] [FORECASTER] DLY: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T10:08:43.181473] [DEBUG] [FORECASTER] DLY: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T10:08:43.555463] [DEBUG] [FORECASTER] DLY: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T10:08:43.946109] [DEBUG] [FORECASTER] DLY: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T10:08:44.312982] [DEBUG] [FORECASTER] DLY: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T10:08:44.683552] [DEBUG] [FORECASTER] DLY: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T10:08:45.056348] [DEBUG] [FORECASTER] DLY: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T10:08:45.443420] [DEBUG] [FORECASTER] DLY: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T10:08:45.443695] [INFO ] [CONFIGURE ] DLY: DISCARDED add_macd (score: 60.00%)
[2025-11-25T10:08:45.443784] [INFO ] [CONFIGURE ] JOB ETA: 34.9m | Avg: 2.8s/test | Remaining: 761 tests
[2025-11-25T10:08:45.443860] [INFO ] [CONFIGURE ] DLY: Testing feature 9/29: add_mfi
[2025-11-25T10:08:45.443927] [INFO ] [CONFIGURE ] DLY: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns', 'add_lag_shelf', 'add_mfi']
[2025-11-25T10:08:45.735567] [DEBUG] [FORECASTER] DLY: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0
[2025-11-25T10:08:46.032404] [DEBUG] [FORECASTER] DLY: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T10:08:46.328812] [DEBUG] [FORECASTER] DLY: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T10:08:46.615392] [DEBUG] [FORECASTER] DLY: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T10:08:46.904042] [DEBUG] [FORECASTER] DLY: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T10:08:47.191337] [DEBUG] [FORECASTER] DLY: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T10:08:47.481898] [DEBUG] [FORECASTER] DLY: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T10:08:47.778556] [DEBUG] [FORECASTER] DLY: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T10:08:48.069023] [DEBUG] [FORECASTER] DLY: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T10:08:48.386589] [DEBUG] [FORECASTER] DLY: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T10:08:48.386800] [INFO ] [CONFIGURE ] DLY: DISCARDED add_mfi (score: 50.00%)
[2025-11-25T10:08:48.386858] [INFO ] [CONFIGURE ] JOB ETA: 34.9m | Avg: 2.8s/test | Remaining: 760 tests
[2025-11-25T10:08:48.386907] [INFO ] [CONFIGURE ] DLY: Testing feature 10/29: add_momentum_acceleration
[2025-11-25T10:08:48.386951] [INFO ] [CONFIGURE ] DLY: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns', 'add_lag_shelf', 'add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-11-25T10:08:48.769429] [DEBUG] [FORECASTER] DLY: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0
[2025-11-25T10:08:49.152196] [DEBUG] [FORECASTER] DLY: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T10:08:49.531301] [DEBUG] [FORECASTER] DLY: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T10:08:49.913566] [DEBUG] [FORECASTER] DLY: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T10:08:50.314872] [DEBUG] [FORECASTER] DLY: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T10:08:50.697731] [DEBUG] [FORECASTER] DLY: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T10:08:51.097034] [DEBUG] [FORECASTER] DLY: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T10:08:51.491960] [DEBUG] [FORECASTER] DLY: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-25T10:08:51.898024] [DEBUG] [FORECASTER] DLY: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T10:08:52.305510] [DEBUG] [FORECASTER] DLY: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T10:08:52.305735] [INFO ] [CONFIGURE ] DLY: DISCARDED add_momentum_acceleration (score: 40.00%)
[2025-11-25T10:08:52.305824] [INFO ] [CONFIGURE ] JOB ETA: 34.8m | Avg: 2.8s/test | Remaining: 759 tests
[2025-11-25T10:08:52.305878] [INFO ] [CONFIGURE ] DLY: Testing feature 11/29: add_obv_daily
[2025-11-25T10:08:52.305925] [INFO ] [CONFIGURE ] DLY: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns', 'add_lag_shelf', 'add_obv_daily']
[2025-11-25T10:08:52.640216] [DEBUG] [FORECASTER] DLY: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0
[2025-11-25T10:08:52.975854] [DEBUG] [FORECASTER] DLY: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T10:08:53.298147] [DEBUG] [FORECASTER] DLY: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T10:08:53.630227] [DEBUG] [FORECASTER] DLY: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T10:08:53.965846] [DEBUG] [FORECASTER] DLY: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T10:08:54.315414] [DEBUG] [FORECASTER] DLY: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T10:08:54.643325] [DEBUG] [FORECASTER] DLY: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T10:08:54.983776] [DEBUG] [FORECASTER] DLY: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T10:08:55.339125] [DEBUG] [FORECASTER] DLY: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T10:08:55.662091] [DEBUG] [FORECASTER] DLY: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T10:08:55.662291] [INFO ] [CONFIGURE ] DLY: DISCARDED add_obv_daily (score: 40.00%)
[2025-11-25T10:08:55.662352] [INFO ] [CONFIGURE ] JOB ETA: 34.8m | Avg: 2.8s/test | Remaining: 758 tests
[2025-11-25T10:08:55.662404] [INFO ] [CONFIGURE ] DLY: Testing feature 12/29: add_obv_interval
[2025-11-25T10:08:55.662451] [INFO ] [CONFIGURE ] DLY: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns', 'add_lag_shelf', 'add_obv_interval']
[2025-11-25T10:08:55.978719] [DEBUG] [FORECASTER] DLY: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0
[2025-11-25T10:08:56.282387] [DEBUG] [FORECASTER] DLY: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T10:08:56.585531] [DEBUG] [FORECASTER] DLY: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T10:08:56.881277] [DEBUG] [FORECASTER] DLY: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T10:08:57.192904] [DEBUG] [FORECASTER] DLY: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T10:08:57.482182] [DEBUG] [FORECASTER] DLY: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T10:08:57.781296] [DEBUG] [FORECASTER] DLY: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T10:08:58.124580] [DEBUG] [FORECASTER] DLY: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T10:08:58.448817] [DEBUG] [FORECASTER] DLY: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T10:08:58.753390] [DEBUG] [FORECASTER] DLY: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T10:08:58.753679] [INFO ] [CONFIGURE ] DLY: DISCARDED add_obv_interval (score: 50.00%)
[2025-11-25T10:08:58.753745] [INFO ] [CONFIGURE ] JOB ETA: 34.7m | Avg: 2.8s/test | Remaining: 757 tests
[2025-11-25T10:08:58.753797] [INFO ] [CONFIGURE ] DLY: Testing feature 13/29: add_opening_strength
[2025-11-25T10:08:58.753837] [INFO ] [CONFIGURE ] DLY: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns', 'add_lag_shelf', 'add_opening_strength']
[2025-11-25T10:08:59.080849] [DEBUG] [FORECASTER] DLY: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0
[2025-11-25T10:08:59.408753] [DEBUG] [FORECASTER] DLY: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T10:08:59.737929] [DEBUG] [FORECASTER] DLY: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T10:09:00.085553] [DEBUG] [FORECASTER] DLY: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T10:09:00.417973] [DEBUG] [FORECASTER] DLY: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T10:09:00.764028] [DEBUG] [FORECASTER] DLY: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T10:09:01.919589] [DEBUG] [FORECASTER] DLY: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T10:09:02.335258] [DEBUG] [FORECASTER] DLY: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-25T10:09:02.683629] [DEBUG] [FORECASTER] DLY: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T10:09:03.013284] [DEBUG] [FORECASTER] DLY: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T10:09:03.013627] [INFO ] [CONFIGURE ] DLY: DISCARDED add_opening_strength (score: 30.00%)
[2025-11-25T10:09:03.013718] [INFO ] [CONFIGURE ] JOB ETA: 34.7m | Avg: 2.8s/test | Remaining: 756 tests
[2025-11-25T10:09:03.013795] [INFO ] [CONFIGURE ] DLY: Testing feature 14/29: add_order_flow_imbalance
[2025-11-25T10:09:03.013871] [INFO ] [CONFIGURE ] DLY: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns', 'add_lag_shelf', 'add_order_flow_imbalance']
[2025-11-25T10:09:03.342867] [DEBUG] [FORECASTER] DLY: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0
[2025-11-25T10:09:03.676365] [DEBUG] [FORECASTER] DLY: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T10:09:04.006283] [DEBUG] [FORECASTER] DLY: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T10:09:04.319484] [DEBUG] [FORECASTER] DLY: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T10:09:04.646041] [DEBUG] [FORECASTER] DLY: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T10:09:04.977776] [DEBUG] [FORECASTER] DLY: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T10:09:05.319157] [DEBUG] [FORECASTER] DLY: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T10:09:05.608426] [DEBUG] [FORECASTER] DLY: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T10:09:05.883210] [DEBUG] [FORECASTER] DLY: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T10:09:06.164966] [DEBUG] [FORECASTER] DLY: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T10:09:06.165148] [INFO ] [CONFIGURE ] DLY: DISCARDED add_order_flow_imbalance (score: 50.00%)
[2025-11-25T10:09:06.165206] [INFO ] [CONFIGURE ] JOB ETA: 34.6m | Avg: 2.8s/test | Remaining: 755 tests
[2025-11-25T10:09:06.165254] [INFO ] [CONFIGURE ] DLY: Testing feature 15/29: add_pbf_morning_momentum
[2025-11-25T10:09:06.165297] [INFO ] [CONFIGURE ] DLY: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns', 'add_lag_shelf', 'add_pbf_morning_momentum']
[2025-11-25T10:09:06.429821] [DEBUG] [FORECASTER] DLY: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0
[2025-11-25T10:09:06.717989] [DEBUG] [FORECASTER] DLY: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T10:09:06.979876] [DEBUG] [FORECASTER] DLY: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T10:09:07.243541] [DEBUG] [FORECASTER] DLY: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T10:09:07.516556] [DEBUG] [FORECASTER] DLY: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T10:09:07.798986] [DEBUG] [FORECASTER] DLY: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T10:09:08.075289] [DEBUG] [FORECASTER] DLY: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T10:09:08.387997] [DEBUG] [FORECASTER] DLY: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T10:09:08.769539] [DEBUG] [FORECASTER] DLY: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T10:09:09.142834] [DEBUG] [FORECASTER] DLY: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T10:09:09.143098] [INFO ] [CONFIGURE ] DLY: DISCARDED add_pbf_morning_momentum (score: 50.00%)
[2025-11-25T10:09:09.143241] [INFO ] [CONFIGURE ] JOB ETA: 34.6m | Avg: 2.8s/test | Remaining: 754 tests
[2025-11-25T10:09:09.143306] [INFO ] [CONFIGURE ] DLY: Testing feature 16/29: add_pbf_overnight_gap
[2025-11-25T10:09:09.143362] [INFO ] [CONFIGURE ] DLY: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns', 'add_lag_shelf', 'add_pbf_overnight_gap']
[2025-11-25T10:09:09.509928] [DEBUG] [FORECASTER] DLY: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0
[2025-11-25T10:09:09.795895] [DEBUG] [FORECASTER] DLY: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T10:09:10.080280] [DEBUG] [FORECASTER] DLY: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T10:09:10.366111] [DEBUG] [FORECASTER] DLY: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T10:09:10.640180] [DEBUG] [FORECASTER] DLY: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T10:09:10.918931] [DEBUG] [FORECASTER] DLY: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T10:09:11.208056] [DEBUG] [FORECASTER] DLY: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T10:09:11.484519] [DEBUG] [FORECASTER] DLY: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T10:09:11.764678] [DEBUG] [FORECASTER] DLY: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T10:09:12.069207] [DEBUG] [FORECASTER] DLY: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T10:09:12.069403] [INFO ] [CONFIGURE ] DLY: DISCARDED add_pbf_overnight_gap (score: 50.00%)
[2025-11-25T10:09:12.069463] [INFO ] [CONFIGURE ] JOB ETA: 34.6m | Avg: 2.8s/test | Remaining: 753 tests
[2025-11-25T10:09:12.069513] [INFO ] [CONFIGURE ] DLY: Testing feature 17/29: add_pbf_return_2d
[2025-11-25T10:09:12.069560] [INFO ] [CONFIGURE ] DLY: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns', 'add_lag_shelf', 'add_pbf_return_2d']
[2025-11-25T10:09:12.379073] [DEBUG] [FORECASTER] DLY: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0
[2025-11-25T10:09:12.698474] [DEBUG] [FORECASTER] DLY: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T10:09:12.993022] [DEBUG] [FORECASTER] DLY: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T10:09:13.282040] [DEBUG] [FORECASTER] DLY: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T10:09:13.603008] [DEBUG] [FORECASTER] DLY: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T10:09:13.894333] [DEBUG] [FORECASTER] DLY: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T10:09:14.192748] [DEBUG] [FORECASTER] DLY: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T10:09:14.490329] [DEBUG] [FORECASTER] DLY: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T10:09:14.790533] [DEBUG] [FORECASTER] DLY: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T10:09:15.107006] [DEBUG] [FORECASTER] DLY: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T10:09:15.107223] [INFO ] [CONFIGURE ] DLY: DISCARDED add_pbf_return_2d (score: 60.00%)
[2025-11-25T10:09:15.107283] [INFO ] [CONFIGURE ] JOB ETA: 34.5m | Avg: 2.8s/test | Remaining: 752 tests
[2025-11-25T10:09:15.107330] [INFO ] [CONFIGURE ] DLY: Testing feature 18/29: add_pbf_volatility_5d
[2025-11-25T10:09:15.107374] [INFO ] [CONFIGURE ] DLY: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns', 'add_lag_shelf', 'add_pbf_volatility_5d']
[2025-11-25T10:09:15.383748] [DEBUG] [FORECASTER] DLY: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0
[2025-11-25T10:09:15.661683] [DEBUG] [FORECASTER] DLY: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T10:09:15.951201] [DEBUG] [FORECASTER] DLY: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T10:09:16.255897] [DEBUG] [FORECASTER] DLY: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T10:09:16.549219] [DEBUG] [FORECASTER] DLY: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T10:09:16.859806] [DEBUG] [FORECASTER] DLY: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T10:09:17.155023] [DEBUG] [FORECASTER] DLY: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T10:09:17.448331] [DEBUG] [FORECASTER] DLY: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-25T10:09:17.740332] [DEBUG] [FORECASTER] DLY: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T10:09:18.027211] [DEBUG] [FORECASTER] DLY: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T10:09:18.027386] [INFO ] [CONFIGURE ] DLY: DISCARDED add_pbf_volatility_5d (score: 30.00%)
[2025-11-25T10:09:18.027446] [INFO ] [CONFIGURE ] JOB ETA: 34.5m | Avg: 2.8s/test | Remaining: 751 tests
[2025-11-25T10:09:18.027497] [INFO ] [CONFIGURE ] DLY: Testing feature 19/29: add_pbf_vs_sma_5
[2025-11-25T10:09:18.027541] [INFO ] [CONFIGURE ] DLY: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns', 'add_lag_shelf', 'add_pbf_vs_sma_5']
[2025-11-25T10:09:18.310229] [DEBUG] [FORECASTER] DLY: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0
[2025-11-25T10:09:18.589141] [DEBUG] [FORECASTER] DLY: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T10:09:18.873583] [DEBUG] [FORECASTER] DLY: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T10:09:19.149907] [DEBUG] [FORECASTER] DLY: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T10:09:19.429391] [DEBUG] [FORECASTER] DLY: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T10:09:19.725488] [DEBUG] [FORECASTER] DLY: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T10:09:19.996550] [DEBUG] [FORECASTER] DLY: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T10:09:20.261686] [DEBUG] [FORECASTER] DLY: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T10:09:20.526473] [DEBUG] [FORECASTER] DLY: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T10:09:20.801082] [DEBUG] [FORECASTER] DLY: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T10:09:20.801285] [INFO ] [CONFIGURE ] DLY: DISCARDED add_pbf_vs_sma_5 (score: 60.00%)
[2025-11-25T10:09:20.801344] [INFO ] [CONFIGURE ] JOB ETA: 34.4m | Avg: 2.8s/test | Remaining: 750 tests
[2025-11-25T10:09:20.801392] [INFO ] [CONFIGURE ] DLY: Testing feature 20/29: add_price_rejection
[2025-11-25T10:09:20.801437] [INFO ] [CONFIGURE ] DLY: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns', 'add_lag_shelf', 'add_price_rejection']
[2025-11-25T10:09:21.082774] [DEBUG] [FORECASTER] DLY: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0
[2025-11-25T10:09:21.360446] [DEBUG] [FORECASTER] DLY: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T10:09:21.636203] [DEBUG] [FORECASTER] DLY: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T10:09:21.919857] [DEBUG] [FORECASTER] DLY: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T10:09:22.198332] [DEBUG] [FORECASTER] DLY: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T10:09:22.475777] [DEBUG] [FORECASTER] DLY: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T10:09:22.757340] [DEBUG] [FORECASTER] DLY: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T10:09:23.042114] [DEBUG] [FORECASTER] DLY: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T10:09:23.328944] [DEBUG] [FORECASTER] DLY: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T10:09:23.627547] [DEBUG] [FORECASTER] DLY: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T10:09:23.627749] [INFO ] [CONFIGURE ] DLY: DISCARDED add_price_rejection (score: 50.00%)
[2025-11-25T10:09:23.627853] [INFO ] [CONFIGURE ] JOB ETA: 34.4m | Avg: 2.8s/test | Remaining: 749 tests
[2025-11-25T10:09:23.627904] [INFO ] [CONFIGURE ] DLY: Testing feature 21/29: add_range_position
[2025-11-25T10:09:23.627950] [INFO ] [CONFIGURE ] DLY: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns', 'add_lag_shelf', 'add_range_position']
[2025-11-25T10:09:23.927788] [DEBUG] [FORECASTER] DLY: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0
[2025-11-25T10:09:24.223256] [DEBUG] [FORECASTER] DLY: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T10:09:24.569835] [DEBUG] [FORECASTER] DLY: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T10:09:24.879101] [DEBUG] [FORECASTER] DLY: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T10:09:25.191147] [DEBUG] [FORECASTER] DLY: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T10:09:25.518284] [DEBUG] [FORECASTER] DLY: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T10:09:25.829150] [DEBUG] [FORECASTER] DLY: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T10:09:26.145226] [DEBUG] [FORECASTER] DLY: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T10:09:26.448194] [DEBUG] [FORECASTER] DLY: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T10:09:26.745864] [DEBUG] [FORECASTER] DLY: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T10:09:26.746036] [INFO ] [CONFIGURE ] DLY: DISCARDED add_range_position (score: 50.00%)
[2025-11-25T10:09:26.746093] [INFO ] [CONFIGURE ] JOB ETA: 34.3m | Avg: 2.8s/test | Remaining: 748 tests
[2025-11-25T10:09:26.746140] [INFO ] [CONFIGURE ] DLY: Testing feature 22/29: add_realized_volatility
[2025-11-25T10:09:26.746184] [INFO ] [CONFIGURE ] DLY: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns', 'add_lag_shelf', 'add_realized_volatility']
[2025-11-25T10:09:27.121267] [DEBUG] [FORECASTER] DLY: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0
[2025-11-25T10:09:27.492235] [DEBUG] [FORECASTER] DLY: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T10:09:27.873874] [DEBUG] [FORECASTER] DLY: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T10:09:28.260391] [DEBUG] [FORECASTER] DLY: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T10:09:28.676669] [DEBUG] [FORECASTER] DLY: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T10:09:29.161300] [DEBUG] [FORECASTER] DLY: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T10:09:29.589899] [DEBUG] [FORECASTER] DLY: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T10:09:30.067023] [DEBUG] [FORECASTER] DLY: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T10:09:30.487787] [DEBUG] [FORECASTER] DLY: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T10:09:30.857779] [DEBUG] [FORECASTER] DLY: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T10:09:30.857997] [INFO ] [CONFIGURE ] DLY: DISCARDED add_realized_volatility (score: 30.00%)
[2025-11-25T10:09:30.858058] [INFO ] [CONFIGURE ] JOB ETA: 34.3m | Avg: 2.8s/test | Remaining: 747 tests
[2025-11-25T10:09:30.858110] [INFO ] [CONFIGURE ] DLY: Testing feature 23/29: add_recent_range_context
[2025-11-25T10:09:30.858160] [INFO ] [CONFIGURE ] DLY: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns', 'add_lag_shelf', 'add_recent_range_context']
[2025-11-25T10:09:31.146074] [DEBUG] [FORECASTER] DLY: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0
[2025-11-25T10:09:31.416179] [DEBUG] [FORECASTER] DLY: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T10:09:31.690624] [DEBUG] [FORECASTER] DLY: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T10:09:31.962008] [DEBUG] [FORECASTER] DLY: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T10:09:32.244939] [DEBUG] [FORECASTER] DLY: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T10:09:32.522299] [DEBUG] [FORECASTER] DLY: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T10:09:32.811086] [DEBUG] [FORECASTER] DLY: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T10:09:33.093657] [DEBUG] [FORECASTER] DLY: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T10:09:33.375928] [DEBUG] [FORECASTER] DLY: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T10:09:33.660554] [DEBUG] [FORECASTER] DLY: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T10:09:33.660759] [INFO ] [CONFIGURE ] DLY: DISCARDED add_recent_range_context (score: 50.00%)
[2025-11-25T10:09:33.660821] [INFO ] [CONFIGURE ] JOB ETA: 34.2m | Avg: 2.8s/test | Remaining: 746 tests
[2025-11-25T10:09:33.660871] [INFO ] [CONFIGURE ] DLY: Testing feature 24/29: add_rsi
[2025-11-25T10:09:33.660921] [INFO ] [CONFIGURE ] DLY: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns', 'add_lag_shelf', 'add_ema', 'add_rsi']
[2025-11-25T10:09:33.983062] [DEBUG] [FORECASTER] DLY: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0
[2025-11-25T10:09:34.304580] [DEBUG] [FORECASTER] DLY: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T10:09:34.628355] [DEBUG] [FORECASTER] DLY: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T10:09:34.942116] [DEBUG] [FORECASTER] DLY: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T10:09:35.274724] [DEBUG] [FORECASTER] DLY: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T10:09:35.595414] [DEBUG] [FORECASTER] DLY: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T10:09:35.920106] [DEBUG] [FORECASTER] DLY: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T10:09:36.261126] [DEBUG] [FORECASTER] DLY: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T10:09:36.591094] [DEBUG] [FORECASTER] DLY: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T10:09:36.928595] [DEBUG] [FORECASTER] DLY: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T10:09:36.928815] [INFO ] [CONFIGURE ] DLY: DISCARDED add_rsi (score: 50.00%)
[2025-11-25T10:09:36.928875] [INFO ] [CONFIGURE ] JOB ETA: 34.2m | Avg: 2.8s/test | Remaining: 745 tests
[2025-11-25T10:09:36.928924] [INFO ] [CONFIGURE ] DLY: Testing feature 25/29: add_tick_distribution
[2025-11-25T10:09:36.928968] [INFO ] [CONFIGURE ] DLY: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns', 'add_lag_shelf', 'add_tick_distribution']
[2025-11-25T10:09:37.193750] [DEBUG] [FORECASTER] DLY: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0
[2025-11-25T10:09:37.462217] [DEBUG] [FORECASTER] DLY: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T10:09:37.740729] [DEBUG] [FORECASTER] DLY: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T10:09:38.013293] [DEBUG] [FORECASTER] DLY: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T10:09:38.283048] [DEBUG] [FORECASTER] DLY: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T10:09:38.571632] [DEBUG] [FORECASTER] DLY: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T10:09:38.852134] [DEBUG] [FORECASTER] DLY: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T10:09:39.131203] [DEBUG] [FORECASTER] DLY: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T10:09:39.425088] [DEBUG] [FORECASTER] DLY: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T10:09:39.696992] [DEBUG] [FORECASTER] DLY: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T10:09:39.697175] [INFO ] [CONFIGURE ] DLY: DISCARDED add_tick_distribution (score: 40.00%)
[2025-11-25T10:09:39.697278] [INFO ] [CONFIGURE ] JOB ETA: 34.2m | Avg: 2.8s/test | Remaining: 744 tests
[2025-11-25T10:09:39.697329] [INFO ] [CONFIGURE ] DLY: Testing feature 26/29: add_volume_momentum_confirmation
[2025-11-25T10:09:39.697373] [INFO ] [CONFIGURE ] DLY: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns', 'add_lag_shelf', 'add_volume_momentum_confirmation']
[2025-11-25T10:09:39.982743] [DEBUG] [FORECASTER] DLY: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0
[2025-11-25T10:09:40.255863] [DEBUG] [FORECASTER] DLY: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T10:09:40.514948] [DEBUG] [FORECASTER] DLY: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T10:09:40.776061] [DEBUG] [FORECASTER] DLY: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T10:09:41.039680] [DEBUG] [FORECASTER] DLY: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T10:09:41.302749] [DEBUG] [FORECASTER] DLY: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T10:09:41.565630] [DEBUG] [FORECASTER] DLY: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T10:09:41.845000] [DEBUG] [FORECASTER] DLY: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-25T10:09:42.109970] [DEBUG] [FORECASTER] DLY: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T10:09:42.373768] [DEBUG] [FORECASTER] DLY: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T10:09:42.373941] [INFO ] [CONFIGURE ] DLY: DISCARDED add_volume_momentum_confirmation (score: 40.00%)
[2025-11-25T10:09:42.374000] [INFO ] [CONFIGURE ] JOB ETA: 34.1m | Avg: 2.8s/test | Remaining: 743 tests
[2025-11-25T10:09:42.374051] [INFO ] [CONFIGURE ] DLY: Testing feature 27/29: add_volume_price_divergence
[2025-11-25T10:09:42.374096] [INFO ] [CONFIGURE ] DLY: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns', 'add_lag_shelf', 'add_volume_price_divergence']
[2025-11-25T10:09:42.666768] [DEBUG] [FORECASTER] DLY: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0
[2025-11-25T10:09:42.965939] [DEBUG] [FORECASTER] DLY: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T10:09:43.261826] [DEBUG] [FORECASTER] DLY: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T10:09:43.548802] [DEBUG] [FORECASTER] DLY: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T10:09:43.835983] [DEBUG] [FORECASTER] DLY: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T10:09:44.128089] [DEBUG] [FORECASTER] DLY: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T10:09:44.420467] [DEBUG] [FORECASTER] DLY: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T10:09:44.729747] [DEBUG] [FORECASTER] DLY: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T10:09:45.025838] [DEBUG] [FORECASTER] DLY: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T10:09:45.360391] [DEBUG] [FORECASTER] DLY: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T10:09:45.360597] [INFO ] [CONFIGURE ] DLY: DISCARDED add_volume_price_divergence (score: 50.00%)
[2025-11-25T10:09:45.360697] [INFO ] [CONFIGURE ] JOB ETA: 34.1m | Avg: 2.8s/test | Remaining: 742 tests
[2025-11-25T10:09:45.360749] [INFO ] [CONFIGURE ] DLY: Testing feature 28/29: add_volume_profile
[2025-11-25T10:09:45.360795] [INFO ] [CONFIGURE ] DLY: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns', 'add_lag_shelf', 'add_volume_profile']
[2025-11-25T10:09:45.685104] [DEBUG] [FORECASTER] DLY: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0
[2025-11-25T10:09:45.996703] [DEBUG] [FORECASTER] DLY: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T10:09:46.323698] [DEBUG] [FORECASTER] DLY: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T10:09:46.628720] [DEBUG] [FORECASTER] DLY: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T10:09:46.942355] [DEBUG] [FORECASTER] DLY: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T10:09:47.262156] [DEBUG] [FORECASTER] DLY: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T10:09:47.583506] [DEBUG] [FORECASTER] DLY: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T10:09:47.912260] [DEBUG] [FORECASTER] DLY: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T10:09:48.243341] [DEBUG] [FORECASTER] DLY: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T10:09:48.568153] [DEBUG] [FORECASTER] DLY: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T10:09:48.568356] [INFO ] [CONFIGURE ] DLY: DISCARDED add_volume_profile (score: 40.00%)
[2025-11-25T10:09:48.568437] [INFO ] [CONFIGURE ] JOB ETA: 34.0m | Avg: 2.8s/test | Remaining: 741 tests
[2025-11-25T10:09:48.568513] [INFO ] [CONFIGURE ] DLY: Testing feature 29/29: add_vwap
[2025-11-25T10:09:48.568588] [INFO ] [CONFIGURE ] DLY: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns', 'add_lag_shelf', 'add_vwap']
[2025-11-25T10:09:48.888756] [DEBUG] [FORECASTER] DLY: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0
[2025-11-25T10:09:49.208384] [DEBUG] [FORECASTER] DLY: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T10:09:49.536781] [DEBUG] [FORECASTER] DLY: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T10:09:49.864087] [DEBUG] [FORECASTER] DLY: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T10:09:50.198191] [DEBUG] [FORECASTER] DLY: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T10:09:50.522841] [DEBUG] [FORECASTER] DLY: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T10:09:50.847954] [DEBUG] [FORECASTER] DLY: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T10:09:51.170785] [DEBUG] [FORECASTER] DLY: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T10:09:51.495699] [DEBUG] [FORECASTER] DLY: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T10:09:51.833327] [DEBUG] [FORECASTER] DLY: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T10:09:51.833512] [INFO ] [CONFIGURE ] DLY: DISCARDED add_vwap (score: 50.00%)
[2025-11-25T10:09:51.833572] [INFO ] [CONFIGURE ] JOB ETA: 34.0m | Avg: 2.8s/test | Remaining: 740 tests
[2025-11-25T10:09:51.833623] [INFO ] [CONFIGURE ] DLY: ===== FEATURE SELECTION COMPLETE =====
[2025-11-25T10:09:51.833688] [INFO ] [CONFIGURE ] DLY: Best accuracy: 60.00%
[2025-11-25T10:09:51.833734] [INFO ] [CONFIGURE ] DLY: Best feature set (4 features): ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns', 'add_lag_shelf']
[2025-11-25T10:09:51.833775] [INFO ] [CONFIGURE ] DLY: Improvement over baseline: 50.00%
[2025-11-25T10:09:51.833814] [INFO ] [CONFIGURE ] DLY: Total time: 1.5 minutes
[2025-11-25T10:09:51.833854] [INFO ] [CONFIGURE ] DLY: Average time per feature: 3.1 seconds
[2025-11-25T10:09:51.833894] [INFO ] [CONFIGURE ] DLY: Average speed: 0.32 features/sec
[2025-11-25T10:09:51.834396] [INFO ] [LOCAL     ] Saved configuration for DLY: 4 features, 60.00% accuracy -> ./output/feature-sets/DLY.json
[2025-11-25T10:09:51.834458] [INFO ] [CONFIGURE ] DLY: Configuration saved successfully: 4 features, 60.00% accuracy.
[2025-11-25T10:09:51.834521] [INFO ] [sig       ] [140/164] Successfully configured DLY | 0.01 sym/s | Total: 3.1h | ETA: 32.4m
[2025-11-25T10:09:51.834568] [INFO ] [sig       ] [141/164] Configuring DMA...
[2025-11-25T10:09:51.834611] [INFO ] [CONFIGURE ] DMA: Configurate test run.
[2025-11-25T10:09:51.834674] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DMA' from 'https://tdm.silogroup.org/data/derivative_storage/DMA.csv'.
[2025-11-25T10:09:51.846988] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'DMA'.
[2025-11-25T10:09:51.847692] [INFO ] [CONFIGURE ] DMA: Testing with 29 available features
[2025-11-25T10:09:51.847757] [INFO ] [CONFIGURE ] DMA: Establishing baseline with no features...
[2025-11-25T10:09:52.031004] [DEBUG] [FORECASTER] DMA: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T10:09:52.220415] [DEBUG] [FORECASTER] DMA: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T10:09:52.403001] [DEBUG] [FORECASTER] DMA: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T10:09:52.590270] [DEBUG] [FORECASTER] DMA: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T10:09:52.774784] [DEBUG] [FORECASTER] DMA: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T10:09:52.955037] [DEBUG] [FORECASTER] DMA: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T10:09:53.138534] [DEBUG] [FORECASTER] DMA: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T10:09:53.323181] [DEBUG] [FORECASTER] DMA: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T10:09:53.512199] [DEBUG] [FORECASTER] DMA: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T10:09:53.695089] [DEBUG] [FORECASTER] DMA: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-11-25T10:09:53.695243] [INFO ] [CONFIGURE ] DMA: Baseline score (no features): 40.00%
[2025-11-25T10:09:53.695291] [INFO ] [CONFIGURE ] DMA: Testing feature 1/29: add_bollinger_bands
[2025-11-25T10:09:53.695328] [INFO ] [CONFIGURE ] DMA: Testing with features: ['add_bollinger_bands']
[2025-11-25T10:09:53.915023] [DEBUG] [FORECASTER] DMA: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0
[2025-11-25T10:09:54.147326] [DEBUG] [FORECASTER] DMA: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T10:09:54.376407] [DEBUG] [FORECASTER] DMA: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T10:09:54.604831] [DEBUG] [FORECASTER] DMA: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T10:09:54.831587] [DEBUG] [FORECASTER] DMA: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T10:09:55.062012] [DEBUG] [FORECASTER] DMA: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T10:09:55.284775] [DEBUG] [FORECASTER] DMA: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T10:09:55.534883] [DEBUG] [FORECASTER] DMA: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T10:09:55.769080] [DEBUG] [FORECASTER] DMA: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T10:09:56.000030] [DEBUG] [FORECASTER] DMA: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-25T10:09:56.000201] [INFO ] [CONFIGURE ] DMA: DISCARDED add_bollinger_bands (score: 40.00%)
[2025-11-25T10:09:56.000250] [INFO ] [CONFIGURE ] JOB ETA: 33.9m | Avg: 2.8s/test | Remaining: 739 tests
[2025-11-25T10:09:56.000288] [INFO ] [CONFIGURE ] DMA: Testing feature 2/29: add_cumulative_delta
[2025-11-25T10:09:56.000323] [INFO ] [CONFIGURE ] DMA: Testing with features: ['add_cumulative_delta']
[2025-11-25T10:09:56.221995] [DEBUG] [FORECASTER] DMA: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0
[2025-11-25T10:09:56.444982] [DEBUG] [FORECASTER] DMA: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T10:09:56.672111] [DEBUG] [FORECASTER] DMA: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T10:09:56.901898] [DEBUG] [FORECASTER] DMA: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T10:09:57.131934] [DEBUG] [FORECASTER] DMA: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-25T10:09:57.375444] [DEBUG] [FORECASTER] DMA: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T10:09:57.602249] [DEBUG] [FORECASTER] DMA: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T10:09:57.841516] [DEBUG] [FORECASTER] DMA: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T10:09:58.071460] [DEBUG] [FORECASTER] DMA: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T10:09:58.304029] [DEBUG] [FORECASTER] DMA: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-11-25T10:09:58.304196] [INFO ] [CONFIGURE ] DMA: DISCARDED add_cumulative_delta (score: 30.00%)
[2025-11-25T10:09:58.304243] [INFO ] [CONFIGURE ] JOB ETA: 33.9m | Avg: 2.8s/test | Remaining: 738 tests
[2025-11-25T10:09:58.304281] [INFO ] [CONFIGURE ] DMA: Testing feature 3/29: add_daily_returns
[2025-11-25T10:09:58.304332] [INFO ] [CONFIGURE ] DMA: Testing with features: ['add_daily_returns']
[2025-11-25T10:09:58.505843] [DEBUG] [FORECASTER] DMA: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0
[2025-11-25T10:09:58.709822] [DEBUG] [FORECASTER] DMA: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T10:09:58.912974] [DEBUG] [FORECASTER] DMA: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T10:09:59.119912] [DEBUG] [FORECASTER] DMA: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T10:09:59.335439] [DEBUG] [FORECASTER] DMA: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T10:09:59.534688] [DEBUG] [FORECASTER] DMA: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T10:09:59.751260] [DEBUG] [FORECASTER] DMA: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T10:09:59.956054] [DEBUG] [FORECASTER] DMA: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T10:10:00.924663] [DEBUG] [FORECASTER] DMA: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T10:10:01.274078] [DEBUG] [FORECASTER] DMA: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-25T10:10:01.274270] [INFO ] [CONFIGURE ] DMA: KEPT add_daily_returns (score: 50.00%)
[2025-11-25T10:10:01.274318] [INFO ] [CONFIGURE ] JOB ETA: 33.8m | Avg: 2.8s/test | Remaining: 737 tests
[2025-11-25T10:10:01.274357] [INFO ] [CONFIGURE ] DMA: Testing feature 4/29: add_ema
[2025-11-25T10:10:01.274392] [INFO ] [CONFIGURE ] DMA: Testing with features: ['add_daily_returns', 'add_ema']
[2025-11-25T10:10:01.492394] [DEBUG] [FORECASTER] DMA: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0
[2025-11-25T10:10:01.735983] [DEBUG] [FORECASTER] DMA: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T10:10:02.007325] [DEBUG] [FORECASTER] DMA: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T10:10:02.268794] [DEBUG] [FORECASTER] DMA: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T10:10:02.522551] [DEBUG] [FORECASTER] DMA: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T10:10:02.759974] [DEBUG] [FORECASTER] DMA: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T10:10:03.007362] [DEBUG] [FORECASTER] DMA: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T10:10:03.243176] [DEBUG] [FORECASTER] DMA: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T10:10:03.480416] [DEBUG] [FORECASTER] DMA: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T10:10:03.712081] [DEBUG] [FORECASTER] DMA: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-11-25T10:10:03.712279] [INFO ] [CONFIGURE ] DMA: KEPT add_ema (score: 60.00%)
[2025-11-25T10:10:03.712329] [INFO ] [CONFIGURE ] JOB ETA: 33.8m | Avg: 2.8s/test | Remaining: 736 tests
[2025-11-25T10:10:03.712369] [INFO ] [CONFIGURE ] DMA: Testing feature 5/29: add_exhaustion_signals
[2025-11-25T10:10:03.712407] [INFO ] [CONFIGURE ] DMA: Testing with features: ['add_daily_returns', 'add_ema', 'add_vwap', 'add_exhaustion_signals']
[2025-11-25T10:10:03.981394] [DEBUG] [FORECASTER] DMA: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0
[2025-11-25T10:10:04.269370] [DEBUG] [FORECASTER] DMA: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T10:10:04.575786] [DEBUG] [FORECASTER] DMA: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T10:10:04.851976] [DEBUG] [FORECASTER] DMA: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T10:10:05.154450] [DEBUG] [FORECASTER] DMA: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T10:10:05.485282] [DEBUG] [FORECASTER] DMA: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T10:10:05.788029] [DEBUG] [FORECASTER] DMA: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T10:10:06.076909] [DEBUG] [FORECASTER] DMA: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T10:10:06.348121] [DEBUG] [FORECASTER] DMA: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T10:10:06.635965] [DEBUG] [FORECASTER] DMA: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-11-25T10:10:06.636180] [INFO ] [CONFIGURE ] DMA: KEPT add_exhaustion_signals (score: 70.00%)
[2025-11-25T10:10:06.636243] [INFO ] [CONFIGURE ] JOB ETA: 33.7m | Avg: 2.8s/test | Remaining: 735 tests
[2025-11-25T10:10:06.636295] [INFO ] [CONFIGURE ] DMA: Testing feature 6/29: add_failed_moves
[2025-11-25T10:10:06.636344] [INFO ] [CONFIGURE ] DMA: Testing with features: ['add_daily_returns', 'add_ema', 'add_vwap', 'add_exhaustion_signals', 'add_failed_moves']
[2025-11-25T10:10:06.909149] [DEBUG] [FORECASTER] DMA: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0
[2025-11-25T10:10:07.178986] [DEBUG] [FORECASTER] DMA: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T10:10:07.462002] [DEBUG] [FORECASTER] DMA: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T10:10:07.750668] [DEBUG] [FORECASTER] DMA: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T10:10:08.026492] [DEBUG] [FORECASTER] DMA: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T10:10:08.308477] [DEBUG] [FORECASTER] DMA: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T10:10:08.596336] [DEBUG] [FORECASTER] DMA: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T10:10:08.882086] [DEBUG] [FORECASTER] DMA: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T10:10:09.227980] [DEBUG] [FORECASTER] DMA: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T10:10:09.523139] [DEBUG] [FORECASTER] DMA: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-11-25T10:10:09.523325] [INFO ] [CONFIGURE ] DMA: DISCARDED add_failed_moves (score: 60.00%)
[2025-11-25T10:10:09.523382] [INFO ] [CONFIGURE ] JOB ETA: 33.7m | Avg: 2.8s/test | Remaining: 734 tests
[2025-11-25T10:10:09.523429] [INFO ] [CONFIGURE ] DMA: Testing feature 7/29: add_lag_shelf
[2025-11-25T10:10:09.523474] [INFO ] [CONFIGURE ] DMA: Testing with features: ['add_daily_returns', 'add_ema', 'add_vwap', 'add_exhaustion_signals', 'add_lag_shelf']
[2025-11-25T10:10:09.809307] [DEBUG] [FORECASTER] DMA: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0
[2025-11-25T10:10:10.069769] [DEBUG] [FORECASTER] DMA: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T10:10:10.337219] [DEBUG] [FORECASTER] DMA: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T10:10:10.615436] [DEBUG] [FORECASTER] DMA: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T10:10:10.903526] [DEBUG] [FORECASTER] DMA: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T10:10:11.183927] [DEBUG] [FORECASTER] DMA: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T10:10:11.459376] [DEBUG] [FORECASTER] DMA: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T10:10:11.736659] [DEBUG] [FORECASTER] DMA: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T10:10:12.002138] [DEBUG] [FORECASTER] DMA: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T10:10:12.271902] [DEBUG] [FORECASTER] DMA: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-11-25T10:10:12.272175] [INFO ] [CONFIGURE ] DMA: DISCARDED add_lag_shelf (score: 50.00%)
[2025-11-25T10:10:12.272238] [INFO ] [CONFIGURE ] JOB ETA: 33.6m | Avg: 2.8s/test | Remaining: 733 tests
[2025-11-25T10:10:12.272287] [INFO ] [CONFIGURE ] DMA: Testing feature 8/29: add_macd
[2025-11-25T10:10:12.272332] [INFO ] [CONFIGURE ] DMA: Testing with features: ['add_daily_returns', 'add_ema', 'add_vwap', 'add_exhaustion_signals', 'add_macd']
[2025-11-25T10:10:12.591416] [DEBUG] [FORECASTER] DMA: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0
[2025-11-25T10:10:12.925264] [DEBUG] [FORECASTER] DMA: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T10:10:13.259890] [DEBUG] [FORECASTER] DMA: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T10:10:13.608269] [DEBUG] [FORECASTER] DMA: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T10:10:13.961977] [DEBUG] [FORECASTER] DMA: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T10:10:14.302526] [DEBUG] [FORECASTER] DMA: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T10:10:14.666855] [DEBUG] [FORECASTER] DMA: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T10:10:15.012138] [DEBUG] [FORECASTER] DMA: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T10:10:15.415505] [DEBUG] [FORECASTER] DMA: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T10:10:15.790676] [DEBUG] [FORECASTER] DMA: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-11-25T10:10:15.790906] [INFO ] [CONFIGURE ] DMA: DISCARDED add_macd (score: 60.00%)
[2025-11-25T10:10:15.790969] [INFO ] [CONFIGURE ] JOB ETA: 33.6m | Avg: 2.8s/test | Remaining: 732 tests
[2025-11-25T10:10:15.791020] [INFO ] [CONFIGURE ] DMA: Testing feature 9/29: add_mfi
[2025-11-25T10:10:15.791066] [INFO ] [CONFIGURE ] DMA: Testing with features: ['add_daily_returns', 'add_ema', 'add_vwap', 'add_exhaustion_signals', 'add_mfi']
[2025-11-25T10:10:16.087419] [DEBUG] [FORECASTER] DMA: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0
[2025-11-25T10:10:16.368454] [DEBUG] [FORECASTER] DMA: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T10:10:16.675235] [DEBUG] [FORECASTER] DMA: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T10:10:17.061325] [DEBUG] [FORECASTER] DMA: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T10:10:17.433224] [DEBUG] [FORECASTER] DMA: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T10:10:17.734463] [DEBUG] [FORECASTER] DMA: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T10:10:18.020833] [DEBUG] [FORECASTER] DMA: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T10:10:18.303325] [DEBUG] [FORECASTER] DMA: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T10:10:18.586744] [DEBUG] [FORECASTER] DMA: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T10:10:18.874563] [DEBUG] [FORECASTER] DMA: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-11-25T10:10:18.874767] [INFO ] [CONFIGURE ] DMA: DISCARDED add_mfi (score: 60.00%)
[2025-11-25T10:10:18.874827] [INFO ] [CONFIGURE ] JOB ETA: 33.6m | Avg: 2.8s/test | Remaining: 731 tests
[2025-11-25T10:10:18.874874] [INFO ] [CONFIGURE ] DMA: Testing feature 10/29: add_momentum_acceleration
[2025-11-25T10:10:18.874917] [INFO ] [CONFIGURE ] DMA: Testing with features: ['add_daily_returns', 'add_ema', 'add_vwap', 'add_exhaustion_signals', 'add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-11-25T10:10:19.261514] [DEBUG] [FORECASTER] DMA: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0
[2025-11-25T10:10:19.631902] [DEBUG] [FORECASTER] DMA: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T10:10:20.023878] [DEBUG] [FORECASTER] DMA: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T10:10:20.411224] [DEBUG] [FORECASTER] DMA: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T10:10:20.807371] [DEBUG] [FORECASTER] DMA: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T10:10:21.185925] [DEBUG] [FORECASTER] DMA: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T10:10:21.562266] [DEBUG] [FORECASTER] DMA: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T10:10:21.949995] [DEBUG] [FORECASTER] DMA: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T10:10:22.359308] [DEBUG] [FORECASTER] DMA: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T10:10:22.756831] [DEBUG] [FORECASTER] DMA: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-11-25T10:10:22.757034] [INFO ] [CONFIGURE ] DMA: DISCARDED add_momentum_acceleration (score: 60.00%)
[2025-11-25T10:10:22.757102] [INFO ] [CONFIGURE ] JOB ETA: 33.5m | Avg: 2.8s/test | Remaining: 730 tests
[2025-11-25T10:10:22.757178] [INFO ] [CONFIGURE ] DMA: Testing feature 11/29: add_obv_daily
[2025-11-25T10:10:22.757225] [INFO ] [CONFIGURE ] DMA: Testing with features: ['add_daily_returns', 'add_ema', 'add_vwap', 'add_exhaustion_signals', 'add_obv_daily']
[2025-11-25T10:10:23.056430] [DEBUG] [FORECASTER] DMA: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0
[2025-11-25T10:10:23.365428] [DEBUG] [FORECASTER] DMA: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T10:10:23.679472] [DEBUG] [FORECASTER] DMA: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T10:10:23.998410] [DEBUG] [FORECASTER] DMA: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T10:10:24.317816] [DEBUG] [FORECASTER] DMA: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-25T10:10:24.640980] [DEBUG] [FORECASTER] DMA: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T10:10:24.951903] [DEBUG] [FORECASTER] DMA: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T10:10:25.269520] [DEBUG] [FORECASTER] DMA: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T10:10:25.612486] [DEBUG] [FORECASTER] DMA: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T10:10:25.933287] [DEBUG] [FORECASTER] DMA: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-25T10:10:25.933488] [INFO ] [CONFIGURE ] DMA: DISCARDED add_obv_daily (score: 60.00%)
[2025-11-25T10:10:25.933554] [INFO ] [CONFIGURE ] JOB ETA: 33.5m | Avg: 2.8s/test | Remaining: 729 tests
[2025-11-25T10:10:25.933606] [INFO ] [CONFIGURE ] DMA: Testing feature 12/29: add_obv_interval
[2025-11-25T10:10:25.933687] [INFO ] [CONFIGURE ] DMA: Testing with features: ['add_daily_returns', 'add_ema', 'add_vwap', 'add_exhaustion_signals', 'add_obv_interval']
[2025-11-25T10:10:26.249083] [DEBUG] [FORECASTER] DMA: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0
[2025-11-25T10:10:26.563255] [DEBUG] [FORECASTER] DMA: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T10:10:26.887401] [DEBUG] [FORECASTER] DMA: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T10:10:27.196296] [DEBUG] [FORECASTER] DMA: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T10:10:27.505109] [DEBUG] [FORECASTER] DMA: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T10:10:27.810222] [DEBUG] [FORECASTER] DMA: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T10:10:28.107033] [DEBUG] [FORECASTER] DMA: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T10:10:28.416534] [DEBUG] [FORECASTER] DMA: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T10:10:28.732153] [DEBUG] [FORECASTER] DMA: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T10:10:29.047479] [DEBUG] [FORECASTER] DMA: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-11-25T10:10:29.047686] [INFO ] [CONFIGURE ] DMA: DISCARDED add_obv_interval (score: 50.00%)
[2025-11-25T10:10:29.047801] [INFO ] [CONFIGURE ] JOB ETA: 33.4m | Avg: 2.8s/test | Remaining: 728 tests
[2025-11-25T10:10:29.047855] [INFO ] [CONFIGURE ] DMA: Testing feature 13/29: add_opening_strength
[2025-11-25T10:10:29.047900] [INFO ] [CONFIGURE ] DMA: Testing with features: ['add_daily_returns', 'add_ema', 'add_vwap', 'add_exhaustion_signals', 'add_opening_strength']
[2025-11-25T10:10:29.371403] [DEBUG] [FORECASTER] DMA: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0
[2025-11-25T10:10:29.697814] [DEBUG] [FORECASTER] DMA: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T10:10:30.029685] [DEBUG] [FORECASTER] DMA: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T10:10:30.363637] [DEBUG] [FORECASTER] DMA: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T10:10:30.697256] [DEBUG] [FORECASTER] DMA: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T10:10:31.029936] [DEBUG] [FORECASTER] DMA: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T10:10:31.365977] [DEBUG] [FORECASTER] DMA: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T10:10:31.674455] [DEBUG] [FORECASTER] DMA: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T10:10:32.007904] [DEBUG] [FORECASTER] DMA: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T10:10:32.341542] [DEBUG] [FORECASTER] DMA: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-25T10:10:32.341777] [INFO ] [CONFIGURE ] DMA: DISCARDED add_opening_strength (score: 60.00%)
[2025-11-25T10:10:32.341840] [INFO ] [CONFIGURE ] JOB ETA: 33.4m | Avg: 2.8s/test | Remaining: 727 tests
[2025-11-25T10:10:32.341889] [INFO ] [CONFIGURE ] DMA: Testing feature 14/29: add_order_flow_imbalance
[2025-11-25T10:10:32.341933] [INFO ] [CONFIGURE ] DMA: Testing with features: ['add_daily_returns', 'add_ema', 'add_vwap', 'add_exhaustion_signals', 'add_order_flow_imbalance']
[2025-11-25T10:10:32.665915] [DEBUG] [FORECASTER] DMA: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0
[2025-11-25T10:10:32.985667] [DEBUG] [FORECASTER] DMA: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T10:10:33.299013] [DEBUG] [FORECASTER] DMA: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T10:10:33.630578] [DEBUG] [FORECASTER] DMA: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T10:10:33.953792] [DEBUG] [FORECASTER] DMA: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-25T10:10:34.276893] [DEBUG] [FORECASTER] DMA: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T10:10:34.604249] [DEBUG] [FORECASTER] DMA: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T10:10:34.930424] [DEBUG] [FORECASTER] DMA: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T10:10:35.262253] [DEBUG] [FORECASTER] DMA: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T10:10:35.583926] [DEBUG] [FORECASTER] DMA: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-11-25T10:10:35.584133] [INFO ] [CONFIGURE ] DMA: DISCARDED add_order_flow_imbalance (score: 50.00%)
[2025-11-25T10:10:35.584198] [INFO ] [CONFIGURE ] JOB ETA: 33.3m | Avg: 2.8s/test | Remaining: 726 tests
[2025-11-25T10:10:35.584250] [INFO ] [CONFIGURE ] DMA: Testing feature 15/29: add_pbf_morning_momentum
[2025-11-25T10:10:35.584297] [INFO ] [CONFIGURE ] DMA: Testing with features: ['add_daily_returns', 'add_ema', 'add_vwap', 'add_exhaustion_signals', 'add_pbf_morning_momentum']
[2025-11-25T10:10:35.870465] [DEBUG] [FORECASTER] DMA: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0
[2025-11-25T10:10:36.165070] [DEBUG] [FORECASTER] DMA: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T10:10:36.454875] [DEBUG] [FORECASTER] DMA: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T10:10:36.743616] [DEBUG] [FORECASTER] DMA: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T10:10:37.034835] [DEBUG] [FORECASTER] DMA: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-25T10:10:37.324357] [DEBUG] [FORECASTER] DMA: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T10:10:37.620959] [DEBUG] [FORECASTER] DMA: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T10:10:37.911159] [DEBUG] [FORECASTER] DMA: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T10:10:38.206908] [DEBUG] [FORECASTER] DMA: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T10:10:38.502583] [DEBUG] [FORECASTER] DMA: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-11-25T10:10:38.502784] [INFO ] [CONFIGURE ] DMA: DISCARDED add_pbf_morning_momentum (score: 50.00%)
[2025-11-25T10:10:38.502845] [INFO ] [CONFIGURE ] JOB ETA: 33.3m | Avg: 2.8s/test | Remaining: 725 tests
[2025-11-25T10:10:38.502895] [INFO ] [CONFIGURE ] DMA: Testing feature 16/29: add_pbf_overnight_gap
[2025-11-25T10:10:38.502939] [INFO ] [CONFIGURE ] DMA: Testing with features: ['add_daily_returns', 'add_ema', 'add_vwap', 'add_exhaustion_signals', 'add_pbf_overnight_gap']
[2025-11-25T10:10:38.825096] [DEBUG] [FORECASTER] DMA: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0
[2025-11-25T10:10:39.130742] [DEBUG] [FORECASTER] DMA: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T10:10:39.439831] [DEBUG] [FORECASTER] DMA: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T10:10:39.746774] [DEBUG] [FORECASTER] DMA: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T10:10:40.056497] [DEBUG] [FORECASTER] DMA: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T10:10:40.350104] [DEBUG] [FORECASTER] DMA: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T10:10:40.640158] [DEBUG] [FORECASTER] DMA: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T10:10:40.959264] [DEBUG] [FORECASTER] DMA: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T10:10:41.255078] [DEBUG] [FORECASTER] DMA: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T10:10:41.542924] [DEBUG] [FORECASTER] DMA: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-25T10:10:41.543108] [INFO ] [CONFIGURE ] DMA: DISCARDED add_pbf_overnight_gap (score: 50.00%)
[2025-11-25T10:10:41.543167] [INFO ] [CONFIGURE ] JOB ETA: 33.2m | Avg: 2.8s/test | Remaining: 724 tests
[2025-11-25T10:10:41.543213] [INFO ] [CONFIGURE ] DMA: Testing feature 17/29: add_pbf_return_2d
[2025-11-25T10:10:41.543257] [INFO ] [CONFIGURE ] DMA: Testing with features: ['add_daily_returns', 'add_ema', 'add_vwap', 'add_exhaustion_signals', 'add_pbf_return_2d']
[2025-11-25T10:10:41.851367] [DEBUG] [FORECASTER] DMA: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0
[2025-11-25T10:10:42.151214] [DEBUG] [FORECASTER] DMA: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T10:10:42.444507] [DEBUG] [FORECASTER] DMA: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T10:10:42.761662] [DEBUG] [FORECASTER] DMA: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T10:10:43.076768] [DEBUG] [FORECASTER] DMA: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T10:10:43.403052] [DEBUG] [FORECASTER] DMA: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T10:10:43.715238] [DEBUG] [FORECASTER] DMA: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T10:10:44.017832] [DEBUG] [FORECASTER] DMA: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T10:10:44.352722] [DEBUG] [FORECASTER] DMA: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T10:10:44.678391] [DEBUG] [FORECASTER] DMA: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-11-25T10:10:44.678575] [INFO ] [CONFIGURE ] DMA: DISCARDED add_pbf_return_2d (score: 60.00%)
[2025-11-25T10:10:44.678679] [INFO ] [CONFIGURE ] JOB ETA: 33.2m | Avg: 2.8s/test | Remaining: 723 tests
[2025-11-25T10:10:44.678735] [INFO ] [CONFIGURE ] DMA: Testing feature 18/29: add_pbf_volatility_5d
[2025-11-25T10:10:44.678784] [INFO ] [CONFIGURE ] DMA: Testing with features: ['add_daily_returns', 'add_ema', 'add_vwap', 'add_exhaustion_signals', 'add_pbf_volatility_5d']
[2025-11-25T10:10:44.960597] [DEBUG] [FORECASTER] DMA: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0
[2025-11-25T10:10:45.254669] [DEBUG] [FORECASTER] DMA: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T10:10:45.534704] [DEBUG] [FORECASTER] DMA: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T10:10:45.831293] [DEBUG] [FORECASTER] DMA: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T10:10:46.129784] [DEBUG] [FORECASTER] DMA: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T10:10:46.414075] [DEBUG] [FORECASTER] DMA: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T10:10:46.703771] [DEBUG] [FORECASTER] DMA: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T10:10:46.993068] [DEBUG] [FORECASTER] DMA: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T10:10:47.278874] [DEBUG] [FORECASTER] DMA: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T10:10:47.563364] [DEBUG] [FORECASTER] DMA: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-25T10:10:47.563575] [INFO ] [CONFIGURE ] DMA: DISCARDED add_pbf_volatility_5d (score: 60.00%)
[2025-11-25T10:10:47.563637] [INFO ] [CONFIGURE ] JOB ETA: 33.2m | Avg: 2.8s/test | Remaining: 722 tests
[2025-11-25T10:10:47.563707] [INFO ] [CONFIGURE ] DMA: Testing feature 19/29: add_pbf_vs_sma_5
[2025-11-25T10:10:47.563757] [INFO ] [CONFIGURE ] DMA: Testing with features: ['add_daily_returns', 'add_ema', 'add_vwap', 'add_exhaustion_signals', 'add_pbf_vs_sma_5']
[2025-11-25T10:10:47.867022] [DEBUG] [FORECASTER] DMA: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0
[2025-11-25T10:10:48.169779] [DEBUG] [FORECASTER] DMA: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T10:10:48.488793] [DEBUG] [FORECASTER] DMA: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T10:10:48.790251] [DEBUG] [FORECASTER] DMA: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T10:10:49.082716] [DEBUG] [FORECASTER] DMA: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T10:10:49.378544] [DEBUG] [FORECASTER] DMA: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T10:10:49.671838] [DEBUG] [FORECASTER] DMA: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T10:10:49.965266] [DEBUG] [FORECASTER] DMA: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T10:10:50.266799] [DEBUG] [FORECASTER] DMA: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T10:10:50.567067] [DEBUG] [FORECASTER] DMA: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-11-25T10:10:50.567282] [INFO ] [CONFIGURE ] DMA: DISCARDED add_pbf_vs_sma_5 (score: 50.00%)
[2025-11-25T10:10:50.567342] [INFO ] [CONFIGURE ] JOB ETA: 33.1m | Avg: 2.8s/test | Remaining: 721 tests
[2025-11-25T10:10:50.567383] [INFO ] [CONFIGURE ] DMA: Testing feature 20/29: add_price_rejection
[2025-11-25T10:10:50.567434] [INFO ] [CONFIGURE ] DMA: Testing with features: ['add_daily_returns', 'add_ema', 'add_vwap', 'add_exhaustion_signals', 'add_price_rejection']
[2025-11-25T10:10:50.876435] [DEBUG] [FORECASTER] DMA: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0
[2025-11-25T10:10:51.193612] [DEBUG] [FORECASTER] DMA: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T10:10:51.480447] [DEBUG] [FORECASTER] DMA: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T10:10:51.776853] [DEBUG] [FORECASTER] DMA: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T10:10:52.050233] [DEBUG] [FORECASTER] DMA: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-25T10:10:52.339383] [DEBUG] [FORECASTER] DMA: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T10:10:52.616573] [DEBUG] [FORECASTER] DMA: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T10:10:52.894393] [DEBUG] [FORECASTER] DMA: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T10:10:53.169415] [DEBUG] [FORECASTER] DMA: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T10:10:53.464357] [DEBUG] [FORECASTER] DMA: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-25T10:10:53.464586] [INFO ] [CONFIGURE ] DMA: DISCARDED add_price_rejection (score: 50.00%)
[2025-11-25T10:10:53.464671] [INFO ] [CONFIGURE ] JOB ETA: 33.1m | Avg: 2.8s/test | Remaining: 720 tests
[2025-11-25T10:10:53.464722] [INFO ] [CONFIGURE ] DMA: Testing feature 21/29: add_range_position
[2025-11-25T10:10:53.464769] [INFO ] [CONFIGURE ] DMA: Testing with features: ['add_daily_returns', 'add_ema', 'add_vwap', 'add_exhaustion_signals', 'add_range_position']
[2025-11-25T10:10:53.788985] [DEBUG] [FORECASTER] DMA: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0
[2025-11-25T10:10:54.108266] [DEBUG] [FORECASTER] DMA: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T10:10:54.434998] [DEBUG] [FORECASTER] DMA: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T10:10:54.763781] [DEBUG] [FORECASTER] DMA: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T10:10:55.090402] [DEBUG] [FORECASTER] DMA: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-25T10:10:55.412552] [DEBUG] [FORECASTER] DMA: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T10:10:55.734706] [DEBUG] [FORECASTER] DMA: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T10:10:56.062069] [DEBUG] [FORECASTER] DMA: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T10:10:56.384413] [DEBUG] [FORECASTER] DMA: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T10:10:56.708058] [DEBUG] [FORECASTER] DMA: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-25T10:10:56.708237] [INFO ] [CONFIGURE ] DMA: DISCARDED add_range_position (score: 40.00%)
[2025-11-25T10:10:56.708297] [INFO ] [CONFIGURE ] JOB ETA: 33.0m | Avg: 2.8s/test | Remaining: 719 tests
[2025-11-25T10:10:56.708345] [INFO ] [CONFIGURE ] DMA: Testing feature 22/29: add_realized_volatility
[2025-11-25T10:10:56.708390] [INFO ] [CONFIGURE ] DMA: Testing with features: ['add_daily_returns', 'add_ema', 'add_vwap', 'add_exhaustion_signals', 'add_realized_volatility']
[2025-11-25T10:10:57.107948] [DEBUG] [FORECASTER] DMA: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0
[2025-11-25T10:10:57.509259] [DEBUG] [FORECASTER] DMA: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T10:10:57.910287] [DEBUG] [FORECASTER] DMA: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T10:10:58.325380] [DEBUG] [FORECASTER] DMA: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T10:10:58.737203] [DEBUG] [FORECASTER] DMA: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T10:10:59.140005] [DEBUG] [FORECASTER] DMA: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T10:10:59.547633] [DEBUG] [FORECASTER] DMA: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T10:10:59.950222] [DEBUG] [FORECASTER] DMA: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T10:11:01.081822] [DEBUG] [FORECASTER] DMA: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T10:11:01.531708] [DEBUG] [FORECASTER] DMA: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-11-25T10:11:01.531914] [INFO ] [CONFIGURE ] DMA: DISCARDED add_realized_volatility (score: 50.00%)
[2025-11-25T10:11:01.531976] [INFO ] [CONFIGURE ] JOB ETA: 33.0m | Avg: 2.8s/test | Remaining: 718 tests
[2025-11-25T10:11:01.532046] [INFO ] [CONFIGURE ] DMA: Testing feature 23/29: add_recent_range_context
[2025-11-25T10:11:01.532092] [INFO ] [CONFIGURE ] DMA: Testing with features: ['add_daily_returns', 'add_ema', 'add_vwap', 'add_exhaustion_signals', 'add_recent_range_context']
[2025-11-25T10:11:01.812737] [DEBUG] [FORECASTER] DMA: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0
[2025-11-25T10:11:02.101525] [DEBUG] [FORECASTER] DMA: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T10:11:02.408832] [DEBUG] [FORECASTER] DMA: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T10:11:02.687539] [DEBUG] [FORECASTER] DMA: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T10:11:02.955240] [DEBUG] [FORECASTER] DMA: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T10:11:03.231959] [DEBUG] [FORECASTER] DMA: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T10:11:03.501375] [DEBUG] [FORECASTER] DMA: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T10:11:03.775815] [DEBUG] [FORECASTER] DMA: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T10:11:04.072847] [DEBUG] [FORECASTER] DMA: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T10:11:04.459344] [DEBUG] [FORECASTER] DMA: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-25T10:11:04.459627] [INFO ] [CONFIGURE ] DMA: DISCARDED add_recent_range_context (score: 70.00%)
[2025-11-25T10:11:04.459737] [INFO ] [CONFIGURE ] JOB ETA: 32.9m | Avg: 2.8s/test | Remaining: 717 tests
[2025-11-25T10:11:04.459801] [INFO ] [CONFIGURE ] DMA: Testing feature 24/29: add_rsi
[2025-11-25T10:11:04.459866] [INFO ] [CONFIGURE ] DMA: Testing with features: ['add_daily_returns', 'add_ema', 'add_vwap', 'add_exhaustion_signals', 'add_rsi']
[2025-11-25T10:11:04.842962] [DEBUG] [FORECASTER] DMA: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0
[2025-11-25T10:11:05.147802] [DEBUG] [FORECASTER] DMA: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T10:11:05.453930] [DEBUG] [FORECASTER] DMA: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T10:11:05.742566] [DEBUG] [FORECASTER] DMA: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T10:11:06.035389] [DEBUG] [FORECASTER] DMA: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T10:11:06.339468] [DEBUG] [FORECASTER] DMA: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T10:11:06.629113] [DEBUG] [FORECASTER] DMA: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T10:11:06.918168] [DEBUG] [FORECASTER] DMA: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T10:11:07.233143] [DEBUG] [FORECASTER] DMA: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T10:11:07.531170] [DEBUG] [FORECASTER] DMA: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-11-25T10:11:07.531376] [INFO ] [CONFIGURE ] DMA: DISCARDED add_rsi (score: 50.00%)
[2025-11-25T10:11:07.531437] [INFO ] [CONFIGURE ] JOB ETA: 32.9m | Avg: 2.8s/test | Remaining: 716 tests
[2025-11-25T10:11:07.531487] [INFO ] [CONFIGURE ] DMA: Testing feature 25/29: add_tick_distribution
[2025-11-25T10:11:07.531533] [INFO ] [CONFIGURE ] DMA: Testing with features: ['add_daily_returns', 'add_ema', 'add_vwap', 'add_exhaustion_signals', 'add_tick_distribution']
[2025-11-25T10:11:07.815211] [DEBUG] [FORECASTER] DMA: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0
[2025-11-25T10:11:08.086760] [DEBUG] [FORECASTER] DMA: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T10:11:08.361881] [DEBUG] [FORECASTER] DMA: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T10:11:08.655990] [DEBUG] [FORECASTER] DMA: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T10:11:08.937011] [DEBUG] [FORECASTER] DMA: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T10:11:09.236300] [DEBUG] [FORECASTER] DMA: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T10:11:09.515784] [DEBUG] [FORECASTER] DMA: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T10:11:09.790761] [DEBUG] [FORECASTER] DMA: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T10:11:10.074361] [DEBUG] [FORECASTER] DMA: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T10:11:10.352624] [DEBUG] [FORECASTER] DMA: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-11-25T10:11:10.352835] [INFO ] [CONFIGURE ] DMA: DISCARDED add_tick_distribution (score: 40.00%)
[2025-11-25T10:11:10.352894] [INFO ] [CONFIGURE ] JOB ETA: 32.8m | Avg: 2.8s/test | Remaining: 715 tests
[2025-11-25T10:11:10.352945] [INFO ] [CONFIGURE ] DMA: Testing feature 26/29: add_volume_momentum_confirmation
[2025-11-25T10:11:10.352992] [INFO ] [CONFIGURE ] DMA: Testing with features: ['add_daily_returns', 'add_ema', 'add_vwap', 'add_exhaustion_signals', 'add_volume_momentum_confirmation']
[2025-11-25T10:11:10.626857] [DEBUG] [FORECASTER] DMA: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0
[2025-11-25T10:11:10.904927] [DEBUG] [FORECASTER] DMA: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T10:11:11.178162] [DEBUG] [FORECASTER] DMA: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T10:11:11.457628] [DEBUG] [FORECASTER] DMA: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T10:11:11.743755] [DEBUG] [FORECASTER] DMA: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T10:11:12.028043] [DEBUG] [FORECASTER] DMA: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T10:11:12.337512] [DEBUG] [FORECASTER] DMA: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T10:11:12.664395] [DEBUG] [FORECASTER] DMA: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T10:11:12.985841] [DEBUG] [FORECASTER] DMA: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T10:11:13.291081] [DEBUG] [FORECASTER] DMA: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-25T10:11:13.291268] [INFO ] [CONFIGURE ] DMA: DISCARDED add_volume_momentum_confirmation (score: 70.00%)
[2025-11-25T10:11:13.291327] [INFO ] [CONFIGURE ] JOB ETA: 32.8m | Avg: 2.8s/test | Remaining: 714 tests
[2025-11-25T10:11:13.291376] [INFO ] [CONFIGURE ] DMA: Testing feature 27/29: add_volume_price_divergence
[2025-11-25T10:11:13.291422] [INFO ] [CONFIGURE ] DMA: Testing with features: ['add_daily_returns', 'add_ema', 'add_vwap', 'add_exhaustion_signals', 'add_volume_price_divergence']
[2025-11-25T10:11:13.409805] [FATAL] [FORECASTER] Failed to test lookback=11: [10:11:13] /workspace/src/data/gradient_index.h:100: Check failed: valid: Input data contains `inf` or a value too large, while `missing` is not set to `inf`
Stack trace:
  [bt] (0) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x2a6e7c) [0x7f7436ca6e7c]
  [bt] (1) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5eba2d) [0x7f7436feba2d]
  [bt] (2) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5e96cb) [0x7f7436fe96cb]
  [bt] (3) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5ea8f9) [0x7f7436fea8f9]
  [bt] (4) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x57b4f1) [0x7f7436f7b4f1]
  [bt] (5) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(XGQuantileDMatrixCreateFromCallback+0x178) [0x7f7436bb9378]
  [bt] (6) /lib64/libffi.so.8(+0x9056) [0x7f745f173056]
  [bt] (7) /lib64/libffi.so.8(+0x474d) [0x7f745f16e74d]
  [bt] (8) /lib64/libffi.so.8(ffi_call+0x12e) [0x7f745f17164e]


[2025-11-25T10:11:13.528376] [FATAL] [FORECASTER] Failed to test lookback=10: [10:11:13] /workspace/src/data/gradient_index.h:100: Check failed: valid: Input data contains `inf` or a value too large, while `missing` is not set to `inf`
Stack trace:
  [bt] (0) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x2a6e7c) [0x7f7436ca6e7c]
  [bt] (1) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5eba2d) [0x7f7436feba2d]
  [bt] (2) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5e96cb) [0x7f7436fe96cb]
  [bt] (3) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5ea8f9) [0x7f7436fea8f9]
  [bt] (4) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x57b4f1) [0x7f7436f7b4f1]
  [bt] (5) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(XGQuantileDMatrixCreateFromCallback+0x178) [0x7f7436bb9378]
  [bt] (6) /lib64/libffi.so.8(+0x9056) [0x7f745f173056]
  [bt] (7) /lib64/libffi.so.8(+0x474d) [0x7f745f16e74d]
  [bt] (8) /lib64/libffi.so.8(ffi_call+0x12e) [0x7f745f17164e]


[2025-11-25T10:11:13.648756] [FATAL] [FORECASTER] Failed to test lookback=9: [10:11:13] /workspace/src/data/gradient_index.h:100: Check failed: valid: Input data contains `inf` or a value too large, while `missing` is not set to `inf`
Stack trace:
  [bt] (0) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x2a6e7c) [0x7f7436ca6e7c]
  [bt] (1) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5eba2d) [0x7f7436feba2d]
  [bt] (2) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5e96cb) [0x7f7436fe96cb]
  [bt] (3) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5ea8f9) [0x7f7436fea8f9]
  [bt] (4) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x57b4f1) [0x7f7436f7b4f1]
  [bt] (5) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(XGQuantileDMatrixCreateFromCallback+0x178) [0x7f7436bb9378]
  [bt] (6) /lib64/libffi.so.8(+0x9056) [0x7f745f173056]
  [bt] (7) /lib64/libffi.so.8(+0x474d) [0x7f745f16e74d]
  [bt] (8) /lib64/libffi.so.8(ffi_call+0x12e) [0x7f745f17164e]


[2025-11-25T10:11:13.771516] [FATAL] [FORECASTER] Failed to test lookback=8: [10:11:13] /workspace/src/data/gradient_index.h:100: Check failed: valid: Input data contains `inf` or a value too large, while `missing` is not set to `inf`
Stack trace:
  [bt] (0) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x2a6e7c) [0x7f7436ca6e7c]
  [bt] (1) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5eba2d) [0x7f7436feba2d]
  [bt] (2) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5e96cb) [0x7f7436fe96cb]
  [bt] (3) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5ea8f9) [0x7f7436fea8f9]
  [bt] (4) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x57b4f1) [0x7f7436f7b4f1]
  [bt] (5) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(XGQuantileDMatrixCreateFromCallback+0x178) [0x7f7436bb9378]
  [bt] (6) /lib64/libffi.so.8(+0x9056) [0x7f745f173056]
  [bt] (7) /lib64/libffi.so.8(+0x474d) [0x7f745f16e74d]
  [bt] (8) /lib64/libffi.so.8(ffi_call+0x12e) [0x7f745f17164e]


[2025-11-25T10:11:13.886923] [FATAL] [FORECASTER] Failed to test lookback=7: [10:11:13] /workspace/src/data/gradient_index.h:100: Check failed: valid: Input data contains `inf` or a value too large, while `missing` is not set to `inf`
Stack trace:
  [bt] (0) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x2a6e7c) [0x7f7436ca6e7c]
  [bt] (1) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5eba2d) [0x7f7436feba2d]
  [bt] (2) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5e96cb) [0x7f7436fe96cb]
  [bt] (3) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5ea8f9) [0x7f7436fea8f9]
  [bt] (4) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x57b4f1) [0x7f7436f7b4f1]
  [bt] (5) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(XGQuantileDMatrixCreateFromCallback+0x178) [0x7f7436bb9378]
  [bt] (6) /lib64/libffi.so.8(+0x9056) [0x7f745f173056]
  [bt] (7) /lib64/libffi.so.8(+0x474d) [0x7f745f16e74d]
  [bt] (8) /lib64/libffi.so.8(ffi_call+0x12e) [0x7f745f17164e]


[2025-11-25T10:11:14.003025] [FATAL] [FORECASTER] Failed to test lookback=6: [10:11:14] /workspace/src/data/gradient_index.h:100: Check failed: valid: Input data contains `inf` or a value too large, while `missing` is not set to `inf`
Stack trace:
  [bt] (0) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x2a6e7c) [0x7f7436ca6e7c]
  [bt] (1) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5eba2d) [0x7f7436feba2d]
  [bt] (2) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5e96cb) [0x7f7436fe96cb]
  [bt] (3) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5ea8f9) [0x7f7436fea8f9]
  [bt] (4) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x57b4f1) [0x7f7436f7b4f1]
  [bt] (5) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(XGQuantileDMatrixCreateFromCallback+0x178) [0x7f7436bb9378]
  [bt] (6) /lib64/libffi.so.8(+0x9056) [0x7f745f173056]
  [bt] (7) /lib64/libffi.so.8(+0x474d) [0x7f745f16e74d]
  [bt] (8) /lib64/libffi.so.8(ffi_call+0x12e) [0x7f745f17164e]


[2025-11-25T10:11:14.119513] [FATAL] [FORECASTER] Failed to test lookback=5: [10:11:14] /workspace/src/data/gradient_index.h:100: Check failed: valid: Input data contains `inf` or a value too large, while `missing` is not set to `inf`
Stack trace:
  [bt] (0) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x2a6e7c) [0x7f7436ca6e7c]
  [bt] (1) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5eba2d) [0x7f7436feba2d]
  [bt] (2) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5e96cb) [0x7f7436fe96cb]
  [bt] (3) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5ea8f9) [0x7f7436fea8f9]
  [bt] (4) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x57b4f1) [0x7f7436f7b4f1]
  [bt] (5) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(XGQuantileDMatrixCreateFromCallback+0x178) [0x7f7436bb9378]
  [bt] (6) /lib64/libffi.so.8(+0x9056) [0x7f745f173056]
  [bt] (7) /lib64/libffi.so.8(+0x474d) [0x7f745f16e74d]
  [bt] (8) /lib64/libffi.so.8(ffi_call+0x12e) [0x7f745f17164e]


[2025-11-25T10:11:14.235161] [FATAL] [FORECASTER] Failed to test lookback=4: [10:11:14] /workspace/src/data/gradient_index.h:100: Check failed: valid: Input data contains `inf` or a value too large, while `missing` is not set to `inf`
Stack trace:
  [bt] (0) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x2a6e7c) [0x7f7436ca6e7c]
  [bt] (1) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5eba2d) [0x7f7436feba2d]
  [bt] (2) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5e96cb) [0x7f7436fe96cb]
  [bt] (3) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5ea8f9) [0x7f7436fea8f9]
  [bt] (4) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x57b4f1) [0x7f7436f7b4f1]
  [bt] (5) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(XGQuantileDMatrixCreateFromCallback+0x178) [0x7f7436bb9378]
  [bt] (6) /lib64/libffi.so.8(+0x9056) [0x7f745f173056]
  [bt] (7) /lib64/libffi.so.8(+0x474d) [0x7f745f16e74d]
  [bt] (8) /lib64/libffi.so.8(ffi_call+0x12e) [0x7f745f17164e]


[2025-11-25T10:11:14.350266] [FATAL] [FORECASTER] Failed to test lookback=3: [10:11:14] /workspace/src/data/gradient_index.h:100: Check failed: valid: Input data contains `inf` or a value too large, while `missing` is not set to `inf`
Stack trace:
  [bt] (0) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x2a6e7c) [0x7f7436ca6e7c]
  [bt] (1) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5eba2d) [0x7f7436feba2d]
  [bt] (2) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5e96cb) [0x7f7436fe96cb]
  [bt] (3) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5ea8f9) [0x7f7436fea8f9]
  [bt] (4) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x57b4f1) [0x7f7436f7b4f1]
  [bt] (5) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(XGQuantileDMatrixCreateFromCallback+0x178) [0x7f7436bb9378]
  [bt] (6) /lib64/libffi.so.8(+0x9056) [0x7f745f173056]
  [bt] (7) /lib64/libffi.so.8(+0x474d) [0x7f745f16e74d]
  [bt] (8) /lib64/libffi.so.8(ffi_call+0x12e) [0x7f745f17164e]


[2025-11-25T10:11:14.470060] [FATAL] [FORECASTER] Failed to test lookback=2: [10:11:14] /workspace/src/data/gradient_index.h:100: Check failed: valid: Input data contains `inf` or a value too large, while `missing` is not set to `inf`
Stack trace:
  [bt] (0) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x2a6e7c) [0x7f7436ca6e7c]
  [bt] (1) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5eba2d) [0x7f7436feba2d]
  [bt] (2) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5e96cb) [0x7f7436fe96cb]
  [bt] (3) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5ea8f9) [0x7f7436fea8f9]
  [bt] (4) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x57b4f1) [0x7f7436f7b4f1]
  [bt] (5) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(XGQuantileDMatrixCreateFromCallback+0x178) [0x7f7436bb9378]
  [bt] (6) /lib64/libffi.so.8(+0x9056) [0x7f745f173056]
  [bt] (7) /lib64/libffi.so.8(+0x474d) [0x7f745f16e74d]
  [bt] (8) /lib64/libffi.so.8(ffi_call+0x12e) [0x7f745f17164e]


[2025-11-25T10:11:14.470292] [INFO ] [CONFIGURE ] DMA: DISCARDED add_volume_price_divergence (score: 0.00%)
[2025-11-25T10:11:14.470349] [INFO ] [CONFIGURE ] JOB ETA: 32.8m | Avg: 2.8s/test | Remaining: 713 tests
[2025-11-25T10:11:14.470388] [INFO ] [CONFIGURE ] DMA: Testing feature 28/29: add_volume_profile
[2025-11-25T10:11:14.470423] [INFO ] [CONFIGURE ] DMA: Testing with features: ['add_daily_returns', 'add_ema', 'add_vwap', 'add_exhaustion_signals', 'add_volume_profile']
[2025-11-25T10:11:14.785113] [DEBUG] [FORECASTER] DMA: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0
[2025-11-25T10:11:15.084020] [DEBUG] [FORECASTER] DMA: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T10:11:15.399954] [DEBUG] [FORECASTER] DMA: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T10:11:15.722754] [DEBUG] [FORECASTER] DMA: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T10:11:16.044382] [DEBUG] [FORECASTER] DMA: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T10:11:16.377046] [DEBUG] [FORECASTER] DMA: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T10:11:16.703361] [DEBUG] [FORECASTER] DMA: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T10:11:17.017291] [DEBUG] [FORECASTER] DMA: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T10:11:17.339327] [DEBUG] [FORECASTER] DMA: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T10:11:17.665249] [DEBUG] [FORECASTER] DMA: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-11-25T10:11:17.665467] [INFO ] [CONFIGURE ] DMA: DISCARDED add_volume_profile (score: 40.00%)
[2025-11-25T10:11:17.665530] [INFO ] [CONFIGURE ] JOB ETA: 32.7m | Avg: 2.8s/test | Remaining: 712 tests
[2025-11-25T10:11:17.665571] [INFO ] [CONFIGURE ] DMA: ===== FEATURE SELECTION COMPLETE =====
[2025-11-25T10:11:17.665617] [INFO ] [CONFIGURE ] DMA: Best accuracy: 70.00%
[2025-11-25T10:11:17.665678] [INFO ] [CONFIGURE ] DMA: Best feature set (4 features): ['add_daily_returns', 'add_ema', 'add_vwap', 'add_exhaustion_signals']
[2025-11-25T10:11:17.665724] [INFO ] [CONFIGURE ] DMA: Improvement over baseline: 30.00%
[2025-11-25T10:11:17.665779] [INFO ] [CONFIGURE ] DMA: Total time: 1.4 minutes
[2025-11-25T10:11:17.665822] [INFO ] [CONFIGURE ] DMA: Average time per feature: 3.0 seconds
[2025-11-25T10:11:17.665866] [INFO ] [CONFIGURE ] DMA: Average speed: 0.35 features/sec
[2025-11-25T10:11:17.666213] [INFO ] [LOCAL     ] Saved configuration for DMA: 4 features, 70.00% accuracy -> ./output/feature-sets/DMA.json
[2025-11-25T10:11:17.666275] [INFO ] [CONFIGURE ] DMA: Configuration saved successfully: 4 features, 70.00% accuracy.
[2025-11-25T10:11:17.666344] [INFO ] [sig       ] [141/164] Successfully configured DMA | 0.01 sym/s | Total: 3.2h | ETA: 31.0m
[2025-11-25T10:11:17.666394] [INFO ] [sig       ] [142/164] Configuring DMO...
[2025-11-25T10:11:17.666437] [INFO ] [CONFIGURE ] DMO: Configurate test run.
[2025-11-25T10:11:17.666479] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DMO' from 'https://tdm.silogroup.org/data/derivative_storage/DMO.csv'.
[2025-11-25T10:11:17.679338] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'DMO'.
[2025-11-25T10:11:17.679808] [INFO ] [CONFIGURE ] DMO: Testing with 29 available features
[2025-11-25T10:11:17.679876] [INFO ] [CONFIGURE ] DMO: Establishing baseline with no features...
[2025-11-25T10:11:17.875134] [DEBUG] [FORECASTER] DMO: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T10:11:18.067048] [DEBUG] [FORECASTER] DMO: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0
[2025-11-25T10:11:18.259940] [DEBUG] [FORECASTER] DMO: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T10:11:18.439195] [DEBUG] [FORECASTER] DMO: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T10:11:18.629105] [DEBUG] [FORECASTER] DMO: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T10:11:18.830205] [DEBUG] [FORECASTER] DMO: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T10:11:19.011705] [DEBUG] [FORECASTER] DMO: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T10:11:19.194245] [DEBUG] [FORECASTER] DMO: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T10:11:19.372513] [DEBUG] [FORECASTER] DMO: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T10:11:19.555884] [DEBUG] [FORECASTER] DMO: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T10:11:19.556058] [INFO ] [CONFIGURE ] DMO: Baseline score (no features): 50.00%
[2025-11-25T10:11:19.556113] [INFO ] [CONFIGURE ] DMO: Testing feature 1/29: add_bollinger_bands
[2025-11-25T10:11:19.556151] [INFO ] [CONFIGURE ] DMO: Testing with features: ['add_bollinger_bands']
[2025-11-25T10:11:19.767316] [DEBUG] [FORECASTER] DMO: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T10:11:19.987337] [DEBUG] [FORECASTER] DMO: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T10:11:20.195690] [DEBUG] [FORECASTER] DMO: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T10:11:20.405999] [DEBUG] [FORECASTER] DMO: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T10:11:20.620538] [DEBUG] [FORECASTER] DMO: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T10:11:20.833336] [DEBUG] [FORECASTER] DMO: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T10:11:21.044350] [DEBUG] [FORECASTER] DMO: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T10:11:21.255029] [DEBUG] [FORECASTER] DMO: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T10:11:21.465313] [DEBUG] [FORECASTER] DMO: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T10:11:21.688670] [DEBUG] [FORECASTER] DMO: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T10:11:21.689070] [INFO ] [CONFIGURE ] DMO: KEPT add_bollinger_bands (score: 60.00%)
[2025-11-25T10:11:21.689228] [INFO ] [CONFIGURE ] JOB ETA: 32.7m | Avg: 2.8s/test | Remaining: 711 tests
[2025-11-25T10:11:21.689374] [INFO ] [CONFIGURE ] DMO: Testing feature 2/29: add_cumulative_delta
[2025-11-25T10:11:21.689514] [INFO ] [CONFIGURE ] DMO: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta']
[2025-11-25T10:11:21.948844] [DEBUG] [FORECASTER] DMO: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T10:11:22.200726] [DEBUG] [FORECASTER] DMO: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0
[2025-11-25T10:11:22.447324] [DEBUG] [FORECASTER] DMO: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T10:11:22.698633] [DEBUG] [FORECASTER] DMO: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T10:11:22.949439] [DEBUG] [FORECASTER] DMO: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T10:11:23.193767] [DEBUG] [FORECASTER] DMO: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T10:11:23.440493] [DEBUG] [FORECASTER] DMO: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T10:11:23.694120] [DEBUG] [FORECASTER] DMO: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T10:11:23.944874] [DEBUG] [FORECASTER] DMO: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T10:11:24.214513] [DEBUG] [FORECASTER] DMO: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T10:11:24.214701] [INFO ] [CONFIGURE ] DMO: DISCARDED add_cumulative_delta (score: 50.00%)
[2025-11-25T10:11:24.214759] [INFO ] [CONFIGURE ] JOB ETA: 32.6m | Avg: 2.8s/test | Remaining: 710 tests
[2025-11-25T10:11:24.214805] [INFO ] [CONFIGURE ] DMO: Testing feature 3/29: add_daily_returns
[2025-11-25T10:11:24.214847] [INFO ] [CONFIGURE ] DMO: Testing with features: ['add_bollinger_bands', 'add_daily_returns']
[2025-11-25T10:11:24.449545] [DEBUG] [FORECASTER] DMO: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T10:11:24.693635] [DEBUG] [FORECASTER] DMO: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0
[2025-11-25T10:11:24.929143] [DEBUG] [FORECASTER] DMO: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T10:11:25.169615] [DEBUG] [FORECASTER] DMO: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T10:11:25.406624] [DEBUG] [FORECASTER] DMO: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T10:11:25.670304] [DEBUG] [FORECASTER] DMO: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T10:11:25.910477] [DEBUG] [FORECASTER] DMO: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T10:11:26.154538] [DEBUG] [FORECASTER] DMO: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T10:11:26.395510] [DEBUG] [FORECASTER] DMO: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T10:11:26.632549] [DEBUG] [FORECASTER] DMO: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T10:11:26.632914] [INFO ] [CONFIGURE ] DMO: DISCARDED add_daily_returns (score: 40.00%)
[2025-11-25T10:11:26.633034] [INFO ] [CONFIGURE ] JOB ETA: 32.6m | Avg: 2.8s/test | Remaining: 709 tests
[2025-11-25T10:11:26.633142] [INFO ] [CONFIGURE ] DMO: Testing feature 4/29: add_ema
[2025-11-25T10:11:26.633252] [INFO ] [CONFIGURE ] DMO: Testing with features: ['add_bollinger_bands', 'add_ema']
[2025-11-25T10:11:26.907888] [DEBUG] [FORECASTER] DMO: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T10:11:27.181282] [DEBUG] [FORECASTER] DMO: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0
[2025-11-25T10:11:27.446020] [DEBUG] [FORECASTER] DMO: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T10:11:27.716311] [DEBUG] [FORECASTER] DMO: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T10:11:27.991150] [DEBUG] [FORECASTER] DMO: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T10:11:28.263959] [DEBUG] [FORECASTER] DMO: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T10:11:28.535886] [DEBUG] [FORECASTER] DMO: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T10:11:28.816825] [DEBUG] [FORECASTER] DMO: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T10:11:29.094457] [DEBUG] [FORECASTER] DMO: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T10:11:29.371433] [DEBUG] [FORECASTER] DMO: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T10:11:29.371636] [INFO ] [CONFIGURE ] DMO: DISCARDED add_ema (score: 50.00%)
[2025-11-25T10:11:29.371848] [INFO ] [CONFIGURE ] JOB ETA: 32.5m | Avg: 2.8s/test | Remaining: 708 tests
[2025-11-25T10:11:29.372019] [INFO ] [CONFIGURE ] DMO: Testing feature 5/29: add_exhaustion_signals
[2025-11-25T10:11:29.372117] [INFO ] [CONFIGURE ] DMO: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals']
[2025-11-25T10:11:29.643529] [DEBUG] [FORECASTER] DMO: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T10:11:29.914451] [DEBUG] [FORECASTER] DMO: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T10:11:30.200964] [DEBUG] [FORECASTER] DMO: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T10:11:30.474203] [DEBUG] [FORECASTER] DMO: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T10:11:30.750664] [DEBUG] [FORECASTER] DMO: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-25T10:11:31.024551] [DEBUG] [FORECASTER] DMO: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T10:11:31.299468] [DEBUG] [FORECASTER] DMO: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T10:11:31.570136] [DEBUG] [FORECASTER] DMO: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T10:11:31.852116] [DEBUG] [FORECASTER] DMO: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T10:11:32.124210] [DEBUG] [FORECASTER] DMO: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T10:11:32.124400] [INFO ] [CONFIGURE ] DMO: DISCARDED add_exhaustion_signals (score: 50.00%)
[2025-11-25T10:11:32.124460] [INFO ] [CONFIGURE ] JOB ETA: 32.5m | Avg: 2.8s/test | Remaining: 707 tests
[2025-11-25T10:11:32.124508] [INFO ] [CONFIGURE ] DMO: Testing feature 6/29: add_failed_moves
[2025-11-25T10:11:32.124552] [INFO ] [CONFIGURE ] DMO: Testing with features: ['add_bollinger_bands', 'add_failed_moves']
[2025-11-25T10:11:32.349057] [DEBUG] [FORECASTER] DMO: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T10:11:32.579097] [DEBUG] [FORECASTER] DMO: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T10:11:32.810729] [DEBUG] [FORECASTER] DMO: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T10:11:33.041848] [DEBUG] [FORECASTER] DMO: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T10:11:33.273299] [DEBUG] [FORECASTER] DMO: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T10:11:33.505736] [DEBUG] [FORECASTER] DMO: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T10:11:33.743349] [DEBUG] [FORECASTER] DMO: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T10:11:34.002618] [DEBUG] [FORECASTER] DMO: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T10:11:34.238235] [DEBUG] [FORECASTER] DMO: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T10:11:34.471747] [DEBUG] [FORECASTER] DMO: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T10:11:34.472045] [INFO ] [CONFIGURE ] DMO: DISCARDED add_failed_moves (score: 50.00%)
[2025-11-25T10:11:34.472163] [INFO ] [CONFIGURE ] JOB ETA: 32.4m | Avg: 2.8s/test | Remaining: 706 tests
[2025-11-25T10:11:34.472270] [INFO ] [CONFIGURE ] DMO: Testing feature 7/29: add_lag_shelf
[2025-11-25T10:11:34.472374] [INFO ] [CONFIGURE ] DMO: Testing with features: ['add_bollinger_bands', 'add_lag_shelf']
[2025-11-25T10:11:34.697717] [DEBUG] [FORECASTER] DMO: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T10:11:34.916292] [DEBUG] [FORECASTER] DMO: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T10:11:35.146335] [DEBUG] [FORECASTER] DMO: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T10:11:35.365071] [DEBUG] [FORECASTER] DMO: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T10:11:35.585495] [DEBUG] [FORECASTER] DMO: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-25T10:11:35.805785] [DEBUG] [FORECASTER] DMO: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T10:11:36.036610] [DEBUG] [FORECASTER] DMO: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T10:11:36.266535] [DEBUG] [FORECASTER] DMO: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T10:11:36.498901] [DEBUG] [FORECASTER] DMO: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T10:11:36.728189] [DEBUG] [FORECASTER] DMO: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T10:11:36.728369] [INFO ] [CONFIGURE ] DMO: DISCARDED add_lag_shelf (score: 50.00%)
[2025-11-25T10:11:36.728418] [INFO ] [CONFIGURE ] JOB ETA: 32.4m | Avg: 2.8s/test | Remaining: 705 tests
[2025-11-25T10:11:36.728457] [INFO ] [CONFIGURE ] DMO: Testing feature 8/29: add_macd
[2025-11-25T10:11:36.728493] [INFO ] [CONFIGURE ] DMO: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd']
[2025-11-25T10:11:37.038147] [DEBUG] [FORECASTER] DMO: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T10:11:37.361022] [DEBUG] [FORECASTER] DMO: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T10:11:37.675092] [DEBUG] [FORECASTER] DMO: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T10:11:37.998035] [DEBUG] [FORECASTER] DMO: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T10:11:38.309070] [DEBUG] [FORECASTER] DMO: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-25T10:11:38.629865] [DEBUG] [FORECASTER] DMO: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T10:11:38.963679] [DEBUG] [FORECASTER] DMO: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T10:11:39.282792] [DEBUG] [FORECASTER] DMO: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T10:11:39.594712] [DEBUG] [FORECASTER] DMO: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T10:11:39.918164] [DEBUG] [FORECASTER] DMO: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T10:11:39.918373] [INFO ] [CONFIGURE ] DMO: DISCARDED add_macd (score: 40.00%)
[2025-11-25T10:11:39.918436] [INFO ] [CONFIGURE ] JOB ETA: 32.3m | Avg: 2.8s/test | Remaining: 704 tests
[2025-11-25T10:11:39.918485] [INFO ] [CONFIGURE ] DMO: Testing feature 9/29: add_mfi
[2025-11-25T10:11:39.918529] [INFO ] [CONFIGURE ] DMO: Testing with features: ['add_bollinger_bands', 'add_mfi']
[2025-11-25T10:11:40.159574] [DEBUG] [FORECASTER] DMO: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T10:11:40.389858] [DEBUG] [FORECASTER] DMO: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0
[2025-11-25T10:11:40.624479] [DEBUG] [FORECASTER] DMO: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T10:11:40.859071] [DEBUG] [FORECASTER] DMO: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T10:11:41.105356] [DEBUG] [FORECASTER] DMO: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T10:11:41.333629] [DEBUG] [FORECASTER] DMO: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T10:11:41.562638] [DEBUG] [FORECASTER] DMO: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T10:11:41.798719] [DEBUG] [FORECASTER] DMO: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T10:11:42.020434] [DEBUG] [FORECASTER] DMO: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T10:11:42.236367] [DEBUG] [FORECASTER] DMO: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T10:11:42.236572] [INFO ] [CONFIGURE ] DMO: KEPT add_mfi (score: 70.00%)
[2025-11-25T10:11:42.236630] [INFO ] [CONFIGURE ] JOB ETA: 32.3m | Avg: 2.8s/test | Remaining: 703 tests
[2025-11-25T10:11:42.236700] [INFO ] [CONFIGURE ] DMO: Testing feature 10/29: add_momentum_acceleration
[2025-11-25T10:11:42.236746] [INFO ] [CONFIGURE ] DMO: Testing with features: ['add_bollinger_bands', 'add_mfi', 'add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-11-25T10:11:42.548634] [DEBUG] [FORECASTER] DMO: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T10:11:42.861003] [DEBUG] [FORECASTER] DMO: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T10:11:43.175134] [DEBUG] [FORECASTER] DMO: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T10:11:43.498551] [DEBUG] [FORECASTER] DMO: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T10:11:43.817429] [DEBUG] [FORECASTER] DMO: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T10:11:44.155017] [DEBUG] [FORECASTER] DMO: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T10:11:44.478132] [DEBUG] [FORECASTER] DMO: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T10:11:44.805423] [DEBUG] [FORECASTER] DMO: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T10:11:45.154092] [DEBUG] [FORECASTER] DMO: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T10:11:45.502232] [DEBUG] [FORECASTER] DMO: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T10:11:45.502473] [INFO ] [CONFIGURE ] DMO: DISCARDED add_momentum_acceleration (score: 60.00%)
[2025-11-25T10:11:45.502560] [INFO ] [CONFIGURE ] JOB ETA: 32.2m | Avg: 2.8s/test | Remaining: 702 tests
[2025-11-25T10:11:45.502619] [INFO ] [CONFIGURE ] DMO: Testing feature 11/29: add_obv_daily
[2025-11-25T10:11:45.502685] [INFO ] [CONFIGURE ] DMO: Testing with features: ['add_bollinger_bands', 'add_mfi', 'add_obv_daily']
[2025-11-25T10:11:45.759678] [DEBUG] [FORECASTER] DMO: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T10:11:46.020988] [DEBUG] [FORECASTER] DMO: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0
[2025-11-25T10:11:46.268174] [DEBUG] [FORECASTER] DMO: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T10:11:46.527682] [DEBUG] [FORECASTER] DMO: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T10:11:46.785242] [DEBUG] [FORECASTER] DMO: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-25T10:11:47.037417] [DEBUG] [FORECASTER] DMO: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T10:11:47.283339] [DEBUG] [FORECASTER] DMO: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T10:11:47.525329] [DEBUG] [FORECASTER] DMO: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T10:11:47.771041] [DEBUG] [FORECASTER] DMO: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T10:11:48.000744] [DEBUG] [FORECASTER] DMO: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T10:11:48.000918] [INFO ] [CONFIGURE ] DMO: DISCARDED add_obv_daily (score: 30.00%)
[2025-11-25T10:11:48.000975] [INFO ] [CONFIGURE ] JOB ETA: 32.2m | Avg: 2.8s/test | Remaining: 701 tests
[2025-11-25T10:11:48.001020] [INFO ] [CONFIGURE ] DMO: Testing feature 12/29: add_obv_interval
[2025-11-25T10:11:48.001063] [INFO ] [CONFIGURE ] DMO: Testing with features: ['add_bollinger_bands', 'add_mfi', 'add_obv_interval']
[2025-11-25T10:11:48.224405] [DEBUG] [FORECASTER] DMO: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T10:11:48.456180] [DEBUG] [FORECASTER] DMO: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0
[2025-11-25T10:11:48.683154] [DEBUG] [FORECASTER] DMO: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T10:11:48.914038] [DEBUG] [FORECASTER] DMO: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T10:11:49.148356] [DEBUG] [FORECASTER] DMO: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T10:11:49.378127] [DEBUG] [FORECASTER] DMO: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T10:11:49.637313] [DEBUG] [FORECASTER] DMO: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T10:11:49.872671] [DEBUG] [FORECASTER] DMO: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T10:11:50.115595] [DEBUG] [FORECASTER] DMO: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T10:11:50.347521] [DEBUG] [FORECASTER] DMO: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T10:11:50.347727] [INFO ] [CONFIGURE ] DMO: DISCARDED add_obv_interval (score: 60.00%)
[2025-11-25T10:11:50.347788] [INFO ] [CONFIGURE ] JOB ETA: 32.1m | Avg: 2.8s/test | Remaining: 700 tests
[2025-11-25T10:11:50.347836] [INFO ] [CONFIGURE ] DMO: Testing feature 13/29: add_opening_strength
[2025-11-25T10:11:50.347880] [INFO ] [CONFIGURE ] DMO: Testing with features: ['add_bollinger_bands', 'add_mfi', 'add_daily_returns', 'add_opening_strength']
[2025-11-25T10:11:50.605601] [DEBUG] [FORECASTER] DMO: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T10:11:50.866955] [DEBUG] [FORECASTER] DMO: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T10:11:51.145315] [DEBUG] [FORECASTER] DMO: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T10:11:51.410050] [DEBUG] [FORECASTER] DMO: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T10:11:51.674589] [DEBUG] [FORECASTER] DMO: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T10:11:51.935658] [DEBUG] [FORECASTER] DMO: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T10:11:52.198194] [DEBUG] [FORECASTER] DMO: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T10:11:52.490146] [DEBUG] [FORECASTER] DMO: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T10:11:52.757781] [DEBUG] [FORECASTER] DMO: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T10:11:53.038909] [DEBUG] [FORECASTER] DMO: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T10:11:53.039133] [INFO ] [CONFIGURE ] DMO: DISCARDED add_opening_strength (score: 50.00%)
[2025-11-25T10:11:53.039194] [INFO ] [CONFIGURE ] JOB ETA: 32.1m | Avg: 2.8s/test | Remaining: 699 tests
[2025-11-25T10:11:53.039245] [INFO ] [CONFIGURE ] DMO: Testing feature 14/29: add_order_flow_imbalance
[2025-11-25T10:11:53.039291] [INFO ] [CONFIGURE ] DMO: Testing with features: ['add_bollinger_bands', 'add_mfi', 'add_order_flow_imbalance']
[2025-11-25T10:11:53.285322] [DEBUG] [FORECASTER] DMO: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T10:11:53.522440] [DEBUG] [FORECASTER] DMO: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0
[2025-11-25T10:11:53.759692] [DEBUG] [FORECASTER] DMO: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T10:11:54.001992] [DEBUG] [FORECASTER] DMO: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T10:11:54.254056] [DEBUG] [FORECASTER] DMO: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-25T10:11:54.492843] [DEBUG] [FORECASTER] DMO: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T10:11:54.743995] [DEBUG] [FORECASTER] DMO: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T10:11:54.987896] [DEBUG] [FORECASTER] DMO: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T10:11:55.252616] [DEBUG] [FORECASTER] DMO: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T10:11:55.507680] [DEBUG] [FORECASTER] DMO: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T10:11:55.507853] [INFO ] [CONFIGURE ] DMO: DISCARDED add_order_flow_imbalance (score: 50.00%)
[2025-11-25T10:11:55.507911] [INFO ] [CONFIGURE ] JOB ETA: 32.1m | Avg: 2.8s/test | Remaining: 698 tests
[2025-11-25T10:11:55.507958] [INFO ] [CONFIGURE ] DMO: Testing feature 15/29: add_pbf_morning_momentum
[2025-11-25T10:11:55.508003] [INFO ] [CONFIGURE ] DMO: Testing with features: ['add_bollinger_bands', 'add_mfi', 'add_pbf_morning_momentum']
[2025-11-25T10:11:55.728101] [DEBUG] [FORECASTER] DMO: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T10:11:55.958506] [DEBUG] [FORECASTER] DMO: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T10:11:56.181054] [DEBUG] [FORECASTER] DMO: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T10:11:56.402600] [DEBUG] [FORECASTER] DMO: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T10:11:56.645618] [DEBUG] [FORECASTER] DMO: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-25T10:11:56.874539] [DEBUG] [FORECASTER] DMO: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T10:11:57.119209] [DEBUG] [FORECASTER] DMO: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T10:11:57.410203] [DEBUG] [FORECASTER] DMO: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T10:11:57.718239] [DEBUG] [FORECASTER] DMO: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T10:11:58.023986] [DEBUG] [FORECASTER] DMO: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T10:11:58.024185] [INFO ] [CONFIGURE ] DMO: DISCARDED add_pbf_morning_momentum (score: 50.00%)
[2025-11-25T10:11:58.024244] [INFO ] [CONFIGURE ] JOB ETA: 32.0m | Avg: 2.8s/test | Remaining: 697 tests
[2025-11-25T10:11:58.024294] [INFO ] [CONFIGURE ] DMO: Testing feature 16/29: add_pbf_overnight_gap
[2025-11-25T10:11:58.024338] [INFO ] [CONFIGURE ] DMO: Testing with features: ['add_bollinger_bands', 'add_mfi', 'add_pbf_overnight_gap']
[2025-11-25T10:11:58.301186] [DEBUG] [FORECASTER] DMO: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T10:11:58.542090] [DEBUG] [FORECASTER] DMO: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T10:11:58.780631] [DEBUG] [FORECASTER] DMO: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T10:11:59.027073] [DEBUG] [FORECASTER] DMO: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T10:11:59.277354] [DEBUG] [FORECASTER] DMO: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T10:11:59.534257] [DEBUG] [FORECASTER] DMO: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T10:11:59.813044] [DEBUG] [FORECASTER] DMO: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T10:12:00.111186] [DEBUG] [FORECASTER] DMO: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T10:12:01.086935] [DEBUG] [FORECASTER] DMO: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T10:12:01.538671] [DEBUG] [FORECASTER] DMO: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T10:12:01.538915] [INFO ] [CONFIGURE ] DMO: DISCARDED add_pbf_overnight_gap (score: 60.00%)
[2025-11-25T10:12:01.538984] [INFO ] [CONFIGURE ] JOB ETA: 32.0m | Avg: 2.8s/test | Remaining: 696 tests
[2025-11-25T10:12:01.539037] [INFO ] [CONFIGURE ] DMO: Testing feature 17/29: add_pbf_return_2d
[2025-11-25T10:12:01.539085] [INFO ] [CONFIGURE ] DMO: Testing with features: ['add_bollinger_bands', 'add_mfi', 'add_pbf_return_2d']
[2025-11-25T10:12:01.826923] [DEBUG] [FORECASTER] DMO: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T10:12:02.167811] [DEBUG] [FORECASTER] DMO: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T10:12:02.405845] [DEBUG] [FORECASTER] DMO: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T10:12:02.650399] [DEBUG] [FORECASTER] DMO: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T10:12:02.893549] [DEBUG] [FORECASTER] DMO: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T10:12:03.147280] [DEBUG] [FORECASTER] DMO: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T10:12:03.388104] [DEBUG] [FORECASTER] DMO: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T10:12:03.627124] [DEBUG] [FORECASTER] DMO: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T10:12:03.864794] [DEBUG] [FORECASTER] DMO: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T10:12:04.142156] [DEBUG] [FORECASTER] DMO: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T10:12:04.142389] [INFO ] [CONFIGURE ] DMO: DISCARDED add_pbf_return_2d (score: 60.00%)
[2025-11-25T10:12:04.142475] [INFO ] [CONFIGURE ] JOB ETA: 31.9m | Avg: 2.8s/test | Remaining: 695 tests
[2025-11-25T10:12:04.142529] [INFO ] [CONFIGURE ] DMO: Testing feature 18/29: add_pbf_volatility_5d
[2025-11-25T10:12:04.142575] [INFO ] [CONFIGURE ] DMO: Testing with features: ['add_bollinger_bands', 'add_mfi', 'add_pbf_volatility_5d']
[2025-11-25T10:12:04.385706] [DEBUG] [FORECASTER] DMO: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T10:12:04.609786] [DEBUG] [FORECASTER] DMO: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0
[2025-11-25T10:12:04.854898] [DEBUG] [FORECASTER] DMO: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T10:12:05.098069] [DEBUG] [FORECASTER] DMO: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T10:12:05.345409] [DEBUG] [FORECASTER] DMO: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T10:12:05.571771] [DEBUG] [FORECASTER] DMO: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T10:12:05.798624] [DEBUG] [FORECASTER] DMO: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T10:12:06.026078] [DEBUG] [FORECASTER] DMO: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T10:12:06.281776] [DEBUG] [FORECASTER] DMO: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T10:12:06.538168] [DEBUG] [FORECASTER] DMO: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T10:12:06.538344] [INFO ] [CONFIGURE ] DMO: DISCARDED add_pbf_volatility_5d (score: 50.00%)
[2025-11-25T10:12:06.538404] [INFO ] [CONFIGURE ] JOB ETA: 31.9m | Avg: 2.8s/test | Remaining: 694 tests
[2025-11-25T10:12:06.538454] [INFO ] [CONFIGURE ] DMO: Testing feature 19/29: add_pbf_vs_sma_5
[2025-11-25T10:12:06.538500] [INFO ] [CONFIGURE ] DMO: Testing with features: ['add_bollinger_bands', 'add_mfi', 'add_pbf_vs_sma_5']
[2025-11-25T10:12:06.794659] [DEBUG] [FORECASTER] DMO: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T10:12:07.063987] [DEBUG] [FORECASTER] DMO: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T10:12:07.337881] [DEBUG] [FORECASTER] DMO: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T10:12:07.587363] [DEBUG] [FORECASTER] DMO: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T10:12:07.829043] [DEBUG] [FORECASTER] DMO: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T10:12:08.081962] [DEBUG] [FORECASTER] DMO: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T10:12:08.320842] [DEBUG] [FORECASTER] DMO: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T10:12:08.558965] [DEBUG] [FORECASTER] DMO: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T10:12:08.803983] [DEBUG] [FORECASTER] DMO: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T10:12:09.053261] [DEBUG] [FORECASTER] DMO: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T10:12:09.053444] [INFO ] [CONFIGURE ] DMO: DISCARDED add_pbf_vs_sma_5 (score: 70.00%)
[2025-11-25T10:12:09.053503] [INFO ] [CONFIGURE ] JOB ETA: 31.8m | Avg: 2.8s/test | Remaining: 693 tests
[2025-11-25T10:12:09.053551] [INFO ] [CONFIGURE ] DMO: Testing feature 20/29: add_price_rejection
[2025-11-25T10:12:09.053595] [INFO ] [CONFIGURE ] DMO: Testing with features: ['add_bollinger_bands', 'add_mfi', 'add_price_rejection']
[2025-11-25T10:12:09.319140] [DEBUG] [FORECASTER] DMO: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T10:12:09.590469] [DEBUG] [FORECASTER] DMO: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T10:12:09.859789] [DEBUG] [FORECASTER] DMO: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T10:12:10.157410] [DEBUG] [FORECASTER] DMO: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T10:12:10.423626] [DEBUG] [FORECASTER] DMO: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T10:12:10.692163] [DEBUG] [FORECASTER] DMO: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T10:12:10.965417] [DEBUG] [FORECASTER] DMO: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T10:12:11.234165] [DEBUG] [FORECASTER] DMO: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T10:12:11.502913] [DEBUG] [FORECASTER] DMO: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T10:12:11.784001] [DEBUG] [FORECASTER] DMO: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T10:12:11.784190] [INFO ] [CONFIGURE ] DMO: DISCARDED add_price_rejection (score: 60.00%)
[2025-11-25T10:12:11.784253] [INFO ] [CONFIGURE ] JOB ETA: 31.8m | Avg: 2.8s/test | Remaining: 692 tests
[2025-11-25T10:12:11.784302] [INFO ] [CONFIGURE ] DMO: Testing feature 21/29: add_range_position
[2025-11-25T10:12:11.784348] [INFO ] [CONFIGURE ] DMO: Testing with features: ['add_bollinger_bands', 'add_mfi', 'add_range_position']
[2025-11-25T10:12:12.074497] [DEBUG] [FORECASTER] DMO: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T10:12:12.362506] [DEBUG] [FORECASTER] DMO: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T10:12:12.656887] [DEBUG] [FORECASTER] DMO: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T10:12:12.947615] [DEBUG] [FORECASTER] DMO: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T10:12:13.221034] [DEBUG] [FORECASTER] DMO: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T10:12:13.499232] [DEBUG] [FORECASTER] DMO: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T10:12:13.781007] [DEBUG] [FORECASTER] DMO: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T10:12:14.065338] [DEBUG] [FORECASTER] DMO: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T10:12:14.361337] [DEBUG] [FORECASTER] DMO: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T10:12:14.651903] [DEBUG] [FORECASTER] DMO: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T10:12:14.652136] [INFO ] [CONFIGURE ] DMO: DISCARDED add_range_position (score: 50.00%)
[2025-11-25T10:12:14.652200] [INFO ] [CONFIGURE ] JOB ETA: 31.7m | Avg: 2.8s/test | Remaining: 691 tests
[2025-11-25T10:12:14.652254] [INFO ] [CONFIGURE ] DMO: Testing feature 22/29: add_realized_volatility
[2025-11-25T10:12:14.652302] [INFO ] [CONFIGURE ] DMO: Testing with features: ['add_bollinger_bands', 'add_mfi', 'add_realized_volatility']
[2025-11-25T10:12:15.012435] [DEBUG] [FORECASTER] DMO: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T10:12:15.373078] [DEBUG] [FORECASTER] DMO: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T10:12:15.730081] [DEBUG] [FORECASTER] DMO: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T10:12:16.083331] [DEBUG] [FORECASTER] DMO: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T10:12:16.431055] [DEBUG] [FORECASTER] DMO: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T10:12:16.787292] [DEBUG] [FORECASTER] DMO: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T10:12:17.124479] [DEBUG] [FORECASTER] DMO: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T10:12:17.482512] [DEBUG] [FORECASTER] DMO: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T10:12:17.834483] [DEBUG] [FORECASTER] DMO: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T10:12:18.189512] [DEBUG] [FORECASTER] DMO: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T10:12:18.189746] [INFO ] [CONFIGURE ] DMO: KEPT add_realized_volatility (score: 80.00%)
[2025-11-25T10:12:18.189811] [INFO ] [CONFIGURE ] JOB ETA: 31.7m | Avg: 2.8s/test | Remaining: 690 tests
[2025-11-25T10:12:18.189851] [INFO ] [CONFIGURE ] DMO: Testing feature 23/29: add_recent_range_context
[2025-11-25T10:12:18.189917] [INFO ] [CONFIGURE ] DMO: Testing with features: ['add_bollinger_bands', 'add_mfi', 'add_realized_volatility', 'add_recent_range_context']
[2025-11-25T10:12:18.557256] [DEBUG] [FORECASTER] DMO: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T10:12:18.936463] [DEBUG] [FORECASTER] DMO: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T10:12:19.318434] [DEBUG] [FORECASTER] DMO: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T10:12:19.695351] [DEBUG] [FORECASTER] DMO: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T10:12:20.088997] [DEBUG] [FORECASTER] DMO: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T10:12:20.487948] [DEBUG] [FORECASTER] DMO: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T10:12:20.866271] [DEBUG] [FORECASTER] DMO: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T10:12:21.265141] [DEBUG] [FORECASTER] DMO: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T10:12:21.652938] [DEBUG] [FORECASTER] DMO: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T10:12:22.043314] [DEBUG] [FORECASTER] DMO: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T10:12:22.043553] [INFO ] [CONFIGURE ] DMO: DISCARDED add_recent_range_context (score: 70.00%)
[2025-11-25T10:12:22.043616] [INFO ] [CONFIGURE ] JOB ETA: 31.6m | Avg: 2.8s/test | Remaining: 689 tests
[2025-11-25T10:12:22.043693] [INFO ] [CONFIGURE ] DMO: Testing feature 24/29: add_rsi
[2025-11-25T10:12:22.043741] [INFO ] [CONFIGURE ] DMO: Testing with features: ['add_bollinger_bands', 'add_mfi', 'add_realized_volatility', 'add_ema', 'add_rsi']
[2025-11-25T10:12:22.449692] [DEBUG] [FORECASTER] DMO: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T10:12:22.856869] [DEBUG] [FORECASTER] DMO: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T10:12:23.269818] [DEBUG] [FORECASTER] DMO: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T10:12:23.695163] [DEBUG] [FORECASTER] DMO: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T10:12:24.097926] [DEBUG] [FORECASTER] DMO: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T10:12:24.501362] [DEBUG] [FORECASTER] DMO: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T10:12:24.910674] [DEBUG] [FORECASTER] DMO: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T10:12:25.296911] [DEBUG] [FORECASTER] DMO: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T10:12:25.688367] [DEBUG] [FORECASTER] DMO: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T10:12:26.085958] [DEBUG] [FORECASTER] DMO: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T10:12:26.086194] [INFO ] [CONFIGURE ] DMO: DISCARDED add_rsi (score: 70.00%)
[2025-11-25T10:12:26.086255] [INFO ] [CONFIGURE ] JOB ETA: 31.6m | Avg: 2.8s/test | Remaining: 688 tests
[2025-11-25T10:12:26.086296] [INFO ] [CONFIGURE ] DMO: Testing feature 25/29: add_tick_distribution
[2025-11-25T10:12:26.086340] [INFO ] [CONFIGURE ] DMO: Testing with features: ['add_bollinger_bands', 'add_mfi', 'add_realized_volatility', 'add_tick_distribution']
[2025-11-25T10:12:26.449953] [DEBUG] [FORECASTER] DMO: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T10:12:26.808671] [DEBUG] [FORECASTER] DMO: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T10:12:27.168665] [DEBUG] [FORECASTER] DMO: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T10:12:27.518196] [DEBUG] [FORECASTER] DMO: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T10:12:27.880085] [DEBUG] [FORECASTER] DMO: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T10:12:28.236064] [DEBUG] [FORECASTER] DMO: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T10:12:28.597408] [DEBUG] [FORECASTER] DMO: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T10:12:28.953398] [DEBUG] [FORECASTER] DMO: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T10:12:29.329615] [DEBUG] [FORECASTER] DMO: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T10:12:29.698973] [DEBUG] [FORECASTER] DMO: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T10:12:29.699166] [INFO ] [CONFIGURE ] DMO: DISCARDED add_tick_distribution (score: 80.00%)
[2025-11-25T10:12:29.699225] [INFO ] [CONFIGURE ] JOB ETA: 31.6m | Avg: 2.8s/test | Remaining: 687 tests
[2025-11-25T10:12:29.699275] [INFO ] [CONFIGURE ] DMO: Testing feature 26/29: add_volume_momentum_confirmation
[2025-11-25T10:12:29.699319] [INFO ] [CONFIGURE ] DMO: Testing with features: ['add_bollinger_bands', 'add_mfi', 'add_realized_volatility', 'add_volume_momentum_confirmation']
[2025-11-25T10:12:30.089418] [DEBUG] [FORECASTER] DMO: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T10:12:30.478608] [DEBUG] [FORECASTER] DMO: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T10:12:30.857893] [DEBUG] [FORECASTER] DMO: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T10:12:31.263024] [DEBUG] [FORECASTER] DMO: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T10:12:31.661549] [DEBUG] [FORECASTER] DMO: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T10:12:32.051136] [DEBUG] [FORECASTER] DMO: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T10:12:32.454013] [DEBUG] [FORECASTER] DMO: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T10:12:32.850714] [DEBUG] [FORECASTER] DMO: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T10:12:33.247339] [DEBUG] [FORECASTER] DMO: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T10:12:33.635974] [DEBUG] [FORECASTER] DMO: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T10:12:33.636231] [INFO ] [CONFIGURE ] DMO: DISCARDED add_volume_momentum_confirmation (score: 60.00%)
[2025-11-25T10:12:33.636293] [INFO ] [CONFIGURE ] JOB ETA: 31.5m | Avg: 2.8s/test | Remaining: 686 tests
[2025-11-25T10:12:33.636343] [INFO ] [CONFIGURE ] DMO: Testing feature 27/29: add_volume_price_divergence
[2025-11-25T10:12:33.636388] [INFO ] [CONFIGURE ] DMO: Testing with features: ['add_bollinger_bands', 'add_mfi', 'add_realized_volatility', 'add_volume_price_divergence']
[2025-11-25T10:12:34.040120] [DEBUG] [FORECASTER] DMO: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T10:12:34.450482] [DEBUG] [FORECASTER] DMO: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T10:12:34.858804] [DEBUG] [FORECASTER] DMO: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T10:12:35.281059] [DEBUG] [FORECASTER] DMO: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T10:12:35.687051] [DEBUG] [FORECASTER] DMO: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T10:12:36.112266] [DEBUG] [FORECASTER] DMO: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T10:12:36.520391] [DEBUG] [FORECASTER] DMO: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T10:12:36.931358] [DEBUG] [FORECASTER] DMO: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T10:12:37.355279] [DEBUG] [FORECASTER] DMO: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T10:12:37.771116] [DEBUG] [FORECASTER] DMO: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T10:12:37.771350] [INFO ] [CONFIGURE ] DMO: DISCARDED add_volume_price_divergence (score: 70.00%)
[2025-11-25T10:12:37.771412] [INFO ] [CONFIGURE ] JOB ETA: 31.5m | Avg: 2.8s/test | Remaining: 685 tests
[2025-11-25T10:12:37.771462] [INFO ] [CONFIGURE ] DMO: Testing feature 28/29: add_volume_profile
[2025-11-25T10:12:37.771509] [INFO ] [CONFIGURE ] DMO: Testing with features: ['add_bollinger_bands', 'add_mfi', 'add_realized_volatility', 'add_volume_profile']
[2025-11-25T10:12:38.165066] [DEBUG] [FORECASTER] DMO: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T10:12:38.547137] [DEBUG] [FORECASTER] DMO: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T10:12:38.936247] [DEBUG] [FORECASTER] DMO: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T10:12:39.345157] [DEBUG] [FORECASTER] DMO: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T10:12:39.735857] [DEBUG] [FORECASTER] DMO: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T10:12:40.128022] [DEBUG] [FORECASTER] DMO: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T10:12:40.532713] [DEBUG] [FORECASTER] DMO: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T10:12:40.939331] [DEBUG] [FORECASTER] DMO: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T10:12:41.339034] [DEBUG] [FORECASTER] DMO: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T10:12:41.763319] [DEBUG] [FORECASTER] DMO: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T10:12:41.763573] [INFO ] [CONFIGURE ] DMO: DISCARDED add_volume_profile (score: 80.00%)
[2025-11-25T10:12:41.763636] [INFO ] [CONFIGURE ] JOB ETA: 31.4m | Avg: 2.8s/test | Remaining: 684 tests
[2025-11-25T10:12:41.763711] [INFO ] [CONFIGURE ] DMO: Testing feature 29/29: add_vwap
[2025-11-25T10:12:41.763761] [INFO ] [CONFIGURE ] DMO: Testing with features: ['add_bollinger_bands', 'add_mfi', 'add_realized_volatility', 'add_vwap']
[2025-11-25T10:12:42.154667] [DEBUG] [FORECASTER] DMO: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T10:12:42.548394] [DEBUG] [FORECASTER] DMO: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T10:12:42.951616] [DEBUG] [FORECASTER] DMO: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T10:12:43.354406] [DEBUG] [FORECASTER] DMO: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T10:12:43.758522] [DEBUG] [FORECASTER] DMO: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-25T10:12:44.159094] [DEBUG] [FORECASTER] DMO: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T10:12:44.560192] [DEBUG] [FORECASTER] DMO: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T10:12:45.067917] [DEBUG] [FORECASTER] DMO: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T10:12:45.574481] [DEBUG] [FORECASTER] DMO: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T10:12:46.012955] [DEBUG] [FORECASTER] DMO: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T10:12:46.013155] [INFO ] [CONFIGURE ] DMO: DISCARDED add_vwap (score: 50.00%)
[2025-11-25T10:12:46.013228] [INFO ] [CONFIGURE ] JOB ETA: 31.4m | Avg: 2.8s/test | Remaining: 683 tests
[2025-11-25T10:12:46.013291] [INFO ] [CONFIGURE ] DMO: ===== FEATURE SELECTION COMPLETE =====
[2025-11-25T10:12:46.013351] [INFO ] [CONFIGURE ] DMO: Best accuracy: 80.00%
[2025-11-25T10:12:46.013410] [INFO ] [CONFIGURE ] DMO: Best feature set (3 features): ['add_bollinger_bands', 'add_mfi', 'add_realized_volatility']
[2025-11-25T10:12:46.013466] [INFO ] [CONFIGURE ] DMO: Improvement over baseline: 30.00%
[2025-11-25T10:12:46.013518] [INFO ] [CONFIGURE ] DMO: Total time: 1.4 minutes
[2025-11-25T10:12:46.013571] [INFO ] [CONFIGURE ] DMO: Average time per feature: 3.0 seconds
[2025-11-25T10:12:46.013623] [INFO ] [CONFIGURE ] DMO: Average speed: 0.34 features/sec
[2025-11-25T10:12:46.014270] [INFO ] [LOCAL     ] Saved configuration for DMO: 3 features, 80.00% accuracy -> ./output/feature-sets/DMO.json
[2025-11-25T10:12:46.014342] [INFO ] [CONFIGURE ] DMO: Configuration saved successfully: 3 features, 80.00% accuracy.
[2025-11-25T10:12:46.014420] [INFO ] [sig       ] [142/164] Successfully configured DMO | 0.01 sym/s | Total: 3.2h | ETA: 29.7m
[2025-11-25T10:12:46.014492] [INFO ] [sig       ] [143/164] Configuring DQ...
[2025-11-25T10:12:46.014554] [INFO ] [CONFIGURE ] DQ: Configurate test run.
[2025-11-25T10:12:46.014611] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DQ' from 'https://tdm.silogroup.org/data/derivative_storage/DQ.csv'.
[2025-11-25T10:12:46.027325] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'DQ'.
[2025-11-25T10:12:46.027737] [INFO ] [CONFIGURE ] DQ: Testing with 29 available features
[2025-11-25T10:12:46.027823] [INFO ] [CONFIGURE ] DQ: Establishing baseline with no features...
[2025-11-25T10:12:46.207659] [DEBUG] [FORECASTER] DQ: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T10:12:46.374834] [DEBUG] [FORECASTER] DQ: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T10:12:46.545449] [DEBUG] [FORECASTER] DQ: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T10:12:46.716834] [DEBUG] [FORECASTER] DQ: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-25T10:12:46.890816] [DEBUG] [FORECASTER] DQ: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T10:12:47.068708] [DEBUG] [FORECASTER] DQ: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T10:12:47.241223] [DEBUG] [FORECASTER] DQ: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T10:12:47.413361] [DEBUG] [FORECASTER] DQ: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T10:12:47.589758] [DEBUG] [FORECASTER] DQ: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T10:12:47.766520] [DEBUG] [FORECASTER] DQ: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T10:12:47.766714] [INFO ] [CONFIGURE ] DQ: Baseline score (no features): 80.00%
[2025-11-25T10:12:47.766796] [INFO ] [CONFIGURE ] DQ: Testing feature 1/29: add_bollinger_bands
[2025-11-25T10:12:47.766849] [INFO ] [CONFIGURE ] DQ: Testing with features: ['add_bollinger_bands']
[2025-11-25T10:12:47.982469] [DEBUG] [FORECASTER] DQ: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T10:12:48.198244] [DEBUG] [FORECASTER] DQ: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T10:12:48.404276] [DEBUG] [FORECASTER] DQ: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T10:12:48.635062] [DEBUG] [FORECASTER] DQ: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-25T10:12:48.851785] [DEBUG] [FORECASTER] DQ: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T10:12:49.064282] [DEBUG] [FORECASTER] DQ: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T10:12:49.274787] [DEBUG] [FORECASTER] DQ: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T10:12:49.492075] [DEBUG] [FORECASTER] DQ: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T10:12:49.721906] [DEBUG] [FORECASTER] DQ: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T10:12:49.952967] [DEBUG] [FORECASTER] DQ: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T10:12:49.953312] [INFO ] [CONFIGURE ] DQ: DISCARDED add_bollinger_bands (score: 70.00%)
[2025-11-25T10:12:49.953441] [INFO ] [CONFIGURE ] JOB ETA: 31.3m | Avg: 2.8s/test | Remaining: 682 tests
[2025-11-25T10:12:49.953554] [INFO ] [CONFIGURE ] DQ: Testing feature 2/29: add_cumulative_delta
[2025-11-25T10:12:49.953678] [INFO ] [CONFIGURE ] DQ: Testing with features: ['add_cumulative_delta']
[2025-11-25T10:12:50.189826] [DEBUG] [FORECASTER] DQ: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T10:12:50.420774] [DEBUG] [FORECASTER] DQ: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T10:12:50.668661] [DEBUG] [FORECASTER] DQ: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T10:12:50.903368] [DEBUG] [FORECASTER] DQ: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1
[2025-11-25T10:12:51.153617] [DEBUG] [FORECASTER] DQ: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T10:12:51.389245] [DEBUG] [FORECASTER] DQ: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T10:12:51.608295] [DEBUG] [FORECASTER] DQ: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T10:12:51.856913] [DEBUG] [FORECASTER] DQ: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T10:12:52.138879] [DEBUG] [FORECASTER] DQ: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T10:12:52.379600] [DEBUG] [FORECASTER] DQ: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T10:12:52.379797] [INFO ] [CONFIGURE ] DQ: DISCARDED add_cumulative_delta (score: 50.00%)
[2025-11-25T10:12:52.379865] [INFO ] [CONFIGURE ] JOB ETA: 31.3m | Avg: 2.8s/test | Remaining: 681 tests
[2025-11-25T10:12:52.379924] [INFO ] [CONFIGURE ] DQ: Testing feature 3/29: add_daily_returns
[2025-11-25T10:12:52.379965] [INFO ] [CONFIGURE ] DQ: Testing with features: ['add_daily_returns']
[2025-11-25T10:12:52.595511] [DEBUG] [FORECASTER] DQ: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T10:12:52.807134] [DEBUG] [FORECASTER] DQ: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T10:12:53.017629] [DEBUG] [FORECASTER] DQ: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T10:12:53.239287] [DEBUG] [FORECASTER] DQ: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1
[2025-11-25T10:12:53.446627] [DEBUG] [FORECASTER] DQ: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T10:12:53.658019] [DEBUG] [FORECASTER] DQ: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T10:12:53.864563] [DEBUG] [FORECASTER] DQ: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T10:12:54.069129] [DEBUG] [FORECASTER] DQ: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T10:12:54.278249] [DEBUG] [FORECASTER] DQ: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T10:12:54.490832] [DEBUG] [FORECASTER] DQ: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T10:12:54.491007] [INFO ] [CONFIGURE ] DQ: DISCARDED add_daily_returns (score: 70.00%)
[2025-11-25T10:12:54.491056] [INFO ] [CONFIGURE ] JOB ETA: 31.2m | Avg: 2.8s/test | Remaining: 680 tests
[2025-11-25T10:12:54.491096] [INFO ] [CONFIGURE ] DQ: Testing feature 4/29: add_ema
[2025-11-25T10:12:54.491134] [INFO ] [CONFIGURE ] DQ: Testing with features: ['add_ema']
[2025-11-25T10:12:54.736818] [DEBUG] [FORECASTER] DQ: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T10:12:54.979851] [DEBUG] [FORECASTER] DQ: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T10:12:55.223429] [DEBUG] [FORECASTER] DQ: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T10:12:55.474354] [DEBUG] [FORECASTER] DQ: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-25T10:12:55.723043] [DEBUG] [FORECASTER] DQ: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T10:12:55.971289] [DEBUG] [FORECASTER] DQ: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T10:12:56.215736] [DEBUG] [FORECASTER] DQ: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T10:12:56.462862] [DEBUG] [FORECASTER] DQ: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T10:12:56.702578] [DEBUG] [FORECASTER] DQ: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T10:12:56.954205] [DEBUG] [FORECASTER] DQ: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T10:12:56.954568] [INFO ] [CONFIGURE ] DQ: DISCARDED add_ema (score: 70.00%)
[2025-11-25T10:12:56.954701] [INFO ] [CONFIGURE ] JOB ETA: 31.2m | Avg: 2.8s/test | Remaining: 679 tests
[2025-11-25T10:12:56.954811] [INFO ] [CONFIGURE ] DQ: Testing feature 5/29: add_exhaustion_signals
[2025-11-25T10:12:56.954917] [INFO ] [CONFIGURE ] DQ: Testing with features: ['add_vwap', 'add_exhaustion_signals']
[2025-11-25T10:12:57.205579] [DEBUG] [FORECASTER] DQ: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T10:12:57.454603] [DEBUG] [FORECASTER] DQ: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T10:12:57.709378] [DEBUG] [FORECASTER] DQ: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T10:12:57.964019] [DEBUG] [FORECASTER] DQ: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1
[2025-11-25T10:12:58.225194] [DEBUG] [FORECASTER] DQ: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T10:12:58.481222] [DEBUG] [FORECASTER] DQ: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T10:12:58.737521] [DEBUG] [FORECASTER] DQ: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T10:12:58.995659] [DEBUG] [FORECASTER] DQ: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T10:12:59.263902] [DEBUG] [FORECASTER] DQ: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T10:12:59.531995] [DEBUG] [FORECASTER] DQ: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T10:12:59.532241] [INFO ] [CONFIGURE ] DQ: DISCARDED add_exhaustion_signals (score: 60.00%)
[2025-11-25T10:12:59.532315] [INFO ] [CONFIGURE ] JOB ETA: 31.2m | Avg: 2.8s/test | Remaining: 678 tests
[2025-11-25T10:12:59.532366] [INFO ] [CONFIGURE ] DQ: Testing feature 6/29: add_failed_moves
[2025-11-25T10:12:59.532407] [INFO ] [CONFIGURE ] DQ: Testing with features: ['add_failed_moves']
[2025-11-25T10:12:59.750568] [DEBUG] [FORECASTER] DQ: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T10:12:59.955937] [DEBUG] [FORECASTER] DQ: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T10:13:00.159563] [DEBUG] [FORECASTER] DQ: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T10:13:00.372524] [DEBUG] [FORECASTER] DQ: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-25T10:13:01.258307] [DEBUG] [FORECASTER] DQ: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T10:13:01.577042] [DEBUG] [FORECASTER] DQ: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T10:13:01.792175] [DEBUG] [FORECASTER] DQ: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T10:13:02.018173] [DEBUG] [FORECASTER] DQ: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T10:13:02.240091] [DEBUG] [FORECASTER] DQ: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T10:13:02.486957] [DEBUG] [FORECASTER] DQ: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T10:13:02.487176] [INFO ] [CONFIGURE ] DQ: DISCARDED add_failed_moves (score: 80.00%)
[2025-11-25T10:13:02.487230] [INFO ] [CONFIGURE ] JOB ETA: 31.1m | Avg: 2.8s/test | Remaining: 677 tests
[2025-11-25T10:13:02.487270] [INFO ] [CONFIGURE ] DQ: Testing feature 7/29: add_lag_shelf
[2025-11-25T10:13:02.487307] [INFO ] [CONFIGURE ] DQ: Testing with features: ['add_lag_shelf']
[2025-11-25T10:13:02.688119] [DEBUG] [FORECASTER] DQ: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T10:13:02.887666] [DEBUG] [FORECASTER] DQ: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T10:13:03.081259] [DEBUG] [FORECASTER] DQ: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T10:13:03.267806] [DEBUG] [FORECASTER] DQ: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-25T10:13:03.474264] [DEBUG] [FORECASTER] DQ: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T10:13:03.679405] [DEBUG] [FORECASTER] DQ: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T10:13:03.875437] [DEBUG] [FORECASTER] DQ: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T10:13:04.052840] [DEBUG] [FORECASTER] DQ: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T10:13:04.233818] [DEBUG] [FORECASTER] DQ: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T10:13:04.410989] [DEBUG] [FORECASTER] DQ: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T10:13:04.411186] [INFO ] [CONFIGURE ] DQ: DISCARDED add_lag_shelf (score: 80.00%)
[2025-11-25T10:13:04.411236] [INFO ] [CONFIGURE ] JOB ETA: 31.1m | Avg: 2.8s/test | Remaining: 676 tests
[2025-11-25T10:13:04.411274] [INFO ] [CONFIGURE ] DQ: Testing feature 8/29: add_macd
[2025-11-25T10:13:04.411310] [INFO ] [CONFIGURE ] DQ: Testing with features: ['add_vwap', 'add_macd']
[2025-11-25T10:13:04.674067] [DEBUG] [FORECASTER] DQ: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T10:13:04.934693] [DEBUG] [FORECASTER] DQ: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T10:13:05.201189] [DEBUG] [FORECASTER] DQ: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T10:13:05.471670] [DEBUG] [FORECASTER] DQ: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-25T10:13:05.754259] [DEBUG] [FORECASTER] DQ: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T10:13:06.051712] [DEBUG] [FORECASTER] DQ: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T10:13:06.361322] [DEBUG] [FORECASTER] DQ: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T10:13:06.643863] [DEBUG] [FORECASTER] DQ: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T10:13:06.915757] [DEBUG] [FORECASTER] DQ: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T10:13:07.199972] [DEBUG] [FORECASTER] DQ: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T10:13:07.200242] [INFO ] [CONFIGURE ] DQ: DISCARDED add_macd (score: 80.00%)
[2025-11-25T10:13:07.200309] [INFO ] [CONFIGURE ] JOB ETA: 31.0m | Avg: 2.8s/test | Remaining: 675 tests
[2025-11-25T10:13:07.200354] [INFO ] [CONFIGURE ] DQ: Testing feature 9/29: add_mfi
[2025-11-25T10:13:07.200400] [INFO ] [CONFIGURE ] DQ: Testing with features: ['add_mfi']
[2025-11-25T10:13:07.397010] [DEBUG] [FORECASTER] DQ: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T10:13:07.599372] [DEBUG] [FORECASTER] DQ: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T10:13:07.793104] [DEBUG] [FORECASTER] DQ: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T10:13:07.987028] [DEBUG] [FORECASTER] DQ: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-25T10:13:08.198263] [DEBUG] [FORECASTER] DQ: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T10:13:08.409053] [DEBUG] [FORECASTER] DQ: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T10:13:08.598243] [DEBUG] [FORECASTER] DQ: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T10:13:08.807548] [DEBUG] [FORECASTER] DQ: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T10:13:09.031814] [DEBUG] [FORECASTER] DQ: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T10:13:09.243697] [DEBUG] [FORECASTER] DQ: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T10:13:09.243909] [INFO ] [CONFIGURE ] DQ: DISCARDED add_mfi (score: 80.00%)
[2025-11-25T10:13:09.243966] [INFO ] [CONFIGURE ] JOB ETA: 31.0m | Avg: 2.8s/test | Remaining: 674 tests
[2025-11-25T10:13:09.244008] [INFO ] [CONFIGURE ] DQ: Testing feature 10/29: add_momentum_acceleration
[2025-11-25T10:13:09.244046] [INFO ] [CONFIGURE ] DQ: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-11-25T10:13:09.535122] [DEBUG] [FORECASTER] DQ: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T10:13:09.824852] [DEBUG] [FORECASTER] DQ: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T10:13:10.109906] [DEBUG] [FORECASTER] DQ: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T10:13:10.412856] [DEBUG] [FORECASTER] DQ: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1
[2025-11-25T10:13:10.721876] [DEBUG] [FORECASTER] DQ: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T10:13:11.028881] [DEBUG] [FORECASTER] DQ: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T10:13:11.334312] [DEBUG] [FORECASTER] DQ: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T10:13:11.637601] [DEBUG] [FORECASTER] DQ: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T10:13:11.941712] [DEBUG] [FORECASTER] DQ: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T10:13:12.240700] [DEBUG] [FORECASTER] DQ: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T10:13:12.240908] [INFO ] [CONFIGURE ] DQ: DISCARDED add_momentum_acceleration (score: 60.00%)
[2025-11-25T10:13:12.240973] [INFO ] [CONFIGURE ] JOB ETA: 30.9m | Avg: 2.8s/test | Remaining: 673 tests
[2025-11-25T10:13:12.241024] [INFO ] [CONFIGURE ] DQ: Testing feature 11/29: add_obv_daily
[2025-11-25T10:13:12.241069] [INFO ] [CONFIGURE ] DQ: Testing with features: ['add_obv_daily']
[2025-11-25T10:13:12.461787] [DEBUG] [FORECASTER] DQ: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T10:13:12.680569] [DEBUG] [FORECASTER] DQ: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T10:13:12.901351] [DEBUG] [FORECASTER] DQ: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T10:13:13.112800] [DEBUG] [FORECASTER] DQ: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-25T10:13:13.315910] [DEBUG] [FORECASTER] DQ: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T10:13:13.518953] [DEBUG] [FORECASTER] DQ: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T10:13:13.723990] [DEBUG] [FORECASTER] DQ: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T10:13:13.926912] [DEBUG] [FORECASTER] DQ: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-25T10:13:14.130098] [DEBUG] [FORECASTER] DQ: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T10:13:14.335972] [DEBUG] [FORECASTER] DQ: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T10:13:14.336155] [INFO ] [CONFIGURE ] DQ: DISCARDED add_obv_daily (score: 80.00%)
[2025-11-25T10:13:14.336207] [INFO ] [CONFIGURE ] JOB ETA: 30.9m | Avg: 2.8s/test | Remaining: 672 tests
[2025-11-25T10:13:14.336247] [INFO ] [CONFIGURE ] DQ: Testing feature 12/29: add_obv_interval
[2025-11-25T10:13:14.336285] [INFO ] [CONFIGURE ] DQ: Testing with features: ['add_obv_interval']
[2025-11-25T10:13:14.532001] [DEBUG] [FORECASTER] DQ: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T10:13:14.733246] [DEBUG] [FORECASTER] DQ: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T10:13:14.948973] [DEBUG] [FORECASTER] DQ: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T10:13:15.172886] [DEBUG] [FORECASTER] DQ: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-25T10:13:15.388470] [DEBUG] [FORECASTER] DQ: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T10:13:15.601961] [DEBUG] [FORECASTER] DQ: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T10:13:15.810000] [DEBUG] [FORECASTER] DQ: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T10:13:16.020631] [DEBUG] [FORECASTER] DQ: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T10:13:16.216111] [DEBUG] [FORECASTER] DQ: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T10:13:16.411542] [DEBUG] [FORECASTER] DQ: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T10:13:16.411756] [INFO ] [CONFIGURE ] DQ: DISCARDED add_obv_interval (score: 70.00%)
[2025-11-25T10:13:16.411839] [INFO ] [CONFIGURE ] JOB ETA: 30.8m | Avg: 2.8s/test | Remaining: 671 tests
[2025-11-25T10:13:16.411889] [INFO ] [CONFIGURE ] DQ: Testing feature 13/29: add_opening_strength
[2025-11-25T10:13:16.411940] [INFO ] [CONFIGURE ] DQ: Testing with features: ['add_daily_returns', 'add_opening_strength']
[2025-11-25T10:13:16.621087] [DEBUG] [FORECASTER] DQ: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T10:13:16.839714] [DEBUG] [FORECASTER] DQ: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T10:13:17.060998] [DEBUG] [FORECASTER] DQ: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T10:13:17.281829] [DEBUG] [FORECASTER] DQ: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1
[2025-11-25T10:13:17.508812] [DEBUG] [FORECASTER] DQ: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T10:13:17.738486] [DEBUG] [FORECASTER] DQ: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T10:13:17.965181] [DEBUG] [FORECASTER] DQ: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T10:13:18.197895] [DEBUG] [FORECASTER] DQ: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T10:13:18.425241] [DEBUG] [FORECASTER] DQ: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T10:13:18.651264] [DEBUG] [FORECASTER] DQ: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T10:13:18.651469] [INFO ] [CONFIGURE ] DQ: DISCARDED add_opening_strength (score: 60.00%)
[2025-11-25T10:13:18.651702] [INFO ] [CONFIGURE ] JOB ETA: 30.8m | Avg: 2.8s/test | Remaining: 670 tests
[2025-11-25T10:13:18.651815] [INFO ] [CONFIGURE ] DQ: Testing feature 14/29: add_order_flow_imbalance
[2025-11-25T10:13:18.651918] [INFO ] [CONFIGURE ] DQ: Testing with features: ['add_order_flow_imbalance']
[2025-11-25T10:13:18.875148] [DEBUG] [FORECASTER] DQ: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T10:13:19.104482] [DEBUG] [FORECASTER] DQ: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T10:13:19.341945] [DEBUG] [FORECASTER] DQ: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T10:13:19.575133] [DEBUG] [FORECASTER] DQ: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-25T10:13:19.802890] [DEBUG] [FORECASTER] DQ: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T10:13:20.033397] [DEBUG] [FORECASTER] DQ: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T10:13:20.263556] [DEBUG] [FORECASTER] DQ: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T10:13:20.488060] [DEBUG] [FORECASTER] DQ: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T10:13:20.716399] [DEBUG] [FORECASTER] DQ: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T10:13:20.943991] [DEBUG] [FORECASTER] DQ: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T10:13:20.944190] [INFO ] [CONFIGURE ] DQ: DISCARDED add_order_flow_imbalance (score: 80.00%)
[2025-11-25T10:13:20.944401] [INFO ] [CONFIGURE ] JOB ETA: 30.7m | Avg: 2.8s/test | Remaining: 669 tests
[2025-11-25T10:13:20.944510] [INFO ] [CONFIGURE ] DQ: Testing feature 15/29: add_pbf_morning_momentum
[2025-11-25T10:13:20.944564] [INFO ] [CONFIGURE ] DQ: Testing with features: ['add_pbf_morning_momentum']
[2025-11-25T10:13:21.141040] [DEBUG] [FORECASTER] DQ: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T10:13:21.337284] [DEBUG] [FORECASTER] DQ: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T10:13:21.531398] [DEBUG] [FORECASTER] DQ: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T10:13:21.727930] [DEBUG] [FORECASTER] DQ: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-25T10:13:21.935162] [DEBUG] [FORECASTER] DQ: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T10:13:22.139722] [DEBUG] [FORECASTER] DQ: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T10:13:22.332910] [DEBUG] [FORECASTER] DQ: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T10:13:22.535602] [DEBUG] [FORECASTER] DQ: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T10:13:22.722756] [DEBUG] [FORECASTER] DQ: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T10:13:22.902417] [DEBUG] [FORECASTER] DQ: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T10:13:22.902581] [INFO ] [CONFIGURE ] DQ: DISCARDED add_pbf_morning_momentum (score: 80.00%)
[2025-11-25T10:13:22.902633] [INFO ] [CONFIGURE ] JOB ETA: 30.7m | Avg: 2.8s/test | Remaining: 668 tests
[2025-11-25T10:13:22.902730] [INFO ] [CONFIGURE ] DQ: Testing feature 16/29: add_pbf_overnight_gap
[2025-11-25T10:13:22.902782] [INFO ] [CONFIGURE ] DQ: Testing with features: ['add_pbf_overnight_gap']
[2025-11-25T10:13:23.100098] [DEBUG] [FORECASTER] DQ: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T10:13:23.302161] [DEBUG] [FORECASTER] DQ: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T10:13:23.501595] [DEBUG] [FORECASTER] DQ: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T10:13:23.704821] [DEBUG] [FORECASTER] DQ: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-25T10:13:23.926288] [DEBUG] [FORECASTER] DQ: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T10:13:24.140708] [DEBUG] [FORECASTER] DQ: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T10:13:24.350034] [DEBUG] [FORECASTER] DQ: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T10:13:24.558103] [DEBUG] [FORECASTER] DQ: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T10:13:24.753487] [DEBUG] [FORECASTER] DQ: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T10:13:24.952100] [DEBUG] [FORECASTER] DQ: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T10:13:24.952265] [INFO ] [CONFIGURE ] DQ: DISCARDED add_pbf_overnight_gap (score: 70.00%)
[2025-11-25T10:13:24.952313] [INFO ] [CONFIGURE ] JOB ETA: 30.6m | Avg: 2.8s/test | Remaining: 667 tests
[2025-11-25T10:13:24.952351] [INFO ] [CONFIGURE ] DQ: Testing feature 17/29: add_pbf_return_2d
[2025-11-25T10:13:24.952387] [INFO ] [CONFIGURE ] DQ: Testing with features: ['add_pbf_return_2d']
[2025-11-25T10:13:25.144622] [DEBUG] [FORECASTER] DQ: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T10:13:25.340389] [DEBUG] [FORECASTER] DQ: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T10:13:25.533693] [DEBUG] [FORECASTER] DQ: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T10:13:25.724982] [DEBUG] [FORECASTER] DQ: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-25T10:13:25.952279] [DEBUG] [FORECASTER] DQ: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T10:13:26.155557] [DEBUG] [FORECASTER] DQ: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T10:13:26.359333] [DEBUG] [FORECASTER] DQ: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T10:13:26.556370] [DEBUG] [FORECASTER] DQ: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T10:13:26.754613] [DEBUG] [FORECASTER] DQ: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T10:13:26.961154] [DEBUG] [FORECASTER] DQ: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T10:13:26.961390] [INFO ] [CONFIGURE ] DQ: DISCARDED add_pbf_return_2d (score: 80.00%)
[2025-11-25T10:13:26.961454] [INFO ] [CONFIGURE ] JOB ETA: 30.6m | Avg: 2.8s/test | Remaining: 666 tests
[2025-11-25T10:13:26.961505] [INFO ] [CONFIGURE ] DQ: Testing feature 18/29: add_pbf_volatility_5d
[2025-11-25T10:13:26.961552] [INFO ] [CONFIGURE ] DQ: Testing with features: ['add_pbf_volatility_5d']
[2025-11-25T10:13:27.135718] [DEBUG] [FORECASTER] DQ: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T10:13:27.303857] [DEBUG] [FORECASTER] DQ: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T10:13:27.473265] [DEBUG] [FORECASTER] DQ: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T10:13:27.643104] [DEBUG] [FORECASTER] DQ: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-25T10:13:27.817713] [DEBUG] [FORECASTER] DQ: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T10:13:27.994915] [DEBUG] [FORECASTER] DQ: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T10:13:28.167778] [DEBUG] [FORECASTER] DQ: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T10:13:28.340898] [DEBUG] [FORECASTER] DQ: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T10:13:28.513886] [DEBUG] [FORECASTER] DQ: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T10:13:28.686376] [DEBUG] [FORECASTER] DQ: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T10:13:28.686535] [INFO ] [CONFIGURE ] DQ: DISCARDED add_pbf_volatility_5d (score: 80.00%)
[2025-11-25T10:13:28.686583] [INFO ] [CONFIGURE ] JOB ETA: 30.5m | Avg: 2.8s/test | Remaining: 665 tests
[2025-11-25T10:13:28.686622] [INFO ] [CONFIGURE ] DQ: Testing feature 19/29: add_pbf_vs_sma_5
[2025-11-25T10:13:28.686678] [INFO ] [CONFIGURE ] DQ: Testing with features: ['add_pbf_vs_sma_5']
[2025-11-25T10:13:28.860571] [DEBUG] [FORECASTER] DQ: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T10:13:29.036015] [DEBUG] [FORECASTER] DQ: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T10:13:29.211671] [DEBUG] [FORECASTER] DQ: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T10:13:29.392588] [DEBUG] [FORECASTER] DQ: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-25T10:13:29.569940] [DEBUG] [FORECASTER] DQ: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T10:13:29.762432] [DEBUG] [FORECASTER] DQ: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T10:13:29.941296] [DEBUG] [FORECASTER] DQ: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T10:13:30.117035] [DEBUG] [FORECASTER] DQ: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T10:13:30.295964] [DEBUG] [FORECASTER] DQ: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T10:13:30.481098] [DEBUG] [FORECASTER] DQ: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T10:13:30.481359] [INFO ] [CONFIGURE ] DQ: DISCARDED add_pbf_vs_sma_5 (score: 80.00%)
[2025-11-25T10:13:30.481482] [INFO ] [CONFIGURE ] JOB ETA: 30.5m | Avg: 2.8s/test | Remaining: 664 tests
[2025-11-25T10:13:30.481592] [INFO ] [CONFIGURE ] DQ: Testing feature 20/29: add_price_rejection
[2025-11-25T10:13:30.481719] [INFO ] [CONFIGURE ] DQ: Testing with features: ['add_price_rejection']
[2025-11-25T10:13:30.668794] [DEBUG] [FORECASTER] DQ: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T10:13:30.867551] [DEBUG] [FORECASTER] DQ: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T10:13:31.057515] [DEBUG] [FORECASTER] DQ: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T10:13:31.251674] [DEBUG] [FORECASTER] DQ: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-25T10:13:31.472402] [DEBUG] [FORECASTER] DQ: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T10:13:31.685529] [DEBUG] [FORECASTER] DQ: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T10:13:31.894093] [DEBUG] [FORECASTER] DQ: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T10:13:32.100606] [DEBUG] [FORECASTER] DQ: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T10:13:32.314362] [DEBUG] [FORECASTER] DQ: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T10:13:32.513989] [DEBUG] [FORECASTER] DQ: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T10:13:32.514155] [INFO ] [CONFIGURE ] DQ: DISCARDED add_price_rejection (score: 70.00%)
[2025-11-25T10:13:32.514229] [INFO ] [CONFIGURE ] JOB ETA: 30.4m | Avg: 2.8s/test | Remaining: 663 tests
[2025-11-25T10:13:32.514283] [INFO ] [CONFIGURE ] DQ: Testing feature 21/29: add_range_position
[2025-11-25T10:13:32.514345] [INFO ] [CONFIGURE ] DQ: Testing with features: ['add_range_position']
[2025-11-25T10:13:32.745725] [DEBUG] [FORECASTER] DQ: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T10:13:32.954501] [DEBUG] [FORECASTER] DQ: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T10:13:33.161948] [DEBUG] [FORECASTER] DQ: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T10:13:33.373351] [DEBUG] [FORECASTER] DQ: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-25T10:13:33.592285] [DEBUG] [FORECASTER] DQ: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T10:13:33.817416] [DEBUG] [FORECASTER] DQ: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T10:13:34.027294] [DEBUG] [FORECASTER] DQ: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T10:13:34.240254] [DEBUG] [FORECASTER] DQ: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T10:13:34.465704] [DEBUG] [FORECASTER] DQ: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T10:13:34.681420] [DEBUG] [FORECASTER] DQ: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T10:13:34.681600] [INFO ] [CONFIGURE ] DQ: DISCARDED add_range_position (score: 70.00%)
[2025-11-25T10:13:34.681668] [INFO ] [CONFIGURE ] JOB ETA: 30.4m | Avg: 2.8s/test | Remaining: 662 tests
[2025-11-25T10:13:34.681736] [INFO ] [CONFIGURE ] DQ: Testing feature 22/29: add_realized_volatility
[2025-11-25T10:13:34.681787] [INFO ] [CONFIGURE ] DQ: Testing with features: ['add_realized_volatility']
[2025-11-25T10:13:34.984766] [DEBUG] [FORECASTER] DQ: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T10:13:35.281569] [DEBUG] [FORECASTER] DQ: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T10:13:35.589117] [DEBUG] [FORECASTER] DQ: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T10:13:35.892956] [DEBUG] [FORECASTER] DQ: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-25T10:13:36.219470] [DEBUG] [FORECASTER] DQ: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T10:13:36.548068] [DEBUG] [FORECASTER] DQ: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T10:13:36.854486] [DEBUG] [FORECASTER] DQ: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T10:13:37.186819] [DEBUG] [FORECASTER] DQ: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T10:13:37.514459] [DEBUG] [FORECASTER] DQ: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T10:13:37.856525] [DEBUG] [FORECASTER] DQ: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T10:13:37.857038] [INFO ] [CONFIGURE ] DQ: DISCARDED add_realized_volatility (score: 80.00%)
[2025-11-25T10:13:37.857124] [INFO ] [CONFIGURE ] JOB ETA: 30.4m | Avg: 2.8s/test | Remaining: 661 tests
[2025-11-25T10:13:37.857182] [INFO ] [CONFIGURE ] DQ: Testing feature 23/29: add_recent_range_context
[2025-11-25T10:13:37.857231] [INFO ] [CONFIGURE ] DQ: Testing with features: ['add_recent_range_context']
[2025-11-25T10:13:38.070310] [DEBUG] [FORECASTER] DQ: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T10:13:38.284725] [DEBUG] [FORECASTER] DQ: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T10:13:38.493383] [DEBUG] [FORECASTER] DQ: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T10:13:38.707071] [DEBUG] [FORECASTER] DQ: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-25T10:13:38.922388] [DEBUG] [FORECASTER] DQ: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T10:13:39.154366] [DEBUG] [FORECASTER] DQ: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T10:13:39.374834] [DEBUG] [FORECASTER] DQ: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T10:13:39.589604] [DEBUG] [FORECASTER] DQ: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T10:13:39.822574] [DEBUG] [FORECASTER] DQ: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T10:13:40.040295] [DEBUG] [FORECASTER] DQ: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T10:13:40.040539] [INFO ] [CONFIGURE ] DQ: DISCARDED add_recent_range_context (score: 80.00%)
[2025-11-25T10:13:40.040605] [INFO ] [CONFIGURE ] JOB ETA: 30.3m | Avg: 2.8s/test | Remaining: 660 tests
[2025-11-25T10:13:40.040682] [INFO ] [CONFIGURE ] DQ: Testing feature 24/29: add_rsi
[2025-11-25T10:13:40.040783] [INFO ] [CONFIGURE ] DQ: Testing with features: ['add_ema', 'add_rsi']
[2025-11-25T10:13:40.312914] [DEBUG] [FORECASTER] DQ: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T10:13:40.582243] [DEBUG] [FORECASTER] DQ: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T10:13:40.861913] [DEBUG] [FORECASTER] DQ: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T10:13:41.145562] [DEBUG] [FORECASTER] DQ: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-25T10:13:41.414251] [DEBUG] [FORECASTER] DQ: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T10:13:41.663974] [DEBUG] [FORECASTER] DQ: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T10:13:41.904947] [DEBUG] [FORECASTER] DQ: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T10:13:42.138559] [DEBUG] [FORECASTER] DQ: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T10:13:42.402925] [DEBUG] [FORECASTER] DQ: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T10:13:42.670940] [DEBUG] [FORECASTER] DQ: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T10:13:42.671139] [INFO ] [CONFIGURE ] DQ: DISCARDED add_rsi (score: 80.00%)
[2025-11-25T10:13:42.671199] [INFO ] [CONFIGURE ] JOB ETA: 30.3m | Avg: 2.8s/test | Remaining: 659 tests
[2025-11-25T10:13:42.671247] [INFO ] [CONFIGURE ] DQ: Testing feature 25/29: add_tick_distribution
[2025-11-25T10:13:42.671291] [INFO ] [CONFIGURE ] DQ: Testing with features: ['add_tick_distribution']
[2025-11-25T10:13:42.891850] [DEBUG] [FORECASTER] DQ: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T10:13:43.105290] [DEBUG] [FORECASTER] DQ: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T10:13:43.317225] [DEBUG] [FORECASTER] DQ: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T10:13:43.524589] [DEBUG] [FORECASTER] DQ: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-25T10:13:43.737802] [DEBUG] [FORECASTER] DQ: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T10:13:43.970273] [DEBUG] [FORECASTER] DQ: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T10:13:44.185022] [DEBUG] [FORECASTER] DQ: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T10:13:44.401775] [DEBUG] [FORECASTER] DQ: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T10:13:44.620040] [DEBUG] [FORECASTER] DQ: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T10:13:44.829988] [DEBUG] [FORECASTER] DQ: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T10:13:44.830171] [INFO ] [CONFIGURE ] DQ: DISCARDED add_tick_distribution (score: 80.00%)
[2025-11-25T10:13:44.830222] [INFO ] [CONFIGURE ] JOB ETA: 30.2m | Avg: 2.8s/test | Remaining: 658 tests
[2025-11-25T10:13:44.830261] [INFO ] [CONFIGURE ] DQ: Testing feature 26/29: add_volume_momentum_confirmation
[2025-11-25T10:13:44.830297] [INFO ] [CONFIGURE ] DQ: Testing with features: ['add_volume_momentum_confirmation']
[2025-11-25T10:13:45.065000] [DEBUG] [FORECASTER] DQ: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T10:13:45.301387] [DEBUG] [FORECASTER] DQ: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T10:13:45.518999] [DEBUG] [FORECASTER] DQ: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T10:13:45.732097] [DEBUG] [FORECASTER] DQ: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-25T10:13:45.954947] [DEBUG] [FORECASTER] DQ: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T10:13:46.166021] [DEBUG] [FORECASTER] DQ: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T10:13:46.373948] [DEBUG] [FORECASTER] DQ: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T10:13:46.579923] [DEBUG] [FORECASTER] DQ: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T10:13:46.777800] [DEBUG] [FORECASTER] DQ: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T10:13:46.977711] [DEBUG] [FORECASTER] DQ: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T10:13:46.978045] [INFO ] [CONFIGURE ] DQ: DISCARDED add_volume_momentum_confirmation (score: 70.00%)
[2025-11-25T10:13:46.978164] [INFO ] [CONFIGURE ] JOB ETA: 30.2m | Avg: 2.8s/test | Remaining: 657 tests
[2025-11-25T10:13:46.978271] [INFO ] [CONFIGURE ] DQ: Testing feature 27/29: add_volume_price_divergence
[2025-11-25T10:13:46.978375] [INFO ] [CONFIGURE ] DQ: Testing with features: ['add_volume_price_divergence']
[2025-11-25T10:13:47.186582] [DEBUG] [FORECASTER] DQ: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T10:13:47.386591] [DEBUG] [FORECASTER] DQ: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T10:13:47.589539] [DEBUG] [FORECASTER] DQ: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T10:13:47.793732] [DEBUG] [FORECASTER] DQ: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-25T10:13:48.000484] [DEBUG] [FORECASTER] DQ: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T10:13:48.206122] [DEBUG] [FORECASTER] DQ: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T10:13:48.417516] [DEBUG] [FORECASTER] DQ: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T10:13:48.627014] [DEBUG] [FORECASTER] DQ: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T10:13:48.837352] [DEBUG] [FORECASTER] DQ: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T10:13:49.045446] [DEBUG] [FORECASTER] DQ: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T10:13:49.045624] [INFO ] [CONFIGURE ] DQ: DISCARDED add_volume_price_divergence (score: 80.00%)
[2025-11-25T10:13:49.045701] [INFO ] [CONFIGURE ] JOB ETA: 30.1m | Avg: 2.8s/test | Remaining: 656 tests
[2025-11-25T10:13:49.045750] [INFO ] [CONFIGURE ] DQ: Testing feature 28/29: add_volume_profile
[2025-11-25T10:13:49.045789] [INFO ] [CONFIGURE ] DQ: Testing with features: ['add_volume_profile']
[2025-11-25T10:13:49.247554] [DEBUG] [FORECASTER] DQ: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T10:13:49.450669] [DEBUG] [FORECASTER] DQ: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T10:13:49.650191] [DEBUG] [FORECASTER] DQ: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T10:13:49.850007] [DEBUG] [FORECASTER] DQ: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-25T10:13:50.048540] [DEBUG] [FORECASTER] DQ: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T10:13:50.252985] [DEBUG] [FORECASTER] DQ: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T10:13:50.453521] [DEBUG] [FORECASTER] DQ: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T10:13:50.654529] [DEBUG] [FORECASTER] DQ: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T10:13:50.864754] [DEBUG] [FORECASTER] DQ: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T10:13:51.068675] [DEBUG] [FORECASTER] DQ: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T10:13:51.068849] [INFO ] [CONFIGURE ] DQ: DISCARDED add_volume_profile (score: 70.00%)
[2025-11-25T10:13:51.068907] [INFO ] [CONFIGURE ] JOB ETA: 30.1m | Avg: 2.8s/test | Remaining: 655 tests
[2025-11-25T10:13:51.068945] [INFO ] [CONFIGURE ] DQ: Testing feature 29/29: add_vwap
[2025-11-25T10:13:51.069001] [INFO ] [CONFIGURE ] DQ: Testing with features: ['add_vwap']
[2025-11-25T10:13:51.270900] [DEBUG] [FORECASTER] DQ: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T10:13:51.474854] [DEBUG] [FORECASTER] DQ: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T10:13:51.676851] [DEBUG] [FORECASTER] DQ: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T10:13:51.877330] [DEBUG] [FORECASTER] DQ: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-25T10:13:52.078721] [DEBUG] [FORECASTER] DQ: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T10:13:52.286343] [DEBUG] [FORECASTER] DQ: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T10:13:52.489638] [DEBUG] [FORECASTER] DQ: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T10:13:52.695967] [DEBUG] [FORECASTER] DQ: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T10:13:52.917482] [DEBUG] [FORECASTER] DQ: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T10:13:53.162894] [DEBUG] [FORECASTER] DQ: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T10:13:53.163174] [INFO ] [CONFIGURE ] DQ: DISCARDED add_vwap (score: 80.00%)
[2025-11-25T10:13:53.163240] [INFO ] [CONFIGURE ] JOB ETA: 30.0m | Avg: 2.8s/test | Remaining: 654 tests
[2025-11-25T10:13:53.163293] [INFO ] [CONFIGURE ] DQ: ===== FEATURE SELECTION COMPLETE =====
[2025-11-25T10:13:53.163340] [INFO ] [CONFIGURE ] DQ: Best accuracy: 80.00%
[2025-11-25T10:13:53.163384] [INFO ] [CONFIGURE ] DQ: Best feature set (0 features): []
[2025-11-25T10:13:53.163426] [INFO ] [CONFIGURE ] DQ: Improvement over baseline: 0.00%
[2025-11-25T10:13:53.163465] [INFO ] [CONFIGURE ] DQ: Total time: 1.1 minutes
[2025-11-25T10:13:53.163505] [INFO ] [CONFIGURE ] DQ: Average time per feature: 2.3 seconds
[2025-11-25T10:13:53.163546] [INFO ] [CONFIGURE ] DQ: Average speed: 0.44 features/sec
[2025-11-25T10:13:53.164268] [INFO ] [LOCAL     ] Saved configuration for DQ: 0 features, 80.00% accuracy -> ./output/feature-sets/DQ.json
[2025-11-25T10:13:53.164421] [INFO ] [CONFIGURE ] DQ: Configuration saved successfully: 0 features, 80.00% accuracy.
[2025-11-25T10:13:53.164580] [INFO ] [sig       ] [143/164] Successfully configured DQ | 0.01 sym/s | Total: 3.2h | ETA: 28.3m
[2025-11-25T10:13:53.164769] [INFO ] [sig       ] [144/164] Configuring DRD...
[2025-11-25T10:13:53.164913] [INFO ] [CONFIGURE ] DRD: Configurate test run.
[2025-11-25T10:13:53.165061] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DRD' from 'https://tdm.silogroup.org/data/derivative_storage/DRD.csv'.
[2025-11-25T10:13:53.182563] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'DRD'.
[2025-11-25T10:13:53.183372] [INFO ] [CONFIGURE ] DRD: Testing with 29 available features
[2025-11-25T10:13:53.183538] [INFO ] [CONFIGURE ] DRD: Establishing baseline with no features...
[2025-11-25T10:13:53.429332] [DEBUG] [FORECASTER] DRD: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T10:13:53.645260] [DEBUG] [FORECASTER] DRD: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T10:13:53.841272] [DEBUG] [FORECASTER] DRD: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T10:13:54.022557] [DEBUG] [FORECASTER] DRD: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T10:13:54.198385] [DEBUG] [FORECASTER] DRD: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T10:13:54.373085] [DEBUG] [FORECASTER] DRD: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T10:13:54.545766] [DEBUG] [FORECASTER] DRD: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T10:13:54.715319] [DEBUG] [FORECASTER] DRD: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T10:13:54.888081] [DEBUG] [FORECASTER] DRD: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T10:13:55.060035] [DEBUG] [FORECASTER] DRD: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T10:13:55.060237] [INFO ] [CONFIGURE ] DRD: Baseline score (no features): 50.00%
[2025-11-25T10:13:55.060288] [INFO ] [CONFIGURE ] DRD: Testing feature 1/29: add_bollinger_bands
[2025-11-25T10:13:55.060330] [INFO ] [CONFIGURE ] DRD: Testing with features: ['add_bollinger_bands']
[2025-11-25T10:13:55.266108] [DEBUG] [FORECASTER] DRD: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T10:13:55.467248] [DEBUG] [FORECASTER] DRD: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T10:13:55.669134] [DEBUG] [FORECASTER] DRD: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T10:13:55.912215] [DEBUG] [FORECASTER] DRD: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T10:13:56.115722] [DEBUG] [FORECASTER] DRD: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T10:13:56.332853] [DEBUG] [FORECASTER] DRD: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T10:13:56.594843] [DEBUG] [FORECASTER] DRD: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T10:13:56.820771] [DEBUG] [FORECASTER] DRD: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T10:13:57.062555] [DEBUG] [FORECASTER] DRD: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T10:13:57.295064] [DEBUG] [FORECASTER] DRD: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T10:13:57.295297] [INFO ] [CONFIGURE ] DRD: DISCARDED add_bollinger_bands (score: 50.00%)
[2025-11-25T10:13:57.295365] [INFO ] [CONFIGURE ] JOB ETA: 30.0m | Avg: 2.8s/test | Remaining: 653 tests
[2025-11-25T10:13:57.295417] [INFO ] [CONFIGURE ] DRD: Testing feature 2/29: add_cumulative_delta
[2025-11-25T10:13:57.295469] [INFO ] [CONFIGURE ] DRD: Testing with features: ['add_cumulative_delta']
[2025-11-25T10:13:57.528149] [DEBUG] [FORECASTER] DRD: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T10:13:57.765739] [DEBUG] [FORECASTER] DRD: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T10:13:57.991545] [DEBUG] [FORECASTER] DRD: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T10:13:58.202716] [DEBUG] [FORECASTER] DRD: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T10:13:58.414330] [DEBUG] [FORECASTER] DRD: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T10:13:58.622637] [DEBUG] [FORECASTER] DRD: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T10:13:58.827620] [DEBUG] [FORECASTER] DRD: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T10:13:59.032224] [DEBUG] [FORECASTER] DRD: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-25T10:13:59.239506] [DEBUG] [FORECASTER] DRD: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T10:13:59.445894] [DEBUG] [FORECASTER] DRD: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T10:13:59.446073] [INFO ] [CONFIGURE ] DRD: KEPT add_cumulative_delta (score: 60.00%)
[2025-11-25T10:13:59.446123] [INFO ] [CONFIGURE ] JOB ETA: 29.9m | Avg: 2.8s/test | Remaining: 652 tests
[2025-11-25T10:13:59.446163] [INFO ] [CONFIGURE ] DRD: Testing feature 3/29: add_daily_returns
[2025-11-25T10:13:59.446200] [INFO ] [CONFIGURE ] DRD: Testing with features: ['add_cumulative_delta', 'add_daily_returns']
[2025-11-25T10:13:59.671126] [DEBUG] [FORECASTER] DRD: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T10:13:59.895151] [DEBUG] [FORECASTER] DRD: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T10:14:00.122859] [DEBUG] [FORECASTER] DRD: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T10:14:00.346489] [DEBUG] [FORECASTER] DRD: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T10:14:01.283295] [DEBUG] [FORECASTER] DRD: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T10:14:01.651907] [DEBUG] [FORECASTER] DRD: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T10:14:01.906903] [DEBUG] [FORECASTER] DRD: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T10:14:02.138614] [DEBUG] [FORECASTER] DRD: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-25T10:14:02.370172] [DEBUG] [FORECASTER] DRD: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T10:14:02.602765] [DEBUG] [FORECASTER] DRD: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T10:14:02.603003] [INFO ] [CONFIGURE ] DRD: DISCARDED add_daily_returns (score: 50.00%)
[2025-11-25T10:14:02.603062] [INFO ] [CONFIGURE ] JOB ETA: 29.9m | Avg: 2.8s/test | Remaining: 651 tests
[2025-11-25T10:14:02.603103] [INFO ] [CONFIGURE ] DRD: Testing feature 4/29: add_ema
[2025-11-25T10:14:02.603141] [INFO ] [CONFIGURE ] DRD: Testing with features: ['add_cumulative_delta', 'add_ema']
[2025-11-25T10:14:02.873353] [DEBUG] [FORECASTER] DRD: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T10:14:03.132611] [DEBUG] [FORECASTER] DRD: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T10:14:03.402941] [DEBUG] [FORECASTER] DRD: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T10:14:03.661512] [DEBUG] [FORECASTER] DRD: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T10:14:03.917379] [DEBUG] [FORECASTER] DRD: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T10:14:04.173772] [DEBUG] [FORECASTER] DRD: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T10:14:04.434484] [DEBUG] [FORECASTER] DRD: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T10:14:04.702051] [DEBUG] [FORECASTER] DRD: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-25T10:14:04.962896] [DEBUG] [FORECASTER] DRD: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T10:14:05.229617] [DEBUG] [FORECASTER] DRD: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T10:14:05.229853] [INFO ] [CONFIGURE ] DRD: DISCARDED add_ema (score: 50.00%)
[2025-11-25T10:14:05.229916] [INFO ] [CONFIGURE ] JOB ETA: 29.8m | Avg: 2.8s/test | Remaining: 650 tests
[2025-11-25T10:14:05.229964] [INFO ] [CONFIGURE ] DRD: Testing feature 5/29: add_exhaustion_signals
[2025-11-25T10:14:05.230010] [INFO ] [CONFIGURE ] DRD: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals']
[2025-11-25T10:14:05.479221] [DEBUG] [FORECASTER] DRD: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T10:14:05.729290] [DEBUG] [FORECASTER] DRD: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T10:14:06.002283] [DEBUG] [FORECASTER] DRD: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T10:14:06.276967] [DEBUG] [FORECASTER] DRD: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T10:14:06.547180] [DEBUG] [FORECASTER] DRD: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T10:14:06.816622] [DEBUG] [FORECASTER] DRD: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T10:14:07.072323] [DEBUG] [FORECASTER] DRD: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T10:14:07.331597] [DEBUG] [FORECASTER] DRD: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-25T10:14:07.598474] [DEBUG] [FORECASTER] DRD: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T10:14:07.850341] [DEBUG] [FORECASTER] DRD: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T10:14:07.850529] [INFO ] [CONFIGURE ] DRD: DISCARDED add_exhaustion_signals (score: 50.00%)
[2025-11-25T10:14:07.850589] [INFO ] [CONFIGURE ] JOB ETA: 29.8m | Avg: 2.8s/test | Remaining: 649 tests
[2025-11-25T10:14:07.850638] [INFO ] [CONFIGURE ] DRD: Testing feature 6/29: add_failed_moves
[2025-11-25T10:14:07.850707] [INFO ] [CONFIGURE ] DRD: Testing with features: ['add_cumulative_delta', 'add_failed_moves']
[2025-11-25T10:14:08.063287] [DEBUG] [FORECASTER] DRD: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T10:14:08.279631] [DEBUG] [FORECASTER] DRD: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T10:14:08.494149] [DEBUG] [FORECASTER] DRD: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T10:14:08.705984] [DEBUG] [FORECASTER] DRD: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T10:14:08.920705] [DEBUG] [FORECASTER] DRD: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T10:14:09.132954] [DEBUG] [FORECASTER] DRD: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T10:14:09.360231] [DEBUG] [FORECASTER] DRD: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T10:14:09.572684] [DEBUG] [FORECASTER] DRD: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-25T10:14:09.789753] [DEBUG] [FORECASTER] DRD: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T10:14:10.008253] [DEBUG] [FORECASTER] DRD: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T10:14:10.008442] [INFO ] [CONFIGURE ] DRD: DISCARDED add_failed_moves (score: 60.00%)
[2025-11-25T10:14:10.008500] [INFO ] [CONFIGURE ] JOB ETA: 29.7m | Avg: 2.8s/test | Remaining: 648 tests
[2025-11-25T10:14:10.008548] [INFO ] [CONFIGURE ] DRD: Testing feature 7/29: add_lag_shelf
[2025-11-25T10:14:10.008593] [INFO ] [CONFIGURE ] DRD: Testing with features: ['add_cumulative_delta', 'add_lag_shelf']
[2025-11-25T10:14:10.211561] [DEBUG] [FORECASTER] DRD: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T10:14:10.413418] [DEBUG] [FORECASTER] DRD: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T10:14:10.618215] [DEBUG] [FORECASTER] DRD: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T10:14:10.844184] [DEBUG] [FORECASTER] DRD: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T10:14:11.067400] [DEBUG] [FORECASTER] DRD: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T10:14:11.300469] [DEBUG] [FORECASTER] DRD: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T10:14:11.536267] [DEBUG] [FORECASTER] DRD: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T10:14:11.765832] [DEBUG] [FORECASTER] DRD: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-25T10:14:11.988325] [DEBUG] [FORECASTER] DRD: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T10:14:12.218008] [DEBUG] [FORECASTER] DRD: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T10:14:12.218205] [INFO ] [CONFIGURE ] DRD: DISCARDED add_lag_shelf (score: 60.00%)
[2025-11-25T10:14:12.218255] [INFO ] [CONFIGURE ] JOB ETA: 29.7m | Avg: 2.8s/test | Remaining: 647 tests
[2025-11-25T10:14:12.218294] [INFO ] [CONFIGURE ] DRD: Testing feature 8/29: add_macd
[2025-11-25T10:14:12.218331] [INFO ] [CONFIGURE ] DRD: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_macd']
[2025-11-25T10:14:12.544516] [DEBUG] [FORECASTER] DRD: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T10:14:12.868394] [DEBUG] [FORECASTER] DRD: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T10:14:13.196361] [DEBUG] [FORECASTER] DRD: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T10:14:13.525968] [DEBUG] [FORECASTER] DRD: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T10:14:13.847302] [DEBUG] [FORECASTER] DRD: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T10:14:14.185561] [DEBUG] [FORECASTER] DRD: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T10:14:14.514068] [DEBUG] [FORECASTER] DRD: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T10:14:14.867248] [DEBUG] [FORECASTER] DRD: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-25T10:14:15.182635] [DEBUG] [FORECASTER] DRD: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T10:14:15.502023] [DEBUG] [FORECASTER] DRD: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T10:14:15.502261] [INFO ] [CONFIGURE ] DRD: DISCARDED add_macd (score: 50.00%)
[2025-11-25T10:14:15.502319] [INFO ] [CONFIGURE ] JOB ETA: 29.6m | Avg: 2.8s/test | Remaining: 646 tests
[2025-11-25T10:14:15.502370] [INFO ] [CONFIGURE ] DRD: Testing feature 9/29: add_mfi
[2025-11-25T10:14:15.502415] [INFO ] [CONFIGURE ] DRD: Testing with features: ['add_cumulative_delta', 'add_mfi']
[2025-11-25T10:14:15.731545] [DEBUG] [FORECASTER] DRD: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T10:14:15.966195] [DEBUG] [FORECASTER] DRD: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T10:14:16.192405] [DEBUG] [FORECASTER] DRD: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T10:14:16.425919] [DEBUG] [FORECASTER] DRD: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T10:14:16.653165] [DEBUG] [FORECASTER] DRD: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T10:14:16.881631] [DEBUG] [FORECASTER] DRD: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T10:14:17.116250] [DEBUG] [FORECASTER] DRD: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T10:14:17.356713] [DEBUG] [FORECASTER] DRD: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-25T10:14:17.592589] [DEBUG] [FORECASTER] DRD: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T10:14:17.829576] [DEBUG] [FORECASTER] DRD: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T10:14:17.829807] [INFO ] [CONFIGURE ] DRD: DISCARDED add_mfi (score: 50.00%)
[2025-11-25T10:14:17.829870] [INFO ] [CONFIGURE ] JOB ETA: 29.6m | Avg: 2.8s/test | Remaining: 645 tests
[2025-11-25T10:14:17.829919] [INFO ] [CONFIGURE ] DRD: Testing feature 10/29: add_momentum_acceleration
[2025-11-25T10:14:17.829965] [INFO ] [CONFIGURE ] DRD: Testing with features: ['add_cumulative_delta', 'add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-11-25T10:14:18.167211] [DEBUG] [FORECASTER] DRD: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T10:14:18.477048] [DEBUG] [FORECASTER] DRD: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T10:14:18.788399] [DEBUG] [FORECASTER] DRD: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T10:14:19.116141] [DEBUG] [FORECASTER] DRD: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T10:14:19.440119] [DEBUG] [FORECASTER] DRD: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T10:14:19.760788] [DEBUG] [FORECASTER] DRD: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T10:14:20.084865] [DEBUG] [FORECASTER] DRD: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T10:14:20.408837] [DEBUG] [FORECASTER] DRD: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-25T10:14:20.746351] [DEBUG] [FORECASTER] DRD: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T10:14:21.097993] [DEBUG] [FORECASTER] DRD: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T10:14:21.098242] [INFO ] [CONFIGURE ] DRD: DISCARDED add_momentum_acceleration (score: 20.00%)
[2025-11-25T10:14:21.098311] [INFO ] [CONFIGURE ] JOB ETA: 29.6m | Avg: 2.8s/test | Remaining: 644 tests
[2025-11-25T10:14:21.098362] [INFO ] [CONFIGURE ] DRD: Testing feature 11/29: add_obv_daily
[2025-11-25T10:14:21.098407] [INFO ] [CONFIGURE ] DRD: Testing with features: ['add_cumulative_delta', 'add_obv_daily']
[2025-11-25T10:14:21.369671] [DEBUG] [FORECASTER] DRD: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T10:14:21.613731] [DEBUG] [FORECASTER] DRD: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T10:14:21.865788] [DEBUG] [FORECASTER] DRD: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T10:14:22.123933] [DEBUG] [FORECASTER] DRD: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T10:14:22.382862] [DEBUG] [FORECASTER] DRD: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T10:14:22.623697] [DEBUG] [FORECASTER] DRD: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T10:14:22.878337] [DEBUG] [FORECASTER] DRD: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T10:14:23.123344] [DEBUG] [FORECASTER] DRD: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-25T10:14:23.369690] [DEBUG] [FORECASTER] DRD: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T10:14:23.635827] [DEBUG] [FORECASTER] DRD: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T10:14:23.636047] [INFO ] [CONFIGURE ] DRD: DISCARDED add_obv_daily (score: 50.00%)
[2025-11-25T10:14:23.636109] [INFO ] [CONFIGURE ] JOB ETA: 29.5m | Avg: 2.8s/test | Remaining: 643 tests
[2025-11-25T10:14:23.636160] [INFO ] [CONFIGURE ] DRD: Testing feature 12/29: add_obv_interval
[2025-11-25T10:14:23.636206] [INFO ] [CONFIGURE ] DRD: Testing with features: ['add_cumulative_delta', 'add_obv_interval']
[2025-11-25T10:14:23.892573] [DEBUG] [FORECASTER] DRD: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T10:14:24.116780] [DEBUG] [FORECASTER] DRD: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T10:14:24.342004] [DEBUG] [FORECASTER] DRD: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T10:14:24.572075] [DEBUG] [FORECASTER] DRD: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T10:14:24.807291] [DEBUG] [FORECASTER] DRD: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T10:14:25.040228] [DEBUG] [FORECASTER] DRD: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T10:14:25.271556] [DEBUG] [FORECASTER] DRD: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T10:14:25.501356] [DEBUG] [FORECASTER] DRD: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-25T10:14:25.727195] [DEBUG] [FORECASTER] DRD: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T10:14:25.993561] [DEBUG] [FORECASTER] DRD: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T10:14:25.993756] [INFO ] [CONFIGURE ] DRD: DISCARDED add_obv_interval (score: 40.00%)
[2025-11-25T10:14:25.993815] [INFO ] [CONFIGURE ] JOB ETA: 29.5m | Avg: 2.8s/test | Remaining: 642 tests
[2025-11-25T10:14:25.993865] [INFO ] [CONFIGURE ] DRD: Testing feature 13/29: add_opening_strength
[2025-11-25T10:14:25.993904] [INFO ] [CONFIGURE ] DRD: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_opening_strength']
[2025-11-25T10:14:26.254713] [DEBUG] [FORECASTER] DRD: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T10:14:26.510828] [DEBUG] [FORECASTER] DRD: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T10:14:26.771874] [DEBUG] [FORECASTER] DRD: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T10:14:27.034585] [DEBUG] [FORECASTER] DRD: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T10:14:27.301222] [DEBUG] [FORECASTER] DRD: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T10:14:27.566435] [DEBUG] [FORECASTER] DRD: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T10:14:27.838504] [DEBUG] [FORECASTER] DRD: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T10:14:28.100126] [DEBUG] [FORECASTER] DRD: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T10:14:28.358229] [DEBUG] [FORECASTER] DRD: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T10:14:28.622735] [DEBUG] [FORECASTER] DRD: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T10:14:28.622916] [INFO ] [CONFIGURE ] DRD: KEPT add_opening_strength (score: 70.00%)
[2025-11-25T10:14:28.622974] [INFO ] [CONFIGURE ] JOB ETA: 29.4m | Avg: 2.8s/test | Remaining: 641 tests
[2025-11-25T10:14:28.623062] [INFO ] [CONFIGURE ] DRD: Testing feature 14/29: add_order_flow_imbalance
[2025-11-25T10:14:28.623110] [INFO ] [CONFIGURE ] DRD: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_opening_strength', 'add_order_flow_imbalance']
[2025-11-25T10:14:28.915310] [DEBUG] [FORECASTER] DRD: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T10:14:29.202545] [DEBUG] [FORECASTER] DRD: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T10:14:29.502751] [DEBUG] [FORECASTER] DRD: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T10:14:29.797221] [DEBUG] [FORECASTER] DRD: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T10:14:30.092891] [DEBUG] [FORECASTER] DRD: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T10:14:30.384855] [DEBUG] [FORECASTER] DRD: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T10:14:30.686717] [DEBUG] [FORECASTER] DRD: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T10:14:30.988773] [DEBUG] [FORECASTER] DRD: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T10:14:31.290533] [DEBUG] [FORECASTER] DRD: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T10:14:31.577082] [DEBUG] [FORECASTER] DRD: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T10:14:31.577291] [INFO ] [CONFIGURE ] DRD: DISCARDED add_order_flow_imbalance (score: 60.00%)
[2025-11-25T10:14:31.577348] [INFO ] [CONFIGURE ] JOB ETA: 29.4m | Avg: 2.8s/test | Remaining: 640 tests
[2025-11-25T10:14:31.577394] [INFO ] [CONFIGURE ] DRD: Testing feature 15/29: add_pbf_morning_momentum
[2025-11-25T10:14:31.577437] [INFO ] [CONFIGURE ] DRD: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_opening_strength', 'add_pbf_morning_momentum']
[2025-11-25T10:14:31.842274] [DEBUG] [FORECASTER] DRD: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T10:14:32.093298] [DEBUG] [FORECASTER] DRD: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T10:14:32.347774] [DEBUG] [FORECASTER] DRD: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T10:14:32.608699] [DEBUG] [FORECASTER] DRD: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T10:14:32.867575] [DEBUG] [FORECASTER] DRD: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T10:14:33.126310] [DEBUG] [FORECASTER] DRD: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T10:14:33.388735] [DEBUG] [FORECASTER] DRD: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T10:14:33.660103] [DEBUG] [FORECASTER] DRD: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T10:14:33.919051] [DEBUG] [FORECASTER] DRD: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T10:14:34.183394] [DEBUG] [FORECASTER] DRD: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T10:14:34.183589] [INFO ] [CONFIGURE ] DRD: DISCARDED add_pbf_morning_momentum (score: 60.00%)
[2025-11-25T10:14:34.183671] [INFO ] [CONFIGURE ] JOB ETA: 29.3m | Avg: 2.8s/test | Remaining: 639 tests
[2025-11-25T10:14:34.183725] [INFO ] [CONFIGURE ] DRD: Testing feature 16/29: add_pbf_overnight_gap
[2025-11-25T10:14:34.183772] [INFO ] [CONFIGURE ] DRD: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_opening_strength', 'add_pbf_overnight_gap']
[2025-11-25T10:14:34.473477] [DEBUG] [FORECASTER] DRD: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T10:14:34.770749] [DEBUG] [FORECASTER] DRD: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T10:14:35.060301] [DEBUG] [FORECASTER] DRD: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T10:14:35.355317] [DEBUG] [FORECASTER] DRD: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T10:14:35.658423] [DEBUG] [FORECASTER] DRD: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T10:14:35.962680] [DEBUG] [FORECASTER] DRD: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T10:14:36.249218] [DEBUG] [FORECASTER] DRD: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T10:14:36.539774] [DEBUG] [FORECASTER] DRD: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-25T10:14:36.827239] [DEBUG] [FORECASTER] DRD: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T10:14:37.117482] [DEBUG] [FORECASTER] DRD: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T10:14:37.117675] [INFO ] [CONFIGURE ] DRD: DISCARDED add_pbf_overnight_gap (score: 40.00%)
[2025-11-25T10:14:37.117732] [INFO ] [CONFIGURE ] JOB ETA: 29.3m | Avg: 2.8s/test | Remaining: 638 tests
[2025-11-25T10:14:37.117778] [INFO ] [CONFIGURE ] DRD: Testing feature 17/29: add_pbf_return_2d
[2025-11-25T10:14:37.117818] [INFO ] [CONFIGURE ] DRD: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_opening_strength', 'add_pbf_return_2d']
[2025-11-25T10:14:37.426740] [DEBUG] [FORECASTER] DRD: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T10:14:37.704609] [DEBUG] [FORECASTER] DRD: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T10:14:37.987493] [DEBUG] [FORECASTER] DRD: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T10:14:38.269513] [DEBUG] [FORECASTER] DRD: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T10:14:38.554237] [DEBUG] [FORECASTER] DRD: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T10:14:38.849534] [DEBUG] [FORECASTER] DRD: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T10:14:39.136103] [DEBUG] [FORECASTER] DRD: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T10:14:39.422128] [DEBUG] [FORECASTER] DRD: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-25T10:14:39.708024] [DEBUG] [FORECASTER] DRD: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T10:14:40.034083] [DEBUG] [FORECASTER] DRD: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T10:14:40.034291] [INFO ] [CONFIGURE ] DRD: DISCARDED add_pbf_return_2d (score: 50.00%)
[2025-11-25T10:14:40.034351] [INFO ] [CONFIGURE ] JOB ETA: 29.2m | Avg: 2.8s/test | Remaining: 637 tests
[2025-11-25T10:14:40.034400] [INFO ] [CONFIGURE ] DRD: Testing feature 18/29: add_pbf_volatility_5d
[2025-11-25T10:14:40.034447] [INFO ] [CONFIGURE ] DRD: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_opening_strength', 'add_pbf_volatility_5d']
[2025-11-25T10:14:40.339454] [DEBUG] [FORECASTER] DRD: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T10:14:40.690912] [DEBUG] [FORECASTER] DRD: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T10:14:41.063115] [DEBUG] [FORECASTER] DRD: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T10:14:41.369928] [DEBUG] [FORECASTER] DRD: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T10:14:41.663604] [DEBUG] [FORECASTER] DRD: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T10:14:41.949588] [DEBUG] [FORECASTER] DRD: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T10:14:42.223697] [DEBUG] [FORECASTER] DRD: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T10:14:42.500551] [DEBUG] [FORECASTER] DRD: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T10:14:42.771001] [DEBUG] [FORECASTER] DRD: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T10:14:43.045505] [DEBUG] [FORECASTER] DRD: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T10:14:43.045709] [INFO ] [CONFIGURE ] DRD: DISCARDED add_pbf_volatility_5d (score: 70.00%)
[2025-11-25T10:14:43.045773] [INFO ] [CONFIGURE ] JOB ETA: 29.2m | Avg: 2.8s/test | Remaining: 636 tests
[2025-11-25T10:14:43.045866] [INFO ] [CONFIGURE ] DRD: Testing feature 19/29: add_pbf_vs_sma_5
[2025-11-25T10:14:43.045918] [INFO ] [CONFIGURE ] DRD: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_opening_strength', 'add_pbf_vs_sma_5']
[2025-11-25T10:14:43.321609] [DEBUG] [FORECASTER] DRD: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T10:14:43.620752] [DEBUG] [FORECASTER] DRD: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T10:14:43.905800] [DEBUG] [FORECASTER] DRD: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T10:14:44.193109] [DEBUG] [FORECASTER] DRD: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T10:14:44.496000] [DEBUG] [FORECASTER] DRD: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T10:14:44.778901] [DEBUG] [FORECASTER] DRD: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T10:14:45.066364] [DEBUG] [FORECASTER] DRD: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T10:14:45.355855] [DEBUG] [FORECASTER] DRD: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T10:14:45.654751] [DEBUG] [FORECASTER] DRD: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T10:14:45.974852] [DEBUG] [FORECASTER] DRD: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T10:14:45.975030] [INFO ] [CONFIGURE ] DRD: KEPT add_pbf_vs_sma_5 (score: 80.00%)
[2025-11-25T10:14:45.975087] [INFO ] [CONFIGURE ] JOB ETA: 29.1m | Avg: 2.8s/test | Remaining: 635 tests
[2025-11-25T10:14:45.975134] [INFO ] [CONFIGURE ] DRD: Testing feature 20/29: add_price_rejection
[2025-11-25T10:14:45.975179] [INFO ] [CONFIGURE ] DRD: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_opening_strength', 'add_pbf_vs_sma_5', 'add_price_rejection']
[2025-11-25T10:14:46.287058] [DEBUG] [FORECASTER] DRD: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T10:14:46.606593] [DEBUG] [FORECASTER] DRD: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T10:14:46.936966] [DEBUG] [FORECASTER] DRD: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T10:14:47.259805] [DEBUG] [FORECASTER] DRD: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T10:14:47.571104] [DEBUG] [FORECASTER] DRD: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T10:14:47.885343] [DEBUG] [FORECASTER] DRD: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T10:14:48.206327] [DEBUG] [FORECASTER] DRD: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T10:14:48.540408] [DEBUG] [FORECASTER] DRD: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-25T10:14:48.838290] [DEBUG] [FORECASTER] DRD: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T10:14:49.125766] [DEBUG] [FORECASTER] DRD: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T10:14:49.125966] [INFO ] [CONFIGURE ] DRD: DISCARDED add_price_rejection (score: 40.00%)
[2025-11-25T10:14:49.126038] [INFO ] [CONFIGURE ] JOB ETA: 29.1m | Avg: 2.8s/test | Remaining: 634 tests
[2025-11-25T10:14:49.126086] [INFO ] [CONFIGURE ] DRD: Testing feature 21/29: add_range_position
[2025-11-25T10:14:49.126136] [INFO ] [CONFIGURE ] DRD: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_opening_strength', 'add_pbf_vs_sma_5', 'add_range_position']
[2025-11-25T10:14:49.400573] [DEBUG] [FORECASTER] DRD: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T10:14:49.693838] [DEBUG] [FORECASTER] DRD: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T10:14:49.991635] [DEBUG] [FORECASTER] DRD: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T10:14:50.287598] [DEBUG] [FORECASTER] DRD: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T10:14:50.582729] [DEBUG] [FORECASTER] DRD: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T10:14:50.878661] [DEBUG] [FORECASTER] DRD: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T10:14:51.180449] [DEBUG] [FORECASTER] DRD: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T10:14:51.466825] [DEBUG] [FORECASTER] DRD: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-25T10:14:51.774391] [DEBUG] [FORECASTER] DRD: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T10:14:52.070496] [DEBUG] [FORECASTER] DRD: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T10:14:52.070704] [INFO ] [CONFIGURE ] DRD: DISCARDED add_range_position (score: 30.00%)
[2025-11-25T10:14:52.070762] [INFO ] [CONFIGURE ] JOB ETA: 29.1m | Avg: 2.8s/test | Remaining: 633 tests
[2025-11-25T10:14:52.070812] [INFO ] [CONFIGURE ] DRD: Testing feature 22/29: add_realized_volatility
[2025-11-25T10:14:52.070855] [INFO ] [CONFIGURE ] DRD: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_opening_strength', 'add_pbf_vs_sma_5', 'add_realized_volatility']
[2025-11-25T10:14:52.449611] [DEBUG] [FORECASTER] DRD: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T10:14:52.853966] [DEBUG] [FORECASTER] DRD: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T10:14:53.259335] [DEBUG] [FORECASTER] DRD: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T10:14:53.674967] [DEBUG] [FORECASTER] DRD: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T10:14:54.094275] [DEBUG] [FORECASTER] DRD: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T10:14:54.507598] [DEBUG] [FORECASTER] DRD: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T10:14:54.918164] [DEBUG] [FORECASTER] DRD: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T10:14:55.326399] [DEBUG] [FORECASTER] DRD: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-25T10:14:55.735216] [DEBUG] [FORECASTER] DRD: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T10:14:56.184860] [DEBUG] [FORECASTER] DRD: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T10:14:56.185053] [INFO ] [CONFIGURE ] DRD: DISCARDED add_realized_volatility (score: 60.00%)
[2025-11-25T10:14:56.185116] [INFO ] [CONFIGURE ] JOB ETA: 29.0m | Avg: 2.8s/test | Remaining: 632 tests
[2025-11-25T10:14:56.185167] [INFO ] [CONFIGURE ] DRD: Testing feature 23/29: add_recent_range_context
[2025-11-25T10:14:56.185213] [INFO ] [CONFIGURE ] DRD: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_opening_strength', 'add_pbf_vs_sma_5', 'add_recent_range_context']
[2025-11-25T10:14:56.493728] [DEBUG] [FORECASTER] DRD: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T10:14:56.809664] [DEBUG] [FORECASTER] DRD: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T10:14:57.131420] [DEBUG] [FORECASTER] DRD: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T10:14:57.437881] [DEBUG] [FORECASTER] DRD: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T10:14:57.751475] [DEBUG] [FORECASTER] DRD: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T10:14:58.064764] [DEBUG] [FORECASTER] DRD: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T10:14:58.386628] [DEBUG] [FORECASTER] DRD: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T10:14:58.716270] [DEBUG] [FORECASTER] DRD: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T10:14:59.025496] [DEBUG] [FORECASTER] DRD: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T10:14:59.335550] [DEBUG] [FORECASTER] DRD: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T10:14:59.335759] [INFO ] [CONFIGURE ] DRD: DISCARDED add_recent_range_context (score: 60.00%)
[2025-11-25T10:14:59.335837] [INFO ] [CONFIGURE ] JOB ETA: 29.0m | Avg: 2.8s/test | Remaining: 631 tests
[2025-11-25T10:14:59.335977] [INFO ] [CONFIGURE ] DRD: Testing feature 24/29: add_rsi
[2025-11-25T10:14:59.336030] [INFO ] [CONFIGURE ] DRD: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_opening_strength', 'add_pbf_vs_sma_5', 'add_ema', 'add_rsi']
[2025-11-25T10:14:59.664876] [DEBUG] [FORECASTER] DRD: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T10:14:59.995281] [DEBUG] [FORECASTER] DRD: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T10:15:00.336498] [DEBUG] [FORECASTER] DRD: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T10:15:00.670452] [DEBUG] [FORECASTER] DRD: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T10:15:01.629176] [DEBUG] [FORECASTER] DRD: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T10:15:01.973012] [DEBUG] [FORECASTER] DRD: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T10:15:02.310325] [DEBUG] [FORECASTER] DRD: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T10:15:02.641559] [DEBUG] [FORECASTER] DRD: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-25T10:15:02.956183] [DEBUG] [FORECASTER] DRD: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T10:15:03.261867] [DEBUG] [FORECASTER] DRD: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T10:15:03.262062] [INFO ] [CONFIGURE ] DRD: DISCARDED add_rsi (score: 70.00%)
[2025-11-25T10:15:03.262122] [INFO ] [CONFIGURE ] JOB ETA: 28.9m | Avg: 2.8s/test | Remaining: 630 tests
[2025-11-25T10:15:03.262170] [INFO ] [CONFIGURE ] DRD: Testing feature 25/29: add_tick_distribution
[2025-11-25T10:15:03.262214] [INFO ] [CONFIGURE ] DRD: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_opening_strength', 'add_pbf_vs_sma_5', 'add_tick_distribution']
[2025-11-25T10:15:03.521145] [DEBUG] [FORECASTER] DRD: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T10:15:03.781826] [DEBUG] [FORECASTER] DRD: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T10:15:04.044114] [DEBUG] [FORECASTER] DRD: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T10:15:04.312488] [DEBUG] [FORECASTER] DRD: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T10:15:04.583352] [DEBUG] [FORECASTER] DRD: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T10:15:04.850468] [DEBUG] [FORECASTER] DRD: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T10:15:05.136597] [DEBUG] [FORECASTER] DRD: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T10:15:05.430620] [DEBUG] [FORECASTER] DRD: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T10:15:05.738908] [DEBUG] [FORECASTER] DRD: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T10:15:06.044206] [DEBUG] [FORECASTER] DRD: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T10:15:06.044411] [INFO ] [CONFIGURE ] DRD: DISCARDED add_tick_distribution (score: 70.00%)
[2025-11-25T10:15:06.044473] [INFO ] [CONFIGURE ] JOB ETA: 28.9m | Avg: 2.8s/test | Remaining: 629 tests
[2025-11-25T10:15:06.044521] [INFO ] [CONFIGURE ] DRD: Testing feature 26/29: add_volume_momentum_confirmation
[2025-11-25T10:15:06.044564] [INFO ] [CONFIGURE ] DRD: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_opening_strength', 'add_pbf_vs_sma_5', 'add_volume_momentum_confirmation']
[2025-11-25T10:15:06.352035] [DEBUG] [FORECASTER] DRD: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T10:15:06.710885] [DEBUG] [FORECASTER] DRD: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T10:15:07.036174] [DEBUG] [FORECASTER] DRD: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T10:15:07.347530] [DEBUG] [FORECASTER] DRD: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T10:15:07.654126] [DEBUG] [FORECASTER] DRD: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T10:15:07.978581] [DEBUG] [FORECASTER] DRD: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T10:15:08.291321] [DEBUG] [FORECASTER] DRD: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T10:15:08.601611] [DEBUG] [FORECASTER] DRD: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-25T10:15:08.941047] [DEBUG] [FORECASTER] DRD: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T10:15:09.262560] [DEBUG] [FORECASTER] DRD: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T10:15:09.262792] [INFO ] [CONFIGURE ] DRD: DISCARDED add_volume_momentum_confirmation (score: 40.00%)
[2025-11-25T10:15:09.262864] [INFO ] [CONFIGURE ] JOB ETA: 28.8m | Avg: 2.8s/test | Remaining: 628 tests
[2025-11-25T10:15:09.262925] [INFO ] [CONFIGURE ] DRD: Testing feature 27/29: add_volume_price_divergence
[2025-11-25T10:15:09.262981] [INFO ] [CONFIGURE ] DRD: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_opening_strength', 'add_pbf_vs_sma_5', 'add_volume_price_divergence']
[2025-11-25T10:15:09.583910] [DEBUG] [FORECASTER] DRD: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T10:15:09.907621] [DEBUG] [FORECASTER] DRD: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T10:15:10.221505] [DEBUG] [FORECASTER] DRD: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T10:15:10.545354] [DEBUG] [FORECASTER] DRD: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T10:15:10.872461] [DEBUG] [FORECASTER] DRD: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T10:15:11.186762] [DEBUG] [FORECASTER] DRD: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T10:15:11.508097] [DEBUG] [FORECASTER] DRD: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T10:15:11.827118] [DEBUG] [FORECASTER] DRD: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T10:15:12.142265] [DEBUG] [FORECASTER] DRD: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T10:15:12.455198] [DEBUG] [FORECASTER] DRD: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T10:15:12.455386] [INFO ] [CONFIGURE ] DRD: DISCARDED add_volume_price_divergence (score: 50.00%)
[2025-11-25T10:15:12.455445] [INFO ] [CONFIGURE ] JOB ETA: 28.8m | Avg: 2.8s/test | Remaining: 627 tests
[2025-11-25T10:15:12.455492] [INFO ] [CONFIGURE ] DRD: Testing feature 28/29: add_volume_profile
[2025-11-25T10:15:12.455536] [INFO ] [CONFIGURE ] DRD: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_opening_strength', 'add_pbf_vs_sma_5', 'add_volume_profile']
[2025-11-25T10:15:12.747464] [DEBUG] [FORECASTER] DRD: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T10:15:13.040585] [DEBUG] [FORECASTER] DRD: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T10:15:13.324482] [DEBUG] [FORECASTER] DRD: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T10:15:13.614601] [DEBUG] [FORECASTER] DRD: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T10:15:13.916739] [DEBUG] [FORECASTER] DRD: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T10:15:14.218919] [DEBUG] [FORECASTER] DRD: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T10:15:14.532904] [DEBUG] [FORECASTER] DRD: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T10:15:14.835349] [DEBUG] [FORECASTER] DRD: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-25T10:15:15.139153] [DEBUG] [FORECASTER] DRD: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T10:15:15.454171] [DEBUG] [FORECASTER] DRD: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T10:15:15.454362] [INFO ] [CONFIGURE ] DRD: DISCARDED add_volume_profile (score: 50.00%)
[2025-11-25T10:15:15.454448] [INFO ] [CONFIGURE ] JOB ETA: 28.7m | Avg: 2.8s/test | Remaining: 626 tests
[2025-11-25T10:15:15.454499] [INFO ] [CONFIGURE ] DRD: Testing feature 29/29: add_vwap
[2025-11-25T10:15:15.454544] [INFO ] [CONFIGURE ] DRD: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_opening_strength', 'add_pbf_vs_sma_5', 'add_vwap']
[2025-11-25T10:15:15.764165] [DEBUG] [FORECASTER] DRD: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T10:15:16.098467] [DEBUG] [FORECASTER] DRD: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T10:15:16.419417] [DEBUG] [FORECASTER] DRD: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T10:15:16.725451] [DEBUG] [FORECASTER] DRD: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T10:15:17.032423] [DEBUG] [FORECASTER] DRD: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T10:15:17.330010] [DEBUG] [FORECASTER] DRD: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T10:15:17.635799] [DEBUG] [FORECASTER] DRD: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T10:15:17.931354] [DEBUG] [FORECASTER] DRD: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T10:15:18.232224] [DEBUG] [FORECASTER] DRD: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T10:15:18.533681] [DEBUG] [FORECASTER] DRD: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T10:15:18.533860] [INFO ] [CONFIGURE ] DRD: DISCARDED add_vwap (score: 60.00%)
[2025-11-25T10:15:18.533917] [INFO ] [CONFIGURE ] JOB ETA: 28.7m | Avg: 2.8s/test | Remaining: 625 tests
[2025-11-25T10:15:18.533967] [INFO ] [CONFIGURE ] DRD: ===== FEATURE SELECTION COMPLETE =====
[2025-11-25T10:15:18.534008] [INFO ] [CONFIGURE ] DRD: Best accuracy: 80.00%
[2025-11-25T10:15:18.534052] [INFO ] [CONFIGURE ] DRD: Best feature set (4 features): ['add_cumulative_delta', 'add_daily_returns', 'add_opening_strength', 'add_pbf_vs_sma_5']
[2025-11-25T10:15:18.534093] [INFO ] [CONFIGURE ] DRD: Improvement over baseline: 30.00%
[2025-11-25T10:15:18.534131] [INFO ] [CONFIGURE ] DRD: Total time: 1.4 minutes
[2025-11-25T10:15:18.534168] [INFO ] [CONFIGURE ] DRD: Average time per feature: 2.9 seconds
[2025-11-25T10:15:18.534206] [INFO ] [CONFIGURE ] DRD: Average speed: 0.35 features/sec
[2025-11-25T10:15:18.534600] [INFO ] [LOCAL     ] Saved configuration for DRD: 4 features, 80.00% accuracy -> ./output/feature-sets/DRD.json
[2025-11-25T10:15:18.534679] [INFO ] [CONFIGURE ] DRD: Configuration saved successfully: 4 features, 80.00% accuracy.
[2025-11-25T10:15:18.534733] [INFO ] [sig       ] [144/164] Successfully configured DRD | 0.01 sym/s | Total: 3.2h | ETA: 27.0m
[2025-11-25T10:15:18.534779] [INFO ] [sig       ] [145/164] Configuring DRH...
[2025-11-25T10:15:18.534823] [INFO ] [CONFIGURE ] DRH: Configurate test run.
[2025-11-25T10:15:18.534866] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DRH' from 'https://tdm.silogroup.org/data/derivative_storage/DRH.csv'.
[2025-11-25T10:15:18.546113] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'DRH'.
[2025-11-25T10:15:18.546455] [INFO ] [CONFIGURE ] DRH: Testing with 29 available features
[2025-11-25T10:15:18.546517] [INFO ] [CONFIGURE ] DRH: Establishing baseline with no features...
[2025-11-25T10:15:18.734119] [DEBUG] [FORECASTER] DRH: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T10:15:18.920357] [DEBUG] [FORECASTER] DRH: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T10:15:19.109415] [DEBUG] [FORECASTER] DRH: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T10:15:19.303363] [DEBUG] [FORECASTER] DRH: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T10:15:19.501832] [DEBUG] [FORECASTER] DRH: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T10:15:19.699450] [DEBUG] [FORECASTER] DRH: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T10:15:19.900563] [DEBUG] [FORECASTER] DRH: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T10:15:20.086622] [DEBUG] [FORECASTER] DRH: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T10:15:20.277434] [DEBUG] [FORECASTER] DRH: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T10:15:20.467032] [DEBUG] [FORECASTER] DRH: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T10:15:20.467217] [INFO ] [CONFIGURE ] DRH: Baseline score (no features): 70.00%
[2025-11-25T10:15:20.467265] [INFO ] [CONFIGURE ] DRH: Testing feature 1/29: add_bollinger_bands
[2025-11-25T10:15:20.467303] [INFO ] [CONFIGURE ] DRH: Testing with features: ['add_bollinger_bands']
[2025-11-25T10:15:20.688268] [DEBUG] [FORECASTER] DRH: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T10:15:20.914086] [DEBUG] [FORECASTER] DRH: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0
[2025-11-25T10:15:21.117821] [DEBUG] [FORECASTER] DRH: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T10:15:21.317219] [DEBUG] [FORECASTER] DRH: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T10:15:21.524772] [DEBUG] [FORECASTER] DRH: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T10:15:21.746477] [DEBUG] [FORECASTER] DRH: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T10:15:21.978737] [DEBUG] [FORECASTER] DRH: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T10:15:22.202823] [DEBUG] [FORECASTER] DRH: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T10:15:22.431678] [DEBUG] [FORECASTER] DRH: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T10:15:22.658166] [DEBUG] [FORECASTER] DRH: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T10:15:22.658498] [INFO ] [CONFIGURE ] DRH: DISCARDED add_bollinger_bands (score: 60.00%)
[2025-11-25T10:15:22.658614] [INFO ] [CONFIGURE ] JOB ETA: 28.7m | Avg: 2.8s/test | Remaining: 624 tests
[2025-11-25T10:15:22.658740] [INFO ] [CONFIGURE ] DRH: Testing feature 2/29: add_cumulative_delta
[2025-11-25T10:15:22.658848] [INFO ] [CONFIGURE ] DRH: Testing with features: ['add_cumulative_delta']
[2025-11-25T10:15:22.893256] [DEBUG] [FORECASTER] DRH: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T10:15:23.130593] [DEBUG] [FORECASTER] DRH: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0
[2025-11-25T10:15:23.368910] [DEBUG] [FORECASTER] DRH: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T10:15:23.605077] [DEBUG] [FORECASTER] DRH: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T10:15:23.837019] [DEBUG] [FORECASTER] DRH: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T10:15:24.082238] [DEBUG] [FORECASTER] DRH: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T10:15:24.335376] [DEBUG] [FORECASTER] DRH: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T10:15:24.565551] [DEBUG] [FORECASTER] DRH: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T10:15:24.800776] [DEBUG] [FORECASTER] DRH: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T10:15:25.035801] [DEBUG] [FORECASTER] DRH: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T10:15:25.036065] [INFO ] [CONFIGURE ] DRH: DISCARDED add_cumulative_delta (score: 40.00%)
[2025-11-25T10:15:25.036130] [INFO ] [CONFIGURE ] JOB ETA: 28.6m | Avg: 2.8s/test | Remaining: 623 tests
[2025-11-25T10:15:25.036184] [INFO ] [CONFIGURE ] DRH: Testing feature 3/29: add_daily_returns
[2025-11-25T10:15:25.036231] [INFO ] [CONFIGURE ] DRH: Testing with features: ['add_daily_returns']
[2025-11-25T10:15:25.235221] [DEBUG] [FORECASTER] DRH: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T10:15:25.432045] [DEBUG] [FORECASTER] DRH: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T10:15:25.640630] [DEBUG] [FORECASTER] DRH: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T10:15:25.859451] [DEBUG] [FORECASTER] DRH: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T10:15:26.117673] [DEBUG] [FORECASTER] DRH: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T10:15:26.330446] [DEBUG] [FORECASTER] DRH: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T10:15:26.539369] [DEBUG] [FORECASTER] DRH: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T10:15:26.747227] [DEBUG] [FORECASTER] DRH: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T10:15:26.957132] [DEBUG] [FORECASTER] DRH: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T10:15:27.168249] [DEBUG] [FORECASTER] DRH: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T10:15:27.168467] [INFO ] [CONFIGURE ] DRH: DISCARDED add_daily_returns (score: 50.00%)
[2025-11-25T10:15:27.168539] [INFO ] [CONFIGURE ] JOB ETA: 28.6m | Avg: 2.8s/test | Remaining: 622 tests
[2025-11-25T10:15:27.168583] [INFO ] [CONFIGURE ] DRH: Testing feature 4/29: add_ema
[2025-11-25T10:15:27.168620] [INFO ] [CONFIGURE ] DRH: Testing with features: ['add_ema']
[2025-11-25T10:15:27.415554] [DEBUG] [FORECASTER] DRH: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T10:15:27.682938] [DEBUG] [FORECASTER] DRH: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T10:15:27.936290] [DEBUG] [FORECASTER] DRH: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T10:15:28.183638] [DEBUG] [FORECASTER] DRH: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T10:15:28.438112] [DEBUG] [FORECASTER] DRH: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T10:15:28.693088] [DEBUG] [FORECASTER] DRH: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T10:15:28.944909] [DEBUG] [FORECASTER] DRH: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T10:15:29.203733] [DEBUG] [FORECASTER] DRH: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T10:15:29.455950] [DEBUG] [FORECASTER] DRH: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T10:15:29.712295] [DEBUG] [FORECASTER] DRH: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T10:15:29.712550] [INFO ] [CONFIGURE ] DRH: DISCARDED add_ema (score: 60.00%)
[2025-11-25T10:15:29.712616] [INFO ] [CONFIGURE ] JOB ETA: 28.5m | Avg: 2.8s/test | Remaining: 621 tests
[2025-11-25T10:15:29.712682] [INFO ] [CONFIGURE ] DRH: Testing feature 5/29: add_exhaustion_signals
[2025-11-25T10:15:29.712758] [INFO ] [CONFIGURE ] DRH: Testing with features: ['add_vwap', 'add_exhaustion_signals']
[2025-11-25T10:15:29.965298] [DEBUG] [FORECASTER] DRH: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T10:15:30.220618] [DEBUG] [FORECASTER] DRH: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T10:15:30.483158] [DEBUG] [FORECASTER] DRH: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T10:15:30.739316] [DEBUG] [FORECASTER] DRH: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T10:15:31.008526] [DEBUG] [FORECASTER] DRH: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T10:15:31.271247] [DEBUG] [FORECASTER] DRH: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T10:15:31.528049] [DEBUG] [FORECASTER] DRH: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T10:15:31.785330] [DEBUG] [FORECASTER] DRH: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-25T10:15:32.040439] [DEBUG] [FORECASTER] DRH: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T10:15:32.286862] [DEBUG] [FORECASTER] DRH: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T10:15:32.287046] [INFO ] [CONFIGURE ] DRH: DISCARDED add_exhaustion_signals (score: 40.00%)
[2025-11-25T10:15:32.287152] [INFO ] [CONFIGURE ] JOB ETA: 28.5m | Avg: 2.8s/test | Remaining: 620 tests
[2025-11-25T10:15:32.287204] [INFO ] [CONFIGURE ] DRH: Testing feature 6/29: add_failed_moves
[2025-11-25T10:15:32.287250] [INFO ] [CONFIGURE ] DRH: Testing with features: ['add_failed_moves']
[2025-11-25T10:15:32.493199] [DEBUG] [FORECASTER] DRH: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T10:15:32.708663] [DEBUG] [FORECASTER] DRH: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T10:15:32.920932] [DEBUG] [FORECASTER] DRH: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T10:15:33.211460] [DEBUG] [FORECASTER] DRH: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T10:15:33.499955] [DEBUG] [FORECASTER] DRH: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T10:15:33.717710] [DEBUG] [FORECASTER] DRH: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T10:15:33.930015] [DEBUG] [FORECASTER] DRH: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T10:15:34.141014] [DEBUG] [FORECASTER] DRH: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T10:15:34.359714] [DEBUG] [FORECASTER] DRH: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T10:15:34.576114] [DEBUG] [FORECASTER] DRH: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T10:15:34.576356] [INFO ] [CONFIGURE ] DRH: DISCARDED add_failed_moves (score: 60.00%)
[2025-11-25T10:15:34.576420] [INFO ] [CONFIGURE ] JOB ETA: 28.4m | Avg: 2.8s/test | Remaining: 619 tests
[2025-11-25T10:15:34.576472] [INFO ] [CONFIGURE ] DRH: Testing feature 7/29: add_lag_shelf
[2025-11-25T10:15:34.576521] [INFO ] [CONFIGURE ] DRH: Testing with features: ['add_lag_shelf']
[2025-11-25T10:15:34.767372] [DEBUG] [FORECASTER] DRH: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T10:15:34.972998] [DEBUG] [FORECASTER] DRH: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T10:15:35.183410] [DEBUG] [FORECASTER] DRH: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T10:15:35.383526] [DEBUG] [FORECASTER] DRH: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T10:15:35.579169] [DEBUG] [FORECASTER] DRH: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T10:15:35.778266] [DEBUG] [FORECASTER] DRH: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T10:15:35.982428] [DEBUG] [FORECASTER] DRH: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T10:15:36.178414] [DEBUG] [FORECASTER] DRH: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T10:15:36.358591] [DEBUG] [FORECASTER] DRH: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T10:15:36.538569] [DEBUG] [FORECASTER] DRH: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T10:15:36.538928] [INFO ] [CONFIGURE ] DRH: DISCARDED add_lag_shelf (score: 70.00%)
[2025-11-25T10:15:36.539049] [INFO ] [CONFIGURE ] JOB ETA: 28.4m | Avg: 2.8s/test | Remaining: 618 tests
[2025-11-25T10:15:36.539158] [INFO ] [CONFIGURE ] DRH: Testing feature 8/29: add_macd
[2025-11-25T10:15:36.539264] [INFO ] [CONFIGURE ] DRH: Testing with features: ['add_vwap', 'add_macd']
[2025-11-25T10:15:36.810427] [DEBUG] [FORECASTER] DRH: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T10:15:37.098964] [DEBUG] [FORECASTER] DRH: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T10:15:37.397680] [DEBUG] [FORECASTER] DRH: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T10:15:37.696479] [DEBUG] [FORECASTER] DRH: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T10:15:38.002871] [DEBUG] [FORECASTER] DRH: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T10:15:38.306570] [DEBUG] [FORECASTER] DRH: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T10:15:38.612027] [DEBUG] [FORECASTER] DRH: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T10:15:38.930458] [DEBUG] [FORECASTER] DRH: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T10:15:39.237443] [DEBUG] [FORECASTER] DRH: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T10:15:39.543525] [DEBUG] [FORECASTER] DRH: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T10:15:39.543744] [INFO ] [CONFIGURE ] DRH: DISCARDED add_macd (score: 70.00%)
[2025-11-25T10:15:39.543803] [INFO ] [CONFIGURE ] JOB ETA: 28.3m | Avg: 2.8s/test | Remaining: 617 tests
[2025-11-25T10:15:39.543851] [INFO ] [CONFIGURE ] DRH: Testing feature 9/29: add_mfi
[2025-11-25T10:15:39.543894] [INFO ] [CONFIGURE ] DRH: Testing with features: ['add_mfi']
[2025-11-25T10:15:39.753713] [DEBUG] [FORECASTER] DRH: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T10:15:39.971030] [DEBUG] [FORECASTER] DRH: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T10:15:40.175574] [DEBUG] [FORECASTER] DRH: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T10:15:40.380541] [DEBUG] [FORECASTER] DRH: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T10:15:40.579492] [DEBUG] [FORECASTER] DRH: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T10:15:40.763985] [DEBUG] [FORECASTER] DRH: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T10:15:40.978113] [DEBUG] [FORECASTER] DRH: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T10:15:41.195623] [DEBUG] [FORECASTER] DRH: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T10:15:41.406934] [DEBUG] [FORECASTER] DRH: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T10:15:41.621533] [DEBUG] [FORECASTER] DRH: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T10:15:41.621745] [INFO ] [CONFIGURE ] DRH: KEPT add_mfi (score: 80.00%)
[2025-11-25T10:15:41.621824] [INFO ] [CONFIGURE ] JOB ETA: 28.3m | Avg: 2.8s/test | Remaining: 616 tests
[2025-11-25T10:15:41.621888] [INFO ] [CONFIGURE ] DRH: Testing feature 10/29: add_momentum_acceleration
[2025-11-25T10:15:41.621937] [INFO ] [CONFIGURE ] DRH: Testing with features: ['add_mfi', 'add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-11-25T10:15:41.962364] [DEBUG] [FORECASTER] DRH: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T10:15:42.275899] [DEBUG] [FORECASTER] DRH: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0
[2025-11-25T10:15:42.587509] [DEBUG] [FORECASTER] DRH: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T10:15:42.902554] [DEBUG] [FORECASTER] DRH: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T10:15:43.214680] [DEBUG] [FORECASTER] DRH: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T10:15:43.532941] [DEBUG] [FORECASTER] DRH: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T10:15:43.858437] [DEBUG] [FORECASTER] DRH: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T10:15:44.189576] [DEBUG] [FORECASTER] DRH: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T10:15:44.525764] [DEBUG] [FORECASTER] DRH: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T10:15:44.861670] [DEBUG] [FORECASTER] DRH: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T10:15:44.861887] [INFO ] [CONFIGURE ] DRH: DISCARDED add_momentum_acceleration (score: 60.00%)
[2025-11-25T10:15:44.861951] [INFO ] [CONFIGURE ] JOB ETA: 28.2m | Avg: 2.8s/test | Remaining: 615 tests
[2025-11-25T10:15:44.862001] [INFO ] [CONFIGURE ] DRH: Testing feature 11/29: add_obv_daily
[2025-11-25T10:15:44.862047] [INFO ] [CONFIGURE ] DRH: Testing with features: ['add_mfi', 'add_obv_daily']
[2025-11-25T10:15:45.115117] [DEBUG] [FORECASTER] DRH: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T10:15:45.355427] [DEBUG] [FORECASTER] DRH: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T10:15:45.592602] [DEBUG] [FORECASTER] DRH: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T10:15:45.841626] [DEBUG] [FORECASTER] DRH: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T10:15:46.084798] [DEBUG] [FORECASTER] DRH: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T10:15:46.311141] [DEBUG] [FORECASTER] DRH: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T10:15:46.534671] [DEBUG] [FORECASTER] DRH: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T10:15:46.763915] [DEBUG] [FORECASTER] DRH: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T10:15:47.002734] [DEBUG] [FORECASTER] DRH: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T10:15:47.237348] [DEBUG] [FORECASTER] DRH: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T10:15:47.237546] [INFO ] [CONFIGURE ] DRH: DISCARDED add_obv_daily (score: 70.00%)
[2025-11-25T10:15:47.237628] [INFO ] [CONFIGURE ] JOB ETA: 28.2m | Avg: 2.8s/test | Remaining: 614 tests
[2025-11-25T10:15:47.237709] [INFO ] [CONFIGURE ] DRH: Testing feature 12/29: add_obv_interval
[2025-11-25T10:15:47.237758] [INFO ] [CONFIGURE ] DRH: Testing with features: ['add_mfi', 'add_obv_interval']
[2025-11-25T10:15:47.459952] [DEBUG] [FORECASTER] DRH: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T10:15:47.669289] [DEBUG] [FORECASTER] DRH: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T10:15:47.881221] [DEBUG] [FORECASTER] DRH: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T10:15:48.102984] [DEBUG] [FORECASTER] DRH: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T10:15:48.316575] [DEBUG] [FORECASTER] DRH: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T10:15:48.524823] [DEBUG] [FORECASTER] DRH: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T10:15:48.732198] [DEBUG] [FORECASTER] DRH: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T10:15:48.951771] [DEBUG] [FORECASTER] DRH: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T10:15:49.167809] [DEBUG] [FORECASTER] DRH: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T10:15:49.371475] [DEBUG] [FORECASTER] DRH: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T10:15:49.371697] [INFO ] [CONFIGURE ] DRH: DISCARDED add_obv_interval (score: 60.00%)
[2025-11-25T10:15:49.371759] [INFO ] [CONFIGURE ] JOB ETA: 28.1m | Avg: 2.8s/test | Remaining: 613 tests
[2025-11-25T10:15:49.371807] [INFO ] [CONFIGURE ] DRH: Testing feature 13/29: add_opening_strength
[2025-11-25T10:15:49.371850] [INFO ] [CONFIGURE ] DRH: Testing with features: ['add_mfi', 'add_daily_returns', 'add_opening_strength']
[2025-11-25T10:15:49.598863] [DEBUG] [FORECASTER] DRH: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T10:15:49.834763] [DEBUG] [FORECASTER] DRH: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0
[2025-11-25T10:15:50.073796] [DEBUG] [FORECASTER] DRH: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T10:15:50.307275] [DEBUG] [FORECASTER] DRH: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T10:15:50.541175] [DEBUG] [FORECASTER] DRH: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T10:15:50.771886] [DEBUG] [FORECASTER] DRH: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T10:15:51.023769] [DEBUG] [FORECASTER] DRH: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T10:15:51.258412] [DEBUG] [FORECASTER] DRH: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-25T10:15:51.492129] [DEBUG] [FORECASTER] DRH: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T10:15:51.727202] [DEBUG] [FORECASTER] DRH: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T10:15:51.727393] [INFO ] [CONFIGURE ] DRH: DISCARDED add_opening_strength (score: 30.00%)
[2025-11-25T10:15:51.727452] [INFO ] [CONFIGURE ] JOB ETA: 28.1m | Avg: 2.8s/test | Remaining: 612 tests
[2025-11-25T10:15:51.727501] [INFO ] [CONFIGURE ] DRH: Testing feature 14/29: add_order_flow_imbalance
[2025-11-25T10:15:51.727564] [INFO ] [CONFIGURE ] DRH: Testing with features: ['add_mfi', 'add_order_flow_imbalance']
[2025-11-25T10:15:51.950164] [DEBUG] [FORECASTER] DRH: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T10:15:52.170411] [DEBUG] [FORECASTER] DRH: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0
[2025-11-25T10:15:52.389106] [DEBUG] [FORECASTER] DRH: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T10:15:52.605000] [DEBUG] [FORECASTER] DRH: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T10:15:52.818713] [DEBUG] [FORECASTER] DRH: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T10:15:53.035197] [DEBUG] [FORECASTER] DRH: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T10:15:53.252055] [DEBUG] [FORECASTER] DRH: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T10:15:53.469560] [DEBUG] [FORECASTER] DRH: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T10:15:53.698541] [DEBUG] [FORECASTER] DRH: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T10:15:53.914487] [DEBUG] [FORECASTER] DRH: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T10:15:53.914732] [INFO ] [CONFIGURE ] DRH: DISCARDED add_order_flow_imbalance (score: 50.00%)
[2025-11-25T10:15:53.914793] [INFO ] [CONFIGURE ] JOB ETA: 28.0m | Avg: 2.8s/test | Remaining: 611 tests
[2025-11-25T10:15:53.914840] [INFO ] [CONFIGURE ] DRH: Testing feature 15/29: add_pbf_morning_momentum
[2025-11-25T10:15:53.914883] [INFO ] [CONFIGURE ] DRH: Testing with features: ['add_mfi', 'add_pbf_morning_momentum']
[2025-11-25T10:15:54.136427] [DEBUG] [FORECASTER] DRH: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T10:15:54.353863] [DEBUG] [FORECASTER] DRH: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T10:15:54.590340] [DEBUG] [FORECASTER] DRH: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T10:15:54.815508] [DEBUG] [FORECASTER] DRH: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T10:15:55.047227] [DEBUG] [FORECASTER] DRH: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T10:15:55.267789] [DEBUG] [FORECASTER] DRH: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T10:15:55.491548] [DEBUG] [FORECASTER] DRH: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T10:15:55.706106] [DEBUG] [FORECASTER] DRH: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T10:15:55.936090] [DEBUG] [FORECASTER] DRH: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T10:15:56.181192] [DEBUG] [FORECASTER] DRH: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T10:15:56.181381] [INFO ] [CONFIGURE ] DRH: DISCARDED add_pbf_morning_momentum (score: 60.00%)
[2025-11-25T10:15:56.181430] [INFO ] [CONFIGURE ] JOB ETA: 28.0m | Avg: 2.8s/test | Remaining: 610 tests
[2025-11-25T10:15:56.181469] [INFO ] [CONFIGURE ] DRH: Testing feature 16/29: add_pbf_overnight_gap
[2025-11-25T10:15:56.181506] [INFO ] [CONFIGURE ] DRH: Testing with features: ['add_mfi', 'add_pbf_overnight_gap']
[2025-11-25T10:15:56.413146] [DEBUG] [FORECASTER] DRH: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T10:15:56.647520] [DEBUG] [FORECASTER] DRH: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T10:15:56.873977] [DEBUG] [FORECASTER] DRH: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T10:15:57.111966] [DEBUG] [FORECASTER] DRH: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T10:15:57.360342] [DEBUG] [FORECASTER] DRH: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T10:15:57.603626] [DEBUG] [FORECASTER] DRH: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T10:15:57.845488] [DEBUG] [FORECASTER] DRH: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T10:15:58.091549] [DEBUG] [FORECASTER] DRH: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T10:15:58.331234] [DEBUG] [FORECASTER] DRH: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T10:15:58.580308] [DEBUG] [FORECASTER] DRH: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T10:15:58.580509] [INFO ] [CONFIGURE ] DRH: DISCARDED add_pbf_overnight_gap (score: 60.00%)
[2025-11-25T10:15:58.580568] [INFO ] [CONFIGURE ] JOB ETA: 27.9m | Avg: 2.8s/test | Remaining: 609 tests
[2025-11-25T10:15:58.580616] [INFO ] [CONFIGURE ] DRH: Testing feature 17/29: add_pbf_return_2d
[2025-11-25T10:15:58.580678] [INFO ] [CONFIGURE ] DRH: Testing with features: ['add_mfi', 'add_pbf_return_2d']
[2025-11-25T10:15:58.838304] [DEBUG] [FORECASTER] DRH: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T10:15:59.106572] [DEBUG] [FORECASTER] DRH: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T10:15:59.361076] [DEBUG] [FORECASTER] DRH: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T10:15:59.592620] [DEBUG] [FORECASTER] DRH: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T10:15:59.827290] [DEBUG] [FORECASTER] DRH: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T10:16:00.076344] [DEBUG] [FORECASTER] DRH: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T10:16:00.317895] [DEBUG] [FORECASTER] DRH: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T10:16:00.559972] [DEBUG] [FORECASTER] DRH: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T10:16:01.540331] [DEBUG] [FORECASTER] DRH: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T10:16:01.926597] [DEBUG] [FORECASTER] DRH: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T10:16:01.926823] [INFO ] [CONFIGURE ] DRH: DISCARDED add_pbf_return_2d (score: 50.00%)
[2025-11-25T10:16:01.926887] [INFO ] [CONFIGURE ] JOB ETA: 27.9m | Avg: 2.8s/test | Remaining: 608 tests
[2025-11-25T10:16:01.926938] [INFO ] [CONFIGURE ] DRH: Testing feature 18/29: add_pbf_volatility_5d
[2025-11-25T10:16:01.926986] [INFO ] [CONFIGURE ] DRH: Testing with features: ['add_mfi', 'add_pbf_volatility_5d']
[2025-11-25T10:16:02.143404] [DEBUG] [FORECASTER] DRH: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T10:16:02.362826] [DEBUG] [FORECASTER] DRH: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T10:16:02.575084] [DEBUG] [FORECASTER] DRH: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T10:16:02.808621] [DEBUG] [FORECASTER] DRH: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T10:16:03.021845] [DEBUG] [FORECASTER] DRH: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T10:16:03.220229] [DEBUG] [FORECASTER] DRH: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T10:16:03.436993] [DEBUG] [FORECASTER] DRH: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T10:16:03.655994] [DEBUG] [FORECASTER] DRH: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T10:16:03.866287] [DEBUG] [FORECASTER] DRH: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T10:16:04.082518] [DEBUG] [FORECASTER] DRH: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T10:16:04.082728] [INFO ] [CONFIGURE ] DRH: DISCARDED add_pbf_volatility_5d (score: 60.00%)
[2025-11-25T10:16:04.082793] [INFO ] [CONFIGURE ] JOB ETA: 27.9m | Avg: 2.8s/test | Remaining: 607 tests
[2025-11-25T10:16:04.082842] [INFO ] [CONFIGURE ] DRH: Testing feature 19/29: add_pbf_vs_sma_5
[2025-11-25T10:16:04.082917] [INFO ] [CONFIGURE ] DRH: Testing with features: ['add_mfi', 'add_pbf_vs_sma_5']
[2025-11-25T10:16:04.278678] [DEBUG] [FORECASTER] DRH: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T10:16:04.477839] [DEBUG] [FORECASTER] DRH: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T10:16:04.675772] [DEBUG] [FORECASTER] DRH: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T10:16:04.872924] [DEBUG] [FORECASTER] DRH: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T10:16:05.093949] [DEBUG] [FORECASTER] DRH: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T10:16:05.330008] [DEBUG] [FORECASTER] DRH: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T10:16:05.580887] [DEBUG] [FORECASTER] DRH: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T10:16:05.826965] [DEBUG] [FORECASTER] DRH: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T10:16:06.051493] [DEBUG] [FORECASTER] DRH: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T10:16:06.275457] [DEBUG] [FORECASTER] DRH: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T10:16:06.275676] [INFO ] [CONFIGURE ] DRH: DISCARDED add_pbf_vs_sma_5 (score: 70.00%)
[2025-11-25T10:16:06.275738] [INFO ] [CONFIGURE ] JOB ETA: 27.8m | Avg: 2.8s/test | Remaining: 606 tests
[2025-11-25T10:16:06.275790] [INFO ] [CONFIGURE ] DRH: Testing feature 20/29: add_price_rejection
[2025-11-25T10:16:06.275835] [INFO ] [CONFIGURE ] DRH: Testing with features: ['add_mfi', 'add_price_rejection']
[2025-11-25T10:16:06.534982] [DEBUG] [FORECASTER] DRH: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T10:16:06.778355] [DEBUG] [FORECASTER] DRH: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T10:16:07.018899] [DEBUG] [FORECASTER] DRH: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T10:16:07.258376] [DEBUG] [FORECASTER] DRH: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T10:16:07.496109] [DEBUG] [FORECASTER] DRH: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T10:16:07.746593] [DEBUG] [FORECASTER] DRH: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T10:16:08.002415] [DEBUG] [FORECASTER] DRH: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T10:16:08.248346] [DEBUG] [FORECASTER] DRH: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T10:16:08.500672] [DEBUG] [FORECASTER] DRH: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T10:16:08.753175] [DEBUG] [FORECASTER] DRH: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T10:16:08.753363] [INFO ] [CONFIGURE ] DRH: DISCARDED add_price_rejection (score: 60.00%)
[2025-11-25T10:16:08.753426] [INFO ] [CONFIGURE ] JOB ETA: 27.8m | Avg: 2.8s/test | Remaining: 605 tests
[2025-11-25T10:16:08.753476] [INFO ] [CONFIGURE ] DRH: Testing feature 21/29: add_range_position
[2025-11-25T10:16:08.753524] [INFO ] [CONFIGURE ] DRH: Testing with features: ['add_mfi', 'add_range_position']
[2025-11-25T10:16:09.011441] [DEBUG] [FORECASTER] DRH: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T10:16:09.273124] [DEBUG] [FORECASTER] DRH: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T10:16:09.525489] [DEBUG] [FORECASTER] DRH: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T10:16:09.778746] [DEBUG] [FORECASTER] DRH: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T10:16:10.046705] [DEBUG] [FORECASTER] DRH: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T10:16:10.309352] [DEBUG] [FORECASTER] DRH: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T10:16:10.563215] [DEBUG] [FORECASTER] DRH: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T10:16:10.829678] [DEBUG] [FORECASTER] DRH: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T10:16:11.096872] [DEBUG] [FORECASTER] DRH: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T10:16:11.354146] [DEBUG] [FORECASTER] DRH: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T10:16:11.354329] [INFO ] [CONFIGURE ] DRH: DISCARDED add_range_position (score: 60.00%)
[2025-11-25T10:16:11.354391] [INFO ] [CONFIGURE ] JOB ETA: 27.7m | Avg: 2.8s/test | Remaining: 604 tests
[2025-11-25T10:16:11.354441] [INFO ] [CONFIGURE ] DRH: Testing feature 22/29: add_realized_volatility
[2025-11-25T10:16:11.354485] [INFO ] [CONFIGURE ] DRH: Testing with features: ['add_mfi', 'add_realized_volatility']
[2025-11-25T10:16:11.688425] [DEBUG] [FORECASTER] DRH: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T10:16:12.021619] [DEBUG] [FORECASTER] DRH: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0
[2025-11-25T10:16:12.357305] [DEBUG] [FORECASTER] DRH: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T10:16:12.708588] [DEBUG] [FORECASTER] DRH: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T10:16:13.049387] [DEBUG] [FORECASTER] DRH: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T10:16:13.380965] [DEBUG] [FORECASTER] DRH: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T10:16:13.710352] [DEBUG] [FORECASTER] DRH: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T10:16:14.050350] [DEBUG] [FORECASTER] DRH: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T10:16:14.385906] [DEBUG] [FORECASTER] DRH: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T10:16:14.731389] [DEBUG] [FORECASTER] DRH: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T10:16:14.731587] [INFO ] [CONFIGURE ] DRH: DISCARDED add_realized_volatility (score: 70.00%)
[2025-11-25T10:16:14.731665] [INFO ] [CONFIGURE ] JOB ETA: 27.7m | Avg: 2.8s/test | Remaining: 603 tests
[2025-11-25T10:16:14.731717] [INFO ] [CONFIGURE ] DRH: Testing feature 23/29: add_recent_range_context
[2025-11-25T10:16:14.731762] [INFO ] [CONFIGURE ] DRH: Testing with features: ['add_mfi', 'add_recent_range_context']
[2025-11-25T10:16:14.958043] [DEBUG] [FORECASTER] DRH: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T10:16:15.186147] [DEBUG] [FORECASTER] DRH: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T10:16:15.416544] [DEBUG] [FORECASTER] DRH: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T10:16:15.643448] [DEBUG] [FORECASTER] DRH: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T10:16:15.881057] [DEBUG] [FORECASTER] DRH: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T10:16:16.112438] [DEBUG] [FORECASTER] DRH: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T10:16:16.346380] [DEBUG] [FORECASTER] DRH: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T10:16:16.582879] [DEBUG] [FORECASTER] DRH: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T10:16:16.813525] [DEBUG] [FORECASTER] DRH: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T10:16:17.053087] [DEBUG] [FORECASTER] DRH: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T10:16:17.053295] [INFO ] [CONFIGURE ] DRH: DISCARDED add_recent_range_context (score: 60.00%)
[2025-11-25T10:16:17.053357] [INFO ] [CONFIGURE ] JOB ETA: 27.6m | Avg: 2.8s/test | Remaining: 602 tests
[2025-11-25T10:16:17.053406] [INFO ] [CONFIGURE ] DRH: Testing feature 24/29: add_rsi
[2025-11-25T10:16:17.053453] [INFO ] [CONFIGURE ] DRH: Testing with features: ['add_mfi', 'add_ema', 'add_rsi']
[2025-11-25T10:16:17.337990] [DEBUG] [FORECASTER] DRH: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T10:16:17.627568] [DEBUG] [FORECASTER] DRH: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T10:16:17.910094] [DEBUG] [FORECASTER] DRH: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T10:16:18.207419] [DEBUG] [FORECASTER] DRH: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T10:16:18.489745] [DEBUG] [FORECASTER] DRH: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T10:16:18.777357] [DEBUG] [FORECASTER] DRH: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T10:16:19.052913] [DEBUG] [FORECASTER] DRH: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T10:16:19.332039] [DEBUG] [FORECASTER] DRH: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-25T10:16:19.606556] [DEBUG] [FORECASTER] DRH: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T10:16:19.887881] [DEBUG] [FORECASTER] DRH: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T10:16:19.888092] [INFO ] [CONFIGURE ] DRH: DISCARDED add_rsi (score: 40.00%)
[2025-11-25T10:16:19.888152] [INFO ] [CONFIGURE ] JOB ETA: 27.6m | Avg: 2.8s/test | Remaining: 601 tests
[2025-11-25T10:16:19.888200] [INFO ] [CONFIGURE ] DRH: Testing feature 25/29: add_tick_distribution
[2025-11-25T10:16:19.888252] [INFO ] [CONFIGURE ] DRH: Testing with features: ['add_mfi', 'add_tick_distribution']
[2025-11-25T10:16:20.088939] [DEBUG] [FORECASTER] DRH: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T10:16:20.294277] [DEBUG] [FORECASTER] DRH: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T10:16:20.497444] [DEBUG] [FORECASTER] DRH: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T10:16:20.743947] [DEBUG] [FORECASTER] DRH: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T10:16:21.017051] [DEBUG] [FORECASTER] DRH: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T10:16:21.339290] [DEBUG] [FORECASTER] DRH: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T10:16:21.578261] [DEBUG] [FORECASTER] DRH: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T10:16:21.800223] [DEBUG] [FORECASTER] DRH: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T10:16:22.024046] [DEBUG] [FORECASTER] DRH: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T10:16:22.232997] [DEBUG] [FORECASTER] DRH: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T10:16:22.233195] [INFO ] [CONFIGURE ] DRH: DISCARDED add_tick_distribution (score: 50.00%)
[2025-11-25T10:16:22.233253] [INFO ] [CONFIGURE ] JOB ETA: 27.5m | Avg: 2.8s/test | Remaining: 600 tests
[2025-11-25T10:16:22.233301] [INFO ] [CONFIGURE ] DRH: Testing feature 26/29: add_volume_momentum_confirmation
[2025-11-25T10:16:22.233345] [INFO ] [CONFIGURE ] DRH: Testing with features: ['add_mfi', 'add_volume_momentum_confirmation']
[2025-11-25T10:16:22.432511] [DEBUG] [FORECASTER] DRH: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T10:16:22.637177] [DEBUG] [FORECASTER] DRH: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0
[2025-11-25T10:16:22.839058] [DEBUG] [FORECASTER] DRH: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T10:16:23.048128] [DEBUG] [FORECASTER] DRH: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T10:16:23.254270] [DEBUG] [FORECASTER] DRH: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T10:16:23.474011] [DEBUG] [FORECASTER] DRH: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T10:16:23.726364] [DEBUG] [FORECASTER] DRH: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T10:16:23.934124] [DEBUG] [FORECASTER] DRH: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-25T10:16:24.155630] [DEBUG] [FORECASTER] DRH: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T10:16:24.366021] [DEBUG] [FORECASTER] DRH: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T10:16:24.366220] [INFO ] [CONFIGURE ] DRH: DISCARDED add_volume_momentum_confirmation (score: 40.00%)
[2025-11-25T10:16:24.366281] [INFO ] [CONFIGURE ] JOB ETA: 27.5m | Avg: 2.8s/test | Remaining: 599 tests
[2025-11-25T10:16:24.366338] [INFO ] [CONFIGURE ] DRH: Testing feature 27/29: add_volume_price_divergence
[2025-11-25T10:16:24.366394] [INFO ] [CONFIGURE ] DRH: Testing with features: ['add_mfi', 'add_volume_price_divergence']
[2025-11-25T10:16:24.594436] [DEBUG] [FORECASTER] DRH: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T10:16:24.820564] [DEBUG] [FORECASTER] DRH: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0
[2025-11-25T10:16:25.047839] [DEBUG] [FORECASTER] DRH: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T10:16:25.273538] [DEBUG] [FORECASTER] DRH: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T10:16:25.504010] [DEBUG] [FORECASTER] DRH: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T10:16:25.733835] [DEBUG] [FORECASTER] DRH: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T10:16:25.983707] [DEBUG] [FORECASTER] DRH: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T10:16:26.270639] [DEBUG] [FORECASTER] DRH: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T10:16:26.525624] [DEBUG] [FORECASTER] DRH: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T10:16:26.782090] [DEBUG] [FORECASTER] DRH: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T10:16:26.782296] [INFO ] [CONFIGURE ] DRH: DISCARDED add_volume_price_divergence (score: 40.00%)
[2025-11-25T10:16:26.782357] [INFO ] [CONFIGURE ] JOB ETA: 27.4m | Avg: 2.8s/test | Remaining: 598 tests
[2025-11-25T10:16:26.782407] [INFO ] [CONFIGURE ] DRH: Testing feature 28/29: add_volume_profile
[2025-11-25T10:16:26.782454] [INFO ] [CONFIGURE ] DRH: Testing with features: ['add_mfi', 'add_volume_profile']
[2025-11-25T10:16:27.012817] [DEBUG] [FORECASTER] DRH: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T10:16:27.244953] [DEBUG] [FORECASTER] DRH: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0
[2025-11-25T10:16:27.485506] [DEBUG] [FORECASTER] DRH: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T10:16:27.729311] [DEBUG] [FORECASTER] DRH: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T10:16:27.963830] [DEBUG] [FORECASTER] DRH: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T10:16:28.197530] [DEBUG] [FORECASTER] DRH: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T10:16:28.431536] [DEBUG] [FORECASTER] DRH: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T10:16:28.657079] [DEBUG] [FORECASTER] DRH: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T10:16:28.897831] [DEBUG] [FORECASTER] DRH: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T10:16:29.133138] [DEBUG] [FORECASTER] DRH: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T10:16:29.133343] [INFO ] [CONFIGURE ] DRH: DISCARDED add_volume_profile (score: 40.00%)
[2025-11-25T10:16:29.133410] [INFO ] [CONFIGURE ] JOB ETA: 27.4m | Avg: 2.8s/test | Remaining: 597 tests
[2025-11-25T10:16:29.133469] [INFO ] [CONFIGURE ] DRH: Testing feature 29/29: add_vwap
[2025-11-25T10:16:29.133525] [INFO ] [CONFIGURE ] DRH: Testing with features: ['add_mfi', 'add_vwap']
[2025-11-25T10:16:29.370215] [DEBUG] [FORECASTER] DRH: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T10:16:29.612743] [DEBUG] [FORECASTER] DRH: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T10:16:29.861561] [DEBUG] [FORECASTER] DRH: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T10:16:30.105525] [DEBUG] [FORECASTER] DRH: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T10:16:30.348147] [DEBUG] [FORECASTER] DRH: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T10:16:30.591082] [DEBUG] [FORECASTER] DRH: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T10:16:30.841423] [DEBUG] [FORECASTER] DRH: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T10:16:31.105453] [DEBUG] [FORECASTER] DRH: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T10:16:31.355439] [DEBUG] [FORECASTER] DRH: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T10:16:31.603276] [DEBUG] [FORECASTER] DRH: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T10:16:31.603459] [INFO ] [CONFIGURE ] DRH: DISCARDED add_vwap (score: 40.00%)
[2025-11-25T10:16:31.603523] [INFO ] [CONFIGURE ] JOB ETA: 27.3m | Avg: 2.8s/test | Remaining: 596 tests
[2025-11-25T10:16:31.603582] [INFO ] [CONFIGURE ] DRH: ===== FEATURE SELECTION COMPLETE =====
[2025-11-25T10:16:31.603635] [INFO ] [CONFIGURE ] DRH: Best accuracy: 80.00%
[2025-11-25T10:16:31.603710] [INFO ] [CONFIGURE ] DRH: Best feature set (1 features): ['add_mfi']
[2025-11-25T10:16:31.603751] [INFO ] [CONFIGURE ] DRH: Improvement over baseline: 10.00%
[2025-11-25T10:16:31.603792] [INFO ] [CONFIGURE ] DRH: Total time: 1.2 minutes
[2025-11-25T10:16:31.603831] [INFO ] [CONFIGURE ] DRH: Average time per feature: 2.5 seconds
[2025-11-25T10:16:31.603870] [INFO ] [CONFIGURE ] DRH: Average speed: 0.41 features/sec
[2025-11-25T10:16:31.604333] [INFO ] [LOCAL     ] Saved configuration for DRH: 1 features, 80.00% accuracy -> ./output/feature-sets/DRH.json
[2025-11-25T10:16:31.604393] [INFO ] [CONFIGURE ] DRH: Configuration saved successfully: 1 features, 80.00% accuracy.
[2025-11-25T10:16:31.604453] [INFO ] [sig       ] [145/164] Successfully configured DRH | 0.01 sym/s | Total: 3.3h | ETA: 25.6m
[2025-11-25T10:16:31.604500] [INFO ] [sig       ] [146/164] Configuring DRLL...
[2025-11-25T10:16:31.604542] [INFO ] [CONFIGURE ] DRLL: Configurate test run.
[2025-11-25T10:16:31.604584] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DRLL' from 'https://tdm.silogroup.org/data/derivative_storage/DRLL.csv'.
[2025-11-25T10:16:31.616598] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'DRLL'.
[2025-11-25T10:16:31.616990] [INFO ] [CONFIGURE ] DRLL: Testing with 29 available features
[2025-11-25T10:16:31.617053] [INFO ] [CONFIGURE ] DRLL: Establishing baseline with no features...
[2025-11-25T10:16:31.822449] [DEBUG] [FORECASTER] DRLL: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T10:16:32.007059] [DEBUG] [FORECASTER] DRLL: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T10:16:32.189357] [DEBUG] [FORECASTER] DRLL: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T10:16:32.376603] [DEBUG] [FORECASTER] DRLL: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T10:16:32.567337] [DEBUG] [FORECASTER] DRLL: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-25T10:16:32.753502] [DEBUG] [FORECASTER] DRLL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T10:16:32.944730] [DEBUG] [FORECASTER] DRLL: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T10:16:33.140514] [DEBUG] [FORECASTER] DRLL: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T10:16:33.319308] [DEBUG] [FORECASTER] DRLL: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T10:16:33.495341] [DEBUG] [FORECASTER] DRLL: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T10:16:33.495498] [INFO ] [CONFIGURE ] DRLL: Baseline score (no features): 60.00%
[2025-11-25T10:16:33.495547] [INFO ] [CONFIGURE ] DRLL: Testing feature 1/29: add_bollinger_bands
[2025-11-25T10:16:33.495587] [INFO ] [CONFIGURE ] DRLL: Testing with features: ['add_bollinger_bands']
[2025-11-25T10:16:33.705577] [DEBUG] [FORECASTER] DRLL: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T10:16:33.913521] [DEBUG] [FORECASTER] DRLL: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T10:16:34.120345] [DEBUG] [FORECASTER] DRLL: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T10:16:34.324616] [DEBUG] [FORECASTER] DRLL: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T10:16:34.529045] [DEBUG] [FORECASTER] DRLL: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-25T10:16:34.737369] [DEBUG] [FORECASTER] DRLL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T10:16:34.944267] [DEBUG] [FORECASTER] DRLL: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T10:16:35.149877] [DEBUG] [FORECASTER] DRLL: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T10:16:35.375590] [DEBUG] [FORECASTER] DRLL: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T10:16:35.588528] [DEBUG] [FORECASTER] DRLL: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T10:16:35.588722] [INFO ] [CONFIGURE ] DRLL: KEPT add_bollinger_bands (score: 70.00%)
[2025-11-25T10:16:35.588797] [INFO ] [CONFIGURE ] JOB ETA: 27.3m | Avg: 2.8s/test | Remaining: 595 tests
[2025-11-25T10:16:35.588859] [INFO ] [CONFIGURE ] DRLL: Testing feature 2/29: add_cumulative_delta
[2025-11-25T10:16:35.588909] [INFO ] [CONFIGURE ] DRLL: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta']
[2025-11-25T10:16:35.832676] [DEBUG] [FORECASTER] DRLL: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T10:16:36.080717] [DEBUG] [FORECASTER] DRLL: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T10:16:36.318635] [DEBUG] [FORECASTER] DRLL: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T10:16:36.559381] [DEBUG] [FORECASTER] DRLL: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T10:16:36.793594] [DEBUG] [FORECASTER] DRLL: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T10:16:37.045357] [DEBUG] [FORECASTER] DRLL: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T10:16:37.312622] [DEBUG] [FORECASTER] DRLL: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T10:16:37.581957] [DEBUG] [FORECASTER] DRLL: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T10:16:37.839177] [DEBUG] [FORECASTER] DRLL: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T10:16:38.103222] [DEBUG] [FORECASTER] DRLL: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T10:16:38.103402] [INFO ] [CONFIGURE ] DRLL: DISCARDED add_cumulative_delta (score: 70.00%)
[2025-11-25T10:16:38.103458] [INFO ] [CONFIGURE ] JOB ETA: 27.3m | Avg: 2.8s/test | Remaining: 594 tests
[2025-11-25T10:16:38.103554] [INFO ] [CONFIGURE ] DRLL: Testing feature 3/29: add_daily_returns
[2025-11-25T10:16:38.103604] [INFO ] [CONFIGURE ] DRLL: Testing with features: ['add_bollinger_bands', 'add_daily_returns']
[2025-11-25T10:16:38.333937] [DEBUG] [FORECASTER] DRLL: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T10:16:38.566916] [DEBUG] [FORECASTER] DRLL: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T10:16:38.782938] [DEBUG] [FORECASTER] DRLL: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T10:16:38.993127] [DEBUG] [FORECASTER] DRLL: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T10:16:39.223893] [DEBUG] [FORECASTER] DRLL: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T10:16:39.457389] [DEBUG] [FORECASTER] DRLL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T10:16:39.685446] [DEBUG] [FORECASTER] DRLL: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T10:16:39.922347] [DEBUG] [FORECASTER] DRLL: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T10:16:40.143396] [DEBUG] [FORECASTER] DRLL: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T10:16:40.365352] [DEBUG] [FORECASTER] DRLL: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T10:16:40.365549] [INFO ] [CONFIGURE ] DRLL: KEPT add_daily_returns (score: 80.00%)
[2025-11-25T10:16:40.365601] [INFO ] [CONFIGURE ] JOB ETA: 27.2m | Avg: 2.8s/test | Remaining: 593 tests
[2025-11-25T10:16:40.365667] [INFO ] [CONFIGURE ] DRLL: Testing feature 4/29: add_ema
[2025-11-25T10:16:40.365913] [INFO ] [CONFIGURE ] DRLL: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_ema']
[2025-11-25T10:16:40.639821] [DEBUG] [FORECASTER] DRLL: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T10:16:40.918546] [DEBUG] [FORECASTER] DRLL: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T10:16:41.186661] [DEBUG] [FORECASTER] DRLL: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T10:16:41.451572] [DEBUG] [FORECASTER] DRLL: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T10:16:41.731671] [DEBUG] [FORECASTER] DRLL: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T10:16:42.015059] [DEBUG] [FORECASTER] DRLL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T10:16:42.277419] [DEBUG] [FORECASTER] DRLL: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T10:16:42.559125] [DEBUG] [FORECASTER] DRLL: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T10:16:42.808986] [DEBUG] [FORECASTER] DRLL: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T10:16:43.060338] [DEBUG] [FORECASTER] DRLL: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T10:16:43.060551] [INFO ] [CONFIGURE ] DRLL: DISCARDED add_ema (score: 70.00%)
[2025-11-25T10:16:43.060661] [INFO ] [CONFIGURE ] JOB ETA: 27.2m | Avg: 2.8s/test | Remaining: 592 tests
[2025-11-25T10:16:43.060713] [INFO ] [CONFIGURE ] DRLL: Testing feature 5/29: add_exhaustion_signals
[2025-11-25T10:16:43.060757] [INFO ] [CONFIGURE ] DRLL: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_vwap', 'add_exhaustion_signals']
[2025-11-25T10:16:43.321825] [DEBUG] [FORECASTER] DRLL: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T10:16:43.601663] [DEBUG] [FORECASTER] DRLL: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T10:16:43.862963] [DEBUG] [FORECASTER] DRLL: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T10:16:44.126565] [DEBUG] [FORECASTER] DRLL: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T10:16:44.390452] [DEBUG] [FORECASTER] DRLL: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-25T10:16:44.652281] [DEBUG] [FORECASTER] DRLL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T10:16:44.914491] [DEBUG] [FORECASTER] DRLL: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T10:16:45.177979] [DEBUG] [FORECASTER] DRLL: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T10:16:45.488240] [DEBUG] [FORECASTER] DRLL: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T10:16:45.803020] [DEBUG] [FORECASTER] DRLL: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T10:16:45.803218] [INFO ] [CONFIGURE ] DRLL: DISCARDED add_exhaustion_signals (score: 60.00%)
[2025-11-25T10:16:45.803293] [INFO ] [CONFIGURE ] JOB ETA: 27.1m | Avg: 2.8s/test | Remaining: 591 tests
[2025-11-25T10:16:45.803357] [INFO ] [CONFIGURE ] DRLL: Testing feature 6/29: add_failed_moves
[2025-11-25T10:16:45.803414] [INFO ] [CONFIGURE ] DRLL: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_failed_moves']
[2025-11-25T10:16:46.086397] [DEBUG] [FORECASTER] DRLL: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T10:16:46.330751] [DEBUG] [FORECASTER] DRLL: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T10:16:46.583996] [DEBUG] [FORECASTER] DRLL: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T10:16:46.819371] [DEBUG] [FORECASTER] DRLL: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T10:16:47.071955] [DEBUG] [FORECASTER] DRLL: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T10:16:47.301065] [DEBUG] [FORECASTER] DRLL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T10:16:47.534980] [DEBUG] [FORECASTER] DRLL: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T10:16:47.772704] [DEBUG] [FORECASTER] DRLL: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T10:16:48.019574] [DEBUG] [FORECASTER] DRLL: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T10:16:48.260935] [DEBUG] [FORECASTER] DRLL: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T10:16:48.261118] [INFO ] [CONFIGURE ] DRLL: DISCARDED add_failed_moves (score: 60.00%)
[2025-11-25T10:16:48.261176] [INFO ] [CONFIGURE ] JOB ETA: 27.1m | Avg: 2.8s/test | Remaining: 590 tests
[2025-11-25T10:16:48.261231] [INFO ] [CONFIGURE ] DRLL: Testing feature 7/29: add_lag_shelf
[2025-11-25T10:16:48.261277] [INFO ] [CONFIGURE ] DRLL: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_lag_shelf']
[2025-11-25T10:16:48.505427] [DEBUG] [FORECASTER] DRLL: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T10:16:48.726905] [DEBUG] [FORECASTER] DRLL: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T10:16:48.962161] [DEBUG] [FORECASTER] DRLL: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T10:16:49.179021] [DEBUG] [FORECASTER] DRLL: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T10:16:49.394673] [DEBUG] [FORECASTER] DRLL: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-25T10:16:49.617311] [DEBUG] [FORECASTER] DRLL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T10:16:49.841975] [DEBUG] [FORECASTER] DRLL: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T10:16:50.072420] [DEBUG] [FORECASTER] DRLL: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T10:16:50.292593] [DEBUG] [FORECASTER] DRLL: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T10:16:50.511785] [DEBUG] [FORECASTER] DRLL: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T10:16:50.512085] [INFO ] [CONFIGURE ] DRLL: DISCARDED add_lag_shelf (score: 70.00%)
[2025-11-25T10:16:50.512199] [INFO ] [CONFIGURE ] JOB ETA: 27.0m | Avg: 2.8s/test | Remaining: 589 tests
[2025-11-25T10:16:50.512303] [INFO ] [CONFIGURE ] DRLL: Testing feature 8/29: add_macd
[2025-11-25T10:16:50.512406] [INFO ] [CONFIGURE ] DRLL: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_vwap', 'add_macd']
[2025-11-25T10:16:50.818189] [DEBUG] [FORECASTER] DRLL: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T10:16:51.149759] [DEBUG] [FORECASTER] DRLL: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T10:16:51.498404] [DEBUG] [FORECASTER] DRLL: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T10:16:51.841566] [DEBUG] [FORECASTER] DRLL: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T10:16:52.191820] [DEBUG] [FORECASTER] DRLL: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T10:16:52.529327] [DEBUG] [FORECASTER] DRLL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T10:16:52.868244] [DEBUG] [FORECASTER] DRLL: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T10:16:53.220813] [DEBUG] [FORECASTER] DRLL: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T10:16:53.561203] [DEBUG] [FORECASTER] DRLL: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T10:16:53.913187] [DEBUG] [FORECASTER] DRLL: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T10:16:53.913401] [INFO ] [CONFIGURE ] DRLL: DISCARDED add_macd (score: 70.00%)
[2025-11-25T10:16:53.913465] [INFO ] [CONFIGURE ] JOB ETA: 27.0m | Avg: 2.8s/test | Remaining: 588 tests
[2025-11-25T10:16:53.913572] [INFO ] [CONFIGURE ] DRLL: Testing feature 9/29: add_mfi
[2025-11-25T10:16:53.913634] [INFO ] [CONFIGURE ] DRLL: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_mfi']
[2025-11-25T10:16:54.176438] [DEBUG] [FORECASTER] DRLL: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T10:16:54.428662] [DEBUG] [FORECASTER] DRLL: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T10:16:54.679999] [DEBUG] [FORECASTER] DRLL: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T10:16:54.934773] [DEBUG] [FORECASTER] DRLL: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T10:16:55.194771] [DEBUG] [FORECASTER] DRLL: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T10:16:55.460567] [DEBUG] [FORECASTER] DRLL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T10:16:55.722009] [DEBUG] [FORECASTER] DRLL: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T10:16:55.993000] [DEBUG] [FORECASTER] DRLL: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T10:16:56.294395] [DEBUG] [FORECASTER] DRLL: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T10:16:56.561874] [DEBUG] [FORECASTER] DRLL: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T10:16:56.562076] [INFO ] [CONFIGURE ] DRLL: DISCARDED add_mfi (score: 60.00%)
[2025-11-25T10:16:56.562150] [INFO ] [CONFIGURE ] JOB ETA: 26.9m | Avg: 2.8s/test | Remaining: 587 tests
[2025-11-25T10:16:56.562208] [INFO ] [CONFIGURE ] DRLL: Testing feature 10/29: add_momentum_acceleration
[2025-11-25T10:16:56.562266] [INFO ] [CONFIGURE ] DRLL: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-11-25T10:16:56.901365] [DEBUG] [FORECASTER] DRLL: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T10:16:57.232605] [DEBUG] [FORECASTER] DRLL: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T10:16:57.567706] [DEBUG] [FORECASTER] DRLL: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T10:16:57.907775] [DEBUG] [FORECASTER] DRLL: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T10:16:58.273913] [DEBUG] [FORECASTER] DRLL: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T10:16:58.626889] [DEBUG] [FORECASTER] DRLL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T10:16:58.977207] [DEBUG] [FORECASTER] DRLL: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T10:16:59.330113] [DEBUG] [FORECASTER] DRLL: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T10:16:59.686175] [DEBUG] [FORECASTER] DRLL: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T10:17:00.038515] [DEBUG] [FORECASTER] DRLL: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T10:17:00.038768] [INFO ] [CONFIGURE ] DRLL: DISCARDED add_momentum_acceleration (score: 70.00%)
[2025-11-25T10:17:00.038831] [INFO ] [CONFIGURE ] JOB ETA: 26.9m | Avg: 2.8s/test | Remaining: 586 tests
[2025-11-25T10:17:00.038882] [INFO ] [CONFIGURE ] DRLL: Testing feature 11/29: add_obv_daily
[2025-11-25T10:17:00.038927] [INFO ] [CONFIGURE ] DRLL: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_obv_daily']
[2025-11-25T10:17:00.317583] [DEBUG] [FORECASTER] DRLL: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T10:17:00.572117] [DEBUG] [FORECASTER] DRLL: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T10:17:00.882472] [DEBUG] [FORECASTER] DRLL: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T10:17:01.707190] [DEBUG] [FORECASTER] DRLL: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T10:17:02.065159] [DEBUG] [FORECASTER] DRLL: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T10:17:02.307710] [DEBUG] [FORECASTER] DRLL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T10:17:02.566698] [DEBUG] [FORECASTER] DRLL: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T10:17:02.822493] [DEBUG] [FORECASTER] DRLL: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T10:17:03.069844] [DEBUG] [FORECASTER] DRLL: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T10:17:03.303204] [DEBUG] [FORECASTER] DRLL: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T10:17:03.303423] [INFO ] [CONFIGURE ] DRLL: DISCARDED add_obv_daily (score: 80.00%)
[2025-11-25T10:17:03.303629] [INFO ] [CONFIGURE ] JOB ETA: 26.8m | Avg: 2.8s/test | Remaining: 585 tests
[2025-11-25T10:17:03.303756] [INFO ] [CONFIGURE ] DRLL: Testing feature 12/29: add_obv_interval
[2025-11-25T10:17:03.303862] [INFO ] [CONFIGURE ] DRLL: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_obv_interval']
[2025-11-25T10:17:03.525919] [DEBUG] [FORECASTER] DRLL: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T10:17:03.735451] [DEBUG] [FORECASTER] DRLL: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T10:17:03.969814] [DEBUG] [FORECASTER] DRLL: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T10:17:04.183841] [DEBUG] [FORECASTER] DRLL: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T10:17:04.409047] [DEBUG] [FORECASTER] DRLL: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-25T10:17:04.635867] [DEBUG] [FORECASTER] DRLL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T10:17:04.879253] [DEBUG] [FORECASTER] DRLL: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T10:17:05.109584] [DEBUG] [FORECASTER] DRLL: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T10:17:05.343512] [DEBUG] [FORECASTER] DRLL: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T10:17:05.574554] [DEBUG] [FORECASTER] DRLL: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T10:17:05.574771] [INFO ] [CONFIGURE ] DRLL: DISCARDED add_obv_interval (score: 60.00%)
[2025-11-25T10:17:05.574852] [INFO ] [CONFIGURE ] JOB ETA: 26.8m | Avg: 2.8s/test | Remaining: 584 tests
[2025-11-25T10:17:05.574915] [INFO ] [CONFIGURE ] DRLL: Testing feature 13/29: add_opening_strength
[2025-11-25T10:17:05.574967] [INFO ] [CONFIGURE ] DRLL: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_opening_strength']
[2025-11-25T10:17:05.824925] [DEBUG] [FORECASTER] DRLL: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T10:17:06.093077] [DEBUG] [FORECASTER] DRLL: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T10:17:06.336414] [DEBUG] [FORECASTER] DRLL: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T10:17:06.571722] [DEBUG] [FORECASTER] DRLL: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T10:17:06.802927] [DEBUG] [FORECASTER] DRLL: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-25T10:17:07.042111] [DEBUG] [FORECASTER] DRLL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T10:17:07.308249] [DEBUG] [FORECASTER] DRLL: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T10:17:07.570074] [DEBUG] [FORECASTER] DRLL: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T10:17:07.828049] [DEBUG] [FORECASTER] DRLL: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T10:17:08.101414] [DEBUG] [FORECASTER] DRLL: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T10:17:08.101623] [INFO ] [CONFIGURE ] DRLL: DISCARDED add_opening_strength (score: 50.00%)
[2025-11-25T10:17:08.101710] [INFO ] [CONFIGURE ] JOB ETA: 26.7m | Avg: 2.8s/test | Remaining: 583 tests
[2025-11-25T10:17:08.101762] [INFO ] [CONFIGURE ] DRLL: Testing feature 14/29: add_order_flow_imbalance
[2025-11-25T10:17:08.101809] [INFO ] [CONFIGURE ] DRLL: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_order_flow_imbalance']
[2025-11-25T10:17:08.346702] [DEBUG] [FORECASTER] DRLL: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T10:17:08.603188] [DEBUG] [FORECASTER] DRLL: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T10:17:08.852538] [DEBUG] [FORECASTER] DRLL: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T10:17:09.096449] [DEBUG] [FORECASTER] DRLL: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T10:17:09.341165] [DEBUG] [FORECASTER] DRLL: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-25T10:17:09.578211] [DEBUG] [FORECASTER] DRLL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T10:17:09.817856] [DEBUG] [FORECASTER] DRLL: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T10:17:10.065273] [DEBUG] [FORECASTER] DRLL: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T10:17:10.315538] [DEBUG] [FORECASTER] DRLL: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T10:17:10.559075] [DEBUG] [FORECASTER] DRLL: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T10:17:10.559272] [INFO ] [CONFIGURE ] DRLL: DISCARDED add_order_flow_imbalance (score: 70.00%)
[2025-11-25T10:17:10.559331] [INFO ] [CONFIGURE ] JOB ETA: 26.7m | Avg: 2.8s/test | Remaining: 582 tests
[2025-11-25T10:17:10.559379] [INFO ] [CONFIGURE ] DRLL: Testing feature 15/29: add_pbf_morning_momentum
[2025-11-25T10:17:10.559436] [INFO ] [CONFIGURE ] DRLL: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_pbf_morning_momentum']
[2025-11-25T10:17:10.771718] [DEBUG] [FORECASTER] DRLL: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T10:17:10.994531] [DEBUG] [FORECASTER] DRLL: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T10:17:11.206925] [DEBUG] [FORECASTER] DRLL: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T10:17:11.421470] [DEBUG] [FORECASTER] DRLL: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T10:17:11.640054] [DEBUG] [FORECASTER] DRLL: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T10:17:11.858508] [DEBUG] [FORECASTER] DRLL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T10:17:12.076781] [DEBUG] [FORECASTER] DRLL: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T10:17:12.293741] [DEBUG] [FORECASTER] DRLL: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T10:17:12.528740] [DEBUG] [FORECASTER] DRLL: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T10:17:12.754784] [DEBUG] [FORECASTER] DRLL: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T10:17:12.754953] [INFO ] [CONFIGURE ] DRLL: DISCARDED add_pbf_morning_momentum (score: 80.00%)
[2025-11-25T10:17:12.755001] [INFO ] [CONFIGURE ] JOB ETA: 26.7m | Avg: 2.8s/test | Remaining: 581 tests
[2025-11-25T10:17:12.755038] [INFO ] [CONFIGURE ] DRLL: Testing feature 16/29: add_pbf_overnight_gap
[2025-11-25T10:17:12.755076] [INFO ] [CONFIGURE ] DRLL: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_pbf_overnight_gap']
[2025-11-25T10:17:13.005319] [DEBUG] [FORECASTER] DRLL: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T10:17:13.245294] [DEBUG] [FORECASTER] DRLL: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T10:17:13.479207] [DEBUG] [FORECASTER] DRLL: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T10:17:13.730018] [DEBUG] [FORECASTER] DRLL: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T10:17:13.971412] [DEBUG] [FORECASTER] DRLL: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-25T10:17:14.228165] [DEBUG] [FORECASTER] DRLL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T10:17:14.468237] [DEBUG] [FORECASTER] DRLL: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T10:17:14.703854] [DEBUG] [FORECASTER] DRLL: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T10:17:14.941346] [DEBUG] [FORECASTER] DRLL: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T10:17:15.181053] [DEBUG] [FORECASTER] DRLL: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T10:17:15.181257] [INFO ] [CONFIGURE ] DRLL: DISCARDED add_pbf_overnight_gap (score: 60.00%)
[2025-11-25T10:17:15.181308] [INFO ] [CONFIGURE ] JOB ETA: 26.6m | Avg: 2.8s/test | Remaining: 580 tests
[2025-11-25T10:17:15.181354] [INFO ] [CONFIGURE ] DRLL: Testing feature 17/29: add_pbf_return_2d
[2025-11-25T10:17:15.181403] [INFO ] [CONFIGURE ] DRLL: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_pbf_return_2d']
[2025-11-25T10:17:15.418255] [DEBUG] [FORECASTER] DRLL: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T10:17:15.663905] [DEBUG] [FORECASTER] DRLL: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T10:17:15.909429] [DEBUG] [FORECASTER] DRLL: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T10:17:16.172303] [DEBUG] [FORECASTER] DRLL: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T10:17:16.424261] [DEBUG] [FORECASTER] DRLL: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-25T10:17:16.679711] [DEBUG] [FORECASTER] DRLL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T10:17:16.931237] [DEBUG] [FORECASTER] DRLL: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T10:17:17.181606] [DEBUG] [FORECASTER] DRLL: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T10:17:17.429369] [DEBUG] [FORECASTER] DRLL: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T10:17:17.685069] [DEBUG] [FORECASTER] DRLL: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T10:17:17.685261] [INFO ] [CONFIGURE ] DRLL: DISCARDED add_pbf_return_2d (score: 60.00%)
[2025-11-25T10:17:17.685321] [INFO ] [CONFIGURE ] JOB ETA: 26.6m | Avg: 2.8s/test | Remaining: 579 tests
[2025-11-25T10:17:17.685372] [INFO ] [CONFIGURE ] DRLL: Testing feature 18/29: add_pbf_volatility_5d
[2025-11-25T10:17:17.685416] [INFO ] [CONFIGURE ] DRLL: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_pbf_volatility_5d']
[2025-11-25T10:17:17.912883] [DEBUG] [FORECASTER] DRLL: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T10:17:18.144244] [DEBUG] [FORECASTER] DRLL: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T10:17:18.375685] [DEBUG] [FORECASTER] DRLL: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T10:17:18.608977] [DEBUG] [FORECASTER] DRLL: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T10:17:18.844340] [DEBUG] [FORECASTER] DRLL: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-25T10:17:19.076827] [DEBUG] [FORECASTER] DRLL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T10:17:19.298794] [DEBUG] [FORECASTER] DRLL: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T10:17:19.524453] [DEBUG] [FORECASTER] DRLL: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T10:17:19.747838] [DEBUG] [FORECASTER] DRLL: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T10:17:19.975123] [DEBUG] [FORECASTER] DRLL: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T10:17:19.975306] [INFO ] [CONFIGURE ] DRLL: DISCARDED add_pbf_volatility_5d (score: 50.00%)
[2025-11-25T10:17:19.975356] [INFO ] [CONFIGURE ] JOB ETA: 26.5m | Avg: 2.8s/test | Remaining: 578 tests
[2025-11-25T10:17:19.975394] [INFO ] [CONFIGURE ] DRLL: Testing feature 19/29: add_pbf_vs_sma_5
[2025-11-25T10:17:19.975430] [INFO ] [CONFIGURE ] DRLL: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_pbf_vs_sma_5']
[2025-11-25T10:17:20.191959] [DEBUG] [FORECASTER] DRLL: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T10:17:20.407579] [DEBUG] [FORECASTER] DRLL: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T10:17:20.624147] [DEBUG] [FORECASTER] DRLL: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T10:17:20.858018] [DEBUG] [FORECASTER] DRLL: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T10:17:21.085295] [DEBUG] [FORECASTER] DRLL: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-25T10:17:21.313639] [DEBUG] [FORECASTER] DRLL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T10:17:21.540507] [DEBUG] [FORECASTER] DRLL: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T10:17:21.768853] [DEBUG] [FORECASTER] DRLL: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T10:17:21.986751] [DEBUG] [FORECASTER] DRLL: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T10:17:22.207523] [DEBUG] [FORECASTER] DRLL: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T10:17:22.207903] [INFO ] [CONFIGURE ] DRLL: DISCARDED add_pbf_vs_sma_5 (score: 60.00%)
[2025-11-25T10:17:22.208024] [INFO ] [CONFIGURE ] JOB ETA: 26.5m | Avg: 2.8s/test | Remaining: 577 tests
[2025-11-25T10:17:22.208133] [INFO ] [CONFIGURE ] DRLL: Testing feature 20/29: add_price_rejection
[2025-11-25T10:17:22.208238] [INFO ] [CONFIGURE ] DRLL: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_price_rejection']
[2025-11-25T10:17:22.439319] [DEBUG] [FORECASTER] DRLL: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T10:17:22.671047] [DEBUG] [FORECASTER] DRLL: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T10:17:22.899492] [DEBUG] [FORECASTER] DRLL: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T10:17:23.131113] [DEBUG] [FORECASTER] DRLL: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T10:17:23.361965] [DEBUG] [FORECASTER] DRLL: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T10:17:23.592951] [DEBUG] [FORECASTER] DRLL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T10:17:23.826945] [DEBUG] [FORECASTER] DRLL: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T10:17:24.060713] [DEBUG] [FORECASTER] DRLL: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T10:17:24.317063] [DEBUG] [FORECASTER] DRLL: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T10:17:24.565202] [DEBUG] [FORECASTER] DRLL: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T10:17:24.565405] [INFO ] [CONFIGURE ] DRLL: DISCARDED add_price_rejection (score: 70.00%)
[2025-11-25T10:17:24.565463] [INFO ] [CONFIGURE ] JOB ETA: 26.4m | Avg: 2.8s/test | Remaining: 576 tests
[2025-11-25T10:17:24.565511] [INFO ] [CONFIGURE ] DRLL: Testing feature 21/29: add_range_position
[2025-11-25T10:17:24.565550] [INFO ] [CONFIGURE ] DRLL: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_range_position']
[2025-11-25T10:17:24.817527] [DEBUG] [FORECASTER] DRLL: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T10:17:25.078066] [DEBUG] [FORECASTER] DRLL: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T10:17:25.335409] [DEBUG] [FORECASTER] DRLL: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T10:17:25.589233] [DEBUG] [FORECASTER] DRLL: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T10:17:25.854529] [DEBUG] [FORECASTER] DRLL: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T10:17:26.139499] [DEBUG] [FORECASTER] DRLL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T10:17:26.415209] [DEBUG] [FORECASTER] DRLL: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T10:17:26.675805] [DEBUG] [FORECASTER] DRLL: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T10:17:26.934741] [DEBUG] [FORECASTER] DRLL: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T10:17:27.192220] [DEBUG] [FORECASTER] DRLL: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T10:17:27.192402] [INFO ] [CONFIGURE ] DRLL: DISCARDED add_range_position (score: 70.00%)
[2025-11-25T10:17:27.192465] [INFO ] [CONFIGURE ] JOB ETA: 26.4m | Avg: 2.8s/test | Remaining: 575 tests
[2025-11-25T10:17:27.192515] [INFO ] [CONFIGURE ] DRLL: Testing feature 22/29: add_realized_volatility
[2025-11-25T10:17:27.192560] [INFO ] [CONFIGURE ] DRLL: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_realized_volatility']
[2025-11-25T10:17:27.517947] [DEBUG] [FORECASTER] DRLL: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T10:17:27.846072] [DEBUG] [FORECASTER] DRLL: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T10:17:28.172213] [DEBUG] [FORECASTER] DRLL: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T10:17:28.525945] [DEBUG] [FORECASTER] DRLL: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T10:17:28.914345] [DEBUG] [FORECASTER] DRLL: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-25T10:17:29.371402] [DEBUG] [FORECASTER] DRLL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T10:17:29.749437] [DEBUG] [FORECASTER] DRLL: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T10:17:30.065570] [DEBUG] [FORECASTER] DRLL: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T10:17:30.381693] [DEBUG] [FORECASTER] DRLL: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T10:17:30.699891] [DEBUG] [FORECASTER] DRLL: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T10:17:30.700066] [INFO ] [CONFIGURE ] DRLL: DISCARDED add_realized_volatility (score: 60.00%)
[2025-11-25T10:17:30.700122] [INFO ] [CONFIGURE ] JOB ETA: 26.3m | Avg: 2.8s/test | Remaining: 574 tests
[2025-11-25T10:17:30.700168] [INFO ] [CONFIGURE ] DRLL: Testing feature 23/29: add_recent_range_context
[2025-11-25T10:17:30.700210] [INFO ] [CONFIGURE ] DRLL: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_recent_range_context']
[2025-11-25T10:17:30.921155] [DEBUG] [FORECASTER] DRLL: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T10:17:31.155010] [DEBUG] [FORECASTER] DRLL: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T10:17:31.384597] [DEBUG] [FORECASTER] DRLL: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T10:17:31.612147] [DEBUG] [FORECASTER] DRLL: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T10:17:31.845759] [DEBUG] [FORECASTER] DRLL: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T10:17:32.075368] [DEBUG] [FORECASTER] DRLL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T10:17:32.308694] [DEBUG] [FORECASTER] DRLL: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T10:17:32.540543] [DEBUG] [FORECASTER] DRLL: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T10:17:32.773000] [DEBUG] [FORECASTER] DRLL: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T10:17:33.018492] [DEBUG] [FORECASTER] DRLL: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T10:17:33.018763] [INFO ] [CONFIGURE ] DRLL: DISCARDED add_recent_range_context (score: 80.00%)
[2025-11-25T10:17:33.018826] [INFO ] [CONFIGURE ] JOB ETA: 26.3m | Avg: 2.8s/test | Remaining: 573 tests
[2025-11-25T10:17:33.018877] [INFO ] [CONFIGURE ] DRLL: Testing feature 24/29: add_rsi
[2025-11-25T10:17:33.018925] [INFO ] [CONFIGURE ] DRLL: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_ema', 'add_rsi']
[2025-11-25T10:17:33.293863] [DEBUG] [FORECASTER] DRLL: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T10:17:33.567254] [DEBUG] [FORECASTER] DRLL: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T10:17:33.842151] [DEBUG] [FORECASTER] DRLL: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T10:17:34.135943] [DEBUG] [FORECASTER] DRLL: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T10:17:34.418478] [DEBUG] [FORECASTER] DRLL: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T10:17:34.692618] [DEBUG] [FORECASTER] DRLL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T10:17:34.971158] [DEBUG] [FORECASTER] DRLL: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T10:17:35.243045] [DEBUG] [FORECASTER] DRLL: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T10:17:35.522099] [DEBUG] [FORECASTER] DRLL: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T10:17:35.800969] [DEBUG] [FORECASTER] DRLL: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T10:17:35.801130] [INFO ] [CONFIGURE ] DRLL: DISCARDED add_rsi (score: 70.00%)
[2025-11-25T10:17:35.801192] [INFO ] [CONFIGURE ] JOB ETA: 26.2m | Avg: 2.8s/test | Remaining: 572 tests
[2025-11-25T10:17:35.801241] [INFO ] [CONFIGURE ] DRLL: Testing feature 25/29: add_tick_distribution
[2025-11-25T10:17:35.801286] [INFO ] [CONFIGURE ] DRLL: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_tick_distribution']
[2025-11-25T10:17:36.022939] [DEBUG] [FORECASTER] DRLL: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T10:17:36.260131] [DEBUG] [FORECASTER] DRLL: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T10:17:36.487914] [DEBUG] [FORECASTER] DRLL: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T10:17:36.715857] [DEBUG] [FORECASTER] DRLL: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T10:17:36.955013] [DEBUG] [FORECASTER] DRLL: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-25T10:17:37.199619] [DEBUG] [FORECASTER] DRLL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T10:17:37.446781] [DEBUG] [FORECASTER] DRLL: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T10:17:37.693606] [DEBUG] [FORECASTER] DRLL: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T10:17:37.946942] [DEBUG] [FORECASTER] DRLL: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T10:17:38.182984] [DEBUG] [FORECASTER] DRLL: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T10:17:38.183194] [INFO ] [CONFIGURE ] DRLL: DISCARDED add_tick_distribution (score: 50.00%)
[2025-11-25T10:17:38.183251] [INFO ] [CONFIGURE ] JOB ETA: 26.2m | Avg: 2.8s/test | Remaining: 571 tests
[2025-11-25T10:17:38.183291] [INFO ] [CONFIGURE ] DRLL: Testing feature 26/29: add_volume_momentum_confirmation
[2025-11-25T10:17:38.183331] [INFO ] [CONFIGURE ] DRLL: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_volume_momentum_confirmation']
[2025-11-25T10:17:38.422427] [DEBUG] [FORECASTER] DRLL: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T10:17:38.656108] [DEBUG] [FORECASTER] DRLL: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T10:17:38.887307] [DEBUG] [FORECASTER] DRLL: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T10:17:39.159394] [DEBUG] [FORECASTER] DRLL: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T10:17:39.413849] [DEBUG] [FORECASTER] DRLL: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-25T10:17:39.660634] [DEBUG] [FORECASTER] DRLL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T10:17:39.908829] [DEBUG] [FORECASTER] DRLL: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T10:17:40.177659] [DEBUG] [FORECASTER] DRLL: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T10:17:40.444044] [DEBUG] [FORECASTER] DRLL: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T10:17:40.709057] [DEBUG] [FORECASTER] DRLL: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T10:17:40.709247] [INFO ] [CONFIGURE ] DRLL: DISCARDED add_volume_momentum_confirmation (score: 70.00%)
[2025-11-25T10:17:40.709309] [INFO ] [CONFIGURE ] JOB ETA: 26.1m | Avg: 2.8s/test | Remaining: 570 tests
[2025-11-25T10:17:40.709357] [INFO ] [CONFIGURE ] DRLL: Testing feature 27/29: add_volume_price_divergence
[2025-11-25T10:17:40.709401] [INFO ] [CONFIGURE ] DRLL: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_volume_price_divergence']
[2025-11-25T10:17:41.000685] [DEBUG] [FORECASTER] DRLL: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T10:17:41.272855] [DEBUG] [FORECASTER] DRLL: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T10:17:41.517181] [DEBUG] [FORECASTER] DRLL: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T10:17:41.776140] [DEBUG] [FORECASTER] DRLL: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T10:17:42.036632] [DEBUG] [FORECASTER] DRLL: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T10:17:42.302313] [DEBUG] [FORECASTER] DRLL: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T10:17:42.570389] [DEBUG] [FORECASTER] DRLL: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T10:17:42.829216] [DEBUG] [FORECASTER] DRLL: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T10:17:43.083061] [DEBUG] [FORECASTER] DRLL: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T10:17:43.332743] [DEBUG] [FORECASTER] DRLL: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T10:17:43.332934] [INFO ] [CONFIGURE ] DRLL: DISCARDED add_volume_price_divergence (score: 50.00%)
[2025-11-25T10:17:43.332992] [INFO ] [CONFIGURE ] JOB ETA: 26.1m | Avg: 2.8s/test | Remaining: 569 tests
[2025-11-25T10:17:43.333039] [INFO ] [CONFIGURE ] DRLL: Testing feature 28/29: add_volume_profile
[2025-11-25T10:17:43.333084] [INFO ] [CONFIGURE ] DRLL: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_volume_profile']
[2025-11-25T10:17:43.559178] [DEBUG] [FORECASTER] DRLL: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T10:17:43.817970] [DEBUG] [FORECASTER] DRLL: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T10:17:44.082052] [DEBUG] [FORECASTER] DRLL: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T10:17:44.338346] [DEBUG] [FORECASTER] DRLL: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T10:17:44.590168] [DEBUG] [FORECASTER] DRLL: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-25T10:17:44.857185] [DEBUG] [FORECASTER] DRLL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T10:17:45.128582] [DEBUG] [FORECASTER] DRLL: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T10:17:45.397219] [DEBUG] [FORECASTER] DRLL: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T10:17:45.654717] [DEBUG] [FORECASTER] DRLL: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T10:17:45.928502] [DEBUG] [FORECASTER] DRLL: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T10:17:45.928733] [INFO ] [CONFIGURE ] DRLL: DISCARDED add_volume_profile (score: 70.00%)
[2025-11-25T10:17:45.928793] [INFO ] [CONFIGURE ] JOB ETA: 26.1m | Avg: 2.8s/test | Remaining: 568 tests
[2025-11-25T10:17:45.928843] [INFO ] [CONFIGURE ] DRLL: Testing feature 29/29: add_vwap
[2025-11-25T10:17:45.928889] [INFO ] [CONFIGURE ] DRLL: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_vwap']
[2025-11-25T10:17:46.184354] [DEBUG] [FORECASTER] DRLL: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T10:17:46.421621] [DEBUG] [FORECASTER] DRLL: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T10:17:46.689895] [DEBUG] [FORECASTER] DRLL: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T10:17:46.957188] [DEBUG] [FORECASTER] DRLL: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T10:17:47.222520] [DEBUG] [FORECASTER] DRLL: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T10:17:47.480551] [DEBUG] [FORECASTER] DRLL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T10:17:47.752007] [DEBUG] [FORECASTER] DRLL: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T10:17:48.029055] [DEBUG] [FORECASTER] DRLL: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T10:17:48.292045] [DEBUG] [FORECASTER] DRLL: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T10:17:48.553885] [DEBUG] [FORECASTER] DRLL: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T10:17:48.554081] [INFO ] [CONFIGURE ] DRLL: DISCARDED add_vwap (score: 70.00%)
[2025-11-25T10:17:48.554144] [INFO ] [CONFIGURE ] JOB ETA: 26.0m | Avg: 2.8s/test | Remaining: 567 tests
[2025-11-25T10:17:48.554195] [INFO ] [CONFIGURE ] DRLL: ===== FEATURE SELECTION COMPLETE =====
[2025-11-25T10:17:48.554237] [INFO ] [CONFIGURE ] DRLL: Best accuracy: 80.00%
[2025-11-25T10:17:48.554279] [INFO ] [CONFIGURE ] DRLL: Best feature set (2 features): ['add_bollinger_bands', 'add_daily_returns']
[2025-11-25T10:17:48.554321] [INFO ] [CONFIGURE ] DRLL: Improvement over baseline: 20.00%
[2025-11-25T10:17:48.554359] [INFO ] [CONFIGURE ] DRLL: Total time: 1.3 minutes
[2025-11-25T10:17:48.554397] [INFO ] [CONFIGURE ] DRLL: Average time per feature: 2.6 seconds
[2025-11-25T10:17:48.554436] [INFO ] [CONFIGURE ] DRLL: Average speed: 0.39 features/sec
[2025-11-25T10:17:48.555011] [INFO ] [LOCAL     ] Saved configuration for DRLL: 2 features, 80.00% accuracy -> ./output/feature-sets/DRLL.json
[2025-11-25T10:17:48.555070] [INFO ] [CONFIGURE ] DRLL: Configuration saved successfully: 2 features, 80.00% accuracy.
[2025-11-25T10:17:48.555128] [INFO ] [sig       ] [146/164] Successfully configured DRLL | 0.01 sym/s | Total: 3.3h | ETA: 24.3m
[2025-11-25T10:17:48.555174] [INFO ] [sig       ] [147/164] Configuring DSL...
[2025-11-25T10:17:48.555208] [INFO ] [CONFIGURE ] DSL: Configurate test run.
[2025-11-25T10:17:48.555252] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DSL' from 'https://tdm.silogroup.org/data/derivative_storage/DSL.csv'.
[2025-11-25T10:17:48.569217] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'DSL'.
[2025-11-25T10:17:48.569748] [INFO ] [CONFIGURE ] DSL: Testing with 29 available features
[2025-11-25T10:17:48.569815] [INFO ] [CONFIGURE ] DSL: Establishing baseline with no features...
[2025-11-25T10:17:48.758842] [DEBUG] [FORECASTER] DSL: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T10:17:48.945245] [DEBUG] [FORECASTER] DSL: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T10:17:49.128915] [DEBUG] [FORECASTER] DSL: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T10:17:49.312292] [DEBUG] [FORECASTER] DSL: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T10:17:49.472385] [DEBUG] [FORECASTER] DSL: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T10:17:49.634070] [DEBUG] [FORECASTER] DSL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T10:17:49.805841] [DEBUG] [FORECASTER] DSL: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T10:17:49.991907] [DEBUG] [FORECASTER] DSL: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-25T10:17:50.170525] [DEBUG] [FORECASTER] DSL: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T10:17:50.356288] [DEBUG] [FORECASTER] DSL: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T10:17:50.356445] [INFO ] [CONFIGURE ] DSL: Baseline score (no features): 50.00%
[2025-11-25T10:17:50.356493] [INFO ] [CONFIGURE ] DSL: Testing feature 1/29: add_bollinger_bands
[2025-11-25T10:17:50.356585] [INFO ] [CONFIGURE ] DSL: Testing with features: ['add_bollinger_bands']
[2025-11-25T10:17:50.579819] [DEBUG] [FORECASTER] DSL: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0
[2025-11-25T10:17:50.816441] [DEBUG] [FORECASTER] DSL: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T10:17:51.051086] [DEBUG] [FORECASTER] DSL: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T10:17:51.291520] [DEBUG] [FORECASTER] DSL: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T10:17:51.521461] [DEBUG] [FORECASTER] DSL: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T10:17:51.760982] [DEBUG] [FORECASTER] DSL: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T10:17:51.992911] [DEBUG] [FORECASTER] DSL: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T10:17:52.220842] [DEBUG] [FORECASTER] DSL: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-25T10:17:52.457367] [DEBUG] [FORECASTER] DSL: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T10:17:52.691601] [DEBUG] [FORECASTER] DSL: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T10:17:52.691791] [INFO ] [CONFIGURE ] DSL: DISCARDED add_bollinger_bands (score: 30.00%)
[2025-11-25T10:17:52.691864] [INFO ] [CONFIGURE ] JOB ETA: 26.0m | Avg: 2.8s/test | Remaining: 566 tests
[2025-11-25T10:17:52.691926] [INFO ] [CONFIGURE ] DSL: Testing feature 2/29: add_cumulative_delta
[2025-11-25T10:17:52.691976] [INFO ] [CONFIGURE ] DSL: Testing with features: ['add_cumulative_delta']
[2025-11-25T10:17:52.919394] [DEBUG] [FORECASTER] DSL: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0
[2025-11-25T10:17:53.154511] [DEBUG] [FORECASTER] DSL: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T10:17:53.371214] [DEBUG] [FORECASTER] DSL: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T10:17:53.612452] [DEBUG] [FORECASTER] DSL: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T10:17:53.854115] [DEBUG] [FORECASTER] DSL: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T10:17:54.070795] [DEBUG] [FORECASTER] DSL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T10:17:54.282488] [DEBUG] [FORECASTER] DSL: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T10:17:54.491355] [DEBUG] [FORECASTER] DSL: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T10:17:54.703121] [DEBUG] [FORECASTER] DSL: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T10:17:54.911894] [DEBUG] [FORECASTER] DSL: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T10:17:54.912064] [INFO ] [CONFIGURE ] DSL: KEPT add_cumulative_delta (score: 60.00%)
[2025-11-25T10:17:54.912112] [INFO ] [CONFIGURE ] JOB ETA: 25.9m | Avg: 2.8s/test | Remaining: 565 tests
[2025-11-25T10:17:54.912149] [INFO ] [CONFIGURE ] DSL: Testing feature 3/29: add_daily_returns
[2025-11-25T10:17:54.912185] [INFO ] [CONFIGURE ] DSL: Testing with features: ['add_cumulative_delta', 'add_daily_returns']
[2025-11-25T10:17:55.134400] [DEBUG] [FORECASTER] DSL: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0
[2025-11-25T10:17:55.355719] [DEBUG] [FORECASTER] DSL: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T10:17:55.582447] [DEBUG] [FORECASTER] DSL: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T10:17:55.805483] [DEBUG] [FORECASTER] DSL: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T10:17:56.031770] [DEBUG] [FORECASTER] DSL: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T10:17:56.257369] [DEBUG] [FORECASTER] DSL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T10:17:56.491975] [DEBUG] [FORECASTER] DSL: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T10:17:56.728844] [DEBUG] [FORECASTER] DSL: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T10:17:56.952135] [DEBUG] [FORECASTER] DSL: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T10:17:57.176629] [DEBUG] [FORECASTER] DSL: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T10:17:57.176817] [INFO ] [CONFIGURE ] DSL: DISCARDED add_daily_returns (score: 60.00%)
[2025-11-25T10:17:57.176866] [INFO ] [CONFIGURE ] JOB ETA: 25.9m | Avg: 2.8s/test | Remaining: 564 tests
[2025-11-25T10:17:57.176904] [INFO ] [CONFIGURE ] DSL: Testing feature 4/29: add_ema
[2025-11-25T10:17:57.176941] [INFO ] [CONFIGURE ] DSL: Testing with features: ['add_cumulative_delta', 'add_ema']
[2025-11-25T10:17:57.435115] [DEBUG] [FORECASTER] DSL: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0
[2025-11-25T10:17:57.696013] [DEBUG] [FORECASTER] DSL: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T10:17:57.953246] [DEBUG] [FORECASTER] DSL: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T10:17:58.211529] [DEBUG] [FORECASTER] DSL: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T10:17:58.482679] [DEBUG] [FORECASTER] DSL: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T10:17:58.744121] [DEBUG] [FORECASTER] DSL: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T10:17:59.005210] [DEBUG] [FORECASTER] DSL: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T10:17:59.261585] [DEBUG] [FORECASTER] DSL: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T10:17:59.517211] [DEBUG] [FORECASTER] DSL: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T10:17:59.776263] [DEBUG] [FORECASTER] DSL: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T10:17:59.776505] [INFO ] [CONFIGURE ] DSL: DISCARDED add_ema (score: 30.00%)
[2025-11-25T10:17:59.776593] [INFO ] [CONFIGURE ] JOB ETA: 25.8m | Avg: 2.8s/test | Remaining: 563 tests
[2025-11-25T10:17:59.776694] [INFO ] [CONFIGURE ] DSL: Testing feature 5/29: add_exhaustion_signals
[2025-11-25T10:17:59.776777] [INFO ] [CONFIGURE ] DSL: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals']
[2025-11-25T10:18:00.036987] [DEBUG] [FORECASTER] DSL: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0
[2025-11-25T10:18:00.289278] [DEBUG] [FORECASTER] DSL: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T10:18:00.573559] [DEBUG] [FORECASTER] DSL: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T10:18:00.823495] [DEBUG] [FORECASTER] DSL: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T10:18:01.814695] [DEBUG] [FORECASTER] DSL: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T10:18:02.199582] [DEBUG] [FORECASTER] DSL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T10:18:02.450860] [DEBUG] [FORECASTER] DSL: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T10:18:02.705793] [DEBUG] [FORECASTER] DSL: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T10:18:02.968914] [DEBUG] [FORECASTER] DSL: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T10:18:03.223817] [DEBUG] [FORECASTER] DSL: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T10:18:03.224002] [INFO ] [CONFIGURE ] DSL: DISCARDED add_exhaustion_signals (score: 40.00%)
[2025-11-25T10:18:03.224063] [INFO ] [CONFIGURE ] JOB ETA: 25.8m | Avg: 2.8s/test | Remaining: 562 tests
[2025-11-25T10:18:03.224113] [INFO ] [CONFIGURE ] DSL: Testing feature 6/29: add_failed_moves
[2025-11-25T10:18:03.224158] [INFO ] [CONFIGURE ] DSL: Testing with features: ['add_cumulative_delta', 'add_failed_moves']
[2025-11-25T10:18:03.443536] [DEBUG] [FORECASTER] DSL: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T10:18:03.663107] [DEBUG] [FORECASTER] DSL: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T10:18:03.902553] [DEBUG] [FORECASTER] DSL: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T10:18:04.118034] [DEBUG] [FORECASTER] DSL: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T10:18:04.346884] [DEBUG] [FORECASTER] DSL: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T10:18:04.568925] [DEBUG] [FORECASTER] DSL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T10:18:04.782926] [DEBUG] [FORECASTER] DSL: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T10:18:05.014854] [DEBUG] [FORECASTER] DSL: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T10:18:05.231070] [DEBUG] [FORECASTER] DSL: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T10:18:05.442470] [DEBUG] [FORECASTER] DSL: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T10:18:05.442684] [INFO ] [CONFIGURE ] DSL: DISCARDED add_failed_moves (score: 60.00%)
[2025-11-25T10:18:05.442747] [INFO ] [CONFIGURE ] JOB ETA: 25.7m | Avg: 2.8s/test | Remaining: 561 tests
[2025-11-25T10:18:05.442791] [INFO ] [CONFIGURE ] DSL: Testing feature 7/29: add_lag_shelf
[2025-11-25T10:18:05.442835] [INFO ] [CONFIGURE ] DSL: Testing with features: ['add_cumulative_delta', 'add_lag_shelf']
[2025-11-25T10:18:05.651335] [DEBUG] [FORECASTER] DSL: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0
[2025-11-25T10:18:05.877733] [DEBUG] [FORECASTER] DSL: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T10:18:06.100171] [DEBUG] [FORECASTER] DSL: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T10:18:06.328780] [DEBUG] [FORECASTER] DSL: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T10:18:06.565317] [DEBUG] [FORECASTER] DSL: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T10:18:06.791936] [DEBUG] [FORECASTER] DSL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T10:18:07.018593] [DEBUG] [FORECASTER] DSL: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T10:18:07.246004] [DEBUG] [FORECASTER] DSL: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T10:18:07.471251] [DEBUG] [FORECASTER] DSL: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T10:18:07.679625] [DEBUG] [FORECASTER] DSL: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T10:18:07.679821] [INFO ] [CONFIGURE ] DSL: DISCARDED add_lag_shelf (score: 60.00%)
[2025-11-25T10:18:07.679870] [INFO ] [CONFIGURE ] JOB ETA: 25.7m | Avg: 2.8s/test | Remaining: 560 tests
[2025-11-25T10:18:07.679911] [INFO ] [CONFIGURE ] DSL: Testing feature 8/29: add_macd
[2025-11-25T10:18:07.679951] [INFO ] [CONFIGURE ] DSL: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_macd']
[2025-11-25T10:18:07.985929] [DEBUG] [FORECASTER] DSL: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T10:18:08.293925] [DEBUG] [FORECASTER] DSL: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T10:18:08.616472] [DEBUG] [FORECASTER] DSL: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T10:18:08.931999] [DEBUG] [FORECASTER] DSL: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T10:18:09.276830] [DEBUG] [FORECASTER] DSL: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T10:18:09.656427] [DEBUG] [FORECASTER] DSL: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T10:18:09.997270] [DEBUG] [FORECASTER] DSL: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T10:18:10.355222] [DEBUG] [FORECASTER] DSL: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T10:18:10.674057] [DEBUG] [FORECASTER] DSL: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T10:18:10.990691] [DEBUG] [FORECASTER] DSL: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T10:18:10.990886] [INFO ] [CONFIGURE ] DSL: DISCARDED add_macd (score: 40.00%)
[2025-11-25T10:18:10.990976] [INFO ] [CONFIGURE ] JOB ETA: 25.6m | Avg: 2.8s/test | Remaining: 559 tests
[2025-11-25T10:18:10.991026] [INFO ] [CONFIGURE ] DSL: Testing feature 9/29: add_mfi
[2025-11-25T10:18:10.991069] [INFO ] [CONFIGURE ] DSL: Testing with features: ['add_cumulative_delta', 'add_mfi']
[2025-11-25T10:18:11.223354] [DEBUG] [FORECASTER] DSL: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T10:18:11.454311] [DEBUG] [FORECASTER] DSL: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T10:18:11.690545] [DEBUG] [FORECASTER] DSL: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T10:18:11.948875] [DEBUG] [FORECASTER] DSL: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T10:18:12.185413] [DEBUG] [FORECASTER] DSL: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T10:18:12.420953] [DEBUG] [FORECASTER] DSL: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T10:18:12.674334] [DEBUG] [FORECASTER] DSL: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T10:18:12.918959] [DEBUG] [FORECASTER] DSL: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T10:18:13.159089] [DEBUG] [FORECASTER] DSL: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T10:18:13.399398] [DEBUG] [FORECASTER] DSL: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T10:18:13.399593] [INFO ] [CONFIGURE ] DSL: DISCARDED add_mfi (score: 50.00%)
[2025-11-25T10:18:13.399668] [INFO ] [CONFIGURE ] JOB ETA: 25.6m | Avg: 2.8s/test | Remaining: 558 tests
[2025-11-25T10:18:13.399722] [INFO ] [CONFIGURE ] DSL: Testing feature 10/29: add_momentum_acceleration
[2025-11-25T10:18:13.399768] [INFO ] [CONFIGURE ] DSL: Testing with features: ['add_cumulative_delta', 'add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-11-25T10:18:13.714814] [DEBUG] [FORECASTER] DSL: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0
[2025-11-25T10:18:14.078888] [DEBUG] [FORECASTER] DSL: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T10:18:14.444878] [DEBUG] [FORECASTER] DSL: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T10:18:14.803837] [DEBUG] [FORECASTER] DSL: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T10:18:15.168407] [DEBUG] [FORECASTER] DSL: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T10:18:15.501141] [DEBUG] [FORECASTER] DSL: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T10:18:15.826000] [DEBUG] [FORECASTER] DSL: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T10:18:16.147397] [DEBUG] [FORECASTER] DSL: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-25T10:18:16.592408] [DEBUG] [FORECASTER] DSL: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T10:18:16.981469] [DEBUG] [FORECASTER] DSL: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T10:18:16.981735] [INFO ] [CONFIGURE ] DSL: DISCARDED add_momentum_acceleration (score: 30.00%)
[2025-11-25T10:18:16.981799] [INFO ] [CONFIGURE ] JOB ETA: 25.5m | Avg: 2.8s/test | Remaining: 557 tests
[2025-11-25T10:18:16.981848] [INFO ] [CONFIGURE ] DSL: Testing feature 11/29: add_obv_daily
[2025-11-25T10:18:16.981889] [INFO ] [CONFIGURE ] DSL: Testing with features: ['add_cumulative_delta', 'add_obv_daily']
[2025-11-25T10:18:17.250117] [DEBUG] [FORECASTER] DSL: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0
[2025-11-25T10:18:17.497500] [DEBUG] [FORECASTER] DSL: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T10:18:17.730710] [DEBUG] [FORECASTER] DSL: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T10:18:17.963436] [DEBUG] [FORECASTER] DSL: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T10:18:18.213951] [DEBUG] [FORECASTER] DSL: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T10:18:18.450341] [DEBUG] [FORECASTER] DSL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T10:18:18.684476] [DEBUG] [FORECASTER] DSL: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T10:18:18.934317] [DEBUG] [FORECASTER] DSL: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T10:18:19.176202] [DEBUG] [FORECASTER] DSL: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T10:18:19.412960] [DEBUG] [FORECASTER] DSL: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T10:18:19.413177] [INFO ] [CONFIGURE ] DSL: KEPT add_obv_daily (score: 70.00%)
[2025-11-25T10:18:19.413238] [INFO ] [CONFIGURE ] JOB ETA: 25.5m | Avg: 2.8s/test | Remaining: 556 tests
[2025-11-25T10:18:19.413287] [INFO ] [CONFIGURE ] DSL: Testing feature 12/29: add_obv_interval
[2025-11-25T10:18:19.413360] [INFO ] [CONFIGURE ] DSL: Testing with features: ['add_cumulative_delta', 'add_obv_daily', 'add_obv_interval']
[2025-11-25T10:18:19.690428] [DEBUG] [FORECASTER] DSL: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0
[2025-11-25T10:18:19.977532] [DEBUG] [FORECASTER] DSL: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T10:18:20.237173] [DEBUG] [FORECASTER] DSL: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T10:18:20.493907] [DEBUG] [FORECASTER] DSL: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T10:18:20.756226] [DEBUG] [FORECASTER] DSL: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T10:18:21.056110] [DEBUG] [FORECASTER] DSL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T10:18:21.308497] [DEBUG] [FORECASTER] DSL: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T10:18:21.600142] [DEBUG] [FORECASTER] DSL: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-25T10:18:21.867407] [DEBUG] [FORECASTER] DSL: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T10:18:22.125528] [DEBUG] [FORECASTER] DSL: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T10:18:22.125728] [INFO ] [CONFIGURE ] DSL: DISCARDED add_obv_interval (score: 50.00%)
[2025-11-25T10:18:22.125786] [INFO ] [CONFIGURE ] JOB ETA: 25.5m | Avg: 2.8s/test | Remaining: 555 tests
[2025-11-25T10:18:22.125833] [INFO ] [CONFIGURE ] DSL: Testing feature 13/29: add_opening_strength
[2025-11-25T10:18:22.125877] [INFO ] [CONFIGURE ] DSL: Testing with features: ['add_cumulative_delta', 'add_obv_daily', 'add_daily_returns', 'add_opening_strength']
[2025-11-25T10:18:22.392349] [DEBUG] [FORECASTER] DSL: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0
[2025-11-25T10:18:22.665848] [DEBUG] [FORECASTER] DSL: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T10:18:22.948437] [DEBUG] [FORECASTER] DSL: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T10:18:23.212616] [DEBUG] [FORECASTER] DSL: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T10:18:23.476745] [DEBUG] [FORECASTER] DSL: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T10:18:23.751103] [DEBUG] [FORECASTER] DSL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T10:18:24.018891] [DEBUG] [FORECASTER] DSL: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T10:18:24.290026] [DEBUG] [FORECASTER] DSL: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-25T10:18:24.556721] [DEBUG] [FORECASTER] DSL: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T10:18:24.823801] [DEBUG] [FORECASTER] DSL: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T10:18:24.823993] [INFO ] [CONFIGURE ] DSL: DISCARDED add_opening_strength (score: 30.00%)
[2025-11-25T10:18:24.824146] [INFO ] [CONFIGURE ] JOB ETA: 25.4m | Avg: 2.8s/test | Remaining: 554 tests
[2025-11-25T10:18:24.824228] [INFO ] [CONFIGURE ] DSL: Testing feature 14/29: add_order_flow_imbalance
[2025-11-25T10:18:24.824343] [INFO ] [CONFIGURE ] DSL: Testing with features: ['add_cumulative_delta', 'add_obv_daily', 'add_order_flow_imbalance']
[2025-11-25T10:18:25.089979] [DEBUG] [FORECASTER] DSL: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0
[2025-11-25T10:18:25.351268] [DEBUG] [FORECASTER] DSL: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T10:18:25.613629] [DEBUG] [FORECASTER] DSL: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T10:18:25.885507] [DEBUG] [FORECASTER] DSL: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T10:18:26.153267] [DEBUG] [FORECASTER] DSL: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T10:18:26.448548] [DEBUG] [FORECASTER] DSL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T10:18:26.711548] [DEBUG] [FORECASTER] DSL: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T10:18:26.975860] [DEBUG] [FORECASTER] DSL: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T10:18:27.242316] [DEBUG] [FORECASTER] DSL: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T10:18:27.503697] [DEBUG] [FORECASTER] DSL: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T10:18:27.503890] [INFO ] [CONFIGURE ] DSL: DISCARDED add_order_flow_imbalance (score: 50.00%)
[2025-11-25T10:18:27.503948] [INFO ] [CONFIGURE ] JOB ETA: 25.4m | Avg: 2.8s/test | Remaining: 553 tests
[2025-11-25T10:18:27.503994] [INFO ] [CONFIGURE ] DSL: Testing feature 15/29: add_pbf_morning_momentum
[2025-11-25T10:18:27.504039] [INFO ] [CONFIGURE ] DSL: Testing with features: ['add_cumulative_delta', 'add_obv_daily', 'add_pbf_morning_momentum']
[2025-11-25T10:18:27.732977] [DEBUG] [FORECASTER] DSL: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0
[2025-11-25T10:18:27.963083] [DEBUG] [FORECASTER] DSL: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T10:18:28.203860] [DEBUG] [FORECASTER] DSL: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T10:18:28.434482] [DEBUG] [FORECASTER] DSL: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T10:18:28.668225] [DEBUG] [FORECASTER] DSL: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T10:18:28.898234] [DEBUG] [FORECASTER] DSL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T10:18:29.127319] [DEBUG] [FORECASTER] DSL: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T10:18:29.359987] [DEBUG] [FORECASTER] DSL: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-25T10:18:29.589972] [DEBUG] [FORECASTER] DSL: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T10:18:29.853522] [DEBUG] [FORECASTER] DSL: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T10:18:29.853731] [INFO ] [CONFIGURE ] DSL: DISCARDED add_pbf_morning_momentum (score: 50.00%)
[2025-11-25T10:18:29.853794] [INFO ] [CONFIGURE ] JOB ETA: 25.3m | Avg: 2.8s/test | Remaining: 552 tests
[2025-11-25T10:18:29.853841] [INFO ] [CONFIGURE ] DSL: Testing feature 16/29: add_pbf_overnight_gap
[2025-11-25T10:18:29.853885] [INFO ] [CONFIGURE ] DSL: Testing with features: ['add_cumulative_delta', 'add_obv_daily', 'add_pbf_overnight_gap']
[2025-11-25T10:18:30.109659] [DEBUG] [FORECASTER] DSL: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0
[2025-11-25T10:18:30.362912] [DEBUG] [FORECASTER] DSL: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T10:18:30.616531] [DEBUG] [FORECASTER] DSL: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T10:18:30.881933] [DEBUG] [FORECASTER] DSL: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T10:18:31.154022] [DEBUG] [FORECASTER] DSL: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T10:18:31.431024] [DEBUG] [FORECASTER] DSL: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T10:18:31.704561] [DEBUG] [FORECASTER] DSL: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T10:18:31.988084] [DEBUG] [FORECASTER] DSL: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-25T10:18:32.254630] [DEBUG] [FORECASTER] DSL: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T10:18:32.543101] [DEBUG] [FORECASTER] DSL: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T10:18:32.543294] [INFO ] [CONFIGURE ] DSL: DISCARDED add_pbf_overnight_gap (score: 50.00%)
[2025-11-25T10:18:32.543362] [INFO ] [CONFIGURE ] JOB ETA: 25.3m | Avg: 2.8s/test | Remaining: 551 tests
[2025-11-25T10:18:32.543419] [INFO ] [CONFIGURE ] DSL: Testing feature 17/29: add_pbf_return_2d
[2025-11-25T10:18:32.543470] [INFO ] [CONFIGURE ] DSL: Testing with features: ['add_cumulative_delta', 'add_obv_daily', 'add_pbf_return_2d']
[2025-11-25T10:18:32.832191] [DEBUG] [FORECASTER] DSL: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0
[2025-11-25T10:18:33.102963] [DEBUG] [FORECASTER] DSL: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T10:18:33.369090] [DEBUG] [FORECASTER] DSL: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T10:18:33.654532] [DEBUG] [FORECASTER] DSL: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T10:18:33.939687] [DEBUG] [FORECASTER] DSL: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T10:18:34.237824] [DEBUG] [FORECASTER] DSL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T10:18:34.528193] [DEBUG] [FORECASTER] DSL: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T10:18:34.825320] [DEBUG] [FORECASTER] DSL: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T10:18:35.111885] [DEBUG] [FORECASTER] DSL: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T10:18:35.378919] [DEBUG] [FORECASTER] DSL: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T10:18:35.379119] [INFO ] [CONFIGURE ] DSL: DISCARDED add_pbf_return_2d (score: 40.00%)
[2025-11-25T10:18:35.379177] [INFO ] [CONFIGURE ] JOB ETA: 25.2m | Avg: 2.8s/test | Remaining: 550 tests
[2025-11-25T10:18:35.379225] [INFO ] [CONFIGURE ] DSL: Testing feature 18/29: add_pbf_volatility_5d
[2025-11-25T10:18:35.379270] [INFO ] [CONFIGURE ] DSL: Testing with features: ['add_cumulative_delta', 'add_obv_daily', 'add_pbf_volatility_5d']
[2025-11-25T10:18:35.615501] [DEBUG] [FORECASTER] DSL: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0
[2025-11-25T10:18:35.885127] [DEBUG] [FORECASTER] DSL: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T10:18:36.145739] [DEBUG] [FORECASTER] DSL: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T10:18:36.399531] [DEBUG] [FORECASTER] DSL: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T10:18:36.658484] [DEBUG] [FORECASTER] DSL: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T10:18:36.915470] [DEBUG] [FORECASTER] DSL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T10:18:37.175047] [DEBUG] [FORECASTER] DSL: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T10:18:37.412357] [DEBUG] [FORECASTER] DSL: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-25T10:18:37.652325] [DEBUG] [FORECASTER] DSL: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T10:18:37.895272] [DEBUG] [FORECASTER] DSL: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T10:18:37.895438] [INFO ] [CONFIGURE ] DSL: DISCARDED add_pbf_volatility_5d (score: 50.00%)
[2025-11-25T10:18:37.895497] [INFO ] [CONFIGURE ] JOB ETA: 25.2m | Avg: 2.8s/test | Remaining: 549 tests
[2025-11-25T10:18:37.895545] [INFO ] [CONFIGURE ] DSL: Testing feature 19/29: add_pbf_vs_sma_5
[2025-11-25T10:18:37.895590] [INFO ] [CONFIGURE ] DSL: Testing with features: ['add_cumulative_delta', 'add_obv_daily', 'add_pbf_vs_sma_5']
[2025-11-25T10:18:38.155833] [DEBUG] [FORECASTER] DSL: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0
[2025-11-25T10:18:38.401994] [DEBUG] [FORECASTER] DSL: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T10:18:38.646738] [DEBUG] [FORECASTER] DSL: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T10:18:38.886945] [DEBUG] [FORECASTER] DSL: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T10:18:39.132902] [DEBUG] [FORECASTER] DSL: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T10:18:39.375493] [DEBUG] [FORECASTER] DSL: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T10:18:39.618518] [DEBUG] [FORECASTER] DSL: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T10:18:39.859617] [DEBUG] [FORECASTER] DSL: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-25T10:18:40.100434] [DEBUG] [FORECASTER] DSL: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T10:18:40.344452] [DEBUG] [FORECASTER] DSL: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T10:18:40.344680] [INFO ] [CONFIGURE ] DSL: DISCARDED add_pbf_vs_sma_5 (score: 50.00%)
[2025-11-25T10:18:40.344742] [INFO ] [CONFIGURE ] JOB ETA: 25.1m | Avg: 2.8s/test | Remaining: 548 tests
[2025-11-25T10:18:40.344792] [INFO ] [CONFIGURE ] DSL: Testing feature 20/29: add_price_rejection
[2025-11-25T10:18:40.344838] [INFO ] [CONFIGURE ] DSL: Testing with features: ['add_cumulative_delta', 'add_obv_daily', 'add_price_rejection']
[2025-11-25T10:18:40.605321] [DEBUG] [FORECASTER] DSL: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0
[2025-11-25T10:18:40.859154] [DEBUG] [FORECASTER] DSL: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T10:18:41.109718] [DEBUG] [FORECASTER] DSL: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T10:18:41.366885] [DEBUG] [FORECASTER] DSL: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T10:18:41.618546] [DEBUG] [FORECASTER] DSL: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T10:18:41.873737] [DEBUG] [FORECASTER] DSL: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T10:18:42.128876] [DEBUG] [FORECASTER] DSL: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T10:18:42.379657] [DEBUG] [FORECASTER] DSL: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T10:18:42.629662] [DEBUG] [FORECASTER] DSL: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T10:18:42.896187] [DEBUG] [FORECASTER] DSL: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T10:18:42.896397] [INFO ] [CONFIGURE ] DSL: DISCARDED add_price_rejection (score: 50.00%)
[2025-11-25T10:18:42.896457] [INFO ] [CONFIGURE ] JOB ETA: 25.1m | Avg: 2.8s/test | Remaining: 547 tests
[2025-11-25T10:18:42.896507] [INFO ] [CONFIGURE ] DSL: Testing feature 21/29: add_range_position
[2025-11-25T10:18:42.896555] [INFO ] [CONFIGURE ] DSL: Testing with features: ['add_cumulative_delta', 'add_obv_daily', 'add_range_position']
[2025-11-25T10:18:43.184818] [DEBUG] [FORECASTER] DSL: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0
[2025-11-25T10:18:43.468236] [DEBUG] [FORECASTER] DSL: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T10:18:43.751050] [DEBUG] [FORECASTER] DSL: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T10:18:44.029399] [DEBUG] [FORECASTER] DSL: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T10:18:44.314947] [DEBUG] [FORECASTER] DSL: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T10:18:44.593253] [DEBUG] [FORECASTER] DSL: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T10:18:44.875271] [DEBUG] [FORECASTER] DSL: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T10:18:45.155842] [DEBUG] [FORECASTER] DSL: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T10:18:45.439270] [DEBUG] [FORECASTER] DSL: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T10:18:45.727467] [DEBUG] [FORECASTER] DSL: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T10:18:45.727722] [INFO ] [CONFIGURE ] DSL: DISCARDED add_range_position (score: 40.00%)
[2025-11-25T10:18:45.727796] [INFO ] [CONFIGURE ] JOB ETA: 25.0m | Avg: 2.8s/test | Remaining: 546 tests
[2025-11-25T10:18:45.727850] [INFO ] [CONFIGURE ] DSL: Testing feature 22/29: add_realized_volatility
[2025-11-25T10:18:45.727895] [INFO ] [CONFIGURE ] DSL: Testing with features: ['add_cumulative_delta', 'add_obv_daily', 'add_realized_volatility']
[2025-11-25T10:18:46.108230] [DEBUG] [FORECASTER] DSL: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T10:18:46.468181] [DEBUG] [FORECASTER] DSL: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T10:18:46.821417] [DEBUG] [FORECASTER] DSL: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T10:18:47.182081] [DEBUG] [FORECASTER] DSL: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T10:18:47.543367] [DEBUG] [FORECASTER] DSL: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T10:18:47.895349] [DEBUG] [FORECASTER] DSL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T10:18:48.246082] [DEBUG] [FORECASTER] DSL: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T10:18:48.616602] [DEBUG] [FORECASTER] DSL: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-25T10:18:48.969550] [DEBUG] [FORECASTER] DSL: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T10:18:49.322320] [DEBUG] [FORECASTER] DSL: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T10:18:49.322488] [INFO ] [CONFIGURE ] DSL: DISCARDED add_realized_volatility (score: 50.00%)
[2025-11-25T10:18:49.322545] [INFO ] [CONFIGURE ] JOB ETA: 25.0m | Avg: 2.8s/test | Remaining: 545 tests
[2025-11-25T10:18:49.322592] [INFO ] [CONFIGURE ] DSL: Testing feature 23/29: add_recent_range_context
[2025-11-25T10:18:49.322635] [INFO ] [CONFIGURE ] DSL: Testing with features: ['add_cumulative_delta', 'add_obv_daily', 'add_recent_range_context']
[2025-11-25T10:18:49.575829] [DEBUG] [FORECASTER] DSL: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0
[2025-11-25T10:18:49.828065] [DEBUG] [FORECASTER] DSL: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T10:18:50.054191] [DEBUG] [FORECASTER] DSL: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T10:18:50.302507] [DEBUG] [FORECASTER] DSL: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T10:18:50.543788] [DEBUG] [FORECASTER] DSL: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T10:18:50.785113] [DEBUG] [FORECASTER] DSL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T10:18:51.030314] [DEBUG] [FORECASTER] DSL: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T10:18:51.274168] [DEBUG] [FORECASTER] DSL: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T10:18:51.524232] [DEBUG] [FORECASTER] DSL: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T10:18:51.770239] [DEBUG] [FORECASTER] DSL: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T10:18:51.770423] [INFO ] [CONFIGURE ] DSL: DISCARDED add_recent_range_context (score: 60.00%)
[2025-11-25T10:18:51.770480] [INFO ] [CONFIGURE ] JOB ETA: 24.9m | Avg: 2.8s/test | Remaining: 544 tests
[2025-11-25T10:18:51.770526] [INFO ] [CONFIGURE ] DSL: Testing feature 24/29: add_rsi
[2025-11-25T10:18:51.770570] [INFO ] [CONFIGURE ] DSL: Testing with features: ['add_cumulative_delta', 'add_obv_daily', 'add_ema', 'add_rsi']
[2025-11-25T10:18:52.066123] [DEBUG] [FORECASTER] DSL: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0
[2025-11-25T10:18:52.383100] [DEBUG] [FORECASTER] DSL: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T10:18:52.689895] [DEBUG] [FORECASTER] DSL: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T10:18:53.001764] [DEBUG] [FORECASTER] DSL: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T10:18:53.305878] [DEBUG] [FORECASTER] DSL: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T10:18:53.607667] [DEBUG] [FORECASTER] DSL: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T10:18:53.899973] [DEBUG] [FORECASTER] DSL: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T10:18:54.200490] [DEBUG] [FORECASTER] DSL: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-25T10:18:54.504493] [DEBUG] [FORECASTER] DSL: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T10:18:54.815098] [DEBUG] [FORECASTER] DSL: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T10:18:54.815278] [INFO ] [CONFIGURE ] DSL: DISCARDED add_rsi (score: 40.00%)
[2025-11-25T10:18:54.815336] [INFO ] [CONFIGURE ] JOB ETA: 24.9m | Avg: 2.8s/test | Remaining: 543 tests
[2025-11-25T10:18:54.815387] [INFO ] [CONFIGURE ] DSL: Testing feature 25/29: add_tick_distribution
[2025-11-25T10:18:54.815433] [INFO ] [CONFIGURE ] DSL: Testing with features: ['add_cumulative_delta', 'add_obv_daily', 'add_tick_distribution']
[2025-11-25T10:18:55.080115] [DEBUG] [FORECASTER] DSL: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0
[2025-11-25T10:18:55.337428] [DEBUG] [FORECASTER] DSL: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T10:18:55.589770] [DEBUG] [FORECASTER] DSL: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T10:18:55.844194] [DEBUG] [FORECASTER] DSL: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T10:18:56.101981] [DEBUG] [FORECASTER] DSL: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T10:18:56.361891] [DEBUG] [FORECASTER] DSL: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T10:18:56.607019] [DEBUG] [FORECASTER] DSL: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T10:18:56.864287] [DEBUG] [FORECASTER] DSL: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-25T10:18:57.121912] [DEBUG] [FORECASTER] DSL: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T10:18:57.379693] [DEBUG] [FORECASTER] DSL: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T10:18:57.379862] [INFO ] [CONFIGURE ] DSL: DISCARDED add_tick_distribution (score: 40.00%)
[2025-11-25T10:18:57.379923] [INFO ] [CONFIGURE ] JOB ETA: 24.9m | Avg: 2.8s/test | Remaining: 542 tests
[2025-11-25T10:18:57.379971] [INFO ] [CONFIGURE ] DSL: Testing feature 26/29: add_volume_momentum_confirmation
[2025-11-25T10:18:57.380015] [INFO ] [CONFIGURE ] DSL: Testing with features: ['add_cumulative_delta', 'add_obv_daily', 'add_volume_momentum_confirmation']
[2025-11-25T10:18:57.641527] [DEBUG] [FORECASTER] DSL: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0
[2025-11-25T10:18:57.895036] [DEBUG] [FORECASTER] DSL: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T10:18:58.151265] [DEBUG] [FORECASTER] DSL: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T10:18:58.426427] [DEBUG] [FORECASTER] DSL: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T10:18:58.685123] [DEBUG] [FORECASTER] DSL: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T10:18:58.945709] [DEBUG] [FORECASTER] DSL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T10:18:59.209302] [DEBUG] [FORECASTER] DSL: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T10:18:59.467043] [DEBUG] [FORECASTER] DSL: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T10:18:59.724430] [DEBUG] [FORECASTER] DSL: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T10:18:59.986498] [DEBUG] [FORECASTER] DSL: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T10:18:59.986727] [INFO ] [CONFIGURE ] DSL: DISCARDED add_volume_momentum_confirmation (score: 60.00%)
[2025-11-25T10:18:59.986788] [INFO ] [CONFIGURE ] JOB ETA: 24.8m | Avg: 2.8s/test | Remaining: 541 tests
[2025-11-25T10:18:59.986835] [INFO ] [CONFIGURE ] DSL: Testing feature 27/29: add_volume_price_divergence
[2025-11-25T10:18:59.986879] [INFO ] [CONFIGURE ] DSL: Testing with features: ['add_cumulative_delta', 'add_obv_daily', 'add_volume_price_divergence']
[2025-11-25T10:19:00.973300] [DEBUG] [FORECASTER] DSL: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0
[2025-11-25T10:19:01.290707] [DEBUG] [FORECASTER] DSL: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T10:19:01.560589] [DEBUG] [FORECASTER] DSL: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T10:19:01.830195] [DEBUG] [FORECASTER] DSL: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T10:19:02.098531] [DEBUG] [FORECASTER] DSL: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T10:19:02.362278] [DEBUG] [FORECASTER] DSL: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T10:19:02.654365] [DEBUG] [FORECASTER] DSL: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T10:19:02.920495] [DEBUG] [FORECASTER] DSL: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T10:19:03.189442] [DEBUG] [FORECASTER] DSL: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T10:19:03.459885] [DEBUG] [FORECASTER] DSL: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T10:19:03.460104] [INFO ] [CONFIGURE ] DSL: DISCARDED add_volume_price_divergence (score: 40.00%)
[2025-11-25T10:19:03.460163] [INFO ] [CONFIGURE ] JOB ETA: 24.8m | Avg: 2.8s/test | Remaining: 540 tests
[2025-11-25T10:19:03.460215] [INFO ] [CONFIGURE ] DSL: Testing feature 28/29: add_volume_profile
[2025-11-25T10:19:03.460261] [INFO ] [CONFIGURE ] DSL: Testing with features: ['add_cumulative_delta', 'add_obv_daily', 'add_volume_profile']
[2025-11-25T10:19:03.721256] [DEBUG] [FORECASTER] DSL: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0
[2025-11-25T10:19:03.988351] [DEBUG] [FORECASTER] DSL: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T10:19:04.254003] [DEBUG] [FORECASTER] DSL: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T10:19:04.549382] [DEBUG] [FORECASTER] DSL: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T10:19:04.816668] [DEBUG] [FORECASTER] DSL: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T10:19:05.082286] [DEBUG] [FORECASTER] DSL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T10:19:05.348666] [DEBUG] [FORECASTER] DSL: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T10:19:05.605047] [DEBUG] [FORECASTER] DSL: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T10:19:05.875329] [DEBUG] [FORECASTER] DSL: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T10:19:06.156186] [DEBUG] [FORECASTER] DSL: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T10:19:06.156364] [INFO ] [CONFIGURE ] DSL: DISCARDED add_volume_profile (score: 40.00%)
[2025-11-25T10:19:06.156421] [INFO ] [CONFIGURE ] JOB ETA: 24.7m | Avg: 2.8s/test | Remaining: 539 tests
[2025-11-25T10:19:06.156469] [INFO ] [CONFIGURE ] DSL: Testing feature 29/29: add_vwap
[2025-11-25T10:19:06.156514] [INFO ] [CONFIGURE ] DSL: Testing with features: ['add_cumulative_delta', 'add_obv_daily', 'add_vwap']
[2025-11-25T10:19:06.419960] [DEBUG] [FORECASTER] DSL: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0
[2025-11-25T10:19:06.692110] [DEBUG] [FORECASTER] DSL: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T10:19:06.963441] [DEBUG] [FORECASTER] DSL: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T10:19:07.231516] [DEBUG] [FORECASTER] DSL: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T10:19:07.495947] [DEBUG] [FORECASTER] DSL: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T10:19:07.795882] [DEBUG] [FORECASTER] DSL: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T10:19:08.082876] [DEBUG] [FORECASTER] DSL: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T10:19:08.349330] [DEBUG] [FORECASTER] DSL: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T10:19:08.686245] [DEBUG] [FORECASTER] DSL: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T10:19:09.047578] [DEBUG] [FORECASTER] DSL: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T10:19:09.047840] [INFO ] [CONFIGURE ] DSL: DISCARDED add_vwap (score: 40.00%)
[2025-11-25T10:19:09.047916] [INFO ] [CONFIGURE ] JOB ETA: 24.7m | Avg: 2.8s/test | Remaining: 538 tests
[2025-11-25T10:19:09.047981] [INFO ] [CONFIGURE ] DSL: ===== FEATURE SELECTION COMPLETE =====
[2025-11-25T10:19:09.048031] [INFO ] [CONFIGURE ] DSL: Best accuracy: 70.00%
[2025-11-25T10:19:09.048077] [INFO ] [CONFIGURE ] DSL: Best feature set (2 features): ['add_cumulative_delta', 'add_obv_daily']
[2025-11-25T10:19:09.048118] [INFO ] [CONFIGURE ] DSL: Improvement over baseline: 20.00%
[2025-11-25T10:19:09.048156] [INFO ] [CONFIGURE ] DSL: Total time: 1.3 minutes
[2025-11-25T10:19:09.048200] [INFO ] [CONFIGURE ] DSL: Average time per feature: 2.7 seconds
[2025-11-25T10:19:09.048249] [INFO ] [CONFIGURE ] DSL: Average speed: 0.37 features/sec
[2025-11-25T10:19:09.048682] [INFO ] [LOCAL     ] Saved configuration for DSL: 2 features, 70.00% accuracy -> ./output/feature-sets/DSL.json
[2025-11-25T10:19:09.048747] [INFO ] [CONFIGURE ] DSL: Configuration saved successfully: 2 features, 70.00% accuracy.
[2025-11-25T10:19:09.048805] [INFO ] [sig       ] [147/164] Successfully configured DSL | 0.01 sym/s | Total: 3.3h | ETA: 22.9m
[2025-11-25T10:19:09.048852] [INFO ] [sig       ] [148/164] Configuring DSM...
[2025-11-25T10:19:09.048894] [INFO ] [CONFIGURE ] DSM: Configurate test run.
[2025-11-25T10:19:09.048934] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DSM' from 'https://tdm.silogroup.org/data/derivative_storage/DSM.csv'.
[2025-11-25T10:19:09.062802] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'DSM'.
[2025-11-25T10:19:09.063443] [INFO ] [CONFIGURE ] DSM: Testing with 29 available features
[2025-11-25T10:19:09.063525] [INFO ] [CONFIGURE ] DSM: Establishing baseline with no features...
[2025-11-25T10:19:09.284076] [DEBUG] [FORECASTER] DSM: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T10:19:09.480178] [DEBUG] [FORECASTER] DSM: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T10:19:09.655471] [DEBUG] [FORECASTER] DSM: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T10:19:09.822702] [DEBUG] [FORECASTER] DSM: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-25T10:19:09.991144] [DEBUG] [FORECASTER] DSM: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T10:19:10.177900] [DEBUG] [FORECASTER] DSM: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1
[2025-11-25T10:19:10.366714] [DEBUG] [FORECASTER] DSM: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T10:19:10.542324] [DEBUG] [FORECASTER] DSM: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T10:19:10.721095] [DEBUG] [FORECASTER] DSM: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T10:19:10.920783] [DEBUG] [FORECASTER] DSM: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-25T10:19:10.920962] [INFO ] [CONFIGURE ] DSM: Baseline score (no features): 50.00%
[2025-11-25T10:19:10.921013] [INFO ] [CONFIGURE ] DSM: Testing feature 1/29: add_bollinger_bands
[2025-11-25T10:19:10.921059] [INFO ] [CONFIGURE ] DSM: Testing with features: ['add_bollinger_bands']
[2025-11-25T10:19:11.146958] [DEBUG] [FORECASTER] DSM: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T10:19:11.354223] [DEBUG] [FORECASTER] DSM: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T10:19:11.552118] [DEBUG] [FORECASTER] DSM: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T10:19:11.753575] [DEBUG] [FORECASTER] DSM: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-25T10:19:11.954484] [DEBUG] [FORECASTER] DSM: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T10:19:12.162375] [DEBUG] [FORECASTER] DSM: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1
[2025-11-25T10:19:12.370267] [DEBUG] [FORECASTER] DSM: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T10:19:12.576598] [DEBUG] [FORECASTER] DSM: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T10:19:12.777945] [DEBUG] [FORECASTER] DSM: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T10:19:12.962635] [DEBUG] [FORECASTER] DSM: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-25T10:19:12.962838] [INFO ] [CONFIGURE ] DSM: KEPT add_bollinger_bands (score: 60.00%)
[2025-11-25T10:19:12.962887] [INFO ] [CONFIGURE ] JOB ETA: 24.6m | Avg: 2.8s/test | Remaining: 537 tests
[2025-11-25T10:19:12.962926] [INFO ] [CONFIGURE ] DSM: Testing feature 2/29: add_cumulative_delta
[2025-11-25T10:19:12.962962] [INFO ] [CONFIGURE ] DSM: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta']
[2025-11-25T10:19:13.178760] [DEBUG] [FORECASTER] DSM: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T10:19:13.397277] [DEBUG] [FORECASTER] DSM: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T10:19:13.626257] [DEBUG] [FORECASTER] DSM: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T10:19:13.859366] [DEBUG] [FORECASTER] DSM: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1
[2025-11-25T10:19:14.089306] [DEBUG] [FORECASTER] DSM: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T10:19:14.324472] [DEBUG] [FORECASTER] DSM: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1
[2025-11-25T10:19:14.556020] [DEBUG] [FORECASTER] DSM: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T10:19:14.795030] [DEBUG] [FORECASTER] DSM: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T10:19:15.031368] [DEBUG] [FORECASTER] DSM: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T10:19:15.264512] [DEBUG] [FORECASTER] DSM: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-25T10:19:15.264708] [INFO ] [CONFIGURE ] DSM: DISCARDED add_cumulative_delta (score: 40.00%)
[2025-11-25T10:19:15.264768] [INFO ] [CONFIGURE ] JOB ETA: 24.6m | Avg: 2.8s/test | Remaining: 536 tests
[2025-11-25T10:19:15.264817] [INFO ] [CONFIGURE ] DSM: Testing feature 3/29: add_daily_returns
[2025-11-25T10:19:15.264861] [INFO ] [CONFIGURE ] DSM: Testing with features: ['add_bollinger_bands', 'add_daily_returns']
[2025-11-25T10:19:15.478367] [DEBUG] [FORECASTER] DSM: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T10:19:15.692828] [DEBUG] [FORECASTER] DSM: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T10:19:15.924894] [DEBUG] [FORECASTER] DSM: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T10:19:16.140633] [DEBUG] [FORECASTER] DSM: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-25T10:19:16.356546] [DEBUG] [FORECASTER] DSM: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T10:19:16.576256] [DEBUG] [FORECASTER] DSM: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1
[2025-11-25T10:19:16.789600] [DEBUG] [FORECASTER] DSM: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T10:19:17.005981] [DEBUG] [FORECASTER] DSM: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T10:19:17.226970] [DEBUG] [FORECASTER] DSM: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T10:19:17.443225] [DEBUG] [FORECASTER] DSM: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-11-25T10:19:17.443540] [INFO ] [CONFIGURE ] DSM: DISCARDED add_daily_returns (score: 50.00%)
[2025-11-25T10:19:17.443671] [INFO ] [CONFIGURE ] JOB ETA: 24.5m | Avg: 2.8s/test | Remaining: 535 tests
[2025-11-25T10:19:17.443778] [INFO ] [CONFIGURE ] DSM: Testing feature 4/29: add_ema
[2025-11-25T10:19:17.443887] [INFO ] [CONFIGURE ] DSM: Testing with features: ['add_bollinger_bands', 'add_ema']
[2025-11-25T10:19:17.691513] [DEBUG] [FORECASTER] DSM: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T10:19:17.938286] [DEBUG] [FORECASTER] DSM: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T10:19:18.186277] [DEBUG] [FORECASTER] DSM: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T10:19:18.433116] [DEBUG] [FORECASTER] DSM: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-25T10:19:18.685422] [DEBUG] [FORECASTER] DSM: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T10:19:18.934373] [DEBUG] [FORECASTER] DSM: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1
[2025-11-25T10:19:19.203926] [DEBUG] [FORECASTER] DSM: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T10:19:19.484027] [DEBUG] [FORECASTER] DSM: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T10:19:19.764766] [DEBUG] [FORECASTER] DSM: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T10:19:20.044954] [DEBUG] [FORECASTER] DSM: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-25T10:19:20.045167] [INFO ] [CONFIGURE ] DSM: DISCARDED add_ema (score: 50.00%)
[2025-11-25T10:19:20.045218] [INFO ] [CONFIGURE ] JOB ETA: 24.5m | Avg: 2.8s/test | Remaining: 534 tests
[2025-11-25T10:19:20.045259] [INFO ] [CONFIGURE ] DSM: Testing feature 5/29: add_exhaustion_signals
[2025-11-25T10:19:20.045295] [INFO ] [CONFIGURE ] DSM: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals']
[2025-11-25T10:19:20.317034] [DEBUG] [FORECASTER] DSM: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T10:19:20.583283] [DEBUG] [FORECASTER] DSM: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T10:19:20.858331] [DEBUG] [FORECASTER] DSM: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T10:19:21.137895] [DEBUG] [FORECASTER] DSM: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-25T10:19:21.404547] [DEBUG] [FORECASTER] DSM: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T10:19:21.682997] [DEBUG] [FORECASTER] DSM: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1
[2025-11-25T10:19:21.954049] [DEBUG] [FORECASTER] DSM: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T10:19:22.233210] [DEBUG] [FORECASTER] DSM: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T10:19:22.505975] [DEBUG] [FORECASTER] DSM: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T10:19:22.781109] [DEBUG] [FORECASTER] DSM: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-25T10:19:22.781295] [INFO ] [CONFIGURE ] DSM: DISCARDED add_exhaustion_signals (score: 50.00%)
[2025-11-25T10:19:22.781355] [INFO ] [CONFIGURE ] JOB ETA: 24.4m | Avg: 2.8s/test | Remaining: 533 tests
[2025-11-25T10:19:22.781403] [INFO ] [CONFIGURE ] DSM: Testing feature 6/29: add_failed_moves
[2025-11-25T10:19:22.781448] [INFO ] [CONFIGURE ] DSM: Testing with features: ['add_bollinger_bands', 'add_failed_moves']
[2025-11-25T10:19:23.015106] [DEBUG] [FORECASTER] DSM: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T10:19:23.245011] [DEBUG] [FORECASTER] DSM: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T10:19:23.478674] [DEBUG] [FORECASTER] DSM: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T10:19:23.720140] [DEBUG] [FORECASTER] DSM: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-25T10:19:23.962576] [DEBUG] [FORECASTER] DSM: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T10:19:24.200288] [DEBUG] [FORECASTER] DSM: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1
[2025-11-25T10:19:24.437263] [DEBUG] [FORECASTER] DSM: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T10:19:24.669054] [DEBUG] [FORECASTER] DSM: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T10:19:24.900429] [DEBUG] [FORECASTER] DSM: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T10:19:25.144455] [DEBUG] [FORECASTER] DSM: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-25T10:19:25.144911] [INFO ] [CONFIGURE ] DSM: DISCARDED add_failed_moves (score: 60.00%)
[2025-11-25T10:19:25.144999] [INFO ] [CONFIGURE ] JOB ETA: 24.4m | Avg: 2.8s/test | Remaining: 532 tests
[2025-11-25T10:19:25.145060] [INFO ] [CONFIGURE ] DSM: Testing feature 7/29: add_lag_shelf
[2025-11-25T10:19:25.145123] [INFO ] [CONFIGURE ] DSM: Testing with features: ['add_bollinger_bands', 'add_lag_shelf']
[2025-11-25T10:19:25.379482] [DEBUG] [FORECASTER] DSM: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T10:19:25.608182] [DEBUG] [FORECASTER] DSM: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T10:19:25.837268] [DEBUG] [FORECASTER] DSM: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T10:19:26.062044] [DEBUG] [FORECASTER] DSM: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-25T10:19:26.301016] [DEBUG] [FORECASTER] DSM: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T10:19:26.558963] [DEBUG] [FORECASTER] DSM: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1
[2025-11-25T10:19:26.788554] [DEBUG] [FORECASTER] DSM: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T10:19:27.018810] [DEBUG] [FORECASTER] DSM: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T10:19:27.253257] [DEBUG] [FORECASTER] DSM: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T10:19:27.489818] [DEBUG] [FORECASTER] DSM: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-11-25T10:19:27.490115] [INFO ] [CONFIGURE ] DSM: DISCARDED add_lag_shelf (score: 40.00%)
[2025-11-25T10:19:27.490237] [INFO ] [CONFIGURE ] JOB ETA: 24.3m | Avg: 2.8s/test | Remaining: 531 tests
[2025-11-25T10:19:27.490347] [INFO ] [CONFIGURE ] DSM: Testing feature 8/29: add_macd
[2025-11-25T10:19:27.490454] [INFO ] [CONFIGURE ] DSM: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd']
[2025-11-25T10:19:27.820832] [DEBUG] [FORECASTER] DSM: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T10:19:28.140957] [DEBUG] [FORECASTER] DSM: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T10:19:28.456097] [DEBUG] [FORECASTER] DSM: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T10:19:28.775936] [DEBUG] [FORECASTER] DSM: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-25T10:19:29.094715] [DEBUG] [FORECASTER] DSM: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T10:19:29.416144] [DEBUG] [FORECASTER] DSM: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1
[2025-11-25T10:19:29.739502] [DEBUG] [FORECASTER] DSM: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T10:19:30.068744] [DEBUG] [FORECASTER] DSM: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T10:19:30.388317] [DEBUG] [FORECASTER] DSM: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T10:19:30.711552] [DEBUG] [FORECASTER] DSM: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-25T10:19:30.711792] [INFO ] [CONFIGURE ] DSM: KEPT add_macd (score: 80.00%)
[2025-11-25T10:19:30.711854] [INFO ] [CONFIGURE ] JOB ETA: 24.3m | Avg: 2.8s/test | Remaining: 530 tests
[2025-11-25T10:19:30.711895] [INFO ] [CONFIGURE ] DSM: Testing feature 9/29: add_mfi
[2025-11-25T10:19:30.712016] [INFO ] [CONFIGURE ] DSM: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd', 'add_mfi']
[2025-11-25T10:19:31.073921] [DEBUG] [FORECASTER] DSM: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T10:19:31.408476] [DEBUG] [FORECASTER] DSM: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T10:19:31.753336] [DEBUG] [FORECASTER] DSM: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T10:19:32.094714] [DEBUG] [FORECASTER] DSM: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-25T10:19:32.434961] [DEBUG] [FORECASTER] DSM: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T10:19:32.783516] [DEBUG] [FORECASTER] DSM: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1
[2025-11-25T10:19:33.129343] [DEBUG] [FORECASTER] DSM: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T10:19:33.473747] [DEBUG] [FORECASTER] DSM: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T10:19:33.834239] [DEBUG] [FORECASTER] DSM: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T10:19:34.190591] [DEBUG] [FORECASTER] DSM: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-25T10:19:34.190857] [INFO ] [CONFIGURE ] DSM: DISCARDED add_mfi (score: 70.00%)
[2025-11-25T10:19:34.190921] [INFO ] [CONFIGURE ] JOB ETA: 24.3m | Avg: 2.8s/test | Remaining: 529 tests
[2025-11-25T10:19:34.190969] [INFO ] [CONFIGURE ] DSM: Testing feature 10/29: add_momentum_acceleration
[2025-11-25T10:19:34.191014] [INFO ] [CONFIGURE ] DSM: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd', 'add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-11-25T10:19:34.600267] [DEBUG] [FORECASTER] DSM: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T10:19:35.027296] [DEBUG] [FORECASTER] DSM: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T10:19:35.436478] [DEBUG] [FORECASTER] DSM: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T10:19:35.853395] [DEBUG] [FORECASTER] DSM: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-25T10:19:36.266547] [DEBUG] [FORECASTER] DSM: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T10:19:36.677721] [DEBUG] [FORECASTER] DSM: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1
[2025-11-25T10:19:37.096318] [DEBUG] [FORECASTER] DSM: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T10:19:37.516566] [DEBUG] [FORECASTER] DSM: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T10:19:37.912639] [DEBUG] [FORECASTER] DSM: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T10:19:38.295801] [DEBUG] [FORECASTER] DSM: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-25T10:19:38.296001] [INFO ] [CONFIGURE ] DSM: DISCARDED add_momentum_acceleration (score: 70.00%)
[2025-11-25T10:19:38.296060] [INFO ] [CONFIGURE ] JOB ETA: 24.2m | Avg: 2.8s/test | Remaining: 528 tests
[2025-11-25T10:19:38.296108] [INFO ] [CONFIGURE ] DSM: Testing feature 11/29: add_obv_daily
[2025-11-25T10:19:38.296153] [INFO ] [CONFIGURE ] DSM: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd', 'add_obv_daily']
[2025-11-25T10:19:38.620570] [DEBUG] [FORECASTER] DSM: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T10:19:38.943420] [DEBUG] [FORECASTER] DSM: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T10:19:39.262736] [DEBUG] [FORECASTER] DSM: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T10:19:39.599822] [DEBUG] [FORECASTER] DSM: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-25T10:19:39.918322] [DEBUG] [FORECASTER] DSM: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T10:19:40.244018] [DEBUG] [FORECASTER] DSM: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1
[2025-11-25T10:19:40.565625] [DEBUG] [FORECASTER] DSM: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T10:19:40.885307] [DEBUG] [FORECASTER] DSM: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T10:19:41.213519] [DEBUG] [FORECASTER] DSM: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T10:19:41.540816] [DEBUG] [FORECASTER] DSM: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-25T10:19:41.540990] [INFO ] [CONFIGURE ] DSM: DISCARDED add_obv_daily (score: 50.00%)
[2025-11-25T10:19:41.541052] [INFO ] [CONFIGURE ] JOB ETA: 24.2m | Avg: 2.8s/test | Remaining: 527 tests
[2025-11-25T10:19:41.541100] [INFO ] [CONFIGURE ] DSM: Testing feature 12/29: add_obv_interval
[2025-11-25T10:19:41.541143] [INFO ] [CONFIGURE ] DSM: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd', 'add_obv_interval']
[2025-11-25T10:19:41.857344] [DEBUG] [FORECASTER] DSM: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T10:19:42.159474] [DEBUG] [FORECASTER] DSM: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T10:19:42.466834] [DEBUG] [FORECASTER] DSM: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T10:19:42.768981] [DEBUG] [FORECASTER] DSM: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-25T10:19:43.075280] [DEBUG] [FORECASTER] DSM: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T10:19:43.386965] [DEBUG] [FORECASTER] DSM: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1
[2025-11-25T10:19:43.693899] [DEBUG] [FORECASTER] DSM: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T10:19:44.010922] [DEBUG] [FORECASTER] DSM: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T10:19:44.337395] [DEBUG] [FORECASTER] DSM: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T10:19:44.654079] [DEBUG] [FORECASTER] DSM: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-25T10:19:44.654264] [INFO ] [CONFIGURE ] DSM: DISCARDED add_obv_interval (score: 60.00%)
[2025-11-25T10:19:44.654322] [INFO ] [CONFIGURE ] JOB ETA: 24.1m | Avg: 2.8s/test | Remaining: 526 tests
[2025-11-25T10:19:44.654370] [INFO ] [CONFIGURE ] DSM: Testing feature 13/29: add_opening_strength
[2025-11-25T10:19:44.654416] [INFO ] [CONFIGURE ] DSM: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd', 'add_daily_returns', 'add_opening_strength']
[2025-11-25T10:19:44.986834] [DEBUG] [FORECASTER] DSM: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T10:19:45.335911] [DEBUG] [FORECASTER] DSM: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T10:19:45.686929] [DEBUG] [FORECASTER] DSM: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T10:19:46.036902] [DEBUG] [FORECASTER] DSM: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-25T10:19:46.376261] [DEBUG] [FORECASTER] DSM: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T10:19:46.728818] [DEBUG] [FORECASTER] DSM: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1
[2025-11-25T10:19:47.067320] [DEBUG] [FORECASTER] DSM: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T10:19:47.404770] [DEBUG] [FORECASTER] DSM: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T10:19:47.747882] [DEBUG] [FORECASTER] DSM: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T10:19:48.084396] [DEBUG] [FORECASTER] DSM: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-25T10:19:48.084583] [INFO ] [CONFIGURE ] DSM: DISCARDED add_opening_strength (score: 70.00%)
[2025-11-25T10:19:48.084668] [INFO ] [CONFIGURE ] JOB ETA: 24.1m | Avg: 2.8s/test | Remaining: 525 tests
[2025-11-25T10:19:48.084720] [INFO ] [CONFIGURE ] DSM: Testing feature 14/29: add_order_flow_imbalance
[2025-11-25T10:19:48.084765] [INFO ] [CONFIGURE ] DSM: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd', 'add_order_flow_imbalance']
[2025-11-25T10:19:48.405177] [DEBUG] [FORECASTER] DSM: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T10:19:48.726586] [DEBUG] [FORECASTER] DSM: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T10:19:49.051542] [DEBUG] [FORECASTER] DSM: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T10:19:49.373966] [DEBUG] [FORECASTER] DSM: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-25T10:19:49.702156] [DEBUG] [FORECASTER] DSM: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T10:19:50.032224] [DEBUG] [FORECASTER] DSM: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1
[2025-11-25T10:19:50.375822] [DEBUG] [FORECASTER] DSM: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T10:19:50.721753] [DEBUG] [FORECASTER] DSM: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T10:19:51.061310] [DEBUG] [FORECASTER] DSM: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T10:19:51.416302] [DEBUG] [FORECASTER] DSM: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-25T10:19:51.416507] [INFO ] [CONFIGURE ] DSM: DISCARDED add_order_flow_imbalance (score: 60.00%)
[2025-11-25T10:19:51.416570] [INFO ] [CONFIGURE ] JOB ETA: 24.0m | Avg: 2.8s/test | Remaining: 524 tests
[2025-11-25T10:19:51.416622] [INFO ] [CONFIGURE ] DSM: Testing feature 15/29: add_pbf_morning_momentum
[2025-11-25T10:19:51.416688] [INFO ] [CONFIGURE ] DSM: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd', 'add_pbf_morning_momentum']
[2025-11-25T10:19:51.747419] [DEBUG] [FORECASTER] DSM: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T10:19:52.074838] [DEBUG] [FORECASTER] DSM: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T10:19:52.397803] [DEBUG] [FORECASTER] DSM: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T10:19:52.727195] [DEBUG] [FORECASTER] DSM: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-25T10:19:53.065807] [DEBUG] [FORECASTER] DSM: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T10:19:53.380411] [DEBUG] [FORECASTER] DSM: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1
[2025-11-25T10:19:53.689761] [DEBUG] [FORECASTER] DSM: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T10:19:54.053754] [DEBUG] [FORECASTER] DSM: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T10:19:54.376427] [DEBUG] [FORECASTER] DSM: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T10:19:54.685165] [DEBUG] [FORECASTER] DSM: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-25T10:19:54.685360] [INFO ] [CONFIGURE ] DSM: DISCARDED add_pbf_morning_momentum (score: 70.00%)
[2025-11-25T10:19:54.685419] [INFO ] [CONFIGURE ] JOB ETA: 24.0m | Avg: 2.8s/test | Remaining: 523 tests
[2025-11-25T10:19:54.685467] [INFO ] [CONFIGURE ] DSM: Testing feature 16/29: add_pbf_overnight_gap
[2025-11-25T10:19:54.685509] [INFO ] [CONFIGURE ] DSM: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd', 'add_pbf_overnight_gap']
[2025-11-25T10:19:54.975382] [DEBUG] [FORECASTER] DSM: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T10:19:55.272592] [DEBUG] [FORECASTER] DSM: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T10:19:55.576476] [DEBUG] [FORECASTER] DSM: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T10:19:55.950268] [DEBUG] [FORECASTER] DSM: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-25T10:19:56.396358] [DEBUG] [FORECASTER] DSM: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T10:19:56.754387] [DEBUG] [FORECASTER] DSM: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1
[2025-11-25T10:19:57.078059] [DEBUG] [FORECASTER] DSM: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T10:19:57.382374] [DEBUG] [FORECASTER] DSM: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T10:19:57.705952] [DEBUG] [FORECASTER] DSM: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T10:19:58.028874] [DEBUG] [FORECASTER] DSM: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-25T10:19:58.029069] [INFO ] [CONFIGURE ] DSM: DISCARDED add_pbf_overnight_gap (score: 70.00%)
[2025-11-25T10:19:58.029132] [INFO ] [CONFIGURE ] JOB ETA: 23.9m | Avg: 2.8s/test | Remaining: 522 tests
[2025-11-25T10:19:58.029184] [INFO ] [CONFIGURE ] DSM: Testing feature 17/29: add_pbf_return_2d
[2025-11-25T10:19:58.029232] [INFO ] [CONFIGURE ] DSM: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd', 'add_pbf_return_2d']
[2025-11-25T10:19:58.377107] [DEBUG] [FORECASTER] DSM: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T10:19:58.715862] [DEBUG] [FORECASTER] DSM: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T10:19:59.057888] [DEBUG] [FORECASTER] DSM: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T10:19:59.395966] [DEBUG] [FORECASTER] DSM: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-25T10:19:59.721983] [DEBUG] [FORECASTER] DSM: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T10:20:00.079272] [DEBUG] [FORECASTER] DSM: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1
[2025-11-25T10:20:01.205063] [DEBUG] [FORECASTER] DSM: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T10:20:01.567807] [DEBUG] [FORECASTER] DSM: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T10:20:01.877545] [DEBUG] [FORECASTER] DSM: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T10:20:02.235257] [DEBUG] [FORECASTER] DSM: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-25T10:20:02.235466] [INFO ] [CONFIGURE ] DSM: DISCARDED add_pbf_return_2d (score: 50.00%)
[2025-11-25T10:20:02.235527] [INFO ] [CONFIGURE ] JOB ETA: 23.9m | Avg: 2.8s/test | Remaining: 521 tests
[2025-11-25T10:20:02.235575] [INFO ] [CONFIGURE ] DSM: Testing feature 18/29: add_pbf_volatility_5d
[2025-11-25T10:20:02.235619] [INFO ] [CONFIGURE ] DSM: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd', 'add_pbf_volatility_5d']
[2025-11-25T10:20:02.560827] [DEBUG] [FORECASTER] DSM: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T10:20:02.885187] [DEBUG] [FORECASTER] DSM: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T10:20:03.199918] [DEBUG] [FORECASTER] DSM: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T10:20:03.553428] [DEBUG] [FORECASTER] DSM: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-25T10:20:03.883400] [DEBUG] [FORECASTER] DSM: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T10:20:04.233053] [DEBUG] [FORECASTER] DSM: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1
[2025-11-25T10:20:04.571813] [DEBUG] [FORECASTER] DSM: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T10:20:04.927925] [DEBUG] [FORECASTER] DSM: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T10:20:05.334237] [DEBUG] [FORECASTER] DSM: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T10:20:05.692045] [DEBUG] [FORECASTER] DSM: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-25T10:20:05.692271] [INFO ] [CONFIGURE ] DSM: DISCARDED add_pbf_volatility_5d (score: 30.00%)
[2025-11-25T10:20:05.692333] [INFO ] [CONFIGURE ] JOB ETA: 23.9m | Avg: 2.8s/test | Remaining: 520 tests
[2025-11-25T10:20:05.692384] [INFO ] [CONFIGURE ] DSM: Testing feature 19/29: add_pbf_vs_sma_5
[2025-11-25T10:20:05.692432] [INFO ] [CONFIGURE ] DSM: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd', 'add_pbf_vs_sma_5']
[2025-11-25T10:20:06.019835] [DEBUG] [FORECASTER] DSM: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T10:20:06.336960] [DEBUG] [FORECASTER] DSM: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T10:20:06.648248] [DEBUG] [FORECASTER] DSM: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T10:20:06.972901] [DEBUG] [FORECASTER] DSM: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-25T10:20:07.314230] [DEBUG] [FORECASTER] DSM: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T10:20:07.632857] [DEBUG] [FORECASTER] DSM: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1
[2025-11-25T10:20:07.972306] [DEBUG] [FORECASTER] DSM: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T10:20:08.297060] [DEBUG] [FORECASTER] DSM: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T10:20:08.587283] [DEBUG] [FORECASTER] DSM: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T10:20:08.881242] [DEBUG] [FORECASTER] DSM: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-25T10:20:08.881434] [INFO ] [CONFIGURE ] DSM: DISCARDED add_pbf_vs_sma_5 (score: 70.00%)
[2025-11-25T10:20:08.881493] [INFO ] [CONFIGURE ] JOB ETA: 23.8m | Avg: 2.8s/test | Remaining: 519 tests
[2025-11-25T10:20:08.881541] [INFO ] [CONFIGURE ] DSM: Testing feature 20/29: add_price_rejection
[2025-11-25T10:20:08.881588] [INFO ] [CONFIGURE ] DSM: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd', 'add_price_rejection']
[2025-11-25T10:20:09.221529] [DEBUG] [FORECASTER] DSM: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T10:20:09.556795] [DEBUG] [FORECASTER] DSM: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T10:20:09.882747] [DEBUG] [FORECASTER] DSM: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T10:20:10.216081] [DEBUG] [FORECASTER] DSM: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-25T10:20:10.561250] [DEBUG] [FORECASTER] DSM: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T10:20:10.894575] [DEBUG] [FORECASTER] DSM: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1
[2025-11-25T10:20:11.235838] [DEBUG] [FORECASTER] DSM: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T10:20:11.567042] [DEBUG] [FORECASTER] DSM: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T10:20:11.908519] [DEBUG] [FORECASTER] DSM: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T10:20:12.243493] [DEBUG] [FORECASTER] DSM: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-25T10:20:12.243796] [INFO ] [CONFIGURE ] DSM: DISCARDED add_price_rejection (score: 60.00%)
[2025-11-25T10:20:12.243865] [INFO ] [CONFIGURE ] JOB ETA: 23.8m | Avg: 2.8s/test | Remaining: 518 tests
[2025-11-25T10:20:12.243916] [INFO ] [CONFIGURE ] DSM: Testing feature 21/29: add_range_position
[2025-11-25T10:20:12.243963] [INFO ] [CONFIGURE ] DSM: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd', 'add_range_position']
[2025-11-25T10:20:12.588278] [DEBUG] [FORECASTER] DSM: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T10:20:12.943913] [DEBUG] [FORECASTER] DSM: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T10:20:13.317792] [DEBUG] [FORECASTER] DSM: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T10:20:13.677617] [DEBUG] [FORECASTER] DSM: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-25T10:20:14.019118] [DEBUG] [FORECASTER] DSM: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T10:20:14.363455] [DEBUG] [FORECASTER] DSM: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1
[2025-11-25T10:20:14.705838] [DEBUG] [FORECASTER] DSM: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T10:20:15.058400] [DEBUG] [FORECASTER] DSM: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T10:20:15.413123] [DEBUG] [FORECASTER] DSM: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T10:20:15.770800] [DEBUG] [FORECASTER] DSM: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-25T10:20:15.771040] [INFO ] [CONFIGURE ] DSM: DISCARDED add_range_position (score: 70.00%)
[2025-11-25T10:20:15.771117] [INFO ] [CONFIGURE ] JOB ETA: 23.7m | Avg: 2.8s/test | Remaining: 517 tests
[2025-11-25T10:20:15.771171] [INFO ] [CONFIGURE ] DSM: Testing feature 22/29: add_realized_volatility
[2025-11-25T10:20:15.771216] [INFO ] [CONFIGURE ] DSM: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd', 'add_realized_volatility']
[2025-11-25T10:20:16.224639] [DEBUG] [FORECASTER] DSM: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T10:20:16.665025] [DEBUG] [FORECASTER] DSM: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T10:20:17.105577] [DEBUG] [FORECASTER] DSM: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T10:20:17.546607] [DEBUG] [FORECASTER] DSM: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-25T10:20:17.992451] [DEBUG] [FORECASTER] DSM: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T10:20:18.471525] [DEBUG] [FORECASTER] DSM: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1
[2025-11-25T10:20:18.931223] [DEBUG] [FORECASTER] DSM: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T10:20:19.398837] [DEBUG] [FORECASTER] DSM: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T10:20:19.860026] [DEBUG] [FORECASTER] DSM: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T10:20:20.325972] [DEBUG] [FORECASTER] DSM: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-25T10:20:20.326175] [INFO ] [CONFIGURE ] DSM: DISCARDED add_realized_volatility (score: 80.00%)
[2025-11-25T10:20:20.326237] [INFO ] [CONFIGURE ] JOB ETA: 23.7m | Avg: 2.8s/test | Remaining: 516 tests
[2025-11-25T10:20:20.326286] [INFO ] [CONFIGURE ] DSM: Testing feature 23/29: add_recent_range_context
[2025-11-25T10:20:20.326333] [INFO ] [CONFIGURE ] DSM: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd', 'add_recent_range_context']
[2025-11-25T10:20:20.661326] [DEBUG] [FORECASTER] DSM: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T10:20:21.026841] [DEBUG] [FORECASTER] DSM: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T10:20:21.359333] [DEBUG] [FORECASTER] DSM: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T10:20:21.712074] [DEBUG] [FORECASTER] DSM: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-25T10:20:22.056869] [DEBUG] [FORECASTER] DSM: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T10:20:22.393855] [DEBUG] [FORECASTER] DSM: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1
[2025-11-25T10:20:22.741247] [DEBUG] [FORECASTER] DSM: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T10:20:23.095269] [DEBUG] [FORECASTER] DSM: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T10:20:23.469777] [DEBUG] [FORECASTER] DSM: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T10:20:23.821537] [DEBUG] [FORECASTER] DSM: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-25T10:20:23.821757] [INFO ] [CONFIGURE ] DSM: DISCARDED add_recent_range_context (score: 40.00%)
[2025-11-25T10:20:23.821820] [INFO ] [CONFIGURE ] JOB ETA: 23.6m | Avg: 2.8s/test | Remaining: 515 tests
[2025-11-25T10:20:23.821868] [INFO ] [CONFIGURE ] DSM: Testing feature 24/29: add_rsi
[2025-11-25T10:20:23.821914] [INFO ] [CONFIGURE ] DSM: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd', 'add_ema', 'add_rsi']
[2025-11-25T10:20:24.200002] [DEBUG] [FORECASTER] DSM: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T10:20:24.565464] [DEBUG] [FORECASTER] DSM: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T10:20:24.931763] [DEBUG] [FORECASTER] DSM: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T10:20:25.305092] [DEBUG] [FORECASTER] DSM: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-25T10:20:25.650108] [DEBUG] [FORECASTER] DSM: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T10:20:26.027341] [DEBUG] [FORECASTER] DSM: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1
[2025-11-25T10:20:26.366639] [DEBUG] [FORECASTER] DSM: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T10:20:26.729604] [DEBUG] [FORECASTER] DSM: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T10:20:27.096933] [DEBUG] [FORECASTER] DSM: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T10:20:27.476109] [DEBUG] [FORECASTER] DSM: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-25T10:20:27.476309] [INFO ] [CONFIGURE ] DSM: DISCARDED add_rsi (score: 70.00%)
[2025-11-25T10:20:27.476370] [INFO ] [CONFIGURE ] JOB ETA: 23.6m | Avg: 2.8s/test | Remaining: 514 tests
[2025-11-25T10:20:27.476418] [INFO ] [CONFIGURE ] DSM: Testing feature 25/29: add_tick_distribution
[2025-11-25T10:20:27.476462] [INFO ] [CONFIGURE ] DSM: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd', 'add_tick_distribution']
[2025-11-25T10:20:27.798098] [DEBUG] [FORECASTER] DSM: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T10:20:28.122692] [DEBUG] [FORECASTER] DSM: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T10:20:28.451092] [DEBUG] [FORECASTER] DSM: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T10:20:28.778327] [DEBUG] [FORECASTER] DSM: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-25T10:20:29.109289] [DEBUG] [FORECASTER] DSM: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T10:20:29.432830] [DEBUG] [FORECASTER] DSM: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1
[2025-11-25T10:20:29.761915] [DEBUG] [FORECASTER] DSM: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T10:20:30.096788] [DEBUG] [FORECASTER] DSM: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T10:20:30.409388] [DEBUG] [FORECASTER] DSM: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T10:20:30.729952] [DEBUG] [FORECASTER] DSM: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-25T10:20:30.730145] [INFO ] [CONFIGURE ] DSM: DISCARDED add_tick_distribution (score: 70.00%)
[2025-11-25T10:20:30.730206] [INFO ] [CONFIGURE ] JOB ETA: 23.5m | Avg: 2.8s/test | Remaining: 513 tests
[2025-11-25T10:20:30.730256] [INFO ] [CONFIGURE ] DSM: Testing feature 26/29: add_volume_momentum_confirmation
[2025-11-25T10:20:30.730306] [INFO ] [CONFIGURE ] DSM: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd', 'add_volume_momentum_confirmation']
[2025-11-25T10:20:31.067685] [DEBUG] [FORECASTER] DSM: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T10:20:31.411751] [DEBUG] [FORECASTER] DSM: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T10:20:31.769121] [DEBUG] [FORECASTER] DSM: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T10:20:32.102519] [DEBUG] [FORECASTER] DSM: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1
[2025-11-25T10:20:32.433889] [DEBUG] [FORECASTER] DSM: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T10:20:32.765702] [DEBUG] [FORECASTER] DSM: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1
[2025-11-25T10:20:33.108777] [DEBUG] [FORECASTER] DSM: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T10:20:33.445699] [DEBUG] [FORECASTER] DSM: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T10:20:33.784556] [DEBUG] [FORECASTER] DSM: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T10:20:34.123463] [DEBUG] [FORECASTER] DSM: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-25T10:20:34.123675] [INFO ] [CONFIGURE ] DSM: DISCARDED add_volume_momentum_confirmation (score: 60.00%)
[2025-11-25T10:20:34.123791] [INFO ] [CONFIGURE ] JOB ETA: 23.5m | Avg: 2.8s/test | Remaining: 512 tests
[2025-11-25T10:20:34.123841] [INFO ] [CONFIGURE ] DSM: Testing feature 27/29: add_volume_price_divergence
[2025-11-25T10:20:34.123887] [INFO ] [CONFIGURE ] DSM: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd', 'add_volume_price_divergence']
[2025-11-25T10:20:34.475046] [DEBUG] [FORECASTER] DSM: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T10:20:34.827410] [DEBUG] [FORECASTER] DSM: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T10:20:35.169699] [DEBUG] [FORECASTER] DSM: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T10:20:35.526376] [DEBUG] [FORECASTER] DSM: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-25T10:20:35.883164] [DEBUG] [FORECASTER] DSM: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T10:20:36.242864] [DEBUG] [FORECASTER] DSM: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1
[2025-11-25T10:20:36.607150] [DEBUG] [FORECASTER] DSM: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T10:20:36.964403] [DEBUG] [FORECASTER] DSM: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T10:20:37.319070] [DEBUG] [FORECASTER] DSM: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T10:20:37.683268] [DEBUG] [FORECASTER] DSM: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-25T10:20:37.683483] [INFO ] [CONFIGURE ] DSM: DISCARDED add_volume_price_divergence (score: 70.00%)
[2025-11-25T10:20:37.683542] [INFO ] [CONFIGURE ] JOB ETA: 23.5m | Avg: 2.8s/test | Remaining: 511 tests
[2025-11-25T10:20:37.683590] [INFO ] [CONFIGURE ] DSM: Testing feature 28/29: add_volume_profile
[2025-11-25T10:20:37.683634] [INFO ] [CONFIGURE ] DSM: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd', 'add_volume_profile']
[2025-11-25T10:20:37.991948] [DEBUG] [FORECASTER] DSM: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T10:20:38.296425] [DEBUG] [FORECASTER] DSM: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T10:20:38.611854] [DEBUG] [FORECASTER] DSM: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T10:20:38.939912] [DEBUG] [FORECASTER] DSM: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-25T10:20:39.267333] [DEBUG] [FORECASTER] DSM: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T10:20:39.580187] [DEBUG] [FORECASTER] DSM: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1
[2025-11-25T10:20:39.899961] [DEBUG] [FORECASTER] DSM: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T10:20:40.232491] [DEBUG] [FORECASTER] DSM: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T10:20:40.555945] [DEBUG] [FORECASTER] DSM: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T10:20:40.879100] [DEBUG] [FORECASTER] DSM: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-25T10:20:40.879292] [INFO ] [CONFIGURE ] DSM: DISCARDED add_volume_profile (score: 30.00%)
[2025-11-25T10:20:40.879352] [INFO ] [CONFIGURE ] JOB ETA: 23.4m | Avg: 2.8s/test | Remaining: 510 tests
[2025-11-25T10:20:40.879401] [INFO ] [CONFIGURE ] DSM: ===== FEATURE SELECTION COMPLETE =====
[2025-11-25T10:20:40.879446] [INFO ] [CONFIGURE ] DSM: Best accuracy: 80.00%
[2025-11-25T10:20:40.879490] [INFO ] [CONFIGURE ] DSM: Best feature set (3 features): ['add_bollinger_bands', 'add_vwap', 'add_macd']
[2025-11-25T10:20:40.879532] [INFO ] [CONFIGURE ] DSM: Improvement over baseline: 30.00%
[2025-11-25T10:20:40.879571] [INFO ] [CONFIGURE ] DSM: Total time: 1.5 minutes
[2025-11-25T10:20:40.879610] [INFO ] [CONFIGURE ] DSM: Average time per feature: 3.2 seconds
[2025-11-25T10:20:40.879672] [INFO ] [CONFIGURE ] DSM: Average speed: 0.32 features/sec
[2025-11-25T10:20:40.880097] [INFO ] [LOCAL     ] Saved configuration for DSM: 3 features, 80.00% accuracy -> ./output/feature-sets/DSM.json
[2025-11-25T10:20:40.880163] [INFO ] [CONFIGURE ] DSM: Configuration saved successfully: 3 features, 80.00% accuracy.
[2025-11-25T10:20:40.880214] [INFO ] [sig       ] [148/164] Successfully configured DSM | 0.01 sym/s | Total: 3.3h | ETA: 21.6m
[2025-11-25T10:20:40.880257] [INFO ] [sig       ] [149/164] Configuring DV...
[2025-11-25T10:20:40.880298] [INFO ] [CONFIGURE ] DV: Configurate test run.
[2025-11-25T10:20:40.880337] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DV' from 'https://tdm.silogroup.org/data/derivative_storage/DV.csv'.
[2025-11-25T10:20:40.892315] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'DV'.
[2025-11-25T10:20:40.892624] [INFO ] [CONFIGURE ] DV: Testing with 29 available features
[2025-11-25T10:20:40.892711] [INFO ] [CONFIGURE ] DV: Establishing baseline with no features...
[2025-11-25T10:20:41.088095] [DEBUG] [FORECASTER] DV: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T10:20:41.283924] [DEBUG] [FORECASTER] DV: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T10:20:41.464182] [DEBUG] [FORECASTER] DV: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T10:20:41.635888] [DEBUG] [FORECASTER] DV: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T10:20:41.814510] [DEBUG] [FORECASTER] DV: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T10:20:42.006602] [DEBUG] [FORECASTER] DV: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T10:20:42.201174] [DEBUG] [FORECASTER] DV: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T10:20:42.397865] [DEBUG] [FORECASTER] DV: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T10:20:42.599722] [DEBUG] [FORECASTER] DV: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T10:20:42.800247] [DEBUG] [FORECASTER] DV: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-11-25T10:20:42.800567] [INFO ] [CONFIGURE ] DV: Baseline score (no features): 40.00%
[2025-11-25T10:20:42.800811] [INFO ] [CONFIGURE ] DV: Testing feature 1/29: add_bollinger_bands
[2025-11-25T10:20:42.800920] [INFO ] [CONFIGURE ] DV: Testing with features: ['add_bollinger_bands']
[2025-11-25T10:20:43.025871] [DEBUG] [FORECASTER] DV: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T10:20:43.264901] [DEBUG] [FORECASTER] DV: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T10:20:43.518873] [DEBUG] [FORECASTER] DV: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T10:20:43.750684] [DEBUG] [FORECASTER] DV: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T10:20:43.984556] [DEBUG] [FORECASTER] DV: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-25T10:20:44.217205] [DEBUG] [FORECASTER] DV: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T10:20:44.446427] [DEBUG] [FORECASTER] DV: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T10:20:44.676510] [DEBUG] [FORECASTER] DV: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T10:20:44.911753] [DEBUG] [FORECASTER] DV: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T10:20:45.148738] [DEBUG] [FORECASTER] DV: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-25T10:20:45.149084] [INFO ] [CONFIGURE ] DV: KEPT add_bollinger_bands (score: 50.00%)
[2025-11-25T10:20:45.149203] [INFO ] [CONFIGURE ] JOB ETA: 23.4m | Avg: 2.8s/test | Remaining: 509 tests
[2025-11-25T10:20:45.149309] [INFO ] [CONFIGURE ] DV: Testing feature 2/29: add_cumulative_delta
[2025-11-25T10:20:45.149411] [INFO ] [CONFIGURE ] DV: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta']
[2025-11-25T10:20:45.422291] [DEBUG] [FORECASTER] DV: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0
[2025-11-25T10:20:45.679710] [DEBUG] [FORECASTER] DV: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T10:20:45.952146] [DEBUG] [FORECASTER] DV: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T10:20:46.213543] [DEBUG] [FORECASTER] DV: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T10:20:46.491815] [DEBUG] [FORECASTER] DV: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-25T10:20:46.758838] [DEBUG] [FORECASTER] DV: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T10:20:47.028971] [DEBUG] [FORECASTER] DV: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T10:20:47.301921] [DEBUG] [FORECASTER] DV: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T10:20:47.572218] [DEBUG] [FORECASTER] DV: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T10:20:47.844494] [DEBUG] [FORECASTER] DV: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-25T10:20:47.844694] [INFO ] [CONFIGURE ] DV: DISCARDED add_cumulative_delta (score: 30.00%)
[2025-11-25T10:20:47.844756] [INFO ] [CONFIGURE ] JOB ETA: 23.3m | Avg: 2.8s/test | Remaining: 508 tests
[2025-11-25T10:20:47.844805] [INFO ] [CONFIGURE ] DV: Testing feature 3/29: add_daily_returns
[2025-11-25T10:20:47.844851] [INFO ] [CONFIGURE ] DV: Testing with features: ['add_bollinger_bands', 'add_daily_returns']
[2025-11-25T10:20:48.081996] [DEBUG] [FORECASTER] DV: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0
[2025-11-25T10:20:48.320301] [DEBUG] [FORECASTER] DV: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T10:20:48.557756] [DEBUG] [FORECASTER] DV: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T10:20:48.796876] [DEBUG] [FORECASTER] DV: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T10:20:49.033373] [DEBUG] [FORECASTER] DV: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-25T10:20:49.269077] [DEBUG] [FORECASTER] DV: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T10:20:49.506813] [DEBUG] [FORECASTER] DV: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T10:20:49.744916] [DEBUG] [FORECASTER] DV: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T10:20:49.985431] [DEBUG] [FORECASTER] DV: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T10:20:50.238421] [DEBUG] [FORECASTER] DV: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-25T10:20:50.238594] [INFO ] [CONFIGURE ] DV: DISCARDED add_daily_returns (score: 40.00%)
[2025-11-25T10:20:50.238663] [INFO ] [CONFIGURE ] JOB ETA: 23.3m | Avg: 2.8s/test | Remaining: 507 tests
[2025-11-25T10:20:50.238729] [INFO ] [CONFIGURE ] DV: Testing feature 4/29: add_ema
[2025-11-25T10:20:50.238949] [INFO ] [CONFIGURE ] DV: Testing with features: ['add_bollinger_bands', 'add_ema']
[2025-11-25T10:20:50.512894] [DEBUG] [FORECASTER] DV: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0
[2025-11-25T10:20:50.783504] [DEBUG] [FORECASTER] DV: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T10:20:51.068498] [DEBUG] [FORECASTER] DV: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T10:20:51.353774] [DEBUG] [FORECASTER] DV: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T10:20:51.632728] [DEBUG] [FORECASTER] DV: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T10:20:51.909637] [DEBUG] [FORECASTER] DV: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T10:20:52.183333] [DEBUG] [FORECASTER] DV: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T10:20:52.458189] [DEBUG] [FORECASTER] DV: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T10:20:52.736286] [DEBUG] [FORECASTER] DV: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T10:20:53.011139] [DEBUG] [FORECASTER] DV: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-25T10:20:53.011375] [INFO ] [CONFIGURE ] DV: DISCARDED add_ema (score: 40.00%)
[2025-11-25T10:20:53.011438] [INFO ] [CONFIGURE ] JOB ETA: 23.2m | Avg: 2.8s/test | Remaining: 506 tests
[2025-11-25T10:20:53.011492] [INFO ] [CONFIGURE ] DV: Testing feature 5/29: add_exhaustion_signals
[2025-11-25T10:20:53.011534] [INFO ] [CONFIGURE ] DV: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals']
[2025-11-25T10:20:53.289192] [DEBUG] [FORECASTER] DV: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T10:20:53.562784] [DEBUG] [FORECASTER] DV: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T10:20:53.843359] [DEBUG] [FORECASTER] DV: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T10:20:54.124119] [DEBUG] [FORECASTER] DV: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T10:20:54.387151] [DEBUG] [FORECASTER] DV: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-25T10:20:54.645266] [DEBUG] [FORECASTER] DV: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T10:20:54.908805] [DEBUG] [FORECASTER] DV: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T10:20:55.195888] [DEBUG] [FORECASTER] DV: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T10:20:55.476548] [DEBUG] [FORECASTER] DV: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T10:20:55.760170] [DEBUG] [FORECASTER] DV: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-25T10:20:55.760367] [INFO ] [CONFIGURE ] DV: DISCARDED add_exhaustion_signals (score: 40.00%)
[2025-11-25T10:20:55.760435] [INFO ] [CONFIGURE ] JOB ETA: 23.2m | Avg: 2.8s/test | Remaining: 505 tests
[2025-11-25T10:20:55.760478] [INFO ] [CONFIGURE ] DV: Testing feature 6/29: add_failed_moves
[2025-11-25T10:20:55.760525] [INFO ] [CONFIGURE ] DV: Testing with features: ['add_bollinger_bands', 'add_failed_moves']
[2025-11-25T10:20:56.011550] [DEBUG] [FORECASTER] DV: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T10:20:56.254959] [DEBUG] [FORECASTER] DV: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T10:20:56.512455] [DEBUG] [FORECASTER] DV: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T10:20:56.770486] [DEBUG] [FORECASTER] DV: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T10:20:57.012589] [DEBUG] [FORECASTER] DV: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T10:20:57.249808] [DEBUG] [FORECASTER] DV: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T10:20:57.484806] [DEBUG] [FORECASTER] DV: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T10:20:57.722526] [DEBUG] [FORECASTER] DV: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T10:20:57.963501] [DEBUG] [FORECASTER] DV: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T10:20:58.204621] [DEBUG] [FORECASTER] DV: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-25T10:20:58.204965] [INFO ] [CONFIGURE ] DV: KEPT add_failed_moves (score: 70.00%)
[2025-11-25T10:20:58.205089] [INFO ] [CONFIGURE ] JOB ETA: 23.1m | Avg: 2.8s/test | Remaining: 504 tests
[2025-11-25T10:20:58.205195] [INFO ] [CONFIGURE ] DV: Testing feature 7/29: add_lag_shelf
[2025-11-25T10:20:58.205300] [INFO ] [CONFIGURE ] DV: Testing with features: ['add_bollinger_bands', 'add_failed_moves', 'add_lag_shelf']
[2025-11-25T10:20:58.435440] [DEBUG] [FORECASTER] DV: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T10:20:58.667168] [DEBUG] [FORECASTER] DV: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T10:20:58.910637] [DEBUG] [FORECASTER] DV: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T10:20:59.151248] [DEBUG] [FORECASTER] DV: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T10:20:59.394015] [DEBUG] [FORECASTER] DV: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-25T10:20:59.636481] [DEBUG] [FORECASTER] DV: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T10:20:59.903054] [DEBUG] [FORECASTER] DV: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T10:21:00.167219] [DEBUG] [FORECASTER] DV: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T10:21:01.397330] [DEBUG] [FORECASTER] DV: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T10:21:01.658690] [DEBUG] [FORECASTER] DV: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-25T10:21:01.658996] [INFO ] [CONFIGURE ] DV: DISCARDED add_lag_shelf (score: 50.00%)
[2025-11-25T10:21:01.659261] [INFO ] [CONFIGURE ] JOB ETA: 23.1m | Avg: 2.8s/test | Remaining: 503 tests
[2025-11-25T10:21:01.659375] [INFO ] [CONFIGURE ] DV: Testing feature 8/29: add_macd
[2025-11-25T10:21:01.659482] [INFO ] [CONFIGURE ] DV: Testing with features: ['add_bollinger_bands', 'add_failed_moves', 'add_vwap', 'add_macd']
[2025-11-25T10:21:01.968721] [DEBUG] [FORECASTER] DV: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T10:21:02.273845] [DEBUG] [FORECASTER] DV: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T10:21:02.580984] [DEBUG] [FORECASTER] DV: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T10:21:02.891730] [DEBUG] [FORECASTER] DV: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T10:21:03.200134] [DEBUG] [FORECASTER] DV: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T10:21:03.514058] [DEBUG] [FORECASTER] DV: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T10:21:03.830911] [DEBUG] [FORECASTER] DV: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T10:21:04.138110] [DEBUG] [FORECASTER] DV: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T10:21:04.448981] [DEBUG] [FORECASTER] DV: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T10:21:04.760095] [DEBUG] [FORECASTER] DV: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-11-25T10:21:04.760294] [INFO ] [CONFIGURE ] DV: DISCARDED add_macd (score: 70.00%)
[2025-11-25T10:21:04.760354] [INFO ] [CONFIGURE ] JOB ETA: 23.0m | Avg: 2.8s/test | Remaining: 502 tests
[2025-11-25T10:21:04.760405] [INFO ] [CONFIGURE ] DV: Testing feature 9/29: add_mfi
[2025-11-25T10:21:04.760442] [INFO ] [CONFIGURE ] DV: Testing with features: ['add_bollinger_bands', 'add_failed_moves', 'add_mfi']
[2025-11-25T10:21:04.998081] [DEBUG] [FORECASTER] DV: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0
[2025-11-25T10:21:05.221153] [DEBUG] [FORECASTER] DV: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T10:21:05.448156] [DEBUG] [FORECASTER] DV: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T10:21:05.704135] [DEBUG] [FORECASTER] DV: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T10:21:05.997068] [DEBUG] [FORECASTER] DV: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-25T10:21:06.309472] [DEBUG] [FORECASTER] DV: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T10:21:06.625849] [DEBUG] [FORECASTER] DV: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T10:21:06.897489] [DEBUG] [FORECASTER] DV: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T10:21:07.148634] [DEBUG] [FORECASTER] DV: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T10:21:07.389332] [DEBUG] [FORECASTER] DV: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-25T10:21:07.389565] [INFO ] [CONFIGURE ] DV: DISCARDED add_mfi (score: 50.00%)
[2025-11-25T10:21:07.389623] [INFO ] [CONFIGURE ] JOB ETA: 23.0m | Avg: 2.8s/test | Remaining: 501 tests
[2025-11-25T10:21:07.389689] [INFO ] [CONFIGURE ] DV: Testing feature 10/29: add_momentum_acceleration
[2025-11-25T10:21:07.389735] [INFO ] [CONFIGURE ] DV: Testing with features: ['add_bollinger_bands', 'add_failed_moves', 'add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-11-25T10:21:07.734244] [DEBUG] [FORECASTER] DV: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0
[2025-11-25T10:21:08.054359] [DEBUG] [FORECASTER] DV: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T10:21:08.389403] [DEBUG] [FORECASTER] DV: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T10:21:08.773027] [DEBUG] [FORECASTER] DV: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T10:21:09.154554] [DEBUG] [FORECASTER] DV: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-25T10:21:09.481137] [DEBUG] [FORECASTER] DV: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T10:21:09.830673] [DEBUG] [FORECASTER] DV: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T10:21:10.198400] [DEBUG] [FORECASTER] DV: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T10:21:10.574461] [DEBUG] [FORECASTER] DV: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T10:21:10.938759] [DEBUG] [FORECASTER] DV: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-25T10:21:10.938947] [INFO ] [CONFIGURE ] DV: DISCARDED add_momentum_acceleration (score: 50.00%)
[2025-11-25T10:21:10.939008] [INFO ] [CONFIGURE ] JOB ETA: 23.0m | Avg: 2.8s/test | Remaining: 500 tests
[2025-11-25T10:21:10.939056] [INFO ] [CONFIGURE ] DV: Testing feature 11/29: add_obv_daily
[2025-11-25T10:21:10.939103] [INFO ] [CONFIGURE ] DV: Testing with features: ['add_bollinger_bands', 'add_failed_moves', 'add_obv_daily']
[2025-11-25T10:21:11.195858] [DEBUG] [FORECASTER] DV: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0
[2025-11-25T10:21:11.463699] [DEBUG] [FORECASTER] DV: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T10:21:11.722505] [DEBUG] [FORECASTER] DV: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T10:21:11.987318] [DEBUG] [FORECASTER] DV: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T10:21:12.263861] [DEBUG] [FORECASTER] DV: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-25T10:21:12.545406] [DEBUG] [FORECASTER] DV: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T10:21:12.807617] [DEBUG] [FORECASTER] DV: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T10:21:13.075860] [DEBUG] [FORECASTER] DV: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T10:21:13.331987] [DEBUG] [FORECASTER] DV: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T10:21:13.581602] [DEBUG] [FORECASTER] DV: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-25T10:21:13.581834] [INFO ] [CONFIGURE ] DV: DISCARDED add_obv_daily (score: 40.00%)
[2025-11-25T10:21:13.581896] [INFO ] [CONFIGURE ] JOB ETA: 22.9m | Avg: 2.8s/test | Remaining: 499 tests
[2025-11-25T10:21:13.581946] [INFO ] [CONFIGURE ] DV: Testing feature 12/29: add_obv_interval
[2025-11-25T10:21:13.581991] [INFO ] [CONFIGURE ] DV: Testing with features: ['add_bollinger_bands', 'add_failed_moves', 'add_obv_interval']
[2025-11-25T10:21:13.810986] [DEBUG] [FORECASTER] DV: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T10:21:14.041027] [DEBUG] [FORECASTER] DV: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T10:21:14.281027] [DEBUG] [FORECASTER] DV: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T10:21:14.510966] [DEBUG] [FORECASTER] DV: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T10:21:14.741765] [DEBUG] [FORECASTER] DV: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-25T10:21:14.983342] [DEBUG] [FORECASTER] DV: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T10:21:15.233929] [DEBUG] [FORECASTER] DV: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T10:21:15.488189] [DEBUG] [FORECASTER] DV: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T10:21:15.735934] [DEBUG] [FORECASTER] DV: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T10:21:15.989797] [DEBUG] [FORECASTER] DV: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-11-25T10:21:15.989996] [INFO ] [CONFIGURE ] DV: DISCARDED add_obv_interval (score: 30.00%)
[2025-11-25T10:21:15.990057] [INFO ] [CONFIGURE ] JOB ETA: 22.9m | Avg: 2.8s/test | Remaining: 498 tests
[2025-11-25T10:21:15.990107] [INFO ] [CONFIGURE ] DV: Testing feature 13/29: add_opening_strength
[2025-11-25T10:21:15.990154] [INFO ] [CONFIGURE ] DV: Testing with features: ['add_bollinger_bands', 'add_failed_moves', 'add_daily_returns', 'add_opening_strength']
[2025-11-25T10:21:16.248898] [DEBUG] [FORECASTER] DV: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T10:21:16.526845] [DEBUG] [FORECASTER] DV: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T10:21:16.800113] [DEBUG] [FORECASTER] DV: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T10:21:17.069797] [DEBUG] [FORECASTER] DV: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T10:21:17.328098] [DEBUG] [FORECASTER] DV: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-25T10:21:17.593689] [DEBUG] [FORECASTER] DV: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T10:21:17.841134] [DEBUG] [FORECASTER] DV: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T10:21:18.095519] [DEBUG] [FORECASTER] DV: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T10:21:18.369828] [DEBUG] [FORECASTER] DV: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T10:21:18.656208] [DEBUG] [FORECASTER] DV: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-11-25T10:21:18.657001] [INFO ] [CONFIGURE ] DV: DISCARDED add_opening_strength (score: 50.00%)
[2025-11-25T10:21:18.657066] [INFO ] [CONFIGURE ] JOB ETA: 22.8m | Avg: 2.8s/test | Remaining: 497 tests
[2025-11-25T10:21:18.657145] [INFO ] [CONFIGURE ] DV: Testing feature 14/29: add_order_flow_imbalance
[2025-11-25T10:21:18.657191] [INFO ] [CONFIGURE ] DV: Testing with features: ['add_bollinger_bands', 'add_failed_moves', 'add_order_flow_imbalance']
[2025-11-25T10:21:18.933618] [DEBUG] [FORECASTER] DV: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0
[2025-11-25T10:21:19.208220] [DEBUG] [FORECASTER] DV: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T10:21:19.484663] [DEBUG] [FORECASTER] DV: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T10:21:19.752411] [DEBUG] [FORECASTER] DV: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T10:21:20.023927] [DEBUG] [FORECASTER] DV: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-25T10:21:20.289339] [DEBUG] [FORECASTER] DV: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T10:21:20.574988] [DEBUG] [FORECASTER] DV: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T10:21:20.842019] [DEBUG] [FORECASTER] DV: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T10:21:21.128265] [DEBUG] [FORECASTER] DV: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T10:21:21.407232] [DEBUG] [FORECASTER] DV: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-11-25T10:21:21.407464] [INFO ] [CONFIGURE ] DV: DISCARDED add_order_flow_imbalance (score: 30.00%)
[2025-11-25T10:21:21.407523] [INFO ] [CONFIGURE ] JOB ETA: 22.8m | Avg: 2.8s/test | Remaining: 496 tests
[2025-11-25T10:21:21.407572] [INFO ] [CONFIGURE ] DV: Testing feature 15/29: add_pbf_morning_momentum
[2025-11-25T10:21:21.407616] [INFO ] [CONFIGURE ] DV: Testing with features: ['add_bollinger_bands', 'add_failed_moves', 'add_pbf_morning_momentum']
[2025-11-25T10:21:21.643921] [DEBUG] [FORECASTER] DV: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0
[2025-11-25T10:21:21.887187] [DEBUG] [FORECASTER] DV: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T10:21:22.130165] [DEBUG] [FORECASTER] DV: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T10:21:22.369677] [DEBUG] [FORECASTER] DV: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T10:21:22.612970] [DEBUG] [FORECASTER] DV: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-25T10:21:22.852830] [DEBUG] [FORECASTER] DV: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T10:21:23.099449] [DEBUG] [FORECASTER] DV: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T10:21:23.338955] [DEBUG] [FORECASTER] DV: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T10:21:23.577672] [DEBUG] [FORECASTER] DV: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T10:21:23.815802] [DEBUG] [FORECASTER] DV: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-25T10:21:23.815977] [INFO ] [CONFIGURE ] DV: DISCARDED add_pbf_morning_momentum (score: 30.00%)
[2025-11-25T10:21:23.816026] [INFO ] [CONFIGURE ] JOB ETA: 22.7m | Avg: 2.8s/test | Remaining: 495 tests
[2025-11-25T10:21:23.816075] [INFO ] [CONFIGURE ] DV: Testing feature 16/29: add_pbf_overnight_gap
[2025-11-25T10:21:23.816121] [INFO ] [CONFIGURE ] DV: Testing with features: ['add_bollinger_bands', 'add_failed_moves', 'add_pbf_overnight_gap']
[2025-11-25T10:21:24.081046] [DEBUG] [FORECASTER] DV: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0
[2025-11-25T10:21:24.348931] [DEBUG] [FORECASTER] DV: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T10:21:24.607737] [DEBUG] [FORECASTER] DV: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T10:21:24.880417] [DEBUG] [FORECASTER] DV: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T10:21:25.146915] [DEBUG] [FORECASTER] DV: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-25T10:21:25.420537] [DEBUG] [FORECASTER] DV: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T10:21:25.688208] [DEBUG] [FORECASTER] DV: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T10:21:25.979589] [DEBUG] [FORECASTER] DV: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T10:21:26.253560] [DEBUG] [FORECASTER] DV: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T10:21:26.551379] [DEBUG] [FORECASTER] DV: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-25T10:21:26.551514] [INFO ] [CONFIGURE ] DV: DISCARDED add_pbf_overnight_gap (score: 30.00%)
[2025-11-25T10:21:26.551572] [INFO ] [CONFIGURE ] JOB ETA: 22.7m | Avg: 2.8s/test | Remaining: 494 tests
[2025-11-25T10:21:26.551620] [INFO ] [CONFIGURE ] DV: Testing feature 17/29: add_pbf_return_2d
[2025-11-25T10:21:26.551684] [INFO ] [CONFIGURE ] DV: Testing with features: ['add_bollinger_bands', 'add_failed_moves', 'add_pbf_return_2d']
[2025-11-25T10:21:26.831280] [DEBUG] [FORECASTER] DV: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T10:21:27.115371] [DEBUG] [FORECASTER] DV: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T10:21:27.389415] [DEBUG] [FORECASTER] DV: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T10:21:27.660073] [DEBUG] [FORECASTER] DV: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T10:21:27.937276] [DEBUG] [FORECASTER] DV: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-25T10:21:28.212289] [DEBUG] [FORECASTER] DV: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T10:21:28.495954] [DEBUG] [FORECASTER] DV: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T10:21:28.806695] [DEBUG] [FORECASTER] DV: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T10:21:29.094559] [DEBUG] [FORECASTER] DV: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T10:21:29.364770] [DEBUG] [FORECASTER] DV: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-25T10:21:29.364956] [INFO ] [CONFIGURE ] DV: DISCARDED add_pbf_return_2d (score: 50.00%)
[2025-11-25T10:21:29.365016] [INFO ] [CONFIGURE ] JOB ETA: 22.6m | Avg: 2.8s/test | Remaining: 493 tests
[2025-11-25T10:21:29.365064] [INFO ] [CONFIGURE ] DV: Testing feature 18/29: add_pbf_volatility_5d
[2025-11-25T10:21:29.365107] [INFO ] [CONFIGURE ] DV: Testing with features: ['add_bollinger_bands', 'add_failed_moves', 'add_pbf_volatility_5d']
[2025-11-25T10:21:29.594101] [DEBUG] [FORECASTER] DV: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T10:21:29.831737] [DEBUG] [FORECASTER] DV: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T10:21:30.079580] [DEBUG] [FORECASTER] DV: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T10:21:30.323188] [DEBUG] [FORECASTER] DV: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T10:21:30.565137] [DEBUG] [FORECASTER] DV: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-25T10:21:30.791664] [DEBUG] [FORECASTER] DV: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T10:21:31.014707] [DEBUG] [FORECASTER] DV: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T10:21:31.232754] [DEBUG] [FORECASTER] DV: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T10:21:31.451606] [DEBUG] [FORECASTER] DV: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T10:21:31.665599] [DEBUG] [FORECASTER] DV: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-11-25T10:21:31.665791] [INFO ] [CONFIGURE ] DV: DISCARDED add_pbf_volatility_5d (score: 30.00%)
[2025-11-25T10:21:31.665847] [INFO ] [CONFIGURE ] JOB ETA: 22.6m | Avg: 2.8s/test | Remaining: 492 tests
[2025-11-25T10:21:31.665891] [INFO ] [CONFIGURE ] DV: Testing feature 19/29: add_pbf_vs_sma_5
[2025-11-25T10:21:31.665935] [INFO ] [CONFIGURE ] DV: Testing with features: ['add_bollinger_bands', 'add_failed_moves', 'add_pbf_vs_sma_5']
[2025-11-25T10:21:31.885424] [DEBUG] [FORECASTER] DV: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T10:21:32.102857] [DEBUG] [FORECASTER] DV: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T10:21:32.322828] [DEBUG] [FORECASTER] DV: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T10:21:32.546195] [DEBUG] [FORECASTER] DV: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T10:21:32.769799] [DEBUG] [FORECASTER] DV: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-25T10:21:32.989441] [DEBUG] [FORECASTER] DV: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T10:21:33.216467] [DEBUG] [FORECASTER] DV: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T10:21:33.441006] [DEBUG] [FORECASTER] DV: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T10:21:33.677834] [DEBUG] [FORECASTER] DV: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T10:21:33.921728] [DEBUG] [FORECASTER] DV: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-25T10:21:33.922042] [INFO ] [CONFIGURE ] DV: DISCARDED add_pbf_vs_sma_5 (score: 50.00%)
[2025-11-25T10:21:33.922161] [INFO ] [CONFIGURE ] JOB ETA: 22.5m | Avg: 2.8s/test | Remaining: 491 tests
[2025-11-25T10:21:33.922218] [INFO ] [CONFIGURE ] DV: Testing feature 20/29: add_price_rejection
[2025-11-25T10:21:33.922318] [INFO ] [CONFIGURE ] DV: Testing with features: ['add_bollinger_bands', 'add_failed_moves', 'add_price_rejection']
[2025-11-25T10:21:34.172178] [DEBUG] [FORECASTER] DV: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T10:21:34.422013] [DEBUG] [FORECASTER] DV: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T10:21:34.674788] [DEBUG] [FORECASTER] DV: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T10:21:34.926068] [DEBUG] [FORECASTER] DV: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T10:21:35.174568] [DEBUG] [FORECASTER] DV: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-25T10:21:35.432308] [DEBUG] [FORECASTER] DV: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T10:21:35.684149] [DEBUG] [FORECASTER] DV: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T10:21:35.952617] [DEBUG] [FORECASTER] DV: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T10:21:36.223518] [DEBUG] [FORECASTER] DV: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T10:21:36.488206] [DEBUG] [FORECASTER] DV: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-25T10:21:36.488408] [INFO ] [CONFIGURE ] DV: DISCARDED add_price_rejection (score: 50.00%)
[2025-11-25T10:21:36.488466] [INFO ] [CONFIGURE ] JOB ETA: 22.5m | Avg: 2.8s/test | Remaining: 490 tests
[2025-11-25T10:21:36.488514] [INFO ] [CONFIGURE ] DV: Testing feature 21/29: add_range_position
[2025-11-25T10:21:36.488555] [INFO ] [CONFIGURE ] DV: Testing with features: ['add_bollinger_bands', 'add_failed_moves', 'add_range_position']
[2025-11-25T10:21:36.776960] [DEBUG] [FORECASTER] DV: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T10:21:37.074364] [DEBUG] [FORECASTER] DV: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T10:21:37.372660] [DEBUG] [FORECASTER] DV: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T10:21:37.658311] [DEBUG] [FORECASTER] DV: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T10:21:37.951259] [DEBUG] [FORECASTER] DV: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-25T10:21:38.235432] [DEBUG] [FORECASTER] DV: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T10:21:38.533163] [DEBUG] [FORECASTER] DV: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T10:21:38.832632] [DEBUG] [FORECASTER] DV: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T10:21:39.141571] [DEBUG] [FORECASTER] DV: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T10:21:39.454088] [DEBUG] [FORECASTER] DV: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-25T10:21:39.454277] [INFO ] [CONFIGURE ] DV: DISCARDED add_range_position (score: 60.00%)
[2025-11-25T10:21:39.454339] [INFO ] [CONFIGURE ] JOB ETA: 22.4m | Avg: 2.8s/test | Remaining: 489 tests
[2025-11-25T10:21:39.454380] [INFO ] [CONFIGURE ] DV: Testing feature 22/29: add_realized_volatility
[2025-11-25T10:21:39.454427] [INFO ] [CONFIGURE ] DV: Testing with features: ['add_bollinger_bands', 'add_failed_moves', 'add_realized_volatility']
[2025-11-25T10:21:39.831982] [DEBUG] [FORECASTER] DV: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T10:21:40.195571] [DEBUG] [FORECASTER] DV: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T10:21:40.557287] [DEBUG] [FORECASTER] DV: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T10:21:40.917386] [DEBUG] [FORECASTER] DV: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T10:21:41.283912] [DEBUG] [FORECASTER] DV: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-25T10:21:41.642480] [DEBUG] [FORECASTER] DV: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T10:21:42.004026] [DEBUG] [FORECASTER] DV: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T10:21:42.368087] [DEBUG] [FORECASTER] DV: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T10:21:42.728575] [DEBUG] [FORECASTER] DV: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T10:21:43.091163] [DEBUG] [FORECASTER] DV: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-25T10:21:43.091365] [INFO ] [CONFIGURE ] DV: DISCARDED add_realized_volatility (score: 40.00%)
[2025-11-25T10:21:43.091425] [INFO ] [CONFIGURE ] JOB ETA: 22.4m | Avg: 2.8s/test | Remaining: 488 tests
[2025-11-25T10:21:43.091544] [INFO ] [CONFIGURE ] DV: Testing feature 23/29: add_recent_range_context
[2025-11-25T10:21:43.091594] [INFO ] [CONFIGURE ] DV: Testing with features: ['add_bollinger_bands', 'add_failed_moves', 'add_recent_range_context']
[2025-11-25T10:21:43.334920] [DEBUG] [FORECASTER] DV: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T10:21:43.577997] [DEBUG] [FORECASTER] DV: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T10:21:43.822436] [DEBUG] [FORECASTER] DV: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T10:21:44.067953] [DEBUG] [FORECASTER] DV: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T10:21:44.316283] [DEBUG] [FORECASTER] DV: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-25T10:21:44.565122] [DEBUG] [FORECASTER] DV: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T10:21:44.817978] [DEBUG] [FORECASTER] DV: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T10:21:45.067372] [DEBUG] [FORECASTER] DV: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T10:21:45.318537] [DEBUG] [FORECASTER] DV: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T10:21:45.569375] [DEBUG] [FORECASTER] DV: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-25T10:21:45.569559] [INFO ] [CONFIGURE ] DV: DISCARDED add_recent_range_context (score: 50.00%)
[2025-11-25T10:21:45.569619] [INFO ] [CONFIGURE ] JOB ETA: 22.4m | Avg: 2.8s/test | Remaining: 487 tests
[2025-11-25T10:21:45.569690] [INFO ] [CONFIGURE ] DV: Testing feature 24/29: add_rsi
[2025-11-25T10:21:45.569738] [INFO ] [CONFIGURE ] DV: Testing with features: ['add_bollinger_bands', 'add_failed_moves', 'add_ema', 'add_rsi']
[2025-11-25T10:21:45.888976] [DEBUG] [FORECASTER] DV: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T10:21:46.197766] [DEBUG] [FORECASTER] DV: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T10:21:46.497095] [DEBUG] [FORECASTER] DV: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T10:21:46.805423] [DEBUG] [FORECASTER] DV: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T10:21:47.113719] [DEBUG] [FORECASTER] DV: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-25T10:21:47.452715] [DEBUG] [FORECASTER] DV: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T10:21:47.762954] [DEBUG] [FORECASTER] DV: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T10:21:48.071704] [DEBUG] [FORECASTER] DV: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T10:21:48.383539] [DEBUG] [FORECASTER] DV: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T10:21:48.693117] [DEBUG] [FORECASTER] DV: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-25T10:21:48.693315] [INFO ] [CONFIGURE ] DV: DISCARDED add_rsi (score: 30.00%)
[2025-11-25T10:21:48.693375] [INFO ] [CONFIGURE ] JOB ETA: 22.3m | Avg: 2.8s/test | Remaining: 486 tests
[2025-11-25T10:21:48.693425] [INFO ] [CONFIGURE ] DV: Testing feature 25/29: add_tick_distribution
[2025-11-25T10:21:48.693471] [INFO ] [CONFIGURE ] DV: Testing with features: ['add_bollinger_bands', 'add_failed_moves', 'add_tick_distribution']
[2025-11-25T10:21:48.943823] [DEBUG] [FORECASTER] DV: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0
[2025-11-25T10:21:49.197813] [DEBUG] [FORECASTER] DV: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T10:21:49.457932] [DEBUG] [FORECASTER] DV: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T10:21:49.711508] [DEBUG] [FORECASTER] DV: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T10:21:49.965710] [DEBUG] [FORECASTER] DV: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-25T10:21:50.217395] [DEBUG] [FORECASTER] DV: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T10:21:50.473628] [DEBUG] [FORECASTER] DV: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T10:21:50.724830] [DEBUG] [FORECASTER] DV: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T10:21:50.988910] [DEBUG] [FORECASTER] DV: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T10:21:51.241237] [DEBUG] [FORECASTER] DV: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-25T10:21:51.241461] [INFO ] [CONFIGURE ] DV: DISCARDED add_tick_distribution (score: 40.00%)
[2025-11-25T10:21:51.241525] [INFO ] [CONFIGURE ] JOB ETA: 22.3m | Avg: 2.8s/test | Remaining: 485 tests
[2025-11-25T10:21:51.241577] [INFO ] [CONFIGURE ] DV: Testing feature 26/29: add_volume_momentum_confirmation
[2025-11-25T10:21:51.241624] [INFO ] [CONFIGURE ] DV: Testing with features: ['add_bollinger_bands', 'add_failed_moves', 'add_volume_momentum_confirmation']
[2025-11-25T10:21:51.491979] [DEBUG] [FORECASTER] DV: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0
[2025-11-25T10:21:51.742608] [DEBUG] [FORECASTER] DV: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T10:21:52.013116] [DEBUG] [FORECASTER] DV: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T10:21:52.267284] [DEBUG] [FORECASTER] DV: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T10:21:52.520085] [DEBUG] [FORECASTER] DV: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T10:21:52.762851] [DEBUG] [FORECASTER] DV: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T10:21:53.011875] [DEBUG] [FORECASTER] DV: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T10:21:53.260082] [DEBUG] [FORECASTER] DV: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T10:21:53.561481] [DEBUG] [FORECASTER] DV: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T10:21:53.873279] [DEBUG] [FORECASTER] DV: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-25T10:21:53.873545] [INFO ] [CONFIGURE ] DV: DISCARDED add_volume_momentum_confirmation (score: 50.00%)
[2025-11-25T10:21:53.873633] [INFO ] [CONFIGURE ] JOB ETA: 22.2m | Avg: 2.8s/test | Remaining: 484 tests
[2025-11-25T10:21:53.873733] [INFO ] [CONFIGURE ] DV: Testing feature 27/29: add_volume_price_divergence
[2025-11-25T10:21:53.873809] [INFO ] [CONFIGURE ] DV: Testing with features: ['add_bollinger_bands', 'add_failed_moves', 'add_volume_price_divergence']
[2025-11-25T10:21:54.195105] [DEBUG] [FORECASTER] DV: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0
[2025-11-25T10:21:54.467805] [DEBUG] [FORECASTER] DV: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T10:21:54.730591] [DEBUG] [FORECASTER] DV: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T10:21:54.985060] [DEBUG] [FORECASTER] DV: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T10:21:55.238220] [DEBUG] [FORECASTER] DV: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-25T10:21:55.495256] [DEBUG] [FORECASTER] DV: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T10:21:55.746365] [DEBUG] [FORECASTER] DV: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T10:21:56.014859] [DEBUG] [FORECASTER] DV: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T10:21:56.273291] [DEBUG] [FORECASTER] DV: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T10:21:56.534203] [DEBUG] [FORECASTER] DV: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-25T10:21:56.534389] [INFO ] [CONFIGURE ] DV: DISCARDED add_volume_price_divergence (score: 30.00%)
[2025-11-25T10:21:56.534448] [INFO ] [CONFIGURE ] JOB ETA: 22.2m | Avg: 2.8s/test | Remaining: 483 tests
[2025-11-25T10:21:56.534497] [INFO ] [CONFIGURE ] DV: Testing feature 28/29: add_volume_profile
[2025-11-25T10:21:56.534542] [INFO ] [CONFIGURE ] DV: Testing with features: ['add_bollinger_bands', 'add_failed_moves', 'add_volume_profile']
[2025-11-25T10:21:56.792859] [DEBUG] [FORECASTER] DV: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T10:21:57.042384] [DEBUG] [FORECASTER] DV: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T10:21:57.287843] [DEBUG] [FORECASTER] DV: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T10:21:57.533459] [DEBUG] [FORECASTER] DV: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T10:21:57.774537] [DEBUG] [FORECASTER] DV: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T10:21:58.019004] [DEBUG] [FORECASTER] DV: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T10:21:58.268503] [DEBUG] [FORECASTER] DV: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T10:21:58.524633] [DEBUG] [FORECASTER] DV: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T10:21:58.796552] [DEBUG] [FORECASTER] DV: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T10:21:59.065487] [DEBUG] [FORECASTER] DV: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-25T10:21:59.065718] [INFO ] [CONFIGURE ] DV: DISCARDED add_volume_profile (score: 70.00%)
[2025-11-25T10:21:59.065813] [INFO ] [CONFIGURE ] JOB ETA: 22.1m | Avg: 2.8s/test | Remaining: 482 tests
[2025-11-25T10:21:59.065897] [INFO ] [CONFIGURE ] DV: Testing feature 29/29: add_vwap
[2025-11-25T10:21:59.065961] [INFO ] [CONFIGURE ] DV: Testing with features: ['add_bollinger_bands', 'add_failed_moves', 'add_vwap']
[2025-11-25T10:21:59.319761] [DEBUG] [FORECASTER] DV: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T10:21:59.568215] [DEBUG] [FORECASTER] DV: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T10:21:59.812751] [DEBUG] [FORECASTER] DV: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T10:22:00.063550] [DEBUG] [FORECASTER] DV: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T10:22:00.302639] [DEBUG] [FORECASTER] DV: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-25T10:22:01.248108] [DEBUG] [FORECASTER] DV: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T10:22:01.677124] [DEBUG] [FORECASTER] DV: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T10:22:01.939122] [DEBUG] [FORECASTER] DV: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T10:22:02.181626] [DEBUG] [FORECASTER] DV: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T10:22:02.426995] [DEBUG] [FORECASTER] DV: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-11-25T10:22:02.427191] [INFO ] [CONFIGURE ] DV: DISCARDED add_vwap (score: 40.00%)
[2025-11-25T10:22:02.427249] [INFO ] [CONFIGURE ] JOB ETA: 22.1m | Avg: 2.8s/test | Remaining: 481 tests
[2025-11-25T10:22:02.427295] [INFO ] [CONFIGURE ] DV: ===== FEATURE SELECTION COMPLETE =====
[2025-11-25T10:22:02.427336] [INFO ] [CONFIGURE ] DV: Best accuracy: 70.00%
[2025-11-25T10:22:02.427377] [INFO ] [CONFIGURE ] DV: Best feature set (2 features): ['add_bollinger_bands', 'add_failed_moves']
[2025-11-25T10:22:02.427416] [INFO ] [CONFIGURE ] DV: Improvement over baseline: 30.00%
[2025-11-25T10:22:02.427454] [INFO ] [CONFIGURE ] DV: Total time: 1.3 minutes
[2025-11-25T10:22:02.427491] [INFO ] [CONFIGURE ] DV: Average time per feature: 2.7 seconds
[2025-11-25T10:22:02.427527] [INFO ] [CONFIGURE ] DV: Average speed: 0.36 features/sec
[2025-11-25T10:22:02.427866] [INFO ] [LOCAL     ] Saved configuration for DV: 2 features, 70.00% accuracy -> ./output/feature-sets/DV.json
[2025-11-25T10:22:02.427920] [INFO ] [CONFIGURE ] DV: Configuration saved successfully: 2 features, 70.00% accuracy.
[2025-11-25T10:22:02.427966] [INFO ] [sig       ] [149/164] Successfully configured DV | 0.01 sym/s | Total: 3.3h | ETA: 20.2m
[2025-11-25T10:22:02.428008] [INFO ] [sig       ] [150/164] Configuring DVA...
[2025-11-25T10:22:02.428055] [INFO ] [CONFIGURE ] DVA: Configurate test run.
[2025-11-25T10:22:02.428094] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DVA' from 'https://tdm.silogroup.org/data/derivative_storage/DVA.csv'.
[2025-11-25T10:22:02.439753] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'DVA'.
[2025-11-25T10:22:02.440088] [INFO ] [CONFIGURE ] DVA: Testing with 29 available features
[2025-11-25T10:22:02.440151] [INFO ] [CONFIGURE ] DVA: Establishing baseline with no features...
[2025-11-25T10:22:02.612363] [DEBUG] [FORECASTER] DVA: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T10:22:02.792134] [DEBUG] [FORECASTER] DVA: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T10:22:02.968545] [DEBUG] [FORECASTER] DVA: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T10:22:03.146317] [DEBUG] [FORECASTER] DVA: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T10:22:03.325960] [DEBUG] [FORECASTER] DVA: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T10:22:03.501624] [DEBUG] [FORECASTER] DVA: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T10:22:03.682792] [DEBUG] [FORECASTER] DVA: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T10:22:03.861442] [DEBUG] [FORECASTER] DVA: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T10:22:04.037888] [DEBUG] [FORECASTER] DVA: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-25T10:22:04.215903] [DEBUG] [FORECASTER] DVA: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T10:22:04.216063] [INFO ] [CONFIGURE ] DVA: Baseline score (no features): 50.00%
[2025-11-25T10:22:04.216112] [INFO ] [CONFIGURE ] DVA: Testing feature 1/29: add_bollinger_bands
[2025-11-25T10:22:04.216150] [INFO ] [CONFIGURE ] DVA: Testing with features: ['add_bollinger_bands']
[2025-11-25T10:22:04.433554] [DEBUG] [FORECASTER] DVA: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T10:22:04.654720] [DEBUG] [FORECASTER] DVA: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T10:22:04.870098] [DEBUG] [FORECASTER] DVA: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T10:22:05.090998] [DEBUG] [FORECASTER] DVA: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T10:22:05.313917] [DEBUG] [FORECASTER] DVA: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T10:22:05.529367] [DEBUG] [FORECASTER] DVA: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T10:22:05.753815] [DEBUG] [FORECASTER] DVA: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T10:22:05.969926] [DEBUG] [FORECASTER] DVA: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T10:22:06.193699] [DEBUG] [FORECASTER] DVA: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T10:22:06.419752] [DEBUG] [FORECASTER] DVA: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T10:22:06.419988] [INFO ] [CONFIGURE ] DVA: DISCARDED add_bollinger_bands (score: 50.00%)
[2025-11-25T10:22:06.420048] [INFO ] [CONFIGURE ] JOB ETA: 22.0m | Avg: 2.8s/test | Remaining: 480 tests
[2025-11-25T10:22:06.420089] [INFO ] [CONFIGURE ] DVA: Testing feature 2/29: add_cumulative_delta
[2025-11-25T10:22:06.420126] [INFO ] [CONFIGURE ] DVA: Testing with features: ['add_cumulative_delta']
[2025-11-25T10:22:06.642146] [DEBUG] [FORECASTER] DVA: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T10:22:06.869088] [DEBUG] [FORECASTER] DVA: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T10:22:07.099413] [DEBUG] [FORECASTER] DVA: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T10:22:07.314838] [DEBUG] [FORECASTER] DVA: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T10:22:07.522786] [DEBUG] [FORECASTER] DVA: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T10:22:07.734789] [DEBUG] [FORECASTER] DVA: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T10:22:07.944674] [DEBUG] [FORECASTER] DVA: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T10:22:08.157216] [DEBUG] [FORECASTER] DVA: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T10:22:08.372681] [DEBUG] [FORECASTER] DVA: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-25T10:22:08.584666] [DEBUG] [FORECASTER] DVA: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T10:22:08.584844] [INFO ] [CONFIGURE ] DVA: DISCARDED add_cumulative_delta (score: 50.00%)
[2025-11-25T10:22:08.584913] [INFO ] [CONFIGURE ] JOB ETA: 22.0m | Avg: 2.8s/test | Remaining: 479 tests
[2025-11-25T10:22:08.584963] [INFO ] [CONFIGURE ] DVA: Testing feature 3/29: add_daily_returns
[2025-11-25T10:22:08.585001] [INFO ] [CONFIGURE ] DVA: Testing with features: ['add_daily_returns']
[2025-11-25T10:22:08.775145] [DEBUG] [FORECASTER] DVA: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T10:22:08.973812] [DEBUG] [FORECASTER] DVA: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T10:22:09.165280] [DEBUG] [FORECASTER] DVA: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T10:22:09.360658] [DEBUG] [FORECASTER] DVA: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T10:22:09.564907] [DEBUG] [FORECASTER] DVA: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T10:22:09.758844] [DEBUG] [FORECASTER] DVA: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T10:22:09.948514] [DEBUG] [FORECASTER] DVA: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T10:22:10.143208] [DEBUG] [FORECASTER] DVA: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T10:22:10.339747] [DEBUG] [FORECASTER] DVA: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-25T10:22:10.537584] [DEBUG] [FORECASTER] DVA: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T10:22:10.537821] [INFO ] [CONFIGURE ] DVA: DISCARDED add_daily_returns (score: 40.00%)
[2025-11-25T10:22:10.537888] [INFO ] [CONFIGURE ] JOB ETA: 21.9m | Avg: 2.8s/test | Remaining: 478 tests
[2025-11-25T10:22:10.537953] [INFO ] [CONFIGURE ] DVA: Testing feature 4/29: add_ema
[2025-11-25T10:22:10.538141] [INFO ] [CONFIGURE ] DVA: Testing with features: ['add_ema']
[2025-11-25T10:22:10.763256] [DEBUG] [FORECASTER] DVA: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T10:22:11.019278] [DEBUG] [FORECASTER] DVA: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T10:22:11.265376] [DEBUG] [FORECASTER] DVA: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T10:22:11.513727] [DEBUG] [FORECASTER] DVA: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T10:22:11.760349] [DEBUG] [FORECASTER] DVA: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T10:22:12.029887] [DEBUG] [FORECASTER] DVA: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T10:22:12.267382] [DEBUG] [FORECASTER] DVA: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T10:22:12.504874] [DEBUG] [FORECASTER] DVA: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T10:22:12.745053] [DEBUG] [FORECASTER] DVA: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T10:22:12.982902] [DEBUG] [FORECASTER] DVA: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T10:22:12.983352] [INFO ] [CONFIGURE ] DVA: DISCARDED add_ema (score: 50.00%)
[2025-11-25T10:22:12.983404] [INFO ] [CONFIGURE ] JOB ETA: 21.9m | Avg: 2.8s/test | Remaining: 477 tests
[2025-11-25T10:22:12.983447] [INFO ] [CONFIGURE ] DVA: Testing feature 5/29: add_exhaustion_signals
[2025-11-25T10:22:12.983484] [INFO ] [CONFIGURE ] DVA: Testing with features: ['add_vwap', 'add_exhaustion_signals']
[2025-11-25T10:22:13.223725] [DEBUG] [FORECASTER] DVA: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T10:22:13.465263] [DEBUG] [FORECASTER] DVA: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T10:22:13.711500] [DEBUG] [FORECASTER] DVA: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T10:22:13.965825] [DEBUG] [FORECASTER] DVA: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T10:22:14.211297] [DEBUG] [FORECASTER] DVA: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T10:22:14.436313] [DEBUG] [FORECASTER] DVA: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T10:22:14.662254] [DEBUG] [FORECASTER] DVA: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T10:22:14.889775] [DEBUG] [FORECASTER] DVA: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T10:22:15.116508] [DEBUG] [FORECASTER] DVA: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-25T10:22:15.344879] [DEBUG] [FORECASTER] DVA: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T10:22:15.345075] [INFO ] [CONFIGURE ] DVA: DISCARDED add_exhaustion_signals (score: 40.00%)
[2025-11-25T10:22:15.345131] [INFO ] [CONFIGURE ] JOB ETA: 21.8m | Avg: 2.8s/test | Remaining: 476 tests
[2025-11-25T10:22:15.345178] [INFO ] [CONFIGURE ] DVA: Testing feature 6/29: add_failed_moves
[2025-11-25T10:22:15.345217] [INFO ] [CONFIGURE ] DVA: Testing with features: ['add_failed_moves']
[2025-11-25T10:22:15.533969] [DEBUG] [FORECASTER] DVA: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T10:22:15.723544] [DEBUG] [FORECASTER] DVA: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T10:22:15.921841] [DEBUG] [FORECASTER] DVA: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T10:22:16.102755] [DEBUG] [FORECASTER] DVA: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T10:22:16.289479] [DEBUG] [FORECASTER] DVA: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T10:22:16.484071] [DEBUG] [FORECASTER] DVA: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T10:22:16.677241] [DEBUG] [FORECASTER] DVA: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T10:22:16.870234] [DEBUG] [FORECASTER] DVA: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T10:22:17.063055] [DEBUG] [FORECASTER] DVA: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-25T10:22:17.256730] [DEBUG] [FORECASTER] DVA: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T10:22:17.257061] [INFO ] [CONFIGURE ] DVA: DISCARDED add_failed_moves (score: 50.00%)
[2025-11-25T10:22:17.257163] [INFO ] [CONFIGURE ] JOB ETA: 21.8m | Avg: 2.8s/test | Remaining: 475 tests
[2025-11-25T10:22:17.257289] [INFO ] [CONFIGURE ] DVA: Testing feature 7/29: add_lag_shelf
[2025-11-25T10:22:17.257407] [INFO ] [CONFIGURE ] DVA: Testing with features: ['add_lag_shelf']
[2025-11-25T10:22:17.444756] [DEBUG] [FORECASTER] DVA: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T10:22:17.618633] [DEBUG] [FORECASTER] DVA: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T10:22:17.793315] [DEBUG] [FORECASTER] DVA: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T10:22:17.971949] [DEBUG] [FORECASTER] DVA: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T10:22:18.144790] [DEBUG] [FORECASTER] DVA: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T10:22:18.320098] [DEBUG] [FORECASTER] DVA: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T10:22:18.500782] [DEBUG] [FORECASTER] DVA: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T10:22:18.677274] [DEBUG] [FORECASTER] DVA: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T10:22:18.850569] [DEBUG] [FORECASTER] DVA: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-25T10:22:19.025671] [DEBUG] [FORECASTER] DVA: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T10:22:19.025846] [INFO ] [CONFIGURE ] DVA: DISCARDED add_lag_shelf (score: 50.00%)
[2025-11-25T10:22:19.025893] [INFO ] [CONFIGURE ] JOB ETA: 21.8m | Avg: 2.8s/test | Remaining: 474 tests
[2025-11-25T10:22:19.025930] [INFO ] [CONFIGURE ] DVA: Testing feature 8/29: add_macd
[2025-11-25T10:22:19.025966] [INFO ] [CONFIGURE ] DVA: Testing with features: ['add_vwap', 'add_macd']
[2025-11-25T10:22:19.299147] [DEBUG] [FORECASTER] DVA: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T10:22:19.584242] [DEBUG] [FORECASTER] DVA: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T10:22:19.874482] [DEBUG] [FORECASTER] DVA: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T10:22:20.162770] [DEBUG] [FORECASTER] DVA: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T10:22:20.451719] [DEBUG] [FORECASTER] DVA: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T10:22:20.722423] [DEBUG] [FORECASTER] DVA: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T10:22:21.007179] [DEBUG] [FORECASTER] DVA: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T10:22:21.278453] [DEBUG] [FORECASTER] DVA: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T10:22:21.557834] [DEBUG] [FORECASTER] DVA: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T10:22:21.830304] [DEBUG] [FORECASTER] DVA: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T10:22:21.830525] [INFO ] [CONFIGURE ] DVA: DISCARDED add_macd (score: 40.00%)
[2025-11-25T10:22:21.830584] [INFO ] [CONFIGURE ] JOB ETA: 21.7m | Avg: 2.8s/test | Remaining: 473 tests
[2025-11-25T10:22:21.830631] [INFO ] [CONFIGURE ] DVA: Testing feature 9/29: add_mfi
[2025-11-25T10:22:21.830697] [INFO ] [CONFIGURE ] DVA: Testing with features: ['add_mfi']
[2025-11-25T10:22:22.015733] [DEBUG] [FORECASTER] DVA: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T10:22:22.206638] [DEBUG] [FORECASTER] DVA: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T10:22:22.392819] [DEBUG] [FORECASTER] DVA: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T10:22:22.603506] [DEBUG] [FORECASTER] DVA: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T10:22:22.799393] [DEBUG] [FORECASTER] DVA: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T10:22:22.994749] [DEBUG] [FORECASTER] DVA: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T10:22:23.189184] [DEBUG] [FORECASTER] DVA: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T10:22:23.383813] [DEBUG] [FORECASTER] DVA: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T10:22:23.582038] [DEBUG] [FORECASTER] DVA: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-25T10:22:23.778357] [DEBUG] [FORECASTER] DVA: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T10:22:23.778573] [INFO ] [CONFIGURE ] DVA: DISCARDED add_mfi (score: 50.00%)
[2025-11-25T10:22:23.778626] [INFO ] [CONFIGURE ] JOB ETA: 21.7m | Avg: 2.8s/test | Remaining: 472 tests
[2025-11-25T10:22:23.778696] [INFO ] [CONFIGURE ] DVA: Testing feature 10/29: add_momentum_acceleration
[2025-11-25T10:22:23.778764] [INFO ] [CONFIGURE ] DVA: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-11-25T10:22:24.065772] [DEBUG] [FORECASTER] DVA: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T10:22:24.356231] [DEBUG] [FORECASTER] DVA: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T10:22:24.642774] [DEBUG] [FORECASTER] DVA: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T10:22:24.938562] [DEBUG] [FORECASTER] DVA: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T10:22:25.240977] [DEBUG] [FORECASTER] DVA: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T10:22:25.532975] [DEBUG] [FORECASTER] DVA: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T10:22:25.811961] [DEBUG] [FORECASTER] DVA: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T10:22:26.091051] [DEBUG] [FORECASTER] DVA: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T10:22:26.380032] [DEBUG] [FORECASTER] DVA: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-25T10:22:26.677212] [DEBUG] [FORECASTER] DVA: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T10:22:26.677478] [INFO ] [CONFIGURE ] DVA: DISCARDED add_momentum_acceleration (score: 40.00%)
[2025-11-25T10:22:26.677541] [INFO ] [CONFIGURE ] JOB ETA: 21.6m | Avg: 2.8s/test | Remaining: 471 tests
[2025-11-25T10:22:26.677589] [INFO ] [CONFIGURE ] DVA: Testing feature 11/29: add_obv_daily
[2025-11-25T10:22:26.677633] [INFO ] [CONFIGURE ] DVA: Testing with features: ['add_obv_daily']
[2025-11-25T10:22:26.900701] [DEBUG] [FORECASTER] DVA: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T10:22:27.115550] [DEBUG] [FORECASTER] DVA: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T10:22:27.326198] [DEBUG] [FORECASTER] DVA: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T10:22:27.535686] [DEBUG] [FORECASTER] DVA: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T10:22:27.748334] [DEBUG] [FORECASTER] DVA: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T10:22:27.958521] [DEBUG] [FORECASTER] DVA: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T10:22:28.163899] [DEBUG] [FORECASTER] DVA: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T10:22:28.370044] [DEBUG] [FORECASTER] DVA: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T10:22:28.572325] [DEBUG] [FORECASTER] DVA: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-25T10:22:28.770678] [DEBUG] [FORECASTER] DVA: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T10:22:28.770854] [INFO ] [CONFIGURE ] DVA: DISCARDED add_obv_daily (score: 40.00%)
[2025-11-25T10:22:28.770904] [INFO ] [CONFIGURE ] JOB ETA: 21.6m | Avg: 2.8s/test | Remaining: 470 tests
[2025-11-25T10:22:28.770942] [INFO ] [CONFIGURE ] DVA: Testing feature 12/29: add_obv_interval
[2025-11-25T10:22:28.770978] [INFO ] [CONFIGURE ] DVA: Testing with features: ['add_obv_interval']
[2025-11-25T10:22:28.966907] [DEBUG] [FORECASTER] DVA: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T10:22:29.154169] [DEBUG] [FORECASTER] DVA: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T10:22:29.340548] [DEBUG] [FORECASTER] DVA: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T10:22:29.529784] [DEBUG] [FORECASTER] DVA: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T10:22:29.717720] [DEBUG] [FORECASTER] DVA: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T10:22:29.905309] [DEBUG] [FORECASTER] DVA: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T10:22:30.092612] [DEBUG] [FORECASTER] DVA: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T10:22:30.284565] [DEBUG] [FORECASTER] DVA: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T10:22:30.481293] [DEBUG] [FORECASTER] DVA: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-25T10:22:30.673002] [DEBUG] [FORECASTER] DVA: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T10:22:30.673180] [INFO ] [CONFIGURE ] DVA: DISCARDED add_obv_interval (score: 50.00%)
[2025-11-25T10:22:30.673229] [INFO ] [CONFIGURE ] JOB ETA: 21.5m | Avg: 2.8s/test | Remaining: 469 tests
[2025-11-25T10:22:30.673268] [INFO ] [CONFIGURE ] DVA: Testing feature 13/29: add_opening_strength
[2025-11-25T10:22:30.673346] [INFO ] [CONFIGURE ] DVA: Testing with features: ['add_daily_returns', 'add_opening_strength']
[2025-11-25T10:22:30.886665] [DEBUG] [FORECASTER] DVA: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T10:22:31.098625] [DEBUG] [FORECASTER] DVA: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T10:22:31.302519] [DEBUG] [FORECASTER] DVA: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T10:22:31.556299] [DEBUG] [FORECASTER] DVA: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T10:22:31.805585] [DEBUG] [FORECASTER] DVA: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T10:22:32.028996] [DEBUG] [FORECASTER] DVA: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T10:22:32.251633] [DEBUG] [FORECASTER] DVA: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T10:22:32.478911] [DEBUG] [FORECASTER] DVA: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T10:22:32.708033] [DEBUG] [FORECASTER] DVA: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-25T10:22:32.932274] [DEBUG] [FORECASTER] DVA: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T10:22:32.932440] [INFO ] [CONFIGURE ] DVA: DISCARDED add_opening_strength (score: 30.00%)
[2025-11-25T10:22:32.932489] [INFO ] [CONFIGURE ] JOB ETA: 21.5m | Avg: 2.8s/test | Remaining: 468 tests
[2025-11-25T10:22:32.932528] [INFO ] [CONFIGURE ] DVA: Testing feature 14/29: add_order_flow_imbalance
[2025-11-25T10:22:32.932564] [INFO ] [CONFIGURE ] DVA: Testing with features: ['add_order_flow_imbalance']
[2025-11-25T10:22:33.151447] [DEBUG] [FORECASTER] DVA: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T10:22:33.358960] [DEBUG] [FORECASTER] DVA: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T10:22:33.564325] [DEBUG] [FORECASTER] DVA: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T10:22:33.776473] [DEBUG] [FORECASTER] DVA: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T10:22:33.981804] [DEBUG] [FORECASTER] DVA: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T10:22:34.191384] [DEBUG] [FORECASTER] DVA: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T10:22:34.427949] [DEBUG] [FORECASTER] DVA: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T10:22:34.664717] [DEBUG] [FORECASTER] DVA: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T10:22:34.893010] [DEBUG] [FORECASTER] DVA: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-25T10:22:35.124507] [DEBUG] [FORECASTER] DVA: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T10:22:35.124706] [INFO ] [CONFIGURE ] DVA: DISCARDED add_order_flow_imbalance (score: 50.00%)
[2025-11-25T10:22:35.124764] [INFO ] [CONFIGURE ] JOB ETA: 21.4m | Avg: 2.8s/test | Remaining: 467 tests
[2025-11-25T10:22:35.124813] [INFO ] [CONFIGURE ] DVA: Testing feature 15/29: add_pbf_morning_momentum
[2025-11-25T10:22:35.124851] [INFO ] [CONFIGURE ] DVA: Testing with features: ['add_pbf_morning_momentum']
[2025-11-25T10:22:35.326714] [DEBUG] [FORECASTER] DVA: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T10:22:35.523810] [DEBUG] [FORECASTER] DVA: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T10:22:35.726555] [DEBUG] [FORECASTER] DVA: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T10:22:35.936991] [DEBUG] [FORECASTER] DVA: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T10:22:36.138185] [DEBUG] [FORECASTER] DVA: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T10:22:36.338544] [DEBUG] [FORECASTER] DVA: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T10:22:36.533298] [DEBUG] [FORECASTER] DVA: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T10:22:36.734134] [DEBUG] [FORECASTER] DVA: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T10:22:36.930272] [DEBUG] [FORECASTER] DVA: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-25T10:22:37.129858] [DEBUG] [FORECASTER] DVA: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T10:22:37.130031] [INFO ] [CONFIGURE ] DVA: DISCARDED add_pbf_morning_momentum (score: 40.00%)
[2025-11-25T10:22:37.130091] [INFO ] [CONFIGURE ] JOB ETA: 21.4m | Avg: 2.8s/test | Remaining: 466 tests
[2025-11-25T10:22:37.130139] [INFO ] [CONFIGURE ] DVA: Testing feature 16/29: add_pbf_overnight_gap
[2025-11-25T10:22:37.130184] [INFO ] [CONFIGURE ] DVA: Testing with features: ['add_pbf_overnight_gap']
[2025-11-25T10:22:37.354008] [DEBUG] [FORECASTER] DVA: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T10:22:37.577294] [DEBUG] [FORECASTER] DVA: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T10:22:37.776695] [DEBUG] [FORECASTER] DVA: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T10:22:37.976136] [DEBUG] [FORECASTER] DVA: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T10:22:38.176591] [DEBUG] [FORECASTER] DVA: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T10:22:38.378810] [DEBUG] [FORECASTER] DVA: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T10:22:38.585402] [DEBUG] [FORECASTER] DVA: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T10:22:38.787952] [DEBUG] [FORECASTER] DVA: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T10:22:38.985814] [DEBUG] [FORECASTER] DVA: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T10:22:39.176527] [DEBUG] [FORECASTER] DVA: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T10:22:39.176840] [INFO ] [CONFIGURE ] DVA: KEPT add_pbf_overnight_gap (score: 70.00%)
[2025-11-25T10:22:39.176957] [INFO ] [CONFIGURE ] JOB ETA: 21.3m | Avg: 2.8s/test | Remaining: 465 tests
[2025-11-25T10:22:39.177061] [INFO ] [CONFIGURE ] DVA: Testing feature 17/29: add_pbf_return_2d
[2025-11-25T10:22:39.177186] [INFO ] [CONFIGURE ] DVA: Testing with features: ['add_pbf_overnight_gap', 'add_pbf_return_2d']
[2025-11-25T10:22:39.386834] [DEBUG] [FORECASTER] DVA: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T10:22:39.634092] [DEBUG] [FORECASTER] DVA: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T10:22:39.883310] [DEBUG] [FORECASTER] DVA: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T10:22:40.115910] [DEBUG] [FORECASTER] DVA: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T10:22:40.340319] [DEBUG] [FORECASTER] DVA: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T10:22:40.566424] [DEBUG] [FORECASTER] DVA: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T10:22:40.792210] [DEBUG] [FORECASTER] DVA: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T10:22:41.030832] [DEBUG] [FORECASTER] DVA: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T10:22:41.268230] [DEBUG] [FORECASTER] DVA: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T10:22:41.521518] [DEBUG] [FORECASTER] DVA: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T10:22:41.521727] [INFO ] [CONFIGURE ] DVA: DISCARDED add_pbf_return_2d (score: 60.00%)
[2025-11-25T10:22:41.521788] [INFO ] [CONFIGURE ] JOB ETA: 21.3m | Avg: 2.8s/test | Remaining: 464 tests
[2025-11-25T10:22:41.521837] [INFO ] [CONFIGURE ] DVA: Testing feature 18/29: add_pbf_volatility_5d
[2025-11-25T10:22:41.521883] [INFO ] [CONFIGURE ] DVA: Testing with features: ['add_pbf_overnight_gap', 'add_pbf_volatility_5d']
[2025-11-25T10:22:41.752118] [DEBUG] [FORECASTER] DVA: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T10:22:41.981468] [DEBUG] [FORECASTER] DVA: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T10:22:42.219532] [DEBUG] [FORECASTER] DVA: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T10:22:42.444398] [DEBUG] [FORECASTER] DVA: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T10:22:42.668617] [DEBUG] [FORECASTER] DVA: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T10:22:42.896299] [DEBUG] [FORECASTER] DVA: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T10:22:43.143834] [DEBUG] [FORECASTER] DVA: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T10:22:43.363513] [DEBUG] [FORECASTER] DVA: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T10:22:43.580292] [DEBUG] [FORECASTER] DVA: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-25T10:22:43.807371] [DEBUG] [FORECASTER] DVA: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T10:22:43.807566] [INFO ] [CONFIGURE ] DVA: DISCARDED add_pbf_volatility_5d (score: 50.00%)
[2025-11-25T10:22:43.807618] [INFO ] [CONFIGURE ] JOB ETA: 21.2m | Avg: 2.8s/test | Remaining: 463 tests
[2025-11-25T10:22:43.807685] [INFO ] [CONFIGURE ] DVA: Testing feature 19/29: add_pbf_vs_sma_5
[2025-11-25T10:22:43.807763] [INFO ] [CONFIGURE ] DVA: Testing with features: ['add_pbf_overnight_gap', 'add_pbf_vs_sma_5']
[2025-11-25T10:22:44.023991] [DEBUG] [FORECASTER] DVA: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T10:22:44.229869] [DEBUG] [FORECASTER] DVA: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T10:22:44.443117] [DEBUG] [FORECASTER] DVA: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T10:22:44.662215] [DEBUG] [FORECASTER] DVA: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T10:22:44.862762] [DEBUG] [FORECASTER] DVA: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T10:22:45.064250] [DEBUG] [FORECASTER] DVA: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T10:22:45.278680] [DEBUG] [FORECASTER] DVA: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T10:22:45.481794] [DEBUG] [FORECASTER] DVA: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T10:22:45.691703] [DEBUG] [FORECASTER] DVA: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T10:22:45.895874] [DEBUG] [FORECASTER] DVA: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T10:22:45.896061] [INFO ] [CONFIGURE ] DVA: DISCARDED add_pbf_vs_sma_5 (score: 60.00%)
[2025-11-25T10:22:45.896112] [INFO ] [CONFIGURE ] JOB ETA: 21.2m | Avg: 2.8s/test | Remaining: 462 tests
[2025-11-25T10:22:45.896151] [INFO ] [CONFIGURE ] DVA: Testing feature 20/29: add_price_rejection
[2025-11-25T10:22:45.896190] [INFO ] [CONFIGURE ] DVA: Testing with features: ['add_pbf_overnight_gap', 'add_price_rejection']
[2025-11-25T10:22:46.132352] [DEBUG] [FORECASTER] DVA: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T10:22:46.370231] [DEBUG] [FORECASTER] DVA: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T10:22:46.645506] [DEBUG] [FORECASTER] DVA: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T10:22:46.982020] [DEBUG] [FORECASTER] DVA: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T10:22:47.309607] [DEBUG] [FORECASTER] DVA: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T10:22:47.586430] [DEBUG] [FORECASTER] DVA: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T10:22:47.813845] [DEBUG] [FORECASTER] DVA: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T10:22:48.044617] [DEBUG] [FORECASTER] DVA: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T10:22:48.273164] [DEBUG] [FORECASTER] DVA: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-25T10:22:48.516959] [DEBUG] [FORECASTER] DVA: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T10:22:48.517223] [INFO ] [CONFIGURE ] DVA: DISCARDED add_price_rejection (score: 30.00%)
[2025-11-25T10:22:48.517285] [INFO ] [CONFIGURE ] JOB ETA: 21.1m | Avg: 2.8s/test | Remaining: 461 tests
[2025-11-25T10:22:48.517352] [INFO ] [CONFIGURE ] DVA: Testing feature 21/29: add_range_position
[2025-11-25T10:22:48.517404] [INFO ] [CONFIGURE ] DVA: Testing with features: ['add_pbf_overnight_gap', 'add_range_position']
[2025-11-25T10:22:48.757842] [DEBUG] [FORECASTER] DVA: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T10:22:49.000378] [DEBUG] [FORECASTER] DVA: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T10:22:49.236202] [DEBUG] [FORECASTER] DVA: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T10:22:49.491101] [DEBUG] [FORECASTER] DVA: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T10:22:49.732937] [DEBUG] [FORECASTER] DVA: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T10:22:49.987955] [DEBUG] [FORECASTER] DVA: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T10:22:50.242971] [DEBUG] [FORECASTER] DVA: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T10:22:50.496549] [DEBUG] [FORECASTER] DVA: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T10:22:50.744853] [DEBUG] [FORECASTER] DVA: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T10:22:51.024765] [DEBUG] [FORECASTER] DVA: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T10:22:51.024938] [INFO ] [CONFIGURE ] DVA: DISCARDED add_range_position (score: 30.00%)
[2025-11-25T10:22:51.024995] [INFO ] [CONFIGURE ] JOB ETA: 21.1m | Avg: 2.8s/test | Remaining: 460 tests
[2025-11-25T10:22:51.025040] [INFO ] [CONFIGURE ] DVA: Testing feature 22/29: add_realized_volatility
[2025-11-25T10:22:51.025088] [INFO ] [CONFIGURE ] DVA: Testing with features: ['add_pbf_overnight_gap', 'add_realized_volatility']
[2025-11-25T10:22:51.362305] [DEBUG] [FORECASTER] DVA: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T10:22:51.719762] [DEBUG] [FORECASTER] DVA: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T10:22:52.067157] [DEBUG] [FORECASTER] DVA: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T10:22:52.433723] [DEBUG] [FORECASTER] DVA: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T10:22:52.813526] [DEBUG] [FORECASTER] DVA: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T10:22:53.169572] [DEBUG] [FORECASTER] DVA: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T10:22:53.535925] [DEBUG] [FORECASTER] DVA: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T10:22:53.895155] [DEBUG] [FORECASTER] DVA: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T10:22:54.261411] [DEBUG] [FORECASTER] DVA: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T10:22:54.636532] [DEBUG] [FORECASTER] DVA: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T10:22:54.636760] [INFO ] [CONFIGURE ] DVA: KEPT add_realized_volatility (score: 80.00%)
[2025-11-25T10:22:54.636823] [INFO ] [CONFIGURE ] JOB ETA: 21.1m | Avg: 2.8s/test | Remaining: 459 tests
[2025-11-25T10:22:54.636872] [INFO ] [CONFIGURE ] DVA: Testing feature 23/29: add_recent_range_context
[2025-11-25T10:22:54.636916] [INFO ] [CONFIGURE ] DVA: Testing with features: ['add_pbf_overnight_gap', 'add_realized_volatility', 'add_recent_range_context']
[2025-11-25T10:22:54.996021] [DEBUG] [FORECASTER] DVA: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T10:22:55.367022] [DEBUG] [FORECASTER] DVA: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T10:22:55.724386] [DEBUG] [FORECASTER] DVA: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T10:22:56.107739] [DEBUG] [FORECASTER] DVA: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T10:22:56.472196] [DEBUG] [FORECASTER] DVA: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T10:22:56.888215] [DEBUG] [FORECASTER] DVA: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T10:22:57.262441] [DEBUG] [FORECASTER] DVA: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T10:22:57.627230] [DEBUG] [FORECASTER] DVA: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T10:22:58.003240] [DEBUG] [FORECASTER] DVA: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T10:22:58.386500] [DEBUG] [FORECASTER] DVA: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T10:22:58.386726] [INFO ] [CONFIGURE ] DVA: DISCARDED add_recent_range_context (score: 60.00%)
[2025-11-25T10:22:58.386788] [INFO ] [CONFIGURE ] JOB ETA: 21.0m | Avg: 2.8s/test | Remaining: 458 tests
[2025-11-25T10:22:58.387028] [INFO ] [CONFIGURE ] DVA: Testing feature 24/29: add_rsi
[2025-11-25T10:22:58.387083] [INFO ] [CONFIGURE ] DVA: Testing with features: ['add_pbf_overnight_gap', 'add_realized_volatility', 'add_ema', 'add_rsi']
[2025-11-25T10:22:58.839881] [DEBUG] [FORECASTER] DVA: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T10:22:59.289294] [DEBUG] [FORECASTER] DVA: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T10:22:59.716623] [DEBUG] [FORECASTER] DVA: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T10:23:00.148784] [DEBUG] [FORECASTER] DVA: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T10:23:00.593346] [DEBUG] [FORECASTER] DVA: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T10:23:01.509355] [DEBUG] [FORECASTER] DVA: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T10:23:01.917017] [DEBUG] [FORECASTER] DVA: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T10:23:02.338414] [DEBUG] [FORECASTER] DVA: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T10:23:02.766985] [DEBUG] [FORECASTER] DVA: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T10:23:03.211028] [DEBUG] [FORECASTER] DVA: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T10:23:03.211241] [INFO ] [CONFIGURE ] DVA: DISCARDED add_rsi (score: 50.00%)
[2025-11-25T10:23:03.211305] [INFO ] [CONFIGURE ] JOB ETA: 21.0m | Avg: 2.8s/test | Remaining: 457 tests
[2025-11-25T10:23:03.211358] [INFO ] [CONFIGURE ] DVA: Testing feature 25/29: add_tick_distribution
[2025-11-25T10:23:03.211403] [INFO ] [CONFIGURE ] DVA: Testing with features: ['add_pbf_overnight_gap', 'add_realized_volatility', 'add_tick_distribution']
[2025-11-25T10:23:03.584100] [DEBUG] [FORECASTER] DVA: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T10:23:03.947010] [DEBUG] [FORECASTER] DVA: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T10:23:04.305343] [DEBUG] [FORECASTER] DVA: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T10:23:04.672916] [DEBUG] [FORECASTER] DVA: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T10:23:05.037306] [DEBUG] [FORECASTER] DVA: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T10:23:05.421885] [DEBUG] [FORECASTER] DVA: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T10:23:05.797316] [DEBUG] [FORECASTER] DVA: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T10:23:06.171939] [DEBUG] [FORECASTER] DVA: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T10:23:06.552903] [DEBUG] [FORECASTER] DVA: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-25T10:23:06.923402] [DEBUG] [FORECASTER] DVA: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T10:23:06.923615] [INFO ] [CONFIGURE ] DVA: DISCARDED add_tick_distribution (score: 40.00%)
[2025-11-25T10:23:06.923696] [INFO ] [CONFIGURE ] JOB ETA: 20.9m | Avg: 2.8s/test | Remaining: 456 tests
[2025-11-25T10:23:06.923799] [INFO ] [CONFIGURE ] DVA: Testing feature 26/29: add_volume_momentum_confirmation
[2025-11-25T10:23:06.923850] [INFO ] [CONFIGURE ] DVA: Testing with features: ['add_pbf_overnight_gap', 'add_realized_volatility', 'add_volume_momentum_confirmation']
[2025-11-25T10:23:07.293184] [DEBUG] [FORECASTER] DVA: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T10:23:07.641547] [DEBUG] [FORECASTER] DVA: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T10:23:07.988170] [DEBUG] [FORECASTER] DVA: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T10:23:08.330057] [DEBUG] [FORECASTER] DVA: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T10:23:08.672378] [DEBUG] [FORECASTER] DVA: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T10:23:09.016462] [DEBUG] [FORECASTER] DVA: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T10:23:09.369269] [DEBUG] [FORECASTER] DVA: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T10:23:09.733313] [DEBUG] [FORECASTER] DVA: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T10:23:10.087529] [DEBUG] [FORECASTER] DVA: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T10:23:10.440014] [DEBUG] [FORECASTER] DVA: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T10:23:10.440240] [INFO ] [CONFIGURE ] DVA: DISCARDED add_volume_momentum_confirmation (score: 60.00%)
[2025-11-25T10:23:10.440299] [INFO ] [CONFIGURE ] JOB ETA: 20.9m | Avg: 2.8s/test | Remaining: 455 tests
[2025-11-25T10:23:10.440346] [INFO ] [CONFIGURE ] DVA: Testing feature 27/29: add_volume_price_divergence
[2025-11-25T10:23:10.440388] [INFO ] [CONFIGURE ] DVA: Testing with features: ['add_pbf_overnight_gap', 'add_realized_volatility', 'add_volume_price_divergence']
[2025-11-25T10:23:10.781316] [DEBUG] [FORECASTER] DVA: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T10:23:11.127932] [DEBUG] [FORECASTER] DVA: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T10:23:11.472063] [DEBUG] [FORECASTER] DVA: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T10:23:11.829880] [DEBUG] [FORECASTER] DVA: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T10:23:12.178403] [DEBUG] [FORECASTER] DVA: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T10:23:12.525947] [DEBUG] [FORECASTER] DVA: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T10:23:12.877789] [DEBUG] [FORECASTER] DVA: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T10:23:13.230287] [DEBUG] [FORECASTER] DVA: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T10:23:13.592186] [DEBUG] [FORECASTER] DVA: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T10:23:13.948613] [DEBUG] [FORECASTER] DVA: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T10:23:13.948862] [INFO ] [CONFIGURE ] DVA: DISCARDED add_volume_price_divergence (score: 60.00%)
[2025-11-25T10:23:13.948923] [INFO ] [CONFIGURE ] JOB ETA: 20.8m | Avg: 2.8s/test | Remaining: 454 tests
[2025-11-25T10:23:13.948971] [INFO ] [CONFIGURE ] DVA: Testing feature 28/29: add_volume_profile
[2025-11-25T10:23:13.949018] [INFO ] [CONFIGURE ] DVA: Testing with features: ['add_pbf_overnight_gap', 'add_realized_volatility', 'add_volume_profile']
[2025-11-25T10:23:14.306030] [DEBUG] [FORECASTER] DVA: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T10:23:14.655312] [DEBUG] [FORECASTER] DVA: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T10:23:14.999487] [DEBUG] [FORECASTER] DVA: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T10:23:15.343146] [DEBUG] [FORECASTER] DVA: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T10:23:15.691174] [DEBUG] [FORECASTER] DVA: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T10:23:16.047053] [DEBUG] [FORECASTER] DVA: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T10:23:16.389847] [DEBUG] [FORECASTER] DVA: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T10:23:16.731843] [DEBUG] [FORECASTER] DVA: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T10:23:17.072948] [DEBUG] [FORECASTER] DVA: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-25T10:23:17.426139] [DEBUG] [FORECASTER] DVA: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T10:23:17.426334] [INFO ] [CONFIGURE ] DVA: DISCARDED add_volume_profile (score: 50.00%)
[2025-11-25T10:23:17.426393] [INFO ] [CONFIGURE ] JOB ETA: 20.8m | Avg: 2.8s/test | Remaining: 453 tests
[2025-11-25T10:23:17.426442] [INFO ] [CONFIGURE ] DVA: Testing feature 29/29: add_vwap
[2025-11-25T10:23:17.426487] [INFO ] [CONFIGURE ] DVA: Testing with features: ['add_pbf_overnight_gap', 'add_realized_volatility', 'add_vwap']
[2025-11-25T10:23:17.779776] [DEBUG] [FORECASTER] DVA: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T10:23:18.150216] [DEBUG] [FORECASTER] DVA: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T10:23:18.519195] [DEBUG] [FORECASTER] DVA: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T10:23:18.883549] [DEBUG] [FORECASTER] DVA: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T10:23:19.253806] [DEBUG] [FORECASTER] DVA: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T10:23:19.626665] [DEBUG] [FORECASTER] DVA: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T10:23:19.981890] [DEBUG] [FORECASTER] DVA: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T10:23:20.334050] [DEBUG] [FORECASTER] DVA: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T10:23:20.699063] [DEBUG] [FORECASTER] DVA: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T10:23:21.073468] [DEBUG] [FORECASTER] DVA: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T10:23:21.073700] [INFO ] [CONFIGURE ] DVA: DISCARDED add_vwap (score: 60.00%)
[2025-11-25T10:23:21.073764] [INFO ] [CONFIGURE ] JOB ETA: 20.7m | Avg: 2.8s/test | Remaining: 452 tests
[2025-11-25T10:23:21.073814] [INFO ] [CONFIGURE ] DVA: ===== FEATURE SELECTION COMPLETE =====
[2025-11-25T10:23:21.073856] [INFO ] [CONFIGURE ] DVA: Best accuracy: 80.00%
[2025-11-25T10:23:21.073898] [INFO ] [CONFIGURE ] DVA: Best feature set (2 features): ['add_pbf_overnight_gap', 'add_realized_volatility']
[2025-11-25T10:23:21.073940] [INFO ] [CONFIGURE ] DVA: Improvement over baseline: 30.00%
[2025-11-25T10:23:21.073978] [INFO ] [CONFIGURE ] DVA: Total time: 1.3 minutes
[2025-11-25T10:23:21.074016] [INFO ] [CONFIGURE ] DVA: Average time per feature: 2.7 seconds
[2025-11-25T10:23:21.074054] [INFO ] [CONFIGURE ] DVA: Average speed: 0.38 features/sec
[2025-11-25T10:23:21.074383] [INFO ] [LOCAL     ] Saved configuration for DVA: 2 features, 80.00% accuracy -> ./output/feature-sets/DVA.json
[2025-11-25T10:23:21.074441] [INFO ] [CONFIGURE ] DVA: Configuration saved successfully: 2 features, 80.00% accuracy.
[2025-11-25T10:23:21.074497] [INFO ] [sig       ] [150/164] Successfully configured DVA | 0.01 sym/s | Total: 3.4h | ETA: 18.9m
[2025-11-25T10:23:21.074544] [INFO ] [sig       ] [151/164] Configuring EC...
[2025-11-25T10:23:21.074585] [INFO ] [CONFIGURE ] EC: Configurate test run.
[2025-11-25T10:23:21.074623] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EC' from 'https://tdm.silogroup.org/data/derivative_storage/EC.csv'.
[2025-11-25T10:23:21.086395] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'EC'.
[2025-11-25T10:23:21.086734] [INFO ] [CONFIGURE ] EC: Testing with 29 available features
[2025-11-25T10:23:21.086797] [INFO ] [CONFIGURE ] EC: Establishing baseline with no features...
[2025-11-25T10:23:21.267259] [DEBUG] [FORECASTER] EC: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T10:23:21.450324] [DEBUG] [FORECASTER] EC: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T10:23:21.629666] [DEBUG] [FORECASTER] EC: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T10:23:21.812597] [DEBUG] [FORECASTER] EC: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1
[2025-11-25T10:23:21.993718] [DEBUG] [FORECASTER] EC: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T10:23:22.177356] [DEBUG] [FORECASTER] EC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T10:23:22.363400] [DEBUG] [FORECASTER] EC: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T10:23:22.549849] [DEBUG] [FORECASTER] EC: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T10:23:22.720099] [DEBUG] [FORECASTER] EC: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T10:23:22.892178] [DEBUG] [FORECASTER] EC: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-11-25T10:23:22.892337] [INFO ] [CONFIGURE ] EC: Baseline score (no features): 40.00%
[2025-11-25T10:23:22.892385] [INFO ] [CONFIGURE ] EC: Testing feature 1/29: add_bollinger_bands
[2025-11-25T10:23:22.892422] [INFO ] [CONFIGURE ] EC: Testing with features: ['add_bollinger_bands']
[2025-11-25T10:23:23.093046] [DEBUG] [FORECASTER] EC: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T10:23:23.296708] [DEBUG] [FORECASTER] EC: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T10:23:23.500482] [DEBUG] [FORECASTER] EC: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T10:23:23.706694] [DEBUG] [FORECASTER] EC: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1
[2025-11-25T10:23:23.911847] [DEBUG] [FORECASTER] EC: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T10:23:24.118328] [DEBUG] [FORECASTER] EC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T10:23:24.338726] [DEBUG] [FORECASTER] EC: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T10:23:24.577597] [DEBUG] [FORECASTER] EC: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T10:23:24.802752] [DEBUG] [FORECASTER] EC: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T10:23:25.029056] [DEBUG] [FORECASTER] EC: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-11-25T10:23:25.029266] [INFO ] [CONFIGURE ] EC: KEPT add_bollinger_bands (score: 50.00%)
[2025-11-25T10:23:25.029319] [INFO ] [CONFIGURE ] JOB ETA: 20.7m | Avg: 2.8s/test | Remaining: 451 tests
[2025-11-25T10:23:25.029359] [INFO ] [CONFIGURE ] EC: Testing feature 2/29: add_cumulative_delta
[2025-11-25T10:23:25.029396] [INFO ] [CONFIGURE ] EC: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta']
[2025-11-25T10:23:25.288753] [DEBUG] [FORECASTER] EC: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T10:23:25.547442] [DEBUG] [FORECASTER] EC: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T10:23:25.814129] [DEBUG] [FORECASTER] EC: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T10:23:26.056851] [DEBUG] [FORECASTER] EC: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1
[2025-11-25T10:23:26.297134] [DEBUG] [FORECASTER] EC: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T10:23:26.539448] [DEBUG] [FORECASTER] EC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T10:23:26.791710] [DEBUG] [FORECASTER] EC: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T10:23:27.073419] [DEBUG] [FORECASTER] EC: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T10:23:27.353980] [DEBUG] [FORECASTER] EC: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T10:23:27.616276] [DEBUG] [FORECASTER] EC: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-25T10:23:27.616692] [INFO ] [CONFIGURE ] EC: KEPT add_cumulative_delta (score: 60.00%)
[2025-11-25T10:23:27.616779] [INFO ] [CONFIGURE ] JOB ETA: 20.7m | Avg: 2.8s/test | Remaining: 450 tests
[2025-11-25T10:23:27.616829] [INFO ] [CONFIGURE ] EC: Testing feature 3/29: add_daily_returns
[2025-11-25T10:23:27.616873] [INFO ] [CONFIGURE ] EC: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns']
[2025-11-25T10:23:27.906786] [DEBUG] [FORECASTER] EC: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T10:23:28.190139] [DEBUG] [FORECASTER] EC: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T10:23:28.472540] [DEBUG] [FORECASTER] EC: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T10:23:28.758966] [DEBUG] [FORECASTER] EC: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1
[2025-11-25T10:23:29.027140] [DEBUG] [FORECASTER] EC: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T10:23:29.291908] [DEBUG] [FORECASTER] EC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T10:23:29.564916] [DEBUG] [FORECASTER] EC: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T10:23:29.825154] [DEBUG] [FORECASTER] EC: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T10:23:30.082760] [DEBUG] [FORECASTER] EC: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T10:23:30.345024] [DEBUG] [FORECASTER] EC: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-11-25T10:23:30.345212] [INFO ] [CONFIGURE ] EC: DISCARDED add_daily_returns (score: 50.00%)
[2025-11-25T10:23:30.345271] [INFO ] [CONFIGURE ] JOB ETA: 20.6m | Avg: 2.8s/test | Remaining: 449 tests
[2025-11-25T10:23:30.345320] [INFO ] [CONFIGURE ] EC: Testing feature 4/29: add_ema
[2025-11-25T10:23:30.345368] [INFO ] [CONFIGURE ] EC: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_ema']
[2025-11-25T10:23:30.634574] [DEBUG] [FORECASTER] EC: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T10:23:30.925605] [DEBUG] [FORECASTER] EC: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T10:23:31.237724] [DEBUG] [FORECASTER] EC: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T10:23:31.538692] [DEBUG] [FORECASTER] EC: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1
[2025-11-25T10:23:31.841212] [DEBUG] [FORECASTER] EC: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T10:23:32.131992] [DEBUG] [FORECASTER] EC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T10:23:32.425963] [DEBUG] [FORECASTER] EC: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T10:23:32.715681] [DEBUG] [FORECASTER] EC: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T10:23:33.007210] [DEBUG] [FORECASTER] EC: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T10:23:33.303186] [DEBUG] [FORECASTER] EC: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-11-25T10:23:33.303851] [INFO ] [CONFIGURE ] EC: DISCARDED add_ema (score: 50.00%)
[2025-11-25T10:23:33.303915] [INFO ] [CONFIGURE ] JOB ETA: 20.6m | Avg: 2.8s/test | Remaining: 448 tests
[2025-11-25T10:23:33.303965] [INFO ] [CONFIGURE ] EC: Testing feature 5/29: add_exhaustion_signals
[2025-11-25T10:23:33.304009] [INFO ] [CONFIGURE ] EC: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals']
[2025-11-25T10:23:33.577143] [DEBUG] [FORECASTER] EC: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T10:23:33.869687] [DEBUG] [FORECASTER] EC: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T10:23:34.214591] [DEBUG] [FORECASTER] EC: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T10:23:34.602193] [DEBUG] [FORECASTER] EC: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1
[2025-11-25T10:23:34.916764] [DEBUG] [FORECASTER] EC: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T10:23:35.217520] [DEBUG] [FORECASTER] EC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T10:23:35.494402] [DEBUG] [FORECASTER] EC: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T10:23:35.765802] [DEBUG] [FORECASTER] EC: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T10:23:36.051009] [DEBUG] [FORECASTER] EC: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T10:23:36.327740] [DEBUG] [FORECASTER] EC: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-11-25T10:23:36.327930] [INFO ] [CONFIGURE ] EC: DISCARDED add_exhaustion_signals (score: 50.00%)
[2025-11-25T10:23:36.327988] [INFO ] [CONFIGURE ] JOB ETA: 20.5m | Avg: 2.8s/test | Remaining: 447 tests
[2025-11-25T10:23:36.328036] [INFO ] [CONFIGURE ] EC: Testing feature 6/29: add_failed_moves
[2025-11-25T10:23:36.328080] [INFO ] [CONFIGURE ] EC: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_failed_moves']
[2025-11-25T10:23:36.588771] [DEBUG] [FORECASTER] EC: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T10:23:36.829782] [DEBUG] [FORECASTER] EC: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T10:23:37.075392] [DEBUG] [FORECASTER] EC: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T10:23:37.318187] [DEBUG] [FORECASTER] EC: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1
[2025-11-25T10:23:37.565732] [DEBUG] [FORECASTER] EC: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T10:23:37.806619] [DEBUG] [FORECASTER] EC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T10:23:38.057997] [DEBUG] [FORECASTER] EC: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T10:23:38.298077] [DEBUG] [FORECASTER] EC: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T10:23:38.543322] [DEBUG] [FORECASTER] EC: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T10:23:38.787975] [DEBUG] [FORECASTER] EC: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-25T10:23:38.788147] [INFO ] [CONFIGURE ] EC: DISCARDED add_failed_moves (score: 60.00%)
[2025-11-25T10:23:38.788205] [INFO ] [CONFIGURE ] JOB ETA: 20.5m | Avg: 2.8s/test | Remaining: 446 tests
[2025-11-25T10:23:38.788253] [INFO ] [CONFIGURE ] EC: Testing feature 7/29: add_lag_shelf
[2025-11-25T10:23:38.788297] [INFO ] [CONFIGURE ] EC: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_lag_shelf']
[2025-11-25T10:23:39.045440] [DEBUG] [FORECASTER] EC: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T10:23:39.318255] [DEBUG] [FORECASTER] EC: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T10:23:39.577783] [DEBUG] [FORECASTER] EC: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T10:23:39.830776] [DEBUG] [FORECASTER] EC: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1
[2025-11-25T10:23:40.083137] [DEBUG] [FORECASTER] EC: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T10:23:40.373686] [DEBUG] [FORECASTER] EC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T10:23:40.625422] [DEBUG] [FORECASTER] EC: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T10:23:40.876500] [DEBUG] [FORECASTER] EC: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T10:23:41.135865] [DEBUG] [FORECASTER] EC: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T10:23:41.392567] [DEBUG] [FORECASTER] EC: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-11-25T10:23:41.392778] [INFO ] [CONFIGURE ] EC: DISCARDED add_lag_shelf (score: 60.00%)
[2025-11-25T10:23:41.392837] [INFO ] [CONFIGURE ] JOB ETA: 20.4m | Avg: 2.8s/test | Remaining: 445 tests
[2025-11-25T10:23:41.392885] [INFO ] [CONFIGURE ] EC: Testing feature 8/29: add_macd
[2025-11-25T10:23:41.392932] [INFO ] [CONFIGURE ] EC: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_vwap', 'add_macd']
[2025-11-25T10:23:41.740434] [DEBUG] [FORECASTER] EC: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T10:23:42.093619] [DEBUG] [FORECASTER] EC: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T10:23:42.429367] [DEBUG] [FORECASTER] EC: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T10:23:42.769234] [DEBUG] [FORECASTER] EC: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1
[2025-11-25T10:23:43.107532] [DEBUG] [FORECASTER] EC: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T10:23:43.447942] [DEBUG] [FORECASTER] EC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T10:23:43.790406] [DEBUG] [FORECASTER] EC: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T10:23:44.126467] [DEBUG] [FORECASTER] EC: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T10:23:44.463767] [DEBUG] [FORECASTER] EC: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T10:23:44.798907] [DEBUG] [FORECASTER] EC: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-11-25T10:23:44.799091] [INFO ] [CONFIGURE ] EC: DISCARDED add_macd (score: 50.00%)
[2025-11-25T10:23:44.799156] [INFO ] [CONFIGURE ] JOB ETA: 20.4m | Avg: 2.8s/test | Remaining: 444 tests
[2025-11-25T10:23:44.799215] [INFO ] [CONFIGURE ] EC: Testing feature 9/29: add_mfi
[2025-11-25T10:23:44.799272] [INFO ] [CONFIGURE ] EC: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_mfi']
[2025-11-25T10:23:45.066798] [DEBUG] [FORECASTER] EC: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T10:23:45.325041] [DEBUG] [FORECASTER] EC: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T10:23:45.585962] [DEBUG] [FORECASTER] EC: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T10:23:45.859078] [DEBUG] [FORECASTER] EC: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1
[2025-11-25T10:23:46.119195] [DEBUG] [FORECASTER] EC: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T10:23:46.376797] [DEBUG] [FORECASTER] EC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T10:23:46.641772] [DEBUG] [FORECASTER] EC: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T10:23:46.902762] [DEBUG] [FORECASTER] EC: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T10:23:47.169069] [DEBUG] [FORECASTER] EC: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T10:23:47.457152] [DEBUG] [FORECASTER] EC: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-11-25T10:23:47.457356] [INFO ] [CONFIGURE ] EC: DISCARDED add_mfi (score: 50.00%)
[2025-11-25T10:23:47.457426] [INFO ] [CONFIGURE ] JOB ETA: 20.3m | Avg: 2.8s/test | Remaining: 443 tests
[2025-11-25T10:23:47.457488] [INFO ] [CONFIGURE ] EC: Testing feature 10/29: add_momentum_acceleration
[2025-11-25T10:23:47.457544] [INFO ] [CONFIGURE ] EC: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-11-25T10:23:47.826904] [DEBUG] [FORECASTER] EC: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T10:23:48.176639] [DEBUG] [FORECASTER] EC: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T10:23:48.530684] [DEBUG] [FORECASTER] EC: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T10:23:48.907801] [DEBUG] [FORECASTER] EC: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1
[2025-11-25T10:23:49.279401] [DEBUG] [FORECASTER] EC: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T10:23:49.664905] [DEBUG] [FORECASTER] EC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T10:23:50.046821] [DEBUG] [FORECASTER] EC: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T10:23:50.440136] [DEBUG] [FORECASTER] EC: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T10:23:50.840922] [DEBUG] [FORECASTER] EC: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T10:23:51.226376] [DEBUG] [FORECASTER] EC: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-11-25T10:23:51.226573] [INFO ] [CONFIGURE ] EC: DISCARDED add_momentum_acceleration (score: 50.00%)
[2025-11-25T10:23:51.226634] [INFO ] [CONFIGURE ] JOB ETA: 20.3m | Avg: 2.8s/test | Remaining: 442 tests
[2025-11-25T10:23:51.226707] [INFO ] [CONFIGURE ] EC: Testing feature 11/29: add_obv_daily
[2025-11-25T10:23:51.226756] [INFO ] [CONFIGURE ] EC: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_obv_daily']
[2025-11-25T10:23:51.509019] [DEBUG] [FORECASTER] EC: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T10:23:51.805233] [DEBUG] [FORECASTER] EC: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T10:23:52.101769] [DEBUG] [FORECASTER] EC: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T10:23:52.443299] [DEBUG] [FORECASTER] EC: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1
[2025-11-25T10:23:52.755492] [DEBUG] [FORECASTER] EC: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T10:23:53.069204] [DEBUG] [FORECASTER] EC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T10:23:53.339444] [DEBUG] [FORECASTER] EC: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T10:23:53.616216] [DEBUG] [FORECASTER] EC: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T10:23:53.883895] [DEBUG] [FORECASTER] EC: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T10:23:54.191449] [DEBUG] [FORECASTER] EC: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-11-25T10:23:54.191670] [INFO ] [CONFIGURE ] EC: DISCARDED add_obv_daily (score: 60.00%)
[2025-11-25T10:23:54.191734] [INFO ] [CONFIGURE ] JOB ETA: 20.2m | Avg: 2.8s/test | Remaining: 441 tests
[2025-11-25T10:23:54.191784] [INFO ] [CONFIGURE ] EC: Testing feature 12/29: add_obv_interval
[2025-11-25T10:23:54.191829] [INFO ] [CONFIGURE ] EC: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_obv_interval']
[2025-11-25T10:23:54.437990] [DEBUG] [FORECASTER] EC: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T10:23:54.689696] [DEBUG] [FORECASTER] EC: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T10:23:54.944485] [DEBUG] [FORECASTER] EC: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T10:23:55.224230] [DEBUG] [FORECASTER] EC: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1
[2025-11-25T10:23:55.498558] [DEBUG] [FORECASTER] EC: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T10:23:55.738789] [DEBUG] [FORECASTER] EC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T10:23:55.991727] [DEBUG] [FORECASTER] EC: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T10:23:56.257139] [DEBUG] [FORECASTER] EC: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T10:23:56.507787] [DEBUG] [FORECASTER] EC: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T10:23:56.767105] [DEBUG] [FORECASTER] EC: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-11-25T10:23:56.767323] [INFO ] [CONFIGURE ] EC: DISCARDED add_obv_interval (score: 60.00%)
[2025-11-25T10:23:56.767383] [INFO ] [CONFIGURE ] JOB ETA: 20.2m | Avg: 2.8s/test | Remaining: 440 tests
[2025-11-25T10:23:56.767429] [INFO ] [CONFIGURE ] EC: Testing feature 13/29: add_opening_strength
[2025-11-25T10:23:56.767473] [INFO ] [CONFIGURE ] EC: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns', 'add_opening_strength']
[2025-11-25T10:23:57.065639] [DEBUG] [FORECASTER] EC: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T10:23:57.344682] [DEBUG] [FORECASTER] EC: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T10:23:57.622680] [DEBUG] [FORECASTER] EC: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T10:23:57.901156] [DEBUG] [FORECASTER] EC: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1
[2025-11-25T10:23:58.178849] [DEBUG] [FORECASTER] EC: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T10:23:58.455033] [DEBUG] [FORECASTER] EC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T10:23:58.745182] [DEBUG] [FORECASTER] EC: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T10:23:59.029750] [DEBUG] [FORECASTER] EC: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T10:23:59.327610] [DEBUG] [FORECASTER] EC: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T10:23:59.629726] [DEBUG] [FORECASTER] EC: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-11-25T10:23:59.629903] [INFO ] [CONFIGURE ] EC: DISCARDED add_opening_strength (score: 50.00%)
[2025-11-25T10:23:59.629960] [INFO ] [CONFIGURE ] JOB ETA: 20.1m | Avg: 2.8s/test | Remaining: 439 tests
[2025-11-25T10:23:59.630007] [INFO ] [CONFIGURE ] EC: Testing feature 14/29: add_order_flow_imbalance
[2025-11-25T10:23:59.630051] [INFO ] [CONFIGURE ] EC: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_order_flow_imbalance']
[2025-11-25T10:23:59.916059] [DEBUG] [FORECASTER] EC: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T10:24:00.198843] [DEBUG] [FORECASTER] EC: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T10:24:00.476185] [DEBUG] [FORECASTER] EC: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T10:24:01.501980] [DEBUG] [FORECASTER] EC: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1
[2025-11-25T10:24:01.960369] [DEBUG] [FORECASTER] EC: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T10:24:02.236012] [DEBUG] [FORECASTER] EC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T10:24:02.524384] [DEBUG] [FORECASTER] EC: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T10:24:02.822740] [DEBUG] [FORECASTER] EC: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T10:24:03.099819] [DEBUG] [FORECASTER] EC: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T10:24:03.390989] [DEBUG] [FORECASTER] EC: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-11-25T10:24:03.391186] [INFO ] [CONFIGURE ] EC: DISCARDED add_order_flow_imbalance (score: 50.00%)
[2025-11-25T10:24:03.391241] [INFO ] [CONFIGURE ] JOB ETA: 20.1m | Avg: 2.8s/test | Remaining: 438 tests
[2025-11-25T10:24:03.391291] [INFO ] [CONFIGURE ] EC: Testing feature 15/29: add_pbf_morning_momentum
[2025-11-25T10:24:03.391340] [INFO ] [CONFIGURE ] EC: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_pbf_morning_momentum']
[2025-11-25T10:24:03.665316] [DEBUG] [FORECASTER] EC: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T10:24:03.938639] [DEBUG] [FORECASTER] EC: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T10:24:04.216255] [DEBUG] [FORECASTER] EC: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T10:24:04.493268] [DEBUG] [FORECASTER] EC: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1
[2025-11-25T10:24:04.771525] [DEBUG] [FORECASTER] EC: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T10:24:05.046489] [DEBUG] [FORECASTER] EC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T10:24:05.316622] [DEBUG] [FORECASTER] EC: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T10:24:05.580068] [DEBUG] [FORECASTER] EC: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T10:24:05.837386] [DEBUG] [FORECASTER] EC: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T10:24:06.098318] [DEBUG] [FORECASTER] EC: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-11-25T10:24:06.098515] [INFO ] [CONFIGURE ] EC: DISCARDED add_pbf_morning_momentum (score: 50.00%)
[2025-11-25T10:24:06.098575] [INFO ] [CONFIGURE ] JOB ETA: 20.1m | Avg: 2.8s/test | Remaining: 437 tests
[2025-11-25T10:24:06.098622] [INFO ] [CONFIGURE ] EC: Testing feature 16/29: add_pbf_overnight_gap
[2025-11-25T10:24:06.098690] [INFO ] [CONFIGURE ] EC: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_pbf_overnight_gap']
[2025-11-25T10:24:06.369427] [DEBUG] [FORECASTER] EC: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T10:24:06.643663] [DEBUG] [FORECASTER] EC: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T10:24:06.916174] [DEBUG] [FORECASTER] EC: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T10:24:07.191155] [DEBUG] [FORECASTER] EC: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-25T10:24:07.474834] [DEBUG] [FORECASTER] EC: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T10:24:07.767057] [DEBUG] [FORECASTER] EC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T10:24:08.071316] [DEBUG] [FORECASTER] EC: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T10:24:08.373725] [DEBUG] [FORECASTER] EC: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T10:24:08.661464] [DEBUG] [FORECASTER] EC: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T10:24:08.937105] [DEBUG] [FORECASTER] EC: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-11-25T10:24:08.937282] [INFO ] [CONFIGURE ] EC: KEPT add_pbf_overnight_gap (score: 70.00%)
[2025-11-25T10:24:08.937337] [INFO ] [CONFIGURE ] JOB ETA: 20.0m | Avg: 2.8s/test | Remaining: 436 tests
[2025-11-25T10:24:08.937383] [INFO ] [CONFIGURE ] EC: Testing feature 17/29: add_pbf_return_2d
[2025-11-25T10:24:08.937429] [INFO ] [CONFIGURE ] EC: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_pbf_overnight_gap', 'add_pbf_return_2d']
[2025-11-25T10:24:09.237444] [DEBUG] [FORECASTER] EC: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T10:24:09.531010] [DEBUG] [FORECASTER] EC: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T10:24:09.825447] [DEBUG] [FORECASTER] EC: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T10:24:10.129535] [DEBUG] [FORECASTER] EC: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1
[2025-11-25T10:24:10.423666] [DEBUG] [FORECASTER] EC: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T10:24:10.720569] [DEBUG] [FORECASTER] EC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T10:24:11.026315] [DEBUG] [FORECASTER] EC: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T10:24:11.344089] [DEBUG] [FORECASTER] EC: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T10:24:11.626520] [DEBUG] [FORECASTER] EC: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T10:24:11.918189] [DEBUG] [FORECASTER] EC: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-11-25T10:24:11.918401] [INFO ] [CONFIGURE ] EC: DISCARDED add_pbf_return_2d (score: 30.00%)
[2025-11-25T10:24:11.918461] [INFO ] [CONFIGURE ] JOB ETA: 20.0m | Avg: 2.8s/test | Remaining: 435 tests
[2025-11-25T10:24:11.918507] [INFO ] [CONFIGURE ] EC: Testing feature 18/29: add_pbf_volatility_5d
[2025-11-25T10:24:11.918551] [INFO ] [CONFIGURE ] EC: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_pbf_overnight_gap', 'add_pbf_volatility_5d']
[2025-11-25T10:24:12.201524] [DEBUG] [FORECASTER] EC: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T10:24:12.491441] [DEBUG] [FORECASTER] EC: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T10:24:12.774988] [DEBUG] [FORECASTER] EC: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T10:24:13.058938] [DEBUG] [FORECASTER] EC: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1
[2025-11-25T10:24:13.342805] [DEBUG] [FORECASTER] EC: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T10:24:13.634946] [DEBUG] [FORECASTER] EC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T10:24:13.916928] [DEBUG] [FORECASTER] EC: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T10:24:14.194743] [DEBUG] [FORECASTER] EC: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T10:24:14.477590] [DEBUG] [FORECASTER] EC: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T10:24:14.746385] [DEBUG] [FORECASTER] EC: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-11-25T10:24:14.746575] [INFO ] [CONFIGURE ] EC: DISCARDED add_pbf_volatility_5d (score: 50.00%)
[2025-11-25T10:24:14.746631] [INFO ] [CONFIGURE ] JOB ETA: 19.9m | Avg: 2.8s/test | Remaining: 434 tests
[2025-11-25T10:24:14.746699] [INFO ] [CONFIGURE ] EC: Testing feature 19/29: add_pbf_vs_sma_5
[2025-11-25T10:24:14.746745] [INFO ] [CONFIGURE ] EC: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_pbf_overnight_gap', 'add_pbf_vs_sma_5']
[2025-11-25T10:24:15.005576] [DEBUG] [FORECASTER] EC: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T10:24:15.265223] [DEBUG] [FORECASTER] EC: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T10:24:15.573260] [DEBUG] [FORECASTER] EC: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T10:24:15.860531] [DEBUG] [FORECASTER] EC: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1
[2025-11-25T10:24:16.126635] [DEBUG] [FORECASTER] EC: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T10:24:16.391901] [DEBUG] [FORECASTER] EC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T10:24:16.659020] [DEBUG] [FORECASTER] EC: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T10:24:16.944418] [DEBUG] [FORECASTER] EC: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T10:24:17.215463] [DEBUG] [FORECASTER] EC: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T10:24:17.496604] [DEBUG] [FORECASTER] EC: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-11-25T10:24:17.496846] [INFO ] [CONFIGURE ] EC: DISCARDED add_pbf_vs_sma_5 (score: 70.00%)
[2025-11-25T10:24:17.496909] [INFO ] [CONFIGURE ] JOB ETA: 19.9m | Avg: 2.8s/test | Remaining: 433 tests
[2025-11-25T10:24:17.496955] [INFO ] [CONFIGURE ] EC: Testing feature 20/29: add_price_rejection
[2025-11-25T10:24:17.496998] [INFO ] [CONFIGURE ] EC: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_pbf_overnight_gap', 'add_price_rejection']
[2025-11-25T10:24:17.799632] [DEBUG] [FORECASTER] EC: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T10:24:18.095578] [DEBUG] [FORECASTER] EC: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T10:24:18.389230] [DEBUG] [FORECASTER] EC: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T10:24:18.686090] [DEBUG] [FORECASTER] EC: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-25T10:24:19.009137] [DEBUG] [FORECASTER] EC: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T10:24:19.352560] [DEBUG] [FORECASTER] EC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T10:24:19.650240] [DEBUG] [FORECASTER] EC: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T10:24:19.939137] [DEBUG] [FORECASTER] EC: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T10:24:20.231261] [DEBUG] [FORECASTER] EC: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T10:24:20.521808] [DEBUG] [FORECASTER] EC: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-11-25T10:24:20.522009] [INFO ] [CONFIGURE ] EC: DISCARDED add_price_rejection (score: 70.00%)
[2025-11-25T10:24:20.522100] [INFO ] [CONFIGURE ] JOB ETA: 19.8m | Avg: 2.8s/test | Remaining: 432 tests
[2025-11-25T10:24:20.522148] [INFO ] [CONFIGURE ] EC: Testing feature 21/29: add_range_position
[2025-11-25T10:24:20.522190] [INFO ] [CONFIGURE ] EC: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_pbf_overnight_gap', 'add_range_position']
[2025-11-25T10:24:20.850947] [DEBUG] [FORECASTER] EC: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T10:24:21.201569] [DEBUG] [FORECASTER] EC: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T10:24:21.534670] [DEBUG] [FORECASTER] EC: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T10:24:21.848489] [DEBUG] [FORECASTER] EC: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1
[2025-11-25T10:24:22.154874] [DEBUG] [FORECASTER] EC: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T10:24:22.475302] [DEBUG] [FORECASTER] EC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T10:24:22.797496] [DEBUG] [FORECASTER] EC: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T10:24:23.119615] [DEBUG] [FORECASTER] EC: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T10:24:23.460142] [DEBUG] [FORECASTER] EC: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T10:24:23.789041] [DEBUG] [FORECASTER] EC: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-11-25T10:24:23.789239] [INFO ] [CONFIGURE ] EC: DISCARDED add_range_position (score: 40.00%)
[2025-11-25T10:24:23.789303] [INFO ] [CONFIGURE ] JOB ETA: 19.8m | Avg: 2.8s/test | Remaining: 431 tests
[2025-11-25T10:24:23.789351] [INFO ] [CONFIGURE ] EC: Testing feature 22/29: add_realized_volatility
[2025-11-25T10:24:23.789396] [INFO ] [CONFIGURE ] EC: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_pbf_overnight_gap', 'add_realized_volatility']
[2025-11-25T10:24:24.203812] [DEBUG] [FORECASTER] EC: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T10:24:24.600228] [DEBUG] [FORECASTER] EC: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T10:24:24.991188] [DEBUG] [FORECASTER] EC: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T10:24:25.421231] [DEBUG] [FORECASTER] EC: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1
[2025-11-25T10:24:25.830952] [DEBUG] [FORECASTER] EC: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T10:24:26.224846] [DEBUG] [FORECASTER] EC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T10:24:26.611907] [DEBUG] [FORECASTER] EC: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T10:24:27.056814] [DEBUG] [FORECASTER] EC: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T10:24:27.463878] [DEBUG] [FORECASTER] EC: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T10:24:27.872899] [DEBUG] [FORECASTER] EC: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-11-25T10:24:27.873090] [INFO ] [CONFIGURE ] EC: DISCARDED add_realized_volatility (score: 70.00%)
[2025-11-25T10:24:27.873152] [INFO ] [CONFIGURE ] JOB ETA: 19.7m | Avg: 2.8s/test | Remaining: 430 tests
[2025-11-25T10:24:27.873203] [INFO ] [CONFIGURE ] EC: Testing feature 23/29: add_recent_range_context
[2025-11-25T10:24:27.873249] [INFO ] [CONFIGURE ] EC: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_pbf_overnight_gap', 'add_recent_range_context']
[2025-11-25T10:24:28.185044] [DEBUG] [FORECASTER] EC: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T10:24:28.520131] [DEBUG] [FORECASTER] EC: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T10:24:28.850612] [DEBUG] [FORECASTER] EC: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T10:24:29.187884] [DEBUG] [FORECASTER] EC: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1
[2025-11-25T10:24:29.517504] [DEBUG] [FORECASTER] EC: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T10:24:29.830689] [DEBUG] [FORECASTER] EC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T10:24:30.147012] [DEBUG] [FORECASTER] EC: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T10:24:30.473306] [DEBUG] [FORECASTER] EC: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T10:24:30.818294] [DEBUG] [FORECASTER] EC: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T10:24:31.156045] [DEBUG] [FORECASTER] EC: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-11-25T10:24:31.156251] [INFO ] [CONFIGURE ] EC: DISCARDED add_recent_range_context (score: 60.00%)
[2025-11-25T10:24:31.156313] [INFO ] [CONFIGURE ] JOB ETA: 19.7m | Avg: 2.8s/test | Remaining: 429 tests
[2025-11-25T10:24:31.156363] [INFO ] [CONFIGURE ] EC: Testing feature 24/29: add_rsi
[2025-11-25T10:24:31.156410] [INFO ] [CONFIGURE ] EC: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_pbf_overnight_gap', 'add_ema', 'add_rsi']
[2025-11-25T10:24:31.521625] [DEBUG] [FORECASTER] EC: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T10:24:31.898992] [DEBUG] [FORECASTER] EC: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T10:24:32.264127] [DEBUG] [FORECASTER] EC: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T10:24:32.621981] [DEBUG] [FORECASTER] EC: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1
[2025-11-25T10:24:32.985182] [DEBUG] [FORECASTER] EC: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T10:24:33.357780] [DEBUG] [FORECASTER] EC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T10:24:33.724741] [DEBUG] [FORECASTER] EC: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T10:24:34.095513] [DEBUG] [FORECASTER] EC: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T10:24:34.457352] [DEBUG] [FORECASTER] EC: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T10:24:34.818057] [DEBUG] [FORECASTER] EC: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-11-25T10:24:34.818231] [INFO ] [CONFIGURE ] EC: DISCARDED add_rsi (score: 40.00%)
[2025-11-25T10:24:34.818291] [INFO ] [CONFIGURE ] JOB ETA: 19.7m | Avg: 2.8s/test | Remaining: 428 tests
[2025-11-25T10:24:34.818340] [INFO ] [CONFIGURE ] EC: Testing feature 25/29: add_tick_distribution
[2025-11-25T10:24:34.818384] [INFO ] [CONFIGURE ] EC: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_pbf_overnight_gap', 'add_tick_distribution']
[2025-11-25T10:24:35.146116] [DEBUG] [FORECASTER] EC: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T10:24:35.465171] [DEBUG] [FORECASTER] EC: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T10:24:35.782124] [DEBUG] [FORECASTER] EC: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T10:24:36.106064] [DEBUG] [FORECASTER] EC: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1
[2025-11-25T10:24:36.425172] [DEBUG] [FORECASTER] EC: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T10:24:36.736279] [DEBUG] [FORECASTER] EC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T10:24:37.054463] [DEBUG] [FORECASTER] EC: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T10:24:37.388285] [DEBUG] [FORECASTER] EC: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T10:24:37.692569] [DEBUG] [FORECASTER] EC: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T10:24:38.008031] [DEBUG] [FORECASTER] EC: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-11-25T10:24:38.008244] [INFO ] [CONFIGURE ] EC: DISCARDED add_tick_distribution (score: 70.00%)
[2025-11-25T10:24:38.008305] [INFO ] [CONFIGURE ] JOB ETA: 19.6m | Avg: 2.8s/test | Remaining: 427 tests
[2025-11-25T10:24:38.008389] [INFO ] [CONFIGURE ] EC: Testing feature 26/29: add_volume_momentum_confirmation
[2025-11-25T10:24:38.008438] [INFO ] [CONFIGURE ] EC: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_pbf_overnight_gap', 'add_volume_momentum_confirmation']
[2025-11-25T10:24:38.311193] [DEBUG] [FORECASTER] EC: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T10:24:38.628257] [DEBUG] [FORECASTER] EC: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T10:24:38.946637] [DEBUG] [FORECASTER] EC: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T10:24:39.264512] [DEBUG] [FORECASTER] EC: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1
[2025-11-25T10:24:39.604295] [DEBUG] [FORECASTER] EC: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T10:24:39.943667] [DEBUG] [FORECASTER] EC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T10:24:40.246702] [DEBUG] [FORECASTER] EC: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T10:24:40.583076] [DEBUG] [FORECASTER] EC: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T10:24:40.925336] [DEBUG] [FORECASTER] EC: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T10:24:41.248142] [DEBUG] [FORECASTER] EC: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-11-25T10:24:41.248320] [INFO ] [CONFIGURE ] EC: KEPT add_volume_momentum_confirmation (score: 80.00%)
[2025-11-25T10:24:41.248378] [INFO ] [CONFIGURE ] JOB ETA: 19.6m | Avg: 2.8s/test | Remaining: 426 tests
[2025-11-25T10:24:41.248423] [INFO ] [CONFIGURE ] EC: Testing feature 27/29: add_volume_price_divergence
[2025-11-25T10:24:41.248469] [INFO ] [CONFIGURE ] EC: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_pbf_overnight_gap', 'add_volume_momentum_confirmation', 'add_volume_price_divergence']
[2025-11-25T10:24:41.624595] [DEBUG] [FORECASTER] EC: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T10:24:42.024280] [DEBUG] [FORECASTER] EC: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T10:24:42.494979] [DEBUG] [FORECASTER] EC: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T10:24:42.894993] [DEBUG] [FORECASTER] EC: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1
[2025-11-25T10:24:43.225105] [DEBUG] [FORECASTER] EC: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T10:24:43.552246] [DEBUG] [FORECASTER] EC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T10:24:43.888828] [DEBUG] [FORECASTER] EC: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T10:24:44.247048] [DEBUG] [FORECASTER] EC: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T10:24:44.601568] [DEBUG] [FORECASTER] EC: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T10:24:44.978510] [DEBUG] [FORECASTER] EC: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-11-25T10:24:44.978752] [INFO ] [CONFIGURE ] EC: DISCARDED add_volume_price_divergence (score: 70.00%)
[2025-11-25T10:24:44.978824] [INFO ] [CONFIGURE ] JOB ETA: 19.5m | Avg: 2.8s/test | Remaining: 425 tests
[2025-11-25T10:24:44.978876] [INFO ] [CONFIGURE ] EC: Testing feature 28/29: add_volume_profile
[2025-11-25T10:24:44.978924] [INFO ] [CONFIGURE ] EC: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_pbf_overnight_gap', 'add_volume_momentum_confirmation', 'add_volume_profile']
[2025-11-25T10:24:45.352073] [DEBUG] [FORECASTER] EC: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T10:24:45.700002] [DEBUG] [FORECASTER] EC: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T10:24:46.065134] [DEBUG] [FORECASTER] EC: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T10:24:46.425308] [DEBUG] [FORECASTER] EC: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1
[2025-11-25T10:24:46.800123] [DEBUG] [FORECASTER] EC: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T10:24:47.145664] [DEBUG] [FORECASTER] EC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T10:24:47.502574] [DEBUG] [FORECASTER] EC: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T10:24:47.860608] [DEBUG] [FORECASTER] EC: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T10:24:48.209492] [DEBUG] [FORECASTER] EC: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T10:24:48.565716] [DEBUG] [FORECASTER] EC: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-11-25T10:24:48.565892] [INFO ] [CONFIGURE ] EC: DISCARDED add_volume_profile (score: 70.00%)
[2025-11-25T10:24:48.565951] [INFO ] [CONFIGURE ] JOB ETA: 19.5m | Avg: 2.8s/test | Remaining: 424 tests
[2025-11-25T10:24:48.566000] [INFO ] [CONFIGURE ] EC: Testing feature 29/29: add_vwap
[2025-11-25T10:24:48.566046] [INFO ] [CONFIGURE ] EC: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_pbf_overnight_gap', 'add_volume_momentum_confirmation', 'add_vwap']
[2025-11-25T10:24:48.911365] [DEBUG] [FORECASTER] EC: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T10:24:49.255019] [DEBUG] [FORECASTER] EC: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T10:24:49.635673] [DEBUG] [FORECASTER] EC: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T10:24:50.018015] [DEBUG] [FORECASTER] EC: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1
[2025-11-25T10:24:50.365781] [DEBUG] [FORECASTER] EC: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T10:24:50.730639] [DEBUG] [FORECASTER] EC: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T10:24:51.090478] [DEBUG] [FORECASTER] EC: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T10:24:51.445814] [DEBUG] [FORECASTER] EC: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T10:24:51.804256] [DEBUG] [FORECASTER] EC: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T10:24:52.150669] [DEBUG] [FORECASTER] EC: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-25T10:24:52.150850] [INFO ] [CONFIGURE ] EC: DISCARDED add_vwap (score: 60.00%)
[2025-11-25T10:24:52.150909] [INFO ] [CONFIGURE ] JOB ETA: 19.4m | Avg: 2.8s/test | Remaining: 423 tests
[2025-11-25T10:24:52.150958] [INFO ] [CONFIGURE ] EC: ===== FEATURE SELECTION COMPLETE =====
[2025-11-25T10:24:52.151000] [INFO ] [CONFIGURE ] EC: Best accuracy: 80.00%
[2025-11-25T10:24:52.151044] [INFO ] [CONFIGURE ] EC: Best feature set (4 features): ['add_bollinger_bands', 'add_cumulative_delta', 'add_pbf_overnight_gap', 'add_volume_momentum_confirmation']
[2025-11-25T10:24:52.151086] [INFO ] [CONFIGURE ] EC: Improvement over baseline: 40.00%
[2025-11-25T10:24:52.151125] [INFO ] [CONFIGURE ] EC: Total time: 1.5 minutes
[2025-11-25T10:24:52.151165] [INFO ] [CONFIGURE ] EC: Average time per feature: 3.1 seconds
[2025-11-25T10:24:52.151204] [INFO ] [CONFIGURE ] EC: Average speed: 0.32 features/sec
[2025-11-25T10:24:52.151730] [INFO ] [LOCAL     ] Saved configuration for EC: 4 features, 80.00% accuracy -> ./output/feature-sets/EC.json
[2025-11-25T10:24:52.151791] [INFO ] [CONFIGURE ] EC: Configuration saved successfully: 4 features, 80.00% accuracy.
[2025-11-25T10:24:52.151841] [INFO ] [sig       ] [151/164] Successfully configured EC | 0.01 sym/s | Total: 3.4h | ETA: 17.5m
[2025-11-25T10:24:52.151886] [INFO ] [sig       ] [152/164] Configuring ECC...
[2025-11-25T10:24:52.151927] [INFO ] [CONFIGURE ] ECC: Configurate test run.
[2025-11-25T10:24:52.151969] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ECC' from 'https://tdm.silogroup.org/data/derivative_storage/ECC.csv'.
[2025-11-25T10:24:52.163962] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'ECC'.
[2025-11-25T10:24:52.164277] [INFO ] [CONFIGURE ] ECC: Testing with 29 available features
[2025-11-25T10:24:52.164359] [INFO ] [CONFIGURE ] ECC: Establishing baseline with no features...
[2025-11-25T10:24:52.350736] [DEBUG] [FORECASTER] ECC: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0
[2025-11-25T10:24:52.541170] [DEBUG] [FORECASTER] ECC: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T10:24:52.733167] [DEBUG] [FORECASTER] ECC: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T10:24:52.925718] [DEBUG] [FORECASTER] ECC: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T10:24:53.129023] [DEBUG] [FORECASTER] ECC: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T10:24:53.320624] [DEBUG] [FORECASTER] ECC: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T10:24:53.510510] [DEBUG] [FORECASTER] ECC: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T10:24:53.695375] [DEBUG] [FORECASTER] ECC: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T10:24:53.885566] [DEBUG] [FORECASTER] ECC: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T10:24:54.076137] [DEBUG] [FORECASTER] ECC: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T10:24:54.076472] [INFO ] [CONFIGURE ] ECC: Baseline score (no features): 30.00%
[2025-11-25T10:24:54.076591] [INFO ] [CONFIGURE ] ECC: Testing feature 1/29: add_bollinger_bands
[2025-11-25T10:24:54.076713] [INFO ] [CONFIGURE ] ECC: Testing with features: ['add_bollinger_bands']
[2025-11-25T10:24:54.300934] [DEBUG] [FORECASTER] ECC: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0
[2025-11-25T10:24:54.529665] [DEBUG] [FORECASTER] ECC: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T10:24:54.755524] [DEBUG] [FORECASTER] ECC: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T10:24:54.980816] [DEBUG] [FORECASTER] ECC: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T10:24:55.205304] [DEBUG] [FORECASTER] ECC: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T10:24:55.430061] [DEBUG] [FORECASTER] ECC: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T10:24:55.662614] [DEBUG] [FORECASTER] ECC: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T10:24:55.904680] [DEBUG] [FORECASTER] ECC: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T10:24:56.178045] [DEBUG] [FORECASTER] ECC: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T10:24:56.416638] [DEBUG] [FORECASTER] ECC: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T10:24:56.416981] [INFO ] [CONFIGURE ] ECC: DISCARDED add_bollinger_bands (score: 20.00%)
[2025-11-25T10:24:56.417118] [INFO ] [CONFIGURE ] JOB ETA: 19.4m | Avg: 2.8s/test | Remaining: 422 tests
[2025-11-25T10:24:56.417229] [INFO ] [CONFIGURE ] ECC: Testing feature 2/29: add_cumulative_delta
[2025-11-25T10:24:56.417333] [INFO ] [CONFIGURE ] ECC: Testing with features: ['add_cumulative_delta']
[2025-11-25T10:24:56.640816] [DEBUG] [FORECASTER] ECC: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T10:24:56.859889] [DEBUG] [FORECASTER] ECC: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T10:24:57.109816] [DEBUG] [FORECASTER] ECC: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T10:24:57.310081] [DEBUG] [FORECASTER] ECC: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T10:24:57.520406] [DEBUG] [FORECASTER] ECC: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T10:24:57.739131] [DEBUG] [FORECASTER] ECC: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T10:24:57.959862] [DEBUG] [FORECASTER] ECC: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T10:24:58.182138] [DEBUG] [FORECASTER] ECC: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T10:24:58.405918] [DEBUG] [FORECASTER] ECC: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T10:24:58.634517] [DEBUG] [FORECASTER] ECC: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T10:24:58.634730] [INFO ] [CONFIGURE ] ECC: KEPT add_cumulative_delta (score: 40.00%)
[2025-11-25T10:24:58.634954] [INFO ] [CONFIGURE ] JOB ETA: 19.3m | Avg: 2.8s/test | Remaining: 421 tests
[2025-11-25T10:24:58.635087] [INFO ] [CONFIGURE ] ECC: Testing feature 3/29: add_daily_returns
[2025-11-25T10:24:58.635205] [INFO ] [CONFIGURE ] ECC: Testing with features: ['add_cumulative_delta', 'add_daily_returns']
[2025-11-25T10:24:58.870803] [DEBUG] [FORECASTER] ECC: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0
[2025-11-25T10:24:59.106637] [DEBUG] [FORECASTER] ECC: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T10:24:59.334850] [DEBUG] [FORECASTER] ECC: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T10:24:59.557566] [DEBUG] [FORECASTER] ECC: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T10:24:59.780280] [DEBUG] [FORECASTER] ECC: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T10:25:00.003782] [DEBUG] [FORECASTER] ECC: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T10:25:00.226464] [DEBUG] [FORECASTER] ECC: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T10:25:00.448919] [DEBUG] [FORECASTER] ECC: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T10:25:00.672875] [DEBUG] [FORECASTER] ECC: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T10:25:00.898627] [DEBUG] [FORECASTER] ECC: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T10:25:00.898818] [INFO ] [CONFIGURE ] ECC: DISCARDED add_daily_returns (score: 40.00%)
[2025-11-25T10:25:00.898867] [INFO ] [CONFIGURE ] JOB ETA: 19.3m | Avg: 2.8s/test | Remaining: 420 tests
[2025-11-25T10:25:00.898906] [INFO ] [CONFIGURE ] ECC: Testing feature 4/29: add_ema
[2025-11-25T10:25:00.898942] [INFO ] [CONFIGURE ] ECC: Testing with features: ['add_cumulative_delta', 'add_ema']
[2025-11-25T10:25:01.832103] [DEBUG] [FORECASTER] ECC: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0
[2025-11-25T10:25:02.132841] [DEBUG] [FORECASTER] ECC: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T10:25:02.404969] [DEBUG] [FORECASTER] ECC: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T10:25:02.670629] [DEBUG] [FORECASTER] ECC: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T10:25:02.972175] [DEBUG] [FORECASTER] ECC: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T10:25:03.256009] [DEBUG] [FORECASTER] ECC: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T10:25:03.529835] [DEBUG] [FORECASTER] ECC: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T10:25:03.803075] [DEBUG] [FORECASTER] ECC: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T10:25:04.078508] [DEBUG] [FORECASTER] ECC: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T10:25:04.343198] [DEBUG] [FORECASTER] ECC: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T10:25:04.343369] [INFO ] [CONFIGURE ] ECC: DISCARDED add_ema (score: 30.00%)
[2025-11-25T10:25:04.343426] [INFO ] [CONFIGURE ] JOB ETA: 19.2m | Avg: 2.8s/test | Remaining: 419 tests
[2025-11-25T10:25:04.343471] [INFO ] [CONFIGURE ] ECC: Testing feature 5/29: add_exhaustion_signals
[2025-11-25T10:25:04.343511] [INFO ] [CONFIGURE ] ECC: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals']
[2025-11-25T10:25:04.588973] [DEBUG] [FORECASTER] ECC: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0
[2025-11-25T10:25:04.852959] [DEBUG] [FORECASTER] ECC: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T10:25:05.098448] [DEBUG] [FORECASTER] ECC: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T10:25:05.346634] [DEBUG] [FORECASTER] ECC: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T10:25:05.594878] [DEBUG] [FORECASTER] ECC: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T10:25:05.848519] [DEBUG] [FORECASTER] ECC: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T10:25:06.107460] [DEBUG] [FORECASTER] ECC: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T10:25:06.366055] [DEBUG] [FORECASTER] ECC: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T10:25:06.632408] [DEBUG] [FORECASTER] ECC: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T10:25:06.914819] [DEBUG] [FORECASTER] ECC: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T10:25:06.915028] [INFO ] [CONFIGURE ] ECC: DISCARDED add_exhaustion_signals (score: 40.00%)
[2025-11-25T10:25:06.915084] [INFO ] [CONFIGURE ] JOB ETA: 19.2m | Avg: 2.8s/test | Remaining: 418 tests
[2025-11-25T10:25:06.915134] [INFO ] [CONFIGURE ] ECC: Testing feature 6/29: add_failed_moves
[2025-11-25T10:25:06.915171] [INFO ] [CONFIGURE ] ECC: Testing with features: ['add_cumulative_delta', 'add_failed_moves']
[2025-11-25T10:25:07.135567] [DEBUG] [FORECASTER] ECC: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T10:25:07.373171] [DEBUG] [FORECASTER] ECC: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T10:25:07.611801] [DEBUG] [FORECASTER] ECC: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T10:25:07.845378] [DEBUG] [FORECASTER] ECC: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T10:25:08.065519] [DEBUG] [FORECASTER] ECC: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T10:25:08.289958] [DEBUG] [FORECASTER] ECC: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T10:25:08.504597] [DEBUG] [FORECASTER] ECC: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T10:25:08.731779] [DEBUG] [FORECASTER] ECC: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T10:25:08.955342] [DEBUG] [FORECASTER] ECC: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T10:25:09.189839] [DEBUG] [FORECASTER] ECC: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T10:25:09.190027] [INFO ] [CONFIGURE ] ECC: DISCARDED add_failed_moves (score: 40.00%)
[2025-11-25T10:25:09.190085] [INFO ] [CONFIGURE ] JOB ETA: 19.2m | Avg: 2.8s/test | Remaining: 417 tests
[2025-11-25T10:25:09.190132] [INFO ] [CONFIGURE ] ECC: Testing feature 7/29: add_lag_shelf
[2025-11-25T10:25:09.190175] [INFO ] [CONFIGURE ] ECC: Testing with features: ['add_cumulative_delta', 'add_lag_shelf']
[2025-11-25T10:25:09.405291] [DEBUG] [FORECASTER] ECC: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T10:25:09.613180] [DEBUG] [FORECASTER] ECC: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T10:25:09.827282] [DEBUG] [FORECASTER] ECC: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T10:25:10.030929] [DEBUG] [FORECASTER] ECC: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T10:25:10.239742] [DEBUG] [FORECASTER] ECC: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T10:25:10.454131] [DEBUG] [FORECASTER] ECC: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T10:25:10.671574] [DEBUG] [FORECASTER] ECC: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T10:25:10.894012] [DEBUG] [FORECASTER] ECC: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T10:25:11.115795] [DEBUG] [FORECASTER] ECC: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T10:25:11.342546] [DEBUG] [FORECASTER] ECC: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T10:25:11.342761] [INFO ] [CONFIGURE ] ECC: DISCARDED add_lag_shelf (score: 40.00%)
[2025-11-25T10:25:11.342839] [INFO ] [CONFIGURE ] JOB ETA: 19.1m | Avg: 2.8s/test | Remaining: 416 tests
[2025-11-25T10:25:11.342944] [INFO ] [CONFIGURE ] ECC: Testing feature 8/29: add_macd
[2025-11-25T10:25:11.343003] [INFO ] [CONFIGURE ] ECC: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_macd']
[2025-11-25T10:25:11.645118] [DEBUG] [FORECASTER] ECC: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T10:25:11.965184] [DEBUG] [FORECASTER] ECC: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T10:25:12.280777] [DEBUG] [FORECASTER] ECC: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T10:25:12.589084] [DEBUG] [FORECASTER] ECC: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T10:25:12.908624] [DEBUG] [FORECASTER] ECC: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T10:25:13.214944] [DEBUG] [FORECASTER] ECC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T10:25:13.524491] [DEBUG] [FORECASTER] ECC: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T10:25:13.852538] [DEBUG] [FORECASTER] ECC: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T10:25:14.164939] [DEBUG] [FORECASTER] ECC: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T10:25:14.487886] [DEBUG] [FORECASTER] ECC: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T10:25:14.488096] [INFO ] [CONFIGURE ] ECC: KEPT add_macd (score: 50.00%)
[2025-11-25T10:25:14.488154] [INFO ] [CONFIGURE ] JOB ETA: 19.1m | Avg: 2.8s/test | Remaining: 415 tests
[2025-11-25T10:25:14.488199] [INFO ] [CONFIGURE ] ECC: Testing feature 9/29: add_mfi
[2025-11-25T10:25:14.488236] [INFO ] [CONFIGURE ] ECC: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_macd', 'add_mfi']
[2025-11-25T10:25:14.804036] [DEBUG] [FORECASTER] ECC: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T10:25:15.127725] [DEBUG] [FORECASTER] ECC: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T10:25:15.450891] [DEBUG] [FORECASTER] ECC: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T10:25:15.771525] [DEBUG] [FORECASTER] ECC: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T10:25:16.127577] [DEBUG] [FORECASTER] ECC: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T10:25:16.484482] [DEBUG] [FORECASTER] ECC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T10:25:16.834223] [DEBUG] [FORECASTER] ECC: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T10:25:17.177231] [DEBUG] [FORECASTER] ECC: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T10:25:17.534433] [DEBUG] [FORECASTER] ECC: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T10:25:17.886765] [DEBUG] [FORECASTER] ECC: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T10:25:17.886979] [INFO ] [CONFIGURE ] ECC: DISCARDED add_mfi (score: 50.00%)
[2025-11-25T10:25:17.887040] [INFO ] [CONFIGURE ] JOB ETA: 19.0m | Avg: 2.8s/test | Remaining: 414 tests
[2025-11-25T10:25:17.887223] [INFO ] [CONFIGURE ] ECC: Testing feature 10/29: add_momentum_acceleration
[2025-11-25T10:25:17.887277] [INFO ] [CONFIGURE ] ECC: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_macd', 'add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-11-25T10:25:18.335875] [DEBUG] [FORECASTER] ECC: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T10:25:18.771662] [DEBUG] [FORECASTER] ECC: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T10:25:19.210083] [DEBUG] [FORECASTER] ECC: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T10:25:19.638076] [DEBUG] [FORECASTER] ECC: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T10:25:20.080815] [DEBUG] [FORECASTER] ECC: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T10:25:20.517129] [DEBUG] [FORECASTER] ECC: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T10:25:20.959882] [DEBUG] [FORECASTER] ECC: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T10:25:21.419003] [DEBUG] [FORECASTER] ECC: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T10:25:21.894571] [DEBUG] [FORECASTER] ECC: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T10:25:22.321097] [DEBUG] [FORECASTER] ECC: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T10:25:22.321308] [INFO ] [CONFIGURE ] ECC: DISCARDED add_momentum_acceleration (score: 40.00%)
[2025-11-25T10:25:22.321367] [INFO ] [CONFIGURE ] JOB ETA: 19.0m | Avg: 2.8s/test | Remaining: 413 tests
[2025-11-25T10:25:22.321414] [INFO ] [CONFIGURE ] ECC: Testing feature 11/29: add_obv_daily
[2025-11-25T10:25:22.321459] [INFO ] [CONFIGURE ] ECC: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_macd', 'add_obv_daily']
[2025-11-25T10:25:22.664208] [DEBUG] [FORECASTER] ECC: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T10:25:23.009458] [DEBUG] [FORECASTER] ECC: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T10:25:23.358231] [DEBUG] [FORECASTER] ECC: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T10:25:23.724129] [DEBUG] [FORECASTER] ECC: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T10:25:24.061414] [DEBUG] [FORECASTER] ECC: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T10:25:24.399710] [DEBUG] [FORECASTER] ECC: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T10:25:24.745753] [DEBUG] [FORECASTER] ECC: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T10:25:25.092207] [DEBUG] [FORECASTER] ECC: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T10:25:25.449029] [DEBUG] [FORECASTER] ECC: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T10:25:25.800862] [DEBUG] [FORECASTER] ECC: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T10:25:25.801054] [INFO ] [CONFIGURE ] ECC: DISCARDED add_obv_daily (score: 40.00%)
[2025-11-25T10:25:25.801117] [INFO ] [CONFIGURE ] JOB ETA: 18.9m | Avg: 2.8s/test | Remaining: 412 tests
[2025-11-25T10:25:25.801167] [INFO ] [CONFIGURE ] ECC: Testing feature 12/29: add_obv_interval
[2025-11-25T10:25:25.801213] [INFO ] [CONFIGURE ] ECC: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_macd', 'add_obv_interval']
[2025-11-25T10:25:26.140706] [DEBUG] [FORECASTER] ECC: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T10:25:26.463071] [DEBUG] [FORECASTER] ECC: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T10:25:26.784223] [DEBUG] [FORECASTER] ECC: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T10:25:27.091174] [DEBUG] [FORECASTER] ECC: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T10:25:27.402156] [DEBUG] [FORECASTER] ECC: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T10:25:27.730199] [DEBUG] [FORECASTER] ECC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T10:25:28.066810] [DEBUG] [FORECASTER] ECC: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T10:25:28.424522] [DEBUG] [FORECASTER] ECC: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T10:25:28.761743] [DEBUG] [FORECASTER] ECC: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T10:25:29.088104] [DEBUG] [FORECASTER] ECC: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T10:25:29.088315] [INFO ] [CONFIGURE ] ECC: DISCARDED add_obv_interval (score: 50.00%)
[2025-11-25T10:25:29.088373] [INFO ] [CONFIGURE ] JOB ETA: 18.9m | Avg: 2.8s/test | Remaining: 411 tests
[2025-11-25T10:25:29.088422] [INFO ] [CONFIGURE ] ECC: Testing feature 13/29: add_opening_strength
[2025-11-25T10:25:29.088464] [INFO ] [CONFIGURE ] ECC: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_macd', 'add_daily_returns', 'add_opening_strength']
[2025-11-25T10:25:29.458770] [DEBUG] [FORECASTER] ECC: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T10:25:29.858674] [DEBUG] [FORECASTER] ECC: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T10:25:30.308857] [DEBUG] [FORECASTER] ECC: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T10:25:30.685167] [DEBUG] [FORECASTER] ECC: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T10:25:31.077699] [DEBUG] [FORECASTER] ECC: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T10:25:31.444857] [DEBUG] [FORECASTER] ECC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T10:25:31.829623] [DEBUG] [FORECASTER] ECC: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T10:25:32.192907] [DEBUG] [FORECASTER] ECC: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T10:25:32.551067] [DEBUG] [FORECASTER] ECC: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T10:25:32.901926] [DEBUG] [FORECASTER] ECC: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T10:25:32.902141] [INFO ] [CONFIGURE ] ECC: DISCARDED add_opening_strength (score: 50.00%)
[2025-11-25T10:25:32.902199] [INFO ] [CONFIGURE ] JOB ETA: 18.8m | Avg: 2.8s/test | Remaining: 410 tests
[2025-11-25T10:25:32.902248] [INFO ] [CONFIGURE ] ECC: Testing feature 14/29: add_order_flow_imbalance
[2025-11-25T10:25:32.902291] [INFO ] [CONFIGURE ] ECC: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_macd', 'add_order_flow_imbalance']
[2025-11-25T10:25:33.260985] [DEBUG] [FORECASTER] ECC: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0
[2025-11-25T10:25:33.611954] [DEBUG] [FORECASTER] ECC: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T10:25:33.961068] [DEBUG] [FORECASTER] ECC: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T10:25:34.324318] [DEBUG] [FORECASTER] ECC: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T10:25:34.669598] [DEBUG] [FORECASTER] ECC: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T10:25:35.005408] [DEBUG] [FORECASTER] ECC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T10:25:35.355683] [DEBUG] [FORECASTER] ECC: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T10:25:35.693797] [DEBUG] [FORECASTER] ECC: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T10:25:36.037548] [DEBUG] [FORECASTER] ECC: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T10:25:36.403728] [DEBUG] [FORECASTER] ECC: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T10:25:36.403908] [INFO ] [CONFIGURE ] ECC: DISCARDED add_order_flow_imbalance (score: 40.00%)
[2025-11-25T10:25:36.403968] [INFO ] [CONFIGURE ] JOB ETA: 18.8m | Avg: 2.8s/test | Remaining: 409 tests
[2025-11-25T10:25:36.404018] [INFO ] [CONFIGURE ] ECC: Testing feature 15/29: add_pbf_morning_momentum
[2025-11-25T10:25:36.404063] [INFO ] [CONFIGURE ] ECC: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_macd', 'add_pbf_morning_momentum']
[2025-11-25T10:25:36.763591] [DEBUG] [FORECASTER] ECC: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T10:25:37.113885] [DEBUG] [FORECASTER] ECC: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T10:25:37.441897] [DEBUG] [FORECASTER] ECC: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T10:25:37.757256] [DEBUG] [FORECASTER] ECC: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T10:25:38.069267] [DEBUG] [FORECASTER] ECC: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T10:25:38.395089] [DEBUG] [FORECASTER] ECC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T10:25:38.734528] [DEBUG] [FORECASTER] ECC: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T10:25:39.068973] [DEBUG] [FORECASTER] ECC: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T10:25:39.403162] [DEBUG] [FORECASTER] ECC: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T10:25:39.743849] [DEBUG] [FORECASTER] ECC: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T10:25:39.744040] [INFO ] [CONFIGURE ] ECC: DISCARDED add_pbf_morning_momentum (score: 50.00%)
[2025-11-25T10:25:39.744102] [INFO ] [CONFIGURE ] JOB ETA: 18.7m | Avg: 2.8s/test | Remaining: 408 tests
[2025-11-25T10:25:39.744153] [INFO ] [CONFIGURE ] ECC: Testing feature 16/29: add_pbf_overnight_gap
[2025-11-25T10:25:39.744200] [INFO ] [CONFIGURE ] ECC: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_macd', 'add_pbf_overnight_gap']
[2025-11-25T10:25:40.098834] [DEBUG] [FORECASTER] ECC: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T10:25:40.442525] [DEBUG] [FORECASTER] ECC: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T10:25:40.794392] [DEBUG] [FORECASTER] ECC: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T10:25:41.153664] [DEBUG] [FORECASTER] ECC: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T10:25:41.514950] [DEBUG] [FORECASTER] ECC: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T10:25:41.897795] [DEBUG] [FORECASTER] ECC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T10:25:42.256987] [DEBUG] [FORECASTER] ECC: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T10:25:42.627492] [DEBUG] [FORECASTER] ECC: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T10:25:42.999628] [DEBUG] [FORECASTER] ECC: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T10:25:43.367836] [DEBUG] [FORECASTER] ECC: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T10:25:43.368073] [INFO ] [CONFIGURE ] ECC: DISCARDED add_pbf_overnight_gap (score: 50.00%)
[2025-11-25T10:25:43.368136] [INFO ] [CONFIGURE ] JOB ETA: 18.7m | Avg: 2.8s/test | Remaining: 407 tests
[2025-11-25T10:25:43.368187] [INFO ] [CONFIGURE ] ECC: Testing feature 17/29: add_pbf_return_2d
[2025-11-25T10:25:43.368236] [INFO ] [CONFIGURE ] ECC: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_macd', 'add_pbf_return_2d']
[2025-11-25T10:25:43.733611] [DEBUG] [FORECASTER] ECC: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T10:25:44.105486] [DEBUG] [FORECASTER] ECC: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T10:25:44.481112] [DEBUG] [FORECASTER] ECC: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T10:25:44.852838] [DEBUG] [FORECASTER] ECC: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T10:25:45.226481] [DEBUG] [FORECASTER] ECC: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T10:25:45.589714] [DEBUG] [FORECASTER] ECC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T10:25:45.951939] [DEBUG] [FORECASTER] ECC: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T10:25:46.322354] [DEBUG] [FORECASTER] ECC: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T10:25:46.689671] [DEBUG] [FORECASTER] ECC: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T10:25:47.062751] [DEBUG] [FORECASTER] ECC: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T10:25:47.062929] [INFO ] [CONFIGURE ] ECC: DISCARDED add_pbf_return_2d (score: 50.00%)
[2025-11-25T10:25:47.062990] [INFO ] [CONFIGURE ] JOB ETA: 18.7m | Avg: 2.8s/test | Remaining: 406 tests
[2025-11-25T10:25:47.063040] [INFO ] [CONFIGURE ] ECC: Testing feature 18/29: add_pbf_volatility_5d
[2025-11-25T10:25:47.063084] [INFO ] [CONFIGURE ] ECC: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_macd', 'add_pbf_volatility_5d']
[2025-11-25T10:25:47.400239] [DEBUG] [FORECASTER] ECC: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0
[2025-11-25T10:25:47.745628] [DEBUG] [FORECASTER] ECC: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T10:25:48.089810] [DEBUG] [FORECASTER] ECC: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T10:25:48.437426] [DEBUG] [FORECASTER] ECC: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T10:25:48.782042] [DEBUG] [FORECASTER] ECC: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T10:25:49.139673] [DEBUG] [FORECASTER] ECC: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T10:25:49.481407] [DEBUG] [FORECASTER] ECC: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T10:25:49.825921] [DEBUG] [FORECASTER] ECC: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T10:25:50.170061] [DEBUG] [FORECASTER] ECC: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T10:25:50.516889] [DEBUG] [FORECASTER] ECC: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T10:25:50.517194] [INFO ] [CONFIGURE ] ECC: DISCARDED add_pbf_volatility_5d (score: 30.00%)
[2025-11-25T10:25:50.517258] [INFO ] [CONFIGURE ] JOB ETA: 18.6m | Avg: 2.8s/test | Remaining: 405 tests
[2025-11-25T10:25:50.517307] [INFO ] [CONFIGURE ] ECC: Testing feature 19/29: add_pbf_vs_sma_5
[2025-11-25T10:25:50.517354] [INFO ] [CONFIGURE ] ECC: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_macd', 'add_pbf_vs_sma_5']
[2025-11-25T10:25:50.856665] [DEBUG] [FORECASTER] ECC: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T10:25:51.209369] [DEBUG] [FORECASTER] ECC: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T10:25:51.529302] [DEBUG] [FORECASTER] ECC: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T10:25:51.878692] [DEBUG] [FORECASTER] ECC: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T10:25:52.214824] [DEBUG] [FORECASTER] ECC: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T10:25:52.557758] [DEBUG] [FORECASTER] ECC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T10:25:52.905601] [DEBUG] [FORECASTER] ECC: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T10:25:53.258553] [DEBUG] [FORECASTER] ECC: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T10:25:53.603429] [DEBUG] [FORECASTER] ECC: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T10:25:53.934113] [DEBUG] [FORECASTER] ECC: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T10:25:53.934304] [INFO ] [CONFIGURE ] ECC: DISCARDED add_pbf_vs_sma_5 (score: 50.00%)
[2025-11-25T10:25:53.934364] [INFO ] [CONFIGURE ] JOB ETA: 18.6m | Avg: 2.8s/test | Remaining: 404 tests
[2025-11-25T10:25:53.934415] [INFO ] [CONFIGURE ] ECC: Testing feature 20/29: add_price_rejection
[2025-11-25T10:25:53.934459] [INFO ] [CONFIGURE ] ECC: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_macd', 'add_price_rejection']
[2025-11-25T10:25:54.259990] [DEBUG] [FORECASTER] ECC: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0
[2025-11-25T10:25:54.609547] [DEBUG] [FORECASTER] ECC: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T10:25:54.948365] [DEBUG] [FORECASTER] ECC: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T10:25:55.278024] [DEBUG] [FORECASTER] ECC: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T10:25:55.611473] [DEBUG] [FORECASTER] ECC: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T10:25:55.949603] [DEBUG] [FORECASTER] ECC: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T10:25:56.279679] [DEBUG] [FORECASTER] ECC: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T10:25:56.604826] [DEBUG] [FORECASTER] ECC: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T10:25:56.933475] [DEBUG] [FORECASTER] ECC: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T10:25:57.300959] [DEBUG] [FORECASTER] ECC: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T10:25:57.301138] [INFO ] [CONFIGURE ] ECC: DISCARDED add_price_rejection (score: 30.00%)
[2025-11-25T10:25:57.301199] [INFO ] [CONFIGURE ] JOB ETA: 18.5m | Avg: 2.8s/test | Remaining: 403 tests
[2025-11-25T10:25:57.301250] [INFO ] [CONFIGURE ] ECC: Testing feature 21/29: add_range_position
[2025-11-25T10:25:57.301296] [INFO ] [CONFIGURE ] ECC: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_macd', 'add_range_position']
[2025-11-25T10:25:57.644235] [DEBUG] [FORECASTER] ECC: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T10:25:57.982752] [DEBUG] [FORECASTER] ECC: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T10:25:58.322664] [DEBUG] [FORECASTER] ECC: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T10:25:58.654289] [DEBUG] [FORECASTER] ECC: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T10:25:58.989098] [DEBUG] [FORECASTER] ECC: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T10:25:59.336538] [DEBUG] [FORECASTER] ECC: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T10:25:59.679791] [DEBUG] [FORECASTER] ECC: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T10:26:00.041238] [DEBUG] [FORECASTER] ECC: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T10:26:00.388110] [DEBUG] [FORECASTER] ECC: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T10:26:00.733777] [DEBUG] [FORECASTER] ECC: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T10:26:00.733978] [INFO ] [CONFIGURE ] ECC: DISCARDED add_range_position (score: 50.00%)
[2025-11-25T10:26:00.734039] [INFO ] [CONFIGURE ] JOB ETA: 18.5m | Avg: 2.8s/test | Remaining: 402 tests
[2025-11-25T10:26:00.734089] [INFO ] [CONFIGURE ] ECC: Testing feature 22/29: add_realized_volatility
[2025-11-25T10:26:00.734134] [INFO ] [CONFIGURE ] ECC: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_macd', 'add_realized_volatility']
[2025-11-25T10:26:01.886715] [DEBUG] [FORECASTER] ECC: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T10:26:02.389285] [DEBUG] [FORECASTER] ECC: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T10:26:02.805428] [DEBUG] [FORECASTER] ECC: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T10:26:03.265444] [DEBUG] [FORECASTER] ECC: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T10:26:03.729751] [DEBUG] [FORECASTER] ECC: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T10:26:04.163099] [DEBUG] [FORECASTER] ECC: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T10:26:04.643477] [DEBUG] [FORECASTER] ECC: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T10:26:05.081780] [DEBUG] [FORECASTER] ECC: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T10:26:05.536542] [DEBUG] [FORECASTER] ECC: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T10:26:05.989620] [DEBUG] [FORECASTER] ECC: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T10:26:05.989874] [INFO ] [CONFIGURE ] ECC: DISCARDED add_realized_volatility (score: 40.00%)
[2025-11-25T10:26:05.989939] [INFO ] [CONFIGURE ] JOB ETA: 18.4m | Avg: 2.8s/test | Remaining: 401 tests
[2025-11-25T10:26:05.989990] [INFO ] [CONFIGURE ] ECC: Testing feature 23/29: add_recent_range_context
[2025-11-25T10:26:05.990036] [INFO ] [CONFIGURE ] ECC: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_macd', 'add_recent_range_context']
[2025-11-25T10:26:06.374396] [DEBUG] [FORECASTER] ECC: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T10:26:06.749361] [DEBUG] [FORECASTER] ECC: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T10:26:07.148441] [DEBUG] [FORECASTER] ECC: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T10:26:07.522101] [DEBUG] [FORECASTER] ECC: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T10:26:07.901784] [DEBUG] [FORECASTER] ECC: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T10:26:08.264517] [DEBUG] [FORECASTER] ECC: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T10:26:08.637966] [DEBUG] [FORECASTER] ECC: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T10:26:09.008929] [DEBUG] [FORECASTER] ECC: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T10:26:09.376823] [DEBUG] [FORECASTER] ECC: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T10:26:09.736330] [DEBUG] [FORECASTER] ECC: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T10:26:09.736526] [INFO ] [CONFIGURE ] ECC: DISCARDED add_recent_range_context (score: 40.00%)
[2025-11-25T10:26:09.736586] [INFO ] [CONFIGURE ] JOB ETA: 18.4m | Avg: 2.8s/test | Remaining: 400 tests
[2025-11-25T10:26:09.736636] [INFO ] [CONFIGURE ] ECC: Testing feature 24/29: add_rsi
[2025-11-25T10:26:09.736704] [INFO ] [CONFIGURE ] ECC: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_macd', 'add_ema', 'add_rsi']
[2025-11-25T10:26:10.142239] [DEBUG] [FORECASTER] ECC: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0
[2025-11-25T10:26:10.538841] [DEBUG] [FORECASTER] ECC: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T10:26:10.939559] [DEBUG] [FORECASTER] ECC: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T10:26:11.359194] [DEBUG] [FORECASTER] ECC: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T10:26:11.767052] [DEBUG] [FORECASTER] ECC: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T10:26:12.168549] [DEBUG] [FORECASTER] ECC: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T10:26:12.572295] [DEBUG] [FORECASTER] ECC: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T10:26:12.970912] [DEBUG] [FORECASTER] ECC: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T10:26:13.369802] [DEBUG] [FORECASTER] ECC: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T10:26:13.767882] [DEBUG] [FORECASTER] ECC: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T10:26:13.768055] [INFO ] [CONFIGURE ] ECC: DISCARDED add_rsi (score: 30.00%)
[2025-11-25T10:26:13.768114] [INFO ] [CONFIGURE ] JOB ETA: 18.3m | Avg: 2.8s/test | Remaining: 399 tests
[2025-11-25T10:26:13.768163] [INFO ] [CONFIGURE ] ECC: Testing feature 25/29: add_tick_distribution
[2025-11-25T10:26:13.768214] [INFO ] [CONFIGURE ] ECC: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_macd', 'add_tick_distribution']
[2025-11-25T10:26:14.107870] [DEBUG] [FORECASTER] ECC: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T10:26:14.455772] [DEBUG] [FORECASTER] ECC: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T10:26:14.781488] [DEBUG] [FORECASTER] ECC: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T10:26:15.100817] [DEBUG] [FORECASTER] ECC: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T10:26:15.430464] [DEBUG] [FORECASTER] ECC: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T10:26:15.743053] [DEBUG] [FORECASTER] ECC: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T10:26:16.053417] [DEBUG] [FORECASTER] ECC: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T10:26:16.398308] [DEBUG] [FORECASTER] ECC: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T10:26:16.736005] [DEBUG] [FORECASTER] ECC: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T10:26:17.086930] [DEBUG] [FORECASTER] ECC: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T10:26:17.087207] [INFO ] [CONFIGURE ] ECC: DISCARDED add_tick_distribution (score: 40.00%)
[2025-11-25T10:26:17.087272] [INFO ] [CONFIGURE ] JOB ETA: 18.3m | Avg: 2.8s/test | Remaining: 398 tests
[2025-11-25T10:26:17.087322] [INFO ] [CONFIGURE ] ECC: Testing feature 26/29: add_volume_momentum_confirmation
[2025-11-25T10:26:17.087367] [INFO ] [CONFIGURE ] ECC: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_macd', 'add_volume_momentum_confirmation']
[2025-11-25T10:26:17.447479] [DEBUG] [FORECASTER] ECC: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0
[2025-11-25T10:26:17.789572] [DEBUG] [FORECASTER] ECC: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T10:26:18.122603] [DEBUG] [FORECASTER] ECC: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T10:26:18.441489] [DEBUG] [FORECASTER] ECC: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T10:26:18.770695] [DEBUG] [FORECASTER] ECC: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T10:26:19.094420] [DEBUG] [FORECASTER] ECC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T10:26:19.415352] [DEBUG] [FORECASTER] ECC: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T10:26:19.737480] [DEBUG] [FORECASTER] ECC: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T10:26:20.060357] [DEBUG] [FORECASTER] ECC: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T10:26:20.381334] [DEBUG] [FORECASTER] ECC: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T10:26:20.381514] [INFO ] [CONFIGURE ] ECC: DISCARDED add_volume_momentum_confirmation (score: 40.00%)
[2025-11-25T10:26:20.381573] [INFO ] [CONFIGURE ] JOB ETA: 18.3m | Avg: 2.8s/test | Remaining: 397 tests
[2025-11-25T10:26:20.381621] [INFO ] [CONFIGURE ] ECC: Testing feature 27/29: add_volume_price_divergence
[2025-11-25T10:26:20.381686] [INFO ] [CONFIGURE ] ECC: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_macd', 'add_volume_price_divergence']
[2025-11-25T10:26:20.710429] [DEBUG] [FORECASTER] ECC: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T10:26:21.040501] [DEBUG] [FORECASTER] ECC: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T10:26:21.377505] [DEBUG] [FORECASTER] ECC: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T10:26:21.708440] [DEBUG] [FORECASTER] ECC: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T10:26:22.041142] [DEBUG] [FORECASTER] ECC: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T10:26:22.448482] [DEBUG] [FORECASTER] ECC: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T10:26:22.945977] [DEBUG] [FORECASTER] ECC: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T10:26:23.399163] [DEBUG] [FORECASTER] ECC: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T10:26:23.749519] [DEBUG] [FORECASTER] ECC: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T10:26:24.101144] [DEBUG] [FORECASTER] ECC: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T10:26:24.101346] [INFO ] [CONFIGURE ] ECC: DISCARDED add_volume_price_divergence (score: 40.00%)
[2025-11-25T10:26:24.101415] [INFO ] [CONFIGURE ] JOB ETA: 18.2m | Avg: 2.8s/test | Remaining: 396 tests
[2025-11-25T10:26:24.101478] [INFO ] [CONFIGURE ] ECC: Testing feature 28/29: add_volume_profile
[2025-11-25T10:26:24.101537] [INFO ] [CONFIGURE ] ECC: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_macd', 'add_volume_profile']
[2025-11-25T10:26:24.437942] [DEBUG] [FORECASTER] ECC: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T10:26:24.777624] [DEBUG] [FORECASTER] ECC: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T10:26:25.113672] [DEBUG] [FORECASTER] ECC: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T10:26:25.448565] [DEBUG] [FORECASTER] ECC: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T10:26:25.775140] [DEBUG] [FORECASTER] ECC: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T10:26:26.163676] [DEBUG] [FORECASTER] ECC: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T10:26:26.539004] [DEBUG] [FORECASTER] ECC: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T10:26:26.916163] [DEBUG] [FORECASTER] ECC: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T10:26:27.326158] [DEBUG] [FORECASTER] ECC: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T10:26:27.688120] [DEBUG] [FORECASTER] ECC: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T10:26:27.688299] [INFO ] [CONFIGURE ] ECC: DISCARDED add_volume_profile (score: 40.00%)
[2025-11-25T10:26:27.688357] [INFO ] [CONFIGURE ] JOB ETA: 18.2m | Avg: 2.8s/test | Remaining: 395 tests
[2025-11-25T10:26:27.688405] [INFO ] [CONFIGURE ] ECC: ===== FEATURE SELECTION COMPLETE =====
[2025-11-25T10:26:27.688448] [INFO ] [CONFIGURE ] ECC: Best accuracy: 50.00%
[2025-11-25T10:26:27.688491] [INFO ] [CONFIGURE ] ECC: Best feature set (3 features): ['add_cumulative_delta', 'add_vwap', 'add_macd']
[2025-11-25T10:26:27.688531] [INFO ] [CONFIGURE ] ECC: Improvement over baseline: 20.00%
[2025-11-25T10:26:27.688569] [INFO ] [CONFIGURE ] ECC: Total time: 1.6 minutes
[2025-11-25T10:26:27.688606] [INFO ] [CONFIGURE ] ECC: Average time per feature: 3.3 seconds
[2025-11-25T10:26:27.688667] [INFO ] [CONFIGURE ] ECC: Average speed: 0.31 features/sec
[2025-11-25T10:26:27.689001] [INFO ] [LOCAL     ] Saved configuration for ECC: 3 features, 50.00% accuracy -> ./output/feature-sets/ECC.json
[2025-11-25T10:26:27.689058] [INFO ] [CONFIGURE ] ECC: Configuration saved successfully: 3 features, 50.00% accuracy.
[2025-11-25T10:26:27.689107] [INFO ] [sig       ] [152/164] Successfully configured ECC | 0.01 sym/s | Total: 3.4h | ETA: 16.2m
[2025-11-25T10:26:27.689150] [INFO ] [sig       ] [153/164] Configuring HBI...
[2025-11-25T10:26:27.689191] [INFO ] [CONFIGURE ] HBI: Configurate test run.
[2025-11-25T10:26:27.689230] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HBI' from 'https://tdm.silogroup.org/data/derivative_storage/HBI.csv'.
[2025-11-25T10:26:27.700913] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'HBI'.
[2025-11-25T10:26:27.701198] [INFO ] [CONFIGURE ] HBI: Testing with 29 available features
[2025-11-25T10:26:27.701258] [INFO ] [CONFIGURE ] HBI: Establishing baseline with no features...
[2025-11-25T10:26:27.895634] [DEBUG] [FORECASTER] HBI: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T10:26:28.089151] [DEBUG] [FORECASTER] HBI: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T10:26:28.274427] [DEBUG] [FORECASTER] HBI: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T10:26:28.466346] [DEBUG] [FORECASTER] HBI: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-25T10:26:28.653264] [DEBUG] [FORECASTER] HBI: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T10:26:28.853477] [DEBUG] [FORECASTER] HBI: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1
[2025-11-25T10:26:29.048528] [DEBUG] [FORECASTER] HBI: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T10:26:29.246683] [DEBUG] [FORECASTER] HBI: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-25T10:26:29.441392] [DEBUG] [FORECASTER] HBI: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T10:26:29.637215] [DEBUG] [FORECASTER] HBI: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T10:26:29.637413] [INFO ] [CONFIGURE ] HBI: Baseline score (no features): 30.00%
[2025-11-25T10:26:29.637485] [INFO ] [CONFIGURE ] HBI: Testing feature 1/29: add_bollinger_bands
[2025-11-25T10:26:29.637545] [INFO ] [CONFIGURE ] HBI: Testing with features: ['add_bollinger_bands']
[2025-11-25T10:26:29.883409] [DEBUG] [FORECASTER] HBI: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T10:26:30.129135] [DEBUG] [FORECASTER] HBI: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T10:26:30.368001] [DEBUG] [FORECASTER] HBI: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T10:26:30.606554] [DEBUG] [FORECASTER] HBI: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1
[2025-11-25T10:26:30.849683] [DEBUG] [FORECASTER] HBI: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T10:26:31.081805] [DEBUG] [FORECASTER] HBI: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1
[2025-11-25T10:26:31.300108] [DEBUG] [FORECASTER] HBI: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T10:26:31.512354] [DEBUG] [FORECASTER] HBI: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-25T10:26:31.731104] [DEBUG] [FORECASTER] HBI: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T10:26:31.949814] [DEBUG] [FORECASTER] HBI: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T10:26:31.950008] [INFO ] [CONFIGURE ] HBI: DISCARDED add_bollinger_bands (score: 20.00%)
[2025-11-25T10:26:31.950069] [INFO ] [CONFIGURE ] JOB ETA: 18.1m | Avg: 2.8s/test | Remaining: 394 tests
[2025-11-25T10:26:31.950119] [INFO ] [CONFIGURE ] HBI: Testing feature 2/29: add_cumulative_delta
[2025-11-25T10:26:31.950167] [INFO ] [CONFIGURE ] HBI: Testing with features: ['add_cumulative_delta']
[2025-11-25T10:26:32.164197] [DEBUG] [FORECASTER] HBI: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T10:26:32.376902] [DEBUG] [FORECASTER] HBI: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T10:26:32.600291] [DEBUG] [FORECASTER] HBI: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T10:26:32.814048] [DEBUG] [FORECASTER] HBI: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1
[2025-11-25T10:26:33.027535] [DEBUG] [FORECASTER] HBI: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T10:26:33.279051] [DEBUG] [FORECASTER] HBI: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1
[2025-11-25T10:26:33.526066] [DEBUG] [FORECASTER] HBI: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T10:26:33.774966] [DEBUG] [FORECASTER] HBI: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-25T10:26:34.024385] [DEBUG] [FORECASTER] HBI: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T10:26:34.270559] [DEBUG] [FORECASTER] HBI: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T10:26:34.270943] [INFO ] [CONFIGURE ] HBI: KEPT add_cumulative_delta (score: 50.00%)
[2025-11-25T10:26:34.271054] [INFO ] [CONFIGURE ] JOB ETA: 18.1m | Avg: 2.8s/test | Remaining: 393 tests
[2025-11-25T10:26:34.271168] [INFO ] [CONFIGURE ] HBI: Testing feature 3/29: add_daily_returns
[2025-11-25T10:26:34.271273] [INFO ] [CONFIGURE ] HBI: Testing with features: ['add_cumulative_delta', 'add_daily_returns']
[2025-11-25T10:26:34.519292] [DEBUG] [FORECASTER] HBI: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T10:26:34.743003] [DEBUG] [FORECASTER] HBI: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T10:26:34.968365] [DEBUG] [FORECASTER] HBI: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T10:26:35.195336] [DEBUG] [FORECASTER] HBI: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-25T10:26:35.449612] [DEBUG] [FORECASTER] HBI: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T10:26:35.700431] [DEBUG] [FORECASTER] HBI: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1
[2025-11-25T10:26:35.932160] [DEBUG] [FORECASTER] HBI: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T10:26:36.165738] [DEBUG] [FORECASTER] HBI: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-25T10:26:36.423869] [DEBUG] [FORECASTER] HBI: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T10:26:36.663796] [DEBUG] [FORECASTER] HBI: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T10:26:36.664013] [INFO ] [CONFIGURE ] HBI: KEPT add_daily_returns (score: 60.00%)
[2025-11-25T10:26:36.664243] [INFO ] [CONFIGURE ] JOB ETA: 18.0m | Avg: 2.8s/test | Remaining: 392 tests
[2025-11-25T10:26:36.664354] [INFO ] [CONFIGURE ] HBI: Testing feature 4/29: add_ema
[2025-11-25T10:26:36.664410] [INFO ] [CONFIGURE ] HBI: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_ema']
[2025-11-25T10:26:36.927966] [DEBUG] [FORECASTER] HBI: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T10:26:37.193751] [DEBUG] [FORECASTER] HBI: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T10:26:37.467097] [DEBUG] [FORECASTER] HBI: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T10:26:37.738675] [DEBUG] [FORECASTER] HBI: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1
[2025-11-25T10:26:38.006506] [DEBUG] [FORECASTER] HBI: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T10:26:38.284636] [DEBUG] [FORECASTER] HBI: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1
[2025-11-25T10:26:38.559227] [DEBUG] [FORECASTER] HBI: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T10:26:38.830160] [DEBUG] [FORECASTER] HBI: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-25T10:26:39.109150] [DEBUG] [FORECASTER] HBI: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T10:26:39.392850] [DEBUG] [FORECASTER] HBI: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T10:26:39.393080] [INFO ] [CONFIGURE ] HBI: DISCARDED add_ema (score: 50.00%)
[2025-11-25T10:26:39.393174] [INFO ] [CONFIGURE ] JOB ETA: 18.0m | Avg: 2.8s/test | Remaining: 391 tests
[2025-11-25T10:26:39.393225] [INFO ] [CONFIGURE ] HBI: Testing feature 5/29: add_exhaustion_signals
[2025-11-25T10:26:39.393269] [INFO ] [CONFIGURE ] HBI: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_vwap', 'add_exhaustion_signals']
[2025-11-25T10:26:39.698138] [DEBUG] [FORECASTER] HBI: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T10:26:40.010486] [DEBUG] [FORECASTER] HBI: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T10:26:40.320436] [DEBUG] [FORECASTER] HBI: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T10:26:40.620181] [DEBUG] [FORECASTER] HBI: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1
[2025-11-25T10:26:40.925297] [DEBUG] [FORECASTER] HBI: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T10:26:41.230835] [DEBUG] [FORECASTER] HBI: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1
[2025-11-25T10:26:41.549035] [DEBUG] [FORECASTER] HBI: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T10:26:41.859266] [DEBUG] [FORECASTER] HBI: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-25T10:26:42.170193] [DEBUG] [FORECASTER] HBI: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T10:26:42.503621] [DEBUG] [FORECASTER] HBI: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T10:26:42.503842] [INFO ] [CONFIGURE ] HBI: DISCARDED add_exhaustion_signals (score: 40.00%)
[2025-11-25T10:26:42.503915] [INFO ] [CONFIGURE ] JOB ETA: 17.9m | Avg: 2.8s/test | Remaining: 390 tests
[2025-11-25T10:26:42.503972] [INFO ] [CONFIGURE ] HBI: Testing feature 6/29: add_failed_moves
[2025-11-25T10:26:42.504010] [INFO ] [CONFIGURE ] HBI: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_failed_moves']
[2025-11-25T10:26:42.786819] [DEBUG] [FORECASTER] HBI: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T10:26:43.049922] [DEBUG] [FORECASTER] HBI: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T10:26:43.320019] [DEBUG] [FORECASTER] HBI: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T10:26:43.575611] [DEBUG] [FORECASTER] HBI: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1
[2025-11-25T10:26:43.834818] [DEBUG] [FORECASTER] HBI: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T10:26:44.106613] [DEBUG] [FORECASTER] HBI: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1
[2025-11-25T10:26:44.391000] [DEBUG] [FORECASTER] HBI: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T10:26:44.655178] [DEBUG] [FORECASTER] HBI: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-25T10:26:44.920860] [DEBUG] [FORECASTER] HBI: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T10:26:45.173819] [DEBUG] [FORECASTER] HBI: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T10:26:45.173990] [INFO ] [CONFIGURE ] HBI: DISCARDED add_failed_moves (score: 50.00%)
[2025-11-25T10:26:45.174046] [INFO ] [CONFIGURE ] JOB ETA: 17.9m | Avg: 2.8s/test | Remaining: 389 tests
[2025-11-25T10:26:45.174141] [INFO ] [CONFIGURE ] HBI: Testing feature 7/29: add_lag_shelf
[2025-11-25T10:26:45.174195] [INFO ] [CONFIGURE ] HBI: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_lag_shelf']
[2025-11-25T10:26:45.430279] [DEBUG] [FORECASTER] HBI: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T10:26:45.667721] [DEBUG] [FORECASTER] HBI: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T10:26:45.897468] [DEBUG] [FORECASTER] HBI: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T10:26:46.139736] [DEBUG] [FORECASTER] HBI: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-25T10:26:46.399882] [DEBUG] [FORECASTER] HBI: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T10:26:46.657980] [DEBUG] [FORECASTER] HBI: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1
[2025-11-25T10:26:46.897356] [DEBUG] [FORECASTER] HBI: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T10:26:47.141044] [DEBUG] [FORECASTER] HBI: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-25T10:26:47.399526] [DEBUG] [FORECASTER] HBI: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T10:26:47.655167] [DEBUG] [FORECASTER] HBI: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T10:26:47.655362] [INFO ] [CONFIGURE ] HBI: DISCARDED add_lag_shelf (score: 60.00%)
[2025-11-25T10:26:47.655425] [INFO ] [CONFIGURE ] JOB ETA: 17.8m | Avg: 2.8s/test | Remaining: 388 tests
[2025-11-25T10:26:47.655478] [INFO ] [CONFIGURE ] HBI: Testing feature 8/29: add_macd
[2025-11-25T10:26:47.655528] [INFO ] [CONFIGURE ] HBI: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_vwap', 'add_macd']
[2025-11-25T10:26:47.982298] [DEBUG] [FORECASTER] HBI: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T10:26:48.310051] [DEBUG] [FORECASTER] HBI: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T10:26:48.640786] [DEBUG] [FORECASTER] HBI: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T10:26:49.004045] [DEBUG] [FORECASTER] HBI: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1
[2025-11-25T10:26:49.351096] [DEBUG] [FORECASTER] HBI: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T10:26:49.707778] [DEBUG] [FORECASTER] HBI: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1
[2025-11-25T10:26:50.042915] [DEBUG] [FORECASTER] HBI: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T10:26:50.384809] [DEBUG] [FORECASTER] HBI: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-25T10:26:50.724010] [DEBUG] [FORECASTER] HBI: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T10:26:51.065939] [DEBUG] [FORECASTER] HBI: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T10:26:51.066206] [INFO ] [CONFIGURE ] HBI: DISCARDED add_macd (score: 40.00%)
[2025-11-25T10:26:51.066269] [INFO ] [CONFIGURE ] JOB ETA: 17.8m | Avg: 2.8s/test | Remaining: 387 tests
[2025-11-25T10:26:51.066320] [INFO ] [CONFIGURE ] HBI: Testing feature 9/29: add_mfi
[2025-11-25T10:26:51.066366] [INFO ] [CONFIGURE ] HBI: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_mfi']
[2025-11-25T10:26:51.352548] [DEBUG] [FORECASTER] HBI: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T10:26:51.616374] [DEBUG] [FORECASTER] HBI: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T10:26:51.880625] [DEBUG] [FORECASTER] HBI: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T10:26:52.148816] [DEBUG] [FORECASTER] HBI: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1
[2025-11-25T10:26:52.418186] [DEBUG] [FORECASTER] HBI: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T10:26:52.700278] [DEBUG] [FORECASTER] HBI: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1
[2025-11-25T10:26:52.993780] [DEBUG] [FORECASTER] HBI: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T10:26:53.264954] [DEBUG] [FORECASTER] HBI: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-25T10:26:53.544760] [DEBUG] [FORECASTER] HBI: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T10:26:53.825978] [DEBUG] [FORECASTER] HBI: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T10:26:53.826176] [INFO ] [CONFIGURE ] HBI: DISCARDED add_mfi (score: 40.00%)
[2025-11-25T10:26:53.826271] [INFO ] [CONFIGURE ] JOB ETA: 17.8m | Avg: 2.8s/test | Remaining: 386 tests
[2025-11-25T10:26:53.826325] [INFO ] [CONFIGURE ] HBI: Testing feature 10/29: add_momentum_acceleration
[2025-11-25T10:26:53.826370] [INFO ] [CONFIGURE ] HBI: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-11-25T10:26:54.168474] [DEBUG] [FORECASTER] HBI: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T10:26:54.486958] [DEBUG] [FORECASTER] HBI: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T10:26:54.824267] [DEBUG] [FORECASTER] HBI: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T10:26:55.170679] [DEBUG] [FORECASTER] HBI: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1
[2025-11-25T10:26:55.504041] [DEBUG] [FORECASTER] HBI: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T10:26:55.841662] [DEBUG] [FORECASTER] HBI: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1
[2025-11-25T10:26:56.188236] [DEBUG] [FORECASTER] HBI: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T10:26:56.541305] [DEBUG] [FORECASTER] HBI: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-25T10:26:56.903082] [DEBUG] [FORECASTER] HBI: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T10:26:57.319468] [DEBUG] [FORECASTER] HBI: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T10:26:57.319713] [INFO ] [CONFIGURE ] HBI: DISCARDED add_momentum_acceleration (score: 60.00%)
[2025-11-25T10:26:57.319784] [INFO ] [CONFIGURE ] JOB ETA: 17.7m | Avg: 2.8s/test | Remaining: 385 tests
[2025-11-25T10:26:57.319842] [INFO ] [CONFIGURE ] HBI: Testing feature 11/29: add_obv_daily
[2025-11-25T10:26:57.319904] [INFO ] [CONFIGURE ] HBI: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_obv_daily']
[2025-11-25T10:26:57.610934] [DEBUG] [FORECASTER] HBI: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T10:26:57.902091] [DEBUG] [FORECASTER] HBI: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T10:26:58.192249] [DEBUG] [FORECASTER] HBI: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T10:26:58.487508] [DEBUG] [FORECASTER] HBI: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-25T10:26:58.776613] [DEBUG] [FORECASTER] HBI: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T10:26:59.073394] [DEBUG] [FORECASTER] HBI: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1
[2025-11-25T10:26:59.371167] [DEBUG] [FORECASTER] HBI: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T10:26:59.674052] [DEBUG] [FORECASTER] HBI: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-25T10:26:59.971112] [DEBUG] [FORECASTER] HBI: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T10:27:01.156268] [DEBUG] [FORECASTER] HBI: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T10:27:01.156447] [INFO ] [CONFIGURE ] HBI: KEPT add_obv_daily (score: 70.00%)
[2025-11-25T10:27:01.156505] [INFO ] [CONFIGURE ] JOB ETA: 17.7m | Avg: 2.8s/test | Remaining: 384 tests
[2025-11-25T10:27:01.156553] [INFO ] [CONFIGURE ] HBI: Testing feature 12/29: add_obv_interval
[2025-11-25T10:27:01.156596] [INFO ] [CONFIGURE ] HBI: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_obv_daily', 'add_obv_interval']
[2025-11-25T10:27:01.602872] [DEBUG] [FORECASTER] HBI: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T10:27:01.899542] [DEBUG] [FORECASTER] HBI: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T10:27:02.185015] [DEBUG] [FORECASTER] HBI: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T10:27:02.473726] [DEBUG] [FORECASTER] HBI: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1
[2025-11-25T10:27:02.758533] [DEBUG] [FORECASTER] HBI: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T10:27:03.056833] [DEBUG] [FORECASTER] HBI: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1
[2025-11-25T10:27:03.342898] [DEBUG] [FORECASTER] HBI: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T10:27:03.627910] [DEBUG] [FORECASTER] HBI: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-25T10:27:03.912511] [DEBUG] [FORECASTER] HBI: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T10:27:04.198520] [DEBUG] [FORECASTER] HBI: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T10:27:04.198734] [INFO ] [CONFIGURE ] HBI: DISCARDED add_obv_interval (score: 50.00%)
[2025-11-25T10:27:04.198796] [INFO ] [CONFIGURE ] JOB ETA: 17.6m | Avg: 2.8s/test | Remaining: 383 tests
[2025-11-25T10:27:04.198844] [INFO ] [CONFIGURE ] HBI: Testing feature 13/29: add_opening_strength
[2025-11-25T10:27:04.198889] [INFO ] [CONFIGURE ] HBI: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_obv_daily', 'add_opening_strength']
[2025-11-25T10:27:04.504760] [DEBUG] [FORECASTER] HBI: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T10:27:04.801497] [DEBUG] [FORECASTER] HBI: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T10:27:05.097251] [DEBUG] [FORECASTER] HBI: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T10:27:05.383121] [DEBUG] [FORECASTER] HBI: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1
[2025-11-25T10:27:05.694148] [DEBUG] [FORECASTER] HBI: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T10:27:06.003259] [DEBUG] [FORECASTER] HBI: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1
[2025-11-25T10:27:06.317999] [DEBUG] [FORECASTER] HBI: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T10:27:06.639272] [DEBUG] [FORECASTER] HBI: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-25T10:27:06.964578] [DEBUG] [FORECASTER] HBI: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T10:27:07.278879] [DEBUG] [FORECASTER] HBI: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T10:27:07.279092] [INFO ] [CONFIGURE ] HBI: DISCARDED add_opening_strength (score: 60.00%)
[2025-11-25T10:27:07.279173] [INFO ] [CONFIGURE ] JOB ETA: 17.6m | Avg: 2.8s/test | Remaining: 382 tests
[2025-11-25T10:27:07.279248] [INFO ] [CONFIGURE ] HBI: Testing feature 14/29: add_order_flow_imbalance
[2025-11-25T10:27:07.279296] [INFO ] [CONFIGURE ] HBI: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_obv_daily', 'add_order_flow_imbalance']
[2025-11-25T10:27:07.611767] [DEBUG] [FORECASTER] HBI: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T10:27:07.942327] [DEBUG] [FORECASTER] HBI: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T10:27:08.254603] [DEBUG] [FORECASTER] HBI: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T10:27:08.565185] [DEBUG] [FORECASTER] HBI: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-25T10:27:08.892912] [DEBUG] [FORECASTER] HBI: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T10:27:09.211306] [DEBUG] [FORECASTER] HBI: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1
[2025-11-25T10:27:09.498282] [DEBUG] [FORECASTER] HBI: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T10:27:09.795772] [DEBUG] [FORECASTER] HBI: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-25T10:27:10.168342] [DEBUG] [FORECASTER] HBI: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T10:27:10.567300] [DEBUG] [FORECASTER] HBI: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T10:27:10.567524] [INFO ] [CONFIGURE ] HBI: DISCARDED add_order_flow_imbalance (score: 60.00%)
[2025-11-25T10:27:10.567587] [INFO ] [CONFIGURE ] JOB ETA: 17.5m | Avg: 2.8s/test | Remaining: 381 tests
[2025-11-25T10:27:10.567635] [INFO ] [CONFIGURE ] HBI: Testing feature 15/29: add_pbf_morning_momentum
[2025-11-25T10:27:10.567701] [INFO ] [CONFIGURE ] HBI: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_obv_daily', 'add_pbf_morning_momentum']
[2025-11-25T10:27:10.880015] [DEBUG] [FORECASTER] HBI: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T10:27:11.196894] [DEBUG] [FORECASTER] HBI: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T10:27:11.481389] [DEBUG] [FORECASTER] HBI: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T10:27:11.747949] [DEBUG] [FORECASTER] HBI: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-25T10:27:12.024750] [DEBUG] [FORECASTER] HBI: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T10:27:12.287821] [DEBUG] [FORECASTER] HBI: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1
[2025-11-25T10:27:12.553202] [DEBUG] [FORECASTER] HBI: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T10:27:12.856773] [DEBUG] [FORECASTER] HBI: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-25T10:27:13.120068] [DEBUG] [FORECASTER] HBI: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T10:27:13.386760] [DEBUG] [FORECASTER] HBI: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T10:27:13.386925] [INFO ] [CONFIGURE ] HBI: DISCARDED add_pbf_morning_momentum (score: 50.00%)
[2025-11-25T10:27:13.386984] [INFO ] [CONFIGURE ] JOB ETA: 17.5m | Avg: 2.8s/test | Remaining: 380 tests
[2025-11-25T10:27:13.387030] [INFO ] [CONFIGURE ] HBI: Testing feature 16/29: add_pbf_overnight_gap
[2025-11-25T10:27:13.387104] [INFO ] [CONFIGURE ] HBI: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_obv_daily', 'add_pbf_overnight_gap']
[2025-11-25T10:27:13.659434] [DEBUG] [FORECASTER] HBI: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T10:27:13.930766] [DEBUG] [FORECASTER] HBI: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T10:27:14.201127] [DEBUG] [FORECASTER] HBI: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T10:27:14.470866] [DEBUG] [FORECASTER] HBI: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-25T10:27:14.742277] [DEBUG] [FORECASTER] HBI: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T10:27:15.016402] [DEBUG] [FORECASTER] HBI: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1
[2025-11-25T10:27:15.297859] [DEBUG] [FORECASTER] HBI: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T10:27:15.568580] [DEBUG] [FORECASTER] HBI: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-25T10:27:15.852032] [DEBUG] [FORECASTER] HBI: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T10:27:16.142573] [DEBUG] [FORECASTER] HBI: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T10:27:16.142765] [INFO ] [CONFIGURE ] HBI: DISCARDED add_pbf_overnight_gap (score: 60.00%)
[2025-11-25T10:27:16.142824] [INFO ] [CONFIGURE ] JOB ETA: 17.4m | Avg: 2.8s/test | Remaining: 379 tests
[2025-11-25T10:27:16.142872] [INFO ] [CONFIGURE ] HBI: Testing feature 17/29: add_pbf_return_2d
[2025-11-25T10:27:16.142915] [INFO ] [CONFIGURE ] HBI: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_obv_daily', 'add_pbf_return_2d']
[2025-11-25T10:27:16.480396] [DEBUG] [FORECASTER] HBI: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T10:27:16.772840] [DEBUG] [FORECASTER] HBI: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T10:27:17.056787] [DEBUG] [FORECASTER] HBI: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T10:27:17.324421] [DEBUG] [FORECASTER] HBI: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1
[2025-11-25T10:27:17.596885] [DEBUG] [FORECASTER] HBI: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T10:27:17.875055] [DEBUG] [FORECASTER] HBI: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1
[2025-11-25T10:27:18.156858] [DEBUG] [FORECASTER] HBI: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T10:27:18.437858] [DEBUG] [FORECASTER] HBI: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-25T10:27:18.726541] [DEBUG] [FORECASTER] HBI: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T10:27:19.010087] [DEBUG] [FORECASTER] HBI: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T10:27:19.010286] [INFO ] [CONFIGURE ] HBI: DISCARDED add_pbf_return_2d (score: 60.00%)
[2025-11-25T10:27:19.010344] [INFO ] [CONFIGURE ] JOB ETA: 17.4m | Avg: 2.8s/test | Remaining: 378 tests
[2025-11-25T10:27:19.010392] [INFO ] [CONFIGURE ] HBI: Testing feature 18/29: add_pbf_volatility_5d
[2025-11-25T10:27:19.010435] [INFO ] [CONFIGURE ] HBI: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_obv_daily', 'add_pbf_volatility_5d']
[2025-11-25T10:27:19.266702] [DEBUG] [FORECASTER] HBI: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T10:27:19.531337] [DEBUG] [FORECASTER] HBI: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T10:27:19.793940] [DEBUG] [FORECASTER] HBI: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T10:27:20.050132] [DEBUG] [FORECASTER] HBI: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-25T10:27:20.338400] [DEBUG] [FORECASTER] HBI: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T10:27:20.598405] [DEBUG] [FORECASTER] HBI: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1
[2025-11-25T10:27:20.867547] [DEBUG] [FORECASTER] HBI: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T10:27:21.131214] [DEBUG] [FORECASTER] HBI: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-25T10:27:21.391303] [DEBUG] [FORECASTER] HBI: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T10:27:21.667416] [DEBUG] [FORECASTER] HBI: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T10:27:21.667630] [INFO ] [CONFIGURE ] HBI: DISCARDED add_pbf_volatility_5d (score: 70.00%)
[2025-11-25T10:27:21.667713] [INFO ] [CONFIGURE ] JOB ETA: 17.3m | Avg: 2.8s/test | Remaining: 377 tests
[2025-11-25T10:27:21.667765] [INFO ] [CONFIGURE ] HBI: Testing feature 19/29: add_pbf_vs_sma_5
[2025-11-25T10:27:21.667835] [INFO ] [CONFIGURE ] HBI: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_obv_daily', 'add_pbf_vs_sma_5']
[2025-11-25T10:27:21.942636] [DEBUG] [FORECASTER] HBI: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T10:27:22.214152] [DEBUG] [FORECASTER] HBI: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T10:27:22.480439] [DEBUG] [FORECASTER] HBI: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T10:27:22.748841] [DEBUG] [FORECASTER] HBI: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-25T10:27:23.025664] [DEBUG] [FORECASTER] HBI: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T10:27:23.298131] [DEBUG] [FORECASTER] HBI: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1
[2025-11-25T10:27:23.573254] [DEBUG] [FORECASTER] HBI: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T10:27:23.854277] [DEBUG] [FORECASTER] HBI: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-25T10:27:24.130808] [DEBUG] [FORECASTER] HBI: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T10:27:24.407578] [DEBUG] [FORECASTER] HBI: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T10:27:24.407771] [INFO ] [CONFIGURE ] HBI: DISCARDED add_pbf_vs_sma_5 (score: 70.00%)
[2025-11-25T10:27:24.407835] [INFO ] [CONFIGURE ] JOB ETA: 17.3m | Avg: 2.8s/test | Remaining: 376 tests
[2025-11-25T10:27:24.407893] [INFO ] [CONFIGURE ] HBI: Testing feature 20/29: add_price_rejection
[2025-11-25T10:27:24.407949] [INFO ] [CONFIGURE ] HBI: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_obv_daily', 'add_price_rejection']
[2025-11-25T10:27:24.702527] [DEBUG] [FORECASTER] HBI: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T10:27:24.990379] [DEBUG] [FORECASTER] HBI: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T10:27:25.274251] [DEBUG] [FORECASTER] HBI: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T10:27:25.560441] [DEBUG] [FORECASTER] HBI: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-25T10:27:25.845937] [DEBUG] [FORECASTER] HBI: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T10:27:26.139172] [DEBUG] [FORECASTER] HBI: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1
[2025-11-25T10:27:26.460557] [DEBUG] [FORECASTER] HBI: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T10:27:26.757379] [DEBUG] [FORECASTER] HBI: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-25T10:27:27.048113] [DEBUG] [FORECASTER] HBI: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T10:27:27.414395] [DEBUG] [FORECASTER] HBI: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T10:27:27.414609] [INFO ] [CONFIGURE ] HBI: DISCARDED add_price_rejection (score: 50.00%)
[2025-11-25T10:27:27.414688] [INFO ] [CONFIGURE ] JOB ETA: 17.3m | Avg: 2.8s/test | Remaining: 375 tests
[2025-11-25T10:27:27.414737] [INFO ] [CONFIGURE ] HBI: Testing feature 21/29: add_range_position
[2025-11-25T10:27:27.414782] [INFO ] [CONFIGURE ] HBI: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_obv_daily', 'add_range_position']
[2025-11-25T10:27:27.719141] [DEBUG] [FORECASTER] HBI: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T10:27:28.028426] [DEBUG] [FORECASTER] HBI: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T10:27:28.340250] [DEBUG] [FORECASTER] HBI: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T10:27:28.634328] [DEBUG] [FORECASTER] HBI: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-25T10:27:28.928916] [DEBUG] [FORECASTER] HBI: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T10:27:29.235049] [DEBUG] [FORECASTER] HBI: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1
[2025-11-25T10:27:29.534524] [DEBUG] [FORECASTER] HBI: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T10:27:29.852795] [DEBUG] [FORECASTER] HBI: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-25T10:27:30.162975] [DEBUG] [FORECASTER] HBI: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T10:27:30.483495] [DEBUG] [FORECASTER] HBI: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T10:27:30.483722] [INFO ] [CONFIGURE ] HBI: DISCARDED add_range_position (score: 60.00%)
[2025-11-25T10:27:30.483783] [INFO ] [CONFIGURE ] JOB ETA: 17.2m | Avg: 2.8s/test | Remaining: 374 tests
[2025-11-25T10:27:30.483844] [INFO ] [CONFIGURE ] HBI: Testing feature 22/29: add_realized_volatility
[2025-11-25T10:27:30.483891] [INFO ] [CONFIGURE ] HBI: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_obv_daily', 'add_realized_volatility']
[2025-11-25T10:27:30.845869] [DEBUG] [FORECASTER] HBI: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T10:27:31.225599] [DEBUG] [FORECASTER] HBI: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T10:27:31.636758] [DEBUG] [FORECASTER] HBI: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T10:27:32.023753] [DEBUG] [FORECASTER] HBI: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1
[2025-11-25T10:27:32.391084] [DEBUG] [FORECASTER] HBI: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T10:27:32.755908] [DEBUG] [FORECASTER] HBI: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1
[2025-11-25T10:27:33.139154] [DEBUG] [FORECASTER] HBI: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T10:27:33.510496] [DEBUG] [FORECASTER] HBI: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-25T10:27:33.878614] [DEBUG] [FORECASTER] HBI: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T10:27:34.246712] [DEBUG] [FORECASTER] HBI: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T10:27:34.246893] [INFO ] [CONFIGURE ] HBI: DISCARDED add_realized_volatility (score: 40.00%)
[2025-11-25T10:27:34.246953] [INFO ] [CONFIGURE ] JOB ETA: 17.2m | Avg: 2.8s/test | Remaining: 373 tests
[2025-11-25T10:27:34.247000] [INFO ] [CONFIGURE ] HBI: Testing feature 23/29: add_recent_range_context
[2025-11-25T10:27:34.247043] [INFO ] [CONFIGURE ] HBI: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_obv_daily', 'add_recent_range_context']
[2025-11-25T10:27:34.524503] [DEBUG] [FORECASTER] HBI: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T10:27:34.795602] [DEBUG] [FORECASTER] HBI: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T10:27:35.075351] [DEBUG] [FORECASTER] HBI: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T10:27:35.357706] [DEBUG] [FORECASTER] HBI: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1
[2025-11-25T10:27:35.632888] [DEBUG] [FORECASTER] HBI: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T10:27:35.919320] [DEBUG] [FORECASTER] HBI: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1
[2025-11-25T10:27:36.205377] [DEBUG] [FORECASTER] HBI: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T10:27:36.509032] [DEBUG] [FORECASTER] HBI: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-25T10:27:36.788343] [DEBUG] [FORECASTER] HBI: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T10:27:37.067090] [DEBUG] [FORECASTER] HBI: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T10:27:37.067303] [INFO ] [CONFIGURE ] HBI: DISCARDED add_recent_range_context (score: 50.00%)
[2025-11-25T10:27:37.067384] [INFO ] [CONFIGURE ] JOB ETA: 17.1m | Avg: 2.8s/test | Remaining: 372 tests
[2025-11-25T10:27:37.067435] [INFO ] [CONFIGURE ] HBI: Testing feature 24/29: add_rsi
[2025-11-25T10:27:37.067481] [INFO ] [CONFIGURE ] HBI: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_obv_daily', 'add_ema', 'add_rsi']
[2025-11-25T10:27:37.389579] [DEBUG] [FORECASTER] HBI: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T10:27:37.703851] [DEBUG] [FORECASTER] HBI: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T10:27:38.029070] [DEBUG] [FORECASTER] HBI: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T10:27:38.361935] [DEBUG] [FORECASTER] HBI: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1
[2025-11-25T10:27:38.695143] [DEBUG] [FORECASTER] HBI: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T10:27:39.031262] [DEBUG] [FORECASTER] HBI: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1
[2025-11-25T10:27:39.422905] [DEBUG] [FORECASTER] HBI: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T10:27:39.768072] [DEBUG] [FORECASTER] HBI: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-25T10:27:40.085147] [DEBUG] [FORECASTER] HBI: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T10:27:40.414938] [DEBUG] [FORECASTER] HBI: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T10:27:40.415137] [INFO ] [CONFIGURE ] HBI: DISCARDED add_rsi (score: 50.00%)
[2025-11-25T10:27:40.415196] [INFO ] [CONFIGURE ] JOB ETA: 17.1m | Avg: 2.8s/test | Remaining: 371 tests
[2025-11-25T10:27:40.415244] [INFO ] [CONFIGURE ] HBI: Testing feature 25/29: add_tick_distribution
[2025-11-25T10:27:40.415289] [INFO ] [CONFIGURE ] HBI: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_obv_daily', 'add_tick_distribution']
[2025-11-25T10:27:40.691341] [DEBUG] [FORECASTER] HBI: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T10:27:40.966350] [DEBUG] [FORECASTER] HBI: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T10:27:41.251917] [DEBUG] [FORECASTER] HBI: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T10:27:41.551523] [DEBUG] [FORECASTER] HBI: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1
[2025-11-25T10:27:41.855471] [DEBUG] [FORECASTER] HBI: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T10:27:42.150605] [DEBUG] [FORECASTER] HBI: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1
[2025-11-25T10:27:42.458598] [DEBUG] [FORECASTER] HBI: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T10:27:42.753151] [DEBUG] [FORECASTER] HBI: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-25T10:27:43.022981] [DEBUG] [FORECASTER] HBI: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T10:27:43.287549] [DEBUG] [FORECASTER] HBI: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T10:27:43.287753] [INFO ] [CONFIGURE ] HBI: DISCARDED add_tick_distribution (score: 50.00%)
[2025-11-25T10:27:43.287813] [INFO ] [CONFIGURE ] JOB ETA: 17.0m | Avg: 2.8s/test | Remaining: 370 tests
[2025-11-25T10:27:43.287862] [INFO ] [CONFIGURE ] HBI: Testing feature 26/29: add_volume_momentum_confirmation
[2025-11-25T10:27:43.287906] [INFO ] [CONFIGURE ] HBI: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_obv_daily', 'add_volume_momentum_confirmation']
[2025-11-25T10:27:43.597251] [DEBUG] [FORECASTER] HBI: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T10:27:43.895715] [DEBUG] [FORECASTER] HBI: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T10:27:44.189468] [DEBUG] [FORECASTER] HBI: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T10:27:44.468109] [DEBUG] [FORECASTER] HBI: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1
[2025-11-25T10:27:44.749176] [DEBUG] [FORECASTER] HBI: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T10:27:45.022885] [DEBUG] [FORECASTER] HBI: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1
[2025-11-25T10:27:45.298058] [DEBUG] [FORECASTER] HBI: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T10:27:45.572729] [DEBUG] [FORECASTER] HBI: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-25T10:27:45.846325] [DEBUG] [FORECASTER] HBI: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T10:27:46.118699] [DEBUG] [FORECASTER] HBI: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T10:27:46.118900] [INFO ] [CONFIGURE ] HBI: DISCARDED add_volume_momentum_confirmation (score: 50.00%)
[2025-11-25T10:27:46.118961] [INFO ] [CONFIGURE ] JOB ETA: 17.0m | Avg: 2.8s/test | Remaining: 369 tests
[2025-11-25T10:27:46.119009] [INFO ] [CONFIGURE ] HBI: Testing feature 27/29: add_volume_price_divergence
[2025-11-25T10:27:46.119053] [INFO ] [CONFIGURE ] HBI: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_obv_daily', 'add_volume_price_divergence']
[2025-11-25T10:27:46.435405] [DEBUG] [FORECASTER] HBI: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T10:27:46.739343] [DEBUG] [FORECASTER] HBI: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T10:27:47.023961] [DEBUG] [FORECASTER] HBI: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T10:27:47.303970] [DEBUG] [FORECASTER] HBI: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1
[2025-11-25T10:27:47.586594] [DEBUG] [FORECASTER] HBI: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T10:27:47.893604] [DEBUG] [FORECASTER] HBI: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1
[2025-11-25T10:27:48.195098] [DEBUG] [FORECASTER] HBI: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T10:27:48.514921] [DEBUG] [FORECASTER] HBI: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-25T10:27:48.841149] [DEBUG] [FORECASTER] HBI: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T10:27:49.160511] [DEBUG] [FORECASTER] HBI: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T10:27:49.160705] [INFO ] [CONFIGURE ] HBI: DISCARDED add_volume_price_divergence (score: 30.00%)
[2025-11-25T10:27:49.160764] [INFO ] [CONFIGURE ] JOB ETA: 16.9m | Avg: 2.8s/test | Remaining: 368 tests
[2025-11-25T10:27:49.160812] [INFO ] [CONFIGURE ] HBI: Testing feature 28/29: add_volume_profile
[2025-11-25T10:27:49.160856] [INFO ] [CONFIGURE ] HBI: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_obv_daily', 'add_volume_profile']
[2025-11-25T10:27:49.467673] [DEBUG] [FORECASTER] HBI: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T10:27:49.778122] [DEBUG] [FORECASTER] HBI: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T10:27:50.093318] [DEBUG] [FORECASTER] HBI: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T10:27:50.408630] [DEBUG] [FORECASTER] HBI: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-25T10:27:50.713835] [DEBUG] [FORECASTER] HBI: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T10:27:51.030082] [DEBUG] [FORECASTER] HBI: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1
[2025-11-25T10:27:51.351460] [DEBUG] [FORECASTER] HBI: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T10:27:51.664286] [DEBUG] [FORECASTER] HBI: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-25T10:27:51.993111] [DEBUG] [FORECASTER] HBI: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T10:27:52.305797] [DEBUG] [FORECASTER] HBI: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T10:27:52.305990] [INFO ] [CONFIGURE ] HBI: DISCARDED add_volume_profile (score: 70.00%)
[2025-11-25T10:27:52.306048] [INFO ] [CONFIGURE ] JOB ETA: 16.9m | Avg: 2.8s/test | Remaining: 367 tests
[2025-11-25T10:27:52.306096] [INFO ] [CONFIGURE ] HBI: Testing feature 29/29: add_vwap
[2025-11-25T10:27:52.306141] [INFO ] [CONFIGURE ] HBI: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_obv_daily', 'add_vwap']
[2025-11-25T10:27:52.605741] [DEBUG] [FORECASTER] HBI: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T10:27:52.910051] [DEBUG] [FORECASTER] HBI: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T10:27:53.213364] [DEBUG] [FORECASTER] HBI: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T10:27:53.513325] [DEBUG] [FORECASTER] HBI: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1
[2025-11-25T10:27:53.827089] [DEBUG] [FORECASTER] HBI: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T10:27:54.136227] [DEBUG] [FORECASTER] HBI: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1
[2025-11-25T10:27:54.444043] [DEBUG] [FORECASTER] HBI: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T10:27:54.746794] [DEBUG] [FORECASTER] HBI: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-25T10:27:55.055830] [DEBUG] [FORECASTER] HBI: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T10:27:55.359667] [DEBUG] [FORECASTER] HBI: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T10:27:55.359844] [INFO ] [CONFIGURE ] HBI: DISCARDED add_vwap (score: 50.00%)
[2025-11-25T10:27:55.359907] [INFO ] [CONFIGURE ] JOB ETA: 16.8m | Avg: 2.8s/test | Remaining: 366 tests
[2025-11-25T10:27:55.359975] [INFO ] [CONFIGURE ] HBI: ===== FEATURE SELECTION COMPLETE =====
[2025-11-25T10:27:55.360020] [INFO ] [CONFIGURE ] HBI: Best accuracy: 70.00%
[2025-11-25T10:27:55.360064] [INFO ] [CONFIGURE ] HBI: Best feature set (3 features): ['add_cumulative_delta', 'add_daily_returns', 'add_obv_daily']
[2025-11-25T10:27:55.360107] [INFO ] [CONFIGURE ] HBI: Improvement over baseline: 40.00%
[2025-11-25T10:27:55.360146] [INFO ] [CONFIGURE ] HBI: Total time: 1.4 minutes
[2025-11-25T10:27:55.360188] [INFO ] [CONFIGURE ] HBI: Average time per feature: 3.0 seconds
[2025-11-25T10:27:55.360228] [INFO ] [CONFIGURE ] HBI: Average speed: 0.34 features/sec
[2025-11-25T10:27:55.360816] [INFO ] [LOCAL     ] Saved configuration for HBI: 3 features, 70.00% accuracy -> ./output/feature-sets/HBI.json
[2025-11-25T10:27:55.360879] [INFO ] [CONFIGURE ] HBI: Configuration saved successfully: 3 features, 70.00% accuracy.
[2025-11-25T10:27:55.360938] [INFO ] [sig       ] [153/164] Successfully configured HBI | 0.01 sym/s | Total: 3.4h | ETA: 14.9m
[2025-11-25T10:27:55.360986] [INFO ] [sig       ] [154/164] Configuring LBRT...
[2025-11-25T10:27:55.361028] [INFO ] [CONFIGURE ] LBRT: Configurate test run.
[2025-11-25T10:27:55.361069] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LBRT' from 'https://tdm.silogroup.org/data/derivative_storage/LBRT.csv'.
[2025-11-25T10:27:55.375429] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'LBRT'.
[2025-11-25T10:27:55.375758] [INFO ] [CONFIGURE ] LBRT: Testing with 29 available features
[2025-11-25T10:27:55.375822] [INFO ] [CONFIGURE ] LBRT: Establishing baseline with no features...
[2025-11-25T10:27:55.564694] [DEBUG] [FORECASTER] LBRT: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T10:27:55.755965] [DEBUG] [FORECASTER] LBRT: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0
[2025-11-25T10:27:55.947825] [DEBUG] [FORECASTER] LBRT: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T10:27:56.138357] [DEBUG] [FORECASTER] LBRT: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T10:27:56.338187] [DEBUG] [FORECASTER] LBRT: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-25T10:27:56.528447] [DEBUG] [FORECASTER] LBRT: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T10:27:56.737149] [DEBUG] [FORECASTER] LBRT: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T10:27:56.926343] [DEBUG] [FORECASTER] LBRT: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T10:27:57.120270] [DEBUG] [FORECASTER] LBRT: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T10:27:57.345303] [DEBUG] [FORECASTER] LBRT: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T10:27:57.345608] [INFO ] [CONFIGURE ] LBRT: Baseline score (no features): 30.00%
[2025-11-25T10:27:57.345746] [INFO ] [CONFIGURE ] LBRT: Testing feature 1/29: add_bollinger_bands
[2025-11-25T10:27:57.345851] [INFO ] [CONFIGURE ] LBRT: Testing with features: ['add_bollinger_bands']
[2025-11-25T10:27:57.580439] [DEBUG] [FORECASTER] LBRT: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T10:27:57.808679] [DEBUG] [FORECASTER] LBRT: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0
[2025-11-25T10:27:58.034806] [DEBUG] [FORECASTER] LBRT: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T10:27:58.276636] [DEBUG] [FORECASTER] LBRT: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T10:27:58.516352] [DEBUG] [FORECASTER] LBRT: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-25T10:27:58.752778] [DEBUG] [FORECASTER] LBRT: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T10:27:58.981929] [DEBUG] [FORECASTER] LBRT: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T10:27:59.220934] [DEBUG] [FORECASTER] LBRT: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T10:27:59.434160] [DEBUG] [FORECASTER] LBRT: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T10:27:59.647456] [DEBUG] [FORECASTER] LBRT: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T10:27:59.647676] [INFO ] [CONFIGURE ] LBRT: DISCARDED add_bollinger_bands (score: 30.00%)
[2025-11-25T10:27:59.647772] [INFO ] [CONFIGURE ] JOB ETA: 16.8m | Avg: 2.8s/test | Remaining: 365 tests
[2025-11-25T10:27:59.647832] [INFO ] [CONFIGURE ] LBRT: Testing feature 2/29: add_cumulative_delta
[2025-11-25T10:27:59.648026] [INFO ] [CONFIGURE ] LBRT: Testing with features: ['add_cumulative_delta']
[2025-11-25T10:27:59.870938] [DEBUG] [FORECASTER] LBRT: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T10:28:00.103767] [DEBUG] [FORECASTER] LBRT: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0
[2025-11-25T10:28:00.336392] [DEBUG] [FORECASTER] LBRT: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T10:28:01.391837] [DEBUG] [FORECASTER] LBRT: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T10:28:01.661080] [DEBUG] [FORECASTER] LBRT: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T10:28:01.918995] [DEBUG] [FORECASTER] LBRT: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T10:28:02.142347] [DEBUG] [FORECASTER] LBRT: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T10:28:02.366775] [DEBUG] [FORECASTER] LBRT: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T10:28:02.572357] [DEBUG] [FORECASTER] LBRT: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T10:28:02.783982] [DEBUG] [FORECASTER] LBRT: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T10:28:02.784164] [INFO ] [CONFIGURE ] LBRT: KEPT add_cumulative_delta (score: 60.00%)
[2025-11-25T10:28:02.784212] [INFO ] [CONFIGURE ] JOB ETA: 16.7m | Avg: 2.8s/test | Remaining: 364 tests
[2025-11-25T10:28:02.784252] [INFO ] [CONFIGURE ] LBRT: Testing feature 3/29: add_daily_returns
[2025-11-25T10:28:02.784289] [INFO ] [CONFIGURE ] LBRT: Testing with features: ['add_cumulative_delta', 'add_daily_returns']
[2025-11-25T10:28:03.000858] [DEBUG] [FORECASTER] LBRT: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T10:28:03.226290] [DEBUG] [FORECASTER] LBRT: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0
[2025-11-25T10:28:03.455581] [DEBUG] [FORECASTER] LBRT: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T10:28:03.680069] [DEBUG] [FORECASTER] LBRT: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T10:28:03.907965] [DEBUG] [FORECASTER] LBRT: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-25T10:28:04.140433] [DEBUG] [FORECASTER] LBRT: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T10:28:04.370295] [DEBUG] [FORECASTER] LBRT: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T10:28:04.600432] [DEBUG] [FORECASTER] LBRT: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T10:28:04.824054] [DEBUG] [FORECASTER] LBRT: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T10:28:05.048226] [DEBUG] [FORECASTER] LBRT: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T10:28:05.048462] [INFO ] [CONFIGURE ] LBRT: DISCARDED add_daily_returns (score: 30.00%)
[2025-11-25T10:28:05.048525] [INFO ] [CONFIGURE ] JOB ETA: 16.7m | Avg: 2.8s/test | Remaining: 363 tests
[2025-11-25T10:28:05.048576] [INFO ] [CONFIGURE ] LBRT: Testing feature 4/29: add_ema
[2025-11-25T10:28:05.048624] [INFO ] [CONFIGURE ] LBRT: Testing with features: ['add_cumulative_delta', 'add_ema']
[2025-11-25T10:28:05.313139] [DEBUG] [FORECASTER] LBRT: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T10:28:05.584004] [DEBUG] [FORECASTER] LBRT: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0
[2025-11-25T10:28:05.851540] [DEBUG] [FORECASTER] LBRT: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T10:28:06.118127] [DEBUG] [FORECASTER] LBRT: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T10:28:06.396463] [DEBUG] [FORECASTER] LBRT: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-25T10:28:06.663612] [DEBUG] [FORECASTER] LBRT: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T10:28:06.932579] [DEBUG] [FORECASTER] LBRT: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T10:28:07.201053] [DEBUG] [FORECASTER] LBRT: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T10:28:07.469984] [DEBUG] [FORECASTER] LBRT: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T10:28:07.736967] [DEBUG] [FORECASTER] LBRT: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T10:28:07.737176] [INFO ] [CONFIGURE ] LBRT: DISCARDED add_ema (score: 30.00%)
[2025-11-25T10:28:07.737235] [INFO ] [CONFIGURE ] JOB ETA: 16.7m | Avg: 2.8s/test | Remaining: 362 tests
[2025-11-25T10:28:07.737281] [INFO ] [CONFIGURE ] LBRT: Testing feature 5/29: add_exhaustion_signals
[2025-11-25T10:28:07.737322] [INFO ] [CONFIGURE ] LBRT: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals']
[2025-11-25T10:28:07.988571] [DEBUG] [FORECASTER] LBRT: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T10:28:08.244027] [DEBUG] [FORECASTER] LBRT: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0
[2025-11-25T10:28:08.499888] [DEBUG] [FORECASTER] LBRT: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T10:28:08.760621] [DEBUG] [FORECASTER] LBRT: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T10:28:09.018189] [DEBUG] [FORECASTER] LBRT: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-25T10:28:09.281595] [DEBUG] [FORECASTER] LBRT: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T10:28:09.546257] [DEBUG] [FORECASTER] LBRT: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T10:28:09.807998] [DEBUG] [FORECASTER] LBRT: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T10:28:10.068610] [DEBUG] [FORECASTER] LBRT: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T10:28:10.325914] [DEBUG] [FORECASTER] LBRT: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T10:28:10.326097] [INFO ] [CONFIGURE ] LBRT: DISCARDED add_exhaustion_signals (score: 50.00%)
[2025-11-25T10:28:10.326156] [INFO ] [CONFIGURE ] JOB ETA: 16.6m | Avg: 2.8s/test | Remaining: 361 tests
[2025-11-25T10:28:10.326206] [INFO ] [CONFIGURE ] LBRT: Testing feature 6/29: add_failed_moves
[2025-11-25T10:28:10.326307] [INFO ] [CONFIGURE ] LBRT: Testing with features: ['add_cumulative_delta', 'add_failed_moves']
[2025-11-25T10:28:10.544788] [DEBUG] [FORECASTER] LBRT: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T10:28:10.762961] [DEBUG] [FORECASTER] LBRT: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0
[2025-11-25T10:28:10.981770] [DEBUG] [FORECASTER] LBRT: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T10:28:11.203639] [DEBUG] [FORECASTER] LBRT: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T10:28:11.439219] [DEBUG] [FORECASTER] LBRT: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T10:28:11.662021] [DEBUG] [FORECASTER] LBRT: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T10:28:11.888039] [DEBUG] [FORECASTER] LBRT: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T10:28:12.115612] [DEBUG] [FORECASTER] LBRT: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T10:28:12.339683] [DEBUG] [FORECASTER] LBRT: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T10:28:12.574587] [DEBUG] [FORECASTER] LBRT: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T10:28:12.574789] [INFO ] [CONFIGURE ] LBRT: DISCARDED add_failed_moves (score: 60.00%)
[2025-11-25T10:28:12.574856] [INFO ] [CONFIGURE ] JOB ETA: 16.6m | Avg: 2.8s/test | Remaining: 360 tests
[2025-11-25T10:28:12.574916] [INFO ] [CONFIGURE ] LBRT: Testing feature 7/29: add_lag_shelf
[2025-11-25T10:28:12.574964] [INFO ] [CONFIGURE ] LBRT: Testing with features: ['add_cumulative_delta', 'add_lag_shelf']
[2025-11-25T10:28:12.781368] [DEBUG] [FORECASTER] LBRT: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T10:28:13.001765] [DEBUG] [FORECASTER] LBRT: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0
[2025-11-25T10:28:13.215756] [DEBUG] [FORECASTER] LBRT: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T10:28:13.429988] [DEBUG] [FORECASTER] LBRT: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T10:28:13.642763] [DEBUG] [FORECASTER] LBRT: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T10:28:13.859427] [DEBUG] [FORECASTER] LBRT: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T10:28:14.073538] [DEBUG] [FORECASTER] LBRT: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T10:28:14.296071] [DEBUG] [FORECASTER] LBRT: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T10:28:14.508140] [DEBUG] [FORECASTER] LBRT: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T10:28:14.722907] [DEBUG] [FORECASTER] LBRT: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T10:28:14.723072] [INFO ] [CONFIGURE ] LBRT: DISCARDED add_lag_shelf (score: 60.00%)
[2025-11-25T10:28:14.723121] [INFO ] [CONFIGURE ] JOB ETA: 16.5m | Avg: 2.8s/test | Remaining: 359 tests
[2025-11-25T10:28:14.723160] [INFO ] [CONFIGURE ] LBRT: Testing feature 8/29: add_macd
[2025-11-25T10:28:14.723196] [INFO ] [CONFIGURE ] LBRT: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_macd']
[2025-11-25T10:28:15.034141] [DEBUG] [FORECASTER] LBRT: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T10:28:15.349938] [DEBUG] [FORECASTER] LBRT: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0
[2025-11-25T10:28:15.671790] [DEBUG] [FORECASTER] LBRT: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T10:28:15.997456] [DEBUG] [FORECASTER] LBRT: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T10:28:16.319793] [DEBUG] [FORECASTER] LBRT: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T10:28:16.681354] [DEBUG] [FORECASTER] LBRT: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T10:28:17.048246] [DEBUG] [FORECASTER] LBRT: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T10:28:17.412467] [DEBUG] [FORECASTER] LBRT: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T10:28:17.764459] [DEBUG] [FORECASTER] LBRT: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T10:28:18.187299] [DEBUG] [FORECASTER] LBRT: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T10:28:18.187549] [INFO ] [CONFIGURE ] LBRT: DISCARDED add_macd (score: 60.00%)
[2025-11-25T10:28:18.187612] [INFO ] [CONFIGURE ] JOB ETA: 16.5m | Avg: 2.8s/test | Remaining: 358 tests
[2025-11-25T10:28:18.187684] [INFO ] [CONFIGURE ] LBRT: Testing feature 9/29: add_mfi
[2025-11-25T10:28:18.187732] [INFO ] [CONFIGURE ] LBRT: Testing with features: ['add_cumulative_delta', 'add_mfi']
[2025-11-25T10:28:18.521009] [DEBUG] [FORECASTER] LBRT: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T10:28:18.810066] [DEBUG] [FORECASTER] LBRT: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0
[2025-11-25T10:28:19.064996] [DEBUG] [FORECASTER] LBRT: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T10:28:19.339763] [DEBUG] [FORECASTER] LBRT: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T10:28:19.606090] [DEBUG] [FORECASTER] LBRT: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T10:28:19.880668] [DEBUG] [FORECASTER] LBRT: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T10:28:20.146601] [DEBUG] [FORECASTER] LBRT: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T10:28:20.418011] [DEBUG] [FORECASTER] LBRT: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T10:28:20.670556] [DEBUG] [FORECASTER] LBRT: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T10:28:20.917392] [DEBUG] [FORECASTER] LBRT: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T10:28:20.917578] [INFO ] [CONFIGURE ] LBRT: DISCARDED add_mfi (score: 50.00%)
[2025-11-25T10:28:20.917633] [INFO ] [CONFIGURE ] JOB ETA: 16.4m | Avg: 2.8s/test | Remaining: 357 tests
[2025-11-25T10:28:20.917699] [INFO ] [CONFIGURE ] LBRT: Testing feature 10/29: add_momentum_acceleration
[2025-11-25T10:28:20.917737] [INFO ] [CONFIGURE ] LBRT: Testing with features: ['add_cumulative_delta', 'add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-11-25T10:28:21.232152] [DEBUG] [FORECASTER] LBRT: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T10:28:21.578850] [DEBUG] [FORECASTER] LBRT: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0
[2025-11-25T10:28:21.923858] [DEBUG] [FORECASTER] LBRT: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T10:28:22.255102] [DEBUG] [FORECASTER] LBRT: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T10:28:22.584702] [DEBUG] [FORECASTER] LBRT: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-25T10:28:22.911891] [DEBUG] [FORECASTER] LBRT: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T10:28:23.247571] [DEBUG] [FORECASTER] LBRT: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T10:28:23.593075] [DEBUG] [FORECASTER] LBRT: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T10:28:23.950135] [DEBUG] [FORECASTER] LBRT: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T10:28:24.278887] [DEBUG] [FORECASTER] LBRT: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T10:28:24.279069] [INFO ] [CONFIGURE ] LBRT: DISCARDED add_momentum_acceleration (score: 50.00%)
[2025-11-25T10:28:24.279133] [INFO ] [CONFIGURE ] JOB ETA: 16.4m | Avg: 2.8s/test | Remaining: 356 tests
[2025-11-25T10:28:24.279179] [INFO ] [CONFIGURE ] LBRT: Testing feature 11/29: add_obv_daily
[2025-11-25T10:28:24.279232] [INFO ] [CONFIGURE ] LBRT: Testing with features: ['add_cumulative_delta', 'add_obv_daily']
[2025-11-25T10:28:24.527382] [DEBUG] [FORECASTER] LBRT: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T10:28:24.801882] [DEBUG] [FORECASTER] LBRT: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0
[2025-11-25T10:28:25.045182] [DEBUG] [FORECASTER] LBRT: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T10:28:25.300726] [DEBUG] [FORECASTER] LBRT: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T10:28:25.540081] [DEBUG] [FORECASTER] LBRT: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-25T10:28:25.781986] [DEBUG] [FORECASTER] LBRT: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T10:28:26.022930] [DEBUG] [FORECASTER] LBRT: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T10:28:26.266379] [DEBUG] [FORECASTER] LBRT: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T10:28:26.511912] [DEBUG] [FORECASTER] LBRT: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T10:28:26.796350] [DEBUG] [FORECASTER] LBRT: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T10:28:26.796569] [INFO ] [CONFIGURE ] LBRT: DISCARDED add_obv_daily (score: 20.00%)
[2025-11-25T10:28:26.796631] [INFO ] [CONFIGURE ] JOB ETA: 16.3m | Avg: 2.8s/test | Remaining: 355 tests
[2025-11-25T10:28:26.796704] [INFO ] [CONFIGURE ] LBRT: Testing feature 12/29: add_obv_interval
[2025-11-25T10:28:26.796752] [INFO ] [CONFIGURE ] LBRT: Testing with features: ['add_cumulative_delta', 'add_obv_interval']
[2025-11-25T10:28:27.058820] [DEBUG] [FORECASTER] LBRT: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T10:28:27.318681] [DEBUG] [FORECASTER] LBRT: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0
[2025-11-25T10:28:27.563611] [DEBUG] [FORECASTER] LBRT: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T10:28:27.797950] [DEBUG] [FORECASTER] LBRT: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T10:28:28.042000] [DEBUG] [FORECASTER] LBRT: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T10:28:28.285782] [DEBUG] [FORECASTER] LBRT: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T10:28:28.521552] [DEBUG] [FORECASTER] LBRT: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T10:28:28.755242] [DEBUG] [FORECASTER] LBRT: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T10:28:28.998988] [DEBUG] [FORECASTER] LBRT: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T10:28:29.242676] [DEBUG] [FORECASTER] LBRT: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T10:28:29.242887] [INFO ] [CONFIGURE ] LBRT: DISCARDED add_obv_interval (score: 60.00%)
[2025-11-25T10:28:29.242951] [INFO ] [CONFIGURE ] JOB ETA: 16.3m | Avg: 2.8s/test | Remaining: 354 tests
[2025-11-25T10:28:29.242996] [INFO ] [CONFIGURE ] LBRT: Testing feature 13/29: add_opening_strength
[2025-11-25T10:28:29.243064] [INFO ] [CONFIGURE ] LBRT: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_opening_strength']
[2025-11-25T10:28:29.515885] [DEBUG] [FORECASTER] LBRT: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T10:28:29.775863] [DEBUG] [FORECASTER] LBRT: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0
[2025-11-25T10:28:30.041521] [DEBUG] [FORECASTER] LBRT: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T10:28:30.311969] [DEBUG] [FORECASTER] LBRT: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T10:28:30.578677] [DEBUG] [FORECASTER] LBRT: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-25T10:28:30.839979] [DEBUG] [FORECASTER] LBRT: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T10:28:31.126677] [DEBUG] [FORECASTER] LBRT: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T10:28:31.412120] [DEBUG] [FORECASTER] LBRT: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T10:28:31.699626] [DEBUG] [FORECASTER] LBRT: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T10:28:31.982763] [DEBUG] [FORECASTER] LBRT: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T10:28:31.982964] [INFO ] [CONFIGURE ] LBRT: DISCARDED add_opening_strength (score: 40.00%)
[2025-11-25T10:28:31.983022] [INFO ] [CONFIGURE ] JOB ETA: 16.2m | Avg: 2.8s/test | Remaining: 353 tests
[2025-11-25T10:28:31.983067] [INFO ] [CONFIGURE ] LBRT: Testing feature 14/29: add_order_flow_imbalance
[2025-11-25T10:28:31.983106] [INFO ] [CONFIGURE ] LBRT: Testing with features: ['add_cumulative_delta', 'add_order_flow_imbalance']
[2025-11-25T10:28:32.255123] [DEBUG] [FORECASTER] LBRT: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T10:28:32.536052] [DEBUG] [FORECASTER] LBRT: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0
[2025-11-25T10:28:32.803418] [DEBUG] [FORECASTER] LBRT: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T10:28:33.064598] [DEBUG] [FORECASTER] LBRT: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T10:28:33.326094] [DEBUG] [FORECASTER] LBRT: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T10:28:33.592979] [DEBUG] [FORECASTER] LBRT: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T10:28:33.850688] [DEBUG] [FORECASTER] LBRT: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T10:28:34.112941] [DEBUG] [FORECASTER] LBRT: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T10:28:34.375348] [DEBUG] [FORECASTER] LBRT: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T10:28:34.636490] [DEBUG] [FORECASTER] LBRT: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T10:28:34.636688] [INFO ] [CONFIGURE ] LBRT: DISCARDED add_order_flow_imbalance (score: 30.00%)
[2025-11-25T10:28:34.636751] [INFO ] [CONFIGURE ] JOB ETA: 16.2m | Avg: 2.8s/test | Remaining: 352 tests
[2025-11-25T10:28:34.636800] [INFO ] [CONFIGURE ] LBRT: Testing feature 15/29: add_pbf_morning_momentum
[2025-11-25T10:28:34.636849] [INFO ] [CONFIGURE ] LBRT: Testing with features: ['add_cumulative_delta', 'add_pbf_morning_momentum']
[2025-11-25T10:28:34.878905] [DEBUG] [FORECASTER] LBRT: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T10:28:35.133574] [DEBUG] [FORECASTER] LBRT: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0
[2025-11-25T10:28:35.373888] [DEBUG] [FORECASTER] LBRT: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T10:28:35.616860] [DEBUG] [FORECASTER] LBRT: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T10:28:35.853168] [DEBUG] [FORECASTER] LBRT: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T10:28:36.095789] [DEBUG] [FORECASTER] LBRT: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T10:28:36.342494] [DEBUG] [FORECASTER] LBRT: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T10:28:36.585200] [DEBUG] [FORECASTER] LBRT: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T10:28:36.826885] [DEBUG] [FORECASTER] LBRT: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T10:28:37.070324] [DEBUG] [FORECASTER] LBRT: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T10:28:37.070556] [INFO ] [CONFIGURE ] LBRT: DISCARDED add_pbf_morning_momentum (score: 50.00%)
[2025-11-25T10:28:37.070787] [INFO ] [CONFIGURE ] JOB ETA: 16.1m | Avg: 2.8s/test | Remaining: 351 tests
[2025-11-25T10:28:37.070900] [INFO ] [CONFIGURE ] LBRT: Testing feature 16/29: add_pbf_overnight_gap
[2025-11-25T10:28:37.071006] [INFO ] [CONFIGURE ] LBRT: Testing with features: ['add_cumulative_delta', 'add_pbf_overnight_gap']
[2025-11-25T10:28:37.326302] [DEBUG] [FORECASTER] LBRT: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T10:28:37.580961] [DEBUG] [FORECASTER] LBRT: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0
[2025-11-25T10:28:37.839547] [DEBUG] [FORECASTER] LBRT: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T10:28:38.101425] [DEBUG] [FORECASTER] LBRT: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T10:28:38.362801] [DEBUG] [FORECASTER] LBRT: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-25T10:28:38.621363] [DEBUG] [FORECASTER] LBRT: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T10:28:38.876988] [DEBUG] [FORECASTER] LBRT: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T10:28:39.135524] [DEBUG] [FORECASTER] LBRT: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T10:28:39.402255] [DEBUG] [FORECASTER] LBRT: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T10:28:39.645065] [DEBUG] [FORECASTER] LBRT: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T10:28:39.645247] [INFO ] [CONFIGURE ] LBRT: DISCARDED add_pbf_overnight_gap (score: 40.00%)
[2025-11-25T10:28:39.645304] [INFO ] [CONFIGURE ] JOB ETA: 16.1m | Avg: 2.8s/test | Remaining: 350 tests
[2025-11-25T10:28:39.645351] [INFO ] [CONFIGURE ] LBRT: Testing feature 17/29: add_pbf_return_2d
[2025-11-25T10:28:39.645395] [INFO ] [CONFIGURE ] LBRT: Testing with features: ['add_cumulative_delta', 'add_pbf_return_2d']
[2025-11-25T10:28:39.882523] [DEBUG] [FORECASTER] LBRT: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T10:28:40.130760] [DEBUG] [FORECASTER] LBRT: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0
[2025-11-25T10:28:40.373118] [DEBUG] [FORECASTER] LBRT: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T10:28:40.638177] [DEBUG] [FORECASTER] LBRT: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T10:28:40.878250] [DEBUG] [FORECASTER] LBRT: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-25T10:28:41.106326] [DEBUG] [FORECASTER] LBRT: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T10:28:41.344206] [DEBUG] [FORECASTER] LBRT: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T10:28:41.571732] [DEBUG] [FORECASTER] LBRT: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T10:28:41.806812] [DEBUG] [FORECASTER] LBRT: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T10:28:42.072355] [DEBUG] [FORECASTER] LBRT: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T10:28:42.072575] [INFO ] [CONFIGURE ] LBRT: DISCARDED add_pbf_return_2d (score: 50.00%)
[2025-11-25T10:28:42.072635] [INFO ] [CONFIGURE ] JOB ETA: 16.1m | Avg: 2.8s/test | Remaining: 349 tests
[2025-11-25T10:28:42.072706] [INFO ] [CONFIGURE ] LBRT: Testing feature 18/29: add_pbf_volatility_5d
[2025-11-25T10:28:42.072754] [INFO ] [CONFIGURE ] LBRT: Testing with features: ['add_cumulative_delta', 'add_pbf_volatility_5d']
[2025-11-25T10:28:42.301391] [DEBUG] [FORECASTER] LBRT: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T10:28:42.523193] [DEBUG] [FORECASTER] LBRT: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0
[2025-11-25T10:28:42.745898] [DEBUG] [FORECASTER] LBRT: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T10:28:42.994224] [DEBUG] [FORECASTER] LBRT: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T10:28:43.226344] [DEBUG] [FORECASTER] LBRT: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-25T10:28:43.462931] [DEBUG] [FORECASTER] LBRT: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T10:28:43.702343] [DEBUG] [FORECASTER] LBRT: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T10:28:43.939408] [DEBUG] [FORECASTER] LBRT: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T10:28:44.174798] [DEBUG] [FORECASTER] LBRT: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T10:28:44.456881] [DEBUG] [FORECASTER] LBRT: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T10:28:44.457152] [INFO ] [CONFIGURE ] LBRT: DISCARDED add_pbf_volatility_5d (score: 60.00%)
[2025-11-25T10:28:44.457296] [INFO ] [CONFIGURE ] JOB ETA: 16.0m | Avg: 2.8s/test | Remaining: 348 tests
[2025-11-25T10:28:44.457379] [INFO ] [CONFIGURE ] LBRT: Testing feature 19/29: add_pbf_vs_sma_5
[2025-11-25T10:28:44.457456] [INFO ] [CONFIGURE ] LBRT: Testing with features: ['add_cumulative_delta', 'add_pbf_vs_sma_5']
[2025-11-25T10:28:44.707833] [DEBUG] [FORECASTER] LBRT: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T10:28:44.933394] [DEBUG] [FORECASTER] LBRT: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0
[2025-11-25T10:28:45.157220] [DEBUG] [FORECASTER] LBRT: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T10:28:45.403931] [DEBUG] [FORECASTER] LBRT: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T10:28:45.643691] [DEBUG] [FORECASTER] LBRT: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T10:28:45.873917] [DEBUG] [FORECASTER] LBRT: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T10:28:46.114751] [DEBUG] [FORECASTER] LBRT: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T10:28:46.375019] [DEBUG] [FORECASTER] LBRT: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T10:28:46.628832] [DEBUG] [FORECASTER] LBRT: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T10:28:46.875166] [DEBUG] [FORECASTER] LBRT: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T10:28:46.875349] [INFO ] [CONFIGURE ] LBRT: DISCARDED add_pbf_vs_sma_5 (score: 50.00%)
[2025-11-25T10:28:46.875400] [INFO ] [CONFIGURE ] JOB ETA: 16.0m | Avg: 2.8s/test | Remaining: 347 tests
[2025-11-25T10:28:46.875442] [INFO ] [CONFIGURE ] LBRT: Testing feature 20/29: add_price_rejection
[2025-11-25T10:28:46.875480] [INFO ] [CONFIGURE ] LBRT: Testing with features: ['add_cumulative_delta', 'add_price_rejection']
[2025-11-25T10:28:47.137976] [DEBUG] [FORECASTER] LBRT: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T10:28:47.406431] [DEBUG] [FORECASTER] LBRT: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0
[2025-11-25T10:28:47.672475] [DEBUG] [FORECASTER] LBRT: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T10:28:47.946188] [DEBUG] [FORECASTER] LBRT: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T10:28:48.209977] [DEBUG] [FORECASTER] LBRT: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-25T10:28:48.475842] [DEBUG] [FORECASTER] LBRT: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T10:28:48.740661] [DEBUG] [FORECASTER] LBRT: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T10:28:49.010573] [DEBUG] [FORECASTER] LBRT: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T10:28:49.292129] [DEBUG] [FORECASTER] LBRT: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T10:28:49.560735] [DEBUG] [FORECASTER] LBRT: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T10:28:49.560924] [INFO ] [CONFIGURE ] LBRT: DISCARDED add_price_rejection (score: 50.00%)
[2025-11-25T10:28:49.560994] [INFO ] [CONFIGURE ] JOB ETA: 15.9m | Avg: 2.8s/test | Remaining: 346 tests
[2025-11-25T10:28:49.561044] [INFO ] [CONFIGURE ] LBRT: Testing feature 21/29: add_range_position
[2025-11-25T10:28:49.561090] [INFO ] [CONFIGURE ] LBRT: Testing with features: ['add_cumulative_delta', 'add_range_position']
[2025-11-25T10:28:49.831118] [DEBUG] [FORECASTER] LBRT: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T10:28:50.093832] [DEBUG] [FORECASTER] LBRT: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0
[2025-11-25T10:28:50.361256] [DEBUG] [FORECASTER] LBRT: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T10:28:50.631436] [DEBUG] [FORECASTER] LBRT: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T10:28:50.908427] [DEBUG] [FORECASTER] LBRT: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-25T10:28:51.186727] [DEBUG] [FORECASTER] LBRT: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T10:28:51.483388] [DEBUG] [FORECASTER] LBRT: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T10:28:51.776773] [DEBUG] [FORECASTER] LBRT: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T10:28:52.070798] [DEBUG] [FORECASTER] LBRT: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T10:28:52.361357] [DEBUG] [FORECASTER] LBRT: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T10:28:52.361593] [INFO ] [CONFIGURE ] LBRT: DISCARDED add_range_position (score: 50.00%)
[2025-11-25T10:28:52.361675] [INFO ] [CONFIGURE ] JOB ETA: 15.9m | Avg: 2.8s/test | Remaining: 345 tests
[2025-11-25T10:28:52.361738] [INFO ] [CONFIGURE ] LBRT: Testing feature 22/29: add_realized_volatility
[2025-11-25T10:28:52.361788] [INFO ] [CONFIGURE ] LBRT: Testing with features: ['add_cumulative_delta', 'add_realized_volatility']
[2025-11-25T10:28:52.732275] [DEBUG] [FORECASTER] LBRT: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T10:28:53.104016] [DEBUG] [FORECASTER] LBRT: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0
[2025-11-25T10:28:53.466497] [DEBUG] [FORECASTER] LBRT: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T10:28:53.840527] [DEBUG] [FORECASTER] LBRT: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T10:28:54.207311] [DEBUG] [FORECASTER] LBRT: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-25T10:28:54.576452] [DEBUG] [FORECASTER] LBRT: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T10:28:54.941130] [DEBUG] [FORECASTER] LBRT: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T10:28:55.323497] [DEBUG] [FORECASTER] LBRT: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T10:28:55.696515] [DEBUG] [FORECASTER] LBRT: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T10:28:56.068302] [DEBUG] [FORECASTER] LBRT: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T10:28:56.068490] [INFO ] [CONFIGURE ] LBRT: DISCARDED add_realized_volatility (score: 30.00%)
[2025-11-25T10:28:56.068551] [INFO ] [CONFIGURE ] JOB ETA: 15.8m | Avg: 2.8s/test | Remaining: 344 tests
[2025-11-25T10:28:56.068602] [INFO ] [CONFIGURE ] LBRT: Testing feature 23/29: add_recent_range_context
[2025-11-25T10:28:56.068671] [INFO ] [CONFIGURE ] LBRT: Testing with features: ['add_cumulative_delta', 'add_recent_range_context']
[2025-11-25T10:28:56.340500] [DEBUG] [FORECASTER] LBRT: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T10:28:56.611136] [DEBUG] [FORECASTER] LBRT: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0
[2025-11-25T10:28:56.873981] [DEBUG] [FORECASTER] LBRT: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T10:28:57.145464] [DEBUG] [FORECASTER] LBRT: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T10:28:57.458718] [DEBUG] [FORECASTER] LBRT: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-25T10:28:57.718664] [DEBUG] [FORECASTER] LBRT: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T10:28:57.995740] [DEBUG] [FORECASTER] LBRT: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T10:28:58.272608] [DEBUG] [FORECASTER] LBRT: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T10:28:58.535549] [DEBUG] [FORECASTER] LBRT: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T10:28:58.784820] [DEBUG] [FORECASTER] LBRT: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T10:28:58.784991] [INFO ] [CONFIGURE ] LBRT: DISCARDED add_recent_range_context (score: 40.00%)
[2025-11-25T10:28:58.785049] [INFO ] [CONFIGURE ] JOB ETA: 15.8m | Avg: 2.8s/test | Remaining: 343 tests
[2025-11-25T10:28:58.785098] [INFO ] [CONFIGURE ] LBRT: Testing feature 24/29: add_rsi
[2025-11-25T10:28:58.785165] [INFO ] [CONFIGURE ] LBRT: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_rsi']
[2025-11-25T10:28:59.074143] [DEBUG] [FORECASTER] LBRT: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T10:28:59.358637] [DEBUG] [FORECASTER] LBRT: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0
[2025-11-25T10:28:59.676220] [DEBUG] [FORECASTER] LBRT: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T10:28:59.996814] [DEBUG] [FORECASTER] LBRT: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T10:29:00.312466] [DEBUG] [FORECASTER] LBRT: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T10:29:00.617690] [DEBUG] [FORECASTER] LBRT: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T10:29:01.655882] [DEBUG] [FORECASTER] LBRT: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T10:29:02.033232] [DEBUG] [FORECASTER] LBRT: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T10:29:02.335564] [DEBUG] [FORECASTER] LBRT: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T10:29:02.635190] [DEBUG] [FORECASTER] LBRT: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T10:29:02.635369] [INFO ] [CONFIGURE ] LBRT: DISCARDED add_rsi (score: 30.00%)
[2025-11-25T10:29:02.635429] [INFO ] [CONFIGURE ] JOB ETA: 15.7m | Avg: 2.8s/test | Remaining: 342 tests
[2025-11-25T10:29:02.635477] [INFO ] [CONFIGURE ] LBRT: Testing feature 25/29: add_tick_distribution
[2025-11-25T10:29:02.635523] [INFO ] [CONFIGURE ] LBRT: Testing with features: ['add_cumulative_delta', 'add_tick_distribution']
[2025-11-25T10:29:02.879852] [DEBUG] [FORECASTER] LBRT: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T10:29:03.128385] [DEBUG] [FORECASTER] LBRT: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0
[2025-11-25T10:29:03.379705] [DEBUG] [FORECASTER] LBRT: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T10:29:03.630547] [DEBUG] [FORECASTER] LBRT: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T10:29:03.878449] [DEBUG] [FORECASTER] LBRT: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T10:29:04.125024] [DEBUG] [FORECASTER] LBRT: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T10:29:04.352220] [DEBUG] [FORECASTER] LBRT: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T10:29:04.593256] [DEBUG] [FORECASTER] LBRT: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T10:29:04.851503] [DEBUG] [FORECASTER] LBRT: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T10:29:05.108853] [DEBUG] [FORECASTER] LBRT: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T10:29:05.109064] [INFO ] [CONFIGURE ] LBRT: DISCARDED add_tick_distribution (score: 40.00%)
[2025-11-25T10:29:05.109148] [INFO ] [CONFIGURE ] JOB ETA: 15.7m | Avg: 2.8s/test | Remaining: 341 tests
[2025-11-25T10:29:05.109224] [INFO ] [CONFIGURE ] LBRT: Testing feature 26/29: add_volume_momentum_confirmation
[2025-11-25T10:29:05.109295] [INFO ] [CONFIGURE ] LBRT: Testing with features: ['add_cumulative_delta', 'add_volume_momentum_confirmation']
[2025-11-25T10:29:05.364522] [DEBUG] [FORECASTER] LBRT: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T10:29:05.682013] [DEBUG] [FORECASTER] LBRT: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0
[2025-11-25T10:29:06.015972] [DEBUG] [FORECASTER] LBRT: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T10:29:06.370670] [DEBUG] [FORECASTER] LBRT: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T10:29:06.655038] [DEBUG] [FORECASTER] LBRT: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T10:29:06.904956] [DEBUG] [FORECASTER] LBRT: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T10:29:07.150923] [DEBUG] [FORECASTER] LBRT: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T10:29:07.407510] [DEBUG] [FORECASTER] LBRT: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T10:29:07.654892] [DEBUG] [FORECASTER] LBRT: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T10:29:07.901448] [DEBUG] [FORECASTER] LBRT: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T10:29:07.901688] [INFO ] [CONFIGURE ] LBRT: DISCARDED add_volume_momentum_confirmation (score: 50.00%)
[2025-11-25T10:29:07.901751] [INFO ] [CONFIGURE ] JOB ETA: 15.6m | Avg: 2.8s/test | Remaining: 340 tests
[2025-11-25T10:29:07.901801] [INFO ] [CONFIGURE ] LBRT: Testing feature 27/29: add_volume_price_divergence
[2025-11-25T10:29:07.901843] [INFO ] [CONFIGURE ] LBRT: Testing with features: ['add_cumulative_delta', 'add_volume_price_divergence']
[2025-11-25T10:29:08.170726] [DEBUG] [FORECASTER] LBRT: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T10:29:08.431442] [DEBUG] [FORECASTER] LBRT: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0
[2025-11-25T10:29:08.712831] [DEBUG] [FORECASTER] LBRT: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T10:29:08.986802] [DEBUG] [FORECASTER] LBRT: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T10:29:09.264613] [DEBUG] [FORECASTER] LBRT: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T10:29:09.532792] [DEBUG] [FORECASTER] LBRT: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T10:29:09.800347] [DEBUG] [FORECASTER] LBRT: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T10:29:10.061496] [DEBUG] [FORECASTER] LBRT: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T10:29:10.326594] [DEBUG] [FORECASTER] LBRT: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T10:29:10.592517] [DEBUG] [FORECASTER] LBRT: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T10:29:10.592699] [INFO ] [CONFIGURE ] LBRT: DISCARDED add_volume_price_divergence (score: 30.00%)
[2025-11-25T10:29:10.592758] [INFO ] [CONFIGURE ] JOB ETA: 15.6m | Avg: 2.8s/test | Remaining: 339 tests
[2025-11-25T10:29:10.592805] [INFO ] [CONFIGURE ] LBRT: Testing feature 28/29: add_volume_profile
[2025-11-25T10:29:10.592846] [INFO ] [CONFIGURE ] LBRT: Testing with features: ['add_cumulative_delta', 'add_volume_profile']
[2025-11-25T10:29:10.844366] [DEBUG] [FORECASTER] LBRT: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T10:29:11.093715] [DEBUG] [FORECASTER] LBRT: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0
[2025-11-25T10:29:11.354216] [DEBUG] [FORECASTER] LBRT: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T10:29:11.614448] [DEBUG] [FORECASTER] LBRT: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T10:29:11.868686] [DEBUG] [FORECASTER] LBRT: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T10:29:12.125119] [DEBUG] [FORECASTER] LBRT: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T10:29:12.375331] [DEBUG] [FORECASTER] LBRT: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T10:29:12.637923] [DEBUG] [FORECASTER] LBRT: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T10:29:12.891617] [DEBUG] [FORECASTER] LBRT: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T10:29:13.157153] [DEBUG] [FORECASTER] LBRT: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T10:29:13.157352] [INFO ] [CONFIGURE ] LBRT: DISCARDED add_volume_profile (score: 40.00%)
[2025-11-25T10:29:13.157412] [INFO ] [CONFIGURE ] JOB ETA: 15.6m | Avg: 2.8s/test | Remaining: 338 tests
[2025-11-25T10:29:13.157460] [INFO ] [CONFIGURE ] LBRT: Testing feature 29/29: add_vwap
[2025-11-25T10:29:13.157503] [INFO ] [CONFIGURE ] LBRT: Testing with features: ['add_cumulative_delta', 'add_vwap']
[2025-11-25T10:29:13.417082] [DEBUG] [FORECASTER] LBRT: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T10:29:13.686266] [DEBUG] [FORECASTER] LBRT: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0
[2025-11-25T10:29:13.956668] [DEBUG] [FORECASTER] LBRT: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T10:29:14.228253] [DEBUG] [FORECASTER] LBRT: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T10:29:14.501176] [DEBUG] [FORECASTER] LBRT: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-25T10:29:14.763480] [DEBUG] [FORECASTER] LBRT: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T10:29:15.023042] [DEBUG] [FORECASTER] LBRT: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T10:29:15.286483] [DEBUG] [FORECASTER] LBRT: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T10:29:15.554618] [DEBUG] [FORECASTER] LBRT: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T10:29:15.815954] [DEBUG] [FORECASTER] LBRT: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T10:29:15.816139] [INFO ] [CONFIGURE ] LBRT: DISCARDED add_vwap (score: 40.00%)
[2025-11-25T10:29:15.816200] [INFO ] [CONFIGURE ] JOB ETA: 15.5m | Avg: 2.8s/test | Remaining: 337 tests
[2025-11-25T10:29:15.816251] [INFO ] [CONFIGURE ] LBRT: ===== FEATURE SELECTION COMPLETE =====
[2025-11-25T10:29:15.816294] [INFO ] [CONFIGURE ] LBRT: Best accuracy: 60.00%
[2025-11-25T10:29:15.816337] [INFO ] [CONFIGURE ] LBRT: Best feature set (1 features): ['add_cumulative_delta']
[2025-11-25T10:29:15.816378] [INFO ] [CONFIGURE ] LBRT: Improvement over baseline: 30.00%
[2025-11-25T10:29:15.816417] [INFO ] [CONFIGURE ] LBRT: Total time: 1.3 minutes
[2025-11-25T10:29:15.816456] [INFO ] [CONFIGURE ] LBRT: Average time per feature: 2.7 seconds
[2025-11-25T10:29:15.816496] [INFO ] [CONFIGURE ] LBRT: Average speed: 0.37 features/sec
[2025-11-25T10:29:15.817121] [INFO ] [LOCAL     ] Saved configuration for LBRT: 1 features, 60.00% accuracy -> ./output/feature-sets/LBRT.json
[2025-11-25T10:29:15.817185] [INFO ] [CONFIGURE ] LBRT: Configuration saved successfully: 1 features, 60.00% accuracy.
[2025-11-25T10:29:15.817242] [INFO ] [sig       ] [154/164] Successfully configured LBRT | 0.01 sym/s | Total: 3.5h | ETA: 13.5m
[2025-11-25T10:29:15.817288] [INFO ] [sig       ] [155/164] Configuring LW...
[2025-11-25T10:29:15.817330] [INFO ] [CONFIGURE ] LW: Configurate test run.
[2025-11-25T10:29:15.817370] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LW' from 'https://tdm.silogroup.org/data/derivative_storage/LW.csv'.
[2025-11-25T10:29:15.831157] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'LW'.
[2025-11-25T10:29:15.831620] [INFO ] [CONFIGURE ] LW: Testing with 29 available features
[2025-11-25T10:29:15.831705] [INFO ] [CONFIGURE ] LW: Establishing baseline with no features...
[2025-11-25T10:29:16.020589] [DEBUG] [FORECASTER] LW: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T10:29:16.211779] [DEBUG] [FORECASTER] LW: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T10:29:16.421309] [DEBUG] [FORECASTER] LW: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T10:29:16.598387] [DEBUG] [FORECASTER] LW: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T10:29:16.770583] [DEBUG] [FORECASTER] LW: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T10:29:16.945415] [DEBUG] [FORECASTER] LW: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T10:29:17.117426] [DEBUG] [FORECASTER] LW: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T10:29:17.292468] [DEBUG] [FORECASTER] LW: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T10:29:17.467567] [DEBUG] [FORECASTER] LW: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-25T10:29:17.643394] [DEBUG] [FORECASTER] LW: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-11-25T10:29:17.643599] [INFO ] [CONFIGURE ] LW: Baseline score (no features): 60.00%
[2025-11-25T10:29:17.643670] [INFO ] [CONFIGURE ] LW: Testing feature 1/29: add_bollinger_bands
[2025-11-25T10:29:17.643740] [INFO ] [CONFIGURE ] LW: Testing with features: ['add_bollinger_bands']
[2025-11-25T10:29:17.853073] [DEBUG] [FORECASTER] LW: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T10:29:18.066016] [DEBUG] [FORECASTER] LW: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0
[2025-11-25T10:29:18.276213] [DEBUG] [FORECASTER] LW: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T10:29:18.487332] [DEBUG] [FORECASTER] LW: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T10:29:18.698928] [DEBUG] [FORECASTER] LW: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T10:29:18.903827] [DEBUG] [FORECASTER] LW: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T10:29:19.129795] [DEBUG] [FORECASTER] LW: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T10:29:19.346899] [DEBUG] [FORECASTER] LW: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T10:29:19.567133] [DEBUG] [FORECASTER] LW: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-25T10:29:19.792298] [DEBUG] [FORECASTER] LW: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-11-25T10:29:19.792492] [INFO ] [CONFIGURE ] LW: DISCARDED add_bollinger_bands (score: 30.00%)
[2025-11-25T10:29:19.792547] [INFO ] [CONFIGURE ] JOB ETA: 15.5m | Avg: 2.8s/test | Remaining: 336 tests
[2025-11-25T10:29:19.792596] [INFO ] [CONFIGURE ] LW: Testing feature 2/29: add_cumulative_delta
[2025-11-25T10:29:19.792663] [INFO ] [CONFIGURE ] LW: Testing with features: ['add_cumulative_delta']
[2025-11-25T10:29:20.013957] [DEBUG] [FORECASTER] LW: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T10:29:20.230300] [DEBUG] [FORECASTER] LW: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T10:29:20.443014] [DEBUG] [FORECASTER] LW: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T10:29:20.661298] [DEBUG] [FORECASTER] LW: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T10:29:20.877416] [DEBUG] [FORECASTER] LW: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T10:29:21.095854] [DEBUG] [FORECASTER] LW: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T10:29:21.333806] [DEBUG] [FORECASTER] LW: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T10:29:21.549013] [DEBUG] [FORECASTER] LW: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T10:29:21.764261] [DEBUG] [FORECASTER] LW: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-25T10:29:21.988415] [DEBUG] [FORECASTER] LW: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-11-25T10:29:21.988597] [INFO ] [CONFIGURE ] LW: DISCARDED add_cumulative_delta (score: 40.00%)
[2025-11-25T10:29:21.988665] [INFO ] [CONFIGURE ] JOB ETA: 15.4m | Avg: 2.8s/test | Remaining: 335 tests
[2025-11-25T10:29:21.988734] [INFO ] [CONFIGURE ] LW: Testing feature 3/29: add_daily_returns
[2025-11-25T10:29:21.988784] [INFO ] [CONFIGURE ] LW: Testing with features: ['add_daily_returns']
[2025-11-25T10:29:22.178574] [DEBUG] [FORECASTER] LW: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T10:29:22.375007] [DEBUG] [FORECASTER] LW: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T10:29:22.591982] [DEBUG] [FORECASTER] LW: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T10:29:22.794594] [DEBUG] [FORECASTER] LW: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T10:29:22.994369] [DEBUG] [FORECASTER] LW: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T10:29:23.186862] [DEBUG] [FORECASTER] LW: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T10:29:23.378780] [DEBUG] [FORECASTER] LW: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T10:29:23.575070] [DEBUG] [FORECASTER] LW: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T10:29:23.769412] [DEBUG] [FORECASTER] LW: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-25T10:29:23.966002] [DEBUG] [FORECASTER] LW: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-11-25T10:29:23.966331] [INFO ] [CONFIGURE ] LW: DISCARDED add_daily_returns (score: 50.00%)
[2025-11-25T10:29:23.966448] [INFO ] [CONFIGURE ] JOB ETA: 15.4m | Avg: 2.8s/test | Remaining: 334 tests
[2025-11-25T10:29:23.966554] [INFO ] [CONFIGURE ] LW: Testing feature 4/29: add_ema
[2025-11-25T10:29:23.966676] [INFO ] [CONFIGURE ] LW: Testing with features: ['add_ema']
[2025-11-25T10:29:24.203729] [DEBUG] [FORECASTER] LW: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T10:29:24.430595] [DEBUG] [FORECASTER] LW: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0
[2025-11-25T10:29:24.652856] [DEBUG] [FORECASTER] LW: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T10:29:24.877808] [DEBUG] [FORECASTER] LW: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T10:29:25.105268] [DEBUG] [FORECASTER] LW: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T10:29:25.330858] [DEBUG] [FORECASTER] LW: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T10:29:25.576954] [DEBUG] [FORECASTER] LW: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T10:29:25.811119] [DEBUG] [FORECASTER] LW: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T10:29:26.040862] [DEBUG] [FORECASTER] LW: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-25T10:29:26.271143] [DEBUG] [FORECASTER] LW: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-11-25T10:29:26.271477] [INFO ] [CONFIGURE ] LW: DISCARDED add_ema (score: 40.00%)
[2025-11-25T10:29:26.271602] [INFO ] [CONFIGURE ] JOB ETA: 15.3m | Avg: 2.8s/test | Remaining: 333 tests
[2025-11-25T10:29:26.271732] [INFO ] [CONFIGURE ] LW: Testing feature 5/29: add_exhaustion_signals
[2025-11-25T10:29:26.271842] [INFO ] [CONFIGURE ] LW: Testing with features: ['add_vwap', 'add_exhaustion_signals']
[2025-11-25T10:29:26.507570] [DEBUG] [FORECASTER] LW: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T10:29:26.766099] [DEBUG] [FORECASTER] LW: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T10:29:27.017660] [DEBUG] [FORECASTER] LW: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T10:29:27.270861] [DEBUG] [FORECASTER] LW: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T10:29:27.544283] [DEBUG] [FORECASTER] LW: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T10:29:27.785413] [DEBUG] [FORECASTER] LW: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T10:29:28.023458] [DEBUG] [FORECASTER] LW: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T10:29:28.263468] [DEBUG] [FORECASTER] LW: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T10:29:28.497872] [DEBUG] [FORECASTER] LW: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-25T10:29:28.737371] [DEBUG] [FORECASTER] LW: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-11-25T10:29:28.737565] [INFO ] [CONFIGURE ] LW: DISCARDED add_exhaustion_signals (score: 40.00%)
[2025-11-25T10:29:28.737624] [INFO ] [CONFIGURE ] JOB ETA: 15.3m | Avg: 2.8s/test | Remaining: 332 tests
[2025-11-25T10:29:28.737695] [INFO ] [CONFIGURE ] LW: Testing feature 6/29: add_failed_moves
[2025-11-25T10:29:28.737742] [INFO ] [CONFIGURE ] LW: Testing with features: ['add_failed_moves']
[2025-11-25T10:29:28.934668] [DEBUG] [FORECASTER] LW: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T10:29:29.129958] [DEBUG] [FORECASTER] LW: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T10:29:29.329626] [DEBUG] [FORECASTER] LW: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T10:29:29.532951] [DEBUG] [FORECASTER] LW: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T10:29:29.731956] [DEBUG] [FORECASTER] LW: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T10:29:29.928635] [DEBUG] [FORECASTER] LW: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T10:29:30.124964] [DEBUG] [FORECASTER] LW: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T10:29:30.326142] [DEBUG] [FORECASTER] LW: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T10:29:30.526725] [DEBUG] [FORECASTER] LW: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-25T10:29:30.737474] [DEBUG] [FORECASTER] LW: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-11-25T10:29:30.737833] [INFO ] [CONFIGURE ] LW: DISCARDED add_failed_moves (score: 60.00%)
[2025-11-25T10:29:30.737955] [INFO ] [CONFIGURE ] JOB ETA: 15.2m | Avg: 2.8s/test | Remaining: 331 tests
[2025-11-25T10:29:30.738060] [INFO ] [CONFIGURE ] LW: Testing feature 7/29: add_lag_shelf
[2025-11-25T10:29:30.738164] [INFO ] [CONFIGURE ] LW: Testing with features: ['add_lag_shelf']
[2025-11-25T10:29:30.919250] [DEBUG] [FORECASTER] LW: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T10:29:31.105868] [DEBUG] [FORECASTER] LW: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T10:29:31.305501] [DEBUG] [FORECASTER] LW: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T10:29:31.493236] [DEBUG] [FORECASTER] LW: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T10:29:31.691758] [DEBUG] [FORECASTER] LW: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T10:29:31.883773] [DEBUG] [FORECASTER] LW: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T10:29:32.072215] [DEBUG] [FORECASTER] LW: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T10:29:32.261247] [DEBUG] [FORECASTER] LW: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T10:29:32.452268] [DEBUG] [FORECASTER] LW: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-25T10:29:32.653175] [DEBUG] [FORECASTER] LW: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-11-25T10:29:32.653337] [INFO ] [CONFIGURE ] LW: DISCARDED add_lag_shelf (score: 60.00%)
[2025-11-25T10:29:32.653384] [INFO ] [CONFIGURE ] JOB ETA: 15.2m | Avg: 2.8s/test | Remaining: 330 tests
[2025-11-25T10:29:32.653422] [INFO ] [CONFIGURE ] LW: Testing feature 8/29: add_macd
[2025-11-25T10:29:32.653458] [INFO ] [CONFIGURE ] LW: Testing with features: ['add_vwap', 'add_macd']
[2025-11-25T10:29:32.944148] [DEBUG] [FORECASTER] LW: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T10:29:33.231095] [DEBUG] [FORECASTER] LW: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T10:29:33.517357] [DEBUG] [FORECASTER] LW: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T10:29:33.800680] [DEBUG] [FORECASTER] LW: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T10:29:34.082781] [DEBUG] [FORECASTER] LW: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T10:29:34.363987] [DEBUG] [FORECASTER] LW: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T10:29:34.648434] [DEBUG] [FORECASTER] LW: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T10:29:34.937959] [DEBUG] [FORECASTER] LW: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T10:29:35.232345] [DEBUG] [FORECASTER] LW: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-25T10:29:35.533340] [DEBUG] [FORECASTER] LW: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-11-25T10:29:35.533583] [INFO ] [CONFIGURE ] LW: DISCARDED add_macd (score: 50.00%)
[2025-11-25T10:29:35.533667] [INFO ] [CONFIGURE ] JOB ETA: 15.1m | Avg: 2.8s/test | Remaining: 329 tests
[2025-11-25T10:29:35.533767] [INFO ] [CONFIGURE ] LW: Testing feature 9/29: add_mfi
[2025-11-25T10:29:35.533817] [INFO ] [CONFIGURE ] LW: Testing with features: ['add_mfi']
[2025-11-25T10:29:35.733784] [DEBUG] [FORECASTER] LW: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T10:29:35.934512] [DEBUG] [FORECASTER] LW: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T10:29:36.134685] [DEBUG] [FORECASTER] LW: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T10:29:36.345349] [DEBUG] [FORECASTER] LW: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T10:29:36.547723] [DEBUG] [FORECASTER] LW: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T10:29:36.748893] [DEBUG] [FORECASTER] LW: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T10:29:36.961627] [DEBUG] [FORECASTER] LW: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T10:29:37.163532] [DEBUG] [FORECASTER] LW: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T10:29:37.365256] [DEBUG] [FORECASTER] LW: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-25T10:29:37.571793] [DEBUG] [FORECASTER] LW: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-11-25T10:29:37.571984] [INFO ] [CONFIGURE ] LW: DISCARDED add_mfi (score: 40.00%)
[2025-11-25T10:29:37.572043] [INFO ] [CONFIGURE ] JOB ETA: 15.1m | Avg: 2.8s/test | Remaining: 328 tests
[2025-11-25T10:29:37.572090] [INFO ] [CONFIGURE ] LW: Testing feature 10/29: add_momentum_acceleration
[2025-11-25T10:29:37.572134] [INFO ] [CONFIGURE ] LW: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-11-25T10:29:37.852767] [DEBUG] [FORECASTER] LW: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T10:29:38.131732] [DEBUG] [FORECASTER] LW: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0
[2025-11-25T10:29:38.418747] [DEBUG] [FORECASTER] LW: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T10:29:38.715325] [DEBUG] [FORECASTER] LW: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T10:29:39.018394] [DEBUG] [FORECASTER] LW: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T10:29:39.313227] [DEBUG] [FORECASTER] LW: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T10:29:39.617377] [DEBUG] [FORECASTER] LW: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T10:29:39.912183] [DEBUG] [FORECASTER] LW: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T10:29:40.213717] [DEBUG] [FORECASTER] LW: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-25T10:29:40.512085] [DEBUG] [FORECASTER] LW: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-11-25T10:29:40.512276] [INFO ] [CONFIGURE ] LW: DISCARDED add_momentum_acceleration (score: 40.00%)
[2025-11-25T10:29:40.512336] [INFO ] [CONFIGURE ] JOB ETA: 15.0m | Avg: 2.8s/test | Remaining: 327 tests
[2025-11-25T10:29:40.512382] [INFO ] [CONFIGURE ] LW: Testing feature 11/29: add_obv_daily
[2025-11-25T10:29:40.512425] [INFO ] [CONFIGURE ] LW: Testing with features: ['add_obv_daily']
[2025-11-25T10:29:40.719956] [DEBUG] [FORECASTER] LW: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0
[2025-11-25T10:29:40.928080] [DEBUG] [FORECASTER] LW: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T10:29:41.137456] [DEBUG] [FORECASTER] LW: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T10:29:41.356944] [DEBUG] [FORECASTER] LW: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T10:29:41.571067] [DEBUG] [FORECASTER] LW: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T10:29:41.782632] [DEBUG] [FORECASTER] LW: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T10:29:41.991178] [DEBUG] [FORECASTER] LW: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T10:29:42.204507] [DEBUG] [FORECASTER] LW: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T10:29:42.418301] [DEBUG] [FORECASTER] LW: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-25T10:29:42.629897] [DEBUG] [FORECASTER] LW: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-11-25T10:29:42.630083] [INFO ] [CONFIGURE ] LW: DISCARDED add_obv_daily (score: 50.00%)
[2025-11-25T10:29:42.630291] [INFO ] [CONFIGURE ] JOB ETA: 15.0m | Avg: 2.8s/test | Remaining: 326 tests
[2025-11-25T10:29:42.630398] [INFO ] [CONFIGURE ] LW: Testing feature 12/29: add_obv_interval
[2025-11-25T10:29:42.630452] [INFO ] [CONFIGURE ] LW: Testing with features: ['add_obv_interval']
[2025-11-25T10:29:42.833047] [DEBUG] [FORECASTER] LW: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T10:29:43.036378] [DEBUG] [FORECASTER] LW: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T10:29:43.241947] [DEBUG] [FORECASTER] LW: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T10:29:43.442812] [DEBUG] [FORECASTER] LW: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T10:29:43.647909] [DEBUG] [FORECASTER] LW: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T10:29:43.850961] [DEBUG] [FORECASTER] LW: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T10:29:44.054440] [DEBUG] [FORECASTER] LW: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T10:29:44.264144] [DEBUG] [FORECASTER] LW: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T10:29:44.467668] [DEBUG] [FORECASTER] LW: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-25T10:29:44.677508] [DEBUG] [FORECASTER] LW: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-11-25T10:29:44.677874] [INFO ] [CONFIGURE ] LW: DISCARDED add_obv_interval (score: 40.00%)
[2025-11-25T10:29:44.678000] [INFO ] [CONFIGURE ] JOB ETA: 14.9m | Avg: 2.8s/test | Remaining: 325 tests
[2025-11-25T10:29:44.678109] [INFO ] [CONFIGURE ] LW: Testing feature 13/29: add_opening_strength
[2025-11-25T10:29:44.678236] [INFO ] [CONFIGURE ] LW: Testing with features: ['add_daily_returns', 'add_opening_strength']
[2025-11-25T10:29:44.904962] [DEBUG] [FORECASTER] LW: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T10:29:45.133293] [DEBUG] [FORECASTER] LW: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T10:29:45.360368] [DEBUG] [FORECASTER] LW: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T10:29:45.593210] [DEBUG] [FORECASTER] LW: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T10:29:45.818451] [DEBUG] [FORECASTER] LW: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T10:29:46.047259] [DEBUG] [FORECASTER] LW: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T10:29:46.279433] [DEBUG] [FORECASTER] LW: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T10:29:46.510383] [DEBUG] [FORECASTER] LW: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T10:29:46.750965] [DEBUG] [FORECASTER] LW: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-25T10:29:46.979486] [DEBUG] [FORECASTER] LW: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-11-25T10:29:46.979888] [INFO ] [CONFIGURE ] LW: DISCARDED add_opening_strength (score: 30.00%)
[2025-11-25T10:29:46.980011] [INFO ] [CONFIGURE ] JOB ETA: 14.9m | Avg: 2.8s/test | Remaining: 324 tests
[2025-11-25T10:29:46.980124] [INFO ] [CONFIGURE ] LW: Testing feature 14/29: add_order_flow_imbalance
[2025-11-25T10:29:46.980231] [INFO ] [CONFIGURE ] LW: Testing with features: ['add_order_flow_imbalance']
[2025-11-25T10:29:47.206355] [DEBUG] [FORECASTER] LW: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0
[2025-11-25T10:29:47.427427] [DEBUG] [FORECASTER] LW: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T10:29:47.650603] [DEBUG] [FORECASTER] LW: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T10:29:47.887972] [DEBUG] [FORECASTER] LW: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T10:29:48.109354] [DEBUG] [FORECASTER] LW: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T10:29:48.328452] [DEBUG] [FORECASTER] LW: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T10:29:48.557753] [DEBUG] [FORECASTER] LW: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T10:29:48.781770] [DEBUG] [FORECASTER] LW: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T10:29:49.016608] [DEBUG] [FORECASTER] LW: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-25T10:29:49.254577] [DEBUG] [FORECASTER] LW: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-11-25T10:29:49.254803] [INFO ] [CONFIGURE ] LW: DISCARDED add_order_flow_imbalance (score: 30.00%)
[2025-11-25T10:29:49.254863] [INFO ] [CONFIGURE ] JOB ETA: 14.9m | Avg: 2.8s/test | Remaining: 323 tests
[2025-11-25T10:29:49.254903] [INFO ] [CONFIGURE ] LW: Testing feature 15/29: add_pbf_morning_momentum
[2025-11-25T10:29:49.254952] [INFO ] [CONFIGURE ] LW: Testing with features: ['add_pbf_morning_momentum']
[2025-11-25T10:29:49.463196] [DEBUG] [FORECASTER] LW: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T10:29:49.665520] [DEBUG] [FORECASTER] LW: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0
[2025-11-25T10:29:49.862564] [DEBUG] [FORECASTER] LW: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T10:29:50.056536] [DEBUG] [FORECASTER] LW: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T10:29:50.265491] [DEBUG] [FORECASTER] LW: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T10:29:50.473336] [DEBUG] [FORECASTER] LW: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T10:29:50.675179] [DEBUG] [FORECASTER] LW: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T10:29:50.883842] [DEBUG] [FORECASTER] LW: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T10:29:51.086710] [DEBUG] [FORECASTER] LW: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-25T10:29:51.288900] [DEBUG] [FORECASTER] LW: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-11-25T10:29:51.289211] [INFO ] [CONFIGURE ] LW: DISCARDED add_pbf_morning_momentum (score: 30.00%)
[2025-11-25T10:29:51.289334] [INFO ] [CONFIGURE ] JOB ETA: 14.8m | Avg: 2.8s/test | Remaining: 322 tests
[2025-11-25T10:29:51.289448] [INFO ] [CONFIGURE ] LW: Testing feature 16/29: add_pbf_overnight_gap
[2025-11-25T10:29:51.289552] [INFO ] [CONFIGURE ] LW: Testing with features: ['add_pbf_overnight_gap']
[2025-11-25T10:29:51.510637] [DEBUG] [FORECASTER] LW: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T10:29:51.746930] [DEBUG] [FORECASTER] LW: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T10:29:51.974213] [DEBUG] [FORECASTER] LW: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T10:29:52.195307] [DEBUG] [FORECASTER] LW: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T10:29:52.414155] [DEBUG] [FORECASTER] LW: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T10:29:52.627802] [DEBUG] [FORECASTER] LW: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T10:29:52.852704] [DEBUG] [FORECASTER] LW: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T10:29:53.082215] [DEBUG] [FORECASTER] LW: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T10:29:53.291837] [DEBUG] [FORECASTER] LW: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-25T10:29:53.501464] [DEBUG] [FORECASTER] LW: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-11-25T10:29:53.501687] [INFO ] [CONFIGURE ] LW: DISCARDED add_pbf_overnight_gap (score: 30.00%)
[2025-11-25T10:29:53.501765] [INFO ] [CONFIGURE ] JOB ETA: 14.8m | Avg: 2.8s/test | Remaining: 321 tests
[2025-11-25T10:29:53.501816] [INFO ] [CONFIGURE ] LW: Testing feature 17/29: add_pbf_return_2d
[2025-11-25T10:29:53.501879] [INFO ] [CONFIGURE ] LW: Testing with features: ['add_pbf_return_2d']
[2025-11-25T10:29:53.710755] [DEBUG] [FORECASTER] LW: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T10:29:53.915078] [DEBUG] [FORECASTER] LW: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T10:29:54.123691] [DEBUG] [FORECASTER] LW: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T10:29:54.328551] [DEBUG] [FORECASTER] LW: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T10:29:54.531677] [DEBUG] [FORECASTER] LW: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T10:29:54.732090] [DEBUG] [FORECASTER] LW: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T10:29:54.939886] [DEBUG] [FORECASTER] LW: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T10:29:55.142092] [DEBUG] [FORECASTER] LW: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T10:29:55.345164] [DEBUG] [FORECASTER] LW: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-25T10:29:55.558292] [DEBUG] [FORECASTER] LW: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-11-25T10:29:55.558481] [INFO ] [CONFIGURE ] LW: DISCARDED add_pbf_return_2d (score: 40.00%)
[2025-11-25T10:29:55.558533] [INFO ] [CONFIGURE ] JOB ETA: 14.7m | Avg: 2.8s/test | Remaining: 320 tests
[2025-11-25T10:29:55.558574] [INFO ] [CONFIGURE ] LW: Testing feature 18/29: add_pbf_volatility_5d
[2025-11-25T10:29:55.558612] [INFO ] [CONFIGURE ] LW: Testing with features: ['add_pbf_volatility_5d']
[2025-11-25T10:29:55.735875] [DEBUG] [FORECASTER] LW: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T10:29:55.916704] [DEBUG] [FORECASTER] LW: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T10:29:56.088136] [DEBUG] [FORECASTER] LW: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T10:29:56.265590] [DEBUG] [FORECASTER] LW: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T10:29:56.445739] [DEBUG] [FORECASTER] LW: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T10:29:56.626637] [DEBUG] [FORECASTER] LW: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T10:29:56.805255] [DEBUG] [FORECASTER] LW: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T10:29:56.983542] [DEBUG] [FORECASTER] LW: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T10:29:57.171881] [DEBUG] [FORECASTER] LW: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-25T10:29:57.358353] [DEBUG] [FORECASTER] LW: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-11-25T10:29:57.358719] [INFO ] [CONFIGURE ] LW: DISCARDED add_pbf_volatility_5d (score: 50.00%)
[2025-11-25T10:29:57.358839] [INFO ] [CONFIGURE ] JOB ETA: 14.7m | Avg: 2.8s/test | Remaining: 319 tests
[2025-11-25T10:29:57.358946] [INFO ] [CONFIGURE ] LW: Testing feature 19/29: add_pbf_vs_sma_5
[2025-11-25T10:29:57.359073] [INFO ] [CONFIGURE ] LW: Testing with features: ['add_pbf_vs_sma_5']
[2025-11-25T10:29:57.580455] [DEBUG] [FORECASTER] LW: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T10:29:57.759957] [DEBUG] [FORECASTER] LW: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T10:29:57.969020] [DEBUG] [FORECASTER] LW: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T10:29:58.151261] [DEBUG] [FORECASTER] LW: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T10:29:58.333974] [DEBUG] [FORECASTER] LW: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T10:29:58.521898] [DEBUG] [FORECASTER] LW: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T10:29:58.713474] [DEBUG] [FORECASTER] LW: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T10:29:58.929850] [DEBUG] [FORECASTER] LW: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T10:29:59.168370] [DEBUG] [FORECASTER] LW: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-25T10:29:59.410998] [DEBUG] [FORECASTER] LW: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-11-25T10:29:59.411259] [INFO ] [CONFIGURE ] LW: DISCARDED add_pbf_vs_sma_5 (score: 60.00%)
[2025-11-25T10:29:59.411333] [INFO ] [CONFIGURE ] JOB ETA: 14.6m | Avg: 2.8s/test | Remaining: 318 tests
[2025-11-25T10:29:59.411387] [INFO ] [CONFIGURE ] LW: Testing feature 20/29: add_price_rejection
[2025-11-25T10:29:59.411442] [INFO ] [CONFIGURE ] LW: Testing with features: ['add_price_rejection']
[2025-11-25T10:29:59.664443] [DEBUG] [FORECASTER] LW: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0
[2025-11-25T10:29:59.858461] [DEBUG] [FORECASTER] LW: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T10:30:00.051528] [DEBUG] [FORECASTER] LW: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T10:30:00.283358] [DEBUG] [FORECASTER] LW: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T10:30:00.473718] [DEBUG] [FORECASTER] LW: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T10:30:00.671856] [DEBUG] [FORECASTER] LW: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T10:30:00.855803] [DEBUG] [FORECASTER] LW: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T10:30:01.733125] [DEBUG] [FORECASTER] LW: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T10:30:02.088480] [DEBUG] [FORECASTER] LW: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-25T10:30:02.311340] [DEBUG] [FORECASTER] LW: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-11-25T10:30:02.311534] [INFO ] [CONFIGURE ] LW: DISCARDED add_price_rejection (score: 50.00%)
[2025-11-25T10:30:02.311584] [INFO ] [CONFIGURE ] JOB ETA: 14.6m | Avg: 2.8s/test | Remaining: 317 tests
[2025-11-25T10:30:02.311623] [INFO ] [CONFIGURE ] LW: Testing feature 21/29: add_range_position
[2025-11-25T10:30:02.311680] [INFO ] [CONFIGURE ] LW: Testing with features: ['add_range_position']
[2025-11-25T10:30:02.542809] [DEBUG] [FORECASTER] LW: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0
[2025-11-25T10:30:02.774586] [DEBUG] [FORECASTER] LW: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T10:30:02.995820] [DEBUG] [FORECASTER] LW: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T10:30:03.240097] [DEBUG] [FORECASTER] LW: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T10:30:03.453302] [DEBUG] [FORECASTER] LW: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T10:30:03.675849] [DEBUG] [FORECASTER] LW: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T10:30:03.890158] [DEBUG] [FORECASTER] LW: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T10:30:04.122289] [DEBUG] [FORECASTER] LW: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T10:30:04.359254] [DEBUG] [FORECASTER] LW: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-25T10:30:04.594897] [DEBUG] [FORECASTER] LW: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-11-25T10:30:04.595105] [INFO ] [CONFIGURE ] LW: DISCARDED add_range_position (score: 40.00%)
[2025-11-25T10:30:04.595155] [INFO ] [CONFIGURE ] JOB ETA: 14.5m | Avg: 2.8s/test | Remaining: 316 tests
[2025-11-25T10:30:04.595196] [INFO ] [CONFIGURE ] LW: Testing feature 22/29: add_realized_volatility
[2025-11-25T10:30:04.595232] [INFO ] [CONFIGURE ] LW: Testing with features: ['add_realized_volatility']
[2025-11-25T10:30:04.900053] [DEBUG] [FORECASTER] LW: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T10:30:05.194071] [DEBUG] [FORECASTER] LW: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T10:30:05.487346] [DEBUG] [FORECASTER] LW: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T10:30:05.788003] [DEBUG] [FORECASTER] LW: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T10:30:06.085460] [DEBUG] [FORECASTER] LW: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T10:30:06.391875] [DEBUG] [FORECASTER] LW: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T10:30:06.720039] [DEBUG] [FORECASTER] LW: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T10:30:07.033285] [DEBUG] [FORECASTER] LW: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T10:30:07.343254] [DEBUG] [FORECASTER] LW: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-25T10:30:07.648722] [DEBUG] [FORECASTER] LW: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-11-25T10:30:07.648906] [INFO ] [CONFIGURE ] LW: DISCARDED add_realized_volatility (score: 60.00%)
[2025-11-25T10:30:07.648966] [INFO ] [CONFIGURE ] JOB ETA: 14.5m | Avg: 2.8s/test | Remaining: 315 tests
[2025-11-25T10:30:07.649014] [INFO ] [CONFIGURE ] LW: Testing feature 23/29: add_recent_range_context
[2025-11-25T10:30:07.649059] [INFO ] [CONFIGURE ] LW: Testing with features: ['add_recent_range_context']
[2025-11-25T10:30:07.840791] [DEBUG] [FORECASTER] LW: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T10:30:08.029752] [DEBUG] [FORECASTER] LW: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T10:30:08.216454] [DEBUG] [FORECASTER] LW: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T10:30:08.405025] [DEBUG] [FORECASTER] LW: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T10:30:08.597531] [DEBUG] [FORECASTER] LW: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T10:30:08.800687] [DEBUG] [FORECASTER] LW: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T10:30:08.994359] [DEBUG] [FORECASTER] LW: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T10:30:09.190886] [DEBUG] [FORECASTER] LW: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T10:30:09.384616] [DEBUG] [FORECASTER] LW: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-25T10:30:09.595371] [DEBUG] [FORECASTER] LW: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-11-25T10:30:09.595537] [INFO ] [CONFIGURE ] LW: DISCARDED add_recent_range_context (score: 60.00%)
[2025-11-25T10:30:09.595587] [INFO ] [CONFIGURE ] JOB ETA: 14.4m | Avg: 2.8s/test | Remaining: 314 tests
[2025-11-25T10:30:09.595628] [INFO ] [CONFIGURE ] LW: Testing feature 24/29: add_rsi
[2025-11-25T10:30:09.595694] [INFO ] [CONFIGURE ] LW: Testing with features: ['add_ema', 'add_rsi']
[2025-11-25T10:30:09.850499] [DEBUG] [FORECASTER] LW: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T10:30:10.089758] [DEBUG] [FORECASTER] LW: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0
[2025-11-25T10:30:10.328251] [DEBUG] [FORECASTER] LW: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T10:30:10.568611] [DEBUG] [FORECASTER] LW: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T10:30:10.808556] [DEBUG] [FORECASTER] LW: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T10:30:11.051356] [DEBUG] [FORECASTER] LW: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T10:30:11.304503] [DEBUG] [FORECASTER] LW: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T10:30:11.533044] [DEBUG] [FORECASTER] LW: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T10:30:11.766244] [DEBUG] [FORECASTER] LW: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-25T10:30:12.003307] [DEBUG] [FORECASTER] LW: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-11-25T10:30:12.003502] [INFO ] [CONFIGURE ] LW: DISCARDED add_rsi (score: 40.00%)
[2025-11-25T10:30:12.003561] [INFO ] [CONFIGURE ] JOB ETA: 14.4m | Avg: 2.8s/test | Remaining: 313 tests
[2025-11-25T10:30:12.003608] [INFO ] [CONFIGURE ] LW: Testing feature 25/29: add_tick_distribution
[2025-11-25T10:30:12.003673] [INFO ] [CONFIGURE ] LW: Testing with features: ['add_tick_distribution']
[2025-11-25T10:30:12.186715] [DEBUG] [FORECASTER] LW: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T10:30:12.375455] [DEBUG] [FORECASTER] LW: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T10:30:12.572863] [DEBUG] [FORECASTER] LW: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T10:30:12.766739] [DEBUG] [FORECASTER] LW: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T10:30:12.945897] [DEBUG] [FORECASTER] LW: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T10:30:13.124095] [DEBUG] [FORECASTER] LW: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T10:30:13.302695] [DEBUG] [FORECASTER] LW: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T10:30:13.488537] [DEBUG] [FORECASTER] LW: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T10:30:13.675998] [DEBUG] [FORECASTER] LW: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-25T10:30:13.870110] [DEBUG] [FORECASTER] LW: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-11-25T10:30:13.870463] [INFO ] [CONFIGURE ] LW: DISCARDED add_tick_distribution (score: 60.00%)
[2025-11-25T10:30:13.870583] [INFO ] [CONFIGURE ] JOB ETA: 14.3m | Avg: 2.8s/test | Remaining: 312 tests
[2025-11-25T10:30:13.870710] [INFO ] [CONFIGURE ] LW: Testing feature 26/29: add_volume_momentum_confirmation
[2025-11-25T10:30:13.870817] [INFO ] [CONFIGURE ] LW: Testing with features: ['add_volume_momentum_confirmation']
[2025-11-25T10:30:14.075254] [DEBUG] [FORECASTER] LW: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T10:30:14.270758] [DEBUG] [FORECASTER] LW: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T10:30:14.462327] [DEBUG] [FORECASTER] LW: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T10:30:14.661669] [DEBUG] [FORECASTER] LW: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T10:30:14.897227] [DEBUG] [FORECASTER] LW: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T10:30:15.097301] [DEBUG] [FORECASTER] LW: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T10:30:15.309742] [DEBUG] [FORECASTER] LW: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T10:30:15.517899] [DEBUG] [FORECASTER] LW: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T10:30:15.735635] [DEBUG] [FORECASTER] LW: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-25T10:30:15.956606] [DEBUG] [FORECASTER] LW: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-11-25T10:30:15.956992] [INFO ] [CONFIGURE ] LW: DISCARDED add_volume_momentum_confirmation (score: 60.00%)
[2025-11-25T10:30:15.957134] [INFO ] [CONFIGURE ] JOB ETA: 14.3m | Avg: 2.8s/test | Remaining: 311 tests
[2025-11-25T10:30:15.957247] [INFO ] [CONFIGURE ] LW: Testing feature 27/29: add_volume_price_divergence
[2025-11-25T10:30:15.957351] [INFO ] [CONFIGURE ] LW: Testing with features: ['add_volume_price_divergence']
[2025-11-25T10:30:16.183948] [DEBUG] [FORECASTER] LW: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T10:30:16.428369] [DEBUG] [FORECASTER] LW: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T10:30:16.670582] [DEBUG] [FORECASTER] LW: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T10:30:16.906985] [DEBUG] [FORECASTER] LW: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T10:30:17.146586] [DEBUG] [FORECASTER] LW: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T10:30:17.378159] [DEBUG] [FORECASTER] LW: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T10:30:17.607313] [DEBUG] [FORECASTER] LW: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T10:30:17.860208] [DEBUG] [FORECASTER] LW: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T10:30:18.089863] [DEBUG] [FORECASTER] LW: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-25T10:30:18.320487] [DEBUG] [FORECASTER] LW: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-11-25T10:30:18.320718] [INFO ] [CONFIGURE ] LW: DISCARDED add_volume_price_divergence (score: 60.00%)
[2025-11-25T10:30:18.320796] [INFO ] [CONFIGURE ] JOB ETA: 14.2m | Avg: 2.8s/test | Remaining: 310 tests
[2025-11-25T10:30:18.320929] [INFO ] [CONFIGURE ] LW: Testing feature 28/29: add_volume_profile
[2025-11-25T10:30:18.321009] [INFO ] [CONFIGURE ] LW: Testing with features: ['add_volume_profile']
[2025-11-25T10:30:18.549279] [DEBUG] [FORECASTER] LW: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T10:30:18.788003] [DEBUG] [FORECASTER] LW: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T10:30:19.031705] [DEBUG] [FORECASTER] LW: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T10:30:19.260638] [DEBUG] [FORECASTER] LW: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T10:30:19.499040] [DEBUG] [FORECASTER] LW: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T10:30:19.730102] [DEBUG] [FORECASTER] LW: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T10:30:19.964192] [DEBUG] [FORECASTER] LW: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T10:30:20.186737] [DEBUG] [FORECASTER] LW: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T10:30:20.417705] [DEBUG] [FORECASTER] LW: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-25T10:30:20.653733] [DEBUG] [FORECASTER] LW: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-11-25T10:30:20.654110] [INFO ] [CONFIGURE ] LW: DISCARDED add_volume_profile (score: 40.00%)
[2025-11-25T10:30:20.654250] [INFO ] [CONFIGURE ] JOB ETA: 14.2m | Avg: 2.8s/test | Remaining: 309 tests
[2025-11-25T10:30:20.654370] [INFO ] [CONFIGURE ] LW: Testing feature 29/29: add_vwap
[2025-11-25T10:30:20.654478] [INFO ] [CONFIGURE ] LW: Testing with features: ['add_vwap']
[2025-11-25T10:30:20.878543] [DEBUG] [FORECASTER] LW: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T10:30:21.106128] [DEBUG] [FORECASTER] LW: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T10:30:21.340828] [DEBUG] [FORECASTER] LW: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T10:30:21.562405] [DEBUG] [FORECASTER] LW: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T10:30:21.785544] [DEBUG] [FORECASTER] LW: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T10:30:22.014037] [DEBUG] [FORECASTER] LW: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T10:30:22.229531] [DEBUG] [FORECASTER] LW: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T10:30:22.449103] [DEBUG] [FORECASTER] LW: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T10:30:22.677671] [DEBUG] [FORECASTER] LW: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-25T10:30:22.909764] [DEBUG] [FORECASTER] LW: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-11-25T10:30:22.909970] [INFO ] [CONFIGURE ] LW: DISCARDED add_vwap (score: 60.00%)
[2025-11-25T10:30:22.910047] [INFO ] [CONFIGURE ] JOB ETA: 14.2m | Avg: 2.8s/test | Remaining: 308 tests
[2025-11-25T10:30:22.910092] [INFO ] [CONFIGURE ] LW: ===== FEATURE SELECTION COMPLETE =====
[2025-11-25T10:30:22.910128] [INFO ] [CONFIGURE ] LW: Best accuracy: 60.00%
[2025-11-25T10:30:22.910163] [INFO ] [CONFIGURE ] LW: Best feature set (0 features): []
[2025-11-25T10:30:22.910220] [INFO ] [CONFIGURE ] LW: Improvement over baseline: 0.00%
[2025-11-25T10:30:22.910252] [INFO ] [CONFIGURE ] LW: Total time: 1.1 minutes
[2025-11-25T10:30:22.910284] [INFO ] [CONFIGURE ] LW: Average time per feature: 2.3 seconds
[2025-11-25T10:30:22.910316] [INFO ] [CONFIGURE ] LW: Average speed: 0.44 features/sec
[2025-11-25T10:30:22.910754] [INFO ] [LOCAL     ] Saved configuration for LW: 0 features, 60.00% accuracy -> ./output/feature-sets/LW.json
[2025-11-25T10:30:22.910838] [INFO ] [CONFIGURE ] LW: Configuration saved successfully: 0 features, 60.00% accuracy.
[2025-11-25T10:30:22.910893] [INFO ] [sig       ] [155/164] Successfully configured LW | 0.01 sym/s | Total: 3.5h | ETA: 12.2m
[2025-11-25T10:30:22.910942] [INFO ] [sig       ] [156/164] Configuring LXFR...
[2025-11-25T10:30:22.910987] [INFO ] [CONFIGURE ] LXFR: Configurate test run.
[2025-11-25T10:30:22.911033] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LXFR' from 'https://tdm.silogroup.org/data/derivative_storage/LXFR.csv'.
[2025-11-25T10:30:22.924700] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'LXFR'.
[2025-11-25T10:30:22.925171] [INFO ] [CONFIGURE ] LXFR: Testing with 29 available features
[2025-11-25T10:30:22.925249] [INFO ] [CONFIGURE ] LXFR: Establishing baseline with no features...
[2025-11-25T10:30:23.148869] [DEBUG] [FORECASTER] LXFR: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T10:30:23.346063] [DEBUG] [FORECASTER] LXFR: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0
[2025-11-25T10:30:23.541384] [DEBUG] [FORECASTER] LXFR: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T10:30:23.737262] [DEBUG] [FORECASTER] LXFR: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-25T10:30:23.931487] [DEBUG] [FORECASTER] LXFR: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T10:30:24.126118] [DEBUG] [FORECASTER] LXFR: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T10:30:24.333904] [DEBUG] [FORECASTER] LXFR: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T10:30:24.526892] [DEBUG] [FORECASTER] LXFR: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-25T10:30:24.717829] [DEBUG] [FORECASTER] LXFR: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T10:30:24.917529] [DEBUG] [FORECASTER] LXFR: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T10:30:24.917742] [INFO ] [CONFIGURE ] LXFR: Baseline score (no features): 60.00%
[2025-11-25T10:30:24.917806] [INFO ] [CONFIGURE ] LXFR: Testing feature 1/29: add_bollinger_bands
[2025-11-25T10:30:24.917857] [INFO ] [CONFIGURE ] LXFR: Testing with features: ['add_bollinger_bands']
[2025-11-25T10:30:25.144965] [DEBUG] [FORECASTER] LXFR: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T10:30:25.370180] [DEBUG] [FORECASTER] LXFR: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0
[2025-11-25T10:30:25.602876] [DEBUG] [FORECASTER] LXFR: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T10:30:25.830804] [DEBUG] [FORECASTER] LXFR: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-25T10:30:26.060121] [DEBUG] [FORECASTER] LXFR: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T10:30:26.291057] [DEBUG] [FORECASTER] LXFR: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T10:30:26.533575] [DEBUG] [FORECASTER] LXFR: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T10:30:26.777919] [DEBUG] [FORECASTER] LXFR: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T10:30:27.008495] [DEBUG] [FORECASTER] LXFR: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T10:30:27.247099] [DEBUG] [FORECASTER] LXFR: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T10:30:27.247467] [INFO ] [CONFIGURE ] LXFR: DISCARDED add_bollinger_bands (score: 60.00%)
[2025-11-25T10:30:27.247606] [INFO ] [CONFIGURE ] JOB ETA: 14.1m | Avg: 2.8s/test | Remaining: 307 tests
[2025-11-25T10:30:27.247733] [INFO ] [CONFIGURE ] LXFR: Testing feature 2/29: add_cumulative_delta
[2025-11-25T10:30:27.247836] [INFO ] [CONFIGURE ] LXFR: Testing with features: ['add_cumulative_delta']
[2025-11-25T10:30:27.479780] [DEBUG] [FORECASTER] LXFR: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T10:30:27.721437] [DEBUG] [FORECASTER] LXFR: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0
[2025-11-25T10:30:27.955272] [DEBUG] [FORECASTER] LXFR: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T10:30:28.186522] [DEBUG] [FORECASTER] LXFR: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-25T10:30:28.414811] [DEBUG] [FORECASTER] LXFR: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T10:30:28.648441] [DEBUG] [FORECASTER] LXFR: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T10:30:28.878595] [DEBUG] [FORECASTER] LXFR: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T10:30:29.130356] [DEBUG] [FORECASTER] LXFR: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T10:30:29.368814] [DEBUG] [FORECASTER] LXFR: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T10:30:29.612244] [DEBUG] [FORECASTER] LXFR: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T10:30:29.612628] [INFO ] [CONFIGURE ] LXFR: DISCARDED add_cumulative_delta (score: 60.00%)
[2025-11-25T10:30:29.612773] [INFO ] [CONFIGURE ] JOB ETA: 14.1m | Avg: 2.8s/test | Remaining: 306 tests
[2025-11-25T10:30:29.612889] [INFO ] [CONFIGURE ] LXFR: Testing feature 3/29: add_daily_returns
[2025-11-25T10:30:29.612998] [INFO ] [CONFIGURE ] LXFR: Testing with features: ['add_daily_returns']
[2025-11-25T10:30:29.821999] [DEBUG] [FORECASTER] LXFR: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T10:30:30.037593] [DEBUG] [FORECASTER] LXFR: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0
[2025-11-25T10:30:30.253563] [DEBUG] [FORECASTER] LXFR: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T10:30:30.459582] [DEBUG] [FORECASTER] LXFR: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-25T10:30:30.669063] [DEBUG] [FORECASTER] LXFR: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T10:30:30.879182] [DEBUG] [FORECASTER] LXFR: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T10:30:31.089249] [DEBUG] [FORECASTER] LXFR: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T10:30:31.311503] [DEBUG] [FORECASTER] LXFR: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T10:30:31.524991] [DEBUG] [FORECASTER] LXFR: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T10:30:31.741006] [DEBUG] [FORECASTER] LXFR: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T10:30:31.741178] [INFO ] [CONFIGURE ] LXFR: KEPT add_daily_returns (score: 70.00%)
[2025-11-25T10:30:31.741229] [INFO ] [CONFIGURE ] JOB ETA: 14.0m | Avg: 2.8s/test | Remaining: 305 tests
[2025-11-25T10:30:31.741271] [INFO ] [CONFIGURE ] LXFR: Testing feature 4/29: add_ema
[2025-11-25T10:30:31.741310] [INFO ] [CONFIGURE ] LXFR: Testing with features: ['add_daily_returns', 'add_ema']
[2025-11-25T10:30:32.012475] [DEBUG] [FORECASTER] LXFR: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T10:30:32.276275] [DEBUG] [FORECASTER] LXFR: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0
[2025-11-25T10:30:32.529269] [DEBUG] [FORECASTER] LXFR: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T10:30:32.773312] [DEBUG] [FORECASTER] LXFR: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-25T10:30:33.015914] [DEBUG] [FORECASTER] LXFR: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T10:30:33.263398] [DEBUG] [FORECASTER] LXFR: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T10:30:33.510117] [DEBUG] [FORECASTER] LXFR: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T10:30:33.758177] [DEBUG] [FORECASTER] LXFR: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-25T10:30:34.011330] [DEBUG] [FORECASTER] LXFR: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T10:30:34.268965] [DEBUG] [FORECASTER] LXFR: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T10:30:34.269166] [INFO ] [CONFIGURE ] LXFR: DISCARDED add_ema (score: 40.00%)
[2025-11-25T10:30:34.269224] [INFO ] [CONFIGURE ] JOB ETA: 14.0m | Avg: 2.8s/test | Remaining: 304 tests
[2025-11-25T10:30:34.269265] [INFO ] [CONFIGURE ] LXFR: Testing feature 5/29: add_exhaustion_signals
[2025-11-25T10:30:34.269303] [INFO ] [CONFIGURE ] LXFR: Testing with features: ['add_daily_returns', 'add_vwap', 'add_exhaustion_signals']
[2025-11-25T10:30:34.525869] [DEBUG] [FORECASTER] LXFR: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T10:30:34.778320] [DEBUG] [FORECASTER] LXFR: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0
[2025-11-25T10:30:35.028385] [DEBUG] [FORECASTER] LXFR: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T10:30:35.288150] [DEBUG] [FORECASTER] LXFR: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-25T10:30:35.537117] [DEBUG] [FORECASTER] LXFR: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T10:30:35.783926] [DEBUG] [FORECASTER] LXFR: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T10:30:36.037325] [DEBUG] [FORECASTER] LXFR: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T10:30:36.304878] [DEBUG] [FORECASTER] LXFR: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T10:30:36.574666] [DEBUG] [FORECASTER] LXFR: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-25T10:30:36.838904] [DEBUG] [FORECASTER] LXFR: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T10:30:36.839087] [INFO ] [CONFIGURE ] LXFR: DISCARDED add_exhaustion_signals (score: 50.00%)
[2025-11-25T10:30:36.839148] [INFO ] [CONFIGURE ] JOB ETA: 13.9m | Avg: 2.8s/test | Remaining: 303 tests
[2025-11-25T10:30:36.839196] [INFO ] [CONFIGURE ] LXFR: Testing feature 6/29: add_failed_moves
[2025-11-25T10:30:36.839240] [INFO ] [CONFIGURE ] LXFR: Testing with features: ['add_daily_returns', 'add_failed_moves']
[2025-11-25T10:30:37.053287] [DEBUG] [FORECASTER] LXFR: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T10:30:37.262138] [DEBUG] [FORECASTER] LXFR: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0
[2025-11-25T10:30:37.469117] [DEBUG] [FORECASTER] LXFR: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T10:30:37.681233] [DEBUG] [FORECASTER] LXFR: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-25T10:30:37.895221] [DEBUG] [FORECASTER] LXFR: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T10:30:38.102633] [DEBUG] [FORECASTER] LXFR: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T10:30:38.316237] [DEBUG] [FORECASTER] LXFR: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T10:30:38.536002] [DEBUG] [FORECASTER] LXFR: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T10:30:38.747534] [DEBUG] [FORECASTER] LXFR: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T10:30:38.968492] [DEBUG] [FORECASTER] LXFR: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T10:30:38.968848] [INFO ] [CONFIGURE ] LXFR: KEPT add_failed_moves (score: 80.00%)
[2025-11-25T10:30:38.968970] [INFO ] [CONFIGURE ] JOB ETA: 13.9m | Avg: 2.8s/test | Remaining: 302 tests
[2025-11-25T10:30:38.969077] [INFO ] [CONFIGURE ] LXFR: Testing feature 7/29: add_lag_shelf
[2025-11-25T10:30:38.969180] [INFO ] [CONFIGURE ] LXFR: Testing with features: ['add_daily_returns', 'add_failed_moves', 'add_lag_shelf']
[2025-11-25T10:30:39.171065] [DEBUG] [FORECASTER] LXFR: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T10:30:39.363009] [DEBUG] [FORECASTER] LXFR: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0
[2025-11-25T10:30:39.554352] [DEBUG] [FORECASTER] LXFR: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T10:30:39.747228] [DEBUG] [FORECASTER] LXFR: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-25T10:30:39.951974] [DEBUG] [FORECASTER] LXFR: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T10:30:40.189368] [DEBUG] [FORECASTER] LXFR: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T10:30:40.406332] [DEBUG] [FORECASTER] LXFR: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T10:30:40.625670] [DEBUG] [FORECASTER] LXFR: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T10:30:40.837993] [DEBUG] [FORECASTER] LXFR: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T10:30:41.052932] [DEBUG] [FORECASTER] LXFR: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T10:30:41.053099] [INFO ] [CONFIGURE ] LXFR: DISCARDED add_lag_shelf (score: 80.00%)
[2025-11-25T10:30:41.053146] [INFO ] [CONFIGURE ] JOB ETA: 13.8m | Avg: 2.8s/test | Remaining: 301 tests
[2025-11-25T10:30:41.053185] [INFO ] [CONFIGURE ] LXFR: Testing feature 8/29: add_macd
[2025-11-25T10:30:41.053223] [INFO ] [CONFIGURE ] LXFR: Testing with features: ['add_daily_returns', 'add_failed_moves', 'add_vwap', 'add_macd']
[2025-11-25T10:30:41.371810] [DEBUG] [FORECASTER] LXFR: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T10:30:41.672585] [DEBUG] [FORECASTER] LXFR: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0
[2025-11-25T10:30:41.989398] [DEBUG] [FORECASTER] LXFR: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T10:30:42.294362] [DEBUG] [FORECASTER] LXFR: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-25T10:30:42.595501] [DEBUG] [FORECASTER] LXFR: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T10:30:42.907809] [DEBUG] [FORECASTER] LXFR: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T10:30:43.222473] [DEBUG] [FORECASTER] LXFR: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T10:30:43.528953] [DEBUG] [FORECASTER] LXFR: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T10:30:43.835080] [DEBUG] [FORECASTER] LXFR: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T10:30:44.135622] [DEBUG] [FORECASTER] LXFR: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T10:30:44.135822] [INFO ] [CONFIGURE ] LXFR: DISCARDED add_macd (score: 60.00%)
[2025-11-25T10:30:44.135881] [INFO ] [CONFIGURE ] JOB ETA: 13.8m | Avg: 2.8s/test | Remaining: 300 tests
[2025-11-25T10:30:44.135926] [INFO ] [CONFIGURE ] LXFR: Testing feature 9/29: add_mfi
[2025-11-25T10:30:44.135970] [INFO ] [CONFIGURE ] LXFR: Testing with features: ['add_daily_returns', 'add_failed_moves', 'add_mfi']
[2025-11-25T10:30:44.345230] [DEBUG] [FORECASTER] LXFR: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T10:30:44.567111] [DEBUG] [FORECASTER] LXFR: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0
[2025-11-25T10:30:44.790564] [DEBUG] [FORECASTER] LXFR: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T10:30:45.013711] [DEBUG] [FORECASTER] LXFR: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-25T10:30:45.238908] [DEBUG] [FORECASTER] LXFR: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T10:30:45.464115] [DEBUG] [FORECASTER] LXFR: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T10:30:45.699301] [DEBUG] [FORECASTER] LXFR: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T10:30:45.929202] [DEBUG] [FORECASTER] LXFR: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T10:30:46.168500] [DEBUG] [FORECASTER] LXFR: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T10:30:46.448249] [DEBUG] [FORECASTER] LXFR: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T10:30:46.448588] [INFO ] [CONFIGURE ] LXFR: DISCARDED add_mfi (score: 80.00%)
[2025-11-25T10:30:46.448695] [INFO ] [CONFIGURE ] JOB ETA: 13.7m | Avg: 2.8s/test | Remaining: 299 tests
[2025-11-25T10:30:46.448767] [INFO ] [CONFIGURE ] LXFR: Testing feature 10/29: add_momentum_acceleration
[2025-11-25T10:30:46.448820] [INFO ] [CONFIGURE ] LXFR: Testing with features: ['add_daily_returns', 'add_failed_moves', 'add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-11-25T10:30:46.882728] [DEBUG] [FORECASTER] LXFR: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T10:30:47.240853] [DEBUG] [FORECASTER] LXFR: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0
[2025-11-25T10:30:47.575256] [DEBUG] [FORECASTER] LXFR: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T10:30:47.895212] [DEBUG] [FORECASTER] LXFR: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-25T10:30:48.206017] [DEBUG] [FORECASTER] LXFR: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T10:30:48.534452] [DEBUG] [FORECASTER] LXFR: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T10:30:48.856752] [DEBUG] [FORECASTER] LXFR: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T10:30:49.181009] [DEBUG] [FORECASTER] LXFR: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-25T10:30:49.500938] [DEBUG] [FORECASTER] LXFR: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T10:30:49.839694] [DEBUG] [FORECASTER] LXFR: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T10:30:49.839906] [INFO ] [CONFIGURE ] LXFR: DISCARDED add_momentum_acceleration (score: 40.00%)
[2025-11-25T10:30:49.839966] [INFO ] [CONFIGURE ] JOB ETA: 13.7m | Avg: 2.8s/test | Remaining: 298 tests
[2025-11-25T10:30:49.840016] [INFO ] [CONFIGURE ] LXFR: Testing feature 11/29: add_obv_daily
[2025-11-25T10:30:49.840062] [INFO ] [CONFIGURE ] LXFR: Testing with features: ['add_daily_returns', 'add_failed_moves', 'add_obv_daily']
[2025-11-25T10:30:50.097747] [DEBUG] [FORECASTER] LXFR: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T10:30:50.364857] [DEBUG] [FORECASTER] LXFR: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0
[2025-11-25T10:30:50.618005] [DEBUG] [FORECASTER] LXFR: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T10:30:50.864550] [DEBUG] [FORECASTER] LXFR: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-25T10:30:51.116045] [DEBUG] [FORECASTER] LXFR: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T10:30:51.366610] [DEBUG] [FORECASTER] LXFR: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T10:30:51.615053] [DEBUG] [FORECASTER] LXFR: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T10:30:51.849797] [DEBUG] [FORECASTER] LXFR: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T10:30:52.078209] [DEBUG] [FORECASTER] LXFR: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T10:30:52.302315] [DEBUG] [FORECASTER] LXFR: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T10:30:52.302511] [INFO ] [CONFIGURE ] LXFR: DISCARDED add_obv_daily (score: 70.00%)
[2025-11-25T10:30:52.302563] [INFO ] [CONFIGURE ] JOB ETA: 13.6m | Avg: 2.8s/test | Remaining: 297 tests
[2025-11-25T10:30:52.302603] [INFO ] [CONFIGURE ] LXFR: Testing feature 12/29: add_obv_interval
[2025-11-25T10:30:52.302640] [INFO ] [CONFIGURE ] LXFR: Testing with features: ['add_daily_returns', 'add_failed_moves', 'add_obv_interval']
[2025-11-25T10:30:52.504713] [DEBUG] [FORECASTER] LXFR: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T10:30:52.708505] [DEBUG] [FORECASTER] LXFR: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0
[2025-11-25T10:30:52.923904] [DEBUG] [FORECASTER] LXFR: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T10:30:53.128373] [DEBUG] [FORECASTER] LXFR: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-25T10:30:53.328899] [DEBUG] [FORECASTER] LXFR: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T10:30:53.538935] [DEBUG] [FORECASTER] LXFR: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T10:30:53.747954] [DEBUG] [FORECASTER] LXFR: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T10:30:53.963318] [DEBUG] [FORECASTER] LXFR: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T10:30:54.179224] [DEBUG] [FORECASTER] LXFR: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T10:30:54.396509] [DEBUG] [FORECASTER] LXFR: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T10:30:54.396760] [INFO ] [CONFIGURE ] LXFR: DISCARDED add_obv_interval (score: 50.00%)
[2025-11-25T10:30:54.396820] [INFO ] [CONFIGURE ] JOB ETA: 13.6m | Avg: 2.8s/test | Remaining: 296 tests
[2025-11-25T10:30:54.396861] [INFO ] [CONFIGURE ] LXFR: Testing feature 13/29: add_opening_strength
[2025-11-25T10:30:54.396913] [INFO ] [CONFIGURE ] LXFR: Testing with features: ['add_daily_returns', 'add_failed_moves', 'add_opening_strength']
[2025-11-25T10:30:54.623494] [DEBUG] [FORECASTER] LXFR: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T10:30:54.837500] [DEBUG] [FORECASTER] LXFR: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T10:30:55.049851] [DEBUG] [FORECASTER] LXFR: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T10:30:55.262535] [DEBUG] [FORECASTER] LXFR: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-25T10:30:55.482108] [DEBUG] [FORECASTER] LXFR: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T10:30:55.689278] [DEBUG] [FORECASTER] LXFR: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T10:30:55.904500] [DEBUG] [FORECASTER] LXFR: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T10:30:56.141801] [DEBUG] [FORECASTER] LXFR: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-25T10:30:56.376488] [DEBUG] [FORECASTER] LXFR: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T10:30:56.602737] [DEBUG] [FORECASTER] LXFR: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T10:30:56.602909] [INFO ] [CONFIGURE ] LXFR: DISCARDED add_opening_strength (score: 50.00%)
[2025-11-25T10:30:56.602957] [INFO ] [CONFIGURE ] JOB ETA: 13.6m | Avg: 2.8s/test | Remaining: 295 tests
[2025-11-25T10:30:56.602996] [INFO ] [CONFIGURE ] LXFR: Testing feature 14/29: add_order_flow_imbalance
[2025-11-25T10:30:56.603032] [INFO ] [CONFIGURE ] LXFR: Testing with features: ['add_daily_returns', 'add_failed_moves', 'add_order_flow_imbalance']
[2025-11-25T10:30:56.833988] [DEBUG] [FORECASTER] LXFR: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T10:30:57.067096] [DEBUG] [FORECASTER] LXFR: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0
[2025-11-25T10:30:57.305545] [DEBUG] [FORECASTER] LXFR: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T10:30:57.544692] [DEBUG] [FORECASTER] LXFR: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-25T10:30:57.777774] [DEBUG] [FORECASTER] LXFR: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T10:30:58.015397] [DEBUG] [FORECASTER] LXFR: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T10:30:58.257167] [DEBUG] [FORECASTER] LXFR: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T10:30:58.497214] [DEBUG] [FORECASTER] LXFR: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T10:30:58.721623] [DEBUG] [FORECASTER] LXFR: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T10:30:58.944759] [DEBUG] [FORECASTER] LXFR: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T10:30:58.944959] [INFO ] [CONFIGURE ] LXFR: DISCARDED add_order_flow_imbalance (score: 50.00%)
[2025-11-25T10:30:58.945018] [INFO ] [CONFIGURE ] JOB ETA: 13.5m | Avg: 2.8s/test | Remaining: 294 tests
[2025-11-25T10:30:58.945063] [INFO ] [CONFIGURE ] LXFR: Testing feature 15/29: add_pbf_morning_momentum
[2025-11-25T10:30:58.945105] [INFO ] [CONFIGURE ] LXFR: Testing with features: ['add_daily_returns', 'add_failed_moves', 'add_pbf_morning_momentum']
[2025-11-25T10:30:59.156472] [DEBUG] [FORECASTER] LXFR: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T10:30:59.347598] [DEBUG] [FORECASTER] LXFR: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0
[2025-11-25T10:30:59.542044] [DEBUG] [FORECASTER] LXFR: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T10:30:59.729286] [DEBUG] [FORECASTER] LXFR: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-25T10:30:59.937292] [DEBUG] [FORECASTER] LXFR: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T10:31:00.851760] [DEBUG] [FORECASTER] LXFR: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T10:31:01.171496] [DEBUG] [FORECASTER] LXFR: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T10:31:01.373673] [DEBUG] [FORECASTER] LXFR: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-25T10:31:01.575604] [DEBUG] [FORECASTER] LXFR: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T10:31:01.784476] [DEBUG] [FORECASTER] LXFR: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T10:31:01.784671] [INFO ] [CONFIGURE ] LXFR: DISCARDED add_pbf_morning_momentum (score: 40.00%)
[2025-11-25T10:31:01.784728] [INFO ] [CONFIGURE ] JOB ETA: 13.5m | Avg: 2.8s/test | Remaining: 293 tests
[2025-11-25T10:31:01.784768] [INFO ] [CONFIGURE ] LXFR: Testing feature 16/29: add_pbf_overnight_gap
[2025-11-25T10:31:01.784805] [INFO ] [CONFIGURE ] LXFR: Testing with features: ['add_daily_returns', 'add_failed_moves', 'add_pbf_overnight_gap']
[2025-11-25T10:31:02.050560] [DEBUG] [FORECASTER] LXFR: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T10:31:02.310022] [DEBUG] [FORECASTER] LXFR: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0
[2025-11-25T10:31:02.554026] [DEBUG] [FORECASTER] LXFR: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T10:31:02.806980] [DEBUG] [FORECASTER] LXFR: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-25T10:31:03.060034] [DEBUG] [FORECASTER] LXFR: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T10:31:03.310140] [DEBUG] [FORECASTER] LXFR: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T10:31:03.569429] [DEBUG] [FORECASTER] LXFR: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T10:31:03.814660] [DEBUG] [FORECASTER] LXFR: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-25T10:31:04.071107] [DEBUG] [FORECASTER] LXFR: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-25T10:31:04.320155] [DEBUG] [FORECASTER] LXFR: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T10:31:04.320364] [INFO ] [CONFIGURE ] LXFR: DISCARDED add_pbf_overnight_gap (score: 50.00%)
[2025-11-25T10:31:04.320417] [INFO ] [CONFIGURE ] JOB ETA: 13.4m | Avg: 2.8s/test | Remaining: 292 tests
[2025-11-25T10:31:04.320458] [INFO ] [CONFIGURE ] LXFR: Testing feature 17/29: add_pbf_return_2d
[2025-11-25T10:31:04.320494] [INFO ] [CONFIGURE ] LXFR: Testing with features: ['add_daily_returns', 'add_failed_moves', 'add_pbf_return_2d']
[2025-11-25T10:31:04.570479] [DEBUG] [FORECASTER] LXFR: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T10:31:04.797255] [DEBUG] [FORECASTER] LXFR: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T10:31:05.022698] [DEBUG] [FORECASTER] LXFR: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T10:31:05.252517] [DEBUG] [FORECASTER] LXFR: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-25T10:31:05.477760] [DEBUG] [FORECASTER] LXFR: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T10:31:05.715253] [DEBUG] [FORECASTER] LXFR: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T10:31:05.932272] [DEBUG] [FORECASTER] LXFR: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T10:31:06.148238] [DEBUG] [FORECASTER] LXFR: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T10:31:06.382757] [DEBUG] [FORECASTER] LXFR: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T10:31:06.619183] [DEBUG] [FORECASTER] LXFR: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T10:31:06.619392] [INFO ] [CONFIGURE ] LXFR: DISCARDED add_pbf_return_2d (score: 60.00%)
[2025-11-25T10:31:06.619452] [INFO ] [CONFIGURE ] JOB ETA: 13.4m | Avg: 2.8s/test | Remaining: 291 tests
[2025-11-25T10:31:06.619500] [INFO ] [CONFIGURE ] LXFR: Testing feature 18/29: add_pbf_volatility_5d
[2025-11-25T10:31:06.619544] [INFO ] [CONFIGURE ] LXFR: Testing with features: ['add_daily_returns', 'add_failed_moves', 'add_pbf_volatility_5d']
[2025-11-25T10:31:06.834352] [DEBUG] [FORECASTER] LXFR: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T10:31:07.030322] [DEBUG] [FORECASTER] LXFR: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0
[2025-11-25T10:31:07.236724] [DEBUG] [FORECASTER] LXFR: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T10:31:07.437509] [DEBUG] [FORECASTER] LXFR: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-25T10:31:07.636798] [DEBUG] [FORECASTER] LXFR: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T10:31:07.848801] [DEBUG] [FORECASTER] LXFR: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T10:31:08.054666] [DEBUG] [FORECASTER] LXFR: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T10:31:08.253345] [DEBUG] [FORECASTER] LXFR: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-25T10:31:08.475920] [DEBUG] [FORECASTER] LXFR: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T10:31:08.682864] [DEBUG] [FORECASTER] LXFR: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T10:31:08.683036] [INFO ] [CONFIGURE ] LXFR: DISCARDED add_pbf_volatility_5d (score: 40.00%)
[2025-11-25T10:31:08.683085] [INFO ] [CONFIGURE ] JOB ETA: 13.3m | Avg: 2.8s/test | Remaining: 290 tests
[2025-11-25T10:31:08.683123] [INFO ] [CONFIGURE ] LXFR: Testing feature 19/29: add_pbf_vs_sma_5
[2025-11-25T10:31:08.683158] [INFO ] [CONFIGURE ] LXFR: Testing with features: ['add_daily_returns', 'add_failed_moves', 'add_pbf_vs_sma_5']
[2025-11-25T10:31:08.884673] [DEBUG] [FORECASTER] LXFR: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T10:31:09.092244] [DEBUG] [FORECASTER] LXFR: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0
[2025-11-25T10:31:09.290445] [DEBUG] [FORECASTER] LXFR: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T10:31:09.496460] [DEBUG] [FORECASTER] LXFR: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-25T10:31:09.697802] [DEBUG] [FORECASTER] LXFR: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T10:31:09.916624] [DEBUG] [FORECASTER] LXFR: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T10:31:10.127526] [DEBUG] [FORECASTER] LXFR: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T10:31:10.331722] [DEBUG] [FORECASTER] LXFR: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T10:31:10.529868] [DEBUG] [FORECASTER] LXFR: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T10:31:10.744916] [DEBUG] [FORECASTER] LXFR: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T10:31:10.745164] [INFO ] [CONFIGURE ] LXFR: DISCARDED add_pbf_vs_sma_5 (score: 60.00%)
[2025-11-25T10:31:10.745218] [INFO ] [CONFIGURE ] JOB ETA: 13.3m | Avg: 2.8s/test | Remaining: 289 tests
[2025-11-25T10:31:10.745259] [INFO ] [CONFIGURE ] LXFR: Testing feature 20/29: add_price_rejection
[2025-11-25T10:31:10.745298] [INFO ] [CONFIGURE ] LXFR: Testing with features: ['add_daily_returns', 'add_failed_moves', 'add_price_rejection']
[2025-11-25T10:31:10.973977] [DEBUG] [FORECASTER] LXFR: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T10:31:11.199540] [DEBUG] [FORECASTER] LXFR: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0
[2025-11-25T10:31:11.439845] [DEBUG] [FORECASTER] LXFR: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T10:31:11.676293] [DEBUG] [FORECASTER] LXFR: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-25T10:31:11.891063] [DEBUG] [FORECASTER] LXFR: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T10:31:12.110134] [DEBUG] [FORECASTER] LXFR: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T10:31:12.332551] [DEBUG] [FORECASTER] LXFR: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T10:31:12.556567] [DEBUG] [FORECASTER] LXFR: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T10:31:12.786780] [DEBUG] [FORECASTER] LXFR: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T10:31:13.011122] [DEBUG] [FORECASTER] LXFR: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T10:31:13.011316] [INFO ] [CONFIGURE ] LXFR: DISCARDED add_price_rejection (score: 60.00%)
[2025-11-25T10:31:13.011374] [INFO ] [CONFIGURE ] JOB ETA: 13.2m | Avg: 2.8s/test | Remaining: 288 tests
[2025-11-25T10:31:13.011421] [INFO ] [CONFIGURE ] LXFR: Testing feature 21/29: add_range_position
[2025-11-25T10:31:13.011471] [INFO ] [CONFIGURE ] LXFR: Testing with features: ['add_daily_returns', 'add_failed_moves', 'add_range_position']
[2025-11-25T10:31:13.280343] [DEBUG] [FORECASTER] LXFR: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T10:31:13.540305] [DEBUG] [FORECASTER] LXFR: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T10:31:13.802797] [DEBUG] [FORECASTER] LXFR: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T10:31:14.071836] [DEBUG] [FORECASTER] LXFR: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-25T10:31:14.334025] [DEBUG] [FORECASTER] LXFR: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T10:31:14.596074] [DEBUG] [FORECASTER] LXFR: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T10:31:14.869068] [DEBUG] [FORECASTER] LXFR: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T10:31:15.134953] [DEBUG] [FORECASTER] LXFR: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T10:31:15.407507] [DEBUG] [FORECASTER] LXFR: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T10:31:15.644982] [DEBUG] [FORECASTER] LXFR: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T10:31:15.645154] [INFO ] [CONFIGURE ] LXFR: DISCARDED add_range_position (score: 70.00%)
[2025-11-25T10:31:15.645211] [INFO ] [CONFIGURE ] JOB ETA: 13.2m | Avg: 2.8s/test | Remaining: 287 tests
[2025-11-25T10:31:15.645258] [INFO ] [CONFIGURE ] LXFR: Testing feature 22/29: add_realized_volatility
[2025-11-25T10:31:15.645306] [INFO ] [CONFIGURE ] LXFR: Testing with features: ['add_daily_returns', 'add_failed_moves', 'add_realized_volatility']
[2025-11-25T10:31:15.952362] [DEBUG] [FORECASTER] LXFR: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T10:31:16.285253] [DEBUG] [FORECASTER] LXFR: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0
[2025-11-25T10:31:16.589438] [DEBUG] [FORECASTER] LXFR: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T10:31:16.896195] [DEBUG] [FORECASTER] LXFR: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-25T10:31:17.205267] [DEBUG] [FORECASTER] LXFR: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T10:31:17.539394] [DEBUG] [FORECASTER] LXFR: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T10:31:17.867304] [DEBUG] [FORECASTER] LXFR: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T10:31:18.199585] [DEBUG] [FORECASTER] LXFR: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T10:31:18.515213] [DEBUG] [FORECASTER] LXFR: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T10:31:18.834469] [DEBUG] [FORECASTER] LXFR: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T10:31:18.834713] [INFO ] [CONFIGURE ] LXFR: DISCARDED add_realized_volatility (score: 50.00%)
[2025-11-25T10:31:18.834775] [INFO ] [CONFIGURE ] JOB ETA: 13.1m | Avg: 2.8s/test | Remaining: 286 tests
[2025-11-25T10:31:18.834823] [INFO ] [CONFIGURE ] LXFR: Testing feature 23/29: add_recent_range_context
[2025-11-25T10:31:18.834868] [INFO ] [CONFIGURE ] LXFR: Testing with features: ['add_daily_returns', 'add_failed_moves', 'add_recent_range_context']
[2025-11-25T10:31:19.043162] [DEBUG] [FORECASTER] LXFR: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T10:31:19.256617] [DEBUG] [FORECASTER] LXFR: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0
[2025-11-25T10:31:19.478399] [DEBUG] [FORECASTER] LXFR: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T10:31:19.692027] [DEBUG] [FORECASTER] LXFR: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-25T10:31:19.905777] [DEBUG] [FORECASTER] LXFR: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T10:31:20.125825] [DEBUG] [FORECASTER] LXFR: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T10:31:20.341872] [DEBUG] [FORECASTER] LXFR: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T10:31:20.558456] [DEBUG] [FORECASTER] LXFR: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-25T10:31:20.793219] [DEBUG] [FORECASTER] LXFR: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T10:31:21.017673] [DEBUG] [FORECASTER] LXFR: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T10:31:21.017843] [INFO ] [CONFIGURE ] LXFR: DISCARDED add_recent_range_context (score: 50.00%)
[2025-11-25T10:31:21.017892] [INFO ] [CONFIGURE ] JOB ETA: 13.1m | Avg: 2.8s/test | Remaining: 285 tests
[2025-11-25T10:31:21.017930] [INFO ] [CONFIGURE ] LXFR: Testing feature 24/29: add_rsi
[2025-11-25T10:31:21.017968] [INFO ] [CONFIGURE ] LXFR: Testing with features: ['add_daily_returns', 'add_failed_moves', 'add_ema', 'add_rsi']
[2025-11-25T10:31:21.315077] [DEBUG] [FORECASTER] LXFR: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T10:31:21.582197] [DEBUG] [FORECASTER] LXFR: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0
[2025-11-25T10:31:21.862622] [DEBUG] [FORECASTER] LXFR: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T10:31:22.142232] [DEBUG] [FORECASTER] LXFR: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-25T10:31:22.405209] [DEBUG] [FORECASTER] LXFR: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T10:31:22.672721] [DEBUG] [FORECASTER] LXFR: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T10:31:22.941932] [DEBUG] [FORECASTER] LXFR: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T10:31:23.212989] [DEBUG] [FORECASTER] LXFR: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-25T10:31:23.481004] [DEBUG] [FORECASTER] LXFR: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T10:31:23.751097] [DEBUG] [FORECASTER] LXFR: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T10:31:23.751279] [INFO ] [CONFIGURE ] LXFR: DISCARDED add_rsi (score: 50.00%)
[2025-11-25T10:31:23.751340] [INFO ] [CONFIGURE ] JOB ETA: 13.0m | Avg: 2.8s/test | Remaining: 284 tests
[2025-11-25T10:31:23.751436] [INFO ] [CONFIGURE ] LXFR: Testing feature 25/29: add_tick_distribution
[2025-11-25T10:31:23.751486] [INFO ] [CONFIGURE ] LXFR: Testing with features: ['add_daily_returns', 'add_failed_moves', 'add_tick_distribution']
[2025-11-25T10:31:23.971248] [DEBUG] [FORECASTER] LXFR: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T10:31:24.194659] [DEBUG] [FORECASTER] LXFR: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0
[2025-11-25T10:31:24.412539] [DEBUG] [FORECASTER] LXFR: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T10:31:24.630988] [DEBUG] [FORECASTER] LXFR: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-25T10:31:24.851632] [DEBUG] [FORECASTER] LXFR: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T10:31:25.072960] [DEBUG] [FORECASTER] LXFR: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T10:31:25.297263] [DEBUG] [FORECASTER] LXFR: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T10:31:25.518595] [DEBUG] [FORECASTER] LXFR: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T10:31:25.741851] [DEBUG] [FORECASTER] LXFR: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T10:31:25.977001] [DEBUG] [FORECASTER] LXFR: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T10:31:25.977253] [INFO ] [CONFIGURE ] LXFR: DISCARDED add_tick_distribution (score: 70.00%)
[2025-11-25T10:31:25.977335] [INFO ] [CONFIGURE ] JOB ETA: 13.0m | Avg: 2.8s/test | Remaining: 283 tests
[2025-11-25T10:31:25.977408] [INFO ] [CONFIGURE ] LXFR: Testing feature 26/29: add_volume_momentum_confirmation
[2025-11-25T10:31:25.977474] [INFO ] [CONFIGURE ] LXFR: Testing with features: ['add_daily_returns', 'add_failed_moves', 'add_volume_momentum_confirmation']
[2025-11-25T10:31:26.207931] [DEBUG] [FORECASTER] LXFR: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T10:31:26.433913] [DEBUG] [FORECASTER] LXFR: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0
[2025-11-25T10:31:26.648911] [DEBUG] [FORECASTER] LXFR: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T10:31:26.864931] [DEBUG] [FORECASTER] LXFR: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-25T10:31:27.081153] [DEBUG] [FORECASTER] LXFR: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T10:31:27.315273] [DEBUG] [FORECASTER] LXFR: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T10:31:27.553210] [DEBUG] [FORECASTER] LXFR: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T10:31:27.790210] [DEBUG] [FORECASTER] LXFR: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T10:31:28.026317] [DEBUG] [FORECASTER] LXFR: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-25T10:31:28.271016] [DEBUG] [FORECASTER] LXFR: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T10:31:28.271188] [INFO ] [CONFIGURE ] LXFR: DISCARDED add_volume_momentum_confirmation (score: 50.00%)
[2025-11-25T10:31:28.271248] [INFO ] [CONFIGURE ] JOB ETA: 13.0m | Avg: 2.8s/test | Remaining: 282 tests
[2025-11-25T10:31:28.271296] [INFO ] [CONFIGURE ] LXFR: Testing feature 27/29: add_volume_price_divergence
[2025-11-25T10:31:28.271342] [INFO ] [CONFIGURE ] LXFR: Testing with features: ['add_daily_returns', 'add_failed_moves', 'add_volume_price_divergence']
[2025-11-25T10:31:28.523246] [DEBUG] [FORECASTER] LXFR: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T10:31:28.774551] [DEBUG] [FORECASTER] LXFR: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0
[2025-11-25T10:31:29.023163] [DEBUG] [FORECASTER] LXFR: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T10:31:29.274541] [DEBUG] [FORECASTER] LXFR: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-25T10:31:29.538762] [DEBUG] [FORECASTER] LXFR: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T10:31:29.793115] [DEBUG] [FORECASTER] LXFR: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T10:31:30.047274] [DEBUG] [FORECASTER] LXFR: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T10:31:30.305930] [DEBUG] [FORECASTER] LXFR: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T10:31:30.559387] [DEBUG] [FORECASTER] LXFR: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T10:31:30.808578] [DEBUG] [FORECASTER] LXFR: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T10:31:30.808795] [INFO ] [CONFIGURE ] LXFR: DISCARDED add_volume_price_divergence (score: 70.00%)
[2025-11-25T10:31:30.808855] [INFO ] [CONFIGURE ] JOB ETA: 12.9m | Avg: 2.8s/test | Remaining: 281 tests
[2025-11-25T10:31:30.808902] [INFO ] [CONFIGURE ] LXFR: Testing feature 28/29: add_volume_profile
[2025-11-25T10:31:30.808947] [INFO ] [CONFIGURE ] LXFR: Testing with features: ['add_daily_returns', 'add_failed_moves', 'add_volume_profile']
[2025-11-25T10:31:31.058837] [DEBUG] [FORECASTER] LXFR: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T10:31:31.306501] [DEBUG] [FORECASTER] LXFR: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T10:31:31.551207] [DEBUG] [FORECASTER] LXFR: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T10:31:31.787207] [DEBUG] [FORECASTER] LXFR: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-25T10:31:32.031988] [DEBUG] [FORECASTER] LXFR: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T10:31:32.277143] [DEBUG] [FORECASTER] LXFR: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T10:31:32.516365] [DEBUG] [FORECASTER] LXFR: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T10:31:32.758069] [DEBUG] [FORECASTER] LXFR: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T10:31:32.997899] [DEBUG] [FORECASTER] LXFR: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T10:31:33.238300] [DEBUG] [FORECASTER] LXFR: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T10:31:33.238484] [INFO ] [CONFIGURE ] LXFR: DISCARDED add_volume_profile (score: 70.00%)
[2025-11-25T10:31:33.238534] [INFO ] [CONFIGURE ] JOB ETA: 12.9m | Avg: 2.8s/test | Remaining: 280 tests
[2025-11-25T10:31:33.238573] [INFO ] [CONFIGURE ] LXFR: Testing feature 29/29: add_vwap
[2025-11-25T10:31:33.238611] [INFO ] [CONFIGURE ] LXFR: Testing with features: ['add_daily_returns', 'add_failed_moves', 'add_vwap']
[2025-11-25T10:31:33.480180] [DEBUG] [FORECASTER] LXFR: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T10:31:33.715976] [DEBUG] [FORECASTER] LXFR: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0
[2025-11-25T10:31:33.953450] [DEBUG] [FORECASTER] LXFR: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T10:31:34.196499] [DEBUG] [FORECASTER] LXFR: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-25T10:31:34.436503] [DEBUG] [FORECASTER] LXFR: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T10:31:34.674965] [DEBUG] [FORECASTER] LXFR: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T10:31:34.919190] [DEBUG] [FORECASTER] LXFR: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T10:31:35.156369] [DEBUG] [FORECASTER] LXFR: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-25T10:31:35.394275] [DEBUG] [FORECASTER] LXFR: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-25T10:31:35.635007] [DEBUG] [FORECASTER] LXFR: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T10:31:35.635197] [INFO ] [CONFIGURE ] LXFR: DISCARDED add_vwap (score: 60.00%)
[2025-11-25T10:31:35.635255] [INFO ] [CONFIGURE ] JOB ETA: 12.8m | Avg: 2.8s/test | Remaining: 279 tests
[2025-11-25T10:31:35.635311] [INFO ] [CONFIGURE ] LXFR: ===== FEATURE SELECTION COMPLETE =====
[2025-11-25T10:31:35.635390] [INFO ] [CONFIGURE ] LXFR: Best accuracy: 80.00%
[2025-11-25T10:31:35.635439] [INFO ] [CONFIGURE ] LXFR: Best feature set (2 features): ['add_daily_returns', 'add_failed_moves']
[2025-11-25T10:31:35.635481] [INFO ] [CONFIGURE ] LXFR: Improvement over baseline: 20.00%
[2025-11-25T10:31:35.635523] [INFO ] [CONFIGURE ] LXFR: Total time: 1.2 minutes
[2025-11-25T10:31:35.635564] [INFO ] [CONFIGURE ] LXFR: Average time per feature: 2.4 seconds
[2025-11-25T10:31:35.635604] [INFO ] [CONFIGURE ] LXFR: Average speed: 0.41 features/sec
[2025-11-25T10:31:35.636089] [INFO ] [LOCAL     ] Saved configuration for LXFR: 2 features, 80.00% accuracy -> ./output/feature-sets/LXFR.json
[2025-11-25T10:31:35.636149] [INFO ] [CONFIGURE ] LXFR: Configuration saved successfully: 2 features, 80.00% accuracy.
[2025-11-25T10:31:35.636200] [INFO ] [sig       ] [156/164] Successfully configured LXFR | 0.01 sym/s | Total: 3.5h | ETA: 10.8m
[2025-11-25T10:31:35.636244] [INFO ] [sig       ] [157/164] Configuring LXP...
[2025-11-25T10:31:35.636286] [INFO ] [CONFIGURE ] LXP: Configurate test run.
[2025-11-25T10:31:35.636328] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LXP' from 'https://tdm.silogroup.org/data/derivative_storage/LXP.csv'.
[2025-11-25T10:31:35.648820] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'LXP'.
[2025-11-25T10:31:35.649131] [INFO ] [CONFIGURE ] LXP: Testing with 29 available features
[2025-11-25T10:31:35.649192] [INFO ] [CONFIGURE ] LXP: Establishing baseline with no features...
[2025-11-25T10:31:35.833482] [DEBUG] [FORECASTER] LXP: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T10:31:36.025801] [DEBUG] [FORECASTER] LXP: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0
[2025-11-25T10:31:36.207992] [DEBUG] [FORECASTER] LXP: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T10:31:36.399176] [DEBUG] [FORECASTER] LXP: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1
[2025-11-25T10:31:36.584383] [DEBUG] [FORECASTER] LXP: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T10:31:36.775137] [DEBUG] [FORECASTER] LXP: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1
[2025-11-25T10:31:36.964197] [DEBUG] [FORECASTER] LXP: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T10:31:37.160682] [DEBUG] [FORECASTER] LXP: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T10:31:37.356244] [DEBUG] [FORECASTER] LXP: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T10:31:37.560877] [DEBUG] [FORECASTER] LXP: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T10:31:37.561158] [INFO ] [CONFIGURE ] LXP: Baseline score (no features): 40.00%
[2025-11-25T10:31:37.561277] [INFO ] [CONFIGURE ] LXP: Testing feature 1/29: add_bollinger_bands
[2025-11-25T10:31:37.561384] [INFO ] [CONFIGURE ] LXP: Testing with features: ['add_bollinger_bands']
[2025-11-25T10:31:37.787007] [DEBUG] [FORECASTER] LXP: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T10:31:38.030449] [DEBUG] [FORECASTER] LXP: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0
[2025-11-25T10:31:38.258716] [DEBUG] [FORECASTER] LXP: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T10:31:38.481584] [DEBUG] [FORECASTER] LXP: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1
[2025-11-25T10:31:38.708448] [DEBUG] [FORECASTER] LXP: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T10:31:38.938756] [DEBUG] [FORECASTER] LXP: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1
[2025-11-25T10:31:39.167627] [DEBUG] [FORECASTER] LXP: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T10:31:39.398039] [DEBUG] [FORECASTER] LXP: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T10:31:39.644825] [DEBUG] [FORECASTER] LXP: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T10:31:39.886789] [DEBUG] [FORECASTER] LXP: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T10:31:39.886991] [INFO ] [CONFIGURE ] LXP: DISCARDED add_bollinger_bands (score: 30.00%)
[2025-11-25T10:31:39.887042] [INFO ] [CONFIGURE ] JOB ETA: 12.8m | Avg: 2.8s/test | Remaining: 278 tests
[2025-11-25T10:31:39.887106] [INFO ] [CONFIGURE ] LXP: Testing feature 2/29: add_cumulative_delta
[2025-11-25T10:31:39.887145] [INFO ] [CONFIGURE ] LXP: Testing with features: ['add_cumulative_delta']
[2025-11-25T10:31:40.147539] [DEBUG] [FORECASTER] LXP: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T10:31:40.390994] [DEBUG] [FORECASTER] LXP: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T10:31:40.644000] [DEBUG] [FORECASTER] LXP: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T10:31:40.894962] [DEBUG] [FORECASTER] LXP: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1
[2025-11-25T10:31:41.146606] [DEBUG] [FORECASTER] LXP: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T10:31:41.390735] [DEBUG] [FORECASTER] LXP: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1
[2025-11-25T10:31:41.638516] [DEBUG] [FORECASTER] LXP: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T10:31:41.875616] [DEBUG] [FORECASTER] LXP: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T10:31:42.111549] [DEBUG] [FORECASTER] LXP: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T10:31:42.353471] [DEBUG] [FORECASTER] LXP: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T10:31:42.353859] [INFO ] [CONFIGURE ] LXP: KEPT add_cumulative_delta (score: 50.00%)
[2025-11-25T10:31:42.353983] [INFO ] [CONFIGURE ] JOB ETA: 12.7m | Avg: 2.8s/test | Remaining: 277 tests
[2025-11-25T10:31:42.354089] [INFO ] [CONFIGURE ] LXP: Testing feature 3/29: add_daily_returns
[2025-11-25T10:31:42.354194] [INFO ] [CONFIGURE ] LXP: Testing with features: ['add_cumulative_delta', 'add_daily_returns']
[2025-11-25T10:31:42.605733] [DEBUG] [FORECASTER] LXP: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T10:31:42.857187] [DEBUG] [FORECASTER] LXP: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T10:31:43.110783] [DEBUG] [FORECASTER] LXP: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T10:31:43.363332] [DEBUG] [FORECASTER] LXP: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1
[2025-11-25T10:31:43.611948] [DEBUG] [FORECASTER] LXP: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T10:31:43.883741] [DEBUG] [FORECASTER] LXP: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1
[2025-11-25T10:31:44.150987] [DEBUG] [FORECASTER] LXP: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T10:31:44.397823] [DEBUG] [FORECASTER] LXP: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T10:31:44.639707] [DEBUG] [FORECASTER] LXP: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T10:31:44.868862] [DEBUG] [FORECASTER] LXP: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T10:31:44.869035] [INFO ] [CONFIGURE ] LXP: DISCARDED add_daily_returns (score: 40.00%)
[2025-11-25T10:31:44.869083] [INFO ] [CONFIGURE ] JOB ETA: 12.7m | Avg: 2.8s/test | Remaining: 276 tests
[2025-11-25T10:31:44.869121] [INFO ] [CONFIGURE ] LXP: Testing feature 4/29: add_ema
[2025-11-25T10:31:44.869156] [INFO ] [CONFIGURE ] LXP: Testing with features: ['add_cumulative_delta', 'add_ema']
[2025-11-25T10:31:45.142868] [DEBUG] [FORECASTER] LXP: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T10:31:45.440069] [DEBUG] [FORECASTER] LXP: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T10:31:45.730864] [DEBUG] [FORECASTER] LXP: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T10:31:46.041408] [DEBUG] [FORECASTER] LXP: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1
[2025-11-25T10:31:46.352769] [DEBUG] [FORECASTER] LXP: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T10:31:46.655410] [DEBUG] [FORECASTER] LXP: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1
[2025-11-25T10:31:46.952635] [DEBUG] [FORECASTER] LXP: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T10:31:47.252294] [DEBUG] [FORECASTER] LXP: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T10:31:47.580186] [DEBUG] [FORECASTER] LXP: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T10:31:47.885839] [DEBUG] [FORECASTER] LXP: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T10:31:47.886045] [INFO ] [CONFIGURE ] LXP: KEPT add_ema (score: 60.00%)
[2025-11-25T10:31:47.886107] [INFO ] [CONFIGURE ] JOB ETA: 12.6m | Avg: 2.8s/test | Remaining: 275 tests
[2025-11-25T10:31:47.886156] [INFO ] [CONFIGURE ] LXP: Testing feature 5/29: add_exhaustion_signals
[2025-11-25T10:31:47.886202] [INFO ] [CONFIGURE ] LXP: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_vwap', 'add_exhaustion_signals']
[2025-11-25T10:31:48.215457] [DEBUG] [FORECASTER] LXP: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T10:31:48.556411] [DEBUG] [FORECASTER] LXP: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T10:31:48.893514] [DEBUG] [FORECASTER] LXP: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T10:31:49.229358] [DEBUG] [FORECASTER] LXP: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1
[2025-11-25T10:31:49.572977] [DEBUG] [FORECASTER] LXP: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T10:31:49.911264] [DEBUG] [FORECASTER] LXP: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1
[2025-11-25T10:31:50.262426] [DEBUG] [FORECASTER] LXP: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T10:31:50.612016] [DEBUG] [FORECASTER] LXP: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T10:31:50.966407] [DEBUG] [FORECASTER] LXP: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T10:31:51.317502] [DEBUG] [FORECASTER] LXP: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T10:31:51.317710] [INFO ] [CONFIGURE ] LXP: DISCARDED add_exhaustion_signals (score: 60.00%)
[2025-11-25T10:31:51.317770] [INFO ] [CONFIGURE ] JOB ETA: 12.6m | Avg: 2.8s/test | Remaining: 274 tests
[2025-11-25T10:31:51.317815] [INFO ] [CONFIGURE ] LXP: Testing feature 6/29: add_failed_moves
[2025-11-25T10:31:51.317872] [INFO ] [CONFIGURE ] LXP: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_failed_moves']
[2025-11-25T10:31:51.619915] [DEBUG] [FORECASTER] LXP: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T10:31:51.917155] [DEBUG] [FORECASTER] LXP: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T10:31:52.218055] [DEBUG] [FORECASTER] LXP: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T10:31:52.511205] [DEBUG] [FORECASTER] LXP: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1
[2025-11-25T10:31:52.820838] [DEBUG] [FORECASTER] LXP: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T10:31:53.114793] [DEBUG] [FORECASTER] LXP: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1
[2025-11-25T10:31:53.400998] [DEBUG] [FORECASTER] LXP: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T10:31:53.683799] [DEBUG] [FORECASTER] LXP: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T10:31:53.972545] [DEBUG] [FORECASTER] LXP: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T10:31:54.275454] [DEBUG] [FORECASTER] LXP: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T10:31:54.275637] [INFO ] [CONFIGURE ] LXP: DISCARDED add_failed_moves (score: 60.00%)
[2025-11-25T10:31:54.275719] [INFO ] [CONFIGURE ] JOB ETA: 12.5m | Avg: 2.8s/test | Remaining: 273 tests
[2025-11-25T10:31:54.275770] [INFO ] [CONFIGURE ] LXP: Testing feature 7/29: add_lag_shelf
[2025-11-25T10:31:54.275850] [INFO ] [CONFIGURE ] LXP: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_lag_shelf']
[2025-11-25T10:31:54.576542] [DEBUG] [FORECASTER] LXP: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T10:31:54.906945] [DEBUG] [FORECASTER] LXP: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T10:31:55.239999] [DEBUG] [FORECASTER] LXP: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T10:31:55.556560] [DEBUG] [FORECASTER] LXP: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1
[2025-11-25T10:31:55.862442] [DEBUG] [FORECASTER] LXP: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T10:31:56.132016] [DEBUG] [FORECASTER] LXP: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1
[2025-11-25T10:31:56.408241] [DEBUG] [FORECASTER] LXP: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T10:31:56.647523] [DEBUG] [FORECASTER] LXP: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T10:31:56.893740] [DEBUG] [FORECASTER] LXP: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T10:31:57.143926] [DEBUG] [FORECASTER] LXP: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T10:31:57.144113] [INFO ] [CONFIGURE ] LXP: DISCARDED add_lag_shelf (score: 60.00%)
[2025-11-25T10:31:57.144170] [INFO ] [CONFIGURE ] JOB ETA: 12.5m | Avg: 2.8s/test | Remaining: 272 tests
[2025-11-25T10:31:57.144218] [INFO ] [CONFIGURE ] LXP: Testing feature 8/29: add_macd
[2025-11-25T10:31:57.144260] [INFO ] [CONFIGURE ] LXP: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_vwap', 'add_macd']
[2025-11-25T10:31:57.496931] [DEBUG] [FORECASTER] LXP: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T10:31:57.904689] [DEBUG] [FORECASTER] LXP: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T10:31:58.283576] [DEBUG] [FORECASTER] LXP: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T10:31:58.641664] [DEBUG] [FORECASTER] LXP: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1
[2025-11-25T10:31:59.008270] [DEBUG] [FORECASTER] LXP: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T10:31:59.371779] [DEBUG] [FORECASTER] LXP: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1
[2025-11-25T10:31:59.746811] [DEBUG] [FORECASTER] LXP: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T10:32:00.836456] [DEBUG] [FORECASTER] LXP: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T10:32:01.326433] [DEBUG] [FORECASTER] LXP: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T10:32:01.688165] [DEBUG] [FORECASTER] LXP: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T10:32:01.688365] [INFO ] [CONFIGURE ] LXP: KEPT add_macd (score: 70.00%)
[2025-11-25T10:32:01.688423] [INFO ] [CONFIGURE ] JOB ETA: 12.4m | Avg: 2.8s/test | Remaining: 271 tests
[2025-11-25T10:32:01.688473] [INFO ] [CONFIGURE ] LXP: Testing feature 9/29: add_mfi
[2025-11-25T10:32:01.688519] [INFO ] [CONFIGURE ] LXP: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_vwap', 'add_macd', 'add_mfi']
[2025-11-25T10:32:02.092937] [DEBUG] [FORECASTER] LXP: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T10:32:02.485229] [DEBUG] [FORECASTER] LXP: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T10:32:02.878575] [DEBUG] [FORECASTER] LXP: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T10:32:03.281539] [DEBUG] [FORECASTER] LXP: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1
[2025-11-25T10:32:03.696214] [DEBUG] [FORECASTER] LXP: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T10:32:04.100586] [DEBUG] [FORECASTER] LXP: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1
[2025-11-25T10:32:04.491775] [DEBUG] [FORECASTER] LXP: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T10:32:04.876148] [DEBUG] [FORECASTER] LXP: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T10:32:05.265200] [DEBUG] [FORECASTER] LXP: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T10:32:05.643850] [DEBUG] [FORECASTER] LXP: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T10:32:05.644111] [INFO ] [CONFIGURE ] LXP: DISCARDED add_mfi (score: 70.00%)
[2025-11-25T10:32:05.644174] [INFO ] [CONFIGURE ] JOB ETA: 12.4m | Avg: 2.8s/test | Remaining: 270 tests
[2025-11-25T10:32:05.644216] [INFO ] [CONFIGURE ] LXP: Testing feature 10/29: add_momentum_acceleration
[2025-11-25T10:32:05.644265] [INFO ] [CONFIGURE ] LXP: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_vwap', 'add_macd', 'add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-11-25T10:32:06.092779] [DEBUG] [FORECASTER] LXP: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T10:32:06.540341] [DEBUG] [FORECASTER] LXP: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T10:32:06.982471] [DEBUG] [FORECASTER] LXP: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T10:32:07.427220] [DEBUG] [FORECASTER] LXP: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1
[2025-11-25T10:32:07.875267] [DEBUG] [FORECASTER] LXP: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T10:32:08.338996] [DEBUG] [FORECASTER] LXP: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1
[2025-11-25T10:32:08.820670] [DEBUG] [FORECASTER] LXP: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T10:32:09.306502] [DEBUG] [FORECASTER] LXP: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T10:32:09.780086] [DEBUG] [FORECASTER] LXP: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T10:32:10.262883] [DEBUG] [FORECASTER] LXP: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T10:32:10.263137] [INFO ] [CONFIGURE ] LXP: DISCARDED add_momentum_acceleration (score: 50.00%)
[2025-11-25T10:32:10.263208] [INFO ] [CONFIGURE ] JOB ETA: 12.4m | Avg: 2.8s/test | Remaining: 269 tests
[2025-11-25T10:32:10.263259] [INFO ] [CONFIGURE ] LXP: Testing feature 11/29: add_obv_daily
[2025-11-25T10:32:10.263311] [INFO ] [CONFIGURE ] LXP: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_vwap', 'add_macd', 'add_obv_daily']
[2025-11-25T10:32:10.637605] [DEBUG] [FORECASTER] LXP: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T10:32:11.013220] [DEBUG] [FORECASTER] LXP: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T10:32:11.399713] [DEBUG] [FORECASTER] LXP: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T10:32:11.775041] [DEBUG] [FORECASTER] LXP: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1
[2025-11-25T10:32:12.148367] [DEBUG] [FORECASTER] LXP: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T10:32:12.525104] [DEBUG] [FORECASTER] LXP: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1
[2025-11-25T10:32:12.896349] [DEBUG] [FORECASTER] LXP: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T10:32:13.266147] [DEBUG] [FORECASTER] LXP: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T10:32:13.648779] [DEBUG] [FORECASTER] LXP: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T10:32:14.019247] [DEBUG] [FORECASTER] LXP: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T10:32:14.019428] [INFO ] [CONFIGURE ] LXP: KEPT add_obv_daily (score: 80.00%)
[2025-11-25T10:32:14.019488] [INFO ] [CONFIGURE ] JOB ETA: 12.3m | Avg: 2.8s/test | Remaining: 268 tests
[2025-11-25T10:32:14.019538] [INFO ] [CONFIGURE ] LXP: Testing feature 12/29: add_obv_interval
[2025-11-25T10:32:14.019584] [INFO ] [CONFIGURE ] LXP: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_vwap', 'add_macd', 'add_obv_daily', 'add_obv_interval']
[2025-11-25T10:32:14.416465] [DEBUG] [FORECASTER] LXP: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T10:32:14.831674] [DEBUG] [FORECASTER] LXP: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0
[2025-11-25T10:32:15.252899] [DEBUG] [FORECASTER] LXP: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T10:32:15.683737] [DEBUG] [FORECASTER] LXP: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1
[2025-11-25T10:32:16.111169] [DEBUG] [FORECASTER] LXP: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T10:32:16.539399] [DEBUG] [FORECASTER] LXP: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1
[2025-11-25T10:32:16.947597] [DEBUG] [FORECASTER] LXP: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T10:32:17.363403] [DEBUG] [FORECASTER] LXP: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T10:32:17.778928] [DEBUG] [FORECASTER] LXP: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T10:32:18.201581] [DEBUG] [FORECASTER] LXP: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T10:32:18.201786] [INFO ] [CONFIGURE ] LXP: DISCARDED add_obv_interval (score: 70.00%)
[2025-11-25T10:32:18.201849] [INFO ] [CONFIGURE ] JOB ETA: 12.3m | Avg: 2.8s/test | Remaining: 267 tests
[2025-11-25T10:32:18.201900] [INFO ] [CONFIGURE ] LXP: Testing feature 13/29: add_opening_strength
[2025-11-25T10:32:18.201946] [INFO ] [CONFIGURE ] LXP: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_vwap', 'add_macd', 'add_obv_daily', 'add_daily_returns', 'add_opening_strength']
[2025-11-25T10:32:18.650412] [DEBUG] [FORECASTER] LXP: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T10:32:19.090542] [DEBUG] [FORECASTER] LXP: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0
[2025-11-25T10:32:19.527749] [DEBUG] [FORECASTER] LXP: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T10:32:19.971775] [DEBUG] [FORECASTER] LXP: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-25T10:32:20.408442] [DEBUG] [FORECASTER] LXP: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T10:32:20.844638] [DEBUG] [FORECASTER] LXP: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1
[2025-11-25T10:32:21.263996] [DEBUG] [FORECASTER] LXP: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T10:32:21.705639] [DEBUG] [FORECASTER] LXP: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T10:32:22.142770] [DEBUG] [FORECASTER] LXP: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T10:32:22.584739] [DEBUG] [FORECASTER] LXP: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T10:32:22.584947] [INFO ] [CONFIGURE ] LXP: DISCARDED add_opening_strength (score: 80.00%)
[2025-11-25T10:32:22.585013] [INFO ] [CONFIGURE ] JOB ETA: 12.2m | Avg: 2.8s/test | Remaining: 266 tests
[2025-11-25T10:32:22.585063] [INFO ] [CONFIGURE ] LXP: Testing feature 14/29: add_order_flow_imbalance
[2025-11-25T10:32:22.585110] [INFO ] [CONFIGURE ] LXP: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_vwap', 'add_macd', 'add_obv_daily', 'add_order_flow_imbalance']
[2025-11-25T10:32:22.973769] [DEBUG] [FORECASTER] LXP: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T10:32:23.359309] [DEBUG] [FORECASTER] LXP: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T10:32:23.777966] [DEBUG] [FORECASTER] LXP: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T10:32:24.178612] [DEBUG] [FORECASTER] LXP: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1
[2025-11-25T10:32:24.570913] [DEBUG] [FORECASTER] LXP: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T10:32:24.981838] [DEBUG] [FORECASTER] LXP: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1
[2025-11-25T10:32:25.386398] [DEBUG] [FORECASTER] LXP: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T10:32:25.799439] [DEBUG] [FORECASTER] LXP: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T10:32:26.214876] [DEBUG] [FORECASTER] LXP: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T10:32:26.628609] [DEBUG] [FORECASTER] LXP: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T10:32:26.628813] [INFO ] [CONFIGURE ] LXP: DISCARDED add_order_flow_imbalance (score: 70.00%)
[2025-11-25T10:32:26.628871] [INFO ] [CONFIGURE ] JOB ETA: 12.2m | Avg: 2.8s/test | Remaining: 265 tests
[2025-11-25T10:32:26.628920] [INFO ] [CONFIGURE ] LXP: Testing feature 15/29: add_pbf_morning_momentum
[2025-11-25T10:32:26.628965] [INFO ] [CONFIGURE ] LXP: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_vwap', 'add_macd', 'add_obv_daily', 'add_pbf_morning_momentum']
[2025-11-25T10:32:27.028137] [DEBUG] [FORECASTER] LXP: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T10:32:27.426206] [DEBUG] [FORECASTER] LXP: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T10:32:27.828349] [DEBUG] [FORECASTER] LXP: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T10:32:28.244105] [DEBUG] [FORECASTER] LXP: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1
[2025-11-25T10:32:28.665955] [DEBUG] [FORECASTER] LXP: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T10:32:29.096684] [DEBUG] [FORECASTER] LXP: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1
[2025-11-25T10:32:29.516376] [DEBUG] [FORECASTER] LXP: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T10:32:29.931852] [DEBUG] [FORECASTER] LXP: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T10:32:30.343899] [DEBUG] [FORECASTER] LXP: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T10:32:30.767561] [DEBUG] [FORECASTER] LXP: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T10:32:30.767841] [INFO ] [CONFIGURE ] LXP: DISCARDED add_pbf_morning_momentum (score: 80.00%)
[2025-11-25T10:32:30.767914] [INFO ] [CONFIGURE ] JOB ETA: 12.1m | Avg: 2.8s/test | Remaining: 264 tests
[2025-11-25T10:32:30.767964] [INFO ] [CONFIGURE ] LXP: Testing feature 16/29: add_pbf_overnight_gap
[2025-11-25T10:32:30.768010] [INFO ] [CONFIGURE ] LXP: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_vwap', 'add_macd', 'add_obv_daily', 'add_pbf_overnight_gap']
[2025-11-25T10:32:31.213688] [DEBUG] [FORECASTER] LXP: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T10:32:31.643192] [DEBUG] [FORECASTER] LXP: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T10:32:32.073855] [DEBUG] [FORECASTER] LXP: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T10:32:32.486375] [DEBUG] [FORECASTER] LXP: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1
[2025-11-25T10:32:32.915412] [DEBUG] [FORECASTER] LXP: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T10:32:33.346763] [DEBUG] [FORECASTER] LXP: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1
[2025-11-25T10:32:33.771737] [DEBUG] [FORECASTER] LXP: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T10:32:34.209862] [DEBUG] [FORECASTER] LXP: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T10:32:34.619728] [DEBUG] [FORECASTER] LXP: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T10:32:35.034782] [DEBUG] [FORECASTER] LXP: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T10:32:35.034988] [INFO ] [CONFIGURE ] LXP: DISCARDED add_pbf_overnight_gap (score: 80.00%)
[2025-11-25T10:32:35.035050] [INFO ] [CONFIGURE ] JOB ETA: 12.1m | Avg: 2.8s/test | Remaining: 263 tests
[2025-11-25T10:32:35.035098] [INFO ] [CONFIGURE ] LXP: Testing feature 17/29: add_pbf_return_2d
[2025-11-25T10:32:35.035145] [INFO ] [CONFIGURE ] LXP: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_vwap', 'add_macd', 'add_obv_daily', 'add_pbf_return_2d']
[2025-11-25T10:32:35.428876] [DEBUG] [FORECASTER] LXP: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T10:32:35.815777] [DEBUG] [FORECASTER] LXP: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T10:32:36.213686] [DEBUG] [FORECASTER] LXP: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T10:32:36.639795] [DEBUG] [FORECASTER] LXP: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-25T10:32:37.060042] [DEBUG] [FORECASTER] LXP: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T10:32:37.476404] [DEBUG] [FORECASTER] LXP: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1
[2025-11-25T10:32:37.886823] [DEBUG] [FORECASTER] LXP: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T10:32:38.304736] [DEBUG] [FORECASTER] LXP: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T10:32:38.733956] [DEBUG] [FORECASTER] LXP: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T10:32:39.144523] [DEBUG] [FORECASTER] LXP: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T10:32:39.144745] [INFO ] [CONFIGURE ] LXP: DISCARDED add_pbf_return_2d (score: 80.00%)
[2025-11-25T10:32:39.144806] [INFO ] [CONFIGURE ] JOB ETA: 12.0m | Avg: 2.8s/test | Remaining: 262 tests
[2025-11-25T10:32:39.144853] [INFO ] [CONFIGURE ] LXP: Testing feature 18/29: add_pbf_volatility_5d
[2025-11-25T10:32:39.144898] [INFO ] [CONFIGURE ] LXP: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_vwap', 'add_macd', 'add_obv_daily', 'add_pbf_volatility_5d']
[2025-11-25T10:32:39.557270] [DEBUG] [FORECASTER] LXP: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T10:32:39.964381] [DEBUG] [FORECASTER] LXP: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T10:32:40.393289] [DEBUG] [FORECASTER] LXP: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T10:32:40.813938] [DEBUG] [FORECASTER] LXP: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1
[2025-11-25T10:32:41.220946] [DEBUG] [FORECASTER] LXP: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T10:32:41.627202] [DEBUG] [FORECASTER] LXP: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1
[2025-11-25T10:32:42.049312] [DEBUG] [FORECASTER] LXP: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T10:32:42.565167] [DEBUG] [FORECASTER] LXP: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T10:32:43.121405] [DEBUG] [FORECASTER] LXP: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T10:32:43.550089] [DEBUG] [FORECASTER] LXP: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T10:32:43.550303] [INFO ] [CONFIGURE ] LXP: DISCARDED add_pbf_volatility_5d (score: 80.00%)
[2025-11-25T10:32:43.550366] [INFO ] [CONFIGURE ] JOB ETA: 12.0m | Avg: 2.8s/test | Remaining: 261 tests
[2025-11-25T10:32:43.550419] [INFO ] [CONFIGURE ] LXP: Testing feature 19/29: add_pbf_vs_sma_5
[2025-11-25T10:32:43.550466] [INFO ] [CONFIGURE ] LXP: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_vwap', 'add_macd', 'add_obv_daily', 'add_pbf_vs_sma_5']
[2025-11-25T10:32:43.940617] [DEBUG] [FORECASTER] LXP: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T10:32:44.332483] [DEBUG] [FORECASTER] LXP: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T10:32:44.711937] [DEBUG] [FORECASTER] LXP: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T10:32:45.100669] [DEBUG] [FORECASTER] LXP: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1
[2025-11-25T10:32:45.490971] [DEBUG] [FORECASTER] LXP: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T10:32:45.886635] [DEBUG] [FORECASTER] LXP: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1
[2025-11-25T10:32:46.294273] [DEBUG] [FORECASTER] LXP: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T10:32:46.681347] [DEBUG] [FORECASTER] LXP: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T10:32:47.086107] [DEBUG] [FORECASTER] LXP: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T10:32:47.504892] [DEBUG] [FORECASTER] LXP: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T10:32:47.505143] [INFO ] [CONFIGURE ] LXP: DISCARDED add_pbf_vs_sma_5 (score: 70.00%)
[2025-11-25T10:32:47.505207] [INFO ] [CONFIGURE ] JOB ETA: 12.0m | Avg: 2.8s/test | Remaining: 260 tests
[2025-11-25T10:32:47.505259] [INFO ] [CONFIGURE ] LXP: Testing feature 20/29: add_price_rejection
[2025-11-25T10:32:47.505310] [INFO ] [CONFIGURE ] LXP: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_vwap', 'add_macd', 'add_obv_daily', 'add_price_rejection']
[2025-11-25T10:32:47.917595] [DEBUG] [FORECASTER] LXP: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T10:32:48.327936] [DEBUG] [FORECASTER] LXP: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T10:32:48.724305] [DEBUG] [FORECASTER] LXP: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T10:32:49.129563] [DEBUG] [FORECASTER] LXP: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1
[2025-11-25T10:32:49.536216] [DEBUG] [FORECASTER] LXP: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T10:32:49.942208] [DEBUG] [FORECASTER] LXP: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1
[2025-11-25T10:32:50.381240] [DEBUG] [FORECASTER] LXP: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T10:32:50.799258] [DEBUG] [FORECASTER] LXP: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T10:32:51.228164] [DEBUG] [FORECASTER] LXP: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T10:32:51.697591] [DEBUG] [FORECASTER] LXP: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T10:32:51.697892] [INFO ] [CONFIGURE ] LXP: DISCARDED add_price_rejection (score: 80.00%)
[2025-11-25T10:32:51.697959] [INFO ] [CONFIGURE ] JOB ETA: 11.9m | Avg: 2.8s/test | Remaining: 259 tests
[2025-11-25T10:32:51.698009] [INFO ] [CONFIGURE ] LXP: Testing feature 21/29: add_range_position
[2025-11-25T10:32:51.698055] [INFO ] [CONFIGURE ] LXP: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_vwap', 'add_macd', 'add_obv_daily', 'add_range_position']
[2025-11-25T10:32:52.133903] [DEBUG] [FORECASTER] LXP: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T10:32:52.553666] [DEBUG] [FORECASTER] LXP: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T10:32:52.975054] [DEBUG] [FORECASTER] LXP: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T10:32:53.427819] [DEBUG] [FORECASTER] LXP: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1
[2025-11-25T10:32:53.889576] [DEBUG] [FORECASTER] LXP: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T10:32:54.307923] [DEBUG] [FORECASTER] LXP: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1
[2025-11-25T10:32:54.729436] [DEBUG] [FORECASTER] LXP: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T10:32:55.139349] [DEBUG] [FORECASTER] LXP: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T10:32:55.569361] [DEBUG] [FORECASTER] LXP: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T10:32:56.006487] [DEBUG] [FORECASTER] LXP: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T10:32:56.006744] [INFO ] [CONFIGURE ] LXP: DISCARDED add_range_position (score: 60.00%)
[2025-11-25T10:32:56.006810] [INFO ] [CONFIGURE ] JOB ETA: 11.9m | Avg: 2.8s/test | Remaining: 258 tests
[2025-11-25T10:32:56.006863] [INFO ] [CONFIGURE ] LXP: Testing feature 22/29: add_realized_volatility
[2025-11-25T10:32:56.006911] [INFO ] [CONFIGURE ] LXP: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_vwap', 'add_macd', 'add_obv_daily', 'add_realized_volatility']
[2025-11-25T10:32:56.533335] [DEBUG] [FORECASTER] LXP: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T10:32:57.038183] [DEBUG] [FORECASTER] LXP: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T10:32:57.582617] [DEBUG] [FORECASTER] LXP: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T10:32:58.180748] [DEBUG] [FORECASTER] LXP: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1
[2025-11-25T10:32:58.753986] [DEBUG] [FORECASTER] LXP: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T10:32:59.279607] [DEBUG] [FORECASTER] LXP: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1
[2025-11-25T10:32:59.805175] [DEBUG] [FORECASTER] LXP: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T10:33:01.147196] [DEBUG] [FORECASTER] LXP: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T10:33:01.715737] [DEBUG] [FORECASTER] LXP: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T10:33:02.234604] [DEBUG] [FORECASTER] LXP: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T10:33:02.234803] [INFO ] [CONFIGURE ] LXP: DISCARDED add_realized_volatility (score: 80.00%)
[2025-11-25T10:33:02.234863] [INFO ] [CONFIGURE ] JOB ETA: 11.8m | Avg: 2.8s/test | Remaining: 257 tests
[2025-11-25T10:33:02.234913] [INFO ] [CONFIGURE ] LXP: Testing feature 23/29: add_recent_range_context
[2025-11-25T10:33:02.234959] [INFO ] [CONFIGURE ] LXP: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_vwap', 'add_macd', 'add_obv_daily', 'add_recent_range_context']
[2025-11-25T10:33:02.649841] [DEBUG] [FORECASTER] LXP: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T10:33:03.066630] [DEBUG] [FORECASTER] LXP: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T10:33:03.513731] [DEBUG] [FORECASTER] LXP: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T10:33:03.922234] [DEBUG] [FORECASTER] LXP: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-25T10:33:04.349265] [DEBUG] [FORECASTER] LXP: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T10:33:04.771053] [DEBUG] [FORECASTER] LXP: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1
[2025-11-25T10:33:05.210578] [DEBUG] [FORECASTER] LXP: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T10:33:05.620943] [DEBUG] [FORECASTER] LXP: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T10:33:06.040886] [DEBUG] [FORECASTER] LXP: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T10:33:06.460832] [DEBUG] [FORECASTER] LXP: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T10:33:06.461020] [INFO ] [CONFIGURE ] LXP: KEPT add_recent_range_context (score: 90.00%)
[2025-11-25T10:33:06.461084] [INFO ] [CONFIGURE ] JOB ETA: 11.8m | Avg: 2.8s/test | Remaining: 256 tests
[2025-11-25T10:33:06.461133] [INFO ] [CONFIGURE ] LXP: Testing feature 24/29: add_rsi
[2025-11-25T10:33:06.461181] [INFO ] [CONFIGURE ] LXP: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_vwap', 'add_macd', 'add_obv_daily', 'add_recent_range_context', 'add_rsi']
[2025-11-25T10:33:06.877021] [DEBUG] [FORECASTER] LXP: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T10:33:07.312511] [DEBUG] [FORECASTER] LXP: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T10:33:07.749314] [DEBUG] [FORECASTER] LXP: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T10:33:08.178935] [DEBUG] [FORECASTER] LXP: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1
[2025-11-25T10:33:08.618585] [DEBUG] [FORECASTER] LXP: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T10:33:09.062913] [DEBUG] [FORECASTER] LXP: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1
[2025-11-25T10:33:09.501683] [DEBUG] [FORECASTER] LXP: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T10:33:09.940895] [DEBUG] [FORECASTER] LXP: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T10:33:10.385259] [DEBUG] [FORECASTER] LXP: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T10:33:10.841010] [DEBUG] [FORECASTER] LXP: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T10:33:10.841230] [INFO ] [CONFIGURE ] LXP: DISCARDED add_rsi (score: 80.00%)
[2025-11-25T10:33:10.841294] [INFO ] [CONFIGURE ] JOB ETA: 11.7m | Avg: 2.8s/test | Remaining: 255 tests
[2025-11-25T10:33:10.841344] [INFO ] [CONFIGURE ] LXP: Testing feature 25/29: add_tick_distribution
[2025-11-25T10:33:10.841393] [INFO ] [CONFIGURE ] LXP: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_vwap', 'add_macd', 'add_obv_daily', 'add_recent_range_context', 'add_tick_distribution']
[2025-11-25T10:33:11.295588] [DEBUG] [FORECASTER] LXP: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T10:33:11.724712] [DEBUG] [FORECASTER] LXP: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T10:33:12.164986] [DEBUG] [FORECASTER] LXP: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T10:33:12.602114] [DEBUG] [FORECASTER] LXP: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-25T10:33:13.050585] [DEBUG] [FORECASTER] LXP: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T10:33:13.495137] [DEBUG] [FORECASTER] LXP: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1
[2025-11-25T10:33:13.950455] [DEBUG] [FORECASTER] LXP: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T10:33:14.390740] [DEBUG] [FORECASTER] LXP: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T10:33:14.843166] [DEBUG] [FORECASTER] LXP: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T10:33:15.297749] [DEBUG] [FORECASTER] LXP: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T10:33:15.297995] [INFO ] [CONFIGURE ] LXP: DISCARDED add_tick_distribution (score: 90.00%)
[2025-11-25T10:33:15.298083] [INFO ] [CONFIGURE ] JOB ETA: 11.7m | Avg: 2.8s/test | Remaining: 254 tests
[2025-11-25T10:33:15.298140] [INFO ] [CONFIGURE ] LXP: Testing feature 26/29: add_volume_momentum_confirmation
[2025-11-25T10:33:15.298186] [INFO ] [CONFIGURE ] LXP: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_vwap', 'add_macd', 'add_obv_daily', 'add_recent_range_context', 'add_volume_momentum_confirmation']
[2025-11-25T10:33:15.754511] [DEBUG] [FORECASTER] LXP: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T10:33:16.203710] [DEBUG] [FORECASTER] LXP: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T10:33:16.653499] [DEBUG] [FORECASTER] LXP: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T10:33:17.083390] [DEBUG] [FORECASTER] LXP: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1
[2025-11-25T10:33:17.522697] [DEBUG] [FORECASTER] LXP: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T10:33:17.970680] [DEBUG] [FORECASTER] LXP: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1
[2025-11-25T10:33:18.426152] [DEBUG] [FORECASTER] LXP: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T10:33:18.874191] [DEBUG] [FORECASTER] LXP: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T10:33:19.319562] [DEBUG] [FORECASTER] LXP: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T10:33:19.767687] [DEBUG] [FORECASTER] LXP: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T10:33:19.767919] [INFO ] [CONFIGURE ] LXP: DISCARDED add_volume_momentum_confirmation (score: 60.00%)
[2025-11-25T10:33:19.767982] [INFO ] [CONFIGURE ] JOB ETA: 11.6m | Avg: 2.8s/test | Remaining: 253 tests
[2025-11-25T10:33:19.768033] [INFO ] [CONFIGURE ] LXP: Testing feature 27/29: add_volume_price_divergence
[2025-11-25T10:33:19.768079] [INFO ] [CONFIGURE ] LXP: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_vwap', 'add_macd', 'add_obv_daily', 'add_recent_range_context', 'add_volume_price_divergence']
[2025-11-25T10:33:20.186152] [DEBUG] [FORECASTER] LXP: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T10:33:20.602040] [DEBUG] [FORECASTER] LXP: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T10:33:21.041871] [DEBUG] [FORECASTER] LXP: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T10:33:21.481621] [DEBUG] [FORECASTER] LXP: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1
[2025-11-25T10:33:21.910055] [DEBUG] [FORECASTER] LXP: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T10:33:22.330610] [DEBUG] [FORECASTER] LXP: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1
[2025-11-25T10:33:22.752598] [DEBUG] [FORECASTER] LXP: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T10:33:23.183845] [DEBUG] [FORECASTER] LXP: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T10:33:23.624483] [DEBUG] [FORECASTER] LXP: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T10:33:24.078134] [DEBUG] [FORECASTER] LXP: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T10:33:24.078374] [INFO ] [CONFIGURE ] LXP: DISCARDED add_volume_price_divergence (score: 70.00%)
[2025-11-25T10:33:24.078449] [INFO ] [CONFIGURE ] JOB ETA: 11.6m | Avg: 2.8s/test | Remaining: 252 tests
[2025-11-25T10:33:24.078499] [INFO ] [CONFIGURE ] LXP: Testing feature 28/29: add_volume_profile
[2025-11-25T10:33:24.078552] [INFO ] [CONFIGURE ] LXP: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_vwap', 'add_macd', 'add_obv_daily', 'add_recent_range_context', 'add_volume_profile']
[2025-11-25T10:33:24.519281] [DEBUG] [FORECASTER] LXP: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T10:33:24.973117] [DEBUG] [FORECASTER] LXP: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T10:33:25.412764] [DEBUG] [FORECASTER] LXP: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T10:33:25.836800] [DEBUG] [FORECASTER] LXP: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1
[2025-11-25T10:33:26.253297] [DEBUG] [FORECASTER] LXP: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T10:33:26.685093] [DEBUG] [FORECASTER] LXP: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1
[2025-11-25T10:33:27.127677] [DEBUG] [FORECASTER] LXP: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T10:33:27.589343] [DEBUG] [FORECASTER] LXP: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T10:33:28.063796] [DEBUG] [FORECASTER] LXP: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T10:33:28.540871] [DEBUG] [FORECASTER] LXP: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T10:33:28.541071] [INFO ] [CONFIGURE ] LXP: DISCARDED add_volume_profile (score: 80.00%)
[2025-11-25T10:33:28.541131] [INFO ] [CONFIGURE ] JOB ETA: 11.6m | Avg: 2.8s/test | Remaining: 251 tests
[2025-11-25T10:33:28.541180] [INFO ] [CONFIGURE ] LXP: ===== FEATURE SELECTION COMPLETE =====
[2025-11-25T10:33:28.541223] [INFO ] [CONFIGURE ] LXP: Best accuracy: 90.00%
[2025-11-25T10:33:28.541269] [INFO ] [CONFIGURE ] LXP: Best feature set (6 features): ['add_cumulative_delta', 'add_ema', 'add_vwap', 'add_macd', 'add_obv_daily', 'add_recent_range_context']
[2025-11-25T10:33:28.541309] [INFO ] [CONFIGURE ] LXP: Improvement over baseline: 50.00%
[2025-11-25T10:33:28.541347] [INFO ] [CONFIGURE ] LXP: Total time: 1.8 minutes
[2025-11-25T10:33:28.541385] [INFO ] [CONFIGURE ] LXP: Average time per feature: 4.0 seconds
[2025-11-25T10:33:28.541428] [INFO ] [CONFIGURE ] LXP: Average speed: 0.26 features/sec
[2025-11-25T10:33:28.541797] [INFO ] [LOCAL     ] Saved configuration for LXP: 6 features, 90.00% accuracy -> ./output/feature-sets/LXP.json
[2025-11-25T10:33:28.541856] [INFO ] [CONFIGURE ] LXP: Configuration saved successfully: 6 features, 90.00% accuracy.
[2025-11-25T10:33:28.541906] [INFO ] [sig       ] [157/164] Successfully configured LXP | 0.01 sym/s | Total: 3.5h | ETA: 9.5m
[2025-11-25T10:33:28.541959] [INFO ] [sig       ] [158/164] Configuring LXU...
[2025-11-25T10:33:28.542004] [INFO ] [CONFIGURE ] LXU: Configurate test run.
[2025-11-25T10:33:28.542047] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LXU' from 'https://tdm.silogroup.org/data/derivative_storage/LXU.csv'.
[2025-11-25T10:33:28.553773] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'LXU'.
[2025-11-25T10:33:28.554098] [INFO ] [CONFIGURE ] LXU: Testing with 29 available features
[2025-11-25T10:33:28.554160] [INFO ] [CONFIGURE ] LXU: Establishing baseline with no features...
[2025-11-25T10:33:28.757566] [DEBUG] [FORECASTER] LXU: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T10:33:28.954864] [DEBUG] [FORECASTER] LXU: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T10:33:29.147961] [DEBUG] [FORECASTER] LXU: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T10:33:29.340945] [DEBUG] [FORECASTER] LXU: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T10:33:29.528613] [DEBUG] [FORECASTER] LXU: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T10:33:29.731306] [DEBUG] [FORECASTER] LXU: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T10:33:29.933184] [DEBUG] [FORECASTER] LXU: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T10:33:30.134990] [DEBUG] [FORECASTER] LXU: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T10:33:30.321501] [DEBUG] [FORECASTER] LXU: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T10:33:30.508587] [DEBUG] [FORECASTER] LXU: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-25T10:33:30.508893] [INFO ] [CONFIGURE ] LXU: Baseline score (no features): 80.00%
[2025-11-25T10:33:30.509012] [INFO ] [CONFIGURE ] LXU: Testing feature 1/29: add_bollinger_bands
[2025-11-25T10:33:30.509133] [INFO ] [CONFIGURE ] LXU: Testing with features: ['add_bollinger_bands']
[2025-11-25T10:33:30.735128] [DEBUG] [FORECASTER] LXU: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T10:33:30.969748] [DEBUG] [FORECASTER] LXU: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T10:33:31.190981] [DEBUG] [FORECASTER] LXU: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T10:33:31.437917] [DEBUG] [FORECASTER] LXU: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T10:33:31.656844] [DEBUG] [FORECASTER] LXU: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T10:33:31.871719] [DEBUG] [FORECASTER] LXU: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T10:33:32.101619] [DEBUG] [FORECASTER] LXU: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T10:33:32.324998] [DEBUG] [FORECASTER] LXU: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T10:33:32.559400] [DEBUG] [FORECASTER] LXU: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T10:33:32.798581] [DEBUG] [FORECASTER] LXU: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-25T10:33:32.799107] [INFO ] [CONFIGURE ] LXU: DISCARDED add_bollinger_bands (score: 70.00%)
[2025-11-25T10:33:32.799241] [INFO ] [CONFIGURE ] JOB ETA: 11.5m | Avg: 2.8s/test | Remaining: 250 tests
[2025-11-25T10:33:32.799355] [INFO ] [CONFIGURE ] LXU: Testing feature 2/29: add_cumulative_delta
[2025-11-25T10:33:32.799467] [INFO ] [CONFIGURE ] LXU: Testing with features: ['add_cumulative_delta']
[2025-11-25T10:33:33.047620] [DEBUG] [FORECASTER] LXU: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T10:33:33.280045] [DEBUG] [FORECASTER] LXU: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T10:33:33.521087] [DEBUG] [FORECASTER] LXU: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T10:33:33.761582] [DEBUG] [FORECASTER] LXU: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T10:33:34.008959] [DEBUG] [FORECASTER] LXU: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T10:33:34.268299] [DEBUG] [FORECASTER] LXU: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T10:33:34.513929] [DEBUG] [FORECASTER] LXU: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T10:33:34.766541] [DEBUG] [FORECASTER] LXU: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T10:33:35.025576] [DEBUG] [FORECASTER] LXU: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T10:33:35.327550] [DEBUG] [FORECASTER] LXU: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-25T10:33:35.327919] [INFO ] [CONFIGURE ] LXU: DISCARDED add_cumulative_delta (score: 70.00%)
[2025-11-25T10:33:35.328018] [INFO ] [CONFIGURE ] JOB ETA: 11.5m | Avg: 2.8s/test | Remaining: 249 tests
[2025-11-25T10:33:35.328077] [INFO ] [CONFIGURE ] LXU: Testing feature 3/29: add_daily_returns
[2025-11-25T10:33:35.328129] [INFO ] [CONFIGURE ] LXU: Testing with features: ['add_daily_returns']
[2025-11-25T10:33:35.594750] [DEBUG] [FORECASTER] LXU: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T10:33:35.851809] [DEBUG] [FORECASTER] LXU: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T10:33:36.047515] [DEBUG] [FORECASTER] LXU: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T10:33:36.272335] [DEBUG] [FORECASTER] LXU: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T10:33:36.469255] [DEBUG] [FORECASTER] LXU: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T10:33:36.656584] [DEBUG] [FORECASTER] LXU: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T10:33:36.844826] [DEBUG] [FORECASTER] LXU: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T10:33:37.033589] [DEBUG] [FORECASTER] LXU: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T10:33:37.224473] [DEBUG] [FORECASTER] LXU: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T10:33:37.424802] [DEBUG] [FORECASTER] LXU: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-25T10:33:37.425202] [INFO ] [CONFIGURE ] LXU: DISCARDED add_daily_returns (score: 70.00%)
[2025-11-25T10:33:37.425364] [INFO ] [CONFIGURE ] JOB ETA: 11.4m | Avg: 2.8s/test | Remaining: 248 tests
[2025-11-25T10:33:37.425500] [INFO ] [CONFIGURE ] LXU: Testing feature 4/29: add_ema
[2025-11-25T10:33:37.425631] [INFO ] [CONFIGURE ] LXU: Testing with features: ['add_ema']
[2025-11-25T10:33:37.644877] [DEBUG] [FORECASTER] LXU: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T10:33:37.859462] [DEBUG] [FORECASTER] LXU: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T10:33:38.079169] [DEBUG] [FORECASTER] LXU: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T10:33:38.298293] [DEBUG] [FORECASTER] LXU: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T10:33:38.519249] [DEBUG] [FORECASTER] LXU: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T10:33:38.743098] [DEBUG] [FORECASTER] LXU: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T10:33:38.966706] [DEBUG] [FORECASTER] LXU: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T10:33:39.196104] [DEBUG] [FORECASTER] LXU: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T10:33:39.420717] [DEBUG] [FORECASTER] LXU: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T10:33:39.637345] [DEBUG] [FORECASTER] LXU: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-25T10:33:39.637545] [INFO ] [CONFIGURE ] LXU: DISCARDED add_ema (score: 70.00%)
[2025-11-25T10:33:39.637595] [INFO ] [CONFIGURE ] JOB ETA: 11.4m | Avg: 2.8s/test | Remaining: 247 tests
[2025-11-25T10:33:39.637634] [INFO ] [CONFIGURE ] LXU: Testing feature 5/29: add_exhaustion_signals
[2025-11-25T10:33:39.637697] [INFO ] [CONFIGURE ] LXU: Testing with features: ['add_vwap', 'add_exhaustion_signals']
[2025-11-25T10:33:39.859814] [DEBUG] [FORECASTER] LXU: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T10:33:40.078983] [DEBUG] [FORECASTER] LXU: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T10:33:40.304447] [DEBUG] [FORECASTER] LXU: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T10:33:40.533357] [DEBUG] [FORECASTER] LXU: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T10:33:40.753967] [DEBUG] [FORECASTER] LXU: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T10:33:40.984141] [DEBUG] [FORECASTER] LXU: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T10:33:41.211774] [DEBUG] [FORECASTER] LXU: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T10:33:41.469355] [DEBUG] [FORECASTER] LXU: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T10:33:41.700526] [DEBUG] [FORECASTER] LXU: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T10:33:41.924085] [DEBUG] [FORECASTER] LXU: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-25T10:33:41.924278] [INFO ] [CONFIGURE ] LXU: DISCARDED add_exhaustion_signals (score: 50.00%)
[2025-11-25T10:33:41.924337] [INFO ] [CONFIGURE ] JOB ETA: 11.3m | Avg: 2.8s/test | Remaining: 246 tests
[2025-11-25T10:33:41.924391] [INFO ] [CONFIGURE ] LXU: Testing feature 6/29: add_failed_moves
[2025-11-25T10:33:41.924429] [INFO ] [CONFIGURE ] LXU: Testing with features: ['add_failed_moves']
[2025-11-25T10:33:42.106868] [DEBUG] [FORECASTER] LXU: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T10:33:42.294209] [DEBUG] [FORECASTER] LXU: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T10:33:42.490288] [DEBUG] [FORECASTER] LXU: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T10:33:42.676244] [DEBUG] [FORECASTER] LXU: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T10:33:42.863971] [DEBUG] [FORECASTER] LXU: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T10:33:43.052723] [DEBUG] [FORECASTER] LXU: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T10:33:43.258888] [DEBUG] [FORECASTER] LXU: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T10:33:43.451261] [DEBUG] [FORECASTER] LXU: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T10:33:43.637493] [DEBUG] [FORECASTER] LXU: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T10:33:43.827557] [DEBUG] [FORECASTER] LXU: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-25T10:33:43.827768] [INFO ] [CONFIGURE ] LXU: DISCARDED add_failed_moves (score: 80.00%)
[2025-11-25T10:33:43.827857] [INFO ] [CONFIGURE ] JOB ETA: 11.3m | Avg: 2.8s/test | Remaining: 245 tests
[2025-11-25T10:33:43.828061] [INFO ] [CONFIGURE ] LXU: Testing feature 7/29: add_lag_shelf
[2025-11-25T10:33:43.828172] [INFO ] [CONFIGURE ] LXU: Testing with features: ['add_lag_shelf']
[2025-11-25T10:33:43.999962] [DEBUG] [FORECASTER] LXU: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T10:33:44.171353] [DEBUG] [FORECASTER] LXU: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T10:33:44.341006] [DEBUG] [FORECASTER] LXU: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T10:33:44.510563] [DEBUG] [FORECASTER] LXU: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T10:33:44.684253] [DEBUG] [FORECASTER] LXU: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T10:33:44.854734] [DEBUG] [FORECASTER] LXU: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T10:33:45.024145] [DEBUG] [FORECASTER] LXU: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T10:33:45.195567] [DEBUG] [FORECASTER] LXU: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T10:33:45.371190] [DEBUG] [FORECASTER] LXU: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T10:33:45.543738] [DEBUG] [FORECASTER] LXU: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-25T10:33:45.543903] [INFO ] [CONFIGURE ] LXU: DISCARDED add_lag_shelf (score: 80.00%)
[2025-11-25T10:33:45.543950] [INFO ] [CONFIGURE ] JOB ETA: 11.2m | Avg: 2.8s/test | Remaining: 244 tests
[2025-11-25T10:33:45.543988] [INFO ] [CONFIGURE ] LXU: Testing feature 8/29: add_macd
[2025-11-25T10:33:45.544024] [INFO ] [CONFIGURE ] LXU: Testing with features: ['add_vwap', 'add_macd']
[2025-11-25T10:33:45.808885] [DEBUG] [FORECASTER] LXU: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T10:33:46.080933] [DEBUG] [FORECASTER] LXU: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T10:33:46.353332] [DEBUG] [FORECASTER] LXU: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T10:33:46.651663] [DEBUG] [FORECASTER] LXU: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T10:33:46.948834] [DEBUG] [FORECASTER] LXU: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T10:33:47.261794] [DEBUG] [FORECASTER] LXU: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T10:33:47.581252] [DEBUG] [FORECASTER] LXU: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T10:33:47.898872] [DEBUG] [FORECASTER] LXU: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T10:33:48.201147] [DEBUG] [FORECASTER] LXU: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T10:33:48.500673] [DEBUG] [FORECASTER] LXU: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-25T10:33:48.500891] [INFO ] [CONFIGURE ] LXU: DISCARDED add_macd (score: 60.00%)
[2025-11-25T10:33:48.500955] [INFO ] [CONFIGURE ] JOB ETA: 11.2m | Avg: 2.8s/test | Remaining: 243 tests
[2025-11-25T10:33:48.501036] [INFO ] [CONFIGURE ] LXU: Testing feature 9/29: add_mfi
[2025-11-25T10:33:48.501089] [INFO ] [CONFIGURE ] LXU: Testing with features: ['add_mfi']
[2025-11-25T10:33:48.707215] [DEBUG] [FORECASTER] LXU: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T10:33:48.915519] [DEBUG] [FORECASTER] LXU: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T10:33:49.121432] [DEBUG] [FORECASTER] LXU: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T10:33:49.330318] [DEBUG] [FORECASTER] LXU: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T10:33:49.533376] [DEBUG] [FORECASTER] LXU: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T10:33:49.741513] [DEBUG] [FORECASTER] LXU: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T10:33:49.947664] [DEBUG] [FORECASTER] LXU: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T10:33:50.161303] [DEBUG] [FORECASTER] LXU: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T10:33:50.372228] [DEBUG] [FORECASTER] LXU: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T10:33:50.580833] [DEBUG] [FORECASTER] LXU: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-25T10:33:50.581031] [INFO ] [CONFIGURE ] LXU: DISCARDED add_mfi (score: 70.00%)
[2025-11-25T10:33:50.581081] [INFO ] [CONFIGURE ] JOB ETA: 11.1m | Avg: 2.8s/test | Remaining: 242 tests
[2025-11-25T10:33:50.581121] [INFO ] [CONFIGURE ] LXU: Testing feature 10/29: add_momentum_acceleration
[2025-11-25T10:33:50.581158] [INFO ] [CONFIGURE ] LXU: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-11-25T10:33:50.879233] [DEBUG] [FORECASTER] LXU: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T10:33:51.200422] [DEBUG] [FORECASTER] LXU: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T10:33:51.511067] [DEBUG] [FORECASTER] LXU: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T10:33:51.817742] [DEBUG] [FORECASTER] LXU: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T10:33:52.135391] [DEBUG] [FORECASTER] LXU: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T10:33:52.446293] [DEBUG] [FORECASTER] LXU: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T10:33:52.755840] [DEBUG] [FORECASTER] LXU: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T10:33:53.037895] [DEBUG] [FORECASTER] LXU: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T10:33:53.308192] [DEBUG] [FORECASTER] LXU: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T10:33:53.590587] [DEBUG] [FORECASTER] LXU: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-25T10:33:53.590806] [INFO ] [CONFIGURE ] LXU: DISCARDED add_momentum_acceleration (score: 80.00%)
[2025-11-25T10:33:53.590866] [INFO ] [CONFIGURE ] JOB ETA: 11.1m | Avg: 2.8s/test | Remaining: 241 tests
[2025-11-25T10:33:53.590914] [INFO ] [CONFIGURE ] LXU: Testing feature 11/29: add_obv_daily
[2025-11-25T10:33:53.590959] [INFO ] [CONFIGURE ] LXU: Testing with features: ['add_obv_daily']
[2025-11-25T10:33:53.791614] [DEBUG] [FORECASTER] LXU: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T10:33:53.990770] [DEBUG] [FORECASTER] LXU: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T10:33:54.187067] [DEBUG] [FORECASTER] LXU: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T10:33:54.386419] [DEBUG] [FORECASTER] LXU: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T10:33:54.587405] [DEBUG] [FORECASTER] LXU: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T10:33:54.785975] [DEBUG] [FORECASTER] LXU: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T10:33:54.985111] [DEBUG] [FORECASTER] LXU: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T10:33:55.185257] [DEBUG] [FORECASTER] LXU: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T10:33:55.387381] [DEBUG] [FORECASTER] LXU: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T10:33:55.591086] [DEBUG] [FORECASTER] LXU: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-25T10:33:55.591263] [INFO ] [CONFIGURE ] LXU: DISCARDED add_obv_daily (score: 70.00%)
[2025-11-25T10:33:55.591312] [INFO ] [CONFIGURE ] JOB ETA: 11.0m | Avg: 2.8s/test | Remaining: 240 tests
[2025-11-25T10:33:55.591349] [INFO ] [CONFIGURE ] LXU: Testing feature 12/29: add_obv_interval
[2025-11-25T10:33:55.591385] [INFO ] [CONFIGURE ] LXU: Testing with features: ['add_obv_interval']
[2025-11-25T10:33:55.777726] [DEBUG] [FORECASTER] LXU: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T10:33:55.965074] [DEBUG] [FORECASTER] LXU: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T10:33:56.152353] [DEBUG] [FORECASTER] LXU: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T10:33:56.345881] [DEBUG] [FORECASTER] LXU: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T10:33:56.532897] [DEBUG] [FORECASTER] LXU: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T10:33:56.719345] [DEBUG] [FORECASTER] LXU: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T10:33:56.910635] [DEBUG] [FORECASTER] LXU: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T10:33:57.099316] [DEBUG] [FORECASTER] LXU: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T10:33:57.291937] [DEBUG] [FORECASTER] LXU: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T10:33:57.482046] [DEBUG] [FORECASTER] LXU: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-25T10:33:57.482211] [INFO ] [CONFIGURE ] LXU: DISCARDED add_obv_interval (score: 70.00%)
[2025-11-25T10:33:57.482261] [INFO ] [CONFIGURE ] JOB ETA: 11.0m | Avg: 2.8s/test | Remaining: 239 tests
[2025-11-25T10:33:57.482300] [INFO ] [CONFIGURE ] LXU: Testing feature 13/29: add_opening_strength
[2025-11-25T10:33:57.482377] [INFO ] [CONFIGURE ] LXU: Testing with features: ['add_daily_returns', 'add_opening_strength']
[2025-11-25T10:33:57.687921] [DEBUG] [FORECASTER] LXU: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T10:33:57.892375] [DEBUG] [FORECASTER] LXU: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T10:33:58.104326] [DEBUG] [FORECASTER] LXU: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T10:33:58.347265] [DEBUG] [FORECASTER] LXU: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T10:33:58.557928] [DEBUG] [FORECASTER] LXU: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T10:33:58.765719] [DEBUG] [FORECASTER] LXU: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T10:33:58.999795] [DEBUG] [FORECASTER] LXU: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T10:33:59.239070] [DEBUG] [FORECASTER] LXU: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T10:33:59.476115] [DEBUG] [FORECASTER] LXU: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T10:33:59.709377] [DEBUG] [FORECASTER] LXU: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-25T10:33:59.709605] [INFO ] [CONFIGURE ] LXU: DISCARDED add_opening_strength (score: 60.00%)
[2025-11-25T10:33:59.709696] [INFO ] [CONFIGURE ] JOB ETA: 11.0m | Avg: 2.8s/test | Remaining: 238 tests
[2025-11-25T10:33:59.709779] [INFO ] [CONFIGURE ] LXU: Testing feature 14/29: add_order_flow_imbalance
[2025-11-25T10:33:59.709832] [INFO ] [CONFIGURE ] LXU: Testing with features: ['add_order_flow_imbalance']
[2025-11-25T10:33:59.938712] [DEBUG] [FORECASTER] LXU: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T10:34:00.173007] [DEBUG] [FORECASTER] LXU: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T10:34:00.428512] [DEBUG] [FORECASTER] LXU: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T10:34:01.354947] [DEBUG] [FORECASTER] LXU: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T10:34:01.750151] [DEBUG] [FORECASTER] LXU: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T10:34:01.993299] [DEBUG] [FORECASTER] LXU: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T10:34:02.237324] [DEBUG] [FORECASTER] LXU: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T10:34:02.470699] [DEBUG] [FORECASTER] LXU: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T10:34:02.703945] [DEBUG] [FORECASTER] LXU: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T10:34:02.949232] [DEBUG] [FORECASTER] LXU: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-25T10:34:02.949498] [INFO ] [CONFIGURE ] LXU: DISCARDED add_order_flow_imbalance (score: 70.00%)
[2025-11-25T10:34:02.949558] [INFO ] [CONFIGURE ] JOB ETA: 10.9m | Avg: 2.8s/test | Remaining: 237 tests
[2025-11-25T10:34:02.949621] [INFO ] [CONFIGURE ] LXU: Testing feature 15/29: add_pbf_morning_momentum
[2025-11-25T10:34:02.949704] [INFO ] [CONFIGURE ] LXU: Testing with features: ['add_pbf_morning_momentum']
[2025-11-25T10:34:03.174325] [DEBUG] [FORECASTER] LXU: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T10:34:03.375345] [DEBUG] [FORECASTER] LXU: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T10:34:03.579388] [DEBUG] [FORECASTER] LXU: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T10:34:03.782973] [DEBUG] [FORECASTER] LXU: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T10:34:03.984752] [DEBUG] [FORECASTER] LXU: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T10:34:04.170059] [DEBUG] [FORECASTER] LXU: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T10:34:04.356204] [DEBUG] [FORECASTER] LXU: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T10:34:04.537969] [DEBUG] [FORECASTER] LXU: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T10:34:04.733954] [DEBUG] [FORECASTER] LXU: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T10:34:04.935800] [DEBUG] [FORECASTER] LXU: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-25T10:34:04.935971] [INFO ] [CONFIGURE ] LXU: DISCARDED add_pbf_morning_momentum (score: 80.00%)
[2025-11-25T10:34:04.936021] [INFO ] [CONFIGURE ] JOB ETA: 10.9m | Avg: 2.8s/test | Remaining: 236 tests
[2025-11-25T10:34:04.936061] [INFO ] [CONFIGURE ] LXU: Testing feature 16/29: add_pbf_overnight_gap
[2025-11-25T10:34:04.936099] [INFO ] [CONFIGURE ] LXU: Testing with features: ['add_pbf_overnight_gap']
[2025-11-25T10:34:05.136273] [DEBUG] [FORECASTER] LXU: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T10:34:05.330129] [DEBUG] [FORECASTER] LXU: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T10:34:05.532870] [DEBUG] [FORECASTER] LXU: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T10:34:05.740077] [DEBUG] [FORECASTER] LXU: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T10:34:05.941461] [DEBUG] [FORECASTER] LXU: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T10:34:06.150480] [DEBUG] [FORECASTER] LXU: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T10:34:06.379441] [DEBUG] [FORECASTER] LXU: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T10:34:06.599440] [DEBUG] [FORECASTER] LXU: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T10:34:06.823503] [DEBUG] [FORECASTER] LXU: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T10:34:07.036273] [DEBUG] [FORECASTER] LXU: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-25T10:34:07.036456] [INFO ] [CONFIGURE ] LXU: DISCARDED add_pbf_overnight_gap (score: 70.00%)
[2025-11-25T10:34:07.036505] [INFO ] [CONFIGURE ] JOB ETA: 10.8m | Avg: 2.8s/test | Remaining: 235 tests
[2025-11-25T10:34:07.036545] [INFO ] [CONFIGURE ] LXU: Testing feature 17/29: add_pbf_return_2d
[2025-11-25T10:34:07.036582] [INFO ] [CONFIGURE ] LXU: Testing with features: ['add_pbf_return_2d']
[2025-11-25T10:34:07.250339] [DEBUG] [FORECASTER] LXU: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T10:34:07.457963] [DEBUG] [FORECASTER] LXU: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T10:34:07.664632] [DEBUG] [FORECASTER] LXU: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T10:34:07.884379] [DEBUG] [FORECASTER] LXU: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T10:34:08.093577] [DEBUG] [FORECASTER] LXU: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T10:34:08.311136] [DEBUG] [FORECASTER] LXU: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T10:34:08.523089] [DEBUG] [FORECASTER] LXU: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T10:34:08.734884] [DEBUG] [FORECASTER] LXU: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T10:34:08.946428] [DEBUG] [FORECASTER] LXU: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T10:34:09.155806] [DEBUG] [FORECASTER] LXU: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-25T10:34:09.156011] [INFO ] [CONFIGURE ] LXU: DISCARDED add_pbf_return_2d (score: 70.00%)
[2025-11-25T10:34:09.156061] [INFO ] [CONFIGURE ] JOB ETA: 10.8m | Avg: 2.8s/test | Remaining: 234 tests
[2025-11-25T10:34:09.156100] [INFO ] [CONFIGURE ] LXU: Testing feature 18/29: add_pbf_volatility_5d
[2025-11-25T10:34:09.156137] [INFO ] [CONFIGURE ] LXU: Testing with features: ['add_pbf_volatility_5d']
[2025-11-25T10:34:09.343799] [DEBUG] [FORECASTER] LXU: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T10:34:09.525626] [DEBUG] [FORECASTER] LXU: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T10:34:09.707379] [DEBUG] [FORECASTER] LXU: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T10:34:09.893173] [DEBUG] [FORECASTER] LXU: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T10:34:10.079540] [DEBUG] [FORECASTER] LXU: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T10:34:10.265853] [DEBUG] [FORECASTER] LXU: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T10:34:10.451193] [DEBUG] [FORECASTER] LXU: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T10:34:10.632827] [DEBUG] [FORECASTER] LXU: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T10:34:10.821424] [DEBUG] [FORECASTER] LXU: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T10:34:11.006707] [DEBUG] [FORECASTER] LXU: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-25T10:34:11.007025] [INFO ] [CONFIGURE ] LXU: DISCARDED add_pbf_volatility_5d (score: 70.00%)
[2025-11-25T10:34:11.007156] [INFO ] [CONFIGURE ] JOB ETA: 10.7m | Avg: 2.8s/test | Remaining: 233 tests
[2025-11-25T10:34:11.007263] [INFO ] [CONFIGURE ] LXU: Testing feature 19/29: add_pbf_vs_sma_5
[2025-11-25T10:34:11.007367] [INFO ] [CONFIGURE ] LXU: Testing with features: ['add_pbf_vs_sma_5']
[2025-11-25T10:34:11.191182] [DEBUG] [FORECASTER] LXU: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T10:34:11.389946] [DEBUG] [FORECASTER] LXU: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T10:34:11.576087] [DEBUG] [FORECASTER] LXU: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T10:34:11.767703] [DEBUG] [FORECASTER] LXU: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T10:34:11.954132] [DEBUG] [FORECASTER] LXU: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T10:34:12.144382] [DEBUG] [FORECASTER] LXU: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T10:34:12.331317] [DEBUG] [FORECASTER] LXU: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T10:34:12.518924] [DEBUG] [FORECASTER] LXU: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T10:34:12.712217] [DEBUG] [FORECASTER] LXU: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T10:34:12.905391] [DEBUG] [FORECASTER] LXU: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-25T10:34:12.905769] [INFO ] [CONFIGURE ] LXU: DISCARDED add_pbf_vs_sma_5 (score: 80.00%)
[2025-11-25T10:34:12.905889] [INFO ] [CONFIGURE ] JOB ETA: 10.7m | Avg: 2.8s/test | Remaining: 232 tests
[2025-11-25T10:34:12.905996] [INFO ] [CONFIGURE ] LXU: Testing feature 20/29: add_price_rejection
[2025-11-25T10:34:12.906101] [INFO ] [CONFIGURE ] LXU: Testing with features: ['add_price_rejection']
[2025-11-25T10:34:13.116722] [DEBUG] [FORECASTER] LXU: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T10:34:13.317252] [DEBUG] [FORECASTER] LXU: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T10:34:13.514486] [DEBUG] [FORECASTER] LXU: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T10:34:13.719475] [DEBUG] [FORECASTER] LXU: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T10:34:13.920080] [DEBUG] [FORECASTER] LXU: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T10:34:14.135390] [DEBUG] [FORECASTER] LXU: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T10:34:14.347604] [DEBUG] [FORECASTER] LXU: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T10:34:14.551232] [DEBUG] [FORECASTER] LXU: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T10:34:14.763029] [DEBUG] [FORECASTER] LXU: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T10:34:14.974907] [DEBUG] [FORECASTER] LXU: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-25T10:34:14.975247] [INFO ] [CONFIGURE ] LXU: DISCARDED add_price_rejection (score: 60.00%)
[2025-11-25T10:34:14.975429] [INFO ] [CONFIGURE ] JOB ETA: 10.6m | Avg: 2.8s/test | Remaining: 231 tests
[2025-11-25T10:34:14.975544] [INFO ] [CONFIGURE ] LXU: Testing feature 21/29: add_range_position
[2025-11-25T10:34:14.975670] [INFO ] [CONFIGURE ] LXU: Testing with features: ['add_range_position']
[2025-11-25T10:34:15.205451] [DEBUG] [FORECASTER] LXU: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T10:34:15.444816] [DEBUG] [FORECASTER] LXU: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T10:34:15.683709] [DEBUG] [FORECASTER] LXU: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T10:34:15.914586] [DEBUG] [FORECASTER] LXU: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T10:34:16.140364] [DEBUG] [FORECASTER] LXU: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T10:34:16.384519] [DEBUG] [FORECASTER] LXU: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T10:34:16.622801] [DEBUG] [FORECASTER] LXU: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T10:34:16.858344] [DEBUG] [FORECASTER] LXU: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T10:34:17.092079] [DEBUG] [FORECASTER] LXU: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T10:34:17.337585] [DEBUG] [FORECASTER] LXU: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-25T10:34:17.337786] [INFO ] [CONFIGURE ] LXU: DISCARDED add_range_position (score: 70.00%)
[2025-11-25T10:34:17.337863] [INFO ] [CONFIGURE ] JOB ETA: 10.6m | Avg: 2.8s/test | Remaining: 230 tests
[2025-11-25T10:34:17.337915] [INFO ] [CONFIGURE ] LXU: Testing feature 22/29: add_realized_volatility
[2025-11-25T10:34:17.337964] [INFO ] [CONFIGURE ] LXU: Testing with features: ['add_realized_volatility']
[2025-11-25T10:34:17.658897] [DEBUG] [FORECASTER] LXU: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T10:34:17.988007] [DEBUG] [FORECASTER] LXU: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T10:34:18.301571] [DEBUG] [FORECASTER] LXU: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T10:34:18.619925] [DEBUG] [FORECASTER] LXU: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T10:34:18.936530] [DEBUG] [FORECASTER] LXU: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T10:34:19.254816] [DEBUG] [FORECASTER] LXU: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T10:34:19.573449] [DEBUG] [FORECASTER] LXU: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T10:34:19.890178] [DEBUG] [FORECASTER] LXU: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T10:34:20.215109] [DEBUG] [FORECASTER] LXU: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T10:34:20.529815] [DEBUG] [FORECASTER] LXU: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-25T10:34:20.529989] [INFO ] [CONFIGURE ] LXU: DISCARDED add_realized_volatility (score: 70.00%)
[2025-11-25T10:34:20.530049] [INFO ] [CONFIGURE ] JOB ETA: 10.5m | Avg: 2.8s/test | Remaining: 229 tests
[2025-11-25T10:34:20.530097] [INFO ] [CONFIGURE ] LXU: Testing feature 23/29: add_recent_range_context
[2025-11-25T10:34:20.530141] [INFO ] [CONFIGURE ] LXU: Testing with features: ['add_recent_range_context']
[2025-11-25T10:34:20.734765] [DEBUG] [FORECASTER] LXU: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T10:34:20.945737] [DEBUG] [FORECASTER] LXU: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T10:34:21.145521] [DEBUG] [FORECASTER] LXU: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T10:34:21.356399] [DEBUG] [FORECASTER] LXU: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T10:34:21.558019] [DEBUG] [FORECASTER] LXU: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T10:34:21.762782] [DEBUG] [FORECASTER] LXU: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T10:34:21.971112] [DEBUG] [FORECASTER] LXU: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T10:34:22.182945] [DEBUG] [FORECASTER] LXU: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T10:34:22.383239] [DEBUG] [FORECASTER] LXU: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T10:34:22.589146] [DEBUG] [FORECASTER] LXU: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-25T10:34:22.589305] [INFO ] [CONFIGURE ] LXU: DISCARDED add_recent_range_context (score: 70.00%)
[2025-11-25T10:34:22.589353] [INFO ] [CONFIGURE ] JOB ETA: 10.5m | Avg: 2.8s/test | Remaining: 228 tests
[2025-11-25T10:34:22.589390] [INFO ] [CONFIGURE ] LXU: Testing feature 24/29: add_rsi
[2025-11-25T10:34:22.589427] [INFO ] [CONFIGURE ] LXU: Testing with features: ['add_ema', 'add_rsi']
[2025-11-25T10:34:22.854350] [DEBUG] [FORECASTER] LXU: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T10:34:23.135276] [DEBUG] [FORECASTER] LXU: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T10:34:23.422521] [DEBUG] [FORECASTER] LXU: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T10:34:23.697757] [DEBUG] [FORECASTER] LXU: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T10:34:23.961373] [DEBUG] [FORECASTER] LXU: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T10:34:24.197351] [DEBUG] [FORECASTER] LXU: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T10:34:24.424580] [DEBUG] [FORECASTER] LXU: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T10:34:24.648273] [DEBUG] [FORECASTER] LXU: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T10:34:24.874288] [DEBUG] [FORECASTER] LXU: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T10:34:25.100185] [DEBUG] [FORECASTER] LXU: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-25T10:34:25.100361] [INFO ] [CONFIGURE ] LXU: DISCARDED add_rsi (score: 70.00%)
[2025-11-25T10:34:25.100420] [INFO ] [CONFIGURE ] JOB ETA: 10.4m | Avg: 2.8s/test | Remaining: 227 tests
[2025-11-25T10:34:25.100472] [INFO ] [CONFIGURE ] LXU: Testing feature 25/29: add_tick_distribution
[2025-11-25T10:34:25.100522] [INFO ] [CONFIGURE ] LXU: Testing with features: ['add_tick_distribution']
[2025-11-25T10:34:25.281744] [DEBUG] [FORECASTER] LXU: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T10:34:25.461397] [DEBUG] [FORECASTER] LXU: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T10:34:25.644452] [DEBUG] [FORECASTER] LXU: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T10:34:25.835451] [DEBUG] [FORECASTER] LXU: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T10:34:26.022946] [DEBUG] [FORECASTER] LXU: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T10:34:26.213849] [DEBUG] [FORECASTER] LXU: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T10:34:26.409416] [DEBUG] [FORECASTER] LXU: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T10:34:26.608497] [DEBUG] [FORECASTER] LXU: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T10:34:26.796715] [DEBUG] [FORECASTER] LXU: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T10:34:26.985102] [DEBUG] [FORECASTER] LXU: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-25T10:34:26.985267] [INFO ] [CONFIGURE ] LXU: DISCARDED add_tick_distribution (score: 70.00%)
[2025-11-25T10:34:26.985315] [INFO ] [CONFIGURE ] JOB ETA: 10.4m | Avg: 2.8s/test | Remaining: 226 tests
[2025-11-25T10:34:26.985354] [INFO ] [CONFIGURE ] LXU: Testing feature 26/29: add_volume_momentum_confirmation
[2025-11-25T10:34:26.985391] [INFO ] [CONFIGURE ] LXU: Testing with features: ['add_volume_momentum_confirmation']
[2025-11-25T10:34:27.177573] [DEBUG] [FORECASTER] LXU: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T10:34:27.365546] [DEBUG] [FORECASTER] LXU: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T10:34:27.552624] [DEBUG] [FORECASTER] LXU: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T10:34:27.742605] [DEBUG] [FORECASTER] LXU: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T10:34:27.931364] [DEBUG] [FORECASTER] LXU: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T10:34:28.121887] [DEBUG] [FORECASTER] LXU: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T10:34:28.331288] [DEBUG] [FORECASTER] LXU: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T10:34:28.524857] [DEBUG] [FORECASTER] LXU: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T10:34:28.714004] [DEBUG] [FORECASTER] LXU: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T10:34:28.903116] [DEBUG] [FORECASTER] LXU: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-25T10:34:28.903282] [INFO ] [CONFIGURE ] LXU: DISCARDED add_volume_momentum_confirmation (score: 70.00%)
[2025-11-25T10:34:28.903331] [INFO ] [CONFIGURE ] JOB ETA: 10.3m | Avg: 2.8s/test | Remaining: 225 tests
[2025-11-25T10:34:28.903370] [INFO ] [CONFIGURE ] LXU: Testing feature 27/29: add_volume_price_divergence
[2025-11-25T10:34:28.903407] [INFO ] [CONFIGURE ] LXU: Testing with features: ['add_volume_price_divergence']
[2025-11-25T10:34:29.101312] [DEBUG] [FORECASTER] LXU: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T10:34:29.296372] [DEBUG] [FORECASTER] LXU: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T10:34:29.495609] [DEBUG] [FORECASTER] LXU: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T10:34:29.716549] [DEBUG] [FORECASTER] LXU: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T10:34:29.956595] [DEBUG] [FORECASTER] LXU: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T10:34:30.157880] [DEBUG] [FORECASTER] LXU: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T10:34:30.367219] [DEBUG] [FORECASTER] LXU: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T10:34:30.579603] [DEBUG] [FORECASTER] LXU: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T10:34:30.796963] [DEBUG] [FORECASTER] LXU: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T10:34:31.011257] [DEBUG] [FORECASTER] LXU: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-25T10:34:31.011477] [INFO ] [CONFIGURE ] LXU: DISCARDED add_volume_price_divergence (score: 60.00%)
[2025-11-25T10:34:31.011708] [INFO ] [CONFIGURE ] JOB ETA: 10.3m | Avg: 2.8s/test | Remaining: 224 tests
[2025-11-25T10:34:31.011820] [INFO ] [CONFIGURE ] LXU: Testing feature 28/29: add_volume_profile
[2025-11-25T10:34:31.011926] [INFO ] [CONFIGURE ] LXU: Testing with features: ['add_volume_profile']
[2025-11-25T10:34:31.212887] [DEBUG] [FORECASTER] LXU: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T10:34:31.425870] [DEBUG] [FORECASTER] LXU: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T10:34:31.632725] [DEBUG] [FORECASTER] LXU: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T10:34:31.840441] [DEBUG] [FORECASTER] LXU: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T10:34:32.057908] [DEBUG] [FORECASTER] LXU: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T10:34:32.263379] [DEBUG] [FORECASTER] LXU: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T10:34:32.462276] [DEBUG] [FORECASTER] LXU: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T10:34:32.662120] [DEBUG] [FORECASTER] LXU: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T10:34:32.887123] [DEBUG] [FORECASTER] LXU: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T10:34:33.104998] [DEBUG] [FORECASTER] LXU: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-25T10:34:33.105212] [INFO ] [CONFIGURE ] LXU: DISCARDED add_volume_profile (score: 70.00%)
[2025-11-25T10:34:33.105271] [INFO ] [CONFIGURE ] JOB ETA: 10.3m | Avg: 2.8s/test | Remaining: 223 tests
[2025-11-25T10:34:33.105312] [INFO ] [CONFIGURE ] LXU: Testing feature 29/29: add_vwap
[2025-11-25T10:34:33.105349] [INFO ] [CONFIGURE ] LXU: Testing with features: ['add_vwap']
[2025-11-25T10:34:33.322075] [DEBUG] [FORECASTER] LXU: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T10:34:33.533335] [DEBUG] [FORECASTER] LXU: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T10:34:33.751188] [DEBUG] [FORECASTER] LXU: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T10:34:33.967882] [DEBUG] [FORECASTER] LXU: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T10:34:34.178072] [DEBUG] [FORECASTER] LXU: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T10:34:34.383249] [DEBUG] [FORECASTER] LXU: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T10:34:34.588000] [DEBUG] [FORECASTER] LXU: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T10:34:34.788941] [DEBUG] [FORECASTER] LXU: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T10:34:34.990976] [DEBUG] [FORECASTER] LXU: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T10:34:35.190476] [DEBUG] [FORECASTER] LXU: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-25T10:34:35.190692] [INFO ] [CONFIGURE ] LXU: DISCARDED add_vwap (score: 60.00%)
[2025-11-25T10:34:35.190776] [INFO ] [CONFIGURE ] JOB ETA: 10.2m | Avg: 2.8s/test | Remaining: 222 tests
[2025-11-25T10:34:35.190830] [INFO ] [CONFIGURE ] LXU: ===== FEATURE SELECTION COMPLETE =====
[2025-11-25T10:34:35.190878] [INFO ] [CONFIGURE ] LXU: Best accuracy: 80.00%
[2025-11-25T10:34:35.190923] [INFO ] [CONFIGURE ] LXU: Best feature set (0 features): []
[2025-11-25T10:34:35.190967] [INFO ] [CONFIGURE ] LXU: Improvement over baseline: 0.00%
[2025-11-25T10:34:35.191010] [INFO ] [CONFIGURE ] LXU: Total time: 1.1 minutes
[2025-11-25T10:34:35.191054] [INFO ] [CONFIGURE ] LXU: Average time per feature: 2.2 seconds
[2025-11-25T10:34:35.191098] [INFO ] [CONFIGURE ] LXU: Average speed: 0.45 features/sec
[2025-11-25T10:34:35.191533] [INFO ] [LOCAL     ] Saved configuration for LXU: 0 features, 80.00% accuracy -> ./output/feature-sets/LXU.json
[2025-11-25T10:34:35.191596] [INFO ] [CONFIGURE ] LXU: Configuration saved successfully: 0 features, 80.00% accuracy.
[2025-11-25T10:34:35.191670] [INFO ] [sig       ] [158/164] Successfully configured LXU | 0.01 sym/s | Total: 3.6h | ETA: 8.1m
[2025-11-25T10:34:35.191725] [INFO ] [sig       ] [159/164] Configuring LYB...
[2025-11-25T10:34:35.191770] [INFO ] [CONFIGURE ] LYB: Configurate test run.
[2025-11-25T10:34:35.191815] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LYB' from 'https://tdm.silogroup.org/data/derivative_storage/LYB.csv'.
[2025-11-25T10:34:35.203609] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'LYB'.
[2025-11-25T10:34:35.204013] [INFO ] [CONFIGURE ] LYB: Testing with 29 available features
[2025-11-25T10:34:35.204088] [INFO ] [CONFIGURE ] LYB: Establishing baseline with no features...
[2025-11-25T10:34:35.376340] [DEBUG] [FORECASTER] LYB: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T10:34:35.546811] [DEBUG] [FORECASTER] LYB: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0
[2025-11-25T10:34:35.723549] [DEBUG] [FORECASTER] LYB: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T10:34:35.899579] [DEBUG] [FORECASTER] LYB: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1
[2025-11-25T10:34:36.081161] [DEBUG] [FORECASTER] LYB: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T10:34:36.266615] [DEBUG] [FORECASTER] LYB: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T10:34:36.459404] [DEBUG] [FORECASTER] LYB: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T10:34:36.635086] [DEBUG] [FORECASTER] LYB: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T10:34:36.812259] [DEBUG] [FORECASTER] LYB: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T10:34:36.990562] [DEBUG] [FORECASTER] LYB: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T10:34:36.990748] [INFO ] [CONFIGURE ] LYB: Baseline score (no features): 50.00%
[2025-11-25T10:34:36.990823] [INFO ] [CONFIGURE ] LYB: Testing feature 1/29: add_bollinger_bands
[2025-11-25T10:34:36.990882] [INFO ] [CONFIGURE ] LYB: Testing with features: ['add_bollinger_bands']
[2025-11-25T10:34:37.198943] [DEBUG] [FORECASTER] LYB: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T10:34:37.408275] [DEBUG] [FORECASTER] LYB: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T10:34:37.611166] [DEBUG] [FORECASTER] LYB: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T10:34:37.811358] [DEBUG] [FORECASTER] LYB: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1
[2025-11-25T10:34:38.039068] [DEBUG] [FORECASTER] LYB: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T10:34:38.257916] [DEBUG] [FORECASTER] LYB: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T10:34:38.470558] [DEBUG] [FORECASTER] LYB: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T10:34:38.681349] [DEBUG] [FORECASTER] LYB: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T10:34:38.888896] [DEBUG] [FORECASTER] LYB: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-25T10:34:39.110036] [DEBUG] [FORECASTER] LYB: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T10:34:39.110218] [INFO ] [CONFIGURE ] LYB: KEPT add_bollinger_bands (score: 60.00%)
[2025-11-25T10:34:39.110268] [INFO ] [CONFIGURE ] JOB ETA: 10.2m | Avg: 2.8s/test | Remaining: 221 tests
[2025-11-25T10:34:39.110305] [INFO ] [CONFIGURE ] LYB: Testing feature 2/29: add_cumulative_delta
[2025-11-25T10:34:39.110536] [INFO ] [CONFIGURE ] LYB: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta']
[2025-11-25T10:34:39.360556] [DEBUG] [FORECASTER] LYB: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T10:34:39.600007] [DEBUG] [FORECASTER] LYB: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T10:34:39.841998] [DEBUG] [FORECASTER] LYB: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T10:34:40.117463] [DEBUG] [FORECASTER] LYB: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1
[2025-11-25T10:34:40.381366] [DEBUG] [FORECASTER] LYB: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T10:34:40.646147] [DEBUG] [FORECASTER] LYB: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T10:34:40.910432] [DEBUG] [FORECASTER] LYB: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T10:34:41.146521] [DEBUG] [FORECASTER] LYB: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T10:34:41.388069] [DEBUG] [FORECASTER] LYB: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T10:34:41.630467] [DEBUG] [FORECASTER] LYB: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T10:34:41.630675] [INFO ] [CONFIGURE ] LYB: DISCARDED add_cumulative_delta (score: 50.00%)
[2025-11-25T10:34:41.630736] [INFO ] [CONFIGURE ] JOB ETA: 10.1m | Avg: 2.8s/test | Remaining: 220 tests
[2025-11-25T10:34:41.630783] [INFO ] [CONFIGURE ] LYB: Testing feature 3/29: add_daily_returns
[2025-11-25T10:34:41.630827] [INFO ] [CONFIGURE ] LYB: Testing with features: ['add_bollinger_bands', 'add_daily_returns']
[2025-11-25T10:34:41.846808] [DEBUG] [FORECASTER] LYB: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T10:34:42.062069] [DEBUG] [FORECASTER] LYB: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T10:34:42.274181] [DEBUG] [FORECASTER] LYB: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T10:34:42.515244] [DEBUG] [FORECASTER] LYB: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-25T10:34:42.733589] [DEBUG] [FORECASTER] LYB: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T10:34:42.982153] [DEBUG] [FORECASTER] LYB: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T10:34:43.192919] [DEBUG] [FORECASTER] LYB: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T10:34:43.401857] [DEBUG] [FORECASTER] LYB: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T10:34:43.610623] [DEBUG] [FORECASTER] LYB: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-25T10:34:43.824804] [DEBUG] [FORECASTER] LYB: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T10:34:43.824971] [INFO ] [CONFIGURE ] LYB: DISCARDED add_daily_returns (score: 60.00%)
[2025-11-25T10:34:43.825022] [INFO ] [CONFIGURE ] JOB ETA: 10.1m | Avg: 2.8s/test | Remaining: 219 tests
[2025-11-25T10:34:43.825063] [INFO ] [CONFIGURE ] LYB: Testing feature 4/29: add_ema
[2025-11-25T10:34:43.825100] [INFO ] [CONFIGURE ] LYB: Testing with features: ['add_bollinger_bands', 'add_ema']
[2025-11-25T10:34:44.082576] [DEBUG] [FORECASTER] LYB: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T10:34:44.334874] [DEBUG] [FORECASTER] LYB: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T10:34:44.588124] [DEBUG] [FORECASTER] LYB: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T10:34:44.837878] [DEBUG] [FORECASTER] LYB: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1
[2025-11-25T10:34:45.079512] [DEBUG] [FORECASTER] LYB: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T10:34:45.333753] [DEBUG] [FORECASTER] LYB: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T10:34:45.579677] [DEBUG] [FORECASTER] LYB: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T10:34:45.832504] [DEBUG] [FORECASTER] LYB: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T10:34:46.088065] [DEBUG] [FORECASTER] LYB: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-25T10:34:46.335054] [DEBUG] [FORECASTER] LYB: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T10:34:46.335251] [INFO ] [CONFIGURE ] LYB: DISCARDED add_ema (score: 60.00%)
[2025-11-25T10:34:46.335442] [INFO ] [CONFIGURE ] JOB ETA: 10.0m | Avg: 2.8s/test | Remaining: 218 tests
[2025-11-25T10:34:46.335513] [INFO ] [CONFIGURE ] LYB: Testing feature 5/29: add_exhaustion_signals
[2025-11-25T10:34:46.335566] [INFO ] [CONFIGURE ] LYB: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals']
[2025-11-25T10:34:46.581836] [DEBUG] [FORECASTER] LYB: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T10:34:46.834041] [DEBUG] [FORECASTER] LYB: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T10:34:47.085020] [DEBUG] [FORECASTER] LYB: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T10:34:47.334375] [DEBUG] [FORECASTER] LYB: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-25T10:34:47.595547] [DEBUG] [FORECASTER] LYB: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T10:34:47.875756] [DEBUG] [FORECASTER] LYB: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T10:34:48.153174] [DEBUG] [FORECASTER] LYB: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T10:34:48.411174] [DEBUG] [FORECASTER] LYB: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T10:34:48.690482] [DEBUG] [FORECASTER] LYB: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T10:34:48.976364] [DEBUG] [FORECASTER] LYB: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T10:34:48.976599] [INFO ] [CONFIGURE ] LYB: KEPT add_exhaustion_signals (score: 70.00%)
[2025-11-25T10:34:48.976689] [INFO ] [CONFIGURE ] JOB ETA: 10.0m | Avg: 2.8s/test | Remaining: 217 tests
[2025-11-25T10:34:48.976741] [INFO ] [CONFIGURE ] LYB: Testing feature 6/29: add_failed_moves
[2025-11-25T10:34:48.976789] [INFO ] [CONFIGURE ] LYB: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_failed_moves']
[2025-11-25T10:34:49.272164] [DEBUG] [FORECASTER] LYB: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T10:34:49.574278] [DEBUG] [FORECASTER] LYB: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T10:34:49.878840] [DEBUG] [FORECASTER] LYB: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T10:34:50.191581] [DEBUG] [FORECASTER] LYB: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1
[2025-11-25T10:34:50.494416] [DEBUG] [FORECASTER] LYB: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T10:34:50.791525] [DEBUG] [FORECASTER] LYB: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T10:34:51.079960] [DEBUG] [FORECASTER] LYB: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T10:34:51.403388] [DEBUG] [FORECASTER] LYB: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T10:34:51.703769] [DEBUG] [FORECASTER] LYB: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T10:34:52.002631] [DEBUG] [FORECASTER] LYB: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T10:34:52.002864] [INFO ] [CONFIGURE ] LYB: DISCARDED add_failed_moves (score: 60.00%)
[2025-11-25T10:34:52.002927] [INFO ] [CONFIGURE ] JOB ETA: 9.9m | Avg: 2.8s/test | Remaining: 216 tests
[2025-11-25T10:34:52.002977] [INFO ] [CONFIGURE ] LYB: Testing feature 7/29: add_lag_shelf
[2025-11-25T10:34:52.003024] [INFO ] [CONFIGURE ] LYB: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_lag_shelf']
[2025-11-25T10:34:52.291045] [DEBUG] [FORECASTER] LYB: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T10:34:52.574331] [DEBUG] [FORECASTER] LYB: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T10:34:52.867350] [DEBUG] [FORECASTER] LYB: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T10:34:53.168458] [DEBUG] [FORECASTER] LYB: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1
[2025-11-25T10:34:53.457032] [DEBUG] [FORECASTER] LYB: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T10:34:53.759484] [DEBUG] [FORECASTER] LYB: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T10:34:54.050787] [DEBUG] [FORECASTER] LYB: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T10:34:54.322255] [DEBUG] [FORECASTER] LYB: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T10:34:54.584975] [DEBUG] [FORECASTER] LYB: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T10:34:54.850670] [DEBUG] [FORECASTER] LYB: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T10:34:54.850853] [INFO ] [CONFIGURE ] LYB: DISCARDED add_lag_shelf (score: 50.00%)
[2025-11-25T10:34:54.850913] [INFO ] [CONFIGURE ] JOB ETA: 9.9m | Avg: 2.8s/test | Remaining: 215 tests
[2025-11-25T10:34:54.850963] [INFO ] [CONFIGURE ] LYB: Testing feature 8/29: add_macd
[2025-11-25T10:34:54.851010] [INFO ] [CONFIGURE ] LYB: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_macd']
[2025-11-25T10:34:55.202333] [DEBUG] [FORECASTER] LYB: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T10:34:55.537883] [DEBUG] [FORECASTER] LYB: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T10:34:55.870001] [DEBUG] [FORECASTER] LYB: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T10:34:56.212090] [DEBUG] [FORECASTER] LYB: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-25T10:34:56.551169] [DEBUG] [FORECASTER] LYB: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T10:34:56.899307] [DEBUG] [FORECASTER] LYB: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T10:34:57.257035] [DEBUG] [FORECASTER] LYB: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T10:34:57.623521] [DEBUG] [FORECASTER] LYB: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T10:34:57.987082] [DEBUG] [FORECASTER] LYB: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T10:34:58.361750] [DEBUG] [FORECASTER] LYB: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T10:34:58.361914] [INFO ] [CONFIGURE ] LYB: KEPT add_macd (score: 80.00%)
[2025-11-25T10:34:58.361978] [INFO ] [CONFIGURE ] JOB ETA: 9.8m | Avg: 2.8s/test | Remaining: 214 tests
[2025-11-25T10:34:58.362031] [INFO ] [CONFIGURE ] LYB: Testing feature 9/29: add_mfi
[2025-11-25T10:34:58.362076] [INFO ] [CONFIGURE ] LYB: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_macd', 'add_mfi']
[2025-11-25T10:34:58.741864] [DEBUG] [FORECASTER] LYB: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T10:34:59.107190] [DEBUG] [FORECASTER] LYB: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T10:34:59.470840] [DEBUG] [FORECASTER] LYB: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T10:34:59.828730] [DEBUG] [FORECASTER] LYB: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-25T10:35:00.200109] [DEBUG] [FORECASTER] LYB: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T10:35:00.548605] [DEBUG] [FORECASTER] LYB: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T10:35:01.670065] [DEBUG] [FORECASTER] LYB: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T10:35:02.064503] [DEBUG] [FORECASTER] LYB: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T10:35:02.432833] [DEBUG] [FORECASTER] LYB: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T10:35:02.787382] [DEBUG] [FORECASTER] LYB: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T10:35:02.787574] [INFO ] [CONFIGURE ] LYB: DISCARDED add_mfi (score: 50.00%)
[2025-11-25T10:35:02.787666] [INFO ] [CONFIGURE ] JOB ETA: 9.8m | Avg: 2.8s/test | Remaining: 213 tests
[2025-11-25T10:35:02.787730] [INFO ] [CONFIGURE ] LYB: Testing feature 10/29: add_momentum_acceleration
[2025-11-25T10:35:02.787777] [INFO ] [CONFIGURE ] LYB: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_macd', 'add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-11-25T10:35:03.272956] [DEBUG] [FORECASTER] LYB: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T10:35:03.732692] [DEBUG] [FORECASTER] LYB: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T10:35:04.213705] [DEBUG] [FORECASTER] LYB: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T10:35:04.687603] [DEBUG] [FORECASTER] LYB: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-25T10:35:05.133086] [DEBUG] [FORECASTER] LYB: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T10:35:05.596419] [DEBUG] [FORECASTER] LYB: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T10:35:06.068974] [DEBUG] [FORECASTER] LYB: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T10:35:06.561869] [DEBUG] [FORECASTER] LYB: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T10:35:07.045034] [DEBUG] [FORECASTER] LYB: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T10:35:07.517861] [DEBUG] [FORECASTER] LYB: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T10:35:07.518100] [INFO ] [CONFIGURE ] LYB: DISCARDED add_momentum_acceleration (score: 80.00%)
[2025-11-25T10:35:07.518164] [INFO ] [CONFIGURE ] JOB ETA: 9.8m | Avg: 2.8s/test | Remaining: 212 tests
[2025-11-25T10:35:07.518238] [INFO ] [CONFIGURE ] LYB: Testing feature 11/29: add_obv_daily
[2025-11-25T10:35:07.518289] [INFO ] [CONFIGURE ] LYB: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_macd', 'add_obv_daily']
[2025-11-25T10:35:07.893467] [DEBUG] [FORECASTER] LYB: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T10:35:08.259409] [DEBUG] [FORECASTER] LYB: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T10:35:08.618844] [DEBUG] [FORECASTER] LYB: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T10:35:08.996990] [DEBUG] [FORECASTER] LYB: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-25T10:35:09.364999] [DEBUG] [FORECASTER] LYB: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T10:35:09.730021] [DEBUG] [FORECASTER] LYB: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T10:35:10.116466] [DEBUG] [FORECASTER] LYB: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T10:35:10.484701] [DEBUG] [FORECASTER] LYB: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T10:35:10.869327] [DEBUG] [FORECASTER] LYB: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T10:35:11.254038] [DEBUG] [FORECASTER] LYB: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T10:35:11.254285] [INFO ] [CONFIGURE ] LYB: DISCARDED add_obv_daily (score: 30.00%)
[2025-11-25T10:35:11.254373] [INFO ] [CONFIGURE ] JOB ETA: 9.7m | Avg: 2.8s/test | Remaining: 211 tests
[2025-11-25T10:35:11.254445] [INFO ] [CONFIGURE ] LYB: Testing feature 12/29: add_obv_interval
[2025-11-25T10:35:11.254512] [INFO ] [CONFIGURE ] LYB: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_macd', 'add_obv_interval']
[2025-11-25T10:35:11.641200] [DEBUG] [FORECASTER] LYB: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T10:35:12.034577] [DEBUG] [FORECASTER] LYB: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T10:35:12.413507] [DEBUG] [FORECASTER] LYB: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T10:35:12.776523] [DEBUG] [FORECASTER] LYB: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-25T10:35:13.148468] [DEBUG] [FORECASTER] LYB: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T10:35:13.508473] [DEBUG] [FORECASTER] LYB: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T10:35:13.873292] [DEBUG] [FORECASTER] LYB: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T10:35:14.236441] [DEBUG] [FORECASTER] LYB: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T10:35:14.594672] [DEBUG] [FORECASTER] LYB: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T10:35:14.947157] [DEBUG] [FORECASTER] LYB: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T10:35:14.947328] [INFO ] [CONFIGURE ] LYB: DISCARDED add_obv_interval (score: 70.00%)
[2025-11-25T10:35:14.947385] [INFO ] [CONFIGURE ] JOB ETA: 9.7m | Avg: 2.8s/test | Remaining: 210 tests
[2025-11-25T10:35:14.947432] [INFO ] [CONFIGURE ] LYB: Testing feature 13/29: add_opening_strength
[2025-11-25T10:35:14.947477] [INFO ] [CONFIGURE ] LYB: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_macd', 'add_daily_returns', 'add_opening_strength']
[2025-11-25T10:35:15.309213] [DEBUG] [FORECASTER] LYB: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T10:35:15.684794] [DEBUG] [FORECASTER] LYB: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T10:35:16.080732] [DEBUG] [FORECASTER] LYB: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T10:35:16.458842] [DEBUG] [FORECASTER] LYB: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-25T10:35:16.831500] [DEBUG] [FORECASTER] LYB: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T10:35:17.226081] [DEBUG] [FORECASTER] LYB: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T10:35:17.612399] [DEBUG] [FORECASTER] LYB: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T10:35:18.012121] [DEBUG] [FORECASTER] LYB: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T10:35:18.415445] [DEBUG] [FORECASTER] LYB: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T10:35:18.825738] [DEBUG] [FORECASTER] LYB: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T10:35:18.825982] [INFO ] [CONFIGURE ] LYB: KEPT add_opening_strength (score: 90.00%)
[2025-11-25T10:35:18.826052] [INFO ] [CONFIGURE ] JOB ETA: 9.6m | Avg: 2.8s/test | Remaining: 209 tests
[2025-11-25T10:35:18.826102] [INFO ] [CONFIGURE ] LYB: Testing feature 14/29: add_order_flow_imbalance
[2025-11-25T10:35:18.826147] [INFO ] [CONFIGURE ] LYB: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_macd', 'add_daily_returns', 'add_opening_strength', 'add_order_flow_imbalance']
[2025-11-25T10:35:19.228166] [DEBUG] [FORECASTER] LYB: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T10:35:19.628281] [DEBUG] [FORECASTER] LYB: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T10:35:20.033550] [DEBUG] [FORECASTER] LYB: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T10:35:20.454988] [DEBUG] [FORECASTER] LYB: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-25T10:35:20.861184] [DEBUG] [FORECASTER] LYB: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T10:35:21.294506] [DEBUG] [FORECASTER] LYB: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T10:35:21.726028] [DEBUG] [FORECASTER] LYB: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T10:35:22.152042] [DEBUG] [FORECASTER] LYB: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T10:35:22.571826] [DEBUG] [FORECASTER] LYB: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T10:35:23.014121] [DEBUG] [FORECASTER] LYB: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T10:35:23.014390] [INFO ] [CONFIGURE ] LYB: DISCARDED add_order_flow_imbalance (score: 60.00%)
[2025-11-25T10:35:23.014454] [INFO ] [CONFIGURE ] JOB ETA: 9.6m | Avg: 2.8s/test | Remaining: 208 tests
[2025-11-25T10:35:23.014505] [INFO ] [CONFIGURE ] LYB: Testing feature 15/29: add_pbf_morning_momentum
[2025-11-25T10:35:23.014554] [INFO ] [CONFIGURE ] LYB: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_macd', 'add_daily_returns', 'add_opening_strength', 'add_pbf_morning_momentum']
[2025-11-25T10:35:23.438012] [DEBUG] [FORECASTER] LYB: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T10:35:23.832719] [DEBUG] [FORECASTER] LYB: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T10:35:24.236036] [DEBUG] [FORECASTER] LYB: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T10:35:24.619986] [DEBUG] [FORECASTER] LYB: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-25T10:35:25.059156] [DEBUG] [FORECASTER] LYB: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T10:35:25.446227] [DEBUG] [FORECASTER] LYB: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T10:35:25.887404] [DEBUG] [FORECASTER] LYB: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T10:35:26.321306] [DEBUG] [FORECASTER] LYB: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T10:35:26.741877] [DEBUG] [FORECASTER] LYB: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T10:35:27.160468] [DEBUG] [FORECASTER] LYB: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T10:35:27.160684] [INFO ] [CONFIGURE ] LYB: DISCARDED add_pbf_morning_momentum (score: 60.00%)
[2025-11-25T10:35:27.160769] [INFO ] [CONFIGURE ] JOB ETA: 9.5m | Avg: 2.8s/test | Remaining: 207 tests
[2025-11-25T10:35:27.160821] [INFO ] [CONFIGURE ] LYB: Testing feature 16/29: add_pbf_overnight_gap
[2025-11-25T10:35:27.160868] [INFO ] [CONFIGURE ] LYB: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_macd', 'add_daily_returns', 'add_opening_strength', 'add_pbf_overnight_gap']
[2025-11-25T10:35:27.593548] [DEBUG] [FORECASTER] LYB: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T10:35:28.036089] [DEBUG] [FORECASTER] LYB: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T10:35:28.523490] [DEBUG] [FORECASTER] LYB: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T10:35:28.967634] [DEBUG] [FORECASTER] LYB: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-25T10:35:29.385614] [DEBUG] [FORECASTER] LYB: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T10:35:29.788032] [DEBUG] [FORECASTER] LYB: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T10:35:30.220238] [DEBUG] [FORECASTER] LYB: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T10:35:30.636712] [DEBUG] [FORECASTER] LYB: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T10:35:31.076552] [DEBUG] [FORECASTER] LYB: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T10:35:31.671045] [DEBUG] [FORECASTER] LYB: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T10:35:31.671283] [INFO ] [CONFIGURE ] LYB: DISCARDED add_pbf_overnight_gap (score: 80.00%)
[2025-11-25T10:35:31.671360] [INFO ] [CONFIGURE ] JOB ETA: 9.5m | Avg: 2.8s/test | Remaining: 206 tests
[2025-11-25T10:35:31.671449] [INFO ] [CONFIGURE ] LYB: Testing feature 17/29: add_pbf_return_2d
[2025-11-25T10:35:31.671510] [INFO ] [CONFIGURE ] LYB: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_macd', 'add_daily_returns', 'add_opening_strength', 'add_pbf_return_2d']
[2025-11-25T10:35:32.136202] [DEBUG] [FORECASTER] LYB: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T10:35:32.574065] [DEBUG] [FORECASTER] LYB: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T10:35:32.972601] [DEBUG] [FORECASTER] LYB: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T10:35:33.382374] [DEBUG] [FORECASTER] LYB: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-25T10:35:33.810165] [DEBUG] [FORECASTER] LYB: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T10:35:34.208980] [DEBUG] [FORECASTER] LYB: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T10:35:34.630357] [DEBUG] [FORECASTER] LYB: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T10:35:35.052794] [DEBUG] [FORECASTER] LYB: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T10:35:35.514499] [DEBUG] [FORECASTER] LYB: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T10:35:35.932896] [DEBUG] [FORECASTER] LYB: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T10:35:35.933107] [INFO ] [CONFIGURE ] LYB: DISCARDED add_pbf_return_2d (score: 50.00%)
[2025-11-25T10:35:35.933167] [INFO ] [CONFIGURE ] JOB ETA: 9.4m | Avg: 2.8s/test | Remaining: 205 tests
[2025-11-25T10:35:35.933219] [INFO ] [CONFIGURE ] LYB: Testing feature 18/29: add_pbf_volatility_5d
[2025-11-25T10:35:35.933265] [INFO ] [CONFIGURE ] LYB: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_macd', 'add_daily_returns', 'add_opening_strength', 'add_pbf_volatility_5d']
[2025-11-25T10:35:36.306076] [DEBUG] [FORECASTER] LYB: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T10:35:36.707085] [DEBUG] [FORECASTER] LYB: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T10:35:37.137208] [DEBUG] [FORECASTER] LYB: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T10:35:37.527366] [DEBUG] [FORECASTER] LYB: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-25T10:35:37.911452] [DEBUG] [FORECASTER] LYB: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T10:35:38.326920] [DEBUG] [FORECASTER] LYB: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T10:35:38.774673] [DEBUG] [FORECASTER] LYB: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T10:35:39.195093] [DEBUG] [FORECASTER] LYB: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T10:35:39.627074] [DEBUG] [FORECASTER] LYB: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-25T10:35:40.039264] [DEBUG] [FORECASTER] LYB: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T10:35:40.039475] [INFO ] [CONFIGURE ] LYB: DISCARDED add_pbf_volatility_5d (score: 60.00%)
[2025-11-25T10:35:40.039539] [INFO ] [CONFIGURE ] JOB ETA: 9.4m | Avg: 2.8s/test | Remaining: 204 tests
[2025-11-25T10:35:40.039590] [INFO ] [CONFIGURE ] LYB: Testing feature 19/29: add_pbf_vs_sma_5
[2025-11-25T10:35:40.039638] [INFO ] [CONFIGURE ] LYB: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_macd', 'add_daily_returns', 'add_opening_strength', 'add_pbf_vs_sma_5']
[2025-11-25T10:35:40.428827] [DEBUG] [FORECASTER] LYB: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T10:35:40.835306] [DEBUG] [FORECASTER] LYB: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T10:35:41.244083] [DEBUG] [FORECASTER] LYB: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T10:35:41.694359] [DEBUG] [FORECASTER] LYB: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-25T10:35:42.147990] [DEBUG] [FORECASTER] LYB: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T10:35:42.547721] [DEBUG] [FORECASTER] LYB: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T10:35:42.951150] [DEBUG] [FORECASTER] LYB: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T10:35:43.361020] [DEBUG] [FORECASTER] LYB: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T10:35:43.773104] [DEBUG] [FORECASTER] LYB: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T10:35:44.188823] [DEBUG] [FORECASTER] LYB: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T10:35:44.189030] [INFO ] [CONFIGURE ] LYB: DISCARDED add_pbf_vs_sma_5 (score: 90.00%)
[2025-11-25T10:35:44.189093] [INFO ] [CONFIGURE ] JOB ETA: 9.3m | Avg: 2.8s/test | Remaining: 203 tests
[2025-11-25T10:35:44.189135] [INFO ] [CONFIGURE ] LYB: Testing feature 20/29: add_price_rejection
[2025-11-25T10:35:44.189182] [INFO ] [CONFIGURE ] LYB: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_macd', 'add_daily_returns', 'add_opening_strength', 'add_price_rejection']
[2025-11-25T10:35:44.621706] [DEBUG] [FORECASTER] LYB: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T10:35:45.070578] [DEBUG] [FORECASTER] LYB: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T10:35:45.506138] [DEBUG] [FORECASTER] LYB: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T10:35:45.928493] [DEBUG] [FORECASTER] LYB: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1
[2025-11-25T10:35:46.361675] [DEBUG] [FORECASTER] LYB: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T10:35:46.778387] [DEBUG] [FORECASTER] LYB: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T10:35:47.216609] [DEBUG] [FORECASTER] LYB: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T10:35:47.642059] [DEBUG] [FORECASTER] LYB: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T10:35:48.125384] [DEBUG] [FORECASTER] LYB: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T10:35:48.574251] [DEBUG] [FORECASTER] LYB: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T10:35:48.574499] [INFO ] [CONFIGURE ] LYB: DISCARDED add_price_rejection (score: 60.00%)
[2025-11-25T10:35:48.574569] [INFO ] [CONFIGURE ] JOB ETA: 9.3m | Avg: 2.8s/test | Remaining: 202 tests
[2025-11-25T10:35:48.574620] [INFO ] [CONFIGURE ] LYB: Testing feature 21/29: add_range_position
[2025-11-25T10:35:48.574689] [INFO ] [CONFIGURE ] LYB: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_macd', 'add_daily_returns', 'add_opening_strength', 'add_range_position']
[2025-11-25T10:35:49.004669] [DEBUG] [FORECASTER] LYB: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T10:35:49.447625] [DEBUG] [FORECASTER] LYB: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T10:35:49.904963] [DEBUG] [FORECASTER] LYB: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T10:35:50.334246] [DEBUG] [FORECASTER] LYB: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1
[2025-11-25T10:35:50.760596] [DEBUG] [FORECASTER] LYB: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T10:35:51.201906] [DEBUG] [FORECASTER] LYB: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T10:35:51.623013] [DEBUG] [FORECASTER] LYB: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T10:35:52.055210] [DEBUG] [FORECASTER] LYB: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T10:35:52.483914] [DEBUG] [FORECASTER] LYB: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-25T10:35:52.906380] [DEBUG] [FORECASTER] LYB: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T10:35:52.906581] [INFO ] [CONFIGURE ] LYB: DISCARDED add_range_position (score: 50.00%)
[2025-11-25T10:35:52.906669] [INFO ] [CONFIGURE ] JOB ETA: 9.3m | Avg: 2.8s/test | Remaining: 201 tests
[2025-11-25T10:35:52.906723] [INFO ] [CONFIGURE ] LYB: Testing feature 22/29: add_realized_volatility
[2025-11-25T10:35:52.906771] [INFO ] [CONFIGURE ] LYB: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_macd', 'add_daily_returns', 'add_opening_strength', 'add_realized_volatility']
[2025-11-25T10:35:53.419386] [DEBUG] [FORECASTER] LYB: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T10:35:53.942181] [DEBUG] [FORECASTER] LYB: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T10:35:54.502064] [DEBUG] [FORECASTER] LYB: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T10:35:55.000071] [DEBUG] [FORECASTER] LYB: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-25T10:35:55.520693] [DEBUG] [FORECASTER] LYB: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T10:35:56.044876] [DEBUG] [FORECASTER] LYB: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T10:35:56.587871] [DEBUG] [FORECASTER] LYB: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T10:35:57.123854] [DEBUG] [FORECASTER] LYB: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T10:35:57.659927] [DEBUG] [FORECASTER] LYB: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T10:35:58.195151] [DEBUG] [FORECASTER] LYB: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T10:35:58.195416] [INFO ] [CONFIGURE ] LYB: DISCARDED add_realized_volatility (score: 70.00%)
[2025-11-25T10:35:58.195482] [INFO ] [CONFIGURE ] JOB ETA: 9.2m | Avg: 2.8s/test | Remaining: 200 tests
[2025-11-25T10:35:58.195532] [INFO ] [CONFIGURE ] LYB: Testing feature 23/29: add_recent_range_context
[2025-11-25T10:35:58.195578] [INFO ] [CONFIGURE ] LYB: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_macd', 'add_daily_returns', 'add_opening_strength', 'add_recent_range_context']
[2025-11-25T10:35:58.651394] [DEBUG] [FORECASTER] LYB: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T10:35:59.066805] [DEBUG] [FORECASTER] LYB: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T10:35:59.492453] [DEBUG] [FORECASTER] LYB: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T10:35:59.919885] [DEBUG] [FORECASTER] LYB: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-25T10:36:00.348899] [DEBUG] [FORECASTER] LYB: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T10:36:00.765921] [DEBUG] [FORECASTER] LYB: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T10:36:01.960409] [DEBUG] [FORECASTER] LYB: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T10:36:02.376355] [DEBUG] [FORECASTER] LYB: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T10:36:02.782846] [DEBUG] [FORECASTER] LYB: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T10:36:03.190099] [DEBUG] [FORECASTER] LYB: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T10:36:03.190297] [INFO ] [CONFIGURE ] LYB: DISCARDED add_recent_range_context (score: 90.00%)
[2025-11-25T10:36:03.190355] [INFO ] [CONFIGURE ] JOB ETA: 9.2m | Avg: 2.8s/test | Remaining: 199 tests
[2025-11-25T10:36:03.190405] [INFO ] [CONFIGURE ] LYB: Testing feature 24/29: add_rsi
[2025-11-25T10:36:03.190452] [INFO ] [CONFIGURE ] LYB: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_macd', 'add_daily_returns', 'add_opening_strength', 'add_ema', 'add_rsi']
[2025-11-25T10:36:03.636031] [DEBUG] [FORECASTER] LYB: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T10:36:04.088658] [DEBUG] [FORECASTER] LYB: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T10:36:04.543505] [DEBUG] [FORECASTER] LYB: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T10:36:05.006663] [DEBUG] [FORECASTER] LYB: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-25T10:36:05.458258] [DEBUG] [FORECASTER] LYB: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T10:36:05.911554] [DEBUG] [FORECASTER] LYB: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T10:36:06.383509] [DEBUG] [FORECASTER] LYB: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T10:36:06.852147] [DEBUG] [FORECASTER] LYB: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T10:36:07.316381] [DEBUG] [FORECASTER] LYB: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-25T10:36:07.781415] [DEBUG] [FORECASTER] LYB: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T10:36:07.781596] [INFO ] [CONFIGURE ] LYB: DISCARDED add_rsi (score: 60.00%)
[2025-11-25T10:36:07.781676] [INFO ] [CONFIGURE ] JOB ETA: 9.1m | Avg: 2.8s/test | Remaining: 198 tests
[2025-11-25T10:36:07.781729] [INFO ] [CONFIGURE ] LYB: Testing feature 25/29: add_tick_distribution
[2025-11-25T10:36:07.781774] [INFO ] [CONFIGURE ] LYB: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_macd', 'add_daily_returns', 'add_opening_strength', 'add_tick_distribution']
[2025-11-25T10:36:08.181903] [DEBUG] [FORECASTER] LYB: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T10:36:08.604729] [DEBUG] [FORECASTER] LYB: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T10:36:08.982956] [DEBUG] [FORECASTER] LYB: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T10:36:09.377806] [DEBUG] [FORECASTER] LYB: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-25T10:36:09.762452] [DEBUG] [FORECASTER] LYB: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T10:36:10.145435] [DEBUG] [FORECASTER] LYB: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T10:36:10.540610] [DEBUG] [FORECASTER] LYB: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T10:36:10.953254] [DEBUG] [FORECASTER] LYB: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T10:36:11.363277] [DEBUG] [FORECASTER] LYB: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T10:36:11.757084] [DEBUG] [FORECASTER] LYB: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T10:36:11.757260] [INFO ] [CONFIGURE ] LYB: DISCARDED add_tick_distribution (score: 80.00%)
[2025-11-25T10:36:11.757320] [INFO ] [CONFIGURE ] JOB ETA: 9.1m | Avg: 2.8s/test | Remaining: 197 tests
[2025-11-25T10:36:11.757368] [INFO ] [CONFIGURE ] LYB: Testing feature 26/29: add_volume_momentum_confirmation
[2025-11-25T10:36:11.757412] [INFO ] [CONFIGURE ] LYB: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_macd', 'add_daily_returns', 'add_opening_strength', 'add_volume_momentum_confirmation']
[2025-11-25T10:36:12.122182] [DEBUG] [FORECASTER] LYB: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T10:36:12.483381] [DEBUG] [FORECASTER] LYB: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T10:36:12.867923] [DEBUG] [FORECASTER] LYB: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T10:36:13.240237] [DEBUG] [FORECASTER] LYB: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-25T10:36:13.605153] [DEBUG] [FORECASTER] LYB: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T10:36:13.969755] [DEBUG] [FORECASTER] LYB: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T10:36:14.343508] [DEBUG] [FORECASTER] LYB: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T10:36:14.722743] [DEBUG] [FORECASTER] LYB: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T10:36:15.120781] [DEBUG] [FORECASTER] LYB: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-25T10:36:15.517225] [DEBUG] [FORECASTER] LYB: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T10:36:15.517440] [INFO ] [CONFIGURE ] LYB: DISCARDED add_volume_momentum_confirmation (score: 50.00%)
[2025-11-25T10:36:15.517503] [INFO ] [CONFIGURE ] JOB ETA: 9.0m | Avg: 2.8s/test | Remaining: 196 tests
[2025-11-25T10:36:15.517551] [INFO ] [CONFIGURE ] LYB: Testing feature 27/29: add_volume_price_divergence
[2025-11-25T10:36:15.517597] [INFO ] [CONFIGURE ] LYB: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_macd', 'add_daily_returns', 'add_opening_strength', 'add_volume_price_divergence']
[2025-11-25T10:36:15.930677] [DEBUG] [FORECASTER] LYB: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T10:36:16.385002] [DEBUG] [FORECASTER] LYB: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T10:36:16.808381] [DEBUG] [FORECASTER] LYB: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T10:36:17.230233] [DEBUG] [FORECASTER] LYB: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1
[2025-11-25T10:36:17.658898] [DEBUG] [FORECASTER] LYB: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T10:36:18.086696] [DEBUG] [FORECASTER] LYB: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T10:36:18.554858] [DEBUG] [FORECASTER] LYB: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T10:36:19.116921] [DEBUG] [FORECASTER] LYB: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T10:36:19.579784] [DEBUG] [FORECASTER] LYB: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T10:36:20.013464] [DEBUG] [FORECASTER] LYB: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T10:36:20.013700] [INFO ] [CONFIGURE ] LYB: DISCARDED add_volume_price_divergence (score: 70.00%)
[2025-11-25T10:36:20.013764] [INFO ] [CONFIGURE ] JOB ETA: 9.0m | Avg: 2.8s/test | Remaining: 195 tests
[2025-11-25T10:36:20.013821] [INFO ] [CONFIGURE ] LYB: Testing feature 28/29: add_volume_profile
[2025-11-25T10:36:20.013876] [INFO ] [CONFIGURE ] LYB: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_macd', 'add_daily_returns', 'add_opening_strength', 'add_volume_profile']
[2025-11-25T10:36:20.394402] [DEBUG] [FORECASTER] LYB: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T10:36:20.763870] [DEBUG] [FORECASTER] LYB: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T10:36:21.120779] [DEBUG] [FORECASTER] LYB: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T10:36:21.504506] [DEBUG] [FORECASTER] LYB: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1
[2025-11-25T10:36:21.876223] [DEBUG] [FORECASTER] LYB: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T10:36:22.258487] [DEBUG] [FORECASTER] LYB: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T10:36:22.636149] [DEBUG] [FORECASTER] LYB: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T10:36:23.015870] [DEBUG] [FORECASTER] LYB: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T10:36:23.396314] [DEBUG] [FORECASTER] LYB: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T10:36:23.766898] [DEBUG] [FORECASTER] LYB: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T10:36:23.767099] [INFO ] [CONFIGURE ] LYB: DISCARDED add_volume_profile (score: 60.00%)
[2025-11-25T10:36:23.767159] [INFO ] [CONFIGURE ] JOB ETA: 8.9m | Avg: 2.8s/test | Remaining: 194 tests
[2025-11-25T10:36:23.767208] [INFO ] [CONFIGURE ] LYB: ===== FEATURE SELECTION COMPLETE =====
[2025-11-25T10:36:23.767249] [INFO ] [CONFIGURE ] LYB: Best accuracy: 90.00%
[2025-11-25T10:36:23.767290] [INFO ] [CONFIGURE ] LYB: Best feature set (6 features): ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_macd', 'add_daily_returns', 'add_opening_strength']
[2025-11-25T10:36:23.767329] [INFO ] [CONFIGURE ] LYB: Improvement over baseline: 40.00%
[2025-11-25T10:36:23.767366] [INFO ] [CONFIGURE ] LYB: Total time: 1.8 minutes
[2025-11-25T10:36:23.767403] [INFO ] [CONFIGURE ] LYB: Average time per feature: 3.8 seconds
[2025-11-25T10:36:23.767440] [INFO ] [CONFIGURE ] LYB: Average speed: 0.27 features/sec
[2025-11-25T10:36:23.767818] [INFO ] [LOCAL     ] Saved configuration for LYB: 6 features, 90.00% accuracy -> ./output/feature-sets/LYB.json
[2025-11-25T10:36:23.767877] [INFO ] [CONFIGURE ] LYB: Configuration saved successfully: 6 features, 90.00% accuracy.
[2025-11-25T10:36:23.767925] [INFO ] [sig       ] [159/164] Successfully configured LYB | 0.01 sym/s | Total: 3.6h | ETA: 6.8m
[2025-11-25T10:36:23.767968] [INFO ] [sig       ] [160/164] Configuring LYG...
[2025-11-25T10:36:23.768007] [INFO ] [CONFIGURE ] LYG: Configurate test run.
[2025-11-25T10:36:23.768046] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LYG' from 'https://tdm.silogroup.org/data/derivative_storage/LYG.csv'.
[2025-11-25T10:36:23.778749] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'LYG'.
[2025-11-25T10:36:23.779076] [INFO ] [CONFIGURE ] LYG: Testing with 29 available features
[2025-11-25T10:36:23.779137] [INFO ] [CONFIGURE ] LYG: Establishing baseline with no features...
[2025-11-25T10:36:23.947210] [DEBUG] [FORECASTER] LYG: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T10:36:24.119588] [DEBUG] [FORECASTER] LYG: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T10:36:24.293575] [DEBUG] [FORECASTER] LYG: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T10:36:24.467474] [DEBUG] [FORECASTER] LYG: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T10:36:24.638234] [DEBUG] [FORECASTER] LYG: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T10:36:24.808572] [DEBUG] [FORECASTER] LYG: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T10:36:24.986963] [DEBUG] [FORECASTER] LYG: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T10:36:25.171476] [DEBUG] [FORECASTER] LYG: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T10:36:25.354598] [DEBUG] [FORECASTER] LYG: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T10:36:25.533448] [DEBUG] [FORECASTER] LYG: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T10:36:25.533613] [INFO ] [CONFIGURE ] LYG: Baseline score (no features): 60.00%
[2025-11-25T10:36:25.533683] [INFO ] [CONFIGURE ] LYG: Testing feature 1/29: add_bollinger_bands
[2025-11-25T10:36:25.533751] [INFO ] [CONFIGURE ] LYG: Testing with features: ['add_bollinger_bands']
[2025-11-25T10:36:25.751239] [DEBUG] [FORECASTER] LYG: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T10:36:25.966136] [DEBUG] [FORECASTER] LYG: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T10:36:26.186523] [DEBUG] [FORECASTER] LYG: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T10:36:26.417254] [DEBUG] [FORECASTER] LYG: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T10:36:26.646013] [DEBUG] [FORECASTER] LYG: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T10:36:26.864294] [DEBUG] [FORECASTER] LYG: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T10:36:27.083380] [DEBUG] [FORECASTER] LYG: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T10:36:27.322611] [DEBUG] [FORECASTER] LYG: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T10:36:27.547391] [DEBUG] [FORECASTER] LYG: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T10:36:27.805282] [DEBUG] [FORECASTER] LYG: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T10:36:27.805475] [INFO ] [CONFIGURE ] LYG: DISCARDED add_bollinger_bands (score: 40.00%)
[2025-11-25T10:36:27.805530] [INFO ] [CONFIGURE ] JOB ETA: 8.9m | Avg: 2.8s/test | Remaining: 193 tests
[2025-11-25T10:36:27.805570] [INFO ] [CONFIGURE ] LYG: Testing feature 2/29: add_cumulative_delta
[2025-11-25T10:36:27.805607] [INFO ] [CONFIGURE ] LYG: Testing with features: ['add_cumulative_delta']
[2025-11-25T10:36:28.065572] [DEBUG] [FORECASTER] LYG: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T10:36:28.310923] [DEBUG] [FORECASTER] LYG: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T10:36:28.610029] [DEBUG] [FORECASTER] LYG: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T10:36:28.880583] [DEBUG] [FORECASTER] LYG: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T10:36:29.144689] [DEBUG] [FORECASTER] LYG: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T10:36:29.363997] [DEBUG] [FORECASTER] LYG: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T10:36:29.578090] [DEBUG] [FORECASTER] LYG: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T10:36:29.813354] [DEBUG] [FORECASTER] LYG: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T10:36:30.037052] [DEBUG] [FORECASTER] LYG: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T10:36:30.261189] [DEBUG] [FORECASTER] LYG: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T10:36:30.261372] [INFO ] [CONFIGURE ] LYG: DISCARDED add_cumulative_delta (score: 50.00%)
[2025-11-25T10:36:30.261421] [INFO ] [CONFIGURE ] JOB ETA: 8.9m | Avg: 2.8s/test | Remaining: 192 tests
[2025-11-25T10:36:30.261459] [INFO ] [CONFIGURE ] LYG: Testing feature 3/29: add_daily_returns
[2025-11-25T10:36:30.261496] [INFO ] [CONFIGURE ] LYG: Testing with features: ['add_daily_returns']
[2025-11-25T10:36:30.464016] [DEBUG] [FORECASTER] LYG: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T10:36:30.664273] [DEBUG] [FORECASTER] LYG: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T10:36:30.876627] [DEBUG] [FORECASTER] LYG: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T10:36:31.082357] [DEBUG] [FORECASTER] LYG: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T10:36:31.294441] [DEBUG] [FORECASTER] LYG: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T10:36:31.509121] [DEBUG] [FORECASTER] LYG: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T10:36:31.723931] [DEBUG] [FORECASTER] LYG: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T10:36:31.934764] [DEBUG] [FORECASTER] LYG: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T10:36:32.149701] [DEBUG] [FORECASTER] LYG: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T10:36:32.363005] [DEBUG] [FORECASTER] LYG: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T10:36:32.363359] [INFO ] [CONFIGURE ] LYG: DISCARDED add_daily_returns (score: 50.00%)
[2025-11-25T10:36:32.363472] [INFO ] [CONFIGURE ] JOB ETA: 8.8m | Avg: 2.8s/test | Remaining: 191 tests
[2025-11-25T10:36:32.363578] [INFO ] [CONFIGURE ] LYG: Testing feature 4/29: add_ema
[2025-11-25T10:36:32.363706] [INFO ] [CONFIGURE ] LYG: Testing with features: ['add_ema']
[2025-11-25T10:36:32.615404] [DEBUG] [FORECASTER] LYG: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T10:36:32.875068] [DEBUG] [FORECASTER] LYG: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T10:36:33.127289] [DEBUG] [FORECASTER] LYG: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T10:36:33.356446] [DEBUG] [FORECASTER] LYG: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T10:36:33.587015] [DEBUG] [FORECASTER] LYG: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T10:36:33.824911] [DEBUG] [FORECASTER] LYG: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T10:36:34.064546] [DEBUG] [FORECASTER] LYG: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T10:36:34.306917] [DEBUG] [FORECASTER] LYG: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T10:36:34.548353] [DEBUG] [FORECASTER] LYG: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T10:36:34.791452] [DEBUG] [FORECASTER] LYG: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T10:36:34.791777] [INFO ] [CONFIGURE ] LYG: DISCARDED add_ema (score: 50.00%)
[2025-11-25T10:36:34.791901] [INFO ] [CONFIGURE ] JOB ETA: 8.8m | Avg: 2.8s/test | Remaining: 190 tests
[2025-11-25T10:36:34.792007] [INFO ] [CONFIGURE ] LYG: Testing feature 5/29: add_exhaustion_signals
[2025-11-25T10:36:34.792116] [INFO ] [CONFIGURE ] LYG: Testing with features: ['add_vwap', 'add_exhaustion_signals']
[2025-11-25T10:36:35.032197] [DEBUG] [FORECASTER] LYG: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T10:36:35.270430] [DEBUG] [FORECASTER] LYG: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T10:36:35.511887] [DEBUG] [FORECASTER] LYG: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T10:36:35.757823] [DEBUG] [FORECASTER] LYG: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T10:36:36.009388] [DEBUG] [FORECASTER] LYG: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T10:36:36.270593] [DEBUG] [FORECASTER] LYG: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T10:36:36.525252] [DEBUG] [FORECASTER] LYG: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T10:36:36.785439] [DEBUG] [FORECASTER] LYG: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T10:36:37.031636] [DEBUG] [FORECASTER] LYG: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T10:36:37.283991] [DEBUG] [FORECASTER] LYG: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T10:36:37.284177] [INFO ] [CONFIGURE ] LYG: DISCARDED add_exhaustion_signals (score: 40.00%)
[2025-11-25T10:36:37.284240] [INFO ] [CONFIGURE ] JOB ETA: 8.7m | Avg: 2.8s/test | Remaining: 189 tests
[2025-11-25T10:36:37.284279] [INFO ] [CONFIGURE ] LYG: Testing feature 6/29: add_failed_moves
[2025-11-25T10:36:37.284358] [INFO ] [CONFIGURE ] LYG: Testing with features: ['add_failed_moves']
[2025-11-25T10:36:37.486031] [DEBUG] [FORECASTER] LYG: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T10:36:37.685796] [DEBUG] [FORECASTER] LYG: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T10:36:37.887734] [DEBUG] [FORECASTER] LYG: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T10:36:38.092685] [DEBUG] [FORECASTER] LYG: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T10:36:38.298000] [DEBUG] [FORECASTER] LYG: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T10:36:38.493180] [DEBUG] [FORECASTER] LYG: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T10:36:38.693249] [DEBUG] [FORECASTER] LYG: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T10:36:38.900222] [DEBUG] [FORECASTER] LYG: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T10:36:39.100159] [DEBUG] [FORECASTER] LYG: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T10:36:39.311504] [DEBUG] [FORECASTER] LYG: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T10:36:39.311694] [INFO ] [CONFIGURE ] LYG: DISCARDED add_failed_moves (score: 60.00%)
[2025-11-25T10:36:39.311772] [INFO ] [CONFIGURE ] JOB ETA: 8.7m | Avg: 2.8s/test | Remaining: 188 tests
[2025-11-25T10:36:39.311826] [INFO ] [CONFIGURE ] LYG: Testing feature 7/29: add_lag_shelf
[2025-11-25T10:36:39.311875] [INFO ] [CONFIGURE ] LYG: Testing with features: ['add_lag_shelf']
[2025-11-25T10:36:39.509202] [DEBUG] [FORECASTER] LYG: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T10:36:39.706987] [DEBUG] [FORECASTER] LYG: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T10:36:39.910885] [DEBUG] [FORECASTER] LYG: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T10:36:40.119244] [DEBUG] [FORECASTER] LYG: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T10:36:40.334309] [DEBUG] [FORECASTER] LYG: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T10:36:40.544871] [DEBUG] [FORECASTER] LYG: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T10:36:40.731813] [DEBUG] [FORECASTER] LYG: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T10:36:40.927894] [DEBUG] [FORECASTER] LYG: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T10:36:41.122889] [DEBUG] [FORECASTER] LYG: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T10:36:41.334994] [DEBUG] [FORECASTER] LYG: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T10:36:41.335375] [INFO ] [CONFIGURE ] LYG: DISCARDED add_lag_shelf (score: 60.00%)
[2025-11-25T10:36:41.335428] [INFO ] [CONFIGURE ] JOB ETA: 8.6m | Avg: 2.8s/test | Remaining: 187 tests
[2025-11-25T10:36:41.335471] [INFO ] [CONFIGURE ] LYG: Testing feature 8/29: add_macd
[2025-11-25T10:36:41.335511] [INFO ] [CONFIGURE ] LYG: Testing with features: ['add_vwap', 'add_macd']
[2025-11-25T10:36:41.631236] [DEBUG] [FORECASTER] LYG: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T10:36:41.920897] [DEBUG] [FORECASTER] LYG: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T10:36:42.202803] [DEBUG] [FORECASTER] LYG: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T10:36:42.502236] [DEBUG] [FORECASTER] LYG: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T10:36:42.812487] [DEBUG] [FORECASTER] LYG: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T10:36:43.085935] [DEBUG] [FORECASTER] LYG: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T10:36:43.373974] [DEBUG] [FORECASTER] LYG: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T10:36:43.646014] [DEBUG] [FORECASTER] LYG: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T10:36:43.947297] [DEBUG] [FORECASTER] LYG: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T10:36:44.247725] [DEBUG] [FORECASTER] LYG: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T10:36:44.247927] [INFO ] [CONFIGURE ] LYG: DISCARDED add_macd (score: 50.00%)
[2025-11-25T10:36:44.247984] [INFO ] [CONFIGURE ] JOB ETA: 8.6m | Avg: 2.8s/test | Remaining: 186 tests
[2025-11-25T10:36:44.248039] [INFO ] [CONFIGURE ] LYG: Testing feature 9/29: add_mfi
[2025-11-25T10:36:44.248080] [INFO ] [CONFIGURE ] LYG: Testing with features: ['add_mfi']
[2025-11-25T10:36:44.445068] [DEBUG] [FORECASTER] LYG: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T10:36:44.640502] [DEBUG] [FORECASTER] LYG: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T10:36:44.833468] [DEBUG] [FORECASTER] LYG: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T10:36:45.031600] [DEBUG] [FORECASTER] LYG: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T10:36:45.229978] [DEBUG] [FORECASTER] LYG: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T10:36:45.425946] [DEBUG] [FORECASTER] LYG: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T10:36:45.626286] [DEBUG] [FORECASTER] LYG: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T10:36:45.829497] [DEBUG] [FORECASTER] LYG: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T10:36:46.032632] [DEBUG] [FORECASTER] LYG: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T10:36:46.231829] [DEBUG] [FORECASTER] LYG: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T10:36:46.232007] [INFO ] [CONFIGURE ] LYG: DISCARDED add_mfi (score: 40.00%)
[2025-11-25T10:36:46.232057] [INFO ] [CONFIGURE ] JOB ETA: 8.5m | Avg: 2.8s/test | Remaining: 185 tests
[2025-11-25T10:36:46.232100] [INFO ] [CONFIGURE ] LYG: Testing feature 10/29: add_momentum_acceleration
[2025-11-25T10:36:46.232139] [INFO ] [CONFIGURE ] LYG: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-11-25T10:36:46.522902] [DEBUG] [FORECASTER] LYG: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T10:36:46.815806] [DEBUG] [FORECASTER] LYG: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T10:36:47.104552] [DEBUG] [FORECASTER] LYG: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T10:36:47.395170] [DEBUG] [FORECASTER] LYG: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T10:36:47.698948] [DEBUG] [FORECASTER] LYG: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T10:36:48.002125] [DEBUG] [FORECASTER] LYG: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T10:36:48.307732] [DEBUG] [FORECASTER] LYG: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T10:36:48.611485] [DEBUG] [FORECASTER] LYG: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T10:36:48.917537] [DEBUG] [FORECASTER] LYG: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T10:36:49.224381] [DEBUG] [FORECASTER] LYG: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T10:36:49.224620] [INFO ] [CONFIGURE ] LYG: DISCARDED add_momentum_acceleration (score: 60.00%)
[2025-11-25T10:36:49.224710] [INFO ] [CONFIGURE ] JOB ETA: 8.5m | Avg: 2.8s/test | Remaining: 184 tests
[2025-11-25T10:36:49.224763] [INFO ] [CONFIGURE ] LYG: Testing feature 11/29: add_obv_daily
[2025-11-25T10:36:49.224809] [INFO ] [CONFIGURE ] LYG: Testing with features: ['add_obv_daily']
[2025-11-25T10:36:49.447060] [DEBUG] [FORECASTER] LYG: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T10:36:49.669375] [DEBUG] [FORECASTER] LYG: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T10:36:49.894480] [DEBUG] [FORECASTER] LYG: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T10:36:50.122117] [DEBUG] [FORECASTER] LYG: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T10:36:50.348212] [DEBUG] [FORECASTER] LYG: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T10:36:50.577123] [DEBUG] [FORECASTER] LYG: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T10:36:50.801039] [DEBUG] [FORECASTER] LYG: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T10:36:51.023564] [DEBUG] [FORECASTER] LYG: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T10:36:51.250269] [DEBUG] [FORECASTER] LYG: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T10:36:51.481616] [DEBUG] [FORECASTER] LYG: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T10:36:51.481809] [INFO ] [CONFIGURE ] LYG: DISCARDED add_obv_daily (score: 40.00%)
[2025-11-25T10:36:51.481859] [INFO ] [CONFIGURE ] JOB ETA: 8.4m | Avg: 2.8s/test | Remaining: 183 tests
[2025-11-25T10:36:51.481897] [INFO ] [CONFIGURE ] LYG: Testing feature 12/29: add_obv_interval
[2025-11-25T10:36:51.481933] [INFO ] [CONFIGURE ] LYG: Testing with features: ['add_obv_interval']
[2025-11-25T10:36:51.695020] [DEBUG] [FORECASTER] LYG: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T10:36:51.910235] [DEBUG] [FORECASTER] LYG: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T10:36:52.126386] [DEBUG] [FORECASTER] LYG: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T10:36:52.338610] [DEBUG] [FORECASTER] LYG: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T10:36:52.557392] [DEBUG] [FORECASTER] LYG: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T10:36:52.776414] [DEBUG] [FORECASTER] LYG: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T10:36:52.986449] [DEBUG] [FORECASTER] LYG: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T10:36:53.202330] [DEBUG] [FORECASTER] LYG: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T10:36:53.419810] [DEBUG] [FORECASTER] LYG: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T10:36:53.634276] [DEBUG] [FORECASTER] LYG: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T10:36:53.634611] [INFO ] [CONFIGURE ] LYG: DISCARDED add_obv_interval (score: 60.00%)
[2025-11-25T10:36:53.634750] [INFO ] [CONFIGURE ] JOB ETA: 8.4m | Avg: 2.8s/test | Remaining: 182 tests
[2025-11-25T10:36:53.634856] [INFO ] [CONFIGURE ] LYG: Testing feature 13/29: add_opening_strength
[2025-11-25T10:36:53.634960] [INFO ] [CONFIGURE ] LYG: Testing with features: ['add_daily_returns', 'add_opening_strength']
[2025-11-25T10:36:53.874565] [DEBUG] [FORECASTER] LYG: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T10:36:54.120803] [DEBUG] [FORECASTER] LYG: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T10:36:54.358824] [DEBUG] [FORECASTER] LYG: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T10:36:54.596946] [DEBUG] [FORECASTER] LYG: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T10:36:54.831935] [DEBUG] [FORECASTER] LYG: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T10:36:55.071936] [DEBUG] [FORECASTER] LYG: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T10:36:55.308284] [DEBUG] [FORECASTER] LYG: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T10:36:55.550477] [DEBUG] [FORECASTER] LYG: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T10:36:55.797162] [DEBUG] [FORECASTER] LYG: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T10:36:56.039374] [DEBUG] [FORECASTER] LYG: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T10:36:56.039552] [INFO ] [CONFIGURE ] LYG: DISCARDED add_opening_strength (score: 40.00%)
[2025-11-25T10:36:56.039601] [INFO ] [CONFIGURE ] JOB ETA: 8.3m | Avg: 2.8s/test | Remaining: 181 tests
[2025-11-25T10:36:56.039640] [INFO ] [CONFIGURE ] LYG: Testing feature 14/29: add_order_flow_imbalance
[2025-11-25T10:36:56.039755] [INFO ] [CONFIGURE ] LYG: Testing with features: ['add_order_flow_imbalance']
[2025-11-25T10:36:56.274726] [DEBUG] [FORECASTER] LYG: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T10:36:56.515611] [DEBUG] [FORECASTER] LYG: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T10:36:56.742840] [DEBUG] [FORECASTER] LYG: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T10:36:56.969492] [DEBUG] [FORECASTER] LYG: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T10:36:57.217012] [DEBUG] [FORECASTER] LYG: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T10:36:57.443985] [DEBUG] [FORECASTER] LYG: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T10:36:57.676208] [DEBUG] [FORECASTER] LYG: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T10:36:57.914236] [DEBUG] [FORECASTER] LYG: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T10:36:58.152743] [DEBUG] [FORECASTER] LYG: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T10:36:58.394194] [DEBUG] [FORECASTER] LYG: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T10:36:58.394379] [INFO ] [CONFIGURE ] LYG: DISCARDED add_order_flow_imbalance (score: 40.00%)
[2025-11-25T10:36:58.394440] [INFO ] [CONFIGURE ] JOB ETA: 8.3m | Avg: 2.8s/test | Remaining: 180 tests
[2025-11-25T10:36:58.394488] [INFO ] [CONFIGURE ] LYG: Testing feature 15/29: add_pbf_morning_momentum
[2025-11-25T10:36:58.394534] [INFO ] [CONFIGURE ] LYG: Testing with features: ['add_pbf_morning_momentum']
[2025-11-25T10:36:58.620895] [DEBUG] [FORECASTER] LYG: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T10:36:58.810362] [DEBUG] [FORECASTER] LYG: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T10:36:59.001088] [DEBUG] [FORECASTER] LYG: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T10:36:59.188088] [DEBUG] [FORECASTER] LYG: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T10:36:59.383348] [DEBUG] [FORECASTER] LYG: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T10:36:59.569055] [DEBUG] [FORECASTER] LYG: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T10:36:59.757008] [DEBUG] [FORECASTER] LYG: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T10:36:59.944991] [DEBUG] [FORECASTER] LYG: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T10:37:00.158373] [DEBUG] [FORECASTER] LYG: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T10:37:00.349658] [DEBUG] [FORECASTER] LYG: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T10:37:00.349826] [INFO ] [CONFIGURE ] LYG: DISCARDED add_pbf_morning_momentum (score: 40.00%)
[2025-11-25T10:37:00.349873] [INFO ] [CONFIGURE ] JOB ETA: 8.2m | Avg: 2.8s/test | Remaining: 179 tests
[2025-11-25T10:37:00.349911] [INFO ] [CONFIGURE ] LYG: Testing feature 16/29: add_pbf_overnight_gap
[2025-11-25T10:37:00.349946] [INFO ] [CONFIGURE ] LYG: Testing with features: ['add_pbf_overnight_gap']
[2025-11-25T10:37:00.559701] [DEBUG] [FORECASTER] LYG: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T10:37:00.765095] [DEBUG] [FORECASTER] LYG: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T10:37:01.699440] [DEBUG] [FORECASTER] LYG: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T10:37:02.065147] [DEBUG] [FORECASTER] LYG: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T10:37:02.297084] [DEBUG] [FORECASTER] LYG: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T10:37:02.526418] [DEBUG] [FORECASTER] LYG: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T10:37:02.750210] [DEBUG] [FORECASTER] LYG: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T10:37:02.975396] [DEBUG] [FORECASTER] LYG: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T10:37:03.206802] [DEBUG] [FORECASTER] LYG: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T10:37:03.431758] [DEBUG] [FORECASTER] LYG: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T10:37:03.431996] [INFO ] [CONFIGURE ] LYG: DISCARDED add_pbf_overnight_gap (score: 60.00%)
[2025-11-25T10:37:03.432046] [INFO ] [CONFIGURE ] JOB ETA: 8.2m | Avg: 2.8s/test | Remaining: 178 tests
[2025-11-25T10:37:03.432085] [INFO ] [CONFIGURE ] LYG: Testing feature 17/29: add_pbf_return_2d
[2025-11-25T10:37:03.432123] [INFO ] [CONFIGURE ] LYG: Testing with features: ['add_pbf_return_2d']
[2025-11-25T10:37:03.655376] [DEBUG] [FORECASTER] LYG: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T10:37:03.880832] [DEBUG] [FORECASTER] LYG: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T10:37:04.105351] [DEBUG] [FORECASTER] LYG: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T10:37:04.334556] [DEBUG] [FORECASTER] LYG: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T10:37:04.565336] [DEBUG] [FORECASTER] LYG: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T10:37:04.793254] [DEBUG] [FORECASTER] LYG: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T10:37:05.030120] [DEBUG] [FORECASTER] LYG: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T10:37:05.245203] [DEBUG] [FORECASTER] LYG: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T10:37:05.459018] [DEBUG] [FORECASTER] LYG: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T10:37:05.675915] [DEBUG] [FORECASTER] LYG: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T10:37:05.676105] [INFO ] [CONFIGURE ] LYG: DISCARDED add_pbf_return_2d (score: 50.00%)
[2025-11-25T10:37:05.676156] [INFO ] [CONFIGURE ] JOB ETA: 8.2m | Avg: 2.8s/test | Remaining: 177 tests
[2025-11-25T10:37:05.676196] [INFO ] [CONFIGURE ] LYG: Testing feature 18/29: add_pbf_volatility_5d
[2025-11-25T10:37:05.676233] [INFO ] [CONFIGURE ] LYG: Testing with features: ['add_pbf_volatility_5d']
[2025-11-25T10:37:05.860758] [DEBUG] [FORECASTER] LYG: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T10:37:06.047810] [DEBUG] [FORECASTER] LYG: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T10:37:06.233125] [DEBUG] [FORECASTER] LYG: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T10:37:06.426752] [DEBUG] [FORECASTER] LYG: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T10:37:06.617809] [DEBUG] [FORECASTER] LYG: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T10:37:06.804335] [DEBUG] [FORECASTER] LYG: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T10:37:06.989406] [DEBUG] [FORECASTER] LYG: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T10:37:07.178519] [DEBUG] [FORECASTER] LYG: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T10:37:07.365055] [DEBUG] [FORECASTER] LYG: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T10:37:07.551714] [DEBUG] [FORECASTER] LYG: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T10:37:07.551892] [INFO ] [CONFIGURE ] LYG: DISCARDED add_pbf_volatility_5d (score: 60.00%)
[2025-11-25T10:37:07.551942] [INFO ] [CONFIGURE ] JOB ETA: 8.1m | Avg: 2.8s/test | Remaining: 176 tests
[2025-11-25T10:37:07.551980] [INFO ] [CONFIGURE ] LYG: Testing feature 19/29: add_pbf_vs_sma_5
[2025-11-25T10:37:07.552017] [INFO ] [CONFIGURE ] LYG: Testing with features: ['add_pbf_vs_sma_5']
[2025-11-25T10:37:07.737701] [DEBUG] [FORECASTER] LYG: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T10:37:07.922310] [DEBUG] [FORECASTER] LYG: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T10:37:08.112038] [DEBUG] [FORECASTER] LYG: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T10:37:08.300395] [DEBUG] [FORECASTER] LYG: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T10:37:08.493501] [DEBUG] [FORECASTER] LYG: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T10:37:08.682991] [DEBUG] [FORECASTER] LYG: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T10:37:08.872308] [DEBUG] [FORECASTER] LYG: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T10:37:09.067215] [DEBUG] [FORECASTER] LYG: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T10:37:09.253319] [DEBUG] [FORECASTER] LYG: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T10:37:09.431938] [DEBUG] [FORECASTER] LYG: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T10:37:09.432115] [INFO ] [CONFIGURE ] LYG: DISCARDED add_pbf_vs_sma_5 (score: 60.00%)
[2025-11-25T10:37:09.432165] [INFO ] [CONFIGURE ] JOB ETA: 8.1m | Avg: 2.8s/test | Remaining: 175 tests
[2025-11-25T10:37:09.432204] [INFO ] [CONFIGURE ] LYG: Testing feature 20/29: add_price_rejection
[2025-11-25T10:37:09.432241] [INFO ] [CONFIGURE ] LYG: Testing with features: ['add_price_rejection']
[2025-11-25T10:37:09.630505] [DEBUG] [FORECASTER] LYG: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T10:37:09.832494] [DEBUG] [FORECASTER] LYG: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T10:37:10.024247] [DEBUG] [FORECASTER] LYG: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T10:37:10.221109] [DEBUG] [FORECASTER] LYG: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T10:37:10.415442] [DEBUG] [FORECASTER] LYG: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T10:37:10.609784] [DEBUG] [FORECASTER] LYG: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T10:37:10.815557] [DEBUG] [FORECASTER] LYG: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T10:37:11.021776] [DEBUG] [FORECASTER] LYG: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T10:37:11.259572] [DEBUG] [FORECASTER] LYG: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T10:37:11.553056] [DEBUG] [FORECASTER] LYG: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T10:37:11.553495] [INFO ] [CONFIGURE ] LYG: DISCARDED add_price_rejection (score: 50.00%)
[2025-11-25T10:37:11.553688] [INFO ] [CONFIGURE ] JOB ETA: 8.0m | Avg: 2.8s/test | Remaining: 174 tests
[2025-11-25T10:37:11.553780] [INFO ] [CONFIGURE ] LYG: Testing feature 21/29: add_range_position
[2025-11-25T10:37:11.553934] [INFO ] [CONFIGURE ] LYG: Testing with features: ['add_range_position']
[2025-11-25T10:37:11.847437] [DEBUG] [FORECASTER] LYG: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T10:37:12.075064] [DEBUG] [FORECASTER] LYG: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T10:37:12.283077] [DEBUG] [FORECASTER] LYG: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T10:37:12.490779] [DEBUG] [FORECASTER] LYG: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T10:37:12.708172] [DEBUG] [FORECASTER] LYG: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T10:37:12.933198] [DEBUG] [FORECASTER] LYG: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T10:37:13.152418] [DEBUG] [FORECASTER] LYG: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T10:37:13.391819] [DEBUG] [FORECASTER] LYG: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T10:37:13.625591] [DEBUG] [FORECASTER] LYG: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T10:37:13.865712] [DEBUG] [FORECASTER] LYG: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T10:37:13.865912] [INFO ] [CONFIGURE ] LYG: DISCARDED add_range_position (score: 40.00%)
[2025-11-25T10:37:13.866164] [INFO ] [CONFIGURE ] JOB ETA: 8.0m | Avg: 2.8s/test | Remaining: 173 tests
[2025-11-25T10:37:13.866280] [INFO ] [CONFIGURE ] LYG: Testing feature 22/29: add_realized_volatility
[2025-11-25T10:37:13.866365] [INFO ] [CONFIGURE ] LYG: Testing with features: ['add_realized_volatility']
[2025-11-25T10:37:14.187372] [DEBUG] [FORECASTER] LYG: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T10:37:14.515370] [DEBUG] [FORECASTER] LYG: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T10:37:14.836598] [DEBUG] [FORECASTER] LYG: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T10:37:15.169494] [DEBUG] [FORECASTER] LYG: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T10:37:15.501083] [DEBUG] [FORECASTER] LYG: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T10:37:15.821240] [DEBUG] [FORECASTER] LYG: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T10:37:16.141057] [DEBUG] [FORECASTER] LYG: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T10:37:16.481095] [DEBUG] [FORECASTER] LYG: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T10:37:16.801777] [DEBUG] [FORECASTER] LYG: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T10:37:17.119678] [DEBUG] [FORECASTER] LYG: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T10:37:17.119892] [INFO ] [CONFIGURE ] LYG: KEPT add_realized_volatility (score: 70.00%)
[2025-11-25T10:37:17.119953] [INFO ] [CONFIGURE ] JOB ETA: 7.9m | Avg: 2.8s/test | Remaining: 172 tests
[2025-11-25T10:37:17.120002] [INFO ] [CONFIGURE ] LYG: Testing feature 23/29: add_recent_range_context
[2025-11-25T10:37:17.120046] [INFO ] [CONFIGURE ] LYG: Testing with features: ['add_realized_volatility', 'add_recent_range_context']
[2025-11-25T10:37:17.463832] [DEBUG] [FORECASTER] LYG: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T10:37:17.800566] [DEBUG] [FORECASTER] LYG: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T10:37:18.136303] [DEBUG] [FORECASTER] LYG: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T10:37:18.471559] [DEBUG] [FORECASTER] LYG: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T10:37:18.816985] [DEBUG] [FORECASTER] LYG: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T10:37:19.152886] [DEBUG] [FORECASTER] LYG: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T10:37:19.489284] [DEBUG] [FORECASTER] LYG: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T10:37:19.826269] [DEBUG] [FORECASTER] LYG: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T10:37:20.165123] [DEBUG] [FORECASTER] LYG: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T10:37:20.490312] [DEBUG] [FORECASTER] LYG: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T10:37:20.490499] [INFO ] [CONFIGURE ] LYG: DISCARDED add_recent_range_context (score: 40.00%)
[2025-11-25T10:37:20.490558] [INFO ] [CONFIGURE ] JOB ETA: 7.9m | Avg: 2.8s/test | Remaining: 171 tests
[2025-11-25T10:37:20.490606] [INFO ] [CONFIGURE ] LYG: Testing feature 24/29: add_rsi
[2025-11-25T10:37:20.490672] [INFO ] [CONFIGURE ] LYG: Testing with features: ['add_realized_volatility', 'add_ema', 'add_rsi']
[2025-11-25T10:37:20.867358] [DEBUG] [FORECASTER] LYG: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T10:37:21.253706] [DEBUG] [FORECASTER] LYG: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T10:37:21.628869] [DEBUG] [FORECASTER] LYG: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T10:37:22.005985] [DEBUG] [FORECASTER] LYG: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T10:37:22.387115] [DEBUG] [FORECASTER] LYG: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T10:37:22.763892] [DEBUG] [FORECASTER] LYG: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T10:37:23.147218] [DEBUG] [FORECASTER] LYG: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T10:37:23.509019] [DEBUG] [FORECASTER] LYG: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T10:37:23.937589] [DEBUG] [FORECASTER] LYG: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T10:37:24.328382] [DEBUG] [FORECASTER] LYG: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T10:37:24.328581] [INFO ] [CONFIGURE ] LYG: DISCARDED add_rsi (score: 60.00%)
[2025-11-25T10:37:24.328664] [INFO ] [CONFIGURE ] JOB ETA: 7.8m | Avg: 2.8s/test | Remaining: 170 tests
[2025-11-25T10:37:24.328720] [INFO ] [CONFIGURE ] LYG: Testing feature 25/29: add_tick_distribution
[2025-11-25T10:37:24.328768] [INFO ] [CONFIGURE ] LYG: Testing with features: ['add_realized_volatility', 'add_tick_distribution']
[2025-11-25T10:37:24.652697] [DEBUG] [FORECASTER] LYG: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T10:37:24.997471] [DEBUG] [FORECASTER] LYG: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T10:37:25.344481] [DEBUG] [FORECASTER] LYG: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T10:37:25.688914] [DEBUG] [FORECASTER] LYG: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T10:37:26.024845] [DEBUG] [FORECASTER] LYG: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T10:37:26.392406] [DEBUG] [FORECASTER] LYG: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T10:37:26.739595] [DEBUG] [FORECASTER] LYG: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T10:37:27.066839] [DEBUG] [FORECASTER] LYG: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T10:37:27.390843] [DEBUG] [FORECASTER] LYG: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T10:37:27.717322] [DEBUG] [FORECASTER] LYG: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T10:37:27.717552] [INFO ] [CONFIGURE ] LYG: DISCARDED add_tick_distribution (score: 60.00%)
[2025-11-25T10:37:27.717612] [INFO ] [CONFIGURE ] JOB ETA: 7.8m | Avg: 2.8s/test | Remaining: 169 tests
[2025-11-25T10:37:27.717683] [INFO ] [CONFIGURE ] LYG: Testing feature 26/29: add_volume_momentum_confirmation
[2025-11-25T10:37:27.717735] [INFO ] [CONFIGURE ] LYG: Testing with features: ['add_realized_volatility', 'add_volume_momentum_confirmation']
[2025-11-25T10:37:28.049843] [DEBUG] [FORECASTER] LYG: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T10:37:28.369387] [DEBUG] [FORECASTER] LYG: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T10:37:28.712905] [DEBUG] [FORECASTER] LYG: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T10:37:29.039553] [DEBUG] [FORECASTER] LYG: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T10:37:29.361352] [DEBUG] [FORECASTER] LYG: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T10:37:29.693506] [DEBUG] [FORECASTER] LYG: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T10:37:30.028092] [DEBUG] [FORECASTER] LYG: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T10:37:30.370945] [DEBUG] [FORECASTER] LYG: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T10:37:30.705922] [DEBUG] [FORECASTER] LYG: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T10:37:31.044045] [DEBUG] [FORECASTER] LYG: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T10:37:31.044259] [INFO ] [CONFIGURE ] LYG: DISCARDED add_volume_momentum_confirmation (score: 30.00%)
[2025-11-25T10:37:31.044319] [INFO ] [CONFIGURE ] JOB ETA: 7.7m | Avg: 2.8s/test | Remaining: 168 tests
[2025-11-25T10:37:31.044366] [INFO ] [CONFIGURE ] LYG: Testing feature 27/29: add_volume_price_divergence
[2025-11-25T10:37:31.044410] [INFO ] [CONFIGURE ] LYG: Testing with features: ['add_realized_volatility', 'add_volume_price_divergence']
[2025-11-25T10:37:31.424449] [DEBUG] [FORECASTER] LYG: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T10:37:31.782295] [DEBUG] [FORECASTER] LYG: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T10:37:32.139174] [DEBUG] [FORECASTER] LYG: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T10:37:32.515599] [DEBUG] [FORECASTER] LYG: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T10:37:32.893104] [DEBUG] [FORECASTER] LYG: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T10:37:33.256118] [DEBUG] [FORECASTER] LYG: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T10:37:33.620354] [DEBUG] [FORECASTER] LYG: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T10:37:33.982900] [DEBUG] [FORECASTER] LYG: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T10:37:34.341048] [DEBUG] [FORECASTER] LYG: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T10:37:34.682588] [DEBUG] [FORECASTER] LYG: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T10:37:34.682794] [INFO ] [CONFIGURE ] LYG: DISCARDED add_volume_price_divergence (score: 30.00%)
[2025-11-25T10:37:34.682855] [INFO ] [CONFIGURE ] JOB ETA: 7.7m | Avg: 2.8s/test | Remaining: 167 tests
[2025-11-25T10:37:34.682902] [INFO ] [CONFIGURE ] LYG: Testing feature 28/29: add_volume_profile
[2025-11-25T10:37:34.682946] [INFO ] [CONFIGURE ] LYG: Testing with features: ['add_realized_volatility', 'add_volume_profile']
[2025-11-25T10:37:35.004088] [DEBUG] [FORECASTER] LYG: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T10:37:35.322631] [DEBUG] [FORECASTER] LYG: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T10:37:35.665588] [DEBUG] [FORECASTER] LYG: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T10:37:36.029996] [DEBUG] [FORECASTER] LYG: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T10:37:36.388521] [DEBUG] [FORECASTER] LYG: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T10:37:36.732813] [DEBUG] [FORECASTER] LYG: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T10:37:37.086146] [DEBUG] [FORECASTER] LYG: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T10:37:37.428749] [DEBUG] [FORECASTER] LYG: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T10:37:37.783868] [DEBUG] [FORECASTER] LYG: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T10:37:38.136444] [DEBUG] [FORECASTER] LYG: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T10:37:38.136663] [INFO ] [CONFIGURE ] LYG: DISCARDED add_volume_profile (score: 50.00%)
[2025-11-25T10:37:38.136724] [INFO ] [CONFIGURE ] JOB ETA: 7.6m | Avg: 2.8s/test | Remaining: 166 tests
[2025-11-25T10:37:38.136772] [INFO ] [CONFIGURE ] LYG: Testing feature 29/29: add_vwap
[2025-11-25T10:37:38.136817] [INFO ] [CONFIGURE ] LYG: Testing with features: ['add_realized_volatility', 'add_vwap']
[2025-11-25T10:37:38.482680] [DEBUG] [FORECASTER] LYG: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T10:37:38.829360] [DEBUG] [FORECASTER] LYG: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T10:37:39.162400] [DEBUG] [FORECASTER] LYG: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T10:37:39.522310] [DEBUG] [FORECASTER] LYG: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T10:37:39.868611] [DEBUG] [FORECASTER] LYG: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T10:37:40.202207] [DEBUG] [FORECASTER] LYG: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T10:37:40.540621] [DEBUG] [FORECASTER] LYG: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T10:37:40.876845] [DEBUG] [FORECASTER] LYG: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T10:37:41.210362] [DEBUG] [FORECASTER] LYG: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T10:37:41.544923] [DEBUG] [FORECASTER] LYG: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T10:37:41.545122] [INFO ] [CONFIGURE ] LYG: DISCARDED add_vwap (score: 50.00%)
[2025-11-25T10:37:41.545183] [INFO ] [CONFIGURE ] JOB ETA: 7.6m | Avg: 2.8s/test | Remaining: 165 tests
[2025-11-25T10:37:41.545232] [INFO ] [CONFIGURE ] LYG: ===== FEATURE SELECTION COMPLETE =====
[2025-11-25T10:37:41.545276] [INFO ] [CONFIGURE ] LYG: Best accuracy: 70.00%
[2025-11-25T10:37:41.545317] [INFO ] [CONFIGURE ] LYG: Best feature set (1 features): ['add_realized_volatility']
[2025-11-25T10:37:41.545358] [INFO ] [CONFIGURE ] LYG: Improvement over baseline: 10.00%
[2025-11-25T10:37:41.545396] [INFO ] [CONFIGURE ] LYG: Total time: 1.3 minutes
[2025-11-25T10:37:41.545435] [INFO ] [CONFIGURE ] LYG: Average time per feature: 2.6 seconds
[2025-11-25T10:37:41.545473] [INFO ] [CONFIGURE ] LYG: Average speed: 0.38 features/sec
[2025-11-25T10:37:41.546029] [INFO ] [LOCAL     ] Saved configuration for LYG: 1 features, 70.00% accuracy -> ./output/feature-sets/LYG.json
[2025-11-25T10:37:41.546092] [INFO ] [CONFIGURE ] LYG: Configuration saved successfully: 1 features, 70.00% accuracy.
[2025-11-25T10:37:41.546144] [INFO ] [sig       ] [160/164] Successfully configured LYG | 0.01 sym/s | Total: 3.6h | ETA: 5.4m
[2025-11-25T10:37:41.546191] [INFO ] [sig       ] [161/164] Configuring LYV...
[2025-11-25T10:37:41.546233] [INFO ] [CONFIGURE ] LYV: Configurate test run.
[2025-11-25T10:37:41.546274] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LYV' from 'https://tdm.silogroup.org/data/derivative_storage/LYV.csv'.
[2025-11-25T10:37:41.558363] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'LYV'.
[2025-11-25T10:37:41.558810] [INFO ] [CONFIGURE ] LYV: Testing with 29 available features
[2025-11-25T10:37:41.558878] [INFO ] [CONFIGURE ] LYV: Establishing baseline with no features...
[2025-11-25T10:37:41.735222] [DEBUG] [FORECASTER] LYV: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T10:37:41.922555] [DEBUG] [FORECASTER] LYV: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0
[2025-11-25T10:37:42.122042] [DEBUG] [FORECASTER] LYV: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T10:37:42.304375] [DEBUG] [FORECASTER] LYV: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T10:37:42.487787] [DEBUG] [FORECASTER] LYV: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T10:37:42.672142] [DEBUG] [FORECASTER] LYV: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T10:37:42.852185] [DEBUG] [FORECASTER] LYV: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T10:37:43.033369] [DEBUG] [FORECASTER] LYV: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T10:37:43.223376] [DEBUG] [FORECASTER] LYV: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T10:37:43.411702] [DEBUG] [FORECASTER] LYV: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-11-25T10:37:43.411855] [INFO ] [CONFIGURE ] LYV: Baseline score (no features): 30.00%
[2025-11-25T10:37:43.411902] [INFO ] [CONFIGURE ] LYV: Testing feature 1/29: add_bollinger_bands
[2025-11-25T10:37:43.411940] [INFO ] [CONFIGURE ] LYV: Testing with features: ['add_bollinger_bands']
[2025-11-25T10:37:43.617583] [DEBUG] [FORECASTER] LYV: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T10:37:43.844493] [DEBUG] [FORECASTER] LYV: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T10:37:44.067387] [DEBUG] [FORECASTER] LYV: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T10:37:44.294266] [DEBUG] [FORECASTER] LYV: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T10:37:44.512487] [DEBUG] [FORECASTER] LYV: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T10:37:44.731334] [DEBUG] [FORECASTER] LYV: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T10:37:44.950454] [DEBUG] [FORECASTER] LYV: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T10:37:45.182302] [DEBUG] [FORECASTER] LYV: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T10:37:45.404800] [DEBUG] [FORECASTER] LYV: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T10:37:45.627926] [DEBUG] [FORECASTER] LYV: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-11-25T10:37:45.628248] [INFO ] [CONFIGURE ] LYV: DISCARDED add_bollinger_bands (score: 20.00%)
[2025-11-25T10:37:45.628384] [INFO ] [CONFIGURE ] JOB ETA: 7.6m | Avg: 2.8s/test | Remaining: 164 tests
[2025-11-25T10:37:45.628491] [INFO ] [CONFIGURE ] LYV: Testing feature 2/29: add_cumulative_delta
[2025-11-25T10:37:45.628589] [INFO ] [CONFIGURE ] LYV: Testing with features: ['add_cumulative_delta']
[2025-11-25T10:37:45.854812] [DEBUG] [FORECASTER] LYV: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T10:37:46.084193] [DEBUG] [FORECASTER] LYV: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0
[2025-11-25T10:37:46.322228] [DEBUG] [FORECASTER] LYV: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T10:37:46.546564] [DEBUG] [FORECASTER] LYV: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T10:37:46.767577] [DEBUG] [FORECASTER] LYV: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T10:37:46.990004] [DEBUG] [FORECASTER] LYV: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T10:37:47.214395] [DEBUG] [FORECASTER] LYV: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T10:37:47.444203] [DEBUG] [FORECASTER] LYV: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T10:37:47.670566] [DEBUG] [FORECASTER] LYV: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T10:37:47.899435] [DEBUG] [FORECASTER] LYV: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-11-25T10:37:47.899636] [INFO ] [CONFIGURE ] LYV: DISCARDED add_cumulative_delta (score: 30.00%)
[2025-11-25T10:37:47.899714] [INFO ] [CONFIGURE ] JOB ETA: 7.5m | Avg: 2.8s/test | Remaining: 163 tests
[2025-11-25T10:37:47.899760] [INFO ] [CONFIGURE ] LYV: Testing feature 3/29: add_daily_returns
[2025-11-25T10:37:47.899797] [INFO ] [CONFIGURE ] LYV: Testing with features: ['add_daily_returns']
[2025-11-25T10:37:48.094696] [DEBUG] [FORECASTER] LYV: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T10:37:48.292479] [DEBUG] [FORECASTER] LYV: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0
[2025-11-25T10:37:48.488911] [DEBUG] [FORECASTER] LYV: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T10:37:48.686339] [DEBUG] [FORECASTER] LYV: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T10:37:48.897922] [DEBUG] [FORECASTER] LYV: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T10:37:49.097034] [DEBUG] [FORECASTER] LYV: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T10:37:49.285301] [DEBUG] [FORECASTER] LYV: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T10:37:49.485880] [DEBUG] [FORECASTER] LYV: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T10:37:49.684753] [DEBUG] [FORECASTER] LYV: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T10:37:49.883673] [DEBUG] [FORECASTER] LYV: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-25T10:37:49.883865] [INFO ] [CONFIGURE ] LYV: DISCARDED add_daily_returns (score: 30.00%)
[2025-11-25T10:37:49.883933] [INFO ] [CONFIGURE ] JOB ETA: 7.5m | Avg: 2.8s/test | Remaining: 162 tests
[2025-11-25T10:37:49.883990] [INFO ] [CONFIGURE ] LYV: Testing feature 4/29: add_ema
[2025-11-25T10:37:49.884042] [INFO ] [CONFIGURE ] LYV: Testing with features: ['add_ema']
[2025-11-25T10:37:50.121617] [DEBUG] [FORECASTER] LYV: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T10:37:50.353528] [DEBUG] [FORECASTER] LYV: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0
[2025-11-25T10:37:50.584611] [DEBUG] [FORECASTER] LYV: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T10:37:50.814227] [DEBUG] [FORECASTER] LYV: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T10:37:51.042248] [DEBUG] [FORECASTER] LYV: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T10:37:51.272420] [DEBUG] [FORECASTER] LYV: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T10:37:51.505723] [DEBUG] [FORECASTER] LYV: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T10:37:51.736021] [DEBUG] [FORECASTER] LYV: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T10:37:51.966106] [DEBUG] [FORECASTER] LYV: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T10:37:52.196516] [DEBUG] [FORECASTER] LYV: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-11-25T10:37:52.196708] [INFO ] [CONFIGURE ] LYV: KEPT add_ema (score: 40.00%)
[2025-11-25T10:37:52.196782] [INFO ] [CONFIGURE ] JOB ETA: 7.4m | Avg: 2.8s/test | Remaining: 161 tests
[2025-11-25T10:37:52.196837] [INFO ] [CONFIGURE ] LYV: Testing feature 5/29: add_exhaustion_signals
[2025-11-25T10:37:52.196897] [INFO ] [CONFIGURE ] LYV: Testing with features: ['add_ema', 'add_vwap', 'add_exhaustion_signals']
[2025-11-25T10:37:52.469329] [DEBUG] [FORECASTER] LYV: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T10:37:52.740917] [DEBUG] [FORECASTER] LYV: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0
[2025-11-25T10:37:53.023325] [DEBUG] [FORECASTER] LYV: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T10:37:53.303747] [DEBUG] [FORECASTER] LYV: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T10:37:53.596363] [DEBUG] [FORECASTER] LYV: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T10:37:53.889201] [DEBUG] [FORECASTER] LYV: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T10:37:54.179977] [DEBUG] [FORECASTER] LYV: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T10:37:54.461903] [DEBUG] [FORECASTER] LYV: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T10:37:54.756945] [DEBUG] [FORECASTER] LYV: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T10:37:55.036371] [DEBUG] [FORECASTER] LYV: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-11-25T10:37:55.036605] [INFO ] [CONFIGURE ] LYV: DISCARDED add_exhaustion_signals (score: 40.00%)
[2025-11-25T10:37:55.036686] [INFO ] [CONFIGURE ] JOB ETA: 7.4m | Avg: 2.8s/test | Remaining: 160 tests
[2025-11-25T10:37:55.036732] [INFO ] [CONFIGURE ] LYV: Testing feature 6/29: add_failed_moves
[2025-11-25T10:37:55.036771] [INFO ] [CONFIGURE ] LYV: Testing with features: ['add_ema', 'add_failed_moves']
[2025-11-25T10:37:55.270928] [DEBUG] [FORECASTER] LYV: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T10:37:55.507248] [DEBUG] [FORECASTER] LYV: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0
[2025-11-25T10:37:55.748770] [DEBUG] [FORECASTER] LYV: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T10:37:55.992838] [DEBUG] [FORECASTER] LYV: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T10:37:56.229821] [DEBUG] [FORECASTER] LYV: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T10:37:56.478037] [DEBUG] [FORECASTER] LYV: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T10:37:56.717253] [DEBUG] [FORECASTER] LYV: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T10:37:56.954917] [DEBUG] [FORECASTER] LYV: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T10:37:57.194381] [DEBUG] [FORECASTER] LYV: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T10:37:57.435623] [DEBUG] [FORECASTER] LYV: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-11-25T10:37:57.435858] [INFO ] [CONFIGURE ] LYV: DISCARDED add_failed_moves (score: 40.00%)
[2025-11-25T10:37:57.435912] [INFO ] [CONFIGURE ] JOB ETA: 7.3m | Avg: 2.8s/test | Remaining: 159 tests
[2025-11-25T10:37:57.435952] [INFO ] [CONFIGURE ] LYV: Testing feature 7/29: add_lag_shelf
[2025-11-25T10:37:57.435990] [INFO ] [CONFIGURE ] LYV: Testing with features: ['add_ema', 'add_lag_shelf']
[2025-11-25T10:37:57.659702] [DEBUG] [FORECASTER] LYV: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T10:37:57.884199] [DEBUG] [FORECASTER] LYV: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0
[2025-11-25T10:37:58.106501] [DEBUG] [FORECASTER] LYV: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T10:37:58.340665] [DEBUG] [FORECASTER] LYV: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T10:37:58.652446] [DEBUG] [FORECASTER] LYV: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T10:37:58.977788] [DEBUG] [FORECASTER] LYV: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T10:37:59.264420] [DEBUG] [FORECASTER] LYV: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T10:37:59.530634] [DEBUG] [FORECASTER] LYV: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T10:37:59.757905] [DEBUG] [FORECASTER] LYV: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T10:37:59.978601] [DEBUG] [FORECASTER] LYV: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-11-25T10:37:59.978799] [INFO ] [CONFIGURE ] LYV: DISCARDED add_lag_shelf (score: 40.00%)
[2025-11-25T10:37:59.978860] [INFO ] [CONFIGURE ] JOB ETA: 7.3m | Avg: 2.8s/test | Remaining: 158 tests
[2025-11-25T10:37:59.978909] [INFO ] [CONFIGURE ] LYV: Testing feature 8/29: add_macd
[2025-11-25T10:37:59.978952] [INFO ] [CONFIGURE ] LYV: Testing with features: ['add_ema', 'add_vwap', 'add_macd']
[2025-11-25T10:38:00.267636] [DEBUG] [FORECASTER] LYV: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T10:38:00.562376] [DEBUG] [FORECASTER] LYV: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0
[2025-11-25T10:38:00.848389] [DEBUG] [FORECASTER] LYV: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T10:38:01.858445] [DEBUG] [FORECASTER] LYV: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T10:38:02.291177] [DEBUG] [FORECASTER] LYV: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T10:38:02.612972] [DEBUG] [FORECASTER] LYV: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T10:38:02.933293] [DEBUG] [FORECASTER] LYV: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T10:38:03.254048] [DEBUG] [FORECASTER] LYV: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T10:38:03.573883] [DEBUG] [FORECASTER] LYV: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T10:38:03.909543] [DEBUG] [FORECASTER] LYV: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-25T10:38:03.909780] [INFO ] [CONFIGURE ] LYV: DISCARDED add_macd (score: 10.00%)
[2025-11-25T10:38:03.909840] [INFO ] [CONFIGURE ] JOB ETA: 7.2m | Avg: 2.8s/test | Remaining: 157 tests
[2025-11-25T10:38:03.909891] [INFO ] [CONFIGURE ] LYV: Testing feature 9/29: add_mfi
[2025-11-25T10:38:03.909928] [INFO ] [CONFIGURE ] LYV: Testing with features: ['add_ema', 'add_mfi']
[2025-11-25T10:38:04.150923] [DEBUG] [FORECASTER] LYV: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T10:38:04.389131] [DEBUG] [FORECASTER] LYV: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0
[2025-11-25T10:38:04.627841] [DEBUG] [FORECASTER] LYV: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T10:38:04.865002] [DEBUG] [FORECASTER] LYV: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T10:38:05.102107] [DEBUG] [FORECASTER] LYV: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T10:38:05.347470] [DEBUG] [FORECASTER] LYV: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T10:38:05.583759] [DEBUG] [FORECASTER] LYV: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T10:38:05.827262] [DEBUG] [FORECASTER] LYV: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T10:38:06.065598] [DEBUG] [FORECASTER] LYV: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T10:38:06.331071] [DEBUG] [FORECASTER] LYV: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-11-25T10:38:06.331290] [INFO ] [CONFIGURE ] LYV: DISCARDED add_mfi (score: 40.00%)
[2025-11-25T10:38:06.331362] [INFO ] [CONFIGURE ] JOB ETA: 7.2m | Avg: 2.8s/test | Remaining: 156 tests
[2025-11-25T10:38:06.331419] [INFO ] [CONFIGURE ] LYV: Testing feature 10/29: add_momentum_acceleration
[2025-11-25T10:38:06.331471] [INFO ] [CONFIGURE ] LYV: Testing with features: ['add_ema', 'add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-11-25T10:38:06.656533] [DEBUG] [FORECASTER] LYV: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T10:38:06.990406] [DEBUG] [FORECASTER] LYV: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0
[2025-11-25T10:38:07.325946] [DEBUG] [FORECASTER] LYV: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T10:38:07.660262] [DEBUG] [FORECASTER] LYV: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T10:38:08.010486] [DEBUG] [FORECASTER] LYV: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T10:38:08.337460] [DEBUG] [FORECASTER] LYV: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T10:38:08.685364] [DEBUG] [FORECASTER] LYV: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T10:38:09.045835] [DEBUG] [FORECASTER] LYV: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T10:38:09.376597] [DEBUG] [FORECASTER] LYV: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T10:38:09.708816] [DEBUG] [FORECASTER] LYV: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-11-25T10:38:09.709015] [INFO ] [CONFIGURE ] LYV: DISCARDED add_momentum_acceleration (score: 40.00%)
[2025-11-25T10:38:09.709085] [INFO ] [CONFIGURE ] JOB ETA: 7.1m | Avg: 2.8s/test | Remaining: 155 tests
[2025-11-25T10:38:09.709143] [INFO ] [CONFIGURE ] LYV: Testing feature 11/29: add_obv_daily
[2025-11-25T10:38:09.709193] [INFO ] [CONFIGURE ] LYV: Testing with features: ['add_ema', 'add_obv_daily']
[2025-11-25T10:38:09.987546] [DEBUG] [FORECASTER] LYV: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T10:38:10.257913] [DEBUG] [FORECASTER] LYV: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T10:38:10.529539] [DEBUG] [FORECASTER] LYV: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T10:38:10.797658] [DEBUG] [FORECASTER] LYV: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T10:38:11.056749] [DEBUG] [FORECASTER] LYV: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T10:38:11.310244] [DEBUG] [FORECASTER] LYV: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T10:38:11.554505] [DEBUG] [FORECASTER] LYV: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T10:38:11.800056] [DEBUG] [FORECASTER] LYV: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T10:38:12.045382] [DEBUG] [FORECASTER] LYV: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T10:38:12.318991] [DEBUG] [FORECASTER] LYV: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-11-25T10:38:12.319207] [INFO ] [CONFIGURE ] LYV: KEPT add_obv_daily (score: 50.00%)
[2025-11-25T10:38:12.319396] [INFO ] [CONFIGURE ] JOB ETA: 7.1m | Avg: 2.8s/test | Remaining: 154 tests
[2025-11-25T10:38:12.319545] [INFO ] [CONFIGURE ] LYV: Testing feature 12/29: add_obv_interval
[2025-11-25T10:38:12.319668] [INFO ] [CONFIGURE ] LYV: Testing with features: ['add_ema', 'add_obv_daily', 'add_obv_interval']
[2025-11-25T10:38:12.595789] [DEBUG] [FORECASTER] LYV: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T10:38:12.866383] [DEBUG] [FORECASTER] LYV: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0
[2025-11-25T10:38:13.149959] [DEBUG] [FORECASTER] LYV: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T10:38:13.434088] [DEBUG] [FORECASTER] LYV: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T10:38:13.715599] [DEBUG] [FORECASTER] LYV: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T10:38:13.996732] [DEBUG] [FORECASTER] LYV: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T10:38:14.258515] [DEBUG] [FORECASTER] LYV: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T10:38:14.516809] [DEBUG] [FORECASTER] LYV: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T10:38:14.780191] [DEBUG] [FORECASTER] LYV: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T10:38:15.059251] [DEBUG] [FORECASTER] LYV: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-25T10:38:15.059464] [INFO ] [CONFIGURE ] LYV: DISCARDED add_obv_interval (score: 50.00%)
[2025-11-25T10:38:15.059554] [INFO ] [CONFIGURE ] JOB ETA: 7.0m | Avg: 2.8s/test | Remaining: 153 tests
[2025-11-25T10:38:15.059618] [INFO ] [CONFIGURE ] LYV: Testing feature 13/29: add_opening_strength
[2025-11-25T10:38:15.059699] [INFO ] [CONFIGURE ] LYV: Testing with features: ['add_ema', 'add_obv_daily', 'add_daily_returns', 'add_opening_strength']
[2025-11-25T10:38:15.360139] [DEBUG] [FORECASTER] LYV: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T10:38:15.677011] [DEBUG] [FORECASTER] LYV: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0
[2025-11-25T10:38:15.971107] [DEBUG] [FORECASTER] LYV: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T10:38:16.267066] [DEBUG] [FORECASTER] LYV: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T10:38:16.581759] [DEBUG] [FORECASTER] LYV: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T10:38:16.866670] [DEBUG] [FORECASTER] LYV: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T10:38:17.154717] [DEBUG] [FORECASTER] LYV: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T10:38:17.444913] [DEBUG] [FORECASTER] LYV: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T10:38:17.734016] [DEBUG] [FORECASTER] LYV: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T10:38:18.020822] [DEBUG] [FORECASTER] LYV: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-25T10:38:18.021025] [INFO ] [CONFIGURE ] LYV: DISCARDED add_opening_strength (score: 30.00%)
[2025-11-25T10:38:18.021085] [INFO ] [CONFIGURE ] JOB ETA: 7.0m | Avg: 2.8s/test | Remaining: 152 tests
[2025-11-25T10:38:18.021134] [INFO ] [CONFIGURE ] LYV: Testing feature 14/29: add_order_flow_imbalance
[2025-11-25T10:38:18.021179] [INFO ] [CONFIGURE ] LYV: Testing with features: ['add_ema', 'add_obv_daily', 'add_order_flow_imbalance']
[2025-11-25T10:38:18.294894] [DEBUG] [FORECASTER] LYV: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T10:38:18.569946] [DEBUG] [FORECASTER] LYV: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T10:38:18.844793] [DEBUG] [FORECASTER] LYV: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T10:38:19.116131] [DEBUG] [FORECASTER] LYV: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T10:38:19.405836] [DEBUG] [FORECASTER] LYV: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T10:38:19.679688] [DEBUG] [FORECASTER] LYV: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T10:38:19.953432] [DEBUG] [FORECASTER] LYV: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T10:38:20.223888] [DEBUG] [FORECASTER] LYV: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T10:38:20.503248] [DEBUG] [FORECASTER] LYV: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T10:38:20.779428] [DEBUG] [FORECASTER] LYV: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-11-25T10:38:20.779621] [INFO ] [CONFIGURE ] LYV: DISCARDED add_order_flow_imbalance (score: 40.00%)
[2025-11-25T10:38:20.779709] [INFO ] [CONFIGURE ] JOB ETA: 7.0m | Avg: 2.8s/test | Remaining: 151 tests
[2025-11-25T10:38:20.779758] [INFO ] [CONFIGURE ] LYV: Testing feature 15/29: add_pbf_morning_momentum
[2025-11-25T10:38:20.779801] [INFO ] [CONFIGURE ] LYV: Testing with features: ['add_ema', 'add_obv_daily', 'add_pbf_morning_momentum']
[2025-11-25T10:38:21.026307] [DEBUG] [FORECASTER] LYV: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T10:38:21.272803] [DEBUG] [FORECASTER] LYV: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0
[2025-11-25T10:38:21.528000] [DEBUG] [FORECASTER] LYV: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T10:38:21.778422] [DEBUG] [FORECASTER] LYV: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T10:38:22.027220] [DEBUG] [FORECASTER] LYV: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T10:38:22.271633] [DEBUG] [FORECASTER] LYV: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T10:38:22.521113] [DEBUG] [FORECASTER] LYV: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T10:38:22.770513] [DEBUG] [FORECASTER] LYV: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T10:38:23.023010] [DEBUG] [FORECASTER] LYV: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T10:38:23.274396] [DEBUG] [FORECASTER] LYV: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-11-25T10:38:23.274601] [INFO ] [CONFIGURE ] LYV: DISCARDED add_pbf_morning_momentum (score: 50.00%)
[2025-11-25T10:38:23.274835] [INFO ] [CONFIGURE ] JOB ETA: 6.9m | Avg: 2.8s/test | Remaining: 150 tests
[2025-11-25T10:38:23.274947] [INFO ] [CONFIGURE ] LYV: Testing feature 16/29: add_pbf_overnight_gap
[2025-11-25T10:38:23.275003] [INFO ] [CONFIGURE ] LYV: Testing with features: ['add_ema', 'add_obv_daily', 'add_pbf_overnight_gap']
[2025-11-25T10:38:23.544126] [DEBUG] [FORECASTER] LYV: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T10:38:23.806064] [DEBUG] [FORECASTER] LYV: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0
[2025-11-25T10:38:24.073024] [DEBUG] [FORECASTER] LYV: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T10:38:24.356112] [DEBUG] [FORECASTER] LYV: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T10:38:24.641270] [DEBUG] [FORECASTER] LYV: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T10:38:24.922679] [DEBUG] [FORECASTER] LYV: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T10:38:25.186994] [DEBUG] [FORECASTER] LYV: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T10:38:25.456229] [DEBUG] [FORECASTER] LYV: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T10:38:25.739169] [DEBUG] [FORECASTER] LYV: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T10:38:26.022466] [DEBUG] [FORECASTER] LYV: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-25T10:38:26.022667] [INFO ] [CONFIGURE ] LYV: DISCARDED add_pbf_overnight_gap (score: 40.00%)
[2025-11-25T10:38:26.022728] [INFO ] [CONFIGURE ] JOB ETA: 6.9m | Avg: 2.8s/test | Remaining: 149 tests
[2025-11-25T10:38:26.022794] [INFO ] [CONFIGURE ] LYV: Testing feature 17/29: add_pbf_return_2d
[2025-11-25T10:38:26.022843] [INFO ] [CONFIGURE ] LYV: Testing with features: ['add_ema', 'add_obv_daily', 'add_pbf_return_2d']
[2025-11-25T10:38:26.320031] [DEBUG] [FORECASTER] LYV: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T10:38:26.610292] [DEBUG] [FORECASTER] LYV: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T10:38:26.900820] [DEBUG] [FORECASTER] LYV: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T10:38:27.191213] [DEBUG] [FORECASTER] LYV: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T10:38:27.489592] [DEBUG] [FORECASTER] LYV: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T10:38:27.801961] [DEBUG] [FORECASTER] LYV: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T10:38:28.099561] [DEBUG] [FORECASTER] LYV: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T10:38:28.386449] [DEBUG] [FORECASTER] LYV: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T10:38:28.670799] [DEBUG] [FORECASTER] LYV: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T10:38:28.958928] [DEBUG] [FORECASTER] LYV: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-25T10:38:28.959132] [INFO ] [CONFIGURE ] LYV: KEPT add_pbf_return_2d (score: 60.00%)
[2025-11-25T10:38:28.959191] [INFO ] [CONFIGURE ] JOB ETA: 6.8m | Avg: 2.8s/test | Remaining: 148 tests
[2025-11-25T10:38:28.959240] [INFO ] [CONFIGURE ] LYV: Testing feature 18/29: add_pbf_volatility_5d
[2025-11-25T10:38:28.959277] [INFO ] [CONFIGURE ] LYV: Testing with features: ['add_ema', 'add_obv_daily', 'add_pbf_return_2d', 'add_pbf_volatility_5d']
[2025-11-25T10:38:29.282383] [DEBUG] [FORECASTER] LYV: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T10:38:29.551064] [DEBUG] [FORECASTER] LYV: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T10:38:29.822128] [DEBUG] [FORECASTER] LYV: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T10:38:30.098956] [DEBUG] [FORECASTER] LYV: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T10:38:30.373369] [DEBUG] [FORECASTER] LYV: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T10:38:30.667717] [DEBUG] [FORECASTER] LYV: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T10:38:30.975406] [DEBUG] [FORECASTER] LYV: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T10:38:31.265403] [DEBUG] [FORECASTER] LYV: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T10:38:31.554285] [DEBUG] [FORECASTER] LYV: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T10:38:31.831263] [DEBUG] [FORECASTER] LYV: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-11-25T10:38:31.831442] [INFO ] [CONFIGURE ] LYV: DISCARDED add_pbf_volatility_5d (score: 50.00%)
[2025-11-25T10:38:31.831499] [INFO ] [CONFIGURE ] JOB ETA: 6.8m | Avg: 2.8s/test | Remaining: 147 tests
[2025-11-25T10:38:31.831548] [INFO ] [CONFIGURE ] LYV: Testing feature 19/29: add_pbf_vs_sma_5
[2025-11-25T10:38:31.831589] [INFO ] [CONFIGURE ] LYV: Testing with features: ['add_ema', 'add_obv_daily', 'add_pbf_return_2d', 'add_pbf_vs_sma_5']
[2025-11-25T10:38:32.152978] [DEBUG] [FORECASTER] LYV: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T10:38:32.447856] [DEBUG] [FORECASTER] LYV: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T10:38:32.757192] [DEBUG] [FORECASTER] LYV: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T10:38:33.063060] [DEBUG] [FORECASTER] LYV: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T10:38:33.374985] [DEBUG] [FORECASTER] LYV: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T10:38:33.674417] [DEBUG] [FORECASTER] LYV: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T10:38:33.968239] [DEBUG] [FORECASTER] LYV: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T10:38:34.257226] [DEBUG] [FORECASTER] LYV: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T10:38:34.568276] [DEBUG] [FORECASTER] LYV: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T10:38:34.877738] [DEBUG] [FORECASTER] LYV: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-11-25T10:38:34.878150] [INFO ] [CONFIGURE ] LYV: DISCARDED add_pbf_vs_sma_5 (score: 60.00%)
[2025-11-25T10:38:34.878210] [INFO ] [CONFIGURE ] JOB ETA: 6.7m | Avg: 2.8s/test | Remaining: 146 tests
[2025-11-25T10:38:34.878258] [INFO ] [CONFIGURE ] LYV: Testing feature 20/29: add_price_rejection
[2025-11-25T10:38:34.878296] [INFO ] [CONFIGURE ] LYV: Testing with features: ['add_ema', 'add_obv_daily', 'add_pbf_return_2d', 'add_price_rejection']
[2025-11-25T10:38:35.198529] [DEBUG] [FORECASTER] LYV: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T10:38:35.514055] [DEBUG] [FORECASTER] LYV: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T10:38:35.841714] [DEBUG] [FORECASTER] LYV: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T10:38:36.168635] [DEBUG] [FORECASTER] LYV: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T10:38:36.494313] [DEBUG] [FORECASTER] LYV: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T10:38:36.828032] [DEBUG] [FORECASTER] LYV: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T10:38:37.172710] [DEBUG] [FORECASTER] LYV: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T10:38:37.512456] [DEBUG] [FORECASTER] LYV: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T10:38:37.845977] [DEBUG] [FORECASTER] LYV: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T10:38:38.167674] [DEBUG] [FORECASTER] LYV: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-25T10:38:38.167857] [INFO ] [CONFIGURE ] LYV: DISCARDED add_price_rejection (score: 50.00%)
[2025-11-25T10:38:38.167916] [INFO ] [CONFIGURE ] JOB ETA: 6.7m | Avg: 2.8s/test | Remaining: 145 tests
[2025-11-25T10:38:38.167962] [INFO ] [CONFIGURE ] LYV: Testing feature 21/29: add_range_position
[2025-11-25T10:38:38.168007] [INFO ] [CONFIGURE ] LYV: Testing with features: ['add_ema', 'add_obv_daily', 'add_pbf_return_2d', 'add_range_position']
[2025-11-25T10:38:38.502728] [DEBUG] [FORECASTER] LYV: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T10:38:38.821241] [DEBUG] [FORECASTER] LYV: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T10:38:39.129105] [DEBUG] [FORECASTER] LYV: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T10:38:39.472305] [DEBUG] [FORECASTER] LYV: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T10:38:39.830246] [DEBUG] [FORECASTER] LYV: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T10:38:40.176783] [DEBUG] [FORECASTER] LYV: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T10:38:40.519426] [DEBUG] [FORECASTER] LYV: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T10:38:40.865790] [DEBUG] [FORECASTER] LYV: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T10:38:41.244781] [DEBUG] [FORECASTER] LYV: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T10:38:41.600070] [DEBUG] [FORECASTER] LYV: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-25T10:38:41.601049] [INFO ] [CONFIGURE ] LYV: DISCARDED add_range_position (score: 50.00%)
[2025-11-25T10:38:41.601484] [INFO ] [CONFIGURE ] JOB ETA: 6.6m | Avg: 2.8s/test | Remaining: 144 tests
[2025-11-25T10:38:41.601701] [INFO ] [CONFIGURE ] LYV: Testing feature 22/29: add_realized_volatility
[2025-11-25T10:38:41.601759] [INFO ] [CONFIGURE ] LYV: Testing with features: ['add_ema', 'add_obv_daily', 'add_pbf_return_2d', 'add_realized_volatility']
[2025-11-25T10:38:41.992324] [DEBUG] [FORECASTER] LYV: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T10:38:42.421197] [DEBUG] [FORECASTER] LYV: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0
[2025-11-25T10:38:42.847592] [DEBUG] [FORECASTER] LYV: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T10:38:43.279278] [DEBUG] [FORECASTER] LYV: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T10:38:43.698056] [DEBUG] [FORECASTER] LYV: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T10:38:44.134975] [DEBUG] [FORECASTER] LYV: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T10:38:44.564329] [DEBUG] [FORECASTER] LYV: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T10:38:44.971269] [DEBUG] [FORECASTER] LYV: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T10:38:45.374665] [DEBUG] [FORECASTER] LYV: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T10:38:45.790872] [DEBUG] [FORECASTER] LYV: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-25T10:38:45.791114] [INFO ] [CONFIGURE ] LYV: KEPT add_realized_volatility (score: 70.00%)
[2025-11-25T10:38:45.791176] [INFO ] [CONFIGURE ] JOB ETA: 6.6m | Avg: 2.8s/test | Remaining: 143 tests
[2025-11-25T10:38:45.791226] [INFO ] [CONFIGURE ] LYV: Testing feature 23/29: add_recent_range_context
[2025-11-25T10:38:45.791271] [INFO ] [CONFIGURE ] LYV: Testing with features: ['add_ema', 'add_obv_daily', 'add_pbf_return_2d', 'add_realized_volatility', 'add_recent_range_context']
[2025-11-25T10:38:46.223605] [DEBUG] [FORECASTER] LYV: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T10:38:46.670065] [DEBUG] [FORECASTER] LYV: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T10:38:47.128572] [DEBUG] [FORECASTER] LYV: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T10:38:47.576200] [DEBUG] [FORECASTER] LYV: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T10:38:48.019767] [DEBUG] [FORECASTER] LYV: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T10:38:48.454363] [DEBUG] [FORECASTER] LYV: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T10:38:48.894287] [DEBUG] [FORECASTER] LYV: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T10:38:49.336760] [DEBUG] [FORECASTER] LYV: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T10:38:49.775976] [DEBUG] [FORECASTER] LYV: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T10:38:50.222811] [DEBUG] [FORECASTER] LYV: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-11-25T10:38:50.223069] [INFO ] [CONFIGURE ] LYV: DISCARDED add_recent_range_context (score: 60.00%)
[2025-11-25T10:38:50.223133] [INFO ] [CONFIGURE ] JOB ETA: 6.5m | Avg: 2.8s/test | Remaining: 142 tests
[2025-11-25T10:38:50.223187] [INFO ] [CONFIGURE ] LYV: Testing feature 24/29: add_rsi
[2025-11-25T10:38:50.223233] [INFO ] [CONFIGURE ] LYV: Testing with features: ['add_ema', 'add_obv_daily', 'add_pbf_return_2d', 'add_realized_volatility', 'add_rsi']
[2025-11-25T10:38:50.664370] [DEBUG] [FORECASTER] LYV: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T10:38:51.084586] [DEBUG] [FORECASTER] LYV: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0
[2025-11-25T10:38:51.515942] [DEBUG] [FORECASTER] LYV: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T10:38:51.954223] [DEBUG] [FORECASTER] LYV: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T10:38:52.385622] [DEBUG] [FORECASTER] LYV: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T10:38:52.816741] [DEBUG] [FORECASTER] LYV: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T10:38:53.243556] [DEBUG] [FORECASTER] LYV: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T10:38:53.671327] [DEBUG] [FORECASTER] LYV: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T10:38:54.121598] [DEBUG] [FORECASTER] LYV: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T10:38:54.576211] [DEBUG] [FORECASTER] LYV: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-25T10:38:54.576409] [INFO ] [CONFIGURE ] LYV: DISCARDED add_rsi (score: 50.00%)
[2025-11-25T10:38:54.576470] [INFO ] [CONFIGURE ] JOB ETA: 6.5m | Avg: 2.8s/test | Remaining: 141 tests
[2025-11-25T10:38:54.576522] [INFO ] [CONFIGURE ] LYV: Testing feature 25/29: add_tick_distribution
[2025-11-25T10:38:54.576572] [INFO ] [CONFIGURE ] LYV: Testing with features: ['add_ema', 'add_obv_daily', 'add_pbf_return_2d', 'add_realized_volatility', 'add_tick_distribution']
[2025-11-25T10:38:55.029838] [DEBUG] [FORECASTER] LYV: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T10:38:55.461913] [DEBUG] [FORECASTER] LYV: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T10:38:55.942157] [DEBUG] [FORECASTER] LYV: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T10:38:56.416769] [DEBUG] [FORECASTER] LYV: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T10:38:56.885086] [DEBUG] [FORECASTER] LYV: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T10:38:57.352096] [DEBUG] [FORECASTER] LYV: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T10:38:57.802288] [DEBUG] [FORECASTER] LYV: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T10:38:58.235167] [DEBUG] [FORECASTER] LYV: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T10:38:58.646699] [DEBUG] [FORECASTER] LYV: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T10:38:59.067060] [DEBUG] [FORECASTER] LYV: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-25T10:38:59.067262] [INFO ] [CONFIGURE ] LYV: DISCARDED add_tick_distribution (score: 60.00%)
[2025-11-25T10:38:59.067322] [INFO ] [CONFIGURE ] JOB ETA: 6.5m | Avg: 2.8s/test | Remaining: 140 tests
[2025-11-25T10:38:59.067370] [INFO ] [CONFIGURE ] LYV: Testing feature 26/29: add_volume_momentum_confirmation
[2025-11-25T10:38:59.067414] [INFO ] [CONFIGURE ] LYV: Testing with features: ['add_ema', 'add_obv_daily', 'add_pbf_return_2d', 'add_realized_volatility', 'add_volume_momentum_confirmation']
[2025-11-25T10:38:59.467933] [DEBUG] [FORECASTER] LYV: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T10:38:59.873413] [DEBUG] [FORECASTER] LYV: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0
[2025-11-25T10:39:00.269507] [DEBUG] [FORECASTER] LYV: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T10:39:01.193252] [DEBUG] [FORECASTER] LYV: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T10:39:01.660422] [DEBUG] [FORECASTER] LYV: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T10:39:02.066196] [DEBUG] [FORECASTER] LYV: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T10:39:02.500943] [DEBUG] [FORECASTER] LYV: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T10:39:02.924201] [DEBUG] [FORECASTER] LYV: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T10:39:03.342302] [DEBUG] [FORECASTER] LYV: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T10:39:03.770389] [DEBUG] [FORECASTER] LYV: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-25T10:39:03.770585] [INFO ] [CONFIGURE ] LYV: DISCARDED add_volume_momentum_confirmation (score: 50.00%)
[2025-11-25T10:39:03.770662] [INFO ] [CONFIGURE ] JOB ETA: 6.4m | Avg: 2.8s/test | Remaining: 139 tests
[2025-11-25T10:39:03.770714] [INFO ] [CONFIGURE ] LYV: Testing feature 27/29: add_volume_price_divergence
[2025-11-25T10:39:03.770759] [INFO ] [CONFIGURE ] LYV: Testing with features: ['add_ema', 'add_obv_daily', 'add_pbf_return_2d', 'add_realized_volatility', 'add_volume_price_divergence']
[2025-11-25T10:39:04.212949] [DEBUG] [FORECASTER] LYV: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T10:39:04.661346] [DEBUG] [FORECASTER] LYV: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0
[2025-11-25T10:39:05.111838] [DEBUG] [FORECASTER] LYV: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T10:39:05.546244] [DEBUG] [FORECASTER] LYV: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T10:39:05.996496] [DEBUG] [FORECASTER] LYV: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T10:39:06.447483] [DEBUG] [FORECASTER] LYV: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T10:39:06.863404] [DEBUG] [FORECASTER] LYV: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T10:39:07.286426] [DEBUG] [FORECASTER] LYV: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T10:39:07.711893] [DEBUG] [FORECASTER] LYV: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T10:39:08.152638] [DEBUG] [FORECASTER] LYV: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-11-25T10:39:08.152897] [INFO ] [CONFIGURE ] LYV: DISCARDED add_volume_price_divergence (score: 40.00%)
[2025-11-25T10:39:08.152956] [INFO ] [CONFIGURE ] JOB ETA: 6.4m | Avg: 2.8s/test | Remaining: 138 tests
[2025-11-25T10:39:08.153005] [INFO ] [CONFIGURE ] LYV: Testing feature 28/29: add_volume_profile
[2025-11-25T10:39:08.153049] [INFO ] [CONFIGURE ] LYV: Testing with features: ['add_ema', 'add_obv_daily', 'add_pbf_return_2d', 'add_realized_volatility', 'add_volume_profile']
[2025-11-25T10:39:08.681848] [DEBUG] [FORECASTER] LYV: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T10:39:09.203311] [DEBUG] [FORECASTER] LYV: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T10:39:09.650585] [DEBUG] [FORECASTER] LYV: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T10:39:10.064339] [DEBUG] [FORECASTER] LYV: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T10:39:10.507998] [DEBUG] [FORECASTER] LYV: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T10:39:10.914598] [DEBUG] [FORECASTER] LYV: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T10:39:11.334630] [DEBUG] [FORECASTER] LYV: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T10:39:11.774014] [DEBUG] [FORECASTER] LYV: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T10:39:12.191021] [DEBUG] [FORECASTER] LYV: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T10:39:12.610596] [DEBUG] [FORECASTER] LYV: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-25T10:39:12.610828] [INFO ] [CONFIGURE ] LYV: DISCARDED add_volume_profile (score: 60.00%)
[2025-11-25T10:39:12.610885] [INFO ] [CONFIGURE ] JOB ETA: 6.3m | Avg: 2.8s/test | Remaining: 137 tests
[2025-11-25T10:39:12.610935] [INFO ] [CONFIGURE ] LYV: Testing feature 29/29: add_vwap
[2025-11-25T10:39:12.610978] [INFO ] [CONFIGURE ] LYV: Testing with features: ['add_ema', 'add_obv_daily', 'add_pbf_return_2d', 'add_realized_volatility', 'add_vwap']
[2025-11-25T10:39:13.032552] [DEBUG] [FORECASTER] LYV: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T10:39:13.465925] [DEBUG] [FORECASTER] LYV: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0
[2025-11-25T10:39:13.888519] [DEBUG] [FORECASTER] LYV: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T10:39:14.321262] [DEBUG] [FORECASTER] LYV: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T10:39:14.749280] [DEBUG] [FORECASTER] LYV: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T10:39:15.180406] [DEBUG] [FORECASTER] LYV: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T10:39:15.647561] [DEBUG] [FORECASTER] LYV: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T10:39:16.091741] [DEBUG] [FORECASTER] LYV: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T10:39:16.550338] [DEBUG] [FORECASTER] LYV: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T10:39:16.975692] [DEBUG] [FORECASTER] LYV: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-25T10:39:16.975873] [INFO ] [CONFIGURE ] LYV: DISCARDED add_vwap (score: 40.00%)
[2025-11-25T10:39:16.975930] [INFO ] [CONFIGURE ] JOB ETA: 6.3m | Avg: 2.8s/test | Remaining: 136 tests
[2025-11-25T10:39:16.975979] [INFO ] [CONFIGURE ] LYV: ===== FEATURE SELECTION COMPLETE =====
[2025-11-25T10:39:16.976021] [INFO ] [CONFIGURE ] LYV: Best accuracy: 70.00%
[2025-11-25T10:39:16.976063] [INFO ] [CONFIGURE ] LYV: Best feature set (4 features): ['add_ema', 'add_obv_daily', 'add_pbf_return_2d', 'add_realized_volatility']
[2025-11-25T10:39:16.976104] [INFO ] [CONFIGURE ] LYV: Improvement over baseline: 40.00%
[2025-11-25T10:39:16.976142] [INFO ] [CONFIGURE ] LYV: Total time: 1.6 minutes
[2025-11-25T10:39:16.976180] [INFO ] [CONFIGURE ] LYV: Average time per feature: 3.2 seconds
[2025-11-25T10:39:16.976221] [INFO ] [CONFIGURE ] LYV: Average speed: 0.31 features/sec
[2025-11-25T10:39:16.976574] [INFO ] [LOCAL     ] Saved configuration for LYV: 4 features, 70.00% accuracy -> ./output/feature-sets/LYV.json
[2025-11-25T10:39:16.976635] [INFO ] [CONFIGURE ] LYV: Configuration saved successfully: 4 features, 70.00% accuracy.
[2025-11-25T10:39:16.976716] [INFO ] [sig       ] [161/164] Successfully configured LYV | 0.01 sym/s | Total: 3.6h | ETA: 4.1m
[2025-11-25T10:39:16.976762] [INFO ] [sig       ] [162/164] Configuring LZB...
[2025-11-25T10:39:16.976802] [INFO ] [CONFIGURE ] LZB: Configurate test run.
[2025-11-25T10:39:16.976841] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LZB' from 'https://tdm.silogroup.org/data/derivative_storage/LZB.csv'.
[2025-11-25T10:39:16.988868] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'LZB'.
[2025-11-25T10:39:16.989229] [INFO ] [CONFIGURE ] LZB: Testing with 29 available features
[2025-11-25T10:39:16.989299] [INFO ] [CONFIGURE ] LZB: Establishing baseline with no features...
[2025-11-25T10:39:17.165576] [DEBUG] [FORECASTER] LZB: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T10:39:17.337891] [DEBUG] [FORECASTER] LZB: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T10:39:17.509222] [DEBUG] [FORECASTER] LZB: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T10:39:17.682950] [DEBUG] [FORECASTER] LZB: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T10:39:17.853672] [DEBUG] [FORECASTER] LZB: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T10:39:18.024603] [DEBUG] [FORECASTER] LZB: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T10:39:18.196066] [DEBUG] [FORECASTER] LZB: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T10:39:18.375306] [DEBUG] [FORECASTER] LZB: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T10:39:18.545482] [DEBUG] [FORECASTER] LZB: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T10:39:18.719238] [DEBUG] [FORECASTER] LZB: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-11-25T10:39:18.719571] [INFO ] [CONFIGURE ] LZB: Baseline score (no features): 60.00%
[2025-11-25T10:39:18.719707] [INFO ] [CONFIGURE ] LZB: Testing feature 1/29: add_bollinger_bands
[2025-11-25T10:39:18.719814] [INFO ] [CONFIGURE ] LZB: Testing with features: ['add_bollinger_bands']
[2025-11-25T10:39:18.929195] [DEBUG] [FORECASTER] LZB: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T10:39:19.133255] [DEBUG] [FORECASTER] LZB: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T10:39:19.338537] [DEBUG] [FORECASTER] LZB: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T10:39:19.549776] [DEBUG] [FORECASTER] LZB: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T10:39:19.761279] [DEBUG] [FORECASTER] LZB: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T10:39:19.992247] [DEBUG] [FORECASTER] LZB: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T10:39:20.203511] [DEBUG] [FORECASTER] LZB: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T10:39:20.422207] [DEBUG] [FORECASTER] LZB: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T10:39:20.673099] [DEBUG] [FORECASTER] LZB: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T10:39:20.909525] [DEBUG] [FORECASTER] LZB: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-11-25T10:39:20.909720] [INFO ] [CONFIGURE ] LZB: DISCARDED add_bollinger_bands (score: 60.00%)
[2025-11-25T10:39:20.909948] [INFO ] [CONFIGURE ] JOB ETA: 6.2m | Avg: 2.8s/test | Remaining: 135 tests
[2025-11-25T10:39:20.910065] [INFO ] [CONFIGURE ] LZB: Testing feature 2/29: add_cumulative_delta
[2025-11-25T10:39:20.910195] [INFO ] [CONFIGURE ] LZB: Testing with features: ['add_cumulative_delta']
[2025-11-25T10:39:21.154231] [DEBUG] [FORECASTER] LZB: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T10:39:21.391628] [DEBUG] [FORECASTER] LZB: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T10:39:21.636741] [DEBUG] [FORECASTER] LZB: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T10:39:21.883829] [DEBUG] [FORECASTER] LZB: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T10:39:22.124260] [DEBUG] [FORECASTER] LZB: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T10:39:22.362235] [DEBUG] [FORECASTER] LZB: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T10:39:22.599448] [DEBUG] [FORECASTER] LZB: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T10:39:22.861716] [DEBUG] [FORECASTER] LZB: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T10:39:23.135525] [DEBUG] [FORECASTER] LZB: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T10:39:23.391982] [DEBUG] [FORECASTER] LZB: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-11-25T10:39:23.392280] [INFO ] [CONFIGURE ] LZB: KEPT add_cumulative_delta (score: 70.00%)
[2025-11-25T10:39:23.392597] [INFO ] [CONFIGURE ] JOB ETA: 6.2m | Avg: 2.8s/test | Remaining: 134 tests
[2025-11-25T10:39:23.392800] [INFO ] [CONFIGURE ] LZB: Testing feature 3/29: add_daily_returns
[2025-11-25T10:39:23.392869] [INFO ] [CONFIGURE ] LZB: Testing with features: ['add_cumulative_delta', 'add_daily_returns']
[2025-11-25T10:39:23.653107] [DEBUG] [FORECASTER] LZB: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T10:39:23.894908] [DEBUG] [FORECASTER] LZB: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T10:39:24.152117] [DEBUG] [FORECASTER] LZB: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T10:39:24.407558] [DEBUG] [FORECASTER] LZB: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T10:39:24.668801] [DEBUG] [FORECASTER] LZB: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T10:39:24.937292] [DEBUG] [FORECASTER] LZB: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T10:39:25.209622] [DEBUG] [FORECASTER] LZB: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T10:39:25.488906] [DEBUG] [FORECASTER] LZB: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T10:39:25.761519] [DEBUG] [FORECASTER] LZB: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T10:39:26.049364] [DEBUG] [FORECASTER] LZB: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-11-25T10:39:26.049720] [INFO ] [CONFIGURE ] LZB: DISCARDED add_daily_returns (score: 50.00%)
[2025-11-25T10:39:26.049804] [INFO ] [CONFIGURE ] JOB ETA: 6.1m | Avg: 2.8s/test | Remaining: 133 tests
[2025-11-25T10:39:26.049874] [INFO ] [CONFIGURE ] LZB: Testing feature 4/29: add_ema
[2025-11-25T10:39:26.049940] [INFO ] [CONFIGURE ] LZB: Testing with features: ['add_cumulative_delta', 'add_ema']
[2025-11-25T10:39:26.370935] [DEBUG] [FORECASTER] LZB: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T10:39:26.693206] [DEBUG] [FORECASTER] LZB: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T10:39:27.019815] [DEBUG] [FORECASTER] LZB: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T10:39:27.337321] [DEBUG] [FORECASTER] LZB: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T10:39:27.651694] [DEBUG] [FORECASTER] LZB: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T10:39:27.964936] [DEBUG] [FORECASTER] LZB: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T10:39:28.290278] [DEBUG] [FORECASTER] LZB: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T10:39:28.598399] [DEBUG] [FORECASTER] LZB: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T10:39:28.951161] [DEBUG] [FORECASTER] LZB: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T10:39:29.271157] [DEBUG] [FORECASTER] LZB: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-11-25T10:39:29.271429] [INFO ] [CONFIGURE ] LZB: DISCARDED add_ema (score: 30.00%)
[2025-11-25T10:39:29.271490] [INFO ] [CONFIGURE ] JOB ETA: 6.1m | Avg: 2.8s/test | Remaining: 132 tests
[2025-11-25T10:39:29.271553] [INFO ] [CONFIGURE ] LZB: Testing feature 5/29: add_exhaustion_signals
[2025-11-25T10:39:29.271601] [INFO ] [CONFIGURE ] LZB: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals']
[2025-11-25T10:39:29.577448] [DEBUG] [FORECASTER] LZB: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T10:39:29.873477] [DEBUG] [FORECASTER] LZB: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T10:39:30.163347] [DEBUG] [FORECASTER] LZB: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T10:39:30.464788] [DEBUG] [FORECASTER] LZB: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T10:39:30.765556] [DEBUG] [FORECASTER] LZB: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T10:39:31.063637] [DEBUG] [FORECASTER] LZB: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T10:39:31.374050] [DEBUG] [FORECASTER] LZB: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T10:39:31.675508] [DEBUG] [FORECASTER] LZB: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T10:39:31.971320] [DEBUG] [FORECASTER] LZB: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T10:39:32.278085] [DEBUG] [FORECASTER] LZB: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-11-25T10:39:32.278407] [INFO ] [CONFIGURE ] LZB: DISCARDED add_exhaustion_signals (score: 50.00%)
[2025-11-25T10:39:32.278473] [INFO ] [CONFIGURE ] JOB ETA: 6.0m | Avg: 2.8s/test | Remaining: 131 tests
[2025-11-25T10:39:32.278524] [INFO ] [CONFIGURE ] LZB: Testing feature 6/29: add_failed_moves
[2025-11-25T10:39:32.278573] [INFO ] [CONFIGURE ] LZB: Testing with features: ['add_cumulative_delta', 'add_failed_moves']
[2025-11-25T10:39:32.543749] [DEBUG] [FORECASTER] LZB: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T10:39:32.814406] [DEBUG] [FORECASTER] LZB: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T10:39:33.088698] [DEBUG] [FORECASTER] LZB: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T10:39:33.350560] [DEBUG] [FORECASTER] LZB: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T10:39:33.596906] [DEBUG] [FORECASTER] LZB: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T10:39:33.851005] [DEBUG] [FORECASTER] LZB: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T10:39:34.118404] [DEBUG] [FORECASTER] LZB: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T10:39:34.375747] [DEBUG] [FORECASTER] LZB: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T10:39:34.647405] [DEBUG] [FORECASTER] LZB: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T10:39:34.939449] [DEBUG] [FORECASTER] LZB: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-11-25T10:39:34.939727] [INFO ] [CONFIGURE ] LZB: DISCARDED add_failed_moves (score: 70.00%)
[2025-11-25T10:39:34.939792] [INFO ] [CONFIGURE ] JOB ETA: 6.0m | Avg: 2.8s/test | Remaining: 130 tests
[2025-11-25T10:39:34.939841] [INFO ] [CONFIGURE ] LZB: Testing feature 7/29: add_lag_shelf
[2025-11-25T10:39:34.939887] [INFO ] [CONFIGURE ] LZB: Testing with features: ['add_cumulative_delta', 'add_lag_shelf']
[2025-11-25T10:39:35.175561] [DEBUG] [FORECASTER] LZB: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T10:39:35.417597] [DEBUG] [FORECASTER] LZB: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T10:39:35.664046] [DEBUG] [FORECASTER] LZB: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T10:39:35.908956] [DEBUG] [FORECASTER] LZB: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T10:39:36.151273] [DEBUG] [FORECASTER] LZB: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T10:39:36.391720] [DEBUG] [FORECASTER] LZB: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T10:39:36.633315] [DEBUG] [FORECASTER] LZB: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T10:39:36.894031] [DEBUG] [FORECASTER] LZB: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T10:39:37.140260] [DEBUG] [FORECASTER] LZB: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T10:39:37.379752] [DEBUG] [FORECASTER] LZB: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-11-25T10:39:37.380210] [INFO ] [CONFIGURE ] LZB: DISCARDED add_lag_shelf (score: 70.00%)
[2025-11-25T10:39:37.380332] [INFO ] [CONFIGURE ] JOB ETA: 6.0m | Avg: 2.8s/test | Remaining: 129 tests
[2025-11-25T10:39:37.380440] [INFO ] [CONFIGURE ] LZB: Testing feature 8/29: add_macd
[2025-11-25T10:39:37.380545] [INFO ] [CONFIGURE ] LZB: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_macd']
[2025-11-25T10:39:37.733675] [DEBUG] [FORECASTER] LZB: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T10:39:38.080499] [DEBUG] [FORECASTER] LZB: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T10:39:38.447503] [DEBUG] [FORECASTER] LZB: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T10:39:38.796423] [DEBUG] [FORECASTER] LZB: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T10:39:39.149377] [DEBUG] [FORECASTER] LZB: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T10:39:39.484895] [DEBUG] [FORECASTER] LZB: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T10:39:39.831154] [DEBUG] [FORECASTER] LZB: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T10:39:40.172213] [DEBUG] [FORECASTER] LZB: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T10:39:40.512139] [DEBUG] [FORECASTER] LZB: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-25T10:39:40.866193] [DEBUG] [FORECASTER] LZB: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-25T10:39:40.866397] [INFO ] [CONFIGURE ] LZB: DISCARDED add_macd (score: 60.00%)
[2025-11-25T10:39:40.866456] [INFO ] [CONFIGURE ] JOB ETA: 5.9m | Avg: 2.8s/test | Remaining: 128 tests
[2025-11-25T10:39:40.866503] [INFO ] [CONFIGURE ] LZB: Testing feature 9/29: add_mfi
[2025-11-25T10:39:40.866547] [INFO ] [CONFIGURE ] LZB: Testing with features: ['add_cumulative_delta', 'add_mfi']
[2025-11-25T10:39:41.143707] [DEBUG] [FORECASTER] LZB: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T10:39:41.405238] [DEBUG] [FORECASTER] LZB: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T10:39:41.676094] [DEBUG] [FORECASTER] LZB: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T10:39:41.964031] [DEBUG] [FORECASTER] LZB: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T10:39:42.234214] [DEBUG] [FORECASTER] LZB: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T10:39:42.499973] [DEBUG] [FORECASTER] LZB: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T10:39:42.781423] [DEBUG] [FORECASTER] LZB: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T10:39:43.065470] [DEBUG] [FORECASTER] LZB: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T10:39:43.348275] [DEBUG] [FORECASTER] LZB: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T10:39:43.626527] [DEBUG] [FORECASTER] LZB: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-11-25T10:39:43.626782] [INFO ] [CONFIGURE ] LZB: DISCARDED add_mfi (score: 70.00%)
[2025-11-25T10:39:43.626844] [INFO ] [CONFIGURE ] JOB ETA: 5.9m | Avg: 2.8s/test | Remaining: 127 tests
[2025-11-25T10:39:43.626903] [INFO ] [CONFIGURE ] LZB: Testing feature 10/29: add_momentum_acceleration
[2025-11-25T10:39:43.626951] [INFO ] [CONFIGURE ] LZB: Testing with features: ['add_cumulative_delta', 'add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-11-25T10:39:44.006988] [DEBUG] [FORECASTER] LZB: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T10:39:44.380155] [DEBUG] [FORECASTER] LZB: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T10:39:44.762615] [DEBUG] [FORECASTER] LZB: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T10:39:45.137427] [DEBUG] [FORECASTER] LZB: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T10:39:45.493880] [DEBUG] [FORECASTER] LZB: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T10:39:45.867674] [DEBUG] [FORECASTER] LZB: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T10:39:46.227574] [DEBUG] [FORECASTER] LZB: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T10:39:46.592363] [DEBUG] [FORECASTER] LZB: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T10:39:46.971631] [DEBUG] [FORECASTER] LZB: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T10:39:47.336485] [DEBUG] [FORECASTER] LZB: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-11-25T10:39:47.336698] [INFO ] [CONFIGURE ] LZB: DISCARDED add_momentum_acceleration (score: 40.00%)
[2025-11-25T10:39:47.336761] [INFO ] [CONFIGURE ] JOB ETA: 5.8m | Avg: 2.8s/test | Remaining: 126 tests
[2025-11-25T10:39:47.336810] [INFO ] [CONFIGURE ] LZB: Testing feature 11/29: add_obv_daily
[2025-11-25T10:39:47.336861] [INFO ] [CONFIGURE ] LZB: Testing with features: ['add_cumulative_delta', 'add_obv_daily']
[2025-11-25T10:39:47.618618] [DEBUG] [FORECASTER] LZB: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T10:39:47.920893] [DEBUG] [FORECASTER] LZB: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T10:39:48.214342] [DEBUG] [FORECASTER] LZB: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T10:39:48.494588] [DEBUG] [FORECASTER] LZB: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T10:39:48.765400] [DEBUG] [FORECASTER] LZB: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T10:39:49.041155] [DEBUG] [FORECASTER] LZB: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T10:39:49.321893] [DEBUG] [FORECASTER] LZB: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T10:39:49.609727] [DEBUG] [FORECASTER] LZB: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T10:39:49.890342] [DEBUG] [FORECASTER] LZB: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-25T10:39:50.167782] [DEBUG] [FORECASTER] LZB: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-11-25T10:39:50.167982] [INFO ] [CONFIGURE ] LZB: DISCARDED add_obv_daily (score: 60.00%)
[2025-11-25T10:39:50.168045] [INFO ] [CONFIGURE ] JOB ETA: 5.8m | Avg: 2.8s/test | Remaining: 125 tests
[2025-11-25T10:39:50.168094] [INFO ] [CONFIGURE ] LZB: Testing feature 12/29: add_obv_interval
[2025-11-25T10:39:50.168200] [INFO ] [CONFIGURE ] LZB: Testing with features: ['add_cumulative_delta', 'add_obv_interval']
[2025-11-25T10:39:50.424390] [DEBUG] [FORECASTER] LZB: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T10:39:50.682939] [DEBUG] [FORECASTER] LZB: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T10:39:50.945279] [DEBUG] [FORECASTER] LZB: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T10:39:51.197063] [DEBUG] [FORECASTER] LZB: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T10:39:51.463351] [DEBUG] [FORECASTER] LZB: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T10:39:51.742894] [DEBUG] [FORECASTER] LZB: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T10:39:52.015382] [DEBUG] [FORECASTER] LZB: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T10:39:52.295637] [DEBUG] [FORECASTER] LZB: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T10:39:52.564726] [DEBUG] [FORECASTER] LZB: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-25T10:39:52.834874] [DEBUG] [FORECASTER] LZB: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-11-25T10:39:52.835059] [INFO ] [CONFIGURE ] LZB: DISCARDED add_obv_interval (score: 40.00%)
[2025-11-25T10:39:52.835128] [INFO ] [CONFIGURE ] JOB ETA: 5.7m | Avg: 2.8s/test | Remaining: 124 tests
[2025-11-25T10:39:52.835179] [INFO ] [CONFIGURE ] LZB: Testing feature 13/29: add_opening_strength
[2025-11-25T10:39:52.835228] [INFO ] [CONFIGURE ] LZB: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_opening_strength']
[2025-11-25T10:39:53.124035] [DEBUG] [FORECASTER] LZB: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T10:39:53.412025] [DEBUG] [FORECASTER] LZB: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T10:39:53.705696] [DEBUG] [FORECASTER] LZB: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T10:39:54.009831] [DEBUG] [FORECASTER] LZB: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T10:39:54.292720] [DEBUG] [FORECASTER] LZB: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T10:39:54.618671] [DEBUG] [FORECASTER] LZB: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T10:39:54.930129] [DEBUG] [FORECASTER] LZB: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T10:39:55.226174] [DEBUG] [FORECASTER] LZB: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T10:39:55.510636] [DEBUG] [FORECASTER] LZB: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T10:39:55.839279] [DEBUG] [FORECASTER] LZB: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-11-25T10:39:55.839526] [INFO ] [CONFIGURE ] LZB: DISCARDED add_opening_strength (score: 40.00%)
[2025-11-25T10:39:55.839596] [INFO ] [CONFIGURE ] JOB ETA: 5.7m | Avg: 2.8s/test | Remaining: 123 tests
[2025-11-25T10:39:55.839705] [INFO ] [CONFIGURE ] LZB: Testing feature 14/29: add_order_flow_imbalance
[2025-11-25T10:39:55.839776] [INFO ] [CONFIGURE ] LZB: Testing with features: ['add_cumulative_delta', 'add_order_flow_imbalance']
[2025-11-25T10:39:56.198039] [DEBUG] [FORECASTER] LZB: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T10:39:56.533384] [DEBUG] [FORECASTER] LZB: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T10:39:56.849387] [DEBUG] [FORECASTER] LZB: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T10:39:57.163082] [DEBUG] [FORECASTER] LZB: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T10:39:57.449570] [DEBUG] [FORECASTER] LZB: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T10:39:57.740877] [DEBUG] [FORECASTER] LZB: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T10:39:58.039345] [DEBUG] [FORECASTER] LZB: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T10:39:58.314834] [DEBUG] [FORECASTER] LZB: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T10:39:58.603968] [DEBUG] [FORECASTER] LZB: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T10:39:58.919695] [DEBUG] [FORECASTER] LZB: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-11-25T10:39:58.919881] [INFO ] [CONFIGURE ] LZB: DISCARDED add_order_flow_imbalance (score: 30.00%)
[2025-11-25T10:39:58.919936] [INFO ] [CONFIGURE ] JOB ETA: 5.6m | Avg: 2.8s/test | Remaining: 122 tests
[2025-11-25T10:39:58.919989] [INFO ] [CONFIGURE ] LZB: Testing feature 15/29: add_pbf_morning_momentum
[2025-11-25T10:39:58.920037] [INFO ] [CONFIGURE ] LZB: Testing with features: ['add_cumulative_delta', 'add_pbf_morning_momentum']
[2025-11-25T10:39:59.175614] [DEBUG] [FORECASTER] LZB: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T10:39:59.404313] [DEBUG] [FORECASTER] LZB: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T10:39:59.646226] [DEBUG] [FORECASTER] LZB: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T10:39:59.882944] [DEBUG] [FORECASTER] LZB: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T10:40:00.131334] [DEBUG] [FORECASTER] LZB: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T10:40:01.164004] [DEBUG] [FORECASTER] LZB: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T10:40:01.724834] [DEBUG] [FORECASTER] LZB: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T10:40:01.993706] [DEBUG] [FORECASTER] LZB: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T10:40:02.247903] [DEBUG] [FORECASTER] LZB: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T10:40:02.515270] [DEBUG] [FORECASTER] LZB: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-11-25T10:40:02.515461] [INFO ] [CONFIGURE ] LZB: DISCARDED add_pbf_morning_momentum (score: 40.00%)
[2025-11-25T10:40:02.515513] [INFO ] [CONFIGURE ] JOB ETA: 5.6m | Avg: 2.8s/test | Remaining: 121 tests
[2025-11-25T10:40:02.515552] [INFO ] [CONFIGURE ] LZB: Testing feature 16/29: add_pbf_overnight_gap
[2025-11-25T10:40:02.515587] [INFO ] [CONFIGURE ] LZB: Testing with features: ['add_cumulative_delta', 'add_pbf_overnight_gap']
[2025-11-25T10:40:02.781367] [DEBUG] [FORECASTER] LZB: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T10:40:03.039725] [DEBUG] [FORECASTER] LZB: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T10:40:03.322584] [DEBUG] [FORECASTER] LZB: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T10:40:03.588496] [DEBUG] [FORECASTER] LZB: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T10:40:03.880195] [DEBUG] [FORECASTER] LZB: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T10:40:04.158835] [DEBUG] [FORECASTER] LZB: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T10:40:04.432317] [DEBUG] [FORECASTER] LZB: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T10:40:04.708081] [DEBUG] [FORECASTER] LZB: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T10:40:04.988261] [DEBUG] [FORECASTER] LZB: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T10:40:05.250528] [DEBUG] [FORECASTER] LZB: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-25T10:40:05.250795] [INFO ] [CONFIGURE ] LZB: KEPT add_pbf_overnight_gap (score: 80.00%)
[2025-11-25T10:40:05.250860] [INFO ] [CONFIGURE ] JOB ETA: 5.5m | Avg: 2.8s/test | Remaining: 120 tests
[2025-11-25T10:40:05.250910] [INFO ] [CONFIGURE ] LZB: Testing feature 17/29: add_pbf_return_2d
[2025-11-25T10:40:05.250956] [INFO ] [CONFIGURE ] LZB: Testing with features: ['add_cumulative_delta', 'add_pbf_overnight_gap', 'add_pbf_return_2d']
[2025-11-25T10:40:05.582438] [DEBUG] [FORECASTER] LZB: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T10:40:05.887330] [DEBUG] [FORECASTER] LZB: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T10:40:06.192373] [DEBUG] [FORECASTER] LZB: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T10:40:06.500540] [DEBUG] [FORECASTER] LZB: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T10:40:06.816158] [DEBUG] [FORECASTER] LZB: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T10:40:07.117713] [DEBUG] [FORECASTER] LZB: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T10:40:07.410496] [DEBUG] [FORECASTER] LZB: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T10:40:07.711972] [DEBUG] [FORECASTER] LZB: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T10:40:08.008448] [DEBUG] [FORECASTER] LZB: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T10:40:08.309889] [DEBUG] [FORECASTER] LZB: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-11-25T10:40:08.310078] [INFO ] [CONFIGURE ] LZB: DISCARDED add_pbf_return_2d (score: 50.00%)
[2025-11-25T10:40:08.310138] [INFO ] [CONFIGURE ] JOB ETA: 5.5m | Avg: 2.8s/test | Remaining: 119 tests
[2025-11-25T10:40:08.310186] [INFO ] [CONFIGURE ] LZB: Testing feature 18/29: add_pbf_volatility_5d
[2025-11-25T10:40:08.310233] [INFO ] [CONFIGURE ] LZB: Testing with features: ['add_cumulative_delta', 'add_pbf_overnight_gap', 'add_pbf_volatility_5d']
[2025-11-25T10:40:08.613912] [DEBUG] [FORECASTER] LZB: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T10:40:08.891301] [DEBUG] [FORECASTER] LZB: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T10:40:09.177275] [DEBUG] [FORECASTER] LZB: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T10:40:09.474712] [DEBUG] [FORECASTER] LZB: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T10:40:09.755816] [DEBUG] [FORECASTER] LZB: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T10:40:10.027087] [DEBUG] [FORECASTER] LZB: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T10:40:10.280084] [DEBUG] [FORECASTER] LZB: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T10:40:10.532575] [DEBUG] [FORECASTER] LZB: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T10:40:10.794147] [DEBUG] [FORECASTER] LZB: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T10:40:11.072524] [DEBUG] [FORECASTER] LZB: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-11-25T10:40:11.072839] [INFO ] [CONFIGURE ] LZB: DISCARDED add_pbf_volatility_5d (score: 60.00%)
[2025-11-25T10:40:11.072905] [INFO ] [CONFIGURE ] JOB ETA: 5.4m | Avg: 2.8s/test | Remaining: 118 tests
[2025-11-25T10:40:11.072951] [INFO ] [CONFIGURE ] LZB: Testing feature 19/29: add_pbf_vs_sma_5
[2025-11-25T10:40:11.072994] [INFO ] [CONFIGURE ] LZB: Testing with features: ['add_cumulative_delta', 'add_pbf_overnight_gap', 'add_pbf_vs_sma_5']
[2025-11-25T10:40:11.333617] [DEBUG] [FORECASTER] LZB: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T10:40:11.588862] [DEBUG] [FORECASTER] LZB: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T10:40:11.869474] [DEBUG] [FORECASTER] LZB: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T10:40:12.140592] [DEBUG] [FORECASTER] LZB: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T10:40:12.389269] [DEBUG] [FORECASTER] LZB: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T10:40:12.641634] [DEBUG] [FORECASTER] LZB: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T10:40:12.912109] [DEBUG] [FORECASTER] LZB: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T10:40:13.183326] [DEBUG] [FORECASTER] LZB: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T10:40:13.463081] [DEBUG] [FORECASTER] LZB: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T10:40:13.741048] [DEBUG] [FORECASTER] LZB: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-11-25T10:40:13.741250] [INFO ] [CONFIGURE ] LZB: DISCARDED add_pbf_vs_sma_5 (score: 60.00%)
[2025-11-25T10:40:13.741310] [INFO ] [CONFIGURE ] JOB ETA: 5.4m | Avg: 2.8s/test | Remaining: 117 tests
[2025-11-25T10:40:13.741360] [INFO ] [CONFIGURE ] LZB: Testing feature 20/29: add_price_rejection
[2025-11-25T10:40:13.741404] [INFO ] [CONFIGURE ] LZB: Testing with features: ['add_cumulative_delta', 'add_pbf_overnight_gap', 'add_price_rejection']
[2025-11-25T10:40:14.049677] [DEBUG] [FORECASTER] LZB: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T10:40:14.348063] [DEBUG] [FORECASTER] LZB: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T10:40:14.645443] [DEBUG] [FORECASTER] LZB: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T10:40:14.943581] [DEBUG] [FORECASTER] LZB: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T10:40:15.242277] [DEBUG] [FORECASTER] LZB: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T10:40:15.542776] [DEBUG] [FORECASTER] LZB: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T10:40:15.844789] [DEBUG] [FORECASTER] LZB: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T10:40:16.155180] [DEBUG] [FORECASTER] LZB: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T10:40:16.452926] [DEBUG] [FORECASTER] LZB: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T10:40:16.749418] [DEBUG] [FORECASTER] LZB: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-11-25T10:40:16.749581] [INFO ] [CONFIGURE ] LZB: DISCARDED add_price_rejection (score: 60.00%)
[2025-11-25T10:40:16.749639] [INFO ] [CONFIGURE ] JOB ETA: 5.4m | Avg: 2.8s/test | Remaining: 116 tests
[2025-11-25T10:40:16.749711] [INFO ] [CONFIGURE ] LZB: Testing feature 21/29: add_range_position
[2025-11-25T10:40:16.749755] [INFO ] [CONFIGURE ] LZB: Testing with features: ['add_cumulative_delta', 'add_pbf_overnight_gap', 'add_range_position']
[2025-11-25T10:40:17.056029] [DEBUG] [FORECASTER] LZB: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T10:40:17.363559] [DEBUG] [FORECASTER] LZB: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T10:40:17.670819] [DEBUG] [FORECASTER] LZB: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T10:40:17.979899] [DEBUG] [FORECASTER] LZB: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T10:40:18.294330] [DEBUG] [FORECASTER] LZB: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T10:40:18.620526] [DEBUG] [FORECASTER] LZB: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T10:40:18.948567] [DEBUG] [FORECASTER] LZB: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T10:40:19.266725] [DEBUG] [FORECASTER] LZB: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T10:40:19.579365] [DEBUG] [FORECASTER] LZB: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T10:40:19.891050] [DEBUG] [FORECASTER] LZB: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-11-25T10:40:19.891267] [INFO ] [CONFIGURE ] LZB: DISCARDED add_range_position (score: 50.00%)
[2025-11-25T10:40:19.891329] [INFO ] [CONFIGURE ] JOB ETA: 5.3m | Avg: 2.8s/test | Remaining: 115 tests
[2025-11-25T10:40:19.891378] [INFO ] [CONFIGURE ] LZB: Testing feature 22/29: add_realized_volatility
[2025-11-25T10:40:19.891425] [INFO ] [CONFIGURE ] LZB: Testing with features: ['add_cumulative_delta', 'add_pbf_overnight_gap', 'add_realized_volatility']
[2025-11-25T10:40:20.289751] [DEBUG] [FORECASTER] LZB: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T10:40:20.685905] [DEBUG] [FORECASTER] LZB: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T10:40:21.073326] [DEBUG] [FORECASTER] LZB: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T10:40:21.463964] [DEBUG] [FORECASTER] LZB: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T10:40:21.875253] [DEBUG] [FORECASTER] LZB: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T10:40:22.274866] [DEBUG] [FORECASTER] LZB: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T10:40:22.668279] [DEBUG] [FORECASTER] LZB: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T10:40:23.084829] [DEBUG] [FORECASTER] LZB: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T10:40:23.474541] [DEBUG] [FORECASTER] LZB: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T10:40:23.873967] [DEBUG] [FORECASTER] LZB: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-11-25T10:40:23.874179] [INFO ] [CONFIGURE ] LZB: DISCARDED add_realized_volatility (score: 50.00%)
[2025-11-25T10:40:23.874240] [INFO ] [CONFIGURE ] JOB ETA: 5.3m | Avg: 2.8s/test | Remaining: 114 tests
[2025-11-25T10:40:23.874293] [INFO ] [CONFIGURE ] LZB: Testing feature 23/29: add_recent_range_context
[2025-11-25T10:40:23.874331] [INFO ] [CONFIGURE ] LZB: Testing with features: ['add_cumulative_delta', 'add_pbf_overnight_gap', 'add_recent_range_context']
[2025-11-25T10:40:24.158104] [DEBUG] [FORECASTER] LZB: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T10:40:24.439168] [DEBUG] [FORECASTER] LZB: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T10:40:24.728876] [DEBUG] [FORECASTER] LZB: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T10:40:25.009280] [DEBUG] [FORECASTER] LZB: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T10:40:25.294024] [DEBUG] [FORECASTER] LZB: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T10:40:25.579692] [DEBUG] [FORECASTER] LZB: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T10:40:25.855675] [DEBUG] [FORECASTER] LZB: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T10:40:26.150303] [DEBUG] [FORECASTER] LZB: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T10:40:26.440445] [DEBUG] [FORECASTER] LZB: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T10:40:26.747581] [DEBUG] [FORECASTER] LZB: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-11-25T10:40:26.747866] [INFO ] [CONFIGURE ] LZB: DISCARDED add_recent_range_context (score: 60.00%)
[2025-11-25T10:40:26.747932] [INFO ] [CONFIGURE ] JOB ETA: 5.2m | Avg: 2.8s/test | Remaining: 113 tests
[2025-11-25T10:40:26.747980] [INFO ] [CONFIGURE ] LZB: Testing feature 24/29: add_rsi
[2025-11-25T10:40:26.748026] [INFO ] [CONFIGURE ] LZB: Testing with features: ['add_cumulative_delta', 'add_pbf_overnight_gap', 'add_ema', 'add_rsi']
[2025-11-25T10:40:27.083776] [DEBUG] [FORECASTER] LZB: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T10:40:27.423798] [DEBUG] [FORECASTER] LZB: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T10:40:27.780575] [DEBUG] [FORECASTER] LZB: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T10:40:28.138176] [DEBUG] [FORECASTER] LZB: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T10:40:28.504589] [DEBUG] [FORECASTER] LZB: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T10:40:28.861492] [DEBUG] [FORECASTER] LZB: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T10:40:29.210366] [DEBUG] [FORECASTER] LZB: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T10:40:29.545315] [DEBUG] [FORECASTER] LZB: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T10:40:29.889448] [DEBUG] [FORECASTER] LZB: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T10:40:30.231934] [DEBUG] [FORECASTER] LZB: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-25T10:40:30.232193] [INFO ] [CONFIGURE ] LZB: DISCARDED add_rsi (score: 60.00%)
[2025-11-25T10:40:30.232255] [INFO ] [CONFIGURE ] JOB ETA: 5.2m | Avg: 2.8s/test | Remaining: 112 tests
[2025-11-25T10:40:30.232308] [INFO ] [CONFIGURE ] LZB: Testing feature 25/29: add_tick_distribution
[2025-11-25T10:40:30.232361] [INFO ] [CONFIGURE ] LZB: Testing with features: ['add_cumulative_delta', 'add_pbf_overnight_gap', 'add_tick_distribution']
[2025-11-25T10:40:30.521988] [DEBUG] [FORECASTER] LZB: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T10:40:30.808697] [DEBUG] [FORECASTER] LZB: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T10:40:31.110316] [DEBUG] [FORECASTER] LZB: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T10:40:31.379740] [DEBUG] [FORECASTER] LZB: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T10:40:31.664140] [DEBUG] [FORECASTER] LZB: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T10:40:31.951791] [DEBUG] [FORECASTER] LZB: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T10:40:32.217921] [DEBUG] [FORECASTER] LZB: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T10:40:32.479520] [DEBUG] [FORECASTER] LZB: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T10:40:32.772004] [DEBUG] [FORECASTER] LZB: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T10:40:33.051350] [DEBUG] [FORECASTER] LZB: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-11-25T10:40:33.051553] [INFO ] [CONFIGURE ] LZB: DISCARDED add_tick_distribution (score: 60.00%)
[2025-11-25T10:40:33.051614] [INFO ] [CONFIGURE ] JOB ETA: 5.1m | Avg: 2.8s/test | Remaining: 111 tests
[2025-11-25T10:40:33.051684] [INFO ] [CONFIGURE ] LZB: Testing feature 26/29: add_volume_momentum_confirmation
[2025-11-25T10:40:33.051734] [INFO ] [CONFIGURE ] LZB: Testing with features: ['add_cumulative_delta', 'add_pbf_overnight_gap', 'add_volume_momentum_confirmation']
[2025-11-25T10:40:33.323058] [DEBUG] [FORECASTER] LZB: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T10:40:33.592146] [DEBUG] [FORECASTER] LZB: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T10:40:33.878024] [DEBUG] [FORECASTER] LZB: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T10:40:34.164199] [DEBUG] [FORECASTER] LZB: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T10:40:34.453609] [DEBUG] [FORECASTER] LZB: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T10:40:34.736328] [DEBUG] [FORECASTER] LZB: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T10:40:35.021974] [DEBUG] [FORECASTER] LZB: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T10:40:35.306056] [DEBUG] [FORECASTER] LZB: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T10:40:35.589072] [DEBUG] [FORECASTER] LZB: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T10:40:35.867739] [DEBUG] [FORECASTER] LZB: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-25T10:40:35.867918] [INFO ] [CONFIGURE ] LZB: DISCARDED add_volume_momentum_confirmation (score: 60.00%)
[2025-11-25T10:40:35.867977] [INFO ] [CONFIGURE ] JOB ETA: 5.1m | Avg: 2.8s/test | Remaining: 110 tests
[2025-11-25T10:40:35.868026] [INFO ] [CONFIGURE ] LZB: Testing feature 27/29: add_volume_price_divergence
[2025-11-25T10:40:35.868069] [INFO ] [CONFIGURE ] LZB: Testing with features: ['add_cumulative_delta', 'add_pbf_overnight_gap', 'add_volume_price_divergence']
[2025-11-25T10:40:36.160832] [DEBUG] [FORECASTER] LZB: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T10:40:36.465107] [DEBUG] [FORECASTER] LZB: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T10:40:36.777814] [DEBUG] [FORECASTER] LZB: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T10:40:37.096082] [DEBUG] [FORECASTER] LZB: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T10:40:37.412830] [DEBUG] [FORECASTER] LZB: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T10:40:37.735034] [DEBUG] [FORECASTER] LZB: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T10:40:38.069139] [DEBUG] [FORECASTER] LZB: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T10:40:38.382803] [DEBUG] [FORECASTER] LZB: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T10:40:38.718202] [DEBUG] [FORECASTER] LZB: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T10:40:39.035008] [DEBUG] [FORECASTER] LZB: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-11-25T10:40:39.035196] [INFO ] [CONFIGURE ] LZB: DISCARDED add_volume_price_divergence (score: 50.00%)
[2025-11-25T10:40:39.035259] [INFO ] [CONFIGURE ] JOB ETA: 5.0m | Avg: 2.8s/test | Remaining: 109 tests
[2025-11-25T10:40:39.035310] [INFO ] [CONFIGURE ] LZB: Testing feature 28/29: add_volume_profile
[2025-11-25T10:40:39.035356] [INFO ] [CONFIGURE ] LZB: Testing with features: ['add_cumulative_delta', 'add_pbf_overnight_gap', 'add_volume_profile']
[2025-11-25T10:40:39.332386] [DEBUG] [FORECASTER] LZB: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T10:40:39.632033] [DEBUG] [FORECASTER] LZB: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T10:40:39.923428] [DEBUG] [FORECASTER] LZB: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T10:40:40.221595] [DEBUG] [FORECASTER] LZB: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T10:40:40.514050] [DEBUG] [FORECASTER] LZB: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T10:40:40.823455] [DEBUG] [FORECASTER] LZB: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T10:40:41.133722] [DEBUG] [FORECASTER] LZB: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T10:40:41.433368] [DEBUG] [FORECASTER] LZB: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T10:40:41.738211] [DEBUG] [FORECASTER] LZB: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T10:40:42.040119] [DEBUG] [FORECASTER] LZB: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-11-25T10:40:42.040333] [INFO ] [CONFIGURE ] LZB: DISCARDED add_volume_profile (score: 60.00%)
[2025-11-25T10:40:42.040397] [INFO ] [CONFIGURE ] JOB ETA: 5.0m | Avg: 2.8s/test | Remaining: 108 tests
[2025-11-25T10:40:42.040466] [INFO ] [CONFIGURE ] LZB: Testing feature 29/29: add_vwap
[2025-11-25T10:40:42.040516] [INFO ] [CONFIGURE ] LZB: Testing with features: ['add_cumulative_delta', 'add_pbf_overnight_gap', 'add_vwap']
[2025-11-25T10:40:42.350003] [DEBUG] [FORECASTER] LZB: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T10:40:42.664171] [DEBUG] [FORECASTER] LZB: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T10:40:42.977392] [DEBUG] [FORECASTER] LZB: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T10:40:43.301197] [DEBUG] [FORECASTER] LZB: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T10:40:43.610111] [DEBUG] [FORECASTER] LZB: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T10:40:43.946852] [DEBUG] [FORECASTER] LZB: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T10:40:44.275299] [DEBUG] [FORECASTER] LZB: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T10:40:44.591063] [DEBUG] [FORECASTER] LZB: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T10:40:44.915485] [DEBUG] [FORECASTER] LZB: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T10:40:45.258154] [DEBUG] [FORECASTER] LZB: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-11-25T10:40:45.258470] [INFO ] [CONFIGURE ] LZB: DISCARDED add_vwap (score: 30.00%)
[2025-11-25T10:40:45.258613] [INFO ] [CONFIGURE ] JOB ETA: 4.9m | Avg: 2.8s/test | Remaining: 107 tests
[2025-11-25T10:40:45.258703] [INFO ] [CONFIGURE ] LZB: ===== FEATURE SELECTION COMPLETE =====
[2025-11-25T10:40:45.258754] [INFO ] [CONFIGURE ] LZB: Best accuracy: 80.00%
[2025-11-25T10:40:45.258802] [INFO ] [CONFIGURE ] LZB: Best feature set (2 features): ['add_cumulative_delta', 'add_pbf_overnight_gap']
[2025-11-25T10:40:45.258847] [INFO ] [CONFIGURE ] LZB: Improvement over baseline: 20.00%
[2025-11-25T10:40:45.258910] [INFO ] [CONFIGURE ] LZB: Total time: 1.4 minutes
[2025-11-25T10:40:45.258967] [INFO ] [CONFIGURE ] LZB: Average time per feature: 3.0 seconds
[2025-11-25T10:40:45.259011] [INFO ] [CONFIGURE ] LZB: Average speed: 0.34 features/sec
[2025-11-25T10:40:45.259705] [INFO ] [LOCAL     ] Saved configuration for LZB: 2 features, 80.00% accuracy -> ./output/feature-sets/LZB.json
[2025-11-25T10:40:45.259790] [INFO ] [CONFIGURE ] LZB: Configuration saved successfully: 2 features, 80.00% accuracy.
[2025-11-25T10:40:45.259856] [INFO ] [sig       ] [162/164] Successfully configured LZB | 0.01 sym/s | Total: 3.7h | ETA: 2.7m
[2025-11-25T10:40:45.259912] [INFO ] [sig       ] [163/164] Configuring MA...
[2025-11-25T10:40:45.259964] [INFO ] [CONFIGURE ] MA: Configurate test run.
[2025-11-25T10:40:45.260009] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MA' from 'https://tdm.silogroup.org/data/derivative_storage/MA.csv'.
[2025-11-25T10:40:45.275872] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'MA'.
[2025-11-25T10:40:45.276575] [INFO ] [CONFIGURE ] MA: Testing with 29 available features
[2025-11-25T10:40:45.276677] [INFO ] [CONFIGURE ] MA: Establishing baseline with no features...
[2025-11-25T10:40:45.480150] [DEBUG] [FORECASTER] MA: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T10:40:45.681035] [DEBUG] [FORECASTER] MA: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T10:40:45.891063] [DEBUG] [FORECASTER] MA: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T10:40:46.094704] [DEBUG] [FORECASTER] MA: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T10:40:46.308066] [DEBUG] [FORECASTER] MA: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T10:40:46.516350] [DEBUG] [FORECASTER] MA: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T10:40:46.720320] [DEBUG] [FORECASTER] MA: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T10:40:46.922769] [DEBUG] [FORECASTER] MA: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T10:40:47.140209] [DEBUG] [FORECASTER] MA: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-25T10:40:47.350962] [DEBUG] [FORECASTER] MA: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T10:40:47.351193] [INFO ] [CONFIGURE ] MA: Baseline score (no features): 40.00%
[2025-11-25T10:40:47.351249] [INFO ] [CONFIGURE ] MA: Testing feature 1/29: add_bollinger_bands
[2025-11-25T10:40:47.351289] [INFO ] [CONFIGURE ] MA: Testing with features: ['add_bollinger_bands']
[2025-11-25T10:40:47.587945] [DEBUG] [FORECASTER] MA: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T10:40:47.829046] [DEBUG] [FORECASTER] MA: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T10:40:48.069096] [DEBUG] [FORECASTER] MA: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T10:40:48.341069] [DEBUG] [FORECASTER] MA: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T10:40:48.692720] [DEBUG] [FORECASTER] MA: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T10:40:49.043929] [DEBUG] [FORECASTER] MA: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T10:40:49.303025] [DEBUG] [FORECASTER] MA: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T10:40:49.523469] [DEBUG] [FORECASTER] MA: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T10:40:49.753083] [DEBUG] [FORECASTER] MA: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T10:40:49.982635] [DEBUG] [FORECASTER] MA: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T10:40:49.982874] [INFO ] [CONFIGURE ] MA: KEPT add_bollinger_bands (score: 60.00%)
[2025-11-25T10:40:49.982935] [INFO ] [CONFIGURE ] JOB ETA: 4.9m | Avg: 2.8s/test | Remaining: 106 tests
[2025-11-25T10:40:49.982985] [INFO ] [CONFIGURE ] MA: Testing feature 2/29: add_cumulative_delta
[2025-11-25T10:40:49.983031] [INFO ] [CONFIGURE ] MA: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta']
[2025-11-25T10:40:50.253078] [DEBUG] [FORECASTER] MA: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T10:40:50.517148] [DEBUG] [FORECASTER] MA: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T10:40:50.799922] [DEBUG] [FORECASTER] MA: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T10:40:51.078005] [DEBUG] [FORECASTER] MA: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T10:40:51.341002] [DEBUG] [FORECASTER] MA: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T10:40:51.598904] [DEBUG] [FORECASTER] MA: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T10:40:51.880683] [DEBUG] [FORECASTER] MA: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T10:40:52.151976] [DEBUG] [FORECASTER] MA: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T10:40:52.407218] [DEBUG] [FORECASTER] MA: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T10:40:52.678737] [DEBUG] [FORECASTER] MA: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T10:40:52.678924] [INFO ] [CONFIGURE ] MA: DISCARDED add_cumulative_delta (score: 50.00%)
[2025-11-25T10:40:52.678995] [INFO ] [CONFIGURE ] JOB ETA: 4.8m | Avg: 2.8s/test | Remaining: 105 tests
[2025-11-25T10:40:52.679046] [INFO ] [CONFIGURE ] MA: Testing feature 3/29: add_daily_returns
[2025-11-25T10:40:52.679094] [INFO ] [CONFIGURE ] MA: Testing with features: ['add_bollinger_bands', 'add_daily_returns']
[2025-11-25T10:40:52.922276] [DEBUG] [FORECASTER] MA: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T10:40:53.162759] [DEBUG] [FORECASTER] MA: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T10:40:53.405798] [DEBUG] [FORECASTER] MA: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T10:40:53.644873] [DEBUG] [FORECASTER] MA: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T10:40:53.878792] [DEBUG] [FORECASTER] MA: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T10:40:54.122233] [DEBUG] [FORECASTER] MA: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T10:40:54.343974] [DEBUG] [FORECASTER] MA: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T10:40:54.565500] [DEBUG] [FORECASTER] MA: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T10:40:54.796973] [DEBUG] [FORECASTER] MA: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T10:40:55.044149] [DEBUG] [FORECASTER] MA: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T10:40:55.044328] [INFO ] [CONFIGURE ] MA: DISCARDED add_daily_returns (score: 50.00%)
[2025-11-25T10:40:55.044377] [INFO ] [CONFIGURE ] JOB ETA: 4.8m | Avg: 2.8s/test | Remaining: 104 tests
[2025-11-25T10:40:55.044416] [INFO ] [CONFIGURE ] MA: Testing feature 4/29: add_ema
[2025-11-25T10:40:55.044453] [INFO ] [CONFIGURE ] MA: Testing with features: ['add_bollinger_bands', 'add_ema']
[2025-11-25T10:40:55.318878] [DEBUG] [FORECASTER] MA: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T10:40:55.598176] [DEBUG] [FORECASTER] MA: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T10:40:55.865480] [DEBUG] [FORECASTER] MA: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T10:40:56.115538] [DEBUG] [FORECASTER] MA: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T10:40:56.371026] [DEBUG] [FORECASTER] MA: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T10:40:56.622004] [DEBUG] [FORECASTER] MA: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T10:40:56.882383] [DEBUG] [FORECASTER] MA: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T10:40:57.134416] [DEBUG] [FORECASTER] MA: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T10:40:57.392939] [DEBUG] [FORECASTER] MA: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T10:40:57.653512] [DEBUG] [FORECASTER] MA: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T10:40:57.653741] [INFO ] [CONFIGURE ] MA: DISCARDED add_ema (score: 40.00%)
[2025-11-25T10:40:57.653822] [INFO ] [CONFIGURE ] JOB ETA: 4.8m | Avg: 2.8s/test | Remaining: 103 tests
[2025-11-25T10:40:57.653891] [INFO ] [CONFIGURE ] MA: Testing feature 5/29: add_exhaustion_signals
[2025-11-25T10:40:57.653971] [INFO ] [CONFIGURE ] MA: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals']
[2025-11-25T10:40:57.918965] [DEBUG] [FORECASTER] MA: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T10:40:58.187522] [DEBUG] [FORECASTER] MA: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T10:40:58.455546] [DEBUG] [FORECASTER] MA: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T10:40:58.721135] [DEBUG] [FORECASTER] MA: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T10:40:59.024788] [DEBUG] [FORECASTER] MA: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T10:40:59.306554] [DEBUG] [FORECASTER] MA: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T10:40:59.573861] [DEBUG] [FORECASTER] MA: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T10:40:59.830849] [DEBUG] [FORECASTER] MA: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T10:41:00.098404] [DEBUG] [FORECASTER] MA: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T10:41:00.399378] [DEBUG] [FORECASTER] MA: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T10:41:00.399564] [INFO ] [CONFIGURE ] MA: DISCARDED add_exhaustion_signals (score: 40.00%)
[2025-11-25T10:41:00.399626] [INFO ] [CONFIGURE ] JOB ETA: 4.7m | Avg: 2.8s/test | Remaining: 102 tests
[2025-11-25T10:41:00.399699] [INFO ] [CONFIGURE ] MA: Testing feature 6/29: add_failed_moves
[2025-11-25T10:41:00.399748] [INFO ] [CONFIGURE ] MA: Testing with features: ['add_bollinger_bands', 'add_failed_moves']
[2025-11-25T10:41:00.762959] [DEBUG] [FORECASTER] MA: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T10:41:01.486097] [DEBUG] [FORECASTER] MA: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T10:41:01.864533] [DEBUG] [FORECASTER] MA: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T10:41:02.094406] [DEBUG] [FORECASTER] MA: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T10:41:02.319546] [DEBUG] [FORECASTER] MA: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T10:41:02.556277] [DEBUG] [FORECASTER] MA: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T10:41:02.794588] [DEBUG] [FORECASTER] MA: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T10:41:03.017341] [DEBUG] [FORECASTER] MA: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T10:41:03.236251] [DEBUG] [FORECASTER] MA: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T10:41:03.460876] [DEBUG] [FORECASTER] MA: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T10:41:03.461067] [INFO ] [CONFIGURE ] MA: KEPT add_failed_moves (score: 70.00%)
[2025-11-25T10:41:03.461121] [INFO ] [CONFIGURE ] JOB ETA: 4.7m | Avg: 2.8s/test | Remaining: 101 tests
[2025-11-25T10:41:03.461184] [INFO ] [CONFIGURE ] MA: Testing feature 7/29: add_lag_shelf
[2025-11-25T10:41:03.461225] [INFO ] [CONFIGURE ] MA: Testing with features: ['add_bollinger_bands', 'add_failed_moves', 'add_lag_shelf']
[2025-11-25T10:41:03.677327] [DEBUG] [FORECASTER] MA: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T10:41:03.898157] [DEBUG] [FORECASTER] MA: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T10:41:04.114801] [DEBUG] [FORECASTER] MA: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T10:41:04.335455] [DEBUG] [FORECASTER] MA: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T10:41:04.551246] [DEBUG] [FORECASTER] MA: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T10:41:04.767791] [DEBUG] [FORECASTER] MA: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T10:41:04.996733] [DEBUG] [FORECASTER] MA: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T10:41:05.270249] [DEBUG] [FORECASTER] MA: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T10:41:05.512581] [DEBUG] [FORECASTER] MA: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T10:41:05.764700] [DEBUG] [FORECASTER] MA: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T10:41:05.764906] [INFO ] [CONFIGURE ] MA: DISCARDED add_lag_shelf (score: 60.00%)
[2025-11-25T10:41:05.764960] [INFO ] [CONFIGURE ] JOB ETA: 4.6m | Avg: 2.8s/test | Remaining: 100 tests
[2025-11-25T10:41:05.765000] [INFO ] [CONFIGURE ] MA: Testing feature 8/29: add_macd
[2025-11-25T10:41:05.765037] [INFO ] [CONFIGURE ] MA: Testing with features: ['add_bollinger_bands', 'add_failed_moves', 'add_vwap', 'add_macd']
[2025-11-25T10:41:06.115528] [DEBUG] [FORECASTER] MA: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T10:41:06.476874] [DEBUG] [FORECASTER] MA: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T10:41:06.825953] [DEBUG] [FORECASTER] MA: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T10:41:07.185831] [DEBUG] [FORECASTER] MA: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T10:41:07.532362] [DEBUG] [FORECASTER] MA: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T10:41:07.887122] [DEBUG] [FORECASTER] MA: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T10:41:08.242334] [DEBUG] [FORECASTER] MA: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T10:41:08.590444] [DEBUG] [FORECASTER] MA: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T10:41:08.937178] [DEBUG] [FORECASTER] MA: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T10:41:09.278677] [DEBUG] [FORECASTER] MA: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T10:41:09.278877] [INFO ] [CONFIGURE ] MA: DISCARDED add_macd (score: 50.00%)
[2025-11-25T10:41:09.278936] [INFO ] [CONFIGURE ] JOB ETA: 4.6m | Avg: 2.8s/test | Remaining: 99 tests
[2025-11-25T10:41:09.278988] [INFO ] [CONFIGURE ] MA: Testing feature 9/29: add_mfi
[2025-11-25T10:41:09.279032] [INFO ] [CONFIGURE ] MA: Testing with features: ['add_bollinger_bands', 'add_failed_moves', 'add_mfi']
[2025-11-25T10:41:09.507798] [DEBUG] [FORECASTER] MA: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T10:41:09.753861] [DEBUG] [FORECASTER] MA: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T10:41:10.007062] [DEBUG] [FORECASTER] MA: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T10:41:10.252057] [DEBUG] [FORECASTER] MA: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T10:41:10.492199] [DEBUG] [FORECASTER] MA: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T10:41:10.730482] [DEBUG] [FORECASTER] MA: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T10:41:10.974660] [DEBUG] [FORECASTER] MA: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T10:41:11.216780] [DEBUG] [FORECASTER] MA: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T10:41:11.455784] [DEBUG] [FORECASTER] MA: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T10:41:11.741701] [DEBUG] [FORECASTER] MA: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T10:41:11.741885] [INFO ] [CONFIGURE ] MA: DISCARDED add_mfi (score: 60.00%)
[2025-11-25T10:41:11.741941] [INFO ] [CONFIGURE ] JOB ETA: 4.5m | Avg: 2.8s/test | Remaining: 98 tests
[2025-11-25T10:41:11.741988] [INFO ] [CONFIGURE ] MA: Testing feature 10/29: add_momentum_acceleration
[2025-11-25T10:41:11.742055] [INFO ] [CONFIGURE ] MA: Testing with features: ['add_bollinger_bands', 'add_failed_moves', 'add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-11-25T10:41:12.076403] [DEBUG] [FORECASTER] MA: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T10:41:12.423121] [DEBUG] [FORECASTER] MA: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T10:41:12.763872] [DEBUG] [FORECASTER] MA: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T10:41:13.104358] [DEBUG] [FORECASTER] MA: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T10:41:13.464080] [DEBUG] [FORECASTER] MA: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T10:41:13.820857] [DEBUG] [FORECASTER] MA: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T10:41:14.180530] [DEBUG] [FORECASTER] MA: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T10:41:14.546001] [DEBUG] [FORECASTER] MA: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T10:41:14.908443] [DEBUG] [FORECASTER] MA: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-25T10:41:15.263434] [DEBUG] [FORECASTER] MA: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T10:41:15.263720] [INFO ] [CONFIGURE ] MA: DISCARDED add_momentum_acceleration (score: 60.00%)
[2025-11-25T10:41:15.263787] [INFO ] [CONFIGURE ] JOB ETA: 4.5m | Avg: 2.8s/test | Remaining: 97 tests
[2025-11-25T10:41:15.263838] [INFO ] [CONFIGURE ] MA: Testing feature 11/29: add_obv_daily
[2025-11-25T10:41:15.263883] [INFO ] [CONFIGURE ] MA: Testing with features: ['add_bollinger_bands', 'add_failed_moves', 'add_obv_daily']
[2025-11-25T10:41:15.531033] [DEBUG] [FORECASTER] MA: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T10:41:15.797927] [DEBUG] [FORECASTER] MA: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T10:41:16.063337] [DEBUG] [FORECASTER] MA: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T10:41:16.324734] [DEBUG] [FORECASTER] MA: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T10:41:16.595049] [DEBUG] [FORECASTER] MA: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T10:41:16.863850] [DEBUG] [FORECASTER] MA: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T10:41:17.119007] [DEBUG] [FORECASTER] MA: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T10:41:17.370398] [DEBUG] [FORECASTER] MA: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T10:41:17.628529] [DEBUG] [FORECASTER] MA: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T10:41:17.893807] [DEBUG] [FORECASTER] MA: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T10:41:17.893994] [INFO ] [CONFIGURE ] MA: DISCARDED add_obv_daily (score: 50.00%)
[2025-11-25T10:41:17.894052] [INFO ] [CONFIGURE ] JOB ETA: 4.4m | Avg: 2.8s/test | Remaining: 96 tests
[2025-11-25T10:41:17.894090] [INFO ] [CONFIGURE ] MA: Testing feature 12/29: add_obv_interval
[2025-11-25T10:41:17.894169] [INFO ] [CONFIGURE ] MA: Testing with features: ['add_bollinger_bands', 'add_failed_moves', 'add_obv_interval']
[2025-11-25T10:41:18.140614] [DEBUG] [FORECASTER] MA: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T10:41:18.385443] [DEBUG] [FORECASTER] MA: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T10:41:18.627221] [DEBUG] [FORECASTER] MA: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T10:41:18.877841] [DEBUG] [FORECASTER] MA: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T10:41:19.121109] [DEBUG] [FORECASTER] MA: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T10:41:19.370155] [DEBUG] [FORECASTER] MA: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T10:41:19.618146] [DEBUG] [FORECASTER] MA: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T10:41:19.867754] [DEBUG] [FORECASTER] MA: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T10:41:20.123220] [DEBUG] [FORECASTER] MA: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T10:41:20.373821] [DEBUG] [FORECASTER] MA: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T10:41:20.374007] [INFO ] [CONFIGURE ] MA: DISCARDED add_obv_interval (score: 40.00%)
[2025-11-25T10:41:20.374064] [INFO ] [CONFIGURE ] JOB ETA: 4.4m | Avg: 2.8s/test | Remaining: 95 tests
[2025-11-25T10:41:20.374136] [INFO ] [CONFIGURE ] MA: Testing feature 13/29: add_opening_strength
[2025-11-25T10:41:20.374182] [INFO ] [CONFIGURE ] MA: Testing with features: ['add_bollinger_bands', 'add_failed_moves', 'add_daily_returns', 'add_opening_strength']
[2025-11-25T10:41:20.647274] [DEBUG] [FORECASTER] MA: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T10:41:20.907256] [DEBUG] [FORECASTER] MA: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T10:41:21.179819] [DEBUG] [FORECASTER] MA: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T10:41:21.456588] [DEBUG] [FORECASTER] MA: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T10:41:21.723467] [DEBUG] [FORECASTER] MA: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T10:41:21.998176] [DEBUG] [FORECASTER] MA: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T10:41:22.268570] [DEBUG] [FORECASTER] MA: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T10:41:22.546605] [DEBUG] [FORECASTER] MA: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T10:41:22.815622] [DEBUG] [FORECASTER] MA: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T10:41:23.091933] [DEBUG] [FORECASTER] MA: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T10:41:23.092118] [INFO ] [CONFIGURE ] MA: DISCARDED add_opening_strength (score: 70.00%)
[2025-11-25T10:41:23.092177] [INFO ] [CONFIGURE ] JOB ETA: 4.3m | Avg: 2.8s/test | Remaining: 94 tests
[2025-11-25T10:41:23.092226] [INFO ] [CONFIGURE ] MA: Testing feature 14/29: add_order_flow_imbalance
[2025-11-25T10:41:23.092273] [INFO ] [CONFIGURE ] MA: Testing with features: ['add_bollinger_bands', 'add_failed_moves', 'add_order_flow_imbalance']
[2025-11-25T10:41:23.368228] [DEBUG] [FORECASTER] MA: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T10:41:23.635896] [DEBUG] [FORECASTER] MA: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T10:41:23.914032] [DEBUG] [FORECASTER] MA: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T10:41:24.189039] [DEBUG] [FORECASTER] MA: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T10:41:24.475910] [DEBUG] [FORECASTER] MA: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T10:41:24.745637] [DEBUG] [FORECASTER] MA: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T10:41:25.014348] [DEBUG] [FORECASTER] MA: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T10:41:25.276864] [DEBUG] [FORECASTER] MA: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T10:41:25.540723] [DEBUG] [FORECASTER] MA: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-25T10:41:25.811564] [DEBUG] [FORECASTER] MA: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T10:41:25.811863] [INFO ] [CONFIGURE ] MA: DISCARDED add_order_flow_imbalance (score: 50.00%)
[2025-11-25T10:41:25.811951] [INFO ] [CONFIGURE ] JOB ETA: 4.3m | Avg: 2.8s/test | Remaining: 93 tests
[2025-11-25T10:41:25.812020] [INFO ] [CONFIGURE ] MA: Testing feature 15/29: add_pbf_morning_momentum
[2025-11-25T10:41:25.812078] [INFO ] [CONFIGURE ] MA: Testing with features: ['add_bollinger_bands', 'add_failed_moves', 'add_pbf_morning_momentum']
[2025-11-25T10:41:26.053674] [DEBUG] [FORECASTER] MA: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T10:41:26.282255] [DEBUG] [FORECASTER] MA: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T10:41:26.541511] [DEBUG] [FORECASTER] MA: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T10:41:26.799953] [DEBUG] [FORECASTER] MA: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T10:41:27.042268] [DEBUG] [FORECASTER] MA: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T10:41:27.284444] [DEBUG] [FORECASTER] MA: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T10:41:27.523740] [DEBUG] [FORECASTER] MA: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T10:41:27.769925] [DEBUG] [FORECASTER] MA: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T10:41:28.025504] [DEBUG] [FORECASTER] MA: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-25T10:41:28.274003] [DEBUG] [FORECASTER] MA: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T10:41:28.274236] [INFO ] [CONFIGURE ] MA: DISCARDED add_pbf_morning_momentum (score: 60.00%)
[2025-11-25T10:41:28.274486] [INFO ] [CONFIGURE ] JOB ETA: 4.2m | Avg: 2.8s/test | Remaining: 92 tests
[2025-11-25T10:41:28.274598] [INFO ] [CONFIGURE ] MA: Testing feature 16/29: add_pbf_overnight_gap
[2025-11-25T10:41:28.274669] [INFO ] [CONFIGURE ] MA: Testing with features: ['add_bollinger_bands', 'add_failed_moves', 'add_pbf_overnight_gap']
[2025-11-25T10:41:28.525728] [DEBUG] [FORECASTER] MA: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T10:41:28.774296] [DEBUG] [FORECASTER] MA: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T10:41:29.056768] [DEBUG] [FORECASTER] MA: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T10:41:29.306304] [DEBUG] [FORECASTER] MA: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T10:41:29.564308] [DEBUG] [FORECASTER] MA: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T10:41:29.817688] [DEBUG] [FORECASTER] MA: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T10:41:30.070421] [DEBUG] [FORECASTER] MA: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T10:41:30.326053] [DEBUG] [FORECASTER] MA: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T10:41:30.583559] [DEBUG] [FORECASTER] MA: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T10:41:30.835892] [DEBUG] [FORECASTER] MA: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T10:41:30.836135] [INFO ] [CONFIGURE ] MA: DISCARDED add_pbf_overnight_gap (score: 60.00%)
[2025-11-25T10:41:30.836196] [INFO ] [CONFIGURE ] JOB ETA: 4.2m | Avg: 2.8s/test | Remaining: 91 tests
[2025-11-25T10:41:30.836246] [INFO ] [CONFIGURE ] MA: Testing feature 17/29: add_pbf_return_2d
[2025-11-25T10:41:30.836282] [INFO ] [CONFIGURE ] MA: Testing with features: ['add_bollinger_bands', 'add_failed_moves', 'add_pbf_return_2d']
[2025-11-25T10:41:31.096263] [DEBUG] [FORECASTER] MA: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T10:41:31.352808] [DEBUG] [FORECASTER] MA: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T10:41:31.606422] [DEBUG] [FORECASTER] MA: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T10:41:31.871291] [DEBUG] [FORECASTER] MA: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T10:41:32.132038] [DEBUG] [FORECASTER] MA: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T10:41:32.389123] [DEBUG] [FORECASTER] MA: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T10:41:32.654174] [DEBUG] [FORECASTER] MA: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T10:41:32.918551] [DEBUG] [FORECASTER] MA: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T10:41:33.195568] [DEBUG] [FORECASTER] MA: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T10:41:33.459678] [DEBUG] [FORECASTER] MA: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T10:41:33.459855] [INFO ] [CONFIGURE ] MA: DISCARDED add_pbf_return_2d (score: 60.00%)
[2025-11-25T10:41:33.459918] [INFO ] [CONFIGURE ] JOB ETA: 4.2m | Avg: 2.8s/test | Remaining: 90 tests
[2025-11-25T10:41:33.459967] [INFO ] [CONFIGURE ] MA: Testing feature 18/29: add_pbf_volatility_5d
[2025-11-25T10:41:33.460012] [INFO ] [CONFIGURE ] MA: Testing with features: ['add_bollinger_bands', 'add_failed_moves', 'add_pbf_volatility_5d']
[2025-11-25T10:41:33.688545] [DEBUG] [FORECASTER] MA: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T10:41:33.930790] [DEBUG] [FORECASTER] MA: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T10:41:34.168793] [DEBUG] [FORECASTER] MA: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T10:41:34.402851] [DEBUG] [FORECASTER] MA: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T10:41:34.638867] [DEBUG] [FORECASTER] MA: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T10:41:34.878837] [DEBUG] [FORECASTER] MA: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T10:41:35.126915] [DEBUG] [FORECASTER] MA: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T10:41:35.373058] [DEBUG] [FORECASTER] MA: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T10:41:35.633036] [DEBUG] [FORECASTER] MA: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T10:41:35.894811] [DEBUG] [FORECASTER] MA: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T10:41:35.895060] [INFO ] [CONFIGURE ] MA: DISCARDED add_pbf_volatility_5d (score: 60.00%)
[2025-11-25T10:41:35.895150] [INFO ] [CONFIGURE ] JOB ETA: 4.1m | Avg: 2.8s/test | Remaining: 89 tests
[2025-11-25T10:41:35.895227] [INFO ] [CONFIGURE ] MA: Testing feature 19/29: add_pbf_vs_sma_5
[2025-11-25T10:41:35.895288] [INFO ] [CONFIGURE ] MA: Testing with features: ['add_bollinger_bands', 'add_failed_moves', 'add_pbf_vs_sma_5']
[2025-11-25T10:41:36.168346] [DEBUG] [FORECASTER] MA: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T10:41:36.434137] [DEBUG] [FORECASTER] MA: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T10:41:36.655623] [DEBUG] [FORECASTER] MA: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T10:41:36.872816] [DEBUG] [FORECASTER] MA: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T10:41:37.090427] [DEBUG] [FORECASTER] MA: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T10:41:37.299795] [DEBUG] [FORECASTER] MA: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T10:41:37.506951] [DEBUG] [FORECASTER] MA: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T10:41:37.717408] [DEBUG] [FORECASTER] MA: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T10:41:37.927127] [DEBUG] [FORECASTER] MA: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T10:41:38.135484] [DEBUG] [FORECASTER] MA: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T10:41:38.135686] [INFO ] [CONFIGURE ] MA: DISCARDED add_pbf_vs_sma_5 (score: 60.00%)
[2025-11-25T10:41:38.135771] [INFO ] [CONFIGURE ] JOB ETA: 4.1m | Avg: 2.8s/test | Remaining: 88 tests
[2025-11-25T10:41:38.135820] [INFO ] [CONFIGURE ] MA: Testing feature 20/29: add_price_rejection
[2025-11-25T10:41:38.135864] [INFO ] [CONFIGURE ] MA: Testing with features: ['add_bollinger_bands', 'add_failed_moves', 'add_price_rejection']
[2025-11-25T10:41:38.380389] [DEBUG] [FORECASTER] MA: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T10:41:38.633266] [DEBUG] [FORECASTER] MA: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T10:41:38.859975] [DEBUG] [FORECASTER] MA: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T10:41:39.118568] [DEBUG] [FORECASTER] MA: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T10:41:39.349094] [DEBUG] [FORECASTER] MA: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T10:41:39.565542] [DEBUG] [FORECASTER] MA: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T10:41:39.815299] [DEBUG] [FORECASTER] MA: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T10:41:40.074969] [DEBUG] [FORECASTER] MA: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T10:41:40.324016] [DEBUG] [FORECASTER] MA: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T10:41:40.558225] [DEBUG] [FORECASTER] MA: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T10:41:40.558432] [INFO ] [CONFIGURE ] MA: DISCARDED add_price_rejection (score: 70.00%)
[2025-11-25T10:41:40.558491] [INFO ] [CONFIGURE ] JOB ETA: 4.0m | Avg: 2.8s/test | Remaining: 87 tests
[2025-11-25T10:41:40.558538] [INFO ] [CONFIGURE ] MA: Testing feature 21/29: add_range_position
[2025-11-25T10:41:40.558580] [INFO ] [CONFIGURE ] MA: Testing with features: ['add_bollinger_bands', 'add_failed_moves', 'add_range_position']
[2025-11-25T10:41:40.808504] [DEBUG] [FORECASTER] MA: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T10:41:41.061863] [DEBUG] [FORECASTER] MA: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T10:41:41.312444] [DEBUG] [FORECASTER] MA: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T10:41:41.578909] [DEBUG] [FORECASTER] MA: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T10:41:41.859616] [DEBUG] [FORECASTER] MA: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T10:41:42.119495] [DEBUG] [FORECASTER] MA: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T10:41:42.383898] [DEBUG] [FORECASTER] MA: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T10:41:42.656394] [DEBUG] [FORECASTER] MA: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T10:41:42.932998] [DEBUG] [FORECASTER] MA: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T10:41:43.211981] [DEBUG] [FORECASTER] MA: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T10:41:43.212191] [INFO ] [CONFIGURE ] MA: DISCARDED add_range_position (score: 70.00%)
[2025-11-25T10:41:43.212254] [INFO ] [CONFIGURE ] JOB ETA: 4.0m | Avg: 2.8s/test | Remaining: 86 tests
[2025-11-25T10:41:43.212306] [INFO ] [CONFIGURE ] MA: Testing feature 22/29: add_realized_volatility
[2025-11-25T10:41:43.212353] [INFO ] [CONFIGURE ] MA: Testing with features: ['add_bollinger_bands', 'add_failed_moves', 'add_realized_volatility']
[2025-11-25T10:41:43.559075] [DEBUG] [FORECASTER] MA: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T10:41:43.913383] [DEBUG] [FORECASTER] MA: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T10:41:44.317139] [DEBUG] [FORECASTER] MA: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T10:41:44.682740] [DEBUG] [FORECASTER] MA: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T10:41:45.087349] [DEBUG] [FORECASTER] MA: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T10:41:45.467780] [DEBUG] [FORECASTER] MA: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T10:41:45.849599] [DEBUG] [FORECASTER] MA: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T10:41:46.240871] [DEBUG] [FORECASTER] MA: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T10:41:46.617587] [DEBUG] [FORECASTER] MA: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T10:41:46.962825] [DEBUG] [FORECASTER] MA: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T10:41:46.963062] [INFO ] [CONFIGURE ] MA: DISCARDED add_realized_volatility (score: 60.00%)
[2025-11-25T10:41:46.963133] [INFO ] [CONFIGURE ] JOB ETA: 3.9m | Avg: 2.8s/test | Remaining: 85 tests
[2025-11-25T10:41:46.963190] [INFO ] [CONFIGURE ] MA: Testing feature 23/29: add_recent_range_context
[2025-11-25T10:41:46.963243] [INFO ] [CONFIGURE ] MA: Testing with features: ['add_bollinger_bands', 'add_failed_moves', 'add_recent_range_context']
[2025-11-25T10:41:47.190554] [DEBUG] [FORECASTER] MA: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T10:41:47.410537] [DEBUG] [FORECASTER] MA: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T10:41:47.634865] [DEBUG] [FORECASTER] MA: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T10:41:47.887066] [DEBUG] [FORECASTER] MA: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T10:41:48.134270] [DEBUG] [FORECASTER] MA: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T10:41:48.362314] [DEBUG] [FORECASTER] MA: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T10:41:48.628686] [DEBUG] [FORECASTER] MA: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T10:41:48.886699] [DEBUG] [FORECASTER] MA: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T10:41:49.149968] [DEBUG] [FORECASTER] MA: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T10:41:49.384307] [DEBUG] [FORECASTER] MA: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T10:41:49.384496] [INFO ] [CONFIGURE ] MA: DISCARDED add_recent_range_context (score: 60.00%)
[2025-11-25T10:41:49.384555] [INFO ] [CONFIGURE ] JOB ETA: 3.9m | Avg: 2.8s/test | Remaining: 84 tests
[2025-11-25T10:41:49.384604] [INFO ] [CONFIGURE ] MA: Testing feature 24/29: add_rsi
[2025-11-25T10:41:49.384670] [INFO ] [CONFIGURE ] MA: Testing with features: ['add_bollinger_bands', 'add_failed_moves', 'add_ema', 'add_rsi']
[2025-11-25T10:41:49.659430] [DEBUG] [FORECASTER] MA: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T10:41:49.933446] [DEBUG] [FORECASTER] MA: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T10:41:50.204712] [DEBUG] [FORECASTER] MA: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T10:41:50.477398] [DEBUG] [FORECASTER] MA: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T10:41:50.761379] [DEBUG] [FORECASTER] MA: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T10:41:51.042037] [DEBUG] [FORECASTER] MA: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T10:41:51.323801] [DEBUG] [FORECASTER] MA: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T10:41:51.599107] [DEBUG] [FORECASTER] MA: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T10:41:51.897428] [DEBUG] [FORECASTER] MA: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-25T10:41:52.180895] [DEBUG] [FORECASTER] MA: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T10:41:52.181088] [INFO ] [CONFIGURE ] MA: DISCARDED add_rsi (score: 60.00%)
[2025-11-25T10:41:52.181149] [INFO ] [CONFIGURE ] JOB ETA: 3.8m | Avg: 2.8s/test | Remaining: 83 tests
[2025-11-25T10:41:52.181197] [INFO ] [CONFIGURE ] MA: Testing feature 25/29: add_tick_distribution
[2025-11-25T10:41:52.181242] [INFO ] [CONFIGURE ] MA: Testing with features: ['add_bollinger_bands', 'add_failed_moves', 'add_tick_distribution']
[2025-11-25T10:41:52.414893] [DEBUG] [FORECASTER] MA: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T10:41:52.633424] [DEBUG] [FORECASTER] MA: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T10:41:52.851547] [DEBUG] [FORECASTER] MA: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T10:41:53.079701] [DEBUG] [FORECASTER] MA: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T10:41:53.300524] [DEBUG] [FORECASTER] MA: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T10:41:53.529422] [DEBUG] [FORECASTER] MA: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T10:41:53.777631] [DEBUG] [FORECASTER] MA: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T10:41:54.023437] [DEBUG] [FORECASTER] MA: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T10:41:54.277754] [DEBUG] [FORECASTER] MA: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T10:41:54.520835] [DEBUG] [FORECASTER] MA: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T10:41:54.521034] [INFO ] [CONFIGURE ] MA: DISCARDED add_tick_distribution (score: 60.00%)
[2025-11-25T10:41:54.521094] [INFO ] [CONFIGURE ] JOB ETA: 3.8m | Avg: 2.8s/test | Remaining: 82 tests
[2025-11-25T10:41:54.521142] [INFO ] [CONFIGURE ] MA: Testing feature 26/29: add_volume_momentum_confirmation
[2025-11-25T10:41:54.521187] [INFO ] [CONFIGURE ] MA: Testing with features: ['add_bollinger_bands', 'add_failed_moves', 'add_volume_momentum_confirmation']
[2025-11-25T10:41:54.759322] [DEBUG] [FORECASTER] MA: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T10:41:54.987398] [DEBUG] [FORECASTER] MA: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T10:41:55.216361] [DEBUG] [FORECASTER] MA: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T10:41:55.446854] [DEBUG] [FORECASTER] MA: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T10:41:55.680511] [DEBUG] [FORECASTER] MA: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T10:41:55.908797] [DEBUG] [FORECASTER] MA: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T10:41:56.137955] [DEBUG] [FORECASTER] MA: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T10:41:56.367584] [DEBUG] [FORECASTER] MA: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T10:41:56.604840] [DEBUG] [FORECASTER] MA: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-25T10:41:56.846260] [DEBUG] [FORECASTER] MA: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T10:41:56.846431] [INFO ] [CONFIGURE ] MA: DISCARDED add_volume_momentum_confirmation (score: 30.00%)
[2025-11-25T10:41:56.846489] [INFO ] [CONFIGURE ] JOB ETA: 3.7m | Avg: 2.8s/test | Remaining: 81 tests
[2025-11-25T10:41:56.846538] [INFO ] [CONFIGURE ] MA: Testing feature 27/29: add_volume_price_divergence
[2025-11-25T10:41:56.846584] [INFO ] [CONFIGURE ] MA: Testing with features: ['add_bollinger_bands', 'add_failed_moves', 'add_volume_price_divergence']
[2025-11-25T10:41:57.080596] [DEBUG] [FORECASTER] MA: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T10:41:57.327010] [DEBUG] [FORECASTER] MA: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T10:41:57.565380] [DEBUG] [FORECASTER] MA: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T10:41:57.807046] [DEBUG] [FORECASTER] MA: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T10:41:58.049065] [DEBUG] [FORECASTER] MA: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T10:41:58.290004] [DEBUG] [FORECASTER] MA: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T10:41:58.534919] [DEBUG] [FORECASTER] MA: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T10:41:58.777695] [DEBUG] [FORECASTER] MA: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T10:41:59.066767] [DEBUG] [FORECASTER] MA: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T10:41:59.310703] [DEBUG] [FORECASTER] MA: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T10:41:59.310875] [INFO ] [CONFIGURE ] MA: DISCARDED add_volume_price_divergence (score: 60.00%)
[2025-11-25T10:41:59.310932] [INFO ] [CONFIGURE ] JOB ETA: 3.7m | Avg: 2.8s/test | Remaining: 80 tests
[2025-11-25T10:41:59.310980] [INFO ] [CONFIGURE ] MA: Testing feature 28/29: add_volume_profile
[2025-11-25T10:41:59.311023] [INFO ] [CONFIGURE ] MA: Testing with features: ['add_bollinger_bands', 'add_failed_moves', 'add_volume_profile']
[2025-11-25T10:41:59.550389] [DEBUG] [FORECASTER] MA: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T10:41:59.786389] [DEBUG] [FORECASTER] MA: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T10:42:00.018258] [DEBUG] [FORECASTER] MA: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T10:42:00.254781] [DEBUG] [FORECASTER] MA: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T10:42:00.495896] [DEBUG] [FORECASTER] MA: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T10:42:00.731456] [DEBUG] [FORECASTER] MA: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T10:42:01.676350] [DEBUG] [FORECASTER] MA: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T10:42:02.085085] [DEBUG] [FORECASTER] MA: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T10:42:02.345030] [DEBUG] [FORECASTER] MA: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T10:42:02.607369] [DEBUG] [FORECASTER] MA: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T10:42:02.607556] [INFO ] [CONFIGURE ] MA: DISCARDED add_volume_profile (score: 50.00%)
[2025-11-25T10:42:02.607617] [INFO ] [CONFIGURE ] JOB ETA: 3.6m | Avg: 2.8s/test | Remaining: 79 tests
[2025-11-25T10:42:02.607683] [INFO ] [CONFIGURE ] MA: Testing feature 29/29: add_vwap
[2025-11-25T10:42:02.607731] [INFO ] [CONFIGURE ] MA: Testing with features: ['add_bollinger_bands', 'add_failed_moves', 'add_vwap']
[2025-11-25T10:42:02.879602] [DEBUG] [FORECASTER] MA: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T10:42:03.144590] [DEBUG] [FORECASTER] MA: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T10:42:03.387694] [DEBUG] [FORECASTER] MA: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T10:42:03.639940] [DEBUG] [FORECASTER] MA: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T10:42:03.902118] [DEBUG] [FORECASTER] MA: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T10:42:04.168675] [DEBUG] [FORECASTER] MA: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T10:42:04.441376] [DEBUG] [FORECASTER] MA: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T10:42:04.708780] [DEBUG] [FORECASTER] MA: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T10:42:04.974707] [DEBUG] [FORECASTER] MA: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T10:42:05.243181] [DEBUG] [FORECASTER] MA: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T10:42:05.243367] [INFO ] [CONFIGURE ] MA: DISCARDED add_vwap (score: 40.00%)
[2025-11-25T10:42:05.243427] [INFO ] [CONFIGURE ] JOB ETA: 3.6m | Avg: 2.8s/test | Remaining: 78 tests
[2025-11-25T10:42:05.243476] [INFO ] [CONFIGURE ] MA: ===== FEATURE SELECTION COMPLETE =====
[2025-11-25T10:42:05.243521] [INFO ] [CONFIGURE ] MA: Best accuracy: 70.00%
[2025-11-25T10:42:05.243565] [INFO ] [CONFIGURE ] MA: Best feature set (2 features): ['add_bollinger_bands', 'add_failed_moves']
[2025-11-25T10:42:05.243611] [INFO ] [CONFIGURE ] MA: Improvement over baseline: 30.00%
[2025-11-25T10:42:05.243790] [INFO ] [CONFIGURE ] MA: Total time: 1.3 minutes
[2025-11-25T10:42:05.243841] [INFO ] [CONFIGURE ] MA: Average time per feature: 2.7 seconds
[2025-11-25T10:42:05.243885] [INFO ] [CONFIGURE ] MA: Average speed: 0.37 features/sec
[2025-11-25T10:42:05.244225] [INFO ] [LOCAL     ] Saved configuration for MA: 2 features, 70.00% accuracy -> ./output/feature-sets/MA.json
[2025-11-25T10:42:05.244289] [INFO ] [CONFIGURE ] MA: Configuration saved successfully: 2 features, 70.00% accuracy.
[2025-11-25T10:42:05.244341] [INFO ] [sig       ] [163/164] Successfully configured MA | 0.01 sym/s | Total: 3.7h | ETA: 1.4m
[2025-11-25T10:42:05.244388] [INFO ] [sig       ] [164/164] Configuring VTR...
[2025-11-25T10:42:05.244429] [INFO ] [CONFIGURE ] VTR: Configurate test run.
[2025-11-25T10:42:05.244469] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VTR' from 'https://tdm.silogroup.org/data/derivative_storage/VTR.csv'.
[2025-11-25T10:42:05.258138] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'VTR'.
[2025-11-25T10:42:05.258778] [INFO ] [CONFIGURE ] VTR: Testing with 29 available features
[2025-11-25T10:42:05.258853] [INFO ] [CONFIGURE ] VTR: Establishing baseline with no features...
[2025-11-25T10:42:05.462312] [DEBUG] [FORECASTER] VTR: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T10:42:05.664483] [DEBUG] [FORECASTER] VTR: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T10:42:05.866898] [DEBUG] [FORECASTER] VTR: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T10:42:06.065949] [DEBUG] [FORECASTER] VTR: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1
[2025-11-25T10:42:06.261981] [DEBUG] [FORECASTER] VTR: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-25T10:42:06.461006] [DEBUG] [FORECASTER] VTR: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1
[2025-11-25T10:42:06.661800] [DEBUG] [FORECASTER] VTR: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T10:42:06.872968] [DEBUG] [FORECASTER] VTR: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T10:42:07.078151] [DEBUG] [FORECASTER] VTR: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T10:42:07.279145] [DEBUG] [FORECASTER] VTR: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-11-25T10:42:07.279389] [INFO ] [CONFIGURE ] VTR: Baseline score (no features): 40.00%
[2025-11-25T10:42:07.279443] [INFO ] [CONFIGURE ] VTR: Testing feature 1/29: add_bollinger_bands
[2025-11-25T10:42:07.279494] [INFO ] [CONFIGURE ] VTR: Testing with features: ['add_bollinger_bands']
[2025-11-25T10:42:07.532670] [DEBUG] [FORECASTER] VTR: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T10:42:07.772792] [DEBUG] [FORECASTER] VTR: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T10:42:08.015664] [DEBUG] [FORECASTER] VTR: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T10:42:08.254321] [DEBUG] [FORECASTER] VTR: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1
[2025-11-25T10:42:08.487317] [DEBUG] [FORECASTER] VTR: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T10:42:08.721046] [DEBUG] [FORECASTER] VTR: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1
[2025-11-25T10:42:08.983318] [DEBUG] [FORECASTER] VTR: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T10:42:09.233728] [DEBUG] [FORECASTER] VTR: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T10:42:09.502212] [DEBUG] [FORECASTER] VTR: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T10:42:09.764806] [DEBUG] [FORECASTER] VTR: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-11-25T10:42:09.765243] [INFO ] [CONFIGURE ] VTR: KEPT add_bollinger_bands (score: 50.00%)
[2025-11-25T10:42:09.765364] [INFO ] [CONFIGURE ] JOB ETA: 3.6m | Avg: 2.8s/test | Remaining: 77 tests
[2025-11-25T10:42:09.765473] [INFO ] [CONFIGURE ] VTR: Testing feature 2/29: add_cumulative_delta
[2025-11-25T10:42:09.765608] [INFO ] [CONFIGURE ] VTR: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta']
[2025-11-25T10:42:10.042132] [DEBUG] [FORECASTER] VTR: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T10:42:10.322905] [DEBUG] [FORECASTER] VTR: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T10:42:10.603504] [DEBUG] [FORECASTER] VTR: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T10:42:10.887465] [DEBUG] [FORECASTER] VTR: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1
[2025-11-25T10:42:11.162704] [DEBUG] [FORECASTER] VTR: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T10:42:11.464513] [DEBUG] [FORECASTER] VTR: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1
[2025-11-25T10:42:11.739842] [DEBUG] [FORECASTER] VTR: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T10:42:12.030975] [DEBUG] [FORECASTER] VTR: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T10:42:12.320183] [DEBUG] [FORECASTER] VTR: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T10:42:12.621292] [DEBUG] [FORECASTER] VTR: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-11-25T10:42:12.621551] [INFO ] [CONFIGURE ] VTR: DISCARDED add_cumulative_delta (score: 40.00%)
[2025-11-25T10:42:12.621612] [INFO ] [CONFIGURE ] JOB ETA: 3.5m | Avg: 2.8s/test | Remaining: 76 tests
[2025-11-25T10:42:12.621684] [INFO ] [CONFIGURE ] VTR: Testing feature 3/29: add_daily_returns
[2025-11-25T10:42:12.621735] [INFO ] [CONFIGURE ] VTR: Testing with features: ['add_bollinger_bands', 'add_daily_returns']
[2025-11-25T10:42:12.882753] [DEBUG] [FORECASTER] VTR: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T10:42:13.141257] [DEBUG] [FORECASTER] VTR: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T10:42:13.377434] [DEBUG] [FORECASTER] VTR: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T10:42:13.616596] [DEBUG] [FORECASTER] VTR: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1
[2025-11-25T10:42:13.862424] [DEBUG] [FORECASTER] VTR: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-25T10:42:14.099333] [DEBUG] [FORECASTER] VTR: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1
[2025-11-25T10:42:14.338609] [DEBUG] [FORECASTER] VTR: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T10:42:14.583443] [DEBUG] [FORECASTER] VTR: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T10:42:14.815496] [DEBUG] [FORECASTER] VTR: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T10:42:15.057090] [DEBUG] [FORECASTER] VTR: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-11-25T10:42:15.057509] [INFO ] [CONFIGURE ] VTR: DISCARDED add_daily_returns (score: 40.00%)
[2025-11-25T10:42:15.057629] [INFO ] [CONFIGURE ] JOB ETA: 3.5m | Avg: 2.8s/test | Remaining: 75 tests
[2025-11-25T10:42:15.057761] [INFO ] [CONFIGURE ] VTR: Testing feature 4/29: add_ema
[2025-11-25T10:42:15.057868] [INFO ] [CONFIGURE ] VTR: Testing with features: ['add_bollinger_bands', 'add_ema']
[2025-11-25T10:42:15.339450] [DEBUG] [FORECASTER] VTR: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T10:42:15.625099] [DEBUG] [FORECASTER] VTR: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T10:42:15.893453] [DEBUG] [FORECASTER] VTR: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T10:42:16.169906] [DEBUG] [FORECASTER] VTR: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1
[2025-11-25T10:42:16.435780] [DEBUG] [FORECASTER] VTR: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T10:42:16.702767] [DEBUG] [FORECASTER] VTR: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1
[2025-11-25T10:42:16.988538] [DEBUG] [FORECASTER] VTR: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T10:42:17.272448] [DEBUG] [FORECASTER] VTR: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T10:42:17.580734] [DEBUG] [FORECASTER] VTR: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T10:42:17.872283] [DEBUG] [FORECASTER] VTR: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-11-25T10:42:17.872515] [INFO ] [CONFIGURE ] VTR: DISCARDED add_ema (score: 40.00%)
[2025-11-25T10:42:17.872581] [INFO ] [CONFIGURE ] JOB ETA: 3.4m | Avg: 2.8s/test | Remaining: 74 tests
[2025-11-25T10:42:17.872624] [INFO ] [CONFIGURE ] VTR: Testing feature 5/29: add_exhaustion_signals
[2025-11-25T10:42:17.872699] [INFO ] [CONFIGURE ] VTR: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals']
[2025-11-25T10:42:18.159068] [DEBUG] [FORECASTER] VTR: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T10:42:18.437411] [DEBUG] [FORECASTER] VTR: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T10:42:18.728770] [DEBUG] [FORECASTER] VTR: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T10:42:18.995143] [DEBUG] [FORECASTER] VTR: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1
[2025-11-25T10:42:19.268763] [DEBUG] [FORECASTER] VTR: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-25T10:42:19.542122] [DEBUG] [FORECASTER] VTR: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1
[2025-11-25T10:42:19.820041] [DEBUG] [FORECASTER] VTR: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T10:42:20.097370] [DEBUG] [FORECASTER] VTR: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T10:42:20.385112] [DEBUG] [FORECASTER] VTR: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T10:42:20.667262] [DEBUG] [FORECASTER] VTR: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-11-25T10:42:20.667454] [INFO ] [CONFIGURE ] VTR: DISCARDED add_exhaustion_signals (score: 30.00%)
[2025-11-25T10:42:20.667512] [INFO ] [CONFIGURE ] JOB ETA: 3.4m | Avg: 2.8s/test | Remaining: 73 tests
[2025-11-25T10:42:20.667563] [INFO ] [CONFIGURE ] VTR: Testing feature 6/29: add_failed_moves
[2025-11-25T10:42:20.667632] [INFO ] [CONFIGURE ] VTR: Testing with features: ['add_bollinger_bands', 'add_failed_moves']
[2025-11-25T10:42:20.902659] [DEBUG] [FORECASTER] VTR: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T10:42:21.133831] [DEBUG] [FORECASTER] VTR: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T10:42:21.365381] [DEBUG] [FORECASTER] VTR: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T10:42:21.609480] [DEBUG] [FORECASTER] VTR: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1
[2025-11-25T10:42:21.851228] [DEBUG] [FORECASTER] VTR: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T10:42:22.089501] [DEBUG] [FORECASTER] VTR: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1
[2025-11-25T10:42:22.328468] [DEBUG] [FORECASTER] VTR: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T10:42:22.558291] [DEBUG] [FORECASTER] VTR: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T10:42:22.788991] [DEBUG] [FORECASTER] VTR: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T10:42:23.025601] [DEBUG] [FORECASTER] VTR: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-11-25T10:42:23.025794] [INFO ] [CONFIGURE ] VTR: KEPT add_failed_moves (score: 60.00%)
[2025-11-25T10:42:23.025845] [INFO ] [CONFIGURE ] JOB ETA: 3.3m | Avg: 2.8s/test | Remaining: 72 tests
[2025-11-25T10:42:23.025884] [INFO ] [CONFIGURE ] VTR: Testing feature 7/29: add_lag_shelf
[2025-11-25T10:42:23.025921] [INFO ] [CONFIGURE ] VTR: Testing with features: ['add_bollinger_bands', 'add_failed_moves', 'add_lag_shelf']
[2025-11-25T10:42:23.251220] [DEBUG] [FORECASTER] VTR: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T10:42:23.477081] [DEBUG] [FORECASTER] VTR: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T10:42:23.708664] [DEBUG] [FORECASTER] VTR: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T10:42:23.939381] [DEBUG] [FORECASTER] VTR: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1
[2025-11-25T10:42:24.208441] [DEBUG] [FORECASTER] VTR: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T10:42:24.455966] [DEBUG] [FORECASTER] VTR: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1
[2025-11-25T10:42:24.687303] [DEBUG] [FORECASTER] VTR: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T10:42:24.920311] [DEBUG] [FORECASTER] VTR: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T10:42:25.149863] [DEBUG] [FORECASTER] VTR: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T10:42:25.386247] [DEBUG] [FORECASTER] VTR: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-11-25T10:42:25.386611] [INFO ] [CONFIGURE ] VTR: DISCARDED add_lag_shelf (score: 40.00%)
[2025-11-25T10:42:25.386747] [INFO ] [CONFIGURE ] JOB ETA: 3.3m | Avg: 2.8s/test | Remaining: 71 tests
[2025-11-25T10:42:25.386855] [INFO ] [CONFIGURE ] VTR: Testing feature 8/29: add_macd
[2025-11-25T10:42:25.386961] [INFO ] [CONFIGURE ] VTR: Testing with features: ['add_bollinger_bands', 'add_failed_moves', 'add_vwap', 'add_macd']
[2025-11-25T10:42:25.720171] [DEBUG] [FORECASTER] VTR: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T10:42:26.077813] [DEBUG] [FORECASTER] VTR: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T10:42:26.435224] [DEBUG] [FORECASTER] VTR: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T10:42:26.790390] [DEBUG] [FORECASTER] VTR: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1
[2025-11-25T10:42:27.158331] [DEBUG] [FORECASTER] VTR: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-25T10:42:27.526799] [DEBUG] [FORECASTER] VTR: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1
[2025-11-25T10:42:27.876419] [DEBUG] [FORECASTER] VTR: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T10:42:28.239820] [DEBUG] [FORECASTER] VTR: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T10:42:28.580637] [DEBUG] [FORECASTER] VTR: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T10:42:28.929100] [DEBUG] [FORECASTER] VTR: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-11-25T10:42:28.929388] [INFO ] [CONFIGURE ] VTR: DISCARDED add_macd (score: 20.00%)
[2025-11-25T10:42:28.929454] [INFO ] [CONFIGURE ] JOB ETA: 3.2m | Avg: 2.8s/test | Remaining: 70 tests
[2025-11-25T10:42:28.929511] [INFO ] [CONFIGURE ] VTR: Testing feature 9/29: add_mfi
[2025-11-25T10:42:28.929564] [INFO ] [CONFIGURE ] VTR: Testing with features: ['add_bollinger_bands', 'add_failed_moves', 'add_mfi']
[2025-11-25T10:42:29.234032] [DEBUG] [FORECASTER] VTR: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T10:42:29.506366] [DEBUG] [FORECASTER] VTR: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T10:42:29.764903] [DEBUG] [FORECASTER] VTR: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T10:42:30.017639] [DEBUG] [FORECASTER] VTR: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1
[2025-11-25T10:42:30.272229] [DEBUG] [FORECASTER] VTR: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T10:42:30.536212] [DEBUG] [FORECASTER] VTR: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1
[2025-11-25T10:42:30.794930] [DEBUG] [FORECASTER] VTR: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T10:42:31.057070] [DEBUG] [FORECASTER] VTR: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T10:42:31.316846] [DEBUG] [FORECASTER] VTR: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T10:42:31.577681] [DEBUG] [FORECASTER] VTR: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-11-25T10:42:31.578063] [INFO ] [CONFIGURE ] VTR: DISCARDED add_mfi (score: 60.00%)
[2025-11-25T10:42:31.578133] [INFO ] [CONFIGURE ] JOB ETA: 3.2m | Avg: 2.8s/test | Remaining: 69 tests
[2025-11-25T10:42:31.578188] [INFO ] [CONFIGURE ] VTR: Testing feature 10/29: add_momentum_acceleration
[2025-11-25T10:42:31.578238] [INFO ] [CONFIGURE ] VTR: Testing with features: ['add_bollinger_bands', 'add_failed_moves', 'add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-11-25T10:42:31.941813] [DEBUG] [FORECASTER] VTR: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T10:42:32.301388] [DEBUG] [FORECASTER] VTR: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T10:42:32.666629] [DEBUG] [FORECASTER] VTR: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T10:42:33.047984] [DEBUG] [FORECASTER] VTR: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-25T10:42:33.406752] [DEBUG] [FORECASTER] VTR: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-25T10:42:33.769316] [DEBUG] [FORECASTER] VTR: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1
[2025-11-25T10:42:34.134230] [DEBUG] [FORECASTER] VTR: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T10:42:34.459461] [DEBUG] [FORECASTER] VTR: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T10:42:34.769045] [DEBUG] [FORECASTER] VTR: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T10:42:35.084156] [DEBUG] [FORECASTER] VTR: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-11-25T10:42:35.084333] [INFO ] [CONFIGURE ] VTR: DISCARDED add_momentum_acceleration (score: 50.00%)
[2025-11-25T10:42:35.084390] [INFO ] [CONFIGURE ] JOB ETA: 3.1m | Avg: 2.8s/test | Remaining: 68 tests
[2025-11-25T10:42:35.084436] [INFO ] [CONFIGURE ] VTR: Testing feature 11/29: add_obv_daily
[2025-11-25T10:42:35.084474] [INFO ] [CONFIGURE ] VTR: Testing with features: ['add_bollinger_bands', 'add_failed_moves', 'add_obv_daily']
[2025-11-25T10:42:35.309156] [DEBUG] [FORECASTER] VTR: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T10:42:35.534940] [DEBUG] [FORECASTER] VTR: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T10:42:35.771897] [DEBUG] [FORECASTER] VTR: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T10:42:36.018105] [DEBUG] [FORECASTER] VTR: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1
[2025-11-25T10:42:36.258547] [DEBUG] [FORECASTER] VTR: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T10:42:36.507913] [DEBUG] [FORECASTER] VTR: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1
[2025-11-25T10:42:36.752966] [DEBUG] [FORECASTER] VTR: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T10:42:36.997705] [DEBUG] [FORECASTER] VTR: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T10:42:37.243846] [DEBUG] [FORECASTER] VTR: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T10:42:37.496839] [DEBUG] [FORECASTER] VTR: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-11-25T10:42:37.497014] [INFO ] [CONFIGURE ] VTR: DISCARDED add_obv_daily (score: 40.00%)
[2025-11-25T10:42:37.497087] [INFO ] [CONFIGURE ] JOB ETA: 3.1m | Avg: 2.8s/test | Remaining: 67 tests
[2025-11-25T10:42:37.497161] [INFO ] [CONFIGURE ] VTR: Testing feature 12/29: add_obv_interval
[2025-11-25T10:42:37.497213] [INFO ] [CONFIGURE ] VTR: Testing with features: ['add_bollinger_bands', 'add_failed_moves', 'add_obv_interval']
[2025-11-25T10:42:37.724500] [DEBUG] [FORECASTER] VTR: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T10:42:37.957528] [DEBUG] [FORECASTER] VTR: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T10:42:38.186708] [DEBUG] [FORECASTER] VTR: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T10:42:38.419213] [DEBUG] [FORECASTER] VTR: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1
[2025-11-25T10:42:38.655710] [DEBUG] [FORECASTER] VTR: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T10:42:38.892303] [DEBUG] [FORECASTER] VTR: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1
[2025-11-25T10:42:39.131135] [DEBUG] [FORECASTER] VTR: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T10:42:39.366869] [DEBUG] [FORECASTER] VTR: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T10:42:39.607562] [DEBUG] [FORECASTER] VTR: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T10:42:39.844060] [DEBUG] [FORECASTER] VTR: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-11-25T10:42:39.844249] [INFO ] [CONFIGURE ] VTR: KEPT add_obv_interval (score: 70.00%)
[2025-11-25T10:42:39.844308] [INFO ] [CONFIGURE ] JOB ETA: 3.0m | Avg: 2.8s/test | Remaining: 66 tests
[2025-11-25T10:42:39.844358] [INFO ] [CONFIGURE ] VTR: Testing feature 13/29: add_opening_strength
[2025-11-25T10:42:39.844409] [INFO ] [CONFIGURE ] VTR: Testing with features: ['add_bollinger_bands', 'add_failed_moves', 'add_obv_interval', 'add_daily_returns', 'add_opening_strength']
[2025-11-25T10:42:40.130325] [DEBUG] [FORECASTER] VTR: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T10:42:40.423564] [DEBUG] [FORECASTER] VTR: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T10:42:40.723959] [DEBUG] [FORECASTER] VTR: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T10:42:41.016884] [DEBUG] [FORECASTER] VTR: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1
[2025-11-25T10:42:41.289766] [DEBUG] [FORECASTER] VTR: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T10:42:41.557888] [DEBUG] [FORECASTER] VTR: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1
[2025-11-25T10:42:41.842282] [DEBUG] [FORECASTER] VTR: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T10:42:42.145135] [DEBUG] [FORECASTER] VTR: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T10:42:42.416514] [DEBUG] [FORECASTER] VTR: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T10:42:42.691530] [DEBUG] [FORECASTER] VTR: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-11-25T10:42:42.691739] [INFO ] [CONFIGURE ] VTR: DISCARDED add_opening_strength (score: 60.00%)
[2025-11-25T10:42:42.691798] [INFO ] [CONFIGURE ] JOB ETA: 3.0m | Avg: 2.8s/test | Remaining: 65 tests
[2025-11-25T10:42:42.691845] [INFO ] [CONFIGURE ] VTR: Testing feature 14/29: add_order_flow_imbalance
[2025-11-25T10:42:42.691888] [INFO ] [CONFIGURE ] VTR: Testing with features: ['add_bollinger_bands', 'add_failed_moves', 'add_obv_interval', 'add_order_flow_imbalance']
[2025-11-25T10:42:42.947463] [DEBUG] [FORECASTER] VTR: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T10:42:43.208817] [DEBUG] [FORECASTER] VTR: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T10:42:43.467216] [DEBUG] [FORECASTER] VTR: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T10:42:43.752255] [DEBUG] [FORECASTER] VTR: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1
[2025-11-25T10:42:44.072108] [DEBUG] [FORECASTER] VTR: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-25T10:42:44.427530] [DEBUG] [FORECASTER] VTR: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1
[2025-11-25T10:42:44.800185] [DEBUG] [FORECASTER] VTR: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T10:42:45.092708] [DEBUG] [FORECASTER] VTR: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T10:42:45.373002] [DEBUG] [FORECASTER] VTR: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T10:42:45.690132] [DEBUG] [FORECASTER] VTR: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-11-25T10:42:45.690322] [INFO ] [CONFIGURE ] VTR: DISCARDED add_order_flow_imbalance (score: 40.00%)
[2025-11-25T10:42:45.690428] [INFO ] [CONFIGURE ] JOB ETA: 3.0m | Avg: 2.8s/test | Remaining: 64 tests
[2025-11-25T10:42:45.690480] [INFO ] [CONFIGURE ] VTR: Testing feature 15/29: add_pbf_morning_momentum
[2025-11-25T10:42:45.690529] [INFO ] [CONFIGURE ] VTR: Testing with features: ['add_bollinger_bands', 'add_failed_moves', 'add_obv_interval', 'add_pbf_morning_momentum']
[2025-11-25T10:42:45.953883] [DEBUG] [FORECASTER] VTR: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T10:42:46.223569] [DEBUG] [FORECASTER] VTR: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T10:42:46.456048] [DEBUG] [FORECASTER] VTR: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T10:42:46.722222] [DEBUG] [FORECASTER] VTR: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-25T10:42:47.001775] [DEBUG] [FORECASTER] VTR: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T10:42:47.267335] [DEBUG] [FORECASTER] VTR: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1
[2025-11-25T10:42:47.533323] [DEBUG] [FORECASTER] VTR: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T10:42:47.799212] [DEBUG] [FORECASTER] VTR: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T10:42:48.077339] [DEBUG] [FORECASTER] VTR: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T10:42:48.341834] [DEBUG] [FORECASTER] VTR: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-11-25T10:42:48.342018] [INFO ] [CONFIGURE ] VTR: DISCARDED add_pbf_morning_momentum (score: 70.00%)
[2025-11-25T10:42:48.342077] [INFO ] [CONFIGURE ] JOB ETA: 2.9m | Avg: 2.8s/test | Remaining: 63 tests
[2025-11-25T10:42:48.342125] [INFO ] [CONFIGURE ] VTR: Testing feature 16/29: add_pbf_overnight_gap
[2025-11-25T10:42:48.342170] [INFO ] [CONFIGURE ] VTR: Testing with features: ['add_bollinger_bands', 'add_failed_moves', 'add_obv_interval', 'add_pbf_overnight_gap']
[2025-11-25T10:42:48.629957] [DEBUG] [FORECASTER] VTR: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T10:42:48.912982] [DEBUG] [FORECASTER] VTR: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T10:42:49.201962] [DEBUG] [FORECASTER] VTR: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T10:42:49.483511] [DEBUG] [FORECASTER] VTR: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1
[2025-11-25T10:42:49.767205] [DEBUG] [FORECASTER] VTR: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-25T10:42:50.050677] [DEBUG] [FORECASTER] VTR: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1
[2025-11-25T10:42:50.353277] [DEBUG] [FORECASTER] VTR: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T10:42:50.639207] [DEBUG] [FORECASTER] VTR: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T10:42:50.917486] [DEBUG] [FORECASTER] VTR: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T10:42:51.193025] [DEBUG] [FORECASTER] VTR: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-11-25T10:42:51.193208] [INFO ] [CONFIGURE ] VTR: DISCARDED add_pbf_overnight_gap (score: 40.00%)
[2025-11-25T10:42:51.193266] [INFO ] [CONFIGURE ] JOB ETA: 2.9m | Avg: 2.8s/test | Remaining: 62 tests
[2025-11-25T10:42:51.193313] [INFO ] [CONFIGURE ] VTR: Testing feature 17/29: add_pbf_return_2d
[2025-11-25T10:42:51.193357] [INFO ] [CONFIGURE ] VTR: Testing with features: ['add_bollinger_bands', 'add_failed_moves', 'add_obv_interval', 'add_pbf_return_2d']
[2025-11-25T10:42:51.481240] [DEBUG] [FORECASTER] VTR: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T10:42:51.770850] [DEBUG] [FORECASTER] VTR: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T10:42:52.071461] [DEBUG] [FORECASTER] VTR: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T10:42:52.352737] [DEBUG] [FORECASTER] VTR: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1
[2025-11-25T10:42:52.649440] [DEBUG] [FORECASTER] VTR: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T10:42:52.952227] [DEBUG] [FORECASTER] VTR: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1
[2025-11-25T10:42:53.245207] [DEBUG] [FORECASTER] VTR: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T10:42:53.520828] [DEBUG] [FORECASTER] VTR: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T10:42:53.792358] [DEBUG] [FORECASTER] VTR: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T10:42:54.088916] [DEBUG] [FORECASTER] VTR: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-11-25T10:42:54.089114] [INFO ] [CONFIGURE ] VTR: DISCARDED add_pbf_return_2d (score: 50.00%)
[2025-11-25T10:42:54.089175] [INFO ] [CONFIGURE ] JOB ETA: 2.8m | Avg: 2.8s/test | Remaining: 61 tests
[2025-11-25T10:42:54.089231] [INFO ] [CONFIGURE ] VTR: Testing feature 18/29: add_pbf_volatility_5d
[2025-11-25T10:42:54.089278] [INFO ] [CONFIGURE ] VTR: Testing with features: ['add_bollinger_bands', 'add_failed_moves', 'add_obv_interval', 'add_pbf_volatility_5d']
[2025-11-25T10:42:54.354352] [DEBUG] [FORECASTER] VTR: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T10:42:54.621739] [DEBUG] [FORECASTER] VTR: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T10:42:54.887202] [DEBUG] [FORECASTER] VTR: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T10:42:55.156943] [DEBUG] [FORECASTER] VTR: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1
[2025-11-25T10:42:55.425023] [DEBUG] [FORECASTER] VTR: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T10:42:55.695038] [DEBUG] [FORECASTER] VTR: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1
[2025-11-25T10:42:55.971069] [DEBUG] [FORECASTER] VTR: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T10:42:56.248137] [DEBUG] [FORECASTER] VTR: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T10:42:56.524674] [DEBUG] [FORECASTER] VTR: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T10:42:56.811247] [DEBUG] [FORECASTER] VTR: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-11-25T10:42:56.811435] [INFO ] [CONFIGURE ] VTR: DISCARDED add_pbf_volatility_5d (score: 60.00%)
[2025-11-25T10:42:56.811495] [INFO ] [CONFIGURE ] JOB ETA: 2.8m | Avg: 2.8s/test | Remaining: 60 tests
[2025-11-25T10:42:56.811544] [INFO ] [CONFIGURE ] VTR: Testing feature 19/29: add_pbf_vs_sma_5
[2025-11-25T10:42:56.811590] [INFO ] [CONFIGURE ] VTR: Testing with features: ['add_bollinger_bands', 'add_failed_moves', 'add_obv_interval', 'add_pbf_vs_sma_5']
[2025-11-25T10:42:57.072979] [DEBUG] [FORECASTER] VTR: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T10:42:57.333376] [DEBUG] [FORECASTER] VTR: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T10:42:57.599996] [DEBUG] [FORECASTER] VTR: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T10:42:57.868493] [DEBUG] [FORECASTER] VTR: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1
[2025-11-25T10:42:58.144051] [DEBUG] [FORECASTER] VTR: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T10:42:58.420634] [DEBUG] [FORECASTER] VTR: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1
[2025-11-25T10:42:58.696107] [DEBUG] [FORECASTER] VTR: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T10:42:58.965904] [DEBUG] [FORECASTER] VTR: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T10:42:59.276563] [DEBUG] [FORECASTER] VTR: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T10:42:59.544925] [DEBUG] [FORECASTER] VTR: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-11-25T10:42:59.545126] [INFO ] [CONFIGURE ] VTR: DISCARDED add_pbf_vs_sma_5 (score: 50.00%)
[2025-11-25T10:42:59.545189] [INFO ] [CONFIGURE ] JOB ETA: 2.7m | Avg: 2.8s/test | Remaining: 59 tests
[2025-11-25T10:42:59.545295] [INFO ] [CONFIGURE ] VTR: Testing feature 20/29: add_price_rejection
[2025-11-25T10:42:59.545351] [INFO ] [CONFIGURE ] VTR: Testing with features: ['add_bollinger_bands', 'add_failed_moves', 'add_obv_interval', 'add_price_rejection']
[2025-11-25T10:42:59.836589] [DEBUG] [FORECASTER] VTR: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T10:43:00.153070] [DEBUG] [FORECASTER] VTR: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T10:43:00.445274] [DEBUG] [FORECASTER] VTR: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T10:43:00.737388] [DEBUG] [FORECASTER] VTR: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-25T10:43:01.791564] [DEBUG] [FORECASTER] VTR: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-25T10:43:02.242082] [DEBUG] [FORECASTER] VTR: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1
[2025-11-25T10:43:02.540003] [DEBUG] [FORECASTER] VTR: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T10:43:02.836774] [DEBUG] [FORECASTER] VTR: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T10:43:03.134496] [DEBUG] [FORECASTER] VTR: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T10:43:03.430805] [DEBUG] [FORECASTER] VTR: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-11-25T10:43:03.430999] [INFO ] [CONFIGURE ] VTR: DISCARDED add_price_rejection (score: 60.00%)
[2025-11-25T10:43:03.431061] [INFO ] [CONFIGURE ] JOB ETA: 2.7m | Avg: 2.8s/test | Remaining: 58 tests
[2025-11-25T10:43:03.431111] [INFO ] [CONFIGURE ] VTR: Testing feature 21/29: add_range_position
[2025-11-25T10:43:03.431159] [INFO ] [CONFIGURE ] VTR: Testing with features: ['add_bollinger_bands', 'add_failed_moves', 'add_obv_interval', 'add_range_position']
[2025-11-25T10:43:03.731003] [DEBUG] [FORECASTER] VTR: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T10:43:04.035490] [DEBUG] [FORECASTER] VTR: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T10:43:04.338399] [DEBUG] [FORECASTER] VTR: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T10:43:04.643986] [DEBUG] [FORECASTER] VTR: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1
[2025-11-25T10:43:04.958601] [DEBUG] [FORECASTER] VTR: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-25T10:43:05.274346] [DEBUG] [FORECASTER] VTR: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1
[2025-11-25T10:43:05.574296] [DEBUG] [FORECASTER] VTR: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T10:43:05.883252] [DEBUG] [FORECASTER] VTR: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T10:43:06.194629] [DEBUG] [FORECASTER] VTR: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T10:43:06.511113] [DEBUG] [FORECASTER] VTR: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-11-25T10:43:06.511324] [INFO ] [CONFIGURE ] VTR: DISCARDED add_range_position (score: 40.00%)
[2025-11-25T10:43:06.511387] [INFO ] [CONFIGURE ] JOB ETA: 2.6m | Avg: 2.8s/test | Remaining: 57 tests
[2025-11-25T10:43:06.511438] [INFO ] [CONFIGURE ] VTR: Testing feature 22/29: add_realized_volatility
[2025-11-25T10:43:06.511486] [INFO ] [CONFIGURE ] VTR: Testing with features: ['add_bollinger_bands', 'add_failed_moves', 'add_obv_interval', 'add_realized_volatility']
[2025-11-25T10:43:06.917534] [DEBUG] [FORECASTER] VTR: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T10:43:07.313345] [DEBUG] [FORECASTER] VTR: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T10:43:07.701074] [DEBUG] [FORECASTER] VTR: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T10:43:08.083966] [DEBUG] [FORECASTER] VTR: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1
[2025-11-25T10:43:08.470177] [DEBUG] [FORECASTER] VTR: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T10:43:08.849172] [DEBUG] [FORECASTER] VTR: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1
[2025-11-25T10:43:09.250243] [DEBUG] [FORECASTER] VTR: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T10:43:09.639415] [DEBUG] [FORECASTER] VTR: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T10:43:10.028284] [DEBUG] [FORECASTER] VTR: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T10:43:10.418527] [DEBUG] [FORECASTER] VTR: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-11-25T10:43:10.418756] [INFO ] [CONFIGURE ] VTR: DISCARDED add_realized_volatility (score: 40.00%)
[2025-11-25T10:43:10.418821] [INFO ] [CONFIGURE ] JOB ETA: 2.6m | Avg: 2.8s/test | Remaining: 56 tests
[2025-11-25T10:43:10.418876] [INFO ] [CONFIGURE ] VTR: Testing feature 23/29: add_recent_range_context
[2025-11-25T10:43:10.418924] [INFO ] [CONFIGURE ] VTR: Testing with features: ['add_bollinger_bands', 'add_failed_moves', 'add_obv_interval', 'add_recent_range_context']
[2025-11-25T10:43:10.702134] [DEBUG] [FORECASTER] VTR: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T10:43:10.980165] [DEBUG] [FORECASTER] VTR: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T10:43:11.257122] [DEBUG] [FORECASTER] VTR: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T10:43:11.541328] [DEBUG] [FORECASTER] VTR: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1
[2025-11-25T10:43:11.831424] [DEBUG] [FORECASTER] VTR: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T10:43:12.124929] [DEBUG] [FORECASTER] VTR: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1
[2025-11-25T10:43:12.412521] [DEBUG] [FORECASTER] VTR: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T10:43:12.698844] [DEBUG] [FORECASTER] VTR: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T10:43:12.992549] [DEBUG] [FORECASTER] VTR: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T10:43:13.271176] [DEBUG] [FORECASTER] VTR: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-11-25T10:43:13.271379] [INFO ] [CONFIGURE ] VTR: DISCARDED add_recent_range_context (score: 50.00%)
[2025-11-25T10:43:13.271446] [INFO ] [CONFIGURE ] JOB ETA: 2.5m | Avg: 2.8s/test | Remaining: 55 tests
[2025-11-25T10:43:13.271498] [INFO ] [CONFIGURE ] VTR: Testing feature 24/29: add_rsi
[2025-11-25T10:43:13.271556] [INFO ] [CONFIGURE ] VTR: Testing with features: ['add_bollinger_bands', 'add_failed_moves', 'add_obv_interval', 'add_ema', 'add_rsi']
[2025-11-25T10:43:13.603336] [DEBUG] [FORECASTER] VTR: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T10:43:13.948586] [DEBUG] [FORECASTER] VTR: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T10:43:14.278519] [DEBUG] [FORECASTER] VTR: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T10:43:14.603135] [DEBUG] [FORECASTER] VTR: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1
[2025-11-25T10:43:14.926136] [DEBUG] [FORECASTER] VTR: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T10:43:15.262719] [DEBUG] [FORECASTER] VTR: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1
[2025-11-25T10:43:15.618845] [DEBUG] [FORECASTER] VTR: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T10:43:15.934233] [DEBUG] [FORECASTER] VTR: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T10:43:16.249604] [DEBUG] [FORECASTER] VTR: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T10:43:16.566829] [DEBUG] [FORECASTER] VTR: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-11-25T10:43:16.567062] [INFO ] [CONFIGURE ] VTR: DISCARDED add_rsi (score: 50.00%)
[2025-11-25T10:43:16.567135] [INFO ] [CONFIGURE ] JOB ETA: 2.5m | Avg: 2.8s/test | Remaining: 54 tests
[2025-11-25T10:43:16.567187] [INFO ] [CONFIGURE ] VTR: Testing feature 25/29: add_tick_distribution
[2025-11-25T10:43:16.567302] [INFO ] [CONFIGURE ] VTR: Testing with features: ['add_bollinger_bands', 'add_failed_moves', 'add_obv_interval', 'add_tick_distribution']
[2025-11-25T10:43:16.843092] [DEBUG] [FORECASTER] VTR: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T10:43:17.091592] [DEBUG] [FORECASTER] VTR: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T10:43:17.355374] [DEBUG] [FORECASTER] VTR: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T10:43:17.632562] [DEBUG] [FORECASTER] VTR: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1
[2025-11-25T10:43:17.902205] [DEBUG] [FORECASTER] VTR: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T10:43:18.174844] [DEBUG] [FORECASTER] VTR: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1
[2025-11-25T10:43:18.443657] [DEBUG] [FORECASTER] VTR: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T10:43:18.711622] [DEBUG] [FORECASTER] VTR: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T10:43:18.992600] [DEBUG] [FORECASTER] VTR: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T10:43:19.275278] [DEBUG] [FORECASTER] VTR: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-11-25T10:43:19.275510] [INFO ] [CONFIGURE ] VTR: DISCARDED add_tick_distribution (score: 40.00%)
[2025-11-25T10:43:19.275584] [INFO ] [CONFIGURE ] JOB ETA: 2.4m | Avg: 2.8s/test | Remaining: 53 tests
[2025-11-25T10:43:19.275636] [INFO ] [CONFIGURE ] VTR: Testing feature 26/29: add_volume_momentum_confirmation
[2025-11-25T10:43:19.275707] [INFO ] [CONFIGURE ] VTR: Testing with features: ['add_bollinger_bands', 'add_failed_moves', 'add_obv_interval', 'add_volume_momentum_confirmation']
[2025-11-25T10:43:19.562685] [DEBUG] [FORECASTER] VTR: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T10:43:19.853627] [DEBUG] [FORECASTER] VTR: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T10:43:20.129768] [DEBUG] [FORECASTER] VTR: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T10:43:20.418960] [DEBUG] [FORECASTER] VTR: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1
[2025-11-25T10:43:20.694520] [DEBUG] [FORECASTER] VTR: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T10:43:20.975943] [DEBUG] [FORECASTER] VTR: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1
[2025-11-25T10:43:21.255928] [DEBUG] [FORECASTER] VTR: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T10:43:21.540991] [DEBUG] [FORECASTER] VTR: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T10:43:21.828209] [DEBUG] [FORECASTER] VTR: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T10:43:22.103399] [DEBUG] [FORECASTER] VTR: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-11-25T10:43:22.103603] [INFO ] [CONFIGURE ] VTR: DISCARDED add_volume_momentum_confirmation (score: 50.00%)
[2025-11-25T10:43:22.103684] [INFO ] [CONFIGURE ] JOB ETA: 2.4m | Avg: 2.8s/test | Remaining: 52 tests
[2025-11-25T10:43:22.103736] [INFO ] [CONFIGURE ] VTR: Testing feature 27/29: add_volume_price_divergence
[2025-11-25T10:43:22.103783] [INFO ] [CONFIGURE ] VTR: Testing with features: ['add_bollinger_bands', 'add_failed_moves', 'add_obv_interval', 'add_volume_price_divergence']
[2025-11-25T10:43:22.407434] [DEBUG] [FORECASTER] VTR: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T10:43:22.712611] [DEBUG] [FORECASTER] VTR: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T10:43:23.011288] [DEBUG] [FORECASTER] VTR: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T10:43:23.316690] [DEBUG] [FORECASTER] VTR: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1
[2025-11-25T10:43:23.620794] [DEBUG] [FORECASTER] VTR: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T10:43:23.903866] [DEBUG] [FORECASTER] VTR: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1
[2025-11-25T10:43:24.208330] [DEBUG] [FORECASTER] VTR: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T10:43:24.538585] [DEBUG] [FORECASTER] VTR: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T10:43:24.835938] [DEBUG] [FORECASTER] VTR: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T10:43:25.142133] [DEBUG] [FORECASTER] VTR: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-11-25T10:43:25.142341] [INFO ] [CONFIGURE ] VTR: DISCARDED add_volume_price_divergence (score: 40.00%)
[2025-11-25T10:43:25.142405] [INFO ] [CONFIGURE ] JOB ETA: 2.4m | Avg: 2.8s/test | Remaining: 51 tests
[2025-11-25T10:43:25.142457] [INFO ] [CONFIGURE ] VTR: Testing feature 28/29: add_volume_profile
[2025-11-25T10:43:25.142509] [INFO ] [CONFIGURE ] VTR: Testing with features: ['add_bollinger_bands', 'add_failed_moves', 'add_obv_interval', 'add_volume_profile']
[2025-11-25T10:43:25.427323] [DEBUG] [FORECASTER] VTR: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T10:43:25.712882] [DEBUG] [FORECASTER] VTR: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T10:43:25.998932] [DEBUG] [FORECASTER] VTR: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T10:43:26.287127] [DEBUG] [FORECASTER] VTR: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1
[2025-11-25T10:43:26.580772] [DEBUG] [FORECASTER] VTR: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T10:43:26.896076] [DEBUG] [FORECASTER] VTR: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1
[2025-11-25T10:43:27.192596] [DEBUG] [FORECASTER] VTR: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T10:43:27.488321] [DEBUG] [FORECASTER] VTR: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T10:43:27.785337] [DEBUG] [FORECASTER] VTR: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T10:43:28.082141] [DEBUG] [FORECASTER] VTR: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-11-25T10:43:28.082328] [INFO ] [CONFIGURE ] VTR: DISCARDED add_volume_profile (score: 50.00%)
[2025-11-25T10:43:28.082387] [INFO ] [CONFIGURE ] JOB ETA: 2.3m | Avg: 2.8s/test | Remaining: 50 tests
[2025-11-25T10:43:28.082436] [INFO ] [CONFIGURE ] VTR: Testing feature 29/29: add_vwap
[2025-11-25T10:43:28.082483] [INFO ] [CONFIGURE ] VTR: Testing with features: ['add_bollinger_bands', 'add_failed_moves', 'add_obv_interval', 'add_vwap']
[2025-11-25T10:43:28.362047] [DEBUG] [FORECASTER] VTR: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T10:43:28.645275] [DEBUG] [FORECASTER] VTR: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T10:43:28.923177] [DEBUG] [FORECASTER] VTR: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T10:43:29.207627] [DEBUG] [FORECASTER] VTR: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1
[2025-11-25T10:43:29.496432] [DEBUG] [FORECASTER] VTR: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T10:43:29.781306] [DEBUG] [FORECASTER] VTR: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1
[2025-11-25T10:43:30.088857] [DEBUG] [FORECASTER] VTR: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T10:43:30.393274] [DEBUG] [FORECASTER] VTR: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T10:43:30.674559] [DEBUG] [FORECASTER] VTR: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T10:43:30.978380] [DEBUG] [FORECASTER] VTR: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-11-25T10:43:30.978601] [INFO ] [CONFIGURE ] VTR: DISCARDED add_vwap (score: 60.00%)
[2025-11-25T10:43:30.978701] [INFO ] [CONFIGURE ] JOB ETA: 2.3m | Avg: 2.8s/test | Remaining: 49 tests
[2025-11-25T10:43:30.978756] [INFO ] [CONFIGURE ] VTR: ===== FEATURE SELECTION COMPLETE =====
[2025-11-25T10:43:30.978802] [INFO ] [CONFIGURE ] VTR: Best accuracy: 70.00%
[2025-11-25T10:43:30.978927] [INFO ] [CONFIGURE ] VTR: Best feature set (3 features): ['add_bollinger_bands', 'add_failed_moves', 'add_obv_interval']
[2025-11-25T10:43:30.978976] [INFO ] [CONFIGURE ] VTR: Improvement over baseline: 30.00%
[2025-11-25T10:43:30.979017] [INFO ] [CONFIGURE ] VTR: Total time: 1.4 minutes
[2025-11-25T10:43:30.979056] [INFO ] [CONFIGURE ] VTR: Average time per feature: 2.9 seconds
[2025-11-25T10:43:30.979095] [INFO ] [CONFIGURE ] VTR: Average speed: 0.35 features/sec
[2025-11-25T10:43:30.979591] [INFO ] [LOCAL     ] Saved configuration for VTR: 3 features, 70.00% accuracy -> ./output/feature-sets/VTR.json
[2025-11-25T10:43:30.979679] [INFO ] [CONFIGURE ] VTR: Configuration saved successfully: 3 features, 70.00% accuracy.
[2025-11-25T10:43:30.979734] [INFO ] [sig       ] [164/164] Successfully configured VTR | 0.01 sym/s | Total: 3.7h | ETA: 0s
[2025-11-25T10:43:30.979782] [INFO ] [sig       ] ==================================================
[2025-11-25T10:43:30.979825] [INFO ] [sig       ] Configuration complete: 164/164 symbols succeeded
[2025-11-25T10:43:31.649439] [DEBUG] [EMAIL     ] Email sent to 'chris.punches@silogroup.org' with subject: 'COMPLETE_OK: SIGR CONFIGURATION'
[2025-11-25T10:43:31.649694] [INFO ] [sig       ] Email notification sent
[2025-11-25T10:43:31.649968] [INFO ] [sig       ] Generating forecasts for all active symbols
[2025-11-25T10:43:31.650034] [DEBUG] [REMOTE    ] Fetching current symbols from directory listing at 'https://tdm.silogroup.org/data/derivative_storage'.
[2025-11-25T10:43:31.690431] [DEBUG] [REMOTE    ] Fetched 2057 unique symbols from directory listing.
[2025-11-25T10:43:31.696159] [DEBUG] [LOCAL     ] No files to prune - all symbols are valid
[2025-11-25T10:43:31.696331] [INFO ] [sig       ] Found 2057 active symbols to forecast
[2025-11-25T10:43:31.696764] [INFO ] [sig       ] [1/2057] Forecasting A...
[2025-11-25T10:43:31.696817] [INFO ] [sig       ] Generating forecast for: A
[2025-11-25T10:43:31.696862] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'A' from 'https://tdm.silogroup.org/data/derivative_storage/A.csv'.
[2025-11-25T10:43:31.710867] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'A'.
[2025-11-25T10:43:31.711278] [INFO ] [FORECASTER] Starting predict_future for A
[2025-11-25T10:43:31.712280] [DEBUG] [LOCAL     ] No optimal features file found for A: ./output/feature-sets/A.txt
[2025-11-25T10:43:31.712372] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:43:31.712451] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:43:31.712516] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:43:31.712622] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:43:31.782868] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:43:31.783797] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:43:31.783898] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:43:31.783946] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:43:31.868837] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:43:31.869228] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:43:31.869276] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:43:31.869313] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:43:31.873369] [DEBUG] [FORECASTER] A: Forecast T+1@11:T+2@11: DOWN (p=9.46%)
[2025-11-25T10:43:31.873696] [INFO ] [FORECASTER] Completed predict_future for A
[2025-11-25T10:43:31.873883] [INFO ] [sig       ] A: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:43:32.043302] [INFO ] [LOCAL     ] Saved forecast: A	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/A.txt
[2025-11-25T10:43:32.043543] [INFO ] [sig       ] [1/2057] Completed A in 0.3s | 2.88 sym/s | Total: 0.3s | ETA: 11.9m
[2025-11-25T10:43:32.043635] [INFO ] [sig       ] [2/2057] Forecasting AA...
[2025-11-25T10:43:32.043742] [INFO ] [sig       ] Generating forecast for: AA
[2025-11-25T10:43:32.043813] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AA' from 'https://tdm.silogroup.org/data/derivative_storage/AA.csv'.
[2025-11-25T10:43:32.056603] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'AA'.
[2025-11-25T10:43:32.057120] [INFO ] [FORECASTER] Starting predict_future for AA
[2025-11-25T10:43:32.058042] [DEBUG] [LOCAL     ] No optimal features file found for AA: ./output/feature-sets/AA.txt
[2025-11-25T10:43:32.058125] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:43:32.058196] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:43:32.058262] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:43:32.058367] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:43:32.135236] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:43:32.136306] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:43:32.136436] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:43:32.136491] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:43:32.268578] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:43:32.268832] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:43:32.268885] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:43:32.268924] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:43:32.273357] [DEBUG] [FORECASTER] AA: Forecast T+1@11:T+2@11: DOWN (p=10.82%)
[2025-11-25T10:43:32.273823] [INFO ] [FORECASTER] Completed predict_future for AA
[2025-11-25T10:43:32.274021] [INFO ] [sig       ] AA: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:43:32.463683] [INFO ] [LOCAL     ] Saved forecast: AA	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/AA.txt
[2025-11-25T10:43:32.463960] [INFO ] [sig       ] [2/2057] Completed AA in 0.4s | 2.61 sym/s | Total: 0.8s | ETA: 13.1m
[2025-11-25T10:43:32.464038] [INFO ] [sig       ] [3/2057] Forecasting AAP...
[2025-11-25T10:43:32.464108] [INFO ] [sig       ] Generating forecast for: AAP
[2025-11-25T10:43:32.464173] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AAP' from 'https://tdm.silogroup.org/data/derivative_storage/AAP.csv'.
[2025-11-25T10:43:32.481292] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'AAP'.
[2025-11-25T10:43:32.481915] [INFO ] [FORECASTER] Starting predict_future for AAP
[2025-11-25T10:43:32.483151] [DEBUG] [LOCAL     ] No optimal features file found for AAP: ./output/feature-sets/AAP.txt
[2025-11-25T10:43:32.483248] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:43:32.483315] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:43:32.483375] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:43:32.483481] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:43:32.575943] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:43:32.577238] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:43:32.577384] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:43:32.577457] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:43:32.700567] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:43:32.700791] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:43:32.700870] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:43:32.700919] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:43:32.705678] [DEBUG] [FORECASTER] AAP: Forecast T+1@11:T+2@11: DOWN (p=13.16%)
[2025-11-25T10:43:32.706158] [INFO ] [FORECASTER] Completed predict_future for AAP
[2025-11-25T10:43:32.706372] [INFO ] [sig       ] AAP: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:43:32.876862] [INFO ] [LOCAL     ] Saved forecast: AAP	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/AAP.txt
[2025-11-25T10:43:32.877119] [INFO ] [sig       ] [3/2057] Completed AAP in 0.4s | 2.54 sym/s | Total: 1.2s | ETA: 13.5m
[2025-11-25T10:43:32.877183] [INFO ] [sig       ] [4/2057] Forecasting AAT...
[2025-11-25T10:43:32.877228] [INFO ] [sig       ] Generating forecast for: AAT
[2025-11-25T10:43:32.877275] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AAT' from 'https://tdm.silogroup.org/data/derivative_storage/AAT.csv'.
[2025-11-25T10:43:32.893070] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'AAT'.
[2025-11-25T10:43:32.893603] [INFO ] [FORECASTER] Starting predict_future for AAT
[2025-11-25T10:43:32.894769] [DEBUG] [LOCAL     ] No optimal features file found for AAT: ./output/feature-sets/AAT.txt
[2025-11-25T10:43:32.894859] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:43:32.894917] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:43:32.894971] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:43:32.895068] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:43:32.965534] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:43:32.966489] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:43:32.966601] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:43:32.966688] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:43:33.087808] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:43:33.088007] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:43:33.088055] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:43:33.088091] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:43:33.092140] [DEBUG] [FORECASTER] AAT: Forecast T+1@11:T+2@11: DOWN (p=24.64%)
[2025-11-25T10:43:33.092474] [INFO ] [FORECASTER] Completed predict_future for AAT
[2025-11-25T10:43:33.092634] [INFO ] [sig       ] AAT: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:43:33.237677] [INFO ] [LOCAL     ] Saved forecast: AAT	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/AAT.txt
[2025-11-25T10:43:33.237854] [INFO ] [sig       ] [4/2057] Completed AAT in 0.4s | 2.60 sym/s | Total: 1.5s | ETA: 13.2m
[2025-11-25T10:43:33.237909] [INFO ] [sig       ] [5/2057] Forecasting AB...
[2025-11-25T10:43:33.237945] [INFO ] [sig       ] Generating forecast for: AB
[2025-11-25T10:43:33.237982] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AB' from 'https://tdm.silogroup.org/data/derivative_storage/AB.csv'.
[2025-11-25T10:43:33.248555] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'AB'.
[2025-11-25T10:43:33.248935] [INFO ] [FORECASTER] Starting predict_future for AB
[2025-11-25T10:43:33.249772] [DEBUG] [LOCAL     ] No optimal features file found for AB: ./output/feature-sets/AB.txt
[2025-11-25T10:43:33.249842] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:43:33.249890] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:43:33.249930] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:43:33.250001] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:43:33.315105] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:43:33.315789] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:43:33.315881] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:43:33.315929] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:43:33.426865] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:43:33.427071] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:43:33.427121] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:43:33.427156] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:43:33.430547] [DEBUG] [FORECASTER] AB: Forecast T+1@11:T+2@11: DOWN (p=48.69%)
[2025-11-25T10:43:33.430878] [INFO ] [FORECASTER] Completed predict_future for AB
[2025-11-25T10:43:33.431035] [INFO ] [sig       ] AB: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:43:33.571196] [INFO ] [LOCAL     ] Saved forecast: AB	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/AB.txt
[2025-11-25T10:43:33.571342] [INFO ] [sig       ] [5/2057] Completed AB in 0.3s | 2.67 sym/s | Total: 1.9s | ETA: 12.8m
[2025-11-25T10:43:33.571396] [INFO ] [sig       ] [6/2057] Forecasting ABBV...
[2025-11-25T10:43:33.571439] [INFO ] [sig       ] Generating forecast for: ABBV
[2025-11-25T10:43:33.571481] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ABBV' from 'https://tdm.silogroup.org/data/derivative_storage/ABBV.csv'.
[2025-11-25T10:43:33.583020] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'ABBV'.
[2025-11-25T10:43:33.583373] [INFO ] [FORECASTER] Starting predict_future for ABBV
[2025-11-25T10:43:33.584159] [DEBUG] [LOCAL     ] No optimal features file found for ABBV: ./output/feature-sets/ABBV.txt
[2025-11-25T10:43:33.584227] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:43:33.584273] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:43:33.584314] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:43:33.584383] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:43:33.650231] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:43:33.650896] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:43:33.650989] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:43:33.651035] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:43:33.762215] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:43:33.762376] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:43:33.762421] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:43:33.762455] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:43:33.765707] [DEBUG] [FORECASTER] ABBV: Forecast T+1@11:T+2@11: UP (p=90.91%)
[2025-11-25T10:43:33.765986] [INFO ] [FORECASTER] Completed predict_future for ABBV
[2025-11-25T10:43:33.766137] [INFO ] [sig       ] ABBV: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:43:33.907916] [INFO ] [LOCAL     ] Saved forecast: ABBV	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/ABBV.txt
[2025-11-25T10:43:33.908059] [INFO ] [sig       ] [6/2057] Completed ABBV in 0.3s | 2.71 sym/s | Total: 2.2s | ETA: 12.6m
[2025-11-25T10:43:33.908112] [INFO ] [sig       ] [7/2057] Forecasting ABCB...
[2025-11-25T10:43:33.908154] [INFO ] [sig       ] Generating forecast for: ABCB
[2025-11-25T10:43:33.908197] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ABCB' from 'https://tdm.silogroup.org/data/derivative_storage/ABCB.csv'.
[2025-11-25T10:43:33.919422] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'ABCB'.
[2025-11-25T10:43:33.919784] [INFO ] [FORECASTER] Starting predict_future for ABCB
[2025-11-25T10:43:33.920549] [DEBUG] [LOCAL     ] No optimal features file found for ABCB: ./output/feature-sets/ABCB.txt
[2025-11-25T10:43:33.920619] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:43:33.920697] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:43:33.920740] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:43:33.920811] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:43:33.986788] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:43:33.987420] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:43:33.987512] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:43:33.987559] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:43:34.099334] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:43:34.099603] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:43:34.099686] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:43:34.099733] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:43:34.103490] [DEBUG] [FORECASTER] ABCB: Forecast T+1@11:T+2@11: DOWN (p=2.24%)
[2025-11-25T10:43:34.103839] [INFO ] [FORECASTER] Completed predict_future for ABCB
[2025-11-25T10:43:34.104018] [INFO ] [sig       ] ABCB: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:43:34.257062] [INFO ] [LOCAL     ] Saved forecast: ABCB	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/ABCB.txt
[2025-11-25T10:43:34.257278] [INFO ] [sig       ] [7/2057] Completed ABCB in 0.3s | 2.73 sym/s | Total: 2.6s | ETA: 12.5m
[2025-11-25T10:43:34.257336] [INFO ] [sig       ] [8/2057] Forecasting ABEV...
[2025-11-25T10:43:34.257381] [INFO ] [sig       ] Generating forecast for: ABEV
[2025-11-25T10:43:34.257425] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ABEV' from 'https://tdm.silogroup.org/data/derivative_storage/ABEV.csv'.
[2025-11-25T10:43:34.271056] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'ABEV'.
[2025-11-25T10:43:34.271586] [INFO ] [FORECASTER] Starting predict_future for ABEV
[2025-11-25T10:43:34.272451] [DEBUG] [LOCAL     ] No optimal features file found for ABEV: ./output/feature-sets/ABEV.txt
[2025-11-25T10:43:34.272529] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:43:34.272581] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:43:34.272633] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:43:34.272755] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:43:34.339919] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:43:34.340866] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:43:34.340975] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:43:34.341027] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:43:34.459527] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:43:34.459777] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:43:34.459869] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:43:34.459917] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:43:34.463537] [DEBUG] [FORECASTER] ABEV: Forecast T+1@11:T+2@11: DOWN (p=18.26%)
[2025-11-25T10:43:34.463887] [INFO ] [FORECASTER] Completed predict_future for ABEV
[2025-11-25T10:43:34.464085] [INFO ] [sig       ] ABEV: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:43:34.607274] [INFO ] [LOCAL     ] Saved forecast: ABEV	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/ABEV.txt
[2025-11-25T10:43:34.607475] [INFO ] [sig       ] [8/2057] Completed ABEV in 0.4s | 2.75 sym/s | Total: 2.9s | ETA: 12.4m
[2025-11-25T10:43:34.607532] [INFO ] [sig       ] [9/2057] Forecasting ABG...
[2025-11-25T10:43:34.607576] [INFO ] [sig       ] Generating forecast for: ABG
[2025-11-25T10:43:34.607620] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ABG' from 'https://tdm.silogroup.org/data/derivative_storage/ABG.csv'.
[2025-11-25T10:43:34.619065] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'ABG'.
[2025-11-25T10:43:34.619537] [INFO ] [FORECASTER] Starting predict_future for ABG
[2025-11-25T10:43:34.620416] [DEBUG] [LOCAL     ] No optimal features file found for ABG: ./output/feature-sets/ABG.txt
[2025-11-25T10:43:34.620489] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:43:34.620537] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:43:34.620579] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:43:34.620671] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:43:34.687977] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:43:34.688916] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:43:34.689022] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:43:34.689070] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:43:34.788783] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:43:34.788974] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:43:34.789023] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:43:34.789059] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:43:34.792585] [DEBUG] [FORECASTER] ABG: Forecast T+1@11:T+2@11: DOWN (p=48.89%)
[2025-11-25T10:43:34.792929] [INFO ] [FORECASTER] Completed predict_future for ABG
[2025-11-25T10:43:34.793087] [INFO ] [sig       ] ABG: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:43:34.935204] [INFO ] [LOCAL     ] Saved forecast: ABG	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/ABG.txt
[2025-11-25T10:43:34.935380] [INFO ] [sig       ] [9/2057] Completed ABG in 0.3s | 2.78 sym/s | Total: 3.2s | ETA: 12.3m
[2025-11-25T10:43:34.935434] [INFO ] [sig       ] [10/2057] Forecasting ABM...
[2025-11-25T10:43:34.935477] [INFO ] [sig       ] Generating forecast for: ABM
[2025-11-25T10:43:34.935518] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ABM' from 'https://tdm.silogroup.org/data/derivative_storage/ABM.csv'.
[2025-11-25T10:43:34.947285] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'ABM'.
[2025-11-25T10:43:34.947748] [INFO ] [FORECASTER] Starting predict_future for ABM
[2025-11-25T10:43:34.948523] [DEBUG] [LOCAL     ] No optimal features file found for ABM: ./output/feature-sets/ABM.txt
[2025-11-25T10:43:34.948592] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:43:34.948665] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:43:34.948718] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:43:34.948801] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:43:35.014710] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:43:35.015677] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:43:35.015785] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:43:35.015836] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:43:35.135764] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:43:35.135964] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:43:35.136012] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:43:35.136048] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:43:35.139511] [DEBUG] [FORECASTER] ABM: Forecast T+1@11:T+2@11: DOWN (p=34.80%)
[2025-11-25T10:43:35.139820] [INFO ] [FORECASTER] Completed predict_future for ABM
[2025-11-25T10:43:35.139981] [INFO ] [sig       ] ABM: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:43:35.280861] [INFO ] [LOCAL     ] Saved forecast: ABM	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/ABM.txt
[2025-11-25T10:43:35.281014] [INFO ] [sig       ] [10/2057] Completed ABM in 0.3s | 2.79 sym/s | Total: 3.6s | ETA: 12.2m
[2025-11-25T10:43:35.281075] [INFO ] [sig       ] [11/2057] Forecasting ABR...
[2025-11-25T10:43:35.281119] [INFO ] [sig       ] Generating forecast for: ABR
[2025-11-25T10:43:35.281160] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ABR' from 'https://tdm.silogroup.org/data/derivative_storage/ABR.csv'.
[2025-11-25T10:43:35.294141] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'ABR'.
[2025-11-25T10:43:35.294544] [INFO ] [FORECASTER] Starting predict_future for ABR
[2025-11-25T10:43:35.295333] [DEBUG] [LOCAL     ] No optimal features file found for ABR: ./output/feature-sets/ABR.txt
[2025-11-25T10:43:35.295404] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:43:35.295471] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:43:35.295514] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:43:35.295583] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:43:35.361771] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:43:35.362453] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:43:35.362548] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:43:35.362595] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:43:35.474597] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:43:35.474828] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:43:35.474880] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:43:35.474915] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:43:35.478313] [DEBUG] [FORECASTER] ABR: Forecast T+1@11:T+2@11: UP (p=81.24%)
[2025-11-25T10:43:35.478598] [INFO ] [FORECASTER] Completed predict_future for ABR
[2025-11-25T10:43:35.478790] [INFO ] [sig       ] ABR: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:43:35.621917] [INFO ] [LOCAL     ] Saved forecast: ABR	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/ABR.txt
[2025-11-25T10:43:35.622080] [INFO ] [sig       ] [11/2057] Completed ABR in 0.3s | 2.80 sym/s | Total: 3.9s | ETA: 12.2m
[2025-11-25T10:43:35.622134] [INFO ] [sig       ] [12/2057] Forecasting ABT...
[2025-11-25T10:43:35.622178] [INFO ] [sig       ] Generating forecast for: ABT
[2025-11-25T10:43:35.622222] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ABT' from 'https://tdm.silogroup.org/data/derivative_storage/ABT.csv'.
[2025-11-25T10:43:35.633756] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'ABT'.
[2025-11-25T10:43:35.634168] [INFO ] [FORECASTER] Starting predict_future for ABT
[2025-11-25T10:43:35.634958] [DEBUG] [LOCAL     ] No optimal features file found for ABT: ./output/feature-sets/ABT.txt
[2025-11-25T10:43:35.635029] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:43:35.635076] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:43:35.635119] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:43:35.635188] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:43:35.700831] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:43:35.701749] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:43:35.701849] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:43:35.701896] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:43:35.816741] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:43:35.816910] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:43:35.816954] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:43:35.816988] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:43:35.820261] [DEBUG] [FORECASTER] ABT: Forecast T+1@11:T+2@11: DOWN (p=47.36%)
[2025-11-25T10:43:35.820754] [INFO ] [FORECASTER] Completed predict_future for ABT
[2025-11-25T10:43:35.820980] [INFO ] [sig       ] ABT: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:43:35.960489] [INFO ] [LOCAL     ] Saved forecast: ABT	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/ABT.txt
[2025-11-25T10:43:35.960634] [INFO ] [sig       ] [12/2057] Completed ABT in 0.3s | 2.81 sym/s | Total: 4.3s | ETA: 12.1m
[2025-11-25T10:43:35.960714] [INFO ] [sig       ] [13/2057] Forecasting ACA...
[2025-11-25T10:43:35.960757] [INFO ] [sig       ] Generating forecast for: ACA
[2025-11-25T10:43:35.960798] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ACA' from 'https://tdm.silogroup.org/data/derivative_storage/ACA.csv'.
[2025-11-25T10:43:35.971084] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'ACA'.
[2025-11-25T10:43:35.971441] [INFO ] [FORECASTER] Starting predict_future for ACA
[2025-11-25T10:43:35.972234] [DEBUG] [LOCAL     ] No optimal features file found for ACA: ./output/feature-sets/ACA.txt
[2025-11-25T10:43:35.972305] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:43:35.972351] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:43:35.972392] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:43:35.972461] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:43:36.038092] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:43:36.038745] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:43:36.038841] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:43:36.038890] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:43:36.149226] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:43:36.149427] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:43:36.149474] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:43:36.149509] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:43:36.152914] [DEBUG] [FORECASTER] ACA: Forecast T+1@11:T+2@11: DOWN (p=37.03%)
[2025-11-25T10:43:36.153230] [INFO ] [FORECASTER] Completed predict_future for ACA
[2025-11-25T10:43:36.153393] [INFO ] [sig       ] ACA: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:43:36.296598] [INFO ] [LOCAL     ] Saved forecast: ACA	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/ACA.txt
[2025-11-25T10:43:36.296811] [INFO ] [sig       ] [13/2057] Completed ACA in 0.3s | 2.83 sym/s | Total: 4.6s | ETA: 12.1m
[2025-11-25T10:43:36.296875] [INFO ] [sig       ] [14/2057] Forecasting ACCO...
[2025-11-25T10:43:36.296918] [INFO ] [sig       ] Generating forecast for: ACCO
[2025-11-25T10:43:36.296961] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ACCO' from 'https://tdm.silogroup.org/data/derivative_storage/ACCO.csv'.
[2025-11-25T10:43:36.309326] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'ACCO'.
[2025-11-25T10:43:36.309762] [INFO ] [FORECASTER] Starting predict_future for ACCO
[2025-11-25T10:43:36.310542] [DEBUG] [LOCAL     ] No optimal features file found for ACCO: ./output/feature-sets/ACCO.txt
[2025-11-25T10:43:36.310613] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:43:36.310687] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:43:36.310738] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:43:36.310822] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:43:36.377331] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:43:36.378225] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:43:36.378324] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:43:36.378372] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:43:36.491032] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:43:36.491191] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:43:36.491234] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:43:36.491269] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:43:36.494556] [DEBUG] [FORECASTER] ACCO: Forecast T+1@11:T+2@11: UP (p=91.17%)
[2025-11-25T10:43:36.494892] [INFO ] [FORECASTER] Completed predict_future for ACCO
[2025-11-25T10:43:36.495050] [INFO ] [sig       ] ACCO: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:43:36.635387] [INFO ] [LOCAL     ] Saved forecast: ACCO	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/ACCO.txt
[2025-11-25T10:43:36.635538] [INFO ] [sig       ] [14/2057] Completed ACCO in 0.3s | 2.83 sym/s | Total: 4.9s | ETA: 12.0m
[2025-11-25T10:43:36.635603] [INFO ] [sig       ] [15/2057] Forecasting ACEL...
[2025-11-25T10:43:36.635670] [INFO ] [sig       ] Generating forecast for: ACEL
[2025-11-25T10:43:36.635717] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ACEL' from 'https://tdm.silogroup.org/data/derivative_storage/ACEL.csv'.
[2025-11-25T10:43:36.646472] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'ACEL'.
[2025-11-25T10:43:36.646867] [INFO ] [FORECASTER] Starting predict_future for ACEL
[2025-11-25T10:43:36.647674] [DEBUG] [LOCAL     ] No optimal features file found for ACEL: ./output/feature-sets/ACEL.txt
[2025-11-25T10:43:36.647743] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:43:36.647795] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:43:36.647839] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:43:36.647908] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:43:36.713042] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:43:36.714023] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:43:36.714158] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:43:36.714206] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:43:36.830989] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:43:36.831206] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:43:36.831381] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:43:36.832359] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:43:36.836956] [DEBUG] [FORECASTER] ACEL: Forecast T+1@11:T+2@11: UP (p=92.63%)
[2025-11-25T10:43:36.837273] [INFO ] [FORECASTER] Completed predict_future for ACEL
[2025-11-25T10:43:36.837509] [INFO ] [sig       ] ACEL: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:43:36.984094] [INFO ] [LOCAL     ] Saved forecast: ACEL	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/ACEL.txt
[2025-11-25T10:43:36.984273] [INFO ] [sig       ] [15/2057] Completed ACEL in 0.3s | 2.84 sym/s | Total: 5.3s | ETA: 12.0m
[2025-11-25T10:43:36.984334] [INFO ] [sig       ] [16/2057] Forecasting ACHR...
[2025-11-25T10:43:36.984379] [INFO ] [sig       ] Generating forecast for: ACHR
[2025-11-25T10:43:36.984417] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ACHR' from 'https://tdm.silogroup.org/data/derivative_storage/ACHR.csv'.
[2025-11-25T10:43:36.996535] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'ACHR'.
[2025-11-25T10:43:36.996974] [INFO ] [FORECASTER] Starting predict_future for ACHR
[2025-11-25T10:43:36.997890] [DEBUG] [LOCAL     ] No optimal features file found for ACHR: ./output/feature-sets/ACHR.txt
[2025-11-25T10:43:36.997962] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:43:36.998012] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:43:36.998055] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:43:36.998126] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:43:37.066346] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:43:37.067163] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:43:37.067262] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:43:37.067312] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:43:37.182496] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:43:37.182716] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:43:37.182796] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:43:37.182844] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:43:37.186314] [DEBUG] [FORECASTER] ACHR: Forecast T+1@11:T+2@11: UP (p=79.83%)
[2025-11-25T10:43:37.186794] [INFO ] [FORECASTER] Completed predict_future for ACHR
[2025-11-25T10:43:37.187069] [INFO ] [sig       ] ACHR: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:43:37.328087] [INFO ] [LOCAL     ] Saved forecast: ACHR	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/ACHR.txt
[2025-11-25T10:43:37.328264] [INFO ] [sig       ] [16/2057] Completed ACHR in 0.3s | 2.84 sym/s | Total: 5.6s | ETA: 12.0m
[2025-11-25T10:43:37.328318] [INFO ] [sig       ] [17/2057] Forecasting ACI...
[2025-11-25T10:43:37.328362] [INFO ] [sig       ] Generating forecast for: ACI
[2025-11-25T10:43:37.328404] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ACI' from 'https://tdm.silogroup.org/data/derivative_storage/ACI.csv'.
[2025-11-25T10:43:37.340073] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'ACI'.
[2025-11-25T10:43:37.340508] [INFO ] [FORECASTER] Starting predict_future for ACI
[2025-11-25T10:43:37.341304] [DEBUG] [LOCAL     ] No optimal features file found for ACI: ./output/feature-sets/ACI.txt
[2025-11-25T10:43:37.341375] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:43:37.341421] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:43:37.341462] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:43:37.341531] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:43:37.405758] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:43:37.406516] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:43:37.406616] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:43:37.406682] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:43:37.497753] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:43:37.497934] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:43:37.497980] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:43:37.498014] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:43:37.501327] [DEBUG] [FORECASTER] ACI: Forecast T+1@11:T+2@11: UP (p=94.84%)
[2025-11-25T10:43:37.501615] [INFO ] [FORECASTER] Completed predict_future for ACI
[2025-11-25T10:43:37.501772] [INFO ] [sig       ] ACI: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:43:37.645181] [INFO ] [LOCAL     ] Saved forecast: ACI	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/ACI.txt
[2025-11-25T10:43:37.645340] [INFO ] [sig       ] [17/2057] Completed ACI in 0.3s | 2.86 sym/s | Total: 5.9s | ETA: 11.9m
[2025-11-25T10:43:37.645394] [INFO ] [sig       ] [18/2057] Forecasting ACM...
[2025-11-25T10:43:37.645438] [INFO ] [sig       ] Generating forecast for: ACM
[2025-11-25T10:43:37.645480] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ACM' from 'https://tdm.silogroup.org/data/derivative_storage/ACM.csv'.
[2025-11-25T10:43:37.658913] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'ACM'.
[2025-11-25T10:43:37.659284] [INFO ] [FORECASTER] Starting predict_future for ACM
[2025-11-25T10:43:37.660112] [DEBUG] [LOCAL     ] No optimal features file found for ACM: ./output/feature-sets/ACM.txt
[2025-11-25T10:43:37.660181] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:43:37.660226] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:43:37.660268] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:43:37.660335] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:43:37.725166] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:43:37.725997] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:43:37.726093] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:43:37.726140] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:43:37.816503] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:43:37.816703] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:43:37.816769] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:43:37.816839] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:43:37.820231] [DEBUG] [FORECASTER] ACM: Forecast T+1@11:T+2@11: DOWN (p=42.39%)
[2025-11-25T10:43:37.820520] [INFO ] [FORECASTER] Completed predict_future for ACM
[2025-11-25T10:43:37.820673] [INFO ] [sig       ] ACM: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:43:37.959838] [INFO ] [LOCAL     ] Saved forecast: ACM	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/ACM.txt
[2025-11-25T10:43:37.959996] [INFO ] [sig       ] [18/2057] Completed ACM in 0.3s | 2.87 sym/s | Total: 6.3s | ETA: 11.8m
[2025-11-25T10:43:37.960046] [INFO ] [sig       ] [19/2057] Forecasting ACN...
[2025-11-25T10:43:37.960083] [INFO ] [sig       ] Generating forecast for: ACN
[2025-11-25T10:43:37.960125] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ACN' from 'https://tdm.silogroup.org/data/derivative_storage/ACN.csv'.
[2025-11-25T10:43:37.971502] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'ACN'.
[2025-11-25T10:43:37.971913] [INFO ] [FORECASTER] Starting predict_future for ACN
[2025-11-25T10:43:37.972702] [DEBUG] [LOCAL     ] No optimal features file found for ACN: ./output/feature-sets/ACN.txt
[2025-11-25T10:43:37.972770] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:43:37.972816] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:43:37.972857] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:43:37.972925] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:43:38.037959] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:43:38.038779] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:43:38.038910] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:43:38.038958] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:43:38.134955] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:43:38.135122] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:43:38.135168] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:43:38.135203] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:43:38.138552] [DEBUG] [FORECASTER] ACN: Forecast T+1@11:T+2@11: DOWN (p=4.79%)
[2025-11-25T10:43:38.138880] [INFO ] [FORECASTER] Completed predict_future for ACN
[2025-11-25T10:43:38.139021] [INFO ] [sig       ] ACN: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:43:38.277456] [INFO ] [LOCAL     ] Saved forecast: ACN	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/ACN.txt
[2025-11-25T10:43:38.277624] [INFO ] [sig       ] [19/2057] Completed ACN in 0.3s | 2.89 sym/s | Total: 6.6s | ETA: 11.8m
[2025-11-25T10:43:38.277701] [INFO ] [sig       ] [20/2057] Forecasting ACP...
[2025-11-25T10:43:38.277744] [INFO ] [sig       ] Generating forecast for: ACP
[2025-11-25T10:43:38.277786] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ACP' from 'https://tdm.silogroup.org/data/derivative_storage/ACP.csv'.
[2025-11-25T10:43:38.287790] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'ACP'.
[2025-11-25T10:43:38.288199] [INFO ] [FORECASTER] Starting predict_future for ACP
[2025-11-25T10:43:38.289032] [DEBUG] [LOCAL     ] No optimal features file found for ACP: ./output/feature-sets/ACP.txt
[2025-11-25T10:43:38.289100] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:43:38.289146] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:43:38.289187] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:43:38.289256] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:43:38.353615] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:43:38.354332] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:43:38.354431] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:43:38.354500] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:43:38.452083] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:43:38.452293] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:43:38.452349] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:43:38.452387] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:43:38.456208] [DEBUG] [FORECASTER] ACP: Forecast T+1@11:T+2@11: UP (p=56.03%)
[2025-11-25T10:43:38.456528] [INFO ] [FORECASTER] Completed predict_future for ACP
[2025-11-25T10:43:38.456694] [INFO ] [sig       ] ACP: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:43:38.605882] [INFO ] [LOCAL     ] Saved forecast: ACP	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/ACP.txt
[2025-11-25T10:43:38.606095] [INFO ] [sig       ] [20/2057] Completed ACP in 0.3s | 2.89 sym/s | Total: 6.9s | ETA: 11.7m
[2025-11-25T10:43:38.606154] [INFO ] [sig       ] [21/2057] Forecasting ACR...
[2025-11-25T10:43:38.606200] [INFO ] [sig       ] Generating forecast for: ACR
[2025-11-25T10:43:38.606246] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ACR' from 'https://tdm.silogroup.org/data/derivative_storage/ACR.csv'.
[2025-11-25T10:43:38.617803] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'ACR'.
[2025-11-25T10:43:38.618254] [INFO ] [FORECASTER] Starting predict_future for ACR
[2025-11-25T10:43:38.619137] [DEBUG] [LOCAL     ] No optimal features file found for ACR: ./output/feature-sets/ACR.txt
[2025-11-25T10:43:38.619220] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:43:38.619291] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:43:38.619356] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:43:38.619459] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:43:38.685107] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:43:38.686024] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:43:38.686149] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:43:38.686222] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:43:38.785500] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:43:38.785704] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:43:38.785759] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:43:38.785798] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:43:38.789325] [DEBUG] [FORECASTER] ACR: Forecast T+1@11:T+2@11: UP (p=75.86%)
[2025-11-25T10:43:38.789630] [INFO ] [FORECASTER] Completed predict_future for ACR
[2025-11-25T10:43:38.789801] [INFO ] [sig       ] ACR: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:43:38.933471] [INFO ] [LOCAL     ] Saved forecast: ACR	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/ACR.txt
[2025-11-25T10:43:38.933695] [INFO ] [sig       ] [21/2057] Completed ACR in 0.3s | 2.90 sym/s | Total: 7.2s | ETA: 11.7m
[2025-11-25T10:43:38.933754] [INFO ] [sig       ] [22/2057] Forecasting ACRE...
[2025-11-25T10:43:38.933797] [INFO ] [sig       ] Generating forecast for: ACRE
[2025-11-25T10:43:38.933840] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ACRE' from 'https://tdm.silogroup.org/data/derivative_storage/ACRE.csv'.
[2025-11-25T10:43:38.944206] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'ACRE'.
[2025-11-25T10:43:38.944701] [INFO ] [FORECASTER] Starting predict_future for ACRE
[2025-11-25T10:43:38.945533] [DEBUG] [LOCAL     ] No optimal features file found for ACRE: ./output/feature-sets/ACRE.txt
[2025-11-25T10:43:38.945601] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:43:38.945672] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:43:38.945734] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:43:38.945806] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:43:39.011437] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:43:39.012375] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:43:39.012483] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:43:39.012530] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:43:39.124795] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:43:39.125007] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:43:39.125068] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:43:39.125108] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:43:39.128904] [DEBUG] [FORECASTER] ACRE: Forecast T+1@11:T+2@11: DOWN (p=1.44%)
[2025-11-25T10:43:39.129232] [INFO ] [FORECASTER] Completed predict_future for ACRE
[2025-11-25T10:43:39.129396] [INFO ] [sig       ] ACRE: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:43:39.273086] [INFO ] [LOCAL     ] Saved forecast: ACRE	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/ACRE.txt
[2025-11-25T10:43:39.273322] [INFO ] [sig       ] [22/2057] Completed ACRE in 0.3s | 2.90 sym/s | Total: 7.6s | ETA: 11.7m
[2025-11-25T10:43:39.273393] [INFO ] [sig       ] [23/2057] Forecasting ACV...
[2025-11-25T10:43:39.273451] [INFO ] [sig       ] Generating forecast for: ACV
[2025-11-25T10:43:39.273511] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ACV' from 'https://tdm.silogroup.org/data/derivative_storage/ACV.csv'.
[2025-11-25T10:43:39.287250] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'ACV'.
[2025-11-25T10:43:39.287844] [INFO ] [FORECASTER] Starting predict_future for ACV
[2025-11-25T10:43:39.288894] [DEBUG] [LOCAL     ] No optimal features file found for ACV: ./output/feature-sets/ACV.txt
[2025-11-25T10:43:39.288981] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:43:39.289046] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:43:39.289099] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:43:39.289195] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:43:39.363927] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:43:39.364846] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:43:39.364948] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:43:39.364998] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:43:39.465731] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:43:39.465940] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:43:39.465986] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:43:39.466021] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:43:39.469417] [DEBUG] [FORECASTER] ACV: Forecast T+1@11:T+2@11: UP (p=97.71%)
[2025-11-25T10:43:39.469744] [INFO ] [FORECASTER] Completed predict_future for ACV
[2025-11-25T10:43:39.469900] [INFO ] [sig       ] ACV: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:43:39.616931] [INFO ] [LOCAL     ] Saved forecast: ACV	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/ACV.txt
[2025-11-25T10:43:39.617182] [INFO ] [sig       ] [23/2057] Completed ACV in 0.3s | 2.90 sym/s | Total: 7.9s | ETA: 11.7m
[2025-11-25T10:43:39.617248] [INFO ] [sig       ] [24/2057] Forecasting ACVA...
[2025-11-25T10:43:39.617299] [INFO ] [sig       ] Generating forecast for: ACVA
[2025-11-25T10:43:39.617352] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ACVA' from 'https://tdm.silogroup.org/data/derivative_storage/ACVA.csv'.
[2025-11-25T10:43:39.629396] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'ACVA'.
[2025-11-25T10:43:39.629908] [INFO ] [FORECASTER] Starting predict_future for ACVA
[2025-11-25T10:43:39.630841] [DEBUG] [LOCAL     ] No optimal features file found for ACVA: ./output/feature-sets/ACVA.txt
[2025-11-25T10:43:39.630926] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:43:39.630975] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:43:39.631017] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:43:39.631088] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:43:39.699409] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:43:39.700358] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:43:39.700471] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:43:39.700521] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:43:39.804959] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:43:39.805165] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:43:39.805217] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:43:39.805255] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:43:39.808823] [DEBUG] [FORECASTER] ACVA: Forecast T+1@11:T+2@11: UP (p=97.68%)
[2025-11-25T10:43:39.809126] [INFO ] [FORECASTER] Completed predict_future for ACVA
[2025-11-25T10:43:39.809282] [INFO ] [sig       ] ACVA: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:43:39.948215] [INFO ] [LOCAL     ] Saved forecast: ACVA	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/ACVA.txt
[2025-11-25T10:43:39.948382] [INFO ] [sig       ] [24/2057] Completed ACVA in 0.3s | 2.91 sym/s | Total: 8.3s | ETA: 11.6m
[2025-11-25T10:43:39.948440] [INFO ] [sig       ] [25/2057] Forecasting ADC...
[2025-11-25T10:43:39.948485] [INFO ] [sig       ] Generating forecast for: ADC
[2025-11-25T10:43:39.948527] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ADC' from 'https://tdm.silogroup.org/data/derivative_storage/ADC.csv'.
[2025-11-25T10:43:39.959920] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'ADC'.
[2025-11-25T10:43:39.960343] [INFO ] [FORECASTER] Starting predict_future for ADC
[2025-11-25T10:43:39.961131] [DEBUG] [LOCAL     ] No optimal features file found for ADC: ./output/feature-sets/ADC.txt
[2025-11-25T10:43:39.961203] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:43:39.961252] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:43:39.961295] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:43:39.961364] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:43:40.027086] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:43:40.027941] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:43:40.028042] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:43:40.028091] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:43:40.138806] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:43:40.139056] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:43:40.139115] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:43:40.139161] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:43:40.142610] [DEBUG] [FORECASTER] ADC: Forecast T+1@11:T+2@11: DOWN (p=14.86%)
[2025-11-25T10:43:40.142965] [INFO ] [FORECASTER] Completed predict_future for ADC
[2025-11-25T10:43:40.143132] [INFO ] [sig       ] ADC: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:43:40.327448] [INFO ] [LOCAL     ] Saved forecast: ADC	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/ADC.txt
[2025-11-25T10:43:40.327617] [INFO ] [sig       ] [25/2057] Completed ADC in 0.4s | 2.90 sym/s | Total: 8.6s | ETA: 11.7m
[2025-11-25T10:43:40.327693] [INFO ] [sig       ] [26/2057] Forecasting ADCT...
[2025-11-25T10:43:40.327738] [INFO ] [sig       ] Generating forecast for: ADCT
[2025-11-25T10:43:40.327786] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ADCT' from 'https://tdm.silogroup.org/data/derivative_storage/ADCT.csv'.
[2025-11-25T10:43:40.339692] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'ADCT'.
[2025-11-25T10:43:40.340135] [INFO ] [FORECASTER] Starting predict_future for ADCT
[2025-11-25T10:43:40.340973] [DEBUG] [LOCAL     ] No optimal features file found for ADCT: ./output/feature-sets/ADCT.txt
[2025-11-25T10:43:40.341043] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:43:40.341091] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:43:40.341132] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:43:40.341200] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:43:40.407626] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:43:40.408756] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:43:40.408884] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:43:40.408944] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:43:40.532899] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:43:40.533283] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:43:40.533345] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:43:40.533392] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:43:40.536958] [DEBUG] [FORECASTER] ADCT: Forecast T+1@11:T+2@11: UP (p=50.87%)
[2025-11-25T10:43:40.537285] [INFO ] [FORECASTER] Completed predict_future for ADCT
[2025-11-25T10:43:40.537450] [INFO ] [sig       ] ADCT: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:43:40.681964] [INFO ] [LOCAL     ] Saved forecast: ADCT	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/ADCT.txt
[2025-11-25T10:43:40.682179] [INFO ] [sig       ] [26/2057] Completed ADCT in 0.4s | 2.89 sym/s | Total: 9.0s | ETA: 11.7m
[2025-11-25T10:43:40.682237] [INFO ] [sig       ] [27/2057] Forecasting ADM...
[2025-11-25T10:43:40.682281] [INFO ] [sig       ] Generating forecast for: ADM
[2025-11-25T10:43:40.682325] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ADM' from 'https://tdm.silogroup.org/data/derivative_storage/ADM.csv'.
[2025-11-25T10:43:40.696494] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'ADM'.
[2025-11-25T10:43:40.697308] [INFO ] [FORECASTER] Starting predict_future for ADM
[2025-11-25T10:43:40.698598] [DEBUG] [LOCAL     ] No optimal features file found for ADM: ./output/feature-sets/ADM.txt
[2025-11-25T10:43:40.698710] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:43:40.698765] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:43:40.698813] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:43:40.698887] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:43:40.768274] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:43:40.769598] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:43:40.769769] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:43:40.769825] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:43:40.895379] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:43:40.895686] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:43:40.895777] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:43:40.895825] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:43:40.900032] [DEBUG] [FORECASTER] ADM: Forecast T+1@11:T+2@11: DOWN (p=5.49%)
[2025-11-25T10:43:40.900401] [INFO ] [FORECASTER] Completed predict_future for ADM
[2025-11-25T10:43:40.900597] [INFO ] [sig       ] ADM: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:43:41.053907] [INFO ] [LOCAL     ] Saved forecast: ADM	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/ADM.txt
[2025-11-25T10:43:41.054196] [INFO ] [sig       ] [27/2057] Completed ADM in 0.4s | 2.89 sym/s | Total: 9.4s | ETA: 11.7m
[2025-11-25T10:43:41.054260] [INFO ] [sig       ] [28/2057] Forecasting ADNT...
[2025-11-25T10:43:41.054307] [INFO ] [sig       ] Generating forecast for: ADNT
[2025-11-25T10:43:41.054355] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ADNT' from 'https://tdm.silogroup.org/data/derivative_storage/ADNT.csv'.
[2025-11-25T10:43:41.068797] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'ADNT'.
[2025-11-25T10:43:41.069419] [INFO ] [FORECASTER] Starting predict_future for ADNT
[2025-11-25T10:43:41.070402] [DEBUG] [LOCAL     ] No optimal features file found for ADNT: ./output/feature-sets/ADNT.txt
[2025-11-25T10:43:41.070479] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:43:41.070530] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:43:41.070575] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:43:41.070671] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:43:41.138603] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:43:41.139730] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:43:41.139848] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:43:41.139901] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:43:41.266418] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:43:41.266712] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:43:41.266775] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:43:41.266812] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:43:41.270867] [DEBUG] [FORECASTER] ADNT: Forecast T+1@11:T+2@11: UP (p=94.30%)
[2025-11-25T10:43:41.271301] [INFO ] [FORECASTER] Completed predict_future for ADNT
[2025-11-25T10:43:41.271511] [INFO ] [sig       ] ADNT: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:43:41.441540] [INFO ] [LOCAL     ] Saved forecast: ADNT	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/ADNT.txt
[2025-11-25T10:43:41.441804] [INFO ] [sig       ] [28/2057] Completed ADNT in 0.4s | 2.87 sym/s | Total: 9.7s | ETA: 11.8m
[2025-11-25T10:43:41.441867] [INFO ] [sig       ] [29/2057] Forecasting ADT...
[2025-11-25T10:43:41.441912] [INFO ] [sig       ] Generating forecast for: ADT
[2025-11-25T10:43:41.441956] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ADT' from 'https://tdm.silogroup.org/data/derivative_storage/ADT.csv'.
[2025-11-25T10:43:41.454898] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'ADT'.
[2025-11-25T10:43:41.455450] [INFO ] [FORECASTER] Starting predict_future for ADT
[2025-11-25T10:43:41.456368] [DEBUG] [LOCAL     ] No optimal features file found for ADT: ./output/feature-sets/ADT.txt
[2025-11-25T10:43:41.456442] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:43:41.456491] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:43:41.456532] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:43:41.456603] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:43:41.526019] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:43:41.527314] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:43:41.527441] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:43:41.527492] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:43:41.648713] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:43:41.648977] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:43:41.649028] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:43:41.649063] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:43:41.653008] [DEBUG] [FORECASTER] ADT: Forecast T+1@11:T+2@11: UP (p=78.42%)
[2025-11-25T10:43:41.653400] [INFO ] [FORECASTER] Completed predict_future for ADT
[2025-11-25T10:43:41.653600] [INFO ] [sig       ] ADT: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:43:41.799536] [INFO ] [LOCAL     ] Saved forecast: ADT	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/ADT.txt
[2025-11-25T10:43:41.799784] [INFO ] [sig       ] [29/2057] Completed ADT in 0.4s | 2.87 sym/s | Total: 10.1s | ETA: 11.8m
[2025-11-25T10:43:41.799849] [INFO ] [sig       ] [30/2057] Forecasting ADX...
[2025-11-25T10:43:41.799895] [INFO ] [sig       ] Generating forecast for: ADX
[2025-11-25T10:43:41.799943] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ADX' from 'https://tdm.silogroup.org/data/derivative_storage/ADX.csv'.
[2025-11-25T10:43:41.812545] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'ADX'.
[2025-11-25T10:43:41.813014] [INFO ] [FORECASTER] Starting predict_future for ADX
[2025-11-25T10:43:41.813857] [DEBUG] [LOCAL     ] No optimal features file found for ADX: ./output/feature-sets/ADX.txt
[2025-11-25T10:43:41.813925] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:43:41.813974] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:43:41.814014] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:43:41.814083] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:43:41.880932] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:43:41.881836] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:43:41.881937] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:43:41.881988] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:43:41.995684] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:43:41.995887] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:43:41.995935] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:43:41.995969] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:43:41.999512] [DEBUG] [FORECASTER] ADX: Forecast T+1@11:T+2@11: UP (p=83.29%)
[2025-11-25T10:43:41.999826] [INFO ] [FORECASTER] Completed predict_future for ADX
[2025-11-25T10:43:41.999983] [INFO ] [sig       ] ADX: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:43:42.141177] [INFO ] [LOCAL     ] Saved forecast: ADX	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/ADX.txt
[2025-11-25T10:43:42.141345] [INFO ] [sig       ] [30/2057] Completed ADX in 0.3s | 2.87 sym/s | Total: 10.4s | ETA: 11.8m
[2025-11-25T10:43:42.141402] [INFO ] [sig       ] [31/2057] Forecasting AEE...
[2025-11-25T10:43:42.141446] [INFO ] [sig       ] Generating forecast for: AEE
[2025-11-25T10:43:42.141488] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AEE' from 'https://tdm.silogroup.org/data/derivative_storage/AEE.csv'.
[2025-11-25T10:43:42.153884] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'AEE'.
[2025-11-25T10:43:42.154254] [INFO ] [FORECASTER] Starting predict_future for AEE
[2025-11-25T10:43:42.155052] [DEBUG] [LOCAL     ] No optimal features file found for AEE: ./output/feature-sets/AEE.txt
[2025-11-25T10:43:42.155122] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:43:42.155169] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:43:42.155211] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:43:42.155279] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:43:42.222726] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:43:42.223428] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:43:42.223528] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:43:42.223579] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:43:42.339032] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:43:42.339242] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:43:42.339313] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:43:42.339349] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:43:42.343088] [DEBUG] [FORECASTER] AEE: Forecast T+1@11:T+2@11: DOWN (p=17.94%)
[2025-11-25T10:43:42.343393] [INFO ] [FORECASTER] Completed predict_future for AEE
[2025-11-25T10:43:42.343548] [INFO ] [sig       ] AEE: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:43:42.486850] [INFO ] [LOCAL     ] Saved forecast: AEE	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/AEE.txt
[2025-11-25T10:43:42.487072] [INFO ] [sig       ] [31/2057] Completed AEE in 0.3s | 2.87 sym/s | Total: 10.8s | ETA: 11.8m
[2025-11-25T10:43:42.487143] [INFO ] [sig       ] [32/2057] Forecasting AEFC...
[2025-11-25T10:43:42.487221] [INFO ] [sig       ] Generating forecast for: AEFC
[2025-11-25T10:43:42.487288] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AEFC' from 'https://tdm.silogroup.org/data/derivative_storage/AEFC.csv'.
[2025-11-25T10:43:42.499696] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'AEFC'.
[2025-11-25T10:43:42.500231] [INFO ] [FORECASTER] Starting predict_future for AEFC
[2025-11-25T10:43:42.501078] [DEBUG] [LOCAL     ] No optimal features file found for AEFC: ./output/feature-sets/AEFC.txt
[2025-11-25T10:43:42.501153] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:43:42.501199] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:43:42.501240] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:43:42.501310] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:43:42.568101] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:43:42.569052] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:43:42.569166] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:43:42.569214] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:43:42.681078] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:43:42.681280] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:43:42.681328] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:43:42.681364] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:43:42.684764] [DEBUG] [FORECASTER] AEFC: Forecast T+1@11:T+2@11: DOWN (p=37.59%)
[2025-11-25T10:43:42.685065] [INFO ] [FORECASTER] Completed predict_future for AEFC
[2025-11-25T10:43:42.685235] [INFO ] [sig       ] AEFC: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:43:42.827175] [INFO ] [LOCAL     ] Saved forecast: AEFC	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/AEFC.txt
[2025-11-25T10:43:42.827339] [INFO ] [sig       ] [32/2057] Completed AEFC in 0.3s | 2.87 sym/s | Total: 11.1s | ETA: 11.7m
[2025-11-25T10:43:42.827394] [INFO ] [sig       ] [33/2057] Forecasting AEG...
[2025-11-25T10:43:42.827438] [INFO ] [sig       ] Generating forecast for: AEG
[2025-11-25T10:43:42.827480] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AEG' from 'https://tdm.silogroup.org/data/derivative_storage/AEG.csv'.
[2025-11-25T10:43:42.839412] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'AEG'.
[2025-11-25T10:43:42.839799] [INFO ] [FORECASTER] Starting predict_future for AEG
[2025-11-25T10:43:42.840570] [DEBUG] [LOCAL     ] No optimal features file found for AEG: ./output/feature-sets/AEG.txt
[2025-11-25T10:43:42.840658] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:43:42.840708] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:43:42.840748] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:43:42.840815] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:43:42.907154] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:43:42.907823] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:43:42.907916] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:43:42.907963] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:43:43.032439] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:43:43.032630] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:43:43.032696] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:43:43.032762] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:43:43.036175] [DEBUG] [FORECASTER] AEG: Forecast T+1@11:T+2@11: DOWN (p=5.20%)
[2025-11-25T10:43:43.036479] [INFO ] [FORECASTER] Completed predict_future for AEG
[2025-11-25T10:43:43.036669] [INFO ] [sig       ] AEG: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:43:43.177107] [INFO ] [LOCAL     ] Saved forecast: AEG	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/AEG.txt
[2025-11-25T10:43:43.177287] [INFO ] [sig       ] [33/2057] Completed AEG in 0.3s | 2.87 sym/s | Total: 11.5s | ETA: 11.7m
[2025-11-25T10:43:43.177343] [INFO ] [sig       ] [34/2057] Forecasting AEM...
[2025-11-25T10:43:43.177386] [INFO ] [sig       ] Generating forecast for: AEM
[2025-11-25T10:43:43.177429] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AEM' from 'https://tdm.silogroup.org/data/derivative_storage/AEM.csv'.
[2025-11-25T10:43:43.188523] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'AEM'.
[2025-11-25T10:43:43.188920] [INFO ] [FORECASTER] Starting predict_future for AEM
[2025-11-25T10:43:43.189746] [DEBUG] [LOCAL     ] No optimal features file found for AEM: ./output/feature-sets/AEM.txt
[2025-11-25T10:43:43.189816] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:43:43.189863] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:43:43.189909] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:43:43.189979] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:43:43.256531] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:43:43.257344] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:43:43.257445] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:43:43.257493] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:43:43.384922] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:43:43.385105] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:43:43.385151] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:43:43.385187] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:43:43.388977] [DEBUG] [FORECASTER] AEM: Forecast T+1@11:T+2@11: DOWN (p=34.08%)
[2025-11-25T10:43:43.389272] [INFO ] [FORECASTER] Completed predict_future for AEM
[2025-11-25T10:43:43.389438] [INFO ] [sig       ] AEM: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:43:43.531088] [INFO ] [LOCAL     ] Saved forecast: AEM	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/AEM.txt
[2025-11-25T10:43:43.531261] [INFO ] [sig       ] [34/2057] Completed AEM in 0.4s | 2.87 sym/s | Total: 11.8s | ETA: 11.7m
[2025-11-25T10:43:43.531317] [INFO ] [sig       ] [35/2057] Forecasting AEO...
[2025-11-25T10:43:43.531360] [INFO ] [sig       ] Generating forecast for: AEO
[2025-11-25T10:43:43.531403] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AEO' from 'https://tdm.silogroup.org/data/derivative_storage/AEO.csv'.
[2025-11-25T10:43:43.543747] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'AEO'.
[2025-11-25T10:43:43.544134] [INFO ] [FORECASTER] Starting predict_future for AEO
[2025-11-25T10:43:43.544926] [DEBUG] [LOCAL     ] No optimal features file found for AEO: ./output/feature-sets/AEO.txt
[2025-11-25T10:43:43.544996] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:43:43.545063] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:43:43.545287] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:43:43.545356] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:43:43.612329] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:43:43.613033] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:43:43.613131] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:43:43.613178] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:43:43.747353] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:43:43.747524] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:43:43.747578] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:43:43.747613] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:43:43.751042] [DEBUG] [FORECASTER] AEO: Forecast T+1@11:T+2@11: UP (p=96.48%)
[2025-11-25T10:43:43.751345] [INFO ] [FORECASTER] Completed predict_future for AEO
[2025-11-25T10:43:43.751509] [INFO ] [sig       ] AEO: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:43:43.892110] [INFO ] [LOCAL     ] Saved forecast: AEO	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/AEO.txt
[2025-11-25T10:43:43.892256] [INFO ] [sig       ] [35/2057] Completed AEO in 0.4s | 2.87 sym/s | Total: 12.2s | ETA: 11.7m
[2025-11-25T10:43:43.892312] [INFO ] [sig       ] [36/2057] Forecasting AER...
[2025-11-25T10:43:43.892356] [INFO ] [sig       ] Generating forecast for: AER
[2025-11-25T10:43:43.892398] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AER' from 'https://tdm.silogroup.org/data/derivative_storage/AER.csv'.
[2025-11-25T10:43:43.903597] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'AER'.
[2025-11-25T10:43:43.903977] [INFO ] [FORECASTER] Starting predict_future for AER
[2025-11-25T10:43:43.904792] [DEBUG] [LOCAL     ] No optimal features file found for AER: ./output/feature-sets/AER.txt
[2025-11-25T10:43:43.904863] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:43:43.904915] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:43:43.904957] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:43:43.905041] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:43:43.970566] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:43:43.971312] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:43:43.971408] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:43:43.971456] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:43:44.106582] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:43:44.107303] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:43:44.107357] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:43:44.107393] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:43:44.110993] [DEBUG] [FORECASTER] AER: Forecast T+1@11:T+2@11: DOWN (p=8.10%)
[2025-11-25T10:43:44.111276] [INFO ] [FORECASTER] Completed predict_future for AER
[2025-11-25T10:43:44.111431] [INFO ] [sig       ] AER: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:43:44.256030] [INFO ] [LOCAL     ] Saved forecast: AER	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/AER.txt
[2025-11-25T10:43:44.256198] [INFO ] [sig       ] [36/2057] Completed AER in 0.4s | 2.87 sym/s | Total: 12.6s | ETA: 11.8m
[2025-11-25T10:43:44.256252] [INFO ] [sig       ] [37/2057] Forecasting AES...
[2025-11-25T10:43:44.256296] [INFO ] [sig       ] Generating forecast for: AES
[2025-11-25T10:43:44.256338] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AES' from 'https://tdm.silogroup.org/data/derivative_storage/AES.csv'.
[2025-11-25T10:43:44.269732] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'AES'.
[2025-11-25T10:43:44.270260] [INFO ] [FORECASTER] Starting predict_future for AES
[2025-11-25T10:43:44.271089] [DEBUG] [LOCAL     ] No optimal features file found for AES: ./output/feature-sets/AES.txt
[2025-11-25T10:43:44.271161] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:43:44.271214] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:43:44.271261] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:43:44.271333] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:43:44.337934] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:43:44.338714] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:43:44.338813] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:43:44.338864] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:43:44.462990] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:43:44.463164] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:43:44.463208] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:43:44.463242] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:43:44.466933] [DEBUG] [FORECASTER] AES: Forecast T+1@11:T+2@11: DOWN (p=2.93%)
[2025-11-25T10:43:44.467434] [INFO ] [FORECASTER] Completed predict_future for AES
[2025-11-25T10:43:44.467694] [INFO ] [sig       ] AES: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:43:44.609519] [INFO ] [LOCAL     ] Saved forecast: AES	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/AES.txt
[2025-11-25T10:43:44.609696] [INFO ] [sig       ] [37/2057] Completed AES in 0.4s | 2.87 sym/s | Total: 12.9s | ETA: 11.7m
[2025-11-25T10:43:44.609755] [INFO ] [sig       ] [38/2057] Forecasting AESI...
[2025-11-25T10:43:44.609802] [INFO ] [sig       ] Generating forecast for: AESI
[2025-11-25T10:43:44.609846] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AESI' from 'https://tdm.silogroup.org/data/derivative_storage/AESI.csv'.
[2025-11-25T10:43:44.623128] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'AESI'.
[2025-11-25T10:43:44.623511] [INFO ] [FORECASTER] Starting predict_future for AESI
[2025-11-25T10:43:44.624324] [DEBUG] [LOCAL     ] No optimal features file found for AESI: ./output/feature-sets/AESI.txt
[2025-11-25T10:43:44.624395] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:43:44.624442] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:43:44.624485] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:43:44.624555] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:43:44.690840] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:43:44.691597] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:43:44.691713] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:43:44.691764] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:43:44.787779] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:43:44.787966] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:43:44.788023] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:43:44.788061] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:43:44.791500] [DEBUG] [FORECASTER] AESI: Forecast T+1@11:T+2@11: UP (p=87.71%)
[2025-11-25T10:43:44.791823] [INFO ] [FORECASTER] Completed predict_future for AESI
[2025-11-25T10:43:44.791986] [INFO ] [sig       ] AESI: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:43:44.936656] [INFO ] [LOCAL     ] Saved forecast: AESI	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/AESI.txt
[2025-11-25T10:43:44.936816] [INFO ] [sig       ] [38/2057] Completed AESI in 0.3s | 2.87 sym/s | Total: 13.2s | ETA: 11.7m
[2025-11-25T10:43:44.936872] [INFO ] [sig       ] [39/2057] Forecasting AFB...
[2025-11-25T10:43:44.936922] [INFO ] [sig       ] Generating forecast for: AFB
[2025-11-25T10:43:44.936967] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AFB' from 'https://tdm.silogroup.org/data/derivative_storage/AFB.csv'.
[2025-11-25T10:43:44.948345] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'AFB'.
[2025-11-25T10:43:44.948746] [INFO ] [FORECASTER] Starting predict_future for AFB
[2025-11-25T10:43:44.949778] [DEBUG] [LOCAL     ] No optimal features file found for AFB: ./output/feature-sets/AFB.txt
[2025-11-25T10:43:44.949890] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:43:44.950000] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:43:44.950079] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:43:44.950176] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:43:45.017494] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:43:45.018277] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:43:45.018376] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:43:45.018425] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:43:45.125236] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:43:45.125416] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:43:45.125462] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:43:45.125496] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:43:45.128930] [DEBUG] [FORECASTER] AFB: Forecast T+1@11:T+2@11: UP (p=92.31%)
[2025-11-25T10:43:45.129233] [INFO ] [FORECASTER] Completed predict_future for AFB
[2025-11-25T10:43:45.129368] [INFO ] [sig       ] AFB: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:43:45.270324] [INFO ] [LOCAL     ] Saved forecast: AFB	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/AFB.txt
[2025-11-25T10:43:45.270473] [INFO ] [sig       ] [39/2057] Completed AFB in 0.3s | 2.87 sym/s | Total: 13.6s | ETA: 11.7m
[2025-11-25T10:43:45.270527] [INFO ] [sig       ] [40/2057] Forecasting AFG...
[2025-11-25T10:43:45.270569] [INFO ] [sig       ] Generating forecast for: AFG
[2025-11-25T10:43:45.270609] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AFG' from 'https://tdm.silogroup.org/data/derivative_storage/AFG.csv'.
[2025-11-25T10:43:45.281930] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'AFG'.
[2025-11-25T10:43:45.282297] [INFO ] [FORECASTER] Starting predict_future for AFG
[2025-11-25T10:43:45.283121] [DEBUG] [LOCAL     ] No optimal features file found for AFG: ./output/feature-sets/AFG.txt
[2025-11-25T10:43:45.283191] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:43:45.283238] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:43:45.283278] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:43:45.283347] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:43:45.349409] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:43:45.350075] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:43:45.350169] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:43:45.350215] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:43:45.443689] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:43:45.443832] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:43:45.443877] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:43:45.443911] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:43:45.447168] [DEBUG] [FORECASTER] AFG: Forecast T+1@11:T+2@11: DOWN (p=45.00%)
[2025-11-25T10:43:45.447452] [INFO ] [FORECASTER] Completed predict_future for AFG
[2025-11-25T10:43:45.447587] [INFO ] [sig       ] AFG: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:43:45.590666] [INFO ] [LOCAL     ] Saved forecast: AFG	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/AFG.txt
[2025-11-25T10:43:45.590810] [INFO ] [sig       ] [40/2057] Completed AFG in 0.3s | 2.88 sym/s | Total: 13.9s | ETA: 11.7m
[2025-11-25T10:43:45.590864] [INFO ] [sig       ] [41/2057] Forecasting AFGC...
[2025-11-25T10:43:45.590906] [INFO ] [sig       ] Generating forecast for: AFGC
[2025-11-25T10:43:45.590950] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AFGC' from 'https://tdm.silogroup.org/data/derivative_storage/AFGC.csv'.
[2025-11-25T10:43:45.601411] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'AFGC'.
[2025-11-25T10:43:45.601732] [INFO ] [FORECASTER] Starting predict_future for AFGC
[2025-11-25T10:43:45.602505] [DEBUG] [LOCAL     ] No optimal features file found for AFGC: ./output/feature-sets/AFGC.txt
[2025-11-25T10:43:45.602575] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:43:45.602620] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:43:45.602680] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:43:45.602749] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:43:45.671334] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:43:45.672245] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:43:45.672343] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:43:45.672391] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:43:45.769069] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:43:45.769261] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:43:45.769311] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:43:45.769348] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:43:45.772871] [DEBUG] [FORECASTER] AFGC: Forecast T+1@11:T+2@11: DOWN (p=36.82%)
[2025-11-25T10:43:45.773182] [INFO ] [FORECASTER] Completed predict_future for AFGC
[2025-11-25T10:43:45.773328] [INFO ] [sig       ] AFGC: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:43:45.919118] [INFO ] [LOCAL     ] Saved forecast: AFGC	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/AFGC.txt
[2025-11-25T10:43:45.919278] [INFO ] [sig       ] [41/2057] Completed AFGC in 0.3s | 2.88 sym/s | Total: 14.2s | ETA: 11.7m
[2025-11-25T10:43:45.919333] [INFO ] [sig       ] [42/2057] Forecasting AFL...
[2025-11-25T10:43:45.919377] [INFO ] [sig       ] Generating forecast for: AFL
[2025-11-25T10:43:45.919419] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AFL' from 'https://tdm.silogroup.org/data/derivative_storage/AFL.csv'.
[2025-11-25T10:43:45.930385] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'AFL'.
[2025-11-25T10:43:45.930784] [INFO ] [FORECASTER] Starting predict_future for AFL
[2025-11-25T10:43:45.931543] [DEBUG] [LOCAL     ] No optimal features file found for AFL: ./output/feature-sets/AFL.txt
[2025-11-25T10:43:45.931612] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:43:45.931681] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:43:45.931724] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:43:45.931795] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:43:45.998573] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:43:45.999269] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:43:45.999363] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:43:45.999411] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:43:46.090945] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:43:46.091111] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:43:46.091156] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:43:46.091211] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:43:46.094506] [DEBUG] [FORECASTER] AFL: Forecast T+1@11:T+2@11: DOWN (p=2.04%)
[2025-11-25T10:43:46.094809] [INFO ] [FORECASTER] Completed predict_future for AFL
[2025-11-25T10:43:46.094955] [INFO ] [sig       ] AFL: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:43:46.245807] [INFO ] [LOCAL     ] Saved forecast: AFL	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/AFL.txt
[2025-11-25T10:43:46.246004] [INFO ] [sig       ] [42/2057] Completed AFL in 0.3s | 2.89 sym/s | Total: 14.5s | ETA: 11.6m
[2025-11-25T10:43:46.246061] [INFO ] [sig       ] [43/2057] Forecasting AG...
[2025-11-25T10:43:46.246105] [INFO ] [sig       ] Generating forecast for: AG
[2025-11-25T10:43:46.246148] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AG' from 'https://tdm.silogroup.org/data/derivative_storage/AG.csv'.
[2025-11-25T10:43:46.260770] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'AG'.
[2025-11-25T10:43:46.261231] [INFO ] [FORECASTER] Starting predict_future for AG
[2025-11-25T10:43:46.262077] [DEBUG] [LOCAL     ] No optimal features file found for AG: ./output/feature-sets/AG.txt
[2025-11-25T10:43:46.262148] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:43:46.262195] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:43:46.262236] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:43:46.262304] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:43:46.326743] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:43:46.327557] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:43:46.327681] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:43:46.327733] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:43:46.436951] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:43:46.437164] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:43:46.437214] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:43:46.437248] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:43:46.440730] [DEBUG] [FORECASTER] AG: Forecast T+1@11:T+2@11: DOWN (p=5.73%)
[2025-11-25T10:43:46.441213] [INFO ] [FORECASTER] Completed predict_future for AG
[2025-11-25T10:43:46.441447] [INFO ] [sig       ] AG: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:43:46.580973] [INFO ] [LOCAL     ] Saved forecast: AG	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/AG.txt
[2025-11-25T10:43:46.581173] [INFO ] [sig       ] [43/2057] Completed AG in 0.3s | 2.89 sym/s | Total: 14.9s | ETA: 11.6m
[2025-11-25T10:43:46.581229] [INFO ] [sig       ] [44/2057] Forecasting AGCO...
[2025-11-25T10:43:46.581273] [INFO ] [sig       ] Generating forecast for: AGCO
[2025-11-25T10:43:46.581314] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AGCO' from 'https://tdm.silogroup.org/data/derivative_storage/AGCO.csv'.
[2025-11-25T10:43:46.592154] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'AGCO'.
[2025-11-25T10:43:46.592575] [INFO ] [FORECASTER] Starting predict_future for AGCO
[2025-11-25T10:43:46.593433] [DEBUG] [LOCAL     ] No optimal features file found for AGCO: ./output/feature-sets/AGCO.txt
[2025-11-25T10:43:46.593504] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:43:46.593551] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:43:46.593591] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:43:46.593680] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:43:46.658491] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:43:46.659335] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:43:46.659436] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:43:46.659484] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:43:46.766544] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:43:46.766769] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:43:46.766957] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:43:46.767096] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:43:46.770610] [DEBUG] [FORECASTER] AGCO: Forecast T+1@11:T+2@11: DOWN (p=14.46%)
[2025-11-25T10:43:46.770936] [INFO ] [FORECASTER] Completed predict_future for AGCO
[2025-11-25T10:43:46.771176] [INFO ] [sig       ] AGCO: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:43:46.910134] [INFO ] [LOCAL     ] Saved forecast: AGCO	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/AGCO.txt
[2025-11-25T10:43:46.910305] [INFO ] [sig       ] [44/2057] Completed AGCO in 0.3s | 2.89 sym/s | Total: 15.2s | ETA: 11.6m
[2025-11-25T10:43:46.910360] [INFO ] [sig       ] [45/2057] Forecasting AGD...
[2025-11-25T10:43:46.910404] [INFO ] [sig       ] Generating forecast for: AGD
[2025-11-25T10:43:46.910444] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AGD' from 'https://tdm.silogroup.org/data/derivative_storage/AGD.csv'.
[2025-11-25T10:43:46.921750] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'AGD'.
[2025-11-25T10:43:46.922164] [INFO ] [FORECASTER] Starting predict_future for AGD
[2025-11-25T10:43:46.922957] [DEBUG] [LOCAL     ] No optimal features file found for AGD: ./output/feature-sets/AGD.txt
[2025-11-25T10:43:46.923029] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:43:46.923075] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:43:46.923123] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:43:46.923192] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:43:46.991173] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:43:46.992056] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:43:46.992154] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:43:46.992201] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:43:47.092095] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:43:47.092275] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:43:47.092320] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:43:47.092355] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:43:47.095685] [DEBUG] [FORECASTER] AGD: Forecast T+1@11:T+2@11: UP (p=89.70%)
[2025-11-25T10:43:47.095992] [INFO ] [FORECASTER] Completed predict_future for AGD
[2025-11-25T10:43:47.096160] [INFO ] [sig       ] AGD: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:43:47.235383] [INFO ] [LOCAL     ] Saved forecast: AGD	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/AGD.txt
[2025-11-25T10:43:47.235554] [INFO ] [sig       ] [45/2057] Completed AGD in 0.3s | 2.90 sym/s | Total: 15.5s | ETA: 11.6m
[2025-11-25T10:43:47.235608] [INFO ] [sig       ] [46/2057] Forecasting AGI...
[2025-11-25T10:43:47.235670] [INFO ] [sig       ] Generating forecast for: AGI
[2025-11-25T10:43:47.235716] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AGI' from 'https://tdm.silogroup.org/data/derivative_storage/AGI.csv'.
[2025-11-25T10:43:47.247546] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'AGI'.
[2025-11-25T10:43:47.247983] [INFO ] [FORECASTER] Starting predict_future for AGI
[2025-11-25T10:43:47.248796] [DEBUG] [LOCAL     ] No optimal features file found for AGI: ./output/feature-sets/AGI.txt
[2025-11-25T10:43:47.248867] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:43:47.248913] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:43:47.248954] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:43:47.249059] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:43:47.313918] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:43:47.314625] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:43:47.314740] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:43:47.314787] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:43:47.415112] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:43:47.415296] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:43:47.415341] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:43:47.415375] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:43:47.418735] [DEBUG] [FORECASTER] AGI: Forecast T+1@11:T+2@11: UP (p=98.58%)
[2025-11-25T10:43:47.419050] [INFO ] [FORECASTER] Completed predict_future for AGI
[2025-11-25T10:43:47.419210] [INFO ] [sig       ] AGI: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:43:47.558330] [INFO ] [LOCAL     ] Saved forecast: AGI	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/AGI.txt
[2025-11-25T10:43:47.558503] [INFO ] [sig       ] [46/2057] Completed AGI in 0.3s | 2.90 sym/s | Total: 15.9s | ETA: 11.6m
[2025-11-25T10:43:47.558557] [INFO ] [sig       ] [47/2057] Forecasting AGL...
[2025-11-25T10:43:47.558602] [INFO ] [sig       ] Generating forecast for: AGL
[2025-11-25T10:43:47.558664] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AGL' from 'https://tdm.silogroup.org/data/derivative_storage/AGL.csv'.
[2025-11-25T10:43:47.569896] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'AGL'.
[2025-11-25T10:43:47.570314] [INFO ] [FORECASTER] Starting predict_future for AGL
[2025-11-25T10:43:47.571160] [DEBUG] [LOCAL     ] No optimal features file found for AGL: ./output/feature-sets/AGL.txt
[2025-11-25T10:43:47.571231] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:43:47.571279] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:43:47.571320] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:43:47.571390] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:43:47.637451] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:43:47.638211] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:43:47.638314] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:43:47.638363] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:43:47.743947] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:43:47.744138] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:43:47.744185] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:43:47.744219] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:43:47.747579] [DEBUG] [FORECASTER] AGL: Forecast T+1@11:T+2@11: UP (p=53.53%)
[2025-11-25T10:43:47.748071] [INFO ] [FORECASTER] Completed predict_future for AGL
[2025-11-25T10:43:47.748310] [INFO ] [sig       ] AGL: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:43:47.887825] [INFO ] [LOCAL     ] Saved forecast: AGL	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/AGL.txt
[2025-11-25T10:43:47.888006] [INFO ] [sig       ] [47/2057] Completed AGL in 0.3s | 2.90 sym/s | Total: 16.2s | ETA: 11.5m
[2025-11-25T10:43:47.888061] [INFO ] [sig       ] [48/2057] Forecasting AGM...
[2025-11-25T10:43:47.888105] [INFO ] [sig       ] Generating forecast for: AGM
[2025-11-25T10:43:47.888148] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AGM' from 'https://tdm.silogroup.org/data/derivative_storage/AGM.csv'.
[2025-11-25T10:43:47.899015] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'AGM'.
[2025-11-25T10:43:47.899424] [INFO ] [FORECASTER] Starting predict_future for AGM
[2025-11-25T10:43:47.900239] [DEBUG] [LOCAL     ] No optimal features file found for AGM: ./output/feature-sets/AGM.txt
[2025-11-25T10:43:47.900327] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:43:47.900375] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:43:47.900416] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:43:47.900490] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:43:47.965035] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:43:47.965846] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:43:47.965947] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:43:47.965998] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:43:48.065423] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:43:48.065603] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:43:48.065665] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:43:48.065710] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:43:48.069081] [DEBUG] [FORECASTER] AGM: Forecast T+1@11:T+2@11: UP (p=78.52%)
[2025-11-25T10:43:48.069369] [INFO ] [FORECASTER] Completed predict_future for AGM
[2025-11-25T10:43:48.069519] [INFO ] [sig       ] AGM: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:43:48.208751] [INFO ] [LOCAL     ] Saved forecast: AGM	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/AGM.txt
[2025-11-25T10:43:48.208923] [INFO ] [sig       ] [48/2057] Completed AGM in 0.3s | 2.91 sym/s | Total: 16.5s | ETA: 11.5m
[2025-11-25T10:43:48.208978] [INFO ] [sig       ] [49/2057] Forecasting AGO...
[2025-11-25T10:43:48.209021] [INFO ] [sig       ] Generating forecast for: AGO
[2025-11-25T10:43:48.209060] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AGO' from 'https://tdm.silogroup.org/data/derivative_storage/AGO.csv'.
[2025-11-25T10:43:48.219548] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'AGO'.
[2025-11-25T10:43:48.220033] [INFO ] [FORECASTER] Starting predict_future for AGO
[2025-11-25T10:43:48.220850] [DEBUG] [LOCAL     ] No optimal features file found for AGO: ./output/feature-sets/AGO.txt
[2025-11-25T10:43:48.220919] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:43:48.220967] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:43:48.221008] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:43:48.221077] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:43:48.286448] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:43:48.287195] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:43:48.287292] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:43:48.287338] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:43:48.391127] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:43:48.391321] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:43:48.391367] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:43:48.391401] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:43:48.394788] [DEBUG] [FORECASTER] AGO: Forecast T+1@11:T+2@11: DOWN (p=14.52%)
[2025-11-25T10:43:48.395081] [INFO ] [FORECASTER] Completed predict_future for AGO
[2025-11-25T10:43:48.395228] [INFO ] [sig       ] AGO: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:43:48.534279] [INFO ] [LOCAL     ] Saved forecast: AGO	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/AGO.txt
[2025-11-25T10:43:48.534439] [INFO ] [sig       ] [49/2057] Completed AGO in 0.3s | 2.91 sym/s | Total: 16.8s | ETA: 11.5m
[2025-11-25T10:43:48.534492] [INFO ] [sig       ] [50/2057] Forecasting AGRO...
[2025-11-25T10:43:48.534535] [INFO ] [sig       ] Generating forecast for: AGRO
[2025-11-25T10:43:48.534577] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AGRO' from 'https://tdm.silogroup.org/data/derivative_storage/AGRO.csv'.
[2025-11-25T10:43:48.546538] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'AGRO'.
[2025-11-25T10:43:48.546977] [INFO ] [FORECASTER] Starting predict_future for AGRO
[2025-11-25T10:43:48.547870] [DEBUG] [LOCAL     ] No optimal features file found for AGRO: ./output/feature-sets/AGRO.txt
[2025-11-25T10:43:48.547940] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:43:48.547988] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:43:48.548030] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:43:48.548105] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:43:48.617672] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:43:48.618492] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:43:48.618596] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:43:48.618665] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:43:48.723107] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:43:48.723280] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:43:48.723327] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:43:48.723363] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:43:48.727415] [DEBUG] [FORECASTER] AGRO: Forecast T+1@11:T+2@11: DOWN (p=0.23%)
[2025-11-25T10:43:48.727773] [INFO ] [FORECASTER] Completed predict_future for AGRO
[2025-11-25T10:43:48.727945] [INFO ] [sig       ] AGRO: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:43:48.875478] [INFO ] [LOCAL     ] Saved forecast: AGRO	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/AGRO.txt
[2025-11-25T10:43:48.875680] [INFO ] [sig       ] [50/2057] Completed AGRO in 0.3s | 2.91 sym/s | Total: 17.2s | ETA: 11.5m
[2025-11-25T10:43:48.875749] [INFO ] [sig       ] [51/2057] Forecasting AGX...
[2025-11-25T10:43:48.875797] [INFO ] [sig       ] Generating forecast for: AGX
[2025-11-25T10:43:48.875840] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AGX' from 'https://tdm.silogroup.org/data/derivative_storage/AGX.csv'.
[2025-11-25T10:43:48.886570] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'AGX'.
[2025-11-25T10:43:48.887058] [INFO ] [FORECASTER] Starting predict_future for AGX
[2025-11-25T10:43:48.887953] [DEBUG] [LOCAL     ] No optimal features file found for AGX: ./output/feature-sets/AGX.txt
[2025-11-25T10:43:48.888029] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:43:48.888087] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:43:48.888131] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:43:48.888200] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:43:48.957011] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:43:48.958119] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:43:48.958222] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:43:48.958271] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:43:49.065009] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:43:49.065201] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:43:49.065248] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:43:49.065283] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:43:49.068852] [DEBUG] [FORECASTER] AGX: Forecast T+1@11:T+2@11: UP (p=69.01%)
[2025-11-25T10:43:49.069148] [INFO ] [FORECASTER] Completed predict_future for AGX
[2025-11-25T10:43:49.069301] [INFO ] [sig       ] AGX: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:43:49.220278] [INFO ] [LOCAL     ] Saved forecast: AGX	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/AGX.txt
[2025-11-25T10:43:49.220454] [INFO ] [sig       ] [51/2057] Completed AGX in 0.3s | 2.91 sym/s | Total: 17.5s | ETA: 11.5m
[2025-11-25T10:43:49.220518] [INFO ] [sig       ] [52/2057] Forecasting AHH...
[2025-11-25T10:43:49.220564] [INFO ] [sig       ] Generating forecast for: AHH
[2025-11-25T10:43:49.220610] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AHH' from 'https://tdm.silogroup.org/data/derivative_storage/AHH.csv'.
[2025-11-25T10:43:49.232609] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'AHH'.
[2025-11-25T10:43:49.233074] [INFO ] [FORECASTER] Starting predict_future for AHH
[2025-11-25T10:43:49.233904] [DEBUG] [LOCAL     ] No optimal features file found for AHH: ./output/feature-sets/AHH.txt
[2025-11-25T10:43:49.233975] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:43:49.234023] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:43:49.234069] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:43:49.234138] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:43:49.303375] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:43:49.304194] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:43:49.304294] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:43:49.304343] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:43:49.407135] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:43:49.407310] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:43:49.407356] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:43:49.407391] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:43:49.410943] [DEBUG] [FORECASTER] AHH: Forecast T+1@11:T+2@11: UP (p=62.14%)
[2025-11-25T10:43:49.411272] [INFO ] [FORECASTER] Completed predict_future for AHH
[2025-11-25T10:43:49.411438] [INFO ] [sig       ] AHH: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:43:49.555237] [INFO ] [LOCAL     ] Saved forecast: AHH	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/AHH.txt
[2025-11-25T10:43:49.555409] [INFO ] [sig       ] [52/2057] Completed AHH in 0.3s | 2.91 sym/s | Total: 17.9s | ETA: 11.5m
[2025-11-25T10:43:49.555466] [INFO ] [sig       ] [53/2057] Forecasting AHT...
[2025-11-25T10:43:49.555509] [INFO ] [sig       ] Generating forecast for: AHT
[2025-11-25T10:43:49.555554] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AHT' from 'https://tdm.silogroup.org/data/derivative_storage/AHT.csv'.
[2025-11-25T10:43:49.565947] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'AHT'.
[2025-11-25T10:43:49.566359] [INFO ] [FORECASTER] Starting predict_future for AHT
[2025-11-25T10:43:49.567233] [DEBUG] [LOCAL     ] No optimal features file found for AHT: ./output/feature-sets/AHT.txt
[2025-11-25T10:43:49.567305] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:43:49.567353] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:43:49.567396] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:43:49.567467] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:43:49.636816] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:43:49.637554] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:43:49.637671] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:43:49.637724] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:43:49.745225] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:43:49.745451] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:43:49.745528] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:43:49.745579] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:43:49.749952] [DEBUG] [FORECASTER] AHT: Forecast T+1@11:T+2@11: DOWN (p=16.94%)
[2025-11-25T10:43:49.750303] [INFO ] [FORECASTER] Completed predict_future for AHT
[2025-11-25T10:43:49.750495] [INFO ] [sig       ] AHT: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:43:49.892164] [INFO ] [LOCAL     ] Saved forecast: AHT	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/AHT.txt
[2025-11-25T10:43:49.892333] [INFO ] [sig       ] [53/2057] Completed AHT in 0.3s | 2.91 sym/s | Total: 18.2s | ETA: 11.5m
[2025-11-25T10:43:49.892388] [INFO ] [sig       ] [54/2057] Forecasting AI...
[2025-11-25T10:43:49.892431] [INFO ] [sig       ] Generating forecast for: AI
[2025-11-25T10:43:49.892473] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AI' from 'https://tdm.silogroup.org/data/derivative_storage/AI.csv'.
[2025-11-25T10:43:49.903865] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'AI'.
[2025-11-25T10:43:49.904271] [INFO ] [FORECASTER] Starting predict_future for AI
[2025-11-25T10:43:49.905067] [DEBUG] [LOCAL     ] No optimal features file found for AI: ./output/feature-sets/AI.txt
[2025-11-25T10:43:49.905137] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:43:49.905184] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:43:49.905225] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:43:49.905295] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:43:49.970178] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:43:49.970991] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:43:49.971087] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:43:49.971135] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:43:50.081181] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:43:50.081387] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:43:50.081433] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:43:50.081467] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:43:50.084943] [DEBUG] [FORECASTER] AI: Forecast T+1@11:T+2@11: UP (p=80.89%)
[2025-11-25T10:43:50.085437] [INFO ] [FORECASTER] Completed predict_future for AI
[2025-11-25T10:43:50.085690] [INFO ] [sig       ] AI: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:43:50.224942] [INFO ] [LOCAL     ] Saved forecast: AI	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/AI.txt
[2025-11-25T10:43:50.225127] [INFO ] [sig       ] [54/2057] Completed AI in 0.3s | 2.91 sym/s | Total: 18.5s | ETA: 11.5m
[2025-11-25T10:43:50.225182] [INFO ] [sig       ] [55/2057] Forecasting AIG...
[2025-11-25T10:43:50.225226] [INFO ] [sig       ] Generating forecast for: AIG
[2025-11-25T10:43:50.225268] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AIG' from 'https://tdm.silogroup.org/data/derivative_storage/AIG.csv'.
[2025-11-25T10:43:50.236699] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'AIG'.
[2025-11-25T10:43:50.237163] [INFO ] [FORECASTER] Starting predict_future for AIG
[2025-11-25T10:43:50.237959] [DEBUG] [LOCAL     ] No optimal features file found for AIG: ./output/feature-sets/AIG.txt
[2025-11-25T10:43:50.238030] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:43:50.238080] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:43:50.238121] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:43:50.238189] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:43:50.303073] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:43:50.303920] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:43:50.304020] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:43:50.304071] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:43:50.408090] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:43:50.408287] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:43:50.408334] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:43:50.408395] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:43:50.411984] [DEBUG] [FORECASTER] AIG: Forecast T+1@11:T+2@11: UP (p=91.21%)
[2025-11-25T10:43:50.412284] [INFO ] [FORECASTER] Completed predict_future for AIG
[2025-11-25T10:43:50.412451] [INFO ] [sig       ] AIG: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:43:50.558370] [INFO ] [LOCAL     ] Saved forecast: AIG	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/AIG.txt
[2025-11-25T10:43:50.558555] [INFO ] [sig       ] [55/2057] Completed AIG in 0.3s | 2.92 sym/s | Total: 18.9s | ETA: 11.4m
[2025-11-25T10:43:50.558613] [INFO ] [sig       ] [56/2057] Forecasting AIN...
[2025-11-25T10:43:50.558680] [INFO ] [sig       ] Generating forecast for: AIN
[2025-11-25T10:43:50.558729] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AIN' from 'https://tdm.silogroup.org/data/derivative_storage/AIN.csv'.
[2025-11-25T10:43:50.570323] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'AIN'.
[2025-11-25T10:43:50.570793] [INFO ] [FORECASTER] Starting predict_future for AIN
[2025-11-25T10:43:50.571622] [DEBUG] [LOCAL     ] No optimal features file found for AIN: ./output/feature-sets/AIN.txt
[2025-11-25T10:43:50.571722] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:43:50.571771] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:43:50.571814] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:43:50.571891] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:43:50.639463] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:43:50.640336] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:43:50.640447] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:43:50.640497] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:43:50.748135] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:43:50.748331] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:43:50.748380] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:43:50.748417] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:43:50.751926] [DEBUG] [FORECASTER] AIN: Forecast T+1@11:T+2@11: UP (p=74.93%)
[2025-11-25T10:43:50.752225] [INFO ] [FORECASTER] Completed predict_future for AIN
[2025-11-25T10:43:50.752398] [INFO ] [sig       ] AIN: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:43:50.897190] [INFO ] [LOCAL     ] Saved forecast: AIN	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/AIN.txt
[2025-11-25T10:43:50.897380] [INFO ] [sig       ] [56/2057] Completed AIN in 0.3s | 2.92 sym/s | Total: 19.2s | ETA: 11.4m
[2025-11-25T10:43:50.897447] [INFO ] [sig       ] [57/2057] Forecasting AIO...
[2025-11-25T10:43:50.897496] [INFO ] [sig       ] Generating forecast for: AIO
[2025-11-25T10:43:50.897542] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AIO' from 'https://tdm.silogroup.org/data/derivative_storage/AIO.csv'.
[2025-11-25T10:43:50.909195] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'AIO'.
[2025-11-25T10:43:50.909627] [INFO ] [FORECASTER] Starting predict_future for AIO
[2025-11-25T10:43:50.910468] [DEBUG] [LOCAL     ] No optimal features file found for AIO: ./output/feature-sets/AIO.txt
[2025-11-25T10:43:50.910541] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:43:50.910589] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:43:50.910630] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:43:50.910731] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:43:50.979137] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:43:50.980240] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:43:50.980344] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:43:50.980451] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:43:51.096353] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:43:51.096554] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:43:51.096603] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:43:51.096639] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:43:51.100228] [DEBUG] [FORECASTER] AIO: Forecast T+1@11:T+2@11: UP (p=93.17%)
[2025-11-25T10:43:51.100911] [INFO ] [FORECASTER] Completed predict_future for AIO
[2025-11-25T10:43:51.101156] [INFO ] [sig       ] AIO: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:43:51.247782] [INFO ] [LOCAL     ] Saved forecast: AIO	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/AIO.txt
[2025-11-25T10:43:51.247988] [INFO ] [sig       ] [57/2057] Completed AIO in 0.4s | 2.92 sym/s | Total: 19.6s | ETA: 11.4m
[2025-11-25T10:43:51.248049] [INFO ] [sig       ] [58/2057] Forecasting AIR...
[2025-11-25T10:43:51.248095] [INFO ] [sig       ] Generating forecast for: AIR
[2025-11-25T10:43:51.248139] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AIR' from 'https://tdm.silogroup.org/data/derivative_storage/AIR.csv'.
[2025-11-25T10:43:51.260279] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'AIR'.
[2025-11-25T10:43:51.260784] [INFO ] [FORECASTER] Starting predict_future for AIR
[2025-11-25T10:43:51.261599] [DEBUG] [LOCAL     ] No optimal features file found for AIR: ./output/feature-sets/AIR.txt
[2025-11-25T10:43:51.261698] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:43:51.261748] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:43:51.261803] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:43:51.261882] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:43:51.330563] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:43:51.331364] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:43:51.331485] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:43:51.331543] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:43:51.433331] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:43:51.433518] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:43:51.433568] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:43:51.433605] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:43:51.437265] [DEBUG] [FORECASTER] AIR: Forecast T+1@11:T+2@11: DOWN (p=11.24%)
[2025-11-25T10:43:51.437577] [INFO ] [FORECASTER] Completed predict_future for AIR
[2025-11-25T10:43:51.437779] [INFO ] [sig       ] AIR: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:43:51.585690] [INFO ] [LOCAL     ] Saved forecast: AIR	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/AIR.txt
[2025-11-25T10:43:51.585872] [INFO ] [sig       ] [58/2057] Completed AIR in 0.3s | 2.92 sym/s | Total: 19.9s | ETA: 11.4m
[2025-11-25T10:43:51.585927] [INFO ] [sig       ] [59/2057] Forecasting AIT...
[2025-11-25T10:43:51.585969] [INFO ] [sig       ] Generating forecast for: AIT
[2025-11-25T10:43:51.586011] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AIT' from 'https://tdm.silogroup.org/data/derivative_storage/AIT.csv'.
[2025-11-25T10:43:51.597620] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'AIT'.
[2025-11-25T10:43:51.598099] [INFO ] [FORECASTER] Starting predict_future for AIT
[2025-11-25T10:43:51.598954] [DEBUG] [LOCAL     ] No optimal features file found for AIT: ./output/feature-sets/AIT.txt
[2025-11-25T10:43:51.599035] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:43:51.599091] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:43:51.599174] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:43:51.599250] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:43:51.669939] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:43:51.670871] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:43:51.670974] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:43:51.671023] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:43:51.784014] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:43:51.784409] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:43:51.784470] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:43:51.784535] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:43:51.788475] [DEBUG] [FORECASTER] AIT: Forecast T+1@11:T+2@11: UP (p=63.78%)
[2025-11-25T10:43:51.788805] [INFO ] [FORECASTER] Completed predict_future for AIT
[2025-11-25T10:43:51.788996] [INFO ] [sig       ] AIT: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:43:51.936073] [INFO ] [LOCAL     ] Saved forecast: AIT	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/AIT.txt
[2025-11-25T10:43:51.936238] [INFO ] [sig       ] [59/2057] Completed AIT in 0.4s | 2.92 sym/s | Total: 20.2s | ETA: 11.4m
[2025-11-25T10:43:51.936303] [INFO ] [sig       ] [60/2057] Forecasting AIV...
[2025-11-25T10:43:51.936346] [INFO ] [sig       ] Generating forecast for: AIV
[2025-11-25T10:43:51.936390] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AIV' from 'https://tdm.silogroup.org/data/derivative_storage/AIV.csv'.
[2025-11-25T10:43:51.948407] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'AIV'.
[2025-11-25T10:43:51.948816] [INFO ] [FORECASTER] Starting predict_future for AIV
[2025-11-25T10:43:51.949619] [DEBUG] [LOCAL     ] No optimal features file found for AIV: ./output/feature-sets/AIV.txt
[2025-11-25T10:43:51.949714] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:43:51.949765] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:43:51.949807] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:43:51.949878] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:43:52.022677] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:43:52.023624] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:43:52.023743] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:43:52.023793] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:43:52.132426] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:43:52.132615] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:43:52.132684] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:43:52.132749] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:43:52.136568] [DEBUG] [FORECASTER] AIV: Forecast T+1@11:T+2@11: UP (p=74.37%)
[2025-11-25T10:43:52.136893] [INFO ] [FORECASTER] Completed predict_future for AIV
[2025-11-25T10:43:52.137096] [INFO ] [sig       ] AIV: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:43:52.279566] [INFO ] [LOCAL     ] Saved forecast: AIV	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/AIV.txt
[2025-11-25T10:43:52.279747] [INFO ] [sig       ] [60/2057] Completed AIV in 0.3s | 2.92 sym/s | Total: 20.6s | ETA: 11.4m
[2025-11-25T10:43:52.279803] [INFO ] [sig       ] [61/2057] Forecasting AIZ...
[2025-11-25T10:43:52.279846] [INFO ] [sig       ] Generating forecast for: AIZ
[2025-11-25T10:43:52.279889] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AIZ' from 'https://tdm.silogroup.org/data/derivative_storage/AIZ.csv'.
[2025-11-25T10:43:52.294983] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'AIZ'.
[2025-11-25T10:43:52.295613] [INFO ] [FORECASTER] Starting predict_future for AIZ
[2025-11-25T10:43:52.297007] [DEBUG] [LOCAL     ] No optimal features file found for AIZ: ./output/feature-sets/AIZ.txt
[2025-11-25T10:43:52.297166] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:43:52.297227] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:43:52.297279] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:43:52.297378] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:43:52.372832] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:43:52.373803] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:43:52.373919] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:43:52.373971] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:43:52.481226] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:43:52.481454] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:43:52.481515] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:43:52.481560] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:43:52.485583] [DEBUG] [FORECASTER] AIZ: Forecast T+1@11:T+2@11: DOWN (p=12.34%)
[2025-11-25T10:43:52.486046] [INFO ] [FORECASTER] Completed predict_future for AIZ
[2025-11-25T10:43:52.486229] [INFO ] [sig       ] AIZ: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:43:52.637598] [INFO ] [LOCAL     ] Saved forecast: AIZ	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/AIZ.txt
[2025-11-25T10:43:52.637816] [INFO ] [sig       ] [61/2057] Completed AIZ in 0.4s | 2.91 sym/s | Total: 20.9s | ETA: 11.4m
[2025-11-25T10:43:52.637871] [INFO ] [sig       ] [62/2057] Forecasting AIZN...
[2025-11-25T10:43:52.637914] [INFO ] [sig       ] Generating forecast for: AIZN
[2025-11-25T10:43:52.637957] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AIZN' from 'https://tdm.silogroup.org/data/derivative_storage/AIZN.csv'.
[2025-11-25T10:43:52.651093] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'AIZN'.
[2025-11-25T10:43:52.651831] [INFO ] [FORECASTER] Starting predict_future for AIZN
[2025-11-25T10:43:52.652675] [DEBUG] [LOCAL     ] No optimal features file found for AIZN: ./output/feature-sets/AIZN.txt
[2025-11-25T10:43:52.652745] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:43:52.652792] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:43:52.652834] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:43:52.652906] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:43:52.724792] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:43:52.725708] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:43:52.725812] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:43:52.725861] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:43:52.827972] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:43:52.828188] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:43:52.828243] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:43:52.828283] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:43:52.831833] [DEBUG] [FORECASTER] AIZN: Forecast T+1@11:T+2@11: DOWN (p=36.49%)
[2025-11-25T10:43:52.832133] [INFO ] [FORECASTER] Completed predict_future for AIZN
[2025-11-25T10:43:52.832277] [INFO ] [sig       ] AIZN: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:43:52.974863] [INFO ] [LOCAL     ] Saved forecast: AIZN	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/AIZN.txt
[2025-11-25T10:43:52.975053] [INFO ] [sig       ] [62/2057] Completed AIZN in 0.3s | 2.91 sym/s | Total: 21.3s | ETA: 11.4m
[2025-11-25T10:43:52.975112] [INFO ] [sig       ] [63/2057] Forecasting AJG...
[2025-11-25T10:43:52.975156] [INFO ] [sig       ] Generating forecast for: AJG
[2025-11-25T10:43:52.975198] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AJG' from 'https://tdm.silogroup.org/data/derivative_storage/AJG.csv'.
[2025-11-25T10:43:52.986338] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'AJG'.
[2025-11-25T10:43:52.986826] [INFO ] [FORECASTER] Starting predict_future for AJG
[2025-11-25T10:43:52.987669] [DEBUG] [LOCAL     ] No optimal features file found for AJG: ./output/feature-sets/AJG.txt
[2025-11-25T10:43:52.987737] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:43:52.987784] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:43:52.987825] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:43:52.987894] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:43:53.055252] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:43:53.056626] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:43:53.056779] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:43:53.056827] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:43:53.166556] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:43:53.166780] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:43:53.166832] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:43:53.166867] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:43:53.171026] [DEBUG] [FORECASTER] AJG: Forecast T+1@11:T+2@11: UP (p=80.53%)
[2025-11-25T10:43:53.171326] [INFO ] [FORECASTER] Completed predict_future for AJG
[2025-11-25T10:43:53.171479] [INFO ] [sig       ] AJG: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:43:53.314989] [INFO ] [LOCAL     ] Saved forecast: AJG	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/AJG.txt
[2025-11-25T10:43:53.315182] [INFO ] [sig       ] [63/2057] Completed AJG in 0.3s | 2.91 sym/s | Total: 21.6s | ETA: 11.4m
[2025-11-25T10:43:53.315247] [INFO ] [sig       ] [64/2057] Forecasting AKR...
[2025-11-25T10:43:53.315289] [INFO ] [sig       ] Generating forecast for: AKR
[2025-11-25T10:43:53.315334] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AKR' from 'https://tdm.silogroup.org/data/derivative_storage/AKR.csv'.
[2025-11-25T10:43:53.328637] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'AKR'.
[2025-11-25T10:43:53.329181] [INFO ] [FORECASTER] Starting predict_future for AKR
[2025-11-25T10:43:53.330051] [DEBUG] [LOCAL     ] No optimal features file found for AKR: ./output/feature-sets/AKR.txt
[2025-11-25T10:43:53.330127] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:43:53.330176] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:43:53.330220] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:43:53.330289] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:43:53.400026] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:43:53.400983] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:43:53.401089] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:43:53.401149] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:43:53.514976] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:43:53.515200] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:43:53.515251] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:43:53.515288] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:43:53.519040] [DEBUG] [FORECASTER] AKR: Forecast T+1@11:T+2@11: DOWN (p=18.42%)
[2025-11-25T10:43:53.519574] [INFO ] [FORECASTER] Completed predict_future for AKR
[2025-11-25T10:43:53.519840] [INFO ] [sig       ] AKR: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:43:53.671343] [INFO ] [LOCAL     ] Saved forecast: AKR	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/AKR.txt
[2025-11-25T10:43:53.671812] [INFO ] [sig       ] [64/2057] Completed AKR in 0.4s | 2.91 sym/s | Total: 22.0s | ETA: 11.4m
[2025-11-25T10:43:53.671873] [INFO ] [sig       ] [65/2057] Forecasting AL...
[2025-11-25T10:43:53.671917] [INFO ] [sig       ] Generating forecast for: AL
[2025-11-25T10:43:53.671959] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AL' from 'https://tdm.silogroup.org/data/derivative_storage/AL.csv'.
[2025-11-25T10:43:53.684595] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'AL'.
[2025-11-25T10:43:53.685114] [INFO ] [FORECASTER] Starting predict_future for AL
[2025-11-25T10:43:53.685935] [DEBUG] [LOCAL     ] No optimal features file found for AL: ./output/feature-sets/AL.txt
[2025-11-25T10:43:53.686007] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:43:53.686053] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:43:53.686094] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:43:53.686162] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:43:53.756270] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:43:53.757279] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:43:53.757420] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:43:53.757472] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:43:53.889964] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:43:53.890164] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:43:53.890212] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:43:53.890247] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:43:53.893613] [DEBUG] [FORECASTER] AL: Forecast T+1@11:T+2@11: DOWN (p=1.79%)
[2025-11-25T10:43:53.893920] [INFO ] [FORECASTER] Completed predict_future for AL
[2025-11-25T10:43:53.894267] [INFO ] [sig       ] AL: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:43:54.034932] [INFO ] [LOCAL     ] Saved forecast: AL	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/AL.txt
[2025-11-25T10:43:54.035269] [INFO ] [sig       ] [65/2057] Completed AL in 0.4s | 2.91 sym/s | Total: 22.3s | ETA: 11.4m
[2025-11-25T10:43:54.035400] [INFO ] [sig       ] [66/2057] Forecasting ALB...
[2025-11-25T10:43:54.035506] [INFO ] [sig       ] Generating forecast for: ALB
[2025-11-25T10:43:54.035612] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALB' from 'https://tdm.silogroup.org/data/derivative_storage/ALB.csv'.
[2025-11-25T10:43:54.046703] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'ALB'.
[2025-11-25T10:43:54.047208] [INFO ] [FORECASTER] Starting predict_future for ALB
[2025-11-25T10:43:54.048044] [DEBUG] [LOCAL     ] No optimal features file found for ALB: ./output/feature-sets/ALB.txt
[2025-11-25T10:43:54.048116] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:43:54.048179] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:43:54.048229] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:43:54.048300] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:43:54.116111] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:43:54.116922] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:43:54.117020] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:43:54.117087] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:43:54.230004] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:43:54.230219] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:43:54.230269] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:43:54.230305] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:43:54.233890] [DEBUG] [FORECASTER] ALB: Forecast T+1@11:T+2@11: DOWN (p=46.10%)
[2025-11-25T10:43:54.234214] [INFO ] [FORECASTER] Completed predict_future for ALB
[2025-11-25T10:43:54.234371] [INFO ] [sig       ] ALB: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:43:54.383664] [INFO ] [LOCAL     ] Saved forecast: ALB	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/ALB.txt
[2025-11-25T10:43:54.383842] [INFO ] [sig       ] [66/2057] Completed ALB in 0.3s | 2.91 sym/s | Total: 22.7s | ETA: 11.4m
[2025-11-25T10:43:54.383900] [INFO ] [sig       ] [67/2057] Forecasting ALC...
[2025-11-25T10:43:54.383946] [INFO ] [sig       ] Generating forecast for: ALC
[2025-11-25T10:43:54.383991] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALC' from 'https://tdm.silogroup.org/data/derivative_storage/ALC.csv'.
[2025-11-25T10:43:54.397100] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'ALC'.
[2025-11-25T10:43:54.397532] [INFO ] [FORECASTER] Starting predict_future for ALC
[2025-11-25T10:43:54.398344] [DEBUG] [LOCAL     ] No optimal features file found for ALC: ./output/feature-sets/ALC.txt
[2025-11-25T10:43:54.398416] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:43:54.398461] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:43:54.398502] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:43:54.398570] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:43:54.464491] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:43:54.465268] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:43:54.465366] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:43:54.465415] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:43:54.580728] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:43:54.580951] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:43:54.581021] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:43:54.581061] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:43:54.584782] [DEBUG] [FORECASTER] ALC: Forecast T+1@11:T+2@11: DOWN (p=5.46%)
[2025-11-25T10:43:54.585288] [INFO ] [FORECASTER] Completed predict_future for ALC
[2025-11-25T10:43:54.585546] [INFO ] [sig       ] ALC: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:43:54.732064] [INFO ] [LOCAL     ] Saved forecast: ALC	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/ALC.txt
[2025-11-25T10:43:54.732247] [INFO ] [sig       ] [67/2057] Completed ALC in 0.3s | 2.91 sym/s | Total: 23.0s | ETA: 11.4m
[2025-11-25T10:43:54.732304] [INFO ] [sig       ] [68/2057] Forecasting ALE...
[2025-11-25T10:43:54.732349] [INFO ] [sig       ] Generating forecast for: ALE
[2025-11-25T10:43:54.732393] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALE' from 'https://tdm.silogroup.org/data/derivative_storage/ALE.csv'.
[2025-11-25T10:43:54.744887] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'ALE'.
[2025-11-25T10:43:54.745336] [INFO ] [FORECASTER] Starting predict_future for ALE
[2025-11-25T10:43:54.746182] [DEBUG] [LOCAL     ] No optimal features file found for ALE: ./output/feature-sets/ALE.txt
[2025-11-25T10:43:54.746256] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:43:54.746305] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:43:54.746347] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:43:54.746416] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:43:54.815330] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:43:54.816218] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:43:54.816319] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:43:54.816369] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:43:54.939128] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:43:54.939331] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:43:54.939409] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:43:54.939447] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:43:54.943063] [DEBUG] [FORECASTER] ALE: Forecast T+1@11:T+2@11: DOWN (p=12.49%)
[2025-11-25T10:43:54.943365] [INFO ] [FORECASTER] Completed predict_future for ALE
[2025-11-25T10:43:54.943540] [INFO ] [sig       ] ALE: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:43:55.088073] [INFO ] [LOCAL     ] Saved forecast: ALE	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/ALE.txt
[2025-11-25T10:43:55.088253] [INFO ] [sig       ] [68/2057] Completed ALE in 0.4s | 2.91 sym/s | Total: 23.4s | ETA: 11.4m
[2025-11-25T10:43:55.088311] [INFO ] [sig       ] [69/2057] Forecasting ALEX...
[2025-11-25T10:43:55.088356] [INFO ] [sig       ] Generating forecast for: ALEX
[2025-11-25T10:43:55.088399] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALEX' from 'https://tdm.silogroup.org/data/derivative_storage/ALEX.csv'.
[2025-11-25T10:43:55.100834] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'ALEX'.
[2025-11-25T10:43:55.101278] [INFO ] [FORECASTER] Starting predict_future for ALEX
[2025-11-25T10:43:55.102089] [DEBUG] [LOCAL     ] No optimal features file found for ALEX: ./output/feature-sets/ALEX.txt
[2025-11-25T10:43:55.102163] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:43:55.102209] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:43:55.102249] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:43:55.102317] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:43:55.167948] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:43:55.168807] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:43:55.168906] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:43:55.168954] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:43:55.288744] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:43:55.288998] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:43:55.289058] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:43:55.289103] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:43:55.292715] [DEBUG] [FORECASTER] ALEX: Forecast T+1@11:T+2@11: DOWN (p=23.25%)
[2025-11-25T10:43:55.293045] [INFO ] [FORECASTER] Completed predict_future for ALEX
[2025-11-25T10:43:55.293219] [INFO ] [sig       ] ALEX: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:43:55.435345] [INFO ] [LOCAL     ] Saved forecast: ALEX	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/ALEX.txt
[2025-11-25T10:43:55.435518] [INFO ] [sig       ] [69/2057] Completed ALEX in 0.3s | 2.91 sym/s | Total: 23.7s | ETA: 11.4m
[2025-11-25T10:43:55.435574] [INFO ] [sig       ] [70/2057] Forecasting ALG...
[2025-11-25T10:43:55.435616] [INFO ] [sig       ] Generating forecast for: ALG
[2025-11-25T10:43:55.435678] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALG' from 'https://tdm.silogroup.org/data/derivative_storage/ALG.csv'.
[2025-11-25T10:43:55.448055] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'ALG'.
[2025-11-25T10:43:55.448528] [INFO ] [FORECASTER] Starting predict_future for ALG
[2025-11-25T10:43:55.449328] [DEBUG] [LOCAL     ] No optimal features file found for ALG: ./output/feature-sets/ALG.txt
[2025-11-25T10:43:55.449400] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:43:55.449446] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:43:55.449487] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:43:55.449556] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:43:55.515523] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:43:55.516405] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:43:55.516506] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:43:55.516556] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:43:55.630932] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:43:55.631123] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:43:55.631171] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:43:55.631206] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:43:55.634572] [DEBUG] [FORECASTER] ALG: Forecast T+1@11:T+2@11: DOWN (p=16.20%)
[2025-11-25T10:43:55.634875] [INFO ] [FORECASTER] Completed predict_future for ALG
[2025-11-25T10:43:55.635026] [INFO ] [sig       ] ALG: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:43:55.774119] [INFO ] [LOCAL     ] Saved forecast: ALG	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/ALG.txt
[2025-11-25T10:43:55.774297] [INFO ] [sig       ] [70/2057] Completed ALG in 0.3s | 2.91 sym/s | Total: 24.1s | ETA: 11.4m
[2025-11-25T10:43:55.774352] [INFO ] [sig       ] [71/2057] Forecasting ALIT...
[2025-11-25T10:43:55.774395] [INFO ] [sig       ] Generating forecast for: ALIT
[2025-11-25T10:43:55.774437] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALIT' from 'https://tdm.silogroup.org/data/derivative_storage/ALIT.csv'.
[2025-11-25T10:43:55.786029] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'ALIT'.
[2025-11-25T10:43:55.786479] [INFO ] [FORECASTER] Starting predict_future for ALIT
[2025-11-25T10:43:55.787327] [DEBUG] [LOCAL     ] No optimal features file found for ALIT: ./output/feature-sets/ALIT.txt
[2025-11-25T10:43:55.787400] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:43:55.787445] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:43:55.787485] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:43:55.787546] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:43:55.852298] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:43:55.853165] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:43:55.853276] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:43:55.853324] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:43:55.950366] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:43:55.950556] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:43:55.950602] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:43:55.950654] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:43:55.954072] [DEBUG] [FORECASTER] ALIT: Forecast T+1@11:T+2@11: DOWN (p=32.20%)
[2025-11-25T10:43:55.954561] [INFO ] [FORECASTER] Completed predict_future for ALIT
[2025-11-25T10:43:55.954805] [INFO ] [sig       ] ALIT: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:43:56.098165] [INFO ] [LOCAL     ] Saved forecast: ALIT	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/ALIT.txt
[2025-11-25T10:43:56.098333] [INFO ] [sig       ] [71/2057] Completed ALIT in 0.3s | 2.91 sym/s | Total: 24.4s | ETA: 11.4m
[2025-11-25T10:43:56.098388] [INFO ] [sig       ] [72/2057] Forecasting ALK...
[2025-11-25T10:43:56.098431] [INFO ] [sig       ] Generating forecast for: ALK
[2025-11-25T10:43:56.098470] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALK' from 'https://tdm.silogroup.org/data/derivative_storage/ALK.csv'.
[2025-11-25T10:43:56.109729] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'ALK'.
[2025-11-25T10:43:56.110114] [INFO ] [FORECASTER] Starting predict_future for ALK
[2025-11-25T10:43:56.110922] [DEBUG] [LOCAL     ] No optimal features file found for ALK: ./output/feature-sets/ALK.txt
[2025-11-25T10:43:56.110990] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:43:56.111063] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:43:56.111106] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:43:56.111174] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:43:56.175391] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:43:56.176049] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:43:56.176139] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:43:56.176186] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:43:56.280610] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:43:56.280785] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:43:56.280831] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:43:56.280865] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:43:56.284169] [DEBUG] [FORECASTER] ALK: Forecast T+1@11:T+2@11: DOWN (p=1.00%)
[2025-11-25T10:43:56.284451] [INFO ] [FORECASTER] Completed predict_future for ALK
[2025-11-25T10:43:56.284599] [INFO ] [sig       ] ALK: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:43:56.423363] [INFO ] [LOCAL     ] Saved forecast: ALK	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/ALK.txt
[2025-11-25T10:43:56.423520] [INFO ] [sig       ] [72/2057] Completed ALK in 0.3s | 2.91 sym/s | Total: 24.7s | ETA: 11.4m
[2025-11-25T10:43:56.423574] [INFO ] [sig       ] [73/2057] Forecasting ALL...
[2025-11-25T10:43:56.423616] [INFO ] [sig       ] Generating forecast for: ALL
[2025-11-25T10:43:56.423678] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALL' from 'https://tdm.silogroup.org/data/derivative_storage/ALL.csv'.
[2025-11-25T10:43:56.434259] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'ALL'.
[2025-11-25T10:43:56.434695] [INFO ] [FORECASTER] Starting predict_future for ALL
[2025-11-25T10:43:56.435512] [DEBUG] [LOCAL     ] No optimal features file found for ALL: ./output/feature-sets/ALL.txt
[2025-11-25T10:43:56.435580] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:43:56.435624] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:43:56.435691] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:43:56.435763] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:43:56.500528] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:43:56.501197] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:43:56.501293] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:43:56.501341] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:43:56.619829] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:43:56.620023] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:43:56.620069] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:43:56.620104] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:43:56.623480] [DEBUG] [FORECASTER] ALL: Forecast T+1@11:T+2@11: UP (p=85.43%)
[2025-11-25T10:43:56.623786] [INFO ] [FORECASTER] Completed predict_future for ALL
[2025-11-25T10:43:56.623943] [INFO ] [sig       ] ALL: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:43:56.767516] [INFO ] [LOCAL     ] Saved forecast: ALL	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/ALL.txt
[2025-11-25T10:43:56.767693] [INFO ] [sig       ] [73/2057] Completed ALL in 0.3s | 2.91 sym/s | Total: 25.1s | ETA: 11.4m
[2025-11-25T10:43:56.767750] [INFO ] [sig       ] [74/2057] Forecasting ALLE...
[2025-11-25T10:43:56.767795] [INFO ] [sig       ] Generating forecast for: ALLE
[2025-11-25T10:43:56.767839] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALLE' from 'https://tdm.silogroup.org/data/derivative_storage/ALLE.csv'.
[2025-11-25T10:43:56.780228] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'ALLE'.
[2025-11-25T10:43:56.780735] [INFO ] [FORECASTER] Starting predict_future for ALLE
[2025-11-25T10:43:56.781539] [DEBUG] [LOCAL     ] No optimal features file found for ALLE: ./output/feature-sets/ALLE.txt
[2025-11-25T10:43:56.781610] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:43:56.781675] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:43:56.781718] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:43:56.781786] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:43:56.846984] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:43:56.847791] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:43:56.847889] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:43:56.847937] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:43:56.968097] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:43:56.968267] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:43:56.968314] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:43:56.968355] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:43:56.971819] [DEBUG] [FORECASTER] ALLE: Forecast T+1@11:T+2@11: UP (p=81.33%)
[2025-11-25T10:43:56.972113] [INFO ] [FORECASTER] Completed predict_future for ALLE
[2025-11-25T10:43:56.972276] [INFO ] [sig       ] ALLE: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:43:57.112759] [INFO ] [LOCAL     ] Saved forecast: ALLE	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/ALLE.txt
[2025-11-25T10:43:57.112936] [INFO ] [sig       ] [74/2057] Completed ALLE in 0.3s | 2.91 sym/s | Total: 25.4s | ETA: 11.4m
[2025-11-25T10:43:57.112992] [INFO ] [sig       ] [75/2057] Forecasting ALLY...
[2025-11-25T10:43:57.113036] [INFO ] [sig       ] Generating forecast for: ALLY
[2025-11-25T10:43:57.113081] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALLY' from 'https://tdm.silogroup.org/data/derivative_storage/ALLY.csv'.
[2025-11-25T10:43:57.124754] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'ALLY'.
[2025-11-25T10:43:57.125182] [INFO ] [FORECASTER] Starting predict_future for ALLY
[2025-11-25T10:43:57.126023] [DEBUG] [LOCAL     ] No optimal features file found for ALLY: ./output/feature-sets/ALLY.txt
[2025-11-25T10:43:57.126095] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:43:57.126142] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:43:57.126184] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:43:57.126257] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:43:57.193025] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:43:57.193846] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:43:57.193943] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:43:57.193991] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:43:57.315239] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:43:57.315434] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:43:57.315481] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:43:57.315517] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:43:57.319216] [DEBUG] [FORECASTER] ALLY: Forecast T+1@11:T+2@11: UP (p=64.53%)
[2025-11-25T10:43:57.319529] [INFO ] [FORECASTER] Completed predict_future for ALLY
[2025-11-25T10:43:57.319716] [INFO ] [sig       ] ALLY: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:43:57.466169] [INFO ] [LOCAL     ] Saved forecast: ALLY	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/ALLY.txt
[2025-11-25T10:43:57.466367] [INFO ] [sig       ] [75/2057] Completed ALLY in 0.4s | 2.91 sym/s | Total: 25.8s | ETA: 11.4m
[2025-11-25T10:43:57.466430] [INFO ] [sig       ] [76/2057] Forecasting ALSN...
[2025-11-25T10:43:57.466486] [INFO ] [sig       ] Generating forecast for: ALSN
[2025-11-25T10:43:57.466533] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALSN' from 'https://tdm.silogroup.org/data/derivative_storage/ALSN.csv'.
[2025-11-25T10:43:57.478429] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'ALSN'.
[2025-11-25T10:43:57.478894] [INFO ] [FORECASTER] Starting predict_future for ALSN
[2025-11-25T10:43:57.479728] [DEBUG] [LOCAL     ] No optimal features file found for ALSN: ./output/feature-sets/ALSN.txt
[2025-11-25T10:43:57.479798] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:43:57.479845] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:43:57.479887] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:43:57.479960] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:43:57.545141] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:43:57.545942] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:43:57.546044] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:43:57.546092] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:43:57.664670] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:43:57.664868] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:43:57.664916] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:43:57.664952] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:43:57.668496] [DEBUG] [FORECASTER] ALSN: Forecast T+1@11:T+2@11: UP (p=96.09%)
[2025-11-25T10:43:57.668817] [INFO ] [FORECASTER] Completed predict_future for ALSN
[2025-11-25T10:43:57.668983] [INFO ] [sig       ] ALSN: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:43:57.816175] [INFO ] [LOCAL     ] Saved forecast: ALSN	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/ALSN.txt
[2025-11-25T10:43:57.816352] [INFO ] [sig       ] [76/2057] Completed ALSN in 0.3s | 2.91 sym/s | Total: 26.1s | ETA: 11.3m
[2025-11-25T10:43:57.816409] [INFO ] [sig       ] [77/2057] Forecasting ALTG...
[2025-11-25T10:43:57.816455] [INFO ] [sig       ] Generating forecast for: ALTG
[2025-11-25T10:43:57.816499] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALTG' from 'https://tdm.silogroup.org/data/derivative_storage/ALTG.csv'.
[2025-11-25T10:43:57.828002] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'ALTG'.
[2025-11-25T10:43:57.828395] [INFO ] [FORECASTER] Starting predict_future for ALTG
[2025-11-25T10:43:57.829192] [DEBUG] [LOCAL     ] No optimal features file found for ALTG: ./output/feature-sets/ALTG.txt
[2025-11-25T10:43:57.829262] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:43:57.829310] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:43:57.829353] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:43:57.829423] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:43:57.897364] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:43:57.898323] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:43:57.898426] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:43:57.898478] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:43:58.018382] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:43:58.018592] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:43:58.018669] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:43:58.018720] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:43:58.022159] [DEBUG] [FORECASTER] ALTG: Forecast T+1@11:T+2@11: UP (p=72.29%)
[2025-11-25T10:43:58.022468] [INFO ] [FORECASTER] Completed predict_future for ALTG
[2025-11-25T10:43:58.022669] [INFO ] [sig       ] ALTG: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:43:58.167998] [INFO ] [LOCAL     ] Saved forecast: ALTG	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/ALTG.txt
[2025-11-25T10:43:58.168183] [INFO ] [sig       ] [77/2057] Completed ALTG in 0.4s | 2.91 sym/s | Total: 26.5s | ETA: 11.3m
[2025-11-25T10:43:58.168239] [INFO ] [sig       ] [78/2057] Forecasting ALUR...
[2025-11-25T10:43:58.168283] [INFO ] [sig       ] Generating forecast for: ALUR
[2025-11-25T10:43:58.168324] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALUR' from 'https://tdm.silogroup.org/data/derivative_storage/ALUR.csv'.
[2025-11-25T10:43:58.180560] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'ALUR'.
[2025-11-25T10:43:58.181004] [INFO ] [FORECASTER] Starting predict_future for ALUR
[2025-11-25T10:43:58.181819] [DEBUG] [LOCAL     ] No optimal features file found for ALUR: ./output/feature-sets/ALUR.txt
[2025-11-25T10:43:58.181899] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:43:58.181950] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:43:58.181990] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:43:58.182059] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:43:58.247618] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:43:58.248387] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:43:58.248489] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:43:58.248539] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:43:58.368530] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:43:58.368737] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:43:58.368809] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:43:58.368855] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:43:58.372310] [DEBUG] [FORECASTER] ALUR: Forecast T+1@11:T+2@11: UP (p=82.48%)
[2025-11-25T10:43:58.372626] [INFO ] [FORECASTER] Completed predict_future for ALUR
[2025-11-25T10:43:58.372827] [INFO ] [sig       ] ALUR: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:43:58.511927] [INFO ] [LOCAL     ] Saved forecast: ALUR	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/ALUR.txt
[2025-11-25T10:43:58.512099] [INFO ] [sig       ] [78/2057] Completed ALUR in 0.3s | 2.91 sym/s | Total: 26.8s | ETA: 11.3m
[2025-11-25T10:43:58.512156] [INFO ] [sig       ] [79/2057] Forecasting ALV...
[2025-11-25T10:43:58.512201] [INFO ] [sig       ] Generating forecast for: ALV
[2025-11-25T10:43:58.512243] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALV' from 'https://tdm.silogroup.org/data/derivative_storage/ALV.csv'.
[2025-11-25T10:43:58.523901] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'ALV'.
[2025-11-25T10:43:58.524320] [INFO ] [FORECASTER] Starting predict_future for ALV
[2025-11-25T10:43:58.525126] [DEBUG] [LOCAL     ] No optimal features file found for ALV: ./output/feature-sets/ALV.txt
[2025-11-25T10:43:58.525198] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:43:58.525245] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:43:58.525292] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:43:58.525362] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:43:58.592751] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:43:58.593607] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:43:58.593723] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:43:58.593773] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:43:58.712924] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:43:58.713104] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:43:58.713151] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:43:58.713208] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:43:58.716627] [DEBUG] [FORECASTER] ALV: Forecast T+1@11:T+2@11: UP (p=66.39%)
[2025-11-25T10:43:58.716974] [INFO ] [FORECASTER] Completed predict_future for ALV
[2025-11-25T10:43:58.717172] [INFO ] [sig       ] ALV: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:43:58.858311] [INFO ] [LOCAL     ] Saved forecast: ALV	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/ALV.txt
[2025-11-25T10:43:58.858482] [INFO ] [sig       ] [79/2057] Completed ALV in 0.3s | 2.91 sym/s | Total: 27.2s | ETA: 11.3m
[2025-11-25T10:43:58.858538] [INFO ] [sig       ] [80/2057] Forecasting ALX...
[2025-11-25T10:43:58.858581] [INFO ] [sig       ] Generating forecast for: ALX
[2025-11-25T10:43:58.858625] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALX' from 'https://tdm.silogroup.org/data/derivative_storage/ALX.csv'.
[2025-11-25T10:43:58.870529] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'ALX'.
[2025-11-25T10:43:58.871004] [INFO ] [FORECASTER] Starting predict_future for ALX
[2025-11-25T10:43:58.871838] [DEBUG] [LOCAL     ] No optimal features file found for ALX: ./output/feature-sets/ALX.txt
[2025-11-25T10:43:58.871910] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:43:58.871957] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:43:58.871998] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:43:58.872066] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:43:58.936383] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:43:58.937202] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:43:58.937307] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:43:58.937355] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:43:59.051788] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:43:59.051977] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:43:59.052023] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:43:59.052056] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:43:59.055662] [DEBUG] [FORECASTER] ALX: Forecast T+1@11:T+2@11: DOWN (p=20.59%)
[2025-11-25T10:43:59.055960] [INFO ] [FORECASTER] Completed predict_future for ALX
[2025-11-25T10:43:59.056128] [INFO ] [sig       ] ALX: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:43:59.199891] [INFO ] [LOCAL     ] Saved forecast: ALX	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/ALX.txt
[2025-11-25T10:43:59.200102] [INFO ] [sig       ] [80/2057] Completed ALX in 0.3s | 2.91 sym/s | Total: 27.5s | ETA: 11.3m
[2025-11-25T10:43:59.200161] [INFO ] [sig       ] [81/2057] Forecasting AM...
[2025-11-25T10:43:59.200205] [INFO ] [sig       ] Generating forecast for: AM
[2025-11-25T10:43:59.200249] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AM' from 'https://tdm.silogroup.org/data/derivative_storage/AM.csv'.
[2025-11-25T10:43:59.212483] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'AM'.
[2025-11-25T10:43:59.212912] [INFO ] [FORECASTER] Starting predict_future for AM
[2025-11-25T10:43:59.213721] [DEBUG] [LOCAL     ] No optimal features file found for AM: ./output/feature-sets/AM.txt
[2025-11-25T10:43:59.213793] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:43:59.213840] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:43:59.213882] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:43:59.213950] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:43:59.279497] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:43:59.280143] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:43:59.280236] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:43:59.280284] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:43:59.421123] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:43:59.421365] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:43:59.421414] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:43:59.421448] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:43:59.425095] [DEBUG] [FORECASTER] AM: Forecast T+1@11:T+2@11: DOWN (p=9.78%)
[2025-11-25T10:43:59.425394] [INFO ] [FORECASTER] Completed predict_future for AM
[2025-11-25T10:43:59.425568] [INFO ] [sig       ] AM: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:43:59.568708] [INFO ] [LOCAL     ] Saved forecast: AM	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/AM.txt
[2025-11-25T10:43:59.568869] [INFO ] [sig       ] [81/2057] Completed AM in 0.4s | 2.91 sym/s | Total: 27.9s | ETA: 11.3m
[2025-11-25T10:43:59.568925] [INFO ] [sig       ] [82/2057] Forecasting AMBP...
[2025-11-25T10:43:59.568968] [INFO ] [sig       ] Generating forecast for: AMBP
[2025-11-25T10:43:59.569010] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMBP' from 'https://tdm.silogroup.org/data/derivative_storage/AMBP.csv'.
[2025-11-25T10:43:59.579942] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'AMBP'.
[2025-11-25T10:43:59.580320] [INFO ] [FORECASTER] Starting predict_future for AMBP
[2025-11-25T10:43:59.581138] [DEBUG] [LOCAL     ] No optimal features file found for AMBP: ./output/feature-sets/AMBP.txt
[2025-11-25T10:43:59.581209] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:43:59.581259] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:43:59.581302] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:43:59.581372] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:43:59.647656] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:43:59.648303] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:43:59.648398] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:43:59.648446] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:43:59.767759] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:43:59.767896] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:43:59.767939] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:43:59.767972] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:43:59.771143] [DEBUG] [FORECASTER] AMBP: Forecast T+1@11:T+2@11: DOWN (p=0.77%)
[2025-11-25T10:43:59.771419] [INFO ] [FORECASTER] Completed predict_future for AMBP
[2025-11-25T10:43:59.771568] [INFO ] [sig       ] AMBP: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:43:59.911913] [INFO ] [LOCAL     ] Saved forecast: AMBP	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/AMBP.txt
[2025-11-25T10:43:59.912070] [INFO ] [sig       ] [82/2057] Completed AMBP in 0.3s | 2.91 sym/s | Total: 28.2s | ETA: 11.3m
[2025-11-25T10:43:59.912126] [INFO ] [sig       ] [83/2057] Forecasting AMC...
[2025-11-25T10:43:59.912170] [INFO ] [sig       ] Generating forecast for: AMC
[2025-11-25T10:43:59.912212] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMC' from 'https://tdm.silogroup.org/data/derivative_storage/AMC.csv'.
[2025-11-25T10:43:59.924531] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'AMC'.
[2025-11-25T10:43:59.924920] [INFO ] [FORECASTER] Starting predict_future for AMC
[2025-11-25T10:43:59.925705] [DEBUG] [LOCAL     ] No optimal features file found for AMC: ./output/feature-sets/AMC.txt
[2025-11-25T10:43:59.925776] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:43:59.925824] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:43:59.925864] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:43:59.925974] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:43:59.992430] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:43:59.993068] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:43:59.993166] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:43:59.993214] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:44:00.821058] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:44:00.821306] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:44:00.821510] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:44:00.821826] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:44:00.825330] [DEBUG] [FORECASTER] AMC: Forecast T+1@11:T+2@11: DOWN (p=5.98%)
[2025-11-25T10:44:00.825718] [INFO ] [FORECASTER] Completed predict_future for AMC
[2025-11-25T10:44:00.825878] [INFO ] [sig       ] AMC: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:44:00.970091] [INFO ] [LOCAL     ] Saved forecast: AMC	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/AMC.txt
[2025-11-25T10:44:00.970249] [INFO ] [sig       ] [83/2057] Completed AMC in 1.1s | 2.84 sym/s | Total: 29.3s | ETA: 11.6m
[2025-11-25T10:44:00.970315] [INFO ] [sig       ] [84/2057] Forecasting AMCR...
[2025-11-25T10:44:00.970367] [INFO ] [sig       ] Generating forecast for: AMCR
[2025-11-25T10:44:00.970417] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMCR' from 'https://tdm.silogroup.org/data/derivative_storage/AMCR.csv'.
[2025-11-25T10:44:00.982156] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'AMCR'.
[2025-11-25T10:44:00.982536] [INFO ] [FORECASTER] Starting predict_future for AMCR
[2025-11-25T10:44:00.983320] [DEBUG] [LOCAL     ] No optimal features file found for AMCR: ./output/feature-sets/AMCR.txt
[2025-11-25T10:44:00.983390] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:44:00.983435] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:44:00.983475] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:44:00.983545] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:44:01.050093] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:44:01.051041] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:44:01.051155] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:44:01.051204] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:44:01.178886] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:44:01.179105] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:44:01.179165] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:44:01.179211] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:44:01.182593] [DEBUG] [FORECASTER] AMCR: Forecast T+1@11:T+2@11: DOWN (p=21.25%)
[2025-11-25T10:44:01.182908] [INFO ] [FORECASTER] Completed predict_future for AMCR
[2025-11-25T10:44:01.183075] [INFO ] [sig       ] AMCR: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:44:01.323072] [INFO ] [LOCAL     ] Saved forecast: AMCR	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/AMCR.txt
[2025-11-25T10:44:01.323225] [INFO ] [sig       ] [84/2057] Completed AMCR in 0.4s | 2.84 sym/s | Total: 29.6s | ETA: 11.6m
[2025-11-25T10:44:01.323278] [INFO ] [sig       ] [85/2057] Forecasting AME...
[2025-11-25T10:44:01.323320] [INFO ] [sig       ] Generating forecast for: AME
[2025-11-25T10:44:01.323361] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AME' from 'https://tdm.silogroup.org/data/derivative_storage/AME.csv'.
[2025-11-25T10:44:01.335101] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'AME'.
[2025-11-25T10:44:01.335452] [INFO ] [FORECASTER] Starting predict_future for AME
[2025-11-25T10:44:01.336225] [DEBUG] [LOCAL     ] No optimal features file found for AME: ./output/feature-sets/AME.txt
[2025-11-25T10:44:01.336314] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:44:01.336360] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:44:01.336400] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:44:01.336468] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:44:01.403874] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:44:01.404500] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:44:01.404593] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:44:01.404659] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:44:01.535154] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:44:01.535290] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:44:01.535340] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:44:01.535381] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:44:01.538613] [DEBUG] [FORECASTER] AME: Forecast T+1@11:T+2@11: DOWN (p=34.35%)
[2025-11-25T10:44:01.538908] [INFO ] [FORECASTER] Completed predict_future for AME
[2025-11-25T10:44:01.539060] [INFO ] [sig       ] AME: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:44:01.681027] [INFO ] [LOCAL     ] Saved forecast: AME	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/AME.txt
[2025-11-25T10:44:01.681187] [INFO ] [sig       ] [85/2057] Completed AME in 0.4s | 2.83 sym/s | Total: 30.0s | ETA: 11.6m
[2025-11-25T10:44:01.681245] [INFO ] [sig       ] [86/2057] Forecasting AMG...
[2025-11-25T10:44:01.681298] [INFO ] [sig       ] Generating forecast for: AMG
[2025-11-25T10:44:01.681349] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMG' from 'https://tdm.silogroup.org/data/derivative_storage/AMG.csv'.
[2025-11-25T10:44:01.698220] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'AMG'.
[2025-11-25T10:44:01.698804] [INFO ] [FORECASTER] Starting predict_future for AMG
[2025-11-25T10:44:01.699867] [DEBUG] [LOCAL     ] No optimal features file found for AMG: ./output/feature-sets/AMG.txt
[2025-11-25T10:44:01.699948] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:44:01.700008] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:44:01.700057] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:44:01.700151] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:44:01.774501] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:44:01.775612] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:44:01.775741] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:44:01.775794] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:44:01.895047] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:44:01.895256] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:44:01.895313] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:44:01.895356] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:44:01.899021] [DEBUG] [FORECASTER] AMG: Forecast T+1@11:T+2@11: UP (p=58.41%)
[2025-11-25T10:44:01.899310] [INFO ] [FORECASTER] Completed predict_future for AMG
[2025-11-25T10:44:01.899458] [INFO ] [sig       ] AMG: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:44:02.041684] [INFO ] [LOCAL     ] Saved forecast: AMG	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/AMG.txt
[2025-11-25T10:44:02.041889] [INFO ] [sig       ] [86/2057] Completed AMG in 0.4s | 2.83 sym/s | Total: 30.3s | ETA: 11.6m
[2025-11-25T10:44:02.041948] [INFO ] [sig       ] [87/2057] Forecasting AMH...
[2025-11-25T10:44:02.041993] [INFO ] [sig       ] Generating forecast for: AMH
[2025-11-25T10:44:02.042039] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMH' from 'https://tdm.silogroup.org/data/derivative_storage/AMH.csv'.
[2025-11-25T10:44:02.054105] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'AMH'.
[2025-11-25T10:44:02.054625] [INFO ] [FORECASTER] Starting predict_future for AMH
[2025-11-25T10:44:02.055505] [DEBUG] [LOCAL     ] No optimal features file found for AMH: ./output/feature-sets/AMH.txt
[2025-11-25T10:44:02.055584] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:44:02.055636] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:44:02.055698] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:44:02.055800] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:44:02.124446] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:44:02.125405] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:44:02.125507] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:44:02.125557] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:44:02.242921] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:44:02.243108] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:44:02.243156] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:44:02.243190] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:44:02.246639] [DEBUG] [FORECASTER] AMH: Forecast T+1@11:T+2@11: DOWN (p=10.69%)
[2025-11-25T10:44:02.246980] [INFO ] [FORECASTER] Completed predict_future for AMH
[2025-11-25T10:44:02.247208] [INFO ] [sig       ] AMH: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:44:02.394583] [INFO ] [LOCAL     ] Saved forecast: AMH	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/AMH.txt
[2025-11-25T10:44:02.394821] [INFO ] [sig       ] [87/2057] Completed AMH in 0.4s | 2.83 sym/s | Total: 30.7s | ETA: 11.6m
[2025-11-25T10:44:02.394881] [INFO ] [sig       ] [88/2057] Forecasting AMN...
[2025-11-25T10:44:02.394924] [INFO ] [sig       ] Generating forecast for: AMN
[2025-11-25T10:44:02.394967] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMN' from 'https://tdm.silogroup.org/data/derivative_storage/AMN.csv'.
[2025-11-25T10:44:02.407565] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'AMN'.
[2025-11-25T10:44:02.408084] [INFO ] [FORECASTER] Starting predict_future for AMN
[2025-11-25T10:44:02.408957] [DEBUG] [LOCAL     ] No optimal features file found for AMN: ./output/feature-sets/AMN.txt
[2025-11-25T10:44:02.409029] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:44:02.409075] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:44:02.409115] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:44:02.409183] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:44:02.476204] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:44:02.477212] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:44:02.477320] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:44:02.477368] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:44:02.593578] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:44:02.593803] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:44:02.593852] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:44:02.593887] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:44:02.597329] [DEBUG] [FORECASTER] AMN: Forecast T+1@11:T+2@11: UP (p=97.61%)
[2025-11-25T10:44:02.597686] [INFO ] [FORECASTER] Completed predict_future for AMN
[2025-11-25T10:44:02.598052] [INFO ] [sig       ] AMN: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:44:02.744796] [INFO ] [LOCAL     ] Saved forecast: AMN	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/AMN.txt
[2025-11-25T10:44:02.745001] [INFO ] [sig       ] [88/2057] Completed AMN in 0.4s | 2.83 sym/s | Total: 31.0s | ETA: 11.6m
[2025-11-25T10:44:02.745065] [INFO ] [sig       ] [89/2057] Forecasting AMP...
[2025-11-25T10:44:02.745109] [INFO ] [sig       ] Generating forecast for: AMP
[2025-11-25T10:44:02.745151] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMP' from 'https://tdm.silogroup.org/data/derivative_storage/AMP.csv'.
[2025-11-25T10:44:02.758050] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'AMP'.
[2025-11-25T10:44:02.758590] [INFO ] [FORECASTER] Starting predict_future for AMP
[2025-11-25T10:44:02.759403] [DEBUG] [LOCAL     ] No optimal features file found for AMP: ./output/feature-sets/AMP.txt
[2025-11-25T10:44:02.759475] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:44:02.759522] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:44:02.759564] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:44:02.759633] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:44:02.829732] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:44:02.830713] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:44:02.830826] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:44:02.830883] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:44:02.949755] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:44:02.949959] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:44:02.950007] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:44:02.950042] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:44:02.954419] [DEBUG] [FORECASTER] AMP: Forecast T+1@11:T+2@11: UP (p=73.71%)
[2025-11-25T10:44:02.955089] [INFO ] [FORECASTER] Completed predict_future for AMP
[2025-11-25T10:44:02.955328] [INFO ] [sig       ] AMP: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:44:03.109375] [INFO ] [LOCAL     ] Saved forecast: AMP	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/AMP.txt
[2025-11-25T10:44:03.109542] [INFO ] [sig       ] [89/2057] Completed AMP in 0.4s | 2.83 sym/s | Total: 31.4s | ETA: 11.6m
[2025-11-25T10:44:03.109597] [INFO ] [sig       ] [90/2057] Forecasting AMPX...
[2025-11-25T10:44:03.109661] [INFO ] [sig       ] Generating forecast for: AMPX
[2025-11-25T10:44:03.109705] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMPX' from 'https://tdm.silogroup.org/data/derivative_storage/AMPX.csv'.
[2025-11-25T10:44:03.121526] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'AMPX'.
[2025-11-25T10:44:03.121959] [INFO ] [FORECASTER] Starting predict_future for AMPX
[2025-11-25T10:44:03.122749] [DEBUG] [LOCAL     ] No optimal features file found for AMPX: ./output/feature-sets/AMPX.txt
[2025-11-25T10:44:03.122820] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:44:03.122867] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:44:03.122907] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:44:03.122977] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:44:03.188626] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:44:03.189616] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:44:03.189738] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:44:03.189788] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:44:03.311312] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:44:03.311501] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:44:03.311548] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:44:03.311583] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:44:03.314976] [DEBUG] [FORECASTER] AMPX: Forecast T+1@11:T+2@11: UP (p=54.02%)
[2025-11-25T10:44:03.315269] [INFO ] [FORECASTER] Completed predict_future for AMPX
[2025-11-25T10:44:03.315466] [INFO ] [sig       ] AMPX: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:44:03.454681] [INFO ] [LOCAL     ] Saved forecast: AMPX	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/AMPX.txt
[2025-11-25T10:44:03.454852] [INFO ] [sig       ] [90/2057] Completed AMPX in 0.3s | 2.83 sym/s | Total: 31.8s | ETA: 11.6m
[2025-11-25T10:44:03.454907] [INFO ] [sig       ] [91/2057] Forecasting AMPY...
[2025-11-25T10:44:03.454951] [INFO ] [sig       ] Generating forecast for: AMPY
[2025-11-25T10:44:03.454993] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMPY' from 'https://tdm.silogroup.org/data/derivative_storage/AMPY.csv'.
[2025-11-25T10:44:03.467594] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'AMPY'.
[2025-11-25T10:44:03.468032] [INFO ] [FORECASTER] Starting predict_future for AMPY
[2025-11-25T10:44:03.468866] [DEBUG] [LOCAL     ] No optimal features file found for AMPY: ./output/feature-sets/AMPY.txt
[2025-11-25T10:44:03.468937] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:44:03.468984] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:44:03.469025] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:44:03.469095] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:44:03.533962] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:44:03.534957] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:44:03.535068] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:44:03.535117] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:44:03.649749] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:44:03.649959] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:44:03.650026] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:44:03.650062] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:44:03.653636] [DEBUG] [FORECASTER] AMPY: Forecast T+1@11:T+2@11: DOWN (p=8.88%)
[2025-11-25T10:44:03.653992] [INFO ] [FORECASTER] Completed predict_future for AMPY
[2025-11-25T10:44:03.654157] [INFO ] [sig       ] AMPY: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:44:03.797433] [INFO ] [LOCAL     ] Saved forecast: AMPY	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/AMPY.txt
[2025-11-25T10:44:03.797600] [INFO ] [sig       ] [91/2057] Completed AMPY in 0.3s | 2.83 sym/s | Total: 32.1s | ETA: 11.6m
[2025-11-25T10:44:03.797675] [INFO ] [sig       ] [92/2057] Forecasting AMR...
[2025-11-25T10:44:03.797721] [INFO ] [sig       ] Generating forecast for: AMR
[2025-11-25T10:44:03.797764] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMR' from 'https://tdm.silogroup.org/data/derivative_storage/AMR.csv'.
[2025-11-25T10:44:03.809010] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'AMR'.
[2025-11-25T10:44:03.809370] [INFO ] [FORECASTER] Starting predict_future for AMR
[2025-11-25T10:44:03.810181] [DEBUG] [LOCAL     ] No optimal features file found for AMR: ./output/feature-sets/AMR.txt
[2025-11-25T10:44:03.810252] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:44:03.810298] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:44:03.810339] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:44:03.810412] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:44:03.875430] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:44:03.876096] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:44:03.876189] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:44:03.876236] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:44:03.995026] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:44:03.995260] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:44:03.995391] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:44:03.995457] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:44:03.999452] [DEBUG] [FORECASTER] AMR: Forecast T+1@11:T+2@11: DOWN (p=3.15%)
[2025-11-25T10:44:03.999837] [INFO ] [FORECASTER] Completed predict_future for AMR
[2025-11-25T10:44:04.000013] [INFO ] [sig       ] AMR: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:44:04.148482] [INFO ] [LOCAL     ] Saved forecast: AMR	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/AMR.txt
[2025-11-25T10:44:04.148698] [INFO ] [sig       ] [92/2057] Completed AMR in 0.4s | 2.83 sym/s | Total: 32.5s | ETA: 11.6m
[2025-11-25T10:44:04.148759] [INFO ] [sig       ] [93/2057] Forecasting AMRC...
[2025-11-25T10:44:04.148803] [INFO ] [sig       ] Generating forecast for: AMRC
[2025-11-25T10:44:04.148844] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMRC' from 'https://tdm.silogroup.org/data/derivative_storage/AMRC.csv'.
[2025-11-25T10:44:04.160947] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'AMRC'.
[2025-11-25T10:44:04.161415] [INFO ] [FORECASTER] Starting predict_future for AMRC
[2025-11-25T10:44:04.162442] [DEBUG] [LOCAL     ] No optimal features file found for AMRC: ./output/feature-sets/AMRC.txt
[2025-11-25T10:44:04.162512] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:44:04.162780] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:44:04.162827] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:44:04.162897] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:44:04.234315] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:44:04.235478] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:44:04.235587] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:44:04.235638] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:44:04.362861] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:44:04.363067] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:44:04.363114] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:44:04.363148] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:44:04.366515] [DEBUG] [FORECASTER] AMRC: Forecast T+1@11:T+2@11: UP (p=99.34%)
[2025-11-25T10:44:04.366816] [INFO ] [FORECASTER] Completed predict_future for AMRC
[2025-11-25T10:44:04.366971] [INFO ] [sig       ] AMRC: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:44:04.509727] [INFO ] [LOCAL     ] Saved forecast: AMRC	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/AMRC.txt
[2025-11-25T10:44:04.509878] [INFO ] [sig       ] [93/2057] Completed AMRC in 0.4s | 2.83 sym/s | Total: 32.8s | ETA: 11.5m
[2025-11-25T10:44:04.509932] [INFO ] [sig       ] [94/2057] Forecasting AMT...
[2025-11-25T10:44:04.509974] [INFO ] [sig       ] Generating forecast for: AMT
[2025-11-25T10:44:04.510015] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMT' from 'https://tdm.silogroup.org/data/derivative_storage/AMT.csv'.
[2025-11-25T10:44:04.521978] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'AMT'.
[2025-11-25T10:44:04.522357] [INFO ] [FORECASTER] Starting predict_future for AMT
[2025-11-25T10:44:04.523361] [DEBUG] [LOCAL     ] No optimal features file found for AMT: ./output/feature-sets/AMT.txt
[2025-11-25T10:44:04.523436] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:44:04.523482] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:44:04.523523] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:44:04.523590] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:44:04.589169] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:44:04.589839] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:44:04.589952] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:44:04.590000] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:44:04.703403] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:44:04.703561] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:44:04.703605] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:44:04.703657] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:44:04.706993] [DEBUG] [FORECASTER] AMT: Forecast T+1@11:T+2@11: UP (p=83.00%)
[2025-11-25T10:44:04.707314] [INFO ] [FORECASTER] Completed predict_future for AMT
[2025-11-25T10:44:04.707467] [INFO ] [sig       ] AMT: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:44:04.848495] [INFO ] [LOCAL     ] Saved forecast: AMT	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/AMT.txt
[2025-11-25T10:44:04.848673] [INFO ] [sig       ] [94/2057] Completed AMT in 0.3s | 2.84 sym/s | Total: 33.2s | ETA: 11.5m
[2025-11-25T10:44:04.848729] [INFO ] [sig       ] [95/2057] Forecasting AMTB...
[2025-11-25T10:44:04.848773] [INFO ] [sig       ] Generating forecast for: AMTB
[2025-11-25T10:44:04.848814] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMTB' from 'https://tdm.silogroup.org/data/derivative_storage/AMTB.csv'.
[2025-11-25T10:44:04.860761] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'AMTB'.
[2025-11-25T10:44:04.861181] [INFO ] [FORECASTER] Starting predict_future for AMTB
[2025-11-25T10:44:04.861971] [DEBUG] [LOCAL     ] No optimal features file found for AMTB: ./output/feature-sets/AMTB.txt
[2025-11-25T10:44:04.862041] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:44:04.862086] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:44:04.862130] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:44:04.862205] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:44:04.927695] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:44:04.928598] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:44:04.928723] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:44:04.928773] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:44:05.040935] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:44:05.041141] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:44:05.041187] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:44:05.041221] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:44:05.044597] [DEBUG] [FORECASTER] AMTB: Forecast T+1@11:T+2@11: UP (p=80.05%)
[2025-11-25T10:44:05.044899] [INFO ] [FORECASTER] Completed predict_future for AMTB
[2025-11-25T10:44:05.045051] [INFO ] [sig       ] AMTB: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:44:05.186786] [INFO ] [LOCAL     ] Saved forecast: AMTB	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/AMTB.txt
[2025-11-25T10:44:05.186949] [INFO ] [sig       ] [95/2057] Completed AMTB in 0.3s | 2.84 sym/s | Total: 33.5s | ETA: 11.5m
[2025-11-25T10:44:05.187005] [INFO ] [sig       ] [96/2057] Forecasting AMTD...
[2025-11-25T10:44:05.187059] [INFO ] [sig       ] Generating forecast for: AMTD
[2025-11-25T10:44:05.187100] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMTD' from 'https://tdm.silogroup.org/data/derivative_storage/AMTD.csv'.
[2025-11-25T10:44:05.197188] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'AMTD'.
[2025-11-25T10:44:05.197533] [INFO ] [FORECASTER] Starting predict_future for AMTD
[2025-11-25T10:44:05.198324] [DEBUG] [LOCAL     ] No optimal features file found for AMTD: ./output/feature-sets/AMTD.txt
[2025-11-25T10:44:05.198399] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:44:05.198463] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:44:05.198506] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:44:05.198576] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:44:05.264742] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:44:05.265395] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:44:05.265488] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:44:05.265537] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:44:05.370859] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:44:05.371022] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:44:05.371067] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:44:05.371102] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:44:05.374391] [DEBUG] [FORECASTER] AMTD: Forecast T+1@11:T+2@11: DOWN (p=8.27%)
[2025-11-25T10:44:05.374695] [INFO ] [FORECASTER] Completed predict_future for AMTD
[2025-11-25T10:44:05.374847] [INFO ] [sig       ] AMTD: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:44:05.515775] [INFO ] [LOCAL     ] Saved forecast: AMTD	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/AMTD.txt
[2025-11-25T10:44:05.515935] [INFO ] [sig       ] [96/2057] Completed AMTD in 0.3s | 2.84 sym/s | Total: 33.8s | ETA: 11.5m
[2025-11-25T10:44:05.515988] [INFO ] [sig       ] [97/2057] Forecasting AMWL...
[2025-11-25T10:44:05.516031] [INFO ] [sig       ] Generating forecast for: AMWL
[2025-11-25T10:44:05.516074] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMWL' from 'https://tdm.silogroup.org/data/derivative_storage/AMWL.csv'.
[2025-11-25T10:44:05.527686] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'AMWL'.
[2025-11-25T10:44:05.528058] [INFO ] [FORECASTER] Starting predict_future for AMWL
[2025-11-25T10:44:05.528853] [DEBUG] [LOCAL     ] No optimal features file found for AMWL: ./output/feature-sets/AMWL.txt
[2025-11-25T10:44:05.528924] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:44:05.528970] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:44:05.529011] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:44:05.529080] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:44:05.594625] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:44:05.595319] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:44:05.595416] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:44:05.595463] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:44:05.715344] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:44:05.715548] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:44:05.715596] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:44:05.715630] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:44:05.719031] [DEBUG] [FORECASTER] AMWL: Forecast T+1@11:T+2@11: DOWN (p=8.65%)
[2025-11-25T10:44:05.719320] [INFO ] [FORECASTER] Completed predict_future for AMWL
[2025-11-25T10:44:05.719463] [INFO ] [sig       ] AMWL: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:44:05.860012] [INFO ] [LOCAL     ] Saved forecast: AMWL	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/AMWL.txt
[2025-11-25T10:44:05.860169] [INFO ] [sig       ] [97/2057] Completed AMWL in 0.3s | 2.84 sym/s | Total: 34.2s | ETA: 11.5m
[2025-11-25T10:44:05.860224] [INFO ] [sig       ] [98/2057] Forecasting AMX...
[2025-11-25T10:44:05.860268] [INFO ] [sig       ] Generating forecast for: AMX
[2025-11-25T10:44:05.860311] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMX' from 'https://tdm.silogroup.org/data/derivative_storage/AMX.csv'.
[2025-11-25T10:44:05.871368] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'AMX'.
[2025-11-25T10:44:05.871793] [INFO ] [FORECASTER] Starting predict_future for AMX
[2025-11-25T10:44:05.872613] [DEBUG] [LOCAL     ] No optimal features file found for AMX: ./output/feature-sets/AMX.txt
[2025-11-25T10:44:05.872705] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:44:05.872755] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:44:05.872796] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:44:05.872866] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:44:05.938227] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:44:05.938960] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:44:05.939056] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:44:05.939106] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:44:06.054096] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:44:06.054282] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:44:06.054329] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:44:06.054365] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:44:06.057870] [DEBUG] [FORECASTER] AMX: Forecast T+1@11:T+2@11: UP (p=70.31%)
[2025-11-25T10:44:06.058152] [INFO ] [FORECASTER] Completed predict_future for AMX
[2025-11-25T10:44:06.058303] [INFO ] [sig       ] AMX: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:44:06.197702] [INFO ] [LOCAL     ] Saved forecast: AMX	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/AMX.txt
[2025-11-25T10:44:06.197868] [INFO ] [sig       ] [98/2057] Completed AMX in 0.3s | 2.84 sym/s | Total: 34.5s | ETA: 11.5m
[2025-11-25T10:44:06.197918] [INFO ] [sig       ] [99/2057] Forecasting AN...
[2025-11-25T10:44:06.197965] [INFO ] [sig       ] Generating forecast for: AN
[2025-11-25T10:44:06.198009] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AN' from 'https://tdm.silogroup.org/data/derivative_storage/AN.csv'.
[2025-11-25T10:44:06.209602] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'AN'.
[2025-11-25T10:44:06.210099] [INFO ] [FORECASTER] Starting predict_future for AN
[2025-11-25T10:44:06.210917] [DEBUG] [LOCAL     ] No optimal features file found for AN: ./output/feature-sets/AN.txt
[2025-11-25T10:44:06.210987] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:44:06.211033] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:44:06.211074] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:44:06.211143] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:44:06.278595] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:44:06.279373] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:44:06.279479] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:44:06.279529] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:44:06.398855] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:44:06.399043] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:44:06.399097] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:44:06.399133] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:44:06.402568] [DEBUG] [FORECASTER] AN: Forecast T+1@11:T+2@11: UP (p=81.67%)
[2025-11-25T10:44:06.402868] [INFO ] [FORECASTER] Completed predict_future for AN
[2025-11-25T10:44:06.403050] [INFO ] [sig       ] AN: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:44:06.542672] [INFO ] [LOCAL     ] Saved forecast: AN	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/AN.txt
[2025-11-25T10:44:06.542848] [INFO ] [sig       ] [99/2057] Completed AN in 0.3s | 2.84 sym/s | Total: 34.8s | ETA: 11.5m
[2025-11-25T10:44:06.542902] [INFO ] [sig       ] [100/2057] Forecasting ANET...
[2025-11-25T10:44:06.542944] [INFO ] [sig       ] Generating forecast for: ANET
[2025-11-25T10:44:06.542995] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ANET' from 'https://tdm.silogroup.org/data/derivative_storage/ANET.csv'.
[2025-11-25T10:44:06.555450] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'ANET'.
[2025-11-25T10:44:06.555893] [INFO ] [FORECASTER] Starting predict_future for ANET
[2025-11-25T10:44:06.556686] [DEBUG] [LOCAL     ] No optimal features file found for ANET: ./output/feature-sets/ANET.txt
[2025-11-25T10:44:06.556758] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:44:06.556804] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:44:06.556847] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:44:06.556916] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:44:06.621567] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:44:06.622245] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:44:06.622338] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:44:06.622384] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:44:06.725667] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:44:06.725835] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:44:06.725879] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:44:06.725914] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:44:06.729207] [DEBUG] [FORECASTER] ANET: Forecast T+1@11:T+2@11: UP (p=67.91%)
[2025-11-25T10:44:06.729486] [INFO ] [FORECASTER] Completed predict_future for ANET
[2025-11-25T10:44:06.729633] [INFO ] [sig       ] ANET: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:44:06.869700] [INFO ] [LOCAL     ] Saved forecast: ANET	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/ANET.txt
[2025-11-25T10:44:06.869901] [INFO ] [sig       ] [100/2057] Completed ANET in 0.3s | 2.84 sym/s | Total: 35.2s | ETA: 11.5m
[2025-11-25T10:44:06.869958] [INFO ] [sig       ] [101/2057] Forecasting ANF...
[2025-11-25T10:44:06.870001] [INFO ] [sig       ] Generating forecast for: ANF
[2025-11-25T10:44:06.870045] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ANF' from 'https://tdm.silogroup.org/data/derivative_storage/ANF.csv'.
[2025-11-25T10:44:06.881990] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'ANF'.
[2025-11-25T10:44:06.882486] [INFO ] [FORECASTER] Starting predict_future for ANF
[2025-11-25T10:44:06.883309] [DEBUG] [LOCAL     ] No optimal features file found for ANF: ./output/feature-sets/ANF.txt
[2025-11-25T10:44:06.883382] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:44:06.883431] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:44:06.883471] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:44:06.883566] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:44:06.952102] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:44:06.953018] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:44:06.953119] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:44:06.953170] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:44:07.057281] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:44:07.057470] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:44:07.057516] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:44:07.057550] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:44:07.060914] [DEBUG] [FORECASTER] ANF: Forecast T+1@11:T+2@11: DOWN (p=4.27%)
[2025-11-25T10:44:07.061199] [INFO ] [FORECASTER] Completed predict_future for ANF
[2025-11-25T10:44:07.061342] [INFO ] [sig       ] ANF: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:44:07.204259] [INFO ] [LOCAL     ] Saved forecast: ANF	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/ANF.txt
[2025-11-25T10:44:07.204449] [INFO ] [sig       ] [101/2057] Completed ANF in 0.3s | 2.84 sym/s | Total: 35.5s | ETA: 11.5m
[2025-11-25T10:44:07.204520] [INFO ] [sig       ] [102/2057] Forecasting ANVS...
[2025-11-25T10:44:07.204576] [INFO ] [sig       ] Generating forecast for: ANVS
[2025-11-25T10:44:07.204622] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ANVS' from 'https://tdm.silogroup.org/data/derivative_storage/ANVS.csv'.
[2025-11-25T10:44:07.216227] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'ANVS'.
[2025-11-25T10:44:07.216599] [INFO ] [FORECASTER] Starting predict_future for ANVS
[2025-11-25T10:44:07.217543] [DEBUG] [LOCAL     ] No optimal features file found for ANVS: ./output/feature-sets/ANVS.txt
[2025-11-25T10:44:07.217614] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:44:07.217685] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:44:07.217740] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:44:07.217826] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:44:07.284360] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:44:07.285084] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:44:07.285196] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:44:07.285246] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:44:07.405105] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:44:07.405317] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:44:07.405364] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:44:07.405398] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:44:07.408898] [DEBUG] [FORECASTER] ANVS: Forecast T+1@11:T+2@11: UP (p=87.57%)
[2025-11-25T10:44:07.409201] [INFO ] [FORECASTER] Completed predict_future for ANVS
[2025-11-25T10:44:07.409368] [INFO ] [sig       ] ANVS: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:44:07.549412] [INFO ] [LOCAL     ] Saved forecast: ANVS	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/ANVS.txt
[2025-11-25T10:44:07.549617] [INFO ] [sig       ] [102/2057] Completed ANVS in 0.3s | 2.84 sym/s | Total: 35.9s | ETA: 11.5m
[2025-11-25T10:44:07.549698] [INFO ] [sig       ] [103/2057] Forecasting AOD...
[2025-11-25T10:44:07.549745] [INFO ] [sig       ] Generating forecast for: AOD
[2025-11-25T10:44:07.549790] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AOD' from 'https://tdm.silogroup.org/data/derivative_storage/AOD.csv'.
[2025-11-25T10:44:07.561332] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'AOD'.
[2025-11-25T10:44:07.561820] [INFO ] [FORECASTER] Starting predict_future for AOD
[2025-11-25T10:44:07.562664] [DEBUG] [LOCAL     ] No optimal features file found for AOD: ./output/feature-sets/AOD.txt
[2025-11-25T10:44:07.562734] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:44:07.562782] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:44:07.562823] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:44:07.562893] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:44:07.628558] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:44:07.629223] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:44:07.629318] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:44:07.629375] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:44:07.761150] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:44:07.761349] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:44:07.761397] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:44:07.761433] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:44:07.764948] [DEBUG] [FORECASTER] AOD: Forecast T+1@11:T+2@11: DOWN (p=42.84%)
[2025-11-25T10:44:07.765245] [INFO ] [FORECASTER] Completed predict_future for AOD
[2025-11-25T10:44:07.765408] [INFO ] [sig       ] AOD: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:44:07.909413] [INFO ] [LOCAL     ] Saved forecast: AOD	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/AOD.txt
[2025-11-25T10:44:07.909610] [INFO ] [sig       ] [103/2057] Completed AOD in 0.4s | 2.84 sym/s | Total: 36.2s | ETA: 11.4m
[2025-11-25T10:44:07.909688] [INFO ] [sig       ] [104/2057] Forecasting AOMR...
[2025-11-25T10:44:07.909734] [INFO ] [sig       ] Generating forecast for: AOMR
[2025-11-25T10:44:07.909775] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AOMR' from 'https://tdm.silogroup.org/data/derivative_storage/AOMR.csv'.
[2025-11-25T10:44:07.920199] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'AOMR'.
[2025-11-25T10:44:07.920631] [INFO ] [FORECASTER] Starting predict_future for AOMR
[2025-11-25T10:44:07.921436] [DEBUG] [LOCAL     ] No optimal features file found for AOMR: ./output/feature-sets/AOMR.txt
[2025-11-25T10:44:07.921508] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:44:07.921554] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:44:07.921595] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:44:07.921692] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:44:07.987333] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:44:07.988276] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:44:07.988382] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:44:07.988432] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:44:08.092337] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:44:08.092538] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:44:08.092584] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:44:08.092619] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:44:08.096009] [DEBUG] [FORECASTER] AOMR: Forecast T+1@11:T+2@11: DOWN (p=47.18%)
[2025-11-25T10:44:08.096486] [INFO ] [FORECASTER] Completed predict_future for AOMR
[2025-11-25T10:44:08.096721] [INFO ] [sig       ] AOMR: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:44:08.237931] [INFO ] [LOCAL     ] Saved forecast: AOMR	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/AOMR.txt
[2025-11-25T10:44:08.238125] [INFO ] [sig       ] [104/2057] Completed AOMR in 0.3s | 2.85 sym/s | Total: 36.5s | ETA: 11.4m
[2025-11-25T10:44:08.238180] [INFO ] [sig       ] [105/2057] Forecasting AON...
[2025-11-25T10:44:08.238222] [INFO ] [sig       ] Generating forecast for: AON
[2025-11-25T10:44:08.238264] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AON' from 'https://tdm.silogroup.org/data/derivative_storage/AON.csv'.
[2025-11-25T10:44:08.250926] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'AON'.
[2025-11-25T10:44:08.251391] [INFO ] [FORECASTER] Starting predict_future for AON
[2025-11-25T10:44:08.252264] [DEBUG] [LOCAL     ] No optimal features file found for AON: ./output/feature-sets/AON.txt
[2025-11-25T10:44:08.252342] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:44:08.252410] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:44:08.252481] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:44:08.252584] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:44:08.321947] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:44:08.322898] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:44:08.323013] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:44:08.323086] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:44:08.450483] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:44:08.450684] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:44:08.450744] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:44:08.450783] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:44:08.454682] [DEBUG] [FORECASTER] AON: Forecast T+1@11:T+2@11: DOWN (p=32.11%)
[2025-11-25T10:44:08.454992] [INFO ] [FORECASTER] Completed predict_future for AON
[2025-11-25T10:44:08.455146] [INFO ] [sig       ] AON: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:44:08.600509] [INFO ] [LOCAL     ] Saved forecast: AON	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/AON.txt
[2025-11-25T10:44:08.600689] [INFO ] [sig       ] [105/2057] Completed AON in 0.4s | 2.85 sym/s | Total: 36.9s | ETA: 11.4m
[2025-11-25T10:44:08.600753] [INFO ] [sig       ] [106/2057] Forecasting AORT...
[2025-11-25T10:44:08.600796] [INFO ] [sig       ] Generating forecast for: AORT
[2025-11-25T10:44:08.600838] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AORT' from 'https://tdm.silogroup.org/data/derivative_storage/AORT.csv'.
[2025-11-25T10:44:08.612013] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'AORT'.
[2025-11-25T10:44:08.612385] [INFO ] [FORECASTER] Starting predict_future for AORT
[2025-11-25T10:44:08.613250] [DEBUG] [LOCAL     ] No optimal features file found for AORT: ./output/feature-sets/AORT.txt
[2025-11-25T10:44:08.613326] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:44:08.613392] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:44:08.613457] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:44:08.613561] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:44:08.681637] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:44:08.682321] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:44:08.682427] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:44:08.682499] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:44:08.793663] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:44:08.793869] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:44:08.793924] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:44:08.793961] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:44:08.797659] [DEBUG] [FORECASTER] AORT: Forecast T+1@11:T+2@11: UP (p=63.08%)
[2025-11-25T10:44:08.797973] [INFO ] [FORECASTER] Completed predict_future for AORT
[2025-11-25T10:44:08.798128] [INFO ] [sig       ] AORT: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:44:08.937214] [INFO ] [LOCAL     ] Saved forecast: AORT	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/AORT.txt
[2025-11-25T10:44:08.937381] [INFO ] [sig       ] [106/2057] Completed AORT in 0.3s | 2.85 sym/s | Total: 37.2s | ETA: 11.4m
[2025-11-25T10:44:08.937435] [INFO ] [sig       ] [107/2057] Forecasting AOS...
[2025-11-25T10:44:08.937478] [INFO ] [sig       ] Generating forecast for: AOS
[2025-11-25T10:44:08.937521] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AOS' from 'https://tdm.silogroup.org/data/derivative_storage/AOS.csv'.
[2025-11-25T10:44:08.956165] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'AOS'.
[2025-11-25T10:44:08.957016] [INFO ] [FORECASTER] Starting predict_future for AOS
[2025-11-25T10:44:08.958606] [DEBUG] [LOCAL     ] No optimal features file found for AOS: ./output/feature-sets/AOS.txt
[2025-11-25T10:44:08.958745] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:44:08.958823] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:44:08.958891] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:44:08.959039] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:44:09.036317] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:44:09.037567] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:44:09.037736] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:44:09.037792] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:44:09.156318] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:44:09.156545] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:44:09.156593] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:44:09.156629] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:44:09.160264] [DEBUG] [FORECASTER] AOS: Forecast T+1@11:T+2@11: UP (p=87.56%)
[2025-11-25T10:44:09.160594] [INFO ] [FORECASTER] Completed predict_future for AOS
[2025-11-25T10:44:09.160780] [INFO ] [sig       ] AOS: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:44:09.301033] [INFO ] [LOCAL     ] Saved forecast: AOS	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/AOS.txt
[2025-11-25T10:44:09.301208] [INFO ] [sig       ] [107/2057] Completed AOS in 0.4s | 2.85 sym/s | Total: 37.6s | ETA: 11.4m
[2025-11-25T10:44:09.301266] [INFO ] [sig       ] [108/2057] Forecasting AP...
[2025-11-25T10:44:09.301307] [INFO ] [sig       ] Generating forecast for: AP
[2025-11-25T10:44:09.301352] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AP' from 'https://tdm.silogroup.org/data/derivative_storage/AP.csv'.
[2025-11-25T10:44:09.312621] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'AP'.
[2025-11-25T10:44:09.313008] [INFO ] [FORECASTER] Starting predict_future for AP
[2025-11-25T10:44:09.313806] [DEBUG] [LOCAL     ] No optimal features file found for AP: ./output/feature-sets/AP.txt
[2025-11-25T10:44:09.313877] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:44:09.313923] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:44:09.313964] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:44:09.314033] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:44:09.379262] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:44:09.380068] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:44:09.380168] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:44:09.380211] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:44:09.479313] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:44:09.479503] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:44:09.479549] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:44:09.479584] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:44:09.482938] [DEBUG] [FORECASTER] AP: Forecast T+1@11:T+2@11: DOWN (p=13.79%)
[2025-11-25T10:44:09.483224] [INFO ] [FORECASTER] Completed predict_future for AP
[2025-11-25T10:44:09.483373] [INFO ] [sig       ] AP: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:44:09.623676] [INFO ] [LOCAL     ] Saved forecast: AP	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/AP.txt
[2025-11-25T10:44:09.623845] [INFO ] [sig       ] [108/2057] Completed AP in 0.3s | 2.85 sym/s | Total: 37.9s | ETA: 11.4m
[2025-11-25T10:44:09.623899] [INFO ] [sig       ] [109/2057] Forecasting APAM...
[2025-11-25T10:44:09.623943] [INFO ] [sig       ] Generating forecast for: APAM
[2025-11-25T10:44:09.623986] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'APAM' from 'https://tdm.silogroup.org/data/derivative_storage/APAM.csv'.
[2025-11-25T10:44:09.635305] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'APAM'.
[2025-11-25T10:44:09.635719] [INFO ] [FORECASTER] Starting predict_future for APAM
[2025-11-25T10:44:09.636488] [DEBUG] [LOCAL     ] No optimal features file found for APAM: ./output/feature-sets/APAM.txt
[2025-11-25T10:44:09.636578] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:44:09.636625] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:44:09.636695] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:44:09.636765] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:44:09.701857] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:44:09.702662] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:44:09.702759] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:44:09.702807] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:44:09.808170] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:44:09.808483] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:44:09.808533] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:44:09.808567] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:44:09.812054] [DEBUG] [FORECASTER] APAM: Forecast T+1@11:T+2@11: DOWN (p=1.17%)
[2025-11-25T10:44:09.812342] [INFO ] [FORECASTER] Completed predict_future for APAM
[2025-11-25T10:44:09.812500] [INFO ] [sig       ] APAM: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:44:09.952420] [INFO ] [LOCAL     ] Saved forecast: APAM	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/APAM.txt
[2025-11-25T10:44:09.952585] [INFO ] [sig       ] [109/2057] Completed APAM in 0.3s | 2.85 sym/s | Total: 38.3s | ETA: 11.4m
[2025-11-25T10:44:09.952659] [INFO ] [sig       ] [110/2057] Forecasting APD...
[2025-11-25T10:44:09.952702] [INFO ] [sig       ] Generating forecast for: APD
[2025-11-25T10:44:09.952772] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'APD' from 'https://tdm.silogroup.org/data/derivative_storage/APD.csv'.
[2025-11-25T10:44:09.964815] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'APD'.
[2025-11-25T10:44:09.965361] [INFO ] [FORECASTER] Starting predict_future for APD
[2025-11-25T10:44:09.966209] [DEBUG] [LOCAL     ] No optimal features file found for APD: ./output/feature-sets/APD.txt
[2025-11-25T10:44:09.966280] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:44:09.966327] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:44:09.966370] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:44:09.966440] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:44:10.031867] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:44:10.032815] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:44:10.032923] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:44:10.032971] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:44:10.148431] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:44:10.148638] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:44:10.148741] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:44:10.148792] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:44:10.152368] [DEBUG] [FORECASTER] APD: Forecast T+1@11:T+2@11: UP (p=65.91%)
[2025-11-25T10:44:10.152748] [INFO ] [FORECASTER] Completed predict_future for APD
[2025-11-25T10:44:10.152929] [INFO ] [sig       ] APD: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:44:10.297595] [INFO ] [LOCAL     ] Saved forecast: APD	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/APD.txt
[2025-11-25T10:44:10.297852] [INFO ] [sig       ] [110/2057] Completed APD in 0.3s | 2.85 sym/s | Total: 38.6s | ETA: 11.4m
[2025-11-25T10:44:10.297923] [INFO ] [sig       ] [111/2057] Forecasting APG...
[2025-11-25T10:44:10.297968] [INFO ] [sig       ] Generating forecast for: APG
[2025-11-25T10:44:10.298021] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'APG' from 'https://tdm.silogroup.org/data/derivative_storage/APG.csv'.
[2025-11-25T10:44:10.310248] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'APG'.
[2025-11-25T10:44:10.310795] [INFO ] [FORECASTER] Starting predict_future for APG
[2025-11-25T10:44:10.311811] [DEBUG] [LOCAL     ] No optimal features file found for APG: ./output/feature-sets/APG.txt
[2025-11-25T10:44:10.311892] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:44:10.311952] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:44:10.312006] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:44:10.312097] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:44:10.380782] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:44:10.381539] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:44:10.381666] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:44:10.381723] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:44:10.482862] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:44:10.483020] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:44:10.483063] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:44:10.483098] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:44:10.486306] [DEBUG] [FORECASTER] APG: Forecast T+1@11:T+2@11: DOWN (p=27.00%)
[2025-11-25T10:44:10.486808] [INFO ] [FORECASTER] Completed predict_future for APG
[2025-11-25T10:44:10.487053] [INFO ] [sig       ] APG: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:44:10.628184] [INFO ] [LOCAL     ] Saved forecast: APG	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/APG.txt
[2025-11-25T10:44:10.628343] [INFO ] [sig       ] [111/2057] Completed APG in 0.3s | 2.85 sym/s | Total: 38.9s | ETA: 11.4m
[2025-11-25T10:44:10.628397] [INFO ] [sig       ] [112/2057] Forecasting APH...
[2025-11-25T10:44:10.628439] [INFO ] [sig       ] Generating forecast for: APH
[2025-11-25T10:44:10.628480] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'APH' from 'https://tdm.silogroup.org/data/derivative_storage/APH.csv'.
[2025-11-25T10:44:10.640789] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'APH'.
[2025-11-25T10:44:10.641196] [INFO ] [FORECASTER] Starting predict_future for APH
[2025-11-25T10:44:10.642012] [DEBUG] [LOCAL     ] No optimal features file found for APH: ./output/feature-sets/APH.txt
[2025-11-25T10:44:10.642081] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:44:10.642127] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:44:10.642168] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:44:10.642236] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:44:10.709576] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:44:10.711061] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:44:10.711165] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:44:10.711214] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:44:10.828280] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:44:10.828475] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:44:10.828527] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:44:10.828563] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:44:10.832104] [DEBUG] [FORECASTER] APH: Forecast T+1@11:T+2@11: DOWN (p=7.75%)
[2025-11-25T10:44:10.832404] [INFO ] [FORECASTER] Completed predict_future for APH
[2025-11-25T10:44:10.832564] [INFO ] [sig       ] APH: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:44:10.976566] [INFO ] [LOCAL     ] Saved forecast: APH	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/APH.txt
[2025-11-25T10:44:10.976780] [INFO ] [sig       ] [112/2057] Completed APH in 0.3s | 2.85 sym/s | Total: 39.3s | ETA: 11.4m
[2025-11-25T10:44:10.976846] [INFO ] [sig       ] [113/2057] Forecasting APLE...
[2025-11-25T10:44:10.976890] [INFO ] [sig       ] Generating forecast for: APLE
[2025-11-25T10:44:10.976932] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'APLE' from 'https://tdm.silogroup.org/data/derivative_storage/APLE.csv'.
[2025-11-25T10:44:10.988264] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'APLE'.
[2025-11-25T10:44:10.988689] [INFO ] [FORECASTER] Starting predict_future for APLE
[2025-11-25T10:44:10.989514] [DEBUG] [LOCAL     ] No optimal features file found for APLE: ./output/feature-sets/APLE.txt
[2025-11-25T10:44:10.989582] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:44:10.989627] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:44:10.989693] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:44:10.989763] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:44:11.056337] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:44:11.057149] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:44:11.057257] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:44:11.057305] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:44:11.174468] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:44:11.174670] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:44:11.174743] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:44:11.174789] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:44:11.178261] [DEBUG] [FORECASTER] APLE: Forecast T+1@11:T+2@11: UP (p=96.19%)
[2025-11-25T10:44:11.178716] [INFO ] [FORECASTER] Completed predict_future for APLE
[2025-11-25T10:44:11.178943] [INFO ] [sig       ] APLE: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:44:11.319486] [INFO ] [LOCAL     ] Saved forecast: APLE	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/APLE.txt
[2025-11-25T10:44:11.319657] [INFO ] [sig       ] [113/2057] Completed APLE in 0.3s | 2.85 sym/s | Total: 39.6s | ETA: 11.4m
[2025-11-25T10:44:11.319712] [INFO ] [sig       ] [114/2057] Forecasting APO...
[2025-11-25T10:44:11.319756] [INFO ] [sig       ] Generating forecast for: APO
[2025-11-25T10:44:11.319798] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'APO' from 'https://tdm.silogroup.org/data/derivative_storage/APO.csv'.
[2025-11-25T10:44:11.330548] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'APO'.
[2025-11-25T10:44:11.330941] [INFO ] [FORECASTER] Starting predict_future for APO
[2025-11-25T10:44:11.331741] [DEBUG] [LOCAL     ] No optimal features file found for APO: ./output/feature-sets/APO.txt
[2025-11-25T10:44:11.331811] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:44:11.331857] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:44:11.331898] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:44:11.331967] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:44:11.398764] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:44:11.399498] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:44:11.399599] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:44:11.399666] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:44:11.504237] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:44:11.504383] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:44:11.504425] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:44:11.504459] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:44:11.507666] [DEBUG] [FORECASTER] APO: Forecast T+1@11:T+2@11: UP (p=97.62%)
[2025-11-25T10:44:11.507973] [INFO ] [FORECASTER] Completed predict_future for APO
[2025-11-25T10:44:11.508160] [INFO ] [sig       ] APO: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:44:11.647809] [INFO ] [LOCAL     ] Saved forecast: APO	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/APO.txt
[2025-11-25T10:44:11.647972] [INFO ] [sig       ] [114/2057] Completed APO in 0.3s | 2.85 sym/s | Total: 40.0s | ETA: 11.3m
[2025-11-25T10:44:11.648026] [INFO ] [sig       ] [115/2057] Forecasting APOS...
[2025-11-25T10:44:11.648069] [INFO ] [sig       ] Generating forecast for: APOS
[2025-11-25T10:44:11.648110] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'APOS' from 'https://tdm.silogroup.org/data/derivative_storage/APOS.csv'.
[2025-11-25T10:44:11.659765] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'APOS'.
[2025-11-25T10:44:11.660231] [INFO ] [FORECASTER] Starting predict_future for APOS
[2025-11-25T10:44:11.661045] [DEBUG] [LOCAL     ] No optimal features file found for APOS: ./output/feature-sets/APOS.txt
[2025-11-25T10:44:11.661114] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:44:11.661161] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:44:11.661202] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:44:11.661269] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:44:11.731611] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:44:11.732517] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:44:11.732617] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:44:11.732687] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:44:11.851995] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:44:11.852233] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:44:11.852305] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:44:11.852363] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:44:11.858137] [DEBUG] [FORECASTER] APOS: Forecast T+1@11:T+2@11: UP (p=85.09%)
[2025-11-25T10:44:11.858601] [INFO ] [FORECASTER] Completed predict_future for APOS
[2025-11-25T10:44:11.858828] [INFO ] [sig       ] APOS: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:44:12.017441] [INFO ] [LOCAL     ] Saved forecast: APOS	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/APOS.txt
[2025-11-25T10:44:12.017633] [INFO ] [sig       ] [115/2057] Completed APOS in 0.4s | 2.85 sym/s | Total: 40.3s | ETA: 11.3m
[2025-11-25T10:44:12.017708] [INFO ] [sig       ] [116/2057] Forecasting APTV...
[2025-11-25T10:44:12.017745] [INFO ] [sig       ] Generating forecast for: APTV
[2025-11-25T10:44:12.017781] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'APTV' from 'https://tdm.silogroup.org/data/derivative_storage/APTV.csv'.
[2025-11-25T10:44:12.029820] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'APTV'.
[2025-11-25T10:44:12.030237] [INFO ] [FORECASTER] Starting predict_future for APTV
[2025-11-25T10:44:12.031028] [DEBUG] [LOCAL     ] No optimal features file found for APTV: ./output/feature-sets/APTV.txt
[2025-11-25T10:44:12.031098] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:44:12.031144] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:44:12.031185] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:44:12.031254] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:44:12.098862] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:44:12.099807] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:44:12.099909] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:44:12.099963] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:44:12.207889] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:44:12.208091] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:44:12.208163] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:44:12.208202] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:44:12.211892] [DEBUG] [FORECASTER] APTV: Forecast T+1@11:T+2@11: UP (p=58.20%)
[2025-11-25T10:44:12.212215] [INFO ] [FORECASTER] Completed predict_future for APTV
[2025-11-25T10:44:12.212372] [INFO ] [sig       ] APTV: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:44:12.360020] [INFO ] [LOCAL     ] Saved forecast: APTV	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/APTV.txt
[2025-11-25T10:44:12.360211] [INFO ] [sig       ] [116/2057] Completed APTV in 0.3s | 2.85 sym/s | Total: 40.7s | ETA: 11.3m
[2025-11-25T10:44:12.360267] [INFO ] [sig       ] [117/2057] Forecasting AQN...
[2025-11-25T10:44:12.360313] [INFO ] [sig       ] Generating forecast for: AQN
[2025-11-25T10:44:12.360360] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AQN' from 'https://tdm.silogroup.org/data/derivative_storage/AQN.csv'.
[2025-11-25T10:44:12.372427] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'AQN'.
[2025-11-25T10:44:12.372870] [INFO ] [FORECASTER] Starting predict_future for AQN
[2025-11-25T10:44:12.373686] [DEBUG] [LOCAL     ] No optimal features file found for AQN: ./output/feature-sets/AQN.txt
[2025-11-25T10:44:12.373754] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:44:12.373801] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:44:12.373841] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:44:12.373911] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:44:12.449802] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:44:12.450802] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:44:12.450922] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:44:12.450984] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:44:12.557100] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:44:12.557289] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:44:12.557337] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:44:12.557373] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:44:12.560959] [DEBUG] [FORECASTER] AQN: Forecast T+1@11:T+2@11: DOWN (p=1.33%)
[2025-11-25T10:44:12.561442] [INFO ] [FORECASTER] Completed predict_future for AQN
[2025-11-25T10:44:12.561700] [INFO ] [sig       ] AQN: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:44:12.710085] [INFO ] [LOCAL     ] Saved forecast: AQN	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/AQN.txt
[2025-11-25T10:44:12.710240] [INFO ] [sig       ] [117/2057] Completed AQN in 0.3s | 2.85 sym/s | Total: 41.0s | ETA: 11.3m
[2025-11-25T10:44:12.710294] [INFO ] [sig       ] [118/2057] Forecasting AQNB...
[2025-11-25T10:44:12.710337] [INFO ] [sig       ] Generating forecast for: AQNB
[2025-11-25T10:44:12.710379] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AQNB' from 'https://tdm.silogroup.org/data/derivative_storage/AQNB.csv'.
[2025-11-25T10:44:12.722440] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'AQNB'.
[2025-11-25T10:44:12.722851] [INFO ] [FORECASTER] Starting predict_future for AQNB
[2025-11-25T10:44:12.723679] [DEBUG] [LOCAL     ] No optimal features file found for AQNB: ./output/feature-sets/AQNB.txt
[2025-11-25T10:44:12.723754] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:44:12.723803] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:44:12.723847] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:44:12.723920] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:44:12.794135] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:44:12.794797] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:44:12.794924] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:44:12.794974] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:44:12.893673] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:44:12.893845] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:44:12.893892] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:44:12.893929] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:44:12.897416] [DEBUG] [FORECASTER] AQNB: Forecast T+1@11:T+2@11: DOWN (p=42.88%)
[2025-11-25T10:44:12.897763] [INFO ] [FORECASTER] Completed predict_future for AQNB
[2025-11-25T10:44:12.897923] [INFO ] [sig       ] AQNB: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:44:13.046634] [INFO ] [LOCAL     ] Saved forecast: AQNB	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/AQNB.txt
[2025-11-25T10:44:13.046823] [INFO ] [sig       ] [118/2057] Completed AQNB in 0.3s | 2.85 sym/s | Total: 41.4s | ETA: 11.3m
[2025-11-25T10:44:13.046883] [INFO ] [sig       ] [119/2057] Forecasting AR...
[2025-11-25T10:44:13.046929] [INFO ] [sig       ] Generating forecast for: AR
[2025-11-25T10:44:13.046974] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AR' from 'https://tdm.silogroup.org/data/derivative_storage/AR.csv'.
[2025-11-25T10:44:13.059746] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'AR'.
[2025-11-25T10:44:13.060117] [INFO ] [FORECASTER] Starting predict_future for AR
[2025-11-25T10:44:13.060937] [DEBUG] [LOCAL     ] No optimal features file found for AR: ./output/feature-sets/AR.txt
[2025-11-25T10:44:13.061010] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:44:13.061059] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:44:13.061105] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:44:13.061181] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:44:13.128682] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:44:13.129409] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:44:13.129508] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:44:13.129558] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:44:13.235478] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:44:13.235719] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:44:13.235941] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:44:13.235993] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:44:13.239608] [DEBUG] [FORECASTER] AR: Forecast T+1@11:T+2@11: DOWN (p=12.39%)
[2025-11-25T10:44:13.240000] [INFO ] [FORECASTER] Completed predict_future for AR
[2025-11-25T10:44:13.240227] [INFO ] [sig       ] AR: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:44:13.383097] [INFO ] [LOCAL     ] Saved forecast: AR	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/AR.txt
[2025-11-25T10:44:13.383250] [INFO ] [sig       ] [119/2057] Completed AR in 0.3s | 2.85 sym/s | Total: 41.7s | ETA: 11.3m
[2025-11-25T10:44:13.383307] [INFO ] [sig       ] [120/2057] Forecasting ARCO...
[2025-11-25T10:44:13.383355] [INFO ] [sig       ] Generating forecast for: ARCO
[2025-11-25T10:44:13.383401] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ARCO' from 'https://tdm.silogroup.org/data/derivative_storage/ARCO.csv'.
[2025-11-25T10:44:13.396056] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'ARCO'.
[2025-11-25T10:44:13.396453] [INFO ] [FORECASTER] Starting predict_future for ARCO
[2025-11-25T10:44:13.397295] [DEBUG] [LOCAL     ] No optimal features file found for ARCO: ./output/feature-sets/ARCO.txt
[2025-11-25T10:44:13.397371] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:44:13.397441] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:44:13.397485] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:44:13.397565] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:44:13.465610] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:44:13.466372] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:44:13.466471] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:44:13.466525] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:44:13.577739] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:44:13.578296] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:44:13.578346] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:44:13.578381] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:44:13.582237] [DEBUG] [FORECASTER] ARCO: Forecast T+1@11:T+2@11: UP (p=89.89%)
[2025-11-25T10:44:13.582556] [INFO ] [FORECASTER] Completed predict_future for ARCO
[2025-11-25T10:44:13.582736] [INFO ] [sig       ] ARCO: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:44:13.731955] [INFO ] [LOCAL     ] Saved forecast: ARCO	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/ARCO.txt
[2025-11-25T10:44:13.732125] [INFO ] [sig       ] [120/2057] Completed ARCO in 0.3s | 2.85 sym/s | Total: 42.0s | ETA: 11.3m
[2025-11-25T10:44:13.732181] [INFO ] [sig       ] [121/2057] Forecasting ARDC...
[2025-11-25T10:44:13.732238] [INFO ] [sig       ] Generating forecast for: ARDC
[2025-11-25T10:44:13.732280] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ARDC' from 'https://tdm.silogroup.org/data/derivative_storage/ARDC.csv'.
[2025-11-25T10:44:13.745040] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'ARDC'.
[2025-11-25T10:44:13.745436] [INFO ] [FORECASTER] Starting predict_future for ARDC
[2025-11-25T10:44:13.746224] [DEBUG] [LOCAL     ] No optimal features file found for ARDC: ./output/feature-sets/ARDC.txt
[2025-11-25T10:44:13.746294] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:44:13.746340] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:44:13.746381] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:44:13.746450] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:44:13.813764] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:44:13.814727] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:44:13.814829] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:44:13.814879] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:44:13.923365] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:44:13.923496] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:44:13.923539] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:44:13.923572] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:44:13.926896] [DEBUG] [FORECASTER] ARDC: Forecast T+1@11:T+2@11: UP (p=95.37%)
[2025-11-25T10:44:13.927203] [INFO ] [FORECASTER] Completed predict_future for ARDC
[2025-11-25T10:44:13.927371] [INFO ] [sig       ] ARDC: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:44:14.070352] [INFO ] [LOCAL     ] Saved forecast: ARDC	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/ARDC.txt
[2025-11-25T10:44:14.070510] [INFO ] [sig       ] [121/2057] Completed ARDC in 0.3s | 2.86 sym/s | Total: 42.4s | ETA: 11.3m
[2025-11-25T10:44:14.070573] [INFO ] [sig       ] [122/2057] Forecasting ARE...
[2025-11-25T10:44:14.070625] [INFO ] [sig       ] Generating forecast for: ARE
[2025-11-25T10:44:14.070706] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ARE' from 'https://tdm.silogroup.org/data/derivative_storage/ARE.csv'.
[2025-11-25T10:44:14.082259] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'ARE'.
[2025-11-25T10:44:14.082751] [INFO ] [FORECASTER] Starting predict_future for ARE
[2025-11-25T10:44:14.083552] [DEBUG] [LOCAL     ] No optimal features file found for ARE: ./output/feature-sets/ARE.txt
[2025-11-25T10:44:14.083622] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:44:14.083702] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:44:14.083746] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:44:14.083821] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:44:14.151882] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:44:14.152841] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:44:14.152942] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:44:14.152993] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:44:14.262676] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:44:14.263054] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:44:14.263101] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:44:14.263135] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:44:14.266785] [DEBUG] [FORECASTER] ARE: Forecast T+1@11:T+2@11: UP (p=75.80%)
[2025-11-25T10:44:14.267114] [INFO ] [FORECASTER] Completed predict_future for ARE
[2025-11-25T10:44:14.267273] [INFO ] [sig       ] ARE: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:44:14.408355] [INFO ] [LOCAL     ] Saved forecast: ARE	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/ARE.txt
[2025-11-25T10:44:14.408517] [INFO ] [sig       ] [122/2057] Completed ARE in 0.3s | 2.86 sym/s | Total: 42.7s | ETA: 11.3m
[2025-11-25T10:44:14.408578] [INFO ] [sig       ] [123/2057] Forecasting ARES...
[2025-11-25T10:44:14.408629] [INFO ] [sig       ] Generating forecast for: ARES
[2025-11-25T10:44:14.408707] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ARES' from 'https://tdm.silogroup.org/data/derivative_storage/ARES.csv'.
[2025-11-25T10:44:14.419612] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'ARES'.
[2025-11-25T10:44:14.420024] [INFO ] [FORECASTER] Starting predict_future for ARES
[2025-11-25T10:44:14.420850] [DEBUG] [LOCAL     ] No optimal features file found for ARES: ./output/feature-sets/ARES.txt
[2025-11-25T10:44:14.420920] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:44:14.420967] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:44:14.421011] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:44:14.421083] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:44:14.489276] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:44:14.490213] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:44:14.490309] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:44:14.490357] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:44:14.596989] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:44:14.597189] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:44:14.597237] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:44:14.597272] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:44:14.600789] [DEBUG] [FORECASTER] ARES: Forecast T+1@11:T+2@11: DOWN (p=19.38%)
[2025-11-25T10:44:14.601083] [INFO ] [FORECASTER] Completed predict_future for ARES
[2025-11-25T10:44:14.601230] [INFO ] [sig       ] ARES: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:44:14.742257] [INFO ] [LOCAL     ] Saved forecast: ARES	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/ARES.txt
[2025-11-25T10:44:14.742420] [INFO ] [sig       ] [123/2057] Completed ARES in 0.3s | 2.86 sym/s | Total: 43.0s | ETA: 11.3m
[2025-11-25T10:44:14.742472] [INFO ] [sig       ] [124/2057] Forecasting ARI...
[2025-11-25T10:44:14.742523] [INFO ] [sig       ] Generating forecast for: ARI
[2025-11-25T10:44:14.742567] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ARI' from 'https://tdm.silogroup.org/data/derivative_storage/ARI.csv'.
[2025-11-25T10:44:14.758905] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'ARI'.
[2025-11-25T10:44:14.759266] [INFO ] [FORECASTER] Starting predict_future for ARI
[2025-11-25T10:44:14.760066] [DEBUG] [LOCAL     ] No optimal features file found for ARI: ./output/feature-sets/ARI.txt
[2025-11-25T10:44:14.760134] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:44:14.760179] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:44:14.760249] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:44:14.760352] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:44:14.828052] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:44:14.828822] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:44:14.828928] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:44:14.828994] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:44:14.945576] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:44:14.945871] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:44:14.945940] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:44:14.945988] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:44:14.949457] [DEBUG] [FORECASTER] ARI: Forecast T+1@11:T+2@11: DOWN (p=4.11%)
[2025-11-25T10:44:14.949857] [INFO ] [FORECASTER] Completed predict_future for ARI
[2025-11-25T10:44:14.950081] [INFO ] [sig       ] ARI: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:44:15.091103] [INFO ] [LOCAL     ] Saved forecast: ARI	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/ARI.txt
[2025-11-25T10:44:15.091301] [INFO ] [sig       ] [124/2057] Completed ARI in 0.3s | 2.86 sym/s | Total: 43.4s | ETA: 11.3m
[2025-11-25T10:44:15.091357] [INFO ] [sig       ] [125/2057] Forecasting ARLO...
[2025-11-25T10:44:15.091400] [INFO ] [sig       ] Generating forecast for: ARLO
[2025-11-25T10:44:15.091447] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ARLO' from 'https://tdm.silogroup.org/data/derivative_storage/ARLO.csv'.
[2025-11-25T10:44:15.103801] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'ARLO'.
[2025-11-25T10:44:15.104236] [INFO ] [FORECASTER] Starting predict_future for ARLO
[2025-11-25T10:44:15.105059] [DEBUG] [LOCAL     ] No optimal features file found for ARLO: ./output/feature-sets/ARLO.txt
[2025-11-25T10:44:15.105130] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:44:15.105178] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:44:15.105219] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:44:15.105290] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:44:15.172446] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:44:15.173292] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:44:15.173390] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:44:15.173439] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:44:15.274743] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:44:15.274940] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:44:15.274989] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:44:15.275024] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:44:15.278559] [DEBUG] [FORECASTER] ARLO: Forecast T+1@11:T+2@11: DOWN (p=4.63%)
[2025-11-25T10:44:15.278906] [INFO ] [FORECASTER] Completed predict_future for ARLO
[2025-11-25T10:44:15.279055] [INFO ] [sig       ] ARLO: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:44:15.421188] [INFO ] [LOCAL     ] Saved forecast: ARLO	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/ARLO.txt
[2025-11-25T10:44:15.421345] [INFO ] [sig       ] [125/2057] Completed ARLO in 0.3s | 2.86 sym/s | Total: 43.7s | ETA: 11.3m
[2025-11-25T10:44:15.421393] [INFO ] [sig       ] [126/2057] Forecasting ARMK...
[2025-11-25T10:44:15.421437] [INFO ] [sig       ] Generating forecast for: ARMK
[2025-11-25T10:44:15.421478] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ARMK' from 'https://tdm.silogroup.org/data/derivative_storage/ARMK.csv'.
[2025-11-25T10:44:15.433172] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'ARMK'.
[2025-11-25T10:44:15.433560] [INFO ] [FORECASTER] Starting predict_future for ARMK
[2025-11-25T10:44:15.434373] [DEBUG] [LOCAL     ] No optimal features file found for ARMK: ./output/feature-sets/ARMK.txt
[2025-11-25T10:44:15.434445] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:44:15.434492] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:44:15.434533] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:44:15.434604] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:44:15.503027] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:44:15.503899] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:44:15.503998] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:44:15.504046] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:44:15.608227] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:44:15.608422] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:44:15.608470] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:44:15.608504] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:44:15.612148] [DEBUG] [FORECASTER] ARMK: Forecast T+1@11:T+2@11: UP (p=92.54%)
[2025-11-25T10:44:15.612444] [INFO ] [FORECASTER] Completed predict_future for ARMK
[2025-11-25T10:44:15.612587] [INFO ] [sig       ] ARMK: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:44:15.756285] [INFO ] [LOCAL     ] Saved forecast: ARMK	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/ARMK.txt
[2025-11-25T10:44:15.756450] [INFO ] [sig       ] [126/2057] Completed ARMK in 0.3s | 2.86 sym/s | Total: 44.1s | ETA: 11.3m
[2025-11-25T10:44:15.756504] [INFO ] [sig       ] [127/2057] Forecasting AROC...
[2025-11-25T10:44:15.756548] [INFO ] [sig       ] Generating forecast for: AROC
[2025-11-25T10:44:15.756590] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AROC' from 'https://tdm.silogroup.org/data/derivative_storage/AROC.csv'.
[2025-11-25T10:44:15.768377] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'AROC'.
[2025-11-25T10:44:15.768798] [INFO ] [FORECASTER] Starting predict_future for AROC
[2025-11-25T10:44:15.769559] [DEBUG] [LOCAL     ] No optimal features file found for AROC: ./output/feature-sets/AROC.txt
[2025-11-25T10:44:15.769672] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:44:15.769724] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:44:15.769763] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:44:15.769832] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:44:15.836938] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:44:15.837835] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:44:15.837932] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:44:15.837980] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:44:15.933012] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:44:15.933194] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:44:15.933241] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:44:15.933296] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:44:15.936959] [DEBUG] [FORECASTER] AROC: Forecast T+1@11:T+2@11: UP (p=96.16%)
[2025-11-25T10:44:15.937273] [INFO ] [FORECASTER] Completed predict_future for AROC
[2025-11-25T10:44:15.937409] [INFO ] [sig       ] AROC: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:44:16.086169] [INFO ] [LOCAL     ] Saved forecast: AROC	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/AROC.txt
[2025-11-25T10:44:16.086352] [INFO ] [sig       ] [127/2057] Completed AROC in 0.3s | 2.86 sym/s | Total: 44.4s | ETA: 11.2m
[2025-11-25T10:44:16.086409] [INFO ] [sig       ] [128/2057] Forecasting ARR...
[2025-11-25T10:44:16.086453] [INFO ] [sig       ] Generating forecast for: ARR
[2025-11-25T10:44:16.086498] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ARR' from 'https://tdm.silogroup.org/data/derivative_storage/ARR.csv'.
[2025-11-25T10:44:16.098620] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'ARR'.
[2025-11-25T10:44:16.099042] [INFO ] [FORECASTER] Starting predict_future for ARR
[2025-11-25T10:44:16.099911] [DEBUG] [LOCAL     ] No optimal features file found for ARR: ./output/feature-sets/ARR.txt
[2025-11-25T10:44:16.099983] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:44:16.100030] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:44:16.100071] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:44:16.100144] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:44:16.167489] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:44:16.168395] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:44:16.168498] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:44:16.168560] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:44:16.278746] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:44:16.278943] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:44:16.278993] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:44:16.279029] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:44:16.282567] [DEBUG] [FORECASTER] ARR: Forecast T+1@11:T+2@11: DOWN (p=6.61%)
[2025-11-25T10:44:16.282897] [INFO ] [FORECASTER] Completed predict_future for ARR
[2025-11-25T10:44:16.283060] [INFO ] [sig       ] ARR: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:44:16.434483] [INFO ] [LOCAL     ] Saved forecast: ARR	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/ARR.txt
[2025-11-25T10:44:16.434695] [INFO ] [sig       ] [128/2057] Completed ARR in 0.3s | 2.86 sym/s | Total: 44.7s | ETA: 11.2m
[2025-11-25T10:44:16.434755] [INFO ] [sig       ] [129/2057] Forecasting ARW...
[2025-11-25T10:44:16.434798] [INFO ] [sig       ] Generating forecast for: ARW
[2025-11-25T10:44:16.434840] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ARW' from 'https://tdm.silogroup.org/data/derivative_storage/ARW.csv'.
[2025-11-25T10:44:16.447006] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'ARW'.
[2025-11-25T10:44:16.450383] [INFO ] [FORECASTER] Starting predict_future for ARW
[2025-11-25T10:44:16.451226] [DEBUG] [LOCAL     ] No optimal features file found for ARW: ./output/feature-sets/ARW.txt
[2025-11-25T10:44:16.451296] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:44:16.451340] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:44:16.451381] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:44:16.451449] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:44:16.518070] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:44:16.518975] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:44:16.519073] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:44:16.519119] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:44:16.628750] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:44:16.629175] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:44:16.629231] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:44:16.629271] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:44:16.633870] [DEBUG] [FORECASTER] ARW: Forecast T+1@11:T+2@11: UP (p=79.46%)
[2025-11-25T10:44:16.634295] [INFO ] [FORECASTER] Completed predict_future for ARW
[2025-11-25T10:44:16.634481] [INFO ] [sig       ] ARW: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:44:16.787890] [INFO ] [LOCAL     ] Saved forecast: ARW	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/ARW.txt
[2025-11-25T10:44:16.788058] [INFO ] [sig       ] [129/2057] Completed ARW in 0.4s | 2.86 sym/s | Total: 45.1s | ETA: 11.2m
[2025-11-25T10:44:16.788113] [INFO ] [sig       ] [130/2057] Forecasting ASA...
[2025-11-25T10:44:16.788157] [INFO ] [sig       ] Generating forecast for: ASA
[2025-11-25T10:44:16.788200] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ASA' from 'https://tdm.silogroup.org/data/derivative_storage/ASA.csv'.
[2025-11-25T10:44:16.798807] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'ASA'.
[2025-11-25T10:44:16.799222] [INFO ] [FORECASTER] Starting predict_future for ASA
[2025-11-25T10:44:16.800022] [DEBUG] [LOCAL     ] No optimal features file found for ASA: ./output/feature-sets/ASA.txt
[2025-11-25T10:44:16.800091] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:44:16.800136] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:44:16.800176] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:44:16.800246] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:44:16.866255] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:44:16.867191] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:44:16.867291] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:44:16.867338] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:44:16.966587] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:44:16.966809] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:44:16.966855] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:44:16.966888] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:44:16.970299] [DEBUG] [FORECASTER] ASA: Forecast T+1@11:T+2@11: DOWN (p=37.53%)
[2025-11-25T10:44:16.970616] [INFO ] [FORECASTER] Completed predict_future for ASA
[2025-11-25T10:44:16.970786] [INFO ] [sig       ] ASA: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:44:17.112989] [INFO ] [LOCAL     ] Saved forecast: ASA	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/ASA.txt
[2025-11-25T10:44:17.113174] [INFO ] [sig       ] [130/2057] Completed ASA in 0.3s | 2.86 sym/s | Total: 45.4s | ETA: 11.2m
[2025-11-25T10:44:17.113228] [INFO ] [sig       ] [131/2057] Forecasting ASAN...
[2025-11-25T10:44:17.113270] [INFO ] [sig       ] Generating forecast for: ASAN
[2025-11-25T10:44:17.113314] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ASAN' from 'https://tdm.silogroup.org/data/derivative_storage/ASAN.csv'.
[2025-11-25T10:44:17.125314] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'ASAN'.
[2025-11-25T10:44:17.125776] [INFO ] [FORECASTER] Starting predict_future for ASAN
[2025-11-25T10:44:17.126551] [DEBUG] [LOCAL     ] No optimal features file found for ASAN: ./output/feature-sets/ASAN.txt
[2025-11-25T10:44:17.126621] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:44:17.126692] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:44:17.126735] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:44:17.126821] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:44:17.193588] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:44:17.194502] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:44:17.194606] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:44:17.194676] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:44:17.300675] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:44:17.300894] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:44:17.300943] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:44:17.300977] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:44:17.304452] [DEBUG] [FORECASTER] ASAN: Forecast T+1@11:T+2@11: DOWN (p=8.14%)
[2025-11-25T10:44:17.304778] [INFO ] [FORECASTER] Completed predict_future for ASAN
[2025-11-25T10:44:17.304936] [INFO ] [sig       ] ASAN: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:44:17.445675] [INFO ] [LOCAL     ] Saved forecast: ASAN	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/ASAN.txt
[2025-11-25T10:44:17.445857] [INFO ] [sig       ] [131/2057] Completed ASAN in 0.3s | 2.86 sym/s | Total: 45.7s | ETA: 11.2m
[2025-11-25T10:44:17.445915] [INFO ] [sig       ] [132/2057] Forecasting ASB...
[2025-11-25T10:44:17.445960] [INFO ] [sig       ] Generating forecast for: ASB
[2025-11-25T10:44:17.445996] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ASB' from 'https://tdm.silogroup.org/data/derivative_storage/ASB.csv'.
[2025-11-25T10:44:17.457539] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'ASB'.
[2025-11-25T10:44:17.457946] [INFO ] [FORECASTER] Starting predict_future for ASB
[2025-11-25T10:44:17.458742] [DEBUG] [LOCAL     ] No optimal features file found for ASB: ./output/feature-sets/ASB.txt
[2025-11-25T10:44:17.458811] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:44:17.458857] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:44:17.458898] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:44:17.458966] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:44:17.527238] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:44:17.527903] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:44:17.528002] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:44:17.528053] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:44:17.657743] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:44:17.658136] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:44:17.658185] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:44:17.658221] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:44:17.661740] [DEBUG] [FORECASTER] ASB: Forecast T+1@11:T+2@11: DOWN (p=0.38%)
[2025-11-25T10:44:17.662221] [INFO ] [FORECASTER] Completed predict_future for ASB
[2025-11-25T10:44:17.662388] [INFO ] [sig       ] ASB: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:44:17.838195] [INFO ] [LOCAL     ] Saved forecast: ASB	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/ASB.txt
[2025-11-25T10:44:17.838385] [INFO ] [sig       ] [132/2057] Completed ASB in 0.4s | 2.86 sym/s | Total: 46.1s | ETA: 11.2m
[2025-11-25T10:44:17.838443] [INFO ] [sig       ] [133/2057] Forecasting ASBA...
[2025-11-25T10:44:17.838487] [INFO ] [sig       ] Generating forecast for: ASBA
[2025-11-25T10:44:17.838531] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ASBA' from 'https://tdm.silogroup.org/data/derivative_storage/ASBA.csv'.
[2025-11-25T10:44:17.850912] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'ASBA'.
[2025-11-25T10:44:17.851397] [INFO ] [FORECASTER] Starting predict_future for ASBA
[2025-11-25T10:44:17.852247] [DEBUG] [LOCAL     ] No optimal features file found for ASBA: ./output/feature-sets/ASBA.txt
[2025-11-25T10:44:17.852339] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:44:17.852388] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:44:17.852431] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:44:17.852503] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:44:17.921277] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:44:17.922036] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:44:17.922133] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:44:17.922183] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:44:18.043071] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:44:18.043262] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:44:18.043310] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:44:18.043346] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:44:18.047014] [DEBUG] [FORECASTER] ASBA: Forecast T+1@11:T+2@11: UP (p=61.51%)
[2025-11-25T10:44:18.047494] [INFO ] [FORECASTER] Completed predict_future for ASBA
[2025-11-25T10:44:18.047763] [INFO ] [sig       ] ASBA: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:44:18.190758] [INFO ] [LOCAL     ] Saved forecast: ASBA	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/ASBA.txt
[2025-11-25T10:44:18.190934] [INFO ] [sig       ] [133/2057] Completed ASBA in 0.4s | 2.86 sym/s | Total: 46.5s | ETA: 11.2m
[2025-11-25T10:44:18.190992] [INFO ] [sig       ] [134/2057] Forecasting ASC...
[2025-11-25T10:44:18.191037] [INFO ] [sig       ] Generating forecast for: ASC
[2025-11-25T10:44:18.191080] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ASC' from 'https://tdm.silogroup.org/data/derivative_storage/ASC.csv'.
[2025-11-25T10:44:18.202984] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'ASC'.
[2025-11-25T10:44:18.203341] [INFO ] [FORECASTER] Starting predict_future for ASC
[2025-11-25T10:44:18.204125] [DEBUG] [LOCAL     ] No optimal features file found for ASC: ./output/feature-sets/ASC.txt
[2025-11-25T10:44:18.204197] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:44:18.204245] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:44:18.204287] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:44:18.204355] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:44:18.272461] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:44:18.273359] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:44:18.273458] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:44:18.273516] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:44:18.404528] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:44:18.404753] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:44:18.404807] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:44:18.404843] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:44:18.408679] [DEBUG] [FORECASTER] ASC: Forecast T+1@11:T+2@11: DOWN (p=3.18%)
[2025-11-25T10:44:18.409033] [INFO ] [FORECASTER] Completed predict_future for ASC
[2025-11-25T10:44:18.409204] [INFO ] [sig       ] ASC: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:44:18.554285] [INFO ] [LOCAL     ] Saved forecast: ASC	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/ASC.txt
[2025-11-25T10:44:18.554477] [INFO ] [sig       ] [134/2057] Completed ASC in 0.4s | 2.86 sym/s | Total: 46.9s | ETA: 11.2m
[2025-11-25T10:44:18.554537] [INFO ] [sig       ] [135/2057] Forecasting ASG...
[2025-11-25T10:44:18.554580] [INFO ] [sig       ] Generating forecast for: ASG
[2025-11-25T10:44:18.554625] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ASG' from 'https://tdm.silogroup.org/data/derivative_storage/ASG.csv'.
[2025-11-25T10:44:18.566525] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'ASG'.
[2025-11-25T10:44:18.567002] [INFO ] [FORECASTER] Starting predict_future for ASG
[2025-11-25T10:44:18.567836] [DEBUG] [LOCAL     ] No optimal features file found for ASG: ./output/feature-sets/ASG.txt
[2025-11-25T10:44:18.567905] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:44:18.567952] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:44:18.567990] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:44:18.568061] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:44:18.633680] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:44:18.634576] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:44:18.634717] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:44:18.634767] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:44:18.760490] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:44:18.760691] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:44:18.760741] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:44:18.760776] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:44:18.764671] [DEBUG] [FORECASTER] ASG: Forecast T+1@11:T+2@11: UP (p=72.83%)
[2025-11-25T10:44:18.764988] [INFO ] [FORECASTER] Completed predict_future for ASG
[2025-11-25T10:44:18.765165] [INFO ] [sig       ] ASG: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:44:18.909385] [INFO ] [LOCAL     ] Saved forecast: ASG	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/ASG.txt
[2025-11-25T10:44:18.909575] [INFO ] [sig       ] [135/2057] Completed ASG in 0.4s | 2.86 sym/s | Total: 47.2s | ETA: 11.2m
[2025-11-25T10:44:18.909632] [INFO ] [sig       ] [136/2057] Forecasting ASGI...
[2025-11-25T10:44:18.909697] [INFO ] [sig       ] Generating forecast for: ASGI
[2025-11-25T10:44:18.909743] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ASGI' from 'https://tdm.silogroup.org/data/derivative_storage/ASGI.csv'.
[2025-11-25T10:44:18.921993] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'ASGI'.
[2025-11-25T10:44:18.922448] [INFO ] [FORECASTER] Starting predict_future for ASGI
[2025-11-25T10:44:18.923260] [DEBUG] [LOCAL     ] No optimal features file found for ASGI: ./output/feature-sets/ASGI.txt
[2025-11-25T10:44:18.923333] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:44:18.923380] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:44:18.923423] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:44:18.923492] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:44:18.989419] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:44:18.990353] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:44:18.990459] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:44:18.990509] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:44:19.110346] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:44:19.110539] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:44:19.110585] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:44:19.110619] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:44:19.114014] [DEBUG] [FORECASTER] ASGI: Forecast T+1@11:T+2@11: DOWN (p=29.24%)
[2025-11-25T10:44:19.114301] [INFO ] [FORECASTER] Completed predict_future for ASGI
[2025-11-25T10:44:19.114457] [INFO ] [sig       ] ASGI: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:44:19.255586] [INFO ] [LOCAL     ] Saved forecast: ASGI	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/ASGI.txt
[2025-11-25T10:44:19.255770] [INFO ] [sig       ] [136/2057] Completed ASGI in 0.3s | 2.86 sym/s | Total: 47.6s | ETA: 11.2m
[2025-11-25T10:44:19.255827] [INFO ] [sig       ] [137/2057] Forecasting ASGN...
[2025-11-25T10:44:19.255872] [INFO ] [sig       ] Generating forecast for: ASGN
[2025-11-25T10:44:19.255915] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ASGN' from 'https://tdm.silogroup.org/data/derivative_storage/ASGN.csv'.
[2025-11-25T10:44:19.267853] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'ASGN'.
[2025-11-25T10:44:19.268410] [INFO ] [FORECASTER] Starting predict_future for ASGN
[2025-11-25T10:44:19.269381] [DEBUG] [LOCAL     ] No optimal features file found for ASGN: ./output/feature-sets/ASGN.txt
[2025-11-25T10:44:19.269453] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:44:19.269499] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:44:19.269541] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:44:19.269612] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:44:19.336186] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:44:19.337050] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:44:19.337152] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:44:19.337202] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:44:19.462683] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:44:19.462838] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:44:19.462881] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:44:19.462914] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:44:19.466694] [DEBUG] [FORECASTER] ASGN: Forecast T+1@11:T+2@11: DOWN (p=23.70%)
[2025-11-25T10:44:19.466979] [INFO ] [FORECASTER] Completed predict_future for ASGN
[2025-11-25T10:44:19.467147] [INFO ] [sig       ] ASGN: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:44:19.616301] [INFO ] [LOCAL     ] Saved forecast: ASGN	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/ASGN.txt
[2025-11-25T10:44:19.616458] [INFO ] [sig       ] [137/2057] Completed ASGN in 0.4s | 2.86 sym/s | Total: 47.9s | ETA: 11.2m
[2025-11-25T10:44:19.616512] [INFO ] [sig       ] [138/2057] Forecasting ASH...
[2025-11-25T10:44:19.616555] [INFO ] [sig       ] Generating forecast for: ASH
[2025-11-25T10:44:19.616597] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ASH' from 'https://tdm.silogroup.org/data/derivative_storage/ASH.csv'.
[2025-11-25T10:44:19.629404] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'ASH'.
[2025-11-25T10:44:19.629980] [INFO ] [FORECASTER] Starting predict_future for ASH
[2025-11-25T10:44:19.630932] [DEBUG] [LOCAL     ] No optimal features file found for ASH: ./output/feature-sets/ASH.txt
[2025-11-25T10:44:19.631001] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:44:19.631047] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:44:19.631088] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:44:19.631156] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:44:19.699202] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:44:19.700230] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:44:19.700357] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:44:19.700403] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:44:19.833814] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:44:19.834042] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:44:19.834093] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:44:19.834128] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:44:19.837564] [DEBUG] [FORECASTER] ASH: Forecast T+1@11:T+2@11: DOWN (p=9.14%)
[2025-11-25T10:44:19.837899] [INFO ] [FORECASTER] Completed predict_future for ASH
[2025-11-25T10:44:19.838071] [INFO ] [sig       ] ASH: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:44:19.976868] [INFO ] [LOCAL     ] Saved forecast: ASH	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/ASH.txt
[2025-11-25T10:44:19.977099] [INFO ] [sig       ] [138/2057] Completed ASH in 0.4s | 2.86 sym/s | Total: 48.3s | ETA: 11.2m
[2025-11-25T10:44:19.977157] [INFO ] [sig       ] [139/2057] Forecasting ASIX...
[2025-11-25T10:44:19.977200] [INFO ] [sig       ] Generating forecast for: ASIX
[2025-11-25T10:44:19.977243] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ASIX' from 'https://tdm.silogroup.org/data/derivative_storage/ASIX.csv'.
[2025-11-25T10:44:19.988425] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'ASIX'.
[2025-11-25T10:44:19.988898] [INFO ] [FORECASTER] Starting predict_future for ASIX
[2025-11-25T10:44:19.989734] [DEBUG] [LOCAL     ] No optimal features file found for ASIX: ./output/feature-sets/ASIX.txt
[2025-11-25T10:44:19.989805] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:44:19.989853] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:44:19.989894] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:44:19.989960] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:44:20.057965] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:44:20.058928] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:44:20.059031] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:44:20.059081] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:44:20.174437] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:44:20.174658] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:44:20.174715] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:44:20.174754] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:44:20.178599] [DEBUG] [FORECASTER] ASIX: Forecast T+1@11:T+2@11: DOWN (p=34.10%)
[2025-11-25T10:44:20.179242] [INFO ] [FORECASTER] Completed predict_future for ASIX
[2025-11-25T10:44:20.179487] [INFO ] [sig       ] ASIX: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:44:20.325312] [INFO ] [LOCAL     ] Saved forecast: ASIX	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/ASIX.txt
[2025-11-25T10:44:20.325502] [INFO ] [sig       ] [139/2057] Completed ASIX in 0.3s | 2.86 sym/s | Total: 48.6s | ETA: 11.2m
[2025-11-25T10:44:20.325559] [INFO ] [sig       ] [140/2057] Forecasting ASPN...
[2025-11-25T10:44:20.325604] [INFO ] [sig       ] Generating forecast for: ASPN
[2025-11-25T10:44:20.325673] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ASPN' from 'https://tdm.silogroup.org/data/derivative_storage/ASPN.csv'.
[2025-11-25T10:44:20.338388] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'ASPN'.
[2025-11-25T10:44:20.338899] [INFO ] [FORECASTER] Starting predict_future for ASPN
[2025-11-25T10:44:20.339721] [DEBUG] [LOCAL     ] No optimal features file found for ASPN: ./output/feature-sets/ASPN.txt
[2025-11-25T10:44:20.339794] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:44:20.339841] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:44:20.339882] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:44:20.339954] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:44:20.405090] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:44:20.405980] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:44:20.406082] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:44:20.406133] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:44:20.545153] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:44:20.545348] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:44:20.545418] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:44:20.545455] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:44:20.549017] [DEBUG] [FORECASTER] ASPN: Forecast T+1@11:T+2@11: UP (p=83.24%)
[2025-11-25T10:44:20.549303] [INFO ] [FORECASTER] Completed predict_future for ASPN
[2025-11-25T10:44:20.549461] [INFO ] [sig       ] ASPN: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:44:20.690061] [INFO ] [LOCAL     ] Saved forecast: ASPN	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/ASPN.txt
[2025-11-25T10:44:20.690246] [INFO ] [sig       ] [140/2057] Completed ASPN in 0.4s | 2.86 sym/s | Total: 49.0s | ETA: 11.2m
[2025-11-25T10:44:20.690316] [INFO ] [sig       ] [141/2057] Forecasting ASR...
[2025-11-25T10:44:20.690361] [INFO ] [sig       ] Generating forecast for: ASR
[2025-11-25T10:44:20.690405] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ASR' from 'https://tdm.silogroup.org/data/derivative_storage/ASR.csv'.
[2025-11-25T10:44:20.702712] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'ASR'.
[2025-11-25T10:44:20.703179] [INFO ] [FORECASTER] Starting predict_future for ASR
[2025-11-25T10:44:20.703979] [DEBUG] [LOCAL     ] No optimal features file found for ASR: ./output/feature-sets/ASR.txt
[2025-11-25T10:44:20.704050] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:44:20.704097] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:44:20.704139] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:44:20.704208] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:44:20.775265] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:44:20.776227] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:44:20.776331] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:44:20.776381] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:44:20.896905] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:44:20.897120] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:44:20.897171] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:44:20.897206] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:44:20.901024] [DEBUG] [FORECASTER] ASR: Forecast T+1@11:T+2@11: DOWN (p=43.91%)
[2025-11-25T10:44:20.901322] [INFO ] [FORECASTER] Completed predict_future for ASR
[2025-11-25T10:44:20.901498] [INFO ] [sig       ] ASR: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:44:21.051410] [INFO ] [LOCAL     ] Saved forecast: ASR	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/ASR.txt
[2025-11-25T10:44:21.051618] [INFO ] [sig       ] [141/2057] Completed ASR in 0.4s | 2.86 sym/s | Total: 49.4s | ETA: 11.2m
[2025-11-25T10:44:21.051705] [INFO ] [sig       ] [142/2057] Forecasting ASX...
[2025-11-25T10:44:21.051751] [INFO ] [sig       ] Generating forecast for: ASX
[2025-11-25T10:44:21.051794] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ASX' from 'https://tdm.silogroup.org/data/derivative_storage/ASX.csv'.
[2025-11-25T10:44:21.064021] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'ASX'.
[2025-11-25T10:44:21.064530] [INFO ] [FORECASTER] Starting predict_future for ASX
[2025-11-25T10:44:21.065360] [DEBUG] [LOCAL     ] No optimal features file found for ASX: ./output/feature-sets/ASX.txt
[2025-11-25T10:44:21.065432] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:44:21.065479] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:44:21.065520] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:44:21.065587] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:44:21.133168] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:44:21.134295] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:44:21.134401] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:44:21.134447] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:44:21.237900] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:44:21.238093] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:44:21.238140] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:44:21.238175] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:44:21.241571] [DEBUG] [FORECASTER] ASX: Forecast T+1@11:T+2@11: DOWN (p=34.08%)
[2025-11-25T10:44:21.241882] [INFO ] [FORECASTER] Completed predict_future for ASX
[2025-11-25T10:44:21.242033] [INFO ] [sig       ] ASX: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:44:21.382580] [INFO ] [LOCAL     ] Saved forecast: ASX	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/ASX.txt
[2025-11-25T10:44:21.382777] [INFO ] [sig       ] [142/2057] Completed ASX in 0.3s | 2.86 sym/s | Total: 49.7s | ETA: 11.2m
[2025-11-25T10:44:21.382833] [INFO ] [sig       ] [143/2057] Forecasting ATEN...
[2025-11-25T10:44:21.382879] [INFO ] [sig       ] Generating forecast for: ATEN
[2025-11-25T10:44:21.382921] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ATEN' from 'https://tdm.silogroup.org/data/derivative_storage/ATEN.csv'.
[2025-11-25T10:44:21.394024] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'ATEN'.
[2025-11-25T10:44:21.394491] [INFO ] [FORECASTER] Starting predict_future for ATEN
[2025-11-25T10:44:21.395299] [DEBUG] [LOCAL     ] No optimal features file found for ATEN: ./output/feature-sets/ATEN.txt
[2025-11-25T10:44:21.395377] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:44:21.395422] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:44:21.395462] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:44:21.395531] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:44:21.460892] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:44:21.461826] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:44:21.461936] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:44:21.461984] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:44:21.585617] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:44:21.585846] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:44:21.585905] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:44:21.585950] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:44:21.589410] [DEBUG] [FORECASTER] ATEN: Forecast T+1@11:T+2@11: DOWN (p=7.40%)
[2025-11-25T10:44:21.589738] [INFO ] [FORECASTER] Completed predict_future for ATEN
[2025-11-25T10:44:21.589937] [INFO ] [sig       ] ATEN: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:44:21.729475] [INFO ] [LOCAL     ] Saved forecast: ATEN	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/ATEN.txt
[2025-11-25T10:44:21.729633] [INFO ] [sig       ] [143/2057] Completed ATEN in 0.3s | 2.86 sym/s | Total: 50.0s | ETA: 11.2m
[2025-11-25T10:44:21.729707] [INFO ] [sig       ] [144/2057] Forecasting ATGE...
[2025-11-25T10:44:21.729752] [INFO ] [sig       ] Generating forecast for: ATGE
[2025-11-25T10:44:21.729794] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ATGE' from 'https://tdm.silogroup.org/data/derivative_storage/ATGE.csv'.
[2025-11-25T10:44:21.741618] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'ATGE'.
[2025-11-25T10:44:21.742058] [INFO ] [FORECASTER] Starting predict_future for ATGE
[2025-11-25T10:44:21.742864] [DEBUG] [LOCAL     ] No optimal features file found for ATGE: ./output/feature-sets/ATGE.txt
[2025-11-25T10:44:21.742935] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:44:21.742999] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:44:21.743041] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:44:21.743110] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:44:21.809309] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:44:21.810203] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:44:21.810302] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:44:21.810350] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:44:21.931995] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:44:21.932201] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:44:21.932248] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:44:21.932284] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:44:21.935890] [DEBUG] [FORECASTER] ATGE: Forecast T+1@11:T+2@11: UP (p=60.38%)
[2025-11-25T10:44:21.936186] [INFO ] [FORECASTER] Completed predict_future for ATGE
[2025-11-25T10:44:21.936356] [INFO ] [sig       ] ATGE: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:44:22.079705] [INFO ] [LOCAL     ] Saved forecast: ATGE	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/ATGE.txt
[2025-11-25T10:44:22.079903] [INFO ] [sig       ] [144/2057] Completed ATGE in 0.4s | 2.86 sym/s | Total: 50.4s | ETA: 11.2m
[2025-11-25T10:44:22.079960] [INFO ] [sig       ] [145/2057] Forecasting ATHM...
[2025-11-25T10:44:22.080005] [INFO ] [sig       ] Generating forecast for: ATHM
[2025-11-25T10:44:22.080049] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ATHM' from 'https://tdm.silogroup.org/data/derivative_storage/ATHM.csv'.
[2025-11-25T10:44:22.091968] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'ATHM'.
[2025-11-25T10:44:22.092418] [INFO ] [FORECASTER] Starting predict_future for ATHM
[2025-11-25T10:44:22.093215] [DEBUG] [LOCAL     ] No optimal features file found for ATHM: ./output/feature-sets/ATHM.txt
[2025-11-25T10:44:22.093286] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:44:22.093332] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:44:22.093372] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:44:22.093440] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:44:22.158964] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:44:22.159778] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:44:22.159876] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:44:22.159927] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:44:22.279767] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:44:22.279958] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:44:22.280005] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:44:22.280039] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:44:22.283430] [DEBUG] [FORECASTER] ATHM: Forecast T+1@11:T+2@11: DOWN (p=44.06%)
[2025-11-25T10:44:22.283735] [INFO ] [FORECASTER] Completed predict_future for ATHM
[2025-11-25T10:44:22.283906] [INFO ] [sig       ] ATHM: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:44:22.423738] [INFO ] [LOCAL     ] Saved forecast: ATHM	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/ATHM.txt
[2025-11-25T10:44:22.423918] [INFO ] [sig       ] [145/2057] Completed ATHM in 0.3s | 2.86 sym/s | Total: 50.7s | ETA: 11.1m
[2025-11-25T10:44:22.423974] [INFO ] [sig       ] [146/2057] Forecasting ATI...
[2025-11-25T10:44:22.424018] [INFO ] [sig       ] Generating forecast for: ATI
[2025-11-25T10:44:22.424060] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ATI' from 'https://tdm.silogroup.org/data/derivative_storage/ATI.csv'.
[2025-11-25T10:44:22.435077] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'ATI'.
[2025-11-25T10:44:22.435501] [INFO ] [FORECASTER] Starting predict_future for ATI
[2025-11-25T10:44:22.436328] [DEBUG] [LOCAL     ] No optimal features file found for ATI: ./output/feature-sets/ATI.txt
[2025-11-25T10:44:22.436398] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:44:22.436444] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:44:22.436483] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:44:22.436559] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:44:22.502604] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:44:22.503520] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:44:22.503620] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:44:22.503686] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:44:22.617477] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:44:22.617692] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:44:22.617767] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:44:22.617813] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:44:22.621236] [DEBUG] [FORECASTER] ATI: Forecast T+1@11:T+2@11: DOWN (p=5.97%)
[2025-11-25T10:44:22.621580] [INFO ] [FORECASTER] Completed predict_future for ATI
[2025-11-25T10:44:22.621766] [INFO ] [sig       ] ATI: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:44:22.767858] [INFO ] [LOCAL     ] Saved forecast: ATI	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/ATI.txt
[2025-11-25T10:44:22.768062] [INFO ] [sig       ] [146/2057] Completed ATI in 0.3s | 2.86 sym/s | Total: 51.1s | ETA: 11.1m
[2025-11-25T10:44:22.768120] [INFO ] [sig       ] [147/2057] Forecasting ATKR...
[2025-11-25T10:44:22.768165] [INFO ] [sig       ] Generating forecast for: ATKR
[2025-11-25T10:44:22.768210] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ATKR' from 'https://tdm.silogroup.org/data/derivative_storage/ATKR.csv'.
[2025-11-25T10:44:22.780299] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'ATKR'.
[2025-11-25T10:44:22.780751] [INFO ] [FORECASTER] Starting predict_future for ATKR
[2025-11-25T10:44:22.781588] [DEBUG] [LOCAL     ] No optimal features file found for ATKR: ./output/feature-sets/ATKR.txt
[2025-11-25T10:44:22.781682] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:44:22.781731] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:44:22.781771] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:44:22.781840] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:44:22.853148] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:44:22.854133] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:44:22.854252] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:44:22.854303] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:44:22.970528] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:44:22.970736] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:44:22.970797] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:44:22.970840] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:44:22.974306] [DEBUG] [FORECASTER] ATKR: Forecast T+1@11:T+2@11: UP (p=72.55%)
[2025-11-25T10:44:22.974592] [INFO ] [FORECASTER] Completed predict_future for ATKR
[2025-11-25T10:44:22.974768] [INFO ] [sig       ] ATKR: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:44:23.115499] [INFO ] [LOCAL     ] Saved forecast: ATKR	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/ATKR.txt
[2025-11-25T10:44:23.115714] [INFO ] [sig       ] [147/2057] Completed ATKR in 0.3s | 2.86 sym/s | Total: 51.4s | ETA: 11.1m
[2025-11-25T10:44:23.115780] [INFO ] [sig       ] [148/2057] Forecasting ATMU...
[2025-11-25T10:44:23.115825] [INFO ] [sig       ] Generating forecast for: ATMU
[2025-11-25T10:44:23.115867] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ATMU' from 'https://tdm.silogroup.org/data/derivative_storage/ATMU.csv'.
[2025-11-25T10:44:23.127934] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'ATMU'.
[2025-11-25T10:44:23.128405] [INFO ] [FORECASTER] Starting predict_future for ATMU
[2025-11-25T10:44:23.129432] [DEBUG] [LOCAL     ] No optimal features file found for ATMU: ./output/feature-sets/ATMU.txt
[2025-11-25T10:44:23.129506] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:44:23.129551] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:44:23.129592] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:44:23.129678] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:44:23.195830] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:44:23.196780] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:44:23.196887] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:44:23.196935] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:44:23.307887] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:44:23.308087] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:44:23.308135] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:44:23.308170] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:44:23.311706] [DEBUG] [FORECASTER] ATMU: Forecast T+1@11:T+2@11: DOWN (p=23.49%)
[2025-11-25T10:44:23.312049] [INFO ] [FORECASTER] Completed predict_future for ATMU
[2025-11-25T10:44:23.312212] [INFO ] [sig       ] ATMU: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:44:23.457886] [INFO ] [LOCAL     ] Saved forecast: ATMU	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/ATMU.txt
[2025-11-25T10:44:23.458085] [INFO ] [sig       ] [148/2057] Completed ATMU in 0.3s | 2.86 sym/s | Total: 51.8s | ETA: 11.1m
[2025-11-25T10:44:23.458142] [INFO ] [sig       ] [149/2057] Forecasting ATO...
[2025-11-25T10:44:23.458185] [INFO ] [sig       ] Generating forecast for: ATO
[2025-11-25T10:44:23.458229] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ATO' from 'https://tdm.silogroup.org/data/derivative_storage/ATO.csv'.
[2025-11-25T10:44:23.470814] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'ATO'.
[2025-11-25T10:44:23.471330] [INFO ] [FORECASTER] Starting predict_future for ATO
[2025-11-25T10:44:23.472282] [DEBUG] [LOCAL     ] No optimal features file found for ATO: ./output/feature-sets/ATO.txt
[2025-11-25T10:44:23.472362] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:44:23.472410] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:44:23.472453] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:44:23.472524] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:44:23.546528] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:44:23.547677] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:44:23.547781] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:44:23.547830] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:44:23.665799] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:44:23.666007] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:44:23.666070] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:44:23.666111] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:44:23.669831] [DEBUG] [FORECASTER] ATO: Forecast T+1@11:T+2@11: DOWN (p=1.02%)
[2025-11-25T10:44:23.670160] [INFO ] [FORECASTER] Completed predict_future for ATO
[2025-11-25T10:44:23.670354] [INFO ] [sig       ] ATO: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:44:23.820199] [INFO ] [LOCAL     ] Saved forecast: ATO	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/ATO.txt
[2025-11-25T10:44:23.820376] [INFO ] [sig       ] [149/2057] Completed ATO in 0.4s | 2.86 sym/s | Total: 52.1s | ETA: 11.1m
[2025-11-25T10:44:23.820433] [INFO ] [sig       ] [150/2057] Forecasting ATR...
[2025-11-25T10:44:23.820478] [INFO ] [sig       ] Generating forecast for: ATR
[2025-11-25T10:44:23.820522] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ATR' from 'https://tdm.silogroup.org/data/derivative_storage/ATR.csv'.
[2025-11-25T10:44:23.833157] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'ATR'.
[2025-11-25T10:44:23.833571] [INFO ] [FORECASTER] Starting predict_future for ATR
[2025-11-25T10:44:23.834408] [DEBUG] [LOCAL     ] No optimal features file found for ATR: ./output/feature-sets/ATR.txt
[2025-11-25T10:44:23.834495] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:44:23.834548] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:44:23.834596] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:44:23.834720] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:44:23.905659] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:44:23.906577] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:44:23.906694] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:44:23.906745] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:44:24.020049] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:44:24.020235] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:44:24.020281] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:44:24.020316] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:44:24.024229] [DEBUG] [FORECASTER] ATR: Forecast T+1@11:T+2@11: DOWN (p=47.21%)
[2025-11-25T10:44:24.024525] [INFO ] [FORECASTER] Completed predict_future for ATR
[2025-11-25T10:44:24.024702] [INFO ] [sig       ] ATR: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:44:24.174566] [INFO ] [LOCAL     ] Saved forecast: ATR	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/ATR.txt
[2025-11-25T10:44:24.174797] [INFO ] [sig       ] [150/2057] Completed ATR in 0.4s | 2.86 sym/s | Total: 52.5s | ETA: 11.1m
[2025-11-25T10:44:24.174854] [INFO ] [sig       ] [151/2057] Forecasting AU...
[2025-11-25T10:44:24.174897] [INFO ] [sig       ] Generating forecast for: AU
[2025-11-25T10:44:24.174938] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AU' from 'https://tdm.silogroup.org/data/derivative_storage/AU.csv'.
[2025-11-25T10:44:24.186547] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'AU'.
[2025-11-25T10:44:24.187010] [INFO ] [FORECASTER] Starting predict_future for AU
[2025-11-25T10:44:24.187857] [DEBUG] [LOCAL     ] No optimal features file found for AU: ./output/feature-sets/AU.txt
[2025-11-25T10:44:24.187926] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:44:24.187971] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:44:24.188012] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:44:24.188079] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:44:24.254150] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:44:24.255066] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:44:24.255164] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:44:24.255211] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:44:24.359609] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:44:24.359829] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:44:24.359883] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:44:24.359941] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:44:24.363821] [DEBUG] [FORECASTER] AU: Forecast T+1@11:T+2@11: DOWN (p=45.43%)
[2025-11-25T10:44:24.364187] [INFO ] [FORECASTER] Completed predict_future for AU
[2025-11-25T10:44:24.364344] [INFO ] [sig       ] AU: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:44:24.548287] [INFO ] [LOCAL     ] Saved forecast: AU	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/AU.txt
[2025-11-25T10:44:24.548517] [INFO ] [sig       ] [151/2057] Completed AU in 0.4s | 2.86 sym/s | Total: 52.9s | ETA: 11.1m
[2025-11-25T10:44:24.548604] [INFO ] [sig       ] [152/2057] Forecasting AUB...
[2025-11-25T10:44:24.548690] [INFO ] [sig       ] Generating forecast for: AUB
[2025-11-25T10:44:24.548757] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AUB' from 'https://tdm.silogroup.org/data/derivative_storage/AUB.csv'.
[2025-11-25T10:44:24.565545] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'AUB'.
[2025-11-25T10:44:24.566169] [INFO ] [FORECASTER] Starting predict_future for AUB
[2025-11-25T10:44:24.567398] [DEBUG] [LOCAL     ] No optimal features file found for AUB: ./output/feature-sets/AUB.txt
[2025-11-25T10:44:24.567496] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:44:24.567558] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:44:24.567614] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:44:24.567739] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:44:24.649167] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:44:24.650306] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:44:24.650428] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:44:24.650471] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:44:24.799000] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:44:24.799238] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:44:24.799298] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:44:24.799343] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:44:24.804166] [DEBUG] [FORECASTER] AUB: Forecast T+1@11:T+2@11: UP (p=67.15%)
[2025-11-25T10:44:24.804906] [INFO ] [FORECASTER] Completed predict_future for AUB
[2025-11-25T10:44:24.805235] [INFO ] [sig       ] AUB: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:44:25.031249] [INFO ] [LOCAL     ] Saved forecast: AUB	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/AUB.txt
[2025-11-25T10:44:25.031548] [INFO ] [sig       ] [152/2057] Completed AUB in 0.5s | 2.85 sym/s | Total: 53.3s | ETA: 11.1m
[2025-11-25T10:44:25.031638] [INFO ] [sig       ] [153/2057] Forecasting AVA...
[2025-11-25T10:44:25.031744] [INFO ] [sig       ] Generating forecast for: AVA
[2025-11-25T10:44:25.031812] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AVA' from 'https://tdm.silogroup.org/data/derivative_storage/AVA.csv'.
[2025-11-25T10:44:25.049041] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'AVA'.
[2025-11-25T10:44:25.049705] [INFO ] [FORECASTER] Starting predict_future for AVA
[2025-11-25T10:44:25.050923] [DEBUG] [LOCAL     ] No optimal features file found for AVA: ./output/feature-sets/AVA.txt
[2025-11-25T10:44:25.051017] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:44:25.051091] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:44:25.051156] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:44:25.051261] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:44:25.149105] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:44:25.150242] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:44:25.150384] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:44:25.150457] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:44:25.264323] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:44:25.264572] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:44:25.264635] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:44:25.264720] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:44:25.269113] [DEBUG] [FORECASTER] AVA: Forecast T+1@11:T+2@11: DOWN (p=33.16%)
[2025-11-25T10:44:25.269616] [INFO ] [FORECASTER] Completed predict_future for AVA
[2025-11-25T10:44:25.269858] [INFO ] [sig       ] AVA: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:44:25.444095] [INFO ] [LOCAL     ] Saved forecast: AVA	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/AVA.txt
[2025-11-25T10:44:25.444300] [INFO ] [sig       ] [153/2057] Completed AVA in 0.4s | 2.85 sym/s | Total: 53.7s | ETA: 11.1m
[2025-11-25T10:44:25.444357] [INFO ] [sig       ] [154/2057] Forecasting AVAL...
[2025-11-25T10:44:25.444399] [INFO ] [sig       ] Generating forecast for: AVAL
[2025-11-25T10:44:25.444440] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AVAL' from 'https://tdm.silogroup.org/data/derivative_storage/AVAL.csv'.
[2025-11-25T10:44:25.456965] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'AVAL'.
[2025-11-25T10:44:25.457497] [INFO ] [FORECASTER] Starting predict_future for AVAL
[2025-11-25T10:44:25.458412] [DEBUG] [LOCAL     ] No optimal features file found for AVAL: ./output/feature-sets/AVAL.txt
[2025-11-25T10:44:25.458492] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:44:25.458539] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:44:25.458580] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:44:25.458670] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:44:25.526432] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:44:25.527508] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:44:25.527674] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:44:25.527740] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:44:25.647252] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:44:25.647472] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:44:25.647526] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:44:25.647563] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:44:25.652626] [DEBUG] [FORECASTER] AVAL: Forecast T+1@11:T+2@11: UP (p=92.50%)
[2025-11-25T10:44:25.653206] [INFO ] [FORECASTER] Completed predict_future for AVAL
[2025-11-25T10:44:25.653430] [INFO ] [sig       ] AVAL: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:44:25.805521] [INFO ] [LOCAL     ] Saved forecast: AVAL	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/AVAL.txt
[2025-11-25T10:44:25.805747] [INFO ] [sig       ] [154/2057] Completed AVAL in 0.4s | 2.85 sym/s | Total: 54.1s | ETA: 11.1m
[2025-11-25T10:44:25.805807] [INFO ] [sig       ] [155/2057] Forecasting AVB...
[2025-11-25T10:44:25.805850] [INFO ] [sig       ] Generating forecast for: AVB
[2025-11-25T10:44:25.805894] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AVB' from 'https://tdm.silogroup.org/data/derivative_storage/AVB.csv'.
[2025-11-25T10:44:25.817743] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'AVB'.
[2025-11-25T10:44:25.818197] [INFO ] [FORECASTER] Starting predict_future for AVB
[2025-11-25T10:44:25.819005] [DEBUG] [LOCAL     ] No optimal features file found for AVB: ./output/feature-sets/AVB.txt
[2025-11-25T10:44:25.819074] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:44:25.819119] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:44:25.819161] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:44:25.819249] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:44:25.885355] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:44:25.886312] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:44:25.886433] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:44:25.886481] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:44:25.991058] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:44:25.991254] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:44:25.991301] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:44:25.991336] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:44:25.994791] [DEBUG] [FORECASTER] AVB: Forecast T+1@11:T+2@11: UP (p=56.82%)
[2025-11-25T10:44:25.995116] [INFO ] [FORECASTER] Completed predict_future for AVB
[2025-11-25T10:44:25.995292] [INFO ] [sig       ] AVB: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:44:26.138497] [INFO ] [LOCAL     ] Saved forecast: AVB	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/AVB.txt
[2025-11-25T10:44:26.138707] [INFO ] [sig       ] [155/2057] Completed AVB in 0.3s | 2.85 sym/s | Total: 54.4s | ETA: 11.1m
[2025-11-25T10:44:26.138765] [INFO ] [sig       ] [156/2057] Forecasting AVD...
[2025-11-25T10:44:26.138809] [INFO ] [sig       ] Generating forecast for: AVD
[2025-11-25T10:44:26.138852] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AVD' from 'https://tdm.silogroup.org/data/derivative_storage/AVD.csv'.
[2025-11-25T10:44:26.151783] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'AVD'.
[2025-11-25T10:44:26.152268] [INFO ] [FORECASTER] Starting predict_future for AVD
[2025-11-25T10:44:26.153148] [DEBUG] [LOCAL     ] No optimal features file found for AVD: ./output/feature-sets/AVD.txt
[2025-11-25T10:44:26.153223] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:44:26.153271] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:44:26.153313] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:44:26.153381] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:44:26.222226] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:44:26.223178] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:44:26.223284] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:44:26.223335] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:44:26.325570] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:44:26.325792] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:44:26.325861] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:44:26.325911] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:44:26.329948] [DEBUG] [FORECASTER] AVD: Forecast T+1@11:T+2@11: UP (p=92.23%)
[2025-11-25T10:44:26.330322] [INFO ] [FORECASTER] Completed predict_future for AVD
[2025-11-25T10:44:26.330499] [INFO ] [sig       ] AVD: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:44:26.544281] [INFO ] [LOCAL     ] Saved forecast: AVD	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/AVD.txt
[2025-11-25T10:44:26.544481] [INFO ] [sig       ] [156/2057] Completed AVD in 0.4s | 2.84 sym/s | Total: 54.8s | ETA: 11.1m
[2025-11-25T10:44:26.544540] [INFO ] [sig       ] [157/2057] Forecasting AVK...
[2025-11-25T10:44:26.544584] [INFO ] [sig       ] Generating forecast for: AVK
[2025-11-25T10:44:26.544629] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AVK' from 'https://tdm.silogroup.org/data/derivative_storage/AVK.csv'.
[2025-11-25T10:44:26.557183] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'AVK'.
[2025-11-25T10:44:26.557619] [INFO ] [FORECASTER] Starting predict_future for AVK
[2025-11-25T10:44:26.558448] [DEBUG] [LOCAL     ] No optimal features file found for AVK: ./output/feature-sets/AVK.txt
[2025-11-25T10:44:26.558551] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:44:26.558605] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:44:26.558669] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:44:26.558745] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:44:26.625144] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:44:26.625857] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:44:26.625954] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:44:26.626004] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:44:26.736481] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:44:26.736635] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:44:26.736709] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:44:26.736748] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:44:26.740333] [DEBUG] [FORECASTER] AVK: Forecast T+1@11:T+2@11: DOWN (p=43.45%)
[2025-11-25T10:44:26.740634] [INFO ] [FORECASTER] Completed predict_future for AVK
[2025-11-25T10:44:26.740821] [INFO ] [sig       ] AVK: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:44:26.899129] [INFO ] [LOCAL     ] Saved forecast: AVK	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/AVK.txt
[2025-11-25T10:44:26.899388] [INFO ] [sig       ] [157/2057] Completed AVK in 0.4s | 2.84 sym/s | Total: 55.2s | ETA: 11.1m
[2025-11-25T10:44:26.899477] [INFO ] [sig       ] [158/2057] Forecasting AVNS...
[2025-11-25T10:44:26.899552] [INFO ] [sig       ] Generating forecast for: AVNS
[2025-11-25T10:44:26.899628] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AVNS' from 'https://tdm.silogroup.org/data/derivative_storage/AVNS.csv'.
[2025-11-25T10:44:26.914684] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'AVNS'.
[2025-11-25T10:44:26.915233] [INFO ] [FORECASTER] Starting predict_future for AVNS
[2025-11-25T10:44:26.916236] [DEBUG] [LOCAL     ] No optimal features file found for AVNS: ./output/feature-sets/AVNS.txt
[2025-11-25T10:44:26.916314] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:44:26.916363] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:44:26.916469] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:44:26.916549] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:44:26.987220] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:44:26.988188] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:44:26.988297] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:44:26.988347] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:44:27.089988] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:44:27.090195] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:44:27.090243] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:44:27.090280] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:44:27.093914] [DEBUG] [FORECASTER] AVNS: Forecast T+1@11:T+2@11: UP (p=94.85%)
[2025-11-25T10:44:27.094257] [INFO ] [FORECASTER] Completed predict_future for AVNS
[2025-11-25T10:44:27.094411] [INFO ] [sig       ] AVNS: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:44:27.240564] [INFO ] [LOCAL     ] Saved forecast: AVNS	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/AVNS.txt
[2025-11-25T10:44:27.240763] [INFO ] [sig       ] [158/2057] Completed AVNS in 0.3s | 2.84 sym/s | Total: 55.5s | ETA: 11.1m
[2025-11-25T10:44:27.240837] [INFO ] [sig       ] [159/2057] Forecasting AVNT...
[2025-11-25T10:44:27.240886] [INFO ] [sig       ] Generating forecast for: AVNT
[2025-11-25T10:44:27.240932] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AVNT' from 'https://tdm.silogroup.org/data/derivative_storage/AVNT.csv'.
[2025-11-25T10:44:27.252812] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'AVNT'.
[2025-11-25T10:44:27.253206] [INFO ] [FORECASTER] Starting predict_future for AVNT
[2025-11-25T10:44:27.254005] [DEBUG] [LOCAL     ] No optimal features file found for AVNT: ./output/feature-sets/AVNT.txt
[2025-11-25T10:44:27.254076] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:44:27.254125] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:44:27.254357] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:44:27.254420] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:44:27.328211] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:44:27.329266] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:44:27.329372] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:44:27.329420] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:44:27.434176] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:44:27.434347] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:44:27.434394] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:44:27.434428] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:44:27.437897] [DEBUG] [FORECASTER] AVNT: Forecast T+1@11:T+2@11: UP (p=78.27%)
[2025-11-25T10:44:27.438182] [INFO ] [FORECASTER] Completed predict_future for AVNT
[2025-11-25T10:44:27.438328] [INFO ] [sig       ] AVNT: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:44:27.580298] [INFO ] [LOCAL     ] Saved forecast: AVNT	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/AVNT.txt
[2025-11-25T10:44:27.580615] [INFO ] [sig       ] [159/2057] Completed AVNT in 0.3s | 2.85 sym/s | Total: 55.9s | ETA: 11.1m
[2025-11-25T10:44:27.580689] [INFO ] [sig       ] [160/2057] Forecasting AVTR...
[2025-11-25T10:44:27.580733] [INFO ] [sig       ] Generating forecast for: AVTR
[2025-11-25T10:44:27.580774] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AVTR' from 'https://tdm.silogroup.org/data/derivative_storage/AVTR.csv'.
[2025-11-25T10:44:27.592606] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'AVTR'.
[2025-11-25T10:44:27.593007] [INFO ] [FORECASTER] Starting predict_future for AVTR
[2025-11-25T10:44:27.593807] [DEBUG] [LOCAL     ] No optimal features file found for AVTR: ./output/feature-sets/AVTR.txt
[2025-11-25T10:44:27.593877] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:44:27.593922] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:44:27.593955] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:44:27.594025] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:44:27.662160] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:44:27.662954] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:44:27.663051] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:44:27.663098] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:44:27.769995] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:44:27.770148] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:44:27.770193] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:44:27.770227] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:44:27.773516] [DEBUG] [FORECASTER] AVTR: Forecast T+1@11:T+2@11: UP (p=60.28%)
[2025-11-25T10:44:27.773821] [INFO ] [FORECASTER] Completed predict_future for AVTR
[2025-11-25T10:44:27.773977] [INFO ] [sig       ] AVTR: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:44:27.923737] [INFO ] [LOCAL     ] Saved forecast: AVTR	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/AVTR.txt
[2025-11-25T10:44:27.923984] [INFO ] [sig       ] [160/2057] Completed AVTR in 0.3s | 2.85 sym/s | Total: 56.2s | ETA: 11.1m
[2025-11-25T10:44:27.924067] [INFO ] [sig       ] [161/2057] Forecasting AVY...
[2025-11-25T10:44:27.924131] [INFO ] [sig       ] Generating forecast for: AVY
[2025-11-25T10:44:27.924196] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AVY' from 'https://tdm.silogroup.org/data/derivative_storage/AVY.csv'.
[2025-11-25T10:44:27.938837] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'AVY'.
[2025-11-25T10:44:27.939373] [INFO ] [FORECASTER] Starting predict_future for AVY
[2025-11-25T10:44:27.940432] [DEBUG] [LOCAL     ] No optimal features file found for AVY: ./output/feature-sets/AVY.txt
[2025-11-25T10:44:27.940517] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:44:27.940574] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:44:27.940625] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:44:27.940752] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:44:28.021287] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:44:28.022309] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:44:28.022412] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:44:28.022461] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:44:28.123491] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:44:28.123690] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:44:28.123763] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:44:28.123809] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:44:28.127576] [DEBUG] [FORECASTER] AVY: Forecast T+1@11:T+2@11: DOWN (p=32.51%)
[2025-11-25T10:44:28.127899] [INFO ] [FORECASTER] Completed predict_future for AVY
[2025-11-25T10:44:28.128070] [INFO ] [sig       ] AVY: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:44:28.271664] [INFO ] [LOCAL     ] Saved forecast: AVY	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/AVY.txt
[2025-11-25T10:44:28.271832] [INFO ] [sig       ] [161/2057] Completed AVY in 0.3s | 2.85 sym/s | Total: 56.6s | ETA: 11.1m
[2025-11-25T10:44:28.271887] [INFO ] [sig       ] [162/2057] Forecasting AWF...
[2025-11-25T10:44:28.271928] [INFO ] [sig       ] Generating forecast for: AWF
[2025-11-25T10:44:28.271970] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AWF' from 'https://tdm.silogroup.org/data/derivative_storage/AWF.csv'.
[2025-11-25T10:44:28.283725] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'AWF'.
[2025-11-25T10:44:28.284193] [INFO ] [FORECASTER] Starting predict_future for AWF
[2025-11-25T10:44:28.285054] [DEBUG] [LOCAL     ] No optimal features file found for AWF: ./output/feature-sets/AWF.txt
[2025-11-25T10:44:28.285126] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:44:28.285173] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:44:28.285212] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:44:28.285281] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:44:28.351600] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:44:28.352249] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:44:28.352342] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:44:28.352389] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:44:28.445082] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:44:28.445206] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:44:28.445247] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:44:28.445280] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:44:28.448379] [DEBUG] [FORECASTER] AWF: Forecast T+1@11:T+2@11: DOWN (p=23.21%)
[2025-11-25T10:44:28.448708] [INFO ] [FORECASTER] Completed predict_future for AWF
[2025-11-25T10:44:28.448859] [INFO ] [sig       ] AWF: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:44:28.588880] [INFO ] [LOCAL     ] Saved forecast: AWF	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/AWF.txt
[2025-11-25T10:44:28.589026] [INFO ] [sig       ] [162/2057] Completed AWF in 0.3s | 2.85 sym/s | Total: 56.9s | ETA: 11.1m
[2025-11-25T10:44:28.589079] [INFO ] [sig       ] [163/2057] Forecasting AWI...
[2025-11-25T10:44:28.589121] [INFO ] [sig       ] Generating forecast for: AWI
[2025-11-25T10:44:28.589162] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AWI' from 'https://tdm.silogroup.org/data/derivative_storage/AWI.csv'.
[2025-11-25T10:44:28.600735] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'AWI'.
[2025-11-25T10:44:28.601098] [INFO ] [FORECASTER] Starting predict_future for AWI
[2025-11-25T10:44:28.601889] [DEBUG] [LOCAL     ] No optimal features file found for AWI: ./output/feature-sets/AWI.txt
[2025-11-25T10:44:28.601957] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:44:28.602005] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:44:28.602047] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:44:28.602115] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:44:28.668713] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:44:28.669323] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:44:28.669413] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:44:28.669459] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:44:28.768034] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:44:28.768278] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:44:28.768332] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:44:28.768370] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:44:28.772055] [DEBUG] [FORECASTER] AWI: Forecast T+1@11:T+2@11: UP (p=94.28%)
[2025-11-25T10:44:28.772390] [INFO ] [FORECASTER] Completed predict_future for AWI
[2025-11-25T10:44:28.772542] [INFO ] [sig       ] AWI: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:44:28.919891] [INFO ] [LOCAL     ] Saved forecast: AWI	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/AWI.txt
[2025-11-25T10:44:28.920081] [INFO ] [sig       ] [163/2057] Completed AWI in 0.3s | 2.85 sym/s | Total: 57.2s | ETA: 11.1m
[2025-11-25T10:44:28.920136] [INFO ] [sig       ] [164/2057] Forecasting AWK...
[2025-11-25T10:44:28.920179] [INFO ] [sig       ] Generating forecast for: AWK
[2025-11-25T10:44:28.920223] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AWK' from 'https://tdm.silogroup.org/data/derivative_storage/AWK.csv'.
[2025-11-25T10:44:28.932511] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'AWK'.
[2025-11-25T10:44:28.932993] [INFO ] [FORECASTER] Starting predict_future for AWK
[2025-11-25T10:44:28.933790] [DEBUG] [LOCAL     ] No optimal features file found for AWK: ./output/feature-sets/AWK.txt
[2025-11-25T10:44:28.933859] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:44:28.933905] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:44:28.933945] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:44:28.934015] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:44:29.002252] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:44:29.003204] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:44:29.003312] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:44:29.003362] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:44:29.104576] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:44:29.104803] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:44:29.104900] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:44:29.104943] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:44:29.108581] [DEBUG] [FORECASTER] AWK: Forecast T+1@11:T+2@11: DOWN (p=8.17%)
[2025-11-25T10:44:29.108974] [INFO ] [FORECASTER] Completed predict_future for AWK
[2025-11-25T10:44:29.109154] [INFO ] [sig       ] AWK: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:44:29.255841] [INFO ] [LOCAL     ] Saved forecast: AWK	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/AWK.txt
[2025-11-25T10:44:29.256036] [INFO ] [sig       ] [164/2057] Completed AWK in 0.3s | 2.85 sym/s | Total: 57.6s | ETA: 11.1m
[2025-11-25T10:44:29.256091] [INFO ] [sig       ] [165/2057] Forecasting AWP...
[2025-11-25T10:44:29.256133] [INFO ] [sig       ] Generating forecast for: AWP
[2025-11-25T10:44:29.256176] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AWP' from 'https://tdm.silogroup.org/data/derivative_storage/AWP.csv'.
[2025-11-25T10:44:29.269228] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'AWP'.
[2025-11-25T10:44:29.269710] [INFO ] [FORECASTER] Starting predict_future for AWP
[2025-11-25T10:44:29.270509] [DEBUG] [LOCAL     ] No optimal features file found for AWP: ./output/feature-sets/AWP.txt
[2025-11-25T10:44:29.270579] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:44:29.270626] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:44:29.270691] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:44:29.270762] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:44:29.337289] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:44:29.338169] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:44:29.338266] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:44:29.338313] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:44:29.457759] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:44:29.457951] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:44:29.458004] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:44:29.458040] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:44:29.461524] [DEBUG] [FORECASTER] AWP: Forecast T+1@11:T+2@11: DOWN (p=24.70%)
[2025-11-25T10:44:29.461842] [INFO ] [FORECASTER] Completed predict_future for AWP
[2025-11-25T10:44:29.462005] [INFO ] [sig       ] AWP: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:44:29.605792] [INFO ] [LOCAL     ] Saved forecast: AWP	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/AWP.txt
[2025-11-25T10:44:29.605990] [INFO ] [sig       ] [165/2057] Completed AWP in 0.3s | 2.85 sym/s | Total: 57.9s | ETA: 11.1m
[2025-11-25T10:44:29.606045] [INFO ] [sig       ] [166/2057] Forecasting AWR...
[2025-11-25T10:44:29.606080] [INFO ] [sig       ] Generating forecast for: AWR
[2025-11-25T10:44:29.606125] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AWR' from 'https://tdm.silogroup.org/data/derivative_storage/AWR.csv'.
[2025-11-25T10:44:29.617993] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'AWR'.
[2025-11-25T10:44:29.618467] [INFO ] [FORECASTER] Starting predict_future for AWR
[2025-11-25T10:44:29.619330] [DEBUG] [LOCAL     ] No optimal features file found for AWR: ./output/feature-sets/AWR.txt
[2025-11-25T10:44:29.619402] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:44:29.619439] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:44:29.619478] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:44:29.619547] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:44:29.687163] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:44:29.688132] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:44:29.688235] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:44:29.688284] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:44:29.790832] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:44:29.791026] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:44:29.791073] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:44:29.791108] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:44:29.794520] [DEBUG] [FORECASTER] AWR: Forecast T+1@11:T+2@11: DOWN (p=16.69%)
[2025-11-25T10:44:29.794822] [INFO ] [FORECASTER] Completed predict_future for AWR
[2025-11-25T10:44:29.794983] [INFO ] [sig       ] AWR: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:44:29.937794] [INFO ] [LOCAL     ] Saved forecast: AWR	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/AWR.txt
[2025-11-25T10:44:29.937977] [INFO ] [sig       ] [166/2057] Completed AWR in 0.3s | 2.85 sym/s | Total: 58.2s | ETA: 11.1m
[2025-11-25T10:44:29.938032] [INFO ] [sig       ] [167/2057] Forecasting AX...
[2025-11-25T10:44:29.938073] [INFO ] [sig       ] Generating forecast for: AX
[2025-11-25T10:44:29.938116] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AX' from 'https://tdm.silogroup.org/data/derivative_storage/AX.csv'.
[2025-11-25T10:44:29.949330] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'AX'.
[2025-11-25T10:44:29.949744] [INFO ] [FORECASTER] Starting predict_future for AX
[2025-11-25T10:44:29.950509] [DEBUG] [LOCAL     ] No optimal features file found for AX: ./output/feature-sets/AX.txt
[2025-11-25T10:44:29.950578] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:44:29.950624] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:44:29.950705] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:44:29.950777] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:44:30.018256] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:44:30.019165] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:44:30.019266] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:44:30.019316] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:44:30.133110] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:44:30.133345] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:44:30.133407] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:44:30.133453] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:44:30.136962] [DEBUG] [FORECASTER] AX: Forecast T+1@11:T+2@11: DOWN (p=4.45%)
[2025-11-25T10:44:30.137329] [INFO ] [FORECASTER] Completed predict_future for AX
[2025-11-25T10:44:30.137509] [INFO ] [sig       ] AX: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:44:30.280838] [INFO ] [LOCAL     ] Saved forecast: AX	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/AX.txt
[2025-11-25T10:44:30.281023] [INFO ] [sig       ] [167/2057] Completed AX in 0.3s | 2.85 sym/s | Total: 58.6s | ETA: 11.1m
[2025-11-25T10:44:30.281077] [INFO ] [sig       ] [168/2057] Forecasting AXL...
[2025-11-25T10:44:30.281117] [INFO ] [sig       ] Generating forecast for: AXL
[2025-11-25T10:44:30.281161] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AXL' from 'https://tdm.silogroup.org/data/derivative_storage/AXL.csv'.
[2025-11-25T10:44:30.291506] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'AXL'.
[2025-11-25T10:44:30.291864] [INFO ] [FORECASTER] Starting predict_future for AXL
[2025-11-25T10:44:30.292680] [DEBUG] [LOCAL     ] No optimal features file found for AXL: ./output/feature-sets/AXL.txt
[2025-11-25T10:44:30.292748] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:44:30.292805] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:44:30.292849] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:44:30.292916] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:44:30.359356] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:44:30.360019] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:44:30.360113] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:44:30.360163] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:44:30.462634] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:44:30.462823] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:44:30.462867] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:44:30.462902] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:44:30.466219] [DEBUG] [FORECASTER] AXL: Forecast T+1@11:T+2@11: DOWN (p=2.35%)
[2025-11-25T10:44:30.466503] [INFO ] [FORECASTER] Completed predict_future for AXL
[2025-11-25T10:44:30.466661] [INFO ] [sig       ] AXL: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:44:30.606149] [INFO ] [LOCAL     ] Saved forecast: AXL	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/AXL.txt
[2025-11-25T10:44:30.606291] [INFO ] [sig       ] [168/2057] Completed AXL in 0.3s | 2.85 sym/s | Total: 58.9s | ETA: 11.0m
[2025-11-25T10:44:30.606345] [INFO ] [sig       ] [169/2057] Forecasting AXP...
[2025-11-25T10:44:30.606388] [INFO ] [sig       ] Generating forecast for: AXP
[2025-11-25T10:44:30.606433] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AXP' from 'https://tdm.silogroup.org/data/derivative_storage/AXP.csv'.
[2025-11-25T10:44:30.617935] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'AXP'.
[2025-11-25T10:44:30.618302] [INFO ] [FORECASTER] Starting predict_future for AXP
[2025-11-25T10:44:30.619084] [DEBUG] [LOCAL     ] No optimal features file found for AXP: ./output/feature-sets/AXP.txt
[2025-11-25T10:44:30.619152] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:44:30.619198] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:44:30.619238] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:44:30.619304] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:44:30.684748] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:44:30.685394] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:44:30.685485] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:44:30.685530] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:44:30.784539] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:44:30.784715] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:44:30.784761] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:44:30.784796] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:44:30.788076] [DEBUG] [FORECASTER] AXP: Forecast T+1@11:T+2@11: UP (p=68.62%)
[2025-11-25T10:44:30.788366] [INFO ] [FORECASTER] Completed predict_future for AXP
[2025-11-25T10:44:30.788526] [INFO ] [sig       ] AXP: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:44:30.927366] [INFO ] [LOCAL     ] Saved forecast: AXP	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/AXP.txt
[2025-11-25T10:44:30.927506] [INFO ] [sig       ] [169/2057] Completed AXP in 0.3s | 2.85 sym/s | Total: 59.2s | ETA: 11.0m
[2025-11-25T10:44:30.927558] [INFO ] [sig       ] [170/2057] Forecasting AXR...
[2025-11-25T10:44:30.927600] [INFO ] [sig       ] Generating forecast for: AXR
[2025-11-25T10:44:30.927657] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AXR' from 'https://tdm.silogroup.org/data/derivative_storage/AXR.csv'.
[2025-11-25T10:44:30.937566] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'AXR'.
[2025-11-25T10:44:30.937871] [INFO ] [FORECASTER] Starting predict_future for AXR
[2025-11-25T10:44:30.938659] [DEBUG] [LOCAL     ] No optimal features file found for AXR: ./output/feature-sets/AXR.txt
[2025-11-25T10:44:30.938727] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:44:30.938772] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:44:30.938815] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:44:30.938881] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:44:31.004452] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:44:31.005137] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:44:31.005233] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:44:31.005280] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:44:31.079600] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:44:31.079752] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:44:31.079800] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:44:31.079834] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:44:31.083008] [DEBUG] [FORECASTER] AXR: Forecast T+1@11:T+2@11: UP (p=91.49%)
[2025-11-25T10:44:31.083289] [INFO ] [FORECASTER] Completed predict_future for AXR
[2025-11-25T10:44:31.083419] [INFO ] [sig       ] AXR: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:44:31.225503] [INFO ] [LOCAL     ] Saved forecast: AXR	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/AXR.txt
[2025-11-25T10:44:31.225679] [INFO ] [sig       ] [170/2057] Completed AXR in 0.3s | 2.86 sym/s | Total: 59.5s | ETA: 11.0m
[2025-11-25T10:44:31.225735] [INFO ] [sig       ] [171/2057] Forecasting AXS...
[2025-11-25T10:44:31.225778] [INFO ] [sig       ] Generating forecast for: AXS
[2025-11-25T10:44:31.225818] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AXS' from 'https://tdm.silogroup.org/data/derivative_storage/AXS.csv'.
[2025-11-25T10:44:31.237177] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'AXS'.
[2025-11-25T10:44:31.237509] [INFO ] [FORECASTER] Starting predict_future for AXS
[2025-11-25T10:44:31.238305] [DEBUG] [LOCAL     ] No optimal features file found for AXS: ./output/feature-sets/AXS.txt
[2025-11-25T10:44:31.238374] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:44:31.238419] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:44:31.238459] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:44:31.238527] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:44:31.303975] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:44:31.304683] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:44:31.304779] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:44:31.304827] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:44:31.399751] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:44:31.399911] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:44:31.399959] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:44:31.399997] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:44:31.403590] [DEBUG] [FORECASTER] AXS: Forecast T+1@11:T+2@11: DOWN (p=19.49%)
[2025-11-25T10:44:31.403891] [INFO ] [FORECASTER] Completed predict_future for AXS
[2025-11-25T10:44:31.404030] [INFO ] [sig       ] AXS: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:44:31.544405] [INFO ] [LOCAL     ] Saved forecast: AXS	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/AXS.txt
[2025-11-25T10:44:31.544535] [INFO ] [sig       ] [171/2057] Completed AXS in 0.3s | 2.86 sym/s | Total: 59.8s | ETA: 11.0m
[2025-11-25T10:44:31.544582] [INFO ] [sig       ] [172/2057] Forecasting AXTA...
[2025-11-25T10:44:31.544632] [INFO ] [sig       ] Generating forecast for: AXTA
[2025-11-25T10:44:31.544696] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AXTA' from 'https://tdm.silogroup.org/data/derivative_storage/AXTA.csv'.
[2025-11-25T10:44:31.556230] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'AXTA'.
[2025-11-25T10:44:31.556562] [INFO ] [FORECASTER] Starting predict_future for AXTA
[2025-11-25T10:44:31.557377] [DEBUG] [LOCAL     ] No optimal features file found for AXTA: ./output/feature-sets/AXTA.txt
[2025-11-25T10:44:31.557446] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:44:31.557492] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:44:31.557533] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:44:31.557600] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:44:31.622968] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:44:31.623586] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:44:31.623698] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:44:31.623745] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:44:31.733962] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:44:31.734373] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:44:31.734432] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:44:31.734477] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:44:31.738982] [DEBUG] [FORECASTER] AXTA: Forecast T+1@11:T+2@11: DOWN (p=2.65%)
[2025-11-25T10:44:31.739479] [INFO ] [FORECASTER] Completed predict_future for AXTA
[2025-11-25T10:44:31.739709] [INFO ] [sig       ] AXTA: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:44:31.887214] [INFO ] [LOCAL     ] Saved forecast: AXTA	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/AXTA.txt
[2025-11-25T10:44:31.887406] [INFO ] [sig       ] [172/2057] Completed AXTA in 0.3s | 2.86 sym/s | Total: 1.0m | ETA: 11.0m
[2025-11-25T10:44:31.887466] [INFO ] [sig       ] [173/2057] Forecasting AYI...
[2025-11-25T10:44:31.887511] [INFO ] [sig       ] Generating forecast for: AYI
[2025-11-25T10:44:31.887554] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AYI' from 'https://tdm.silogroup.org/data/derivative_storage/AYI.csv'.
[2025-11-25T10:44:31.901393] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'AYI'.
[2025-11-25T10:44:31.901937] [INFO ] [FORECASTER] Starting predict_future for AYI
[2025-11-25T10:44:31.902738] [DEBUG] [LOCAL     ] No optimal features file found for AYI: ./output/feature-sets/AYI.txt
[2025-11-25T10:44:31.902808] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:44:31.902854] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:44:31.902895] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:44:31.902964] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:44:31.976075] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:44:31.977010] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:44:31.977138] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:44:31.977189] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:44:32.077793] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:44:32.077959] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:44:32.078004] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:44:32.078039] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:44:32.081333] [DEBUG] [FORECASTER] AYI: Forecast T+1@11:T+2@11: UP (p=73.11%)
[2025-11-25T10:44:32.081618] [INFO ] [FORECASTER] Completed predict_future for AYI
[2025-11-25T10:44:32.081784] [INFO ] [sig       ] AYI: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:44:32.222092] [INFO ] [LOCAL     ] Saved forecast: AYI	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/AYI.txt
[2025-11-25T10:44:32.222234] [INFO ] [sig       ] [173/2057] Completed AYI in 0.3s | 2.86 sym/s | Total: 1.0m | ETA: 11.0m
[2025-11-25T10:44:32.222288] [INFO ] [sig       ] [174/2057] Forecasting AZO...
[2025-11-25T10:44:32.222330] [INFO ] [sig       ] Generating forecast for: AZO
[2025-11-25T10:44:32.222372] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AZO' from 'https://tdm.silogroup.org/data/derivative_storage/AZO.csv'.
[2025-11-25T10:44:32.235559] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'AZO'.
[2025-11-25T10:44:32.235989] [INFO ] [FORECASTER] Starting predict_future for AZO
[2025-11-25T10:44:32.236844] [DEBUG] [LOCAL     ] No optimal features file found for AZO: ./output/feature-sets/AZO.txt
[2025-11-25T10:44:32.236916] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:44:32.236964] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:44:32.237007] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:44:32.237100] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:44:32.304203] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:44:32.305163] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:44:32.305266] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:44:32.305314] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:44:32.391951] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:44:32.392157] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:44:32.392205] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:44:32.392242] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:44:32.395769] [DEBUG] [FORECASTER] AZO: Forecast T+1@11:T+2@11: DOWN (p=46.63%)
[2025-11-25T10:44:32.396091] [INFO ] [FORECASTER] Completed predict_future for AZO
[2025-11-25T10:44:32.396238] [INFO ] [sig       ] AZO: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:44:32.538374] [INFO ] [LOCAL     ] Saved forecast: AZO	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/AZO.txt
[2025-11-25T10:44:32.538578] [INFO ] [sig       ] [174/2057] Completed AZO in 0.3s | 2.86 sym/s | Total: 1.0m | ETA: 11.0m
[2025-11-25T10:44:32.538632] [INFO ] [sig       ] [175/2057] Forecasting AZZ...
[2025-11-25T10:44:32.538694] [INFO ] [sig       ] Generating forecast for: AZZ
[2025-11-25T10:44:32.538737] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AZZ' from 'https://tdm.silogroup.org/data/derivative_storage/AZZ.csv'.
[2025-11-25T10:44:32.550397] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'AZZ'.
[2025-11-25T10:44:32.550840] [INFO ] [FORECASTER] Starting predict_future for AZZ
[2025-11-25T10:44:32.551674] [DEBUG] [LOCAL     ] No optimal features file found for AZZ: ./output/feature-sets/AZZ.txt
[2025-11-25T10:44:32.551743] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:44:32.551789] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:44:32.551832] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:44:32.551900] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:44:32.617995] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:44:32.618906] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:44:32.619002] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:44:32.619051] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:44:32.717460] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:44:32.717656] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:44:32.717708] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:44:32.717763] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:44:32.721105] [DEBUG] [FORECASTER] AZZ: Forecast T+1@11:T+2@11: DOWN (p=27.26%)
[2025-11-25T10:44:32.721385] [INFO ] [FORECASTER] Completed predict_future for AZZ
[2025-11-25T10:44:32.721519] [INFO ] [sig       ] AZZ: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:44:32.860014] [INFO ] [LOCAL     ] Saved forecast: AZZ	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/AZZ.txt
[2025-11-25T10:44:32.860149] [INFO ] [sig       ] [175/2057] Completed AZZ in 0.3s | 2.86 sym/s | Total: 1.0m | ETA: 11.0m
[2025-11-25T10:44:32.860203] [INFO ] [sig       ] [176/2057] Forecasting BA...
[2025-11-25T10:44:32.860245] [INFO ] [sig       ] Generating forecast for: BA
[2025-11-25T10:44:32.860286] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BA' from 'https://tdm.silogroup.org/data/derivative_storage/BA.csv'.
[2025-11-25T10:44:32.871550] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'BA'.
[2025-11-25T10:44:32.872014] [INFO ] [FORECASTER] Starting predict_future for BA
[2025-11-25T10:44:32.872823] [DEBUG] [LOCAL     ] No optimal features file found for BA: ./output/feature-sets/BA.txt
[2025-11-25T10:44:32.872892] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:44:32.872937] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:44:32.872976] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:44:32.873043] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:44:32.937879] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:44:32.938687] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:44:32.938782] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:44:32.938829] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:44:33.025111] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:44:33.025285] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:44:33.025331] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:44:33.025366] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:44:33.028730] [DEBUG] [FORECASTER] BA: Forecast T+1@11:T+2@11: UP (p=94.68%)
[2025-11-25T10:44:33.029011] [INFO ] [FORECASTER] Completed predict_future for BA
[2025-11-25T10:44:33.029144] [INFO ] [sig       ] BA: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:44:33.167403] [INFO ] [LOCAL     ] Saved forecast: BA	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/BA.txt
[2025-11-25T10:44:33.167536] [INFO ] [sig       ] [176/2057] Completed BA in 0.3s | 2.86 sym/s | Total: 1.0m | ETA: 10.9m
[2025-11-25T10:44:33.167589] [INFO ] [sig       ] [177/2057] Forecasting BABA...
[2025-11-25T10:44:33.167632] [INFO ] [sig       ] Generating forecast for: BABA
[2025-11-25T10:44:33.167698] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BABA' from 'https://tdm.silogroup.org/data/derivative_storage/BABA.csv'.
[2025-11-25T10:44:33.179148] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'BABA'.
[2025-11-25T10:44:33.179502] [INFO ] [FORECASTER] Starting predict_future for BABA
[2025-11-25T10:44:33.180280] [DEBUG] [LOCAL     ] No optimal features file found for BABA: ./output/feature-sets/BABA.txt
[2025-11-25T10:44:33.180350] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:44:33.180395] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:44:33.180436] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:44:33.180502] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:44:33.245455] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:44:33.246253] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:44:33.246351] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:44:33.246398] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:44:33.333286] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:44:33.333458] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:44:33.333503] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:44:33.333537] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:44:33.336870] [DEBUG] [FORECASTER] BABA: Forecast T+1@11:T+2@11: UP (p=98.74%)
[2025-11-25T10:44:33.337173] [INFO ] [FORECASTER] Completed predict_future for BABA
[2025-11-25T10:44:33.337334] [INFO ] [sig       ] BABA: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:44:33.476456] [INFO ] [LOCAL     ] Saved forecast: BABA	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/BABA.txt
[2025-11-25T10:44:33.476594] [INFO ] [sig       ] [177/2057] Completed BABA in 0.3s | 2.87 sym/s | Total: 1.0m | ETA: 10.9m
[2025-11-25T10:44:33.476665] [INFO ] [sig       ] [178/2057] Forecasting BAC...
[2025-11-25T10:44:33.476708] [INFO ] [sig       ] Generating forecast for: BAC
[2025-11-25T10:44:33.476751] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BAC' from 'https://tdm.silogroup.org/data/derivative_storage/BAC.csv'.
[2025-11-25T10:44:33.486843] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'BAC'.
[2025-11-25T10:44:33.487204] [INFO ] [FORECASTER] Starting predict_future for BAC
[2025-11-25T10:44:33.488022] [DEBUG] [LOCAL     ] No optimal features file found for BAC: ./output/feature-sets/BAC.txt
[2025-11-25T10:44:33.488105] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:44:33.488160] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:44:33.488207] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:44:33.488281] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:44:33.553913] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:44:33.554546] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:44:33.554637] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:44:33.554698] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:44:33.653032] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:44:33.653219] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:44:33.653268] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:44:33.653302] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:44:33.656776] [DEBUG] [FORECASTER] BAC: Forecast T+1@11:T+2@11: DOWN (p=46.42%)
[2025-11-25T10:44:33.657084] [INFO ] [FORECASTER] Completed predict_future for BAC
[2025-11-25T10:44:33.657241] [INFO ] [sig       ] BAC: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:44:33.800484] [INFO ] [LOCAL     ] Saved forecast: BAC	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/BAC.txt
[2025-11-25T10:44:33.800753] [INFO ] [sig       ] [178/2057] Completed BAC in 0.3s | 2.87 sym/s | Total: 1.0m | ETA: 10.9m
[2025-11-25T10:44:33.800840] [INFO ] [sig       ] [179/2057] Forecasting BAH...
[2025-11-25T10:44:33.800909] [INFO ] [sig       ] Generating forecast for: BAH
[2025-11-25T10:44:33.800973] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BAH' from 'https://tdm.silogroup.org/data/derivative_storage/BAH.csv'.
[2025-11-25T10:44:33.813707] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'BAH'.
[2025-11-25T10:44:33.814177] [INFO ] [FORECASTER] Starting predict_future for BAH
[2025-11-25T10:44:33.815013] [DEBUG] [LOCAL     ] No optimal features file found for BAH: ./output/feature-sets/BAH.txt
[2025-11-25T10:44:33.815100] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:44:33.815158] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:44:33.815209] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:44:33.815284] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:44:33.889391] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:44:33.890372] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:44:33.890474] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:44:33.890533] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:44:34.006964] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:44:34.007201] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:44:34.007275] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:44:34.007323] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:44:34.012302] [DEBUG] [FORECASTER] BAH: Forecast T+1@11:T+2@11: UP (p=99.19%)
[2025-11-25T10:44:34.012753] [INFO ] [FORECASTER] Completed predict_future for BAH
[2025-11-25T10:44:34.012970] [INFO ] [sig       ] BAH: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:44:34.161918] [INFO ] [LOCAL     ] Saved forecast: BAH	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/BAH.txt
[2025-11-25T10:44:34.162103] [INFO ] [sig       ] [179/2057] Completed BAH in 0.4s | 2.87 sym/s | Total: 1.0m | ETA: 10.9m
[2025-11-25T10:44:34.162169] [INFO ] [sig       ] [180/2057] Forecasting BAK...
[2025-11-25T10:44:34.162218] [INFO ] [sig       ] Generating forecast for: BAK
[2025-11-25T10:44:34.162260] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BAK' from 'https://tdm.silogroup.org/data/derivative_storage/BAK.csv'.
[2025-11-25T10:44:34.173100] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'BAK'.
[2025-11-25T10:44:34.173453] [INFO ] [FORECASTER] Starting predict_future for BAK
[2025-11-25T10:44:34.174315] [DEBUG] [LOCAL     ] No optimal features file found for BAK: ./output/feature-sets/BAK.txt
[2025-11-25T10:44:34.174384] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:44:34.174430] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:44:34.174470] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:44:34.174539] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:44:34.243252] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:44:34.244064] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:44:34.244164] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:44:34.244213] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:44:34.346636] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:44:34.346866] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:44:34.346924] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:44:34.346968] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:44:34.351102] [DEBUG] [FORECASTER] BAK: Forecast T+1@11:T+2@11: UP (p=72.11%)
[2025-11-25T10:44:34.351409] [INFO ] [FORECASTER] Completed predict_future for BAK
[2025-11-25T10:44:34.351572] [INFO ] [sig       ] BAK: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:44:34.503876] [INFO ] [LOCAL     ] Saved forecast: BAK	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/BAK.txt
[2025-11-25T10:44:34.504034] [INFO ] [sig       ] [180/2057] Completed BAK in 0.3s | 2.87 sym/s | Total: 1.0m | ETA: 10.9m
[2025-11-25T10:44:34.504088] [INFO ] [sig       ] [181/2057] Forecasting BALL...
[2025-11-25T10:44:34.504131] [INFO ] [sig       ] Generating forecast for: BALL
[2025-11-25T10:44:34.504173] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BALL' from 'https://tdm.silogroup.org/data/derivative_storage/BALL.csv'.
[2025-11-25T10:44:34.514795] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'BALL'.
[2025-11-25T10:44:34.515157] [INFO ] [FORECASTER] Starting predict_future for BALL
[2025-11-25T10:44:34.515978] [DEBUG] [LOCAL     ] No optimal features file found for BALL: ./output/feature-sets/BALL.txt
[2025-11-25T10:44:34.516068] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:44:34.516116] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:44:34.516160] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:44:34.516232] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:44:34.583786] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:44:34.584425] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:44:34.584516] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:44:34.584562] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:44:34.682437] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:44:34.682625] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:44:34.682711] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:44:34.682772] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:44:34.686148] [DEBUG] [FORECASTER] BALL: Forecast T+1@11:T+2@11: DOWN (p=36.60%)
[2025-11-25T10:44:34.686451] [INFO ] [FORECASTER] Completed predict_future for BALL
[2025-11-25T10:44:34.686609] [INFO ] [sig       ] BALL: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:44:34.843886] [INFO ] [LOCAL     ] Saved forecast: BALL	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/BALL.txt
[2025-11-25T10:44:34.844118] [INFO ] [sig       ] [181/2057] Completed BALL in 0.3s | 2.87 sym/s | Total: 1.1m | ETA: 10.9m
[2025-11-25T10:44:34.844185] [INFO ] [sig       ] [182/2057] Forecasting BAM...
[2025-11-25T10:44:34.844236] [INFO ] [sig       ] Generating forecast for: BAM
[2025-11-25T10:44:34.844290] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BAM' from 'https://tdm.silogroup.org/data/derivative_storage/BAM.csv'.
[2025-11-25T10:44:34.856285] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'BAM'.
[2025-11-25T10:44:34.856707] [INFO ] [FORECASTER] Starting predict_future for BAM
[2025-11-25T10:44:34.857515] [DEBUG] [LOCAL     ] No optimal features file found for BAM: ./output/feature-sets/BAM.txt
[2025-11-25T10:44:34.857591] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:44:34.857638] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:44:34.857704] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:44:34.857774] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:44:34.924256] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:44:34.925269] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:44:34.925379] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:44:34.925429] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:44:35.036934] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:44:35.037149] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:44:35.037199] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:44:35.037235] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:44:35.040712] [DEBUG] [FORECASTER] BAM: Forecast T+1@11:T+2@11: UP (p=99.61%)
[2025-11-25T10:44:35.040999] [INFO ] [FORECASTER] Completed predict_future for BAM
[2025-11-25T10:44:35.041169] [INFO ] [sig       ] BAM: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:44:35.184855] [INFO ] [LOCAL     ] Saved forecast: BAM	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/BAM.txt
[2025-11-25T10:44:35.185011] [INFO ] [sig       ] [182/2057] Completed BAM in 0.3s | 2.87 sym/s | Total: 1.1m | ETA: 10.9m
[2025-11-25T10:44:35.185066] [INFO ] [sig       ] [183/2057] Forecasting BANC...
[2025-11-25T10:44:35.185109] [INFO ] [sig       ] Generating forecast for: BANC
[2025-11-25T10:44:35.185150] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BANC' from 'https://tdm.silogroup.org/data/derivative_storage/BANC.csv'.
[2025-11-25T10:44:35.197778] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'BANC'.
[2025-11-25T10:44:35.198282] [INFO ] [FORECASTER] Starting predict_future for BANC
[2025-11-25T10:44:35.199133] [DEBUG] [LOCAL     ] No optimal features file found for BANC: ./output/feature-sets/BANC.txt
[2025-11-25T10:44:35.199217] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:44:35.199266] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:44:35.199306] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:44:35.199373] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:44:35.264300] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:44:35.265112] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:44:35.265211] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:44:35.265259] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:44:35.365018] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:44:35.365202] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:44:35.365250] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:44:35.365285] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:44:35.368713] [DEBUG] [FORECASTER] BANC: Forecast T+1@11:T+2@11: DOWN (p=2.37%)
[2025-11-25T10:44:35.369001] [INFO ] [FORECASTER] Completed predict_future for BANC
[2025-11-25T10:44:35.369134] [INFO ] [sig       ] BANC: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:44:35.510588] [INFO ] [LOCAL     ] Saved forecast: BANC	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/BANC.txt
[2025-11-25T10:44:35.510781] [INFO ] [sig       ] [183/2057] Completed BANC in 0.3s | 2.87 sym/s | Total: 1.1m | ETA: 10.9m
[2025-11-25T10:44:35.510850] [INFO ] [sig       ] [184/2057] Forecasting BAP...
[2025-11-25T10:44:35.510895] [INFO ] [sig       ] Generating forecast for: BAP
[2025-11-25T10:44:35.510940] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BAP' from 'https://tdm.silogroup.org/data/derivative_storage/BAP.csv'.
[2025-11-25T10:44:35.523372] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'BAP'.
[2025-11-25T10:44:35.523813] [INFO ] [FORECASTER] Starting predict_future for BAP
[2025-11-25T10:44:35.524599] [DEBUG] [LOCAL     ] No optimal features file found for BAP: ./output/feature-sets/BAP.txt
[2025-11-25T10:44:35.524698] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:44:35.524749] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:44:35.524791] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:44:35.524861] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:44:35.590539] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:44:35.591366] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:44:35.591465] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:44:35.591513] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:44:35.687775] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:44:35.687946] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:44:35.687993] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:44:35.688028] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:44:35.691361] [DEBUG] [FORECASTER] BAP: Forecast T+1@11:T+2@11: DOWN (p=4.32%)
[2025-11-25T10:44:35.691666] [INFO ] [FORECASTER] Completed predict_future for BAP
[2025-11-25T10:44:35.691817] [INFO ] [sig       ] BAP: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:44:35.831320] [INFO ] [LOCAL     ] Saved forecast: BAP	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/BAP.txt
[2025-11-25T10:44:35.831498] [INFO ] [sig       ] [184/2057] Completed BAP in 0.3s | 2.87 sym/s | Total: 1.1m | ETA: 10.9m
[2025-11-25T10:44:35.831564] [INFO ] [sig       ] [185/2057] Forecasting BARK...
[2025-11-25T10:44:35.831610] [INFO ] [sig       ] Generating forecast for: BARK
[2025-11-25T10:44:35.831671] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BARK' from 'https://tdm.silogroup.org/data/derivative_storage/BARK.csv'.
[2025-11-25T10:44:35.843808] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'BARK'.
[2025-11-25T10:44:35.844248] [INFO ] [FORECASTER] Starting predict_future for BARK
[2025-11-25T10:44:35.845032] [DEBUG] [LOCAL     ] No optimal features file found for BARK: ./output/feature-sets/BARK.txt
[2025-11-25T10:44:35.845103] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:44:35.845149] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:44:35.845189] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:44:35.845257] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:44:35.911190] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:44:35.911995] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:44:35.912092] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:44:35.912139] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:44:36.007072] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:44:36.007276] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:44:36.007324] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:44:36.007358] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:44:36.010751] [DEBUG] [FORECASTER] BARK: Forecast T+1@11:T+2@11: DOWN (p=32.92%)
[2025-11-25T10:44:36.011040] [INFO ] [FORECASTER] Completed predict_future for BARK
[2025-11-25T10:44:36.011189] [INFO ] [sig       ] BARK: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:44:36.152223] [INFO ] [LOCAL     ] Saved forecast: BARK	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/BARK.txt
[2025-11-25T10:44:36.152400] [INFO ] [sig       ] [185/2057] Completed BARK in 0.3s | 2.87 sym/s | Total: 1.1m | ETA: 10.9m
[2025-11-25T10:44:36.152454] [INFO ] [sig       ] [186/2057] Forecasting BAX...
[2025-11-25T10:44:36.152497] [INFO ] [sig       ] Generating forecast for: BAX
[2025-11-25T10:44:36.152539] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BAX' from 'https://tdm.silogroup.org/data/derivative_storage/BAX.csv'.
[2025-11-25T10:44:36.162971] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'BAX'.
[2025-11-25T10:44:36.163430] [INFO ] [FORECASTER] Starting predict_future for BAX
[2025-11-25T10:44:36.164245] [DEBUG] [LOCAL     ] No optimal features file found for BAX: ./output/feature-sets/BAX.txt
[2025-11-25T10:44:36.164314] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:44:36.164361] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:44:36.164402] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:44:36.164474] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:44:36.229677] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:44:36.230354] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:44:36.230448] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:44:36.230497] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:44:36.338120] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:44:36.338305] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:44:36.338352] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:44:36.338387] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:44:36.341770] [DEBUG] [FORECASTER] BAX: Forecast T+1@11:T+2@11: DOWN (p=36.62%)
[2025-11-25T10:44:36.342051] [INFO ] [FORECASTER] Completed predict_future for BAX
[2025-11-25T10:44:36.342219] [INFO ] [sig       ] BAX: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:44:36.482955] [INFO ] [LOCAL     ] Saved forecast: BAX	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/BAX.txt
[2025-11-25T10:44:36.483133] [INFO ] [sig       ] [186/2057] Completed BAX in 0.3s | 2.87 sym/s | Total: 1.1m | ETA: 10.9m
[2025-11-25T10:44:36.483199] [INFO ] [sig       ] [187/2057] Forecasting BB...
[2025-11-25T10:44:36.483251] [INFO ] [sig       ] Generating forecast for: BB
[2025-11-25T10:44:36.483296] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BB' from 'https://tdm.silogroup.org/data/derivative_storage/BB.csv'.
[2025-11-25T10:44:36.494856] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'BB'.
[2025-11-25T10:44:36.495265] [INFO ] [FORECASTER] Starting predict_future for BB
[2025-11-25T10:44:36.496058] [DEBUG] [LOCAL     ] No optimal features file found for BB: ./output/feature-sets/BB.txt
[2025-11-25T10:44:36.496129] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:44:36.496176] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:44:36.496218] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:44:36.496288] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:44:36.561889] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:44:36.562591] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:44:36.562711] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:44:36.562762] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:44:36.674072] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:44:36.674239] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:44:36.674286] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:44:36.674320] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:44:36.678270] [DEBUG] [FORECASTER] BB: Forecast T+1@11:T+2@11: UP (p=53.40%)
[2025-11-25T10:44:36.678562] [INFO ] [FORECASTER] Completed predict_future for BB
[2025-11-25T10:44:36.678750] [INFO ] [sig       ] BB: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:44:36.822455] [INFO ] [LOCAL     ] Saved forecast: BB	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/BB.txt
[2025-11-25T10:44:36.822691] [INFO ] [sig       ] [187/2057] Completed BB in 0.3s | 2.87 sym/s | Total: 1.1m | ETA: 10.9m
[2025-11-25T10:44:36.822749] [INFO ] [sig       ] [188/2057] Forecasting BBAI...
[2025-11-25T10:44:36.822791] [INFO ] [sig       ] Generating forecast for: BBAI
[2025-11-25T10:44:36.822833] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BBAI' from 'https://tdm.silogroup.org/data/derivative_storage/BBAI.csv'.
[2025-11-25T10:44:36.834491] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'BBAI'.
[2025-11-25T10:44:36.834888] [INFO ] [FORECASTER] Starting predict_future for BBAI
[2025-11-25T10:44:36.835687] [DEBUG] [LOCAL     ] No optimal features file found for BBAI: ./output/feature-sets/BBAI.txt
[2025-11-25T10:44:36.835757] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:44:36.835804] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:44:36.835846] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:44:36.835914] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:44:36.903856] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:44:36.904884] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:44:36.904988] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:44:36.905038] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:44:37.025239] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:44:37.025463] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:44:37.025535] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:44:37.025572] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:44:37.029260] [DEBUG] [FORECASTER] BBAI: Forecast T+1@11:T+2@11: DOWN (p=23.69%)
[2025-11-25T10:44:37.029771] [INFO ] [FORECASTER] Completed predict_future for BBAI
[2025-11-25T10:44:37.030008] [INFO ] [sig       ] BBAI: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:44:37.178460] [INFO ] [LOCAL     ] Saved forecast: BBAI	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/BBAI.txt
[2025-11-25T10:44:37.178686] [INFO ] [sig       ] [188/2057] Completed BBAI in 0.4s | 2.87 sym/s | Total: 1.1m | ETA: 10.8m
[2025-11-25T10:44:37.178750] [INFO ] [sig       ] [189/2057] Forecasting BBAR...
[2025-11-25T10:44:37.178793] [INFO ] [sig       ] Generating forecast for: BBAR
[2025-11-25T10:44:37.178835] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BBAR' from 'https://tdm.silogroup.org/data/derivative_storage/BBAR.csv'.
[2025-11-25T10:44:37.191254] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'BBAR'.
[2025-11-25T10:44:37.191625] [INFO ] [FORECASTER] Starting predict_future for BBAR
[2025-11-25T10:44:37.192518] [DEBUG] [LOCAL     ] No optimal features file found for BBAR: ./output/feature-sets/BBAR.txt
[2025-11-25T10:44:37.192592] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:44:37.192659] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:44:37.192705] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:44:37.192774] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:44:37.260439] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:44:37.261136] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:44:37.261250] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:44:37.261306] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:44:37.363062] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:44:37.363253] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:44:37.363300] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:44:37.363333] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:44:37.366722] [DEBUG] [FORECASTER] BBAR: Forecast T+1@11:T+2@11: UP (p=93.37%)
[2025-11-25T10:44:37.367008] [INFO ] [FORECASTER] Completed predict_future for BBAR
[2025-11-25T10:44:37.367190] [INFO ] [sig       ] BBAR: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:44:37.512383] [INFO ] [LOCAL     ] Saved forecast: BBAR	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/BBAR.txt
[2025-11-25T10:44:37.512549] [INFO ] [sig       ] [189/2057] Completed BBAR in 0.3s | 2.87 sym/s | Total: 1.1m | ETA: 10.8m
[2025-11-25T10:44:37.512604] [INFO ] [sig       ] [190/2057] Forecasting BBD...
[2025-11-25T10:44:37.512669] [INFO ] [sig       ] Generating forecast for: BBD
[2025-11-25T10:44:37.512716] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BBD' from 'https://tdm.silogroup.org/data/derivative_storage/BBD.csv'.
[2025-11-25T10:44:37.524692] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'BBD'.
[2025-11-25T10:44:37.525049] [INFO ] [FORECASTER] Starting predict_future for BBD
[2025-11-25T10:44:37.525922] [DEBUG] [LOCAL     ] No optimal features file found for BBD: ./output/feature-sets/BBD.txt
[2025-11-25T10:44:37.525993] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:44:37.526040] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:44:37.526082] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:44:37.526151] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:44:37.598519] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:44:37.599272] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:44:37.599389] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:44:37.599439] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:44:37.723666] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:44:37.723842] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:44:37.723888] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:44:37.723923] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:44:37.727687] [DEBUG] [FORECASTER] BBD: Forecast T+1@11:T+2@11: DOWN (p=0.56%)
[2025-11-25T10:44:37.727975] [INFO ] [FORECASTER] Completed predict_future for BBD
[2025-11-25T10:44:37.728209] [INFO ] [sig       ] BBD: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:44:37.886072] [INFO ] [LOCAL     ] Saved forecast: BBD	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/BBD.txt
[2025-11-25T10:44:37.886255] [INFO ] [sig       ] [190/2057] Completed BBD in 0.4s | 2.87 sym/s | Total: 1.1m | ETA: 10.8m
[2025-11-25T10:44:37.886308] [INFO ] [sig       ] [191/2057] Forecasting BBDC...
[2025-11-25T10:44:37.886357] [INFO ] [sig       ] Generating forecast for: BBDC
[2025-11-25T10:44:37.886454] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BBDC' from 'https://tdm.silogroup.org/data/derivative_storage/BBDC.csv'.
[2025-11-25T10:44:37.898766] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'BBDC'.
[2025-11-25T10:44:37.899173] [INFO ] [FORECASTER] Starting predict_future for BBDC
[2025-11-25T10:44:37.900101] [DEBUG] [LOCAL     ] No optimal features file found for BBDC: ./output/feature-sets/BBDC.txt
[2025-11-25T10:44:37.900189] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:44:37.900245] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:44:37.900295] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:44:37.900366] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:44:37.971370] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:44:37.972060] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:44:37.972162] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:44:37.972218] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:44:38.064429] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:44:38.064600] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:44:38.064667] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:44:38.064717] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:44:38.068578] [DEBUG] [FORECASTER] BBDC: Forecast T+1@11:T+2@11: DOWN (p=6.60%)
[2025-11-25T10:44:38.068910] [INFO ] [FORECASTER] Completed predict_future for BBDC
[2025-11-25T10:44:38.069075] [INFO ] [sig       ] BBDC: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:44:38.213106] [INFO ] [LOCAL     ] Saved forecast: BBDC	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/BBDC.txt
[2025-11-25T10:44:38.213337] [INFO ] [sig       ] [191/2057] Completed BBDC in 0.3s | 2.87 sym/s | Total: 1.1m | ETA: 10.8m
[2025-11-25T10:44:38.213415] [INFO ] [sig       ] [192/2057] Forecasting BBDO...
[2025-11-25T10:44:38.213480] [INFO ] [sig       ] Generating forecast for: BBDO
[2025-11-25T10:44:38.213547] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BBDO' from 'https://tdm.silogroup.org/data/derivative_storage/BBDO.csv'.
[2025-11-25T10:44:38.224393] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'BBDO'.
[2025-11-25T10:44:38.224827] [INFO ] [FORECASTER] Starting predict_future for BBDO
[2025-11-25T10:44:38.225706] [DEBUG] [LOCAL     ] No optimal features file found for BBDO: ./output/feature-sets/BBDO.txt
[2025-11-25T10:44:38.225782] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:44:38.225869] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:44:38.225934] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:44:38.226040] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:44:38.293900] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:44:38.294722] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:44:38.294842] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:44:38.294909] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:44:38.403468] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:44:38.403702] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:44:38.403800] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:44:38.403865] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:44:38.407812] [DEBUG] [FORECASTER] BBDO: Forecast T+1@11:T+2@11: UP (p=93.94%)
[2025-11-25T10:44:38.408125] [INFO ] [FORECASTER] Completed predict_future for BBDO
[2025-11-25T10:44:38.408287] [INFO ] [sig       ] BBDO: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:44:38.549347] [INFO ] [LOCAL     ] Saved forecast: BBDO	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/BBDO.txt
[2025-11-25T10:44:38.549513] [INFO ] [sig       ] [192/2057] Completed BBDO in 0.3s | 2.87 sym/s | Total: 1.1m | ETA: 10.8m
[2025-11-25T10:44:38.549568] [INFO ] [sig       ] [193/2057] Forecasting BBN...
[2025-11-25T10:44:38.549610] [INFO ] [sig       ] Generating forecast for: BBN
[2025-11-25T10:44:38.549671] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BBN' from 'https://tdm.silogroup.org/data/derivative_storage/BBN.csv'.
[2025-11-25T10:44:38.562095] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'BBN'.
[2025-11-25T10:44:38.562499] [INFO ] [FORECASTER] Starting predict_future for BBN
[2025-11-25T10:44:38.563296] [DEBUG] [LOCAL     ] No optimal features file found for BBN: ./output/feature-sets/BBN.txt
[2025-11-25T10:44:38.563365] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:44:38.563409] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:44:38.563449] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:44:38.563516] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:44:38.629435] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:44:38.630142] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:44:38.630237] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:44:38.630284] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:44:38.731271] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:44:38.731462] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:44:38.731510] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:44:38.731546] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:44:38.734940] [DEBUG] [FORECASTER] BBN: Forecast T+1@11:T+2@11: DOWN (p=23.03%)
[2025-11-25T10:44:38.735254] [INFO ] [FORECASTER] Completed predict_future for BBN
[2025-11-25T10:44:38.735416] [INFO ] [sig       ] BBN: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:44:38.876688] [INFO ] [LOCAL     ] Saved forecast: BBN	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/BBN.txt
[2025-11-25T10:44:38.876848] [INFO ] [sig       ] [193/2057] Completed BBN in 0.3s | 2.87 sym/s | Total: 1.1m | ETA: 10.8m
[2025-11-25T10:44:38.876903] [INFO ] [sig       ] [194/2057] Forecasting BBU...
[2025-11-25T10:44:38.876947] [INFO ] [sig       ] Generating forecast for: BBU
[2025-11-25T10:44:38.876990] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BBU' from 'https://tdm.silogroup.org/data/derivative_storage/BBU.csv'.
[2025-11-25T10:44:38.887592] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'BBU'.
[2025-11-25T10:44:38.888039] [INFO ] [FORECASTER] Starting predict_future for BBU
[2025-11-25T10:44:38.888908] [DEBUG] [LOCAL     ] No optimal features file found for BBU: ./output/feature-sets/BBU.txt
[2025-11-25T10:44:38.888986] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:44:38.889033] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:44:38.889074] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:44:38.889143] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:44:38.956233] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:44:38.957196] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:44:38.957302] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:44:38.957351] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:44:39.051228] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:44:39.051455] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:44:39.051517] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:44:39.051554] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:44:39.055082] [DEBUG] [FORECASTER] BBU: Forecast T+1@11:T+2@11: UP (p=81.10%)
[2025-11-25T10:44:39.055398] [INFO ] [FORECASTER] Completed predict_future for BBU
[2025-11-25T10:44:39.055578] [INFO ] [sig       ] BBU: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:44:39.198595] [INFO ] [LOCAL     ] Saved forecast: BBU	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/BBU.txt
[2025-11-25T10:44:39.198768] [INFO ] [sig       ] [194/2057] Completed BBU in 0.3s | 2.87 sym/s | Total: 1.1m | ETA: 10.8m
[2025-11-25T10:44:39.198822] [INFO ] [sig       ] [195/2057] Forecasting BBUC...
[2025-11-25T10:44:39.198866] [INFO ] [sig       ] Generating forecast for: BBUC
[2025-11-25T10:44:39.198909] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BBUC' from 'https://tdm.silogroup.org/data/derivative_storage/BBUC.csv'.
[2025-11-25T10:44:39.209771] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'BBUC'.
[2025-11-25T10:44:39.210217] [INFO ] [FORECASTER] Starting predict_future for BBUC
[2025-11-25T10:44:39.211024] [DEBUG] [LOCAL     ] No optimal features file found for BBUC: ./output/feature-sets/BBUC.txt
[2025-11-25T10:44:39.211094] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:44:39.211139] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:44:39.211179] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:44:39.211254] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:44:39.277538] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:44:39.278267] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:44:39.278375] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:44:39.278421] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:44:39.386986] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:44:39.387188] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:44:39.387238] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:44:39.387275] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:44:39.390846] [DEBUG] [FORECASTER] BBUC: Forecast T+1@11:T+2@11: DOWN (p=8.61%)
[2025-11-25T10:44:39.391145] [INFO ] [FORECASTER] Completed predict_future for BBUC
[2025-11-25T10:44:39.391321] [INFO ] [sig       ] BBUC: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:44:39.534855] [INFO ] [LOCAL     ] Saved forecast: BBUC	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/BBUC.txt
[2025-11-25T10:44:39.535037] [INFO ] [sig       ] [195/2057] Completed BBUC in 0.3s | 2.87 sym/s | Total: 1.1m | ETA: 10.8m
[2025-11-25T10:44:39.535094] [INFO ] [sig       ] [196/2057] Forecasting BBVA...
[2025-11-25T10:44:39.535146] [INFO ] [sig       ] Generating forecast for: BBVA
[2025-11-25T10:44:39.535194] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BBVA' from 'https://tdm.silogroup.org/data/derivative_storage/BBVA.csv'.
[2025-11-25T10:44:39.547003] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'BBVA'.
[2025-11-25T10:44:39.547817] [INFO ] [FORECASTER] Starting predict_future for BBVA
[2025-11-25T10:44:39.549138] [DEBUG] [LOCAL     ] No optimal features file found for BBVA: ./output/feature-sets/BBVA.txt
[2025-11-25T10:44:39.549214] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:44:39.549267] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:44:39.549311] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:44:39.549386] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:44:39.618813] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:44:39.619927] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:44:39.620036] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:44:39.620092] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:44:39.726809] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:44:39.727011] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:44:39.727087] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:44:39.727126] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:44:39.730951] [DEBUG] [FORECASTER] BBVA: Forecast T+1@11:T+2@11: UP (p=84.16%)
[2025-11-25T10:44:39.731508] [INFO ] [FORECASTER] Completed predict_future for BBVA
[2025-11-25T10:44:39.731789] [INFO ] [sig       ] BBVA: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:44:39.875441] [INFO ] [LOCAL     ] Saved forecast: BBVA	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/BBVA.txt
[2025-11-25T10:44:39.875615] [INFO ] [sig       ] [196/2057] Completed BBVA in 0.3s | 2.87 sym/s | Total: 1.1m | ETA: 10.8m
[2025-11-25T10:44:39.875691] [INFO ] [sig       ] [197/2057] Forecasting BBW...
[2025-11-25T10:44:39.875736] [INFO ] [sig       ] Generating forecast for: BBW
[2025-11-25T10:44:39.875777] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BBW' from 'https://tdm.silogroup.org/data/derivative_storage/BBW.csv'.
[2025-11-25T10:44:39.887463] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'BBW'.
[2025-11-25T10:44:39.887941] [INFO ] [FORECASTER] Starting predict_future for BBW
[2025-11-25T10:44:39.888769] [DEBUG] [LOCAL     ] No optimal features file found for BBW: ./output/feature-sets/BBW.txt
[2025-11-25T10:44:39.888840] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:44:39.888888] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:44:39.888931] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:44:39.889002] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:44:39.957769] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:44:39.958669] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:44:39.958777] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:44:39.958826] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:44:40.067627] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:44:40.067834] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:44:40.067882] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:44:40.067917] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:44:40.071413] [DEBUG] [FORECASTER] BBW: Forecast T+1@11:T+2@11: DOWN (p=20.15%)
[2025-11-25T10:44:40.071721] [INFO ] [FORECASTER] Completed predict_future for BBW
[2025-11-25T10:44:40.071878] [INFO ] [sig       ] BBW: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:44:40.212359] [INFO ] [LOCAL     ] Saved forecast: BBW	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/BBW.txt
[2025-11-25T10:44:40.212528] [INFO ] [sig       ] [197/2057] Completed BBW in 0.3s | 2.88 sym/s | Total: 1.1m | ETA: 10.8m
[2025-11-25T10:44:40.212583] [INFO ] [sig       ] [198/2057] Forecasting BBWI...
[2025-11-25T10:44:40.212624] [INFO ] [sig       ] Generating forecast for: BBWI
[2025-11-25T10:44:40.212691] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BBWI' from 'https://tdm.silogroup.org/data/derivative_storage/BBWI.csv'.
[2025-11-25T10:44:40.223690] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'BBWI'.
[2025-11-25T10:44:40.224136] [INFO ] [FORECASTER] Starting predict_future for BBWI
[2025-11-25T10:44:40.224949] [DEBUG] [LOCAL     ] No optimal features file found for BBWI: ./output/feature-sets/BBWI.txt
[2025-11-25T10:44:40.225020] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:44:40.225066] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:44:40.225105] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:44:40.225176] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:44:40.291425] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:44:40.292310] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:44:40.292415] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:44:40.292465] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:44:40.399023] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:44:40.399215] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:44:40.399261] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:44:40.399296] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:44:40.402703] [DEBUG] [FORECASTER] BBWI: Forecast T+1@11:T+2@11: UP (p=86.21%)
[2025-11-25T10:44:40.403019] [INFO ] [FORECASTER] Completed predict_future for BBWI
[2025-11-25T10:44:40.403188] [INFO ] [sig       ] BBWI: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:44:40.548634] [INFO ] [LOCAL     ] Saved forecast: BBWI	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/BBWI.txt
[2025-11-25T10:44:40.548846] [INFO ] [sig       ] [198/2057] Completed BBWI in 0.3s | 2.88 sym/s | Total: 1.1m | ETA: 10.8m
[2025-11-25T10:44:40.548903] [INFO ] [sig       ] [199/2057] Forecasting BBY...
[2025-11-25T10:44:40.548948] [INFO ] [sig       ] Generating forecast for: BBY
[2025-11-25T10:44:40.548993] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BBY' from 'https://tdm.silogroup.org/data/derivative_storage/BBY.csv'.
[2025-11-25T10:44:40.562476] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'BBY'.
[2025-11-25T10:44:40.562950] [INFO ] [FORECASTER] Starting predict_future for BBY
[2025-11-25T10:44:40.563749] [DEBUG] [LOCAL     ] No optimal features file found for BBY: ./output/feature-sets/BBY.txt
[2025-11-25T10:44:40.563817] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:44:40.563864] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:44:40.563904] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:44:40.563971] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:44:40.631959] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:44:40.632867] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:44:40.632968] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:44:40.633024] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:44:40.744218] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:44:40.744427] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:44:40.744486] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:44:40.744551] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:44:40.747969] [DEBUG] [FORECASTER] BBY: Forecast T+1@11:T+2@11: UP (p=87.82%)
[2025-11-25T10:44:40.748288] [INFO ] [FORECASTER] Completed predict_future for BBY
[2025-11-25T10:44:40.748670] [INFO ] [sig       ] BBY: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:44:40.888798] [INFO ] [LOCAL     ] Saved forecast: BBY	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/BBY.txt
[2025-11-25T10:44:40.888976] [INFO ] [sig       ] [199/2057] Completed BBY in 0.3s | 2.88 sym/s | Total: 1.2m | ETA: 10.8m
[2025-11-25T10:44:40.889034] [INFO ] [sig       ] [200/2057] Forecasting BC...
[2025-11-25T10:44:40.889080] [INFO ] [sig       ] Generating forecast for: BC
[2025-11-25T10:44:40.889124] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BC' from 'https://tdm.silogroup.org/data/derivative_storage/BC.csv'.
[2025-11-25T10:44:40.901179] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'BC'.
[2025-11-25T10:44:40.901673] [INFO ] [FORECASTER] Starting predict_future for BC
[2025-11-25T10:44:40.902461] [DEBUG] [LOCAL     ] No optimal features file found for BC: ./output/feature-sets/BC.txt
[2025-11-25T10:44:40.902533] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:44:40.902579] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:44:40.902620] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:44:40.902714] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:44:40.968862] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:44:40.969830] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:44:40.969932] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:44:40.969980] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:44:41.073585] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:44:41.073782] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:44:41.073850] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:44:41.073899] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:44:41.077382] [DEBUG] [FORECASTER] BC: Forecast T+1@11:T+2@11: DOWN (p=21.89%)
[2025-11-25T10:44:41.077722] [INFO ] [FORECASTER] Completed predict_future for BC
[2025-11-25T10:44:41.077889] [INFO ] [sig       ] BC: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:44:41.220904] [INFO ] [LOCAL     ] Saved forecast: BC	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/BC.txt
[2025-11-25T10:44:41.221093] [INFO ] [sig       ] [200/2057] Completed BC in 0.3s | 2.88 sym/s | Total: 1.2m | ETA: 10.8m
[2025-11-25T10:44:41.221150] [INFO ] [sig       ] [201/2057] Forecasting BCAT...
[2025-11-25T10:44:41.221194] [INFO ] [sig       ] Generating forecast for: BCAT
[2025-11-25T10:44:41.221242] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BCAT' from 'https://tdm.silogroup.org/data/derivative_storage/BCAT.csv'.
[2025-11-25T10:44:41.233804] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'BCAT'.
[2025-11-25T10:44:41.234266] [INFO ] [FORECASTER] Starting predict_future for BCAT
[2025-11-25T10:44:41.235122] [DEBUG] [LOCAL     ] No optimal features file found for BCAT: ./output/feature-sets/BCAT.txt
[2025-11-25T10:44:41.235194] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:44:41.235242] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:44:41.235282] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:44:41.235353] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:44:41.302816] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:44:41.303605] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:44:41.303723] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:44:41.303772] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:44:41.408467] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:44:41.408759] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:44:41.408837] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:44:41.408873] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:44:41.412257] [DEBUG] [FORECASTER] BCAT: Forecast T+1@11:T+2@11: DOWN (p=10.60%)
[2025-11-25T10:44:41.412545] [INFO ] [FORECASTER] Completed predict_future for BCAT
[2025-11-25T10:44:41.412707] [INFO ] [sig       ] BCAT: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:44:41.553169] [INFO ] [LOCAL     ] Saved forecast: BCAT	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/BCAT.txt
[2025-11-25T10:44:41.553335] [INFO ] [sig       ] [201/2057] Completed BCAT in 0.3s | 2.88 sym/s | Total: 1.2m | ETA: 10.8m
[2025-11-25T10:44:41.553390] [INFO ] [sig       ] [202/2057] Forecasting BCC...
[2025-11-25T10:44:41.553434] [INFO ] [sig       ] Generating forecast for: BCC
[2025-11-25T10:44:41.553477] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BCC' from 'https://tdm.silogroup.org/data/derivative_storage/BCC.csv'.
[2025-11-25T10:44:41.565047] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'BCC'.
[2025-11-25T10:44:41.565440] [INFO ] [FORECASTER] Starting predict_future for BCC
[2025-11-25T10:44:41.566236] [DEBUG] [LOCAL     ] No optimal features file found for BCC: ./output/feature-sets/BCC.txt
[2025-11-25T10:44:41.566309] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:44:41.566355] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:44:41.566396] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:44:41.566465] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:44:41.632770] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:44:41.633515] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:44:41.633612] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:44:41.633680] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:44:41.745128] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:44:41.745323] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:44:41.745376] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:44:41.745413] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:44:41.748931] [DEBUG] [FORECASTER] BCC: Forecast T+1@11:T+2@11: DOWN (p=15.54%)
[2025-11-25T10:44:41.749247] [INFO ] [FORECASTER] Completed predict_future for BCC
[2025-11-25T10:44:41.749408] [INFO ] [sig       ] BCC: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:44:41.891800] [INFO ] [LOCAL     ] Saved forecast: BCC	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/BCC.txt
[2025-11-25T10:44:41.892013] [INFO ] [sig       ] [202/2057] Completed BCC in 0.3s | 2.88 sym/s | Total: 1.2m | ETA: 10.7m
[2025-11-25T10:44:41.892072] [INFO ] [sig       ] [203/2057] Forecasting BCE...
[2025-11-25T10:44:41.892116] [INFO ] [sig       ] Generating forecast for: BCE
[2025-11-25T10:44:41.892170] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BCE' from 'https://tdm.silogroup.org/data/derivative_storage/BCE.csv'.
[2025-11-25T10:44:41.904361] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'BCE'.
[2025-11-25T10:44:41.904876] [INFO ] [FORECASTER] Starting predict_future for BCE
[2025-11-25T10:44:41.905676] [DEBUG] [LOCAL     ] No optimal features file found for BCE: ./output/feature-sets/BCE.txt
[2025-11-25T10:44:41.905745] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:44:41.905791] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:44:41.905832] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:44:41.905900] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:44:41.972207] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:44:41.973116] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:44:41.973219] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:44:41.973271] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:44:42.072187] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:44:42.072395] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:44:42.072442] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:44:42.072477] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:44:42.075909] [DEBUG] [FORECASTER] BCE: Forecast T+1@11:T+2@11: DOWN (p=3.18%)
[2025-11-25T10:44:42.076205] [INFO ] [FORECASTER] Completed predict_future for BCE
[2025-11-25T10:44:42.076354] [INFO ] [sig       ] BCE: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:44:42.218280] [INFO ] [LOCAL     ] Saved forecast: BCE	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/BCE.txt
[2025-11-25T10:44:42.218480] [INFO ] [sig       ] [203/2057] Completed BCE in 0.3s | 2.88 sym/s | Total: 1.2m | ETA: 10.7m
[2025-11-25T10:44:42.218542] [INFO ] [sig       ] [204/2057] Forecasting BCH...
[2025-11-25T10:44:42.218598] [INFO ] [sig       ] Generating forecast for: BCH
[2025-11-25T10:44:42.218673] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BCH' from 'https://tdm.silogroup.org/data/derivative_storage/BCH.csv'.
[2025-11-25T10:44:42.230224] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'BCH'.
[2025-11-25T10:44:42.230723] [INFO ] [FORECASTER] Starting predict_future for BCH
[2025-11-25T10:44:42.231516] [DEBUG] [LOCAL     ] No optimal features file found for BCH: ./output/feature-sets/BCH.txt
[2025-11-25T10:44:42.231588] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:44:42.231636] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:44:42.231698] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:44:42.231770] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:44:42.298173] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:44:42.299100] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:44:42.299201] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:44:42.299249] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:44:42.400108] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:44:42.400311] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:44:42.400358] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:44:42.400395] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:44:42.403811] [DEBUG] [FORECASTER] BCH: Forecast T+1@11:T+2@11: DOWN (p=35.72%)
[2025-11-25T10:44:42.404120] [INFO ] [FORECASTER] Completed predict_future for BCH
[2025-11-25T10:44:42.404271] [INFO ] [sig       ] BCH: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:44:42.548823] [INFO ] [LOCAL     ] Saved forecast: BCH	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/BCH.txt
[2025-11-25T10:44:42.549020] [INFO ] [sig       ] [204/2057] Completed BCH in 0.3s | 2.88 sym/s | Total: 1.2m | ETA: 10.7m
[2025-11-25T10:44:42.549075] [INFO ] [sig       ] [205/2057] Forecasting BCO...
[2025-11-25T10:44:42.549117] [INFO ] [sig       ] Generating forecast for: BCO
[2025-11-25T10:44:42.549158] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BCO' from 'https://tdm.silogroup.org/data/derivative_storage/BCO.csv'.
[2025-11-25T10:44:42.561504] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'BCO'.
[2025-11-25T10:44:42.561973] [INFO ] [FORECASTER] Starting predict_future for BCO
[2025-11-25T10:44:42.562785] [DEBUG] [LOCAL     ] No optimal features file found for BCO: ./output/feature-sets/BCO.txt
[2025-11-25T10:44:42.562897] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:44:42.562945] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:44:42.562984] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:44:42.563052] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:44:42.629484] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:44:42.630384] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:44:42.630485] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:44:42.630536] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:44:42.732592] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:44:42.732802] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:44:42.732851] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:44:42.732887] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:44:42.736327] [DEBUG] [FORECASTER] BCO: Forecast T+1@11:T+2@11: UP (p=53.21%)
[2025-11-25T10:44:42.736677] [INFO ] [FORECASTER] Completed predict_future for BCO
[2025-11-25T10:44:42.736857] [INFO ] [sig       ] BCO: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:44:42.878477] [INFO ] [LOCAL     ] Saved forecast: BCO	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/BCO.txt
[2025-11-25T10:44:42.878674] [INFO ] [sig       ] [205/2057] Completed BCO in 0.3s | 2.88 sym/s | Total: 1.2m | ETA: 10.7m
[2025-11-25T10:44:42.878745] [INFO ] [sig       ] [206/2057] Forecasting BCS...
[2025-11-25T10:44:42.878793] [INFO ] [sig       ] Generating forecast for: BCS
[2025-11-25T10:44:42.878836] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BCS' from 'https://tdm.silogroup.org/data/derivative_storage/BCS.csv'.
[2025-11-25T10:44:42.890902] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'BCS'.
[2025-11-25T10:44:42.891304] [INFO ] [FORECASTER] Starting predict_future for BCS
[2025-11-25T10:44:42.892144] [DEBUG] [LOCAL     ] No optimal features file found for BCS: ./output/feature-sets/BCS.txt
[2025-11-25T10:44:42.892216] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:44:42.892263] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:44:42.892306] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:44:42.892377] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:44:42.958463] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:44:42.959085] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:44:42.959175] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:44:42.959224] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:44:43.059268] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:44:43.059428] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:44:43.059473] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:44:43.059508] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:44:43.062790] [DEBUG] [FORECASTER] BCS: Forecast T+1@11:T+2@11: DOWN (p=8.78%)
[2025-11-25T10:44:43.063071] [INFO ] [FORECASTER] Completed predict_future for BCS
[2025-11-25T10:44:43.063215] [INFO ] [sig       ] BCS: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:44:43.203589] [INFO ] [LOCAL     ] Saved forecast: BCS	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/BCS.txt
[2025-11-25T10:44:43.203742] [INFO ] [sig       ] [206/2057] Completed BCS in 0.3s | 2.88 sym/s | Total: 1.2m | ETA: 10.7m
[2025-11-25T10:44:43.203796] [INFO ] [sig       ] [207/2057] Forecasting BCSF...
[2025-11-25T10:44:43.203839] [INFO ] [sig       ] Generating forecast for: BCSF
[2025-11-25T10:44:43.203877] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BCSF' from 'https://tdm.silogroup.org/data/derivative_storage/BCSF.csv'.
[2025-11-25T10:44:43.216401] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'BCSF'.
[2025-11-25T10:44:43.216852] [INFO ] [FORECASTER] Starting predict_future for BCSF
[2025-11-25T10:44:43.217706] [DEBUG] [LOCAL     ] No optimal features file found for BCSF: ./output/feature-sets/BCSF.txt
[2025-11-25T10:44:43.217775] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:44:43.217821] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:44:43.217860] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:44:43.217927] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:44:43.284338] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:44:43.285239] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:44:43.285342] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:44:43.285390] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:44:43.384677] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:44:43.384872] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:44:43.384919] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:44:43.384952] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:44:43.388423] [DEBUG] [FORECASTER] BCSF: Forecast T+1@11:T+2@11: DOWN (p=48.64%)
[2025-11-25T10:44:43.388747] [INFO ] [FORECASTER] Completed predict_future for BCSF
[2025-11-25T10:44:43.388901] [INFO ] [sig       ] BCSF: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:44:43.533606] [INFO ] [LOCAL     ] Saved forecast: BCSF	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/BCSF.txt
[2025-11-25T10:44:43.533823] [INFO ] [sig       ] [207/2057] Completed BCSF in 0.3s | 2.88 sym/s | Total: 1.2m | ETA: 10.7m
[2025-11-25T10:44:43.533880] [INFO ] [sig       ] [208/2057] Forecasting BCX...
[2025-11-25T10:44:43.533923] [INFO ] [sig       ] Generating forecast for: BCX
[2025-11-25T10:44:43.533966] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BCX' from 'https://tdm.silogroup.org/data/derivative_storage/BCX.csv'.
[2025-11-25T10:44:43.546041] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'BCX'.
[2025-11-25T10:44:43.546457] [INFO ] [FORECASTER] Starting predict_future for BCX
[2025-11-25T10:44:43.547294] [DEBUG] [LOCAL     ] No optimal features file found for BCX: ./output/feature-sets/BCX.txt
[2025-11-25T10:44:43.547364] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:44:43.547409] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:44:43.547449] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:44:43.547517] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:44:43.612971] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:44:43.613583] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:44:43.613694] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:44:43.613744] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:44:43.719561] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:44:43.719695] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:44:43.719757] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:44:43.719802] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:44:43.722904] [DEBUG] [FORECASTER] BCX: Forecast T+1@11:T+2@11: UP (p=60.62%)
[2025-11-25T10:44:43.723192] [INFO ] [FORECASTER] Completed predict_future for BCX
[2025-11-25T10:44:43.723356] [INFO ] [sig       ] BCX: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:44:43.863251] [INFO ] [LOCAL     ] Saved forecast: BCX	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/BCX.txt
[2025-11-25T10:44:43.863390] [INFO ] [sig       ] [208/2057] Completed BCX in 0.3s | 2.88 sym/s | Total: 1.2m | ETA: 10.7m
[2025-11-25T10:44:43.863452] [INFO ] [sig       ] [209/2057] Forecasting BDC...
[2025-11-25T10:44:43.863497] [INFO ] [sig       ] Generating forecast for: BDC
[2025-11-25T10:44:43.863538] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BDC' from 'https://tdm.silogroup.org/data/derivative_storage/BDC.csv'.
[2025-11-25T10:44:43.874803] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'BDC'.
[2025-11-25T10:44:43.875317] [INFO ] [FORECASTER] Starting predict_future for BDC
[2025-11-25T10:44:43.876378] [DEBUG] [LOCAL     ] No optimal features file found for BDC: ./output/feature-sets/BDC.txt
[2025-11-25T10:44:43.876447] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:44:43.876492] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:44:43.876532] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:44:43.876600] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:44:43.942410] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:44:43.943052] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:44:43.943146] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:44:43.943188] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:44:44.051308] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:44:44.051497] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:44:44.051543] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:44:44.051577] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:44:44.055035] [DEBUG] [FORECASTER] BDC: Forecast T+1@11:T+2@11: UP (p=67.30%)
[2025-11-25T10:44:44.055324] [INFO ] [FORECASTER] Completed predict_future for BDC
[2025-11-25T10:44:44.055471] [INFO ] [sig       ] BDC: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:44:44.195837] [INFO ] [LOCAL     ] Saved forecast: BDC	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/BDC.txt
[2025-11-25T10:44:44.195970] [INFO ] [sig       ] [209/2057] Completed BDC in 0.3s | 2.88 sym/s | Total: 1.2m | ETA: 10.7m
[2025-11-25T10:44:44.196025] [INFO ] [sig       ] [210/2057] Forecasting BDJ...
[2025-11-25T10:44:44.196066] [INFO ] [sig       ] Generating forecast for: BDJ
[2025-11-25T10:44:44.196107] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BDJ' from 'https://tdm.silogroup.org/data/derivative_storage/BDJ.csv'.
[2025-11-25T10:44:44.207575] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'BDJ'.
[2025-11-25T10:44:44.208035] [INFO ] [FORECASTER] Starting predict_future for BDJ
[2025-11-25T10:44:44.208854] [DEBUG] [LOCAL     ] No optimal features file found for BDJ: ./output/feature-sets/BDJ.txt
[2025-11-25T10:44:44.208923] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:44:44.208969] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:44:44.209009] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:44:44.209077] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:44:44.277777] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:44:44.278829] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:44:44.278931] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:44:44.278980] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:44:44.380204] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:44:44.380392] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:44:44.380447] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:44:44.380484] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:44:44.383932] [DEBUG] [FORECASTER] BDJ: Forecast T+1@11:T+2@11: UP (p=98.01%)
[2025-11-25T10:44:44.384222] [INFO ] [FORECASTER] Completed predict_future for BDJ
[2025-11-25T10:44:44.384396] [INFO ] [sig       ] BDJ: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:44:44.529118] [INFO ] [LOCAL     ] Saved forecast: BDJ	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/BDJ.txt
[2025-11-25T10:44:44.529282] [INFO ] [sig       ] [210/2057] Completed BDJ in 0.3s | 2.88 sym/s | Total: 1.2m | ETA: 10.7m
[2025-11-25T10:44:44.529337] [INFO ] [sig       ] [211/2057] Forecasting BDN...
[2025-11-25T10:44:44.529385] [INFO ] [sig       ] Generating forecast for: BDN
[2025-11-25T10:44:44.529429] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BDN' from 'https://tdm.silogroup.org/data/derivative_storage/BDN.csv'.
[2025-11-25T10:44:44.542230] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'BDN'.
[2025-11-25T10:44:44.542617] [INFO ] [FORECASTER] Starting predict_future for BDN
[2025-11-25T10:44:44.543419] [DEBUG] [LOCAL     ] No optimal features file found for BDN: ./output/feature-sets/BDN.txt
[2025-11-25T10:44:44.543489] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:44:44.543536] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:44:44.543577] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:44:44.543665] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:44:44.611106] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:44:44.611998] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:44:44.612093] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:44:44.612140] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:44:44.735211] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:44:44.735420] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:44:44.735487] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:44:44.735527] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:44:44.740408] [DEBUG] [FORECASTER] BDN: Forecast T+1@11:T+2@11: DOWN (p=32.63%)
[2025-11-25T10:44:44.741127] [INFO ] [FORECASTER] Completed predict_future for BDN
[2025-11-25T10:44:44.741438] [INFO ] [sig       ] BDN: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:44:44.894657] [INFO ] [LOCAL     ] Saved forecast: BDN	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/BDN.txt
[2025-11-25T10:44:44.894820] [INFO ] [sig       ] [211/2057] Completed BDN in 0.4s | 2.88 sym/s | Total: 1.2m | ETA: 10.7m
[2025-11-25T10:44:44.894877] [INFO ] [sig       ] [212/2057] Forecasting BDX...
[2025-11-25T10:44:44.894922] [INFO ] [sig       ] Generating forecast for: BDX
[2025-11-25T10:44:44.894967] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BDX' from 'https://tdm.silogroup.org/data/derivative_storage/BDX.csv'.
[2025-11-25T10:44:44.907396] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'BDX'.
[2025-11-25T10:44:44.907866] [INFO ] [FORECASTER] Starting predict_future for BDX
[2025-11-25T10:44:44.908687] [DEBUG] [LOCAL     ] No optimal features file found for BDX: ./output/feature-sets/BDX.txt
[2025-11-25T10:44:44.908757] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:44:44.908804] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:44:44.908848] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:44:44.908917] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:44:44.981998] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:44:44.982852] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:44:44.982947] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:44:44.982994] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:44:45.118740] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:44:45.118976] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:44:45.119039] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:44:45.119109] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:44:45.124033] [DEBUG] [FORECASTER] BDX: Forecast T+1@11:T+2@11: UP (p=98.95%)
[2025-11-25T10:44:45.124538] [INFO ] [FORECASTER] Completed predict_future for BDX
[2025-11-25T10:44:45.124798] [INFO ] [sig       ] BDX: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:44:45.268147] [INFO ] [LOCAL     ] Saved forecast: BDX	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/BDX.txt
[2025-11-25T10:44:45.268356] [INFO ] [sig       ] [212/2057] Completed BDX in 0.4s | 2.88 sym/s | Total: 1.2m | ETA: 10.7m
[2025-11-25T10:44:45.268425] [INFO ] [sig       ] [213/2057] Forecasting BE...
[2025-11-25T10:44:45.268480] [INFO ] [sig       ] Generating forecast for: BE
[2025-11-25T10:44:45.268537] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BE' from 'https://tdm.silogroup.org/data/derivative_storage/BE.csv'.
[2025-11-25T10:44:45.280322] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'BE'.
[2025-11-25T10:44:45.280716] [INFO ] [FORECASTER] Starting predict_future for BE
[2025-11-25T10:44:45.281485] [DEBUG] [LOCAL     ] No optimal features file found for BE: ./output/feature-sets/BE.txt
[2025-11-25T10:44:45.281556] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:44:45.281602] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:44:45.281796] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:44:45.281879] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:44:45.348808] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:44:45.349605] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:44:45.349720] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:44:45.349769] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:44:45.476044] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:44:45.476346] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:44:45.476395] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:44:45.476429] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:44:45.480575] [DEBUG] [FORECASTER] BE: Forecast T+1@11:T+2@11: DOWN (p=42.39%)
[2025-11-25T10:44:45.480880] [INFO ] [FORECASTER] Completed predict_future for BE
[2025-11-25T10:44:45.481044] [INFO ] [sig       ] BE: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:44:45.626088] [INFO ] [LOCAL     ] Saved forecast: BE	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/BE.txt
[2025-11-25T10:44:45.626241] [INFO ] [sig       ] [213/2057] Completed BE in 0.4s | 2.88 sym/s | Total: 1.2m | ETA: 10.7m
[2025-11-25T10:44:45.626296] [INFO ] [sig       ] [214/2057] Forecasting BEKE...
[2025-11-25T10:44:45.626340] [INFO ] [sig       ] Generating forecast for: BEKE
[2025-11-25T10:44:45.626382] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BEKE' from 'https://tdm.silogroup.org/data/derivative_storage/BEKE.csv'.
[2025-11-25T10:44:45.637822] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'BEKE'.
[2025-11-25T10:44:45.638184] [INFO ] [FORECASTER] Starting predict_future for BEKE
[2025-11-25T10:44:45.639006] [DEBUG] [LOCAL     ] No optimal features file found for BEKE: ./output/feature-sets/BEKE.txt
[2025-11-25T10:44:45.639076] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:44:45.639121] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:44:45.639162] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:44:45.639230] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:44:45.706356] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:44:45.707177] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:44:45.707276] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:44:45.707366] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:44:45.839071] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:44:45.839272] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:44:45.839329] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:44:45.839373] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:44:45.842906] [DEBUG] [FORECASTER] BEKE: Forecast T+1@11:T+2@11: DOWN (p=1.66%)
[2025-11-25T10:44:45.843189] [INFO ] [FORECASTER] Completed predict_future for BEKE
[2025-11-25T10:44:45.843343] [INFO ] [sig       ] BEKE: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:44:45.984360] [INFO ] [LOCAL     ] Saved forecast: BEKE	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/BEKE.txt
[2025-11-25T10:44:45.984530] [INFO ] [sig       ] [214/2057] Completed BEKE in 0.4s | 2.88 sym/s | Total: 1.2m | ETA: 10.7m
[2025-11-25T10:44:45.984584] [INFO ] [sig       ] [215/2057] Forecasting BEN...
[2025-11-25T10:44:45.984627] [INFO ] [sig       ] Generating forecast for: BEN
[2025-11-25T10:44:45.984695] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BEN' from 'https://tdm.silogroup.org/data/derivative_storage/BEN.csv'.
[2025-11-25T10:44:45.997122] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'BEN'.
[2025-11-25T10:44:45.997503] [INFO ] [FORECASTER] Starting predict_future for BEN
[2025-11-25T10:44:45.998308] [DEBUG] [LOCAL     ] No optimal features file found for BEN: ./output/feature-sets/BEN.txt
[2025-11-25T10:44:45.998380] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:44:45.998429] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:44:45.998472] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:44:45.998551] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:44:46.069041] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:44:46.069965] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:44:46.070066] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:44:46.070114] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:44:46.208991] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:44:46.209185] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:44:46.209234] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:44:46.209271] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:44:46.212759] [DEBUG] [FORECASTER] BEN: Forecast T+1@11:T+2@11: UP (p=59.51%)
[2025-11-25T10:44:46.213080] [INFO ] [FORECASTER] Completed predict_future for BEN
[2025-11-25T10:44:46.213247] [INFO ] [sig       ] BEN: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:44:46.353831] [INFO ] [LOCAL     ] Saved forecast: BEN	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/BEN.txt
[2025-11-25T10:44:46.353991] [INFO ] [sig       ] [215/2057] Completed BEN in 0.4s | 2.88 sym/s | Total: 1.2m | ETA: 10.7m
[2025-11-25T10:44:46.354047] [INFO ] [sig       ] [216/2057] Forecasting BEP...
[2025-11-25T10:44:46.354093] [INFO ] [sig       ] Generating forecast for: BEP
[2025-11-25T10:44:46.354137] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BEP' from 'https://tdm.silogroup.org/data/derivative_storage/BEP.csv'.
[2025-11-25T10:44:46.366519] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'BEP'.
[2025-11-25T10:44:46.366954] [INFO ] [FORECASTER] Starting predict_future for BEP
[2025-11-25T10:44:46.367788] [DEBUG] [LOCAL     ] No optimal features file found for BEP: ./output/feature-sets/BEP.txt
[2025-11-25T10:44:46.367856] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:44:46.367900] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:44:46.367958] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:44:46.368030] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:44:46.435272] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:44:46.436061] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:44:46.436156] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:44:46.436204] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:44:46.553115] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:44:46.553280] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:44:46.553325] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:44:46.553359] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:44:46.556716] [DEBUG] [FORECASTER] BEP: Forecast T+1@11:T+2@11: DOWN (p=26.29%)
[2025-11-25T10:44:46.557028] [INFO ] [FORECASTER] Completed predict_future for BEP
[2025-11-25T10:44:46.557213] [INFO ] [sig       ] BEP: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:44:46.700534] [INFO ] [LOCAL     ] Saved forecast: BEP	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/BEP.txt
[2025-11-25T10:44:46.700715] [INFO ] [sig       ] [216/2057] Completed BEP in 0.3s | 2.88 sym/s | Total: 1.3m | ETA: 10.7m
[2025-11-25T10:44:46.700774] [INFO ] [sig       ] [217/2057] Forecasting BEPC...
[2025-11-25T10:44:46.700817] [INFO ] [sig       ] Generating forecast for: BEPC
[2025-11-25T10:44:46.700859] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BEPC' from 'https://tdm.silogroup.org/data/derivative_storage/BEPC.csv'.
[2025-11-25T10:44:46.713201] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'BEPC'.
[2025-11-25T10:44:46.713687] [INFO ] [FORECASTER] Starting predict_future for BEPC
[2025-11-25T10:44:46.714712] [DEBUG] [LOCAL     ] No optimal features file found for BEPC: ./output/feature-sets/BEPC.txt
[2025-11-25T10:44:46.714787] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:44:46.714833] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:44:46.714876] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:44:46.714944] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:44:46.780237] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:44:46.781109] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:44:46.781212] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:44:46.781261] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:44:46.913219] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:44:46.913419] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:44:46.913466] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:44:46.913499] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:44:46.916915] [DEBUG] [FORECASTER] BEPC: Forecast T+1@11:T+2@11: UP (p=77.29%)
[2025-11-25T10:44:46.917415] [INFO ] [FORECASTER] Completed predict_future for BEPC
[2025-11-25T10:44:46.917676] [INFO ] [sig       ] BEPC: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:44:47.056582] [INFO ] [LOCAL     ] Saved forecast: BEPC	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/BEPC.txt
[2025-11-25T10:44:47.056778] [INFO ] [sig       ] [217/2057] Completed BEPC in 0.4s | 2.88 sym/s | Total: 1.3m | ETA: 10.6m
[2025-11-25T10:44:47.056834] [INFO ] [sig       ] [218/2057] Forecasting BEPH...
[2025-11-25T10:44:47.056877] [INFO ] [sig       ] Generating forecast for: BEPH
[2025-11-25T10:44:47.056920] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BEPH' from 'https://tdm.silogroup.org/data/derivative_storage/BEPH.csv'.
[2025-11-25T10:44:47.069133] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'BEPH'.
[2025-11-25T10:44:47.069533] [INFO ] [FORECASTER] Starting predict_future for BEPH
[2025-11-25T10:44:47.070357] [DEBUG] [LOCAL     ] No optimal features file found for BEPH: ./output/feature-sets/BEPH.txt
[2025-11-25T10:44:47.070428] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:44:47.070475] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:44:47.070517] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:44:47.070585] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:44:47.143409] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:44:47.144351] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:44:47.144453] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:44:47.144507] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:44:47.264311] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:44:47.264538] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:44:47.264600] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:44:47.264670] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:44:47.268127] [DEBUG] [FORECASTER] BEPH: Forecast T+1@11:T+2@11: UP (p=50.27%)
[2025-11-25T10:44:47.268598] [INFO ] [FORECASTER] Completed predict_future for BEPH
[2025-11-25T10:44:47.268857] [INFO ] [sig       ] BEPH: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:44:47.409202] [INFO ] [LOCAL     ] Saved forecast: BEPH	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/BEPH.txt
[2025-11-25T10:44:47.409366] [INFO ] [sig       ] [218/2057] Completed BEPH in 0.4s | 2.88 sym/s | Total: 1.3m | ETA: 10.6m
[2025-11-25T10:44:47.409421] [INFO ] [sig       ] [219/2057] Forecasting BEPI...
[2025-11-25T10:44:47.409463] [INFO ] [sig       ] Generating forecast for: BEPI
[2025-11-25T10:44:47.409505] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BEPI' from 'https://tdm.silogroup.org/data/derivative_storage/BEPI.csv'.
[2025-11-25T10:44:47.420730] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'BEPI'.
[2025-11-25T10:44:47.421023] [INFO ] [FORECASTER] Starting predict_future for BEPI
[2025-11-25T10:44:47.421817] [DEBUG] [LOCAL     ] No optimal features file found for BEPI: ./output/feature-sets/BEPI.txt
[2025-11-25T10:44:47.421886] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:44:47.421931] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:44:47.421973] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:44:47.422041] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:44:47.487778] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:44:47.488393] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:44:47.488494] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:44:47.488544] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:44:47.599970] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:44:47.600122] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:44:47.600166] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:44:47.600199] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:44:47.603457] [DEBUG] [FORECASTER] BEPI: Forecast T+1@11:T+2@11: DOWN (p=35.28%)
[2025-11-25T10:44:47.603768] [INFO ] [FORECASTER] Completed predict_future for BEPI
[2025-11-25T10:44:47.603935] [INFO ] [sig       ] BEPI: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:44:47.743985] [INFO ] [LOCAL     ] Saved forecast: BEPI	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/BEPI.txt
[2025-11-25T10:44:47.744144] [INFO ] [sig       ] [219/2057] Completed BEPI in 0.3s | 2.88 sym/s | Total: 1.3m | ETA: 10.6m
[2025-11-25T10:44:47.744198] [INFO ] [sig       ] [220/2057] Forecasting BFAM...
[2025-11-25T10:44:47.744240] [INFO ] [sig       ] Generating forecast for: BFAM
[2025-11-25T10:44:47.744289] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BFAM' from 'https://tdm.silogroup.org/data/derivative_storage/BFAM.csv'.
[2025-11-25T10:44:47.756776] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'BFAM'.
[2025-11-25T10:44:47.757157] [INFO ] [FORECASTER] Starting predict_future for BFAM
[2025-11-25T10:44:47.757951] [DEBUG] [LOCAL     ] No optimal features file found for BFAM: ./output/feature-sets/BFAM.txt
[2025-11-25T10:44:47.758020] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:44:47.758067] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:44:47.758108] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:44:47.758176] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:44:47.824077] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:44:47.824758] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:44:47.824850] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:44:47.824898] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:44:47.943618] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:44:47.943844] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:44:47.943892] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:44:47.943927] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:44:47.947349] [DEBUG] [FORECASTER] BFAM: Forecast T+1@11:T+2@11: UP (p=56.71%)
[2025-11-25T10:44:47.947637] [INFO ] [FORECASTER] Completed predict_future for BFAM
[2025-11-25T10:44:47.947823] [INFO ] [sig       ] BFAM: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:44:48.087838] [INFO ] [LOCAL     ] Saved forecast: BFAM	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/BFAM.txt
[2025-11-25T10:44:48.087996] [INFO ] [sig       ] [220/2057] Completed BFAM in 0.3s | 2.88 sym/s | Total: 1.3m | ETA: 10.6m
[2025-11-25T10:44:48.088049] [INFO ] [sig       ] [221/2057] Forecasting BFH...
[2025-11-25T10:44:48.088092] [INFO ] [sig       ] Generating forecast for: BFH
[2025-11-25T10:44:48.088134] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BFH' from 'https://tdm.silogroup.org/data/derivative_storage/BFH.csv'.
[2025-11-25T10:44:48.099409] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'BFH'.
[2025-11-25T10:44:48.099815] [INFO ] [FORECASTER] Starting predict_future for BFH
[2025-11-25T10:44:48.100573] [DEBUG] [LOCAL     ] No optimal features file found for BFH: ./output/feature-sets/BFH.txt
[2025-11-25T10:44:48.100665] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:44:48.100715] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:44:48.100756] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:44:48.100823] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:44:48.166285] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:44:48.166976] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:44:48.167104] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:44:48.167152] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:44:48.294077] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:44:48.294314] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:44:48.294363] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:44:48.294397] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:44:48.297960] [DEBUG] [FORECASTER] BFH: Forecast T+1@11:T+2@11: DOWN (p=2.45%)
[2025-11-25T10:44:48.298332] [INFO ] [FORECASTER] Completed predict_future for BFH
[2025-11-25T10:44:48.298512] [INFO ] [sig       ] BFH: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:44:48.438511] [INFO ] [LOCAL     ] Saved forecast: BFH	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/BFH.txt
[2025-11-25T10:44:48.438883] [INFO ] [sig       ] [221/2057] Completed BFH in 0.4s | 2.88 sym/s | Total: 1.3m | ETA: 10.6m
[2025-11-25T10:44:48.438940] [INFO ] [sig       ] [222/2057] Forecasting BFK...
[2025-11-25T10:44:48.438982] [INFO ] [sig       ] Generating forecast for: BFK
[2025-11-25T10:44:48.439028] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BFK' from 'https://tdm.silogroup.org/data/derivative_storage/BFK.csv'.
[2025-11-25T10:44:48.451658] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'BFK'.
[2025-11-25T10:44:48.452162] [INFO ] [FORECASTER] Starting predict_future for BFK
[2025-11-25T10:44:48.453052] [DEBUG] [LOCAL     ] No optimal features file found for BFK: ./output/feature-sets/BFK.txt
[2025-11-25T10:44:48.453124] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:44:48.453171] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:44:48.453213] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:44:48.453284] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:44:48.522159] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:44:48.523033] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:44:48.523133] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:44:48.523181] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:44:48.643876] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:44:48.644071] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:44:48.644119] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:44:48.644155] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:44:48.648311] [DEBUG] [FORECASTER] BFK: Forecast T+1@11:T+2@11: DOWN (p=3.71%)
[2025-11-25T10:44:48.648694] [INFO ] [FORECASTER] Completed predict_future for BFK
[2025-11-25T10:44:48.648889] [INFO ] [sig       ] BFK: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:44:48.792445] [INFO ] [LOCAL     ] Saved forecast: BFK	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/BFK.txt
[2025-11-25T10:44:48.792631] [INFO ] [sig       ] [222/2057] Completed BFK in 0.4s | 2.88 sym/s | Total: 1.3m | ETA: 10.6m
[2025-11-25T10:44:48.792712] [INFO ] [sig       ] [223/2057] Forecasting BFLY...
[2025-11-25T10:44:48.792757] [INFO ] [sig       ] Generating forecast for: BFLY
[2025-11-25T10:44:48.792802] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BFLY' from 'https://tdm.silogroup.org/data/derivative_storage/BFLY.csv'.
[2025-11-25T10:44:48.805315] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'BFLY'.
[2025-11-25T10:44:48.805834] [INFO ] [FORECASTER] Starting predict_future for BFLY
[2025-11-25T10:44:48.806665] [DEBUG] [LOCAL     ] No optimal features file found for BFLY: ./output/feature-sets/BFLY.txt
[2025-11-25T10:44:48.806747] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:44:48.806797] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:44:48.806838] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:44:48.806910] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:44:48.873507] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:44:48.874324] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:44:48.874422] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:44:48.874470] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:44:49.008422] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:44:49.008618] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:44:49.008684] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:44:49.008750] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:44:49.012194] [DEBUG] [FORECASTER] BFLY: Forecast T+1@11:T+2@11: DOWN (p=22.12%)
[2025-11-25T10:44:49.012514] [INFO ] [FORECASTER] Completed predict_future for BFLY
[2025-11-25T10:44:49.012716] [INFO ] [sig       ] BFLY: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:44:49.157029] [INFO ] [LOCAL     ] Saved forecast: BFLY	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/BFLY.txt
[2025-11-25T10:44:49.157239] [INFO ] [sig       ] [223/2057] Completed BFLY in 0.4s | 2.88 sym/s | Total: 1.3m | ETA: 10.6m
[2025-11-25T10:44:49.157293] [INFO ] [sig       ] [224/2057] Forecasting BFS...
[2025-11-25T10:44:49.157337] [INFO ] [sig       ] Generating forecast for: BFS
[2025-11-25T10:44:49.157380] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BFS' from 'https://tdm.silogroup.org/data/derivative_storage/BFS.csv'.
[2025-11-25T10:44:49.168116] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'BFS'.
[2025-11-25T10:44:49.168542] [INFO ] [FORECASTER] Starting predict_future for BFS
[2025-11-25T10:44:49.169329] [DEBUG] [LOCAL     ] No optimal features file found for BFS: ./output/feature-sets/BFS.txt
[2025-11-25T10:44:49.169399] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:44:49.169444] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:44:49.169484] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:44:49.169552] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:44:49.235846] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:44:49.236778] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:44:49.236877] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:44:49.236927] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:44:49.371472] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:44:49.371699] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:44:49.371780] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:44:49.371827] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:44:49.375429] [DEBUG] [FORECASTER] BFS: Forecast T+1@11:T+2@11: DOWN (p=10.64%)
[2025-11-25T10:44:49.375832] [INFO ] [FORECASTER] Completed predict_future for BFS
[2025-11-25T10:44:49.376211] [INFO ] [sig       ] BFS: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:44:49.516733] [INFO ] [LOCAL     ] Saved forecast: BFS	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/BFS.txt
[2025-11-25T10:44:49.516918] [INFO ] [sig       ] [224/2057] Completed BFS in 0.4s | 2.88 sym/s | Total: 1.3m | ETA: 10.6m
[2025-11-25T10:44:49.516973] [INFO ] [sig       ] [225/2057] Forecasting BFZ...
[2025-11-25T10:44:49.517015] [INFO ] [sig       ] Generating forecast for: BFZ
[2025-11-25T10:44:49.517068] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BFZ' from 'https://tdm.silogroup.org/data/derivative_storage/BFZ.csv'.
[2025-11-25T10:44:49.529811] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'BFZ'.
[2025-11-25T10:44:49.530236] [INFO ] [FORECASTER] Starting predict_future for BFZ
[2025-11-25T10:44:49.531019] [DEBUG] [LOCAL     ] No optimal features file found for BFZ: ./output/feature-sets/BFZ.txt
[2025-11-25T10:44:49.531089] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:44:49.531134] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:44:49.531174] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:44:49.531248] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:44:49.595258] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:44:49.596072] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:44:49.596168] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:44:49.596215] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:44:49.715814] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:44:49.716029] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:44:49.716078] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:44:49.716115] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:44:49.719712] [DEBUG] [FORECASTER] BFZ: Forecast T+1@11:T+2@11: DOWN (p=32.07%)
[2025-11-25T10:44:49.720017] [INFO ] [FORECASTER] Completed predict_future for BFZ
[2025-11-25T10:44:49.720182] [INFO ] [sig       ] BFZ: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:44:49.873225] [INFO ] [LOCAL     ] Saved forecast: BFZ	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/BFZ.txt
[2025-11-25T10:44:49.873555] [INFO ] [sig       ] [225/2057] Completed BFZ in 0.4s | 2.88 sym/s | Total: 1.3m | ETA: 10.6m
[2025-11-25T10:44:49.873683] [INFO ] [sig       ] [226/2057] Forecasting BG...
[2025-11-25T10:44:49.873746] [INFO ] [sig       ] Generating forecast for: BG
[2025-11-25T10:44:49.873806] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BG' from 'https://tdm.silogroup.org/data/derivative_storage/BG.csv'.
[2025-11-25T10:44:49.886566] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'BG'.
[2025-11-25T10:44:49.887139] [INFO ] [FORECASTER] Starting predict_future for BG
[2025-11-25T10:44:49.887985] [DEBUG] [LOCAL     ] No optimal features file found for BG: ./output/feature-sets/BG.txt
[2025-11-25T10:44:49.888056] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:44:49.888104] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:44:49.888146] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:44:49.888218] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:44:49.957494] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:44:49.958566] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:44:49.958697] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:44:49.958749] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:44:50.086141] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:44:50.086349] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:44:50.086414] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:44:50.086466] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:44:50.090699] [DEBUG] [FORECASTER] BG: Forecast T+1@11:T+2@11: DOWN (p=6.46%)
[2025-11-25T10:44:50.091174] [INFO ] [FORECASTER] Completed predict_future for BG
[2025-11-25T10:44:50.091520] [INFO ] [sig       ] BG: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:44:50.237743] [INFO ] [LOCAL     ] Saved forecast: BG	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/BG.txt
[2025-11-25T10:44:50.237942] [INFO ] [sig       ] [226/2057] Completed BG in 0.4s | 2.88 sym/s | Total: 1.3m | ETA: 10.6m
[2025-11-25T10:44:50.238017] [INFO ] [sig       ] [227/2057] Forecasting BGB...
[2025-11-25T10:44:50.238075] [INFO ] [sig       ] Generating forecast for: BGB
[2025-11-25T10:44:50.238127] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BGB' from 'https://tdm.silogroup.org/data/derivative_storage/BGB.csv'.
[2025-11-25T10:44:50.251042] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'BGB'.
[2025-11-25T10:44:50.251483] [INFO ] [FORECASTER] Starting predict_future for BGB
[2025-11-25T10:44:50.252301] [DEBUG] [LOCAL     ] No optimal features file found for BGB: ./output/feature-sets/BGB.txt
[2025-11-25T10:44:50.252372] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:44:50.252419] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:44:50.252459] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:44:50.252527] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:44:50.321270] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:44:50.322151] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:44:50.322252] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:44:50.322302] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:44:50.448732] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:44:50.448926] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:44:50.448974] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:44:50.449008] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:44:50.452547] [DEBUG] [FORECASTER] BGB: Forecast T+1@11:T+2@11: UP (p=78.91%)
[2025-11-25T10:44:50.452883] [INFO ] [FORECASTER] Completed predict_future for BGB
[2025-11-25T10:44:50.453070] [INFO ] [sig       ] BGB: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:44:50.595236] [INFO ] [LOCAL     ] Saved forecast: BGB	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/BGB.txt
[2025-11-25T10:44:50.595394] [INFO ] [sig       ] [227/2057] Completed BGB in 0.4s | 2.88 sym/s | Total: 1.3m | ETA: 10.6m
[2025-11-25T10:44:50.595457] [INFO ] [sig       ] [228/2057] Forecasting BGH...
[2025-11-25T10:44:50.595502] [INFO ] [sig       ] Generating forecast for: BGH
[2025-11-25T10:44:50.595544] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BGH' from 'https://tdm.silogroup.org/data/derivative_storage/BGH.csv'.
[2025-11-25T10:44:50.607889] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'BGH'.
[2025-11-25T10:44:50.608295] [INFO ] [FORECASTER] Starting predict_future for BGH
[2025-11-25T10:44:50.609216] [DEBUG] [LOCAL     ] No optimal features file found for BGH: ./output/feature-sets/BGH.txt
[2025-11-25T10:44:50.609288] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:44:50.609335] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:44:50.609376] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:44:50.609446] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:44:50.680452] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:44:50.681327] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:44:50.681425] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:44:50.681469] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:44:50.785502] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:44:50.785705] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:44:50.785783] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:44:50.785832] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:44:50.789378] [DEBUG] [FORECASTER] BGH: Forecast T+1@11:T+2@11: UP (p=89.36%)
[2025-11-25T10:44:50.789718] [INFO ] [FORECASTER] Completed predict_future for BGH
[2025-11-25T10:44:50.789891] [INFO ] [sig       ] BGH: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:44:50.933247] [INFO ] [LOCAL     ] Saved forecast: BGH	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/BGH.txt
[2025-11-25T10:44:50.933473] [INFO ] [sig       ] [228/2057] Completed BGH in 0.3s | 2.88 sym/s | Total: 1.3m | ETA: 10.6m
[2025-11-25T10:44:50.933561] [INFO ] [sig       ] [229/2057] Forecasting BGR...
[2025-11-25T10:44:50.933620] [INFO ] [sig       ] Generating forecast for: BGR
[2025-11-25T10:44:50.933709] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BGR' from 'https://tdm.silogroup.org/data/derivative_storage/BGR.csv'.
[2025-11-25T10:44:50.945053] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'BGR'.
[2025-11-25T10:44:50.945459] [INFO ] [FORECASTER] Starting predict_future for BGR
[2025-11-25T10:44:50.946277] [DEBUG] [LOCAL     ] No optimal features file found for BGR: ./output/feature-sets/BGR.txt
[2025-11-25T10:44:50.946349] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:44:50.946421] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:44:50.946476] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:44:50.946552] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:44:51.012660] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:44:51.013543] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:44:51.013666] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:44:51.013719] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:44:51.133667] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:44:51.133860] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:44:51.133907] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:44:51.133941] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:44:51.137439] [DEBUG] [FORECASTER] BGR: Forecast T+1@11:T+2@11: DOWN (p=12.60%)
[2025-11-25T10:44:51.137755] [INFO ] [FORECASTER] Completed predict_future for BGR
[2025-11-25T10:44:51.137922] [INFO ] [sig       ] BGR: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:44:51.277480] [INFO ] [LOCAL     ] Saved forecast: BGR	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/BGR.txt
[2025-11-25T10:44:51.277633] [INFO ] [sig       ] [229/2057] Completed BGR in 0.3s | 2.88 sym/s | Total: 1.3m | ETA: 10.6m
[2025-11-25T10:44:51.277704] [INFO ] [sig       ] [230/2057] Forecasting BGS...
[2025-11-25T10:44:51.277749] [INFO ] [sig       ] Generating forecast for: BGS
[2025-11-25T10:44:51.277794] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BGS' from 'https://tdm.silogroup.org/data/derivative_storage/BGS.csv'.
[2025-11-25T10:44:51.291521] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'BGS'.
[2025-11-25T10:44:51.292202] [INFO ] [FORECASTER] Starting predict_future for BGS
[2025-11-25T10:44:51.293218] [DEBUG] [LOCAL     ] No optimal features file found for BGS: ./output/feature-sets/BGS.txt
[2025-11-25T10:44:51.293298] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:44:51.293349] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:44:51.293392] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:44:51.293466] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:44:51.362318] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:44:51.363803] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:44:51.363960] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:44:51.364014] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:44:51.493242] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:44:51.493441] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:44:51.493491] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:44:51.493531] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:44:51.497104] [DEBUG] [FORECASTER] BGS: Forecast T+1@11:T+2@11: DOWN (p=28.39%)
[2025-11-25T10:44:51.497393] [INFO ] [FORECASTER] Completed predict_future for BGS
[2025-11-25T10:44:51.497573] [INFO ] [sig       ] BGS: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:44:51.638725] [INFO ] [LOCAL     ] Saved forecast: BGS	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/BGS.txt
[2025-11-25T10:44:51.638905] [INFO ] [sig       ] [230/2057] Completed BGS in 0.4s | 2.88 sym/s | Total: 1.3m | ETA: 10.6m
[2025-11-25T10:44:51.638959] [INFO ] [sig       ] [231/2057] Forecasting BGSF...
[2025-11-25T10:44:51.639007] [INFO ] [sig       ] Generating forecast for: BGSF
[2025-11-25T10:44:51.639049] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BGSF' from 'https://tdm.silogroup.org/data/derivative_storage/BGSF.csv'.
[2025-11-25T10:44:51.648824] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'BGSF'.
[2025-11-25T10:44:51.649097] [INFO ] [FORECASTER] Starting predict_future for BGSF
[2025-11-25T10:44:51.649906] [DEBUG] [LOCAL     ] No optimal features file found for BGSF: ./output/feature-sets/BGSF.txt
[2025-11-25T10:44:51.649976] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:44:51.650023] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:44:51.650063] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:44:51.650131] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:44:51.715993] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:44:51.716615] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:44:51.716733] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:44:51.716785] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:44:51.838243] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:44:51.838435] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:44:51.838483] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:44:51.838521] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:44:51.842436] [DEBUG] [FORECASTER] BGSF: Forecast T+1@11:T+2@11: DOWN (p=15.48%)
[2025-11-25T10:44:51.842880] [INFO ] [FORECASTER] Completed predict_future for BGSF
[2025-11-25T10:44:51.843115] [INFO ] [sig       ] BGSF: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:44:51.996857] [INFO ] [LOCAL     ] Saved forecast: BGSF	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/BGSF.txt
[2025-11-25T10:44:51.997077] [INFO ] [sig       ] [231/2057] Completed BGSF in 0.4s | 2.88 sym/s | Total: 1.3m | ETA: 10.6m
[2025-11-25T10:44:51.997139] [INFO ] [sig       ] [232/2057] Forecasting BGT...
[2025-11-25T10:44:51.997182] [INFO ] [sig       ] Generating forecast for: BGT
[2025-11-25T10:44:51.997229] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BGT' from 'https://tdm.silogroup.org/data/derivative_storage/BGT.csv'.
[2025-11-25T10:44:52.008734] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'BGT'.
[2025-11-25T10:44:52.009233] [INFO ] [FORECASTER] Starting predict_future for BGT
[2025-11-25T10:44:52.010086] [DEBUG] [LOCAL     ] No optimal features file found for BGT: ./output/feature-sets/BGT.txt
[2025-11-25T10:44:52.010162] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:44:52.010209] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:44:52.010251] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:44:52.010323] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:44:52.076813] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:44:52.077819] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:44:52.077926] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:44:52.077976] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:44:52.198392] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:44:52.198586] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:44:52.198633] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:44:52.198695] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:44:52.202109] [DEBUG] [FORECASTER] BGT: Forecast T+1@11:T+2@11: DOWN (p=28.77%)
[2025-11-25T10:44:52.202424] [INFO ] [FORECASTER] Completed predict_future for BGT
[2025-11-25T10:44:52.202590] [INFO ] [sig       ] BGT: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:44:52.343596] [INFO ] [LOCAL     ] Saved forecast: BGT	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/BGT.txt
[2025-11-25T10:44:52.343823] [INFO ] [sig       ] [232/2057] Completed BGT in 0.3s | 2.88 sym/s | Total: 1.3m | ETA: 10.6m
[2025-11-25T10:44:52.343889] [INFO ] [sig       ] [233/2057] Forecasting BGX...
[2025-11-25T10:44:52.343934] [INFO ] [sig       ] Generating forecast for: BGX
[2025-11-25T10:44:52.343977] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BGX' from 'https://tdm.silogroup.org/data/derivative_storage/BGX.csv'.
[2025-11-25T10:44:52.355695] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'BGX'.
[2025-11-25T10:44:52.356196] [INFO ] [FORECASTER] Starting predict_future for BGX
[2025-11-25T10:44:52.357119] [DEBUG] [LOCAL     ] No optimal features file found for BGX: ./output/feature-sets/BGX.txt
[2025-11-25T10:44:52.357193] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:44:52.357240] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:44:52.357281] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:44:52.357348] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:44:52.425344] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:44:52.426293] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:44:52.426399] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:44:52.426451] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:44:52.549542] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:44:52.549782] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:44:52.549858] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:44:52.549909] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:44:52.553422] [DEBUG] [FORECASTER] BGX: Forecast T+1@11:T+2@11: DOWN (p=48.91%)
[2025-11-25T10:44:52.553874] [INFO ] [FORECASTER] Completed predict_future for BGX
[2025-11-25T10:44:52.554098] [INFO ] [sig       ] BGX: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:44:52.700290] [INFO ] [LOCAL     ] Saved forecast: BGX	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/BGX.txt
[2025-11-25T10:44:52.700499] [INFO ] [sig       ] [233/2057] Completed BGX in 0.4s | 2.88 sym/s | Total: 1.4m | ETA: 10.6m
[2025-11-25T10:44:52.700563] [INFO ] [sig       ] [234/2057] Forecasting BGY...
[2025-11-25T10:44:52.700610] [INFO ] [sig       ] Generating forecast for: BGY
[2025-11-25T10:44:52.700685] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BGY' from 'https://tdm.silogroup.org/data/derivative_storage/BGY.csv'.
[2025-11-25T10:44:52.712443] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'BGY'.
[2025-11-25T10:44:52.712967] [INFO ] [FORECASTER] Starting predict_future for BGY
[2025-11-25T10:44:52.713818] [DEBUG] [LOCAL     ] No optimal features file found for BGY: ./output/feature-sets/BGY.txt
[2025-11-25T10:44:52.713893] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:44:52.713943] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:44:52.713986] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:44:52.714055] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:44:52.782763] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:44:52.783638] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:44:52.783765] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:44:52.783816] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:44:52.900351] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:44:52.900551] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:44:52.900599] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:44:52.900633] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:44:52.904090] [DEBUG] [FORECASTER] BGY: Forecast T+1@11:T+2@11: DOWN (p=43.79%)
[2025-11-25T10:44:52.904385] [INFO ] [FORECASTER] Completed predict_future for BGY
[2025-11-25T10:44:52.904539] [INFO ] [sig       ] BGY: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:44:53.044422] [INFO ] [LOCAL     ] Saved forecast: BGY	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/BGY.txt
[2025-11-25T10:44:53.044581] [INFO ] [sig       ] [234/2057] Completed BGY in 0.3s | 2.88 sym/s | Total: 1.4m | ETA: 10.6m
[2025-11-25T10:44:53.044668] [INFO ] [sig       ] [235/2057] Forecasting BH...
[2025-11-25T10:44:53.044716] [INFO ] [sig       ] Generating forecast for: BH
[2025-11-25T10:44:53.044759] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BH' from 'https://tdm.silogroup.org/data/derivative_storage/BH.csv'.
[2025-11-25T10:44:53.056807] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'BH'.
[2025-11-25T10:44:53.057215] [INFO ] [FORECASTER] Starting predict_future for BH
[2025-11-25T10:44:53.058017] [DEBUG] [LOCAL     ] No optimal features file found for BH: ./output/feature-sets/BH.txt
[2025-11-25T10:44:53.058096] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:44:53.058143] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:44:53.058186] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:44:53.058262] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:44:53.123129] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:44:53.123824] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:44:53.123919] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:44:53.123970] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:44:53.254897] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:44:53.255084] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:44:53.255131] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:44:53.255164] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:44:53.258570] [DEBUG] [FORECASTER] BH: Forecast T+1@11:T+2@11: UP (p=89.20%)
[2025-11-25T10:44:53.259025] [INFO ] [FORECASTER] Completed predict_future for BH
[2025-11-25T10:44:53.259256] [INFO ] [sig       ] BH: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:44:53.399392] [INFO ] [LOCAL     ] Saved forecast: BH	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/BH.txt
[2025-11-25T10:44:53.399552] [INFO ] [sig       ] [235/2057] Completed BH in 0.4s | 2.88 sym/s | Total: 1.4m | ETA: 10.6m
[2025-11-25T10:44:53.399606] [INFO ] [sig       ] [236/2057] Forecasting BHC...
[2025-11-25T10:44:53.399671] [INFO ] [sig       ] Generating forecast for: BHC
[2025-11-25T10:44:53.399718] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BHC' from 'https://tdm.silogroup.org/data/derivative_storage/BHC.csv'.
[2025-11-25T10:44:53.413965] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'BHC'.
[2025-11-25T10:44:53.414603] [INFO ] [FORECASTER] Starting predict_future for BHC
[2025-11-25T10:44:53.415567] [DEBUG] [LOCAL     ] No optimal features file found for BHC: ./output/feature-sets/BHC.txt
[2025-11-25T10:44:53.415664] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:44:53.415717] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:44:53.415761] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:44:53.415835] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:44:53.488071] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:44:53.489326] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:44:53.489453] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:44:53.489502] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:44:53.612039] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:44:53.612310] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:44:53.612365] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:44:53.612481] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:44:53.616596] [DEBUG] [FORECASTER] BHC: Forecast T+1@11:T+2@11: UP (p=50.43%)
[2025-11-25T10:44:53.616944] [INFO ] [FORECASTER] Completed predict_future for BHC
[2025-11-25T10:44:53.617149] [INFO ] [sig       ] BHC: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:44:53.763609] [INFO ] [LOCAL     ] Saved forecast: BHC	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/BHC.txt
[2025-11-25T10:44:53.763835] [INFO ] [sig       ] [236/2057] Completed BHC in 0.4s | 2.88 sym/s | Total: 1.4m | ETA: 10.6m
[2025-11-25T10:44:53.763894] [INFO ] [sig       ] [237/2057] Forecasting BHE...
[2025-11-25T10:44:53.763940] [INFO ] [sig       ] Generating forecast for: BHE
[2025-11-25T10:44:53.763983] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BHE' from 'https://tdm.silogroup.org/data/derivative_storage/BHE.csv'.
[2025-11-25T10:44:53.776093] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'BHE'.
[2025-11-25T10:44:53.776596] [INFO ] [FORECASTER] Starting predict_future for BHE
[2025-11-25T10:44:53.777532] [DEBUG] [LOCAL     ] No optimal features file found for BHE: ./output/feature-sets/BHE.txt
[2025-11-25T10:44:53.777607] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:44:53.777676] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:44:53.777723] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:44:53.777794] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:44:53.845128] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:44:53.846208] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:44:53.846326] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:44:53.846377] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:44:53.971497] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:44:53.971979] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:44:53.972066] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:44:53.972113] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:44:53.975976] [DEBUG] [FORECASTER] BHE: Forecast T+1@11:T+2@11: DOWN (p=0.62%)
[2025-11-25T10:44:53.976311] [INFO ] [FORECASTER] Completed predict_future for BHE
[2025-11-25T10:44:53.976496] [INFO ] [sig       ] BHE: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:44:54.126058] [INFO ] [LOCAL     ] Saved forecast: BHE	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/BHE.txt
[2025-11-25T10:44:54.126328] [INFO ] [sig       ] [237/2057] Completed BHE in 0.4s | 2.88 sym/s | Total: 1.4m | ETA: 10.6m
[2025-11-25T10:44:54.126391] [INFO ] [sig       ] [238/2057] Forecasting BHK...
[2025-11-25T10:44:54.126439] [INFO ] [sig       ] Generating forecast for: BHK
[2025-11-25T10:44:54.126489] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BHK' from 'https://tdm.silogroup.org/data/derivative_storage/BHK.csv'.
[2025-11-25T10:44:54.141826] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'BHK'.
[2025-11-25T10:44:54.142527] [INFO ] [FORECASTER] Starting predict_future for BHK
[2025-11-25T10:44:54.143452] [DEBUG] [LOCAL     ] No optimal features file found for BHK: ./output/feature-sets/BHK.txt
[2025-11-25T10:44:54.143527] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:44:54.143577] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:44:54.143621] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:44:54.143731] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:44:54.216695] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:44:54.217935] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:44:54.218056] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:44:54.218134] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:44:54.342895] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:44:54.343157] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:44:54.343213] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:44:54.343252] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:44:54.347144] [DEBUG] [FORECASTER] BHK: Forecast T+1@11:T+2@11: UP (p=86.84%)
[2025-11-25T10:44:54.347696] [INFO ] [FORECASTER] Completed predict_future for BHK
[2025-11-25T10:44:54.347951] [INFO ] [sig       ] BHK: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:44:54.493772] [INFO ] [LOCAL     ] Saved forecast: BHK	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/BHK.txt
[2025-11-25T10:44:54.494028] [INFO ] [sig       ] [238/2057] Completed BHK in 0.4s | 2.87 sym/s | Total: 1.4m | ETA: 10.5m
[2025-11-25T10:44:54.494089] [INFO ] [sig       ] [239/2057] Forecasting BHP...
[2025-11-25T10:44:54.494136] [INFO ] [sig       ] Generating forecast for: BHP
[2025-11-25T10:44:54.494184] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BHP' from 'https://tdm.silogroup.org/data/derivative_storage/BHP.csv'.
[2025-11-25T10:44:54.507818] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'BHP'.
[2025-11-25T10:44:54.508445] [INFO ] [FORECASTER] Starting predict_future for BHP
[2025-11-25T10:44:54.509413] [DEBUG] [LOCAL     ] No optimal features file found for BHP: ./output/feature-sets/BHP.txt
[2025-11-25T10:44:54.509488] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:44:54.509536] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:44:54.509577] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:44:54.509673] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:44:54.576485] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:44:54.577740] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:44:54.577856] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:44:54.577906] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:44:54.699261] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:44:54.699534] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:44:54.699587] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:44:54.699623] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:44:54.704032] [DEBUG] [FORECASTER] BHP: Forecast T+1@11:T+2@11: DOWN (p=17.78%)
[2025-11-25T10:44:54.704429] [INFO ] [FORECASTER] Completed predict_future for BHP
[2025-11-25T10:44:54.704624] [INFO ] [sig       ] BHP: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:44:54.848526] [INFO ] [LOCAL     ] Saved forecast: BHP	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/BHP.txt
[2025-11-25T10:44:54.849066] [INFO ] [sig       ] [239/2057] Completed BHP in 0.4s | 2.87 sym/s | Total: 1.4m | ETA: 10.5m
[2025-11-25T10:44:54.849137] [INFO ] [sig       ] [240/2057] Forecasting BHR...
[2025-11-25T10:44:54.849187] [INFO ] [sig       ] Generating forecast for: BHR
[2025-11-25T10:44:54.849240] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BHR' from 'https://tdm.silogroup.org/data/derivative_storage/BHR.csv'.
[2025-11-25T10:44:54.862153] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'BHR'.
[2025-11-25T10:44:54.862753] [INFO ] [FORECASTER] Starting predict_future for BHR
[2025-11-25T10:44:54.863684] [DEBUG] [LOCAL     ] No optimal features file found for BHR: ./output/feature-sets/BHR.txt
[2025-11-25T10:44:54.863758] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:44:54.863808] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:44:54.863852] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:44:54.864052] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:44:54.935438] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:44:54.936736] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:44:54.936869] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:44:54.936920] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:44:55.058847] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:44:55.059122] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:44:55.059179] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:44:55.059216] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:44:55.063229] [DEBUG] [FORECASTER] BHR: Forecast T+1@11:T+2@11: DOWN (p=29.19%)
[2025-11-25T10:44:55.063886] [INFO ] [FORECASTER] Completed predict_future for BHR
[2025-11-25T10:44:55.064156] [INFO ] [sig       ] BHR: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:44:55.210554] [INFO ] [LOCAL     ] Saved forecast: BHR	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/BHR.txt
[2025-11-25T10:44:55.211009] [INFO ] [sig       ] [240/2057] Completed BHR in 0.4s | 2.87 sym/s | Total: 1.4m | ETA: 10.5m
[2025-11-25T10:44:55.211074] [INFO ] [sig       ] [241/2057] Forecasting BHVN...
[2025-11-25T10:44:55.211115] [INFO ] [sig       ] Generating forecast for: BHVN
[2025-11-25T10:44:55.211162] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BHVN' from 'https://tdm.silogroup.org/data/derivative_storage/BHVN.csv'.
[2025-11-25T10:44:55.224708] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'BHVN'.
[2025-11-25T10:44:55.225223] [INFO ] [FORECASTER] Starting predict_future for BHVN
[2025-11-25T10:44:55.226135] [DEBUG] [LOCAL     ] No optimal features file found for BHVN: ./output/feature-sets/BHVN.txt
[2025-11-25T10:44:55.226208] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:44:55.226259] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:44:55.226303] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:44:55.226377] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:44:55.295170] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:44:55.296175] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:44:55.296287] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:44:55.296338] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:44:55.423038] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:44:55.423312] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:44:55.423364] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:44:55.423398] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:44:55.427299] [DEBUG] [FORECASTER] BHVN: Forecast T+1@11:T+2@11: DOWN (p=38.01%)
[2025-11-25T10:44:55.427679] [INFO ] [FORECASTER] Completed predict_future for BHVN
[2025-11-25T10:44:55.427874] [INFO ] [sig       ] BHVN: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:44:55.573167] [INFO ] [LOCAL     ] Saved forecast: BHVN	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/BHVN.txt
[2025-11-25T10:44:55.573422] [INFO ] [sig       ] [241/2057] Completed BHVN in 0.4s | 2.87 sym/s | Total: 1.4m | ETA: 10.5m
[2025-11-25T10:44:55.573492] [INFO ] [sig       ] [242/2057] Forecasting BILL...
[2025-11-25T10:44:55.573543] [INFO ] [sig       ] Generating forecast for: BILL
[2025-11-25T10:44:55.573598] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BILL' from 'https://tdm.silogroup.org/data/derivative_storage/BILL.csv'.
[2025-11-25T10:44:55.586237] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'BILL'.
[2025-11-25T10:44:55.586921] [INFO ] [FORECASTER] Starting predict_future for BILL
[2025-11-25T10:44:55.591356] [DEBUG] [LOCAL     ] No optimal features file found for BILL: ./output/feature-sets/BILL.txt
[2025-11-25T10:44:55.591546] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:44:55.591600] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:44:55.591704] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:44:55.591798] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:44:55.659618] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:44:55.660895] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:44:55.661013] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:44:55.661095] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:44:55.783059] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:44:55.783335] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:44:55.783385] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:44:55.783420] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:44:55.787342] [DEBUG] [FORECASTER] BILL: Forecast T+1@11:T+2@11: UP (p=73.54%)
[2025-11-25T10:44:55.787693] [INFO ] [FORECASTER] Completed predict_future for BILL
[2025-11-25T10:44:55.787920] [INFO ] [sig       ] BILL: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:44:55.933633] [INFO ] [LOCAL     ] Saved forecast: BILL	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/BILL.txt
[2025-11-25T10:44:55.933866] [INFO ] [sig       ] [242/2057] Completed BILL in 0.4s | 2.87 sym/s | Total: 1.4m | ETA: 10.5m
[2025-11-25T10:44:55.933923] [INFO ] [sig       ] [243/2057] Forecasting BIO...
[2025-11-25T10:44:55.933968] [INFO ] [sig       ] Generating forecast for: BIO
[2025-11-25T10:44:55.934013] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BIO' from 'https://tdm.silogroup.org/data/derivative_storage/BIO.csv'.
[2025-11-25T10:44:55.948688] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'BIO'.
[2025-11-25T10:44:55.949217] [INFO ] [FORECASTER] Starting predict_future for BIO
[2025-11-25T10:44:55.950136] [DEBUG] [LOCAL     ] No optimal features file found for BIO: ./output/feature-sets/BIO.txt
[2025-11-25T10:44:55.950208] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:44:55.950257] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:44:55.950300] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:44:55.950372] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:44:56.020829] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:44:56.022096] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:44:56.022237] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:44:56.022289] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:44:56.145933] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:44:56.146199] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:44:56.146251] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:44:56.146287] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:44:56.150339] [DEBUG] [FORECASTER] BIO: Forecast T+1@11:T+2@11: UP (p=79.21%)
[2025-11-25T10:44:56.151804] [INFO ] [FORECASTER] Completed predict_future for BIO
[2025-11-25T10:44:56.152428] [INFO ] [sig       ] BIO: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:44:56.306234] [INFO ] [LOCAL     ] Saved forecast: BIO	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/BIO.txt
[2025-11-25T10:44:56.306459] [INFO ] [sig       ] [243/2057] Completed BIO in 0.4s | 2.87 sym/s | Total: 1.4m | ETA: 10.5m
[2025-11-25T10:44:56.306517] [INFO ] [sig       ] [244/2057] Forecasting BIP...
[2025-11-25T10:44:56.306561] [INFO ] [sig       ] Generating forecast for: BIP
[2025-11-25T10:44:56.306609] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BIP' from 'https://tdm.silogroup.org/data/derivative_storage/BIP.csv'.
[2025-11-25T10:44:56.318960] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'BIP'.
[2025-11-25T10:44:56.319460] [INFO ] [FORECASTER] Starting predict_future for BIP
[2025-11-25T10:44:56.320285] [DEBUG] [LOCAL     ] No optimal features file found for BIP: ./output/feature-sets/BIP.txt
[2025-11-25T10:44:56.320356] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:44:56.320401] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:44:56.320442] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:44:56.320511] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:44:56.395022] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:44:56.396040] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:44:56.396145] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:44:56.396194] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:44:56.496286] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:44:56.496492] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:44:56.496541] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:44:56.496578] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:44:56.500131] [DEBUG] [FORECASTER] BIP: Forecast T+1@11:T+2@11: UP (p=90.62%)
[2025-11-25T10:44:56.500422] [INFO ] [FORECASTER] Completed predict_future for BIP
[2025-11-25T10:44:56.500575] [INFO ] [sig       ] BIP: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:44:56.644791] [INFO ] [LOCAL     ] Saved forecast: BIP	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/BIP.txt
[2025-11-25T10:44:56.644987] [INFO ] [sig       ] [244/2057] Completed BIP in 0.3s | 2.87 sym/s | Total: 1.4m | ETA: 10.5m
[2025-11-25T10:44:56.645043] [INFO ] [sig       ] [245/2057] Forecasting BIPC...
[2025-11-25T10:44:56.645087] [INFO ] [sig       ] Generating forecast for: BIPC
[2025-11-25T10:44:56.645130] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BIPC' from 'https://tdm.silogroup.org/data/derivative_storage/BIPC.csv'.
[2025-11-25T10:44:56.658507] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'BIPC'.
[2025-11-25T10:44:56.659301] [INFO ] [FORECASTER] Starting predict_future for BIPC
[2025-11-25T10:44:56.660427] [DEBUG] [LOCAL     ] No optimal features file found for BIPC: ./output/feature-sets/BIPC.txt
[2025-11-25T10:44:56.660518] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:44:56.660580] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:44:56.660634] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:44:56.660768] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:44:56.735436] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:44:56.736324] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:44:56.736424] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:44:56.736472] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:44:56.838691] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:44:56.839090] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:44:56.839164] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:44:56.839205] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:44:56.842761] [DEBUG] [FORECASTER] BIPC: Forecast T+1@11:T+2@11: DOWN (p=4.57%)
[2025-11-25T10:44:56.843157] [INFO ] [FORECASTER] Completed predict_future for BIPC
[2025-11-25T10:44:56.843320] [INFO ] [sig       ] BIPC: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:44:56.989214] [INFO ] [LOCAL     ] Saved forecast: BIPC	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/BIPC.txt
[2025-11-25T10:44:56.989457] [INFO ] [sig       ] [245/2057] Completed BIPC in 0.3s | 2.87 sym/s | Total: 1.4m | ETA: 10.5m
[2025-11-25T10:44:56.989516] [INFO ] [sig       ] [246/2057] Forecasting BIPH...
[2025-11-25T10:44:56.989560] [INFO ] [sig       ] Generating forecast for: BIPH
[2025-11-25T10:44:56.989613] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BIPH' from 'https://tdm.silogroup.org/data/derivative_storage/BIPH.csv'.
[2025-11-25T10:44:56.999982] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'BIPH'.
[2025-11-25T10:44:57.000302] [INFO ] [FORECASTER] Starting predict_future for BIPH
[2025-11-25T10:44:57.001089] [DEBUG] [LOCAL     ] No optimal features file found for BIPH: ./output/feature-sets/BIPH.txt
[2025-11-25T10:44:57.001159] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:44:57.001204] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:44:57.001244] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:44:57.001315] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:44:57.067900] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:44:57.068736] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:44:57.068835] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:44:57.068882] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:44:57.160770] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:44:57.160969] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:44:57.161017] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:44:57.161052] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:44:57.164555] [DEBUG] [FORECASTER] BIPH: Forecast T+1@11:T+2@11: UP (p=64.42%)
[2025-11-25T10:44:57.164897] [INFO ] [FORECASTER] Completed predict_future for BIPH
[2025-11-25T10:44:57.165073] [INFO ] [sig       ] BIPH: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:44:57.307790] [INFO ] [LOCAL     ] Saved forecast: BIPH	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/BIPH.txt
[2025-11-25T10:44:57.308175] [INFO ] [sig       ] [246/2057] Completed BIPH in 0.3s | 2.87 sym/s | Total: 1.4m | ETA: 10.5m
[2025-11-25T10:44:57.308231] [INFO ] [sig       ] [247/2057] Forecasting BIPI...
[2025-11-25T10:44:57.308274] [INFO ] [sig       ] Generating forecast for: BIPI
[2025-11-25T10:44:57.308317] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BIPI' from 'https://tdm.silogroup.org/data/derivative_storage/BIPI.csv'.
[2025-11-25T10:44:57.320332] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'BIPI'.
[2025-11-25T10:44:57.320787] [INFO ] [FORECASTER] Starting predict_future for BIPI
[2025-11-25T10:44:57.322145] [DEBUG] [LOCAL     ] No optimal features file found for BIPI: ./output/feature-sets/BIPI.txt
[2025-11-25T10:44:57.322219] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:44:57.322266] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:44:57.322307] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:44:57.322385] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:44:57.401476] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:44:57.402417] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:44:57.402523] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:44:57.402579] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:44:57.500247] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:44:57.500449] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:44:57.500495] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:44:57.500531] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:44:57.503926] [DEBUG] [FORECASTER] BIPI: Forecast T+1@11:T+2@11: UP (p=93.88%)
[2025-11-25T10:44:57.504234] [INFO ] [FORECASTER] Completed predict_future for BIPI
[2025-11-25T10:44:57.504382] [INFO ] [sig       ] BIPI: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:44:57.649815] [INFO ] [LOCAL     ] Saved forecast: BIPI	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/BIPI.txt
[2025-11-25T10:44:57.649985] [INFO ] [sig       ] [247/2057] Completed BIPI in 0.3s | 2.87 sym/s | Total: 1.4m | ETA: 10.5m
[2025-11-25T10:44:57.650040] [INFO ] [sig       ] [248/2057] Forecasting BIRK...
[2025-11-25T10:44:57.650083] [INFO ] [sig       ] Generating forecast for: BIRK
[2025-11-25T10:44:57.650125] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BIRK' from 'https://tdm.silogroup.org/data/derivative_storage/BIRK.csv'.
[2025-11-25T10:44:57.662965] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'BIRK'.
[2025-11-25T10:44:57.663444] [INFO ] [FORECASTER] Starting predict_future for BIRK
[2025-11-25T10:44:57.664291] [DEBUG] [LOCAL     ] No optimal features file found for BIRK: ./output/feature-sets/BIRK.txt
[2025-11-25T10:44:57.664364] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:44:57.664413] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:44:57.664455] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:44:57.664528] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:44:57.744391] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:44:57.745609] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:44:57.745763] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:44:57.745823] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:44:57.856610] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:44:57.856829] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:44:57.856876] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:44:57.856912] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:44:57.860378] [DEBUG] [FORECASTER] BIRK: Forecast T+1@11:T+2@11: DOWN (p=4.30%)
[2025-11-25T10:44:57.860718] [INFO ] [FORECASTER] Completed predict_future for BIRK
[2025-11-25T10:44:57.860879] [INFO ] [sig       ] BIRK: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:44:58.010406] [INFO ] [LOCAL     ] Saved forecast: BIRK	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/BIRK.txt
[2025-11-25T10:44:58.010608] [INFO ] [sig       ] [248/2057] Completed BIRK in 0.4s | 2.87 sym/s | Total: 1.4m | ETA: 10.5m
[2025-11-25T10:44:58.010686] [INFO ] [sig       ] [249/2057] Forecasting BIT...
[2025-11-25T10:44:58.010733] [INFO ] [sig       ] Generating forecast for: BIT
[2025-11-25T10:44:58.010778] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BIT' from 'https://tdm.silogroup.org/data/derivative_storage/BIT.csv'.
[2025-11-25T10:44:58.025022] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'BIT'.
[2025-11-25T10:44:58.025493] [INFO ] [FORECASTER] Starting predict_future for BIT
[2025-11-25T10:44:58.026509] [DEBUG] [LOCAL     ] No optimal features file found for BIT: ./output/feature-sets/BIT.txt
[2025-11-25T10:44:58.026580] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:44:58.026629] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:44:58.026695] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:44:58.026766] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:44:58.107534] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:44:58.108622] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:44:58.108742] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:44:58.108790] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:44:58.210548] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:44:58.210843] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:44:58.210924] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:44:58.210961] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:44:58.215079] [DEBUG] [FORECASTER] BIT: Forecast T+1@11:T+2@11: UP (p=69.94%)
[2025-11-25T10:44:58.215368] [INFO ] [FORECASTER] Completed predict_future for BIT
[2025-11-25T10:44:58.215522] [INFO ] [sig       ] BIT: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:44:58.355627] [INFO ] [LOCAL     ] Saved forecast: BIT	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/BIT.txt
[2025-11-25T10:44:58.355804] [INFO ] [sig       ] [249/2057] Completed BIT in 0.3s | 2.87 sym/s | Total: 1.4m | ETA: 10.5m
[2025-11-25T10:44:58.355859] [INFO ] [sig       ] [250/2057] Forecasting BJ...
[2025-11-25T10:44:58.355902] [INFO ] [sig       ] Generating forecast for: BJ
[2025-11-25T10:44:58.355944] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BJ' from 'https://tdm.silogroup.org/data/derivative_storage/BJ.csv'.
[2025-11-25T10:44:58.367805] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'BJ'.
[2025-11-25T10:44:58.368224] [INFO ] [FORECASTER] Starting predict_future for BJ
[2025-11-25T10:44:58.369037] [DEBUG] [LOCAL     ] No optimal features file found for BJ: ./output/feature-sets/BJ.txt
[2025-11-25T10:44:58.369107] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:44:58.369152] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:44:58.369191] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:44:58.369264] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:44:58.437762] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:44:58.438580] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:44:58.438704] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:44:58.438763] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:44:58.556128] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:44:58.556336] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:44:58.556394] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:44:58.556440] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:44:58.559956] [DEBUG] [FORECASTER] BJ: Forecast T+1@11:T+2@11: UP (p=99.16%)
[2025-11-25T10:44:58.560260] [INFO ] [FORECASTER] Completed predict_future for BJ
[2025-11-25T10:44:58.560421] [INFO ] [sig       ] BJ: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:44:58.704007] [INFO ] [LOCAL     ] Saved forecast: BJ	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/BJ.txt
[2025-11-25T10:44:58.704177] [INFO ] [sig       ] [250/2057] Completed BJ in 0.3s | 2.87 sym/s | Total: 1.5m | ETA: 10.5m
[2025-11-25T10:44:58.704234] [INFO ] [sig       ] [251/2057] Forecasting BK...
[2025-11-25T10:44:58.704279] [INFO ] [sig       ] Generating forecast for: BK
[2025-11-25T10:44:58.704321] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BK' from 'https://tdm.silogroup.org/data/derivative_storage/BK.csv'.
[2025-11-25T10:44:58.716742] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'BK'.
[2025-11-25T10:44:58.717187] [INFO ] [FORECASTER] Starting predict_future for BK
[2025-11-25T10:44:58.718006] [DEBUG] [LOCAL     ] No optimal features file found for BK: ./output/feature-sets/BK.txt
[2025-11-25T10:44:58.718076] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:44:58.718122] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:44:58.718163] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:44:58.718231] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:44:58.784158] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:44:58.785027] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:44:58.785123] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:44:58.785172] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:44:58.885384] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:44:58.885571] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:44:58.885618] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:44:58.885674] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:44:58.889089] [DEBUG] [FORECASTER] BK: Forecast T+1@11:T+2@11: UP (p=88.76%)
[2025-11-25T10:44:58.889394] [INFO ] [FORECASTER] Completed predict_future for BK
[2025-11-25T10:44:58.889553] [INFO ] [sig       ] BK: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:44:59.029303] [INFO ] [LOCAL     ] Saved forecast: BK	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/BK.txt
[2025-11-25T10:44:59.029477] [INFO ] [sig       ] [251/2057] Completed BK in 0.3s | 2.87 sym/s | Total: 1.5m | ETA: 10.5m
[2025-11-25T10:44:59.029533] [INFO ] [sig       ] [252/2057] Forecasting BKD...
[2025-11-25T10:44:59.029576] [INFO ] [sig       ] Generating forecast for: BKD
[2025-11-25T10:44:59.029621] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BKD' from 'https://tdm.silogroup.org/data/derivative_storage/BKD.csv'.
[2025-11-25T10:44:59.040834] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'BKD'.
[2025-11-25T10:44:59.041316] [INFO ] [FORECASTER] Starting predict_future for BKD
[2025-11-25T10:44:59.042133] [DEBUG] [LOCAL     ] No optimal features file found for BKD: ./output/feature-sets/BKD.txt
[2025-11-25T10:44:59.042204] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:44:59.042254] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:44:59.042295] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:44:59.042365] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:44:59.110387] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:44:59.111400] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:44:59.111502] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:44:59.111551] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:44:59.215564] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:44:59.215783] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:44:59.215850] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:44:59.215896] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:44:59.219922] [DEBUG] [FORECASTER] BKD: Forecast T+1@11:T+2@11: UP (p=61.89%)
[2025-11-25T10:44:59.220266] [INFO ] [FORECASTER] Completed predict_future for BKD
[2025-11-25T10:44:59.220435] [INFO ] [sig       ] BKD: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:44:59.371886] [INFO ] [LOCAL     ] Saved forecast: BKD	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/BKD.txt
[2025-11-25T10:44:59.372076] [INFO ] [sig       ] [252/2057] Completed BKD in 0.3s | 2.87 sym/s | Total: 1.5m | ETA: 10.5m
[2025-11-25T10:44:59.372132] [INFO ] [sig       ] [253/2057] Forecasting BKE...
[2025-11-25T10:44:59.372175] [INFO ] [sig       ] Generating forecast for: BKE
[2025-11-25T10:44:59.372218] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BKE' from 'https://tdm.silogroup.org/data/derivative_storage/BKE.csv'.
[2025-11-25T10:44:59.385432] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'BKE'.
[2025-11-25T10:44:59.385869] [INFO ] [FORECASTER] Starting predict_future for BKE
[2025-11-25T10:44:59.386949] [DEBUG] [LOCAL     ] No optimal features file found for BKE: ./output/feature-sets/BKE.txt
[2025-11-25T10:44:59.387059] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:44:59.387158] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:44:59.387222] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:44:59.387320] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:44:59.461866] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:44:59.462823] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:44:59.462923] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:44:59.462972] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:44:59.580799] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:44:59.581001] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:44:59.581049] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:44:59.581083] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:44:59.584557] [DEBUG] [FORECASTER] BKE: Forecast T+1@11:T+2@11: DOWN (p=26.26%)
[2025-11-25T10:44:59.585070] [INFO ] [FORECASTER] Completed predict_future for BKE
[2025-11-25T10:44:59.585294] [INFO ] [sig       ] BKE: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:44:59.729348] [INFO ] [LOCAL     ] Saved forecast: BKE	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/BKE.txt
[2025-11-25T10:44:59.729537] [INFO ] [sig       ] [253/2057] Completed BKE in 0.4s | 2.87 sym/s | Total: 1.5m | ETA: 10.5m
[2025-11-25T10:44:59.729594] [INFO ] [sig       ] [254/2057] Forecasting BKH...
[2025-11-25T10:44:59.729637] [INFO ] [sig       ] Generating forecast for: BKH
[2025-11-25T10:44:59.729706] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BKH' from 'https://tdm.silogroup.org/data/derivative_storage/BKH.csv'.
[2025-11-25T10:44:59.740397] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'BKH'.
[2025-11-25T10:44:59.740852] [INFO ] [FORECASTER] Starting predict_future for BKH
[2025-11-25T10:44:59.741625] [DEBUG] [LOCAL     ] No optimal features file found for BKH: ./output/feature-sets/BKH.txt
[2025-11-25T10:44:59.741723] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:44:59.741770] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:44:59.741811] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:44:59.741880] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:44:59.811632] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:44:59.812632] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:44:59.812761] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:44:59.812808] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:44:59.911270] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:44:59.911467] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:44:59.911515] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:44:59.911550] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:44:59.914984] [DEBUG] [FORECASTER] BKH: Forecast T+1@11:T+2@11: UP (p=65.61%)
[2025-11-25T10:44:59.915321] [INFO ] [FORECASTER] Completed predict_future for BKH
[2025-11-25T10:44:59.915474] [INFO ] [sig       ] BKH: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:45:00.058179] [INFO ] [LOCAL     ] Saved forecast: BKH	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/BKH.txt
[2025-11-25T10:45:00.058381] [INFO ] [sig       ] [254/2057] Completed BKH in 0.3s | 2.87 sym/s | Total: 1.5m | ETA: 10.5m
[2025-11-25T10:45:00.058435] [INFO ] [sig       ] [255/2057] Forecasting BKKT...
[2025-11-25T10:45:00.058479] [INFO ] [sig       ] Generating forecast for: BKKT
[2025-11-25T10:45:00.058521] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BKKT' from 'https://tdm.silogroup.org/data/derivative_storage/BKKT.csv'.
[2025-11-25T10:45:00.071239] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'BKKT'.
[2025-11-25T10:45:00.071762] [INFO ] [FORECASTER] Starting predict_future for BKKT
[2025-11-25T10:45:00.072542] [DEBUG] [LOCAL     ] No optimal features file found for BKKT: ./output/feature-sets/BKKT.txt
[2025-11-25T10:45:00.072613] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:45:00.072679] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:45:00.072722] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:45:00.072790] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:45:00.141309] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:45:00.142218] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:45:00.142316] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:45:00.142363] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:45:00.907990] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:45:00.908196] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:45:00.908245] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:45:00.908280] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:45:00.911988] [DEBUG] [FORECASTER] BKKT: Forecast T+1@11:T+2@11: DOWN (p=2.77%)
[2025-11-25T10:45:00.912340] [INFO ] [FORECASTER] Completed predict_future for BKKT
[2025-11-25T10:45:00.912511] [INFO ] [sig       ] BKKT: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:45:01.061401] [INFO ] [LOCAL     ] Saved forecast: BKKT	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/BKKT.txt
[2025-11-25T10:45:01.061602] [INFO ] [sig       ] [255/2057] Completed BKKT in 1.0s | 2.85 sym/s | Total: 1.5m | ETA: 10.5m
[2025-11-25T10:45:01.061681] [INFO ] [sig       ] [256/2057] Forecasting BKN...
[2025-11-25T10:45:01.061727] [INFO ] [sig       ] Generating forecast for: BKN
[2025-11-25T10:45:01.061771] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BKN' from 'https://tdm.silogroup.org/data/derivative_storage/BKN.csv'.
[2025-11-25T10:45:01.073399] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'BKN'.
[2025-11-25T10:45:01.073896] [INFO ] [FORECASTER] Starting predict_future for BKN
[2025-11-25T10:45:01.074718] [DEBUG] [LOCAL     ] No optimal features file found for BKN: ./output/feature-sets/BKN.txt
[2025-11-25T10:45:01.074790] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:45:01.074836] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:45:01.074873] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:45:01.074940] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:45:01.139896] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:45:01.140831] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:45:01.140931] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:45:01.140979] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:45:01.244411] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:45:01.244630] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:45:01.244704] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:45:01.244744] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:45:01.248249] [DEBUG] [FORECASTER] BKN: Forecast T+1@11:T+2@11: DOWN (p=6.28%)
[2025-11-25T10:45:01.248535] [INFO ] [FORECASTER] Completed predict_future for BKN
[2025-11-25T10:45:01.248725] [INFO ] [sig       ] BKN: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:45:01.392705] [INFO ] [LOCAL     ] Saved forecast: BKN	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/BKN.txt
[2025-11-25T10:45:01.392912] [INFO ] [sig       ] [256/2057] Completed BKN in 0.3s | 2.85 sym/s | Total: 1.5m | ETA: 10.5m
[2025-11-25T10:45:01.392966] [INFO ] [sig       ] [257/2057] Forecasting BKSY...
[2025-11-25T10:45:01.393010] [INFO ] [sig       ] Generating forecast for: BKSY
[2025-11-25T10:45:01.393060] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BKSY' from 'https://tdm.silogroup.org/data/derivative_storage/BKSY.csv'.
[2025-11-25T10:45:01.403981] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'BKSY'.
[2025-11-25T10:45:01.404425] [INFO ] [FORECASTER] Starting predict_future for BKSY
[2025-11-25T10:45:01.405252] [DEBUG] [LOCAL     ] No optimal features file found for BKSY: ./output/feature-sets/BKSY.txt
[2025-11-25T10:45:01.405323] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:45:01.405370] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:45:01.405411] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:45:01.405479] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:45:01.470503] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:45:01.471422] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:45:01.471530] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:45:01.471577] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:45:01.577198] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:45:01.577395] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:45:01.577442] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:45:01.577477] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:45:01.580909] [DEBUG] [FORECASTER] BKSY: Forecast T+1@11:T+2@11: DOWN (p=36.08%)
[2025-11-25T10:45:01.581207] [INFO ] [FORECASTER] Completed predict_future for BKSY
[2025-11-25T10:45:01.581359] [INFO ] [sig       ] BKSY: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:45:01.735776] [INFO ] [LOCAL     ] Saved forecast: BKSY	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/BKSY.txt
[2025-11-25T10:45:01.735973] [INFO ] [sig       ] [257/2057] Completed BKSY in 0.3s | 2.85 sym/s | Total: 1.5m | ETA: 10.5m
[2025-11-25T10:45:01.736029] [INFO ] [sig       ] [258/2057] Forecasting BKT...
[2025-11-25T10:45:01.736074] [INFO ] [sig       ] Generating forecast for: BKT
[2025-11-25T10:45:01.736115] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BKT' from 'https://tdm.silogroup.org/data/derivative_storage/BKT.csv'.
[2025-11-25T10:45:01.752826] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'BKT'.
[2025-11-25T10:45:01.753585] [INFO ] [FORECASTER] Starting predict_future for BKT
[2025-11-25T10:45:01.754916] [DEBUG] [LOCAL     ] No optimal features file found for BKT: ./output/feature-sets/BKT.txt
[2025-11-25T10:45:01.755006] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:45:01.755057] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:45:01.755098] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:45:01.755168] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:45:01.833796] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:45:01.834816] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:45:01.834921] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:45:01.834967] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:45:01.953439] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:45:01.953699] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:45:01.953794] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:45:01.953848] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:45:01.957490] [DEBUG] [FORECASTER] BKT: Forecast T+1@11:T+2@11: UP (p=76.79%)
[2025-11-25T10:45:01.958026] [INFO ] [FORECASTER] Completed predict_future for BKT
[2025-11-25T10:45:01.958326] [INFO ] [sig       ] BKT: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:45:02.104246] [INFO ] [LOCAL     ] Saved forecast: BKT	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/BKT.txt
[2025-11-25T10:45:02.104415] [INFO ] [sig       ] [258/2057] Completed BKT in 0.4s | 2.85 sym/s | Total: 1.5m | ETA: 10.5m
[2025-11-25T10:45:02.104469] [INFO ] [sig       ] [259/2057] Forecasting BKU...
[2025-11-25T10:45:02.104511] [INFO ] [sig       ] Generating forecast for: BKU
[2025-11-25T10:45:02.104554] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BKU' from 'https://tdm.silogroup.org/data/derivative_storage/BKU.csv'.
[2025-11-25T10:45:02.116503] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'BKU'.
[2025-11-25T10:45:02.116862] [INFO ] [FORECASTER] Starting predict_future for BKU
[2025-11-25T10:45:02.117672] [DEBUG] [LOCAL     ] No optimal features file found for BKU: ./output/feature-sets/BKU.txt
[2025-11-25T10:45:02.117742] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:45:02.117787] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:45:02.117825] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:45:02.117892] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:45:02.183471] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:45:02.184099] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:45:02.184191] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:45:02.184237] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:45:02.302628] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:45:02.302796] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:45:02.302840] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:45:02.302874] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:45:02.306168] [DEBUG] [FORECASTER] BKU: Forecast T+1@11:T+2@11: DOWN (p=34.81%)
[2025-11-25T10:45:02.306461] [INFO ] [FORECASTER] Completed predict_future for BKU
[2025-11-25T10:45:02.306635] [INFO ] [sig       ] BKU: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:45:02.449705] [INFO ] [LOCAL     ] Saved forecast: BKU	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/BKU.txt
[2025-11-25T10:45:02.449921] [INFO ] [sig       ] [259/2057] Completed BKU in 0.3s | 2.85 sym/s | Total: 1.5m | ETA: 10.5m
[2025-11-25T10:45:02.449986] [INFO ] [sig       ] [260/2057] Forecasting BLCO...
[2025-11-25T10:45:02.450050] [INFO ] [sig       ] Generating forecast for: BLCO
[2025-11-25T10:45:02.450118] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BLCO' from 'https://tdm.silogroup.org/data/derivative_storage/BLCO.csv'.
[2025-11-25T10:45:02.461616] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'BLCO'.
[2025-11-25T10:45:02.462069] [INFO ] [FORECASTER] Starting predict_future for BLCO
[2025-11-25T10:45:02.462926] [DEBUG] [LOCAL     ] No optimal features file found for BLCO: ./output/feature-sets/BLCO.txt
[2025-11-25T10:45:02.462996] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:45:02.463045] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:45:02.463085] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:45:02.463152] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:45:02.529460] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:45:02.530514] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:45:02.530617] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:45:02.530686] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:45:02.646213] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:45:02.646385] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:45:02.646431] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:45:02.646486] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:45:02.649903] [DEBUG] [FORECASTER] BLCO: Forecast T+1@11:T+2@11: DOWN (p=32.73%)
[2025-11-25T10:45:02.650273] [INFO ] [FORECASTER] Completed predict_future for BLCO
[2025-11-25T10:45:02.650502] [INFO ] [sig       ] BLCO: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:45:02.795328] [INFO ] [LOCAL     ] Saved forecast: BLCO	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/BLCO.txt
[2025-11-25T10:45:02.795513] [INFO ] [sig       ] [260/2057] Completed BLCO in 0.3s | 2.85 sym/s | Total: 1.5m | ETA: 10.5m
[2025-11-25T10:45:02.795569] [INFO ] [sig       ] [261/2057] Forecasting BLD...
[2025-11-25T10:45:02.795613] [INFO ] [sig       ] Generating forecast for: BLD
[2025-11-25T10:45:02.795680] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BLD' from 'https://tdm.silogroup.org/data/derivative_storage/BLD.csv'.
[2025-11-25T10:45:02.810950] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'BLD'.
[2025-11-25T10:45:02.811600] [INFO ] [FORECASTER] Starting predict_future for BLD
[2025-11-25T10:45:02.812632] [DEBUG] [LOCAL     ] No optimal features file found for BLD: ./output/feature-sets/BLD.txt
[2025-11-25T10:45:02.812725] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:45:02.812776] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:45:02.812818] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:45:02.812890] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:45:02.889621] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:45:02.890914] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:45:02.891041] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:45:02.891091] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:45:03.031688] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:45:03.032079] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:45:03.032129] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:45:03.032165] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:45:03.036682] [DEBUG] [FORECASTER] BLD: Forecast T+1@11:T+2@11: UP (p=52.48%)
[2025-11-25T10:45:03.037204] [INFO ] [FORECASTER] Completed predict_future for BLD
[2025-11-25T10:45:03.037435] [INFO ] [sig       ] BLD: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:45:03.206823] [INFO ] [LOCAL     ] Saved forecast: BLD	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/BLD.txt
[2025-11-25T10:45:03.207080] [INFO ] [sig       ] [261/2057] Completed BLD in 0.4s | 2.85 sym/s | Total: 1.5m | ETA: 10.5m
[2025-11-25T10:45:03.207152] [INFO ] [sig       ] [262/2057] Forecasting BLDR...
[2025-11-25T10:45:03.207201] [INFO ] [sig       ] Generating forecast for: BLDR
[2025-11-25T10:45:03.207252] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BLDR' from 'https://tdm.silogroup.org/data/derivative_storage/BLDR.csv'.
[2025-11-25T10:45:03.221120] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'BLDR'.
[2025-11-25T10:45:03.221677] [INFO ] [FORECASTER] Starting predict_future for BLDR
[2025-11-25T10:45:03.222568] [DEBUG] [LOCAL     ] No optimal features file found for BLDR: ./output/feature-sets/BLDR.txt
[2025-11-25T10:45:03.222674] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:45:03.222737] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:45:03.222790] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:45:03.222874] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:45:03.296942] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:45:03.297960] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:45:03.298082] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:45:03.298134] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:45:03.459962] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:45:03.460186] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:45:03.460236] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:45:03.460271] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:45:03.463909] [DEBUG] [FORECASTER] BLDR: Forecast T+1@11:T+2@11: UP (p=69.58%)
[2025-11-25T10:45:03.464223] [INFO ] [FORECASTER] Completed predict_future for BLDR
[2025-11-25T10:45:03.464401] [INFO ] [sig       ] BLDR: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:45:03.606294] [INFO ] [LOCAL     ] Saved forecast: BLDR	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/BLDR.txt
[2025-11-25T10:45:03.606495] [INFO ] [sig       ] [262/2057] Completed BLDR in 0.4s | 2.85 sym/s | Total: 1.5m | ETA: 10.5m
[2025-11-25T10:45:03.606551] [INFO ] [sig       ] [263/2057] Forecasting BLE...
[2025-11-25T10:45:03.606598] [INFO ] [sig       ] Generating forecast for: BLE
[2025-11-25T10:45:03.606664] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BLE' from 'https://tdm.silogroup.org/data/derivative_storage/BLE.csv'.
[2025-11-25T10:45:03.618936] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'BLE'.
[2025-11-25T10:45:03.619395] [INFO ] [FORECASTER] Starting predict_future for BLE
[2025-11-25T10:45:03.620189] [DEBUG] [LOCAL     ] No optimal features file found for BLE: ./output/feature-sets/BLE.txt
[2025-11-25T10:45:03.620262] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:45:03.620309] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:45:03.620351] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:45:03.620420] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:45:03.685941] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:45:03.686862] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:45:03.686965] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:45:03.687014] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:45:03.809425] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:45:03.809624] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:45:03.809694] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:45:03.809758] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:45:03.813181] [DEBUG] [FORECASTER] BLE: Forecast T+1@11:T+2@11: UP (p=53.44%)
[2025-11-25T10:45:03.813694] [INFO ] [FORECASTER] Completed predict_future for BLE
[2025-11-25T10:45:03.813931] [INFO ] [sig       ] BLE: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:45:03.955211] [INFO ] [LOCAL     ] Saved forecast: BLE	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/BLE.txt
[2025-11-25T10:45:03.955407] [INFO ] [sig       ] [263/2057] Completed BLE in 0.3s | 2.85 sym/s | Total: 1.5m | ETA: 10.5m
[2025-11-25T10:45:03.955465] [INFO ] [sig       ] [264/2057] Forecasting BLK...
[2025-11-25T10:45:03.955510] [INFO ] [sig       ] Generating forecast for: BLK
[2025-11-25T10:45:03.955553] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BLK' from 'https://tdm.silogroup.org/data/derivative_storage/BLK.csv'.
[2025-11-25T10:45:03.969718] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'BLK'.
[2025-11-25T10:45:03.970318] [INFO ] [FORECASTER] Starting predict_future for BLK
[2025-11-25T10:45:03.971358] [DEBUG] [LOCAL     ] No optimal features file found for BLK: ./output/feature-sets/BLK.txt
[2025-11-25T10:45:03.971434] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:45:03.971483] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:45:03.971524] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:45:03.971596] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:45:04.041577] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:45:04.042840] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:45:04.042958] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:45:04.043007] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:45:04.180960] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:45:04.181224] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:45:04.181280] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:45:04.181328] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:45:04.185668] [DEBUG] [FORECASTER] BLK: Forecast T+1@11:T+2@11: DOWN (p=27.89%)
[2025-11-25T10:45:04.186034] [INFO ] [FORECASTER] Completed predict_future for BLK
[2025-11-25T10:45:04.186227] [INFO ] [sig       ] BLK: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:45:04.328733] [INFO ] [LOCAL     ] Saved forecast: BLK	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/BLK.txt
[2025-11-25T10:45:04.328936] [INFO ] [sig       ] [264/2057] Completed BLK in 0.4s | 2.85 sym/s | Total: 1.5m | ETA: 10.5m
[2025-11-25T10:45:04.329024] [INFO ] [sig       ] [265/2057] Forecasting BLND...
[2025-11-25T10:45:04.329084] [INFO ] [sig       ] Generating forecast for: BLND
[2025-11-25T10:45:04.329149] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BLND' from 'https://tdm.silogroup.org/data/derivative_storage/BLND.csv'.
[2025-11-25T10:45:04.341538] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'BLND'.
[2025-11-25T10:45:04.342023] [INFO ] [FORECASTER] Starting predict_future for BLND
[2025-11-25T10:45:04.342918] [DEBUG] [LOCAL     ] No optimal features file found for BLND: ./output/feature-sets/BLND.txt
[2025-11-25T10:45:04.342992] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:45:04.343042] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:45:04.343085] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:45:04.343157] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:45:04.410348] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:45:04.411296] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:45:04.411395] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:45:04.411445] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:45:04.535820] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:45:04.536036] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:45:04.536082] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:45:04.536116] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:45:04.539550] [DEBUG] [FORECASTER] BLND: Forecast T+1@11:T+2@11: DOWN (p=17.75%)
[2025-11-25T10:45:04.539863] [INFO ] [FORECASTER] Completed predict_future for BLND
[2025-11-25T10:45:04.540036] [INFO ] [sig       ] BLND: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:45:04.682245] [INFO ] [LOCAL     ] Saved forecast: BLND	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/BLND.txt
[2025-11-25T10:45:04.682446] [INFO ] [sig       ] [265/2057] Completed BLND in 0.4s | 2.85 sym/s | Total: 1.5m | ETA: 10.5m
[2025-11-25T10:45:04.682503] [INFO ] [sig       ] [266/2057] Forecasting BLW...
[2025-11-25T10:45:04.682547] [INFO ] [sig       ] Generating forecast for: BLW
[2025-11-25T10:45:04.682590] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BLW' from 'https://tdm.silogroup.org/data/derivative_storage/BLW.csv'.
[2025-11-25T10:45:04.694690] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'BLW'.
[2025-11-25T10:45:04.695115] [INFO ] [FORECASTER] Starting predict_future for BLW
[2025-11-25T10:45:04.695915] [DEBUG] [LOCAL     ] No optimal features file found for BLW: ./output/feature-sets/BLW.txt
[2025-11-25T10:45:04.696003] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:45:04.696051] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:45:04.696092] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:45:04.696164] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:45:04.762188] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:45:04.763120] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:45:04.763222] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:45:04.763269] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:45:04.890057] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:45:04.890330] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:45:04.890391] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:45:04.890437] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:45:04.894038] [DEBUG] [FORECASTER] BLW: Forecast T+1@11:T+2@11: UP (p=66.81%)
[2025-11-25T10:45:04.894360] [INFO ] [FORECASTER] Completed predict_future for BLW
[2025-11-25T10:45:04.894527] [INFO ] [sig       ] BLW: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:45:05.035687] [INFO ] [LOCAL     ] Saved forecast: BLW	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/BLW.txt
[2025-11-25T10:45:05.035886] [INFO ] [sig       ] [266/2057] Completed BLW in 0.4s | 2.85 sym/s | Total: 1.6m | ETA: 10.5m
[2025-11-25T10:45:05.035942] [INFO ] [sig       ] [267/2057] Forecasting BLX...
[2025-11-25T10:45:05.035986] [INFO ] [sig       ] Generating forecast for: BLX
[2025-11-25T10:45:05.036028] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BLX' from 'https://tdm.silogroup.org/data/derivative_storage/BLX.csv'.
[2025-11-25T10:45:05.047927] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'BLX'.
[2025-11-25T10:45:05.048342] [INFO ] [FORECASTER] Starting predict_future for BLX
[2025-11-25T10:45:05.049143] [DEBUG] [LOCAL     ] No optimal features file found for BLX: ./output/feature-sets/BLX.txt
[2025-11-25T10:45:05.049212] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:45:05.049258] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:45:05.049301] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:45:05.049372] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:45:05.114934] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:45:05.115840] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:45:05.115940] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:45:05.115989] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:45:05.233924] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:45:05.234123] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:45:05.234171] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:45:05.234207] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:45:05.237850] [DEBUG] [FORECASTER] BLX: Forecast T+1@11:T+2@11: DOWN (p=3.15%)
[2025-11-25T10:45:05.238234] [INFO ] [FORECASTER] Completed predict_future for BLX
[2025-11-25T10:45:05.238417] [INFO ] [sig       ] BLX: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:45:05.383435] [INFO ] [LOCAL     ] Saved forecast: BLX	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/BLX.txt
[2025-11-25T10:45:05.383659] [INFO ] [sig       ] [267/2057] Completed BLX in 0.3s | 2.85 sym/s | Total: 1.6m | ETA: 10.5m
[2025-11-25T10:45:05.383719] [INFO ] [sig       ] [268/2057] Forecasting BMA...
[2025-11-25T10:45:05.383761] [INFO ] [sig       ] Generating forecast for: BMA
[2025-11-25T10:45:05.383804] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BMA' from 'https://tdm.silogroup.org/data/derivative_storage/BMA.csv'.
[2025-11-25T10:45:05.395422] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'BMA'.
[2025-11-25T10:45:05.395841] [INFO ] [FORECASTER] Starting predict_future for BMA
[2025-11-25T10:45:05.396635] [DEBUG] [LOCAL     ] No optimal features file found for BMA: ./output/feature-sets/BMA.txt
[2025-11-25T10:45:05.396734] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:45:05.396782] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:45:05.396823] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:45:05.396892] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:45:05.461743] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:45:05.462354] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:45:05.462447] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:45:05.462493] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:45:05.583660] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:45:05.583785] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:45:05.583828] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:45:05.583864] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:45:05.587002] [DEBUG] [FORECASTER] BMA: Forecast T+1@11:T+2@11: DOWN (p=12.61%)
[2025-11-25T10:45:05.587295] [INFO ] [FORECASTER] Completed predict_future for BMA
[2025-11-25T10:45:05.587454] [INFO ] [sig       ] BMA: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:45:05.727438] [INFO ] [LOCAL     ] Saved forecast: BMA	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/BMA.txt
[2025-11-25T10:45:05.727596] [INFO ] [sig       ] [268/2057] Completed BMA in 0.3s | 2.85 sym/s | Total: 1.6m | ETA: 10.5m
[2025-11-25T10:45:05.727670] [INFO ] [sig       ] [269/2057] Forecasting BME...
[2025-11-25T10:45:05.727715] [INFO ] [sig       ] Generating forecast for: BME
[2025-11-25T10:45:05.727760] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BME' from 'https://tdm.silogroup.org/data/derivative_storage/BME.csv'.
[2025-11-25T10:45:05.740213] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'BME'.
[2025-11-25T10:45:05.740667] [INFO ] [FORECASTER] Starting predict_future for BME
[2025-11-25T10:45:05.741456] [DEBUG] [LOCAL     ] No optimal features file found for BME: ./output/feature-sets/BME.txt
[2025-11-25T10:45:05.741529] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:45:05.741578] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:45:05.741619] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:45:05.741712] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:45:05.805957] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:45:05.806731] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:45:05.806829] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:45:05.806882] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:45:05.934850] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:45:05.935261] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:45:05.935310] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:45:05.935345] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:45:05.939053] [DEBUG] [FORECASTER] BME: Forecast T+1@11:T+2@11: UP (p=50.51%)
[2025-11-25T10:45:05.939559] [INFO ] [FORECASTER] Completed predict_future for BME
[2025-11-25T10:45:05.939815] [INFO ] [sig       ] BME: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:45:06.081612] [INFO ] [LOCAL     ] Saved forecast: BME	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/BME.txt
[2025-11-25T10:45:06.081842] [INFO ] [sig       ] [269/2057] Completed BME in 0.4s | 2.85 sym/s | Total: 1.6m | ETA: 10.5m
[2025-11-25T10:45:06.081909] [INFO ] [sig       ] [270/2057] Forecasting BMEZ...
[2025-11-25T10:45:06.081954] [INFO ] [sig       ] Generating forecast for: BMEZ
[2025-11-25T10:45:06.081997] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BMEZ' from 'https://tdm.silogroup.org/data/derivative_storage/BMEZ.csv'.
[2025-11-25T10:45:06.094414] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'BMEZ'.
[2025-11-25T10:45:06.094881] [INFO ] [FORECASTER] Starting predict_future for BMEZ
[2025-11-25T10:45:06.095738] [DEBUG] [LOCAL     ] No optimal features file found for BMEZ: ./output/feature-sets/BMEZ.txt
[2025-11-25T10:45:06.095809] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:45:06.095855] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:45:06.095897] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:45:06.095966] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:45:06.164617] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:45:06.165544] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:45:06.165675] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:45:06.165726] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:45:06.294664] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:45:06.294859] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:45:06.294906] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:45:06.294941] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:45:06.298414] [DEBUG] [FORECASTER] BMEZ: Forecast T+1@11:T+2@11: DOWN (p=31.77%)
[2025-11-25T10:45:06.298741] [INFO ] [FORECASTER] Completed predict_future for BMEZ
[2025-11-25T10:45:06.298926] [INFO ] [sig       ] BMEZ: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:45:06.443875] [INFO ] [LOCAL     ] Saved forecast: BMEZ	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/BMEZ.txt
[2025-11-25T10:45:06.444043] [INFO ] [sig       ] [270/2057] Completed BMEZ in 0.4s | 2.85 sym/s | Total: 1.6m | ETA: 10.5m
[2025-11-25T10:45:06.444099] [INFO ] [sig       ] [271/2057] Forecasting BMI...
[2025-11-25T10:45:06.444143] [INFO ] [sig       ] Generating forecast for: BMI
[2025-11-25T10:45:06.444187] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BMI' from 'https://tdm.silogroup.org/data/derivative_storage/BMI.csv'.
[2025-11-25T10:45:06.455875] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'BMI'.
[2025-11-25T10:45:06.456241] [INFO ] [FORECASTER] Starting predict_future for BMI
[2025-11-25T10:45:06.457081] [DEBUG] [LOCAL     ] No optimal features file found for BMI: ./output/feature-sets/BMI.txt
[2025-11-25T10:45:06.457149] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:45:06.457193] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:45:06.457231] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:45:06.457299] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:45:06.521947] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:45:06.522575] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:45:06.522685] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:45:06.522734] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:45:06.642833] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:45:06.643019] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:45:06.643065] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:45:06.643099] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:45:06.646442] [DEBUG] [FORECASTER] BMI: Forecast T+1@11:T+2@11: UP (p=68.55%)
[2025-11-25T10:45:06.646748] [INFO ] [FORECASTER] Completed predict_future for BMI
[2025-11-25T10:45:06.646940] [INFO ] [sig       ] BMI: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:45:06.786881] [INFO ] [LOCAL     ] Saved forecast: BMI	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/BMI.txt
[2025-11-25T10:45:06.787062] [INFO ] [sig       ] [271/2057] Completed BMI in 0.3s | 2.85 sym/s | Total: 1.6m | ETA: 10.4m
[2025-11-25T10:45:06.787119] [INFO ] [sig       ] [272/2057] Forecasting BMN...
[2025-11-25T10:45:06.787163] [INFO ] [sig       ] Generating forecast for: BMN
[2025-11-25T10:45:06.787208] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BMN' from 'https://tdm.silogroup.org/data/derivative_storage/BMN.csv'.
[2025-11-25T10:45:06.800050] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'BMN'.
[2025-11-25T10:45:06.800588] [INFO ] [FORECASTER] Starting predict_future for BMN
[2025-11-25T10:45:06.801839] [DEBUG] [LOCAL     ] No optimal features file found for BMN: ./output/feature-sets/BMN.txt
[2025-11-25T10:45:06.801919] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:45:06.801984] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:45:06.802026] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:45:06.802098] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:45:06.874027] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:45:06.875189] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:45:06.875322] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:45:06.875374] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:45:06.999882] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:45:07.000282] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:45:07.000331] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:45:07.000367] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:45:07.004057] [DEBUG] [FORECASTER] BMN: Forecast T+1@11:T+2@11: DOWN (p=2.84%)
[2025-11-25T10:45:07.004368] [INFO ] [FORECASTER] Completed predict_future for BMN
[2025-11-25T10:45:07.004537] [INFO ] [sig       ] BMN: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:45:07.144864] [INFO ] [LOCAL     ] Saved forecast: BMN	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/BMN.txt
[2025-11-25T10:45:07.145056] [INFO ] [sig       ] [272/2057] Completed BMN in 0.4s | 2.85 sym/s | Total: 1.6m | ETA: 10.4m
[2025-11-25T10:45:07.145113] [INFO ] [sig       ] [273/2057] Forecasting BMO...
[2025-11-25T10:45:07.145157] [INFO ] [sig       ] Generating forecast for: BMO
[2025-11-25T10:45:07.145201] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BMO' from 'https://tdm.silogroup.org/data/derivative_storage/BMO.csv'.
[2025-11-25T10:45:07.156476] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'BMO'.
[2025-11-25T10:45:07.157063] [INFO ] [FORECASTER] Starting predict_future for BMO
[2025-11-25T10:45:07.157900] [DEBUG] [LOCAL     ] No optimal features file found for BMO: ./output/feature-sets/BMO.txt
[2025-11-25T10:45:07.157975] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:45:07.158023] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:45:07.158066] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:45:07.158137] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:45:07.224548] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:45:07.225418] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:45:07.225522] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:45:07.225572] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:45:07.357964] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:45:07.358176] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:45:07.358246] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:45:07.358283] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:45:07.364104] [DEBUG] [FORECASTER] BMO: Forecast T+1@11:T+2@11: DOWN (p=47.46%)
[2025-11-25T10:45:07.364502] [INFO ] [FORECASTER] Completed predict_future for BMO
[2025-11-25T10:45:07.364709] [INFO ] [sig       ] BMO: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:45:07.510048] [INFO ] [LOCAL     ] Saved forecast: BMO	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/BMO.txt
[2025-11-25T10:45:07.510250] [INFO ] [sig       ] [273/2057] Completed BMO in 0.4s | 2.85 sym/s | Total: 1.6m | ETA: 10.4m
[2025-11-25T10:45:07.510310] [INFO ] [sig       ] [274/2057] Forecasting BMY...
[2025-11-25T10:45:07.510354] [INFO ] [sig       ] Generating forecast for: BMY
[2025-11-25T10:45:07.510396] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BMY' from 'https://tdm.silogroup.org/data/derivative_storage/BMY.csv'.
[2025-11-25T10:45:07.523066] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'BMY'.
[2025-11-25T10:45:07.523546] [INFO ] [FORECASTER] Starting predict_future for BMY
[2025-11-25T10:45:07.524386] [DEBUG] [LOCAL     ] No optimal features file found for BMY: ./output/feature-sets/BMY.txt
[2025-11-25T10:45:07.524459] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:45:07.524507] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:45:07.524547] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:45:07.524617] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:45:07.590345] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:45:07.591299] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:45:07.591408] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:45:07.591460] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:45:07.717412] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:45:07.717624] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:45:07.717697] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:45:07.717769] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:45:07.721362] [DEBUG] [FORECASTER] BMY: Forecast T+1@11:T+2@11: DOWN (p=36.60%)
[2025-11-25T10:45:07.721770] [INFO ] [FORECASTER] Completed predict_future for BMY
[2025-11-25T10:45:07.722145] [INFO ] [sig       ] BMY: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:45:07.865764] [INFO ] [LOCAL     ] Saved forecast: BMY	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/BMY.txt
[2025-11-25T10:45:07.865970] [INFO ] [sig       ] [274/2057] Completed BMY in 0.4s | 2.85 sym/s | Total: 1.6m | ETA: 10.4m
[2025-11-25T10:45:07.866030] [INFO ] [sig       ] [275/2057] Forecasting BN...
[2025-11-25T10:45:07.866074] [INFO ] [sig       ] Generating forecast for: BN
[2025-11-25T10:45:07.866122] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BN' from 'https://tdm.silogroup.org/data/derivative_storage/BN.csv'.
[2025-11-25T10:45:07.878414] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'BN'.
[2025-11-25T10:45:07.878895] [INFO ] [FORECASTER] Starting predict_future for BN
[2025-11-25T10:45:07.879728] [DEBUG] [LOCAL     ] No optimal features file found for BN: ./output/feature-sets/BN.txt
[2025-11-25T10:45:07.879800] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:45:07.879850] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:45:07.879898] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:45:07.879972] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:45:07.944991] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:45:07.945930] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:45:07.946053] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:45:07.946106] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:45:08.070755] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:45:08.070965] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:45:08.071014] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:45:08.071052] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:45:08.074573] [DEBUG] [FORECASTER] BN: Forecast T+1@11:T+2@11: UP (p=98.39%)
[2025-11-25T10:45:08.074902] [INFO ] [FORECASTER] Completed predict_future for BN
[2025-11-25T10:45:08.075073] [INFO ] [sig       ] BN: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:45:08.217001] [INFO ] [LOCAL     ] Saved forecast: BN	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/BN.txt
[2025-11-25T10:45:08.217237] [INFO ] [sig       ] [275/2057] Completed BN in 0.4s | 2.85 sym/s | Total: 1.6m | ETA: 10.4m
[2025-11-25T10:45:08.217316] [INFO ] [sig       ] [276/2057] Forecasting BNED...
[2025-11-25T10:45:08.217363] [INFO ] [sig       ] Generating forecast for: BNED
[2025-11-25T10:45:08.217406] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BNED' from 'https://tdm.silogroup.org/data/derivative_storage/BNED.csv'.
[2025-11-25T10:45:08.229575] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'BNED'.
[2025-11-25T10:45:08.230004] [INFO ] [FORECASTER] Starting predict_future for BNED
[2025-11-25T10:45:08.230801] [DEBUG] [LOCAL     ] No optimal features file found for BNED: ./output/feature-sets/BNED.txt
[2025-11-25T10:45:08.230871] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:45:08.230921] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:45:08.230965] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:45:08.231033] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:45:08.298796] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:45:08.299769] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:45:08.299873] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:45:08.299925] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:45:08.416806] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:45:08.417002] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:45:08.417069] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:45:08.417105] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:45:08.420517] [DEBUG] [FORECASTER] BNED: Forecast T+1@11:T+2@11: DOWN (p=10.49%)
[2025-11-25T10:45:08.420833] [INFO ] [FORECASTER] Completed predict_future for BNED
[2025-11-25T10:45:08.420997] [INFO ] [sig       ] BNED: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:45:08.563677] [INFO ] [LOCAL     ] Saved forecast: BNED	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/BNED.txt
[2025-11-25T10:45:08.563863] [INFO ] [sig       ] [276/2057] Completed BNED in 0.3s | 2.85 sym/s | Total: 1.6m | ETA: 10.4m
[2025-11-25T10:45:08.563919] [INFO ] [sig       ] [277/2057] Forecasting BNH...
[2025-11-25T10:45:08.563963] [INFO ] [sig       ] Generating forecast for: BNH
[2025-11-25T10:45:08.564005] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BNH' from 'https://tdm.silogroup.org/data/derivative_storage/BNH.csv'.
[2025-11-25T10:45:08.574596] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'BNH'.
[2025-11-25T10:45:08.575071] [INFO ] [FORECASTER] Starting predict_future for BNH
[2025-11-25T10:45:08.575874] [DEBUG] [LOCAL     ] No optimal features file found for BNH: ./output/feature-sets/BNH.txt
[2025-11-25T10:45:08.575946] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:45:08.575993] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:45:08.576054] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:45:08.576128] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:45:08.642539] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:45:08.643439] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:45:08.643543] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:45:08.643593] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:45:08.744904] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:45:08.745100] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:45:08.745146] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:45:08.745181] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:45:08.748825] [DEBUG] [FORECASTER] BNH: Forecast T+1@11:T+2@11: DOWN (p=7.35%)
[2025-11-25T10:45:08.749232] [INFO ] [FORECASTER] Completed predict_future for BNH
[2025-11-25T10:45:08.749405] [INFO ] [sig       ] BNH: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:45:08.898728] [INFO ] [LOCAL     ] Saved forecast: BNH	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/BNH.txt
[2025-11-25T10:45:08.898915] [INFO ] [sig       ] [277/2057] Completed BNH in 0.3s | 2.85 sym/s | Total: 1.6m | ETA: 10.4m
[2025-11-25T10:45:08.898973] [INFO ] [sig       ] [278/2057] Forecasting BNJ...
[2025-11-25T10:45:08.899017] [INFO ] [sig       ] Generating forecast for: BNJ
[2025-11-25T10:45:08.899061] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BNJ' from 'https://tdm.silogroup.org/data/derivative_storage/BNJ.csv'.
[2025-11-25T10:45:08.910024] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'BNJ'.
[2025-11-25T10:45:08.910423] [INFO ] [FORECASTER] Starting predict_future for BNJ
[2025-11-25T10:45:08.911219] [DEBUG] [LOCAL     ] No optimal features file found for BNJ: ./output/feature-sets/BNJ.txt
[2025-11-25T10:45:08.911290] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:45:08.911337] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:45:08.911379] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:45:08.911449] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:45:08.978154] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:45:08.978935] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:45:08.979036] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:45:08.979088] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:45:09.093370] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:45:09.093577] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:45:09.093626] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:45:09.093686] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:45:09.097279] [DEBUG] [FORECASTER] BNJ: Forecast T+1@11:T+2@11: UP (p=88.51%)
[2025-11-25T10:45:09.097796] [INFO ] [FORECASTER] Completed predict_future for BNJ
[2025-11-25T10:45:09.098066] [INFO ] [sig       ] BNJ: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:45:09.240352] [INFO ] [LOCAL     ] Saved forecast: BNJ	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/BNJ.txt
[2025-11-25T10:45:09.240545] [INFO ] [sig       ] [278/2057] Completed BNJ in 0.3s | 2.85 sym/s | Total: 1.6m | ETA: 10.4m
[2025-11-25T10:45:09.240601] [INFO ] [sig       ] [279/2057] Forecasting BNL...
[2025-11-25T10:45:09.240666] [INFO ] [sig       ] Generating forecast for: BNL
[2025-11-25T10:45:09.240715] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BNL' from 'https://tdm.silogroup.org/data/derivative_storage/BNL.csv'.
[2025-11-25T10:45:09.252966] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'BNL'.
[2025-11-25T10:45:09.253407] [INFO ] [FORECASTER] Starting predict_future for BNL
[2025-11-25T10:45:09.254263] [DEBUG] [LOCAL     ] No optimal features file found for BNL: ./output/feature-sets/BNL.txt
[2025-11-25T10:45:09.254335] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:45:09.254382] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:45:09.254426] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:45:09.254497] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:45:09.323145] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:45:09.324281] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:45:09.324391] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:45:09.324440] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:45:09.430289] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:45:09.430490] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:45:09.430539] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:45:09.430575] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:45:09.434040] [DEBUG] [FORECASTER] BNL: Forecast T+1@11:T+2@11: UP (p=93.37%)
[2025-11-25T10:45:09.434533] [INFO ] [FORECASTER] Completed predict_future for BNL
[2025-11-25T10:45:09.434786] [INFO ] [sig       ] BNL: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:45:09.575566] [INFO ] [LOCAL     ] Saved forecast: BNL	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/BNL.txt
[2025-11-25T10:45:09.575755] [INFO ] [sig       ] [279/2057] Completed BNL in 0.3s | 2.85 sym/s | Total: 1.6m | ETA: 10.4m
[2025-11-25T10:45:09.575811] [INFO ] [sig       ] [280/2057] Forecasting BNS...
[2025-11-25T10:45:09.575856] [INFO ] [sig       ] Generating forecast for: BNS
[2025-11-25T10:45:09.575899] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BNS' from 'https://tdm.silogroup.org/data/derivative_storage/BNS.csv'.
[2025-11-25T10:45:09.587495] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'BNS'.
[2025-11-25T10:45:09.588020] [INFO ] [FORECASTER] Starting predict_future for BNS
[2025-11-25T10:45:09.588871] [DEBUG] [LOCAL     ] No optimal features file found for BNS: ./output/feature-sets/BNS.txt
[2025-11-25T10:45:09.588957] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:45:09.589015] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:45:09.589061] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:45:09.589134] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:45:09.656275] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:45:09.657284] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:45:09.657389] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:45:09.657438] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:45:09.758975] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:45:09.759172] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:45:09.759219] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:45:09.759255] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:45:09.762680] [DEBUG] [FORECASTER] BNS: Forecast T+1@11:T+2@11: UP (p=99.06%)
[2025-11-25T10:45:09.763188] [INFO ] [FORECASTER] Completed predict_future for BNS
[2025-11-25T10:45:09.763422] [INFO ] [sig       ] BNS: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:45:09.908197] [INFO ] [LOCAL     ] Saved forecast: BNS	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/BNS.txt
[2025-11-25T10:45:09.908406] [INFO ] [sig       ] [280/2057] Completed BNS in 0.3s | 2.85 sym/s | Total: 1.6m | ETA: 10.4m
[2025-11-25T10:45:09.908461] [INFO ] [sig       ] [281/2057] Forecasting BNY...
[2025-11-25T10:45:09.908504] [INFO ] [sig       ] Generating forecast for: BNY
[2025-11-25T10:45:09.908555] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BNY' from 'https://tdm.silogroup.org/data/derivative_storage/BNY.csv'.
[2025-11-25T10:45:09.921188] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'BNY'.
[2025-11-25T10:45:09.921685] [INFO ] [FORECASTER] Starting predict_future for BNY
[2025-11-25T10:45:09.922491] [DEBUG] [LOCAL     ] No optimal features file found for BNY: ./output/feature-sets/BNY.txt
[2025-11-25T10:45:09.922563] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:45:09.922609] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:45:09.922672] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:45:09.922747] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:45:09.988635] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:45:09.989410] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:45:09.989509] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:45:09.989559] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:45:10.091009] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:45:10.091199] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:45:10.091246] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:45:10.091280] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:45:10.094629] [DEBUG] [FORECASTER] BNY: Forecast T+1@11:T+2@11: DOWN (p=18.12%)
[2025-11-25T10:45:10.094964] [INFO ] [FORECASTER] Completed predict_future for BNY
[2025-11-25T10:45:10.095128] [INFO ] [sig       ] BNY: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:45:10.236525] [INFO ] [LOCAL     ] Saved forecast: BNY	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/BNY.txt
[2025-11-25T10:45:10.236722] [INFO ] [sig       ] [281/2057] Completed BNY in 0.3s | 2.85 sym/s | Total: 1.6m | ETA: 10.4m
[2025-11-25T10:45:10.236779] [INFO ] [sig       ] [282/2057] Forecasting BOC...
[2025-11-25T10:45:10.236822] [INFO ] [sig       ] Generating forecast for: BOC
[2025-11-25T10:45:10.236865] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BOC' from 'https://tdm.silogroup.org/data/derivative_storage/BOC.csv'.
[2025-11-25T10:45:10.249446] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'BOC'.
[2025-11-25T10:45:10.249951] [INFO ] [FORECASTER] Starting predict_future for BOC
[2025-11-25T10:45:10.250771] [DEBUG] [LOCAL     ] No optimal features file found for BOC: ./output/feature-sets/BOC.txt
[2025-11-25T10:45:10.250845] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:45:10.250892] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:45:10.250938] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:45:10.251006] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:45:10.320996] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:45:10.321944] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:45:10.322048] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:45:10.322100] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:45:10.454842] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:45:10.455029] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:45:10.455079] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:45:10.455117] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:45:10.458741] [DEBUG] [FORECASTER] BOC: Forecast T+1@11:T+2@11: UP (p=75.16%)
[2025-11-25T10:45:10.459071] [INFO ] [FORECASTER] Completed predict_future for BOC
[2025-11-25T10:45:10.459238] [INFO ] [sig       ] BOC: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:45:10.608880] [INFO ] [LOCAL     ] Saved forecast: BOC	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/BOC.txt
[2025-11-25T10:45:10.609065] [INFO ] [sig       ] [282/2057] Completed BOC in 0.4s | 2.85 sym/s | Total: 1.6m | ETA: 10.4m
[2025-11-25T10:45:10.609124] [INFO ] [sig       ] [283/2057] Forecasting BOE...
[2025-11-25T10:45:10.609170] [INFO ] [sig       ] Generating forecast for: BOE
[2025-11-25T10:45:10.609214] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BOE' from 'https://tdm.silogroup.org/data/derivative_storage/BOE.csv'.
[2025-11-25T10:45:10.621822] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'BOE'.
[2025-11-25T10:45:10.622258] [INFO ] [FORECASTER] Starting predict_future for BOE
[2025-11-25T10:45:10.623080] [DEBUG] [LOCAL     ] No optimal features file found for BOE: ./output/feature-sets/BOE.txt
[2025-11-25T10:45:10.623154] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:45:10.623204] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:45:10.623249] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:45:10.623319] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:45:10.693900] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:45:10.694713] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:45:10.694816] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:45:10.694868] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:45:10.828538] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:45:10.828750] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:45:10.828807] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:45:10.828845] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:45:10.832499] [DEBUG] [FORECASTER] BOE: Forecast T+1@11:T+2@11: DOWN (p=15.29%)
[2025-11-25T10:45:10.832825] [INFO ] [FORECASTER] Completed predict_future for BOE
[2025-11-25T10:45:10.833035] [INFO ] [sig       ] BOE: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:45:10.983700] [INFO ] [LOCAL     ] Saved forecast: BOE	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/BOE.txt
[2025-11-25T10:45:10.983959] [INFO ] [sig       ] [283/2057] Completed BOE in 0.4s | 2.85 sym/s | Total: 1.7m | ETA: 10.4m
[2025-11-25T10:45:10.984052] [INFO ] [sig       ] [284/2057] Forecasting BOH...
[2025-11-25T10:45:10.984123] [INFO ] [sig       ] Generating forecast for: BOH
[2025-11-25T10:45:10.984199] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BOH' from 'https://tdm.silogroup.org/data/derivative_storage/BOH.csv'.
[2025-11-25T10:45:10.999736] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'BOH'.
[2025-11-25T10:45:11.000453] [INFO ] [FORECASTER] Starting predict_future for BOH
[2025-11-25T10:45:11.001618] [DEBUG] [LOCAL     ] No optimal features file found for BOH: ./output/feature-sets/BOH.txt
[2025-11-25T10:45:11.001803] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:45:11.001883] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:45:11.001953] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:45:11.002056] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:45:11.078287] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:45:11.079223] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:45:11.079335] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:45:11.079388] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:45:11.205678] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:45:11.205885] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:45:11.205945] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:45:11.205981] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:45:11.213117] [DEBUG] [FORECASTER] BOH: Forecast T+1@11:T+2@11: DOWN (p=13.70%)
[2025-11-25T10:45:11.213460] [INFO ] [FORECASTER] Completed predict_future for BOH
[2025-11-25T10:45:11.213629] [INFO ] [sig       ] BOH: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:45:11.353122] [INFO ] [LOCAL     ] Saved forecast: BOH	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/BOH.txt
[2025-11-25T10:45:11.353331] [INFO ] [sig       ] [284/2057] Completed BOH in 0.4s | 2.85 sym/s | Total: 1.7m | ETA: 10.4m
[2025-11-25T10:45:11.353392] [INFO ] [sig       ] [285/2057] Forecasting BOND...
[2025-11-25T10:45:11.353438] [INFO ] [sig       ] Generating forecast for: BOND
[2025-11-25T10:45:11.353481] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BOND' from 'https://tdm.silogroup.org/data/derivative_storage/BOND.csv'.
[2025-11-25T10:45:11.364989] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'BOND'.
[2025-11-25T10:45:11.365454] [INFO ] [FORECASTER] Starting predict_future for BOND
[2025-11-25T10:45:11.366274] [DEBUG] [LOCAL     ] No optimal features file found for BOND: ./output/feature-sets/BOND.txt
[2025-11-25T10:45:11.366344] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:45:11.366390] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:45:11.366431] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:45:11.366500] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:45:11.432125] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:45:11.433039] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:45:11.433141] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:45:11.433190] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:45:11.553943] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:45:11.554137] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:45:11.554184] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:45:11.554220] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:45:11.558242] [DEBUG] [FORECASTER] BOND: Forecast T+1@11:T+2@11: DOWN (p=38.07%)
[2025-11-25T10:45:11.558546] [INFO ] [FORECASTER] Completed predict_future for BOND
[2025-11-25T10:45:11.558727] [INFO ] [sig       ] BOND: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:45:11.714521] [INFO ] [LOCAL     ] Saved forecast: BOND	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/BOND.txt
[2025-11-25T10:45:11.714827] [INFO ] [sig       ] [285/2057] Completed BOND in 0.4s | 2.85 sym/s | Total: 1.7m | ETA: 10.4m
[2025-11-25T10:45:11.714941] [INFO ] [sig       ] [286/2057] Forecasting BOOT...
[2025-11-25T10:45:11.715017] [INFO ] [sig       ] Generating forecast for: BOOT
[2025-11-25T10:45:11.715093] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BOOT' from 'https://tdm.silogroup.org/data/derivative_storage/BOOT.csv'.
[2025-11-25T10:45:11.732346] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'BOOT'.
[2025-11-25T10:45:11.733297] [INFO ] [FORECASTER] Starting predict_future for BOOT
[2025-11-25T10:45:11.735132] [DEBUG] [LOCAL     ] No optimal features file found for BOOT: ./output/feature-sets/BOOT.txt
[2025-11-25T10:45:11.735215] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:45:11.735279] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:45:11.735340] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:45:11.735417] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:45:11.817581] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:45:11.818884] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:45:11.819069] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:45:11.819142] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:45:11.930109] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:45:11.930322] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:45:11.930372] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:45:11.930407] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:45:11.934154] [DEBUG] [FORECASTER] BOOT: Forecast T+1@11:T+2@11: DOWN (p=29.60%)
[2025-11-25T10:45:11.934530] [INFO ] [FORECASTER] Completed predict_future for BOOT
[2025-11-25T10:45:11.934709] [INFO ] [sig       ] BOOT: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:45:12.142443] [INFO ] [LOCAL     ] Saved forecast: BOOT	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/BOOT.txt
[2025-11-25T10:45:12.142799] [INFO ] [sig       ] [286/2057] Completed BOOT in 0.4s | 2.85 sym/s | Total: 1.7m | ETA: 10.4m
[2025-11-25T10:45:12.142902] [INFO ] [sig       ] [287/2057] Forecasting BORR...
[2025-11-25T10:45:12.142989] [INFO ] [sig       ] Generating forecast for: BORR
[2025-11-25T10:45:12.143063] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BORR' from 'https://tdm.silogroup.org/data/derivative_storage/BORR.csv'.
[2025-11-25T10:45:12.158370] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'BORR'.
[2025-11-25T10:45:12.159158] [INFO ] [FORECASTER] Starting predict_future for BORR
[2025-11-25T10:45:12.160578] [DEBUG] [LOCAL     ] No optimal features file found for BORR: ./output/feature-sets/BORR.txt
[2025-11-25T10:45:12.160692] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:45:12.160758] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:45:12.160813] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:45:12.160911] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:45:12.254028] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:45:12.255246] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:45:12.255431] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:45:12.255497] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:45:12.407419] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:45:12.407699] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:45:12.407789] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:45:12.407852] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:45:12.413512] [DEBUG] [FORECASTER] BORR: Forecast T+1@11:T+2@11: DOWN (p=36.91%)
[2025-11-25T10:45:12.414117] [INFO ] [FORECASTER] Completed predict_future for BORR
[2025-11-25T10:45:12.414380] [INFO ] [sig       ] BORR: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:45:12.701479] [INFO ] [LOCAL     ] Saved forecast: BORR	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/BORR.txt
[2025-11-25T10:45:12.701762] [INFO ] [sig       ] [287/2057] Completed BORR in 0.6s | 2.84 sym/s | Total: 1.7m | ETA: 10.4m
[2025-11-25T10:45:12.701837] [INFO ] [sig       ] [288/2057] Forecasting BOX...
[2025-11-25T10:45:12.701892] [INFO ] [sig       ] Generating forecast for: BOX
[2025-11-25T10:45:12.701948] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BOX' from 'https://tdm.silogroup.org/data/derivative_storage/BOX.csv'.
[2025-11-25T10:45:12.717770] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'BOX'.
[2025-11-25T10:45:12.718327] [INFO ] [FORECASTER] Starting predict_future for BOX
[2025-11-25T10:45:12.719521] [DEBUG] [LOCAL     ] No optimal features file found for BOX: ./output/feature-sets/BOX.txt
[2025-11-25T10:45:12.719615] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:45:12.719722] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:45:12.719795] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:45:12.719904] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:45:12.797015] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:45:12.797998] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:45:12.798109] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:45:12.798157] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:45:12.913243] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:45:12.913446] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:45:12.913504] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:45:12.913542] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:45:12.917310] [DEBUG] [FORECASTER] BOX: Forecast T+1@11:T+2@11: DOWN (p=25.05%)
[2025-11-25T10:45:12.917731] [INFO ] [FORECASTER] Completed predict_future for BOX
[2025-11-25T10:45:12.917918] [INFO ] [sig       ] BOX: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:45:13.067595] [INFO ] [LOCAL     ] Saved forecast: BOX	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/BOX.txt
[2025-11-25T10:45:13.067854] [INFO ] [sig       ] [288/2057] Completed BOX in 0.4s | 2.84 sym/s | Total: 1.7m | ETA: 10.4m
[2025-11-25T10:45:13.067931] [INFO ] [sig       ] [289/2057] Forecasting BP...
[2025-11-25T10:45:13.067995] [INFO ] [sig       ] Generating forecast for: BP
[2025-11-25T10:45:13.068057] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BP' from 'https://tdm.silogroup.org/data/derivative_storage/BP.csv'.
[2025-11-25T10:45:13.078494] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'BP'.
[2025-11-25T10:45:13.078940] [INFO ] [FORECASTER] Starting predict_future for BP
[2025-11-25T10:45:13.079764] [DEBUG] [LOCAL     ] No optimal features file found for BP: ./output/feature-sets/BP.txt
[2025-11-25T10:45:13.079834] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:45:13.079881] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:45:13.079921] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:45:13.079987] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:45:13.146116] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:45:13.147064] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:45:13.147169] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:45:13.147218] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:45:13.274209] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:45:13.274396] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:45:13.274443] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:45:13.274478] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:45:13.278023] [DEBUG] [FORECASTER] BP: Forecast T+1@11:T+2@11: UP (p=67.85%)
[2025-11-25T10:45:13.278349] [INFO ] [FORECASTER] Completed predict_future for BP
[2025-11-25T10:45:13.278509] [INFO ] [sig       ] BP: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:45:13.421574] [INFO ] [LOCAL     ] Saved forecast: BP	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/BP.txt
[2025-11-25T10:45:13.421792] [INFO ] [sig       ] [289/2057] Completed BP in 0.4s | 2.84 sym/s | Total: 1.7m | ETA: 10.4m
[2025-11-25T10:45:13.421849] [INFO ] [sig       ] [290/2057] Forecasting BR...
[2025-11-25T10:45:13.421892] [INFO ] [sig       ] Generating forecast for: BR
[2025-11-25T10:45:13.421935] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BR' from 'https://tdm.silogroup.org/data/derivative_storage/BR.csv'.
[2025-11-25T10:45:13.433464] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'BR'.
[2025-11-25T10:45:13.433921] [INFO ] [FORECASTER] Starting predict_future for BR
[2025-11-25T10:45:13.434766] [DEBUG] [LOCAL     ] No optimal features file found for BR: ./output/feature-sets/BR.txt
[2025-11-25T10:45:13.434838] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:45:13.434907] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:45:13.434953] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:45:13.435022] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:45:13.501168] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:45:13.502101] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:45:13.502207] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:45:13.502259] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:45:13.621896] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:45:13.622079] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:45:13.622125] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:45:13.622161] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:45:13.625538] [DEBUG] [FORECASTER] BR: Forecast T+1@11:T+2@11: UP (p=50.83%)
[2025-11-25T10:45:13.625847] [INFO ] [FORECASTER] Completed predict_future for BR
[2025-11-25T10:45:13.625997] [INFO ] [sig       ] BR: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:45:13.764593] [INFO ] [LOCAL     ] Saved forecast: BR	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/BR.txt
[2025-11-25T10:45:13.764782] [INFO ] [sig       ] [290/2057] Completed BR in 0.3s | 2.84 sym/s | Total: 1.7m | ETA: 10.4m
[2025-11-25T10:45:13.764839] [INFO ] [sig       ] [291/2057] Forecasting BRBR...
[2025-11-25T10:45:13.764884] [INFO ] [sig       ] Generating forecast for: BRBR
[2025-11-25T10:45:13.764924] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BRBR' from 'https://tdm.silogroup.org/data/derivative_storage/BRBR.csv'.
[2025-11-25T10:45:13.776417] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'BRBR'.
[2025-11-25T10:45:13.776877] [INFO ] [FORECASTER] Starting predict_future for BRBR
[2025-11-25T10:45:13.777855] [DEBUG] [LOCAL     ] No optimal features file found for BRBR: ./output/feature-sets/BRBR.txt
[2025-11-25T10:45:13.777927] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:45:13.777975] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:45:13.778019] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:45:13.778087] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:45:13.843052] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:45:13.843830] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:45:13.843933] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:45:13.843984] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:45:13.964471] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:45:13.964682] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:45:13.964735] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:45:13.964769] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:45:13.968324] [DEBUG] [FORECASTER] BRBR: Forecast T+1@11:T+2@11: DOWN (p=9.54%)
[2025-11-25T10:45:13.968614] [INFO ] [FORECASTER] Completed predict_future for BRBR
[2025-11-25T10:45:13.968785] [INFO ] [sig       ] BRBR: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:45:14.108107] [INFO ] [LOCAL     ] Saved forecast: BRBR	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/BRBR.txt
[2025-11-25T10:45:14.108290] [INFO ] [sig       ] [291/2057] Completed BRBR in 0.3s | 2.84 sym/s | Total: 1.7m | ETA: 10.4m
[2025-11-25T10:45:14.108346] [INFO ] [sig       ] [292/2057] Forecasting BRC...
[2025-11-25T10:45:14.108389] [INFO ] [sig       ] Generating forecast for: BRC
[2025-11-25T10:45:14.108432] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BRC' from 'https://tdm.silogroup.org/data/derivative_storage/BRC.csv'.
[2025-11-25T10:45:14.125005] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'BRC'.
[2025-11-25T10:45:14.125475] [INFO ] [FORECASTER] Starting predict_future for BRC
[2025-11-25T10:45:14.126295] [DEBUG] [LOCAL     ] No optimal features file found for BRC: ./output/feature-sets/BRC.txt
[2025-11-25T10:45:14.126369] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:45:14.126417] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:45:14.126459] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:45:14.126532] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:45:14.192975] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:45:14.193748] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:45:14.193848] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:45:14.193890] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:45:14.310461] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:45:14.310668] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:45:14.310733] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:45:14.310780] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:45:14.314361] [DEBUG] [FORECASTER] BRC: Forecast T+1@11:T+2@11: UP (p=93.90%)
[2025-11-25T10:45:14.314776] [INFO ] [FORECASTER] Completed predict_future for BRC
[2025-11-25T10:45:14.315020] [INFO ] [sig       ] BRC: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:45:14.456263] [INFO ] [LOCAL     ] Saved forecast: BRC	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/BRC.txt
[2025-11-25T10:45:14.456457] [INFO ] [sig       ] [292/2057] Completed BRC in 0.3s | 2.84 sym/s | Total: 1.7m | ETA: 10.4m
[2025-11-25T10:45:14.456513] [INFO ] [sig       ] [293/2057] Forecasting BRCC...
[2025-11-25T10:45:14.456556] [INFO ] [sig       ] Generating forecast for: BRCC
[2025-11-25T10:45:14.456608] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BRCC' from 'https://tdm.silogroup.org/data/derivative_storage/BRCC.csv'.
[2025-11-25T10:45:14.467310] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'BRCC'.
[2025-11-25T10:45:14.467782] [INFO ] [FORECASTER] Starting predict_future for BRCC
[2025-11-25T10:45:14.468576] [DEBUG] [LOCAL     ] No optimal features file found for BRCC: ./output/feature-sets/BRCC.txt
[2025-11-25T10:45:14.468668] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:45:14.468716] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:45:14.468758] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:45:14.468827] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:45:14.533192] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:45:14.534128] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:45:14.534237] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:45:14.534287] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:45:14.644655] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:45:14.644863] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:45:14.644915] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:45:14.644952] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:45:14.648513] [DEBUG] [FORECASTER] BRCC: Forecast T+1@11:T+2@11: DOWN (p=13.74%)
[2025-11-25T10:45:14.648841] [INFO ] [FORECASTER] Completed predict_future for BRCC
[2025-11-25T10:45:14.648996] [INFO ] [sig       ] BRCC: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:45:14.788354] [INFO ] [LOCAL     ] Saved forecast: BRCC	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/BRCC.txt
[2025-11-25T10:45:14.788528] [INFO ] [sig       ] [293/2057] Completed BRCC in 0.3s | 2.84 sym/s | Total: 1.7m | ETA: 10.3m
[2025-11-25T10:45:14.788591] [INFO ] [sig       ] [294/2057] Forecasting BRO...
[2025-11-25T10:45:14.788654] [INFO ] [sig       ] Generating forecast for: BRO
[2025-11-25T10:45:14.788702] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BRO' from 'https://tdm.silogroup.org/data/derivative_storage/BRO.csv'.
[2025-11-25T10:45:14.799135] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'BRO'.
[2025-11-25T10:45:14.799546] [INFO ] [FORECASTER] Starting predict_future for BRO
[2025-11-25T10:45:14.800348] [DEBUG] [LOCAL     ] No optimal features file found for BRO: ./output/feature-sets/BRO.txt
[2025-11-25T10:45:14.800419] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:45:14.800466] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:45:14.800506] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:45:14.800574] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:45:14.865566] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:45:14.866481] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:45:14.866583] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:45:14.866632] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:45:14.976697] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:45:14.976885] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:45:14.976938] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:45:14.976974] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:45:14.980445] [DEBUG] [FORECASTER] BRO: Forecast T+1@11:T+2@11: UP (p=78.23%)
[2025-11-25T10:45:14.980760] [INFO ] [FORECASTER] Completed predict_future for BRO
[2025-11-25T10:45:14.980913] [INFO ] [sig       ] BRO: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:45:15.122850] [INFO ] [LOCAL     ] Saved forecast: BRO	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/BRO.txt
[2025-11-25T10:45:15.123026] [INFO ] [sig       ] [294/2057] Completed BRO in 0.3s | 2.84 sym/s | Total: 1.7m | ETA: 10.3m
[2025-11-25T10:45:15.123086] [INFO ] [sig       ] [295/2057] Forecasting BROS...
[2025-11-25T10:45:15.123132] [INFO ] [sig       ] Generating forecast for: BROS
[2025-11-25T10:45:15.123175] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BROS' from 'https://tdm.silogroup.org/data/derivative_storage/BROS.csv'.
[2025-11-25T10:45:15.134679] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'BROS'.
[2025-11-25T10:45:15.135055] [INFO ] [FORECASTER] Starting predict_future for BROS
[2025-11-25T10:45:15.135884] [DEBUG] [LOCAL     ] No optimal features file found for BROS: ./output/feature-sets/BROS.txt
[2025-11-25T10:45:15.135956] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:45:15.136004] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:45:15.136046] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:45:15.136118] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:45:15.203285] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:45:15.204016] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:45:15.204114] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:45:15.204163] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:45:15.308929] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:45:15.309124] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:45:15.309178] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:45:15.309214] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:45:15.312693] [DEBUG] [FORECASTER] BROS: Forecast T+1@11:T+2@11: DOWN (p=1.19%)
[2025-11-25T10:45:15.312985] [INFO ] [FORECASTER] Completed predict_future for BROS
[2025-11-25T10:45:15.313127] [INFO ] [sig       ] BROS: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:45:15.453695] [INFO ] [LOCAL     ] Saved forecast: BROS	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/BROS.txt
[2025-11-25T10:45:15.453865] [INFO ] [sig       ] [295/2057] Completed BROS in 0.3s | 2.84 sym/s | Total: 1.7m | ETA: 10.3m
[2025-11-25T10:45:15.453915] [INFO ] [sig       ] [296/2057] Forecasting BRSP...
[2025-11-25T10:45:15.453961] [INFO ] [sig       ] Generating forecast for: BRSP
[2025-11-25T10:45:15.454003] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BRSP' from 'https://tdm.silogroup.org/data/derivative_storage/BRSP.csv'.
[2025-11-25T10:45:15.466314] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'BRSP'.
[2025-11-25T10:45:15.466767] [INFO ] [FORECASTER] Starting predict_future for BRSP
[2025-11-25T10:45:15.467628] [DEBUG] [LOCAL     ] No optimal features file found for BRSP: ./output/feature-sets/BRSP.txt
[2025-11-25T10:45:15.467720] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:45:15.467767] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:45:15.467808] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:45:15.467874] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:45:15.538980] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:45:15.539906] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:45:15.540009] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:45:15.540069] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:45:15.655327] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:45:15.655523] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:45:15.655571] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:45:15.655608] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:45:15.659470] [DEBUG] [FORECASTER] BRSP: Forecast T+1@11:T+2@11: DOWN (p=4.82%)
[2025-11-25T10:45:15.659828] [INFO ] [FORECASTER] Completed predict_future for BRSP
[2025-11-25T10:45:15.659993] [INFO ] [sig       ] BRSP: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:45:15.821213] [INFO ] [LOCAL     ] Saved forecast: BRSP	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/BRSP.txt
[2025-11-25T10:45:15.821407] [INFO ] [sig       ] [296/2057] Completed BRSP in 0.4s | 2.84 sym/s | Total: 1.7m | ETA: 10.3m
[2025-11-25T10:45:15.821464] [INFO ] [sig       ] [297/2057] Forecasting BRT...
[2025-11-25T10:45:15.821509] [INFO ] [sig       ] Generating forecast for: BRT
[2025-11-25T10:45:15.821553] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BRT' from 'https://tdm.silogroup.org/data/derivative_storage/BRT.csv'.
[2025-11-25T10:45:15.833724] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'BRT'.
[2025-11-25T10:45:15.834204] [INFO ] [FORECASTER] Starting predict_future for BRT
[2025-11-25T10:45:15.835163] [DEBUG] [LOCAL     ] No optimal features file found for BRT: ./output/feature-sets/BRT.txt
[2025-11-25T10:45:15.835241] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:45:15.835296] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:45:15.835338] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:45:15.835401] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:45:15.919817] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:45:15.920956] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:45:15.921111] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:45:15.921187] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:45:16.044271] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:45:16.044476] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:45:16.044537] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:45:16.044621] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:45:16.048196] [DEBUG] [FORECASTER] BRT: Forecast T+1@11:T+2@11: UP (p=58.24%)
[2025-11-25T10:45:16.048725] [INFO ] [FORECASTER] Completed predict_future for BRT
[2025-11-25T10:45:16.048958] [INFO ] [sig       ] BRT: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:45:16.192919] [INFO ] [LOCAL     ] Saved forecast: BRT	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/BRT.txt
[2025-11-25T10:45:16.193090] [INFO ] [sig       ] [297/2057] Completed BRT in 0.4s | 2.84 sym/s | Total: 1.7m | ETA: 10.3m
[2025-11-25T10:45:16.193145] [INFO ] [sig       ] [298/2057] Forecasting BRW...
[2025-11-25T10:45:16.193189] [INFO ] [sig       ] Generating forecast for: BRW
[2025-11-25T10:45:16.193232] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BRW' from 'https://tdm.silogroup.org/data/derivative_storage/BRW.csv'.
[2025-11-25T10:45:16.204572] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'BRW'.
[2025-11-25T10:45:16.205091] [INFO ] [FORECASTER] Starting predict_future for BRW
[2025-11-25T10:45:16.205952] [DEBUG] [LOCAL     ] No optimal features file found for BRW: ./output/feature-sets/BRW.txt
[2025-11-25T10:45:16.206023] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:45:16.206072] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:45:16.206114] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:45:16.206182] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:45:16.274884] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:45:16.275780] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:45:16.275880] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:45:16.275928] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:45:16.395193] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:45:16.395396] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:45:16.395445] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:45:16.395480] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:45:16.399958] [DEBUG] [FORECASTER] BRW: Forecast T+1@11:T+2@11: DOWN (p=42.77%)
[2025-11-25T10:45:16.400407] [INFO ] [FORECASTER] Completed predict_future for BRW
[2025-11-25T10:45:16.400596] [INFO ] [sig       ] BRW: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:45:16.547630] [INFO ] [LOCAL     ] Saved forecast: BRW	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/BRW.txt
[2025-11-25T10:45:16.547825] [INFO ] [sig       ] [298/2057] Completed BRW in 0.4s | 2.84 sym/s | Total: 1.7m | ETA: 10.3m
[2025-11-25T10:45:16.547880] [INFO ] [sig       ] [299/2057] Forecasting BRX...
[2025-11-25T10:45:16.547928] [INFO ] [sig       ] Generating forecast for: BRX
[2025-11-25T10:45:16.547974] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BRX' from 'https://tdm.silogroup.org/data/derivative_storage/BRX.csv'.
[2025-11-25T10:45:16.558924] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'BRX'.
[2025-11-25T10:45:16.559333] [INFO ] [FORECASTER] Starting predict_future for BRX
[2025-11-25T10:45:16.560127] [DEBUG] [LOCAL     ] No optimal features file found for BRX: ./output/feature-sets/BRX.txt
[2025-11-25T10:45:16.560198] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:45:16.560246] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:45:16.560286] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:45:16.560356] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:45:16.627809] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:45:16.628611] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:45:16.628733] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:45:16.628806] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:45:16.760411] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:45:16.760612] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:45:16.760686] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:45:16.760742] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:45:16.764401] [DEBUG] [FORECASTER] BRX: Forecast T+1@11:T+2@11: UP (p=93.60%)
[2025-11-25T10:45:16.764838] [INFO ] [FORECASTER] Completed predict_future for BRX
[2025-11-25T10:45:16.765071] [INFO ] [sig       ] BRX: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:45:16.909094] [INFO ] [LOCAL     ] Saved forecast: BRX	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/BRX.txt
[2025-11-25T10:45:16.909280] [INFO ] [sig       ] [299/2057] Completed BRX in 0.4s | 2.84 sym/s | Total: 1.8m | ETA: 10.3m
[2025-11-25T10:45:16.909335] [INFO ] [sig       ] [300/2057] Forecasting BSAC...
[2025-11-25T10:45:16.909380] [INFO ] [sig       ] Generating forecast for: BSAC
[2025-11-25T10:45:16.909422] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BSAC' from 'https://tdm.silogroup.org/data/derivative_storage/BSAC.csv'.
[2025-11-25T10:45:16.921528] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'BSAC'.
[2025-11-25T10:45:16.922000] [INFO ] [FORECASTER] Starting predict_future for BSAC
[2025-11-25T10:45:16.922850] [DEBUG] [LOCAL     ] No optimal features file found for BSAC: ./output/feature-sets/BSAC.txt
[2025-11-25T10:45:16.922922] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:45:16.922969] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:45:16.923009] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:45:16.923077] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:45:16.991062] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:45:16.991972] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:45:16.992076] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:45:16.992134] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:45:17.121212] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:45:17.121596] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:45:17.121666] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:45:17.121731] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:45:17.125496] [DEBUG] [FORECASTER] BSAC: Forecast T+1@11:T+2@11: DOWN (p=41.97%)
[2025-11-25T10:45:17.125983] [INFO ] [FORECASTER] Completed predict_future for BSAC
[2025-11-25T10:45:17.126233] [INFO ] [sig       ] BSAC: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:45:17.272395] [INFO ] [LOCAL     ] Saved forecast: BSAC	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/BSAC.txt
[2025-11-25T10:45:17.272580] [INFO ] [sig       ] [300/2057] Completed BSAC in 0.4s | 2.84 sym/s | Total: 1.8m | ETA: 10.3m
[2025-11-25T10:45:17.272634] [INFO ] [sig       ] [301/2057] Forecasting BSBR...
[2025-11-25T10:45:17.272701] [INFO ] [sig       ] Generating forecast for: BSBR
[2025-11-25T10:45:17.272744] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BSBR' from 'https://tdm.silogroup.org/data/derivative_storage/BSBR.csv'.
[2025-11-25T10:45:17.284448] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'BSBR'.
[2025-11-25T10:45:17.284940] [INFO ] [FORECASTER] Starting predict_future for BSBR
[2025-11-25T10:45:17.285770] [DEBUG] [LOCAL     ] No optimal features file found for BSBR: ./output/feature-sets/BSBR.txt
[2025-11-25T10:45:17.285841] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:45:17.285889] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:45:17.285947] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:45:17.286022] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:45:17.353587] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:45:17.354721] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:45:17.354869] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:45:17.354948] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:45:17.493180] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:45:17.493388] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:45:17.493435] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:45:17.493470] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:45:17.497123] [DEBUG] [FORECASTER] BSBR: Forecast T+1@11:T+2@11: DOWN (p=13.74%)
[2025-11-25T10:45:17.497734] [INFO ] [FORECASTER] Completed predict_future for BSBR
[2025-11-25T10:45:17.498007] [INFO ] [sig       ] BSBR: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:45:17.643796] [INFO ] [LOCAL     ] Saved forecast: BSBR	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/BSBR.txt
[2025-11-25T10:45:17.643973] [INFO ] [sig       ] [301/2057] Completed BSBR in 0.4s | 2.84 sym/s | Total: 1.8m | ETA: 10.3m
[2025-11-25T10:45:17.644030] [INFO ] [sig       ] [302/2057] Forecasting BSL...
[2025-11-25T10:45:17.644075] [INFO ] [sig       ] Generating forecast for: BSL
[2025-11-25T10:45:17.644120] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BSL' from 'https://tdm.silogroup.org/data/derivative_storage/BSL.csv'.
[2025-11-25T10:45:17.656067] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'BSL'.
[2025-11-25T10:45:17.656460] [INFO ] [FORECASTER] Starting predict_future for BSL
[2025-11-25T10:45:17.657349] [DEBUG] [LOCAL     ] No optimal features file found for BSL: ./output/feature-sets/BSL.txt
[2025-11-25T10:45:17.657424] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:45:17.657470] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:45:17.657512] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:45:17.657585] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:45:17.724219] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:45:17.725223] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:45:17.725336] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:45:17.725387] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:45:17.853809] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:45:17.854009] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:45:17.854056] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:45:17.854093] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:45:17.858151] [DEBUG] [FORECASTER] BSL: Forecast T+1@11:T+2@11: UP (p=82.54%)
[2025-11-25T10:45:17.858560] [INFO ] [FORECASTER] Completed predict_future for BSL
[2025-11-25T10:45:17.858861] [INFO ] [sig       ] BSL: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:45:18.008101] [INFO ] [LOCAL     ] Saved forecast: BSL	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/BSL.txt
[2025-11-25T10:45:18.008292] [INFO ] [sig       ] [302/2057] Completed BSL in 0.4s | 2.84 sym/s | Total: 1.8m | ETA: 10.3m
[2025-11-25T10:45:18.008348] [INFO ] [sig       ] [303/2057] Forecasting BSM...
[2025-11-25T10:45:18.008391] [INFO ] [sig       ] Generating forecast for: BSM
[2025-11-25T10:45:18.008435] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BSM' from 'https://tdm.silogroup.org/data/derivative_storage/BSM.csv'.
[2025-11-25T10:45:18.020578] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'BSM'.
[2025-11-25T10:45:18.020998] [INFO ] [FORECASTER] Starting predict_future for BSM
[2025-11-25T10:45:18.021812] [DEBUG] [LOCAL     ] No optimal features file found for BSM: ./output/feature-sets/BSM.txt
[2025-11-25T10:45:18.021884] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:45:18.021933] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:45:18.021973] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:45:18.022041] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:45:18.090585] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:45:18.091430] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:45:18.091530] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:45:18.091581] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:45:18.222025] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:45:18.222224] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:45:18.222272] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:45:18.222320] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:45:18.226206] [DEBUG] [FORECASTER] BSM: Forecast T+1@11:T+2@11: DOWN (p=7.31%)
[2025-11-25T10:45:18.226732] [INFO ] [FORECASTER] Completed predict_future for BSM
[2025-11-25T10:45:18.226982] [INFO ] [sig       ] BSM: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:45:18.372297] [INFO ] [LOCAL     ] Saved forecast: BSM	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/BSM.txt
[2025-11-25T10:45:18.372449] [INFO ] [sig       ] [303/2057] Completed BSM in 0.4s | 2.84 sym/s | Total: 1.8m | ETA: 10.3m
[2025-11-25T10:45:18.372507] [INFO ] [sig       ] [304/2057] Forecasting BST...
[2025-11-25T10:45:18.372553] [INFO ] [sig       ] Generating forecast for: BST
[2025-11-25T10:45:18.372596] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BST' from 'https://tdm.silogroup.org/data/derivative_storage/BST.csv'.
[2025-11-25T10:45:18.384553] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'BST'.
[2025-11-25T10:45:18.385031] [INFO ] [FORECASTER] Starting predict_future for BST
[2025-11-25T10:45:18.385852] [DEBUG] [LOCAL     ] No optimal features file found for BST: ./output/feature-sets/BST.txt
[2025-11-25T10:45:18.385924] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:45:18.385970] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:45:18.386010] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:45:18.386077] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:45:18.453434] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:45:18.454166] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:45:18.454265] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:45:18.454311] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:45:18.580161] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:45:18.580352] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:45:18.580418] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:45:18.580479] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:45:18.583966] [DEBUG] [FORECASTER] BST: Forecast T+1@11:T+2@11: UP (p=97.26%)
[2025-11-25T10:45:18.584254] [INFO ] [FORECASTER] Completed predict_future for BST
[2025-11-25T10:45:18.584407] [INFO ] [sig       ] BST: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:45:18.726700] [INFO ] [LOCAL     ] Saved forecast: BST	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/BST.txt
[2025-11-25T10:45:18.726876] [INFO ] [sig       ] [304/2057] Completed BST in 0.4s | 2.84 sym/s | Total: 1.8m | ETA: 10.3m
[2025-11-25T10:45:18.726932] [INFO ] [sig       ] [305/2057] Forecasting BSTZ...
[2025-11-25T10:45:18.726977] [INFO ] [sig       ] Generating forecast for: BSTZ
[2025-11-25T10:45:18.727022] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BSTZ' from 'https://tdm.silogroup.org/data/derivative_storage/BSTZ.csv'.
[2025-11-25T10:45:18.738178] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'BSTZ'.
[2025-11-25T10:45:18.738608] [INFO ] [FORECASTER] Starting predict_future for BSTZ
[2025-11-25T10:45:18.739490] [DEBUG] [LOCAL     ] No optimal features file found for BSTZ: ./output/feature-sets/BSTZ.txt
[2025-11-25T10:45:18.739561] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:45:18.739607] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:45:18.739669] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:45:18.739743] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:45:18.807219] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:45:18.808017] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:45:18.808117] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:45:18.808167] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:45:18.935595] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:45:18.936339] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:45:18.936393] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:45:18.936430] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:45:18.940206] [DEBUG] [FORECASTER] BSTZ: Forecast T+1@11:T+2@11: UP (p=76.89%)
[2025-11-25T10:45:18.940539] [INFO ] [FORECASTER] Completed predict_future for BSTZ
[2025-11-25T10:45:18.940747] [INFO ] [sig       ] BSTZ: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:45:19.087308] [INFO ] [LOCAL     ] Saved forecast: BSTZ	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/BSTZ.txt
[2025-11-25T10:45:19.087502] [INFO ] [sig       ] [305/2057] Completed BSTZ in 0.4s | 2.84 sym/s | Total: 1.8m | ETA: 10.3m
[2025-11-25T10:45:19.087570] [INFO ] [sig       ] [306/2057] Forecasting BSX...
[2025-11-25T10:45:19.087626] [INFO ] [sig       ] Generating forecast for: BSX
[2025-11-25T10:45:19.087698] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BSX' from 'https://tdm.silogroup.org/data/derivative_storage/BSX.csv'.
[2025-11-25T10:45:19.101013] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'BSX'.
[2025-11-25T10:45:19.101420] [INFO ] [FORECASTER] Starting predict_future for BSX
[2025-11-25T10:45:19.102250] [DEBUG] [LOCAL     ] No optimal features file found for BSX: ./output/feature-sets/BSX.txt
[2025-11-25T10:45:19.102324] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:45:19.102373] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:45:19.102416] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:45:19.102488] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:45:19.173531] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:45:19.174635] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:45:19.174757] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:45:19.174807] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:45:19.296795] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:45:19.297001] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:45:19.297071] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:45:19.297109] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:45:19.301147] [DEBUG] [FORECASTER] BSX: Forecast T+1@11:T+2@11: DOWN (p=6.82%)
[2025-11-25T10:45:19.301828] [INFO ] [FORECASTER] Completed predict_future for BSX
[2025-11-25T10:45:19.302114] [INFO ] [sig       ] BSX: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:45:19.458189] [INFO ] [LOCAL     ] Saved forecast: BSX	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/BSX.txt
[2025-11-25T10:45:19.458363] [INFO ] [sig       ] [306/2057] Completed BSX in 0.4s | 2.84 sym/s | Total: 1.8m | ETA: 10.3m
[2025-11-25T10:45:19.458420] [INFO ] [sig       ] [307/2057] Forecasting BTA...
[2025-11-25T10:45:19.458464] [INFO ] [sig       ] Generating forecast for: BTA
[2025-11-25T10:45:19.458509] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BTA' from 'https://tdm.silogroup.org/data/derivative_storage/BTA.csv'.
[2025-11-25T10:45:19.470613] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'BTA'.
[2025-11-25T10:45:19.471061] [INFO ] [FORECASTER] Starting predict_future for BTA
[2025-11-25T10:45:19.472073] [DEBUG] [LOCAL     ] No optimal features file found for BTA: ./output/feature-sets/BTA.txt
[2025-11-25T10:45:19.472158] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:45:19.472213] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:45:19.472259] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:45:19.472331] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:45:19.546233] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:45:19.547238] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:45:19.547345] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:45:19.547394] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:45:19.668581] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:45:19.668800] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:45:19.668851] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:45:19.668887] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:45:19.672476] [DEBUG] [FORECASTER] BTA: Forecast T+1@11:T+2@11: UP (p=93.93%)
[2025-11-25T10:45:19.672795] [INFO ] [FORECASTER] Completed predict_future for BTA
[2025-11-25T10:45:19.672968] [INFO ] [sig       ] BTA: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:45:19.822730] [INFO ] [LOCAL     ] Saved forecast: BTA	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/BTA.txt
[2025-11-25T10:45:19.822919] [INFO ] [sig       ] [307/2057] Completed BTA in 0.4s | 2.84 sym/s | Total: 1.8m | ETA: 10.3m
[2025-11-25T10:45:19.822978] [INFO ] [sig       ] [308/2057] Forecasting BTE...
[2025-11-25T10:45:19.823021] [INFO ] [sig       ] Generating forecast for: BTE
[2025-11-25T10:45:19.823066] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BTE' from 'https://tdm.silogroup.org/data/derivative_storage/BTE.csv'.
[2025-11-25T10:45:19.835567] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'BTE'.
[2025-11-25T10:45:19.836036] [INFO ] [FORECASTER] Starting predict_future for BTE
[2025-11-25T10:45:19.836875] [DEBUG] [LOCAL     ] No optimal features file found for BTE: ./output/feature-sets/BTE.txt
[2025-11-25T10:45:19.836949] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:45:19.836997] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:45:19.837081] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:45:19.837164] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:45:19.906597] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:45:19.907844] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:45:19.907955] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:45:19.908006] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:45:20.029710] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:45:20.029892] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:45:20.029940] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:45:20.029976] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:45:20.033511] [DEBUG] [FORECASTER] BTE: Forecast T+1@11:T+2@11: DOWN (p=49.26%)
[2025-11-25T10:45:20.034067] [INFO ] [FORECASTER] Completed predict_future for BTE
[2025-11-25T10:45:20.034520] [INFO ] [sig       ] BTE: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:45:20.187098] [INFO ] [LOCAL     ] Saved forecast: BTE	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/BTE.txt
[2025-11-25T10:45:20.187318] [INFO ] [sig       ] [308/2057] Completed BTE in 0.4s | 2.84 sym/s | Total: 1.8m | ETA: 10.3m
[2025-11-25T10:45:20.187379] [INFO ] [sig       ] [309/2057] Forecasting BTI...
[2025-11-25T10:45:20.187427] [INFO ] [sig       ] Generating forecast for: BTI
[2025-11-25T10:45:20.187695] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BTI' from 'https://tdm.silogroup.org/data/derivative_storage/BTI.csv'.
[2025-11-25T10:45:20.200535] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'BTI'.
[2025-11-25T10:45:20.200956] [INFO ] [FORECASTER] Starting predict_future for BTI
[2025-11-25T10:45:20.201748] [DEBUG] [LOCAL     ] No optimal features file found for BTI: ./output/feature-sets/BTI.txt
[2025-11-25T10:45:20.201818] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:45:20.201866] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:45:20.201908] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:45:20.201979] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:45:20.271302] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:45:20.272053] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:45:20.272148] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:45:20.272194] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:45:20.405611] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:45:20.405816] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:45:20.405863] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:45:20.405898] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:45:20.409465] [DEBUG] [FORECASTER] BTI: Forecast T+1@11:T+2@11: DOWN (p=22.50%)
[2025-11-25T10:45:20.409780] [INFO ] [FORECASTER] Completed predict_future for BTI
[2025-11-25T10:45:20.409955] [INFO ] [sig       ] BTI: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:45:20.551339] [INFO ] [LOCAL     ] Saved forecast: BTI	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/BTI.txt
[2025-11-25T10:45:20.551510] [INFO ] [sig       ] [309/2057] Completed BTI in 0.4s | 2.84 sym/s | Total: 1.8m | ETA: 10.3m
[2025-11-25T10:45:20.551563] [INFO ] [sig       ] [310/2057] Forecasting BTO...
[2025-11-25T10:45:20.551608] [INFO ] [sig       ] Generating forecast for: BTO
[2025-11-25T10:45:20.551673] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BTO' from 'https://tdm.silogroup.org/data/derivative_storage/BTO.csv'.
[2025-11-25T10:45:20.563126] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'BTO'.
[2025-11-25T10:45:20.563509] [INFO ] [FORECASTER] Starting predict_future for BTO
[2025-11-25T10:45:20.564306] [DEBUG] [LOCAL     ] No optimal features file found for BTO: ./output/feature-sets/BTO.txt
[2025-11-25T10:45:20.564380] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:45:20.564461] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:45:20.564523] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:45:20.564611] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:45:20.630403] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:45:20.631315] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:45:20.631422] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:45:20.631476] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:45:20.764921] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:45:20.765116] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:45:20.765182] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:45:20.765218] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:45:20.769147] [DEBUG] [FORECASTER] BTO: Forecast T+1@11:T+2@11: DOWN (p=40.76%)
[2025-11-25T10:45:20.769445] [INFO ] [FORECASTER] Completed predict_future for BTO
[2025-11-25T10:45:20.769610] [INFO ] [sig       ] BTO: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:45:20.912480] [INFO ] [LOCAL     ] Saved forecast: BTO	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/BTO.txt
[2025-11-25T10:45:20.912656] [INFO ] [sig       ] [310/2057] Completed BTO in 0.4s | 2.84 sym/s | Total: 1.8m | ETA: 10.3m
[2025-11-25T10:45:20.912713] [INFO ] [sig       ] [311/2057] Forecasting BTT...
[2025-11-25T10:45:20.912758] [INFO ] [sig       ] Generating forecast for: BTT
[2025-11-25T10:45:20.912800] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BTT' from 'https://tdm.silogroup.org/data/derivative_storage/BTT.csv'.
[2025-11-25T10:45:20.928145] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'BTT'.
[2025-11-25T10:45:20.928807] [INFO ] [FORECASTER] Starting predict_future for BTT
[2025-11-25T10:45:20.929947] [DEBUG] [LOCAL     ] No optimal features file found for BTT: ./output/feature-sets/BTT.txt
[2025-11-25T10:45:20.930033] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:45:20.930105] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:45:20.930175] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:45:20.930297] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:45:21.012605] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:45:21.013551] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:45:21.013680] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:45:21.013737] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:45:21.140220] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:45:21.140416] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:45:21.140464] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:45:21.140499] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:45:21.144000] [DEBUG] [FORECASTER] BTT: Forecast T+1@11:T+2@11: UP (p=64.95%)
[2025-11-25T10:45:21.144321] [INFO ] [FORECASTER] Completed predict_future for BTT
[2025-11-25T10:45:21.144498] [INFO ] [sig       ] BTT: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:45:21.285577] [INFO ] [LOCAL     ] Saved forecast: BTT	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/BTT.txt
[2025-11-25T10:45:21.285798] [INFO ] [sig       ] [311/2057] Completed BTT in 0.4s | 2.84 sym/s | Total: 1.8m | ETA: 10.3m
[2025-11-25T10:45:21.285854] [INFO ] [sig       ] [312/2057] Forecasting BTU...
[2025-11-25T10:45:21.285898] [INFO ] [sig       ] Generating forecast for: BTU
[2025-11-25T10:45:21.285940] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BTU' from 'https://tdm.silogroup.org/data/derivative_storage/BTU.csv'.
[2025-11-25T10:45:21.300160] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'BTU'.
[2025-11-25T10:45:21.300622] [INFO ] [FORECASTER] Starting predict_future for BTU
[2025-11-25T10:45:21.301416] [DEBUG] [LOCAL     ] No optimal features file found for BTU: ./output/feature-sets/BTU.txt
[2025-11-25T10:45:21.301487] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:45:21.301534] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:45:21.301574] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:45:21.301637] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:45:21.365960] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:45:21.366805] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:45:21.366903] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:45:21.366951] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:45:21.475339] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:45:21.475530] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:45:21.475577] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:45:21.475612] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:45:21.479070] [DEBUG] [FORECASTER] BTU: Forecast T+1@11:T+2@11: DOWN (p=14.31%)
[2025-11-25T10:45:21.479561] [INFO ] [FORECASTER] Completed predict_future for BTU
[2025-11-25T10:45:21.479802] [INFO ] [sig       ] BTU: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:45:21.621895] [INFO ] [LOCAL     ] Saved forecast: BTU	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/BTU.txt
[2025-11-25T10:45:21.622054] [INFO ] [sig       ] [312/2057] Completed BTU in 0.3s | 2.84 sym/s | Total: 1.8m | ETA: 10.2m
[2025-11-25T10:45:21.622106] [INFO ] [sig       ] [313/2057] Forecasting BTZ...
[2025-11-25T10:45:21.622149] [INFO ] [sig       ] Generating forecast for: BTZ
[2025-11-25T10:45:21.622191] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BTZ' from 'https://tdm.silogroup.org/data/derivative_storage/BTZ.csv'.
[2025-11-25T10:45:21.633207] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'BTZ'.
[2025-11-25T10:45:21.633773] [INFO ] [FORECASTER] Starting predict_future for BTZ
[2025-11-25T10:45:21.634541] [DEBUG] [LOCAL     ] No optimal features file found for BTZ: ./output/feature-sets/BTZ.txt
[2025-11-25T10:45:21.634610] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:45:21.634681] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:45:21.634724] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:45:21.634795] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:45:21.701633] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:45:21.702271] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:45:21.702365] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:45:21.702412] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:45:21.820523] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:45:21.820725] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:45:21.820895] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:45:21.821000] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:45:21.824440] [DEBUG] [FORECASTER] BTZ: Forecast T+1@11:T+2@11: DOWN (p=19.07%)
[2025-11-25T10:45:21.824755] [INFO ] [FORECASTER] Completed predict_future for BTZ
[2025-11-25T10:45:21.824986] [INFO ] [sig       ] BTZ: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:45:21.967871] [INFO ] [LOCAL     ] Saved forecast: BTZ	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/BTZ.txt
[2025-11-25T10:45:21.968020] [INFO ] [sig       ] [313/2057] Completed BTZ in 0.3s | 2.84 sym/s | Total: 1.8m | ETA: 10.2m
[2025-11-25T10:45:21.968080] [INFO ] [sig       ] [314/2057] Forecasting BUD...
[2025-11-25T10:45:21.968125] [INFO ] [sig       ] Generating forecast for: BUD
[2025-11-25T10:45:21.968169] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BUD' from 'https://tdm.silogroup.org/data/derivative_storage/BUD.csv'.
[2025-11-25T10:45:21.981148] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'BUD'.
[2025-11-25T10:45:21.981503] [INFO ] [FORECASTER] Starting predict_future for BUD
[2025-11-25T10:45:21.982296] [DEBUG] [LOCAL     ] No optimal features file found for BUD: ./output/feature-sets/BUD.txt
[2025-11-25T10:45:21.982368] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:45:21.982435] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:45:21.982479] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:45:21.982548] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:45:22.047892] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:45:22.049044] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:45:22.049151] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:45:22.049203] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:45:22.151894] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:45:22.152091] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:45:22.152139] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:45:22.152175] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:45:22.155566] [DEBUG] [FORECASTER] BUD: Forecast T+1@11:T+2@11: UP (p=70.07%)
[2025-11-25T10:45:22.155887] [INFO ] [FORECASTER] Completed predict_future for BUD
[2025-11-25T10:45:22.156040] [INFO ] [sig       ] BUD: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:45:22.302189] [INFO ] [LOCAL     ] Saved forecast: BUD	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/BUD.txt
[2025-11-25T10:45:22.302387] [INFO ] [sig       ] [314/2057] Completed BUD in 0.3s | 2.84 sym/s | Total: 1.8m | ETA: 10.2m
[2025-11-25T10:45:22.302445] [INFO ] [sig       ] [315/2057] Forecasting BUI...
[2025-11-25T10:45:22.302489] [INFO ] [sig       ] Generating forecast for: BUI
[2025-11-25T10:45:22.302531] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BUI' from 'https://tdm.silogroup.org/data/derivative_storage/BUI.csv'.
[2025-11-25T10:45:22.314787] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'BUI'.
[2025-11-25T10:45:22.315250] [INFO ] [FORECASTER] Starting predict_future for BUI
[2025-11-25T10:45:22.316064] [DEBUG] [LOCAL     ] No optimal features file found for BUI: ./output/feature-sets/BUI.txt
[2025-11-25T10:45:22.316151] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:45:22.316226] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:45:22.316276] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:45:22.316350] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:45:22.384889] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:45:22.385828] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:45:22.385936] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:45:22.385986] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:45:22.490325] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:45:22.490524] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:45:22.490573] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:45:22.490610] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:45:22.494937] [DEBUG] [FORECASTER] BUI: Forecast T+1@11:T+2@11: UP (p=86.47%)
[2025-11-25T10:45:22.495310] [INFO ] [FORECASTER] Completed predict_future for BUI
[2025-11-25T10:45:22.495688] [INFO ] [sig       ] BUI: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:45:22.640440] [INFO ] [LOCAL     ] Saved forecast: BUI	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/BUI.txt
[2025-11-25T10:45:22.640606] [INFO ] [sig       ] [315/2057] Completed BUI in 0.3s | 2.84 sym/s | Total: 1.8m | ETA: 10.2m
[2025-11-25T10:45:22.640680] [INFO ] [sig       ] [316/2057] Forecasting BUR...
[2025-11-25T10:45:22.640726] [INFO ] [sig       ] Generating forecast for: BUR
[2025-11-25T10:45:22.640768] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BUR' from 'https://tdm.silogroup.org/data/derivative_storage/BUR.csv'.
[2025-11-25T10:45:22.653785] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'BUR'.
[2025-11-25T10:45:22.654269] [INFO ] [FORECASTER] Starting predict_future for BUR
[2025-11-25T10:45:22.655094] [DEBUG] [LOCAL     ] No optimal features file found for BUR: ./output/feature-sets/BUR.txt
[2025-11-25T10:45:22.655166] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:45:22.655217] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:45:22.655260] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:45:22.655330] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:45:22.724615] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:45:22.725498] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:45:22.725819] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:45:22.725871] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:45:22.831355] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:45:22.831762] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:45:22.831836] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:45:22.831883] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:45:22.835361] [DEBUG] [FORECASTER] BUR: Forecast T+1@11:T+2@11: DOWN (p=0.60%)
[2025-11-25T10:45:22.835692] [INFO ] [FORECASTER] Completed predict_future for BUR
[2025-11-25T10:45:22.835875] [INFO ] [sig       ] BUR: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:45:22.982465] [INFO ] [LOCAL     ] Saved forecast: BUR	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/BUR.txt
[2025-11-25T10:45:22.982720] [INFO ] [sig       ] [316/2057] Completed BUR in 0.3s | 2.84 sym/s | Total: 1.9m | ETA: 10.2m
[2025-11-25T10:45:22.982796] [INFO ] [sig       ] [317/2057] Forecasting BURL...
[2025-11-25T10:45:22.982855] [INFO ] [sig       ] Generating forecast for: BURL
[2025-11-25T10:45:22.982912] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BURL' from 'https://tdm.silogroup.org/data/derivative_storage/BURL.csv'.
[2025-11-25T10:45:22.993876] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'BURL'.
[2025-11-25T10:45:22.994288] [INFO ] [FORECASTER] Starting predict_future for BURL
[2025-11-25T10:45:22.995131] [DEBUG] [LOCAL     ] No optimal features file found for BURL: ./output/feature-sets/BURL.txt
[2025-11-25T10:45:22.995203] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:45:22.995249] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:45:22.995291] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:45:22.995363] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:45:23.061696] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:45:23.062457] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:45:23.062557] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:45:23.062607] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:45:23.166966] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:45:23.167187] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:45:23.167236] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:45:23.167272] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:45:23.171155] [DEBUG] [FORECASTER] BURL: Forecast T+1@11:T+2@11: DOWN (p=9.81%)
[2025-11-25T10:45:23.171449] [INFO ] [FORECASTER] Completed predict_future for BURL
[2025-11-25T10:45:23.171615] [INFO ] [sig       ] BURL: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:45:23.312125] [INFO ] [LOCAL     ] Saved forecast: BURL	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/BURL.txt
[2025-11-25T10:45:23.312289] [INFO ] [sig       ] [317/2057] Completed BURL in 0.3s | 2.84 sym/s | Total: 1.9m | ETA: 10.2m
[2025-11-25T10:45:23.312343] [INFO ] [sig       ] [318/2057] Forecasting BUXX...
[2025-11-25T10:45:23.312402] [INFO ] [sig       ] Generating forecast for: BUXX
[2025-11-25T10:45:23.312447] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BUXX' from 'https://tdm.silogroup.org/data/derivative_storage/BUXX.csv'.
[2025-11-25T10:45:23.323609] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'BUXX'.
[2025-11-25T10:45:23.324068] [INFO ] [FORECASTER] Starting predict_future for BUXX
[2025-11-25T10:45:23.324925] [DEBUG] [LOCAL     ] No optimal features file found for BUXX: ./output/feature-sets/BUXX.txt
[2025-11-25T10:45:23.324998] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:45:23.325055] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:45:23.325112] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:45:23.325209] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:45:23.394028] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:45:23.394924] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:45:23.395025] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:45:23.395076] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:45:23.490161] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:45:23.490355] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:45:23.490404] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:45:23.490439] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:45:23.493947] [DEBUG] [FORECASTER] BUXX: Forecast T+1@11:T+2@11: UP (p=98.29%)
[2025-11-25T10:45:23.494248] [INFO ] [FORECASTER] Completed predict_future for BUXX
[2025-11-25T10:45:23.494404] [INFO ] [sig       ] BUXX: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:45:23.637205] [INFO ] [LOCAL     ] Saved forecast: BUXX	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/BUXX.txt
[2025-11-25T10:45:23.637381] [INFO ] [sig       ] [318/2057] Completed BUXX in 0.3s | 2.84 sym/s | Total: 1.9m | ETA: 10.2m
[2025-11-25T10:45:23.637438] [INFO ] [sig       ] [319/2057] Forecasting BV...
[2025-11-25T10:45:23.637484] [INFO ] [sig       ] Generating forecast for: BV
[2025-11-25T10:45:23.637530] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BV' from 'https://tdm.silogroup.org/data/derivative_storage/BV.csv'.
[2025-11-25T10:45:23.649811] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'BV'.
[2025-11-25T10:45:23.650229] [INFO ] [FORECASTER] Starting predict_future for BV
[2025-11-25T10:45:23.651110] [DEBUG] [LOCAL     ] No optimal features file found for BV: ./output/feature-sets/BV.txt
[2025-11-25T10:45:23.651192] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:45:23.651243] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:45:23.651296] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:45:23.651380] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:45:23.718934] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:45:23.719753] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:45:23.719854] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:45:23.719902] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:45:23.828529] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:45:23.828746] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:45:23.828802] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:45:23.828838] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:45:23.832353] [DEBUG] [FORECASTER] BV: Forecast T+1@11:T+2@11: DOWN (p=33.29%)
[2025-11-25T10:45:23.832664] [INFO ] [FORECASTER] Completed predict_future for BV
[2025-11-25T10:45:23.832813] [INFO ] [sig       ] BV: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:45:23.979446] [INFO ] [LOCAL     ] Saved forecast: BV	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/BV.txt
[2025-11-25T10:45:23.979622] [INFO ] [sig       ] [319/2057] Completed BV in 0.3s | 2.84 sym/s | Total: 1.9m | ETA: 10.2m
[2025-11-25T10:45:23.979697] [INFO ] [sig       ] [320/2057] Forecasting BVN...
[2025-11-25T10:45:23.979741] [INFO ] [sig       ] Generating forecast for: BVN
[2025-11-25T10:45:23.979783] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BVN' from 'https://tdm.silogroup.org/data/derivative_storage/BVN.csv'.
[2025-11-25T10:45:23.991494] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'BVN'.
[2025-11-25T10:45:23.991903] [INFO ] [FORECASTER] Starting predict_future for BVN
[2025-11-25T10:45:23.992691] [DEBUG] [LOCAL     ] No optimal features file found for BVN: ./output/feature-sets/BVN.txt
[2025-11-25T10:45:23.992757] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:45:23.992803] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:45:23.992843] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:45:23.992911] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:45:24.059897] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:45:24.060739] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:45:24.060839] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:45:24.060886] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:45:24.157998] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:45:24.158176] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:45:24.158227] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:45:24.158269] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:45:24.161886] [DEBUG] [FORECASTER] BVN: Forecast T+1@11:T+2@11: DOWN (p=21.49%)
[2025-11-25T10:45:24.162174] [INFO ] [FORECASTER] Completed predict_future for BVN
[2025-11-25T10:45:24.162315] [INFO ] [sig       ] BVN: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:45:24.305003] [INFO ] [LOCAL     ] Saved forecast: BVN	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/BVN.txt
[2025-11-25T10:45:24.305168] [INFO ] [sig       ] [320/2057] Completed BVN in 0.3s | 2.84 sym/s | Total: 1.9m | ETA: 10.2m
[2025-11-25T10:45:24.305221] [INFO ] [sig       ] [321/2057] Forecasting BW...
[2025-11-25T10:45:24.305265] [INFO ] [sig       ] Generating forecast for: BW
[2025-11-25T10:45:24.305309] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BW' from 'https://tdm.silogroup.org/data/derivative_storage/BW.csv'.
[2025-11-25T10:45:24.316599] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'BW'.
[2025-11-25T10:45:24.316991] [INFO ] [FORECASTER] Starting predict_future for BW
[2025-11-25T10:45:24.317796] [DEBUG] [LOCAL     ] No optimal features file found for BW: ./output/feature-sets/BW.txt
[2025-11-25T10:45:24.317867] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:45:24.317912] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:45:24.317951] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:45:24.318020] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:45:24.384557] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:45:24.385567] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:45:24.385683] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:45:24.385734] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:45:24.488129] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:45:24.488324] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:45:24.488370] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:45:24.488425] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:45:24.491940] [DEBUG] [FORECASTER] BW: Forecast T+1@11:T+2@11: UP (p=81.39%)
[2025-11-25T10:45:24.492244] [INFO ] [FORECASTER] Completed predict_future for BW
[2025-11-25T10:45:24.492426] [INFO ] [sig       ] BW: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:45:24.639059] [INFO ] [LOCAL     ] Saved forecast: BW	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/BW.txt
[2025-11-25T10:45:24.639260] [INFO ] [sig       ] [321/2057] Completed BW in 0.3s | 2.84 sym/s | Total: 1.9m | ETA: 10.2m
[2025-11-25T10:45:24.639328] [INFO ] [sig       ] [322/2057] Forecasting BWA...
[2025-11-25T10:45:24.639381] [INFO ] [sig       ] Generating forecast for: BWA
[2025-11-25T10:45:24.639424] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BWA' from 'https://tdm.silogroup.org/data/derivative_storage/BWA.csv'.
[2025-11-25T10:45:24.651350] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'BWA'.
[2025-11-25T10:45:24.651833] [INFO ] [FORECASTER] Starting predict_future for BWA
[2025-11-25T10:45:24.652637] [DEBUG] [LOCAL     ] No optimal features file found for BWA: ./output/feature-sets/BWA.txt
[2025-11-25T10:45:24.652727] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:45:24.652773] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:45:24.652813] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:45:24.652882] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:45:24.721451] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:45:24.722406] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:45:24.722515] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:45:24.722563] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:45:24.827532] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:45:24.827766] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:45:24.827843] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:45:24.827890] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:45:24.831512] [DEBUG] [FORECASTER] BWA: Forecast T+1@11:T+2@11: UP (p=54.27%)
[2025-11-25T10:45:24.831905] [INFO ] [FORECASTER] Completed predict_future for BWA
[2025-11-25T10:45:24.832084] [INFO ] [sig       ] BWA: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:45:24.975148] [INFO ] [LOCAL     ] Saved forecast: BWA	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/BWA.txt
[2025-11-25T10:45:24.975368] [INFO ] [sig       ] [322/2057] Completed BWA in 0.3s | 2.84 sym/s | Total: 1.9m | ETA: 10.2m
[2025-11-25T10:45:24.975428] [INFO ] [sig       ] [323/2057] Forecasting BWG...
[2025-11-25T10:45:24.975475] [INFO ] [sig       ] Generating forecast for: BWG
[2025-11-25T10:45:24.975522] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BWG' from 'https://tdm.silogroup.org/data/derivative_storage/BWG.csv'.
[2025-11-25T10:45:24.985916] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'BWG'.
[2025-11-25T10:45:24.986393] [INFO ] [FORECASTER] Starting predict_future for BWG
[2025-11-25T10:45:24.987283] [DEBUG] [LOCAL     ] No optimal features file found for BWG: ./output/feature-sets/BWG.txt
[2025-11-25T10:45:24.987356] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:45:24.987403] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:45:24.987443] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:45:24.987513] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:45:25.052852] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:45:25.053842] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:45:25.053965] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:45:25.054014] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:45:25.151254] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:45:25.151457] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:45:25.151504] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:45:25.151538] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:45:25.155013] [DEBUG] [FORECASTER] BWG: Forecast T+1@11:T+2@11: UP (p=57.66%)
[2025-11-25T10:45:25.155393] [INFO ] [FORECASTER] Completed predict_future for BWG
[2025-11-25T10:45:25.155561] [INFO ] [sig       ] BWG: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:45:25.296035] [INFO ] [LOCAL     ] Saved forecast: BWG	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/BWG.txt
[2025-11-25T10:45:25.296237] [INFO ] [sig       ] [323/2057] Completed BWG in 0.3s | 2.84 sym/s | Total: 1.9m | ETA: 10.2m
[2025-11-25T10:45:25.296296] [INFO ] [sig       ] [324/2057] Forecasting BWMX...
[2025-11-25T10:45:25.296340] [INFO ] [sig       ] Generating forecast for: BWMX
[2025-11-25T10:45:25.296383] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BWMX' from 'https://tdm.silogroup.org/data/derivative_storage/BWMX.csv'.
[2025-11-25T10:45:25.307997] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'BWMX'.
[2025-11-25T10:45:25.308452] [INFO ] [FORECASTER] Starting predict_future for BWMX
[2025-11-25T10:45:25.309267] [DEBUG] [LOCAL     ] No optimal features file found for BWMX: ./output/feature-sets/BWMX.txt
[2025-11-25T10:45:25.309353] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:45:25.309408] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:45:25.309454] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:45:25.309522] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:45:25.374497] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:45:25.375444] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:45:25.375559] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:45:25.375607] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:45:25.479150] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:45:25.479362] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:45:25.479422] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:45:25.479457] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:45:25.482905] [DEBUG] [FORECASTER] BWMX: Forecast T+1@11:T+2@11: DOWN (p=7.40%)
[2025-11-25T10:45:25.483239] [INFO ] [FORECASTER] Completed predict_future for BWMX
[2025-11-25T10:45:25.483419] [INFO ] [sig       ] BWMX: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:45:25.624008] [INFO ] [LOCAL     ] Saved forecast: BWMX	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/BWMX.txt
[2025-11-25T10:45:25.624211] [INFO ] [sig       ] [324/2057] Completed BWMX in 0.3s | 2.84 sym/s | Total: 1.9m | ETA: 10.2m
[2025-11-25T10:45:25.624266] [INFO ] [sig       ] [325/2057] Forecasting BWNB...
[2025-11-25T10:45:25.624309] [INFO ] [sig       ] Generating forecast for: BWNB
[2025-11-25T10:45:25.624352] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BWNB' from 'https://tdm.silogroup.org/data/derivative_storage/BWNB.csv'.
[2025-11-25T10:45:25.635547] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'BWNB'.
[2025-11-25T10:45:25.635891] [INFO ] [FORECASTER] Starting predict_future for BWNB
[2025-11-25T10:45:25.636723] [DEBUG] [LOCAL     ] No optimal features file found for BWNB: ./output/feature-sets/BWNB.txt
[2025-11-25T10:45:25.636796] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:45:25.636844] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:45:25.636887] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:45:25.636957] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:45:25.702284] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:45:25.702939] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:45:25.703031] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:45:25.703078] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:45:25.797622] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:45:25.797834] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:45:25.797882] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:45:25.797919] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:45:25.801423] [DEBUG] [FORECASTER] BWNB: Forecast T+1@11:T+2@11: DOWN (p=2.55%)
[2025-11-25T10:45:25.801763] [INFO ] [FORECASTER] Completed predict_future for BWNB
[2025-11-25T10:45:25.801921] [INFO ] [sig       ] BWNB: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:45:25.946930] [INFO ] [LOCAL     ] Saved forecast: BWNB	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/BWNB.txt
[2025-11-25T10:45:25.947104] [INFO ] [sig       ] [325/2057] Completed BWNB in 0.3s | 2.84 sym/s | Total: 1.9m | ETA: 10.1m
[2025-11-25T10:45:25.947160] [INFO ] [sig       ] [326/2057] Forecasting BWSN...
[2025-11-25T10:45:25.947202] [INFO ] [sig       ] Generating forecast for: BWSN
[2025-11-25T10:45:25.947244] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BWSN' from 'https://tdm.silogroup.org/data/derivative_storage/BWSN.csv'.
[2025-11-25T10:45:25.959293] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'BWSN'.
[2025-11-25T10:45:25.959694] [INFO ] [FORECASTER] Starting predict_future for BWSN
[2025-11-25T10:45:25.960449] [DEBUG] [LOCAL     ] No optimal features file found for BWSN: ./output/feature-sets/BWSN.txt
[2025-11-25T10:45:25.960518] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:45:25.960563] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:45:25.960604] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:45:25.960695] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:45:26.028264] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:45:26.028968] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:45:26.029062] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:45:26.029109] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:45:26.122195] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:45:26.122399] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:45:26.122448] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:45:26.122484] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:45:26.125976] [DEBUG] [FORECASTER] BWSN: Forecast T+1@11:T+2@11: DOWN (p=17.13%)
[2025-11-25T10:45:26.126314] [INFO ] [FORECASTER] Completed predict_future for BWSN
[2025-11-25T10:45:26.126480] [INFO ] [sig       ] BWSN: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:45:26.280226] [INFO ] [LOCAL     ] Saved forecast: BWSN	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/BWSN.txt
[2025-11-25T10:45:26.280418] [INFO ] [sig       ] [326/2057] Completed BWSN in 0.3s | 2.85 sym/s | Total: 1.9m | ETA: 10.1m
[2025-11-25T10:45:26.280476] [INFO ] [sig       ] [327/2057] Forecasting BWXT...
[2025-11-25T10:45:26.280521] [INFO ] [sig       ] Generating forecast for: BWXT
[2025-11-25T10:45:26.280566] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BWXT' from 'https://tdm.silogroup.org/data/derivative_storage/BWXT.csv'.
[2025-11-25T10:45:26.292381] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'BWXT'.
[2025-11-25T10:45:26.292792] [INFO ] [FORECASTER] Starting predict_future for BWXT
[2025-11-25T10:45:26.293568] [DEBUG] [LOCAL     ] No optimal features file found for BWXT: ./output/feature-sets/BWXT.txt
[2025-11-25T10:45:26.293698] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:45:26.293752] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:45:26.293794] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:45:26.293865] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:45:26.361362] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:45:26.362103] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:45:26.362202] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:45:26.362251] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:45:26.463964] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:45:26.464146] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:45:26.464194] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:45:26.464231] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:45:26.467845] [DEBUG] [FORECASTER] BWXT: Forecast T+1@11:T+2@11: DOWN (p=13.25%)
[2025-11-25T10:45:26.468139] [INFO ] [FORECASTER] Completed predict_future for BWXT
[2025-11-25T10:45:26.468290] [INFO ] [sig       ] BWXT: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:45:26.613671] [INFO ] [LOCAL     ] Saved forecast: BWXT	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/BWXT.txt
[2025-11-25T10:45:26.613854] [INFO ] [sig       ] [327/2057] Completed BWXT in 0.3s | 2.85 sym/s | Total: 1.9m | ETA: 10.1m
[2025-11-25T10:45:26.613911] [INFO ] [sig       ] [328/2057] Forecasting BX...
[2025-11-25T10:45:26.613956] [INFO ] [sig       ] Generating forecast for: BX
[2025-11-25T10:45:26.614000] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BX' from 'https://tdm.silogroup.org/data/derivative_storage/BX.csv'.
[2025-11-25T10:45:26.626280] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'BX'.
[2025-11-25T10:45:26.626714] [INFO ] [FORECASTER] Starting predict_future for BX
[2025-11-25T10:45:26.627529] [DEBUG] [LOCAL     ] No optimal features file found for BX: ./output/feature-sets/BX.txt
[2025-11-25T10:45:26.627598] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:45:26.627665] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:45:26.627711] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:45:26.627781] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:45:26.703107] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:45:26.704215] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:45:26.704335] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:45:26.704398] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:45:26.823261] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:45:26.823461] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:45:26.823514] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:45:26.823550] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:45:26.826989] [DEBUG] [FORECASTER] BX: Forecast T+1@11:T+2@11: DOWN (p=45.35%)
[2025-11-25T10:45:26.827305] [INFO ] [FORECASTER] Completed predict_future for BX
[2025-11-25T10:45:26.827461] [INFO ] [sig       ] BX: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:45:26.971597] [INFO ] [LOCAL     ] Saved forecast: BX	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/BX.txt
[2025-11-25T10:45:26.971819] [INFO ] [sig       ] [328/2057] Completed BX in 0.4s | 2.85 sym/s | Total: 1.9m | ETA: 10.1m
[2025-11-25T10:45:26.971876] [INFO ] [sig       ] [329/2057] Forecasting BXC...
[2025-11-25T10:45:26.971912] [INFO ] [sig       ] Generating forecast for: BXC
[2025-11-25T10:45:26.971954] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BXC' from 'https://tdm.silogroup.org/data/derivative_storage/BXC.csv'.
[2025-11-25T10:45:26.982328] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'BXC'.
[2025-11-25T10:45:26.982763] [INFO ] [FORECASTER] Starting predict_future for BXC
[2025-11-25T10:45:26.983560] [DEBUG] [LOCAL     ] No optimal features file found for BXC: ./output/feature-sets/BXC.txt
[2025-11-25T10:45:26.983634] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:45:26.983710] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:45:26.983755] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:45:26.983828] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:45:27.051043] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:45:27.051769] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:45:27.051867] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:45:27.051911] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:45:27.155460] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:45:27.155615] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:45:27.155679] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:45:27.155737] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:45:27.159050] [DEBUG] [FORECASTER] BXC: Forecast T+1@11:T+2@11: DOWN (p=7.92%)
[2025-11-25T10:45:27.159353] [INFO ] [FORECASTER] Completed predict_future for BXC
[2025-11-25T10:45:27.159521] [INFO ] [sig       ] BXC: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:45:27.307078] [INFO ] [LOCAL     ] Saved forecast: BXC	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/BXC.txt
[2025-11-25T10:45:27.307258] [INFO ] [sig       ] [329/2057] Completed BXC in 0.3s | 2.85 sym/s | Total: 1.9m | ETA: 10.1m
[2025-11-25T10:45:27.307313] [INFO ] [sig       ] [330/2057] Forecasting BXMT...
[2025-11-25T10:45:27.307356] [INFO ] [sig       ] Generating forecast for: BXMT
[2025-11-25T10:45:27.307398] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BXMT' from 'https://tdm.silogroup.org/data/derivative_storage/BXMT.csv'.
[2025-11-25T10:45:27.320551] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'BXMT'.
[2025-11-25T10:45:27.320992] [INFO ] [FORECASTER] Starting predict_future for BXMT
[2025-11-25T10:45:27.321860] [DEBUG] [LOCAL     ] No optimal features file found for BXMT: ./output/feature-sets/BXMT.txt
[2025-11-25T10:45:27.321933] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:45:27.321980] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:45:27.322022] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:45:27.322091] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:45:27.392128] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:45:27.393116] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:45:27.393242] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:45:27.393292] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:45:27.496214] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:45:27.496420] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:45:27.496468] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:45:27.496504] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:45:27.500264] [DEBUG] [FORECASTER] BXMT: Forecast T+1@11:T+2@11: UP (p=66.62%)
[2025-11-25T10:45:27.500617] [INFO ] [FORECASTER] Completed predict_future for BXMT
[2025-11-25T10:45:27.500821] [INFO ] [sig       ] BXMT: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:45:27.648563] [INFO ] [LOCAL     ] Saved forecast: BXMT	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/BXMT.txt
[2025-11-25T10:45:27.648789] [INFO ] [sig       ] [330/2057] Completed BXMT in 0.3s | 2.85 sym/s | Total: 1.9m | ETA: 10.1m
[2025-11-25T10:45:27.648863] [INFO ] [sig       ] [331/2057] Forecasting BXMX...
[2025-11-25T10:45:27.648923] [INFO ] [sig       ] Generating forecast for: BXMX
[2025-11-25T10:45:27.648983] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BXMX' from 'https://tdm.silogroup.org/data/derivative_storage/BXMX.csv'.
[2025-11-25T10:45:27.660804] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'BXMX'.
[2025-11-25T10:45:27.661250] [INFO ] [FORECASTER] Starting predict_future for BXMX
[2025-11-25T10:45:27.662062] [DEBUG] [LOCAL     ] No optimal features file found for BXMX: ./output/feature-sets/BXMX.txt
[2025-11-25T10:45:27.662132] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:45:27.662179] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:45:27.662220] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:45:27.662290] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:45:27.729291] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:45:27.730232] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:45:27.730341] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:45:27.730391] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:45:27.832501] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:45:27.832723] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:45:27.832802] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:45:27.832850] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:45:27.836456] [DEBUG] [FORECASTER] BXMX: Forecast T+1@11:T+2@11: UP (p=89.31%)
[2025-11-25T10:45:27.836799] [INFO ] [FORECASTER] Completed predict_future for BXMX
[2025-11-25T10:45:27.836978] [INFO ] [sig       ] BXMX: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:45:27.986264] [INFO ] [LOCAL     ] Saved forecast: BXMX	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/BXMX.txt
[2025-11-25T10:45:27.986480] [INFO ] [sig       ] [331/2057] Completed BXMX in 0.3s | 2.85 sym/s | Total: 1.9m | ETA: 10.1m
[2025-11-25T10:45:27.986546] [INFO ] [sig       ] [332/2057] Forecasting BXP...
[2025-11-25T10:45:27.986591] [INFO ] [sig       ] Generating forecast for: BXP
[2025-11-25T10:45:27.986635] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BXP' from 'https://tdm.silogroup.org/data/derivative_storage/BXP.csv'.
[2025-11-25T10:45:27.998565] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'BXP'.
[2025-11-25T10:45:27.999071] [INFO ] [FORECASTER] Starting predict_future for BXP
[2025-11-25T10:45:27.999965] [DEBUG] [LOCAL     ] No optimal features file found for BXP: ./output/feature-sets/BXP.txt
[2025-11-25T10:45:28.000049] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:45:28.000105] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:45:28.000154] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:45:28.000250] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:45:28.067887] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:45:28.068865] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:45:28.068969] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:45:28.069018] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:45:28.181242] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:45:28.181459] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:45:28.181514] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:45:28.181552] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:45:28.185089] [DEBUG] [FORECASTER] BXP: Forecast T+1@11:T+2@11: UP (p=85.43%)
[2025-11-25T10:45:28.185388] [INFO ] [FORECASTER] Completed predict_future for BXP
[2025-11-25T10:45:28.185573] [INFO ] [sig       ] BXP: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:45:28.330467] [INFO ] [LOCAL     ] Saved forecast: BXP	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/BXP.txt
[2025-11-25T10:45:28.330631] [INFO ] [sig       ] [332/2057] Completed BXP in 0.3s | 2.85 sym/s | Total: 1.9m | ETA: 10.1m
[2025-11-25T10:45:28.330706] [INFO ] [sig       ] [333/2057] Forecasting BXSL...
[2025-11-25T10:45:28.330751] [INFO ] [sig       ] Generating forecast for: BXSL
[2025-11-25T10:45:28.330793] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BXSL' from 'https://tdm.silogroup.org/data/derivative_storage/BXSL.csv'.
[2025-11-25T10:45:28.341807] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'BXSL'.
[2025-11-25T10:45:28.342245] [INFO ] [FORECASTER] Starting predict_future for BXSL
[2025-11-25T10:45:28.343069] [DEBUG] [LOCAL     ] No optimal features file found for BXSL: ./output/feature-sets/BXSL.txt
[2025-11-25T10:45:28.343143] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:45:28.343190] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:45:28.343233] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:45:28.343306] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:45:28.409995] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:45:28.410667] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:45:28.410770] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:45:28.410821] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:45:28.511338] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:45:28.511504] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:45:28.511549] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:45:28.511584] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:45:28.514906] [DEBUG] [FORECASTER] BXSL: Forecast T+1@11:T+2@11: DOWN (p=4.91%)
[2025-11-25T10:45:28.515217] [INFO ] [FORECASTER] Completed predict_future for BXSL
[2025-11-25T10:45:28.515375] [INFO ] [sig       ] BXSL: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:45:28.657899] [INFO ] [LOCAL     ] Saved forecast: BXSL	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/BXSL.txt
[2025-11-25T10:45:28.658048] [INFO ] [sig       ] [333/2057] Completed BXSL in 0.3s | 2.85 sym/s | Total: 1.9m | ETA: 10.1m
[2025-11-25T10:45:28.658102] [INFO ] [sig       ] [334/2057] Forecasting BY...
[2025-11-25T10:45:28.658145] [INFO ] [sig       ] Generating forecast for: BY
[2025-11-25T10:45:28.658187] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BY' from 'https://tdm.silogroup.org/data/derivative_storage/BY.csv'.
[2025-11-25T10:45:28.670293] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'BY'.
[2025-11-25T10:45:28.670736] [INFO ] [FORECASTER] Starting predict_future for BY
[2025-11-25T10:45:28.671544] [DEBUG] [LOCAL     ] No optimal features file found for BY: ./output/feature-sets/BY.txt
[2025-11-25T10:45:28.671614] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:45:28.671679] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:45:28.671722] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:45:28.671789] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:45:28.738112] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:45:28.739061] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:45:28.739166] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:45:28.739217] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:45:28.861250] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:45:28.861447] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:45:28.861526] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:45:28.861563] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:45:28.864978] [DEBUG] [FORECASTER] BY: Forecast T+1@11:T+2@11: DOWN (p=0.67%)
[2025-11-25T10:45:28.865265] [INFO ] [FORECASTER] Completed predict_future for BY
[2025-11-25T10:45:28.865422] [INFO ] [sig       ] BY: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:45:29.004906] [INFO ] [LOCAL     ] Saved forecast: BY	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/BY.txt
[2025-11-25T10:45:29.005072] [INFO ] [sig       ] [334/2057] Completed BY in 0.3s | 2.85 sym/s | Total: 2.0m | ETA: 10.1m
[2025-11-25T10:45:29.005126] [INFO ] [sig       ] [335/2057] Forecasting BYD...
[2025-11-25T10:45:29.005170] [INFO ] [sig       ] Generating forecast for: BYD
[2025-11-25T10:45:29.005211] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BYD' from 'https://tdm.silogroup.org/data/derivative_storage/BYD.csv'.
[2025-11-25T10:45:29.016287] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'BYD'.
[2025-11-25T10:45:29.016686] [INFO ] [FORECASTER] Starting predict_future for BYD
[2025-11-25T10:45:29.017499] [DEBUG] [LOCAL     ] No optimal features file found for BYD: ./output/feature-sets/BYD.txt
[2025-11-25T10:45:29.017570] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:45:29.017617] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:45:29.017694] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:45:29.017766] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:45:29.083329] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:45:29.084250] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:45:29.084351] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:45:29.084398] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:45:29.205047] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:45:29.205242] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:45:29.205288] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:45:29.205322] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:45:29.208748] [DEBUG] [FORECASTER] BYD: Forecast T+1@11:T+2@11: UP (p=85.38%)
[2025-11-25T10:45:29.209197] [INFO ] [FORECASTER] Completed predict_future for BYD
[2025-11-25T10:45:29.209456] [INFO ] [sig       ] BYD: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:45:29.349953] [INFO ] [LOCAL     ] Saved forecast: BYD	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/BYD.txt
[2025-11-25T10:45:29.350104] [INFO ] [sig       ] [335/2057] Completed BYD in 0.3s | 2.85 sym/s | Total: 2.0m | ETA: 10.1m
[2025-11-25T10:45:29.350155] [INFO ] [sig       ] [336/2057] Forecasting BYM...
[2025-11-25T10:45:29.350197] [INFO ] [sig       ] Generating forecast for: BYM
[2025-11-25T10:45:29.350238] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BYM' from 'https://tdm.silogroup.org/data/derivative_storage/BYM.csv'.
[2025-11-25T10:45:29.362354] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'BYM'.
[2025-11-25T10:45:29.362735] [INFO ] [FORECASTER] Starting predict_future for BYM
[2025-11-25T10:45:29.363503] [DEBUG] [LOCAL     ] No optimal features file found for BYM: ./output/feature-sets/BYM.txt
[2025-11-25T10:45:29.363572] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:45:29.363617] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:45:29.363679] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:45:29.363750] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:45:29.430672] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:45:29.431342] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:45:29.431458] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:45:29.431509] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:45:29.553577] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:45:29.553777] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:45:29.553830] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:45:29.553864] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:45:29.557331] [DEBUG] [FORECASTER] BYM: Forecast T+1@11:T+2@11: DOWN (p=3.58%)
[2025-11-25T10:45:29.557635] [INFO ] [FORECASTER] Completed predict_future for BYM
[2025-11-25T10:45:29.557821] [INFO ] [sig       ] BYM: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:45:29.699612] [INFO ] [LOCAL     ] Saved forecast: BYM	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/BYM.txt
[2025-11-25T10:45:29.699803] [INFO ] [sig       ] [336/2057] Completed BYM in 0.3s | 2.85 sym/s | Total: 2.0m | ETA: 10.1m
[2025-11-25T10:45:29.699861] [INFO ] [sig       ] [337/2057] Forecasting BZH...
[2025-11-25T10:45:29.699907] [INFO ] [sig       ] Generating forecast for: BZH
[2025-11-25T10:45:29.699949] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BZH' from 'https://tdm.silogroup.org/data/derivative_storage/BZH.csv'.
[2025-11-25T10:45:29.712269] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'BZH'.
[2025-11-25T10:45:29.712677] [INFO ] [FORECASTER] Starting predict_future for BZH
[2025-11-25T10:45:29.713454] [DEBUG] [LOCAL     ] No optimal features file found for BZH: ./output/feature-sets/BZH.txt
[2025-11-25T10:45:29.713525] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:45:29.713572] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:45:29.713613] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:45:29.713706] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:45:29.780732] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:45:29.781611] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:45:29.781743] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:45:29.781792] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:45:29.901756] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:45:29.901908] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:45:29.901950] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:45:29.901984] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:45:29.905165] [DEBUG] [FORECASTER] BZH: Forecast T+1@11:T+2@11: DOWN (p=40.95%)
[2025-11-25T10:45:29.905447] [INFO ] [FORECASTER] Completed predict_future for BZH
[2025-11-25T10:45:29.905602] [INFO ] [sig       ] BZH: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:45:30.046314] [INFO ] [LOCAL     ] Saved forecast: BZH	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/BZH.txt
[2025-11-25T10:45:30.046464] [INFO ] [sig       ] [337/2057] Completed BZH in 0.3s | 2.85 sym/s | Total: 2.0m | ETA: 10.1m
[2025-11-25T10:45:30.046731] [INFO ] [sig       ] [338/2057] Forecasting C...
[2025-11-25T10:45:30.046778] [INFO ] [sig       ] Generating forecast for: C
[2025-11-25T10:45:30.046822] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'C' from 'https://tdm.silogroup.org/data/derivative_storage/C.csv'.
[2025-11-25T10:45:30.057251] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'C'.
[2025-11-25T10:45:30.057624] [INFO ] [FORECASTER] Starting predict_future for C
[2025-11-25T10:45:30.058405] [DEBUG] [LOCAL     ] No optimal features file found for C: ./output/feature-sets/C.txt
[2025-11-25T10:45:30.058476] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:45:30.058523] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:45:30.058603] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:45:30.058699] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:45:30.125040] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:45:30.125951] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:45:30.126061] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:45:30.126113] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:45:30.252378] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:45:30.252601] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:45:30.252669] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:45:30.252747] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:45:30.256324] [DEBUG] [FORECASTER] C: Forecast T+1@11:T+2@11: UP (p=54.50%)
[2025-11-25T10:45:30.256613] [INFO ] [FORECASTER] Completed predict_future for C
[2025-11-25T10:45:30.256801] [INFO ] [sig       ] C: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:45:30.397425] [INFO ] [LOCAL     ] Saved forecast: C	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/C.txt
[2025-11-25T10:45:30.397589] [INFO ] [sig       ] [338/2057] Completed C in 0.4s | 2.85 sym/s | Total: 2.0m | ETA: 10.1m
[2025-11-25T10:45:30.397677] [INFO ] [sig       ] [339/2057] Forecasting CAAP...
[2025-11-25T10:45:30.397723] [INFO ] [sig       ] Generating forecast for: CAAP
[2025-11-25T10:45:30.397774] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CAAP' from 'https://tdm.silogroup.org/data/derivative_storage/CAAP.csv'.
[2025-11-25T10:45:30.409902] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'CAAP'.
[2025-11-25T10:45:30.410390] [INFO ] [FORECASTER] Starting predict_future for CAAP
[2025-11-25T10:45:30.411242] [DEBUG] [LOCAL     ] No optimal features file found for CAAP: ./output/feature-sets/CAAP.txt
[2025-11-25T10:45:30.411318] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:45:30.411368] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:45:30.411411] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:45:30.411477] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:45:30.479282] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:45:30.480088] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:45:30.480188] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:45:30.480240] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:45:30.598511] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:45:30.598736] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:45:30.598795] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:45:30.598832] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:45:30.602268] [DEBUG] [FORECASTER] CAAP: Forecast T+1@11:T+2@11: UP (p=92.03%)
[2025-11-25T10:45:30.602588] [INFO ] [FORECASTER] Completed predict_future for CAAP
[2025-11-25T10:45:30.602785] [INFO ] [sig       ] CAAP: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:45:30.743959] [INFO ] [LOCAL     ] Saved forecast: CAAP	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/CAAP.txt
[2025-11-25T10:45:30.744122] [INFO ] [sig       ] [339/2057] Completed CAAP in 0.3s | 2.85 sym/s | Total: 2.0m | ETA: 10.1m
[2025-11-25T10:45:30.744176] [INFO ] [sig       ] [340/2057] Forecasting CABO...
[2025-11-25T10:45:30.744220] [INFO ] [sig       ] Generating forecast for: CABO
[2025-11-25T10:45:30.744261] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CABO' from 'https://tdm.silogroup.org/data/derivative_storage/CABO.csv'.
[2025-11-25T10:45:30.756686] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'CABO'.
[2025-11-25T10:45:30.757071] [INFO ] [FORECASTER] Starting predict_future for CABO
[2025-11-25T10:45:30.757957] [DEBUG] [LOCAL     ] No optimal features file found for CABO: ./output/feature-sets/CABO.txt
[2025-11-25T10:45:30.758029] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:45:30.758079] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:45:30.758121] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:45:30.758192] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:45:30.825515] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:45:30.826431] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:45:30.826536] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:45:30.826587] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:45:30.944585] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:45:30.944816] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:45:30.944864] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:45:30.944898] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:45:30.948294] [DEBUG] [FORECASTER] CABO: Forecast T+1@11:T+2@11: UP (p=98.22%)
[2025-11-25T10:45:30.948740] [INFO ] [FORECASTER] Completed predict_future for CABO
[2025-11-25T10:45:30.948983] [INFO ] [sig       ] CABO: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:45:31.089918] [INFO ] [LOCAL     ] Saved forecast: CABO	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/CABO.txt
[2025-11-25T10:45:31.090087] [INFO ] [sig       ] [340/2057] Completed CABO in 0.3s | 2.85 sym/s | Total: 2.0m | ETA: 10.0m
[2025-11-25T10:45:31.090139] [INFO ] [sig       ] [341/2057] Forecasting CACI...
[2025-11-25T10:45:31.090181] [INFO ] [sig       ] Generating forecast for: CACI
[2025-11-25T10:45:31.090223] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CACI' from 'https://tdm.silogroup.org/data/derivative_storage/CACI.csv'.
[2025-11-25T10:45:31.101324] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'CACI'.
[2025-11-25T10:45:31.101737] [INFO ] [FORECASTER] Starting predict_future for CACI
[2025-11-25T10:45:31.102509] [DEBUG] [LOCAL     ] No optimal features file found for CACI: ./output/feature-sets/CACI.txt
[2025-11-25T10:45:31.102580] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:45:31.102625] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:45:31.102692] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:45:31.102765] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:45:31.167669] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:45:31.168370] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:45:31.168476] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:45:31.168523] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:45:31.279443] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:45:31.279631] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:45:31.279704] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:45:31.279758] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:45:31.283171] [DEBUG] [FORECASTER] CACI: Forecast T+1@11:T+2@11: UP (p=81.57%)
[2025-11-25T10:45:31.283453] [INFO ] [FORECASTER] Completed predict_future for CACI
[2025-11-25T10:45:31.283603] [INFO ] [sig       ] CACI: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:45:31.422667] [INFO ] [LOCAL     ] Saved forecast: CACI	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/CACI.txt
[2025-11-25T10:45:31.422833] [INFO ] [sig       ] [341/2057] Completed CACI in 0.3s | 2.85 sym/s | Total: 2.0m | ETA: 10.0m
[2025-11-25T10:45:31.422888] [INFO ] [sig       ] [342/2057] Forecasting CADE...
[2025-11-25T10:45:31.422929] [INFO ] [sig       ] Generating forecast for: CADE
[2025-11-25T10:45:31.422979] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CADE' from 'https://tdm.silogroup.org/data/derivative_storage/CADE.csv'.
[2025-11-25T10:45:31.434214] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'CADE'.
[2025-11-25T10:45:31.434573] [INFO ] [FORECASTER] Starting predict_future for CADE
[2025-11-25T10:45:31.435344] [DEBUG] [LOCAL     ] No optimal features file found for CADE: ./output/feature-sets/CADE.txt
[2025-11-25T10:45:31.435413] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:45:31.435460] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:45:31.435503] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:45:31.435574] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:45:31.500857] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:45:31.501532] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:45:31.501626] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:45:31.501698] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:45:31.606610] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:45:31.606813] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:45:31.606859] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:45:31.606893] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:45:31.610288] [DEBUG] [FORECASTER] CADE: Forecast T+1@11:T+2@11: DOWN (p=26.34%)
[2025-11-25T10:45:31.610569] [INFO ] [FORECASTER] Completed predict_future for CADE
[2025-11-25T10:45:31.610740] [INFO ] [sig       ] CADE: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:45:31.752451] [INFO ] [LOCAL     ] Saved forecast: CADE	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/CADE.txt
[2025-11-25T10:45:31.752613] [INFO ] [sig       ] [342/2057] Completed CADE in 0.3s | 2.85 sym/s | Total: 2.0m | ETA: 10.0m
[2025-11-25T10:45:31.752686] [INFO ] [sig       ] [343/2057] Forecasting CAE...
[2025-11-25T10:45:31.752736] [INFO ] [sig       ] Generating forecast for: CAE
[2025-11-25T10:45:31.752772] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CAE' from 'https://tdm.silogroup.org/data/derivative_storage/CAE.csv'.
[2025-11-25T10:45:31.763823] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'CAE'.
[2025-11-25T10:45:31.764178] [INFO ] [FORECASTER] Starting predict_future for CAE
[2025-11-25T10:45:31.764975] [DEBUG] [LOCAL     ] No optimal features file found for CAE: ./output/feature-sets/CAE.txt
[2025-11-25T10:45:31.765044] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:45:31.765090] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:45:31.765131] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:45:31.765199] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:45:31.834932] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:45:31.835972] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:45:31.836089] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:45:31.836137] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:45:31.939751] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:45:31.939948] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:45:31.939997] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:45:31.940032] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:45:31.943608] [DEBUG] [FORECASTER] CAE: Forecast T+1@11:T+2@11: DOWN (p=20.30%)
[2025-11-25T10:45:31.943980] [INFO ] [FORECASTER] Completed predict_future for CAE
[2025-11-25T10:45:31.944148] [INFO ] [sig       ] CAE: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:45:32.095148] [INFO ] [LOCAL     ] Saved forecast: CAE	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/CAE.txt
[2025-11-25T10:45:32.095343] [INFO ] [sig       ] [343/2057] Completed CAE in 0.3s | 2.85 sym/s | Total: 2.0m | ETA: 10.0m
[2025-11-25T10:45:32.095400] [INFO ] [sig       ] [344/2057] Forecasting CAF...
[2025-11-25T10:45:32.095445] [INFO ] [sig       ] Generating forecast for: CAF
[2025-11-25T10:45:32.095488] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CAF' from 'https://tdm.silogroup.org/data/derivative_storage/CAF.csv'.
[2025-11-25T10:45:32.108214] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'CAF'.
[2025-11-25T10:45:32.108618] [INFO ] [FORECASTER] Starting predict_future for CAF
[2025-11-25T10:45:32.109421] [DEBUG] [LOCAL     ] No optimal features file found for CAF: ./output/feature-sets/CAF.txt
[2025-11-25T10:45:32.109493] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:45:32.109539] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:45:32.109580] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:45:32.109664] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:45:32.175513] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:45:32.176151] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:45:32.176246] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:45:32.176293] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:45:32.278059] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:45:32.278282] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:45:32.278336] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:45:32.278372] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:45:32.281836] [DEBUG] [FORECASTER] CAF: Forecast T+1@11:T+2@11: DOWN (p=18.74%)
[2025-11-25T10:45:32.282120] [INFO ] [FORECASTER] Completed predict_future for CAF
[2025-11-25T10:45:32.282262] [INFO ] [sig       ] CAF: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:45:32.422129] [INFO ] [LOCAL     ] Saved forecast: CAF	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/CAF.txt
[2025-11-25T10:45:32.422286] [INFO ] [sig       ] [344/2057] Completed CAF in 0.3s | 2.85 sym/s | Total: 2.0m | ETA: 10.0m
[2025-11-25T10:45:32.422340] [INFO ] [sig       ] [345/2057] Forecasting CAG...
[2025-11-25T10:45:32.422384] [INFO ] [sig       ] Generating forecast for: CAG
[2025-11-25T10:45:32.422420] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CAG' from 'https://tdm.silogroup.org/data/derivative_storage/CAG.csv'.
[2025-11-25T10:45:32.434023] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'CAG'.
[2025-11-25T10:45:32.434391] [INFO ] [FORECASTER] Starting predict_future for CAG
[2025-11-25T10:45:32.435333] [DEBUG] [LOCAL     ] No optimal features file found for CAG: ./output/feature-sets/CAG.txt
[2025-11-25T10:45:32.435405] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:45:32.435450] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:45:32.435491] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:45:32.435559] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:45:32.502464] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:45:32.503145] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:45:32.503239] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:45:32.503285] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:45:32.610359] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:45:32.610521] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:45:32.610566] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:45:32.610600] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:45:32.614152] [DEBUG] [FORECASTER] CAG: Forecast T+1@11:T+2@11: DOWN (p=40.98%)
[2025-11-25T10:45:32.614432] [INFO ] [FORECASTER] Completed predict_future for CAG
[2025-11-25T10:45:32.614583] [INFO ] [sig       ] CAG: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:45:32.754671] [INFO ] [LOCAL     ] Saved forecast: CAG	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/CAG.txt
[2025-11-25T10:45:32.754821] [INFO ] [sig       ] [345/2057] Completed CAG in 0.3s | 2.85 sym/s | Total: 2.0m | ETA: 10.0m
[2025-11-25T10:45:32.754875] [INFO ] [sig       ] [346/2057] Forecasting CAH...
[2025-11-25T10:45:32.754918] [INFO ] [sig       ] Generating forecast for: CAH
[2025-11-25T10:45:32.754960] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CAH' from 'https://tdm.silogroup.org/data/derivative_storage/CAH.csv'.
[2025-11-25T10:45:32.766130] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'CAH'.
[2025-11-25T10:45:32.766521] [INFO ] [FORECASTER] Starting predict_future for CAH
[2025-11-25T10:45:32.767343] [DEBUG] [LOCAL     ] No optimal features file found for CAH: ./output/feature-sets/CAH.txt
[2025-11-25T10:45:32.767414] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:45:32.767460] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:45:32.767504] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:45:32.767573] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:45:32.833155] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:45:32.834059] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:45:32.834158] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:45:32.834206] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:45:32.934108] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:45:32.934291] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:45:32.934337] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:45:32.934371] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:45:32.937751] [DEBUG] [FORECASTER] CAH: Forecast T+1@11:T+2@11: DOWN (p=23.68%)
[2025-11-25T10:45:32.938031] [INFO ] [FORECASTER] Completed predict_future for CAH
[2025-11-25T10:45:32.938175] [INFO ] [sig       ] CAH: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:45:33.079782] [INFO ] [LOCAL     ] Saved forecast: CAH	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/CAH.txt
[2025-11-25T10:45:33.079923] [INFO ] [sig       ] [346/2057] Completed CAH in 0.3s | 2.85 sym/s | Total: 2.0m | ETA: 10.0m
[2025-11-25T10:45:33.079971] [INFO ] [sig       ] [347/2057] Forecasting CAL...
[2025-11-25T10:45:33.080016] [INFO ] [sig       ] Generating forecast for: CAL
[2025-11-25T10:45:33.080058] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CAL' from 'https://tdm.silogroup.org/data/derivative_storage/CAL.csv'.
[2025-11-25T10:45:33.091296] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'CAL'.
[2025-11-25T10:45:33.091705] [INFO ] [FORECASTER] Starting predict_future for CAL
[2025-11-25T10:45:33.092488] [DEBUG] [LOCAL     ] No optimal features file found for CAL: ./output/feature-sets/CAL.txt
[2025-11-25T10:45:33.092563] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:45:33.092608] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:45:33.092670] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:45:33.092742] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:45:33.158592] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:45:33.159247] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:45:33.159339] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:45:33.159386] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:45:33.253291] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:45:33.253454] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:45:33.253505] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:45:33.253541] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:45:33.256929] [DEBUG] [FORECASTER] CAL: Forecast T+1@11:T+2@11: UP (p=71.61%)
[2025-11-25T10:45:33.257264] [INFO ] [FORECASTER] Completed predict_future for CAL
[2025-11-25T10:45:33.257419] [INFO ] [sig       ] CAL: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:45:33.396883] [INFO ] [LOCAL     ] Saved forecast: CAL	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/CAL.txt
[2025-11-25T10:45:33.397109] [INFO ] [sig       ] [347/2057] Completed CAL in 0.3s | 2.85 sym/s | Total: 2.0m | ETA: 10.0m
[2025-11-25T10:45:33.397168] [INFO ] [sig       ] [348/2057] Forecasting CALX...
[2025-11-25T10:45:33.397211] [INFO ] [sig       ] Generating forecast for: CALX
[2025-11-25T10:45:33.397253] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CALX' from 'https://tdm.silogroup.org/data/derivative_storage/CALX.csv'.
[2025-11-25T10:45:33.411369] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'CALX'.
[2025-11-25T10:45:33.411887] [INFO ] [FORECASTER] Starting predict_future for CALX
[2025-11-25T10:45:33.412702] [DEBUG] [LOCAL     ] No optimal features file found for CALX: ./output/feature-sets/CALX.txt
[2025-11-25T10:45:33.412773] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:45:33.412820] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:45:33.412861] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:45:33.412930] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:45:33.478417] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:45:33.479371] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:45:33.479473] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:45:33.479521] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:45:33.585323] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:45:33.585478] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:45:33.585522] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:45:33.585572] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:45:33.588891] [DEBUG] [FORECASTER] CALX: Forecast T+1@11:T+2@11: UP (p=87.26%)
[2025-11-25T10:45:33.589189] [INFO ] [FORECASTER] Completed predict_future for CALX
[2025-11-25T10:45:33.589472] [INFO ] [sig       ] CALX: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:45:33.729507] [INFO ] [LOCAL     ] Saved forecast: CALX	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/CALX.txt
[2025-11-25T10:45:33.729715] [INFO ] [sig       ] [348/2057] Completed CALX in 0.3s | 2.85 sym/s | Total: 2.0m | ETA: 10.0m
[2025-11-25T10:45:33.729772] [INFO ] [sig       ] [349/2057] Forecasting CANG...
[2025-11-25T10:45:33.729817] [INFO ] [sig       ] Generating forecast for: CANG
[2025-11-25T10:45:33.729861] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CANG' from 'https://tdm.silogroup.org/data/derivative_storage/CANG.csv'.
[2025-11-25T10:45:33.740523] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'CANG'.
[2025-11-25T10:45:33.740954] [INFO ] [FORECASTER] Starting predict_future for CANG
[2025-11-25T10:45:33.741780] [DEBUG] [LOCAL     ] No optimal features file found for CANG: ./output/feature-sets/CANG.txt
[2025-11-25T10:45:33.741849] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:45:33.741894] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:45:33.741932] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:45:33.742009] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:45:33.808249] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:45:33.809066] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:45:33.809167] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:45:33.809216] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:45:33.938152] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:45:33.938369] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:45:33.938418] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:45:33.938453] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:45:33.941937] [DEBUG] [FORECASTER] CANG: Forecast T+1@11:T+2@11: DOWN (p=11.92%)
[2025-11-25T10:45:33.942222] [INFO ] [FORECASTER] Completed predict_future for CANG
[2025-11-25T10:45:33.942380] [INFO ] [sig       ] CANG: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:45:34.082772] [INFO ] [LOCAL     ] Saved forecast: CANG	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/CANG.txt
[2025-11-25T10:45:34.082935] [INFO ] [sig       ] [349/2057] Completed CANG in 0.4s | 2.85 sym/s | Total: 2.0m | ETA: 10.0m
[2025-11-25T10:45:34.082984] [INFO ] [sig       ] [350/2057] Forecasting CAPL...
[2025-11-25T10:45:34.083027] [INFO ] [sig       ] Generating forecast for: CAPL
[2025-11-25T10:45:34.083070] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CAPL' from 'https://tdm.silogroup.org/data/derivative_storage/CAPL.csv'.
[2025-11-25T10:45:34.094550] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'CAPL'.
[2025-11-25T10:45:34.094920] [INFO ] [FORECASTER] Starting predict_future for CAPL
[2025-11-25T10:45:34.095705] [DEBUG] [LOCAL     ] No optimal features file found for CAPL: ./output/feature-sets/CAPL.txt
[2025-11-25T10:45:34.095777] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:45:34.095828] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:45:34.095870] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:45:34.095942] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:45:34.163676] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:45:34.164325] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:45:34.164423] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:45:34.164477] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:45:34.286552] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:45:34.286920] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:45:34.287000] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:45:34.287061] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:45:34.290403] [DEBUG] [FORECASTER] CAPL: Forecast T+1@11:T+2@11: UP (p=98.42%)
[2025-11-25T10:45:34.290892] [INFO ] [FORECASTER] Completed predict_future for CAPL
[2025-11-25T10:45:34.291126] [INFO ] [sig       ] CAPL: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:45:34.431020] [INFO ] [LOCAL     ] Saved forecast: CAPL	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/CAPL.txt
[2025-11-25T10:45:34.431192] [INFO ] [sig       ] [350/2057] Completed CAPL in 0.3s | 2.85 sym/s | Total: 2.0m | ETA: 10.0m
[2025-11-25T10:45:34.431246] [INFO ] [sig       ] [351/2057] Forecasting CARR...
[2025-11-25T10:45:34.431289] [INFO ] [sig       ] Generating forecast for: CARR
[2025-11-25T10:45:34.431332] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CARR' from 'https://tdm.silogroup.org/data/derivative_storage/CARR.csv'.
[2025-11-25T10:45:34.442704] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'CARR'.
[2025-11-25T10:45:34.443084] [INFO ] [FORECASTER] Starting predict_future for CARR
[2025-11-25T10:45:34.443879] [DEBUG] [LOCAL     ] No optimal features file found for CARR: ./output/feature-sets/CARR.txt
[2025-11-25T10:45:34.443966] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:45:34.444013] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:45:34.444052] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:45:34.444122] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:45:34.510035] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:45:34.510747] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:45:34.510841] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:45:34.510888] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:45:34.614653] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:45:34.614852] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:45:34.614899] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:45:34.614933] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:45:34.618343] [DEBUG] [FORECASTER] CARR: Forecast T+1@11:T+2@11: DOWN (p=42.69%)
[2025-11-25T10:45:34.618685] [INFO ] [FORECASTER] Completed predict_future for CARR
[2025-11-25T10:45:34.618842] [INFO ] [sig       ] CARR: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:45:34.759769] [INFO ] [LOCAL     ] Saved forecast: CARR	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/CARR.txt
[2025-11-25T10:45:34.759921] [INFO ] [sig       ] [351/2057] Completed CARR in 0.3s | 2.85 sym/s | Total: 2.1m | ETA: 10.0m
[2025-11-25T10:45:34.759974] [INFO ] [sig       ] [352/2057] Forecasting CARS...
[2025-11-25T10:45:34.760016] [INFO ] [sig       ] Generating forecast for: CARS
[2025-11-25T10:45:34.760058] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CARS' from 'https://tdm.silogroup.org/data/derivative_storage/CARS.csv'.
[2025-11-25T10:45:34.771857] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'CARS'.
[2025-11-25T10:45:34.772198] [INFO ] [FORECASTER] Starting predict_future for CARS
[2025-11-25T10:45:34.772983] [DEBUG] [LOCAL     ] No optimal features file found for CARS: ./output/feature-sets/CARS.txt
[2025-11-25T10:45:34.773052] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:45:34.773097] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:45:34.773137] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:45:34.773202] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:45:34.840548] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:45:34.841372] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:45:34.841473] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:45:34.841525] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:45:34.940817] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:45:34.941019] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:45:34.941068] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:45:34.941103] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:45:34.944623] [DEBUG] [FORECASTER] CARS: Forecast T+1@11:T+2@11: DOWN (p=21.10%)
[2025-11-25T10:45:34.944977] [INFO ] [FORECASTER] Completed predict_future for CARS
[2025-11-25T10:45:34.945152] [INFO ] [sig       ] CARS: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:45:35.086719] [INFO ] [LOCAL     ] Saved forecast: CARS	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/CARS.txt
[2025-11-25T10:45:35.086918] [INFO ] [sig       ] [352/2057] Completed CARS in 0.3s | 2.85 sym/s | Total: 2.1m | ETA: 10.0m
[2025-11-25T10:45:35.086976] [INFO ] [sig       ] [353/2057] Forecasting CAT...
[2025-11-25T10:45:35.087022] [INFO ] [sig       ] Generating forecast for: CAT
[2025-11-25T10:45:35.087086] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CAT' from 'https://tdm.silogroup.org/data/derivative_storage/CAT.csv'.
[2025-11-25T10:45:35.098857] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'CAT'.
[2025-11-25T10:45:35.099251] [INFO ] [FORECASTER] Starting predict_future for CAT
[2025-11-25T10:45:35.100063] [DEBUG] [LOCAL     ] No optimal features file found for CAT: ./output/feature-sets/CAT.txt
[2025-11-25T10:45:35.100135] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:45:35.100183] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:45:35.100223] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:45:35.100291] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:45:35.170190] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:45:35.171027] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:45:35.171127] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:45:35.171177] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:45:35.274932] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:45:35.275124] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:45:35.275171] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:45:35.275206] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:45:35.279012] [DEBUG] [FORECASTER] CAT: Forecast T+1@11:T+2@11: UP (p=79.15%)
[2025-11-25T10:45:35.279301] [INFO ] [FORECASTER] Completed predict_future for CAT
[2025-11-25T10:45:35.279454] [INFO ] [sig       ] CAT: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:45:35.421122] [INFO ] [LOCAL     ] Saved forecast: CAT	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/CAT.txt
[2025-11-25T10:45:35.421292] [INFO ] [sig       ] [353/2057] Completed CAT in 0.3s | 2.85 sym/s | Total: 2.1m | ETA: 10.0m
[2025-11-25T10:45:35.421346] [INFO ] [sig       ] [354/2057] Forecasting CATO...
[2025-11-25T10:45:35.421391] [INFO ] [sig       ] Generating forecast for: CATO
[2025-11-25T10:45:35.421432] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CATO' from 'https://tdm.silogroup.org/data/derivative_storage/CATO.csv'.
[2025-11-25T10:45:35.432938] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'CATO'.
[2025-11-25T10:45:35.433316] [INFO ] [FORECASTER] Starting predict_future for CATO
[2025-11-25T10:45:35.434107] [DEBUG] [LOCAL     ] No optimal features file found for CATO: ./output/feature-sets/CATO.txt
[2025-11-25T10:45:35.434177] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:45:35.434223] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:45:35.434263] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:45:35.434331] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:45:35.499383] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:45:35.500155] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:45:35.500251] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:45:35.500298] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:45:35.599095] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:45:35.599283] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:45:35.599331] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:45:35.599366] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:45:35.602749] [DEBUG] [FORECASTER] CATO: Forecast T+1@11:T+2@11: UP (p=52.54%)
[2025-11-25T10:45:35.603034] [INFO ] [FORECASTER] Completed predict_future for CATO
[2025-11-25T10:45:35.603178] [INFO ] [sig       ] CATO: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:45:35.747338] [INFO ] [LOCAL     ] Saved forecast: CATO	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/CATO.txt
[2025-11-25T10:45:35.747561] [INFO ] [sig       ] [354/2057] Completed CATO in 0.3s | 2.85 sym/s | Total: 2.1m | ETA: 9.9m
[2025-11-25T10:45:35.747670] [INFO ] [sig       ] [355/2057] Forecasting CAVA...
[2025-11-25T10:45:35.747722] [INFO ] [sig       ] Generating forecast for: CAVA
[2025-11-25T10:45:35.747767] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CAVA' from 'https://tdm.silogroup.org/data/derivative_storage/CAVA.csv'.
[2025-11-25T10:45:35.758750] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'CAVA'.
[2025-11-25T10:45:35.759239] [INFO ] [FORECASTER] Starting predict_future for CAVA
[2025-11-25T10:45:35.760126] [DEBUG] [LOCAL     ] No optimal features file found for CAVA: ./output/feature-sets/CAVA.txt
[2025-11-25T10:45:35.760199] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:45:35.760248] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:45:35.760289] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:45:35.760359] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:45:35.830133] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:45:35.831000] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:45:35.831103] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:45:35.831152] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:45:35.941494] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:45:35.941701] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:45:35.941780] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:45:35.941837] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:45:35.945330] [DEBUG] [FORECASTER] CAVA: Forecast T+1@11:T+2@11: DOWN (p=44.51%)
[2025-11-25T10:45:35.945661] [INFO ] [FORECASTER] Completed predict_future for CAVA
[2025-11-25T10:45:35.946013] [INFO ] [sig       ] CAVA: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:45:36.092131] [INFO ] [LOCAL     ] Saved forecast: CAVA	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/CAVA.txt
[2025-11-25T10:45:36.092304] [INFO ] [sig       ] [355/2057] Completed CAVA in 0.3s | 2.85 sym/s | Total: 2.1m | ETA: 9.9m
[2025-11-25T10:45:36.092360] [INFO ] [sig       ] [356/2057] Forecasting CB...
[2025-11-25T10:45:36.092402] [INFO ] [sig       ] Generating forecast for: CB
[2025-11-25T10:45:36.092444] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CB' from 'https://tdm.silogroup.org/data/derivative_storage/CB.csv'.
[2025-11-25T10:45:36.103948] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'CB'.
[2025-11-25T10:45:36.104393] [INFO ] [FORECASTER] Starting predict_future for CB
[2025-11-25T10:45:36.105208] [DEBUG] [LOCAL     ] No optimal features file found for CB: ./output/feature-sets/CB.txt
[2025-11-25T10:45:36.105280] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:45:36.105327] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:45:36.105369] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:45:36.105470] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:45:36.174018] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:45:36.175021] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:45:36.175120] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:45:36.175168] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:45:36.282754] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:45:36.282887] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:45:36.282931] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:45:36.282965] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:45:36.286110] [DEBUG] [FORECASTER] CB: Forecast T+1@11:T+2@11: UP (p=66.76%)
[2025-11-25T10:45:36.286393] [INFO ] [FORECASTER] Completed predict_future for CB
[2025-11-25T10:45:36.286565] [INFO ] [sig       ] CB: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:45:36.426244] [INFO ] [LOCAL     ] Saved forecast: CB	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/CB.txt
[2025-11-25T10:45:36.426371] [INFO ] [sig       ] [356/2057] Completed CB in 0.3s | 2.85 sym/s | Total: 2.1m | ETA: 9.9m
[2025-11-25T10:45:36.426425] [INFO ] [sig       ] [357/2057] Forecasting CBAN...
[2025-11-25T10:45:36.426467] [INFO ] [sig       ] Generating forecast for: CBAN
[2025-11-25T10:45:36.426509] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CBAN' from 'https://tdm.silogroup.org/data/derivative_storage/CBAN.csv'.
[2025-11-25T10:45:36.437947] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'CBAN'.
[2025-11-25T10:45:36.438283] [INFO ] [FORECASTER] Starting predict_future for CBAN
[2025-11-25T10:45:36.439070] [DEBUG] [LOCAL     ] No optimal features file found for CBAN: ./output/feature-sets/CBAN.txt
[2025-11-25T10:45:36.439141] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:45:36.439187] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:45:36.439228] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:45:36.439296] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:45:36.504868] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:45:36.505472] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:45:36.505565] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:45:36.505611] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:45:36.607656] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:45:36.607749] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:45:36.607789] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:45:36.607822] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:45:36.610959] [DEBUG] [FORECASTER] CBAN: Forecast T+1@11:T+2@11: DOWN (p=4.72%)
[2025-11-25T10:45:36.611220] [INFO ] [FORECASTER] Completed predict_future for CBAN
[2025-11-25T10:45:36.611360] [INFO ] [sig       ] CBAN: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:45:36.751099] [INFO ] [LOCAL     ] Saved forecast: CBAN	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/CBAN.txt
[2025-11-25T10:45:36.751229] [INFO ] [sig       ] [357/2057] Completed CBAN in 0.3s | 2.85 sym/s | Total: 2.1m | ETA: 9.9m
[2025-11-25T10:45:36.751282] [INFO ] [sig       ] [358/2057] Forecasting CBL...
[2025-11-25T10:45:36.751324] [INFO ] [sig       ] Generating forecast for: CBL
[2025-11-25T10:45:36.751366] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CBL' from 'https://tdm.silogroup.org/data/derivative_storage/CBL.csv'.
[2025-11-25T10:45:36.763269] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'CBL'.
[2025-11-25T10:45:36.763680] [INFO ] [FORECASTER] Starting predict_future for CBL
[2025-11-25T10:45:36.764498] [DEBUG] [LOCAL     ] No optimal features file found for CBL: ./output/feature-sets/CBL.txt
[2025-11-25T10:45:36.764576] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:45:36.764623] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:45:36.764692] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:45:36.764763] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:45:36.833173] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:45:36.834065] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:45:36.834163] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:45:36.834211] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:45:36.944631] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:45:36.944804] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:45:36.944869] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:45:36.944905] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:45:36.948191] [DEBUG] [FORECASTER] CBL: Forecast T+1@11:T+2@11: UP (p=82.04%)
[2025-11-25T10:45:36.948480] [INFO ] [FORECASTER] Completed predict_future for CBL
[2025-11-25T10:45:36.948632] [INFO ] [sig       ] CBL: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:45:37.093980] [INFO ] [LOCAL     ] Saved forecast: CBL	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/CBL.txt
[2025-11-25T10:45:37.094174] [INFO ] [sig       ] [358/2057] Completed CBL in 0.3s | 2.85 sym/s | Total: 2.1m | ETA: 9.9m
[2025-11-25T10:45:37.094229] [INFO ] [sig       ] [359/2057] Forecasting CBRE...
[2025-11-25T10:45:37.094273] [INFO ] [sig       ] Generating forecast for: CBRE
[2025-11-25T10:45:37.094315] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CBRE' from 'https://tdm.silogroup.org/data/derivative_storage/CBRE.csv'.
[2025-11-25T10:45:37.106613] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'CBRE'.
[2025-11-25T10:45:37.106999] [INFO ] [FORECASTER] Starting predict_future for CBRE
[2025-11-25T10:45:37.107838] [DEBUG] [LOCAL     ] No optimal features file found for CBRE: ./output/feature-sets/CBRE.txt
[2025-11-25T10:45:37.107907] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:45:37.107952] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:45:37.107991] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:45:37.108060] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:45:37.172907] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:45:37.173583] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:45:37.173698] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:45:37.173747] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:45:37.277917] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:45:37.278071] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:45:37.278123] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:45:37.278165] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:45:37.281497] [DEBUG] [FORECASTER] CBRE: Forecast T+1@11:T+2@11: DOWN (p=19.48%)
[2025-11-25T10:45:37.281938] [INFO ] [FORECASTER] Completed predict_future for CBRE
[2025-11-25T10:45:37.282169] [INFO ] [sig       ] CBRE: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:45:37.423040] [INFO ] [LOCAL     ] Saved forecast: CBRE	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/CBRE.txt
[2025-11-25T10:45:37.423219] [INFO ] [sig       ] [359/2057] Completed CBRE in 0.3s | 2.86 sym/s | Total: 2.1m | ETA: 9.9m
[2025-11-25T10:45:37.423272] [INFO ] [sig       ] [360/2057] Forecasting CBT...
[2025-11-25T10:45:37.423313] [INFO ] [sig       ] Generating forecast for: CBT
[2025-11-25T10:45:37.423355] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CBT' from 'https://tdm.silogroup.org/data/derivative_storage/CBT.csv'.
[2025-11-25T10:45:37.434134] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'CBT'.
[2025-11-25T10:45:37.434619] [INFO ] [FORECASTER] Starting predict_future for CBT
[2025-11-25T10:45:37.435459] [DEBUG] [LOCAL     ] No optimal features file found for CBT: ./output/feature-sets/CBT.txt
[2025-11-25T10:45:37.435530] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:45:37.435581] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:45:37.435621] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:45:37.435713] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:45:37.501401] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:45:37.502299] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:45:37.502419] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:45:37.502468] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:45:37.609859] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:45:37.610018] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:45:37.610062] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:45:37.610095] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:45:37.613336] [DEBUG] [FORECASTER] CBT: Forecast T+1@11:T+2@11: UP (p=81.29%)
[2025-11-25T10:45:37.613618] [INFO ] [FORECASTER] Completed predict_future for CBT
[2025-11-25T10:45:37.613792] [INFO ] [sig       ] CBT: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:45:37.754203] [INFO ] [LOCAL     ] Saved forecast: CBT	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/CBT.txt
[2025-11-25T10:45:37.754353] [INFO ] [sig       ] [360/2057] Completed CBT in 0.3s | 2.86 sym/s | Total: 2.1m | ETA: 9.9m
[2025-11-25T10:45:37.754407] [INFO ] [sig       ] [361/2057] Forecasting CBU...
[2025-11-25T10:45:37.754449] [INFO ] [sig       ] Generating forecast for: CBU
[2025-11-25T10:45:37.754492] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CBU' from 'https://tdm.silogroup.org/data/derivative_storage/CBU.csv'.
[2025-11-25T10:45:37.766390] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'CBU'.
[2025-11-25T10:45:37.766766] [INFO ] [FORECASTER] Starting predict_future for CBU
[2025-11-25T10:45:37.767577] [DEBUG] [LOCAL     ] No optimal features file found for CBU: ./output/feature-sets/CBU.txt
[2025-11-25T10:45:37.767687] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:45:37.767738] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:45:37.767782] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:45:37.767850] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:45:37.833531] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:45:37.834185] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:45:37.834276] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:45:37.834322] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:45:37.938139] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:45:37.938286] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:45:37.938334] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:45:37.938369] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:45:37.942220] [DEBUG] [FORECASTER] CBU: Forecast T+1@11:T+2@11: UP (p=78.10%)
[2025-11-25T10:45:37.942517] [INFO ] [FORECASTER] Completed predict_future for CBU
[2025-11-25T10:45:37.942678] [INFO ] [sig       ] CBU: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:45:38.083944] [INFO ] [LOCAL     ] Saved forecast: CBU	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/CBU.txt
[2025-11-25T10:45:38.084078] [INFO ] [sig       ] [361/2057] Completed CBU in 0.3s | 2.86 sym/s | Total: 2.1m | ETA: 9.9m
[2025-11-25T10:45:38.084131] [INFO ] [sig       ] [362/2057] Forecasting CBZ...
[2025-11-25T10:45:38.084172] [INFO ] [sig       ] Generating forecast for: CBZ
[2025-11-25T10:45:38.084216] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CBZ' from 'https://tdm.silogroup.org/data/derivative_storage/CBZ.csv'.
[2025-11-25T10:45:38.096245] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'CBZ'.
[2025-11-25T10:45:38.096588] [INFO ] [FORECASTER] Starting predict_future for CBZ
[2025-11-25T10:45:38.097392] [DEBUG] [LOCAL     ] No optimal features file found for CBZ: ./output/feature-sets/CBZ.txt
[2025-11-25T10:45:38.097461] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:45:38.097505] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:45:38.097567] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:45:38.097657] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:45:38.163356] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:45:38.164015] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:45:38.164113] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:45:38.164162] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:45:38.258968] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:45:38.259083] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:45:38.259125] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:45:38.259159] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:45:38.262621] [DEBUG] [FORECASTER] CBZ: Forecast T+1@11:T+2@11: DOWN (p=40.05%)
[2025-11-25T10:45:38.263104] [INFO ] [FORECASTER] Completed predict_future for CBZ
[2025-11-25T10:45:38.263238] [INFO ] [sig       ] CBZ: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:45:38.405233] [INFO ] [LOCAL     ] Saved forecast: CBZ	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/CBZ.txt
[2025-11-25T10:45:38.405369] [INFO ] [sig       ] [362/2057] Completed CBZ in 0.3s | 2.86 sym/s | Total: 2.1m | ETA: 9.9m
[2025-11-25T10:45:38.405426] [INFO ] [sig       ] [363/2057] Forecasting CC...
[2025-11-25T10:45:38.405472] [INFO ] [sig       ] Generating forecast for: CC
[2025-11-25T10:45:38.405521] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CC' from 'https://tdm.silogroup.org/data/derivative_storage/CC.csv'.
[2025-11-25T10:45:38.417602] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'CC'.
[2025-11-25T10:45:38.418146] [INFO ] [FORECASTER] Starting predict_future for CC
[2025-11-25T10:45:38.418996] [DEBUG] [LOCAL     ] No optimal features file found for CC: ./output/feature-sets/CC.txt
[2025-11-25T10:45:38.419065] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:45:38.419111] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:45:38.419153] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:45:38.419222] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:45:38.484161] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:45:38.484798] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:45:38.484892] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:45:38.484940] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:45:38.588751] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:45:38.588860] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:45:38.588901] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:45:38.588933] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:45:38.591954] [DEBUG] [FORECASTER] CC: Forecast T+1@11:T+2@11: DOWN (p=10.35%)
[2025-11-25T10:45:38.592223] [INFO ] [FORECASTER] Completed predict_future for CC
[2025-11-25T10:45:38.592354] [INFO ] [sig       ] CC: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:45:38.731926] [INFO ] [LOCAL     ] Saved forecast: CC	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/CC.txt
[2025-11-25T10:45:38.732055] [INFO ] [sig       ] [363/2057] Completed CC in 0.3s | 2.86 sym/s | Total: 2.1m | ETA: 9.9m
[2025-11-25T10:45:38.732108] [INFO ] [sig       ] [364/2057] Forecasting CCI...
[2025-11-25T10:45:38.732150] [INFO ] [sig       ] Generating forecast for: CCI
[2025-11-25T10:45:38.732191] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CCI' from 'https://tdm.silogroup.org/data/derivative_storage/CCI.csv'.
[2025-11-25T10:45:38.744039] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'CCI'.
[2025-11-25T10:45:38.744385] [INFO ] [FORECASTER] Starting predict_future for CCI
[2025-11-25T10:45:38.745227] [DEBUG] [LOCAL     ] No optimal features file found for CCI: ./output/feature-sets/CCI.txt
[2025-11-25T10:45:38.745297] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:45:38.745342] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:45:38.745382] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:45:38.745447] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:45:38.810563] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:45:38.811190] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:45:38.811283] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:45:38.811330] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:45:38.911427] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:45:38.911537] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:45:38.911581] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:45:38.911614] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:45:38.914776] [DEBUG] [FORECASTER] CCI: Forecast T+1@11:T+2@11: UP (p=86.55%)
[2025-11-25T10:45:38.915051] [INFO ] [FORECASTER] Completed predict_future for CCI
[2025-11-25T10:45:38.915184] [INFO ] [sig       ] CCI: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:45:39.054274] [INFO ] [LOCAL     ] Saved forecast: CCI	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/CCI.txt
[2025-11-25T10:45:39.054402] [INFO ] [sig       ] [364/2057] Completed CCI in 0.3s | 2.86 sym/s | Total: 2.1m | ETA: 9.9m
[2025-11-25T10:45:39.054455] [INFO ] [sig       ] [365/2057] Forecasting CCIF...
[2025-11-25T10:45:39.054496] [INFO ] [sig       ] Generating forecast for: CCIF
[2025-11-25T10:45:39.054537] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CCIF' from 'https://tdm.silogroup.org/data/derivative_storage/CCIF.csv'.
[2025-11-25T10:45:39.070387] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'CCIF'.
[2025-11-25T10:45:39.071223] [INFO ] [FORECASTER] Starting predict_future for CCIF
[2025-11-25T10:45:39.072367] [DEBUG] [LOCAL     ] No optimal features file found for CCIF: ./output/feature-sets/CCIF.txt
[2025-11-25T10:45:39.072487] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:45:39.072538] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:45:39.072581] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:45:39.072706] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:45:39.144535] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:45:39.145700] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:45:39.145812] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:45:39.145860] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:45:39.247724] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:45:39.248168] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:45:39.248218] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:45:39.248252] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:45:39.252190] [DEBUG] [FORECASTER] CCIF: Forecast T+1@11:T+2@11: DOWN (p=31.18%)
[2025-11-25T10:45:39.252503] [INFO ] [FORECASTER] Completed predict_future for CCIF
[2025-11-25T10:45:39.252697] [INFO ] [sig       ] CCIF: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:45:39.395175] [INFO ] [LOCAL     ] Saved forecast: CCIF	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/CCIF.txt
[2025-11-25T10:45:39.395336] [INFO ] [sig       ] [365/2057] Completed CCIF in 0.3s | 2.86 sym/s | Total: 2.1m | ETA: 9.9m
[2025-11-25T10:45:39.395406] [INFO ] [sig       ] [366/2057] Forecasting CCJ...
[2025-11-25T10:45:39.395453] [INFO ] [sig       ] Generating forecast for: CCJ
[2025-11-25T10:45:39.395506] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CCJ' from 'https://tdm.silogroup.org/data/derivative_storage/CCJ.csv'.
[2025-11-25T10:45:39.408102] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'CCJ'.
[2025-11-25T10:45:39.408551] [INFO ] [FORECASTER] Starting predict_future for CCJ
[2025-11-25T10:45:39.409463] [DEBUG] [LOCAL     ] No optimal features file found for CCJ: ./output/feature-sets/CCJ.txt
[2025-11-25T10:45:39.409536] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:45:39.409584] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:45:39.409626] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:45:39.409724] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:45:39.477269] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:45:39.478347] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:45:39.478458] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:45:39.478507] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:45:39.588297] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:45:39.588533] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:45:39.588584] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:45:39.588619] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:45:39.592309] [DEBUG] [FORECASTER] CCJ: Forecast T+1@11:T+2@11: DOWN (p=37.97%)
[2025-11-25T10:45:39.592607] [INFO ] [FORECASTER] Completed predict_future for CCJ
[2025-11-25T10:45:39.592794] [INFO ] [sig       ] CCJ: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:45:39.732519] [INFO ] [LOCAL     ] Saved forecast: CCJ	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/CCJ.txt
[2025-11-25T10:45:39.732716] [INFO ] [sig       ] [366/2057] Completed CCJ in 0.3s | 2.86 sym/s | Total: 2.1m | ETA: 9.9m
[2025-11-25T10:45:39.732779] [INFO ] [sig       ] [367/2057] Forecasting CCK...
[2025-11-25T10:45:39.732821] [INFO ] [sig       ] Generating forecast for: CCK
[2025-11-25T10:45:39.732863] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CCK' from 'https://tdm.silogroup.org/data/derivative_storage/CCK.csv'.
[2025-11-25T10:45:39.744837] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'CCK'.
[2025-11-25T10:45:39.745253] [INFO ] [FORECASTER] Starting predict_future for CCK
[2025-11-25T10:45:39.746138] [DEBUG] [LOCAL     ] No optimal features file found for CCK: ./output/feature-sets/CCK.txt
[2025-11-25T10:45:39.746208] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:45:39.746255] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:45:39.746295] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:45:39.746365] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:45:39.812419] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:45:39.813148] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:45:39.813431] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:45:39.813478] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:45:39.916783] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:45:39.916941] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:45:39.916985] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:45:39.917019] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:45:39.920395] [DEBUG] [FORECASTER] CCK: Forecast T+1@11:T+2@11: UP (p=85.91%)
[2025-11-25T10:45:39.920701] [INFO ] [FORECASTER] Completed predict_future for CCK
[2025-11-25T10:45:39.920860] [INFO ] [sig       ] CCK: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:45:40.064968] [INFO ] [LOCAL     ] Saved forecast: CCK	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/CCK.txt
[2025-11-25T10:45:40.065148] [INFO ] [sig       ] [367/2057] Completed CCK in 0.3s | 2.86 sym/s | Total: 2.1m | ETA: 9.9m
[2025-11-25T10:45:40.065204] [INFO ] [sig       ] [368/2057] Forecasting CCL...
[2025-11-25T10:45:40.065245] [INFO ] [sig       ] Generating forecast for: CCL
[2025-11-25T10:45:40.065289] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CCL' from 'https://tdm.silogroup.org/data/derivative_storage/CCL.csv'.
[2025-11-25T10:45:40.077681] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'CCL'.
[2025-11-25T10:45:40.078064] [INFO ] [FORECASTER] Starting predict_future for CCL
[2025-11-25T10:45:40.078903] [DEBUG] [LOCAL     ] No optimal features file found for CCL: ./output/feature-sets/CCL.txt
[2025-11-25T10:45:40.078972] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:45:40.079016] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:45:40.079055] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:45:40.079122] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:45:40.146011] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:45:40.146693] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:45:40.146787] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:45:40.146833] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:45:40.250868] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:45:40.251081] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:45:40.251129] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:45:40.251163] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:45:40.254672] [DEBUG] [FORECASTER] CCL: Forecast T+1@11:T+2@11: UP (p=61.40%)
[2025-11-25T10:45:40.254962] [INFO ] [FORECASTER] Completed predict_future for CCL
[2025-11-25T10:45:40.255113] [INFO ] [sig       ] CCL: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:45:40.397891] [INFO ] [LOCAL     ] Saved forecast: CCL	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/CCL.txt
[2025-11-25T10:45:40.398061] [INFO ] [sig       ] [368/2057] Completed CCL in 0.3s | 2.86 sym/s | Total: 2.1m | ETA: 9.8m
[2025-11-25T10:45:40.398115] [INFO ] [sig       ] [369/2057] Forecasting CCO...
[2025-11-25T10:45:40.398157] [INFO ] [sig       ] Generating forecast for: CCO
[2025-11-25T10:45:40.398199] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CCO' from 'https://tdm.silogroup.org/data/derivative_storage/CCO.csv'.
[2025-11-25T10:45:40.410638] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'CCO'.
[2025-11-25T10:45:40.411034] [INFO ] [FORECASTER] Starting predict_future for CCO
[2025-11-25T10:45:40.411869] [DEBUG] [LOCAL     ] No optimal features file found for CCO: ./output/feature-sets/CCO.txt
[2025-11-25T10:45:40.411941] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:45:40.411988] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:45:40.412029] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:45:40.412098] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:45:40.478679] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:45:40.479333] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:45:40.479428] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:45:40.479475] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:45:40.582091] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:45:40.582310] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:45:40.582359] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:45:40.582393] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:45:40.585911] [DEBUG] [FORECASTER] CCO: Forecast T+1@11:T+2@11: DOWN (p=41.90%)
[2025-11-25T10:45:40.586274] [INFO ] [FORECASTER] Completed predict_future for CCO
[2025-11-25T10:45:40.586429] [INFO ] [sig       ] CCO: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:45:40.730358] [INFO ] [LOCAL     ] Saved forecast: CCO	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/CCO.txt
[2025-11-25T10:45:40.730535] [INFO ] [sig       ] [369/2057] Completed CCO in 0.3s | 2.86 sym/s | Total: 2.2m | ETA: 9.8m
[2025-11-25T10:45:40.730589] [INFO ] [sig       ] [370/2057] Forecasting CCS...
[2025-11-25T10:45:40.730630] [INFO ] [sig       ] Generating forecast for: CCS
[2025-11-25T10:45:40.730696] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CCS' from 'https://tdm.silogroup.org/data/derivative_storage/CCS.csv'.
[2025-11-25T10:45:40.742575] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'CCS'.
[2025-11-25T10:45:40.742976] [INFO ] [FORECASTER] Starting predict_future for CCS
[2025-11-25T10:45:40.743778] [DEBUG] [LOCAL     ] No optimal features file found for CCS: ./output/feature-sets/CCS.txt
[2025-11-25T10:45:40.743846] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:45:40.743891] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:45:40.743931] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:45:40.743999] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:45:40.810946] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:45:40.811638] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:45:40.811754] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:45:40.811803] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:45:40.910124] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:45:40.910311] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:45:40.910358] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:45:40.910393] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:45:40.913882] [DEBUG] [FORECASTER] CCS: Forecast T+1@11:T+2@11: DOWN (p=14.84%)
[2025-11-25T10:45:40.914195] [INFO ] [FORECASTER] Completed predict_future for CCS
[2025-11-25T10:45:40.914355] [INFO ] [sig       ] CCS: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:45:41.052836] [INFO ] [LOCAL     ] Saved forecast: CCS	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/CCS.txt
[2025-11-25T10:45:41.052988] [INFO ] [sig       ] [370/2057] Completed CCS in 0.3s | 2.86 sym/s | Total: 2.2m | ETA: 9.8m
[2025-11-25T10:45:41.053042] [INFO ] [sig       ] [371/2057] Forecasting CCU...
[2025-11-25T10:45:41.053086] [INFO ] [sig       ] Generating forecast for: CCU
[2025-11-25T10:45:41.053128] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CCU' from 'https://tdm.silogroup.org/data/derivative_storage/CCU.csv'.
[2025-11-25T10:45:41.065677] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'CCU'.
[2025-11-25T10:45:41.066164] [INFO ] [FORECASTER] Starting predict_future for CCU
[2025-11-25T10:45:41.066984] [DEBUG] [LOCAL     ] No optimal features file found for CCU: ./output/feature-sets/CCU.txt
[2025-11-25T10:45:41.067084] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:45:41.067134] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:45:41.067175] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:45:41.067243] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:45:41.131970] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:45:41.132687] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:45:41.132781] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:45:41.132828] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:45:41.233909] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:45:41.234141] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:45:41.234192] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:45:41.234227] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:45:41.237704] [DEBUG] [FORECASTER] CCU: Forecast T+1@11:T+2@11: DOWN (p=1.61%)
[2025-11-25T10:45:41.238026] [INFO ] [FORECASTER] Completed predict_future for CCU
[2025-11-25T10:45:41.238198] [INFO ] [sig       ] CCU: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:45:41.380093] [INFO ] [LOCAL     ] Saved forecast: CCU	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/CCU.txt
[2025-11-25T10:45:41.380257] [INFO ] [sig       ] [371/2057] Completed CCU in 0.3s | 2.86 sym/s | Total: 2.2m | ETA: 9.8m
[2025-11-25T10:45:41.380312] [INFO ] [sig       ] [372/2057] Forecasting CDE...
[2025-11-25T10:45:41.380355] [INFO ] [sig       ] Generating forecast for: CDE
[2025-11-25T10:45:41.380397] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CDE' from 'https://tdm.silogroup.org/data/derivative_storage/CDE.csv'.
[2025-11-25T10:45:41.393104] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'CDE'.
[2025-11-25T10:45:41.393493] [INFO ] [FORECASTER] Starting predict_future for CDE
[2025-11-25T10:45:41.394286] [DEBUG] [LOCAL     ] No optimal features file found for CDE: ./output/feature-sets/CDE.txt
[2025-11-25T10:45:41.394356] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:45:41.394402] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:45:41.394442] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:45:41.394510] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:45:41.459873] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:45:41.460563] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:45:41.460676] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:45:41.460726] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:45:41.563117] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:45:41.563262] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:45:41.563305] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:45:41.563339] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:45:41.566522] [DEBUG] [FORECASTER] CDE: Forecast T+1@11:T+2@11: UP (p=56.40%)
[2025-11-25T10:45:41.566981] [INFO ] [FORECASTER] Completed predict_future for CDE
[2025-11-25T10:45:41.567222] [INFO ] [sig       ] CDE: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:45:41.707089] [INFO ] [LOCAL     ] Saved forecast: CDE	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/CDE.txt
[2025-11-25T10:45:41.707251] [INFO ] [sig       ] [372/2057] Completed CDE in 0.3s | 2.86 sym/s | Total: 2.2m | ETA: 9.8m
[2025-11-25T10:45:41.707306] [INFO ] [sig       ] [373/2057] Forecasting CDP...
[2025-11-25T10:45:41.707348] [INFO ] [sig       ] Generating forecast for: CDP
[2025-11-25T10:45:41.707389] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CDP' from 'https://tdm.silogroup.org/data/derivative_storage/CDP.csv'.
[2025-11-25T10:45:41.719331] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'CDP'.
[2025-11-25T10:45:41.719700] [INFO ] [FORECASTER] Starting predict_future for CDP
[2025-11-25T10:45:41.720548] [DEBUG] [LOCAL     ] No optimal features file found for CDP: ./output/feature-sets/CDP.txt
[2025-11-25T10:45:41.720621] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:45:41.720685] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:45:41.720727] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:45:41.720795] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:45:41.785777] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:45:41.786518] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:45:41.786614] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:45:41.786684] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:45:41.890223] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:45:41.890401] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:45:41.890453] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:45:41.890486] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:45:41.893791] [DEBUG] [FORECASTER] CDP: Forecast T+1@11:T+2@11: DOWN (p=34.07%)
[2025-11-25T10:45:41.894071] [INFO ] [FORECASTER] Completed predict_future for CDP
[2025-11-25T10:45:41.894217] [INFO ] [sig       ] CDP: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:45:42.037670] [INFO ] [LOCAL     ] Saved forecast: CDP	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/CDP.txt
[2025-11-25T10:45:42.037841] [INFO ] [sig       ] [373/2057] Completed CDP in 0.3s | 2.86 sym/s | Total: 2.2m | ETA: 9.8m
[2025-11-25T10:45:42.037900] [INFO ] [sig       ] [374/2057] Forecasting CDRE...
[2025-11-25T10:45:42.037945] [INFO ] [sig       ] Generating forecast for: CDRE
[2025-11-25T10:45:42.037987] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CDRE' from 'https://tdm.silogroup.org/data/derivative_storage/CDRE.csv'.
[2025-11-25T10:45:42.049093] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'CDRE'.
[2025-11-25T10:45:42.049483] [INFO ] [FORECASTER] Starting predict_future for CDRE
[2025-11-25T10:45:42.050278] [DEBUG] [LOCAL     ] No optimal features file found for CDRE: ./output/feature-sets/CDRE.txt
[2025-11-25T10:45:42.050347] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:45:42.050403] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:45:42.050443] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:45:42.050510] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:45:42.115452] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:45:42.116267] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:45:42.116358] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:45:42.116404] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:45:42.219016] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:45:42.219220] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:45:42.219274] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:45:42.219325] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:45:42.222824] [DEBUG] [FORECASTER] CDRE: Forecast T+1@11:T+2@11: UP (p=98.78%)
[2025-11-25T10:45:42.223118] [INFO ] [FORECASTER] Completed predict_future for CDRE
[2025-11-25T10:45:42.223270] [INFO ] [sig       ] CDRE: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:45:42.368386] [INFO ] [LOCAL     ] Saved forecast: CDRE	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/CDRE.txt
[2025-11-25T10:45:42.368572] [INFO ] [sig       ] [374/2057] Completed CDRE in 0.3s | 2.86 sym/s | Total: 2.2m | ETA: 9.8m
[2025-11-25T10:45:42.368629] [INFO ] [sig       ] [375/2057] Forecasting CE...
[2025-11-25T10:45:42.368701] [INFO ] [sig       ] Generating forecast for: CE
[2025-11-25T10:45:42.368747] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CE' from 'https://tdm.silogroup.org/data/derivative_storage/CE.csv'.
[2025-11-25T10:45:42.381817] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'CE'.
[2025-11-25T10:45:42.382240] [INFO ] [FORECASTER] Starting predict_future for CE
[2025-11-25T10:45:42.383040] [DEBUG] [LOCAL     ] No optimal features file found for CE: ./output/feature-sets/CE.txt
[2025-11-25T10:45:42.383110] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:45:42.383194] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:45:42.383237] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:45:42.383306] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:45:42.447870] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:45:42.448496] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:45:42.448593] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:45:42.448657] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:45:42.549893] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:45:42.550098] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:45:42.550144] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:45:42.550179] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:45:42.553616] [DEBUG] [FORECASTER] CE: Forecast T+1@11:T+2@11: UP (p=91.82%)
[2025-11-25T10:45:42.553941] [INFO ] [FORECASTER] Completed predict_future for CE
[2025-11-25T10:45:42.554087] [INFO ] [sig       ] CE: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:45:42.695667] [INFO ] [LOCAL     ] Saved forecast: CE	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/CE.txt
[2025-11-25T10:45:42.695832] [INFO ] [sig       ] [375/2057] Completed CE in 0.3s | 2.86 sym/s | Total: 2.2m | ETA: 9.8m
[2025-11-25T10:45:42.695885] [INFO ] [sig       ] [376/2057] Forecasting CEE...
[2025-11-25T10:45:42.695925] [INFO ] [sig       ] Generating forecast for: CEE
[2025-11-25T10:45:42.695972] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CEE' from 'https://tdm.silogroup.org/data/derivative_storage/CEE.csv'.
[2025-11-25T10:45:42.706174] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'CEE'.
[2025-11-25T10:45:42.706506] [INFO ] [FORECASTER] Starting predict_future for CEE
[2025-11-25T10:45:42.707315] [DEBUG] [LOCAL     ] No optimal features file found for CEE: ./output/feature-sets/CEE.txt
[2025-11-25T10:45:42.707386] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:45:42.707432] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:45:42.707473] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:45:42.707539] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:45:42.772678] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:45:42.773277] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:45:42.773369] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:45:42.773416] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:45:42.861180] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:45:42.861280] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:45:42.861319] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:45:42.861352] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:45:42.864318] [DEBUG] [FORECASTER] CEE: Forecast T+1@11:T+2@11: DOWN (p=16.59%)
[2025-11-25T10:45:42.864583] [INFO ] [FORECASTER] Completed predict_future for CEE
[2025-11-25T10:45:42.864740] [INFO ] [sig       ] CEE: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:45:43.004235] [INFO ] [LOCAL     ] Saved forecast: CEE	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/CEE.txt
[2025-11-25T10:45:43.004370] [INFO ] [sig       ] [376/2057] Completed CEE in 0.3s | 2.86 sym/s | Total: 2.2m | ETA: 9.8m
[2025-11-25T10:45:43.004423] [INFO ] [sig       ] [377/2057] Forecasting CEPU...
[2025-11-25T10:45:43.004470] [INFO ] [sig       ] Generating forecast for: CEPU
[2025-11-25T10:45:43.004509] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CEPU' from 'https://tdm.silogroup.org/data/derivative_storage/CEPU.csv'.
[2025-11-25T10:45:43.014532] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'CEPU'.
[2025-11-25T10:45:43.014927] [INFO ] [FORECASTER] Starting predict_future for CEPU
[2025-11-25T10:45:43.015718] [DEBUG] [LOCAL     ] No optimal features file found for CEPU: ./output/feature-sets/CEPU.txt
[2025-11-25T10:45:43.015786] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:45:43.015831] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:45:43.015872] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:45:43.015939] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:45:43.080806] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:45:43.081423] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:45:43.081516] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:45:43.081565] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:45:43.170417] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:45:43.170576] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:45:43.170629] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:45:43.170688] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:45:43.173973] [DEBUG] [FORECASTER] CEPU: Forecast T+1@11:T+2@11: DOWN (p=35.36%)
[2025-11-25T10:45:43.174260] [INFO ] [FORECASTER] Completed predict_future for CEPU
[2025-11-25T10:45:43.174402] [INFO ] [sig       ] CEPU: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:45:43.312492] [INFO ] [LOCAL     ] Saved forecast: CEPU	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/CEPU.txt
[2025-11-25T10:45:43.312622] [INFO ] [sig       ] [377/2057] Completed CEPU in 0.3s | 2.86 sym/s | Total: 2.2m | ETA: 9.8m
[2025-11-25T10:45:43.312802] [INFO ] [sig       ] [378/2057] Forecasting CF...
[2025-11-25T10:45:43.312850] [INFO ] [sig       ] Generating forecast for: CF
[2025-11-25T10:45:43.312890] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CF' from 'https://tdm.silogroup.org/data/derivative_storage/CF.csv'.
[2025-11-25T10:45:43.323693] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'CF'.
[2025-11-25T10:45:43.324049] [INFO ] [FORECASTER] Starting predict_future for CF
[2025-11-25T10:45:43.324835] [DEBUG] [LOCAL     ] No optimal features file found for CF: ./output/feature-sets/CF.txt
[2025-11-25T10:45:43.324904] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:45:43.324948] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:45:43.324987] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:45:43.325054] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:45:43.389353] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:45:43.389982] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:45:43.390074] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:45:43.390119] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:45:43.475118] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:45:43.475234] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:45:43.475275] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:45:43.475309] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:45:43.478385] [DEBUG] [FORECASTER] CF: Forecast T+1@11:T+2@11: DOWN (p=43.74%)
[2025-11-25T10:45:43.478690] [INFO ] [FORECASTER] Completed predict_future for CF
[2025-11-25T10:45:43.478834] [INFO ] [sig       ] CF: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:45:43.617560] [INFO ] [LOCAL     ] Saved forecast: CF	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/CF.txt
[2025-11-25T10:45:43.617706] [INFO ] [sig       ] [378/2057] Completed CF in 0.3s | 2.87 sym/s | Total: 2.2m | ETA: 9.8m
[2025-11-25T10:45:43.617766] [INFO ] [sig       ] [379/2057] Forecasting CFG...
[2025-11-25T10:45:43.617836] [INFO ] [sig       ] Generating forecast for: CFG
[2025-11-25T10:45:43.617882] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CFG' from 'https://tdm.silogroup.org/data/derivative_storage/CFG.csv'.
[2025-11-25T10:45:43.629021] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'CFG'.
[2025-11-25T10:45:43.629364] [INFO ] [FORECASTER] Starting predict_future for CFG
[2025-11-25T10:45:43.630151] [DEBUG] [LOCAL     ] No optimal features file found for CFG: ./output/feature-sets/CFG.txt
[2025-11-25T10:45:43.630221] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:45:43.630267] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:45:43.630308] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:45:43.630375] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:45:43.694681] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:45:43.695286] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:45:43.695378] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:45:43.695424] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:45:43.780477] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:45:43.780622] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:45:43.780686] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:45:43.780726] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:45:43.783934] [DEBUG] [FORECASTER] CFG: Forecast T+1@11:T+2@11: DOWN (p=17.18%)
[2025-11-25T10:45:43.784213] [INFO ] [FORECASTER] Completed predict_future for CFG
[2025-11-25T10:45:43.784343] [INFO ] [sig       ] CFG: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:45:43.923274] [INFO ] [LOCAL     ] Saved forecast: CFG	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/CFG.txt
[2025-11-25T10:45:43.923405] [INFO ] [sig       ] [379/2057] Completed CFG in 0.3s | 2.87 sym/s | Total: 2.2m | ETA: 9.8m
[2025-11-25T10:45:43.923458] [INFO ] [sig       ] [380/2057] Forecasting CFR...
[2025-11-25T10:45:43.923501] [INFO ] [sig       ] Generating forecast for: CFR
[2025-11-25T10:45:43.923545] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CFR' from 'https://tdm.silogroup.org/data/derivative_storage/CFR.csv'.
[2025-11-25T10:45:43.933701] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'CFR'.
[2025-11-25T10:45:43.934053] [INFO ] [FORECASTER] Starting predict_future for CFR
[2025-11-25T10:45:43.934846] [DEBUG] [LOCAL     ] No optimal features file found for CFR: ./output/feature-sets/CFR.txt
[2025-11-25T10:45:43.934914] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:45:43.934959] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:45:43.934998] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:45:43.935070] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:45:44.000161] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:45:44.000849] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:45:44.000943] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:45:44.000991] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:45:44.090608] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:45:44.090751] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:45:44.090809] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:45:44.090854] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:45:44.094011] [DEBUG] [FORECASTER] CFR: Forecast T+1@11:T+2@11: UP (p=60.79%)
[2025-11-25T10:45:44.094301] [INFO ] [FORECASTER] Completed predict_future for CFR
[2025-11-25T10:45:44.094446] [INFO ] [sig       ] CFR: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:45:44.234831] [INFO ] [LOCAL     ] Saved forecast: CFR	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/CFR.txt
[2025-11-25T10:45:44.234963] [INFO ] [sig       ] [380/2057] Completed CFR in 0.3s | 2.87 sym/s | Total: 2.2m | ETA: 9.7m
[2025-11-25T10:45:44.235015] [INFO ] [sig       ] [381/2057] Forecasting CGAU...
[2025-11-25T10:45:44.235056] [INFO ] [sig       ] Generating forecast for: CGAU
[2025-11-25T10:45:44.235097] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CGAU' from 'https://tdm.silogroup.org/data/derivative_storage/CGAU.csv'.
[2025-11-25T10:45:44.245569] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'CGAU'.
[2025-11-25T10:45:44.245951] [INFO ] [FORECASTER] Starting predict_future for CGAU
[2025-11-25T10:45:44.246764] [DEBUG] [LOCAL     ] No optimal features file found for CGAU: ./output/feature-sets/CGAU.txt
[2025-11-25T10:45:44.246831] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:45:44.246876] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:45:44.246915] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:45:44.246981] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:45:44.312007] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:45:44.312621] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:45:44.312734] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:45:44.312784] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:45:44.404405] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:45:44.404556] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:45:44.404599] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:45:44.404632] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:45:44.408333] [DEBUG] [FORECASTER] CGAU: Forecast T+1@11:T+2@11: UP (p=71.70%)
[2025-11-25T10:45:44.408619] [INFO ] [FORECASTER] Completed predict_future for CGAU
[2025-11-25T10:45:44.408780] [INFO ] [sig       ] CGAU: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:45:44.552175] [INFO ] [LOCAL     ] Saved forecast: CGAU	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/CGAU.txt
[2025-11-25T10:45:44.552317] [INFO ] [sig       ] [381/2057] Completed CGAU in 0.3s | 2.87 sym/s | Total: 2.2m | ETA: 9.7m
[2025-11-25T10:45:44.552376] [INFO ] [sig       ] [382/2057] Forecasting CGV...
[2025-11-25T10:45:44.552421] [INFO ] [sig       ] Generating forecast for: CGV
[2025-11-25T10:45:44.552468] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CGV' from 'https://tdm.silogroup.org/data/derivative_storage/CGV.csv'.
[2025-11-25T10:45:44.562803] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'CGV'.
[2025-11-25T10:45:44.563079] [INFO ] [FORECASTER] Starting predict_future for CGV
[2025-11-25T10:45:44.563865] [DEBUG] [LOCAL     ] No optimal features file found for CGV: ./output/feature-sets/CGV.txt
[2025-11-25T10:45:44.563933] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:45:44.563978] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:45:44.564018] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:45:44.564089] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:45:44.629915] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:45:44.630514] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:45:44.630608] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:45:44.630675] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:45:44.709938] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:45:44.710047] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:45:44.710088] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:45:44.710139] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:45:44.713226] [DEBUG] [FORECASTER] CGV: Forecast T+1@11:T+2@11: DOWN (p=10.67%)
[2025-11-25T10:45:44.713496] [INFO ] [FORECASTER] Completed predict_future for CGV
[2025-11-25T10:45:44.713625] [INFO ] [sig       ] CGV: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:45:44.853335] [INFO ] [LOCAL     ] Saved forecast: CGV	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/CGV.txt
[2025-11-25T10:45:44.853470] [INFO ] [sig       ] [382/2057] Completed CGV in 0.3s | 2.87 sym/s | Total: 2.2m | ETA: 9.7m
[2025-11-25T10:45:44.853523] [INFO ] [sig       ] [383/2057] Forecasting CHCT...
[2025-11-25T10:45:44.853566] [INFO ] [sig       ] Generating forecast for: CHCT
[2025-11-25T10:45:44.853606] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CHCT' from 'https://tdm.silogroup.org/data/derivative_storage/CHCT.csv'.
[2025-11-25T10:45:44.864523] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'CHCT'.
[2025-11-25T10:45:44.864898] [INFO ] [FORECASTER] Starting predict_future for CHCT
[2025-11-25T10:45:44.865692] [DEBUG] [LOCAL     ] No optimal features file found for CHCT: ./output/feature-sets/CHCT.txt
[2025-11-25T10:45:44.865759] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:45:44.865803] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:45:44.865843] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:45:44.865909] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:45:44.930758] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:45:44.931362] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:45:44.931457] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:45:44.931504] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:45:45.032562] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:45:45.032704] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:45:45.032752] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:45:45.032785] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:45:45.035878] [DEBUG] [FORECASTER] CHCT: Forecast T+1@11:T+2@11: DOWN (p=31.56%)
[2025-11-25T10:45:45.036346] [INFO ] [FORECASTER] Completed predict_future for CHCT
[2025-11-25T10:45:45.036478] [INFO ] [sig       ] CHCT: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:45:45.175482] [INFO ] [LOCAL     ] Saved forecast: CHCT	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/CHCT.txt
[2025-11-25T10:45:45.175611] [INFO ] [sig       ] [383/2057] Completed CHCT in 0.3s | 2.87 sym/s | Total: 2.2m | ETA: 9.7m
[2025-11-25T10:45:45.175684] [INFO ] [sig       ] [384/2057] Forecasting CHD...
[2025-11-25T10:45:45.175731] [INFO ] [sig       ] Generating forecast for: CHD
[2025-11-25T10:45:45.175776] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CHD' from 'https://tdm.silogroup.org/data/derivative_storage/CHD.csv'.
[2025-11-25T10:45:45.189674] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'CHD'.
[2025-11-25T10:45:45.190315] [INFO ] [FORECASTER] Starting predict_future for CHD
[2025-11-25T10:45:45.191190] [DEBUG] [LOCAL     ] No optimal features file found for CHD: ./output/feature-sets/CHD.txt
[2025-11-25T10:45:45.191263] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:45:45.191312] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:45:45.191354] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:45:45.191424] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:45:45.261192] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:45:45.262124] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:45:45.262227] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:45:45.262275] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:45:45.367241] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:45:45.367436] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:45:45.367486] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:45:45.367522] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:45:45.371076] [DEBUG] [FORECASTER] CHD: Forecast T+1@11:T+2@11: DOWN (p=4.83%)
[2025-11-25T10:45:45.371396] [INFO ] [FORECASTER] Completed predict_future for CHD
[2025-11-25T10:45:45.371556] [INFO ] [sig       ] CHD: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:45:45.513619] [INFO ] [LOCAL     ] Saved forecast: CHD	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/CHD.txt
[2025-11-25T10:45:45.513815] [INFO ] [sig       ] [384/2057] Completed CHD in 0.3s | 2.87 sym/s | Total: 2.2m | ETA: 9.7m
[2025-11-25T10:45:45.513872] [INFO ] [sig       ] [385/2057] Forecasting CHE...
[2025-11-25T10:45:45.513915] [INFO ] [sig       ] Generating forecast for: CHE
[2025-11-25T10:45:45.513957] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CHE' from 'https://tdm.silogroup.org/data/derivative_storage/CHE.csv'.
[2025-11-25T10:45:45.526492] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'CHE'.
[2025-11-25T10:45:45.526915] [INFO ] [FORECASTER] Starting predict_future for CHE
[2025-11-25T10:45:45.527812] [DEBUG] [LOCAL     ] No optimal features file found for CHE: ./output/feature-sets/CHE.txt
[2025-11-25T10:45:45.527894] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:45:45.527939] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:45:45.527979] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:45:45.528046] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:45:45.594756] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:45:45.595397] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:45:45.595493] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:45:45.595541] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:45:45.699077] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:45:45.699254] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:45:45.699299] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:45:45.699332] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:45:45.702752] [DEBUG] [FORECASTER] CHE: Forecast T+1@11:T+2@11: DOWN (p=3.62%)
[2025-11-25T10:45:45.703036] [INFO ] [FORECASTER] Completed predict_future for CHE
[2025-11-25T10:45:45.703193] [INFO ] [sig       ] CHE: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:45:45.842624] [INFO ] [LOCAL     ] Saved forecast: CHE	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/CHE.txt
[2025-11-25T10:45:45.842800] [INFO ] [sig       ] [385/2057] Completed CHE in 0.3s | 2.87 sym/s | Total: 2.2m | ETA: 9.7m
[2025-11-25T10:45:45.842854] [INFO ] [sig       ] [386/2057] Forecasting CHGG...
[2025-11-25T10:45:45.842896] [INFO ] [sig       ] Generating forecast for: CHGG
[2025-11-25T10:45:45.842938] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CHGG' from 'https://tdm.silogroup.org/data/derivative_storage/CHGG.csv'.
[2025-11-25T10:45:45.854975] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'CHGG'.
[2025-11-25T10:45:45.855411] [INFO ] [FORECASTER] Starting predict_future for CHGG
[2025-11-25T10:45:45.856265] [DEBUG] [LOCAL     ] No optimal features file found for CHGG: ./output/feature-sets/CHGG.txt
[2025-11-25T10:45:45.856336] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:45:45.856382] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:45:45.856424] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:45:45.856546] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:45:45.923105] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:45:45.923921] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:45:45.924027] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:45:45.924076] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:45:46.023706] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:45:46.023899] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:45:46.023948] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:45:46.023984] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:45:46.027465] [DEBUG] [FORECASTER] CHGG: Forecast T+1@11:T+2@11: DOWN (p=5.47%)
[2025-11-25T10:45:46.027983] [INFO ] [FORECASTER] Completed predict_future for CHGG
[2025-11-25T10:45:46.028217] [INFO ] [sig       ] CHGG: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:45:46.172822] [INFO ] [LOCAL     ] Saved forecast: CHGG	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/CHGG.txt
[2025-11-25T10:45:46.173021] [INFO ] [sig       ] [386/2057] Completed CHGG in 0.3s | 2.87 sym/s | Total: 2.2m | ETA: 9.7m
[2025-11-25T10:45:46.173076] [INFO ] [sig       ] [387/2057] Forecasting CHH...
[2025-11-25T10:45:46.173120] [INFO ] [sig       ] Generating forecast for: CHH
[2025-11-25T10:45:46.173163] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CHH' from 'https://tdm.silogroup.org/data/derivative_storage/CHH.csv'.
[2025-11-25T10:45:46.184567] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'CHH'.
[2025-11-25T10:45:46.185016] [INFO ] [FORECASTER] Starting predict_future for CHH
[2025-11-25T10:45:46.185810] [DEBUG] [LOCAL     ] No optimal features file found for CHH: ./output/feature-sets/CHH.txt
[2025-11-25T10:45:46.185879] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:45:46.185925] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:45:46.185964] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:45:46.186033] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:45:46.252095] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:45:46.253041] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:45:46.253146] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:45:46.253194] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:45:46.371762] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:45:46.372013] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:45:46.372272] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:45:46.372319] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:45:46.376530] [DEBUG] [FORECASTER] CHH: Forecast T+1@11:T+2@11: DOWN (p=6.27%)
[2025-11-25T10:45:46.376881] [INFO ] [FORECASTER] Completed predict_future for CHH
[2025-11-25T10:45:46.377108] [INFO ] [sig       ] CHH: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:45:46.536575] [INFO ] [LOCAL     ] Saved forecast: CHH	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/CHH.txt
[2025-11-25T10:45:46.536800] [INFO ] [sig       ] [387/2057] Completed CHH in 0.4s | 2.87 sym/s | Total: 2.2m | ETA: 9.7m
[2025-11-25T10:45:46.536855] [INFO ] [sig       ] [388/2057] Forecasting CHMI...
[2025-11-25T10:45:46.536900] [INFO ] [sig       ] Generating forecast for: CHMI
[2025-11-25T10:45:46.536942] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CHMI' from 'https://tdm.silogroup.org/data/derivative_storage/CHMI.csv'.
[2025-11-25T10:45:46.551414] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'CHMI'.
[2025-11-25T10:45:46.551930] [INFO ] [FORECASTER] Starting predict_future for CHMI
[2025-11-25T10:45:46.552746] [DEBUG] [LOCAL     ] No optimal features file found for CHMI: ./output/feature-sets/CHMI.txt
[2025-11-25T10:45:46.552850] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:45:46.552904] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:45:46.552943] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:45:46.553012] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:45:46.618382] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:45:46.619266] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:45:46.619366] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:45:46.619413] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:45:46.728877] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:45:46.729052] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:45:46.729099] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:45:46.729134] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:45:46.732467] [DEBUG] [FORECASTER] CHMI: Forecast T+1@11:T+2@11: UP (p=57.35%)
[2025-11-25T10:45:46.732792] [INFO ] [FORECASTER] Completed predict_future for CHMI
[2025-11-25T10:45:46.732963] [INFO ] [sig       ] CHMI: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:45:46.875255] [INFO ] [LOCAL     ] Saved forecast: CHMI	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/CHMI.txt
[2025-11-25T10:45:46.875412] [INFO ] [sig       ] [388/2057] Completed CHMI in 0.3s | 2.87 sym/s | Total: 2.3m | ETA: 9.7m
[2025-11-25T10:45:46.875467] [INFO ] [sig       ] [389/2057] Forecasting CHPT...
[2025-11-25T10:45:46.875512] [INFO ] [sig       ] Generating forecast for: CHPT
[2025-11-25T10:45:46.875555] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CHPT' from 'https://tdm.silogroup.org/data/derivative_storage/CHPT.csv'.
[2025-11-25T10:45:46.887831] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'CHPT'.
[2025-11-25T10:45:46.888196] [INFO ] [FORECASTER] Starting predict_future for CHPT
[2025-11-25T10:45:46.888983] [DEBUG] [LOCAL     ] No optimal features file found for CHPT: ./output/feature-sets/CHPT.txt
[2025-11-25T10:45:46.889054] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:45:46.889102] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:45:46.889143] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:45:46.889215] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:45:46.957519] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:45:46.958248] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:45:46.958347] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:45:46.958398] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:45:47.081471] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:45:47.081617] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:45:47.081685] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:45:47.081731] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:45:47.084966] [DEBUG] [FORECASTER] CHPT: Forecast T+1@11:T+2@11: DOWN (p=15.81%)
[2025-11-25T10:45:47.085243] [INFO ] [FORECASTER] Completed predict_future for CHPT
[2025-11-25T10:45:47.085390] [INFO ] [sig       ] CHPT: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:45:47.226158] [INFO ] [LOCAL     ] Saved forecast: CHPT	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/CHPT.txt
[2025-11-25T10:45:47.226313] [INFO ] [sig       ] [389/2057] Completed CHPT in 0.4s | 2.87 sym/s | Total: 2.3m | ETA: 9.7m
[2025-11-25T10:45:47.226368] [INFO ] [sig       ] [390/2057] Forecasting CHT...
[2025-11-25T10:45:47.226411] [INFO ] [sig       ] Generating forecast for: CHT
[2025-11-25T10:45:47.226452] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CHT' from 'https://tdm.silogroup.org/data/derivative_storage/CHT.csv'.
[2025-11-25T10:45:47.237387] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'CHT'.
[2025-11-25T10:45:47.237792] [INFO ] [FORECASTER] Starting predict_future for CHT
[2025-11-25T10:45:47.238567] [DEBUG] [LOCAL     ] No optimal features file found for CHT: ./output/feature-sets/CHT.txt
[2025-11-25T10:45:47.238638] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:45:47.238709] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:45:47.238756] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:45:47.238843] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:45:47.308224] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:45:47.309021] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:45:47.309118] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:45:47.309166] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:45:47.418084] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:45:47.418280] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:45:47.418326] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:45:47.418361] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:45:47.421931] [DEBUG] [FORECASTER] CHT: Forecast T+1@11:T+2@11: UP (p=77.72%)
[2025-11-25T10:45:47.422409] [INFO ] [FORECASTER] Completed predict_future for CHT
[2025-11-25T10:45:47.422556] [INFO ] [sig       ] CHT: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:45:47.566165] [INFO ] [LOCAL     ] Saved forecast: CHT	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/CHT.txt
[2025-11-25T10:45:47.566330] [INFO ] [sig       ] [390/2057] Completed CHT in 0.3s | 2.87 sym/s | Total: 2.3m | ETA: 9.7m
[2025-11-25T10:45:47.566383] [INFO ] [sig       ] [391/2057] Forecasting CHWY...
[2025-11-25T10:45:47.566426] [INFO ] [sig       ] Generating forecast for: CHWY
[2025-11-25T10:45:47.566468] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CHWY' from 'https://tdm.silogroup.org/data/derivative_storage/CHWY.csv'.
[2025-11-25T10:45:47.578850] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'CHWY'.
[2025-11-25T10:45:47.579314] [INFO ] [FORECASTER] Starting predict_future for CHWY
[2025-11-25T10:45:47.580307] [DEBUG] [LOCAL     ] No optimal features file found for CHWY: ./output/feature-sets/CHWY.txt
[2025-11-25T10:45:47.580378] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:45:47.580424] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:45:47.580464] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:45:47.580533] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:45:47.648261] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:45:47.648964] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:45:47.649059] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:45:47.649108] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:45:47.773749] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:45:47.774080] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:45:47.774130] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:45:47.774166] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:45:47.778148] [DEBUG] [FORECASTER] CHWY: Forecast T+1@11:T+2@11: UP (p=97.10%)
[2025-11-25T10:45:47.778676] [INFO ] [FORECASTER] Completed predict_future for CHWY
[2025-11-25T10:45:47.778944] [INFO ] [sig       ] CHWY: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:45:47.942013] [INFO ] [LOCAL     ] Saved forecast: CHWY	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/CHWY.txt
[2025-11-25T10:45:47.942191] [INFO ] [sig       ] [391/2057] Completed CHWY in 0.4s | 2.87 sym/s | Total: 2.3m | ETA: 9.7m
[2025-11-25T10:45:47.942266] [INFO ] [sig       ] [392/2057] Forecasting CI...
[2025-11-25T10:45:47.942318] [INFO ] [sig       ] Generating forecast for: CI
[2025-11-25T10:45:47.942361] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CI' from 'https://tdm.silogroup.org/data/derivative_storage/CI.csv'.
[2025-11-25T10:45:47.955480] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'CI'.
[2025-11-25T10:45:47.955959] [INFO ] [FORECASTER] Starting predict_future for CI
[2025-11-25T10:45:47.956786] [DEBUG] [LOCAL     ] No optimal features file found for CI: ./output/feature-sets/CI.txt
[2025-11-25T10:45:47.956855] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:45:47.956901] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:45:47.956941] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:45:47.957010] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:45:48.022896] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:45:48.023611] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:45:48.023734] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:45:48.023785] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:45:48.137680] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:45:48.137883] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:45:48.137931] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:45:48.137966] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:45:48.141632] [DEBUG] [FORECASTER] CI: Forecast T+1@11:T+2@11: UP (p=99.18%)
[2025-11-25T10:45:48.141966] [INFO ] [FORECASTER] Completed predict_future for CI
[2025-11-25T10:45:48.142309] [INFO ] [sig       ] CI: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:45:48.286854] [INFO ] [LOCAL     ] Saved forecast: CI	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/CI.txt
[2025-11-25T10:45:48.287022] [INFO ] [sig       ] [392/2057] Completed CI in 0.3s | 2.87 sym/s | Total: 2.3m | ETA: 9.7m
[2025-11-25T10:45:48.287105] [INFO ] [sig       ] [393/2057] Forecasting CIA...
[2025-11-25T10:45:48.287151] [INFO ] [sig       ] Generating forecast for: CIA
[2025-11-25T10:45:48.287189] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CIA' from 'https://tdm.silogroup.org/data/derivative_storage/CIA.csv'.
[2025-11-25T10:45:48.298994] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'CIA'.
[2025-11-25T10:45:48.299466] [INFO ] [FORECASTER] Starting predict_future for CIA
[2025-11-25T10:45:48.300298] [DEBUG] [LOCAL     ] No optimal features file found for CIA: ./output/feature-sets/CIA.txt
[2025-11-25T10:45:48.300369] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:45:48.300420] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:45:48.300481] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:45:48.300590] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:45:48.370259] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:45:48.371146] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:45:48.371244] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:45:48.371293] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:45:48.482591] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:45:48.482801] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:45:48.482853] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:45:48.482888] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:45:48.486638] [DEBUG] [FORECASTER] CIA: Forecast T+1@11:T+2@11: DOWN (p=20.17%)
[2025-11-25T10:45:48.486947] [INFO ] [FORECASTER] Completed predict_future for CIA
[2025-11-25T10:45:48.487333] [INFO ] [sig       ] CIA: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:45:48.628988] [INFO ] [LOCAL     ] Saved forecast: CIA	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/CIA.txt
[2025-11-25T10:45:48.629385] [INFO ] [sig       ] [393/2057] Completed CIA in 0.3s | 2.87 sym/s | Total: 2.3m | ETA: 9.7m
[2025-11-25T10:45:48.629440] [INFO ] [sig       ] [394/2057] Forecasting CIB...
[2025-11-25T10:45:48.629485] [INFO ] [sig       ] Generating forecast for: CIB
[2025-11-25T10:45:48.629530] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CIB' from 'https://tdm.silogroup.org/data/derivative_storage/CIB.csv'.
[2025-11-25T10:45:48.641842] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'CIB'.
[2025-11-25T10:45:48.642320] [INFO ] [FORECASTER] Starting predict_future for CIB
[2025-11-25T10:45:48.643143] [DEBUG] [LOCAL     ] No optimal features file found for CIB: ./output/feature-sets/CIB.txt
[2025-11-25T10:45:48.643215] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:45:48.643263] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:45:48.643304] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:45:48.643372] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:45:48.710879] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:45:48.711831] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:45:48.711940] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:45:48.711988] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:45:48.828684] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:45:48.828880] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:45:48.828927] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:45:48.828961] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:45:48.832617] [DEBUG] [FORECASTER] CIB: Forecast T+1@11:T+2@11: DOWN (p=23.46%)
[2025-11-25T10:45:48.832958] [INFO ] [FORECASTER] Completed predict_future for CIB
[2025-11-25T10:45:48.833118] [INFO ] [sig       ] CIB: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:45:48.978310] [INFO ] [LOCAL     ] Saved forecast: CIB	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/CIB.txt
[2025-11-25T10:45:48.978526] [INFO ] [sig       ] [394/2057] Completed CIB in 0.3s | 2.87 sym/s | Total: 2.3m | ETA: 9.7m
[2025-11-25T10:45:48.978586] [INFO ] [sig       ] [395/2057] Forecasting CIEN...
[2025-11-25T10:45:48.978632] [INFO ] [sig       ] Generating forecast for: CIEN
[2025-11-25T10:45:48.978699] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CIEN' from 'https://tdm.silogroup.org/data/derivative_storage/CIEN.csv'.
[2025-11-25T10:45:48.994831] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'CIEN'.
[2025-11-25T10:45:48.995293] [INFO ] [FORECASTER] Starting predict_future for CIEN
[2025-11-25T10:45:48.996359] [DEBUG] [LOCAL     ] No optimal features file found for CIEN: ./output/feature-sets/CIEN.txt
[2025-11-25T10:45:48.996430] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:45:48.996476] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:45:48.996516] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:45:48.996584] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:45:49.065349] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:45:49.066333] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:45:49.066442] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:45:49.066490] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:45:49.180387] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:45:49.180578] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:45:49.180669] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:45:49.180736] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:45:49.184527] [DEBUG] [FORECASTER] CIEN: Forecast T+1@11:T+2@11: UP (p=97.53%)
[2025-11-25T10:45:49.185012] [INFO ] [FORECASTER] Completed predict_future for CIEN
[2025-11-25T10:45:49.185245] [INFO ] [sig       ] CIEN: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:45:49.331403] [INFO ] [LOCAL     ] Saved forecast: CIEN	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/CIEN.txt
[2025-11-25T10:45:49.331595] [INFO ] [sig       ] [395/2057] Completed CIEN in 0.4s | 2.87 sym/s | Total: 2.3m | ETA: 9.7m
[2025-11-25T10:45:49.331676] [INFO ] [sig       ] [396/2057] Forecasting CIF...
[2025-11-25T10:45:49.331722] [INFO ] [sig       ] Generating forecast for: CIF
[2025-11-25T10:45:49.331764] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CIF' from 'https://tdm.silogroup.org/data/derivative_storage/CIF.csv'.
[2025-11-25T10:45:49.346419] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'CIF'.
[2025-11-25T10:45:49.347245] [INFO ] [FORECASTER] Starting predict_future for CIF
[2025-11-25T10:45:49.348534] [DEBUG] [LOCAL     ] No optimal features file found for CIF: ./output/feature-sets/CIF.txt
[2025-11-25T10:45:49.348634] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:45:49.348735] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:45:49.348799] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:45:49.348902] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:45:49.424244] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:45:49.425496] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:45:49.425618] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:45:49.425694] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:45:49.543533] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:45:49.543831] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:45:49.543919] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:45:49.543968] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:45:49.548098] [DEBUG] [FORECASTER] CIF: Forecast T+1@11:T+2@11: DOWN (p=15.76%)
[2025-11-25T10:45:49.548687] [INFO ] [FORECASTER] Completed predict_future for CIF
[2025-11-25T10:45:49.548907] [INFO ] [sig       ] CIF: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:45:49.704804] [INFO ] [LOCAL     ] Saved forecast: CIF	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/CIF.txt
[2025-11-25T10:45:49.705016] [INFO ] [sig       ] [396/2057] Completed CIF in 0.4s | 2.87 sym/s | Total: 2.3m | ETA: 9.6m
[2025-11-25T10:45:49.705078] [INFO ] [sig       ] [397/2057] Forecasting CIG...
[2025-11-25T10:45:49.705121] [INFO ] [sig       ] Generating forecast for: CIG
[2025-11-25T10:45:49.705163] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CIG' from 'https://tdm.silogroup.org/data/derivative_storage/CIG.csv'.
[2025-11-25T10:45:49.717348] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'CIG'.
[2025-11-25T10:45:49.717872] [INFO ] [FORECASTER] Starting predict_future for CIG
[2025-11-25T10:45:49.718726] [DEBUG] [LOCAL     ] No optimal features file found for CIG: ./output/feature-sets/CIG.txt
[2025-11-25T10:45:49.718794] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:45:49.718846] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:45:49.718898] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:45:49.718977] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:45:49.789910] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:45:49.791077] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:45:49.791250] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:45:49.791330] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:45:49.903539] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:45:49.903799] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:45:49.903881] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:45:49.903933] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:45:49.907576] [DEBUG] [FORECASTER] CIG: Forecast T+1@11:T+2@11: UP (p=57.00%)
[2025-11-25T10:45:49.907946] [INFO ] [FORECASTER] Completed predict_future for CIG
[2025-11-25T10:45:49.908134] [INFO ] [sig       ] CIG: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:45:50.055166] [INFO ] [LOCAL     ] Saved forecast: CIG	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/CIG.txt
[2025-11-25T10:45:50.055389] [INFO ] [sig       ] [397/2057] Completed CIG in 0.4s | 2.87 sym/s | Total: 2.3m | ETA: 9.6m
[2025-11-25T10:45:50.055449] [INFO ] [sig       ] [398/2057] Forecasting CII...
[2025-11-25T10:45:50.055495] [INFO ] [sig       ] Generating forecast for: CII
[2025-11-25T10:45:50.055538] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CII' from 'https://tdm.silogroup.org/data/derivative_storage/CII.csv'.
[2025-11-25T10:45:50.069469] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'CII'.
[2025-11-25T10:45:50.070000] [INFO ] [FORECASTER] Starting predict_future for CII
[2025-11-25T10:45:50.070846] [DEBUG] [LOCAL     ] No optimal features file found for CII: ./output/feature-sets/CII.txt
[2025-11-25T10:45:50.070917] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:45:50.070965] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:45:50.071008] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:45:50.071080] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:45:50.145133] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:45:50.146084] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:45:50.146185] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:45:50.146235] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:45:50.248040] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:45:50.248246] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:45:50.248294] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:45:50.248330] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:45:50.251919] [DEBUG] [FORECASTER] CII: Forecast T+1@11:T+2@11: UP (p=98.56%)
[2025-11-25T10:45:50.252252] [INFO ] [FORECASTER] Completed predict_future for CII
[2025-11-25T10:45:50.252449] [INFO ] [sig       ] CII: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:45:50.396415] [INFO ] [LOCAL     ] Saved forecast: CII	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/CII.txt
[2025-11-25T10:45:50.396625] [INFO ] [sig       ] [398/2057] Completed CII in 0.3s | 2.87 sym/s | Total: 2.3m | ETA: 9.6m
[2025-11-25T10:45:50.396709] [INFO ] [sig       ] [399/2057] Forecasting CIM...
[2025-11-25T10:45:50.396770] [INFO ] [sig       ] Generating forecast for: CIM
[2025-11-25T10:45:50.396835] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CIM' from 'https://tdm.silogroup.org/data/derivative_storage/CIM.csv'.
[2025-11-25T10:45:50.410289] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'CIM'.
[2025-11-25T10:45:50.410776] [INFO ] [FORECASTER] Starting predict_future for CIM
[2025-11-25T10:45:50.411700] [DEBUG] [LOCAL     ] No optimal features file found for CIM: ./output/feature-sets/CIM.txt
[2025-11-25T10:45:50.411771] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:45:50.411838] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:45:50.411883] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:45:50.411973] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:45:50.482355] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:45:50.483255] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:45:50.483359] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:45:50.483410] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:45:50.588995] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:45:50.589195] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:45:50.589244] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:45:50.589279] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:45:50.593019] [DEBUG] [FORECASTER] CIM: Forecast T+1@11:T+2@11: DOWN (p=20.69%)
[2025-11-25T10:45:50.593328] [INFO ] [FORECASTER] Completed predict_future for CIM
[2025-11-25T10:45:50.593483] [INFO ] [sig       ] CIM: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:45:50.741885] [INFO ] [LOCAL     ] Saved forecast: CIM	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/CIM.txt
[2025-11-25T10:45:50.742083] [INFO ] [sig       ] [399/2057] Completed CIM in 0.3s | 2.87 sym/s | Total: 2.3m | ETA: 9.6m
[2025-11-25T10:45:50.742139] [INFO ] [sig       ] [400/2057] Forecasting CINT...
[2025-11-25T10:45:50.742183] [INFO ] [sig       ] Generating forecast for: CINT
[2025-11-25T10:45:50.742223] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CINT' from 'https://tdm.silogroup.org/data/derivative_storage/CINT.csv'.
[2025-11-25T10:45:50.753045] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'CINT'.
[2025-11-25T10:45:50.753484] [INFO ] [FORECASTER] Starting predict_future for CINT
[2025-11-25T10:45:50.754328] [DEBUG] [LOCAL     ] No optimal features file found for CINT: ./output/feature-sets/CINT.txt
[2025-11-25T10:45:50.754400] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:45:50.754449] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:45:50.754491] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:45:50.754577] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:45:50.838071] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:45:50.839230] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:45:50.839360] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:45:50.839422] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:45:50.947424] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:45:50.947612] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:45:50.947682] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:45:50.947725] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:45:50.951361] [DEBUG] [FORECASTER] CINT: Forecast T+1@11:T+2@11: UP (p=86.32%)
[2025-11-25T10:45:50.951686] [INFO ] [FORECASTER] Completed predict_future for CINT
[2025-11-25T10:45:50.951841] [INFO ] [sig       ] CINT: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:45:51.100779] [INFO ] [LOCAL     ] Saved forecast: CINT	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/CINT.txt
[2025-11-25T10:45:51.101001] [INFO ] [sig       ] [400/2057] Completed CINT in 0.4s | 2.87 sym/s | Total: 2.3m | ETA: 9.6m
[2025-11-25T10:45:51.101073] [INFO ] [sig       ] [401/2057] Forecasting CIO...
[2025-11-25T10:45:51.101129] [INFO ] [sig       ] Generating forecast for: CIO
[2025-11-25T10:45:51.101186] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CIO' from 'https://tdm.silogroup.org/data/derivative_storage/CIO.csv'.
[2025-11-25T10:45:51.112533] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'CIO'.
[2025-11-25T10:45:51.112940] [INFO ] [FORECASTER] Starting predict_future for CIO
[2025-11-25T10:45:51.113794] [DEBUG] [LOCAL     ] No optimal features file found for CIO: ./output/feature-sets/CIO.txt
[2025-11-25T10:45:51.113868] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:45:51.113916] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:45:51.113958] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:45:51.114028] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:45:51.179540] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:45:51.180348] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:45:51.180448] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:45:51.180496] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:45:51.281452] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:45:51.281666] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:45:51.281721] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:45:51.281761] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:45:51.285156] [DEBUG] [FORECASTER] CIO: Forecast T+1@11:T+2@11: UP (p=55.12%)
[2025-11-25T10:45:51.285444] [INFO ] [FORECASTER] Completed predict_future for CIO
[2025-11-25T10:45:51.285589] [INFO ] [sig       ] CIO: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:45:51.424412] [INFO ] [LOCAL     ] Saved forecast: CIO	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/CIO.txt
[2025-11-25T10:45:51.424596] [INFO ] [sig       ] [401/2057] Completed CIO in 0.3s | 2.87 sym/s | Total: 2.3m | ETA: 9.6m
[2025-11-25T10:45:51.424794] [INFO ] [sig       ] [402/2057] Forecasting CION...
[2025-11-25T10:45:51.424848] [INFO ] [sig       ] Generating forecast for: CION
[2025-11-25T10:45:51.424892] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CION' from 'https://tdm.silogroup.org/data/derivative_storage/CION.csv'.
[2025-11-25T10:45:51.436550] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'CION'.
[2025-11-25T10:45:51.437026] [INFO ] [FORECASTER] Starting predict_future for CION
[2025-11-25T10:45:51.437869] [DEBUG] [LOCAL     ] No optimal features file found for CION: ./output/feature-sets/CION.txt
[2025-11-25T10:45:51.437955] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:45:51.438011] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:45:51.438054] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:45:51.438122] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:45:51.502570] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:45:51.503456] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:45:51.503555] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:45:51.503603] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:45:51.606195] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:45:51.606976] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:45:51.607069] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:45:51.607128] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:45:51.610531] [DEBUG] [FORECASTER] CION: Forecast T+1@11:T+2@11: DOWN (p=41.05%)
[2025-11-25T10:45:51.610914] [INFO ] [FORECASTER] Completed predict_future for CION
[2025-11-25T10:45:51.611131] [INFO ] [sig       ] CION: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:45:51.753283] [INFO ] [LOCAL     ] Saved forecast: CION	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/CION.txt
[2025-11-25T10:45:51.753449] [INFO ] [sig       ] [402/2057] Completed CION in 0.3s | 2.87 sym/s | Total: 2.3m | ETA: 9.6m
[2025-11-25T10:45:51.753504] [INFO ] [sig       ] [403/2057] Forecasting CIVI...
[2025-11-25T10:45:51.753547] [INFO ] [sig       ] Generating forecast for: CIVI
[2025-11-25T10:45:51.753605] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CIVI' from 'https://tdm.silogroup.org/data/derivative_storage/CIVI.csv'.
[2025-11-25T10:45:51.765422] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'CIVI'.
[2025-11-25T10:45:51.765880] [INFO ] [FORECASTER] Starting predict_future for CIVI
[2025-11-25T10:45:51.766673] [DEBUG] [LOCAL     ] No optimal features file found for CIVI: ./output/feature-sets/CIVI.txt
[2025-11-25T10:45:51.766746] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:45:51.766794] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:45:51.766836] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:45:51.766911] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:45:51.833170] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:45:51.834106] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:45:51.834408] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:45:51.834457] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:45:51.944936] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:45:51.945151] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:45:51.945207] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:45:51.945243] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:45:51.949012] [DEBUG] [FORECASTER] CIVI: Forecast T+1@11:T+2@11: DOWN (p=38.95%)
[2025-11-25T10:45:51.949492] [INFO ] [FORECASTER] Completed predict_future for CIVI
[2025-11-25T10:45:51.949750] [INFO ] [sig       ] CIVI: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:45:52.094079] [INFO ] [LOCAL     ] Saved forecast: CIVI	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/CIVI.txt
[2025-11-25T10:45:52.094279] [INFO ] [sig       ] [403/2057] Completed CIVI in 0.3s | 2.87 sym/s | Total: 2.3m | ETA: 9.6m
[2025-11-25T10:45:52.094357] [INFO ] [sig       ] [404/2057] Forecasting CL...
[2025-11-25T10:45:52.094417] [INFO ] [sig       ] Generating forecast for: CL
[2025-11-25T10:45:52.094463] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CL' from 'https://tdm.silogroup.org/data/derivative_storage/CL.csv'.
[2025-11-25T10:45:52.107308] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'CL'.
[2025-11-25T10:45:52.107744] [INFO ] [FORECASTER] Starting predict_future for CL
[2025-11-25T10:45:52.108587] [DEBUG] [LOCAL     ] No optimal features file found for CL: ./output/feature-sets/CL.txt
[2025-11-25T10:45:52.108685] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:45:52.108739] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:45:52.108800] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:45:52.108889] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:45:52.178320] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:45:52.179244] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:45:52.179366] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:45:52.179430] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:45:52.288390] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:45:52.288591] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:45:52.288660] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:45:52.288723] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:45:52.292460] [DEBUG] [FORECASTER] CL: Forecast T+1@11:T+2@11: DOWN (p=20.14%)
[2025-11-25T10:45:52.293042] [INFO ] [FORECASTER] Completed predict_future for CL
[2025-11-25T10:45:52.293289] [INFO ] [sig       ] CL: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:45:52.443263] [INFO ] [LOCAL     ] Saved forecast: CL	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/CL.txt
[2025-11-25T10:45:52.443458] [INFO ] [sig       ] [404/2057] Completed CL in 0.3s | 2.87 sym/s | Total: 2.3m | ETA: 9.6m
[2025-11-25T10:45:52.443516] [INFO ] [sig       ] [405/2057] Forecasting CLB...
[2025-11-25T10:45:52.443562] [INFO ] [sig       ] Generating forecast for: CLB
[2025-11-25T10:45:52.443606] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CLB' from 'https://tdm.silogroup.org/data/derivative_storage/CLB.csv'.
[2025-11-25T10:45:52.455623] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'CLB'.
[2025-11-25T10:45:52.456086] [INFO ] [FORECASTER] Starting predict_future for CLB
[2025-11-25T10:45:52.456910] [DEBUG] [LOCAL     ] No optimal features file found for CLB: ./output/feature-sets/CLB.txt
[2025-11-25T10:45:52.456982] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:45:52.457030] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:45:52.457098] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:45:52.457170] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:45:52.527206] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:45:52.528121] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:45:52.528243] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:45:52.528311] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:45:52.630884] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:45:52.631077] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:45:52.631124] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:45:52.631158] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:45:52.634558] [DEBUG] [FORECASTER] CLB: Forecast T+1@11:T+2@11: DOWN (p=16.18%)
[2025-11-25T10:45:52.634880] [INFO ] [FORECASTER] Completed predict_future for CLB
[2025-11-25T10:45:52.635064] [INFO ] [sig       ] CLB: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:45:52.776452] [INFO ] [LOCAL     ] Saved forecast: CLB	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/CLB.txt
[2025-11-25T10:45:52.776661] [INFO ] [sig       ] [405/2057] Completed CLB in 0.3s | 2.87 sym/s | Total: 2.4m | ETA: 9.6m
[2025-11-25T10:45:52.776720] [INFO ] [sig       ] [406/2057] Forecasting CLCO...
[2025-11-25T10:45:52.776764] [INFO ] [sig       ] Generating forecast for: CLCO
[2025-11-25T10:45:52.776809] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CLCO' from 'https://tdm.silogroup.org/data/derivative_storage/CLCO.csv'.
[2025-11-25T10:45:52.788066] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'CLCO'.
[2025-11-25T10:45:52.788529] [INFO ] [FORECASTER] Starting predict_future for CLCO
[2025-11-25T10:45:52.789391] [DEBUG] [LOCAL     ] No optimal features file found for CLCO: ./output/feature-sets/CLCO.txt
[2025-11-25T10:45:52.789461] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:45:52.789506] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:45:52.789546] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:45:52.789614] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:45:52.855042] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:45:52.855958] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:45:52.856059] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:45:52.856108] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:45:52.960731] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:45:52.960953] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:45:52.961014] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:45:52.961060] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:45:52.965219] [DEBUG] [FORECASTER] CLCO: Forecast T+1@11:T+2@11: UP (p=95.88%)
[2025-11-25T10:45:52.965563] [INFO ] [FORECASTER] Completed predict_future for CLCO
[2025-11-25T10:45:52.965757] [INFO ] [sig       ] CLCO: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:45:53.107330] [INFO ] [LOCAL     ] Saved forecast: CLCO	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/CLCO.txt
[2025-11-25T10:45:53.107514] [INFO ] [sig       ] [406/2057] Completed CLCO in 0.3s | 2.87 sym/s | Total: 2.4m | ETA: 9.6m
[2025-11-25T10:45:53.107569] [INFO ] [sig       ] [407/2057] Forecasting CLDT...
[2025-11-25T10:45:53.107612] [INFO ] [sig       ] Generating forecast for: CLDT
[2025-11-25T10:45:53.107672] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CLDT' from 'https://tdm.silogroup.org/data/derivative_storage/CLDT.csv'.
[2025-11-25T10:45:53.119515] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'CLDT'.
[2025-11-25T10:45:53.120050] [INFO ] [FORECASTER] Starting predict_future for CLDT
[2025-11-25T10:45:53.120947] [DEBUG] [LOCAL     ] No optimal features file found for CLDT: ./output/feature-sets/CLDT.txt
[2025-11-25T10:45:53.121020] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:45:53.121067] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:45:53.121115] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:45:53.121200] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:45:53.188907] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:45:53.189810] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:45:53.189918] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:45:53.189984] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:45:53.305158] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:45:53.305348] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:45:53.305402] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:45:53.305437] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:45:53.308998] [DEBUG] [FORECASTER] CLDT: Forecast T+1@11:T+2@11: UP (p=78.64%)
[2025-11-25T10:45:53.309299] [INFO ] [FORECASTER] Completed predict_future for CLDT
[2025-11-25T10:45:53.309443] [INFO ] [sig       ] CLDT: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:45:53.449691] [INFO ] [LOCAL     ] Saved forecast: CLDT	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/CLDT.txt
[2025-11-25T10:45:53.449832] [INFO ] [sig       ] [407/2057] Completed CLDT in 0.3s | 2.87 sym/s | Total: 2.4m | ETA: 9.6m
[2025-11-25T10:45:53.449886] [INFO ] [sig       ] [408/2057] Forecasting CLF...
[2025-11-25T10:45:53.449929] [INFO ] [sig       ] Generating forecast for: CLF
[2025-11-25T10:45:53.449971] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CLF' from 'https://tdm.silogroup.org/data/derivative_storage/CLF.csv'.
[2025-11-25T10:45:53.461333] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'CLF'.
[2025-11-25T10:45:53.461723] [INFO ] [FORECASTER] Starting predict_future for CLF
[2025-11-25T10:45:53.462488] [DEBUG] [LOCAL     ] No optimal features file found for CLF: ./output/feature-sets/CLF.txt
[2025-11-25T10:45:53.462557] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:45:53.462602] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:45:53.462662] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:45:53.462732] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:45:53.529715] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:45:53.530557] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:45:53.530671] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:45:53.530724] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:45:53.629449] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:45:53.629615] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:45:53.629678] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:45:53.629732] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:45:53.633042] [DEBUG] [FORECASTER] CLF: Forecast T+1@11:T+2@11: DOWN (p=22.62%)
[2025-11-25T10:45:53.633334] [INFO ] [FORECASTER] Completed predict_future for CLF
[2025-11-25T10:45:53.633487] [INFO ] [sig       ] CLF: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:45:53.774660] [INFO ] [LOCAL     ] Saved forecast: CLF	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/CLF.txt
[2025-11-25T10:45:53.774815] [INFO ] [sig       ] [408/2057] Completed CLF in 0.3s | 2.87 sym/s | Total: 2.4m | ETA: 9.6m
[2025-11-25T10:45:53.774868] [INFO ] [sig       ] [409/2057] Forecasting CLH...
[2025-11-25T10:45:53.774910] [INFO ] [sig       ] Generating forecast for: CLH
[2025-11-25T10:45:53.774957] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CLH' from 'https://tdm.silogroup.org/data/derivative_storage/CLH.csv'.
[2025-11-25T10:45:53.786020] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'CLH'.
[2025-11-25T10:45:53.786374] [INFO ] [FORECASTER] Starting predict_future for CLH
[2025-11-25T10:45:53.787175] [DEBUG] [LOCAL     ] No optimal features file found for CLH: ./output/feature-sets/CLH.txt
[2025-11-25T10:45:53.787245] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:45:53.787290] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:45:53.787331] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:45:53.787396] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:45:53.852588] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:45:53.853262] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:45:53.853355] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:45:53.853401] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:45:53.957858] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:45:53.958030] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:45:53.958084] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:45:53.958119] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:45:53.961422] [DEBUG] [FORECASTER] CLH: Forecast T+1@11:T+2@11: DOWN (p=30.51%)
[2025-11-25T10:45:53.961724] [INFO ] [FORECASTER] Completed predict_future for CLH
[2025-11-25T10:45:53.961882] [INFO ] [sig       ] CLH: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:45:54.101133] [INFO ] [LOCAL     ] Saved forecast: CLH	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/CLH.txt
[2025-11-25T10:45:54.101290] [INFO ] [sig       ] [409/2057] Completed CLH in 0.3s | 2.87 sym/s | Total: 2.4m | ETA: 9.6m
[2025-11-25T10:45:54.101345] [INFO ] [sig       ] [410/2057] Forecasting CLPR...
[2025-11-25T10:45:54.101389] [INFO ] [sig       ] Generating forecast for: CLPR
[2025-11-25T10:45:54.101432] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CLPR' from 'https://tdm.silogroup.org/data/derivative_storage/CLPR.csv'.
[2025-11-25T10:45:54.112519] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'CLPR'.
[2025-11-25T10:45:54.112878] [INFO ] [FORECASTER] Starting predict_future for CLPR
[2025-11-25T10:45:54.113635] [DEBUG] [LOCAL     ] No optimal features file found for CLPR: ./output/feature-sets/CLPR.txt
[2025-11-25T10:45:54.113727] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:45:54.113773] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:45:54.113814] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:45:54.113882] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:45:54.180224] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:45:54.180855] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:45:54.180949] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:45:54.180995] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:45:54.315388] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:45:54.315539] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:45:54.315582] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:45:54.315615] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:45:54.318956] [DEBUG] [FORECASTER] CLPR: Forecast T+1@11:T+2@11: DOWN (p=11.04%)
[2025-11-25T10:45:54.319560] [INFO ] [FORECASTER] Completed predict_future for CLPR
[2025-11-25T10:45:54.319805] [INFO ] [sig       ] CLPR: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:45:54.461734] [INFO ] [LOCAL     ] Saved forecast: CLPR	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/CLPR.txt
[2025-11-25T10:45:54.461920] [INFO ] [sig       ] [410/2057] Completed CLPR in 0.4s | 2.87 sym/s | Total: 2.4m | ETA: 9.6m
[2025-11-25T10:45:54.461975] [INFO ] [sig       ] [411/2057] Forecasting CLS...
[2025-11-25T10:45:54.462020] [INFO ] [sig       ] Generating forecast for: CLS
[2025-11-25T10:45:54.462062] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CLS' from 'https://tdm.silogroup.org/data/derivative_storage/CLS.csv'.
[2025-11-25T10:45:54.474338] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'CLS'.
[2025-11-25T10:45:54.474731] [INFO ] [FORECASTER] Starting predict_future for CLS
[2025-11-25T10:45:54.475482] [DEBUG] [LOCAL     ] No optimal features file found for CLS: ./output/feature-sets/CLS.txt
[2025-11-25T10:45:54.475550] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:45:54.475595] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:45:54.475654] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:45:54.475723] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:45:54.541191] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:45:54.541817] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:45:54.541908] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:45:54.541956] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:45:54.655809] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:45:54.655919] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:45:54.655959] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:45:54.655992] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:45:54.659058] [DEBUG] [FORECASTER] CLS: Forecast T+1@11:T+2@11: UP (p=92.47%)
[2025-11-25T10:45:54.659324] [INFO ] [FORECASTER] Completed predict_future for CLS
[2025-11-25T10:45:54.659461] [INFO ] [sig       ] CLS: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:45:54.800456] [INFO ] [LOCAL     ] Saved forecast: CLS	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/CLS.txt
[2025-11-25T10:45:54.800596] [INFO ] [sig       ] [411/2057] Completed CLS in 0.3s | 2.87 sym/s | Total: 2.4m | ETA: 9.6m
[2025-11-25T10:45:54.800673] [INFO ] [sig       ] [412/2057] Forecasting CLVT...
[2025-11-25T10:45:54.800721] [INFO ] [sig       ] Generating forecast for: CLVT
[2025-11-25T10:45:54.800764] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CLVT' from 'https://tdm.silogroup.org/data/derivative_storage/CLVT.csv'.
[2025-11-25T10:45:54.812217] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'CLVT'.
[2025-11-25T10:45:54.812622] [INFO ] [FORECASTER] Starting predict_future for CLVT
[2025-11-25T10:45:54.813412] [DEBUG] [LOCAL     ] No optimal features file found for CLVT: ./output/feature-sets/CLVT.txt
[2025-11-25T10:45:54.813500] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:45:54.813547] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:45:54.813589] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:45:54.813677] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:45:54.879720] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:45:54.880399] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:45:54.880494] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:45:54.880541] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:45:54.997540] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:45:54.997763] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:45:54.997817] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:45:54.997851] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:45:55.001326] [DEBUG] [FORECASTER] CLVT: Forecast T+1@11:T+2@11: DOWN (p=34.95%)
[2025-11-25T10:45:55.001614] [INFO ] [FORECASTER] Completed predict_future for CLVT
[2025-11-25T10:45:55.001796] [INFO ] [sig       ] CLVT: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:45:55.142268] [INFO ] [LOCAL     ] Saved forecast: CLVT	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/CLVT.txt
[2025-11-25T10:45:55.142456] [INFO ] [sig       ] [412/2057] Completed CLVT in 0.3s | 2.87 sym/s | Total: 2.4m | ETA: 9.5m
[2025-11-25T10:45:55.142512] [INFO ] [sig       ] [413/2057] Forecasting CLW...
[2025-11-25T10:45:55.142557] [INFO ] [sig       ] Generating forecast for: CLW
[2025-11-25T10:45:55.142602] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CLW' from 'https://tdm.silogroup.org/data/derivative_storage/CLW.csv'.
[2025-11-25T10:45:55.155659] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'CLW'.
[2025-11-25T10:45:55.156147] [INFO ] [FORECASTER] Starting predict_future for CLW
[2025-11-25T10:45:55.157181] [DEBUG] [LOCAL     ] No optimal features file found for CLW: ./output/feature-sets/CLW.txt
[2025-11-25T10:45:55.157441] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:45:55.157487] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:45:55.157526] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:45:55.157594] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:45:55.223187] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:45:55.224132] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:45:55.224241] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:45:55.224288] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:45:55.350696] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:45:55.350896] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:45:55.350944] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:45:55.350978] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:45:55.354683] [DEBUG] [FORECASTER] CLW: Forecast T+1@11:T+2@11: UP (p=88.62%)
[2025-11-25T10:45:55.355037] [INFO ] [FORECASTER] Completed predict_future for CLW
[2025-11-25T10:45:55.355213] [INFO ] [sig       ] CLW: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:45:55.499446] [INFO ] [LOCAL     ] Saved forecast: CLW	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/CLW.txt
[2025-11-25T10:45:55.499667] [INFO ] [sig       ] [413/2057] Completed CLW in 0.4s | 2.87 sym/s | Total: 2.4m | ETA: 9.5m
[2025-11-25T10:45:55.499725] [INFO ] [sig       ] [414/2057] Forecasting CLX...
[2025-11-25T10:45:55.499768] [INFO ] [sig       ] Generating forecast for: CLX
[2025-11-25T10:45:55.499810] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CLX' from 'https://tdm.silogroup.org/data/derivative_storage/CLX.csv'.
[2025-11-25T10:45:55.511114] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'CLX'.
[2025-11-25T10:45:55.511582] [INFO ] [FORECASTER] Starting predict_future for CLX
[2025-11-25T10:45:55.512391] [DEBUG] [LOCAL     ] No optimal features file found for CLX: ./output/feature-sets/CLX.txt
[2025-11-25T10:45:55.512461] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:45:55.512508] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:45:55.512549] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:45:55.512616] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:45:55.577478] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:45:55.578465] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:45:55.578576] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:45:55.578625] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:45:55.697290] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:45:55.697497] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:45:55.697543] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:45:55.697578] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:45:55.701233] [DEBUG] [FORECASTER] CLX: Forecast T+1@11:T+2@11: UP (p=52.95%)
[2025-11-25T10:45:55.701815] [INFO ] [FORECASTER] Completed predict_future for CLX
[2025-11-25T10:45:55.702069] [INFO ] [sig       ] CLX: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:45:55.846002] [INFO ] [LOCAL     ] Saved forecast: CLX	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/CLX.txt
[2025-11-25T10:45:55.846192] [INFO ] [sig       ] [414/2057] Completed CLX in 0.3s | 2.87 sym/s | Total: 2.4m | ETA: 9.5m
[2025-11-25T10:45:55.846250] [INFO ] [sig       ] [415/2057] Forecasting CM...
[2025-11-25T10:45:55.846294] [INFO ] [sig       ] Generating forecast for: CM
[2025-11-25T10:45:55.846337] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CM' from 'https://tdm.silogroup.org/data/derivative_storage/CM.csv'.
[2025-11-25T10:45:55.858537] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'CM'.
[2025-11-25T10:45:55.859042] [INFO ] [FORECASTER] Starting predict_future for CM
[2025-11-25T10:45:55.859853] [DEBUG] [LOCAL     ] No optimal features file found for CM: ./output/feature-sets/CM.txt
[2025-11-25T10:45:55.859925] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:45:55.859972] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:45:55.860013] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:45:55.860082] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:45:55.928262] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:45:55.929212] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:45:55.929351] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:45:55.929400] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:45:56.058521] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:45:56.058750] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:45:56.058808] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:45:56.058844] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:45:56.062418] [DEBUG] [FORECASTER] CM: Forecast T+1@11:T+2@11: UP (p=99.84%)
[2025-11-25T10:45:56.062783] [INFO ] [FORECASTER] Completed predict_future for CM
[2025-11-25T10:45:56.063020] [INFO ] [sig       ] CM: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:45:56.209190] [INFO ] [LOCAL     ] Saved forecast: CM	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/CM.txt
[2025-11-25T10:45:56.209381] [INFO ] [sig       ] [415/2057] Completed CM in 0.4s | 2.87 sym/s | Total: 2.4m | ETA: 9.5m
[2025-11-25T10:45:56.209455] [INFO ] [sig       ] [416/2057] Forecasting CMA...
[2025-11-25T10:45:56.209501] [INFO ] [sig       ] Generating forecast for: CMA
[2025-11-25T10:45:56.209545] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CMA' from 'https://tdm.silogroup.org/data/derivative_storage/CMA.csv'.
[2025-11-25T10:45:56.222565] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'CMA'.
[2025-11-25T10:45:56.223058] [INFO ] [FORECASTER] Starting predict_future for CMA
[2025-11-25T10:45:56.223865] [DEBUG] [LOCAL     ] No optimal features file found for CMA: ./output/feature-sets/CMA.txt
[2025-11-25T10:45:56.223934] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:45:56.223982] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:45:56.224024] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:45:56.224095] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:45:56.293375] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:45:56.294312] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:45:56.294425] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:45:56.294475] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:45:56.432666] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:45:56.432889] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:45:56.432948] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:45:56.432993] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:45:56.436629] [DEBUG] [FORECASTER] CMA: Forecast T+1@11:T+2@11: DOWN (p=36.14%)
[2025-11-25T10:45:56.437181] [INFO ] [FORECASTER] Completed predict_future for CMA
[2025-11-25T10:45:56.437437] [INFO ] [sig       ] CMA: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:45:56.585173] [INFO ] [LOCAL     ] Saved forecast: CMA	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/CMA.txt
[2025-11-25T10:45:56.585357] [INFO ] [sig       ] [416/2057] Completed CMA in 0.4s | 2.87 sym/s | Total: 2.4m | ETA: 9.5m
[2025-11-25T10:45:56.585410] [INFO ] [sig       ] [417/2057] Forecasting CMC...
[2025-11-25T10:45:56.585445] [INFO ] [sig       ] Generating forecast for: CMC
[2025-11-25T10:45:56.585481] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CMC' from 'https://tdm.silogroup.org/data/derivative_storage/CMC.csv'.
[2025-11-25T10:45:56.599956] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'CMC'.
[2025-11-25T10:45:56.600578] [INFO ] [FORECASTER] Starting predict_future for CMC
[2025-11-25T10:45:56.601573] [DEBUG] [LOCAL     ] No optimal features file found for CMC: ./output/feature-sets/CMC.txt
[2025-11-25T10:45:56.601674] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:45:56.601727] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:45:56.601770] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:45:56.601843] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:45:56.668450] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:45:56.669736] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:45:56.669855] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:45:56.669920] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:45:56.810959] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:45:56.811408] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:45:56.811461] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:45:56.811495] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:45:56.815620] [DEBUG] [FORECASTER] CMC: Forecast T+1@11:T+2@11: DOWN (p=12.61%)
[2025-11-25T10:45:56.816037] [INFO ] [FORECASTER] Completed predict_future for CMC
[2025-11-25T10:45:56.816294] [INFO ] [sig       ] CMC: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:45:56.964505] [INFO ] [LOCAL     ] Saved forecast: CMC	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/CMC.txt
[2025-11-25T10:45:56.964793] [INFO ] [sig       ] [417/2057] Completed CMC in 0.4s | 2.87 sym/s | Total: 2.4m | ETA: 9.5m
[2025-11-25T10:45:56.964869] [INFO ] [sig       ] [418/2057] Forecasting CMCM...
[2025-11-25T10:45:56.964919] [INFO ] [sig       ] Generating forecast for: CMCM
[2025-11-25T10:45:56.964965] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CMCM' from 'https://tdm.silogroup.org/data/derivative_storage/CMCM.csv'.
[2025-11-25T10:45:56.977776] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'CMCM'.
[2025-11-25T10:45:56.978234] [INFO ] [FORECASTER] Starting predict_future for CMCM
[2025-11-25T10:45:56.979084] [DEBUG] [LOCAL     ] No optimal features file found for CMCM: ./output/feature-sets/CMCM.txt
[2025-11-25T10:45:56.979155] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:45:56.979202] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:45:56.979243] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:45:56.979309] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:45:57.049596] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:45:57.050579] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:45:57.050714] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:45:57.050767] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:45:57.172197] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:45:57.172405] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:45:57.172452] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:45:57.172486] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:45:57.176433] [DEBUG] [FORECASTER] CMCM: Forecast T+1@11:T+2@11: DOWN (p=12.09%)
[2025-11-25T10:45:57.177019] [INFO ] [FORECASTER] Completed predict_future for CMCM
[2025-11-25T10:45:57.177321] [INFO ] [sig       ] CMCM: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:45:57.381406] [INFO ] [LOCAL     ] Saved forecast: CMCM	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/CMCM.txt
[2025-11-25T10:45:57.381608] [INFO ] [sig       ] [418/2057] Completed CMCM in 0.4s | 2.87 sym/s | Total: 2.4m | ETA: 9.5m
[2025-11-25T10:45:57.381688] [INFO ] [sig       ] [419/2057] Forecasting CMG...
[2025-11-25T10:45:57.381733] [INFO ] [sig       ] Generating forecast for: CMG
[2025-11-25T10:45:57.381777] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CMG' from 'https://tdm.silogroup.org/data/derivative_storage/CMG.csv'.
[2025-11-25T10:45:57.393420] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'CMG'.
[2025-11-25T10:45:57.393893] [INFO ] [FORECASTER] Starting predict_future for CMG
[2025-11-25T10:45:57.394708] [DEBUG] [LOCAL     ] No optimal features file found for CMG: ./output/feature-sets/CMG.txt
[2025-11-25T10:45:57.394776] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:45:57.394821] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:45:57.394861] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:45:57.394929] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:45:57.467799] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:45:57.468781] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:45:57.468899] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:45:57.468949] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:45:57.592248] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:45:57.592440] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:45:57.592487] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:45:57.592563] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:45:57.596019] [DEBUG] [FORECASTER] CMG: Forecast T+1@11:T+2@11: DOWN (p=16.04%)
[2025-11-25T10:45:57.596309] [INFO ] [FORECASTER] Completed predict_future for CMG
[2025-11-25T10:45:57.596468] [INFO ] [sig       ] CMG: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:45:57.742115] [INFO ] [LOCAL     ] Saved forecast: CMG	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/CMG.txt
[2025-11-25T10:45:57.742306] [INFO ] [sig       ] [419/2057] Completed CMG in 0.4s | 2.87 sym/s | Total: 2.4m | ETA: 9.5m
[2025-11-25T10:45:57.742362] [INFO ] [sig       ] [420/2057] Forecasting CMI...
[2025-11-25T10:45:57.742408] [INFO ] [sig       ] Generating forecast for: CMI
[2025-11-25T10:45:57.742453] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CMI' from 'https://tdm.silogroup.org/data/derivative_storage/CMI.csv'.
[2025-11-25T10:45:57.756660] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'CMI'.
[2025-11-25T10:45:57.757337] [INFO ] [FORECASTER] Starting predict_future for CMI
[2025-11-25T10:45:57.758312] [DEBUG] [LOCAL     ] No optimal features file found for CMI: ./output/feature-sets/CMI.txt
[2025-11-25T10:45:57.758390] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:45:57.758441] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:45:57.758483] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:45:57.758556] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:45:57.828462] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:45:57.829698] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:45:57.829813] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:45:57.829863] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:45:57.949362] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:45:57.949634] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:45:57.949719] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:45:57.949763] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:45:57.953906] [DEBUG] [FORECASTER] CMI: Forecast T+1@11:T+2@11: UP (p=90.51%)
[2025-11-25T10:45:57.954286] [INFO ] [FORECASTER] Completed predict_future for CMI
[2025-11-25T10:45:57.954472] [INFO ] [sig       ] CMI: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:45:58.102500] [INFO ] [LOCAL     ] Saved forecast: CMI	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/CMI.txt
[2025-11-25T10:45:58.102744] [INFO ] [sig       ] [420/2057] Completed CMI in 0.4s | 2.87 sym/s | Total: 2.4m | ETA: 9.5m
[2025-11-25T10:45:58.102804] [INFO ] [sig       ] [421/2057] Forecasting CMP...
[2025-11-25T10:45:58.102852] [INFO ] [sig       ] Generating forecast for: CMP
[2025-11-25T10:45:58.102900] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CMP' from 'https://tdm.silogroup.org/data/derivative_storage/CMP.csv'.
[2025-11-25T10:45:58.116672] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'CMP'.
[2025-11-25T10:45:58.117262] [INFO ] [FORECASTER] Starting predict_future for CMP
[2025-11-25T10:45:58.118205] [DEBUG] [LOCAL     ] No optimal features file found for CMP: ./output/feature-sets/CMP.txt
[2025-11-25T10:45:58.118279] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:45:58.118329] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:45:58.118372] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:45:58.118444] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:45:58.187490] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:45:58.188588] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:45:58.188727] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:45:58.188829] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:45:58.311289] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:45:58.311579] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:45:58.311633] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:45:58.311693] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:45:58.315910] [DEBUG] [FORECASTER] CMP: Forecast T+1@11:T+2@11: UP (p=95.03%)
[2025-11-25T10:45:58.316402] [INFO ] [FORECASTER] Completed predict_future for CMP
[2025-11-25T10:45:58.316662] [INFO ] [sig       ] CMP: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:45:58.469198] [INFO ] [LOCAL     ] Saved forecast: CMP	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/CMP.txt
[2025-11-25T10:45:58.469631] [INFO ] [sig       ] [421/2057] Completed CMP in 0.4s | 2.87 sym/s | Total: 2.4m | ETA: 9.5m
[2025-11-25T10:45:58.469714] [INFO ] [sig       ] [422/2057] Forecasting CMPO...
[2025-11-25T10:45:58.469753] [INFO ] [sig       ] Generating forecast for: CMPO
[2025-11-25T10:45:58.469802] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CMPO' from 'https://tdm.silogroup.org/data/derivative_storage/CMPO.csv'.
[2025-11-25T10:45:58.483219] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'CMPO'.
[2025-11-25T10:45:58.483779] [INFO ] [FORECASTER] Starting predict_future for CMPO
[2025-11-25T10:45:58.484674] [DEBUG] [LOCAL     ] No optimal features file found for CMPO: ./output/feature-sets/CMPO.txt
[2025-11-25T10:45:58.484746] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:45:58.484796] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:45:58.484840] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:45:58.484911] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:45:58.553499] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:45:58.554594] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:45:58.554730] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:45:58.554785] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:45:58.674055] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:45:58.674328] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:45:58.674383] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:45:58.674422] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:45:58.678576] [DEBUG] [FORECASTER] CMPO: Forecast T+1@11:T+2@11: UP (p=94.57%)
[2025-11-25T10:45:58.679164] [INFO ] [FORECASTER] Completed predict_future for CMPO
[2025-11-25T10:45:58.679439] [INFO ] [sig       ] CMPO: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:45:58.826056] [INFO ] [LOCAL     ] Saved forecast: CMPO	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/CMPO.txt
[2025-11-25T10:45:58.826315] [INFO ] [sig       ] [422/2057] Completed CMPO in 0.4s | 2.87 sym/s | Total: 2.5m | ETA: 9.5m
[2025-11-25T10:45:58.826377] [INFO ] [sig       ] [423/2057] Forecasting CMRE...
[2025-11-25T10:45:58.826425] [INFO ] [sig       ] Generating forecast for: CMRE
[2025-11-25T10:45:58.826477] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CMRE' from 'https://tdm.silogroup.org/data/derivative_storage/CMRE.csv'.
[2025-11-25T10:45:58.840236] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'CMRE'.
[2025-11-25T10:45:58.840924] [INFO ] [FORECASTER] Starting predict_future for CMRE
[2025-11-25T10:45:58.841876] [DEBUG] [LOCAL     ] No optimal features file found for CMRE: ./output/feature-sets/CMRE.txt
[2025-11-25T10:45:58.841952] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:45:58.842003] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:45:58.842076] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:45:58.842153] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:45:58.911675] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:45:58.913126] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:45:58.913243] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:45:58.913295] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:45:59.039836] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:45:59.040100] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:45:59.040152] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:45:59.040377] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:45:59.044849] [DEBUG] [FORECASTER] CMRE: Forecast T+1@11:T+2@11: UP (p=96.98%)
[2025-11-25T10:45:59.045244] [INFO ] [FORECASTER] Completed predict_future for CMRE
[2025-11-25T10:45:59.045453] [INFO ] [sig       ] CMRE: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:45:59.195148] [INFO ] [LOCAL     ] Saved forecast: CMRE	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/CMRE.txt
[2025-11-25T10:45:59.195364] [INFO ] [sig       ] [423/2057] Completed CMRE in 0.4s | 2.87 sym/s | Total: 2.5m | ETA: 9.5m
[2025-11-25T10:45:59.195422] [INFO ] [sig       ] [424/2057] Forecasting CMS...
[2025-11-25T10:45:59.195466] [INFO ] [sig       ] Generating forecast for: CMS
[2025-11-25T10:45:59.195508] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CMS' from 'https://tdm.silogroup.org/data/derivative_storage/CMS.csv'.
[2025-11-25T10:45:59.209099] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'CMS'.
[2025-11-25T10:45:59.209534] [INFO ] [FORECASTER] Starting predict_future for CMS
[2025-11-25T10:45:59.210543] [DEBUG] [LOCAL     ] No optimal features file found for CMS: ./output/feature-sets/CMS.txt
[2025-11-25T10:45:59.210614] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:45:59.210678] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:45:59.210725] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:45:59.210793] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:45:59.278573] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:45:59.279569] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:45:59.279722] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:45:59.279788] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:45:59.384495] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:45:59.384752] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:45:59.384821] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:45:59.384869] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:45:59.388446] [DEBUG] [FORECASTER] CMS: Forecast T+1@11:T+2@11: DOWN (p=3.71%)
[2025-11-25T10:45:59.388930] [INFO ] [FORECASTER] Completed predict_future for CMS
[2025-11-25T10:45:59.389170] [INFO ] [sig       ] CMS: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:45:59.534872] [INFO ] [LOCAL     ] Saved forecast: CMS	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/CMS.txt
[2025-11-25T10:45:59.535070] [INFO ] [sig       ] [424/2057] Completed CMS in 0.3s | 2.87 sym/s | Total: 2.5m | ETA: 9.5m
[2025-11-25T10:45:59.535137] [INFO ] [sig       ] [425/2057] Forecasting CMSA...
[2025-11-25T10:45:59.535189] [INFO ] [sig       ] Generating forecast for: CMSA
[2025-11-25T10:45:59.535235] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CMSA' from 'https://tdm.silogroup.org/data/derivative_storage/CMSA.csv'.
[2025-11-25T10:45:59.547183] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'CMSA'.
[2025-11-25T10:45:59.547681] [INFO ] [FORECASTER] Starting predict_future for CMSA
[2025-11-25T10:45:59.548541] [DEBUG] [LOCAL     ] No optimal features file found for CMSA: ./output/feature-sets/CMSA.txt
[2025-11-25T10:45:59.548614] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:45:59.548687] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:45:59.548732] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:45:59.548801] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:45:59.614304] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:45:59.615281] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:45:59.615390] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:45:59.615437] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:45:59.725133] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:45:59.725351] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:45:59.725399] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:45:59.725433] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:45:59.728970] [DEBUG] [FORECASTER] CMSA: Forecast T+1@11:T+2@11: UP (p=57.15%)
[2025-11-25T10:45:59.729465] [INFO ] [FORECASTER] Completed predict_future for CMSA
[2025-11-25T10:45:59.729721] [INFO ] [sig       ] CMSA: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:45:59.874420] [INFO ] [LOCAL     ] Saved forecast: CMSA	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/CMSA.txt
[2025-11-25T10:45:59.874604] [INFO ] [sig       ] [425/2057] Completed CMSA in 0.3s | 2.87 sym/s | Total: 2.5m | ETA: 9.5m
[2025-11-25T10:45:59.874685] [INFO ] [sig       ] [426/2057] Forecasting CMSC...
[2025-11-25T10:45:59.874735] [INFO ] [sig       ] Generating forecast for: CMSC
[2025-11-25T10:45:59.874790] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CMSC' from 'https://tdm.silogroup.org/data/derivative_storage/CMSC.csv'.
[2025-11-25T10:45:59.887066] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'CMSC'.
[2025-11-25T10:45:59.887477] [INFO ] [FORECASTER] Starting predict_future for CMSC
[2025-11-25T10:45:59.888312] [DEBUG] [LOCAL     ] No optimal features file found for CMSC: ./output/feature-sets/CMSC.txt
[2025-11-25T10:45:59.888384] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:45:59.888431] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:45:59.888472] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:45:59.888541] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:45:59.954228] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:45:59.955086] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:45:59.955186] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:45:59.955236] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:46:00.072580] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:46:00.072812] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:46:00.072863] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:46:00.072899] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:46:00.076483] [DEBUG] [FORECASTER] CMSC: Forecast T+1@11:T+2@11: UP (p=59.38%)
[2025-11-25T10:46:00.076831] [INFO ] [FORECASTER] Completed predict_future for CMSC
[2025-11-25T10:46:00.077003] [INFO ] [sig       ] CMSC: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:46:00.225853] [INFO ] [LOCAL     ] Saved forecast: CMSC	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/CMSC.txt
[2025-11-25T10:46:00.226054] [INFO ] [sig       ] [426/2057] Completed CMSC in 0.4s | 2.87 sym/s | Total: 2.5m | ETA: 9.5m
[2025-11-25T10:46:00.226111] [INFO ] [sig       ] [427/2057] Forecasting CMSD...
[2025-11-25T10:46:00.226155] [INFO ] [sig       ] Generating forecast for: CMSD
[2025-11-25T10:46:00.226207] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CMSD' from 'https://tdm.silogroup.org/data/derivative_storage/CMSD.csv'.
[2025-11-25T10:46:00.237939] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'CMSD'.
[2025-11-25T10:46:00.238305] [INFO ] [FORECASTER] Starting predict_future for CMSD
[2025-11-25T10:46:00.239099] [DEBUG] [LOCAL     ] No optimal features file found for CMSD: ./output/feature-sets/CMSD.txt
[2025-11-25T10:46:00.239169] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:46:00.239215] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:46:00.239256] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:46:00.239325] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:46:00.304715] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:46:00.305403] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:46:00.305500] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:46:00.305547] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:46:00.925550] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:46:00.925768] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:46:00.925837] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:46:00.925884] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:46:00.929342] [DEBUG] [FORECASTER] CMSD: Forecast T+1@11:T+2@11: UP (p=92.11%)
[2025-11-25T10:46:00.929666] [INFO ] [FORECASTER] Completed predict_future for CMSD
[2025-11-25T10:46:00.929986] [INFO ] [sig       ] CMSD: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:46:01.071457] [INFO ] [LOCAL     ] Saved forecast: CMSD	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/CMSD.txt
[2025-11-25T10:46:01.071621] [INFO ] [sig       ] [427/2057] Completed CMSD in 0.8s | 2.86 sym/s | Total: 2.5m | ETA: 9.5m
[2025-11-25T10:46:01.071702] [INFO ] [sig       ] [428/2057] Forecasting CMTG...
[2025-11-25T10:46:01.071748] [INFO ] [sig       ] Generating forecast for: CMTG
[2025-11-25T10:46:01.071793] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CMTG' from 'https://tdm.silogroup.org/data/derivative_storage/CMTG.csv'.
[2025-11-25T10:46:01.084179] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'CMTG'.
[2025-11-25T10:46:01.084744] [INFO ] [FORECASTER] Starting predict_future for CMTG
[2025-11-25T10:46:01.085580] [DEBUG] [LOCAL     ] No optimal features file found for CMTG: ./output/feature-sets/CMTG.txt
[2025-11-25T10:46:01.085676] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:46:01.085725] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:46:01.085765] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:46:01.085833] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:46:01.152433] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:46:01.153517] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:46:01.153624] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:46:01.153712] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:46:01.250786] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:46:01.250981] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:46:01.251028] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:46:01.251063] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:46:01.254446] [DEBUG] [FORECASTER] CMTG: Forecast T+1@11:T+2@11: UP (p=72.62%)
[2025-11-25T10:46:01.254769] [INFO ] [FORECASTER] Completed predict_future for CMTG
[2025-11-25T10:46:01.254924] [INFO ] [sig       ] CMTG: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:46:01.396399] [INFO ] [LOCAL     ] Saved forecast: CMTG	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/CMTG.txt
[2025-11-25T10:46:01.396589] [INFO ] [sig       ] [428/2057] Completed CMTG in 0.3s | 2.86 sym/s | Total: 2.5m | ETA: 9.5m
[2025-11-25T10:46:01.396662] [INFO ] [sig       ] [429/2057] Forecasting CMU...
[2025-11-25T10:46:01.396709] [INFO ] [sig       ] Generating forecast for: CMU
[2025-11-25T10:46:01.396751] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CMU' from 'https://tdm.silogroup.org/data/derivative_storage/CMU.csv'.
[2025-11-25T10:46:01.405887] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'CMU'.
[2025-11-25T10:46:01.406156] [INFO ] [FORECASTER] Starting predict_future for CMU
[2025-11-25T10:46:01.406953] [DEBUG] [LOCAL     ] No optimal features file found for CMU: ./output/feature-sets/CMU.txt
[2025-11-25T10:46:01.407021] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:46:01.407085] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:46:01.407130] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:46:01.407205] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:46:01.473019] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:46:01.473680] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:46:01.473772] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:46:01.473819] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:46:01.561215] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:46:01.561401] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:46:01.561449] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:46:01.561484] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:46:01.564883] [DEBUG] [FORECASTER] CMU: Forecast T+1@11:T+2@11: UP (p=72.39%)
[2025-11-25T10:46:01.565170] [INFO ] [FORECASTER] Completed predict_future for CMU
[2025-11-25T10:46:01.565316] [INFO ] [sig       ] CMU: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:46:01.707954] [INFO ] [LOCAL     ] Saved forecast: CMU	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/CMU.txt
[2025-11-25T10:46:01.708109] [INFO ] [sig       ] [429/2057] Completed CMU in 0.3s | 2.86 sym/s | Total: 2.5m | ETA: 9.5m
[2025-11-25T10:46:01.708172] [INFO ] [sig       ] [430/2057] Forecasting CNA...
[2025-11-25T10:46:01.708224] [INFO ] [sig       ] Generating forecast for: CNA
[2025-11-25T10:46:01.708274] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CNA' from 'https://tdm.silogroup.org/data/derivative_storage/CNA.csv'.
[2025-11-25T10:46:01.721171] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'CNA'.
[2025-11-25T10:46:01.721709] [INFO ] [FORECASTER] Starting predict_future for CNA
[2025-11-25T10:46:01.722750] [DEBUG] [LOCAL     ] No optimal features file found for CNA: ./output/feature-sets/CNA.txt
[2025-11-25T10:46:01.722844] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:46:01.722893] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:46:01.722936] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:46:01.723025] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:46:01.793936] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:46:01.795174] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:46:01.795348] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:46:01.795412] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:46:01.920528] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:46:01.920772] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:46:01.920828] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:46:01.920863] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:46:01.924598] [DEBUG] [FORECASTER] CNA: Forecast T+1@11:T+2@11: DOWN (p=17.79%)
[2025-11-25T10:46:01.924955] [INFO ] [FORECASTER] Completed predict_future for CNA
[2025-11-25T10:46:01.925123] [INFO ] [sig       ] CNA: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:46:02.069482] [INFO ] [LOCAL     ] Saved forecast: CNA	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/CNA.txt
[2025-11-25T10:46:02.069708] [INFO ] [sig       ] [430/2057] Completed CNA in 0.4s | 2.86 sym/s | Total: 2.5m | ETA: 9.5m
[2025-11-25T10:46:02.069779] [INFO ] [sig       ] [431/2057] Forecasting CNC...
[2025-11-25T10:46:02.069835] [INFO ] [sig       ] Generating forecast for: CNC
[2025-11-25T10:46:02.069894] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CNC' from 'https://tdm.silogroup.org/data/derivative_storage/CNC.csv'.
[2025-11-25T10:46:02.082520] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'CNC'.
[2025-11-25T10:46:02.083044] [INFO ] [FORECASTER] Starting predict_future for CNC
[2025-11-25T10:46:02.083882] [DEBUG] [LOCAL     ] No optimal features file found for CNC: ./output/feature-sets/CNC.txt
[2025-11-25T10:46:02.083952] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:46:02.083997] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:46:02.084036] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:46:02.084104] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:46:02.151041] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:46:02.152030] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:46:02.152143] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:46:02.152196] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:46:02.257484] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:46:02.257706] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:46:02.257781] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:46:02.257827] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:46:02.261319] [DEBUG] [FORECASTER] CNC: Forecast T+1@11:T+2@11: DOWN (p=0.61%)
[2025-11-25T10:46:02.261685] [INFO ] [FORECASTER] Completed predict_future for CNC
[2025-11-25T10:46:02.262051] [INFO ] [sig       ] CNC: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:46:02.407766] [INFO ] [LOCAL     ] Saved forecast: CNC	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/CNC.txt
[2025-11-25T10:46:02.407927] [INFO ] [sig       ] [431/2057] Completed CNC in 0.3s | 2.86 sym/s | Total: 2.5m | ETA: 9.5m
[2025-11-25T10:46:02.407980] [INFO ] [sig       ] [432/2057] Forecasting CNF...
[2025-11-25T10:46:02.408022] [INFO ] [sig       ] Generating forecast for: CNF
[2025-11-25T10:46:02.408065] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CNF' from 'https://tdm.silogroup.org/data/derivative_storage/CNF.csv'.
[2025-11-25T10:46:02.418908] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'CNF'.
[2025-11-25T10:46:02.419377] [INFO ] [FORECASTER] Starting predict_future for CNF
[2025-11-25T10:46:02.420229] [DEBUG] [LOCAL     ] No optimal features file found for CNF: ./output/feature-sets/CNF.txt
[2025-11-25T10:46:02.420301] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:46:02.420347] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:46:02.420386] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:46:02.420467] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:46:02.489098] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:46:02.490023] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:46:02.490122] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:46:02.490169] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:46:02.583849] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:46:02.584090] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:46:02.584145] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:46:02.584182] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:46:02.587857] [DEBUG] [FORECASTER] CNF: Forecast T+1@11:T+2@11: UP (p=68.29%)
[2025-11-25T10:46:02.588166] [INFO ] [FORECASTER] Completed predict_future for CNF
[2025-11-25T10:46:02.588326] [INFO ] [sig       ] CNF: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:46:02.733631] [INFO ] [LOCAL     ] Saved forecast: CNF	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/CNF.txt
[2025-11-25T10:46:02.733853] [INFO ] [sig       ] [432/2057] Completed CNF in 0.3s | 2.86 sym/s | Total: 2.5m | ETA: 9.5m
[2025-11-25T10:46:02.733907] [INFO ] [sig       ] [433/2057] Forecasting CNI...
[2025-11-25T10:46:02.733949] [INFO ] [sig       ] Generating forecast for: CNI
[2025-11-25T10:46:02.733990] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CNI' from 'https://tdm.silogroup.org/data/derivative_storage/CNI.csv'.
[2025-11-25T10:46:02.745681] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'CNI'.
[2025-11-25T10:46:02.746035] [INFO ] [FORECASTER] Starting predict_future for CNI
[2025-11-25T10:46:02.746815] [DEBUG] [LOCAL     ] No optimal features file found for CNI: ./output/feature-sets/CNI.txt
[2025-11-25T10:46:02.746883] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:46:02.746928] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:46:02.746969] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:46:02.747061] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:46:02.814718] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:46:02.815832] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:46:02.815936] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:46:02.815981] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:46:02.930449] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:46:02.930668] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:46:02.930723] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:46:02.930758] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:46:02.934092] [DEBUG] [FORECASTER] CNI: Forecast T+1@11:T+2@11: DOWN (p=1.78%)
[2025-11-25T10:46:02.934379] [INFO ] [FORECASTER] Completed predict_future for CNI
[2025-11-25T10:46:02.934522] [INFO ] [sig       ] CNI: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:46:03.076857] [INFO ] [LOCAL     ] Saved forecast: CNI	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/CNI.txt
[2025-11-25T10:46:03.077067] [INFO ] [sig       ] [433/2057] Completed CNI in 0.3s | 2.86 sym/s | Total: 2.5m | ETA: 9.5m
[2025-11-25T10:46:03.077132] [INFO ] [sig       ] [434/2057] Forecasting CNK...
[2025-11-25T10:46:03.077179] [INFO ] [sig       ] Generating forecast for: CNK
[2025-11-25T10:46:03.077223] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CNK' from 'https://tdm.silogroup.org/data/derivative_storage/CNK.csv'.
[2025-11-25T10:46:03.087777] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'CNK'.
[2025-11-25T10:46:03.088227] [INFO ] [FORECASTER] Starting predict_future for CNK
[2025-11-25T10:46:03.089036] [DEBUG] [LOCAL     ] No optimal features file found for CNK: ./output/feature-sets/CNK.txt
[2025-11-25T10:46:03.089106] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:46:03.089150] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:46:03.089190] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:46:03.089260] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:46:03.154969] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:46:03.155912] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:46:03.156013] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:46:03.156060] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:46:03.258043] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:46:03.258266] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:46:03.258315] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:46:03.258349] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:46:03.261856] [DEBUG] [FORECASTER] CNK: Forecast T+1@11:T+2@11: DOWN (p=14.89%)
[2025-11-25T10:46:03.262186] [INFO ] [FORECASTER] Completed predict_future for CNK
[2025-11-25T10:46:03.262345] [INFO ] [sig       ] CNK: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:46:03.406603] [INFO ] [LOCAL     ] Saved forecast: CNK	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/CNK.txt
[2025-11-25T10:46:03.406789] [INFO ] [sig       ] [434/2057] Completed CNK in 0.3s | 2.86 sym/s | Total: 2.5m | ETA: 9.5m
[2025-11-25T10:46:03.406844] [INFO ] [sig       ] [435/2057] Forecasting CNM...
[2025-11-25T10:46:03.406886] [INFO ] [sig       ] Generating forecast for: CNM
[2025-11-25T10:46:03.406927] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CNM' from 'https://tdm.silogroup.org/data/derivative_storage/CNM.csv'.
[2025-11-25T10:46:03.417591] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'CNM'.
[2025-11-25T10:46:03.418045] [INFO ] [FORECASTER] Starting predict_future for CNM
[2025-11-25T10:46:03.418852] [DEBUG] [LOCAL     ] No optimal features file found for CNM: ./output/feature-sets/CNM.txt
[2025-11-25T10:46:03.418921] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:46:03.418966] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:46:03.419007] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:46:03.419080] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:46:03.485185] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:46:03.486069] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:46:03.486167] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:46:03.486213] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:46:03.590816] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:46:03.591012] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:46:03.591060] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:46:03.591096] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:46:03.594753] [DEBUG] [FORECASTER] CNM: Forecast T+1@11:T+2@11: DOWN (p=9.86%)
[2025-11-25T10:46:03.595043] [INFO ] [FORECASTER] Completed predict_future for CNM
[2025-11-25T10:46:03.595188] [INFO ] [sig       ] CNM: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:46:03.740690] [INFO ] [LOCAL     ] Saved forecast: CNM	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/CNM.txt
[2025-11-25T10:46:03.740873] [INFO ] [sig       ] [435/2057] Completed CNM in 0.3s | 2.86 sym/s | Total: 2.5m | ETA: 9.4m
[2025-11-25T10:46:03.740931] [INFO ] [sig       ] [436/2057] Forecasting CNMD...
[2025-11-25T10:46:03.740976] [INFO ] [sig       ] Generating forecast for: CNMD
[2025-11-25T10:46:03.741019] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CNMD' from 'https://tdm.silogroup.org/data/derivative_storage/CNMD.csv'.
[2025-11-25T10:46:03.751634] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'CNMD'.
[2025-11-25T10:46:03.752063] [INFO ] [FORECASTER] Starting predict_future for CNMD
[2025-11-25T10:46:03.752908] [DEBUG] [LOCAL     ] No optimal features file found for CNMD: ./output/feature-sets/CNMD.txt
[2025-11-25T10:46:03.752979] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:46:03.753043] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:46:03.753086] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:46:03.753154] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:46:03.819070] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:46:03.819746] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:46:03.819855] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:46:03.819911] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:46:03.930097] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:46:03.930302] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:46:03.930350] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:46:03.930385] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:46:03.933967] [DEBUG] [FORECASTER] CNMD: Forecast T+1@11:T+2@11: DOWN (p=8.58%)
[2025-11-25T10:46:03.934256] [INFO ] [FORECASTER] Completed predict_future for CNMD
[2025-11-25T10:46:03.934398] [INFO ] [sig       ] CNMD: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:46:04.079924] [INFO ] [LOCAL     ] Saved forecast: CNMD	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/CNMD.txt
[2025-11-25T10:46:04.080115] [INFO ] [sig       ] [436/2057] Completed CNMD in 0.3s | 2.86 sym/s | Total: 2.5m | ETA: 9.4m
[2025-11-25T10:46:04.080171] [INFO ] [sig       ] [437/2057] Forecasting CNNE...
[2025-11-25T10:46:04.080218] [INFO ] [sig       ] Generating forecast for: CNNE
[2025-11-25T10:46:04.080260] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CNNE' from 'https://tdm.silogroup.org/data/derivative_storage/CNNE.csv'.
[2025-11-25T10:46:04.092793] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'CNNE'.
[2025-11-25T10:46:04.093255] [INFO ] [FORECASTER] Starting predict_future for CNNE
[2025-11-25T10:46:04.094491] [DEBUG] [LOCAL     ] No optimal features file found for CNNE: ./output/feature-sets/CNNE.txt
[2025-11-25T10:46:04.094562] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:46:04.094608] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:46:04.094682] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:46:04.094756] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:46:04.165683] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:46:04.166795] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:46:04.166896] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:46:04.166947] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:46:04.265620] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:46:04.265840] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:46:04.265889] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:46:04.265927] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:46:04.269837] [DEBUG] [FORECASTER] CNNE: Forecast T+1@11:T+2@11: UP (p=92.49%)
[2025-11-25T10:46:04.270138] [INFO ] [FORECASTER] Completed predict_future for CNNE
[2025-11-25T10:46:04.270481] [INFO ] [sig       ] CNNE: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:46:04.422997] [INFO ] [LOCAL     ] Saved forecast: CNNE	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/CNNE.txt
[2025-11-25T10:46:04.423185] [INFO ] [sig       ] [437/2057] Completed CNNE in 0.3s | 2.86 sym/s | Total: 2.5m | ETA: 9.4m
[2025-11-25T10:46:04.423241] [INFO ] [sig       ] [438/2057] Forecasting CNO...
[2025-11-25T10:46:04.423285] [INFO ] [sig       ] Generating forecast for: CNO
[2025-11-25T10:46:04.423327] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CNO' from 'https://tdm.silogroup.org/data/derivative_storage/CNO.csv'.
[2025-11-25T10:46:04.436162] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'CNO'.
[2025-11-25T10:46:04.436626] [INFO ] [FORECASTER] Starting predict_future for CNO
[2025-11-25T10:46:04.437462] [DEBUG] [LOCAL     ] No optimal features file found for CNO: ./output/feature-sets/CNO.txt
[2025-11-25T10:46:04.437534] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:46:04.437580] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:46:04.437619] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:46:04.437711] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:46:04.507808] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:46:04.508833] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:46:04.508941] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:46:04.508991] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:46:04.618665] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:46:04.618837] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:46:04.618884] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:46:04.618918] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:46:04.622324] [DEBUG] [FORECASTER] CNO: Forecast T+1@11:T+2@11: UP (p=94.45%)
[2025-11-25T10:46:04.622639] [INFO ] [FORECASTER] Completed predict_future for CNO
[2025-11-25T10:46:04.622818] [INFO ] [sig       ] CNO: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:46:04.762079] [INFO ] [LOCAL     ] Saved forecast: CNO	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/CNO.txt
[2025-11-25T10:46:04.762225] [INFO ] [sig       ] [438/2057] Completed CNO in 0.3s | 2.86 sym/s | Total: 2.6m | ETA: 9.4m
[2025-11-25T10:46:04.762278] [INFO ] [sig       ] [439/2057] Forecasting CNP...
[2025-11-25T10:46:04.762321] [INFO ] [sig       ] Generating forecast for: CNP
[2025-11-25T10:46:04.762363] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CNP' from 'https://tdm.silogroup.org/data/derivative_storage/CNP.csv'.
[2025-11-25T10:46:04.773779] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'CNP'.
[2025-11-25T10:46:04.774170] [INFO ] [FORECASTER] Starting predict_future for CNP
[2025-11-25T10:46:04.774971] [DEBUG] [LOCAL     ] No optimal features file found for CNP: ./output/feature-sets/CNP.txt
[2025-11-25T10:46:04.775039] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:46:04.775085] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:46:04.775123] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:46:04.775194] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:46:04.840213] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:46:04.840852] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:46:04.840943] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:46:04.840990] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:46:04.955373] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:46:04.955704] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:46:04.955749] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:46:04.955782] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:46:04.959105] [DEBUG] [FORECASTER] CNP: Forecast T+1@11:T+2@11: UP (p=58.33%)
[2025-11-25T10:46:04.959398] [INFO ] [FORECASTER] Completed predict_future for CNP
[2025-11-25T10:46:04.959555] [INFO ] [sig       ] CNP: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:46:05.099832] [INFO ] [LOCAL     ] Saved forecast: CNP	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/CNP.txt
[2025-11-25T10:46:05.099968] [INFO ] [sig       ] [439/2057] Completed CNP in 0.3s | 2.86 sym/s | Total: 2.6m | ETA: 9.4m
[2025-11-25T10:46:05.100020] [INFO ] [sig       ] [440/2057] Forecasting CNQ...
[2025-11-25T10:46:05.100071] [INFO ] [sig       ] Generating forecast for: CNQ
[2025-11-25T10:46:05.100115] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CNQ' from 'https://tdm.silogroup.org/data/derivative_storage/CNQ.csv'.
[2025-11-25T10:46:05.111504] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'CNQ'.
[2025-11-25T10:46:05.111888] [INFO ] [FORECASTER] Starting predict_future for CNQ
[2025-11-25T10:46:05.112691] [DEBUG] [LOCAL     ] No optimal features file found for CNQ: ./output/feature-sets/CNQ.txt
[2025-11-25T10:46:05.112757] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:46:05.112802] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:46:05.112840] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:46:05.112907] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:46:05.183569] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:46:05.184561] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:46:05.184689] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:46:05.184746] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:46:05.293199] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:46:05.293590] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:46:05.293656] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:46:05.293702] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:46:05.297239] [DEBUG] [FORECASTER] CNQ: Forecast T+1@11:T+2@11: DOWN (p=47.39%)
[2025-11-25T10:46:05.297777] [INFO ] [FORECASTER] Completed predict_future for CNQ
[2025-11-25T10:46:05.297955] [INFO ] [sig       ] CNQ: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:46:05.440043] [INFO ] [LOCAL     ] Saved forecast: CNQ	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/CNQ.txt
[2025-11-25T10:46:05.440196] [INFO ] [sig       ] [440/2057] Completed CNQ in 0.3s | 2.86 sym/s | Total: 2.6m | ETA: 9.4m
[2025-11-25T10:46:05.440257] [INFO ] [sig       ] [441/2057] Forecasting CNS...
[2025-11-25T10:46:05.440311] [INFO ] [sig       ] Generating forecast for: CNS
[2025-11-25T10:46:05.440364] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CNS' from 'https://tdm.silogroup.org/data/derivative_storage/CNS.csv'.
[2025-11-25T10:46:05.451452] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'CNS'.
[2025-11-25T10:46:05.451844] [INFO ] [FORECASTER] Starting predict_future for CNS
[2025-11-25T10:46:05.452683] [DEBUG] [LOCAL     ] No optimal features file found for CNS: ./output/feature-sets/CNS.txt
[2025-11-25T10:46:05.452751] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:46:05.452796] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:46:05.452834] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:46:05.452902] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:46:05.519585] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:46:05.520245] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:46:05.520342] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:46:05.520390] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:46:05.635152] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:46:05.635320] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:46:05.635367] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:46:05.635404] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:46:05.638895] [DEBUG] [FORECASTER] CNS: Forecast T+1@11:T+2@11: UP (p=89.70%)
[2025-11-25T10:46:05.639183] [INFO ] [FORECASTER] Completed predict_future for CNS
[2025-11-25T10:46:05.639346] [INFO ] [sig       ] CNS: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:46:05.783034] [INFO ] [LOCAL     ] Saved forecast: CNS	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/CNS.txt
[2025-11-25T10:46:05.783177] [INFO ] [sig       ] [441/2057] Completed CNS in 0.3s | 2.86 sym/s | Total: 2.6m | ETA: 9.4m
[2025-11-25T10:46:05.783229] [INFO ] [sig       ] [442/2057] Forecasting CNX...
[2025-11-25T10:46:05.783275] [INFO ] [sig       ] Generating forecast for: CNX
[2025-11-25T10:46:05.783322] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CNX' from 'https://tdm.silogroup.org/data/derivative_storage/CNX.csv'.
[2025-11-25T10:46:05.794382] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'CNX'.
[2025-11-25T10:46:05.794749] [INFO ] [FORECASTER] Starting predict_future for CNX
[2025-11-25T10:46:05.795510] [DEBUG] [LOCAL     ] No optimal features file found for CNX: ./output/feature-sets/CNX.txt
[2025-11-25T10:46:05.795580] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:46:05.795629] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:46:05.795690] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:46:05.795763] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:46:05.863284] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:46:05.864003] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:46:05.864096] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:46:05.864145] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:46:05.986102] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:46:05.986284] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:46:05.986331] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:46:05.986381] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:46:05.989927] [DEBUG] [FORECASTER] CNX: Forecast T+1@11:T+2@11: DOWN (p=12.44%)
[2025-11-25T10:46:05.990209] [INFO ] [FORECASTER] Completed predict_future for CNX
[2025-11-25T10:46:05.990358] [INFO ] [sig       ] CNX: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:46:06.130881] [INFO ] [LOCAL     ] Saved forecast: CNX	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/CNX.txt
[2025-11-25T10:46:06.131021] [INFO ] [sig       ] [442/2057] Completed CNX in 0.3s | 2.86 sym/s | Total: 2.6m | ETA: 9.4m
[2025-11-25T10:46:06.131075] [INFO ] [sig       ] [443/2057] Forecasting CODI...
[2025-11-25T10:46:06.131119] [INFO ] [sig       ] Generating forecast for: CODI
[2025-11-25T10:46:06.131163] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CODI' from 'https://tdm.silogroup.org/data/derivative_storage/CODI.csv'.
[2025-11-25T10:46:06.144085] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'CODI'.
[2025-11-25T10:46:06.144465] [INFO ] [FORECASTER] Starting predict_future for CODI
[2025-11-25T10:46:06.145258] [DEBUG] [LOCAL     ] No optimal features file found for CODI: ./output/feature-sets/CODI.txt
[2025-11-25T10:46:06.145328] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:46:06.145373] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:46:06.145414] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:46:06.145482] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:46:06.212347] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:46:06.213036] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:46:06.213131] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:46:06.213179] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:46:06.329391] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:46:06.329521] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:46:06.329563] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:46:06.329619] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:46:06.332957] [DEBUG] [FORECASTER] CODI: Forecast T+1@11:T+2@11: UP (p=97.16%)
[2025-11-25T10:46:06.333236] [INFO ] [FORECASTER] Completed predict_future for CODI
[2025-11-25T10:46:06.333382] [INFO ] [sig       ] CODI: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:46:06.477981] [INFO ] [LOCAL     ] Saved forecast: CODI	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/CODI.txt
[2025-11-25T10:46:06.478172] [INFO ] [sig       ] [443/2057] Completed CODI in 0.3s | 2.86 sym/s | Total: 2.6m | ETA: 9.4m
[2025-11-25T10:46:06.478229] [INFO ] [sig       ] [444/2057] Forecasting COF...
[2025-11-25T10:46:06.478273] [INFO ] [sig       ] Generating forecast for: COF
[2025-11-25T10:46:06.478315] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'COF' from 'https://tdm.silogroup.org/data/derivative_storage/COF.csv'.
[2025-11-25T10:46:06.490561] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'COF'.
[2025-11-25T10:46:06.490933] [INFO ] [FORECASTER] Starting predict_future for COF
[2025-11-25T10:46:06.491730] [DEBUG] [LOCAL     ] No optimal features file found for COF: ./output/feature-sets/COF.txt
[2025-11-25T10:46:06.491798] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:46:06.491845] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:46:06.491886] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:46:06.491955] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:46:06.558732] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:46:06.559393] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:46:06.559489] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:46:06.559536] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:46:06.657896] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:46:06.658067] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:46:06.658113] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:46:06.658149] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:46:06.661495] [DEBUG] [FORECASTER] COF: Forecast T+1@11:T+2@11: UP (p=91.84%)
[2025-11-25T10:46:06.661808] [INFO ] [FORECASTER] Completed predict_future for COF
[2025-11-25T10:46:06.661958] [INFO ] [sig       ] COF: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:46:06.802493] [INFO ] [LOCAL     ] Saved forecast: COF	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/COF.txt
[2025-11-25T10:46:06.802677] [INFO ] [sig       ] [444/2057] Completed COF in 0.3s | 2.86 sym/s | Total: 2.6m | ETA: 9.4m
[2025-11-25T10:46:06.802732] [INFO ] [sig       ] [445/2057] Forecasting COHR...
[2025-11-25T10:46:06.802774] [INFO ] [sig       ] Generating forecast for: COHR
[2025-11-25T10:46:06.802817] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'COHR' from 'https://tdm.silogroup.org/data/derivative_storage/COHR.csv'.
[2025-11-25T10:46:06.812760] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'COHR'.
[2025-11-25T10:46:06.813124] [INFO ] [FORECASTER] Starting predict_future for COHR
[2025-11-25T10:46:06.813944] [DEBUG] [LOCAL     ] No optimal features file found for COHR: ./output/feature-sets/COHR.txt
[2025-11-25T10:46:06.814014] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:46:06.814059] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:46:06.814100] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:46:06.814168] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:46:06.881879] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:46:06.882600] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:46:06.882713] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:46:06.882776] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:46:06.977851] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:46:06.978032] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:46:06.978079] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:46:06.978116] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:46:06.981529] [DEBUG] [FORECASTER] COHR: Forecast T+1@11:T+2@11: UP (p=56.48%)
[2025-11-25T10:46:06.981840] [INFO ] [FORECASTER] Completed predict_future for COHR
[2025-11-25T10:46:06.981995] [INFO ] [sig       ] COHR: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:46:07.121707] [INFO ] [LOCAL     ] Saved forecast: COHR	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/COHR.txt
[2025-11-25T10:46:07.121848] [INFO ] [sig       ] [445/2057] Completed COHR in 0.3s | 2.86 sym/s | Total: 2.6m | ETA: 9.4m
[2025-11-25T10:46:07.121901] [INFO ] [sig       ] [446/2057] Forecasting COLD...
[2025-11-25T10:46:07.121943] [INFO ] [sig       ] Generating forecast for: COLD
[2025-11-25T10:46:07.121986] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'COLD' from 'https://tdm.silogroup.org/data/derivative_storage/COLD.csv'.
[2025-11-25T10:46:07.133192] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'COLD'.
[2025-11-25T10:46:07.133720] [INFO ] [FORECASTER] Starting predict_future for COLD
[2025-11-25T10:46:07.134584] [DEBUG] [LOCAL     ] No optimal features file found for COLD: ./output/feature-sets/COLD.txt
[2025-11-25T10:46:07.134673] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:46:07.134722] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:46:07.134764] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:46:07.134833] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:46:07.200602] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:46:07.201567] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:46:07.201696] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:46:07.201749] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:46:07.302620] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:46:07.302885] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:46:07.302937] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:46:07.302972] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:46:07.306482] [DEBUG] [FORECASTER] COLD: Forecast T+1@11:T+2@11: DOWN (p=0.41%)
[2025-11-25T10:46:07.306841] [INFO ] [FORECASTER] Completed predict_future for COLD
[2025-11-25T10:46:07.307004] [INFO ] [sig       ] COLD: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:46:07.452254] [INFO ] [LOCAL     ] Saved forecast: COLD	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/COLD.txt
[2025-11-25T10:46:07.452464] [INFO ] [sig       ] [446/2057] Completed COLD in 0.3s | 2.86 sym/s | Total: 2.6m | ETA: 9.4m
[2025-11-25T10:46:07.452523] [INFO ] [sig       ] [447/2057] Forecasting COMP...
[2025-11-25T10:46:07.452565] [INFO ] [sig       ] Generating forecast for: COMP
[2025-11-25T10:46:07.452610] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'COMP' from 'https://tdm.silogroup.org/data/derivative_storage/COMP.csv'.
[2025-11-25T10:46:07.465097] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'COMP'.
[2025-11-25T10:46:07.465545] [INFO ] [FORECASTER] Starting predict_future for COMP
[2025-11-25T10:46:07.466349] [DEBUG] [LOCAL     ] No optimal features file found for COMP: ./output/feature-sets/COMP.txt
[2025-11-25T10:46:07.466419] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:46:07.466464] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:46:07.466504] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:46:07.466592] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:46:07.534270] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:46:07.535196] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:46:07.535307] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:46:07.535355] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:46:07.638088] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:46:07.638297] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:46:07.638347] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:46:07.638382] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:46:07.641847] [DEBUG] [FORECASTER] COMP: Forecast T+1@11:T+2@11: DOWN (p=8.44%)
[2025-11-25T10:46:07.642190] [INFO ] [FORECASTER] Completed predict_future for COMP
[2025-11-25T10:46:07.642362] [INFO ] [sig       ] COMP: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:46:07.789563] [INFO ] [LOCAL     ] Saved forecast: COMP	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/COMP.txt
[2025-11-25T10:46:07.789781] [INFO ] [sig       ] [447/2057] Completed COMP in 0.3s | 2.86 sym/s | Total: 2.6m | ETA: 9.4m
[2025-11-25T10:46:07.789840] [INFO ] [sig       ] [448/2057] Forecasting COOK...
[2025-11-25T10:46:07.789883] [INFO ] [sig       ] Generating forecast for: COOK
[2025-11-25T10:46:07.789927] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'COOK' from 'https://tdm.silogroup.org/data/derivative_storage/COOK.csv'.
[2025-11-25T10:46:07.801112] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'COOK'.
[2025-11-25T10:46:07.801559] [INFO ] [FORECASTER] Starting predict_future for COOK
[2025-11-25T10:46:07.802354] [DEBUG] [LOCAL     ] No optimal features file found for COOK: ./output/feature-sets/COOK.txt
[2025-11-25T10:46:07.802424] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:46:07.802469] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:46:07.802510] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:46:07.802579] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:46:07.869632] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:46:07.870679] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:46:07.870786] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:46:07.870835] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:46:07.976806] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:46:07.977002] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:46:07.977070] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:46:07.977108] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:46:07.980588] [DEBUG] [FORECASTER] COOK: Forecast T+1@11:T+2@11: DOWN (p=8.08%)
[2025-11-25T10:46:07.980905] [INFO ] [FORECASTER] Completed predict_future for COOK
[2025-11-25T10:46:07.981069] [INFO ] [sig       ] COOK: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:46:08.129799] [INFO ] [LOCAL     ] Saved forecast: COOK	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/COOK.txt
[2025-11-25T10:46:08.130013] [INFO ] [sig       ] [448/2057] Completed COOK in 0.3s | 2.86 sym/s | Total: 2.6m | ETA: 9.4m
[2025-11-25T10:46:08.130074] [INFO ] [sig       ] [449/2057] Forecasting COP...
[2025-11-25T10:46:08.130120] [INFO ] [sig       ] Generating forecast for: COP
[2025-11-25T10:46:08.130166] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'COP' from 'https://tdm.silogroup.org/data/derivative_storage/COP.csv'.
[2025-11-25T10:46:08.145456] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'COP'.
[2025-11-25T10:46:08.145975] [INFO ] [FORECASTER] Starting predict_future for COP
[2025-11-25T10:46:08.147177] [DEBUG] [LOCAL     ] No optimal features file found for COP: ./output/feature-sets/COP.txt
[2025-11-25T10:46:08.147253] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:46:08.147307] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:46:08.147347] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:46:08.147598] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:46:08.214721] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:46:08.215772] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:46:08.215884] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:46:08.215940] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:46:08.330575] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:46:08.330780] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:46:08.330834] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:46:08.330869] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:46:08.334735] [DEBUG] [FORECASTER] COP: Forecast T+1@11:T+2@11: DOWN (p=46.97%)
[2025-11-25T10:46:08.335099] [INFO ] [FORECASTER] Completed predict_future for COP
[2025-11-25T10:46:08.335290] [INFO ] [sig       ] COP: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:46:08.477530] [INFO ] [LOCAL     ] Saved forecast: COP	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/COP.txt
[2025-11-25T10:46:08.477712] [INFO ] [sig       ] [449/2057] Completed COP in 0.3s | 2.86 sym/s | Total: 2.6m | ETA: 9.4m
[2025-11-25T10:46:08.477770] [INFO ] [sig       ] [450/2057] Forecasting COR...
[2025-11-25T10:46:08.477813] [INFO ] [sig       ] Generating forecast for: COR
[2025-11-25T10:46:08.477856] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'COR' from 'https://tdm.silogroup.org/data/derivative_storage/COR.csv'.
[2025-11-25T10:46:08.490543] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'COR'.
[2025-11-25T10:46:08.490980] [INFO ] [FORECASTER] Starting predict_future for COR
[2025-11-25T10:46:08.491800] [DEBUG] [LOCAL     ] No optimal features file found for COR: ./output/feature-sets/COR.txt
[2025-11-25T10:46:08.491869] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:46:08.491917] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:46:08.491958] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:46:08.492027] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:46:08.557370] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:46:08.558032] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:46:08.558126] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:46:08.558167] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:46:08.661478] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:46:08.661677] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:46:08.661739] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:46:08.661778] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:46:08.665198] [DEBUG] [FORECASTER] COR: Forecast T+1@11:T+2@11: UP (p=71.81%)
[2025-11-25T10:46:08.665678] [INFO ] [FORECASTER] Completed predict_future for COR
[2025-11-25T10:46:08.665906] [INFO ] [sig       ] COR: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:46:08.808981] [INFO ] [LOCAL     ] Saved forecast: COR	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/COR.txt
[2025-11-25T10:46:08.809147] [INFO ] [sig       ] [450/2057] Completed COR in 0.3s | 2.86 sym/s | Total: 2.6m | ETA: 9.4m
[2025-11-25T10:46:08.809202] [INFO ] [sig       ] [451/2057] Forecasting COTY...
[2025-11-25T10:46:08.809246] [INFO ] [sig       ] Generating forecast for: COTY
[2025-11-25T10:46:08.809288] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'COTY' from 'https://tdm.silogroup.org/data/derivative_storage/COTY.csv'.
[2025-11-25T10:46:08.820806] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'COTY'.
[2025-11-25T10:46:08.821188] [INFO ] [FORECASTER] Starting predict_future for COTY
[2025-11-25T10:46:08.821981] [DEBUG] [LOCAL     ] No optimal features file found for COTY: ./output/feature-sets/COTY.txt
[2025-11-25T10:46:08.822051] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:46:08.822097] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:46:08.822137] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:46:08.822204] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:46:08.888315] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:46:08.889072] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:46:08.889170] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:46:08.889218] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:46:08.990109] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:46:08.990317] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:46:08.990377] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:46:08.990425] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:46:08.994073] [DEBUG] [FORECASTER] COTY: Forecast T+1@11:T+2@11: DOWN (p=8.32%)
[2025-11-25T10:46:08.994455] [INFO ] [FORECASTER] Completed predict_future for COTY
[2025-11-25T10:46:08.994702] [INFO ] [sig       ] COTY: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:46:09.137853] [INFO ] [LOCAL     ] Saved forecast: COTY	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/COTY.txt
[2025-11-25T10:46:09.138250] [INFO ] [sig       ] [451/2057] Completed COTY in 0.3s | 2.86 sym/s | Total: 2.6m | ETA: 9.3m
[2025-11-25T10:46:09.138315] [INFO ] [sig       ] [452/2057] Forecasting COUR...
[2025-11-25T10:46:09.138363] [INFO ] [sig       ] Generating forecast for: COUR
[2025-11-25T10:46:09.138408] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'COUR' from 'https://tdm.silogroup.org/data/derivative_storage/COUR.csv'.
[2025-11-25T10:46:09.151514] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'COUR'.
[2025-11-25T10:46:09.152014] [INFO ] [FORECASTER] Starting predict_future for COUR
[2025-11-25T10:46:09.152860] [DEBUG] [LOCAL     ] No optimal features file found for COUR: ./output/feature-sets/COUR.txt
[2025-11-25T10:46:09.152929] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:46:09.152977] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:46:09.153019] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:46:09.153088] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:46:09.222638] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:46:09.223630] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:46:09.223772] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:46:09.223821] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:46:09.328943] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:46:09.329166] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:46:09.329214] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:46:09.329249] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:46:09.332722] [DEBUG] [FORECASTER] COUR: Forecast T+1@11:T+2@11: UP (p=63.71%)
[2025-11-25T10:46:09.333043] [INFO ] [FORECASTER] Completed predict_future for COUR
[2025-11-25T10:46:09.333197] [INFO ] [sig       ] COUR: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:46:09.474454] [INFO ] [LOCAL     ] Saved forecast: COUR	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/COUR.txt
[2025-11-25T10:46:09.474669] [INFO ] [sig       ] [452/2057] Completed COUR in 0.3s | 2.86 sym/s | Total: 2.6m | ETA: 9.3m
[2025-11-25T10:46:09.474734] [INFO ] [sig       ] [453/2057] Forecasting CP...
[2025-11-25T10:46:09.474790] [INFO ] [sig       ] Generating forecast for: CP
[2025-11-25T10:46:09.474844] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CP' from 'https://tdm.silogroup.org/data/derivative_storage/CP.csv'.
[2025-11-25T10:46:09.486147] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'CP'.
[2025-11-25T10:46:09.486600] [INFO ] [FORECASTER] Starting predict_future for CP
[2025-11-25T10:46:09.487449] [DEBUG] [LOCAL     ] No optimal features file found for CP: ./output/feature-sets/CP.txt
[2025-11-25T10:46:09.487519] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:46:09.487565] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:46:09.487618] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:46:09.487734] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:46:09.553498] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:46:09.554483] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:46:09.554596] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:46:09.554669] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:46:09.655288] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:46:09.655487] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:46:09.655534] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:46:09.655569] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:46:09.659342] [DEBUG] [FORECASTER] CP: Forecast T+1@11:T+2@11: UP (p=98.83%)
[2025-11-25T10:46:09.659878] [INFO ] [FORECASTER] Completed predict_future for CP
[2025-11-25T10:46:09.660035] [INFO ] [sig       ] CP: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:46:09.803232] [INFO ] [LOCAL     ] Saved forecast: CP	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/CP.txt
[2025-11-25T10:46:09.803417] [INFO ] [sig       ] [453/2057] Completed CP in 0.3s | 2.87 sym/s | Total: 2.6m | ETA: 9.3m
[2025-11-25T10:46:09.803472] [INFO ] [sig       ] [454/2057] Forecasting CPA...
[2025-11-25T10:46:09.803516] [INFO ] [sig       ] Generating forecast for: CPA
[2025-11-25T10:46:09.803559] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CPA' from 'https://tdm.silogroup.org/data/derivative_storage/CPA.csv'.
[2025-11-25T10:46:09.815627] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'CPA'.
[2025-11-25T10:46:09.816101] [INFO ] [FORECASTER] Starting predict_future for CPA
[2025-11-25T10:46:09.817116] [DEBUG] [LOCAL     ] No optimal features file found for CPA: ./output/feature-sets/CPA.txt
[2025-11-25T10:46:09.817186] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:46:09.817231] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:46:09.817262] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:46:09.817330] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:46:09.884201] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:46:09.885130] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:46:09.885248] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:46:09.885299] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:46:09.983775] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:46:09.983965] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:46:09.984013] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:46:09.984048] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:46:09.987770] [DEBUG] [FORECASTER] CPA: Forecast T+1@11:T+2@11: UP (p=78.99%)
[2025-11-25T10:46:09.988091] [INFO ] [FORECASTER] Completed predict_future for CPA
[2025-11-25T10:46:09.988248] [INFO ] [sig       ] CPA: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:46:10.130540] [INFO ] [LOCAL     ] Saved forecast: CPA	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/CPA.txt
[2025-11-25T10:46:10.130758] [INFO ] [sig       ] [454/2057] Completed CPA in 0.3s | 2.87 sym/s | Total: 2.6m | ETA: 9.3m
[2025-11-25T10:46:10.130815] [INFO ] [sig       ] [455/2057] Forecasting CPF...
[2025-11-25T10:46:10.130858] [INFO ] [sig       ] Generating forecast for: CPF
[2025-11-25T10:46:10.130900] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CPF' from 'https://tdm.silogroup.org/data/derivative_storage/CPF.csv'.
[2025-11-25T10:46:10.143467] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'CPF'.
[2025-11-25T10:46:10.144165] [INFO ] [FORECASTER] Starting predict_future for CPF
[2025-11-25T10:46:10.145363] [DEBUG] [LOCAL     ] No optimal features file found for CPF: ./output/feature-sets/CPF.txt
[2025-11-25T10:46:10.145437] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:46:10.145487] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:46:10.145530] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:46:10.145829] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:46:10.212137] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:46:10.213012] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:46:10.213115] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:46:10.213165] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:46:10.329881] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:46:10.330080] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:46:10.330128] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:46:10.330164] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:46:10.333578] [DEBUG] [FORECASTER] CPF: Forecast T+1@11:T+2@11: DOWN (p=0.24%)
[2025-11-25T10:46:10.333888] [INFO ] [FORECASTER] Completed predict_future for CPF
[2025-11-25T10:46:10.334043] [INFO ] [sig       ] CPF: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:46:10.474228] [INFO ] [LOCAL     ] Saved forecast: CPF	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/CPF.txt
[2025-11-25T10:46:10.474425] [INFO ] [sig       ] [455/2057] Completed CPF in 0.3s | 2.87 sym/s | Total: 2.6m | ETA: 9.3m
[2025-11-25T10:46:10.474479] [INFO ] [sig       ] [456/2057] Forecasting CPK...
[2025-11-25T10:46:10.474523] [INFO ] [sig       ] Generating forecast for: CPK
[2025-11-25T10:46:10.474565] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CPK' from 'https://tdm.silogroup.org/data/derivative_storage/CPK.csv'.
[2025-11-25T10:46:10.486144] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'CPK'.
[2025-11-25T10:46:10.486600] [INFO ] [FORECASTER] Starting predict_future for CPK
[2025-11-25T10:46:10.487459] [DEBUG] [LOCAL     ] No optimal features file found for CPK: ./output/feature-sets/CPK.txt
[2025-11-25T10:46:10.487529] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:46:10.487574] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:46:10.487613] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:46:10.487701] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:46:10.554621] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:46:10.555550] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:46:10.555683] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:46:10.555733] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:46:10.661916] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:46:10.662114] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:46:10.662182] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:46:10.662219] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:46:10.665582] [DEBUG] [FORECASTER] CPK: Forecast T+1@11:T+2@11: UP (p=89.56%)
[2025-11-25T10:46:10.665890] [INFO ] [FORECASTER] Completed predict_future for CPK
[2025-11-25T10:46:10.666046] [INFO ] [sig       ] CPK: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:46:10.808978] [INFO ] [LOCAL     ] Saved forecast: CPK	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/CPK.txt
[2025-11-25T10:46:10.809195] [INFO ] [sig       ] [456/2057] Completed CPK in 0.3s | 2.87 sym/s | Total: 2.7m | ETA: 9.3m
[2025-11-25T10:46:10.809258] [INFO ] [sig       ] [457/2057] Forecasting CPNG...
[2025-11-25T10:46:10.809301] [INFO ] [sig       ] Generating forecast for: CPNG
[2025-11-25T10:46:10.809346] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CPNG' from 'https://tdm.silogroup.org/data/derivative_storage/CPNG.csv'.
[2025-11-25T10:46:10.821390] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'CPNG'.
[2025-11-25T10:46:10.821843] [INFO ] [FORECASTER] Starting predict_future for CPNG
[2025-11-25T10:46:10.822686] [DEBUG] [LOCAL     ] No optimal features file found for CPNG: ./output/feature-sets/CPNG.txt
[2025-11-25T10:46:10.822758] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:46:10.822806] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:46:10.822849] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:46:10.822919] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:46:10.889962] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:46:10.890956] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:46:10.891071] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:46:10.891119] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:46:10.999522] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:46:10.999744] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:46:10.999820] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:46:10.999868] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:46:11.003447] [DEBUG] [FORECASTER] CPNG: Forecast T+1@11:T+2@11: DOWN (p=28.70%)
[2025-11-25T10:46:11.003947] [INFO ] [FORECASTER] Completed predict_future for CPNG
[2025-11-25T10:46:11.004175] [INFO ] [sig       ] CPNG: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:46:11.150773] [INFO ] [LOCAL     ] Saved forecast: CPNG	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/CPNG.txt
[2025-11-25T10:46:11.150952] [INFO ] [sig       ] [457/2057] Completed CPNG in 0.3s | 2.87 sym/s | Total: 2.7m | ETA: 9.3m
[2025-11-25T10:46:11.151006] [INFO ] [sig       ] [458/2057] Forecasting CPRI...
[2025-11-25T10:46:11.151050] [INFO ] [sig       ] Generating forecast for: CPRI
[2025-11-25T10:46:11.151092] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CPRI' from 'https://tdm.silogroup.org/data/derivative_storage/CPRI.csv'.
[2025-11-25T10:46:11.163237] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'CPRI'.
[2025-11-25T10:46:11.163679] [INFO ] [FORECASTER] Starting predict_future for CPRI
[2025-11-25T10:46:11.164460] [DEBUG] [LOCAL     ] No optimal features file found for CPRI: ./output/feature-sets/CPRI.txt
[2025-11-25T10:46:11.164530] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:46:11.164581] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:46:11.164623] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:46:11.164714] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:46:11.234602] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:46:11.235585] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:46:11.235707] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:46:11.235757] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:46:11.339194] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:46:11.339380] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:46:11.339435] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:46:11.339469] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:46:11.343484] [DEBUG] [FORECASTER] CPRI: Forecast T+1@11:T+2@11: UP (p=96.60%)
[2025-11-25T10:46:11.343825] [INFO ] [FORECASTER] Completed predict_future for CPRI
[2025-11-25T10:46:11.343997] [INFO ] [sig       ] CPRI: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:46:11.494289] [INFO ] [LOCAL     ] Saved forecast: CPRI	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/CPRI.txt
[2025-11-25T10:46:11.494464] [INFO ] [sig       ] [458/2057] Completed CPRI in 0.3s | 2.87 sym/s | Total: 2.7m | ETA: 9.3m
[2025-11-25T10:46:11.494518] [INFO ] [sig       ] [459/2057] Forecasting CPS...
[2025-11-25T10:46:11.494561] [INFO ] [sig       ] Generating forecast for: CPS
[2025-11-25T10:46:11.494603] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CPS' from 'https://tdm.silogroup.org/data/derivative_storage/CPS.csv'.
[2025-11-25T10:46:11.507175] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'CPS'.
[2025-11-25T10:46:11.507574] [INFO ] [FORECASTER] Starting predict_future for CPS
[2025-11-25T10:46:11.508360] [DEBUG] [LOCAL     ] No optimal features file found for CPS: ./output/feature-sets/CPS.txt
[2025-11-25T10:46:11.508440] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:46:11.508492] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:46:11.508533] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:46:11.508602] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:46:11.577831] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:46:11.578771] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:46:11.578889] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:46:11.578939] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:46:11.682800] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:46:11.683012] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:46:11.683071] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:46:11.683116] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:46:11.686480] [DEBUG] [FORECASTER] CPS: Forecast T+1@11:T+2@11: UP (p=53.93%)
[2025-11-25T10:46:11.686805] [INFO ] [FORECASTER] Completed predict_future for CPS
[2025-11-25T10:46:11.687159] [INFO ] [sig       ] CPS: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:46:11.830815] [INFO ] [LOCAL     ] Saved forecast: CPS	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/CPS.txt
[2025-11-25T10:46:11.830986] [INFO ] [sig       ] [459/2057] Completed CPS in 0.3s | 2.87 sym/s | Total: 2.7m | ETA: 9.3m
[2025-11-25T10:46:11.831041] [INFO ] [sig       ] [460/2057] Forecasting CPT...
[2025-11-25T10:46:11.831083] [INFO ] [sig       ] Generating forecast for: CPT
[2025-11-25T10:46:11.831127] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CPT' from 'https://tdm.silogroup.org/data/derivative_storage/CPT.csv'.
[2025-11-25T10:46:11.842950] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'CPT'.
[2025-11-25T10:46:11.843384] [INFO ] [FORECASTER] Starting predict_future for CPT
[2025-11-25T10:46:11.844197] [DEBUG] [LOCAL     ] No optimal features file found for CPT: ./output/feature-sets/CPT.txt
[2025-11-25T10:46:11.844271] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:46:11.844337] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:46:11.844379] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:46:11.844448] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:46:11.911978] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:46:11.913006] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:46:11.913116] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:46:11.913169] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:46:12.045176] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:46:12.045433] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:46:12.045483] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:46:12.045518] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:46:12.049069] [DEBUG] [FORECASTER] CPT: Forecast T+1@11:T+2@11: DOWN (p=8.52%)
[2025-11-25T10:46:12.049403] [INFO ] [FORECASTER] Completed predict_future for CPT
[2025-11-25T10:46:12.049669] [INFO ] [sig       ] CPT: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:46:12.191805] [INFO ] [LOCAL     ] Saved forecast: CPT	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/CPT.txt
[2025-11-25T10:46:12.192081] [INFO ] [sig       ] [460/2057] Completed CPT in 0.4s | 2.87 sym/s | Total: 2.7m | ETA: 9.3m
[2025-11-25T10:46:12.192163] [INFO ] [sig       ] [461/2057] Forecasting CQP...
[2025-11-25T10:46:12.192213] [INFO ] [sig       ] Generating forecast for: CQP
[2025-11-25T10:46:12.192257] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CQP' from 'https://tdm.silogroup.org/data/derivative_storage/CQP.csv'.
[2025-11-25T10:46:12.205388] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'CQP'.
[2025-11-25T10:46:12.206064] [INFO ] [FORECASTER] Starting predict_future for CQP
[2025-11-25T10:46:12.206864] [DEBUG] [LOCAL     ] No optimal features file found for CQP: ./output/feature-sets/CQP.txt
[2025-11-25T10:46:12.206935] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:46:12.206984] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:46:12.207025] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:46:12.207124] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:46:12.274659] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:46:12.275824] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:46:12.275942] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:46:12.275991] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:46:12.394063] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:46:12.394270] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:46:12.394319] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:46:12.394356] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:46:12.398415] [DEBUG] [FORECASTER] CQP: Forecast T+1@11:T+2@11: DOWN (p=12.25%)
[2025-11-25T10:46:12.399268] [INFO ] [FORECASTER] Completed predict_future for CQP
[2025-11-25T10:46:12.399780] [INFO ] [sig       ] CQP: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:46:12.548958] [INFO ] [LOCAL     ] Saved forecast: CQP	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/CQP.txt
[2025-11-25T10:46:12.549131] [INFO ] [sig       ] [461/2057] Completed CQP in 0.4s | 2.87 sym/s | Total: 2.7m | ETA: 9.3m
[2025-11-25T10:46:12.549199] [INFO ] [sig       ] [462/2057] Forecasting CR...
[2025-11-25T10:46:12.549252] [INFO ] [sig       ] Generating forecast for: CR
[2025-11-25T10:46:12.549297] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CR' from 'https://tdm.silogroup.org/data/derivative_storage/CR.csv'.
[2025-11-25T10:46:12.560060] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'CR'.
[2025-11-25T10:46:12.560461] [INFO ] [FORECASTER] Starting predict_future for CR
[2025-11-25T10:46:12.561278] [DEBUG] [LOCAL     ] No optimal features file found for CR: ./output/feature-sets/CR.txt
[2025-11-25T10:46:12.561347] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:46:12.561393] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:46:12.561432] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:46:12.561500] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:46:12.631863] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:46:12.633044] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:46:12.633160] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:46:12.633209] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:46:12.753966] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:46:12.754166] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:46:12.754213] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:46:12.754247] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:46:12.758151] [DEBUG] [FORECASTER] CR: Forecast T+1@11:T+2@11: DOWN (p=38.88%)
[2025-11-25T10:46:12.758451] [INFO ] [FORECASTER] Completed predict_future for CR
[2025-11-25T10:46:12.758601] [INFO ] [sig       ] CR: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:46:12.902448] [INFO ] [LOCAL     ] Saved forecast: CR	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/CR.txt
[2025-11-25T10:46:12.902659] [INFO ] [sig       ] [462/2057] Completed CR in 0.4s | 2.87 sym/s | Total: 2.7m | ETA: 9.3m
[2025-11-25T10:46:12.902714] [INFO ] [sig       ] [463/2057] Forecasting CRBG...
[2025-11-25T10:46:12.902758] [INFO ] [sig       ] Generating forecast for: CRBG
[2025-11-25T10:46:12.902802] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CRBG' from 'https://tdm.silogroup.org/data/derivative_storage/CRBG.csv'.
[2025-11-25T10:46:12.914671] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'CRBG'.
[2025-11-25T10:46:12.915141] [INFO ] [FORECASTER] Starting predict_future for CRBG
[2025-11-25T10:46:12.915941] [DEBUG] [LOCAL     ] No optimal features file found for CRBG: ./output/feature-sets/CRBG.txt
[2025-11-25T10:46:12.916012] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:46:12.916057] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:46:12.916097] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:46:12.916165] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:46:12.983568] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:46:12.984707] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:46:12.984828] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:46:12.984875] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:46:13.109156] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:46:13.109355] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:46:13.109409] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:46:13.109443] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:46:13.112925] [DEBUG] [FORECASTER] CRBG: Forecast T+1@11:T+2@11: DOWN (p=12.87%)
[2025-11-25T10:46:13.113249] [INFO ] [FORECASTER] Completed predict_future for CRBG
[2025-11-25T10:46:13.113415] [INFO ] [sig       ] CRBG: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:46:13.259055] [INFO ] [LOCAL     ] Saved forecast: CRBG	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/CRBG.txt
[2025-11-25T10:46:13.259246] [INFO ] [sig       ] [463/2057] Completed CRBG in 0.4s | 2.87 sym/s | Total: 2.7m | ETA: 9.3m
[2025-11-25T10:46:13.259304] [INFO ] [sig       ] [464/2057] Forecasting CRC...
[2025-11-25T10:46:13.259358] [INFO ] [sig       ] Generating forecast for: CRC
[2025-11-25T10:46:13.259405] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CRC' from 'https://tdm.silogroup.org/data/derivative_storage/CRC.csv'.
[2025-11-25T10:46:13.273953] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'CRC'.
[2025-11-25T10:46:13.274845] [INFO ] [FORECASTER] Starting predict_future for CRC
[2025-11-25T10:46:13.275846] [DEBUG] [LOCAL     ] No optimal features file found for CRC: ./output/feature-sets/CRC.txt
[2025-11-25T10:46:13.275973] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:46:13.276025] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:46:13.276067] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:46:13.276138] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:46:13.354046] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:46:13.355279] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:46:13.355443] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:46:13.355518] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:46:13.480478] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:46:13.480695] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:46:13.480768] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:46:13.480816] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:46:13.484349] [DEBUG] [FORECASTER] CRC: Forecast T+1@11:T+2@11: UP (p=99.17%)
[2025-11-25T10:46:13.484687] [INFO ] [FORECASTER] Completed predict_future for CRC
[2025-11-25T10:46:13.484867] [INFO ] [sig       ] CRC: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:46:13.636596] [INFO ] [LOCAL     ] Saved forecast: CRC	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/CRC.txt
[2025-11-25T10:46:13.637009] [INFO ] [sig       ] [464/2057] Completed CRC in 0.4s | 2.87 sym/s | Total: 2.7m | ETA: 9.3m
[2025-11-25T10:46:13.637111] [INFO ] [sig       ] [465/2057] Forecasting CRGY...
[2025-11-25T10:46:13.637164] [INFO ] [sig       ] Generating forecast for: CRGY
[2025-11-25T10:46:13.637209] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CRGY' from 'https://tdm.silogroup.org/data/derivative_storage/CRGY.csv'.
[2025-11-25T10:46:13.650257] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'CRGY'.
[2025-11-25T10:46:13.650906] [INFO ] [FORECASTER] Starting predict_future for CRGY
[2025-11-25T10:46:13.651912] [DEBUG] [LOCAL     ] No optimal features file found for CRGY: ./output/feature-sets/CRGY.txt
[2025-11-25T10:46:13.651981] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:46:13.652028] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:46:13.652068] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:46:13.652136] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:46:13.721545] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:46:13.722445] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:46:13.722561] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:46:13.722610] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:46:13.843292] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:46:13.843497] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:46:13.843544] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:46:13.843579] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:46:13.847490] [DEBUG] [FORECASTER] CRGY: Forecast T+1@11:T+2@11: DOWN (p=30.47%)
[2025-11-25T10:46:13.847806] [INFO ] [FORECASTER] Completed predict_future for CRGY
[2025-11-25T10:46:13.847966] [INFO ] [sig       ] CRGY: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:46:13.988260] [INFO ] [LOCAL     ] Saved forecast: CRGY	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/CRGY.txt
[2025-11-25T10:46:13.988440] [INFO ] [sig       ] [465/2057] Completed CRGY in 0.4s | 2.87 sym/s | Total: 2.7m | ETA: 9.3m
[2025-11-25T10:46:13.988494] [INFO ] [sig       ] [466/2057] Forecasting CRH...
[2025-11-25T10:46:13.988538] [INFO ] [sig       ] Generating forecast for: CRH
[2025-11-25T10:46:13.988581] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CRH' from 'https://tdm.silogroup.org/data/derivative_storage/CRH.csv'.
[2025-11-25T10:46:14.000473] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'CRH'.
[2025-11-25T10:46:14.001006] [INFO ] [FORECASTER] Starting predict_future for CRH
[2025-11-25T10:46:14.001881] [DEBUG] [LOCAL     ] No optimal features file found for CRH: ./output/feature-sets/CRH.txt
[2025-11-25T10:46:14.001953] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:46:14.001999] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:46:14.002038] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:46:14.002112] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:46:14.088337] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:46:14.089262] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:46:14.089361] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:46:14.089412] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:46:14.218756] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:46:14.218966] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:46:14.219020] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:46:14.219058] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:46:14.222677] [DEBUG] [FORECASTER] CRH: Forecast T+1@11:T+2@11: DOWN (p=21.92%)
[2025-11-25T10:46:14.222998] [INFO ] [FORECASTER] Completed predict_future for CRH
[2025-11-25T10:46:14.223158] [INFO ] [sig       ] CRH: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:46:14.362609] [INFO ] [LOCAL     ] Saved forecast: CRH	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/CRH.txt
[2025-11-25T10:46:14.362791] [INFO ] [sig       ] [466/2057] Completed CRH in 0.4s | 2.86 sym/s | Total: 2.7m | ETA: 9.3m
[2025-11-25T10:46:14.362855] [INFO ] [sig       ] [467/2057] Forecasting CRI...
[2025-11-25T10:46:14.362900] [INFO ] [sig       ] Generating forecast for: CRI
[2025-11-25T10:46:14.362941] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CRI' from 'https://tdm.silogroup.org/data/derivative_storage/CRI.csv'.
[2025-11-25T10:46:14.374195] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'CRI'.
[2025-11-25T10:46:14.374730] [INFO ] [FORECASTER] Starting predict_future for CRI
[2025-11-25T10:46:14.375590] [DEBUG] [LOCAL     ] No optimal features file found for CRI: ./output/feature-sets/CRI.txt
[2025-11-25T10:46:14.375681] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:46:14.375729] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:46:14.375771] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:46:14.375841] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:46:14.441560] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:46:14.442472] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:46:14.442576] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:46:14.442625] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:46:14.552814] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:46:14.552984] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:46:14.553031] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:46:14.553086] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:46:14.556479] [DEBUG] [FORECASTER] CRI: Forecast T+1@11:T+2@11: DOWN (p=40.43%)
[2025-11-25T10:46:14.556790] [INFO ] [FORECASTER] Completed predict_future for CRI
[2025-11-25T10:46:14.556953] [INFO ] [sig       ] CRI: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:46:14.696061] [INFO ] [LOCAL     ] Saved forecast: CRI	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/CRI.txt
[2025-11-25T10:46:14.696201] [INFO ] [sig       ] [467/2057] Completed CRI in 0.3s | 2.87 sym/s | Total: 2.7m | ETA: 9.2m
[2025-11-25T10:46:14.696258] [INFO ] [sig       ] [468/2057] Forecasting CRK...
[2025-11-25T10:46:14.696301] [INFO ] [sig       ] Generating forecast for: CRK
[2025-11-25T10:46:14.696344] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CRK' from 'https://tdm.silogroup.org/data/derivative_storage/CRK.csv'.
[2025-11-25T10:46:14.708993] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'CRK'.
[2025-11-25T10:46:14.709429] [INFO ] [FORECASTER] Starting predict_future for CRK
[2025-11-25T10:46:14.710267] [DEBUG] [LOCAL     ] No optimal features file found for CRK: ./output/feature-sets/CRK.txt
[2025-11-25T10:46:14.710339] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:46:14.710387] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:46:14.710430] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:46:14.710500] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:46:14.776403] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:46:14.777168] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:46:14.777269] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:46:14.777317] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:46:14.892666] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:46:14.892848] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:46:14.892895] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:46:14.892929] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:46:14.896339] [DEBUG] [FORECASTER] CRK: Forecast T+1@11:T+2@11: DOWN (p=30.70%)
[2025-11-25T10:46:14.896630] [INFO ] [FORECASTER] Completed predict_future for CRK
[2025-11-25T10:46:14.896802] [INFO ] [sig       ] CRK: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:46:15.035492] [INFO ] [LOCAL     ] Saved forecast: CRK	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/CRK.txt
[2025-11-25T10:46:15.035673] [INFO ] [sig       ] [468/2057] Completed CRK in 0.3s | 2.87 sym/s | Total: 2.7m | ETA: 9.2m
[2025-11-25T10:46:15.035724] [INFO ] [sig       ] [469/2057] Forecasting CRL...
[2025-11-25T10:46:15.035764] [INFO ] [sig       ] Generating forecast for: CRL
[2025-11-25T10:46:15.035811] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CRL' from 'https://tdm.silogroup.org/data/derivative_storage/CRL.csv'.
[2025-11-25T10:46:15.047216] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'CRL'.
[2025-11-25T10:46:15.047722] [INFO ] [FORECASTER] Starting predict_future for CRL
[2025-11-25T10:46:15.048560] [DEBUG] [LOCAL     ] No optimal features file found for CRL: ./output/feature-sets/CRL.txt
[2025-11-25T10:46:15.048635] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:46:15.048703] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:46:15.048744] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:46:15.048812] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:46:15.116315] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:46:15.117319] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:46:15.117444] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:46:15.117521] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:46:15.233177] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:46:15.233419] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:46:15.233482] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:46:15.233521] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:46:15.237706] [DEBUG] [FORECASTER] CRL: Forecast T+1@11:T+2@11: UP (p=91.63%)
[2025-11-25T10:46:15.238036] [INFO ] [FORECASTER] Completed predict_future for CRL
[2025-11-25T10:46:15.238209] [INFO ] [sig       ] CRL: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:46:15.381247] [INFO ] [LOCAL     ] Saved forecast: CRL	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/CRL.txt
[2025-11-25T10:46:15.381449] [INFO ] [sig       ] [469/2057] Completed CRL in 0.3s | 2.87 sym/s | Total: 2.7m | ETA: 9.2m
[2025-11-25T10:46:15.381513] [INFO ] [sig       ] [470/2057] Forecasting CRM...
[2025-11-25T10:46:15.381557] [INFO ] [sig       ] Generating forecast for: CRM
[2025-11-25T10:46:15.381602] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CRM' from 'https://tdm.silogroup.org/data/derivative_storage/CRM.csv'.
[2025-11-25T10:46:15.393482] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'CRM'.
[2025-11-25T10:46:15.393990] [INFO ] [FORECASTER] Starting predict_future for CRM
[2025-11-25T10:46:15.394802] [DEBUG] [LOCAL     ] No optimal features file found for CRM: ./output/feature-sets/CRM.txt
[2025-11-25T10:46:15.394870] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:46:15.394916] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:46:15.394959] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:46:15.395026] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:46:15.460770] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:46:15.461728] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:46:15.461842] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:46:15.461914] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:46:15.584805] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:46:15.584948] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:46:15.584992] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:46:15.585026] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:46:15.588364] [DEBUG] [FORECASTER] CRM: Forecast T+1@11:T+2@11: DOWN (p=25.75%)
[2025-11-25T10:46:15.588819] [INFO ] [FORECASTER] Completed predict_future for CRM
[2025-11-25T10:46:15.589046] [INFO ] [sig       ] CRM: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:46:15.728136] [INFO ] [LOCAL     ] Saved forecast: CRM	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/CRM.txt
[2025-11-25T10:46:15.728281] [INFO ] [sig       ] [470/2057] Completed CRM in 0.3s | 2.87 sym/s | Total: 2.7m | ETA: 9.2m
[2025-11-25T10:46:15.728334] [INFO ] [sig       ] [471/2057] Forecasting CRS...
[2025-11-25T10:46:15.728377] [INFO ] [sig       ] Generating forecast for: CRS
[2025-11-25T10:46:15.728419] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CRS' from 'https://tdm.silogroup.org/data/derivative_storage/CRS.csv'.
[2025-11-25T10:46:15.738834] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'CRS'.
[2025-11-25T10:46:15.739210] [INFO ] [FORECASTER] Starting predict_future for CRS
[2025-11-25T10:46:15.740011] [DEBUG] [LOCAL     ] No optimal features file found for CRS: ./output/feature-sets/CRS.txt
[2025-11-25T10:46:15.740079] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:46:15.740124] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:46:15.740164] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:46:15.740232] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:46:15.805369] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:46:15.806019] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:46:15.806113] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:46:15.806159] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:46:15.908568] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:46:15.908799] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:46:15.908877] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:46:15.908928] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:46:15.912780] [DEBUG] [FORECASTER] CRS: Forecast T+1@11:T+2@11: UP (p=96.77%)
[2025-11-25T10:46:15.913110] [INFO ] [FORECASTER] Completed predict_future for CRS
[2025-11-25T10:46:15.913276] [INFO ] [sig       ] CRS: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:46:16.053089] [INFO ] [LOCAL     ] Saved forecast: CRS	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/CRS.txt
[2025-11-25T10:46:16.053281] [INFO ] [sig       ] [471/2057] Completed CRS in 0.3s | 2.87 sym/s | Total: 2.7m | ETA: 9.2m
[2025-11-25T10:46:16.053337] [INFO ] [sig       ] [472/2057] Forecasting CRT...
[2025-11-25T10:46:16.053382] [INFO ] [sig       ] Generating forecast for: CRT
[2025-11-25T10:46:16.053425] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CRT' from 'https://tdm.silogroup.org/data/derivative_storage/CRT.csv'.
[2025-11-25T10:46:16.063482] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'CRT'.
[2025-11-25T10:46:16.063937] [INFO ] [FORECASTER] Starting predict_future for CRT
[2025-11-25T10:46:16.064741] [DEBUG] [LOCAL     ] No optimal features file found for CRT: ./output/feature-sets/CRT.txt
[2025-11-25T10:46:16.064811] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:46:16.064858] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:46:16.064899] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:46:16.064970] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:46:16.130775] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:46:16.131639] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:46:16.131761] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:46:16.131811] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:46:16.241253] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:46:16.241450] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:46:16.241497] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:46:16.241536] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:46:16.244974] [DEBUG] [FORECASTER] CRT: Forecast T+1@11:T+2@11: DOWN (p=20.12%)
[2025-11-25T10:46:16.245477] [INFO ] [FORECASTER] Completed predict_future for CRT
[2025-11-25T10:46:16.245725] [INFO ] [sig       ] CRT: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:46:16.387332] [INFO ] [LOCAL     ] Saved forecast: CRT	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/CRT.txt
[2025-11-25T10:46:16.387485] [INFO ] [sig       ] [472/2057] Completed CRT in 0.3s | 2.87 sym/s | Total: 2.7m | ETA: 9.2m
[2025-11-25T10:46:16.387538] [INFO ] [sig       ] [473/2057] Forecasting CSAN...
[2025-11-25T10:46:16.387581] [INFO ] [sig       ] Generating forecast for: CSAN
[2025-11-25T10:46:16.387623] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CSAN' from 'https://tdm.silogroup.org/data/derivative_storage/CSAN.csv'.
[2025-11-25T10:46:16.399553] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'CSAN'.
[2025-11-25T10:46:16.400020] [INFO ] [FORECASTER] Starting predict_future for CSAN
[2025-11-25T10:46:16.400871] [DEBUG] [LOCAL     ] No optimal features file found for CSAN: ./output/feature-sets/CSAN.txt
[2025-11-25T10:46:16.400961] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:46:16.401009] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:46:16.401051] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:46:16.401121] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:46:16.467993] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:46:16.468965] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:46:16.469072] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:46:16.469124] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:46:16.578541] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:46:16.578775] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:46:16.578833] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:46:16.578873] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:46:16.582446] [DEBUG] [FORECASTER] CSAN: Forecast T+1@11:T+2@11: DOWN (p=42.71%)
[2025-11-25T10:46:16.582786] [INFO ] [FORECASTER] Completed predict_future for CSAN
[2025-11-25T10:46:16.582974] [INFO ] [sig       ] CSAN: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:46:16.731674] [INFO ] [LOCAL     ] Saved forecast: CSAN	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/CSAN.txt
[2025-11-25T10:46:16.731880] [INFO ] [sig       ] [473/2057] Completed CSAN in 0.3s | 2.87 sym/s | Total: 2.8m | ETA: 9.2m
[2025-11-25T10:46:16.731935] [INFO ] [sig       ] [474/2057] Forecasting CSL...
[2025-11-25T10:46:16.731985] [INFO ] [sig       ] Generating forecast for: CSL
[2025-11-25T10:46:16.732027] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CSL' from 'https://tdm.silogroup.org/data/derivative_storage/CSL.csv'.
[2025-11-25T10:46:16.744408] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'CSL'.
[2025-11-25T10:46:16.744854] [INFO ] [FORECASTER] Starting predict_future for CSL
[2025-11-25T10:46:16.745638] [DEBUG] [LOCAL     ] No optimal features file found for CSL: ./output/feature-sets/CSL.txt
[2025-11-25T10:46:16.745725] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:46:16.745771] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:46:16.745811] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:46:16.745878] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:46:16.811879] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:46:16.812593] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:46:16.812705] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:46:16.812754] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:46:16.917356] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:46:16.917545] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:46:16.917592] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:46:16.917627] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:46:16.921073] [DEBUG] [FORECASTER] CSL: Forecast T+1@11:T+2@11: DOWN (p=41.00%)
[2025-11-25T10:46:16.921390] [INFO ] [FORECASTER] Completed predict_future for CSL
[2025-11-25T10:46:16.921564] [INFO ] [sig       ] CSL: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:46:17.060585] [INFO ] [LOCAL     ] Saved forecast: CSL	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/CSL.txt
[2025-11-25T10:46:17.060780] [INFO ] [sig       ] [474/2057] Completed CSL in 0.3s | 2.87 sym/s | Total: 2.8m | ETA: 9.2m
[2025-11-25T10:46:17.060836] [INFO ] [sig       ] [475/2057] Forecasting CSR...
[2025-11-25T10:46:17.060879] [INFO ] [sig       ] Generating forecast for: CSR
[2025-11-25T10:46:17.060920] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CSR' from 'https://tdm.silogroup.org/data/derivative_storage/CSR.csv'.
[2025-11-25T10:46:17.072758] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'CSR'.
[2025-11-25T10:46:17.073153] [INFO ] [FORECASTER] Starting predict_future for CSR
[2025-11-25T10:46:17.073948] [DEBUG] [LOCAL     ] No optimal features file found for CSR: ./output/feature-sets/CSR.txt
[2025-11-25T10:46:17.074019] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:46:17.074066] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:46:17.074108] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:46:17.074176] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:46:17.139379] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:46:17.140205] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:46:17.140305] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:46:17.140353] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:46:17.247324] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:46:17.247530] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:46:17.247580] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:46:17.247616] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:46:17.251118] [DEBUG] [FORECASTER] CSR: Forecast T+1@11:T+2@11: DOWN (p=8.94%)
[2025-11-25T10:46:17.251414] [INFO ] [FORECASTER] Completed predict_future for CSR
[2025-11-25T10:46:17.251580] [INFO ] [sig       ] CSR: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:46:17.393338] [INFO ] [LOCAL     ] Saved forecast: CSR	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/CSR.txt
[2025-11-25T10:46:17.393504] [INFO ] [sig       ] [475/2057] Completed CSR in 0.3s | 2.87 sym/s | Total: 2.8m | ETA: 9.2m
[2025-11-25T10:46:17.393580] [INFO ] [sig       ] [476/2057] Forecasting CSTM...
[2025-11-25T10:46:17.393628] [INFO ] [sig       ] Generating forecast for: CSTM
[2025-11-25T10:46:17.393696] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CSTM' from 'https://tdm.silogroup.org/data/derivative_storage/CSTM.csv'.
[2025-11-25T10:46:17.406053] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'CSTM'.
[2025-11-25T10:46:17.406526] [INFO ] [FORECASTER] Starting predict_future for CSTM
[2025-11-25T10:46:17.407362] [DEBUG] [LOCAL     ] No optimal features file found for CSTM: ./output/feature-sets/CSTM.txt
[2025-11-25T10:46:17.407434] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:46:17.407489] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:46:17.407537] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:46:17.407619] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:46:17.476083] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:46:17.477191] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:46:17.477294] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:46:17.477345] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:46:17.590766] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:46:17.590949] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:46:17.590994] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:46:17.591028] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:46:17.594409] [DEBUG] [FORECASTER] CSTM: Forecast T+1@11:T+2@11: UP (p=92.36%)
[2025-11-25T10:46:17.594713] [INFO ] [FORECASTER] Completed predict_future for CSTM
[2025-11-25T10:46:17.594873] [INFO ] [sig       ] CSTM: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:46:17.734929] [INFO ] [LOCAL     ] Saved forecast: CSTM	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/CSTM.txt
[2025-11-25T10:46:17.735122] [INFO ] [sig       ] [476/2057] Completed CSTM in 0.3s | 2.87 sym/s | Total: 2.8m | ETA: 9.2m
[2025-11-25T10:46:17.735188] [INFO ] [sig       ] [477/2057] Forecasting CSV...
[2025-11-25T10:46:17.735233] [INFO ] [sig       ] Generating forecast for: CSV
[2025-11-25T10:46:17.735278] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CSV' from 'https://tdm.silogroup.org/data/derivative_storage/CSV.csv'.
[2025-11-25T10:46:17.746263] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'CSV'.
[2025-11-25T10:46:17.746624] [INFO ] [FORECASTER] Starting predict_future for CSV
[2025-11-25T10:46:17.747493] [DEBUG] [LOCAL     ] No optimal features file found for CSV: ./output/feature-sets/CSV.txt
[2025-11-25T10:46:17.747579] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:46:17.747629] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:46:17.747696] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:46:17.747769] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:46:17.813264] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:46:17.814080] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:46:17.814178] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:46:17.814225] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:46:17.926293] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:46:17.926458] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:46:17.926501] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:46:17.926536] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:46:17.929950] [DEBUG] [FORECASTER] CSV: Forecast T+1@11:T+2@11: UP (p=92.66%)
[2025-11-25T10:46:17.930430] [INFO ] [FORECASTER] Completed predict_future for CSV
[2025-11-25T10:46:17.930673] [INFO ] [sig       ] CSV: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:46:18.069881] [INFO ] [LOCAL     ] Saved forecast: CSV	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/CSV.txt
[2025-11-25T10:46:18.070040] [INFO ] [sig       ] [477/2057] Completed CSV in 0.3s | 2.87 sym/s | Total: 2.8m | ETA: 9.2m
[2025-11-25T10:46:18.070096] [INFO ] [sig       ] [478/2057] Forecasting CTBB...
[2025-11-25T10:46:18.070135] [INFO ] [sig       ] Generating forecast for: CTBB
[2025-11-25T10:46:18.070182] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CTBB' from 'https://tdm.silogroup.org/data/derivative_storage/CTBB.csv'.
[2025-11-25T10:46:18.081681] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'CTBB'.
[2025-11-25T10:46:18.082140] [INFO ] [FORECASTER] Starting predict_future for CTBB
[2025-11-25T10:46:18.082998] [DEBUG] [LOCAL     ] No optimal features file found for CTBB: ./output/feature-sets/CTBB.txt
[2025-11-25T10:46:18.083069] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:46:18.083115] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:46:18.083156] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:46:18.083224] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:46:18.153683] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:46:18.154676] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:46:18.154780] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:46:18.154830] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:46:18.265172] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:46:18.265397] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:46:18.265448] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:46:18.265483] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:46:18.269906] [DEBUG] [FORECASTER] CTBB: Forecast T+1@11:T+2@11: UP (p=94.91%)
[2025-11-25T10:46:18.270313] [INFO ] [FORECASTER] Completed predict_future for CTBB
[2025-11-25T10:46:18.270546] [INFO ] [sig       ] CTBB: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:46:18.415446] [INFO ] [LOCAL     ] Saved forecast: CTBB	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/CTBB.txt
[2025-11-25T10:46:18.415701] [INFO ] [sig       ] [478/2057] Completed CTBB in 0.3s | 2.87 sym/s | Total: 2.8m | ETA: 9.2m
[2025-11-25T10:46:18.415766] [INFO ] [sig       ] [479/2057] Forecasting CTDD...
[2025-11-25T10:46:18.416005] [INFO ] [sig       ] Generating forecast for: CTDD
[2025-11-25T10:46:18.416050] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CTDD' from 'https://tdm.silogroup.org/data/derivative_storage/CTDD.csv'.
[2025-11-25T10:46:18.429049] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'CTDD'.
[2025-11-25T10:46:18.429447] [INFO ] [FORECASTER] Starting predict_future for CTDD
[2025-11-25T10:46:18.430245] [DEBUG] [LOCAL     ] No optimal features file found for CTDD: ./output/feature-sets/CTDD.txt
[2025-11-25T10:46:18.430317] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:46:18.430364] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:46:18.430405] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:46:18.430475] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:46:18.497083] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:46:18.497811] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:46:18.497906] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:46:18.497955] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:46:18.601518] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:46:18.601682] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:46:18.601758] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:46:18.601819] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:46:18.605038] [DEBUG] [FORECASTER] CTDD: Forecast T+1@11:T+2@11: UP (p=89.07%)
[2025-11-25T10:46:18.605338] [INFO ] [FORECASTER] Completed predict_future for CTDD
[2025-11-25T10:46:18.605492] [INFO ] [sig       ] CTDD: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:46:18.746712] [INFO ] [LOCAL     ] Saved forecast: CTDD	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/CTDD.txt
[2025-11-25T10:46:18.746868] [INFO ] [sig       ] [479/2057] Completed CTDD in 0.3s | 2.87 sym/s | Total: 2.8m | ETA: 9.2m
[2025-11-25T10:46:18.746922] [INFO ] [sig       ] [480/2057] Forecasting CTO...
[2025-11-25T10:46:18.746966] [INFO ] [sig       ] Generating forecast for: CTO
[2025-11-25T10:46:18.747008] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CTO' from 'https://tdm.silogroup.org/data/derivative_storage/CTO.csv'.
[2025-11-25T10:46:18.759564] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'CTO'.
[2025-11-25T10:46:18.760032] [INFO ] [FORECASTER] Starting predict_future for CTO
[2025-11-25T10:46:18.760893] [DEBUG] [LOCAL     ] No optimal features file found for CTO: ./output/feature-sets/CTO.txt
[2025-11-25T10:46:18.760963] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:46:18.761010] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:46:18.761050] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:46:18.761125] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:46:18.826761] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:46:18.827629] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:46:18.827758] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:46:18.827806] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:46:18.937873] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:46:18.938062] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:46:18.938129] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:46:18.938165] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:46:18.942090] [DEBUG] [FORECASTER] CTO: Forecast T+1@11:T+2@11: DOWN (p=23.62%)
[2025-11-25T10:46:18.942622] [INFO ] [FORECASTER] Completed predict_future for CTO
[2025-11-25T10:46:18.942892] [INFO ] [sig       ] CTO: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:46:19.094354] [INFO ] [LOCAL     ] Saved forecast: CTO	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/CTO.txt
[2025-11-25T10:46:19.094525] [INFO ] [sig       ] [480/2057] Completed CTO in 0.3s | 2.87 sym/s | Total: 2.8m | ETA: 9.2m
[2025-11-25T10:46:19.094582] [INFO ] [sig       ] [481/2057] Forecasting CTRA...
[2025-11-25T10:46:19.094625] [INFO ] [sig       ] Generating forecast for: CTRA
[2025-11-25T10:46:19.094690] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CTRA' from 'https://tdm.silogroup.org/data/derivative_storage/CTRA.csv'.
[2025-11-25T10:46:19.106999] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'CTRA'.
[2025-11-25T10:46:19.107455] [INFO ] [FORECASTER] Starting predict_future for CTRA
[2025-11-25T10:46:19.108327] [DEBUG] [LOCAL     ] No optimal features file found for CTRA: ./output/feature-sets/CTRA.txt
[2025-11-25T10:46:19.108400] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:46:19.108449] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:46:19.108497] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:46:19.108585] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:46:19.178883] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:46:19.179810] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:46:19.179914] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:46:19.179964] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:46:19.287856] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:46:19.288048] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:46:19.288095] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:46:19.288128] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:46:19.291916] [DEBUG] [FORECASTER] CTRA: Forecast T+1@11:T+2@11: UP (p=65.57%)
[2025-11-25T10:46:19.292202] [INFO ] [FORECASTER] Completed predict_future for CTRA
[2025-11-25T10:46:19.292353] [INFO ] [sig       ] CTRA: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:46:19.435229] [INFO ] [LOCAL     ] Saved forecast: CTRA	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/CTRA.txt
[2025-11-25T10:46:19.435392] [INFO ] [sig       ] [481/2057] Completed CTRA in 0.3s | 2.87 sym/s | Total: 2.8m | ETA: 9.2m
[2025-11-25T10:46:19.435447] [INFO ] [sig       ] [482/2057] Forecasting CTRE...
[2025-11-25T10:46:19.435494] [INFO ] [sig       ] Generating forecast for: CTRE
[2025-11-25T10:46:19.435548] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CTRE' from 'https://tdm.silogroup.org/data/derivative_storage/CTRE.csv'.
[2025-11-25T10:46:19.449085] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'CTRE'.
[2025-11-25T10:46:19.449487] [INFO ] [FORECASTER] Starting predict_future for CTRE
[2025-11-25T10:46:19.450293] [DEBUG] [LOCAL     ] No optimal features file found for CTRE: ./output/feature-sets/CTRE.txt
[2025-11-25T10:46:19.450363] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:46:19.450410] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:46:19.450451] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:46:19.450528] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:46:19.521193] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:46:19.522328] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:46:19.522475] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:46:19.522526] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:46:19.642726] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:46:19.642929] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:46:19.642976] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:46:19.643013] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:46:19.646564] [DEBUG] [FORECASTER] CTRE: Forecast T+1@11:T+2@11: DOWN (p=3.92%)
[2025-11-25T10:46:19.647143] [INFO ] [FORECASTER] Completed predict_future for CTRE
[2025-11-25T10:46:19.647405] [INFO ] [sig       ] CTRE: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:46:19.795830] [INFO ] [LOCAL     ] Saved forecast: CTRE	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/CTRE.txt
[2025-11-25T10:46:19.796095] [INFO ] [sig       ] [482/2057] Completed CTRE in 0.4s | 2.87 sym/s | Total: 2.8m | ETA: 9.2m
[2025-11-25T10:46:19.796152] [INFO ] [sig       ] [483/2057] Forecasting CTS...
[2025-11-25T10:46:19.796198] [INFO ] [sig       ] Generating forecast for: CTS
[2025-11-25T10:46:19.796242] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CTS' from 'https://tdm.silogroup.org/data/derivative_storage/CTS.csv'.
[2025-11-25T10:46:19.808925] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'CTS'.
[2025-11-25T10:46:19.809393] [INFO ] [FORECASTER] Starting predict_future for CTS
[2025-11-25T10:46:19.810308] [DEBUG] [LOCAL     ] No optimal features file found for CTS: ./output/feature-sets/CTS.txt
[2025-11-25T10:46:19.810380] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:46:19.810427] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:46:19.810469] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:46:19.810540] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:46:19.885739] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:46:19.886754] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:46:19.886868] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:46:19.886917] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:46:19.977167] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:46:19.977403] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:46:19.977474] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:46:19.977536] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:46:19.982391] [DEBUG] [FORECASTER] CTS: Forecast T+1@11:T+2@11: DOWN (p=22.75%)
[2025-11-25T10:46:19.982751] [INFO ] [FORECASTER] Completed predict_future for CTS
[2025-11-25T10:46:19.982909] [INFO ] [sig       ] CTS: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:46:20.172424] [INFO ] [LOCAL     ] Saved forecast: CTS	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/CTS.txt
[2025-11-25T10:46:20.172732] [INFO ] [sig       ] [483/2057] Completed CTS in 0.4s | 2.87 sym/s | Total: 2.8m | ETA: 9.2m
[2025-11-25T10:46:20.172827] [INFO ] [sig       ] [484/2057] Forecasting CTVA...
[2025-11-25T10:46:20.172886] [INFO ] [sig       ] Generating forecast for: CTVA
[2025-11-25T10:46:20.172958] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CTVA' from 'https://tdm.silogroup.org/data/derivative_storage/CTVA.csv'.
[2025-11-25T10:46:20.187257] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'CTVA'.
[2025-11-25T10:46:20.187786] [INFO ] [FORECASTER] Starting predict_future for CTVA
[2025-11-25T10:46:20.188914] [DEBUG] [LOCAL     ] No optimal features file found for CTVA: ./output/feature-sets/CTVA.txt
[2025-11-25T10:46:20.188992] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:46:20.189077] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:46:20.189156] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:46:20.189261] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:46:20.278112] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:46:20.279401] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:46:20.279552] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:46:20.279632] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:46:20.434004] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:46:20.434239] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:46:20.434296] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:46:20.434337] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:46:20.439843] [DEBUG] [FORECASTER] CTVA: Forecast T+1@11:T+2@11: UP (p=83.37%)
[2025-11-25T10:46:20.440433] [INFO ] [FORECASTER] Completed predict_future for CTVA
[2025-11-25T10:46:20.440688] [INFO ] [sig       ] CTVA: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:46:20.623157] [INFO ] [LOCAL     ] Saved forecast: CTVA	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/CTVA.txt
[2025-11-25T10:46:20.623400] [INFO ] [sig       ] [484/2057] Completed CTVA in 0.5s | 2.87 sym/s | Total: 2.8m | ETA: 9.2m
[2025-11-25T10:46:20.623476] [INFO ] [sig       ] [485/2057] Forecasting CUBE...
[2025-11-25T10:46:20.623539] [INFO ] [sig       ] Generating forecast for: CUBE
[2025-11-25T10:46:20.623606] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CUBE' from 'https://tdm.silogroup.org/data/derivative_storage/CUBE.csv'.
[2025-11-25T10:46:20.640873] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'CUBE'.
[2025-11-25T10:46:20.641435] [INFO ] [FORECASTER] Starting predict_future for CUBE
[2025-11-25T10:46:20.642695] [DEBUG] [LOCAL     ] No optimal features file found for CUBE: ./output/feature-sets/CUBE.txt
[2025-11-25T10:46:20.642789] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:46:20.642865] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:46:20.642935] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:46:20.643049] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:46:20.744835] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:46:20.746085] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:46:20.746228] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:46:20.746305] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:46:20.871165] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:46:20.871396] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:46:20.871473] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:46:20.871535] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:46:20.876872] [DEBUG] [FORECASTER] CUBE: Forecast T+1@11:T+2@11: DOWN (p=10.01%)
[2025-11-25T10:46:20.877389] [INFO ] [FORECASTER] Completed predict_future for CUBE
[2025-11-25T10:46:20.877633] [INFO ] [sig       ] CUBE: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:46:21.020974] [INFO ] [LOCAL     ] Saved forecast: CUBE	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/CUBE.txt
[2025-11-25T10:46:21.021167] [INFO ] [sig       ] [485/2057] Completed CUBE in 0.4s | 2.86 sym/s | Total: 2.8m | ETA: 9.1m
[2025-11-25T10:46:21.021222] [INFO ] [sig       ] [486/2057] Forecasting CUBI...
[2025-11-25T10:46:21.021266] [INFO ] [sig       ] Generating forecast for: CUBI
[2025-11-25T10:46:21.021308] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CUBI' from 'https://tdm.silogroup.org/data/derivative_storage/CUBI.csv'.
[2025-11-25T10:46:21.032205] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'CUBI'.
[2025-11-25T10:46:21.032561] [INFO ] [FORECASTER] Starting predict_future for CUBI
[2025-11-25T10:46:21.033388] [DEBUG] [LOCAL     ] No optimal features file found for CUBI: ./output/feature-sets/CUBI.txt
[2025-11-25T10:46:21.033470] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:46:21.033533] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:46:21.033593] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:46:21.033717] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:46:21.102144] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:46:21.103097] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:46:21.103206] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:46:21.103284] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:46:21.188718] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:46:21.188882] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:46:21.188931] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:46:21.188967] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:46:21.192762] [DEBUG] [FORECASTER] CUBI: Forecast T+1@11:T+2@11: DOWN (p=15.45%)
[2025-11-25T10:46:21.193053] [INFO ] [FORECASTER] Completed predict_future for CUBI
[2025-11-25T10:46:21.193189] [INFO ] [sig       ] CUBI: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:46:21.332165] [INFO ] [LOCAL     ] Saved forecast: CUBI	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/CUBI.txt
[2025-11-25T10:46:21.332315] [INFO ] [sig       ] [486/2057] Completed CUBI in 0.3s | 2.86 sym/s | Total: 2.8m | ETA: 9.1m
[2025-11-25T10:46:21.332369] [INFO ] [sig       ] [487/2057] Forecasting CUK...
[2025-11-25T10:46:21.332410] [INFO ] [sig       ] Generating forecast for: CUK
[2025-11-25T10:46:21.332451] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CUK' from 'https://tdm.silogroup.org/data/derivative_storage/CUK.csv'.
[2025-11-25T10:46:21.343477] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'CUK'.
[2025-11-25T10:46:21.343855] [INFO ] [FORECASTER] Starting predict_future for CUK
[2025-11-25T10:46:21.344636] [DEBUG] [LOCAL     ] No optimal features file found for CUK: ./output/feature-sets/CUK.txt
[2025-11-25T10:46:21.344725] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:46:21.344772] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:46:21.344813] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:46:21.344881] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:46:21.410562] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:46:21.411302] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:46:21.411397] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:46:21.411446] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:46:21.490787] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:46:21.490966] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:46:21.491027] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:46:21.491091] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:46:21.494518] [DEBUG] [FORECASTER] CUK: Forecast T+1@11:T+2@11: DOWN (p=20.82%)
[2025-11-25T10:46:21.494853] [INFO ] [FORECASTER] Completed predict_future for CUK
[2025-11-25T10:46:21.495010] [INFO ] [sig       ] CUK: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:46:21.639367] [INFO ] [LOCAL     ] Saved forecast: CUK	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/CUK.txt
[2025-11-25T10:46:21.639527] [INFO ] [sig       ] [487/2057] Completed CUK in 0.3s | 2.87 sym/s | Total: 2.8m | ETA: 9.1m
[2025-11-25T10:46:21.639584] [INFO ] [sig       ] [488/2057] Forecasting CULP...
[2025-11-25T10:46:21.639655] [INFO ] [sig       ] Generating forecast for: CULP
[2025-11-25T10:46:21.639704] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CULP' from 'https://tdm.silogroup.org/data/derivative_storage/CULP.csv'.
[2025-11-25T10:46:21.650034] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'CULP'.
[2025-11-25T10:46:21.650346] [INFO ] [FORECASTER] Starting predict_future for CULP
[2025-11-25T10:46:21.651183] [DEBUG] [LOCAL     ] No optimal features file found for CULP: ./output/feature-sets/CULP.txt
[2025-11-25T10:46:21.651254] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:46:21.651301] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:46:21.651345] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:46:21.651417] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:46:21.724149] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:46:21.724991] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:46:21.725090] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:46:21.725139] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:46:21.802202] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:46:21.802372] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:46:21.802421] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:46:21.802458] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:46:21.805921] [DEBUG] [FORECASTER] CULP: Forecast T+1@11:T+2@11: UP (p=96.48%)
[2025-11-25T10:46:21.806210] [INFO ] [FORECASTER] Completed predict_future for CULP
[2025-11-25T10:46:21.806344] [INFO ] [sig       ] CULP: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:46:21.947073] [INFO ] [LOCAL     ] Saved forecast: CULP	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/CULP.txt
[2025-11-25T10:46:21.947241] [INFO ] [sig       ] [488/2057] Completed CULP in 0.3s | 2.87 sym/s | Total: 2.8m | ETA: 9.1m
[2025-11-25T10:46:21.947296] [INFO ] [sig       ] [489/2057] Forecasting CURV...
[2025-11-25T10:46:21.947338] [INFO ] [sig       ] Generating forecast for: CURV
[2025-11-25T10:46:21.947379] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CURV' from 'https://tdm.silogroup.org/data/derivative_storage/CURV.csv'.
[2025-11-25T10:46:21.958305] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'CURV'.
[2025-11-25T10:46:21.958695] [INFO ] [FORECASTER] Starting predict_future for CURV
[2025-11-25T10:46:21.959466] [DEBUG] [LOCAL     ] No optimal features file found for CURV: ./output/feature-sets/CURV.txt
[2025-11-25T10:46:21.959537] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:46:21.959585] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:46:21.959628] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:46:21.959716] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:46:22.026041] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:46:22.026856] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:46:22.026951] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:46:22.026997] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:46:22.111737] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:46:22.111919] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:46:22.111966] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:46:22.112000] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:46:22.115324] [DEBUG] [FORECASTER] CURV: Forecast T+1@11:T+2@11: DOWN (p=2.86%)
[2025-11-25T10:46:22.115607] [INFO ] [FORECASTER] Completed predict_future for CURV
[2025-11-25T10:46:22.115756] [INFO ] [sig       ] CURV: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:46:22.259272] [INFO ] [LOCAL     ] Saved forecast: CURV	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/CURV.txt
[2025-11-25T10:46:22.259463] [INFO ] [sig       ] [489/2057] Completed CURV in 0.3s | 2.87 sym/s | Total: 2.8m | ETA: 9.1m
[2025-11-25T10:46:22.259517] [INFO ] [sig       ] [490/2057] Forecasting CUZ...
[2025-11-25T10:46:22.259560] [INFO ] [sig       ] Generating forecast for: CUZ
[2025-11-25T10:46:22.259601] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CUZ' from 'https://tdm.silogroup.org/data/derivative_storage/CUZ.csv'.
[2025-11-25T10:46:22.271955] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'CUZ'.
[2025-11-25T10:46:22.272422] [INFO ] [FORECASTER] Starting predict_future for CUZ
[2025-11-25T10:46:22.273484] [DEBUG] [LOCAL     ] No optimal features file found for CUZ: ./output/feature-sets/CUZ.txt
[2025-11-25T10:46:22.273574] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:46:22.273672] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:46:22.273735] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:46:22.273838] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:46:22.347720] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:46:22.348635] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:46:22.348759] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:46:22.348809] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:46:22.446904] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:46:22.447115] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:46:22.447170] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:46:22.447205] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:46:22.450591] [DEBUG] [FORECASTER] CUZ: Forecast T+1@11:T+2@11: UP (p=98.27%)
[2025-11-25T10:46:22.450900] [INFO ] [FORECASTER] Completed predict_future for CUZ
[2025-11-25T10:46:22.451043] [INFO ] [sig       ] CUZ: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:46:22.594310] [INFO ] [LOCAL     ] Saved forecast: CUZ	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/CUZ.txt
[2025-11-25T10:46:22.594481] [INFO ] [sig       ] [490/2057] Completed CUZ in 0.3s | 2.87 sym/s | Total: 2.8m | ETA: 9.1m
[2025-11-25T10:46:22.594547] [INFO ] [sig       ] [491/2057] Forecasting CVE...
[2025-11-25T10:46:22.594594] [INFO ] [sig       ] Generating forecast for: CVE
[2025-11-25T10:46:22.594660] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CVE' from 'https://tdm.silogroup.org/data/derivative_storage/CVE.csv'.
[2025-11-25T10:46:22.606736] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'CVE'.
[2025-11-25T10:46:22.607174] [INFO ] [FORECASTER] Starting predict_future for CVE
[2025-11-25T10:46:22.608046] [DEBUG] [LOCAL     ] No optimal features file found for CVE: ./output/feature-sets/CVE.txt
[2025-11-25T10:46:22.608117] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:46:22.608165] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:46:22.608207] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:46:22.608280] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:46:22.677193] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:46:22.678088] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:46:22.678189] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:46:22.678234] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:46:22.778195] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:46:22.778378] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:46:22.778426] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:46:22.778480] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:46:22.781892] [DEBUG] [FORECASTER] CVE: Forecast T+1@11:T+2@11: UP (p=90.39%)
[2025-11-25T10:46:22.782196] [INFO ] [FORECASTER] Completed predict_future for CVE
[2025-11-25T10:46:22.782338] [INFO ] [sig       ] CVE: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:46:22.927993] [INFO ] [LOCAL     ] Saved forecast: CVE	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/CVE.txt
[2025-11-25T10:46:22.928182] [INFO ] [sig       ] [491/2057] Completed CVE in 0.3s | 2.87 sym/s | Total: 2.9m | ETA: 9.1m
[2025-11-25T10:46:22.928239] [INFO ] [sig       ] [492/2057] Forecasting CVEO...
[2025-11-25T10:46:22.928282] [INFO ] [sig       ] Generating forecast for: CVEO
[2025-11-25T10:46:22.928326] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CVEO' from 'https://tdm.silogroup.org/data/derivative_storage/CVEO.csv'.
[2025-11-25T10:46:22.942638] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'CVEO'.
[2025-11-25T10:46:22.943266] [INFO ] [FORECASTER] Starting predict_future for CVEO
[2025-11-25T10:46:22.944574] [DEBUG] [LOCAL     ] No optimal features file found for CVEO: ./output/feature-sets/CVEO.txt
[2025-11-25T10:46:22.944702] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:46:22.944785] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:46:22.945054] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:46:22.945178] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:46:23.019482] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:46:23.020487] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:46:23.020598] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:46:23.020674] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:46:23.142996] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:46:23.143198] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:46:23.143255] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:46:23.143297] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:46:23.147003] [DEBUG] [FORECASTER] CVEO: Forecast T+1@11:T+2@11: UP (p=62.46%)
[2025-11-25T10:46:23.147676] [INFO ] [FORECASTER] Completed predict_future for CVEO
[2025-11-25T10:46:23.147952] [INFO ] [sig       ] CVEO: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:46:23.288814] [INFO ] [LOCAL     ] Saved forecast: CVEO	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/CVEO.txt
[2025-11-25T10:46:23.288973] [INFO ] [sig       ] [492/2057] Completed CVEO in 0.4s | 2.87 sym/s | Total: 2.9m | ETA: 9.1m
[2025-11-25T10:46:23.289026] [INFO ] [sig       ] [493/2057] Forecasting CVI...
[2025-11-25T10:46:23.289069] [INFO ] [sig       ] Generating forecast for: CVI
[2025-11-25T10:46:23.289111] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CVI' from 'https://tdm.silogroup.org/data/derivative_storage/CVI.csv'.
[2025-11-25T10:46:23.301290] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'CVI'.
[2025-11-25T10:46:23.301688] [INFO ] [FORECASTER] Starting predict_future for CVI
[2025-11-25T10:46:23.302460] [DEBUG] [LOCAL     ] No optimal features file found for CVI: ./output/feature-sets/CVI.txt
[2025-11-25T10:46:23.302531] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:46:23.302577] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:46:23.302617] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:46:23.302713] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:46:23.368905] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:46:23.369552] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:46:23.369672] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:46:23.369726] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:46:23.490194] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:46:23.490354] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:46:23.490400] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:46:23.490434] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:46:23.494084] [DEBUG] [FORECASTER] CVI: Forecast T+1@11:T+2@11: DOWN (p=3.13%)
[2025-11-25T10:46:23.494405] [INFO ] [FORECASTER] Completed predict_future for CVI
[2025-11-25T10:46:23.494581] [INFO ] [sig       ] CVI: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:46:23.637753] [INFO ] [LOCAL     ] Saved forecast: CVI	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/CVI.txt
[2025-11-25T10:46:23.637910] [INFO ] [sig       ] [493/2057] Completed CVI in 0.3s | 2.87 sym/s | Total: 2.9m | ETA: 9.1m
[2025-11-25T10:46:23.637963] [INFO ] [sig       ] [494/2057] Forecasting CVNA...
[2025-11-25T10:46:23.638006] [INFO ] [sig       ] Generating forecast for: CVNA
[2025-11-25T10:46:23.638047] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CVNA' from 'https://tdm.silogroup.org/data/derivative_storage/CVNA.csv'.
[2025-11-25T10:46:23.650003] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'CVNA'.
[2025-11-25T10:46:23.650385] [INFO ] [FORECASTER] Starting predict_future for CVNA
[2025-11-25T10:46:23.651183] [DEBUG] [LOCAL     ] No optimal features file found for CVNA: ./output/feature-sets/CVNA.txt
[2025-11-25T10:46:23.651252] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:46:23.651299] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:46:23.651342] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:46:23.651411] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:46:23.717558] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:46:23.718238] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:46:23.718333] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:46:23.718380] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:46:23.832820] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:46:23.833000] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:46:23.833047] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:46:23.833081] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:46:23.836540] [DEBUG] [FORECASTER] CVNA: Forecast T+1@11:T+2@11: UP (p=80.53%)
[2025-11-25T10:46:23.836846] [INFO ] [FORECASTER] Completed predict_future for CVNA
[2025-11-25T10:46:23.837003] [INFO ] [sig       ] CVNA: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:46:23.979933] [INFO ] [LOCAL     ] Saved forecast: CVNA	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/CVNA.txt
[2025-11-25T10:46:23.980093] [INFO ] [sig       ] [494/2057] Completed CVNA in 0.3s | 2.87 sym/s | Total: 2.9m | ETA: 9.1m
[2025-11-25T10:46:23.980147] [INFO ] [sig       ] [495/2057] Forecasting CVS...
[2025-11-25T10:46:23.980193] [INFO ] [sig       ] Generating forecast for: CVS
[2025-11-25T10:46:23.980237] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CVS' from 'https://tdm.silogroup.org/data/derivative_storage/CVS.csv'.
[2025-11-25T10:46:23.992131] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'CVS'.
[2025-11-25T10:46:23.992499] [INFO ] [FORECASTER] Starting predict_future for CVS
[2025-11-25T10:46:23.993295] [DEBUG] [LOCAL     ] No optimal features file found for CVS: ./output/feature-sets/CVS.txt
[2025-11-25T10:46:23.993366] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:46:23.993413] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:46:23.993456] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:46:23.993563] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:46:24.060423] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:46:24.061147] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:46:24.061243] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:46:24.061291] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:46:24.164036] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:46:24.164206] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:46:24.164252] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:46:24.164287] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:46:24.167676] [DEBUG] [FORECASTER] CVS: Forecast T+1@11:T+2@11: DOWN (p=22.86%)
[2025-11-25T10:46:24.167980] [INFO ] [FORECASTER] Completed predict_future for CVS
[2025-11-25T10:46:24.168138] [INFO ] [sig       ] CVS: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:46:24.311818] [INFO ] [LOCAL     ] Saved forecast: CVS	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/CVS.txt
[2025-11-25T10:46:24.312012] [INFO ] [sig       ] [495/2057] Completed CVS in 0.3s | 2.87 sym/s | Total: 2.9m | ETA: 9.1m
[2025-11-25T10:46:24.312067] [INFO ] [sig       ] [496/2057] Forecasting CVX...
[2025-11-25T10:46:24.312109] [INFO ] [sig       ] Generating forecast for: CVX
[2025-11-25T10:46:24.312151] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CVX' from 'https://tdm.silogroup.org/data/derivative_storage/CVX.csv'.
[2025-11-25T10:46:24.324420] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'CVX'.
[2025-11-25T10:46:24.325011] [INFO ] [FORECASTER] Starting predict_future for CVX
[2025-11-25T10:46:24.325796] [DEBUG] [LOCAL     ] No optimal features file found for CVX: ./output/feature-sets/CVX.txt
[2025-11-25T10:46:24.325866] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:46:24.325912] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:46:24.325952] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:46:24.326020] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:46:24.393783] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:46:24.394424] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:46:24.394518] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:46:24.394566] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:46:24.508161] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:46:24.508347] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:46:24.508394] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:46:24.508428] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:46:24.511899] [DEBUG] [FORECASTER] CVX: Forecast T+1@11:T+2@11: UP (p=76.63%)
[2025-11-25T10:46:24.512180] [INFO ] [FORECASTER] Completed predict_future for CVX
[2025-11-25T10:46:24.512324] [INFO ] [sig       ] CVX: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:46:24.653531] [INFO ] [LOCAL     ] Saved forecast: CVX	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/CVX.txt
[2025-11-25T10:46:24.653696] [INFO ] [sig       ] [496/2057] Completed CVX in 0.3s | 2.87 sym/s | Total: 2.9m | ETA: 9.1m
[2025-11-25T10:46:24.653752] [INFO ] [sig       ] [497/2057] Forecasting CW...
[2025-11-25T10:46:24.653794] [INFO ] [sig       ] Generating forecast for: CW
[2025-11-25T10:46:24.653837] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CW' from 'https://tdm.silogroup.org/data/derivative_storage/CW.csv'.
[2025-11-25T10:46:24.664115] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'CW'.
[2025-11-25T10:46:24.664460] [INFO ] [FORECASTER] Starting predict_future for CW
[2025-11-25T10:46:24.665261] [DEBUG] [LOCAL     ] No optimal features file found for CW: ./output/feature-sets/CW.txt
[2025-11-25T10:46:24.665354] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:46:24.665400] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:46:24.665441] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:46:24.665510] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:46:24.731565] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:46:24.732213] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:46:24.732306] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:46:24.732353] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:46:24.844324] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:46:24.844516] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:46:24.844567] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:46:24.844602] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:46:24.848146] [DEBUG] [FORECASTER] CW: Forecast T+1@11:T+2@11: DOWN (p=44.71%)
[2025-11-25T10:46:24.848437] [INFO ] [FORECASTER] Completed predict_future for CW
[2025-11-25T10:46:24.848595] [INFO ] [sig       ] CW: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:46:24.993503] [INFO ] [LOCAL     ] Saved forecast: CW	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/CW.txt
[2025-11-25T10:46:24.993682] [INFO ] [sig       ] [497/2057] Completed CW in 0.3s | 2.87 sym/s | Total: 2.9m | ETA: 9.1m
[2025-11-25T10:46:24.993742] [INFO ] [sig       ] [498/2057] Forecasting CWAN...
[2025-11-25T10:46:24.993785] [INFO ] [sig       ] Generating forecast for: CWAN
[2025-11-25T10:46:24.993828] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CWAN' from 'https://tdm.silogroup.org/data/derivative_storage/CWAN.csv'.
[2025-11-25T10:46:25.006483] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'CWAN'.
[2025-11-25T10:46:25.006974] [INFO ] [FORECASTER] Starting predict_future for CWAN
[2025-11-25T10:46:25.007871] [DEBUG] [LOCAL     ] No optimal features file found for CWAN: ./output/feature-sets/CWAN.txt
[2025-11-25T10:46:25.007944] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:46:25.007995] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:46:25.008039] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:46:25.008109] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:46:25.073932] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:46:25.075006] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:46:25.075109] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:46:25.075158] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:46:25.184962] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:46:25.185129] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:46:25.185175] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:46:25.185208] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:46:25.188635] [DEBUG] [FORECASTER] CWAN: Forecast T+1@11:T+2@11: UP (p=89.89%)
[2025-11-25T10:46:25.188970] [INFO ] [FORECASTER] Completed predict_future for CWAN
[2025-11-25T10:46:25.189129] [INFO ] [sig       ] CWAN: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:46:25.328841] [INFO ] [LOCAL     ] Saved forecast: CWAN	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/CWAN.txt
[2025-11-25T10:46:25.328975] [INFO ] [sig       ] [498/2057] Completed CWAN in 0.3s | 2.87 sym/s | Total: 2.9m | ETA: 9.1m
[2025-11-25T10:46:25.329032] [INFO ] [sig       ] [499/2057] Forecasting CWEN...
[2025-11-25T10:46:25.329070] [INFO ] [sig       ] Generating forecast for: CWEN
[2025-11-25T10:46:25.329107] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CWEN' from 'https://tdm.silogroup.org/data/derivative_storage/CWEN.csv'.
[2025-11-25T10:46:25.341617] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'CWEN'.
[2025-11-25T10:46:25.342067] [INFO ] [FORECASTER] Starting predict_future for CWEN
[2025-11-25T10:46:25.342906] [DEBUG] [LOCAL     ] No optimal features file found for CWEN: ./output/feature-sets/CWEN.txt
[2025-11-25T10:46:25.342975] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:46:25.343021] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:46:25.343063] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:46:25.343131] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:46:25.408781] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:46:25.409424] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:46:25.409520] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:46:25.409568] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:46:25.526821] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:46:25.526969] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:46:25.527013] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:46:25.527068] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:46:25.530369] [DEBUG] [FORECASTER] CWEN: Forecast T+1@11:T+2@11: UP (p=92.92%)
[2025-11-25T10:46:25.530679] [INFO ] [FORECASTER] Completed predict_future for CWEN
[2025-11-25T10:46:25.530872] [INFO ] [sig       ] CWEN: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:46:25.671539] [INFO ] [LOCAL     ] Saved forecast: CWEN	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/CWEN.txt
[2025-11-25T10:46:25.671704] [INFO ] [sig       ] [499/2057] Completed CWEN in 0.3s | 2.87 sym/s | Total: 2.9m | ETA: 9.1m
[2025-11-25T10:46:25.671763] [INFO ] [sig       ] [500/2057] Forecasting CWH...
[2025-11-25T10:46:25.671806] [INFO ] [sig       ] Generating forecast for: CWH
[2025-11-25T10:46:25.671850] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CWH' from 'https://tdm.silogroup.org/data/derivative_storage/CWH.csv'.
[2025-11-25T10:46:25.684095] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'CWH'.
[2025-11-25T10:46:25.684472] [INFO ] [FORECASTER] Starting predict_future for CWH
[2025-11-25T10:46:25.685274] [DEBUG] [LOCAL     ] No optimal features file found for CWH: ./output/feature-sets/CWH.txt
[2025-11-25T10:46:25.685351] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:46:25.685396] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:46:25.685436] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:46:25.685503] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:46:25.750581] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:46:25.751238] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:46:25.751331] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:46:25.751377] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:46:25.851354] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:46:25.851495] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:46:25.851537] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:46:25.851570] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:46:25.854766] [DEBUG] [FORECASTER] CWH: Forecast T+1@11:T+2@11: DOWN (p=49.26%)
[2025-11-25T10:46:25.855042] [INFO ] [FORECASTER] Completed predict_future for CWH
[2025-11-25T10:46:25.855190] [INFO ] [sig       ] CWH: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:46:25.994192] [INFO ] [LOCAL     ] Saved forecast: CWH	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/CWH.txt
[2025-11-25T10:46:25.994344] [INFO ] [sig       ] [500/2057] Completed CWH in 0.3s | 2.87 sym/s | Total: 2.9m | ETA: 9.0m
[2025-11-25T10:46:25.994406] [INFO ] [sig       ] [501/2057] Forecasting CWK...
[2025-11-25T10:46:25.994451] [INFO ] [sig       ] Generating forecast for: CWK
[2025-11-25T10:46:25.994493] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CWK' from 'https://tdm.silogroup.org/data/derivative_storage/CWK.csv'.
[2025-11-25T10:46:26.006281] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'CWK'.
[2025-11-25T10:46:26.006743] [INFO ] [FORECASTER] Starting predict_future for CWK
[2025-11-25T10:46:26.007552] [DEBUG] [LOCAL     ] No optimal features file found for CWK: ./output/feature-sets/CWK.txt
[2025-11-25T10:46:26.007622] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:46:26.007689] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:46:26.007736] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:46:26.007803] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:46:26.073195] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:46:26.073847] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:46:26.073942] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:46:26.073987] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:46:26.176837] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:46:26.176999] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:46:26.177074] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:46:26.177115] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:46:26.180442] [DEBUG] [FORECASTER] CWK: Forecast T+1@11:T+2@11: UP (p=63.50%)
[2025-11-25T10:46:26.180753] [INFO ] [FORECASTER] Completed predict_future for CWK
[2025-11-25T10:46:26.180911] [INFO ] [sig       ] CWK: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:46:26.321021] [INFO ] [LOCAL     ] Saved forecast: CWK	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/CWK.txt
[2025-11-25T10:46:26.321164] [INFO ] [sig       ] [501/2057] Completed CWK in 0.3s | 2.87 sym/s | Total: 2.9m | ETA: 9.0m
[2025-11-25T10:46:26.321218] [INFO ] [sig       ] [502/2057] Forecasting CWT...
[2025-11-25T10:46:26.321260] [INFO ] [sig       ] Generating forecast for: CWT
[2025-11-25T10:46:26.321302] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CWT' from 'https://tdm.silogroup.org/data/derivative_storage/CWT.csv'.
[2025-11-25T10:46:26.333328] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'CWT'.
[2025-11-25T10:46:26.333727] [INFO ] [FORECASTER] Starting predict_future for CWT
[2025-11-25T10:46:26.334540] [DEBUG] [LOCAL     ] No optimal features file found for CWT: ./output/feature-sets/CWT.txt
[2025-11-25T10:46:26.334610] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:46:26.334677] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:46:26.334725] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:46:26.334795] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:46:26.402535] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:46:26.403314] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:46:26.403411] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:46:26.403458] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:46:26.502006] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:46:26.502189] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:46:26.502234] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:46:26.502269] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:46:26.505923] [DEBUG] [FORECASTER] CWT: Forecast T+1@11:T+2@11: UP (p=59.92%)
[2025-11-25T10:46:26.506209] [INFO ] [FORECASTER] Completed predict_future for CWT
[2025-11-25T10:46:26.506371] [INFO ] [sig       ] CWT: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:46:26.652961] [INFO ] [LOCAL     ] Saved forecast: CWT	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/CWT.txt
[2025-11-25T10:46:26.653144] [INFO ] [sig       ] [502/2057] Completed CWT in 0.3s | 2.87 sym/s | Total: 2.9m | ETA: 9.0m
[2025-11-25T10:46:26.653199] [INFO ] [sig       ] [503/2057] Forecasting CX...
[2025-11-25T10:46:26.653242] [INFO ] [sig       ] Generating forecast for: CX
[2025-11-25T10:46:26.653284] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CX' from 'https://tdm.silogroup.org/data/derivative_storage/CX.csv'.
[2025-11-25T10:46:26.665939] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'CX'.
[2025-11-25T10:46:26.666409] [INFO ] [FORECASTER] Starting predict_future for CX
[2025-11-25T10:46:26.667242] [DEBUG] [LOCAL     ] No optimal features file found for CX: ./output/feature-sets/CX.txt
[2025-11-25T10:46:26.667312] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:46:26.667358] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:46:26.667398] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:46:26.667466] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:46:26.736171] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:46:26.736953] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:46:26.737072] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:46:26.737123] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:46:26.863601] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:46:26.863790] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:46:26.863837] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:46:26.863871] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:46:26.867839] [DEBUG] [FORECASTER] CX: Forecast T+1@11:T+2@11: UP (p=54.26%)
[2025-11-25T10:46:26.868132] [INFO ] [FORECASTER] Completed predict_future for CX
[2025-11-25T10:46:26.868305] [INFO ] [sig       ] CX: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:46:27.015958] [INFO ] [LOCAL     ] Saved forecast: CX	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/CX.txt
[2025-11-25T10:46:27.016167] [INFO ] [sig       ] [503/2057] Completed CX in 0.4s | 2.87 sym/s | Total: 2.9m | ETA: 9.0m
[2025-11-25T10:46:27.016225] [INFO ] [sig       ] [504/2057] Forecasting CXE...
[2025-11-25T10:46:27.016270] [INFO ] [sig       ] Generating forecast for: CXE
[2025-11-25T10:46:27.016317] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CXE' from 'https://tdm.silogroup.org/data/derivative_storage/CXE.csv'.
[2025-11-25T10:46:27.027907] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'CXE'.
[2025-11-25T10:46:27.028450] [INFO ] [FORECASTER] Starting predict_future for CXE
[2025-11-25T10:46:27.029372] [DEBUG] [LOCAL     ] No optimal features file found for CXE: ./output/feature-sets/CXE.txt
[2025-11-25T10:46:27.029445] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:46:27.029494] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:46:27.029539] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:46:27.029608] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:46:27.097258] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:46:27.098258] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:46:27.098367] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:46:27.098418] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:46:27.194763] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:46:27.194976] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:46:27.195025] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:46:27.195082] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:46:27.198802] [DEBUG] [FORECASTER] CXE: Forecast T+1@11:T+2@11: UP (p=95.60%)
[2025-11-25T10:46:27.199174] [INFO ] [FORECASTER] Completed predict_future for CXE
[2025-11-25T10:46:27.199344] [INFO ] [sig       ] CXE: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:46:27.347789] [INFO ] [LOCAL     ] Saved forecast: CXE	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/CXE.txt
[2025-11-25T10:46:27.347992] [INFO ] [sig       ] [504/2057] Completed CXE in 0.3s | 2.87 sym/s | Total: 2.9m | ETA: 9.0m
[2025-11-25T10:46:27.348047] [INFO ] [sig       ] [505/2057] Forecasting CXH...
[2025-11-25T10:46:27.348090] [INFO ] [sig       ] Generating forecast for: CXH
[2025-11-25T10:46:27.348132] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CXH' from 'https://tdm.silogroup.org/data/derivative_storage/CXH.csv'.
[2025-11-25T10:46:27.359305] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'CXH'.
[2025-11-25T10:46:27.359808] [INFO ] [FORECASTER] Starting predict_future for CXH
[2025-11-25T10:46:27.360620] [DEBUG] [LOCAL     ] No optimal features file found for CXH: ./output/feature-sets/CXH.txt
[2025-11-25T10:46:27.360726] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:46:27.360775] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:46:27.360816] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:46:27.360903] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:46:27.430551] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:46:27.431480] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:46:27.431586] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:46:27.431635] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:46:27.532381] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:46:27.532570] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:46:27.532617] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:46:27.532672] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:46:27.536254] [DEBUG] [FORECASTER] CXH: Forecast T+1@11:T+2@11: UP (p=97.72%)
[2025-11-25T10:46:27.536554] [INFO ] [FORECASTER] Completed predict_future for CXH
[2025-11-25T10:46:27.536742] [INFO ] [sig       ] CXH: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:46:27.677962] [INFO ] [LOCAL     ] Saved forecast: CXH	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/CXH.txt
[2025-11-25T10:46:27.678106] [INFO ] [sig       ] [505/2057] Completed CXH in 0.3s | 2.87 sym/s | Total: 2.9m | ETA: 9.0m
[2025-11-25T10:46:27.678160] [INFO ] [sig       ] [506/2057] Forecasting CXT...
[2025-11-25T10:46:27.678204] [INFO ] [sig       ] Generating forecast for: CXT
[2025-11-25T10:46:27.678245] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CXT' from 'https://tdm.silogroup.org/data/derivative_storage/CXT.csv'.
[2025-11-25T10:46:27.688549] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'CXT'.
[2025-11-25T10:46:27.689131] [INFO ] [FORECASTER] Starting predict_future for CXT
[2025-11-25T10:46:27.690092] [DEBUG] [LOCAL     ] No optimal features file found for CXT: ./output/feature-sets/CXT.txt
[2025-11-25T10:46:27.690162] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:46:27.690207] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:46:27.690246] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:46:27.690314] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:46:27.758340] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:46:27.759073] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:46:27.759166] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:46:27.759232] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:46:27.863572] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:46:27.863768] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:46:27.863821] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:46:27.863856] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:46:27.867185] [DEBUG] [FORECASTER] CXT: Forecast T+1@11:T+2@11: DOWN (p=2.55%)
[2025-11-25T10:46:27.867467] [INFO ] [FORECASTER] Completed predict_future for CXT
[2025-11-25T10:46:27.867614] [INFO ] [sig       ] CXT: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:46:28.013374] [INFO ] [LOCAL     ] Saved forecast: CXT	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/CXT.txt
[2025-11-25T10:46:28.013537] [INFO ] [sig       ] [506/2057] Completed CXT in 0.3s | 2.87 sym/s | Total: 2.9m | ETA: 9.0m
[2025-11-25T10:46:28.013591] [INFO ] [sig       ] [507/2057] Forecasting CXW...
[2025-11-25T10:46:28.013634] [INFO ] [sig       ] Generating forecast for: CXW
[2025-11-25T10:46:28.013699] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CXW' from 'https://tdm.silogroup.org/data/derivative_storage/CXW.csv'.
[2025-11-25T10:46:28.025797] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'CXW'.
[2025-11-25T10:46:28.026436] [INFO ] [FORECASTER] Starting predict_future for CXW
[2025-11-25T10:46:28.027462] [DEBUG] [LOCAL     ] No optimal features file found for CXW: ./output/feature-sets/CXW.txt
[2025-11-25T10:46:28.027531] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:46:28.027576] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:46:28.027614] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:46:28.027700] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:46:28.093526] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:46:28.094259] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:46:28.094352] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:46:28.094398] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:46:28.197990] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:46:28.198188] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:46:28.198237] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:46:28.198271] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:46:28.201766] [DEBUG] [FORECASTER] CXW: Forecast T+1@11:T+2@11: UP (p=69.37%)
[2025-11-25T10:46:28.202051] [INFO ] [FORECASTER] Completed predict_future for CXW
[2025-11-25T10:46:28.202193] [INFO ] [sig       ] CXW: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:46:28.347144] [INFO ] [LOCAL     ] Saved forecast: CXW	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/CXW.txt
[2025-11-25T10:46:28.347527] [INFO ] [sig       ] [507/2057] Completed CXW in 0.3s | 2.87 sym/s | Total: 2.9m | ETA: 9.0m
[2025-11-25T10:46:28.347584] [INFO ] [sig       ] [508/2057] Forecasting CYD...
[2025-11-25T10:46:28.347628] [INFO ] [sig       ] Generating forecast for: CYD
[2025-11-25T10:46:28.347705] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CYD' from 'https://tdm.silogroup.org/data/derivative_storage/CYD.csv'.
[2025-11-25T10:46:28.359172] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'CYD'.
[2025-11-25T10:46:28.359523] [INFO ] [FORECASTER] Starting predict_future for CYD
[2025-11-25T10:46:28.360526] [DEBUG] [LOCAL     ] No optimal features file found for CYD: ./output/feature-sets/CYD.txt
[2025-11-25T10:46:28.360595] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:46:28.360659] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:46:28.360732] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:46:28.360809] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:46:28.427671] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:46:28.428291] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:46:28.428383] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:46:28.428430] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:46:28.529924] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:46:28.530098] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:46:28.530143] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:46:28.530178] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:46:28.533584] [DEBUG] [FORECASTER] CYD: Forecast T+1@11:T+2@11: DOWN (p=37.59%)
[2025-11-25T10:46:28.533907] [INFO ] [FORECASTER] Completed predict_future for CYD
[2025-11-25T10:46:28.534064] [INFO ] [sig       ] CYD: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:46:28.678795] [INFO ] [LOCAL     ] Saved forecast: CYD	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/CYD.txt
[2025-11-25T10:46:28.678970] [INFO ] [sig       ] [508/2057] Completed CYD in 0.3s | 2.87 sym/s | Total: 2.9m | ETA: 9.0m
[2025-11-25T10:46:28.679025] [INFO ] [sig       ] [509/2057] Forecasting CYH...
[2025-11-25T10:46:28.679068] [INFO ] [sig       ] Generating forecast for: CYH
[2025-11-25T10:46:28.679110] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CYH' from 'https://tdm.silogroup.org/data/derivative_storage/CYH.csv'.
[2025-11-25T10:46:28.690638] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'CYH'.
[2025-11-25T10:46:28.691059] [INFO ] [FORECASTER] Starting predict_future for CYH
[2025-11-25T10:46:28.691866] [DEBUG] [LOCAL     ] No optimal features file found for CYH: ./output/feature-sets/CYH.txt
[2025-11-25T10:46:28.691935] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:46:28.691979] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:46:28.692019] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:46:28.692089] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:46:28.757371] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:46:28.758158] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:46:28.758254] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:46:28.758300] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:46:28.863407] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:46:28.863609] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:46:28.863679] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:46:28.863743] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:46:28.867607] [DEBUG] [FORECASTER] CYH: Forecast T+1@11:T+2@11: DOWN (p=33.05%)
[2025-11-25T10:46:28.868210] [INFO ] [FORECASTER] Completed predict_future for CYH
[2025-11-25T10:46:28.868385] [INFO ] [sig       ] CYH: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:46:29.013249] [INFO ] [LOCAL     ] Saved forecast: CYH	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/CYH.txt
[2025-11-25T10:46:29.013445] [INFO ] [sig       ] [509/2057] Completed CYH in 0.3s | 2.87 sym/s | Total: 3.0m | ETA: 9.0m
[2025-11-25T10:46:29.013502] [INFO ] [sig       ] [510/2057] Forecasting D...
[2025-11-25T10:46:29.013548] [INFO ] [sig       ] Generating forecast for: D
[2025-11-25T10:46:29.013594] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'D' from 'https://tdm.silogroup.org/data/derivative_storage/D.csv'.
[2025-11-25T10:46:29.025824] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'D'.
[2025-11-25T10:46:29.026311] [INFO ] [FORECASTER] Starting predict_future for D
[2025-11-25T10:46:29.027204] [DEBUG] [LOCAL     ] No optimal features file found for D: ./output/feature-sets/D.txt
[2025-11-25T10:46:29.027298] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:46:29.027345] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:46:29.027386] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:46:29.027454] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:46:29.092743] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:46:29.093568] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:46:29.093683] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:46:29.093735] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:46:29.197669] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:46:29.197854] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:46:29.197900] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:46:29.197936] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:46:29.201250] [DEBUG] [FORECASTER] D: Forecast T+1@11:T+2@11: UP (p=89.87%)
[2025-11-25T10:46:29.201531] [INFO ] [FORECASTER] Completed predict_future for D
[2025-11-25T10:46:29.201693] [INFO ] [sig       ] D: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:46:29.345182] [INFO ] [LOCAL     ] Saved forecast: D	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/D.txt
[2025-11-25T10:46:29.345339] [INFO ] [sig       ] [510/2057] Completed D in 0.3s | 2.87 sym/s | Total: 3.0m | ETA: 9.0m
[2025-11-25T10:46:29.345395] [INFO ] [sig       ] [511/2057] Forecasting DAC...
[2025-11-25T10:46:29.345440] [INFO ] [sig       ] Generating forecast for: DAC
[2025-11-25T10:46:29.345483] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DAC' from 'https://tdm.silogroup.org/data/derivative_storage/DAC.csv'.
[2025-11-25T10:46:29.357237] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'DAC'.
[2025-11-25T10:46:29.357600] [INFO ] [FORECASTER] Starting predict_future for DAC
[2025-11-25T10:46:29.358414] [DEBUG] [LOCAL     ] No optimal features file found for DAC: ./output/feature-sets/DAC.txt
[2025-11-25T10:46:29.358484] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:46:29.358532] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:46:29.358574] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:46:29.358669] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:46:29.424783] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:46:29.425576] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:46:29.425698] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:46:29.425750] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:46:29.553545] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:46:29.553782] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:46:29.553847] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:46:29.553893] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:46:29.557297] [DEBUG] [FORECASTER] DAC: Forecast T+1@11:T+2@11: DOWN (p=4.13%)
[2025-11-25T10:46:29.557593] [INFO ] [FORECASTER] Completed predict_future for DAC
[2025-11-25T10:46:29.557774] [INFO ] [sig       ] DAC: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:46:29.697682] [INFO ] [LOCAL     ] Saved forecast: DAC	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/DAC.txt
[2025-11-25T10:46:29.697835] [INFO ] [sig       ] [511/2057] Completed DAC in 0.4s | 2.87 sym/s | Total: 3.0m | ETA: 9.0m
[2025-11-25T10:46:29.697889] [INFO ] [sig       ] [512/2057] Forecasting DAL...
[2025-11-25T10:46:29.697934] [INFO ] [sig       ] Generating forecast for: DAL
[2025-11-25T10:46:29.697976] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DAL' from 'https://tdm.silogroup.org/data/derivative_storage/DAL.csv'.
[2025-11-25T10:46:29.708374] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'DAL'.
[2025-11-25T10:46:29.708763] [INFO ] [FORECASTER] Starting predict_future for DAL
[2025-11-25T10:46:29.709527] [DEBUG] [LOCAL     ] No optimal features file found for DAL: ./output/feature-sets/DAL.txt
[2025-11-25T10:46:29.709597] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:46:29.709665] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:46:29.709708] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:46:29.709779] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:46:29.774724] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:46:29.775386] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:46:29.775480] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:46:29.775527] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:46:29.882920] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:46:29.883102] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:46:29.883147] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:46:29.883182] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:46:29.886563] [DEBUG] [FORECASTER] DAL: Forecast T+1@11:T+2@11: DOWN (p=0.60%)
[2025-11-25T10:46:29.886863] [INFO ] [FORECASTER] Completed predict_future for DAL
[2025-11-25T10:46:29.887236] [INFO ] [sig       ] DAL: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:46:30.034871] [INFO ] [LOCAL     ] Saved forecast: DAL	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/DAL.txt
[2025-11-25T10:46:30.035034] [INFO ] [sig       ] [512/2057] Completed DAL in 0.3s | 2.87 sym/s | Total: 3.0m | ETA: 9.0m
[2025-11-25T10:46:30.035087] [INFO ] [sig       ] [513/2057] Forecasting DAN...
[2025-11-25T10:46:30.035129] [INFO ] [sig       ] Generating forecast for: DAN
[2025-11-25T10:46:30.035172] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DAN' from 'https://tdm.silogroup.org/data/derivative_storage/DAN.csv'.
[2025-11-25T10:46:30.047023] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'DAN'.
[2025-11-25T10:46:30.047419] [INFO ] [FORECASTER] Starting predict_future for DAN
[2025-11-25T10:46:30.048203] [DEBUG] [LOCAL     ] No optimal features file found for DAN: ./output/feature-sets/DAN.txt
[2025-11-25T10:46:30.048272] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:46:30.048318] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:46:30.048358] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:46:30.048428] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:46:30.114327] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:46:30.115138] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:46:30.115233] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:46:30.115279] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:46:30.227268] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:46:30.227467] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:46:30.227514] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:46:30.227549] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:46:30.230936] [DEBUG] [FORECASTER] DAN: Forecast T+1@11:T+2@11: UP (p=68.90%)
[2025-11-25T10:46:30.231215] [INFO ] [FORECASTER] Completed predict_future for DAN
[2025-11-25T10:46:30.231358] [INFO ] [sig       ] DAN: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:46:30.371745] [INFO ] [LOCAL     ] Saved forecast: DAN	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/DAN.txt
[2025-11-25T10:46:30.371891] [INFO ] [sig       ] [513/2057] Completed DAN in 0.3s | 2.87 sym/s | Total: 3.0m | ETA: 9.0m
[2025-11-25T10:46:30.371954] [INFO ] [sig       ] [514/2057] Forecasting DAO...
[2025-11-25T10:46:30.371998] [INFO ] [sig       ] Generating forecast for: DAO
[2025-11-25T10:46:30.372041] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DAO' from 'https://tdm.silogroup.org/data/derivative_storage/DAO.csv'.
[2025-11-25T10:46:30.383378] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'DAO'.
[2025-11-25T10:46:30.383744] [INFO ] [FORECASTER] Starting predict_future for DAO
[2025-11-25T10:46:30.384503] [DEBUG] [LOCAL     ] No optimal features file found for DAO: ./output/feature-sets/DAO.txt
[2025-11-25T10:46:30.384572] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:46:30.384617] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:46:30.384680] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:46:30.384753] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:46:30.451263] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:46:30.451937] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:46:30.452030] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:46:30.452077] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:46:30.554705] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:46:30.554883] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:46:30.554928] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:46:30.554962] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:46:30.558452] [DEBUG] [FORECASTER] DAO: Forecast T+1@11:T+2@11: DOWN (p=42.01%)
[2025-11-25T10:46:30.558775] [INFO ] [FORECASTER] Completed predict_future for DAO
[2025-11-25T10:46:30.558938] [INFO ] [sig       ] DAO: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:46:30.705509] [INFO ] [LOCAL     ] Saved forecast: DAO	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/DAO.txt
[2025-11-25T10:46:30.705709] [INFO ] [sig       ] [514/2057] Completed DAO in 0.3s | 2.87 sym/s | Total: 3.0m | ETA: 9.0m
[2025-11-25T10:46:30.705769] [INFO ] [sig       ] [515/2057] Forecasting DAR...
[2025-11-25T10:46:30.705817] [INFO ] [sig       ] Generating forecast for: DAR
[2025-11-25T10:46:30.705860] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DAR' from 'https://tdm.silogroup.org/data/derivative_storage/DAR.csv'.
[2025-11-25T10:46:30.716571] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'DAR'.
[2025-11-25T10:46:30.716982] [INFO ] [FORECASTER] Starting predict_future for DAR
[2025-11-25T10:46:30.717836] [DEBUG] [LOCAL     ] No optimal features file found for DAR: ./output/feature-sets/DAR.txt
[2025-11-25T10:46:30.717908] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:46:30.717956] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:46:30.717997] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:46:30.718066] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:46:30.784587] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:46:30.785476] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:46:30.785570] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:46:30.785628] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:46:30.891849] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:46:30.892020] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:46:30.892067] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:46:30.892102] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:46:30.895549] [DEBUG] [FORECASTER] DAR: Forecast T+1@11:T+2@11: UP (p=59.53%)
[2025-11-25T10:46:30.895881] [INFO ] [FORECASTER] Completed predict_future for DAR
[2025-11-25T10:46:30.896049] [INFO ] [sig       ] DAR: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:46:31.036949] [INFO ] [LOCAL     ] Saved forecast: DAR	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/DAR.txt
[2025-11-25T10:46:31.037125] [INFO ] [sig       ] [515/2057] Completed DAR in 0.3s | 2.87 sym/s | Total: 3.0m | ETA: 8.9m
[2025-11-25T10:46:31.037181] [INFO ] [sig       ] [516/2057] Forecasting DAVA...
[2025-11-25T10:46:31.037226] [INFO ] [sig       ] Generating forecast for: DAVA
[2025-11-25T10:46:31.037268] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DAVA' from 'https://tdm.silogroup.org/data/derivative_storage/DAVA.csv'.
[2025-11-25T10:46:31.048775] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'DAVA'.
[2025-11-25T10:46:31.049160] [INFO ] [FORECASTER] Starting predict_future for DAVA
[2025-11-25T10:46:31.049948] [DEBUG] [LOCAL     ] No optimal features file found for DAVA: ./output/feature-sets/DAVA.txt
[2025-11-25T10:46:31.050018] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:46:31.050064] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:46:31.050105] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:46:31.050174] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:46:31.116457] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:46:31.117382] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:46:31.117480] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:46:31.117527] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:46:31.237789] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:46:31.237989] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:46:31.238041] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:46:31.238080] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:46:31.242263] [DEBUG] [FORECASTER] DAVA: Forecast T+1@11:T+2@11: UP (p=99.39%)
[2025-11-25T10:46:31.242603] [INFO ] [FORECASTER] Completed predict_future for DAVA
[2025-11-25T10:46:31.242790] [INFO ] [sig       ] DAVA: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:46:31.387286] [INFO ] [LOCAL     ] Saved forecast: DAVA	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/DAVA.txt
[2025-11-25T10:46:31.387456] [INFO ] [sig       ] [516/2057] Completed DAVA in 0.4s | 2.87 sym/s | Total: 3.0m | ETA: 8.9m
[2025-11-25T10:46:31.387537] [INFO ] [sig       ] [517/2057] Forecasting DB...
[2025-11-25T10:46:31.387610] [INFO ] [sig       ] Generating forecast for: DB
[2025-11-25T10:46:31.387700] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DB' from 'https://tdm.silogroup.org/data/derivative_storage/DB.csv'.
[2025-11-25T10:46:31.399004] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'DB'.
[2025-11-25T10:46:31.399387] [INFO ] [FORECASTER] Starting predict_future for DB
[2025-11-25T10:46:31.400253] [DEBUG] [LOCAL     ] No optimal features file found for DB: ./output/feature-sets/DB.txt
[2025-11-25T10:46:31.400325] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:46:31.400371] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:46:31.400416] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:46:31.400485] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:46:31.465878] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:46:31.466530] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:46:31.466621] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:46:31.466684] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:46:31.572257] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:46:31.572434] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:46:31.572499] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:46:31.572535] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:46:31.575914] [DEBUG] [FORECASTER] DB: Forecast T+1@11:T+2@11: UP (p=90.47%)
[2025-11-25T10:46:31.576201] [INFO ] [FORECASTER] Completed predict_future for DB
[2025-11-25T10:46:31.576335] [INFO ] [sig       ] DB: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:46:31.717078] [INFO ] [LOCAL     ] Saved forecast: DB	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/DB.txt
[2025-11-25T10:46:31.717244] [INFO ] [sig       ] [517/2057] Completed DB in 0.3s | 2.87 sym/s | Total: 3.0m | ETA: 8.9m
[2025-11-25T10:46:31.717297] [INFO ] [sig       ] [518/2057] Forecasting DBD...
[2025-11-25T10:46:31.717342] [INFO ] [sig       ] Generating forecast for: DBD
[2025-11-25T10:46:31.717388] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DBD' from 'https://tdm.silogroup.org/data/derivative_storage/DBD.csv'.
[2025-11-25T10:46:31.727500] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'DBD'.
[2025-11-25T10:46:31.727895] [INFO ] [FORECASTER] Starting predict_future for DBD
[2025-11-25T10:46:31.728767] [DEBUG] [LOCAL     ] No optimal features file found for DBD: ./output/feature-sets/DBD.txt
[2025-11-25T10:46:31.728840] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:46:31.728889] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:46:31.728931] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:46:31.729002] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:46:31.796983] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:46:31.797700] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:46:31.797798] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:46:31.797849] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:46:31.887355] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:46:31.887532] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:46:31.887581] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:46:31.887617] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:46:31.891095] [DEBUG] [FORECASTER] DBD: Forecast T+1@11:T+2@11: DOWN (p=31.26%)
[2025-11-25T10:46:31.891386] [INFO ] [FORECASTER] Completed predict_future for DBD
[2025-11-25T10:46:31.891528] [INFO ] [sig       ] DBD: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:46:32.032794] [INFO ] [LOCAL     ] Saved forecast: DBD	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/DBD.txt
[2025-11-25T10:46:32.032958] [INFO ] [sig       ] [518/2057] Completed DBD in 0.3s | 2.87 sym/s | Total: 3.0m | ETA: 8.9m
[2025-11-25T10:46:32.033010] [INFO ] [sig       ] [519/2057] Forecasting DBI...
[2025-11-25T10:46:32.033053] [INFO ] [sig       ] Generating forecast for: DBI
[2025-11-25T10:46:32.033094] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DBI' from 'https://tdm.silogroup.org/data/derivative_storage/DBI.csv'.
[2025-11-25T10:46:32.044232] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'DBI'.
[2025-11-25T10:46:32.044638] [INFO ] [FORECASTER] Starting predict_future for DBI
[2025-11-25T10:46:32.045446] [DEBUG] [LOCAL     ] No optimal features file found for DBI: ./output/feature-sets/DBI.txt
[2025-11-25T10:46:32.045517] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:46:32.045561] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:46:32.045601] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:46:32.045685] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:46:32.112619] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:46:32.113382] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:46:32.113493] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:46:32.113542] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:46:32.228487] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:46:32.228700] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:46:32.228758] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:46:32.228793] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:46:32.232346] [DEBUG] [FORECASTER] DBI: Forecast T+1@11:T+2@11: DOWN (p=38.47%)
[2025-11-25T10:46:32.232662] [INFO ] [FORECASTER] Completed predict_future for DBI
[2025-11-25T10:46:32.232824] [INFO ] [sig       ] DBI: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:46:32.372305] [INFO ] [LOCAL     ] Saved forecast: DBI	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/DBI.txt
[2025-11-25T10:46:32.372460] [INFO ] [sig       ] [519/2057] Completed DBI in 0.3s | 2.87 sym/s | Total: 3.0m | ETA: 8.9m
[2025-11-25T10:46:32.372522] [INFO ] [sig       ] [520/2057] Forecasting DBL...
[2025-11-25T10:46:32.372564] [INFO ] [sig       ] Generating forecast for: DBL
[2025-11-25T10:46:32.372608] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DBL' from 'https://tdm.silogroup.org/data/derivative_storage/DBL.csv'.
[2025-11-25T10:46:32.383587] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'DBL'.
[2025-11-25T10:46:32.383987] [INFO ] [FORECASTER] Starting predict_future for DBL
[2025-11-25T10:46:32.384784] [DEBUG] [LOCAL     ] No optimal features file found for DBL: ./output/feature-sets/DBL.txt
[2025-11-25T10:46:32.384853] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:46:32.384899] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:46:32.384939] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:46:32.385007] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:46:32.450931] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:46:32.451676] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:46:32.451773] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:46:32.451821] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:46:32.563160] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:46:32.563349] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:46:32.563398] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:46:32.563435] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:46:32.566927] [DEBUG] [FORECASTER] DBL: Forecast T+1@11:T+2@11: UP (p=92.14%)
[2025-11-25T10:46:32.567253] [INFO ] [FORECASTER] Completed predict_future for DBL
[2025-11-25T10:46:32.567396] [INFO ] [sig       ] DBL: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:46:32.711708] [INFO ] [LOCAL     ] Saved forecast: DBL	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/DBL.txt
[2025-11-25T10:46:32.711918] [INFO ] [sig       ] [520/2057] Completed DBL in 0.3s | 2.87 sym/s | Total: 3.0m | ETA: 8.9m
[2025-11-25T10:46:32.711983] [INFO ] [sig       ] [521/2057] Forecasting DBRG...
[2025-11-25T10:46:32.712029] [INFO ] [sig       ] Generating forecast for: DBRG
[2025-11-25T10:46:32.712072] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DBRG' from 'https://tdm.silogroup.org/data/derivative_storage/DBRG.csv'.
[2025-11-25T10:46:32.723666] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'DBRG'.
[2025-11-25T10:46:32.724070] [INFO ] [FORECASTER] Starting predict_future for DBRG
[2025-11-25T10:46:32.724902] [DEBUG] [LOCAL     ] No optimal features file found for DBRG: ./output/feature-sets/DBRG.txt
[2025-11-25T10:46:32.724974] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:46:32.725024] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:46:32.725085] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:46:32.725159] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:46:32.793025] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:46:32.793770] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:46:32.793870] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:46:32.793922] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:46:32.925609] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:46:32.925856] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:46:32.925904] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:46:32.925939] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:46:32.929547] [DEBUG] [FORECASTER] DBRG: Forecast T+1@11:T+2@11: UP (p=90.59%)
[2025-11-25T10:46:32.929969] [INFO ] [FORECASTER] Completed predict_future for DBRG
[2025-11-25T10:46:32.930150] [INFO ] [sig       ] DBRG: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:46:33.077954] [INFO ] [LOCAL     ] Saved forecast: DBRG	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/DBRG.txt
[2025-11-25T10:46:33.078116] [INFO ] [sig       ] [521/2057] Completed DBRG in 0.4s | 2.87 sym/s | Total: 3.0m | ETA: 8.9m
[2025-11-25T10:46:33.078170] [INFO ] [sig       ] [522/2057] Forecasting DCI...
[2025-11-25T10:46:33.078212] [INFO ] [sig       ] Generating forecast for: DCI
[2025-11-25T10:46:33.078255] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DCI' from 'https://tdm.silogroup.org/data/derivative_storage/DCI.csv'.
[2025-11-25T10:46:33.091054] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'DCI'.
[2025-11-25T10:46:33.091593] [INFO ] [FORECASTER] Starting predict_future for DCI
[2025-11-25T10:46:33.092457] [DEBUG] [LOCAL     ] No optimal features file found for DCI: ./output/feature-sets/DCI.txt
[2025-11-25T10:46:33.092531] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:46:33.092578] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:46:33.092617] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:46:33.092707] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:46:33.160734] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:46:33.161703] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:46:33.161824] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:46:33.161871] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:46:33.262383] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:46:33.262585] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:46:33.262632] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:46:33.262698] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:46:33.266143] [DEBUG] [FORECASTER] DCI: Forecast T+1@11:T+2@11: UP (p=91.81%)
[2025-11-25T10:46:33.266446] [INFO ] [FORECASTER] Completed predict_future for DCI
[2025-11-25T10:46:33.266596] [INFO ] [sig       ] DCI: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:46:33.411778] [INFO ] [LOCAL     ] Saved forecast: DCI	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/DCI.txt
[2025-11-25T10:46:33.411954] [INFO ] [sig       ] [522/2057] Completed DCI in 0.3s | 2.87 sym/s | Total: 3.0m | ETA: 8.9m
[2025-11-25T10:46:33.412008] [INFO ] [sig       ] [523/2057] Forecasting DCO...
[2025-11-25T10:46:33.412050] [INFO ] [sig       ] Generating forecast for: DCO
[2025-11-25T10:46:33.412093] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DCO' from 'https://tdm.silogroup.org/data/derivative_storage/DCO.csv'.
[2025-11-25T10:46:33.423170] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'DCO'.
[2025-11-25T10:46:33.423516] [INFO ] [FORECASTER] Starting predict_future for DCO
[2025-11-25T10:46:33.424335] [DEBUG] [LOCAL     ] No optimal features file found for DCO: ./output/feature-sets/DCO.txt
[2025-11-25T10:46:33.424404] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:46:33.424449] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:46:33.424489] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:46:33.424556] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:46:33.491456] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:46:33.492353] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:46:33.492452] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:46:33.492498] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:46:33.589436] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:46:33.589628] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:46:33.589702] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:46:33.589742] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:46:33.593091] [DEBUG] [FORECASTER] DCO: Forecast T+1@11:T+2@11: UP (p=99.61%)
[2025-11-25T10:46:33.593372] [INFO ] [FORECASTER] Completed predict_future for DCO
[2025-11-25T10:46:33.593513] [INFO ] [sig       ] DCO: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:46:33.734219] [INFO ] [LOCAL     ] Saved forecast: DCO	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/DCO.txt
[2025-11-25T10:46:33.734406] [INFO ] [sig       ] [523/2057] Completed DCO in 0.3s | 2.87 sym/s | Total: 3.0m | ETA: 8.9m
[2025-11-25T10:46:33.734461] [INFO ] [sig       ] [524/2057] Forecasting DD...
[2025-11-25T10:46:33.734504] [INFO ] [sig       ] Generating forecast for: DD
[2025-11-25T10:46:33.734546] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DD' from 'https://tdm.silogroup.org/data/derivative_storage/DD.csv'.
[2025-11-25T10:46:33.745058] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'DD'.
[2025-11-25T10:46:33.745506] [INFO ] [FORECASTER] Starting predict_future for DD
[2025-11-25T10:46:33.746309] [DEBUG] [LOCAL     ] No optimal features file found for DD: ./output/feature-sets/DD.txt
[2025-11-25T10:46:33.746379] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:46:33.746424] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:46:33.746463] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:46:33.746531] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:46:33.811408] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:46:33.812297] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:46:33.812401] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:46:33.812448] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:46:33.914193] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:46:33.914395] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:46:33.914440] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:46:33.914475] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:46:33.917907] [DEBUG] [FORECASTER] DD: Forecast T+1@11:T+2@11: UP (p=96.43%)
[2025-11-25T10:46:33.918200] [INFO ] [FORECASTER] Completed predict_future for DD
[2025-11-25T10:46:33.918349] [INFO ] [sig       ] DD: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:46:34.062897] [INFO ] [LOCAL     ] Saved forecast: DD	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/DD.txt
[2025-11-25T10:46:34.063109] [INFO ] [sig       ] [524/2057] Completed DD in 0.3s | 2.87 sym/s | Total: 3.0m | ETA: 8.9m
[2025-11-25T10:46:34.063164] [INFO ] [sig       ] [525/2057] Forecasting DDD...
[2025-11-25T10:46:34.063206] [INFO ] [sig       ] Generating forecast for: DDD
[2025-11-25T10:46:34.063258] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DDD' from 'https://tdm.silogroup.org/data/derivative_storage/DDD.csv'.
[2025-11-25T10:46:34.076375] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'DDD'.
[2025-11-25T10:46:34.076840] [INFO ] [FORECASTER] Starting predict_future for DDD
[2025-11-25T10:46:34.077697] [DEBUG] [LOCAL     ] No optimal features file found for DDD: ./output/feature-sets/DDD.txt
[2025-11-25T10:46:34.077767] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:46:34.077812] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:46:34.077853] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:46:34.077922] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:46:34.143521] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:46:34.144447] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:46:34.144548] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:46:34.144596] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:46:34.247252] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:46:34.247449] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:46:34.247493] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:46:34.247528] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:46:34.250946] [DEBUG] [FORECASTER] DDD: Forecast T+1@11:T+2@11: DOWN (p=5.03%)
[2025-11-25T10:46:34.251233] [INFO ] [FORECASTER] Completed predict_future for DDD
[2025-11-25T10:46:34.251380] [INFO ] [sig       ] DDD: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:46:34.395069] [INFO ] [LOCAL     ] Saved forecast: DDD	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/DDD.txt
[2025-11-25T10:46:34.395258] [INFO ] [sig       ] [525/2057] Completed DDD in 0.3s | 2.87 sym/s | Total: 3.0m | ETA: 8.9m
[2025-11-25T10:46:34.395314] [INFO ] [sig       ] [526/2057] Forecasting DDL...
[2025-11-25T10:46:34.395359] [INFO ] [sig       ] Generating forecast for: DDL
[2025-11-25T10:46:34.395401] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DDL' from 'https://tdm.silogroup.org/data/derivative_storage/DDL.csv'.
[2025-11-25T10:46:34.409506] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'DDL'.
[2025-11-25T10:46:34.410019] [INFO ] [FORECASTER] Starting predict_future for DDL
[2025-11-25T10:46:34.410809] [DEBUG] [LOCAL     ] No optimal features file found for DDL: ./output/feature-sets/DDL.txt
[2025-11-25T10:46:34.410880] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:46:34.410927] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:46:34.410967] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:46:34.411036] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:46:34.476897] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:46:34.477852] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:46:34.477977] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:46:34.478033] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:46:34.584391] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:46:34.584593] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:46:34.584659] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:46:34.584725] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:46:34.588158] [DEBUG] [FORECASTER] DDL: Forecast T+1@11:T+2@11: DOWN (p=6.65%)
[2025-11-25T10:46:34.588456] [INFO ] [FORECASTER] Completed predict_future for DDL
[2025-11-25T10:46:34.588612] [INFO ] [sig       ] DDL: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:46:34.730950] [INFO ] [LOCAL     ] Saved forecast: DDL	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/DDL.txt
[2025-11-25T10:46:34.731168] [INFO ] [sig       ] [526/2057] Completed DDL in 0.3s | 2.87 sym/s | Total: 3.1m | ETA: 8.9m
[2025-11-25T10:46:34.731225] [INFO ] [sig       ] [527/2057] Forecasting DDS...
[2025-11-25T10:46:34.731269] [INFO ] [sig       ] Generating forecast for: DDS
[2025-11-25T10:46:34.731311] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DDS' from 'https://tdm.silogroup.org/data/derivative_storage/DDS.csv'.
[2025-11-25T10:46:34.745264] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'DDS'.
[2025-11-25T10:46:34.745790] [INFO ] [FORECASTER] Starting predict_future for DDS
[2025-11-25T10:46:34.746597] [DEBUG] [LOCAL     ] No optimal features file found for DDS: ./output/feature-sets/DDS.txt
[2025-11-25T10:46:34.746695] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:46:34.746743] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:46:34.746784] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:46:34.746854] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:46:34.812604] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:46:34.813553] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:46:34.813678] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:46:34.813728] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:46:34.911631] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:46:34.911846] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:46:34.911894] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:46:34.911928] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:46:34.915333] [DEBUG] [FORECASTER] DDS: Forecast T+1@11:T+2@11: UP (p=97.89%)
[2025-11-25T10:46:34.915697] [INFO ] [FORECASTER] Completed predict_future for DDS
[2025-11-25T10:46:34.915894] [INFO ] [sig       ] DDS: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:46:35.056938] [INFO ] [LOCAL     ] Saved forecast: DDS	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/DDS.txt
[2025-11-25T10:46:35.057138] [INFO ] [sig       ] [527/2057] Completed DDS in 0.3s | 2.87 sym/s | Total: 3.1m | ETA: 8.9m
[2025-11-25T10:46:35.057196] [INFO ] [sig       ] [528/2057] Forecasting DDT...
[2025-11-25T10:46:35.057240] [INFO ] [sig       ] Generating forecast for: DDT
[2025-11-25T10:46:35.057282] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DDT' from 'https://tdm.silogroup.org/data/derivative_storage/DDT.csv'.
[2025-11-25T10:46:35.066758] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'DDT'.
[2025-11-25T10:46:35.067008] [INFO ] [FORECASTER] Starting predict_future for DDT
[2025-11-25T10:46:35.067815] [DEBUG] [LOCAL     ] No optimal features file found for DDT: ./output/feature-sets/DDT.txt
[2025-11-25T10:46:35.067884] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:46:35.067930] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:46:35.067969] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:46:35.068041] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:46:35.135027] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:46:35.135946] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:46:35.136061] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:46:35.136107] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:46:35.226769] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:46:35.226969] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:46:35.227016] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:46:35.227071] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:46:35.230491] [DEBUG] [FORECASTER] DDT: Forecast T+1@11:T+2@11: DOWN (p=3.12%)
[2025-11-25T10:46:35.230817] [INFO ] [FORECASTER] Completed predict_future for DDT
[2025-11-25T10:46:35.230977] [INFO ] [sig       ] DDT: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:46:35.371976] [INFO ] [LOCAL     ] Saved forecast: DDT	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/DDT.txt
[2025-11-25T10:46:35.372173] [INFO ] [sig       ] [528/2057] Completed DDT in 0.3s | 2.87 sym/s | Total: 3.1m | ETA: 8.9m
[2025-11-25T10:46:35.372226] [INFO ] [sig       ] [529/2057] Forecasting DE...
[2025-11-25T10:46:35.372269] [INFO ] [sig       ] Generating forecast for: DE
[2025-11-25T10:46:35.372312] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DE' from 'https://tdm.silogroup.org/data/derivative_storage/DE.csv'.
[2025-11-25T10:46:35.382955] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'DE'.
[2025-11-25T10:46:35.383414] [INFO ] [FORECASTER] Starting predict_future for DE
[2025-11-25T10:46:35.384209] [DEBUG] [LOCAL     ] No optimal features file found for DE: ./output/feature-sets/DE.txt
[2025-11-25T10:46:35.384281] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:46:35.384327] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:46:35.384367] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:46:35.384437] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:46:35.453830] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:46:35.454842] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:46:35.454954] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:46:35.455012] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:46:35.564573] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:46:35.564788] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:46:35.564841] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:46:35.564901] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:46:35.568330] [DEBUG] [FORECASTER] DE: Forecast T+1@11:T+2@11: UP (p=70.20%)
[2025-11-25T10:46:35.568628] [INFO ] [FORECASTER] Completed predict_future for DE
[2025-11-25T10:46:35.568806] [INFO ] [sig       ] DE: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:46:35.711056] [INFO ] [LOCAL     ] Saved forecast: DE	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/DE.txt
[2025-11-25T10:46:35.711215] [INFO ] [sig       ] [529/2057] Completed DE in 0.3s | 2.87 sym/s | Total: 3.1m | ETA: 8.9m
[2025-11-25T10:46:35.711268] [INFO ] [sig       ] [530/2057] Forecasting DEA...
[2025-11-25T10:46:35.711311] [INFO ] [sig       ] Generating forecast for: DEA
[2025-11-25T10:46:35.711353] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DEA' from 'https://tdm.silogroup.org/data/derivative_storage/DEA.csv'.
[2025-11-25T10:46:35.722932] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'DEA'.
[2025-11-25T10:46:35.723406] [INFO ] [FORECASTER] Starting predict_future for DEA
[2025-11-25T10:46:35.724212] [DEBUG] [LOCAL     ] No optimal features file found for DEA: ./output/feature-sets/DEA.txt
[2025-11-25T10:46:35.724284] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:46:35.724330] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:46:35.724371] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:46:35.724440] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:46:35.791222] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:46:35.792135] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:46:35.792233] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:46:35.792282] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:46:35.905923] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:46:35.906321] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:46:35.906389] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:46:35.906425] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:46:35.909938] [DEBUG] [FORECASTER] DEA: Forecast T+1@11:T+2@11: UP (p=80.80%)
[2025-11-25T10:46:35.910241] [INFO ] [FORECASTER] Completed predict_future for DEA
[2025-11-25T10:46:35.910394] [INFO ] [sig       ] DEA: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:46:36.050885] [INFO ] [LOCAL     ] Saved forecast: DEA	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/DEA.txt
[2025-11-25T10:46:36.051075] [INFO ] [sig       ] [530/2057] Completed DEA in 0.3s | 2.87 sym/s | Total: 3.1m | ETA: 8.9m
[2025-11-25T10:46:36.051133] [INFO ] [sig       ] [531/2057] Forecasting DECK...
[2025-11-25T10:46:36.051178] [INFO ] [sig       ] Generating forecast for: DECK
[2025-11-25T10:46:36.051223] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DECK' from 'https://tdm.silogroup.org/data/derivative_storage/DECK.csv'.
[2025-11-25T10:46:36.063204] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'DECK'.
[2025-11-25T10:46:36.063571] [INFO ] [FORECASTER] Starting predict_future for DECK
[2025-11-25T10:46:36.064378] [DEBUG] [LOCAL     ] No optimal features file found for DECK: ./output/feature-sets/DECK.txt
[2025-11-25T10:46:36.064447] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:46:36.064493] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:46:36.064536] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:46:36.064605] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:46:36.133302] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:46:36.134314] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:46:36.134411] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:46:36.134458] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:46:36.238439] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:46:36.238632] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:46:36.238706] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:46:36.238746] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:46:36.242157] [DEBUG] [FORECASTER] DECK: Forecast T+1@11:T+2@11: UP (p=97.00%)
[2025-11-25T10:46:36.242458] [INFO ] [FORECASTER] Completed predict_future for DECK
[2025-11-25T10:46:36.242614] [INFO ] [sig       ] DECK: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:46:36.385408] [INFO ] [LOCAL     ] Saved forecast: DECK	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/DECK.txt
[2025-11-25T10:46:36.385595] [INFO ] [sig       ] [531/2057] Completed DECK in 0.3s | 2.88 sym/s | Total: 3.1m | ETA: 8.8m
[2025-11-25T10:46:36.385674] [INFO ] [sig       ] [532/2057] Forecasting DEI...
[2025-11-25T10:46:36.385720] [INFO ] [sig       ] Generating forecast for: DEI
[2025-11-25T10:46:36.385765] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DEI' from 'https://tdm.silogroup.org/data/derivative_storage/DEI.csv'.
[2025-11-25T10:46:36.398456] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'DEI'.
[2025-11-25T10:46:36.398957] [INFO ] [FORECASTER] Starting predict_future for DEI
[2025-11-25T10:46:36.399777] [DEBUG] [LOCAL     ] No optimal features file found for DEI: ./output/feature-sets/DEI.txt
[2025-11-25T10:46:36.399846] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:46:36.399896] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:46:36.399943] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:46:36.400013] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:46:36.466271] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:46:36.467219] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:46:36.467319] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:46:36.467368] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:46:36.597341] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:46:36.597539] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:46:36.597586] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:46:36.597621] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:46:36.600994] [DEBUG] [FORECASTER] DEI: Forecast T+1@11:T+2@11: DOWN (p=6.34%)
[2025-11-25T10:46:36.601455] [INFO ] [FORECASTER] Completed predict_future for DEI
[2025-11-25T10:46:36.601704] [INFO ] [sig       ] DEI: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:46:36.742686] [INFO ] [LOCAL     ] Saved forecast: DEI	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/DEI.txt
[2025-11-25T10:46:36.742896] [INFO ] [sig       ] [532/2057] Completed DEI in 0.4s | 2.87 sym/s | Total: 3.1m | ETA: 8.8m
[2025-11-25T10:46:36.742953] [INFO ] [sig       ] [533/2057] Forecasting DELL...
[2025-11-25T10:46:36.742995] [INFO ] [sig       ] Generating forecast for: DELL
[2025-11-25T10:46:36.743036] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DELL' from 'https://tdm.silogroup.org/data/derivative_storage/DELL.csv'.
[2025-11-25T10:46:36.755718] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'DELL'.
[2025-11-25T10:46:36.756178] [INFO ] [FORECASTER] Starting predict_future for DELL
[2025-11-25T10:46:36.757055] [DEBUG] [LOCAL     ] No optimal features file found for DELL: ./output/feature-sets/DELL.txt
[2025-11-25T10:46:36.757134] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:46:36.757185] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:46:36.757229] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:46:36.757300] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:46:36.825095] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:46:36.825837] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:46:36.825935] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:46:36.825984] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:46:36.960559] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:46:36.960792] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:46:36.960870] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:46:36.960918] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:46:36.964540] [DEBUG] [FORECASTER] DELL: Forecast T+1@11:T+2@11: UP (p=56.28%)
[2025-11-25T10:46:36.964876] [INFO ] [FORECASTER] Completed predict_future for DELL
[2025-11-25T10:46:36.965066] [INFO ] [sig       ] DELL: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:46:37.105606] [INFO ] [LOCAL     ] Saved forecast: DELL	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/DELL.txt
[2025-11-25T10:46:37.105787] [INFO ] [sig       ] [533/2057] Completed DELL in 0.4s | 2.87 sym/s | Total: 3.1m | ETA: 8.8m
[2025-11-25T10:46:37.105842] [INFO ] [sig       ] [534/2057] Forecasting DEO...
[2025-11-25T10:46:37.105885] [INFO ] [sig       ] Generating forecast for: DEO
[2025-11-25T10:46:37.105927] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DEO' from 'https://tdm.silogroup.org/data/derivative_storage/DEO.csv'.
[2025-11-25T10:46:37.118576] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'DEO'.
[2025-11-25T10:46:37.118990] [INFO ] [FORECASTER] Starting predict_future for DEO
[2025-11-25T10:46:37.119841] [DEBUG] [LOCAL     ] No optimal features file found for DEO: ./output/feature-sets/DEO.txt
[2025-11-25T10:46:37.119914] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:46:37.119981] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:46:37.120025] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:46:37.120095] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:46:37.187504] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:46:37.188353] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:46:37.188453] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:46:37.188503] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:46:37.289529] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:46:37.289718] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:46:37.289788] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:46:37.289837] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:46:37.293257] [DEBUG] [FORECASTER] DEO: Forecast T+1@11:T+2@11: UP (p=86.33%)
[2025-11-25T10:46:37.293565] [INFO ] [FORECASTER] Completed predict_future for DEO
[2025-11-25T10:46:37.293747] [INFO ] [sig       ] DEO: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:46:37.435022] [INFO ] [LOCAL     ] Saved forecast: DEO	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/DEO.txt
[2025-11-25T10:46:37.435185] [INFO ] [sig       ] [534/2057] Completed DEO in 0.3s | 2.88 sym/s | Total: 3.1m | ETA: 8.8m
[2025-11-25T10:46:37.435238] [INFO ] [sig       ] [535/2057] Forecasting DFH...
[2025-11-25T10:46:37.435282] [INFO ] [sig       ] Generating forecast for: DFH
[2025-11-25T10:46:37.435322] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DFH' from 'https://tdm.silogroup.org/data/derivative_storage/DFH.csv'.
[2025-11-25T10:46:37.446731] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'DFH'.
[2025-11-25T10:46:37.447134] [INFO ] [FORECASTER] Starting predict_future for DFH
[2025-11-25T10:46:37.447942] [DEBUG] [LOCAL     ] No optimal features file found for DFH: ./output/feature-sets/DFH.txt
[2025-11-25T10:46:37.448012] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:46:37.448057] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:46:37.448097] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:46:37.448166] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:46:37.513938] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:46:37.514592] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:46:37.514705] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:46:37.514754] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:46:37.615728] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:46:37.615921] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:46:37.615975] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:46:37.616014] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:46:37.619392] [DEBUG] [FORECASTER] DFH: Forecast T+1@11:T+2@11: UP (p=78.17%)
[2025-11-25T10:46:37.619711] [INFO ] [FORECASTER] Completed predict_future for DFH
[2025-11-25T10:46:37.619872] [INFO ] [sig       ] DFH: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:46:37.759757] [INFO ] [LOCAL     ] Saved forecast: DFH	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/DFH.txt
[2025-11-25T10:46:37.759911] [INFO ] [sig       ] [535/2057] Completed DFH in 0.3s | 2.88 sym/s | Total: 3.1m | ETA: 8.8m
[2025-11-25T10:46:37.759965] [INFO ] [sig       ] [536/2057] Forecasting DFIN...
[2025-11-25T10:46:37.760008] [INFO ] [sig       ] Generating forecast for: DFIN
[2025-11-25T10:46:37.760051] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DFIN' from 'https://tdm.silogroup.org/data/derivative_storage/DFIN.csv'.
[2025-11-25T10:46:37.771357] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'DFIN'.
[2025-11-25T10:46:37.771766] [INFO ] [FORECASTER] Starting predict_future for DFIN
[2025-11-25T10:46:37.772544] [DEBUG] [LOCAL     ] No optimal features file found for DFIN: ./output/feature-sets/DFIN.txt
[2025-11-25T10:46:37.772612] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:46:37.772685] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:46:37.772727] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:46:37.772800] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:46:37.839757] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:46:37.840629] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:46:37.840748] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:46:37.840798] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:46:37.931723] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:46:37.931906] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:46:37.931962] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:46:37.932006] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:46:37.935528] [DEBUG] [FORECASTER] DFIN: Forecast T+1@11:T+2@11: DOWN (p=33.31%)
[2025-11-25T10:46:37.935878] [INFO ] [FORECASTER] Completed predict_future for DFIN
[2025-11-25T10:46:37.936030] [INFO ] [sig       ] DFIN: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:46:38.077663] [INFO ] [LOCAL     ] Saved forecast: DFIN	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/DFIN.txt
[2025-11-25T10:46:38.077816] [INFO ] [sig       ] [536/2057] Completed DFIN in 0.3s | 2.88 sym/s | Total: 3.1m | ETA: 8.8m
[2025-11-25T10:46:38.077869] [INFO ] [sig       ] [537/2057] Forecasting DFP...
[2025-11-25T10:46:38.077913] [INFO ] [sig       ] Generating forecast for: DFP
[2025-11-25T10:46:38.077963] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DFP' from 'https://tdm.silogroup.org/data/derivative_storage/DFP.csv'.
[2025-11-25T10:46:38.089296] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'DFP'.
[2025-11-25T10:46:38.089684] [INFO ] [FORECASTER] Starting predict_future for DFP
[2025-11-25T10:46:38.090493] [DEBUG] [LOCAL     ] No optimal features file found for DFP: ./output/feature-sets/DFP.txt
[2025-11-25T10:46:38.090567] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:46:38.090614] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:46:38.090684] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:46:38.090760] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:46:38.157455] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:46:38.158402] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:46:38.158513] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:46:38.158563] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:46:38.259868] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:46:38.260044] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:46:38.260089] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:46:38.260124] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:46:38.263466] [DEBUG] [FORECASTER] DFP: Forecast T+1@11:T+2@11: UP (p=59.46%)
[2025-11-25T10:46:38.263786] [INFO ] [FORECASTER] Completed predict_future for DFP
[2025-11-25T10:46:38.263951] [INFO ] [sig       ] DFP: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:46:38.407668] [INFO ] [LOCAL     ] Saved forecast: DFP	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/DFP.txt
[2025-11-25T10:46:38.407821] [INFO ] [sig       ] [537/2057] Completed DFP in 0.3s | 2.88 sym/s | Total: 3.1m | ETA: 8.8m
[2025-11-25T10:46:38.407876] [INFO ] [sig       ] [538/2057] Forecasting DG...
[2025-11-25T10:46:38.407930] [INFO ] [sig       ] Generating forecast for: DG
[2025-11-25T10:46:38.407988] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DG' from 'https://tdm.silogroup.org/data/derivative_storage/DG.csv'.
[2025-11-25T10:46:38.419531] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'DG'.
[2025-11-25T10:46:38.419947] [INFO ] [FORECASTER] Starting predict_future for DG
[2025-11-25T10:46:38.420733] [DEBUG] [LOCAL     ] No optimal features file found for DG: ./output/feature-sets/DG.txt
[2025-11-25T10:46:38.420796] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:46:38.420843] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:46:38.420879] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:46:38.420948] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:46:38.487782] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:46:38.488579] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:46:38.488697] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:46:38.488747] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:46:38.596677] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:46:38.596849] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:46:38.596896] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:46:38.596931] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:46:38.600372] [DEBUG] [FORECASTER] DG: Forecast T+1@11:T+2@11: UP (p=73.23%)
[2025-11-25T10:46:38.600698] [INFO ] [FORECASTER] Completed predict_future for DG
[2025-11-25T10:46:38.600885] [INFO ] [sig       ] DG: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:46:38.745370] [INFO ] [LOCAL     ] Saved forecast: DG	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/DG.txt
[2025-11-25T10:46:38.745543] [INFO ] [sig       ] [538/2057] Completed DG in 0.3s | 2.88 sym/s | Total: 3.1m | ETA: 8.8m
[2025-11-25T10:46:38.745596] [INFO ] [sig       ] [539/2057] Forecasting DGX...
[2025-11-25T10:46:38.745658] [INFO ] [sig       ] Generating forecast for: DGX
[2025-11-25T10:46:38.745706] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DGX' from 'https://tdm.silogroup.org/data/derivative_storage/DGX.csv'.
[2025-11-25T10:46:38.757658] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'DGX'.
[2025-11-25T10:46:38.758104] [INFO ] [FORECASTER] Starting predict_future for DGX
[2025-11-25T10:46:38.758901] [DEBUG] [LOCAL     ] No optimal features file found for DGX: ./output/feature-sets/DGX.txt
[2025-11-25T10:46:38.758978] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:46:38.759033] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:46:38.759081] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:46:38.759159] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:46:38.828441] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:46:38.829495] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:46:38.829621] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:46:38.829731] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:46:38.934799] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:46:38.934996] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:46:38.935045] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:46:38.935082] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:46:38.938964] [DEBUG] [FORECASTER] DGX: Forecast T+1@11:T+2@11: UP (p=59.45%)
[2025-11-25T10:46:38.939308] [INFO ] [FORECASTER] Completed predict_future for DGX
[2025-11-25T10:46:38.939469] [INFO ] [sig       ] DGX: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:46:39.088116] [INFO ] [LOCAL     ] Saved forecast: DGX	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/DGX.txt
[2025-11-25T10:46:39.088302] [INFO ] [sig       ] [539/2057] Completed DGX in 0.3s | 2.88 sym/s | Total: 3.1m | ETA: 8.8m
[2025-11-25T10:46:39.088360] [INFO ] [sig       ] [540/2057] Forecasting DHF...
[2025-11-25T10:46:39.088405] [INFO ] [sig       ] Generating forecast for: DHF
[2025-11-25T10:46:39.088462] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DHF' from 'https://tdm.silogroup.org/data/derivative_storage/DHF.csv'.
[2025-11-25T10:46:39.100782] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'DHF'.
[2025-11-25T10:46:39.101156] [INFO ] [FORECASTER] Starting predict_future for DHF
[2025-11-25T10:46:39.101989] [DEBUG] [LOCAL     ] No optimal features file found for DHF: ./output/feature-sets/DHF.txt
[2025-11-25T10:46:39.102063] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:46:39.102112] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:46:39.102167] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:46:39.102249] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:46:39.175169] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:46:39.176074] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:46:39.176181] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:46:39.176231] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:46:39.279417] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:46:39.279606] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:46:39.279674] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:46:39.279737] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:46:39.283408] [DEBUG] [FORECASTER] DHF: Forecast T+1@11:T+2@11: UP (p=98.83%)
[2025-11-25T10:46:39.283743] [INFO ] [FORECASTER] Completed predict_future for DHF
[2025-11-25T10:46:39.283914] [INFO ] [sig       ] DHF: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:46:39.431234] [INFO ] [LOCAL     ] Saved forecast: DHF	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/DHF.txt
[2025-11-25T10:46:39.431436] [INFO ] [sig       ] [540/2057] Completed DHF in 0.3s | 2.88 sym/s | Total: 3.1m | ETA: 8.8m
[2025-11-25T10:46:39.431492] [INFO ] [sig       ] [541/2057] Forecasting DHI...
[2025-11-25T10:46:39.431535] [INFO ] [sig       ] Generating forecast for: DHI
[2025-11-25T10:46:39.431575] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DHI' from 'https://tdm.silogroup.org/data/derivative_storage/DHI.csv'.
[2025-11-25T10:46:39.444258] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'DHI'.
[2025-11-25T10:46:39.444633] [INFO ] [FORECASTER] Starting predict_future for DHI
[2025-11-25T10:46:39.445435] [DEBUG] [LOCAL     ] No optimal features file found for DHI: ./output/feature-sets/DHI.txt
[2025-11-25T10:46:39.445506] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:46:39.445551] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:46:39.445591] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:46:39.445680] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:46:39.511860] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:46:39.512617] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:46:39.512736] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:46:39.512783] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:46:39.618963] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:46:39.619181] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:46:39.619228] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:46:39.619263] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:46:39.622780] [DEBUG] [FORECASTER] DHI: Forecast T+1@11:T+2@11: DOWN (p=28.73%)
[2025-11-25T10:46:39.623283] [INFO ] [FORECASTER] Completed predict_future for DHI
[2025-11-25T10:46:39.623514] [INFO ] [sig       ] DHI: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:46:39.768628] [INFO ] [LOCAL     ] Saved forecast: DHI	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/DHI.txt
[2025-11-25T10:46:39.768862] [INFO ] [sig       ] [541/2057] Completed DHI in 0.3s | 2.88 sym/s | Total: 3.1m | ETA: 8.8m
[2025-11-25T10:46:39.768919] [INFO ] [sig       ] [542/2057] Forecasting DHR...
[2025-11-25T10:46:39.768963] [INFO ] [sig       ] Generating forecast for: DHR
[2025-11-25T10:46:39.769007] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DHR' from 'https://tdm.silogroup.org/data/derivative_storage/DHR.csv'.
[2025-11-25T10:46:39.780852] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'DHR'.
[2025-11-25T10:46:39.781208] [INFO ] [FORECASTER] Starting predict_future for DHR
[2025-11-25T10:46:39.782018] [DEBUG] [LOCAL     ] No optimal features file found for DHR: ./output/feature-sets/DHR.txt
[2025-11-25T10:46:39.782088] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:46:39.782132] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:46:39.782172] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:46:39.782240] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:46:39.848064] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:46:39.849056] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:46:39.849165] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:46:39.849212] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:46:39.955800] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:46:39.956007] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:46:39.956059] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:46:39.956096] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:46:39.960008] [DEBUG] [FORECASTER] DHR: Forecast T+1@11:T+2@11: DOWN (p=24.03%)
[2025-11-25T10:46:39.960324] [INFO ] [FORECASTER] Completed predict_future for DHR
[2025-11-25T10:46:39.960496] [INFO ] [sig       ] DHR: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:46:40.106902] [INFO ] [LOCAL     ] Saved forecast: DHR	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/DHR.txt
[2025-11-25T10:46:40.107096] [INFO ] [sig       ] [542/2057] Completed DHR in 0.3s | 2.88 sym/s | Total: 3.1m | ETA: 8.8m
[2025-11-25T10:46:40.107154] [INFO ] [sig       ] [543/2057] Forecasting DHT...
[2025-11-25T10:46:40.107203] [INFO ] [sig       ] Generating forecast for: DHT
[2025-11-25T10:46:40.107248] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DHT' from 'https://tdm.silogroup.org/data/derivative_storage/DHT.csv'.
[2025-11-25T10:46:40.119428] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'DHT'.
[2025-11-25T10:46:40.119880] [INFO ] [FORECASTER] Starting predict_future for DHT
[2025-11-25T10:46:40.120727] [DEBUG] [LOCAL     ] No optimal features file found for DHT: ./output/feature-sets/DHT.txt
[2025-11-25T10:46:40.120799] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:46:40.120848] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:46:40.120890] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:46:40.120961] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:46:40.195604] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:46:40.196620] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:46:40.196749] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:46:40.196801] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:46:40.302513] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:46:40.302731] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:46:40.302812] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:46:40.302880] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:46:40.306597] [DEBUG] [FORECASTER] DHT: Forecast T+1@11:T+2@11: UP (p=88.66%)
[2025-11-25T10:46:40.306931] [INFO ] [FORECASTER] Completed predict_future for DHT
[2025-11-25T10:46:40.307133] [INFO ] [sig       ] DHT: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:46:40.454902] [INFO ] [LOCAL     ] Saved forecast: DHT	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/DHT.txt
[2025-11-25T10:46:40.455095] [INFO ] [sig       ] [543/2057] Completed DHT in 0.3s | 2.88 sym/s | Total: 3.1m | ETA: 8.8m
[2025-11-25T10:46:40.455163] [INFO ] [sig       ] [544/2057] Forecasting DHX...
[2025-11-25T10:46:40.455208] [INFO ] [sig       ] Generating forecast for: DHX
[2025-11-25T10:46:40.455252] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DHX' from 'https://tdm.silogroup.org/data/derivative_storage/DHX.csv'.
[2025-11-25T10:46:40.466543] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'DHX'.
[2025-11-25T10:46:40.466972] [INFO ] [FORECASTER] Starting predict_future for DHX
[2025-11-25T10:46:40.467871] [DEBUG] [LOCAL     ] No optimal features file found for DHX: ./output/feature-sets/DHX.txt
[2025-11-25T10:46:40.467946] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:46:40.467994] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:46:40.468040] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:46:40.468126] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:46:40.539541] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:46:40.540478] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:46:40.540592] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:46:40.540666] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:46:40.645995] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:46:40.646225] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:46:40.646276] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:46:40.646311] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:46:40.650095] [DEBUG] [FORECASTER] DHX: Forecast T+1@11:T+2@11: UP (p=95.38%)
[2025-11-25T10:46:40.650439] [INFO ] [FORECASTER] Completed predict_future for DHX
[2025-11-25T10:46:40.650609] [INFO ] [sig       ] DHX: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:46:40.799882] [INFO ] [LOCAL     ] Saved forecast: DHX	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/DHX.txt
[2025-11-25T10:46:40.800053] [INFO ] [sig       ] [544/2057] Completed DHX in 0.3s | 2.88 sym/s | Total: 3.2m | ETA: 8.8m
[2025-11-25T10:46:40.800108] [INFO ] [sig       ] [545/2057] Forecasting DIAX...
[2025-11-25T10:46:40.800153] [INFO ] [sig       ] Generating forecast for: DIAX
[2025-11-25T10:46:40.800195] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DIAX' from 'https://tdm.silogroup.org/data/derivative_storage/DIAX.csv'.
[2025-11-25T10:46:40.812544] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'DIAX'.
[2025-11-25T10:46:40.813036] [INFO ] [FORECASTER] Starting predict_future for DIAX
[2025-11-25T10:46:40.813943] [DEBUG] [LOCAL     ] No optimal features file found for DIAX: ./output/feature-sets/DIAX.txt
[2025-11-25T10:46:40.814017] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:46:40.814068] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:46:40.814108] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:46:40.814177] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:46:40.883023] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:46:40.884023] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:46:40.884151] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:46:40.884201] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:46:40.983054] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:46:40.983270] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:46:40.983318] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:46:40.983354] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:46:40.986888] [DEBUG] [FORECASTER] DIAX: Forecast T+1@11:T+2@11: UP (p=68.07%)
[2025-11-25T10:46:40.987240] [INFO ] [FORECASTER] Completed predict_future for DIAX
[2025-11-25T10:46:40.987396] [INFO ] [sig       ] DIAX: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:46:41.127237] [INFO ] [LOCAL     ] Saved forecast: DIAX	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/DIAX.txt
[2025-11-25T10:46:41.127413] [INFO ] [sig       ] [545/2057] Completed DIAX in 0.3s | 2.88 sym/s | Total: 3.2m | ETA: 8.8m
[2025-11-25T10:46:41.127466] [INFO ] [sig       ] [546/2057] Forecasting DIN...
[2025-11-25T10:46:41.127512] [INFO ] [sig       ] Generating forecast for: DIN
[2025-11-25T10:46:41.127554] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DIN' from 'https://tdm.silogroup.org/data/derivative_storage/DIN.csv'.
[2025-11-25T10:46:41.139756] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'DIN'.
[2025-11-25T10:46:41.140216] [INFO ] [FORECASTER] Starting predict_future for DIN
[2025-11-25T10:46:41.141112] [DEBUG] [LOCAL     ] No optimal features file found for DIN: ./output/feature-sets/DIN.txt
[2025-11-25T10:46:41.141190] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:46:41.141236] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:46:41.141278] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:46:41.141350] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:46:41.209964] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:46:41.210900] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:46:41.211012] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:46:41.211061] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:46:41.314723] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:46:41.314915] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:46:41.314962] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:46:41.314998] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:46:41.318594] [DEBUG] [FORECASTER] DIN: Forecast T+1@11:T+2@11: UP (p=53.58%)
[2025-11-25T10:46:41.318968] [INFO ] [FORECASTER] Completed predict_future for DIN
[2025-11-25T10:46:41.319154] [INFO ] [sig       ] DIN: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:46:41.460053] [INFO ] [LOCAL     ] Saved forecast: DIN	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/DIN.txt
[2025-11-25T10:46:41.460228] [INFO ] [sig       ] [546/2057] Completed DIN in 0.3s | 2.88 sym/s | Total: 3.2m | ETA: 8.8m
[2025-11-25T10:46:41.460282] [INFO ] [sig       ] [547/2057] Forecasting DINO...
[2025-11-25T10:46:41.460325] [INFO ] [sig       ] Generating forecast for: DINO
[2025-11-25T10:46:41.460367] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DINO' from 'https://tdm.silogroup.org/data/derivative_storage/DINO.csv'.
[2025-11-25T10:46:41.471950] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'DINO'.
[2025-11-25T10:46:41.472399] [INFO ] [FORECASTER] Starting predict_future for DINO
[2025-11-25T10:46:41.473395] [DEBUG] [LOCAL     ] No optimal features file found for DINO: ./output/feature-sets/DINO.txt
[2025-11-25T10:46:41.473497] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:46:41.473560] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:46:41.473616] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:46:41.473747] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:46:41.542614] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:46:41.543482] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:46:41.543581] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:46:41.543630] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:46:41.651661] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:46:41.651836] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:46:41.651883] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:46:41.651918] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:46:41.655278] [DEBUG] [FORECASTER] DINO: Forecast T+1@11:T+2@11: UP (p=96.20%)
[2025-11-25T10:46:41.655559] [INFO ] [FORECASTER] Completed predict_future for DINO
[2025-11-25T10:46:41.655726] [INFO ] [sig       ] DINO: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:46:41.800628] [INFO ] [LOCAL     ] Saved forecast: DINO	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/DINO.txt
[2025-11-25T10:46:41.800823] [INFO ] [sig       ] [547/2057] Completed DINO in 0.3s | 2.88 sym/s | Total: 3.2m | ETA: 8.7m
[2025-11-25T10:46:41.800879] [INFO ] [sig       ] [548/2057] Forecasting DIS...
[2025-11-25T10:46:41.800922] [INFO ] [sig       ] Generating forecast for: DIS
[2025-11-25T10:46:41.800963] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DIS' from 'https://tdm.silogroup.org/data/derivative_storage/DIS.csv'.
[2025-11-25T10:46:41.812521] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'DIS'.
[2025-11-25T10:46:41.812942] [INFO ] [FORECASTER] Starting predict_future for DIS
[2025-11-25T10:46:41.813847] [DEBUG] [LOCAL     ] No optimal features file found for DIS: ./output/feature-sets/DIS.txt
[2025-11-25T10:46:41.813927] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:46:41.813995] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:46:41.814061] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:46:41.814172] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:46:41.881901] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:46:41.882864] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:46:41.882977] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:46:41.883050] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:46:41.995658] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:46:41.995886] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:46:41.995938] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:46:41.995974] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:46:41.999425] [DEBUG] [FORECASTER] DIS: Forecast T+1@11:T+2@11: DOWN (p=35.93%)
[2025-11-25T10:46:41.999796] [INFO ] [FORECASTER] Completed predict_future for DIS
[2025-11-25T10:46:41.999955] [INFO ] [sig       ] DIS: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:46:42.142899] [INFO ] [LOCAL     ] Saved forecast: DIS	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/DIS.txt
[2025-11-25T10:46:42.143101] [INFO ] [sig       ] [548/2057] Completed DIS in 0.3s | 2.88 sym/s | Total: 3.2m | ETA: 8.7m
[2025-11-25T10:46:42.143156] [INFO ] [sig       ] [549/2057] Forecasting DK...
[2025-11-25T10:46:42.143200] [INFO ] [sig       ] Generating forecast for: DK
[2025-11-25T10:46:42.143242] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DK' from 'https://tdm.silogroup.org/data/derivative_storage/DK.csv'.
[2025-11-25T10:46:42.154412] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'DK'.
[2025-11-25T10:46:42.154845] [INFO ] [FORECASTER] Starting predict_future for DK
[2025-11-25T10:46:42.155625] [DEBUG] [LOCAL     ] No optimal features file found for DK: ./output/feature-sets/DK.txt
[2025-11-25T10:46:42.155709] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:46:42.155757] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:46:42.155798] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:46:42.155867] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:46:42.221490] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:46:42.222262] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:46:42.222360] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:46:42.222407] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:46:42.326295] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:46:42.326490] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:46:42.326537] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:46:42.326570] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:46:42.330013] [DEBUG] [FORECASTER] DK: Forecast T+1@11:T+2@11: UP (p=92.54%)
[2025-11-25T10:46:42.330332] [INFO ] [FORECASTER] Completed predict_future for DK
[2025-11-25T10:46:42.330499] [INFO ] [sig       ] DK: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:46:42.516280] [INFO ] [LOCAL     ] Saved forecast: DK	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/DK.txt
[2025-11-25T10:46:42.516460] [INFO ] [sig       ] [549/2057] Completed DK in 0.4s | 2.88 sym/s | Total: 3.2m | ETA: 8.7m
[2025-11-25T10:46:42.516515] [INFO ] [sig       ] [550/2057] Forecasting DKL...
[2025-11-25T10:46:42.516558] [INFO ] [sig       ] Generating forecast for: DKL
[2025-11-25T10:46:42.516602] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DKL' from 'https://tdm.silogroup.org/data/derivative_storage/DKL.csv'.
[2025-11-25T10:46:42.528614] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'DKL'.
[2025-11-25T10:46:42.529000] [INFO ] [FORECASTER] Starting predict_future for DKL
[2025-11-25T10:46:42.529784] [DEBUG] [LOCAL     ] No optimal features file found for DKL: ./output/feature-sets/DKL.txt
[2025-11-25T10:46:42.529853] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:46:42.529900] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:46:42.529940] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:46:42.530008] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:46:42.596407] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:46:42.597146] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:46:42.597253] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:46:42.597301] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:46:42.703629] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:46:42.703823] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:46:42.703870] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:46:42.703905] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:46:42.707393] [DEBUG] [FORECASTER] DKL: Forecast T+1@11:T+2@11: UP (p=57.00%)
[2025-11-25T10:46:42.707696] [INFO ] [FORECASTER] Completed predict_future for DKL
[2025-11-25T10:46:42.707851] [INFO ] [sig       ] DKL: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:46:42.847185] [INFO ] [LOCAL     ] Saved forecast: DKL	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/DKL.txt
[2025-11-25T10:46:42.847341] [INFO ] [sig       ] [550/2057] Completed DKL in 0.3s | 2.88 sym/s | Total: 3.2m | ETA: 8.7m
[2025-11-25T10:46:42.847403] [INFO ] [sig       ] [551/2057] Forecasting DKS...
[2025-11-25T10:46:42.847447] [INFO ] [sig       ] Generating forecast for: DKS
[2025-11-25T10:46:42.847489] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DKS' from 'https://tdm.silogroup.org/data/derivative_storage/DKS.csv'.
[2025-11-25T10:46:42.859216] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'DKS'.
[2025-11-25T10:46:42.859610] [INFO ] [FORECASTER] Starting predict_future for DKS
[2025-11-25T10:46:42.860397] [DEBUG] [LOCAL     ] No optimal features file found for DKS: ./output/feature-sets/DKS.txt
[2025-11-25T10:46:42.860467] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:46:42.860511] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:46:42.860552] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:46:42.860621] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:46:42.926236] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:46:42.930072] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:46:42.930236] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:46:42.930286] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:46:43.048774] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:46:43.048969] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:46:43.049016] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:46:43.049052] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:46:43.052496] [DEBUG] [FORECASTER] DKS: Forecast T+1@11:T+2@11: DOWN (p=11.09%)
[2025-11-25T10:46:43.052841] [INFO ] [FORECASTER] Completed predict_future for DKS
[2025-11-25T10:46:43.053020] [INFO ] [sig       ] DKS: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:46:43.192235] [INFO ] [LOCAL     ] Saved forecast: DKS	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/DKS.txt
[2025-11-25T10:46:43.192402] [INFO ] [sig       ] [551/2057] Completed DKS in 0.3s | 2.88 sym/s | Total: 3.2m | ETA: 8.7m
[2025-11-25T10:46:43.192456] [INFO ] [sig       ] [552/2057] Forecasting DLB...
[2025-11-25T10:46:43.192500] [INFO ] [sig       ] Generating forecast for: DLB
[2025-11-25T10:46:43.192541] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DLB' from 'https://tdm.silogroup.org/data/derivative_storage/DLB.csv'.
[2025-11-25T10:46:43.202912] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'DLB'.
[2025-11-25T10:46:43.203291] [INFO ] [FORECASTER] Starting predict_future for DLB
[2025-11-25T10:46:43.204095] [DEBUG] [LOCAL     ] No optimal features file found for DLB: ./output/feature-sets/DLB.txt
[2025-11-25T10:46:43.204165] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:46:43.204211] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:46:43.204252] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:46:43.204322] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:46:43.270286] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:46:43.271402] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:46:43.271523] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:46:43.271571] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:46:43.373796] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:46:43.374016] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:46:43.374065] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:46:43.374100] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:46:43.377706] [DEBUG] [FORECASTER] DLB: Forecast T+1@11:T+2@11: DOWN (p=13.72%)
[2025-11-25T10:46:43.378036] [INFO ] [FORECASTER] Completed predict_future for DLB
[2025-11-25T10:46:43.378225] [INFO ] [sig       ] DLB: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:46:43.520748] [INFO ] [LOCAL     ] Saved forecast: DLB	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/DLB.txt
[2025-11-25T10:46:43.520969] [INFO ] [sig       ] [552/2057] Completed DLB in 0.3s | 2.88 sym/s | Total: 3.2m | ETA: 8.7m
[2025-11-25T10:46:43.521025] [INFO ] [sig       ] [553/2057] Forecasting DLNG...
[2025-11-25T10:46:43.521069] [INFO ] [sig       ] Generating forecast for: DLNG
[2025-11-25T10:46:43.521112] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DLNG' from 'https://tdm.silogroup.org/data/derivative_storage/DLNG.csv'.
[2025-11-25T10:46:43.531974] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'DLNG'.
[2025-11-25T10:46:43.532452] [INFO ] [FORECASTER] Starting predict_future for DLNG
[2025-11-25T10:46:43.533283] [DEBUG] [LOCAL     ] No optimal features file found for DLNG: ./output/feature-sets/DLNG.txt
[2025-11-25T10:46:43.533355] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:46:43.533402] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:46:43.533442] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:46:43.533512] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:46:43.600434] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:46:43.601547] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:46:43.601672] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:46:43.601723] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:46:43.709738] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:46:43.709951] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:46:43.710005] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:46:43.710042] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:46:43.713754] [DEBUG] [FORECASTER] DLNG: Forecast T+1@11:T+2@11: DOWN (p=2.23%)
[2025-11-25T10:46:43.714097] [INFO ] [FORECASTER] Completed predict_future for DLNG
[2025-11-25T10:46:43.714255] [INFO ] [sig       ] DLNG: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:46:43.855760] [INFO ] [LOCAL     ] Saved forecast: DLNG	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/DLNG.txt
[2025-11-25T10:46:43.855925] [INFO ] [sig       ] [553/2057] Completed DLNG in 0.3s | 2.88 sym/s | Total: 3.2m | ETA: 8.7m
[2025-11-25T10:46:43.855973] [INFO ] [sig       ] [554/2057] Forecasting DLR...
[2025-11-25T10:46:43.856019] [INFO ] [sig       ] Generating forecast for: DLR
[2025-11-25T10:46:43.856061] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DLR' from 'https://tdm.silogroup.org/data/derivative_storage/DLR.csv'.
[2025-11-25T10:46:43.867677] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'DLR'.
[2025-11-25T10:46:43.868117] [INFO ] [FORECASTER] Starting predict_future for DLR
[2025-11-25T10:46:43.868966] [DEBUG] [LOCAL     ] No optimal features file found for DLR: ./output/feature-sets/DLR.txt
[2025-11-25T10:46:43.869038] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:46:43.869086] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:46:43.869129] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:46:43.869202] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:46:43.935055] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:46:43.935767] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:46:43.935864] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:46:43.935912] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:46:44.042315] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:46:44.042504] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:46:44.042550] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:46:44.042626] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:46:44.046003] [DEBUG] [FORECASTER] DLR: Forecast T+1@11:T+2@11: DOWN (p=29.74%)
[2025-11-25T10:46:44.046471] [INFO ] [FORECASTER] Completed predict_future for DLR
[2025-11-25T10:46:44.046716] [INFO ] [sig       ] DLR: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:46:44.192096] [INFO ] [LOCAL     ] Saved forecast: DLR	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/DLR.txt
[2025-11-25T10:46:44.192438] [INFO ] [sig       ] [554/2057] Completed DLR in 0.3s | 2.88 sym/s | Total: 3.2m | ETA: 8.7m
[2025-11-25T10:46:44.192492] [INFO ] [sig       ] [555/2057] Forecasting DLX...
[2025-11-25T10:46:44.192533] [INFO ] [sig       ] Generating forecast for: DLX
[2025-11-25T10:46:44.192576] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DLX' from 'https://tdm.silogroup.org/data/derivative_storage/DLX.csv'.
[2025-11-25T10:46:44.203626] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'DLX'.
[2025-11-25T10:46:44.204031] [INFO ] [FORECASTER] Starting predict_future for DLX
[2025-11-25T10:46:44.204823] [DEBUG] [LOCAL     ] No optimal features file found for DLX: ./output/feature-sets/DLX.txt
[2025-11-25T10:46:44.204892] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:46:44.204938] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:46:44.204978] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:46:44.205047] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:46:44.275418] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:46:44.276301] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:46:44.276400] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:46:44.276448] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:46:44.378654] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:46:44.378830] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:46:44.378876] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:46:44.378911] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:46:44.382232] [DEBUG] [FORECASTER] DLX: Forecast T+1@11:T+2@11: UP (p=57.24%)
[2025-11-25T10:46:44.382534] [INFO ] [FORECASTER] Completed predict_future for DLX
[2025-11-25T10:46:44.382732] [INFO ] [sig       ] DLX: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:46:44.526353] [INFO ] [LOCAL     ] Saved forecast: DLX	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/DLX.txt
[2025-11-25T10:46:44.526522] [INFO ] [sig       ] [555/2057] Completed DLX in 0.3s | 2.88 sym/s | Total: 3.2m | ETA: 8.7m
[2025-11-25T10:46:44.526582] [INFO ] [sig       ] [556/2057] Forecasting DLY...
[2025-11-25T10:46:44.526626] [INFO ] [sig       ] Generating forecast for: DLY
[2025-11-25T10:46:44.526692] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DLY' from 'https://tdm.silogroup.org/data/derivative_storage/DLY.csv'.
[2025-11-25T10:46:44.537731] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'DLY'.
[2025-11-25T10:46:44.538137] [INFO ] [FORECASTER] Starting predict_future for DLY
[2025-11-25T10:46:44.539122] [DEBUG] [LOCAL     ] No optimal features file found for DLY: ./output/feature-sets/DLY.txt
[2025-11-25T10:46:44.539192] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:46:44.539238] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:46:44.539279] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:46:44.539346] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:46:44.605950] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:46:44.606955] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:46:44.607075] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:46:44.607147] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:46:44.709420] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:46:44.709600] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:46:44.709668] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:46:44.709713] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:46:44.713106] [DEBUG] [FORECASTER] DLY: Forecast T+1@11:T+2@11: DOWN (p=23.71%)
[2025-11-25T10:46:44.713413] [INFO ] [FORECASTER] Completed predict_future for DLY
[2025-11-25T10:46:44.713560] [INFO ] [sig       ] DLY: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:46:44.851838] [INFO ] [LOCAL     ] Saved forecast: DLY	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/DLY.txt
[2025-11-25T10:46:44.851997] [INFO ] [sig       ] [556/2057] Completed DLY in 0.3s | 2.88 sym/s | Total: 3.2m | ETA: 8.7m
[2025-11-25T10:46:44.852050] [INFO ] [sig       ] [557/2057] Forecasting DMA...
[2025-11-25T10:46:44.852093] [INFO ] [sig       ] Generating forecast for: DMA
[2025-11-25T10:46:44.852135] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DMA' from 'https://tdm.silogroup.org/data/derivative_storage/DMA.csv'.
[2025-11-25T10:46:44.861987] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'DMA'.
[2025-11-25T10:46:44.862303] [INFO ] [FORECASTER] Starting predict_future for DMA
[2025-11-25T10:46:44.863266] [DEBUG] [LOCAL     ] No optimal features file found for DMA: ./output/feature-sets/DMA.txt
[2025-11-25T10:46:44.863335] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:46:44.863380] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:46:44.863421] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:46:44.863487] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:46:44.928171] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:46:44.928953] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:46:44.929052] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:46:44.929102] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:46:45.033553] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:46:45.033775] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:46:45.033828] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:46:45.033863] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:46:45.037257] [DEBUG] [FORECASTER] DMA: Forecast T+1@11:T+2@11: UP (p=58.91%)
[2025-11-25T10:46:45.037548] [INFO ] [FORECASTER] Completed predict_future for DMA
[2025-11-25T10:46:45.037719] [INFO ] [sig       ] DMA: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:46:45.182045] [INFO ] [LOCAL     ] Saved forecast: DMA	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/DMA.txt
[2025-11-25T10:46:45.182249] [INFO ] [sig       ] [557/2057] Completed DMA in 0.3s | 2.88 sym/s | Total: 3.2m | ETA: 8.7m
[2025-11-25T10:46:45.182301] [INFO ] [sig       ] [558/2057] Forecasting DMB...
[2025-11-25T10:46:45.182347] [INFO ] [sig       ] Generating forecast for: DMB
[2025-11-25T10:46:45.182390] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DMB' from 'https://tdm.silogroup.org/data/derivative_storage/DMB.csv'.
[2025-11-25T10:46:45.194265] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'DMB'.
[2025-11-25T10:46:45.194804] [INFO ] [FORECASTER] Starting predict_future for DMB
[2025-11-25T10:46:45.195635] [DEBUG] [LOCAL     ] No optimal features file found for DMB: ./output/feature-sets/DMB.txt
[2025-11-25T10:46:45.195735] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:46:45.195781] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:46:45.195820] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:46:45.195909] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:46:45.261452] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:46:45.262513] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:46:45.262619] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:46:45.262699] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:46:45.369529] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:46:45.369754] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:46:45.369830] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:46:45.369878] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:46:45.373388] [DEBUG] [FORECASTER] DMB: Forecast T+1@11:T+2@11: UP (p=92.89%)
[2025-11-25T10:46:45.373748] [INFO ] [FORECASTER] Completed predict_future for DMB
[2025-11-25T10:46:45.373939] [INFO ] [sig       ] DMB: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:46:45.518186] [INFO ] [LOCAL     ] Saved forecast: DMB	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/DMB.txt
[2025-11-25T10:46:45.518385] [INFO ] [sig       ] [558/2057] Completed DMB in 0.3s | 2.88 sym/s | Total: 3.2m | ETA: 8.7m
[2025-11-25T10:46:45.518444] [INFO ] [sig       ] [559/2057] Forecasting DMO...
[2025-11-25T10:46:45.518496] [INFO ] [sig       ] Generating forecast for: DMO
[2025-11-25T10:46:45.518549] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DMO' from 'https://tdm.silogroup.org/data/derivative_storage/DMO.csv'.
[2025-11-25T10:46:45.530024] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'DMO'.
[2025-11-25T10:46:45.530434] [INFO ] [FORECASTER] Starting predict_future for DMO
[2025-11-25T10:46:45.531253] [DEBUG] [LOCAL     ] No optimal features file found for DMO: ./output/feature-sets/DMO.txt
[2025-11-25T10:46:45.531327] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:46:45.531375] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:46:45.531416] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:46:45.531485] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:46:45.596693] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:46:45.597399] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:46:45.597498] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:46:45.597547] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:46:45.708604] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:46:45.708813] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:46:45.708860] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:46:45.708895] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:46:45.712475] [DEBUG] [FORECASTER] DMO: Forecast T+1@11:T+2@11: UP (p=93.93%)
[2025-11-25T10:46:45.712908] [INFO ] [FORECASTER] Completed predict_future for DMO
[2025-11-25T10:46:45.713065] [INFO ] [sig       ] DMO: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:46:45.856370] [INFO ] [LOCAL     ] Saved forecast: DMO	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/DMO.txt
[2025-11-25T10:46:45.856533] [INFO ] [sig       ] [559/2057] Completed DMO in 0.3s | 2.88 sym/s | Total: 3.2m | ETA: 8.7m
[2025-11-25T10:46:45.856587] [INFO ] [sig       ] [560/2057] Forecasting DNA...
[2025-11-25T10:46:45.856630] [INFO ] [sig       ] Generating forecast for: DNA
[2025-11-25T10:46:45.856696] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DNA' from 'https://tdm.silogroup.org/data/derivative_storage/DNA.csv'.
[2025-11-25T10:46:45.868315] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'DNA'.
[2025-11-25T10:46:45.868738] [INFO ] [FORECASTER] Starting predict_future for DNA
[2025-11-25T10:46:45.869538] [DEBUG] [LOCAL     ] No optimal features file found for DNA: ./output/feature-sets/DNA.txt
[2025-11-25T10:46:45.869675] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:46:45.869726] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:46:45.869766] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:46:45.869834] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:46:45.934830] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:46:45.935456] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:46:45.935548] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:46:45.935595] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:46:46.051541] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:46:46.051791] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:46:46.051855] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:46:46.051901] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:46:46.055313] [DEBUG] [FORECASTER] DNA: Forecast T+1@11:T+2@11: DOWN (p=13.38%)
[2025-11-25T10:46:46.055613] [INFO ] [FORECASTER] Completed predict_future for DNA
[2025-11-25T10:46:46.055802] [INFO ] [sig       ] DNA: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:46:46.195001] [INFO ] [LOCAL     ] Saved forecast: DNA	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/DNA.txt
[2025-11-25T10:46:46.195195] [INFO ] [sig       ] [560/2057] Completed DNA in 0.3s | 2.88 sym/s | Total: 3.2m | ETA: 8.7m
[2025-11-25T10:46:46.195251] [INFO ] [sig       ] [561/2057] Forecasting DNOW...
[2025-11-25T10:46:46.195294] [INFO ] [sig       ] Generating forecast for: DNOW
[2025-11-25T10:46:46.195336] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DNOW' from 'https://tdm.silogroup.org/data/derivative_storage/DNOW.csv'.
[2025-11-25T10:46:46.208558] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'DNOW'.
[2025-11-25T10:46:46.209148] [INFO ] [FORECASTER] Starting predict_future for DNOW
[2025-11-25T10:46:46.209967] [DEBUG] [LOCAL     ] No optimal features file found for DNOW: ./output/feature-sets/DNOW.txt
[2025-11-25T10:46:46.210037] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:46:46.210084] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:46:46.210126] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:46:46.210197] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:46:46.275638] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:46:46.276542] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:46:46.276679] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:46:46.276731] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:46:46.386600] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:46:46.386814] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:46:46.386861] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:46:46.386895] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:46:46.390306] [DEBUG] [FORECASTER] DNOW: Forecast T+1@11:T+2@11: DOWN (p=17.04%)
[2025-11-25T10:46:46.390603] [INFO ] [FORECASTER] Completed predict_future for DNOW
[2025-11-25T10:46:46.390777] [INFO ] [sig       ] DNOW: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:46:46.535151] [INFO ] [LOCAL     ] Saved forecast: DNOW	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/DNOW.txt
[2025-11-25T10:46:46.535408] [INFO ] [sig       ] [561/2057] Completed DNOW in 0.3s | 2.88 sym/s | Total: 3.2m | ETA: 8.7m
[2025-11-25T10:46:46.535465] [INFO ] [sig       ] [562/2057] Forecasting DNP...
[2025-11-25T10:46:46.535510] [INFO ] [sig       ] Generating forecast for: DNP
[2025-11-25T10:46:46.535554] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DNP' from 'https://tdm.silogroup.org/data/derivative_storage/DNP.csv'.
[2025-11-25T10:46:46.548718] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'DNP'.
[2025-11-25T10:46:46.549175] [INFO ] [FORECASTER] Starting predict_future for DNP
[2025-11-25T10:46:46.550007] [DEBUG] [LOCAL     ] No optimal features file found for DNP: ./output/feature-sets/DNP.txt
[2025-11-25T10:46:46.550080] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:46:46.550127] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:46:46.550169] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:46:46.550242] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:46:46.615457] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:46:46.616405] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:46:46.616512] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:46:46.616560] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:46:46.755745] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:46:46.755948] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:46:46.755996] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:46:46.756031] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:46:46.759585] [DEBUG] [FORECASTER] DNP: Forecast T+1@11:T+2@11: DOWN (p=34.55%)
[2025-11-25T10:46:46.759934] [INFO ] [FORECASTER] Completed predict_future for DNP
[2025-11-25T10:46:46.760113] [INFO ] [sig       ] DNP: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:46:46.903898] [INFO ] [LOCAL     ] Saved forecast: DNP	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/DNP.txt
[2025-11-25T10:46:46.904130] [INFO ] [sig       ] [562/2057] Completed DNP in 0.4s | 2.88 sym/s | Total: 3.3m | ETA: 8.7m
[2025-11-25T10:46:46.904196] [INFO ] [sig       ] [563/2057] Forecasting DOCN...
[2025-11-25T10:46:46.904242] [INFO ] [sig       ] Generating forecast for: DOCN
[2025-11-25T10:46:46.904286] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DOCN' from 'https://tdm.silogroup.org/data/derivative_storage/DOCN.csv'.
[2025-11-25T10:46:46.916474] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'DOCN'.
[2025-11-25T10:46:46.917013] [INFO ] [FORECASTER] Starting predict_future for DOCN
[2025-11-25T10:46:46.917906] [DEBUG] [LOCAL     ] No optimal features file found for DOCN: ./output/feature-sets/DOCN.txt
[2025-11-25T10:46:46.917979] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:46:46.918027] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:46:46.918069] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:46:46.918139] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:46:46.985792] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:46:46.986719] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:46:46.986824] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:46:46.986876] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:46:47.118518] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:46:47.118734] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:46:47.118818] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:46:47.118866] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:46:47.122412] [DEBUG] [FORECASTER] DOCN: Forecast T+1@11:T+2@11: UP (p=95.17%)
[2025-11-25T10:46:47.122925] [INFO ] [FORECASTER] Completed predict_future for DOCN
[2025-11-25T10:46:47.123171] [INFO ] [sig       ] DOCN: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:46:47.270167] [INFO ] [LOCAL     ] Saved forecast: DOCN	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/DOCN.txt
[2025-11-25T10:46:47.270419] [INFO ] [sig       ] [563/2057] Completed DOCN in 0.4s | 2.88 sym/s | Total: 3.3m | ETA: 8.6m
[2025-11-25T10:46:47.270518] [INFO ] [sig       ] [564/2057] Forecasting DOCS...
[2025-11-25T10:46:47.270597] [INFO ] [sig       ] Generating forecast for: DOCS
[2025-11-25T10:46:47.270703] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DOCS' from 'https://tdm.silogroup.org/data/derivative_storage/DOCS.csv'.
[2025-11-25T10:46:47.286695] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'DOCS'.
[2025-11-25T10:46:47.287309] [INFO ] [FORECASTER] Starting predict_future for DOCS
[2025-11-25T10:46:47.288464] [DEBUG] [LOCAL     ] No optimal features file found for DOCS: ./output/feature-sets/DOCS.txt
[2025-11-25T10:46:47.288569] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:46:47.288667] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:46:47.288747] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:46:47.288865] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:46:47.366316] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:46:47.367245] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:46:47.367350] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:46:47.367402] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:46:47.493248] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:46:47.493440] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:46:47.493487] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:46:47.493523] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:46:47.497002] [DEBUG] [FORECASTER] DOCS: Forecast T+1@11:T+2@11: UP (p=93.76%)
[2025-11-25T10:46:47.497371] [INFO ] [FORECASTER] Completed predict_future for DOCS
[2025-11-25T10:46:47.497554] [INFO ] [sig       ] DOCS: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:46:47.638413] [INFO ] [LOCAL     ] Saved forecast: DOCS	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/DOCS.txt
[2025-11-25T10:46:47.638608] [INFO ] [sig       ] [564/2057] Completed DOCS in 0.4s | 2.88 sym/s | Total: 3.3m | ETA: 8.6m
[2025-11-25T10:46:47.638687] [INFO ] [sig       ] [565/2057] Forecasting DOLE...
[2025-11-25T10:46:47.638734] [INFO ] [sig       ] Generating forecast for: DOLE
[2025-11-25T10:46:47.638778] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DOLE' from 'https://tdm.silogroup.org/data/derivative_storage/DOLE.csv'.
[2025-11-25T10:46:47.651045] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'DOLE'.
[2025-11-25T10:46:47.651465] [INFO ] [FORECASTER] Starting predict_future for DOLE
[2025-11-25T10:46:47.652286] [DEBUG] [LOCAL     ] No optimal features file found for DOLE: ./output/feature-sets/DOLE.txt
[2025-11-25T10:46:47.652358] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:46:47.652405] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:46:47.652446] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:46:47.652516] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:46:47.718387] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:46:47.719360] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:46:47.719462] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:46:47.719511] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:46:47.838210] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:46:47.838412] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:46:47.838459] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:46:47.838494] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:46:47.841960] [DEBUG] [FORECASTER] DOLE: Forecast T+1@11:T+2@11: DOWN (p=23.14%)
[2025-11-25T10:46:47.842468] [INFO ] [FORECASTER] Completed predict_future for DOLE
[2025-11-25T10:46:47.842733] [INFO ] [sig       ] DOLE: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:46:47.984003] [INFO ] [LOCAL     ] Saved forecast: DOLE	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/DOLE.txt
[2025-11-25T10:46:47.984191] [INFO ] [sig       ] [565/2057] Completed DOLE in 0.3s | 2.88 sym/s | Total: 3.3m | ETA: 8.6m
[2025-11-25T10:46:47.984249] [INFO ] [sig       ] [566/2057] Forecasting DOUG...
[2025-11-25T10:46:47.984294] [INFO ] [sig       ] Generating forecast for: DOUG
[2025-11-25T10:46:47.984337] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DOUG' from 'https://tdm.silogroup.org/data/derivative_storage/DOUG.csv'.
[2025-11-25T10:46:47.995826] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'DOUG'.
[2025-11-25T10:46:47.996262] [INFO ] [FORECASTER] Starting predict_future for DOUG
[2025-11-25T10:46:47.997111] [DEBUG] [LOCAL     ] No optimal features file found for DOUG: ./output/feature-sets/DOUG.txt
[2025-11-25T10:46:47.997182] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:46:47.997228] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:46:47.997268] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:46:47.997337] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:46:48.063089] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:46:48.064040] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:46:48.064178] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:46:48.064226] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:46:48.209450] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:46:48.209717] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:46:48.209806] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:46:48.209869] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:46:48.214545] [DEBUG] [FORECASTER] DOUG: Forecast T+1@11:T+2@11: DOWN (p=10.90%)
[2025-11-25T10:46:48.215030] [INFO ] [FORECASTER] Completed predict_future for DOUG
[2025-11-25T10:46:48.215282] [INFO ] [sig       ] DOUG: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:46:48.370772] [INFO ] [LOCAL     ] Saved forecast: DOUG	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/DOUG.txt
[2025-11-25T10:46:48.370966] [INFO ] [sig       ] [566/2057] Completed DOUG in 0.4s | 2.88 sym/s | Total: 3.3m | ETA: 8.6m
[2025-11-25T10:46:48.371017] [INFO ] [sig       ] [567/2057] Forecasting DOV...
[2025-11-25T10:46:48.371064] [INFO ] [sig       ] Generating forecast for: DOV
[2025-11-25T10:46:48.371108] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DOV' from 'https://tdm.silogroup.org/data/derivative_storage/DOV.csv'.
[2025-11-25T10:46:48.383842] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'DOV'.
[2025-11-25T10:46:48.384320] [INFO ] [FORECASTER] Starting predict_future for DOV
[2025-11-25T10:46:48.385153] [DEBUG] [LOCAL     ] No optimal features file found for DOV: ./output/feature-sets/DOV.txt
[2025-11-25T10:46:48.385227] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:46:48.385275] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:46:48.385317] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:46:48.385387] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:46:48.451179] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:46:48.452143] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:46:48.452362] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:46:48.452421] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:46:48.587750] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:46:48.587983] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:46:48.588035] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:46:48.588073] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:46:48.591714] [DEBUG] [FORECASTER] DOV: Forecast T+1@11:T+2@11: DOWN (p=12.86%)
[2025-11-25T10:46:48.592049] [INFO ] [FORECASTER] Completed predict_future for DOV
[2025-11-25T10:46:48.592215] [INFO ] [sig       ] DOV: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:46:48.737192] [INFO ] [LOCAL     ] Saved forecast: DOV	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/DOV.txt
[2025-11-25T10:46:48.737358] [INFO ] [sig       ] [567/2057] Completed DOV in 0.4s | 2.88 sym/s | Total: 3.3m | ETA: 8.6m
[2025-11-25T10:46:48.737412] [INFO ] [sig       ] [568/2057] Forecasting DOW...
[2025-11-25T10:46:48.737458] [INFO ] [sig       ] Generating forecast for: DOW
[2025-11-25T10:46:48.737500] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DOW' from 'https://tdm.silogroup.org/data/derivative_storage/DOW.csv'.
[2025-11-25T10:46:48.756122] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'DOW'.
[2025-11-25T10:46:48.756957] [INFO ] [FORECASTER] Starting predict_future for DOW
[2025-11-25T10:46:48.758760] [DEBUG] [LOCAL     ] No optimal features file found for DOW: ./output/feature-sets/DOW.txt
[2025-11-25T10:46:48.758857] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:46:48.758926] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:46:48.758979] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:46:48.759070] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:46:48.831901] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:46:48.833192] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:46:48.833315] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:46:48.833374] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:46:48.962243] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:46:48.962510] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:46:48.962564] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:46:48.962600] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:46:48.966533] [DEBUG] [FORECASTER] DOW: Forecast T+1@11:T+2@11: DOWN (p=16.59%)
[2025-11-25T10:46:48.966881] [INFO ] [FORECASTER] Completed predict_future for DOW
[2025-11-25T10:46:48.967084] [INFO ] [sig       ] DOW: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:46:49.110397] [INFO ] [LOCAL     ] Saved forecast: DOW	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/DOW.txt
[2025-11-25T10:46:49.110658] [INFO ] [sig       ] [568/2057] Completed DOW in 0.4s | 2.88 sym/s | Total: 3.3m | ETA: 8.6m
[2025-11-25T10:46:49.110731] [INFO ] [sig       ] [569/2057] Forecasting DPG...
[2025-11-25T10:46:49.110801] [INFO ] [sig       ] Generating forecast for: DPG
[2025-11-25T10:46:49.110887] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DPG' from 'https://tdm.silogroup.org/data/derivative_storage/DPG.csv'.
[2025-11-25T10:46:49.125332] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'DPG'.
[2025-11-25T10:46:49.126188] [INFO ] [FORECASTER] Starting predict_future for DPG
[2025-11-25T10:46:49.127314] [DEBUG] [LOCAL     ] No optimal features file found for DPG: ./output/feature-sets/DPG.txt
[2025-11-25T10:46:49.127400] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:46:49.127529] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:46:49.127588] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:46:49.127685] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:46:49.195533] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:46:49.196735] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:46:49.196849] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:46:49.196898] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:46:49.324022] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:46:49.324292] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:46:49.324346] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:46:49.324383] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:46:49.328434] [DEBUG] [FORECASTER] DPG: Forecast T+1@11:T+2@11: DOWN (p=17.02%)
[2025-11-25T10:46:49.328932] [INFO ] [FORECASTER] Completed predict_future for DPG
[2025-11-25T10:46:49.329199] [INFO ] [sig       ] DPG: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:46:49.496565] [INFO ] [LOCAL     ] Saved forecast: DPG	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/DPG.txt
[2025-11-25T10:46:49.496820] [INFO ] [sig       ] [569/2057] Completed DPG in 0.4s | 2.88 sym/s | Total: 3.3m | ETA: 8.6m
[2025-11-25T10:46:49.496888] [INFO ] [sig       ] [570/2057] Forecasting DQ...
[2025-11-25T10:46:49.496949] [INFO ] [sig       ] Generating forecast for: DQ
[2025-11-25T10:46:49.497002] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DQ' from 'https://tdm.silogroup.org/data/derivative_storage/DQ.csv'.
[2025-11-25T10:46:49.509519] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'DQ'.
[2025-11-25T10:46:49.510090] [INFO ] [FORECASTER] Starting predict_future for DQ
[2025-11-25T10:46:49.510951] [DEBUG] [LOCAL     ] No optimal features file found for DQ: ./output/feature-sets/DQ.txt
[2025-11-25T10:46:49.511023] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:46:49.511071] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:46:49.511112] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:46:49.511182] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:46:49.576817] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:46:49.577776] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:46:49.577881] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:46:49.577930] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:46:49.708686] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:46:49.708890] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:46:49.708939] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:46:49.708974] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:46:49.712530] [DEBUG] [FORECASTER] DQ: Forecast T+1@11:T+2@11: UP (p=82.32%)
[2025-11-25T10:46:49.712875] [INFO ] [FORECASTER] Completed predict_future for DQ
[2025-11-25T10:46:49.713062] [INFO ] [sig       ] DQ: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:46:49.853127] [INFO ] [LOCAL     ] Saved forecast: DQ	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/DQ.txt
[2025-11-25T10:46:49.853283] [INFO ] [sig       ] [570/2057] Completed DQ in 0.4s | 2.88 sym/s | Total: 3.3m | ETA: 8.6m
[2025-11-25T10:46:49.853343] [INFO ] [sig       ] [571/2057] Forecasting DRD...
[2025-11-25T10:46:49.853387] [INFO ] [sig       ] Generating forecast for: DRD
[2025-11-25T10:46:49.853423] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DRD' from 'https://tdm.silogroup.org/data/derivative_storage/DRD.csv'.
[2025-11-25T10:46:49.864205] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'DRD'.
[2025-11-25T10:46:49.864571] [INFO ] [FORECASTER] Starting predict_future for DRD
[2025-11-25T10:46:49.865428] [DEBUG] [LOCAL     ] No optimal features file found for DRD: ./output/feature-sets/DRD.txt
[2025-11-25T10:46:49.865500] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:46:49.865564] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:46:49.865606] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:46:49.865701] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:46:49.931476] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:46:49.932203] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:46:49.932302] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:46:49.932354] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:46:50.046833] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:46:50.047045] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:46:50.047095] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:46:50.047131] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:46:50.054159] [DEBUG] [FORECASTER] DRD: Forecast T+1@11:T+2@11: DOWN (p=26.97%)
[2025-11-25T10:46:50.054899] [INFO ] [FORECASTER] Completed predict_future for DRD
[2025-11-25T10:46:50.055082] [INFO ] [sig       ] DRD: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:46:50.195562] [INFO ] [LOCAL     ] Saved forecast: DRD	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/DRD.txt
[2025-11-25T10:46:50.195772] [INFO ] [sig       ] [571/2057] Completed DRD in 0.3s | 2.88 sym/s | Total: 3.3m | ETA: 8.6m
[2025-11-25T10:46:50.195831] [INFO ] [sig       ] [572/2057] Forecasting DRH...
[2025-11-25T10:46:50.195875] [INFO ] [sig       ] Generating forecast for: DRH
[2025-11-25T10:46:50.195919] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DRH' from 'https://tdm.silogroup.org/data/derivative_storage/DRH.csv'.
[2025-11-25T10:46:50.208708] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'DRH'.
[2025-11-25T10:46:50.209287] [INFO ] [FORECASTER] Starting predict_future for DRH
[2025-11-25T10:46:50.210171] [DEBUG] [LOCAL     ] No optimal features file found for DRH: ./output/feature-sets/DRH.txt
[2025-11-25T10:46:50.210245] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:46:50.210295] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:46:50.210339] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:46:50.210410] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:46:50.277106] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:46:50.278073] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:46:50.278179] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:46:50.278230] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:46:50.389613] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:46:50.389839] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:46:50.389888] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:46:50.389923] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:46:50.393444] [DEBUG] [FORECASTER] DRH: Forecast T+1@11:T+2@11: DOWN (p=9.89%)
[2025-11-25T10:46:50.393790] [INFO ] [FORECASTER] Completed predict_future for DRH
[2025-11-25T10:46:50.393967] [INFO ] [sig       ] DRH: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:46:50.537210] [INFO ] [LOCAL     ] Saved forecast: DRH	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/DRH.txt
[2025-11-25T10:46:50.537422] [INFO ] [sig       ] [572/2057] Completed DRH in 0.3s | 2.88 sym/s | Total: 3.3m | ETA: 8.6m
[2025-11-25T10:46:50.537480] [INFO ] [sig       ] [573/2057] Forecasting DRI...
[2025-11-25T10:46:50.537525] [INFO ] [sig       ] Generating forecast for: DRI
[2025-11-25T10:46:50.537568] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DRI' from 'https://tdm.silogroup.org/data/derivative_storage/DRI.csv'.
[2025-11-25T10:46:50.550445] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'DRI'.
[2025-11-25T10:46:50.551007] [INFO ] [FORECASTER] Starting predict_future for DRI
[2025-11-25T10:46:50.551893] [DEBUG] [LOCAL     ] No optimal features file found for DRI: ./output/feature-sets/DRI.txt
[2025-11-25T10:46:50.551965] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:46:50.552012] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:46:50.552053] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:46:50.552122] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:46:50.619757] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:46:50.620897] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:46:50.621004] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:46:50.621052] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:46:50.736059] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:46:50.736296] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:46:50.736367] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:46:50.736414] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:46:50.740304] [DEBUG] [FORECASTER] DRI: Forecast T+1@11:T+2@11: DOWN (p=31.52%)
[2025-11-25T10:46:50.740619] [INFO ] [FORECASTER] Completed predict_future for DRI
[2025-11-25T10:46:50.740802] [INFO ] [sig       ] DRI: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:46:50.885913] [INFO ] [LOCAL     ] Saved forecast: DRI	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/DRI.txt
[2025-11-25T10:46:50.886081] [INFO ] [sig       ] [573/2057] Completed DRI in 0.3s | 2.88 sym/s | Total: 3.3m | ETA: 8.6m
[2025-11-25T10:46:50.886147] [INFO ] [sig       ] [574/2057] Forecasting DRLL...
[2025-11-25T10:46:50.886192] [INFO ] [sig       ] Generating forecast for: DRLL
[2025-11-25T10:46:50.886237] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DRLL' from 'https://tdm.silogroup.org/data/derivative_storage/DRLL.csv'.
[2025-11-25T10:46:50.897170] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'DRLL'.
[2025-11-25T10:46:50.897582] [INFO ] [FORECASTER] Starting predict_future for DRLL
[2025-11-25T10:46:50.898400] [DEBUG] [LOCAL     ] No optimal features file found for DRLL: ./output/feature-sets/DRLL.txt
[2025-11-25T10:46:50.898469] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:46:50.898515] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:46:50.898556] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:46:50.898623] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:46:50.964705] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:46:50.965338] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:46:50.965429] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:46:50.965475] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:46:51.069351] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:46:51.069528] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:46:51.069574] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:46:51.069609] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:46:51.073097] [DEBUG] [FORECASTER] DRLL: Forecast T+1@11:T+2@11: DOWN (p=0.45%)
[2025-11-25T10:46:51.073548] [INFO ] [FORECASTER] Completed predict_future for DRLL
[2025-11-25T10:46:51.073792] [INFO ] [sig       ] DRLL: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:46:51.216924] [INFO ] [LOCAL     ] Saved forecast: DRLL	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/DRLL.txt
[2025-11-25T10:46:51.217145] [INFO ] [sig       ] [574/2057] Completed DRLL in 0.3s | 2.88 sym/s | Total: 3.3m | ETA: 8.6m
[2025-11-25T10:46:51.217208] [INFO ] [sig       ] [575/2057] Forecasting DSL...
[2025-11-25T10:46:51.217276] [INFO ] [sig       ] Generating forecast for: DSL
[2025-11-25T10:46:51.217322] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DSL' from 'https://tdm.silogroup.org/data/derivative_storage/DSL.csv'.
[2025-11-25T10:46:51.229074] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'DSL'.
[2025-11-25T10:46:51.229558] [INFO ] [FORECASTER] Starting predict_future for DSL
[2025-11-25T10:46:51.230393] [DEBUG] [LOCAL     ] No optimal features file found for DSL: ./output/feature-sets/DSL.txt
[2025-11-25T10:46:51.230465] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:46:51.230510] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:46:51.230551] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:46:51.230618] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:46:51.295470] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:46:51.296412] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:46:51.296514] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:46:51.296562] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:46:51.403559] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:46:51.403706] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:46:51.403768] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:46:51.403815] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:46:51.406993] [DEBUG] [FORECASTER] DSL: Forecast T+1@11:T+2@11: DOWN (p=31.36%)
[2025-11-25T10:46:51.407326] [INFO ] [FORECASTER] Completed predict_future for DSL
[2025-11-25T10:46:51.407489] [INFO ] [sig       ] DSL: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:46:51.546522] [INFO ] [LOCAL     ] Saved forecast: DSL	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/DSL.txt
[2025-11-25T10:46:51.546692] [INFO ] [sig       ] [575/2057] Completed DSL in 0.3s | 2.88 sym/s | Total: 3.3m | ETA: 8.6m
[2025-11-25T10:46:51.546750] [INFO ] [sig       ] [576/2057] Forecasting DSM...
[2025-11-25T10:46:51.546792] [INFO ] [sig       ] Generating forecast for: DSM
[2025-11-25T10:46:51.546835] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DSM' from 'https://tdm.silogroup.org/data/derivative_storage/DSM.csv'.
[2025-11-25T10:46:51.557091] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'DSM'.
[2025-11-25T10:46:51.557481] [INFO ] [FORECASTER] Starting predict_future for DSM
[2025-11-25T10:46:51.558331] [DEBUG] [LOCAL     ] No optimal features file found for DSM: ./output/feature-sets/DSM.txt
[2025-11-25T10:46:51.558402] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:46:51.558448] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:46:51.558489] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:46:51.558559] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:46:51.625926] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:46:51.626590] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:46:51.626707] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:46:51.626760] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:46:51.735478] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:46:51.735628] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:46:51.735702] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:46:51.735759] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:46:51.739343] [DEBUG] [FORECASTER] DSM: Forecast T+1@11:T+2@11: DOWN (p=28.95%)
[2025-11-25T10:46:51.739780] [INFO ] [FORECASTER] Completed predict_future for DSM
[2025-11-25T10:46:51.740020] [INFO ] [sig       ] DSM: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:46:51.884673] [INFO ] [LOCAL     ] Saved forecast: DSM	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/DSM.txt
[2025-11-25T10:46:51.884833] [INFO ] [sig       ] [576/2057] Completed DSM in 0.3s | 2.88 sym/s | Total: 3.3m | ETA: 8.6m
[2025-11-25T10:46:51.884889] [INFO ] [sig       ] [577/2057] Forecasting DSMC...
[2025-11-25T10:46:51.884934] [INFO ] [sig       ] Generating forecast for: DSMC
[2025-11-25T10:46:51.884977] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DSMC' from 'https://tdm.silogroup.org/data/derivative_storage/DSMC.csv'.
[2025-11-25T10:46:51.899407] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'DSMC'.
[2025-11-25T10:46:51.899862] [INFO ] [FORECASTER] Starting predict_future for DSMC
[2025-11-25T10:46:51.900771] [DEBUG] [LOCAL     ] No optimal features file found for DSMC: ./output/feature-sets/DSMC.txt
[2025-11-25T10:46:51.900844] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:46:51.900892] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:46:51.900934] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:46:51.901005] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:46:51.969498] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:46:51.970260] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:46:51.970363] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:46:51.970412] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:46:52.069544] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:46:52.069745] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:46:52.069822] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:46:52.069872] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:46:52.073335] [DEBUG] [FORECASTER] DSMC: Forecast T+1@11:T+2@11: DOWN (p=46.92%)
[2025-11-25T10:46:52.073668] [INFO ] [FORECASTER] Completed predict_future for DSMC
[2025-11-25T10:46:52.073845] [INFO ] [sig       ] DSMC: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:46:52.227088] [INFO ] [LOCAL     ] Saved forecast: DSMC	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/DSMC.txt
[2025-11-25T10:46:52.227314] [INFO ] [sig       ] [577/2057] Completed DSMC in 0.3s | 2.88 sym/s | Total: 3.3m | ETA: 8.6m
[2025-11-25T10:46:52.227397] [INFO ] [sig       ] [578/2057] Forecasting DSU...
[2025-11-25T10:46:52.227463] [INFO ] [sig       ] Generating forecast for: DSU
[2025-11-25T10:46:52.227533] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DSU' from 'https://tdm.silogroup.org/data/derivative_storage/DSU.csv'.
[2025-11-25T10:46:52.239888] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'DSU'.
[2025-11-25T10:46:52.240242] [INFO ] [FORECASTER] Starting predict_future for DSU
[2025-11-25T10:46:52.241038] [DEBUG] [LOCAL     ] No optimal features file found for DSU: ./output/feature-sets/DSU.txt
[2025-11-25T10:46:52.241108] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:46:52.241153] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:46:52.241194] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:46:52.241263] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:46:52.306281] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:46:52.306937] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:46:52.307048] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:46:52.307106] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:46:52.400084] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:46:52.400233] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:46:52.400276] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:46:52.400332] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:46:52.403584] [DEBUG] [FORECASTER] DSU: Forecast T+1@11:T+2@11: UP (p=54.99%)
[2025-11-25T10:46:52.403926] [INFO ] [FORECASTER] Completed predict_future for DSU
[2025-11-25T10:46:52.404075] [INFO ] [sig       ] DSU: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:46:52.551885] [INFO ] [LOCAL     ] Saved forecast: DSU	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/DSU.txt
[2025-11-25T10:46:52.552040] [INFO ] [sig       ] [578/2057] Completed DSU in 0.3s | 2.88 sym/s | Total: 3.3m | ETA: 8.6m
[2025-11-25T10:46:52.552093] [INFO ] [sig       ] [579/2057] Forecasting DSX...
[2025-11-25T10:46:52.552139] [INFO ] [sig       ] Generating forecast for: DSX
[2025-11-25T10:46:52.552182] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DSX' from 'https://tdm.silogroup.org/data/derivative_storage/DSX.csv'.
[2025-11-25T10:46:52.563959] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'DSX'.
[2025-11-25T10:46:52.564304] [INFO ] [FORECASTER] Starting predict_future for DSX
[2025-11-25T10:46:52.565108] [DEBUG] [LOCAL     ] No optimal features file found for DSX: ./output/feature-sets/DSX.txt
[2025-11-25T10:46:52.565181] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:46:52.565228] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:46:52.565269] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:46:52.565338] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:46:52.630327] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:46:52.631001] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:46:52.631098] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:46:52.631145] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:46:52.732785] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:46:52.732947] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:46:52.732991] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:46:52.733025] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:46:52.736279] [DEBUG] [FORECASTER] DSX: Forecast T+1@11:T+2@11: UP (p=89.04%)
[2025-11-25T10:46:52.736563] [INFO ] [FORECASTER] Completed predict_future for DSX
[2025-11-25T10:46:52.736720] [INFO ] [sig       ] DSX: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:46:52.880766] [INFO ] [LOCAL     ] Saved forecast: DSX	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/DSX.txt
[2025-11-25T10:46:52.880914] [INFO ] [sig       ] [579/2057] Completed DSX in 0.3s | 2.88 sym/s | Total: 3.4m | ETA: 8.6m
[2025-11-25T10:46:52.880971] [INFO ] [sig       ] [580/2057] Forecasting DT...
[2025-11-25T10:46:52.881013] [INFO ] [sig       ] Generating forecast for: DT
[2025-11-25T10:46:52.881058] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DT' from 'https://tdm.silogroup.org/data/derivative_storage/DT.csv'.
[2025-11-25T10:46:52.892673] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'DT'.
[2025-11-25T10:46:52.893033] [INFO ] [FORECASTER] Starting predict_future for DT
[2025-11-25T10:46:52.893830] [DEBUG] [LOCAL     ] No optimal features file found for DT: ./output/feature-sets/DT.txt
[2025-11-25T10:46:52.893899] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:46:52.893944] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:46:52.893983] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:46:52.894051] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:46:52.960096] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:46:52.960959] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:46:52.961052] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:46:52.961099] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:46:53.072742] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:46:53.072912] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:46:53.072957] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:46:53.072990] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:46:53.076264] [DEBUG] [FORECASTER] DT: Forecast T+1@11:T+2@11: UP (p=90.63%)
[2025-11-25T10:46:53.076707] [INFO ] [FORECASTER] Completed predict_future for DT
[2025-11-25T10:46:53.076918] [INFO ] [sig       ] DT: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:46:53.217784] [INFO ] [LOCAL     ] Saved forecast: DT	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/DT.txt
[2025-11-25T10:46:53.218001] [INFO ] [sig       ] [580/2057] Completed DT in 0.3s | 2.88 sym/s | Total: 3.4m | ETA: 8.6m
[2025-11-25T10:46:53.218059] [INFO ] [sig       ] [581/2057] Forecasting DTB...
[2025-11-25T10:46:53.218103] [INFO ] [sig       ] Generating forecast for: DTB
[2025-11-25T10:46:53.218147] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DTB' from 'https://tdm.silogroup.org/data/derivative_storage/DTB.csv'.
[2025-11-25T10:46:53.231508] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'DTB'.
[2025-11-25T10:46:53.231973] [INFO ] [FORECASTER] Starting predict_future for DTB
[2025-11-25T10:46:53.232787] [DEBUG] [LOCAL     ] No optimal features file found for DTB: ./output/feature-sets/DTB.txt
[2025-11-25T10:46:53.232857] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:46:53.232901] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:46:53.232941] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:46:53.233007] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:46:53.299128] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:46:53.299792] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:46:53.299883] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:46:53.299930] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:46:53.381755] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:46:53.381907] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:46:53.381951] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:46:53.381985] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:46:53.385238] [DEBUG] [FORECASTER] DTB: Forecast T+1@11:T+2@11: DOWN (p=11.51%)
[2025-11-25T10:46:53.385517] [INFO ] [FORECASTER] Completed predict_future for DTB
[2025-11-25T10:46:53.385668] [INFO ] [sig       ] DTB: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:46:53.531303] [INFO ] [LOCAL     ] Saved forecast: DTB	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/DTB.txt
[2025-11-25T10:46:53.531459] [INFO ] [sig       ] [581/2057] Completed DTB in 0.3s | 2.88 sym/s | Total: 3.4m | ETA: 8.5m
[2025-11-25T10:46:53.531515] [INFO ] [sig       ] [582/2057] Forecasting DTE...
[2025-11-25T10:46:53.531556] [INFO ] [sig       ] Generating forecast for: DTE
[2025-11-25T10:46:53.531598] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DTE' from 'https://tdm.silogroup.org/data/derivative_storage/DTE.csv'.
[2025-11-25T10:46:53.543942] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'DTE'.
[2025-11-25T10:46:53.544370] [INFO ] [FORECASTER] Starting predict_future for DTE
[2025-11-25T10:46:53.545197] [DEBUG] [LOCAL     ] No optimal features file found for DTE: ./output/feature-sets/DTE.txt
[2025-11-25T10:46:53.545268] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:46:53.545313] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:46:53.545360] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:46:53.545467] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:46:53.613588] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:46:53.614519] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:46:53.614670] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:46:53.614721] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:46:53.704196] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:46:53.704383] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:46:53.704429] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:46:53.704463] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:46:53.708260] [DEBUG] [FORECASTER] DTE: Forecast T+1@11:T+2@11: UP (p=73.19%)
[2025-11-25T10:46:53.708577] [INFO ] [FORECASTER] Completed predict_future for DTE
[2025-11-25T10:46:53.708732] [INFO ] [sig       ] DTE: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:46:53.850940] [INFO ] [LOCAL     ] Saved forecast: DTE	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/DTE.txt
[2025-11-25T10:46:53.851092] [INFO ] [sig       ] [582/2057] Completed DTE in 0.3s | 2.88 sym/s | Total: 3.4m | ETA: 8.5m
[2025-11-25T10:46:53.851145] [INFO ] [sig       ] [583/2057] Forecasting DTG...
[2025-11-25T10:46:53.851187] [INFO ] [sig       ] Generating forecast for: DTG
[2025-11-25T10:46:53.851228] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DTG' from 'https://tdm.silogroup.org/data/derivative_storage/DTG.csv'.
[2025-11-25T10:46:53.863082] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'DTG'.
[2025-11-25T10:46:53.863435] [INFO ] [FORECASTER] Starting predict_future for DTG
[2025-11-25T10:46:53.864242] [DEBUG] [LOCAL     ] No optimal features file found for DTG: ./output/feature-sets/DTG.txt
[2025-11-25T10:46:53.864310] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:46:53.864356] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:46:53.864394] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:46:53.864462] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:46:53.930110] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:46:53.930751] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:46:53.930842] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:46:53.930887] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:46:54.023433] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:46:54.023609] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:46:54.023671] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:46:54.023713] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:46:54.026991] [DEBUG] [FORECASTER] DTG: Forecast T+1@11:T+2@11: DOWN (p=34.93%)
[2025-11-25T10:46:54.027300] [INFO ] [FORECASTER] Completed predict_future for DTG
[2025-11-25T10:46:54.027438] [INFO ] [sig       ] DTG: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:46:54.173625] [INFO ] [LOCAL     ] Saved forecast: DTG	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/DTG.txt
[2025-11-25T10:46:54.174016] [INFO ] [sig       ] [583/2057] Completed DTG in 0.3s | 2.88 sym/s | Total: 3.4m | ETA: 8.5m
[2025-11-25T10:46:54.174072] [INFO ] [sig       ] [584/2057] Forecasting DTM...
[2025-11-25T10:46:54.174111] [INFO ] [sig       ] Generating forecast for: DTM
[2025-11-25T10:46:54.174156] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DTM' from 'https://tdm.silogroup.org/data/derivative_storage/DTM.csv'.
[2025-11-25T10:46:54.186664] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'DTM'.
[2025-11-25T10:46:54.187051] [INFO ] [FORECASTER] Starting predict_future for DTM
[2025-11-25T10:46:54.187901] [DEBUG] [LOCAL     ] No optimal features file found for DTM: ./output/feature-sets/DTM.txt
[2025-11-25T10:46:54.187989] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:46:54.188037] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:46:54.188078] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:46:54.188146] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:46:54.256967] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:46:54.257847] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:46:54.257946] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:46:54.257988] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:46:54.361811] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:46:54.361998] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:46:54.362044] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:46:54.362081] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:46:54.365529] [DEBUG] [FORECASTER] DTM: Forecast T+1@11:T+2@11: UP (p=93.02%)
[2025-11-25T10:46:54.365861] [INFO ] [FORECASTER] Completed predict_future for DTM
[2025-11-25T10:46:54.366037] [INFO ] [sig       ] DTM: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:46:54.507675] [INFO ] [LOCAL     ] Saved forecast: DTM	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/DTM.txt
[2025-11-25T10:46:54.507880] [INFO ] [sig       ] [584/2057] Completed DTM in 0.3s | 2.88 sym/s | Total: 3.4m | ETA: 8.5m
[2025-11-25T10:46:54.507938] [INFO ] [sig       ] [585/2057] Forecasting DTW...
[2025-11-25T10:46:54.507980] [INFO ] [sig       ] Generating forecast for: DTW
[2025-11-25T10:46:54.508022] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DTW' from 'https://tdm.silogroup.org/data/derivative_storage/DTW.csv'.
[2025-11-25T10:46:54.520105] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'DTW'.
[2025-11-25T10:46:54.520504] [INFO ] [FORECASTER] Starting predict_future for DTW
[2025-11-25T10:46:54.521295] [DEBUG] [LOCAL     ] No optimal features file found for DTW: ./output/feature-sets/DTW.txt
[2025-11-25T10:46:54.521365] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:46:54.521412] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:46:54.521452] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:46:54.521521] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:46:54.587854] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:46:54.588521] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:46:54.588615] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:46:54.588680] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:46:54.692272] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:46:54.692422] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:46:54.692465] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:46:54.692498] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:46:54.695793] [DEBUG] [FORECASTER] DTW: Forecast T+1@11:T+2@11: UP (p=98.14%)
[2025-11-25T10:46:54.696081] [INFO ] [FORECASTER] Completed predict_future for DTW
[2025-11-25T10:46:54.696227] [INFO ] [sig       ] DTW: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:46:54.837176] [INFO ] [LOCAL     ] Saved forecast: DTW	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/DTW.txt
[2025-11-25T10:46:54.837353] [INFO ] [sig       ] [585/2057] Completed DTW in 0.3s | 2.88 sym/s | Total: 3.4m | ETA: 8.5m
[2025-11-25T10:46:54.837408] [INFO ] [sig       ] [586/2057] Forecasting DUK...
[2025-11-25T10:46:54.837451] [INFO ] [sig       ] Generating forecast for: DUK
[2025-11-25T10:46:54.837493] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DUK' from 'https://tdm.silogroup.org/data/derivative_storage/DUK.csv'.
[2025-11-25T10:46:54.852349] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'DUK'.
[2025-11-25T10:46:54.852780] [INFO ] [FORECASTER] Starting predict_future for DUK
[2025-11-25T10:46:54.853552] [DEBUG] [LOCAL     ] No optimal features file found for DUK: ./output/feature-sets/DUK.txt
[2025-11-25T10:46:54.853620] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:46:54.853689] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:46:54.853734] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:46:54.853802] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:46:54.918926] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:46:54.919571] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:46:54.919680] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:46:54.919729] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:46:55.028757] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:46:55.028950] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:46:55.028996] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:46:55.029033] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:46:55.032391] [DEBUG] [FORECASTER] DUK: Forecast T+1@11:T+2@11: UP (p=56.60%)
[2025-11-25T10:46:55.032699] [INFO ] [FORECASTER] Completed predict_future for DUK
[2025-11-25T10:46:55.032851] [INFO ] [sig       ] DUK: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:46:55.173333] [INFO ] [LOCAL     ] Saved forecast: DUK	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/DUK.txt
[2025-11-25T10:46:55.173548] [INFO ] [sig       ] [586/2057] Completed DUK in 0.3s | 2.88 sym/s | Total: 3.4m | ETA: 8.5m
[2025-11-25T10:46:55.173603] [INFO ] [sig       ] [587/2057] Forecasting DUKB...
[2025-11-25T10:46:55.173668] [INFO ] [sig       ] Generating forecast for: DUKB
[2025-11-25T10:46:55.173714] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DUKB' from 'https://tdm.silogroup.org/data/derivative_storage/DUKB.csv'.
[2025-11-25T10:46:55.184736] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'DUKB'.
[2025-11-25T10:46:55.185079] [INFO ] [FORECASTER] Starting predict_future for DUKB
[2025-11-25T10:46:55.185868] [DEBUG] [LOCAL     ] No optimal features file found for DUKB: ./output/feature-sets/DUKB.txt
[2025-11-25T10:46:55.185937] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:46:55.185982] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:46:55.186022] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:46:55.186090] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:46:55.250523] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:46:55.251170] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:46:55.251262] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:46:55.251310] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:46:55.347611] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:46:55.347819] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:46:55.347869] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:46:55.347904] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:46:55.351395] [DEBUG] [FORECASTER] DUKB: Forecast T+1@11:T+2@11: DOWN (p=6.14%)
[2025-11-25T10:46:55.351714] [INFO ] [FORECASTER] Completed predict_future for DUKB
[2025-11-25T10:46:55.351880] [INFO ] [sig       ] DUKB: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:46:55.490659] [INFO ] [LOCAL     ] Saved forecast: DUKB	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/DUKB.txt
[2025-11-25T10:46:55.490817] [INFO ] [sig       ] [587/2057] Completed DUKB in 0.3s | 2.88 sym/s | Total: 3.4m | ETA: 8.5m
[2025-11-25T10:46:55.490874] [INFO ] [sig       ] [588/2057] Forecasting DV...
[2025-11-25T10:46:55.490919] [INFO ] [sig       ] Generating forecast for: DV
[2025-11-25T10:46:55.490961] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DV' from 'https://tdm.silogroup.org/data/derivative_storage/DV.csv'.
[2025-11-25T10:46:55.502380] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'DV'.
[2025-11-25T10:46:55.502884] [INFO ] [FORECASTER] Starting predict_future for DV
[2025-11-25T10:46:55.503721] [DEBUG] [LOCAL     ] No optimal features file found for DV: ./output/feature-sets/DV.txt
[2025-11-25T10:46:55.503800] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:46:55.503856] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:46:55.503900] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:46:55.503971] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:46:55.571326] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:46:55.572257] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:46:55.572370] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:46:55.572418] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:46:55.683957] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:46:55.684161] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:46:55.684210] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:46:55.684246] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:46:55.687827] [DEBUG] [FORECASTER] DV: Forecast T+1@11:T+2@11: DOWN (p=16.64%)
[2025-11-25T10:46:55.688115] [INFO ] [FORECASTER] Completed predict_future for DV
[2025-11-25T10:46:55.688268] [INFO ] [sig       ] DV: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:46:55.834950] [INFO ] [LOCAL     ] Saved forecast: DV	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/DV.txt
[2025-11-25T10:46:55.835128] [INFO ] [sig       ] [588/2057] Completed DV in 0.3s | 2.88 sym/s | Total: 3.4m | ETA: 8.5m
[2025-11-25T10:46:55.835184] [INFO ] [sig       ] [589/2057] Forecasting DVA...
[2025-11-25T10:46:55.835227] [INFO ] [sig       ] Generating forecast for: DVA
[2025-11-25T10:46:55.835269] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DVA' from 'https://tdm.silogroup.org/data/derivative_storage/DVA.csv'.
[2025-11-25T10:46:55.846204] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'DVA'.
[2025-11-25T10:46:55.846612] [INFO ] [FORECASTER] Starting predict_future for DVA
[2025-11-25T10:46:55.847444] [DEBUG] [LOCAL     ] No optimal features file found for DVA: ./output/feature-sets/DVA.txt
[2025-11-25T10:46:55.847517] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:46:55.847555] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:46:55.847591] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:46:55.847678] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:46:55.914031] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:46:55.914944] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:46:55.915050] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:46:55.915098] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:46:56.016301] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:46:56.016504] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:46:56.016551] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:46:56.016586] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:46:56.020077] [DEBUG] [FORECASTER] DVA: Forecast T+1@11:T+2@11: DOWN (p=27.74%)
[2025-11-25T10:46:56.020396] [INFO ] [FORECASTER] Completed predict_future for DVA
[2025-11-25T10:46:56.020606] [INFO ] [sig       ] DVA: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:46:56.163215] [INFO ] [LOCAL     ] Saved forecast: DVA	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/DVA.txt
[2025-11-25T10:46:56.163405] [INFO ] [sig       ] [589/2057] Completed DVA in 0.3s | 2.88 sym/s | Total: 3.4m | ETA: 8.5m
[2025-11-25T10:46:56.163463] [INFO ] [sig       ] [590/2057] Forecasting DVN...
[2025-11-25T10:46:56.163507] [INFO ] [sig       ] Generating forecast for: DVN
[2025-11-25T10:46:56.163549] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DVN' from 'https://tdm.silogroup.org/data/derivative_storage/DVN.csv'.
[2025-11-25T10:46:56.175306] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'DVN'.
[2025-11-25T10:46:56.175750] [INFO ] [FORECASTER] Starting predict_future for DVN
[2025-11-25T10:46:56.176527] [DEBUG] [LOCAL     ] No optimal features file found for DVN: ./output/feature-sets/DVN.txt
[2025-11-25T10:46:56.176598] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:46:56.176662] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:46:56.176705] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:46:56.176773] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:46:56.242975] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:46:56.243859] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:46:56.243959] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:46:56.244007] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:46:56.349138] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:46:56.349292] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:46:56.349337] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:46:56.349372] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:46:56.352675] [DEBUG] [FORECASTER] DVN: Forecast T+1@11:T+2@11: DOWN (p=31.22%)
[2025-11-25T10:46:56.352979] [INFO ] [FORECASTER] Completed predict_future for DVN
[2025-11-25T10:46:56.353136] [INFO ] [sig       ] DVN: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:46:56.496998] [INFO ] [LOCAL     ] Saved forecast: DVN	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/DVN.txt
[2025-11-25T10:46:56.497169] [INFO ] [sig       ] [590/2057] Completed DVN in 0.3s | 2.88 sym/s | Total: 3.4m | ETA: 8.5m
[2025-11-25T10:46:56.497221] [INFO ] [sig       ] [591/2057] Forecasting DX...
[2025-11-25T10:46:56.497264] [INFO ] [sig       ] Generating forecast for: DX
[2025-11-25T10:46:56.497302] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DX' from 'https://tdm.silogroup.org/data/derivative_storage/DX.csv'.
[2025-11-25T10:46:56.509635] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'DX'.
[2025-11-25T10:46:56.510030] [INFO ] [FORECASTER] Starting predict_future for DX
[2025-11-25T10:46:56.510826] [DEBUG] [LOCAL     ] No optimal features file found for DX: ./output/feature-sets/DX.txt
[2025-11-25T10:46:56.510894] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:46:56.510941] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:46:56.510981] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:46:56.511048] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:46:56.586319] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:46:56.587321] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:46:56.587425] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:46:56.587477] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:46:56.693026] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:46:56.693224] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:46:56.693273] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:46:56.693350] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:46:56.696834] [DEBUG] [FORECASTER] DX: Forecast T+1@11:T+2@11: UP (p=64.14%)
[2025-11-25T10:46:56.700848] [INFO ] [FORECASTER] Completed predict_future for DX
[2025-11-25T10:46:56.701062] [INFO ] [sig       ] DX: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:46:56.843183] [INFO ] [LOCAL     ] Saved forecast: DX	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/DX.txt
[2025-11-25T10:46:56.843353] [INFO ] [sig       ] [591/2057] Completed DX in 0.3s | 2.88 sym/s | Total: 3.4m | ETA: 8.5m
[2025-11-25T10:46:56.843408] [INFO ] [sig       ] [592/2057] Forecasting DXC...
[2025-11-25T10:46:56.843444] [INFO ] [sig       ] Generating forecast for: DXC
[2025-11-25T10:46:56.843489] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DXC' from 'https://tdm.silogroup.org/data/derivative_storage/DXC.csv'.
[2025-11-25T10:46:56.860041] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'DXC'.
[2025-11-25T10:46:56.860529] [INFO ] [FORECASTER] Starting predict_future for DXC
[2025-11-25T10:46:56.861501] [DEBUG] [LOCAL     ] No optimal features file found for DXC: ./output/feature-sets/DXC.txt
[2025-11-25T10:46:56.861585] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:46:56.861666] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:46:56.861731] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:46:56.861826] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:46:56.935360] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:46:56.936330] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:46:56.936445] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:46:56.936497] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:46:57.060470] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:46:57.060684] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:46:57.060761] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:46:57.060807] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:46:57.064475] [DEBUG] [FORECASTER] DXC: Forecast T+1@11:T+2@11: DOWN (p=45.43%)
[2025-11-25T10:46:57.064817] [INFO ] [FORECASTER] Completed predict_future for DXC
[2025-11-25T10:46:57.065000] [INFO ] [sig       ] DXC: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:46:57.208772] [INFO ] [LOCAL     ] Saved forecast: DXC	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/DXC.txt
[2025-11-25T10:46:57.208944] [INFO ] [sig       ] [592/2057] Completed DXC in 0.4s | 2.88 sym/s | Total: 3.4m | ETA: 8.5m
[2025-11-25T10:46:57.209002] [INFO ] [sig       ] [593/2057] Forecasting DY...
[2025-11-25T10:46:57.209051] [INFO ] [sig       ] Generating forecast for: DY
[2025-11-25T10:46:57.209095] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DY' from 'https://tdm.silogroup.org/data/derivative_storage/DY.csv'.
[2025-11-25T10:46:57.221603] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'DY'.
[2025-11-25T10:46:57.221995] [INFO ] [FORECASTER] Starting predict_future for DY
[2025-11-25T10:46:57.222896] [DEBUG] [LOCAL     ] No optimal features file found for DY: ./output/feature-sets/DY.txt
[2025-11-25T10:46:57.222968] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:46:57.223015] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:46:57.223056] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:46:57.223124] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:46:57.288066] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:46:57.288779] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:46:57.288893] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:46:57.288955] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:46:57.422669] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:46:57.422873] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:46:57.422920] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:46:57.422955] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:46:57.426857] [DEBUG] [FORECASTER] DY: Forecast T+1@11:T+2@11: DOWN (p=12.50%)
[2025-11-25T10:46:57.427196] [INFO ] [FORECASTER] Completed predict_future for DY
[2025-11-25T10:46:57.427335] [INFO ] [sig       ] DY: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:46:57.566959] [INFO ] [LOCAL     ] Saved forecast: DY	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/DY.txt
[2025-11-25T10:46:57.567236] [INFO ] [sig       ] [593/2057] Completed DY in 0.4s | 2.88 sym/s | Total: 3.4m | ETA: 8.5m
[2025-11-25T10:46:57.567310] [INFO ] [sig       ] [594/2057] Forecasting E...
[2025-11-25T10:46:57.567356] [INFO ] [sig       ] Generating forecast for: E
[2025-11-25T10:46:57.567397] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'E' from 'https://tdm.silogroup.org/data/derivative_storage/E.csv'.
[2025-11-25T10:46:57.578887] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'E'.
[2025-11-25T10:46:57.579241] [INFO ] [FORECASTER] Starting predict_future for E
[2025-11-25T10:46:57.580046] [DEBUG] [LOCAL     ] No optimal features file found for E: ./output/feature-sets/E.txt
[2025-11-25T10:46:57.580114] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:46:57.580159] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:46:57.580199] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:46:57.580268] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:46:57.645365] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:46:57.646038] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:46:57.646129] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:46:57.646172] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:46:57.737592] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:46:57.737791] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:46:57.737852] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:46:57.737897] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:46:57.741254] [DEBUG] [FORECASTER] E: Forecast T+1@11:T+2@11: UP (p=72.98%)
[2025-11-25T10:46:57.741548] [INFO ] [FORECASTER] Completed predict_future for E
[2025-11-25T10:46:57.741713] [INFO ] [sig       ] E: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:46:57.884848] [INFO ] [LOCAL     ] Saved forecast: E	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/E.txt
[2025-11-25T10:46:57.885006] [INFO ] [sig       ] [594/2057] Completed E in 0.3s | 2.88 sym/s | Total: 3.4m | ETA: 8.5m
[2025-11-25T10:46:57.885059] [INFO ] [sig       ] [595/2057] Forecasting EAF...
[2025-11-25T10:46:57.885101] [INFO ] [sig       ] Generating forecast for: EAF
[2025-11-25T10:46:57.885140] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EAF' from 'https://tdm.silogroup.org/data/derivative_storage/EAF.csv'.
[2025-11-25T10:46:57.896097] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'EAF'.
[2025-11-25T10:46:57.896451] [INFO ] [FORECASTER] Starting predict_future for EAF
[2025-11-25T10:46:57.897271] [DEBUG] [LOCAL     ] No optimal features file found for EAF: ./output/feature-sets/EAF.txt
[2025-11-25T10:46:57.897341] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:46:57.897387] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:46:57.897428] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:46:57.897530] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:46:57.963485] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:46:57.964372] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:46:57.964469] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:46:57.964517] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:46:58.060712] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:46:58.060878] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:46:58.060923] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:46:58.060958] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:46:58.064275] [DEBUG] [FORECASTER] EAF: Forecast T+1@11:T+2@11: DOWN (p=17.01%)
[2025-11-25T10:46:58.064556] [INFO ] [FORECASTER] Completed predict_future for EAF
[2025-11-25T10:46:58.064708] [INFO ] [sig       ] EAF: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:46:58.205173] [INFO ] [LOCAL     ] Saved forecast: EAF	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/EAF.txt
[2025-11-25T10:46:58.205313] [INFO ] [sig       ] [595/2057] Completed EAF in 0.3s | 2.88 sym/s | Total: 3.4m | ETA: 8.5m
[2025-11-25T10:46:58.205368] [INFO ] [sig       ] [596/2057] Forecasting EAI...
[2025-11-25T10:46:58.205411] [INFO ] [sig       ] Generating forecast for: EAI
[2025-11-25T10:46:58.205451] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EAI' from 'https://tdm.silogroup.org/data/derivative_storage/EAI.csv'.
[2025-11-25T10:46:58.215391] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'EAI'.
[2025-11-25T10:46:58.215785] [INFO ] [FORECASTER] Starting predict_future for EAI
[2025-11-25T10:46:58.216578] [DEBUG] [LOCAL     ] No optimal features file found for EAI: ./output/feature-sets/EAI.txt
[2025-11-25T10:46:58.216670] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:46:58.216719] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:46:58.216760] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:46:58.216827] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:46:58.283035] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:46:58.283723] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:46:58.283815] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:46:58.283861] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:46:58.375271] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:46:58.375459] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:46:58.375515] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:46:58.375558] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:46:58.378975] [DEBUG] [FORECASTER] EAI: Forecast T+1@11:T+2@11: UP (p=88.51%)
[2025-11-25T10:46:58.379339] [INFO ] [FORECASTER] Completed predict_future for EAI
[2025-11-25T10:46:58.379550] [INFO ] [sig       ] EAI: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:46:58.521716] [INFO ] [LOCAL     ] Saved forecast: EAI	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/EAI.txt
[2025-11-25T10:46:58.521896] [INFO ] [sig       ] [596/2057] Completed EAI in 0.3s | 2.88 sym/s | Total: 3.4m | ETA: 8.4m
[2025-11-25T10:46:58.521949] [INFO ] [sig       ] [597/2057] Forecasting EARN...
[2025-11-25T10:46:58.521993] [INFO ] [sig       ] Generating forecast for: EARN
[2025-11-25T10:46:58.522035] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EARN' from 'https://tdm.silogroup.org/data/derivative_storage/EARN.csv'.
[2025-11-25T10:46:58.533519] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'EARN'.
[2025-11-25T10:46:58.533922] [INFO ] [FORECASTER] Starting predict_future for EARN
[2025-11-25T10:46:58.534712] [DEBUG] [LOCAL     ] No optimal features file found for EARN: ./output/feature-sets/EARN.txt
[2025-11-25T10:46:58.534796] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:46:58.534842] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:46:58.534883] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:46:58.534950] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:46:58.601009] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:46:58.601700] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:46:58.601792] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:46:58.601839] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:46:58.697523] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:46:58.697727] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:46:58.697779] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:46:58.697815] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:46:58.701207] [DEBUG] [FORECASTER] EARN: Forecast T+1@11:T+2@11: UP (p=69.17%)
[2025-11-25T10:46:58.701494] [INFO ] [FORECASTER] Completed predict_future for EARN
[2025-11-25T10:46:58.701625] [INFO ] [sig       ] EARN: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:46:58.843032] [INFO ] [LOCAL     ] Saved forecast: EARN	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/EARN.txt
[2025-11-25T10:46:58.843210] [INFO ] [sig       ] [597/2057] Completed EARN in 0.3s | 2.88 sym/s | Total: 3.5m | ETA: 8.4m
[2025-11-25T10:46:58.843263] [INFO ] [sig       ] [598/2057] Forecasting EAT...
[2025-11-25T10:46:58.843305] [INFO ] [sig       ] Generating forecast for: EAT
[2025-11-25T10:46:58.843351] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EAT' from 'https://tdm.silogroup.org/data/derivative_storage/EAT.csv'.
[2025-11-25T10:46:58.854701] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'EAT'.
[2025-11-25T10:46:58.855048] [INFO ] [FORECASTER] Starting predict_future for EAT
[2025-11-25T10:46:58.855826] [DEBUG] [LOCAL     ] No optimal features file found for EAT: ./output/feature-sets/EAT.txt
[2025-11-25T10:46:58.855894] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:46:58.855940] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:46:58.855980] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:46:58.856046] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:46:58.920528] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:46:58.921168] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:46:58.921260] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:46:58.921309] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:46:59.041245] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:46:59.041469] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:46:59.041519] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:46:59.041555] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:46:59.045120] [DEBUG] [FORECASTER] EAT: Forecast T+1@11:T+2@11: UP (p=87.68%)
[2025-11-25T10:46:59.045593] [INFO ] [FORECASTER] Completed predict_future for EAT
[2025-11-25T10:46:59.045838] [INFO ] [sig       ] EAT: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:46:59.189761] [INFO ] [LOCAL     ] Saved forecast: EAT	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/EAT.txt
[2025-11-25T10:46:59.189916] [INFO ] [sig       ] [598/2057] Completed EAT in 0.3s | 2.88 sym/s | Total: 3.5m | ETA: 8.4m
[2025-11-25T10:46:59.189971] [INFO ] [sig       ] [599/2057] Forecasting EB...
[2025-11-25T10:46:59.190015] [INFO ] [sig       ] Generating forecast for: EB
[2025-11-25T10:46:59.190058] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EB' from 'https://tdm.silogroup.org/data/derivative_storage/EB.csv'.
[2025-11-25T10:46:59.201770] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'EB'.
[2025-11-25T10:46:59.202141] [INFO ] [FORECASTER] Starting predict_future for EB
[2025-11-25T10:46:59.202981] [DEBUG] [LOCAL     ] No optimal features file found for EB: ./output/feature-sets/EB.txt
[2025-11-25T10:46:59.203052] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:46:59.203098] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:46:59.203137] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:46:59.203206] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:46:59.271814] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:46:59.272523] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:46:59.272620] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:46:59.272686] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:46:59.377578] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:46:59.377753] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:46:59.377820] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:46:59.377865] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:46:59.381196] [DEBUG] [FORECASTER] EB: Forecast T+1@11:T+2@11: DOWN (p=32.11%)
[2025-11-25T10:46:59.381507] [INFO ] [FORECASTER] Completed predict_future for EB
[2025-11-25T10:46:59.381683] [INFO ] [sig       ] EB: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:46:59.525099] [INFO ] [LOCAL     ] Saved forecast: EB	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/EB.txt
[2025-11-25T10:46:59.525245] [INFO ] [sig       ] [599/2057] Completed EB in 0.3s | 2.88 sym/s | Total: 3.5m | ETA: 8.4m
[2025-11-25T10:46:59.525301] [INFO ] [sig       ] [600/2057] Forecasting EBF...
[2025-11-25T10:46:59.525344] [INFO ] [sig       ] Generating forecast for: EBF
[2025-11-25T10:46:59.525387] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EBF' from 'https://tdm.silogroup.org/data/derivative_storage/EBF.csv'.
[2025-11-25T10:46:59.536887] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'EBF'.
[2025-11-25T10:46:59.537272] [INFO ] [FORECASTER] Starting predict_future for EBF
[2025-11-25T10:46:59.538097] [DEBUG] [LOCAL     ] No optimal features file found for EBF: ./output/feature-sets/EBF.txt
[2025-11-25T10:46:59.538169] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:46:59.538214] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:46:59.538255] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:46:59.538323] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:46:59.605607] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:46:59.606270] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:46:59.606363] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:46:59.606410] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:46:59.724995] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:46:59.725191] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:46:59.725240] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:46:59.725276] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:46:59.729052] [DEBUG] [FORECASTER] EBF: Forecast T+1@11:T+2@11: DOWN (p=16.51%)
[2025-11-25T10:46:59.729376] [INFO ] [FORECASTER] Completed predict_future for EBF
[2025-11-25T10:46:59.729533] [INFO ] [sig       ] EBF: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:46:59.874616] [INFO ] [LOCAL     ] Saved forecast: EBF	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/EBF.txt
[2025-11-25T10:46:59.875026] [INFO ] [sig       ] [600/2057] Completed EBF in 0.3s | 2.88 sym/s | Total: 3.5m | ETA: 8.4m
[2025-11-25T10:46:59.875096] [INFO ] [sig       ] [601/2057] Forecasting EBS...
[2025-11-25T10:46:59.875156] [INFO ] [sig       ] Generating forecast for: EBS
[2025-11-25T10:46:59.875211] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EBS' from 'https://tdm.silogroup.org/data/derivative_storage/EBS.csv'.
[2025-11-25T10:46:59.888757] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'EBS'.
[2025-11-25T10:46:59.889274] [INFO ] [FORECASTER] Starting predict_future for EBS
[2025-11-25T10:46:59.890379] [DEBUG] [LOCAL     ] No optimal features file found for EBS: ./output/feature-sets/EBS.txt
[2025-11-25T10:46:59.890458] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:46:59.890531] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:46:59.890595] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:46:59.890911] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:46:59.956758] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:46:59.957779] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:46:59.957905] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:46:59.957978] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:47:00.070461] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:47:00.070884] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:47:00.070941] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:47:00.070979] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:47:00.074691] [DEBUG] [FORECASTER] EBS: Forecast T+1@11:T+2@11: DOWN (p=4.90%)
[2025-11-25T10:47:00.075012] [INFO ] [FORECASTER] Completed predict_future for EBS
[2025-11-25T10:47:00.075167] [INFO ] [sig       ] EBS: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:47:00.217564] [INFO ] [LOCAL     ] Saved forecast: EBS	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/EBS.txt
[2025-11-25T10:47:00.217774] [INFO ] [sig       ] [601/2057] Completed EBS in 0.3s | 2.88 sym/s | Total: 3.5m | ETA: 8.4m
[2025-11-25T10:47:00.217830] [INFO ] [sig       ] [602/2057] Forecasting EC...
[2025-11-25T10:47:00.217874] [INFO ] [sig       ] Generating forecast for: EC
[2025-11-25T10:47:00.217910] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EC' from 'https://tdm.silogroup.org/data/derivative_storage/EC.csv'.
[2025-11-25T10:47:00.229319] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'EC'.
[2025-11-25T10:47:00.229812] [INFO ] [FORECASTER] Starting predict_future for EC
[2025-11-25T10:47:00.230601] [DEBUG] [LOCAL     ] No optimal features file found for EC: ./output/feature-sets/EC.txt
[2025-11-25T10:47:00.230692] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:47:00.230741] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:47:00.230782] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:47:00.230844] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:47:00.298029] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:47:00.298944] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:47:00.299054] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:47:00.299104] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:47:00.939973] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:47:00.940201] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:47:00.940420] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:47:00.940530] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:47:00.944129] [DEBUG] [FORECASTER] EC: Forecast T+1@11:T+2@11: DOWN (p=32.82%)
[2025-11-25T10:47:00.944494] [INFO ] [FORECASTER] Completed predict_future for EC
[2025-11-25T10:47:00.944757] [INFO ] [sig       ] EC: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:47:01.085378] [INFO ] [LOCAL     ] Saved forecast: EC	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/EC.txt
[2025-11-25T10:47:01.085572] [INFO ] [sig       ] [602/2057] Completed EC in 0.9s | 2.88 sym/s | Total: 3.5m | ETA: 8.4m
[2025-11-25T10:47:01.085626] [INFO ] [sig       ] [603/2057] Forecasting ECAT...
[2025-11-25T10:47:01.085702] [INFO ] [sig       ] Generating forecast for: ECAT
[2025-11-25T10:47:01.085747] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ECAT' from 'https://tdm.silogroup.org/data/derivative_storage/ECAT.csv'.
[2025-11-25T10:47:01.097874] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'ECAT'.
[2025-11-25T10:47:01.098368] [INFO ] [FORECASTER] Starting predict_future for ECAT
[2025-11-25T10:47:01.099210] [DEBUG] [LOCAL     ] No optimal features file found for ECAT: ./output/feature-sets/ECAT.txt
[2025-11-25T10:47:01.099283] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:47:01.099329] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:47:01.099370] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:47:01.099438] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:47:01.167160] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:47:01.168230] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:47:01.168346] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:47:01.168395] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:47:01.285966] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:47:01.286171] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:47:01.286218] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:47:01.286253] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:47:01.289810] [DEBUG] [FORECASTER] ECAT: Forecast T+1@11:T+2@11: UP (p=97.97%)
[2025-11-25T10:47:01.290140] [INFO ] [FORECASTER] Completed predict_future for ECAT
[2025-11-25T10:47:01.290298] [INFO ] [sig       ] ECAT: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:47:01.435778] [INFO ] [LOCAL     ] Saved forecast: ECAT	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/ECAT.txt
[2025-11-25T10:47:01.436144] [INFO ] [sig       ] [603/2057] Completed ECAT in 0.4s | 2.87 sym/s | Total: 3.5m | ETA: 8.4m
[2025-11-25T10:47:01.436197] [INFO ] [sig       ] [604/2057] Forecasting ECC...
[2025-11-25T10:47:01.436238] [INFO ] [sig       ] Generating forecast for: ECC
[2025-11-25T10:47:01.436279] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ECC' from 'https://tdm.silogroup.org/data/derivative_storage/ECC.csv'.
[2025-11-25T10:47:01.446945] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'ECC'.
[2025-11-25T10:47:01.447393] [INFO ] [FORECASTER] Starting predict_future for ECC
[2025-11-25T10:47:01.448195] [DEBUG] [LOCAL     ] No optimal features file found for ECC: ./output/feature-sets/ECC.txt
[2025-11-25T10:47:01.448264] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:47:01.448310] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:47:01.448351] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:47:01.448428] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:47:01.516562] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:47:01.517497] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:47:01.517600] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:47:01.517668] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:47:01.622381] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:47:01.622581] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:47:01.622673] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:47:01.622720] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:47:01.626111] [DEBUG] [FORECASTER] ECC: Forecast T+1@11:T+2@11: UP (p=91.41%)
[2025-11-25T10:47:01.626397] [INFO ] [FORECASTER] Completed predict_future for ECC
[2025-11-25T10:47:01.626551] [INFO ] [sig       ] ECC: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:47:01.770372] [INFO ] [LOCAL     ] Saved forecast: ECC	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/ECC.txt
[2025-11-25T10:47:01.770554] [INFO ] [sig       ] [604/2057] Completed ECC in 0.3s | 2.88 sym/s | Total: 3.5m | ETA: 8.4m
[2025-11-25T10:47:01.770610] [INFO ] [sig       ] [605/2057] Forecasting ECL...
[2025-11-25T10:47:01.770675] [INFO ] [sig       ] Generating forecast for: ECL
[2025-11-25T10:47:01.770722] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ECL' from 'https://tdm.silogroup.org/data/derivative_storage/ECL.csv'.
[2025-11-25T10:47:01.783262] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'ECL'.
[2025-11-25T10:47:01.783915] [INFO ] [FORECASTER] Starting predict_future for ECL
[2025-11-25T10:47:01.784785] [DEBUG] [LOCAL     ] No optimal features file found for ECL: ./output/feature-sets/ECL.txt
[2025-11-25T10:47:01.784855] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:47:01.784902] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:47:01.784942] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:47:01.785010] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:47:01.851328] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:47:01.852326] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:47:01.852426] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:47:01.852476] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:47:01.957694] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:47:01.957865] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:47:01.957912] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:47:01.957947] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:47:01.961334] [DEBUG] [FORECASTER] ECL: Forecast T+1@11:T+2@11: UP (p=99.09%)
[2025-11-25T10:47:01.961620] [INFO ] [FORECASTER] Completed predict_future for ECL
[2025-11-25T10:47:01.961777] [INFO ] [sig       ] ECL: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:47:02.100868] [INFO ] [LOCAL     ] Saved forecast: ECL	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/ECL.txt
[2025-11-25T10:47:02.101019] [INFO ] [sig       ] [605/2057] Completed ECL in 0.3s | 2.88 sym/s | Total: 3.5m | ETA: 8.4m
[2025-11-25T10:47:02.101071] [INFO ] [sig       ] [606/2057] Forecasting ECVT...
[2025-11-25T10:47:02.101113] [INFO ] [sig       ] Generating forecast for: ECVT
[2025-11-25T10:47:02.101155] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ECVT' from 'https://tdm.silogroup.org/data/derivative_storage/ECVT.csv'.
[2025-11-25T10:47:02.113672] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'ECVT'.
[2025-11-25T10:47:02.114207] [INFO ] [FORECASTER] Starting predict_future for ECVT
[2025-11-25T10:47:02.115117] [DEBUG] [LOCAL     ] No optimal features file found for ECVT: ./output/feature-sets/ECVT.txt
[2025-11-25T10:47:02.115195] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:47:02.115243] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:47:02.115285] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:47:02.115356] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:47:02.181234] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:47:02.182250] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:47:02.182386] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:47:02.182437] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:47:02.304819] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:47:02.305036] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:47:02.305084] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:47:02.305119] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:47:02.308716] [DEBUG] [FORECASTER] ECVT: Forecast T+1@11:T+2@11: DOWN (p=5.83%)
[2025-11-25T10:47:02.309038] [INFO ] [FORECASTER] Completed predict_future for ECVT
[2025-11-25T10:47:02.309221] [INFO ] [sig       ] ECVT: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:47:02.458680] [INFO ] [LOCAL     ] Saved forecast: ECVT	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/ECVT.txt
[2025-11-25T10:47:02.458920] [INFO ] [sig       ] [606/2057] Completed ECVT in 0.4s | 2.88 sym/s | Total: 3.5m | ETA: 8.4m
[2025-11-25T10:47:02.458983] [INFO ] [sig       ] [607/2057] Forecasting ED...
[2025-11-25T10:47:02.459028] [INFO ] [sig       ] Generating forecast for: ED
[2025-11-25T10:47:02.459072] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ED' from 'https://tdm.silogroup.org/data/derivative_storage/ED.csv'.
[2025-11-25T10:47:02.471936] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'ED'.
[2025-11-25T10:47:02.472434] [INFO ] [FORECASTER] Starting predict_future for ED
[2025-11-25T10:47:02.473405] [DEBUG] [LOCAL     ] No optimal features file found for ED: ./output/feature-sets/ED.txt
[2025-11-25T10:47:02.473490] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:47:02.473551] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:47:02.473606] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:47:02.473720] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:47:02.544440] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:47:02.545456] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:47:02.545577] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:47:02.545629] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:47:02.661752] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:47:02.661979] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:47:02.662028] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:47:02.662062] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:47:02.665657] [DEBUG] [FORECASTER] ED: Forecast T+1@11:T+2@11: UP (p=97.90%)
[2025-11-25T10:47:02.666020] [INFO ] [FORECASTER] Completed predict_future for ED
[2025-11-25T10:47:02.666206] [INFO ] [sig       ] ED: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:47:02.811049] [INFO ] [LOCAL     ] Saved forecast: ED	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/ED.txt
[2025-11-25T10:47:02.811245] [INFO ] [sig       ] [607/2057] Completed ED in 0.4s | 2.88 sym/s | Total: 3.5m | ETA: 8.4m
[2025-11-25T10:47:02.811300] [INFO ] [sig       ] [608/2057] Forecasting EDD...
[2025-11-25T10:47:02.811346] [INFO ] [sig       ] Generating forecast for: EDD
[2025-11-25T10:47:02.811388] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EDD' from 'https://tdm.silogroup.org/data/derivative_storage/EDD.csv'.
[2025-11-25T10:47:02.824713] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'EDD'.
[2025-11-25T10:47:02.825164] [INFO ] [FORECASTER] Starting predict_future for EDD
[2025-11-25T10:47:02.825984] [DEBUG] [LOCAL     ] No optimal features file found for EDD: ./output/feature-sets/EDD.txt
[2025-11-25T10:47:02.826055] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:47:02.826100] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:47:02.826159] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:47:02.826231] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:47:02.892392] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:47:02.893327] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:47:02.893429] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:47:02.893476] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:47:02.996747] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:47:02.996951] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:47:02.996998] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:47:02.997059] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:47:03.000524] [DEBUG] [FORECASTER] EDD: Forecast T+1@11:T+2@11: DOWN (p=8.84%)
[2025-11-25T10:47:03.000849] [INFO ] [FORECASTER] Completed predict_future for EDD
[2025-11-25T10:47:03.001006] [INFO ] [sig       ] EDD: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:47:03.144262] [INFO ] [LOCAL     ] Saved forecast: EDD	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/EDD.txt
[2025-11-25T10:47:03.144453] [INFO ] [sig       ] [608/2057] Completed EDD in 0.3s | 2.88 sym/s | Total: 3.5m | ETA: 8.4m
[2025-11-25T10:47:03.144508] [INFO ] [sig       ] [609/2057] Forecasting EDF...
[2025-11-25T10:47:03.144552] [INFO ] [sig       ] Generating forecast for: EDF
[2025-11-25T10:47:03.144601] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EDF' from 'https://tdm.silogroup.org/data/derivative_storage/EDF.csv'.
[2025-11-25T10:47:03.155982] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'EDF'.
[2025-11-25T10:47:03.156430] [INFO ] [FORECASTER] Starting predict_future for EDF
[2025-11-25T10:47:03.157308] [DEBUG] [LOCAL     ] No optimal features file found for EDF: ./output/feature-sets/EDF.txt
[2025-11-25T10:47:03.157381] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:47:03.157427] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:47:03.157468] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:47:03.157537] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:47:03.222758] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:47:03.223705] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:47:03.223807] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:47:03.223854] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:47:03.325136] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:47:03.325330] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:47:03.325377] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:47:03.325411] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:47:03.328889] [DEBUG] [FORECASTER] EDF: Forecast T+1@11:T+2@11: UP (p=72.34%)
[2025-11-25T10:47:03.329204] [INFO ] [FORECASTER] Completed predict_future for EDF
[2025-11-25T10:47:03.329363] [INFO ] [sig       ] EDF: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:47:03.474136] [INFO ] [LOCAL     ] Saved forecast: EDF	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/EDF.txt
[2025-11-25T10:47:03.474338] [INFO ] [sig       ] [609/2057] Completed EDF in 0.3s | 2.88 sym/s | Total: 3.5m | ETA: 8.4m
[2025-11-25T10:47:03.474393] [INFO ] [sig       ] [610/2057] Forecasting EDN...
[2025-11-25T10:47:03.474436] [INFO ] [sig       ] Generating forecast for: EDN
[2025-11-25T10:47:03.474477] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EDN' from 'https://tdm.silogroup.org/data/derivative_storage/EDN.csv'.
[2025-11-25T10:47:03.486294] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'EDN'.
[2025-11-25T10:47:03.486772] [INFO ] [FORECASTER] Starting predict_future for EDN
[2025-11-25T10:47:03.487626] [DEBUG] [LOCAL     ] No optimal features file found for EDN: ./output/feature-sets/EDN.txt
[2025-11-25T10:47:03.487719] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:47:03.487766] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:47:03.487808] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:47:03.487878] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:47:03.555463] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:47:03.556420] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:47:03.556525] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:47:03.556577] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:47:03.666842] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:47:03.667074] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:47:03.667132] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:47:03.667174] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:47:03.670743] [DEBUG] [FORECASTER] EDN: Forecast T+1@11:T+2@11: DOWN (p=14.67%)
[2025-11-25T10:47:03.671085] [INFO ] [FORECASTER] Completed predict_future for EDN
[2025-11-25T10:47:03.671237] [INFO ] [sig       ] EDN: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:47:03.815067] [INFO ] [LOCAL     ] Saved forecast: EDN	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/EDN.txt
[2025-11-25T10:47:03.815250] [INFO ] [sig       ] [610/2057] Completed EDN in 0.3s | 2.88 sym/s | Total: 3.5m | ETA: 8.4m
[2025-11-25T10:47:03.815306] [INFO ] [sig       ] [611/2057] Forecasting EDU...
[2025-11-25T10:47:03.815350] [INFO ] [sig       ] Generating forecast for: EDU
[2025-11-25T10:47:03.815392] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EDU' from 'https://tdm.silogroup.org/data/derivative_storage/EDU.csv'.
[2025-11-25T10:47:03.827402] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'EDU'.
[2025-11-25T10:47:03.827868] [INFO ] [FORECASTER] Starting predict_future for EDU
[2025-11-25T10:47:03.828669] [DEBUG] [LOCAL     ] No optimal features file found for EDU: ./output/feature-sets/EDU.txt
[2025-11-25T10:47:03.828737] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:47:03.828782] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:47:03.828821] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:47:03.828889] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:47:03.894440] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:47:03.895360] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:47:03.895470] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:47:03.895519] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:47:03.994751] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:47:03.994951] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:47:03.994999] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:47:03.995033] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:47:03.998461] [DEBUG] [FORECASTER] EDU: Forecast T+1@11:T+2@11: DOWN (p=7.19%)
[2025-11-25T10:47:03.998767] [INFO ] [FORECASTER] Completed predict_future for EDU
[2025-11-25T10:47:03.998918] [INFO ] [sig       ] EDU: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:47:04.142262] [INFO ] [LOCAL     ] Saved forecast: EDU	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/EDU.txt
[2025-11-25T10:47:04.142450] [INFO ] [sig       ] [611/2057] Completed EDU in 0.3s | 2.88 sym/s | Total: 3.5m | ETA: 8.4m
[2025-11-25T10:47:04.142504] [INFO ] [sig       ] [612/2057] Forecasting EE...
[2025-11-25T10:47:04.142548] [INFO ] [sig       ] Generating forecast for: EE
[2025-11-25T10:47:04.142591] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EE' from 'https://tdm.silogroup.org/data/derivative_storage/EE.csv'.
[2025-11-25T10:47:04.154228] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'EE'.
[2025-11-25T10:47:04.154716] [INFO ] [FORECASTER] Starting predict_future for EE
[2025-11-25T10:47:04.155578] [DEBUG] [LOCAL     ] No optimal features file found for EE: ./output/feature-sets/EE.txt
[2025-11-25T10:47:04.155675] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:47:04.155725] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:47:04.155766] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:47:04.155834] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:47:04.225987] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:47:04.226958] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:47:04.227081] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:47:04.227132] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:47:04.335052] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:47:04.335255] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:47:04.335302] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:47:04.335337] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:47:04.338890] [DEBUG] [FORECASTER] EE: Forecast T+1@11:T+2@11: DOWN (p=41.37%)
[2025-11-25T10:47:04.339245] [INFO ] [FORECASTER] Completed predict_future for EE
[2025-11-25T10:47:04.339409] [INFO ] [sig       ] EE: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:47:04.502433] [INFO ] [LOCAL     ] Saved forecast: EE	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/EE.txt
[2025-11-25T10:47:04.502595] [INFO ] [sig       ] [612/2057] Completed EE in 0.4s | 2.88 sym/s | Total: 3.5m | ETA: 8.4m
[2025-11-25T10:47:04.502675] [INFO ] [sig       ] [613/2057] Forecasting EEX...
[2025-11-25T10:47:04.502721] [INFO ] [sig       ] Generating forecast for: EEX
[2025-11-25T10:47:04.502765] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EEX' from 'https://tdm.silogroup.org/data/derivative_storage/EEX.csv'.
[2025-11-25T10:47:04.514269] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'EEX'.
[2025-11-25T10:47:04.514602] [INFO ] [FORECASTER] Starting predict_future for EEX
[2025-11-25T10:47:04.515541] [DEBUG] [LOCAL     ] No optimal features file found for EEX: ./output/feature-sets/EEX.txt
[2025-11-25T10:47:04.515610] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:47:04.515681] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:47:04.515724] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:47:04.515792] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:47:04.582989] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:47:04.583836] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:47:04.583933] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:47:04.583980] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:47:04.683818] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:47:04.683973] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:47:04.684017] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:47:04.684051] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:47:04.687344] [DEBUG] [FORECASTER] EEX: Forecast T+1@11:T+2@11: UP (p=88.66%)
[2025-11-25T10:47:04.687668] [INFO ] [FORECASTER] Completed predict_future for EEX
[2025-11-25T10:47:04.687835] [INFO ] [sig       ] EEX: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:47:04.834987] [INFO ] [LOCAL     ] Saved forecast: EEX	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/EEX.txt
[2025-11-25T10:47:04.835190] [INFO ] [sig       ] [613/2057] Completed EEX in 0.3s | 2.88 sym/s | Total: 3.6m | ETA: 8.4m
[2025-11-25T10:47:04.835248] [INFO ] [sig       ] [614/2057] Forecasting EFC...
[2025-11-25T10:47:04.835293] [INFO ] [sig       ] Generating forecast for: EFC
[2025-11-25T10:47:04.835335] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EFC' from 'https://tdm.silogroup.org/data/derivative_storage/EFC.csv'.
[2025-11-25T10:47:04.851964] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'EFC'.
[2025-11-25T10:47:04.852542] [INFO ] [FORECASTER] Starting predict_future for EFC
[2025-11-25T10:47:04.853671] [DEBUG] [LOCAL     ] No optimal features file found for EFC: ./output/feature-sets/EFC.txt
[2025-11-25T10:47:04.853758] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:47:04.853817] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:47:04.853872] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:47:04.853968] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:47:04.940070] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:47:04.941057] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:47:04.941165] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:47:04.941213] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:47:05.038050] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:47:05.038249] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:47:05.038296] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:47:05.038330] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:47:05.041806] [DEBUG] [FORECASTER] EFC: Forecast T+1@11:T+2@11: UP (p=80.83%)
[2025-11-25T10:47:05.042145] [INFO ] [FORECASTER] Completed predict_future for EFC
[2025-11-25T10:47:05.042306] [INFO ] [sig       ] EFC: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:47:05.194252] [INFO ] [LOCAL     ] Saved forecast: EFC	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/EFC.txt
[2025-11-25T10:47:05.194434] [INFO ] [sig       ] [614/2057] Completed EFC in 0.4s | 2.88 sym/s | Total: 3.6m | ETA: 8.4m
[2025-11-25T10:47:05.194487] [INFO ] [sig       ] [615/2057] Forecasting EFR...
[2025-11-25T10:47:05.194529] [INFO ] [sig       ] Generating forecast for: EFR
[2025-11-25T10:47:05.194571] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EFR' from 'https://tdm.silogroup.org/data/derivative_storage/EFR.csv'.
[2025-11-25T10:47:05.207123] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'EFR'.
[2025-11-25T10:47:05.207596] [INFO ] [FORECASTER] Starting predict_future for EFR
[2025-11-25T10:47:05.208606] [DEBUG] [LOCAL     ] No optimal features file found for EFR: ./output/feature-sets/EFR.txt
[2025-11-25T10:47:05.208717] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:47:05.208770] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:47:05.208810] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:47:05.208876] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:47:05.274324] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:47:05.275163] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:47:05.275259] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:47:05.275307] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:47:05.374105] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:47:05.374246] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:47:05.374290] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:47:05.374324] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:47:05.377667] [DEBUG] [FORECASTER] EFR: Forecast T+1@11:T+2@11: UP (p=95.15%)
[2025-11-25T10:47:05.377988] [INFO ] [FORECASTER] Completed predict_future for EFR
[2025-11-25T10:47:05.378132] [INFO ] [sig       ] EFR: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:47:05.538364] [INFO ] [LOCAL     ] Saved forecast: EFR	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/EFR.txt
[2025-11-25T10:47:05.538589] [INFO ] [sig       ] [615/2057] Completed EFR in 0.3s | 2.88 sym/s | Total: 3.6m | ETA: 8.4m
[2025-11-25T10:47:05.538679] [INFO ] [sig       ] [616/2057] Forecasting EFT...
[2025-11-25T10:47:05.538726] [INFO ] [sig       ] Generating forecast for: EFT
[2025-11-25T10:47:05.538769] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EFT' from 'https://tdm.silogroup.org/data/derivative_storage/EFT.csv'.
[2025-11-25T10:47:05.554553] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'EFT'.
[2025-11-25T10:47:05.555070] [INFO ] [FORECASTER] Starting predict_future for EFT
[2025-11-25T10:47:05.555985] [DEBUG] [LOCAL     ] No optimal features file found for EFT: ./output/feature-sets/EFT.txt
[2025-11-25T10:47:05.556059] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:47:05.556109] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:47:05.556154] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:47:05.556249] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:47:05.628297] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:47:05.629212] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:47:05.629316] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:47:05.629365] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:47:05.744304] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:47:05.744498] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:47:05.744549] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:47:05.744585] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:47:05.748433] [DEBUG] [FORECASTER] EFT: Forecast T+1@11:T+2@11: UP (p=88.45%)
[2025-11-25T10:47:05.748793] [INFO ] [FORECASTER] Completed predict_future for EFT
[2025-11-25T10:47:05.748977] [INFO ] [sig       ] EFT: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:47:05.894977] [INFO ] [LOCAL     ] Saved forecast: EFT	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/EFT.txt
[2025-11-25T10:47:05.895144] [INFO ] [sig       ] [616/2057] Completed EFT in 0.4s | 2.88 sym/s | Total: 3.6m | ETA: 8.4m
[2025-11-25T10:47:05.895201] [INFO ] [sig       ] [617/2057] Forecasting EFX...
[2025-11-25T10:47:05.895248] [INFO ] [sig       ] Generating forecast for: EFX
[2025-11-25T10:47:05.895292] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EFX' from 'https://tdm.silogroup.org/data/derivative_storage/EFX.csv'.
[2025-11-25T10:47:05.906120] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'EFX'.
[2025-11-25T10:47:05.906533] [INFO ] [FORECASTER] Starting predict_future for EFX
[2025-11-25T10:47:05.907399] [DEBUG] [LOCAL     ] No optimal features file found for EFX: ./output/feature-sets/EFX.txt
[2025-11-25T10:47:05.907471] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:47:05.907518] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:47:05.907559] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:47:05.907628] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:47:05.980330] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:47:05.981204] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:47:05.981304] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:47:05.981354] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:47:06.085315] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:47:06.085519] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:47:06.085587] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:47:06.085625] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:47:06.089477] [DEBUG] [FORECASTER] EFX: Forecast T+1@11:T+2@11: DOWN (p=36.99%)
[2025-11-25T10:47:06.089844] [INFO ] [FORECASTER] Completed predict_future for EFX
[2025-11-25T10:47:06.090116] [INFO ] [sig       ] EFX: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:47:06.239701] [INFO ] [LOCAL     ] Saved forecast: EFX	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/EFX.txt
[2025-11-25T10:47:06.239895] [INFO ] [sig       ] [617/2057] Completed EFX in 0.3s | 2.88 sym/s | Total: 3.6m | ETA: 8.3m
[2025-11-25T10:47:06.239953] [INFO ] [sig       ] [618/2057] Forecasting EFXT...
[2025-11-25T10:47:06.239999] [INFO ] [sig       ] Generating forecast for: EFXT
[2025-11-25T10:47:06.240046] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EFXT' from 'https://tdm.silogroup.org/data/derivative_storage/EFXT.csv'.
[2025-11-25T10:47:06.252129] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'EFXT'.
[2025-11-25T10:47:06.252632] [INFO ] [FORECASTER] Starting predict_future for EFXT
[2025-11-25T10:47:06.253497] [DEBUG] [LOCAL     ] No optimal features file found for EFXT: ./output/feature-sets/EFXT.txt
[2025-11-25T10:47:06.253568] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:47:06.253612] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:47:06.253673] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:47:06.253746] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:47:06.322945] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:47:06.323935] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:47:06.324060] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:47:06.324110] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:47:06.429307] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:47:06.429508] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:47:06.429557] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:47:06.429595] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:47:06.433364] [DEBUG] [FORECASTER] EFXT: Forecast T+1@11:T+2@11: DOWN (p=2.90%)
[2025-11-25T10:47:06.433944] [INFO ] [FORECASTER] Completed predict_future for EFXT
[2025-11-25T10:47:06.434133] [INFO ] [sig       ] EFXT: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:47:06.584962] [INFO ] [LOCAL     ] Saved forecast: EFXT	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/EFXT.txt
[2025-11-25T10:47:06.585158] [INFO ] [sig       ] [618/2057] Completed EFXT in 0.3s | 2.88 sym/s | Total: 3.6m | ETA: 8.3m
[2025-11-25T10:47:06.585215] [INFO ] [sig       ] [619/2057] Forecasting EG...
[2025-11-25T10:47:06.585259] [INFO ] [sig       ] Generating forecast for: EG
[2025-11-25T10:47:06.585303] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EG' from 'https://tdm.silogroup.org/data/derivative_storage/EG.csv'.
[2025-11-25T10:47:06.597693] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'EG'.
[2025-11-25T10:47:06.598186] [INFO ] [FORECASTER] Starting predict_future for EG
[2025-11-25T10:47:06.599052] [DEBUG] [LOCAL     ] No optimal features file found for EG: ./output/feature-sets/EG.txt
[2025-11-25T10:47:06.599124] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:47:06.599176] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:47:06.599217] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:47:06.599287] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:47:06.671401] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:47:06.672387] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:47:06.672492] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:47:06.672540] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:47:06.781569] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:47:06.781826] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:47:06.781893] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:47:06.781941] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:47:06.785661] [DEBUG] [FORECASTER] EG: Forecast T+1@11:T+2@11: DOWN (p=7.21%)
[2025-11-25T10:47:06.786056] [INFO ] [FORECASTER] Completed predict_future for EG
[2025-11-25T10:47:06.786251] [INFO ] [sig       ] EG: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:47:06.936450] [INFO ] [LOCAL     ] Saved forecast: EG	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/EG.txt
[2025-11-25T10:47:06.936624] [INFO ] [sig       ] [619/2057] Completed EG in 0.4s | 2.88 sym/s | Total: 3.6m | ETA: 8.3m
[2025-11-25T10:47:06.936703] [INFO ] [sig       ] [620/2057] Forecasting EGO...
[2025-11-25T10:47:06.936748] [INFO ] [sig       ] Generating forecast for: EGO
[2025-11-25T10:47:06.936792] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EGO' from 'https://tdm.silogroup.org/data/derivative_storage/EGO.csv'.
[2025-11-25T10:47:06.951682] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'EGO'.
[2025-11-25T10:47:06.952373] [INFO ] [FORECASTER] Starting predict_future for EGO
[2025-11-25T10:47:06.953262] [DEBUG] [LOCAL     ] No optimal features file found for EGO: ./output/feature-sets/EGO.txt
[2025-11-25T10:47:06.953339] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:47:06.953388] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:47:06.953430] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:47:06.953502] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:47:07.033937] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:47:07.034898] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:47:07.035000] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:47:07.035050] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:47:07.156899] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:47:07.157115] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:47:07.157167] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:47:07.157201] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:47:07.160792] [DEBUG] [FORECASTER] EGO: Forecast T+1@11:T+2@11: UP (p=72.59%)
[2025-11-25T10:47:07.161130] [INFO ] [FORECASTER] Completed predict_future for EGO
[2025-11-25T10:47:07.161286] [INFO ] [sig       ] EGO: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:47:07.321921] [INFO ] [LOCAL     ] Saved forecast: EGO	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/EGO.txt
[2025-11-25T10:47:07.322127] [INFO ] [sig       ] [620/2057] Completed EGO in 0.4s | 2.88 sym/s | Total: 3.6m | ETA: 8.3m
[2025-11-25T10:47:07.322182] [INFO ] [sig       ] [621/2057] Forecasting EGP...
[2025-11-25T10:47:07.322217] [INFO ] [sig       ] Generating forecast for: EGP
[2025-11-25T10:47:07.322261] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EGP' from 'https://tdm.silogroup.org/data/derivative_storage/EGP.csv'.
[2025-11-25T10:47:07.340369] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'EGP'.
[2025-11-25T10:47:07.340902] [INFO ] [FORECASTER] Starting predict_future for EGP
[2025-11-25T10:47:07.342020] [DEBUG] [LOCAL     ] No optimal features file found for EGP: ./output/feature-sets/EGP.txt
[2025-11-25T10:47:07.342107] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:47:07.342186] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:47:07.342242] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:47:07.342340] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:47:07.418688] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:47:07.419751] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:47:07.419888] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:47:07.419963] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:47:07.531116] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:47:07.531400] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:47:07.531455] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:47:07.531493] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:47:07.535781] [DEBUG] [FORECASTER] EGP: Forecast T+1@11:T+2@11: DOWN (p=1.33%)
[2025-11-25T10:47:07.536203] [INFO ] [FORECASTER] Completed predict_future for EGP
[2025-11-25T10:47:07.536392] [INFO ] [sig       ] EGP: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:47:07.742874] [INFO ] [LOCAL     ] Saved forecast: EGP	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/EGP.txt
[2025-11-25T10:47:07.743158] [INFO ] [sig       ] [621/2057] Completed EGP in 0.4s | 2.87 sym/s | Total: 3.6m | ETA: 8.3m
[2025-11-25T10:47:07.744784] [INFO ] [sig       ] [622/2057] Forecasting EGY...
[2025-11-25T10:47:07.744885] [INFO ] [sig       ] Generating forecast for: EGY
[2025-11-25T10:47:07.744947] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EGY' from 'https://tdm.silogroup.org/data/derivative_storage/EGY.csv'.
[2025-11-25T10:47:07.765492] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'EGY'.
[2025-11-25T10:47:07.766059] [INFO ] [FORECASTER] Starting predict_future for EGY
[2025-11-25T10:47:07.767203] [DEBUG] [LOCAL     ] No optimal features file found for EGY: ./output/feature-sets/EGY.txt
[2025-11-25T10:47:07.767295] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:47:07.767350] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:47:07.767392] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:47:07.767480] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:47:07.864560] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:47:07.865896] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:47:07.866082] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:47:07.866162] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:47:07.995402] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:47:07.995668] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:47:07.995777] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:47:07.995849] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:47:08.001497] [DEBUG] [FORECASTER] EGY: Forecast T+1@11:T+2@11: DOWN (p=46.87%)
[2025-11-25T10:47:08.002201] [INFO ] [FORECASTER] Completed predict_future for EGY
[2025-11-25T10:47:08.002488] [INFO ] [sig       ] EGY: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:47:08.190971] [INFO ] [LOCAL     ] Saved forecast: EGY	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/EGY.txt
[2025-11-25T10:47:08.191181] [INFO ] [sig       ] [622/2057] Completed EGY in 0.4s | 2.87 sym/s | Total: 3.6m | ETA: 8.3m
[2025-11-25T10:47:08.191244] [INFO ] [sig       ] [623/2057] Forecasting EHAB...
[2025-11-25T10:47:08.191298] [INFO ] [sig       ] Generating forecast for: EHAB
[2025-11-25T10:47:08.191341] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EHAB' from 'https://tdm.silogroup.org/data/derivative_storage/EHAB.csv'.
[2025-11-25T10:47:08.204033] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'EHAB'.
[2025-11-25T10:47:08.204618] [INFO ] [FORECASTER] Starting predict_future for EHAB
[2025-11-25T10:47:08.205586] [DEBUG] [LOCAL     ] No optimal features file found for EHAB: ./output/feature-sets/EHAB.txt
[2025-11-25T10:47:08.205691] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:47:08.205740] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:47:08.205784] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:47:08.205863] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:47:08.274009] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:47:08.274998] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:47:08.275130] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:47:08.275195] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:47:08.395839] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:47:08.396040] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:47:08.396090] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:47:08.396125] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:47:08.399911] [DEBUG] [FORECASTER] EHAB: Forecast T+1@11:T+2@11: UP (p=77.73%)
[2025-11-25T10:47:08.400244] [INFO ] [FORECASTER] Completed predict_future for EHAB
[2025-11-25T10:47:08.400403] [INFO ] [sig       ] EHAB: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:47:08.554707] [INFO ] [LOCAL     ] Saved forecast: EHAB	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/EHAB.txt
[2025-11-25T10:47:08.554906] [INFO ] [sig       ] [623/2057] Completed EHAB in 0.4s | 2.87 sym/s | Total: 3.6m | ETA: 8.3m
[2025-11-25T10:47:08.554963] [INFO ] [sig       ] [624/2057] Forecasting EHC...
[2025-11-25T10:47:08.555008] [INFO ] [sig       ] Generating forecast for: EHC
[2025-11-25T10:47:08.555052] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EHC' from 'https://tdm.silogroup.org/data/derivative_storage/EHC.csv'.
[2025-11-25T10:47:08.568148] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'EHC'.
[2025-11-25T10:47:08.568736] [INFO ] [FORECASTER] Starting predict_future for EHC
[2025-11-25T10:47:08.569868] [DEBUG] [LOCAL     ] No optimal features file found for EHC: ./output/feature-sets/EHC.txt
[2025-11-25T10:47:08.569963] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:47:08.570029] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:47:08.570088] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:47:08.570191] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:47:08.641638] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:47:08.642664] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:47:08.642774] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:47:08.642824] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:47:08.754325] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:47:08.754525] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:47:08.754580] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:47:08.754627] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:47:08.758185] [DEBUG] [FORECASTER] EHC: Forecast T+1@11:T+2@11: UP (p=60.66%)
[2025-11-25T10:47:08.758497] [INFO ] [FORECASTER] Completed predict_future for EHC
[2025-11-25T10:47:08.758678] [INFO ] [sig       ] EHC: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:47:08.909366] [INFO ] [LOCAL     ] Saved forecast: EHC	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/EHC.txt
[2025-11-25T10:47:08.909566] [INFO ] [sig       ] [624/2057] Completed EHC in 0.4s | 2.87 sym/s | Total: 3.6m | ETA: 8.3m
[2025-11-25T10:47:08.909620] [INFO ] [sig       ] [625/2057] Forecasting EHI...
[2025-11-25T10:47:08.909685] [INFO ] [sig       ] Generating forecast for: EHI
[2025-11-25T10:47:08.909739] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EHI' from 'https://tdm.silogroup.org/data/derivative_storage/EHI.csv'.
[2025-11-25T10:47:08.921889] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'EHI'.
[2025-11-25T10:47:08.922436] [INFO ] [FORECASTER] Starting predict_future for EHI
[2025-11-25T10:47:08.923508] [DEBUG] [LOCAL     ] No optimal features file found for EHI: ./output/feature-sets/EHI.txt
[2025-11-25T10:47:08.923602] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:47:08.923695] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:47:08.923748] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:47:08.923843] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:47:08.998478] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:47:08.999425] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:47:08.999539] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:47:08.999589] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:47:09.120449] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:47:09.120672] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:47:09.120756] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:47:09.120820] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:47:09.124990] [DEBUG] [FORECASTER] EHI: Forecast T+1@11:T+2@11: UP (p=62.95%)
[2025-11-25T10:47:09.125723] [INFO ] [FORECASTER] Completed predict_future for EHI
[2025-11-25T10:47:09.125974] [INFO ] [sig       ] EHI: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:47:09.276478] [INFO ] [LOCAL     ] Saved forecast: EHI	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/EHI.txt
[2025-11-25T10:47:09.276677] [INFO ] [sig       ] [625/2057] Completed EHI in 0.4s | 2.87 sym/s | Total: 3.6m | ETA: 8.3m
[2025-11-25T10:47:09.276742] [INFO ] [sig       ] [626/2057] Forecasting EIC...
[2025-11-25T10:47:09.276788] [INFO ] [sig       ] Generating forecast for: EIC
[2025-11-25T10:47:09.276833] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EIC' from 'https://tdm.silogroup.org/data/derivative_storage/EIC.csv'.
[2025-11-25T10:47:09.291240] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'EIC'.
[2025-11-25T10:47:09.291803] [INFO ] [FORECASTER] Starting predict_future for EIC
[2025-11-25T10:47:09.292942] [DEBUG] [LOCAL     ] No optimal features file found for EIC: ./output/feature-sets/EIC.txt
[2025-11-25T10:47:09.293033] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:47:09.293106] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:47:09.293173] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:47:09.293282] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:47:09.359060] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:47:09.359990] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:47:09.360094] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:47:09.360141] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:47:09.469665] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:47:09.469867] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:47:09.469917] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:47:09.469952] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:47:09.473519] [DEBUG] [FORECASTER] EIC: Forecast T+1@11:T+2@11: DOWN (p=1.92%)
[2025-11-25T10:47:09.473871] [INFO ] [FORECASTER] Completed predict_future for EIC
[2025-11-25T10:47:09.474056] [INFO ] [sig       ] EIC: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:47:09.623215] [INFO ] [LOCAL     ] Saved forecast: EIC	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/EIC.txt
[2025-11-25T10:47:09.623420] [INFO ] [sig       ] [626/2057] Completed EIC in 0.3s | 2.87 sym/s | Total: 3.6m | ETA: 8.3m
[2025-11-25T10:47:09.623477] [INFO ] [sig       ] [627/2057] Forecasting EIG...
[2025-11-25T10:47:09.623522] [INFO ] [sig       ] Generating forecast for: EIG
[2025-11-25T10:47:09.623567] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EIG' from 'https://tdm.silogroup.org/data/derivative_storage/EIG.csv'.
[2025-11-25T10:47:09.635587] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'EIG'.
[2025-11-25T10:47:09.636105] [INFO ] [FORECASTER] Starting predict_future for EIG
[2025-11-25T10:47:09.636993] [DEBUG] [LOCAL     ] No optimal features file found for EIG: ./output/feature-sets/EIG.txt
[2025-11-25T10:47:09.637095] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:47:09.637144] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:47:09.637186] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:47:09.637265] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:47:09.706917] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:47:09.707889] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:47:09.707994] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:47:09.708044] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:47:09.810093] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:47:09.810303] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:47:09.810352] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:47:09.810389] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:47:09.813886] [DEBUG] [FORECASTER] EIG: Forecast T+1@11:T+2@11: DOWN (p=26.48%)
[2025-11-25T10:47:09.814188] [INFO ] [FORECASTER] Completed predict_future for EIG
[2025-11-25T10:47:09.814341] [INFO ] [sig       ] EIG: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:47:09.954845] [INFO ] [LOCAL     ] Saved forecast: EIG	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/EIG.txt
[2025-11-25T10:47:09.955030] [INFO ] [sig       ] [627/2057] Completed EIG in 0.3s | 2.87 sym/s | Total: 3.6m | ETA: 8.3m
[2025-11-25T10:47:09.955086] [INFO ] [sig       ] [628/2057] Forecasting EIX...
[2025-11-25T10:47:09.955131] [INFO ] [sig       ] Generating forecast for: EIX
[2025-11-25T10:47:09.955173] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EIX' from 'https://tdm.silogroup.org/data/derivative_storage/EIX.csv'.
[2025-11-25T10:47:09.968481] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'EIX'.
[2025-11-25T10:47:09.968942] [INFO ] [FORECASTER] Starting predict_future for EIX
[2025-11-25T10:47:09.969742] [DEBUG] [LOCAL     ] No optimal features file found for EIX: ./output/feature-sets/EIX.txt
[2025-11-25T10:47:09.969812] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:47:09.969858] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:47:09.969899] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:47:09.969967] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:47:10.037726] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:47:10.038727] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:47:10.038848] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:47:10.038899] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:47:10.156200] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:47:10.156394] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:47:10.156443] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:47:10.156479] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:47:10.160167] [DEBUG] [FORECASTER] EIX: Forecast T+1@11:T+2@11: DOWN (p=11.03%)
[2025-11-25T10:47:10.160465] [INFO ] [FORECASTER] Completed predict_future for EIX
[2025-11-25T10:47:10.160634] [INFO ] [sig       ] EIX: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:47:10.304949] [INFO ] [LOCAL     ] Saved forecast: EIX	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/EIX.txt
[2025-11-25T10:47:10.305137] [INFO ] [sig       ] [628/2057] Completed EIX in 0.3s | 2.87 sym/s | Total: 3.6m | ETA: 8.3m
[2025-11-25T10:47:10.305192] [INFO ] [sig       ] [629/2057] Forecasting EL...
[2025-11-25T10:47:10.305237] [INFO ] [sig       ] Generating forecast for: EL
[2025-11-25T10:47:10.305280] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EL' from 'https://tdm.silogroup.org/data/derivative_storage/EL.csv'.
[2025-11-25T10:47:10.317543] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'EL'.
[2025-11-25T10:47:10.317979] [INFO ] [FORECASTER] Starting predict_future for EL
[2025-11-25T10:47:10.318772] [DEBUG] [LOCAL     ] No optimal features file found for EL: ./output/feature-sets/EL.txt
[2025-11-25T10:47:10.318841] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:47:10.318888] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:47:10.318929] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:47:10.319000] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:47:10.385535] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:47:10.386450] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:47:10.386558] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:47:10.386608] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:47:10.506204] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:47:10.506429] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:47:10.506495] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:47:10.506547] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:47:10.510336] [DEBUG] [FORECASTER] EL: Forecast T+1@11:T+2@11: UP (p=65.72%)
[2025-11-25T10:47:10.510728] [INFO ] [FORECASTER] Completed predict_future for EL
[2025-11-25T10:47:10.510975] [INFO ] [sig       ] EL: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:47:10.665737] [INFO ] [LOCAL     ] Saved forecast: EL	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/EL.txt
[2025-11-25T10:47:10.665929] [INFO ] [sig       ] [629/2057] Completed EL in 0.4s | 2.87 sym/s | Total: 3.6m | ETA: 8.3m
[2025-11-25T10:47:10.665992] [INFO ] [sig       ] [630/2057] Forecasting ELAN...
[2025-11-25T10:47:10.666038] [INFO ] [sig       ] Generating forecast for: ELAN
[2025-11-25T10:47:10.666083] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ELAN' from 'https://tdm.silogroup.org/data/derivative_storage/ELAN.csv'.
[2025-11-25T10:47:10.681499] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'ELAN'.
[2025-11-25T10:47:10.682140] [INFO ] [FORECASTER] Starting predict_future for ELAN
[2025-11-25T10:47:10.683089] [DEBUG] [LOCAL     ] No optimal features file found for ELAN: ./output/feature-sets/ELAN.txt
[2025-11-25T10:47:10.683163] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:47:10.683212] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:47:10.683256] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:47:10.683327] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:47:10.751835] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:47:10.753076] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:47:10.753195] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:47:10.753248] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:47:10.875984] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:47:10.876322] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:47:10.876383] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:47:10.876421] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:47:10.880554] [DEBUG] [FORECASTER] ELAN: Forecast T+1@11:T+2@11: DOWN (p=4.79%)
[2025-11-25T10:47:10.880975] [INFO ] [FORECASTER] Completed predict_future for ELAN
[2025-11-25T10:47:10.881165] [INFO ] [sig       ] ELAN: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:47:11.034276] [INFO ] [LOCAL     ] Saved forecast: ELAN	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/ELAN.txt
[2025-11-25T10:47:11.034845] [INFO ] [sig       ] [630/2057] Completed ELAN in 0.4s | 2.87 sym/s | Total: 3.7m | ETA: 8.3m
[2025-11-25T10:47:11.034922] [INFO ] [sig       ] [631/2057] Forecasting ELC...
[2025-11-25T10:47:11.034973] [INFO ] [sig       ] Generating forecast for: ELC
[2025-11-25T10:47:11.035025] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ELC' from 'https://tdm.silogroup.org/data/derivative_storage/ELC.csv'.
[2025-11-25T10:47:11.048549] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'ELC'.
[2025-11-25T10:47:11.049134] [INFO ] [FORECASTER] Starting predict_future for ELC
[2025-11-25T10:47:11.050093] [DEBUG] [LOCAL     ] No optimal features file found for ELC: ./output/feature-sets/ELC.txt
[2025-11-25T10:47:11.050168] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:47:11.050219] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:47:11.050263] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:47:11.050337] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:47:11.119352] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:47:11.120574] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:47:11.120716] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:47:11.120768] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:47:11.235547] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:47:11.235843] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:47:11.235903] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:47:11.235940] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:47:11.240199] [DEBUG] [FORECASTER] ELC: Forecast T+1@11:T+2@11: DOWN (p=19.44%)
[2025-11-25T10:47:11.240686] [INFO ] [FORECASTER] Completed predict_future for ELC
[2025-11-25T10:47:11.240987] [INFO ] [sig       ] ELC: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:47:11.390605] [INFO ] [LOCAL     ] Saved forecast: ELC	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/ELC.txt
[2025-11-25T10:47:11.390955] [INFO ] [sig       ] [631/2057] Completed ELC in 0.4s | 2.87 sym/s | Total: 3.7m | ETA: 8.3m
[2025-11-25T10:47:11.391040] [INFO ] [sig       ] [632/2057] Forecasting ELF...
[2025-11-25T10:47:11.391096] [INFO ] [sig       ] Generating forecast for: ELF
[2025-11-25T10:47:11.391159] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ELF' from 'https://tdm.silogroup.org/data/derivative_storage/ELF.csv'.
[2025-11-25T10:47:11.406251] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'ELF'.
[2025-11-25T10:47:11.406958] [INFO ] [FORECASTER] Starting predict_future for ELF
[2025-11-25T10:47:11.408027] [DEBUG] [LOCAL     ] No optimal features file found for ELF: ./output/feature-sets/ELF.txt
[2025-11-25T10:47:11.408114] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:47:11.408184] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:47:11.408245] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:47:11.408352] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:47:11.479515] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:47:11.480823] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:47:11.480946] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:47:11.480997] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:47:11.602439] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:47:11.602735] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:47:11.602837] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:47:11.602891] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:47:11.606753] [DEBUG] [FORECASTER] ELF: Forecast T+1@11:T+2@11: UP (p=84.03%)
[2025-11-25T10:47:11.607163] [INFO ] [FORECASTER] Completed predict_future for ELF
[2025-11-25T10:47:11.607354] [INFO ] [sig       ] ELF: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:47:11.757130] [INFO ] [LOCAL     ] Saved forecast: ELF	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/ELF.txt
[2025-11-25T10:47:11.757376] [INFO ] [sig       ] [632/2057] Completed ELF in 0.4s | 2.87 sym/s | Total: 3.7m | ETA: 8.3m
[2025-11-25T10:47:11.757443] [INFO ] [sig       ] [633/2057] Forecasting ELME...
[2025-11-25T10:47:11.757489] [INFO ] [sig       ] Generating forecast for: ELME
[2025-11-25T10:47:11.757531] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ELME' from 'https://tdm.silogroup.org/data/derivative_storage/ELME.csv'.
[2025-11-25T10:47:11.769553] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'ELME'.
[2025-11-25T10:47:11.769953] [INFO ] [FORECASTER] Starting predict_future for ELME
[2025-11-25T10:47:11.770762] [DEBUG] [LOCAL     ] No optimal features file found for ELME: ./output/feature-sets/ELME.txt
[2025-11-25T10:47:11.770835] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:47:11.770880] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:47:11.770920] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:47:11.770987] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:47:11.837262] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:47:11.837949] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:47:11.838043] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:47:11.838089] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:47:11.938857] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:47:11.939005] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:47:11.939048] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:47:11.939081] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:47:11.942232] [DEBUG] [FORECASTER] ELME: Forecast T+1@11:T+2@11: UP (p=84.50%)
[2025-11-25T10:47:11.942662] [INFO ] [FORECASTER] Completed predict_future for ELME
[2025-11-25T10:47:11.942884] [INFO ] [sig       ] ELME: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:47:12.082833] [INFO ] [LOCAL     ] Saved forecast: ELME	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/ELME.txt
[2025-11-25T10:47:12.082980] [INFO ] [sig       ] [633/2057] Completed ELME in 0.3s | 2.87 sym/s | Total: 3.7m | ETA: 8.3m
[2025-11-25T10:47:12.083033] [INFO ] [sig       ] [634/2057] Forecasting ELP...
[2025-11-25T10:47:12.083077] [INFO ] [sig       ] Generating forecast for: ELP
[2025-11-25T10:47:12.083119] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ELP' from 'https://tdm.silogroup.org/data/derivative_storage/ELP.csv'.
[2025-11-25T10:47:12.094347] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'ELP'.
[2025-11-25T10:47:12.094727] [INFO ] [FORECASTER] Starting predict_future for ELP
[2025-11-25T10:47:12.095502] [DEBUG] [LOCAL     ] No optimal features file found for ELP: ./output/feature-sets/ELP.txt
[2025-11-25T10:47:12.095573] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:47:12.095666] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:47:12.095712] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:47:12.095787] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:47:12.161217] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:47:12.161907] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:47:12.162004] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:47:12.162050] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:47:12.259890] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:47:12.260084] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:47:12.260132] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:47:12.260167] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:47:12.263524] [DEBUG] [FORECASTER] ELP: Forecast T+1@11:T+2@11: UP (p=66.41%)
[2025-11-25T10:47:12.263827] [INFO ] [FORECASTER] Completed predict_future for ELP
[2025-11-25T10:47:12.263981] [INFO ] [sig       ] ELP: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:47:12.403688] [INFO ] [LOCAL     ] Saved forecast: ELP	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/ELP.txt
[2025-11-25T10:47:12.403832] [INFO ] [sig       ] [634/2057] Completed ELP in 0.3s | 2.87 sym/s | Total: 3.7m | ETA: 8.3m
[2025-11-25T10:47:12.403885] [INFO ] [sig       ] [635/2057] Forecasting ELS...
[2025-11-25T10:47:12.403927] [INFO ] [sig       ] Generating forecast for: ELS
[2025-11-25T10:47:12.403969] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ELS' from 'https://tdm.silogroup.org/data/derivative_storage/ELS.csv'.
[2025-11-25T10:47:12.415183] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'ELS'.
[2025-11-25T10:47:12.415534] [INFO ] [FORECASTER] Starting predict_future for ELS
[2025-11-25T10:47:12.416358] [DEBUG] [LOCAL     ] No optimal features file found for ELS: ./output/feature-sets/ELS.txt
[2025-11-25T10:47:12.416428] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:47:12.416473] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:47:12.416513] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:47:12.416580] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:47:12.482764] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:47:12.483460] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:47:12.483556] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:47:12.483608] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:47:12.593941] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:47:12.594104] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:47:12.594148] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:47:12.594182] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:47:12.597481] [DEBUG] [FORECASTER] ELS: Forecast T+1@11:T+2@11: UP (p=53.18%)
[2025-11-25T10:47:12.597803] [INFO ] [FORECASTER] Completed predict_future for ELS
[2025-11-25T10:47:12.597985] [INFO ] [sig       ] ELS: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:47:12.736373] [INFO ] [LOCAL     ] Saved forecast: ELS	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/ELS.txt
[2025-11-25T10:47:12.736525] [INFO ] [sig       ] [635/2057] Completed ELS in 0.3s | 2.87 sym/s | Total: 3.7m | ETA: 8.2m
[2025-11-25T10:47:12.736577] [INFO ] [sig       ] [636/2057] Forecasting ELV...
[2025-11-25T10:47:12.736623] [INFO ] [sig       ] Generating forecast for: ELV
[2025-11-25T10:47:12.736688] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ELV' from 'https://tdm.silogroup.org/data/derivative_storage/ELV.csv'.
[2025-11-25T10:47:12.750769] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'ELV'.
[2025-11-25T10:47:12.751483] [INFO ] [FORECASTER] Starting predict_future for ELV
[2025-11-25T10:47:12.752497] [DEBUG] [LOCAL     ] No optimal features file found for ELV: ./output/feature-sets/ELV.txt
[2025-11-25T10:47:12.752574] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:47:12.752624] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:47:12.752695] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:47:12.752772] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:47:12.819861] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:47:12.821038] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:47:12.821152] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:47:12.821206] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:47:12.946876] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:47:12.947134] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:47:12.947187] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:47:12.947223] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:47:12.950993] [DEBUG] [FORECASTER] ELV: Forecast T+1@11:T+2@11: DOWN (p=44.52%)
[2025-11-25T10:47:12.951493] [INFO ] [FORECASTER] Completed predict_future for ELV
[2025-11-25T10:47:12.951754] [INFO ] [sig       ] ELV: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:47:13.093054] [INFO ] [LOCAL     ] Saved forecast: ELV	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/ELV.txt
[2025-11-25T10:47:13.093219] [INFO ] [sig       ] [636/2057] Completed ELV in 0.4s | 2.87 sym/s | Total: 3.7m | ETA: 8.2m
[2025-11-25T10:47:13.093272] [INFO ] [sig       ] [637/2057] Forecasting EMD...
[2025-11-25T10:47:13.093316] [INFO ] [sig       ] Generating forecast for: EMD
[2025-11-25T10:47:13.093359] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EMD' from 'https://tdm.silogroup.org/data/derivative_storage/EMD.csv'.
[2025-11-25T10:47:13.104811] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'EMD'.
[2025-11-25T10:47:13.105248] [INFO ] [FORECASTER] Starting predict_future for EMD
[2025-11-25T10:47:13.106091] [DEBUG] [LOCAL     ] No optimal features file found for EMD: ./output/feature-sets/EMD.txt
[2025-11-25T10:47:13.106175] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:47:13.106236] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:47:13.106285] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:47:13.106358] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:47:13.172347] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:47:13.173286] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:47:13.173390] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:47:13.173439] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:47:13.282285] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:47:13.282497] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:47:13.282557] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:47:13.282602] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:47:13.286793] [DEBUG] [FORECASTER] EMD: Forecast T+1@11:T+2@11: DOWN (p=11.48%)
[2025-11-25T10:47:13.287148] [INFO ] [FORECASTER] Completed predict_future for EMD
[2025-11-25T10:47:13.287318] [INFO ] [sig       ] EMD: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:47:13.446227] [INFO ] [LOCAL     ] Saved forecast: EMD	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/EMD.txt
[2025-11-25T10:47:13.446382] [INFO ] [sig       ] [637/2057] Completed EMD in 0.4s | 2.87 sym/s | Total: 3.7m | ETA: 8.2m
[2025-11-25T10:47:13.446443] [INFO ] [sig       ] [638/2057] Forecasting EME...
[2025-11-25T10:47:13.446488] [INFO ] [sig       ] Generating forecast for: EME
[2025-11-25T10:47:13.446530] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EME' from 'https://tdm.silogroup.org/data/derivative_storage/EME.csv'.
[2025-11-25T10:47:13.459133] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'EME'.
[2025-11-25T10:47:13.459673] [INFO ] [FORECASTER] Starting predict_future for EME
[2025-11-25T10:47:13.460602] [DEBUG] [LOCAL     ] No optimal features file found for EME: ./output/feature-sets/EME.txt
[2025-11-25T10:47:13.460694] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:47:13.460744] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:47:13.460786] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:47:13.460856] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:47:13.528145] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:47:13.529134] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:47:13.529234] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:47:13.529283] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:47:13.632008] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:47:13.632213] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:47:13.632261] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:47:13.632297] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:47:13.635717] [DEBUG] [FORECASTER] EME: Forecast T+1@11:T+2@11: DOWN (p=17.61%)
[2025-11-25T10:47:13.636025] [INFO ] [FORECASTER] Completed predict_future for EME
[2025-11-25T10:47:13.636174] [INFO ] [sig       ] EME: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:47:13.780836] [INFO ] [LOCAL     ] Saved forecast: EME	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/EME.txt
[2025-11-25T10:47:13.781028] [INFO ] [sig       ] [638/2057] Completed EME in 0.3s | 2.87 sym/s | Total: 3.7m | ETA: 8.2m
[2025-11-25T10:47:13.781084] [INFO ] [sig       ] [639/2057] Forecasting EMF...
[2025-11-25T10:47:13.781129] [INFO ] [sig       ] Generating forecast for: EMF
[2025-11-25T10:47:13.781173] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EMF' from 'https://tdm.silogroup.org/data/derivative_storage/EMF.csv'.
[2025-11-25T10:47:13.792696] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'EMF'.
[2025-11-25T10:47:13.793146] [INFO ] [FORECASTER] Starting predict_future for EMF
[2025-11-25T10:47:13.793948] [DEBUG] [LOCAL     ] No optimal features file found for EMF: ./output/feature-sets/EMF.txt
[2025-11-25T10:47:13.794019] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:47:13.794064] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:47:13.794104] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:47:13.794173] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:47:13.861234] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:47:13.862201] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:47:13.862312] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:47:13.862362] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:47:13.962436] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:47:13.962671] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:47:13.962740] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:47:13.962777] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:47:13.966448] [DEBUG] [FORECASTER] EMF: Forecast T+1@11:T+2@11: UP (p=56.61%)
[2025-11-25T10:47:13.966754] [INFO ] [FORECASTER] Completed predict_future for EMF
[2025-11-25T10:47:13.966939] [INFO ] [sig       ] EMF: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:47:14.114520] [INFO ] [LOCAL     ] Saved forecast: EMF	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/EMF.txt
[2025-11-25T10:47:14.114697] [INFO ] [sig       ] [639/2057] Completed EMF in 0.3s | 2.87 sym/s | Total: 3.7m | ETA: 8.2m
[2025-11-25T10:47:14.114753] [INFO ] [sig       ] [640/2057] Forecasting EMN...
[2025-11-25T10:47:14.114797] [INFO ] [sig       ] Generating forecast for: EMN
[2025-11-25T10:47:14.114839] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EMN' from 'https://tdm.silogroup.org/data/derivative_storage/EMN.csv'.
[2025-11-25T10:47:14.126886] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'EMN'.
[2025-11-25T10:47:14.127269] [INFO ] [FORECASTER] Starting predict_future for EMN
[2025-11-25T10:47:14.128073] [DEBUG] [LOCAL     ] No optimal features file found for EMN: ./output/feature-sets/EMN.txt
[2025-11-25T10:47:14.128144] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:47:14.128193] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:47:14.128234] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:47:14.128301] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:47:14.193872] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:47:14.194493] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:47:14.194590] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:47:14.194638] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:47:14.305255] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:47:14.305415] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:47:14.305459] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:47:14.305493] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:47:14.308957] [DEBUG] [FORECASTER] EMN: Forecast T+1@11:T+2@11: UP (p=91.05%)
[2025-11-25T10:47:14.309241] [INFO ] [FORECASTER] Completed predict_future for EMN
[2025-11-25T10:47:14.309399] [INFO ] [sig       ] EMN: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:47:14.462148] [INFO ] [LOCAL     ] Saved forecast: EMN	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/EMN.txt
[2025-11-25T10:47:14.462309] [INFO ] [sig       ] [640/2057] Completed EMN in 0.3s | 2.87 sym/s | Total: 3.7m | ETA: 8.2m
[2025-11-25T10:47:14.462364] [INFO ] [sig       ] [641/2057] Forecasting EMO...
[2025-11-25T10:47:14.462408] [INFO ] [sig       ] Generating forecast for: EMO
[2025-11-25T10:47:14.462452] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EMO' from 'https://tdm.silogroup.org/data/derivative_storage/EMO.csv'.
[2025-11-25T10:47:14.473598] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'EMO'.
[2025-11-25T10:47:14.473971] [INFO ] [FORECASTER] Starting predict_future for EMO
[2025-11-25T10:47:14.474751] [DEBUG] [LOCAL     ] No optimal features file found for EMO: ./output/feature-sets/EMO.txt
[2025-11-25T10:47:14.474827] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:47:14.474882] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:47:14.474930] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:47:14.475013] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:47:14.545549] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:47:14.546277] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:47:14.546377] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:47:14.546425] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:47:14.654215] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:47:14.654376] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:47:14.654420] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:47:14.654474] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:47:14.658013] [DEBUG] [FORECASTER] EMO: Forecast T+1@11:T+2@11: DOWN (p=14.98%)
[2025-11-25T10:47:14.658293] [INFO ] [FORECASTER] Completed predict_future for EMO
[2025-11-25T10:47:14.658444] [INFO ] [sig       ] EMO: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:47:14.800562] [INFO ] [LOCAL     ] Saved forecast: EMO	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/EMO.txt
[2025-11-25T10:47:14.800787] [INFO ] [sig       ] [641/2057] Completed EMO in 0.3s | 2.87 sym/s | Total: 3.7m | ETA: 8.2m
[2025-11-25T10:47:14.800858] [INFO ] [sig       ] [642/2057] Forecasting EMP...
[2025-11-25T10:47:14.800911] [INFO ] [sig       ] Generating forecast for: EMP
[2025-11-25T10:47:14.800965] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EMP' from 'https://tdm.silogroup.org/data/derivative_storage/EMP.csv'.
[2025-11-25T10:47:14.811965] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'EMP'.
[2025-11-25T10:47:14.812239] [INFO ] [FORECASTER] Starting predict_future for EMP
[2025-11-25T10:47:14.813039] [DEBUG] [LOCAL     ] No optimal features file found for EMP: ./output/feature-sets/EMP.txt
[2025-11-25T10:47:14.813111] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:47:14.813158] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:47:14.813199] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:47:14.813268] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:47:14.880824] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:47:14.881600] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:47:14.881719] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:47:14.881769] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:47:14.985469] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:47:14.985697] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:47:14.985755] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:47:14.985792] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:47:14.989317] [DEBUG] [FORECASTER] EMP: Forecast T+1@11:T+2@11: UP (p=70.49%)
[2025-11-25T10:47:14.989702] [INFO ] [FORECASTER] Completed predict_future for EMP
[2025-11-25T10:47:14.989883] [INFO ] [sig       ] EMP: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:47:15.131706] [INFO ] [LOCAL     ] Saved forecast: EMP	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/EMP.txt
[2025-11-25T10:47:15.131881] [INFO ] [sig       ] [642/2057] Completed EMP in 0.3s | 2.87 sym/s | Total: 3.7m | ETA: 8.2m
[2025-11-25T10:47:15.131935] [INFO ] [sig       ] [643/2057] Forecasting EMR...
[2025-11-25T10:47:15.131980] [INFO ] [sig       ] Generating forecast for: EMR
[2025-11-25T10:47:15.132023] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EMR' from 'https://tdm.silogroup.org/data/derivative_storage/EMR.csv'.
[2025-11-25T10:47:15.143889] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'EMR'.
[2025-11-25T10:47:15.144277] [INFO ] [FORECASTER] Starting predict_future for EMR
[2025-11-25T10:47:15.145073] [DEBUG] [LOCAL     ] No optimal features file found for EMR: ./output/feature-sets/EMR.txt
[2025-11-25T10:47:15.145142] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:47:15.145186] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:47:15.145227] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:47:15.145294] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:47:15.215697] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:47:15.216520] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:47:15.216635] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:47:15.216724] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:47:15.319507] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:47:15.319711] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:47:15.319766] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:47:15.319801] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:47:15.323360] [DEBUG] [FORECASTER] EMR: Forecast T+1@11:T+2@11: UP (p=96.87%)
[2025-11-25T10:47:15.323671] [INFO ] [FORECASTER] Completed predict_future for EMR
[2025-11-25T10:47:15.323832] [INFO ] [sig       ] EMR: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:47:15.465202] [INFO ] [LOCAL     ] Saved forecast: EMR	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/EMR.txt
[2025-11-25T10:47:15.465355] [INFO ] [sig       ] [643/2057] Completed EMR in 0.3s | 2.87 sym/s | Total: 3.7m | ETA: 8.2m
[2025-11-25T10:47:15.465409] [INFO ] [sig       ] [644/2057] Forecasting ENB...
[2025-11-25T10:47:15.465452] [INFO ] [sig       ] Generating forecast for: ENB
[2025-11-25T10:47:15.465493] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ENB' from 'https://tdm.silogroup.org/data/derivative_storage/ENB.csv'.
[2025-11-25T10:47:15.475904] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'ENB'.
[2025-11-25T10:47:15.476300] [INFO ] [FORECASTER] Starting predict_future for ENB
[2025-11-25T10:47:15.477145] [DEBUG] [LOCAL     ] No optimal features file found for ENB: ./output/feature-sets/ENB.txt
[2025-11-25T10:47:15.477217] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:47:15.477263] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:47:15.477304] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:47:15.477372] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:47:15.545499] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:47:15.546202] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:47:15.546313] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:47:15.546363] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:47:15.647730] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:47:15.647937] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:47:15.647988] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:47:15.648024] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:47:15.651568] [DEBUG] [FORECASTER] ENB: Forecast T+1@11:T+2@11: UP (p=91.01%)
[2025-11-25T10:47:15.651886] [INFO ] [FORECASTER] Completed predict_future for ENB
[2025-11-25T10:47:15.652056] [INFO ] [sig       ] ENB: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:47:15.792082] [INFO ] [LOCAL     ] Saved forecast: ENB	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/ENB.txt
[2025-11-25T10:47:15.792240] [INFO ] [sig       ] [644/2057] Completed ENB in 0.3s | 2.87 sym/s | Total: 3.7m | ETA: 8.2m
[2025-11-25T10:47:15.792293] [INFO ] [sig       ] [645/2057] Forecasting ENIC...
[2025-11-25T10:47:15.792336] [INFO ] [sig       ] Generating forecast for: ENIC
[2025-11-25T10:47:15.792378] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ENIC' from 'https://tdm.silogroup.org/data/derivative_storage/ENIC.csv'.
[2025-11-25T10:47:15.803612] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'ENIC'.
[2025-11-25T10:47:15.804097] [INFO ] [FORECASTER] Starting predict_future for ENIC
[2025-11-25T10:47:15.804885] [DEBUG] [LOCAL     ] No optimal features file found for ENIC: ./output/feature-sets/ENIC.txt
[2025-11-25T10:47:15.804952] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:47:15.804997] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:47:15.805037] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:47:15.805123] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:47:15.873323] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:47:15.874112] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:47:15.874206] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:47:15.874253] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:47:15.978581] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:47:15.978788] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:47:15.978840] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:47:15.978876] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:47:15.982338] [DEBUG] [FORECASTER] ENIC: Forecast T+1@11:T+2@11: UP (p=70.56%)
[2025-11-25T10:47:15.982623] [INFO ] [FORECASTER] Completed predict_future for ENIC
[2025-11-25T10:47:15.982784] [INFO ] [sig       ] ENIC: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:47:16.125448] [INFO ] [LOCAL     ] Saved forecast: ENIC	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/ENIC.txt
[2025-11-25T10:47:16.125616] [INFO ] [sig       ] [645/2057] Completed ENIC in 0.3s | 2.87 sym/s | Total: 3.7m | ETA: 8.2m
[2025-11-25T10:47:16.125690] [INFO ] [sig       ] [646/2057] Forecasting ENO...
[2025-11-25T10:47:16.125735] [INFO ] [sig       ] Generating forecast for: ENO
[2025-11-25T10:47:16.125778] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ENO' from 'https://tdm.silogroup.org/data/derivative_storage/ENO.csv'.
[2025-11-25T10:47:16.138901] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'ENO'.
[2025-11-25T10:47:16.139209] [INFO ] [FORECASTER] Starting predict_future for ENO
[2025-11-25T10:47:16.139993] [DEBUG] [LOCAL     ] No optimal features file found for ENO: ./output/feature-sets/ENO.txt
[2025-11-25T10:47:16.140064] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:47:16.140111] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:47:16.140153] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:47:16.140222] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:47:16.208339] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:47:16.209169] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:47:16.209271] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:47:16.209320] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:47:16.306273] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:47:16.306436] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:47:16.306503] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:47:16.306540] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:47:16.309899] [DEBUG] [FORECASTER] ENO: Forecast T+1@11:T+2@11: UP (p=67.36%)
[2025-11-25T10:47:16.310209] [INFO ] [FORECASTER] Completed predict_future for ENO
[2025-11-25T10:47:16.310356] [INFO ] [sig       ] ENO: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:47:16.464518] [INFO ] [LOCAL     ] Saved forecast: ENO	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/ENO.txt
[2025-11-25T10:47:16.464728] [INFO ] [sig       ] [646/2057] Completed ENO in 0.3s | 2.87 sym/s | Total: 3.7m | ETA: 8.2m
[2025-11-25T10:47:16.464786] [INFO ] [sig       ] [647/2057] Forecasting ENOV...
[2025-11-25T10:47:16.464829] [INFO ] [sig       ] Generating forecast for: ENOV
[2025-11-25T10:47:16.464871] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ENOV' from 'https://tdm.silogroup.org/data/derivative_storage/ENOV.csv'.
[2025-11-25T10:47:16.480204] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'ENOV'.
[2025-11-25T10:47:16.480758] [INFO ] [FORECASTER] Starting predict_future for ENOV
[2025-11-25T10:47:16.481568] [DEBUG] [LOCAL     ] No optimal features file found for ENOV: ./output/feature-sets/ENOV.txt
[2025-11-25T10:47:16.481688] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:47:16.481739] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:47:16.481779] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:47:16.481846] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:47:16.547841] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:47:16.548694] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:47:16.548790] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:47:16.548843] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:47:16.656005] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:47:16.656171] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:47:16.656215] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:47:16.656249] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:47:16.659585] [DEBUG] [FORECASTER] ENOV: Forecast T+1@11:T+2@11: UP (p=51.79%)
[2025-11-25T10:47:16.659885] [INFO ] [FORECASTER] Completed predict_future for ENOV
[2025-11-25T10:47:16.660051] [INFO ] [sig       ] ENOV: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:47:16.800041] [INFO ] [LOCAL     ] Saved forecast: ENOV	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/ENOV.txt
[2025-11-25T10:47:16.800182] [INFO ] [sig       ] [647/2057] Completed ENOV in 0.3s | 2.87 sym/s | Total: 3.8m | ETA: 8.2m
[2025-11-25T10:47:16.800237] [INFO ] [sig       ] [648/2057] Forecasting ENR...
[2025-11-25T10:47:16.800280] [INFO ] [sig       ] Generating forecast for: ENR
[2025-11-25T10:47:16.800323] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ENR' from 'https://tdm.silogroup.org/data/derivative_storage/ENR.csv'.
[2025-11-25T10:47:16.811680] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'ENR'.
[2025-11-25T10:47:16.812035] [INFO ] [FORECASTER] Starting predict_future for ENR
[2025-11-25T10:47:16.812826] [DEBUG] [LOCAL     ] No optimal features file found for ENR: ./output/feature-sets/ENR.txt
[2025-11-25T10:47:16.812895] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:47:16.812941] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:47:16.812981] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:47:16.813051] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:47:16.879509] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:47:16.880149] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:47:16.880246] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:47:16.880294] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:47:16.996300] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:47:16.996431] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:47:16.996473] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:47:16.996506] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:47:16.999737] [DEBUG] [FORECASTER] ENR: Forecast T+1@11:T+2@11: UP (p=66.93%)
[2025-11-25T10:47:17.000008] [INFO ] [FORECASTER] Completed predict_future for ENR
[2025-11-25T10:47:17.000181] [INFO ] [sig       ] ENR: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:47:17.145550] [INFO ] [LOCAL     ] Saved forecast: ENR	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/ENR.txt
[2025-11-25T10:47:17.145769] [INFO ] [sig       ] [648/2057] Completed ENR in 0.3s | 2.87 sym/s | Total: 3.8m | ETA: 8.2m
[2025-11-25T10:47:17.145827] [INFO ] [sig       ] [649/2057] Forecasting ENS...
[2025-11-25T10:47:17.145870] [INFO ] [sig       ] Generating forecast for: ENS
[2025-11-25T10:47:17.145916] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ENS' from 'https://tdm.silogroup.org/data/derivative_storage/ENS.csv'.
[2025-11-25T10:47:17.158901] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'ENS'.
[2025-11-25T10:47:17.159306] [INFO ] [FORECASTER] Starting predict_future for ENS
[2025-11-25T10:47:17.160097] [DEBUG] [LOCAL     ] No optimal features file found for ENS: ./output/feature-sets/ENS.txt
[2025-11-25T10:47:17.160167] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:47:17.160212] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:47:17.160253] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:47:17.160321] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:47:17.226344] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:47:17.226991] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:47:17.227113] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:47:17.227165] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:47:17.327427] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:47:17.327598] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:47:17.327662] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:47:17.327707] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:47:17.331177] [DEBUG] [FORECASTER] ENS: Forecast T+1@11:T+2@11: UP (p=97.41%)
[2025-11-25T10:47:17.331457] [INFO ] [FORECASTER] Completed predict_future for ENS
[2025-11-25T10:47:17.331608] [INFO ] [sig       ] ENS: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:47:17.472390] [INFO ] [LOCAL     ] Saved forecast: ENS	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/ENS.txt
[2025-11-25T10:47:17.472526] [INFO ] [sig       ] [649/2057] Completed ENS in 0.3s | 2.87 sym/s | Total: 3.8m | ETA: 8.2m
[2025-11-25T10:47:17.472579] [INFO ] [sig       ] [650/2057] Forecasting ENVA...
[2025-11-25T10:47:17.472622] [INFO ] [sig       ] Generating forecast for: ENVA
[2025-11-25T10:47:17.472688] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ENVA' from 'https://tdm.silogroup.org/data/derivative_storage/ENVA.csv'.
[2025-11-25T10:47:17.484260] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'ENVA'.
[2025-11-25T10:47:17.484612] [INFO ] [FORECASTER] Starting predict_future for ENVA
[2025-11-25T10:47:17.485399] [DEBUG] [LOCAL     ] No optimal features file found for ENVA: ./output/feature-sets/ENVA.txt
[2025-11-25T10:47:17.485469] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:47:17.485514] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:47:17.485554] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:47:17.485622] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:47:17.551477] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:47:17.552119] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:47:17.552214] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:47:17.552259] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:47:17.651801] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:47:17.651967] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:47:17.652013] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:47:17.652047] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:47:17.655370] [DEBUG] [FORECASTER] ENVA: Forecast T+1@11:T+2@11: UP (p=76.39%)
[2025-11-25T10:47:17.655674] [INFO ] [FORECASTER] Completed predict_future for ENVA
[2025-11-25T10:47:17.655857] [INFO ] [sig       ] ENVA: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:47:17.797272] [INFO ] [LOCAL     ] Saved forecast: ENVA	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/ENVA.txt
[2025-11-25T10:47:17.797415] [INFO ] [sig       ] [650/2057] Completed ENVA in 0.3s | 2.87 sym/s | Total: 3.8m | ETA: 8.2m
[2025-11-25T10:47:17.797477] [INFO ] [sig       ] [651/2057] Forecasting EOD...
[2025-11-25T10:47:17.797522] [INFO ] [sig       ] Generating forecast for: EOD
[2025-11-25T10:47:17.797565] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EOD' from 'https://tdm.silogroup.org/data/derivative_storage/EOD.csv'.
[2025-11-25T10:47:17.808755] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'EOD'.
[2025-11-25T10:47:17.809098] [INFO ] [FORECASTER] Starting predict_future for EOD
[2025-11-25T10:47:17.809885] [DEBUG] [LOCAL     ] No optimal features file found for EOD: ./output/feature-sets/EOD.txt
[2025-11-25T10:47:17.809954] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:47:17.810000] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:47:17.810040] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:47:17.810109] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:47:17.877163] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:47:17.877813] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:47:17.877908] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:47:17.877955] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:47:17.992670] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:47:17.992852] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:47:17.992897] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:47:17.992934] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:47:17.996290] [DEBUG] [FORECASTER] EOD: Forecast T+1@11:T+2@11: UP (p=97.39%)
[2025-11-25T10:47:17.996570] [INFO ] [FORECASTER] Completed predict_future for EOD
[2025-11-25T10:47:17.996748] [INFO ] [sig       ] EOD: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:47:18.137225] [INFO ] [LOCAL     ] Saved forecast: EOD	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/EOD.txt
[2025-11-25T10:47:18.137364] [INFO ] [sig       ] [651/2057] Completed EOD in 0.3s | 2.87 sym/s | Total: 3.8m | ETA: 8.2m
[2025-11-25T10:47:18.137418] [INFO ] [sig       ] [652/2057] Forecasting EOG...
[2025-11-25T10:47:18.137463] [INFO ] [sig       ] Generating forecast for: EOG
[2025-11-25T10:47:18.137505] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EOG' from 'https://tdm.silogroup.org/data/derivative_storage/EOG.csv'.
[2025-11-25T10:47:18.149418] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'EOG'.
[2025-11-25T10:47:18.149827] [INFO ] [FORECASTER] Starting predict_future for EOG
[2025-11-25T10:47:18.150598] [DEBUG] [LOCAL     ] No optimal features file found for EOG: ./output/feature-sets/EOG.txt
[2025-11-25T10:47:18.150704] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:47:18.150765] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:47:18.150821] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:47:18.150919] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:47:18.217594] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:47:18.218426] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:47:18.218526] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:47:18.218572] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:47:18.323219] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:47:18.323417] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:47:18.323465] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:47:18.323500] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:47:18.327069] [DEBUG] [FORECASTER] EOG: Forecast T+1@11:T+2@11: UP (p=66.56%)
[2025-11-25T10:47:18.327383] [INFO ] [FORECASTER] Completed predict_future for EOG
[2025-11-25T10:47:18.327547] [INFO ] [sig       ] EOG: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:47:18.469742] [INFO ] [LOCAL     ] Saved forecast: EOG	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/EOG.txt
[2025-11-25T10:47:18.469925] [INFO ] [sig       ] [652/2057] Completed EOG in 0.3s | 2.88 sym/s | Total: 3.8m | ETA: 8.1m
[2025-11-25T10:47:18.469989] [INFO ] [sig       ] [653/2057] Forecasting EOI...
[2025-11-25T10:47:18.470041] [INFO ] [sig       ] Generating forecast for: EOI
[2025-11-25T10:47:18.470090] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EOI' from 'https://tdm.silogroup.org/data/derivative_storage/EOI.csv'.
[2025-11-25T10:47:18.481939] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'EOI'.
[2025-11-25T10:47:18.482344] [INFO ] [FORECASTER] Starting predict_future for EOI
[2025-11-25T10:47:18.483189] [DEBUG] [LOCAL     ] No optimal features file found for EOI: ./output/feature-sets/EOI.txt
[2025-11-25T10:47:18.483259] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:47:18.483313] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:47:18.483361] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:47:18.483435] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:47:18.550561] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:47:18.551501] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:47:18.551612] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:47:18.551681] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:47:18.650565] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:47:18.650786] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:47:18.650840] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:47:18.650875] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:47:18.654276] [DEBUG] [FORECASTER] EOI: Forecast T+1@11:T+2@11: UP (p=72.85%)
[2025-11-25T10:47:18.654561] [INFO ] [FORECASTER] Completed predict_future for EOI
[2025-11-25T10:47:18.654729] [INFO ] [sig       ] EOI: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:47:18.795430] [INFO ] [LOCAL     ] Saved forecast: EOI	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/EOI.txt
[2025-11-25T10:47:18.795623] [INFO ] [sig       ] [653/2057] Completed EOI in 0.3s | 2.88 sym/s | Total: 3.8m | ETA: 8.1m
[2025-11-25T10:47:18.795704] [INFO ] [sig       ] [654/2057] Forecasting EOS...
[2025-11-25T10:47:18.795750] [INFO ] [sig       ] Generating forecast for: EOS
[2025-11-25T10:47:18.795794] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EOS' from 'https://tdm.silogroup.org/data/derivative_storage/EOS.csv'.
[2025-11-25T10:47:18.807397] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'EOS'.
[2025-11-25T10:47:18.807886] [INFO ] [FORECASTER] Starting predict_future for EOS
[2025-11-25T10:47:18.808733] [DEBUG] [LOCAL     ] No optimal features file found for EOS: ./output/feature-sets/EOS.txt
[2025-11-25T10:47:18.808802] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:47:18.808848] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:47:18.808889] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:47:18.808958] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:47:18.874361] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:47:18.875259] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:47:18.875361] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:47:18.875410] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:47:18.987536] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:47:18.987767] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:47:18.987865] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:47:18.987915] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:47:18.991404] [DEBUG] [FORECASTER] EOS: Forecast T+1@11:T+2@11: DOWN (p=36.75%)
[2025-11-25T10:47:18.991736] [INFO ] [FORECASTER] Completed predict_future for EOS
[2025-11-25T10:47:18.991912] [INFO ] [sig       ] EOS: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:47:19.134445] [INFO ] [LOCAL     ] Saved forecast: EOS	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/EOS.txt
[2025-11-25T10:47:19.134611] [INFO ] [sig       ] [654/2057] Completed EOS in 0.3s | 2.88 sym/s | Total: 3.8m | ETA: 8.1m
[2025-11-25T10:47:19.134687] [INFO ] [sig       ] [655/2057] Forecasting EOT...
[2025-11-25T10:47:19.134734] [INFO ] [sig       ] Generating forecast for: EOT
[2025-11-25T10:47:19.134779] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EOT' from 'https://tdm.silogroup.org/data/derivative_storage/EOT.csv'.
[2025-11-25T10:47:19.146633] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'EOT'.
[2025-11-25T10:47:19.147068] [INFO ] [FORECASTER] Starting predict_future for EOT
[2025-11-25T10:47:19.147868] [DEBUG] [LOCAL     ] No optimal features file found for EOT: ./output/feature-sets/EOT.txt
[2025-11-25T10:47:19.147937] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:47:19.147983] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:47:19.148024] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:47:19.148093] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:47:19.214028] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:47:19.214780] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:47:19.214879] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:47:19.214922] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:47:19.312700] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:47:19.312884] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:47:19.312936] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:47:19.312978] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:47:19.316413] [DEBUG] [FORECASTER] EOT: Forecast T+1@11:T+2@11: UP (p=65.26%)
[2025-11-25T10:47:19.316721] [INFO ] [FORECASTER] Completed predict_future for EOT
[2025-11-25T10:47:19.316875] [INFO ] [sig       ] EOT: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:47:19.458990] [INFO ] [LOCAL     ] Saved forecast: EOT	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/EOT.txt
[2025-11-25T10:47:19.459151] [INFO ] [sig       ] [655/2057] Completed EOT in 0.3s | 2.88 sym/s | Total: 3.8m | ETA: 8.1m
[2025-11-25T10:47:19.459205] [INFO ] [sig       ] [656/2057] Forecasting EPAC...
[2025-11-25T10:47:19.459250] [INFO ] [sig       ] Generating forecast for: EPAC
[2025-11-25T10:47:19.459292] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EPAC' from 'https://tdm.silogroup.org/data/derivative_storage/EPAC.csv'.
[2025-11-25T10:47:19.471413] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'EPAC'.
[2025-11-25T10:47:19.471836] [INFO ] [FORECASTER] Starting predict_future for EPAC
[2025-11-25T10:47:19.472624] [DEBUG] [LOCAL     ] No optimal features file found for EPAC: ./output/feature-sets/EPAC.txt
[2025-11-25T10:47:19.472711] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:47:19.472759] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:47:19.472799] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:47:19.472866] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:47:19.538658] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:47:19.539419] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:47:19.539552] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:47:19.539602] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:47:19.642786] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:47:19.642996] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:47:19.643052] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:47:19.643094] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:47:19.646482] [DEBUG] [FORECASTER] EPAC: Forecast T+1@11:T+2@11: UP (p=90.12%)
[2025-11-25T10:47:19.646811] [INFO ] [FORECASTER] Completed predict_future for EPAC
[2025-11-25T10:47:19.646977] [INFO ] [sig       ] EPAC: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:47:19.790391] [INFO ] [LOCAL     ] Saved forecast: EPAC	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/EPAC.txt
[2025-11-25T10:47:19.790564] [INFO ] [sig       ] [656/2057] Completed EPAC in 0.3s | 2.88 sym/s | Total: 3.8m | ETA: 8.1m
[2025-11-25T10:47:19.790619] [INFO ] [sig       ] [657/2057] Forecasting EPAM...
[2025-11-25T10:47:19.790682] [INFO ] [sig       ] Generating forecast for: EPAM
[2025-11-25T10:47:19.790726] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EPAM' from 'https://tdm.silogroup.org/data/derivative_storage/EPAM.csv'.
[2025-11-25T10:47:19.802412] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'EPAM'.
[2025-11-25T10:47:19.802846] [INFO ] [FORECASTER] Starting predict_future for EPAM
[2025-11-25T10:47:19.803681] [DEBUG] [LOCAL     ] No optimal features file found for EPAM: ./output/feature-sets/EPAM.txt
[2025-11-25T10:47:19.803751] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:47:19.803798] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:47:19.803839] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:47:19.803906] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:47:19.869818] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:47:19.870730] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:47:19.870827] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:47:19.870875] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:47:19.973380] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:47:19.973558] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:47:19.973604] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:47:19.973666] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:47:19.977005] [DEBUG] [FORECASTER] EPAM: Forecast T+1@11:T+2@11: UP (p=75.88%)
[2025-11-25T10:47:19.977315] [INFO ] [FORECASTER] Completed predict_future for EPAM
[2025-11-25T10:47:19.977466] [INFO ] [sig       ] EPAM: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:47:20.116930] [INFO ] [LOCAL     ] Saved forecast: EPAM	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/EPAM.txt
[2025-11-25T10:47:20.117099] [INFO ] [sig       ] [657/2057] Completed EPAM in 0.3s | 2.88 sym/s | Total: 3.8m | ETA: 8.1m
[2025-11-25T10:47:20.117154] [INFO ] [sig       ] [658/2057] Forecasting EPC...
[2025-11-25T10:47:20.117198] [INFO ] [sig       ] Generating forecast for: EPC
[2025-11-25T10:47:20.117248] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EPC' from 'https://tdm.silogroup.org/data/derivative_storage/EPC.csv'.
[2025-11-25T10:47:20.128777] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'EPC'.
[2025-11-25T10:47:20.129141] [INFO ] [FORECASTER] Starting predict_future for EPC
[2025-11-25T10:47:20.129946] [DEBUG] [LOCAL     ] No optimal features file found for EPC: ./output/feature-sets/EPC.txt
[2025-11-25T10:47:20.130020] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:47:20.130084] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:47:20.130127] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:47:20.130196] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:47:20.195497] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:47:20.196333] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:47:20.196430] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:47:20.196476] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:47:20.307530] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:47:20.308197] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:47:20.308248] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:47:20.308282] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:47:20.311692] [DEBUG] [FORECASTER] EPC: Forecast T+1@11:T+2@11: DOWN (p=4.86%)
[2025-11-25T10:47:20.311974] [INFO ] [FORECASTER] Completed predict_future for EPC
[2025-11-25T10:47:20.312117] [INFO ] [sig       ] EPC: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:47:20.453241] [INFO ] [LOCAL     ] Saved forecast: EPC	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/EPC.txt
[2025-11-25T10:47:20.453403] [INFO ] [sig       ] [658/2057] Completed EPC in 0.3s | 2.88 sym/s | Total: 3.8m | ETA: 8.1m
[2025-11-25T10:47:20.453455] [INFO ] [sig       ] [659/2057] Forecasting EPD...
[2025-11-25T10:47:20.453498] [INFO ] [sig       ] Generating forecast for: EPD
[2025-11-25T10:47:20.453542] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EPD' from 'https://tdm.silogroup.org/data/derivative_storage/EPD.csv'.
[2025-11-25T10:47:20.467377] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'EPD'.
[2025-11-25T10:47:20.467820] [INFO ] [FORECASTER] Starting predict_future for EPD
[2025-11-25T10:47:20.468604] [DEBUG] [LOCAL     ] No optimal features file found for EPD: ./output/feature-sets/EPD.txt
[2025-11-25T10:47:20.468700] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:47:20.468747] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:47:20.468787] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:47:20.468852] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:47:20.533445] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:47:20.534092] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:47:20.534185] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:47:20.534225] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:47:20.646408] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:47:20.646611] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:47:20.646678] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:47:20.646721] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:47:20.650226] [DEBUG] [FORECASTER] EPD: Forecast T+1@11:T+2@11: DOWN (p=42.10%)
[2025-11-25T10:47:20.650522] [INFO ] [FORECASTER] Completed predict_future for EPD
[2025-11-25T10:47:20.650707] [INFO ] [sig       ] EPD: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:47:20.789629] [INFO ] [LOCAL     ] Saved forecast: EPD	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/EPD.txt
[2025-11-25T10:47:20.789821] [INFO ] [sig       ] [659/2057] Completed EPD in 0.3s | 2.88 sym/s | Total: 3.8m | ETA: 8.1m
[2025-11-25T10:47:20.789877] [INFO ] [sig       ] [660/2057] Forecasting EPR...
[2025-11-25T10:47:20.789920] [INFO ] [sig       ] Generating forecast for: EPR
[2025-11-25T10:47:20.789963] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EPR' from 'https://tdm.silogroup.org/data/derivative_storage/EPR.csv'.
[2025-11-25T10:47:20.801335] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'EPR'.
[2025-11-25T10:47:20.801758] [INFO ] [FORECASTER] Starting predict_future for EPR
[2025-11-25T10:47:20.802526] [DEBUG] [LOCAL     ] No optimal features file found for EPR: ./output/feature-sets/EPR.txt
[2025-11-25T10:47:20.802597] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:47:20.802673] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:47:20.802719] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:47:20.802789] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:47:20.868685] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:47:20.869570] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:47:20.869693] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:47:20.869750] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:47:20.976573] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:47:20.976778] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:47:20.976851] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:47:20.976899] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:47:20.980335] [DEBUG] [FORECASTER] EPR: Forecast T+1@11:T+2@11: UP (p=96.36%)
[2025-11-25T10:47:20.980671] [INFO ] [FORECASTER] Completed predict_future for EPR
[2025-11-25T10:47:20.980837] [INFO ] [sig       ] EPR: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:47:21.119216] [INFO ] [LOCAL     ] Saved forecast: EPR	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/EPR.txt
[2025-11-25T10:47:21.119372] [INFO ] [sig       ] [660/2057] Completed EPR in 0.3s | 2.88 sym/s | Total: 3.8m | ETA: 8.1m
[2025-11-25T10:47:21.119426] [INFO ] [sig       ] [661/2057] Forecasting EPRT...
[2025-11-25T10:47:21.119469] [INFO ] [sig       ] Generating forecast for: EPRT
[2025-11-25T10:47:21.119511] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EPRT' from 'https://tdm.silogroup.org/data/derivative_storage/EPRT.csv'.
[2025-11-25T10:47:21.130913] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'EPRT'.
[2025-11-25T10:47:21.131280] [INFO ] [FORECASTER] Starting predict_future for EPRT
[2025-11-25T10:47:21.132060] [DEBUG] [LOCAL     ] No optimal features file found for EPRT: ./output/feature-sets/EPRT.txt
[2025-11-25T10:47:21.132129] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:47:21.132173] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:47:21.132214] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:47:21.132282] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:47:21.198271] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:47:21.199219] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:47:21.199321] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:47:21.199371] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:47:21.300930] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:47:21.301131] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:47:21.301179] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:47:21.301216] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:47:21.304713] [DEBUG] [FORECASTER] EPRT: Forecast T+1@11:T+2@11: DOWN (p=38.75%)
[2025-11-25T10:47:21.305032] [INFO ] [FORECASTER] Completed predict_future for EPRT
[2025-11-25T10:47:21.305183] [INFO ] [sig       ] EPRT: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:47:21.445635] [INFO ] [LOCAL     ] Saved forecast: EPRT	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/EPRT.txt
[2025-11-25T10:47:21.445809] [INFO ] [sig       ] [661/2057] Completed EPRT in 0.3s | 2.88 sym/s | Total: 3.8m | ETA: 8.1m
[2025-11-25T10:47:21.445864] [INFO ] [sig       ] [662/2057] Forecasting EQBK...
[2025-11-25T10:47:21.445907] [INFO ] [sig       ] Generating forecast for: EQBK
[2025-11-25T10:47:21.445957] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EQBK' from 'https://tdm.silogroup.org/data/derivative_storage/EQBK.csv'.
[2025-11-25T10:47:21.459721] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'EQBK'.
[2025-11-25T10:47:21.460113] [INFO ] [FORECASTER] Starting predict_future for EQBK
[2025-11-25T10:47:21.461012] [DEBUG] [LOCAL     ] No optimal features file found for EQBK: ./output/feature-sets/EQBK.txt
[2025-11-25T10:47:21.461085] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:47:21.461131] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:47:21.461172] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:47:21.461242] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:47:21.529084] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:47:21.529980] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:47:21.530086] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:47:21.530136] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:47:21.637539] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:47:21.637714] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:47:21.637766] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:47:21.637800] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:47:21.641088] [DEBUG] [FORECASTER] EQBK: Forecast T+1@11:T+2@11: DOWN (p=36.77%)
[2025-11-25T10:47:21.641367] [INFO ] [FORECASTER] Completed predict_future for EQBK
[2025-11-25T10:47:21.641518] [INFO ] [sig       ] EQBK: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:47:21.784209] [INFO ] [LOCAL     ] Saved forecast: EQBK	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/EQBK.txt
[2025-11-25T10:47:21.784360] [INFO ] [sig       ] [662/2057] Completed EQBK in 0.3s | 2.88 sym/s | Total: 3.8m | ETA: 8.1m
[2025-11-25T10:47:21.784414] [INFO ] [sig       ] [663/2057] Forecasting EQH...
[2025-11-25T10:47:21.784456] [INFO ] [sig       ] Generating forecast for: EQH
[2025-11-25T10:47:21.784498] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EQH' from 'https://tdm.silogroup.org/data/derivative_storage/EQH.csv'.
[2025-11-25T10:47:21.796448] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'EQH'.
[2025-11-25T10:47:21.796965] [INFO ] [FORECASTER] Starting predict_future for EQH
[2025-11-25T10:47:21.797859] [DEBUG] [LOCAL     ] No optimal features file found for EQH: ./output/feature-sets/EQH.txt
[2025-11-25T10:47:21.797931] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:47:21.797986] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:47:21.798035] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:47:21.798119] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:47:21.866983] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:47:21.868030] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:47:21.868161] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:47:21.868216] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:47:21.973474] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:47:21.973704] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:47:21.973761] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:47:21.973798] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:47:21.977472] [DEBUG] [FORECASTER] EQH: Forecast T+1@11:T+2@11: UP (p=79.91%)
[2025-11-25T10:47:21.977818] [INFO ] [FORECASTER] Completed predict_future for EQH
[2025-11-25T10:47:21.977993] [INFO ] [sig       ] EQH: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:47:22.119427] [INFO ] [LOCAL     ] Saved forecast: EQH	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/EQH.txt
[2025-11-25T10:47:22.119611] [INFO ] [sig       ] [663/2057] Completed EQH in 0.3s | 2.88 sym/s | Total: 3.8m | ETA: 8.1m
[2025-11-25T10:47:22.119689] [INFO ] [sig       ] [664/2057] Forecasting EQNR...
[2025-11-25T10:47:22.119733] [INFO ] [sig       ] Generating forecast for: EQNR
[2025-11-25T10:47:22.119776] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EQNR' from 'https://tdm.silogroup.org/data/derivative_storage/EQNR.csv'.
[2025-11-25T10:47:22.131939] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'EQNR'.
[2025-11-25T10:47:22.132418] [INFO ] [FORECASTER] Starting predict_future for EQNR
[2025-11-25T10:47:22.133229] [DEBUG] [LOCAL     ] No optimal features file found for EQNR: ./output/feature-sets/EQNR.txt
[2025-11-25T10:47:22.133299] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:47:22.133345] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:47:22.133387] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:47:22.133454] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:47:22.198730] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:47:22.199617] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:47:22.199738] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:47:22.199786] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:47:22.300723] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:47:22.300924] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:47:22.300970] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:47:22.301004] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:47:22.304379] [DEBUG] [FORECASTER] EQNR: Forecast T+1@11:T+2@11: DOWN (p=16.43%)
[2025-11-25T10:47:22.304727] [INFO ] [FORECASTER] Completed predict_future for EQNR
[2025-11-25T10:47:22.304881] [INFO ] [sig       ] EQNR: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:47:22.450378] [INFO ] [LOCAL     ] Saved forecast: EQNR	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/EQNR.txt
[2025-11-25T10:47:22.450568] [INFO ] [sig       ] [664/2057] Completed EQNR in 0.3s | 2.88 sym/s | Total: 3.8m | ETA: 8.1m
[2025-11-25T10:47:22.450622] [INFO ] [sig       ] [665/2057] Forecasting EQR...
[2025-11-25T10:47:22.450698] [INFO ] [sig       ] Generating forecast for: EQR
[2025-11-25T10:47:22.450745] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EQR' from 'https://tdm.silogroup.org/data/derivative_storage/EQR.csv'.
[2025-11-25T10:47:22.462385] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'EQR'.
[2025-11-25T10:47:22.462768] [INFO ] [FORECASTER] Starting predict_future for EQR
[2025-11-25T10:47:22.463564] [DEBUG] [LOCAL     ] No optimal features file found for EQR: ./output/feature-sets/EQR.txt
[2025-11-25T10:47:22.463634] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:47:22.463710] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:47:22.463760] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:47:22.463830] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:47:22.530428] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:47:22.531312] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:47:22.531420] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:47:22.531466] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:47:22.631932] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:47:22.632145] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:47:22.632200] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:47:22.632257] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:47:22.635632] [DEBUG] [FORECASTER] EQR: Forecast T+1@11:T+2@11: UP (p=92.21%)
[2025-11-25T10:47:22.635931] [INFO ] [FORECASTER] Completed predict_future for EQR
[2025-11-25T10:47:22.636072] [INFO ] [sig       ] EQR: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:47:22.778411] [INFO ] [LOCAL     ] Saved forecast: EQR	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/EQR.txt
[2025-11-25T10:47:22.778595] [INFO ] [sig       ] [665/2057] Completed EQR in 0.3s | 2.88 sym/s | Total: 3.9m | ETA: 8.1m
[2025-11-25T10:47:22.778676] [INFO ] [sig       ] [666/2057] Forecasting EQT...
[2025-11-25T10:47:22.778724] [INFO ] [sig       ] Generating forecast for: EQT
[2025-11-25T10:47:22.778766] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EQT' from 'https://tdm.silogroup.org/data/derivative_storage/EQT.csv'.
[2025-11-25T10:47:22.790282] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'EQT'.
[2025-11-25T10:47:22.790742] [INFO ] [FORECASTER] Starting predict_future for EQT
[2025-11-25T10:47:22.791517] [DEBUG] [LOCAL     ] No optimal features file found for EQT: ./output/feature-sets/EQT.txt
[2025-11-25T10:47:22.791587] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:47:22.791634] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:47:22.791703] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:47:22.791774] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:47:22.858825] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:47:22.859815] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:47:22.859913] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:47:22.859956] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:47:22.962764] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:47:22.962939] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:47:22.962985] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:47:22.963020] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:47:22.966486] [DEBUG] [FORECASTER] EQT: Forecast T+1@11:T+2@11: DOWN (p=40.86%)
[2025-11-25T10:47:22.966799] [INFO ] [FORECASTER] Completed predict_future for EQT
[2025-11-25T10:47:22.966955] [INFO ] [sig       ] EQT: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:47:23.108669] [INFO ] [LOCAL     ] Saved forecast: EQT	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/EQT.txt
[2025-11-25T10:47:23.108815] [INFO ] [sig       ] [666/2057] Completed EQT in 0.3s | 2.88 sym/s | Total: 3.9m | ETA: 8.1m
[2025-11-25T10:47:23.108869] [INFO ] [sig       ] [667/2057] Forecasting ERO...
[2025-11-25T10:47:23.108912] [INFO ] [sig       ] Generating forecast for: ERO
[2025-11-25T10:47:23.108954] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ERO' from 'https://tdm.silogroup.org/data/derivative_storage/ERO.csv'.
[2025-11-25T10:47:23.120154] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'ERO'.
[2025-11-25T10:47:23.120509] [INFO ] [FORECASTER] Starting predict_future for ERO
[2025-11-25T10:47:23.121330] [DEBUG] [LOCAL     ] No optimal features file found for ERO: ./output/feature-sets/ERO.txt
[2025-11-25T10:47:23.121399] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:47:23.121444] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:47:23.121483] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:47:23.121551] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:47:23.186155] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:47:23.186829] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:47:23.186923] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:47:23.186970] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:47:23.290169] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:47:23.290317] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:47:23.290360] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:47:23.290395] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:47:23.293611] [DEBUG] [FORECASTER] ERO: Forecast T+1@11:T+2@11: UP (p=80.25%)
[2025-11-25T10:47:23.293915] [INFO ] [FORECASTER] Completed predict_future for ERO
[2025-11-25T10:47:23.294086] [INFO ] [sig       ] ERO: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:47:23.434298] [INFO ] [LOCAL     ] Saved forecast: ERO	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/ERO.txt
[2025-11-25T10:47:23.434454] [INFO ] [sig       ] [667/2057] Completed ERO in 0.3s | 2.88 sym/s | Total: 3.9m | ETA: 8.0m
[2025-11-25T10:47:23.434504] [INFO ] [sig       ] [668/2057] Forecasting ES...
[2025-11-25T10:47:23.434549] [INFO ] [sig       ] Generating forecast for: ES
[2025-11-25T10:47:23.434594] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ES' from 'https://tdm.silogroup.org/data/derivative_storage/ES.csv'.
[2025-11-25T10:47:23.446593] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'ES'.
[2025-11-25T10:47:23.447018] [INFO ] [FORECASTER] Starting predict_future for ES
[2025-11-25T10:47:23.447871] [DEBUG] [LOCAL     ] No optimal features file found for ES: ./output/feature-sets/ES.txt
[2025-11-25T10:47:23.447942] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:47:23.447990] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:47:23.448032] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:47:23.448100] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:47:23.515448] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:47:23.516172] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:47:23.516272] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:47:23.516323] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:47:23.622432] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:47:23.622587] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:47:23.622632] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:47:23.622702] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:47:23.625979] [DEBUG] [FORECASTER] ES: Forecast T+1@11:T+2@11: DOWN (p=48.53%)
[2025-11-25T10:47:23.626275] [INFO ] [FORECASTER] Completed predict_future for ES
[2025-11-25T10:47:23.626432] [INFO ] [sig       ] ES: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:47:23.765676] [INFO ] [LOCAL     ] Saved forecast: ES	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/ES.txt
[2025-11-25T10:47:23.765868] [INFO ] [sig       ] [668/2057] Completed ES in 0.3s | 2.88 sym/s | Total: 3.9m | ETA: 8.0m
[2025-11-25T10:47:23.765926] [INFO ] [sig       ] [669/2057] Forecasting ESAB...
[2025-11-25T10:47:23.765972] [INFO ] [sig       ] Generating forecast for: ESAB
[2025-11-25T10:47:23.766019] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ESAB' from 'https://tdm.silogroup.org/data/derivative_storage/ESAB.csv'.
[2025-11-25T10:47:23.779122] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'ESAB'.
[2025-11-25T10:47:23.779487] [INFO ] [FORECASTER] Starting predict_future for ESAB
[2025-11-25T10:47:23.780298] [DEBUG] [LOCAL     ] No optimal features file found for ESAB: ./output/feature-sets/ESAB.txt
[2025-11-25T10:47:23.780370] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:47:23.780429] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:47:23.780477] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:47:23.780552] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:47:23.847023] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:47:23.847864] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:47:23.847960] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:47:23.848007] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:47:23.951587] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:47:23.951801] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:47:23.951853] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:47:23.951888] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:47:23.955284] [DEBUG] [FORECASTER] ESAB: Forecast T+1@11:T+2@11: DOWN (p=25.97%)
[2025-11-25T10:47:23.955764] [INFO ] [FORECASTER] Completed predict_future for ESAB
[2025-11-25T10:47:23.955994] [INFO ] [sig       ] ESAB: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:47:24.096631] [INFO ] [LOCAL     ] Saved forecast: ESAB	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/ESAB.txt
[2025-11-25T10:47:24.096809] [INFO ] [sig       ] [669/2057] Completed ESAB in 0.3s | 2.88 sym/s | Total: 3.9m | ETA: 8.0m
[2025-11-25T10:47:24.096862] [INFO ] [sig       ] [670/2057] Forecasting ESE...
[2025-11-25T10:47:24.096905] [INFO ] [sig       ] Generating forecast for: ESE
[2025-11-25T10:47:24.096947] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ESE' from 'https://tdm.silogroup.org/data/derivative_storage/ESE.csv'.
[2025-11-25T10:47:24.109284] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'ESE'.
[2025-11-25T10:47:24.109638] [INFO ] [FORECASTER] Starting predict_future for ESE
[2025-11-25T10:47:24.110430] [DEBUG] [LOCAL     ] No optimal features file found for ESE: ./output/feature-sets/ESE.txt
[2025-11-25T10:47:24.110499] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:47:24.110545] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:47:24.110585] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:47:24.110680] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:47:24.176509] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:47:24.177226] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:47:24.177326] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:47:24.177377] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:47:24.299046] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:47:24.299247] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:47:24.299294] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:47:24.299328] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:47:24.302950] [DEBUG] [FORECASTER] ESE: Forecast T+1@11:T+2@11: DOWN (p=39.25%)
[2025-11-25T10:47:24.303448] [INFO ] [FORECASTER] Completed predict_future for ESE
[2025-11-25T10:47:24.303713] [INFO ] [sig       ] ESE: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:47:24.444025] [INFO ] [LOCAL     ] Saved forecast: ESE	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/ESE.txt
[2025-11-25T10:47:24.444189] [INFO ] [sig       ] [670/2057] Completed ESE in 0.3s | 2.88 sym/s | Total: 3.9m | ETA: 8.0m
[2025-11-25T10:47:24.444244] [INFO ] [sig       ] [671/2057] Forecasting ESI...
[2025-11-25T10:47:24.444289] [INFO ] [sig       ] Generating forecast for: ESI
[2025-11-25T10:47:24.444331] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ESI' from 'https://tdm.silogroup.org/data/derivative_storage/ESI.csv'.
[2025-11-25T10:47:24.455779] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'ESI'.
[2025-11-25T10:47:24.456161] [INFO ] [FORECASTER] Starting predict_future for ESI
[2025-11-25T10:47:24.456954] [DEBUG] [LOCAL     ] No optimal features file found for ESI: ./output/feature-sets/ESI.txt
[2025-11-25T10:47:24.457068] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:47:24.457125] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:47:24.457171] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:47:24.457244] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:47:24.522311] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:47:24.523095] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:47:24.523200] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:47:24.523251] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:47:24.644120] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:47:24.644308] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:47:24.644354] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:47:24.644388] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:47:24.648004] [DEBUG] [FORECASTER] ESI: Forecast T+1@11:T+2@11: UP (p=77.19%)
[2025-11-25T10:47:24.648322] [INFO ] [FORECASTER] Completed predict_future for ESI
[2025-11-25T10:47:24.648478] [INFO ] [sig       ] ESI: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:47:24.789557] [INFO ] [LOCAL     ] Saved forecast: ESI	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/ESI.txt
[2025-11-25T10:47:24.789733] [INFO ] [sig       ] [671/2057] Completed ESI in 0.3s | 2.88 sym/s | Total: 3.9m | ETA: 8.0m
[2025-11-25T10:47:24.789790] [INFO ] [sig       ] [672/2057] Forecasting ESNT...
[2025-11-25T10:47:24.789836] [INFO ] [sig       ] Generating forecast for: ESNT
[2025-11-25T10:47:24.789878] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ESNT' from 'https://tdm.silogroup.org/data/derivative_storage/ESNT.csv'.
[2025-11-25T10:47:24.802104] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'ESNT'.
[2025-11-25T10:47:24.802452] [INFO ] [FORECASTER] Starting predict_future for ESNT
[2025-11-25T10:47:24.803237] [DEBUG] [LOCAL     ] No optimal features file found for ESNT: ./output/feature-sets/ESNT.txt
[2025-11-25T10:47:24.803307] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:47:24.803351] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:47:24.803393] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:47:24.803461] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:47:24.870228] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:47:24.870960] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:47:24.871063] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:47:24.871116] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:47:24.971874] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:47:24.972080] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:47:24.972129] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:47:24.972165] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:47:24.975717] [DEBUG] [FORECASTER] ESNT: Forecast T+1@11:T+2@11: DOWN (p=39.53%)
[2025-11-25T10:47:24.976018] [INFO ] [FORECASTER] Completed predict_future for ESNT
[2025-11-25T10:47:24.976198] [INFO ] [sig       ] ESNT: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:47:25.120675] [INFO ] [LOCAL     ] Saved forecast: ESNT	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/ESNT.txt
[2025-11-25T10:47:25.120871] [INFO ] [sig       ] [672/2057] Completed ESNT in 0.3s | 2.88 sym/s | Total: 3.9m | ETA: 8.0m
[2025-11-25T10:47:25.120926] [INFO ] [sig       ] [673/2057] Forecasting ESRT...
[2025-11-25T10:47:25.120969] [INFO ] [sig       ] Generating forecast for: ESRT
[2025-11-25T10:47:25.121011] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ESRT' from 'https://tdm.silogroup.org/data/derivative_storage/ESRT.csv'.
[2025-11-25T10:47:25.133721] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'ESRT'.
[2025-11-25T10:47:25.134175] [INFO ] [FORECASTER] Starting predict_future for ESRT
[2025-11-25T10:47:25.135043] [DEBUG] [LOCAL     ] No optimal features file found for ESRT: ./output/feature-sets/ESRT.txt
[2025-11-25T10:47:25.135114] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:47:25.135162] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:47:25.135203] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:47:25.135273] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:47:25.206468] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:47:25.207294] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:47:25.207393] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:47:25.207444] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:47:25.304252] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:47:25.304410] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:47:25.304454] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:47:25.304489] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:47:25.307765] [DEBUG] [FORECASTER] ESRT: Forecast T+1@11:T+2@11: DOWN (p=12.52%)
[2025-11-25T10:47:25.308044] [INFO ] [FORECASTER] Completed predict_future for ESRT
[2025-11-25T10:47:25.308187] [INFO ] [sig       ] ESRT: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:47:25.446808] [INFO ] [LOCAL     ] Saved forecast: ESRT	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/ESRT.txt
[2025-11-25T10:47:25.446950] [INFO ] [sig       ] [673/2057] Completed ESRT in 0.3s | 2.88 sym/s | Total: 3.9m | ETA: 8.0m
[2025-11-25T10:47:25.447003] [INFO ] [sig       ] [674/2057] Forecasting ESS...
[2025-11-25T10:47:25.447068] [INFO ] [sig       ] Generating forecast for: ESS
[2025-11-25T10:47:25.447115] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ESS' from 'https://tdm.silogroup.org/data/derivative_storage/ESS.csv'.
[2025-11-25T10:47:25.459467] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'ESS'.
[2025-11-25T10:47:25.459965] [INFO ] [FORECASTER] Starting predict_future for ESS
[2025-11-25T10:47:25.460802] [DEBUG] [LOCAL     ] No optimal features file found for ESS: ./output/feature-sets/ESS.txt
[2025-11-25T10:47:25.460872] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:47:25.460918] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:47:25.460958] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:47:25.461026] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:47:25.526683] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:47:25.527610] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:47:25.527736] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:47:25.527785] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:47:25.620766] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:47:25.620973] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:47:25.621021] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:47:25.621056] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:47:25.624471] [DEBUG] [FORECASTER] ESS: Forecast T+1@11:T+2@11: DOWN (p=14.30%)
[2025-11-25T10:47:25.624803] [INFO ] [FORECASTER] Completed predict_future for ESS
[2025-11-25T10:47:25.624951] [INFO ] [sig       ] ESS: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:47:25.765721] [INFO ] [LOCAL     ] Saved forecast: ESS	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/ESS.txt
[2025-11-25T10:47:25.765900] [INFO ] [sig       ] [674/2057] Completed ESS in 0.3s | 2.88 sym/s | Total: 3.9m | ETA: 8.0m
[2025-11-25T10:47:25.765973] [INFO ] [sig       ] [675/2057] Forecasting ESTC...
[2025-11-25T10:47:25.766018] [INFO ] [sig       ] Generating forecast for: ESTC
[2025-11-25T10:47:25.766058] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ESTC' from 'https://tdm.silogroup.org/data/derivative_storage/ESTC.csv'.
[2025-11-25T10:47:25.777794] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'ESTC'.
[2025-11-25T10:47:25.778233] [INFO ] [FORECASTER] Starting predict_future for ESTC
[2025-11-25T10:47:25.779072] [DEBUG] [LOCAL     ] No optimal features file found for ESTC: ./output/feature-sets/ESTC.txt
[2025-11-25T10:47:25.779157] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:47:25.779214] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:47:25.779260] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:47:25.779329] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:47:25.844134] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:47:25.845005] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:47:25.845110] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:47:25.845162] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:47:25.944269] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:47:25.944463] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:47:25.944510] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:47:25.944548] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:47:25.948044] [DEBUG] [FORECASTER] ESTC: Forecast T+1@11:T+2@11: DOWN (p=1.60%)
[2025-11-25T10:47:25.948338] [INFO ] [FORECASTER] Completed predict_future for ESTC
[2025-11-25T10:47:25.948486] [INFO ] [sig       ] ESTC: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:47:26.087911] [INFO ] [LOCAL     ] Saved forecast: ESTC	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/ESTC.txt
[2025-11-25T10:47:26.088056] [INFO ] [sig       ] [675/2057] Completed ESTC in 0.3s | 2.88 sym/s | Total: 3.9m | ETA: 8.0m
[2025-11-25T10:47:26.088109] [INFO ] [sig       ] [676/2057] Forecasting ET...
[2025-11-25T10:47:26.088152] [INFO ] [sig       ] Generating forecast for: ET
[2025-11-25T10:47:26.088199] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ET' from 'https://tdm.silogroup.org/data/derivative_storage/ET.csv'.
[2025-11-25T10:47:26.098875] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'ET'.
[2025-11-25T10:47:26.099262] [INFO ] [FORECASTER] Starting predict_future for ET
[2025-11-25T10:47:26.100114] [DEBUG] [LOCAL     ] No optimal features file found for ET: ./output/feature-sets/ET.txt
[2025-11-25T10:47:26.100186] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:47:26.100234] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:47:26.100279] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:47:26.100349] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:47:26.167496] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:47:26.168194] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:47:26.168290] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:47:26.168338] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:47:26.270900] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:47:26.271112] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:47:26.271162] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:47:26.271200] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:47:26.274880] [DEBUG] [FORECASTER] ET: Forecast T+1@11:T+2@11: DOWN (p=39.69%)
[2025-11-25T10:47:26.275180] [INFO ] [FORECASTER] Completed predict_future for ET
[2025-11-25T10:47:26.275366] [INFO ] [sig       ] ET: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:47:26.416277] [INFO ] [LOCAL     ] Saved forecast: ET	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/ET.txt
[2025-11-25T10:47:26.416435] [INFO ] [sig       ] [676/2057] Completed ET in 0.3s | 2.88 sym/s | Total: 3.9m | ETA: 8.0m
[2025-11-25T10:47:26.416491] [INFO ] [sig       ] [677/2057] Forecasting ETB...
[2025-11-25T10:47:26.416539] [INFO ] [sig       ] Generating forecast for: ETB
[2025-11-25T10:47:26.416580] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ETB' from 'https://tdm.silogroup.org/data/derivative_storage/ETB.csv'.
[2025-11-25T10:47:26.428169] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'ETB'.
[2025-11-25T10:47:26.428533] [INFO ] [FORECASTER] Starting predict_future for ETB
[2025-11-25T10:47:26.429347] [DEBUG] [LOCAL     ] No optimal features file found for ETB: ./output/feature-sets/ETB.txt
[2025-11-25T10:47:26.429421] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:47:26.429469] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:47:26.429514] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:47:26.429588] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:47:26.495859] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:47:26.496508] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:47:26.496606] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:47:26.496675] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:47:26.610629] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:47:26.610852] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:47:26.610902] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:47:26.610938] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:47:26.614501] [DEBUG] [FORECASTER] ETB: Forecast T+1@11:T+2@11: UP (p=92.64%)
[2025-11-25T10:47:26.614974] [INFO ] [FORECASTER] Completed predict_future for ETB
[2025-11-25T10:47:26.615214] [INFO ] [sig       ] ETB: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:47:26.758507] [INFO ] [LOCAL     ] Saved forecast: ETB	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/ETB.txt
[2025-11-25T10:47:26.758699] [INFO ] [sig       ] [677/2057] Completed ETB in 0.3s | 2.88 sym/s | Total: 3.9m | ETA: 8.0m
[2025-11-25T10:47:26.758757] [INFO ] [sig       ] [678/2057] Forecasting ETD...
[2025-11-25T10:47:26.758802] [INFO ] [sig       ] Generating forecast for: ETD
[2025-11-25T10:47:26.758844] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ETD' from 'https://tdm.silogroup.org/data/derivative_storage/ETD.csv'.
[2025-11-25T10:47:26.771510] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'ETD'.
[2025-11-25T10:47:26.771934] [INFO ] [FORECASTER] Starting predict_future for ETD
[2025-11-25T10:47:26.772756] [DEBUG] [LOCAL     ] No optimal features file found for ETD: ./output/feature-sets/ETD.txt
[2025-11-25T10:47:26.772827] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:47:26.772874] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:47:26.772916] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:47:26.772985] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:47:26.843792] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:47:26.844628] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:47:26.844747] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:47:26.844796] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:47:26.965150] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:47:26.965333] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:47:26.965380] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:47:26.965462] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:47:26.968903] [DEBUG] [FORECASTER] ETD: Forecast T+1@11:T+2@11: UP (p=79.05%)
[2025-11-25T10:47:26.969214] [INFO ] [FORECASTER] Completed predict_future for ETD
[2025-11-25T10:47:26.969384] [INFO ] [sig       ] ETD: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:47:27.109464] [INFO ] [LOCAL     ] Saved forecast: ETD	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/ETD.txt
[2025-11-25T10:47:27.109623] [INFO ] [sig       ] [678/2057] Completed ETD in 0.4s | 2.88 sym/s | Total: 3.9m | ETA: 8.0m
[2025-11-25T10:47:27.109699] [INFO ] [sig       ] [679/2057] Forecasting ETG...
[2025-11-25T10:47:27.109745] [INFO ] [sig       ] Generating forecast for: ETG
[2025-11-25T10:47:27.109790] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ETG' from 'https://tdm.silogroup.org/data/derivative_storage/ETG.csv'.
[2025-11-25T10:47:27.121586] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'ETG'.
[2025-11-25T10:47:27.122031] [INFO ] [FORECASTER] Starting predict_future for ETG
[2025-11-25T10:47:27.122838] [DEBUG] [LOCAL     ] No optimal features file found for ETG: ./output/feature-sets/ETG.txt
[2025-11-25T10:47:27.122908] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:47:27.122955] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:47:27.122997] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:47:27.123067] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:47:27.189600] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:47:27.190343] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:47:27.190440] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:47:27.190486] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:47:27.314842] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:47:27.315011] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:47:27.315056] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:47:27.315090] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:47:27.318463] [DEBUG] [FORECASTER] ETG: Forecast T+1@11:T+2@11: DOWN (p=21.85%)
[2025-11-25T10:47:27.318788] [INFO ] [FORECASTER] Completed predict_future for ETG
[2025-11-25T10:47:27.319051] [INFO ] [sig       ] ETG: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:47:27.461340] [INFO ] [LOCAL     ] Saved forecast: ETG	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/ETG.txt
[2025-11-25T10:47:27.461513] [INFO ] [sig       ] [679/2057] Completed ETG in 0.4s | 2.88 sym/s | Total: 3.9m | ETA: 8.0m
[2025-11-25T10:47:27.461570] [INFO ] [sig       ] [680/2057] Forecasting ETJ...
[2025-11-25T10:47:27.461614] [INFO ] [sig       ] Generating forecast for: ETJ
[2025-11-25T10:47:27.461679] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ETJ' from 'https://tdm.silogroup.org/data/derivative_storage/ETJ.csv'.
[2025-11-25T10:47:27.475212] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'ETJ'.
[2025-11-25T10:47:27.475788] [INFO ] [FORECASTER] Starting predict_future for ETJ
[2025-11-25T10:47:27.476784] [DEBUG] [LOCAL     ] No optimal features file found for ETJ: ./output/feature-sets/ETJ.txt
[2025-11-25T10:47:27.476858] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:47:27.476907] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:47:27.476950] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:47:27.477024] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:47:27.546378] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:47:27.547746] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:47:27.547873] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:47:27.547980] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:47:27.659909] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:47:27.660186] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:47:27.660248] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:47:27.660285] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:47:27.664223] [DEBUG] [FORECASTER] ETJ: Forecast T+1@11:T+2@11: UP (p=82.48%)
[2025-11-25T10:47:27.664754] [INFO ] [FORECASTER] Completed predict_future for ETJ
[2025-11-25T10:47:27.665011] [INFO ] [sig       ] ETJ: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:47:27.893576] [INFO ] [LOCAL     ] Saved forecast: ETJ	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/ETJ.txt
[2025-11-25T10:47:27.893832] [INFO ] [sig       ] [680/2057] Completed ETJ in 0.4s | 2.88 sym/s | Total: 3.9m | ETA: 8.0m
[2025-11-25T10:47:27.893892] [INFO ] [sig       ] [681/2057] Forecasting ETN...
[2025-11-25T10:47:27.893936] [INFO ] [sig       ] Generating forecast for: ETN
[2025-11-25T10:47:27.893982] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ETN' from 'https://tdm.silogroup.org/data/derivative_storage/ETN.csv'.
[2025-11-25T10:47:27.907236] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'ETN'.
[2025-11-25T10:47:27.907805] [INFO ] [FORECASTER] Starting predict_future for ETN
[2025-11-25T10:47:27.908769] [DEBUG] [LOCAL     ] No optimal features file found for ETN: ./output/feature-sets/ETN.txt
[2025-11-25T10:47:27.908844] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:47:27.908892] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:47:27.908931] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:47:27.909005] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:47:27.976764] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:47:27.977853] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:47:27.977966] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:47:27.978015] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:47:28.095080] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:47:28.095375] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:47:28.095439] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:47:28.095485] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:47:28.099441] [DEBUG] [FORECASTER] ETN: Forecast T+1@11:T+2@11: UP (p=87.72%)
[2025-11-25T10:47:28.099816] [INFO ] [FORECASTER] Completed predict_future for ETN
[2025-11-25T10:47:28.100015] [INFO ] [sig       ] ETN: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:47:28.247017] [INFO ] [LOCAL     ] Saved forecast: ETN	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/ETN.txt
[2025-11-25T10:47:28.247286] [INFO ] [sig       ] [681/2057] Completed ETN in 0.4s | 2.88 sym/s | Total: 3.9m | ETA: 8.0m
[2025-11-25T10:47:28.247346] [INFO ] [sig       ] [682/2057] Forecasting ETO...
[2025-11-25T10:47:28.247392] [INFO ] [sig       ] Generating forecast for: ETO
[2025-11-25T10:47:28.247439] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ETO' from 'https://tdm.silogroup.org/data/derivative_storage/ETO.csv'.
[2025-11-25T10:47:28.261452] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'ETO'.
[2025-11-25T10:47:28.262194] [INFO ] [FORECASTER] Starting predict_future for ETO
[2025-11-25T10:47:28.263201] [DEBUG] [LOCAL     ] No optimal features file found for ETO: ./output/feature-sets/ETO.txt
[2025-11-25T10:47:28.263281] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:47:28.263334] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:47:28.263434] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:47:28.263513] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:47:28.331100] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:47:28.332228] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:47:28.332349] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:47:28.332415] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:47:28.460959] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:47:28.461287] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:47:28.461349] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:47:28.461386] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:47:28.465291] [DEBUG] [FORECASTER] ETO: Forecast T+1@11:T+2@11: DOWN (p=2.66%)
[2025-11-25T10:47:28.465816] [INFO ] [FORECASTER] Completed predict_future for ETO
[2025-11-25T10:47:28.466077] [INFO ] [sig       ] ETO: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:47:28.612117] [INFO ] [LOCAL     ] Saved forecast: ETO	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/ETO.txt
[2025-11-25T10:47:28.612345] [INFO ] [sig       ] [682/2057] Completed ETO in 0.4s | 2.88 sym/s | Total: 3.9m | ETA: 8.0m
[2025-11-25T10:47:28.612404] [INFO ] [sig       ] [683/2057] Forecasting ETR...
[2025-11-25T10:47:28.612449] [INFO ] [sig       ] Generating forecast for: ETR
[2025-11-25T10:47:28.612496] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ETR' from 'https://tdm.silogroup.org/data/derivative_storage/ETR.csv'.
[2025-11-25T10:47:28.626278] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'ETR'.
[2025-11-25T10:47:28.626996] [INFO ] [FORECASTER] Starting predict_future for ETR
[2025-11-25T10:47:28.628086] [DEBUG] [LOCAL     ] No optimal features file found for ETR: ./output/feature-sets/ETR.txt
[2025-11-25T10:47:28.628159] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:47:28.628208] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:47:28.628252] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:47:28.628335] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:47:28.695043] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:47:28.696298] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:47:28.696421] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:47:28.696472] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:47:28.831418] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:47:28.831718] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:47:28.831779] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:47:28.831814] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:47:28.835862] [DEBUG] [FORECASTER] ETR: Forecast T+1@11:T+2@11: DOWN (p=26.75%)
[2025-11-25T10:47:28.836272] [INFO ] [FORECASTER] Completed predict_future for ETR
[2025-11-25T10:47:28.836484] [INFO ] [sig       ] ETR: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:47:28.993735] [INFO ] [LOCAL     ] Saved forecast: ETR	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/ETR.txt
[2025-11-25T10:47:28.993991] [INFO ] [sig       ] [683/2057] Completed ETR in 0.4s | 2.88 sym/s | Total: 4.0m | ETA: 8.0m
[2025-11-25T10:47:28.994052] [INFO ] [sig       ] [684/2057] Forecasting ETSY...
[2025-11-25T10:47:28.994098] [INFO ] [sig       ] Generating forecast for: ETSY
[2025-11-25T10:47:28.994143] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ETSY' from 'https://tdm.silogroup.org/data/derivative_storage/ETSY.csv'.
[2025-11-25T10:47:29.008017] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'ETSY'.
[2025-11-25T10:47:29.008616] [INFO ] [FORECASTER] Starting predict_future for ETSY
[2025-11-25T10:47:29.009677] [DEBUG] [LOCAL     ] No optimal features file found for ETSY: ./output/feature-sets/ETSY.txt
[2025-11-25T10:47:29.009780] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:47:29.009833] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:47:29.009874] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:47:29.009948] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:47:29.078317] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:47:29.079486] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:47:29.079611] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:47:29.079684] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:47:29.211153] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:47:29.211439] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:47:29.211498] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:47:29.211535] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:47:29.215792] [DEBUG] [FORECASTER] ETSY: Forecast T+1@11:T+2@11: DOWN (p=17.67%)
[2025-11-25T10:47:29.216188] [INFO ] [FORECASTER] Completed predict_future for ETSY
[2025-11-25T10:47:29.216393] [INFO ] [sig       ] ETSY: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:47:29.367002] [INFO ] [LOCAL     ] Saved forecast: ETSY	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/ETSY.txt
[2025-11-25T10:47:29.367243] [INFO ] [sig       ] [684/2057] Completed ETSY in 0.4s | 2.88 sym/s | Total: 4.0m | ETA: 8.0m
[2025-11-25T10:47:29.367302] [INFO ] [sig       ] [685/2057] Forecasting ETV...
[2025-11-25T10:47:29.367347] [INFO ] [sig       ] Generating forecast for: ETV
[2025-11-25T10:47:29.367389] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ETV' from 'https://tdm.silogroup.org/data/derivative_storage/ETV.csv'.
[2025-11-25T10:47:29.380819] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'ETV'.
[2025-11-25T10:47:29.381407] [INFO ] [FORECASTER] Starting predict_future for ETV
[2025-11-25T10:47:29.382327] [DEBUG] [LOCAL     ] No optimal features file found for ETV: ./output/feature-sets/ETV.txt
[2025-11-25T10:47:29.382400] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:47:29.382449] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:47:29.382496] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:47:29.382572] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:47:29.450467] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:47:29.451536] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:47:29.451678] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:47:29.451735] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:47:29.614354] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:47:29.614664] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:47:29.614735] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:47:29.614771] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:47:29.623199] [DEBUG] [FORECASTER] ETV: Forecast T+1@11:T+2@11: UP (p=99.59%)
[2025-11-25T10:47:29.623626] [INFO ] [FORECASTER] Completed predict_future for ETV
[2025-11-25T10:47:29.623890] [INFO ] [sig       ] ETV: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:47:29.776189] [INFO ] [LOCAL     ] Saved forecast: ETV	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/ETV.txt
[2025-11-25T10:47:29.776409] [INFO ] [sig       ] [685/2057] Completed ETV in 0.4s | 2.88 sym/s | Total: 4.0m | ETA: 7.9m
[2025-11-25T10:47:29.776467] [INFO ] [sig       ] [686/2057] Forecasting ETW...
[2025-11-25T10:47:29.776512] [INFO ] [sig       ] Generating forecast for: ETW
[2025-11-25T10:47:29.776556] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ETW' from 'https://tdm.silogroup.org/data/derivative_storage/ETW.csv'.
[2025-11-25T10:47:29.790506] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'ETW'.
[2025-11-25T10:47:29.791189] [INFO ] [FORECASTER] Starting predict_future for ETW
[2025-11-25T10:47:29.792206] [DEBUG] [LOCAL     ] No optimal features file found for ETW: ./output/feature-sets/ETW.txt
[2025-11-25T10:47:29.792294] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:47:29.792343] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:47:29.792388] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:47:29.792463] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:47:29.862412] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:47:29.863633] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:47:29.863778] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:47:29.863831] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:47:29.994769] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:47:29.995038] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:47:29.995093] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:47:29.995128] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:47:29.999377] [DEBUG] [FORECASTER] ETW: Forecast T+1@11:T+2@11: DOWN (p=24.18%)
[2025-11-25T10:47:29.999736] [INFO ] [FORECASTER] Completed predict_future for ETW
[2025-11-25T10:47:29.999922] [INFO ] [sig       ] ETW: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:47:30.156317] [INFO ] [LOCAL     ] Saved forecast: ETW	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/ETW.txt
[2025-11-25T10:47:30.156518] [INFO ] [sig       ] [686/2057] Completed ETW in 0.4s | 2.88 sym/s | Total: 4.0m | ETA: 7.9m
[2025-11-25T10:47:30.156577] [INFO ] [sig       ] [687/2057] Forecasting ETX...
[2025-11-25T10:47:30.156625] [INFO ] [sig       ] Generating forecast for: ETX
[2025-11-25T10:47:30.156695] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ETX' from 'https://tdm.silogroup.org/data/derivative_storage/ETX.csv'.
[2025-11-25T10:47:30.171281] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'ETX'.
[2025-11-25T10:47:30.171866] [INFO ] [FORECASTER] Starting predict_future for ETX
[2025-11-25T10:47:30.172869] [DEBUG] [LOCAL     ] No optimal features file found for ETX: ./output/feature-sets/ETX.txt
[2025-11-25T10:47:30.172945] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:47:30.172994] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:47:30.173040] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:47:30.173114] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:47:30.244369] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:47:30.245343] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:47:30.245455] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:47:30.245505] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:47:30.371166] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:47:30.371433] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:47:30.371484] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:47:30.371517] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:47:30.375634] [DEBUG] [FORECASTER] ETX: Forecast T+1@11:T+2@11: UP (p=53.90%)
[2025-11-25T10:47:30.376055] [INFO ] [FORECASTER] Completed predict_future for ETX
[2025-11-25T10:47:30.376311] [INFO ] [sig       ] ETX: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:47:30.527919] [INFO ] [LOCAL     ] Saved forecast: ETX	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/ETX.txt
[2025-11-25T10:47:30.528166] [INFO ] [sig       ] [687/2057] Completed ETX in 0.4s | 2.88 sym/s | Total: 4.0m | ETA: 7.9m
[2025-11-25T10:47:30.528234] [INFO ] [sig       ] [688/2057] Forecasting ETY...
[2025-11-25T10:47:30.528288] [INFO ] [sig       ] Generating forecast for: ETY
[2025-11-25T10:47:30.528339] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ETY' from 'https://tdm.silogroup.org/data/derivative_storage/ETY.csv'.
[2025-11-25T10:47:30.542402] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'ETY'.
[2025-11-25T10:47:30.542961] [INFO ] [FORECASTER] Starting predict_future for ETY
[2025-11-25T10:47:30.543847] [DEBUG] [LOCAL     ] No optimal features file found for ETY: ./output/feature-sets/ETY.txt
[2025-11-25T10:47:30.543919] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:47:30.543967] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:47:30.544009] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:47:30.544085] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:47:30.609185] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:47:30.610202] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:47:30.610311] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:47:30.610360] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:47:30.729346] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:47:30.729559] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:47:30.729609] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:47:30.729667] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:47:30.733198] [DEBUG] [FORECASTER] ETY: Forecast T+1@11:T+2@11: DOWN (p=48.38%)
[2025-11-25T10:47:30.733533] [INFO ] [FORECASTER] Completed predict_future for ETY
[2025-11-25T10:47:30.733732] [INFO ] [sig       ] ETY: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:47:30.875269] [INFO ] [LOCAL     ] Saved forecast: ETY	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/ETY.txt
[2025-11-25T10:47:30.875447] [INFO ] [sig       ] [688/2057] Completed ETY in 0.3s | 2.88 sym/s | Total: 4.0m | ETA: 7.9m
[2025-11-25T10:47:30.875504] [INFO ] [sig       ] [689/2057] Forecasting EVC...
[2025-11-25T10:47:30.875548] [INFO ] [sig       ] Generating forecast for: EVC
[2025-11-25T10:47:30.875591] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EVC' from 'https://tdm.silogroup.org/data/derivative_storage/EVC.csv'.
[2025-11-25T10:47:30.888074] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'EVC'.
[2025-11-25T10:47:30.888506] [INFO ] [FORECASTER] Starting predict_future for EVC
[2025-11-25T10:47:30.889363] [DEBUG] [LOCAL     ] No optimal features file found for EVC: ./output/feature-sets/EVC.txt
[2025-11-25T10:47:30.889435] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:47:30.889482] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:47:30.889526] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:47:30.889597] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:47:30.956344] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:47:30.957108] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:47:30.957207] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:47:30.957250] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:47:31.101975] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:47:31.102218] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:47:31.102278] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:47:31.102323] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:47:31.105865] [DEBUG] [FORECASTER] EVC: Forecast T+1@11:T+2@11: DOWN (p=1.29%)
[2025-11-25T10:47:31.106187] [INFO ] [FORECASTER] Completed predict_future for EVC
[2025-11-25T10:47:31.106364] [INFO ] [sig       ] EVC: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:47:31.247314] [INFO ] [LOCAL     ] Saved forecast: EVC	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/EVC.txt
[2025-11-25T10:47:31.247541] [INFO ] [sig       ] [689/2057] Completed EVC in 0.4s | 2.88 sym/s | Total: 4.0m | ETA: 7.9m
[2025-11-25T10:47:31.247606] [INFO ] [sig       ] [690/2057] Forecasting EVEX...
[2025-11-25T10:47:31.247675] [INFO ] [sig       ] Generating forecast for: EVEX
[2025-11-25T10:47:31.247728] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EVEX' from 'https://tdm.silogroup.org/data/derivative_storage/EVEX.csv'.
[2025-11-25T10:47:31.259548] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'EVEX'.
[2025-11-25T10:47:31.259952] [INFO ] [FORECASTER] Starting predict_future for EVEX
[2025-11-25T10:47:31.260769] [DEBUG] [LOCAL     ] No optimal features file found for EVEX: ./output/feature-sets/EVEX.txt
[2025-11-25T10:47:31.260840] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:47:31.260888] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:47:31.260931] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:47:31.261002] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:47:31.327917] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:47:31.328853] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:47:31.328952] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:47:31.329000] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:47:31.443070] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:47:31.443282] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:47:31.443330] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:47:31.443364] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:47:31.446910] [DEBUG] [FORECASTER] EVEX: Forecast T+1@11:T+2@11: DOWN (p=26.15%)
[2025-11-25T10:47:31.447253] [INFO ] [FORECASTER] Completed predict_future for EVEX
[2025-11-25T10:47:31.447422] [INFO ] [sig       ] EVEX: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:47:31.588273] [INFO ] [LOCAL     ] Saved forecast: EVEX	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/EVEX.txt
[2025-11-25T10:47:31.588442] [INFO ] [sig       ] [690/2057] Completed EVEX in 0.3s | 2.88 sym/s | Total: 4.0m | ETA: 7.9m
[2025-11-25T10:47:31.588496] [INFO ] [sig       ] [691/2057] Forecasting EVF...
[2025-11-25T10:47:31.588538] [INFO ] [sig       ] Generating forecast for: EVF
[2025-11-25T10:47:31.588580] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EVF' from 'https://tdm.silogroup.org/data/derivative_storage/EVF.csv'.
[2025-11-25T10:47:31.600052] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'EVF'.
[2025-11-25T10:47:31.600415] [INFO ] [FORECASTER] Starting predict_future for EVF
[2025-11-25T10:47:31.601205] [DEBUG] [LOCAL     ] No optimal features file found for EVF: ./output/feature-sets/EVF.txt
[2025-11-25T10:47:31.601275] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:47:31.601320] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:47:31.601360] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:47:31.601428] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:47:31.668164] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:47:31.669125] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:47:31.669229] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:47:31.669279] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:47:31.785800] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:47:31.786011] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:47:31.786080] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:47:31.786116] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:47:31.790200] [DEBUG] [FORECASTER] EVF: Forecast T+1@11:T+2@11: UP (p=99.68%)
[2025-11-25T10:47:31.790525] [INFO ] [FORECASTER] Completed predict_future for EVF
[2025-11-25T10:47:31.790704] [INFO ] [sig       ] EVF: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:47:31.939809] [INFO ] [LOCAL     ] Saved forecast: EVF	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/EVF.txt
[2025-11-25T10:47:31.940011] [INFO ] [sig       ] [691/2057] Completed EVF in 0.4s | 2.88 sym/s | Total: 4.0m | ETA: 7.9m
[2025-11-25T10:47:31.940067] [INFO ] [sig       ] [692/2057] Forecasting EVG...
[2025-11-25T10:47:31.940109] [INFO ] [sig       ] Generating forecast for: EVG
[2025-11-25T10:47:31.940155] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EVG' from 'https://tdm.silogroup.org/data/derivative_storage/EVG.csv'.
[2025-11-25T10:47:31.955050] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'EVG'.
[2025-11-25T10:47:31.955676] [INFO ] [FORECASTER] Starting predict_future for EVG
[2025-11-25T10:47:31.956596] [DEBUG] [LOCAL     ] No optimal features file found for EVG: ./output/feature-sets/EVG.txt
[2025-11-25T10:47:31.956691] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:47:31.956743] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:47:31.956792] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:47:31.956867] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:47:32.026583] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:47:32.027881] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:47:32.028005] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:47:32.028057] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:47:32.147822] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:47:32.148106] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:47:32.148162] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:47:32.148199] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:47:32.152222] [DEBUG] [FORECASTER] EVG: Forecast T+1@11:T+2@11: UP (p=93.76%)
[2025-11-25T10:47:32.152550] [INFO ] [FORECASTER] Completed predict_future for EVG
[2025-11-25T10:47:32.152753] [INFO ] [sig       ] EVG: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:47:32.294092] [INFO ] [LOCAL     ] Saved forecast: EVG	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/EVG.txt
[2025-11-25T10:47:32.294306] [INFO ] [sig       ] [692/2057] Completed EVG in 0.4s | 2.88 sym/s | Total: 4.0m | ETA: 7.9m
[2025-11-25T10:47:32.294365] [INFO ] [sig       ] [693/2057] Forecasting EVH...
[2025-11-25T10:47:32.294409] [INFO ] [sig       ] Generating forecast for: EVH
[2025-11-25T10:47:32.294455] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EVH' from 'https://tdm.silogroup.org/data/derivative_storage/EVH.csv'.
[2025-11-25T10:47:32.308484] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'EVH'.
[2025-11-25T10:47:32.309022] [INFO ] [FORECASTER] Starting predict_future for EVH
[2025-11-25T10:47:32.309886] [DEBUG] [LOCAL     ] No optimal features file found for EVH: ./output/feature-sets/EVH.txt
[2025-11-25T10:47:32.309957] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:47:32.310004] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:47:32.310046] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:47:32.310118] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:47:32.376082] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:47:32.376882] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:47:32.376985] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:47:32.377054] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:47:32.501454] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:47:32.501720] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:47:32.501806] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:47:32.501856] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:47:32.505495] [DEBUG] [FORECASTER] EVH: Forecast T+1@11:T+2@11: DOWN (p=24.29%)
[2025-11-25T10:47:32.505992] [INFO ] [FORECASTER] Completed predict_future for EVH
[2025-11-25T10:47:32.506244] [INFO ] [sig       ] EVH: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:47:32.645246] [INFO ] [LOCAL     ] Saved forecast: EVH	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/EVH.txt
[2025-11-25T10:47:32.645417] [INFO ] [sig       ] [693/2057] Completed EVH in 0.4s | 2.88 sym/s | Total: 4.0m | ETA: 7.9m
[2025-11-25T10:47:32.645474] [INFO ] [sig       ] [694/2057] Forecasting EVN...
[2025-11-25T10:47:32.645519] [INFO ] [sig       ] Generating forecast for: EVN
[2025-11-25T10:47:32.645558] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EVN' from 'https://tdm.silogroup.org/data/derivative_storage/EVN.csv'.
[2025-11-25T10:47:32.658838] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'EVN'.
[2025-11-25T10:47:32.659303] [INFO ] [FORECASTER] Starting predict_future for EVN
[2025-11-25T10:47:32.660130] [DEBUG] [LOCAL     ] No optimal features file found for EVN: ./output/feature-sets/EVN.txt
[2025-11-25T10:47:32.660201] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:47:32.660248] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:47:32.660293] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:47:32.660367] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:47:32.727952] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:47:32.728924] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:47:32.729032] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:47:32.729084] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:47:32.847408] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:47:32.847560] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:47:32.847605] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:47:32.847659] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:47:32.850922] [DEBUG] [FORECASTER] EVN: Forecast T+1@11:T+2@11: DOWN (p=5.71%)
[2025-11-25T10:47:32.851212] [INFO ] [FORECASTER] Completed predict_future for EVN
[2025-11-25T10:47:32.851376] [INFO ] [sig       ] EVN: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:47:32.994342] [INFO ] [LOCAL     ] Saved forecast: EVN	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/EVN.txt
[2025-11-25T10:47:32.994506] [INFO ] [sig       ] [694/2057] Completed EVN in 0.3s | 2.88 sym/s | Total: 4.0m | ETA: 7.9m
[2025-11-25T10:47:32.994563] [INFO ] [sig       ] [695/2057] Forecasting EVR...
[2025-11-25T10:47:32.994609] [INFO ] [sig       ] Generating forecast for: EVR
[2025-11-25T10:47:32.994675] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EVR' from 'https://tdm.silogroup.org/data/derivative_storage/EVR.csv'.
[2025-11-25T10:47:33.007165] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'EVR'.
[2025-11-25T10:47:33.007599] [INFO ] [FORECASTER] Starting predict_future for EVR
[2025-11-25T10:47:33.008455] [DEBUG] [LOCAL     ] No optimal features file found for EVR: ./output/feature-sets/EVR.txt
[2025-11-25T10:47:33.008530] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:47:33.008596] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:47:33.008665] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:47:33.008754] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:47:33.076274] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:47:33.077067] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:47:33.077173] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:47:33.077228] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:47:33.204925] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:47:33.205119] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:47:33.205173] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:47:33.205218] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:47:33.208976] [DEBUG] [FORECASTER] EVR: Forecast T+1@11:T+2@11: DOWN (p=22.55%)
[2025-11-25T10:47:33.209461] [INFO ] [FORECASTER] Completed predict_future for EVR
[2025-11-25T10:47:33.209722] [INFO ] [sig       ] EVR: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:47:33.353889] [INFO ] [LOCAL     ] Saved forecast: EVR	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/EVR.txt
[2025-11-25T10:47:33.354080] [INFO ] [sig       ] [695/2057] Completed EVR in 0.4s | 2.88 sym/s | Total: 4.0m | ETA: 7.9m
[2025-11-25T10:47:33.354136] [INFO ] [sig       ] [696/2057] Forecasting EVT...
[2025-11-25T10:47:33.354180] [INFO ] [sig       ] Generating forecast for: EVT
[2025-11-25T10:47:33.354222] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EVT' from 'https://tdm.silogroup.org/data/derivative_storage/EVT.csv'.
[2025-11-25T10:47:33.368519] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'EVT'.
[2025-11-25T10:47:33.369101] [INFO ] [FORECASTER] Starting predict_future for EVT
[2025-11-25T10:47:33.370129] [DEBUG] [LOCAL     ] No optimal features file found for EVT: ./output/feature-sets/EVT.txt
[2025-11-25T10:47:33.370207] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:47:33.370259] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:47:33.370305] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:47:33.370378] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:47:33.437470] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:47:33.438805] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:47:33.438924] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:47:33.438977] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:47:33.564082] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:47:33.564340] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:47:33.564396] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:47:33.564432] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:47:33.568772] [DEBUG] [FORECASTER] EVT: Forecast T+1@11:T+2@11: DOWN (p=7.23%)
[2025-11-25T10:47:33.569119] [INFO ] [FORECASTER] Completed predict_future for EVT
[2025-11-25T10:47:33.569314] [INFO ] [sig       ] EVT: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:47:33.712417] [INFO ] [LOCAL     ] Saved forecast: EVT	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/EVT.txt
[2025-11-25T10:47:33.712666] [INFO ] [sig       ] [696/2057] Completed EVT in 0.4s | 2.88 sym/s | Total: 4.0m | ETA: 7.9m
[2025-11-25T10:47:33.712728] [INFO ] [sig       ] [697/2057] Forecasting EVTC...
[2025-11-25T10:47:33.712774] [INFO ] [sig       ] Generating forecast for: EVTC
[2025-11-25T10:47:33.712853] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EVTC' from 'https://tdm.silogroup.org/data/derivative_storage/EVTC.csv'.
[2025-11-25T10:47:33.726799] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'EVTC'.
[2025-11-25T10:47:33.727541] [INFO ] [FORECASTER] Starting predict_future for EVTC
[2025-11-25T10:47:33.728618] [DEBUG] [LOCAL     ] No optimal features file found for EVTC: ./output/feature-sets/EVTC.txt
[2025-11-25T10:47:33.728733] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:47:33.728784] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:47:33.728829] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:47:33.728905] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:47:33.796782] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:47:33.798012] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:47:33.798145] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:47:33.798209] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:47:33.927594] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:47:33.927897] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:47:33.927955] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:47:33.927990] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:47:33.932070] [DEBUG] [FORECASTER] EVTC: Forecast T+1@11:T+2@11: DOWN (p=20.98%)
[2025-11-25T10:47:33.932409] [INFO ] [FORECASTER] Completed predict_future for EVTC
[2025-11-25T10:47:33.932602] [INFO ] [sig       ] EVTC: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:47:34.076110] [INFO ] [LOCAL     ] Saved forecast: EVTC	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/EVTC.txt
[2025-11-25T10:47:34.076373] [INFO ] [sig       ] [697/2057] Completed EVTC in 0.4s | 2.88 sym/s | Total: 4.0m | ETA: 7.9m
[2025-11-25T10:47:34.076440] [INFO ] [sig       ] [698/2057] Forecasting EVTL...
[2025-11-25T10:47:34.076486] [INFO ] [sig       ] Generating forecast for: EVTL
[2025-11-25T10:47:34.076537] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EVTL' from 'https://tdm.silogroup.org/data/derivative_storage/EVTL.csv'.
[2025-11-25T10:47:34.090563] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'EVTL'.
[2025-11-25T10:47:34.091255] [INFO ] [FORECASTER] Starting predict_future for EVTL
[2025-11-25T10:47:34.092230] [DEBUG] [LOCAL     ] No optimal features file found for EVTL: ./output/feature-sets/EVTL.txt
[2025-11-25T10:47:34.092341] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:47:34.092400] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:47:34.092458] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:47:34.092567] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:47:34.160254] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:47:34.161494] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:47:34.161613] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:47:34.161687] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:47:34.293180] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:47:34.293477] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:47:34.293531] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:47:34.293574] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:47:34.297750] [DEBUG] [FORECASTER] EVTL: Forecast T+1@11:T+2@11: DOWN (p=8.50%)
[2025-11-25T10:47:34.298156] [INFO ] [FORECASTER] Completed predict_future for EVTL
[2025-11-25T10:47:34.298436] [INFO ] [sig       ] EVTL: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:47:34.440959] [INFO ] [LOCAL     ] Saved forecast: EVTL	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/EVTL.txt
[2025-11-25T10:47:34.441227] [INFO ] [sig       ] [698/2057] Completed EVTL in 0.4s | 2.88 sym/s | Total: 4.0m | ETA: 7.9m
[2025-11-25T10:47:34.441303] [INFO ] [sig       ] [699/2057] Forecasting EW...
[2025-11-25T10:47:34.441381] [INFO ] [sig       ] Generating forecast for: EW
[2025-11-25T10:47:34.441445] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EW' from 'https://tdm.silogroup.org/data/derivative_storage/EW.csv'.
[2025-11-25T10:47:34.455355] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'EW'.
[2025-11-25T10:47:34.455983] [INFO ] [FORECASTER] Starting predict_future for EW
[2025-11-25T10:47:34.456889] [DEBUG] [LOCAL     ] No optimal features file found for EW: ./output/feature-sets/EW.txt
[2025-11-25T10:47:34.456962] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:47:34.457009] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:47:34.457075] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:47:34.457153] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:47:34.524369] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:47:34.525752] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:47:34.525882] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:47:34.525938] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:47:34.648706] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:47:34.648987] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:47:34.649042] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:47:34.649078] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:47:34.653149] [DEBUG] [FORECASTER] EW: Forecast T+1@11:T+2@11: UP (p=56.40%)
[2025-11-25T10:47:34.653531] [INFO ] [FORECASTER] Completed predict_future for EW
[2025-11-25T10:47:34.653765] [INFO ] [sig       ] EW: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:47:34.799240] [INFO ] [LOCAL     ] Saved forecast: EW	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/EW.txt
[2025-11-25T10:47:34.799468] [INFO ] [sig       ] [699/2057] Completed EW in 0.4s | 2.88 sym/s | Total: 4.1m | ETA: 7.9m
[2025-11-25T10:47:34.799526] [INFO ] [sig       ] [700/2057] Forecasting EXG...
[2025-11-25T10:47:34.799572] [INFO ] [sig       ] Generating forecast for: EXG
[2025-11-25T10:47:34.799620] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EXG' from 'https://tdm.silogroup.org/data/derivative_storage/EXG.csv'.
[2025-11-25T10:47:34.812834] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'EXG'.
[2025-11-25T10:47:34.813479] [INFO ] [FORECASTER] Starting predict_future for EXG
[2025-11-25T10:47:34.814415] [DEBUG] [LOCAL     ] No optimal features file found for EXG: ./output/feature-sets/EXG.txt
[2025-11-25T10:47:34.814488] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:47:34.814545] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:47:34.814593] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:47:34.814693] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:47:34.881587] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:47:34.882784] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:47:34.882905] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:47:34.882965] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:47:35.012723] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:47:35.013066] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:47:35.013137] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:47:35.013186] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:47:35.017290] [DEBUG] [FORECASTER] EXG: Forecast T+1@11:T+2@11: DOWN (p=2.18%)
[2025-11-25T10:47:35.017660] [INFO ] [FORECASTER] Completed predict_future for EXG
[2025-11-25T10:47:35.017897] [INFO ] [sig       ] EXG: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:47:35.162511] [INFO ] [LOCAL     ] Saved forecast: EXG	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/EXG.txt
[2025-11-25T10:47:35.162772] [INFO ] [sig       ] [700/2057] Completed EXG in 0.4s | 2.88 sym/s | Total: 4.1m | ETA: 7.9m
[2025-11-25T10:47:35.162835] [INFO ] [sig       ] [701/2057] Forecasting EXK...
[2025-11-25T10:47:35.162891] [INFO ] [sig       ] Generating forecast for: EXK
[2025-11-25T10:47:35.162947] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EXK' from 'https://tdm.silogroup.org/data/derivative_storage/EXK.csv'.
[2025-11-25T10:47:35.177139] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'EXK'.
[2025-11-25T10:47:35.177836] [INFO ] [FORECASTER] Starting predict_future for EXK
[2025-11-25T10:47:35.178804] [DEBUG] [LOCAL     ] No optimal features file found for EXK: ./output/feature-sets/EXK.txt
[2025-11-25T10:47:35.178876] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:47:35.178925] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:47:35.178966] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:47:35.179038] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:47:35.245193] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:47:35.246440] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:47:35.246562] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:47:35.246612] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:47:35.370011] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:47:35.370278] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:47:35.370332] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:47:35.370368] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:47:35.374335] [DEBUG] [FORECASTER] EXK: Forecast T+1@11:T+2@11: UP (p=96.62%)
[2025-11-25T10:47:35.374703] [INFO ] [FORECASTER] Completed predict_future for EXK
[2025-11-25T10:47:35.374891] [INFO ] [sig       ] EXK: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:47:35.524320] [INFO ] [LOCAL     ] Saved forecast: EXK	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/EXK.txt
[2025-11-25T10:47:35.524523] [INFO ] [sig       ] [701/2057] Completed EXK in 0.4s | 2.87 sym/s | Total: 4.1m | ETA: 7.9m
[2025-11-25T10:47:35.524582] [INFO ] [sig       ] [702/2057] Forecasting EXP...
[2025-11-25T10:47:35.524668] [INFO ] [sig       ] Generating forecast for: EXP
[2025-11-25T10:47:35.524741] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EXP' from 'https://tdm.silogroup.org/data/derivative_storage/EXP.csv'.
[2025-11-25T10:47:35.537837] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'EXP'.
[2025-11-25T10:47:35.538282] [INFO ] [FORECASTER] Starting predict_future for EXP
[2025-11-25T10:47:35.539284] [DEBUG] [LOCAL     ] No optimal features file found for EXP: ./output/feature-sets/EXP.txt
[2025-11-25T10:47:35.539367] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:47:35.539425] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:47:35.539476] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:47:35.539554] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:47:35.610865] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:47:35.611831] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:47:35.611936] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:47:35.611987] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:47:35.713302] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:47:35.713495] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:47:35.713543] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:47:35.713629] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:47:35.717734] [DEBUG] [FORECASTER] EXP: Forecast T+1@11:T+2@11: DOWN (p=40.88%)
[2025-11-25T10:47:35.718061] [INFO ] [FORECASTER] Completed predict_future for EXP
[2025-11-25T10:47:35.718238] [INFO ] [sig       ] EXP: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:47:35.866173] [INFO ] [LOCAL     ] Saved forecast: EXP	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/EXP.txt
[2025-11-25T10:47:35.866359] [INFO ] [sig       ] [702/2057] Completed EXP in 0.3s | 2.88 sym/s | Total: 4.1m | ETA: 7.9m
[2025-11-25T10:47:35.866416] [INFO ] [sig       ] [703/2057] Forecasting EXPD...
[2025-11-25T10:47:35.866457] [INFO ] [sig       ] Generating forecast for: EXPD
[2025-11-25T10:47:35.866501] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EXPD' from 'https://tdm.silogroup.org/data/derivative_storage/EXPD.csv'.
[2025-11-25T10:47:35.878701] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'EXPD'.
[2025-11-25T10:47:35.879145] [INFO ] [FORECASTER] Starting predict_future for EXPD
[2025-11-25T10:47:35.879955] [DEBUG] [LOCAL     ] No optimal features file found for EXPD: ./output/feature-sets/EXPD.txt
[2025-11-25T10:47:35.880026] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:47:35.880072] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:47:35.880113] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:47:35.880182] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:47:35.947120] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:47:35.948081] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:47:35.948192] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:47:35.948242] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:47:36.050530] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:47:36.050748] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:47:36.050821] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:47:36.050870] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:47:36.054422] [DEBUG] [FORECASTER] EXPD: Forecast T+1@11:T+2@11: DOWN (p=18.81%)
[2025-11-25T10:47:36.054766] [INFO ] [FORECASTER] Completed predict_future for EXPD
[2025-11-25T10:47:36.054943] [INFO ] [sig       ] EXPD: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:47:36.193925] [INFO ] [LOCAL     ] Saved forecast: EXPD	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/EXPD.txt
[2025-11-25T10:47:36.194082] [INFO ] [sig       ] [703/2057] Completed EXPD in 0.3s | 2.88 sym/s | Total: 4.1m | ETA: 7.8m
[2025-11-25T10:47:36.194137] [INFO ] [sig       ] [704/2057] Forecasting EXR...
[2025-11-25T10:47:36.194179] [INFO ] [sig       ] Generating forecast for: EXR
[2025-11-25T10:47:36.194223] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EXR' from 'https://tdm.silogroup.org/data/derivative_storage/EXR.csv'.
[2025-11-25T10:47:36.205892] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'EXR'.
[2025-11-25T10:47:36.206265] [INFO ] [FORECASTER] Starting predict_future for EXR
[2025-11-25T10:47:36.207095] [DEBUG] [LOCAL     ] No optimal features file found for EXR: ./output/feature-sets/EXR.txt
[2025-11-25T10:47:36.207165] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:47:36.207211] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:47:36.207251] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:47:36.207319] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:47:36.275784] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:47:36.276707] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:47:36.276811] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:47:36.276860] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:47:36.381613] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:47:36.381865] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:47:36.381933] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:47:36.381981] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:47:36.386568] [DEBUG] [FORECASTER] EXR: Forecast T+1@11:T+2@11: UP (p=63.82%)
[2025-11-25T10:47:36.386984] [INFO ] [FORECASTER] Completed predict_future for EXR
[2025-11-25T10:47:36.387226] [INFO ] [sig       ] EXR: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:47:36.529315] [INFO ] [LOCAL     ] Saved forecast: EXR	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/EXR.txt
[2025-11-25T10:47:36.529515] [INFO ] [sig       ] [704/2057] Completed EXR in 0.3s | 2.88 sym/s | Total: 4.1m | ETA: 7.8m
[2025-11-25T10:47:36.529569] [INFO ] [sig       ] [705/2057] Forecasting F...
[2025-11-25T10:47:36.529611] [INFO ] [sig       ] Generating forecast for: F
[2025-11-25T10:47:36.529677] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'F' from 'https://tdm.silogroup.org/data/derivative_storage/F.csv'.
[2025-11-25T10:47:36.541217] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'F'.
[2025-11-25T10:47:36.541595] [INFO ] [FORECASTER] Starting predict_future for F
[2025-11-25T10:47:36.542401] [DEBUG] [LOCAL     ] No optimal features file found for F: ./output/feature-sets/F.txt
[2025-11-25T10:47:36.542484] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:47:36.542530] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:47:36.542570] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:47:36.542660] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:47:36.608898] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:47:36.609750] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:47:36.609848] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:47:36.609897] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:47:36.730291] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:47:36.730489] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:47:36.730536] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:47:36.730571] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:47:36.734115] [DEBUG] [FORECASTER] F: Forecast T+1@11:T+2@11: UP (p=87.88%)
[2025-11-25T10:47:36.734678] [INFO ] [FORECASTER] Completed predict_future for F
[2025-11-25T10:47:36.734914] [INFO ] [sig       ] F: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:47:36.875861] [INFO ] [LOCAL     ] Saved forecast: F	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/F.txt
[2025-11-25T10:47:36.876050] [INFO ] [sig       ] [705/2057] Completed F in 0.3s | 2.88 sym/s | Total: 4.1m | ETA: 7.8m
[2025-11-25T10:47:36.876106] [INFO ] [sig       ] [706/2057] Forecasting FAF...
[2025-11-25T10:47:36.876150] [INFO ] [sig       ] Generating forecast for: FAF
[2025-11-25T10:47:36.876194] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FAF' from 'https://tdm.silogroup.org/data/derivative_storage/FAF.csv'.
[2025-11-25T10:47:36.887857] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'FAF'.
[2025-11-25T10:47:36.888281] [INFO ] [FORECASTER] Starting predict_future for FAF
[2025-11-25T10:47:36.889093] [DEBUG] [LOCAL     ] No optimal features file found for FAF: ./output/feature-sets/FAF.txt
[2025-11-25T10:47:36.889166] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:47:36.889214] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:47:36.889257] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:47:36.889329] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:47:36.954761] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:47:36.955421] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:47:36.955517] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:47:36.955564] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:47:37.069870] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:47:37.070062] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:47:37.070109] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:47:37.070152] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:47:37.073739] [DEBUG] [FORECASTER] FAF: Forecast T+1@11:T+2@11: UP (p=94.08%)
[2025-11-25T10:47:37.074207] [INFO ] [FORECASTER] Completed predict_future for FAF
[2025-11-25T10:47:37.074446] [INFO ] [sig       ] FAF: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:47:37.216219] [INFO ] [LOCAL     ] Saved forecast: FAF	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/FAF.txt
[2025-11-25T10:47:37.216394] [INFO ] [sig       ] [706/2057] Completed FAF in 0.3s | 2.88 sym/s | Total: 4.1m | ETA: 7.8m
[2025-11-25T10:47:37.216453] [INFO ] [sig       ] [707/2057] Forecasting FBIN...
[2025-11-25T10:47:37.216499] [INFO ] [sig       ] Generating forecast for: FBIN
[2025-11-25T10:47:37.216542] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FBIN' from 'https://tdm.silogroup.org/data/derivative_storage/FBIN.csv'.
[2025-11-25T10:47:37.228246] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'FBIN'.
[2025-11-25T10:47:37.228721] [INFO ] [FORECASTER] Starting predict_future for FBIN
[2025-11-25T10:47:37.229511] [DEBUG] [LOCAL     ] No optimal features file found for FBIN: ./output/feature-sets/FBIN.txt
[2025-11-25T10:47:37.229581] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:47:37.229627] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:47:37.229693] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:47:37.229763] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:47:37.302317] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:47:37.303150] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:47:37.303247] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:47:37.303294] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:47:37.419459] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:47:37.419708] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:47:37.419770] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:47:37.419816] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:47:37.423263] [DEBUG] [FORECASTER] FBIN: Forecast T+1@11:T+2@11: DOWN (p=3.10%)
[2025-11-25T10:47:37.423562] [INFO ] [FORECASTER] Completed predict_future for FBIN
[2025-11-25T10:47:37.423744] [INFO ] [sig       ] FBIN: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:47:37.563120] [INFO ] [LOCAL     ] Saved forecast: FBIN	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/FBIN.txt
[2025-11-25T10:47:37.563287] [INFO ] [sig       ] [707/2057] Completed FBIN in 0.3s | 2.88 sym/s | Total: 4.1m | ETA: 7.8m
[2025-11-25T10:47:37.563343] [INFO ] [sig       ] [708/2057] Forecasting FBK...
[2025-11-25T10:47:37.563387] [INFO ] [sig       ] Generating forecast for: FBK
[2025-11-25T10:47:37.563432] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FBK' from 'https://tdm.silogroup.org/data/derivative_storage/FBK.csv'.
[2025-11-25T10:47:37.581265] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'FBK'.
[2025-11-25T10:47:37.582030] [INFO ] [FORECASTER] Starting predict_future for FBK
[2025-11-25T10:47:37.583232] [DEBUG] [LOCAL     ] No optimal features file found for FBK: ./output/feature-sets/FBK.txt
[2025-11-25T10:47:37.583352] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:47:37.583415] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:47:37.583469] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:47:37.583570] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:47:37.666851] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:47:37.668134] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:47:37.668267] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:47:37.668318] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:47:37.796560] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:47:37.796879] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:47:37.796935] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:47:37.796972] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:47:37.800942] [DEBUG] [FORECASTER] FBK: Forecast T+1@11:T+2@11: UP (p=79.66%)
[2025-11-25T10:47:37.801279] [INFO ] [FORECASTER] Completed predict_future for FBK
[2025-11-25T10:47:37.801467] [INFO ] [sig       ] FBK: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:47:37.944597] [INFO ] [LOCAL     ] Saved forecast: FBK	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/FBK.txt
[2025-11-25T10:47:37.944899] [INFO ] [sig       ] [708/2057] Completed FBK in 0.4s | 2.88 sym/s | Total: 4.1m | ETA: 7.8m
[2025-11-25T10:47:37.944963] [INFO ] [sig       ] [709/2057] Forecasting FBP...
[2025-11-25T10:47:37.945012] [INFO ] [sig       ] Generating forecast for: FBP
[2025-11-25T10:47:37.945060] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FBP' from 'https://tdm.silogroup.org/data/derivative_storage/FBP.csv'.
[2025-11-25T10:47:37.959814] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'FBP'.
[2025-11-25T10:47:37.960550] [INFO ] [FORECASTER] Starting predict_future for FBP
[2025-11-25T10:47:37.961540] [DEBUG] [LOCAL     ] No optimal features file found for FBP: ./output/feature-sets/FBP.txt
[2025-11-25T10:47:37.961619] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:47:37.961693] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:47:37.961740] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:47:37.961815] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:47:38.028919] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:47:38.030086] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:47:38.030206] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:47:38.030257] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:47:38.155518] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:47:38.155848] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:47:38.155938] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:47:38.155987] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:47:38.160463] [DEBUG] [FORECASTER] FBP: Forecast T+1@11:T+2@11: UP (p=83.17%)
[2025-11-25T10:47:38.161052] [INFO ] [FORECASTER] Completed predict_future for FBP
[2025-11-25T10:47:38.161321] [INFO ] [sig       ] FBP: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:47:38.312477] [INFO ] [LOCAL     ] Saved forecast: FBP	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/FBP.txt
[2025-11-25T10:47:38.312720] [INFO ] [sig       ] [709/2057] Completed FBP in 0.4s | 2.87 sym/s | Total: 4.1m | ETA: 7.8m
[2025-11-25T10:47:38.312783] [INFO ] [sig       ] [710/2057] Forecasting FBRT...
[2025-11-25T10:47:38.312830] [INFO ] [sig       ] Generating forecast for: FBRT
[2025-11-25T10:47:38.312875] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FBRT' from 'https://tdm.silogroup.org/data/derivative_storage/FBRT.csv'.
[2025-11-25T10:47:38.326585] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'FBRT'.
[2025-11-25T10:47:38.327210] [INFO ] [FORECASTER] Starting predict_future for FBRT
[2025-11-25T10:47:38.328157] [DEBUG] [LOCAL     ] No optimal features file found for FBRT: ./output/feature-sets/FBRT.txt
[2025-11-25T10:47:38.328231] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:47:38.328281] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:47:38.328324] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:47:38.328388] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:47:38.395882] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:47:38.397131] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:47:38.397255] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:47:38.397303] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:47:38.515333] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:47:38.515605] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:47:38.515676] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:47:38.515720] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:47:38.519633] [DEBUG] [FORECASTER] FBRT: Forecast T+1@11:T+2@11: UP (p=77.47%)
[2025-11-25T10:47:38.519986] [INFO ] [FORECASTER] Completed predict_future for FBRT
[2025-11-25T10:47:38.520157] [INFO ] [sig       ] FBRT: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:47:38.664239] [INFO ] [LOCAL     ] Saved forecast: FBRT	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/FBRT.txt
[2025-11-25T10:47:38.664491] [INFO ] [sig       ] [710/2057] Completed FBRT in 0.4s | 2.87 sym/s | Total: 4.1m | ETA: 7.8m
[2025-11-25T10:47:38.664555] [INFO ] [sig       ] [711/2057] Forecasting FC...
[2025-11-25T10:47:38.664602] [INFO ] [sig       ] Generating forecast for: FC
[2025-11-25T10:47:38.664687] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FC' from 'https://tdm.silogroup.org/data/derivative_storage/FC.csv'.
[2025-11-25T10:47:38.679444] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'FC'.
[2025-11-25T10:47:38.680104] [INFO ] [FORECASTER] Starting predict_future for FC
[2025-11-25T10:47:38.681354] [DEBUG] [LOCAL     ] No optimal features file found for FC: ./output/feature-sets/FC.txt
[2025-11-25T10:47:38.681427] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:47:38.681476] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:47:38.681519] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:47:38.681590] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:47:38.747947] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:47:38.749246] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:47:38.749370] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:47:38.749420] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:47:38.879530] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:47:38.879833] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:47:38.879923] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:47:38.879972] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:47:38.884820] [DEBUG] [FORECASTER] FC: Forecast T+1@11:T+2@11: DOWN (p=1.22%)
[2025-11-25T10:47:38.885317] [INFO ] [FORECASTER] Completed predict_future for FC
[2025-11-25T10:47:38.885531] [INFO ] [sig       ] FC: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:47:39.085721] [INFO ] [LOCAL     ] Saved forecast: FC	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/FC.txt
[2025-11-25T10:47:39.085940] [INFO ] [sig       ] [711/2057] Completed FC in 0.4s | 2.87 sym/s | Total: 4.1m | ETA: 7.8m
[2025-11-25T10:47:39.086009] [INFO ] [sig       ] [712/2057] Forecasting FCF...
[2025-11-25T10:47:39.086056] [INFO ] [sig       ] Generating forecast for: FCF
[2025-11-25T10:47:39.086101] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FCF' from 'https://tdm.silogroup.org/data/derivative_storage/FCF.csv'.
[2025-11-25T10:47:39.099699] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'FCF'.
[2025-11-25T10:47:39.100270] [INFO ] [FORECASTER] Starting predict_future for FCF
[2025-11-25T10:47:39.101193] [DEBUG] [LOCAL     ] No optimal features file found for FCF: ./output/feature-sets/FCF.txt
[2025-11-25T10:47:39.101264] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:47:39.101310] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:47:39.101351] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:47:39.101421] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:47:39.167539] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:47:39.168507] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:47:39.168612] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:47:39.168825] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:47:39.280205] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:47:39.280414] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:47:39.280469] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:47:39.280511] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:47:39.284042] [DEBUG] [FORECASTER] FCF: Forecast T+1@11:T+2@11: DOWN (p=9.11%)
[2025-11-25T10:47:39.284406] [INFO ] [FORECASTER] Completed predict_future for FCF
[2025-11-25T10:47:39.284581] [INFO ] [sig       ] FCF: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:47:39.428169] [INFO ] [LOCAL     ] Saved forecast: FCF	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/FCF.txt
[2025-11-25T10:47:39.428384] [INFO ] [sig       ] [712/2057] Completed FCF in 0.3s | 2.87 sym/s | Total: 4.1m | ETA: 7.8m
[2025-11-25T10:47:39.428443] [INFO ] [sig       ] [713/2057] Forecasting FCN...
[2025-11-25T10:47:39.428488] [INFO ] [sig       ] Generating forecast for: FCN
[2025-11-25T10:47:39.428532] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FCN' from 'https://tdm.silogroup.org/data/derivative_storage/FCN.csv'.
[2025-11-25T10:47:39.441049] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'FCN'.
[2025-11-25T10:47:39.441529] [INFO ] [FORECASTER] Starting predict_future for FCN
[2025-11-25T10:47:39.442407] [DEBUG] [LOCAL     ] No optimal features file found for FCN: ./output/feature-sets/FCN.txt
[2025-11-25T10:47:39.442496] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:47:39.442558] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:47:39.442616] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:47:39.442710] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:47:39.511763] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:47:39.512737] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:47:39.512905] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:47:39.512958] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:47:39.619689] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:47:39.619890] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:47:39.619939] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:47:39.619975] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:47:39.623571] [DEBUG] [FORECASTER] FCN: Forecast T+1@11:T+2@11: UP (p=92.85%)
[2025-11-25T10:47:39.623937] [INFO ] [FORECASTER] Completed predict_future for FCN
[2025-11-25T10:47:39.624146] [INFO ] [sig       ] FCN: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:47:39.766914] [INFO ] [LOCAL     ] Saved forecast: FCN	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/FCN.txt
[2025-11-25T10:47:39.767131] [INFO ] [sig       ] [713/2057] Completed FCN in 0.3s | 2.87 sym/s | Total: 4.1m | ETA: 7.8m
[2025-11-25T10:47:39.767188] [INFO ] [sig       ] [714/2057] Forecasting FCPT...
[2025-11-25T10:47:39.767231] [INFO ] [sig       ] Generating forecast for: FCPT
[2025-11-25T10:47:39.767273] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FCPT' from 'https://tdm.silogroup.org/data/derivative_storage/FCPT.csv'.
[2025-11-25T10:47:39.778920] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'FCPT'.
[2025-11-25T10:47:39.779351] [INFO ] [FORECASTER] Starting predict_future for FCPT
[2025-11-25T10:47:39.780177] [DEBUG] [LOCAL     ] No optimal features file found for FCPT: ./output/feature-sets/FCPT.txt
[2025-11-25T10:47:39.780246] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:47:39.780291] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:47:39.780332] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:47:39.780399] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:47:39.844841] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:47:39.845761] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:47:39.845872] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:47:39.845920] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:47:39.968090] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:47:39.968322] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:47:39.968372] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:47:39.968406] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:47:39.971895] [DEBUG] [FORECASTER] FCPT: Forecast T+1@11:T+2@11: UP (p=99.49%)
[2025-11-25T10:47:39.972207] [INFO ] [FORECASTER] Completed predict_future for FCPT
[2025-11-25T10:47:39.972368] [INFO ] [sig       ] FCPT: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:47:40.111256] [INFO ] [LOCAL     ] Saved forecast: FCPT	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/FCPT.txt
[2025-11-25T10:47:40.111458] [INFO ] [sig       ] [714/2057] Completed FCPT in 0.3s | 2.87 sym/s | Total: 4.1m | ETA: 7.8m
[2025-11-25T10:47:40.111515] [INFO ] [sig       ] [715/2057] Forecasting FCT...
[2025-11-25T10:47:40.111558] [INFO ] [sig       ] Generating forecast for: FCT
[2025-11-25T10:47:40.111601] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FCT' from 'https://tdm.silogroup.org/data/derivative_storage/FCT.csv'.
[2025-11-25T10:47:40.123878] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'FCT'.
[2025-11-25T10:47:40.124318] [INFO ] [FORECASTER] Starting predict_future for FCT
[2025-11-25T10:47:40.125123] [DEBUG] [LOCAL     ] No optimal features file found for FCT: ./output/feature-sets/FCT.txt
[2025-11-25T10:47:40.125193] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:47:40.125238] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:47:40.125280] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:47:40.125350] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:47:40.189572] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:47:40.190458] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:47:40.190581] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:47:40.190631] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:47:40.310318] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:47:40.310528] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:47:40.310573] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:47:40.310629] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:47:40.314070] [DEBUG] [FORECASTER] FCT: Forecast T+1@11:T+2@11: UP (p=96.12%)
[2025-11-25T10:47:40.314377] [INFO ] [FORECASTER] Completed predict_future for FCT
[2025-11-25T10:47:40.314546] [INFO ] [sig       ] FCT: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:47:40.453433] [INFO ] [LOCAL     ] Saved forecast: FCT	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/FCT.txt
[2025-11-25T10:47:40.453629] [INFO ] [sig       ] [715/2057] Completed FCT in 0.3s | 2.87 sym/s | Total: 4.1m | ETA: 7.8m
[2025-11-25T10:47:40.453705] [INFO ] [sig       ] [716/2057] Forecasting FCX...
[2025-11-25T10:47:40.453751] [INFO ] [sig       ] Generating forecast for: FCX
[2025-11-25T10:47:40.453794] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FCX' from 'https://tdm.silogroup.org/data/derivative_storage/FCX.csv'.
[2025-11-25T10:47:40.465603] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'FCX'.
[2025-11-25T10:47:40.466073] [INFO ] [FORECASTER] Starting predict_future for FCX
[2025-11-25T10:47:40.466887] [DEBUG] [LOCAL     ] No optimal features file found for FCX: ./output/feature-sets/FCX.txt
[2025-11-25T10:47:40.466956] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:47:40.467002] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:47:40.467062] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:47:40.467132] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:47:40.531294] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:47:40.532180] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:47:40.532283] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:47:40.532331] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:47:40.667599] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:47:40.667894] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:47:40.667972] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:47:40.668022] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:47:40.673201] [DEBUG] [FORECASTER] FCX: Forecast T+1@11:T+2@11: UP (p=65.31%)
[2025-11-25T10:47:40.673721] [INFO ] [FORECASTER] Completed predict_future for FCX
[2025-11-25T10:47:40.673987] [INFO ] [sig       ] FCX: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:47:40.819790] [INFO ] [LOCAL     ] Saved forecast: FCX	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/FCX.txt
[2025-11-25T10:47:40.820022] [INFO ] [sig       ] [716/2057] Completed FCX in 0.4s | 2.87 sym/s | Total: 4.2m | ETA: 7.8m
[2025-11-25T10:47:40.820092] [INFO ] [sig       ] [717/2057] Forecasting FDP...
[2025-11-25T10:47:40.820139] [INFO ] [sig       ] Generating forecast for: FDP
[2025-11-25T10:47:40.820185] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FDP' from 'https://tdm.silogroup.org/data/derivative_storage/FDP.csv'.
[2025-11-25T10:47:40.835561] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'FDP'.
[2025-11-25T10:47:40.836254] [INFO ] [FORECASTER] Starting predict_future for FDP
[2025-11-25T10:47:40.837456] [DEBUG] [LOCAL     ] No optimal features file found for FDP: ./output/feature-sets/FDP.txt
[2025-11-25T10:47:40.837530] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:47:40.837580] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:47:40.837622] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:47:40.837908] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:47:40.908144] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:47:40.910006] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:47:40.910263] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:47:40.910337] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:47:41.030066] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:47:41.030283] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:47:41.030331] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:47:41.030364] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:47:41.033940] [DEBUG] [FORECASTER] FDP: Forecast T+1@11:T+2@11: DOWN (p=8.95%)
[2025-11-25T10:47:41.034448] [INFO ] [FORECASTER] Completed predict_future for FDP
[2025-11-25T10:47:41.034723] [INFO ] [sig       ] FDP: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:47:41.176889] [INFO ] [LOCAL     ] Saved forecast: FDP	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/FDP.txt
[2025-11-25T10:47:41.177267] [INFO ] [sig       ] [717/2057] Completed FDP in 0.4s | 2.87 sym/s | Total: 4.2m | ETA: 7.8m
[2025-11-25T10:47:41.177387] [INFO ] [sig       ] [718/2057] Forecasting FDS...
[2025-11-25T10:47:41.177491] [INFO ] [sig       ] Generating forecast for: FDS
[2025-11-25T10:47:41.177594] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FDS' from 'https://tdm.silogroup.org/data/derivative_storage/FDS.csv'.
[2025-11-25T10:47:41.189961] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'FDS'.
[2025-11-25T10:47:41.190358] [INFO ] [FORECASTER] Starting predict_future for FDS
[2025-11-25T10:47:41.191156] [DEBUG] [LOCAL     ] No optimal features file found for FDS: ./output/feature-sets/FDS.txt
[2025-11-25T10:47:41.191227] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:47:41.191276] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:47:41.191317] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:47:41.191386] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:47:41.265560] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:47:41.266461] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:47:41.266568] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:47:41.266619] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:47:41.395049] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:47:41.395248] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:47:41.395296] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:47:41.395332] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:47:41.398759] [DEBUG] [FORECASTER] FDS: Forecast T+1@11:T+2@11: DOWN (p=9.14%)
[2025-11-25T10:47:41.399044] [INFO ] [FORECASTER] Completed predict_future for FDS
[2025-11-25T10:47:41.399209] [INFO ] [sig       ] FDS: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:47:41.544709] [INFO ] [LOCAL     ] Saved forecast: FDS	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/FDS.txt
[2025-11-25T10:47:41.544915] [INFO ] [sig       ] [718/2057] Completed FDS in 0.4s | 2.87 sym/s | Total: 4.2m | ETA: 7.8m
[2025-11-25T10:47:41.544976] [INFO ] [sig       ] [719/2057] Forecasting FDX...
[2025-11-25T10:47:41.545028] [INFO ] [sig       ] Generating forecast for: FDX
[2025-11-25T10:47:41.545073] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FDX' from 'https://tdm.silogroup.org/data/derivative_storage/FDX.csv'.
[2025-11-25T10:47:41.559344] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'FDX'.
[2025-11-25T10:47:41.559882] [INFO ] [FORECASTER] Starting predict_future for FDX
[2025-11-25T10:47:41.560888] [DEBUG] [LOCAL     ] No optimal features file found for FDX: ./output/feature-sets/FDX.txt
[2025-11-25T10:47:41.560982] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:47:41.561045] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:47:41.561089] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:47:41.561181] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:47:41.642737] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:47:41.643754] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:47:41.643889] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:47:41.643960] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:47:41.775328] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:47:41.775528] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:47:41.775588] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:47:41.775625] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:47:41.780367] [DEBUG] [FORECASTER] FDX: Forecast T+1@11:T+2@11: DOWN (p=7.43%)
[2025-11-25T10:47:41.780760] [INFO ] [FORECASTER] Completed predict_future for FDX
[2025-11-25T10:47:41.780940] [INFO ] [sig       ] FDX: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:47:41.923156] [INFO ] [LOCAL     ] Saved forecast: FDX	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/FDX.txt
[2025-11-25T10:47:41.923342] [INFO ] [sig       ] [719/2057] Completed FDX in 0.4s | 2.87 sym/s | Total: 4.2m | ETA: 7.8m
[2025-11-25T10:47:41.923399] [INFO ] [sig       ] [720/2057] Forecasting FE...
[2025-11-25T10:47:41.923443] [INFO ] [sig       ] Generating forecast for: FE
[2025-11-25T10:47:41.923487] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FE' from 'https://tdm.silogroup.org/data/derivative_storage/FE.csv'.
[2025-11-25T10:47:41.935535] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'FE'.
[2025-11-25T10:47:41.935982] [INFO ] [FORECASTER] Starting predict_future for FE
[2025-11-25T10:47:41.936784] [DEBUG] [LOCAL     ] No optimal features file found for FE: ./output/feature-sets/FE.txt
[2025-11-25T10:47:41.936858] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:47:41.936907] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:47:41.936949] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:47:41.937018] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:47:42.001623] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:47:42.002475] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:47:42.002584] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:47:42.002635] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:47:42.129270] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:47:42.129492] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:47:42.129720] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:47:42.129828] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:47:42.133332] [DEBUG] [FORECASTER] FE: Forecast T+1@11:T+2@11: DOWN (p=19.41%)
[2025-11-25T10:47:42.133709] [INFO ] [FORECASTER] Completed predict_future for FE
[2025-11-25T10:47:42.133942] [INFO ] [sig       ] FE: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:47:42.272405] [INFO ] [LOCAL     ] Saved forecast: FE	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/FE.txt
[2025-11-25T10:47:42.272546] [INFO ] [sig       ] [720/2057] Completed FE in 0.3s | 2.87 sym/s | Total: 4.2m | ETA: 7.8m
[2025-11-25T10:47:42.272596] [INFO ] [sig       ] [721/2057] Forecasting FERG...
[2025-11-25T10:47:42.272730] [INFO ] [sig       ] Generating forecast for: FERG
[2025-11-25T10:47:42.272796] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FERG' from 'https://tdm.silogroup.org/data/derivative_storage/FERG.csv'.
[2025-11-25T10:47:42.284836] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'FERG'.
[2025-11-25T10:47:42.285208] [INFO ] [FORECASTER] Starting predict_future for FERG
[2025-11-25T10:47:42.286023] [DEBUG] [LOCAL     ] No optimal features file found for FERG: ./output/feature-sets/FERG.txt
[2025-11-25T10:47:42.286114] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:47:42.286163] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:47:42.286207] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:47:42.286276] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:47:42.353704] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:47:42.354426] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:47:42.354537] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:47:42.354587] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:47:42.474158] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:47:42.474305] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:47:42.474348] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:47:42.474381] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:47:42.477638] [DEBUG] [FORECASTER] FERG: Forecast T+1@11:T+2@11: UP (p=95.82%)
[2025-11-25T10:47:42.477944] [INFO ] [FORECASTER] Completed predict_future for FERG
[2025-11-25T10:47:42.478095] [INFO ] [sig       ] FERG: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:47:42.617430] [INFO ] [LOCAL     ] Saved forecast: FERG	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/FERG.txt
[2025-11-25T10:47:42.617587] [INFO ] [sig       ] [721/2057] Completed FERG in 0.3s | 2.87 sym/s | Total: 4.2m | ETA: 7.7m
[2025-11-25T10:47:42.617660] [INFO ] [sig       ] [722/2057] Forecasting FET...
[2025-11-25T10:47:42.617706] [INFO ] [sig       ] Generating forecast for: FET
[2025-11-25T10:47:42.617748] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FET' from 'https://tdm.silogroup.org/data/derivative_storage/FET.csv'.
[2025-11-25T10:47:42.630398] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'FET'.
[2025-11-25T10:47:42.630933] [INFO ] [FORECASTER] Starting predict_future for FET
[2025-11-25T10:47:42.631769] [DEBUG] [LOCAL     ] No optimal features file found for FET: ./output/feature-sets/FET.txt
[2025-11-25T10:47:42.631850] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:47:42.631887] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:47:42.631928] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:47:42.631999] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:47:42.697335] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:47:42.698295] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:47:42.698403] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:47:42.698452] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:47:42.806624] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:47:42.806852] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:47:42.806900] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:47:42.806935] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:47:42.810461] [DEBUG] [FORECASTER] FET: Forecast T+1@11:T+2@11: UP (p=85.45%)
[2025-11-25T10:47:42.810788] [INFO ] [FORECASTER] Completed predict_future for FET
[2025-11-25T10:47:42.810954] [INFO ] [sig       ] FET: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:47:42.952559] [INFO ] [LOCAL     ] Saved forecast: FET	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/FET.txt
[2025-11-25T10:47:42.952768] [INFO ] [sig       ] [722/2057] Completed FET in 0.3s | 2.87 sym/s | Total: 4.2m | ETA: 7.7m
[2025-11-25T10:47:42.952823] [INFO ] [sig       ] [723/2057] Forecasting FF...
[2025-11-25T10:47:42.952864] [INFO ] [sig       ] Generating forecast for: FF
[2025-11-25T10:47:42.952905] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FF' from 'https://tdm.silogroup.org/data/derivative_storage/FF.csv'.
[2025-11-25T10:47:42.964769] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'FF'.
[2025-11-25T10:47:42.965196] [INFO ] [FORECASTER] Starting predict_future for FF
[2025-11-25T10:47:42.966019] [DEBUG] [LOCAL     ] No optimal features file found for FF: ./output/feature-sets/FF.txt
[2025-11-25T10:47:42.966089] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:47:42.966134] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:47:42.966177] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:47:42.966247] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:47:43.031834] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:47:43.032761] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:47:43.032866] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:47:43.032915] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:47:43.159490] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:47:43.159725] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:47:43.159804] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:47:43.159851] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:47:43.163423] [DEBUG] [FORECASTER] FF: Forecast T+1@11:T+2@11: DOWN (p=5.28%)
[2025-11-25T10:47:43.163766] [INFO ] [FORECASTER] Completed predict_future for FF
[2025-11-25T10:47:43.163967] [INFO ] [sig       ] FF: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:47:43.303892] [INFO ] [LOCAL     ] Saved forecast: FF	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/FF.txt
[2025-11-25T10:47:43.304065] [INFO ] [sig       ] [723/2057] Completed FF in 0.4s | 2.87 sym/s | Total: 4.2m | ETA: 7.7m
[2025-11-25T10:47:43.304118] [INFO ] [sig       ] [724/2057] Forecasting FFA...
[2025-11-25T10:47:43.304160] [INFO ] [sig       ] Generating forecast for: FFA
[2025-11-25T10:47:43.304209] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FFA' from 'https://tdm.silogroup.org/data/derivative_storage/FFA.csv'.
[2025-11-25T10:47:43.316346] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'FFA'.
[2025-11-25T10:47:43.316798] [INFO ] [FORECASTER] Starting predict_future for FFA
[2025-11-25T10:47:43.317613] [DEBUG] [LOCAL     ] No optimal features file found for FFA: ./output/feature-sets/FFA.txt
[2025-11-25T10:47:43.317702] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:47:43.317750] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:47:43.317790] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:47:43.317861] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:47:43.382094] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:47:43.382876] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:47:43.382975] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:47:43.383016] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:47:43.493461] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:47:43.493681] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:47:43.493747] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:47:43.493795] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:47:43.497308] [DEBUG] [FORECASTER] FFA: Forecast T+1@11:T+2@11: UP (p=88.83%)
[2025-11-25T10:47:43.497638] [INFO ] [FORECASTER] Completed predict_future for FFA
[2025-11-25T10:47:43.497822] [INFO ] [sig       ] FFA: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:47:43.640080] [INFO ] [LOCAL     ] Saved forecast: FFA	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/FFA.txt
[2025-11-25T10:47:43.640276] [INFO ] [sig       ] [724/2057] Completed FFA in 0.3s | 2.87 sym/s | Total: 4.2m | ETA: 7.7m
[2025-11-25T10:47:43.640342] [INFO ] [sig       ] [725/2057] Forecasting FFC...
[2025-11-25T10:47:43.640387] [INFO ] [sig       ] Generating forecast for: FFC
[2025-11-25T10:47:43.640432] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FFC' from 'https://tdm.silogroup.org/data/derivative_storage/FFC.csv'.
[2025-11-25T10:47:43.653187] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'FFC'.
[2025-11-25T10:47:43.653632] [INFO ] [FORECASTER] Starting predict_future for FFC
[2025-11-25T10:47:43.654439] [DEBUG] [LOCAL     ] No optimal features file found for FFC: ./output/feature-sets/FFC.txt
[2025-11-25T10:47:43.654510] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:47:43.654559] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:47:43.654605] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:47:43.654695] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:47:43.720636] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:47:43.721598] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:47:43.721736] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:47:43.721786] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:47:43.837242] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:47:43.837445] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:47:43.837493] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:47:43.837527] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:47:43.841006] [DEBUG] [FORECASTER] FFC: Forecast T+1@11:T+2@11: UP (p=83.47%)
[2025-11-25T10:47:43.841492] [INFO ] [FORECASTER] Completed predict_future for FFC
[2025-11-25T10:47:43.841747] [INFO ] [sig       ] FFC: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:47:43.988072] [INFO ] [LOCAL     ] Saved forecast: FFC	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/FFC.txt
[2025-11-25T10:47:43.988263] [INFO ] [sig       ] [725/2057] Completed FFC in 0.3s | 2.87 sym/s | Total: 4.2m | ETA: 7.7m
[2025-11-25T10:47:43.988325] [INFO ] [sig       ] [726/2057] Forecasting FFWM...
[2025-11-25T10:47:43.988372] [INFO ] [sig       ] Generating forecast for: FFWM
[2025-11-25T10:47:43.988415] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FFWM' from 'https://tdm.silogroup.org/data/derivative_storage/FFWM.csv'.
[2025-11-25T10:47:44.000624] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'FFWM'.
[2025-11-25T10:47:44.001105] [INFO ] [FORECASTER] Starting predict_future for FFWM
[2025-11-25T10:47:44.001984] [DEBUG] [LOCAL     ] No optimal features file found for FFWM: ./output/feature-sets/FFWM.txt
[2025-11-25T10:47:44.002056] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:47:44.002102] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:47:44.002143] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:47:44.002213] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:47:44.067121] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:47:44.068029] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:47:44.068134] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:47:44.068183] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:47:44.188252] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:47:44.188466] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:47:44.188514] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:47:44.188548] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:47:44.192326] [DEBUG] [FORECASTER] FFWM: Forecast T+1@11:T+2@11: UP (p=84.29%)
[2025-11-25T10:47:44.192731] [INFO ] [FORECASTER] Completed predict_future for FFWM
[2025-11-25T10:47:44.192901] [INFO ] [sig       ] FFWM: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:47:44.336722] [INFO ] [LOCAL     ] Saved forecast: FFWM	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/FFWM.txt
[2025-11-25T10:47:44.336929] [INFO ] [sig       ] [726/2057] Completed FFWM in 0.3s | 2.87 sym/s | Total: 4.2m | ETA: 7.7m
[2025-11-25T10:47:44.336989] [INFO ] [sig       ] [727/2057] Forecasting FG...
[2025-11-25T10:47:44.337050] [INFO ] [sig       ] Generating forecast for: FG
[2025-11-25T10:47:44.337097] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FG' from 'https://tdm.silogroup.org/data/derivative_storage/FG.csv'.
[2025-11-25T10:47:44.349946] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'FG'.
[2025-11-25T10:47:44.350413] [INFO ] [FORECASTER] Starting predict_future for FG
[2025-11-25T10:47:44.351254] [DEBUG] [LOCAL     ] No optimal features file found for FG: ./output/feature-sets/FG.txt
[2025-11-25T10:47:44.351327] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:47:44.351375] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:47:44.351419] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:47:44.351493] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:47:44.417865] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:47:44.418829] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:47:44.418940] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:47:44.418991] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:47:44.539166] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:47:44.539378] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:47:44.539427] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:47:44.539463] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:47:44.543324] [DEBUG] [FORECASTER] FG: Forecast T+1@11:T+2@11: UP (p=66.13%)
[2025-11-25T10:47:44.543736] [INFO ] [FORECASTER] Completed predict_future for FG
[2025-11-25T10:47:44.543921] [INFO ] [sig       ] FG: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:47:44.690750] [INFO ] [LOCAL     ] Saved forecast: FG	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/FG.txt
[2025-11-25T10:47:44.691011] [INFO ] [sig       ] [727/2057] Completed FG in 0.4s | 2.87 sym/s | Total: 4.2m | ETA: 7.7m
[2025-11-25T10:47:44.691068] [INFO ] [sig       ] [728/2057] Forecasting FHI...
[2025-11-25T10:47:44.691112] [INFO ] [sig       ] Generating forecast for: FHI
[2025-11-25T10:47:44.691155] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FHI' from 'https://tdm.silogroup.org/data/derivative_storage/FHI.csv'.
[2025-11-25T10:47:44.703881] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'FHI'.
[2025-11-25T10:47:44.704369] [INFO ] [FORECASTER] Starting predict_future for FHI
[2025-11-25T10:47:44.705281] [DEBUG] [LOCAL     ] No optimal features file found for FHI: ./output/feature-sets/FHI.txt
[2025-11-25T10:47:44.705353] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:47:44.705399] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:47:44.705439] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:47:44.705513] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:47:44.770857] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:47:44.771793] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:47:44.771903] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:47:44.771951] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:47:44.885076] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:47:44.885281] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:47:44.885367] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:47:44.885408] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:47:44.888952] [DEBUG] [FORECASTER] FHI: Forecast T+1@11:T+2@11: UP (p=72.60%)
[2025-11-25T10:47:44.889272] [INFO ] [FORECASTER] Completed predict_future for FHI
[2025-11-25T10:47:44.889431] [INFO ] [sig       ] FHI: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:47:45.029013] [INFO ] [LOCAL     ] Saved forecast: FHI	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/FHI.txt
[2025-11-25T10:47:45.029194] [INFO ] [sig       ] [728/2057] Completed FHI in 0.3s | 2.87 sym/s | Total: 4.2m | ETA: 7.7m
[2025-11-25T10:47:45.029251] [INFO ] [sig       ] [729/2057] Forecasting FHN...
[2025-11-25T10:47:45.029295] [INFO ] [sig       ] Generating forecast for: FHN
[2025-11-25T10:47:45.029340] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FHN' from 'https://tdm.silogroup.org/data/derivative_storage/FHN.csv'.
[2025-11-25T10:47:45.041714] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'FHN'.
[2025-11-25T10:47:45.042195] [INFO ] [FORECASTER] Starting predict_future for FHN
[2025-11-25T10:47:45.043051] [DEBUG] [LOCAL     ] No optimal features file found for FHN: ./output/feature-sets/FHN.txt
[2025-11-25T10:47:45.043125] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:47:45.043173] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:47:45.043217] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:47:45.043290] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:47:45.110813] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:47:45.111810] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:47:45.111934] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:47:45.111980] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:47:45.236844] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:47:45.237120] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:47:45.237194] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:47:45.237240] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:47:45.242170] [DEBUG] [FORECASTER] FHN: Forecast T+1@11:T+2@11: DOWN (p=0.62%)
[2025-11-25T10:47:45.242579] [INFO ] [FORECASTER] Completed predict_future for FHN
[2025-11-25T10:47:45.242815] [INFO ] [sig       ] FHN: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:47:45.389320] [INFO ] [LOCAL     ] Saved forecast: FHN	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/FHN.txt
[2025-11-25T10:47:45.389527] [INFO ] [sig       ] [729/2057] Completed FHN in 0.4s | 2.87 sym/s | Total: 4.2m | ETA: 7.7m
[2025-11-25T10:47:45.389584] [INFO ] [sig       ] [730/2057] Forecasting FICO...
[2025-11-25T10:47:45.389627] [INFO ] [sig       ] Generating forecast for: FICO
[2025-11-25T10:47:45.389706] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FICO' from 'https://tdm.silogroup.org/data/derivative_storage/FICO.csv'.
[2025-11-25T10:47:45.402447] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'FICO'.
[2025-11-25T10:47:45.402950] [INFO ] [FORECASTER] Starting predict_future for FICO
[2025-11-25T10:47:45.403813] [DEBUG] [LOCAL     ] No optimal features file found for FICO: ./output/feature-sets/FICO.txt
[2025-11-25T10:47:45.403884] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:47:45.403930] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:47:45.403969] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:47:45.404038] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:47:45.471758] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:47:45.472746] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:47:45.472874] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:47:45.472921] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:47:45.581727] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:47:45.581930] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:47:45.581978] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:47:45.582013] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:47:45.585544] [DEBUG] [FORECASTER] FICO: Forecast T+1@11:T+2@11: UP (p=98.71%)
[2025-11-25T10:47:45.586099] [INFO ] [FORECASTER] Completed predict_future for FICO
[2025-11-25T10:47:45.586273] [INFO ] [sig       ] FICO: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:47:45.732310] [INFO ] [LOCAL     ] Saved forecast: FICO	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/FICO.txt
[2025-11-25T10:47:45.732485] [INFO ] [sig       ] [730/2057] Completed FICO in 0.3s | 2.87 sym/s | Total: 4.2m | ETA: 7.7m
[2025-11-25T10:47:45.732554] [INFO ] [sig       ] [731/2057] Forecasting FIGS...
[2025-11-25T10:47:45.732603] [INFO ] [sig       ] Generating forecast for: FIGS
[2025-11-25T10:47:45.732665] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FIGS' from 'https://tdm.silogroup.org/data/derivative_storage/FIGS.csv'.
[2025-11-25T10:47:45.744985] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'FIGS'.
[2025-11-25T10:47:45.745467] [INFO ] [FORECASTER] Starting predict_future for FIGS
[2025-11-25T10:47:45.746296] [DEBUG] [LOCAL     ] No optimal features file found for FIGS: ./output/feature-sets/FIGS.txt
[2025-11-25T10:47:45.746367] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:47:45.746413] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:47:45.746453] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:47:45.746520] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:47:45.811101] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:47:45.811969] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:47:45.812074] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:47:45.812122] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:47:45.934328] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:47:45.934559] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:47:45.934618] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:47:45.934687] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:47:45.938242] [DEBUG] [FORECASTER] FIGS: Forecast T+1@11:T+2@11: UP (p=68.93%)
[2025-11-25T10:47:45.938595] [INFO ] [FORECASTER] Completed predict_future for FIGS
[2025-11-25T10:47:45.938802] [INFO ] [sig       ] FIGS: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:47:46.078898] [INFO ] [LOCAL     ] Saved forecast: FIGS	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/FIGS.txt
[2025-11-25T10:47:46.079078] [INFO ] [sig       ] [731/2057] Completed FIGS in 0.3s | 2.87 sym/s | Total: 4.2m | ETA: 7.7m
[2025-11-25T10:47:46.079133] [INFO ] [sig       ] [732/2057] Forecasting FIHL...
[2025-11-25T10:47:46.079179] [INFO ] [sig       ] Generating forecast for: FIHL
[2025-11-25T10:47:46.079222] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FIHL' from 'https://tdm.silogroup.org/data/derivative_storage/FIHL.csv'.
[2025-11-25T10:47:46.092268] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'FIHL'.
[2025-11-25T10:47:46.092761] [INFO ] [FORECASTER] Starting predict_future for FIHL
[2025-11-25T10:47:46.093564] [DEBUG] [LOCAL     ] No optimal features file found for FIHL: ./output/feature-sets/FIHL.txt
[2025-11-25T10:47:46.093662] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:47:46.093734] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:47:46.093776] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:47:46.093845] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:47:46.158741] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:47:46.159675] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:47:46.159781] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:47:46.159828] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:47:46.257656] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:47:46.257856] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:47:46.257903] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:47:46.257937] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:47:46.261432] [DEBUG] [FORECASTER] FIHL: Forecast T+1@11:T+2@11: UP (p=69.30%)
[2025-11-25T10:47:46.261802] [INFO ] [FORECASTER] Completed predict_future for FIHL
[2025-11-25T10:47:46.261967] [INFO ] [sig       ] FIHL: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:47:46.401098] [INFO ] [LOCAL     ] Saved forecast: FIHL	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/FIHL.txt
[2025-11-25T10:47:46.401272] [INFO ] [sig       ] [732/2057] Completed FIHL in 0.3s | 2.87 sym/s | Total: 4.2m | ETA: 7.7m
[2025-11-25T10:47:46.401325] [INFO ] [sig       ] [733/2057] Forecasting FINS...
[2025-11-25T10:47:46.401368] [INFO ] [sig       ] Generating forecast for: FINS
[2025-11-25T10:47:46.401412] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FINS' from 'https://tdm.silogroup.org/data/derivative_storage/FINS.csv'.
[2025-11-25T10:47:46.413095] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'FINS'.
[2025-11-25T10:47:46.413466] [INFO ] [FORECASTER] Starting predict_future for FINS
[2025-11-25T10:47:46.414278] [DEBUG] [LOCAL     ] No optimal features file found for FINS: ./output/feature-sets/FINS.txt
[2025-11-25T10:47:46.414346] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:47:46.414391] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:47:46.414431] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:47:46.414498] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:47:46.479908] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:47:46.480793] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:47:46.480915] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:47:46.480964] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:47:46.581807] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:47:46.582012] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:47:46.582060] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:47:46.582095] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:47:46.585526] [DEBUG] [FORECASTER] FINS: Forecast T+1@11:T+2@11: UP (p=89.43%)
[2025-11-25T10:47:46.585894] [INFO ] [FORECASTER] Completed predict_future for FINS
[2025-11-25T10:47:46.586073] [INFO ] [sig       ] FINS: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:47:46.724524] [INFO ] [LOCAL     ] Saved forecast: FINS	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/FINS.txt
[2025-11-25T10:47:46.724725] [INFO ] [sig       ] [733/2057] Completed FINS in 0.3s | 2.87 sym/s | Total: 4.3m | ETA: 7.7m
[2025-11-25T10:47:46.724782] [INFO ] [sig       ] [734/2057] Forecasting FINV...
[2025-11-25T10:47:46.724825] [INFO ] [sig       ] Generating forecast for: FINV
[2025-11-25T10:47:46.724867] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FINV' from 'https://tdm.silogroup.org/data/derivative_storage/FINV.csv'.
[2025-11-25T10:47:46.736377] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'FINV'.
[2025-11-25T10:47:46.736848] [INFO ] [FORECASTER] Starting predict_future for FINV
[2025-11-25T10:47:46.737677] [DEBUG] [LOCAL     ] No optimal features file found for FINV: ./output/feature-sets/FINV.txt
[2025-11-25T10:47:46.737747] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:47:46.737792] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:47:46.737831] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:47:46.737898] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:47:46.802689] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:47:46.803546] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:47:46.803679] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:47:46.803728] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:47:46.907019] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:47:46.907229] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:47:46.907277] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:47:46.907312] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:47:46.910766] [DEBUG] [FORECASTER] FINV: Forecast T+1@11:T+2@11: DOWN (p=9.38%)
[2025-11-25T10:47:46.911096] [INFO ] [FORECASTER] Completed predict_future for FINV
[2025-11-25T10:47:46.911263] [INFO ] [sig       ] FINV: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:47:47.051232] [INFO ] [LOCAL     ] Saved forecast: FINV	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/FINV.txt
[2025-11-25T10:47:47.051414] [INFO ] [sig       ] [734/2057] Completed FINV in 0.3s | 2.87 sym/s | Total: 4.3m | ETA: 7.7m
[2025-11-25T10:47:47.051468] [INFO ] [sig       ] [735/2057] Forecasting FIS...
[2025-11-25T10:47:47.051512] [INFO ] [sig       ] Generating forecast for: FIS
[2025-11-25T10:47:47.051555] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FIS' from 'https://tdm.silogroup.org/data/derivative_storage/FIS.csv'.
[2025-11-25T10:47:47.063105] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'FIS'.
[2025-11-25T10:47:47.063499] [INFO ] [FORECASTER] Starting predict_future for FIS
[2025-11-25T10:47:47.064289] [DEBUG] [LOCAL     ] No optimal features file found for FIS: ./output/feature-sets/FIS.txt
[2025-11-25T10:47:47.064359] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:47:47.064403] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:47:47.064442] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:47:47.064509] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:47:47.132939] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:47:47.133850] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:47:47.133956] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:47:47.134003] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:47:47.229170] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:47:47.229359] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:47:47.229406] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:47:47.229441] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:47:47.232846] [DEBUG] [FORECASTER] FIS: Forecast T+1@11:T+2@11: UP (p=97.15%)
[2025-11-25T10:47:47.233132] [INFO ] [FORECASTER] Completed predict_future for FIS
[2025-11-25T10:47:47.233268] [INFO ] [sig       ] FIS: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:47:47.371756] [INFO ] [LOCAL     ] Saved forecast: FIS	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/FIS.txt
[2025-11-25T10:47:47.371931] [INFO ] [sig       ] [735/2057] Completed FIS in 0.3s | 2.87 sym/s | Total: 4.3m | ETA: 7.7m
[2025-11-25T10:47:47.371987] [INFO ] [sig       ] [736/2057] Forecasting FIX...
[2025-11-25T10:47:47.372031] [INFO ] [sig       ] Generating forecast for: FIX
[2025-11-25T10:47:47.372085] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FIX' from 'https://tdm.silogroup.org/data/derivative_storage/FIX.csv'.
[2025-11-25T10:47:47.383734] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'FIX'.
[2025-11-25T10:47:47.384155] [INFO ] [FORECASTER] Starting predict_future for FIX
[2025-11-25T10:47:47.384974] [DEBUG] [LOCAL     ] No optimal features file found for FIX: ./output/feature-sets/FIX.txt
[2025-11-25T10:47:47.385044] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:47:47.385090] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:47:47.385130] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:47:47.385200] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:47:47.450322] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:47:47.451184] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:47:47.451291] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:47:47.451341] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:47:47.573219] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:47:47.573425] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:47:47.573473] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:47:47.573510] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:47:47.577061] [DEBUG] [FORECASTER] FIX: Forecast T+1@11:T+2@11: UP (p=84.38%)
[2025-11-25T10:47:47.577359] [INFO ] [FORECASTER] Completed predict_future for FIX
[2025-11-25T10:47:47.577509] [INFO ] [sig       ] FIX: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:47:47.726060] [INFO ] [LOCAL     ] Saved forecast: FIX	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/FIX.txt
[2025-11-25T10:47:47.726257] [INFO ] [sig       ] [736/2057] Completed FIX in 0.4s | 2.87 sym/s | Total: 4.3m | ETA: 7.7m
[2025-11-25T10:47:47.726314] [INFO ] [sig       ] [737/2057] Forecasting FLC...
[2025-11-25T10:47:47.726358] [INFO ] [sig       ] Generating forecast for: FLC
[2025-11-25T10:47:47.726403] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FLC' from 'https://tdm.silogroup.org/data/derivative_storage/FLC.csv'.
[2025-11-25T10:47:47.738019] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'FLC'.
[2025-11-25T10:47:47.738448] [INFO ] [FORECASTER] Starting predict_future for FLC
[2025-11-25T10:47:47.739296] [DEBUG] [LOCAL     ] No optimal features file found for FLC: ./output/feature-sets/FLC.txt
[2025-11-25T10:47:47.739370] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:47:47.739417] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:47:47.739459] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:47:47.739538] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:47:47.805584] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:47:47.806546] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:47:47.806676] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:47:47.806729] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:47:47.898257] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:47:47.898452] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:47:47.898499] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:47:47.898535] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:47:47.902075] [DEBUG] [FORECASTER] FLC: Forecast T+1@11:T+2@11: DOWN (p=29.39%)
[2025-11-25T10:47:47.902390] [INFO ] [FORECASTER] Completed predict_future for FLC
[2025-11-25T10:47:47.902530] [INFO ] [sig       ] FLC: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:47:48.041474] [INFO ] [LOCAL     ] Saved forecast: FLC	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/FLC.txt
[2025-11-25T10:47:48.041667] [INFO ] [sig       ] [737/2057] Completed FLC in 0.3s | 2.88 sym/s | Total: 4.3m | ETA: 7.7m
[2025-11-25T10:47:48.041724] [INFO ] [sig       ] [738/2057] Forecasting FLNG...
[2025-11-25T10:47:48.041768] [INFO ] [sig       ] Generating forecast for: FLNG
[2025-11-25T10:47:48.041811] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FLNG' from 'https://tdm.silogroup.org/data/derivative_storage/FLNG.csv'.
[2025-11-25T10:47:48.052886] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'FLNG'.
[2025-11-25T10:47:48.053334] [INFO ] [FORECASTER] Starting predict_future for FLNG
[2025-11-25T10:47:48.054356] [DEBUG] [LOCAL     ] No optimal features file found for FLNG: ./output/feature-sets/FLNG.txt
[2025-11-25T10:47:48.054426] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:47:48.054470] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:47:48.054509] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:47:48.054577] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:47:48.119334] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:47:48.120275] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:47:48.120386] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:47:48.120432] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:47:48.216864] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:47:48.217073] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:47:48.217122] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:47:48.217157] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:47:48.220536] [DEBUG] [FORECASTER] FLNG: Forecast T+1@11:T+2@11: UP (p=73.84%)
[2025-11-25T10:47:48.220858] [INFO ] [FORECASTER] Completed predict_future for FLNG
[2025-11-25T10:47:48.221005] [INFO ] [sig       ] FLNG: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:47:48.365382] [INFO ] [LOCAL     ] Saved forecast: FLNG	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/FLNG.txt
[2025-11-25T10:47:48.365672] [INFO ] [sig       ] [738/2057] Completed FLNG in 0.3s | 2.88 sym/s | Total: 4.3m | ETA: 7.6m
[2025-11-25T10:47:48.365731] [INFO ] [sig       ] [739/2057] Forecasting FLO...
[2025-11-25T10:47:48.365774] [INFO ] [sig       ] Generating forecast for: FLO
[2025-11-25T10:47:48.365818] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FLO' from 'https://tdm.silogroup.org/data/derivative_storage/FLO.csv'.
[2025-11-25T10:47:48.378326] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'FLO'.
[2025-11-25T10:47:48.378767] [INFO ] [FORECASTER] Starting predict_future for FLO
[2025-11-25T10:47:48.379547] [DEBUG] [LOCAL     ] No optimal features file found for FLO: ./output/feature-sets/FLO.txt
[2025-11-25T10:47:48.379617] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:47:48.379685] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:47:48.379730] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:47:48.379799] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:47:48.444012] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:47:48.444893] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:47:48.444999] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:47:48.445046] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:47:48.541354] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:47:48.541541] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:47:48.541588] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:47:48.541623] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:47:48.545020] [DEBUG] [FORECASTER] FLO: Forecast T+1@11:T+2@11: DOWN (p=0.54%)
[2025-11-25T10:47:48.545307] [INFO ] [FORECASTER] Completed predict_future for FLO
[2025-11-25T10:47:48.545445] [INFO ] [sig       ] FLO: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:47:48.684528] [INFO ] [LOCAL     ] Saved forecast: FLO	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/FLO.txt
[2025-11-25T10:47:48.684721] [INFO ] [sig       ] [739/2057] Completed FLO in 0.3s | 2.88 sym/s | Total: 4.3m | ETA: 7.6m
[2025-11-25T10:47:48.684776] [INFO ] [sig       ] [740/2057] Forecasting FLR...
[2025-11-25T10:47:48.684820] [INFO ] [sig       ] Generating forecast for: FLR
[2025-11-25T10:47:48.684862] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FLR' from 'https://tdm.silogroup.org/data/derivative_storage/FLR.csv'.
[2025-11-25T10:47:48.696232] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'FLR'.
[2025-11-25T10:47:48.696610] [INFO ] [FORECASTER] Starting predict_future for FLR
[2025-11-25T10:47:48.697426] [DEBUG] [LOCAL     ] No optimal features file found for FLR: ./output/feature-sets/FLR.txt
[2025-11-25T10:47:48.697494] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:47:48.697539] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:47:48.697579] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:47:48.697666] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:47:48.762199] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:47:48.763031] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:47:48.763128] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:47:48.763175] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:47:48.862948] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:47:48.863142] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:47:48.863189] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:47:48.863224] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:47:48.866583] [DEBUG] [FORECASTER] FLR: Forecast T+1@11:T+2@11: DOWN (p=41.54%)
[2025-11-25T10:47:48.866932] [INFO ] [FORECASTER] Completed predict_future for FLR
[2025-11-25T10:47:48.867120] [INFO ] [sig       ] FLR: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:47:49.005235] [INFO ] [LOCAL     ] Saved forecast: FLR	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/FLR.txt
[2025-11-25T10:47:49.005391] [INFO ] [sig       ] [740/2057] Completed FLR in 0.3s | 2.88 sym/s | Total: 4.3m | ETA: 7.6m
[2025-11-25T10:47:49.005445] [INFO ] [sig       ] [741/2057] Forecasting FLS...
[2025-11-25T10:47:49.005488] [INFO ] [sig       ] Generating forecast for: FLS
[2025-11-25T10:47:49.005530] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FLS' from 'https://tdm.silogroup.org/data/derivative_storage/FLS.csv'.
[2025-11-25T10:47:49.020002] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'FLS'.
[2025-11-25T10:47:49.020421] [INFO ] [FORECASTER] Starting predict_future for FLS
[2025-11-25T10:47:49.021254] [DEBUG] [LOCAL     ] No optimal features file found for FLS: ./output/feature-sets/FLS.txt
[2025-11-25T10:47:49.021325] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:47:49.021371] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:47:49.021412] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:47:49.021483] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:47:49.086305] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:47:49.086967] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:47:49.087073] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:47:49.087122] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:47:49.186246] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:47:49.186452] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:47:49.186499] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:47:49.186534] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:47:49.189918] [DEBUG] [FORECASTER] FLS: Forecast T+1@11:T+2@11: DOWN (p=37.74%)
[2025-11-25T10:47:49.190203] [INFO ] [FORECASTER] Completed predict_future for FLS
[2025-11-25T10:47:49.190371] [INFO ] [sig       ] FLS: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:47:49.329884] [INFO ] [LOCAL     ] Saved forecast: FLS	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/FLS.txt
[2025-11-25T10:47:49.330037] [INFO ] [sig       ] [741/2057] Completed FLS in 0.3s | 2.88 sym/s | Total: 4.3m | ETA: 7.6m
[2025-11-25T10:47:49.330091] [INFO ] [sig       ] [742/2057] Forecasting FMC...
[2025-11-25T10:47:49.330136] [INFO ] [sig       ] Generating forecast for: FMC
[2025-11-25T10:47:49.330177] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FMC' from 'https://tdm.silogroup.org/data/derivative_storage/FMC.csv'.
[2025-11-25T10:47:49.340242] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'FMC'.
[2025-11-25T10:47:49.340596] [INFO ] [FORECASTER] Starting predict_future for FMC
[2025-11-25T10:47:49.341391] [DEBUG] [LOCAL     ] No optimal features file found for FMC: ./output/feature-sets/FMC.txt
[2025-11-25T10:47:49.341460] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:47:49.341506] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:47:49.341547] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:47:49.341615] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:47:49.406034] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:47:49.406697] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:47:49.406792] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:47:49.406839] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:47:49.507721] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:47:49.507928] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:47:49.507977] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:47:49.508012] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:47:49.511531] [DEBUG] [FORECASTER] FMC: Forecast T+1@11:T+2@11: UP (p=74.86%)
[2025-11-25T10:47:49.511858] [INFO ] [FORECASTER] Completed predict_future for FMC
[2025-11-25T10:47:49.512025] [INFO ] [sig       ] FMC: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:47:49.652133] [INFO ] [LOCAL     ] Saved forecast: FMC	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/FMC.txt
[2025-11-25T10:47:49.652309] [INFO ] [sig       ] [742/2057] Completed FMC in 0.3s | 2.88 sym/s | Total: 4.3m | ETA: 7.6m
[2025-11-25T10:47:49.652365] [INFO ] [sig       ] [743/2057] Forecasting FMN...
[2025-11-25T10:47:49.652413] [INFO ] [sig       ] Generating forecast for: FMN
[2025-11-25T10:47:49.652454] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FMN' from 'https://tdm.silogroup.org/data/derivative_storage/FMN.csv'.
[2025-11-25T10:47:49.663908] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'FMN'.
[2025-11-25T10:47:49.664309] [INFO ] [FORECASTER] Starting predict_future for FMN
[2025-11-25T10:47:49.665141] [DEBUG] [LOCAL     ] No optimal features file found for FMN: ./output/feature-sets/FMN.txt
[2025-11-25T10:47:49.665210] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:47:49.665256] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:47:49.665296] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:47:49.665365] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:47:49.730025] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:47:49.730778] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:47:49.730876] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:47:49.730922] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:47:49.832980] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:47:49.833187] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:47:49.833235] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:47:49.833270] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:47:49.836674] [DEBUG] [FORECASTER] FMN: Forecast T+1@11:T+2@11: DOWN (p=16.25%)
[2025-11-25T10:47:49.836971] [INFO ] [FORECASTER] Completed predict_future for FMN
[2025-11-25T10:47:49.837160] [INFO ] [sig       ] FMN: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:47:49.976499] [INFO ] [LOCAL     ] Saved forecast: FMN	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/FMN.txt
[2025-11-25T10:47:49.976719] [INFO ] [sig       ] [743/2057] Completed FMN in 0.3s | 2.88 sym/s | Total: 4.3m | ETA: 7.6m
[2025-11-25T10:47:49.976776] [INFO ] [sig       ] [744/2057] Forecasting FMS...
[2025-11-25T10:47:49.976819] [INFO ] [sig       ] Generating forecast for: FMS
[2025-11-25T10:47:49.976861] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FMS' from 'https://tdm.silogroup.org/data/derivative_storage/FMS.csv'.
[2025-11-25T10:47:49.989237] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'FMS'.
[2025-11-25T10:47:49.989726] [INFO ] [FORECASTER] Starting predict_future for FMS
[2025-11-25T10:47:49.990523] [DEBUG] [LOCAL     ] No optimal features file found for FMS: ./output/feature-sets/FMS.txt
[2025-11-25T10:47:49.990592] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:47:49.990638] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:47:49.990710] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:47:49.990784] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:47:50.055670] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:47:50.056558] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:47:50.056679] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:47:50.056735] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:47:50.185424] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:47:50.185621] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:47:50.185689] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:47:50.185753] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:47:50.189226] [DEBUG] [FORECASTER] FMS: Forecast T+1@11:T+2@11: UP (p=81.03%)
[2025-11-25T10:47:50.189543] [INFO ] [FORECASTER] Completed predict_future for FMS
[2025-11-25T10:47:50.189736] [INFO ] [sig       ] FMS: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:47:50.336634] [INFO ] [LOCAL     ] Saved forecast: FMS	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/FMS.txt
[2025-11-25T10:47:50.336814] [INFO ] [sig       ] [744/2057] Completed FMS in 0.4s | 2.88 sym/s | Total: 4.3m | ETA: 7.6m
[2025-11-25T10:47:50.336868] [INFO ] [sig       ] [745/2057] Forecasting FMX...
[2025-11-25T10:47:50.336910] [INFO ] [sig       ] Generating forecast for: FMX
[2025-11-25T10:47:50.336952] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FMX' from 'https://tdm.silogroup.org/data/derivative_storage/FMX.csv'.
[2025-11-25T10:47:50.348163] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'FMX'.
[2025-11-25T10:47:50.348552] [INFO ] [FORECASTER] Starting predict_future for FMX
[2025-11-25T10:47:50.349350] [DEBUG] [LOCAL     ] No optimal features file found for FMX: ./output/feature-sets/FMX.txt
[2025-11-25T10:47:50.349423] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:47:50.349491] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:47:50.349543] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:47:50.349635] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:47:50.418489] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:47:50.419235] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:47:50.419330] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:47:50.419377] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:47:50.542801] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:47:50.542988] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:47:50.543033] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:47:50.543068] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:47:50.546418] [DEBUG] [FORECASTER] FMX: Forecast T+1@11:T+2@11: UP (p=87.50%)
[2025-11-25T10:47:50.546748] [INFO ] [FORECASTER] Completed predict_future for FMX
[2025-11-25T10:47:50.546926] [INFO ] [sig       ] FMX: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:47:50.686222] [INFO ] [LOCAL     ] Saved forecast: FMX	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/FMX.txt
[2025-11-25T10:47:50.686385] [INFO ] [sig       ] [745/2057] Completed FMX in 0.3s | 2.88 sym/s | Total: 4.3m | ETA: 7.6m
[2025-11-25T10:47:50.686438] [INFO ] [sig       ] [746/2057] Forecasting FN...
[2025-11-25T10:47:50.686482] [INFO ] [sig       ] Generating forecast for: FN
[2025-11-25T10:47:50.686525] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FN' from 'https://tdm.silogroup.org/data/derivative_storage/FN.csv'.
[2025-11-25T10:47:50.697618] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'FN'.
[2025-11-25T10:47:50.698050] [INFO ] [FORECASTER] Starting predict_future for FN
[2025-11-25T10:47:50.698838] [DEBUG] [LOCAL     ] No optimal features file found for FN: ./output/feature-sets/FN.txt
[2025-11-25T10:47:50.698907] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:47:50.698953] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:47:50.698993] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:47:50.699061] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:47:50.765737] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:47:50.766542] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:47:50.766662] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:47:50.766713] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:47:50.885838] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:47:50.886043] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:47:50.886090] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:47:50.886123] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:47:50.889615] [DEBUG] [FORECASTER] FN: Forecast T+1@11:T+2@11: DOWN (p=26.67%)
[2025-11-25T10:47:50.889946] [INFO ] [FORECASTER] Completed predict_future for FN
[2025-11-25T10:47:50.890106] [INFO ] [sig       ] FN: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:47:51.031926] [INFO ] [LOCAL     ] Saved forecast: FN	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/FN.txt
[2025-11-25T10:47:51.032123] [INFO ] [sig       ] [746/2057] Completed FN in 0.3s | 2.88 sym/s | Total: 4.3m | ETA: 7.6m
[2025-11-25T10:47:51.032180] [INFO ] [sig       ] [747/2057] Forecasting FNB...
[2025-11-25T10:47:51.032223] [INFO ] [sig       ] Generating forecast for: FNB
[2025-11-25T10:47:51.032268] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FNB' from 'https://tdm.silogroup.org/data/derivative_storage/FNB.csv'.
[2025-11-25T10:47:51.044875] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'FNB'.
[2025-11-25T10:47:51.045294] [INFO ] [FORECASTER] Starting predict_future for FNB
[2025-11-25T10:47:51.046075] [DEBUG] [LOCAL     ] No optimal features file found for FNB: ./output/feature-sets/FNB.txt
[2025-11-25T10:47:51.046143] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:47:51.046188] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:47:51.046228] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:47:51.046297] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:47:51.112503] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:47:51.113329] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:47:51.113433] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:47:51.113485] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:47:51.225778] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:47:51.225978] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:47:51.226024] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:47:51.226059] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:47:51.229520] [DEBUG] [FORECASTER] FNB: Forecast T+1@11:T+2@11: DOWN (p=4.00%)
[2025-11-25T10:47:51.229869] [INFO ] [FORECASTER] Completed predict_future for FNB
[2025-11-25T10:47:51.230047] [INFO ] [sig       ] FNB: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:47:51.372936] [INFO ] [LOCAL     ] Saved forecast: FNB	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/FNB.txt
[2025-11-25T10:47:51.373091] [INFO ] [sig       ] [747/2057] Completed FNB in 0.3s | 2.88 sym/s | Total: 4.3m | ETA: 7.6m
[2025-11-25T10:47:51.373146] [INFO ] [sig       ] [748/2057] Forecasting FND...
[2025-11-25T10:47:51.373190] [INFO ] [sig       ] Generating forecast for: FND
[2025-11-25T10:47:51.373227] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FND' from 'https://tdm.silogroup.org/data/derivative_storage/FND.csv'.
[2025-11-25T10:47:51.385161] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'FND'.
[2025-11-25T10:47:51.385532] [INFO ] [FORECASTER] Starting predict_future for FND
[2025-11-25T10:47:51.386357] [DEBUG] [LOCAL     ] No optimal features file found for FND: ./output/feature-sets/FND.txt
[2025-11-25T10:47:51.386428] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:47:51.386475] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:47:51.386517] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:47:51.386586] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:47:51.452614] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:47:51.453289] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:47:51.453382] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:47:51.453429] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:47:51.556006] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:47:51.556190] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:47:51.556237] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:47:51.556271] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:47:51.559702] [DEBUG] [FORECASTER] FND: Forecast T+1@11:T+2@11: UP (p=95.08%)
[2025-11-25T10:47:51.560001] [INFO ] [FORECASTER] Completed predict_future for FND
[2025-11-25T10:47:51.560168] [INFO ] [sig       ] FND: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:47:51.699824] [INFO ] [LOCAL     ] Saved forecast: FND	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/FND.txt
[2025-11-25T10:47:51.699980] [INFO ] [sig       ] [748/2057] Completed FND in 0.3s | 2.88 sym/s | Total: 4.3m | ETA: 7.6m
[2025-11-25T10:47:51.700047] [INFO ] [sig       ] [749/2057] Forecasting FNF...
[2025-11-25T10:47:51.700091] [INFO ] [sig       ] Generating forecast for: FNF
[2025-11-25T10:47:51.700134] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FNF' from 'https://tdm.silogroup.org/data/derivative_storage/FNF.csv'.
[2025-11-25T10:47:51.711637] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'FNF'.
[2025-11-25T10:47:51.712038] [INFO ] [FORECASTER] Starting predict_future for FNF
[2025-11-25T10:47:51.712829] [DEBUG] [LOCAL     ] No optimal features file found for FNF: ./output/feature-sets/FNF.txt
[2025-11-25T10:47:51.712898] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:47:51.712943] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:47:51.712983] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:47:51.713051] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:47:51.780232] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:47:51.780945] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:47:51.781039] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:47:51.781087] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:47:51.897336] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:47:51.897541] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:47:51.897590] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:47:51.897625] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:47:51.900995] [DEBUG] [FORECASTER] FNF: Forecast T+1@11:T+2@11: UP (p=82.15%)
[2025-11-25T10:47:51.901446] [INFO ] [FORECASTER] Completed predict_future for FNF
[2025-11-25T10:47:51.901690] [INFO ] [sig       ] FNF: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:47:52.042583] [INFO ] [LOCAL     ] Saved forecast: FNF	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/FNF.txt
[2025-11-25T10:47:52.042805] [INFO ] [sig       ] [749/2057] Completed FNF in 0.3s | 2.88 sym/s | Total: 4.3m | ETA: 7.6m
[2025-11-25T10:47:52.042864] [INFO ] [sig       ] [750/2057] Forecasting FNV...
[2025-11-25T10:47:52.042910] [INFO ] [sig       ] Generating forecast for: FNV
[2025-11-25T10:47:52.042956] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FNV' from 'https://tdm.silogroup.org/data/derivative_storage/FNV.csv'.
[2025-11-25T10:47:52.055420] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'FNV'.
[2025-11-25T10:47:52.055888] [INFO ] [FORECASTER] Starting predict_future for FNV
[2025-11-25T10:47:52.056725] [DEBUG] [LOCAL     ] No optimal features file found for FNV: ./output/feature-sets/FNV.txt
[2025-11-25T10:47:52.056796] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:47:52.056844] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:47:52.056886] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:47:52.056954] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:47:52.121391] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:47:52.122339] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:47:52.122443] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:47:52.122491] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:47:52.233228] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:47:52.233417] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:47:52.233465] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:47:52.233500] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:47:52.236924] [DEBUG] [FORECASTER] FNV: Forecast T+1@11:T+2@11: UP (p=97.22%)
[2025-11-25T10:47:52.237277] [INFO ] [FORECASTER] Completed predict_future for FNV
[2025-11-25T10:47:52.237444] [INFO ] [sig       ] FNV: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:47:52.377387] [INFO ] [LOCAL     ] Saved forecast: FNV	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/FNV.txt
[2025-11-25T10:47:52.377579] [INFO ] [sig       ] [750/2057] Completed FNV in 0.3s | 2.88 sym/s | Total: 4.3m | ETA: 7.6m
[2025-11-25T10:47:52.377636] [INFO ] [sig       ] [751/2057] Forecasting FOA...
[2025-11-25T10:47:52.377705] [INFO ] [sig       ] Generating forecast for: FOA
[2025-11-25T10:47:52.377751] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FOA' from 'https://tdm.silogroup.org/data/derivative_storage/FOA.csv'.
[2025-11-25T10:47:52.389932] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'FOA'.
[2025-11-25T10:47:52.390331] [INFO ] [FORECASTER] Starting predict_future for FOA
[2025-11-25T10:47:52.391128] [DEBUG] [LOCAL     ] No optimal features file found for FOA: ./output/feature-sets/FOA.txt
[2025-11-25T10:47:52.391198] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:47:52.391244] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:47:52.391283] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:47:52.391352] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:47:52.456025] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:47:52.456973] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:47:52.457093] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:47:52.457143] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:47:52.569661] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:47:52.569863] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:47:52.569910] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:47:52.569945] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:47:52.573441] [DEBUG] [FORECASTER] FOA: Forecast T+1@11:T+2@11: DOWN (p=33.73%)
[2025-11-25T10:47:52.573816] [INFO ] [FORECASTER] Completed predict_future for FOA
[2025-11-25T10:47:52.573992] [INFO ] [sig       ] FOA: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:47:52.714277] [INFO ] [LOCAL     ] Saved forecast: FOA	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/FOA.txt
[2025-11-25T10:47:52.714482] [INFO ] [sig       ] [751/2057] Completed FOA in 0.3s | 2.88 sym/s | Total: 4.4m | ETA: 7.6m
[2025-11-25T10:47:52.714540] [INFO ] [sig       ] [752/2057] Forecasting FOF...
[2025-11-25T10:47:52.714578] [INFO ] [sig       ] Generating forecast for: FOF
[2025-11-25T10:47:52.714623] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FOF' from 'https://tdm.silogroup.org/data/derivative_storage/FOF.csv'.
[2025-11-25T10:47:52.726272] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'FOF'.
[2025-11-25T10:47:52.726777] [INFO ] [FORECASTER] Starting predict_future for FOF
[2025-11-25T10:47:52.727596] [DEBUG] [LOCAL     ] No optimal features file found for FOF: ./output/feature-sets/FOF.txt
[2025-11-25T10:47:52.727686] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:47:52.727735] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:47:52.727776] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:47:52.727845] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:47:52.791894] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:47:52.792833] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:47:52.792955] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:47:52.793002] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:47:52.892115] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:47:52.892317] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:47:52.892365] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:47:52.892423] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:47:52.895909] [DEBUG] [FORECASTER] FOF: Forecast T+1@11:T+2@11: UP (p=92.78%)
[2025-11-25T10:47:52.896228] [INFO ] [FORECASTER] Completed predict_future for FOF
[2025-11-25T10:47:52.896386] [INFO ] [sig       ] FOF: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:47:53.035687] [INFO ] [LOCAL     ] Saved forecast: FOF	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/FOF.txt
[2025-11-25T10:47:53.035875] [INFO ] [sig       ] [752/2057] Completed FOF in 0.3s | 2.88 sym/s | Total: 4.4m | ETA: 7.6m
[2025-11-25T10:47:53.035930] [INFO ] [sig       ] [753/2057] Forecasting FOR...
[2025-11-25T10:47:53.035972] [INFO ] [sig       ] Generating forecast for: FOR
[2025-11-25T10:47:53.036013] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FOR' from 'https://tdm.silogroup.org/data/derivative_storage/FOR.csv'.
[2025-11-25T10:47:53.047769] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'FOR'.
[2025-11-25T10:47:53.048221] [INFO ] [FORECASTER] Starting predict_future for FOR
[2025-11-25T10:47:53.049046] [DEBUG] [LOCAL     ] No optimal features file found for FOR: ./output/feature-sets/FOR.txt
[2025-11-25T10:47:53.049116] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:47:53.049162] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:47:53.049201] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:47:53.049268] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:47:53.113632] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:47:53.114546] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:47:53.114676] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:47:53.114726] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:47:53.224351] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:47:53.224557] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:47:53.224605] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:47:53.224659] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:47:53.228283] [DEBUG] [FORECASTER] FOR: Forecast T+1@11:T+2@11: UP (p=55.53%)
[2025-11-25T10:47:53.228691] [INFO ] [FORECASTER] Completed predict_future for FOR
[2025-11-25T10:47:53.228889] [INFO ] [sig       ] FOR: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:47:53.370906] [INFO ] [LOCAL     ] Saved forecast: FOR	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/FOR.txt
[2025-11-25T10:47:53.371094] [INFO ] [sig       ] [753/2057] Completed FOR in 0.3s | 2.88 sym/s | Total: 4.4m | ETA: 7.6m
[2025-11-25T10:47:53.371149] [INFO ] [sig       ] [754/2057] Forecasting FOUR...
[2025-11-25T10:47:53.371193] [INFO ] [sig       ] Generating forecast for: FOUR
[2025-11-25T10:47:53.371235] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FOUR' from 'https://tdm.silogroup.org/data/derivative_storage/FOUR.csv'.
[2025-11-25T10:47:53.382771] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'FOUR'.
[2025-11-25T10:47:53.383222] [INFO ] [FORECASTER] Starting predict_future for FOUR
[2025-11-25T10:47:53.384043] [DEBUG] [LOCAL     ] No optimal features file found for FOUR: ./output/feature-sets/FOUR.txt
[2025-11-25T10:47:53.384114] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:47:53.384160] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:47:53.384201] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:47:53.384269] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:47:53.448558] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:47:53.449577] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:47:53.449711] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:47:53.449782] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:47:53.555582] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:47:53.555798] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:47:53.555851] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:47:53.555885] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:47:53.560258] [DEBUG] [FORECASTER] FOUR: Forecast T+1@11:T+2@11: DOWN (p=2.88%)
[2025-11-25T10:47:53.560684] [INFO ] [FORECASTER] Completed predict_future for FOUR
[2025-11-25T10:47:53.561085] [INFO ] [sig       ] FOUR: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:47:53.711565] [INFO ] [LOCAL     ] Saved forecast: FOUR	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/FOUR.txt
[2025-11-25T10:47:53.711932] [INFO ] [sig       ] [754/2057] Completed FOUR in 0.3s | 2.88 sym/s | Total: 4.4m | ETA: 7.5m
[2025-11-25T10:47:53.711997] [INFO ] [sig       ] [755/2057] Forecasting FPF...
[2025-11-25T10:47:53.712033] [INFO ] [sig       ] Generating forecast for: FPF
[2025-11-25T10:47:53.712080] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FPF' from 'https://tdm.silogroup.org/data/derivative_storage/FPF.csv'.
[2025-11-25T10:47:53.723811] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'FPF'.
[2025-11-25T10:47:53.724244] [INFO ] [FORECASTER] Starting predict_future for FPF
[2025-11-25T10:47:53.725041] [DEBUG] [LOCAL     ] No optimal features file found for FPF: ./output/feature-sets/FPF.txt
[2025-11-25T10:47:53.725110] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:47:53.725157] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:47:53.725197] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:47:53.725265] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:47:53.794953] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:47:53.796080] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:47:53.796178] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:47:53.796225] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:47:53.895769] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:47:53.895962] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:47:53.896010] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:47:53.896044] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:47:53.899440] [DEBUG] [FORECASTER] FPF: Forecast T+1@11:T+2@11: UP (p=83.26%)
[2025-11-25T10:47:53.899758] [INFO ] [FORECASTER] Completed predict_future for FPF
[2025-11-25T10:47:53.899917] [INFO ] [sig       ] FPF: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:47:54.048224] [INFO ] [LOCAL     ] Saved forecast: FPF	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/FPF.txt
[2025-11-25T10:47:54.048389] [INFO ] [sig       ] [755/2057] Completed FPF in 0.3s | 2.88 sym/s | Total: 4.4m | ETA: 7.5m
[2025-11-25T10:47:54.048442] [INFO ] [sig       ] [756/2057] Forecasting FPH...
[2025-11-25T10:47:54.048485] [INFO ] [sig       ] Generating forecast for: FPH
[2025-11-25T10:47:54.048527] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FPH' from 'https://tdm.silogroup.org/data/derivative_storage/FPH.csv'.
[2025-11-25T10:47:54.059588] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'FPH'.
[2025-11-25T10:47:54.059991] [INFO ] [FORECASTER] Starting predict_future for FPH
[2025-11-25T10:47:54.060827] [DEBUG] [LOCAL     ] No optimal features file found for FPH: ./output/feature-sets/FPH.txt
[2025-11-25T10:47:54.060897] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:47:54.060945] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:47:54.060986] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:47:54.061086] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:47:54.127707] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:47:54.128497] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:47:54.128602] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:47:54.128672] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:47:54.240185] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:47:54.240369] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:47:54.240417] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:47:54.240452] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:47:54.244370] [DEBUG] [FORECASTER] FPH: Forecast T+1@11:T+2@11: DOWN (p=39.39%)
[2025-11-25T10:47:54.244682] [INFO ] [FORECASTER] Completed predict_future for FPH
[2025-11-25T10:47:54.244838] [INFO ] [sig       ] FPH: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:47:54.386228] [INFO ] [LOCAL     ] Saved forecast: FPH	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/FPH.txt
[2025-11-25T10:47:54.386386] [INFO ] [sig       ] [756/2057] Completed FPH in 0.3s | 2.88 sym/s | Total: 4.4m | ETA: 7.5m
[2025-11-25T10:47:54.386441] [INFO ] [sig       ] [757/2057] Forecasting FPI...
[2025-11-25T10:47:54.386485] [INFO ] [sig       ] Generating forecast for: FPI
[2025-11-25T10:47:54.386528] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FPI' from 'https://tdm.silogroup.org/data/derivative_storage/FPI.csv'.
[2025-11-25T10:47:54.397626] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'FPI'.
[2025-11-25T10:47:54.398028] [INFO ] [FORECASTER] Starting predict_future for FPI
[2025-11-25T10:47:54.398817] [DEBUG] [LOCAL     ] No optimal features file found for FPI: ./output/feature-sets/FPI.txt
[2025-11-25T10:47:54.398886] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:47:54.398932] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:47:54.398973] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:47:54.399043] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:47:54.466347] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:47:54.467169] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:47:54.467263] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:47:54.467311] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:47:54.572193] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:47:54.572375] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:47:54.572421] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:47:54.572456] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:47:54.575890] [DEBUG] [FORECASTER] FPI: Forecast T+1@11:T+2@11: UP (p=91.99%)
[2025-11-25T10:47:54.576175] [INFO ] [FORECASTER] Completed predict_future for FPI
[2025-11-25T10:47:54.576317] [INFO ] [sig       ] FPI: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:47:54.716629] [INFO ] [LOCAL     ] Saved forecast: FPI	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/FPI.txt
[2025-11-25T10:47:54.716810] [INFO ] [sig       ] [757/2057] Completed FPI in 0.3s | 2.88 sym/s | Total: 4.4m | ETA: 7.5m
[2025-11-25T10:47:54.716865] [INFO ] [sig       ] [758/2057] Forecasting FR...
[2025-11-25T10:47:54.716908] [INFO ] [sig       ] Generating forecast for: FR
[2025-11-25T10:47:54.716951] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FR' from 'https://tdm.silogroup.org/data/derivative_storage/FR.csv'.
[2025-11-25T10:47:54.728217] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'FR'.
[2025-11-25T10:47:54.728602] [INFO ] [FORECASTER] Starting predict_future for FR
[2025-11-25T10:47:54.729408] [DEBUG] [LOCAL     ] No optimal features file found for FR: ./output/feature-sets/FR.txt
[2025-11-25T10:47:54.729513] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:47:54.729561] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:47:54.729601] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:47:54.729696] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:47:54.796104] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:47:54.796981] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:47:54.797103] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:47:54.797152] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:47:54.902738] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:47:54.902921] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:47:54.902967] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:47:54.903002] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:47:54.906322] [DEBUG] [FORECASTER] FR: Forecast T+1@11:T+2@11: DOWN (p=0.57%)
[2025-11-25T10:47:54.906793] [INFO ] [FORECASTER] Completed predict_future for FR
[2025-11-25T10:47:54.907014] [INFO ] [sig       ] FR: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:47:55.046850] [INFO ] [LOCAL     ] Saved forecast: FR	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/FR.txt
[2025-11-25T10:47:55.047015] [INFO ] [sig       ] [758/2057] Completed FR in 0.3s | 2.88 sym/s | Total: 4.4m | ETA: 7.5m
[2025-11-25T10:47:55.047096] [INFO ] [sig       ] [759/2057] Forecasting FRA...
[2025-11-25T10:47:55.047133] [INFO ] [sig       ] Generating forecast for: FRA
[2025-11-25T10:47:55.047182] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FRA' from 'https://tdm.silogroup.org/data/derivative_storage/FRA.csv'.
[2025-11-25T10:47:55.058797] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'FRA'.
[2025-11-25T10:47:55.059171] [INFO ] [FORECASTER] Starting predict_future for FRA
[2025-11-25T10:47:55.059983] [DEBUG] [LOCAL     ] No optimal features file found for FRA: ./output/feature-sets/FRA.txt
[2025-11-25T10:47:55.060053] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:47:55.060100] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:47:55.060143] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:47:55.060214] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:47:55.126536] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:47:55.127303] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:47:55.127399] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:47:55.127446] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:47:55.242030] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:47:55.242254] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:47:55.242303] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:47:55.242340] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:47:55.245876] [DEBUG] [FORECASTER] FRA: Forecast T+1@11:T+2@11: UP (p=91.09%)
[2025-11-25T10:47:55.246185] [INFO ] [FORECASTER] Completed predict_future for FRA
[2025-11-25T10:47:55.246335] [INFO ] [sig       ] FRA: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:47:55.397139] [INFO ] [LOCAL     ] Saved forecast: FRA	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/FRA.txt
[2025-11-25T10:47:55.397327] [INFO ] [sig       ] [759/2057] Completed FRA in 0.4s | 2.88 sym/s | Total: 4.4m | ETA: 7.5m
[2025-11-25T10:47:55.397384] [INFO ] [sig       ] [760/2057] Forecasting FRGE...
[2025-11-25T10:47:55.397428] [INFO ] [sig       ] Generating forecast for: FRGE
[2025-11-25T10:47:55.397474] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FRGE' from 'https://tdm.silogroup.org/data/derivative_storage/FRGE.csv'.
[2025-11-25T10:47:55.409501] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'FRGE'.
[2025-11-25T10:47:55.409984] [INFO ] [FORECASTER] Starting predict_future for FRGE
[2025-11-25T10:47:55.410794] [DEBUG] [LOCAL     ] No optimal features file found for FRGE: ./output/feature-sets/FRGE.txt
[2025-11-25T10:47:55.410866] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:47:55.410912] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:47:55.410952] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:47:55.411020] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:47:55.475751] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:47:55.476696] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:47:55.476809] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:47:55.476857] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:47:55.587495] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:47:55.587734] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:47:55.587823] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:47:55.587872] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:47:55.591911] [DEBUG] [FORECASTER] FRGE: Forecast T+1@11:T+2@11: DOWN (p=25.43%)
[2025-11-25T10:47:55.592417] [INFO ] [FORECASTER] Completed predict_future for FRGE
[2025-11-25T10:47:55.592626] [INFO ] [sig       ] FRGE: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:47:55.739125] [INFO ] [LOCAL     ] Saved forecast: FRGE	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/FRGE.txt
[2025-11-25T10:47:55.739309] [INFO ] [sig       ] [760/2057] Completed FRGE in 0.3s | 2.88 sym/s | Total: 4.4m | ETA: 7.5m
[2025-11-25T10:47:55.739367] [INFO ] [sig       ] [761/2057] Forecasting FRO...
[2025-11-25T10:47:55.739412] [INFO ] [sig       ] Generating forecast for: FRO
[2025-11-25T10:47:55.739460] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FRO' from 'https://tdm.silogroup.org/data/derivative_storage/FRO.csv'.
[2025-11-25T10:47:55.751777] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'FRO'.
[2025-11-25T10:47:55.752218] [INFO ] [FORECASTER] Starting predict_future for FRO
[2025-11-25T10:47:55.753095] [DEBUG] [LOCAL     ] No optimal features file found for FRO: ./output/feature-sets/FRO.txt
[2025-11-25T10:47:55.753166] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:47:55.753211] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:47:55.753251] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:47:55.753318] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:47:55.819178] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:47:55.820084] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:47:55.820184] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:47:55.820232] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:47:55.922867] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:47:55.923059] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:47:55.923106] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:47:55.923140] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:47:55.926523] [DEBUG] [FORECASTER] FRO: Forecast T+1@11:T+2@11: DOWN (p=38.60%)
[2025-11-25T10:47:55.926890] [INFO ] [FORECASTER] Completed predict_future for FRO
[2025-11-25T10:47:55.927086] [INFO ] [sig       ] FRO: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:47:56.071284] [INFO ] [LOCAL     ] Saved forecast: FRO	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/FRO.txt
[2025-11-25T10:47:56.071473] [INFO ] [sig       ] [761/2057] Completed FRO in 0.3s | 2.88 sym/s | Total: 4.4m | ETA: 7.5m
[2025-11-25T10:47:56.071536] [INFO ] [sig       ] [762/2057] Forecasting FRT...
[2025-11-25T10:47:56.071581] [INFO ] [sig       ] Generating forecast for: FRT
[2025-11-25T10:47:56.071624] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FRT' from 'https://tdm.silogroup.org/data/derivative_storage/FRT.csv'.
[2025-11-25T10:47:56.085123] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'FRT'.
[2025-11-25T10:47:56.085528] [INFO ] [FORECASTER] Starting predict_future for FRT
[2025-11-25T10:47:56.086337] [DEBUG] [LOCAL     ] No optimal features file found for FRT: ./output/feature-sets/FRT.txt
[2025-11-25T10:47:56.086407] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:47:56.086452] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:47:56.086492] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:47:56.086560] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:47:56.152411] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:47:56.153328] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:47:56.153433] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:47:56.153480] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:47:56.251964] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:47:56.252162] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:47:56.252225] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:47:56.252277] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:47:56.256321] [DEBUG] [FORECASTER] FRT: Forecast T+1@11:T+2@11: UP (p=92.58%)
[2025-11-25T10:47:56.256716] [INFO ] [FORECASTER] Completed predict_future for FRT
[2025-11-25T10:47:56.256908] [INFO ] [sig       ] FRT: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:47:56.413707] [INFO ] [LOCAL     ] Saved forecast: FRT	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/FRT.txt
[2025-11-25T10:47:56.413958] [INFO ] [sig       ] [762/2057] Completed FRT in 0.3s | 2.88 sym/s | Total: 4.4m | ETA: 7.5m
[2025-11-25T10:47:56.414045] [INFO ] [sig       ] [763/2057] Forecasting FSCO...
[2025-11-25T10:47:56.414115] [INFO ] [sig       ] Generating forecast for: FSCO
[2025-11-25T10:47:56.414168] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FSCO' from 'https://tdm.silogroup.org/data/derivative_storage/FSCO.csv'.
[2025-11-25T10:47:56.426475] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'FSCO'.
[2025-11-25T10:47:56.427054] [INFO ] [FORECASTER] Starting predict_future for FSCO
[2025-11-25T10:47:56.427958] [DEBUG] [LOCAL     ] No optimal features file found for FSCO: ./output/feature-sets/FSCO.txt
[2025-11-25T10:47:56.428041] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:47:56.428093] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:47:56.428134] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:47:56.428206] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:47:56.500480] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:47:56.501594] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:47:56.501744] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:47:56.501815] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:47:56.608285] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:47:56.608477] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:47:56.608526] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:47:56.608563] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:47:56.612757] [DEBUG] [FORECASTER] FSCO: Forecast T+1@11:T+2@11: UP (p=72.24%)
[2025-11-25T10:47:56.613215] [INFO ] [FORECASTER] Completed predict_future for FSCO
[2025-11-25T10:47:56.613495] [INFO ] [sig       ] FSCO: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:47:56.770380] [INFO ] [LOCAL     ] Saved forecast: FSCO	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/FSCO.txt
[2025-11-25T10:47:56.770585] [INFO ] [sig       ] [763/2057] Completed FSCO in 0.4s | 2.88 sym/s | Total: 4.4m | ETA: 7.5m
[2025-11-25T10:47:56.770662] [INFO ] [sig       ] [764/2057] Forecasting FSK...
[2025-11-25T10:47:56.770706] [INFO ] [sig       ] Generating forecast for: FSK
[2025-11-25T10:47:56.770749] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FSK' from 'https://tdm.silogroup.org/data/derivative_storage/FSK.csv'.
[2025-11-25T10:47:56.782968] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'FSK'.
[2025-11-25T10:47:56.783339] [INFO ] [FORECASTER] Starting predict_future for FSK
[2025-11-25T10:47:56.784129] [DEBUG] [LOCAL     ] No optimal features file found for FSK: ./output/feature-sets/FSK.txt
[2025-11-25T10:47:56.784200] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:47:56.784246] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:47:56.784287] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:47:56.784356] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:47:56.849705] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:47:56.850547] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:47:56.850668] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:47:56.850719] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:47:56.960227] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:47:56.960422] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:47:56.960497] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:47:56.960544] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:47:56.963982] [DEBUG] [FORECASTER] FSK: Forecast T+1@11:T+2@11: UP (p=57.60%)
[2025-11-25T10:47:56.964297] [INFO ] [FORECASTER] Completed predict_future for FSK
[2025-11-25T10:47:56.964464] [INFO ] [sig       ] FSK: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:47:57.106250] [INFO ] [LOCAL     ] Saved forecast: FSK	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/FSK.txt
[2025-11-25T10:47:57.106429] [INFO ] [sig       ] [764/2057] Completed FSK in 0.3s | 2.88 sym/s | Total: 4.4m | ETA: 7.5m
[2025-11-25T10:47:57.106483] [INFO ] [sig       ] [765/2057] Forecasting FSLY...
[2025-11-25T10:47:57.106526] [INFO ] [sig       ] Generating forecast for: FSLY
[2025-11-25T10:47:57.106569] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FSLY' from 'https://tdm.silogroup.org/data/derivative_storage/FSLY.csv'.
[2025-11-25T10:47:57.120552] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'FSLY'.
[2025-11-25T10:47:57.121132] [INFO ] [FORECASTER] Starting predict_future for FSLY
[2025-11-25T10:47:57.121972] [DEBUG] [LOCAL     ] No optimal features file found for FSLY: ./output/feature-sets/FSLY.txt
[2025-11-25T10:47:57.122046] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:47:57.122108] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:47:57.122151] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:47:57.122219] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:47:57.189287] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:47:57.190255] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:47:57.190360] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:47:57.190409] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:47:57.302585] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:47:57.302803] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:47:57.302875] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:47:57.302913] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:47:57.306411] [DEBUG] [FORECASTER] FSLY: Forecast T+1@11:T+2@11: UP (p=87.87%)
[2025-11-25T10:47:57.306819] [INFO ] [FORECASTER] Completed predict_future for FSLY
[2025-11-25T10:47:57.307014] [INFO ] [sig       ] FSLY: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:47:57.450851] [INFO ] [LOCAL     ] Saved forecast: FSLY	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/FSLY.txt
[2025-11-25T10:47:57.451070] [INFO ] [sig       ] [765/2057] Completed FSLY in 0.3s | 2.88 sym/s | Total: 4.4m | ETA: 7.5m
[2025-11-25T10:47:57.451126] [INFO ] [sig       ] [766/2057] Forecasting FSM...
[2025-11-25T10:47:57.451170] [INFO ] [sig       ] Generating forecast for: FSM
[2025-11-25T10:47:57.451214] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FSM' from 'https://tdm.silogroup.org/data/derivative_storage/FSM.csv'.
[2025-11-25T10:47:57.462940] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'FSM'.
[2025-11-25T10:47:57.463317] [INFO ] [FORECASTER] Starting predict_future for FSM
[2025-11-25T10:47:57.464129] [DEBUG] [LOCAL     ] No optimal features file found for FSM: ./output/feature-sets/FSM.txt
[2025-11-25T10:47:57.464198] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:47:57.464244] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:47:57.464285] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:47:57.464353] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:47:57.533724] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:47:57.534450] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:47:57.534543] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:47:57.534589] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:47:57.637747] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:47:57.637900] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:47:57.637949] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:47:57.637982] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:47:57.641279] [DEBUG] [FORECASTER] FSM: Forecast T+1@11:T+2@11: UP (p=61.40%)
[2025-11-25T10:47:57.641559] [INFO ] [FORECASTER] Completed predict_future for FSM
[2025-11-25T10:47:57.641729] [INFO ] [sig       ] FSM: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:47:57.782993] [INFO ] [LOCAL     ] Saved forecast: FSM	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/FSM.txt
[2025-11-25T10:47:57.783148] [INFO ] [sig       ] [766/2057] Completed FSM in 0.3s | 2.88 sym/s | Total: 4.4m | ETA: 7.5m
[2025-11-25T10:47:57.783202] [INFO ] [sig       ] [767/2057] Forecasting FSS...
[2025-11-25T10:47:57.783250] [INFO ] [sig       ] Generating forecast for: FSS
[2025-11-25T10:47:57.783292] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FSS' from 'https://tdm.silogroup.org/data/derivative_storage/FSS.csv'.
[2025-11-25T10:47:57.795474] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'FSS'.
[2025-11-25T10:47:57.795974] [INFO ] [FORECASTER] Starting predict_future for FSS
[2025-11-25T10:47:57.796791] [DEBUG] [LOCAL     ] No optimal features file found for FSS: ./output/feature-sets/FSS.txt
[2025-11-25T10:47:57.796860] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:47:57.796911] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:47:57.796951] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:47:57.797018] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:47:57.862463] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:47:57.863251] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:47:57.863371] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:47:57.863421] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:47:57.968513] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:47:57.968729] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:47:57.968808] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:47:57.968854] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:47:57.972212] [DEBUG] [FORECASTER] FSS: Forecast T+1@11:T+2@11: DOWN (p=37.99%)
[2025-11-25T10:47:57.972511] [INFO ] [FORECASTER] Completed predict_future for FSS
[2025-11-25T10:47:57.972686] [INFO ] [sig       ] FSS: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:47:58.112310] [INFO ] [LOCAL     ] Saved forecast: FSS	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/FSS.txt
[2025-11-25T10:47:58.112459] [INFO ] [sig       ] [767/2057] Completed FSS in 0.3s | 2.88 sym/s | Total: 4.4m | ETA: 7.5m
[2025-11-25T10:47:58.112513] [INFO ] [sig       ] [768/2057] Forecasting FT...
[2025-11-25T10:47:58.112556] [INFO ] [sig       ] Generating forecast for: FT
[2025-11-25T10:47:58.112597] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FT' from 'https://tdm.silogroup.org/data/derivative_storage/FT.csv'.
[2025-11-25T10:47:58.124428] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'FT'.
[2025-11-25T10:47:58.124783] [INFO ] [FORECASTER] Starting predict_future for FT
[2025-11-25T10:47:58.125546] [DEBUG] [LOCAL     ] No optimal features file found for FT: ./output/feature-sets/FT.txt
[2025-11-25T10:47:58.125616] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:47:58.125683] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:47:58.125726] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:47:58.125799] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:47:58.192564] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:47:58.193410] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:47:58.193511] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:47:58.193552] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:47:58.288519] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:47:58.288676] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:47:58.288747] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:47:58.288794] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:47:58.292023] [DEBUG] [FORECASTER] FT: Forecast T+1@11:T+2@11: UP (p=87.29%)
[2025-11-25T10:47:58.292316] [INFO ] [FORECASTER] Completed predict_future for FT
[2025-11-25T10:47:58.292473] [INFO ] [sig       ] FT: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:47:58.436086] [INFO ] [LOCAL     ] Saved forecast: FT	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/FT.txt
[2025-11-25T10:47:58.436243] [INFO ] [sig       ] [768/2057] Completed FT in 0.3s | 2.88 sym/s | Total: 4.4m | ETA: 7.5m
[2025-11-25T10:47:58.436296] [INFO ] [sig       ] [769/2057] Forecasting FTHY...
[2025-11-25T10:47:58.436339] [INFO ] [sig       ] Generating forecast for: FTHY
[2025-11-25T10:47:58.436382] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FTHY' from 'https://tdm.silogroup.org/data/derivative_storage/FTHY.csv'.
[2025-11-25T10:47:58.448072] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'FTHY'.
[2025-11-25T10:47:58.448428] [INFO ] [FORECASTER] Starting predict_future for FTHY
[2025-11-25T10:47:58.449216] [DEBUG] [LOCAL     ] No optimal features file found for FTHY: ./output/feature-sets/FTHY.txt
[2025-11-25T10:47:58.449285] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:47:58.449331] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:47:58.449391] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:47:58.449462] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:47:58.515308] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:47:58.516055] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:47:58.516149] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:47:58.516196] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:47:58.616675] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:47:58.616840] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:47:58.616884] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:47:58.616917] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:47:58.620236] [DEBUG] [FORECASTER] FTHY: Forecast T+1@11:T+2@11: UP (p=83.18%)
[2025-11-25T10:47:58.620521] [INFO ] [FORECASTER] Completed predict_future for FTHY
[2025-11-25T10:47:58.620680] [INFO ] [sig       ] FTHY: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:47:58.762185] [INFO ] [LOCAL     ] Saved forecast: FTHY	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/FTHY.txt
[2025-11-25T10:47:58.762350] [INFO ] [sig       ] [769/2057] Completed FTHY in 0.3s | 2.88 sym/s | Total: 4.5m | ETA: 7.5m
[2025-11-25T10:47:58.762404] [INFO ] [sig       ] [770/2057] Forecasting FTI...
[2025-11-25T10:47:58.762447] [INFO ] [sig       ] Generating forecast for: FTI
[2025-11-25T10:47:58.762489] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FTI' from 'https://tdm.silogroup.org/data/derivative_storage/FTI.csv'.
[2025-11-25T10:47:58.773133] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'FTI'.
[2025-11-25T10:47:58.773501] [INFO ] [FORECASTER] Starting predict_future for FTI
[2025-11-25T10:47:58.774308] [DEBUG] [LOCAL     ] No optimal features file found for FTI: ./output/feature-sets/FTI.txt
[2025-11-25T10:47:58.774376] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:47:58.774422] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:47:58.774465] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:47:58.774537] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:47:58.839869] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:47:58.840529] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:47:58.840623] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:47:58.840700] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:47:58.937001] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:47:58.937201] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:47:58.937247] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:47:58.937281] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:47:58.940640] [DEBUG] [FORECASTER] FTI: Forecast T+1@11:T+2@11: UP (p=97.23%)
[2025-11-25T10:47:58.940953] [INFO ] [FORECASTER] Completed predict_future for FTI
[2025-11-25T10:47:58.941088] [INFO ] [sig       ] FTI: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:47:59.082485] [INFO ] [LOCAL     ] Saved forecast: FTI	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/FTI.txt
[2025-11-25T10:47:59.082665] [INFO ] [sig       ] [770/2057] Completed FTI in 0.3s | 2.88 sym/s | Total: 4.5m | ETA: 7.4m
[2025-11-25T10:47:59.082721] [INFO ] [sig       ] [771/2057] Forecasting FTK...
[2025-11-25T10:47:59.082765] [INFO ] [sig       ] Generating forecast for: FTK
[2025-11-25T10:47:59.082805] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FTK' from 'https://tdm.silogroup.org/data/derivative_storage/FTK.csv'.
[2025-11-25T10:47:59.094292] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'FTK'.
[2025-11-25T10:47:59.094669] [INFO ] [FORECASTER] Starting predict_future for FTK
[2025-11-25T10:47:59.095455] [DEBUG] [LOCAL     ] No optimal features file found for FTK: ./output/feature-sets/FTK.txt
[2025-11-25T10:47:59.095523] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:47:59.095569] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:47:59.095609] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:47:59.095695] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:47:59.160602] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:47:59.161301] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:47:59.161397] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:47:59.161444] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:47:59.256402] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:47:59.256557] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:47:59.256601] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:47:59.256636] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:47:59.259942] [DEBUG] [FORECASTER] FTK: Forecast T+1@11:T+2@11: DOWN (p=1.26%)
[2025-11-25T10:47:59.260222] [INFO ] [FORECASTER] Completed predict_future for FTK
[2025-11-25T10:47:59.260356] [INFO ] [sig       ] FTK: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:47:59.399819] [INFO ] [LOCAL     ] Saved forecast: FTK	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/FTK.txt
[2025-11-25T10:47:59.399965] [INFO ] [sig       ] [771/2057] Completed FTK in 0.3s | 2.88 sym/s | Total: 4.5m | ETA: 7.4m
[2025-11-25T10:47:59.400022] [INFO ] [sig       ] [772/2057] Forecasting FTS...
[2025-11-25T10:47:59.400066] [INFO ] [sig       ] Generating forecast for: FTS
[2025-11-25T10:47:59.400107] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FTS' from 'https://tdm.silogroup.org/data/derivative_storage/FTS.csv'.
[2025-11-25T10:47:59.411171] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'FTS'.
[2025-11-25T10:47:59.411530] [INFO ] [FORECASTER] Starting predict_future for FTS
[2025-11-25T10:47:59.412333] [DEBUG] [LOCAL     ] No optimal features file found for FTS: ./output/feature-sets/FTS.txt
[2025-11-25T10:47:59.412408] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:47:59.412454] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:47:59.412494] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:47:59.412567] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:47:59.477835] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:47:59.478463] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:47:59.478554] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:47:59.478599] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:47:59.593219] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:47:59.593373] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:47:59.593512] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:47:59.593626] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:47:59.599488] [DEBUG] [FORECASTER] FTS: Forecast T+1@11:T+2@11: DOWN (p=30.41%)
[2025-11-25T10:47:59.599855] [INFO ] [FORECASTER] Completed predict_future for FTS
[2025-11-25T10:47:59.600152] [INFO ] [sig       ] FTS: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:47:59.744618] [INFO ] [LOCAL     ] Saved forecast: FTS	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/FTS.txt
[2025-11-25T10:47:59.744820] [INFO ] [sig       ] [772/2057] Completed FTS in 0.3s | 2.88 sym/s | Total: 4.5m | ETA: 7.4m
[2025-11-25T10:47:59.744875] [INFO ] [sig       ] [773/2057] Forecasting FTV...
[2025-11-25T10:47:59.744921] [INFO ] [sig       ] Generating forecast for: FTV
[2025-11-25T10:47:59.744972] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FTV' from 'https://tdm.silogroup.org/data/derivative_storage/FTV.csv'.
[2025-11-25T10:47:59.757214] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'FTV'.
[2025-11-25T10:47:59.757581] [INFO ] [FORECASTER] Starting predict_future for FTV
[2025-11-25T10:47:59.758366] [DEBUG] [LOCAL     ] No optimal features file found for FTV: ./output/feature-sets/FTV.txt
[2025-11-25T10:47:59.758436] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:47:59.758482] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:47:59.758522] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:47:59.758589] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:47:59.823657] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:47:59.824431] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:47:59.824528] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:47:59.824575] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:47:59.929905] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:47:59.930072] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:47:59.930117] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:47:59.930151] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:47:59.933455] [DEBUG] [FORECASTER] FTV: Forecast T+1@11:T+2@11: UP (p=74.63%)
[2025-11-25T10:47:59.933768] [INFO ] [FORECASTER] Completed predict_future for FTV
[2025-11-25T10:47:59.933914] [INFO ] [sig       ] FTV: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:48:00.075167] [INFO ] [LOCAL     ] Saved forecast: FTV	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/FTV.txt
[2025-11-25T10:48:00.075324] [INFO ] [sig       ] [773/2057] Completed FTV in 0.3s | 2.88 sym/s | Total: 4.5m | ETA: 7.4m
[2025-11-25T10:48:00.075378] [INFO ] [sig       ] [774/2057] Forecasting FUBO...
[2025-11-25T10:48:00.075422] [INFO ] [sig       ] Generating forecast for: FUBO
[2025-11-25T10:48:00.075463] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FUBO' from 'https://tdm.silogroup.org/data/derivative_storage/FUBO.csv'.
[2025-11-25T10:48:00.087797] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'FUBO'.
[2025-11-25T10:48:00.088196] [INFO ] [FORECASTER] Starting predict_future for FUBO
[2025-11-25T10:48:00.089011] [DEBUG] [LOCAL     ] No optimal features file found for FUBO: ./output/feature-sets/FUBO.txt
[2025-11-25T10:48:00.089095] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:48:00.089140] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:48:00.089179] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:48:00.089249] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:48:00.154563] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:48:00.155435] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:48:00.155533] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:48:00.155580] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:48:01.049082] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:48:01.049293] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:48:01.049343] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:48:01.049379] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:48:01.053276] [DEBUG] [FORECASTER] FUBO: Forecast T+1@11:T+2@11: DOWN (p=34.74%)
[2025-11-25T10:48:01.053716] [INFO ] [FORECASTER] Completed predict_future for FUBO
[2025-11-25T10:48:01.053939] [INFO ] [sig       ] FUBO: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:48:01.261676] [INFO ] [LOCAL     ] Saved forecast: FUBO	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/FUBO.txt
[2025-11-25T10:48:01.261898] [INFO ] [sig       ] [774/2057] Completed FUBO in 1.2s | 2.87 sym/s | Total: 4.5m | ETA: 7.4m
[2025-11-25T10:48:01.261974] [INFO ] [sig       ] [775/2057] Forecasting FUL...
[2025-11-25T10:48:01.262020] [INFO ] [sig       ] Generating forecast for: FUL
[2025-11-25T10:48:01.262062] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FUL' from 'https://tdm.silogroup.org/data/derivative_storage/FUL.csv'.
[2025-11-25T10:48:01.278475] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'FUL'.
[2025-11-25T10:48:01.279097] [INFO ] [FORECASTER] Starting predict_future for FUL
[2025-11-25T10:48:01.280360] [DEBUG] [LOCAL     ] No optimal features file found for FUL: ./output/feature-sets/FUL.txt
[2025-11-25T10:48:01.280454] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:48:01.280531] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:48:01.280596] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:48:01.280740] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:48:01.385187] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:48:01.386276] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:48:01.386396] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:48:01.386455] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:48:01.694533] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:48:01.694794] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:48:01.694855] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:48:01.694903] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:48:01.699001] [DEBUG] [FORECASTER] FUL: Forecast T+1@11:T+2@11: UP (p=60.51%)
[2025-11-25T10:48:01.699320] [INFO ] [FORECASTER] Completed predict_future for FUL
[2025-11-25T10:48:01.699471] [INFO ] [sig       ] FUL: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:48:01.867526] [INFO ] [LOCAL     ] Saved forecast: FUL	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/FUL.txt
[2025-11-25T10:48:01.867792] [INFO ] [sig       ] [775/2057] Completed FUL in 0.6s | 2.87 sym/s | Total: 4.5m | ETA: 7.4m
[2025-11-25T10:48:01.867860] [INFO ] [sig       ] [776/2057] Forecasting FUN...
[2025-11-25T10:48:01.867908] [INFO ] [sig       ] Generating forecast for: FUN
[2025-11-25T10:48:01.867961] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FUN' from 'https://tdm.silogroup.org/data/derivative_storage/FUN.csv'.
[2025-11-25T10:48:01.880820] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'FUN'.
[2025-11-25T10:48:01.881277] [INFO ] [FORECASTER] Starting predict_future for FUN
[2025-11-25T10:48:01.882116] [DEBUG] [LOCAL     ] No optimal features file found for FUN: ./output/feature-sets/FUN.txt
[2025-11-25T10:48:01.882191] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:48:01.882240] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:48:01.882283] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:48:01.882346] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:48:01.948098] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:48:01.949075] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:48:01.949195] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:48:01.949245] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:48:02.050199] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:48:02.050388] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:48:02.050436] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:48:02.050472] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:48:02.053969] [DEBUG] [FORECASTER] FUN: Forecast T+1@11:T+2@11: DOWN (p=6.24%)
[2025-11-25T10:48:02.054260] [INFO ] [FORECASTER] Completed predict_future for FUN
[2025-11-25T10:48:02.054409] [INFO ] [sig       ] FUN: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:48:02.194059] [INFO ] [LOCAL     ] Saved forecast: FUN	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/FUN.txt
[2025-11-25T10:48:02.194190] [INFO ] [sig       ] [776/2057] Completed FUN in 0.3s | 2.87 sym/s | Total: 4.5m | ETA: 7.4m
[2025-11-25T10:48:02.194242] [INFO ] [sig       ] [777/2057] Forecasting FVRR...
[2025-11-25T10:48:02.194285] [INFO ] [sig       ] Generating forecast for: FVRR
[2025-11-25T10:48:02.194325] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FVRR' from 'https://tdm.silogroup.org/data/derivative_storage/FVRR.csv'.
[2025-11-25T10:48:02.205135] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'FVRR'.
[2025-11-25T10:48:02.205485] [INFO ] [FORECASTER] Starting predict_future for FVRR
[2025-11-25T10:48:02.206262] [DEBUG] [LOCAL     ] No optimal features file found for FVRR: ./output/feature-sets/FVRR.txt
[2025-11-25T10:48:02.206332] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:48:02.206377] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:48:02.206418] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:48:02.206487] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:48:02.271320] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:48:02.271963] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:48:02.272056] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:48:02.272103] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:48:02.390876] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:48:02.390991] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:48:02.391034] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:48:02.391068] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:48:02.394160] [DEBUG] [FORECASTER] FVRR: Forecast T+1@11:T+2@11: DOWN (p=9.15%)
[2025-11-25T10:48:02.394432] [INFO ] [FORECASTER] Completed predict_future for FVRR
[2025-11-25T10:48:02.394585] [INFO ] [sig       ] FVRR: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:48:02.533788] [INFO ] [LOCAL     ] Saved forecast: FVRR	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/FVRR.txt
[2025-11-25T10:48:02.533924] [INFO ] [sig       ] [777/2057] Completed FVRR in 0.3s | 2.87 sym/s | Total: 4.5m | ETA: 7.4m
[2025-11-25T10:48:02.533978] [INFO ] [sig       ] [778/2057] Forecasting G...
[2025-11-25T10:48:02.534022] [INFO ] [sig       ] Generating forecast for: G
[2025-11-25T10:48:02.534065] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'G' from 'https://tdm.silogroup.org/data/derivative_storage/G.csv'.
[2025-11-25T10:48:02.546854] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'G'.
[2025-11-25T10:48:02.547442] [INFO ] [FORECASTER] Starting predict_future for G
[2025-11-25T10:48:02.548389] [DEBUG] [LOCAL     ] No optimal features file found for G: ./output/feature-sets/G.txt
[2025-11-25T10:48:02.548473] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:48:02.548541] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:48:02.548606] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:48:02.548732] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:48:02.615999] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:48:02.616992] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:48:02.617112] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:48:02.617164] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:48:02.744304] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:48:02.744514] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:48:02.744563] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:48:02.744597] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:48:02.748274] [DEBUG] [FORECASTER] G: Forecast T+1@11:T+2@11: UP (p=65.85%)
[2025-11-25T10:48:02.748613] [INFO ] [FORECASTER] Completed predict_future for G
[2025-11-25T10:48:02.748810] [INFO ] [sig       ] G: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:48:02.895909] [INFO ] [LOCAL     ] Saved forecast: G	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/G.txt
[2025-11-25T10:48:02.896083] [INFO ] [sig       ] [778/2057] Completed G in 0.4s | 2.87 sym/s | Total: 4.5m | ETA: 7.4m
[2025-11-25T10:48:02.896140] [INFO ] [sig       ] [779/2057] Forecasting GAB...
[2025-11-25T10:48:02.896187] [INFO ] [sig       ] Generating forecast for: GAB
[2025-11-25T10:48:02.896229] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GAB' from 'https://tdm.silogroup.org/data/derivative_storage/GAB.csv'.
[2025-11-25T10:48:02.910572] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'GAB'.
[2025-11-25T10:48:02.911489] [INFO ] [FORECASTER] Starting predict_future for GAB
[2025-11-25T10:48:02.912803] [DEBUG] [LOCAL     ] No optimal features file found for GAB: ./output/feature-sets/GAB.txt
[2025-11-25T10:48:02.912880] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:48:02.912933] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:48:02.912980] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:48:02.913053] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:48:02.981592] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:48:02.982921] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:48:02.983041] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:48:02.983092] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:48:03.107178] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:48:03.107442] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:48:03.107493] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:48:03.107528] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:48:03.111344] [DEBUG] [FORECASTER] GAB: Forecast T+1@11:T+2@11: DOWN (p=15.58%)
[2025-11-25T10:48:03.111695] [INFO ] [FORECASTER] Completed predict_future for GAB
[2025-11-25T10:48:03.111934] [INFO ] [sig       ] GAB: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:48:03.260890] [INFO ] [LOCAL     ] Saved forecast: GAB	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/GAB.txt
[2025-11-25T10:48:03.261140] [INFO ] [sig       ] [779/2057] Completed GAB in 0.4s | 2.87 sym/s | Total: 4.5m | ETA: 7.4m
[2025-11-25T10:48:03.261204] [INFO ] [sig       ] [780/2057] Forecasting GAM...
[2025-11-25T10:48:03.261255] [INFO ] [sig       ] Generating forecast for: GAM
[2025-11-25T10:48:03.261306] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GAM' from 'https://tdm.silogroup.org/data/derivative_storage/GAM.csv'.
[2025-11-25T10:48:03.274537] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'GAM'.
[2025-11-25T10:48:03.275137] [INFO ] [FORECASTER] Starting predict_future for GAM
[2025-11-25T10:48:03.276180] [DEBUG] [LOCAL     ] No optimal features file found for GAM: ./output/feature-sets/GAM.txt
[2025-11-25T10:48:03.276276] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:48:03.276337] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:48:03.276394] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:48:03.276498] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:48:03.347211] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:48:03.348405] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:48:03.348519] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:48:03.348570] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:48:03.426008] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:48:03.426214] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:48:03.426264] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:48:03.426300] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:48:03.430501] [DEBUG] [FORECASTER] GAM: Forecast T+1@11:T+2@11: UP (p=78.78%)
[2025-11-25T10:48:03.430858] [INFO ] [FORECASTER] Completed predict_future for GAM
[2025-11-25T10:48:03.431010] [INFO ] [sig       ] GAM: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:48:03.575784] [INFO ] [LOCAL     ] Saved forecast: GAM	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/GAM.txt
[2025-11-25T10:48:03.575934] [INFO ] [sig       ] [780/2057] Completed GAM in 0.3s | 2.87 sym/s | Total: 4.5m | ETA: 7.4m
[2025-11-25T10:48:03.575989] [INFO ] [sig       ] [781/2057] Forecasting GATX...
[2025-11-25T10:48:03.576032] [INFO ] [sig       ] Generating forecast for: GATX
[2025-11-25T10:48:03.576073] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GATX' from 'https://tdm.silogroup.org/data/derivative_storage/GATX.csv'.
[2025-11-25T10:48:03.587569] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'GATX'.
[2025-11-25T10:48:03.587948] [INFO ] [FORECASTER] Starting predict_future for GATX
[2025-11-25T10:48:03.588757] [DEBUG] [LOCAL     ] No optimal features file found for GATX: ./output/feature-sets/GATX.txt
[2025-11-25T10:48:03.588828] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:48:03.588876] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:48:03.588915] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:48:03.588983] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:48:03.654222] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:48:03.655063] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:48:03.655164] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:48:03.655211] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:48:03.732915] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:48:03.733111] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:48:03.733159] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:48:03.733194] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:48:03.736764] [DEBUG] [FORECASTER] GATX: Forecast T+1@11:T+2@11: UP (p=72.22%)
[2025-11-25T10:48:03.737151] [INFO ] [FORECASTER] Completed predict_future for GATX
[2025-11-25T10:48:03.737300] [INFO ] [sig       ] GATX: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:48:03.881871] [INFO ] [LOCAL     ] Saved forecast: GATX	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/GATX.txt
[2025-11-25T10:48:03.882040] [INFO ] [sig       ] [781/2057] Completed GATX in 0.3s | 2.87 sym/s | Total: 4.5m | ETA: 7.4m
[2025-11-25T10:48:03.882096] [INFO ] [sig       ] [782/2057] Forecasting GBAB...
[2025-11-25T10:48:03.882139] [INFO ] [sig       ] Generating forecast for: GBAB
[2025-11-25T10:48:03.882179] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GBAB' from 'https://tdm.silogroup.org/data/derivative_storage/GBAB.csv'.
[2025-11-25T10:48:03.894091] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'GBAB'.
[2025-11-25T10:48:03.894530] [INFO ] [FORECASTER] Starting predict_future for GBAB
[2025-11-25T10:48:03.895399] [DEBUG] [LOCAL     ] No optimal features file found for GBAB: ./output/feature-sets/GBAB.txt
[2025-11-25T10:48:03.895474] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:48:03.895540] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:48:03.895584] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:48:03.895679] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:48:03.960664] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:48:03.961598] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:48:03.961734] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:48:03.961789] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:48:04.065796] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:48:04.065998] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:48:04.066052] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:48:04.066092] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:48:04.070175] [DEBUG] [FORECASTER] GBAB: Forecast T+1@11:T+2@11: DOWN (p=44.03%)
[2025-11-25T10:48:04.070504] [INFO ] [FORECASTER] Completed predict_future for GBAB
[2025-11-25T10:48:04.070679] [INFO ] [sig       ] GBAB: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:48:04.223268] [INFO ] [LOCAL     ] Saved forecast: GBAB	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/GBAB.txt
[2025-11-25T10:48:04.223435] [INFO ] [sig       ] [782/2057] Completed GBAB in 0.3s | 2.87 sym/s | Total: 4.5m | ETA: 7.4m
[2025-11-25T10:48:04.223490] [INFO ] [sig       ] [783/2057] Forecasting GBCI...
[2025-11-25T10:48:04.223532] [INFO ] [sig       ] Generating forecast for: GBCI
[2025-11-25T10:48:04.223574] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GBCI' from 'https://tdm.silogroup.org/data/derivative_storage/GBCI.csv'.
[2025-11-25T10:48:04.236504] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'GBCI'.
[2025-11-25T10:48:04.237000] [INFO ] [FORECASTER] Starting predict_future for GBCI
[2025-11-25T10:48:04.237826] [DEBUG] [LOCAL     ] No optimal features file found for GBCI: ./output/feature-sets/GBCI.txt
[2025-11-25T10:48:04.237895] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:48:04.237941] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:48:04.237980] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:48:04.238048] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:48:04.304551] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:48:04.305261] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:48:04.305354] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:48:04.305402] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:48:04.436009] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:48:04.436230] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:48:04.436280] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:48:04.436319] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:48:04.440274] [DEBUG] [FORECASTER] GBCI: Forecast T+1@11:T+2@11: UP (p=72.59%)
[2025-11-25T10:48:04.440812] [INFO ] [FORECASTER] Completed predict_future for GBCI
[2025-11-25T10:48:04.441060] [INFO ] [sig       ] GBCI: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:48:04.584547] [INFO ] [LOCAL     ] Saved forecast: GBCI	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/GBCI.txt
[2025-11-25T10:48:04.584908] [INFO ] [sig       ] [783/2057] Completed GBCI in 0.4s | 2.87 sym/s | Total: 4.5m | ETA: 7.4m
[2025-11-25T10:48:04.584969] [INFO ] [sig       ] [784/2057] Forecasting GBTG...
[2025-11-25T10:48:04.585008] [INFO ] [sig       ] Generating forecast for: GBTG
[2025-11-25T10:48:04.585053] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GBTG' from 'https://tdm.silogroup.org/data/derivative_storage/GBTG.csv'.
[2025-11-25T10:48:04.596614] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'GBTG'.
[2025-11-25T10:48:04.597077] [INFO ] [FORECASTER] Starting predict_future for GBTG
[2025-11-25T10:48:04.597894] [DEBUG] [LOCAL     ] No optimal features file found for GBTG: ./output/feature-sets/GBTG.txt
[2025-11-25T10:48:04.597966] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:48:04.598013] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:48:04.598055] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:48:04.598124] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:48:04.662549] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:48:04.663198] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:48:04.663294] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:48:04.663342] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:48:04.782407] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:48:04.782557] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:48:04.782603] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:48:04.782656] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:48:04.786028] [DEBUG] [FORECASTER] GBTG: Forecast T+1@11:T+2@11: DOWN (p=41.99%)
[2025-11-25T10:48:04.786317] [INFO ] [FORECASTER] Completed predict_future for GBTG
[2025-11-25T10:48:04.786460] [INFO ] [sig       ] GBTG: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:48:04.926312] [INFO ] [LOCAL     ] Saved forecast: GBTG	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/GBTG.txt
[2025-11-25T10:48:04.926455] [INFO ] [sig       ] [784/2057] Completed GBTG in 0.3s | 2.87 sym/s | Total: 4.6m | ETA: 7.4m
[2025-11-25T10:48:04.926509] [INFO ] [sig       ] [785/2057] Forecasting GBX...
[2025-11-25T10:48:04.926552] [INFO ] [sig       ] Generating forecast for: GBX
[2025-11-25T10:48:04.926592] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GBX' from 'https://tdm.silogroup.org/data/derivative_storage/GBX.csv'.
[2025-11-25T10:48:04.937453] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'GBX'.
[2025-11-25T10:48:04.937842] [INFO ] [FORECASTER] Starting predict_future for GBX
[2025-11-25T10:48:04.938696] [DEBUG] [LOCAL     ] No optimal features file found for GBX: ./output/feature-sets/GBX.txt
[2025-11-25T10:48:04.938766] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:48:04.938822] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:48:04.938871] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:48:04.938944] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:48:05.003474] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:48:05.004182] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:48:05.004286] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:48:05.004339] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:48:05.109858] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:48:05.109980] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:48:05.110022] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:48:05.110060] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:48:05.113169] [DEBUG] [FORECASTER] GBX: Forecast T+1@11:T+2@11: UP (p=56.51%)
[2025-11-25T10:48:05.113445] [INFO ] [FORECASTER] Completed predict_future for GBX
[2025-11-25T10:48:05.113577] [INFO ] [sig       ] GBX: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:48:05.252720] [INFO ] [LOCAL     ] Saved forecast: GBX	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/GBX.txt
[2025-11-25T10:48:05.252858] [INFO ] [sig       ] [785/2057] Completed GBX in 0.3s | 2.87 sym/s | Total: 4.6m | ETA: 7.4m
[2025-11-25T10:48:05.252920] [INFO ] [sig       ] [786/2057] Forecasting GCO...
[2025-11-25T10:48:05.252966] [INFO ] [sig       ] Generating forecast for: GCO
[2025-11-25T10:48:05.253008] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GCO' from 'https://tdm.silogroup.org/data/derivative_storage/GCO.csv'.
[2025-11-25T10:48:05.264076] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'GCO'.
[2025-11-25T10:48:05.264431] [INFO ] [FORECASTER] Starting predict_future for GCO
[2025-11-25T10:48:05.265261] [DEBUG] [LOCAL     ] No optimal features file found for GCO: ./output/feature-sets/GCO.txt
[2025-11-25T10:48:05.265335] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:48:05.265384] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:48:05.265425] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:48:05.265513] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:48:05.331065] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:48:05.331728] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:48:05.331823] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:48:05.331871] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:48:05.433599] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:48:05.433786] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:48:05.433834] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:48:05.433868] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:48:05.437232] [DEBUG] [FORECASTER] GCO: Forecast T+1@11:T+2@11: UP (p=59.11%)
[2025-11-25T10:48:05.437516] [INFO ] [FORECASTER] Completed predict_future for GCO
[2025-11-25T10:48:05.437670] [INFO ] [sig       ] GCO: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:48:05.577876] [INFO ] [LOCAL     ] Saved forecast: GCO	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/GCO.txt
[2025-11-25T10:48:05.578020] [INFO ] [sig       ] [786/2057] Completed GCO in 0.3s | 2.87 sym/s | Total: 4.6m | ETA: 7.4m
[2025-11-25T10:48:05.578081] [INFO ] [sig       ] [787/2057] Forecasting GCV...
[2025-11-25T10:48:05.578132] [INFO ] [sig       ] Generating forecast for: GCV
[2025-11-25T10:48:05.578178] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GCV' from 'https://tdm.silogroup.org/data/derivative_storage/GCV.csv'.
[2025-11-25T10:48:05.589502] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'GCV'.
[2025-11-25T10:48:05.589877] [INFO ] [FORECASTER] Starting predict_future for GCV
[2025-11-25T10:48:05.590689] [DEBUG] [LOCAL     ] No optimal features file found for GCV: ./output/feature-sets/GCV.txt
[2025-11-25T10:48:05.590757] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:48:05.590813] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:48:05.590863] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:48:05.590942] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:48:05.655909] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:48:05.656533] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:48:05.656628] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:48:05.656703] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:48:05.757548] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:48:05.757691] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:48:05.757757] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:48:05.757802] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:48:05.760981] [DEBUG] [FORECASTER] GCV: Forecast T+1@11:T+2@11: UP (p=88.61%)
[2025-11-25T10:48:05.761270] [INFO ] [FORECASTER] Completed predict_future for GCV
[2025-11-25T10:48:05.761425] [INFO ] [sig       ] GCV: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:48:05.901580] [INFO ] [LOCAL     ] Saved forecast: GCV	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/GCV.txt
[2025-11-25T10:48:05.901733] [INFO ] [sig       ] [787/2057] Completed GCV in 0.3s | 2.87 sym/s | Total: 4.6m | ETA: 7.4m
[2025-11-25T10:48:05.901789] [INFO ] [sig       ] [788/2057] Forecasting GD...
[2025-11-25T10:48:05.901832] [INFO ] [sig       ] Generating forecast for: GD
[2025-11-25T10:48:05.901873] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GD' from 'https://tdm.silogroup.org/data/derivative_storage/GD.csv'.
[2025-11-25T10:48:05.913439] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'GD'.
[2025-11-25T10:48:05.913831] [INFO ] [FORECASTER] Starting predict_future for GD
[2025-11-25T10:48:05.914587] [DEBUG] [LOCAL     ] No optimal features file found for GD: ./output/feature-sets/GD.txt
[2025-11-25T10:48:05.914675] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:48:05.914723] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:48:05.914764] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:48:05.914832] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:48:05.980485] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:48:05.981131] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:48:05.981230] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:48:05.981278] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:48:06.080821] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:48:06.080933] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:48:06.080974] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:48:06.081007] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:48:06.084048] [DEBUG] [FORECASTER] GD: Forecast T+1@11:T+2@11: UP (p=98.58%)
[2025-11-25T10:48:06.084323] [INFO ] [FORECASTER] Completed predict_future for GD
[2025-11-25T10:48:06.084467] [INFO ] [sig       ] GD: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:48:06.223963] [INFO ] [LOCAL     ] Saved forecast: GD	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/GD.txt
[2025-11-25T10:48:06.224091] [INFO ] [sig       ] [788/2057] Completed GD in 0.3s | 2.87 sym/s | Total: 4.6m | ETA: 7.4m
[2025-11-25T10:48:06.224144] [INFO ] [sig       ] [789/2057] Forecasting GDDY...
[2025-11-25T10:48:06.224186] [INFO ] [sig       ] Generating forecast for: GDDY
[2025-11-25T10:48:06.224226] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GDDY' from 'https://tdm.silogroup.org/data/derivative_storage/GDDY.csv'.
[2025-11-25T10:48:06.235687] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'GDDY'.
[2025-11-25T10:48:06.236037] [INFO ] [FORECASTER] Starting predict_future for GDDY
[2025-11-25T10:48:06.236846] [DEBUG] [LOCAL     ] No optimal features file found for GDDY: ./output/feature-sets/GDDY.txt
[2025-11-25T10:48:06.236916] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:48:06.236961] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:48:06.237000] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:48:06.237090] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:48:06.302145] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:48:06.302773] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:48:06.302866] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:48:06.302912] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:48:06.405931] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:48:06.406031] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:48:06.406072] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:48:06.406127] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:48:06.409204] [DEBUG] [FORECASTER] GDDY: Forecast T+1@11:T+2@11: DOWN (p=24.64%)
[2025-11-25T10:48:06.409491] [INFO ] [FORECASTER] Completed predict_future for GDDY
[2025-11-25T10:48:06.409673] [INFO ] [sig       ] GDDY: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:48:06.550037] [INFO ] [LOCAL     ] Saved forecast: GDDY	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/GDDY.txt
[2025-11-25T10:48:06.550173] [INFO ] [sig       ] [789/2057] Completed GDDY in 0.3s | 2.87 sym/s | Total: 4.6m | ETA: 7.4m
[2025-11-25T10:48:06.550226] [INFO ] [sig       ] [790/2057] Forecasting GDIV...
[2025-11-25T10:48:06.550268] [INFO ] [sig       ] Generating forecast for: GDIV
[2025-11-25T10:48:06.550310] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GDIV' from 'https://tdm.silogroup.org/data/derivative_storage/GDIV.csv'.
[2025-11-25T10:48:06.561345] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'GDIV'.
[2025-11-25T10:48:06.561698] [INFO ] [FORECASTER] Starting predict_future for GDIV
[2025-11-25T10:48:06.562462] [DEBUG] [LOCAL     ] No optimal features file found for GDIV: ./output/feature-sets/GDIV.txt
[2025-11-25T10:48:06.562531] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:48:06.562577] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:48:06.562617] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:48:06.562708] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:48:06.627876] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:48:06.628493] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:48:06.628586] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:48:06.628632] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:48:06.726760] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:48:06.726914] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:48:06.726965] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:48:06.726999] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:48:06.730427] [DEBUG] [FORECASTER] GDIV: Forecast T+1@11:T+2@11: DOWN (p=36.76%)
[2025-11-25T10:48:06.730757] [INFO ] [FORECASTER] Completed predict_future for GDIV
[2025-11-25T10:48:06.731026] [INFO ] [sig       ] GDIV: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:48:06.871277] [INFO ] [LOCAL     ] Saved forecast: GDIV	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/GDIV.txt
[2025-11-25T10:48:06.871414] [INFO ] [sig       ] [790/2057] Completed GDIV in 0.3s | 2.87 sym/s | Total: 4.6m | ETA: 7.4m
[2025-11-25T10:48:06.871471] [INFO ] [sig       ] [791/2057] Forecasting GDO...
[2025-11-25T10:48:06.871516] [INFO ] [sig       ] Generating forecast for: GDO
[2025-11-25T10:48:06.871561] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GDO' from 'https://tdm.silogroup.org/data/derivative_storage/GDO.csv'.
[2025-11-25T10:48:06.882765] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'GDO'.
[2025-11-25T10:48:06.883125] [INFO ] [FORECASTER] Starting predict_future for GDO
[2025-11-25T10:48:06.883925] [DEBUG] [LOCAL     ] No optimal features file found for GDO: ./output/feature-sets/GDO.txt
[2025-11-25T10:48:06.883995] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:48:06.884040] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:48:06.884081] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:48:06.884153] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:48:06.949822] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:48:06.950433] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:48:06.950526] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:48:06.950596] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:48:07.063726] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:48:07.063866] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:48:07.063909] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:48:07.063943] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:48:07.067147] [DEBUG] [FORECASTER] GDO: Forecast T+1@11:T+2@11: UP (p=60.43%)
[2025-11-25T10:48:07.067606] [INFO ] [FORECASTER] Completed predict_future for GDO
[2025-11-25T10:48:07.067856] [INFO ] [sig       ] GDO: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:48:07.207961] [INFO ] [LOCAL     ] Saved forecast: GDO	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/GDO.txt
[2025-11-25T10:48:07.208107] [INFO ] [sig       ] [791/2057] Completed GDO in 0.3s | 2.87 sym/s | Total: 4.6m | ETA: 7.3m
[2025-11-25T10:48:07.208172] [INFO ] [sig       ] [792/2057] Forecasting GDOT...
[2025-11-25T10:48:07.208226] [INFO ] [sig       ] Generating forecast for: GDOT
[2025-11-25T10:48:07.208270] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GDOT' from 'https://tdm.silogroup.org/data/derivative_storage/GDOT.csv'.
[2025-11-25T10:48:07.221022] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'GDOT'.
[2025-11-25T10:48:07.221488] [INFO ] [FORECASTER] Starting predict_future for GDOT
[2025-11-25T10:48:07.222427] [DEBUG] [LOCAL     ] No optimal features file found for GDOT: ./output/feature-sets/GDOT.txt
[2025-11-25T10:48:07.222504] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:48:07.222552] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:48:07.222610] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:48:07.222745] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:48:07.291574] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:48:07.292381] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:48:07.292484] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:48:07.292532] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:48:07.387667] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:48:07.387902] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:48:07.387953] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:48:07.387990] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:48:07.391761] [DEBUG] [FORECASTER] GDOT: Forecast T+1@11:T+2@11: DOWN (p=10.06%)
[2025-11-25T10:48:07.392079] [INFO ] [FORECASTER] Completed predict_future for GDOT
[2025-11-25T10:48:07.392251] [INFO ] [sig       ] GDOT: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:48:07.533415] [INFO ] [LOCAL     ] Saved forecast: GDOT	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/GDOT.txt
[2025-11-25T10:48:07.533590] [INFO ] [sig       ] [792/2057] Completed GDOT in 0.3s | 2.87 sym/s | Total: 4.6m | ETA: 7.3m
[2025-11-25T10:48:07.533665] [INFO ] [sig       ] [793/2057] Forecasting GDV...
[2025-11-25T10:48:07.533710] [INFO ] [sig       ] Generating forecast for: GDV
[2025-11-25T10:48:07.533755] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GDV' from 'https://tdm.silogroup.org/data/derivative_storage/GDV.csv'.
[2025-11-25T10:48:07.545603] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'GDV'.
[2025-11-25T10:48:07.546012] [INFO ] [FORECASTER] Starting predict_future for GDV
[2025-11-25T10:48:07.546819] [DEBUG] [LOCAL     ] No optimal features file found for GDV: ./output/feature-sets/GDV.txt
[2025-11-25T10:48:07.546888] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:48:07.546932] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:48:07.546971] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:48:07.547086] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:48:07.611285] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:48:07.611909] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:48:07.612005] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:48:07.612052] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:48:07.705680] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:48:07.705779] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:48:07.705820] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:48:07.705854] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:48:07.708889] [DEBUG] [FORECASTER] GDV: Forecast T+1@11:T+2@11: DOWN (p=22.63%)
[2025-11-25T10:48:07.709160] [INFO ] [FORECASTER] Completed predict_future for GDV
[2025-11-25T10:48:07.709304] [INFO ] [sig       ] GDV: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:48:07.846533] [INFO ] [LOCAL     ] Saved forecast: GDV	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/GDV.txt
[2025-11-25T10:48:07.846684] [INFO ] [sig       ] [793/2057] Completed GDV in 0.3s | 2.87 sym/s | Total: 4.6m | ETA: 7.3m
[2025-11-25T10:48:07.846740] [INFO ] [sig       ] [794/2057] Forecasting GE...
[2025-11-25T10:48:07.846784] [INFO ] [sig       ] Generating forecast for: GE
[2025-11-25T10:48:07.846825] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GE' from 'https://tdm.silogroup.org/data/derivative_storage/GE.csv'.
[2025-11-25T10:48:07.858214] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'GE'.
[2025-11-25T10:48:07.858565] [INFO ] [FORECASTER] Starting predict_future for GE
[2025-11-25T10:48:07.859341] [DEBUG] [LOCAL     ] No optimal features file found for GE: ./output/feature-sets/GE.txt
[2025-11-25T10:48:07.859410] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:48:07.859456] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:48:07.859497] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:48:07.859565] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:48:07.923910] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:48:07.924516] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:48:07.924610] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:48:07.924678] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:48:08.045313] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:48:08.045454] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:48:08.045496] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:48:08.045530] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:48:08.048737] [DEBUG] [FORECASTER] GE: Forecast T+1@11:T+2@11: DOWN (p=12.78%)
[2025-11-25T10:48:08.049016] [INFO ] [FORECASTER] Completed predict_future for GE
[2025-11-25T10:48:08.049172] [INFO ] [sig       ] GE: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:48:08.189180] [INFO ] [LOCAL     ] Saved forecast: GE	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/GE.txt
[2025-11-25T10:48:08.189325] [INFO ] [sig       ] [794/2057] Completed GE in 0.3s | 2.87 sym/s | Total: 4.6m | ETA: 7.3m
[2025-11-25T10:48:08.189371] [INFO ] [sig       ] [795/2057] Forecasting GEF...
[2025-11-25T10:48:08.189408] [INFO ] [sig       ] Generating forecast for: GEF
[2025-11-25T10:48:08.189452] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GEF' from 'https://tdm.silogroup.org/data/derivative_storage/GEF.csv'.
[2025-11-25T10:48:08.200626] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'GEF'.
[2025-11-25T10:48:08.200985] [INFO ] [FORECASTER] Starting predict_future for GEF
[2025-11-25T10:48:08.201774] [DEBUG] [LOCAL     ] No optimal features file found for GEF: ./output/feature-sets/GEF.txt
[2025-11-25T10:48:08.201877] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:48:08.201925] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:48:08.201965] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:48:08.202034] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:48:08.266297] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:48:08.266923] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:48:08.267015] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:48:08.267073] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:48:08.361004] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:48:08.361100] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:48:08.361140] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:48:08.361173] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:48:08.364128] [DEBUG] [FORECASTER] GEF: Forecast T+1@11:T+2@11: UP (p=79.18%)
[2025-11-25T10:48:08.364390] [INFO ] [FORECASTER] Completed predict_future for GEF
[2025-11-25T10:48:08.364537] [INFO ] [sig       ] GEF: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:48:08.503442] [INFO ] [LOCAL     ] Saved forecast: GEF	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/GEF.txt
[2025-11-25T10:48:08.503574] [INFO ] [sig       ] [795/2057] Completed GEF in 0.3s | 2.87 sym/s | Total: 4.6m | ETA: 7.3m
[2025-11-25T10:48:08.503626] [INFO ] [sig       ] [796/2057] Forecasting GEL...
[2025-11-25T10:48:08.503695] [INFO ] [sig       ] Generating forecast for: GEL
[2025-11-25T10:48:08.503741] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GEL' from 'https://tdm.silogroup.org/data/derivative_storage/GEL.csv'.
[2025-11-25T10:48:08.515243] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'GEL'.
[2025-11-25T10:48:08.515588] [INFO ] [FORECASTER] Starting predict_future for GEL
[2025-11-25T10:48:08.516372] [DEBUG] [LOCAL     ] No optimal features file found for GEL: ./output/feature-sets/GEL.txt
[2025-11-25T10:48:08.516442] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:48:08.516487] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:48:08.516526] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:48:08.516593] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:48:08.580857] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:48:08.581463] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:48:08.581556] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:48:08.581603] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:48:08.693503] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:48:08.693599] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:48:08.693657] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:48:08.693701] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:48:08.696721] [DEBUG] [FORECASTER] GEL: Forecast T+1@11:T+2@11: DOWN (p=23.47%)
[2025-11-25T10:48:08.696984] [INFO ] [FORECASTER] Completed predict_future for GEL
[2025-11-25T10:48:08.697155] [INFO ] [sig       ] GEL: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:48:08.836547] [INFO ] [LOCAL     ] Saved forecast: GEL	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/GEL.txt
[2025-11-25T10:48:08.836692] [INFO ] [sig       ] [796/2057] Completed GEL in 0.3s | 2.87 sym/s | Total: 4.6m | ETA: 7.3m
[2025-11-25T10:48:08.836749] [INFO ] [sig       ] [797/2057] Forecasting GENI...
[2025-11-25T10:48:08.836792] [INFO ] [sig       ] Generating forecast for: GENI
[2025-11-25T10:48:08.836835] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GENI' from 'https://tdm.silogroup.org/data/derivative_storage/GENI.csv'.
[2025-11-25T10:48:08.848417] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'GENI'.
[2025-11-25T10:48:08.848768] [INFO ] [FORECASTER] Starting predict_future for GENI
[2025-11-25T10:48:08.849562] [DEBUG] [LOCAL     ] No optimal features file found for GENI: ./output/feature-sets/GENI.txt
[2025-11-25T10:48:08.849632] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:48:08.849704] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:48:08.849743] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:48:08.849809] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:48:08.914957] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:48:08.915598] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:48:08.915707] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:48:08.915756] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:48:09.013081] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:48:09.013176] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:48:09.013217] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:48:09.013251] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:48:09.016239] [DEBUG] [FORECASTER] GENI: Forecast T+1@11:T+2@11: UP (p=84.82%)
[2025-11-25T10:48:09.016525] [INFO ] [FORECASTER] Completed predict_future for GENI
[2025-11-25T10:48:09.016705] [INFO ] [sig       ] GENI: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:48:09.156209] [INFO ] [LOCAL     ] Saved forecast: GENI	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/GENI.txt
[2025-11-25T10:48:09.156342] [INFO ] [sig       ] [797/2057] Completed GENI in 0.3s | 2.87 sym/s | Total: 4.6m | ETA: 7.3m
[2025-11-25T10:48:09.156395] [INFO ] [sig       ] [798/2057] Forecasting GEO...
[2025-11-25T10:48:09.156438] [INFO ] [sig       ] Generating forecast for: GEO
[2025-11-25T10:48:09.156480] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GEO' from 'https://tdm.silogroup.org/data/derivative_storage/GEO.csv'.
[2025-11-25T10:48:09.167826] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'GEO'.
[2025-11-25T10:48:09.168176] [INFO ] [FORECASTER] Starting predict_future for GEO
[2025-11-25T10:48:09.168975] [DEBUG] [LOCAL     ] No optimal features file found for GEO: ./output/feature-sets/GEO.txt
[2025-11-25T10:48:09.169043] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:48:09.169091] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:48:09.169139] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:48:09.169221] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:48:09.234243] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:48:09.234865] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:48:09.234956] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:48:09.235003] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:48:09.334771] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:48:09.334868] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:48:09.334908] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:48:09.334941] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:48:09.337947] [DEBUG] [FORECASTER] GEO: Forecast T+1@11:T+2@11: DOWN (p=6.28%)
[2025-11-25T10:48:09.338237] [INFO ] [FORECASTER] Completed predict_future for GEO
[2025-11-25T10:48:09.338398] [INFO ] [sig       ] GEO: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:48:09.477113] [INFO ] [LOCAL     ] Saved forecast: GEO	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/GEO.txt
[2025-11-25T10:48:09.477249] [INFO ] [sig       ] [798/2057] Completed GEO in 0.3s | 2.87 sym/s | Total: 4.6m | ETA: 7.3m
[2025-11-25T10:48:09.477311] [INFO ] [sig       ] [799/2057] Forecasting GES...
[2025-11-25T10:48:09.477355] [INFO ] [sig       ] Generating forecast for: GES
[2025-11-25T10:48:09.477396] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GES' from 'https://tdm.silogroup.org/data/derivative_storage/GES.csv'.
[2025-11-25T10:48:09.488800] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'GES'.
[2025-11-25T10:48:09.489138] [INFO ] [FORECASTER] Starting predict_future for GES
[2025-11-25T10:48:09.489927] [DEBUG] [LOCAL     ] No optimal features file found for GES: ./output/feature-sets/GES.txt
[2025-11-25T10:48:09.489996] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:48:09.490040] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:48:09.490080] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:48:09.490153] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:48:09.554696] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:48:09.555297] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:48:09.555387] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:48:09.555433] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:48:09.655150] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:48:09.655285] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:48:09.655327] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:48:09.655360] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:48:09.658494] [DEBUG] [FORECASTER] GES: Forecast T+1@11:T+2@11: DOWN (p=18.61%)
[2025-11-25T10:48:09.658916] [INFO ] [FORECASTER] Completed predict_future for GES
[2025-11-25T10:48:09.659137] [INFO ] [sig       ] GES: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:48:09.796999] [INFO ] [LOCAL     ] Saved forecast: GES	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/GES.txt
[2025-11-25T10:48:09.797141] [INFO ] [sig       ] [799/2057] Completed GES in 0.3s | 2.87 sym/s | Total: 4.6m | ETA: 7.3m
[2025-11-25T10:48:09.797196] [INFO ] [sig       ] [800/2057] Forecasting GETY...
[2025-11-25T10:48:09.797237] [INFO ] [sig       ] Generating forecast for: GETY
[2025-11-25T10:48:09.797279] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GETY' from 'https://tdm.silogroup.org/data/derivative_storage/GETY.csv'.
[2025-11-25T10:48:09.809062] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'GETY'.
[2025-11-25T10:48:09.809412] [INFO ] [FORECASTER] Starting predict_future for GETY
[2025-11-25T10:48:09.810196] [DEBUG] [LOCAL     ] No optimal features file found for GETY: ./output/feature-sets/GETY.txt
[2025-11-25T10:48:09.810264] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:48:09.810310] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:48:09.810350] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:48:09.810418] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:48:09.875188] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:48:09.875811] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:48:09.875903] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:48:09.875949] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:48:09.978395] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:48:09.978499] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:48:09.978539] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:48:09.978573] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:48:09.981552] [DEBUG] [FORECASTER] GETY: Forecast T+1@11:T+2@11: UP (p=97.95%)
[2025-11-25T10:48:09.981967] [INFO ] [FORECASTER] Completed predict_future for GETY
[2025-11-25T10:48:09.982186] [INFO ] [sig       ] GETY: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:48:10.121602] [INFO ] [LOCAL     ] Saved forecast: GETY	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/GETY.txt
[2025-11-25T10:48:10.121745] [INFO ] [sig       ] [800/2057] Completed GETY in 0.3s | 2.87 sym/s | Total: 4.6m | ETA: 7.3m
[2025-11-25T10:48:10.121800] [INFO ] [sig       ] [801/2057] Forecasting GF...
[2025-11-25T10:48:10.121842] [INFO ] [sig       ] Generating forecast for: GF
[2025-11-25T10:48:10.121882] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GF' from 'https://tdm.silogroup.org/data/derivative_storage/GF.csv'.
[2025-11-25T10:48:10.131710] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'GF'.
[2025-11-25T10:48:10.131951] [INFO ] [FORECASTER] Starting predict_future for GF
[2025-11-25T10:48:10.132904] [DEBUG] [LOCAL     ] No optimal features file found for GF: ./output/feature-sets/GF.txt
[2025-11-25T10:48:10.132972] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:48:10.133018] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:48:10.133059] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:48:10.133127] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:48:10.197864] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:48:10.198494] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:48:10.198584] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:48:10.198630] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:48:10.289821] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:48:10.289916] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:48:10.289957] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:48:10.289989] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:48:10.292943] [DEBUG] [FORECASTER] GF: Forecast T+1@11:T+2@11: DOWN (p=11.18%)
[2025-11-25T10:48:10.293228] [INFO ] [FORECASTER] Completed predict_future for GF
[2025-11-25T10:48:10.293399] [INFO ] [sig       ] GF: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:48:10.432259] [INFO ] [LOCAL     ] Saved forecast: GF	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/GF.txt
[2025-11-25T10:48:10.432391] [INFO ] [sig       ] [801/2057] Completed GF in 0.3s | 2.87 sym/s | Total: 4.6m | ETA: 7.3m
[2025-11-25T10:48:10.432443] [INFO ] [sig       ] [802/2057] Forecasting GFF...
[2025-11-25T10:48:10.432485] [INFO ] [sig       ] Generating forecast for: GFF
[2025-11-25T10:48:10.432526] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GFF' from 'https://tdm.silogroup.org/data/derivative_storage/GFF.csv'.
[2025-11-25T10:48:10.443859] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'GFF'.
[2025-11-25T10:48:10.444191] [INFO ] [FORECASTER] Starting predict_future for GFF
[2025-11-25T10:48:10.444974] [DEBUG] [LOCAL     ] No optimal features file found for GFF: ./output/feature-sets/GFF.txt
[2025-11-25T10:48:10.445043] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:48:10.445088] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:48:10.445136] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:48:10.445218] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:48:10.510235] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:48:10.510902] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:48:10.510994] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:48:10.511040] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:48:10.606832] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:48:10.606930] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:48:10.606990] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:48:10.607066] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:48:10.610121] [DEBUG] [FORECASTER] GFF: Forecast T+1@11:T+2@11: DOWN (p=7.02%)
[2025-11-25T10:48:10.610436] [INFO ] [FORECASTER] Completed predict_future for GFF
[2025-11-25T10:48:10.610599] [INFO ] [sig       ] GFF: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:48:10.758991] [INFO ] [LOCAL     ] Saved forecast: GFF	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/GFF.txt
[2025-11-25T10:48:10.759180] [INFO ] [sig       ] [802/2057] Completed GFF in 0.3s | 2.87 sym/s | Total: 4.7m | ETA: 7.3m
[2025-11-25T10:48:10.759274] [INFO ] [sig       ] [803/2057] Forecasting GFI...
[2025-11-25T10:48:10.759331] [INFO ] [sig       ] Generating forecast for: GFI
[2025-11-25T10:48:10.759374] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GFI' from 'https://tdm.silogroup.org/data/derivative_storage/GFI.csv'.
[2025-11-25T10:48:10.771588] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'GFI'.
[2025-11-25T10:48:10.771984] [INFO ] [FORECASTER] Starting predict_future for GFI
[2025-11-25T10:48:10.772795] [DEBUG] [LOCAL     ] No optimal features file found for GFI: ./output/feature-sets/GFI.txt
[2025-11-25T10:48:10.772866] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:48:10.772914] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:48:10.772954] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:48:10.773023] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:48:10.842760] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:48:10.843563] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:48:10.843701] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:48:10.843757] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:48:10.945837] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:48:10.945981] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:48:10.946024] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:48:10.946058] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:48:10.949538] [DEBUG] [FORECASTER] GFI: Forecast T+1@11:T+2@11: DOWN (p=35.20%)
[2025-11-25T10:48:10.949851] [INFO ] [FORECASTER] Completed predict_future for GFI
[2025-11-25T10:48:10.950012] [INFO ] [sig       ] GFI: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:48:11.095027] [INFO ] [LOCAL     ] Saved forecast: GFI	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/GFI.txt
[2025-11-25T10:48:11.095171] [INFO ] [sig       ] [803/2057] Completed GFI in 0.3s | 2.87 sym/s | Total: 4.7m | ETA: 7.3m
[2025-11-25T10:48:11.095225] [INFO ] [sig       ] [804/2057] Forecasting GFL...
[2025-11-25T10:48:11.095268] [INFO ] [sig       ] Generating forecast for: GFL
[2025-11-25T10:48:11.095309] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GFL' from 'https://tdm.silogroup.org/data/derivative_storage/GFL.csv'.
[2025-11-25T10:48:11.107046] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'GFL'.
[2025-11-25T10:48:11.107423] [INFO ] [FORECASTER] Starting predict_future for GFL
[2025-11-25T10:48:11.108239] [DEBUG] [LOCAL     ] No optimal features file found for GFL: ./output/feature-sets/GFL.txt
[2025-11-25T10:48:11.108311] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:48:11.108359] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:48:11.108401] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:48:11.108472] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:48:11.177402] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:48:11.178067] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:48:11.178183] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:48:11.178238] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:48:11.285736] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:48:11.285880] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:48:11.285926] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:48:11.285960] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:48:11.289289] [DEBUG] [FORECASTER] GFL: Forecast T+1@11:T+2@11: UP (p=89.98%)
[2025-11-25T10:48:11.289596] [INFO ] [FORECASTER] Completed predict_future for GFL
[2025-11-25T10:48:11.289785] [INFO ] [sig       ] GFL: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:48:11.432795] [INFO ] [LOCAL     ] Saved forecast: GFL	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/GFL.txt
[2025-11-25T10:48:11.432938] [INFO ] [sig       ] [804/2057] Completed GFL in 0.3s | 2.87 sym/s | Total: 4.7m | ETA: 7.3m
[2025-11-25T10:48:11.432991] [INFO ] [sig       ] [805/2057] Forecasting GFR...
[2025-11-25T10:48:11.433035] [INFO ] [sig       ] Generating forecast for: GFR
[2025-11-25T10:48:11.433076] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GFR' from 'https://tdm.silogroup.org/data/derivative_storage/GFR.csv'.
[2025-11-25T10:48:11.444737] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'GFR'.
[2025-11-25T10:48:11.445157] [INFO ] [FORECASTER] Starting predict_future for GFR
[2025-11-25T10:48:11.446009] [DEBUG] [LOCAL     ] No optimal features file found for GFR: ./output/feature-sets/GFR.txt
[2025-11-25T10:48:11.446082] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:48:11.446129] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:48:11.446170] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:48:11.446241] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:48:11.516506] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:48:11.517219] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:48:11.517318] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:48:11.517367] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:48:11.615478] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:48:11.615614] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:48:11.615679] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:48:11.615738] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:48:11.619459] [DEBUG] [FORECASTER] GFR: Forecast T+1@11:T+2@11: DOWN (p=40.13%)
[2025-11-25T10:48:11.619788] [INFO ] [FORECASTER] Completed predict_future for GFR
[2025-11-25T10:48:11.619969] [INFO ] [sig       ] GFR: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:48:11.766415] [INFO ] [LOCAL     ] Saved forecast: GFR	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/GFR.txt
[2025-11-25T10:48:11.766570] [INFO ] [sig       ] [805/2057] Completed GFR in 0.3s | 2.87 sym/s | Total: 4.7m | ETA: 7.3m
[2025-11-25T10:48:11.766629] [INFO ] [sig       ] [806/2057] Forecasting GGB...
[2025-11-25T10:48:11.766693] [INFO ] [sig       ] Generating forecast for: GGB
[2025-11-25T10:48:11.766742] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GGB' from 'https://tdm.silogroup.org/data/derivative_storage/GGB.csv'.
[2025-11-25T10:48:11.778451] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'GGB'.
[2025-11-25T10:48:11.778839] [INFO ] [FORECASTER] Starting predict_future for GGB
[2025-11-25T10:48:11.779687] [DEBUG] [LOCAL     ] No optimal features file found for GGB: ./output/feature-sets/GGB.txt
[2025-11-25T10:48:11.779825] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:48:11.779930] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:48:11.779976] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:48:11.780049] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:48:11.849974] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:48:11.850696] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:48:11.850797] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:48:11.850864] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:48:11.979922] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:48:11.980109] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:48:11.980157] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:48:11.980191] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:48:11.983711] [DEBUG] [FORECASTER] GGB: Forecast T+1@11:T+2@11: UP (p=70.83%)
[2025-11-25T10:48:11.984148] [INFO ] [FORECASTER] Completed predict_future for GGB
[2025-11-25T10:48:11.984379] [INFO ] [sig       ] GGB: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:48:12.125128] [INFO ] [LOCAL     ] Saved forecast: GGB	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/GGB.txt
[2025-11-25T10:48:12.125262] [INFO ] [sig       ] [806/2057] Completed GGB in 0.4s | 2.87 sym/s | Total: 4.7m | ETA: 7.3m
[2025-11-25T10:48:12.125328] [INFO ] [sig       ] [807/2057] Forecasting GGG...
[2025-11-25T10:48:12.125373] [INFO ] [sig       ] Generating forecast for: GGG
[2025-11-25T10:48:12.125416] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GGG' from 'https://tdm.silogroup.org/data/derivative_storage/GGG.csv'.
[2025-11-25T10:48:12.136427] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'GGG'.
[2025-11-25T10:48:12.136798] [INFO ] [FORECASTER] Starting predict_future for GGG
[2025-11-25T10:48:12.137618] [DEBUG] [LOCAL     ] No optimal features file found for GGG: ./output/feature-sets/GGG.txt
[2025-11-25T10:48:12.137714] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:48:12.137755] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:48:12.137796] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:48:12.137868] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:48:12.202563] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:48:12.203190] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:48:12.203283] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:48:12.203330] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:48:12.323987] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:48:12.324090] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:48:12.324131] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:48:12.324164] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:48:12.327211] [DEBUG] [FORECASTER] GGG: Forecast T+1@11:T+2@11: DOWN (p=4.53%)
[2025-11-25T10:48:12.327560] [INFO ] [FORECASTER] Completed predict_future for GGG
[2025-11-25T10:48:12.327804] [INFO ] [sig       ] GGG: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:48:12.467931] [INFO ] [LOCAL     ] Saved forecast: GGG	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/GGG.txt
[2025-11-25T10:48:12.468062] [INFO ] [sig       ] [807/2057] Completed GGG in 0.3s | 2.87 sym/s | Total: 4.7m | ETA: 7.2m
[2025-11-25T10:48:12.468118] [INFO ] [sig       ] [808/2057] Forecasting GGT...
[2025-11-25T10:48:12.468163] [INFO ] [sig       ] Generating forecast for: GGT
[2025-11-25T10:48:12.468207] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GGT' from 'https://tdm.silogroup.org/data/derivative_storage/GGT.csv'.
[2025-11-25T10:48:12.479625] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'GGT'.
[2025-11-25T10:48:12.479994] [INFO ] [FORECASTER] Starting predict_future for GGT
[2025-11-25T10:48:12.480833] [DEBUG] [LOCAL     ] No optimal features file found for GGT: ./output/feature-sets/GGT.txt
[2025-11-25T10:48:12.480904] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:48:12.480950] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:48:12.480991] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:48:12.481059] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:48:12.546223] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:48:12.546858] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:48:12.546954] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:48:12.547001] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:48:12.672114] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:48:12.672255] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:48:12.672300] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:48:12.672334] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:48:12.675679] [DEBUG] [FORECASTER] GGT: Forecast T+1@11:T+2@11: DOWN (p=3.59%)
[2025-11-25T10:48:12.675960] [INFO ] [FORECASTER] Completed predict_future for GGT
[2025-11-25T10:48:12.676112] [INFO ] [sig       ] GGT: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:48:12.815960] [INFO ] [LOCAL     ] Saved forecast: GGT	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/GGT.txt
[2025-11-25T10:48:12.816092] [INFO ] [sig       ] [808/2057] Completed GGT in 0.3s | 2.87 sym/s | Total: 4.7m | ETA: 7.2m
[2025-11-25T10:48:12.816154] [INFO ] [sig       ] [809/2057] Forecasting GGZ...
[2025-11-25T10:48:12.816199] [INFO ] [sig       ] Generating forecast for: GGZ
[2025-11-25T10:48:12.816241] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GGZ' from 'https://tdm.silogroup.org/data/derivative_storage/GGZ.csv'.
[2025-11-25T10:48:12.826542] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'GGZ'.
[2025-11-25T10:48:12.826814] [INFO ] [FORECASTER] Starting predict_future for GGZ
[2025-11-25T10:48:12.827616] [DEBUG] [LOCAL     ] No optimal features file found for GGZ: ./output/feature-sets/GGZ.txt
[2025-11-25T10:48:12.827714] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:48:12.827761] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:48:12.827810] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:48:12.827880] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:48:12.892198] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:48:12.892827] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:48:12.892922] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:48:12.892970] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:48:12.998990] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:48:12.999090] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:48:12.999131] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:48:12.999165] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:48:13.002216] [DEBUG] [FORECASTER] GGZ: Forecast T+1@11:T+2@11: DOWN (p=12.16%)
[2025-11-25T10:48:13.002485] [INFO ] [FORECASTER] Completed predict_future for GGZ
[2025-11-25T10:48:13.002669] [INFO ] [sig       ] GGZ: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:48:13.140331] [INFO ] [LOCAL     ] Saved forecast: GGZ	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/GGZ.txt
[2025-11-25T10:48:13.140462] [INFO ] [sig       ] [809/2057] Completed GGZ in 0.3s | 2.87 sym/s | Total: 4.7m | ETA: 7.2m
[2025-11-25T10:48:13.140518] [INFO ] [sig       ] [810/2057] Forecasting GHG...
[2025-11-25T10:48:13.140562] [INFO ] [sig       ] Generating forecast for: GHG
[2025-11-25T10:48:13.140613] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GHG' from 'https://tdm.silogroup.org/data/derivative_storage/GHG.csv'.
[2025-11-25T10:48:13.151696] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'GHG'.
[2025-11-25T10:48:13.151942] [INFO ] [FORECASTER] Starting predict_future for GHG
[2025-11-25T10:48:13.152849] [DEBUG] [LOCAL     ] No optimal features file found for GHG: ./output/feature-sets/GHG.txt
[2025-11-25T10:48:13.152919] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:48:13.152964] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:48:13.153005] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:48:13.153076] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:48:13.217599] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:48:13.218323] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:48:13.218419] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:48:13.218465] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:48:13.305198] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:48:13.305384] [INFO ] [FORECASTER] Trained on 342 historical samples with 26 features
[2025-11-25T10:48:13.305430] [INFO ] [FORECASTER] Stored all 344 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:48:13.305464] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:48:13.308898] [DEBUG] [FORECASTER] GHG: Forecast T+1@11:T+2@11: DOWN (p=4.52%)
[2025-11-25T10:48:13.309190] [INFO ] [FORECASTER] Completed predict_future for GHG
[2025-11-25T10:48:13.309341] [INFO ] [sig       ] GHG: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:48:13.449178] [INFO ] [LOCAL     ] Saved forecast: GHG	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/GHG.txt
[2025-11-25T10:48:13.449358] [INFO ] [sig       ] [810/2057] Completed GHG in 0.3s | 2.87 sym/s | Total: 4.7m | ETA: 7.2m
[2025-11-25T10:48:13.449413] [INFO ] [sig       ] [811/2057] Forecasting GHI...
[2025-11-25T10:48:13.449456] [INFO ] [sig       ] Generating forecast for: GHI
[2025-11-25T10:48:13.449497] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GHI' from 'https://tdm.silogroup.org/data/derivative_storage/GHI.csv'.
[2025-11-25T10:48:13.461682] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'GHI'.
[2025-11-25T10:48:13.462075] [INFO ] [FORECASTER] Starting predict_future for GHI
[2025-11-25T10:48:13.462890] [DEBUG] [LOCAL     ] No optimal features file found for GHI: ./output/feature-sets/GHI.txt
[2025-11-25T10:48:13.462959] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:48:13.463005] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:48:13.463045] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:48:13.463114] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:48:13.528260] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:48:13.528965] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:48:13.529058] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:48:13.529105] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:48:13.622240] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:48:13.622418] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:48:13.622463] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:48:13.622497] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:48:13.625925] [DEBUG] [FORECASTER] GHI: Forecast T+1@11:T+2@11: UP (p=54.85%)
[2025-11-25T10:48:13.626208] [INFO ] [FORECASTER] Completed predict_future for GHI
[2025-11-25T10:48:13.626347] [INFO ] [sig       ] GHI: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:48:13.808702] [INFO ] [LOCAL     ] Saved forecast: GHI	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/GHI.txt
[2025-11-25T10:48:13.808880] [INFO ] [sig       ] [811/2057] Completed GHI in 0.4s | 2.87 sym/s | Total: 4.7m | ETA: 7.2m
[2025-11-25T10:48:13.808935] [INFO ] [sig       ] [812/2057] Forecasting GHM...
[2025-11-25T10:48:13.808979] [INFO ] [sig       ] Generating forecast for: GHM
[2025-11-25T10:48:13.809020] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GHM' from 'https://tdm.silogroup.org/data/derivative_storage/GHM.csv'.
[2025-11-25T10:48:13.820063] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'GHM'.
[2025-11-25T10:48:13.820449] [INFO ] [FORECASTER] Starting predict_future for GHM
[2025-11-25T10:48:13.821233] [DEBUG] [LOCAL     ] No optimal features file found for GHM: ./output/feature-sets/GHM.txt
[2025-11-25T10:48:13.821303] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:48:13.821349] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:48:13.821389] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:48:13.821457] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:48:13.886867] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:48:13.887556] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:48:13.887671] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:48:13.887719] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:48:13.990930] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:48:13.991138] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:48:13.991188] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:48:13.991224] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:48:13.995087] [DEBUG] [FORECASTER] GHM: Forecast T+1@11:T+2@11: DOWN (p=33.78%)
[2025-11-25T10:48:13.995588] [INFO ] [FORECASTER] Completed predict_future for GHM
[2025-11-25T10:48:13.995861] [INFO ] [sig       ] GHM: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:48:14.145276] [INFO ] [LOCAL     ] Saved forecast: GHM	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/GHM.txt
[2025-11-25T10:48:14.145486] [INFO ] [sig       ] [812/2057] Completed GHM in 0.3s | 2.87 sym/s | Total: 4.7m | ETA: 7.2m
[2025-11-25T10:48:14.145758] [INFO ] [sig       ] [813/2057] Forecasting GHY...
[2025-11-25T10:48:14.145804] [INFO ] [sig       ] Generating forecast for: GHY
[2025-11-25T10:48:14.145850] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GHY' from 'https://tdm.silogroup.org/data/derivative_storage/GHY.csv'.
[2025-11-25T10:48:14.158258] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'GHY'.
[2025-11-25T10:48:14.158676] [INFO ] [FORECASTER] Starting predict_future for GHY
[2025-11-25T10:48:14.159448] [DEBUG] [LOCAL     ] No optimal features file found for GHY: ./output/feature-sets/GHY.txt
[2025-11-25T10:48:14.159517] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:48:14.159562] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:48:14.159602] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:48:14.159690] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:48:14.225064] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:48:14.225743] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:48:14.225834] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:48:14.225881] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:48:14.324136] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:48:14.324281] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:48:14.324324] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:48:14.324358] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:48:14.327623] [DEBUG] [FORECASTER] GHY: Forecast T+1@11:T+2@11: UP (p=52.04%)
[2025-11-25T10:48:14.327948] [INFO ] [FORECASTER] Completed predict_future for GHY
[2025-11-25T10:48:14.328118] [INFO ] [sig       ] GHY: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:48:14.468083] [INFO ] [LOCAL     ] Saved forecast: GHY	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/GHY.txt
[2025-11-25T10:48:14.468229] [INFO ] [sig       ] [813/2057] Completed GHY in 0.3s | 2.88 sym/s | Total: 4.7m | ETA: 7.2m
[2025-11-25T10:48:14.468283] [INFO ] [sig       ] [814/2057] Forecasting GIB...
[2025-11-25T10:48:14.468326] [INFO ] [sig       ] Generating forecast for: GIB
[2025-11-25T10:48:14.468370] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GIB' from 'https://tdm.silogroup.org/data/derivative_storage/GIB.csv'.
[2025-11-25T10:48:14.480382] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'GIB'.
[2025-11-25T10:48:14.480792] [INFO ] [FORECASTER] Starting predict_future for GIB
[2025-11-25T10:48:14.481585] [DEBUG] [LOCAL     ] No optimal features file found for GIB: ./output/feature-sets/GIB.txt
[2025-11-25T10:48:14.481679] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:48:14.481726] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:48:14.481766] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:48:14.481835] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:48:14.546909] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:48:14.547554] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:48:14.547668] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:48:14.547736] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:48:14.653801] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:48:14.653999] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:48:14.654057] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:48:14.654093] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:48:14.657540] [DEBUG] [FORECASTER] GIB: Forecast T+1@11:T+2@11: UP (p=68.31%)
[2025-11-25T10:48:14.657839] [INFO ] [FORECASTER] Completed predict_future for GIB
[2025-11-25T10:48:14.658000] [INFO ] [sig       ] GIB: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:48:14.796735] [INFO ] [LOCAL     ] Saved forecast: GIB	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/GIB.txt
[2025-11-25T10:48:14.796883] [INFO ] [sig       ] [814/2057] Completed GIB in 0.3s | 2.88 sym/s | Total: 4.7m | ETA: 7.2m
[2025-11-25T10:48:14.796935] [INFO ] [sig       ] [815/2057] Forecasting GIC...
[2025-11-25T10:48:14.796978] [INFO ] [sig       ] Generating forecast for: GIC
[2025-11-25T10:48:14.797020] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GIC' from 'https://tdm.silogroup.org/data/derivative_storage/GIC.csv'.
[2025-11-25T10:48:14.808813] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'GIC'.
[2025-11-25T10:48:14.809188] [INFO ] [FORECASTER] Starting predict_future for GIC
[2025-11-25T10:48:14.809997] [DEBUG] [LOCAL     ] No optimal features file found for GIC: ./output/feature-sets/GIC.txt
[2025-11-25T10:48:14.810068] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:48:14.810115] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:48:14.810157] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:48:14.810229] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:48:14.875803] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:48:14.876478] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:48:14.876572] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:48:14.876620] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:48:14.980398] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:48:14.980553] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:48:14.980597] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:48:14.980631] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:48:14.983794] [DEBUG] [FORECASTER] GIC: Forecast T+1@11:T+2@11: DOWN (p=0.49%)
[2025-11-25T10:48:14.984072] [INFO ] [FORECASTER] Completed predict_future for GIC
[2025-11-25T10:48:14.984210] [INFO ] [sig       ] GIC: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:48:15.123664] [INFO ] [LOCAL     ] Saved forecast: GIC	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/GIC.txt
[2025-11-25T10:48:15.123816] [INFO ] [sig       ] [815/2057] Completed GIC in 0.3s | 2.88 sym/s | Total: 4.7m | ETA: 7.2m
[2025-11-25T10:48:15.123869] [INFO ] [sig       ] [816/2057] Forecasting GIL...
[2025-11-25T10:48:15.123912] [INFO ] [sig       ] Generating forecast for: GIL
[2025-11-25T10:48:15.123953] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GIL' from 'https://tdm.silogroup.org/data/derivative_storage/GIL.csv'.
[2025-11-25T10:48:15.134331] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'GIL'.
[2025-11-25T10:48:15.134701] [INFO ] [FORECASTER] Starting predict_future for GIL
[2025-11-25T10:48:15.135494] [DEBUG] [LOCAL     ] No optimal features file found for GIL: ./output/feature-sets/GIL.txt
[2025-11-25T10:48:15.135563] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:48:15.135608] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:48:15.135676] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:48:15.135749] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:48:15.201087] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:48:15.201749] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:48:15.201842] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:48:15.201883] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:48:15.296105] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:48:15.296262] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:48:15.296306] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:48:15.296341] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:48:15.299698] [DEBUG] [FORECASTER] GIL: Forecast T+1@11:T+2@11: UP (p=87.89%)
[2025-11-25T10:48:15.299973] [INFO ] [FORECASTER] Completed predict_future for GIL
[2025-11-25T10:48:15.300109] [INFO ] [sig       ] GIL: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:48:15.439393] [INFO ] [LOCAL     ] Saved forecast: GIL	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/GIL.txt
[2025-11-25T10:48:15.439548] [INFO ] [sig       ] [816/2057] Completed GIL in 0.3s | 2.88 sym/s | Total: 4.7m | ETA: 7.2m
[2025-11-25T10:48:15.439601] [INFO ] [sig       ] [817/2057] Forecasting GIS...
[2025-11-25T10:48:15.439663] [INFO ] [sig       ] Generating forecast for: GIS
[2025-11-25T10:48:15.439707] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GIS' from 'https://tdm.silogroup.org/data/derivative_storage/GIS.csv'.
[2025-11-25T10:48:15.451092] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'GIS'.
[2025-11-25T10:48:15.451467] [INFO ] [FORECASTER] Starting predict_future for GIS
[2025-11-25T10:48:15.452265] [DEBUG] [LOCAL     ] No optimal features file found for GIS: ./output/feature-sets/GIS.txt
[2025-11-25T10:48:15.452351] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:48:15.452406] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:48:15.452445] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:48:15.452514] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:48:15.517411] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:48:15.518088] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:48:15.518181] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:48:15.518229] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:48:15.620033] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:48:15.620220] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:48:15.620277] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:48:15.620321] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:48:15.623893] [DEBUG] [FORECASTER] GIS: Forecast T+1@11:T+2@11: DOWN (p=42.08%)
[2025-11-25T10:48:15.624200] [INFO ] [FORECASTER] Completed predict_future for GIS
[2025-11-25T10:48:15.624352] [INFO ] [sig       ] GIS: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:48:15.769838] [INFO ] [LOCAL     ] Saved forecast: GIS	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/GIS.txt
[2025-11-25T10:48:15.770025] [INFO ] [sig       ] [817/2057] Completed GIS in 0.3s | 2.88 sym/s | Total: 4.7m | ETA: 7.2m
[2025-11-25T10:48:15.770079] [INFO ] [sig       ] [818/2057] Forecasting GKOS...
[2025-11-25T10:48:15.770123] [INFO ] [sig       ] Generating forecast for: GKOS
[2025-11-25T10:48:15.770165] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GKOS' from 'https://tdm.silogroup.org/data/derivative_storage/GKOS.csv'.
[2025-11-25T10:48:15.781896] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'GKOS'.
[2025-11-25T10:48:15.782253] [INFO ] [FORECASTER] Starting predict_future for GKOS
[2025-11-25T10:48:15.783077] [DEBUG] [LOCAL     ] No optimal features file found for GKOS: ./output/feature-sets/GKOS.txt
[2025-11-25T10:48:15.783147] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:48:15.783192] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:48:15.783231] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:48:15.783312] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:48:15.848946] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:48:15.849631] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:48:15.849746] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:48:15.849793] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:48:15.954791] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:48:15.955002] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:48:15.955050] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:48:15.955084] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:48:15.958511] [DEBUG] [FORECASTER] GKOS: Forecast T+1@11:T+2@11: UP (p=85.15%)
[2025-11-25T10:48:15.958815] [INFO ] [FORECASTER] Completed predict_future for GKOS
[2025-11-25T10:48:15.958969] [INFO ] [sig       ] GKOS: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:48:16.099168] [INFO ] [LOCAL     ] Saved forecast: GKOS	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/GKOS.txt
[2025-11-25T10:48:16.099345] [INFO ] [sig       ] [818/2057] Completed GKOS in 0.3s | 2.88 sym/s | Total: 4.7m | ETA: 7.2m
[2025-11-25T10:48:16.099410] [INFO ] [sig       ] [819/2057] Forecasting GL...
[2025-11-25T10:48:16.099453] [INFO ] [sig       ] Generating forecast for: GL
[2025-11-25T10:48:16.099496] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GL' from 'https://tdm.silogroup.org/data/derivative_storage/GL.csv'.
[2025-11-25T10:48:16.111657] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'GL'.
[2025-11-25T10:48:16.112036] [INFO ] [FORECASTER] Starting predict_future for GL
[2025-11-25T10:48:16.112849] [DEBUG] [LOCAL     ] No optimal features file found for GL: ./output/feature-sets/GL.txt
[2025-11-25T10:48:16.112917] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:48:16.112982] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:48:16.113023] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:48:16.113093] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:48:16.180537] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:48:16.181423] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:48:16.181523] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:48:16.181571] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:48:16.298092] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:48:16.298274] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:48:16.298325] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:48:16.298360] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:48:16.301724] [DEBUG] [FORECASTER] GL: Forecast T+1@11:T+2@11: DOWN (p=21.85%)
[2025-11-25T10:48:16.302193] [INFO ] [FORECASTER] Completed predict_future for GL
[2025-11-25T10:48:16.302418] [INFO ] [sig       ] GL: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:48:16.452923] [INFO ] [LOCAL     ] Saved forecast: GL	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/GL.txt
[2025-11-25T10:48:16.453131] [INFO ] [sig       ] [819/2057] Completed GL in 0.4s | 2.88 sym/s | Total: 4.7m | ETA: 7.2m
[2025-11-25T10:48:16.453197] [INFO ] [sig       ] [820/2057] Forecasting GLOB...
[2025-11-25T10:48:16.453243] [INFO ] [sig       ] Generating forecast for: GLOB
[2025-11-25T10:48:16.453287] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GLOB' from 'https://tdm.silogroup.org/data/derivative_storage/GLOB.csv'.
[2025-11-25T10:48:16.466471] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'GLOB'.
[2025-11-25T10:48:16.466972] [INFO ] [FORECASTER] Starting predict_future for GLOB
[2025-11-25T10:48:16.467825] [DEBUG] [LOCAL     ] No optimal features file found for GLOB: ./output/feature-sets/GLOB.txt
[2025-11-25T10:48:16.467895] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:48:16.467941] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:48:16.467983] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:48:16.468056] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:48:16.532140] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:48:16.532818] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:48:16.532926] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:48:16.532974] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:48:16.635894] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:48:16.636092] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:48:16.636140] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:48:16.636174] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:48:16.639629] [DEBUG] [FORECASTER] GLOB: Forecast T+1@11:T+2@11: DOWN (p=35.52%)
[2025-11-25T10:48:16.639939] [INFO ] [FORECASTER] Completed predict_future for GLOB
[2025-11-25T10:48:16.640092] [INFO ] [sig       ] GLOB: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:48:16.778636] [INFO ] [LOCAL     ] Saved forecast: GLOB	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/GLOB.txt
[2025-11-25T10:48:16.778823] [INFO ] [sig       ] [820/2057] Completed GLOB in 0.3s | 2.88 sym/s | Total: 4.8m | ETA: 7.2m
[2025-11-25T10:48:16.778877] [INFO ] [sig       ] [821/2057] Forecasting GLP...
[2025-11-25T10:48:16.778919] [INFO ] [sig       ] Generating forecast for: GLP
[2025-11-25T10:48:16.778962] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GLP' from 'https://tdm.silogroup.org/data/derivative_storage/GLP.csv'.
[2025-11-25T10:48:16.789081] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'GLP'.
[2025-11-25T10:48:16.789483] [INFO ] [FORECASTER] Starting predict_future for GLP
[2025-11-25T10:48:16.790285] [DEBUG] [LOCAL     ] No optimal features file found for GLP: ./output/feature-sets/GLP.txt
[2025-11-25T10:48:16.790354] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:48:16.790400] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:48:16.790440] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:48:16.790509] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:48:16.856074] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:48:16.857179] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:48:16.857285] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:48:16.857335] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:48:16.978088] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:48:16.978311] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:48:16.978360] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:48:16.978395] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:48:16.982073] [DEBUG] [FORECASTER] GLP: Forecast T+1@11:T+2@11: DOWN (p=46.46%)
[2025-11-25T10:48:16.982428] [INFO ] [FORECASTER] Completed predict_future for GLP
[2025-11-25T10:48:16.982595] [INFO ] [sig       ] GLP: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:48:17.124035] [INFO ] [LOCAL     ] Saved forecast: GLP	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/GLP.txt
[2025-11-25T10:48:17.124257] [INFO ] [sig       ] [821/2057] Completed GLP in 0.3s | 2.88 sym/s | Total: 4.8m | ETA: 7.2m
[2025-11-25T10:48:17.124318] [INFO ] [sig       ] [822/2057] Forecasting GLW...
[2025-11-25T10:48:17.124366] [INFO ] [sig       ] Generating forecast for: GLW
[2025-11-25T10:48:17.124411] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GLW' from 'https://tdm.silogroup.org/data/derivative_storage/GLW.csv'.
[2025-11-25T10:48:17.141167] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'GLW'.
[2025-11-25T10:48:17.141719] [INFO ] [FORECASTER] Starting predict_future for GLW
[2025-11-25T10:48:17.142536] [DEBUG] [LOCAL     ] No optimal features file found for GLW: ./output/feature-sets/GLW.txt
[2025-11-25T10:48:17.142605] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:48:17.142670] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:48:17.142714] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:48:17.142782] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:48:17.208397] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:48:17.209361] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:48:17.209484] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:48:17.209533] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:48:17.308208] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:48:17.308424] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:48:17.308472] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:48:17.308506] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:48:17.311964] [DEBUG] [FORECASTER] GLW: Forecast T+1@11:T+2@11: UP (p=92.92%)
[2025-11-25T10:48:17.312289] [INFO ] [FORECASTER] Completed predict_future for GLW
[2025-11-25T10:48:17.312450] [INFO ] [sig       ] GLW: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:48:17.454803] [INFO ] [LOCAL     ] Saved forecast: GLW	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/GLW.txt
[2025-11-25T10:48:17.455000] [INFO ] [sig       ] [822/2057] Completed GLW in 0.3s | 2.88 sym/s | Total: 4.8m | ETA: 7.2m
[2025-11-25T10:48:17.455065] [INFO ] [sig       ] [823/2057] Forecasting GM...
[2025-11-25T10:48:17.455119] [INFO ] [sig       ] Generating forecast for: GM
[2025-11-25T10:48:17.455166] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GM' from 'https://tdm.silogroup.org/data/derivative_storage/GM.csv'.
[2025-11-25T10:48:17.466929] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'GM'.
[2025-11-25T10:48:17.467535] [INFO ] [FORECASTER] Starting predict_future for GM
[2025-11-25T10:48:17.468351] [DEBUG] [LOCAL     ] No optimal features file found for GM: ./output/feature-sets/GM.txt
[2025-11-25T10:48:17.468423] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:48:17.468474] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:48:17.468515] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:48:17.468584] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:48:17.535101] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:48:17.536030] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:48:17.536135] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:48:17.536182] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:48:17.637256] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:48:17.637460] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:48:17.637506] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:48:17.637540] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:48:17.641021] [DEBUG] [FORECASTER] GM: Forecast T+1@11:T+2@11: DOWN (p=32.95%)
[2025-11-25T10:48:17.641360] [INFO ] [FORECASTER] Completed predict_future for GM
[2025-11-25T10:48:17.641522] [INFO ] [sig       ] GM: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:48:17.783995] [INFO ] [LOCAL     ] Saved forecast: GM	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/GM.txt
[2025-11-25T10:48:17.784174] [INFO ] [sig       ] [823/2057] Completed GM in 0.3s | 2.88 sym/s | Total: 4.8m | ETA: 7.1m
[2025-11-25T10:48:17.784228] [INFO ] [sig       ] [824/2057] Forecasting GME...
[2025-11-25T10:48:17.784273] [INFO ] [sig       ] Generating forecast for: GME
[2025-11-25T10:48:17.784317] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GME' from 'https://tdm.silogroup.org/data/derivative_storage/GME.csv'.
[2025-11-25T10:48:17.795784] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'GME'.
[2025-11-25T10:48:17.796175] [INFO ] [FORECASTER] Starting predict_future for GME
[2025-11-25T10:48:17.796972] [DEBUG] [LOCAL     ] No optimal features file found for GME: ./output/feature-sets/GME.txt
[2025-11-25T10:48:17.797069] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:48:17.797124] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:48:17.797165] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:48:17.797235] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:48:17.866010] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:48:17.866957] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:48:17.867071] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:48:17.867121] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:48:17.968739] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:48:17.968933] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:48:17.968981] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:48:17.969016] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:48:17.972433] [DEBUG] [FORECASTER] GME: Forecast T+1@11:T+2@11: UP (p=53.74%)
[2025-11-25T10:48:17.972741] [INFO ] [FORECASTER] Completed predict_future for GME
[2025-11-25T10:48:17.972907] [INFO ] [sig       ] GME: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:48:18.114333] [INFO ] [LOCAL     ] Saved forecast: GME	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/GME.txt
[2025-11-25T10:48:18.114526] [INFO ] [sig       ] [824/2057] Completed GME in 0.3s | 2.88 sym/s | Total: 4.8m | ETA: 7.1m
[2025-11-25T10:48:18.114584] [INFO ] [sig       ] [825/2057] Forecasting GMED...
[2025-11-25T10:48:18.114628] [INFO ] [sig       ] Generating forecast for: GMED
[2025-11-25T10:48:18.114702] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GMED' from 'https://tdm.silogroup.org/data/derivative_storage/GMED.csv'.
[2025-11-25T10:48:18.126069] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'GMED'.
[2025-11-25T10:48:18.126448] [INFO ] [FORECASTER] Starting predict_future for GMED
[2025-11-25T10:48:18.127265] [DEBUG] [LOCAL     ] No optimal features file found for GMED: ./output/feature-sets/GMED.txt
[2025-11-25T10:48:18.127337] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:48:18.127389] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:48:18.127430] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:48:18.127499] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:48:18.192889] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:48:18.193817] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:48:18.193925] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:48:18.193974] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:48:18.312925] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:48:18.313124] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:48:18.313171] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:48:18.313206] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:48:18.316593] [DEBUG] [FORECASTER] GMED: Forecast T+1@11:T+2@11: UP (p=67.79%)
[2025-11-25T10:48:18.317103] [INFO ] [FORECASTER] Completed predict_future for GMED
[2025-11-25T10:48:18.317334] [INFO ] [sig       ] GMED: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:48:18.459138] [INFO ] [LOCAL     ] Saved forecast: GMED	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/GMED.txt
[2025-11-25T10:48:18.459329] [INFO ] [sig       ] [825/2057] Completed GMED in 0.3s | 2.88 sym/s | Total: 4.8m | ETA: 7.1m
[2025-11-25T10:48:18.459390] [INFO ] [sig       ] [826/2057] Forecasting GMRE...
[2025-11-25T10:48:18.459434] [INFO ] [sig       ] Generating forecast for: GMRE
[2025-11-25T10:48:18.459477] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GMRE' from 'https://tdm.silogroup.org/data/derivative_storage/GMRE.csv'.
[2025-11-25T10:48:18.471396] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'GMRE'.
[2025-11-25T10:48:18.471870] [INFO ] [FORECASTER] Starting predict_future for GMRE
[2025-11-25T10:48:18.472667] [DEBUG] [LOCAL     ] No optimal features file found for GMRE: ./output/feature-sets/GMRE.txt
[2025-11-25T10:48:18.472738] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:48:18.472785] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:48:18.472827] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:48:18.472896] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:48:18.543672] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:48:18.544896] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:48:18.545004] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:48:18.545055] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:48:18.666959] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:48:18.667175] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:48:18.667224] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:48:18.667311] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:48:18.670896] [DEBUG] [FORECASTER] GMRE: Forecast T+1@11:T+2@11: DOWN (p=2.08%)
[2025-11-25T10:48:18.671220] [INFO ] [FORECASTER] Completed predict_future for GMRE
[2025-11-25T10:48:18.671392] [INFO ] [sig       ] GMRE: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:48:18.813137] [INFO ] [LOCAL     ] Saved forecast: GMRE	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/GMRE.txt
[2025-11-25T10:48:18.813315] [INFO ] [sig       ] [826/2057] Completed GMRE in 0.4s | 2.88 sym/s | Total: 4.8m | ETA: 7.1m
[2025-11-25T10:48:18.813382] [INFO ] [sig       ] [827/2057] Forecasting GNE...
[2025-11-25T10:48:18.813435] [INFO ] [sig       ] Generating forecast for: GNE
[2025-11-25T10:48:18.813487] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GNE' from 'https://tdm.silogroup.org/data/derivative_storage/GNE.csv'.
[2025-11-25T10:48:18.826287] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'GNE'.
[2025-11-25T10:48:18.826767] [INFO ] [FORECASTER] Starting predict_future for GNE
[2025-11-25T10:48:18.827565] [DEBUG] [LOCAL     ] No optimal features file found for GNE: ./output/feature-sets/GNE.txt
[2025-11-25T10:48:18.827635] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:48:18.827701] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:48:18.827743] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:48:18.827811] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:48:18.894452] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:48:18.895304] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:48:18.895418] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:48:18.895475] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:48:19.015911] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:48:19.016088] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:48:19.016135] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:48:19.016172] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:48:19.019704] [DEBUG] [FORECASTER] GNE: Forecast T+1@11:T+2@11: DOWN (p=44.24%)
[2025-11-25T10:48:19.020012] [INFO ] [FORECASTER] Completed predict_future for GNE
[2025-11-25T10:48:19.020314] [INFO ] [sig       ] GNE: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:48:19.162804] [INFO ] [LOCAL     ] Saved forecast: GNE	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/GNE.txt
[2025-11-25T10:48:19.162960] [INFO ] [sig       ] [827/2057] Completed GNE in 0.3s | 2.88 sym/s | Total: 4.8m | ETA: 7.1m
[2025-11-25T10:48:19.163013] [INFO ] [sig       ] [828/2057] Forecasting GNK...
[2025-11-25T10:48:19.163057] [INFO ] [sig       ] Generating forecast for: GNK
[2025-11-25T10:48:19.163098] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GNK' from 'https://tdm.silogroup.org/data/derivative_storage/GNK.csv'.
[2025-11-25T10:48:19.175935] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'GNK'.
[2025-11-25T10:48:19.176357] [INFO ] [FORECASTER] Starting predict_future for GNK
[2025-11-25T10:48:19.177220] [DEBUG] [LOCAL     ] No optimal features file found for GNK: ./output/feature-sets/GNK.txt
[2025-11-25T10:48:19.177294] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:48:19.177342] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:48:19.177386] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:48:19.177458] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:48:19.243705] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:48:19.244599] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:48:19.244724] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:48:19.244775] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:48:19.370283] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:48:19.370511] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:48:19.370583] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:48:19.370674] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:48:19.374257] [DEBUG] [FORECASTER] GNK: Forecast T+1@11:T+2@11: UP (p=51.50%)
[2025-11-25T10:48:19.374569] [INFO ] [FORECASTER] Completed predict_future for GNK
[2025-11-25T10:48:19.374770] [INFO ] [sig       ] GNK: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:48:19.521524] [INFO ] [LOCAL     ] Saved forecast: GNK	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/GNK.txt
[2025-11-25T10:48:19.521737] [INFO ] [sig       ] [828/2057] Completed GNK in 0.4s | 2.88 sym/s | Total: 4.8m | ETA: 7.1m
[2025-11-25T10:48:19.521794] [INFO ] [sig       ] [829/2057] Forecasting GNL...
[2025-11-25T10:48:19.521839] [INFO ] [sig       ] Generating forecast for: GNL
[2025-11-25T10:48:19.521880] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GNL' from 'https://tdm.silogroup.org/data/derivative_storage/GNL.csv'.
[2025-11-25T10:48:19.534131] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'GNL'.
[2025-11-25T10:48:19.534543] [INFO ] [FORECASTER] Starting predict_future for GNL
[2025-11-25T10:48:19.535342] [DEBUG] [LOCAL     ] No optimal features file found for GNL: ./output/feature-sets/GNL.txt
[2025-11-25T10:48:19.535414] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:48:19.535462] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:48:19.535503] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:48:19.535572] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:48:19.601537] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:48:19.602376] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:48:19.602482] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:48:19.602536] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:48:19.733491] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:48:19.733709] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:48:19.733783] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:48:19.733843] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:48:19.737508] [DEBUG] [FORECASTER] GNL: Forecast T+1@11:T+2@11: DOWN (p=21.40%)
[2025-11-25T10:48:19.737913] [INFO ] [FORECASTER] Completed predict_future for GNL
[2025-11-25T10:48:19.738117] [INFO ] [sig       ] GNL: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:48:19.881942] [INFO ] [LOCAL     ] Saved forecast: GNL	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/GNL.txt
[2025-11-25T10:48:19.882155] [INFO ] [sig       ] [829/2057] Completed GNL in 0.4s | 2.88 sym/s | Total: 4.8m | ETA: 7.1m
[2025-11-25T10:48:19.882228] [INFO ] [sig       ] [830/2057] Forecasting GNRC...
[2025-11-25T10:48:19.882284] [INFO ] [sig       ] Generating forecast for: GNRC
[2025-11-25T10:48:19.882342] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GNRC' from 'https://tdm.silogroup.org/data/derivative_storage/GNRC.csv'.
[2025-11-25T10:48:19.897056] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'GNRC'.
[2025-11-25T10:48:19.897757] [INFO ] [FORECASTER] Starting predict_future for GNRC
[2025-11-25T10:48:19.898768] [DEBUG] [LOCAL     ] No optimal features file found for GNRC: ./output/feature-sets/GNRC.txt
[2025-11-25T10:48:19.898845] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:48:19.898896] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:48:19.898940] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:48:19.899043] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:48:19.969569] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:48:19.970864] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:48:19.970994] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:48:19.971046] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:48:20.106359] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:48:20.106659] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:48:20.106746] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:48:20.106796] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:48:20.110845] [DEBUG] [FORECASTER] GNRC: Forecast T+1@11:T+2@11: UP (p=92.30%)
[2025-11-25T10:48:20.111237] [INFO ] [FORECASTER] Completed predict_future for GNRC
[2025-11-25T10:48:20.111435] [INFO ] [sig       ] GNRC: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:48:20.263274] [INFO ] [LOCAL     ] Saved forecast: GNRC	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/GNRC.txt
[2025-11-25T10:48:20.263536] [INFO ] [sig       ] [830/2057] Completed GNRC in 0.4s | 2.88 sym/s | Total: 4.8m | ETA: 7.1m
[2025-11-25T10:48:20.263598] [INFO ] [sig       ] [831/2057] Forecasting GNT...
[2025-11-25T10:48:20.263669] [INFO ] [sig       ] Generating forecast for: GNT
[2025-11-25T10:48:20.263720] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GNT' from 'https://tdm.silogroup.org/data/derivative_storage/GNT.csv'.
[2025-11-25T10:48:20.276873] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'GNT'.
[2025-11-25T10:48:20.277580] [INFO ] [FORECASTER] Starting predict_future for GNT
[2025-11-25T10:48:20.278594] [DEBUG] [LOCAL     ] No optimal features file found for GNT: ./output/feature-sets/GNT.txt
[2025-11-25T10:48:20.278698] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:48:20.278749] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:48:20.278792] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:48:20.278865] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:48:20.349014] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:48:20.350369] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:48:20.350491] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:48:20.350543] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:48:20.482603] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:48:20.482932] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:48:20.482995] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:48:20.483034] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:48:20.487785] [DEBUG] [FORECASTER] GNT: Forecast T+1@11:T+2@11: UP (p=70.09%)
[2025-11-25T10:48:20.488330] [INFO ] [FORECASTER] Completed predict_future for GNT
[2025-11-25T10:48:20.488552] [INFO ] [sig       ] GNT: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:48:20.658361] [INFO ] [LOCAL     ] Saved forecast: GNT	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/GNT.txt
[2025-11-25T10:48:20.658853] [INFO ] [sig       ] [831/2057] Completed GNT in 0.4s | 2.88 sym/s | Total: 4.8m | ETA: 7.1m
[2025-11-25T10:48:20.658926] [INFO ] [sig       ] [832/2057] Forecasting GNW...
[2025-11-25T10:48:20.658987] [INFO ] [sig       ] Generating forecast for: GNW
[2025-11-25T10:48:20.659044] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GNW' from 'https://tdm.silogroup.org/data/derivative_storage/GNW.csv'.
[2025-11-25T10:48:20.672737] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'GNW'.
[2025-11-25T10:48:20.673406] [INFO ] [FORECASTER] Starting predict_future for GNW
[2025-11-25T10:48:20.674368] [DEBUG] [LOCAL     ] No optimal features file found for GNW: ./output/feature-sets/GNW.txt
[2025-11-25T10:48:20.674472] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:48:20.674521] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:48:20.674563] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:48:20.674666] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:48:20.745099] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:48:20.746222] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:48:20.746331] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:48:20.746380] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:48:20.878665] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:48:20.878990] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:48:20.879056] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:48:20.879103] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:48:20.882969] [DEBUG] [FORECASTER] GNW: Forecast T+1@11:T+2@11: UP (p=85.26%)
[2025-11-25T10:48:20.883317] [INFO ] [FORECASTER] Completed predict_future for GNW
[2025-11-25T10:48:20.883508] [INFO ] [sig       ] GNW: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:48:21.028320] [INFO ] [LOCAL     ] Saved forecast: GNW	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/GNW.txt
[2025-11-25T10:48:21.028617] [INFO ] [sig       ] [832/2057] Completed GNW in 0.4s | 2.88 sym/s | Total: 4.8m | ETA: 7.1m
[2025-11-25T10:48:21.028719] [INFO ] [sig       ] [833/2057] Forecasting GOF...
[2025-11-25T10:48:21.028769] [INFO ] [sig       ] Generating forecast for: GOF
[2025-11-25T10:48:21.028815] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GOF' from 'https://tdm.silogroup.org/data/derivative_storage/GOF.csv'.
[2025-11-25T10:48:21.043549] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'GOF'.
[2025-11-25T10:48:21.044222] [INFO ] [FORECASTER] Starting predict_future for GOF
[2025-11-25T10:48:21.045410] [DEBUG] [LOCAL     ] No optimal features file found for GOF: ./output/feature-sets/GOF.txt
[2025-11-25T10:48:21.045486] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:48:21.045541] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:48:21.045587] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:48:21.045884] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:48:21.114825] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:48:21.115997] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:48:21.116115] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:48:21.116164] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:48:21.245376] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:48:21.245676] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:48:21.245778] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:48:21.245834] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:48:21.250102] [DEBUG] [FORECASTER] GOF: Forecast T+1@11:T+2@11: UP (p=65.46%)
[2025-11-25T10:48:21.250539] [INFO ] [FORECASTER] Completed predict_future for GOF
[2025-11-25T10:48:21.250975] [INFO ] [sig       ] GOF: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:48:21.400796] [INFO ] [LOCAL     ] Saved forecast: GOF	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/GOF.txt
[2025-11-25T10:48:21.401052] [INFO ] [sig       ] [833/2057] Completed GOF in 0.4s | 2.88 sym/s | Total: 4.8m | ETA: 7.1m
[2025-11-25T10:48:21.401116] [INFO ] [sig       ] [834/2057] Forecasting GOLF...
[2025-11-25T10:48:21.401158] [INFO ] [sig       ] Generating forecast for: GOLF
[2025-11-25T10:48:21.401207] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GOLF' from 'https://tdm.silogroup.org/data/derivative_storage/GOLF.csv'.
[2025-11-25T10:48:21.414516] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'GOLF'.
[2025-11-25T10:48:21.415134] [INFO ] [FORECASTER] Starting predict_future for GOLF
[2025-11-25T10:48:21.416140] [DEBUG] [LOCAL     ] No optimal features file found for GOLF: ./output/feature-sets/GOLF.txt
[2025-11-25T10:48:21.416220] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:48:21.416270] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:48:21.416314] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:48:21.416389] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:48:21.492471] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:48:21.493719] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:48:21.493836] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:48:21.493900] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:48:21.639467] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:48:21.639766] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:48:21.639888] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:48:21.639962] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:48:21.644707] [DEBUG] [FORECASTER] GOLF: Forecast T+1@11:T+2@11: DOWN (p=0.52%)
[2025-11-25T10:48:21.645100] [INFO ] [FORECASTER] Completed predict_future for GOLF
[2025-11-25T10:48:21.645340] [INFO ] [sig       ] GOLF: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:48:21.798010] [INFO ] [LOCAL     ] Saved forecast: GOLF	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/GOLF.txt
[2025-11-25T10:48:21.798203] [INFO ] [sig       ] [834/2057] Completed GOLF in 0.4s | 2.87 sym/s | Total: 4.8m | ETA: 7.1m
[2025-11-25T10:48:21.798259] [INFO ] [sig       ] [835/2057] Forecasting GOOS...
[2025-11-25T10:48:21.798302] [INFO ] [sig       ] Generating forecast for: GOOS
[2025-11-25T10:48:21.798346] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GOOS' from 'https://tdm.silogroup.org/data/derivative_storage/GOOS.csv'.
[2025-11-25T10:48:21.810731] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'GOOS'.
[2025-11-25T10:48:21.811170] [INFO ] [FORECASTER] Starting predict_future for GOOS
[2025-11-25T10:48:21.812034] [DEBUG] [LOCAL     ] No optimal features file found for GOOS: ./output/feature-sets/GOOS.txt
[2025-11-25T10:48:21.812105] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:48:21.812151] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:48:21.812191] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:48:21.812257] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:48:21.878802] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:48:21.879758] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:48:21.879866] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:48:21.879914] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:48:21.987761] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:48:21.987954] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:48:21.988001] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:48:21.988037] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:48:21.991517] [DEBUG] [FORECASTER] GOOS: Forecast T+1@11:T+2@11: DOWN (p=29.40%)
[2025-11-25T10:48:21.992007] [INFO ] [FORECASTER] Completed predict_future for GOOS
[2025-11-25T10:48:21.992233] [INFO ] [sig       ] GOOS: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:48:22.136225] [INFO ] [LOCAL     ] Saved forecast: GOOS	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/GOOS.txt
[2025-11-25T10:48:22.136457] [INFO ] [sig       ] [835/2057] Completed GOOS in 0.3s | 2.87 sym/s | Total: 4.8m | ETA: 7.1m
[2025-11-25T10:48:22.136540] [INFO ] [sig       ] [836/2057] Forecasting GOTU...
[2025-11-25T10:48:22.136601] [INFO ] [sig       ] Generating forecast for: GOTU
[2025-11-25T10:48:22.136684] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GOTU' from 'https://tdm.silogroup.org/data/derivative_storage/GOTU.csv'.
[2025-11-25T10:48:22.149018] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'GOTU'.
[2025-11-25T10:48:22.149480] [INFO ] [FORECASTER] Starting predict_future for GOTU
[2025-11-25T10:48:22.150290] [DEBUG] [LOCAL     ] No optimal features file found for GOTU: ./output/feature-sets/GOTU.txt
[2025-11-25T10:48:22.150362] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:48:22.150407] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:48:22.150448] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:48:22.150517] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:48:22.217665] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:48:22.218580] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:48:22.218715] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:48:22.218777] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:48:22.342259] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:48:22.342978] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:48:22.343062] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:48:22.343110] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:48:22.346796] [DEBUG] [FORECASTER] GOTU: Forecast T+1@11:T+2@11: DOWN (p=0.39%)
[2025-11-25T10:48:22.347167] [INFO ] [FORECASTER] Completed predict_future for GOTU
[2025-11-25T10:48:22.347348] [INFO ] [sig       ] GOTU: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:48:22.500758] [INFO ] [LOCAL     ] Saved forecast: GOTU	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/GOTU.txt
[2025-11-25T10:48:22.500941] [INFO ] [sig       ] [836/2057] Completed GOTU in 0.4s | 2.87 sym/s | Total: 4.8m | ETA: 7.1m
[2025-11-25T10:48:22.500996] [INFO ] [sig       ] [837/2057] Forecasting GPC...
[2025-11-25T10:48:22.501040] [INFO ] [sig       ] Generating forecast for: GPC
[2025-11-25T10:48:22.501084] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GPC' from 'https://tdm.silogroup.org/data/derivative_storage/GPC.csv'.
[2025-11-25T10:48:22.513666] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'GPC'.
[2025-11-25T10:48:22.514117] [INFO ] [FORECASTER] Starting predict_future for GPC
[2025-11-25T10:48:22.514920] [DEBUG] [LOCAL     ] No optimal features file found for GPC: ./output/feature-sets/GPC.txt
[2025-11-25T10:48:22.514991] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:48:22.515036] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:48:22.515076] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:48:22.515143] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:48:22.583595] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:48:22.584607] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:48:22.584729] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:48:22.584779] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:48:22.690927] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:48:22.691128] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:48:22.691180] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:48:22.691216] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:48:22.694798] [DEBUG] [FORECASTER] GPC: Forecast T+1@11:T+2@11: DOWN (p=3.58%)
[2025-11-25T10:48:22.695129] [INFO ] [FORECASTER] Completed predict_future for GPC
[2025-11-25T10:48:22.695287] [INFO ] [sig       ] GPC: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:48:22.842753] [INFO ] [LOCAL     ] Saved forecast: GPC	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/GPC.txt
[2025-11-25T10:48:22.842938] [INFO ] [sig       ] [837/2057] Completed GPC in 0.3s | 2.87 sym/s | Total: 4.9m | ETA: 7.1m
[2025-11-25T10:48:22.842995] [INFO ] [sig       ] [838/2057] Forecasting GPI...
[2025-11-25T10:48:22.843038] [INFO ] [sig       ] Generating forecast for: GPI
[2025-11-25T10:48:22.843083] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GPI' from 'https://tdm.silogroup.org/data/derivative_storage/GPI.csv'.
[2025-11-25T10:48:22.857351] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'GPI'.
[2025-11-25T10:48:22.858051] [INFO ] [FORECASTER] Starting predict_future for GPI
[2025-11-25T10:48:22.859001] [DEBUG] [LOCAL     ] No optimal features file found for GPI: ./output/feature-sets/GPI.txt
[2025-11-25T10:48:22.859076] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:48:22.859125] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:48:22.859167] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:48:22.859240] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:48:22.929190] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:48:22.930294] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:48:22.930408] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:48:22.930457] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:48:23.033176] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:48:23.033385] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:48:23.033434] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:48:23.033469] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:48:23.037115] [DEBUG] [FORECASTER] GPI: Forecast T+1@11:T+2@11: UP (p=88.55%)
[2025-11-25T10:48:23.037497] [INFO ] [FORECASTER] Completed predict_future for GPI
[2025-11-25T10:48:23.037696] [INFO ] [sig       ] GPI: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:48:23.180304] [INFO ] [LOCAL     ] Saved forecast: GPI	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/GPI.txt
[2025-11-25T10:48:23.180511] [INFO ] [sig       ] [838/2057] Completed GPI in 0.3s | 2.87 sym/s | Total: 4.9m | ETA: 7.1m
[2025-11-25T10:48:23.180568] [INFO ] [sig       ] [839/2057] Forecasting GPJA...
[2025-11-25T10:48:23.180612] [INFO ] [sig       ] Generating forecast for: GPJA
[2025-11-25T10:48:23.180677] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GPJA' from 'https://tdm.silogroup.org/data/derivative_storage/GPJA.csv'.
[2025-11-25T10:48:23.192115] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'GPJA'.
[2025-11-25T10:48:23.192596] [INFO ] [FORECASTER] Starting predict_future for GPJA
[2025-11-25T10:48:23.193410] [DEBUG] [LOCAL     ] No optimal features file found for GPJA: ./output/feature-sets/GPJA.txt
[2025-11-25T10:48:23.193482] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:48:23.193529] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:48:23.193571] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:48:23.193659] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:48:23.258084] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:48:23.259026] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:48:23.259134] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:48:23.259182] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:48:23.358271] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:48:23.358484] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:48:23.358553] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:48:23.358590] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:48:23.362196] [DEBUG] [FORECASTER] GPJA: Forecast T+1@11:T+2@11: UP (p=89.18%)
[2025-11-25T10:48:23.362528] [INFO ] [FORECASTER] Completed predict_future for GPJA
[2025-11-25T10:48:23.362711] [INFO ] [sig       ] GPJA: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:48:23.527107] [INFO ] [LOCAL     ] Saved forecast: GPJA	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/GPJA.txt
[2025-11-25T10:48:23.527363] [INFO ] [sig       ] [839/2057] Completed GPJA in 0.3s | 2.87 sym/s | Total: 4.9m | ETA: 7.1m
[2025-11-25T10:48:23.527460] [INFO ] [sig       ] [840/2057] Forecasting GPK...
[2025-11-25T10:48:23.527531] [INFO ] [sig       ] Generating forecast for: GPK
[2025-11-25T10:48:23.527601] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GPK' from 'https://tdm.silogroup.org/data/derivative_storage/GPK.csv'.
[2025-11-25T10:48:23.540872] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'GPK'.
[2025-11-25T10:48:23.541411] [INFO ] [FORECASTER] Starting predict_future for GPK
[2025-11-25T10:48:23.542450] [DEBUG] [LOCAL     ] No optimal features file found for GPK: ./output/feature-sets/GPK.txt
[2025-11-25T10:48:23.542531] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:48:23.542591] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:48:23.542665] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:48:23.542769] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:48:23.622480] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:48:23.623435] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:48:23.623558] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:48:23.623621] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:48:23.741659] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:48:23.741820] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:48:23.741864] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:48:23.741898] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:48:23.745250] [DEBUG] [FORECASTER] GPK: Forecast T+1@11:T+2@11: DOWN (p=15.37%)
[2025-11-25T10:48:23.745535] [INFO ] [FORECASTER] Completed predict_future for GPK
[2025-11-25T10:48:23.745704] [INFO ] [sig       ] GPK: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:48:23.885115] [INFO ] [LOCAL     ] Saved forecast: GPK	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/GPK.txt
[2025-11-25T10:48:23.885287] [INFO ] [sig       ] [840/2057] Completed GPK in 0.4s | 2.87 sym/s | Total: 4.9m | ETA: 7.1m
[2025-11-25T10:48:23.885344] [INFO ] [sig       ] [841/2057] Forecasting GPMT...
[2025-11-25T10:48:23.885386] [INFO ] [sig       ] Generating forecast for: GPMT
[2025-11-25T10:48:23.885427] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GPMT' from 'https://tdm.silogroup.org/data/derivative_storage/GPMT.csv'.
[2025-11-25T10:48:23.901012] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'GPMT'.
[2025-11-25T10:48:23.901524] [INFO ] [FORECASTER] Starting predict_future for GPMT
[2025-11-25T10:48:23.902375] [DEBUG] [LOCAL     ] No optimal features file found for GPMT: ./output/feature-sets/GPMT.txt
[2025-11-25T10:48:23.902459] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:48:23.902524] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:48:23.902582] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:48:23.902845] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:48:23.971564] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:48:23.972472] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:48:23.972585] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:48:23.972671] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:48:24.078605] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:48:24.079034] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:48:24.079091] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:48:24.079139] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:48:24.083306] [DEBUG] [FORECASTER] GPMT: Forecast T+1@11:T+2@11: DOWN (p=7.51%)
[2025-11-25T10:48:24.083938] [INFO ] [FORECASTER] Completed predict_future for GPMT
[2025-11-25T10:48:24.084207] [INFO ] [sig       ] GPMT: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:48:24.230585] [INFO ] [LOCAL     ] Saved forecast: GPMT	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/GPMT.txt
[2025-11-25T10:48:24.231040] [INFO ] [sig       ] [841/2057] Completed GPMT in 0.3s | 2.87 sym/s | Total: 4.9m | ETA: 7.0m
[2025-11-25T10:48:24.231108] [INFO ] [sig       ] [842/2057] Forecasting GPN...
[2025-11-25T10:48:24.231154] [INFO ] [sig       ] Generating forecast for: GPN
[2025-11-25T10:48:24.231198] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GPN' from 'https://tdm.silogroup.org/data/derivative_storage/GPN.csv'.
[2025-11-25T10:48:24.243997] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'GPN'.
[2025-11-25T10:48:24.244473] [INFO ] [FORECASTER] Starting predict_future for GPN
[2025-11-25T10:48:24.245525] [DEBUG] [LOCAL     ] No optimal features file found for GPN: ./output/feature-sets/GPN.txt
[2025-11-25T10:48:24.245597] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:48:24.245661] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:48:24.245708] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:48:24.245776] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:48:24.317827] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:48:24.318812] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:48:24.318914] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:48:24.318962] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:48:24.436054] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:48:24.436252] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:48:24.436306] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:48:24.436341] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:48:24.439942] [DEBUG] [FORECASTER] GPN: Forecast T+1@11:T+2@11: DOWN (p=1.52%)
[2025-11-25T10:48:24.440266] [INFO ] [FORECASTER] Completed predict_future for GPN
[2025-11-25T10:48:24.440429] [INFO ] [sig       ] GPN: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:48:24.579351] [INFO ] [LOCAL     ] Saved forecast: GPN	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/GPN.txt
[2025-11-25T10:48:24.579517] [INFO ] [sig       ] [842/2057] Completed GPN in 0.3s | 2.87 sym/s | Total: 4.9m | ETA: 7.0m
[2025-11-25T10:48:24.579575] [INFO ] [sig       ] [843/2057] Forecasting GPOR...
[2025-11-25T10:48:24.579614] [INFO ] [sig       ] Generating forecast for: GPOR
[2025-11-25T10:48:24.579681] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GPOR' from 'https://tdm.silogroup.org/data/derivative_storage/GPOR.csv'.
[2025-11-25T10:48:24.591704] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'GPOR'.
[2025-11-25T10:48:24.592111] [INFO ] [FORECASTER] Starting predict_future for GPOR
[2025-11-25T10:48:24.592917] [DEBUG] [LOCAL     ] No optimal features file found for GPOR: ./output/feature-sets/GPOR.txt
[2025-11-25T10:48:24.592986] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:48:24.593049] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:48:24.593092] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:48:24.593161] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:48:24.659966] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:48:24.660777] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:48:24.660876] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:48:24.660926] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:48:24.762543] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:48:24.762724] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:48:24.762774] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:48:24.762809] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:48:24.766103] [DEBUG] [FORECASTER] GPOR: Forecast T+1@11:T+2@11: UP (p=82.51%)
[2025-11-25T10:48:24.766383] [INFO ] [FORECASTER] Completed predict_future for GPOR
[2025-11-25T10:48:24.766529] [INFO ] [sig       ] GPOR: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:48:24.909247] [INFO ] [LOCAL     ] Saved forecast: GPOR	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/GPOR.txt
[2025-11-25T10:48:24.909389] [INFO ] [sig       ] [843/2057] Completed GPOR in 0.3s | 2.88 sym/s | Total: 4.9m | ETA: 7.0m
[2025-11-25T10:48:24.909444] [INFO ] [sig       ] [844/2057] Forecasting GPRK...
[2025-11-25T10:48:24.909487] [INFO ] [sig       ] Generating forecast for: GPRK
[2025-11-25T10:48:24.909528] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GPRK' from 'https://tdm.silogroup.org/data/derivative_storage/GPRK.csv'.
[2025-11-25T10:48:24.919597] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'GPRK'.
[2025-11-25T10:48:24.919972] [INFO ] [FORECASTER] Starting predict_future for GPRK
[2025-11-25T10:48:24.920757] [DEBUG] [LOCAL     ] No optimal features file found for GPRK: ./output/feature-sets/GPRK.txt
[2025-11-25T10:48:24.920825] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:48:24.920870] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:48:24.920909] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:48:24.920984] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:48:24.986616] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:48:24.987556] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:48:24.987690] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:48:24.987739] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:48:25.089015] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:48:25.089220] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:48:25.089267] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:48:25.089302] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:48:25.092701] [DEBUG] [FORECASTER] GPRK: Forecast T+1@11:T+2@11: DOWN (p=16.80%)
[2025-11-25T10:48:25.092983] [INFO ] [FORECASTER] Completed predict_future for GPRK
[2025-11-25T10:48:25.093129] [INFO ] [sig       ] GPRK: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:48:25.232278] [INFO ] [LOCAL     ] Saved forecast: GPRK	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/GPRK.txt
[2025-11-25T10:48:25.232427] [INFO ] [sig       ] [844/2057] Completed GPRK in 0.3s | 2.88 sym/s | Total: 4.9m | ETA: 7.0m
[2025-11-25T10:48:25.232479] [INFO ] [sig       ] [845/2057] Forecasting GRBK...
[2025-11-25T10:48:25.232521] [INFO ] [sig       ] Generating forecast for: GRBK
[2025-11-25T10:48:25.232562] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GRBK' from 'https://tdm.silogroup.org/data/derivative_storage/GRBK.csv'.
[2025-11-25T10:48:25.244171] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'GRBK'.
[2025-11-25T10:48:25.244545] [INFO ] [FORECASTER] Starting predict_future for GRBK
[2025-11-25T10:48:25.245335] [DEBUG] [LOCAL     ] No optimal features file found for GRBK: ./output/feature-sets/GRBK.txt
[2025-11-25T10:48:25.245405] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:48:25.245450] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:48:25.245490] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:48:25.245563] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:48:25.310117] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:48:25.310766] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:48:25.310858] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:48:25.310904] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:48:25.417159] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:48:25.417278] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:48:25.417319] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:48:25.417353] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:48:25.420461] [DEBUG] [FORECASTER] GRBK: Forecast T+1@11:T+2@11: DOWN (p=0.70%)
[2025-11-25T10:48:25.420759] [INFO ] [FORECASTER] Completed predict_future for GRBK
[2025-11-25T10:48:25.420907] [INFO ] [sig       ] GRBK: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:48:25.564179] [INFO ] [LOCAL     ] Saved forecast: GRBK	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/GRBK.txt
[2025-11-25T10:48:25.564319] [INFO ] [sig       ] [845/2057] Completed GRBK in 0.3s | 2.88 sym/s | Total: 4.9m | ETA: 7.0m
[2025-11-25T10:48:25.564371] [INFO ] [sig       ] [846/2057] Forecasting GRC...
[2025-11-25T10:48:25.564415] [INFO ] [sig       ] Generating forecast for: GRC
[2025-11-25T10:48:25.564456] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GRC' from 'https://tdm.silogroup.org/data/derivative_storage/GRC.csv'.
[2025-11-25T10:48:25.575701] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'GRC'.
[2025-11-25T10:48:25.576038] [INFO ] [FORECASTER] Starting predict_future for GRC
[2025-11-25T10:48:25.576817] [DEBUG] [LOCAL     ] No optimal features file found for GRC: ./output/feature-sets/GRC.txt
[2025-11-25T10:48:25.576885] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:48:25.576929] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:48:25.576969] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:48:25.577056] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:48:25.642439] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:48:25.643130] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:48:25.643222] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:48:25.643268] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:48:25.742160] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:48:25.742331] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:48:25.742376] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:48:25.742411] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:48:25.745780] [DEBUG] [FORECASTER] GRC: Forecast T+1@11:T+2@11: UP (p=78.56%)
[2025-11-25T10:48:25.746069] [INFO ] [FORECASTER] Completed predict_future for GRC
[2025-11-25T10:48:25.746215] [INFO ] [sig       ] GRC: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:48:25.889100] [INFO ] [LOCAL     ] Saved forecast: GRC	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/GRC.txt
[2025-11-25T10:48:25.889241] [INFO ] [sig       ] [846/2057] Completed GRC in 0.3s | 2.88 sym/s | Total: 4.9m | ETA: 7.0m
[2025-11-25T10:48:25.889294] [INFO ] [sig       ] [847/2057] Forecasting GRMN...
[2025-11-25T10:48:25.889359] [INFO ] [sig       ] Generating forecast for: GRMN
[2025-11-25T10:48:25.889405] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GRMN' from 'https://tdm.silogroup.org/data/derivative_storage/GRMN.csv'.
[2025-11-25T10:48:25.902082] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'GRMN'.
[2025-11-25T10:48:25.902519] [INFO ] [FORECASTER] Starting predict_future for GRMN
[2025-11-25T10:48:25.903349] [DEBUG] [LOCAL     ] No optimal features file found for GRMN: ./output/feature-sets/GRMN.txt
[2025-11-25T10:48:25.903421] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:48:25.903470] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:48:25.903520] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:48:25.903604] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:48:25.971392] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:48:25.972164] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:48:25.972264] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:48:25.972313] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:48:26.076129] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:48:26.076313] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:48:26.076360] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:48:26.076395] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:48:26.079896] [DEBUG] [FORECASTER] GRMN: Forecast T+1@11:T+2@11: DOWN (p=2.89%)
[2025-11-25T10:48:26.080180] [INFO ] [FORECASTER] Completed predict_future for GRMN
[2025-11-25T10:48:26.080323] [INFO ] [sig       ] GRMN: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:48:26.222181] [INFO ] [LOCAL     ] Saved forecast: GRMN	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/GRMN.txt
[2025-11-25T10:48:26.222334] [INFO ] [sig       ] [847/2057] Completed GRMN in 0.3s | 2.88 sym/s | Total: 4.9m | ETA: 7.0m
[2025-11-25T10:48:26.222388] [INFO ] [sig       ] [848/2057] Forecasting GRND...
[2025-11-25T10:48:26.222431] [INFO ] [sig       ] Generating forecast for: GRND
[2025-11-25T10:48:26.222472] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GRND' from 'https://tdm.silogroup.org/data/derivative_storage/GRND.csv'.
[2025-11-25T10:48:26.234093] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'GRND'.
[2025-11-25T10:48:26.234470] [INFO ] [FORECASTER] Starting predict_future for GRND
[2025-11-25T10:48:26.235283] [DEBUG] [LOCAL     ] No optimal features file found for GRND: ./output/feature-sets/GRND.txt
[2025-11-25T10:48:26.235353] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:48:26.235397] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:48:26.235437] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:48:26.235504] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:48:26.302362] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:48:26.303154] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:48:26.303250] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:48:26.303297] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:48:26.411379] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:48:26.411607] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:48:26.411676] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:48:26.411745] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:48:26.415292] [DEBUG] [FORECASTER] GRND: Forecast T+1@11:T+2@11: DOWN (p=42.41%)
[2025-11-25T10:48:26.415720] [INFO ] [FORECASTER] Completed predict_future for GRND
[2025-11-25T10:48:26.415898] [INFO ] [sig       ] GRND: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:48:26.560755] [INFO ] [LOCAL     ] Saved forecast: GRND	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/GRND.txt
[2025-11-25T10:48:26.560942] [INFO ] [sig       ] [848/2057] Completed GRND in 0.3s | 2.88 sym/s | Total: 4.9m | ETA: 7.0m
[2025-11-25T10:48:26.560997] [INFO ] [sig       ] [849/2057] Forecasting GRNT...
[2025-11-25T10:48:26.561040] [INFO ] [sig       ] Generating forecast for: GRNT
[2025-11-25T10:48:26.561084] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GRNT' from 'https://tdm.silogroup.org/data/derivative_storage/GRNT.csv'.
[2025-11-25T10:48:26.573080] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'GRNT'.
[2025-11-25T10:48:26.573513] [INFO ] [FORECASTER] Starting predict_future for GRNT
[2025-11-25T10:48:26.574332] [DEBUG] [LOCAL     ] No optimal features file found for GRNT: ./output/feature-sets/GRNT.txt
[2025-11-25T10:48:26.574401] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:48:26.574447] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:48:26.574492] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:48:26.574577] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:48:26.639232] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:48:26.640147] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:48:26.640250] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:48:26.640298] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:48:26.744826] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:48:26.745007] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:48:26.745054] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:48:26.745088] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:48:26.748668] [DEBUG] [FORECASTER] GRNT: Forecast T+1@11:T+2@11: UP (p=81.75%)
[2025-11-25T10:48:26.748999] [INFO ] [FORECASTER] Completed predict_future for GRNT
[2025-11-25T10:48:26.749154] [INFO ] [sig       ] GRNT: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:48:26.892614] [INFO ] [LOCAL     ] Saved forecast: GRNT	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/GRNT.txt
[2025-11-25T10:48:26.892816] [INFO ] [sig       ] [849/2057] Completed GRNT in 0.3s | 2.88 sym/s | Total: 4.9m | ETA: 7.0m
[2025-11-25T10:48:26.892870] [INFO ] [sig       ] [850/2057] Forecasting GROV...
[2025-11-25T10:48:26.892914] [INFO ] [sig       ] Generating forecast for: GROV
[2025-11-25T10:48:26.892956] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GROV' from 'https://tdm.silogroup.org/data/derivative_storage/GROV.csv'.
[2025-11-25T10:48:26.903935] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'GROV'.
[2025-11-25T10:48:26.904362] [INFO ] [FORECASTER] Starting predict_future for GROV
[2025-11-25T10:48:26.905160] [DEBUG] [LOCAL     ] No optimal features file found for GROV: ./output/feature-sets/GROV.txt
[2025-11-25T10:48:26.905229] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:48:26.905275] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:48:26.905317] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:48:26.905385] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:48:26.972011] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:48:26.972886] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:48:26.972994] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:48:26.973051] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:48:27.068865] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:48:27.069063] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:48:27.069109] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:48:27.069165] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:48:27.072569] [DEBUG] [FORECASTER] GROV: Forecast T+1@11:T+2@11: UP (p=99.82%)
[2025-11-25T10:48:27.072891] [INFO ] [FORECASTER] Completed predict_future for GROV
[2025-11-25T10:48:27.073047] [INFO ] [sig       ] GROV: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:48:27.215295] [INFO ] [LOCAL     ] Saved forecast: GROV	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/GROV.txt
[2025-11-25T10:48:27.215485] [INFO ] [sig       ] [850/2057] Completed GROV in 0.3s | 2.88 sym/s | Total: 4.9m | ETA: 7.0m
[2025-11-25T10:48:27.215540] [INFO ] [sig       ] [851/2057] Forecasting GRX...
[2025-11-25T10:48:27.215585] [INFO ] [sig       ] Generating forecast for: GRX
[2025-11-25T10:48:27.215627] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GRX' from 'https://tdm.silogroup.org/data/derivative_storage/GRX.csv'.
[2025-11-25T10:48:27.227084] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'GRX'.
[2025-11-25T10:48:27.227563] [INFO ] [FORECASTER] Starting predict_future for GRX
[2025-11-25T10:48:27.228398] [DEBUG] [LOCAL     ] No optimal features file found for GRX: ./output/feature-sets/GRX.txt
[2025-11-25T10:48:27.228469] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:48:27.228514] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:48:27.228554] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:48:27.228623] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:48:27.294624] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:48:27.295571] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:48:27.295689] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:48:27.295740] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:48:27.406890] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:48:27.407113] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:48:27.407160] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:48:27.407195] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:48:27.410635] [DEBUG] [FORECASTER] GRX: Forecast T+1@11:T+2@11: DOWN (p=32.97%)
[2025-11-25T10:48:27.410951] [INFO ] [FORECASTER] Completed predict_future for GRX
[2025-11-25T10:48:27.411116] [INFO ] [sig       ] GRX: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:48:27.552864] [INFO ] [LOCAL     ] Saved forecast: GRX	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/GRX.txt
[2025-11-25T10:48:27.553056] [INFO ] [sig       ] [851/2057] Completed GRX in 0.3s | 2.88 sym/s | Total: 4.9m | ETA: 7.0m
[2025-11-25T10:48:27.553111] [INFO ] [sig       ] [852/2057] Forecasting GS...
[2025-11-25T10:48:27.553155] [INFO ] [sig       ] Generating forecast for: GS
[2025-11-25T10:48:27.553197] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GS' from 'https://tdm.silogroup.org/data/derivative_storage/GS.csv'.
[2025-11-25T10:48:27.564950] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'GS'.
[2025-11-25T10:48:27.565404] [INFO ] [FORECASTER] Starting predict_future for GS
[2025-11-25T10:48:27.566226] [DEBUG] [LOCAL     ] No optimal features file found for GS: ./output/feature-sets/GS.txt
[2025-11-25T10:48:27.566294] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:48:27.566338] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:48:27.566377] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:48:27.566444] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:48:27.633296] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:48:27.634188] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:48:27.634293] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:48:27.634362] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:48:27.735411] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:48:27.735586] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:48:27.735635] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:48:27.735699] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:48:27.739245] [DEBUG] [FORECASTER] GS: Forecast T+1@11:T+2@11: DOWN (p=20.11%)
[2025-11-25T10:48:27.739537] [INFO ] [FORECASTER] Completed predict_future for GS
[2025-11-25T10:48:27.739705] [INFO ] [sig       ] GS: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:48:27.879685] [INFO ] [LOCAL     ] Saved forecast: GS	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/GS.txt
[2025-11-25T10:48:27.880034] [INFO ] [sig       ] [852/2057] Completed GS in 0.3s | 2.88 sym/s | Total: 4.9m | ETA: 7.0m
[2025-11-25T10:48:27.880087] [INFO ] [sig       ] [853/2057] Forecasting GSBD...
[2025-11-25T10:48:27.880130] [INFO ] [sig       ] Generating forecast for: GSBD
[2025-11-25T10:48:27.880171] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GSBD' from 'https://tdm.silogroup.org/data/derivative_storage/GSBD.csv'.
[2025-11-25T10:48:27.892316] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'GSBD'.
[2025-11-25T10:48:27.892717] [INFO ] [FORECASTER] Starting predict_future for GSBD
[2025-11-25T10:48:27.893480] [DEBUG] [LOCAL     ] No optimal features file found for GSBD: ./output/feature-sets/GSBD.txt
[2025-11-25T10:48:27.893548] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:48:27.893592] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:48:27.893631] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:48:27.893721] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:48:27.960370] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:48:27.961251] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:48:27.961350] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:48:27.961404] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:48:28.069911] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:48:28.070090] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:48:28.070135] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:48:28.070169] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:48:28.073685] [DEBUG] [FORECASTER] GSBD: Forecast T+1@11:T+2@11: UP (p=99.62%)
[2025-11-25T10:48:28.074157] [INFO ] [FORECASTER] Completed predict_future for GSBD
[2025-11-25T10:48:28.074302] [INFO ] [sig       ] GSBD: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:48:28.214446] [INFO ] [LOCAL     ] Saved forecast: GSBD	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/GSBD.txt
[2025-11-25T10:48:28.214599] [INFO ] [sig       ] [853/2057] Completed GSBD in 0.3s | 2.88 sym/s | Total: 4.9m | ETA: 7.0m
[2025-11-25T10:48:28.214673] [INFO ] [sig       ] [854/2057] Forecasting GSK...
[2025-11-25T10:48:28.214718] [INFO ] [sig       ] Generating forecast for: GSK
[2025-11-25T10:48:28.214761] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GSK' from 'https://tdm.silogroup.org/data/derivative_storage/GSK.csv'.
[2025-11-25T10:48:28.227137] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'GSK'.
[2025-11-25T10:48:28.227503] [INFO ] [FORECASTER] Starting predict_future for GSK
[2025-11-25T10:48:28.228305] [DEBUG] [LOCAL     ] No optimal features file found for GSK: ./output/feature-sets/GSK.txt
[2025-11-25T10:48:28.228374] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:48:28.228419] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:48:28.228457] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:48:28.228554] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:48:28.294313] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:48:28.295229] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:48:28.295334] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:48:28.295381] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:48:28.408939] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:48:28.409147] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:48:28.409195] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:48:28.409232] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:48:28.413091] [DEBUG] [FORECASTER] GSK: Forecast T+1@11:T+2@11: UP (p=90.88%)
[2025-11-25T10:48:28.413440] [INFO ] [FORECASTER] Completed predict_future for GSK
[2025-11-25T10:48:28.413603] [INFO ] [sig       ] GSK: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:48:28.554694] [INFO ] [LOCAL     ] Saved forecast: GSK	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/GSK.txt
[2025-11-25T10:48:28.554846] [INFO ] [sig       ] [854/2057] Completed GSK in 0.3s | 2.88 sym/s | Total: 4.9m | ETA: 7.0m
[2025-11-25T10:48:28.554899] [INFO ] [sig       ] [855/2057] Forecasting GSL...
[2025-11-25T10:48:28.554944] [INFO ] [sig       ] Generating forecast for: GSL
[2025-11-25T10:48:28.554986] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GSL' from 'https://tdm.silogroup.org/data/derivative_storage/GSL.csv'.
[2025-11-25T10:48:28.566859] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'GSL'.
[2025-11-25T10:48:28.567253] [INFO ] [FORECASTER] Starting predict_future for GSL
[2025-11-25T10:48:28.568047] [DEBUG] [LOCAL     ] No optimal features file found for GSL: ./output/feature-sets/GSL.txt
[2025-11-25T10:48:28.568117] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:48:28.568162] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:48:28.568202] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:48:28.568270] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:48:28.634553] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:48:28.635438] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:48:28.635538] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:48:28.635595] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:48:28.745729] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:48:28.745941] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:48:28.745990] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:48:28.746029] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:48:28.749723] [DEBUG] [FORECASTER] GSL: Forecast T+1@11:T+2@11: UP (p=83.23%)
[2025-11-25T10:48:28.750059] [INFO ] [FORECASTER] Completed predict_future for GSL
[2025-11-25T10:48:28.750235] [INFO ] [sig       ] GSL: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:48:28.894405] [INFO ] [LOCAL     ] Saved forecast: GSL	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/GSL.txt
[2025-11-25T10:48:28.894592] [INFO ] [sig       ] [855/2057] Completed GSL in 0.3s | 2.88 sym/s | Total: 5.0m | ETA: 7.0m
[2025-11-25T10:48:28.894672] [INFO ] [sig       ] [856/2057] Forecasting GTES...
[2025-11-25T10:48:28.894719] [INFO ] [sig       ] Generating forecast for: GTES
[2025-11-25T10:48:28.894763] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GTES' from 'https://tdm.silogroup.org/data/derivative_storage/GTES.csv'.
[2025-11-25T10:48:28.906428] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'GTES'.
[2025-11-25T10:48:28.906871] [INFO ] [FORECASTER] Starting predict_future for GTES
[2025-11-25T10:48:28.907748] [DEBUG] [LOCAL     ] No optimal features file found for GTES: ./output/feature-sets/GTES.txt
[2025-11-25T10:48:28.907860] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:48:28.907924] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:48:28.907969] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:48:28.908046] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:48:28.976858] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:48:28.977818] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:48:28.977918] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:48:28.977968] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:48:29.095569] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:48:29.095807] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:48:29.095860] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:48:29.095896] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:48:29.099344] [DEBUG] [FORECASTER] GTES: Forecast T+1@11:T+2@11: UP (p=72.35%)
[2025-11-25T10:48:29.099672] [INFO ] [FORECASTER] Completed predict_future for GTES
[2025-11-25T10:48:29.099849] [INFO ] [sig       ] GTES: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:48:29.241315] [INFO ] [LOCAL     ] Saved forecast: GTES	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/GTES.txt
[2025-11-25T10:48:29.241489] [INFO ] [sig       ] [856/2057] Completed GTES in 0.3s | 2.88 sym/s | Total: 5.0m | ETA: 7.0m
[2025-11-25T10:48:29.241545] [INFO ] [sig       ] [857/2057] Forecasting GTLS...
[2025-11-25T10:48:29.241593] [INFO ] [sig       ] Generating forecast for: GTLS
[2025-11-25T10:48:29.241666] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GTLS' from 'https://tdm.silogroup.org/data/derivative_storage/GTLS.csv'.
[2025-11-25T10:48:29.256421] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'GTLS'.
[2025-11-25T10:48:29.257150] [INFO ] [FORECASTER] Starting predict_future for GTLS
[2025-11-25T10:48:29.258199] [DEBUG] [LOCAL     ] No optimal features file found for GTLS: ./output/feature-sets/GTLS.txt
[2025-11-25T10:48:29.258277] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:48:29.258327] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:48:29.258371] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:48:29.258441] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:48:29.327508] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:48:29.328579] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:48:29.328738] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:48:29.328817] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:48:29.447975] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:48:29.448182] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:48:29.448230] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:48:29.448265] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:48:29.452132] [DEBUG] [FORECASTER] GTLS: Forecast T+1@11:T+2@11: UP (p=97.69%)
[2025-11-25T10:48:29.452430] [INFO ] [FORECASTER] Completed predict_future for GTLS
[2025-11-25T10:48:29.452577] [INFO ] [sig       ] GTLS: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:48:29.593313] [INFO ] [LOCAL     ] Saved forecast: GTLS	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/GTLS.txt
[2025-11-25T10:48:29.593460] [INFO ] [sig       ] [857/2057] Completed GTLS in 0.4s | 2.88 sym/s | Total: 5.0m | ETA: 7.0m
[2025-11-25T10:48:29.593516] [INFO ] [sig       ] [858/2057] Forecasting GTN...
[2025-11-25T10:48:29.593561] [INFO ] [sig       ] Generating forecast for: GTN
[2025-11-25T10:48:29.593606] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GTN' from 'https://tdm.silogroup.org/data/derivative_storage/GTN.csv'.
[2025-11-25T10:48:29.606933] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'GTN'.
[2025-11-25T10:48:29.607353] [INFO ] [FORECASTER] Starting predict_future for GTN
[2025-11-25T10:48:29.608390] [DEBUG] [LOCAL     ] No optimal features file found for GTN: ./output/feature-sets/GTN.txt
[2025-11-25T10:48:29.608462] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:48:29.608509] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:48:29.608549] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:48:29.608619] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:48:29.680367] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:48:29.681234] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:48:29.681335] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:48:29.681386] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:48:29.793264] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:48:29.793442] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:48:29.793489] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:48:29.793525] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:48:29.797639] [DEBUG] [FORECASTER] GTN: Forecast T+1@11:T+2@11: UP (p=99.18%)
[2025-11-25T10:48:29.797955] [INFO ] [FORECASTER] Completed predict_future for GTN
[2025-11-25T10:48:29.798134] [INFO ] [sig       ] GTN: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:48:29.938541] [INFO ] [LOCAL     ] Saved forecast: GTN	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/GTN.txt
[2025-11-25T10:48:29.938707] [INFO ] [sig       ] [858/2057] Completed GTN in 0.3s | 2.88 sym/s | Total: 5.0m | ETA: 6.9m
[2025-11-25T10:48:29.938767] [INFO ] [sig       ] [859/2057] Forecasting GTY...
[2025-11-25T10:48:29.938811] [INFO ] [sig       ] Generating forecast for: GTY
[2025-11-25T10:48:29.938852] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GTY' from 'https://tdm.silogroup.org/data/derivative_storage/GTY.csv'.
[2025-11-25T10:48:29.950270] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'GTY'.
[2025-11-25T10:48:29.950682] [INFO ] [FORECASTER] Starting predict_future for GTY
[2025-11-25T10:48:29.951498] [DEBUG] [LOCAL     ] No optimal features file found for GTY: ./output/feature-sets/GTY.txt
[2025-11-25T10:48:29.951570] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:48:29.951618] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:48:29.951680] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:48:29.951753] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:48:30.018397] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:48:30.019340] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:48:30.019437] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:48:30.019486] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:48:30.118690] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:48:30.118860] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:48:30.118906] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:48:30.118941] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:48:30.122688] [DEBUG] [FORECASTER] GTY: Forecast T+1@11:T+2@11: UP (p=91.43%)
[2025-11-25T10:48:30.123169] [INFO ] [FORECASTER] Completed predict_future for GTY
[2025-11-25T10:48:30.123311] [INFO ] [sig       ] GTY: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:48:30.266070] [INFO ] [LOCAL     ] Saved forecast: GTY	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/GTY.txt
[2025-11-25T10:48:30.266228] [INFO ] [sig       ] [859/2057] Completed GTY in 0.3s | 2.88 sym/s | Total: 5.0m | ETA: 6.9m
[2025-11-25T10:48:30.266312] [INFO ] [sig       ] [860/2057] Forecasting GUG...
[2025-11-25T10:48:30.266358] [INFO ] [sig       ] Generating forecast for: GUG
[2025-11-25T10:48:30.266401] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GUG' from 'https://tdm.silogroup.org/data/derivative_storage/GUG.csv'.
[2025-11-25T10:48:30.277460] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'GUG'.
[2025-11-25T10:48:30.277878] [INFO ] [FORECASTER] Starting predict_future for GUG
[2025-11-25T10:48:30.278670] [DEBUG] [LOCAL     ] No optimal features file found for GUG: ./output/feature-sets/GUG.txt
[2025-11-25T10:48:30.278738] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:48:30.278782] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:48:30.278821] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:48:30.278886] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:48:30.344751] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:48:30.345493] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:48:30.345591] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:48:30.345663] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:48:30.444269] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:48:30.444441] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:48:30.444489] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:48:30.444524] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:48:30.448018] [DEBUG] [FORECASTER] GUG: Forecast T+1@11:T+2@11: UP (p=76.13%)
[2025-11-25T10:48:30.448361] [INFO ] [FORECASTER] Completed predict_future for GUG
[2025-11-25T10:48:30.448518] [INFO ] [sig       ] GUG: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:48:30.587360] [INFO ] [LOCAL     ] Saved forecast: GUG	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/GUG.txt
[2025-11-25T10:48:30.587516] [INFO ] [sig       ] [860/2057] Completed GUG in 0.3s | 2.88 sym/s | Total: 5.0m | ETA: 6.9m
[2025-11-25T10:48:30.587570] [INFO ] [sig       ] [861/2057] Forecasting GUT...
[2025-11-25T10:48:30.587613] [INFO ] [sig       ] Generating forecast for: GUT
[2025-11-25T10:48:30.587682] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GUT' from 'https://tdm.silogroup.org/data/derivative_storage/GUT.csv'.
[2025-11-25T10:48:30.598977] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'GUT'.
[2025-11-25T10:48:30.599420] [INFO ] [FORECASTER] Starting predict_future for GUT
[2025-11-25T10:48:30.600247] [DEBUG] [LOCAL     ] No optimal features file found for GUT: ./output/feature-sets/GUT.txt
[2025-11-25T10:48:30.600318] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:48:30.600369] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:48:30.600408] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:48:30.600478] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:48:30.667043] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:48:30.667825] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:48:30.667923] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:48:30.667971] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:48:30.761707] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:48:30.761879] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:48:30.761928] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:48:30.761963] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:48:30.765383] [DEBUG] [FORECASTER] GUT: Forecast T+1@11:T+2@11: UP (p=78.02%)
[2025-11-25T10:48:30.765722] [INFO ] [FORECASTER] Completed predict_future for GUT
[2025-11-25T10:48:30.765874] [INFO ] [sig       ] GUT: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:48:30.904478] [INFO ] [LOCAL     ] Saved forecast: GUT	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/GUT.txt
[2025-11-25T10:48:30.904619] [INFO ] [sig       ] [861/2057] Completed GUT in 0.3s | 2.88 sym/s | Total: 5.0m | ETA: 6.9m
[2025-11-25T10:48:30.904699] [INFO ] [sig       ] [862/2057] Forecasting GVA...
[2025-11-25T10:48:30.904743] [INFO ] [sig       ] Generating forecast for: GVA
[2025-11-25T10:48:30.904785] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GVA' from 'https://tdm.silogroup.org/data/derivative_storage/GVA.csv'.
[2025-11-25T10:48:30.918369] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'GVA'.
[2025-11-25T10:48:30.918968] [INFO ] [FORECASTER] Starting predict_future for GVA
[2025-11-25T10:48:30.920007] [DEBUG] [LOCAL     ] No optimal features file found for GVA: ./output/feature-sets/GVA.txt
[2025-11-25T10:48:30.920091] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:48:30.920154] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:48:30.920203] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:48:30.920284] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:48:30.986126] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:48:30.987213] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:48:30.987342] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:48:30.987391] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:48:31.097276] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:48:31.097486] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:48:31.097534] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:48:31.097569] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:48:31.101098] [DEBUG] [FORECASTER] GVA: Forecast T+1@11:T+2@11: UP (p=80.04%)
[2025-11-25T10:48:31.101439] [INFO ] [FORECASTER] Completed predict_future for GVA
[2025-11-25T10:48:31.101615] [INFO ] [sig       ] GVA: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:48:31.241351] [INFO ] [LOCAL     ] Saved forecast: GVA	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/GVA.txt
[2025-11-25T10:48:31.241560] [INFO ] [sig       ] [862/2057] Completed GVA in 0.3s | 2.88 sym/s | Total: 5.0m | ETA: 6.9m
[2025-11-25T10:48:31.241618] [INFO ] [sig       ] [863/2057] Forecasting GWH...
[2025-11-25T10:48:31.241686] [INFO ] [sig       ] Generating forecast for: GWH
[2025-11-25T10:48:31.241733] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GWH' from 'https://tdm.silogroup.org/data/derivative_storage/GWH.csv'.
[2025-11-25T10:48:31.253810] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'GWH'.
[2025-11-25T10:48:31.254195] [INFO ] [FORECASTER] Starting predict_future for GWH
[2025-11-25T10:48:31.255001] [DEBUG] [LOCAL     ] No optimal features file found for GWH: ./output/feature-sets/GWH.txt
[2025-11-25T10:48:31.255070] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:48:31.255114] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:48:31.255156] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:48:31.255225] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:48:31.319783] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:48:31.320431] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:48:31.320525] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:48:31.320571] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:48:31.429849] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:48:31.430052] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:48:31.430124] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:48:31.430162] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:48:31.433592] [DEBUG] [FORECASTER] GWH: Forecast T+1@11:T+2@11: UP (p=54.41%)
[2025-11-25T10:48:31.433908] [INFO ] [FORECASTER] Completed predict_future for GWH
[2025-11-25T10:48:31.434051] [INFO ] [sig       ] GWH: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:48:31.576384] [INFO ] [LOCAL     ] Saved forecast: GWH	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/GWH.txt
[2025-11-25T10:48:31.576589] [INFO ] [sig       ] [863/2057] Completed GWH in 0.3s | 2.88 sym/s | Total: 5.0m | ETA: 6.9m
[2025-11-25T10:48:31.576671] [INFO ] [sig       ] [864/2057] Forecasting GWRE...
[2025-11-25T10:48:31.576717] [INFO ] [sig       ] Generating forecast for: GWRE
[2025-11-25T10:48:31.576761] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GWRE' from 'https://tdm.silogroup.org/data/derivative_storage/GWRE.csv'.
[2025-11-25T10:48:31.588759] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'GWRE'.
[2025-11-25T10:48:31.589191] [INFO ] [FORECASTER] Starting predict_future for GWRE
[2025-11-25T10:48:31.590012] [DEBUG] [LOCAL     ] No optimal features file found for GWRE: ./output/feature-sets/GWRE.txt
[2025-11-25T10:48:31.590083] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:48:31.590129] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:48:31.590169] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:48:31.590238] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:48:31.654869] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:48:31.655741] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:48:31.655840] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:48:31.655889] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:48:31.777435] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:48:31.777590] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:48:31.777638] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:48:31.777703] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:48:31.781128] [DEBUG] [FORECASTER] GWRE: Forecast T+1@11:T+2@11: UP (p=53.02%)
[2025-11-25T10:48:31.781417] [INFO ] [FORECASTER] Completed predict_future for GWRE
[2025-11-25T10:48:31.781567] [INFO ] [sig       ] GWRE: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:48:31.933545] [INFO ] [LOCAL     ] Saved forecast: GWRE	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/GWRE.txt
[2025-11-25T10:48:31.933727] [INFO ] [sig       ] [864/2057] Completed GWRE in 0.4s | 2.88 sym/s | Total: 5.0m | ETA: 6.9m
[2025-11-25T10:48:31.933786] [INFO ] [sig       ] [865/2057] Forecasting GWW...
[2025-11-25T10:48:31.933830] [INFO ] [sig       ] Generating forecast for: GWW
[2025-11-25T10:48:31.933872] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GWW' from 'https://tdm.silogroup.org/data/derivative_storage/GWW.csv'.
[2025-11-25T10:48:31.945843] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'GWW'.
[2025-11-25T10:48:31.946263] [INFO ] [FORECASTER] Starting predict_future for GWW
[2025-11-25T10:48:31.947117] [DEBUG] [LOCAL     ] No optimal features file found for GWW: ./output/feature-sets/GWW.txt
[2025-11-25T10:48:31.947191] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:48:31.947241] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:48:31.947284] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:48:31.947356] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:48:32.013785] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:48:32.014576] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:48:32.014718] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:48:32.014771] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:48:32.114767] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:48:32.114974] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:48:32.115027] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:48:32.115062] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:48:32.119185] [DEBUG] [FORECASTER] GWW: Forecast T+1@11:T+2@11: UP (p=95.92%)
[2025-11-25T10:48:32.119493] [INFO ] [FORECASTER] Completed predict_future for GWW
[2025-11-25T10:48:32.119660] [INFO ] [sig       ] GWW: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:48:32.261488] [INFO ] [LOCAL     ] Saved forecast: GWW	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/GWW.txt
[2025-11-25T10:48:32.261712] [INFO ] [sig       ] [865/2057] Completed GWW in 0.3s | 2.88 sym/s | Total: 5.0m | ETA: 6.9m
[2025-11-25T10:48:32.261771] [INFO ] [sig       ] [866/2057] Forecasting GXO...
[2025-11-25T10:48:32.261814] [INFO ] [sig       ] Generating forecast for: GXO
[2025-11-25T10:48:32.261858] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GXO' from 'https://tdm.silogroup.org/data/derivative_storage/GXO.csv'.
[2025-11-25T10:48:32.273775] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'GXO'.
[2025-11-25T10:48:32.274255] [INFO ] [FORECASTER] Starting predict_future for GXO
[2025-11-25T10:48:32.275073] [DEBUG] [LOCAL     ] No optimal features file found for GXO: ./output/feature-sets/GXO.txt
[2025-11-25T10:48:32.275142] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:48:32.275188] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:48:32.275228] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:48:32.275295] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:48:32.345241] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:48:32.346308] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:48:32.346408] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:48:32.346454] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:48:32.445406] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:48:32.445598] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:48:32.445664] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:48:32.445712] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:48:32.449377] [DEBUG] [FORECASTER] GXO: Forecast T+1@11:T+2@11: UP (p=81.28%)
[2025-11-25T10:48:32.449704] [INFO ] [FORECASTER] Completed predict_future for GXO
[2025-11-25T10:48:32.449879] [INFO ] [sig       ] GXO: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:48:32.590807] [INFO ] [LOCAL     ] Saved forecast: GXO	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/GXO.txt
[2025-11-25T10:48:32.590979] [INFO ] [sig       ] [866/2057] Completed GXO in 0.3s | 2.88 sym/s | Total: 5.0m | ETA: 6.9m
[2025-11-25T10:48:32.591050] [INFO ] [sig       ] [867/2057] Forecasting H...
[2025-11-25T10:48:32.591104] [INFO ] [sig       ] Generating forecast for: H
[2025-11-25T10:48:32.591146] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'H' from 'https://tdm.silogroup.org/data/derivative_storage/H.csv'.
[2025-11-25T10:48:32.603685] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'H'.
[2025-11-25T10:48:32.604158] [INFO ] [FORECASTER] Starting predict_future for H
[2025-11-25T10:48:32.604997] [DEBUG] [LOCAL     ] No optimal features file found for H: ./output/feature-sets/H.txt
[2025-11-25T10:48:32.605067] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:48:32.605114] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:48:32.605175] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:48:32.605247] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:48:32.669898] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:48:32.670568] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:48:32.670685] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:48:32.670739] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:48:32.776951] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:48:32.777180] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:48:32.777228] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:48:32.777263] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:48:32.780757] [DEBUG] [FORECASTER] H: Forecast T+1@11:T+2@11: UP (p=70.59%)
[2025-11-25T10:48:32.781075] [INFO ] [FORECASTER] Completed predict_future for H
[2025-11-25T10:48:32.781246] [INFO ] [sig       ] H: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:48:32.922864] [INFO ] [LOCAL     ] Saved forecast: H	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/H.txt
[2025-11-25T10:48:32.923055] [INFO ] [sig       ] [867/2057] Completed H in 0.3s | 2.88 sym/s | Total: 5.0m | ETA: 6.9m
[2025-11-25T10:48:32.923112] [INFO ] [sig       ] [868/2057] Forecasting HAE...
[2025-11-25T10:48:32.923155] [INFO ] [sig       ] Generating forecast for: HAE
[2025-11-25T10:48:32.923197] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HAE' from 'https://tdm.silogroup.org/data/derivative_storage/HAE.csv'.
[2025-11-25T10:48:32.935090] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'HAE'.
[2025-11-25T10:48:32.935550] [INFO ] [FORECASTER] Starting predict_future for HAE
[2025-11-25T10:48:32.936382] [DEBUG] [LOCAL     ] No optimal features file found for HAE: ./output/feature-sets/HAE.txt
[2025-11-25T10:48:32.936455] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:48:32.936503] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:48:32.936546] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:48:32.936623] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:48:33.007670] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:48:33.008458] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:48:33.008553] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:48:33.008601] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:48:33.111918] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:48:33.112096] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:48:33.112142] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:48:33.112177] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:48:33.115559] [DEBUG] [FORECASTER] HAE: Forecast T+1@11:T+2@11: DOWN (p=13.49%)
[2025-11-25T10:48:33.115902] [INFO ] [FORECASTER] Completed predict_future for HAE
[2025-11-25T10:48:33.116074] [INFO ] [sig       ] HAE: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:48:33.256293] [INFO ] [LOCAL     ] Saved forecast: HAE	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/HAE.txt
[2025-11-25T10:48:33.256466] [INFO ] [sig       ] [868/2057] Completed HAE in 0.3s | 2.88 sym/s | Total: 5.0m | ETA: 6.9m
[2025-11-25T10:48:33.256521] [INFO ] [sig       ] [869/2057] Forecasting HAL...
[2025-11-25T10:48:33.256564] [INFO ] [sig       ] Generating forecast for: HAL
[2025-11-25T10:48:33.256606] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HAL' from 'https://tdm.silogroup.org/data/derivative_storage/HAL.csv'.
[2025-11-25T10:48:33.268067] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'HAL'.
[2025-11-25T10:48:33.268470] [INFO ] [FORECASTER] Starting predict_future for HAL
[2025-11-25T10:48:33.269284] [DEBUG] [LOCAL     ] No optimal features file found for HAL: ./output/feature-sets/HAL.txt
[2025-11-25T10:48:33.269354] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:48:33.269401] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:48:33.269441] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:48:33.269511] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:48:33.335019] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:48:33.335909] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:48:33.336007] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:48:33.336055] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:48:33.436309] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:48:33.436478] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:48:33.436522] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:48:33.436555] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:48:33.439845] [DEBUG] [FORECASTER] HAL: Forecast T+1@11:T+2@11: DOWN (p=7.80%)
[2025-11-25T10:48:33.440126] [INFO ] [FORECASTER] Completed predict_future for HAL
[2025-11-25T10:48:33.440270] [INFO ] [sig       ] HAL: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:48:33.597935] [INFO ] [LOCAL     ] Saved forecast: HAL	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/HAL.txt
[2025-11-25T10:48:33.598116] [INFO ] [sig       ] [869/2057] Completed HAL in 0.3s | 2.88 sym/s | Total: 5.0m | ETA: 6.9m
[2025-11-25T10:48:33.598171] [INFO ] [sig       ] [870/2057] Forecasting HASI...
[2025-11-25T10:48:33.598214] [INFO ] [sig       ] Generating forecast for: HASI
[2025-11-25T10:48:33.598255] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HASI' from 'https://tdm.silogroup.org/data/derivative_storage/HASI.csv'.
[2025-11-25T10:48:33.610340] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'HASI'.
[2025-11-25T10:48:33.610792] [INFO ] [FORECASTER] Starting predict_future for HASI
[2025-11-25T10:48:33.611581] [DEBUG] [LOCAL     ] No optimal features file found for HASI: ./output/feature-sets/HASI.txt
[2025-11-25T10:48:33.611672] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:48:33.611725] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:48:33.611767] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:48:33.611837] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:48:33.682025] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:48:33.683062] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:48:33.683165] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:48:33.683215] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:48:33.794669] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:48:33.794885] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:48:33.794953] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:48:33.795009] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:48:33.798535] [DEBUG] [FORECASTER] HASI: Forecast T+1@11:T+2@11: DOWN (p=26.87%)
[2025-11-25T10:48:33.798867] [INFO ] [FORECASTER] Completed predict_future for HASI
[2025-11-25T10:48:33.799043] [INFO ] [sig       ] HASI: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:48:33.939798] [INFO ] [LOCAL     ] Saved forecast: HASI	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/HASI.txt
[2025-11-25T10:48:33.939987] [INFO ] [sig       ] [870/2057] Completed HASI in 0.3s | 2.88 sym/s | Total: 5.0m | ETA: 6.9m
[2025-11-25T10:48:33.940044] [INFO ] [sig       ] [871/2057] Forecasting HAYW...
[2025-11-25T10:48:33.940087] [INFO ] [sig       ] Generating forecast for: HAYW
[2025-11-25T10:48:33.940143] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HAYW' from 'https://tdm.silogroup.org/data/derivative_storage/HAYW.csv'.
[2025-11-25T10:48:33.952622] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'HAYW'.
[2025-11-25T10:48:33.953106] [INFO ] [FORECASTER] Starting predict_future for HAYW
[2025-11-25T10:48:33.953926] [DEBUG] [LOCAL     ] No optimal features file found for HAYW: ./output/feature-sets/HAYW.txt
[2025-11-25T10:48:33.953995] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:48:33.954042] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:48:33.954084] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:48:33.954157] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:48:34.020329] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:48:34.021281] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:48:34.021386] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:48:34.021436] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:48:34.122456] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:48:34.122681] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:48:34.122737] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:48:34.122771] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:48:34.126571] [DEBUG] [FORECASTER] HAYW: Forecast T+1@11:T+2@11: DOWN (p=0.23%)
[2025-11-25T10:48:34.126923] [INFO ] [FORECASTER] Completed predict_future for HAYW
[2025-11-25T10:48:34.127128] [INFO ] [sig       ] HAYW: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:48:34.283191] [INFO ] [LOCAL     ] Saved forecast: HAYW	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/HAYW.txt
[2025-11-25T10:48:34.283389] [INFO ] [sig       ] [871/2057] Completed HAYW in 0.3s | 2.88 sym/s | Total: 5.0m | ETA: 6.9m
[2025-11-25T10:48:34.283445] [INFO ] [sig       ] [872/2057] Forecasting HBB...
[2025-11-25T10:48:34.283488] [INFO ] [sig       ] Generating forecast for: HBB
[2025-11-25T10:48:34.283531] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HBB' from 'https://tdm.silogroup.org/data/derivative_storage/HBB.csv'.
[2025-11-25T10:48:34.295478] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'HBB'.
[2025-11-25T10:48:34.295924] [INFO ] [FORECASTER] Starting predict_future for HBB
[2025-11-25T10:48:34.296749] [DEBUG] [LOCAL     ] No optimal features file found for HBB: ./output/feature-sets/HBB.txt
[2025-11-25T10:48:34.296820] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:48:34.296869] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:48:34.296910] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:48:34.296981] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:48:34.365769] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:48:34.366745] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:48:34.366846] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:48:34.366895] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:48:34.468725] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:48:34.468936] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:48:34.468984] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:48:34.469020] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:48:34.472399] [DEBUG] [FORECASTER] HBB: Forecast T+1@11:T+2@11: UP (p=82.31%)
[2025-11-25T10:48:34.472722] [INFO ] [FORECASTER] Completed predict_future for HBB
[2025-11-25T10:48:34.472880] [INFO ] [sig       ] HBB: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:48:34.613700] [INFO ] [LOCAL     ] Saved forecast: HBB	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/HBB.txt
[2025-11-25T10:48:34.613904] [INFO ] [sig       ] [872/2057] Completed HBB in 0.3s | 2.88 sym/s | Total: 5.0m | ETA: 6.9m
[2025-11-25T10:48:34.613963] [INFO ] [sig       ] [873/2057] Forecasting HBI...
[2025-11-25T10:48:34.614008] [INFO ] [sig       ] Generating forecast for: HBI
[2025-11-25T10:48:34.614045] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HBI' from 'https://tdm.silogroup.org/data/derivative_storage/HBI.csv'.
[2025-11-25T10:48:34.624863] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'HBI'.
[2025-11-25T10:48:34.625298] [INFO ] [FORECASTER] Starting predict_future for HBI
[2025-11-25T10:48:34.626115] [DEBUG] [LOCAL     ] No optimal features file found for HBI: ./output/feature-sets/HBI.txt
[2025-11-25T10:48:34.626185] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:48:34.626229] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:48:34.626271] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:48:34.626340] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:48:34.690758] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:48:34.691629] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:48:34.691751] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:48:34.691799] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:48:34.805330] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:48:34.805530] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:48:34.805580] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:48:34.805617] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:48:34.810061] [DEBUG] [FORECASTER] HBI: Forecast T+1@11:T+2@11: DOWN (p=26.26%)
[2025-11-25T10:48:34.810446] [INFO ] [FORECASTER] Completed predict_future for HBI
[2025-11-25T10:48:34.810610] [INFO ] [sig       ] HBI: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:48:34.955238] [INFO ] [LOCAL     ] Saved forecast: HBI	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/HBI.txt
[2025-11-25T10:48:34.955426] [INFO ] [sig       ] [873/2057] Completed HBI in 0.3s | 2.88 sym/s | Total: 5.1m | ETA: 6.9m
[2025-11-25T10:48:34.955482] [INFO ] [sig       ] [874/2057] Forecasting HBM...
[2025-11-25T10:48:34.955526] [INFO ] [sig       ] Generating forecast for: HBM
[2025-11-25T10:48:34.955569] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HBM' from 'https://tdm.silogroup.org/data/derivative_storage/HBM.csv'.
[2025-11-25T10:48:34.967089] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'HBM'.
[2025-11-25T10:48:34.967494] [INFO ] [FORECASTER] Starting predict_future for HBM
[2025-11-25T10:48:34.968352] [DEBUG] [LOCAL     ] No optimal features file found for HBM: ./output/feature-sets/HBM.txt
[2025-11-25T10:48:34.968424] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:48:34.968471] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:48:34.968511] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:48:34.968579] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:48:35.035330] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:48:35.036388] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:48:35.036493] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:48:35.036562] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:48:35.150199] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:48:35.150427] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:48:35.150480] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:48:35.150518] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:48:35.154589] [DEBUG] [FORECASTER] HBM: Forecast T+1@11:T+2@11: DOWN (p=7.36%)
[2025-11-25T10:48:35.154960] [INFO ] [FORECASTER] Completed predict_future for HBM
[2025-11-25T10:48:35.155120] [INFO ] [sig       ] HBM: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:48:35.296235] [INFO ] [LOCAL     ] Saved forecast: HBM	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/HBM.txt
[2025-11-25T10:48:35.296423] [INFO ] [sig       ] [874/2057] Completed HBM in 0.3s | 2.88 sym/s | Total: 5.1m | ETA: 6.8m
[2025-11-25T10:48:35.296480] [INFO ] [sig       ] [875/2057] Forecasting HCA...
[2025-11-25T10:48:35.296524] [INFO ] [sig       ] Generating forecast for: HCA
[2025-11-25T10:48:35.296569] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HCA' from 'https://tdm.silogroup.org/data/derivative_storage/HCA.csv'.
[2025-11-25T10:48:35.310457] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'HCA'.
[2025-11-25T10:48:35.310973] [INFO ] [FORECASTER] Starting predict_future for HCA
[2025-11-25T10:48:35.311901] [DEBUG] [LOCAL     ] No optimal features file found for HCA: ./output/feature-sets/HCA.txt
[2025-11-25T10:48:35.311976] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:48:35.312025] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:48:35.312066] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:48:35.312147] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:48:35.387506] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:48:35.388510] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:48:35.388639] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:48:35.388714] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:48:35.501622] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:48:35.501822] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:48:35.501871] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:48:35.501908] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:48:35.505775] [DEBUG] [FORECASTER] HCA: Forecast T+1@11:T+2@11: UP (p=80.96%)
[2025-11-25T10:48:35.506147] [INFO ] [FORECASTER] Completed predict_future for HCA
[2025-11-25T10:48:35.506355] [INFO ] [sig       ] HCA: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:48:35.663596] [INFO ] [LOCAL     ] Saved forecast: HCA	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/HCA.txt
[2025-11-25T10:48:35.663814] [INFO ] [sig       ] [875/2057] Completed HCA in 0.4s | 2.88 sym/s | Total: 5.1m | ETA: 6.8m
[2025-11-25T10:48:35.663874] [INFO ] [sig       ] [876/2057] Forecasting HCC...
[2025-11-25T10:48:35.663920] [INFO ] [sig       ] Generating forecast for: HCC
[2025-11-25T10:48:35.663964] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HCC' from 'https://tdm.silogroup.org/data/derivative_storage/HCC.csv'.
[2025-11-25T10:48:35.676169] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'HCC'.
[2025-11-25T10:48:35.676624] [INFO ] [FORECASTER] Starting predict_future for HCC
[2025-11-25T10:48:35.677492] [DEBUG] [LOCAL     ] No optimal features file found for HCC: ./output/feature-sets/HCC.txt
[2025-11-25T10:48:35.677564] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:48:35.677611] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:48:35.677678] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:48:35.677755] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:48:35.746055] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:48:35.746988] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:48:35.747107] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:48:35.747158] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:48:35.859215] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:48:35.859444] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:48:35.859492] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:48:35.859527] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:48:35.863040] [DEBUG] [FORECASTER] HCC: Forecast T+1@11:T+2@11: DOWN (p=14.30%)
[2025-11-25T10:48:35.863349] [INFO ] [FORECASTER] Completed predict_future for HCC
[2025-11-25T10:48:35.863507] [INFO ] [sig       ] HCC: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:48:36.009610] [INFO ] [LOCAL     ] Saved forecast: HCC	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/HCC.txt
[2025-11-25T10:48:36.009853] [INFO ] [sig       ] [876/2057] Completed HCC in 0.3s | 2.88 sym/s | Total: 5.1m | ETA: 6.8m
[2025-11-25T10:48:36.009910] [INFO ] [sig       ] [877/2057] Forecasting HCI...
[2025-11-25T10:48:36.009956] [INFO ] [sig       ] Generating forecast for: HCI
[2025-11-25T10:48:36.010000] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HCI' from 'https://tdm.silogroup.org/data/derivative_storage/HCI.csv'.
[2025-11-25T10:48:36.022122] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'HCI'.
[2025-11-25T10:48:36.022583] [INFO ] [FORECASTER] Starting predict_future for HCI
[2025-11-25T10:48:36.023452] [DEBUG] [LOCAL     ] No optimal features file found for HCI: ./output/feature-sets/HCI.txt
[2025-11-25T10:48:36.023525] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:48:36.023573] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:48:36.023615] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:48:36.023711] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:48:36.096099] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:48:36.097368] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:48:36.097522] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:48:36.097594] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:48:36.218800] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:48:36.219032] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:48:36.219092] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:48:36.219137] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:48:36.222623] [DEBUG] [FORECASTER] HCI: Forecast T+1@11:T+2@11: DOWN (p=41.08%)
[2025-11-25T10:48:36.223118] [INFO ] [FORECASTER] Completed predict_future for HCI
[2025-11-25T10:48:36.223365] [INFO ] [sig       ] HCI: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:48:36.373443] [INFO ] [LOCAL     ] Saved forecast: HCI	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/HCI.txt
[2025-11-25T10:48:36.373630] [INFO ] [sig       ] [877/2057] Completed HCI in 0.4s | 2.88 sym/s | Total: 5.1m | ETA: 6.8m
[2025-11-25T10:48:36.373711] [INFO ] [sig       ] [878/2057] Forecasting HD...
[2025-11-25T10:48:36.373756] [INFO ] [sig       ] Generating forecast for: HD
[2025-11-25T10:48:36.373798] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HD' from 'https://tdm.silogroup.org/data/derivative_storage/HD.csv'.
[2025-11-25T10:48:36.386460] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'HD'.
[2025-11-25T10:48:36.387009] [INFO ] [FORECASTER] Starting predict_future for HD
[2025-11-25T10:48:36.388062] [DEBUG] [LOCAL     ] No optimal features file found for HD: ./output/feature-sets/HD.txt
[2025-11-25T10:48:36.388141] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:48:36.388194] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:48:36.388251] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:48:36.388347] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:48:36.463398] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:48:36.464551] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:48:36.464673] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:48:36.464725] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:48:36.568713] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:48:36.568906] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:48:36.568957] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:48:36.568993] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:48:36.572459] [DEBUG] [FORECASTER] HD: Forecast T+1@11:T+2@11: UP (p=95.43%)
[2025-11-25T10:48:36.572776] [INFO ] [FORECASTER] Completed predict_future for HD
[2025-11-25T10:48:36.572937] [INFO ] [sig       ] HD: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:48:36.717023] [INFO ] [LOCAL     ] Saved forecast: HD	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/HD.txt
[2025-11-25T10:48:36.717206] [INFO ] [sig       ] [878/2057] Completed HD in 0.3s | 2.88 sym/s | Total: 5.1m | ETA: 6.8m
[2025-11-25T10:48:36.717262] [INFO ] [sig       ] [879/2057] Forecasting HDB...
[2025-11-25T10:48:36.717306] [INFO ] [sig       ] Generating forecast for: HDB
[2025-11-25T10:48:36.717349] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HDB' from 'https://tdm.silogroup.org/data/derivative_storage/HDB.csv'.
[2025-11-25T10:48:36.729693] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'HDB'.
[2025-11-25T10:48:36.730094] [INFO ] [FORECASTER] Starting predict_future for HDB
[2025-11-25T10:48:36.731040] [DEBUG] [LOCAL     ] No optimal features file found for HDB: ./output/feature-sets/HDB.txt
[2025-11-25T10:48:36.731110] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:48:36.731158] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:48:36.731199] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:48:36.731269] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:48:36.797989] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:48:36.798815] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:48:36.798914] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:48:36.798964] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:48:36.904609] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:48:36.904785] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:48:36.904833] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:48:36.904868] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:48:36.908264] [DEBUG] [FORECASTER] HDB: Forecast T+1@11:T+2@11: DOWN (p=7.10%)
[2025-11-25T10:48:36.908551] [INFO ] [FORECASTER] Completed predict_future for HDB
[2025-11-25T10:48:36.908715] [INFO ] [sig       ] HDB: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:48:37.048213] [INFO ] [LOCAL     ] Saved forecast: HDB	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/HDB.txt
[2025-11-25T10:48:37.048365] [INFO ] [sig       ] [879/2057] Completed HDB in 0.3s | 2.88 sym/s | Total: 5.1m | ETA: 6.8m
[2025-11-25T10:48:37.048420] [INFO ] [sig       ] [880/2057] Forecasting HE...
[2025-11-25T10:48:37.048463] [INFO ] [sig       ] Generating forecast for: HE
[2025-11-25T10:48:37.048507] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HE' from 'https://tdm.silogroup.org/data/derivative_storage/HE.csv'.
[2025-11-25T10:48:37.060001] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'HE'.
[2025-11-25T10:48:37.060367] [INFO ] [FORECASTER] Starting predict_future for HE
[2025-11-25T10:48:37.061168] [DEBUG] [LOCAL     ] No optimal features file found for HE: ./output/feature-sets/HE.txt
[2025-11-25T10:48:37.061238] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:48:37.061301] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:48:37.061343] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:48:37.061414] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:48:37.126628] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:48:37.127270] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:48:37.127362] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:48:37.127410] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:48:37.239670] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:48:37.239872] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:48:37.239927] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:48:37.239962] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:48:37.243429] [DEBUG] [FORECASTER] HE: Forecast T+1@11:T+2@11: UP (p=63.17%)
[2025-11-25T10:48:37.243766] [INFO ] [FORECASTER] Completed predict_future for HE
[2025-11-25T10:48:37.243926] [INFO ] [sig       ] HE: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:48:37.386347] [INFO ] [LOCAL     ] Saved forecast: HE	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/HE.txt
[2025-11-25T10:48:37.386508] [INFO ] [sig       ] [880/2057] Completed HE in 0.3s | 2.88 sym/s | Total: 5.1m | ETA: 6.8m
[2025-11-25T10:48:37.386563] [INFO ] [sig       ] [881/2057] Forecasting HEI...
[2025-11-25T10:48:37.386611] [INFO ] [sig       ] Generating forecast for: HEI
[2025-11-25T10:48:37.386677] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HEI' from 'https://tdm.silogroup.org/data/derivative_storage/HEI.csv'.
[2025-11-25T10:48:37.398763] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'HEI'.
[2025-11-25T10:48:37.399205] [INFO ] [FORECASTER] Starting predict_future for HEI
[2025-11-25T10:48:37.400023] [DEBUG] [LOCAL     ] No optimal features file found for HEI: ./output/feature-sets/HEI.txt
[2025-11-25T10:48:37.400093] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:48:37.400147] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:48:37.400194] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:48:37.400271] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:48:37.468232] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:48:37.469182] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:48:37.469282] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:48:37.469339] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:48:37.572313] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:48:37.572522] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:48:37.572579] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:48:37.572664] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:48:37.576087] [DEBUG] [FORECASTER] HEI: Forecast T+1@11:T+2@11: UP (p=92.80%)
[2025-11-25T10:48:37.576387] [INFO ] [FORECASTER] Completed predict_future for HEI
[2025-11-25T10:48:37.576548] [INFO ] [sig       ] HEI: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:48:37.717273] [INFO ] [LOCAL     ] Saved forecast: HEI	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/HEI.txt
[2025-11-25T10:48:37.717421] [INFO ] [sig       ] [881/2057] Completed HEI in 0.3s | 2.88 sym/s | Total: 5.1m | ETA: 6.8m
[2025-11-25T10:48:37.717484] [INFO ] [sig       ] [882/2057] Forecasting HEQ...
[2025-11-25T10:48:37.717537] [INFO ] [sig       ] Generating forecast for: HEQ
[2025-11-25T10:48:37.717589] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HEQ' from 'https://tdm.silogroup.org/data/derivative_storage/HEQ.csv'.
[2025-11-25T10:48:37.728659] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'HEQ'.
[2025-11-25T10:48:37.729072] [INFO ] [FORECASTER] Starting predict_future for HEQ
[2025-11-25T10:48:37.729879] [DEBUG] [LOCAL     ] No optimal features file found for HEQ: ./output/feature-sets/HEQ.txt
[2025-11-25T10:48:37.729950] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:48:37.730006] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:48:37.730055] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:48:37.730129] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:48:37.795687] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:48:37.796336] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:48:37.796432] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:48:37.796489] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:48:37.893027] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:48:37.893225] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:48:37.893272] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:48:37.893307] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:48:37.896742] [DEBUG] [FORECASTER] HEQ: Forecast T+1@11:T+2@11: DOWN (p=40.33%)
[2025-11-25T10:48:37.897067] [INFO ] [FORECASTER] Completed predict_future for HEQ
[2025-11-25T10:48:37.897215] [INFO ] [sig       ] HEQ: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:48:38.037279] [INFO ] [LOCAL     ] Saved forecast: HEQ	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/HEQ.txt
[2025-11-25T10:48:38.037427] [INFO ] [sig       ] [882/2057] Completed HEQ in 0.3s | 2.88 sym/s | Total: 5.1m | ETA: 6.8m
[2025-11-25T10:48:38.037480] [INFO ] [sig       ] [883/2057] Forecasting HESM...
[2025-11-25T10:48:38.037523] [INFO ] [sig       ] Generating forecast for: HESM
[2025-11-25T10:48:38.037564] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HESM' from 'https://tdm.silogroup.org/data/derivative_storage/HESM.csv'.
[2025-11-25T10:48:38.049695] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'HESM'.
[2025-11-25T10:48:38.050146] [INFO ] [FORECASTER] Starting predict_future for HESM
[2025-11-25T10:48:38.051068] [DEBUG] [LOCAL     ] No optimal features file found for HESM: ./output/feature-sets/HESM.txt
[2025-11-25T10:48:38.051141] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:48:38.051188] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:48:38.051230] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:48:38.051301] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:48:38.119049] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:48:38.119822] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:48:38.119922] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:48:38.119971] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:48:38.226334] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:48:38.226587] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:48:38.226654] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:48:38.226698] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:48:38.230741] [DEBUG] [FORECASTER] HESM: Forecast T+1@11:T+2@11: UP (p=81.59%)
[2025-11-25T10:48:38.231039] [INFO ] [FORECASTER] Completed predict_future for HESM
[2025-11-25T10:48:38.231196] [INFO ] [sig       ] HESM: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:48:38.374504] [INFO ] [LOCAL     ] Saved forecast: HESM	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/HESM.txt
[2025-11-25T10:48:38.374807] [INFO ] [sig       ] [883/2057] Completed HESM in 0.3s | 2.88 sym/s | Total: 5.1m | ETA: 6.8m
[2025-11-25T10:48:38.374882] [INFO ] [sig       ] [884/2057] Forecasting HFRO...
[2025-11-25T10:48:38.374948] [INFO ] [sig       ] Generating forecast for: HFRO
[2025-11-25T10:48:38.375006] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HFRO' from 'https://tdm.silogroup.org/data/derivative_storage/HFRO.csv'.
[2025-11-25T10:48:38.386938] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'HFRO'.
[2025-11-25T10:48:38.387345] [INFO ] [FORECASTER] Starting predict_future for HFRO
[2025-11-25T10:48:38.388170] [DEBUG] [LOCAL     ] No optimal features file found for HFRO: ./output/feature-sets/HFRO.txt
[2025-11-25T10:48:38.388241] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:48:38.388287] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:48:38.388326] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:48:38.388399] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:48:38.455146] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:48:38.455914] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:48:38.456010] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:48:38.456059] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:48:38.554261] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:48:38.554432] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:48:38.554479] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:48:38.554514] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:48:38.557970] [DEBUG] [FORECASTER] HFRO: Forecast T+1@11:T+2@11: DOWN (p=10.14%)
[2025-11-25T10:48:38.558292] [INFO ] [FORECASTER] Completed predict_future for HFRO
[2025-11-25T10:48:38.558454] [INFO ] [sig       ] HFRO: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:48:38.700337] [INFO ] [LOCAL     ] Saved forecast: HFRO	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/HFRO.txt
[2025-11-25T10:48:38.700494] [INFO ] [sig       ] [884/2057] Completed HFRO in 0.3s | 2.88 sym/s | Total: 5.1m | ETA: 6.8m
[2025-11-25T10:48:38.700547] [INFO ] [sig       ] [885/2057] Forecasting HG...
[2025-11-25T10:48:38.700590] [INFO ] [sig       ] Generating forecast for: HG
[2025-11-25T10:48:38.700637] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HG' from 'https://tdm.silogroup.org/data/derivative_storage/HG.csv'.
[2025-11-25T10:48:38.713068] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'HG'.
[2025-11-25T10:48:38.713502] [INFO ] [FORECASTER] Starting predict_future for HG
[2025-11-25T10:48:38.714303] [DEBUG] [LOCAL     ] No optimal features file found for HG: ./output/feature-sets/HG.txt
[2025-11-25T10:48:38.714374] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:48:38.714419] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:48:38.714459] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:48:38.714528] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:48:38.782356] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:48:38.783268] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:48:38.783374] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:48:38.783423] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:48:38.883187] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:48:38.883386] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:48:38.883435] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:48:38.883470] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:48:38.886888] [DEBUG] [FORECASTER] HG: Forecast T+1@11:T+2@11: DOWN (p=6.68%)
[2025-11-25T10:48:38.887242] [INFO ] [FORECASTER] Completed predict_future for HG
[2025-11-25T10:48:38.887395] [INFO ] [sig       ] HG: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:48:39.033675] [INFO ] [LOCAL     ] Saved forecast: HG	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/HG.txt
[2025-11-25T10:48:39.033840] [INFO ] [sig       ] [885/2057] Completed HG in 0.3s | 2.88 sym/s | Total: 5.1m | ETA: 6.8m
[2025-11-25T10:48:39.033895] [INFO ] [sig       ] [886/2057] Forecasting HGER...
[2025-11-25T10:48:39.033938] [INFO ] [sig       ] Generating forecast for: HGER
[2025-11-25T10:48:39.033980] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HGER' from 'https://tdm.silogroup.org/data/derivative_storage/HGER.csv'.
[2025-11-25T10:48:39.045255] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'HGER'.
[2025-11-25T10:48:39.045626] [INFO ] [FORECASTER] Starting predict_future for HGER
[2025-11-25T10:48:39.046441] [DEBUG] [LOCAL     ] No optimal features file found for HGER: ./output/feature-sets/HGER.txt
[2025-11-25T10:48:39.046514] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:48:39.046561] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:48:39.046603] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:48:39.046694] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:48:39.113713] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:48:39.114475] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:48:39.114571] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:48:39.114621] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:48:39.209687] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:48:39.209854] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:48:39.209901] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:48:39.209938] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:48:39.213377] [DEBUG] [FORECASTER] HGER: Forecast T+1@11:T+2@11: UP (p=90.52%)
[2025-11-25T10:48:39.213689] [INFO ] [FORECASTER] Completed predict_future for HGER
[2025-11-25T10:48:39.213835] [INFO ] [sig       ] HGER: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:48:39.358370] [INFO ] [LOCAL     ] Saved forecast: HGER	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/HGER.txt
[2025-11-25T10:48:39.358531] [INFO ] [sig       ] [886/2057] Completed HGER in 0.3s | 2.88 sym/s | Total: 5.1m | ETA: 6.8m
[2025-11-25T10:48:39.358584] [INFO ] [sig       ] [887/2057] Forecasting HGLB...
[2025-11-25T10:48:39.358627] [INFO ] [sig       ] Generating forecast for: HGLB
[2025-11-25T10:48:39.358693] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HGLB' from 'https://tdm.silogroup.org/data/derivative_storage/HGLB.csv'.
[2025-11-25T10:48:39.370056] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'HGLB'.
[2025-11-25T10:48:39.370421] [INFO ] [FORECASTER] Starting predict_future for HGLB
[2025-11-25T10:48:39.371208] [DEBUG] [LOCAL     ] No optimal features file found for HGLB: ./output/feature-sets/HGLB.txt
[2025-11-25T10:48:39.371279] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:48:39.371324] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:48:39.371364] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:48:39.371432] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:48:39.437734] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:48:39.438469] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:48:39.438568] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:48:39.438617] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:48:39.535105] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:48:39.535277] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:48:39.535324] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:48:39.535379] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:48:39.538904] [DEBUG] [FORECASTER] HGLB: Forecast T+1@11:T+2@11: UP (p=61.64%)
[2025-11-25T10:48:39.539201] [INFO ] [FORECASTER] Completed predict_future for HGLB
[2025-11-25T10:48:39.539341] [INFO ] [sig       ] HGLB: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:48:39.680611] [INFO ] [LOCAL     ] Saved forecast: HGLB	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/HGLB.txt
[2025-11-25T10:48:39.680860] [INFO ] [sig       ] [887/2057] Completed HGLB in 0.3s | 2.88 sym/s | Total: 5.1m | ETA: 6.8m
[2025-11-25T10:48:39.680920] [INFO ] [sig       ] [888/2057] Forecasting HGTY...
[2025-11-25T10:48:39.680964] [INFO ] [sig       ] Generating forecast for: HGTY
[2025-11-25T10:48:39.681005] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HGTY' from 'https://tdm.silogroup.org/data/derivative_storage/HGTY.csv'.
[2025-11-25T10:48:39.692762] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'HGTY'.
[2025-11-25T10:48:39.693177] [INFO ] [FORECASTER] Starting predict_future for HGTY
[2025-11-25T10:48:39.694067] [DEBUG] [LOCAL     ] No optimal features file found for HGTY: ./output/feature-sets/HGTY.txt
[2025-11-25T10:48:39.694161] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:48:39.694228] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:48:39.694287] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:48:39.694381] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:48:39.761659] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:48:39.762407] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:48:39.762521] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:48:39.762588] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:48:39.868049] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:48:39.868233] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:48:39.868282] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:48:39.868318] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:48:39.871758] [DEBUG] [FORECASTER] HGTY: Forecast T+1@11:T+2@11: DOWN (p=12.17%)
[2025-11-25T10:48:39.872046] [INFO ] [FORECASTER] Completed predict_future for HGTY
[2025-11-25T10:48:39.872184] [INFO ] [sig       ] HGTY: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:48:40.014378] [INFO ] [LOCAL     ] Saved forecast: HGTY	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/HGTY.txt
[2025-11-25T10:48:40.014555] [INFO ] [sig       ] [888/2057] Completed HGTY in 0.3s | 2.88 sym/s | Total: 5.1m | ETA: 6.8m
[2025-11-25T10:48:40.014610] [INFO ] [sig       ] [889/2057] Forecasting HGV...
[2025-11-25T10:48:40.014672] [INFO ] [sig       ] Generating forecast for: HGV
[2025-11-25T10:48:40.014715] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HGV' from 'https://tdm.silogroup.org/data/derivative_storage/HGV.csv'.
[2025-11-25T10:48:40.026176] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'HGV'.
[2025-11-25T10:48:40.026547] [INFO ] [FORECASTER] Starting predict_future for HGV
[2025-11-25T10:48:40.027378] [DEBUG] [LOCAL     ] No optimal features file found for HGV: ./output/feature-sets/HGV.txt
[2025-11-25T10:48:40.027450] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:48:40.027496] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:48:40.027537] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:48:40.027607] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:48:40.101182] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:48:40.102383] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:48:40.102546] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:48:40.102610] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:48:40.207840] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:48:40.208014] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:48:40.208063] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:48:40.208100] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:48:40.211557] [DEBUG] [FORECASTER] HGV: Forecast T+1@11:T+2@11: UP (p=78.60%)
[2025-11-25T10:48:40.211877] [INFO ] [FORECASTER] Completed predict_future for HGV
[2025-11-25T10:48:40.212050] [INFO ] [sig       ] HGV: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:48:40.351250] [INFO ] [LOCAL     ] Saved forecast: HGV	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/HGV.txt
[2025-11-25T10:48:40.351420] [INFO ] [sig       ] [889/2057] Completed HGV in 0.3s | 2.88 sym/s | Total: 5.1m | ETA: 6.8m
[2025-11-25T10:48:40.351476] [INFO ] [sig       ] [890/2057] Forecasting HHH...
[2025-11-25T10:48:40.351519] [INFO ] [sig       ] Generating forecast for: HHH
[2025-11-25T10:48:40.351558] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HHH' from 'https://tdm.silogroup.org/data/derivative_storage/HHH.csv'.
[2025-11-25T10:48:40.362718] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'HHH'.
[2025-11-25T10:48:40.363108] [INFO ] [FORECASTER] Starting predict_future for HHH
[2025-11-25T10:48:40.363951] [DEBUG] [LOCAL     ] No optimal features file found for HHH: ./output/feature-sets/HHH.txt
[2025-11-25T10:48:40.364022] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:48:40.364070] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:48:40.364111] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:48:40.364183] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:48:40.430906] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:48:40.431623] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:48:40.431744] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:48:40.431795] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:48:40.527617] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:48:40.527813] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:48:40.527860] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:48:40.527900] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:48:40.531380] [DEBUG] [FORECASTER] HHH: Forecast T+1@11:T+2@11: DOWN (p=14.73%)
[2025-11-25T10:48:40.531683] [INFO ] [FORECASTER] Completed predict_future for HHH
[2025-11-25T10:48:40.531826] [INFO ] [sig       ] HHH: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:48:40.671092] [INFO ] [LOCAL     ] Saved forecast: HHH	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/HHH.txt
[2025-11-25T10:48:40.671247] [INFO ] [sig       ] [890/2057] Completed HHH in 0.3s | 2.88 sym/s | Total: 5.1m | ETA: 6.8m
[2025-11-25T10:48:40.671301] [INFO ] [sig       ] [891/2057] Forecasting HI...
[2025-11-25T10:48:40.671344] [INFO ] [sig       ] Generating forecast for: HI
[2025-11-25T10:48:40.671385] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HI' from 'https://tdm.silogroup.org/data/derivative_storage/HI.csv'.
[2025-11-25T10:48:40.682460] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'HI'.
[2025-11-25T10:48:40.682839] [INFO ] [FORECASTER] Starting predict_future for HI
[2025-11-25T10:48:40.683620] [DEBUG] [LOCAL     ] No optimal features file found for HI: ./output/feature-sets/HI.txt
[2025-11-25T10:48:40.683714] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:48:40.683762] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:48:40.683802] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:48:40.683899] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:48:40.749279] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:48:40.749971] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:48:40.750064] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:48:40.750111] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:48:40.824797] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:48:40.824983] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:48:40.825031] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:48:40.825067] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:48:40.828461] [DEBUG] [FORECASTER] HI: Forecast T+1@11:T+2@11: UP (p=64.59%)
[2025-11-25T10:48:40.828777] [INFO ] [FORECASTER] Completed predict_future for HI
[2025-11-25T10:48:40.828941] [INFO ] [sig       ] HI: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:48:40.968112] [INFO ] [LOCAL     ] Saved forecast: HI	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/HI.txt
[2025-11-25T10:48:40.968277] [INFO ] [sig       ] [891/2057] Completed HI in 0.3s | 2.88 sym/s | Total: 5.2m | ETA: 6.7m
[2025-11-25T10:48:40.968330] [INFO ] [sig       ] [892/2057] Forecasting HIG...
[2025-11-25T10:48:40.968373] [INFO ] [sig       ] Generating forecast for: HIG
[2025-11-25T10:48:40.968411] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HIG' from 'https://tdm.silogroup.org/data/derivative_storage/HIG.csv'.
[2025-11-25T10:48:40.979767] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'HIG'.
[2025-11-25T10:48:40.980173] [INFO ] [FORECASTER] Starting predict_future for HIG
[2025-11-25T10:48:40.980998] [DEBUG] [LOCAL     ] No optimal features file found for HIG: ./output/feature-sets/HIG.txt
[2025-11-25T10:48:40.981070] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:48:40.981126] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:48:40.981176] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:48:40.981250] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:48:41.051523] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:48:41.052430] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:48:41.052533] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:48:41.052593] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:48:41.127537] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:48:41.127733] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:48:41.127788] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:48:41.127825] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:48:41.131926] [DEBUG] [FORECASTER] HIG: Forecast T+1@11:T+2@11: UP (p=97.61%)
[2025-11-25T10:48:41.132300] [INFO ] [FORECASTER] Completed predict_future for HIG
[2025-11-25T10:48:41.132480] [INFO ] [sig       ] HIG: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:48:41.285891] [INFO ] [LOCAL     ] Saved forecast: HIG	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/HIG.txt
[2025-11-25T10:48:41.286064] [INFO ] [sig       ] [892/2057] Completed HIG in 0.3s | 2.88 sym/s | Total: 5.2m | ETA: 6.7m
[2025-11-25T10:48:41.286117] [INFO ] [sig       ] [893/2057] Forecasting HII...
[2025-11-25T10:48:41.286161] [INFO ] [sig       ] Generating forecast for: HII
[2025-11-25T10:48:41.286202] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HII' from 'https://tdm.silogroup.org/data/derivative_storage/HII.csv'.
[2025-11-25T10:48:41.297507] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'HII'.
[2025-11-25T10:48:41.297903] [INFO ] [FORECASTER] Starting predict_future for HII
[2025-11-25T10:48:41.298724] [DEBUG] [LOCAL     ] No optimal features file found for HII: ./output/feature-sets/HII.txt
[2025-11-25T10:48:41.298811] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:48:41.298859] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:48:41.298900] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:48:41.298968] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:48:41.365754] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:48:41.366453] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:48:41.366548] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:48:41.366596] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:48:41.444921] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:48:41.445091] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:48:41.445138] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:48:41.445173] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:48:41.448611] [DEBUG] [FORECASTER] HII: Forecast T+1@11:T+2@11: DOWN (p=41.53%)
[2025-11-25T10:48:41.448937] [INFO ] [FORECASTER] Completed predict_future for HII
[2025-11-25T10:48:41.449089] [INFO ] [sig       ] HII: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:48:41.596044] [INFO ] [LOCAL     ] Saved forecast: HII	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/HII.txt
[2025-11-25T10:48:41.596204] [INFO ] [sig       ] [893/2057] Completed HII in 0.3s | 2.88 sym/s | Total: 5.2m | ETA: 6.7m
[2025-11-25T10:48:41.596257] [INFO ] [sig       ] [894/2057] Forecasting HIMS...
[2025-11-25T10:48:41.596301] [INFO ] [sig       ] Generating forecast for: HIMS
[2025-11-25T10:48:41.596343] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HIMS' from 'https://tdm.silogroup.org/data/derivative_storage/HIMS.csv'.
[2025-11-25T10:48:41.607065] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'HIMS'.
[2025-11-25T10:48:41.607424] [INFO ] [FORECASTER] Starting predict_future for HIMS
[2025-11-25T10:48:41.608216] [DEBUG] [LOCAL     ] No optimal features file found for HIMS: ./output/feature-sets/HIMS.txt
[2025-11-25T10:48:41.608286] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:48:41.608332] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:48:41.608372] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:48:41.608443] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:48:41.675024] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:48:41.675872] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:48:41.675970] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:48:41.676018] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:48:41.774839] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:48:41.774999] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:48:41.775046] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:48:41.775082] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:48:41.779130] [DEBUG] [FORECASTER] HIMS: Forecast T+1@11:T+2@11: DOWN (p=15.46%)
[2025-11-25T10:48:41.779431] [INFO ] [FORECASTER] Completed predict_future for HIMS
[2025-11-25T10:48:41.779567] [INFO ] [sig       ] HIMS: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:48:41.924095] [INFO ] [LOCAL     ] Saved forecast: HIMS	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/HIMS.txt
[2025-11-25T10:48:41.924293] [INFO ] [sig       ] [894/2057] Completed HIMS in 0.3s | 2.88 sym/s | Total: 5.2m | ETA: 6.7m
[2025-11-25T10:48:41.924351] [INFO ] [sig       ] [895/2057] Forecasting HIO...
[2025-11-25T10:48:41.924397] [INFO ] [sig       ] Generating forecast for: HIO
[2025-11-25T10:48:41.924441] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HIO' from 'https://tdm.silogroup.org/data/derivative_storage/HIO.csv'.
[2025-11-25T10:48:41.941999] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'HIO'.
[2025-11-25T10:48:41.942516] [INFO ] [FORECASTER] Starting predict_future for HIO
[2025-11-25T10:48:41.943510] [DEBUG] [LOCAL     ] No optimal features file found for HIO: ./output/feature-sets/HIO.txt
[2025-11-25T10:48:41.943584] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:48:41.943633] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:48:41.943699] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:48:41.943774] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:48:42.010675] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:48:42.011744] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:48:42.011866] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:48:42.011930] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:48:42.111120] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:48:42.111320] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:48:42.111372] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:48:42.111409] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:48:42.114924] [DEBUG] [FORECASTER] HIO: Forecast T+1@11:T+2@11: UP (p=92.23%)
[2025-11-25T10:48:42.115222] [INFO ] [FORECASTER] Completed predict_future for HIO
[2025-11-25T10:48:42.115369] [INFO ] [sig       ] HIO: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:48:42.253563] [INFO ] [LOCAL     ] Saved forecast: HIO	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/HIO.txt
[2025-11-25T10:48:42.253775] [INFO ] [sig       ] [895/2057] Completed HIO in 0.3s | 2.88 sym/s | Total: 5.2m | ETA: 6.7m
[2025-11-25T10:48:42.253834] [INFO ] [sig       ] [896/2057] Forecasting HIPO...
[2025-11-25T10:48:42.253879] [INFO ] [sig       ] Generating forecast for: HIPO
[2025-11-25T10:48:42.253920] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HIPO' from 'https://tdm.silogroup.org/data/derivative_storage/HIPO.csv'.
[2025-11-25T10:48:42.266160] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'HIPO'.
[2025-11-25T10:48:42.266621] [INFO ] [FORECASTER] Starting predict_future for HIPO
[2025-11-25T10:48:42.267518] [DEBUG] [LOCAL     ] No optimal features file found for HIPO: ./output/feature-sets/HIPO.txt
[2025-11-25T10:48:42.267589] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:48:42.267635] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:48:42.267700] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:48:42.267771] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:48:42.333265] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:48:42.334279] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:48:42.334382] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:48:42.334432] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:48:42.434301] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:48:42.434558] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:48:42.434609] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:48:42.434662] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:48:42.438170] [DEBUG] [FORECASTER] HIPO: Forecast T+1@11:T+2@11: UP (p=75.80%)
[2025-11-25T10:48:42.438491] [INFO ] [FORECASTER] Completed predict_future for HIPO
[2025-11-25T10:48:42.438665] [INFO ] [sig       ] HIPO: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:48:42.577847] [INFO ] [LOCAL     ] Saved forecast: HIPO	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/HIPO.txt
[2025-11-25T10:48:42.578029] [INFO ] [sig       ] [896/2057] Completed HIPO in 0.3s | 2.88 sym/s | Total: 5.2m | ETA: 6.7m
[2025-11-25T10:48:42.578094] [INFO ] [sig       ] [897/2057] Forecasting HIW...
[2025-11-25T10:48:42.578141] [INFO ] [sig       ] Generating forecast for: HIW
[2025-11-25T10:48:42.578184] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HIW' from 'https://tdm.silogroup.org/data/derivative_storage/HIW.csv'.
[2025-11-25T10:48:42.589558] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'HIW'.
[2025-11-25T10:48:42.589971] [INFO ] [FORECASTER] Starting predict_future for HIW
[2025-11-25T10:48:42.590765] [DEBUG] [LOCAL     ] No optimal features file found for HIW: ./output/feature-sets/HIW.txt
[2025-11-25T10:48:42.590834] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:48:42.590879] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:48:42.590920] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:48:42.590992] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:48:42.655205] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:48:42.656075] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:48:42.656176] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:48:42.656224] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:48:42.762532] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:48:42.762745] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:48:42.762797] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:48:42.762833] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:48:42.766227] [DEBUG] [FORECASTER] HIW: Forecast T+1@11:T+2@11: DOWN (p=32.98%)
[2025-11-25T10:48:42.766513] [INFO ] [FORECASTER] Completed predict_future for HIW
[2025-11-25T10:48:42.766684] [INFO ] [sig       ] HIW: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:48:42.906714] [INFO ] [LOCAL     ] Saved forecast: HIW	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/HIW.txt
[2025-11-25T10:48:42.906904] [INFO ] [sig       ] [897/2057] Completed HIW in 0.3s | 2.88 sym/s | Total: 5.2m | ETA: 6.7m
[2025-11-25T10:48:42.906963] [INFO ] [sig       ] [898/2057] Forecasting HIX...
[2025-11-25T10:48:42.907014] [INFO ] [sig       ] Generating forecast for: HIX
[2025-11-25T10:48:42.907077] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HIX' from 'https://tdm.silogroup.org/data/derivative_storage/HIX.csv'.
[2025-11-25T10:48:42.918404] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'HIX'.
[2025-11-25T10:48:42.918840] [INFO ] [FORECASTER] Starting predict_future for HIX
[2025-11-25T10:48:42.919667] [DEBUG] [LOCAL     ] No optimal features file found for HIX: ./output/feature-sets/HIX.txt
[2025-11-25T10:48:42.919739] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:48:42.919784] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:48:42.919828] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:48:42.919898] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:48:42.985223] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:48:42.986121] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:48:42.986226] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:48:42.986275] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:48:43.094300] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:48:43.094507] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:48:43.094554] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:48:43.094588] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:48:43.097999] [DEBUG] [FORECASTER] HIX: Forecast T+1@11:T+2@11: UP (p=83.20%)
[2025-11-25T10:48:43.098293] [INFO ] [FORECASTER] Completed predict_future for HIX
[2025-11-25T10:48:43.098468] [INFO ] [sig       ] HIX: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:48:43.238853] [INFO ] [LOCAL     ] Saved forecast: HIX	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/HIX.txt
[2025-11-25T10:48:43.239029] [INFO ] [sig       ] [898/2057] Completed HIX in 0.3s | 2.88 sym/s | Total: 5.2m | ETA: 6.7m
[2025-11-25T10:48:43.239078] [INFO ] [sig       ] [899/2057] Forecasting HKD...
[2025-11-25T10:48:43.239125] [INFO ] [sig       ] Generating forecast for: HKD
[2025-11-25T10:48:43.239169] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HKD' from 'https://tdm.silogroup.org/data/derivative_storage/HKD.csv'.
[2025-11-25T10:48:43.251455] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'HKD'.
[2025-11-25T10:48:43.251927] [INFO ] [FORECASTER] Starting predict_future for HKD
[2025-11-25T10:48:43.252759] [DEBUG] [LOCAL     ] No optimal features file found for HKD: ./output/feature-sets/HKD.txt
[2025-11-25T10:48:43.252831] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:48:43.252879] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:48:43.252920] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:48:43.252989] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:48:43.318801] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:48:43.319540] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:48:43.319660] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:48:43.319714] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:48:43.430102] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:48:43.430299] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:48:43.430347] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:48:43.430382] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:48:43.433942] [DEBUG] [FORECASTER] HKD: Forecast T+1@11:T+2@11: DOWN (p=16.23%)
[2025-11-25T10:48:43.434238] [INFO ] [FORECASTER] Completed predict_future for HKD
[2025-11-25T10:48:43.434391] [INFO ] [sig       ] HKD: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:48:43.575340] [INFO ] [LOCAL     ] Saved forecast: HKD	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/HKD.txt
[2025-11-25T10:48:43.575515] [INFO ] [sig       ] [899/2057] Completed HKD in 0.3s | 2.88 sym/s | Total: 5.2m | ETA: 6.7m
[2025-11-25T10:48:43.575572] [INFO ] [sig       ] [900/2057] Forecasting HL...
[2025-11-25T10:48:43.575615] [INFO ] [sig       ] Generating forecast for: HL
[2025-11-25T10:48:43.575681] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HL' from 'https://tdm.silogroup.org/data/derivative_storage/HL.csv'.
[2025-11-25T10:48:43.587821] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'HL'.
[2025-11-25T10:48:43.588207] [INFO ] [FORECASTER] Starting predict_future for HL
[2025-11-25T10:48:43.589019] [DEBUG] [LOCAL     ] No optimal features file found for HL: ./output/feature-sets/HL.txt
[2025-11-25T10:48:43.589088] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:48:43.589134] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:48:43.589175] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:48:43.589242] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:48:43.654305] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:48:43.655252] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:48:43.655356] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:48:43.655404] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:48:43.772552] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:48:43.772803] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:48:43.772884] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:48:43.772953] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:48:43.776352] [DEBUG] [FORECASTER] HL: Forecast T+1@11:T+2@11: UP (p=50.75%)
[2025-11-25T10:48:43.776753] [INFO ] [FORECASTER] Completed predict_future for HL
[2025-11-25T10:48:43.776948] [INFO ] [sig       ] HL: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:48:43.915678] [INFO ] [LOCAL     ] Saved forecast: HL	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/HL.txt
[2025-11-25T10:48:43.915824] [INFO ] [sig       ] [900/2057] Completed HL in 0.3s | 2.88 sym/s | Total: 5.2m | ETA: 6.7m
[2025-11-25T10:48:43.915878] [INFO ] [sig       ] [901/2057] Forecasting HLF...
[2025-11-25T10:48:43.915922] [INFO ] [sig       ] Generating forecast for: HLF
[2025-11-25T10:48:43.915964] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HLF' from 'https://tdm.silogroup.org/data/derivative_storage/HLF.csv'.
[2025-11-25T10:48:43.927272] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'HLF'.
[2025-11-25T10:48:43.927617] [INFO ] [FORECASTER] Starting predict_future for HLF
[2025-11-25T10:48:43.928442] [DEBUG] [LOCAL     ] No optimal features file found for HLF: ./output/feature-sets/HLF.txt
[2025-11-25T10:48:43.928510] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:48:43.928556] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:48:43.928595] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:48:43.928686] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:48:43.994409] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:48:43.995206] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:48:43.995303] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:48:43.995351] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:48:44.099962] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:48:44.100158] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:48:44.100205] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:48:44.100239] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:48:44.103612] [DEBUG] [FORECASTER] HLF: Forecast T+1@11:T+2@11: DOWN (p=0.32%)
[2025-11-25T10:48:44.103915] [INFO ] [FORECASTER] Completed predict_future for HLF
[2025-11-25T10:48:44.104073] [INFO ] [sig       ] HLF: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:48:44.243084] [INFO ] [LOCAL     ] Saved forecast: HLF	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/HLF.txt
[2025-11-25T10:48:44.243285] [INFO ] [sig       ] [901/2057] Completed HLF in 0.3s | 2.88 sym/s | Total: 5.2m | ETA: 6.7m
[2025-11-25T10:48:44.243341] [INFO ] [sig       ] [902/2057] Forecasting HLI...
[2025-11-25T10:48:44.243386] [INFO ] [sig       ] Generating forecast for: HLI
[2025-11-25T10:48:44.243428] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HLI' from 'https://tdm.silogroup.org/data/derivative_storage/HLI.csv'.
[2025-11-25T10:48:44.255237] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'HLI'.
[2025-11-25T10:48:44.255686] [INFO ] [FORECASTER] Starting predict_future for HLI
[2025-11-25T10:48:44.256453] [DEBUG] [LOCAL     ] No optimal features file found for HLI: ./output/feature-sets/HLI.txt
[2025-11-25T10:48:44.256523] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:48:44.256568] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:48:44.256608] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:48:44.256695] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:48:44.321995] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:48:44.322624] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:48:44.322735] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:48:44.322802] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:48:44.434564] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:48:44.434775] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:48:44.434861] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:48:44.434910] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:48:44.438329] [DEBUG] [FORECASTER] HLI: Forecast T+1@11:T+2@11: DOWN (p=35.93%)
[2025-11-25T10:48:44.438627] [INFO ] [FORECASTER] Completed predict_future for HLI
[2025-11-25T10:48:44.438823] [INFO ] [sig       ] HLI: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:48:44.577716] [INFO ] [LOCAL     ] Saved forecast: HLI	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/HLI.txt
[2025-11-25T10:48:44.577880] [INFO ] [sig       ] [902/2057] Completed HLI in 0.3s | 2.88 sym/s | Total: 5.2m | ETA: 6.7m
[2025-11-25T10:48:44.577935] [INFO ] [sig       ] [903/2057] Forecasting HLIO...
[2025-11-25T10:48:44.577980] [INFO ] [sig       ] Generating forecast for: HLIO
[2025-11-25T10:48:44.578022] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HLIO' from 'https://tdm.silogroup.org/data/derivative_storage/HLIO.csv'.
[2025-11-25T10:48:44.589546] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'HLIO'.
[2025-11-25T10:48:44.589947] [INFO ] [FORECASTER] Starting predict_future for HLIO
[2025-11-25T10:48:44.590760] [DEBUG] [LOCAL     ] No optimal features file found for HLIO: ./output/feature-sets/HLIO.txt
[2025-11-25T10:48:44.590827] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:48:44.590873] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:48:44.590912] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:48:44.590983] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:48:44.655774] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:48:44.656452] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:48:44.656549] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:48:44.656596] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:48:44.757308] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:48:44.757506] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:48:44.757553] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:48:44.757587] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:48:44.761055] [DEBUG] [FORECASTER] HLIO: Forecast T+1@11:T+2@11: DOWN (p=48.78%)
[2025-11-25T10:48:44.761354] [INFO ] [FORECASTER] Completed predict_future for HLIO
[2025-11-25T10:48:44.761507] [INFO ] [sig       ] HLIO: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:48:44.900554] [INFO ] [LOCAL     ] Saved forecast: HLIO	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/HLIO.txt
[2025-11-25T10:48:44.900750] [INFO ] [sig       ] [903/2057] Completed HLIO in 0.3s | 2.88 sym/s | Total: 5.2m | ETA: 6.7m
[2025-11-25T10:48:44.900809] [INFO ] [sig       ] [904/2057] Forecasting HLLY...
[2025-11-25T10:48:44.900852] [INFO ] [sig       ] Generating forecast for: HLLY
[2025-11-25T10:48:44.900893] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HLLY' from 'https://tdm.silogroup.org/data/derivative_storage/HLLY.csv'.
[2025-11-25T10:48:44.912335] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'HLLY'.
[2025-11-25T10:48:44.912718] [INFO ] [FORECASTER] Starting predict_future for HLLY
[2025-11-25T10:48:44.913482] [DEBUG] [LOCAL     ] No optimal features file found for HLLY: ./output/feature-sets/HLLY.txt
[2025-11-25T10:48:44.913552] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:48:44.913597] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:48:44.913677] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:48:44.913755] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:48:44.979106] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:48:44.979930] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:48:44.980042] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:48:44.980099] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:48:45.077604] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:48:45.077812] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:48:45.077860] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:48:45.077894] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:48:45.081338] [DEBUG] [FORECASTER] HLLY: Forecast T+1@11:T+2@11: UP (p=97.67%)
[2025-11-25T10:48:45.081621] [INFO ] [FORECASTER] Completed predict_future for HLLY
[2025-11-25T10:48:45.081789] [INFO ] [sig       ] HLLY: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:48:45.225271] [INFO ] [LOCAL     ] Saved forecast: HLLY	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/HLLY.txt
[2025-11-25T10:48:45.225427] [INFO ] [sig       ] [904/2057] Completed HLLY in 0.3s | 2.88 sym/s | Total: 5.2m | ETA: 6.7m
[2025-11-25T10:48:45.225481] [INFO ] [sig       ] [905/2057] Forecasting HLN...
[2025-11-25T10:48:45.225525] [INFO ] [sig       ] Generating forecast for: HLN
[2025-11-25T10:48:45.225569] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HLN' from 'https://tdm.silogroup.org/data/derivative_storage/HLN.csv'.
[2025-11-25T10:48:45.238045] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'HLN'.
[2025-11-25T10:48:45.238423] [INFO ] [FORECASTER] Starting predict_future for HLN
[2025-11-25T10:48:45.239239] [DEBUG] [LOCAL     ] No optimal features file found for HLN: ./output/feature-sets/HLN.txt
[2025-11-25T10:48:45.239309] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:48:45.239364] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:48:45.239404] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:48:45.239474] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:48:45.305016] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:48:45.305789] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:48:45.305884] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:48:45.305934] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:48:45.426872] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:48:45.427107] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:48:45.427158] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:48:45.427193] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:48:45.430830] [DEBUG] [FORECASTER] HLN: Forecast T+1@11:T+2@11: UP (p=56.79%)
[2025-11-25T10:48:45.431130] [INFO ] [FORECASTER] Completed predict_future for HLN
[2025-11-25T10:48:45.431483] [INFO ] [sig       ] HLN: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:48:45.572083] [INFO ] [LOCAL     ] Saved forecast: HLN	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/HLN.txt
[2025-11-25T10:48:45.572247] [INFO ] [sig       ] [905/2057] Completed HLN in 0.3s | 2.88 sym/s | Total: 5.2m | ETA: 6.7m
[2025-11-25T10:48:45.572299] [INFO ] [sig       ] [906/2057] Forecasting HLT...
[2025-11-25T10:48:45.572361] [INFO ] [sig       ] Generating forecast for: HLT
[2025-11-25T10:48:45.572405] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HLT' from 'https://tdm.silogroup.org/data/derivative_storage/HLT.csv'.
[2025-11-25T10:48:45.584835] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'HLT'.
[2025-11-25T10:48:45.585200] [INFO ] [FORECASTER] Starting predict_future for HLT
[2025-11-25T10:48:45.586067] [DEBUG] [LOCAL     ] No optimal features file found for HLT: ./output/feature-sets/HLT.txt
[2025-11-25T10:48:45.586146] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:48:45.586192] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:48:45.586236] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:48:45.586307] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:48:45.652365] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:48:45.653046] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:48:45.653141] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:48:45.653188] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:48:45.782936] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:48:45.783128] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:48:45.783174] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:48:45.783208] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:48:45.786697] [DEBUG] [FORECASTER] HLT: Forecast T+1@11:T+2@11: DOWN (p=45.91%)
[2025-11-25T10:48:45.786986] [INFO ] [FORECASTER] Completed predict_future for HLT
[2025-11-25T10:48:45.787165] [INFO ] [sig       ] HLT: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:48:45.930882] [INFO ] [LOCAL     ] Saved forecast: HLT	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/HLT.txt
[2025-11-25T10:48:45.931092] [INFO ] [sig       ] [906/2057] Completed HLT in 0.4s | 2.88 sym/s | Total: 5.2m | ETA: 6.7m
[2025-11-25T10:48:45.931161] [INFO ] [sig       ] [907/2057] Forecasting HLX...
[2025-11-25T10:48:45.931207] [INFO ] [sig       ] Generating forecast for: HLX
[2025-11-25T10:48:45.931256] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HLX' from 'https://tdm.silogroup.org/data/derivative_storage/HLX.csv'.
[2025-11-25T10:48:45.944095] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'HLX'.
[2025-11-25T10:48:45.944475] [INFO ] [FORECASTER] Starting predict_future for HLX
[2025-11-25T10:48:45.945350] [DEBUG] [LOCAL     ] No optimal features file found for HLX: ./output/feature-sets/HLX.txt
[2025-11-25T10:48:45.945423] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:48:45.945471] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:48:45.945516] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:48:45.945587] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:48:46.011662] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:48:46.012502] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:48:46.012623] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:48:46.012695] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:48:46.146487] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:48:46.146669] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:48:46.146740] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:48:46.146786] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:48:46.150267] [DEBUG] [FORECASTER] HLX: Forecast T+1@11:T+2@11: UP (p=93.84%)
[2025-11-25T10:48:46.150572] [INFO ] [FORECASTER] Completed predict_future for HLX
[2025-11-25T10:48:46.150765] [INFO ] [sig       ] HLX: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:48:46.291680] [INFO ] [LOCAL     ] Saved forecast: HLX	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/HLX.txt
[2025-11-25T10:48:46.291844] [INFO ] [sig       ] [907/2057] Completed HLX in 0.4s | 2.88 sym/s | Total: 5.2m | ETA: 6.6m
[2025-11-25T10:48:46.291902] [INFO ] [sig       ] [908/2057] Forecasting HMC...
[2025-11-25T10:48:46.291946] [INFO ] [sig       ] Generating forecast for: HMC
[2025-11-25T10:48:46.291999] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HMC' from 'https://tdm.silogroup.org/data/derivative_storage/HMC.csv'.
[2025-11-25T10:48:46.303618] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'HMC'.
[2025-11-25T10:48:46.304018] [INFO ] [FORECASTER] Starting predict_future for HMC
[2025-11-25T10:48:46.304823] [DEBUG] [LOCAL     ] No optimal features file found for HMC: ./output/feature-sets/HMC.txt
[2025-11-25T10:48:46.304896] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:48:46.304946] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:48:46.304986] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:48:46.305059] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:48:46.370362] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:48:46.371054] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:48:46.371148] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:48:46.371195] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:48:46.496728] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:48:46.496922] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:48:46.496969] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:48:46.497005] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:48:46.500444] [DEBUG] [FORECASTER] HMC: Forecast T+1@11:T+2@11: UP (p=78.74%)
[2025-11-25T10:48:46.500754] [INFO ] [FORECASTER] Completed predict_future for HMC
[2025-11-25T10:48:46.500916] [INFO ] [sig       ] HMC: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:48:46.643318] [INFO ] [LOCAL     ] Saved forecast: HMC	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/HMC.txt
[2025-11-25T10:48:46.643488] [INFO ] [sig       ] [908/2057] Completed HMC in 0.4s | 2.88 sym/s | Total: 5.2m | ETA: 6.6m
[2025-11-25T10:48:46.643544] [INFO ] [sig       ] [909/2057] Forecasting HMN...
[2025-11-25T10:48:46.643590] [INFO ] [sig       ] Generating forecast for: HMN
[2025-11-25T10:48:46.643633] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HMN' from 'https://tdm.silogroup.org/data/derivative_storage/HMN.csv'.
[2025-11-25T10:48:46.655544] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'HMN'.
[2025-11-25T10:48:46.655975] [INFO ] [FORECASTER] Starting predict_future for HMN
[2025-11-25T10:48:46.656780] [DEBUG] [LOCAL     ] No optimal features file found for HMN: ./output/feature-sets/HMN.txt
[2025-11-25T10:48:46.656850] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:48:46.656897] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:48:46.656937] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:48:46.657008] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:48:46.722596] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:48:46.723450] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:48:46.723548] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:48:46.723596] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:48:46.845958] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:48:46.846145] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:48:46.846191] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:48:46.846225] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:48:46.849852] [DEBUG] [FORECASTER] HMN: Forecast T+1@11:T+2@11: DOWN (p=44.25%)
[2025-11-25T10:48:46.850143] [INFO ] [FORECASTER] Completed predict_future for HMN
[2025-11-25T10:48:46.850298] [INFO ] [sig       ] HMN: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:48:46.991454] [INFO ] [LOCAL     ] Saved forecast: HMN	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/HMN.txt
[2025-11-25T10:48:46.991622] [INFO ] [sig       ] [909/2057] Completed HMN in 0.3s | 2.88 sym/s | Total: 5.3m | ETA: 6.6m
[2025-11-25T10:48:46.991700] [INFO ] [sig       ] [910/2057] Forecasting HMY...
[2025-11-25T10:48:46.991746] [INFO ] [sig       ] Generating forecast for: HMY
[2025-11-25T10:48:46.991788] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HMY' from 'https://tdm.silogroup.org/data/derivative_storage/HMY.csv'.
[2025-11-25T10:48:47.004423] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'HMY'.
[2025-11-25T10:48:47.004811] [INFO ] [FORECASTER] Starting predict_future for HMY
[2025-11-25T10:48:47.005584] [DEBUG] [LOCAL     ] No optimal features file found for HMY: ./output/feature-sets/HMY.txt
[2025-11-25T10:48:47.005677] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:48:47.005726] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:48:47.005767] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:48:47.005838] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:48:47.071744] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:48:47.072398] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:48:47.072494] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:48:47.072543] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:48:47.198485] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:48:47.198696] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:48:47.198770] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:48:47.198817] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:48:47.202231] [DEBUG] [FORECASTER] HMY: Forecast T+1@11:T+2@11: UP (p=61.06%)
[2025-11-25T10:48:47.202703] [INFO ] [FORECASTER] Completed predict_future for HMY
[2025-11-25T10:48:47.202939] [INFO ] [sig       ] HMY: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:48:47.351008] [INFO ] [LOCAL     ] Saved forecast: HMY	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/HMY.txt
[2025-11-25T10:48:47.351242] [INFO ] [sig       ] [910/2057] Completed HMY in 0.4s | 2.88 sym/s | Total: 5.3m | ETA: 6.6m
[2025-11-25T10:48:47.351315] [INFO ] [sig       ] [911/2057] Forecasting HNI...
[2025-11-25T10:48:47.351362] [INFO ] [sig       ] Generating forecast for: HNI
[2025-11-25T10:48:47.351407] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HNI' from 'https://tdm.silogroup.org/data/derivative_storage/HNI.csv'.
[2025-11-25T10:48:47.364334] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'HNI'.
[2025-11-25T10:48:47.364836] [INFO ] [FORECASTER] Starting predict_future for HNI
[2025-11-25T10:48:47.365675] [DEBUG] [LOCAL     ] No optimal features file found for HNI: ./output/feature-sets/HNI.txt
[2025-11-25T10:48:47.365744] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:48:47.365792] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:48:47.365834] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:48:47.365907] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:48:47.437350] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:48:47.438567] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:48:47.438740] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:48:47.438819] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:48:47.573425] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:48:47.573623] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:48:47.573692] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:48:47.573757] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:48:47.577481] [DEBUG] [FORECASTER] HNI: Forecast T+1@11:T+2@11: UP (p=97.54%)
[2025-11-25T10:48:47.577977] [INFO ] [FORECASTER] Completed predict_future for HNI
[2025-11-25T10:48:47.578232] [INFO ] [sig       ] HNI: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:48:47.724836] [INFO ] [LOCAL     ] Saved forecast: HNI	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/HNI.txt
[2025-11-25T10:48:47.725004] [INFO ] [sig       ] [911/2057] Completed HNI in 0.4s | 2.88 sym/s | Total: 5.3m | ETA: 6.6m
[2025-11-25T10:48:47.725061] [INFO ] [sig       ] [912/2057] Forecasting HOG...
[2025-11-25T10:48:47.725107] [INFO ] [sig       ] Generating forecast for: HOG
[2025-11-25T10:48:47.725154] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HOG' from 'https://tdm.silogroup.org/data/derivative_storage/HOG.csv'.
[2025-11-25T10:48:47.736933] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'HOG'.
[2025-11-25T10:48:47.737360] [INFO ] [FORECASTER] Starting predict_future for HOG
[2025-11-25T10:48:47.738215] [DEBUG] [LOCAL     ] No optimal features file found for HOG: ./output/feature-sets/HOG.txt
[2025-11-25T10:48:47.738290] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:48:47.738340] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:48:47.738386] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:48:47.738461] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:48:47.803334] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:48:47.804180] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:48:47.804277] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:48:47.804326] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:48:47.919253] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:48:47.919452] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:48:47.919501] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:48:47.919537] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:48:47.923184] [DEBUG] [FORECASTER] HOG: Forecast T+1@11:T+2@11: DOWN (p=29.53%)
[2025-11-25T10:48:47.923508] [INFO ] [FORECASTER] Completed predict_future for HOG
[2025-11-25T10:48:47.923704] [INFO ] [sig       ] HOG: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:48:48.072383] [INFO ] [LOCAL     ] Saved forecast: HOG	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/HOG.txt
[2025-11-25T10:48:48.072657] [INFO ] [sig       ] [912/2057] Completed HOG in 0.3s | 2.88 sym/s | Total: 5.3m | ETA: 6.6m
[2025-11-25T10:48:48.072710] [INFO ] [sig       ] [913/2057] Forecasting HOMB...
[2025-11-25T10:48:48.072753] [INFO ] [sig       ] Generating forecast for: HOMB
[2025-11-25T10:48:48.072809] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HOMB' from 'https://tdm.silogroup.org/data/derivative_storage/HOMB.csv'.
[2025-11-25T10:48:48.088142] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'HOMB'.
[2025-11-25T10:48:48.088852] [INFO ] [FORECASTER] Starting predict_future for HOMB
[2025-11-25T10:48:48.089907] [DEBUG] [LOCAL     ] No optimal features file found for HOMB: ./output/feature-sets/HOMB.txt
[2025-11-25T10:48:48.089984] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:48:48.090033] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:48:48.090074] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:48:48.090142] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:48:48.162670] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:48:48.163971] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:48:48.164074] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:48:48.164123] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:48:48.289143] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:48:48.289360] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:48:48.289463] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:48:48.289505] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:48:48.293631] [DEBUG] [FORECASTER] HOMB: Forecast T+1@11:T+2@11: DOWN (p=14.32%)
[2025-11-25T10:48:48.294041] [INFO ] [FORECASTER] Completed predict_future for HOMB
[2025-11-25T10:48:48.294213] [INFO ] [sig       ] HOMB: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:48:48.444468] [INFO ] [LOCAL     ] Saved forecast: HOMB	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/HOMB.txt
[2025-11-25T10:48:48.444702] [INFO ] [sig       ] [913/2057] Completed HOMB in 0.4s | 2.88 sym/s | Total: 5.3m | ETA: 6.6m
[2025-11-25T10:48:48.444790] [INFO ] [sig       ] [914/2057] Forecasting HOUS...
[2025-11-25T10:48:48.444854] [INFO ] [sig       ] Generating forecast for: HOUS
[2025-11-25T10:48:48.444920] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HOUS' from 'https://tdm.silogroup.org/data/derivative_storage/HOUS.csv'.
[2025-11-25T10:48:48.459487] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'HOUS'.
[2025-11-25T10:48:48.460019] [INFO ] [FORECASTER] Starting predict_future for HOUS
[2025-11-25T10:48:48.461045] [DEBUG] [LOCAL     ] No optimal features file found for HOUS: ./output/feature-sets/HOUS.txt
[2025-11-25T10:48:48.461137] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:48:48.461202] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:48:48.461256] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:48:48.461356] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:48:48.542721] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:48:48.543961] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:48:48.544106] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:48:48.544176] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:48:48.655334] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:48:48.655532] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:48:48.655581] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:48:48.655616] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:48:48.659206] [DEBUG] [FORECASTER] HOUS: Forecast T+1@11:T+2@11: UP (p=94.38%)
[2025-11-25T10:48:48.659548] [INFO ] [FORECASTER] Completed predict_future for HOUS
[2025-11-25T10:48:48.659762] [INFO ] [sig       ] HOUS: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:48:48.873584] [INFO ] [LOCAL     ] Saved forecast: HOUS	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/HOUS.txt
[2025-11-25T10:48:48.873885] [INFO ] [sig       ] [914/2057] Completed HOUS in 0.4s | 2.88 sym/s | Total: 5.3m | ETA: 6.6m
[2025-11-25T10:48:48.873976] [INFO ] [sig       ] [915/2057] Forecasting HOV...
[2025-11-25T10:48:48.874051] [INFO ] [sig       ] Generating forecast for: HOV
[2025-11-25T10:48:48.874125] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HOV' from 'https://tdm.silogroup.org/data/derivative_storage/HOV.csv'.
[2025-11-25T10:48:48.889999] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'HOV'.
[2025-11-25T10:48:48.890527] [INFO ] [FORECASTER] Starting predict_future for HOV
[2025-11-25T10:48:48.891570] [DEBUG] [LOCAL     ] No optimal features file found for HOV: ./output/feature-sets/HOV.txt
[2025-11-25T10:48:48.891682] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:48:48.891739] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:48:48.891785] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:48:48.891874] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:48:48.986230] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:48:48.987255] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:48:48.987378] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:48:48.987443] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:48:49.103518] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:48:49.103741] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:48:49.103795] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:48:49.103834] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:48:49.107708] [DEBUG] [FORECASTER] HOV: Forecast T+1@11:T+2@11: UP (p=94.09%)
[2025-11-25T10:48:49.108073] [INFO ] [FORECASTER] Completed predict_future for HOV
[2025-11-25T10:48:49.108233] [INFO ] [sig       ] HOV: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:48:49.264915] [INFO ] [LOCAL     ] Saved forecast: HOV	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/HOV.txt
[2025-11-25T10:48:49.265106] [INFO ] [sig       ] [915/2057] Completed HOV in 0.4s | 2.88 sym/s | Total: 5.3m | ETA: 6.6m
[2025-11-25T10:48:49.265163] [INFO ] [sig       ] [916/2057] Forecasting HP...
[2025-11-25T10:48:49.265208] [INFO ] [sig       ] Generating forecast for: HP
[2025-11-25T10:48:49.265249] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HP' from 'https://tdm.silogroup.org/data/derivative_storage/HP.csv'.
[2025-11-25T10:48:49.277307] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'HP'.
[2025-11-25T10:48:49.277974] [INFO ] [FORECASTER] Starting predict_future for HP
[2025-11-25T10:48:49.278832] [DEBUG] [LOCAL     ] No optimal features file found for HP: ./output/feature-sets/HP.txt
[2025-11-25T10:48:49.278903] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:48:49.278950] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:48:49.278992] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:48:49.279060] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:48:49.347509] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:48:49.348435] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:48:49.348536] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:48:49.348583] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:48:49.455808] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:48:49.455994] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:48:49.456041] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:48:49.456075] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:48:49.459465] [DEBUG] [FORECASTER] HP: Forecast T+1@11:T+2@11: UP (p=94.35%)
[2025-11-25T10:48:49.459772] [INFO ] [FORECASTER] Completed predict_future for HP
[2025-11-25T10:48:49.459922] [INFO ] [sig       ] HP: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:48:49.601107] [INFO ] [LOCAL     ] Saved forecast: HP	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/HP.txt
[2025-11-25T10:48:49.601276] [INFO ] [sig       ] [916/2057] Completed HP in 0.3s | 2.88 sym/s | Total: 5.3m | ETA: 6.6m
[2025-11-25T10:48:49.601330] [INFO ] [sig       ] [917/2057] Forecasting HPE...
[2025-11-25T10:48:49.601372] [INFO ] [sig       ] Generating forecast for: HPE
[2025-11-25T10:48:49.601413] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HPE' from 'https://tdm.silogroup.org/data/derivative_storage/HPE.csv'.
[2025-11-25T10:48:49.612856] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'HPE'.
[2025-11-25T10:48:49.613244] [INFO ] [FORECASTER] Starting predict_future for HPE
[2025-11-25T10:48:49.614028] [DEBUG] [LOCAL     ] No optimal features file found for HPE: ./output/feature-sets/HPE.txt
[2025-11-25T10:48:49.614098] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:48:49.614160] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:48:49.614203] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:48:49.614274] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:48:49.680475] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:48:49.681289] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:48:49.681383] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:48:49.681431] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:48:49.780392] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:48:49.780541] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:48:49.780610] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:48:49.780670] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:48:49.784013] [DEBUG] [FORECASTER] HPE: Forecast T+1@11:T+2@11: UP (p=83.32%)
[2025-11-25T10:48:49.784313] [INFO ] [FORECASTER] Completed predict_future for HPE
[2025-11-25T10:48:49.784491] [INFO ] [sig       ] HPE: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:48:49.929069] [INFO ] [LOCAL     ] Saved forecast: HPE	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/HPE.txt
[2025-11-25T10:48:49.929249] [INFO ] [sig       ] [917/2057] Completed HPE in 0.3s | 2.88 sym/s | Total: 5.3m | ETA: 6.6m
[2025-11-25T10:48:49.929306] [INFO ] [sig       ] [918/2057] Forecasting HPF...
[2025-11-25T10:48:49.929349] [INFO ] [sig       ] Generating forecast for: HPF
[2025-11-25T10:48:49.929389] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HPF' from 'https://tdm.silogroup.org/data/derivative_storage/HPF.csv'.
[2025-11-25T10:48:49.941031] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'HPF'.
[2025-11-25T10:48:49.941379] [INFO ] [FORECASTER] Starting predict_future for HPF
[2025-11-25T10:48:49.942178] [DEBUG] [LOCAL     ] No optimal features file found for HPF: ./output/feature-sets/HPF.txt
[2025-11-25T10:48:49.942246] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:48:49.942291] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:48:49.942332] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:48:49.942399] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:48:50.008350] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:48:50.009051] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:48:50.009150] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:48:50.009196] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:48:50.106407] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:48:50.106550] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:48:50.106593] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:48:50.106627] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:48:50.109955] [DEBUG] [FORECASTER] HPF: Forecast T+1@11:T+2@11: UP (p=50.09%)
[2025-11-25T10:48:50.110235] [INFO ] [FORECASTER] Completed predict_future for HPF
[2025-11-25T10:48:50.110375] [INFO ] [sig       ] HPF: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:48:50.251194] [INFO ] [LOCAL     ] Saved forecast: HPF	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/HPF.txt
[2025-11-25T10:48:50.251352] [INFO ] [sig       ] [918/2057] Completed HPF in 0.3s | 2.88 sym/s | Total: 5.3m | ETA: 6.6m
[2025-11-25T10:48:50.251405] [INFO ] [sig       ] [919/2057] Forecasting HPI...
[2025-11-25T10:48:50.251449] [INFO ] [sig       ] Generating forecast for: HPI
[2025-11-25T10:48:50.251490] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HPI' from 'https://tdm.silogroup.org/data/derivative_storage/HPI.csv'.
[2025-11-25T10:48:50.262922] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'HPI'.
[2025-11-25T10:48:50.263279] [INFO ] [FORECASTER] Starting predict_future for HPI
[2025-11-25T10:48:50.264074] [DEBUG] [LOCAL     ] No optimal features file found for HPI: ./output/feature-sets/HPI.txt
[2025-11-25T10:48:50.264146] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:48:50.264191] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:48:50.264230] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:48:50.264300] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:48:50.330596] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:48:50.331307] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:48:50.331401] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:48:50.331447] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:48:50.432334] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:48:50.432505] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:48:50.432551] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:48:50.432585] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:48:50.436130] [DEBUG] [FORECASTER] HPI: Forecast T+1@11:T+2@11: DOWN (p=21.22%)
[2025-11-25T10:48:50.436447] [INFO ] [FORECASTER] Completed predict_future for HPI
[2025-11-25T10:48:50.436608] [INFO ] [sig       ] HPI: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:48:50.584418] [INFO ] [LOCAL     ] Saved forecast: HPI	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/HPI.txt
[2025-11-25T10:48:50.584591] [INFO ] [sig       ] [919/2057] Completed HPI in 0.3s | 2.88 sym/s | Total: 5.3m | ETA: 6.6m
[2025-11-25T10:48:50.584670] [INFO ] [sig       ] [920/2057] Forecasting HPP...
[2025-11-25T10:48:50.584716] [INFO ] [sig       ] Generating forecast for: HPP
[2025-11-25T10:48:50.584757] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HPP' from 'https://tdm.silogroup.org/data/derivative_storage/HPP.csv'.
[2025-11-25T10:48:50.597461] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'HPP'.
[2025-11-25T10:48:50.597907] [INFO ] [FORECASTER] Starting predict_future for HPP
[2025-11-25T10:48:50.598713] [DEBUG] [LOCAL     ] No optimal features file found for HPP: ./output/feature-sets/HPP.txt
[2025-11-25T10:48:50.598782] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:48:50.598829] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:48:50.598870] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:48:50.598938] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:48:50.664856] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:48:50.665674] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:48:50.665775] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:48:50.665824] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:48:50.771737] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:48:50.771902] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:48:50.771946] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:48:50.771980] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:48:50.775239] [DEBUG] [FORECASTER] HPP: Forecast T+1@11:T+2@11: DOWN (p=30.80%)
[2025-11-25T10:48:50.775521] [INFO ] [FORECASTER] Completed predict_future for HPP
[2025-11-25T10:48:50.775684] [INFO ] [sig       ] HPP: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:48:50.916544] [INFO ] [LOCAL     ] Saved forecast: HPP	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/HPP.txt
[2025-11-25T10:48:50.916760] [INFO ] [sig       ] [920/2057] Completed HPP in 0.3s | 2.88 sym/s | Total: 5.3m | ETA: 6.6m
[2025-11-25T10:48:50.916818] [INFO ] [sig       ] [921/2057] Forecasting HPQ...
[2025-11-25T10:48:50.916870] [INFO ] [sig       ] Generating forecast for: HPQ
[2025-11-25T10:48:50.916916] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HPQ' from 'https://tdm.silogroup.org/data/derivative_storage/HPQ.csv'.
[2025-11-25T10:48:50.929898] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'HPQ'.
[2025-11-25T10:48:50.930312] [INFO ] [FORECASTER] Starting predict_future for HPQ
[2025-11-25T10:48:50.931104] [DEBUG] [LOCAL     ] No optimal features file found for HPQ: ./output/feature-sets/HPQ.txt
[2025-11-25T10:48:50.931174] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:48:50.931220] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:48:50.931261] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:48:50.931330] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:48:50.999073] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:48:51.000023] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:48:51.000124] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:48:51.000173] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:48:51.102835] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:48:51.102986] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:48:51.103030] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:48:51.103064] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:48:51.106279] [DEBUG] [FORECASTER] HPQ: Forecast T+1@11:T+2@11: UP (p=90.71%)
[2025-11-25T10:48:51.106559] [INFO ] [FORECASTER] Completed predict_future for HPQ
[2025-11-25T10:48:51.106726] [INFO ] [sig       ] HPQ: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:48:51.246009] [INFO ] [LOCAL     ] Saved forecast: HPQ	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/HPQ.txt
[2025-11-25T10:48:51.246196] [INFO ] [sig       ] [921/2057] Completed HPQ in 0.3s | 2.88 sym/s | Total: 5.3m | ETA: 6.6m
[2025-11-25T10:48:51.246251] [INFO ] [sig       ] [922/2057] Forecasting HPS...
[2025-11-25T10:48:51.246296] [INFO ] [sig       ] Generating forecast for: HPS
[2025-11-25T10:48:51.246339] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HPS' from 'https://tdm.silogroup.org/data/derivative_storage/HPS.csv'.
[2025-11-25T10:48:51.258832] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'HPS'.
[2025-11-25T10:48:51.259245] [INFO ] [FORECASTER] Starting predict_future for HPS
[2025-11-25T10:48:51.260039] [DEBUG] [LOCAL     ] No optimal features file found for HPS: ./output/feature-sets/HPS.txt
[2025-11-25T10:48:51.260108] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:48:51.260153] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:48:51.260193] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:48:51.260262] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:48:51.324442] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:48:51.325099] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:48:51.325194] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:48:51.325241] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:48:51.433289] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:48:51.433483] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:48:51.433529] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:48:51.433564] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:48:51.437298] [DEBUG] [FORECASTER] HPS: Forecast T+1@11:T+2@11: UP (p=54.52%)
[2025-11-25T10:48:51.437589] [INFO ] [FORECASTER] Completed predict_future for HPS
[2025-11-25T10:48:51.437760] [INFO ] [sig       ] HPS: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:48:51.576579] [INFO ] [LOCAL     ] Saved forecast: HPS	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/HPS.txt
[2025-11-25T10:48:51.576762] [INFO ] [sig       ] [922/2057] Completed HPS in 0.3s | 2.88 sym/s | Total: 5.3m | ETA: 6.6m
[2025-11-25T10:48:51.576816] [INFO ] [sig       ] [923/2057] Forecasting HQH...
[2025-11-25T10:48:51.576860] [INFO ] [sig       ] Generating forecast for: HQH
[2025-11-25T10:48:51.576901] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HQH' from 'https://tdm.silogroup.org/data/derivative_storage/HQH.csv'.
[2025-11-25T10:48:51.589025] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'HQH'.
[2025-11-25T10:48:51.589445] [INFO ] [FORECASTER] Starting predict_future for HQH
[2025-11-25T10:48:51.590236] [DEBUG] [LOCAL     ] No optimal features file found for HQH: ./output/feature-sets/HQH.txt
[2025-11-25T10:48:51.590306] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:48:51.590352] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:48:51.590392] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:48:51.590460] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:48:51.655218] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:48:51.655881] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:48:51.655974] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:48:51.656021] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:48:51.777429] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:48:51.777614] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:48:51.777689] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:48:51.777731] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:48:51.781129] [DEBUG] [FORECASTER] HQH: Forecast T+1@11:T+2@11: UP (p=96.75%)
[2025-11-25T10:48:51.781418] [INFO ] [FORECASTER] Completed predict_future for HQH
[2025-11-25T10:48:51.781562] [INFO ] [sig       ] HQH: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:48:51.921846] [INFO ] [LOCAL     ] Saved forecast: HQH	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/HQH.txt
[2025-11-25T10:48:51.922009] [INFO ] [sig       ] [923/2057] Completed HQH in 0.3s | 2.88 sym/s | Total: 5.3m | ETA: 6.6m
[2025-11-25T10:48:51.922063] [INFO ] [sig       ] [924/2057] Forecasting HQL...
[2025-11-25T10:48:51.922109] [INFO ] [sig       ] Generating forecast for: HQL
[2025-11-25T10:48:51.922154] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HQL' from 'https://tdm.silogroup.org/data/derivative_storage/HQL.csv'.
[2025-11-25T10:48:51.936549] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'HQL'.
[2025-11-25T10:48:51.937285] [INFO ] [FORECASTER] Starting predict_future for HQL
[2025-11-25T10:48:51.938302] [DEBUG] [LOCAL     ] No optimal features file found for HQL: ./output/feature-sets/HQL.txt
[2025-11-25T10:48:51.938378] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:48:51.938431] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:48:51.938477] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:48:51.938551] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:48:52.009391] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:48:52.010723] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:48:52.010843] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:48:52.010896] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:48:52.123314] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:48:52.123526] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:48:52.123577] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:48:52.123613] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:48:52.127327] [DEBUG] [FORECASTER] HQL: Forecast T+1@11:T+2@11: UP (p=80.70%)
[2025-11-25T10:48:52.127633] [INFO ] [FORECASTER] Completed predict_future for HQL
[2025-11-25T10:48:52.127829] [INFO ] [sig       ] HQL: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:48:52.271019] [INFO ] [LOCAL     ] Saved forecast: HQL	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/HQL.txt
[2025-11-25T10:48:52.271223] [INFO ] [sig       ] [924/2057] Completed HQL in 0.3s | 2.88 sym/s | Total: 5.3m | ETA: 6.6m
[2025-11-25T10:48:52.271296] [INFO ] [sig       ] [925/2057] Forecasting HR...
[2025-11-25T10:48:52.271348] [INFO ] [sig       ] Generating forecast for: HR
[2025-11-25T10:48:52.271395] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HR' from 'https://tdm.silogroup.org/data/derivative_storage/HR.csv'.
[2025-11-25T10:48:52.284115] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'HR'.
[2025-11-25T10:48:52.284662] [INFO ] [FORECASTER] Starting predict_future for HR
[2025-11-25T10:48:52.285466] [DEBUG] [LOCAL     ] No optimal features file found for HR: ./output/feature-sets/HR.txt
[2025-11-25T10:48:52.285537] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:48:52.285585] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:48:52.285624] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:48:52.285717] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:48:52.351781] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:48:52.352764] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:48:52.352880] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:48:52.352929] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:48:52.468577] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:48:52.468795] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:48:52.468873] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:48:52.468920] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:48:52.472608] [DEBUG] [FORECASTER] HR: Forecast T+1@11:T+2@11: DOWN (p=12.73%)
[2025-11-25T10:48:52.473048] [INFO ] [FORECASTER] Completed predict_future for HR
[2025-11-25T10:48:52.473285] [INFO ] [sig       ] HR: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:48:52.613044] [INFO ] [LOCAL     ] Saved forecast: HR	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/HR.txt
[2025-11-25T10:48:52.613192] [INFO ] [sig       ] [925/2057] Completed HR in 0.3s | 2.88 sym/s | Total: 5.3m | ETA: 6.5m
[2025-11-25T10:48:52.613241] [INFO ] [sig       ] [926/2057] Forecasting HRB...
[2025-11-25T10:48:52.613286] [INFO ] [sig       ] Generating forecast for: HRB
[2025-11-25T10:48:52.613330] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HRB' from 'https://tdm.silogroup.org/data/derivative_storage/HRB.csv'.
[2025-11-25T10:48:52.625065] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'HRB'.
[2025-11-25T10:48:52.625453] [INFO ] [FORECASTER] Starting predict_future for HRB
[2025-11-25T10:48:52.626278] [DEBUG] [LOCAL     ] No optimal features file found for HRB: ./output/feature-sets/HRB.txt
[2025-11-25T10:48:52.626348] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:48:52.626394] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:48:52.626433] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:48:52.626503] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:48:52.695176] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:48:52.696720] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:48:52.696819] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:48:52.696868] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:48:52.807673] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:48:52.807952] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:48:52.808002] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:48:52.808036] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:48:52.811434] [DEBUG] [FORECASTER] HRB: Forecast T+1@11:T+2@11: DOWN (p=4.03%)
[2025-11-25T10:48:52.811745] [INFO ] [FORECASTER] Completed predict_future for HRB
[2025-11-25T10:48:52.811907] [INFO ] [sig       ] HRB: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:48:52.951831] [INFO ] [LOCAL     ] Saved forecast: HRB	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/HRB.txt
[2025-11-25T10:48:52.951985] [INFO ] [sig       ] [926/2057] Completed HRB in 0.3s | 2.88 sym/s | Total: 5.4m | ETA: 6.5m
[2025-11-25T10:48:52.952040] [INFO ] [sig       ] [927/2057] Forecasting HRI...
[2025-11-25T10:48:52.952084] [INFO ] [sig       ] Generating forecast for: HRI
[2025-11-25T10:48:52.952127] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HRI' from 'https://tdm.silogroup.org/data/derivative_storage/HRI.csv'.
[2025-11-25T10:48:52.967273] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'HRI'.
[2025-11-25T10:48:52.967909] [INFO ] [FORECASTER] Starting predict_future for HRI
[2025-11-25T10:48:52.968842] [DEBUG] [LOCAL     ] No optimal features file found for HRI: ./output/feature-sets/HRI.txt
[2025-11-25T10:48:52.968924] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:48:52.968975] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:48:52.969019] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:48:52.969092] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:48:53.036276] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:48:53.037242] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:48:53.037347] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:48:53.037400] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:48:53.156823] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:48:53.157005] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:48:53.157078] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:48:53.157121] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:48:53.160621] [DEBUG] [FORECASTER] HRI: Forecast T+1@11:T+2@11: DOWN (p=10.12%)
[2025-11-25T10:48:53.160956] [INFO ] [FORECASTER] Completed predict_future for HRI
[2025-11-25T10:48:53.161129] [INFO ] [sig       ] HRI: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:48:53.301803] [INFO ] [LOCAL     ] Saved forecast: HRI	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/HRI.txt
[2025-11-25T10:48:53.301966] [INFO ] [sig       ] [927/2057] Completed HRI in 0.3s | 2.88 sym/s | Total: 5.4m | ETA: 6.5m
[2025-11-25T10:48:53.302023] [INFO ] [sig       ] [928/2057] Forecasting HRL...
[2025-11-25T10:48:53.302069] [INFO ] [sig       ] Generating forecast for: HRL
[2025-11-25T10:48:53.302112] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HRL' from 'https://tdm.silogroup.org/data/derivative_storage/HRL.csv'.
[2025-11-25T10:48:53.314268] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'HRL'.
[2025-11-25T10:48:53.314664] [INFO ] [FORECASTER] Starting predict_future for HRL
[2025-11-25T10:48:53.315452] [DEBUG] [LOCAL     ] No optimal features file found for HRL: ./output/feature-sets/HRL.txt
[2025-11-25T10:48:53.315524] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:48:53.315573] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:48:53.315614] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:48:53.315704] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:48:53.381939] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:48:53.382861] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:48:53.382967] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:48:53.383017] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:48:53.504816] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:48:53.505009] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:48:53.505058] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:48:53.505093] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:48:53.508554] [DEBUG] [FORECASTER] HRL: Forecast T+1@11:T+2@11: UP (p=97.44%)
[2025-11-25T10:48:53.509062] [INFO ] [FORECASTER] Completed predict_future for HRL
[2025-11-25T10:48:53.509296] [INFO ] [sig       ] HRL: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:48:53.650367] [INFO ] [LOCAL     ] Saved forecast: HRL	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/HRL.txt
[2025-11-25T10:48:53.650550] [INFO ] [sig       ] [928/2057] Completed HRL in 0.3s | 2.88 sym/s | Total: 5.4m | ETA: 6.5m
[2025-11-25T10:48:53.650606] [INFO ] [sig       ] [929/2057] Forecasting HRTG...
[2025-11-25T10:48:53.650676] [INFO ] [sig       ] Generating forecast for: HRTG
[2025-11-25T10:48:53.650721] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HRTG' from 'https://tdm.silogroup.org/data/derivative_storage/HRTG.csv'.
[2025-11-25T10:48:53.663215] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'HRTG'.
[2025-11-25T10:48:53.663664] [INFO ] [FORECASTER] Starting predict_future for HRTG
[2025-11-25T10:48:53.664440] [DEBUG] [LOCAL     ] No optimal features file found for HRTG: ./output/feature-sets/HRTG.txt
[2025-11-25T10:48:53.664512] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:48:53.664560] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:48:53.664603] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:48:53.664695] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:48:53.729543] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:48:53.730447] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:48:53.730551] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:48:53.730601] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:48:53.852994] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:48:53.853192] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:48:53.853243] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:48:53.853278] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:48:53.856871] [DEBUG] [FORECASTER] HRTG: Forecast T+1@11:T+2@11: DOWN (p=28.36%)
[2025-11-25T10:48:53.857203] [INFO ] [FORECASTER] Completed predict_future for HRTG
[2025-11-25T10:48:53.857374] [INFO ] [sig       ] HRTG: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:48:54.008225] [INFO ] [LOCAL     ] Saved forecast: HRTG	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/HRTG.txt
[2025-11-25T10:48:54.008496] [INFO ] [sig       ] [929/2057] Completed HRTG in 0.4s | 2.88 sym/s | Total: 5.4m | ETA: 6.5m
[2025-11-25T10:48:54.008561] [INFO ] [sig       ] [930/2057] Forecasting HSBC...
[2025-11-25T10:48:54.008610] [INFO ] [sig       ] Generating forecast for: HSBC
[2025-11-25T10:48:54.008683] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HSBC' from 'https://tdm.silogroup.org/data/derivative_storage/HSBC.csv'.
[2025-11-25T10:48:54.022583] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'HSBC'.
[2025-11-25T10:48:54.023223] [INFO ] [FORECASTER] Starting predict_future for HSBC
[2025-11-25T10:48:54.024206] [DEBUG] [LOCAL     ] No optimal features file found for HSBC: ./output/feature-sets/HSBC.txt
[2025-11-25T10:48:54.024310] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:48:54.024364] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:48:54.024409] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:48:54.024488] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:48:54.096255] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:48:54.097678] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:48:54.097817] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:48:54.097871] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:48:54.226853] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:48:54.227163] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:48:54.227220] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:48:54.227256] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:48:54.231470] [DEBUG] [FORECASTER] HSBC: Forecast T+1@11:T+2@11: UP (p=77.45%)
[2025-11-25T10:48:54.231861] [INFO ] [FORECASTER] Completed predict_future for HSBC
[2025-11-25T10:48:54.232079] [INFO ] [sig       ] HSBC: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:48:54.383879] [INFO ] [LOCAL     ] Saved forecast: HSBC	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/HSBC.txt
[2025-11-25T10:48:54.384163] [INFO ] [sig       ] [930/2057] Completed HSBC in 0.4s | 2.88 sym/s | Total: 5.4m | ETA: 6.5m
[2025-11-25T10:48:54.384240] [INFO ] [sig       ] [931/2057] Forecasting HSHP...
[2025-11-25T10:48:54.384295] [INFO ] [sig       ] Generating forecast for: HSHP
[2025-11-25T10:48:54.384350] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HSHP' from 'https://tdm.silogroup.org/data/derivative_storage/HSHP.csv'.
[2025-11-25T10:48:54.398421] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'HSHP'.
[2025-11-25T10:48:54.399069] [INFO ] [FORECASTER] Starting predict_future for HSHP
[2025-11-25T10:48:54.400153] [DEBUG] [LOCAL     ] No optimal features file found for HSHP: ./output/feature-sets/HSHP.txt
[2025-11-25T10:48:54.400234] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:48:54.400302] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:48:54.400363] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:48:54.400468] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:48:54.473929] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:48:54.475282] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:48:54.475408] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:48:54.475459] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:48:54.596615] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:48:54.596906] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:48:54.596958] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:48:54.596994] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:48:54.600898] [DEBUG] [FORECASTER] HSHP: Forecast T+1@11:T+2@11: DOWN (p=0.88%)
[2025-11-25T10:48:54.601246] [INFO ] [FORECASTER] Completed predict_future for HSHP
[2025-11-25T10:48:54.601439] [INFO ] [sig       ] HSHP: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:48:54.745771] [INFO ] [LOCAL     ] Saved forecast: HSHP	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/HSHP.txt
[2025-11-25T10:48:54.746023] [INFO ] [sig       ] [931/2057] Completed HSHP in 0.4s | 2.88 sym/s | Total: 5.4m | ETA: 6.5m
[2025-11-25T10:48:54.746091] [INFO ] [sig       ] [932/2057] Forecasting HSY...
[2025-11-25T10:48:54.746151] [INFO ] [sig       ] Generating forecast for: HSY
[2025-11-25T10:48:54.746208] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HSY' from 'https://tdm.silogroup.org/data/derivative_storage/HSY.csv'.
[2025-11-25T10:48:54.760364] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'HSY'.
[2025-11-25T10:48:54.760976] [INFO ] [FORECASTER] Starting predict_future for HSY
[2025-11-25T10:48:54.761907] [DEBUG] [LOCAL     ] No optimal features file found for HSY: ./output/feature-sets/HSY.txt
[2025-11-25T10:48:54.761981] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:48:54.762039] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:48:54.762087] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:48:54.762168] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:48:54.829253] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:48:54.830381] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:48:54.830497] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:48:54.830546] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:48:54.955518] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:48:54.955797] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:48:54.955858] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:48:54.955894] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:48:54.960035] [DEBUG] [FORECASTER] HSY: Forecast T+1@11:T+2@11: UP (p=68.57%)
[2025-11-25T10:48:54.960369] [INFO ] [FORECASTER] Completed predict_future for HSY
[2025-11-25T10:48:54.960554] [INFO ] [sig       ] HSY: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:48:55.105732] [INFO ] [LOCAL     ] Saved forecast: HSY	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/HSY.txt
[2025-11-25T10:48:55.105984] [INFO ] [sig       ] [932/2057] Completed HSY in 0.4s | 2.88 sym/s | Total: 5.4m | ETA: 6.5m
[2025-11-25T10:48:55.106044] [INFO ] [sig       ] [933/2057] Forecasting HTD...
[2025-11-25T10:48:55.106091] [INFO ] [sig       ] Generating forecast for: HTD
[2025-11-25T10:48:55.106138] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HTD' from 'https://tdm.silogroup.org/data/derivative_storage/HTD.csv'.
[2025-11-25T10:48:55.119541] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'HTD'.
[2025-11-25T10:48:55.120116] [INFO ] [FORECASTER] Starting predict_future for HTD
[2025-11-25T10:48:55.121101] [DEBUG] [LOCAL     ] No optimal features file found for HTD: ./output/feature-sets/HTD.txt
[2025-11-25T10:48:55.121175] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:48:55.121223] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:48:55.121264] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:48:55.121336] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:48:55.188039] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:48:55.189122] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:48:55.189242] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:48:55.189294] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:48:55.308262] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:48:55.308527] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:48:55.308579] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:48:55.308614] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:48:55.312452] [DEBUG] [FORECASTER] HTD: Forecast T+1@11:T+2@11: DOWN (p=6.42%)
[2025-11-25T10:48:55.313003] [INFO ] [FORECASTER] Completed predict_future for HTD
[2025-11-25T10:48:55.313260] [INFO ] [sig       ] HTD: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:48:55.459080] [INFO ] [LOCAL     ] Saved forecast: HTD	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/HTD.txt
[2025-11-25T10:48:55.459327] [INFO ] [sig       ] [933/2057] Completed HTD in 0.4s | 2.88 sym/s | Total: 5.4m | ETA: 6.5m
[2025-11-25T10:48:55.459397] [INFO ] [sig       ] [934/2057] Forecasting HTGC...
[2025-11-25T10:48:55.459443] [INFO ] [sig       ] Generating forecast for: HTGC
[2025-11-25T10:48:55.459488] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HTGC' from 'https://tdm.silogroup.org/data/derivative_storage/HTGC.csv'.
[2025-11-25T10:48:55.473921] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'HTGC'.
[2025-11-25T10:48:55.474531] [INFO ] [FORECASTER] Starting predict_future for HTGC
[2025-11-25T10:48:55.475609] [DEBUG] [LOCAL     ] No optimal features file found for HTGC: ./output/feature-sets/HTGC.txt
[2025-11-25T10:48:55.475720] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:48:55.475790] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:48:55.475851] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:48:55.475955] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:48:55.552066] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:48:55.553189] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:48:55.553318] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:48:55.553379] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:48:55.675973] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:48:55.676184] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:48:55.676231] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:48:55.676265] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:48:55.679763] [DEBUG] [FORECASTER] HTGC: Forecast T+1@11:T+2@11: DOWN (p=9.08%)
[2025-11-25T10:48:55.680079] [INFO ] [FORECASTER] Completed predict_future for HTGC
[2025-11-25T10:48:55.680236] [INFO ] [sig       ] HTGC: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:48:55.821838] [INFO ] [LOCAL     ] Saved forecast: HTGC	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/HTGC.txt
[2025-11-25T10:48:55.822023] [INFO ] [sig       ] [934/2057] Completed HTGC in 0.4s | 2.88 sym/s | Total: 5.4m | ETA: 6.5m
[2025-11-25T10:48:55.822079] [INFO ] [sig       ] [935/2057] Forecasting HTH...
[2025-11-25T10:48:55.822122] [INFO ] [sig       ] Generating forecast for: HTH
[2025-11-25T10:48:55.822165] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HTH' from 'https://tdm.silogroup.org/data/derivative_storage/HTH.csv'.
[2025-11-25T10:48:55.833777] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'HTH'.
[2025-11-25T10:48:55.834220] [INFO ] [FORECASTER] Starting predict_future for HTH
[2025-11-25T10:48:55.835024] [DEBUG] [LOCAL     ] No optimal features file found for HTH: ./output/feature-sets/HTH.txt
[2025-11-25T10:48:55.835094] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:48:55.835139] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:48:55.835179] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:48:55.835247] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:48:55.905142] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:48:55.906097] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:48:55.906223] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:48:55.906296] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:48:56.039933] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:48:56.040143] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:48:56.040191] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:48:56.040227] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:48:56.043921] [DEBUG] [FORECASTER] HTH: Forecast T+1@11:T+2@11: UP (p=51.70%)
[2025-11-25T10:48:56.044240] [INFO ] [FORECASTER] Completed predict_future for HTH
[2025-11-25T10:48:56.044454] [INFO ] [sig       ] HTH: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:48:56.188809] [INFO ] [LOCAL     ] Saved forecast: HTH	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/HTH.txt
[2025-11-25T10:48:56.188964] [INFO ] [sig       ] [935/2057] Completed HTH in 0.4s | 2.88 sym/s | Total: 5.4m | ETA: 6.5m
[2025-11-25T10:48:56.189019] [INFO ] [sig       ] [936/2057] Forecasting HUBB...
[2025-11-25T10:48:56.189064] [INFO ] [sig       ] Generating forecast for: HUBB
[2025-11-25T10:48:56.189105] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HUBB' from 'https://tdm.silogroup.org/data/derivative_storage/HUBB.csv'.
[2025-11-25T10:48:56.201231] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'HUBB'.
[2025-11-25T10:48:56.201607] [INFO ] [FORECASTER] Starting predict_future for HUBB
[2025-11-25T10:48:56.202397] [DEBUG] [LOCAL     ] No optimal features file found for HUBB: ./output/feature-sets/HUBB.txt
[2025-11-25T10:48:56.202468] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:48:56.202515] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:48:56.202556] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:48:56.202625] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:48:56.268067] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:48:56.269001] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:48:56.269101] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:48:56.269150] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:48:56.398939] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:48:56.399128] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:48:56.399175] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:48:56.399216] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:48:56.402600] [DEBUG] [FORECASTER] HUBB: Forecast T+1@11:T+2@11: DOWN (p=28.91%)
[2025-11-25T10:48:56.402902] [INFO ] [FORECASTER] Completed predict_future for HUBB
[2025-11-25T10:48:56.403066] [INFO ] [sig       ] HUBB: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:48:56.542081] [INFO ] [LOCAL     ] Saved forecast: HUBB	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/HUBB.txt
[2025-11-25T10:48:56.542230] [INFO ] [sig       ] [936/2057] Completed HUBB in 0.4s | 2.88 sym/s | Total: 5.4m | ETA: 6.5m
[2025-11-25T10:48:56.542283] [INFO ] [sig       ] [937/2057] Forecasting HUBS...
[2025-11-25T10:48:56.542324] [INFO ] [sig       ] Generating forecast for: HUBS
[2025-11-25T10:48:56.542367] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HUBS' from 'https://tdm.silogroup.org/data/derivative_storage/HUBS.csv'.
[2025-11-25T10:48:56.554729] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'HUBS'.
[2025-11-25T10:48:56.555114] [INFO ] [FORECASTER] Starting predict_future for HUBS
[2025-11-25T10:48:56.555920] [DEBUG] [LOCAL     ] No optimal features file found for HUBS: ./output/feature-sets/HUBS.txt
[2025-11-25T10:48:56.555989] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:48:56.556034] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:48:56.556076] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:48:56.556146] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:48:56.621699] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:48:56.622361] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:48:56.622456] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:48:56.622504] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:48:56.738275] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:48:56.738450] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:48:56.738542] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:48:56.738579] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:48:56.741929] [DEBUG] [FORECASTER] HUBS: Forecast T+1@11:T+2@11: UP (p=86.21%)
[2025-11-25T10:48:56.742212] [INFO ] [FORECASTER] Completed predict_future for HUBS
[2025-11-25T10:48:56.742361] [INFO ] [sig       ] HUBS: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:48:56.882617] [INFO ] [LOCAL     ] Saved forecast: HUBS	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/HUBS.txt
[2025-11-25T10:48:56.882799] [INFO ] [sig       ] [937/2057] Completed HUBS in 0.3s | 2.88 sym/s | Total: 5.4m | ETA: 6.5m
[2025-11-25T10:48:56.882855] [INFO ] [sig       ] [938/2057] Forecasting HUM...
[2025-11-25T10:48:56.882899] [INFO ] [sig       ] Generating forecast for: HUM
[2025-11-25T10:48:56.882942] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HUM' from 'https://tdm.silogroup.org/data/derivative_storage/HUM.csv'.
[2025-11-25T10:48:56.893908] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'HUM'.
[2025-11-25T10:48:56.894277] [INFO ] [FORECASTER] Starting predict_future for HUM
[2025-11-25T10:48:56.895062] [DEBUG] [LOCAL     ] No optimal features file found for HUM: ./output/feature-sets/HUM.txt
[2025-11-25T10:48:56.895131] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:48:56.895176] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:48:56.895216] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:48:56.895287] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:48:56.960845] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:48:56.961498] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:48:56.961591] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:48:56.961637] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:48:57.053201] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:48:57.053371] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:48:57.053416] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:48:57.053451] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:48:57.056843] [DEBUG] [FORECASTER] HUM: Forecast T+1@11:T+2@11: DOWN (p=0.52%)
[2025-11-25T10:48:57.057165] [INFO ] [FORECASTER] Completed predict_future for HUM
[2025-11-25T10:48:57.057314] [INFO ] [sig       ] HUM: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:48:57.200163] [INFO ] [LOCAL     ] Saved forecast: HUM	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/HUM.txt
[2025-11-25T10:48:57.200313] [INFO ] [sig       ] [938/2057] Completed HUM in 0.3s | 2.88 sym/s | Total: 5.4m | ETA: 6.5m
[2025-11-25T10:48:57.200366] [INFO ] [sig       ] [939/2057] Forecasting HUN...
[2025-11-25T10:48:57.200409] [INFO ] [sig       ] Generating forecast for: HUN
[2025-11-25T10:48:57.200450] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HUN' from 'https://tdm.silogroup.org/data/derivative_storage/HUN.csv'.
[2025-11-25T10:48:57.212128] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'HUN'.
[2025-11-25T10:48:57.212476] [INFO ] [FORECASTER] Starting predict_future for HUN
[2025-11-25T10:48:57.213260] [DEBUG] [LOCAL     ] No optimal features file found for HUN: ./output/feature-sets/HUN.txt
[2025-11-25T10:48:57.213329] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:48:57.213374] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:48:57.213414] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:48:57.213481] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:48:57.279540] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:48:57.280455] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:48:57.280578] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:48:57.280627] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:48:57.377963] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:48:57.378147] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:48:57.378195] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:48:57.378230] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:48:57.381687] [DEBUG] [FORECASTER] HUN: Forecast T+1@11:T+2@11: DOWN (p=6.03%)
[2025-11-25T10:48:57.381971] [INFO ] [FORECASTER] Completed predict_future for HUN
[2025-11-25T10:48:57.382117] [INFO ] [sig       ] HUN: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:48:57.521893] [INFO ] [LOCAL     ] Saved forecast: HUN	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/HUN.txt
[2025-11-25T10:48:57.522035] [INFO ] [sig       ] [939/2057] Completed HUN in 0.3s | 2.88 sym/s | Total: 5.4m | ETA: 6.5m
[2025-11-25T10:48:57.522088] [INFO ] [sig       ] [940/2057] Forecasting HUYA...
[2025-11-25T10:48:57.522132] [INFO ] [sig       ] Generating forecast for: HUYA
[2025-11-25T10:48:57.522172] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HUYA' from 'https://tdm.silogroup.org/data/derivative_storage/HUYA.csv'.
[2025-11-25T10:48:57.534399] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'HUYA'.
[2025-11-25T10:48:57.534831] [INFO ] [FORECASTER] Starting predict_future for HUYA
[2025-11-25T10:48:57.535628] [DEBUG] [LOCAL     ] No optimal features file found for HUYA: ./output/feature-sets/HUYA.txt
[2025-11-25T10:48:57.535719] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:48:57.535765] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:48:57.535804] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:48:57.535872] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:48:57.604630] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:48:57.605376] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:48:57.605476] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:48:57.605525] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:48:57.708794] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:48:57.708988] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:48:57.709035] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:48:57.709070] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:48:57.712664] [DEBUG] [FORECASTER] HUYA: Forecast T+1@11:T+2@11: DOWN (p=47.44%)
[2025-11-25T10:48:57.712984] [INFO ] [FORECASTER] Completed predict_future for HUYA
[2025-11-25T10:48:57.713163] [INFO ] [sig       ] HUYA: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:48:57.853723] [INFO ] [LOCAL     ] Saved forecast: HUYA	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/HUYA.txt
[2025-11-25T10:48:57.853918] [INFO ] [sig       ] [940/2057] Completed HUYA in 0.3s | 2.88 sym/s | Total: 5.4m | ETA: 6.5m
[2025-11-25T10:48:57.853973] [INFO ] [sig       ] [941/2057] Forecasting HVT...
[2025-11-25T10:48:57.854016] [INFO ] [sig       ] Generating forecast for: HVT
[2025-11-25T10:48:57.854059] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HVT' from 'https://tdm.silogroup.org/data/derivative_storage/HVT.csv'.
[2025-11-25T10:48:57.866012] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'HVT'.
[2025-11-25T10:48:57.866453] [INFO ] [FORECASTER] Starting predict_future for HVT
[2025-11-25T10:48:57.867291] [DEBUG] [LOCAL     ] No optimal features file found for HVT: ./output/feature-sets/HVT.txt
[2025-11-25T10:48:57.867361] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:48:57.867407] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:48:57.867467] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:48:57.867538] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:48:57.933022] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:48:57.933922] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:48:57.934020] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:48:57.934069] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:48:58.049926] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:48:58.050085] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:48:58.050129] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:48:58.050163] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:48:58.053434] [DEBUG] [FORECASTER] HVT: Forecast T+1@11:T+2@11: DOWN (p=12.17%)
[2025-11-25T10:48:58.053736] [INFO ] [FORECASTER] Completed predict_future for HVT
[2025-11-25T10:48:58.053922] [INFO ] [sig       ] HVT: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:48:58.195177] [INFO ] [LOCAL     ] Saved forecast: HVT	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/HVT.txt
[2025-11-25T10:48:58.195336] [INFO ] [sig       ] [941/2057] Completed HVT in 0.3s | 2.88 sym/s | Total: 5.4m | ETA: 6.5m
[2025-11-25T10:48:58.195389] [INFO ] [sig       ] [942/2057] Forecasting HWM...
[2025-11-25T10:48:58.195432] [INFO ] [sig       ] Generating forecast for: HWM
[2025-11-25T10:48:58.195475] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HWM' from 'https://tdm.silogroup.org/data/derivative_storage/HWM.csv'.
[2025-11-25T10:48:58.208388] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'HWM'.
[2025-11-25T10:48:58.208839] [INFO ] [FORECASTER] Starting predict_future for HWM
[2025-11-25T10:48:58.209633] [DEBUG] [LOCAL     ] No optimal features file found for HWM: ./output/feature-sets/HWM.txt
[2025-11-25T10:48:58.209726] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:48:58.209773] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:48:58.209813] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:48:58.209881] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:48:58.280778] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:48:58.281734] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:48:58.281847] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:48:58.281897] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:48:58.403592] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:48:58.403811] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:48:58.403859] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:48:58.403894] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:48:58.407477] [DEBUG] [FORECASTER] HWM: Forecast T+1@11:T+2@11: DOWN (p=7.23%)
[2025-11-25T10:48:58.407977] [INFO ] [FORECASTER] Completed predict_future for HWM
[2025-11-25T10:48:58.408238] [INFO ] [sig       ] HWM: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:48:58.598259] [INFO ] [LOCAL     ] Saved forecast: HWM	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/HWM.txt
[2025-11-25T10:48:58.598432] [INFO ] [sig       ] [942/2057] Completed HWM in 0.4s | 2.88 sym/s | Total: 5.4m | ETA: 6.4m
[2025-11-25T10:48:58.598486] [INFO ] [sig       ] [943/2057] Forecasting HXL...
[2025-11-25T10:48:58.598529] [INFO ] [sig       ] Generating forecast for: HXL
[2025-11-25T10:48:58.598570] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HXL' from 'https://tdm.silogroup.org/data/derivative_storage/HXL.csv'.
[2025-11-25T10:48:58.610728] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'HXL'.
[2025-11-25T10:48:58.611147] [INFO ] [FORECASTER] Starting predict_future for HXL
[2025-11-25T10:48:58.612003] [DEBUG] [LOCAL     ] No optimal features file found for HXL: ./output/feature-sets/HXL.txt
[2025-11-25T10:48:58.612074] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:48:58.612119] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:48:58.612159] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:48:58.612229] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:48:58.677091] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:48:58.677760] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:48:58.677857] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:48:58.677905] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:48:58.794079] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:48:58.794280] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:48:58.794329] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:48:58.794365] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:48:58.797924] [DEBUG] [FORECASTER] HXL: Forecast T+1@11:T+2@11: DOWN (p=9.80%)
[2025-11-25T10:48:58.798213] [INFO ] [FORECASTER] Completed predict_future for HXL
[2025-11-25T10:48:58.798382] [INFO ] [sig       ] HXL: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:48:58.940992] [INFO ] [LOCAL     ] Saved forecast: HXL	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/HXL.txt
[2025-11-25T10:48:58.941200] [INFO ] [sig       ] [943/2057] Completed HXL in 0.3s | 2.88 sym/s | Total: 5.5m | ETA: 6.4m
[2025-11-25T10:48:58.941259] [INFO ] [sig       ] [944/2057] Forecasting HY...
[2025-11-25T10:48:58.941313] [INFO ] [sig       ] Generating forecast for: HY
[2025-11-25T10:48:58.941366] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HY' from 'https://tdm.silogroup.org/data/derivative_storage/HY.csv'.
[2025-11-25T10:48:58.954250] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'HY'.
[2025-11-25T10:48:58.954753] [INFO ] [FORECASTER] Starting predict_future for HY
[2025-11-25T10:48:58.955547] [DEBUG] [LOCAL     ] No optimal features file found for HY: ./output/feature-sets/HY.txt
[2025-11-25T10:48:58.955617] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:48:58.955685] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:48:58.955727] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:48:58.955795] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:48:59.024097] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:48:59.025063] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:48:59.025165] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:48:59.025209] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:48:59.143741] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:48:59.143951] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:48:59.143998] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:48:59.144033] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:48:59.147546] [DEBUG] [FORECASTER] HY: Forecast T+1@11:T+2@11: DOWN (p=23.04%)
[2025-11-25T10:48:59.147905] [INFO ] [FORECASTER] Completed predict_future for HY
[2025-11-25T10:48:59.148252] [INFO ] [sig       ] HY: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:48:59.289340] [INFO ] [LOCAL     ] Saved forecast: HY	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/HY.txt
[2025-11-25T10:48:59.289504] [INFO ] [sig       ] [944/2057] Completed HY in 0.3s | 2.88 sym/s | Total: 5.5m | ETA: 6.4m
[2025-11-25T10:48:59.289557] [INFO ] [sig       ] [945/2057] Forecasting HYI...
[2025-11-25T10:48:59.289601] [INFO ] [sig       ] Generating forecast for: HYI
[2025-11-25T10:48:59.289671] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HYI' from 'https://tdm.silogroup.org/data/derivative_storage/HYI.csv'.
[2025-11-25T10:48:59.303440] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'HYI'.
[2025-11-25T10:48:59.303918] [INFO ] [FORECASTER] Starting predict_future for HYI
[2025-11-25T10:48:59.304707] [DEBUG] [LOCAL     ] No optimal features file found for HYI: ./output/feature-sets/HYI.txt
[2025-11-25T10:48:59.304777] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:48:59.304822] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:48:59.304864] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:48:59.304931] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:48:59.370428] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:48:59.371072] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:48:59.371171] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:48:59.371220] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:48:59.488020] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:48:59.488168] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:48:59.488211] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:48:59.488246] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:48:59.491513] [DEBUG] [FORECASTER] HYI: Forecast T+1@11:T+2@11: DOWN (p=38.84%)
[2025-11-25T10:48:59.491944] [INFO ] [FORECASTER] Completed predict_future for HYI
[2025-11-25T10:48:59.492176] [INFO ] [sig       ] HYI: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:48:59.635257] [INFO ] [LOCAL     ] Saved forecast: HYI	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/HYI.txt
[2025-11-25T10:48:59.635420] [INFO ] [sig       ] [945/2057] Completed HYI in 0.3s | 2.88 sym/s | Total: 5.5m | ETA: 6.4m
[2025-11-25T10:48:59.635473] [INFO ] [sig       ] [946/2057] Forecasting HYT...
[2025-11-25T10:48:59.635516] [INFO ] [sig       ] Generating forecast for: HYT
[2025-11-25T10:48:59.635558] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HYT' from 'https://tdm.silogroup.org/data/derivative_storage/HYT.csv'.
[2025-11-25T10:48:59.649060] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'HYT'.
[2025-11-25T10:48:59.649430] [INFO ] [FORECASTER] Starting predict_future for HYT
[2025-11-25T10:48:59.650229] [DEBUG] [LOCAL     ] No optimal features file found for HYT: ./output/feature-sets/HYT.txt
[2025-11-25T10:48:59.650298] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:48:59.650344] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:48:59.650385] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:48:59.650454] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:48:59.716336] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:48:59.717077] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:48:59.717176] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:48:59.717220] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:48:59.833987] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:48:59.834190] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:48:59.834237] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:48:59.834271] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:48:59.837719] [DEBUG] [FORECASTER] HYT: Forecast T+1@11:T+2@11: UP (p=95.24%)
[2025-11-25T10:48:59.838002] [INFO ] [FORECASTER] Completed predict_future for HYT
[2025-11-25T10:48:59.838152] [INFO ] [sig       ] HYT: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:48:59.982073] [INFO ] [LOCAL     ] Saved forecast: HYT	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/HYT.txt
[2025-11-25T10:48:59.982305] [INFO ] [sig       ] [946/2057] Completed HYT in 0.3s | 2.88 sym/s | Total: 5.5m | ETA: 6.4m
[2025-11-25T10:48:59.982363] [INFO ] [sig       ] [947/2057] Forecasting HZO...
[2025-11-25T10:48:59.982406] [INFO ] [sig       ] Generating forecast for: HZO
[2025-11-25T10:48:59.982446] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HZO' from 'https://tdm.silogroup.org/data/derivative_storage/HZO.csv'.
[2025-11-25T10:48:59.995073] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'HZO'.
[2025-11-25T10:48:59.995523] [INFO ] [FORECASTER] Starting predict_future for HZO
[2025-11-25T10:48:59.996354] [DEBUG] [LOCAL     ] No optimal features file found for HZO: ./output/feature-sets/HZO.txt
[2025-11-25T10:48:59.996425] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:48:59.996471] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:48:59.996511] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:48:59.996581] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:49:00.061331] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:49:00.062233] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:49:00.062333] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:49:00.062380] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:49:00.186230] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:49:00.186455] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:49:00.186515] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:49:00.186560] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:49:00.190016] [DEBUG] [FORECASTER] HZO: Forecast T+1@11:T+2@11: UP (p=61.51%)
[2025-11-25T10:49:00.190322] [INFO ] [FORECASTER] Completed predict_future for HZO
[2025-11-25T10:49:00.190493] [INFO ] [sig       ] HZO: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:49:00.337131] [INFO ] [LOCAL     ] Saved forecast: HZO	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/HZO.txt
[2025-11-25T10:49:00.337311] [INFO ] [sig       ] [947/2057] Completed HZO in 0.4s | 2.88 sym/s | Total: 5.5m | ETA: 6.4m
[2025-11-25T10:49:00.337369] [INFO ] [sig       ] [948/2057] Forecasting IAE...
[2025-11-25T10:49:00.337415] [INFO ] [sig       ] Generating forecast for: IAE
[2025-11-25T10:49:00.337461] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IAE' from 'https://tdm.silogroup.org/data/derivative_storage/IAE.csv'.
[2025-11-25T10:49:00.349903] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'IAE'.
[2025-11-25T10:49:00.350319] [INFO ] [FORECASTER] Starting predict_future for IAE
[2025-11-25T10:49:00.351137] [DEBUG] [LOCAL     ] No optimal features file found for IAE: ./output/feature-sets/IAE.txt
[2025-11-25T10:49:00.351207] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:49:00.351255] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:49:00.351295] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:49:00.351364] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:49:00.419746] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:49:00.420589] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:49:00.420710] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:49:00.420759] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:49:00.516226] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:49:00.516411] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:49:00.516460] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:49:00.516496] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:49:00.521246] [DEBUG] [FORECASTER] IAE: Forecast T+1@11:T+2@11: DOWN (p=16.44%)
[2025-11-25T10:49:00.521714] [INFO ] [FORECASTER] Completed predict_future for IAE
[2025-11-25T10:49:00.521895] [INFO ] [sig       ] IAE: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:49:00.671720] [INFO ] [LOCAL     ] Saved forecast: IAE	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/IAE.txt
[2025-11-25T10:49:00.671915] [INFO ] [sig       ] [948/2057] Completed IAE in 0.3s | 2.88 sym/s | Total: 5.5m | ETA: 6.4m
[2025-11-25T10:49:00.671970] [INFO ] [sig       ] [949/2057] Forecasting IAG...
[2025-11-25T10:49:00.672013] [INFO ] [sig       ] Generating forecast for: IAG
[2025-11-25T10:49:00.672056] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IAG' from 'https://tdm.silogroup.org/data/derivative_storage/IAG.csv'.
[2025-11-25T10:49:00.683901] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'IAG'.
[2025-11-25T10:49:00.684267] [INFO ] [FORECASTER] Starting predict_future for IAG
[2025-11-25T10:49:00.685059] [DEBUG] [LOCAL     ] No optimal features file found for IAG: ./output/feature-sets/IAG.txt
[2025-11-25T10:49:00.685129] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:49:00.685175] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:49:00.685217] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:49:00.685287] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:49:00.753272] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:49:00.753913] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:49:00.754005] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:49:00.754052] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:49:01.415116] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:49:01.415328] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:49:01.415385] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:49:01.415429] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:49:01.419083] [DEBUG] [FORECASTER] IAG: Forecast T+1@11:T+2@11: DOWN (p=1.63%)
[2025-11-25T10:49:01.419409] [INFO ] [FORECASTER] Completed predict_future for IAG
[2025-11-25T10:49:01.419580] [INFO ] [sig       ] IAG: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:49:01.565290] [INFO ] [LOCAL     ] Saved forecast: IAG	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/IAG.txt
[2025-11-25T10:49:01.565513] [INFO ] [sig       ] [949/2057] Completed IAG in 0.9s | 2.88 sym/s | Total: 5.5m | ETA: 6.4m
[2025-11-25T10:49:01.565582] [INFO ] [sig       ] [950/2057] Forecasting IBM...
[2025-11-25T10:49:01.565629] [INFO ] [sig       ] Generating forecast for: IBM
[2025-11-25T10:49:01.565700] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IBM' from 'https://tdm.silogroup.org/data/derivative_storage/IBM.csv'.
[2025-11-25T10:49:01.577911] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'IBM'.
[2025-11-25T10:49:01.578364] [INFO ] [FORECASTER] Starting predict_future for IBM
[2025-11-25T10:49:01.579180] [DEBUG] [LOCAL     ] No optimal features file found for IBM: ./output/feature-sets/IBM.txt
[2025-11-25T10:49:01.579252] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:49:01.579298] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:49:01.579341] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:49:01.579411] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:49:01.644283] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:49:01.645181] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:49:01.645283] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:49:01.645333] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:49:01.766432] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:49:01.766686] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:49:01.766743] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:49:01.766778] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:49:01.770281] [DEBUG] [FORECASTER] IBM: Forecast T+1@11:T+2@11: UP (p=53.64%)
[2025-11-25T10:49:01.770607] [INFO ] [FORECASTER] Completed predict_future for IBM
[2025-11-25T10:49:01.770783] [INFO ] [sig       ] IBM: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:49:01.917190] [INFO ] [LOCAL     ] Saved forecast: IBM	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/IBM.txt
[2025-11-25T10:49:01.917393] [INFO ] [sig       ] [950/2057] Completed IBM in 0.4s | 2.88 sym/s | Total: 5.5m | ETA: 6.4m
[2025-11-25T10:49:01.917451] [INFO ] [sig       ] [951/2057] Forecasting IBN...
[2025-11-25T10:49:01.917496] [INFO ] [sig       ] Generating forecast for: IBN
[2025-11-25T10:49:01.917540] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IBN' from 'https://tdm.silogroup.org/data/derivative_storage/IBN.csv'.
[2025-11-25T10:49:01.930063] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'IBN'.
[2025-11-25T10:49:01.930565] [INFO ] [FORECASTER] Starting predict_future for IBN
[2025-11-25T10:49:01.931475] [DEBUG] [LOCAL     ] No optimal features file found for IBN: ./output/feature-sets/IBN.txt
[2025-11-25T10:49:01.931555] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:49:01.931605] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:49:01.931677] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:49:01.931751] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:49:02.011338] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:49:02.012363] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:49:02.012486] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:49:02.012536] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:49:02.128851] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:49:02.129023] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:49:02.129071] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:49:02.129109] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:49:02.132830] [DEBUG] [FORECASTER] IBN: Forecast T+1@11:T+2@11: DOWN (p=21.70%)
[2025-11-25T10:49:02.133145] [INFO ] [FORECASTER] Completed predict_future for IBN
[2025-11-25T10:49:02.133319] [INFO ] [sig       ] IBN: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:49:02.276440] [INFO ] [LOCAL     ] Saved forecast: IBN	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/IBN.txt
[2025-11-25T10:49:02.276612] [INFO ] [sig       ] [951/2057] Completed IBN in 0.4s | 2.88 sym/s | Total: 5.5m | ETA: 6.4m
[2025-11-25T10:49:02.276686] [INFO ] [sig       ] [952/2057] Forecasting IBP...
[2025-11-25T10:49:02.276731] [INFO ] [sig       ] Generating forecast for: IBP
[2025-11-25T10:49:02.276773] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IBP' from 'https://tdm.silogroup.org/data/derivative_storage/IBP.csv'.
[2025-11-25T10:49:02.289573] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'IBP'.
[2025-11-25T10:49:02.290078] [INFO ] [FORECASTER] Starting predict_future for IBP
[2025-11-25T10:49:02.290910] [DEBUG] [LOCAL     ] No optimal features file found for IBP: ./output/feature-sets/IBP.txt
[2025-11-25T10:49:02.290980] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:49:02.291027] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:49:02.291069] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:49:02.291138] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:49:02.357688] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:49:02.358570] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:49:02.358701] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:49:02.358754] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:49:02.471319] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:49:02.471528] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:49:02.471575] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:49:02.471612] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:49:02.475172] [DEBUG] [FORECASTER] IBP: Forecast T+1@11:T+2@11: DOWN (p=35.79%)
[2025-11-25T10:49:02.475541] [INFO ] [FORECASTER] Completed predict_future for IBP
[2025-11-25T10:49:02.475753] [INFO ] [sig       ] IBP: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:49:02.617799] [INFO ] [LOCAL     ] Saved forecast: IBP	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/IBP.txt
[2025-11-25T10:49:02.617969] [INFO ] [sig       ] [952/2057] Completed IBP in 0.3s | 2.88 sym/s | Total: 5.5m | ETA: 6.4m
[2025-11-25T10:49:02.618024] [INFO ] [sig       ] [953/2057] Forecasting ICE...
[2025-11-25T10:49:02.618067] [INFO ] [sig       ] Generating forecast for: ICE
[2025-11-25T10:49:02.618109] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ICE' from 'https://tdm.silogroup.org/data/derivative_storage/ICE.csv'.
[2025-11-25T10:49:02.630231] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'ICE'.
[2025-11-25T10:49:02.630608] [INFO ] [FORECASTER] Starting predict_future for ICE
[2025-11-25T10:49:02.631393] [DEBUG] [LOCAL     ] No optimal features file found for ICE: ./output/feature-sets/ICE.txt
[2025-11-25T10:49:02.631467] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:49:02.631513] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:49:02.631553] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:49:02.631620] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:49:02.696446] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:49:02.697241] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:49:02.697343] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:49:02.697392] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:49:02.797258] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:49:02.797473] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:49:02.797520] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:49:02.797556] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:49:02.801056] [DEBUG] [FORECASTER] ICE: Forecast T+1@11:T+2@11: UP (p=83.50%)
[2025-11-25T10:49:02.801402] [INFO ] [FORECASTER] Completed predict_future for ICE
[2025-11-25T10:49:02.801580] [INFO ] [sig       ] ICE: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:49:02.942158] [INFO ] [LOCAL     ] Saved forecast: ICE	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/ICE.txt
[2025-11-25T10:49:02.942333] [INFO ] [sig       ] [953/2057] Completed ICE in 0.3s | 2.88 sym/s | Total: 5.5m | ETA: 6.4m
[2025-11-25T10:49:02.942389] [INFO ] [sig       ] [954/2057] Forecasting ICL...
[2025-11-25T10:49:02.942433] [INFO ] [sig       ] Generating forecast for: ICL
[2025-11-25T10:49:02.942476] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ICL' from 'https://tdm.silogroup.org/data/derivative_storage/ICL.csv'.
[2025-11-25T10:49:02.954044] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'ICL'.
[2025-11-25T10:49:02.954471] [INFO ] [FORECASTER] Starting predict_future for ICL
[2025-11-25T10:49:02.955281] [DEBUG] [LOCAL     ] No optimal features file found for ICL: ./output/feature-sets/ICL.txt
[2025-11-25T10:49:02.955351] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:49:02.955417] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:49:02.955459] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:49:02.955527] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:49:03.021481] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:49:03.022279] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:49:03.022380] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:49:03.022431] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:49:03.118123] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:49:03.118315] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:49:03.118361] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:49:03.118396] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:49:03.121929] [DEBUG] [FORECASTER] ICL: Forecast T+1@11:T+2@11: DOWN (p=10.56%)
[2025-11-25T10:49:03.122255] [INFO ] [FORECASTER] Completed predict_future for ICL
[2025-11-25T10:49:03.122422] [INFO ] [sig       ] ICL: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:49:03.274921] [INFO ] [LOCAL     ] Saved forecast: ICL	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/ICL.txt
[2025-11-25T10:49:03.275146] [INFO ] [sig       ] [954/2057] Completed ICL in 0.3s | 2.88 sym/s | Total: 5.5m | ETA: 6.4m
[2025-11-25T10:49:03.275231] [INFO ] [sig       ] [955/2057] Forecasting IDA...
[2025-11-25T10:49:03.275303] [INFO ] [sig       ] Generating forecast for: IDA
[2025-11-25T10:49:03.275374] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IDA' from 'https://tdm.silogroup.org/data/derivative_storage/IDA.csv'.
[2025-11-25T10:49:03.288404] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'IDA'.
[2025-11-25T10:49:03.288970] [INFO ] [FORECASTER] Starting predict_future for IDA
[2025-11-25T10:49:03.289885] [DEBUG] [LOCAL     ] No optimal features file found for IDA: ./output/feature-sets/IDA.txt
[2025-11-25T10:49:03.289959] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:49:03.290007] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:49:03.290049] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:49:03.290116] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:49:03.363777] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:49:03.364769] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:49:03.364872] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:49:03.364924] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:49:03.470825] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:49:03.471028] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:49:03.471077] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:49:03.471114] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:49:03.474680] [DEBUG] [FORECASTER] IDA: Forecast T+1@11:T+2@11: UP (p=63.36%)
[2025-11-25T10:49:03.474981] [INFO ] [FORECASTER] Completed predict_future for IDA
[2025-11-25T10:49:03.475132] [INFO ] [sig       ] IDA: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:49:03.622438] [INFO ] [LOCAL     ] Saved forecast: IDA	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/IDA.txt
[2025-11-25T10:49:03.622661] [INFO ] [sig       ] [955/2057] Completed IDA in 0.3s | 2.88 sym/s | Total: 5.5m | ETA: 6.4m
[2025-11-25T10:49:03.622719] [INFO ] [sig       ] [956/2057] Forecasting IDE...
[2025-11-25T10:49:03.622765] [INFO ] [sig       ] Generating forecast for: IDE
[2025-11-25T10:49:03.622808] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IDE' from 'https://tdm.silogroup.org/data/derivative_storage/IDE.csv'.
[2025-11-25T10:49:03.634739] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'IDE'.
[2025-11-25T10:49:03.635207] [INFO ] [FORECASTER] Starting predict_future for IDE
[2025-11-25T10:49:03.636062] [DEBUG] [LOCAL     ] No optimal features file found for IDE: ./output/feature-sets/IDE.txt
[2025-11-25T10:49:03.636134] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:49:03.636179] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:49:03.636221] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:49:03.636289] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:49:03.703560] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:49:03.704467] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:49:03.704575] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:49:03.704625] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:49:03.817633] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:49:03.817847] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:49:03.817895] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:49:03.817930] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:49:03.821366] [DEBUG] [FORECASTER] IDE: Forecast T+1@11:T+2@11: UP (p=95.00%)
[2025-11-25T10:49:03.821705] [INFO ] [FORECASTER] Completed predict_future for IDE
[2025-11-25T10:49:03.821867] [INFO ] [sig       ] IDE: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:49:03.962374] [INFO ] [LOCAL     ] Saved forecast: IDE	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/IDE.txt
[2025-11-25T10:49:03.962536] [INFO ] [sig       ] [956/2057] Completed IDE in 0.3s | 2.88 sym/s | Total: 5.5m | ETA: 6.4m
[2025-11-25T10:49:03.962589] [INFO ] [sig       ] [957/2057] Forecasting IEX...
[2025-11-25T10:49:03.962633] [INFO ] [sig       ] Generating forecast for: IEX
[2025-11-25T10:49:03.962696] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IEX' from 'https://tdm.silogroup.org/data/derivative_storage/IEX.csv'.
[2025-11-25T10:49:03.974614] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'IEX'.
[2025-11-25T10:49:03.974999] [INFO ] [FORECASTER] Starting predict_future for IEX
[2025-11-25T10:49:03.975797] [DEBUG] [LOCAL     ] No optimal features file found for IEX: ./output/feature-sets/IEX.txt
[2025-11-25T10:49:03.975866] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:49:03.975912] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:49:03.975952] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:49:03.976020] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:49:04.042393] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:49:04.043244] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:49:04.043339] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:49:04.043386] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:49:04.157931] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:49:04.158109] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:49:04.158164] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:49:04.158211] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:49:04.161457] [DEBUG] [FORECASTER] IEX: Forecast T+1@11:T+2@11: UP (p=67.92%)
[2025-11-25T10:49:04.161776] [INFO ] [FORECASTER] Completed predict_future for IEX
[2025-11-25T10:49:04.161941] [INFO ] [sig       ] IEX: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:49:04.307846] [INFO ] [LOCAL     ] Saved forecast: IEX	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/IEX.txt
[2025-11-25T10:49:04.308055] [INFO ] [sig       ] [957/2057] Completed IEX in 0.3s | 2.88 sym/s | Total: 5.5m | ETA: 6.4m
[2025-11-25T10:49:04.308111] [INFO ] [sig       ] [958/2057] Forecasting IFF...
[2025-11-25T10:49:04.308164] [INFO ] [sig       ] Generating forecast for: IFF
[2025-11-25T10:49:04.308209] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IFF' from 'https://tdm.silogroup.org/data/derivative_storage/IFF.csv'.
[2025-11-25T10:49:04.320442] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'IFF'.
[2025-11-25T10:49:04.320839] [INFO ] [FORECASTER] Starting predict_future for IFF
[2025-11-25T10:49:04.321639] [DEBUG] [LOCAL     ] No optimal features file found for IFF: ./output/feature-sets/IFF.txt
[2025-11-25T10:49:04.321728] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:49:04.321773] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:49:04.321814] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:49:04.321883] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:49:04.387602] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:49:04.388317] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:49:04.388414] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:49:04.388462] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:49:04.491231] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:49:04.491415] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:49:04.491461] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:49:04.491495] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:49:04.494916] [DEBUG] [FORECASTER] IFF: Forecast T+1@11:T+2@11: UP (p=90.44%)
[2025-11-25T10:49:04.495396] [INFO ] [FORECASTER] Completed predict_future for IFF
[2025-11-25T10:49:04.495624] [INFO ] [sig       ] IFF: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:49:04.635948] [INFO ] [LOCAL     ] Saved forecast: IFF	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/IFF.txt
[2025-11-25T10:49:04.636146] [INFO ] [sig       ] [958/2057] Completed IFF in 0.3s | 2.88 sym/s | Total: 5.5m | ETA: 6.4m
[2025-11-25T10:49:04.636200] [INFO ] [sig       ] [959/2057] Forecasting IFN...
[2025-11-25T10:49:04.636245] [INFO ] [sig       ] Generating forecast for: IFN
[2025-11-25T10:49:04.636285] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IFN' from 'https://tdm.silogroup.org/data/derivative_storage/IFN.csv'.
[2025-11-25T10:49:04.648871] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'IFN'.
[2025-11-25T10:49:04.649323] [INFO ] [FORECASTER] Starting predict_future for IFN
[2025-11-25T10:49:04.650242] [DEBUG] [LOCAL     ] No optimal features file found for IFN: ./output/feature-sets/IFN.txt
[2025-11-25T10:49:04.650317] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:49:04.650373] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:49:04.650418] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:49:04.650496] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:49:04.719133] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:49:04.719883] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:49:04.719983] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:49:04.720030] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:49:04.817230] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:49:04.817429] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:49:04.817482] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:49:04.817518] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:49:04.821073] [DEBUG] [FORECASTER] IFN: Forecast T+1@11:T+2@11: UP (p=51.30%)
[2025-11-25T10:49:04.821381] [INFO ] [FORECASTER] Completed predict_future for IFN
[2025-11-25T10:49:04.821533] [INFO ] [sig       ] IFN: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:49:04.972851] [INFO ] [LOCAL     ] Saved forecast: IFN	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/IFN.txt
[2025-11-25T10:49:04.973069] [INFO ] [sig       ] [959/2057] Completed IFN in 0.3s | 2.88 sym/s | Total: 5.6m | ETA: 6.4m
[2025-11-25T10:49:04.973125] [INFO ] [sig       ] [960/2057] Forecasting IFS...
[2025-11-25T10:49:04.973178] [INFO ] [sig       ] Generating forecast for: IFS
[2025-11-25T10:49:04.973238] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IFS' from 'https://tdm.silogroup.org/data/derivative_storage/IFS.csv'.
[2025-11-25T10:49:04.985080] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'IFS'.
[2025-11-25T10:49:04.985524] [INFO ] [FORECASTER] Starting predict_future for IFS
[2025-11-25T10:49:04.986358] [DEBUG] [LOCAL     ] No optimal features file found for IFS: ./output/feature-sets/IFS.txt
[2025-11-25T10:49:04.986429] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:49:04.986475] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:49:04.986515] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:49:04.986583] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:49:05.051523] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:49:05.052408] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:49:05.052507] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:49:05.052554] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:49:05.145791] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:49:05.145975] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:49:05.146021] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:49:05.146056] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:49:05.149395] [DEBUG] [FORECASTER] IFS: Forecast T+1@11:T+2@11: UP (p=50.30%)
[2025-11-25T10:49:05.149732] [INFO ] [FORECASTER] Completed predict_future for IFS
[2025-11-25T10:49:05.149897] [INFO ] [sig       ] IFS: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:49:05.291681] [INFO ] [LOCAL     ] Saved forecast: IFS	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/IFS.txt
[2025-11-25T10:49:05.291851] [INFO ] [sig       ] [960/2057] Completed IFS in 0.3s | 2.88 sym/s | Total: 5.6m | ETA: 6.4m
[2025-11-25T10:49:05.291906] [INFO ] [sig       ] [961/2057] Forecasting IGA...
[2025-11-25T10:49:05.291948] [INFO ] [sig       ] Generating forecast for: IGA
[2025-11-25T10:49:05.291991] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IGA' from 'https://tdm.silogroup.org/data/derivative_storage/IGA.csv'.
[2025-11-25T10:49:05.303176] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'IGA'.
[2025-11-25T10:49:05.303553] [INFO ] [FORECASTER] Starting predict_future for IGA
[2025-11-25T10:49:05.304345] [DEBUG] [LOCAL     ] No optimal features file found for IGA: ./output/feature-sets/IGA.txt
[2025-11-25T10:49:05.304415] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:49:05.304460] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:49:05.304501] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:49:05.304570] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:49:05.369915] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:49:05.370840] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:49:05.370942] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:49:05.370989] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:49:05.471790] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:49:05.471997] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:49:05.472047] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:49:05.472084] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:49:05.475894] [DEBUG] [FORECASTER] IGA: Forecast T+1@11:T+2@11: UP (p=86.96%)
[2025-11-25T10:49:05.476271] [INFO ] [FORECASTER] Completed predict_future for IGA
[2025-11-25T10:49:05.476435] [INFO ] [sig       ] IGA: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:49:05.621429] [INFO ] [LOCAL     ] Saved forecast: IGA	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/IGA.txt
[2025-11-25T10:49:05.621611] [INFO ] [sig       ] [961/2057] Completed IGA in 0.3s | 2.88 sym/s | Total: 5.6m | ETA: 6.3m
[2025-11-25T10:49:05.621692] [INFO ] [sig       ] [962/2057] Forecasting IGD...
[2025-11-25T10:49:05.621750] [INFO ] [sig       ] Generating forecast for: IGD
[2025-11-25T10:49:05.621796] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IGD' from 'https://tdm.silogroup.org/data/derivative_storage/IGD.csv'.
[2025-11-25T10:49:05.633776] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'IGD'.
[2025-11-25T10:49:05.634237] [INFO ] [FORECASTER] Starting predict_future for IGD
[2025-11-25T10:49:05.635137] [DEBUG] [LOCAL     ] No optimal features file found for IGD: ./output/feature-sets/IGD.txt
[2025-11-25T10:49:05.635212] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:49:05.635260] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:49:05.635303] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:49:05.635372] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:49:05.701286] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:49:05.702241] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:49:05.702344] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:49:05.702393] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:49:05.813139] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:49:05.813366] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:49:05.813414] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:49:05.813451] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:49:05.817088] [DEBUG] [FORECASTER] IGD: Forecast T+1@11:T+2@11: DOWN (p=36.36%)
[2025-11-25T10:49:05.817385] [INFO ] [FORECASTER] Completed predict_future for IGD
[2025-11-25T10:49:05.817535] [INFO ] [sig       ] IGD: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:49:05.959456] [INFO ] [LOCAL     ] Saved forecast: IGD	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/IGD.txt
[2025-11-25T10:49:05.959670] [INFO ] [sig       ] [962/2057] Completed IGD in 0.3s | 2.88 sym/s | Total: 5.6m | ETA: 6.3m
[2025-11-25T10:49:05.959728] [INFO ] [sig       ] [963/2057] Forecasting IGI...
[2025-11-25T10:49:05.959776] [INFO ] [sig       ] Generating forecast for: IGI
[2025-11-25T10:49:05.959828] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IGI' from 'https://tdm.silogroup.org/data/derivative_storage/IGI.csv'.
[2025-11-25T10:49:05.970631] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'IGI'.
[2025-11-25T10:49:05.971031] [INFO ] [FORECASTER] Starting predict_future for IGI
[2025-11-25T10:49:05.971847] [DEBUG] [LOCAL     ] No optimal features file found for IGI: ./output/feature-sets/IGI.txt
[2025-11-25T10:49:05.971917] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:49:05.971963] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:49:05.972003] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:49:05.972071] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:49:06.039910] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:49:06.040822] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:49:06.040944] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:49:06.040996] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:49:06.136034] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:49:06.136184] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:49:06.136228] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:49:06.136262] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:49:06.139790] [DEBUG] [FORECASTER] IGI: Forecast T+1@11:T+2@11: DOWN (p=5.35%)
[2025-11-25T10:49:06.140105] [INFO ] [FORECASTER] Completed predict_future for IGI
[2025-11-25T10:49:06.140259] [INFO ] [sig       ] IGI: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:49:06.282557] [INFO ] [LOCAL     ] Saved forecast: IGI	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/IGI.txt
[2025-11-25T10:49:06.282775] [INFO ] [sig       ] [963/2057] Completed IGI in 0.3s | 2.88 sym/s | Total: 5.6m | ETA: 6.3m
[2025-11-25T10:49:06.282831] [INFO ] [sig       ] [964/2057] Forecasting IGR...
[2025-11-25T10:49:06.282868] [INFO ] [sig       ] Generating forecast for: IGR
[2025-11-25T10:49:06.282908] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IGR' from 'https://tdm.silogroup.org/data/derivative_storage/IGR.csv'.
[2025-11-25T10:49:06.295028] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'IGR'.
[2025-11-25T10:49:06.295487] [INFO ] [FORECASTER] Starting predict_future for IGR
[2025-11-25T10:49:06.296505] [DEBUG] [LOCAL     ] No optimal features file found for IGR: ./output/feature-sets/IGR.txt
[2025-11-25T10:49:06.296597] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:49:06.296681] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:49:06.296732] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:49:06.296815] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:49:06.364781] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:49:06.365671] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:49:06.365768] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:49:06.365811] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:49:06.469865] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:49:06.470069] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:49:06.470121] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:49:06.470157] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:49:06.473527] [DEBUG] [FORECASTER] IGR: Forecast T+1@11:T+2@11: DOWN (p=15.30%)
[2025-11-25T10:49:06.473849] [INFO ] [FORECASTER] Completed predict_future for IGR
[2025-11-25T10:49:06.474172] [INFO ] [sig       ] IGR: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:49:06.615967] [INFO ] [LOCAL     ] Saved forecast: IGR	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/IGR.txt
[2025-11-25T10:49:06.616156] [INFO ] [sig       ] [964/2057] Completed IGR in 0.3s | 2.88 sym/s | Total: 5.6m | ETA: 6.3m
[2025-11-25T10:49:06.616212] [INFO ] [sig       ] [965/2057] Forecasting IHD...
[2025-11-25T10:49:06.616255] [INFO ] [sig       ] Generating forecast for: IHD
[2025-11-25T10:49:06.616296] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IHD' from 'https://tdm.silogroup.org/data/derivative_storage/IHD.csv'.
[2025-11-25T10:49:06.628855] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'IHD'.
[2025-11-25T10:49:06.629275] [INFO ] [FORECASTER] Starting predict_future for IHD
[2025-11-25T10:49:06.630057] [DEBUG] [LOCAL     ] No optimal features file found for IHD: ./output/feature-sets/IHD.txt
[2025-11-25T10:49:06.630127] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:49:06.630172] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:49:06.630214] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:49:06.630282] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:49:06.696720] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:49:06.697612] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:49:06.697732] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:49:06.697781] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:49:06.800485] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:49:06.800708] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:49:06.800762] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:49:06.800796] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:49:06.805227] [DEBUG] [FORECASTER] IHD: Forecast T+1@11:T+2@11: UP (p=66.78%)
[2025-11-25T10:49:06.805521] [INFO ] [FORECASTER] Completed predict_future for IHD
[2025-11-25T10:49:06.805693] [INFO ] [sig       ] IHD: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:49:06.948992] [INFO ] [LOCAL     ] Saved forecast: IHD	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/IHD.txt
[2025-11-25T10:49:06.949173] [INFO ] [sig       ] [965/2057] Completed IHD in 0.3s | 2.88 sym/s | Total: 5.6m | ETA: 6.3m
[2025-11-25T10:49:06.949228] [INFO ] [sig       ] [966/2057] Forecasting IHG...
[2025-11-25T10:49:06.949273] [INFO ] [sig       ] Generating forecast for: IHG
[2025-11-25T10:49:06.949317] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IHG' from 'https://tdm.silogroup.org/data/derivative_storage/IHG.csv'.
[2025-11-25T10:49:06.965425] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'IHG'.
[2025-11-25T10:49:06.966194] [INFO ] [FORECASTER] Starting predict_future for IHG
[2025-11-25T10:49:06.967510] [DEBUG] [LOCAL     ] No optimal features file found for IHG: ./output/feature-sets/IHG.txt
[2025-11-25T10:49:06.967589] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:49:06.967664] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:49:06.967711] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:49:06.967787] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:49:07.042184] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:49:07.043687] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:49:07.043814] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:49:07.043866] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:49:07.165329] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:49:07.165611] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:49:07.165684] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:49:07.165758] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:49:07.169948] [DEBUG] [FORECASTER] IHG: Forecast T+1@11:T+2@11: UP (p=90.72%)
[2025-11-25T10:49:07.170329] [INFO ] [FORECASTER] Completed predict_future for IHG
[2025-11-25T10:49:07.170550] [INFO ] [sig       ] IHG: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:49:07.330270] [INFO ] [LOCAL     ] Saved forecast: IHG	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/IHG.txt
[2025-11-25T10:49:07.330500] [INFO ] [sig       ] [966/2057] Completed IHG in 0.4s | 2.88 sym/s | Total: 5.6m | ETA: 6.3m
[2025-11-25T10:49:07.330573] [INFO ] [sig       ] [967/2057] Forecasting IHS...
[2025-11-25T10:49:07.330629] [INFO ] [sig       ] Generating forecast for: IHS
[2025-11-25T10:49:07.330703] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IHS' from 'https://tdm.silogroup.org/data/derivative_storage/IHS.csv'.
[2025-11-25T10:49:07.343739] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'IHS'.
[2025-11-25T10:49:07.344378] [INFO ] [FORECASTER] Starting predict_future for IHS
[2025-11-25T10:49:07.345420] [DEBUG] [LOCAL     ] No optimal features file found for IHS: ./output/feature-sets/IHS.txt
[2025-11-25T10:49:07.345494] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:49:07.345562] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:49:07.345606] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:49:07.345892] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:49:07.417151] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:49:07.418390] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:49:07.418494] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:49:07.418537] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:49:07.518488] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:49:07.518704] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:49:07.518759] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:49:07.518795] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:49:07.522223] [DEBUG] [FORECASTER] IHS: Forecast T+1@11:T+2@11: UP (p=55.31%)
[2025-11-25T10:49:07.522514] [INFO ] [FORECASTER] Completed predict_future for IHS
[2025-11-25T10:49:07.522675] [INFO ] [sig       ] IHS: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:49:07.663785] [INFO ] [LOCAL     ] Saved forecast: IHS	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/IHS.txt
[2025-11-25T10:49:07.663976] [INFO ] [sig       ] [967/2057] Completed IHS in 0.3s | 2.88 sym/s | Total: 5.6m | ETA: 6.3m
[2025-11-25T10:49:07.664032] [INFO ] [sig       ] [968/2057] Forecasting IIF...
[2025-11-25T10:49:07.664078] [INFO ] [sig       ] Generating forecast for: IIF
[2025-11-25T10:49:07.664120] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IIF' from 'https://tdm.silogroup.org/data/derivative_storage/IIF.csv'.
[2025-11-25T10:49:07.675260] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'IIF'.
[2025-11-25T10:49:07.675735] [INFO ] [FORECASTER] Starting predict_future for IIF
[2025-11-25T10:49:07.676550] [DEBUG] [LOCAL     ] No optimal features file found for IIF: ./output/feature-sets/IIF.txt
[2025-11-25T10:49:07.676627] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:49:07.676711] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:49:07.676756] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:49:07.676827] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:49:07.743748] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:49:07.744632] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:49:07.744758] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:49:07.744808] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:49:07.834946] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:49:07.835149] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:49:07.835197] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:49:07.835232] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:49:07.838950] [DEBUG] [FORECASTER] IIF: Forecast T+1@11:T+2@11: UP (p=97.34%)
[2025-11-25T10:49:07.839270] [INFO ] [FORECASTER] Completed predict_future for IIF
[2025-11-25T10:49:07.839424] [INFO ] [sig       ] IIF: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:49:07.985521] [INFO ] [LOCAL     ] Saved forecast: IIF	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/IIF.txt
[2025-11-25T10:49:07.985714] [INFO ] [sig       ] [968/2057] Completed IIF in 0.3s | 2.88 sym/s | Total: 5.6m | ETA: 6.3m
[2025-11-25T10:49:07.985777] [INFO ] [sig       ] [969/2057] Forecasting IIIN...
[2025-11-25T10:49:07.985820] [INFO ] [sig       ] Generating forecast for: IIIN
[2025-11-25T10:49:07.985862] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IIIN' from 'https://tdm.silogroup.org/data/derivative_storage/IIIN.csv'.
[2025-11-25T10:49:07.998161] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'IIIN'.
[2025-11-25T10:49:07.998602] [INFO ] [FORECASTER] Starting predict_future for IIIN
[2025-11-25T10:49:07.999429] [DEBUG] [LOCAL     ] No optimal features file found for IIIN: ./output/feature-sets/IIIN.txt
[2025-11-25T10:49:07.999499] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:49:07.999546] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:49:07.999586] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:49:07.999677] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:49:08.064682] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:49:08.065634] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:49:08.065772] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:49:08.065836] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:49:08.178547] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:49:08.178771] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:49:08.178825] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:49:08.178860] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:49:08.182734] [DEBUG] [FORECASTER] IIIN: Forecast T+1@11:T+2@11: UP (p=64.52%)
[2025-11-25T10:49:08.183066] [INFO ] [FORECASTER] Completed predict_future for IIIN
[2025-11-25T10:49:08.183242] [INFO ] [sig       ] IIIN: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:49:08.326381] [INFO ] [LOCAL     ] Saved forecast: IIIN	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/IIIN.txt
[2025-11-25T10:49:08.326549] [INFO ] [sig       ] [969/2057] Completed IIIN in 0.3s | 2.88 sym/s | Total: 5.6m | ETA: 6.3m
[2025-11-25T10:49:08.326598] [INFO ] [sig       ] [970/2057] Forecasting IIM...
[2025-11-25T10:49:08.326663] [INFO ] [sig       ] Generating forecast for: IIM
[2025-11-25T10:49:08.326713] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IIM' from 'https://tdm.silogroup.org/data/derivative_storage/IIM.csv'.
[2025-11-25T10:49:08.338165] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'IIM'.
[2025-11-25T10:49:08.338583] [INFO ] [FORECASTER] Starting predict_future for IIM
[2025-11-25T10:49:08.339399] [DEBUG] [LOCAL     ] No optimal features file found for IIM: ./output/feature-sets/IIM.txt
[2025-11-25T10:49:08.339470] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:49:08.339516] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:49:08.339556] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:49:08.339625] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:49:08.404995] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:49:08.405702] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:49:08.405798] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:49:08.405848] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:49:08.555852] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:49:08.556069] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:49:08.556133] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:49:08.556183] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:49:08.560527] [DEBUG] [FORECASTER] IIM: Forecast T+1@11:T+2@11: UP (p=98.98%)
[2025-11-25T10:49:08.560918] [INFO ] [FORECASTER] Completed predict_future for IIM
[2025-11-25T10:49:08.561117] [INFO ] [sig       ] IIM: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:49:08.705167] [INFO ] [LOCAL     ] Saved forecast: IIM	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/IIM.txt
[2025-11-25T10:49:08.705399] [INFO ] [sig       ] [970/2057] Completed IIM in 0.4s | 2.88 sym/s | Total: 5.6m | ETA: 6.3m
[2025-11-25T10:49:08.705488] [INFO ] [sig       ] [971/2057] Forecasting IIPR...
[2025-11-25T10:49:08.705555] [INFO ] [sig       ] Generating forecast for: IIPR
[2025-11-25T10:49:08.705622] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IIPR' from 'https://tdm.silogroup.org/data/derivative_storage/IIPR.csv'.
[2025-11-25T10:49:08.717711] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'IIPR'.
[2025-11-25T10:49:08.718162] [INFO ] [FORECASTER] Starting predict_future for IIPR
[2025-11-25T10:49:08.719039] [DEBUG] [LOCAL     ] No optimal features file found for IIPR: ./output/feature-sets/IIPR.txt
[2025-11-25T10:49:08.719114] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:49:08.719163] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:49:08.719206] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:49:08.719275] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:49:08.786273] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:49:08.787050] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:49:08.787162] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:49:08.787236] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:49:08.896333] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:49:08.896571] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:49:08.896619] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:49:08.896672] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:49:08.900190] [DEBUG] [FORECASTER] IIPR: Forecast T+1@11:T+2@11: UP (p=99.82%)
[2025-11-25T10:49:08.900491] [INFO ] [FORECASTER] Completed predict_future for IIPR
[2025-11-25T10:49:08.900657] [INFO ] [sig       ] IIPR: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:49:09.042455] [INFO ] [LOCAL     ] Saved forecast: IIPR	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/IIPR.txt
[2025-11-25T10:49:09.042691] [INFO ] [sig       ] [971/2057] Completed IIPR in 0.3s | 2.88 sym/s | Total: 5.6m | ETA: 6.3m
[2025-11-25T10:49:09.042753] [INFO ] [sig       ] [972/2057] Forecasting IMAX...
[2025-11-25T10:49:09.042798] [INFO ] [sig       ] Generating forecast for: IMAX
[2025-11-25T10:49:09.042842] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IMAX' from 'https://tdm.silogroup.org/data/derivative_storage/IMAX.csv'.
[2025-11-25T10:49:09.055507] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'IMAX'.
[2025-11-25T10:49:09.056145] [INFO ] [FORECASTER] Starting predict_future for IMAX
[2025-11-25T10:49:09.057055] [DEBUG] [LOCAL     ] No optimal features file found for IMAX: ./output/feature-sets/IMAX.txt
[2025-11-25T10:49:09.057137] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:49:09.057198] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:49:09.057256] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:49:09.057354] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:49:09.128895] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:49:09.129852] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:49:09.129969] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:49:09.130037] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:49:09.232500] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:49:09.232700] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:49:09.232764] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:49:09.232810] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:49:09.236254] [DEBUG] [FORECASTER] IMAX: Forecast T+1@11:T+2@11: UP (p=51.49%)
[2025-11-25T10:49:09.236550] [INFO ] [FORECASTER] Completed predict_future for IMAX
[2025-11-25T10:49:09.236757] [INFO ] [sig       ] IMAX: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:49:09.377688] [INFO ] [LOCAL     ] Saved forecast: IMAX	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/IMAX.txt
[2025-11-25T10:49:09.377842] [INFO ] [sig       ] [972/2057] Completed IMAX in 0.3s | 2.88 sym/s | Total: 5.6m | ETA: 6.3m
[2025-11-25T10:49:09.377903] [INFO ] [sig       ] [973/2057] Forecasting INFY...
[2025-11-25T10:49:09.377963] [INFO ] [sig       ] Generating forecast for: INFY
[2025-11-25T10:49:09.378009] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'INFY' from 'https://tdm.silogroup.org/data/derivative_storage/INFY.csv'.
[2025-11-25T10:49:09.389392] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'INFY'.
[2025-11-25T10:49:09.389807] [INFO ] [FORECASTER] Starting predict_future for INFY
[2025-11-25T10:49:09.390606] [DEBUG] [LOCAL     ] No optimal features file found for INFY: ./output/feature-sets/INFY.txt
[2025-11-25T10:49:09.390702] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:49:09.390758] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:49:09.390803] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:49:09.390878] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:49:09.458239] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:49:09.458912] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:49:09.459010] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:49:09.459065] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:49:09.560906] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:49:09.561056] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:49:09.561101] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:49:09.561138] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:49:09.564482] [DEBUG] [FORECASTER] INFY: Forecast T+1@11:T+2@11: DOWN (p=3.35%)
[2025-11-25T10:49:09.564806] [INFO ] [FORECASTER] Completed predict_future for INFY
[2025-11-25T10:49:09.564956] [INFO ] [sig       ] INFY: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:49:09.707254] [INFO ] [LOCAL     ] Saved forecast: INFY	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/INFY.txt
[2025-11-25T10:49:09.707442] [INFO ] [sig       ] [973/2057] Completed INFY in 0.3s | 2.88 sym/s | Total: 5.6m | ETA: 6.3m
[2025-11-25T10:49:09.707507] [INFO ] [sig       ] [974/2057] Forecasting ING...
[2025-11-25T10:49:09.707558] [INFO ] [sig       ] Generating forecast for: ING
[2025-11-25T10:49:09.707609] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ING' from 'https://tdm.silogroup.org/data/derivative_storage/ING.csv'.
[2025-11-25T10:49:09.719116] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'ING'.
[2025-11-25T10:49:09.719525] [INFO ] [FORECASTER] Starting predict_future for ING
[2025-11-25T10:49:09.720322] [DEBUG] [LOCAL     ] No optimal features file found for ING: ./output/feature-sets/ING.txt
[2025-11-25T10:49:09.720391] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:49:09.720446] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:49:09.720497] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:49:09.720570] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:49:09.790126] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:49:09.791129] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:49:09.791234] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:49:09.791293] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:49:09.896496] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:49:09.896691] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:49:09.896743] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:49:09.896808] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:49:09.900392] [DEBUG] [FORECASTER] ING: Forecast T+1@11:T+2@11: UP (p=99.67%)
[2025-11-25T10:49:09.900879] [INFO ] [FORECASTER] Completed predict_future for ING
[2025-11-25T10:49:09.901028] [INFO ] [sig       ] ING: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:49:10.041763] [INFO ] [LOCAL     ] Saved forecast: ING	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/ING.txt
[2025-11-25T10:49:10.041953] [INFO ] [sig       ] [974/2057] Completed ING in 0.3s | 2.88 sym/s | Total: 5.6m | ETA: 6.3m
[2025-11-25T10:49:10.042015] [INFO ] [sig       ] [975/2057] Forecasting INGR...
[2025-11-25T10:49:10.042068] [INFO ] [sig       ] Generating forecast for: INGR
[2025-11-25T10:49:10.042114] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'INGR' from 'https://tdm.silogroup.org/data/derivative_storage/INGR.csv'.
[2025-11-25T10:49:10.053879] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'INGR'.
[2025-11-25T10:49:10.054300] [INFO ] [FORECASTER] Starting predict_future for INGR
[2025-11-25T10:49:10.055136] [DEBUG] [LOCAL     ] No optimal features file found for INGR: ./output/feature-sets/INGR.txt
[2025-11-25T10:49:10.055218] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:49:10.055280] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:49:10.055338] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:49:10.055435] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:49:10.123104] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:49:10.123824] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:49:10.123929] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:49:10.123992] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:49:10.248845] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:49:10.249046] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:49:10.249097] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:49:10.249135] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:49:10.253048] [DEBUG] [FORECASTER] INGR: Forecast T+1@11:T+2@11: DOWN (p=4.24%)
[2025-11-25T10:49:10.253364] [INFO ] [FORECASTER] Completed predict_future for INGR
[2025-11-25T10:49:10.253522] [INFO ] [sig       ] INGR: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:49:10.395492] [INFO ] [LOCAL     ] Saved forecast: INGR	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/INGR.txt
[2025-11-25T10:49:10.395718] [INFO ] [sig       ] [975/2057] Completed INGR in 0.4s | 2.88 sym/s | Total: 5.6m | ETA: 6.3m
[2025-11-25T10:49:10.395788] [INFO ] [sig       ] [976/2057] Forecasting INN...
[2025-11-25T10:49:10.395831] [INFO ] [sig       ] Generating forecast for: INN
[2025-11-25T10:49:10.395872] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'INN' from 'https://tdm.silogroup.org/data/derivative_storage/INN.csv'.
[2025-11-25T10:49:10.407607] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'INN'.
[2025-11-25T10:49:10.408079] [INFO ] [FORECASTER] Starting predict_future for INN
[2025-11-25T10:49:10.409009] [DEBUG] [LOCAL     ] No optimal features file found for INN: ./output/feature-sets/INN.txt
[2025-11-25T10:49:10.409082] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:49:10.409130] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:49:10.409171] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:49:10.409241] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:49:10.476301] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:49:10.477211] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:49:10.477337] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:49:10.477385] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:49:10.598366] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:49:10.598556] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:49:10.598617] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:49:10.598689] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:49:10.602605] [DEBUG] [FORECASTER] INN: Forecast T+1@11:T+2@11: UP (p=91.09%)
[2025-11-25T10:49:10.603022] [INFO ] [FORECASTER] Completed predict_future for INN
[2025-11-25T10:49:10.603262] [INFO ] [sig       ] INN: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:49:10.746382] [INFO ] [LOCAL     ] Saved forecast: INN	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/INN.txt
[2025-11-25T10:49:10.746578] [INFO ] [sig       ] [976/2057] Completed INN in 0.4s | 2.88 sym/s | Total: 5.7m | ETA: 6.3m
[2025-11-25T10:49:10.746677] [INFO ] [sig       ] [977/2057] Forecasting INSP...
[2025-11-25T10:49:10.746762] [INFO ] [sig       ] Generating forecast for: INSP
[2025-11-25T10:49:10.746834] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'INSP' from 'https://tdm.silogroup.org/data/derivative_storage/INSP.csv'.
[2025-11-25T10:49:10.758591] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'INSP'.
[2025-11-25T10:49:10.759067] [INFO ] [FORECASTER] Starting predict_future for INSP
[2025-11-25T10:49:10.759897] [DEBUG] [LOCAL     ] No optimal features file found for INSP: ./output/feature-sets/INSP.txt
[2025-11-25T10:49:10.759979] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:49:10.760043] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:49:10.760101] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:49:10.760204] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:49:10.828576] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:49:10.829535] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:49:10.829666] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:49:10.829732] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:49:10.935513] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:49:10.935707] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:49:10.935775] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:49:10.935822] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:49:10.939182] [DEBUG] [FORECASTER] INSP: Forecast T+1@11:T+2@11: UP (p=95.50%)
[2025-11-25T10:49:10.939480] [INFO ] [FORECASTER] Completed predict_future for INSP
[2025-11-25T10:49:10.939628] [INFO ] [sig       ] INSP: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:49:11.081409] [INFO ] [LOCAL     ] Saved forecast: INSP	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/INSP.txt
[2025-11-25T10:49:11.081602] [INFO ] [sig       ] [977/2057] Completed INSP in 0.3s | 2.88 sym/s | Total: 5.7m | ETA: 6.3m
[2025-11-25T10:49:11.081685] [INFO ] [sig       ] [978/2057] Forecasting INSW...
[2025-11-25T10:49:11.081730] [INFO ] [sig       ] Generating forecast for: INSW
[2025-11-25T10:49:11.081773] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'INSW' from 'https://tdm.silogroup.org/data/derivative_storage/INSW.csv'.
[2025-11-25T10:49:11.093481] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'INSW'.
[2025-11-25T10:49:11.093891] [INFO ] [FORECASTER] Starting predict_future for INSW
[2025-11-25T10:49:11.094774] [DEBUG] [LOCAL     ] No optimal features file found for INSW: ./output/feature-sets/INSW.txt
[2025-11-25T10:49:11.094853] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:49:11.094922] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:49:11.095011] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:49:11.095117] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:49:11.163519] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:49:11.164459] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:49:11.164579] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:49:11.164673] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:49:11.269624] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:49:11.269834] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:49:11.269881] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:49:11.269915] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:49:11.273300] [DEBUG] [FORECASTER] INSW: Forecast T+1@11:T+2@11: UP (p=51.93%)
[2025-11-25T10:49:11.273617] [INFO ] [FORECASTER] Completed predict_future for INSW
[2025-11-25T10:49:11.273779] [INFO ] [sig       ] INSW: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:49:11.413694] [INFO ] [LOCAL     ] Saved forecast: INSW	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/INSW.txt
[2025-11-25T10:49:11.413850] [INFO ] [sig       ] [978/2057] Completed INSW in 0.3s | 2.88 sym/s | Total: 5.7m | ETA: 6.2m
[2025-11-25T10:49:11.413903] [INFO ] [sig       ] [979/2057] Forecasting INVH...
[2025-11-25T10:49:11.413946] [INFO ] [sig       ] Generating forecast for: INVH
[2025-11-25T10:49:11.413987] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'INVH' from 'https://tdm.silogroup.org/data/derivative_storage/INVH.csv'.
[2025-11-25T10:49:11.426063] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'INVH'.
[2025-11-25T10:49:11.426580] [INFO ] [FORECASTER] Starting predict_future for INVH
[2025-11-25T10:49:11.427469] [DEBUG] [LOCAL     ] No optimal features file found for INVH: ./output/feature-sets/INVH.txt
[2025-11-25T10:49:11.427541] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:49:11.427588] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:49:11.427629] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:49:11.427720] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:49:11.492994] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:49:11.494036] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:49:11.494145] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:49:11.494195] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:49:11.595776] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:49:11.595983] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:49:11.596030] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:49:11.596065] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:49:11.599588] [DEBUG] [FORECASTER] INVH: Forecast T+1@11:T+2@11: UP (p=89.32%)
[2025-11-25T10:49:11.599934] [INFO ] [FORECASTER] Completed predict_future for INVH
[2025-11-25T10:49:11.600109] [INFO ] [sig       ] INVH: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:49:11.743506] [INFO ] [LOCAL     ] Saved forecast: INVH	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/INVH.txt
[2025-11-25T10:49:11.743718] [INFO ] [sig       ] [979/2057] Completed INVH in 0.3s | 2.88 sym/s | Total: 5.7m | ETA: 6.2m
[2025-11-25T10:49:11.743779] [INFO ] [sig       ] [980/2057] Forecasting IONQ...
[2025-11-25T10:49:11.743823] [INFO ] [sig       ] Generating forecast for: IONQ
[2025-11-25T10:49:11.743866] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IONQ' from 'https://tdm.silogroup.org/data/derivative_storage/IONQ.csv'.
[2025-11-25T10:49:11.755284] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'IONQ'.
[2025-11-25T10:49:11.755675] [INFO ] [FORECASTER] Starting predict_future for IONQ
[2025-11-25T10:49:11.756464] [DEBUG] [LOCAL     ] No optimal features file found for IONQ: ./output/feature-sets/IONQ.txt
[2025-11-25T10:49:11.756533] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:49:11.756579] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:49:11.756623] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:49:11.756716] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:49:11.824996] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:49:11.825834] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:49:11.825935] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:49:11.825982] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:49:11.932926] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:49:11.933169] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:49:11.933229] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:49:11.933274] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:49:11.936922] [DEBUG] [FORECASTER] IONQ: Forecast T+1@11:T+2@11: UP (p=91.77%)
[2025-11-25T10:49:11.937294] [INFO ] [FORECASTER] Completed predict_future for IONQ
[2025-11-25T10:49:11.937464] [INFO ] [sig       ] IONQ: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:49:12.078806] [INFO ] [LOCAL     ] Saved forecast: IONQ	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/IONQ.txt
[2025-11-25T10:49:12.079008] [INFO ] [sig       ] [980/2057] Completed IONQ in 0.3s | 2.88 sym/s | Total: 5.7m | ETA: 6.2m
[2025-11-25T10:49:12.079063] [INFO ] [sig       ] [981/2057] Forecasting IOT...
[2025-11-25T10:49:12.079106] [INFO ] [sig       ] Generating forecast for: IOT
[2025-11-25T10:49:12.079150] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IOT' from 'https://tdm.silogroup.org/data/derivative_storage/IOT.csv'.
[2025-11-25T10:49:12.091216] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'IOT'.
[2025-11-25T10:49:12.091720] [INFO ] [FORECASTER] Starting predict_future for IOT
[2025-11-25T10:49:12.092526] [DEBUG] [LOCAL     ] No optimal features file found for IOT: ./output/feature-sets/IOT.txt
[2025-11-25T10:49:12.092597] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:49:12.092671] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:49:12.092716] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:49:12.092785] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:49:12.160538] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:49:12.161448] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:49:12.161551] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:49:12.161599] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:49:12.262850] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:49:12.263052] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:49:12.263100] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:49:12.263135] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:49:12.266521] [DEBUG] [FORECASTER] IOT: Forecast T+1@11:T+2@11: UP (p=51.92%)
[2025-11-25T10:49:12.266863] [INFO ] [FORECASTER] Completed predict_future for IOT
[2025-11-25T10:49:12.267055] [INFO ] [sig       ] IOT: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:49:12.412060] [INFO ] [LOCAL     ] Saved forecast: IOT	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/IOT.txt
[2025-11-25T10:49:12.412266] [INFO ] [sig       ] [981/2057] Completed IOT in 0.3s | 2.88 sym/s | Total: 5.7m | ETA: 6.2m
[2025-11-25T10:49:12.412324] [INFO ] [sig       ] [982/2057] Forecasting IP...
[2025-11-25T10:49:12.412367] [INFO ] [sig       ] Generating forecast for: IP
[2025-11-25T10:49:12.412419] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IP' from 'https://tdm.silogroup.org/data/derivative_storage/IP.csv'.
[2025-11-25T10:49:12.423976] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'IP'.
[2025-11-25T10:49:12.424433] [INFO ] [FORECASTER] Starting predict_future for IP
[2025-11-25T10:49:12.425247] [DEBUG] [LOCAL     ] No optimal features file found for IP: ./output/feature-sets/IP.txt
[2025-11-25T10:49:12.425318] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:49:12.425363] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:49:12.425403] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:49:12.425471] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:49:12.491127] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:49:12.492091] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:49:12.492192] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:49:12.492242] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:49:12.591551] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:49:12.591758] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:49:12.591830] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:49:12.591879] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:49:12.595371] [DEBUG] [FORECASTER] IP: Forecast T+1@11:T+2@11: DOWN (p=24.20%)
[2025-11-25T10:49:12.595689] [INFO ] [FORECASTER] Completed predict_future for IP
[2025-11-25T10:49:12.595846] [INFO ] [sig       ] IP: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:49:12.742235] [INFO ] [LOCAL     ] Saved forecast: IP	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/IP.txt
[2025-11-25T10:49:12.742432] [INFO ] [sig       ] [982/2057] Completed IP in 0.3s | 2.88 sym/s | Total: 5.7m | ETA: 6.2m
[2025-11-25T10:49:12.742511] [INFO ] [sig       ] [983/2057] Forecasting IPG...
[2025-11-25T10:49:12.742575] [INFO ] [sig       ] Generating forecast for: IPG
[2025-11-25T10:49:12.742633] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IPG' from 'https://tdm.silogroup.org/data/derivative_storage/IPG.csv'.
[2025-11-25T10:49:12.755028] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'IPG'.
[2025-11-25T10:49:12.755491] [INFO ] [FORECASTER] Starting predict_future for IPG
[2025-11-25T10:49:12.756322] [DEBUG] [LOCAL     ] No optimal features file found for IPG: ./output/feature-sets/IPG.txt
[2025-11-25T10:49:12.756394] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:49:12.756441] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:49:12.756481] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:49:12.756550] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:49:12.827802] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:49:12.828770] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:49:12.828902] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:49:12.828976] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:49:12.941037] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:49:12.941249] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:49:12.941299] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:49:12.941335] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:49:12.944932] [DEBUG] [FORECASTER] IPG: Forecast T+1@11:T+2@11: DOWN (p=47.81%)
[2025-11-25T10:49:12.945275] [INFO ] [FORECASTER] Completed predict_future for IPG
[2025-11-25T10:49:12.945454] [INFO ] [sig       ] IPG: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:49:13.089405] [INFO ] [LOCAL     ] Saved forecast: IPG	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/IPG.txt
[2025-11-25T10:49:13.089590] [INFO ] [sig       ] [983/2057] Completed IPG in 0.3s | 2.88 sym/s | Total: 5.7m | ETA: 6.2m
[2025-11-25T10:49:13.089672] [INFO ] [sig       ] [984/2057] Forecasting IPI...
[2025-11-25T10:49:13.089718] [INFO ] [sig       ] Generating forecast for: IPI
[2025-11-25T10:49:13.089764] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IPI' from 'https://tdm.silogroup.org/data/derivative_storage/IPI.csv'.
[2025-11-25T10:49:13.101462] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'IPI'.
[2025-11-25T10:49:13.101889] [INFO ] [FORECASTER] Starting predict_future for IPI
[2025-11-25T10:49:13.102715] [DEBUG] [LOCAL     ] No optimal features file found for IPI: ./output/feature-sets/IPI.txt
[2025-11-25T10:49:13.102787] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:49:13.102848] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:49:13.102905] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:49:13.102990] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:49:13.171093] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:49:13.172000] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:49:13.172104] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:49:13.172152] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:49:13.275747] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:49:13.275929] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:49:13.275975] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:49:13.276009] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:49:13.279348] [DEBUG] [FORECASTER] IPI: Forecast T+1@11:T+2@11: DOWN (p=0.39%)
[2025-11-25T10:49:13.279675] [INFO ] [FORECASTER] Completed predict_future for IPI
[2025-11-25T10:49:13.279836] [INFO ] [sig       ] IPI: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:49:13.419050] [INFO ] [LOCAL     ] Saved forecast: IPI	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/IPI.txt
[2025-11-25T10:49:13.419219] [INFO ] [sig       ] [984/2057] Completed IPI in 0.3s | 2.88 sym/s | Total: 5.7m | ETA: 6.2m
[2025-11-25T10:49:13.419274] [INFO ] [sig       ] [985/2057] Forecasting IQI...
[2025-11-25T10:49:13.419317] [INFO ] [sig       ] Generating forecast for: IQI
[2025-11-25T10:49:13.419360] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IQI' from 'https://tdm.silogroup.org/data/derivative_storage/IQI.csv'.
[2025-11-25T10:49:13.430803] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'IQI'.
[2025-11-25T10:49:13.431202] [INFO ] [FORECASTER] Starting predict_future for IQI
[2025-11-25T10:49:13.431998] [DEBUG] [LOCAL     ] No optimal features file found for IQI: ./output/feature-sets/IQI.txt
[2025-11-25T10:49:13.432069] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:49:13.432117] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:49:13.432157] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:49:13.432226] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:49:13.496611] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:49:13.497394] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:49:13.497493] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:49:13.497539] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:49:13.597432] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:49:13.597614] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:49:13.597681] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:49:13.597743] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:49:13.601210] [DEBUG] [FORECASTER] IQI: Forecast T+1@11:T+2@11: UP (p=58.66%)
[2025-11-25T10:49:13.601535] [INFO ] [FORECASTER] Completed predict_future for IQI
[2025-11-25T10:49:13.601713] [INFO ] [sig       ] IQI: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:49:13.743109] [INFO ] [LOCAL     ] Saved forecast: IQI	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/IQI.txt
[2025-11-25T10:49:13.743277] [INFO ] [sig       ] [985/2057] Completed IQI in 0.3s | 2.88 sym/s | Total: 5.7m | ETA: 6.2m
[2025-11-25T10:49:13.743334] [INFO ] [sig       ] [986/2057] Forecasting IQV...
[2025-11-25T10:49:13.743379] [INFO ] [sig       ] Generating forecast for: IQV
[2025-11-25T10:49:13.743423] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IQV' from 'https://tdm.silogroup.org/data/derivative_storage/IQV.csv'.
[2025-11-25T10:49:13.755282] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'IQV'.
[2025-11-25T10:49:13.755740] [INFO ] [FORECASTER] Starting predict_future for IQV
[2025-11-25T10:49:13.756528] [DEBUG] [LOCAL     ] No optimal features file found for IQV: ./output/feature-sets/IQV.txt
[2025-11-25T10:49:13.756599] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:49:13.756669] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:49:13.756728] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:49:13.756806] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:49:13.824304] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:49:13.825141] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:49:13.825242] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:49:13.825292] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:49:13.942202] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:49:13.942386] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:49:13.942433] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:49:13.942473] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:49:13.946025] [DEBUG] [FORECASTER] IQV: Forecast T+1@11:T+2@11: DOWN (p=6.57%)
[2025-11-25T10:49:13.946325] [INFO ] [FORECASTER] Completed predict_future for IQV
[2025-11-25T10:49:13.946478] [INFO ] [sig       ] IQV: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:49:14.090530] [INFO ] [LOCAL     ] Saved forecast: IQV	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/IQV.txt
[2025-11-25T10:49:14.090745] [INFO ] [sig       ] [986/2057] Completed IQV in 0.3s | 2.88 sym/s | Total: 5.7m | ETA: 6.2m
[2025-11-25T10:49:14.090825] [INFO ] [sig       ] [987/2057] Forecasting IR...
[2025-11-25T10:49:14.090873] [INFO ] [sig       ] Generating forecast for: IR
[2025-11-25T10:49:14.090918] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IR' from 'https://tdm.silogroup.org/data/derivative_storage/IR.csv'.
[2025-11-25T10:49:14.102930] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'IR'.
[2025-11-25T10:49:14.103323] [INFO ] [FORECASTER] Starting predict_future for IR
[2025-11-25T10:49:14.104167] [DEBUG] [LOCAL     ] No optimal features file found for IR: ./output/feature-sets/IR.txt
[2025-11-25T10:49:14.104238] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:49:14.104286] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:49:14.104327] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:49:14.104397] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:49:14.171947] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:49:14.172825] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:49:14.172925] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:49:14.172974] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:49:14.280704] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:49:14.280881] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:49:14.280946] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:49:14.280982] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:49:14.284318] [DEBUG] [FORECASTER] IR: Forecast T+1@11:T+2@11: DOWN (p=26.49%)
[2025-11-25T10:49:14.284599] [INFO ] [FORECASTER] Completed predict_future for IR
[2025-11-25T10:49:14.284771] [INFO ] [sig       ] IR: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:49:14.425483] [INFO ] [LOCAL     ] Saved forecast: IR	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/IR.txt
[2025-11-25T10:49:14.425686] [INFO ] [sig       ] [987/2057] Completed IR in 0.3s | 2.88 sym/s | Total: 5.7m | ETA: 6.2m
[2025-11-25T10:49:14.425772] [INFO ] [sig       ] [988/2057] Forecasting IRM...
[2025-11-25T10:49:14.425830] [INFO ] [sig       ] Generating forecast for: IRM
[2025-11-25T10:49:14.425876] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IRM' from 'https://tdm.silogroup.org/data/derivative_storage/IRM.csv'.
[2025-11-25T10:49:14.437122] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'IRM'.
[2025-11-25T10:49:14.437507] [INFO ] [FORECASTER] Starting predict_future for IRM
[2025-11-25T10:49:14.438333] [DEBUG] [LOCAL     ] No optimal features file found for IRM: ./output/feature-sets/IRM.txt
[2025-11-25T10:49:14.438405] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:49:14.438452] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:49:14.438494] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:49:14.438562] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:49:14.506304] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:49:14.507070] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:49:14.507176] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:49:14.507236] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:49:14.611769] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:49:14.611952] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:49:14.611998] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:49:14.612034] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:49:14.615534] [DEBUG] [FORECASTER] IRM: Forecast T+1@11:T+2@11: DOWN (p=44.80%)
[2025-11-25T10:49:14.615860] [INFO ] [FORECASTER] Completed predict_future for IRM
[2025-11-25T10:49:14.616018] [INFO ] [sig       ] IRM: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:49:14.759160] [INFO ] [LOCAL     ] Saved forecast: IRM	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/IRM.txt
[2025-11-25T10:49:14.759375] [INFO ] [sig       ] [988/2057] Completed IRM in 0.3s | 2.88 sym/s | Total: 5.7m | ETA: 6.2m
[2025-11-25T10:49:14.759432] [INFO ] [sig       ] [989/2057] Forecasting IRS...
[2025-11-25T10:49:14.759478] [INFO ] [sig       ] Generating forecast for: IRS
[2025-11-25T10:49:14.759521] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IRS' from 'https://tdm.silogroup.org/data/derivative_storage/IRS.csv'.
[2025-11-25T10:49:14.772028] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'IRS'.
[2025-11-25T10:49:14.772530] [INFO ] [FORECASTER] Starting predict_future for IRS
[2025-11-25T10:49:14.773386] [DEBUG] [LOCAL     ] No optimal features file found for IRS: ./output/feature-sets/IRS.txt
[2025-11-25T10:49:14.773459] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:49:14.773507] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:49:14.773566] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:49:14.773671] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:49:14.844009] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:49:14.844997] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:49:14.845101] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:49:14.845164] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:49:14.950753] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:49:14.950946] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:49:14.950995] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:49:14.951031] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:49:14.954551] [DEBUG] [FORECASTER] IRS: Forecast T+1@11:T+2@11: DOWN (p=26.96%)
[2025-11-25T10:49:14.954892] [INFO ] [FORECASTER] Completed predict_future for IRS
[2025-11-25T10:49:14.955054] [INFO ] [sig       ] IRS: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:49:15.101753] [INFO ] [LOCAL     ] Saved forecast: IRS	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/IRS.txt
[2025-11-25T10:49:15.101915] [INFO ] [sig       ] [989/2057] Completed IRS in 0.3s | 2.88 sym/s | Total: 5.7m | ETA: 6.2m
[2025-11-25T10:49:15.101968] [INFO ] [sig       ] [990/2057] Forecasting IRT...
[2025-11-25T10:49:15.102013] [INFO ] [sig       ] Generating forecast for: IRT
[2025-11-25T10:49:15.102054] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IRT' from 'https://tdm.silogroup.org/data/derivative_storage/IRT.csv'.
[2025-11-25T10:49:15.114780] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'IRT'.
[2025-11-25T10:49:15.115220] [INFO ] [FORECASTER] Starting predict_future for IRT
[2025-11-25T10:49:15.116225] [DEBUG] [LOCAL     ] No optimal features file found for IRT: ./output/feature-sets/IRT.txt
[2025-11-25T10:49:15.116296] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:49:15.116342] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:49:15.116384] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:49:15.116454] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:49:15.184305] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:49:15.185298] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:49:15.185400] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:49:15.185448] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:49:15.289495] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:49:15.289710] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:49:15.289781] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:49:15.289829] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:49:15.293245] [DEBUG] [FORECASTER] IRT: Forecast T+1@11:T+2@11: DOWN (p=45.29%)
[2025-11-25T10:49:15.293723] [INFO ] [FORECASTER] Completed predict_future for IRT
[2025-11-25T10:49:15.293958] [INFO ] [sig       ] IRT: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:49:15.432330] [INFO ] [LOCAL     ] Saved forecast: IRT	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/IRT.txt
[2025-11-25T10:49:15.432498] [INFO ] [sig       ] [990/2057] Completed IRT in 0.3s | 2.88 sym/s | Total: 5.7m | ETA: 6.2m
[2025-11-25T10:49:15.432552] [INFO ] [sig       ] [991/2057] Forecasting ISD...
[2025-11-25T10:49:15.432596] [INFO ] [sig       ] Generating forecast for: ISD
[2025-11-25T10:49:15.432637] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ISD' from 'https://tdm.silogroup.org/data/derivative_storage/ISD.csv'.
[2025-11-25T10:49:15.444223] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'ISD'.
[2025-11-25T10:49:15.444621] [INFO ] [FORECASTER] Starting predict_future for ISD
[2025-11-25T10:49:15.445405] [DEBUG] [LOCAL     ] No optimal features file found for ISD: ./output/feature-sets/ISD.txt
[2025-11-25T10:49:15.445475] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:49:15.445539] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:49:15.445581] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:49:15.445669] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:49:15.513380] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:49:15.514154] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:49:15.514269] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:49:15.514332] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:49:15.621502] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:49:15.621744] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:49:15.621822] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:49:15.621868] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:49:15.625267] [DEBUG] [FORECASTER] ISD: Forecast T+1@11:T+2@11: DOWN (p=27.73%)
[2025-11-25T10:49:15.625568] [INFO ] [FORECASTER] Completed predict_future for ISD
[2025-11-25T10:49:15.625746] [INFO ] [sig       ] ISD: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:49:15.766192] [INFO ] [LOCAL     ] Saved forecast: ISD	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/ISD.txt
[2025-11-25T10:49:15.766354] [INFO ] [sig       ] [991/2057] Completed ISD in 0.3s | 2.88 sym/s | Total: 5.7m | ETA: 6.2m
[2025-11-25T10:49:15.766408] [INFO ] [sig       ] [992/2057] Forecasting IT...
[2025-11-25T10:49:15.766453] [INFO ] [sig       ] Generating forecast for: IT
[2025-11-25T10:49:15.766498] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IT' from 'https://tdm.silogroup.org/data/derivative_storage/IT.csv'.
[2025-11-25T10:49:15.779115] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'IT'.
[2025-11-25T10:49:15.779520] [INFO ] [FORECASTER] Starting predict_future for IT
[2025-11-25T10:49:15.780307] [DEBUG] [LOCAL     ] No optimal features file found for IT: ./output/feature-sets/IT.txt
[2025-11-25T10:49:15.780376] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:49:15.780421] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:49:15.780460] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:49:15.780522] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:49:15.845812] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:49:15.846700] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:49:15.846803] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:49:15.846852] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:49:15.950446] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:49:15.950663] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:49:15.950717] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:49:15.950753] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:49:15.954199] [DEBUG] [FORECASTER] IT: Forecast T+1@11:T+2@11: DOWN (p=13.62%)
[2025-11-25T10:49:15.954507] [INFO ] [FORECASTER] Completed predict_future for IT
[2025-11-25T10:49:15.954673] [INFO ] [sig       ] IT: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:49:16.093662] [INFO ] [LOCAL     ] Saved forecast: IT	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/IT.txt
[2025-11-25T10:49:16.093827] [INFO ] [sig       ] [992/2057] Completed IT in 0.3s | 2.88 sym/s | Total: 5.7m | ETA: 6.2m
[2025-11-25T10:49:16.093880] [INFO ] [sig       ] [993/2057] Forecasting ITGR...
[2025-11-25T10:49:16.093923] [INFO ] [sig       ] Generating forecast for: ITGR
[2025-11-25T10:49:16.093966] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ITGR' from 'https://tdm.silogroup.org/data/derivative_storage/ITGR.csv'.
[2025-11-25T10:49:16.105784] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'ITGR'.
[2025-11-25T10:49:16.106180] [INFO ] [FORECASTER] Starting predict_future for ITGR
[2025-11-25T10:49:16.106971] [DEBUG] [LOCAL     ] No optimal features file found for ITGR: ./output/feature-sets/ITGR.txt
[2025-11-25T10:49:16.107077] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:49:16.107133] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:49:16.107180] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:49:16.107263] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:49:16.171842] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:49:16.172603] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:49:16.172718] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:49:16.172767] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:49:16.278010] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:49:16.278199] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:49:16.278247] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:49:16.278282] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:49:16.281622] [DEBUG] [FORECASTER] ITGR: Forecast T+1@11:T+2@11: DOWN (p=20.70%)
[2025-11-25T10:49:16.282102] [INFO ] [FORECASTER] Completed predict_future for ITGR
[2025-11-25T10:49:16.282326] [INFO ] [sig       ] ITGR: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:49:16.424899] [INFO ] [LOCAL     ] Saved forecast: ITGR	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/ITGR.txt
[2025-11-25T10:49:16.425081] [INFO ] [sig       ] [993/2057] Completed ITGR in 0.3s | 2.88 sym/s | Total: 5.7m | ETA: 6.2m
[2025-11-25T10:49:16.425135] [INFO ] [sig       ] [994/2057] Forecasting ITT...
[2025-11-25T10:49:16.425184] [INFO ] [sig       ] Generating forecast for: ITT
[2025-11-25T10:49:16.425230] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ITT' from 'https://tdm.silogroup.org/data/derivative_storage/ITT.csv'.
[2025-11-25T10:49:16.437773] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'ITT'.
[2025-11-25T10:49:16.438173] [INFO ] [FORECASTER] Starting predict_future for ITT
[2025-11-25T10:49:16.438978] [DEBUG] [LOCAL     ] No optimal features file found for ITT: ./output/feature-sets/ITT.txt
[2025-11-25T10:49:16.439048] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:49:16.439093] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:49:16.439132] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:49:16.439202] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:49:16.516369] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:49:16.517711] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:49:16.517873] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:49:16.517944] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:49:16.624523] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:49:16.624746] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:49:16.624823] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:49:16.624881] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:49:16.628434] [DEBUG] [FORECASTER] ITT: Forecast T+1@11:T+2@11: DOWN (p=3.40%)
[2025-11-25T10:49:16.628818] [INFO ] [FORECASTER] Completed predict_future for ITT
[2025-11-25T10:49:16.629002] [INFO ] [sig       ] ITT: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:49:16.768079] [INFO ] [LOCAL     ] Saved forecast: ITT	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/ITT.txt
[2025-11-25T10:49:16.768235] [INFO ] [sig       ] [994/2057] Completed ITT in 0.3s | 2.88 sym/s | Total: 5.8m | ETA: 6.2m
[2025-11-25T10:49:16.768289] [INFO ] [sig       ] [995/2057] Forecasting ITUB...
[2025-11-25T10:49:16.768342] [INFO ] [sig       ] Generating forecast for: ITUB
[2025-11-25T10:49:16.768387] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ITUB' from 'https://tdm.silogroup.org/data/derivative_storage/ITUB.csv'.
[2025-11-25T10:49:16.780080] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'ITUB'.
[2025-11-25T10:49:16.780432] [INFO ] [FORECASTER] Starting predict_future for ITUB
[2025-11-25T10:49:16.781230] [DEBUG] [LOCAL     ] No optimal features file found for ITUB: ./output/feature-sets/ITUB.txt
[2025-11-25T10:49:16.781301] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:49:16.781346] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:49:16.781385] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:49:16.781453] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:49:16.848057] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:49:16.848743] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:49:16.848835] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:49:16.848881] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:49:16.970499] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:49:16.970654] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:49:16.970722] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:49:16.970767] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:49:16.973935] [DEBUG] [FORECASTER] ITUB: Forecast T+1@11:T+2@11: DOWN (p=38.09%)
[2025-11-25T10:49:16.974224] [INFO ] [FORECASTER] Completed predict_future for ITUB
[2025-11-25T10:49:16.974390] [INFO ] [sig       ] ITUB: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:49:17.112876] [INFO ] [LOCAL     ] Saved forecast: ITUB	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/ITUB.txt
[2025-11-25T10:49:17.113009] [INFO ] [sig       ] [995/2057] Completed ITUB in 0.3s | 2.88 sym/s | Total: 5.8m | ETA: 6.1m
[2025-11-25T10:49:17.113060] [INFO ] [sig       ] [996/2057] Forecasting ITW...
[2025-11-25T10:49:17.113104] [INFO ] [sig       ] Generating forecast for: ITW
[2025-11-25T10:49:17.113146] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ITW' from 'https://tdm.silogroup.org/data/derivative_storage/ITW.csv'.
[2025-11-25T10:49:17.125496] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'ITW'.
[2025-11-25T10:49:17.125892] [INFO ] [FORECASTER] Starting predict_future for ITW
[2025-11-25T10:49:17.126672] [DEBUG] [LOCAL     ] No optimal features file found for ITW: ./output/feature-sets/ITW.txt
[2025-11-25T10:49:17.126739] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:49:17.126784] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:49:17.126824] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:49:17.126892] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:49:17.192156] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:49:17.192782] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:49:17.192874] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:49:17.192919] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:49:17.292434] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:49:17.292534] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:49:17.292574] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:49:17.292607] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:49:17.295574] [DEBUG] [FORECASTER] ITW: Forecast T+1@11:T+2@11: DOWN (p=42.84%)
[2025-11-25T10:49:17.295856] [INFO ] [FORECASTER] Completed predict_future for ITW
[2025-11-25T10:49:17.296010] [INFO ] [sig       ] ITW: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:49:17.434204] [INFO ] [LOCAL     ] Saved forecast: ITW	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/ITW.txt
[2025-11-25T10:49:17.434332] [INFO ] [sig       ] [996/2057] Completed ITW in 0.3s | 2.88 sym/s | Total: 5.8m | ETA: 6.1m
[2025-11-25T10:49:17.434383] [INFO ] [sig       ] [997/2057] Forecasting IVR...
[2025-11-25T10:49:17.434426] [INFO ] [sig       ] Generating forecast for: IVR
[2025-11-25T10:49:17.434469] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IVR' from 'https://tdm.silogroup.org/data/derivative_storage/IVR.csv'.
[2025-11-25T10:49:17.447108] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'IVR'.
[2025-11-25T10:49:17.447441] [INFO ] [FORECASTER] Starting predict_future for IVR
[2025-11-25T10:49:17.448234] [DEBUG] [LOCAL     ] No optimal features file found for IVR: ./output/feature-sets/IVR.txt
[2025-11-25T10:49:17.448302] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:49:17.448346] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:49:17.448387] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:49:17.448455] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:49:17.514181] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:49:17.514799] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:49:17.514894] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:49:17.514941] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:49:17.638809] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:49:17.638939] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:49:17.638982] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:49:17.639015] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:49:17.642152] [DEBUG] [FORECASTER] IVR: Forecast T+1@11:T+2@11: DOWN (p=6.92%)
[2025-11-25T10:49:17.642442] [INFO ] [FORECASTER] Completed predict_future for IVR
[2025-11-25T10:49:17.642601] [INFO ] [sig       ] IVR: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:49:17.781106] [INFO ] [LOCAL     ] Saved forecast: IVR	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/IVR.txt
[2025-11-25T10:49:17.781238] [INFO ] [sig       ] [997/2057] Completed IVR in 0.3s | 2.88 sym/s | Total: 5.8m | ETA: 6.1m
[2025-11-25T10:49:17.781293] [INFO ] [sig       ] [998/2057] Forecasting IVT...
[2025-11-25T10:49:17.781336] [INFO ] [sig       ] Generating forecast for: IVT
[2025-11-25T10:49:17.781380] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IVT' from 'https://tdm.silogroup.org/data/derivative_storage/IVT.csv'.
[2025-11-25T10:49:17.795408] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'IVT'.
[2025-11-25T10:49:17.795972] [INFO ] [FORECASTER] Starting predict_future for IVT
[2025-11-25T10:49:17.797137] [DEBUG] [LOCAL     ] No optimal features file found for IVT: ./output/feature-sets/IVT.txt
[2025-11-25T10:49:17.797222] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:49:17.797283] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:49:17.797332] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:49:17.797414] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:49:17.867893] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:49:17.868769] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:49:17.868872] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:49:17.868920] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:49:17.997767] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:49:17.998017] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:49:17.998078] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:49:17.998139] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:49:18.002121] [DEBUG] [FORECASTER] IVT: Forecast T+1@11:T+2@11: DOWN (p=40.10%)
[2025-11-25T10:49:18.002445] [INFO ] [FORECASTER] Completed predict_future for IVT
[2025-11-25T10:49:18.002604] [INFO ] [sig       ] IVT: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:49:18.145250] [INFO ] [LOCAL     ] Saved forecast: IVT	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/IVT.txt
[2025-11-25T10:49:18.145457] [INFO ] [sig       ] [998/2057] Completed IVT in 0.4s | 2.88 sym/s | Total: 5.8m | ETA: 6.1m
[2025-11-25T10:49:18.145516] [INFO ] [sig       ] [999/2057] Forecasting IVZ...
[2025-11-25T10:49:18.145563] [INFO ] [sig       ] Generating forecast for: IVZ
[2025-11-25T10:49:18.145604] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IVZ' from 'https://tdm.silogroup.org/data/derivative_storage/IVZ.csv'.
[2025-11-25T10:49:18.159770] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'IVZ'.
[2025-11-25T10:49:18.160351] [INFO ] [FORECASTER] Starting predict_future for IVZ
[2025-11-25T10:49:18.161301] [DEBUG] [LOCAL     ] No optimal features file found for IVZ: ./output/feature-sets/IVZ.txt
[2025-11-25T10:49:18.161377] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:49:18.161428] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:49:18.161471] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:49:18.161544] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:49:18.228464] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:49:18.229760] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:49:18.229912] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:49:18.229962] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:49:18.355026] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:49:18.355308] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:49:18.355361] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:49:18.355396] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:49:18.359554] [DEBUG] [FORECASTER] IVZ: Forecast T+1@11:T+2@11: DOWN (p=0.46%)
[2025-11-25T10:49:18.359943] [INFO ] [FORECASTER] Completed predict_future for IVZ
[2025-11-25T10:49:18.360131] [INFO ] [sig       ] IVZ: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:49:18.505499] [INFO ] [LOCAL     ] Saved forecast: IVZ	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/IVZ.txt
[2025-11-25T10:49:18.505770] [INFO ] [sig       ] [999/2057] Completed IVZ in 0.4s | 2.88 sym/s | Total: 5.8m | ETA: 6.1m
[2025-11-25T10:49:18.505831] [INFO ] [sig       ] [1000/2057] Forecasting IX...
[2025-11-25T10:49:18.505875] [INFO ] [sig       ] Generating forecast for: IX
[2025-11-25T10:49:18.505920] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IX' from 'https://tdm.silogroup.org/data/derivative_storage/IX.csv'.
[2025-11-25T10:49:18.519799] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'IX'.
[2025-11-25T10:49:18.520491] [INFO ] [FORECASTER] Starting predict_future for IX
[2025-11-25T10:49:18.521457] [DEBUG] [LOCAL     ] No optimal features file found for IX: ./output/feature-sets/IX.txt
[2025-11-25T10:49:18.521530] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:49:18.521579] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:49:18.521622] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:49:18.521831] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:49:18.590826] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:49:18.591995] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:49:18.592115] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:49:18.592169] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:49:18.719438] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:49:18.719723] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:49:18.719841] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:49:18.719898] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:49:18.723900] [DEBUG] [FORECASTER] IX: Forecast T+1@11:T+2@11: DOWN (p=4.54%)
[2025-11-25T10:49:18.724243] [INFO ] [FORECASTER] Completed predict_future for IX
[2025-11-25T10:49:18.724426] [INFO ] [sig       ] IX: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:49:18.871565] [INFO ] [LOCAL     ] Saved forecast: IX	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/IX.txt
[2025-11-25T10:49:18.871829] [INFO ] [sig       ] [1000/2057] Completed IX in 0.4s | 2.88 sym/s | Total: 5.8m | ETA: 6.1m
[2025-11-25T10:49:18.871896] [INFO ] [sig       ] [1001/2057] Forecasting J...
[2025-11-25T10:49:18.871944] [INFO ] [sig       ] Generating forecast for: J
[2025-11-25T10:49:18.871988] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'J' from 'https://tdm.silogroup.org/data/derivative_storage/J.csv'.
[2025-11-25T10:49:18.885967] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'J'.
[2025-11-25T10:49:18.886504] [INFO ] [FORECASTER] Starting predict_future for J
[2025-11-25T10:49:18.887442] [DEBUG] [LOCAL     ] No optimal features file found for J: ./output/feature-sets/J.txt
[2025-11-25T10:49:18.887520] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:49:18.887582] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:49:18.887636] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:49:18.887746] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:49:18.956004] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:49:18.957278] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:49:18.957420] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:49:18.957472] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:49:19.075235] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:49:19.075510] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:49:19.075564] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:49:19.075599] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:49:19.079610] [DEBUG] [FORECASTER] J: Forecast T+1@11:T+2@11: UP (p=84.28%)
[2025-11-25T10:49:19.079968] [INFO ] [FORECASTER] Completed predict_future for J
[2025-11-25T10:49:19.080164] [INFO ] [sig       ] J: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:49:19.226716] [INFO ] [LOCAL     ] Saved forecast: J	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/J.txt
[2025-11-25T10:49:19.226972] [INFO ] [sig       ] [1001/2057] Completed J in 0.4s | 2.88 sym/s | Total: 5.8m | ETA: 6.1m
[2025-11-25T10:49:19.227050] [INFO ] [sig       ] [1002/2057] Forecasting JBGS...
[2025-11-25T10:49:19.227106] [INFO ] [sig       ] Generating forecast for: JBGS
[2025-11-25T10:49:19.227157] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JBGS' from 'https://tdm.silogroup.org/data/derivative_storage/JBGS.csv'.
[2025-11-25T10:49:19.243143] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'JBGS'.
[2025-11-25T10:49:19.243853] [INFO ] [FORECASTER] Starting predict_future for JBGS
[2025-11-25T10:49:19.245034] [DEBUG] [LOCAL     ] No optimal features file found for JBGS: ./output/feature-sets/JBGS.txt
[2025-11-25T10:49:19.245122] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:49:19.245182] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:49:19.245234] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:49:19.245333] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:49:19.314139] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:49:19.315372] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:49:19.315489] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:49:19.315542] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:49:19.433922] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:49:19.434193] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:49:19.434248] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:49:19.434286] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:49:19.438352] [DEBUG] [FORECASTER] JBGS: Forecast T+1@11:T+2@11: UP (p=98.40%)
[2025-11-25T10:49:19.438789] [INFO ] [FORECASTER] Completed predict_future for JBGS
[2025-11-25T10:49:19.438991] [INFO ] [sig       ] JBGS: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:49:19.586775] [INFO ] [LOCAL     ] Saved forecast: JBGS	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/JBGS.txt
[2025-11-25T10:49:19.586992] [INFO ] [sig       ] [1002/2057] Completed JBGS in 0.4s | 2.88 sym/s | Total: 5.8m | ETA: 6.1m
[2025-11-25T10:49:19.587061] [INFO ] [sig       ] [1003/2057] Forecasting JBI...
[2025-11-25T10:49:19.587115] [INFO ] [sig       ] Generating forecast for: JBI
[2025-11-25T10:49:19.587161] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JBI' from 'https://tdm.silogroup.org/data/derivative_storage/JBI.csv'.
[2025-11-25T10:49:19.600748] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'JBI'.
[2025-11-25T10:49:19.601415] [INFO ] [FORECASTER] Starting predict_future for JBI
[2025-11-25T10:49:19.602462] [DEBUG] [LOCAL     ] No optimal features file found for JBI: ./output/feature-sets/JBI.txt
[2025-11-25T10:49:19.602537] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:49:19.602586] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:49:19.602631] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:49:19.602730] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:49:19.669209] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:49:19.670415] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:49:19.670526] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:49:19.670575] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:49:19.797089] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:49:19.797407] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:49:19.797472] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:49:19.797518] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:49:19.801531] [DEBUG] [FORECASTER] JBI: Forecast T+1@11:T+2@11: UP (p=78.77%)
[2025-11-25T10:49:19.801898] [INFO ] [FORECASTER] Completed predict_future for JBI
[2025-11-25T10:49:19.802093] [INFO ] [sig       ] JBI: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:49:19.947742] [INFO ] [LOCAL     ] Saved forecast: JBI	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/JBI.txt
[2025-11-25T10:49:19.947997] [INFO ] [sig       ] [1003/2057] Completed JBI in 0.4s | 2.88 sym/s | Total: 5.8m | ETA: 6.1m
[2025-11-25T10:49:19.948058] [INFO ] [sig       ] [1004/2057] Forecasting JBL...
[2025-11-25T10:49:19.948105] [INFO ] [sig       ] Generating forecast for: JBL
[2025-11-25T10:49:19.948152] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JBL' from 'https://tdm.silogroup.org/data/derivative_storage/JBL.csv'.
[2025-11-25T10:49:19.960530] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'JBL'.
[2025-11-25T10:49:19.961029] [INFO ] [FORECASTER] Starting predict_future for JBL
[2025-11-25T10:49:19.961868] [DEBUG] [LOCAL     ] No optimal features file found for JBL: ./output/feature-sets/JBL.txt
[2025-11-25T10:49:19.961956] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:49:19.962002] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:49:19.962042] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:49:19.962109] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:49:20.032080] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:49:20.033115] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:49:20.033219] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:49:20.033268] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:49:20.160186] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:49:20.160394] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:49:20.160443] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:49:20.160479] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:49:20.164053] [DEBUG] [FORECASTER] JBL: Forecast T+1@11:T+2@11: UP (p=95.12%)
[2025-11-25T10:49:20.164532] [INFO ] [FORECASTER] Completed predict_future for JBL
[2025-11-25T10:49:20.164782] [INFO ] [sig       ] JBL: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:49:20.306270] [INFO ] [LOCAL     ] Saved forecast: JBL	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/JBL.txt
[2025-11-25T10:49:20.306438] [INFO ] [sig       ] [1004/2057] Completed JBL in 0.4s | 2.88 sym/s | Total: 5.8m | ETA: 6.1m
[2025-11-25T10:49:20.306495] [INFO ] [sig       ] [1005/2057] Forecasting JBND...
[2025-11-25T10:49:20.306544] [INFO ] [sig       ] Generating forecast for: JBND
[2025-11-25T10:49:20.306588] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JBND' from 'https://tdm.silogroup.org/data/derivative_storage/JBND.csv'.
[2025-11-25T10:49:20.318275] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'JBND'.
[2025-11-25T10:49:20.318695] [INFO ] [FORECASTER] Starting predict_future for JBND
[2025-11-25T10:49:20.319458] [DEBUG] [LOCAL     ] No optimal features file found for JBND: ./output/feature-sets/JBND.txt
[2025-11-25T10:49:20.319527] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:49:20.319573] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:49:20.319613] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:49:20.319704] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:49:20.386032] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:49:20.386907] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:49:20.387008] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:49:20.387074] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:49:20.488007] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:49:20.488200] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:49:20.488249] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:49:20.488285] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:49:20.493098] [DEBUG] [FORECASTER] JBND: Forecast T+1@11:T+2@11: UP (p=95.59%)
[2025-11-25T10:49:20.493595] [INFO ] [FORECASTER] Completed predict_future for JBND
[2025-11-25T10:49:20.493823] [INFO ] [sig       ] JBND: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:49:20.644772] [INFO ] [LOCAL     ] Saved forecast: JBND	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/JBND.txt
[2025-11-25T10:49:20.644967] [INFO ] [sig       ] [1005/2057] Completed JBND in 0.3s | 2.88 sym/s | Total: 5.8m | ETA: 6.1m
[2025-11-25T10:49:20.645028] [INFO ] [sig       ] [1006/2057] Forecasting JCE...
[2025-11-25T10:49:20.645072] [INFO ] [sig       ] Generating forecast for: JCE
[2025-11-25T10:49:20.645114] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JCE' from 'https://tdm.silogroup.org/data/derivative_storage/JCE.csv'.
[2025-11-25T10:49:20.656799] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'JCE'.
[2025-11-25T10:49:20.657219] [INFO ] [FORECASTER] Starting predict_future for JCE
[2025-11-25T10:49:20.658028] [DEBUG] [LOCAL     ] No optimal features file found for JCE: ./output/feature-sets/JCE.txt
[2025-11-25T10:49:20.658098] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:49:20.658145] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:49:20.658186] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:49:20.658255] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:49:20.725112] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:49:20.726017] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:49:20.726118] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:49:20.726166] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:49:20.831341] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:49:20.831543] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:49:20.831594] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:49:20.831629] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:49:20.835252] [DEBUG] [FORECASTER] JCE: Forecast T+1@11:T+2@11: DOWN (p=6.95%)
[2025-11-25T10:49:20.835540] [INFO ] [FORECASTER] Completed predict_future for JCE
[2025-11-25T10:49:20.835709] [INFO ] [sig       ] JCE: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:49:20.977420] [INFO ] [LOCAL     ] Saved forecast: JCE	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/JCE.txt
[2025-11-25T10:49:20.977614] [INFO ] [sig       ] [1006/2057] Completed JCE in 0.3s | 2.88 sym/s | Total: 5.8m | ETA: 6.1m
[2025-11-25T10:49:20.977690] [INFO ] [sig       ] [1007/2057] Forecasting JCI...
[2025-11-25T10:49:20.977736] [INFO ] [sig       ] Generating forecast for: JCI
[2025-11-25T10:49:20.977777] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JCI' from 'https://tdm.silogroup.org/data/derivative_storage/JCI.csv'.
[2025-11-25T10:49:20.991206] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'JCI'.
[2025-11-25T10:49:20.991725] [INFO ] [FORECASTER] Starting predict_future for JCI
[2025-11-25T10:49:20.992597] [DEBUG] [LOCAL     ] No optimal features file found for JCI: ./output/feature-sets/JCI.txt
[2025-11-25T10:49:20.992692] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:49:20.992740] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:49:20.992781] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:49:20.992850] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:49:21.061399] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:49:21.062273] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:49:21.062371] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:49:21.062418] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:49:21.169337] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:49:21.169534] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:49:21.169581] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:49:21.169616] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:49:21.173299] [DEBUG] [FORECASTER] JCI: Forecast T+1@11:T+2@11: DOWN (p=21.37%)
[2025-11-25T10:49:21.173594] [INFO ] [FORECASTER] Completed predict_future for JCI
[2025-11-25T10:49:21.173764] [INFO ] [sig       ] JCI: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:49:21.318130] [INFO ] [LOCAL     ] Saved forecast: JCI	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/JCI.txt
[2025-11-25T10:49:21.318357] [INFO ] [sig       ] [1007/2057] Completed JCI in 0.3s | 2.88 sym/s | Total: 5.8m | ETA: 6.1m
[2025-11-25T10:49:21.318431] [INFO ] [sig       ] [1008/2057] Forecasting JEF...
[2025-11-25T10:49:21.318477] [INFO ] [sig       ] Generating forecast for: JEF
[2025-11-25T10:49:21.318519] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JEF' from 'https://tdm.silogroup.org/data/derivative_storage/JEF.csv'.
[2025-11-25T10:49:21.331356] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'JEF'.
[2025-11-25T10:49:21.331858] [INFO ] [FORECASTER] Starting predict_future for JEF
[2025-11-25T10:49:21.332697] [DEBUG] [LOCAL     ] No optimal features file found for JEF: ./output/feature-sets/JEF.txt
[2025-11-25T10:49:21.332767] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:49:21.332814] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:49:21.332859] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:49:21.332928] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:49:21.397972] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:49:21.398684] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:49:21.398777] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:49:21.398827] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:49:21.519146] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:49:21.519336] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:49:21.519383] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:49:21.519417] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:49:21.522941] [DEBUG] [FORECASTER] JEF: Forecast T+1@11:T+2@11: DOWN (p=2.48%)
[2025-11-25T10:49:21.523400] [INFO ] [FORECASTER] Completed predict_future for JEF
[2025-11-25T10:49:21.523625] [INFO ] [sig       ] JEF: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:49:21.665298] [INFO ] [LOCAL     ] Saved forecast: JEF	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/JEF.txt
[2025-11-25T10:49:21.665492] [INFO ] [sig       ] [1008/2057] Completed JEF in 0.3s | 2.88 sym/s | Total: 5.8m | ETA: 6.1m
[2025-11-25T10:49:21.665546] [INFO ] [sig       ] [1009/2057] Forecasting JELD...
[2025-11-25T10:49:21.665589] [INFO ] [sig       ] Generating forecast for: JELD
[2025-11-25T10:49:21.665632] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JELD' from 'https://tdm.silogroup.org/data/derivative_storage/JELD.csv'.
[2025-11-25T10:49:21.677153] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'JELD'.
[2025-11-25T10:49:21.677600] [INFO ] [FORECASTER] Starting predict_future for JELD
[2025-11-25T10:49:21.678400] [DEBUG] [LOCAL     ] No optimal features file found for JELD: ./output/feature-sets/JELD.txt
[2025-11-25T10:49:21.678469] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:49:21.678515] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:49:21.678558] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:49:21.678627] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:49:21.745372] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:49:21.746261] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:49:21.746361] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:49:21.746410] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:49:21.849267] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:49:21.849423] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:49:21.849468] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:49:21.849503] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:49:21.852837] [DEBUG] [FORECASTER] JELD: Forecast T+1@11:T+2@11: DOWN (p=4.43%)
[2025-11-25T10:49:21.853122] [INFO ] [FORECASTER] Completed predict_future for JELD
[2025-11-25T10:49:21.853285] [INFO ] [sig       ] JELD: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:49:21.995706] [INFO ] [LOCAL     ] Saved forecast: JELD	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/JELD.txt
[2025-11-25T10:49:21.995861] [INFO ] [sig       ] [1009/2057] Completed JELD in 0.3s | 2.88 sym/s | Total: 5.8m | ETA: 6.1m
[2025-11-25T10:49:21.995914] [INFO ] [sig       ] [1010/2057] Forecasting JFR...
[2025-11-25T10:49:21.995957] [INFO ] [sig       ] Generating forecast for: JFR
[2025-11-25T10:49:21.996000] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JFR' from 'https://tdm.silogroup.org/data/derivative_storage/JFR.csv'.
[2025-11-25T10:49:22.007701] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'JFR'.
[2025-11-25T10:49:22.008128] [INFO ] [FORECASTER] Starting predict_future for JFR
[2025-11-25T10:49:22.008934] [DEBUG] [LOCAL     ] No optimal features file found for JFR: ./output/feature-sets/JFR.txt
[2025-11-25T10:49:22.009006] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:49:22.009052] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:49:22.009094] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:49:22.009166] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:49:22.075142] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:49:22.075982] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:49:22.076080] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:49:22.076127] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:49:22.201544] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:49:22.201757] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:49:22.201828] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:49:22.201878] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:49:22.205293] [DEBUG] [FORECASTER] JFR: Forecast T+1@11:T+2@11: DOWN (p=2.20%)
[2025-11-25T10:49:22.205593] [INFO ] [FORECASTER] Completed predict_future for JFR
[2025-11-25T10:49:22.205778] [INFO ] [sig       ] JFR: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:49:22.345201] [INFO ] [LOCAL     ] Saved forecast: JFR	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/JFR.txt
[2025-11-25T10:49:22.345374] [INFO ] [sig       ] [1010/2057] Completed JFR in 0.3s | 2.88 sym/s | Total: 5.8m | ETA: 6.1m
[2025-11-25T10:49:22.345428] [INFO ] [sig       ] [1011/2057] Forecasting JGH...
[2025-11-25T10:49:22.345472] [INFO ] [sig       ] Generating forecast for: JGH
[2025-11-25T10:49:22.345515] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JGH' from 'https://tdm.silogroup.org/data/derivative_storage/JGH.csv'.
[2025-11-25T10:49:22.357507] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'JGH'.
[2025-11-25T10:49:22.357940] [INFO ] [FORECASTER] Starting predict_future for JGH
[2025-11-25T10:49:22.358737] [DEBUG] [LOCAL     ] No optimal features file found for JGH: ./output/feature-sets/JGH.txt
[2025-11-25T10:49:22.358805] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:49:22.358851] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:49:22.358891] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:49:22.358980] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:49:22.425771] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:49:22.426626] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:49:22.426745] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:49:22.426795] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:49:22.553971] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:49:22.554167] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:49:22.554213] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:49:22.554267] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:49:22.557773] [DEBUG] [FORECASTER] JGH: Forecast T+1@11:T+2@11: UP (p=55.50%)
[2025-11-25T10:49:22.558264] [INFO ] [FORECASTER] Completed predict_future for JGH
[2025-11-25T10:49:22.558503] [INFO ] [sig       ] JGH: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:49:22.700535] [INFO ] [LOCAL     ] Saved forecast: JGH	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/JGH.txt
[2025-11-25T10:49:22.700745] [INFO ] [sig       ] [1011/2057] Completed JGH in 0.4s | 2.88 sym/s | Total: 5.9m | ETA: 6.1m
[2025-11-25T10:49:22.700804] [INFO ] [sig       ] [1012/2057] Forecasting JHG...
[2025-11-25T10:49:22.700849] [INFO ] [sig       ] Generating forecast for: JHG
[2025-11-25T10:49:22.700892] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JHG' from 'https://tdm.silogroup.org/data/derivative_storage/JHG.csv'.
[2025-11-25T10:49:22.712929] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'JHG'.
[2025-11-25T10:49:22.713354] [INFO ] [FORECASTER] Starting predict_future for JHG
[2025-11-25T10:49:22.714162] [DEBUG] [LOCAL     ] No optimal features file found for JHG: ./output/feature-sets/JHG.txt
[2025-11-25T10:49:22.714231] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:49:22.714277] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:49:22.714316] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:49:22.714385] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:49:22.781268] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:49:22.782177] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:49:22.782279] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:49:22.782327] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:49:22.919773] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:49:22.919978] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:49:22.920026] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:49:22.920062] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:49:22.924044] [DEBUG] [FORECASTER] JHG: Forecast T+1@11:T+2@11: DOWN (p=8.28%)
[2025-11-25T10:49:22.924454] [INFO ] [FORECASTER] Completed predict_future for JHG
[2025-11-25T10:49:22.924745] [INFO ] [sig       ] JHG: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:49:23.066911] [INFO ] [LOCAL     ] Saved forecast: JHG	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/JHG.txt
[2025-11-25T10:49:23.067104] [INFO ] [sig       ] [1012/2057] Completed JHG in 0.4s | 2.88 sym/s | Total: 5.9m | ETA: 6.0m
[2025-11-25T10:49:23.067160] [INFO ] [sig       ] [1013/2057] Forecasting JHI...
[2025-11-25T10:49:23.067202] [INFO ] [sig       ] Generating forecast for: JHI
[2025-11-25T10:49:23.067244] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JHI' from 'https://tdm.silogroup.org/data/derivative_storage/JHI.csv'.
[2025-11-25T10:49:23.078973] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'JHI'.
[2025-11-25T10:49:23.079345] [INFO ] [FORECASTER] Starting predict_future for JHI
[2025-11-25T10:49:23.080152] [DEBUG] [LOCAL     ] No optimal features file found for JHI: ./output/feature-sets/JHI.txt
[2025-11-25T10:49:23.080222] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:49:23.080269] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:49:23.080310] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:49:23.080379] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:49:23.146948] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:49:23.147695] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:49:23.147832] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:49:23.147882] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:49:23.281486] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:49:23.281717] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:49:23.281793] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:49:23.281840] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:49:23.285209] [DEBUG] [FORECASTER] JHI: Forecast T+1@11:T+2@11: UP (p=95.13%)
[2025-11-25T10:49:23.285514] [INFO ] [FORECASTER] Completed predict_future for JHI
[2025-11-25T10:49:23.285706] [INFO ] [sig       ] JHI: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:49:23.432356] [INFO ] [LOCAL     ] Saved forecast: JHI	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/JHI.txt
[2025-11-25T10:49:23.432629] [INFO ] [sig       ] [1013/2057] Completed JHI in 0.4s | 2.88 sym/s | Total: 5.9m | ETA: 6.0m
[2025-11-25T10:49:23.432722] [INFO ] [sig       ] [1014/2057] Forecasting JHS...
[2025-11-25T10:49:23.432781] [INFO ] [sig       ] Generating forecast for: JHS
[2025-11-25T10:49:23.432835] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JHS' from 'https://tdm.silogroup.org/data/derivative_storage/JHS.csv'.
[2025-11-25T10:49:23.446066] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'JHS'.
[2025-11-25T10:49:23.446572] [INFO ] [FORECASTER] Starting predict_future for JHS
[2025-11-25T10:49:23.447509] [DEBUG] [LOCAL     ] No optimal features file found for JHS: ./output/feature-sets/JHS.txt
[2025-11-25T10:49:23.447594] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:49:23.447674] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:49:23.447726] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:49:23.447798] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:49:23.515456] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:49:23.516500] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:49:23.516613] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:49:23.516694] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:49:23.636443] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:49:23.636669] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:49:23.636748] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:49:23.636796] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:49:23.640458] [DEBUG] [FORECASTER] JHS: Forecast T+1@11:T+2@11: UP (p=77.65%)
[2025-11-25T10:49:23.640817] [INFO ] [FORECASTER] Completed predict_future for JHS
[2025-11-25T10:49:23.641049] [INFO ] [sig       ] JHS: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:49:23.794493] [INFO ] [LOCAL     ] Saved forecast: JHS	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/JHS.txt
[2025-11-25T10:49:23.794714] [INFO ] [sig       ] [1014/2057] Completed JHS in 0.4s | 2.88 sym/s | Total: 5.9m | ETA: 6.0m
[2025-11-25T10:49:23.794776] [INFO ] [sig       ] [1015/2057] Forecasting JHX...
[2025-11-25T10:49:23.794820] [INFO ] [sig       ] Generating forecast for: JHX
[2025-11-25T10:49:23.794863] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JHX' from 'https://tdm.silogroup.org/data/derivative_storage/JHX.csv'.
[2025-11-25T10:49:23.807378] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'JHX'.
[2025-11-25T10:49:23.807871] [INFO ] [FORECASTER] Starting predict_future for JHX
[2025-11-25T10:49:23.808739] [DEBUG] [LOCAL     ] No optimal features file found for JHX: ./output/feature-sets/JHX.txt
[2025-11-25T10:49:23.808816] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:49:23.808861] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:49:23.808919] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:49:23.808990] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:49:23.875689] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:49:23.876576] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:49:23.876702] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:49:23.876752] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:49:24.008507] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:49:24.008732] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:49:24.008826] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:49:24.008883] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:49:24.013138] [DEBUG] [FORECASTER] JHX: Forecast T+1@11:T+2@11: UP (p=73.51%)
[2025-11-25T10:49:24.013765] [INFO ] [FORECASTER] Completed predict_future for JHX
[2025-11-25T10:49:24.014153] [INFO ] [sig       ] JHX: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:49:24.157876] [INFO ] [LOCAL     ] Saved forecast: JHX	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/JHX.txt
[2025-11-25T10:49:24.158240] [INFO ] [sig       ] [1015/2057] Completed JHX in 0.4s | 2.88 sym/s | Total: 5.9m | ETA: 6.0m
[2025-11-25T10:49:24.158354] [INFO ] [sig       ] [1016/2057] Forecasting JILL...
[2025-11-25T10:49:24.158456] [INFO ] [sig       ] Generating forecast for: JILL
[2025-11-25T10:49:24.158557] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JILL' from 'https://tdm.silogroup.org/data/derivative_storage/JILL.csv'.
[2025-11-25T10:49:24.172424] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'JILL'.
[2025-11-25T10:49:24.172909] [INFO ] [FORECASTER] Starting predict_future for JILL
[2025-11-25T10:49:24.173718] [DEBUG] [LOCAL     ] No optimal features file found for JILL: ./output/feature-sets/JILL.txt
[2025-11-25T10:49:24.173789] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:49:24.173835] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:49:24.173877] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:49:24.173951] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:49:24.243072] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:49:24.244030] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:49:24.244135] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:49:24.244184] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:49:24.358077] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:49:24.358283] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:49:24.358333] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:49:24.358370] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:49:24.362039] [DEBUG] [FORECASTER] JILL: Forecast T+1@11:T+2@11: DOWN (p=47.10%)
[2025-11-25T10:49:24.362384] [INFO ] [FORECASTER] Completed predict_future for JILL
[2025-11-25T10:49:24.362559] [INFO ] [sig       ] JILL: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:49:24.504346] [INFO ] [LOCAL     ] Saved forecast: JILL	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/JILL.txt
[2025-11-25T10:49:24.504514] [INFO ] [sig       ] [1016/2057] Completed JILL in 0.3s | 2.88 sym/s | Total: 5.9m | ETA: 6.0m
[2025-11-25T10:49:24.504570] [INFO ] [sig       ] [1017/2057] Forecasting JKS...
[2025-11-25T10:49:24.504615] [INFO ] [sig       ] Generating forecast for: JKS
[2025-11-25T10:49:24.504679] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JKS' from 'https://tdm.silogroup.org/data/derivative_storage/JKS.csv'.
[2025-11-25T10:49:24.516456] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'JKS'.
[2025-11-25T10:49:24.516946] [INFO ] [FORECASTER] Starting predict_future for JKS
[2025-11-25T10:49:24.517818] [DEBUG] [LOCAL     ] No optimal features file found for JKS: ./output/feature-sets/JKS.txt
[2025-11-25T10:49:24.517888] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:49:24.517938] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:49:24.517980] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:49:24.518048] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:49:24.585572] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:49:24.586489] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:49:24.586590] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:49:24.586661] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:49:24.723294] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:49:24.723501] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:49:24.723549] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:49:24.723585] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:49:24.727207] [DEBUG] [FORECASTER] JKS: Forecast T+1@11:T+2@11: DOWN (p=21.11%)
[2025-11-25T10:49:24.727564] [INFO ] [FORECASTER] Completed predict_future for JKS
[2025-11-25T10:49:24.727765] [INFO ] [sig       ] JKS: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:49:24.871055] [INFO ] [LOCAL     ] Saved forecast: JKS	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/JKS.txt
[2025-11-25T10:49:24.871221] [INFO ] [sig       ] [1017/2057] Completed JKS in 0.4s | 2.88 sym/s | Total: 5.9m | ETA: 6.0m
[2025-11-25T10:49:24.871276] [INFO ] [sig       ] [1018/2057] Forecasting JLL...
[2025-11-25T10:49:24.871319] [INFO ] [sig       ] Generating forecast for: JLL
[2025-11-25T10:49:24.871360] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JLL' from 'https://tdm.silogroup.org/data/derivative_storage/JLL.csv'.
[2025-11-25T10:49:24.883734] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'JLL'.
[2025-11-25T10:49:24.884224] [INFO ] [FORECASTER] Starting predict_future for JLL
[2025-11-25T10:49:24.885090] [DEBUG] [LOCAL     ] No optimal features file found for JLL: ./output/feature-sets/JLL.txt
[2025-11-25T10:49:24.885163] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:49:24.885211] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:49:24.885253] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:49:24.885321] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:49:24.951899] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:49:24.952779] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:49:24.952875] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:49:24.952923] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:49:25.091566] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:49:25.092293] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:49:25.092345] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:49:25.092379] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:49:25.095941] [DEBUG] [FORECASTER] JLL: Forecast T+1@11:T+2@11: DOWN (p=41.68%)
[2025-11-25T10:49:25.096270] [INFO ] [FORECASTER] Completed predict_future for JLL
[2025-11-25T10:49:25.096434] [INFO ] [sig       ] JLL: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:49:25.260538] [INFO ] [LOCAL     ] Saved forecast: JLL	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/JLL.txt
[2025-11-25T10:49:25.260763] [INFO ] [sig       ] [1018/2057] Completed JLL in 0.4s | 2.88 sym/s | Total: 5.9m | ETA: 6.0m
[2025-11-25T10:49:25.260823] [INFO ] [sig       ] [1019/2057] Forecasting JLS...
[2025-11-25T10:49:25.260869] [INFO ] [sig       ] Generating forecast for: JLS
[2025-11-25T10:49:25.260933] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JLS' from 'https://tdm.silogroup.org/data/derivative_storage/JLS.csv'.
[2025-11-25T10:49:25.274544] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'JLS'.
[2025-11-25T10:49:25.275081] [INFO ] [FORECASTER] Starting predict_future for JLS
[2025-11-25T10:49:25.275968] [DEBUG] [LOCAL     ] No optimal features file found for JLS: ./output/feature-sets/JLS.txt
[2025-11-25T10:49:25.276047] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:49:25.276096] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:49:25.276141] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:49:25.276214] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:49:25.343305] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:49:25.344239] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:49:25.344342] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:49:25.344391] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:49:25.449961] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:49:25.450166] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:49:25.450215] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:49:25.450252] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:49:25.454062] [DEBUG] [FORECASTER] JLS: Forecast T+1@11:T+2@11: UP (p=82.24%)
[2025-11-25T10:49:25.454436] [INFO ] [FORECASTER] Completed predict_future for JLS
[2025-11-25T10:49:25.454618] [INFO ] [sig       ] JLS: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:49:25.600137] [INFO ] [LOCAL     ] Saved forecast: JLS	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/JLS.txt
[2025-11-25T10:49:25.600306] [INFO ] [sig       ] [1019/2057] Completed JLS in 0.3s | 2.88 sym/s | Total: 5.9m | ETA: 6.0m
[2025-11-25T10:49:25.600363] [INFO ] [sig       ] [1020/2057] Forecasting JMIA...
[2025-11-25T10:49:25.600409] [INFO ] [sig       ] Generating forecast for: JMIA
[2025-11-25T10:49:25.600453] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JMIA' from 'https://tdm.silogroup.org/data/derivative_storage/JMIA.csv'.
[2025-11-25T10:49:25.613050] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'JMIA'.
[2025-11-25T10:49:25.613467] [INFO ] [FORECASTER] Starting predict_future for JMIA
[2025-11-25T10:49:25.614300] [DEBUG] [LOCAL     ] No optimal features file found for JMIA: ./output/feature-sets/JMIA.txt
[2025-11-25T10:49:25.614373] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:49:25.614421] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:49:25.614463] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:49:25.614532] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:49:25.683387] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:49:25.684261] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:49:25.684365] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:49:25.684416] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:49:25.820930] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:49:25.821122] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:49:25.821170] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:49:25.821205] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:49:25.825005] [DEBUG] [FORECASTER] JMIA: Forecast T+1@11:T+2@11: DOWN (p=30.32%)
[2025-11-25T10:49:25.825503] [INFO ] [FORECASTER] Completed predict_future for JMIA
[2025-11-25T10:49:25.825766] [INFO ] [sig       ] JMIA: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:49:25.973089] [INFO ] [LOCAL     ] Saved forecast: JMIA	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/JMIA.txt
[2025-11-25T10:49:25.973270] [INFO ] [sig       ] [1020/2057] Completed JMIA in 0.4s | 2.88 sym/s | Total: 5.9m | ETA: 6.0m
[2025-11-25T10:49:25.973326] [INFO ] [sig       ] [1021/2057] Forecasting JNJ...
[2025-11-25T10:49:25.973373] [INFO ] [sig       ] Generating forecast for: JNJ
[2025-11-25T10:49:25.973415] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JNJ' from 'https://tdm.silogroup.org/data/derivative_storage/JNJ.csv'.
[2025-11-25T10:49:25.985485] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'JNJ'.
[2025-11-25T10:49:25.985940] [INFO ] [FORECASTER] Starting predict_future for JNJ
[2025-11-25T10:49:25.986743] [DEBUG] [LOCAL     ] No optimal features file found for JNJ: ./output/feature-sets/JNJ.txt
[2025-11-25T10:49:25.986812] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:49:25.986857] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:49:25.986896] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:49:25.986969] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:49:26.052445] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:49:26.053368] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:49:26.053471] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:49:26.053520] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:49:26.164460] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:49:26.164684] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:49:26.164763] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:49:26.164811] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:49:26.168880] [DEBUG] [FORECASTER] JNJ: Forecast T+1@11:T+2@11: UP (p=99.86%)
[2025-11-25T10:49:26.169311] [INFO ] [FORECASTER] Completed predict_future for JNJ
[2025-11-25T10:49:26.169493] [INFO ] [sig       ] JNJ: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:49:26.315213] [INFO ] [LOCAL     ] Saved forecast: JNJ	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/JNJ.txt
[2025-11-25T10:49:26.315389] [INFO ] [sig       ] [1021/2057] Completed JNJ in 0.3s | 2.88 sym/s | Total: 5.9m | ETA: 6.0m
[2025-11-25T10:49:26.315445] [INFO ] [sig       ] [1022/2057] Forecasting JOBY...
[2025-11-25T10:49:26.315488] [INFO ] [sig       ] Generating forecast for: JOBY
[2025-11-25T10:49:26.315532] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JOBY' from 'https://tdm.silogroup.org/data/derivative_storage/JOBY.csv'.
[2025-11-25T10:49:26.327980] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'JOBY'.
[2025-11-25T10:49:26.328470] [INFO ] [FORECASTER] Starting predict_future for JOBY
[2025-11-25T10:49:26.329385] [DEBUG] [LOCAL     ] No optimal features file found for JOBY: ./output/feature-sets/JOBY.txt
[2025-11-25T10:49:26.329466] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:49:26.329512] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:49:26.329553] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:49:26.329615] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:49:26.395405] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:49:26.396408] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:49:26.396529] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:49:26.396579] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:49:26.503740] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:49:26.503941] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:49:26.503988] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:49:26.504022] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:49:26.507555] [DEBUG] [FORECASTER] JOBY: Forecast T+1@11:T+2@11: UP (p=56.01%)
[2025-11-25T10:49:26.507882] [INFO ] [FORECASTER] Completed predict_future for JOBY
[2025-11-25T10:49:26.508053] [INFO ] [sig       ] JOBY: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:49:26.648761] [INFO ] [LOCAL     ] Saved forecast: JOBY	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/JOBY.txt
[2025-11-25T10:49:26.648958] [INFO ] [sig       ] [1022/2057] Completed JOBY in 0.3s | 2.88 sym/s | Total: 5.9m | ETA: 6.0m
[2025-11-25T10:49:26.649022] [INFO ] [sig       ] [1023/2057] Forecasting JOE...
[2025-11-25T10:49:26.649058] [INFO ] [sig       ] Generating forecast for: JOE
[2025-11-25T10:49:26.649093] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JOE' from 'https://tdm.silogroup.org/data/derivative_storage/JOE.csv'.
[2025-11-25T10:49:26.662097] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'JOE'.
[2025-11-25T10:49:26.662778] [INFO ] [FORECASTER] Starting predict_future for JOE
[2025-11-25T10:49:26.663855] [DEBUG] [LOCAL     ] No optimal features file found for JOE: ./output/feature-sets/JOE.txt
[2025-11-25T10:49:26.663930] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:49:26.663978] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:49:26.664019] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:49:26.664088] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:49:26.737958] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:49:26.738916] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:49:26.739038] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:49:26.739115] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:49:26.876524] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:49:26.876761] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:49:26.876830] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:49:26.876887] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:49:26.880811] [DEBUG] [FORECASTER] JOE: Forecast T+1@11:T+2@11: DOWN (p=23.17%)
[2025-11-25T10:49:26.881140] [INFO ] [FORECASTER] Completed predict_future for JOE
[2025-11-25T10:49:26.881334] [INFO ] [sig       ] JOE: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:49:27.039938] [INFO ] [LOCAL     ] Saved forecast: JOE	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/JOE.txt
[2025-11-25T10:49:27.040134] [INFO ] [sig       ] [1023/2057] Completed JOE in 0.4s | 2.88 sym/s | Total: 5.9m | ETA: 6.0m
[2025-11-25T10:49:27.040193] [INFO ] [sig       ] [1024/2057] Forecasting JOF...
[2025-11-25T10:49:27.040241] [INFO ] [sig       ] Generating forecast for: JOF
[2025-11-25T10:49:27.040286] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JOF' from 'https://tdm.silogroup.org/data/derivative_storage/JOF.csv'.
[2025-11-25T10:49:27.053020] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'JOF'.
[2025-11-25T10:49:27.053497] [INFO ] [FORECASTER] Starting predict_future for JOF
[2025-11-25T10:49:27.054438] [DEBUG] [LOCAL     ] No optimal features file found for JOF: ./output/feature-sets/JOF.txt
[2025-11-25T10:49:27.054515] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:49:27.054563] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:49:27.054604] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:49:27.054694] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:49:27.135580] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:49:27.136442] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:49:27.136542] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:49:27.136590] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:49:27.231856] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:49:27.232032] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:49:27.232079] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:49:27.232114] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:49:27.235570] [DEBUG] [FORECASTER] JOF: Forecast T+1@11:T+2@11: UP (p=87.41%)
[2025-11-25T10:49:27.235891] [INFO ] [FORECASTER] Completed predict_future for JOF
[2025-11-25T10:49:27.236045] [INFO ] [sig       ] JOF: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:49:27.376493] [INFO ] [LOCAL     ] Saved forecast: JOF	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/JOF.txt
[2025-11-25T10:49:27.376696] [INFO ] [sig       ] [1024/2057] Completed JOF in 0.3s | 2.88 sym/s | Total: 5.9m | ETA: 6.0m
[2025-11-25T10:49:27.376756] [INFO ] [sig       ] [1025/2057] Forecasting JPC...
[2025-11-25T10:49:27.376799] [INFO ] [sig       ] Generating forecast for: JPC
[2025-11-25T10:49:27.376840] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JPC' from 'https://tdm.silogroup.org/data/derivative_storage/JPC.csv'.
[2025-11-25T10:49:27.389192] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'JPC'.
[2025-11-25T10:49:27.389567] [INFO ] [FORECASTER] Starting predict_future for JPC
[2025-11-25T10:49:27.390377] [DEBUG] [LOCAL     ] No optimal features file found for JPC: ./output/feature-sets/JPC.txt
[2025-11-25T10:49:27.390448] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:49:27.390494] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:49:27.390541] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:49:27.390611] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:49:27.455819] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:49:27.456504] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:49:27.456604] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:49:27.456670] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:49:27.572609] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:49:27.572810] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:49:27.572857] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:49:27.572890] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:49:27.576310] [DEBUG] [FORECASTER] JPC: Forecast T+1@11:T+2@11: UP (p=97.85%)
[2025-11-25T10:49:27.576611] [INFO ] [FORECASTER] Completed predict_future for JPC
[2025-11-25T10:49:27.576788] [INFO ] [sig       ] JPC: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:49:27.719203] [INFO ] [LOCAL     ] Saved forecast: JPC	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/JPC.txt
[2025-11-25T10:49:27.719408] [INFO ] [sig       ] [1025/2057] Completed JPC in 0.3s | 2.88 sym/s | Total: 5.9m | ETA: 6.0m
[2025-11-25T10:49:27.719467] [INFO ] [sig       ] [1026/2057] Forecasting JPM...
[2025-11-25T10:49:27.719507] [INFO ] [sig       ] Generating forecast for: JPM
[2025-11-25T10:49:27.719551] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JPM' from 'https://tdm.silogroup.org/data/derivative_storage/JPM.csv'.
[2025-11-25T10:49:27.731696] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'JPM'.
[2025-11-25T10:49:27.732179] [INFO ] [FORECASTER] Starting predict_future for JPM
[2025-11-25T10:49:27.733000] [DEBUG] [LOCAL     ] No optimal features file found for JPM: ./output/feature-sets/JPM.txt
[2025-11-25T10:49:27.733072] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:49:27.733119] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:49:27.733161] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:49:27.733231] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:49:27.800909] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:49:27.801867] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:49:27.801970] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:49:27.802020] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:49:27.907230] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:49:27.907433] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:49:27.907481] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:49:27.907516] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:49:27.910937] [DEBUG] [FORECASTER] JPM: Forecast T+1@11:T+2@11: UP (p=74.12%)
[2025-11-25T10:49:27.911266] [INFO ] [FORECASTER] Completed predict_future for JPM
[2025-11-25T10:49:27.911432] [INFO ] [sig       ] JPM: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:49:28.058807] [INFO ] [LOCAL     ] Saved forecast: JPM	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/JPM.txt
[2025-11-25T10:49:28.058980] [INFO ] [sig       ] [1026/2057] Completed JPM in 0.3s | 2.88 sym/s | Total: 5.9m | ETA: 6.0m
[2025-11-25T10:49:28.059036] [INFO ] [sig       ] [1027/2057] Forecasting JQC...
[2025-11-25T10:49:28.059080] [INFO ] [sig       ] Generating forecast for: JQC
[2025-11-25T10:49:28.059126] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JQC' from 'https://tdm.silogroup.org/data/derivative_storage/JQC.csv'.
[2025-11-25T10:49:28.071021] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'JQC'.
[2025-11-25T10:49:28.071449] [INFO ] [FORECASTER] Starting predict_future for JQC
[2025-11-25T10:49:28.072252] [DEBUG] [LOCAL     ] No optimal features file found for JQC: ./output/feature-sets/JQC.txt
[2025-11-25T10:49:28.072324] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:49:28.072372] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:49:28.072415] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:49:28.072484] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:49:28.137907] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:49:28.138545] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:49:28.138661] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:49:28.138714] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:49:28.255659] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:49:28.255843] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:49:28.255889] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:49:28.255922] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:49:28.259499] [DEBUG] [FORECASTER] JQC: Forecast T+1@11:T+2@11: UP (p=73.85%)
[2025-11-25T10:49:28.259815] [INFO ] [FORECASTER] Completed predict_future for JQC
[2025-11-25T10:49:28.259982] [INFO ] [sig       ] JQC: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:49:28.404827] [INFO ] [LOCAL     ] Saved forecast: JQC	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/JQC.txt
[2025-11-25T10:49:28.405008] [INFO ] [sig       ] [1027/2057] Completed JQC in 0.3s | 2.88 sym/s | Total: 5.9m | ETA: 6.0m
[2025-11-25T10:49:28.405063] [INFO ] [sig       ] [1028/2057] Forecasting JRI...
[2025-11-25T10:49:28.405107] [INFO ] [sig       ] Generating forecast for: JRI
[2025-11-25T10:49:28.405148] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JRI' from 'https://tdm.silogroup.org/data/derivative_storage/JRI.csv'.
[2025-11-25T10:49:28.416845] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'JRI'.
[2025-11-25T10:49:28.417249] [INFO ] [FORECASTER] Starting predict_future for JRI
[2025-11-25T10:49:28.418082] [DEBUG] [LOCAL     ] No optimal features file found for JRI: ./output/feature-sets/JRI.txt
[2025-11-25T10:49:28.418151] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:49:28.418215] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:49:28.418260] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:49:28.418324] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:49:28.482955] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:49:28.483587] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:49:28.483710] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:49:28.483761] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:49:28.580728] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:49:28.580855] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:49:28.580896] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:49:28.580929] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:49:28.584048] [DEBUG] [FORECASTER] JRI: Forecast T+1@11:T+2@11: UP (p=94.09%)
[2025-11-25T10:49:28.584329] [INFO ] [FORECASTER] Completed predict_future for JRI
[2025-11-25T10:49:28.584474] [INFO ] [sig       ] JRI: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:49:28.722917] [INFO ] [LOCAL     ] Saved forecast: JRI	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/JRI.txt
[2025-11-25T10:49:28.723114] [INFO ] [sig       ] [1028/2057] Completed JRI in 0.3s | 2.88 sym/s | Total: 6.0m | ETA: 6.0m
[2025-11-25T10:49:28.723171] [INFO ] [sig       ] [1029/2057] Forecasting JRS...
[2025-11-25T10:49:28.723215] [INFO ] [sig       ] Generating forecast for: JRS
[2025-11-25T10:49:28.723258] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JRS' from 'https://tdm.silogroup.org/data/derivative_storage/JRS.csv'.
[2025-11-25T10:49:28.735037] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'JRS'.
[2025-11-25T10:49:28.735509] [INFO ] [FORECASTER] Starting predict_future for JRS
[2025-11-25T10:49:28.736316] [DEBUG] [LOCAL     ] No optimal features file found for JRS: ./output/feature-sets/JRS.txt
[2025-11-25T10:49:28.736385] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:49:28.736431] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:49:28.736472] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:49:28.736540] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:49:28.801863] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:49:28.802753] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:49:28.802851] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:49:28.802900] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:49:28.897962] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:49:28.898108] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:49:28.898151] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:49:28.898185] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:49:28.901408] [DEBUG] [FORECASTER] JRS: Forecast T+1@11:T+2@11: DOWN (p=16.26%)
[2025-11-25T10:49:28.901727] [INFO ] [FORECASTER] Completed predict_future for JRS
[2025-11-25T10:49:28.901892] [INFO ] [sig       ] JRS: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:49:29.041043] [INFO ] [LOCAL     ] Saved forecast: JRS	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/JRS.txt
[2025-11-25T10:49:29.041186] [INFO ] [sig       ] [1029/2057] Completed JRS in 0.3s | 2.88 sym/s | Total: 6.0m | ETA: 5.9m
[2025-11-25T10:49:29.041240] [INFO ] [sig       ] [1030/2057] Forecasting JXN...
[2025-11-25T10:49:29.041283] [INFO ] [sig       ] Generating forecast for: JXN
[2025-11-25T10:49:29.041325] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JXN' from 'https://tdm.silogroup.org/data/derivative_storage/JXN.csv'.
[2025-11-25T10:49:29.052823] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'JXN'.
[2025-11-25T10:49:29.053193] [INFO ] [FORECASTER] Starting predict_future for JXN
[2025-11-25T10:49:29.053995] [DEBUG] [LOCAL     ] No optimal features file found for JXN: ./output/feature-sets/JXN.txt
[2025-11-25T10:49:29.054067] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:49:29.054117] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:49:29.054150] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:49:29.054223] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:49:29.121980] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:49:29.122784] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:49:29.122879] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:49:29.122921] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:49:29.222603] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:49:29.222748] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:49:29.222796] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:49:29.222829] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:49:29.225955] [DEBUG] [FORECASTER] JXN: Forecast T+1@11:T+2@11: UP (p=50.86%)
[2025-11-25T10:49:29.226251] [INFO ] [FORECASTER] Completed predict_future for JXN
[2025-11-25T10:49:29.226413] [INFO ] [sig       ] JXN: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:49:29.366913] [INFO ] [LOCAL     ] Saved forecast: JXN	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/JXN.txt
[2025-11-25T10:49:29.367112] [INFO ] [sig       ] [1030/2057] Completed JXN in 0.3s | 2.88 sym/s | Total: 6.0m | ETA: 5.9m
[2025-11-25T10:49:29.367175] [INFO ] [sig       ] [1031/2057] Forecasting K...
[2025-11-25T10:49:29.367220] [INFO ] [sig       ] Generating forecast for: K
[2025-11-25T10:49:29.367263] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'K' from 'https://tdm.silogroup.org/data/derivative_storage/K.csv'.
[2025-11-25T10:49:29.378984] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'K'.
[2025-11-25T10:49:29.379356] [INFO ] [FORECASTER] Starting predict_future for K
[2025-11-25T10:49:29.380170] [DEBUG] [LOCAL     ] No optimal features file found for K: ./output/feature-sets/K.txt
[2025-11-25T10:49:29.380251] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:49:29.380297] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:49:29.380340] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:49:29.380409] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:49:29.446041] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:49:29.446919] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:49:29.447021] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:49:29.447084] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:49:29.558743] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:49:29.558951] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:49:29.558998] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:49:29.559032] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:49:29.562443] [DEBUG] [FORECASTER] K: Forecast T+1@11:T+2@11: DOWN (p=25.92%)
[2025-11-25T10:49:29.562801] [INFO ] [FORECASTER] Completed predict_future for K
[2025-11-25T10:49:29.562985] [INFO ] [sig       ] K: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:49:29.705585] [INFO ] [LOCAL     ] Saved forecast: K	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/K.txt
[2025-11-25T10:49:29.705807] [INFO ] [sig       ] [1031/2057] Completed K in 0.3s | 2.88 sym/s | Total: 6.0m | ETA: 5.9m
[2025-11-25T10:49:29.705864] [INFO ] [sig       ] [1032/2057] Forecasting KAI...
[2025-11-25T10:49:29.705916] [INFO ] [sig       ] Generating forecast for: KAI
[2025-11-25T10:49:29.705962] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KAI' from 'https://tdm.silogroup.org/data/derivative_storage/KAI.csv'.
[2025-11-25T10:49:29.717201] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'KAI'.
[2025-11-25T10:49:29.717690] [INFO ] [FORECASTER] Starting predict_future for KAI
[2025-11-25T10:49:29.718489] [DEBUG] [LOCAL     ] No optimal features file found for KAI: ./output/feature-sets/KAI.txt
[2025-11-25T10:49:29.718560] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:49:29.718606] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:49:29.718668] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:49:29.718740] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:49:29.784463] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:49:29.785431] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:49:29.785532] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:49:29.785582] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:49:29.893317] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:49:29.893484] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:49:29.893530] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:49:29.893565] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:49:29.897015] [DEBUG] [FORECASTER] KAI: Forecast T+1@11:T+2@11: DOWN (p=29.68%)
[2025-11-25T10:49:29.900637] [INFO ] [FORECASTER] Completed predict_future for KAI
[2025-11-25T10:49:29.900853] [INFO ] [sig       ] KAI: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:49:30.040921] [INFO ] [LOCAL     ] Saved forecast: KAI	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/KAI.txt
[2025-11-25T10:49:30.041126] [INFO ] [sig       ] [1032/2057] Completed KAI in 0.3s | 2.88 sym/s | Total: 6.0m | ETA: 5.9m
[2025-11-25T10:49:30.041190] [INFO ] [sig       ] [1033/2057] Forecasting KAR...
[2025-11-25T10:49:30.041235] [INFO ] [sig       ] Generating forecast for: KAR
[2025-11-25T10:49:30.041279] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KAR' from 'https://tdm.silogroup.org/data/derivative_storage/KAR.csv'.
[2025-11-25T10:49:30.053547] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'KAR'.
[2025-11-25T10:49:30.053942] [INFO ] [FORECASTER] Starting predict_future for KAR
[2025-11-25T10:49:30.054734] [DEBUG] [LOCAL     ] No optimal features file found for KAR: ./output/feature-sets/KAR.txt
[2025-11-25T10:49:30.054803] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:49:30.054849] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:49:30.054889] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:49:30.054959] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:49:30.122307] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:49:30.122980] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:49:30.123088] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:49:30.123140] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:49:30.239475] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:49:30.239710] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:49:30.239795] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:49:30.239846] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:49:30.243503] [DEBUG] [FORECASTER] KAR: Forecast T+1@11:T+2@11: UP (p=87.81%)
[2025-11-25T10:49:30.243873] [INFO ] [FORECASTER] Completed predict_future for KAR
[2025-11-25T10:49:30.244057] [INFO ] [sig       ] KAR: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:49:30.408104] [INFO ] [LOCAL     ] Saved forecast: KAR	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/KAR.txt
[2025-11-25T10:49:30.408288] [INFO ] [sig       ] [1033/2057] Completed KAR in 0.4s | 2.88 sym/s | Total: 6.0m | ETA: 5.9m
[2025-11-25T10:49:30.408344] [INFO ] [sig       ] [1034/2057] Forecasting KB...
[2025-11-25T10:49:30.408387] [INFO ] [sig       ] Generating forecast for: KB
[2025-11-25T10:49:30.408430] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KB' from 'https://tdm.silogroup.org/data/derivative_storage/KB.csv'.
[2025-11-25T10:49:30.420885] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'KB'.
[2025-11-25T10:49:30.421344] [INFO ] [FORECASTER] Starting predict_future for KB
[2025-11-25T10:49:30.422176] [DEBUG] [LOCAL     ] No optimal features file found for KB: ./output/feature-sets/KB.txt
[2025-11-25T10:49:30.422246] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:49:30.422291] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:49:30.422332] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:49:30.422400] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:49:30.491116] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:49:30.492046] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:49:30.492146] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:49:30.492192] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:49:30.589321] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:49:30.589505] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:49:30.589561] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:49:30.589607] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:49:30.592879] [DEBUG] [FORECASTER] KB: Forecast T+1@11:T+2@11: UP (p=57.12%)
[2025-11-25T10:49:30.593172] [INFO ] [FORECASTER] Completed predict_future for KB
[2025-11-25T10:49:30.593329] [INFO ] [sig       ] KB: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:49:30.736226] [INFO ] [LOCAL     ] Saved forecast: KB	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/KB.txt
[2025-11-25T10:49:30.736380] [INFO ] [sig       ] [1034/2057] Completed KB in 0.3s | 2.88 sym/s | Total: 6.0m | ETA: 5.9m
[2025-11-25T10:49:30.736434] [INFO ] [sig       ] [1035/2057] Forecasting KBH...
[2025-11-25T10:49:30.736478] [INFO ] [sig       ] Generating forecast for: KBH
[2025-11-25T10:49:30.736519] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KBH' from 'https://tdm.silogroup.org/data/derivative_storage/KBH.csv'.
[2025-11-25T10:49:30.748170] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'KBH'.
[2025-11-25T10:49:30.748556] [INFO ] [FORECASTER] Starting predict_future for KBH
[2025-11-25T10:49:30.749338] [DEBUG] [LOCAL     ] No optimal features file found for KBH: ./output/feature-sets/KBH.txt
[2025-11-25T10:49:30.749408] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:49:30.749453] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:49:30.749493] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:49:30.749562] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:49:30.815307] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:49:30.815951] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:49:30.816046] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:49:30.816096] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:49:30.921082] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:49:30.921223] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:49:30.921265] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:49:30.921333] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:49:30.924577] [DEBUG] [FORECASTER] KBH: Forecast T+1@11:T+2@11: DOWN (p=6.86%)
[2025-11-25T10:49:30.925038] [INFO ] [FORECASTER] Completed predict_future for KBH
[2025-11-25T10:49:30.925271] [INFO ] [sig       ] KBH: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:49:31.065599] [INFO ] [LOCAL     ] Saved forecast: KBH	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/KBH.txt
[2025-11-25T10:49:31.065776] [INFO ] [sig       ] [1035/2057] Completed KBH in 0.3s | 2.88 sym/s | Total: 6.0m | ETA: 5.9m
[2025-11-25T10:49:31.065830] [INFO ] [sig       ] [1036/2057] Forecasting KBR...
[2025-11-25T10:49:31.065875] [INFO ] [sig       ] Generating forecast for: KBR
[2025-11-25T10:49:31.065917] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KBR' from 'https://tdm.silogroup.org/data/derivative_storage/KBR.csv'.
[2025-11-25T10:49:31.078001] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'KBR'.
[2025-11-25T10:49:31.078398] [INFO ] [FORECASTER] Starting predict_future for KBR
[2025-11-25T10:49:31.079232] [DEBUG] [LOCAL     ] No optimal features file found for KBR: ./output/feature-sets/KBR.txt
[2025-11-25T10:49:31.079302] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:49:31.079347] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:49:31.079386] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:49:31.079455] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:49:31.143855] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:49:31.144666] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:49:31.144770] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:49:31.144827] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:49:31.244012] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:49:31.244204] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:49:31.244251] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:49:31.244286] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:49:31.247842] [DEBUG] [FORECASTER] KBR: Forecast T+1@11:T+2@11: UP (p=81.99%)
[2025-11-25T10:49:31.248132] [INFO ] [FORECASTER] Completed predict_future for KBR
[2025-11-25T10:49:31.248278] [INFO ] [sig       ] KBR: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:49:31.387949] [INFO ] [LOCAL     ] Saved forecast: KBR	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/KBR.txt
[2025-11-25T10:49:31.388118] [INFO ] [sig       ] [1036/2057] Completed KBR in 0.3s | 2.88 sym/s | Total: 6.0m | ETA: 5.9m
[2025-11-25T10:49:31.388174] [INFO ] [sig       ] [1037/2057] Forecasting KD...
[2025-11-25T10:49:31.388230] [INFO ] [sig       ] Generating forecast for: KD
[2025-11-25T10:49:31.388280] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KD' from 'https://tdm.silogroup.org/data/derivative_storage/KD.csv'.
[2025-11-25T10:49:31.399605] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'KD'.
[2025-11-25T10:49:31.400060] [INFO ] [FORECASTER] Starting predict_future for KD
[2025-11-25T10:49:31.400864] [DEBUG] [LOCAL     ] No optimal features file found for KD: ./output/feature-sets/KD.txt
[2025-11-25T10:49:31.400932] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:49:31.400985] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:49:31.401032] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:49:31.401108] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:49:31.469021] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:49:31.470012] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:49:31.470114] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:49:31.470171] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:49:31.571081] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:49:31.571276] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:49:31.571322] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:49:31.571356] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:49:31.574919] [DEBUG] [FORECASTER] KD: Forecast T+1@11:T+2@11: UP (p=92.57%)
[2025-11-25T10:49:31.575237] [INFO ] [FORECASTER] Completed predict_future for KD
[2025-11-25T10:49:31.575394] [INFO ] [sig       ] KD: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:49:31.716259] [INFO ] [LOCAL     ] Saved forecast: KD	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/KD.txt
[2025-11-25T10:49:31.716455] [INFO ] [sig       ] [1037/2057] Completed KD in 0.3s | 2.88 sym/s | Total: 6.0m | ETA: 5.9m
[2025-11-25T10:49:31.716518] [INFO ] [sig       ] [1038/2057] Forecasting KEN...
[2025-11-25T10:49:31.716577] [INFO ] [sig       ] Generating forecast for: KEN
[2025-11-25T10:49:31.716626] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KEN' from 'https://tdm.silogroup.org/data/derivative_storage/KEN.csv'.
[2025-11-25T10:49:31.727079] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'KEN'.
[2025-11-25T10:49:31.727436] [INFO ] [FORECASTER] Starting predict_future for KEN
[2025-11-25T10:49:31.728248] [DEBUG] [LOCAL     ] No optimal features file found for KEN: ./output/feature-sets/KEN.txt
[2025-11-25T10:49:31.728317] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:49:31.728362] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:49:31.728409] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:49:31.728493] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:49:31.794815] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:49:31.795743] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:49:31.795843] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:49:31.795899] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:49:31.889526] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:49:31.889702] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:49:31.889818] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:49:31.890258] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:49:31.893676] [DEBUG] [FORECASTER] KEN: Forecast T+1@11:T+2@11: DOWN (p=39.52%)
[2025-11-25T10:49:31.893974] [INFO ] [FORECASTER] Completed predict_future for KEN
[2025-11-25T10:49:31.894125] [INFO ] [sig       ] KEN: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:49:32.032779] [INFO ] [LOCAL     ] Saved forecast: KEN	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/KEN.txt
[2025-11-25T10:49:32.032919] [INFO ] [sig       ] [1038/2057] Completed KEN in 0.3s | 2.88 sym/s | Total: 6.0m | ETA: 5.9m
[2025-11-25T10:49:32.032972] [INFO ] [sig       ] [1039/2057] Forecasting KEP...
[2025-11-25T10:49:32.033015] [INFO ] [sig       ] Generating forecast for: KEP
[2025-11-25T10:49:32.033056] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KEP' from 'https://tdm.silogroup.org/data/derivative_storage/KEP.csv'.
[2025-11-25T10:49:32.045511] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'KEP'.
[2025-11-25T10:49:32.046025] [INFO ] [FORECASTER] Starting predict_future for KEP
[2025-11-25T10:49:32.046883] [DEBUG] [LOCAL     ] No optimal features file found for KEP: ./output/feature-sets/KEP.txt
[2025-11-25T10:49:32.046956] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:49:32.047003] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:49:32.047070] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:49:32.047145] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:49:32.111843] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:49:32.112629] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:49:32.112748] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:49:32.112795] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:49:32.214899] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:49:32.215126] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:49:32.215183] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:49:32.215219] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:49:32.218901] [DEBUG] [FORECASTER] KEP: Forecast T+1@11:T+2@11: UP (p=98.30%)
[2025-11-25T10:49:32.219223] [INFO ] [FORECASTER] Completed predict_future for KEP
[2025-11-25T10:49:32.219394] [INFO ] [sig       ] KEP: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:49:32.365820] [INFO ] [LOCAL     ] Saved forecast: KEP	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/KEP.txt
[2025-11-25T10:49:32.365996] [INFO ] [sig       ] [1039/2057] Completed KEP in 0.3s | 2.88 sym/s | Total: 6.0m | ETA: 5.9m
[2025-11-25T10:49:32.366054] [INFO ] [sig       ] [1040/2057] Forecasting KEX...
[2025-11-25T10:49:32.366100] [INFO ] [sig       ] Generating forecast for: KEX
[2025-11-25T10:49:32.366144] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KEX' from 'https://tdm.silogroup.org/data/derivative_storage/KEX.csv'.
[2025-11-25T10:49:32.378140] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'KEX'.
[2025-11-25T10:49:32.378529] [INFO ] [FORECASTER] Starting predict_future for KEX
[2025-11-25T10:49:32.379539] [DEBUG] [LOCAL     ] No optimal features file found for KEX: ./output/feature-sets/KEX.txt
[2025-11-25T10:49:32.379609] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:49:32.379676] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:49:32.379721] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:49:32.379787] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:49:32.449278] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:49:32.450125] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:49:32.450222] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:49:32.450268] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:49:32.542385] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:49:32.542541] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:49:32.542586] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:49:32.542620] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:49:32.545943] [DEBUG] [FORECASTER] KEX: Forecast T+1@11:T+2@11: DOWN (p=0.20%)
[2025-11-25T10:49:32.546225] [INFO ] [FORECASTER] Completed predict_future for KEX
[2025-11-25T10:49:32.546362] [INFO ] [sig       ] KEX: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:49:32.685141] [INFO ] [LOCAL     ] Saved forecast: KEX	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/KEX.txt
[2025-11-25T10:49:32.685290] [INFO ] [sig       ] [1040/2057] Completed KEX in 0.3s | 2.88 sym/s | Total: 6.0m | ETA: 5.9m
[2025-11-25T10:49:32.685345] [INFO ] [sig       ] [1041/2057] Forecasting KEYS...
[2025-11-25T10:49:32.685382] [INFO ] [sig       ] Generating forecast for: KEYS
[2025-11-25T10:49:32.685425] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KEYS' from 'https://tdm.silogroup.org/data/derivative_storage/KEYS.csv'.
[2025-11-25T10:49:32.696752] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'KEYS'.
[2025-11-25T10:49:32.697128] [INFO ] [FORECASTER] Starting predict_future for KEYS
[2025-11-25T10:49:32.697945] [DEBUG] [LOCAL     ] No optimal features file found for KEYS: ./output/feature-sets/KEYS.txt
[2025-11-25T10:49:32.698049] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:49:32.698097] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:49:32.698140] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:49:32.698208] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:49:32.762632] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:49:32.763288] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:49:32.763379] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:49:32.763425] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:49:32.862076] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:49:32.862227] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:49:32.862271] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:49:32.862306] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:49:32.865606] [DEBUG] [FORECASTER] KEYS: Forecast T+1@11:T+2@11: DOWN (p=22.36%)
[2025-11-25T10:49:32.865911] [INFO ] [FORECASTER] Completed predict_future for KEYS
[2025-11-25T10:49:32.866058] [INFO ] [sig       ] KEYS: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:49:33.004076] [INFO ] [LOCAL     ] Saved forecast: KEYS	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/KEYS.txt
[2025-11-25T10:49:33.004217] [INFO ] [sig       ] [1041/2057] Completed KEYS in 0.3s | 2.88 sym/s | Total: 6.0m | ETA: 5.9m
[2025-11-25T10:49:33.004269] [INFO ] [sig       ] [1042/2057] Forecasting KF...
[2025-11-25T10:49:33.004313] [INFO ] [sig       ] Generating forecast for: KF
[2025-11-25T10:49:33.004354] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KF' from 'https://tdm.silogroup.org/data/derivative_storage/KF.csv'.
[2025-11-25T10:49:33.015732] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'KF'.
[2025-11-25T10:49:33.016131] [INFO ] [FORECASTER] Starting predict_future for KF
[2025-11-25T10:49:33.017004] [DEBUG] [LOCAL     ] No optimal features file found for KF: ./output/feature-sets/KF.txt
[2025-11-25T10:49:33.017102] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:49:33.017154] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:49:33.017194] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:49:33.017264] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:49:33.086112] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:49:33.087123] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:49:33.087243] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:49:33.087308] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:49:33.184596] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:49:33.184814] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:49:33.184864] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:49:33.184899] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:49:33.188557] [DEBUG] [FORECASTER] KF: Forecast T+1@11:T+2@11: UP (p=84.68%)
[2025-11-25T10:49:33.188892] [INFO ] [FORECASTER] Completed predict_future for KF
[2025-11-25T10:49:33.189229] [INFO ] [sig       ] KF: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:49:33.334917] [INFO ] [LOCAL     ] Saved forecast: KF	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/KF.txt
[2025-11-25T10:49:33.335102] [INFO ] [sig       ] [1042/2057] Completed KF in 0.3s | 2.88 sym/s | Total: 6.0m | ETA: 5.9m
[2025-11-25T10:49:33.335161] [INFO ] [sig       ] [1043/2057] Forecasting KFRC...
[2025-11-25T10:49:33.335208] [INFO ] [sig       ] Generating forecast for: KFRC
[2025-11-25T10:49:33.335252] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KFRC' from 'https://tdm.silogroup.org/data/derivative_storage/KFRC.csv'.
[2025-11-25T10:49:33.347231] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'KFRC'.
[2025-11-25T10:49:33.347639] [INFO ] [FORECASTER] Starting predict_future for KFRC
[2025-11-25T10:49:33.348453] [DEBUG] [LOCAL     ] No optimal features file found for KFRC: ./output/feature-sets/KFRC.txt
[2025-11-25T10:49:33.348525] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:49:33.348574] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:49:33.348617] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:49:33.348712] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:49:33.417512] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:49:33.418379] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:49:33.418484] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:49:33.418535] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:49:33.520961] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:49:33.521160] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:49:33.521208] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:49:33.521245] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:49:33.524828] [DEBUG] [FORECASTER] KFRC: Forecast T+1@11:T+2@11: UP (p=69.08%)
[2025-11-25T10:49:33.525127] [INFO ] [FORECASTER] Completed predict_future for KFRC
[2025-11-25T10:49:33.525288] [INFO ] [sig       ] KFRC: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:49:33.672980] [INFO ] [LOCAL     ] Saved forecast: KFRC	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/KFRC.txt
[2025-11-25T10:49:33.673212] [INFO ] [sig       ] [1043/2057] Completed KFRC in 0.3s | 2.88 sym/s | Total: 6.0m | ETA: 5.9m
[2025-11-25T10:49:33.673282] [INFO ] [sig       ] [1044/2057] Forecasting KFS...
[2025-11-25T10:49:33.673328] [INFO ] [sig       ] Generating forecast for: KFS
[2025-11-25T10:49:33.673372] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KFS' from 'https://tdm.silogroup.org/data/derivative_storage/KFS.csv'.
[2025-11-25T10:49:33.684808] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'KFS'.
[2025-11-25T10:49:33.685272] [INFO ] [FORECASTER] Starting predict_future for KFS
[2025-11-25T10:49:33.686161] [DEBUG] [LOCAL     ] No optimal features file found for KFS: ./output/feature-sets/KFS.txt
[2025-11-25T10:49:33.686239] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:49:33.686289] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:49:33.686333] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:49:33.686406] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:49:33.755597] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:49:33.756460] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:49:33.756563] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:49:33.756614] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:49:33.861886] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:49:33.862095] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:49:33.862149] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:49:33.862186] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:49:33.865784] [DEBUG] [FORECASTER] KFS: Forecast T+1@11:T+2@11: DOWN (p=7.28%)
[2025-11-25T10:49:33.866106] [INFO ] [FORECASTER] Completed predict_future for KFS
[2025-11-25T10:49:33.866281] [INFO ] [sig       ] KFS: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:49:34.015624] [INFO ] [LOCAL     ] Saved forecast: KFS	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/KFS.txt
[2025-11-25T10:49:34.015884] [INFO ] [sig       ] [1044/2057] Completed KFS in 0.3s | 2.88 sym/s | Total: 6.0m | ETA: 5.9m
[2025-11-25T10:49:34.015990] [INFO ] [sig       ] [1045/2057] Forecasting KFY...
[2025-11-25T10:49:34.016064] [INFO ] [sig       ] Generating forecast for: KFY
[2025-11-25T10:49:34.016134] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KFY' from 'https://tdm.silogroup.org/data/derivative_storage/KFY.csv'.
[2025-11-25T10:49:34.028022] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'KFY'.
[2025-11-25T10:49:34.028472] [INFO ] [FORECASTER] Starting predict_future for KFY
[2025-11-25T10:49:34.029354] [DEBUG] [LOCAL     ] No optimal features file found for KFY: ./output/feature-sets/KFY.txt
[2025-11-25T10:49:34.029427] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:49:34.029474] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:49:34.029516] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:49:34.029594] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:49:34.096434] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:49:34.097363] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:49:34.097471] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:49:34.097519] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:49:34.188836] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:49:34.189038] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:49:34.189087] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:49:34.189122] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:49:34.192630] [DEBUG] [FORECASTER] KFY: Forecast T+1@11:T+2@11: DOWN (p=16.34%)
[2025-11-25T10:49:34.193065] [INFO ] [FORECASTER] Completed predict_future for KFY
[2025-11-25T10:49:34.193203] [INFO ] [sig       ] KFY: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:49:34.332890] [INFO ] [LOCAL     ] Saved forecast: KFY	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/KFY.txt
[2025-11-25T10:49:34.333048] [INFO ] [sig       ] [1045/2057] Completed KFY in 0.3s | 2.88 sym/s | Total: 6.0m | ETA: 5.9m
[2025-11-25T10:49:34.333103] [INFO ] [sig       ] [1046/2057] Forecasting KGS...
[2025-11-25T10:49:34.333145] [INFO ] [sig       ] Generating forecast for: KGS
[2025-11-25T10:49:34.333190] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KGS' from 'https://tdm.silogroup.org/data/derivative_storage/KGS.csv'.
[2025-11-25T10:49:34.345232] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'KGS'.
[2025-11-25T10:49:34.345627] [INFO ] [FORECASTER] Starting predict_future for KGS
[2025-11-25T10:49:34.346445] [DEBUG] [LOCAL     ] No optimal features file found for KGS: ./output/feature-sets/KGS.txt
[2025-11-25T10:49:34.346525] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:49:34.346586] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:49:34.346662] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:49:34.346753] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:49:34.412448] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:49:34.413202] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:49:34.413310] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:49:34.413373] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:49:34.516084] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:49:34.516239] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:49:34.516283] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:49:34.516317] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:49:34.519611] [DEBUG] [FORECASTER] KGS: Forecast T+1@11:T+2@11: DOWN (p=17.85%)
[2025-11-25T10:49:34.519914] [INFO ] [FORECASTER] Completed predict_future for KGS
[2025-11-25T10:49:34.520085] [INFO ] [sig       ] KGS: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:49:34.659622] [INFO ] [LOCAL     ] Saved forecast: KGS	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/KGS.txt
[2025-11-25T10:49:34.659792] [INFO ] [sig       ] [1046/2057] Completed KGS in 0.3s | 2.88 sym/s | Total: 6.0m | ETA: 5.8m
[2025-11-25T10:49:34.659848] [INFO ] [sig       ] [1047/2057] Forecasting KIM...
[2025-11-25T10:49:34.659892] [INFO ] [sig       ] Generating forecast for: KIM
[2025-11-25T10:49:34.659931] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KIM' from 'https://tdm.silogroup.org/data/derivative_storage/KIM.csv'.
[2025-11-25T10:49:34.672394] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'KIM'.
[2025-11-25T10:49:34.672853] [INFO ] [FORECASTER] Starting predict_future for KIM
[2025-11-25T10:49:34.673684] [DEBUG] [LOCAL     ] No optimal features file found for KIM: ./output/feature-sets/KIM.txt
[2025-11-25T10:49:34.673756] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:49:34.673804] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:49:34.673846] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:49:34.673915] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:49:34.737931] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:49:34.738760] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:49:34.738861] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:49:34.738910] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:49:34.846743] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:49:34.846964] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:49:34.847021] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:49:34.847084] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:49:34.850677] [DEBUG] [FORECASTER] KIM: Forecast T+1@11:T+2@11: UP (p=92.96%)
[2025-11-25T10:49:34.850979] [INFO ] [FORECASTER] Completed predict_future for KIM
[2025-11-25T10:49:34.851147] [INFO ] [sig       ] KIM: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:49:35.005598] [INFO ] [LOCAL     ] Saved forecast: KIM	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/KIM.txt
[2025-11-25T10:49:35.005794] [INFO ] [sig       ] [1047/2057] Completed KIM in 0.3s | 2.88 sym/s | Total: 6.1m | ETA: 5.8m
[2025-11-25T10:49:35.005860] [INFO ] [sig       ] [1048/2057] Forecasting KIO...
[2025-11-25T10:49:35.005906] [INFO ] [sig       ] Generating forecast for: KIO
[2025-11-25T10:49:35.005948] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KIO' from 'https://tdm.silogroup.org/data/derivative_storage/KIO.csv'.
[2025-11-25T10:49:35.018389] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'KIO'.
[2025-11-25T10:49:35.018855] [INFO ] [FORECASTER] Starting predict_future for KIO
[2025-11-25T10:49:35.019679] [DEBUG] [LOCAL     ] No optimal features file found for KIO: ./output/feature-sets/KIO.txt
[2025-11-25T10:49:35.019752] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:49:35.019801] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:49:35.019844] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:49:35.019916] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:49:35.089681] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:49:35.090557] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:49:35.090708] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:49:35.090791] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:49:35.197876] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:49:35.198072] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:49:35.198119] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:49:35.198184] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:49:35.201998] [DEBUG] [FORECASTER] KIO: Forecast T+1@11:T+2@11: UP (p=62.36%)
[2025-11-25T10:49:35.202378] [INFO ] [FORECASTER] Completed predict_future for KIO
[2025-11-25T10:49:35.202584] [INFO ] [sig       ] KIO: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:49:35.350135] [INFO ] [LOCAL     ] Saved forecast: KIO	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/KIO.txt
[2025-11-25T10:49:35.350316] [INFO ] [sig       ] [1048/2057] Completed KIO in 0.3s | 2.88 sym/s | Total: 6.1m | ETA: 5.8m
[2025-11-25T10:49:35.350374] [INFO ] [sig       ] [1049/2057] Forecasting KKR...
[2025-11-25T10:49:35.350417] [INFO ] [sig       ] Generating forecast for: KKR
[2025-11-25T10:49:35.350462] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KKR' from 'https://tdm.silogroup.org/data/derivative_storage/KKR.csv'.
[2025-11-25T10:49:35.363416] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'KKR'.
[2025-11-25T10:49:35.363898] [INFO ] [FORECASTER] Starting predict_future for KKR
[2025-11-25T10:49:35.364803] [DEBUG] [LOCAL     ] No optimal features file found for KKR: ./output/feature-sets/KKR.txt
[2025-11-25T10:49:35.364874] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:49:35.364920] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:49:35.364962] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:49:35.365033] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:49:35.435764] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:49:35.436586] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:49:35.436708] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:49:35.436759] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:49:35.548457] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:49:35.548674] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:49:35.548755] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:49:35.548805] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:49:35.552372] [DEBUG] [FORECASTER] KKR: Forecast T+1@11:T+2@11: DOWN (p=4.81%)
[2025-11-25T10:49:35.552704] [INFO ] [FORECASTER] Completed predict_future for KKR
[2025-11-25T10:49:35.553029] [INFO ] [sig       ] KKR: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:49:35.701287] [INFO ] [LOCAL     ] Saved forecast: KKR	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/KKR.txt
[2025-11-25T10:49:35.701458] [INFO ] [sig       ] [1049/2057] Completed KKR in 0.4s | 2.88 sym/s | Total: 6.1m | ETA: 5.8m
[2025-11-25T10:49:35.701514] [INFO ] [sig       ] [1050/2057] Forecasting KKRS...
[2025-11-25T10:49:35.701561] [INFO ] [sig       ] Generating forecast for: KKRS
[2025-11-25T10:49:35.701607] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KKRS' from 'https://tdm.silogroup.org/data/derivative_storage/KKRS.csv'.
[2025-11-25T10:49:35.713569] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'KKRS'.
[2025-11-25T10:49:35.713994] [INFO ] [FORECASTER] Starting predict_future for KKRS
[2025-11-25T10:49:35.714825] [DEBUG] [LOCAL     ] No optimal features file found for KKRS: ./output/feature-sets/KKRS.txt
[2025-11-25T10:49:35.714895] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:49:35.714942] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:49:35.714984] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:49:35.715055] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:49:35.786945] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:49:35.787997] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:49:35.788146] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:49:35.788221] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:49:35.891103] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:49:35.891314] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:49:35.891364] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:49:35.891398] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:49:35.894879] [DEBUG] [FORECASTER] KKRS: Forecast T+1@11:T+2@11: DOWN (p=25.85%)
[2025-11-25T10:49:35.895172] [INFO ] [FORECASTER] Completed predict_future for KKRS
[2025-11-25T10:49:35.895325] [INFO ] [sig       ] KKRS: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:49:36.036888] [INFO ] [LOCAL     ] Saved forecast: KKRS	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/KKRS.txt
[2025-11-25T10:49:36.037121] [INFO ] [sig       ] [1050/2057] Completed KKRS in 0.3s | 2.88 sym/s | Total: 6.1m | ETA: 5.8m
[2025-11-25T10:49:36.037181] [INFO ] [sig       ] [1051/2057] Forecasting KMI...
[2025-11-25T10:49:36.037226] [INFO ] [sig       ] Generating forecast for: KMI
[2025-11-25T10:49:36.037270] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KMI' from 'https://tdm.silogroup.org/data/derivative_storage/KMI.csv'.
[2025-11-25T10:49:36.049309] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'KMI'.
[2025-11-25T10:49:36.049781] [INFO ] [FORECASTER] Starting predict_future for KMI
[2025-11-25T10:49:36.050557] [DEBUG] [LOCAL     ] No optimal features file found for KMI: ./output/feature-sets/KMI.txt
[2025-11-25T10:49:36.050626] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:49:36.050694] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:49:36.050738] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:49:36.050806] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:49:36.122631] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:49:36.123680] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:49:36.123801] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:49:36.123861] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:49:36.226253] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:49:36.226429] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:49:36.226474] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:49:36.226508] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:49:36.229984] [DEBUG] [FORECASTER] KMI: Forecast T+1@11:T+2@11: DOWN (p=3.23%)
[2025-11-25T10:49:36.230449] [INFO ] [FORECASTER] Completed predict_future for KMI
[2025-11-25T10:49:36.230696] [INFO ] [sig       ] KMI: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:49:36.372154] [INFO ] [LOCAL     ] Saved forecast: KMI	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/KMI.txt
[2025-11-25T10:49:36.372311] [INFO ] [sig       ] [1051/2057] Completed KMI in 0.3s | 2.88 sym/s | Total: 6.1m | ETA: 5.8m
[2025-11-25T10:49:36.372364] [INFO ] [sig       ] [1052/2057] Forecasting KMPB...
[2025-11-25T10:49:36.372408] [INFO ] [sig       ] Generating forecast for: KMPB
[2025-11-25T10:49:36.372449] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KMPB' from 'https://tdm.silogroup.org/data/derivative_storage/KMPB.csv'.
[2025-11-25T10:49:36.383083] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'KMPB'.
[2025-11-25T10:49:36.383358] [INFO ] [FORECASTER] Starting predict_future for KMPB
[2025-11-25T10:49:36.384153] [DEBUG] [LOCAL     ] No optimal features file found for KMPB: ./output/feature-sets/KMPB.txt
[2025-11-25T10:49:36.384227] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:49:36.384272] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:49:36.384328] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:49:36.384398] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:49:36.451215] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:49:36.451906] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:49:36.451999] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:49:36.452046] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:49:36.547178] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:49:36.547383] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:49:36.547429] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:49:36.547463] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:49:36.550944] [DEBUG] [FORECASTER] KMPB: Forecast T+1@11:T+2@11: DOWN (p=9.28%)
[2025-11-25T10:49:36.551273] [INFO ] [FORECASTER] Completed predict_future for KMPB
[2025-11-25T10:49:36.551434] [INFO ] [sig       ] KMPB: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:49:36.691612] [INFO ] [LOCAL     ] Saved forecast: KMPB	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/KMPB.txt
[2025-11-25T10:49:36.691795] [INFO ] [sig       ] [1052/2057] Completed KMPB in 0.3s | 2.88 sym/s | Total: 6.1m | ETA: 5.8m
[2025-11-25T10:49:36.691849] [INFO ] [sig       ] [1053/2057] Forecasting KMPR...
[2025-11-25T10:49:36.691894] [INFO ] [sig       ] Generating forecast for: KMPR
[2025-11-25T10:49:36.691935] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KMPR' from 'https://tdm.silogroup.org/data/derivative_storage/KMPR.csv'.
[2025-11-25T10:49:36.703229] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'KMPR'.
[2025-11-25T10:49:36.703606] [INFO ] [FORECASTER] Starting predict_future for KMPR
[2025-11-25T10:49:36.704385] [DEBUG] [LOCAL     ] No optimal features file found for KMPR: ./output/feature-sets/KMPR.txt
[2025-11-25T10:49:36.704454] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:49:36.704500] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:49:36.704539] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:49:36.704607] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:49:36.770723] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:49:36.771387] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:49:36.771484] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:49:36.771532] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:49:36.876336] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:49:36.876544] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:49:36.876591] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:49:36.876626] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:49:36.880162] [DEBUG] [FORECASTER] KMPR: Forecast T+1@11:T+2@11: UP (p=62.95%)
[2025-11-25T10:49:36.880486] [INFO ] [FORECASTER] Completed predict_future for KMPR
[2025-11-25T10:49:36.880662] [INFO ] [sig       ] KMPR: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:49:37.023881] [INFO ] [LOCAL     ] Saved forecast: KMPR	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/KMPR.txt
[2025-11-25T10:49:37.024059] [INFO ] [sig       ] [1053/2057] Completed KMPR in 0.3s | 2.88 sym/s | Total: 6.1m | ETA: 5.8m
[2025-11-25T10:49:37.024113] [INFO ] [sig       ] [1054/2057] Forecasting KMT...
[2025-11-25T10:49:37.024159] [INFO ] [sig       ] Generating forecast for: KMT
[2025-11-25T10:49:37.024201] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KMT' from 'https://tdm.silogroup.org/data/derivative_storage/KMT.csv'.
[2025-11-25T10:49:37.035924] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'KMT'.
[2025-11-25T10:49:37.036298] [INFO ] [FORECASTER] Starting predict_future for KMT
[2025-11-25T10:49:37.037147] [DEBUG] [LOCAL     ] No optimal features file found for KMT: ./output/feature-sets/KMT.txt
[2025-11-25T10:49:37.037220] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:49:37.037267] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:49:37.037307] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:49:37.037376] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:49:37.104395] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:49:37.105198] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:49:37.105303] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:49:37.105353] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:49:37.226001] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:49:37.226167] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:49:37.226212] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:49:37.226247] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:49:37.230502] [DEBUG] [FORECASTER] KMT: Forecast T+1@11:T+2@11: DOWN (p=31.28%)
[2025-11-25T10:49:37.230991] [INFO ] [FORECASTER] Completed predict_future for KMT
[2025-11-25T10:49:37.231242] [INFO ] [sig       ] KMT: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:49:37.376564] [INFO ] [LOCAL     ] Saved forecast: KMT	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/KMT.txt
[2025-11-25T10:49:37.376802] [INFO ] [sig       ] [1054/2057] Completed KMT in 0.4s | 2.88 sym/s | Total: 6.1m | ETA: 5.8m
[2025-11-25T10:49:37.376862] [INFO ] [sig       ] [1055/2057] Forecasting KMX...
[2025-11-25T10:49:37.376907] [INFO ] [sig       ] Generating forecast for: KMX
[2025-11-25T10:49:37.376950] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KMX' from 'https://tdm.silogroup.org/data/derivative_storage/KMX.csv'.
[2025-11-25T10:49:37.389526] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'KMX'.
[2025-11-25T10:49:37.389978] [INFO ] [FORECASTER] Starting predict_future for KMX
[2025-11-25T10:49:37.390802] [DEBUG] [LOCAL     ] No optimal features file found for KMX: ./output/feature-sets/KMX.txt
[2025-11-25T10:49:37.390873] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:49:37.390919] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:49:37.390961] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:49:37.391030] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:49:37.457396] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:49:37.458125] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:49:37.458232] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:49:37.458283] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:49:37.559981] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:49:37.560163] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:49:37.560210] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:49:37.560246] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:49:37.563603] [DEBUG] [FORECASTER] KMX: Forecast T+1@11:T+2@11: DOWN (p=3.80%)
[2025-11-25T10:49:37.563946] [INFO ] [FORECASTER] Completed predict_future for KMX
[2025-11-25T10:49:37.564113] [INFO ] [sig       ] KMX: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:49:37.704100] [INFO ] [LOCAL     ] Saved forecast: KMX	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/KMX.txt
[2025-11-25T10:49:37.704254] [INFO ] [sig       ] [1055/2057] Completed KMX in 0.3s | 2.88 sym/s | Total: 6.1m | ETA: 5.8m
[2025-11-25T10:49:37.704308] [INFO ] [sig       ] [1056/2057] Forecasting KN...
[2025-11-25T10:49:37.704351] [INFO ] [sig       ] Generating forecast for: KN
[2025-11-25T10:49:37.704416] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KN' from 'https://tdm.silogroup.org/data/derivative_storage/KN.csv'.
[2025-11-25T10:49:37.716130] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'KN'.
[2025-11-25T10:49:37.716517] [INFO ] [FORECASTER] Starting predict_future for KN
[2025-11-25T10:49:37.717361] [DEBUG] [LOCAL     ] No optimal features file found for KN: ./output/feature-sets/KN.txt
[2025-11-25T10:49:37.717435] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:49:37.717483] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:49:37.717524] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:49:37.717596] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:49:37.783754] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:49:37.784424] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:49:37.784521] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:49:37.784570] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:49:37.885597] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:49:37.885751] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:49:37.885803] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:49:37.885838] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:49:37.889184] [DEBUG] [FORECASTER] KN: Forecast T+1@11:T+2@11: DOWN (p=1.63%)
[2025-11-25T10:49:37.889514] [INFO ] [FORECASTER] Completed predict_future for KN
[2025-11-25T10:49:37.889703] [INFO ] [sig       ] KN: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:49:38.029303] [INFO ] [LOCAL     ] Saved forecast: KN	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/KN.txt
[2025-11-25T10:49:38.029444] [INFO ] [sig       ] [1056/2057] Completed KN in 0.3s | 2.88 sym/s | Total: 6.1m | ETA: 5.8m
[2025-11-25T10:49:38.029497] [INFO ] [sig       ] [1057/2057] Forecasting KNF...
[2025-11-25T10:49:38.029539] [INFO ] [sig       ] Generating forecast for: KNF
[2025-11-25T10:49:38.029581] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KNF' from 'https://tdm.silogroup.org/data/derivative_storage/KNF.csv'.
[2025-11-25T10:49:38.040957] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'KNF'.
[2025-11-25T10:49:38.041330] [INFO ] [FORECASTER] Starting predict_future for KNF
[2025-11-25T10:49:38.042133] [DEBUG] [LOCAL     ] No optimal features file found for KNF: ./output/feature-sets/KNF.txt
[2025-11-25T10:49:38.042202] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:49:38.042247] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:49:38.042289] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:49:38.042357] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:49:38.106857] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:49:38.107580] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:49:38.107693] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:49:38.107742] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:49:38.206266] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:49:38.206437] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:49:38.206482] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:49:38.206515] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:49:38.209916] [DEBUG] [FORECASTER] KNF: Forecast T+1@11:T+2@11: UP (p=81.36%)
[2025-11-25T10:49:38.210230] [INFO ] [FORECASTER] Completed predict_future for KNF
[2025-11-25T10:49:38.210387] [INFO ] [sig       ] KNF: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:49:38.349529] [INFO ] [LOCAL     ] Saved forecast: KNF	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/KNF.txt
[2025-11-25T10:49:38.349699] [INFO ] [sig       ] [1057/2057] Completed KNF in 0.3s | 2.88 sym/s | Total: 6.1m | ETA: 5.8m
[2025-11-25T10:49:38.349756] [INFO ] [sig       ] [1058/2057] Forecasting KNOP...
[2025-11-25T10:49:38.349799] [INFO ] [sig       ] Generating forecast for: KNOP
[2025-11-25T10:49:38.349842] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KNOP' from 'https://tdm.silogroup.org/data/derivative_storage/KNOP.csv'.
[2025-11-25T10:49:38.360354] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'KNOP'.
[2025-11-25T10:49:38.360731] [INFO ] [FORECASTER] Starting predict_future for KNOP
[2025-11-25T10:49:38.361502] [DEBUG] [LOCAL     ] No optimal features file found for KNOP: ./output/feature-sets/KNOP.txt
[2025-11-25T10:49:38.361571] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:49:38.361615] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:49:38.361680] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:49:38.361751] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:49:38.426489] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:49:38.427191] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:49:38.427288] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:49:38.427334] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:49:38.523093] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:49:38.523272] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:49:38.523317] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:49:38.523350] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:49:38.526720] [DEBUG] [FORECASTER] KNOP: Forecast T+1@11:T+2@11: DOWN (p=35.36%)
[2025-11-25T10:49:38.527045] [INFO ] [FORECASTER] Completed predict_future for KNOP
[2025-11-25T10:49:38.527235] [INFO ] [sig       ] KNOP: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:49:38.666259] [INFO ] [LOCAL     ] Saved forecast: KNOP	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/KNOP.txt
[2025-11-25T10:49:38.666420] [INFO ] [sig       ] [1058/2057] Completed KNOP in 0.3s | 2.88 sym/s | Total: 6.1m | ETA: 5.8m
[2025-11-25T10:49:38.666474] [INFO ] [sig       ] [1059/2057] Forecasting KNSL...
[2025-11-25T10:49:38.666517] [INFO ] [sig       ] Generating forecast for: KNSL
[2025-11-25T10:49:38.666559] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KNSL' from 'https://tdm.silogroup.org/data/derivative_storage/KNSL.csv'.
[2025-11-25T10:49:38.678261] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'KNSL'.
[2025-11-25T10:49:38.678638] [INFO ] [FORECASTER] Starting predict_future for KNSL
[2025-11-25T10:49:38.679436] [DEBUG] [LOCAL     ] No optimal features file found for KNSL: ./output/feature-sets/KNSL.txt
[2025-11-25T10:49:38.679505] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:49:38.679551] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:49:38.679592] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:49:38.679688] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:49:38.749245] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:49:38.750042] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:49:38.750138] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:49:38.750187] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:49:38.847788] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:49:38.847958] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:49:38.848004] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:49:38.848038] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:49:38.851499] [DEBUG] [FORECASTER] KNSL: Forecast T+1@11:T+2@11: UP (p=57.49%)
[2025-11-25T10:49:38.851813] [INFO ] [FORECASTER] Completed predict_future for KNSL
[2025-11-25T10:49:38.851972] [INFO ] [sig       ] KNSL: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:49:38.993274] [INFO ] [LOCAL     ] Saved forecast: KNSL	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/KNSL.txt
[2025-11-25T10:49:38.993440] [INFO ] [sig       ] [1059/2057] Completed KNSL in 0.3s | 2.88 sym/s | Total: 6.1m | ETA: 5.8m
[2025-11-25T10:49:38.993493] [INFO ] [sig       ] [1060/2057] Forecasting KNTK...
[2025-11-25T10:49:38.993536] [INFO ] [sig       ] Generating forecast for: KNTK
[2025-11-25T10:49:38.993577] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KNTK' from 'https://tdm.silogroup.org/data/derivative_storage/KNTK.csv'.
[2025-11-25T10:49:39.004993] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'KNTK'.
[2025-11-25T10:49:39.005369] [INFO ] [FORECASTER] Starting predict_future for KNTK
[2025-11-25T10:49:39.006157] [DEBUG] [LOCAL     ] No optimal features file found for KNTK: ./output/feature-sets/KNTK.txt
[2025-11-25T10:49:39.006226] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:49:39.006272] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:49:39.006313] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:49:39.006378] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:49:39.072964] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:49:39.073581] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:49:39.073695] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:49:39.073744] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:49:39.159951] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:49:39.160105] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:49:39.160161] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:49:39.160197] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:49:39.163526] [DEBUG] [FORECASTER] KNTK: Forecast T+1@11:T+2@11: UP (p=84.61%)
[2025-11-25T10:49:39.163835] [INFO ] [FORECASTER] Completed predict_future for KNTK
[2025-11-25T10:49:39.163978] [INFO ] [sig       ] KNTK: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:49:39.304889] [INFO ] [LOCAL     ] Saved forecast: KNTK	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/KNTK.txt
[2025-11-25T10:49:39.305027] [INFO ] [sig       ] [1060/2057] Completed KNTK in 0.3s | 2.88 sym/s | Total: 6.1m | ETA: 5.8m
[2025-11-25T10:49:39.305079] [INFO ] [sig       ] [1061/2057] Forecasting KNX...
[2025-11-25T10:49:39.305120] [INFO ] [sig       ] Generating forecast for: KNX
[2025-11-25T10:49:39.305159] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KNX' from 'https://tdm.silogroup.org/data/derivative_storage/KNX.csv'.
[2025-11-25T10:49:39.316240] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'KNX'.
[2025-11-25T10:49:39.316584] [INFO ] [FORECASTER] Starting predict_future for KNX
[2025-11-25T10:49:39.317423] [DEBUG] [LOCAL     ] No optimal features file found for KNX: ./output/feature-sets/KNX.txt
[2025-11-25T10:49:39.317496] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:49:39.317542] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:49:39.317582] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:49:39.317670] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:49:39.383165] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:49:39.383838] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:49:39.383941] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:49:39.383992] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:49:39.497760] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:49:39.498029] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:49:39.498087] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:49:39.498124] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:49:39.501874] [DEBUG] [FORECASTER] KNX: Forecast T+1@11:T+2@11: DOWN (p=22.74%)
[2025-11-25T10:49:39.502190] [INFO ] [FORECASTER] Completed predict_future for KNX
[2025-11-25T10:49:39.502355] [INFO ] [sig       ] KNX: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:49:39.644307] [INFO ] [LOCAL     ] Saved forecast: KNX	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/KNX.txt
[2025-11-25T10:49:39.644482] [INFO ] [sig       ] [1061/2057] Completed KNX in 0.3s | 2.88 sym/s | Total: 6.1m | ETA: 5.8m
[2025-11-25T10:49:39.644537] [INFO ] [sig       ] [1062/2057] Forecasting KODK...
[2025-11-25T10:49:39.644583] [INFO ] [sig       ] Generating forecast for: KODK
[2025-11-25T10:49:39.644626] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KODK' from 'https://tdm.silogroup.org/data/derivative_storage/KODK.csv'.
[2025-11-25T10:49:39.656675] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'KODK'.
[2025-11-25T10:49:39.657103] [INFO ] [FORECASTER] Starting predict_future for KODK
[2025-11-25T10:49:39.657911] [DEBUG] [LOCAL     ] No optimal features file found for KODK: ./output/feature-sets/KODK.txt
[2025-11-25T10:49:39.657982] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:49:39.658028] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:49:39.658071] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:49:39.658141] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:49:39.725299] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:49:39.726162] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:49:39.726261] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:49:39.726313] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:49:39.841281] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:49:39.841475] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:49:39.841523] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:49:39.841557] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:49:39.845065] [DEBUG] [FORECASTER] KODK: Forecast T+1@11:T+2@11: DOWN (p=44.62%)
[2025-11-25T10:49:39.845366] [INFO ] [FORECASTER] Completed predict_future for KODK
[2025-11-25T10:49:39.845527] [INFO ] [sig       ] KODK: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:49:39.987504] [INFO ] [LOCAL     ] Saved forecast: KODK	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/KODK.txt
[2025-11-25T10:49:39.987805] [INFO ] [sig       ] [1062/2057] Completed KODK in 0.3s | 2.88 sym/s | Total: 6.1m | ETA: 5.8m
[2025-11-25T10:49:39.987887] [INFO ] [sig       ] [1063/2057] Forecasting KOF...
[2025-11-25T10:49:39.987936] [INFO ] [sig       ] Generating forecast for: KOF
[2025-11-25T10:49:39.987981] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KOF' from 'https://tdm.silogroup.org/data/derivative_storage/KOF.csv'.
[2025-11-25T10:49:40.001210] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'KOF'.
[2025-11-25T10:49:40.001688] [INFO ] [FORECASTER] Starting predict_future for KOF
[2025-11-25T10:49:40.002545] [DEBUG] [LOCAL     ] No optimal features file found for KOF: ./output/feature-sets/KOF.txt
[2025-11-25T10:49:40.002619] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:49:40.002688] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:49:40.002734] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:49:40.002818] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:49:40.072611] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:49:40.073574] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:49:40.073753] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:49:40.073839] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:49:40.181634] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:49:40.181865] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:49:40.181914] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:49:40.181949] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:49:40.185436] [DEBUG] [FORECASTER] KOF: Forecast T+1@11:T+2@11: UP (p=76.77%)
[2025-11-25T10:49:40.185759] [INFO ] [FORECASTER] Completed predict_future for KOF
[2025-11-25T10:49:40.185924] [INFO ] [sig       ] KOF: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:49:40.330683] [INFO ] [LOCAL     ] Saved forecast: KOF	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/KOF.txt
[2025-11-25T10:49:40.330856] [INFO ] [sig       ] [1063/2057] Completed KOF in 0.3s | 2.88 sym/s | Total: 6.1m | ETA: 5.7m
[2025-11-25T10:49:40.330916] [INFO ] [sig       ] [1064/2057] Forecasting KOP...
[2025-11-25T10:49:40.330961] [INFO ] [sig       ] Generating forecast for: KOP
[2025-11-25T10:49:40.331008] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KOP' from 'https://tdm.silogroup.org/data/derivative_storage/KOP.csv'.
[2025-11-25T10:49:40.342252] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'KOP'.
[2025-11-25T10:49:40.342774] [INFO ] [FORECASTER] Starting predict_future for KOP
[2025-11-25T10:49:40.343668] [DEBUG] [LOCAL     ] No optimal features file found for KOP: ./output/feature-sets/KOP.txt
[2025-11-25T10:49:40.343739] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:49:40.343786] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:49:40.343826] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:49:40.343894] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:49:40.417940] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:49:40.418880] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:49:40.418977] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:49:40.419024] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:49:40.525246] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:49:40.525441] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:49:40.525514] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:49:40.525567] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:49:40.529507] [DEBUG] [FORECASTER] KOP: Forecast T+1@11:T+2@11: UP (p=91.03%)
[2025-11-25T10:49:40.530049] [INFO ] [FORECASTER] Completed predict_future for KOP
[2025-11-25T10:49:40.530305] [INFO ] [sig       ] KOP: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:49:40.675578] [INFO ] [LOCAL     ] Saved forecast: KOP	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/KOP.txt
[2025-11-25T10:49:40.675789] [INFO ] [sig       ] [1064/2057] Completed KOP in 0.3s | 2.88 sym/s | Total: 6.1m | ETA: 5.7m
[2025-11-25T10:49:40.675845] [INFO ] [sig       ] [1065/2057] Forecasting KORE...
[2025-11-25T10:49:40.675888] [INFO ] [sig       ] Generating forecast for: KORE
[2025-11-25T10:49:40.675931] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KORE' from 'https://tdm.silogroup.org/data/derivative_storage/KORE.csv'.
[2025-11-25T10:49:40.686903] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'KORE'.
[2025-11-25T10:49:40.687228] [INFO ] [FORECASTER] Starting predict_future for KORE
[2025-11-25T10:49:40.688035] [DEBUG] [LOCAL     ] No optimal features file found for KORE: ./output/feature-sets/KORE.txt
[2025-11-25T10:49:40.688142] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:49:40.688196] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:49:40.688238] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:49:40.688319] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:49:40.753691] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:49:40.754318] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:49:40.754415] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:49:40.754461] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:49:40.853186] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:49:40.853378] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:49:40.853427] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:49:40.853463] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:49:40.856966] [DEBUG] [FORECASTER] KORE: Forecast T+1@11:T+2@11: UP (p=96.64%)
[2025-11-25T10:49:40.857276] [INFO ] [FORECASTER] Completed predict_future for KORE
[2025-11-25T10:49:40.857430] [INFO ] [sig       ] KORE: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:49:40.997570] [INFO ] [LOCAL     ] Saved forecast: KORE	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/KORE.txt
[2025-11-25T10:49:40.997754] [INFO ] [sig       ] [1065/2057] Completed KORE in 0.3s | 2.88 sym/s | Total: 6.2m | ETA: 5.7m
[2025-11-25T10:49:40.997811] [INFO ] [sig       ] [1066/2057] Forecasting KOS...
[2025-11-25T10:49:40.997856] [INFO ] [sig       ] Generating forecast for: KOS
[2025-11-25T10:49:40.997898] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KOS' from 'https://tdm.silogroup.org/data/derivative_storage/KOS.csv'.
[2025-11-25T10:49:41.012524] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'KOS'.
[2025-11-25T10:49:41.012985] [INFO ] [FORECASTER] Starting predict_future for KOS
[2025-11-25T10:49:41.013795] [DEBUG] [LOCAL     ] No optimal features file found for KOS: ./output/feature-sets/KOS.txt
[2025-11-25T10:49:41.013865] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:49:41.013912] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:49:41.013953] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:49:41.014022] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:49:41.079301] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:49:41.079995] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:49:41.080092] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:49:41.080140] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:49:41.192005] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:49:41.192200] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:49:41.192247] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:49:41.192281] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:49:41.195675] [DEBUG] [FORECASTER] KOS: Forecast T+1@11:T+2@11: DOWN (p=48.99%)
[2025-11-25T10:49:41.195962] [INFO ] [FORECASTER] Completed predict_future for KOS
[2025-11-25T10:49:41.196111] [INFO ] [sig       ] KOS: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:49:41.335523] [INFO ] [LOCAL     ] Saved forecast: KOS	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/KOS.txt
[2025-11-25T10:49:41.335695] [INFO ] [sig       ] [1066/2057] Completed KOS in 0.3s | 2.88 sym/s | Total: 6.2m | ETA: 5.7m
[2025-11-25T10:49:41.335752] [INFO ] [sig       ] [1067/2057] Forecasting KR...
[2025-11-25T10:49:41.335795] [INFO ] [sig       ] Generating forecast for: KR
[2025-11-25T10:49:41.335838] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KR' from 'https://tdm.silogroup.org/data/derivative_storage/KR.csv'.
[2025-11-25T10:49:41.347103] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'KR'.
[2025-11-25T10:49:41.347489] [INFO ] [FORECASTER] Starting predict_future for KR
[2025-11-25T10:49:41.348298] [DEBUG] [LOCAL     ] No optimal features file found for KR: ./output/feature-sets/KR.txt
[2025-11-25T10:49:41.348371] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:49:41.348420] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:49:41.348466] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:49:41.348538] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:49:41.415340] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:49:41.416246] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:49:41.416349] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:49:41.416400] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:49:41.530726] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:49:41.530924] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:49:41.530980] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:49:41.531024] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:49:41.534341] [DEBUG] [FORECASTER] KR: Forecast T+1@11:T+2@11: UP (p=99.22%)
[2025-11-25T10:49:41.534826] [INFO ] [FORECASTER] Completed predict_future for KR
[2025-11-25T10:49:41.535056] [INFO ] [sig       ] KR: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:49:41.676544] [INFO ] [LOCAL     ] Saved forecast: KR	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/KR.txt
[2025-11-25T10:49:41.676755] [INFO ] [sig       ] [1067/2057] Completed KR in 0.3s | 2.88 sym/s | Total: 6.2m | ETA: 5.7m
[2025-11-25T10:49:41.676812] [INFO ] [sig       ] [1068/2057] Forecasting KRC...
[2025-11-25T10:49:41.676856] [INFO ] [sig       ] Generating forecast for: KRC
[2025-11-25T10:49:41.676898] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KRC' from 'https://tdm.silogroup.org/data/derivative_storage/KRC.csv'.
[2025-11-25T10:49:41.689850] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'KRC'.
[2025-11-25T10:49:41.690313] [INFO ] [FORECASTER] Starting predict_future for KRC
[2025-11-25T10:49:41.691112] [DEBUG] [LOCAL     ] No optimal features file found for KRC: ./output/feature-sets/KRC.txt
[2025-11-25T10:49:41.691182] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:49:41.691231] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:49:41.691271] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:49:41.691345] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:49:41.759017] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:49:41.759892] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:49:41.760002] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:49:41.760052] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:49:41.878862] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:49:41.879054] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:49:41.879100] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:49:41.879133] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:49:41.882855] [DEBUG] [FORECASTER] KRC: Forecast T+1@11:T+2@11: DOWN (p=31.55%)
[2025-11-25T10:49:41.883143] [INFO ] [FORECASTER] Completed predict_future for KRC
[2025-11-25T10:49:41.883292] [INFO ] [sig       ] KRC: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:49:42.025068] [INFO ] [LOCAL     ] Saved forecast: KRC	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/KRC.txt
[2025-11-25T10:49:42.025244] [INFO ] [sig       ] [1068/2057] Completed KRC in 0.3s | 2.88 sym/s | Total: 6.2m | ETA: 5.7m
[2025-11-25T10:49:42.025309] [INFO ] [sig       ] [1069/2057] Forecasting KREF...
[2025-11-25T10:49:42.025358] [INFO ] [sig       ] Generating forecast for: KREF
[2025-11-25T10:49:42.025403] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KREF' from 'https://tdm.silogroup.org/data/derivative_storage/KREF.csv'.
[2025-11-25T10:49:42.036881] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'KREF'.
[2025-11-25T10:49:42.037297] [INFO ] [FORECASTER] Starting predict_future for KREF
[2025-11-25T10:49:42.038110] [DEBUG] [LOCAL     ] No optimal features file found for KREF: ./output/feature-sets/KREF.txt
[2025-11-25T10:49:42.038183] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:49:42.038232] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:49:42.038275] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:49:42.038339] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:49:42.107049] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:49:42.107947] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:49:42.108047] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:49:42.108096] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:49:42.217599] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:49:42.217801] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:49:42.217848] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:49:42.217882] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:49:42.221252] [DEBUG] [FORECASTER] KREF: Forecast T+1@11:T+2@11: DOWN (p=27.54%)
[2025-11-25T10:49:42.221543] [INFO ] [FORECASTER] Completed predict_future for KREF
[2025-11-25T10:49:42.221712] [INFO ] [sig       ] KREF: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:49:42.362560] [INFO ] [LOCAL     ] Saved forecast: KREF	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/KREF.txt
[2025-11-25T10:49:42.362733] [INFO ] [sig       ] [1069/2057] Completed KREF in 0.3s | 2.88 sym/s | Total: 6.2m | ETA: 5.7m
[2025-11-25T10:49:42.362790] [INFO ] [sig       ] [1070/2057] Forecasting KRG...
[2025-11-25T10:49:42.362834] [INFO ] [sig       ] Generating forecast for: KRG
[2025-11-25T10:49:42.362877] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KRG' from 'https://tdm.silogroup.org/data/derivative_storage/KRG.csv'.
[2025-11-25T10:49:42.376968] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'KRG'.
[2025-11-25T10:49:42.377599] [INFO ] [FORECASTER] Starting predict_future for KRG
[2025-11-25T10:49:42.378567] [DEBUG] [LOCAL     ] No optimal features file found for KRG: ./output/feature-sets/KRG.txt
[2025-11-25T10:49:42.378663] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:49:42.378717] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:49:42.378761] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:49:42.378834] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:49:42.447940] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:49:42.449216] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:49:42.449344] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:49:42.449397] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:49:42.569000] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:49:42.569269] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:49:42.569322] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:49:42.569359] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:49:42.573234] [DEBUG] [FORECASTER] KRG: Forecast T+1@11:T+2@11: DOWN (p=11.50%)
[2025-11-25T10:49:42.573582] [INFO ] [FORECASTER] Completed predict_future for KRG
[2025-11-25T10:49:42.573839] [INFO ] [sig       ] KRG: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:49:42.726830] [INFO ] [LOCAL     ] Saved forecast: KRG	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/KRG.txt
[2025-11-25T10:49:42.727083] [INFO ] [sig       ] [1070/2057] Completed KRG in 0.4s | 2.88 sym/s | Total: 6.2m | ETA: 5.7m
[2025-11-25T10:49:42.727146] [INFO ] [sig       ] [1071/2057] Forecasting KRO...
[2025-11-25T10:49:42.727192] [INFO ] [sig       ] Generating forecast for: KRO
[2025-11-25T10:49:42.727239] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KRO' from 'https://tdm.silogroup.org/data/derivative_storage/KRO.csv'.
[2025-11-25T10:49:42.741081] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'KRO'.
[2025-11-25T10:49:42.741722] [INFO ] [FORECASTER] Starting predict_future for KRO
[2025-11-25T10:49:42.742718] [DEBUG] [LOCAL     ] No optimal features file found for KRO: ./output/feature-sets/KRO.txt
[2025-11-25T10:49:42.742793] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:49:42.742848] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:49:42.742890] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:49:42.742962] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:49:42.811816] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:49:42.812972] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:49:42.813087] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:49:42.813140] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:49:42.929550] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:49:42.929840] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:49:42.929919] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:49:42.929969] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:49:42.933935] [DEBUG] [FORECASTER] KRO: Forecast T+1@11:T+2@11: UP (p=84.53%)
[2025-11-25T10:49:42.934486] [INFO ] [FORECASTER] Completed predict_future for KRO
[2025-11-25T10:49:42.934755] [INFO ] [sig       ] KRO: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:49:43.078994] [INFO ] [LOCAL     ] Saved forecast: KRO	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/KRO.txt
[2025-11-25T10:49:43.079216] [INFO ] [sig       ] [1071/2057] Completed KRO in 0.4s | 2.88 sym/s | Total: 6.2m | ETA: 5.7m
[2025-11-25T10:49:43.079276] [INFO ] [sig       ] [1072/2057] Forecasting KRP...
[2025-11-25T10:49:43.079323] [INFO ] [sig       ] Generating forecast for: KRP
[2025-11-25T10:49:43.079369] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KRP' from 'https://tdm.silogroup.org/data/derivative_storage/KRP.csv'.
[2025-11-25T10:49:43.093257] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'KRP'.
[2025-11-25T10:49:43.093883] [INFO ] [FORECASTER] Starting predict_future for KRP
[2025-11-25T10:49:43.094821] [DEBUG] [LOCAL     ] No optimal features file found for KRP: ./output/feature-sets/KRP.txt
[2025-11-25T10:49:43.094897] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:49:43.094948] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:49:43.094992] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:49:43.095066] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:49:43.164055] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:49:43.165198] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:49:43.165319] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:49:43.165371] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:49:43.285908] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:49:43.286163] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:49:43.286215] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:49:43.286294] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:49:43.290137] [DEBUG] [FORECASTER] KRP: Forecast T+1@11:T+2@11: DOWN (p=31.55%)
[2025-11-25T10:49:43.290470] [INFO ] [FORECASTER] Completed predict_future for KRP
[2025-11-25T10:49:43.290639] [INFO ] [sig       ] KRP: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:49:43.432621] [INFO ] [LOCAL     ] Saved forecast: KRP	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/KRP.txt
[2025-11-25T10:49:43.432927] [INFO ] [sig       ] [1072/2057] Completed KRP in 0.4s | 2.88 sym/s | Total: 6.2m | ETA: 5.7m
[2025-11-25T10:49:43.432996] [INFO ] [sig       ] [1073/2057] Forecasting KSS...
[2025-11-25T10:49:43.433046] [INFO ] [sig       ] Generating forecast for: KSS
[2025-11-25T10:49:43.433099] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KSS' from 'https://tdm.silogroup.org/data/derivative_storage/KSS.csv'.
[2025-11-25T10:49:43.446946] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'KSS'.
[2025-11-25T10:49:43.447531] [INFO ] [FORECASTER] Starting predict_future for KSS
[2025-11-25T10:49:43.448432] [DEBUG] [LOCAL     ] No optimal features file found for KSS: ./output/feature-sets/KSS.txt
[2025-11-25T10:49:43.448506] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:49:43.448554] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:49:43.448596] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:49:43.448685] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:49:43.513983] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:49:43.514923] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:49:43.515034] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:49:43.515083] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:49:43.634671] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:49:43.634945] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:49:43.634997] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:49:43.635033] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:49:43.638981] [DEBUG] [FORECASTER] KSS: Forecast T+1@11:T+2@11: UP (p=93.15%)
[2025-11-25T10:49:43.639336] [INFO ] [FORECASTER] Completed predict_future for KSS
[2025-11-25T10:49:43.639521] [INFO ] [sig       ] KSS: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:49:43.858755] [INFO ] [LOCAL     ] Saved forecast: KSS	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/KSS.txt
[2025-11-25T10:49:43.858990] [INFO ] [sig       ] [1073/2057] Completed KSS in 0.4s | 2.88 sym/s | Total: 6.2m | ETA: 5.7m
[2025-11-25T10:49:43.859052] [INFO ] [sig       ] [1074/2057] Forecasting KT...
[2025-11-25T10:49:43.859099] [INFO ] [sig       ] Generating forecast for: KT
[2025-11-25T10:49:43.859148] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KT' from 'https://tdm.silogroup.org/data/derivative_storage/KT.csv'.
[2025-11-25T10:49:43.873019] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'KT'.
[2025-11-25T10:49:43.873611] [INFO ] [FORECASTER] Starting predict_future for KT
[2025-11-25T10:49:43.874525] [DEBUG] [LOCAL     ] No optimal features file found for KT: ./output/feature-sets/KT.txt
[2025-11-25T10:49:43.874598] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:49:43.874670] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:49:43.874715] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:49:43.874789] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:49:43.940549] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:49:43.941747] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:49:43.941867] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:49:43.941973] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:49:44.066402] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:49:44.066695] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:49:44.066748] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:49:44.066798] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:49:44.070765] [DEBUG] [FORECASTER] KT: Forecast T+1@11:T+2@11: DOWN (p=49.37%)
[2025-11-25T10:49:44.071129] [INFO ] [FORECASTER] Completed predict_future for KT
[2025-11-25T10:49:44.071317] [INFO ] [sig       ] KT: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:49:44.214293] [INFO ] [LOCAL     ] Saved forecast: KT	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/KT.txt
[2025-11-25T10:49:44.214542] [INFO ] [sig       ] [1074/2057] Completed KT in 0.4s | 2.88 sym/s | Total: 6.2m | ETA: 5.7m
[2025-11-25T10:49:44.214601] [INFO ] [sig       ] [1075/2057] Forecasting KTB...
[2025-11-25T10:49:44.214670] [INFO ] [sig       ] Generating forecast for: KTB
[2025-11-25T10:49:44.214720] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KTB' from 'https://tdm.silogroup.org/data/derivative_storage/KTB.csv'.
[2025-11-25T10:49:44.227960] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'KTB'.
[2025-11-25T10:49:44.228602] [INFO ] [FORECASTER] Starting predict_future for KTB
[2025-11-25T10:49:44.229586] [DEBUG] [LOCAL     ] No optimal features file found for KTB: ./output/feature-sets/KTB.txt
[2025-11-25T10:49:44.229687] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:49:44.229740] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:49:44.229783] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:49:44.229857] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:49:44.296543] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:49:44.297924] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:49:44.298068] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:49:44.298118] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:49:44.423619] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:49:44.423942] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:49:44.424007] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:49:44.424064] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:49:44.428104] [DEBUG] [FORECASTER] KTB: Forecast T+1@11:T+2@11: UP (p=87.20%)
[2025-11-25T10:49:44.428454] [INFO ] [FORECASTER] Completed predict_future for KTB
[2025-11-25T10:49:44.428674] [INFO ] [sig       ] KTB: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:49:44.572740] [INFO ] [LOCAL     ] Saved forecast: KTB	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/KTB.txt
[2025-11-25T10:49:44.572974] [INFO ] [sig       ] [1075/2057] Completed KTB in 0.4s | 2.88 sym/s | Total: 6.2m | ETA: 5.7m
[2025-11-25T10:49:44.573032] [INFO ] [sig       ] [1076/2057] Forecasting KTF...
[2025-11-25T10:49:44.573076] [INFO ] [sig       ] Generating forecast for: KTF
[2025-11-25T10:49:44.573124] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KTF' from 'https://tdm.silogroup.org/data/derivative_storage/KTF.csv'.
[2025-11-25T10:49:44.587097] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'KTF'.
[2025-11-25T10:49:44.587718] [INFO ] [FORECASTER] Starting predict_future for KTF
[2025-11-25T10:49:44.588597] [DEBUG] [LOCAL     ] No optimal features file found for KTF: ./output/feature-sets/KTF.txt
[2025-11-25T10:49:44.588692] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:49:44.588743] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:49:44.588787] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:49:44.588902] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:49:44.657558] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:49:44.658471] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:49:44.658576] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:49:44.658626] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:49:44.771692] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:49:44.771901] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:49:44.771951] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:49:44.771987] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:49:44.775635] [DEBUG] [FORECASTER] KTF: Forecast T+1@11:T+2@11: UP (p=80.51%)
[2025-11-25T10:49:44.775959] [INFO ] [FORECASTER] Completed predict_future for KTF
[2025-11-25T10:49:44.776140] [INFO ] [sig       ] KTF: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:49:44.919227] [INFO ] [LOCAL     ] Saved forecast: KTF	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/KTF.txt
[2025-11-25T10:49:44.919426] [INFO ] [sig       ] [1076/2057] Completed KTF in 0.3s | 2.88 sym/s | Total: 6.2m | ETA: 5.7m
[2025-11-25T10:49:44.919491] [INFO ] [sig       ] [1077/2057] Forecasting KVUE...
[2025-11-25T10:49:44.919538] [INFO ] [sig       ] Generating forecast for: KVUE
[2025-11-25T10:49:44.919580] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KVUE' from 'https://tdm.silogroup.org/data/derivative_storage/KVUE.csv'.
[2025-11-25T10:49:44.931109] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'KVUE'.
[2025-11-25T10:49:44.931469] [INFO ] [FORECASTER] Starting predict_future for KVUE
[2025-11-25T10:49:44.932255] [DEBUG] [LOCAL     ] No optimal features file found for KVUE: ./output/feature-sets/KVUE.txt
[2025-11-25T10:49:44.932326] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:49:44.932382] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:49:44.932431] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:49:44.932515] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:49:44.999419] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:49:45.000360] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:49:45.000467] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:49:45.000517] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:49:45.100792] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:49:45.100987] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:49:45.101033] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:49:45.101069] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:49:45.104599] [DEBUG] [FORECASTER] KVUE: Forecast T+1@11:T+2@11: DOWN (p=43.98%)
[2025-11-25T10:49:45.104902] [INFO ] [FORECASTER] Completed predict_future for KVUE
[2025-11-25T10:49:45.105052] [INFO ] [sig       ] KVUE: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:49:45.248974] [INFO ] [LOCAL     ] Saved forecast: KVUE	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/KVUE.txt
[2025-11-25T10:49:45.249130] [INFO ] [sig       ] [1077/2057] Completed KVUE in 0.3s | 2.88 sym/s | Total: 6.2m | ETA: 5.7m
[2025-11-25T10:49:45.249184] [INFO ] [sig       ] [1078/2057] Forecasting KVYO...
[2025-11-25T10:49:45.249228] [INFO ] [sig       ] Generating forecast for: KVYO
[2025-11-25T10:49:45.249270] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KVYO' from 'https://tdm.silogroup.org/data/derivative_storage/KVYO.csv'.
[2025-11-25T10:49:45.261113] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'KVYO'.
[2025-11-25T10:49:45.261498] [INFO ] [FORECASTER] Starting predict_future for KVYO
[2025-11-25T10:49:45.262346] [DEBUG] [LOCAL     ] No optimal features file found for KVYO: ./output/feature-sets/KVYO.txt
[2025-11-25T10:49:45.262419] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:49:45.262466] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:49:45.262507] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:49:45.262577] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:49:45.329465] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:49:45.330114] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:49:45.330209] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:49:45.330254] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:49:45.453116] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:49:45.453394] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:49:45.453448] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:49:45.453518] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:49:45.457528] [DEBUG] [FORECASTER] KVYO: Forecast T+1@11:T+2@11: DOWN (p=9.25%)
[2025-11-25T10:49:45.457903] [INFO ] [FORECASTER] Completed predict_future for KVYO
[2025-11-25T10:49:45.458100] [INFO ] [sig       ] KVYO: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:49:45.602244] [INFO ] [LOCAL     ] Saved forecast: KVYO	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/KVYO.txt
[2025-11-25T10:49:45.602481] [INFO ] [sig       ] [1078/2057] Completed KVYO in 0.4s | 2.88 sym/s | Total: 6.2m | ETA: 5.7m
[2025-11-25T10:49:45.602543] [INFO ] [sig       ] [1079/2057] Forecasting KW...
[2025-11-25T10:49:45.602593] [INFO ] [sig       ] Generating forecast for: KW
[2025-11-25T10:49:45.602696] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KW' from 'https://tdm.silogroup.org/data/derivative_storage/KW.csv'.
[2025-11-25T10:49:45.615772] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'KW'.
[2025-11-25T10:49:45.616338] [INFO ] [FORECASTER] Starting predict_future for KW
[2025-11-25T10:49:45.617279] [DEBUG] [LOCAL     ] No optimal features file found for KW: ./output/feature-sets/KW.txt
[2025-11-25T10:49:45.617353] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:49:45.617401] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:49:45.617442] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:49:45.617513] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:49:45.686965] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:49:45.688146] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:49:45.688263] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:49:45.688314] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:49:45.814075] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:49:45.814364] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:49:45.814419] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:49:45.814456] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:49:45.818511] [DEBUG] [FORECASTER] KW: Forecast T+1@11:T+2@11: DOWN (p=27.90%)
[2025-11-25T10:49:45.819090] [INFO ] [FORECASTER] Completed predict_future for KW
[2025-11-25T10:49:45.819340] [INFO ] [sig       ] KW: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:49:45.968433] [INFO ] [LOCAL     ] Saved forecast: KW	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/KW.txt
[2025-11-25T10:49:45.968726] [INFO ] [sig       ] [1079/2057] Completed KW in 0.4s | 2.88 sym/s | Total: 6.2m | ETA: 5.7m
[2025-11-25T10:49:45.968790] [INFO ] [sig       ] [1080/2057] Forecasting KWR...
[2025-11-25T10:49:45.968838] [INFO ] [sig       ] Generating forecast for: KWR
[2025-11-25T10:49:45.968888] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KWR' from 'https://tdm.silogroup.org/data/derivative_storage/KWR.csv'.
[2025-11-25T10:49:45.983848] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'KWR'.
[2025-11-25T10:49:45.984556] [INFO ] [FORECASTER] Starting predict_future for KWR
[2025-11-25T10:49:45.985677] [DEBUG] [LOCAL     ] No optimal features file found for KWR: ./output/feature-sets/KWR.txt
[2025-11-25T10:49:45.985770] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:49:45.985837] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:49:45.985895] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:49:45.985973] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:49:46.055521] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:49:46.056722] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:49:46.056836] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:49:46.056890] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:49:46.179152] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:49:46.179424] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:49:46.179476] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:49:46.179510] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:49:46.183448] [DEBUG] [FORECASTER] KWR: Forecast T+1@11:T+2@11: DOWN (p=4.61%)
[2025-11-25T10:49:46.183794] [INFO ] [FORECASTER] Completed predict_future for KWR
[2025-11-25T10:49:46.183970] [INFO ] [sig       ] KWR: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:49:46.333055] [INFO ] [LOCAL     ] Saved forecast: KWR	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/KWR.txt
[2025-11-25T10:49:46.333319] [INFO ] [sig       ] [1080/2057] Completed KWR in 0.4s | 2.88 sym/s | Total: 6.2m | ETA: 5.6m
[2025-11-25T10:49:46.333379] [INFO ] [sig       ] [1081/2057] Forecasting KYN...
[2025-11-25T10:49:46.333426] [INFO ] [sig       ] Generating forecast for: KYN
[2025-11-25T10:49:46.333474] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KYN' from 'https://tdm.silogroup.org/data/derivative_storage/KYN.csv'.
[2025-11-25T10:49:46.348135] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'KYN'.
[2025-11-25T10:49:46.348874] [INFO ] [FORECASTER] Starting predict_future for KYN
[2025-11-25T10:49:46.349828] [DEBUG] [LOCAL     ] No optimal features file found for KYN: ./output/feature-sets/KYN.txt
[2025-11-25T10:49:46.349905] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:49:46.349954] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:49:46.349997] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:49:46.350074] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:49:46.418046] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:49:46.419279] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:49:46.419404] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:49:46.419457] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:49:46.543806] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:49:46.544067] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:49:46.544121] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:49:46.544157] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:49:46.548204] [DEBUG] [FORECASTER] KYN: Forecast T+1@11:T+2@11: UP (p=59.29%)
[2025-11-25T10:49:46.548568] [INFO ] [FORECASTER] Completed predict_future for KYN
[2025-11-25T10:49:46.548776] [INFO ] [sig       ] KYN: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:49:46.693077] [INFO ] [LOCAL     ] Saved forecast: KYN	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/KYN.txt
[2025-11-25T10:49:46.693355] [INFO ] [sig       ] [1081/2057] Completed KYN in 0.4s | 2.88 sym/s | Total: 6.2m | ETA: 5.6m
[2025-11-25T10:49:46.693417] [INFO ] [sig       ] [1082/2057] Forecasting L...
[2025-11-25T10:49:46.693453] [INFO ] [sig       ] Generating forecast for: L
[2025-11-25T10:49:46.693501] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'L' from 'https://tdm.silogroup.org/data/derivative_storage/L.csv'.
[2025-11-25T10:49:46.707774] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'L'.
[2025-11-25T10:49:46.708519] [INFO ] [FORECASTER] Starting predict_future for L
[2025-11-25T10:49:46.709573] [DEBUG] [LOCAL     ] No optimal features file found for L: ./output/feature-sets/L.txt
[2025-11-25T10:49:46.709686] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:49:46.709740] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:49:46.709782] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:49:46.709856] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:49:46.778388] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:49:46.779593] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:49:46.779746] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:49:46.779799] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:49:46.908022] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:49:46.908283] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:49:46.908337] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:49:46.908374] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:49:46.912336] [DEBUG] [FORECASTER] L: Forecast T+1@11:T+2@11: UP (p=99.67%)
[2025-11-25T10:49:46.912713] [INFO ] [FORECASTER] Completed predict_future for L
[2025-11-25T10:49:46.912918] [INFO ] [sig       ] L: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:49:47.058766] [INFO ] [LOCAL     ] Saved forecast: L	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/L.txt
[2025-11-25T10:49:47.059249] [INFO ] [sig       ] [1082/2057] Completed L in 0.4s | 2.88 sym/s | Total: 6.3m | ETA: 5.6m
[2025-11-25T10:49:47.059322] [INFO ] [sig       ] [1083/2057] Forecasting LAC...
[2025-11-25T10:49:47.059386] [INFO ] [sig       ] Generating forecast for: LAC
[2025-11-25T10:49:47.059445] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LAC' from 'https://tdm.silogroup.org/data/derivative_storage/LAC.csv'.
[2025-11-25T10:49:47.073242] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'LAC'.
[2025-11-25T10:49:47.073841] [INFO ] [FORECASTER] Starting predict_future for LAC
[2025-11-25T10:49:47.074756] [DEBUG] [LOCAL     ] No optimal features file found for LAC: ./output/feature-sets/LAC.txt
[2025-11-25T10:49:47.074831] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:49:47.074882] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:49:47.074928] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:49:47.075004] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:49:47.142428] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:49:47.143638] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:49:47.143782] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:49:47.143831] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:49:47.266661] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:49:47.266951] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:49:47.267007] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:49:47.267064] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:49:47.271275] [DEBUG] [FORECASTER] LAC: Forecast T+1@11:T+2@11: DOWN (p=11.79%)
[2025-11-25T10:49:47.271762] [INFO ] [FORECASTER] Completed predict_future for LAC
[2025-11-25T10:49:47.271973] [INFO ] [sig       ] LAC: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:49:47.419835] [INFO ] [LOCAL     ] Saved forecast: LAC	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/LAC.txt
[2025-11-25T10:49:47.420102] [INFO ] [sig       ] [1083/2057] Completed LAC in 0.4s | 2.88 sym/s | Total: 6.3m | ETA: 5.6m
[2025-11-25T10:49:47.420163] [INFO ] [sig       ] [1084/2057] Forecasting LAD...
[2025-11-25T10:49:47.420220] [INFO ] [sig       ] Generating forecast for: LAD
[2025-11-25T10:49:47.420271] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LAD' from 'https://tdm.silogroup.org/data/derivative_storage/LAD.csv'.
[2025-11-25T10:49:47.434090] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'LAD'.
[2025-11-25T10:49:47.434830] [INFO ] [FORECASTER] Starting predict_future for LAD
[2025-11-25T10:49:47.435764] [DEBUG] [LOCAL     ] No optimal features file found for LAD: ./output/feature-sets/LAD.txt
[2025-11-25T10:49:47.435840] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:49:47.435892] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:49:47.435938] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:49:47.436012] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:49:47.503389] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:49:47.504566] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:49:47.504884] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:49:47.504944] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:49:47.624539] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:49:47.624860] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:49:47.624956] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:49:47.625007] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:49:47.629154] [DEBUG] [FORECASTER] LAD: Forecast T+1@11:T+2@11: UP (p=77.09%)
[2025-11-25T10:49:47.629843] [INFO ] [FORECASTER] Completed predict_future for LAD
[2025-11-25T10:49:47.630148] [INFO ] [sig       ] LAD: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:49:47.776124] [INFO ] [LOCAL     ] Saved forecast: LAD	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/LAD.txt
[2025-11-25T10:49:47.776418] [INFO ] [sig       ] [1084/2057] Completed LAD in 0.4s | 2.88 sym/s | Total: 6.3m | ETA: 5.6m
[2025-11-25T10:49:47.776507] [INFO ] [sig       ] [1085/2057] Forecasting LADR...
[2025-11-25T10:49:47.776594] [INFO ] [sig       ] Generating forecast for: LADR
[2025-11-25T10:49:47.776677] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LADR' from 'https://tdm.silogroup.org/data/derivative_storage/LADR.csv'.
[2025-11-25T10:49:47.791026] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'LADR'.
[2025-11-25T10:49:47.791758] [INFO ] [FORECASTER] Starting predict_future for LADR
[2025-11-25T10:49:47.792885] [DEBUG] [LOCAL     ] No optimal features file found for LADR: ./output/feature-sets/LADR.txt
[2025-11-25T10:49:47.792970] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:49:47.793033] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:49:47.793090] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:49:47.793214] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:49:47.860122] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:49:47.861387] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:49:47.861506] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:49:47.861555] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:49:47.983702] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:49:47.983986] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:49:47.984087] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:49:47.984127] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:49:47.988112] [DEBUG] [FORECASTER] LADR: Forecast T+1@11:T+2@11: DOWN (p=4.89%)
[2025-11-25T10:49:47.988514] [INFO ] [FORECASTER] Completed predict_future for LADR
[2025-11-25T10:49:47.988736] [INFO ] [sig       ] LADR: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:49:48.138541] [INFO ] [LOCAL     ] Saved forecast: LADR	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/LADR.txt
[2025-11-25T10:49:48.138809] [INFO ] [sig       ] [1085/2057] Completed LADR in 0.4s | 2.88 sym/s | Total: 6.3m | ETA: 5.6m
[2025-11-25T10:49:48.138872] [INFO ] [sig       ] [1086/2057] Forecasting LAW...
[2025-11-25T10:49:48.138915] [INFO ] [sig       ] Generating forecast for: LAW
[2025-11-25T10:49:48.138975] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LAW' from 'https://tdm.silogroup.org/data/derivative_storage/LAW.csv'.
[2025-11-25T10:49:48.152200] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'LAW'.
[2025-11-25T10:49:48.152762] [INFO ] [FORECASTER] Starting predict_future for LAW
[2025-11-25T10:49:48.153618] [DEBUG] [LOCAL     ] No optimal features file found for LAW: ./output/feature-sets/LAW.txt
[2025-11-25T10:49:48.153716] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:49:48.153769] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:49:48.153812] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:49:48.153892] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:49:48.221470] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:49:48.222717] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:49:48.222839] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:49:48.222891] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:49:48.350189] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:49:48.350500] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:49:48.350565] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:49:48.350603] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:49:48.354726] [DEBUG] [FORECASTER] LAW: Forecast T+1@11:T+2@11: DOWN (p=23.06%)
[2025-11-25T10:49:48.355129] [INFO ] [FORECASTER] Completed predict_future for LAW
[2025-11-25T10:49:48.355342] [INFO ] [sig       ] LAW: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:49:48.503408] [INFO ] [LOCAL     ] Saved forecast: LAW	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/LAW.txt
[2025-11-25T10:49:48.503674] [INFO ] [sig       ] [1086/2057] Completed LAW in 0.4s | 2.88 sym/s | Total: 6.3m | ETA: 5.6m
[2025-11-25T10:49:48.503740] [INFO ] [sig       ] [1087/2057] Forecasting LAZ...
[2025-11-25T10:49:48.503796] [INFO ] [sig       ] Generating forecast for: LAZ
[2025-11-25T10:49:48.503848] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LAZ' from 'https://tdm.silogroup.org/data/derivative_storage/LAZ.csv'.
[2025-11-25T10:49:48.517455] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'LAZ'.
[2025-11-25T10:49:48.518059] [INFO ] [FORECASTER] Starting predict_future for LAZ
[2025-11-25T10:49:48.519000] [DEBUG] [LOCAL     ] No optimal features file found for LAZ: ./output/feature-sets/LAZ.txt
[2025-11-25T10:49:48.519075] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:49:48.519125] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:49:48.519170] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:49:48.519248] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:49:48.586537] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:49:48.587864] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:49:48.588003] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:49:48.588063] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:49:48.721870] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:49:48.722161] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:49:48.722219] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:49:48.722257] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:49:48.726664] [DEBUG] [FORECASTER] LAZ: Forecast T+1@11:T+2@11: UP (p=59.09%)
[2025-11-25T10:49:48.727148] [INFO ] [FORECASTER] Completed predict_future for LAZ
[2025-11-25T10:49:48.727380] [INFO ] [sig       ] LAZ: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:49:48.884043] [INFO ] [LOCAL     ] Saved forecast: LAZ	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/LAZ.txt
[2025-11-25T10:49:48.884307] [INFO ] [sig       ] [1087/2057] Completed LAZ in 0.4s | 2.88 sym/s | Total: 6.3m | ETA: 5.6m
[2025-11-25T10:49:48.884378] [INFO ] [sig       ] [1088/2057] Forecasting LBRT...
[2025-11-25T10:49:48.884428] [INFO ] [sig       ] Generating forecast for: LBRT
[2025-11-25T10:49:48.884477] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LBRT' from 'https://tdm.silogroup.org/data/derivative_storage/LBRT.csv'.
[2025-11-25T10:49:48.900178] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'LBRT'.
[2025-11-25T10:49:48.901029] [INFO ] [FORECASTER] Starting predict_future for LBRT
[2025-11-25T10:49:48.902208] [DEBUG] [LOCAL     ] No optimal features file found for LBRT: ./output/feature-sets/LBRT.txt
[2025-11-25T10:49:48.902283] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:49:48.902335] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:49:48.902381] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:49:48.902457] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:49:48.970998] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:49:48.972243] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:49:48.972361] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:49:48.972413] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:49:49.107467] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:49:49.107759] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:49:49.107821] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:49:49.107860] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:49:49.111833] [DEBUG] [FORECASTER] LBRT: Forecast T+1@11:T+2@11: UP (p=67.30%)
[2025-11-25T10:49:49.112171] [INFO ] [FORECASTER] Completed predict_future for LBRT
[2025-11-25T10:49:49.112353] [INFO ] [sig       ] LBRT: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:49:49.262314] [INFO ] [LOCAL     ] Saved forecast: LBRT	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/LBRT.txt
[2025-11-25T10:49:49.262569] [INFO ] [sig       ] [1088/2057] Completed LBRT in 0.4s | 2.88 sym/s | Total: 6.3m | ETA: 5.6m
[2025-11-25T10:49:49.262633] [INFO ] [sig       ] [1089/2057] Forecasting LC...
[2025-11-25T10:49:49.262705] [INFO ] [sig       ] Generating forecast for: LC
[2025-11-25T10:49:49.262756] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LC' from 'https://tdm.silogroup.org/data/derivative_storage/LC.csv'.
[2025-11-25T10:49:49.276455] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'LC'.
[2025-11-25T10:49:49.277113] [INFO ] [FORECASTER] Starting predict_future for LC
[2025-11-25T10:49:49.278054] [DEBUG] [LOCAL     ] No optimal features file found for LC: ./output/feature-sets/LC.txt
[2025-11-25T10:49:49.278128] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:49:49.278242] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:49:49.278299] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:49:49.278420] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:49:49.345964] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:49:49.347102] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:49:49.347218] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:49:49.347268] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:49:49.478898] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:49:49.479208] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:49:49.479267] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:49:49.479308] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:49:49.483981] [DEBUG] [FORECASTER] LC: Forecast T+1@11:T+2@11: UP (p=66.97%)
[2025-11-25T10:49:49.484617] [INFO ] [FORECASTER] Completed predict_future for LC
[2025-11-25T10:49:49.484884] [INFO ] [sig       ] LC: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:49:49.633656] [INFO ] [LOCAL     ] Saved forecast: LC	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/LC.txt
[2025-11-25T10:49:49.633880] [INFO ] [sig       ] [1089/2057] Completed LC in 0.4s | 2.88 sym/s | Total: 6.3m | ETA: 5.6m
[2025-11-25T10:49:49.633942] [INFO ] [sig       ] [1090/2057] Forecasting LCII...
[2025-11-25T10:49:49.633988] [INFO ] [sig       ] Generating forecast for: LCII
[2025-11-25T10:49:49.634054] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LCII' from 'https://tdm.silogroup.org/data/derivative_storage/LCII.csv'.
[2025-11-25T10:49:49.647828] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'LCII'.
[2025-11-25T10:49:49.648493] [INFO ] [FORECASTER] Starting predict_future for LCII
[2025-11-25T10:49:49.649434] [DEBUG] [LOCAL     ] No optimal features file found for LCII: ./output/feature-sets/LCII.txt
[2025-11-25T10:49:49.649509] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:49:49.649559] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:49:49.649603] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:49:49.649701] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:49:49.717637] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:49:49.718894] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:49:49.719018] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:49:49.719071] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:49:49.851898] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:49:49.852222] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:49:49.852302] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:49:49.852357] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:49:49.856388] [DEBUG] [FORECASTER] LCII: Forecast T+1@11:T+2@11: UP (p=72.64%)
[2025-11-25T10:49:49.856855] [INFO ] [FORECASTER] Completed predict_future for LCII
[2025-11-25T10:49:49.857097] [INFO ] [sig       ] LCII: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:49:50.008504] [INFO ] [LOCAL     ] Saved forecast: LCII	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/LCII.txt
[2025-11-25T10:49:50.008829] [INFO ] [sig       ] [1090/2057] Completed LCII in 0.4s | 2.88 sym/s | Total: 6.3m | ETA: 5.6m
[2025-11-25T10:49:50.008915] [INFO ] [sig       ] [1091/2057] Forecasting LDI...
[2025-11-25T10:49:50.008965] [INFO ] [sig       ] Generating forecast for: LDI
[2025-11-25T10:49:50.009025] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LDI' from 'https://tdm.silogroup.org/data/derivative_storage/LDI.csv'.
[2025-11-25T10:49:50.023208] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'LDI'.
[2025-11-25T10:49:50.023932] [INFO ] [FORECASTER] Starting predict_future for LDI
[2025-11-25T10:49:50.024905] [DEBUG] [LOCAL     ] No optimal features file found for LDI: ./output/feature-sets/LDI.txt
[2025-11-25T10:49:50.024997] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:49:50.025045] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:49:50.025091] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:49:50.025164] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:49:50.092820] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:49:50.094033] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:49:50.094239] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:49:50.094293] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:49:50.235000] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:49:50.235280] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:49:50.235338] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:49:50.235375] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:49:50.239516] [DEBUG] [FORECASTER] LDI: Forecast T+1@11:T+2@11: UP (p=53.17%)
[2025-11-25T10:49:50.239923] [INFO ] [FORECASTER] Completed predict_future for LDI
[2025-11-25T10:49:50.240165] [INFO ] [sig       ] LDI: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:49:50.403333] [INFO ] [LOCAL     ] Saved forecast: LDI	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/LDI.txt
[2025-11-25T10:49:50.403597] [INFO ] [sig       ] [1091/2057] Completed LDI in 0.4s | 2.88 sym/s | Total: 6.3m | ETA: 5.6m
[2025-11-25T10:49:50.403685] [INFO ] [sig       ] [1092/2057] Forecasting LDOS...
[2025-11-25T10:49:50.403736] [INFO ] [sig       ] Generating forecast for: LDOS
[2025-11-25T10:49:50.403783] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LDOS' from 'https://tdm.silogroup.org/data/derivative_storage/LDOS.csv'.
[2025-11-25T10:49:50.418226] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'LDOS'.
[2025-11-25T10:49:50.418877] [INFO ] [FORECASTER] Starting predict_future for LDOS
[2025-11-25T10:49:50.419908] [DEBUG] [LOCAL     ] No optimal features file found for LDOS: ./output/feature-sets/LDOS.txt
[2025-11-25T10:49:50.419982] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:49:50.420032] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:49:50.420076] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:49:50.420160] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:49:50.492752] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:49:50.494010] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:49:50.494155] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:49:50.494209] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:49:50.627336] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:49:50.627623] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:49:50.627705] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:49:50.627770] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:49:50.632048] [DEBUG] [FORECASTER] LDOS: Forecast T+1@11:T+2@11: UP (p=87.28%)
[2025-11-25T10:49:50.632523] [INFO ] [FORECASTER] Completed predict_future for LDOS
[2025-11-25T10:49:50.632791] [INFO ] [sig       ] LDOS: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:49:50.782926] [INFO ] [LOCAL     ] Saved forecast: LDOS	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/LDOS.txt
[2025-11-25T10:49:50.783138] [INFO ] [sig       ] [1092/2057] Completed LDOS in 0.4s | 2.88 sym/s | Total: 6.3m | ETA: 5.6m
[2025-11-25T10:49:50.783196] [INFO ] [sig       ] [1093/2057] Forecasting LDP...
[2025-11-25T10:49:50.783250] [INFO ] [sig       ] Generating forecast for: LDP
[2025-11-25T10:49:50.783296] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LDP' from 'https://tdm.silogroup.org/data/derivative_storage/LDP.csv'.
[2025-11-25T10:49:50.795627] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'LDP'.
[2025-11-25T10:49:50.796090] [INFO ] [FORECASTER] Starting predict_future for LDP
[2025-11-25T10:49:50.796922] [DEBUG] [LOCAL     ] No optimal features file found for LDP: ./output/feature-sets/LDP.txt
[2025-11-25T10:49:50.796992] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:49:50.797058] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:49:50.797102] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:49:50.797173] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:49:50.862005] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:49:50.862976] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:49:50.863086] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:49:50.863135] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:49:50.960147] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:49:50.960353] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:49:50.960402] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:49:50.960459] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:49:50.963912] [DEBUG] [FORECASTER] LDP: Forecast T+1@11:T+2@11: UP (p=80.53%)
[2025-11-25T10:49:50.964221] [INFO ] [FORECASTER] Completed predict_future for LDP
[2025-11-25T10:49:50.964379] [INFO ] [sig       ] LDP: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:49:51.105387] [INFO ] [LOCAL     ] Saved forecast: LDP	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/LDP.txt
[2025-11-25T10:49:51.105557] [INFO ] [sig       ] [1093/2057] Completed LDP in 0.3s | 2.88 sym/s | Total: 6.3m | ETA: 5.6m
[2025-11-25T10:49:51.105611] [INFO ] [sig       ] [1094/2057] Forecasting LEA...
[2025-11-25T10:49:51.105673] [INFO ] [sig       ] Generating forecast for: LEA
[2025-11-25T10:49:51.105723] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LEA' from 'https://tdm.silogroup.org/data/derivative_storage/LEA.csv'.
[2025-11-25T10:49:51.117319] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'LEA'.
[2025-11-25T10:49:51.117733] [INFO ] [FORECASTER] Starting predict_future for LEA
[2025-11-25T10:49:51.118511] [DEBUG] [LOCAL     ] No optimal features file found for LEA: ./output/feature-sets/LEA.txt
[2025-11-25T10:49:51.118584] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:49:51.118629] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:49:51.118697] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:49:51.118769] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:49:51.183834] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:49:51.184786] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:49:51.184890] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:49:51.184936] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:49:51.279780] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:49:51.279978] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:49:51.280026] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:49:51.280062] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:49:51.283461] [DEBUG] [FORECASTER] LEA: Forecast T+1@11:T+2@11: DOWN (p=4.96%)
[2025-11-25T10:49:51.283785] [INFO ] [FORECASTER] Completed predict_future for LEA
[2025-11-25T10:49:51.283936] [INFO ] [sig       ] LEA: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:49:51.422940] [INFO ] [LOCAL     ] Saved forecast: LEA	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/LEA.txt
[2025-11-25T10:49:51.423098] [INFO ] [sig       ] [1094/2057] Completed LEA in 0.3s | 2.88 sym/s | Total: 6.3m | ETA: 5.6m
[2025-11-25T10:49:51.423151] [INFO ] [sig       ] [1095/2057] Forecasting LEG...
[2025-11-25T10:49:51.423194] [INFO ] [sig       ] Generating forecast for: LEG
[2025-11-25T10:49:51.423235] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LEG' from 'https://tdm.silogroup.org/data/derivative_storage/LEG.csv'.
[2025-11-25T10:49:51.434256] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'LEG'.
[2025-11-25T10:49:51.434628] [INFO ] [FORECASTER] Starting predict_future for LEG
[2025-11-25T10:49:51.435403] [DEBUG] [LOCAL     ] No optimal features file found for LEG: ./output/feature-sets/LEG.txt
[2025-11-25T10:49:51.435473] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:49:51.435519] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:49:51.435561] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:49:51.435631] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:49:51.504326] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:49:51.505249] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:49:51.505346] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:49:51.505393] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:49:51.603244] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:49:51.603441] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:49:51.603487] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:49:51.603522] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:49:51.606977] [DEBUG] [FORECASTER] LEG: Forecast T+1@11:T+2@11: DOWN (p=46.59%)
[2025-11-25T10:49:51.607293] [INFO ] [FORECASTER] Completed predict_future for LEG
[2025-11-25T10:49:51.607447] [INFO ] [sig       ] LEG: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:49:51.759526] [INFO ] [LOCAL     ] Saved forecast: LEG	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/LEG.txt
[2025-11-25T10:49:51.759836] [INFO ] [sig       ] [1095/2057] Completed LEG in 0.3s | 2.88 sym/s | Total: 6.3m | ETA: 5.6m
[2025-11-25T10:49:51.760375] [INFO ] [sig       ] [1096/2057] Forecasting LEN...
[2025-11-25T10:49:51.760422] [INFO ] [sig       ] Generating forecast for: LEN
[2025-11-25T10:49:51.760470] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LEN' from 'https://tdm.silogroup.org/data/derivative_storage/LEN.csv'.
[2025-11-25T10:49:51.772836] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'LEN'.
[2025-11-25T10:49:51.773257] [INFO ] [FORECASTER] Starting predict_future for LEN
[2025-11-25T10:49:51.774300] [DEBUG] [LOCAL     ] No optimal features file found for LEN: ./output/feature-sets/LEN.txt
[2025-11-25T10:49:51.774373] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:49:51.774419] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:49:51.774460] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:49:51.774529] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:49:51.843832] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:49:51.845155] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:49:51.845274] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:49:51.845337] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:49:51.939271] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:49:51.939454] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:49:51.939504] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:49:51.939543] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:49:51.943044] [DEBUG] [FORECASTER] LEN: Forecast T+1@11:T+2@11: UP (p=64.32%)
[2025-11-25T10:49:51.943336] [INFO ] [FORECASTER] Completed predict_future for LEN
[2025-11-25T10:49:51.943499] [INFO ] [sig       ] LEN: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:49:52.083940] [INFO ] [LOCAL     ] Saved forecast: LEN	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/LEN.txt
[2025-11-25T10:49:52.084117] [INFO ] [sig       ] [1096/2057] Completed LEN in 0.3s | 2.88 sym/s | Total: 6.3m | ETA: 5.6m
[2025-11-25T10:49:52.084172] [INFO ] [sig       ] [1097/2057] Forecasting LEO...
[2025-11-25T10:49:52.084216] [INFO ] [sig       ] Generating forecast for: LEO
[2025-11-25T10:49:52.084260] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LEO' from 'https://tdm.silogroup.org/data/derivative_storage/LEO.csv'.
[2025-11-25T10:49:52.095180] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'LEO'.
[2025-11-25T10:49:52.095527] [INFO ] [FORECASTER] Starting predict_future for LEO
[2025-11-25T10:49:52.096338] [DEBUG] [LOCAL     ] No optimal features file found for LEO: ./output/feature-sets/LEO.txt
[2025-11-25T10:49:52.096409] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:49:52.096456] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:49:52.096500] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:49:52.096590] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:49:52.162659] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:49:52.163317] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:49:52.163419] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:49:52.163474] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:49:52.259709] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:49:52.259883] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:49:52.259930] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:49:52.259964] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:49:52.263313] [DEBUG] [FORECASTER] LEO: Forecast T+1@11:T+2@11: DOWN (p=12.68%)
[2025-11-25T10:49:52.263604] [INFO ] [FORECASTER] Completed predict_future for LEO
[2025-11-25T10:49:52.263765] [INFO ] [sig       ] LEO: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:49:52.408293] [INFO ] [LOCAL     ] Saved forecast: LEO	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/LEO.txt
[2025-11-25T10:49:52.408489] [INFO ] [sig       ] [1097/2057] Completed LEO in 0.3s | 2.88 sym/s | Total: 6.3m | ETA: 5.6m
[2025-11-25T10:49:52.408553] [INFO ] [sig       ] [1098/2057] Forecasting LEVI...
[2025-11-25T10:49:52.408608] [INFO ] [sig       ] Generating forecast for: LEVI
[2025-11-25T10:49:52.408678] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LEVI' from 'https://tdm.silogroup.org/data/derivative_storage/LEVI.csv'.
[2025-11-25T10:49:52.421691] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'LEVI'.
[2025-11-25T10:49:52.422204] [INFO ] [FORECASTER] Starting predict_future for LEVI
[2025-11-25T10:49:52.423042] [DEBUG] [LOCAL     ] No optimal features file found for LEVI: ./output/feature-sets/LEVI.txt
[2025-11-25T10:49:52.423111] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:49:52.423158] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:49:52.423198] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:49:52.423266] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:49:52.489577] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:49:52.490540] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:49:52.490666] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:49:52.490715] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:49:52.591016] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:49:52.591216] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:49:52.591263] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:49:52.591298] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:49:52.594699] [DEBUG] [FORECASTER] LEVI: Forecast T+1@11:T+2@11: DOWN (p=12.65%)
[2025-11-25T10:49:52.595037] [INFO ] [FORECASTER] Completed predict_future for LEVI
[2025-11-25T10:49:52.595205] [INFO ] [sig       ] LEVI: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:49:52.734451] [INFO ] [LOCAL     ] Saved forecast: LEVI	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/LEVI.txt
[2025-11-25T10:49:52.734620] [INFO ] [sig       ] [1098/2057] Completed LEVI in 0.3s | 2.88 sym/s | Total: 6.4m | ETA: 5.5m
[2025-11-25T10:49:52.734705] [INFO ] [sig       ] [1099/2057] Forecasting LFT...
[2025-11-25T10:49:52.734750] [INFO ] [sig       ] Generating forecast for: LFT
[2025-11-25T10:49:52.734791] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LFT' from 'https://tdm.silogroup.org/data/derivative_storage/LFT.csv'.
[2025-11-25T10:49:52.746150] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'LFT'.
[2025-11-25T10:49:52.746556] [INFO ] [FORECASTER] Starting predict_future for LFT
[2025-11-25T10:49:52.747382] [DEBUG] [LOCAL     ] No optimal features file found for LFT: ./output/feature-sets/LFT.txt
[2025-11-25T10:49:52.747452] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:49:52.747497] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:49:52.747543] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:49:52.747626] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:49:52.813888] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:49:52.814661] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:49:52.814755] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:49:52.814802] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:49:52.915571] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:49:52.915778] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:49:52.915831] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:49:52.915866] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:49:52.919357] [DEBUG] [FORECASTER] LFT: Forecast T+1@11:T+2@11: DOWN (p=44.87%)
[2025-11-25T10:49:52.919671] [INFO ] [FORECASTER] Completed predict_future for LFT
[2025-11-25T10:49:52.919826] [INFO ] [sig       ] LFT: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:49:53.058951] [INFO ] [LOCAL     ] Saved forecast: LFT	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/LFT.txt
[2025-11-25T10:49:53.059120] [INFO ] [sig       ] [1099/2057] Completed LFT in 0.3s | 2.88 sym/s | Total: 6.4m | ETA: 5.5m
[2025-11-25T10:49:53.059175] [INFO ] [sig       ] [1100/2057] Forecasting LGI...
[2025-11-25T10:49:53.059217] [INFO ] [sig       ] Generating forecast for: LGI
[2025-11-25T10:49:53.059259] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LGI' from 'https://tdm.silogroup.org/data/derivative_storage/LGI.csv'.
[2025-11-25T10:49:53.071245] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'LGI'.
[2025-11-25T10:49:53.071680] [INFO ] [FORECASTER] Starting predict_future for LGI
[2025-11-25T10:49:53.072453] [DEBUG] [LOCAL     ] No optimal features file found for LGI: ./output/feature-sets/LGI.txt
[2025-11-25T10:49:53.072522] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:49:53.072567] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:49:53.072608] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:49:53.072694] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:49:53.139729] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:49:53.140610] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:49:53.140731] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:49:53.140782] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:49:53.241473] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:49:53.241721] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:49:53.241787] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:49:53.241840] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:49:53.245236] [DEBUG] [FORECASTER] LGI: Forecast T+1@11:T+2@11: UP (p=93.84%)
[2025-11-25T10:49:53.245552] [INFO ] [FORECASTER] Completed predict_future for LGI
[2025-11-25T10:49:53.245732] [INFO ] [sig       ] LGI: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:49:53.387389] [INFO ] [LOCAL     ] Saved forecast: LGI	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/LGI.txt
[2025-11-25T10:49:53.387579] [INFO ] [sig       ] [1100/2057] Completed LGI in 0.3s | 2.88 sym/s | Total: 6.4m | ETA: 5.5m
[2025-11-25T10:49:53.387634] [INFO ] [sig       ] [1101/2057] Forecasting LH...
[2025-11-25T10:49:53.387703] [INFO ] [sig       ] Generating forecast for: LH
[2025-11-25T10:49:53.387749] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LH' from 'https://tdm.silogroup.org/data/derivative_storage/LH.csv'.
[2025-11-25T10:49:53.399561] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'LH'.
[2025-11-25T10:49:53.399988] [INFO ] [FORECASTER] Starting predict_future for LH
[2025-11-25T10:49:53.400807] [DEBUG] [LOCAL     ] No optimal features file found for LH: ./output/feature-sets/LH.txt
[2025-11-25T10:49:53.400877] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:49:53.400924] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:49:53.400967] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:49:53.401037] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:49:53.467690] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:49:53.468517] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:49:53.468621] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:49:53.468699] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:49:53.586054] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:49:53.586254] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:49:53.586301] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:49:53.586335] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:49:53.589791] [DEBUG] [FORECASTER] LH: Forecast T+1@11:T+2@11: UP (p=50.40%)
[2025-11-25T10:49:53.590085] [INFO ] [FORECASTER] Completed predict_future for LH
[2025-11-25T10:49:53.590239] [INFO ] [sig       ] LH: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:49:53.739731] [INFO ] [LOCAL     ] Saved forecast: LH	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/LH.txt
[2025-11-25T10:49:53.739981] [INFO ] [sig       ] [1101/2057] Completed LH in 0.4s | 2.88 sym/s | Total: 6.4m | ETA: 5.5m
[2025-11-25T10:49:53.740058] [INFO ] [sig       ] [1102/2057] Forecasting LHX...
[2025-11-25T10:49:53.740118] [INFO ] [sig       ] Generating forecast for: LHX
[2025-11-25T10:49:53.740177] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LHX' from 'https://tdm.silogroup.org/data/derivative_storage/LHX.csv'.
[2025-11-25T10:49:53.752660] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'LHX'.
[2025-11-25T10:49:53.753084] [INFO ] [FORECASTER] Starting predict_future for LHX
[2025-11-25T10:49:53.753882] [DEBUG] [LOCAL     ] No optimal features file found for LHX: ./output/feature-sets/LHX.txt
[2025-11-25T10:49:53.753969] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:49:53.754016] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:49:53.754056] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:49:53.754126] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:49:53.818840] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:49:53.819463] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:49:53.819557] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:49:53.819603] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:49:53.924607] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:49:53.924828] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:49:53.924874] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:49:53.924910] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:49:53.928310] [DEBUG] [FORECASTER] LHX: Forecast T+1@11:T+2@11: UP (p=76.73%)
[2025-11-25T10:49:53.928812] [INFO ] [FORECASTER] Completed predict_future for LHX
[2025-11-25T10:49:53.929037] [INFO ] [sig       ] LHX: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:49:54.070785] [INFO ] [LOCAL     ] Saved forecast: LHX	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/LHX.txt
[2025-11-25T10:49:54.070978] [INFO ] [sig       ] [1102/2057] Completed LHX in 0.3s | 2.88 sym/s | Total: 6.4m | ETA: 5.5m
[2025-11-25T10:49:54.071035] [INFO ] [sig       ] [1103/2057] Forecasting LII...
[2025-11-25T10:49:54.071079] [INFO ] [sig       ] Generating forecast for: LII
[2025-11-25T10:49:54.071123] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LII' from 'https://tdm.silogroup.org/data/derivative_storage/LII.csv'.
[2025-11-25T10:49:54.082462] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'LII'.
[2025-11-25T10:49:54.082940] [INFO ] [FORECASTER] Starting predict_future for LII
[2025-11-25T10:49:54.083779] [DEBUG] [LOCAL     ] No optimal features file found for LII: ./output/feature-sets/LII.txt
[2025-11-25T10:49:54.083848] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:49:54.083894] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:49:54.083935] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:49:54.084005] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:49:54.154022] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:49:54.155174] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:49:54.155276] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:49:54.155326] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:49:54.258212] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:49:54.258411] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:49:54.258461] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:49:54.258498] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:49:54.262195] [DEBUG] [FORECASTER] LII: Forecast T+1@11:T+2@11: UP (p=63.30%)
[2025-11-25T10:49:54.262543] [INFO ] [FORECASTER] Completed predict_future for LII
[2025-11-25T10:49:54.262724] [INFO ] [sig       ] LII: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:49:54.412028] [INFO ] [LOCAL     ] Saved forecast: LII	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/LII.txt
[2025-11-25T10:49:54.412242] [INFO ] [sig       ] [1103/2057] Completed LII in 0.3s | 2.88 sym/s | Total: 6.4m | ETA: 5.5m
[2025-11-25T10:49:54.412310] [INFO ] [sig       ] [1104/2057] Forecasting LITB...
[2025-11-25T10:49:54.412357] [INFO ] [sig       ] Generating forecast for: LITB
[2025-11-25T10:49:54.412402] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LITB' from 'https://tdm.silogroup.org/data/derivative_storage/LITB.csv'.
[2025-11-25T10:49:54.423892] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'LITB'.
[2025-11-25T10:49:54.424324] [INFO ] [FORECASTER] Starting predict_future for LITB
[2025-11-25T10:49:54.425162] [DEBUG] [LOCAL     ] No optimal features file found for LITB: ./output/feature-sets/LITB.txt
[2025-11-25T10:49:54.425241] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:49:54.425300] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:49:54.425343] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:49:54.425413] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:49:54.491919] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:49:54.492891] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:49:54.493010] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:49:54.493059] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:49:54.592097] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:49:54.592301] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:49:54.592350] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:49:54.592385] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:49:54.595933] [DEBUG] [FORECASTER] LITB: Forecast T+1@11:T+2@11: DOWN (p=29.52%)
[2025-11-25T10:49:54.596246] [INFO ] [FORECASTER] Completed predict_future for LITB
[2025-11-25T10:49:54.596398] [INFO ] [sig       ] LITB: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:49:54.738938] [INFO ] [LOCAL     ] Saved forecast: LITB	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/LITB.txt
[2025-11-25T10:49:54.739140] [INFO ] [sig       ] [1104/2057] Completed LITB in 0.3s | 2.88 sym/s | Total: 6.4m | ETA: 5.5m
[2025-11-25T10:49:54.739197] [INFO ] [sig       ] [1105/2057] Forecasting LLY...
[2025-11-25T10:49:54.739245] [INFO ] [sig       ] Generating forecast for: LLY
[2025-11-25T10:49:54.739291] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LLY' from 'https://tdm.silogroup.org/data/derivative_storage/LLY.csv'.
[2025-11-25T10:49:54.752068] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'LLY'.
[2025-11-25T10:49:54.752538] [INFO ] [FORECASTER] Starting predict_future for LLY
[2025-11-25T10:49:54.753394] [DEBUG] [LOCAL     ] No optimal features file found for LLY: ./output/feature-sets/LLY.txt
[2025-11-25T10:49:54.753466] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:49:54.753513] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:49:54.753555] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:49:54.753624] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:49:54.823795] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:49:54.824761] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:49:54.824872] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:49:54.824921] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:49:54.924717] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:49:54.924932] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:49:54.924995] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:49:54.925037] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:49:54.928819] [DEBUG] [FORECASTER] LLY: Forecast T+1@11:T+2@11: UP (p=64.46%)
[2025-11-25T10:49:54.929136] [INFO ] [FORECASTER] Completed predict_future for LLY
[2025-11-25T10:49:54.929283] [INFO ] [sig       ] LLY: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:49:55.073184] [INFO ] [LOCAL     ] Saved forecast: LLY	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/LLY.txt
[2025-11-25T10:49:55.073381] [INFO ] [sig       ] [1105/2057] Completed LLY in 0.3s | 2.88 sym/s | Total: 6.4m | ETA: 5.5m
[2025-11-25T10:49:55.073446] [INFO ] [sig       ] [1106/2057] Forecasting LMND...
[2025-11-25T10:49:55.073493] [INFO ] [sig       ] Generating forecast for: LMND
[2025-11-25T10:49:55.073538] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LMND' from 'https://tdm.silogroup.org/data/derivative_storage/LMND.csv'.
[2025-11-25T10:49:55.085174] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'LMND'.
[2025-11-25T10:49:55.085629] [INFO ] [FORECASTER] Starting predict_future for LMND
[2025-11-25T10:49:55.086463] [DEBUG] [LOCAL     ] No optimal features file found for LMND: ./output/feature-sets/LMND.txt
[2025-11-25T10:49:55.086535] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:49:55.086583] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:49:55.086626] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:49:55.086724] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:49:55.155608] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:49:55.156541] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:49:55.156666] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:49:55.156720] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:49:55.275484] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:49:55.275705] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:49:55.275763] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:49:55.275800] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:49:55.279425] [DEBUG] [FORECASTER] LMND: Forecast T+1@11:T+2@11: DOWN (p=23.93%)
[2025-11-25T10:49:55.279774] [INFO ] [FORECASTER] Completed predict_future for LMND
[2025-11-25T10:49:55.279937] [INFO ] [sig       ] LMND: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:49:55.431476] [INFO ] [LOCAL     ] Saved forecast: LMND	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/LMND.txt
[2025-11-25T10:49:55.431693] [INFO ] [sig       ] [1106/2057] Completed LMND in 0.4s | 2.88 sym/s | Total: 6.4m | ETA: 5.5m
[2025-11-25T10:49:55.431756] [INFO ] [sig       ] [1107/2057] Forecasting LMT...
[2025-11-25T10:49:55.431802] [INFO ] [sig       ] Generating forecast for: LMT
[2025-11-25T10:49:55.431846] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LMT' from 'https://tdm.silogroup.org/data/derivative_storage/LMT.csv'.
[2025-11-25T10:49:55.443848] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'LMT'.
[2025-11-25T10:49:55.444262] [INFO ] [FORECASTER] Starting predict_future for LMT
[2025-11-25T10:49:55.445073] [DEBUG] [LOCAL     ] No optimal features file found for LMT: ./output/feature-sets/LMT.txt
[2025-11-25T10:49:55.445145] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:49:55.445195] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:49:55.445239] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:49:55.445309] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:49:55.514124] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:49:55.515071] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:49:55.515196] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:49:55.515245] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:49:55.636440] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:49:55.636664] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:49:55.636722] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:49:55.636787] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:49:55.640248] [DEBUG] [FORECASTER] LMT: Forecast T+1@11:T+2@11: UP (p=96.63%)
[2025-11-25T10:49:55.640566] [INFO ] [FORECASTER] Completed predict_future for LMT
[2025-11-25T10:49:55.640810] [INFO ] [sig       ] LMT: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:49:55.782634] [INFO ] [LOCAL     ] Saved forecast: LMT	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/LMT.txt
[2025-11-25T10:49:55.782866] [INFO ] [sig       ] [1107/2057] Completed LMT in 0.4s | 2.88 sym/s | Total: 6.4m | ETA: 5.5m
[2025-11-25T10:49:55.782924] [INFO ] [sig       ] [1108/2057] Forecasting LNC...
[2025-11-25T10:49:55.782973] [INFO ] [sig       ] Generating forecast for: LNC
[2025-11-25T10:49:55.783020] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LNC' from 'https://tdm.silogroup.org/data/derivative_storage/LNC.csv'.
[2025-11-25T10:49:55.796247] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'LNC'.
[2025-11-25T10:49:55.796735] [INFO ] [FORECASTER] Starting predict_future for LNC
[2025-11-25T10:49:55.797588] [DEBUG] [LOCAL     ] No optimal features file found for LNC: ./output/feature-sets/LNC.txt
[2025-11-25T10:49:55.797681] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:49:55.797731] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:49:55.797773] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:49:55.797863] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:49:55.867591] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:49:55.868791] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:49:55.868894] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:49:55.868942] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:49:55.987818] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:49:55.988205] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:49:55.988254] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:49:55.988289] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:49:55.992593] [DEBUG] [FORECASTER] LNC: Forecast T+1@11:T+2@11: DOWN (p=5.77%)
[2025-11-25T10:49:55.993068] [INFO ] [FORECASTER] Completed predict_future for LNC
[2025-11-25T10:49:55.993219] [INFO ] [sig       ] LNC: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:49:56.145285] [INFO ] [LOCAL     ] Saved forecast: LNC	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/LNC.txt
[2025-11-25T10:49:56.145511] [INFO ] [sig       ] [1108/2057] Completed LNC in 0.4s | 2.88 sym/s | Total: 6.4m | ETA: 5.5m
[2025-11-25T10:49:56.145591] [INFO ] [sig       ] [1109/2057] Forecasting LND...
[2025-11-25T10:49:56.145661] [INFO ] [sig       ] Generating forecast for: LND
[2025-11-25T10:49:56.145711] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LND' from 'https://tdm.silogroup.org/data/derivative_storage/LND.csv'.
[2025-11-25T10:49:56.159538] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'LND'.
[2025-11-25T10:49:56.160052] [INFO ] [FORECASTER] Starting predict_future for LND
[2025-11-25T10:49:56.160988] [DEBUG] [LOCAL     ] No optimal features file found for LND: ./output/feature-sets/LND.txt
[2025-11-25T10:49:56.161073] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:49:56.161137] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:49:56.161195] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:49:56.161294] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:49:56.237691] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:49:56.238928] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:49:56.239080] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:49:56.239154] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:49:56.342224] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:49:56.342418] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:49:56.342468] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:49:56.342524] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:49:56.346026] [DEBUG] [FORECASTER] LND: Forecast T+1@11:T+2@11: DOWN (p=41.10%)
[2025-11-25T10:49:56.346421] [INFO ] [FORECASTER] Completed predict_future for LND
[2025-11-25T10:49:56.346604] [INFO ] [sig       ] LND: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:49:56.570268] [INFO ] [LOCAL     ] Saved forecast: LND	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/LND.txt
[2025-11-25T10:49:56.570533] [INFO ] [sig       ] [1109/2057] Completed LND in 0.4s | 2.88 sym/s | Total: 6.4m | ETA: 5.5m
[2025-11-25T10:49:56.570617] [INFO ] [sig       ] [1110/2057] Forecasting LNG...
[2025-11-25T10:49:56.570720] [INFO ] [sig       ] Generating forecast for: LNG
[2025-11-25T10:49:56.570790] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LNG' from 'https://tdm.silogroup.org/data/derivative_storage/LNG.csv'.
[2025-11-25T10:49:56.588935] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'LNG'.
[2025-11-25T10:49:56.589536] [INFO ] [FORECASTER] Starting predict_future for LNG
[2025-11-25T10:49:56.590711] [DEBUG] [LOCAL     ] No optimal features file found for LNG: ./output/feature-sets/LNG.txt
[2025-11-25T10:49:56.590798] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:49:56.590844] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:49:56.590892] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:49:56.590971] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:49:56.673191] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:49:56.674494] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:49:56.674680] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:49:56.674754] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:49:56.836047] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:49:56.836494] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:49:56.836816] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:49:56.836972] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:49:56.842729] [DEBUG] [FORECASTER] LNG: Forecast T+1@11:T+2@11: UP (p=53.88%)
[2025-11-25T10:49:56.843336] [INFO ] [FORECASTER] Completed predict_future for LNG
[2025-11-25T10:49:56.843792] [INFO ] [sig       ] LNG: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:49:57.016192] [INFO ] [LOCAL     ] Saved forecast: LNG	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/LNG.txt
[2025-11-25T10:49:57.016464] [INFO ] [sig       ] [1110/2057] Completed LNG in 0.4s | 2.88 sym/s | Total: 6.4m | ETA: 5.5m
[2025-11-25T10:49:57.016540] [INFO ] [sig       ] [1111/2057] Forecasting LNN...
[2025-11-25T10:49:57.016598] [INFO ] [sig       ] Generating forecast for: LNN
[2025-11-25T10:49:57.016689] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LNN' from 'https://tdm.silogroup.org/data/derivative_storage/LNN.csv'.
[2025-11-25T10:49:57.031717] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'LNN'.
[2025-11-25T10:49:57.032295] [INFO ] [FORECASTER] Starting predict_future for LNN
[2025-11-25T10:49:57.033325] [DEBUG] [LOCAL     ] No optimal features file found for LNN: ./output/feature-sets/LNN.txt
[2025-11-25T10:49:57.033405] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:49:57.033455] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:49:57.033496] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:49:57.033565] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:49:57.105397] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:49:57.106483] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:49:57.106623] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:49:57.106711] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:49:57.215025] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:49:57.215212] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:49:57.215261] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:49:57.215297] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:49:57.218903] [DEBUG] [FORECASTER] LNN: Forecast T+1@11:T+2@11: DOWN (p=49.48%)
[2025-11-25T10:49:57.219217] [INFO ] [FORECASTER] Completed predict_future for LNN
[2025-11-25T10:49:57.219363] [INFO ] [sig       ] LNN: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:49:57.377156] [INFO ] [LOCAL     ] Saved forecast: LNN	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/LNN.txt
[2025-11-25T10:49:57.377348] [INFO ] [sig       ] [1111/2057] Completed LNN in 0.4s | 2.88 sym/s | Total: 6.4m | ETA: 5.5m
[2025-11-25T10:49:57.377402] [INFO ] [sig       ] [1112/2057] Forecasting LOB...
[2025-11-25T10:49:57.377444] [INFO ] [sig       ] Generating forecast for: LOB
[2025-11-25T10:49:57.377484] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LOB' from 'https://tdm.silogroup.org/data/derivative_storage/LOB.csv'.
[2025-11-25T10:49:57.392314] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'LOB'.
[2025-11-25T10:49:57.392910] [INFO ] [FORECASTER] Starting predict_future for LOB
[2025-11-25T10:49:57.394201] [DEBUG] [LOCAL     ] No optimal features file found for LOB: ./output/feature-sets/LOB.txt
[2025-11-25T10:49:57.394321] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:49:57.394399] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:49:57.394468] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:49:57.394581] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:49:57.492785] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:49:57.494044] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:49:57.494257] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:49:57.494339] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:49:57.613420] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:49:57.613617] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:49:57.613689] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:49:57.613754] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:49:57.617337] [DEBUG] [FORECASTER] LOB: Forecast T+1@11:T+2@11: DOWN (p=33.86%)
[2025-11-25T10:49:57.617714] [INFO ] [FORECASTER] Completed predict_future for LOB
[2025-11-25T10:49:57.617901] [INFO ] [sig       ] LOB: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:49:57.759899] [INFO ] [LOCAL     ] Saved forecast: LOB	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/LOB.txt
[2025-11-25T10:49:57.760081] [INFO ] [sig       ] [1112/2057] Completed LOB in 0.4s | 2.88 sym/s | Total: 6.4m | ETA: 5.5m
[2025-11-25T10:49:57.760137] [INFO ] [sig       ] [1113/2057] Forecasting LOCL...
[2025-11-25T10:49:57.760180] [INFO ] [sig       ] Generating forecast for: LOCL
[2025-11-25T10:49:57.760222] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LOCL' from 'https://tdm.silogroup.org/data/derivative_storage/LOCL.csv'.
[2025-11-25T10:49:57.771214] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'LOCL'.
[2025-11-25T10:49:57.771630] [INFO ] [FORECASTER] Starting predict_future for LOCL
[2025-11-25T10:49:57.772493] [DEBUG] [LOCAL     ] No optimal features file found for LOCL: ./output/feature-sets/LOCL.txt
[2025-11-25T10:49:57.772564] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:49:57.772611] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:49:57.772693] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:49:57.772770] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:49:57.839125] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:49:57.840097] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:49:57.840205] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:49:57.840256] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:49:57.933393] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:49:57.933601] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:49:57.933672] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:49:57.933721] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:49:57.937302] [DEBUG] [FORECASTER] LOCL: Forecast T+1@11:T+2@11: UP (p=99.15%)
[2025-11-25T10:49:57.937603] [INFO ] [FORECASTER] Completed predict_future for LOCL
[2025-11-25T10:49:57.937896] [INFO ] [sig       ] LOCL: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:49:58.080993] [INFO ] [LOCAL     ] Saved forecast: LOCL	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/LOCL.txt
[2025-11-25T10:49:58.081174] [INFO ] [sig       ] [1113/2057] Completed LOCL in 0.3s | 2.88 sym/s | Total: 6.4m | ETA: 5.5m
[2025-11-25T10:49:58.081229] [INFO ] [sig       ] [1114/2057] Forecasting LOMA...
[2025-11-25T10:49:58.081272] [INFO ] [sig       ] Generating forecast for: LOMA
[2025-11-25T10:49:58.081315] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LOMA' from 'https://tdm.silogroup.org/data/derivative_storage/LOMA.csv'.
[2025-11-25T10:49:58.093027] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'LOMA'.
[2025-11-25T10:49:58.093427] [INFO ] [FORECASTER] Starting predict_future for LOMA
[2025-11-25T10:49:58.094222] [DEBUG] [LOCAL     ] No optimal features file found for LOMA: ./output/feature-sets/LOMA.txt
[2025-11-25T10:49:58.094296] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:49:58.094355] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:49:58.094408] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:49:58.094482] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:49:58.162115] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:49:58.163105] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:49:58.163213] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:49:58.163263] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:49:58.260546] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:49:58.260769] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:49:58.261018] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:49:58.261055] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:49:58.265050] [DEBUG] [FORECASTER] LOMA: Forecast T+1@11:T+2@11: DOWN (p=1.84%)
[2025-11-25T10:49:58.265408] [INFO ] [FORECASTER] Completed predict_future for LOMA
[2025-11-25T10:49:58.265560] [INFO ] [sig       ] LOMA: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:49:58.407445] [INFO ] [LOCAL     ] Saved forecast: LOMA	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/LOMA.txt
[2025-11-25T10:49:58.407633] [INFO ] [sig       ] [1114/2057] Completed LOMA in 0.3s | 2.88 sym/s | Total: 6.4m | ETA: 5.5m
[2025-11-25T10:49:58.407707] [INFO ] [sig       ] [1115/2057] Forecasting LOW...
[2025-11-25T10:49:58.407752] [INFO ] [sig       ] Generating forecast for: LOW
[2025-11-25T10:49:58.407795] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LOW' from 'https://tdm.silogroup.org/data/derivative_storage/LOW.csv'.
[2025-11-25T10:49:58.419016] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'LOW'.
[2025-11-25T10:49:58.419434] [INFO ] [FORECASTER] Starting predict_future for LOW
[2025-11-25T10:49:58.420272] [DEBUG] [LOCAL     ] No optimal features file found for LOW: ./output/feature-sets/LOW.txt
[2025-11-25T10:49:58.420342] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:49:58.420388] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:49:58.420427] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:49:58.420494] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:49:58.485529] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:49:58.486428] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:49:58.486535] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:49:58.486582] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:49:58.609586] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:49:58.609802] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:49:58.609860] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:49:58.609897] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:49:58.613448] [DEBUG] [FORECASTER] LOW: Forecast T+1@11:T+2@11: UP (p=94.68%)
[2025-11-25T10:49:58.613787] [INFO ] [FORECASTER] Completed predict_future for LOW
[2025-11-25T10:49:58.613954] [INFO ] [sig       ] LOW: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:49:58.760222] [INFO ] [LOCAL     ] Saved forecast: LOW	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/LOW.txt
[2025-11-25T10:49:58.760414] [INFO ] [sig       ] [1115/2057] Completed LOW in 0.4s | 2.88 sym/s | Total: 6.5m | ETA: 5.5m
[2025-11-25T10:49:58.760472] [INFO ] [sig       ] [1116/2057] Forecasting LPG...
[2025-11-25T10:49:58.760518] [INFO ] [sig       ] Generating forecast for: LPG
[2025-11-25T10:49:58.760562] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LPG' from 'https://tdm.silogroup.org/data/derivative_storage/LPG.csv'.
[2025-11-25T10:49:58.773787] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'LPG'.
[2025-11-25T10:49:58.774309] [INFO ] [FORECASTER] Starting predict_future for LPG
[2025-11-25T10:49:58.775174] [DEBUG] [LOCAL     ] No optimal features file found for LPG: ./output/feature-sets/LPG.txt
[2025-11-25T10:49:58.775246] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:49:58.775293] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:49:58.775336] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:49:58.775407] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:49:58.844585] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:49:58.845541] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:49:58.845667] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:49:58.845720] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:49:58.968680] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:49:58.968886] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:49:58.968935] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:49:58.968971] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:49:58.972581] [DEBUG] [FORECASTER] LPG: Forecast T+1@11:T+2@11: UP (p=78.67%)
[2025-11-25T10:49:58.972923] [INFO ] [FORECASTER] Completed predict_future for LPG
[2025-11-25T10:49:58.973091] [INFO ] [sig       ] LPG: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:49:59.121383] [INFO ] [LOCAL     ] Saved forecast: LPG	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/LPG.txt
[2025-11-25T10:49:59.121591] [INFO ] [sig       ] [1116/2057] Completed LPG in 0.4s | 2.88 sym/s | Total: 6.5m | ETA: 5.4m
[2025-11-25T10:49:59.121672] [INFO ] [sig       ] [1117/2057] Forecasting LPL...
[2025-11-25T10:49:59.121717] [INFO ] [sig       ] Generating forecast for: LPL
[2025-11-25T10:49:59.121774] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LPL' from 'https://tdm.silogroup.org/data/derivative_storage/LPL.csv'.
[2025-11-25T10:49:59.135267] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'LPL'.
[2025-11-25T10:49:59.136034] [INFO ] [FORECASTER] Starting predict_future for LPL
[2025-11-25T10:49:59.137076] [DEBUG] [LOCAL     ] No optimal features file found for LPL: ./output/feature-sets/LPL.txt
[2025-11-25T10:49:59.137175] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:49:59.137256] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:49:59.137309] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:49:59.137375] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:49:59.206380] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:49:59.207568] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:49:59.207710] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:49:59.207762] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:49:59.318335] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:49:59.318536] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:49:59.318585] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:49:59.318621] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:49:59.322096] [DEBUG] [FORECASTER] LPL: Forecast T+1@11:T+2@11: DOWN (p=10.80%)
[2025-11-25T10:49:59.322386] [INFO ] [FORECASTER] Completed predict_future for LPL
[2025-11-25T10:49:59.322540] [INFO ] [sig       ] LPL: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:49:59.463707] [INFO ] [LOCAL     ] Saved forecast: LPL	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/LPL.txt
[2025-11-25T10:49:59.463869] [INFO ] [sig       ] [1117/2057] Completed LPL in 0.3s | 2.88 sym/s | Total: 6.5m | ETA: 5.4m
[2025-11-25T10:49:59.463923] [INFO ] [sig       ] [1118/2057] Forecasting LPX...
[2025-11-25T10:49:59.463967] [INFO ] [sig       ] Generating forecast for: LPX
[2025-11-25T10:49:59.464013] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LPX' from 'https://tdm.silogroup.org/data/derivative_storage/LPX.csv'.
[2025-11-25T10:49:59.474878] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'LPX'.
[2025-11-25T10:49:59.475249] [INFO ] [FORECASTER] Starting predict_future for LPX
[2025-11-25T10:49:59.476117] [DEBUG] [LOCAL     ] No optimal features file found for LPX: ./output/feature-sets/LPX.txt
[2025-11-25T10:49:59.476188] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:49:59.476235] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:49:59.476277] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:49:59.476347] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:49:59.544193] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:49:59.544938] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:49:59.545031] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:49:59.545077] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:49:59.643810] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:49:59.643994] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:49:59.644039] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:49:59.644074] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:49:59.647574] [DEBUG] [FORECASTER] LPX: Forecast T+1@11:T+2@11: DOWN (p=46.18%)
[2025-11-25T10:49:59.647887] [INFO ] [FORECASTER] Completed predict_future for LPX
[2025-11-25T10:49:59.648033] [INFO ] [sig       ] LPX: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:49:59.790997] [INFO ] [LOCAL     ] Saved forecast: LPX	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/LPX.txt
[2025-11-25T10:49:59.791160] [INFO ] [sig       ] [1118/2057] Completed LPX in 0.3s | 2.88 sym/s | Total: 6.5m | ETA: 5.4m
[2025-11-25T10:49:59.791214] [INFO ] [sig       ] [1119/2057] Forecasting LRN...
[2025-11-25T10:49:59.791260] [INFO ] [sig       ] Generating forecast for: LRN
[2025-11-25T10:49:59.791307] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LRN' from 'https://tdm.silogroup.org/data/derivative_storage/LRN.csv'.
[2025-11-25T10:49:59.803564] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'LRN'.
[2025-11-25T10:49:59.804117] [INFO ] [FORECASTER] Starting predict_future for LRN
[2025-11-25T10:49:59.804973] [DEBUG] [LOCAL     ] No optimal features file found for LRN: ./output/feature-sets/LRN.txt
[2025-11-25T10:49:59.805044] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:49:59.805092] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:49:59.805133] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:49:59.805201] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:49:59.876046] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:49:59.876981] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:49:59.877104] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:49:59.877154] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:49:59.979214] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:49:59.979426] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:49:59.979476] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:49:59.979511] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:49:59.983199] [DEBUG] [FORECASTER] LRN: Forecast T+1@11:T+2@11: DOWN (p=47.00%)
[2025-11-25T10:49:59.983561] [INFO ] [FORECASTER] Completed predict_future for LRN
[2025-11-25T10:49:59.983763] [INFO ] [sig       ] LRN: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:50:00.137192] [INFO ] [LOCAL     ] Saved forecast: LRN	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/LRN.txt
[2025-11-25T10:50:00.137396] [INFO ] [sig       ] [1119/2057] Completed LRN in 0.3s | 2.88 sym/s | Total: 6.5m | ETA: 5.4m
[2025-11-25T10:50:00.137454] [INFO ] [sig       ] [1120/2057] Forecasting LSPD...
[2025-11-25T10:50:00.137498] [INFO ] [sig       ] Generating forecast for: LSPD
[2025-11-25T10:50:00.137541] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LSPD' from 'https://tdm.silogroup.org/data/derivative_storage/LSPD.csv'.
[2025-11-25T10:50:00.149426] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'LSPD'.
[2025-11-25T10:50:00.149922] [INFO ] [FORECASTER] Starting predict_future for LSPD
[2025-11-25T10:50:00.150783] [DEBUG] [LOCAL     ] No optimal features file found for LSPD: ./output/feature-sets/LSPD.txt
[2025-11-25T10:50:00.150856] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:50:00.150903] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:50:00.150946] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:50:00.151017] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:50:00.224685] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:50:00.225633] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:50:00.225776] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:50:00.225825] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:50:00.335969] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:50:00.336177] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:50:00.336227] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:50:00.336264] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:50:00.340987] [DEBUG] [FORECASTER] LSPD: Forecast T+1@11:T+2@11: UP (p=93.86%)
[2025-11-25T10:50:00.341683] [INFO ] [FORECASTER] Completed predict_future for LSPD
[2025-11-25T10:50:00.341882] [INFO ] [sig       ] LSPD: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:50:00.509553] [INFO ] [LOCAL     ] Saved forecast: LSPD	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/LSPD.txt
[2025-11-25T10:50:00.509778] [INFO ] [sig       ] [1120/2057] Completed LSPD in 0.4s | 2.88 sym/s | Total: 6.5m | ETA: 5.4m
[2025-11-25T10:50:00.509849] [INFO ] [sig       ] [1121/2057] Forecasting LTC...
[2025-11-25T10:50:00.509900] [INFO ] [sig       ] Generating forecast for: LTC
[2025-11-25T10:50:00.509945] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LTC' from 'https://tdm.silogroup.org/data/derivative_storage/LTC.csv'.
[2025-11-25T10:50:00.521350] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'LTC'.
[2025-11-25T10:50:00.521827] [INFO ] [FORECASTER] Starting predict_future for LTC
[2025-11-25T10:50:00.522616] [DEBUG] [LOCAL     ] No optimal features file found for LTC: ./output/feature-sets/LTC.txt
[2025-11-25T10:50:00.522715] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:50:00.522773] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:50:00.522822] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:50:00.522905] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:50:00.591944] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:50:00.592900] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:50:00.593009] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:50:00.593061] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:50:00.835834] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:50:00.836085] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:50:00.836268] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:50:00.836374] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:50:00.848950] [DEBUG] [FORECASTER] LTC: Forecast T+1@11:T+2@11: UP (p=87.66%)
[2025-11-25T10:50:00.849495] [INFO ] [FORECASTER] Completed predict_future for LTC
[2025-11-25T10:50:00.849696] [INFO ] [sig       ] LTC: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:50:00.997161] [INFO ] [LOCAL     ] Saved forecast: LTC	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/LTC.txt
[2025-11-25T10:50:00.997350] [INFO ] [sig       ] [1121/2057] Completed LTC in 0.5s | 2.88 sym/s | Total: 6.5m | ETA: 5.4m
[2025-11-25T10:50:00.997399] [INFO ] [sig       ] [1122/2057] Forecasting LTH...
[2025-11-25T10:50:00.997437] [INFO ] [sig       ] Generating forecast for: LTH
[2025-11-25T10:50:00.997474] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LTH' from 'https://tdm.silogroup.org/data/derivative_storage/LTH.csv'.
[2025-11-25T10:50:01.015285] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'LTH'.
[2025-11-25T10:50:01.015798] [INFO ] [FORECASTER] Starting predict_future for LTH
[2025-11-25T10:50:01.016735] [DEBUG] [LOCAL     ] No optimal features file found for LTH: ./output/feature-sets/LTH.txt
[2025-11-25T10:50:01.016822] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:50:01.016872] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:50:01.016918] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:50:01.017010] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:50:01.094152] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:50:01.095068] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:50:01.095173] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:50:01.095220] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:50:01.567223] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:50:01.567416] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:50:01.567465] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:50:01.567501] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:50:01.570961] [DEBUG] [FORECASTER] LTH: Forecast T+1@11:T+2@11: DOWN (p=43.23%)
[2025-11-25T10:50:01.571438] [INFO ] [FORECASTER] Completed predict_future for LTH
[2025-11-25T10:50:01.571586] [INFO ] [sig       ] LTH: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:50:01.714224] [INFO ] [LOCAL     ] Saved forecast: LTH	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/LTH.txt
[2025-11-25T10:50:01.714386] [INFO ] [sig       ] [1122/2057] Completed LTH in 0.7s | 2.88 sym/s | Total: 6.5m | ETA: 5.4m
[2025-11-25T10:50:01.714440] [INFO ] [sig       ] [1123/2057] Forecasting LU...
[2025-11-25T10:50:01.714483] [INFO ] [sig       ] Generating forecast for: LU
[2025-11-25T10:50:01.714525] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LU' from 'https://tdm.silogroup.org/data/derivative_storage/LU.csv'.
[2025-11-25T10:50:01.726881] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'LU'.
[2025-11-25T10:50:01.727534] [INFO ] [FORECASTER] Starting predict_future for LU
[2025-11-25T10:50:01.728538] [DEBUG] [LOCAL     ] No optimal features file found for LU: ./output/feature-sets/LU.txt
[2025-11-25T10:50:01.728608] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:50:01.728683] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:50:01.728724] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:50:01.728794] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:50:01.796997] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:50:01.797998] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:50:01.798102] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:50:01.798148] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:50:01.992168] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:50:01.992377] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:50:01.992424] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:50:01.992459] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:50:01.995913] [DEBUG] [FORECASTER] LU: Forecast T+1@11:T+2@11: DOWN (p=3.01%)
[2025-11-25T10:50:01.996224] [INFO ] [FORECASTER] Completed predict_future for LU
[2025-11-25T10:50:01.996386] [INFO ] [sig       ] LU: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:50:02.145747] [INFO ] [LOCAL     ] Saved forecast: LU	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/LU.txt
[2025-11-25T10:50:02.145945] [INFO ] [sig       ] [1123/2057] Completed LU in 0.4s | 2.88 sym/s | Total: 6.5m | ETA: 5.4m
[2025-11-25T10:50:02.146000] [INFO ] [sig       ] [1124/2057] Forecasting LUMN...
[2025-11-25T10:50:02.146042] [INFO ] [sig       ] Generating forecast for: LUMN
[2025-11-25T10:50:02.146082] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LUMN' from 'https://tdm.silogroup.org/data/derivative_storage/LUMN.csv'.
[2025-11-25T10:50:02.157595] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'LUMN'.
[2025-11-25T10:50:02.158262] [INFO ] [FORECASTER] Starting predict_future for LUMN
[2025-11-25T10:50:02.159080] [DEBUG] [LOCAL     ] No optimal features file found for LUMN: ./output/feature-sets/LUMN.txt
[2025-11-25T10:50:02.159160] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:50:02.159222] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:50:02.159280] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:50:02.159378] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:50:02.224142] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:50:02.225047] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:50:02.225162] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:50:02.225223] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:50:02.335616] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:50:02.335850] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:50:02.335905] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:50:02.335941] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:50:02.339535] [DEBUG] [FORECASTER] LUMN: Forecast T+1@11:T+2@11: UP (p=79.61%)
[2025-11-25T10:50:02.339869] [INFO ] [FORECASTER] Completed predict_future for LUMN
[2025-11-25T10:50:02.340032] [INFO ] [sig       ] LUMN: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:50:02.489308] [INFO ] [LOCAL     ] Saved forecast: LUMN	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/LUMN.txt
[2025-11-25T10:50:02.489510] [INFO ] [sig       ] [1124/2057] Completed LUMN in 0.3s | 2.88 sym/s | Total: 6.5m | ETA: 5.4m
[2025-11-25T10:50:02.489567] [INFO ] [sig       ] [1125/2057] Forecasting LUV...
[2025-11-25T10:50:02.489612] [INFO ] [sig       ] Generating forecast for: LUV
[2025-11-25T10:50:02.489678] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LUV' from 'https://tdm.silogroup.org/data/derivative_storage/LUV.csv'.
[2025-11-25T10:50:02.502175] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'LUV'.
[2025-11-25T10:50:02.502598] [INFO ] [FORECASTER] Starting predict_future for LUV
[2025-11-25T10:50:02.503452] [DEBUG] [LOCAL     ] No optimal features file found for LUV: ./output/feature-sets/LUV.txt
[2025-11-25T10:50:02.503524] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:50:02.503570] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:50:02.503611] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:50:02.503698] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:50:02.574795] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:50:02.575727] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:50:02.575834] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:50:02.575883] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:50:02.654131] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:50:02.654322] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:50:02.654368] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:50:02.654403] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:50:02.657937] [DEBUG] [FORECASTER] LUV: Forecast T+1@11:T+2@11: DOWN (p=2.81%)
[2025-11-25T10:50:02.658251] [INFO ] [FORECASTER] Completed predict_future for LUV
[2025-11-25T10:50:02.658393] [INFO ] [sig       ] LUV: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:50:02.808730] [INFO ] [LOCAL     ] Saved forecast: LUV	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/LUV.txt
[2025-11-25T10:50:02.808918] [INFO ] [sig       ] [1125/2057] Completed LUV in 0.3s | 2.88 sym/s | Total: 6.5m | ETA: 5.4m
[2025-11-25T10:50:02.808972] [INFO ] [sig       ] [1126/2057] Forecasting LVS...
[2025-11-25T10:50:02.809014] [INFO ] [sig       ] Generating forecast for: LVS
[2025-11-25T10:50:02.809056] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LVS' from 'https://tdm.silogroup.org/data/derivative_storage/LVS.csv'.
[2025-11-25T10:50:02.819974] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'LVS'.
[2025-11-25T10:50:02.820328] [INFO ] [FORECASTER] Starting predict_future for LVS
[2025-11-25T10:50:02.821210] [DEBUG] [LOCAL     ] No optimal features file found for LVS: ./output/feature-sets/LVS.txt
[2025-11-25T10:50:02.821284] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:50:02.821364] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:50:02.821428] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:50:02.821522] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:50:02.890603] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:50:02.891505] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:50:02.891613] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:50:02.891680] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:50:02.974711] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:50:02.974897] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:50:02.974946] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:50:02.974983] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:50:02.978463] [DEBUG] [FORECASTER] LVS: Forecast T+1@11:T+2@11: UP (p=99.26%)
[2025-11-25T10:50:02.978790] [INFO ] [FORECASTER] Completed predict_future for LVS
[2025-11-25T10:50:02.978936] [INFO ] [sig       ] LVS: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:50:03.120086] [INFO ] [LOCAL     ] Saved forecast: LVS	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/LVS.txt
[2025-11-25T10:50:03.120275] [INFO ] [sig       ] [1126/2057] Completed LVS in 0.3s | 2.88 sym/s | Total: 6.5m | ETA: 5.4m
[2025-11-25T10:50:03.120329] [INFO ] [sig       ] [1127/2057] Forecasting LVWR...
[2025-11-25T10:50:03.120372] [INFO ] [sig       ] Generating forecast for: LVWR
[2025-11-25T10:50:03.120418] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LVWR' from 'https://tdm.silogroup.org/data/derivative_storage/LVWR.csv'.
[2025-11-25T10:50:03.131721] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'LVWR'.
[2025-11-25T10:50:03.132163] [INFO ] [FORECASTER] Starting predict_future for LVWR
[2025-11-25T10:50:03.132970] [DEBUG] [LOCAL     ] No optimal features file found for LVWR: ./output/feature-sets/LVWR.txt
[2025-11-25T10:50:03.133040] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:50:03.133087] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:50:03.133127] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:50:03.133196] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:50:03.206278] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:50:03.207263] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:50:03.207390] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:50:03.207439] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:50:03.306892] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:50:03.307112] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:50:03.307160] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:50:03.307196] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:50:03.310624] [DEBUG] [FORECASTER] LVWR: Forecast T+1@11:T+2@11: DOWN (p=20.92%)
[2025-11-25T10:50:03.310931] [INFO ] [FORECASTER] Completed predict_future for LVWR
[2025-11-25T10:50:03.311079] [INFO ] [sig       ] LVWR: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:50:03.450481] [INFO ] [LOCAL     ] Saved forecast: LVWR	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/LVWR.txt
[2025-11-25T10:50:03.450615] [INFO ] [sig       ] [1127/2057] Completed LVWR in 0.3s | 2.88 sym/s | Total: 6.5m | ETA: 5.4m
[2025-11-25T10:50:03.450688] [INFO ] [sig       ] [1128/2057] Forecasting LW...
[2025-11-25T10:50:03.450734] [INFO ] [sig       ] Generating forecast for: LW
[2025-11-25T10:50:03.450778] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LW' from 'https://tdm.silogroup.org/data/derivative_storage/LW.csv'.
[2025-11-25T10:50:03.461773] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'LW'.
[2025-11-25T10:50:03.462195] [INFO ] [FORECASTER] Starting predict_future for LW
[2025-11-25T10:50:03.463071] [DEBUG] [LOCAL     ] No optimal features file found for LW: ./output/feature-sets/LW.txt
[2025-11-25T10:50:03.463142] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:50:03.463192] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:50:03.463229] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:50:03.463299] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:50:03.528419] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:50:03.529143] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:50:03.529241] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:50:03.529287] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:50:03.630891] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:50:03.631026] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:50:03.631070] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:50:03.631105] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:50:03.634347] [DEBUG] [FORECASTER] LW: Forecast T+1@11:T+2@11: DOWN (p=12.22%)
[2025-11-25T10:50:03.634636] [INFO ] [FORECASTER] Completed predict_future for LW
[2025-11-25T10:50:03.634886] [INFO ] [sig       ] LW: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:50:03.778018] [INFO ] [LOCAL     ] Saved forecast: LW	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/LW.txt
[2025-11-25T10:50:03.778215] [INFO ] [sig       ] [1128/2057] Completed LW in 0.3s | 2.88 sym/s | Total: 6.5m | ETA: 5.4m
[2025-11-25T10:50:03.778271] [INFO ] [sig       ] [1129/2057] Forecasting LXFR...
[2025-11-25T10:50:03.778315] [INFO ] [sig       ] Generating forecast for: LXFR
[2025-11-25T10:50:03.778357] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LXFR' from 'https://tdm.silogroup.org/data/derivative_storage/LXFR.csv'.
[2025-11-25T10:50:03.789598] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'LXFR'.
[2025-11-25T10:50:03.789995] [INFO ] [FORECASTER] Starting predict_future for LXFR
[2025-11-25T10:50:03.790834] [DEBUG] [LOCAL     ] No optimal features file found for LXFR: ./output/feature-sets/LXFR.txt
[2025-11-25T10:50:03.790906] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:50:03.790952] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:50:03.790993] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:50:03.791060] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:50:03.855905] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:50:03.856601] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:50:03.856715] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:50:03.856764] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:50:03.949386] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:50:03.949570] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:50:03.949616] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:50:03.949670] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:50:03.953058] [DEBUG] [FORECASTER] LXFR: Forecast T+1@11:T+2@11: DOWN (p=7.99%)
[2025-11-25T10:50:03.953345] [INFO ] [FORECASTER] Completed predict_future for LXFR
[2025-11-25T10:50:03.953483] [INFO ] [sig       ] LXFR: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:50:04.094435] [INFO ] [LOCAL     ] Saved forecast: LXFR	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/LXFR.txt
[2025-11-25T10:50:04.094592] [INFO ] [sig       ] [1129/2057] Completed LXFR in 0.3s | 2.88 sym/s | Total: 6.5m | ETA: 5.4m
[2025-11-25T10:50:04.094673] [INFO ] [sig       ] [1130/2057] Forecasting LXP...
[2025-11-25T10:50:04.094725] [INFO ] [sig       ] Generating forecast for: LXP
[2025-11-25T10:50:04.094768] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LXP' from 'https://tdm.silogroup.org/data/derivative_storage/LXP.csv'.
[2025-11-25T10:50:04.105356] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'LXP'.
[2025-11-25T10:50:04.105721] [INFO ] [FORECASTER] Starting predict_future for LXP
[2025-11-25T10:50:04.106696] [DEBUG] [LOCAL     ] No optimal features file found for LXP: ./output/feature-sets/LXP.txt
[2025-11-25T10:50:04.106764] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:50:04.106810] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:50:04.106850] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:50:04.106919] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:50:04.173307] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:50:04.174042] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:50:04.174140] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:50:04.174187] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:50:04.266891] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:50:04.267086] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:50:04.267144] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:50:04.267191] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:50:04.270462] [DEBUG] [FORECASTER] LXP: Forecast T+1@11:T+2@11: DOWN (p=42.36%)
[2025-11-25T10:50:04.270777] [INFO ] [FORECASTER] Completed predict_future for LXP
[2025-11-25T10:50:04.270931] [INFO ] [sig       ] LXP: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:50:04.409135] [INFO ] [LOCAL     ] Saved forecast: LXP	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/LXP.txt
[2025-11-25T10:50:04.409281] [INFO ] [sig       ] [1130/2057] Completed LXP in 0.3s | 2.88 sym/s | Total: 6.5m | ETA: 5.4m
[2025-11-25T10:50:04.409335] [INFO ] [sig       ] [1131/2057] Forecasting LXU...
[2025-11-25T10:50:04.409381] [INFO ] [sig       ] Generating forecast for: LXU
[2025-11-25T10:50:04.409425] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LXU' from 'https://tdm.silogroup.org/data/derivative_storage/LXU.csv'.
[2025-11-25T10:50:04.419413] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'LXU'.
[2025-11-25T10:50:04.419791] [INFO ] [FORECASTER] Starting predict_future for LXU
[2025-11-25T10:50:04.420580] [DEBUG] [LOCAL     ] No optimal features file found for LXU: ./output/feature-sets/LXU.txt
[2025-11-25T10:50:04.420678] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:50:04.420727] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:50:04.420769] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:50:04.420838] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:50:04.485511] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:50:04.486196] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:50:04.486292] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:50:04.486340] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:50:04.582940] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:50:04.583101] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:50:04.583147] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:50:04.583183] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:50:04.586422] [DEBUG] [FORECASTER] LXU: Forecast T+1@11:T+2@11: DOWN (p=43.22%)
[2025-11-25T10:50:04.586736] [INFO ] [FORECASTER] Completed predict_future for LXU
[2025-11-25T10:50:04.586893] [INFO ] [sig       ] LXU: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:50:04.725385] [INFO ] [LOCAL     ] Saved forecast: LXU	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/LXU.txt
[2025-11-25T10:50:04.725549] [INFO ] [sig       ] [1131/2057] Completed LXU in 0.3s | 2.88 sym/s | Total: 6.6m | ETA: 5.4m
[2025-11-25T10:50:04.725598] [INFO ] [sig       ] [1132/2057] Forecasting LYB...
[2025-11-25T10:50:04.725662] [INFO ] [sig       ] Generating forecast for: LYB
[2025-11-25T10:50:04.725703] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LYB' from 'https://tdm.silogroup.org/data/derivative_storage/LYB.csv'.
[2025-11-25T10:50:04.735965] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'LYB'.
[2025-11-25T10:50:04.736336] [INFO ] [FORECASTER] Starting predict_future for LYB
[2025-11-25T10:50:04.737168] [DEBUG] [LOCAL     ] No optimal features file found for LYB: ./output/feature-sets/LYB.txt
[2025-11-25T10:50:04.737237] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:50:04.737283] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:50:04.737324] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:50:04.737390] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:50:04.802716] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:50:04.803625] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:50:04.803750] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:50:04.803798] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:50:04.910251] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:50:04.910434] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:50:04.910480] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:50:04.910514] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:50:04.913968] [DEBUG] [FORECASTER] LYB: Forecast T+1@11:T+2@11: DOWN (p=49.36%)
[2025-11-25T10:50:04.914270] [INFO ] [FORECASTER] Completed predict_future for LYB
[2025-11-25T10:50:04.914419] [INFO ] [sig       ] LYB: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:50:05.058537] [INFO ] [LOCAL     ] Saved forecast: LYB	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/LYB.txt
[2025-11-25T10:50:05.058765] [INFO ] [sig       ] [1132/2057] Completed LYB in 0.3s | 2.88 sym/s | Total: 6.6m | ETA: 5.4m
[2025-11-25T10:50:05.058837] [INFO ] [sig       ] [1133/2057] Forecasting LYG...
[2025-11-25T10:50:05.058884] [INFO ] [sig       ] Generating forecast for: LYG
[2025-11-25T10:50:05.058928] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LYG' from 'https://tdm.silogroup.org/data/derivative_storage/LYG.csv'.
[2025-11-25T10:50:05.070370] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'LYG'.
[2025-11-25T10:50:05.070829] [INFO ] [FORECASTER] Starting predict_future for LYG
[2025-11-25T10:50:05.071678] [DEBUG] [LOCAL     ] No optimal features file found for LYG: ./output/feature-sets/LYG.txt
[2025-11-25T10:50:05.071746] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:50:05.071792] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:50:05.071833] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:50:05.071907] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:50:05.137695] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:50:05.138536] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:50:05.138639] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:50:05.138712] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:50:05.258015] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:50:05.258183] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:50:05.258229] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:50:05.258287] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:50:05.261626] [DEBUG] [FORECASTER] LYG: Forecast T+1@11:T+2@11: DOWN (p=38.99%)
[2025-11-25T10:50:05.261935] [INFO ] [FORECASTER] Completed predict_future for LYG
[2025-11-25T10:50:05.262100] [INFO ] [sig       ] LYG: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:50:05.400601] [INFO ] [LOCAL     ] Saved forecast: LYG	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/LYG.txt
[2025-11-25T10:50:05.400774] [INFO ] [sig       ] [1133/2057] Completed LYG in 0.3s | 2.88 sym/s | Total: 6.6m | ETA: 5.4m
[2025-11-25T10:50:05.400828] [INFO ] [sig       ] [1134/2057] Forecasting LYV...
[2025-11-25T10:50:05.400877] [INFO ] [sig       ] Generating forecast for: LYV
[2025-11-25T10:50:05.400921] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LYV' from 'https://tdm.silogroup.org/data/derivative_storage/LYV.csv'.
[2025-11-25T10:50:05.411912] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'LYV'.
[2025-11-25T10:50:05.412367] [INFO ] [FORECASTER] Starting predict_future for LYV
[2025-11-25T10:50:05.413211] [DEBUG] [LOCAL     ] No optimal features file found for LYV: ./output/feature-sets/LYV.txt
[2025-11-25T10:50:05.413281] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:50:05.413326] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:50:05.413367] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:50:05.413437] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:50:05.480777] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:50:05.481564] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:50:05.481680] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:50:05.481729] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:50:05.588010] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:50:05.588195] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:50:05.588240] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:50:05.588275] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:50:05.591703] [DEBUG] [FORECASTER] LYV: Forecast T+1@11:T+2@11: UP (p=67.93%)
[2025-11-25T10:50:05.592037] [INFO ] [FORECASTER] Completed predict_future for LYV
[2025-11-25T10:50:05.592198] [INFO ] [sig       ] LYV: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:50:05.733662] [INFO ] [LOCAL     ] Saved forecast: LYV	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/LYV.txt
[2025-11-25T10:50:05.733820] [INFO ] [sig       ] [1134/2057] Completed LYV in 0.3s | 2.88 sym/s | Total: 6.6m | ETA: 5.3m
[2025-11-25T10:50:05.733875] [INFO ] [sig       ] [1135/2057] Forecasting LZB...
[2025-11-25T10:50:05.733920] [INFO ] [sig       ] Generating forecast for: LZB
[2025-11-25T10:50:05.733963] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LZB' from 'https://tdm.silogroup.org/data/derivative_storage/LZB.csv'.
[2025-11-25T10:50:05.746240] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'LZB'.
[2025-11-25T10:50:05.746818] [INFO ] [FORECASTER] Starting predict_future for LZB
[2025-11-25T10:50:05.747911] [DEBUG] [LOCAL     ] No optimal features file found for LZB: ./output/feature-sets/LZB.txt
[2025-11-25T10:50:05.747987] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:50:05.748047] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:50:05.748094] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:50:05.748164] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:50:05.812893] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:50:05.813844] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:50:05.813947] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:50:05.814015] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:50:05.933365] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:50:05.933565] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:50:05.933613] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:50:05.933669] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:50:05.937132] [DEBUG] [FORECASTER] LZB: Forecast T+1@11:T+2@11: UP (p=52.78%)
[2025-11-25T10:50:05.937440] [INFO ] [FORECASTER] Completed predict_future for LZB
[2025-11-25T10:50:05.937604] [INFO ] [sig       ] LZB: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:50:06.079842] [INFO ] [LOCAL     ] Saved forecast: LZB	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/LZB.txt
[2025-11-25T10:50:06.080039] [INFO ] [sig       ] [1135/2057] Completed LZB in 0.3s | 2.88 sym/s | Total: 6.6m | ETA: 5.3m
[2025-11-25T10:50:06.080095] [INFO ] [sig       ] [1136/2057] Forecasting LZM...
[2025-11-25T10:50:06.080138] [INFO ] [sig       ] Generating forecast for: LZM
[2025-11-25T10:50:06.080182] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LZM' from 'https://tdm.silogroup.org/data/derivative_storage/LZM.csv'.
[2025-11-25T10:50:06.092558] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'LZM'.
[2025-11-25T10:50:06.093032] [INFO ] [FORECASTER] Starting predict_future for LZM
[2025-11-25T10:50:06.093830] [DEBUG] [LOCAL     ] No optimal features file found for LZM: ./output/feature-sets/LZM.txt
[2025-11-25T10:50:06.093899] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:50:06.093944] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:50:06.093982] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:50:06.094049] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:50:06.160398] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:50:06.161206] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:50:06.161306] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:50:06.161354] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:50:06.275497] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:50:06.275713] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:50:06.275790] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:50:06.275838] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:50:06.279346] [DEBUG] [FORECASTER] LZM: Forecast T+1@11:T+2@11: DOWN (p=5.82%)
[2025-11-25T10:50:06.279699] [INFO ] [FORECASTER] Completed predict_future for LZM
[2025-11-25T10:50:06.279886] [INFO ] [sig       ] LZM: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:50:06.423835] [INFO ] [LOCAL     ] Saved forecast: LZM	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/LZM.txt
[2025-11-25T10:50:06.424039] [INFO ] [sig       ] [1136/2057] Completed LZM in 0.3s | 2.88 sym/s | Total: 6.6m | ETA: 5.3m
[2025-11-25T10:50:06.424097] [INFO ] [sig       ] [1137/2057] Forecasting M...
[2025-11-25T10:50:06.424142] [INFO ] [sig       ] Generating forecast for: M
[2025-11-25T10:50:06.424183] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'M' from 'https://tdm.silogroup.org/data/derivative_storage/M.csv'.
[2025-11-25T10:50:06.437046] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'M'.
[2025-11-25T10:50:06.437502] [INFO ] [FORECASTER] Starting predict_future for M
[2025-11-25T10:50:06.438315] [DEBUG] [LOCAL     ] No optimal features file found for M: ./output/feature-sets/M.txt
[2025-11-25T10:50:06.438391] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:50:06.438437] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:50:06.438478] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:50:06.438596] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:50:06.504298] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:50:06.505161] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:50:06.505262] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:50:06.505310] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:50:06.622520] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:50:06.622729] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:50:06.622804] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:50:06.622851] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:50:06.626223] [DEBUG] [FORECASTER] M: Forecast T+1@11:T+2@11: DOWN (p=7.71%)
[2025-11-25T10:50:06.626527] [INFO ] [FORECASTER] Completed predict_future for M
[2025-11-25T10:50:06.626723] [INFO ] [sig       ] M: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:50:06.766479] [INFO ] [LOCAL     ] Saved forecast: M	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/M.txt
[2025-11-25T10:50:06.766663] [INFO ] [sig       ] [1137/2057] Completed M in 0.3s | 2.88 sym/s | Total: 6.6m | ETA: 5.3m
[2025-11-25T10:50:06.766721] [INFO ] [sig       ] [1138/2057] Forecasting MA...
[2025-11-25T10:50:06.766766] [INFO ] [sig       ] Generating forecast for: MA
[2025-11-25T10:50:06.766808] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MA' from 'https://tdm.silogroup.org/data/derivative_storage/MA.csv'.
[2025-11-25T10:50:06.779340] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'MA'.
[2025-11-25T10:50:06.780001] [INFO ] [FORECASTER] Starting predict_future for MA
[2025-11-25T10:50:06.780977] [DEBUG] [LOCAL     ] No optimal features file found for MA: ./output/feature-sets/MA.txt
[2025-11-25T10:50:06.781053] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:50:06.781104] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:50:06.781149] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:50:06.781223] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:50:06.851196] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:50:06.852493] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:50:06.852625] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:50:06.852714] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:50:06.980526] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:50:06.980742] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:50:06.980823] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:50:06.980871] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:50:06.984285] [DEBUG] [FORECASTER] MA: Forecast T+1@11:T+2@11: UP (p=59.49%)
[2025-11-25T10:50:06.984591] [INFO ] [FORECASTER] Completed predict_future for MA
[2025-11-25T10:50:06.984771] [INFO ] [sig       ] MA: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:50:07.123663] [INFO ] [LOCAL     ] Saved forecast: MA	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/MA.txt
[2025-11-25T10:50:07.123810] [INFO ] [sig       ] [1138/2057] Completed MA in 0.4s | 2.88 sym/s | Total: 6.6m | ETA: 5.3m
[2025-11-25T10:50:07.123864] [INFO ] [sig       ] [1139/2057] Forecasting MAA...
[2025-11-25T10:50:07.123907] [INFO ] [sig       ] Generating forecast for: MAA
[2025-11-25T10:50:07.123949] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MAA' from 'https://tdm.silogroup.org/data/derivative_storage/MAA.csv'.
[2025-11-25T10:50:07.136883] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'MAA'.
[2025-11-25T10:50:07.137437] [INFO ] [FORECASTER] Starting predict_future for MAA
[2025-11-25T10:50:07.138366] [DEBUG] [LOCAL     ] No optimal features file found for MAA: ./output/feature-sets/MAA.txt
[2025-11-25T10:50:07.138473] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:50:07.138526] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:50:07.138568] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:50:07.138637] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:50:07.206460] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:50:07.207482] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:50:07.207593] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:50:07.207666] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:50:07.320855] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:50:07.321052] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:50:07.321100] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:50:07.321136] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:50:07.324619] [DEBUG] [FORECASTER] MAA: Forecast T+1@11:T+2@11: DOWN (p=15.63%)
[2025-11-25T10:50:07.324951] [INFO ] [FORECASTER] Completed predict_future for MAA
[2025-11-25T10:50:07.325112] [INFO ] [sig       ] MAA: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:50:07.463380] [INFO ] [LOCAL     ] Saved forecast: MAA	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/MAA.txt
[2025-11-25T10:50:07.463537] [INFO ] [sig       ] [1139/2057] Completed MAA in 0.3s | 2.88 sym/s | Total: 6.6m | ETA: 5.3m
[2025-11-25T10:50:07.463592] [INFO ] [sig       ] [1140/2057] Forecasting MAC...
[2025-11-25T10:50:07.463637] [INFO ] [sig       ] Generating forecast for: MAC
[2025-11-25T10:50:07.463702] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MAC' from 'https://tdm.silogroup.org/data/derivative_storage/MAC.csv'.
[2025-11-25T10:50:07.475986] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'MAC'.
[2025-11-25T10:50:07.476410] [INFO ] [FORECASTER] Starting predict_future for MAC
[2025-11-25T10:50:07.477248] [DEBUG] [LOCAL     ] No optimal features file found for MAC: ./output/feature-sets/MAC.txt
[2025-11-25T10:50:07.477319] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:50:07.477367] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:50:07.477408] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:50:07.477476] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:50:07.542055] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:50:07.542699] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:50:07.542794] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:50:07.542841] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:50:07.666941] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:50:07.667223] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:50:07.667287] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:50:07.667332] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:50:07.670839] [DEBUG] [FORECASTER] MAC: Forecast T+1@11:T+2@11: DOWN (p=9.33%)
[2025-11-25T10:50:07.671140] [INFO ] [FORECASTER] Completed predict_future for MAC
[2025-11-25T10:50:07.671317] [INFO ] [sig       ] MAC: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:50:07.810444] [INFO ] [LOCAL     ] Saved forecast: MAC	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/MAC.txt
[2025-11-25T10:50:07.810611] [INFO ] [sig       ] [1140/2057] Completed MAC in 0.3s | 2.88 sym/s | Total: 6.6m | ETA: 5.3m
[2025-11-25T10:50:07.810686] [INFO ] [sig       ] [1141/2057] Forecasting MAIN...
[2025-11-25T10:50:07.810732] [INFO ] [sig       ] Generating forecast for: MAIN
[2025-11-25T10:50:07.810774] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MAIN' from 'https://tdm.silogroup.org/data/derivative_storage/MAIN.csv'.
[2025-11-25T10:50:07.823107] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'MAIN'.
[2025-11-25T10:50:07.823614] [INFO ] [FORECASTER] Starting predict_future for MAIN
[2025-11-25T10:50:07.824621] [DEBUG] [LOCAL     ] No optimal features file found for MAIN: ./output/feature-sets/MAIN.txt
[2025-11-25T10:50:07.824712] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:50:07.824760] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:50:07.824800] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:50:07.824869] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:50:07.892886] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:50:07.893803] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:50:07.893899] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:50:07.893947] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:50:07.996045] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:50:07.996255] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:50:07.996305] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:50:07.996340] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:50:07.999878] [DEBUG] [FORECASTER] MAIN: Forecast T+1@11:T+2@11: UP (p=96.68%)
[2025-11-25T10:50:08.000183] [INFO ] [FORECASTER] Completed predict_future for MAIN
[2025-11-25T10:50:08.000345] [INFO ] [sig       ] MAIN: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:50:08.143928] [INFO ] [LOCAL     ] Saved forecast: MAIN	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/MAIN.txt
[2025-11-25T10:50:08.144087] [INFO ] [sig       ] [1141/2057] Completed MAIN in 0.3s | 2.88 sym/s | Total: 6.6m | ETA: 5.3m
[2025-11-25T10:50:08.144142] [INFO ] [sig       ] [1142/2057] Forecasting MAN...
[2025-11-25T10:50:08.144185] [INFO ] [sig       ] Generating forecast for: MAN
[2025-11-25T10:50:08.144227] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MAN' from 'https://tdm.silogroup.org/data/derivative_storage/MAN.csv'.
[2025-11-25T10:50:08.158161] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'MAN'.
[2025-11-25T10:50:08.158545] [INFO ] [FORECASTER] Starting predict_future for MAN
[2025-11-25T10:50:08.159336] [DEBUG] [LOCAL     ] No optimal features file found for MAN: ./output/feature-sets/MAN.txt
[2025-11-25T10:50:08.159408] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:50:08.159455] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:50:08.159497] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:50:08.159565] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:50:08.224323] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:50:08.224987] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:50:08.225080] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:50:08.225125] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:50:08.329845] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:50:08.330018] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:50:08.330064] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:50:08.330099] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:50:08.333452] [DEBUG] [FORECASTER] MAN: Forecast T+1@11:T+2@11: UP (p=68.90%)
[2025-11-25T10:50:08.333764] [INFO ] [FORECASTER] Completed predict_future for MAN
[2025-11-25T10:50:08.333931] [INFO ] [sig       ] MAN: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:50:08.472578] [INFO ] [LOCAL     ] Saved forecast: MAN	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/MAN.txt
[2025-11-25T10:50:08.472780] [INFO ] [sig       ] [1142/2057] Completed MAN in 0.3s | 2.88 sym/s | Total: 6.6m | ETA: 5.3m
[2025-11-25T10:50:08.472846] [INFO ] [sig       ] [1143/2057] Forecasting MANU...
[2025-11-25T10:50:08.472894] [INFO ] [sig       ] Generating forecast for: MANU
[2025-11-25T10:50:08.472936] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MANU' from 'https://tdm.silogroup.org/data/derivative_storage/MANU.csv'.
[2025-11-25T10:50:08.485285] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'MANU'.
[2025-11-25T10:50:08.485726] [INFO ] [FORECASTER] Starting predict_future for MANU
[2025-11-25T10:50:08.486529] [DEBUG] [LOCAL     ] No optimal features file found for MANU: ./output/feature-sets/MANU.txt
[2025-11-25T10:50:08.486601] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:50:08.486670] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:50:08.486713] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:50:08.486786] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:50:08.554491] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:50:08.555300] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:50:08.555396] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:50:08.555443] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:50:08.661001] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:50:08.661194] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:50:08.661239] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:50:08.661274] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:50:08.664623] [DEBUG] [FORECASTER] MANU: Forecast T+1@11:T+2@11: DOWN (p=48.92%)
[2025-11-25T10:50:08.664930] [INFO ] [FORECASTER] Completed predict_future for MANU
[2025-11-25T10:50:08.665075] [INFO ] [sig       ] MANU: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:50:08.805227] [INFO ] [LOCAL     ] Saved forecast: MANU	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/MANU.txt
[2025-11-25T10:50:08.805421] [INFO ] [sig       ] [1143/2057] Completed MANU in 0.3s | 2.88 sym/s | Total: 6.6m | ETA: 5.3m
[2025-11-25T10:50:08.805477] [INFO ] [sig       ] [1144/2057] Forecasting MAS...
[2025-11-25T10:50:08.805519] [INFO ] [sig       ] Generating forecast for: MAS
[2025-11-25T10:50:08.805562] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MAS' from 'https://tdm.silogroup.org/data/derivative_storage/MAS.csv'.
[2025-11-25T10:50:08.817704] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'MAS'.
[2025-11-25T10:50:08.818231] [INFO ] [FORECASTER] Starting predict_future for MAS
[2025-11-25T10:50:08.819079] [DEBUG] [LOCAL     ] No optimal features file found for MAS: ./output/feature-sets/MAS.txt
[2025-11-25T10:50:08.819150] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:50:08.819198] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:50:08.819238] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:50:08.819307] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:50:08.887364] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:50:08.888290] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:50:08.888396] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:50:08.888447] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:50:08.990176] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:50:08.990381] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:50:08.990431] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:50:08.990467] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:50:08.994017] [DEBUG] [FORECASTER] MAS: Forecast T+1@11:T+2@11: UP (p=82.98%)
[2025-11-25T10:50:08.994370] [INFO ] [FORECASTER] Completed predict_future for MAS
[2025-11-25T10:50:08.994524] [INFO ] [sig       ] MAS: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:50:09.135302] [INFO ] [LOCAL     ] Saved forecast: MAS	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/MAS.txt
[2025-11-25T10:50:09.135510] [INFO ] [sig       ] [1144/2057] Completed MAS in 0.3s | 2.88 sym/s | Total: 6.6m | ETA: 5.3m
[2025-11-25T10:50:09.135566] [INFO ] [sig       ] [1145/2057] Forecasting MATV...
[2025-11-25T10:50:09.135609] [INFO ] [sig       ] Generating forecast for: MATV
[2025-11-25T10:50:09.135674] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MATV' from 'https://tdm.silogroup.org/data/derivative_storage/MATV.csv'.
[2025-11-25T10:50:09.147180] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'MATV'.
[2025-11-25T10:50:09.147667] [INFO ] [FORECASTER] Starting predict_future for MATV
[2025-11-25T10:50:09.148509] [DEBUG] [LOCAL     ] No optimal features file found for MATV: ./output/feature-sets/MATV.txt
[2025-11-25T10:50:09.148583] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:50:09.148631] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:50:09.148694] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:50:09.148766] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:50:09.215028] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:50:09.215964] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:50:09.216068] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:50:09.216119] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:50:09.317986] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:50:09.318190] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:50:09.318238] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:50:09.318275] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:50:09.321764] [DEBUG] [FORECASTER] MATV: Forecast T+1@11:T+2@11: DOWN (p=2.45%)
[2025-11-25T10:50:09.322051] [INFO ] [FORECASTER] Completed predict_future for MATV
[2025-11-25T10:50:09.322195] [INFO ] [sig       ] MATV: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:50:09.463110] [INFO ] [LOCAL     ] Saved forecast: MATV	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/MATV.txt
[2025-11-25T10:50:09.463315] [INFO ] [sig       ] [1145/2057] Completed MATV in 0.3s | 2.88 sym/s | Total: 6.6m | ETA: 5.3m
[2025-11-25T10:50:09.463371] [INFO ] [sig       ] [1146/2057] Forecasting MATX...
[2025-11-25T10:50:09.463414] [INFO ] [sig       ] Generating forecast for: MATX
[2025-11-25T10:50:09.463456] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MATX' from 'https://tdm.silogroup.org/data/derivative_storage/MATX.csv'.
[2025-11-25T10:50:09.475380] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'MATX'.
[2025-11-25T10:50:09.475867] [INFO ] [FORECASTER] Starting predict_future for MATX
[2025-11-25T10:50:09.476694] [DEBUG] [LOCAL     ] No optimal features file found for MATX: ./output/feature-sets/MATX.txt
[2025-11-25T10:50:09.476763] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:50:09.476808] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:50:09.476848] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:50:09.476916] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:50:09.541987] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:50:09.542921] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:50:09.543023] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:50:09.543070] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:50:09.646008] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:50:09.646208] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:50:09.646277] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:50:09.646315] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:50:09.650021] [DEBUG] [FORECASTER] MATX: Forecast T+1@11:T+2@11: DOWN (p=34.07%)
[2025-11-25T10:50:09.650339] [INFO ] [FORECASTER] Completed predict_future for MATX
[2025-11-25T10:50:09.650505] [INFO ] [sig       ] MATX: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:50:09.799576] [INFO ] [LOCAL     ] Saved forecast: MATX	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/MATX.txt
[2025-11-25T10:50:09.799788] [INFO ] [sig       ] [1146/2057] Completed MATX in 0.3s | 2.88 sym/s | Total: 6.6m | ETA: 5.3m
[2025-11-25T10:50:09.799847] [INFO ] [sig       ] [1147/2057] Forecasting MAX...
[2025-11-25T10:50:09.799893] [INFO ] [sig       ] Generating forecast for: MAX
[2025-11-25T10:50:09.799936] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MAX' from 'https://tdm.silogroup.org/data/derivative_storage/MAX.csv'.
[2025-11-25T10:50:09.812488] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'MAX'.
[2025-11-25T10:50:09.812918] [INFO ] [FORECASTER] Starting predict_future for MAX
[2025-11-25T10:50:09.813734] [DEBUG] [LOCAL     ] No optimal features file found for MAX: ./output/feature-sets/MAX.txt
[2025-11-25T10:50:09.813802] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:50:09.813847] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:50:09.813886] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:50:09.813954] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:50:09.878633] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:50:09.879524] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:50:09.879626] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:50:09.879697] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:50:09.987928] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:50:09.988133] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:50:09.988188] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:50:09.988234] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:50:09.991806] [DEBUG] [FORECASTER] MAX: Forecast T+1@11:T+2@11: UP (p=96.96%)
[2025-11-25T10:50:09.992104] [INFO ] [FORECASTER] Completed predict_future for MAX
[2025-11-25T10:50:09.992262] [INFO ] [sig       ] MAX: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:50:10.138717] [INFO ] [LOCAL     ] Saved forecast: MAX	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/MAX.txt
[2025-11-25T10:50:10.138923] [INFO ] [sig       ] [1147/2057] Completed MAX in 0.3s | 2.88 sym/s | Total: 6.6m | ETA: 5.3m
[2025-11-25T10:50:10.138994] [INFO ] [sig       ] [1148/2057] Forecasting MBC...
[2025-11-25T10:50:10.139053] [INFO ] [sig       ] Generating forecast for: MBC
[2025-11-25T10:50:10.139090] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MBC' from 'https://tdm.silogroup.org/data/derivative_storage/MBC.csv'.
[2025-11-25T10:50:10.151304] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'MBC'.
[2025-11-25T10:50:10.151731] [INFO ] [FORECASTER] Starting predict_future for MBC
[2025-11-25T10:50:10.152509] [DEBUG] [LOCAL     ] No optimal features file found for MBC: ./output/feature-sets/MBC.txt
[2025-11-25T10:50:10.152580] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:50:10.152625] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:50:10.152686] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:50:10.152757] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:50:10.218176] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:50:10.218969] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:50:10.219072] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:50:10.219119] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:50:10.322695] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:50:10.322845] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:50:10.322888] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:50:10.322922] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:50:10.326127] [DEBUG] [FORECASTER] MBC: Forecast T+1@11:T+2@11: DOWN (p=4.15%)
[2025-11-25T10:50:10.326426] [INFO ] [FORECASTER] Completed predict_future for MBC
[2025-11-25T10:50:10.326589] [INFO ] [sig       ] MBC: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:50:10.468001] [INFO ] [LOCAL     ] Saved forecast: MBC	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/MBC.txt
[2025-11-25T10:50:10.468185] [INFO ] [sig       ] [1148/2057] Completed MBC in 0.3s | 2.88 sym/s | Total: 6.6m | ETA: 5.3m
[2025-11-25T10:50:10.468239] [INFO ] [sig       ] [1149/2057] Forecasting MBI...
[2025-11-25T10:50:10.468282] [INFO ] [sig       ] Generating forecast for: MBI
[2025-11-25T10:50:10.468324] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MBI' from 'https://tdm.silogroup.org/data/derivative_storage/MBI.csv'.
[2025-11-25T10:50:10.480566] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'MBI'.
[2025-11-25T10:50:10.481076] [INFO ] [FORECASTER] Starting predict_future for MBI
[2025-11-25T10:50:10.481886] [DEBUG] [LOCAL     ] No optimal features file found for MBI: ./output/feature-sets/MBI.txt
[2025-11-25T10:50:10.481956] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:50:10.482001] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:50:10.482042] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:50:10.482109] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:50:10.546738] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:50:10.547627] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:50:10.547757] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:50:10.547804] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:50:10.659858] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:50:10.660097] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:50:10.660167] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:50:10.660220] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:50:10.664696] [DEBUG] [FORECASTER] MBI: Forecast T+1@11:T+2@11: DOWN (p=12.74%)
[2025-11-25T10:50:10.665166] [INFO ] [FORECASTER] Completed predict_future for MBI
[2025-11-25T10:50:10.665392] [INFO ] [sig       ] MBI: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:50:10.819827] [INFO ] [LOCAL     ] Saved forecast: MBI	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/MBI.txt
[2025-11-25T10:50:10.820059] [INFO ] [sig       ] [1149/2057] Completed MBI in 0.4s | 2.88 sym/s | Total: 6.7m | ETA: 5.3m
[2025-11-25T10:50:10.820138] [INFO ] [sig       ] [1150/2057] Forecasting MC...
[2025-11-25T10:50:10.820191] [INFO ] [sig       ] Generating forecast for: MC
[2025-11-25T10:50:10.820236] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MC' from 'https://tdm.silogroup.org/data/derivative_storage/MC.csv'.
[2025-11-25T10:50:10.831954] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'MC'.
[2025-11-25T10:50:10.832369] [INFO ] [FORECASTER] Starting predict_future for MC
[2025-11-25T10:50:10.833264] [DEBUG] [LOCAL     ] No optimal features file found for MC: ./output/feature-sets/MC.txt
[2025-11-25T10:50:10.833337] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:50:10.833405] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:50:10.833449] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:50:10.833521] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:50:10.906549] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:50:10.907616] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:50:10.907747] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:50:10.907798] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:50:11.017568] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:50:11.017771] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:50:11.017825] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:50:11.017861] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:50:11.021245] [DEBUG] [FORECASTER] MC: Forecast T+1@11:T+2@11: DOWN (p=14.01%)
[2025-11-25T10:50:11.021535] [INFO ] [FORECASTER] Completed predict_future for MC
[2025-11-25T10:50:11.021699] [INFO ] [sig       ] MC: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:50:11.159631] [INFO ] [LOCAL     ] Saved forecast: MC	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/MC.txt
[2025-11-25T10:50:11.159809] [INFO ] [sig       ] [1150/2057] Completed MC in 0.3s | 2.88 sym/s | Total: 6.7m | ETA: 5.3m
[2025-11-25T10:50:11.159864] [INFO ] [sig       ] [1151/2057] Forecasting MCB...
[2025-11-25T10:50:11.159906] [INFO ] [sig       ] Generating forecast for: MCB
[2025-11-25T10:50:11.159948] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MCB' from 'https://tdm.silogroup.org/data/derivative_storage/MCB.csv'.
[2025-11-25T10:50:11.171081] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'MCB'.
[2025-11-25T10:50:11.171460] [INFO ] [FORECASTER] Starting predict_future for MCB
[2025-11-25T10:50:11.172246] [DEBUG] [LOCAL     ] No optimal features file found for MCB: ./output/feature-sets/MCB.txt
[2025-11-25T10:50:11.172315] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:50:11.172360] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:50:11.172401] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:50:11.172469] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:50:11.237319] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:50:11.238020] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:50:11.238111] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:50:11.238158] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:50:11.351065] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:50:11.351264] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:50:11.351311] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:50:11.351346] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:50:11.354865] [DEBUG] [FORECASTER] MCB: Forecast T+1@11:T+2@11: UP (p=88.77%)
[2025-11-25T10:50:11.355151] [INFO ] [FORECASTER] Completed predict_future for MCB
[2025-11-25T10:50:11.355301] [INFO ] [sig       ] MCB: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:50:11.495853] [INFO ] [LOCAL     ] Saved forecast: MCB	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/MCB.txt
[2025-11-25T10:50:11.496039] [INFO ] [sig       ] [1151/2057] Completed MCB in 0.3s | 2.88 sym/s | Total: 6.7m | ETA: 5.2m
[2025-11-25T10:50:11.496094] [INFO ] [sig       ] [1152/2057] Forecasting MCI...
[2025-11-25T10:50:11.496138] [INFO ] [sig       ] Generating forecast for: MCI
[2025-11-25T10:50:11.496182] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MCI' from 'https://tdm.silogroup.org/data/derivative_storage/MCI.csv'.
[2025-11-25T10:50:11.507869] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'MCI'.
[2025-11-25T10:50:11.508308] [INFO ] [FORECASTER] Starting predict_future for MCI
[2025-11-25T10:50:11.509109] [DEBUG] [LOCAL     ] No optimal features file found for MCI: ./output/feature-sets/MCI.txt
[2025-11-25T10:50:11.509177] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:50:11.509222] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:50:11.509261] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:50:11.509328] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:50:11.574787] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:50:11.575582] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:50:11.575703] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:50:11.575752] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:50:11.675264] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:50:11.675456] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:50:11.675505] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:50:11.675541] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:50:11.679112] [DEBUG] [FORECASTER] MCI: Forecast T+1@11:T+2@11: UP (p=88.31%)
[2025-11-25T10:50:11.679417] [INFO ] [FORECASTER] Completed predict_future for MCI
[2025-11-25T10:50:11.679565] [INFO ] [sig       ] MCI: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:50:11.821005] [INFO ] [LOCAL     ] Saved forecast: MCI	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/MCI.txt
[2025-11-25T10:50:11.821170] [INFO ] [sig       ] [1152/2057] Completed MCI in 0.3s | 2.88 sym/s | Total: 6.7m | ETA: 5.2m
[2025-11-25T10:50:11.821222] [INFO ] [sig       ] [1153/2057] Forecasting MCK...
[2025-11-25T10:50:11.821265] [INFO ] [sig       ] Generating forecast for: MCK
[2025-11-25T10:50:11.821308] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MCK' from 'https://tdm.silogroup.org/data/derivative_storage/MCK.csv'.
[2025-11-25T10:50:11.832769] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'MCK'.
[2025-11-25T10:50:11.833357] [INFO ] [FORECASTER] Starting predict_future for MCK
[2025-11-25T10:50:11.834220] [DEBUG] [LOCAL     ] No optimal features file found for MCK: ./output/feature-sets/MCK.txt
[2025-11-25T10:50:11.834290] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:50:11.834338] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:50:11.834378] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:50:11.834449] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:50:11.901924] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:50:11.902837] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:50:11.902943] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:50:11.902992] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:50:12.013932] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:50:12.014133] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:50:12.014187] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:50:12.014241] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:50:12.017797] [DEBUG] [FORECASTER] MCK: Forecast T+1@11:T+2@11: UP (p=92.28%)
[2025-11-25T10:50:12.018105] [INFO ] [FORECASTER] Completed predict_future for MCK
[2025-11-25T10:50:12.018264] [INFO ] [sig       ] MCK: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:50:12.166257] [INFO ] [LOCAL     ] Saved forecast: MCK	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/MCK.txt
[2025-11-25T10:50:12.166477] [INFO ] [sig       ] [1153/2057] Completed MCK in 0.3s | 2.88 sym/s | Total: 6.7m | ETA: 5.2m
[2025-11-25T10:50:12.166534] [INFO ] [sig       ] [1154/2057] Forecasting MCN...
[2025-11-25T10:50:12.166577] [INFO ] [sig       ] Generating forecast for: MCN
[2025-11-25T10:50:12.166630] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MCN' from 'https://tdm.silogroup.org/data/derivative_storage/MCN.csv'.
[2025-11-25T10:50:12.178384] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'MCN'.
[2025-11-25T10:50:12.178843] [INFO ] [FORECASTER] Starting predict_future for MCN
[2025-11-25T10:50:12.179707] [DEBUG] [LOCAL     ] No optimal features file found for MCN: ./output/feature-sets/MCN.txt
[2025-11-25T10:50:12.179779] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:50:12.179826] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:50:12.179867] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:50:12.179935] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:50:12.245672] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:50:12.246628] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:50:12.246757] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:50:12.246806] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:50:12.344094] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:50:12.344292] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:50:12.344342] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:50:12.344378] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:50:12.347860] [DEBUG] [FORECASTER] MCN: Forecast T+1@11:T+2@11: DOWN (p=16.47%)
[2025-11-25T10:50:12.348167] [INFO ] [FORECASTER] Completed predict_future for MCN
[2025-11-25T10:50:12.348318] [INFO ] [sig       ] MCN: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:50:12.494531] [INFO ] [LOCAL     ] Saved forecast: MCN	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/MCN.txt
[2025-11-25T10:50:12.494717] [INFO ] [sig       ] [1154/2057] Completed MCN in 0.3s | 2.88 sym/s | Total: 6.7m | ETA: 5.2m
[2025-11-25T10:50:12.494772] [INFO ] [sig       ] [1155/2057] Forecasting MCO...
[2025-11-25T10:50:12.494819] [INFO ] [sig       ] Generating forecast for: MCO
[2025-11-25T10:50:12.494864] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MCO' from 'https://tdm.silogroup.org/data/derivative_storage/MCO.csv'.
[2025-11-25T10:50:12.508365] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'MCO'.
[2025-11-25T10:50:12.509009] [INFO ] [FORECASTER] Starting predict_future for MCO
[2025-11-25T10:50:12.509981] [DEBUG] [LOCAL     ] No optimal features file found for MCO: ./output/feature-sets/MCO.txt
[2025-11-25T10:50:12.510062] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:50:12.510122] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:50:12.510180] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:50:12.510281] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:50:12.579169] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:50:12.580168] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:50:12.580286] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:50:12.580336] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:50:12.681894] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:50:12.682102] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:50:12.682150] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:50:12.682186] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:50:12.685964] [DEBUG] [FORECASTER] MCO: Forecast T+1@11:T+2@11: UP (p=58.29%)
[2025-11-25T10:50:12.686271] [INFO ] [FORECASTER] Completed predict_future for MCO
[2025-11-25T10:50:12.686430] [INFO ] [sig       ] MCO: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:50:12.828684] [INFO ] [LOCAL     ] Saved forecast: MCO	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/MCO.txt
[2025-11-25T10:50:12.828859] [INFO ] [sig       ] [1155/2057] Completed MCO in 0.3s | 2.88 sym/s | Total: 6.7m | ETA: 5.2m
[2025-11-25T10:50:12.828915] [INFO ] [sig       ] [1156/2057] Forecasting MCR...
[2025-11-25T10:50:12.828959] [INFO ] [sig       ] Generating forecast for: MCR
[2025-11-25T10:50:12.829001] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MCR' from 'https://tdm.silogroup.org/data/derivative_storage/MCR.csv'.
[2025-11-25T10:50:12.841039] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'MCR'.
[2025-11-25T10:50:12.841534] [INFO ] [FORECASTER] Starting predict_future for MCR
[2025-11-25T10:50:12.842426] [DEBUG] [LOCAL     ] No optimal features file found for MCR: ./output/feature-sets/MCR.txt
[2025-11-25T10:50:12.842500] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:50:12.842547] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:50:12.842589] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:50:12.842686] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:50:12.908113] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:50:12.909042] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:50:12.909147] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:50:12.909195] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:50:13.017344] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:50:13.017555] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:50:13.017603] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:50:13.017638] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:50:13.023239] [DEBUG] [FORECASTER] MCR: Forecast T+1@11:T+2@11: UP (p=52.86%)
[2025-11-25T10:50:13.023574] [INFO ] [FORECASTER] Completed predict_future for MCR
[2025-11-25T10:50:13.023753] [INFO ] [sig       ] MCR: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:50:13.183316] [INFO ] [LOCAL     ] Saved forecast: MCR	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/MCR.txt
[2025-11-25T10:50:13.183573] [INFO ] [sig       ] [1156/2057] Completed MCR in 0.4s | 2.88 sym/s | Total: 6.7m | ETA: 5.2m
[2025-11-25T10:50:13.183669] [INFO ] [sig       ] [1157/2057] Forecasting MCS...
[2025-11-25T10:50:13.183717] [INFO ] [sig       ] Generating forecast for: MCS
[2025-11-25T10:50:13.183759] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MCS' from 'https://tdm.silogroup.org/data/derivative_storage/MCS.csv'.
[2025-11-25T10:50:13.197460] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'MCS'.
[2025-11-25T10:50:13.197921] [INFO ] [FORECASTER] Starting predict_future for MCS
[2025-11-25T10:50:13.198803] [DEBUG] [LOCAL     ] No optimal features file found for MCS: ./output/feature-sets/MCS.txt
[2025-11-25T10:50:13.198873] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:50:13.198919] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:50:13.198961] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:50:13.199029] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:50:13.263213] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:50:13.264131] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:50:13.264235] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:50:13.264283] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:50:13.367136] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:50:13.367322] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:50:13.367368] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:50:13.367403] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:50:13.370988] [DEBUG] [FORECASTER] MCS: Forecast T+1@11:T+2@11: DOWN (p=24.54%)
[2025-11-25T10:50:13.371277] [INFO ] [FORECASTER] Completed predict_future for MCS
[2025-11-25T10:50:13.371425] [INFO ] [sig       ] MCS: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:50:13.511243] [INFO ] [LOCAL     ] Saved forecast: MCS	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/MCS.txt
[2025-11-25T10:50:13.511419] [INFO ] [sig       ] [1157/2057] Completed MCS in 0.3s | 2.88 sym/s | Total: 6.7m | ETA: 5.2m
[2025-11-25T10:50:13.511474] [INFO ] [sig       ] [1158/2057] Forecasting MCY...
[2025-11-25T10:50:13.511515] [INFO ] [sig       ] Generating forecast for: MCY
[2025-11-25T10:50:13.511567] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MCY' from 'https://tdm.silogroup.org/data/derivative_storage/MCY.csv'.
[2025-11-25T10:50:13.523064] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'MCY'.
[2025-11-25T10:50:13.523495] [INFO ] [FORECASTER] Starting predict_future for MCY
[2025-11-25T10:50:13.524326] [DEBUG] [LOCAL     ] No optimal features file found for MCY: ./output/feature-sets/MCY.txt
[2025-11-25T10:50:13.524396] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:50:13.524446] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:50:13.524484] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:50:13.524553] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:50:13.589962] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:50:13.590876] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:50:13.590978] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:50:13.591025] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:50:13.698465] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:50:13.698685] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:50:13.698764] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:50:13.698815] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:50:13.702306] [DEBUG] [FORECASTER] MCY: Forecast T+1@11:T+2@11: DOWN (p=1.96%)
[2025-11-25T10:50:13.702622] [INFO ] [FORECASTER] Completed predict_future for MCY
[2025-11-25T10:50:13.702824] [INFO ] [sig       ] MCY: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:50:13.851500] [INFO ] [LOCAL     ] Saved forecast: MCY	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/MCY.txt
[2025-11-25T10:50:13.851695] [INFO ] [sig       ] [1158/2057] Completed MCY in 0.3s | 2.88 sym/s | Total: 6.7m | ETA: 5.2m
[2025-11-25T10:50:13.851754] [INFO ] [sig       ] [1159/2057] Forecasting MD...
[2025-11-25T10:50:13.851799] [INFO ] [sig       ] Generating forecast for: MD
[2025-11-25T10:50:13.851842] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MD' from 'https://tdm.silogroup.org/data/derivative_storage/MD.csv'.
[2025-11-25T10:50:13.864038] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'MD'.
[2025-11-25T10:50:13.864602] [INFO ] [FORECASTER] Starting predict_future for MD
[2025-11-25T10:50:13.865623] [DEBUG] [LOCAL     ] No optimal features file found for MD: ./output/feature-sets/MD.txt
[2025-11-25T10:50:13.865724] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:50:13.865783] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:50:13.865839] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:50:13.865925] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:50:13.942037] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:50:13.942930] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:50:13.943030] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:50:13.943077] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:50:14.049812] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:50:14.050034] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:50:14.050082] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:50:14.050117] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:50:14.053590] [DEBUG] [FORECASTER] MD: Forecast T+1@11:T+2@11: UP (p=74.46%)
[2025-11-25T10:50:14.054073] [INFO ] [FORECASTER] Completed predict_future for MD
[2025-11-25T10:50:14.054301] [INFO ] [sig       ] MD: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:50:14.210690] [INFO ] [LOCAL     ] Saved forecast: MD	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/MD.txt
[2025-11-25T10:50:14.210884] [INFO ] [sig       ] [1159/2057] Completed MD in 0.4s | 2.88 sym/s | Total: 6.7m | ETA: 5.2m
[2025-11-25T10:50:14.210938] [INFO ] [sig       ] [1160/2057] Forecasting MDT...
[2025-11-25T10:50:14.210982] [INFO ] [sig       ] Generating forecast for: MDT
[2025-11-25T10:50:14.211024] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MDT' from 'https://tdm.silogroup.org/data/derivative_storage/MDT.csv'.
[2025-11-25T10:50:14.222592] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'MDT'.
[2025-11-25T10:50:14.222997] [INFO ] [FORECASTER] Starting predict_future for MDT
[2025-11-25T10:50:14.223823] [DEBUG] [LOCAL     ] No optimal features file found for MDT: ./output/feature-sets/MDT.txt
[2025-11-25T10:50:14.223893] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:50:14.223938] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:50:14.223979] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:50:14.224045] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:50:14.291660] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:50:14.292564] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:50:14.292687] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:50:14.292740] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:50:14.392084] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:50:14.392274] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:50:14.392321] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:50:14.392356] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:50:14.395742] [DEBUG] [FORECASTER] MDT: Forecast T+1@11:T+2@11: UP (p=82.22%)
[2025-11-25T10:50:14.396026] [INFO ] [FORECASTER] Completed predict_future for MDT
[2025-11-25T10:50:14.396165] [INFO ] [sig       ] MDT: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:50:14.537392] [INFO ] [LOCAL     ] Saved forecast: MDT	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/MDT.txt
[2025-11-25T10:50:14.537560] [INFO ] [sig       ] [1160/2057] Completed MDT in 0.3s | 2.88 sym/s | Total: 6.7m | ETA: 5.2m
[2025-11-25T10:50:14.537614] [INFO ] [sig       ] [1161/2057] Forecasting MDU...
[2025-11-25T10:50:14.537687] [INFO ] [sig       ] Generating forecast for: MDU
[2025-11-25T10:50:14.537732] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MDU' from 'https://tdm.silogroup.org/data/derivative_storage/MDU.csv'.
[2025-11-25T10:50:14.552958] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'MDU'.
[2025-11-25T10:50:14.553429] [INFO ] [FORECASTER] Starting predict_future for MDU
[2025-11-25T10:50:14.554447] [DEBUG] [LOCAL     ] No optimal features file found for MDU: ./output/feature-sets/MDU.txt
[2025-11-25T10:50:14.554530] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:50:14.554592] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:50:14.554666] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:50:14.554767] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:50:14.626165] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:50:14.627003] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:50:14.627125] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:50:14.627184] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:50:14.726505] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:50:14.726764] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:50:14.726827] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:50:14.726864] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:50:14.730303] [DEBUG] [FORECASTER] MDU: Forecast T+1@11:T+2@11: DOWN (p=8.25%)
[2025-11-25T10:50:14.730588] [INFO ] [FORECASTER] Completed predict_future for MDU
[2025-11-25T10:50:14.730756] [INFO ] [sig       ] MDU: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:50:14.870147] [INFO ] [LOCAL     ] Saved forecast: MDU	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/MDU.txt
[2025-11-25T10:50:14.870290] [INFO ] [sig       ] [1161/2057] Completed MDU in 0.3s | 2.88 sym/s | Total: 6.7m | ETA: 5.2m
[2025-11-25T10:50:14.870342] [INFO ] [sig       ] [1162/2057] Forecasting MDV...
[2025-11-25T10:50:14.870388] [INFO ] [sig       ] Generating forecast for: MDV
[2025-11-25T10:50:14.870441] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MDV' from 'https://tdm.silogroup.org/data/derivative_storage/MDV.csv'.
[2025-11-25T10:50:14.882010] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'MDV'.
[2025-11-25T10:50:14.882376] [INFO ] [FORECASTER] Starting predict_future for MDV
[2025-11-25T10:50:14.883173] [DEBUG] [LOCAL     ] No optimal features file found for MDV: ./output/feature-sets/MDV.txt
[2025-11-25T10:50:14.883242] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:50:14.883298] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:50:14.883350] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:50:14.883423] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:50:14.948303] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:50:14.948968] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:50:14.949066] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:50:14.949126] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:50:15.040858] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:50:15.041000] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:50:15.041044] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:50:15.041078] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:50:15.044299] [DEBUG] [FORECASTER] MDV: Forecast T+1@11:T+2@11: DOWN (p=11.67%)
[2025-11-25T10:50:15.044601] [INFO ] [FORECASTER] Completed predict_future for MDV
[2025-11-25T10:50:15.044770] [INFO ] [sig       ] MDV: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:50:15.184448] [INFO ] [LOCAL     ] Saved forecast: MDV	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/MDV.txt
[2025-11-25T10:50:15.184633] [INFO ] [sig       ] [1162/2057] Completed MDV in 0.3s | 2.88 sym/s | Total: 6.7m | ETA: 5.2m
[2025-11-25T10:50:15.184704] [INFO ] [sig       ] [1163/2057] Forecasting MEC...
[2025-11-25T10:50:15.184751] [INFO ] [sig       ] Generating forecast for: MEC
[2025-11-25T10:50:15.184794] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MEC' from 'https://tdm.silogroup.org/data/derivative_storage/MEC.csv'.
[2025-11-25T10:50:15.196230] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'MEC'.
[2025-11-25T10:50:15.196594] [INFO ] [FORECASTER] Starting predict_future for MEC
[2025-11-25T10:50:15.197422] [DEBUG] [LOCAL     ] No optimal features file found for MEC: ./output/feature-sets/MEC.txt
[2025-11-25T10:50:15.197491] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:50:15.197562] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:50:15.197615] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:50:15.197710] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:50:15.262925] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:50:15.263678] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:50:15.263770] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:50:15.263826] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:50:15.358033] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:50:15.358217] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:50:15.358262] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:50:15.358296] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:50:15.361708] [DEBUG] [FORECASTER] MEC: Forecast T+1@11:T+2@11: DOWN (p=19.43%)
[2025-11-25T10:50:15.362002] [INFO ] [FORECASTER] Completed predict_future for MEC
[2025-11-25T10:50:15.362142] [INFO ] [sig       ] MEC: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:50:15.501043] [INFO ] [LOCAL     ] Saved forecast: MEC	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/MEC.txt
[2025-11-25T10:50:15.501208] [INFO ] [sig       ] [1163/2057] Completed MEC in 0.3s | 2.88 sym/s | Total: 6.7m | ETA: 5.2m
[2025-11-25T10:50:15.501261] [INFO ] [sig       ] [1164/2057] Forecasting MED...
[2025-11-25T10:50:15.501306] [INFO ] [sig       ] Generating forecast for: MED
[2025-11-25T10:50:15.501359] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MED' from 'https://tdm.silogroup.org/data/derivative_storage/MED.csv'.
[2025-11-25T10:50:15.512629] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'MED'.
[2025-11-25T10:50:15.513041] [INFO ] [FORECASTER] Starting predict_future for MED
[2025-11-25T10:50:15.513839] [DEBUG] [LOCAL     ] No optimal features file found for MED: ./output/feature-sets/MED.txt
[2025-11-25T10:50:15.513909] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:50:15.513953] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:50:15.513993] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:50:15.514060] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:50:15.580165] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:50:15.581012] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:50:15.581114] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:50:15.581165] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:50:15.684388] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:50:15.684612] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:50:15.684679] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:50:15.684721] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:50:15.688259] [DEBUG] [FORECASTER] MED: Forecast T+1@11:T+2@11: DOWN (p=28.02%)
[2025-11-25T10:50:15.688567] [INFO ] [FORECASTER] Completed predict_future for MED
[2025-11-25T10:50:15.688744] [INFO ] [sig       ] MED: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:50:15.828209] [INFO ] [LOCAL     ] Saved forecast: MED	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/MED.txt
[2025-11-25T10:50:15.828370] [INFO ] [sig       ] [1164/2057] Completed MED in 0.3s | 2.88 sym/s | Total: 6.7m | ETA: 5.2m
[2025-11-25T10:50:15.828422] [INFO ] [sig       ] [1165/2057] Forecasting MEG...
[2025-11-25T10:50:15.828466] [INFO ] [sig       ] Generating forecast for: MEG
[2025-11-25T10:50:15.828510] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MEG' from 'https://tdm.silogroup.org/data/derivative_storage/MEG.csv'.
[2025-11-25T10:50:15.840455] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'MEG'.
[2025-11-25T10:50:15.840858] [INFO ] [FORECASTER] Starting predict_future for MEG
[2025-11-25T10:50:15.841620] [DEBUG] [LOCAL     ] No optimal features file found for MEG: ./output/feature-sets/MEG.txt
[2025-11-25T10:50:15.841716] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:50:15.841761] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:50:15.841801] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:50:15.841869] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:50:15.906046] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:50:15.906775] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:50:15.906869] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:50:15.906916] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:50:16.007849] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:50:16.008045] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:50:16.008091] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:50:16.008126] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:50:16.011482] [DEBUG] [FORECASTER] MEG: Forecast T+1@11:T+2@11: DOWN (p=0.91%)
[2025-11-25T10:50:16.011788] [INFO ] [FORECASTER] Completed predict_future for MEG
[2025-11-25T10:50:16.011940] [INFO ] [sig       ] MEG: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:50:16.151176] [INFO ] [LOCAL     ] Saved forecast: MEG	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/MEG.txt
[2025-11-25T10:50:16.151338] [INFO ] [sig       ] [1165/2057] Completed MEG in 0.3s | 2.88 sym/s | Total: 6.7m | ETA: 5.2m
[2025-11-25T10:50:16.151393] [INFO ] [sig       ] [1166/2057] Forecasting MEGI...
[2025-11-25T10:50:16.151443] [INFO ] [sig       ] Generating forecast for: MEGI
[2025-11-25T10:50:16.151485] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MEGI' from 'https://tdm.silogroup.org/data/derivative_storage/MEGI.csv'.
[2025-11-25T10:50:16.163879] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'MEGI'.
[2025-11-25T10:50:16.164296] [INFO ] [FORECASTER] Starting predict_future for MEGI
[2025-11-25T10:50:16.165137] [DEBUG] [LOCAL     ] No optimal features file found for MEGI: ./output/feature-sets/MEGI.txt
[2025-11-25T10:50:16.165212] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:50:16.165259] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:50:16.165300] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:50:16.165369] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:50:16.230887] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:50:16.231531] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:50:16.231626] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:50:16.231700] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:50:16.330828] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:50:16.331011] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:50:16.331057] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:50:16.331092] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:50:16.335029] [DEBUG] [FORECASTER] MEGI: Forecast T+1@11:T+2@11: DOWN (p=11.22%)
[2025-11-25T10:50:16.335315] [INFO ] [FORECASTER] Completed predict_future for MEGI
[2025-11-25T10:50:16.335468] [INFO ] [sig       ] MEGI: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:50:16.475217] [INFO ] [LOCAL     ] Saved forecast: MEGI	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/MEGI.txt
[2025-11-25T10:50:16.475357] [INFO ] [sig       ] [1166/2057] Completed MEGI in 0.3s | 2.88 sym/s | Total: 6.7m | ETA: 5.2m
[2025-11-25T10:50:16.475418] [INFO ] [sig       ] [1167/2057] Forecasting MEI...
[2025-11-25T10:50:16.475463] [INFO ] [sig       ] Generating forecast for: MEI
[2025-11-25T10:50:16.475506] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MEI' from 'https://tdm.silogroup.org/data/derivative_storage/MEI.csv'.
[2025-11-25T10:50:16.486876] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'MEI'.
[2025-11-25T10:50:16.487255] [INFO ] [FORECASTER] Starting predict_future for MEI
[2025-11-25T10:50:16.488069] [DEBUG] [LOCAL     ] No optimal features file found for MEI: ./output/feature-sets/MEI.txt
[2025-11-25T10:50:16.488138] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:50:16.488185] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:50:16.488222] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:50:16.488290] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:50:16.554377] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:50:16.555071] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:50:16.555166] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:50:16.555216] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:50:16.662046] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:50:16.662242] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:50:16.662288] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:50:16.662323] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:50:16.665716] [DEBUG] [FORECASTER] MEI: Forecast T+1@11:T+2@11: DOWN (p=38.54%)
[2025-11-25T10:50:16.665999] [INFO ] [FORECASTER] Completed predict_future for MEI
[2025-11-25T10:50:16.666148] [INFO ] [sig       ] MEI: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:50:16.808756] [INFO ] [LOCAL     ] Saved forecast: MEI	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/MEI.txt
[2025-11-25T10:50:16.808921] [INFO ] [sig       ] [1167/2057] Completed MEI in 0.3s | 2.88 sym/s | Total: 6.8m | ETA: 5.1m
[2025-11-25T10:50:16.808976] [INFO ] [sig       ] [1168/2057] Forecasting MET...
[2025-11-25T10:50:16.809020] [INFO ] [sig       ] Generating forecast for: MET
[2025-11-25T10:50:16.809062] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MET' from 'https://tdm.silogroup.org/data/derivative_storage/MET.csv'.
[2025-11-25T10:50:16.820404] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'MET'.
[2025-11-25T10:50:16.820787] [INFO ] [FORECASTER] Starting predict_future for MET
[2025-11-25T10:50:16.821564] [DEBUG] [LOCAL     ] No optimal features file found for MET: ./output/feature-sets/MET.txt
[2025-11-25T10:50:16.821635] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:50:16.821717] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:50:16.821760] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:50:16.821831] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:50:16.887622] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:50:16.888384] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:50:16.888481] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:50:16.888529] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:50:16.997823] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:50:16.998030] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:50:16.998078] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:50:16.998113] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:50:17.001563] [DEBUG] [FORECASTER] MET: Forecast T+1@11:T+2@11: UP (p=71.75%)
[2025-11-25T10:50:17.002116] [INFO ] [FORECASTER] Completed predict_future for MET
[2025-11-25T10:50:17.002378] [INFO ] [sig       ] MET: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:50:17.142523] [INFO ] [LOCAL     ] Saved forecast: MET	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/MET.txt
[2025-11-25T10:50:17.142707] [INFO ] [sig       ] [1168/2057] Completed MET in 0.3s | 2.88 sym/s | Total: 6.8m | ETA: 5.1m
[2025-11-25T10:50:17.142767] [INFO ] [sig       ] [1169/2057] Forecasting MFA...
[2025-11-25T10:50:17.142813] [INFO ] [sig       ] Generating forecast for: MFA
[2025-11-25T10:50:17.142856] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MFA' from 'https://tdm.silogroup.org/data/derivative_storage/MFA.csv'.
[2025-11-25T10:50:17.155002] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'MFA'.
[2025-11-25T10:50:17.155507] [INFO ] [FORECASTER] Starting predict_future for MFA
[2025-11-25T10:50:17.156343] [DEBUG] [LOCAL     ] No optimal features file found for MFA: ./output/feature-sets/MFA.txt
[2025-11-25T10:50:17.156416] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:50:17.156463] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:50:17.156504] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:50:17.156574] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:50:17.221891] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:50:17.222942] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:50:17.223048] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:50:17.223096] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:50:17.347219] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:50:17.347438] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:50:17.347485] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:50:17.347519] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:50:17.351006] [DEBUG] [FORECASTER] MFA: Forecast T+1@11:T+2@11: UP (p=66.50%)
[2025-11-25T10:50:17.351341] [INFO ] [FORECASTER] Completed predict_future for MFA
[2025-11-25T10:50:17.351738] [INFO ] [sig       ] MFA: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:50:17.491664] [INFO ] [LOCAL     ] Saved forecast: MFA	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/MFA.txt
[2025-11-25T10:50:17.491856] [INFO ] [sig       ] [1169/2057] Completed MFA in 0.3s | 2.88 sym/s | Total: 6.8m | ETA: 5.1m
[2025-11-25T10:50:17.491913] [INFO ] [sig       ] [1170/2057] Forecasting MFC...
[2025-11-25T10:50:17.491958] [INFO ] [sig       ] Generating forecast for: MFC
[2025-11-25T10:50:17.492001] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MFC' from 'https://tdm.silogroup.org/data/derivative_storage/MFC.csv'.
[2025-11-25T10:50:17.504724] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'MFC'.
[2025-11-25T10:50:17.505158] [INFO ] [FORECASTER] Starting predict_future for MFC
[2025-11-25T10:50:17.505969] [DEBUG] [LOCAL     ] No optimal features file found for MFC: ./output/feature-sets/MFC.txt
[2025-11-25T10:50:17.506037] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:50:17.506084] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:50:17.506125] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:50:17.506193] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:50:17.571491] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:50:17.572350] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:50:17.572448] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:50:17.572495] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:50:17.693036] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:50:17.693177] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:50:17.693230] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:50:17.693291] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:50:17.696531] [DEBUG] [FORECASTER] MFC: Forecast T+1@11:T+2@11: UP (p=80.46%)
[2025-11-25T10:50:17.696989] [INFO ] [FORECASTER] Completed predict_future for MFC
[2025-11-25T10:50:17.697257] [INFO ] [sig       ] MFC: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:50:17.839906] [INFO ] [LOCAL     ] Saved forecast: MFC	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/MFC.txt
[2025-11-25T10:50:17.840096] [INFO ] [sig       ] [1170/2057] Completed MFC in 0.3s | 2.88 sym/s | Total: 6.8m | ETA: 5.1m
[2025-11-25T10:50:17.840152] [INFO ] [sig       ] [1171/2057] Forecasting MFG...
[2025-11-25T10:50:17.840194] [INFO ] [sig       ] Generating forecast for: MFG
[2025-11-25T10:50:17.840238] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MFG' from 'https://tdm.silogroup.org/data/derivative_storage/MFG.csv'.
[2025-11-25T10:50:17.852885] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'MFG'.
[2025-11-25T10:50:17.853316] [INFO ] [FORECASTER] Starting predict_future for MFG
[2025-11-25T10:50:17.854139] [DEBUG] [LOCAL     ] No optimal features file found for MFG: ./output/feature-sets/MFG.txt
[2025-11-25T10:50:17.854215] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:50:17.854264] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:50:17.854307] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:50:17.854379] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:50:17.920690] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:50:17.921500] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:50:17.921631] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:50:17.921766] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:50:18.050302] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:50:18.050735] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:50:18.050809] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:50:18.050856] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:50:18.054724] [DEBUG] [FORECASTER] MFG: Forecast T+1@11:T+2@11: DOWN (p=32.74%)
[2025-11-25T10:50:18.055027] [INFO ] [FORECASTER] Completed predict_future for MFG
[2025-11-25T10:50:18.055207] [INFO ] [sig       ] MFG: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:50:18.198759] [INFO ] [LOCAL     ] Saved forecast: MFG	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/MFG.txt
[2025-11-25T10:50:18.198912] [INFO ] [sig       ] [1171/2057] Completed MFG in 0.4s | 2.88 sym/s | Total: 6.8m | ETA: 5.1m
[2025-11-25T10:50:18.198965] [INFO ] [sig       ] [1172/2057] Forecasting MFM...
[2025-11-25T10:50:18.199007] [INFO ] [sig       ] Generating forecast for: MFM
[2025-11-25T10:50:18.199049] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MFM' from 'https://tdm.silogroup.org/data/derivative_storage/MFM.csv'.
[2025-11-25T10:50:18.211443] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'MFM'.
[2025-11-25T10:50:18.211962] [INFO ] [FORECASTER] Starting predict_future for MFM
[2025-11-25T10:50:18.212818] [DEBUG] [LOCAL     ] No optimal features file found for MFM: ./output/feature-sets/MFM.txt
[2025-11-25T10:50:18.212887] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:50:18.212933] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:50:18.212973] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:50:18.213041] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:50:18.278157] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:50:18.279190] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:50:18.279310] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:50:18.279415] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:50:18.394052] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:50:18.394255] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:50:18.394303] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:50:18.394338] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:50:18.397770] [DEBUG] [FORECASTER] MFM: Forecast T+1@11:T+2@11: DOWN (p=7.75%)
[2025-11-25T10:50:18.398253] [INFO ] [FORECASTER] Completed predict_future for MFM
[2025-11-25T10:50:18.398480] [INFO ] [sig       ] MFM: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:50:18.537680] [INFO ] [LOCAL     ] Saved forecast: MFM	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/MFM.txt
[2025-11-25T10:50:18.537817] [INFO ] [sig       ] [1172/2057] Completed MFM in 0.3s | 2.88 sym/s | Total: 6.8m | ETA: 5.1m
[2025-11-25T10:50:18.537871] [INFO ] [sig       ] [1173/2057] Forecasting MG...
[2025-11-25T10:50:18.537914] [INFO ] [sig       ] Generating forecast for: MG
[2025-11-25T10:50:18.537955] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MG' from 'https://tdm.silogroup.org/data/derivative_storage/MG.csv'.
[2025-11-25T10:50:18.549917] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'MG'.
[2025-11-25T10:50:18.550261] [INFO ] [FORECASTER] Starting predict_future for MG
[2025-11-25T10:50:18.551050] [DEBUG] [LOCAL     ] No optimal features file found for MG: ./output/feature-sets/MG.txt
[2025-11-25T10:50:18.551119] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:50:18.551164] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:50:18.551205] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:50:18.551275] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:50:18.616781] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:50:18.617513] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:50:18.617611] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:50:18.617677] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:50:18.715056] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:50:18.715207] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:50:18.715252] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:50:18.715286] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:50:18.718466] [DEBUG] [FORECASTER] MG: Forecast T+1@11:T+2@11: UP (p=90.05%)
[2025-11-25T10:50:18.718760] [INFO ] [FORECASTER] Completed predict_future for MG
[2025-11-25T10:50:18.718905] [INFO ] [sig       ] MG: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:50:18.857366] [INFO ] [LOCAL     ] Saved forecast: MG	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/MG.txt
[2025-11-25T10:50:18.857508] [INFO ] [sig       ] [1173/2057] Completed MG in 0.3s | 2.88 sym/s | Total: 6.8m | ETA: 5.1m
[2025-11-25T10:50:18.857563] [INFO ] [sig       ] [1174/2057] Forecasting MGA...
[2025-11-25T10:50:18.857605] [INFO ] [sig       ] Generating forecast for: MGA
[2025-11-25T10:50:18.857665] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MGA' from 'https://tdm.silogroup.org/data/derivative_storage/MGA.csv'.
[2025-11-25T10:50:18.869130] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'MGA'.
[2025-11-25T10:50:18.869514] [INFO ] [FORECASTER] Starting predict_future for MGA
[2025-11-25T10:50:18.870303] [DEBUG] [LOCAL     ] No optimal features file found for MGA: ./output/feature-sets/MGA.txt
[2025-11-25T10:50:18.870373] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:50:18.870420] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:50:18.870462] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:50:18.870548] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:50:18.936153] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:50:18.936787] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:50:18.936881] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:50:18.936927] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:50:19.048622] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:50:19.048733] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:50:19.048774] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:50:19.048808] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:50:19.051873] [DEBUG] [FORECASTER] MGA: Forecast T+1@11:T+2@11: UP (p=83.12%)
[2025-11-25T10:50:19.052296] [INFO ] [FORECASTER] Completed predict_future for MGA
[2025-11-25T10:50:19.052524] [INFO ] [sig       ] MGA: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:50:19.191522] [INFO ] [LOCAL     ] Saved forecast: MGA	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/MGA.txt
[2025-11-25T10:50:19.191671] [INFO ] [sig       ] [1174/2057] Completed MGA in 0.3s | 2.88 sym/s | Total: 6.8m | ETA: 5.1m
[2025-11-25T10:50:19.191725] [INFO ] [sig       ] [1175/2057] Forecasting MGF...
[2025-11-25T10:50:19.191769] [INFO ] [sig       ] Generating forecast for: MGF
[2025-11-25T10:50:19.191810] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MGF' from 'https://tdm.silogroup.org/data/derivative_storage/MGF.csv'.
[2025-11-25T10:50:19.203180] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'MGF'.
[2025-11-25T10:50:19.203606] [INFO ] [FORECASTER] Starting predict_future for MGF
[2025-11-25T10:50:19.204473] [DEBUG] [LOCAL     ] No optimal features file found for MGF: ./output/feature-sets/MGF.txt
[2025-11-25T10:50:19.204546] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:50:19.204594] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:50:19.204635] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:50:19.204725] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:50:19.269902] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:50:19.270800] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:50:19.270908] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:50:19.270957] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:50:19.369062] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:50:19.369220] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:50:19.369264] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:50:19.369298] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:50:19.372638] [DEBUG] [FORECASTER] MGF: Forecast T+1@11:T+2@11: UP (p=62.83%)
[2025-11-25T10:50:19.372943] [INFO ] [FORECASTER] Completed predict_future for MGF
[2025-11-25T10:50:19.373089] [INFO ] [sig       ] MGF: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:50:19.513607] [INFO ] [LOCAL     ] Saved forecast: MGF	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/MGF.txt
[2025-11-25T10:50:19.513822] [INFO ] [sig       ] [1175/2057] Completed MGF in 0.3s | 2.88 sym/s | Total: 6.8m | ETA: 5.1m
[2025-11-25T10:50:19.513888] [INFO ] [sig       ] [1176/2057] Forecasting MGM...
[2025-11-25T10:50:19.513931] [INFO ] [sig       ] Generating forecast for: MGM
[2025-11-25T10:50:19.513972] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MGM' from 'https://tdm.silogroup.org/data/derivative_storage/MGM.csv'.
[2025-11-25T10:50:19.525595] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'MGM'.
[2025-11-25T10:50:19.525983] [INFO ] [FORECASTER] Starting predict_future for MGM
[2025-11-25T10:50:19.526820] [DEBUG] [LOCAL     ] No optimal features file found for MGM: ./output/feature-sets/MGM.txt
[2025-11-25T10:50:19.526904] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:50:19.526951] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:50:19.526990] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:50:19.527087] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:50:19.591935] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:50:19.592595] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:50:19.592710] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:50:19.592760] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:50:19.711877] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:50:19.712031] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:50:19.712074] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:50:19.712108] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:50:19.715399] [DEBUG] [FORECASTER] MGM: Forecast T+1@11:T+2@11: UP (p=51.24%)
[2025-11-25T10:50:19.715702] [INFO ] [FORECASTER] Completed predict_future for MGM
[2025-11-25T10:50:19.715855] [INFO ] [sig       ] MGM: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:50:19.855502] [INFO ] [LOCAL     ] Saved forecast: MGM	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/MGM.txt
[2025-11-25T10:50:19.855684] [INFO ] [sig       ] [1176/2057] Completed MGM in 0.3s | 2.88 sym/s | Total: 6.8m | ETA: 5.1m
[2025-11-25T10:50:19.855742] [INFO ] [sig       ] [1177/2057] Forecasting MGR...
[2025-11-25T10:50:19.855778] [INFO ] [sig       ] Generating forecast for: MGR
[2025-11-25T10:50:19.855824] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MGR' from 'https://tdm.silogroup.org/data/derivative_storage/MGR.csv'.
[2025-11-25T10:50:19.867565] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'MGR'.
[2025-11-25T10:50:19.867957] [INFO ] [FORECASTER] Starting predict_future for MGR
[2025-11-25T10:50:19.868766] [DEBUG] [LOCAL     ] No optimal features file found for MGR: ./output/feature-sets/MGR.txt
[2025-11-25T10:50:19.868837] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:50:19.868885] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:50:19.868926] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:50:19.868995] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:50:19.933340] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:50:19.934025] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:50:19.934120] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:50:19.934169] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:50:20.045898] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:50:20.046098] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:50:20.046145] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:50:20.046179] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:50:20.049755] [DEBUG] [FORECASTER] MGR: Forecast T+1@11:T+2@11: DOWN (p=43.64%)
[2025-11-25T10:50:20.050047] [INFO ] [FORECASTER] Completed predict_future for MGR
[2025-11-25T10:50:20.050198] [INFO ] [sig       ] MGR: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:50:20.192919] [INFO ] [LOCAL     ] Saved forecast: MGR	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/MGR.txt
[2025-11-25T10:50:20.193101] [INFO ] [sig       ] [1177/2057] Completed MGR in 0.3s | 2.88 sym/s | Total: 6.8m | ETA: 5.1m
[2025-11-25T10:50:20.193156] [INFO ] [sig       ] [1178/2057] Forecasting MGRB...
[2025-11-25T10:50:20.193201] [INFO ] [sig       ] Generating forecast for: MGRB
[2025-11-25T10:50:20.193247] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MGRB' from 'https://tdm.silogroup.org/data/derivative_storage/MGRB.csv'.
[2025-11-25T10:50:20.204768] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'MGRB'.
[2025-11-25T10:50:20.205253] [INFO ] [FORECASTER] Starting predict_future for MGRB
[2025-11-25T10:50:20.206101] [DEBUG] [LOCAL     ] No optimal features file found for MGRB: ./output/feature-sets/MGRB.txt
[2025-11-25T10:50:20.206174] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:50:20.206224] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:50:20.206265] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:50:20.206334] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:50:20.271424] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:50:20.272382] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:50:20.272488] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:50:20.272537] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:50:20.380909] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:50:20.381116] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:50:20.381162] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:50:20.381196] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:50:20.384885] [DEBUG] [FORECASTER] MGRB: Forecast T+1@11:T+2@11: UP (p=54.27%)
[2025-11-25T10:50:20.385197] [INFO ] [FORECASTER] Completed predict_future for MGRB
[2025-11-25T10:50:20.385361] [INFO ] [sig       ] MGRB: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:50:20.526320] [INFO ] [LOCAL     ] Saved forecast: MGRB	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/MGRB.txt
[2025-11-25T10:50:20.526506] [INFO ] [sig       ] [1178/2057] Completed MGRB in 0.3s | 2.88 sym/s | Total: 6.8m | ETA: 5.1m
[2025-11-25T10:50:20.526562] [INFO ] [sig       ] [1179/2057] Forecasting MGRD...
[2025-11-25T10:50:20.526608] [INFO ] [sig       ] Generating forecast for: MGRD
[2025-11-25T10:50:20.526671] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MGRD' from 'https://tdm.silogroup.org/data/derivative_storage/MGRD.csv'.
[2025-11-25T10:50:20.537283] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'MGRD'.
[2025-11-25T10:50:20.537547] [INFO ] [FORECASTER] Starting predict_future for MGRD
[2025-11-25T10:50:20.538326] [DEBUG] [LOCAL     ] No optimal features file found for MGRD: ./output/feature-sets/MGRD.txt
[2025-11-25T10:50:20.538396] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:50:20.538442] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:50:20.538482] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:50:20.538550] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:50:20.604258] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:50:20.605146] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:50:20.605246] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:50:20.605294] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:50:20.708372] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:50:20.708563] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:50:20.708610] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:50:20.708665] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:50:20.712055] [DEBUG] [FORECASTER] MGRD: Forecast T+1@11:T+2@11: DOWN (p=27.35%)
[2025-11-25T10:50:20.712357] [INFO ] [FORECASTER] Completed predict_future for MGRD
[2025-11-25T10:50:20.712522] [INFO ] [sig       ] MGRD: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:50:20.853220] [INFO ] [LOCAL     ] Saved forecast: MGRD	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/MGRD.txt
[2025-11-25T10:50:20.853387] [INFO ] [sig       ] [1179/2057] Completed MGRD in 0.3s | 2.88 sym/s | Total: 6.8m | ETA: 5.1m
[2025-11-25T10:50:20.853442] [INFO ] [sig       ] [1180/2057] Forecasting MGY...
[2025-11-25T10:50:20.853487] [INFO ] [sig       ] Generating forecast for: MGY
[2025-11-25T10:50:20.853528] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MGY' from 'https://tdm.silogroup.org/data/derivative_storage/MGY.csv'.
[2025-11-25T10:50:20.864602] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'MGY'.
[2025-11-25T10:50:20.864965] [INFO ] [FORECASTER] Starting predict_future for MGY
[2025-11-25T10:50:20.865758] [DEBUG] [LOCAL     ] No optimal features file found for MGY: ./output/feature-sets/MGY.txt
[2025-11-25T10:50:20.865828] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:50:20.865873] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:50:20.865914] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:50:20.865982] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:50:20.931002] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:50:20.931871] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:50:20.931966] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:50:20.932013] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:50:21.061386] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:50:21.061596] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:50:21.061663] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:50:21.061708] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:50:21.065109] [DEBUG] [FORECASTER] MGY: Forecast T+1@11:T+2@11: UP (p=66.37%)
[2025-11-25T10:50:21.065399] [INFO ] [FORECASTER] Completed predict_future for MGY
[2025-11-25T10:50:21.065543] [INFO ] [sig       ] MGY: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:50:21.205075] [INFO ] [LOCAL     ] Saved forecast: MGY	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/MGY.txt
[2025-11-25T10:50:21.205235] [INFO ] [sig       ] [1180/2057] Completed MGY in 0.4s | 2.88 sym/s | Total: 6.8m | ETA: 5.1m
[2025-11-25T10:50:21.205291] [INFO ] [sig       ] [1181/2057] Forecasting MHD...
[2025-11-25T10:50:21.205334] [INFO ] [sig       ] Generating forecast for: MHD
[2025-11-25T10:50:21.205378] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MHD' from 'https://tdm.silogroup.org/data/derivative_storage/MHD.csv'.
[2025-11-25T10:50:21.217003] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'MHD'.
[2025-11-25T10:50:21.217449] [INFO ] [FORECASTER] Starting predict_future for MHD
[2025-11-25T10:50:21.218233] [DEBUG] [LOCAL     ] No optimal features file found for MHD: ./output/feature-sets/MHD.txt
[2025-11-25T10:50:21.218310] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:50:21.218356] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:50:21.218398] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:50:21.218471] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:50:21.283404] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:50:21.284290] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:50:21.284393] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:50:21.284442] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:50:21.398621] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:50:21.398771] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:50:21.398813] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:50:21.398847] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:50:21.401986] [DEBUG] [FORECASTER] MHD: Forecast T+1@11:T+2@11: UP (p=66.51%)
[2025-11-25T10:50:21.402467] [INFO ] [FORECASTER] Completed predict_future for MHD
[2025-11-25T10:50:21.402708] [INFO ] [sig       ] MHD: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:50:21.542361] [INFO ] [LOCAL     ] Saved forecast: MHD	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/MHD.txt
[2025-11-25T10:50:21.542511] [INFO ] [sig       ] [1181/2057] Completed MHD in 0.3s | 2.88 sym/s | Total: 6.8m | ETA: 5.1m
[2025-11-25T10:50:21.542566] [INFO ] [sig       ] [1182/2057] Forecasting MHF...
[2025-11-25T10:50:21.542611] [INFO ] [sig       ] Generating forecast for: MHF
[2025-11-25T10:50:21.542676] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MHF' from 'https://tdm.silogroup.org/data/derivative_storage/MHF.csv'.
[2025-11-25T10:50:21.554529] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'MHF'.
[2025-11-25T10:50:21.555008] [INFO ] [FORECASTER] Starting predict_future for MHF
[2025-11-25T10:50:21.555841] [DEBUG] [LOCAL     ] No optimal features file found for MHF: ./output/feature-sets/MHF.txt
[2025-11-25T10:50:21.555912] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:50:21.555960] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:50:21.556010] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:50:21.556079] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:50:21.622024] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:50:21.622977] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:50:21.623095] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:50:21.623144] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:50:21.736105] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:50:21.736300] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:50:21.736346] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:50:21.736380] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:50:21.739945] [DEBUG] [FORECASTER] MHF: Forecast T+1@11:T+2@11: UP (p=98.31%)
[2025-11-25T10:50:21.740229] [INFO ] [FORECASTER] Completed predict_future for MHF
[2025-11-25T10:50:21.740373] [INFO ] [sig       ] MHF: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:50:21.881370] [INFO ] [LOCAL     ] Saved forecast: MHF	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/MHF.txt
[2025-11-25T10:50:21.881554] [INFO ] [sig       ] [1182/2057] Completed MHF in 0.3s | 2.88 sym/s | Total: 6.8m | ETA: 5.1m
[2025-11-25T10:50:21.881612] [INFO ] [sig       ] [1183/2057] Forecasting MHK...
[2025-11-25T10:50:21.881681] [INFO ] [sig       ] Generating forecast for: MHK
[2025-11-25T10:50:21.881727] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MHK' from 'https://tdm.silogroup.org/data/derivative_storage/MHK.csv'.
[2025-11-25T10:50:21.893756] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'MHK'.
[2025-11-25T10:50:21.894157] [INFO ] [FORECASTER] Starting predict_future for MHK
[2025-11-25T10:50:21.895001] [DEBUG] [LOCAL     ] No optimal features file found for MHK: ./output/feature-sets/MHK.txt
[2025-11-25T10:50:21.895073] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:50:21.895121] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:50:21.895163] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:50:21.895232] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:50:21.960932] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:50:21.961856] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:50:21.961960] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:50:21.962009] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:50:22.084503] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:50:22.084709] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:50:22.084783] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:50:22.084818] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:50:22.088304] [DEBUG] [FORECASTER] MHK: Forecast T+1@11:T+2@11: UP (p=72.99%)
[2025-11-25T10:50:22.088612] [INFO ] [FORECASTER] Completed predict_future for MHK
[2025-11-25T10:50:22.088792] [INFO ] [sig       ] MHK: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:50:22.227512] [INFO ] [LOCAL     ] Saved forecast: MHK	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/MHK.txt
[2025-11-25T10:50:22.227735] [INFO ] [sig       ] [1183/2057] Completed MHK in 0.3s | 2.88 sym/s | Total: 6.8m | ETA: 5.1m
[2025-11-25T10:50:22.227794] [INFO ] [sig       ] [1184/2057] Forecasting MHN...
[2025-11-25T10:50:22.227840] [INFO ] [sig       ] Generating forecast for: MHN
[2025-11-25T10:50:22.227883] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MHN' from 'https://tdm.silogroup.org/data/derivative_storage/MHN.csv'.
[2025-11-25T10:50:22.239274] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'MHN'.
[2025-11-25T10:50:22.239725] [INFO ] [FORECASTER] Starting predict_future for MHN
[2025-11-25T10:50:22.240502] [DEBUG] [LOCAL     ] No optimal features file found for MHN: ./output/feature-sets/MHN.txt
[2025-11-25T10:50:22.240573] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:50:22.240620] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:50:22.240684] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:50:22.240755] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:50:22.305263] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:50:22.306194] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:50:22.306304] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:50:22.306353] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:50:22.421889] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:50:22.422101] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:50:22.422151] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:50:22.422186] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:50:22.425587] [DEBUG] [FORECASTER] MHN: Forecast T+1@11:T+2@11: DOWN (p=1.75%)
[2025-11-25T10:50:22.425899] [INFO ] [FORECASTER] Completed predict_future for MHN
[2025-11-25T10:50:22.426058] [INFO ] [sig       ] MHN: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:50:22.568774] [INFO ] [LOCAL     ] Saved forecast: MHN	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/MHN.txt
[2025-11-25T10:50:22.568944] [INFO ] [sig       ] [1184/2057] Completed MHN in 0.3s | 2.88 sym/s | Total: 6.8m | ETA: 5.0m
[2025-11-25T10:50:22.568998] [INFO ] [sig       ] [1185/2057] Forecasting MHO...
[2025-11-25T10:50:22.569046] [INFO ] [sig       ] Generating forecast for: MHO
[2025-11-25T10:50:22.569088] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MHO' from 'https://tdm.silogroup.org/data/derivative_storage/MHO.csv'.
[2025-11-25T10:50:22.582980] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'MHO'.
[2025-11-25T10:50:22.583559] [INFO ] [FORECASTER] Starting predict_future for MHO
[2025-11-25T10:50:22.584554] [DEBUG] [LOCAL     ] No optimal features file found for MHO: ./output/feature-sets/MHO.txt
[2025-11-25T10:50:22.584633] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:50:22.584711] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:50:22.584758] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:50:22.584870] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:50:22.651874] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:50:22.653095] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:50:22.653218] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:50:22.653275] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:50:22.789572] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:50:22.789896] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:50:22.789955] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:50:22.789992] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:50:22.794181] [DEBUG] [FORECASTER] MHO: Forecast T+1@11:T+2@11: DOWN (p=9.35%)
[2025-11-25T10:50:22.794572] [INFO ] [FORECASTER] Completed predict_future for MHO
[2025-11-25T10:50:22.794809] [INFO ] [sig       ] MHO: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:50:22.940338] [INFO ] [LOCAL     ] Saved forecast: MHO	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/MHO.txt
[2025-11-25T10:50:22.940554] [INFO ] [sig       ] [1185/2057] Completed MHO in 0.4s | 2.88 sym/s | Total: 6.9m | ETA: 5.0m
[2025-11-25T10:50:22.940613] [INFO ] [sig       ] [1186/2057] Forecasting MIN...
[2025-11-25T10:50:22.940683] [INFO ] [sig       ] Generating forecast for: MIN
[2025-11-25T10:50:22.940722] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MIN' from 'https://tdm.silogroup.org/data/derivative_storage/MIN.csv'.
[2025-11-25T10:50:22.953917] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'MIN'.
[2025-11-25T10:50:22.954492] [INFO ] [FORECASTER] Starting predict_future for MIN
[2025-11-25T10:50:22.955398] [DEBUG] [LOCAL     ] No optimal features file found for MIN: ./output/feature-sets/MIN.txt
[2025-11-25T10:50:22.955474] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:50:22.955514] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:50:22.955558] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:50:22.955631] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:50:23.020884] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:50:23.021981] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:50:23.022097] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:50:23.022141] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:50:23.141789] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:50:23.142063] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:50:23.142114] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:50:23.142184] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:50:23.146045] [DEBUG] [FORECASTER] MIN: Forecast T+1@11:T+2@11: DOWN (p=11.15%)
[2025-11-25T10:50:23.146372] [INFO ] [FORECASTER] Completed predict_future for MIN
[2025-11-25T10:50:23.146531] [INFO ] [sig       ] MIN: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:50:23.287544] [INFO ] [LOCAL     ] Saved forecast: MIN	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/MIN.txt
[2025-11-25T10:50:23.287781] [INFO ] [sig       ] [1186/2057] Completed MIN in 0.3s | 2.88 sym/s | Total: 6.9m | ETA: 5.0m
[2025-11-25T10:50:23.287844] [INFO ] [sig       ] [1187/2057] Forecasting MIR...
[2025-11-25T10:50:23.287890] [INFO ] [sig       ] Generating forecast for: MIR
[2025-11-25T10:50:23.287933] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MIR' from 'https://tdm.silogroup.org/data/derivative_storage/MIR.csv'.
[2025-11-25T10:50:23.303226] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'MIR'.
[2025-11-25T10:50:23.303878] [INFO ] [FORECASTER] Starting predict_future for MIR
[2025-11-25T10:50:23.304869] [DEBUG] [LOCAL     ] No optimal features file found for MIR: ./output/feature-sets/MIR.txt
[2025-11-25T10:50:23.304947] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:50:23.305026] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:50:23.305074] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:50:23.305181] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:50:23.371388] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:50:23.372597] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:50:23.372738] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:50:23.372792] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:50:23.507823] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:50:23.508098] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:50:23.508153] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:50:23.508192] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:50:23.512108] [DEBUG] [FORECASTER] MIR: Forecast T+1@11:T+2@11: UP (p=92.36%)
[2025-11-25T10:50:23.512473] [INFO ] [FORECASTER] Completed predict_future for MIR
[2025-11-25T10:50:23.512684] [INFO ] [sig       ] MIR: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:50:23.665922] [INFO ] [LOCAL     ] Saved forecast: MIR	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/MIR.txt
[2025-11-25T10:50:23.666408] [INFO ] [sig       ] [1187/2057] Completed MIR in 0.4s | 2.88 sym/s | Total: 6.9m | ETA: 5.0m
[2025-11-25T10:50:23.666471] [INFO ] [sig       ] [1188/2057] Forecasting MITT...
[2025-11-25T10:50:23.666520] [INFO ] [sig       ] Generating forecast for: MITT
[2025-11-25T10:50:23.666568] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MITT' from 'https://tdm.silogroup.org/data/derivative_storage/MITT.csv'.
[2025-11-25T10:50:23.681102] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'MITT'.
[2025-11-25T10:50:23.681742] [INFO ] [FORECASTER] Starting predict_future for MITT
[2025-11-25T10:50:23.682737] [DEBUG] [LOCAL     ] No optimal features file found for MITT: ./output/feature-sets/MITT.txt
[2025-11-25T10:50:23.682810] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:50:23.682859] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:50:23.682903] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:50:23.682976] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:50:23.751756] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:50:23.752923] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:50:23.753044] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:50:23.753094] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:50:23.872966] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:50:23.873160] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:50:23.873208] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:50:23.873243] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:50:23.876744] [DEBUG] [FORECASTER] MITT: Forecast T+1@11:T+2@11: DOWN (p=21.22%)
[2025-11-25T10:50:23.877066] [INFO ] [FORECASTER] Completed predict_future for MITT
[2025-11-25T10:50:23.877243] [INFO ] [sig       ] MITT: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:50:24.018267] [INFO ] [LOCAL     ] Saved forecast: MITT	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/MITT.txt
[2025-11-25T10:50:24.018465] [INFO ] [sig       ] [1188/2057] Completed MITT in 0.4s | 2.88 sym/s | Total: 6.9m | ETA: 5.0m
[2025-11-25T10:50:24.018519] [INFO ] [sig       ] [1189/2057] Forecasting MIY...
[2025-11-25T10:50:24.018564] [INFO ] [sig       ] Generating forecast for: MIY
[2025-11-25T10:50:24.018606] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MIY' from 'https://tdm.silogroup.org/data/derivative_storage/MIY.csv'.
[2025-11-25T10:50:24.031014] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'MIY'.
[2025-11-25T10:50:24.031541] [INFO ] [FORECASTER] Starting predict_future for MIY
[2025-11-25T10:50:24.032388] [DEBUG] [LOCAL     ] No optimal features file found for MIY: ./output/feature-sets/MIY.txt
[2025-11-25T10:50:24.032462] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:50:24.032506] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:50:24.032546] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:50:24.032615] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:50:24.098445] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:50:24.099404] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:50:24.099515] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:50:24.099564] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:50:24.215509] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:50:24.215730] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:50:24.215784] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:50:24.215819] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:50:24.219284] [DEBUG] [FORECASTER] MIY: Forecast T+1@11:T+2@11: UP (p=64.15%)
[2025-11-25T10:50:24.219570] [INFO ] [FORECASTER] Completed predict_future for MIY
[2025-11-25T10:50:24.219735] [INFO ] [sig       ] MIY: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:50:24.361989] [INFO ] [LOCAL     ] Saved forecast: MIY	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/MIY.txt
[2025-11-25T10:50:24.362163] [INFO ] [sig       ] [1189/2057] Completed MIY in 0.3s | 2.88 sym/s | Total: 6.9m | ETA: 5.0m
[2025-11-25T10:50:24.362218] [INFO ] [sig       ] [1190/2057] Forecasting MKC...
[2025-11-25T10:50:24.362264] [INFO ] [sig       ] Generating forecast for: MKC
[2025-11-25T10:50:24.362308] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MKC' from 'https://tdm.silogroup.org/data/derivative_storage/MKC.csv'.
[2025-11-25T10:50:24.374037] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'MKC'.
[2025-11-25T10:50:24.374472] [INFO ] [FORECASTER] Starting predict_future for MKC
[2025-11-25T10:50:24.375289] [DEBUG] [LOCAL     ] No optimal features file found for MKC: ./output/feature-sets/MKC.txt
[2025-11-25T10:50:24.375364] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:50:24.375416] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:50:24.375460] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:50:24.375532] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:50:24.444281] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:50:24.445168] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:50:24.445274] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:50:24.445334] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:50:24.566446] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:50:24.566664] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:50:24.566719] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:50:24.566754] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:50:24.570367] [DEBUG] [FORECASTER] MKC: Forecast T+1@11:T+2@11: UP (p=99.19%)
[2025-11-25T10:50:24.570681] [INFO ] [FORECASTER] Completed predict_future for MKC
[2025-11-25T10:50:24.570865] [INFO ] [sig       ] MKC: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:50:24.715385] [INFO ] [LOCAL     ] Saved forecast: MKC	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/MKC.txt
[2025-11-25T10:50:24.715557] [INFO ] [sig       ] [1190/2057] Completed MKC in 0.4s | 2.88 sym/s | Total: 6.9m | ETA: 5.0m
[2025-11-25T10:50:24.715612] [INFO ] [sig       ] [1191/2057] Forecasting MKL...
[2025-11-25T10:50:24.715690] [INFO ] [sig       ] Generating forecast for: MKL
[2025-11-25T10:50:24.715741] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MKL' from 'https://tdm.silogroup.org/data/derivative_storage/MKL.csv'.
[2025-11-25T10:50:24.727496] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'MKL'.
[2025-11-25T10:50:24.727887] [INFO ] [FORECASTER] Starting predict_future for MKL
[2025-11-25T10:50:24.728714] [DEBUG] [LOCAL     ] No optimal features file found for MKL: ./output/feature-sets/MKL.txt
[2025-11-25T10:50:24.728783] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:50:24.728830] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:50:24.728870] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:50:24.728940] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:50:24.795628] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:50:24.796513] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:50:24.796614] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:50:24.796684] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:50:24.919260] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:50:24.919498] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:50:24.919559] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:50:24.919596] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:50:24.923151] [DEBUG] [FORECASTER] MKL: Forecast T+1@11:T+2@11: UP (p=73.82%)
[2025-11-25T10:50:24.923450] [INFO ] [FORECASTER] Completed predict_future for MKL
[2025-11-25T10:50:24.923611] [INFO ] [sig       ] MKL: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:50:25.064197] [INFO ] [LOCAL     ] Saved forecast: MKL	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/MKL.txt
[2025-11-25T10:50:25.064359] [INFO ] [sig       ] [1191/2057] Completed MKL in 0.3s | 2.88 sym/s | Total: 6.9m | ETA: 5.0m
[2025-11-25T10:50:25.064412] [INFO ] [sig       ] [1192/2057] Forecasting MLI...
[2025-11-25T10:50:25.064456] [INFO ] [sig       ] Generating forecast for: MLI
[2025-11-25T10:50:25.064496] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MLI' from 'https://tdm.silogroup.org/data/derivative_storage/MLI.csv'.
[2025-11-25T10:50:25.076132] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'MLI'.
[2025-11-25T10:50:25.076513] [INFO ] [FORECASTER] Starting predict_future for MLI
[2025-11-25T10:50:25.077344] [DEBUG] [LOCAL     ] No optimal features file found for MLI: ./output/feature-sets/MLI.txt
[2025-11-25T10:50:25.077421] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:50:25.077467] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:50:25.077507] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:50:25.077576] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:50:25.142943] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:50:25.143598] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:50:25.143710] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:50:25.143759] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:50:25.255394] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:50:25.255594] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:50:25.255659] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:50:25.255706] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:50:25.259300] [DEBUG] [FORECASTER] MLI: Forecast T+1@11:T+2@11: DOWN (p=3.73%)
[2025-11-25T10:50:25.259612] [INFO ] [FORECASTER] Completed predict_future for MLI
[2025-11-25T10:50:25.259781] [INFO ] [sig       ] MLI: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:50:25.400422] [INFO ] [LOCAL     ] Saved forecast: MLI	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/MLI.txt
[2025-11-25T10:50:25.400602] [INFO ] [sig       ] [1192/2057] Completed MLI in 0.3s | 2.88 sym/s | Total: 6.9m | ETA: 5.0m
[2025-11-25T10:50:25.400681] [INFO ] [sig       ] [1193/2057] Forecasting MLM...
[2025-11-25T10:50:25.400723] [INFO ] [sig       ] Generating forecast for: MLM
[2025-11-25T10:50:25.400767] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MLM' from 'https://tdm.silogroup.org/data/derivative_storage/MLM.csv'.
[2025-11-25T10:50:25.413778] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'MLM'.
[2025-11-25T10:50:25.414155] [INFO ] [FORECASTER] Starting predict_future for MLM
[2025-11-25T10:50:25.414949] [DEBUG] [LOCAL     ] No optimal features file found for MLM: ./output/feature-sets/MLM.txt
[2025-11-25T10:50:25.415018] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:50:25.415064] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:50:25.415104] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:50:25.415173] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:50:25.482591] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:50:25.483367] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:50:25.483468] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:50:25.483517] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:50:25.599419] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:50:25.599606] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:50:25.599670] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:50:25.599732] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:50:25.603240] [DEBUG] [FORECASTER] MLM: Forecast T+1@11:T+2@11: DOWN (p=22.94%)
[2025-11-25T10:50:25.603538] [INFO ] [FORECASTER] Completed predict_future for MLM
[2025-11-25T10:50:25.603711] [INFO ] [sig       ] MLM: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:50:25.751024] [INFO ] [LOCAL     ] Saved forecast: MLM	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/MLM.txt
[2025-11-25T10:50:25.751234] [INFO ] [sig       ] [1193/2057] Completed MLM in 0.4s | 2.88 sym/s | Total: 6.9m | ETA: 5.0m
[2025-11-25T10:50:25.751291] [INFO ] [sig       ] [1194/2057] Forecasting MLP...
[2025-11-25T10:50:25.751336] [INFO ] [sig       ] Generating forecast for: MLP
[2025-11-25T10:50:25.751380] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MLP' from 'https://tdm.silogroup.org/data/derivative_storage/MLP.csv'.
[2025-11-25T10:50:25.763174] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'MLP'.
[2025-11-25T10:50:25.763590] [INFO ] [FORECASTER] Starting predict_future for MLP
[2025-11-25T10:50:25.764412] [DEBUG] [LOCAL     ] No optimal features file found for MLP: ./output/feature-sets/MLP.txt
[2025-11-25T10:50:25.764483] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:50:25.764529] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:50:25.764568] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:50:25.764675] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:50:25.830840] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:50:25.831565] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:50:25.831682] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:50:25.831741] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:50:25.933211] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:50:25.933412] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:50:25.933462] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:50:25.933498] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:50:25.937204] [DEBUG] [FORECASTER] MLP: Forecast T+1@11:T+2@11: DOWN (p=16.39%)
[2025-11-25T10:50:25.937525] [INFO ] [FORECASTER] Completed predict_future for MLP
[2025-11-25T10:50:25.937707] [INFO ] [sig       ] MLP: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:50:26.078220] [INFO ] [LOCAL     ] Saved forecast: MLP	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/MLP.txt
[2025-11-25T10:50:26.078435] [INFO ] [sig       ] [1194/2057] Completed MLP in 0.3s | 2.88 sym/s | Total: 6.9m | ETA: 5.0m
[2025-11-25T10:50:26.078501] [INFO ] [sig       ] [1195/2057] Forecasting MLR...
[2025-11-25T10:50:26.078548] [INFO ] [sig       ] Generating forecast for: MLR
[2025-11-25T10:50:26.078591] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MLR' from 'https://tdm.silogroup.org/data/derivative_storage/MLR.csv'.
[2025-11-25T10:50:26.090532] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'MLR'.
[2025-11-25T10:50:26.091007] [INFO ] [FORECASTER] Starting predict_future for MLR
[2025-11-25T10:50:26.091851] [DEBUG] [LOCAL     ] No optimal features file found for MLR: ./output/feature-sets/MLR.txt
[2025-11-25T10:50:26.091922] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:50:26.091969] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:50:26.092007] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:50:26.092075] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:50:26.158551] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:50:26.159421] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:50:26.159530] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:50:26.159580] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:50:26.274409] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:50:26.274634] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:50:26.274742] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:50:26.274789] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:50:26.278303] [DEBUG] [FORECASTER] MLR: Forecast T+1@11:T+2@11: DOWN (p=6.29%)
[2025-11-25T10:50:26.278621] [INFO ] [FORECASTER] Completed predict_future for MLR
[2025-11-25T10:50:26.278837] [INFO ] [sig       ] MLR: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:50:26.419555] [INFO ] [LOCAL     ] Saved forecast: MLR	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/MLR.txt
[2025-11-25T10:50:26.419745] [INFO ] [sig       ] [1195/2057] Completed MLR in 0.3s | 2.88 sym/s | Total: 6.9m | ETA: 5.0m
[2025-11-25T10:50:26.419802] [INFO ] [sig       ] [1196/2057] Forecasting MMC...
[2025-11-25T10:50:26.419846] [INFO ] [sig       ] Generating forecast for: MMC
[2025-11-25T10:50:26.419887] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MMC' from 'https://tdm.silogroup.org/data/derivative_storage/MMC.csv'.
[2025-11-25T10:50:26.431461] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'MMC'.
[2025-11-25T10:50:26.431862] [INFO ] [FORECASTER] Starting predict_future for MMC
[2025-11-25T10:50:26.432665] [DEBUG] [LOCAL     ] No optimal features file found for MMC: ./output/feature-sets/MMC.txt
[2025-11-25T10:50:26.432759] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:50:26.432808] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:50:26.432849] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:50:26.432917] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:50:26.503472] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:50:26.504360] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:50:26.504483] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:50:26.504537] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:50:26.622479] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:50:26.622661] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:50:26.622731] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:50:26.622778] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:50:26.626136] [DEBUG] [FORECASTER] MMC: Forecast T+1@11:T+2@11: DOWN (p=5.73%)
[2025-11-25T10:50:26.626423] [INFO ] [FORECASTER] Completed predict_future for MMC
[2025-11-25T10:50:26.626571] [INFO ] [sig       ] MMC: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:50:26.766791] [INFO ] [LOCAL     ] Saved forecast: MMC	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/MMC.txt
[2025-11-25T10:50:26.766965] [INFO ] [sig       ] [1196/2057] Completed MMC in 0.3s | 2.88 sym/s | Total: 6.9m | ETA: 5.0m
[2025-11-25T10:50:26.767020] [INFO ] [sig       ] [1197/2057] Forecasting MMD...
[2025-11-25T10:50:26.767076] [INFO ] [sig       ] Generating forecast for: MMD
[2025-11-25T10:50:26.767120] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MMD' from 'https://tdm.silogroup.org/data/derivative_storage/MMD.csv'.
[2025-11-25T10:50:26.778440] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'MMD'.
[2025-11-25T10:50:26.778868] [INFO ] [FORECASTER] Starting predict_future for MMD
[2025-11-25T10:50:26.779654] [DEBUG] [LOCAL     ] No optimal features file found for MMD: ./output/feature-sets/MMD.txt
[2025-11-25T10:50:26.779725] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:50:26.779771] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:50:26.779811] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:50:26.779879] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:50:26.846788] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:50:26.847712] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:50:26.847814] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:50:26.847861] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:50:26.973134] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:50:26.973367] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:50:26.973427] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:50:26.973474] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:50:26.976937] [DEBUG] [FORECASTER] MMD: Forecast T+1@11:T+2@11: DOWN (p=31.10%)
[2025-11-25T10:50:26.977404] [INFO ] [FORECASTER] Completed predict_future for MMD
[2025-11-25T10:50:26.977637] [INFO ] [sig       ] MMD: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:50:27.119792] [INFO ] [LOCAL     ] Saved forecast: MMD	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/MMD.txt
[2025-11-25T10:50:27.119998] [INFO ] [sig       ] [1197/2057] Completed MMD in 0.4s | 2.88 sym/s | Total: 6.9m | ETA: 5.0m
[2025-11-25T10:50:27.120055] [INFO ] [sig       ] [1198/2057] Forecasting MMI...
[2025-11-25T10:50:27.120100] [INFO ] [sig       ] Generating forecast for: MMI
[2025-11-25T10:50:27.120143] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MMI' from 'https://tdm.silogroup.org/data/derivative_storage/MMI.csv'.
[2025-11-25T10:50:27.134002] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'MMI'.
[2025-11-25T10:50:27.134568] [INFO ] [FORECASTER] Starting predict_future for MMI
[2025-11-25T10:50:27.135508] [DEBUG] [LOCAL     ] No optimal features file found for MMI: ./output/feature-sets/MMI.txt
[2025-11-25T10:50:27.135584] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:50:27.135634] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:50:27.135703] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:50:27.135777] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:50:27.203483] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:50:27.204525] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:50:27.204638] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:50:27.204724] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:50:27.332208] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:50:27.332518] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:50:27.332582] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:50:27.332682] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:50:27.336816] [DEBUG] [FORECASTER] MMI: Forecast T+1@11:T+2@11: DOWN (p=33.28%)
[2025-11-25T10:50:27.337217] [INFO ] [FORECASTER] Completed predict_future for MMI
[2025-11-25T10:50:27.337427] [INFO ] [sig       ] MMI: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:50:27.482358] [INFO ] [LOCAL     ] Saved forecast: MMI	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/MMI.txt
[2025-11-25T10:50:27.482624] [INFO ] [sig       ] [1198/2057] Completed MMI in 0.4s | 2.88 sym/s | Total: 6.9m | ETA: 5.0m
[2025-11-25T10:50:27.482703] [INFO ] [sig       ] [1199/2057] Forecasting MMS...
[2025-11-25T10:50:27.482774] [INFO ] [sig       ] Generating forecast for: MMS
[2025-11-25T10:50:27.482847] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MMS' from 'https://tdm.silogroup.org/data/derivative_storage/MMS.csv'.
[2025-11-25T10:50:27.497015] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'MMS'.
[2025-11-25T10:50:27.497631] [INFO ] [FORECASTER] Starting predict_future for MMS
[2025-11-25T10:50:27.498579] [DEBUG] [LOCAL     ] No optimal features file found for MMS: ./output/feature-sets/MMS.txt
[2025-11-25T10:50:27.498678] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:50:27.498732] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:50:27.498777] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:50:27.498851] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:50:27.565865] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:50:27.567582] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:50:27.567994] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:50:27.568050] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:50:27.691431] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:50:27.691727] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:50:27.691791] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:50:27.691828] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:50:27.695962] [DEBUG] [FORECASTER] MMS: Forecast T+1@11:T+2@11: DOWN (p=30.95%)
[2025-11-25T10:50:27.696304] [INFO ] [FORECASTER] Completed predict_future for MMS
[2025-11-25T10:50:27.696502] [INFO ] [sig       ] MMS: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:50:27.838685] [INFO ] [LOCAL     ] Saved forecast: MMS	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/MMS.txt
[2025-11-25T10:50:27.838914] [INFO ] [sig       ] [1199/2057] Completed MMS in 0.4s | 2.88 sym/s | Total: 6.9m | ETA: 5.0m
[2025-11-25T10:50:27.838976] [INFO ] [sig       ] [1200/2057] Forecasting MMT...
[2025-11-25T10:50:27.839022] [INFO ] [sig       ] Generating forecast for: MMT
[2025-11-25T10:50:27.839069] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MMT' from 'https://tdm.silogroup.org/data/derivative_storage/MMT.csv'.
[2025-11-25T10:50:27.852493] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'MMT'.
[2025-11-25T10:50:27.853096] [INFO ] [FORECASTER] Starting predict_future for MMT
[2025-11-25T10:50:27.853993] [DEBUG] [LOCAL     ] No optimal features file found for MMT: ./output/feature-sets/MMT.txt
[2025-11-25T10:50:27.854093] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:50:27.854144] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:50:27.854189] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:50:27.854260] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:50:27.919440] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:50:27.920380] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:50:27.920493] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:50:27.920542] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:50:28.042325] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:50:28.042598] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:50:28.042667] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:50:28.042717] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:50:28.046549] [DEBUG] [FORECASTER] MMT: Forecast T+1@11:T+2@11: UP (p=80.31%)
[2025-11-25T10:50:28.046884] [INFO ] [FORECASTER] Completed predict_future for MMT
[2025-11-25T10:50:28.047080] [INFO ] [sig       ] MMT: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:50:28.191515] [INFO ] [LOCAL     ] Saved forecast: MMT	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/MMT.txt
[2025-11-25T10:50:28.191777] [INFO ] [sig       ] [1200/2057] Completed MMT in 0.4s | 2.88 sym/s | Total: 6.9m | ETA: 5.0m
[2025-11-25T10:50:28.191840] [INFO ] [sig       ] [1201/2057] Forecasting MMU...
[2025-11-25T10:50:28.191892] [INFO ] [sig       ] Generating forecast for: MMU
[2025-11-25T10:50:28.191939] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MMU' from 'https://tdm.silogroup.org/data/derivative_storage/MMU.csv'.
[2025-11-25T10:50:28.206964] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'MMU'.
[2025-11-25T10:50:28.207596] [INFO ] [FORECASTER] Starting predict_future for MMU
[2025-11-25T10:50:28.208521] [DEBUG] [LOCAL     ] No optimal features file found for MMU: ./output/feature-sets/MMU.txt
[2025-11-25T10:50:28.208597] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:50:28.208671] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:50:28.208718] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:50:28.208792] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:50:28.275337] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:50:28.276438] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:50:28.276548] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:50:28.276597] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:50:28.404919] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:50:28.405214] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:50:28.405273] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:50:28.405309] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:50:28.409363] [DEBUG] [FORECASTER] MMU: Forecast T+1@11:T+2@11: DOWN (p=20.50%)
[2025-11-25T10:50:28.409983] [INFO ] [FORECASTER] Completed predict_future for MMU
[2025-11-25T10:50:28.410174] [INFO ] [sig       ] MMU: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:50:28.551554] [INFO ] [LOCAL     ] Saved forecast: MMU	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/MMU.txt
[2025-11-25T10:50:28.551782] [INFO ] [sig       ] [1201/2057] Completed MMU in 0.4s | 2.88 sym/s | Total: 6.9m | ETA: 5.0m
[2025-11-25T10:50:28.551843] [INFO ] [sig       ] [1202/2057] Forecasting MNR...
[2025-11-25T10:50:28.551889] [INFO ] [sig       ] Generating forecast for: MNR
[2025-11-25T10:50:28.551934] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MNR' from 'https://tdm.silogroup.org/data/derivative_storage/MNR.csv'.
[2025-11-25T10:50:28.565744] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'MNR'.
[2025-11-25T10:50:28.566241] [INFO ] [FORECASTER] Starting predict_future for MNR
[2025-11-25T10:50:28.567205] [DEBUG] [LOCAL     ] No optimal features file found for MNR: ./output/feature-sets/MNR.txt
[2025-11-25T10:50:28.567291] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:50:28.567345] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:50:28.567398] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:50:28.567487] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:50:28.634931] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:50:28.635777] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:50:28.635883] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:50:28.635936] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:50:28.766426] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:50:28.766845] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:50:28.766920] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:50:28.766968] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:50:28.771367] [DEBUG] [FORECASTER] MNR: Forecast T+1@11:T+2@11: UP (p=89.52%)
[2025-11-25T10:50:28.771893] [INFO ] [FORECASTER] Completed predict_future for MNR
[2025-11-25T10:50:28.772095] [INFO ] [sig       ] MNR: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:50:28.915456] [INFO ] [LOCAL     ] Saved forecast: MNR	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/MNR.txt
[2025-11-25T10:50:28.915662] [INFO ] [sig       ] [1202/2057] Completed MNR in 0.4s | 2.88 sym/s | Total: 7.0m | ETA: 4.9m
[2025-11-25T10:50:28.915720] [INFO ] [sig       ] [1203/2057] Forecasting MNSO...
[2025-11-25T10:50:28.915766] [INFO ] [sig       ] Generating forecast for: MNSO
[2025-11-25T10:50:28.915815] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MNSO' from 'https://tdm.silogroup.org/data/derivative_storage/MNSO.csv'.
[2025-11-25T10:50:28.927355] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'MNSO'.
[2025-11-25T10:50:28.927774] [INFO ] [FORECASTER] Starting predict_future for MNSO
[2025-11-25T10:50:28.928544] [DEBUG] [LOCAL     ] No optimal features file found for MNSO: ./output/feature-sets/MNSO.txt
[2025-11-25T10:50:28.928616] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:50:28.928994] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:50:28.929044] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:50:28.929113] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:50:28.998095] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:50:28.999054] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:50:28.999163] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:50:28.999215] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:50:29.136943] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:50:29.137147] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:50:29.137194] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:50:29.137228] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:50:29.140671] [DEBUG] [FORECASTER] MNSO: Forecast T+1@11:T+2@11: UP (p=73.01%)
[2025-11-25T10:50:29.141134] [INFO ] [FORECASTER] Completed predict_future for MNSO
[2025-11-25T10:50:29.141374] [INFO ] [sig       ] MNSO: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:50:29.286149] [INFO ] [LOCAL     ] Saved forecast: MNSO	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/MNSO.txt
[2025-11-25T10:50:29.286319] [INFO ] [sig       ] [1203/2057] Completed MNSO in 0.4s | 2.88 sym/s | Total: 7.0m | ETA: 4.9m
[2025-11-25T10:50:29.286382] [INFO ] [sig       ] [1204/2057] Forecasting MOD...
[2025-11-25T10:50:29.286428] [INFO ] [sig       ] Generating forecast for: MOD
[2025-11-25T10:50:29.286472] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MOD' from 'https://tdm.silogroup.org/data/derivative_storage/MOD.csv'.
[2025-11-25T10:50:29.299044] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'MOD'.
[2025-11-25T10:50:29.299449] [INFO ] [FORECASTER] Starting predict_future for MOD
[2025-11-25T10:50:29.300270] [DEBUG] [LOCAL     ] No optimal features file found for MOD: ./output/feature-sets/MOD.txt
[2025-11-25T10:50:29.300344] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:50:29.300391] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:50:29.300428] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:50:29.300500] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:50:29.368356] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:50:29.369154] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:50:29.369256] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:50:29.369308] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:50:29.490681] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:50:29.490876] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:50:29.490922] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:50:29.490956] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:50:29.495122] [DEBUG] [FORECASTER] MOD: Forecast T+1@11:T+2@11: DOWN (p=30.31%)
[2025-11-25T10:50:29.495600] [INFO ] [FORECASTER] Completed predict_future for MOD
[2025-11-25T10:50:29.495859] [INFO ] [sig       ] MOD: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:50:29.690136] [INFO ] [LOCAL     ] Saved forecast: MOD	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/MOD.txt
[2025-11-25T10:50:29.690382] [INFO ] [sig       ] [1204/2057] Completed MOD in 0.4s | 2.88 sym/s | Total: 7.0m | ETA: 4.9m
[2025-11-25T10:50:29.690466] [INFO ] [sig       ] [1205/2057] Forecasting MODG...
[2025-11-25T10:50:29.690513] [INFO ] [sig       ] Generating forecast for: MODG
[2025-11-25T10:50:29.690557] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MODG' from 'https://tdm.silogroup.org/data/derivative_storage/MODG.csv'.
[2025-11-25T10:50:29.703157] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'MODG'.
[2025-11-25T10:50:29.703562] [INFO ] [FORECASTER] Starting predict_future for MODG
[2025-11-25T10:50:29.704353] [DEBUG] [LOCAL     ] No optimal features file found for MODG: ./output/feature-sets/MODG.txt
[2025-11-25T10:50:29.704432] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:50:29.704482] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:50:29.704523] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:50:29.704591] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:50:29.772359] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:50:29.773150] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:50:29.773253] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:50:29.773304] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:50:29.906588] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:50:29.906808] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:50:29.906855] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:50:29.906889] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:50:29.910303] [DEBUG] [FORECASTER] MODG: Forecast T+1@11:T+2@11: DOWN (p=3.21%)
[2025-11-25T10:50:29.910586] [INFO ] [FORECASTER] Completed predict_future for MODG
[2025-11-25T10:50:29.910789] [INFO ] [sig       ] MODG: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:50:30.052155] [INFO ] [LOCAL     ] Saved forecast: MODG	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/MODG.txt
[2025-11-25T10:50:30.052325] [INFO ] [sig       ] [1205/2057] Completed MODG in 0.4s | 2.88 sym/s | Total: 7.0m | ETA: 4.9m
[2025-11-25T10:50:30.052378] [INFO ] [sig       ] [1206/2057] Forecasting MOH...
[2025-11-25T10:50:30.052422] [INFO ] [sig       ] Generating forecast for: MOH
[2025-11-25T10:50:30.052470] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MOH' from 'https://tdm.silogroup.org/data/derivative_storage/MOH.csv'.
[2025-11-25T10:50:30.065431] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'MOH'.
[2025-11-25T10:50:30.065822] [INFO ] [FORECASTER] Starting predict_future for MOH
[2025-11-25T10:50:30.066587] [DEBUG] [LOCAL     ] No optimal features file found for MOH: ./output/feature-sets/MOH.txt
[2025-11-25T10:50:30.066680] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:50:30.066731] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:50:30.066774] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:50:30.066845] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:50:30.132369] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:50:30.133281] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:50:30.133387] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:50:30.133436] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:50:30.255659] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:50:30.255853] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:50:30.255900] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:50:30.255934] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:50:30.259372] [DEBUG] [FORECASTER] MOH: Forecast T+1@11:T+2@11: DOWN (p=8.67%)
[2025-11-25T10:50:30.259681] [INFO ] [FORECASTER] Completed predict_future for MOH
[2025-11-25T10:50:30.259843] [INFO ] [sig       ] MOH: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:50:30.400039] [INFO ] [LOCAL     ] Saved forecast: MOH	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/MOH.txt
[2025-11-25T10:50:30.400214] [INFO ] [sig       ] [1206/2057] Completed MOH in 0.3s | 2.88 sym/s | Total: 7.0m | ETA: 4.9m
[2025-11-25T10:50:30.400270] [INFO ] [sig       ] [1207/2057] Forecasting MOS...
[2025-11-25T10:50:30.400313] [INFO ] [sig       ] Generating forecast for: MOS
[2025-11-25T10:50:30.400359] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MOS' from 'https://tdm.silogroup.org/data/derivative_storage/MOS.csv'.
[2025-11-25T10:50:30.414740] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'MOS'.
[2025-11-25T10:50:30.415321] [INFO ] [FORECASTER] Starting predict_future for MOS
[2025-11-25T10:50:30.416286] [DEBUG] [LOCAL     ] No optimal features file found for MOS: ./output/feature-sets/MOS.txt
[2025-11-25T10:50:30.416362] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:50:30.416413] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:50:30.416456] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:50:30.416531] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:50:30.483230] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:50:30.484396] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:50:30.484547] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:50:30.484603] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:50:30.614599] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:50:30.614882] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:50:30.614937] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:50:30.615027] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:50:30.619239] [DEBUG] [FORECASTER] MOS: Forecast T+1@11:T+2@11: UP (p=52.67%)
[2025-11-25T10:50:30.619572] [INFO ] [FORECASTER] Completed predict_future for MOS
[2025-11-25T10:50:30.619779] [INFO ] [sig       ] MOS: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:50:30.762082] [INFO ] [LOCAL     ] Saved forecast: MOS	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/MOS.txt
[2025-11-25T10:50:30.762331] [INFO ] [sig       ] [1207/2057] Completed MOS in 0.4s | 2.88 sym/s | Total: 7.0m | ETA: 4.9m
[2025-11-25T10:50:30.762391] [INFO ] [sig       ] [1208/2057] Forecasting MOV...
[2025-11-25T10:50:30.762438] [INFO ] [sig       ] Generating forecast for: MOV
[2025-11-25T10:50:30.762489] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MOV' from 'https://tdm.silogroup.org/data/derivative_storage/MOV.csv'.
[2025-11-25T10:50:30.776433] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'MOV'.
[2025-11-25T10:50:30.776994] [INFO ] [FORECASTER] Starting predict_future for MOV
[2025-11-25T10:50:30.777939] [DEBUG] [LOCAL     ] No optimal features file found for MOV: ./output/feature-sets/MOV.txt
[2025-11-25T10:50:30.778011] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:50:30.778060] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:50:30.778101] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:50:30.778175] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:50:30.844110] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:50:30.844950] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:50:30.845062] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:50:30.845112] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:50:30.974366] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:50:30.974630] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:50:30.974702] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:50:30.974772] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:50:30.978669] [DEBUG] [FORECASTER] MOV: Forecast T+1@11:T+2@11: DOWN (p=38.99%)
[2025-11-25T10:50:30.979015] [INFO ] [FORECASTER] Completed predict_future for MOV
[2025-11-25T10:50:30.979202] [INFO ] [sig       ] MOV: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:50:31.120971] [INFO ] [LOCAL     ] Saved forecast: MOV	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/MOV.txt
[2025-11-25T10:50:31.121186] [INFO ] [sig       ] [1208/2057] Completed MOV in 0.4s | 2.88 sym/s | Total: 7.0m | ETA: 4.9m
[2025-11-25T10:50:31.121243] [INFO ] [sig       ] [1209/2057] Forecasting MP...
[2025-11-25T10:50:31.121288] [INFO ] [sig       ] Generating forecast for: MP
[2025-11-25T10:50:31.121330] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MP' from 'https://tdm.silogroup.org/data/derivative_storage/MP.csv'.
[2025-11-25T10:50:31.135479] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'MP'.
[2025-11-25T10:50:31.136087] [INFO ] [FORECASTER] Starting predict_future for MP
[2025-11-25T10:50:31.137079] [DEBUG] [LOCAL     ] No optimal features file found for MP: ./output/feature-sets/MP.txt
[2025-11-25T10:50:31.137158] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:50:31.137208] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:50:31.137253] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:50:31.137328] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:50:31.205858] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:50:31.207092] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:50:31.207235] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:50:31.207289] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:50:31.336941] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:50:31.337242] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:50:31.337296] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:50:31.337332] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:50:31.341663] [DEBUG] [FORECASTER] MP: Forecast T+1@11:T+2@11: DOWN (p=9.63%)
[2025-11-25T10:50:31.342197] [INFO ] [FORECASTER] Completed predict_future for MP
[2025-11-25T10:50:31.342405] [INFO ] [sig       ] MP: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:50:31.490218] [INFO ] [LOCAL     ] Saved forecast: MP	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/MP.txt
[2025-11-25T10:50:31.490418] [INFO ] [sig       ] [1209/2057] Completed MP in 0.4s | 2.88 sym/s | Total: 7.0m | ETA: 4.9m
[2025-11-25T10:50:31.490478] [INFO ] [sig       ] [1210/2057] Forecasting MPA...
[2025-11-25T10:50:31.490525] [INFO ] [sig       ] Generating forecast for: MPA
[2025-11-25T10:50:31.490569] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MPA' from 'https://tdm.silogroup.org/data/derivative_storage/MPA.csv'.
[2025-11-25T10:50:31.503960] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'MPA'.
[2025-11-25T10:50:31.504428] [INFO ] [FORECASTER] Starting predict_future for MPA
[2025-11-25T10:50:31.505342] [DEBUG] [LOCAL     ] No optimal features file found for MPA: ./output/feature-sets/MPA.txt
[2025-11-25T10:50:31.505461] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:50:31.505510] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:50:31.505553] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:50:31.505626] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:50:31.571757] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:50:31.572890] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:50:31.573000] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:50:31.573048] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:50:31.687570] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:50:31.687798] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:50:31.687853] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:50:31.687889] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:50:31.691557] [DEBUG] [FORECASTER] MPA: Forecast T+1@11:T+2@11: UP (p=65.48%)
[2025-11-25T10:50:31.691908] [INFO ] [FORECASTER] Completed predict_future for MPA
[2025-11-25T10:50:31.692086] [INFO ] [sig       ] MPA: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:50:31.844431] [INFO ] [LOCAL     ] Saved forecast: MPA	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/MPA.txt
[2025-11-25T10:50:31.844703] [INFO ] [sig       ] [1210/2057] Completed MPA in 0.4s | 2.88 sym/s | Total: 7.0m | ETA: 4.9m
[2025-11-25T10:50:31.844765] [INFO ] [sig       ] [1211/2057] Forecasting MPC...
[2025-11-25T10:50:31.844812] [INFO ] [sig       ] Generating forecast for: MPC
[2025-11-25T10:50:31.844857] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MPC' from 'https://tdm.silogroup.org/data/derivative_storage/MPC.csv'.
[2025-11-25T10:50:31.858424] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'MPC'.
[2025-11-25T10:50:31.858937] [INFO ] [FORECASTER] Starting predict_future for MPC
[2025-11-25T10:50:31.859883] [DEBUG] [LOCAL     ] No optimal features file found for MPC: ./output/feature-sets/MPC.txt
[2025-11-25T10:50:31.859954] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:50:31.860002] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:50:31.860069] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:50:31.860144] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:50:31.925931] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:50:31.926937] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:50:31.927067] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:50:31.927119] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:50:32.054249] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:50:32.054522] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:50:32.054582] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:50:32.054618] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:50:32.059365] [DEBUG] [FORECASTER] MPC: Forecast T+1@11:T+2@11: UP (p=55.58%)
[2025-11-25T10:50:32.059777] [INFO ] [FORECASTER] Completed predict_future for MPC
[2025-11-25T10:50:32.059998] [INFO ] [sig       ] MPC: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:50:32.210806] [INFO ] [LOCAL     ] Saved forecast: MPC	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/MPC.txt
[2025-11-25T10:50:32.211018] [INFO ] [sig       ] [1211/2057] Completed MPC in 0.4s | 2.88 sym/s | Total: 7.0m | ETA: 4.9m
[2025-11-25T10:50:32.211076] [INFO ] [sig       ] [1212/2057] Forecasting MPLX...
[2025-11-25T10:50:32.211123] [INFO ] [sig       ] Generating forecast for: MPLX
[2025-11-25T10:50:32.211169] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MPLX' from 'https://tdm.silogroup.org/data/derivative_storage/MPLX.csv'.
[2025-11-25T10:50:32.225415] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'MPLX'.
[2025-11-25T10:50:32.225903] [INFO ] [FORECASTER] Starting predict_future for MPLX
[2025-11-25T10:50:32.226744] [DEBUG] [LOCAL     ] No optimal features file found for MPLX: ./output/feature-sets/MPLX.txt
[2025-11-25T10:50:32.226817] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:50:32.226865] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:50:32.226906] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:50:32.226976] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:50:32.291659] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:50:32.292305] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:50:32.292404] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:50:32.292453] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:50:32.414764] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:50:32.414927] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:50:32.414972] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:50:32.415006] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:50:32.418389] [DEBUG] [FORECASTER] MPLX: Forecast T+1@11:T+2@11: UP (p=69.65%)
[2025-11-25T10:50:32.418894] [INFO ] [FORECASTER] Completed predict_future for MPLX
[2025-11-25T10:50:32.419148] [INFO ] [sig       ] MPLX: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:50:32.559183] [INFO ] [LOCAL     ] Saved forecast: MPLX	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/MPLX.txt
[2025-11-25T10:50:32.559387] [INFO ] [sig       ] [1212/2057] Completed MPLX in 0.3s | 2.88 sym/s | Total: 7.0m | ETA: 4.9m
[2025-11-25T10:50:32.559442] [INFO ] [sig       ] [1213/2057] Forecasting MPV...
[2025-11-25T10:50:32.559485] [INFO ] [sig       ] Generating forecast for: MPV
[2025-11-25T10:50:32.559529] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MPV' from 'https://tdm.silogroup.org/data/derivative_storage/MPV.csv'.
[2025-11-25T10:50:32.571908] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'MPV'.
[2025-11-25T10:50:32.572258] [INFO ] [FORECASTER] Starting predict_future for MPV
[2025-11-25T10:50:32.573082] [DEBUG] [LOCAL     ] No optimal features file found for MPV: ./output/feature-sets/MPV.txt
[2025-11-25T10:50:32.573153] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:50:32.573199] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:50:32.573241] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:50:32.573309] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:50:32.637782] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:50:32.638391] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:50:32.638491] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:50:32.638549] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:50:32.764252] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:50:32.764414] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:50:32.764458] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:50:32.764491] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:50:32.767818] [DEBUG] [FORECASTER] MPV: Forecast T+1@11:T+2@11: UP (p=52.06%)
[2025-11-25T10:50:32.768099] [INFO ] [FORECASTER] Completed predict_future for MPV
[2025-11-25T10:50:32.768257] [INFO ] [sig       ] MPV: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:50:32.908010] [INFO ] [LOCAL     ] Saved forecast: MPV	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/MPV.txt
[2025-11-25T10:50:32.908149] [INFO ] [sig       ] [1213/2057] Completed MPV in 0.3s | 2.88 sym/s | Total: 7.0m | ETA: 4.9m
[2025-11-25T10:50:32.908204] [INFO ] [sig       ] [1214/2057] Forecasting MPW...
[2025-11-25T10:50:32.908250] [INFO ] [sig       ] Generating forecast for: MPW
[2025-11-25T10:50:32.908291] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MPW' from 'https://tdm.silogroup.org/data/derivative_storage/MPW.csv'.
[2025-11-25T10:50:32.922171] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'MPW'.
[2025-11-25T10:50:32.922820] [INFO ] [FORECASTER] Starting predict_future for MPW
[2025-11-25T10:50:32.923793] [DEBUG] [LOCAL     ] No optimal features file found for MPW: ./output/feature-sets/MPW.txt
[2025-11-25T10:50:32.923867] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:50:32.923918] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:50:32.923962] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:50:32.924033] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:50:32.990764] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:50:32.991979] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:50:32.992096] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:50:32.992146] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:50:33.114191] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:50:33.114469] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:50:33.114523] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:50:33.114570] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:50:33.119123] [DEBUG] [FORECASTER] MPW: Forecast T+1@11:T+2@11: UP (p=73.41%)
[2025-11-25T10:50:33.119756] [INFO ] [FORECASTER] Completed predict_future for MPW
[2025-11-25T10:50:33.120032] [INFO ] [sig       ] MPW: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:50:33.265880] [INFO ] [LOCAL     ] Saved forecast: MPW	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/MPW.txt
[2025-11-25T10:50:33.266315] [INFO ] [sig       ] [1214/2057] Completed MPW in 0.4s | 2.88 sym/s | Total: 7.0m | ETA: 4.9m
[2025-11-25T10:50:33.266439] [INFO ] [sig       ] [1215/2057] Forecasting MPX...
[2025-11-25T10:50:33.266546] [INFO ] [sig       ] Generating forecast for: MPX
[2025-11-25T10:50:33.266675] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MPX' from 'https://tdm.silogroup.org/data/derivative_storage/MPX.csv'.
[2025-11-25T10:50:33.279524] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'MPX'.
[2025-11-25T10:50:33.280090] [INFO ] [FORECASTER] Starting predict_future for MPX
[2025-11-25T10:50:33.281077] [DEBUG] [LOCAL     ] No optimal features file found for MPX: ./output/feature-sets/MPX.txt
[2025-11-25T10:50:33.281154] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:50:33.281204] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:50:33.281246] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:50:33.281320] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:50:33.351379] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:50:33.352458] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:50:33.352568] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:50:33.352618] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:50:33.468800] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:50:33.469075] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:50:33.469128] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:50:33.469163] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:50:33.473352] [DEBUG] [FORECASTER] MPX: Forecast T+1@11:T+2@11: DOWN (p=46.54%)
[2025-11-25T10:50:33.473958] [INFO ] [FORECASTER] Completed predict_future for MPX
[2025-11-25T10:50:33.474258] [INFO ] [sig       ] MPX: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:50:33.617139] [INFO ] [LOCAL     ] Saved forecast: MPX	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/MPX.txt
[2025-11-25T10:50:33.617356] [INFO ] [sig       ] [1215/2057] Completed MPX in 0.4s | 2.88 sym/s | Total: 7.0m | ETA: 4.9m
[2025-11-25T10:50:33.617421] [INFO ] [sig       ] [1216/2057] Forecasting MQT...
[2025-11-25T10:50:33.617470] [INFO ] [sig       ] Generating forecast for: MQT
[2025-11-25T10:50:33.617515] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MQT' from 'https://tdm.silogroup.org/data/derivative_storage/MQT.csv'.
[2025-11-25T10:50:33.630747] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'MQT'.
[2025-11-25T10:50:33.631201] [INFO ] [FORECASTER] Starting predict_future for MQT
[2025-11-25T10:50:33.632054] [DEBUG] [LOCAL     ] No optimal features file found for MQT: ./output/feature-sets/MQT.txt
[2025-11-25T10:50:33.632127] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:50:33.632175] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:50:33.632215] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:50:33.632284] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:50:33.697688] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:50:33.698316] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:50:33.698416] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:50:33.698467] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:50:33.817406] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:50:33.817560] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:50:33.817614] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:50:33.817680] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:50:33.820929] [DEBUG] [FORECASTER] MQT: Forecast T+1@11:T+2@11: UP (p=68.76%)
[2025-11-25T10:50:33.821209] [INFO ] [FORECASTER] Completed predict_future for MQT
[2025-11-25T10:50:33.821382] [INFO ] [sig       ] MQT: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:50:33.961454] [INFO ] [LOCAL     ] Saved forecast: MQT	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/MQT.txt
[2025-11-25T10:50:33.961673] [INFO ] [sig       ] [1216/2057] Completed MQT in 0.3s | 2.88 sym/s | Total: 7.0m | ETA: 4.9m
[2025-11-25T10:50:33.961736] [INFO ] [sig       ] [1217/2057] Forecasting MQY...
[2025-11-25T10:50:33.961781] [INFO ] [sig       ] Generating forecast for: MQY
[2025-11-25T10:50:33.961825] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MQY' from 'https://tdm.silogroup.org/data/derivative_storage/MQY.csv'.
[2025-11-25T10:50:33.975982] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'MQY'.
[2025-11-25T10:50:33.976531] [INFO ] [FORECASTER] Starting predict_future for MQY
[2025-11-25T10:50:33.977527] [DEBUG] [LOCAL     ] No optimal features file found for MQY: ./output/feature-sets/MQY.txt
[2025-11-25T10:50:33.977603] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:50:33.977676] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:50:33.977723] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:50:33.977796] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:50:34.046353] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:50:34.047707] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:50:34.047826] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:50:34.047877] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:50:34.175457] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:50:34.176385] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:50:34.176443] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:50:34.176479] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:50:34.180517] [DEBUG] [FORECASTER] MQY: Forecast T+1@11:T+2@11: UP (p=95.36%)
[2025-11-25T10:50:34.180909] [INFO ] [FORECASTER] Completed predict_future for MQY
[2025-11-25T10:50:34.181133] [INFO ] [sig       ] MQY: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:50:34.327769] [INFO ] [LOCAL     ] Saved forecast: MQY	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/MQY.txt
[2025-11-25T10:50:34.328010] [INFO ] [sig       ] [1217/2057] Completed MQY in 0.4s | 2.88 sym/s | Total: 7.0m | ETA: 4.9m
[2025-11-25T10:50:34.328069] [INFO ] [sig       ] [1218/2057] Forecasting MRK...
[2025-11-25T10:50:34.328116] [INFO ] [sig       ] Generating forecast for: MRK
[2025-11-25T10:50:34.328162] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MRK' from 'https://tdm.silogroup.org/data/derivative_storage/MRK.csv'.
[2025-11-25T10:50:34.342189] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'MRK'.
[2025-11-25T10:50:34.342756] [INFO ] [FORECASTER] Starting predict_future for MRK
[2025-11-25T10:50:34.343568] [DEBUG] [LOCAL     ] No optimal features file found for MRK: ./output/feature-sets/MRK.txt
[2025-11-25T10:50:34.343657] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:50:34.343708] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:50:34.343755] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:50:34.343825] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:50:34.408900] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:50:34.409532] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:50:34.409667] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:50:34.409728] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:50:34.536034] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:50:34.536155] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:50:34.536197] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:50:34.536232] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:50:34.539422] [DEBUG] [FORECASTER] MRK: Forecast T+1@11:T+2@11: DOWN (p=45.41%)
[2025-11-25T10:50:34.539914] [INFO ] [FORECASTER] Completed predict_future for MRK
[2025-11-25T10:50:34.540166] [INFO ] [sig       ] MRK: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:50:34.681629] [INFO ] [LOCAL     ] Saved forecast: MRK	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/MRK.txt
[2025-11-25T10:50:34.681821] [INFO ] [sig       ] [1218/2057] Completed MRK in 0.4s | 2.88 sym/s | Total: 7.0m | ETA: 4.9m
[2025-11-25T10:50:34.681877] [INFO ] [sig       ] [1219/2057] Forecasting MS...
[2025-11-25T10:50:34.681922] [INFO ] [sig       ] Generating forecast for: MS
[2025-11-25T10:50:34.681965] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MS' from 'https://tdm.silogroup.org/data/derivative_storage/MS.csv'.
[2025-11-25T10:50:34.693888] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'MS'.
[2025-11-25T10:50:34.694270] [INFO ] [FORECASTER] Starting predict_future for MS
[2025-11-25T10:50:34.695106] [DEBUG] [LOCAL     ] No optimal features file found for MS: ./output/feature-sets/MS.txt
[2025-11-25T10:50:34.695179] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:50:34.695226] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:50:34.695267] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:50:34.695336] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:50:34.760375] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:50:34.761067] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:50:34.761162] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:50:34.761211] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:50:34.886759] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:50:34.886887] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:50:34.886930] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:50:34.886965] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:50:34.890079] [DEBUG] [FORECASTER] MS: Forecast T+1@11:T+2@11: UP (p=67.78%)
[2025-11-25T10:50:34.890504] [INFO ] [FORECASTER] Completed predict_future for MS
[2025-11-25T10:50:34.890766] [INFO ] [sig       ] MS: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:50:35.028990] [INFO ] [LOCAL     ] Saved forecast: MS	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/MS.txt
[2025-11-25T10:50:35.029128] [INFO ] [sig       ] [1219/2057] Completed MS in 0.3s | 2.88 sym/s | Total: 7.1m | ETA: 4.9m
[2025-11-25T10:50:35.029184] [INFO ] [sig       ] [1220/2057] Forecasting MSA...
[2025-11-25T10:50:35.029230] [INFO ] [sig       ] Generating forecast for: MSA
[2025-11-25T10:50:35.029273] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MSA' from 'https://tdm.silogroup.org/data/derivative_storage/MSA.csv'.
[2025-11-25T10:50:35.040982] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'MSA'.
[2025-11-25T10:50:35.041333] [INFO ] [FORECASTER] Starting predict_future for MSA
[2025-11-25T10:50:35.042141] [DEBUG] [LOCAL     ] No optimal features file found for MSA: ./output/feature-sets/MSA.txt
[2025-11-25T10:50:35.042212] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:50:35.042259] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:50:35.042302] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:50:35.042373] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:50:35.107452] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:50:35.108321] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:50:35.108422] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:50:35.108470] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:50:35.232219] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:50:35.232413] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:50:35.232483] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:50:35.232521] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:50:35.236244] [DEBUG] [FORECASTER] MSA: Forecast T+1@11:T+2@11: UP (p=97.72%)
[2025-11-25T10:50:35.236722] [INFO ] [FORECASTER] Completed predict_future for MSA
[2025-11-25T10:50:35.236957] [INFO ] [sig       ] MSA: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:50:35.379579] [INFO ] [LOCAL     ] Saved forecast: MSA	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/MSA.txt
[2025-11-25T10:50:35.379758] [INFO ] [sig       ] [1220/2057] Completed MSA in 0.4s | 2.88 sym/s | Total: 7.1m | ETA: 4.8m
[2025-11-25T10:50:35.379816] [INFO ] [sig       ] [1221/2057] Forecasting MSB...
[2025-11-25T10:50:35.379859] [INFO ] [sig       ] Generating forecast for: MSB
[2025-11-25T10:50:35.379901] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MSB' from 'https://tdm.silogroup.org/data/derivative_storage/MSB.csv'.
[2025-11-25T10:50:35.391918] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'MSB'.
[2025-11-25T10:50:35.392264] [INFO ] [FORECASTER] Starting predict_future for MSB
[2025-11-25T10:50:35.393050] [DEBUG] [LOCAL     ] No optimal features file found for MSB: ./output/feature-sets/MSB.txt
[2025-11-25T10:50:35.393120] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:50:35.393165] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:50:35.393206] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:50:35.393274] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:50:35.458353] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:50:35.458986] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:50:35.459079] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:50:35.459126] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:50:35.577812] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:50:35.577958] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:50:35.578000] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:50:35.578032] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:50:35.581231] [DEBUG] [FORECASTER] MSB: Forecast T+1@11:T+2@11: DOWN (p=40.21%)
[2025-11-25T10:50:35.581525] [INFO ] [FORECASTER] Completed predict_future for MSB
[2025-11-25T10:50:35.581712] [INFO ] [sig       ] MSB: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:50:35.722918] [INFO ] [LOCAL     ] Saved forecast: MSB	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/MSB.txt
[2025-11-25T10:50:35.723077] [INFO ] [sig       ] [1221/2057] Completed MSB in 0.3s | 2.88 sym/s | Total: 7.1m | ETA: 4.8m
[2025-11-25T10:50:35.723132] [INFO ] [sig       ] [1222/2057] Forecasting MSCI...
[2025-11-25T10:50:35.723180] [INFO ] [sig       ] Generating forecast for: MSCI
[2025-11-25T10:50:35.723221] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MSCI' from 'https://tdm.silogroup.org/data/derivative_storage/MSCI.csv'.
[2025-11-25T10:50:35.738611] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'MSCI'.
[2025-11-25T10:50:35.739277] [INFO ] [FORECASTER] Starting predict_future for MSCI
[2025-11-25T10:50:35.740424] [DEBUG] [LOCAL     ] No optimal features file found for MSCI: ./output/feature-sets/MSCI.txt
[2025-11-25T10:50:35.740501] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:50:35.740551] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:50:35.740593] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:50:35.740687] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:50:35.811108] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:50:35.812507] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:50:35.812675] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:50:35.812733] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:50:35.940184] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:50:35.940473] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:50:35.940526] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:50:35.940562] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:50:35.944493] [DEBUG] [FORECASTER] MSCI: Forecast T+1@11:T+2@11: DOWN (p=13.31%)
[2025-11-25T10:50:35.944835] [INFO ] [FORECASTER] Completed predict_future for MSCI
[2025-11-25T10:50:35.945014] [INFO ] [sig       ] MSCI: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:50:36.088699] [INFO ] [LOCAL     ] Saved forecast: MSCI	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/MSCI.txt
[2025-11-25T10:50:36.089013] [INFO ] [sig       ] [1222/2057] Completed MSCI in 0.4s | 2.88 sym/s | Total: 7.1m | ETA: 4.8m
[2025-11-25T10:50:36.089078] [INFO ] [sig       ] [1223/2057] Forecasting MSD...
[2025-11-25T10:50:36.089127] [INFO ] [sig       ] Generating forecast for: MSD
[2025-11-25T10:50:36.089174] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MSD' from 'https://tdm.silogroup.org/data/derivative_storage/MSD.csv'.
[2025-11-25T10:50:36.103680] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'MSD'.
[2025-11-25T10:50:36.104206] [INFO ] [FORECASTER] Starting predict_future for MSD
[2025-11-25T10:50:36.105071] [DEBUG] [LOCAL     ] No optimal features file found for MSD: ./output/feature-sets/MSD.txt
[2025-11-25T10:50:36.105142] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:50:36.105187] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:50:36.105227] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:50:36.105299] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:50:36.171709] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:50:36.172405] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:50:36.172514] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:50:36.172565] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:50:36.293364] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:50:36.293666] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:50:36.293755] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:50:36.293806] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:50:36.298064] [DEBUG] [FORECASTER] MSD: Forecast T+1@11:T+2@11: UP (p=67.86%)
[2025-11-25T10:50:36.298518] [INFO ] [FORECASTER] Completed predict_future for MSD
[2025-11-25T10:50:36.298759] [INFO ] [sig       ] MSD: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:50:36.442526] [INFO ] [LOCAL     ] Saved forecast: MSD	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/MSD.txt
[2025-11-25T10:50:36.442758] [INFO ] [sig       ] [1223/2057] Completed MSD in 0.4s | 2.88 sym/s | Total: 7.1m | ETA: 4.8m
[2025-11-25T10:50:36.442817] [INFO ] [sig       ] [1224/2057] Forecasting MSGE...
[2025-11-25T10:50:36.442863] [INFO ] [sig       ] Generating forecast for: MSGE
[2025-11-25T10:50:36.442907] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MSGE' from 'https://tdm.silogroup.org/data/derivative_storage/MSGE.csv'.
[2025-11-25T10:50:36.456351] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'MSGE'.
[2025-11-25T10:50:36.456963] [INFO ] [FORECASTER] Starting predict_future for MSGE
[2025-11-25T10:50:36.457946] [DEBUG] [LOCAL     ] No optimal features file found for MSGE: ./output/feature-sets/MSGE.txt
[2025-11-25T10:50:36.458016] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:50:36.458092] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:50:36.458135] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:50:36.458208] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:50:36.524803] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:50:36.526117] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:50:36.526252] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:50:36.526304] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:50:36.651395] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:50:36.651684] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:50:36.651747] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:50:36.651784] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:50:36.655722] [DEBUG] [FORECASTER] MSGE: Forecast T+1@11:T+2@11: DOWN (p=6.60%)
[2025-11-25T10:50:36.656054] [INFO ] [FORECASTER] Completed predict_future for MSGE
[2025-11-25T10:50:36.656226] [INFO ] [sig       ] MSGE: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:50:36.802479] [INFO ] [LOCAL     ] Saved forecast: MSGE	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/MSGE.txt
[2025-11-25T10:50:36.802766] [INFO ] [sig       ] [1224/2057] Completed MSGE in 0.4s | 2.88 sym/s | Total: 7.1m | ETA: 4.8m
[2025-11-25T10:50:36.802838] [INFO ] [sig       ] [1225/2057] Forecasting MSGS...
[2025-11-25T10:50:36.802901] [INFO ] [sig       ] Generating forecast for: MSGS
[2025-11-25T10:50:36.802949] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MSGS' from 'https://tdm.silogroup.org/data/derivative_storage/MSGS.csv'.
[2025-11-25T10:50:36.817064] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'MSGS'.
[2025-11-25T10:50:36.817489] [INFO ] [FORECASTER] Starting predict_future for MSGS
[2025-11-25T10:50:36.818316] [DEBUG] [LOCAL     ] No optimal features file found for MSGS: ./output/feature-sets/MSGS.txt
[2025-11-25T10:50:36.818388] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:50:36.818436] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:50:36.818477] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:50:36.818550] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:50:36.883906] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:50:36.884523] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:50:36.884618] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:50:36.884687] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:50:37.010084] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:50:37.010196] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:50:37.010236] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:50:37.010271] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:50:37.013342] [DEBUG] [FORECASTER] MSGS: Forecast T+1@11:T+2@11: UP (p=99.37%)
[2025-11-25T10:50:37.013620] [INFO ] [FORECASTER] Completed predict_future for MSGS
[2025-11-25T10:50:37.013843] [INFO ] [sig       ] MSGS: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:50:37.152693] [INFO ] [LOCAL     ] Saved forecast: MSGS	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/MSGS.txt
[2025-11-25T10:50:37.152844] [INFO ] [sig       ] [1225/2057] Completed MSGS in 0.3s | 2.88 sym/s | Total: 7.1m | ETA: 4.8m
[2025-11-25T10:50:37.152899] [INFO ] [sig       ] [1226/2057] Forecasting MSI...
[2025-11-25T10:50:37.152943] [INFO ] [sig       ] Generating forecast for: MSI
[2025-11-25T10:50:37.152984] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MSI' from 'https://tdm.silogroup.org/data/derivative_storage/MSI.csv'.
[2025-11-25T10:50:37.165818] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'MSI'.
[2025-11-25T10:50:37.166196] [INFO ] [FORECASTER] Starting predict_future for MSI
[2025-11-25T10:50:37.167014] [DEBUG] [LOCAL     ] No optimal features file found for MSI: ./output/feature-sets/MSI.txt
[2025-11-25T10:50:37.167104] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:50:37.167150] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:50:37.167190] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:50:37.167258] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:50:37.233074] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:50:37.234055] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:50:37.234161] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:50:37.234209] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:50:37.353159] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:50:37.353276] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:50:37.353317] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:50:37.353351] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:50:37.356459] [DEBUG] [FORECASTER] MSI: Forecast T+1@11:T+2@11: DOWN (p=18.97%)
[2025-11-25T10:50:37.356752] [INFO ] [FORECASTER] Completed predict_future for MSI
[2025-11-25T10:50:37.356918] [INFO ] [sig       ] MSI: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:50:37.495736] [INFO ] [LOCAL     ] Saved forecast: MSI	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/MSI.txt
[2025-11-25T10:50:37.495878] [INFO ] [sig       ] [1226/2057] Completed MSI in 0.3s | 2.88 sym/s | Total: 7.1m | ETA: 4.8m
[2025-11-25T10:50:37.495931] [INFO ] [sig       ] [1227/2057] Forecasting MSM...
[2025-11-25T10:50:37.495974] [INFO ] [sig       ] Generating forecast for: MSM
[2025-11-25T10:50:37.496015] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MSM' from 'https://tdm.silogroup.org/data/derivative_storage/MSM.csv'.
[2025-11-25T10:50:37.508515] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'MSM'.
[2025-11-25T10:50:37.508917] [INFO ] [FORECASTER] Starting predict_future for MSM
[2025-11-25T10:50:37.509762] [DEBUG] [LOCAL     ] No optimal features file found for MSM: ./output/feature-sets/MSM.txt
[2025-11-25T10:50:37.509830] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:50:37.509877] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:50:37.509917] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:50:37.509984] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:50:37.575332] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:50:37.576027] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:50:37.576121] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:50:37.576167] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:50:37.677223] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:50:37.677371] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:50:37.677415] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:50:37.677449] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:50:37.680671] [DEBUG] [FORECASTER] MSM: Forecast T+1@11:T+2@11: UP (p=51.08%)
[2025-11-25T10:50:37.680950] [INFO ] [FORECASTER] Completed predict_future for MSM
[2025-11-25T10:50:37.681089] [INFO ] [sig       ] MSM: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:50:37.838208] [INFO ] [LOCAL     ] Saved forecast: MSM	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/MSM.txt
[2025-11-25T10:50:37.838377] [INFO ] [sig       ] [1227/2057] Completed MSM in 0.3s | 2.88 sym/s | Total: 7.1m | ETA: 4.8m
[2025-11-25T10:50:37.838432] [INFO ] [sig       ] [1228/2057] Forecasting MT...
[2025-11-25T10:50:37.838484] [INFO ] [sig       ] Generating forecast for: MT
[2025-11-25T10:50:37.838528] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MT' from 'https://tdm.silogroup.org/data/derivative_storage/MT.csv'.
[2025-11-25T10:50:37.850122] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'MT'.
[2025-11-25T10:50:37.850484] [INFO ] [FORECASTER] Starting predict_future for MT
[2025-11-25T10:50:37.851284] [DEBUG] [LOCAL     ] No optimal features file found for MT: ./output/feature-sets/MT.txt
[2025-11-25T10:50:37.851354] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:50:37.851399] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:50:37.851438] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:50:37.851507] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:50:37.916825] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:50:37.917453] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:50:37.917548] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:50:37.917598] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:50:38.014870] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:50:38.014992] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:50:38.015035] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:50:38.015069] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:50:38.018176] [DEBUG] [FORECASTER] MT: Forecast T+1@11:T+2@11: UP (p=78.23%)
[2025-11-25T10:50:38.018449] [INFO ] [FORECASTER] Completed predict_future for MT
[2025-11-25T10:50:38.018594] [INFO ] [sig       ] MT: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:50:38.158167] [INFO ] [LOCAL     ] Saved forecast: MT	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/MT.txt
[2025-11-25T10:50:38.158307] [INFO ] [sig       ] [1228/2057] Completed MT in 0.3s | 2.88 sym/s | Total: 7.1m | ETA: 4.8m
[2025-11-25T10:50:38.158359] [INFO ] [sig       ] [1229/2057] Forecasting MTB...
[2025-11-25T10:50:38.158401] [INFO ] [sig       ] Generating forecast for: MTB
[2025-11-25T10:50:38.158441] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MTB' from 'https://tdm.silogroup.org/data/derivative_storage/MTB.csv'.
[2025-11-25T10:50:38.170338] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'MTB'.
[2025-11-25T10:50:38.170717] [INFO ] [FORECASTER] Starting predict_future for MTB
[2025-11-25T10:50:38.171490] [DEBUG] [LOCAL     ] No optimal features file found for MTB: ./output/feature-sets/MTB.txt
[2025-11-25T10:50:38.171559] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:50:38.171603] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:50:38.171665] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:50:38.171738] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:50:38.237457] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:50:38.238368] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:50:38.238470] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:50:38.238516] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:50:38.336413] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:50:38.336607] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:50:38.336685] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:50:38.336736] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:50:38.340177] [DEBUG] [FORECASTER] MTB: Forecast T+1@11:T+2@11: DOWN (p=4.27%)
[2025-11-25T10:50:38.340462] [INFO ] [FORECASTER] Completed predict_future for MTB
[2025-11-25T10:50:38.340597] [INFO ] [sig       ] MTB: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:50:38.481133] [INFO ] [LOCAL     ] Saved forecast: MTB	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/MTB.txt
[2025-11-25T10:50:38.481271] [INFO ] [sig       ] [1229/2057] Completed MTB in 0.3s | 2.88 sym/s | Total: 7.1m | ETA: 4.8m
[2025-11-25T10:50:38.481323] [INFO ] [sig       ] [1230/2057] Forecasting MTD...
[2025-11-25T10:50:38.481365] [INFO ] [sig       ] Generating forecast for: MTD
[2025-11-25T10:50:38.481406] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MTD' from 'https://tdm.silogroup.org/data/derivative_storage/MTD.csv'.
[2025-11-25T10:50:38.493830] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'MTD'.
[2025-11-25T10:50:38.494180] [INFO ] [FORECASTER] Starting predict_future for MTD
[2025-11-25T10:50:38.494997] [DEBUG] [LOCAL     ] No optimal features file found for MTD: ./output/feature-sets/MTD.txt
[2025-11-25T10:50:38.495064] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:50:38.495109] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:50:38.495152] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:50:38.495219] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:50:38.560528] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:50:38.561188] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:50:38.561281] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:50:38.561328] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:50:38.656699] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:50:38.656876] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:50:38.656922] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:50:38.656957] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:50:38.660315] [DEBUG] [FORECASTER] MTD: Forecast T+1@11:T+2@11: UP (p=62.69%)
[2025-11-25T10:50:38.660597] [INFO ] [FORECASTER] Completed predict_future for MTD
[2025-11-25T10:50:38.660755] [INFO ] [sig       ] MTD: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:50:38.804540] [INFO ] [LOCAL     ] Saved forecast: MTD	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/MTD.txt
[2025-11-25T10:50:38.804762] [INFO ] [sig       ] [1230/2057] Completed MTD in 0.3s | 2.88 sym/s | Total: 7.1m | ETA: 4.8m
[2025-11-25T10:50:38.804819] [INFO ] [sig       ] [1231/2057] Forecasting MTDR...
[2025-11-25T10:50:38.804863] [INFO ] [sig       ] Generating forecast for: MTDR
[2025-11-25T10:50:38.804903] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MTDR' from 'https://tdm.silogroup.org/data/derivative_storage/MTDR.csv'.
[2025-11-25T10:50:38.816410] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'MTDR'.
[2025-11-25T10:50:38.816799] [INFO ] [FORECASTER] Starting predict_future for MTDR
[2025-11-25T10:50:38.817583] [DEBUG] [LOCAL     ] No optimal features file found for MTDR: ./output/feature-sets/MTDR.txt
[2025-11-25T10:50:38.817690] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:50:38.817747] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:50:38.817796] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:50:38.817870] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:50:38.883178] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:50:38.883842] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:50:38.883934] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:50:38.883981] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:50:38.989403] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:50:38.989566] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:50:38.989612] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:50:38.989689] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:50:38.993074] [DEBUG] [FORECASTER] MTDR: Forecast T+1@11:T+2@11: UP (p=98.29%)
[2025-11-25T10:50:38.993370] [INFO ] [FORECASTER] Completed predict_future for MTDR
[2025-11-25T10:50:38.993520] [INFO ] [sig       ] MTDR: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:50:39.133171] [INFO ] [LOCAL     ] Saved forecast: MTDR	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/MTDR.txt
[2025-11-25T10:50:39.133309] [INFO ] [sig       ] [1231/2057] Completed MTDR in 0.3s | 2.88 sym/s | Total: 7.1m | ETA: 4.8m
[2025-11-25T10:50:39.133363] [INFO ] [sig       ] [1232/2057] Forecasting MTG...
[2025-11-25T10:50:39.133407] [INFO ] [sig       ] Generating forecast for: MTG
[2025-11-25T10:50:39.133448] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MTG' from 'https://tdm.silogroup.org/data/derivative_storage/MTG.csv'.
[2025-11-25T10:50:39.144577] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'MTG'.
[2025-11-25T10:50:39.144963] [INFO ] [FORECASTER] Starting predict_future for MTG
[2025-11-25T10:50:39.145806] [DEBUG] [LOCAL     ] No optimal features file found for MTG: ./output/feature-sets/MTG.txt
[2025-11-25T10:50:39.145878] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:50:39.145925] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:50:39.145964] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:50:39.146033] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:50:39.211489] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:50:39.212173] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:50:39.212267] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:50:39.212315] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:50:39.327496] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:50:39.327722] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:50:39.327814] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:50:39.327873] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:50:39.331472] [DEBUG] [FORECASTER] MTG: Forecast T+1@11:T+2@11: DOWN (p=6.05%)
[2025-11-25T10:50:39.331962] [INFO ] [FORECASTER] Completed predict_future for MTG
[2025-11-25T10:50:39.332210] [INFO ] [sig       ] MTG: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:50:39.478623] [INFO ] [LOCAL     ] Saved forecast: MTG	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/MTG.txt
[2025-11-25T10:50:39.478857] [INFO ] [sig       ] [1232/2057] Completed MTG in 0.3s | 2.88 sym/s | Total: 7.1m | ETA: 4.8m
[2025-11-25T10:50:39.478916] [INFO ] [sig       ] [1233/2057] Forecasting MTH...
[2025-11-25T10:50:39.478964] [INFO ] [sig       ] Generating forecast for: MTH
[2025-11-25T10:50:39.479007] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MTH' from 'https://tdm.silogroup.org/data/derivative_storage/MTH.csv'.
[2025-11-25T10:50:39.491909] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'MTH'.
[2025-11-25T10:50:39.492404] [INFO ] [FORECASTER] Starting predict_future for MTH
[2025-11-25T10:50:39.493329] [DEBUG] [LOCAL     ] No optimal features file found for MTH: ./output/feature-sets/MTH.txt
[2025-11-25T10:50:39.493408] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:50:39.493455] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:50:39.493498] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:50:39.493566] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:50:39.561721] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:50:39.562618] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:50:39.562751] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:50:39.562803] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:50:39.681905] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:50:39.682107] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:50:39.682154] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:50:39.682194] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:50:39.685704] [DEBUG] [FORECASTER] MTH: Forecast T+1@11:T+2@11: DOWN (p=6.14%)
[2025-11-25T10:50:39.686023] [INFO ] [FORECASTER] Completed predict_future for MTH
[2025-11-25T10:50:39.686182] [INFO ] [sig       ] MTH: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:50:39.828452] [INFO ] [LOCAL     ] Saved forecast: MTH	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/MTH.txt
[2025-11-25T10:50:39.828681] [INFO ] [sig       ] [1233/2057] Completed MTH in 0.3s | 2.88 sym/s | Total: 7.1m | ETA: 4.8m
[2025-11-25T10:50:39.828742] [INFO ] [sig       ] [1234/2057] Forecasting MTN...
[2025-11-25T10:50:39.828785] [INFO ] [sig       ] Generating forecast for: MTN
[2025-11-25T10:50:39.828831] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MTN' from 'https://tdm.silogroup.org/data/derivative_storage/MTN.csv'.
[2025-11-25T10:50:39.841516] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'MTN'.
[2025-11-25T10:50:39.842032] [INFO ] [FORECASTER] Starting predict_future for MTN
[2025-11-25T10:50:39.842884] [DEBUG] [LOCAL     ] No optimal features file found for MTN: ./output/feature-sets/MTN.txt
[2025-11-25T10:50:39.842956] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:50:39.843002] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:50:39.843042] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:50:39.843112] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:50:39.912141] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:50:39.913106] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:50:39.913215] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:50:39.913264] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:50:40.035895] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:50:40.036122] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:50:40.036173] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:50:40.036210] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:50:40.039720] [DEBUG] [FORECASTER] MTN: Forecast T+1@11:T+2@11: DOWN (p=21.73%)
[2025-11-25T10:50:40.040036] [INFO ] [FORECASTER] Completed predict_future for MTN
[2025-11-25T10:50:40.040206] [INFO ] [sig       ] MTN: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:50:40.183099] [INFO ] [LOCAL     ] Saved forecast: MTN	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/MTN.txt
[2025-11-25T10:50:40.183280] [INFO ] [sig       ] [1234/2057] Completed MTN in 0.4s | 2.88 sym/s | Total: 7.1m | ETA: 4.8m
[2025-11-25T10:50:40.183338] [INFO ] [sig       ] [1235/2057] Forecasting MTRN...
[2025-11-25T10:50:40.183381] [INFO ] [sig       ] Generating forecast for: MTRN
[2025-11-25T10:50:40.183423] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MTRN' from 'https://tdm.silogroup.org/data/derivative_storage/MTRN.csv'.
[2025-11-25T10:50:40.196312] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'MTRN'.
[2025-11-25T10:50:40.196794] [INFO ] [FORECASTER] Starting predict_future for MTRN
[2025-11-25T10:50:40.197599] [DEBUG] [LOCAL     ] No optimal features file found for MTRN: ./output/feature-sets/MTRN.txt
[2025-11-25T10:50:40.197701] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:50:40.197758] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:50:40.197811] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:50:40.197923] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:50:40.271036] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:50:40.272184] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:50:40.272317] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:50:40.272384] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:50:40.401968] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:50:40.402171] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:50:40.402218] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:50:40.402252] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:50:40.405730] [DEBUG] [FORECASTER] MTRN: Forecast T+1@11:T+2@11: DOWN (p=6.39%)
[2025-11-25T10:50:40.406041] [INFO ] [FORECASTER] Completed predict_future for MTRN
[2025-11-25T10:50:40.406200] [INFO ] [sig       ] MTRN: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:50:40.546868] [INFO ] [LOCAL     ] Saved forecast: MTRN	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/MTRN.txt
[2025-11-25T10:50:40.547066] [INFO ] [sig       ] [1235/2057] Completed MTRN in 0.4s | 2.88 sym/s | Total: 7.1m | ETA: 4.8m
[2025-11-25T10:50:40.547124] [INFO ] [sig       ] [1236/2057] Forecasting MTW...
[2025-11-25T10:50:40.547169] [INFO ] [sig       ] Generating forecast for: MTW
[2025-11-25T10:50:40.547209] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MTW' from 'https://tdm.silogroup.org/data/derivative_storage/MTW.csv'.
[2025-11-25T10:50:40.559638] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'MTW'.
[2025-11-25T10:50:40.560133] [INFO ] [FORECASTER] Starting predict_future for MTW
[2025-11-25T10:50:40.560959] [DEBUG] [LOCAL     ] No optimal features file found for MTW: ./output/feature-sets/MTW.txt
[2025-11-25T10:50:40.561032] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:50:40.561080] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:50:40.561122] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:50:40.561193] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:50:40.626713] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:50:40.627620] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:50:40.627750] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:50:40.627802] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:50:40.743742] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:50:40.743951] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:50:40.743998] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:50:40.744032] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:50:40.747491] [DEBUG] [FORECASTER] MTW: Forecast T+1@11:T+2@11: DOWN (p=38.24%)
[2025-11-25T10:50:40.747844] [INFO ] [FORECASTER] Completed predict_future for MTW
[2025-11-25T10:50:40.748008] [INFO ] [sig       ] MTW: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:50:40.891526] [INFO ] [LOCAL     ] Saved forecast: MTW	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/MTW.txt
[2025-11-25T10:50:40.891760] [INFO ] [sig       ] [1236/2057] Completed MTW in 0.3s | 2.88 sym/s | Total: 7.2m | ETA: 4.8m
[2025-11-25T10:50:40.891822] [INFO ] [sig       ] [1237/2057] Forecasting MTX...
[2025-11-25T10:50:40.891867] [INFO ] [sig       ] Generating forecast for: MTX
[2025-11-25T10:50:40.891912] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MTX' from 'https://tdm.silogroup.org/data/derivative_storage/MTX.csv'.
[2025-11-25T10:50:40.904617] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'MTX'.
[2025-11-25T10:50:40.905092] [INFO ] [FORECASTER] Starting predict_future for MTX
[2025-11-25T10:50:40.905888] [DEBUG] [LOCAL     ] No optimal features file found for MTX: ./output/feature-sets/MTX.txt
[2025-11-25T10:50:40.905998] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:50:40.906047] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:50:40.906088] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:50:40.906157] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:50:40.971328] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:50:40.972249] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:50:40.972358] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:50:40.972401] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:50:41.088891] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:50:41.089118] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:50:41.089165] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:50:41.089200] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:50:41.092725] [DEBUG] [FORECASTER] MTX: Forecast T+1@11:T+2@11: DOWN (p=34.06%)
[2025-11-25T10:50:41.093042] [INFO ] [FORECASTER] Completed predict_future for MTX
[2025-11-25T10:50:41.093197] [INFO ] [sig       ] MTX: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:50:41.233668] [INFO ] [LOCAL     ] Saved forecast: MTX	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/MTX.txt
[2025-11-25T10:50:41.233869] [INFO ] [sig       ] [1237/2057] Completed MTX in 0.3s | 2.88 sym/s | Total: 7.2m | ETA: 4.7m
[2025-11-25T10:50:41.233926] [INFO ] [sig       ] [1238/2057] Forecasting MTZ...
[2025-11-25T10:50:41.233971] [INFO ] [sig       ] Generating forecast for: MTZ
[2025-11-25T10:50:41.234015] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MTZ' from 'https://tdm.silogroup.org/data/derivative_storage/MTZ.csv'.
[2025-11-25T10:50:41.247098] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'MTZ'.
[2025-11-25T10:50:41.247586] [INFO ] [FORECASTER] Starting predict_future for MTZ
[2025-11-25T10:50:41.248560] [DEBUG] [LOCAL     ] No optimal features file found for MTZ: ./output/feature-sets/MTZ.txt
[2025-11-25T10:50:41.248668] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:50:41.248730] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:50:41.248782] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:50:41.248873] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:50:41.315922] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:50:41.316783] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:50:41.316882] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:50:41.316931] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:50:41.421421] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:50:41.421615] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:50:41.421682] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:50:41.421725] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:50:41.425241] [DEBUG] [FORECASTER] MTZ: Forecast T+1@11:T+2@11: UP (p=58.05%)
[2025-11-25T10:50:41.425535] [INFO ] [FORECASTER] Completed predict_future for MTZ
[2025-11-25T10:50:41.425713] [INFO ] [sig       ] MTZ: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:50:41.571577] [INFO ] [LOCAL     ] Saved forecast: MTZ	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/MTZ.txt
[2025-11-25T10:50:41.571761] [INFO ] [sig       ] [1238/2057] Completed MTZ in 0.3s | 2.88 sym/s | Total: 7.2m | ETA: 4.7m
[2025-11-25T10:50:41.571816] [INFO ] [sig       ] [1239/2057] Forecasting MUA...
[2025-11-25T10:50:41.571859] [INFO ] [sig       ] Generating forecast for: MUA
[2025-11-25T10:50:41.571897] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MUA' from 'https://tdm.silogroup.org/data/derivative_storage/MUA.csv'.
[2025-11-25T10:50:41.584002] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'MUA'.
[2025-11-25T10:50:41.584362] [INFO ] [FORECASTER] Starting predict_future for MUA
[2025-11-25T10:50:41.585291] [DEBUG] [LOCAL     ] No optimal features file found for MUA: ./output/feature-sets/MUA.txt
[2025-11-25T10:50:41.585361] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:50:41.585407] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:50:41.585450] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:50:41.585518] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:50:41.650416] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:50:41.651097] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:50:41.651191] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:50:41.651239] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:50:41.769815] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:50:41.770026] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:50:41.770189] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:50:41.770293] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:50:41.773857] [DEBUG] [FORECASTER] MUA: Forecast T+1@11:T+2@11: UP (p=96.05%)
[2025-11-25T10:50:41.774157] [INFO ] [FORECASTER] Completed predict_future for MUA
[2025-11-25T10:50:41.774399] [INFO ] [sig       ] MUA: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:50:41.915890] [INFO ] [LOCAL     ] Saved forecast: MUA	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/MUA.txt
[2025-11-25T10:50:41.916060] [INFO ] [sig       ] [1239/2057] Completed MUA in 0.3s | 2.88 sym/s | Total: 7.2m | ETA: 4.7m
[2025-11-25T10:50:41.916117] [INFO ] [sig       ] [1240/2057] Forecasting MUC...
[2025-11-25T10:50:41.916180] [INFO ] [sig       ] Generating forecast for: MUC
[2025-11-25T10:50:41.916236] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MUC' from 'https://tdm.silogroup.org/data/derivative_storage/MUC.csv'.
[2025-11-25T10:50:41.930956] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'MUC'.
[2025-11-25T10:50:41.931599] [INFO ] [FORECASTER] Starting predict_future for MUC
[2025-11-25T10:50:41.932600] [DEBUG] [LOCAL     ] No optimal features file found for MUC: ./output/feature-sets/MUC.txt
[2025-11-25T10:50:41.932691] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:50:41.932742] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:50:41.932789] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:50:41.932871] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:50:41.999819] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:50:42.001194] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:50:42.001411] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:50:42.001479] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:50:42.125893] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:50:42.126160] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:50:42.126213] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:50:42.126248] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:50:42.130433] [DEBUG] [FORECASTER] MUC: Forecast T+1@11:T+2@11: UP (p=57.81%)
[2025-11-25T10:50:42.130788] [INFO ] [FORECASTER] Completed predict_future for MUC
[2025-11-25T10:50:42.130965] [INFO ] [sig       ] MUC: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:50:42.274748] [INFO ] [LOCAL     ] Saved forecast: MUC	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/MUC.txt
[2025-11-25T10:50:42.274989] [INFO ] [sig       ] [1240/2057] Completed MUC in 0.4s | 2.88 sym/s | Total: 7.2m | ETA: 4.7m
[2025-11-25T10:50:42.275057] [INFO ] [sig       ] [1241/2057] Forecasting MUE...
[2025-11-25T10:50:42.275105] [INFO ] [sig       ] Generating forecast for: MUE
[2025-11-25T10:50:42.275150] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MUE' from 'https://tdm.silogroup.org/data/derivative_storage/MUE.csv'.
[2025-11-25T10:50:42.289046] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'MUE'.
[2025-11-25T10:50:42.289592] [INFO ] [FORECASTER] Starting predict_future for MUE
[2025-11-25T10:50:42.290496] [DEBUG] [LOCAL     ] No optimal features file found for MUE: ./output/feature-sets/MUE.txt
[2025-11-25T10:50:42.290570] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:50:42.290620] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:50:42.290699] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:50:42.290776] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:50:42.358101] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:50:42.359171] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:50:42.359289] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:50:42.359339] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:50:42.482660] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:50:42.482952] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:50:42.483005] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:50:42.483040] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:50:42.487168] [DEBUG] [FORECASTER] MUE: Forecast T+1@11:T+2@11: DOWN (p=4.29%)
[2025-11-25T10:50:42.487517] [INFO ] [FORECASTER] Completed predict_future for MUE
[2025-11-25T10:50:42.487713] [INFO ] [sig       ] MUE: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:50:42.629490] [INFO ] [LOCAL     ] Saved forecast: MUE	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/MUE.txt
[2025-11-25T10:50:42.629748] [INFO ] [sig       ] [1241/2057] Completed MUE in 0.4s | 2.88 sym/s | Total: 7.2m | ETA: 4.7m
[2025-11-25T10:50:42.629816] [INFO ] [sig       ] [1242/2057] Forecasting MUFG...
[2025-11-25T10:50:42.629862] [INFO ] [sig       ] Generating forecast for: MUFG
[2025-11-25T10:50:42.629907] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MUFG' from 'https://tdm.silogroup.org/data/derivative_storage/MUFG.csv'.
[2025-11-25T10:50:42.643706] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'MUFG'.
[2025-11-25T10:50:42.644202] [INFO ] [FORECASTER] Starting predict_future for MUFG
[2025-11-25T10:50:42.645128] [DEBUG] [LOCAL     ] No optimal features file found for MUFG: ./output/feature-sets/MUFG.txt
[2025-11-25T10:50:42.645202] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:50:42.645251] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:50:42.645294] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:50:42.645364] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:50:42.711588] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:50:42.712548] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:50:42.712684] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:50:42.712733] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:50:42.837476] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:50:42.837773] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:50:42.837857] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:50:42.837907] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:50:42.841916] [DEBUG] [FORECASTER] MUFG: Forecast T+1@11:T+2@11: DOWN (p=1.23%)
[2025-11-25T10:50:42.842281] [INFO ] [FORECASTER] Completed predict_future for MUFG
[2025-11-25T10:50:42.842460] [INFO ] [sig       ] MUFG: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:50:42.985671] [INFO ] [LOCAL     ] Saved forecast: MUFG	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/MUFG.txt
[2025-11-25T10:50:42.985947] [INFO ] [sig       ] [1242/2057] Completed MUFG in 0.4s | 2.88 sym/s | Total: 7.2m | ETA: 4.7m
[2025-11-25T10:50:42.986009] [INFO ] [sig       ] [1243/2057] Forecasting MUJ...
[2025-11-25T10:50:42.986055] [INFO ] [sig       ] Generating forecast for: MUJ
[2025-11-25T10:50:42.986093] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MUJ' from 'https://tdm.silogroup.org/data/derivative_storage/MUJ.csv'.
[2025-11-25T10:50:43.000087] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'MUJ'.
[2025-11-25T10:50:43.000731] [INFO ] [FORECASTER] Starting predict_future for MUJ
[2025-11-25T10:50:43.001717] [DEBUG] [LOCAL     ] No optimal features file found for MUJ: ./output/feature-sets/MUJ.txt
[2025-11-25T10:50:43.001800] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:50:43.001850] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:50:43.001894] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:50:43.001966] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:50:43.069352] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:50:43.070620] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:50:43.070806] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:50:43.070857] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:50:43.189613] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:50:43.189910] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:50:43.189963] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:50:43.189998] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:50:43.194130] [DEBUG] [FORECASTER] MUJ: Forecast T+1@11:T+2@11: UP (p=74.36%)
[2025-11-25T10:50:43.194482] [INFO ] [FORECASTER] Completed predict_future for MUJ
[2025-11-25T10:50:43.194692] [INFO ] [sig       ] MUJ: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:50:43.340787] [INFO ] [LOCAL     ] Saved forecast: MUJ	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/MUJ.txt
[2025-11-25T10:50:43.341057] [INFO ] [sig       ] [1243/2057] Completed MUJ in 0.4s | 2.88 sym/s | Total: 7.2m | ETA: 4.7m
[2025-11-25T10:50:43.341120] [INFO ] [sig       ] [1244/2057] Forecasting MUR...
[2025-11-25T10:50:43.341168] [INFO ] [sig       ] Generating forecast for: MUR
[2025-11-25T10:50:43.341213] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MUR' from 'https://tdm.silogroup.org/data/derivative_storage/MUR.csv'.
[2025-11-25T10:50:43.355785] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'MUR'.
[2025-11-25T10:50:43.356476] [INFO ] [FORECASTER] Starting predict_future for MUR
[2025-11-25T10:50:43.357563] [DEBUG] [LOCAL     ] No optimal features file found for MUR: ./output/feature-sets/MUR.txt
[2025-11-25T10:50:43.357669] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:50:43.357735] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:50:43.357795] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:50:43.357871] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:50:43.428187] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:50:43.429502] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:50:43.429626] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:50:43.429707] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:50:43.565708] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:50:43.566018] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:50:43.566114] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:50:43.566165] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:50:43.572472] [DEBUG] [FORECASTER] MUR: Forecast T+1@11:T+2@11: DOWN (p=38.66%)
[2025-11-25T10:50:43.573111] [INFO ] [FORECASTER] Completed predict_future for MUR
[2025-11-25T10:50:43.573373] [INFO ] [sig       ] MUR: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:50:43.728699] [INFO ] [LOCAL     ] Saved forecast: MUR	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/MUR.txt
[2025-11-25T10:50:43.728959] [INFO ] [sig       ] [1244/2057] Completed MUR in 0.4s | 2.88 sym/s | Total: 7.2m | ETA: 4.7m
[2025-11-25T10:50:43.729027] [INFO ] [sig       ] [1245/2057] Forecasting MUSA...
[2025-11-25T10:50:43.729073] [INFO ] [sig       ] Generating forecast for: MUSA
[2025-11-25T10:50:43.729117] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MUSA' from 'https://tdm.silogroup.org/data/derivative_storage/MUSA.csv'.
[2025-11-25T10:50:43.741638] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'MUSA'.
[2025-11-25T10:50:43.742146] [INFO ] [FORECASTER] Starting predict_future for MUSA
[2025-11-25T10:50:43.743039] [DEBUG] [LOCAL     ] No optimal features file found for MUSA: ./output/feature-sets/MUSA.txt
[2025-11-25T10:50:43.743113] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:50:43.743159] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:50:43.743199] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:50:43.743268] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:50:43.816875] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:50:43.817990] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:50:43.818105] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:50:43.818157] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:50:43.935625] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:50:43.935897] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:50:43.935978] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:50:43.936038] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:50:43.940266] [DEBUG] [FORECASTER] MUSA: Forecast T+1@11:T+2@11: DOWN (p=32.43%)
[2025-11-25T10:50:43.940679] [INFO ] [FORECASTER] Completed predict_future for MUSA
[2025-11-25T10:50:43.940867] [INFO ] [sig       ] MUSA: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:50:44.140389] [INFO ] [LOCAL     ] Saved forecast: MUSA	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/MUSA.txt
[2025-11-25T10:50:44.140676] [INFO ] [sig       ] [1245/2057] Completed MUSA in 0.4s | 2.88 sym/s | Total: 7.2m | ETA: 4.7m
[2025-11-25T10:50:44.140748] [INFO ] [sig       ] [1246/2057] Forecasting MUX...
[2025-11-25T10:50:44.140797] [INFO ] [sig       ] Generating forecast for: MUX
[2025-11-25T10:50:44.140855] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MUX' from 'https://tdm.silogroup.org/data/derivative_storage/MUX.csv'.
[2025-11-25T10:50:44.158461] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'MUX'.
[2025-11-25T10:50:44.159087] [INFO ] [FORECASTER] Starting predict_future for MUX
[2025-11-25T10:50:44.160278] [DEBUG] [LOCAL     ] No optimal features file found for MUX: ./output/feature-sets/MUX.txt
[2025-11-25T10:50:44.160374] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:50:44.160436] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:50:44.160490] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:50:44.160592] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:50:44.265827] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:50:44.267139] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:50:44.267288] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:50:44.267361] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:50:44.393034] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:50:44.393273] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:50:44.393349] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:50:44.393410] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:50:44.398633] [DEBUG] [FORECASTER] MUX: Forecast T+1@11:T+2@11: DOWN (p=37.65%)
[2025-11-25T10:50:44.399124] [INFO ] [FORECASTER] Completed predict_future for MUX
[2025-11-25T10:50:44.399339] [INFO ] [sig       ] MUX: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:50:44.583273] [INFO ] [LOCAL     ] Saved forecast: MUX	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/MUX.txt
[2025-11-25T10:50:44.583503] [INFO ] [sig       ] [1246/2057] Completed MUX in 0.4s | 2.88 sym/s | Total: 7.2m | ETA: 4.7m
[2025-11-25T10:50:44.583570] [INFO ] [sig       ] [1247/2057] Forecasting MVF...
[2025-11-25T10:50:44.583622] [INFO ] [sig       ] Generating forecast for: MVF
[2025-11-25T10:50:44.583686] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MVF' from 'https://tdm.silogroup.org/data/derivative_storage/MVF.csv'.
[2025-11-25T10:50:44.595381] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'MVF'.
[2025-11-25T10:50:44.595859] [INFO ] [FORECASTER] Starting predict_future for MVF
[2025-11-25T10:50:44.596686] [DEBUG] [LOCAL     ] No optimal features file found for MVF: ./output/feature-sets/MVF.txt
[2025-11-25T10:50:44.596754] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:50:44.596801] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:50:44.596840] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:50:44.596906] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:50:44.661737] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:50:44.662744] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:50:44.662860] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:50:44.662907] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:50:44.761905] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:50:44.762098] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:50:44.762148] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:50:44.762185] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:50:44.765787] [DEBUG] [FORECASTER] MVF: Forecast T+1@11:T+2@11: UP (p=91.48%)
[2025-11-25T10:50:44.766337] [INFO ] [FORECASTER] Completed predict_future for MVF
[2025-11-25T10:50:44.766585] [INFO ] [sig       ] MVF: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:50:44.926781] [INFO ] [LOCAL     ] Saved forecast: MVF	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/MVF.txt
[2025-11-25T10:50:44.926980] [INFO ] [sig       ] [1247/2057] Completed MVF in 0.3s | 2.88 sym/s | Total: 7.2m | ETA: 4.7m
[2025-11-25T10:50:44.927069] [INFO ] [sig       ] [1248/2057] Forecasting MVO...
[2025-11-25T10:50:44.927115] [INFO ] [sig       ] Generating forecast for: MVO
[2025-11-25T10:50:44.927150] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MVO' from 'https://tdm.silogroup.org/data/derivative_storage/MVO.csv'.
[2025-11-25T10:50:44.940974] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'MVO'.
[2025-11-25T10:50:44.941443] [INFO ] [FORECASTER] Starting predict_future for MVO
[2025-11-25T10:50:44.942288] [DEBUG] [LOCAL     ] No optimal features file found for MVO: ./output/feature-sets/MVO.txt
[2025-11-25T10:50:44.942360] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:50:44.942424] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:50:44.942466] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:50:44.942535] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:50:45.008085] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:50:45.009033] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:50:45.009136] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:50:45.009185] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:50:45.126313] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:50:45.126509] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:50:45.126556] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:50:45.126591] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:50:45.130138] [DEBUG] [FORECASTER] MVO: Forecast T+1@11:T+2@11: DOWN (p=3.02%)
[2025-11-25T10:50:45.130462] [INFO ] [FORECASTER] Completed predict_future for MVO
[2025-11-25T10:50:45.130630] [INFO ] [sig       ] MVO: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:50:45.272073] [INFO ] [LOCAL     ] Saved forecast: MVO	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/MVO.txt
[2025-11-25T10:50:45.272239] [INFO ] [sig       ] [1248/2057] Completed MVO in 0.3s | 2.88 sym/s | Total: 7.2m | ETA: 4.7m
[2025-11-25T10:50:45.272294] [INFO ] [sig       ] [1249/2057] Forecasting MVT...
[2025-11-25T10:50:45.272338] [INFO ] [sig       ] Generating forecast for: MVT
[2025-11-25T10:50:45.272382] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MVT' from 'https://tdm.silogroup.org/data/derivative_storage/MVT.csv'.
[2025-11-25T10:50:45.284601] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'MVT'.
[2025-11-25T10:50:45.285005] [INFO ] [FORECASTER] Starting predict_future for MVT
[2025-11-25T10:50:45.285824] [DEBUG] [LOCAL     ] No optimal features file found for MVT: ./output/feature-sets/MVT.txt
[2025-11-25T10:50:45.285897] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:50:45.285945] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:50:45.285986] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:50:45.286054] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:50:45.353022] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:50:45.353781] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:50:45.353888] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:50:45.353938] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:50:45.446415] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:50:45.446606] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:50:45.446672] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:50:45.446716] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:50:45.450098] [DEBUG] [FORECASTER] MVT: Forecast T+1@11:T+2@11: UP (p=92.30%)
[2025-11-25T10:50:45.450391] [INFO ] [FORECASTER] Completed predict_future for MVT
[2025-11-25T10:50:45.450555] [INFO ] [sig       ] MVT: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:50:45.605414] [INFO ] [LOCAL     ] Saved forecast: MVT	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/MVT.txt
[2025-11-25T10:50:45.605594] [INFO ] [sig       ] [1249/2057] Completed MVT in 0.3s | 2.88 sym/s | Total: 7.2m | ETA: 4.7m
[2025-11-25T10:50:45.605669] [INFO ] [sig       ] [1250/2057] Forecasting MWA...
[2025-11-25T10:50:45.605716] [INFO ] [sig       ] Generating forecast for: MWA
[2025-11-25T10:50:45.605759] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MWA' from 'https://tdm.silogroup.org/data/derivative_storage/MWA.csv'.
[2025-11-25T10:50:45.617475] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'MWA'.
[2025-11-25T10:50:45.617898] [INFO ] [FORECASTER] Starting predict_future for MWA
[2025-11-25T10:50:45.618702] [DEBUG] [LOCAL     ] No optimal features file found for MWA: ./output/feature-sets/MWA.txt
[2025-11-25T10:50:45.618771] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:50:45.618819] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:50:45.618860] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:50:45.618928] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:50:45.686828] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:50:45.687849] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:50:45.687975] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:50:45.688044] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:50:45.803794] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:50:45.803992] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:50:45.804040] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:50:45.804074] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:50:45.807535] [DEBUG] [FORECASTER] MWA: Forecast T+1@11:T+2@11: UP (p=88.90%)
[2025-11-25T10:50:45.807845] [INFO ] [FORECASTER] Completed predict_future for MWA
[2025-11-25T10:50:45.808018] [INFO ] [sig       ] MWA: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:50:45.950147] [INFO ] [LOCAL     ] Saved forecast: MWA	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/MWA.txt
[2025-11-25T10:50:45.950314] [INFO ] [sig       ] [1250/2057] Completed MWA in 0.3s | 2.88 sym/s | Total: 7.2m | ETA: 4.7m
[2025-11-25T10:50:45.950369] [INFO ] [sig       ] [1251/2057] Forecasting MX...
[2025-11-25T10:50:45.950412] [INFO ] [sig       ] Generating forecast for: MX
[2025-11-25T10:50:45.950455] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MX' from 'https://tdm.silogroup.org/data/derivative_storage/MX.csv'.
[2025-11-25T10:50:45.963183] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'MX'.
[2025-11-25T10:50:45.963667] [INFO ] [FORECASTER] Starting predict_future for MX
[2025-11-25T10:50:45.964491] [DEBUG] [LOCAL     ] No optimal features file found for MX: ./output/feature-sets/MX.txt
[2025-11-25T10:50:45.964566] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:50:45.964615] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:50:45.964679] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:50:45.964755] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:50:46.035517] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:50:46.036468] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:50:46.036577] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:50:46.036628] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:50:46.153074] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:50:46.153271] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:50:46.153322] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:50:46.153358] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:50:46.157424] [DEBUG] [FORECASTER] MX: Forecast T+1@11:T+2@11: UP (p=83.02%)
[2025-11-25T10:50:46.157759] [INFO ] [FORECASTER] Completed predict_future for MX
[2025-11-25T10:50:46.157932] [INFO ] [sig       ] MX: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:50:46.306433] [INFO ] [LOCAL     ] Saved forecast: MX	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/MX.txt
[2025-11-25T10:50:46.306800] [INFO ] [sig       ] [1251/2057] Completed MX in 0.4s | 2.88 sym/s | Total: 7.2m | ETA: 4.7m
[2025-11-25T10:50:46.306891] [INFO ] [sig       ] [1252/2057] Forecasting MXF...
[2025-11-25T10:50:46.306949] [INFO ] [sig       ] Generating forecast for: MXF
[2025-11-25T10:50:46.307017] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MXF' from 'https://tdm.silogroup.org/data/derivative_storage/MXF.csv'.
[2025-11-25T10:50:46.322323] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'MXF'.
[2025-11-25T10:50:46.322981] [INFO ] [FORECASTER] Starting predict_future for MXF
[2025-11-25T10:50:46.323982] [DEBUG] [LOCAL     ] No optimal features file found for MXF: ./output/feature-sets/MXF.txt
[2025-11-25T10:50:46.324057] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:50:46.324106] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:50:46.324147] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:50:46.324218] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:50:46.395966] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:50:46.397493] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:50:46.397640] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:50:46.397711] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:50:46.533848] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:50:46.534118] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:50:46.534192] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:50:46.534236] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:50:46.539248] [DEBUG] [FORECASTER] MXF: Forecast T+1@11:T+2@11: UP (p=95.55%)
[2025-11-25T10:50:46.539711] [INFO ] [FORECASTER] Completed predict_future for MXF
[2025-11-25T10:50:46.539974] [INFO ] [sig       ] MXF: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:50:46.705207] [INFO ] [LOCAL     ] Saved forecast: MXF	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/MXF.txt
[2025-11-25T10:50:46.705412] [INFO ] [sig       ] [1252/2057] Completed MXF in 0.4s | 2.88 sym/s | Total: 7.3m | ETA: 4.7m
[2025-11-25T10:50:46.705471] [INFO ] [sig       ] [1253/2057] Forecasting MYD...
[2025-11-25T10:50:46.705517] [INFO ] [sig       ] Generating forecast for: MYD
[2025-11-25T10:50:46.705558] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MYD' from 'https://tdm.silogroup.org/data/derivative_storage/MYD.csv'.
[2025-11-25T10:50:46.717730] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'MYD'.
[2025-11-25T10:50:46.718184] [INFO ] [FORECASTER] Starting predict_future for MYD
[2025-11-25T10:50:46.719047] [DEBUG] [LOCAL     ] No optimal features file found for MYD: ./output/feature-sets/MYD.txt
[2025-11-25T10:50:46.719120] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:50:46.719167] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:50:46.719209] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:50:46.719277] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:50:46.787737] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:50:46.788716] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:50:46.788844] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:50:46.788884] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:50:46.920262] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:50:46.920475] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:50:46.920525] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:50:46.920561] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:50:46.924156] [DEBUG] [FORECASTER] MYD: Forecast T+1@11:T+2@11: DOWN (p=9.19%)
[2025-11-25T10:50:46.924665] [INFO ] [FORECASTER] Completed predict_future for MYD
[2025-11-25T10:50:46.924904] [INFO ] [sig       ] MYD: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:50:47.070025] [INFO ] [LOCAL     ] Saved forecast: MYD	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/MYD.txt
[2025-11-25T10:50:47.070241] [INFO ] [sig       ] [1253/2057] Completed MYD in 0.4s | 2.88 sym/s | Total: 7.3m | ETA: 4.7m
[2025-11-25T10:50:47.070299] [INFO ] [sig       ] [1254/2057] Forecasting MYE...
[2025-11-25T10:50:47.070343] [INFO ] [sig       ] Generating forecast for: MYE
[2025-11-25T10:50:47.070387] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MYE' from 'https://tdm.silogroup.org/data/derivative_storage/MYE.csv'.
[2025-11-25T10:50:47.082336] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'MYE'.
[2025-11-25T10:50:47.082781] [INFO ] [FORECASTER] Starting predict_future for MYE
[2025-11-25T10:50:47.083561] [DEBUG] [LOCAL     ] No optimal features file found for MYE: ./output/feature-sets/MYE.txt
[2025-11-25T10:50:47.083630] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:50:47.083697] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:50:47.083739] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:50:47.083806] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:50:47.150313] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:50:47.151263] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:50:47.151370] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:50:47.151421] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:50:47.247733] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:50:47.247925] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:50:47.247973] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:50:47.248008] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:50:47.251397] [DEBUG] [FORECASTER] MYE: Forecast T+1@11:T+2@11: DOWN (p=44.09%)
[2025-11-25T10:50:47.251721] [INFO ] [FORECASTER] Completed predict_future for MYE
[2025-11-25T10:50:47.251872] [INFO ] [sig       ] MYE: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:50:47.393277] [INFO ] [LOCAL     ] Saved forecast: MYE	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/MYE.txt
[2025-11-25T10:50:47.393454] [INFO ] [sig       ] [1254/2057] Completed MYE in 0.3s | 2.88 sym/s | Total: 7.3m | ETA: 4.6m
[2025-11-25T10:50:47.393507] [INFO ] [sig       ] [1255/2057] Forecasting MYI...
[2025-11-25T10:50:47.393551] [INFO ] [sig       ] Generating forecast for: MYI
[2025-11-25T10:50:47.393590] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MYI' from 'https://tdm.silogroup.org/data/derivative_storage/MYI.csv'.
[2025-11-25T10:50:47.405948] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'MYI'.
[2025-11-25T10:50:47.406326] [INFO ] [FORECASTER] Starting predict_future for MYI
[2025-11-25T10:50:47.407172] [DEBUG] [LOCAL     ] No optimal features file found for MYI: ./output/feature-sets/MYI.txt
[2025-11-25T10:50:47.407241] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:50:47.407287] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:50:47.407328] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:50:47.407395] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:50:47.473102] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:50:47.473753] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:50:47.473846] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:50:47.473894] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:50:47.573581] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:50:47.573760] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:50:47.573811] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:50:47.573845] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:50:47.577235] [DEBUG] [FORECASTER] MYI: Forecast T+1@11:T+2@11: UP (p=95.77%)
[2025-11-25T10:50:47.577520] [INFO ] [FORECASTER] Completed predict_future for MYI
[2025-11-25T10:50:47.577685] [INFO ] [sig       ] MYI: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:50:47.717878] [INFO ] [LOCAL     ] Saved forecast: MYI	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/MYI.txt
[2025-11-25T10:50:47.718023] [INFO ] [sig       ] [1255/2057] Completed MYI in 0.3s | 2.88 sym/s | Total: 7.3m | ETA: 4.6m
[2025-11-25T10:50:47.718076] [INFO ] [sig       ] [1256/2057] Forecasting MYN...
[2025-11-25T10:50:47.718118] [INFO ] [sig       ] Generating forecast for: MYN
[2025-11-25T10:50:47.718158] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MYN' from 'https://tdm.silogroup.org/data/derivative_storage/MYN.csv'.
[2025-11-25T10:50:47.730300] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'MYN'.
[2025-11-25T10:50:47.730772] [INFO ] [FORECASTER] Starting predict_future for MYN
[2025-11-25T10:50:47.731580] [DEBUG] [LOCAL     ] No optimal features file found for MYN: ./output/feature-sets/MYN.txt
[2025-11-25T10:50:47.731682] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:50:47.731731] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:50:47.731772] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:50:47.731839] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:50:47.801152] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:50:47.802181] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:50:47.802288] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:50:47.802337] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:50:47.927172] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:50:47.927366] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:50:47.927413] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:50:47.927447] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:50:47.930908] [DEBUG] [FORECASTER] MYN: Forecast T+1@11:T+2@11: UP (p=76.68%)
[2025-11-25T10:50:47.931195] [INFO ] [FORECASTER] Completed predict_future for MYN
[2025-11-25T10:50:47.931335] [INFO ] [sig       ] MYN: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:50:48.071363] [INFO ] [LOCAL     ] Saved forecast: MYN	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/MYN.txt
[2025-11-25T10:50:48.071520] [INFO ] [sig       ] [1256/2057] Completed MYN in 0.4s | 2.88 sym/s | Total: 7.3m | ETA: 4.6m
[2025-11-25T10:50:48.071573] [INFO ] [sig       ] [1257/2057] Forecasting NABL...
[2025-11-25T10:50:48.071617] [INFO ] [sig       ] Generating forecast for: NABL
[2025-11-25T10:50:48.071692] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NABL' from 'https://tdm.silogroup.org/data/derivative_storage/NABL.csv'.
[2025-11-25T10:50:48.082898] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'NABL'.
[2025-11-25T10:50:48.083266] [INFO ] [FORECASTER] Starting predict_future for NABL
[2025-11-25T10:50:48.084076] [DEBUG] [LOCAL     ] No optimal features file found for NABL: ./output/feature-sets/NABL.txt
[2025-11-25T10:50:48.084147] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:50:48.084193] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:50:48.084243] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:50:48.084313] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:50:48.149726] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:50:48.150405] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:50:48.150501] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:50:48.150549] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:50:48.254635] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:50:48.254867] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:50:48.254935] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:50:48.254980] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:50:48.258913] [DEBUG] [FORECASTER] NABL: Forecast T+1@11:T+2@11: UP (p=98.33%)
[2025-11-25T10:50:48.259208] [INFO ] [FORECASTER] Completed predict_future for NABL
[2025-11-25T10:50:48.259362] [INFO ] [sig       ] NABL: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:50:48.401415] [INFO ] [LOCAL     ] Saved forecast: NABL	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/NABL.txt
[2025-11-25T10:50:48.401613] [INFO ] [sig       ] [1257/2057] Completed NABL in 0.3s | 2.88 sym/s | Total: 7.3m | ETA: 4.6m
[2025-11-25T10:50:48.401693] [INFO ] [sig       ] [1258/2057] Forecasting NAC...
[2025-11-25T10:50:48.401739] [INFO ] [sig       ] Generating forecast for: NAC
[2025-11-25T10:50:48.401780] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NAC' from 'https://tdm.silogroup.org/data/derivative_storage/NAC.csv'.
[2025-11-25T10:50:48.414567] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'NAC'.
[2025-11-25T10:50:48.415040] [INFO ] [FORECASTER] Starting predict_future for NAC
[2025-11-25T10:50:48.415850] [DEBUG] [LOCAL     ] No optimal features file found for NAC: ./output/feature-sets/NAC.txt
[2025-11-25T10:50:48.415920] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:50:48.415967] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:50:48.416007] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:50:48.416074] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:50:48.481576] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:50:48.482481] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:50:48.482582] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:50:48.482629] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:50:48.619588] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:50:48.619820] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:50:48.619882] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:50:48.619928] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:50:48.623818] [DEBUG] [FORECASTER] NAC: Forecast T+1@11:T+2@11: DOWN (p=4.96%)
[2025-11-25T10:50:48.624123] [INFO ] [FORECASTER] Completed predict_future for NAC
[2025-11-25T10:50:48.624285] [INFO ] [sig       ] NAC: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:50:48.765496] [INFO ] [LOCAL     ] Saved forecast: NAC	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/NAC.txt
[2025-11-25T10:50:48.765741] [INFO ] [sig       ] [1258/2057] Completed NAC in 0.4s | 2.88 sym/s | Total: 7.3m | ETA: 4.6m
[2025-11-25T10:50:48.765803] [INFO ] [sig       ] [1259/2057] Forecasting NAD...
[2025-11-25T10:50:48.765847] [INFO ] [sig       ] Generating forecast for: NAD
[2025-11-25T10:50:48.765890] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NAD' from 'https://tdm.silogroup.org/data/derivative_storage/NAD.csv'.
[2025-11-25T10:50:48.778389] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'NAD'.
[2025-11-25T10:50:48.778856] [INFO ] [FORECASTER] Starting predict_future for NAD
[2025-11-25T10:50:48.779682] [DEBUG] [LOCAL     ] No optimal features file found for NAD: ./output/feature-sets/NAD.txt
[2025-11-25T10:50:48.779751] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:50:48.779797] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:50:48.779838] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:50:48.779912] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:50:48.846775] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:50:48.847776] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:50:48.847879] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:50:48.847928] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:50:48.974725] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:50:48.974924] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:50:48.974970] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:50:48.975006] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:50:48.978600] [DEBUG] [FORECASTER] NAD: Forecast T+1@11:T+2@11: DOWN (p=5.92%)
[2025-11-25T10:50:48.978958] [INFO ] [FORECASTER] Completed predict_future for NAD
[2025-11-25T10:50:48.979313] [INFO ] [sig       ] NAD: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:50:49.121320] [INFO ] [LOCAL     ] Saved forecast: NAD	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/NAD.txt
[2025-11-25T10:50:49.121494] [INFO ] [sig       ] [1259/2057] Completed NAD in 0.4s | 2.88 sym/s | Total: 7.3m | ETA: 4.6m
[2025-11-25T10:50:49.121549] [INFO ] [sig       ] [1260/2057] Forecasting NAN...
[2025-11-25T10:50:49.121592] [INFO ] [sig       ] Generating forecast for: NAN
[2025-11-25T10:50:49.121636] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NAN' from 'https://tdm.silogroup.org/data/derivative_storage/NAN.csv'.
[2025-11-25T10:50:49.133213] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'NAN'.
[2025-11-25T10:50:49.133599] [INFO ] [FORECASTER] Starting predict_future for NAN
[2025-11-25T10:50:49.134400] [DEBUG] [LOCAL     ] No optimal features file found for NAN: ./output/feature-sets/NAN.txt
[2025-11-25T10:50:49.134473] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:50:49.134519] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:50:49.134561] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:50:49.134629] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:50:49.200935] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:50:49.201595] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:50:49.201711] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:50:49.201761] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:50:49.315489] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:50:49.315702] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:50:49.315759] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:50:49.315794] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:50:49.319235] [DEBUG] [FORECASTER] NAN: Forecast T+1@11:T+2@11: UP (p=68.45%)
[2025-11-25T10:50:49.319524] [INFO ] [FORECASTER] Completed predict_future for NAN
[2025-11-25T10:50:49.319692] [INFO ] [sig       ] NAN: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:50:49.463079] [INFO ] [LOCAL     ] Saved forecast: NAN	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/NAN.txt
[2025-11-25T10:50:49.463237] [INFO ] [sig       ] [1260/2057] Completed NAN in 0.3s | 2.88 sym/s | Total: 7.3m | ETA: 4.6m
[2025-11-25T10:50:49.463289] [INFO ] [sig       ] [1261/2057] Forecasting NAT...
[2025-11-25T10:50:49.463332] [INFO ] [sig       ] Generating forecast for: NAT
[2025-11-25T10:50:49.463374] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NAT' from 'https://tdm.silogroup.org/data/derivative_storage/NAT.csv'.
[2025-11-25T10:50:49.475225] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'NAT'.
[2025-11-25T10:50:49.475683] [INFO ] [FORECASTER] Starting predict_future for NAT
[2025-11-25T10:50:49.476471] [DEBUG] [LOCAL     ] No optimal features file found for NAT: ./output/feature-sets/NAT.txt
[2025-11-25T10:50:49.476556] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:50:49.476633] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:50:49.476713] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:50:49.476788] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:50:49.543991] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:50:49.544855] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:50:49.544954] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:50:49.545001] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:50:49.660556] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:50:49.660764] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:50:49.660838] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:50:49.660884] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:50:49.664309] [DEBUG] [FORECASTER] NAT: Forecast T+1@11:T+2@11: UP (p=93.05%)
[2025-11-25T10:50:49.664771] [INFO ] [FORECASTER] Completed predict_future for NAT
[2025-11-25T10:50:49.665018] [INFO ] [sig       ] NAT: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:50:49.807230] [INFO ] [LOCAL     ] Saved forecast: NAT	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/NAT.txt
[2025-11-25T10:50:49.807395] [INFO ] [sig       ] [1261/2057] Completed NAT in 0.3s | 2.88 sym/s | Total: 7.3m | ETA: 4.6m
[2025-11-25T10:50:49.807449] [INFO ] [sig       ] [1262/2057] Forecasting NATL...
[2025-11-25T10:50:49.807497] [INFO ] [sig       ] Generating forecast for: NATL
[2025-11-25T10:50:49.807551] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NATL' from 'https://tdm.silogroup.org/data/derivative_storage/NATL.csv'.
[2025-11-25T10:50:49.819929] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'NATL'.
[2025-11-25T10:50:49.820329] [INFO ] [FORECASTER] Starting predict_future for NATL
[2025-11-25T10:50:49.821133] [DEBUG] [LOCAL     ] No optimal features file found for NATL: ./output/feature-sets/NATL.txt
[2025-11-25T10:50:49.821204] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:50:49.821250] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:50:49.821292] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:50:49.821360] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:50:49.888399] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:50:49.889190] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:50:49.889289] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:50:49.889338] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:50:50.019843] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:50:50.020069] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:50:50.020119] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:50:50.020156] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:50:50.023754] [DEBUG] [FORECASTER] NATL: Forecast T+1@11:T+2@11: DOWN (p=18.91%)
[2025-11-25T10:50:50.024061] [INFO ] [FORECASTER] Completed predict_future for NATL
[2025-11-25T10:50:50.024219] [INFO ] [sig       ] NATL: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:50:50.177877] [INFO ] [LOCAL     ] Saved forecast: NATL	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/NATL.txt
[2025-11-25T10:50:50.178046] [INFO ] [sig       ] [1262/2057] Completed NATL in 0.4s | 2.88 sym/s | Total: 7.3m | ETA: 4.6m
[2025-11-25T10:50:50.178102] [INFO ] [sig       ] [1263/2057] Forecasting NAZ...
[2025-11-25T10:50:50.178147] [INFO ] [sig       ] Generating forecast for: NAZ
[2025-11-25T10:50:50.178191] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NAZ' from 'https://tdm.silogroup.org/data/derivative_storage/NAZ.csv'.
[2025-11-25T10:50:50.190548] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'NAZ'.
[2025-11-25T10:50:50.191049] [INFO ] [FORECASTER] Starting predict_future for NAZ
[2025-11-25T10:50:50.191959] [DEBUG] [LOCAL     ] No optimal features file found for NAZ: ./output/feature-sets/NAZ.txt
[2025-11-25T10:50:50.192049] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:50:50.192099] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:50:50.192142] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:50:50.192214] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:50:50.269346] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:50:50.270436] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:50:50.270559] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:50:50.270622] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:50:50.389227] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:50:50.389428] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:50:50.389475] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:50:50.389510] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:50:50.392935] [DEBUG] [FORECASTER] NAZ: Forecast T+1@11:T+2@11: UP (p=57.74%)
[2025-11-25T10:50:50.393223] [INFO ] [FORECASTER] Completed predict_future for NAZ
[2025-11-25T10:50:50.393376] [INFO ] [sig       ] NAZ: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:50:50.534362] [INFO ] [LOCAL     ] Saved forecast: NAZ	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/NAZ.txt
[2025-11-25T10:50:50.534558] [INFO ] [sig       ] [1263/2057] Completed NAZ in 0.4s | 2.88 sym/s | Total: 7.3m | ETA: 4.6m
[2025-11-25T10:50:50.534613] [INFO ] [sig       ] [1264/2057] Forecasting NBB...
[2025-11-25T10:50:50.534682] [INFO ] [sig       ] Generating forecast for: NBB
[2025-11-25T10:50:50.534728] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NBB' from 'https://tdm.silogroup.org/data/derivative_storage/NBB.csv'.
[2025-11-25T10:50:50.547240] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'NBB'.
[2025-11-25T10:50:50.547677] [INFO ] [FORECASTER] Starting predict_future for NBB
[2025-11-25T10:50:50.548488] [DEBUG] [LOCAL     ] No optimal features file found for NBB: ./output/feature-sets/NBB.txt
[2025-11-25T10:50:50.548558] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:50:50.548604] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:50:50.548664] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:50:50.548737] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:50:50.614704] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:50:50.615631] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:50:50.615757] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:50:50.615807] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:50:50.729620] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:50:50.729849] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:50:50.729897] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:50:50.729932] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:50:50.733449] [DEBUG] [FORECASTER] NBB: Forecast T+1@11:T+2@11: DOWN (p=8.53%)
[2025-11-25T10:50:50.733974] [INFO ] [FORECASTER] Completed predict_future for NBB
[2025-11-25T10:50:50.734212] [INFO ] [sig       ] NBB: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:50:50.886763] [INFO ] [LOCAL     ] Saved forecast: NBB	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/NBB.txt
[2025-11-25T10:50:50.886992] [INFO ] [sig       ] [1264/2057] Completed NBB in 0.4s | 2.88 sym/s | Total: 7.3m | ETA: 4.6m
[2025-11-25T10:50:50.887107] [INFO ] [sig       ] [1265/2057] Forecasting NBHC...
[2025-11-25T10:50:50.887175] [INFO ] [sig       ] Generating forecast for: NBHC
[2025-11-25T10:50:50.887236] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NBHC' from 'https://tdm.silogroup.org/data/derivative_storage/NBHC.csv'.
[2025-11-25T10:50:50.899454] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'NBHC'.
[2025-11-25T10:50:50.899932] [INFO ] [FORECASTER] Starting predict_future for NBHC
[2025-11-25T10:50:50.900761] [DEBUG] [LOCAL     ] No optimal features file found for NBHC: ./output/feature-sets/NBHC.txt
[2025-11-25T10:50:50.900829] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:50:50.900875] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:50:50.900915] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:50:50.900986] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:50:50.968540] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:50:50.969529] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:50:50.969636] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:50:50.969710] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:50:51.082401] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:50:51.082617] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:50:51.082690] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:50:51.082747] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:50:51.086291] [DEBUG] [FORECASTER] NBHC: Forecast T+1@11:T+2@11: UP (p=98.77%)
[2025-11-25T10:50:51.086637] [INFO ] [FORECASTER] Completed predict_future for NBHC
[2025-11-25T10:50:51.086840] [INFO ] [sig       ] NBHC: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:50:51.231904] [INFO ] [LOCAL     ] Saved forecast: NBHC	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/NBHC.txt
[2025-11-25T10:50:51.232100] [INFO ] [sig       ] [1265/2057] Completed NBHC in 0.3s | 2.88 sym/s | Total: 7.3m | ETA: 4.6m
[2025-11-25T10:50:51.232159] [INFO ] [sig       ] [1266/2057] Forecasting NBR...
[2025-11-25T10:50:51.232203] [INFO ] [sig       ] Generating forecast for: NBR
[2025-11-25T10:50:51.232245] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NBR' from 'https://tdm.silogroup.org/data/derivative_storage/NBR.csv'.
[2025-11-25T10:50:51.244425] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'NBR'.
[2025-11-25T10:50:51.244886] [INFO ] [FORECASTER] Starting predict_future for NBR
[2025-11-25T10:50:51.245710] [DEBUG] [LOCAL     ] No optimal features file found for NBR: ./output/feature-sets/NBR.txt
[2025-11-25T10:50:51.245782] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:50:51.245830] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:50:51.245870] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:50:51.245938] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:50:51.311153] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:50:51.312032] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:50:51.312136] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:50:51.312187] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:50:51.434489] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:50:51.434701] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:50:51.434756] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:50:51.434791] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:50:51.438251] [DEBUG] [FORECASTER] NBR: Forecast T+1@11:T+2@11: UP (p=64.04%)
[2025-11-25T10:50:51.438541] [INFO ] [FORECASTER] Completed predict_future for NBR
[2025-11-25T10:50:51.438739] [INFO ] [sig       ] NBR: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:50:51.579923] [INFO ] [LOCAL     ] Saved forecast: NBR	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/NBR.txt
[2025-11-25T10:50:51.580095] [INFO ] [sig       ] [1266/2057] Completed NBR in 0.3s | 2.88 sym/s | Total: 7.3m | ETA: 4.6m
[2025-11-25T10:50:51.580149] [INFO ] [sig       ] [1267/2057] Forecasting NBXG...
[2025-11-25T10:50:51.580195] [INFO ] [sig       ] Generating forecast for: NBXG
[2025-11-25T10:50:51.580239] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NBXG' from 'https://tdm.silogroup.org/data/derivative_storage/NBXG.csv'.
[2025-11-25T10:50:51.592606] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'NBXG'.
[2025-11-25T10:50:51.593024] [INFO ] [FORECASTER] Starting predict_future for NBXG
[2025-11-25T10:50:51.593823] [DEBUG] [LOCAL     ] No optimal features file found for NBXG: ./output/feature-sets/NBXG.txt
[2025-11-25T10:50:51.593894] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:50:51.593940] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:50:51.593981] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:50:51.594051] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:50:51.660980] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:50:51.661755] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:50:51.661852] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:50:51.661901] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:50:51.780023] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:50:51.780225] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:50:51.780274] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:50:51.780309] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:50:51.783944] [DEBUG] [FORECASTER] NBXG: Forecast T+1@11:T+2@11: DOWN (p=35.05%)
[2025-11-25T10:50:51.784340] [INFO ] [FORECASTER] Completed predict_future for NBXG
[2025-11-25T10:50:51.784537] [INFO ] [sig       ] NBXG: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:50:51.931706] [INFO ] [LOCAL     ] Saved forecast: NBXG	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/NBXG.txt
[2025-11-25T10:50:51.931893] [INFO ] [sig       ] [1267/2057] Completed NBXG in 0.4s | 2.88 sym/s | Total: 7.3m | ETA: 4.6m
[2025-11-25T10:50:51.931950] [INFO ] [sig       ] [1268/2057] Forecasting NC...
[2025-11-25T10:50:51.931995] [INFO ] [sig       ] Generating forecast for: NC
[2025-11-25T10:50:51.932038] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NC' from 'https://tdm.silogroup.org/data/derivative_storage/NC.csv'.
[2025-11-25T10:50:51.942619] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'NC'.
[2025-11-25T10:50:51.942992] [INFO ] [FORECASTER] Starting predict_future for NC
[2025-11-25T10:50:51.943819] [DEBUG] [LOCAL     ] No optimal features file found for NC: ./output/feature-sets/NC.txt
[2025-11-25T10:50:51.943891] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:50:51.943939] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:50:51.943983] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:50:51.944055] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:50:52.012944] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:50:52.013782] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:50:52.013882] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:50:52.013930] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:50:52.131067] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:50:52.131263] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:50:52.131316] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:50:52.131387] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:50:52.134910] [DEBUG] [FORECASTER] NC: Forecast T+1@11:T+2@11: DOWN (p=23.49%)
[2025-11-25T10:50:52.135213] [INFO ] [FORECASTER] Completed predict_future for NC
[2025-11-25T10:50:52.135365] [INFO ] [sig       ] NC: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:50:52.278386] [INFO ] [LOCAL     ] Saved forecast: NC	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/NC.txt
[2025-11-25T10:50:52.278589] [INFO ] [sig       ] [1268/2057] Completed NC in 0.3s | 2.88 sym/s | Total: 7.3m | ETA: 4.6m
[2025-11-25T10:50:52.278671] [INFO ] [sig       ] [1269/2057] Forecasting NCA...
[2025-11-25T10:50:52.278722] [INFO ] [sig       ] Generating forecast for: NCA
[2025-11-25T10:50:52.278771] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NCA' from 'https://tdm.silogroup.org/data/derivative_storage/NCA.csv'.
[2025-11-25T10:50:52.289964] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'NCA'.
[2025-11-25T10:50:52.290404] [INFO ] [FORECASTER] Starting predict_future for NCA
[2025-11-25T10:50:52.291212] [DEBUG] [LOCAL     ] No optimal features file found for NCA: ./output/feature-sets/NCA.txt
[2025-11-25T10:50:52.291283] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:50:52.291331] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:50:52.291371] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:50:52.291440] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:50:52.357324] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:50:52.358216] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:50:52.358319] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:50:52.358367] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:50:52.488103] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:50:52.488294] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:50:52.488340] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:50:52.488375] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:50:52.491962] [DEBUG] [FORECASTER] NCA: Forecast T+1@11:T+2@11: UP (p=97.09%)
[2025-11-25T10:50:52.492245] [INFO ] [FORECASTER] Completed predict_future for NCA
[2025-11-25T10:50:52.492412] [INFO ] [sig       ] NCA: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:50:52.636691] [INFO ] [LOCAL     ] Saved forecast: NCA	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/NCA.txt
[2025-11-25T10:50:52.636901] [INFO ] [sig       ] [1269/2057] Completed NCA in 0.4s | 2.88 sym/s | Total: 7.3m | ETA: 4.6m
[2025-11-25T10:50:52.636961] [INFO ] [sig       ] [1270/2057] Forecasting NCLH...
[2025-11-25T10:50:52.637010] [INFO ] [sig       ] Generating forecast for: NCLH
[2025-11-25T10:50:52.637081] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NCLH' from 'https://tdm.silogroup.org/data/derivative_storage/NCLH.csv'.
[2025-11-25T10:50:52.649777] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'NCLH'.
[2025-11-25T10:50:52.650230] [INFO ] [FORECASTER] Starting predict_future for NCLH
[2025-11-25T10:50:52.651038] [DEBUG] [LOCAL     ] No optimal features file found for NCLH: ./output/feature-sets/NCLH.txt
[2025-11-25T10:50:52.651109] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:50:52.651156] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:50:52.651198] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:50:52.651267] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:50:52.722170] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:50:52.723189] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:50:52.723291] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:50:52.723364] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:50:52.845335] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:50:52.845524] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:50:52.845571] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:50:52.845605] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:50:52.849080] [DEBUG] [FORECASTER] NCLH: Forecast T+1@11:T+2@11: UP (p=79.11%)
[2025-11-25T10:50:52.849457] [INFO ] [FORECASTER] Completed predict_future for NCLH
[2025-11-25T10:50:52.849702] [INFO ] [sig       ] NCLH: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:50:52.990576] [INFO ] [LOCAL     ] Saved forecast: NCLH	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/NCLH.txt
[2025-11-25T10:50:52.990750] [INFO ] [sig       ] [1270/2057] Completed NCLH in 0.4s | 2.88 sym/s | Total: 7.4m | ETA: 4.6m
[2025-11-25T10:50:52.990814] [INFO ] [sig       ] [1271/2057] Forecasting NCV...
[2025-11-25T10:50:52.990857] [INFO ] [sig       ] Generating forecast for: NCV
[2025-11-25T10:50:52.990900] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NCV' from 'https://tdm.silogroup.org/data/derivative_storage/NCV.csv'.
[2025-11-25T10:50:53.002551] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'NCV'.
[2025-11-25T10:50:53.002997] [INFO ] [FORECASTER] Starting predict_future for NCV
[2025-11-25T10:50:53.003798] [DEBUG] [LOCAL     ] No optimal features file found for NCV: ./output/feature-sets/NCV.txt
[2025-11-25T10:50:53.003873] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:50:53.003920] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:50:53.003962] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:50:53.004029] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:50:53.072406] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:50:53.073129] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:50:53.073225] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:50:53.073275] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:50:53.186498] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:50:53.186696] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:50:53.186762] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:50:53.186810] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:50:53.190385] [DEBUG] [FORECASTER] NCV: Forecast T+1@11:T+2@11: UP (p=96.89%)
[2025-11-25T10:50:53.190721] [INFO ] [FORECASTER] Completed predict_future for NCV
[2025-11-25T10:50:53.190885] [INFO ] [sig       ] NCV: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:50:53.332005] [INFO ] [LOCAL     ] Saved forecast: NCV	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/NCV.txt
[2025-11-25T10:50:53.332368] [INFO ] [sig       ] [1271/2057] Completed NCV in 0.3s | 2.88 sym/s | Total: 7.4m | ETA: 4.6m
[2025-11-25T10:50:53.332456] [INFO ] [sig       ] [1272/2057] Forecasting NCZ...
[2025-11-25T10:50:53.332506] [INFO ] [sig       ] Generating forecast for: NCZ
[2025-11-25T10:50:53.332550] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NCZ' from 'https://tdm.silogroup.org/data/derivative_storage/NCZ.csv'.
[2025-11-25T10:50:53.344987] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'NCZ'.
[2025-11-25T10:50:53.345439] [INFO ] [FORECASTER] Starting predict_future for NCZ
[2025-11-25T10:50:53.346310] [DEBUG] [LOCAL     ] No optimal features file found for NCZ: ./output/feature-sets/NCZ.txt
[2025-11-25T10:50:53.346383] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:50:53.346431] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:50:53.346493] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:50:53.346568] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:50:53.412553] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:50:53.413250] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:50:53.413346] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:50:53.413397] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:50:53.527745] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:50:53.527939] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:50:53.527985] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:50:53.528019] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:50:53.531838] [DEBUG] [FORECASTER] NCZ: Forecast T+1@11:T+2@11: UP (p=88.02%)
[2025-11-25T10:50:53.532130] [INFO ] [FORECASTER] Completed predict_future for NCZ
[2025-11-25T10:50:53.532284] [INFO ] [sig       ] NCZ: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:50:53.671301] [INFO ] [LOCAL     ] Saved forecast: NCZ	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/NCZ.txt
[2025-11-25T10:50:53.671476] [INFO ] [sig       ] [1272/2057] Completed NCZ in 0.3s | 2.88 sym/s | Total: 7.4m | ETA: 4.5m
[2025-11-25T10:50:53.671530] [INFO ] [sig       ] [1273/2057] Forecasting NDMO...
[2025-11-25T10:50:53.671576] [INFO ] [sig       ] Generating forecast for: NDMO
[2025-11-25T10:50:53.671620] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NDMO' from 'https://tdm.silogroup.org/data/derivative_storage/NDMO.csv'.
[2025-11-25T10:50:53.683846] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'NDMO'.
[2025-11-25T10:50:53.684385] [INFO ] [FORECASTER] Starting predict_future for NDMO
[2025-11-25T10:50:53.685235] [DEBUG] [LOCAL     ] No optimal features file found for NDMO: ./output/feature-sets/NDMO.txt
[2025-11-25T10:50:53.685307] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:50:53.685353] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:50:53.685395] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:50:53.685467] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:50:53.751374] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:50:53.752350] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:50:53.752469] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:50:53.752516] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:50:53.861522] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:50:53.861759] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:50:53.861829] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:50:53.861876] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:50:53.865626] [DEBUG] [FORECASTER] NDMO: Forecast T+1@11:T+2@11: UP (p=94.49%)
[2025-11-25T10:50:53.866054] [INFO ] [FORECASTER] Completed predict_future for NDMO
[2025-11-25T10:50:53.866248] [INFO ] [sig       ] NDMO: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:50:54.014353] [INFO ] [LOCAL     ] Saved forecast: NDMO	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/NDMO.txt
[2025-11-25T10:50:54.014540] [INFO ] [sig       ] [1273/2057] Completed NDMO in 0.3s | 2.88 sym/s | Total: 7.4m | ETA: 4.5m
[2025-11-25T10:50:54.014596] [INFO ] [sig       ] [1274/2057] Forecasting NE...
[2025-11-25T10:50:54.014666] [INFO ] [sig       ] Generating forecast for: NE
[2025-11-25T10:50:54.014713] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NE' from 'https://tdm.silogroup.org/data/derivative_storage/NE.csv'.
[2025-11-25T10:50:54.026441] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'NE'.
[2025-11-25T10:50:54.026914] [INFO ] [FORECASTER] Starting predict_future for NE
[2025-11-25T10:50:54.027825] [DEBUG] [LOCAL     ] No optimal features file found for NE: ./output/feature-sets/NE.txt
[2025-11-25T10:50:54.027899] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:50:54.027948] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:50:54.027992] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:50:54.028067] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:50:54.095953] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:50:54.097102] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:50:54.097231] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:50:54.097285] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:50:54.221669] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:50:54.221875] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:50:54.221924] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:50:54.221961] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:50:54.225512] [DEBUG] [FORECASTER] NE: Forecast T+1@11:T+2@11: UP (p=81.39%)
[2025-11-25T10:50:54.225859] [INFO ] [FORECASTER] Completed predict_future for NE
[2025-11-25T10:50:54.226051] [INFO ] [sig       ] NE: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:50:54.368837] [INFO ] [LOCAL     ] Saved forecast: NE	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/NE.txt
[2025-11-25T10:50:54.369025] [INFO ] [sig       ] [1274/2057] Completed NE in 0.4s | 2.88 sym/s | Total: 7.4m | ETA: 4.5m
[2025-11-25T10:50:54.369082] [INFO ] [sig       ] [1275/2057] Forecasting NEA...
[2025-11-25T10:50:54.369126] [INFO ] [sig       ] Generating forecast for: NEA
[2025-11-25T10:50:54.369167] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NEA' from 'https://tdm.silogroup.org/data/derivative_storage/NEA.csv'.
[2025-11-25T10:50:54.381668] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'NEA'.
[2025-11-25T10:50:54.382104] [INFO ] [FORECASTER] Starting predict_future for NEA
[2025-11-25T10:50:54.382909] [DEBUG] [LOCAL     ] No optimal features file found for NEA: ./output/feature-sets/NEA.txt
[2025-11-25T10:50:54.382983] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:50:54.383035] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:50:54.383079] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:50:54.383147] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:50:54.449680] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:50:54.450618] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:50:54.450743] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:50:54.450794] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:50:54.572873] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:50:54.573074] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:50:54.573121] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:50:54.573156] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:50:54.576596] [DEBUG] [FORECASTER] NEA: Forecast T+1@11:T+2@11: DOWN (p=23.03%)
[2025-11-25T10:50:54.576931] [INFO ] [FORECASTER] Completed predict_future for NEA
[2025-11-25T10:50:54.577308] [INFO ] [sig       ] NEA: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:50:54.719048] [INFO ] [LOCAL     ] Saved forecast: NEA	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/NEA.txt
[2025-11-25T10:50:54.719238] [INFO ] [sig       ] [1275/2057] Completed NEA in 0.4s | 2.88 sym/s | Total: 7.4m | ETA: 4.5m
[2025-11-25T10:50:54.719292] [INFO ] [sig       ] [1276/2057] Forecasting NEE...
[2025-11-25T10:50:54.719335] [INFO ] [sig       ] Generating forecast for: NEE
[2025-11-25T10:50:54.719377] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NEE' from 'https://tdm.silogroup.org/data/derivative_storage/NEE.csv'.
[2025-11-25T10:50:54.733794] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'NEE'.
[2025-11-25T10:50:54.734269] [INFO ] [FORECASTER] Starting predict_future for NEE
[2025-11-25T10:50:54.735084] [DEBUG] [LOCAL     ] No optimal features file found for NEE: ./output/feature-sets/NEE.txt
[2025-11-25T10:50:54.735154] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:50:54.735200] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:50:54.735241] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:50:54.735312] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:50:54.800590] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:50:54.801527] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:50:54.801664] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:50:54.801717] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:50:54.904221] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:50:54.904428] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:50:54.904483] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:50:54.904519] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:50:54.908110] [DEBUG] [FORECASTER] NEE: Forecast T+1@11:T+2@11: UP (p=68.13%)
[2025-11-25T10:50:54.908434] [INFO ] [FORECASTER] Completed predict_future for NEE
[2025-11-25T10:50:54.908599] [INFO ] [sig       ] NEE: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:50:55.051556] [INFO ] [LOCAL     ] Saved forecast: NEE	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/NEE.txt
[2025-11-25T10:50:55.051767] [INFO ] [sig       ] [1276/2057] Completed NEE in 0.3s | 2.88 sym/s | Total: 7.4m | ETA: 4.5m
[2025-11-25T10:50:55.051824] [INFO ] [sig       ] [1277/2057] Forecasting NEM...
[2025-11-25T10:50:55.051868] [INFO ] [sig       ] Generating forecast for: NEM
[2025-11-25T10:50:55.051910] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NEM' from 'https://tdm.silogroup.org/data/derivative_storage/NEM.csv'.
[2025-11-25T10:50:55.063484] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'NEM'.
[2025-11-25T10:50:55.063987] [INFO ] [FORECASTER] Starting predict_future for NEM
[2025-11-25T10:50:55.064845] [DEBUG] [LOCAL     ] No optimal features file found for NEM: ./output/feature-sets/NEM.txt
[2025-11-25T10:50:55.064922] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:50:55.064967] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:50:55.065007] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:50:55.065078] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:50:55.138818] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:50:55.139843] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:50:55.139962] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:50:55.140018] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:50:55.248951] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:50:55.249171] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:50:55.249223] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:50:55.249260] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:50:55.252806] [DEBUG] [FORECASTER] NEM: Forecast T+1@11:T+2@11: DOWN (p=1.97%)
[2025-11-25T10:50:55.253151] [INFO ] [FORECASTER] Completed predict_future for NEM
[2025-11-25T10:50:55.253310] [INFO ] [sig       ] NEM: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:50:55.398764] [INFO ] [LOCAL     ] Saved forecast: NEM	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/NEM.txt
[2025-11-25T10:50:55.399002] [INFO ] [sig       ] [1277/2057] Completed NEM in 0.3s | 2.88 sym/s | Total: 7.4m | ETA: 4.5m
[2025-11-25T10:50:55.399068] [INFO ] [sig       ] [1278/2057] Forecasting NET...
[2025-11-25T10:50:55.399126] [INFO ] [sig       ] Generating forecast for: NET
[2025-11-25T10:50:55.399176] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NET' from 'https://tdm.silogroup.org/data/derivative_storage/NET.csv'.
[2025-11-25T10:50:55.414486] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'NET'.
[2025-11-25T10:50:55.415019] [INFO ] [FORECASTER] Starting predict_future for NET
[2025-11-25T10:50:55.415966] [DEBUG] [LOCAL     ] No optimal features file found for NET: ./output/feature-sets/NET.txt
[2025-11-25T10:50:55.416044] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:50:55.416096] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:50:55.416143] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:50:55.416232] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:50:55.489506] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:50:55.490452] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:50:55.490563] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:50:55.490612] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:50:55.609597] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:50:55.609897] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:50:55.609964] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:50:55.610002] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:50:55.613953] [DEBUG] [FORECASTER] NET: Forecast T+1@11:T+2@11: UP (p=71.21%)
[2025-11-25T10:50:55.614505] [INFO ] [FORECASTER] Completed predict_future for NET
[2025-11-25T10:50:55.614766] [INFO ] [sig       ] NET: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:50:55.769518] [INFO ] [LOCAL     ] Saved forecast: NET	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/NET.txt
[2025-11-25T10:50:55.769702] [INFO ] [sig       ] [1278/2057] Completed NET in 0.4s | 2.88 sym/s | Total: 7.4m | ETA: 4.5m
[2025-11-25T10:50:55.769769] [INFO ] [sig       ] [1279/2057] Forecasting NEU...
[2025-11-25T10:50:55.769822] [INFO ] [sig       ] Generating forecast for: NEU
[2025-11-25T10:50:55.769864] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NEU' from 'https://tdm.silogroup.org/data/derivative_storage/NEU.csv'.
[2025-11-25T10:50:55.781459] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'NEU'.
[2025-11-25T10:50:55.781848] [INFO ] [FORECASTER] Starting predict_future for NEU
[2025-11-25T10:50:55.782816] [DEBUG] [LOCAL     ] No optimal features file found for NEU: ./output/feature-sets/NEU.txt
[2025-11-25T10:50:55.782887] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:50:55.782934] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:50:55.782978] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:50:55.783065] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:50:55.851835] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:50:55.852494] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:50:55.852598] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:50:55.852671] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:50:55.956401] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:50:55.956582] [INFO ] [FORECASTER] Trained on 342 historical samples with 26 features
[2025-11-25T10:50:55.956629] [INFO ] [FORECASTER] Stored all 344 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:50:55.956686] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:50:55.960184] [DEBUG] [FORECASTER] NEU: Forecast T+1@11:T+2@11: UP (p=69.39%)
[2025-11-25T10:50:55.960510] [INFO ] [FORECASTER] Completed predict_future for NEU
[2025-11-25T10:50:55.960703] [INFO ] [sig       ] NEU: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:50:56.103759] [INFO ] [LOCAL     ] Saved forecast: NEU	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/NEU.txt
[2025-11-25T10:50:56.103920] [INFO ] [sig       ] [1279/2057] Completed NEU in 0.3s | 2.88 sym/s | Total: 7.4m | ETA: 4.5m
[2025-11-25T10:50:56.103977] [INFO ] [sig       ] [1280/2057] Forecasting NEXA...
[2025-11-25T10:50:56.104022] [INFO ] [sig       ] Generating forecast for: NEXA
[2025-11-25T10:50:56.104064] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NEXA' from 'https://tdm.silogroup.org/data/derivative_storage/NEXA.csv'.
[2025-11-25T10:50:56.116678] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'NEXA'.
[2025-11-25T10:50:56.117153] [INFO ] [FORECASTER] Starting predict_future for NEXA
[2025-11-25T10:50:56.117987] [DEBUG] [LOCAL     ] No optimal features file found for NEXA: ./output/feature-sets/NEXA.txt
[2025-11-25T10:50:56.118057] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:50:56.118104] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:50:56.118144] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:50:56.118212] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:50:56.188552] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:50:56.189481] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:50:56.189599] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:50:56.189677] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:50:56.296531] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:50:56.296753] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:50:56.296809] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:50:56.296844] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:50:56.300432] [DEBUG] [FORECASTER] NEXA: Forecast T+1@11:T+2@11: DOWN (p=31.08%)
[2025-11-25T10:50:56.300808] [INFO ] [FORECASTER] Completed predict_future for NEXA
[2025-11-25T10:50:56.300977] [INFO ] [sig       ] NEXA: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:50:56.449895] [INFO ] [LOCAL     ] Saved forecast: NEXA	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/NEXA.txt
[2025-11-25T10:50:56.450095] [INFO ] [sig       ] [1280/2057] Completed NEXA in 0.3s | 2.88 sym/s | Total: 7.4m | ETA: 4.5m
[2025-11-25T10:50:56.450164] [INFO ] [sig       ] [1281/2057] Forecasting NFG...
[2025-11-25T10:50:56.450212] [INFO ] [sig       ] Generating forecast for: NFG
[2025-11-25T10:50:56.450259] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NFG' from 'https://tdm.silogroup.org/data/derivative_storage/NFG.csv'.
[2025-11-25T10:50:56.464166] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'NFG'.
[2025-11-25T10:50:56.464631] [INFO ] [FORECASTER] Starting predict_future for NFG
[2025-11-25T10:50:56.465512] [DEBUG] [LOCAL     ] No optimal features file found for NFG: ./output/feature-sets/NFG.txt
[2025-11-25T10:50:56.465588] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:50:56.465636] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:50:56.465699] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:50:56.465770] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:50:56.541430] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:50:56.542368] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:50:56.542470] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:50:56.542517] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:50:56.646388] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:50:56.646592] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:50:56.646719] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:50:56.646767] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:50:56.650185] [DEBUG] [FORECASTER] NFG: Forecast T+1@11:T+2@11: DOWN (p=49.71%)
[2025-11-25T10:50:56.650487] [INFO ] [FORECASTER] Completed predict_future for NFG
[2025-11-25T10:50:56.650662] [INFO ] [sig       ] NFG: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:50:56.795752] [INFO ] [LOCAL     ] Saved forecast: NFG	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/NFG.txt
[2025-11-25T10:50:56.795942] [INFO ] [sig       ] [1281/2057] Completed NFG in 0.3s | 2.88 sym/s | Total: 7.4m | ETA: 4.5m
[2025-11-25T10:50:56.795997] [INFO ] [sig       ] [1282/2057] Forecasting NFJ...
[2025-11-25T10:50:56.796041] [INFO ] [sig       ] Generating forecast for: NFJ
[2025-11-25T10:50:56.796078] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NFJ' from 'https://tdm.silogroup.org/data/derivative_storage/NFJ.csv'.
[2025-11-25T10:50:56.809090] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'NFJ'.
[2025-11-25T10:50:56.809525] [INFO ] [FORECASTER] Starting predict_future for NFJ
[2025-11-25T10:50:56.810573] [DEBUG] [LOCAL     ] No optimal features file found for NFJ: ./output/feature-sets/NFJ.txt
[2025-11-25T10:50:56.810664] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:50:56.810712] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:50:56.810755] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:50:56.810854] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:50:56.891457] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:50:56.892405] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:50:56.892513] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:50:56.892562] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:50:57.020511] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:50:57.020726] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:50:57.020781] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:50:57.020817] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:50:57.024279] [DEBUG] [FORECASTER] NFJ: Forecast T+1@11:T+2@11: UP (p=89.47%)
[2025-11-25T10:50:57.024575] [INFO ] [FORECASTER] Completed predict_future for NFJ
[2025-11-25T10:50:57.024746] [INFO ] [sig       ] NFJ: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:50:57.165472] [INFO ] [LOCAL     ] Saved forecast: NFJ	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/NFJ.txt
[2025-11-25T10:50:57.165677] [INFO ] [sig       ] [1282/2057] Completed NFJ in 0.4s | 2.88 sym/s | Total: 7.4m | ETA: 4.5m
[2025-11-25T10:50:57.165734] [INFO ] [sig       ] [1283/2057] Forecasting NGG...
[2025-11-25T10:50:57.165779] [INFO ] [sig       ] Generating forecast for: NGG
[2025-11-25T10:50:57.165822] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NGG' from 'https://tdm.silogroup.org/data/derivative_storage/NGG.csv'.
[2025-11-25T10:50:57.177330] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'NGG'.
[2025-11-25T10:50:57.177803] [INFO ] [FORECASTER] Starting predict_future for NGG
[2025-11-25T10:50:57.178583] [DEBUG] [LOCAL     ] No optimal features file found for NGG: ./output/feature-sets/NGG.txt
[2025-11-25T10:50:57.178678] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:50:57.178727] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:50:57.178769] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:50:57.178838] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:50:57.246459] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:50:57.247431] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:50:57.247539] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:50:57.247592] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:50:57.366743] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:50:57.366959] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:50:57.367009] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:50:57.367095] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:50:57.371003] [DEBUG] [FORECASTER] NGG: Forecast T+1@11:T+2@11: UP (p=95.46%)
[2025-11-25T10:50:57.371382] [INFO ] [FORECASTER] Completed predict_future for NGG
[2025-11-25T10:50:57.371548] [INFO ] [sig       ] NGG: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:50:57.518139] [INFO ] [LOCAL     ] Saved forecast: NGG	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/NGG.txt
[2025-11-25T10:50:57.518364] [INFO ] [sig       ] [1283/2057] Completed NGG in 0.4s | 2.88 sym/s | Total: 7.4m | ETA: 4.5m
[2025-11-25T10:50:57.518437] [INFO ] [sig       ] [1284/2057] Forecasting NGL...
[2025-11-25T10:50:57.518496] [INFO ] [sig       ] Generating forecast for: NGL
[2025-11-25T10:50:57.518558] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NGL' from 'https://tdm.silogroup.org/data/derivative_storage/NGL.csv'.
[2025-11-25T10:50:57.530365] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'NGL'.
[2025-11-25T10:50:57.530914] [INFO ] [FORECASTER] Starting predict_future for NGL
[2025-11-25T10:50:57.531787] [DEBUG] [LOCAL     ] No optimal features file found for NGL: ./output/feature-sets/NGL.txt
[2025-11-25T10:50:57.531869] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:50:57.531930] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:50:57.531986] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:50:57.532077] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:50:57.600074] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:50:57.601086] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:50:57.601235] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:50:57.601298] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:50:57.736663] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:50:57.736883] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:50:57.736935] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:50:57.736974] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:50:57.741293] [DEBUG] [FORECASTER] NGL: Forecast T+1@11:T+2@11: DOWN (p=44.02%)
[2025-11-25T10:50:57.741829] [INFO ] [FORECASTER] Completed predict_future for NGL
[2025-11-25T10:50:57.742085] [INFO ] [sig       ] NGL: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:50:57.910476] [INFO ] [LOCAL     ] Saved forecast: NGL	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/NGL.txt
[2025-11-25T10:50:57.910689] [INFO ] [sig       ] [1284/2057] Completed NGL in 0.4s | 2.88 sym/s | Total: 7.4m | ETA: 4.5m
[2025-11-25T10:50:57.910746] [INFO ] [sig       ] [1285/2057] Forecasting NGS...
[2025-11-25T10:50:57.910789] [INFO ] [sig       ] Generating forecast for: NGS
[2025-11-25T10:50:57.910832] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NGS' from 'https://tdm.silogroup.org/data/derivative_storage/NGS.csv'.
[2025-11-25T10:50:57.925754] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'NGS'.
[2025-11-25T10:50:57.926273] [INFO ] [FORECASTER] Starting predict_future for NGS
[2025-11-25T10:50:57.927489] [DEBUG] [LOCAL     ] No optimal features file found for NGS: ./output/feature-sets/NGS.txt
[2025-11-25T10:50:57.927593] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:50:57.927721] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:50:57.927794] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:50:57.927909] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:50:58.014522] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:50:58.015441] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:50:58.015548] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:50:58.015597] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:50:58.104187] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:50:58.104404] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:50:58.104473] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:50:58.104529] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:50:58.109323] [DEBUG] [FORECASTER] NGS: Forecast T+1@11:T+2@11: DOWN (p=25.56%)
[2025-11-25T10:50:58.109729] [INFO ] [FORECASTER] Completed predict_future for NGS
[2025-11-25T10:50:58.109911] [INFO ] [sig       ] NGS: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:50:58.255558] [INFO ] [LOCAL     ] Saved forecast: NGS	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/NGS.txt
[2025-11-25T10:50:58.255762] [INFO ] [sig       ] [1285/2057] Completed NGS in 0.3s | 2.88 sym/s | Total: 7.4m | ETA: 4.5m
[2025-11-25T10:50:58.255821] [INFO ] [sig       ] [1286/2057] Forecasting NGVC...
[2025-11-25T10:50:58.255866] [INFO ] [sig       ] Generating forecast for: NGVC
[2025-11-25T10:50:58.255911] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NGVC' from 'https://tdm.silogroup.org/data/derivative_storage/NGVC.csv'.
[2025-11-25T10:50:58.267430] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'NGVC'.
[2025-11-25T10:50:58.267888] [INFO ] [FORECASTER] Starting predict_future for NGVC
[2025-11-25T10:50:58.268752] [DEBUG] [LOCAL     ] No optimal features file found for NGVC: ./output/feature-sets/NGVC.txt
[2025-11-25T10:50:58.268825] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:50:58.268871] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:50:58.268914] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:50:58.268984] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:50:58.337057] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:50:58.338062] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:50:58.338188] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:50:58.338247] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:50:58.436233] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:50:58.436429] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:50:58.436478] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:50:58.436514] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:50:58.440179] [DEBUG] [FORECASTER] NGVC: Forecast T+1@11:T+2@11: DOWN (p=7.25%)
[2025-11-25T10:50:58.440691] [INFO ] [FORECASTER] Completed predict_future for NGVC
[2025-11-25T10:50:58.440928] [INFO ] [sig       ] NGVC: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:50:58.586664] [INFO ] [LOCAL     ] Saved forecast: NGVC	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/NGVC.txt
[2025-11-25T10:50:58.586840] [INFO ] [sig       ] [1286/2057] Completed NGVC in 0.3s | 2.88 sym/s | Total: 7.4m | ETA: 4.5m
[2025-11-25T10:50:58.586898] [INFO ] [sig       ] [1287/2057] Forecasting NGVT...
[2025-11-25T10:50:58.586942] [INFO ] [sig       ] Generating forecast for: NGVT
[2025-11-25T10:50:58.586987] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NGVT' from 'https://tdm.silogroup.org/data/derivative_storage/NGVT.csv'.
[2025-11-25T10:50:58.598713] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'NGVT'.
[2025-11-25T10:50:58.599200] [INFO ] [FORECASTER] Starting predict_future for NGVT
[2025-11-25T10:50:58.600112] [DEBUG] [LOCAL     ] No optimal features file found for NGVT: ./output/feature-sets/NGVT.txt
[2025-11-25T10:50:58.600186] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:50:58.600238] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:50:58.600279] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:50:58.600348] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:50:58.671867] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:50:58.672822] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:50:58.672972] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:50:58.673025] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:50:58.792578] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:50:58.792796] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:50:58.792889] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:50:58.792949] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:50:58.796564] [DEBUG] [FORECASTER] NGVT: Forecast T+1@11:T+2@11: DOWN (p=8.96%)
[2025-11-25T10:50:58.796901] [INFO ] [FORECASTER] Completed predict_future for NGVT
[2025-11-25T10:50:58.797114] [INFO ] [sig       ] NGVT: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:50:58.948556] [INFO ] [LOCAL     ] Saved forecast: NGVT	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/NGVT.txt
[2025-11-25T10:50:58.948769] [INFO ] [sig       ] [1287/2057] Completed NGVT in 0.4s | 2.88 sym/s | Total: 7.5m | ETA: 4.5m
[2025-11-25T10:50:58.948828] [INFO ] [sig       ] [1288/2057] Forecasting NHI...
[2025-11-25T10:50:58.948872] [INFO ] [sig       ] Generating forecast for: NHI
[2025-11-25T10:50:58.948915] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NHI' from 'https://tdm.silogroup.org/data/derivative_storage/NHI.csv'.
[2025-11-25T10:50:58.960439] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'NHI'.
[2025-11-25T10:50:58.960938] [INFO ] [FORECASTER] Starting predict_future for NHI
[2025-11-25T10:50:58.961794] [DEBUG] [LOCAL     ] No optimal features file found for NHI: ./output/feature-sets/NHI.txt
[2025-11-25T10:50:58.961864] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:50:58.961914] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:50:58.961954] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:50:58.962024] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:50:59.030139] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:50:59.031074] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:50:59.031179] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:50:59.031227] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:50:59.148784] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:50:59.148994] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:50:59.149041] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:50:59.149077] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:50:59.152690] [DEBUG] [FORECASTER] NHI: Forecast T+1@11:T+2@11: DOWN (p=10.03%)
[2025-11-25T10:50:59.153047] [INFO ] [FORECASTER] Completed predict_future for NHI
[2025-11-25T10:50:59.153265] [INFO ] [sig       ] NHI: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:50:59.299002] [INFO ] [LOCAL     ] Saved forecast: NHI	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/NHI.txt
[2025-11-25T10:50:59.299169] [INFO ] [sig       ] [1288/2057] Completed NHI in 0.4s | 2.88 sym/s | Total: 7.5m | ETA: 4.5m
[2025-11-25T10:50:59.299224] [INFO ] [sig       ] [1289/2057] Forecasting NI...
[2025-11-25T10:50:59.299275] [INFO ] [sig       ] Generating forecast for: NI
[2025-11-25T10:50:59.299319] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NI' from 'https://tdm.silogroup.org/data/derivative_storage/NI.csv'.
[2025-11-25T10:50:59.311279] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'NI'.
[2025-11-25T10:50:59.311734] [INFO ] [FORECASTER] Starting predict_future for NI
[2025-11-25T10:50:59.312524] [DEBUG] [LOCAL     ] No optimal features file found for NI: ./output/feature-sets/NI.txt
[2025-11-25T10:50:59.312597] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:50:59.312667] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:50:59.312712] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:50:59.312785] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:50:59.381014] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:50:59.381966] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:50:59.382071] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:50:59.382123] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:50:59.506787] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:50:59.507036] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:50:59.507088] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:50:59.507125] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:50:59.510600] [DEBUG] [FORECASTER] NI: Forecast T+1@11:T+2@11: DOWN (p=23.33%)
[2025-11-25T10:50:59.510917] [INFO ] [FORECASTER] Completed predict_future for NI
[2025-11-25T10:50:59.511077] [INFO ] [sig       ] NI: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:50:59.656783] [INFO ] [LOCAL     ] Saved forecast: NI	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/NI.txt
[2025-11-25T10:50:59.656988] [INFO ] [sig       ] [1289/2057] Completed NI in 0.4s | 2.88 sym/s | Total: 7.5m | ETA: 4.4m
[2025-11-25T10:50:59.657072] [INFO ] [sig       ] [1290/2057] Forecasting NIC...
[2025-11-25T10:50:59.657130] [INFO ] [sig       ] Generating forecast for: NIC
[2025-11-25T10:50:59.657184] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NIC' from 'https://tdm.silogroup.org/data/derivative_storage/NIC.csv'.
[2025-11-25T10:50:59.669663] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'NIC'.
[2025-11-25T10:50:59.670164] [INFO ] [FORECASTER] Starting predict_future for NIC
[2025-11-25T10:50:59.671030] [DEBUG] [LOCAL     ] No optimal features file found for NIC: ./output/feature-sets/NIC.txt
[2025-11-25T10:50:59.671100] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:50:59.671145] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:50:59.671200] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:50:59.671278] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:50:59.738777] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:50:59.739771] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:50:59.739873] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:50:59.739922] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:50:59.872592] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:50:59.872822] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:50:59.872872] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:50:59.872907] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:50:59.876373] [DEBUG] [FORECASTER] NIC: Forecast T+1@11:T+2@11: DOWN (p=12.48%)
[2025-11-25T10:50:59.876711] [INFO ] [FORECASTER] Completed predict_future for NIC
[2025-11-25T10:50:59.876872] [INFO ] [sig       ] NIC: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:51:00.028602] [INFO ] [LOCAL     ] Saved forecast: NIC	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/NIC.txt
[2025-11-25T10:51:00.028835] [INFO ] [sig       ] [1290/2057] Completed NIC in 0.4s | 2.88 sym/s | Total: 7.5m | ETA: 4.4m
[2025-11-25T10:51:00.028895] [INFO ] [sig       ] [1291/2057] Forecasting NIE...
[2025-11-25T10:51:00.028937] [INFO ] [sig       ] Generating forecast for: NIE
[2025-11-25T10:51:00.028980] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NIE' from 'https://tdm.silogroup.org/data/derivative_storage/NIE.csv'.
[2025-11-25T10:51:00.040711] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'NIE'.
[2025-11-25T10:51:00.041163] [INFO ] [FORECASTER] Starting predict_future for NIE
[2025-11-25T10:51:00.041991] [DEBUG] [LOCAL     ] No optimal features file found for NIE: ./output/feature-sets/NIE.txt
[2025-11-25T10:51:00.042061] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:51:00.042106] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:51:00.042146] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:51:00.042213] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:51:00.112308] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:51:00.113216] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:51:00.113317] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:51:00.113364] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:51:00.220407] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:51:00.220639] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:51:00.220731] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:51:00.220798] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:51:00.224543] [DEBUG] [FORECASTER] NIE: Forecast T+1@11:T+2@11: UP (p=74.63%)
[2025-11-25T10:51:00.225066] [INFO ] [FORECASTER] Completed predict_future for NIE
[2025-11-25T10:51:00.225300] [INFO ] [sig       ] NIE: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:51:00.368401] [INFO ] [LOCAL     ] Saved forecast: NIE	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/NIE.txt
[2025-11-25T10:51:00.368590] [INFO ] [sig       ] [1291/2057] Completed NIE in 0.3s | 2.88 sym/s | Total: 7.5m | ETA: 4.4m
[2025-11-25T10:51:00.368667] [INFO ] [sig       ] [1292/2057] Forecasting NIM...
[2025-11-25T10:51:00.368713] [INFO ] [sig       ] Generating forecast for: NIM
[2025-11-25T10:51:00.368756] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NIM' from 'https://tdm.silogroup.org/data/derivative_storage/NIM.csv'.
[2025-11-25T10:51:00.379176] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'NIM'.
[2025-11-25T10:51:00.379486] [INFO ] [FORECASTER] Starting predict_future for NIM
[2025-11-25T10:51:00.380272] [DEBUG] [LOCAL     ] No optimal features file found for NIM: ./output/feature-sets/NIM.txt
[2025-11-25T10:51:00.380342] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:51:00.380388] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:51:00.380441] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:51:00.380523] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:51:00.445179] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:51:00.446085] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:51:00.446184] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:51:00.446231] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:51:00.543923] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:51:00.544116] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:51:00.544164] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:51:00.544222] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:51:00.547760] [DEBUG] [FORECASTER] NIM: Forecast T+1@11:T+2@11: UP (p=84.66%)
[2025-11-25T10:51:00.548048] [INFO ] [FORECASTER] Completed predict_future for NIM
[2025-11-25T10:51:00.548196] [INFO ] [sig       ] NIM: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:51:00.689794] [INFO ] [LOCAL     ] Saved forecast: NIM	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/NIM.txt
[2025-11-25T10:51:00.689998] [INFO ] [sig       ] [1292/2057] Completed NIM in 0.3s | 2.88 sym/s | Total: 7.5m | ETA: 4.4m
[2025-11-25T10:51:00.690052] [INFO ] [sig       ] [1293/2057] Forecasting NINE...
[2025-11-25T10:51:00.690104] [INFO ] [sig       ] Generating forecast for: NINE
[2025-11-25T10:51:00.690149] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NINE' from 'https://tdm.silogroup.org/data/derivative_storage/NINE.csv'.
[2025-11-25T10:51:00.701907] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'NINE'.
[2025-11-25T10:51:00.702352] [INFO ] [FORECASTER] Starting predict_future for NINE
[2025-11-25T10:51:00.703165] [DEBUG] [LOCAL     ] No optimal features file found for NINE: ./output/feature-sets/NINE.txt
[2025-11-25T10:51:00.703237] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:51:00.703282] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:51:00.703322] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:51:00.703391] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:51:00.769453] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:51:00.770380] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:51:00.770487] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:51:00.770536] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:51:00.878730] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:51:00.878958] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:51:00.879019] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:51:00.879059] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:51:00.882724] [DEBUG] [FORECASTER] NINE: Forecast T+1@11:T+2@11: DOWN (p=9.33%)
[2025-11-25T10:51:00.883056] [INFO ] [FORECASTER] Completed predict_future for NINE
[2025-11-25T10:51:00.883220] [INFO ] [sig       ] NINE: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:51:01.026553] [INFO ] [LOCAL     ] Saved forecast: NINE	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/NINE.txt
[2025-11-25T10:51:01.026765] [INFO ] [sig       ] [1293/2057] Completed NINE in 0.3s | 2.88 sym/s | Total: 7.5m | ETA: 4.4m
[2025-11-25T10:51:01.026822] [INFO ] [sig       ] [1294/2057] Forecasting NIO...
[2025-11-25T10:51:01.026865] [INFO ] [sig       ] Generating forecast for: NIO
[2025-11-25T10:51:01.026908] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NIO' from 'https://tdm.silogroup.org/data/derivative_storage/NIO.csv'.
[2025-11-25T10:51:01.038884] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'NIO'.
[2025-11-25T10:51:01.039361] [INFO ] [FORECASTER] Starting predict_future for NIO
[2025-11-25T10:51:01.040219] [DEBUG] [LOCAL     ] No optimal features file found for NIO: ./output/feature-sets/NIO.txt
[2025-11-25T10:51:01.040487] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:51:01.040535] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:51:01.040578] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:51:01.040669] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:51:01.107798] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:51:01.108871] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:51:01.108980] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:51:01.109029] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:51:01.808205] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:51:01.808383] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:51:01.808442] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:51:01.808480] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:51:01.812180] [DEBUG] [FORECASTER] NIO: Forecast T+1@11:T+2@11: UP (p=71.02%)
[2025-11-25T10:51:01.812469] [INFO ] [FORECASTER] Completed predict_future for NIO
[2025-11-25T10:51:01.812614] [INFO ] [sig       ] NIO: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:51:01.955564] [INFO ] [LOCAL     ] Saved forecast: NIO	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/NIO.txt
[2025-11-25T10:51:01.955766] [INFO ] [sig       ] [1294/2057] Completed NIO in 0.9s | 2.87 sym/s | Total: 7.5m | ETA: 4.4m
[2025-11-25T10:51:01.955825] [INFO ] [sig       ] [1295/2057] Forecasting NJR...
[2025-11-25T10:51:01.955871] [INFO ] [sig       ] Generating forecast for: NJR
[2025-11-25T10:51:01.955915] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NJR' from 'https://tdm.silogroup.org/data/derivative_storage/NJR.csv'.
[2025-11-25T10:51:01.967315] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'NJR'.
[2025-11-25T10:51:01.967764] [INFO ] [FORECASTER] Starting predict_future for NJR
[2025-11-25T10:51:01.968552] [DEBUG] [LOCAL     ] No optimal features file found for NJR: ./output/feature-sets/NJR.txt
[2025-11-25T10:51:01.968622] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:51:01.968821] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:51:01.968867] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:51:01.968936] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:51:02.033474] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:51:02.034190] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:51:02.034286] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:51:02.034332] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:51:02.131762] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:51:02.131957] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:51:02.132005] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:51:02.132039] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:51:02.135695] [DEBUG] [FORECASTER] NJR: Forecast T+1@11:T+2@11: DOWN (p=4.87%)
[2025-11-25T10:51:02.135990] [INFO ] [FORECASTER] Completed predict_future for NJR
[2025-11-25T10:51:02.136147] [INFO ] [sig       ] NJR: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:51:02.281582] [INFO ] [LOCAL     ] Saved forecast: NJR	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/NJR.txt
[2025-11-25T10:51:02.281786] [INFO ] [sig       ] [1295/2057] Completed NJR in 0.3s | 2.87 sym/s | Total: 7.5m | ETA: 4.4m
[2025-11-25T10:51:02.281859] [INFO ] [sig       ] [1296/2057] Forecasting NKX...
[2025-11-25T10:51:02.281923] [INFO ] [sig       ] Generating forecast for: NKX
[2025-11-25T10:51:02.281991] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NKX' from 'https://tdm.silogroup.org/data/derivative_storage/NKX.csv'.
[2025-11-25T10:51:02.294690] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'NKX'.
[2025-11-25T10:51:02.295160] [INFO ] [FORECASTER] Starting predict_future for NKX
[2025-11-25T10:51:02.296003] [DEBUG] [LOCAL     ] No optimal features file found for NKX: ./output/feature-sets/NKX.txt
[2025-11-25T10:51:02.296076] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:51:02.296124] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:51:02.296166] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:51:02.296257] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:51:02.365228] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:51:02.366270] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:51:02.366380] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:51:02.366430] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:51:02.483257] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:51:02.483467] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:51:02.483523] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:51:02.483561] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:51:02.487413] [DEBUG] [FORECASTER] NKX: Forecast T+1@11:T+2@11: DOWN (p=5.67%)
[2025-11-25T10:51:02.487743] [INFO ] [FORECASTER] Completed predict_future for NKX
[2025-11-25T10:51:02.487906] [INFO ] [sig       ] NKX: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:51:02.634950] [INFO ] [LOCAL     ] Saved forecast: NKX	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/NKX.txt
[2025-11-25T10:51:02.635128] [INFO ] [sig       ] [1296/2057] Completed NKX in 0.4s | 2.87 sym/s | Total: 7.5m | ETA: 4.4m
[2025-11-25T10:51:02.635185] [INFO ] [sig       ] [1297/2057] Forecasting NLOP...
[2025-11-25T10:51:02.635230] [INFO ] [sig       ] Generating forecast for: NLOP
[2025-11-25T10:51:02.635275] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NLOP' from 'https://tdm.silogroup.org/data/derivative_storage/NLOP.csv'.
[2025-11-25T10:51:02.647580] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'NLOP'.
[2025-11-25T10:51:02.648060] [INFO ] [FORECASTER] Starting predict_future for NLOP
[2025-11-25T10:51:02.648902] [DEBUG] [LOCAL     ] No optimal features file found for NLOP: ./output/feature-sets/NLOP.txt
[2025-11-25T10:51:02.648973] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:51:02.649020] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:51:02.649064] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:51:02.649136] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:51:02.717365] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:51:02.718356] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:51:02.718483] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:51:02.718540] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:51:02.820148] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:51:02.820347] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:51:02.820394] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:51:02.820428] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:51:02.823918] [DEBUG] [FORECASTER] NLOP: Forecast T+1@11:T+2@11: UP (p=77.55%)
[2025-11-25T10:51:02.824233] [INFO ] [FORECASTER] Completed predict_future for NLOP
[2025-11-25T10:51:02.824394] [INFO ] [sig       ] NLOP: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:51:02.964049] [INFO ] [LOCAL     ] Saved forecast: NLOP	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/NLOP.txt
[2025-11-25T10:51:02.964222] [INFO ] [sig       ] [1297/2057] Completed NLOP in 0.3s | 2.87 sym/s | Total: 7.5m | ETA: 4.4m
[2025-11-25T10:51:02.964277] [INFO ] [sig       ] [1298/2057] Forecasting NLY...
[2025-11-25T10:51:02.964320] [INFO ] [sig       ] Generating forecast for: NLY
[2025-11-25T10:51:02.964361] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NLY' from 'https://tdm.silogroup.org/data/derivative_storage/NLY.csv'.
[2025-11-25T10:51:02.976153] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'NLY'.
[2025-11-25T10:51:02.976604] [INFO ] [FORECASTER] Starting predict_future for NLY
[2025-11-25T10:51:02.977502] [DEBUG] [LOCAL     ] No optimal features file found for NLY: ./output/feature-sets/NLY.txt
[2025-11-25T10:51:02.977592] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:51:02.977678] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:51:02.977721] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:51:02.977789] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:51:03.042592] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:51:03.043470] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:51:03.043574] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:51:03.043625] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:51:03.140724] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:51:03.140920] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:51:03.140966] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:51:03.141002] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:51:03.144433] [DEBUG] [FORECASTER] NLY: Forecast T+1@11:T+2@11: DOWN (p=2.00%)
[2025-11-25T10:51:03.144762] [INFO ] [FORECASTER] Completed predict_future for NLY
[2025-11-25T10:51:03.144923] [INFO ] [sig       ] NLY: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:51:03.285938] [INFO ] [LOCAL     ] Saved forecast: NLY	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/NLY.txt
[2025-11-25T10:51:03.286115] [INFO ] [sig       ] [1298/2057] Completed NLY in 0.3s | 2.87 sym/s | Total: 7.5m | ETA: 4.4m
[2025-11-25T10:51:03.286170] [INFO ] [sig       ] [1299/2057] Forecasting NMAI...
[2025-11-25T10:51:03.286214] [INFO ] [sig       ] Generating forecast for: NMAI
[2025-11-25T10:51:03.286258] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NMAI' from 'https://tdm.silogroup.org/data/derivative_storage/NMAI.csv'.
[2025-11-25T10:51:03.298231] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'NMAI'.
[2025-11-25T10:51:03.298691] [INFO ] [FORECASTER] Starting predict_future for NMAI
[2025-11-25T10:51:03.299596] [DEBUG] [LOCAL     ] No optimal features file found for NMAI: ./output/feature-sets/NMAI.txt
[2025-11-25T10:51:03.299687] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:51:03.299735] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:51:03.299776] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:51:03.299845] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:51:03.365203] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:51:03.366055] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:51:03.366155] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:51:03.366203] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:51:03.465311] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:51:03.465507] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:51:03.465555] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:51:03.465592] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:51:03.469216] [DEBUG] [FORECASTER] NMAI: Forecast T+1@11:T+2@11: UP (p=94.94%)
[2025-11-25T10:51:03.469544] [INFO ] [FORECASTER] Completed predict_future for NMAI
[2025-11-25T10:51:03.469733] [INFO ] [sig       ] NMAI: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:51:03.615562] [INFO ] [LOCAL     ] Saved forecast: NMAI	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/NMAI.txt
[2025-11-25T10:51:03.615797] [INFO ] [sig       ] [1299/2057] Completed NMAI in 0.3s | 2.87 sym/s | Total: 7.5m | ETA: 4.4m
[2025-11-25T10:51:03.615860] [INFO ] [sig       ] [1300/2057] Forecasting NMCO...
[2025-11-25T10:51:03.615897] [INFO ] [sig       ] Generating forecast for: NMCO
[2025-11-25T10:51:03.615935] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NMCO' from 'https://tdm.silogroup.org/data/derivative_storage/NMCO.csv'.
[2025-11-25T10:51:03.627152] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'NMCO'.
[2025-11-25T10:51:03.627609] [INFO ] [FORECASTER] Starting predict_future for NMCO
[2025-11-25T10:51:03.628429] [DEBUG] [LOCAL     ] No optimal features file found for NMCO: ./output/feature-sets/NMCO.txt
[2025-11-25T10:51:03.628500] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:51:03.628544] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:51:03.628584] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:51:03.628671] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:51:03.700110] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:51:03.701099] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:51:03.701205] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:51:03.701258] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:51:03.808233] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:51:03.808454] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:51:03.808535] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:51:03.808587] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:51:03.812666] [DEBUG] [FORECASTER] NMCO: Forecast T+1@11:T+2@11: UP (p=84.04%)
[2025-11-25T10:51:03.813083] [INFO ] [FORECASTER] Completed predict_future for NMCO
[2025-11-25T10:51:03.813276] [INFO ] [sig       ] NMCO: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:51:03.980832] [INFO ] [LOCAL     ] Saved forecast: NMCO	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/NMCO.txt
[2025-11-25T10:51:03.980998] [INFO ] [sig       ] [1300/2057] Completed NMCO in 0.4s | 2.87 sym/s | Total: 7.5m | ETA: 4.4m
[2025-11-25T10:51:03.981053] [INFO ] [sig       ] [1301/2057] Forecasting NMG...
[2025-11-25T10:51:03.981097] [INFO ] [sig       ] Generating forecast for: NMG
[2025-11-25T10:51:03.981140] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NMG' from 'https://tdm.silogroup.org/data/derivative_storage/NMG.csv'.
[2025-11-25T10:51:03.992254] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'NMG'.
[2025-11-25T10:51:03.992696] [INFO ] [FORECASTER] Starting predict_future for NMG
[2025-11-25T10:51:03.993489] [DEBUG] [LOCAL     ] No optimal features file found for NMG: ./output/feature-sets/NMG.txt
[2025-11-25T10:51:03.993559] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:51:03.993605] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:51:03.993668] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:51:03.993742] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:51:04.059224] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:51:04.060122] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:51:04.060217] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:51:04.060265] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:51:04.161916] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:51:04.162109] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:51:04.162155] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:51:04.162190] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:51:04.165603] [DEBUG] [FORECASTER] NMG: Forecast T+1@11:T+2@11: UP (p=91.82%)
[2025-11-25T10:51:04.165932] [INFO ] [FORECASTER] Completed predict_future for NMG
[2025-11-25T10:51:04.166089] [INFO ] [sig       ] NMG: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:51:04.305068] [INFO ] [LOCAL     ] Saved forecast: NMG	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/NMG.txt
[2025-11-25T10:51:04.305259] [INFO ] [sig       ] [1301/2057] Completed NMG in 0.3s | 2.87 sym/s | Total: 7.5m | ETA: 4.4m
[2025-11-25T10:51:04.305324] [INFO ] [sig       ] [1302/2057] Forecasting NMI...
[2025-11-25T10:51:04.305369] [INFO ] [sig       ] Generating forecast for: NMI
[2025-11-25T10:51:04.305413] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NMI' from 'https://tdm.silogroup.org/data/derivative_storage/NMI.csv'.
[2025-11-25T10:51:04.315748] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'NMI'.
[2025-11-25T10:51:04.316121] [INFO ] [FORECASTER] Starting predict_future for NMI
[2025-11-25T10:51:04.316927] [DEBUG] [LOCAL     ] No optimal features file found for NMI: ./output/feature-sets/NMI.txt
[2025-11-25T10:51:04.316998] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:51:04.317064] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:51:04.317107] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:51:04.317179] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:51:04.381894] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:51:04.382786] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:51:04.382886] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:51:04.382934] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:51:04.472541] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:51:04.472753] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:51:04.472806] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:51:04.472841] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:51:04.476193] [DEBUG] [FORECASTER] NMI: Forecast T+1@11:T+2@11: UP (p=83.12%)
[2025-11-25T10:51:04.476474] [INFO ] [FORECASTER] Completed predict_future for NMI
[2025-11-25T10:51:04.476616] [INFO ] [sig       ] NMI: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:51:04.616070] [INFO ] [LOCAL     ] Saved forecast: NMI	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/NMI.txt
[2025-11-25T10:51:04.616229] [INFO ] [sig       ] [1302/2057] Completed NMI in 0.3s | 2.87 sym/s | Total: 7.5m | ETA: 4.4m
[2025-11-25T10:51:04.616288] [INFO ] [sig       ] [1303/2057] Forecasting NMM...
[2025-11-25T10:51:04.616332] [INFO ] [sig       ] Generating forecast for: NMM
[2025-11-25T10:51:04.616374] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NMM' from 'https://tdm.silogroup.org/data/derivative_storage/NMM.csv'.
[2025-11-25T10:51:04.627486] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'NMM'.
[2025-11-25T10:51:04.627875] [INFO ] [FORECASTER] Starting predict_future for NMM
[2025-11-25T10:51:04.628666] [DEBUG] [LOCAL     ] No optimal features file found for NMM: ./output/feature-sets/NMM.txt
[2025-11-25T10:51:04.628735] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:51:04.628782] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:51:04.628826] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:51:04.628895] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:51:04.693548] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:51:04.694381] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:51:04.694485] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:51:04.694532] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:51:04.792518] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:51:04.792735] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:51:04.792787] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:51:04.792823] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:51:04.796880] [DEBUG] [FORECASTER] NMM: Forecast T+1@11:T+2@11: DOWN (p=7.03%)
[2025-11-25T10:51:04.797345] [INFO ] [FORECASTER] Completed predict_future for NMM
[2025-11-25T10:51:04.797523] [INFO ] [sig       ] NMM: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:51:04.945744] [INFO ] [LOCAL     ] Saved forecast: NMM	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/NMM.txt
[2025-11-25T10:51:04.945921] [INFO ] [sig       ] [1303/2057] Completed NMM in 0.3s | 2.87 sym/s | Total: 7.6m | ETA: 4.4m
[2025-11-25T10:51:04.945977] [INFO ] [sig       ] [1304/2057] Forecasting NMR...
[2025-11-25T10:51:04.946022] [INFO ] [sig       ] Generating forecast for: NMR
[2025-11-25T10:51:04.946065] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NMR' from 'https://tdm.silogroup.org/data/derivative_storage/NMR.csv'.
[2025-11-25T10:51:04.957369] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'NMR'.
[2025-11-25T10:51:04.957784] [INFO ] [FORECASTER] Starting predict_future for NMR
[2025-11-25T10:51:04.958558] [DEBUG] [LOCAL     ] No optimal features file found for NMR: ./output/feature-sets/NMR.txt
[2025-11-25T10:51:04.958626] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:51:04.958707] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:51:04.958749] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:51:04.958820] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:51:05.023317] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:51:05.024223] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:51:05.024327] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:51:05.024374] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:51:05.122731] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:51:05.122973] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:51:05.123027] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:51:05.123063] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:51:05.126571] [DEBUG] [FORECASTER] NMR: Forecast T+1@11:T+2@11: UP (p=92.83%)
[2025-11-25T10:51:05.126936] [INFO ] [FORECASTER] Completed predict_future for NMR
[2025-11-25T10:51:05.127123] [INFO ] [sig       ] NMR: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:51:05.275709] [INFO ] [LOCAL     ] Saved forecast: NMR	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/NMR.txt
[2025-11-25T10:51:05.275922] [INFO ] [sig       ] [1304/2057] Completed NMR in 0.3s | 2.87 sym/s | Total: 7.6m | ETA: 4.4m
[2025-11-25T10:51:05.276005] [INFO ] [sig       ] [1305/2057] Forecasting NMS...
[2025-11-25T10:51:05.276063] [INFO ] [sig       ] Generating forecast for: NMS
[2025-11-25T10:51:05.276108] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NMS' from 'https://tdm.silogroup.org/data/derivative_storage/NMS.csv'.
[2025-11-25T10:51:05.301789] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'NMS'.
[2025-11-25T10:51:05.302250] [INFO ] [FORECASTER] Starting predict_future for NMS
[2025-11-25T10:51:05.303246] [DEBUG] [LOCAL     ] No optimal features file found for NMS: ./output/feature-sets/NMS.txt
[2025-11-25T10:51:05.303317] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:51:05.303363] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:51:05.303404] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:51:05.303472] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:51:05.371319] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:51:05.372315] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:51:05.372425] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:51:05.372476] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:51:05.469064] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:51:05.469278] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:51:05.469347] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:51:05.469385] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:51:05.472893] [DEBUG] [FORECASTER] NMS: Forecast T+1@11:T+2@11: DOWN (p=10.31%)
[2025-11-25T10:51:05.473224] [INFO ] [FORECASTER] Completed predict_future for NMS
[2025-11-25T10:51:05.473386] [INFO ] [sig       ] NMS: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:51:05.617400] [INFO ] [LOCAL     ] Saved forecast: NMS	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/NMS.txt
[2025-11-25T10:51:05.617578] [INFO ] [sig       ] [1305/2057] Completed NMS in 0.3s | 2.87 sym/s | Total: 7.6m | ETA: 4.4m
[2025-11-25T10:51:05.617636] [INFO ] [sig       ] [1306/2057] Forecasting NMT...
[2025-11-25T10:51:05.617703] [INFO ] [sig       ] Generating forecast for: NMT
[2025-11-25T10:51:05.617749] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NMT' from 'https://tdm.silogroup.org/data/derivative_storage/NMT.csv'.
[2025-11-25T10:51:05.628863] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'NMT'.
[2025-11-25T10:51:05.629236] [INFO ] [FORECASTER] Starting predict_future for NMT
[2025-11-25T10:51:05.630055] [DEBUG] [LOCAL     ] No optimal features file found for NMT: ./output/feature-sets/NMT.txt
[2025-11-25T10:51:05.630126] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:51:05.630173] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:51:05.630215] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:51:05.630288] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:51:05.696886] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:51:05.697566] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:51:05.697682] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:51:05.697733] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:51:05.791051] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:51:05.791196] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:51:05.791240] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:51:05.791277] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:51:05.795046] [DEBUG] [FORECASTER] NMT: Forecast T+1@11:T+2@11: UP (p=83.17%)
[2025-11-25T10:51:05.795334] [INFO ] [FORECASTER] Completed predict_future for NMT
[2025-11-25T10:51:05.795476] [INFO ] [sig       ] NMT: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:51:05.943555] [INFO ] [LOCAL     ] Saved forecast: NMT	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/NMT.txt
[2025-11-25T10:51:05.943763] [INFO ] [sig       ] [1306/2057] Completed NMT in 0.3s | 2.88 sym/s | Total: 7.6m | ETA: 4.4m
[2025-11-25T10:51:05.943828] [INFO ] [sig       ] [1307/2057] Forecasting NMZ...
[2025-11-25T10:51:05.943872] [INFO ] [sig       ] Generating forecast for: NMZ
[2025-11-25T10:51:05.943912] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NMZ' from 'https://tdm.silogroup.org/data/derivative_storage/NMZ.csv'.
[2025-11-25T10:51:05.956000] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'NMZ'.
[2025-11-25T10:51:05.956372] [INFO ] [FORECASTER] Starting predict_future for NMZ
[2025-11-25T10:51:05.957215] [DEBUG] [LOCAL     ] No optimal features file found for NMZ: ./output/feature-sets/NMZ.txt
[2025-11-25T10:51:05.957288] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:51:05.957347] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:51:05.957400] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:51:05.957473] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:51:06.025332] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:51:06.025977] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:51:06.026089] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:51:06.026137] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:51:06.130576] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:51:06.130815] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:51:06.130861] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:51:06.130895] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:51:06.134367] [DEBUG] [FORECASTER] NMZ: Forecast T+1@11:T+2@11: DOWN (p=30.42%)
[2025-11-25T10:51:06.134672] [INFO ] [FORECASTER] Completed predict_future for NMZ
[2025-11-25T10:51:06.134829] [INFO ] [sig       ] NMZ: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:51:06.280351] [INFO ] [LOCAL     ] Saved forecast: NMZ	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/NMZ.txt
[2025-11-25T10:51:06.280562] [INFO ] [sig       ] [1307/2057] Completed NMZ in 0.3s | 2.88 sym/s | Total: 7.6m | ETA: 4.3m
[2025-11-25T10:51:06.280626] [INFO ] [sig       ] [1308/2057] Forecasting NNI...
[2025-11-25T10:51:06.280692] [INFO ] [sig       ] Generating forecast for: NNI
[2025-11-25T10:51:06.280740] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NNI' from 'https://tdm.silogroup.org/data/derivative_storage/NNI.csv'.
[2025-11-25T10:51:06.304446] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'NNI'.
[2025-11-25T10:51:06.304913] [INFO ] [FORECASTER] Starting predict_future for NNI
[2025-11-25T10:51:06.305713] [DEBUG] [LOCAL     ] No optimal features file found for NNI: ./output/feature-sets/NNI.txt
[2025-11-25T10:51:06.305782] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:51:06.305830] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:51:06.305872] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:51:06.305941] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:51:06.371042] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:51:06.371811] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:51:06.371911] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:51:06.371959] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:51:06.464377] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:51:06.464576] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:51:06.464626] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:51:06.464700] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:51:06.468319] [DEBUG] [FORECASTER] NNI: Forecast T+1@11:T+2@11: DOWN (p=14.06%)
[2025-11-25T10:51:06.468667] [INFO ] [FORECASTER] Completed predict_future for NNI
[2025-11-25T10:51:06.468840] [INFO ] [sig       ] NNI: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:51:06.614748] [INFO ] [LOCAL     ] Saved forecast: NNI	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/NNI.txt
[2025-11-25T10:51:06.614932] [INFO ] [sig       ] [1308/2057] Completed NNI in 0.3s | 2.88 sym/s | Total: 7.6m | ETA: 4.3m
[2025-11-25T10:51:06.614988] [INFO ] [sig       ] [1309/2057] Forecasting NNN...
[2025-11-25T10:51:06.615032] [INFO ] [sig       ] Generating forecast for: NNN
[2025-11-25T10:51:06.615080] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NNN' from 'https://tdm.silogroup.org/data/derivative_storage/NNN.csv'.
[2025-11-25T10:51:06.632931] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'NNN'.
[2025-11-25T10:51:06.633391] [INFO ] [FORECASTER] Starting predict_future for NNN
[2025-11-25T10:51:06.634213] [DEBUG] [LOCAL     ] No optimal features file found for NNN: ./output/feature-sets/NNN.txt
[2025-11-25T10:51:06.634295] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:51:06.634398] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:51:06.634457] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:51:06.634555] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:51:06.700755] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:51:06.701692] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:51:06.701815] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:51:06.701879] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:51:06.802735] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:51:06.802944] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:51:06.802995] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:51:06.803033] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:51:06.807121] [DEBUG] [FORECASTER] NNN: Forecast T+1@11:T+2@11: DOWN (p=48.89%)
[2025-11-25T10:51:06.807533] [INFO ] [FORECASTER] Completed predict_future for NNN
[2025-11-25T10:51:06.807732] [INFO ] [sig       ] NNN: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:51:06.953189] [INFO ] [LOCAL     ] Saved forecast: NNN	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/NNN.txt
[2025-11-25T10:51:06.953376] [INFO ] [sig       ] [1309/2057] Completed NNN in 0.3s | 2.88 sym/s | Total: 7.6m | ETA: 4.3m
[2025-11-25T10:51:06.953433] [INFO ] [sig       ] [1310/2057] Forecasting NNY...
[2025-11-25T10:51:06.953476] [INFO ] [sig       ] Generating forecast for: NNY
[2025-11-25T10:51:06.953520] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NNY' from 'https://tdm.silogroup.org/data/derivative_storage/NNY.csv'.
[2025-11-25T10:51:06.969243] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'NNY'.
[2025-11-25T10:51:06.969923] [INFO ] [FORECASTER] Starting predict_future for NNY
[2025-11-25T10:51:06.970928] [DEBUG] [LOCAL     ] No optimal features file found for NNY: ./output/feature-sets/NNY.txt
[2025-11-25T10:51:06.971004] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:51:06.971053] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:51:06.971096] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:51:06.971170] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:51:07.043068] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:51:07.044229] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:51:07.044347] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:51:07.044410] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:51:07.158720] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:51:07.158932] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:51:07.158982] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:51:07.159019] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:51:07.162685] [DEBUG] [FORECASTER] NNY: Forecast T+1@11:T+2@11: DOWN (p=47.17%)
[2025-11-25T10:51:07.163061] [INFO ] [FORECASTER] Completed predict_future for NNY
[2025-11-25T10:51:07.163240] [INFO ] [sig       ] NNY: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:51:07.327348] [INFO ] [LOCAL     ] Saved forecast: NNY	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/NNY.txt
[2025-11-25T10:51:07.327782] [INFO ] [sig       ] [1310/2057] Completed NNY in 0.4s | 2.88 sym/s | Total: 7.6m | ETA: 4.3m
[2025-11-25T10:51:07.327839] [INFO ] [sig       ] [1311/2057] Forecasting NOA...
[2025-11-25T10:51:07.327883] [INFO ] [sig       ] Generating forecast for: NOA
[2025-11-25T10:51:07.327924] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NOA' from 'https://tdm.silogroup.org/data/derivative_storage/NOA.csv'.
[2025-11-25T10:51:07.351490] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'NOA'.
[2025-11-25T10:51:07.352027] [INFO ] [FORECASTER] Starting predict_future for NOA
[2025-11-25T10:51:07.352867] [DEBUG] [LOCAL     ] No optimal features file found for NOA: ./output/feature-sets/NOA.txt
[2025-11-25T10:51:07.352935] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:51:07.352980] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:51:07.353021] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:51:07.353090] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:51:07.427220] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:51:07.428327] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:51:07.428440] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:51:07.428494] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:51:07.546539] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:51:07.546776] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:51:07.546831] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:51:07.546866] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:51:07.550554] [DEBUG] [FORECASTER] NOA: Forecast T+1@11:T+2@11: DOWN (p=20.29%)
[2025-11-25T10:51:07.550974] [INFO ] [FORECASTER] Completed predict_future for NOA
[2025-11-25T10:51:07.551143] [INFO ] [sig       ] NOA: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:51:07.701131] [INFO ] [LOCAL     ] Saved forecast: NOA	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/NOA.txt
[2025-11-25T10:51:07.701340] [INFO ] [sig       ] [1311/2057] Completed NOA in 0.4s | 2.87 sym/s | Total: 7.6m | ETA: 4.3m
[2025-11-25T10:51:07.701396] [INFO ] [sig       ] [1312/2057] Forecasting NOAH...
[2025-11-25T10:51:07.701439] [INFO ] [sig       ] Generating forecast for: NOAH
[2025-11-25T10:51:07.701480] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NOAH' from 'https://tdm.silogroup.org/data/derivative_storage/NOAH.csv'.
[2025-11-25T10:51:07.713387] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'NOAH'.
[2025-11-25T10:51:07.713859] [INFO ] [FORECASTER] Starting predict_future for NOAH
[2025-11-25T10:51:07.714661] [DEBUG] [LOCAL     ] No optimal features file found for NOAH: ./output/feature-sets/NOAH.txt
[2025-11-25T10:51:07.714732] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:51:07.714778] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:51:07.714818] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:51:07.714887] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:51:07.780179] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:51:07.781122] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:51:07.781232] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:51:07.781282] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:51:07.887206] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:51:07.887435] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:51:07.887486] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:51:07.887522] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:51:07.891183] [DEBUG] [FORECASTER] NOAH: Forecast T+1@11:T+2@11: UP (p=78.27%)
[2025-11-25T10:51:07.891557] [INFO ] [FORECASTER] Completed predict_future for NOAH
[2025-11-25T10:51:07.891745] [INFO ] [sig       ] NOAH: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:51:08.033604] [INFO ] [LOCAL     ] Saved forecast: NOAH	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/NOAH.txt
[2025-11-25T10:51:08.033824] [INFO ] [sig       ] [1312/2057] Completed NOAH in 0.3s | 2.88 sym/s | Total: 7.6m | ETA: 4.3m
[2025-11-25T10:51:08.033880] [INFO ] [sig       ] [1313/2057] Forecasting NOC...
[2025-11-25T10:51:08.033922] [INFO ] [sig       ] Generating forecast for: NOC
[2025-11-25T10:51:08.033985] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NOC' from 'https://tdm.silogroup.org/data/derivative_storage/NOC.csv'.
[2025-11-25T10:51:08.045610] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'NOC'.
[2025-11-25T10:51:08.046074] [INFO ] [FORECASTER] Starting predict_future for NOC
[2025-11-25T10:51:08.046877] [DEBUG] [LOCAL     ] No optimal features file found for NOC: ./output/feature-sets/NOC.txt
[2025-11-25T10:51:08.046945] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:51:08.046990] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:51:08.047054] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:51:08.047128] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:51:08.112111] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:51:08.113039] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:51:08.113139] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:51:08.113187] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:51:08.210181] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:51:08.210378] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:51:08.210425] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:51:08.210464] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:51:08.214299] [DEBUG] [FORECASTER] NOC: Forecast T+1@11:T+2@11: DOWN (p=11.79%)
[2025-11-25T10:51:08.214732] [INFO ] [FORECASTER] Completed predict_future for NOC
[2025-11-25T10:51:08.214919] [INFO ] [sig       ] NOC: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:51:08.358464] [INFO ] [LOCAL     ] Saved forecast: NOC	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/NOC.txt
[2025-11-25T10:51:08.358630] [INFO ] [sig       ] [1313/2057] Completed NOC in 0.3s | 2.88 sym/s | Total: 7.6m | ETA: 4.3m
[2025-11-25T10:51:08.358704] [INFO ] [sig       ] [1314/2057] Forecasting NOG...
[2025-11-25T10:51:08.358749] [INFO ] [sig       ] Generating forecast for: NOG
[2025-11-25T10:51:08.358791] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NOG' from 'https://tdm.silogroup.org/data/derivative_storage/NOG.csv'.
[2025-11-25T10:51:08.370755] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'NOG'.
[2025-11-25T10:51:08.371153] [INFO ] [FORECASTER] Starting predict_future for NOG
[2025-11-25T10:51:08.371953] [DEBUG] [LOCAL     ] No optimal features file found for NOG: ./output/feature-sets/NOG.txt
[2025-11-25T10:51:08.372022] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:51:08.372067] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:51:08.372107] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:51:08.372173] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:51:08.444290] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:51:08.445198] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:51:08.445300] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:51:08.445354] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:51:08.544701] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:51:08.544888] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:51:08.544936] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:51:08.544972] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:51:08.548448] [DEBUG] [FORECASTER] NOG: Forecast T+1@11:T+2@11: UP (p=82.24%)
[2025-11-25T10:51:08.548784] [INFO ] [FORECASTER] Completed predict_future for NOG
[2025-11-25T10:51:08.548962] [INFO ] [sig       ] NOG: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:51:08.688793] [INFO ] [LOCAL     ] Saved forecast: NOG	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/NOG.txt
[2025-11-25T10:51:08.688960] [INFO ] [sig       ] [1314/2057] Completed NOG in 0.3s | 2.88 sym/s | Total: 7.6m | ETA: 4.3m
[2025-11-25T10:51:08.689015] [INFO ] [sig       ] [1315/2057] Forecasting NOK...
[2025-11-25T10:51:08.689058] [INFO ] [sig       ] Generating forecast for: NOK
[2025-11-25T10:51:08.689100] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NOK' from 'https://tdm.silogroup.org/data/derivative_storage/NOK.csv'.
[2025-11-25T10:51:08.700277] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'NOK'.
[2025-11-25T10:51:08.700685] [INFO ] [FORECASTER] Starting predict_future for NOK
[2025-11-25T10:51:08.701473] [DEBUG] [LOCAL     ] No optimal features file found for NOK: ./output/feature-sets/NOK.txt
[2025-11-25T10:51:08.701543] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:51:08.701589] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:51:08.701628] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:51:08.701725] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:51:08.768850] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:51:08.769634] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:51:08.769750] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:51:08.769797] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:51:08.867879] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:51:08.868054] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:51:08.868100] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:51:08.868134] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:51:08.871526] [DEBUG] [FORECASTER] NOK: Forecast T+1@11:T+2@11: DOWN (p=45.72%)
[2025-11-25T10:51:08.871833] [INFO ] [FORECASTER] Completed predict_future for NOK
[2025-11-25T10:51:08.871980] [INFO ] [sig       ] NOK: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:51:09.013158] [INFO ] [LOCAL     ] Saved forecast: NOK	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/NOK.txt
[2025-11-25T10:51:09.013319] [INFO ] [sig       ] [1315/2057] Completed NOK in 0.3s | 2.88 sym/s | Total: 7.6m | ETA: 4.3m
[2025-11-25T10:51:09.013375] [INFO ] [sig       ] [1316/2057] Forecasting NOMD...
[2025-11-25T10:51:09.013418] [INFO ] [sig       ] Generating forecast for: NOMD
[2025-11-25T10:51:09.013460] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NOMD' from 'https://tdm.silogroup.org/data/derivative_storage/NOMD.csv'.
[2025-11-25T10:51:09.025201] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'NOMD'.
[2025-11-25T10:51:09.025592] [INFO ] [FORECASTER] Starting predict_future for NOMD
[2025-11-25T10:51:09.026392] [DEBUG] [LOCAL     ] No optimal features file found for NOMD: ./output/feature-sets/NOMD.txt
[2025-11-25T10:51:09.026462] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:51:09.026507] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:51:09.026548] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:51:09.026616] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:51:09.091679] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:51:09.092388] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:51:09.092481] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:51:09.092527] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:51:09.196287] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:51:09.196477] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:51:09.196523] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:51:09.196557] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:51:09.200013] [DEBUG] [FORECASTER] NOMD: Forecast T+1@11:T+2@11: DOWN (p=34.86%)
[2025-11-25T10:51:09.200381] [INFO ] [FORECASTER] Completed predict_future for NOMD
[2025-11-25T10:51:09.200812] [INFO ] [sig       ] NOMD: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:51:09.341378] [INFO ] [LOCAL     ] Saved forecast: NOMD	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/NOMD.txt
[2025-11-25T10:51:09.341540] [INFO ] [sig       ] [1316/2057] Completed NOMD in 0.3s | 2.88 sym/s | Total: 7.6m | ETA: 4.3m
[2025-11-25T10:51:09.341592] [INFO ] [sig       ] [1317/2057] Forecasting NOTE...
[2025-11-25T10:51:09.341635] [INFO ] [sig       ] Generating forecast for: NOTE
[2025-11-25T10:51:09.341697] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NOTE' from 'https://tdm.silogroup.org/data/derivative_storage/NOTE.csv'.
[2025-11-25T10:51:09.352295] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'NOTE'.
[2025-11-25T10:51:09.352605] [INFO ] [FORECASTER] Starting predict_future for NOTE
[2025-11-25T10:51:09.353383] [DEBUG] [LOCAL     ] No optimal features file found for NOTE: ./output/feature-sets/NOTE.txt
[2025-11-25T10:51:09.353451] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:51:09.353498] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:51:09.353538] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:51:09.353606] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:51:09.422270] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:51:09.423122] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:51:09.423220] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:51:09.423270] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:51:09.518924] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:51:09.519092] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:51:09.519139] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:51:09.519174] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:51:09.522511] [DEBUG] [FORECASTER] NOTE: Forecast T+1@11:T+2@11: DOWN (p=4.88%)
[2025-11-25T10:51:09.522814] [INFO ] [FORECASTER] Completed predict_future for NOTE
[2025-11-25T10:51:09.522985] [INFO ] [sig       ] NOTE: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:51:09.664434] [INFO ] [LOCAL     ] Saved forecast: NOTE	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/NOTE.txt
[2025-11-25T10:51:09.664581] [INFO ] [sig       ] [1317/2057] Completed NOTE in 0.3s | 2.88 sym/s | Total: 7.6m | ETA: 4.3m
[2025-11-25T10:51:09.664633] [INFO ] [sig       ] [1318/2057] Forecasting NOV...
[2025-11-25T10:51:09.664799] [INFO ] [sig       ] Generating forecast for: NOV
[2025-11-25T10:51:09.664843] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NOV' from 'https://tdm.silogroup.org/data/derivative_storage/NOV.csv'.
[2025-11-25T10:51:09.676321] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'NOV'.
[2025-11-25T10:51:09.676918] [INFO ] [FORECASTER] Starting predict_future for NOV
[2025-11-25T10:51:09.677891] [DEBUG] [LOCAL     ] No optimal features file found for NOV: ./output/feature-sets/NOV.txt
[2025-11-25T10:51:09.677958] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:51:09.678003] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:51:09.678042] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:51:09.678111] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:51:09.744412] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:51:09.745083] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:51:09.745174] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:51:09.745221] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:51:09.849198] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:51:09.850070] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:51:09.850175] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:51:09.850239] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:51:09.855357] [DEBUG] [FORECASTER] NOV: Forecast T+1@11:T+2@11: UP (p=96.16%)
[2025-11-25T10:51:09.855818] [INFO ] [FORECASTER] Completed predict_future for NOV
[2025-11-25T10:51:09.856046] [INFO ] [sig       ] NOV: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:51:10.011775] [INFO ] [LOCAL     ] Saved forecast: NOV	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/NOV.txt
[2025-11-25T10:51:10.011930] [INFO ] [sig       ] [1318/2057] Completed NOV in 0.3s | 2.88 sym/s | Total: 7.6m | ETA: 4.3m
[2025-11-25T10:51:10.011985] [INFO ] [sig       ] [1319/2057] Forecasting NOW...
[2025-11-25T10:51:10.012027] [INFO ] [sig       ] Generating forecast for: NOW
[2025-11-25T10:51:10.012071] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NOW' from 'https://tdm.silogroup.org/data/derivative_storage/NOW.csv'.
[2025-11-25T10:51:10.023586] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'NOW'.
[2025-11-25T10:51:10.023977] [INFO ] [FORECASTER] Starting predict_future for NOW
[2025-11-25T10:51:10.024775] [DEBUG] [LOCAL     ] No optimal features file found for NOW: ./output/feature-sets/NOW.txt
[2025-11-25T10:51:10.024844] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:51:10.024890] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:51:10.024931] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:51:10.025000] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:51:10.090672] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:51:10.091323] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:51:10.091417] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:51:10.091464] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:51:10.196707] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:51:10.196867] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:51:10.196911] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:51:10.196945] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:51:10.200337] [DEBUG] [FORECASTER] NOW: Forecast T+1@11:T+2@11: DOWN (p=19.05%)
[2025-11-25T10:51:10.200666] [INFO ] [FORECASTER] Completed predict_future for NOW
[2025-11-25T10:51:10.200832] [INFO ] [sig       ] NOW: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:51:10.343183] [INFO ] [LOCAL     ] Saved forecast: NOW	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/NOW.txt
[2025-11-25T10:51:10.343350] [INFO ] [sig       ] [1319/2057] Completed NOW in 0.3s | 2.88 sym/s | Total: 7.6m | ETA: 4.3m
[2025-11-25T10:51:10.343407] [INFO ] [sig       ] [1320/2057] Forecasting NPCT...
[2025-11-25T10:51:10.343450] [INFO ] [sig       ] Generating forecast for: NPCT
[2025-11-25T10:51:10.343492] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NPCT' from 'https://tdm.silogroup.org/data/derivative_storage/NPCT.csv'.
[2025-11-25T10:51:10.354859] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'NPCT'.
[2025-11-25T10:51:10.355253] [INFO ] [FORECASTER] Starting predict_future for NPCT
[2025-11-25T10:51:10.356052] [DEBUG] [LOCAL     ] No optimal features file found for NPCT: ./output/feature-sets/NPCT.txt
[2025-11-25T10:51:10.356120] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:51:10.356164] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:51:10.356202] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:51:10.356288] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:51:10.423369] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:51:10.424377] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:51:10.424477] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:51:10.424524] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:51:10.523330] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:51:10.523526] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:51:10.523575] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:51:10.523611] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:51:10.527353] [DEBUG] [FORECASTER] NPCT: Forecast T+1@11:T+2@11: UP (p=86.16%)
[2025-11-25T10:51:10.527735] [INFO ] [FORECASTER] Completed predict_future for NPCT
[2025-11-25T10:51:10.527934] [INFO ] [sig       ] NPCT: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:51:10.675153] [INFO ] [LOCAL     ] Saved forecast: NPCT	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/NPCT.txt
[2025-11-25T10:51:10.675333] [INFO ] [sig       ] [1320/2057] Completed NPCT in 0.3s | 2.88 sym/s | Total: 7.6m | ETA: 4.3m
[2025-11-25T10:51:10.675400] [INFO ] [sig       ] [1321/2057] Forecasting NPFD...
[2025-11-25T10:51:10.675453] [INFO ] [sig       ] Generating forecast for: NPFD
[2025-11-25T10:51:10.675503] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NPFD' from 'https://tdm.silogroup.org/data/derivative_storage/NPFD.csv'.
[2025-11-25T10:51:10.687627] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'NPFD'.
[2025-11-25T10:51:10.688079] [INFO ] [FORECASTER] Starting predict_future for NPFD
[2025-11-25T10:51:10.688893] [DEBUG] [LOCAL     ] No optimal features file found for NPFD: ./output/feature-sets/NPFD.txt
[2025-11-25T10:51:10.688964] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:51:10.689012] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:51:10.689053] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:51:10.689123] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:51:10.756553] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:51:10.757456] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:51:10.757568] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:51:10.757615] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:51:10.859099] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:51:10.859245] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:51:10.859291] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:51:10.859326] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:51:10.862593] [DEBUG] [FORECASTER] NPFD: Forecast T+1@11:T+2@11: UP (p=56.80%)
[2025-11-25T10:51:10.862903] [INFO ] [FORECASTER] Completed predict_future for NPFD
[2025-11-25T10:51:10.863065] [INFO ] [sig       ] NPFD: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:51:11.007851] [INFO ] [LOCAL     ] Saved forecast: NPFD	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/NPFD.txt
[2025-11-25T10:51:11.008009] [INFO ] [sig       ] [1321/2057] Completed NPFD in 0.3s | 2.88 sym/s | Total: 7.7m | ETA: 4.3m
[2025-11-25T10:51:11.008064] [INFO ] [sig       ] [1322/2057] Forecasting NPK...
[2025-11-25T10:51:11.008107] [INFO ] [sig       ] Generating forecast for: NPK
[2025-11-25T10:51:11.008149] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NPK' from 'https://tdm.silogroup.org/data/derivative_storage/NPK.csv'.
[2025-11-25T10:51:11.018989] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'NPK'.
[2025-11-25T10:51:11.019322] [INFO ] [FORECASTER] Starting predict_future for NPK
[2025-11-25T10:51:11.020100] [DEBUG] [LOCAL     ] No optimal features file found for NPK: ./output/feature-sets/NPK.txt
[2025-11-25T10:51:11.020189] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:51:11.020235] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:51:11.020275] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:51:11.020342] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:51:11.084817] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:51:11.085430] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:51:11.085522] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:51:11.085568] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:51:11.184931] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:51:11.185096] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:51:11.185142] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:51:11.185177] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:51:11.188519] [DEBUG] [FORECASTER] NPK: Forecast T+1@11:T+2@11: UP (p=91.29%)
[2025-11-25T10:51:11.188823] [INFO ] [FORECASTER] Completed predict_future for NPK
[2025-11-25T10:51:11.188970] [INFO ] [sig       ] NPK: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:51:11.331872] [INFO ] [LOCAL     ] Saved forecast: NPK	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/NPK.txt
[2025-11-25T10:51:11.332031] [INFO ] [sig       ] [1322/2057] Completed NPK in 0.3s | 2.88 sym/s | Total: 7.7m | ETA: 4.3m
[2025-11-25T10:51:11.332084] [INFO ] [sig       ] [1323/2057] Forecasting NPO...
[2025-11-25T10:51:11.332126] [INFO ] [sig       ] Generating forecast for: NPO
[2025-11-25T10:51:11.332168] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NPO' from 'https://tdm.silogroup.org/data/derivative_storage/NPO.csv'.
[2025-11-25T10:51:11.343314] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'NPO'.
[2025-11-25T10:51:11.343715] [INFO ] [FORECASTER] Starting predict_future for NPO
[2025-11-25T10:51:11.344496] [DEBUG] [LOCAL     ] No optimal features file found for NPO: ./output/feature-sets/NPO.txt
[2025-11-25T10:51:11.344565] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:51:11.344611] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:51:11.344673] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:51:11.344744] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:51:11.409482] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:51:11.410207] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:51:11.410300] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:51:11.410348] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:51:11.515450] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:51:11.515658] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:51:11.515711] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:51:11.515769] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:51:11.519210] [DEBUG] [FORECASTER] NPO: Forecast T+1@11:T+2@11: UP (p=94.12%)
[2025-11-25T10:51:11.519494] [INFO ] [FORECASTER] Completed predict_future for NPO
[2025-11-25T10:51:11.519636] [INFO ] [sig       ] NPO: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:51:11.659478] [INFO ] [LOCAL     ] Saved forecast: NPO	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/NPO.txt
[2025-11-25T10:51:11.659634] [INFO ] [sig       ] [1323/2057] Completed NPO in 0.3s | 2.88 sym/s | Total: 7.7m | ETA: 4.3m
[2025-11-25T10:51:11.659702] [INFO ] [sig       ] [1324/2057] Forecasting NPV...
[2025-11-25T10:51:11.659745] [INFO ] [sig       ] Generating forecast for: NPV
[2025-11-25T10:51:11.659784] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NPV' from 'https://tdm.silogroup.org/data/derivative_storage/NPV.csv'.
[2025-11-25T10:51:11.670855] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'NPV'.
[2025-11-25T10:51:11.671224] [INFO ] [FORECASTER] Starting predict_future for NPV
[2025-11-25T10:51:11.672023] [DEBUG] [LOCAL     ] No optimal features file found for NPV: ./output/feature-sets/NPV.txt
[2025-11-25T10:51:11.672091] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:51:11.672136] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:51:11.672176] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:51:11.672244] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:51:11.737637] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:51:11.738326] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:51:11.738424] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:51:11.738480] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:51:11.844325] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:51:11.844472] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:51:11.844519] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:51:11.844554] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:51:11.848008] [DEBUG] [FORECASTER] NPV: Forecast T+1@11:T+2@11: UP (p=84.27%)
[2025-11-25T10:51:11.848306] [INFO ] [FORECASTER] Completed predict_future for NPV
[2025-11-25T10:51:11.848461] [INFO ] [sig       ] NPV: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:51:11.988608] [INFO ] [LOCAL     ] Saved forecast: NPV	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/NPV.txt
[2025-11-25T10:51:11.988784] [INFO ] [sig       ] [1324/2057] Completed NPV in 0.3s | 2.88 sym/s | Total: 7.7m | ETA: 4.2m
[2025-11-25T10:51:11.988837] [INFO ] [sig       ] [1325/2057] Forecasting NPWR...
[2025-11-25T10:51:11.988879] [INFO ] [sig       ] Generating forecast for: NPWR
[2025-11-25T10:51:11.988922] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NPWR' from 'https://tdm.silogroup.org/data/derivative_storage/NPWR.csv'.
[2025-11-25T10:51:11.999789] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'NPWR'.
[2025-11-25T10:51:12.000145] [INFO ] [FORECASTER] Starting predict_future for NPWR
[2025-11-25T10:51:12.000933] [DEBUG] [LOCAL     ] No optimal features file found for NPWR: ./output/feature-sets/NPWR.txt
[2025-11-25T10:51:12.001001] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:51:12.001047] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:51:12.001087] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:51:12.001155] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:51:12.068803] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:51:12.069450] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:51:12.069542] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:51:12.069592] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:51:12.148616] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:51:12.148789] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:51:12.148837] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:51:12.148872] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:51:12.152253] [DEBUG] [FORECASTER] NPWR: Forecast T+1@11:T+2@11: UP (p=98.11%)
[2025-11-25T10:51:12.152546] [INFO ] [FORECASTER] Completed predict_future for NPWR
[2025-11-25T10:51:12.152721] [INFO ] [sig       ] NPWR: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:51:12.291705] [INFO ] [LOCAL     ] Saved forecast: NPWR	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/NPWR.txt
[2025-11-25T10:51:12.291857] [INFO ] [sig       ] [1325/2057] Completed NPWR in 0.3s | 2.88 sym/s | Total: 7.7m | ETA: 4.2m
[2025-11-25T10:51:12.291919] [INFO ] [sig       ] [1326/2057] Forecasting NQP...
[2025-11-25T10:51:12.291962] [INFO ] [sig       ] Generating forecast for: NQP
[2025-11-25T10:51:12.292003] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NQP' from 'https://tdm.silogroup.org/data/derivative_storage/NQP.csv'.
[2025-11-25T10:51:12.302870] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'NQP'.
[2025-11-25T10:51:12.303260] [INFO ] [FORECASTER] Starting predict_future for NQP
[2025-11-25T10:51:12.304050] [DEBUG] [LOCAL     ] No optimal features file found for NQP: ./output/feature-sets/NQP.txt
[2025-11-25T10:51:12.304119] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:51:12.304163] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:51:12.304203] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:51:12.304274] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:51:12.371519] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:51:12.372191] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:51:12.372286] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:51:12.372333] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:51:12.446480] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:51:12.446667] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:51:12.446721] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:51:12.446757] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:51:12.450256] [DEBUG] [FORECASTER] NQP: Forecast T+1@11:T+2@11: UP (p=85.98%)
[2025-11-25T10:51:12.450547] [INFO ] [FORECASTER] Completed predict_future for NQP
[2025-11-25T10:51:12.450698] [INFO ] [sig       ] NQP: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:51:12.592899] [INFO ] [LOCAL     ] Saved forecast: NQP	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/NQP.txt
[2025-11-25T10:51:12.593050] [INFO ] [sig       ] [1326/2057] Completed NQP in 0.3s | 2.88 sym/s | Total: 7.7m | ETA: 4.2m
[2025-11-25T10:51:12.593108] [INFO ] [sig       ] [1327/2057] Forecasting NRDY...
[2025-11-25T10:51:12.593149] [INFO ] [sig       ] Generating forecast for: NRDY
[2025-11-25T10:51:12.593194] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NRDY' from 'https://tdm.silogroup.org/data/derivative_storage/NRDY.csv'.
[2025-11-25T10:51:12.604312] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'NRDY'.
[2025-11-25T10:51:12.604697] [INFO ] [FORECASTER] Starting predict_future for NRDY
[2025-11-25T10:51:12.605471] [DEBUG] [LOCAL     ] No optimal features file found for NRDY: ./output/feature-sets/NRDY.txt
[2025-11-25T10:51:12.605554] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:51:12.605604] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:51:12.605666] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:51:12.605737] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:51:12.672027] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:51:12.672718] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:51:12.672813] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:51:12.672861] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:51:12.747090] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:51:12.747264] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:51:12.747311] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:51:12.747346] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:51:12.750901] [DEBUG] [FORECASTER] NRDY: Forecast T+1@11:T+2@11: DOWN (p=41.94%)
[2025-11-25T10:51:12.751191] [INFO ] [FORECASTER] Completed predict_future for NRDY
[2025-11-25T10:51:12.751345] [INFO ] [sig       ] NRDY: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:51:12.895731] [INFO ] [LOCAL     ] Saved forecast: NRDY	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/NRDY.txt
[2025-11-25T10:51:12.895883] [INFO ] [sig       ] [1327/2057] Completed NRDY in 0.3s | 2.88 sym/s | Total: 7.7m | ETA: 4.2m
[2025-11-25T10:51:12.895937] [INFO ] [sig       ] [1328/2057] Forecasting NREF...
[2025-11-25T10:51:12.895980] [INFO ] [sig       ] Generating forecast for: NREF
[2025-11-25T10:51:12.896020] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NREF' from 'https://tdm.silogroup.org/data/derivative_storage/NREF.csv'.
[2025-11-25T10:51:12.910217] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'NREF'.
[2025-11-25T10:51:12.910849] [INFO ] [FORECASTER] Starting predict_future for NREF
[2025-11-25T10:51:12.911806] [DEBUG] [LOCAL     ] No optimal features file found for NREF: ./output/feature-sets/NREF.txt
[2025-11-25T10:51:12.911881] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:51:12.911931] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:51:12.911973] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:51:12.912045] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:51:12.979052] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:51:12.980126] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:51:12.980241] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:51:12.980293] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:51:13.093735] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:51:13.094023] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:51:13.094079] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:51:13.094117] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:51:13.098339] [DEBUG] [FORECASTER] NREF: Forecast T+1@11:T+2@11: UP (p=60.86%)
[2025-11-25T10:51:13.098763] [INFO ] [FORECASTER] Completed predict_future for NREF
[2025-11-25T10:51:13.098953] [INFO ] [sig       ] NREF: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:51:13.244548] [INFO ] [LOCAL     ] Saved forecast: NREF	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/NREF.txt
[2025-11-25T10:51:13.244831] [INFO ] [sig       ] [1328/2057] Completed NREF in 0.3s | 2.88 sym/s | Total: 7.7m | ETA: 4.2m
[2025-11-25T10:51:13.244903] [INFO ] [sig       ] [1329/2057] Forecasting NRG...
[2025-11-25T10:51:13.244955] [INFO ] [sig       ] Generating forecast for: NRG
[2025-11-25T10:51:13.245001] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NRG' from 'https://tdm.silogroup.org/data/derivative_storage/NRG.csv'.
[2025-11-25T10:51:13.258466] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'NRG'.
[2025-11-25T10:51:13.259065] [INFO ] [FORECASTER] Starting predict_future for NRG
[2025-11-25T10:51:13.260027] [DEBUG] [LOCAL     ] No optimal features file found for NRG: ./output/feature-sets/NRG.txt
[2025-11-25T10:51:13.260101] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:51:13.260153] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:51:13.260196] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:51:13.260271] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:51:13.326568] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:51:13.327852] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:51:13.327992] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:51:13.328042] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:51:13.457155] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:51:13.457437] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:51:13.457548] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:51:13.457587] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:51:13.461506] [DEBUG] [FORECASTER] NRG: Forecast T+1@11:T+2@11: DOWN (p=40.56%)
[2025-11-25T10:51:13.461854] [INFO ] [FORECASTER] Completed predict_future for NRG
[2025-11-25T10:51:13.462038] [INFO ] [sig       ] NRG: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:51:13.603028] [INFO ] [LOCAL     ] Saved forecast: NRG	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/NRG.txt
[2025-11-25T10:51:13.603259] [INFO ] [sig       ] [1329/2057] Completed NRG in 0.4s | 2.88 sym/s | Total: 7.7m | ETA: 4.2m
[2025-11-25T10:51:13.603319] [INFO ] [sig       ] [1330/2057] Forecasting NRGV...
[2025-11-25T10:51:13.603366] [INFO ] [sig       ] Generating forecast for: NRGV
[2025-11-25T10:51:13.603415] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NRGV' from 'https://tdm.silogroup.org/data/derivative_storage/NRGV.csv'.
[2025-11-25T10:51:13.616940] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'NRGV'.
[2025-11-25T10:51:13.617588] [INFO ] [FORECASTER] Starting predict_future for NRGV
[2025-11-25T10:51:13.618725] [DEBUG] [LOCAL     ] No optimal features file found for NRGV: ./output/feature-sets/NRGV.txt
[2025-11-25T10:51:13.618798] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:51:13.618847] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:51:13.618889] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:51:13.618958] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:51:13.684219] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:51:13.685496] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:51:13.685624] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:51:13.685713] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:51:13.805932] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:51:13.806205] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:51:13.806260] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:51:13.806297] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:51:13.810478] [DEBUG] [FORECASTER] NRGV: Forecast T+1@11:T+2@11: UP (p=54.78%)
[2025-11-25T10:51:13.810855] [INFO ] [FORECASTER] Completed predict_future for NRGV
[2025-11-25T10:51:13.811070] [INFO ] [sig       ] NRGV: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:51:13.956674] [INFO ] [LOCAL     ] Saved forecast: NRGV	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/NRGV.txt
[2025-11-25T10:51:13.956954] [INFO ] [sig       ] [1330/2057] Completed NRGV in 0.4s | 2.88 sym/s | Total: 7.7m | ETA: 4.2m
[2025-11-25T10:51:13.957016] [INFO ] [sig       ] [1331/2057] Forecasting NRK...
[2025-11-25T10:51:13.957122] [INFO ] [sig       ] Generating forecast for: NRK
[2025-11-25T10:51:13.957192] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NRK' from 'https://tdm.silogroup.org/data/derivative_storage/NRK.csv'.
[2025-11-25T10:51:13.970711] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'NRK'.
[2025-11-25T10:51:13.971301] [INFO ] [FORECASTER] Starting predict_future for NRK
[2025-11-25T10:51:13.972258] [DEBUG] [LOCAL     ] No optimal features file found for NRK: ./output/feature-sets/NRK.txt
[2025-11-25T10:51:13.972340] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:51:13.972391] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:51:13.972434] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:51:13.972509] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:51:14.043936] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:51:14.045289] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:51:14.045414] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:51:14.045465] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:51:14.173187] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:51:14.173475] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:51:14.173528] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:51:14.173564] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:51:14.178472] [DEBUG] [FORECASTER] NRK: Forecast T+1@11:T+2@11: DOWN (p=15.63%)
[2025-11-25T10:51:14.179009] [INFO ] [FORECASTER] Completed predict_future for NRK
[2025-11-25T10:51:14.179282] [INFO ] [sig       ] NRK: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:51:14.331148] [INFO ] [LOCAL     ] Saved forecast: NRK	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/NRK.txt
[2025-11-25T10:51:14.331426] [INFO ] [sig       ] [1331/2057] Completed NRK in 0.4s | 2.88 sym/s | Total: 7.7m | ETA: 4.2m
[2025-11-25T10:51:14.331504] [INFO ] [sig       ] [1332/2057] Forecasting NRP...
[2025-11-25T10:51:14.331561] [INFO ] [sig       ] Generating forecast for: NRP
[2025-11-25T10:51:14.331609] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NRP' from 'https://tdm.silogroup.org/data/derivative_storage/NRP.csv'.
[2025-11-25T10:51:14.345125] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'NRP'.
[2025-11-25T10:51:14.345843] [INFO ] [FORECASTER] Starting predict_future for NRP
[2025-11-25T10:51:14.347095] [DEBUG] [LOCAL     ] No optimal features file found for NRP: ./output/feature-sets/NRP.txt
[2025-11-25T10:51:14.347172] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:51:14.347220] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:51:14.347261] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:51:14.347334] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:51:14.413066] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:51:14.414301] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:51:14.414416] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:51:14.414469] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:51:14.530202] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:51:14.530473] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:51:14.530524] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:51:14.530559] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:51:14.534390] [DEBUG] [FORECASTER] NRP: Forecast T+1@11:T+2@11: UP (p=61.09%)
[2025-11-25T10:51:14.534733] [INFO ] [FORECASTER] Completed predict_future for NRP
[2025-11-25T10:51:14.534908] [INFO ] [sig       ] NRP: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:51:14.675808] [INFO ] [LOCAL     ] Saved forecast: NRP	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/NRP.txt
[2025-11-25T10:51:14.676073] [INFO ] [sig       ] [1332/2057] Completed NRP in 0.3s | 2.88 sym/s | Total: 7.7m | ETA: 4.2m
[2025-11-25T10:51:14.676132] [INFO ] [sig       ] [1333/2057] Forecasting NRT...
[2025-11-25T10:51:14.676178] [INFO ] [sig       ] Generating forecast for: NRT
[2025-11-25T10:51:14.676224] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NRT' from 'https://tdm.silogroup.org/data/derivative_storage/NRT.csv'.
[2025-11-25T10:51:14.689611] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'NRT'.
[2025-11-25T10:51:14.690269] [INFO ] [FORECASTER] Starting predict_future for NRT
[2025-11-25T10:51:14.691187] [DEBUG] [LOCAL     ] No optimal features file found for NRT: ./output/feature-sets/NRT.txt
[2025-11-25T10:51:14.691259] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:51:14.691336] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:51:14.691378] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:51:14.691450] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:51:14.756745] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:51:14.757905] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:51:14.758061] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:51:14.758110] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:51:14.878028] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:51:14.878294] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:51:14.878344] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:51:14.878379] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:51:14.882241] [DEBUG] [FORECASTER] NRT: Forecast T+1@11:T+2@11: DOWN (p=5.06%)
[2025-11-25T10:51:14.882602] [INFO ] [FORECASTER] Completed predict_future for NRT
[2025-11-25T10:51:14.882808] [INFO ] [sig       ] NRT: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:51:15.026489] [INFO ] [LOCAL     ] Saved forecast: NRT	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/NRT.txt
[2025-11-25T10:51:15.026765] [INFO ] [sig       ] [1333/2057] Completed NRT in 0.4s | 2.88 sym/s | Total: 7.7m | ETA: 4.2m
[2025-11-25T10:51:15.026829] [INFO ] [sig       ] [1334/2057] Forecasting NRUC...
[2025-11-25T10:51:15.026875] [INFO ] [sig       ] Generating forecast for: NRUC
[2025-11-25T10:51:15.026919] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NRUC' from 'https://tdm.silogroup.org/data/derivative_storage/NRUC.csv'.
[2025-11-25T10:51:15.039509] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'NRUC'.
[2025-11-25T10:51:15.040138] [INFO ] [FORECASTER] Starting predict_future for NRUC
[2025-11-25T10:51:15.041059] [DEBUG] [LOCAL     ] No optimal features file found for NRUC: ./output/feature-sets/NRUC.txt
[2025-11-25T10:51:15.041132] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:51:15.041180] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:51:15.041221] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:51:15.041292] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:51:15.107462] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:51:15.108675] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:51:15.108791] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:51:15.108840] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:51:15.223936] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:51:15.224221] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:51:15.224276] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:51:15.224312] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:51:15.228515] [DEBUG] [FORECASTER] NRUC: Forecast T+1@11:T+2@11: DOWN (p=19.48%)
[2025-11-25T10:51:15.228946] [INFO ] [FORECASTER] Completed predict_future for NRUC
[2025-11-25T10:51:15.229141] [INFO ] [sig       ] NRUC: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:51:15.373930] [INFO ] [LOCAL     ] Saved forecast: NRUC	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/NRUC.txt
[2025-11-25T10:51:15.374189] [INFO ] [sig       ] [1334/2057] Completed NRUC in 0.3s | 2.88 sym/s | Total: 7.7m | ETA: 4.2m
[2025-11-25T10:51:15.374252] [INFO ] [sig       ] [1335/2057] Forecasting NSA...
[2025-11-25T10:51:15.374302] [INFO ] [sig       ] Generating forecast for: NSA
[2025-11-25T10:51:15.374351] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NSA' from 'https://tdm.silogroup.org/data/derivative_storage/NSA.csv'.
[2025-11-25T10:51:15.388048] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'NSA'.
[2025-11-25T10:51:15.388756] [INFO ] [FORECASTER] Starting predict_future for NSA
[2025-11-25T10:51:15.389721] [DEBUG] [LOCAL     ] No optimal features file found for NSA: ./output/feature-sets/NSA.txt
[2025-11-25T10:51:15.389793] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:51:15.389843] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:51:15.389885] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:51:15.389958] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:51:15.457653] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:51:15.458864] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:51:15.458981] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:51:15.459033] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:51:15.592977] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:51:15.593252] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:51:15.593303] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:51:15.593338] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:51:15.597302] [DEBUG] [FORECASTER] NSA: Forecast T+1@11:T+2@11: UP (p=98.53%)
[2025-11-25T10:51:15.597932] [INFO ] [FORECASTER] Completed predict_future for NSA
[2025-11-25T10:51:15.598202] [INFO ] [sig       ] NSA: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:51:15.829809] [INFO ] [LOCAL     ] Saved forecast: NSA	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/NSA.txt
[2025-11-25T10:51:15.830055] [INFO ] [sig       ] [1335/2057] Completed NSA in 0.5s | 2.88 sym/s | Total: 7.7m | ETA: 4.2m
[2025-11-25T10:51:15.830116] [INFO ] [sig       ] [1336/2057] Forecasting NSC...
[2025-11-25T10:51:15.830162] [INFO ] [sig       ] Generating forecast for: NSC
[2025-11-25T10:51:15.830207] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NSC' from 'https://tdm.silogroup.org/data/derivative_storage/NSC.csv'.
[2025-11-25T10:51:15.843710] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'NSC'.
[2025-11-25T10:51:15.844294] [INFO ] [FORECASTER] Starting predict_future for NSC
[2025-11-25T10:51:15.845218] [DEBUG] [LOCAL     ] No optimal features file found for NSC: ./output/feature-sets/NSC.txt
[2025-11-25T10:51:15.845290] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:51:15.845339] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:51:15.845380] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:51:15.845449] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:51:15.910820] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:51:15.911948] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:51:15.912058] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:51:15.912107] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:51:16.030399] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:51:16.030702] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:51:16.030779] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:51:16.030829] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:51:16.034829] [DEBUG] [FORECASTER] NSC: Forecast T+1@11:T+2@11: UP (p=88.49%)
[2025-11-25T10:51:16.035178] [INFO ] [FORECASTER] Completed predict_future for NSC
[2025-11-25T10:51:16.035383] [INFO ] [sig       ] NSC: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:51:16.182968] [INFO ] [LOCAL     ] Saved forecast: NSC	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/NSC.txt
[2025-11-25T10:51:16.183225] [INFO ] [sig       ] [1336/2057] Completed NSC in 0.4s | 2.88 sym/s | Total: 7.7m | ETA: 4.2m
[2025-11-25T10:51:16.183288] [INFO ] [sig       ] [1337/2057] Forecasting NSP...
[2025-11-25T10:51:16.183348] [INFO ] [sig       ] Generating forecast for: NSP
[2025-11-25T10:51:16.183400] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NSP' from 'https://tdm.silogroup.org/data/derivative_storage/NSP.csv'.
[2025-11-25T10:51:16.196970] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'NSP'.
[2025-11-25T10:51:16.197556] [INFO ] [FORECASTER] Starting predict_future for NSP
[2025-11-25T10:51:16.198504] [DEBUG] [LOCAL     ] No optimal features file found for NSP: ./output/feature-sets/NSP.txt
[2025-11-25T10:51:16.198581] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:51:16.198631] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:51:16.198696] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:51:16.198774] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:51:16.268708] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:51:16.270018] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:51:16.270156] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:51:16.270209] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:51:16.406206] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:51:16.406495] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:51:16.406552] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:51:16.406589] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:51:16.410946] [DEBUG] [FORECASTER] NSP: Forecast T+1@11:T+2@11: DOWN (p=6.08%)
[2025-11-25T10:51:16.411365] [INFO ] [FORECASTER] Completed predict_future for NSP
[2025-11-25T10:51:16.411576] [INFO ] [sig       ] NSP: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:51:16.575707] [INFO ] [LOCAL     ] Saved forecast: NSP	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/NSP.txt
[2025-11-25T10:51:16.575972] [INFO ] [sig       ] [1337/2057] Completed NSP in 0.4s | 2.88 sym/s | Total: 7.7m | ETA: 4.2m
[2025-11-25T10:51:16.576032] [INFO ] [sig       ] [1338/2057] Forecasting NTB...
[2025-11-25T10:51:16.576078] [INFO ] [sig       ] Generating forecast for: NTB
[2025-11-25T10:51:16.576126] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NTB' from 'https://tdm.silogroup.org/data/derivative_storage/NTB.csv'.
[2025-11-25T10:51:16.589774] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'NTB'.
[2025-11-25T10:51:16.590351] [INFO ] [FORECASTER] Starting predict_future for NTB
[2025-11-25T10:51:16.591303] [DEBUG] [LOCAL     ] No optimal features file found for NTB: ./output/feature-sets/NTB.txt
[2025-11-25T10:51:16.591391] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:51:16.591444] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:51:16.591488] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:51:16.591561] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:51:16.657992] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:51:16.659233] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:51:16.659349] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:51:16.659398] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:51:16.777806] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:51:16.778051] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:51:16.778118] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:51:16.778165] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:51:16.782201] [DEBUG] [FORECASTER] NTB: Forecast T+1@11:T+2@11: DOWN (p=46.79%)
[2025-11-25T10:51:16.782559] [INFO ] [FORECASTER] Completed predict_future for NTB
[2025-11-25T10:51:16.782787] [INFO ] [sig       ] NTB: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:51:16.934979] [INFO ] [LOCAL     ] Saved forecast: NTB	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/NTB.txt
[2025-11-25T10:51:16.935285] [INFO ] [sig       ] [1338/2057] Completed NTB in 0.4s | 2.88 sym/s | Total: 7.8m | ETA: 4.2m
[2025-11-25T10:51:16.935350] [INFO ] [sig       ] [1339/2057] Forecasting NTR...
[2025-11-25T10:51:16.935400] [INFO ] [sig       ] Generating forecast for: NTR
[2025-11-25T10:51:16.935449] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NTR' from 'https://tdm.silogroup.org/data/derivative_storage/NTR.csv'.
[2025-11-25T10:51:16.949044] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'NTR'.
[2025-11-25T10:51:16.949688] [INFO ] [FORECASTER] Starting predict_future for NTR
[2025-11-25T10:51:16.950692] [DEBUG] [LOCAL     ] No optimal features file found for NTR: ./output/feature-sets/NTR.txt
[2025-11-25T10:51:16.950768] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:51:16.950819] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:51:16.950861] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:51:16.950938] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:51:17.021107] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:51:17.022400] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:51:17.022575] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:51:17.022628] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:51:17.147438] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:51:17.147738] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:51:17.147823] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:51:17.147873] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:51:17.152068] [DEBUG] [FORECASTER] NTR: Forecast T+1@11:T+2@11: DOWN (p=13.35%)
[2025-11-25T10:51:17.152430] [INFO ] [FORECASTER] Completed predict_future for NTR
[2025-11-25T10:51:17.152623] [INFO ] [sig       ] NTR: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:51:17.300735] [INFO ] [LOCAL     ] Saved forecast: NTR	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/NTR.txt
[2025-11-25T10:51:17.300954] [INFO ] [sig       ] [1339/2057] Completed NTR in 0.4s | 2.88 sym/s | Total: 7.8m | ETA: 4.2m
[2025-11-25T10:51:17.301016] [INFO ] [sig       ] [1340/2057] Forecasting NTST...
[2025-11-25T10:51:17.301062] [INFO ] [sig       ] Generating forecast for: NTST
[2025-11-25T10:51:17.301107] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NTST' from 'https://tdm.silogroup.org/data/derivative_storage/NTST.csv'.
[2025-11-25T10:51:17.315863] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'NTST'.
[2025-11-25T10:51:17.316488] [INFO ] [FORECASTER] Starting predict_future for NTST
[2025-11-25T10:51:17.317506] [DEBUG] [LOCAL     ] No optimal features file found for NTST: ./output/feature-sets/NTST.txt
[2025-11-25T10:51:17.317582] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:51:17.317632] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:51:17.317697] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:51:17.317770] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:51:17.383582] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:51:17.384810] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:51:17.384926] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:51:17.384974] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:51:17.515511] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:51:17.515903] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:51:17.516009] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:51:17.516057] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:51:17.520016] [DEBUG] [FORECASTER] NTST: Forecast T+1@11:T+2@11: DOWN (p=45.73%)
[2025-11-25T10:51:17.520359] [INFO ] [FORECASTER] Completed predict_future for NTST
[2025-11-25T10:51:17.520562] [INFO ] [sig       ] NTST: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:51:17.666990] [INFO ] [LOCAL     ] Saved forecast: NTST	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/NTST.txt
[2025-11-25T10:51:17.667257] [INFO ] [sig       ] [1340/2057] Completed NTST in 0.4s | 2.88 sym/s | Total: 7.8m | ETA: 4.2m
[2025-11-25T10:51:17.667319] [INFO ] [sig       ] [1341/2057] Forecasting NU...
[2025-11-25T10:51:17.667364] [INFO ] [sig       ] Generating forecast for: NU
[2025-11-25T10:51:17.667410] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NU' from 'https://tdm.silogroup.org/data/derivative_storage/NU.csv'.
[2025-11-25T10:51:17.681064] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'NU'.
[2025-11-25T10:51:17.681607] [INFO ] [FORECASTER] Starting predict_future for NU
[2025-11-25T10:51:17.682512] [DEBUG] [LOCAL     ] No optimal features file found for NU: ./output/feature-sets/NU.txt
[2025-11-25T10:51:17.682584] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:51:17.682632] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:51:17.682700] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:51:17.682773] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:51:17.750772] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:51:17.751952] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:51:17.752072] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:51:17.752120] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:51:17.889594] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:51:17.889904] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:51:17.889971] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:51:17.890010] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:51:17.894200] [DEBUG] [FORECASTER] NU: Forecast T+1@11:T+2@11: DOWN (p=30.76%)
[2025-11-25T10:51:17.894690] [INFO ] [FORECASTER] Completed predict_future for NU
[2025-11-25T10:51:17.894881] [INFO ] [sig       ] NU: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:51:18.042364] [INFO ] [LOCAL     ] Saved forecast: NU	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/NU.txt
[2025-11-25T10:51:18.042688] [INFO ] [sig       ] [1341/2057] Completed NU in 0.4s | 2.88 sym/s | Total: 7.8m | ETA: 4.1m
[2025-11-25T10:51:18.042768] [INFO ] [sig       ] [1342/2057] Forecasting NUS...
[2025-11-25T10:51:18.042826] [INFO ] [sig       ] Generating forecast for: NUS
[2025-11-25T10:51:18.042894] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NUS' from 'https://tdm.silogroup.org/data/derivative_storage/NUS.csv'.
[2025-11-25T10:51:18.058206] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'NUS'.
[2025-11-25T10:51:18.058887] [INFO ] [FORECASTER] Starting predict_future for NUS
[2025-11-25T10:51:18.059908] [DEBUG] [LOCAL     ] No optimal features file found for NUS: ./output/feature-sets/NUS.txt
[2025-11-25T10:51:18.059983] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:51:18.060033] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:51:18.060080] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:51:18.060156] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:51:18.127737] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:51:18.129107] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:51:18.129229] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:51:18.129280] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:51:18.280557] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:51:18.280913] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:51:18.280979] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:51:18.281023] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:51:18.286211] [DEBUG] [FORECASTER] NUS: Forecast T+1@11:T+2@11: UP (p=72.02%)
[2025-11-25T10:51:18.286682] [INFO ] [FORECASTER] Completed predict_future for NUS
[2025-11-25T10:51:18.286936] [INFO ] [sig       ] NUS: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:51:18.471205] [INFO ] [LOCAL     ] Saved forecast: NUS	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/NUS.txt
[2025-11-25T10:51:18.471500] [INFO ] [sig       ] [1342/2057] Completed NUS in 0.4s | 2.88 sym/s | Total: 7.8m | ETA: 4.1m
[2025-11-25T10:51:18.471567] [INFO ] [sig       ] [1343/2057] Forecasting NUV...
[2025-11-25T10:51:18.471618] [INFO ] [sig       ] Generating forecast for: NUV
[2025-11-25T10:51:18.471692] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NUV' from 'https://tdm.silogroup.org/data/derivative_storage/NUV.csv'.
[2025-11-25T10:51:18.486711] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'NUV'.
[2025-11-25T10:51:18.487619] [INFO ] [FORECASTER] Starting predict_future for NUV
[2025-11-25T10:51:18.489384] [DEBUG] [LOCAL     ] No optimal features file found for NUV: ./output/feature-sets/NUV.txt
[2025-11-25T10:51:18.489487] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:51:18.489545] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:51:18.489590] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:51:18.489686] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:51:18.557459] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:51:18.558599] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:51:18.558734] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:51:18.558786] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:51:18.670394] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:51:18.670683] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:51:18.670758] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:51:18.670807] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:51:18.674733] [DEBUG] [FORECASTER] NUV: Forecast T+1@11:T+2@11: UP (p=81.62%)
[2025-11-25T10:51:18.675077] [INFO ] [FORECASTER] Completed predict_future for NUV
[2025-11-25T10:51:18.675246] [INFO ] [sig       ] NUV: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:51:18.823174] [INFO ] [LOCAL     ] Saved forecast: NUV	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/NUV.txt
[2025-11-25T10:51:18.823412] [INFO ] [sig       ] [1343/2057] Completed NUV in 0.4s | 2.88 sym/s | Total: 7.8m | ETA: 4.1m
[2025-11-25T10:51:18.823468] [INFO ] [sig       ] [1344/2057] Forecasting NUVB...
[2025-11-25T10:51:18.823511] [INFO ] [sig       ] Generating forecast for: NUVB
[2025-11-25T10:51:18.823557] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NUVB' from 'https://tdm.silogroup.org/data/derivative_storage/NUVB.csv'.
[2025-11-25T10:51:18.836364] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'NUVB'.
[2025-11-25T10:51:18.836854] [INFO ] [FORECASTER] Starting predict_future for NUVB
[2025-11-25T10:51:18.837788] [DEBUG] [LOCAL     ] No optimal features file found for NUVB: ./output/feature-sets/NUVB.txt
[2025-11-25T10:51:18.837858] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:51:18.837904] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:51:18.837956] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:51:18.838029] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:51:18.903905] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:51:18.904902] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:51:18.905023] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:51:18.905072] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:51:19.028743] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:51:19.029019] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:51:19.029076] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:51:19.029115] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:51:19.033098] [DEBUG] [FORECASTER] NUVB: Forecast T+1@11:T+2@11: DOWN (p=3.35%)
[2025-11-25T10:51:19.033681] [INFO ] [FORECASTER] Completed predict_future for NUVB
[2025-11-25T10:51:19.034008] [INFO ] [sig       ] NUVB: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:51:19.185224] [INFO ] [LOCAL     ] Saved forecast: NUVB	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/NUVB.txt
[2025-11-25T10:51:19.185506] [INFO ] [sig       ] [1344/2057] Completed NUVB in 0.4s | 2.87 sym/s | Total: 7.8m | ETA: 4.1m
[2025-11-25T10:51:19.185574] [INFO ] [sig       ] [1345/2057] Forecasting NUW...
[2025-11-25T10:51:19.185661] [INFO ] [sig       ] Generating forecast for: NUW
[2025-11-25T10:51:19.185733] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NUW' from 'https://tdm.silogroup.org/data/derivative_storage/NUW.csv'.
[2025-11-25T10:51:19.199960] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'NUW'.
[2025-11-25T10:51:19.200622] [INFO ] [FORECASTER] Starting predict_future for NUW
[2025-11-25T10:51:19.201714] [DEBUG] [LOCAL     ] No optimal features file found for NUW: ./output/feature-sets/NUW.txt
[2025-11-25T10:51:19.201789] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:51:19.201839] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:51:19.201882] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:51:19.201960] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:51:19.271274] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:51:19.272564] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:51:19.272711] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:51:19.272768] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:51:19.387860] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:51:19.388179] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:51:19.388235] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:51:19.388272] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:51:19.392837] [DEBUG] [FORECASTER] NUW: Forecast T+1@11:T+2@11: DOWN (p=44.45%)
[2025-11-25T10:51:19.393394] [INFO ] [FORECASTER] Completed predict_future for NUW
[2025-11-25T10:51:19.393604] [INFO ] [sig       ] NUW: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:51:19.543516] [INFO ] [LOCAL     ] Saved forecast: NUW	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/NUW.txt
[2025-11-25T10:51:19.543790] [INFO ] [sig       ] [1345/2057] Completed NUW in 0.4s | 2.87 sym/s | Total: 7.8m | ETA: 4.1m
[2025-11-25T10:51:19.543857] [INFO ] [sig       ] [1346/2057] Forecasting NVG...
[2025-11-25T10:51:19.543905] [INFO ] [sig       ] Generating forecast for: NVG
[2025-11-25T10:51:19.543958] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NVG' from 'https://tdm.silogroup.org/data/derivative_storage/NVG.csv'.
[2025-11-25T10:51:19.558117] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'NVG'.
[2025-11-25T10:51:19.558700] [INFO ] [FORECASTER] Starting predict_future for NVG
[2025-11-25T10:51:19.559739] [DEBUG] [LOCAL     ] No optimal features file found for NVG: ./output/feature-sets/NVG.txt
[2025-11-25T10:51:19.559866] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:51:19.559917] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:51:19.559959] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:51:19.560031] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:51:19.628728] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:51:19.629907] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:51:19.630019] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:51:19.630071] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:51:19.754052] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:51:19.754335] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:51:19.754390] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:51:19.754425] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:51:19.758344] [DEBUG] [FORECASTER] NVG: Forecast T+1@11:T+2@11: DOWN (p=11.43%)
[2025-11-25T10:51:19.758694] [INFO ] [FORECASTER] Completed predict_future for NVG
[2025-11-25T10:51:19.758887] [INFO ] [sig       ] NVG: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:51:19.906454] [INFO ] [LOCAL     ] Saved forecast: NVG	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/NVG.txt
[2025-11-25T10:51:19.906739] [INFO ] [sig       ] [1346/2057] Completed NVG in 0.4s | 2.87 sym/s | Total: 7.8m | ETA: 4.1m
[2025-11-25T10:51:19.906812] [INFO ] [sig       ] [1347/2057] Forecasting NVGS...
[2025-11-25T10:51:19.906860] [INFO ] [sig       ] Generating forecast for: NVGS
[2025-11-25T10:51:19.906909] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NVGS' from 'https://tdm.silogroup.org/data/derivative_storage/NVGS.csv'.
[2025-11-25T10:51:19.926342] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'NVGS'.
[2025-11-25T10:51:19.927116] [INFO ] [FORECASTER] Starting predict_future for NVGS
[2025-11-25T10:51:19.928405] [DEBUG] [LOCAL     ] No optimal features file found for NVGS: ./output/feature-sets/NVGS.txt
[2025-11-25T10:51:19.928516] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:51:19.928597] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:51:19.928705] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:51:19.928828] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:51:20.004750] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:51:20.005733] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:51:20.005845] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:51:20.005896] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:51:20.131313] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:51:20.131595] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:51:20.131668] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:51:20.131760] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:51:20.135789] [DEBUG] [FORECASTER] NVGS: Forecast T+1@11:T+2@11: DOWN (p=9.26%)
[2025-11-25T10:51:20.136178] [INFO ] [FORECASTER] Completed predict_future for NVGS
[2025-11-25T10:51:20.136372] [INFO ] [sig       ] NVGS: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:51:20.281848] [INFO ] [LOCAL     ] Saved forecast: NVGS	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/NVGS.txt
[2025-11-25T10:51:20.282078] [INFO ] [sig       ] [1347/2057] Completed NVGS in 0.4s | 2.87 sym/s | Total: 7.8m | ETA: 4.1m
[2025-11-25T10:51:20.282139] [INFO ] [sig       ] [1348/2057] Forecasting NVO...
[2025-11-25T10:51:20.282186] [INFO ] [sig       ] Generating forecast for: NVO
[2025-11-25T10:51:20.282236] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NVO' from 'https://tdm.silogroup.org/data/derivative_storage/NVO.csv'.
[2025-11-25T10:51:20.296533] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'NVO'.
[2025-11-25T10:51:20.297200] [INFO ] [FORECASTER] Starting predict_future for NVO
[2025-11-25T10:51:20.298147] [DEBUG] [LOCAL     ] No optimal features file found for NVO: ./output/feature-sets/NVO.txt
[2025-11-25T10:51:20.298220] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:51:20.298267] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:51:20.298309] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:51:20.298381] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:51:20.367322] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:51:20.368549] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:51:20.368705] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:51:20.368765] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:51:20.497164] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:51:20.497453] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:51:20.497506] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:51:20.497541] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:51:20.501904] [DEBUG] [FORECASTER] NVO: Forecast T+1@11:T+2@11: UP (p=83.87%)
[2025-11-25T10:51:20.502510] [INFO ] [FORECASTER] Completed predict_future for NVO
[2025-11-25T10:51:20.502774] [INFO ] [sig       ] NVO: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:51:20.649327] [INFO ] [LOCAL     ] Saved forecast: NVO	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/NVO.txt
[2025-11-25T10:51:20.649570] [INFO ] [sig       ] [1348/2057] Completed NVO in 0.4s | 2.87 sym/s | Total: 7.8m | ETA: 4.1m
[2025-11-25T10:51:20.649628] [INFO ] [sig       ] [1349/2057] Forecasting NVR...
[2025-11-25T10:51:20.649695] [INFO ] [sig       ] Generating forecast for: NVR
[2025-11-25T10:51:20.649780] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NVR' from 'https://tdm.silogroup.org/data/derivative_storage/NVR.csv'.
[2025-11-25T10:51:20.663075] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'NVR'.
[2025-11-25T10:51:20.663710] [INFO ] [FORECASTER] Starting predict_future for NVR
[2025-11-25T10:51:20.664622] [DEBUG] [LOCAL     ] No optimal features file found for NVR: ./output/feature-sets/NVR.txt
[2025-11-25T10:51:20.664717] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:51:20.664768] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:51:20.664810] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:51:20.664882] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:51:20.730546] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:51:20.731770] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:51:20.731897] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:51:20.731948] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:51:20.859242] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:51:20.859518] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:51:20.859571] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:51:20.859606] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:51:20.863533] [DEBUG] [FORECASTER] NVR: Forecast T+1@11:T+2@11: DOWN (p=3.37%)
[2025-11-25T10:51:20.864103] [INFO ] [FORECASTER] Completed predict_future for NVR
[2025-11-25T10:51:20.864364] [INFO ] [sig       ] NVR: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:51:21.009423] [INFO ] [LOCAL     ] Saved forecast: NVR	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/NVR.txt
[2025-11-25T10:51:21.009695] [INFO ] [sig       ] [1349/2057] Completed NVR in 0.4s | 2.87 sym/s | Total: 7.8m | ETA: 4.1m
[2025-11-25T10:51:21.009797] [INFO ] [sig       ] [1350/2057] Forecasting NVRI...
[2025-11-25T10:51:21.009844] [INFO ] [sig       ] Generating forecast for: NVRI
[2025-11-25T10:51:21.009901] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NVRI' from 'https://tdm.silogroup.org/data/derivative_storage/NVRI.csv'.
[2025-11-25T10:51:21.023228] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'NVRI'.
[2025-11-25T10:51:21.023801] [INFO ] [FORECASTER] Starting predict_future for NVRI
[2025-11-25T10:51:21.024778] [DEBUG] [LOCAL     ] No optimal features file found for NVRI: ./output/feature-sets/NVRI.txt
[2025-11-25T10:51:21.024854] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:51:21.024904] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:51:21.024948] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:51:21.025021] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:51:21.092434] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:51:21.093584] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:51:21.093723] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:51:21.093771] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:51:21.218309] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:51:21.218586] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:51:21.218655] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:51:21.218696] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:51:21.222693] [DEBUG] [FORECASTER] NVRI: Forecast T+1@11:T+2@11: DOWN (p=15.52%)
[2025-11-25T10:51:21.223044] [INFO ] [FORECASTER] Completed predict_future for NVRI
[2025-11-25T10:51:21.223232] [INFO ] [sig       ] NVRI: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:51:21.372966] [INFO ] [LOCAL     ] Saved forecast: NVRI	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/NVRI.txt
[2025-11-25T10:51:21.373292] [INFO ] [sig       ] [1350/2057] Completed NVRI in 0.4s | 2.87 sym/s | Total: 7.8m | ETA: 4.1m
[2025-11-25T10:51:21.373359] [INFO ] [sig       ] [1351/2057] Forecasting NVS...
[2025-11-25T10:51:21.373407] [INFO ] [sig       ] Generating forecast for: NVS
[2025-11-25T10:51:21.373459] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NVS' from 'https://tdm.silogroup.org/data/derivative_storage/NVS.csv'.
[2025-11-25T10:51:21.389948] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'NVS'.
[2025-11-25T10:51:21.390818] [INFO ] [FORECASTER] Starting predict_future for NVS
[2025-11-25T10:51:21.391936] [DEBUG] [LOCAL     ] No optimal features file found for NVS: ./output/feature-sets/NVS.txt
[2025-11-25T10:51:21.392019] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:51:21.392071] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:51:21.392115] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:51:21.392188] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:51:21.466617] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:51:21.468136] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:51:21.468286] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:51:21.468337] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:51:21.604934] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:51:21.605271] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:51:21.605327] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:51:21.605364] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:51:21.609471] [DEBUG] [FORECASTER] NVS: Forecast T+1@11:T+2@11: UP (p=86.66%)
[2025-11-25T10:51:21.609882] [INFO ] [FORECASTER] Completed predict_future for NVS
[2025-11-25T10:51:21.610125] [INFO ] [sig       ] NVS: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:51:21.756515] [INFO ] [LOCAL     ] Saved forecast: NVS	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/NVS.txt
[2025-11-25T10:51:21.756824] [INFO ] [sig       ] [1351/2057] Completed NVS in 0.4s | 2.87 sym/s | Total: 7.8m | ETA: 4.1m
[2025-11-25T10:51:21.756890] [INFO ] [sig       ] [1352/2057] Forecasting NVST...
[2025-11-25T10:51:21.756938] [INFO ] [sig       ] Generating forecast for: NVST
[2025-11-25T10:51:21.756988] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NVST' from 'https://tdm.silogroup.org/data/derivative_storage/NVST.csv'.
[2025-11-25T10:51:21.771992] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'NVST'.
[2025-11-25T10:51:21.772630] [INFO ] [FORECASTER] Starting predict_future for NVST
[2025-11-25T10:51:21.773557] [DEBUG] [LOCAL     ] No optimal features file found for NVST: ./output/feature-sets/NVST.txt
[2025-11-25T10:51:21.773629] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:51:21.773703] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:51:21.773746] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:51:21.773820] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:51:21.844805] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:51:21.846040] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:51:21.846165] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:51:21.846219] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:51:21.977908] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:51:21.978192] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:51:21.978249] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:51:21.978287] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:51:21.982820] [DEBUG] [FORECASTER] NVST: Forecast T+1@11:T+2@11: UP (p=95.78%)
[2025-11-25T10:51:21.983364] [INFO ] [FORECASTER] Completed predict_future for NVST
[2025-11-25T10:51:21.983589] [INFO ] [sig       ] NVST: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:51:22.135553] [INFO ] [LOCAL     ] Saved forecast: NVST	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/NVST.txt
[2025-11-25T10:51:22.135827] [INFO ] [sig       ] [1352/2057] Completed NVST in 0.4s | 2.87 sym/s | Total: 7.8m | ETA: 4.1m
[2025-11-25T10:51:22.135891] [INFO ] [sig       ] [1353/2057] Forecasting NVT...
[2025-11-25T10:51:22.135933] [INFO ] [sig       ] Generating forecast for: NVT
[2025-11-25T10:51:22.135994] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NVT' from 'https://tdm.silogroup.org/data/derivative_storage/NVT.csv'.
[2025-11-25T10:51:22.150266] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'NVT'.
[2025-11-25T10:51:22.150967] [INFO ] [FORECASTER] Starting predict_future for NVT
[2025-11-25T10:51:22.151978] [DEBUG] [LOCAL     ] No optimal features file found for NVT: ./output/feature-sets/NVT.txt
[2025-11-25T10:51:22.152055] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:51:22.152102] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:51:22.152152] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:51:22.152227] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:51:22.219602] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:51:22.220854] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:51:22.221004] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:51:22.221053] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:51:22.354911] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:51:22.355205] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:51:22.355292] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:51:22.355332] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:51:22.360055] [DEBUG] [FORECASTER] NVT: Forecast T+1@11:T+2@11: UP (p=58.93%)
[2025-11-25T10:51:22.360528] [INFO ] [FORECASTER] Completed predict_future for NVT
[2025-11-25T10:51:22.360768] [INFO ] [sig       ] NVT: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:51:22.514907] [INFO ] [LOCAL     ] Saved forecast: NVT	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/NVT.txt
[2025-11-25T10:51:22.515135] [INFO ] [sig       ] [1353/2057] Completed NVT in 0.4s | 2.87 sym/s | Total: 7.8m | ETA: 4.1m
[2025-11-25T10:51:22.515197] [INFO ] [sig       ] [1354/2057] Forecasting NWG...
[2025-11-25T10:51:22.515242] [INFO ] [sig       ] Generating forecast for: NWG
[2025-11-25T10:51:22.515287] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NWG' from 'https://tdm.silogroup.org/data/derivative_storage/NWG.csv'.
[2025-11-25T10:51:22.529335] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'NWG'.
[2025-11-25T10:51:22.529873] [INFO ] [FORECASTER] Starting predict_future for NWG
[2025-11-25T10:51:22.530775] [DEBUG] [LOCAL     ] No optimal features file found for NWG: ./output/feature-sets/NWG.txt
[2025-11-25T10:51:22.530845] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:51:22.530903] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:51:22.530944] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:51:22.531015] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:51:22.599553] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:51:22.600836] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:51:22.601022] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:51:22.601075] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:51:22.730359] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:51:22.730690] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:51:22.730756] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:51:22.730793] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:51:22.734693] [DEBUG] [FORECASTER] NWG: Forecast T+1@11:T+2@11: DOWN (p=15.89%)
[2025-11-25T10:51:22.735012] [INFO ] [FORECASTER] Completed predict_future for NWG
[2025-11-25T10:51:22.735178] [INFO ] [sig       ] NWG: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:51:22.879562] [INFO ] [LOCAL     ] Saved forecast: NWG	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/NWG.txt
[2025-11-25T10:51:22.879792] [INFO ] [sig       ] [1354/2057] Completed NWG in 0.4s | 2.87 sym/s | Total: 7.9m | ETA: 4.1m
[2025-11-25T10:51:22.879852] [INFO ] [sig       ] [1355/2057] Forecasting NWN...
[2025-11-25T10:51:22.879899] [INFO ] [sig       ] Generating forecast for: NWN
[2025-11-25T10:51:22.879981] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NWN' from 'https://tdm.silogroup.org/data/derivative_storage/NWN.csv'.
[2025-11-25T10:51:22.894684] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'NWN'.
[2025-11-25T10:51:22.895334] [INFO ] [FORECASTER] Starting predict_future for NWN
[2025-11-25T10:51:22.896384] [DEBUG] [LOCAL     ] No optimal features file found for NWN: ./output/feature-sets/NWN.txt
[2025-11-25T10:51:22.896460] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:51:22.896510] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:51:22.896554] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:51:22.896629] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:51:22.965035] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:51:22.966247] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:51:22.966399] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:51:22.966452] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:51:23.090663] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:51:23.090958] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:51:23.091012] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:51:23.091048] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:51:23.095055] [DEBUG] [FORECASTER] NWN: Forecast T+1@11:T+2@11: DOWN (p=11.06%)
[2025-11-25T10:51:23.095403] [INFO ] [FORECASTER] Completed predict_future for NWN
[2025-11-25T10:51:23.095580] [INFO ] [sig       ] NWN: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:51:23.242821] [INFO ] [LOCAL     ] Saved forecast: NWN	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/NWN.txt
[2025-11-25T10:51:23.243084] [INFO ] [sig       ] [1355/2057] Completed NWN in 0.4s | 2.87 sym/s | Total: 7.9m | ETA: 4.1m
[2025-11-25T10:51:23.243146] [INFO ] [sig       ] [1356/2057] Forecasting NX...
[2025-11-25T10:51:23.243190] [INFO ] [sig       ] Generating forecast for: NX
[2025-11-25T10:51:23.243236] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NX' from 'https://tdm.silogroup.org/data/derivative_storage/NX.csv'.
[2025-11-25T10:51:23.258341] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'NX'.
[2025-11-25T10:51:23.258950] [INFO ] [FORECASTER] Starting predict_future for NX
[2025-11-25T10:51:23.259895] [DEBUG] [LOCAL     ] No optimal features file found for NX: ./output/feature-sets/NX.txt
[2025-11-25T10:51:23.259971] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:51:23.260024] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:51:23.260066] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:51:23.260133] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:51:23.326913] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:51:23.328262] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:51:23.328387] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:51:23.328435] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:51:23.445072] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:51:23.445338] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:51:23.445402] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:51:23.445438] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:51:23.449517] [DEBUG] [FORECASTER] NX: Forecast T+1@11:T+2@11: UP (p=91.41%)
[2025-11-25T10:51:23.449879] [INFO ] [FORECASTER] Completed predict_future for NX
[2025-11-25T10:51:23.450053] [INFO ] [sig       ] NX: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:51:23.596181] [INFO ] [LOCAL     ] Saved forecast: NX	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/NX.txt
[2025-11-25T10:51:23.596408] [INFO ] [sig       ] [1356/2057] Completed NX in 0.4s | 2.87 sym/s | Total: 7.9m | ETA: 4.1m
[2025-11-25T10:51:23.596467] [INFO ] [sig       ] [1357/2057] Forecasting NXC...
[2025-11-25T10:51:23.596513] [INFO ] [sig       ] Generating forecast for: NXC
[2025-11-25T10:51:23.596557] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NXC' from 'https://tdm.silogroup.org/data/derivative_storage/NXC.csv'.
[2025-11-25T10:51:23.609426] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'NXC'.
[2025-11-25T10:51:23.609962] [INFO ] [FORECASTER] Starting predict_future for NXC
[2025-11-25T10:51:23.610917] [DEBUG] [LOCAL     ] No optimal features file found for NXC: ./output/feature-sets/NXC.txt
[2025-11-25T10:51:23.610986] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:51:23.611033] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:51:23.611120] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:51:23.611195] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:51:23.677688] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:51:23.678861] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:51:23.678980] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:51:23.679027] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:51:23.790558] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:51:23.790829] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:51:23.791128] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:51:23.791196] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:51:23.796300] [DEBUG] [FORECASTER] NXC: Forecast T+1@11:T+2@11: UP (p=73.15%)
[2025-11-25T10:51:23.796738] [INFO ] [FORECASTER] Completed predict_future for NXC
[2025-11-25T10:51:23.796960] [INFO ] [sig       ] NXC: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:51:23.956979] [INFO ] [LOCAL     ] Saved forecast: NXC	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/NXC.txt
[2025-11-25T10:51:23.957278] [INFO ] [sig       ] [1357/2057] Completed NXC in 0.4s | 2.87 sym/s | Total: 7.9m | ETA: 4.1m
[2025-11-25T10:51:23.957341] [INFO ] [sig       ] [1358/2057] Forecasting NXDT...
[2025-11-25T10:51:23.957389] [INFO ] [sig       ] Generating forecast for: NXDT
[2025-11-25T10:51:23.957438] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NXDT' from 'https://tdm.silogroup.org/data/derivative_storage/NXDT.csv'.
[2025-11-25T10:51:23.971792] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'NXDT'.
[2025-11-25T10:51:23.972491] [INFO ] [FORECASTER] Starting predict_future for NXDT
[2025-11-25T10:51:23.973678] [DEBUG] [LOCAL     ] No optimal features file found for NXDT: ./output/feature-sets/NXDT.txt
[2025-11-25T10:51:23.973751] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:51:23.973817] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:51:23.973879] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:51:23.973984] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:51:24.052677] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:51:24.054277] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:51:24.054418] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:51:24.054478] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:51:24.186320] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:51:24.186580] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:51:24.186631] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:51:24.186693] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:51:24.190569] [DEBUG] [FORECASTER] NXDT: Forecast T+1@11:T+2@11: DOWN (p=26.02%)
[2025-11-25T10:51:24.191146] [INFO ] [FORECASTER] Completed predict_future for NXDT
[2025-11-25T10:51:24.191423] [INFO ] [sig       ] NXDT: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:51:24.335101] [INFO ] [LOCAL     ] Saved forecast: NXDT	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/NXDT.txt
[2025-11-25T10:51:24.335304] [INFO ] [sig       ] [1358/2057] Completed NXDT in 0.4s | 2.87 sym/s | Total: 7.9m | ETA: 4.1m
[2025-11-25T10:51:24.335365] [INFO ] [sig       ] [1359/2057] Forecasting NXE...
[2025-11-25T10:51:24.335411] [INFO ] [sig       ] Generating forecast for: NXE
[2025-11-25T10:51:24.335456] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NXE' from 'https://tdm.silogroup.org/data/derivative_storage/NXE.csv'.
[2025-11-25T10:51:24.349040] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'NXE'.
[2025-11-25T10:51:24.349560] [INFO ] [FORECASTER] Starting predict_future for NXE
[2025-11-25T10:51:24.350511] [DEBUG] [LOCAL     ] No optimal features file found for NXE: ./output/feature-sets/NXE.txt
[2025-11-25T10:51:24.350591] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:51:24.350659] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:51:24.350713] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:51:24.350787] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:51:24.417820] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:51:24.418826] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:51:24.418938] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:51:24.418989] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:51:24.543254] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:51:24.543527] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:51:24.543580] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:51:24.543614] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:51:24.547819] [DEBUG] [FORECASTER] NXE: Forecast T+1@11:T+2@11: UP (p=90.19%)
[2025-11-25T10:51:24.548308] [INFO ] [FORECASTER] Completed predict_future for NXE
[2025-11-25T10:51:24.548584] [INFO ] [sig       ] NXE: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:51:24.690109] [INFO ] [LOCAL     ] Saved forecast: NXE	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/NXE.txt
[2025-11-25T10:51:24.690351] [INFO ] [sig       ] [1359/2057] Completed NXE in 0.4s | 2.87 sym/s | Total: 7.9m | ETA: 4.0m
[2025-11-25T10:51:24.690412] [INFO ] [sig       ] [1360/2057] Forecasting NXG...
[2025-11-25T10:51:24.690459] [INFO ] [sig       ] Generating forecast for: NXG
[2025-11-25T10:51:24.690505] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NXG' from 'https://tdm.silogroup.org/data/derivative_storage/NXG.csv'.
[2025-11-25T10:51:24.704597] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'NXG'.
[2025-11-25T10:51:24.705210] [INFO ] [FORECASTER] Starting predict_future for NXG
[2025-11-25T10:51:24.706147] [DEBUG] [LOCAL     ] No optimal features file found for NXG: ./output/feature-sets/NXG.txt
[2025-11-25T10:51:24.706221] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:51:24.706272] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:51:24.706314] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:51:24.706385] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:51:24.776268] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:51:24.777673] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:51:24.777803] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:51:24.777853] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:51:24.907364] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:51:24.907633] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:51:24.907713] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:51:24.907784] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:51:24.911787] [DEBUG] [FORECASTER] NXG: Forecast T+1@11:T+2@11: DOWN (p=8.53%)
[2025-11-25T10:51:24.912146] [INFO ] [FORECASTER] Completed predict_future for NXG
[2025-11-25T10:51:24.912349] [INFO ] [sig       ] NXG: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:51:25.057379] [INFO ] [LOCAL     ] Saved forecast: NXG	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/NXG.txt
[2025-11-25T10:51:25.057602] [INFO ] [sig       ] [1360/2057] Completed NXG in 0.4s | 2.87 sym/s | Total: 7.9m | ETA: 4.0m
[2025-11-25T10:51:25.057682] [INFO ] [sig       ] [1361/2057] Forecasting NXJ...
[2025-11-25T10:51:25.057730] [INFO ] [sig       ] Generating forecast for: NXJ
[2025-11-25T10:51:25.057800] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NXJ' from 'https://tdm.silogroup.org/data/derivative_storage/NXJ.csv'.
[2025-11-25T10:51:25.072934] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'NXJ'.
[2025-11-25T10:51:25.073551] [INFO ] [FORECASTER] Starting predict_future for NXJ
[2025-11-25T10:51:25.074562] [DEBUG] [LOCAL     ] No optimal features file found for NXJ: ./output/feature-sets/NXJ.txt
[2025-11-25T10:51:25.074658] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:51:25.074711] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:51:25.074757] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:51:25.074831] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:51:25.141523] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:51:25.142712] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:51:25.142829] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:51:25.142879] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:51:25.270732] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:51:25.270952] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:51:25.271004] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:51:25.271042] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:51:25.274949] [DEBUG] [FORECASTER] NXJ: Forecast T+1@11:T+2@11: DOWN (p=14.20%)
[2025-11-25T10:51:25.275484] [INFO ] [FORECASTER] Completed predict_future for NXJ
[2025-11-25T10:51:25.275817] [INFO ] [sig       ] NXJ: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:51:25.426206] [INFO ] [LOCAL     ] Saved forecast: NXJ	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/NXJ.txt
[2025-11-25T10:51:25.426866] [INFO ] [sig       ] [1361/2057] Completed NXJ in 0.4s | 2.87 sym/s | Total: 7.9m | ETA: 4.0m
[2025-11-25T10:51:25.426939] [INFO ] [sig       ] [1362/2057] Forecasting NXP...
[2025-11-25T10:51:25.426991] [INFO ] [sig       ] Generating forecast for: NXP
[2025-11-25T10:51:25.427069] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NXP' from 'https://tdm.silogroup.org/data/derivative_storage/NXP.csv'.
[2025-11-25T10:51:25.441741] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'NXP'.
[2025-11-25T10:51:25.442614] [INFO ] [FORECASTER] Starting predict_future for NXP
[2025-11-25T10:51:25.443791] [DEBUG] [LOCAL     ] No optimal features file found for NXP: ./output/feature-sets/NXP.txt
[2025-11-25T10:51:25.443873] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:51:25.443924] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:51:25.443969] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:51:25.444044] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:51:25.513460] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:51:25.514730] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:51:25.514851] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:51:25.514903] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:51:25.641073] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:51:25.641374] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:51:25.641442] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:51:25.641492] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:51:25.645480] [DEBUG] [FORECASTER] NXP: Forecast T+1@11:T+2@11: UP (p=98.39%)
[2025-11-25T10:51:25.645861] [INFO ] [FORECASTER] Completed predict_future for NXP
[2025-11-25T10:51:25.646037] [INFO ] [sig       ] NXP: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:51:25.789404] [INFO ] [LOCAL     ] Saved forecast: NXP	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/NXP.txt
[2025-11-25T10:51:25.789716] [INFO ] [sig       ] [1362/2057] Completed NXP in 0.4s | 2.87 sym/s | Total: 7.9m | ETA: 4.0m
[2025-11-25T10:51:25.789783] [INFO ] [sig       ] [1363/2057] Forecasting NXRT...
[2025-11-25T10:51:25.789831] [INFO ] [sig       ] Generating forecast for: NXRT
[2025-11-25T10:51:25.789877] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NXRT' from 'https://tdm.silogroup.org/data/derivative_storage/NXRT.csv'.
[2025-11-25T10:51:25.803474] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'NXRT'.
[2025-11-25T10:51:25.804130] [INFO ] [FORECASTER] Starting predict_future for NXRT
[2025-11-25T10:51:25.805115] [DEBUG] [LOCAL     ] No optimal features file found for NXRT: ./output/feature-sets/NXRT.txt
[2025-11-25T10:51:25.805199] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:51:25.805251] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:51:25.805297] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:51:25.805372] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:51:25.874720] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:51:25.875893] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:51:25.876012] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:51:25.876065] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:51:26.014219] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:51:26.014500] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:51:26.014557] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:51:26.014594] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:51:26.019220] [DEBUG] [FORECASTER] NXRT: Forecast T+1@11:T+2@11: DOWN (p=12.10%)
[2025-11-25T10:51:26.019613] [INFO ] [FORECASTER] Completed predict_future for NXRT
[2025-11-25T10:51:26.019824] [INFO ] [sig       ] NXRT: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:51:26.189442] [INFO ] [LOCAL     ] Saved forecast: NXRT	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/NXRT.txt
[2025-11-25T10:51:26.189710] [INFO ] [sig       ] [1363/2057] Completed NXRT in 0.4s | 2.87 sym/s | Total: 7.9m | ETA: 4.0m
[2025-11-25T10:51:26.189773] [INFO ] [sig       ] [1364/2057] Forecasting NYT...
[2025-11-25T10:51:26.189819] [INFO ] [sig       ] Generating forecast for: NYT
[2025-11-25T10:51:26.189865] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NYT' from 'https://tdm.silogroup.org/data/derivative_storage/NYT.csv'.
[2025-11-25T10:51:26.204678] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'NYT'.
[2025-11-25T10:51:26.205427] [INFO ] [FORECASTER] Starting predict_future for NYT
[2025-11-25T10:51:26.206534] [DEBUG] [LOCAL     ] No optimal features file found for NYT: ./output/feature-sets/NYT.txt
[2025-11-25T10:51:26.206612] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:51:26.206681] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:51:26.206725] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:51:26.206797] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:51:26.273560] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:51:26.274812] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:51:26.274930] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:51:26.274981] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:51:26.403076] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:51:26.403477] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:51:26.403758] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:51:26.403870] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:51:26.408217] [DEBUG] [FORECASTER] NYT: Forecast T+1@11:T+2@11: UP (p=55.40%)
[2025-11-25T10:51:26.408682] [INFO ] [FORECASTER] Completed predict_future for NYT
[2025-11-25T10:51:26.408949] [INFO ] [sig       ] NYT: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:51:26.553371] [INFO ] [LOCAL     ] Saved forecast: NYT	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/NYT.txt
[2025-11-25T10:51:26.553584] [INFO ] [sig       ] [1364/2057] Completed NYT in 0.4s | 2.87 sym/s | Total: 7.9m | ETA: 4.0m
[2025-11-25T10:51:26.553662] [INFO ] [sig       ] [1365/2057] Forecasting NZF...
[2025-11-25T10:51:26.553710] [INFO ] [sig       ] Generating forecast for: NZF
[2025-11-25T10:51:26.553754] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NZF' from 'https://tdm.silogroup.org/data/derivative_storage/NZF.csv'.
[2025-11-25T10:51:26.567822] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'NZF'.
[2025-11-25T10:51:26.568411] [INFO ] [FORECASTER] Starting predict_future for NZF
[2025-11-25T10:51:26.569406] [DEBUG] [LOCAL     ] No optimal features file found for NZF: ./output/feature-sets/NZF.txt
[2025-11-25T10:51:26.569478] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:51:26.569525] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:51:26.569568] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:51:26.569638] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:51:26.636506] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:51:26.637765] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:51:26.637899] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:51:26.637949] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:51:26.750554] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:51:26.750855] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:51:26.750947] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:51:26.750995] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:51:26.755147] [DEBUG] [FORECASTER] NZF: Forecast T+1@11:T+2@11: DOWN (p=27.75%)
[2025-11-25T10:51:26.755498] [INFO ] [FORECASTER] Completed predict_future for NZF
[2025-11-25T10:51:26.755681] [INFO ] [sig       ] NZF: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:51:26.905102] [INFO ] [LOCAL     ] Saved forecast: NZF	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/NZF.txt
[2025-11-25T10:51:26.905338] [INFO ] [sig       ] [1365/2057] Completed NZF in 0.4s | 2.87 sym/s | Total: 7.9m | ETA: 4.0m
[2025-11-25T10:51:26.905397] [INFO ] [sig       ] [1366/2057] Forecasting OBDC...
[2025-11-25T10:51:26.905441] [INFO ] [sig       ] Generating forecast for: OBDC
[2025-11-25T10:51:26.905486] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OBDC' from 'https://tdm.silogroup.org/data/derivative_storage/OBDC.csv'.
[2025-11-25T10:51:26.917800] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'OBDC'.
[2025-11-25T10:51:26.918356] [INFO ] [FORECASTER] Starting predict_future for OBDC
[2025-11-25T10:51:26.919288] [DEBUG] [LOCAL     ] No optimal features file found for OBDC: ./output/feature-sets/OBDC.txt
[2025-11-25T10:51:26.919357] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:51:26.919406] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:51:26.919455] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:51:26.919552] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:51:26.989457] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:51:26.990525] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:51:26.990669] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:51:26.990721] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:51:27.091697] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:51:27.092007] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:51:27.092060] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:51:27.092095] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:51:27.096820] [DEBUG] [FORECASTER] OBDC: Forecast T+1@11:T+2@11: DOWN (p=35.65%)
[2025-11-25T10:51:27.097287] [INFO ] [FORECASTER] Completed predict_future for OBDC
[2025-11-25T10:51:27.097491] [INFO ] [sig       ] OBDC: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:51:27.242382] [INFO ] [LOCAL     ] Saved forecast: OBDC	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/OBDC.txt
[2025-11-25T10:51:27.242581] [INFO ] [sig       ] [1366/2057] Completed OBDC in 0.3s | 2.87 sym/s | Total: 7.9m | ETA: 4.0m
[2025-11-25T10:51:27.242657] [INFO ] [sig       ] [1367/2057] Forecasting OBK...
[2025-11-25T10:51:27.242705] [INFO ] [sig       ] Generating forecast for: OBK
[2025-11-25T10:51:27.242751] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OBK' from 'https://tdm.silogroup.org/data/derivative_storage/OBK.csv'.
[2025-11-25T10:51:27.256822] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'OBK'.
[2025-11-25T10:51:27.257481] [INFO ] [FORECASTER] Starting predict_future for OBK
[2025-11-25T10:51:27.258454] [DEBUG] [LOCAL     ] No optimal features file found for OBK: ./output/feature-sets/OBK.txt
[2025-11-25T10:51:27.258528] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:51:27.258575] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:51:27.258625] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:51:27.258733] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:51:27.328228] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:51:27.329339] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:51:27.329461] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:51:27.329510] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:51:27.443979] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:51:27.444232] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:51:27.444285] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:51:27.444319] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:51:27.448457] [DEBUG] [FORECASTER] OBK: Forecast T+1@11:T+2@11: DOWN (p=0.86%)
[2025-11-25T10:51:27.448846] [INFO ] [FORECASTER] Completed predict_future for OBK
[2025-11-25T10:51:27.449036] [INFO ] [sig       ] OBK: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:51:27.598239] [INFO ] [LOCAL     ] Saved forecast: OBK	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/OBK.txt
[2025-11-25T10:51:27.598489] [INFO ] [sig       ] [1367/2057] Completed OBK in 0.4s | 2.87 sym/s | Total: 7.9m | ETA: 4.0m
[2025-11-25T10:51:27.598549] [INFO ] [sig       ] [1368/2057] Forecasting OC...
[2025-11-25T10:51:27.598595] [INFO ] [sig       ] Generating forecast for: OC
[2025-11-25T10:51:27.598659] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OC' from 'https://tdm.silogroup.org/data/derivative_storage/OC.csv'.
[2025-11-25T10:51:27.614522] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'OC'.
[2025-11-25T10:51:27.615136] [INFO ] [FORECASTER] Starting predict_future for OC
[2025-11-25T10:51:27.616077] [DEBUG] [LOCAL     ] No optimal features file found for OC: ./output/feature-sets/OC.txt
[2025-11-25T10:51:27.616150] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:51:27.616199] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:51:27.616242] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:51:27.616313] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:51:27.682632] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:51:27.683503] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:51:27.683629] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:51:27.683704] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:51:27.818003] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:51:27.818266] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:51:27.818317] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:51:27.818352] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:51:27.822227] [DEBUG] [FORECASTER] OC: Forecast T+1@11:T+2@11: DOWN (p=32.19%)
[2025-11-25T10:51:27.822551] [INFO ] [FORECASTER] Completed predict_future for OC
[2025-11-25T10:51:27.822751] [INFO ] [sig       ] OC: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:51:27.966504] [INFO ] [LOCAL     ] Saved forecast: OC	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/OC.txt
[2025-11-25T10:51:27.966786] [INFO ] [sig       ] [1368/2057] Completed OC in 0.4s | 2.87 sym/s | Total: 7.9m | ETA: 4.0m
[2025-11-25T10:51:27.966855] [INFO ] [sig       ] [1369/2057] Forecasting ODC...
[2025-11-25T10:51:27.966903] [INFO ] [sig       ] Generating forecast for: ODC
[2025-11-25T10:51:27.966951] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ODC' from 'https://tdm.silogroup.org/data/derivative_storage/ODC.csv'.
[2025-11-25T10:51:27.981593] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'ODC'.
[2025-11-25T10:51:27.982246] [INFO ] [FORECASTER] Starting predict_future for ODC
[2025-11-25T10:51:27.983214] [DEBUG] [LOCAL     ] No optimal features file found for ODC: ./output/feature-sets/ODC.txt
[2025-11-25T10:51:27.983287] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:51:27.983339] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:51:27.983384] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:51:27.983460] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:51:28.051844] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:51:28.053053] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:51:28.053173] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:51:28.053226] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:51:28.179991] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:51:28.180202] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:51:28.180251] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:51:28.180287] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:51:28.183983] [DEBUG] [FORECASTER] ODC: Forecast T+1@11:T+2@11: DOWN (p=12.95%)
[2025-11-25T10:51:28.184354] [INFO ] [FORECASTER] Completed predict_future for ODC
[2025-11-25T10:51:28.184521] [INFO ] [sig       ] ODC: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:51:28.327044] [INFO ] [LOCAL     ] Saved forecast: ODC	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/ODC.txt
[2025-11-25T10:51:28.327216] [INFO ] [sig       ] [1369/2057] Completed ODC in 0.4s | 2.87 sym/s | Total: 7.9m | ETA: 4.0m
[2025-11-25T10:51:28.327271] [INFO ] [sig       ] [1370/2057] Forecasting ODV...
[2025-11-25T10:51:28.327313] [INFO ] [sig       ] Generating forecast for: ODV
[2025-11-25T10:51:28.327355] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ODV' from 'https://tdm.silogroup.org/data/derivative_storage/ODV.csv'.
[2025-11-25T10:51:28.340254] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'ODV'.
[2025-11-25T10:51:28.340627] [INFO ] [FORECASTER] Starting predict_future for ODV
[2025-11-25T10:51:28.341423] [DEBUG] [LOCAL     ] No optimal features file found for ODV: ./output/feature-sets/ODV.txt
[2025-11-25T10:51:28.341492] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:51:28.341557] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:51:28.341599] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:51:28.341688] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:51:28.407318] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:51:28.408045] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:51:28.408140] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:51:28.408187] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:51:28.530610] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:51:28.530830] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:51:28.530885] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:51:28.530920] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:51:28.534490] [DEBUG] [FORECASTER] ODV: Forecast T+1@11:T+2@11: UP (p=60.30%)
[2025-11-25T10:51:28.534831] [INFO ] [FORECASTER] Completed predict_future for ODV
[2025-11-25T10:51:28.535044] [INFO ] [sig       ] ODV: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:51:28.676907] [INFO ] [LOCAL     ] Saved forecast: ODV	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/ODV.txt
[2025-11-25T10:51:28.677137] [INFO ] [sig       ] [1370/2057] Completed ODV in 0.3s | 2.87 sym/s | Total: 7.9m | ETA: 4.0m
[2025-11-25T10:51:28.677195] [INFO ] [sig       ] [1371/2057] Forecasting OEC...
[2025-11-25T10:51:28.677239] [INFO ] [sig       ] Generating forecast for: OEC
[2025-11-25T10:51:28.677285] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OEC' from 'https://tdm.silogroup.org/data/derivative_storage/OEC.csv'.
[2025-11-25T10:51:28.689573] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'OEC'.
[2025-11-25T10:51:28.690087] [INFO ] [FORECASTER] Starting predict_future for OEC
[2025-11-25T10:51:28.690922] [DEBUG] [LOCAL     ] No optimal features file found for OEC: ./output/feature-sets/OEC.txt
[2025-11-25T10:51:28.690994] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:51:28.691039] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:51:28.691079] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:51:28.691147] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:51:28.756419] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:51:28.757438] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:51:28.757552] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:51:28.757600] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:51:28.877045] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:51:28.877267] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:51:28.877316] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:51:28.877351] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:51:28.881054] [DEBUG] [FORECASTER] OEC: Forecast T+1@11:T+2@11: DOWN (p=49.23%)
[2025-11-25T10:51:28.881439] [INFO ] [FORECASTER] Completed predict_future for OEC
[2025-11-25T10:51:28.881607] [INFO ] [sig       ] OEC: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:51:29.021767] [INFO ] [LOCAL     ] Saved forecast: OEC	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/OEC.txt
[2025-11-25T10:51:29.021951] [INFO ] [sig       ] [1371/2057] Completed OEC in 0.3s | 2.87 sym/s | Total: 8.0m | ETA: 4.0m
[2025-11-25T10:51:29.022005] [INFO ] [sig       ] [1372/2057] Forecasting OFG...
[2025-11-25T10:51:29.022047] [INFO ] [sig       ] Generating forecast for: OFG
[2025-11-25T10:51:29.022088] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OFG' from 'https://tdm.silogroup.org/data/derivative_storage/OFG.csv'.
[2025-11-25T10:51:29.033610] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'OFG'.
[2025-11-25T10:51:29.034107] [INFO ] [FORECASTER] Starting predict_future for OFG
[2025-11-25T10:51:29.034971] [DEBUG] [LOCAL     ] No optimal features file found for OFG: ./output/feature-sets/OFG.txt
[2025-11-25T10:51:29.035043] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:51:29.035088] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:51:29.035128] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:51:29.035195] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:51:29.100516] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:51:29.101360] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:51:29.101462] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:51:29.101511] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:51:29.220336] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:51:29.220525] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:51:29.220572] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:51:29.220608] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:51:29.224184] [DEBUG] [FORECASTER] OFG: Forecast T+1@11:T+2@11: DOWN (p=0.54%)
[2025-11-25T10:51:29.224472] [INFO ] [FORECASTER] Completed predict_future for OFG
[2025-11-25T10:51:29.224634] [INFO ] [sig       ] OFG: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:51:29.365490] [INFO ] [LOCAL     ] Saved forecast: OFG	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/OFG.txt
[2025-11-25T10:51:29.365684] [INFO ] [sig       ] [1372/2057] Completed OFG in 0.3s | 2.87 sym/s | Total: 8.0m | ETA: 4.0m
[2025-11-25T10:51:29.365751] [INFO ] [sig       ] [1373/2057] Forecasting OGE...
[2025-11-25T10:51:29.365797] [INFO ] [sig       ] Generating forecast for: OGE
[2025-11-25T10:51:29.365849] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OGE' from 'https://tdm.silogroup.org/data/derivative_storage/OGE.csv'.
[2025-11-25T10:51:29.377609] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'OGE'.
[2025-11-25T10:51:29.378005] [INFO ] [FORECASTER] Starting predict_future for OGE
[2025-11-25T10:51:29.378833] [DEBUG] [LOCAL     ] No optimal features file found for OGE: ./output/feature-sets/OGE.txt
[2025-11-25T10:51:29.378909] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:51:29.378957] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:51:29.378997] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:51:29.379066] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:51:29.447106] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:51:29.447822] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:51:29.447921] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:51:29.447974] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:51:29.571769] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:51:29.571986] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:51:29.572036] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:51:29.572071] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:51:29.575696] [DEBUG] [FORECASTER] OGE: Forecast T+1@11:T+2@11: DOWN (p=13.92%)
[2025-11-25T10:51:29.576010] [INFO ] [FORECASTER] Completed predict_future for OGE
[2025-11-25T10:51:29.576194] [INFO ] [sig       ] OGE: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:51:29.717174] [INFO ] [LOCAL     ] Saved forecast: OGE	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/OGE.txt
[2025-11-25T10:51:29.717385] [INFO ] [sig       ] [1373/2057] Completed OGE in 0.4s | 2.87 sym/s | Total: 8.0m | ETA: 4.0m
[2025-11-25T10:51:29.717453] [INFO ] [sig       ] [1374/2057] Forecasting OGN...
[2025-11-25T10:51:29.717499] [INFO ] [sig       ] Generating forecast for: OGN
[2025-11-25T10:51:29.717542] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OGN' from 'https://tdm.silogroup.org/data/derivative_storage/OGN.csv'.
[2025-11-25T10:51:29.730008] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'OGN'.
[2025-11-25T10:51:29.730454] [INFO ] [FORECASTER] Starting predict_future for OGN
[2025-11-25T10:51:29.731301] [DEBUG] [LOCAL     ] No optimal features file found for OGN: ./output/feature-sets/OGN.txt
[2025-11-25T10:51:29.731381] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:51:29.731428] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:51:29.731471] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:51:29.731540] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:51:29.796369] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:51:29.797019] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:51:29.797130] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:51:29.797178] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:51:29.960058] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:51:29.960226] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:51:29.960273] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:51:29.960308] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:51:29.963703] [DEBUG] [FORECASTER] OGN: Forecast T+1@11:T+2@11: DOWN (p=10.16%)
[2025-11-25T10:51:29.963993] [INFO ] [FORECASTER] Completed predict_future for OGN
[2025-11-25T10:51:29.964146] [INFO ] [sig       ] OGN: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:51:30.107570] [INFO ] [LOCAL     ] Saved forecast: OGN	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/OGN.txt
[2025-11-25T10:51:30.107728] [INFO ] [sig       ] [1374/2057] Completed OGN in 0.4s | 2.87 sym/s | Total: 8.0m | ETA: 4.0m
[2025-11-25T10:51:30.107781] [INFO ] [sig       ] [1375/2057] Forecasting OGS...
[2025-11-25T10:51:30.107825] [INFO ] [sig       ] Generating forecast for: OGS
[2025-11-25T10:51:30.107866] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OGS' from 'https://tdm.silogroup.org/data/derivative_storage/OGS.csv'.
[2025-11-25T10:51:30.119810] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'OGS'.
[2025-11-25T10:51:30.120182] [INFO ] [FORECASTER] Starting predict_future for OGS
[2025-11-25T10:51:30.121033] [DEBUG] [LOCAL     ] No optimal features file found for OGS: ./output/feature-sets/OGS.txt
[2025-11-25T10:51:30.121106] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:51:30.121154] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:51:30.121196] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:51:30.121265] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:51:30.187405] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:51:30.188112] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:51:30.188208] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:51:30.188256] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:51:30.311596] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:51:30.311805] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:51:30.311854] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:51:30.311891] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:51:30.315268] [DEBUG] [FORECASTER] OGS: Forecast T+1@11:T+2@11: DOWN (p=25.28%)
[2025-11-25T10:51:30.315551] [INFO ] [FORECASTER] Completed predict_future for OGS
[2025-11-25T10:51:30.315726] [INFO ] [sig       ] OGS: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:51:30.455469] [INFO ] [LOCAL     ] Saved forecast: OGS	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/OGS.txt
[2025-11-25T10:51:30.455658] [INFO ] [sig       ] [1375/2057] Completed OGS in 0.3s | 2.87 sym/s | Total: 8.0m | ETA: 4.0m
[2025-11-25T10:51:30.455711] [INFO ] [sig       ] [1376/2057] Forecasting OHI...
[2025-11-25T10:51:30.455753] [INFO ] [sig       ] Generating forecast for: OHI
[2025-11-25T10:51:30.455795] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OHI' from 'https://tdm.silogroup.org/data/derivative_storage/OHI.csv'.
[2025-11-25T10:51:30.467385] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'OHI'.
[2025-11-25T10:51:30.467804] [INFO ] [FORECASTER] Starting predict_future for OHI
[2025-11-25T10:51:30.468599] [DEBUG] [LOCAL     ] No optimal features file found for OHI: ./output/feature-sets/OHI.txt
[2025-11-25T10:51:30.468694] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:51:30.468743] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:51:30.468784] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:51:30.468854] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:51:30.533540] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:51:30.534414] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:51:30.534529] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:51:30.534579] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:51:30.659408] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:51:30.659662] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:51:30.659734] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:51:30.659778] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:51:30.663361] [DEBUG] [FORECASTER] OHI: Forecast T+1@11:T+2@11: DOWN (p=21.41%)
[2025-11-25T10:51:30.663684] [INFO ] [FORECASTER] Completed predict_future for OHI
[2025-11-25T10:51:30.663864] [INFO ] [sig       ] OHI: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:51:30.803436] [INFO ] [LOCAL     ] Saved forecast: OHI	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/OHI.txt
[2025-11-25T10:51:30.803607] [INFO ] [sig       ] [1376/2057] Completed OHI in 0.3s | 2.87 sym/s | Total: 8.0m | ETA: 4.0m
[2025-11-25T10:51:30.803683] [INFO ] [sig       ] [1377/2057] Forecasting OI...
[2025-11-25T10:51:30.803730] [INFO ] [sig       ] Generating forecast for: OI
[2025-11-25T10:51:30.803773] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OI' from 'https://tdm.silogroup.org/data/derivative_storage/OI.csv'.
[2025-11-25T10:51:30.815905] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'OI'.
[2025-11-25T10:51:30.816317] [INFO ] [FORECASTER] Starting predict_future for OI
[2025-11-25T10:51:30.817117] [DEBUG] [LOCAL     ] No optimal features file found for OI: ./output/feature-sets/OI.txt
[2025-11-25T10:51:30.817186] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:51:30.817231] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:51:30.817270] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:51:30.817337] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:51:30.883467] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:51:30.884382] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:51:30.884482] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:51:30.884530] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:51:31.007137] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:51:31.007348] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:51:31.007395] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:51:31.007453] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:51:31.011070] [DEBUG] [FORECASTER] OI: Forecast T+1@11:T+2@11: UP (p=92.15%)
[2025-11-25T10:51:31.011389] [INFO ] [FORECASTER] Completed predict_future for OI
[2025-11-25T10:51:31.011545] [INFO ] [sig       ] OI: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:51:31.150973] [INFO ] [LOCAL     ] Saved forecast: OI	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/OI.txt
[2025-11-25T10:51:31.151143] [INFO ] [sig       ] [1377/2057] Completed OI in 0.3s | 2.87 sym/s | Total: 8.0m | ETA: 3.9m
[2025-11-25T10:51:31.151201] [INFO ] [sig       ] [1378/2057] Forecasting OIA...
[2025-11-25T10:51:31.151243] [INFO ] [sig       ] Generating forecast for: OIA
[2025-11-25T10:51:31.151285] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OIA' from 'https://tdm.silogroup.org/data/derivative_storage/OIA.csv'.
[2025-11-25T10:51:31.163952] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'OIA'.
[2025-11-25T10:51:31.164688] [INFO ] [FORECASTER] Starting predict_future for OIA
[2025-11-25T10:51:31.165558] [DEBUG] [LOCAL     ] No optimal features file found for OIA: ./output/feature-sets/OIA.txt
[2025-11-25T10:51:31.165632] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:51:31.165703] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:51:31.165746] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:51:31.165817] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:51:31.234569] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:51:31.235582] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:51:31.235713] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:51:31.235766] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:51:31.359039] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:51:31.359250] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:51:31.359300] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:51:31.359337] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:51:31.362868] [DEBUG] [FORECASTER] OIA: Forecast T+1@11:T+2@11: UP (p=96.99%)
[2025-11-25T10:51:31.363225] [INFO ] [FORECASTER] Completed predict_future for OIA
[2025-11-25T10:51:31.363410] [INFO ] [sig       ] OIA: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:51:31.507232] [INFO ] [LOCAL     ] Saved forecast: OIA	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/OIA.txt
[2025-11-25T10:51:31.507423] [INFO ] [sig       ] [1378/2057] Completed OIA in 0.4s | 2.87 sym/s | Total: 8.0m | ETA: 3.9m
[2025-11-25T10:51:31.507478] [INFO ] [sig       ] [1379/2057] Forecasting OII...
[2025-11-25T10:51:31.507523] [INFO ] [sig       ] Generating forecast for: OII
[2025-11-25T10:51:31.507564] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OII' from 'https://tdm.silogroup.org/data/derivative_storage/OII.csv'.
[2025-11-25T10:51:31.519432] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'OII'.
[2025-11-25T10:51:31.519926] [INFO ] [FORECASTER] Starting predict_future for OII
[2025-11-25T10:51:31.520819] [DEBUG] [LOCAL     ] No optimal features file found for OII: ./output/feature-sets/OII.txt
[2025-11-25T10:51:31.520891] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:51:31.520943] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:51:31.520986] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:51:31.521057] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:51:31.586064] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:51:31.586873] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:51:31.586980] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:51:31.587076] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:51:31.693005] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:51:31.693255] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:51:31.693321] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:51:31.693370] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:51:31.696913] [DEBUG] [FORECASTER] OII: Forecast T+1@11:T+2@11: DOWN (p=0.14%)
[2025-11-25T10:51:31.697275] [INFO ] [FORECASTER] Completed predict_future for OII
[2025-11-25T10:51:31.697449] [INFO ] [sig       ] OII: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:51:31.838445] [INFO ] [LOCAL     ] Saved forecast: OII	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/OII.txt
[2025-11-25T10:51:31.838618] [INFO ] [sig       ] [1379/2057] Completed OII in 0.3s | 2.87 sym/s | Total: 8.0m | ETA: 3.9m
[2025-11-25T10:51:31.838700] [INFO ] [sig       ] [1380/2057] Forecasting OIS...
[2025-11-25T10:51:31.838744] [INFO ] [sig       ] Generating forecast for: OIS
[2025-11-25T10:51:31.838786] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OIS' from 'https://tdm.silogroup.org/data/derivative_storage/OIS.csv'.
[2025-11-25T10:51:31.850263] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'OIS'.
[2025-11-25T10:51:31.850736] [INFO ] [FORECASTER] Starting predict_future for OIS
[2025-11-25T10:51:31.851504] [DEBUG] [LOCAL     ] No optimal features file found for OIS: ./output/feature-sets/OIS.txt
[2025-11-25T10:51:31.851574] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:51:31.851619] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:51:31.851683] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:51:31.851754] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:51:31.916802] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:51:31.917547] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:51:31.917664] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:51:31.917715] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:51:32.013633] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:51:32.013847] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:51:32.013897] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:51:32.013933] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:51:32.017384] [DEBUG] [FORECASTER] OIS: Forecast T+1@11:T+2@11: DOWN (p=34.83%)
[2025-11-25T10:51:32.017696] [INFO ] [FORECASTER] Completed predict_future for OIS
[2025-11-25T10:51:32.017865] [INFO ] [sig       ] OIS: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:51:32.155311] [INFO ] [LOCAL     ] Saved forecast: OIS	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/OIS.txt
[2025-11-25T10:51:32.155483] [INFO ] [sig       ] [1380/2057] Completed OIS in 0.3s | 2.87 sym/s | Total: 8.0m | ETA: 3.9m
[2025-11-25T10:51:32.155539] [INFO ] [sig       ] [1381/2057] Forecasting OKE...
[2025-11-25T10:51:32.155581] [INFO ] [sig       ] Generating forecast for: OKE
[2025-11-25T10:51:32.155623] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OKE' from 'https://tdm.silogroup.org/data/derivative_storage/OKE.csv'.
[2025-11-25T10:51:32.167149] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'OKE'.
[2025-11-25T10:51:32.167587] [INFO ] [FORECASTER] Starting predict_future for OKE
[2025-11-25T10:51:32.168384] [DEBUG] [LOCAL     ] No optimal features file found for OKE: ./output/feature-sets/OKE.txt
[2025-11-25T10:51:32.168454] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:51:32.168500] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:51:32.168541] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:51:32.168629] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:51:32.232903] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:51:32.233743] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:51:32.233845] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:51:32.233893] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:51:32.338388] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:51:32.338591] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:51:32.338659] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:51:32.338719] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:51:32.342271] [DEBUG] [FORECASTER] OKE: Forecast T+1@11:T+2@11: DOWN (p=8.05%)
[2025-11-25T10:51:32.342750] [INFO ] [FORECASTER] Completed predict_future for OKE
[2025-11-25T10:51:32.342989] [INFO ] [sig       ] OKE: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:51:32.482753] [INFO ] [LOCAL     ] Saved forecast: OKE	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/OKE.txt
[2025-11-25T10:51:32.482938] [INFO ] [sig       ] [1381/2057] Completed OKE in 0.3s | 2.87 sym/s | Total: 8.0m | ETA: 3.9m
[2025-11-25T10:51:32.483005] [INFO ] [sig       ] [1382/2057] Forecasting OLN...
[2025-11-25T10:51:32.483058] [INFO ] [sig       ] Generating forecast for: OLN
[2025-11-25T10:51:32.483109] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OLN' from 'https://tdm.silogroup.org/data/derivative_storage/OLN.csv'.
[2025-11-25T10:51:32.494766] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'OLN'.
[2025-11-25T10:51:32.495164] [INFO ] [FORECASTER] Starting predict_future for OLN
[2025-11-25T10:51:32.495973] [DEBUG] [LOCAL     ] No optimal features file found for OLN: ./output/feature-sets/OLN.txt
[2025-11-25T10:51:32.496055] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:51:32.496109] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:51:32.496150] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:51:32.496218] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:51:32.561290] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:51:32.562099] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:51:32.562195] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:51:32.562242] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:51:32.665457] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:51:32.665667] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:51:32.665731] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:51:32.665778] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:51:32.669225] [DEBUG] [FORECASTER] OLN: Forecast T+1@11:T+2@11: UP (p=60.20%)
[2025-11-25T10:51:32.669605] [INFO ] [FORECASTER] Completed predict_future for OLN
[2025-11-25T10:51:32.669846] [INFO ] [sig       ] OLN: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:51:32.810210] [INFO ] [LOCAL     ] Saved forecast: OLN	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/OLN.txt
[2025-11-25T10:51:32.810374] [INFO ] [sig       ] [1382/2057] Completed OLN in 0.3s | 2.87 sym/s | Total: 8.0m | ETA: 3.9m
[2025-11-25T10:51:32.810428] [INFO ] [sig       ] [1383/2057] Forecasting OLP...
[2025-11-25T10:51:32.810472] [INFO ] [sig       ] Generating forecast for: OLP
[2025-11-25T10:51:32.810513] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OLP' from 'https://tdm.silogroup.org/data/derivative_storage/OLP.csv'.
[2025-11-25T10:51:32.823964] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'OLP'.
[2025-11-25T10:51:32.824479] [INFO ] [FORECASTER] Starting predict_future for OLP
[2025-11-25T10:51:32.825686] [DEBUG] [LOCAL     ] No optimal features file found for OLP: ./output/feature-sets/OLP.txt
[2025-11-25T10:51:32.825800] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:51:32.825882] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:51:32.825968] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:51:32.826111] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:51:32.898792] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:51:32.899705] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:51:32.899808] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:51:32.899860] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:51:33.000789] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:51:33.000989] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:51:33.001038] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:51:33.001074] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:51:33.004532] [DEBUG] [FORECASTER] OLP: Forecast T+1@11:T+2@11: UP (p=78.48%)
[2025-11-25T10:51:33.004848] [INFO ] [FORECASTER] Completed predict_future for OLP
[2025-11-25T10:51:33.005053] [INFO ] [sig       ] OLP: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:51:33.148025] [INFO ] [LOCAL     ] Saved forecast: OLP	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/OLP.txt
[2025-11-25T10:51:33.148249] [INFO ] [sig       ] [1383/2057] Completed OLP in 0.3s | 2.87 sym/s | Total: 8.0m | ETA: 3.9m
[2025-11-25T10:51:33.148306] [INFO ] [sig       ] [1384/2057] Forecasting OMC...
[2025-11-25T10:51:33.148350] [INFO ] [sig       ] Generating forecast for: OMC
[2025-11-25T10:51:33.148392] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OMC' from 'https://tdm.silogroup.org/data/derivative_storage/OMC.csv'.
[2025-11-25T10:51:33.160131] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'OMC'.
[2025-11-25T10:51:33.160527] [INFO ] [FORECASTER] Starting predict_future for OMC
[2025-11-25T10:51:33.161318] [DEBUG] [LOCAL     ] No optimal features file found for OMC: ./output/feature-sets/OMC.txt
[2025-11-25T10:51:33.161387] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:51:33.161431] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:51:33.161471] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:51:33.161538] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:51:33.228493] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:51:33.229189] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:51:33.229285] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:51:33.229332] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:51:33.332488] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:51:33.332681] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:51:33.332755] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:51:33.332800] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:51:33.336205] [DEBUG] [FORECASTER] OMC: Forecast T+1@11:T+2@11: UP (p=91.56%)
[2025-11-25T10:51:33.336504] [INFO ] [FORECASTER] Completed predict_future for OMC
[2025-11-25T10:51:33.336684] [INFO ] [sig       ] OMC: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:51:33.478732] [INFO ] [LOCAL     ] Saved forecast: OMC	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/OMC.txt
[2025-11-25T10:51:33.478883] [INFO ] [sig       ] [1384/2057] Completed OMC in 0.3s | 2.87 sym/s | Total: 8.0m | ETA: 3.9m
[2025-11-25T10:51:33.478947] [INFO ] [sig       ] [1385/2057] Forecasting OMF...
[2025-11-25T10:51:33.478999] [INFO ] [sig       ] Generating forecast for: OMF
[2025-11-25T10:51:33.479049] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OMF' from 'https://tdm.silogroup.org/data/derivative_storage/OMF.csv'.
[2025-11-25T10:51:33.490446] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'OMF'.
[2025-11-25T10:51:33.490844] [INFO ] [FORECASTER] Starting predict_future for OMF
[2025-11-25T10:51:33.491603] [DEBUG] [LOCAL     ] No optimal features file found for OMF: ./output/feature-sets/OMF.txt
[2025-11-25T10:51:33.491695] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:51:33.491743] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:51:33.491783] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:51:33.491850] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:51:33.557584] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:51:33.558280] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:51:33.558373] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:51:33.558419] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:51:33.661986] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:51:33.662150] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:51:33.662196] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:51:33.662230] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:51:33.665559] [DEBUG] [FORECASTER] OMF: Forecast T+1@11:T+2@11: DOWN (p=6.07%)
[2025-11-25T10:51:33.666045] [INFO ] [FORECASTER] Completed predict_future for OMF
[2025-11-25T10:51:33.666274] [INFO ] [sig       ] OMF: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:51:33.808089] [INFO ] [LOCAL     ] Saved forecast: OMF	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/OMF.txt
[2025-11-25T10:51:33.808251] [INFO ] [sig       ] [1385/2057] Completed OMF in 0.3s | 2.87 sym/s | Total: 8.0m | ETA: 3.9m
[2025-11-25T10:51:33.808305] [INFO ] [sig       ] [1386/2057] Forecasting OMI...
[2025-11-25T10:51:33.808347] [INFO ] [sig       ] Generating forecast for: OMI
[2025-11-25T10:51:33.808389] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OMI' from 'https://tdm.silogroup.org/data/derivative_storage/OMI.csv'.
[2025-11-25T10:51:33.819726] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'OMI'.
[2025-11-25T10:51:33.820113] [INFO ] [FORECASTER] Starting predict_future for OMI
[2025-11-25T10:51:33.820912] [DEBUG] [LOCAL     ] No optimal features file found for OMI: ./output/feature-sets/OMI.txt
[2025-11-25T10:51:33.820980] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:51:33.821025] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:51:33.821066] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:51:33.821135] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:51:33.890138] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:51:33.890878] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:51:33.890975] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:51:33.891022] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:51:33.991194] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:51:33.991378] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:51:33.991424] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:51:33.991459] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:51:33.994803] [DEBUG] [FORECASTER] OMI: Forecast T+1@11:T+2@11: DOWN (p=0.44%)
[2025-11-25T10:51:33.995121] [INFO ] [FORECASTER] Completed predict_future for OMI
[2025-11-25T10:51:33.995267] [INFO ] [sig       ] OMI: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:51:34.136923] [INFO ] [LOCAL     ] Saved forecast: OMI	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/OMI.txt
[2025-11-25T10:51:34.137179] [INFO ] [sig       ] [1386/2057] Completed OMI in 0.3s | 2.87 sym/s | Total: 8.0m | ETA: 3.9m
[2025-11-25T10:51:34.137271] [INFO ] [sig       ] [1387/2057] Forecasting ONL...
[2025-11-25T10:51:34.137318] [INFO ] [sig       ] Generating forecast for: ONL
[2025-11-25T10:51:34.137364] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ONL' from 'https://tdm.silogroup.org/data/derivative_storage/ONL.csv'.
[2025-11-25T10:51:34.149238] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'ONL'.
[2025-11-25T10:51:34.149695] [INFO ] [FORECASTER] Starting predict_future for ONL
[2025-11-25T10:51:34.150473] [DEBUG] [LOCAL     ] No optimal features file found for ONL: ./output/feature-sets/ONL.txt
[2025-11-25T10:51:34.150543] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:51:34.150588] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:51:34.150629] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:51:34.150724] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:51:34.216912] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:51:34.217817] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:51:34.217915] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:51:34.217972] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:51:34.316333] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:51:34.316497] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:51:34.316542] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:51:34.316577] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:51:34.319880] [DEBUG] [FORECASTER] ONL: Forecast T+1@11:T+2@11: UP (p=86.15%)
[2025-11-25T10:51:34.320168] [INFO ] [FORECASTER] Completed predict_future for ONL
[2025-11-25T10:51:34.320314] [INFO ] [sig       ] ONL: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:51:34.460314] [INFO ] [LOCAL     ] Saved forecast: ONL	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/ONL.txt
[2025-11-25T10:51:34.460472] [INFO ] [sig       ] [1387/2057] Completed ONL in 0.3s | 2.87 sym/s | Total: 8.0m | ETA: 3.9m
[2025-11-25T10:51:34.460526] [INFO ] [sig       ] [1388/2057] Forecasting ONON...
[2025-11-25T10:51:34.460568] [INFO ] [sig       ] Generating forecast for: ONON
[2025-11-25T10:51:34.460612] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ONON' from 'https://tdm.silogroup.org/data/derivative_storage/ONON.csv'.
[2025-11-25T10:51:34.473341] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'ONON'.
[2025-11-25T10:51:34.473782] [INFO ] [FORECASTER] Starting predict_future for ONON
[2025-11-25T10:51:34.474542] [DEBUG] [LOCAL     ] No optimal features file found for ONON: ./output/feature-sets/ONON.txt
[2025-11-25T10:51:34.474611] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:51:34.474681] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:51:34.474724] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:51:34.474792] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:51:34.540940] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:51:34.541849] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:51:34.541962] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:51:34.542020] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:51:34.652366] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:51:34.652727] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:51:34.652801] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:51:34.652848] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:51:34.656297] [DEBUG] [FORECASTER] ONON: Forecast T+1@11:T+2@11: DOWN (p=14.69%)
[2025-11-25T10:51:34.656833] [INFO ] [FORECASTER] Completed predict_future for ONON
[2025-11-25T10:51:34.657072] [INFO ] [sig       ] ONON: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:51:34.800136] [INFO ] [LOCAL     ] Saved forecast: ONON	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/ONON.txt
[2025-11-25T10:51:34.800298] [INFO ] [sig       ] [1388/2057] Completed ONON in 0.3s | 2.87 sym/s | Total: 8.1m | ETA: 3.9m
[2025-11-25T10:51:34.800350] [INFO ] [sig       ] [1389/2057] Forecasting ONTF...
[2025-11-25T10:51:34.800393] [INFO ] [sig       ] Generating forecast for: ONTF
[2025-11-25T10:51:34.800434] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ONTF' from 'https://tdm.silogroup.org/data/derivative_storage/ONTF.csv'.
[2025-11-25T10:51:34.812534] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'ONTF'.
[2025-11-25T10:51:34.812942] [INFO ] [FORECASTER] Starting predict_future for ONTF
[2025-11-25T10:51:34.813732] [DEBUG] [LOCAL     ] No optimal features file found for ONTF: ./output/feature-sets/ONTF.txt
[2025-11-25T10:51:34.813800] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:51:34.813846] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:51:34.813886] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:51:34.813954] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:51:34.879141] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:51:34.879915] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:51:34.880015] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:51:34.880061] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:51:34.982426] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:51:34.982613] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:51:34.982679] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:51:34.982743] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:51:34.986111] [DEBUG] [FORECASTER] ONTF: Forecast T+1@11:T+2@11: UP (p=75.31%)
[2025-11-25T10:51:34.986409] [INFO ] [FORECASTER] Completed predict_future for ONTF
[2025-11-25T10:51:34.986571] [INFO ] [sig       ] ONTF: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:51:35.125915] [INFO ] [LOCAL     ] Saved forecast: ONTF	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/ONTF.txt
[2025-11-25T10:51:35.126106] [INFO ] [sig       ] [1389/2057] Completed ONTF in 0.3s | 2.87 sym/s | Total: 8.1m | ETA: 3.9m
[2025-11-25T10:51:35.126160] [INFO ] [sig       ] [1390/2057] Forecasting ONTO...
[2025-11-25T10:51:35.126204] [INFO ] [sig       ] Generating forecast for: ONTO
[2025-11-25T10:51:35.126246] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ONTO' from 'https://tdm.silogroup.org/data/derivative_storage/ONTO.csv'.
[2025-11-25T10:51:35.137918] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'ONTO'.
[2025-11-25T10:51:35.138316] [INFO ] [FORECASTER] Starting predict_future for ONTO
[2025-11-25T10:51:35.139108] [DEBUG] [LOCAL     ] No optimal features file found for ONTO: ./output/feature-sets/ONTO.txt
[2025-11-25T10:51:35.139177] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:51:35.139221] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:51:35.139261] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:51:35.139329] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:51:35.204490] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:51:35.205401] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:51:35.205502] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:51:35.205550] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:51:35.308281] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:51:35.308472] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:51:35.308540] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:51:35.308576] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:51:35.311978] [DEBUG] [FORECASTER] ONTO: Forecast T+1@11:T+2@11: DOWN (p=23.44%)
[2025-11-25T10:51:35.312266] [INFO ] [FORECASTER] Completed predict_future for ONTO
[2025-11-25T10:51:35.312419] [INFO ] [sig       ] ONTO: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:51:35.453229] [INFO ] [LOCAL     ] Saved forecast: ONTO	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/ONTO.txt
[2025-11-25T10:51:35.453394] [INFO ] [sig       ] [1390/2057] Completed ONTO in 0.3s | 2.87 sym/s | Total: 8.1m | ETA: 3.9m
[2025-11-25T10:51:35.453448] [INFO ] [sig       ] [1391/2057] Forecasting OOMA...
[2025-11-25T10:51:35.453486] [INFO ] [sig       ] Generating forecast for: OOMA
[2025-11-25T10:51:35.453529] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OOMA' from 'https://tdm.silogroup.org/data/derivative_storage/OOMA.csv'.
[2025-11-25T10:51:35.465836] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'OOMA'.
[2025-11-25T10:51:35.466246] [INFO ] [FORECASTER] Starting predict_future for OOMA
[2025-11-25T10:51:35.467056] [DEBUG] [LOCAL     ] No optimal features file found for OOMA: ./output/feature-sets/OOMA.txt
[2025-11-25T10:51:35.467124] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:51:35.467169] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:51:35.467209] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:51:35.467279] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:51:35.532483] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:51:35.533245] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:51:35.533340] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:51:35.533388] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:51:35.643561] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:51:35.643761] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:51:35.643833] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:51:35.643880] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:51:35.647481] [DEBUG] [FORECASTER] OOMA: Forecast T+1@11:T+2@11: DOWN (p=45.56%)
[2025-11-25T10:51:35.647814] [INFO ] [FORECASTER] Completed predict_future for OOMA
[2025-11-25T10:51:35.647989] [INFO ] [sig       ] OOMA: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:51:35.788239] [INFO ] [LOCAL     ] Saved forecast: OOMA	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/OOMA.txt
[2025-11-25T10:51:35.788434] [INFO ] [sig       ] [1391/2057] Completed OOMA in 0.3s | 2.87 sym/s | Total: 8.1m | ETA: 3.9m
[2025-11-25T10:51:35.788489] [INFO ] [sig       ] [1392/2057] Forecasting OPAD...
[2025-11-25T10:51:35.788535] [INFO ] [sig       ] Generating forecast for: OPAD
[2025-11-25T10:51:35.788577] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OPAD' from 'https://tdm.silogroup.org/data/derivative_storage/OPAD.csv'.
[2025-11-25T10:51:35.800710] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'OPAD'.
[2025-11-25T10:51:35.801129] [INFO ] [FORECASTER] Starting predict_future for OPAD
[2025-11-25T10:51:35.801926] [DEBUG] [LOCAL     ] No optimal features file found for OPAD: ./output/feature-sets/OPAD.txt
[2025-11-25T10:51:35.802003] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:51:35.802058] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:51:35.802106] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:51:35.802178] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:51:35.870285] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:51:35.871256] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:51:35.871360] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:51:35.871409] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:51:35.977074] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:51:35.977259] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:51:35.977306] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:51:35.977341] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:51:35.981348] [DEBUG] [FORECASTER] OPAD: Forecast T+1@11:T+2@11: DOWN (p=2.50%)
[2025-11-25T10:51:35.981662] [INFO ] [FORECASTER] Completed predict_future for OPAD
[2025-11-25T10:51:35.981821] [INFO ] [sig       ] OPAD: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:51:36.126094] [INFO ] [LOCAL     ] Saved forecast: OPAD	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/OPAD.txt
[2025-11-25T10:51:36.126257] [INFO ] [sig       ] [1392/2057] Completed OPAD in 0.3s | 2.87 sym/s | Total: 8.1m | ETA: 3.9m
[2025-11-25T10:51:36.126310] [INFO ] [sig       ] [1393/2057] Forecasting OPFI...
[2025-11-25T10:51:36.126352] [INFO ] [sig       ] Generating forecast for: OPFI
[2025-11-25T10:51:36.126400] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OPFI' from 'https://tdm.silogroup.org/data/derivative_storage/OPFI.csv'.
[2025-11-25T10:51:36.138473] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'OPFI'.
[2025-11-25T10:51:36.138866] [INFO ] [FORECASTER] Starting predict_future for OPFI
[2025-11-25T10:51:36.139635] [DEBUG] [LOCAL     ] No optimal features file found for OPFI: ./output/feature-sets/OPFI.txt
[2025-11-25T10:51:36.139726] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:51:36.139771] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:51:36.139811] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:51:36.139880] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:51:36.208224] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:51:36.209081] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:51:36.209186] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:51:36.209233] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:51:36.320185] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:51:36.320390] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:51:36.320440] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:51:36.320475] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:51:36.324075] [DEBUG] [FORECASTER] OPFI: Forecast T+1@11:T+2@11: UP (p=99.43%)
[2025-11-25T10:51:36.324401] [INFO ] [FORECASTER] Completed predict_future for OPFI
[2025-11-25T10:51:36.324565] [INFO ] [sig       ] OPFI: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:51:36.478140] [INFO ] [LOCAL     ] Saved forecast: OPFI	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/OPFI.txt
[2025-11-25T10:51:36.478371] [INFO ] [sig       ] [1393/2057] Completed OPFI in 0.4s | 2.87 sym/s | Total: 8.1m | ETA: 3.9m
[2025-11-25T10:51:36.478462] [INFO ] [sig       ] [1394/2057] Forecasting OPP...
[2025-11-25T10:51:36.478525] [INFO ] [sig       ] Generating forecast for: OPP
[2025-11-25T10:51:36.478585] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OPP' from 'https://tdm.silogroup.org/data/derivative_storage/OPP.csv'.
[2025-11-25T10:51:36.491348] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'OPP'.
[2025-11-25T10:51:36.491841] [INFO ] [FORECASTER] Starting predict_future for OPP
[2025-11-25T10:51:36.492804] [DEBUG] [LOCAL     ] No optimal features file found for OPP: ./output/feature-sets/OPP.txt
[2025-11-25T10:51:36.492896] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:51:36.493013] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:51:36.493099] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:51:36.493202] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:51:36.575684] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:51:36.577015] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:51:36.577186] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:51:36.577256] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:51:36.718482] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:51:36.718762] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:51:36.718881] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:51:36.718956] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:51:36.724022] [DEBUG] [FORECASTER] OPP: Forecast T+1@11:T+2@11: UP (p=63.33%)
[2025-11-25T10:51:36.724598] [INFO ] [FORECASTER] Completed predict_future for OPP
[2025-11-25T10:51:36.724843] [INFO ] [sig       ] OPP: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:51:36.903341] [INFO ] [LOCAL     ] Saved forecast: OPP	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/OPP.txt
[2025-11-25T10:51:36.903624] [INFO ] [sig       ] [1394/2057] Completed OPP in 0.4s | 2.87 sym/s | Total: 8.1m | ETA: 3.8m
[2025-11-25T10:51:36.903723] [INFO ] [sig       ] [1395/2057] Forecasting OR...
[2025-11-25T10:51:36.903777] [INFO ] [sig       ] Generating forecast for: OR
[2025-11-25T10:51:36.903837] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OR' from 'https://tdm.silogroup.org/data/derivative_storage/OR.csv'.
[2025-11-25T10:51:36.915757] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'OR'.
[2025-11-25T10:51:36.916283] [INFO ] [FORECASTER] Starting predict_future for OR
[2025-11-25T10:51:36.917410] [DEBUG] [LOCAL     ] No optimal features file found for OR: ./output/feature-sets/OR.txt
[2025-11-25T10:51:36.917501] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:51:36.917572] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:51:36.917638] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:51:36.917767] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:51:36.995252] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:51:36.996207] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:51:36.996345] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:51:36.996422] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:51:37.119713] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:51:37.119911] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:51:37.119963] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:51:37.120001] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:51:37.123977] [DEBUG] [FORECASTER] OR: Forecast T+1@11:T+2@11: DOWN (p=4.84%)
[2025-11-25T10:51:37.124400] [INFO ] [FORECASTER] Completed predict_future for OR
[2025-11-25T10:51:37.124636] [INFO ] [sig       ] OR: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:51:37.268998] [INFO ] [LOCAL     ] Saved forecast: OR	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/OR.txt
[2025-11-25T10:51:37.269188] [INFO ] [sig       ] [1395/2057] Completed OR in 0.4s | 2.87 sym/s | Total: 8.1m | ETA: 3.8m
[2025-11-25T10:51:37.269260] [INFO ] [sig       ] [1396/2057] Forecasting ORA...
[2025-11-25T10:51:37.269320] [INFO ] [sig       ] Generating forecast for: ORA
[2025-11-25T10:51:37.269381] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ORA' from 'https://tdm.silogroup.org/data/derivative_storage/ORA.csv'.
[2025-11-25T10:51:37.281201] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'ORA'.
[2025-11-25T10:51:37.281683] [INFO ] [FORECASTER] Starting predict_future for ORA
[2025-11-25T10:51:37.282543] [DEBUG] [LOCAL     ] No optimal features file found for ORA: ./output/feature-sets/ORA.txt
[2025-11-25T10:51:37.282617] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:51:37.282692] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:51:37.282740] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:51:37.282810] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:51:37.350726] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:51:37.351607] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:51:37.351742] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:51:37.351796] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:51:37.469159] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:51:37.469350] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:51:37.469400] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:51:37.469436] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:51:37.473129] [DEBUG] [FORECASTER] ORA: Forecast T+1@11:T+2@11: DOWN (p=45.21%)
[2025-11-25T10:51:37.473442] [INFO ] [FORECASTER] Completed predict_future for ORA
[2025-11-25T10:51:37.473597] [INFO ] [sig       ] ORA: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:51:37.622025] [INFO ] [LOCAL     ] Saved forecast: ORA	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/ORA.txt
[2025-11-25T10:51:37.622226] [INFO ] [sig       ] [1396/2057] Completed ORA in 0.4s | 2.87 sym/s | Total: 8.1m | ETA: 3.8m
[2025-11-25T10:51:37.622281] [INFO ] [sig       ] [1397/2057] Forecasting ORC...
[2025-11-25T10:51:37.622324] [INFO ] [sig       ] Generating forecast for: ORC
[2025-11-25T10:51:37.622365] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ORC' from 'https://tdm.silogroup.org/data/derivative_storage/ORC.csv'.
[2025-11-25T10:51:37.633572] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'ORC'.
[2025-11-25T10:51:37.633995] [INFO ] [FORECASTER] Starting predict_future for ORC
[2025-11-25T10:51:37.634814] [DEBUG] [LOCAL     ] No optimal features file found for ORC: ./output/feature-sets/ORC.txt
[2025-11-25T10:51:37.634883] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:51:37.634934] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:51:37.634971] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:51:37.635042] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:51:37.700982] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:51:37.701768] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:51:37.701868] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:51:37.701917] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:51:37.812462] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:51:37.812677] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:51:37.812734] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:51:37.812771] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:51:37.816359] [DEBUG] [FORECASTER] ORC: Forecast T+1@11:T+2@11: UP (p=67.42%)
[2025-11-25T10:51:37.816696] [INFO ] [FORECASTER] Completed predict_future for ORC
[2025-11-25T10:51:37.816862] [INFO ] [sig       ] ORC: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:51:37.960752] [INFO ] [LOCAL     ] Saved forecast: ORC	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/ORC.txt
[2025-11-25T10:51:37.960942] [INFO ] [sig       ] [1397/2057] Completed ORC in 0.3s | 2.87 sym/s | Total: 8.1m | ETA: 3.8m
[2025-11-25T10:51:37.960998] [INFO ] [sig       ] [1398/2057] Forecasting ORN...
[2025-11-25T10:51:37.961059] [INFO ] [sig       ] Generating forecast for: ORN
[2025-11-25T10:51:37.961106] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ORN' from 'https://tdm.silogroup.org/data/derivative_storage/ORN.csv'.
[2025-11-25T10:51:37.972921] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'ORN'.
[2025-11-25T10:51:37.973371] [INFO ] [FORECASTER] Starting predict_future for ORN
[2025-11-25T10:51:37.974372] [DEBUG] [LOCAL     ] No optimal features file found for ORN: ./output/feature-sets/ORN.txt
[2025-11-25T10:51:37.974455] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:51:37.974509] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:51:37.974551] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:51:37.974618] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:51:38.043968] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:51:38.044897] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:51:38.045007] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:51:38.045060] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:51:38.149720] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:51:38.149918] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:51:38.149967] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:51:38.150004] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:51:38.153971] [DEBUG] [FORECASTER] ORN: Forecast T+1@11:T+2@11: DOWN (p=16.08%)
[2025-11-25T10:51:38.154303] [INFO ] [FORECASTER] Completed predict_future for ORN
[2025-11-25T10:51:38.154464] [INFO ] [sig       ] ORN: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:51:38.298802] [INFO ] [LOCAL     ] Saved forecast: ORN	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/ORN.txt
[2025-11-25T10:51:38.298998] [INFO ] [sig       ] [1398/2057] Completed ORN in 0.3s | 2.87 sym/s | Total: 8.1m | ETA: 3.8m
[2025-11-25T10:51:38.299064] [INFO ] [sig       ] [1399/2057] Forecasting OSCR...
[2025-11-25T10:51:38.299115] [INFO ] [sig       ] Generating forecast for: OSCR
[2025-11-25T10:51:38.299164] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OSCR' from 'https://tdm.silogroup.org/data/derivative_storage/OSCR.csv'.
[2025-11-25T10:51:38.311477] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'OSCR'.
[2025-11-25T10:51:38.311899] [INFO ] [FORECASTER] Starting predict_future for OSCR
[2025-11-25T10:51:38.312708] [DEBUG] [LOCAL     ] No optimal features file found for OSCR: ./output/feature-sets/OSCR.txt
[2025-11-25T10:51:38.312780] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:51:38.312828] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:51:38.312871] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:51:38.312946] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:51:38.379680] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:51:38.380527] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:51:38.380627] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:51:38.380703] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:51:38.486322] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:51:38.486504] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:51:38.486551] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:51:38.486585] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:51:38.490007] [DEBUG] [FORECASTER] OSCR: Forecast T+1@11:T+2@11: DOWN (p=6.59%)
[2025-11-25T10:51:38.490290] [INFO ] [FORECASTER] Completed predict_future for OSCR
[2025-11-25T10:51:38.490434] [INFO ] [sig       ] OSCR: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:51:38.633383] [INFO ] [LOCAL     ] Saved forecast: OSCR	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/OSCR.txt
[2025-11-25T10:51:38.633538] [INFO ] [sig       ] [1399/2057] Completed OSCR in 0.3s | 2.87 sym/s | Total: 8.1m | ETA: 3.8m
[2025-11-25T10:51:38.633592] [INFO ] [sig       ] [1400/2057] Forecasting OTIS...
[2025-11-25T10:51:38.633659] [INFO ] [sig       ] Generating forecast for: OTIS
[2025-11-25T10:51:38.633716] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OTIS' from 'https://tdm.silogroup.org/data/derivative_storage/OTIS.csv'.
[2025-11-25T10:51:38.644774] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'OTIS'.
[2025-11-25T10:51:38.645152] [INFO ] [FORECASTER] Starting predict_future for OTIS
[2025-11-25T10:51:38.645951] [DEBUG] [LOCAL     ] No optimal features file found for OTIS: ./output/feature-sets/OTIS.txt
[2025-11-25T10:51:38.646023] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:51:38.646068] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:51:38.646108] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:51:38.646177] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:51:38.711312] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:51:38.712033] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:51:38.712128] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:51:38.712175] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:51:38.810184] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:51:38.810353] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:51:38.810401] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:51:38.810435] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:51:38.813879] [DEBUG] [FORECASTER] OTIS: Forecast T+1@11:T+2@11: UP (p=58.13%)
[2025-11-25T10:51:38.814171] [INFO ] [FORECASTER] Completed predict_future for OTIS
[2025-11-25T10:51:38.814306] [INFO ] [sig       ] OTIS: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:51:38.965168] [INFO ] [LOCAL     ] Saved forecast: OTIS	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/OTIS.txt
[2025-11-25T10:51:38.965557] [INFO ] [sig       ] [1400/2057] Completed OTIS in 0.3s | 2.87 sym/s | Total: 8.1m | ETA: 3.8m
[2025-11-25T10:51:38.965611] [INFO ] [sig       ] [1401/2057] Forecasting OUT...
[2025-11-25T10:51:38.965675] [INFO ] [sig       ] Generating forecast for: OUT
[2025-11-25T10:51:38.965723] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OUT' from 'https://tdm.silogroup.org/data/derivative_storage/OUT.csv'.
[2025-11-25T10:51:38.982211] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'OUT'.
[2025-11-25T10:51:38.982978] [INFO ] [FORECASTER] Starting predict_future for OUT
[2025-11-25T10:51:38.984077] [DEBUG] [LOCAL     ] No optimal features file found for OUT: ./output/feature-sets/OUT.txt
[2025-11-25T10:51:38.984173] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:51:38.984231] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:51:38.984470] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:51:38.984558] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:51:39.060052] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:51:39.061142] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:51:39.061253] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:51:39.061303] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:51:39.172010] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:51:39.172217] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:51:39.172275] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:51:39.172330] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:51:39.176333] [DEBUG] [FORECASTER] OUT: Forecast T+1@11:T+2@11: UP (p=71.66%)
[2025-11-25T10:51:39.176888] [INFO ] [FORECASTER] Completed predict_future for OUT
[2025-11-25T10:51:39.177147] [INFO ] [sig       ] OUT: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:51:39.326109] [INFO ] [LOCAL     ] Saved forecast: OUT	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/OUT.txt
[2025-11-25T10:51:39.326308] [INFO ] [sig       ] [1401/2057] Completed OUT in 0.4s | 2.87 sym/s | Total: 8.1m | ETA: 3.8m
[2025-11-25T10:51:39.326371] [INFO ] [sig       ] [1402/2057] Forecasting OVV...
[2025-11-25T10:51:39.326432] [INFO ] [sig       ] Generating forecast for: OVV
[2025-11-25T10:51:39.326480] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OVV' from 'https://tdm.silogroup.org/data/derivative_storage/OVV.csv'.
[2025-11-25T10:51:39.339154] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'OVV'.
[2025-11-25T10:51:39.339660] [INFO ] [FORECASTER] Starting predict_future for OVV
[2025-11-25T10:51:39.340484] [DEBUG] [LOCAL     ] No optimal features file found for OVV: ./output/feature-sets/OVV.txt
[2025-11-25T10:51:39.340554] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:51:39.340601] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:51:39.340662] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:51:39.340737] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:51:39.408107] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:51:39.409089] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:51:39.409228] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:51:39.409278] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:51:39.516571] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:51:39.516781] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:51:39.516855] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:51:39.516903] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:51:39.520467] [DEBUG] [FORECASTER] OVV: Forecast T+1@11:T+2@11: UP (p=80.52%)
[2025-11-25T10:51:39.520891] [INFO ] [FORECASTER] Completed predict_future for OVV
[2025-11-25T10:51:39.521073] [INFO ] [sig       ] OVV: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:51:39.665984] [INFO ] [LOCAL     ] Saved forecast: OVV	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/OVV.txt
[2025-11-25T10:51:39.666157] [INFO ] [sig       ] [1402/2057] Completed OVV in 0.3s | 2.87 sym/s | Total: 8.1m | ETA: 3.8m
[2025-11-25T10:51:39.666210] [INFO ] [sig       ] [1403/2057] Forecasting OWL...
[2025-11-25T10:51:39.666252] [INFO ] [sig       ] Generating forecast for: OWL
[2025-11-25T10:51:39.666294] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OWL' from 'https://tdm.silogroup.org/data/derivative_storage/OWL.csv'.
[2025-11-25T10:51:39.678194] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'OWL'.
[2025-11-25T10:51:39.678551] [INFO ] [FORECASTER] Starting predict_future for OWL
[2025-11-25T10:51:39.679364] [DEBUG] [LOCAL     ] No optimal features file found for OWL: ./output/feature-sets/OWL.txt
[2025-11-25T10:51:39.679433] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:51:39.679478] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:51:39.679519] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:51:39.679587] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:51:39.746041] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:51:39.746679] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:51:39.746770] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:51:39.746817] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:51:39.854102] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:51:39.854244] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:51:39.854288] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:51:39.854322] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:51:39.857581] [DEBUG] [FORECASTER] OWL: Forecast T+1@11:T+2@11: DOWN (p=40.05%)
[2025-11-25T10:51:39.857972] [INFO ] [FORECASTER] Completed predict_future for OWL
[2025-11-25T10:51:39.858142] [INFO ] [sig       ] OWL: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:51:40.001177] [INFO ] [LOCAL     ] Saved forecast: OWL	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/OWL.txt
[2025-11-25T10:51:40.001365] [INFO ] [sig       ] [1403/2057] Completed OWL in 0.3s | 2.87 sym/s | Total: 8.1m | ETA: 3.8m
[2025-11-25T10:51:40.001421] [INFO ] [sig       ] [1404/2057] Forecasting OWLT...
[2025-11-25T10:51:40.001466] [INFO ] [sig       ] Generating forecast for: OWLT
[2025-11-25T10:51:40.001516] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OWLT' from 'https://tdm.silogroup.org/data/derivative_storage/OWLT.csv'.
[2025-11-25T10:51:40.012930] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'OWLT'.
[2025-11-25T10:51:40.013376] [INFO ] [FORECASTER] Starting predict_future for OWLT
[2025-11-25T10:51:40.014175] [DEBUG] [LOCAL     ] No optimal features file found for OWLT: ./output/feature-sets/OWLT.txt
[2025-11-25T10:51:40.014246] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:51:40.014293] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:51:40.014335] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:51:40.014404] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:51:40.080932] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:51:40.081723] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:51:40.081816] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:51:40.081864] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:51:40.182710] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:51:40.182848] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:51:40.182892] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:51:40.182926] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:51:40.186125] [DEBUG] [FORECASTER] OWLT: Forecast T+1@11:T+2@11: DOWN (p=21.54%)
[2025-11-25T10:51:40.186420] [INFO ] [FORECASTER] Completed predict_future for OWLT
[2025-11-25T10:51:40.186561] [INFO ] [sig       ] OWLT: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:51:40.328845] [INFO ] [LOCAL     ] Saved forecast: OWLT	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/OWLT.txt
[2025-11-25T10:51:40.328997] [INFO ] [sig       ] [1404/2057] Completed OWLT in 0.3s | 2.87 sym/s | Total: 8.1m | ETA: 3.8m
[2025-11-25T10:51:40.329051] [INFO ] [sig       ] [1405/2057] Forecasting OXM...
[2025-11-25T10:51:40.329099] [INFO ] [sig       ] Generating forecast for: OXM
[2025-11-25T10:51:40.329151] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OXM' from 'https://tdm.silogroup.org/data/derivative_storage/OXM.csv'.
[2025-11-25T10:51:40.341781] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'OXM'.
[2025-11-25T10:51:40.342213] [INFO ] [FORECASTER] Starting predict_future for OXM
[2025-11-25T10:51:40.343127] [DEBUG] [LOCAL     ] No optimal features file found for OXM: ./output/feature-sets/OXM.txt
[2025-11-25T10:51:40.343200] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:51:40.343247] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:51:40.343287] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:51:40.343376] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:51:40.414148] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:51:40.415166] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:51:40.415297] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:51:40.415360] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:51:40.505117] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:51:40.505303] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:51:40.505351] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:51:40.505388] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:51:40.508910] [DEBUG] [FORECASTER] OXM: Forecast T+1@11:T+2@11: UP (p=92.58%)
[2025-11-25T10:51:40.509213] [INFO ] [FORECASTER] Completed predict_future for OXM
[2025-11-25T10:51:40.509352] [INFO ] [sig       ] OXM: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:51:40.655281] [INFO ] [LOCAL     ] Saved forecast: OXM	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/OXM.txt
[2025-11-25T10:51:40.655499] [INFO ] [sig       ] [1405/2057] Completed OXM in 0.3s | 2.87 sym/s | Total: 8.1m | ETA: 3.8m
[2025-11-25T10:51:40.655569] [INFO ] [sig       ] [1406/2057] Forecasting PAAS...
[2025-11-25T10:51:40.655615] [INFO ] [sig       ] Generating forecast for: PAAS
[2025-11-25T10:51:40.655677] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PAAS' from 'https://tdm.silogroup.org/data/derivative_storage/PAAS.csv'.
[2025-11-25T10:51:40.667956] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'PAAS'.
[2025-11-25T10:51:40.668412] [INFO ] [FORECASTER] Starting predict_future for PAAS
[2025-11-25T10:51:40.669276] [DEBUG] [LOCAL     ] No optimal features file found for PAAS: ./output/feature-sets/PAAS.txt
[2025-11-25T10:51:40.669347] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:51:40.669395] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:51:40.669436] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:51:40.669509] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:51:40.742152] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:51:40.743111] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:51:40.743234] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:51:40.743285] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:51:40.852146] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:51:40.852341] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:51:40.852389] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:51:40.852426] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:51:40.855938] [DEBUG] [FORECASTER] PAAS: Forecast T+1@11:T+2@11: DOWN (p=38.50%)
[2025-11-25T10:51:40.856290] [INFO ] [FORECASTER] Completed predict_future for PAAS
[2025-11-25T10:51:40.856449] [INFO ] [sig       ] PAAS: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:51:41.007827] [INFO ] [LOCAL     ] Saved forecast: PAAS	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/PAAS.txt
[2025-11-25T10:51:41.008075] [INFO ] [sig       ] [1406/2057] Completed PAAS in 0.4s | 2.87 sym/s | Total: 8.2m | ETA: 3.8m
[2025-11-25T10:51:41.008139] [INFO ] [sig       ] [1407/2057] Forecasting PAC...
[2025-11-25T10:51:41.008185] [INFO ] [sig       ] Generating forecast for: PAC
[2025-11-25T10:51:41.008231] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PAC' from 'https://tdm.silogroup.org/data/derivative_storage/PAC.csv'.
[2025-11-25T10:51:41.021489] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'PAC'.
[2025-11-25T10:51:41.021963] [INFO ] [FORECASTER] Starting predict_future for PAC
[2025-11-25T10:51:41.022795] [DEBUG] [LOCAL     ] No optimal features file found for PAC: ./output/feature-sets/PAC.txt
[2025-11-25T10:51:41.022882] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:51:41.022931] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:51:41.022979] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:51:41.023052] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:51:41.093414] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:51:41.094368] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:51:41.094470] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:51:41.094520] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:51:41.197943] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:51:41.198143] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:51:41.198199] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:51:41.198241] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:51:41.201957] [DEBUG] [FORECASTER] PAC: Forecast T+1@11:T+2@11: DOWN (p=45.80%)
[2025-11-25T10:51:41.202466] [INFO ] [FORECASTER] Completed predict_future for PAC
[2025-11-25T10:51:41.202717] [INFO ] [sig       ] PAC: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:51:41.345333] [INFO ] [LOCAL     ] Saved forecast: PAC	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/PAC.txt
[2025-11-25T10:51:41.345499] [INFO ] [sig       ] [1407/2057] Completed PAC in 0.3s | 2.87 sym/s | Total: 8.2m | ETA: 3.8m
[2025-11-25T10:51:41.345553] [INFO ] [sig       ] [1408/2057] Forecasting PACK...
[2025-11-25T10:51:41.345595] [INFO ] [sig       ] Generating forecast for: PACK
[2025-11-25T10:51:41.345635] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PACK' from 'https://tdm.silogroup.org/data/derivative_storage/PACK.csv'.
[2025-11-25T10:51:41.357746] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'PACK'.
[2025-11-25T10:51:41.358243] [INFO ] [FORECASTER] Starting predict_future for PACK
[2025-11-25T10:51:41.359099] [DEBUG] [LOCAL     ] No optimal features file found for PACK: ./output/feature-sets/PACK.txt
[2025-11-25T10:51:41.359170] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:51:41.359216] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:51:41.359257] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:51:41.359324] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:51:41.424197] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:51:41.425180] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:51:41.425284] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:51:41.425332] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:51:41.527229] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:51:41.527418] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:51:41.527466] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:51:41.527500] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:51:41.530959] [DEBUG] [FORECASTER] PACK: Forecast T+1@11:T+2@11: UP (p=97.75%)
[2025-11-25T10:51:41.531251] [INFO ] [FORECASTER] Completed predict_future for PACK
[2025-11-25T10:51:41.531386] [INFO ] [sig       ] PACK: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:51:41.674317] [INFO ] [LOCAL     ] Saved forecast: PACK	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/PACK.txt
[2025-11-25T10:51:41.674481] [INFO ] [sig       ] [1408/2057] Completed PACK in 0.3s | 2.87 sym/s | Total: 8.2m | ETA: 3.8m
[2025-11-25T10:51:41.674535] [INFO ] [sig       ] [1409/2057] Forecasting PAG...
[2025-11-25T10:51:41.674579] [INFO ] [sig       ] Generating forecast for: PAG
[2025-11-25T10:51:41.674623] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PAG' from 'https://tdm.silogroup.org/data/derivative_storage/PAG.csv'.
[2025-11-25T10:51:41.686322] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'PAG'.
[2025-11-25T10:51:41.686718] [INFO ] [FORECASTER] Starting predict_future for PAG
[2025-11-25T10:51:41.687513] [DEBUG] [LOCAL     ] No optimal features file found for PAG: ./output/feature-sets/PAG.txt
[2025-11-25T10:51:41.687583] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:51:41.687634] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:51:41.687692] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:51:41.687763] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:51:41.752685] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:51:41.753296] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:51:41.753388] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:51:41.753435] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:51:41.854036] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:51:41.854242] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:51:41.854291] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:51:41.854327] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:51:41.857891] [DEBUG] [FORECASTER] PAG: Forecast T+1@11:T+2@11: UP (p=90.79%)
[2025-11-25T10:51:41.858406] [INFO ] [FORECASTER] Completed predict_future for PAG
[2025-11-25T10:51:41.858660] [INFO ] [sig       ] PAG: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:51:41.998633] [INFO ] [LOCAL     ] Saved forecast: PAG	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/PAG.txt
[2025-11-25T10:51:41.998845] [INFO ] [sig       ] [1409/2057] Completed PAG in 0.3s | 2.87 sym/s | Total: 8.2m | ETA: 3.8m
[2025-11-25T10:51:41.998901] [INFO ] [sig       ] [1410/2057] Forecasting PAGS...
[2025-11-25T10:51:41.998942] [INFO ] [sig       ] Generating forecast for: PAGS
[2025-11-25T10:51:41.998985] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PAGS' from 'https://tdm.silogroup.org/data/derivative_storage/PAGS.csv'.
[2025-11-25T10:51:42.010767] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'PAGS'.
[2025-11-25T10:51:42.011193] [INFO ] [FORECASTER] Starting predict_future for PAGS
[2025-11-25T10:51:42.011977] [DEBUG] [LOCAL     ] No optimal features file found for PAGS: ./output/feature-sets/PAGS.txt
[2025-11-25T10:51:42.012047] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:51:42.012092] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:51:42.012133] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:51:42.012202] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:51:42.077843] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:51:42.078738] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:51:42.078836] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:51:42.078884] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:51:42.192615] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:51:42.192829] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:51:42.192889] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:51:42.192934] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:51:42.196283] [DEBUG] [FORECASTER] PAGS: Forecast T+1@11:T+2@11: DOWN (p=29.46%)
[2025-11-25T10:51:42.196588] [INFO ] [FORECASTER] Completed predict_future for PAGS
[2025-11-25T10:51:42.196763] [INFO ] [sig       ] PAGS: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:51:42.338370] [INFO ] [LOCAL     ] Saved forecast: PAGS	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/PAGS.txt
[2025-11-25T10:51:42.338545] [INFO ] [sig       ] [1410/2057] Completed PAGS in 0.3s | 2.87 sym/s | Total: 8.2m | ETA: 3.8m
[2025-11-25T10:51:42.338600] [INFO ] [sig       ] [1411/2057] Forecasting PAI...
[2025-11-25T10:51:42.338663] [INFO ] [sig       ] Generating forecast for: PAI
[2025-11-25T10:51:42.338707] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PAI' from 'https://tdm.silogroup.org/data/derivative_storage/PAI.csv'.
[2025-11-25T10:51:42.349304] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'PAI'.
[2025-11-25T10:51:42.349562] [INFO ] [FORECASTER] Starting predict_future for PAI
[2025-11-25T10:51:42.350323] [DEBUG] [LOCAL     ] No optimal features file found for PAI: ./output/feature-sets/PAI.txt
[2025-11-25T10:51:42.350392] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:51:42.350438] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:51:42.350477] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:51:42.350546] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:51:42.416439] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:51:42.417096] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:51:42.417189] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:51:42.417237] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:51:42.513096] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:51:42.513268] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:51:42.513312] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:51:42.513346] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:51:42.516619] [DEBUG] [FORECASTER] PAI: Forecast T+1@11:T+2@11: UP (p=82.44%)
[2025-11-25T10:51:42.516932] [INFO ] [FORECASTER] Completed predict_future for PAI
[2025-11-25T10:51:42.517120] [INFO ] [sig       ] PAI: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:51:42.658931] [INFO ] [LOCAL     ] Saved forecast: PAI	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/PAI.txt
[2025-11-25T10:51:42.659084] [INFO ] [sig       ] [1411/2057] Completed PAI in 0.3s | 2.87 sym/s | Total: 8.2m | ETA: 3.7m
[2025-11-25T10:51:42.659146] [INFO ] [sig       ] [1412/2057] Forecasting PAM...
[2025-11-25T10:51:42.659200] [INFO ] [sig       ] Generating forecast for: PAM
[2025-11-25T10:51:42.659252] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PAM' from 'https://tdm.silogroup.org/data/derivative_storage/PAM.csv'.
[2025-11-25T10:51:42.670960] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'PAM'.
[2025-11-25T10:51:42.671311] [INFO ] [FORECASTER] Starting predict_future for PAM
[2025-11-25T10:51:42.672109] [DEBUG] [LOCAL     ] No optimal features file found for PAM: ./output/feature-sets/PAM.txt
[2025-11-25T10:51:42.672183] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:51:42.672231] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:51:42.672273] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:51:42.672342] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:51:42.737812] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:51:42.738475] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:51:42.738578] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:51:42.738627] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:51:42.840522] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:51:42.840722] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:51:42.840794] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:51:42.840841] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:51:42.844201] [DEBUG] [FORECASTER] PAM: Forecast T+1@11:T+2@11: DOWN (p=1.71%)
[2025-11-25T10:51:42.844673] [INFO ] [FORECASTER] Completed predict_future for PAM
[2025-11-25T10:51:42.844897] [INFO ] [sig       ] PAM: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:51:42.989965] [INFO ] [LOCAL     ] Saved forecast: PAM	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/PAM.txt
[2025-11-25T10:51:42.990118] [INFO ] [sig       ] [1412/2057] Completed PAM in 0.3s | 2.87 sym/s | Total: 8.2m | ETA: 3.7m
[2025-11-25T10:51:42.990177] [INFO ] [sig       ] [1413/2057] Forecasting PAR...
[2025-11-25T10:51:42.990222] [INFO ] [sig       ] Generating forecast for: PAR
[2025-11-25T10:51:42.990263] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PAR' from 'https://tdm.silogroup.org/data/derivative_storage/PAR.csv'.
[2025-11-25T10:51:43.002235] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'PAR'.
[2025-11-25T10:51:43.002698] [INFO ] [FORECASTER] Starting predict_future for PAR
[2025-11-25T10:51:43.003505] [DEBUG] [LOCAL     ] No optimal features file found for PAR: ./output/feature-sets/PAR.txt
[2025-11-25T10:51:43.003575] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:51:43.003622] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:51:43.003683] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:51:43.003754] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:51:43.070216] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:51:43.071157] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:51:43.071271] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:51:43.071321] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:51:43.171443] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:51:43.171664] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:51:43.171740] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:51:43.171786] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:51:43.175217] [DEBUG] [FORECASTER] PAR: Forecast T+1@11:T+2@11: UP (p=86.01%)
[2025-11-25T10:51:43.175516] [INFO ] [FORECASTER] Completed predict_future for PAR
[2025-11-25T10:51:43.175690] [INFO ] [sig       ] PAR: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:51:43.316394] [INFO ] [LOCAL     ] Saved forecast: PAR	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/PAR.txt
[2025-11-25T10:51:43.316552] [INFO ] [sig       ] [1413/2057] Completed PAR in 0.3s | 2.87 sym/s | Total: 8.2m | ETA: 3.7m
[2025-11-25T10:51:43.316606] [INFO ] [sig       ] [1414/2057] Forecasting PARR...
[2025-11-25T10:51:43.316669] [INFO ] [sig       ] Generating forecast for: PARR
[2025-11-25T10:51:43.316716] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PARR' from 'https://tdm.silogroup.org/data/derivative_storage/PARR.csv'.
[2025-11-25T10:51:43.328051] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'PARR'.
[2025-11-25T10:51:43.328434] [INFO ] [FORECASTER] Starting predict_future for PARR
[2025-11-25T10:51:43.329254] [DEBUG] [LOCAL     ] No optimal features file found for PARR: ./output/feature-sets/PARR.txt
[2025-11-25T10:51:43.329323] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:51:43.329368] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:51:43.329408] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:51:43.329476] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:51:43.396734] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:51:43.397429] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:51:43.397524] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:51:43.397574] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:51:43.497059] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:51:43.497231] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:51:43.497305] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:51:43.497354] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:51:43.500773] [DEBUG] [FORECASTER] PARR: Forecast T+1@11:T+2@11: UP (p=94.23%)
[2025-11-25T10:51:43.501090] [INFO ] [FORECASTER] Completed predict_future for PARR
[2025-11-25T10:51:43.501277] [INFO ] [sig       ] PARR: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:51:43.642856] [INFO ] [LOCAL     ] Saved forecast: PARR	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/PARR.txt
[2025-11-25T10:51:43.642999] [INFO ] [sig       ] [1414/2057] Completed PARR in 0.3s | 2.87 sym/s | Total: 8.2m | ETA: 3.7m
[2025-11-25T10:51:43.643052] [INFO ] [sig       ] [1415/2057] Forecasting PATH...
[2025-11-25T10:51:43.643095] [INFO ] [sig       ] Generating forecast for: PATH
[2025-11-25T10:51:43.643137] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PATH' from 'https://tdm.silogroup.org/data/derivative_storage/PATH.csv'.
[2025-11-25T10:51:43.655087] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'PATH'.
[2025-11-25T10:51:43.655449] [INFO ] [FORECASTER] Starting predict_future for PATH
[2025-11-25T10:51:43.656266] [DEBUG] [LOCAL     ] No optimal features file found for PATH: ./output/feature-sets/PATH.txt
[2025-11-25T10:51:43.656336] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:51:43.656382] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:51:43.656424] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:51:43.656500] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:51:43.724467] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:51:43.725147] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:51:43.725262] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:51:43.725324] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:51:43.825437] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:51:43.825606] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:51:43.825672] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:51:43.825716] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:51:43.829207] [DEBUG] [FORECASTER] PATH: Forecast T+1@11:T+2@11: DOWN (p=3.93%)
[2025-11-25T10:51:43.829513] [INFO ] [FORECASTER] Completed predict_future for PATH
[2025-11-25T10:51:43.829681] [INFO ] [sig       ] PATH: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:51:43.970774] [INFO ] [LOCAL     ] Saved forecast: PATH	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/PATH.txt
[2025-11-25T10:51:43.970919] [INFO ] [sig       ] [1415/2057] Completed PATH in 0.3s | 2.87 sym/s | Total: 8.2m | ETA: 3.7m
[2025-11-25T10:51:43.970972] [INFO ] [sig       ] [1416/2057] Forecasting PAXS...
[2025-11-25T10:51:43.971015] [INFO ] [sig       ] Generating forecast for: PAXS
[2025-11-25T10:51:43.971055] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PAXS' from 'https://tdm.silogroup.org/data/derivative_storage/PAXS.csv'.
[2025-11-25T10:51:43.982551] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'PAXS'.
[2025-11-25T10:51:43.982932] [INFO ] [FORECASTER] Starting predict_future for PAXS
[2025-11-25T10:51:43.983726] [DEBUG] [LOCAL     ] No optimal features file found for PAXS: ./output/feature-sets/PAXS.txt
[2025-11-25T10:51:43.983794] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:51:43.983840] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:51:43.983881] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:51:43.983949] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:51:44.051622] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:51:44.052461] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:51:44.052559] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:51:44.052608] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:51:44.150607] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:51:44.150769] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:51:44.150814] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:51:44.150849] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:51:44.154219] [DEBUG] [FORECASTER] PAXS: Forecast T+1@11:T+2@11: UP (p=93.33%)
[2025-11-25T10:51:44.154511] [INFO ] [FORECASTER] Completed predict_future for PAXS
[2025-11-25T10:51:44.154674] [INFO ] [sig       ] PAXS: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:51:44.295880] [INFO ] [LOCAL     ] Saved forecast: PAXS	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/PAXS.txt
[2025-11-25T10:51:44.296021] [INFO ] [sig       ] [1416/2057] Completed PAXS in 0.3s | 2.87 sym/s | Total: 8.2m | ETA: 3.7m
[2025-11-25T10:51:44.296075] [INFO ] [sig       ] [1417/2057] Forecasting PAY...
[2025-11-25T10:51:44.296117] [INFO ] [sig       ] Generating forecast for: PAY
[2025-11-25T10:51:44.296159] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PAY' from 'https://tdm.silogroup.org/data/derivative_storage/PAY.csv'.
[2025-11-25T10:51:44.307408] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'PAY'.
[2025-11-25T10:51:44.307781] [INFO ] [FORECASTER] Starting predict_future for PAY
[2025-11-25T10:51:44.308561] [DEBUG] [LOCAL     ] No optimal features file found for PAY: ./output/feature-sets/PAY.txt
[2025-11-25T10:51:44.308631] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:51:44.308701] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:51:44.308747] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:51:44.308818] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:51:44.376669] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:51:44.377312] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:51:44.377405] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:51:44.377451] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:51:44.475674] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:51:44.475844] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:51:44.475890] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:51:44.475926] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:51:44.479403] [DEBUG] [FORECASTER] PAY: Forecast T+1@11:T+2@11: DOWN (p=4.62%)
[2025-11-25T10:51:44.479712] [INFO ] [FORECASTER] Completed predict_future for PAY
[2025-11-25T10:51:44.479867] [INFO ] [sig       ] PAY: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:51:44.620942] [INFO ] [LOCAL     ] Saved forecast: PAY	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/PAY.txt
[2025-11-25T10:51:44.621101] [INFO ] [sig       ] [1417/2057] Completed PAY in 0.3s | 2.87 sym/s | Total: 8.2m | ETA: 3.7m
[2025-11-25T10:51:44.621167] [INFO ] [sig       ] [1418/2057] Forecasting PAYC...
[2025-11-25T10:51:44.621211] [INFO ] [sig       ] Generating forecast for: PAYC
[2025-11-25T10:51:44.621254] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PAYC' from 'https://tdm.silogroup.org/data/derivative_storage/PAYC.csv'.
[2025-11-25T10:51:44.633237] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'PAYC'.
[2025-11-25T10:51:44.633805] [INFO ] [FORECASTER] Starting predict_future for PAYC
[2025-11-25T10:51:44.634570] [DEBUG] [LOCAL     ] No optimal features file found for PAYC: ./output/feature-sets/PAYC.txt
[2025-11-25T10:51:44.634638] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:51:44.634745] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:51:44.634788] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:51:44.634863] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:51:44.703730] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:51:44.704382] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:51:44.704477] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:51:44.704526] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:51:44.811717] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:51:44.811888] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:51:44.811939] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:51:44.811975] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:51:44.815423] [DEBUG] [FORECASTER] PAYC: Forecast T+1@11:T+2@11: DOWN (p=42.29%)
[2025-11-25T10:51:44.815735] [INFO ] [FORECASTER] Completed predict_future for PAYC
[2025-11-25T10:51:44.815886] [INFO ] [sig       ] PAYC: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:51:44.957697] [INFO ] [LOCAL     ] Saved forecast: PAYC	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/PAYC.txt
[2025-11-25T10:51:44.957840] [INFO ] [sig       ] [1418/2057] Completed PAYC in 0.3s | 2.87 sym/s | Total: 8.2m | ETA: 3.7m
[2025-11-25T10:51:44.957893] [INFO ] [sig       ] [1419/2057] Forecasting PB...
[2025-11-25T10:51:44.957934] [INFO ] [sig       ] Generating forecast for: PB
[2025-11-25T10:51:44.957975] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PB' from 'https://tdm.silogroup.org/data/derivative_storage/PB.csv'.
[2025-11-25T10:51:44.969098] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'PB'.
[2025-11-25T10:51:44.969467] [INFO ] [FORECASTER] Starting predict_future for PB
[2025-11-25T10:51:44.970242] [DEBUG] [LOCAL     ] No optimal features file found for PB: ./output/feature-sets/PB.txt
[2025-11-25T10:51:44.970312] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:51:44.970357] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:51:44.970398] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:51:44.970467] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:51:45.039836] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:51:45.040575] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:51:45.040689] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:51:45.040750] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:51:45.140621] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:51:45.140822] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:51:45.140885] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:51:45.140932] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:51:45.144437] [DEBUG] [FORECASTER] PB: Forecast T+1@11:T+2@11: DOWN (p=7.00%)
[2025-11-25T10:51:45.144751] [INFO ] [FORECASTER] Completed predict_future for PB
[2025-11-25T10:51:45.144902] [INFO ] [sig       ] PB: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:51:45.286674] [INFO ] [LOCAL     ] Saved forecast: PB	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/PB.txt
[2025-11-25T10:51:45.286823] [INFO ] [sig       ] [1419/2057] Completed PB in 0.3s | 2.87 sym/s | Total: 8.2m | ETA: 3.7m
[2025-11-25T10:51:45.286879] [INFO ] [sig       ] [1420/2057] Forecasting PBA...
[2025-11-25T10:51:45.286924] [INFO ] [sig       ] Generating forecast for: PBA
[2025-11-25T10:51:45.286969] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PBA' from 'https://tdm.silogroup.org/data/derivative_storage/PBA.csv'.
[2025-11-25T10:51:45.298303] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'PBA'.
[2025-11-25T10:51:45.298722] [INFO ] [FORECASTER] Starting predict_future for PBA
[2025-11-25T10:51:45.299508] [DEBUG] [LOCAL     ] No optimal features file found for PBA: ./output/feature-sets/PBA.txt
[2025-11-25T10:51:45.299579] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:51:45.299634] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:51:45.299706] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:51:45.299781] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:51:45.368461] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:51:45.369132] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:51:45.369227] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:51:45.369276] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:51:45.483459] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:51:45.483611] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:51:45.483673] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:51:45.483729] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:51:45.486979] [DEBUG] [FORECASTER] PBA: Forecast T+1@11:T+2@11: DOWN (p=10.40%)
[2025-11-25T10:51:45.487305] [INFO ] [FORECASTER] Completed predict_future for PBA
[2025-11-25T10:51:45.487463] [INFO ] [sig       ] PBA: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:51:45.631955] [INFO ] [LOCAL     ] Saved forecast: PBA	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/PBA.txt
[2025-11-25T10:51:45.632111] [INFO ] [sig       ] [1420/2057] Completed PBA in 0.3s | 2.87 sym/s | Total: 8.2m | ETA: 3.7m
[2025-11-25T10:51:45.632164] [INFO ] [sig       ] [1421/2057] Forecasting PBF...
[2025-11-25T10:51:45.632213] [INFO ] [sig       ] Generating forecast for: PBF
[2025-11-25T10:51:45.632256] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PBF' from 'https://tdm.silogroup.org/data/derivative_storage/PBF.csv'.
[2025-11-25T10:51:45.643793] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'PBF'.
[2025-11-25T10:51:45.644155] [INFO ] [FORECASTER] Starting predict_future for PBF
[2025-11-25T10:51:45.645001] [DEBUG] [LOCAL     ] No optimal features file found for PBF: ./output/feature-sets/PBF.txt
[2025-11-25T10:51:45.645072] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:51:45.645120] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:51:45.645162] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:51:45.645248] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:51:45.713156] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:51:45.714102] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:51:45.714206] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:51:45.714261] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:51:45.818344] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:51:45.818544] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:51:45.818593] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:51:45.818629] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:51:45.822147] [DEBUG] [FORECASTER] PBF: Forecast T+1@11:T+2@11: DOWN (p=26.09%)
[2025-11-25T10:51:45.822494] [INFO ] [FORECASTER] Completed predict_future for PBF
[2025-11-25T10:51:45.822671] [INFO ] [sig       ] PBF: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:51:45.964148] [INFO ] [LOCAL     ] Saved forecast: PBF	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/PBF.txt
[2025-11-25T10:51:45.964294] [INFO ] [sig       ] [1421/2057] Completed PBF in 0.3s | 2.87 sym/s | Total: 8.2m | ETA: 3.7m
[2025-11-25T10:51:45.964348] [INFO ] [sig       ] [1422/2057] Forecasting PBH...
[2025-11-25T10:51:45.964406] [INFO ] [sig       ] Generating forecast for: PBH
[2025-11-25T10:51:45.964451] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PBH' from 'https://tdm.silogroup.org/data/derivative_storage/PBH.csv'.
[2025-11-25T10:51:45.975418] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'PBH'.
[2025-11-25T10:51:45.975783] [INFO ] [FORECASTER] Starting predict_future for PBH
[2025-11-25T10:51:45.976542] [DEBUG] [LOCAL     ] No optimal features file found for PBH: ./output/feature-sets/PBH.txt
[2025-11-25T10:51:45.976612] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:51:45.976678] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:51:45.976721] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:51:45.976788] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:51:46.044609] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:51:46.045369] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:51:46.045466] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:51:46.045515] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:51:46.145179] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:51:46.145362] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:51:46.145416] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:51:46.145452] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:51:46.149110] [DEBUG] [FORECASTER] PBH: Forecast T+1@11:T+2@11: UP (p=69.39%)
[2025-11-25T10:51:46.149436] [INFO ] [FORECASTER] Completed predict_future for PBH
[2025-11-25T10:51:46.149583] [INFO ] [sig       ] PBH: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:51:46.295197] [INFO ] [LOCAL     ] Saved forecast: PBH	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/PBH.txt
[2025-11-25T10:51:46.295365] [INFO ] [sig       ] [1422/2057] Completed PBH in 0.3s | 2.88 sym/s | Total: 8.2m | ETA: 3.7m
[2025-11-25T10:51:46.295432] [INFO ] [sig       ] [1423/2057] Forecasting PBI...
[2025-11-25T10:51:46.295475] [INFO ] [sig       ] Generating forecast for: PBI
[2025-11-25T10:51:46.295517] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PBI' from 'https://tdm.silogroup.org/data/derivative_storage/PBI.csv'.
[2025-11-25T10:51:46.306886] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'PBI'.
[2025-11-25T10:51:46.307297] [INFO ] [FORECASTER] Starting predict_future for PBI
[2025-11-25T10:51:46.308107] [DEBUG] [LOCAL     ] No optimal features file found for PBI: ./output/feature-sets/PBI.txt
[2025-11-25T10:51:46.308178] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:51:46.308225] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:51:46.308268] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:51:46.308351] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:51:46.376636] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:51:46.377355] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:51:46.377450] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:51:46.377498] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:51:46.480082] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:51:46.480306] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:51:46.480379] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:51:46.480436] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:51:46.485570] [DEBUG] [FORECASTER] PBI: Forecast T+1@11:T+2@11: DOWN (p=0.30%)
[2025-11-25T10:51:46.486044] [INFO ] [FORECASTER] Completed predict_future for PBI
[2025-11-25T10:51:46.486259] [INFO ] [sig       ] PBI: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:51:46.629776] [INFO ] [LOCAL     ] Saved forecast: PBI	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/PBI.txt
[2025-11-25T10:51:46.629958] [INFO ] [sig       ] [1423/2057] Completed PBI in 0.3s | 2.88 sym/s | Total: 8.2m | ETA: 3.7m
[2025-11-25T10:51:46.630014] [INFO ] [sig       ] [1424/2057] Forecasting PBR...
[2025-11-25T10:51:46.630056] [INFO ] [sig       ] Generating forecast for: PBR
[2025-11-25T10:51:46.630100] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PBR' from 'https://tdm.silogroup.org/data/derivative_storage/PBR.csv'.
[2025-11-25T10:51:46.641953] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'PBR'.
[2025-11-25T10:51:46.642625] [INFO ] [FORECASTER] Starting predict_future for PBR
[2025-11-25T10:51:46.643668] [DEBUG] [LOCAL     ] No optimal features file found for PBR: ./output/feature-sets/PBR.txt
[2025-11-25T10:51:46.643733] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:51:46.643780] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:51:46.643821] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:51:46.643891] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:51:46.712365] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:51:46.713272] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:51:46.713377] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:51:46.713428] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:51:46.809826] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:51:46.810025] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:51:46.810072] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:51:46.810107] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:51:46.813492] [DEBUG] [FORECASTER] PBR: Forecast T+1@11:T+2@11: UP (p=95.49%)
[2025-11-25T10:51:46.813912] [INFO ] [FORECASTER] Completed predict_future for PBR
[2025-11-25T10:51:46.814139] [INFO ] [sig       ] PBR: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:51:46.958572] [INFO ] [LOCAL     ] Saved forecast: PBR	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/PBR.txt
[2025-11-25T10:51:46.958796] [INFO ] [sig       ] [1424/2057] Completed PBR in 0.3s | 2.88 sym/s | Total: 8.3m | ETA: 3.7m
[2025-11-25T10:51:46.958854] [INFO ] [sig       ] [1425/2057] Forecasting PBT...
[2025-11-25T10:51:46.958897] [INFO ] [sig       ] Generating forecast for: PBT
[2025-11-25T10:51:46.958938] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PBT' from 'https://tdm.silogroup.org/data/derivative_storage/PBT.csv'.
[2025-11-25T10:51:46.970436] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'PBT'.
[2025-11-25T10:51:46.970882] [INFO ] [FORECASTER] Starting predict_future for PBT
[2025-11-25T10:51:46.971678] [DEBUG] [LOCAL     ] No optimal features file found for PBT: ./output/feature-sets/PBT.txt
[2025-11-25T10:51:46.971748] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:51:46.971793] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:51:46.971834] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:51:46.971901] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:51:47.037755] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:51:47.038679] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:51:47.038779] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:51:47.038826] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:51:47.142028] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:51:47.142215] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:51:47.142273] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:51:47.142359] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:51:47.146182] [DEBUG] [FORECASTER] PBT: Forecast T+1@11:T+2@11: DOWN (p=37.96%)
[2025-11-25T10:51:47.146615] [INFO ] [FORECASTER] Completed predict_future for PBT
[2025-11-25T10:51:47.146864] [INFO ] [sig       ] PBT: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:51:47.293685] [INFO ] [LOCAL     ] Saved forecast: PBT	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/PBT.txt
[2025-11-25T10:51:47.293870] [INFO ] [sig       ] [1425/2057] Completed PBT in 0.3s | 2.88 sym/s | Total: 8.3m | ETA: 3.7m
[2025-11-25T10:51:47.293925] [INFO ] [sig       ] [1426/2057] Forecasting PCF...
[2025-11-25T10:51:47.293966] [INFO ] [sig       ] Generating forecast for: PCF
[2025-11-25T10:51:47.294009] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PCF' from 'https://tdm.silogroup.org/data/derivative_storage/PCF.csv'.
[2025-11-25T10:51:47.305488] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'PCF'.
[2025-11-25T10:51:47.305969] [INFO ] [FORECASTER] Starting predict_future for PCF
[2025-11-25T10:51:47.306814] [DEBUG] [LOCAL     ] No optimal features file found for PCF: ./output/feature-sets/PCF.txt
[2025-11-25T10:51:47.306885] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:51:47.306933] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:51:47.306976] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:51:47.307079] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:51:47.379063] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:51:47.379988] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:51:47.380088] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:51:47.380137] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:51:47.484484] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:51:47.484696] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:51:47.484752] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:51:47.484789] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:51:47.488343] [DEBUG] [FORECASTER] PCF: Forecast T+1@11:T+2@11: UP (p=89.47%)
[2025-11-25T10:51:47.488660] [INFO ] [FORECASTER] Completed predict_future for PCF
[2025-11-25T10:51:47.488818] [INFO ] [sig       ] PCF: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:51:47.643850] [INFO ] [LOCAL     ] Saved forecast: PCF	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/PCF.txt
[2025-11-25T10:51:47.644042] [INFO ] [sig       ] [1426/2057] Completed PCF in 0.4s | 2.88 sym/s | Total: 8.3m | ETA: 3.7m
[2025-11-25T10:51:47.644114] [INFO ] [sig       ] [1427/2057] Forecasting PCG...
[2025-11-25T10:51:47.644159] [INFO ] [sig       ] Generating forecast for: PCG
[2025-11-25T10:51:47.644202] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PCG' from 'https://tdm.silogroup.org/data/derivative_storage/PCG.csv'.
[2025-11-25T10:51:47.660012] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'PCG'.
[2025-11-25T10:51:47.660455] [INFO ] [FORECASTER] Starting predict_future for PCG
[2025-11-25T10:51:47.661284] [DEBUG] [LOCAL     ] No optimal features file found for PCG: ./output/feature-sets/PCG.txt
[2025-11-25T10:51:47.661360] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:51:47.661408] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:51:47.661450] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:51:47.661521] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:51:47.739668] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:51:47.740539] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:51:47.740670] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:51:47.740721] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:51:47.848071] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:51:47.848267] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:51:47.848322] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:51:47.848358] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:51:47.851933] [DEBUG] [FORECASTER] PCG: Forecast T+1@11:T+2@11: DOWN (p=6.24%)
[2025-11-25T10:51:47.852464] [INFO ] [FORECASTER] Completed predict_future for PCG
[2025-11-25T10:51:47.852735] [INFO ] [sig       ] PCG: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:51:47.996251] [INFO ] [LOCAL     ] Saved forecast: PCG	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/PCG.txt
[2025-11-25T10:51:47.996459] [INFO ] [sig       ] [1427/2057] Completed PCG in 0.4s | 2.88 sym/s | Total: 8.3m | ETA: 3.7m
[2025-11-25T10:51:47.996514] [INFO ] [sig       ] [1428/2057] Forecasting PCM...
[2025-11-25T10:51:47.996556] [INFO ] [sig       ] Generating forecast for: PCM
[2025-11-25T10:51:47.996599] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PCM' from 'https://tdm.silogroup.org/data/derivative_storage/PCM.csv'.
[2025-11-25T10:51:48.008002] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'PCM'.
[2025-11-25T10:51:48.008365] [INFO ] [FORECASTER] Starting predict_future for PCM
[2025-11-25T10:51:48.009203] [DEBUG] [LOCAL     ] No optimal features file found for PCM: ./output/feature-sets/PCM.txt
[2025-11-25T10:51:48.009277] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:51:48.009327] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:51:48.009368] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:51:48.009439] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:51:48.077079] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:51:48.077760] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:51:48.077852] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:51:48.077900] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:51:48.188261] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:51:48.188444] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:51:48.188502] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:51:48.188550] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:51:48.191945] [DEBUG] [FORECASTER] PCM: Forecast T+1@11:T+2@11: UP (p=57.17%)
[2025-11-25T10:51:48.192241] [INFO ] [FORECASTER] Completed predict_future for PCM
[2025-11-25T10:51:48.192424] [INFO ] [sig       ] PCM: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:51:48.337437] [INFO ] [LOCAL     ] Saved forecast: PCM	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/PCM.txt
[2025-11-25T10:51:48.337584] [INFO ] [sig       ] [1428/2057] Completed PCM in 0.3s | 2.88 sym/s | Total: 8.3m | ETA: 3.6m
[2025-11-25T10:51:48.337637] [INFO ] [sig       ] [1429/2057] Forecasting PCN...
[2025-11-25T10:51:48.337699] [INFO ] [sig       ] Generating forecast for: PCN
[2025-11-25T10:51:48.337741] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PCN' from 'https://tdm.silogroup.org/data/derivative_storage/PCN.csv'.
[2025-11-25T10:51:48.349780] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'PCN'.
[2025-11-25T10:51:48.350148] [INFO ] [FORECASTER] Starting predict_future for PCN
[2025-11-25T10:51:48.350934] [DEBUG] [LOCAL     ] No optimal features file found for PCN: ./output/feature-sets/PCN.txt
[2025-11-25T10:51:48.351002] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:51:48.351048] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:51:48.351087] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:51:48.351174] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:51:48.420525] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:51:48.421196] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:51:48.421289] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:51:48.421334] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:51:48.526961] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:51:48.527081] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:51:48.527123] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:51:48.527156] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:51:48.530234] [DEBUG] [FORECASTER] PCN: Forecast T+1@11:T+2@11: UP (p=58.92%)
[2025-11-25T10:51:48.530504] [INFO ] [FORECASTER] Completed predict_future for PCN
[2025-11-25T10:51:48.530639] [INFO ] [sig       ] PCN: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:51:48.672248] [INFO ] [LOCAL     ] Saved forecast: PCN	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/PCN.txt
[2025-11-25T10:51:48.672385] [INFO ] [sig       ] [1429/2057] Completed PCN in 0.3s | 2.88 sym/s | Total: 8.3m | ETA: 3.6m
[2025-11-25T10:51:48.672433] [INFO ] [sig       ] [1430/2057] Forecasting PCOR...
[2025-11-25T10:51:48.672479] [INFO ] [sig       ] Generating forecast for: PCOR
[2025-11-25T10:51:48.672526] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PCOR' from 'https://tdm.silogroup.org/data/derivative_storage/PCOR.csv'.
[2025-11-25T10:51:48.684856] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'PCOR'.
[2025-11-25T10:51:48.685250] [INFO ] [FORECASTER] Starting predict_future for PCOR
[2025-11-25T10:51:48.686086] [DEBUG] [LOCAL     ] No optimal features file found for PCOR: ./output/feature-sets/PCOR.txt
[2025-11-25T10:51:48.686155] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:51:48.686200] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:51:48.686241] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:51:48.686307] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:51:48.752699] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:51:48.753485] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:51:48.753586] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:51:48.753634] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:51:48.880925] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:51:48.881134] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:51:48.881182] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:51:48.881216] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:51:48.884827] [DEBUG] [FORECASTER] PCOR: Forecast T+1@11:T+2@11: DOWN (p=43.16%)
[2025-11-25T10:51:48.885128] [INFO ] [FORECASTER] Completed predict_future for PCOR
[2025-11-25T10:51:48.885281] [INFO ] [sig       ] PCOR: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:51:49.024827] [INFO ] [LOCAL     ] Saved forecast: PCOR	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/PCOR.txt
[2025-11-25T10:51:49.025017] [INFO ] [sig       ] [1430/2057] Completed PCOR in 0.4s | 2.88 sym/s | Total: 8.3m | ETA: 3.6m
[2025-11-25T10:51:49.025103] [INFO ] [sig       ] [1431/2057] Forecasting PD...
[2025-11-25T10:51:49.025153] [INFO ] [sig       ] Generating forecast for: PD
[2025-11-25T10:51:49.025196] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PD' from 'https://tdm.silogroup.org/data/derivative_storage/PD.csv'.
[2025-11-25T10:51:49.037489] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'PD'.
[2025-11-25T10:51:49.037981] [INFO ] [FORECASTER] Starting predict_future for PD
[2025-11-25T10:51:49.038790] [DEBUG] [LOCAL     ] No optimal features file found for PD: ./output/feature-sets/PD.txt
[2025-11-25T10:51:49.038900] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:51:49.038947] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:51:49.038987] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:51:49.039056] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:51:49.107042] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:51:49.107956] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:51:49.108053] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:51:49.108102] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:51:49.224323] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:51:49.224506] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:51:49.224552] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:51:49.224587] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:51:49.228316] [DEBUG] [FORECASTER] PD: Forecast T+1@11:T+2@11: DOWN (p=16.51%)
[2025-11-25T10:51:49.228835] [INFO ] [FORECASTER] Completed predict_future for PD
[2025-11-25T10:51:49.228997] [INFO ] [sig       ] PD: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:51:49.377232] [INFO ] [LOCAL     ] Saved forecast: PD	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/PD.txt
[2025-11-25T10:51:49.377447] [INFO ] [sig       ] [1431/2057] Completed PD in 0.4s | 2.88 sym/s | Total: 8.3m | ETA: 3.6m
[2025-11-25T10:51:49.377502] [INFO ] [sig       ] [1432/2057] Forecasting PDI...
[2025-11-25T10:51:49.377546] [INFO ] [sig       ] Generating forecast for: PDI
[2025-11-25T10:51:49.377590] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PDI' from 'https://tdm.silogroup.org/data/derivative_storage/PDI.csv'.
[2025-11-25T10:51:49.390841] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'PDI'.
[2025-11-25T10:51:49.391265] [INFO ] [FORECASTER] Starting predict_future for PDI
[2025-11-25T10:51:49.392113] [DEBUG] [LOCAL     ] No optimal features file found for PDI: ./output/feature-sets/PDI.txt
[2025-11-25T10:51:49.392183] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:51:49.392229] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:51:49.392269] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:51:49.392338] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:51:49.457533] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:51:49.458225] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:51:49.458320] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:51:49.458369] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:51:49.552049] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:51:49.552233] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:51:49.552278] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:51:49.552313] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:51:49.555752] [DEBUG] [FORECASTER] PDI: Forecast T+1@11:T+2@11: DOWN (p=36.20%)
[2025-11-25T10:51:49.556038] [INFO ] [FORECASTER] Completed predict_future for PDI
[2025-11-25T10:51:49.556185] [INFO ] [sig       ] PDI: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:51:49.695703] [INFO ] [LOCAL     ] Saved forecast: PDI	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/PDI.txt
[2025-11-25T10:51:49.695864] [INFO ] [sig       ] [1432/2057] Completed PDI in 0.3s | 2.88 sym/s | Total: 8.3m | ETA: 3.6m
[2025-11-25T10:51:49.695919] [INFO ] [sig       ] [1433/2057] Forecasting PDM...
[2025-11-25T10:51:49.695960] [INFO ] [sig       ] Generating forecast for: PDM
[2025-11-25T10:51:49.696001] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PDM' from 'https://tdm.silogroup.org/data/derivative_storage/PDM.csv'.
[2025-11-25T10:51:49.707283] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'PDM'.
[2025-11-25T10:51:49.707681] [INFO ] [FORECASTER] Starting predict_future for PDM
[2025-11-25T10:51:49.708483] [DEBUG] [LOCAL     ] No optimal features file found for PDM: ./output/feature-sets/PDM.txt
[2025-11-25T10:51:49.708552] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:51:49.708597] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:51:49.708637] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:51:49.708726] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:51:49.773715] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:51:49.774488] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:51:49.774584] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:51:49.774631] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:51:49.893855] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:51:49.894075] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:51:49.894131] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:51:49.894168] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:51:49.898476] [DEBUG] [FORECASTER] PDM: Forecast T+1@11:T+2@11: UP (p=90.62%)
[2025-11-25T10:51:49.898971] [INFO ] [FORECASTER] Completed predict_future for PDM
[2025-11-25T10:51:49.899218] [INFO ] [sig       ] PDM: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:51:50.052371] [INFO ] [LOCAL     ] Saved forecast: PDM	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/PDM.txt
[2025-11-25T10:51:50.052574] [INFO ] [sig       ] [1433/2057] Completed PDM in 0.4s | 2.88 sym/s | Total: 8.3m | ETA: 3.6m
[2025-11-25T10:51:50.052631] [INFO ] [sig       ] [1434/2057] Forecasting PDO...
[2025-11-25T10:51:50.052701] [INFO ] [sig       ] Generating forecast for: PDO
[2025-11-25T10:51:50.052766] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PDO' from 'https://tdm.silogroup.org/data/derivative_storage/PDO.csv'.
[2025-11-25T10:51:50.068151] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'PDO'.
[2025-11-25T10:51:50.068971] [INFO ] [FORECASTER] Starting predict_future for PDO
[2025-11-25T10:51:50.070309] [DEBUG] [LOCAL     ] No optimal features file found for PDO: ./output/feature-sets/PDO.txt
[2025-11-25T10:51:50.070394] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:51:50.070669] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:51:50.070727] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:51:50.070821] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:51:50.154743] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:51:50.156038] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:51:50.156151] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:51:50.156202] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:51:50.282502] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:51:50.282722] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:51:50.282801] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:51:50.282867] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:51:50.287356] [DEBUG] [FORECASTER] PDO: Forecast T+1@11:T+2@11: UP (p=58.89%)
[2025-11-25T10:51:50.287783] [INFO ] [FORECASTER] Completed predict_future for PDO
[2025-11-25T10:51:50.287988] [INFO ] [sig       ] PDO: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:51:50.444513] [INFO ] [LOCAL     ] Saved forecast: PDO	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/PDO.txt
[2025-11-25T10:51:50.444747] [INFO ] [sig       ] [1434/2057] Completed PDO in 0.4s | 2.88 sym/s | Total: 8.3m | ETA: 3.6m
[2025-11-25T10:51:50.444828] [INFO ] [sig       ] [1435/2057] Forecasting PDS...
[2025-11-25T10:51:50.444888] [INFO ] [sig       ] Generating forecast for: PDS
[2025-11-25T10:51:50.444946] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PDS' from 'https://tdm.silogroup.org/data/derivative_storage/PDS.csv'.
[2025-11-25T10:51:50.457282] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'PDS'.
[2025-11-25T10:51:50.457744] [INFO ] [FORECASTER] Starting predict_future for PDS
[2025-11-25T10:51:50.458528] [DEBUG] [LOCAL     ] No optimal features file found for PDS: ./output/feature-sets/PDS.txt
[2025-11-25T10:51:50.458598] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:51:50.458662] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:51:50.458704] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:51:50.458774] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:51:50.522921] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:51:50.523749] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:51:50.523850] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:51:50.523898] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:51:50.641276] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:51:50.641470] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:51:50.641516] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:51:50.641551] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:51:50.644980] [DEBUG] [FORECASTER] PDS: Forecast T+1@11:T+2@11: DOWN (p=28.82%)
[2025-11-25T10:51:50.645266] [INFO ] [FORECASTER] Completed predict_future for PDS
[2025-11-25T10:51:50.645419] [INFO ] [sig       ] PDS: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:51:50.785091] [INFO ] [LOCAL     ] Saved forecast: PDS	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/PDS.txt
[2025-11-25T10:51:50.785282] [INFO ] [sig       ] [1435/2057] Completed PDS in 0.3s | 2.88 sym/s | Total: 8.3m | ETA: 3.6m
[2025-11-25T10:51:50.785349] [INFO ] [sig       ] [1436/2057] Forecasting PDT...
[2025-11-25T10:51:50.785398] [INFO ] [sig       ] Generating forecast for: PDT
[2025-11-25T10:51:50.785443] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PDT' from 'https://tdm.silogroup.org/data/derivative_storage/PDT.csv'.
[2025-11-25T10:51:50.799015] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'PDT'.
[2025-11-25T10:51:50.799458] [INFO ] [FORECASTER] Starting predict_future for PDT
[2025-11-25T10:51:50.800298] [DEBUG] [LOCAL     ] No optimal features file found for PDT: ./output/feature-sets/PDT.txt
[2025-11-25T10:51:50.800370] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:51:50.800420] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:51:50.800462] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:51:50.800533] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:51:50.872557] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:51:50.873407] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:51:50.873508] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:51:50.873557] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:51:50.996251] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:51:50.996465] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:51:50.996520] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:51:50.996747] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:51:51.001197] [DEBUG] [FORECASTER] PDT: Forecast T+1@11:T+2@11: UP (p=77.81%)
[2025-11-25T10:51:51.001535] [INFO ] [FORECASTER] Completed predict_future for PDT
[2025-11-25T10:51:51.001736] [INFO ] [sig       ] PDT: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:51:51.145532] [INFO ] [LOCAL     ] Saved forecast: PDT	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/PDT.txt
[2025-11-25T10:51:51.145720] [INFO ] [sig       ] [1436/2057] Completed PDT in 0.4s | 2.88 sym/s | Total: 8.3m | ETA: 3.6m
[2025-11-25T10:51:51.145778] [INFO ] [sig       ] [1437/2057] Forecasting PDX...
[2025-11-25T10:51:51.145824] [INFO ] [sig       ] Generating forecast for: PDX
[2025-11-25T10:51:51.145870] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PDX' from 'https://tdm.silogroup.org/data/derivative_storage/PDX.csv'.
[2025-11-25T10:51:51.157956] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'PDX'.
[2025-11-25T10:51:51.158374] [INFO ] [FORECASTER] Starting predict_future for PDX
[2025-11-25T10:51:51.159173] [DEBUG] [LOCAL     ] No optimal features file found for PDX: ./output/feature-sets/PDX.txt
[2025-11-25T10:51:51.159244] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:51:51.159291] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:51:51.159333] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:51:51.159408] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:51:51.223528] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:51:51.224420] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:51:51.224520] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:51:51.224570] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:51:51.345388] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:51:51.345589] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:51:51.345659] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:51:51.345739] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:51:51.349351] [DEBUG] [FORECASTER] PDX: Forecast T+1@11:T+2@11: DOWN (p=14.46%)
[2025-11-25T10:51:51.349698] [INFO ] [FORECASTER] Completed predict_future for PDX
[2025-11-25T10:51:51.349907] [INFO ] [sig       ] PDX: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:51:51.494238] [INFO ] [LOCAL     ] Saved forecast: PDX	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/PDX.txt
[2025-11-25T10:51:51.494430] [INFO ] [sig       ] [1437/2057] Completed PDX in 0.3s | 2.88 sym/s | Total: 8.3m | ETA: 3.6m
[2025-11-25T10:51:51.494487] [INFO ] [sig       ] [1438/2057] Forecasting PEB...
[2025-11-25T10:51:51.494535] [INFO ] [sig       ] Generating forecast for: PEB
[2025-11-25T10:51:51.494582] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PEB' from 'https://tdm.silogroup.org/data/derivative_storage/PEB.csv'.
[2025-11-25T10:51:51.507781] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'PEB'.
[2025-11-25T10:51:51.508232] [INFO ] [FORECASTER] Starting predict_future for PEB
[2025-11-25T10:51:51.509038] [DEBUG] [LOCAL     ] No optimal features file found for PEB: ./output/feature-sets/PEB.txt
[2025-11-25T10:51:51.509110] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:51:51.509156] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:51:51.509198] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:51:51.509266] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:51:51.573949] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:51:51.574880] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:51:51.574985] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:51:51.575032] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:51:51.699511] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:51:51.699924] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:51:51.699996] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:51:51.700032] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:51:51.703568] [DEBUG] [FORECASTER] PEB: Forecast T+1@11:T+2@11: UP (p=65.18%)
[2025-11-25T10:51:51.703913] [INFO ] [FORECASTER] Completed predict_future for PEB
[2025-11-25T10:51:51.704087] [INFO ] [sig       ] PEB: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:51:51.851913] [INFO ] [LOCAL     ] Saved forecast: PEB	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/PEB.txt
[2025-11-25T10:51:51.852110] [INFO ] [sig       ] [1438/2057] Completed PEB in 0.4s | 2.88 sym/s | Total: 8.3m | ETA: 3.6m
[2025-11-25T10:51:51.852166] [INFO ] [sig       ] [1439/2057] Forecasting PEG...
[2025-11-25T10:51:51.852212] [INFO ] [sig       ] Generating forecast for: PEG
[2025-11-25T10:51:51.852255] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PEG' from 'https://tdm.silogroup.org/data/derivative_storage/PEG.csv'.
[2025-11-25T10:51:51.864435] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'PEG'.
[2025-11-25T10:51:51.864912] [INFO ] [FORECASTER] Starting predict_future for PEG
[2025-11-25T10:51:51.865759] [DEBUG] [LOCAL     ] No optimal features file found for PEG: ./output/feature-sets/PEG.txt
[2025-11-25T10:51:51.865835] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:51:51.865896] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:51:51.865959] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:51:51.866045] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:51:51.937091] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:51:51.938042] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:51:51.938149] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:51:51.938199] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:51:52.063463] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:51:52.063692] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:51:52.063768] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:51:52.063813] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:51:52.067431] [DEBUG] [FORECASTER] PEG: Forecast T+1@11:T+2@11: UP (p=70.56%)
[2025-11-25T10:51:52.067821] [INFO ] [FORECASTER] Completed predict_future for PEG
[2025-11-25T10:51:52.068016] [INFO ] [sig       ] PEG: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:51:52.209706] [INFO ] [LOCAL     ] Saved forecast: PEG	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/PEG.txt
[2025-11-25T10:51:52.209950] [INFO ] [sig       ] [1439/2057] Completed PEG in 0.4s | 2.88 sym/s | Total: 8.3m | ETA: 3.6m
[2025-11-25T10:51:52.210021] [INFO ] [sig       ] [1440/2057] Forecasting PEN...
[2025-11-25T10:51:52.210067] [INFO ] [sig       ] Generating forecast for: PEN
[2025-11-25T10:51:52.210107] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PEN' from 'https://tdm.silogroup.org/data/derivative_storage/PEN.csv'.
[2025-11-25T10:51:52.222779] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'PEN'.
[2025-11-25T10:51:52.223256] [INFO ] [FORECASTER] Starting predict_future for PEN
[2025-11-25T10:51:52.224172] [DEBUG] [LOCAL     ] No optimal features file found for PEN: ./output/feature-sets/PEN.txt
[2025-11-25T10:51:52.224250] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:51:52.224319] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:51:52.224384] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:51:52.224487] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:51:52.290324] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:51:52.291285] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:51:52.291425] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:51:52.291496] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:51:52.416911] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:51:52.417169] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:51:52.417370] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:51:52.417496] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:51:52.421407] [DEBUG] [FORECASTER] PEN: Forecast T+1@11:T+2@11: DOWN (p=6.50%)
[2025-11-25T10:51:52.421761] [INFO ] [FORECASTER] Completed predict_future for PEN
[2025-11-25T10:51:52.422008] [INFO ] [sig       ] PEN: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:51:52.565145] [INFO ] [LOCAL     ] Saved forecast: PEN	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/PEN.txt
[2025-11-25T10:51:52.565491] [INFO ] [sig       ] [1440/2057] Completed PEN in 0.4s | 2.88 sym/s | Total: 8.3m | ETA: 3.6m
[2025-11-25T10:51:52.565607] [INFO ] [sig       ] [1441/2057] Forecasting PEO...
[2025-11-25T10:51:52.565737] [INFO ] [sig       ] Generating forecast for: PEO
[2025-11-25T10:51:52.565795] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PEO' from 'https://tdm.silogroup.org/data/derivative_storage/PEO.csv'.
[2025-11-25T10:51:52.577521] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'PEO'.
[2025-11-25T10:51:52.577960] [INFO ] [FORECASTER] Starting predict_future for PEO
[2025-11-25T10:51:52.578803] [DEBUG] [LOCAL     ] No optimal features file found for PEO: ./output/feature-sets/PEO.txt
[2025-11-25T10:51:52.578872] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:51:52.578922] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:51:52.578964] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:51:52.579029] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:51:52.643930] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:51:52.645005] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:51:52.645103] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:51:52.645151] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:51:52.729509] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:51:52.729712] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:51:52.729764] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:51:52.729798] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:51:52.733117] [DEBUG] [FORECASTER] PEO: Forecast T+1@11:T+2@11: DOWN (p=14.88%)
[2025-11-25T10:51:52.733406] [INFO ] [FORECASTER] Completed predict_future for PEO
[2025-11-25T10:51:52.733539] [INFO ] [sig       ] PEO: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:51:52.873330] [INFO ] [LOCAL     ] Saved forecast: PEO	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/PEO.txt
[2025-11-25T10:51:52.873517] [INFO ] [sig       ] [1441/2057] Completed PEO in 0.3s | 2.88 sym/s | Total: 8.4m | ETA: 3.6m
[2025-11-25T10:51:52.873569] [INFO ] [sig       ] [1442/2057] Forecasting PERF...
[2025-11-25T10:51:52.873612] [INFO ] [sig       ] Generating forecast for: PERF
[2025-11-25T10:51:52.873671] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PERF' from 'https://tdm.silogroup.org/data/derivative_storage/PERF.csv'.
[2025-11-25T10:51:52.884858] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'PERF'.
[2025-11-25T10:51:52.885240] [INFO ] [FORECASTER] Starting predict_future for PERF
[2025-11-25T10:51:52.886045] [DEBUG] [LOCAL     ] No optimal features file found for PERF: ./output/feature-sets/PERF.txt
[2025-11-25T10:51:52.886115] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:51:52.886161] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:51:52.886229] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:51:52.886301] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:51:52.952326] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:51:52.953210] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:51:52.953319] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:51:52.953375] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:51:53.033281] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:51:53.033460] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:51:53.033506] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:51:53.033542] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:51:53.036887] [DEBUG] [FORECASTER] PERF: Forecast T+1@11:T+2@11: UP (p=91.27%)
[2025-11-25T10:51:53.037196] [INFO ] [FORECASTER] Completed predict_future for PERF
[2025-11-25T10:51:53.037327] [INFO ] [sig       ] PERF: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:51:53.176242] [INFO ] [LOCAL     ] Saved forecast: PERF	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/PERF.txt
[2025-11-25T10:51:53.176433] [INFO ] [sig       ] [1442/2057] Completed PERF in 0.3s | 2.88 sym/s | Total: 8.4m | ETA: 3.6m
[2025-11-25T10:51:53.176495] [INFO ] [sig       ] [1443/2057] Forecasting PFD...
[2025-11-25T10:51:53.176546] [INFO ] [sig       ] Generating forecast for: PFD
[2025-11-25T10:51:53.176595] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PFD' from 'https://tdm.silogroup.org/data/derivative_storage/PFD.csv'.
[2025-11-25T10:51:53.188019] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'PFD'.
[2025-11-25T10:51:53.188396] [INFO ] [FORECASTER] Starting predict_future for PFD
[2025-11-25T10:51:53.189223] [DEBUG] [LOCAL     ] No optimal features file found for PFD: ./output/feature-sets/PFD.txt
[2025-11-25T10:51:53.189294] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:51:53.189342] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:51:53.189382] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:51:53.189459] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:51:53.261803] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:51:53.262636] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:51:53.262751] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:51:53.262800] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:51:53.331922] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:51:53.332094] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:51:53.332139] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:51:53.332174] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:51:53.335480] [DEBUG] [FORECASTER] PFD: Forecast T+1@11:T+2@11: UP (p=94.40%)
[2025-11-25T10:51:53.335784] [INFO ] [FORECASTER] Completed predict_future for PFD
[2025-11-25T10:51:53.335919] [INFO ] [sig       ] PFD: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:51:53.476346] [INFO ] [LOCAL     ] Saved forecast: PFD	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/PFD.txt
[2025-11-25T10:51:53.476499] [INFO ] [sig       ] [1443/2057] Completed PFD in 0.3s | 2.88 sym/s | Total: 8.4m | ETA: 3.6m
[2025-11-25T10:51:53.476561] [INFO ] [sig       ] [1444/2057] Forecasting PFE...
[2025-11-25T10:51:53.476615] [INFO ] [sig       ] Generating forecast for: PFE
[2025-11-25T10:51:53.476681] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PFE' from 'https://tdm.silogroup.org/data/derivative_storage/PFE.csv'.
[2025-11-25T10:51:53.488720] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'PFE'.
[2025-11-25T10:51:53.489296] [INFO ] [FORECASTER] Starting predict_future for PFE
[2025-11-25T10:51:53.490441] [DEBUG] [LOCAL     ] No optimal features file found for PFE: ./output/feature-sets/PFE.txt
[2025-11-25T10:51:53.490520] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:51:53.490586] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:51:53.490665] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:51:53.490949] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:51:53.562905] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:51:53.564015] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:51:53.564127] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:51:53.564176] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:51:53.661006] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:51:53.661206] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:51:53.661261] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:51:53.661297] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:51:53.664852] [DEBUG] [FORECASTER] PFE: Forecast T+1@11:T+2@11: DOWN (p=1.12%)
[2025-11-25T10:51:53.665167] [INFO ] [FORECASTER] Completed predict_future for PFE
[2025-11-25T10:51:53.665319] [INFO ] [sig       ] PFE: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:51:53.829804] [INFO ] [LOCAL     ] Saved forecast: PFE	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/PFE.txt
[2025-11-25T10:51:53.830000] [INFO ] [sig       ] [1444/2057] Completed PFE in 0.4s | 2.88 sym/s | Total: 8.4m | ETA: 3.6m
[2025-11-25T10:51:53.830057] [INFO ] [sig       ] [1445/2057] Forecasting PFGC...
[2025-11-25T10:51:53.830099] [INFO ] [sig       ] Generating forecast for: PFGC
[2025-11-25T10:51:53.830138] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PFGC' from 'https://tdm.silogroup.org/data/derivative_storage/PFGC.csv'.
[2025-11-25T10:51:53.841224] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'PFGC'.
[2025-11-25T10:51:53.841875] [INFO ] [FORECASTER] Starting predict_future for PFGC
[2025-11-25T10:51:53.842726] [DEBUG] [LOCAL     ] No optimal features file found for PFGC: ./output/feature-sets/PFGC.txt
[2025-11-25T10:51:53.842796] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:51:53.842842] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:51:53.842883] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:51:53.842953] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:51:53.920732] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:51:53.921679] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:51:53.921785] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:51:53.921834] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:51:54.030031] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:51:54.030261] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:51:54.030309] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:51:54.030344] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:51:54.034074] [DEBUG] [FORECASTER] PFGC: Forecast T+1@11:T+2@11: UP (p=84.93%)
[2025-11-25T10:51:54.034382] [INFO ] [FORECASTER] Completed predict_future for PFGC
[2025-11-25T10:51:54.034535] [INFO ] [sig       ] PFGC: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:51:54.182838] [INFO ] [LOCAL     ] Saved forecast: PFGC	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/PFGC.txt
[2025-11-25T10:51:54.182999] [INFO ] [sig       ] [1445/2057] Completed PFGC in 0.4s | 2.88 sym/s | Total: 8.4m | ETA: 3.5m
[2025-11-25T10:51:54.183052] [INFO ] [sig       ] [1446/2057] Forecasting PFH...
[2025-11-25T10:51:54.183094] [INFO ] [sig       ] Generating forecast for: PFH
[2025-11-25T10:51:54.183145] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PFH' from 'https://tdm.silogroup.org/data/derivative_storage/PFH.csv'.
[2025-11-25T10:51:54.195305] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'PFH'.
[2025-11-25T10:51:54.195994] [INFO ] [FORECASTER] Starting predict_future for PFH
[2025-11-25T10:51:54.197068] [DEBUG] [LOCAL     ] No optimal features file found for PFH: ./output/feature-sets/PFH.txt
[2025-11-25T10:51:54.197139] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:51:54.197185] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:51:54.197226] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:51:54.197294] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:51:54.267178] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:51:54.268023] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:51:54.268118] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:51:54.268165] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:51:54.361563] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:51:54.361756] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:51:54.361808] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:51:54.361844] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:51:54.365867] [DEBUG] [FORECASTER] PFH: Forecast T+1@11:T+2@11: DOWN (p=34.19%)
[2025-11-25T10:51:54.366149] [INFO ] [FORECASTER] Completed predict_future for PFH
[2025-11-25T10:51:54.366286] [INFO ] [sig       ] PFH: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:51:54.506386] [INFO ] [LOCAL     ] Saved forecast: PFH	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/PFH.txt
[2025-11-25T10:51:54.506545] [INFO ] [sig       ] [1446/2057] Completed PFH in 0.3s | 2.88 sym/s | Total: 8.4m | ETA: 3.5m
[2025-11-25T10:51:54.506605] [INFO ] [sig       ] [1447/2057] Forecasting PFL...
[2025-11-25T10:51:54.506665] [INFO ] [sig       ] Generating forecast for: PFL
[2025-11-25T10:51:54.506713] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PFL' from 'https://tdm.silogroup.org/data/derivative_storage/PFL.csv'.
[2025-11-25T10:51:54.517690] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'PFL'.
[2025-11-25T10:51:54.518029] [INFO ] [FORECASTER] Starting predict_future for PFL
[2025-11-25T10:51:54.518822] [DEBUG] [LOCAL     ] No optimal features file found for PFL: ./output/feature-sets/PFL.txt
[2025-11-25T10:51:54.518891] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:51:54.518937] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:51:54.518978] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:51:54.519046] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:51:54.584507] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:51:54.585161] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:51:54.585256] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:51:54.585303] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:51:54.681279] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:51:54.681452] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:51:54.681502] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:51:54.681538] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:51:54.684876] [DEBUG] [FORECASTER] PFL: Forecast T+1@11:T+2@11: UP (p=94.17%)
[2025-11-25T10:51:54.685159] [INFO ] [FORECASTER] Completed predict_future for PFL
[2025-11-25T10:51:54.685301] [INFO ] [sig       ] PFL: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:51:54.827794] [INFO ] [LOCAL     ] Saved forecast: PFL	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/PFL.txt
[2025-11-25T10:51:54.827960] [INFO ] [sig       ] [1447/2057] Completed PFL in 0.3s | 2.88 sym/s | Total: 8.4m | ETA: 3.5m
[2025-11-25T10:51:54.828015] [INFO ] [sig       ] [1448/2057] Forecasting PFLT...
[2025-11-25T10:51:54.828064] [INFO ] [sig       ] Generating forecast for: PFLT
[2025-11-25T10:51:54.828105] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PFLT' from 'https://tdm.silogroup.org/data/derivative_storage/PFLT.csv'.
[2025-11-25T10:51:54.839457] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'PFLT'.
[2025-11-25T10:51:54.839886] [INFO ] [FORECASTER] Starting predict_future for PFLT
[2025-11-25T10:51:54.840676] [DEBUG] [LOCAL     ] No optimal features file found for PFLT: ./output/feature-sets/PFLT.txt
[2025-11-25T10:51:54.840744] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:51:54.840789] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:51:54.840828] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:51:54.840897] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:51:54.905668] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:51:54.906345] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:51:54.906438] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:51:54.906489] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:51:55.006275] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:51:55.006479] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:51:55.006531] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:51:55.006567] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:51:55.010358] [DEBUG] [FORECASTER] PFLT: Forecast T+1@11:T+2@11: UP (p=76.74%)
[2025-11-25T10:51:55.010858] [INFO ] [FORECASTER] Completed predict_future for PFLT
[2025-11-25T10:51:55.011103] [INFO ] [sig       ] PFLT: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:51:55.157542] [INFO ] [LOCAL     ] Saved forecast: PFLT	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/PFLT.txt
[2025-11-25T10:51:55.157744] [INFO ] [sig       ] [1448/2057] Completed PFLT in 0.3s | 2.88 sym/s | Total: 8.4m | ETA: 3.5m
[2025-11-25T10:51:55.157804] [INFO ] [sig       ] [1449/2057] Forecasting PFN...
[2025-11-25T10:51:55.157860] [INFO ] [sig       ] Generating forecast for: PFN
[2025-11-25T10:51:55.157909] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PFN' from 'https://tdm.silogroup.org/data/derivative_storage/PFN.csv'.
[2025-11-25T10:51:55.170688] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'PFN'.
[2025-11-25T10:51:55.171142] [INFO ] [FORECASTER] Starting predict_future for PFN
[2025-11-25T10:51:55.172057] [DEBUG] [LOCAL     ] No optimal features file found for PFN: ./output/feature-sets/PFN.txt
[2025-11-25T10:51:55.172131] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:51:55.172180] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:51:55.172223] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:51:55.172295] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:51:55.242133] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:51:55.243014] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:51:55.243118] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:51:55.243169] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:51:55.346445] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:51:55.346636] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:51:55.346714] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:51:55.346777] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:51:55.350437] [DEBUG] [FORECASTER] PFN: Forecast T+1@11:T+2@11: UP (p=96.38%)
[2025-11-25T10:51:55.350777] [INFO ] [FORECASTER] Completed predict_future for PFN
[2025-11-25T10:51:55.350993] [INFO ] [sig       ] PFN: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:51:55.499101] [INFO ] [LOCAL     ] Saved forecast: PFN	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/PFN.txt
[2025-11-25T10:51:55.499285] [INFO ] [sig       ] [1449/2057] Completed PFN in 0.3s | 2.88 sym/s | Total: 8.4m | ETA: 3.5m
[2025-11-25T10:51:55.499342] [INFO ] [sig       ] [1450/2057] Forecasting PFO...
[2025-11-25T10:51:55.499385] [INFO ] [sig       ] Generating forecast for: PFO
[2025-11-25T10:51:55.499428] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PFO' from 'https://tdm.silogroup.org/data/derivative_storage/PFO.csv'.
[2025-11-25T10:51:55.511154] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'PFO'.
[2025-11-25T10:51:55.511557] [INFO ] [FORECASTER] Starting predict_future for PFO
[2025-11-25T10:51:55.512409] [DEBUG] [LOCAL     ] No optimal features file found for PFO: ./output/feature-sets/PFO.txt
[2025-11-25T10:51:55.512480] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:51:55.512527] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:51:55.512569] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:51:55.512670] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:51:55.580285] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:51:55.581139] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:51:55.581253] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:51:55.581308] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:51:55.680015] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:51:55.680207] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:51:55.680256] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:51:55.680293] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:51:55.683861] [DEBUG] [FORECASTER] PFO: Forecast T+1@11:T+2@11: UP (p=95.18%)
[2025-11-25T10:51:55.684213] [INFO ] [FORECASTER] Completed predict_future for PFO
[2025-11-25T10:51:55.684375] [INFO ] [sig       ] PFO: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:51:55.828810] [INFO ] [LOCAL     ] Saved forecast: PFO	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/PFO.txt
[2025-11-25T10:51:55.828984] [INFO ] [sig       ] [1450/2057] Completed PFO in 0.3s | 2.88 sym/s | Total: 8.4m | ETA: 3.5m
[2025-11-25T10:51:55.829039] [INFO ] [sig       ] [1451/2057] Forecasting PFS...
[2025-11-25T10:51:55.829084] [INFO ] [sig       ] Generating forecast for: PFS
[2025-11-25T10:51:55.829129] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PFS' from 'https://tdm.silogroup.org/data/derivative_storage/PFS.csv'.
[2025-11-25T10:51:55.841563] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'PFS'.
[2025-11-25T10:51:55.842043] [INFO ] [FORECASTER] Starting predict_future for PFS
[2025-11-25T10:51:55.842878] [DEBUG] [LOCAL     ] No optimal features file found for PFS: ./output/feature-sets/PFS.txt
[2025-11-25T10:51:55.842949] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:51:55.842996] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:51:55.843040] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:51:55.843110] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:51:55.911337] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:51:55.912247] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:51:55.912356] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:51:55.912406] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:51:56.020730] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:51:56.020944] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:51:56.020994] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:51:56.021030] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:51:56.024562] [DEBUG] [FORECASTER] PFS: Forecast T+1@11:T+2@11: UP (p=97.36%)
[2025-11-25T10:51:56.024918] [INFO ] [FORECASTER] Completed predict_future for PFS
[2025-11-25T10:51:56.025098] [INFO ] [sig       ] PFS: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:51:56.171833] [INFO ] [LOCAL     ] Saved forecast: PFS	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/PFS.txt
[2025-11-25T10:51:56.172033] [INFO ] [sig       ] [1451/2057] Completed PFS in 0.3s | 2.88 sym/s | Total: 8.4m | ETA: 3.5m
[2025-11-25T10:51:56.172091] [INFO ] [sig       ] [1452/2057] Forecasting PFSI...
[2025-11-25T10:51:56.172135] [INFO ] [sig       ] Generating forecast for: PFSI
[2025-11-25T10:51:56.172178] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PFSI' from 'https://tdm.silogroup.org/data/derivative_storage/PFSI.csv'.
[2025-11-25T10:51:56.184488] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'PFSI'.
[2025-11-25T10:51:56.184905] [INFO ] [FORECASTER] Starting predict_future for PFSI
[2025-11-25T10:51:56.185755] [DEBUG] [LOCAL     ] No optimal features file found for PFSI: ./output/feature-sets/PFSI.txt
[2025-11-25T10:51:56.185826] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:51:56.185873] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:51:56.185913] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:51:56.185982] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:51:56.251366] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:51:56.252041] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:51:56.252141] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:51:56.252191] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:51:56.357319] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:51:56.357444] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:51:56.357488] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:51:56.357524] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:51:56.360658] [DEBUG] [FORECASTER] PFSI: Forecast T+1@11:T+2@11: DOWN (p=3.42%)
[2025-11-25T10:51:56.360937] [INFO ] [FORECASTER] Completed predict_future for PFSI
[2025-11-25T10:51:56.361079] [INFO ] [sig       ] PFSI: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:51:56.500030] [INFO ] [LOCAL     ] Saved forecast: PFSI	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/PFSI.txt
[2025-11-25T10:51:56.500186] [INFO ] [sig       ] [1452/2057] Completed PFSI in 0.3s | 2.88 sym/s | Total: 8.4m | ETA: 3.5m
[2025-11-25T10:51:56.500239] [INFO ] [sig       ] [1453/2057] Forecasting PGP...
[2025-11-25T10:51:56.500283] [INFO ] [sig       ] Generating forecast for: PGP
[2025-11-25T10:51:56.500325] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PGP' from 'https://tdm.silogroup.org/data/derivative_storage/PGP.csv'.
[2025-11-25T10:51:56.511898] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'PGP'.
[2025-11-25T10:51:56.512252] [INFO ] [FORECASTER] Starting predict_future for PGP
[2025-11-25T10:51:56.513047] [DEBUG] [LOCAL     ] No optimal features file found for PGP: ./output/feature-sets/PGP.txt
[2025-11-25T10:51:56.513117] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:51:56.513163] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:51:56.513203] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:51:56.513271] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:51:56.578199] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:51:56.578851] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:51:56.578944] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:51:56.578990] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:51:56.675847] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:51:56.676017] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:51:56.676064] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:51:56.676099] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:51:56.679418] [DEBUG] [FORECASTER] PGP: Forecast T+1@11:T+2@11: UP (p=95.62%)
[2025-11-25T10:51:56.679722] [INFO ] [FORECASTER] Completed predict_future for PGP
[2025-11-25T10:51:56.679877] [INFO ] [sig       ] PGP: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:51:56.818367] [INFO ] [LOCAL     ] Saved forecast: PGP	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/PGP.txt
[2025-11-25T10:51:56.818510] [INFO ] [sig       ] [1453/2057] Completed PGP in 0.3s | 2.88 sym/s | Total: 8.4m | ETA: 3.5m
[2025-11-25T10:51:56.818574] [INFO ] [sig       ] [1454/2057] Forecasting PGR...
[2025-11-25T10:51:56.818625] [INFO ] [sig       ] Generating forecast for: PGR
[2025-11-25T10:51:56.818690] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PGR' from 'https://tdm.silogroup.org/data/derivative_storage/PGR.csv'.
[2025-11-25T10:51:56.830588] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'PGR'.
[2025-11-25T10:51:56.831035] [INFO ] [FORECASTER] Starting predict_future for PGR
[2025-11-25T10:51:56.831893] [DEBUG] [LOCAL     ] No optimal features file found for PGR: ./output/feature-sets/PGR.txt
[2025-11-25T10:51:56.831963] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:51:56.832009] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:51:56.832050] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:51:56.832118] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:51:56.897670] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:51:56.898390] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:51:56.898493] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:51:56.898545] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:51:56.993558] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:51:56.993710] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:51:56.993759] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:51:56.993794] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:51:56.996980] [DEBUG] [FORECASTER] PGR: Forecast T+1@11:T+2@11: DOWN (p=9.19%)
[2025-11-25T10:51:56.997286] [INFO ] [FORECASTER] Completed predict_future for PGR
[2025-11-25T10:51:56.997447] [INFO ] [sig       ] PGR: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:51:57.138360] [INFO ] [LOCAL     ] Saved forecast: PGR	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/PGR.txt
[2025-11-25T10:51:57.138547] [INFO ] [sig       ] [1454/2057] Completed PGR in 0.3s | 2.88 sym/s | Total: 8.4m | ETA: 3.5m
[2025-11-25T10:51:57.138604] [INFO ] [sig       ] [1455/2057] Forecasting PGRE...
[2025-11-25T10:51:57.138671] [INFO ] [sig       ] Generating forecast for: PGRE
[2025-11-25T10:51:57.138719] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PGRE' from 'https://tdm.silogroup.org/data/derivative_storage/PGRE.csv'.
[2025-11-25T10:51:57.150442] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'PGRE'.
[2025-11-25T10:51:57.150873] [INFO ] [FORECASTER] Starting predict_future for PGRE
[2025-11-25T10:51:57.151699] [DEBUG] [LOCAL     ] No optimal features file found for PGRE: ./output/feature-sets/PGRE.txt
[2025-11-25T10:51:57.151769] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:51:57.151838] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:51:57.151882] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:51:57.151951] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:51:57.218371] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:51:57.219375] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:51:57.219506] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:51:57.219563] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:51:57.342718] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:51:57.342929] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:51:57.342986] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:51:57.343052] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:51:57.346669] [DEBUG] [FORECASTER] PGRE: Forecast T+1@11:T+2@11: UP (p=74.81%)
[2025-11-25T10:51:57.347229] [INFO ] [FORECASTER] Completed predict_future for PGRE
[2025-11-25T10:51:57.347494] [INFO ] [sig       ] PGRE: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:51:57.490801] [INFO ] [LOCAL     ] Saved forecast: PGRE	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/PGRE.txt
[2025-11-25T10:51:57.491045] [INFO ] [sig       ] [1455/2057] Completed PGRE in 0.4s | 2.88 sym/s | Total: 8.4m | ETA: 3.5m
[2025-11-25T10:51:57.491185] [INFO ] [sig       ] [1456/2057] Forecasting PGZ...
[2025-11-25T10:51:57.491234] [INFO ] [sig       ] Generating forecast for: PGZ
[2025-11-25T10:51:57.491280] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PGZ' from 'https://tdm.silogroup.org/data/derivative_storage/PGZ.csv'.
[2025-11-25T10:51:57.502874] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'PGZ'.
[2025-11-25T10:51:57.503266] [INFO ] [FORECASTER] Starting predict_future for PGZ
[2025-11-25T10:51:57.504060] [DEBUG] [LOCAL     ] No optimal features file found for PGZ: ./output/feature-sets/PGZ.txt
[2025-11-25T10:51:57.504132] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:51:57.504178] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:51:57.504221] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:51:57.504290] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:51:57.569888] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:51:57.570617] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:51:57.570736] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:51:57.570786] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:51:57.697188] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:51:57.697371] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:51:57.697417] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:51:57.697451] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:51:57.701028] [DEBUG] [FORECASTER] PGZ: Forecast T+1@11:T+2@11: DOWN (p=35.27%)
[2025-11-25T10:51:57.701315] [INFO ] [FORECASTER] Completed predict_future for PGZ
[2025-11-25T10:51:57.701461] [INFO ] [sig       ] PGZ: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:51:57.841469] [INFO ] [LOCAL     ] Saved forecast: PGZ	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/PGZ.txt
[2025-11-25T10:51:57.841662] [INFO ] [sig       ] [1456/2057] Completed PGZ in 0.4s | 2.88 sym/s | Total: 8.4m | ETA: 3.5m
[2025-11-25T10:51:57.841719] [INFO ] [sig       ] [1457/2057] Forecasting PH...
[2025-11-25T10:51:57.841764] [INFO ] [sig       ] Generating forecast for: PH
[2025-11-25T10:51:57.841808] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PH' from 'https://tdm.silogroup.org/data/derivative_storage/PH.csv'.
[2025-11-25T10:51:57.854014] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'PH'.
[2025-11-25T10:51:57.854405] [INFO ] [FORECASTER] Starting predict_future for PH
[2025-11-25T10:51:57.855217] [DEBUG] [LOCAL     ] No optimal features file found for PH: ./output/feature-sets/PH.txt
[2025-11-25T10:51:57.855288] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:51:57.855335] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:51:57.855377] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:51:57.855445] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:51:57.919855] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:51:57.920468] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:51:57.920564] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:51:57.920612] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:51:58.040485] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:51:58.040603] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:51:58.040661] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:51:58.040718] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:51:58.043778] [DEBUG] [FORECASTER] PH: Forecast T+1@11:T+2@11: UP (p=78.94%)
[2025-11-25T10:51:58.044075] [INFO ] [FORECASTER] Completed predict_future for PH
[2025-11-25T10:51:58.044239] [INFO ] [sig       ] PH: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:51:58.183785] [INFO ] [LOCAL     ] Saved forecast: PH	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/PH.txt
[2025-11-25T10:51:58.183946] [INFO ] [sig       ] [1457/2057] Completed PH in 0.3s | 2.88 sym/s | Total: 8.4m | ETA: 3.5m
[2025-11-25T10:51:58.184002] [INFO ] [sig       ] [1458/2057] Forecasting PHG...
[2025-11-25T10:51:58.184048] [INFO ] [sig       ] Generating forecast for: PHG
[2025-11-25T10:51:58.184092] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PHG' from 'https://tdm.silogroup.org/data/derivative_storage/PHG.csv'.
[2025-11-25T10:51:58.197793] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'PHG'.
[2025-11-25T10:51:58.198178] [INFO ] [FORECASTER] Starting predict_future for PHG
[2025-11-25T10:51:58.198981] [DEBUG] [LOCAL     ] No optimal features file found for PHG: ./output/feature-sets/PHG.txt
[2025-11-25T10:51:58.199052] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:51:58.199101] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:51:58.199143] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:51:58.199212] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:51:58.263548] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:51:58.264174] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:51:58.264266] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:51:58.264312] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:51:58.382512] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:51:58.382742] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:51:58.382821] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:51:58.382868] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:51:58.386417] [DEBUG] [FORECASTER] PHG: Forecast T+1@11:T+2@11: DOWN (p=34.12%)
[2025-11-25T10:51:58.386757] [INFO ] [FORECASTER] Completed predict_future for PHG
[2025-11-25T10:51:58.386975] [INFO ] [sig       ] PHG: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:51:58.528536] [INFO ] [LOCAL     ] Saved forecast: PHG	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/PHG.txt
[2025-11-25T10:51:58.528778] [INFO ] [sig       ] [1458/2057] Completed PHG in 0.3s | 2.88 sym/s | Total: 8.4m | ETA: 3.5m
[2025-11-25T10:51:58.528845] [INFO ] [sig       ] [1459/2057] Forecasting PHI...
[2025-11-25T10:51:58.528890] [INFO ] [sig       ] Generating forecast for: PHI
[2025-11-25T10:51:58.528933] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PHI' from 'https://tdm.silogroup.org/data/derivative_storage/PHI.csv'.
[2025-11-25T10:51:58.541503] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'PHI'.
[2025-11-25T10:51:58.541968] [INFO ] [FORECASTER] Starting predict_future for PHI
[2025-11-25T10:51:58.542852] [DEBUG] [LOCAL     ] No optimal features file found for PHI: ./output/feature-sets/PHI.txt
[2025-11-25T10:51:58.542925] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:51:58.542973] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:51:58.543016] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:51:58.543087] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:51:58.610859] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:51:58.611631] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:51:58.611752] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:51:58.611802] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:51:58.717246] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:51:58.717388] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:51:58.717433] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:51:58.717469] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:51:58.720809] [DEBUG] [FORECASTER] PHI: Forecast T+1@11:T+2@11: UP (p=69.20%)
[2025-11-25T10:51:58.721099] [INFO ] [FORECASTER] Completed predict_future for PHI
[2025-11-25T10:51:58.721263] [INFO ] [sig       ] PHI: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:51:58.859069] [INFO ] [LOCAL     ] Saved forecast: PHI	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/PHI.txt
[2025-11-25T10:51:58.859210] [INFO ] [sig       ] [1459/2057] Completed PHI in 0.3s | 2.88 sym/s | Total: 8.5m | ETA: 3.5m
[2025-11-25T10:51:58.859263] [INFO ] [sig       ] [1460/2057] Forecasting PHIN...
[2025-11-25T10:51:58.859306] [INFO ] [sig       ] Generating forecast for: PHIN
[2025-11-25T10:51:58.859347] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PHIN' from 'https://tdm.silogroup.org/data/derivative_storage/PHIN.csv'.
[2025-11-25T10:51:58.871082] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'PHIN'.
[2025-11-25T10:51:58.871434] [INFO ] [FORECASTER] Starting predict_future for PHIN
[2025-11-25T10:51:58.872225] [DEBUG] [LOCAL     ] No optimal features file found for PHIN: ./output/feature-sets/PHIN.txt
[2025-11-25T10:51:58.872293] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:51:58.872338] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:51:58.872378] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:51:58.872447] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:51:58.936673] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:51:58.937317] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:51:58.937409] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:51:58.937456] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:51:59.049166] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:51:59.049317] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:51:59.049361] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:51:59.049394] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:51:59.052622] [DEBUG] [FORECASTER] PHIN: Forecast T+1@11:T+2@11: DOWN (p=26.17%)
[2025-11-25T10:51:59.053145] [INFO ] [FORECASTER] Completed predict_future for PHIN
[2025-11-25T10:51:59.053380] [INFO ] [sig       ] PHIN: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:51:59.192254] [INFO ] [LOCAL     ] Saved forecast: PHIN	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/PHIN.txt
[2025-11-25T10:51:59.192392] [INFO ] [sig       ] [1460/2057] Completed PHIN in 0.3s | 2.88 sym/s | Total: 8.5m | ETA: 3.5m
[2025-11-25T10:51:59.192448] [INFO ] [sig       ] [1461/2057] Forecasting PHK...
[2025-11-25T10:51:59.192494] [INFO ] [sig       ] Generating forecast for: PHK
[2025-11-25T10:51:59.192537] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PHK' from 'https://tdm.silogroup.org/data/derivative_storage/PHK.csv'.
[2025-11-25T10:51:59.204203] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'PHK'.
[2025-11-25T10:51:59.204623] [INFO ] [FORECASTER] Starting predict_future for PHK
[2025-11-25T10:51:59.205413] [DEBUG] [LOCAL     ] No optimal features file found for PHK: ./output/feature-sets/PHK.txt
[2025-11-25T10:51:59.205484] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:51:59.205530] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:51:59.205571] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:51:59.205664] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:51:59.270502] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:51:59.271152] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:51:59.271247] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:51:59.271294] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:51:59.374553] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:51:59.374724] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:51:59.374794] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:51:59.374840] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:51:59.378254] [DEBUG] [FORECASTER] PHK: Forecast T+1@11:T+2@11: DOWN (p=32.04%)
[2025-11-25T10:51:59.378558] [INFO ] [FORECASTER] Completed predict_future for PHK
[2025-11-25T10:51:59.378751] [INFO ] [sig       ] PHK: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:51:59.518102] [INFO ] [LOCAL     ] Saved forecast: PHK	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/PHK.txt
[2025-11-25T10:51:59.518264] [INFO ] [sig       ] [1461/2057] Completed PHK in 0.3s | 2.88 sym/s | Total: 8.5m | ETA: 3.5m
[2025-11-25T10:51:59.518318] [INFO ] [sig       ] [1462/2057] Forecasting PHM...
[2025-11-25T10:51:59.518368] [INFO ] [sig       ] Generating forecast for: PHM
[2025-11-25T10:51:59.518410] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PHM' from 'https://tdm.silogroup.org/data/derivative_storage/PHM.csv'.
[2025-11-25T10:51:59.530318] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'PHM'.
[2025-11-25T10:51:59.530686] [INFO ] [FORECASTER] Starting predict_future for PHM
[2025-11-25T10:51:59.531457] [DEBUG] [LOCAL     ] No optimal features file found for PHM: ./output/feature-sets/PHM.txt
[2025-11-25T10:51:59.531528] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:51:59.531574] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:51:59.531618] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:51:59.531713] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:51:59.597320] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:51:59.597990] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:51:59.598086] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:51:59.598133] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:51:59.706163] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:51:59.706300] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:51:59.706343] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:51:59.706397] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:51:59.709674] [DEBUG] [FORECASTER] PHM: Forecast T+1@11:T+2@11: UP (p=84.15%)
[2025-11-25T10:51:59.710145] [INFO ] [FORECASTER] Completed predict_future for PHM
[2025-11-25T10:51:59.710373] [INFO ] [sig       ] PHM: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:51:59.849628] [INFO ] [LOCAL     ] Saved forecast: PHM	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/PHM.txt
[2025-11-25T10:51:59.849828] [INFO ] [sig       ] [1462/2057] Completed PHM in 0.3s | 2.88 sym/s | Total: 8.5m | ETA: 3.4m
[2025-11-25T10:51:59.849885] [INFO ] [sig       ] [1463/2057] Forecasting PHR...
[2025-11-25T10:51:59.849927] [INFO ] [sig       ] Generating forecast for: PHR
[2025-11-25T10:51:59.849974] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PHR' from 'https://tdm.silogroup.org/data/derivative_storage/PHR.csv'.
[2025-11-25T10:51:59.862386] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'PHR'.
[2025-11-25T10:51:59.862778] [INFO ] [FORECASTER] Starting predict_future for PHR
[2025-11-25T10:51:59.863564] [DEBUG] [LOCAL     ] No optimal features file found for PHR: ./output/feature-sets/PHR.txt
[2025-11-25T10:51:59.863636] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:51:59.863705] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:51:59.863747] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:51:59.863818] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:51:59.932006] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:51:59.932722] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:51:59.932814] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:51:59.932863] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:52:00.053930] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:52:00.054125] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:52:00.054173] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:52:00.054208] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:52:00.057633] [DEBUG] [FORECASTER] PHR: Forecast T+1@11:T+2@11: UP (p=78.01%)
[2025-11-25T10:52:00.057960] [INFO ] [FORECASTER] Completed predict_future for PHR
[2025-11-25T10:52:00.058143] [INFO ] [sig       ] PHR: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:52:00.197196] [INFO ] [LOCAL     ] Saved forecast: PHR	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/PHR.txt
[2025-11-25T10:52:00.197338] [INFO ] [sig       ] [1463/2057] Completed PHR in 0.3s | 2.88 sym/s | Total: 8.5m | ETA: 3.4m
[2025-11-25T10:52:00.197392] [INFO ] [sig       ] [1464/2057] Forecasting PII...
[2025-11-25T10:52:00.197435] [INFO ] [sig       ] Generating forecast for: PII
[2025-11-25T10:52:00.197478] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PII' from 'https://tdm.silogroup.org/data/derivative_storage/PII.csv'.
[2025-11-25T10:52:00.211910] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'PII'.
[2025-11-25T10:52:00.212602] [INFO ] [FORECASTER] Starting predict_future for PII
[2025-11-25T10:52:00.213672] [DEBUG] [LOCAL     ] No optimal features file found for PII: ./output/feature-sets/PII.txt
[2025-11-25T10:52:00.213748] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:52:00.213799] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:52:00.213843] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:52:00.213918] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:52:00.281534] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:52:00.282810] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:52:00.282939] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:52:00.283026] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:52:00.399864] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:52:00.400112] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:52:00.400166] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:52:00.400202] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:52:00.404056] [DEBUG] [FORECASTER] PII: Forecast T+1@11:T+2@11: UP (p=99.30%)
[2025-11-25T10:52:00.404366] [INFO ] [FORECASTER] Completed predict_future for PII
[2025-11-25T10:52:00.404530] [INFO ] [sig       ] PII: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:52:00.544126] [INFO ] [LOCAL     ] Saved forecast: PII	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/PII.txt
[2025-11-25T10:52:00.544331] [INFO ] [sig       ] [1464/2057] Completed PII in 0.3s | 2.88 sym/s | Total: 8.5m | ETA: 3.4m
[2025-11-25T10:52:00.544386] [INFO ] [sig       ] [1465/2057] Forecasting PIM...
[2025-11-25T10:52:00.544428] [INFO ] [sig       ] Generating forecast for: PIM
[2025-11-25T10:52:00.544472] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PIM' from 'https://tdm.silogroup.org/data/derivative_storage/PIM.csv'.
[2025-11-25T10:52:00.556289] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'PIM'.
[2025-11-25T10:52:00.556766] [INFO ] [FORECASTER] Starting predict_future for PIM
[2025-11-25T10:52:00.557604] [DEBUG] [LOCAL     ] No optimal features file found for PIM: ./output/feature-sets/PIM.txt
[2025-11-25T10:52:00.557701] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:52:00.557748] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:52:00.557789] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:52:00.557856] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:52:00.622846] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:52:00.623518] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:52:00.623614] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:52:00.623683] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:52:00.732464] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:52:00.732698] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:52:00.732776] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:52:00.732823] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:52:00.736228] [DEBUG] [FORECASTER] PIM: Forecast T+1@11:T+2@11: DOWN (p=30.00%)
[2025-11-25T10:52:00.736697] [INFO ] [FORECASTER] Completed predict_future for PIM
[2025-11-25T10:52:00.736927] [INFO ] [sig       ] PIM: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:52:00.879747] [INFO ] [LOCAL     ] Saved forecast: PIM	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/PIM.txt
[2025-11-25T10:52:00.879913] [INFO ] [sig       ] [1465/2057] Completed PIM in 0.3s | 2.88 sym/s | Total: 8.5m | ETA: 3.4m
[2025-11-25T10:52:00.879968] [INFO ] [sig       ] [1466/2057] Forecasting PINE...
[2025-11-25T10:52:00.880011] [INFO ] [sig       ] Generating forecast for: PINE
[2025-11-25T10:52:00.880055] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PINE' from 'https://tdm.silogroup.org/data/derivative_storage/PINE.csv'.
[2025-11-25T10:52:00.892273] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'PINE'.
[2025-11-25T10:52:00.892704] [INFO ] [FORECASTER] Starting predict_future for PINE
[2025-11-25T10:52:00.893507] [DEBUG] [LOCAL     ] No optimal features file found for PINE: ./output/feature-sets/PINE.txt
[2025-11-25T10:52:00.893579] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:52:00.893626] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:52:00.893692] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:52:00.893783] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:52:00.958711] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:52:00.959639] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:52:00.959938] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:52:00.959995] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:52:01.249736] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:52:01.249967] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:52:01.250190] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:52:01.250296] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:52:01.255827] [DEBUG] [FORECASTER] PINE: Forecast T+1@11:T+2@11: DOWN (p=6.73%)
[2025-11-25T10:52:01.256198] [INFO ] [FORECASTER] Completed predict_future for PINE
[2025-11-25T10:52:01.256435] [INFO ] [sig       ] PINE: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:52:01.452662] [INFO ] [LOCAL     ] Saved forecast: PINE	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/PINE.txt
[2025-11-25T10:52:01.452862] [INFO ] [sig       ] [1466/2057] Completed PINE in 0.6s | 2.88 sym/s | Total: 8.5m | ETA: 3.4m
[2025-11-25T10:52:01.452918] [INFO ] [sig       ] [1467/2057] Forecasting PINS...
[2025-11-25T10:52:01.452959] [INFO ] [sig       ] Generating forecast for: PINS
[2025-11-25T10:52:01.453013] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PINS' from 'https://tdm.silogroup.org/data/derivative_storage/PINS.csv'.
[2025-11-25T10:52:01.465080] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'PINS'.
[2025-11-25T10:52:01.465554] [INFO ] [FORECASTER] Starting predict_future for PINS
[2025-11-25T10:52:01.466379] [DEBUG] [LOCAL     ] No optimal features file found for PINS: ./output/feature-sets/PINS.txt
[2025-11-25T10:52:01.466453] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:52:01.466499] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:52:01.466539] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:52:01.466610] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:52:01.536875] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:52:01.537919] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:52:01.538040] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:52:01.538090] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:52:01.970317] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:52:01.970608] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:52:01.970682] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:52:01.970948] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:52:01.975332] [DEBUG] [FORECASTER] PINS: Forecast T+1@11:T+2@11: UP (p=53.27%)
[2025-11-25T10:52:01.975771] [INFO ] [FORECASTER] Completed predict_future for PINS
[2025-11-25T10:52:01.976073] [INFO ] [sig       ] PINS: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:52:02.155208] [INFO ] [LOCAL     ] Saved forecast: PINS	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/PINS.txt
[2025-11-25T10:52:02.155511] [INFO ] [sig       ] [1467/2057] Completed PINS in 0.7s | 2.87 sym/s | Total: 8.5m | ETA: 3.4m
[2025-11-25T10:52:02.155588] [INFO ] [sig       ] [1468/2057] Forecasting PIPR...
[2025-11-25T10:52:02.155678] [INFO ] [sig       ] Generating forecast for: PIPR
[2025-11-25T10:52:02.155732] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PIPR' from 'https://tdm.silogroup.org/data/derivative_storage/PIPR.csv'.
[2025-11-25T10:52:02.170092] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'PIPR'.
[2025-11-25T10:52:02.170754] [INFO ] [FORECASTER] Starting predict_future for PIPR
[2025-11-25T10:52:02.171819] [DEBUG] [LOCAL     ] No optimal features file found for PIPR: ./output/feature-sets/PIPR.txt
[2025-11-25T10:52:02.171896] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:52:02.171945] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:52:02.171990] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:52:02.172075] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:52:02.240980] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:52:02.242219] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:52:02.242356] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:52:02.242407] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:52:02.516024] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:52:02.516354] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:52:02.516439] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:52:02.516481] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:52:02.520671] [DEBUG] [FORECASTER] PIPR: Forecast T+1@11:T+2@11: UP (p=98.53%)
[2025-11-25T10:52:02.521012] [INFO ] [FORECASTER] Completed predict_future for PIPR
[2025-11-25T10:52:02.521206] [INFO ] [sig       ] PIPR: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:52:02.663995] [INFO ] [LOCAL     ] Saved forecast: PIPR	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/PIPR.txt
[2025-11-25T10:52:02.664254] [INFO ] [sig       ] [1468/2057] Completed PIPR in 0.5s | 2.87 sym/s | Total: 8.5m | ETA: 3.4m
[2025-11-25T10:52:02.664316] [INFO ] [sig       ] [1469/2057] Forecasting PJT...
[2025-11-25T10:52:02.664364] [INFO ] [sig       ] Generating forecast for: PJT
[2025-11-25T10:52:02.664414] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PJT' from 'https://tdm.silogroup.org/data/derivative_storage/PJT.csv'.
[2025-11-25T10:52:02.679359] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'PJT'.
[2025-11-25T10:52:02.680018] [INFO ] [FORECASTER] Starting predict_future for PJT
[2025-11-25T10:52:02.681004] [DEBUG] [LOCAL     ] No optimal features file found for PJT: ./output/feature-sets/PJT.txt
[2025-11-25T10:52:02.681080] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:52:02.681133] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:52:02.681178] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:52:02.681252] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:52:02.748315] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:52:02.749547] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:52:02.749697] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:52:02.749751] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:52:02.871060] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:52:02.871352] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:52:02.871405] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:52:02.871440] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:52:02.875354] [DEBUG] [FORECASTER] PJT: Forecast T+1@11:T+2@11: UP (p=87.04%)
[2025-11-25T10:52:02.875706] [INFO ] [FORECASTER] Completed predict_future for PJT
[2025-11-25T10:52:02.875895] [INFO ] [sig       ] PJT: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:52:03.019429] [INFO ] [LOCAL     ] Saved forecast: PJT	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/PJT.txt
[2025-11-25T10:52:03.019721] [INFO ] [sig       ] [1469/2057] Completed PJT in 0.4s | 2.87 sym/s | Total: 8.5m | ETA: 3.4m
[2025-11-25T10:52:03.019794] [INFO ] [sig       ] [1470/2057] Forecasting PK...
[2025-11-25T10:52:03.019841] [INFO ] [sig       ] Generating forecast for: PK
[2025-11-25T10:52:03.019889] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PK' from 'https://tdm.silogroup.org/data/derivative_storage/PK.csv'.
[2025-11-25T10:52:03.034065] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'PK'.
[2025-11-25T10:52:03.034738] [INFO ] [FORECASTER] Starting predict_future for PK
[2025-11-25T10:52:03.035634] [DEBUG] [LOCAL     ] No optimal features file found for PK: ./output/feature-sets/PK.txt
[2025-11-25T10:52:03.035734] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:52:03.035784] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:52:03.035830] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:52:03.035907] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:52:03.103685] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:52:03.104873] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:52:03.105011] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:52:03.105063] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:52:03.233200] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:52:03.233512] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:52:03.233578] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:52:03.233618] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:52:03.237905] [DEBUG] [FORECASTER] PK: Forecast T+1@11:T+2@11: DOWN (p=1.35%)
[2025-11-25T10:52:03.238288] [INFO ] [FORECASTER] Completed predict_future for PK
[2025-11-25T10:52:03.238481] [INFO ] [sig       ] PK: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:52:03.385732] [INFO ] [LOCAL     ] Saved forecast: PK	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/PK.txt
[2025-11-25T10:52:03.386007] [INFO ] [sig       ] [1470/2057] Completed PK in 0.4s | 2.87 sym/s | Total: 8.5m | ETA: 3.4m
[2025-11-25T10:52:03.386072] [INFO ] [sig       ] [1471/2057] Forecasting PKE...
[2025-11-25T10:52:03.386110] [INFO ] [sig       ] Generating forecast for: PKE
[2025-11-25T10:52:03.386152] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PKE' from 'https://tdm.silogroup.org/data/derivative_storage/PKE.csv'.
[2025-11-25T10:52:03.399842] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'PKE'.
[2025-11-25T10:52:03.400470] [INFO ] [FORECASTER] Starting predict_future for PKE
[2025-11-25T10:52:03.401410] [DEBUG] [LOCAL     ] No optimal features file found for PKE: ./output/feature-sets/PKE.txt
[2025-11-25T10:52:03.401483] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:52:03.401532] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:52:03.401575] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:52:03.401669] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:52:03.468996] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:52:03.470206] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:52:03.470327] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:52:03.470423] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:52:03.592420] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:52:03.592730] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:52:03.592794] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:52:03.592830] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:52:03.597043] [DEBUG] [FORECASTER] PKE: Forecast T+1@11:T+2@11: DOWN (p=43.75%)
[2025-11-25T10:52:03.597424] [INFO ] [FORECASTER] Completed predict_future for PKE
[2025-11-25T10:52:03.597621] [INFO ] [sig       ] PKE: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:52:03.742186] [INFO ] [LOCAL     ] Saved forecast: PKE	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/PKE.txt
[2025-11-25T10:52:03.742453] [INFO ] [sig       ] [1471/2057] Completed PKE in 0.4s | 2.87 sym/s | Total: 8.5m | ETA: 3.4m
[2025-11-25T10:52:03.742513] [INFO ] [sig       ] [1472/2057] Forecasting PKG...
[2025-11-25T10:52:03.742561] [INFO ] [sig       ] Generating forecast for: PKG
[2025-11-25T10:52:03.742607] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PKG' from 'https://tdm.silogroup.org/data/derivative_storage/PKG.csv'.
[2025-11-25T10:52:03.756091] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'PKG'.
[2025-11-25T10:52:03.756571] [INFO ] [FORECASTER] Starting predict_future for PKG
[2025-11-25T10:52:03.757445] [DEBUG] [LOCAL     ] No optimal features file found for PKG: ./output/feature-sets/PKG.txt
[2025-11-25T10:52:03.757518] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:52:03.757566] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:52:03.757607] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:52:03.757712] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:52:03.823804] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:52:03.824701] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:52:03.824809] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:52:03.824858] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:52:03.954689] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:52:03.954908] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:52:03.954955] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:52:03.954990] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:52:03.958528] [DEBUG] [FORECASTER] PKG: Forecast T+1@11:T+2@11: DOWN (p=13.85%)
[2025-11-25T10:52:03.958871] [INFO ] [FORECASTER] Completed predict_future for PKG
[2025-11-25T10:52:03.959043] [INFO ] [sig       ] PKG: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:52:04.102722] [INFO ] [LOCAL     ] Saved forecast: PKG	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/PKG.txt
[2025-11-25T10:52:04.102912] [INFO ] [sig       ] [1472/2057] Completed PKG in 0.4s | 2.87 sym/s | Total: 8.5m | ETA: 3.4m
[2025-11-25T10:52:04.102970] [INFO ] [sig       ] [1473/2057] Forecasting PKST...
[2025-11-25T10:52:04.103012] [INFO ] [sig       ] Generating forecast for: PKST
[2025-11-25T10:52:04.103056] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PKST' from 'https://tdm.silogroup.org/data/derivative_storage/PKST.csv'.
[2025-11-25T10:52:04.115040] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'PKST'.
[2025-11-25T10:52:04.115464] [INFO ] [FORECASTER] Starting predict_future for PKST
[2025-11-25T10:52:04.116443] [DEBUG] [LOCAL     ] No optimal features file found for PKST: ./output/feature-sets/PKST.txt
[2025-11-25T10:52:04.116516] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:52:04.116563] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:52:04.116605] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:52:04.116703] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:52:04.183450] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:52:04.184262] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:52:04.184379] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:52:04.184429] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:52:04.306799] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:52:04.307010] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:52:04.307092] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:52:04.307128] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:52:04.310770] [DEBUG] [FORECASTER] PKST: Forecast T+1@11:T+2@11: UP (p=50.39%)
[2025-11-25T10:52:04.311131] [INFO ] [FORECASTER] Completed predict_future for PKST
[2025-11-25T10:52:04.311293] [INFO ] [sig       ] PKST: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:52:04.453766] [INFO ] [LOCAL     ] Saved forecast: PKST	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/PKST.txt
[2025-11-25T10:52:04.453931] [INFO ] [sig       ] [1473/2057] Completed PKST in 0.4s | 2.87 sym/s | Total: 8.5m | ETA: 3.4m
[2025-11-25T10:52:04.453986] [INFO ] [sig       ] [1474/2057] Forecasting PKX...
[2025-11-25T10:52:04.454031] [INFO ] [sig       ] Generating forecast for: PKX
[2025-11-25T10:52:04.454073] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PKX' from 'https://tdm.silogroup.org/data/derivative_storage/PKX.csv'.
[2025-11-25T10:52:04.465716] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'PKX'.
[2025-11-25T10:52:04.466125] [INFO ] [FORECASTER] Starting predict_future for PKX
[2025-11-25T10:52:04.466919] [DEBUG] [LOCAL     ] No optimal features file found for PKX: ./output/feature-sets/PKX.txt
[2025-11-25T10:52:04.466990] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:52:04.467064] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:52:04.467107] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:52:04.467176] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:52:04.534568] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:52:04.535466] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:52:04.535570] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:52:04.535620] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:52:04.660733] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:52:04.660935] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:52:04.660982] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:52:04.661016] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:52:04.664429] [DEBUG] [FORECASTER] PKX: Forecast T+1@11:T+2@11: UP (p=55.37%)
[2025-11-25T10:52:04.664771] [INFO ] [FORECASTER] Completed predict_future for PKX
[2025-11-25T10:52:04.664971] [INFO ] [sig       ] PKX: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:52:04.805279] [INFO ] [LOCAL     ] Saved forecast: PKX	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/PKX.txt
[2025-11-25T10:52:04.805449] [INFO ] [sig       ] [1474/2057] Completed PKX in 0.4s | 2.87 sym/s | Total: 8.6m | ETA: 3.4m
[2025-11-25T10:52:04.805505] [INFO ] [sig       ] [1475/2057] Forecasting PL...
[2025-11-25T10:52:04.805549] [INFO ] [sig       ] Generating forecast for: PL
[2025-11-25T10:52:04.805594] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PL' from 'https://tdm.silogroup.org/data/derivative_storage/PL.csv'.
[2025-11-25T10:52:04.817153] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'PL'.
[2025-11-25T10:52:04.817570] [INFO ] [FORECASTER] Starting predict_future for PL
[2025-11-25T10:52:04.818421] [DEBUG] [LOCAL     ] No optimal features file found for PL: ./output/feature-sets/PL.txt
[2025-11-25T10:52:04.818494] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:52:04.818542] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:52:04.818584] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:52:04.818683] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:52:04.884316] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:52:04.885087] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:52:04.885184] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:52:04.885233] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:52:05.015809] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:52:05.016007] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:52:05.016085] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:52:05.016123] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:52:05.019679] [DEBUG] [FORECASTER] PL: Forecast T+1@11:T+2@11: DOWN (p=2.79%)
[2025-11-25T10:52:05.020010] [INFO ] [FORECASTER] Completed predict_future for PL
[2025-11-25T10:52:05.020380] [INFO ] [sig       ] PL: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:52:05.161161] [INFO ] [LOCAL     ] Saved forecast: PL	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/PL.txt
[2025-11-25T10:52:05.161328] [INFO ] [sig       ] [1475/2057] Completed PL in 0.4s | 2.87 sym/s | Total: 8.6m | ETA: 3.4m
[2025-11-25T10:52:05.161384] [INFO ] [sig       ] [1476/2057] Forecasting PLD...
[2025-11-25T10:52:05.161428] [INFO ] [sig       ] Generating forecast for: PLD
[2025-11-25T10:52:05.161479] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PLD' from 'https://tdm.silogroup.org/data/derivative_storage/PLD.csv'.
[2025-11-25T10:52:05.175991] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'PLD'.
[2025-11-25T10:52:05.176630] [INFO ] [FORECASTER] Starting predict_future for PLD
[2025-11-25T10:52:05.177675] [DEBUG] [LOCAL     ] No optimal features file found for PLD: ./output/feature-sets/PLD.txt
[2025-11-25T10:52:05.177751] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:52:05.177802] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:52:05.177844] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:52:05.177915] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:52:05.243581] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:52:05.244798] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:52:05.244917] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:52:05.244967] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:52:05.374796] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:52:05.375084] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:52:05.375138] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:52:05.375177] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:52:05.379221] [DEBUG] [FORECASTER] PLD: Forecast T+1@11:T+2@11: DOWN (p=13.79%)
[2025-11-25T10:52:05.379548] [INFO ] [FORECASTER] Completed predict_future for PLD
[2025-11-25T10:52:05.379752] [INFO ] [sig       ] PLD: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:52:05.524394] [INFO ] [LOCAL     ] Saved forecast: PLD	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/PLD.txt
[2025-11-25T10:52:05.524666] [INFO ] [sig       ] [1476/2057] Completed PLD in 0.4s | 2.87 sym/s | Total: 8.6m | ETA: 3.4m
[2025-11-25T10:52:05.524727] [INFO ] [sig       ] [1477/2057] Forecasting PLNT...
[2025-11-25T10:52:05.524774] [INFO ] [sig       ] Generating forecast for: PLNT
[2025-11-25T10:52:05.524819] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PLNT' from 'https://tdm.silogroup.org/data/derivative_storage/PLNT.csv'.
[2025-11-25T10:52:05.539083] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'PLNT'.
[2025-11-25T10:52:05.539703] [INFO ] [FORECASTER] Starting predict_future for PLNT
[2025-11-25T10:52:05.540704] [DEBUG] [LOCAL     ] No optimal features file found for PLNT: ./output/feature-sets/PLNT.txt
[2025-11-25T10:52:05.540779] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:52:05.540845] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:52:05.540895] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:52:05.540973] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:52:05.607216] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:52:05.608553] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:52:05.608698] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:52:05.608761] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:52:05.736264] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:52:05.736559] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:52:05.736621] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:52:05.736680] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:52:05.740872] [DEBUG] [FORECASTER] PLNT: Forecast T+1@11:T+2@11: UP (p=66.43%)
[2025-11-25T10:52:05.741290] [INFO ] [FORECASTER] Completed predict_future for PLNT
[2025-11-25T10:52:05.741501] [INFO ] [sig       ] PLNT: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:52:05.883781] [INFO ] [LOCAL     ] Saved forecast: PLNT	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/PLNT.txt
[2025-11-25T10:52:05.883996] [INFO ] [sig       ] [1477/2057] Completed PLNT in 0.4s | 2.87 sym/s | Total: 8.6m | ETA: 3.4m
[2025-11-25T10:52:05.884055] [INFO ] [sig       ] [1478/2057] Forecasting PLOW...
[2025-11-25T10:52:05.884100] [INFO ] [sig       ] Generating forecast for: PLOW
[2025-11-25T10:52:05.884144] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PLOW' from 'https://tdm.silogroup.org/data/derivative_storage/PLOW.csv'.
[2025-11-25T10:52:05.897851] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'PLOW'.
[2025-11-25T10:52:05.898504] [INFO ] [FORECASTER] Starting predict_future for PLOW
[2025-11-25T10:52:05.899436] [DEBUG] [LOCAL     ] No optimal features file found for PLOW: ./output/feature-sets/PLOW.txt
[2025-11-25T10:52:05.899510] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:52:05.899558] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:52:05.899600] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:52:05.899690] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:52:05.965608] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:52:05.966843] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:52:05.966960] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:52:05.967010] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:52:06.091599] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:52:06.091906] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:52:06.091958] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:52:06.091993] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:52:06.095950] [DEBUG] [FORECASTER] PLOW: Forecast T+1@11:T+2@11: DOWN (p=15.76%)
[2025-11-25T10:52:06.096275] [INFO ] [FORECASTER] Completed predict_future for PLOW
[2025-11-25T10:52:06.096440] [INFO ] [sig       ] PLOW: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:52:06.240985] [INFO ] [LOCAL     ] Saved forecast: PLOW	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/PLOW.txt
[2025-11-25T10:52:06.241249] [INFO ] [sig       ] [1478/2057] Completed PLOW in 0.4s | 2.87 sym/s | Total: 8.6m | ETA: 3.4m
[2025-11-25T10:52:06.241316] [INFO ] [sig       ] [1479/2057] Forecasting PLYM...
[2025-11-25T10:52:06.241364] [INFO ] [sig       ] Generating forecast for: PLYM
[2025-11-25T10:52:06.241411] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PLYM' from 'https://tdm.silogroup.org/data/derivative_storage/PLYM.csv'.
[2025-11-25T10:52:06.254794] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'PLYM'.
[2025-11-25T10:52:06.255332] [INFO ] [FORECASTER] Starting predict_future for PLYM
[2025-11-25T10:52:06.256271] [DEBUG] [LOCAL     ] No optimal features file found for PLYM: ./output/feature-sets/PLYM.txt
[2025-11-25T10:52:06.256346] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:52:06.256427] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:52:06.256472] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:52:06.256550] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:52:06.322565] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:52:06.323582] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:52:06.323715] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:52:06.323767] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:52:06.447275] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:52:06.447565] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:52:06.447634] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:52:06.447719] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:52:06.451925] [DEBUG] [FORECASTER] PLYM: Forecast T+1@11:T+2@11: DOWN (p=6.32%)
[2025-11-25T10:52:06.452465] [INFO ] [FORECASTER] Completed predict_future for PLYM
[2025-11-25T10:52:06.452760] [INFO ] [sig       ] PLYM: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:52:06.596468] [INFO ] [LOCAL     ] Saved forecast: PLYM	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/PLYM.txt
[2025-11-25T10:52:06.596822] [INFO ] [sig       ] [1479/2057] Completed PLYM in 0.4s | 2.87 sym/s | Total: 8.6m | ETA: 3.4m
[2025-11-25T10:52:06.596898] [INFO ] [sig       ] [1480/2057] Forecasting PM...
[2025-11-25T10:52:06.596949] [INFO ] [sig       ] Generating forecast for: PM
[2025-11-25T10:52:06.597004] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PM' from 'https://tdm.silogroup.org/data/derivative_storage/PM.csv'.
[2025-11-25T10:52:06.614738] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'PM'.
[2025-11-25T10:52:06.615488] [INFO ] [FORECASTER] Starting predict_future for PM
[2025-11-25T10:52:06.616621] [DEBUG] [LOCAL     ] No optimal features file found for PM: ./output/feature-sets/PM.txt
[2025-11-25T10:52:06.616736] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:52:06.616795] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:52:06.616847] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:52:06.616945] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:52:06.695180] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:52:06.696717] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:52:06.696851] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:52:06.696905] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:52:06.833153] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:52:06.833438] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:52:06.833491] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:52:06.833528] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:52:06.837660] [DEBUG] [FORECASTER] PM: Forecast T+1@11:T+2@11: UP (p=85.83%)
[2025-11-25T10:52:06.838016] [INFO ] [FORECASTER] Completed predict_future for PM
[2025-11-25T10:52:06.838211] [INFO ] [sig       ] PM: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:52:06.983197] [INFO ] [LOCAL     ] Saved forecast: PM	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/PM.txt
[2025-11-25T10:52:06.983472] [INFO ] [sig       ] [1480/2057] Completed PM in 0.4s | 2.87 sym/s | Total: 8.6m | ETA: 3.3m
[2025-11-25T10:52:06.983536] [INFO ] [sig       ] [1481/2057] Forecasting PML...
[2025-11-25T10:52:06.983583] [INFO ] [sig       ] Generating forecast for: PML
[2025-11-25T10:52:06.983631] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PML' from 'https://tdm.silogroup.org/data/derivative_storage/PML.csv'.
[2025-11-25T10:52:06.998067] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'PML'.
[2025-11-25T10:52:06.998830] [INFO ] [FORECASTER] Starting predict_future for PML
[2025-11-25T10:52:06.999905] [DEBUG] [LOCAL     ] No optimal features file found for PML: ./output/feature-sets/PML.txt
[2025-11-25T10:52:06.999986] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:52:07.000037] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:52:07.000080] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:52:07.000163] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:52:07.066756] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:52:07.068042] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:52:07.068161] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:52:07.068211] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:52:07.198337] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:52:07.198590] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:52:07.198660] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:52:07.198726] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:52:07.202607] [DEBUG] [FORECASTER] PML: Forecast T+1@11:T+2@11: UP (p=89.54%)
[2025-11-25T10:52:07.203099] [INFO ] [FORECASTER] Completed predict_future for PML
[2025-11-25T10:52:07.203297] [INFO ] [sig       ] PML: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:52:07.345086] [INFO ] [LOCAL     ] Saved forecast: PML	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/PML.txt
[2025-11-25T10:52:07.345341] [INFO ] [sig       ] [1481/2057] Completed PML in 0.4s | 2.87 sym/s | Total: 8.6m | ETA: 3.3m
[2025-11-25T10:52:07.345416] [INFO ] [sig       ] [1482/2057] Forecasting PMM...
[2025-11-25T10:52:07.345469] [INFO ] [sig       ] Generating forecast for: PMM
[2025-11-25T10:52:07.345513] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PMM' from 'https://tdm.silogroup.org/data/derivative_storage/PMM.csv'.
[2025-11-25T10:52:07.358810] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'PMM'.
[2025-11-25T10:52:07.359471] [INFO ] [FORECASTER] Starting predict_future for PMM
[2025-11-25T10:52:07.360423] [DEBUG] [LOCAL     ] No optimal features file found for PMM: ./output/feature-sets/PMM.txt
[2025-11-25T10:52:07.360497] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:52:07.360546] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:52:07.360589] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:52:07.360680] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:52:07.431016] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:52:07.432463] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:52:07.432594] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:52:07.432666] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:52:07.562417] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:52:07.562774] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:52:07.562846] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:52:07.562902] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:52:07.567185] [DEBUG] [FORECASTER] PMM: Forecast T+1@11:T+2@11: UP (p=54.90%)
[2025-11-25T10:52:07.567545] [INFO ] [FORECASTER] Completed predict_future for PMM
[2025-11-25T10:52:07.567787] [INFO ] [sig       ] PMM: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:52:07.710370] [INFO ] [LOCAL     ] Saved forecast: PMM	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/PMM.txt
[2025-11-25T10:52:07.710664] [INFO ] [sig       ] [1482/2057] Completed PMM in 0.4s | 2.87 sym/s | Total: 8.6m | ETA: 3.3m
[2025-11-25T10:52:07.710731] [INFO ] [sig       ] [1483/2057] Forecasting PMO...
[2025-11-25T10:52:07.710790] [INFO ] [sig       ] Generating forecast for: PMO
[2025-11-25T10:52:07.710840] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PMO' from 'https://tdm.silogroup.org/data/derivative_storage/PMO.csv'.
[2025-11-25T10:52:07.724991] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'PMO'.
[2025-11-25T10:52:07.725682] [INFO ] [FORECASTER] Starting predict_future for PMO
[2025-11-25T10:52:07.726711] [DEBUG] [LOCAL     ] No optimal features file found for PMO: ./output/feature-sets/PMO.txt
[2025-11-25T10:52:07.726788] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:52:07.726847] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:52:07.726905] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:52:07.726998] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:52:07.794478] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:52:07.795798] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:52:07.795926] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:52:07.795979] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:52:07.917248] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:52:07.917534] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:52:07.917586] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:52:07.917623] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:52:07.921849] [DEBUG] [FORECASTER] PMO: Forecast T+1@11:T+2@11: UP (p=90.09%)
[2025-11-25T10:52:07.922207] [INFO ] [FORECASTER] Completed predict_future for PMO
[2025-11-25T10:52:07.922420] [INFO ] [sig       ] PMO: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:52:08.064192] [INFO ] [LOCAL     ] Saved forecast: PMO	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/PMO.txt
[2025-11-25T10:52:08.064415] [INFO ] [sig       ] [1483/2057] Completed PMO in 0.4s | 2.87 sym/s | Total: 8.6m | ETA: 3.3m
[2025-11-25T10:52:08.064473] [INFO ] [sig       ] [1484/2057] Forecasting PMT...
[2025-11-25T10:52:08.064519] [INFO ] [sig       ] Generating forecast for: PMT
[2025-11-25T10:52:08.064564] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PMT' from 'https://tdm.silogroup.org/data/derivative_storage/PMT.csv'.
[2025-11-25T10:52:08.079239] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'PMT'.
[2025-11-25T10:52:08.079772] [INFO ] [FORECASTER] Starting predict_future for PMT
[2025-11-25T10:52:08.080727] [DEBUG] [LOCAL     ] No optimal features file found for PMT: ./output/feature-sets/PMT.txt
[2025-11-25T10:52:08.080800] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:52:08.080849] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:52:08.080890] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:52:08.080964] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:52:08.146741] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:52:08.147984] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:52:08.148109] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:52:08.148181] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:52:08.254788] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:52:08.254997] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:52:08.255046] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:52:08.255082] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:52:08.258741] [DEBUG] [FORECASTER] PMT: Forecast T+1@11:T+2@11: DOWN (p=24.97%)
[2025-11-25T10:52:08.259040] [INFO ] [FORECASTER] Completed predict_future for PMT
[2025-11-25T10:52:08.259195] [INFO ] [sig       ] PMT: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:52:08.401843] [INFO ] [LOCAL     ] Saved forecast: PMT	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/PMT.txt
[2025-11-25T10:52:08.402015] [INFO ] [sig       ] [1484/2057] Completed PMT in 0.3s | 2.87 sym/s | Total: 8.6m | ETA: 3.3m
[2025-11-25T10:52:08.402071] [INFO ] [sig       ] [1485/2057] Forecasting PNC...
[2025-11-25T10:52:08.402116] [INFO ] [sig       ] Generating forecast for: PNC
[2025-11-25T10:52:08.402160] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PNC' from 'https://tdm.silogroup.org/data/derivative_storage/PNC.csv'.
[2025-11-25T10:52:08.414413] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'PNC'.
[2025-11-25T10:52:08.414852] [INFO ] [FORECASTER] Starting predict_future for PNC
[2025-11-25T10:52:08.415670] [DEBUG] [LOCAL     ] No optimal features file found for PNC: ./output/feature-sets/PNC.txt
[2025-11-25T10:52:08.415744] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:52:08.415801] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:52:08.415851] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:52:08.415930] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:52:08.481753] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:52:08.482438] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:52:08.482533] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:52:08.482579] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:52:08.593474] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:52:08.593714] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:52:08.593806] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:52:08.593860] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:52:08.597462] [DEBUG] [FORECASTER] PNC: Forecast T+1@11:T+2@11: DOWN (p=2.26%)
[2025-11-25T10:52:08.597965] [INFO ] [FORECASTER] Completed predict_future for PNC
[2025-11-25T10:52:08.598204] [INFO ] [sig       ] PNC: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:52:08.740501] [INFO ] [LOCAL     ] Saved forecast: PNC	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/PNC.txt
[2025-11-25T10:52:08.740685] [INFO ] [sig       ] [1485/2057] Completed PNC in 0.3s | 2.87 sym/s | Total: 8.6m | ETA: 3.3m
[2025-11-25T10:52:08.740742] [INFO ] [sig       ] [1486/2057] Forecasting PNI...
[2025-11-25T10:52:08.740786] [INFO ] [sig       ] Generating forecast for: PNI
[2025-11-25T10:52:08.740828] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PNI' from 'https://tdm.silogroup.org/data/derivative_storage/PNI.csv'.
[2025-11-25T10:52:08.751797] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'PNI'.
[2025-11-25T10:52:08.752144] [INFO ] [FORECASTER] Starting predict_future for PNI
[2025-11-25T10:52:08.753017] [DEBUG] [LOCAL     ] No optimal features file found for PNI: ./output/feature-sets/PNI.txt
[2025-11-25T10:52:08.753087] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:52:08.753133] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:52:08.753173] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:52:08.753240] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:52:08.820937] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:52:08.821748] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:52:08.821846] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:52:08.821895] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:52:08.920787] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:52:08.920988] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:52:08.921035] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:52:08.921094] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:52:08.924686] [DEBUG] [FORECASTER] PNI: Forecast T+1@11:T+2@11: UP (p=91.91%)
[2025-11-25T10:52:08.924982] [INFO ] [FORECASTER] Completed predict_future for PNI
[2025-11-25T10:52:08.925137] [INFO ] [sig       ] PNI: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:52:09.070942] [INFO ] [LOCAL     ] Saved forecast: PNI	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/PNI.txt
[2025-11-25T10:52:09.071145] [INFO ] [sig       ] [1486/2057] Completed PNI in 0.3s | 2.87 sym/s | Total: 8.6m | ETA: 3.3m
[2025-11-25T10:52:09.071202] [INFO ] [sig       ] [1487/2057] Forecasting PNNT...
[2025-11-25T10:52:09.071246] [INFO ] [sig       ] Generating forecast for: PNNT
[2025-11-25T10:52:09.071291] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PNNT' from 'https://tdm.silogroup.org/data/derivative_storage/PNNT.csv'.
[2025-11-25T10:52:09.083209] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'PNNT'.
[2025-11-25T10:52:09.083744] [INFO ] [FORECASTER] Starting predict_future for PNNT
[2025-11-25T10:52:09.084583] [DEBUG] [LOCAL     ] No optimal features file found for PNNT: ./output/feature-sets/PNNT.txt
[2025-11-25T10:52:09.084676] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:52:09.084728] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:52:09.084779] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:52:09.084867] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:52:09.152708] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:52:09.153633] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:52:09.153896] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:52:09.153948] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:52:09.257540] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:52:09.257766] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:52:09.257847] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:52:09.257896] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:52:09.261463] [DEBUG] [FORECASTER] PNNT: Forecast T+1@11:T+2@11: UP (p=98.06%)
[2025-11-25T10:52:09.261824] [INFO ] [FORECASTER] Completed predict_future for PNNT
[2025-11-25T10:52:09.262008] [INFO ] [sig       ] PNNT: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:52:09.409410] [INFO ] [LOCAL     ] Saved forecast: PNNT	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/PNNT.txt
[2025-11-25T10:52:09.409600] [INFO ] [sig       ] [1487/2057] Completed PNNT in 0.3s | 2.87 sym/s | Total: 8.6m | ETA: 3.3m
[2025-11-25T10:52:09.409680] [INFO ] [sig       ] [1488/2057] Forecasting PNR...
[2025-11-25T10:52:09.409726] [INFO ] [sig       ] Generating forecast for: PNR
[2025-11-25T10:52:09.409769] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PNR' from 'https://tdm.silogroup.org/data/derivative_storage/PNR.csv'.
[2025-11-25T10:52:09.421959] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'PNR'.
[2025-11-25T10:52:09.422413] [INFO ] [FORECASTER] Starting predict_future for PNR
[2025-11-25T10:52:09.423217] [DEBUG] [LOCAL     ] No optimal features file found for PNR: ./output/feature-sets/PNR.txt
[2025-11-25T10:52:09.423288] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:52:09.423334] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:52:09.423375] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:52:09.423443] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:52:09.491637] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:52:09.492518] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:52:09.492620] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:52:09.492696] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:52:09.567404] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:52:09.567575] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:52:09.567620] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:52:09.567677] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:52:09.571129] [DEBUG] [FORECASTER] PNR: Forecast T+1@11:T+2@11: DOWN (p=8.22%)
[2025-11-25T10:52:09.571414] [INFO ] [FORECASTER] Completed predict_future for PNR
[2025-11-25T10:52:09.571546] [INFO ] [sig       ] PNR: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:52:09.710568] [INFO ] [LOCAL     ] Saved forecast: PNR	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/PNR.txt
[2025-11-25T10:52:09.710723] [INFO ] [sig       ] [1488/2057] Completed PNR in 0.3s | 2.87 sym/s | Total: 8.6m | ETA: 3.3m
[2025-11-25T10:52:09.710779] [INFO ] [sig       ] [1489/2057] Forecasting PNW...
[2025-11-25T10:52:09.710823] [INFO ] [sig       ] Generating forecast for: PNW
[2025-11-25T10:52:09.710863] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PNW' from 'https://tdm.silogroup.org/data/derivative_storage/PNW.csv'.
[2025-11-25T10:52:09.724696] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'PNW'.
[2025-11-25T10:52:09.725092] [INFO ] [FORECASTER] Starting predict_future for PNW
[2025-11-25T10:52:09.725918] [DEBUG] [LOCAL     ] No optimal features file found for PNW: ./output/feature-sets/PNW.txt
[2025-11-25T10:52:09.725988] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:52:09.726035] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:52:09.726076] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:52:09.726148] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:52:09.790779] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:52:09.791495] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:52:09.791594] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:52:09.791659] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:52:09.876309] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:52:09.876446] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:52:09.876489] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:52:09.876524] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:52:09.879758] [DEBUG] [FORECASTER] PNW: Forecast T+1@11:T+2@11: DOWN (p=19.68%)
[2025-11-25T10:52:09.880065] [INFO ] [FORECASTER] Completed predict_future for PNW
[2025-11-25T10:52:09.880205] [INFO ] [sig       ] PNW: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:52:10.020213] [INFO ] [LOCAL     ] Saved forecast: PNW	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/PNW.txt
[2025-11-25T10:52:10.020350] [INFO ] [sig       ] [1489/2057] Completed PNW in 0.3s | 2.87 sym/s | Total: 8.6m | ETA: 3.3m
[2025-11-25T10:52:10.020403] [INFO ] [sig       ] [1490/2057] Forecasting POR...
[2025-11-25T10:52:10.020443] [INFO ] [sig       ] Generating forecast for: POR
[2025-11-25T10:52:10.020483] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'POR' from 'https://tdm.silogroup.org/data/derivative_storage/POR.csv'.
[2025-11-25T10:52:10.031548] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'POR'.
[2025-11-25T10:52:10.031924] [INFO ] [FORECASTER] Starting predict_future for POR
[2025-11-25T10:52:10.032724] [DEBUG] [LOCAL     ] No optimal features file found for POR: ./output/feature-sets/POR.txt
[2025-11-25T10:52:10.032792] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:52:10.032837] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:52:10.032876] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:52:10.032969] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:52:10.098521] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:52:10.099164] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:52:10.099258] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:52:10.099305] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:52:10.200949] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:52:10.201151] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:52:10.201200] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:52:10.201236] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:52:10.204833] [DEBUG] [FORECASTER] POR: Forecast T+1@11:T+2@11: DOWN (p=27.70%)
[2025-11-25T10:52:10.205135] [INFO ] [FORECASTER] Completed predict_future for POR
[2025-11-25T10:52:10.205336] [INFO ] [sig       ] POR: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:52:10.345603] [INFO ] [LOCAL     ] Saved forecast: POR	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/POR.txt
[2025-11-25T10:52:10.345806] [INFO ] [sig       ] [1490/2057] Completed POR in 0.3s | 2.87 sym/s | Total: 8.6m | ETA: 3.3m
[2025-11-25T10:52:10.345875] [INFO ] [sig       ] [1491/2057] Forecasting POST...
[2025-11-25T10:52:10.345929] [INFO ] [sig       ] Generating forecast for: POST
[2025-11-25T10:52:10.345977] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'POST' from 'https://tdm.silogroup.org/data/derivative_storage/POST.csv'.
[2025-11-25T10:52:10.358273] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'POST'.
[2025-11-25T10:52:10.358690] [INFO ] [FORECASTER] Starting predict_future for POST
[2025-11-25T10:52:10.359514] [DEBUG] [LOCAL     ] No optimal features file found for POST: ./output/feature-sets/POST.txt
[2025-11-25T10:52:10.359584] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:52:10.359631] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:52:10.359693] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:52:10.359764] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:52:10.425119] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:52:10.425758] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:52:10.425853] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:52:10.425900] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:52:10.529122] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:52:10.529809] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:52:10.529878] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:52:10.529924] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:52:10.533103] [DEBUG] [FORECASTER] POST: Forecast T+1@11:T+2@11: DOWN (p=12.97%)
[2025-11-25T10:52:10.533390] [INFO ] [FORECASTER] Completed predict_future for POST
[2025-11-25T10:52:10.533550] [INFO ] [sig       ] POST: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:52:10.672632] [INFO ] [LOCAL     ] Saved forecast: POST	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/POST.txt
[2025-11-25T10:52:10.672795] [INFO ] [sig       ] [1491/2057] Completed POST in 0.3s | 2.87 sym/s | Total: 8.6m | ETA: 3.3m
[2025-11-25T10:52:10.672858] [INFO ] [sig       ] [1492/2057] Forecasting PPG...
[2025-11-25T10:52:10.672907] [INFO ] [sig       ] Generating forecast for: PPG
[2025-11-25T10:52:10.672956] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PPG' from 'https://tdm.silogroup.org/data/derivative_storage/PPG.csv'.
[2025-11-25T10:52:10.685297] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'PPG'.
[2025-11-25T10:52:10.685690] [INFO ] [FORECASTER] Starting predict_future for PPG
[2025-11-25T10:52:10.686474] [DEBUG] [LOCAL     ] No optimal features file found for PPG: ./output/feature-sets/PPG.txt
[2025-11-25T10:52:10.686560] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:52:10.686606] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:52:10.686667] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:52:10.686742] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:52:10.751207] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:52:10.751919] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:52:10.752012] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:52:10.752059] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:52:10.869809] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:52:10.869937] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:52:10.869979] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:52:10.870013] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:52:10.873114] [DEBUG] [FORECASTER] PPG: Forecast T+1@11:T+2@11: DOWN (p=8.09%)
[2025-11-25T10:52:10.873388] [INFO ] [FORECASTER] Completed predict_future for PPG
[2025-11-25T10:52:10.873540] [INFO ] [sig       ] PPG: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:52:11.013138] [INFO ] [LOCAL     ] Saved forecast: PPG	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/PPG.txt
[2025-11-25T10:52:11.013269] [INFO ] [sig       ] [1492/2057] Completed PPG in 0.3s | 2.87 sym/s | Total: 8.7m | ETA: 3.3m
[2025-11-25T10:52:11.013319] [INFO ] [sig       ] [1493/2057] Forecasting PPL...
[2025-11-25T10:52:11.013361] [INFO ] [sig       ] Generating forecast for: PPL
[2025-11-25T10:52:11.013403] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PPL' from 'https://tdm.silogroup.org/data/derivative_storage/PPL.csv'.
[2025-11-25T10:52:11.024528] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'PPL'.
[2025-11-25T10:52:11.025027] [INFO ] [FORECASTER] Starting predict_future for PPL
[2025-11-25T10:52:11.025828] [DEBUG] [LOCAL     ] No optimal features file found for PPL: ./output/feature-sets/PPL.txt
[2025-11-25T10:52:11.025897] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:52:11.025944] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:52:11.025984] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:52:11.026050] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:52:11.090437] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:52:11.091071] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:52:11.091165] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:52:11.091212] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:52:11.211441] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:52:11.211581] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:52:11.211623] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:52:11.211677] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:52:11.214944] [DEBUG] [FORECASTER] PPL: Forecast T+1@11:T+2@11: DOWN (p=37.96%)
[2025-11-25T10:52:11.215344] [INFO ] [FORECASTER] Completed predict_future for PPL
[2025-11-25T10:52:11.215573] [INFO ] [sig       ] PPL: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:52:11.353966] [INFO ] [LOCAL     ] Saved forecast: PPL	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/PPL.txt
[2025-11-25T10:52:11.354106] [INFO ] [sig       ] [1493/2057] Completed PPL in 0.3s | 2.87 sym/s | Total: 8.7m | ETA: 3.3m
[2025-11-25T10:52:11.354161] [INFO ] [sig       ] [1494/2057] Forecasting PPT...
[2025-11-25T10:52:11.354204] [INFO ] [sig       ] Generating forecast for: PPT
[2025-11-25T10:52:11.354245] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PPT' from 'https://tdm.silogroup.org/data/derivative_storage/PPT.csv'.
[2025-11-25T10:52:11.364979] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'PPT'.
[2025-11-25T10:52:11.365323] [INFO ] [FORECASTER] Starting predict_future for PPT
[2025-11-25T10:52:11.366116] [DEBUG] [LOCAL     ] No optimal features file found for PPT: ./output/feature-sets/PPT.txt
[2025-11-25T10:52:11.366186] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:52:11.366234] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:52:11.366277] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:52:11.366347] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:52:11.430676] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:52:11.431305] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:52:11.431400] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:52:11.431447] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:52:11.565754] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:52:11.565861] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:52:11.565902] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:52:11.565935] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:52:11.569072] [DEBUG] [FORECASTER] PPT: Forecast T+1@11:T+2@11: DOWN (p=32.92%)
[2025-11-25T10:52:11.569470] [INFO ] [FORECASTER] Completed predict_future for PPT
[2025-11-25T10:52:11.569725] [INFO ] [sig       ] PPT: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:52:11.709041] [INFO ] [LOCAL     ] Saved forecast: PPT	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/PPT.txt
[2025-11-25T10:52:11.709201] [INFO ] [sig       ] [1494/2057] Completed PPT in 0.4s | 2.87 sym/s | Total: 8.7m | ETA: 3.3m
[2025-11-25T10:52:11.709256] [INFO ] [sig       ] [1495/2057] Forecasting PR...
[2025-11-25T10:52:11.709291] [INFO ] [sig       ] Generating forecast for: PR
[2025-11-25T10:52:11.709334] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PR' from 'https://tdm.silogroup.org/data/derivative_storage/PR.csv'.
[2025-11-25T10:52:11.720847] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'PR'.
[2025-11-25T10:52:11.721211] [INFO ] [FORECASTER] Starting predict_future for PR
[2025-11-25T10:52:11.722015] [DEBUG] [LOCAL     ] No optimal features file found for PR: ./output/feature-sets/PR.txt
[2025-11-25T10:52:11.722084] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:52:11.722129] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:52:11.722171] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:52:11.722238] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:52:11.786553] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:52:11.787257] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:52:11.787350] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:52:11.787396] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:52:11.909427] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:52:11.909657] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:52:11.909729] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:52:11.909771] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:52:11.913475] [DEBUG] [FORECASTER] PR: Forecast T+1@11:T+2@11: DOWN (p=12.03%)
[2025-11-25T10:52:11.913814] [INFO ] [FORECASTER] Completed predict_future for PR
[2025-11-25T10:52:11.914010] [INFO ] [sig       ] PR: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:52:12.060236] [INFO ] [LOCAL     ] Saved forecast: PR	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/PR.txt
[2025-11-25T10:52:12.060430] [INFO ] [sig       ] [1495/2057] Completed PR in 0.4s | 2.87 sym/s | Total: 8.7m | ETA: 3.3m
[2025-11-25T10:52:12.060498] [INFO ] [sig       ] [1496/2057] Forecasting PRA...
[2025-11-25T10:52:12.060543] [INFO ] [sig       ] Generating forecast for: PRA
[2025-11-25T10:52:12.060587] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PRA' from 'https://tdm.silogroup.org/data/derivative_storage/PRA.csv'.
[2025-11-25T10:52:12.074009] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'PRA'.
[2025-11-25T10:52:12.074449] [INFO ] [FORECASTER] Starting predict_future for PRA
[2025-11-25T10:52:12.075355] [DEBUG] [LOCAL     ] No optimal features file found for PRA: ./output/feature-sets/PRA.txt
[2025-11-25T10:52:12.075428] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:52:12.075493] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:52:12.075559] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:52:12.075663] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:52:12.146564] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:52:12.147518] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:52:12.147624] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:52:12.147699] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:52:12.280168] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:52:12.280371] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:52:12.280440] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:52:12.280495] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:52:12.284098] [DEBUG] [FORECASTER] PRA: Forecast T+1@11:T+2@11: UP (p=79.63%)
[2025-11-25T10:52:12.284583] [INFO ] [FORECASTER] Completed predict_future for PRA
[2025-11-25T10:52:12.284852] [INFO ] [sig       ] PRA: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:52:12.435540] [INFO ] [LOCAL     ] Saved forecast: PRA	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/PRA.txt
[2025-11-25T10:52:12.435943] [INFO ] [sig       ] [1496/2057] Completed PRA in 0.4s | 2.87 sym/s | Total: 8.7m | ETA: 3.3m
[2025-11-25T10:52:12.436008] [INFO ] [sig       ] [1497/2057] Forecasting PRG...
[2025-11-25T10:52:12.436056] [INFO ] [sig       ] Generating forecast for: PRG
[2025-11-25T10:52:12.436101] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PRG' from 'https://tdm.silogroup.org/data/derivative_storage/PRG.csv'.
[2025-11-25T10:52:12.449021] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'PRG'.
[2025-11-25T10:52:12.449477] [INFO ] [FORECASTER] Starting predict_future for PRG
[2025-11-25T10:52:12.450315] [DEBUG] [LOCAL     ] No optimal features file found for PRG: ./output/feature-sets/PRG.txt
[2025-11-25T10:52:12.450387] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:52:12.450433] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:52:12.450475] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:52:12.450547] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:52:12.521340] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:52:12.522403] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:52:12.522509] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:52:12.522559] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:52:12.646291] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:52:12.646490] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:52:12.646559] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:52:12.646604] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:52:12.650326] [DEBUG] [FORECASTER] PRG: Forecast T+1@11:T+2@11: DOWN (p=36.11%)
[2025-11-25T10:52:12.650816] [INFO ] [FORECASTER] Completed predict_future for PRG
[2025-11-25T10:52:12.651089] [INFO ] [sig       ] PRG: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:52:12.794291] [INFO ] [LOCAL     ] Saved forecast: PRG	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/PRG.txt
[2025-11-25T10:52:12.794622] [INFO ] [sig       ] [1497/2057] Completed PRG in 0.4s | 2.87 sym/s | Total: 8.7m | ETA: 3.2m
[2025-11-25T10:52:12.794771] [INFO ] [sig       ] [1498/2057] Forecasting PRGO...
[2025-11-25T10:52:12.794827] [INFO ] [sig       ] Generating forecast for: PRGO
[2025-11-25T10:52:12.794869] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PRGO' from 'https://tdm.silogroup.org/data/derivative_storage/PRGO.csv'.
[2025-11-25T10:52:12.806562] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'PRGO'.
[2025-11-25T10:52:12.806973] [INFO ] [FORECASTER] Starting predict_future for PRGO
[2025-11-25T10:52:12.807816] [DEBUG] [LOCAL     ] No optimal features file found for PRGO: ./output/feature-sets/PRGO.txt
[2025-11-25T10:52:12.807888] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:52:12.807963] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:52:12.808024] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:52:12.808102] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:52:12.876075] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:52:12.876790] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:52:12.876889] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:52:12.876938] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:52:13.000822] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:52:13.001030] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:52:13.001078] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:52:13.001113] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:52:13.004824] [DEBUG] [FORECASTER] PRGO: Forecast T+1@11:T+2@11: DOWN (p=14.14%)
[2025-11-25T10:52:13.005273] [INFO ] [FORECASTER] Completed predict_future for PRGO
[2025-11-25T10:52:13.005485] [INFO ] [sig       ] PRGO: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:52:13.147526] [INFO ] [LOCAL     ] Saved forecast: PRGO	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/PRGO.txt
[2025-11-25T10:52:13.147746] [INFO ] [sig       ] [1498/2057] Completed PRGO in 0.4s | 2.87 sym/s | Total: 8.7m | ETA: 3.2m
[2025-11-25T10:52:13.147804] [INFO ] [sig       ] [1499/2057] Forecasting PRH...
[2025-11-25T10:52:13.147850] [INFO ] [sig       ] Generating forecast for: PRH
[2025-11-25T10:52:13.147891] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PRH' from 'https://tdm.silogroup.org/data/derivative_storage/PRH.csv'.
[2025-11-25T10:52:13.159383] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'PRH'.
[2025-11-25T10:52:13.159853] [INFO ] [FORECASTER] Starting predict_future for PRH
[2025-11-25T10:52:13.160618] [DEBUG] [LOCAL     ] No optimal features file found for PRH: ./output/feature-sets/PRH.txt
[2025-11-25T10:52:13.160720] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:52:13.160767] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:52:13.160809] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:52:13.160878] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:52:13.227483] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:52:13.228351] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:52:13.228447] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:52:13.228495] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:52:13.331831] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:52:13.332000] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:52:13.332087] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:52:13.332124] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:52:13.335513] [DEBUG] [FORECASTER] PRH: Forecast T+1@11:T+2@11: UP (p=79.15%)
[2025-11-25T10:52:13.335833] [INFO ] [FORECASTER] Completed predict_future for PRH
[2025-11-25T10:52:13.336019] [INFO ] [sig       ] PRH: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:52:13.477608] [INFO ] [LOCAL     ] Saved forecast: PRH	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/PRH.txt
[2025-11-25T10:52:13.477803] [INFO ] [sig       ] [1499/2057] Completed PRH in 0.3s | 2.87 sym/s | Total: 8.7m | ETA: 3.2m
[2025-11-25T10:52:13.477861] [INFO ] [sig       ] [1500/2057] Forecasting PRI...
[2025-11-25T10:52:13.477905] [INFO ] [sig       ] Generating forecast for: PRI
[2025-11-25T10:52:13.477947] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PRI' from 'https://tdm.silogroup.org/data/derivative_storage/PRI.csv'.
[2025-11-25T10:52:13.489545] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'PRI'.
[2025-11-25T10:52:13.489959] [INFO ] [FORECASTER] Starting predict_future for PRI
[2025-11-25T10:52:13.490754] [DEBUG] [LOCAL     ] No optimal features file found for PRI: ./output/feature-sets/PRI.txt
[2025-11-25T10:52:13.490824] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:52:13.490869] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:52:13.490910] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:52:13.490979] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:52:13.557620] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:52:13.558320] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:52:13.558413] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:52:13.558460] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:52:13.674223] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:52:13.674443] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:52:13.674491] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:52:13.674526] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:52:13.678007] [DEBUG] [FORECASTER] PRI: Forecast T+1@11:T+2@11: DOWN (p=9.28%)
[2025-11-25T10:52:13.678301] [INFO ] [FORECASTER] Completed predict_future for PRI
[2025-11-25T10:52:13.678461] [INFO ] [sig       ] PRI: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:52:13.820978] [INFO ] [LOCAL     ] Saved forecast: PRI	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/PRI.txt
[2025-11-25T10:52:13.821153] [INFO ] [sig       ] [1500/2057] Completed PRI in 0.3s | 2.87 sym/s | Total: 8.7m | ETA: 3.2m
[2025-11-25T10:52:13.821226] [INFO ] [sig       ] [1501/2057] Forecasting PRIM...
[2025-11-25T10:52:13.821271] [INFO ] [sig       ] Generating forecast for: PRIM
[2025-11-25T10:52:13.821312] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PRIM' from 'https://tdm.silogroup.org/data/derivative_storage/PRIM.csv'.
[2025-11-25T10:52:13.833714] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'PRIM'.
[2025-11-25T10:52:13.834106] [INFO ] [FORECASTER] Starting predict_future for PRIM
[2025-11-25T10:52:13.834908] [DEBUG] [LOCAL     ] No optimal features file found for PRIM: ./output/feature-sets/PRIM.txt
[2025-11-25T10:52:13.834994] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:52:13.835046] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:52:13.835086] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:52:13.835154] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:52:13.901730] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:52:13.902407] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:52:13.902523] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:52:13.902572] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:52:14.022330] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:52:14.022535] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:52:14.022586] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:52:14.022621] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:52:14.026098] [DEBUG] [FORECASTER] PRIM: Forecast T+1@11:T+2@11: DOWN (p=36.09%)
[2025-11-25T10:52:14.026388] [INFO ] [FORECASTER] Completed predict_future for PRIM
[2025-11-25T10:52:14.026541] [INFO ] [sig       ] PRIM: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:52:14.168173] [INFO ] [LOCAL     ] Saved forecast: PRIM	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/PRIM.txt
[2025-11-25T10:52:14.168372] [INFO ] [sig       ] [1501/2057] Completed PRIM in 0.3s | 2.87 sym/s | Total: 8.7m | ETA: 3.2m
[2025-11-25T10:52:14.168428] [INFO ] [sig       ] [1502/2057] Forecasting PRLB...
[2025-11-25T10:52:14.168470] [INFO ] [sig       ] Generating forecast for: PRLB
[2025-11-25T10:52:14.168515] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PRLB' from 'https://tdm.silogroup.org/data/derivative_storage/PRLB.csv'.
[2025-11-25T10:52:14.180339] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'PRLB'.
[2025-11-25T10:52:14.180857] [INFO ] [FORECASTER] Starting predict_future for PRLB
[2025-11-25T10:52:14.181679] [DEBUG] [LOCAL     ] No optimal features file found for PRLB: ./output/feature-sets/PRLB.txt
[2025-11-25T10:52:14.181750] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:52:14.181799] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:52:14.181855] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:52:14.181952] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:52:14.248460] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:52:14.249370] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:52:14.249474] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:52:14.249522] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:52:14.372516] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:52:14.372742] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:52:14.372819] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:52:14.372865] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:52:14.376298] [DEBUG] [FORECASTER] PRLB: Forecast T+1@11:T+2@11: UP (p=94.29%)
[2025-11-25T10:52:14.376601] [INFO ] [FORECASTER] Completed predict_future for PRLB
[2025-11-25T10:52:14.376792] [INFO ] [sig       ] PRLB: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:52:14.518806] [INFO ] [LOCAL     ] Saved forecast: PRLB	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/PRLB.txt
[2025-11-25T10:52:14.518998] [INFO ] [sig       ] [1502/2057] Completed PRLB in 0.4s | 2.87 sym/s | Total: 8.7m | ETA: 3.2m
[2025-11-25T10:52:14.519053] [INFO ] [sig       ] [1503/2057] Forecasting PRM...
[2025-11-25T10:52:14.519096] [INFO ] [sig       ] Generating forecast for: PRM
[2025-11-25T10:52:14.519140] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PRM' from 'https://tdm.silogroup.org/data/derivative_storage/PRM.csv'.
[2025-11-25T10:52:14.531252] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'PRM'.
[2025-11-25T10:52:14.531722] [INFO ] [FORECASTER] Starting predict_future for PRM
[2025-11-25T10:52:14.532496] [DEBUG] [LOCAL     ] No optimal features file found for PRM: ./output/feature-sets/PRM.txt
[2025-11-25T10:52:14.532567] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:52:14.532680] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:52:14.532726] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:52:14.532796] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:52:14.599081] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:52:14.599984] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:52:14.600088] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:52:14.600137] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:52:14.716699] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:52:14.716904] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:52:14.716950] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:52:14.716984] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:52:14.720469] [DEBUG] [FORECASTER] PRM: Forecast T+1@11:T+2@11: UP (p=72.72%)
[2025-11-25T10:52:14.720883] [INFO ] [FORECASTER] Completed predict_future for PRM
[2025-11-25T10:52:14.721056] [INFO ] [sig       ] PRM: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:52:14.862766] [INFO ] [LOCAL     ] Saved forecast: PRM	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/PRM.txt
[2025-11-25T10:52:14.862942] [INFO ] [sig       ] [1503/2057] Completed PRM in 0.3s | 2.87 sym/s | Total: 8.7m | ETA: 3.2m
[2025-11-25T10:52:14.862996] [INFO ] [sig       ] [1504/2057] Forecasting PRO...
[2025-11-25T10:52:14.863040] [INFO ] [sig       ] Generating forecast for: PRO
[2025-11-25T10:52:14.863084] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PRO' from 'https://tdm.silogroup.org/data/derivative_storage/PRO.csv'.
[2025-11-25T10:52:14.874849] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'PRO'.
[2025-11-25T10:52:14.875312] [INFO ] [FORECASTER] Starting predict_future for PRO
[2025-11-25T10:52:14.876120] [DEBUG] [LOCAL     ] No optimal features file found for PRO: ./output/feature-sets/PRO.txt
[2025-11-25T10:52:14.876191] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:52:14.876238] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:52:14.876279] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:52:14.876348] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:52:14.942859] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:52:14.943763] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:52:14.943861] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:52:14.943909] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:52:15.062258] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:52:15.062471] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:52:15.062519] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:52:15.062554] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:52:15.066001] [DEBUG] [FORECASTER] PRO: Forecast T+1@11:T+2@11: UP (p=63.76%)
[2025-11-25T10:52:15.066297] [INFO ] [FORECASTER] Completed predict_future for PRO
[2025-11-25T10:52:15.066473] [INFO ] [sig       ] PRO: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:52:15.208592] [INFO ] [LOCAL     ] Saved forecast: PRO	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/PRO.txt
[2025-11-25T10:52:15.208794] [INFO ] [sig       ] [1504/2057] Completed PRO in 0.3s | 2.87 sym/s | Total: 8.7m | ETA: 3.2m
[2025-11-25T10:52:15.208850] [INFO ] [sig       ] [1505/2057] Forecasting PRT...
[2025-11-25T10:52:15.208901] [INFO ] [sig       ] Generating forecast for: PRT
[2025-11-25T10:52:15.208953] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PRT' from 'https://tdm.silogroup.org/data/derivative_storage/PRT.csv'.
[2025-11-25T10:52:15.221053] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'PRT'.
[2025-11-25T10:52:15.221508] [INFO ] [FORECASTER] Starting predict_future for PRT
[2025-11-25T10:52:15.222326] [DEBUG] [LOCAL     ] No optimal features file found for PRT: ./output/feature-sets/PRT.txt
[2025-11-25T10:52:15.222398] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:52:15.222443] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:52:15.222484] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:52:15.222554] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:52:15.288629] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:52:15.289523] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:52:15.289623] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:52:15.289695] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:52:15.404715] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:52:15.404924] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:52:15.404973] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:52:15.405009] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:52:15.408627] [DEBUG] [FORECASTER] PRT: Forecast T+1@11:T+2@11: DOWN (p=47.58%)
[2025-11-25T10:52:15.409033] [INFO ] [FORECASTER] Completed predict_future for PRT
[2025-11-25T10:52:15.409215] [INFO ] [sig       ] PRT: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:52:15.551407] [INFO ] [LOCAL     ] Saved forecast: PRT	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/PRT.txt
[2025-11-25T10:52:15.551599] [INFO ] [sig       ] [1505/2057] Completed PRT in 0.3s | 2.87 sym/s | Total: 8.7m | ETA: 3.2m
[2025-11-25T10:52:15.551679] [INFO ] [sig       ] [1506/2057] Forecasting PRU...
[2025-11-25T10:52:15.551745] [INFO ] [sig       ] Generating forecast for: PRU
[2025-11-25T10:52:15.551791] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PRU' from 'https://tdm.silogroup.org/data/derivative_storage/PRU.csv'.
[2025-11-25T10:52:15.564130] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'PRU'.
[2025-11-25T10:52:15.564502] [INFO ] [FORECASTER] Starting predict_future for PRU
[2025-11-25T10:52:15.565295] [DEBUG] [LOCAL     ] No optimal features file found for PRU: ./output/feature-sets/PRU.txt
[2025-11-25T10:52:15.565365] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:52:15.565412] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:52:15.565454] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:52:15.565523] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:52:15.657578] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:52:15.658873] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:52:15.659068] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:52:15.659148] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:52:15.789138] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:52:15.789342] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:52:15.789389] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:52:15.789424] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:52:15.793142] [DEBUG] [FORECASTER] PRU: Forecast T+1@11:T+2@11: DOWN (p=4.61%)
[2025-11-25T10:52:15.793529] [INFO ] [FORECASTER] Completed predict_future for PRU
[2025-11-25T10:52:15.793728] [INFO ] [sig       ] PRU: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:52:15.939411] [INFO ] [LOCAL     ] Saved forecast: PRU	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/PRU.txt
[2025-11-25T10:52:15.939600] [INFO ] [sig       ] [1506/2057] Completed PRU in 0.4s | 2.87 sym/s | Total: 8.7m | ETA: 3.2m
[2025-11-25T10:52:15.939679] [INFO ] [sig       ] [1507/2057] Forecasting PSA...
[2025-11-25T10:52:15.939725] [INFO ] [sig       ] Generating forecast for: PSA
[2025-11-25T10:52:15.939779] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PSA' from 'https://tdm.silogroup.org/data/derivative_storage/PSA.csv'.
[2025-11-25T10:52:15.951452] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'PSA'.
[2025-11-25T10:52:15.951912] [INFO ] [FORECASTER] Starting predict_future for PSA
[2025-11-25T10:52:15.952747] [DEBUG] [LOCAL     ] No optimal features file found for PSA: ./output/feature-sets/PSA.txt
[2025-11-25T10:52:15.952816] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:52:15.952862] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:52:15.952904] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:52:15.952974] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:52:16.020698] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:52:16.021600] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:52:16.021721] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:52:16.021773] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:52:16.125908] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:52:16.126097] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:52:16.126144] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:52:16.126179] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:52:16.129600] [DEBUG] [FORECASTER] PSA: Forecast T+1@11:T+2@11: UP (p=91.54%)
[2025-11-25T10:52:16.130095] [INFO ] [FORECASTER] Completed predict_future for PSA
[2025-11-25T10:52:16.130327] [INFO ] [sig       ] PSA: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:52:16.274179] [INFO ] [LOCAL     ] Saved forecast: PSA	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/PSA.txt
[2025-11-25T10:52:16.274363] [INFO ] [sig       ] [1507/2057] Completed PSA in 0.3s | 2.87 sym/s | Total: 8.7m | ETA: 3.2m
[2025-11-25T10:52:16.274419] [INFO ] [sig       ] [1508/2057] Forecasting PSF...
[2025-11-25T10:52:16.274462] [INFO ] [sig       ] Generating forecast for: PSF
[2025-11-25T10:52:16.274504] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PSF' from 'https://tdm.silogroup.org/data/derivative_storage/PSF.csv'.
[2025-11-25T10:52:16.286282] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'PSF'.
[2025-11-25T10:52:16.286627] [INFO ] [FORECASTER] Starting predict_future for PSF
[2025-11-25T10:52:16.287444] [DEBUG] [LOCAL     ] No optimal features file found for PSF: ./output/feature-sets/PSF.txt
[2025-11-25T10:52:16.287515] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:52:16.287560] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:52:16.287601] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:52:16.287687] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:52:16.354810] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:52:16.355910] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:52:16.356052] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:52:16.356114] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:52:16.467918] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:52:16.468124] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:52:16.468178] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:52:16.468214] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:52:16.471710] [DEBUG] [FORECASTER] PSF: Forecast T+1@11:T+2@11: UP (p=67.23%)
[2025-11-25T10:52:16.472017] [INFO ] [FORECASTER] Completed predict_future for PSF
[2025-11-25T10:52:16.472174] [INFO ] [sig       ] PSF: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:52:16.615696] [INFO ] [LOCAL     ] Saved forecast: PSF	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/PSF.txt
[2025-11-25T10:52:16.615890] [INFO ] [sig       ] [1508/2057] Completed PSF in 0.3s | 2.87 sym/s | Total: 8.7m | ETA: 3.2m
[2025-11-25T10:52:16.615946] [INFO ] [sig       ] [1509/2057] Forecasting PSFE...
[2025-11-25T10:52:16.615991] [INFO ] [sig       ] Generating forecast for: PSFE
[2025-11-25T10:52:16.616034] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PSFE' from 'https://tdm.silogroup.org/data/derivative_storage/PSFE.csv'.
[2025-11-25T10:52:16.628073] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'PSFE'.
[2025-11-25T10:52:16.628507] [INFO ] [FORECASTER] Starting predict_future for PSFE
[2025-11-25T10:52:16.629327] [DEBUG] [LOCAL     ] No optimal features file found for PSFE: ./output/feature-sets/PSFE.txt
[2025-11-25T10:52:16.629398] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:52:16.629445] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:52:16.629486] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:52:16.629559] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:52:16.696695] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:52:16.697604] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:52:16.697732] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:52:16.697782] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:52:16.824270] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:52:16.824464] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:52:16.824511] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:52:16.824546] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:52:16.828041] [DEBUG] [FORECASTER] PSFE: Forecast T+1@11:T+2@11: DOWN (p=37.04%)
[2025-11-25T10:52:16.828339] [INFO ] [FORECASTER] Completed predict_future for PSFE
[2025-11-25T10:52:16.828493] [INFO ] [sig       ] PSFE: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:52:16.970129] [INFO ] [LOCAL     ] Saved forecast: PSFE	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/PSFE.txt
[2025-11-25T10:52:16.970356] [INFO ] [sig       ] [1509/2057] Completed PSFE in 0.4s | 2.87 sym/s | Total: 8.8m | ETA: 3.2m
[2025-11-25T10:52:16.970423] [INFO ] [sig       ] [1510/2057] Forecasting PSN...
[2025-11-25T10:52:16.970469] [INFO ] [sig       ] Generating forecast for: PSN
[2025-11-25T10:52:16.970515] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PSN' from 'https://tdm.silogroup.org/data/derivative_storage/PSN.csv'.
[2025-11-25T10:52:16.982996] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'PSN'.
[2025-11-25T10:52:16.983461] [INFO ] [FORECASTER] Starting predict_future for PSN
[2025-11-25T10:52:16.984299] [DEBUG] [LOCAL     ] No optimal features file found for PSN: ./output/feature-sets/PSN.txt
[2025-11-25T10:52:16.984373] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:52:16.984421] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:52:16.984465] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:52:16.984537] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:52:17.052233] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:52:17.053188] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:52:17.053296] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:52:17.053346] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:52:17.198537] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:52:17.198735] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:52:17.198808] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:52:17.198854] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:52:17.202328] [DEBUG] [FORECASTER] PSN: Forecast T+1@11:T+2@11: UP (p=93.94%)
[2025-11-25T10:52:17.202776] [INFO ] [FORECASTER] Completed predict_future for PSN
[2025-11-25T10:52:17.203010] [INFO ] [sig       ] PSN: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:52:17.349781] [INFO ] [LOCAL     ] Saved forecast: PSN	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/PSN.txt
[2025-11-25T10:52:17.349960] [INFO ] [sig       ] [1510/2057] Completed PSN in 0.4s | 2.87 sym/s | Total: 8.8m | ETA: 3.2m
[2025-11-25T10:52:17.350016] [INFO ] [sig       ] [1511/2057] Forecasting PSO...
[2025-11-25T10:52:17.350060] [INFO ] [sig       ] Generating forecast for: PSO
[2025-11-25T10:52:17.350102] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PSO' from 'https://tdm.silogroup.org/data/derivative_storage/PSO.csv'.
[2025-11-25T10:52:17.364721] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'PSO'.
[2025-11-25T10:52:17.365585] [INFO ] [FORECASTER] Starting predict_future for PSO
[2025-11-25T10:52:17.366881] [DEBUG] [LOCAL     ] No optimal features file found for PSO: ./output/feature-sets/PSO.txt
[2025-11-25T10:52:17.366970] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:52:17.367042] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:52:17.367092] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:52:17.367166] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:52:17.436478] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:52:17.437812] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:52:17.437950] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:52:17.438009] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:52:17.563480] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:52:17.563782] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:52:17.563849] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:52:17.563885] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:52:17.568119] [DEBUG] [FORECASTER] PSO: Forecast T+1@11:T+2@11: DOWN (p=5.70%)
[2025-11-25T10:52:17.568595] [INFO ] [FORECASTER] Completed predict_future for PSO
[2025-11-25T10:52:17.568822] [INFO ] [sig       ] PSO: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:52:17.720233] [INFO ] [LOCAL     ] Saved forecast: PSO	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/PSO.txt
[2025-11-25T10:52:17.720491] [INFO ] [sig       ] [1511/2057] Completed PSO in 0.4s | 2.87 sym/s | Total: 8.8m | ETA: 3.2m
[2025-11-25T10:52:17.720587] [INFO ] [sig       ] [1512/2057] Forecasting PSQH...
[2025-11-25T10:52:17.720670] [INFO ] [sig       ] Generating forecast for: PSQH
[2025-11-25T10:52:17.720724] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PSQH' from 'https://tdm.silogroup.org/data/derivative_storage/PSQH.csv'.
[2025-11-25T10:52:17.734862] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'PSQH'.
[2025-11-25T10:52:17.735541] [INFO ] [FORECASTER] Starting predict_future for PSQH
[2025-11-25T10:52:17.736528] [DEBUG] [LOCAL     ] No optimal features file found for PSQH: ./output/feature-sets/PSQH.txt
[2025-11-25T10:52:17.736604] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:52:17.736683] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:52:17.736728] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:52:17.736801] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:52:17.804435] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:52:17.805609] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:52:17.805763] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:52:17.805817] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:52:17.931834] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:52:17.932110] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:52:17.932176] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:52:17.932213] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:52:17.936327] [DEBUG] [FORECASTER] PSQH: Forecast T+1@11:T+2@11: DOWN (p=16.31%)
[2025-11-25T10:52:17.936683] [INFO ] [FORECASTER] Completed predict_future for PSQH
[2025-11-25T10:52:17.936949] [INFO ] [sig       ] PSQH: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:52:18.084109] [INFO ] [LOCAL     ] Saved forecast: PSQH	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/PSQH.txt
[2025-11-25T10:52:18.084387] [INFO ] [sig       ] [1512/2057] Completed PSQH in 0.4s | 2.87 sym/s | Total: 8.8m | ETA: 3.2m
[2025-11-25T10:52:18.084447] [INFO ] [sig       ] [1513/2057] Forecasting PSTG...
[2025-11-25T10:52:18.084495] [INFO ] [sig       ] Generating forecast for: PSTG
[2025-11-25T10:52:18.084541] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PSTG' from 'https://tdm.silogroup.org/data/derivative_storage/PSTG.csv'.
[2025-11-25T10:52:18.098634] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'PSTG'.
[2025-11-25T10:52:18.099268] [INFO ] [FORECASTER] Starting predict_future for PSTG
[2025-11-25T10:52:18.100229] [DEBUG] [LOCAL     ] No optimal features file found for PSTG: ./output/feature-sets/PSTG.txt
[2025-11-25T10:52:18.100301] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:52:18.100351] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:52:18.100393] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:52:18.100466] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:52:18.167401] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:52:18.168611] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:52:18.168751] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:52:18.168802] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:52:18.295809] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:52:18.296113] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:52:18.296176] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:52:18.296212] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:52:18.300241] [DEBUG] [FORECASTER] PSTG: Forecast T+1@11:T+2@11: UP (p=73.62%)
[2025-11-25T10:52:18.300578] [INFO ] [FORECASTER] Completed predict_future for PSTG
[2025-11-25T10:52:18.300803] [INFO ] [sig       ] PSTG: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:52:18.446005] [INFO ] [LOCAL     ] Saved forecast: PSTG	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/PSTG.txt
[2025-11-25T10:52:18.446320] [INFO ] [sig       ] [1513/2057] Completed PSTG in 0.4s | 2.87 sym/s | Total: 8.8m | ETA: 3.2m
[2025-11-25T10:52:18.446405] [INFO ] [sig       ] [1514/2057] Forecasting PSTL...
[2025-11-25T10:52:18.446473] [INFO ] [sig       ] Generating forecast for: PSTL
[2025-11-25T10:52:18.446530] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PSTL' from 'https://tdm.silogroup.org/data/derivative_storage/PSTL.csv'.
[2025-11-25T10:52:18.461679] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'PSTL'.
[2025-11-25T10:52:18.462371] [INFO ] [FORECASTER] Starting predict_future for PSTL
[2025-11-25T10:52:18.463414] [DEBUG] [LOCAL     ] No optimal features file found for PSTL: ./output/feature-sets/PSTL.txt
[2025-11-25T10:52:18.463494] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:52:18.463545] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:52:18.463589] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:52:18.463714] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:52:18.530659] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:52:18.531874] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:52:18.531992] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:52:18.532041] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:52:18.654247] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:52:18.654522] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:52:18.654577] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:52:18.654613] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:52:18.658755] [DEBUG] [FORECASTER] PSTL: Forecast T+1@11:T+2@11: DOWN (p=25.77%)
[2025-11-25T10:52:18.659119] [INFO ] [FORECASTER] Completed predict_future for PSTL
[2025-11-25T10:52:18.659352] [INFO ] [sig       ] PSTL: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:52:18.806420] [INFO ] [LOCAL     ] Saved forecast: PSTL	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/PSTL.txt
[2025-11-25T10:52:18.806628] [INFO ] [sig       ] [1514/2057] Completed PSTL in 0.4s | 2.87 sym/s | Total: 8.8m | ETA: 3.2m
[2025-11-25T10:52:18.806707] [INFO ] [sig       ] [1515/2057] Forecasting PSX...
[2025-11-25T10:52:18.806752] [INFO ] [sig       ] Generating forecast for: PSX
[2025-11-25T10:52:18.806797] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PSX' from 'https://tdm.silogroup.org/data/derivative_storage/PSX.csv'.
[2025-11-25T10:52:18.820260] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'PSX'.
[2025-11-25T10:52:18.820806] [INFO ] [FORECASTER] Starting predict_future for PSX
[2025-11-25T10:52:18.821724] [DEBUG] [LOCAL     ] No optimal features file found for PSX: ./output/feature-sets/PSX.txt
[2025-11-25T10:52:18.821799] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:52:18.821863] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:52:18.821915] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:52:18.821989] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:52:18.887983] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:52:18.889207] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:52:18.889330] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:52:18.889379] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:52:19.013566] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:52:19.013871] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:52:19.013925] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:52:19.013960] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:52:19.018213] [DEBUG] [FORECASTER] PSX: Forecast T+1@11:T+2@11: DOWN (p=14.65%)
[2025-11-25T10:52:19.018627] [INFO ] [FORECASTER] Completed predict_future for PSX
[2025-11-25T10:52:19.018844] [INFO ] [sig       ] PSX: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:52:19.166007] [INFO ] [LOCAL     ] Saved forecast: PSX	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/PSX.txt
[2025-11-25T10:52:19.166234] [INFO ] [sig       ] [1515/2057] Completed PSX in 0.4s | 2.87 sym/s | Total: 8.8m | ETA: 3.1m
[2025-11-25T10:52:19.166292] [INFO ] [sig       ] [1516/2057] Forecasting PTA...
[2025-11-25T10:52:19.166345] [INFO ] [sig       ] Generating forecast for: PTA
[2025-11-25T10:52:19.166393] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PTA' from 'https://tdm.silogroup.org/data/derivative_storage/PTA.csv'.
[2025-11-25T10:52:19.179268] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'PTA'.
[2025-11-25T10:52:19.179816] [INFO ] [FORECASTER] Starting predict_future for PTA
[2025-11-25T10:52:19.180723] [DEBUG] [LOCAL     ] No optimal features file found for PTA: ./output/feature-sets/PTA.txt
[2025-11-25T10:52:19.180861] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:52:19.180912] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:52:19.180963] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:52:19.181035] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:52:19.246918] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:52:19.248234] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:52:19.248372] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:52:19.248432] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:52:19.374512] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:52:19.374816] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:52:19.374920] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:52:19.374971] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:52:19.379258] [DEBUG] [FORECASTER] PTA: Forecast T+1@11:T+2@11: DOWN (p=13.23%)
[2025-11-25T10:52:19.379637] [INFO ] [FORECASTER] Completed predict_future for PTA
[2025-11-25T10:52:19.379882] [INFO ] [sig       ] PTA: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:52:19.534510] [INFO ] [LOCAL     ] Saved forecast: PTA	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/PTA.txt
[2025-11-25T10:52:19.534764] [INFO ] [sig       ] [1516/2057] Completed PTA in 0.4s | 2.87 sym/s | Total: 8.8m | ETA: 3.1m
[2025-11-25T10:52:19.534829] [INFO ] [sig       ] [1517/2057] Forecasting PTY...
[2025-11-25T10:52:19.534878] [INFO ] [sig       ] Generating forecast for: PTY
[2025-11-25T10:52:19.534926] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PTY' from 'https://tdm.silogroup.org/data/derivative_storage/PTY.csv'.
[2025-11-25T10:52:19.549737] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'PTY'.
[2025-11-25T10:52:19.550363] [INFO ] [FORECASTER] Starting predict_future for PTY
[2025-11-25T10:52:19.551282] [DEBUG] [LOCAL     ] No optimal features file found for PTY: ./output/feature-sets/PTY.txt
[2025-11-25T10:52:19.551354] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:52:19.551403] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:52:19.551445] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:52:19.551512] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:52:19.620142] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:52:19.621120] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:52:19.621225] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:52:19.621273] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:52:19.741485] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:52:19.741729] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:52:19.741800] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:52:19.741851] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:52:19.745558] [DEBUG] [FORECASTER] PTY: Forecast T+1@11:T+2@11: DOWN (p=36.18%)
[2025-11-25T10:52:19.745895] [INFO ] [FORECASTER] Completed predict_future for PTY
[2025-11-25T10:52:19.746085] [INFO ] [sig       ] PTY: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:52:19.891068] [INFO ] [LOCAL     ] Saved forecast: PTY	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/PTY.txt
[2025-11-25T10:52:19.891250] [INFO ] [sig       ] [1517/2057] Completed PTY in 0.4s | 2.87 sym/s | Total: 8.8m | ETA: 3.1m
[2025-11-25T10:52:19.891307] [INFO ] [sig       ] [1518/2057] Forecasting PUK...
[2025-11-25T10:52:19.891355] [INFO ] [sig       ] Generating forecast for: PUK
[2025-11-25T10:52:19.891398] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PUK' from 'https://tdm.silogroup.org/data/derivative_storage/PUK.csv'.
[2025-11-25T10:52:19.904274] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'PUK'.
[2025-11-25T10:52:19.904730] [INFO ] [FORECASTER] Starting predict_future for PUK
[2025-11-25T10:52:19.905528] [DEBUG] [LOCAL     ] No optimal features file found for PUK: ./output/feature-sets/PUK.txt
[2025-11-25T10:52:19.905601] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:52:19.905705] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:52:19.905759] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:52:19.905842] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:52:19.974722] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:52:19.975464] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:52:19.975562] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:52:19.975611] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:52:20.077621] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:52:20.077838] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:52:20.077887] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:52:20.077923] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:52:20.081468] [DEBUG] [FORECASTER] PUK: Forecast T+1@11:T+2@11: UP (p=77.62%)
[2025-11-25T10:52:20.081785] [INFO ] [FORECASTER] Completed predict_future for PUK
[2025-11-25T10:52:20.081946] [INFO ] [sig       ] PUK: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:52:20.223594] [INFO ] [LOCAL     ] Saved forecast: PUK	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/PUK.txt
[2025-11-25T10:52:20.223826] [INFO ] [sig       ] [1518/2057] Completed PUK in 0.3s | 2.87 sym/s | Total: 8.8m | ETA: 3.1m
[2025-11-25T10:52:20.223885] [INFO ] [sig       ] [1519/2057] Forecasting PUMP...
[2025-11-25T10:52:20.223929] [INFO ] [sig       ] Generating forecast for: PUMP
[2025-11-25T10:52:20.223974] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PUMP' from 'https://tdm.silogroup.org/data/derivative_storage/PUMP.csv'.
[2025-11-25T10:52:20.236916] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'PUMP'.
[2025-11-25T10:52:20.237613] [INFO ] [FORECASTER] Starting predict_future for PUMP
[2025-11-25T10:52:20.238630] [DEBUG] [LOCAL     ] No optimal features file found for PUMP: ./output/feature-sets/PUMP.txt
[2025-11-25T10:52:20.238733] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:52:20.238784] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:52:20.238825] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:52:20.238899] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:52:20.305376] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:52:20.306589] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:52:20.306734] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:52:20.306796] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:52:20.436294] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:52:20.436589] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:52:20.436666] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:52:20.436742] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:52:20.441636] [DEBUG] [FORECASTER] PUMP: Forecast T+1@11:T+2@11: DOWN (p=0.48%)
[2025-11-25T10:52:20.442291] [INFO ] [FORECASTER] Completed predict_future for PUMP
[2025-11-25T10:52:20.442542] [INFO ] [sig       ] PUMP: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:52:20.614519] [INFO ] [LOCAL     ] Saved forecast: PUMP	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/PUMP.txt
[2025-11-25T10:52:20.614819] [INFO ] [sig       ] [1519/2057] Completed PUMP in 0.4s | 2.87 sym/s | Total: 8.8m | ETA: 3.1m
[2025-11-25T10:52:20.614898] [INFO ] [sig       ] [1520/2057] Forecasting PVH...
[2025-11-25T10:52:20.614947] [INFO ] [sig       ] Generating forecast for: PVH
[2025-11-25T10:52:20.614991] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PVH' from 'https://tdm.silogroup.org/data/derivative_storage/PVH.csv'.
[2025-11-25T10:52:20.629759] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'PVH'.
[2025-11-25T10:52:20.630618] [INFO ] [FORECASTER] Starting predict_future for PVH
[2025-11-25T10:52:20.631598] [DEBUG] [LOCAL     ] No optimal features file found for PVH: ./output/feature-sets/PVH.txt
[2025-11-25T10:52:20.631696] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:52:20.631747] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:52:20.631790] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:52:20.631862] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:52:20.698669] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:52:20.699821] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:52:20.699944] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:52:20.700014] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:52:20.829042] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:52:20.829375] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:52:20.829431] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:52:20.829469] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:52:20.834120] [DEBUG] [FORECASTER] PVH: Forecast T+1@11:T+2@11: UP (p=80.19%)
[2025-11-25T10:52:20.834704] [INFO ] [FORECASTER] Completed predict_future for PVH
[2025-11-25T10:52:20.834957] [INFO ] [sig       ] PVH: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:52:20.999456] [INFO ] [LOCAL     ] Saved forecast: PVH	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/PVH.txt
[2025-11-25T10:52:20.999781] [INFO ] [sig       ] [1520/2057] Completed PVH in 0.4s | 2.87 sym/s | Total: 8.8m | ETA: 3.1m
[2025-11-25T10:52:20.999872] [INFO ] [sig       ] [1521/2057] Forecasting PVL...
[2025-11-25T10:52:20.999944] [INFO ] [sig       ] Generating forecast for: PVL
[2025-11-25T10:52:21.000010] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PVL' from 'https://tdm.silogroup.org/data/derivative_storage/PVL.csv'.
[2025-11-25T10:52:21.014463] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'PVL'.
[2025-11-25T10:52:21.015123] [INFO ] [FORECASTER] Starting predict_future for PVL
[2025-11-25T10:52:21.016165] [DEBUG] [LOCAL     ] No optimal features file found for PVL: ./output/feature-sets/PVL.txt
[2025-11-25T10:52:21.016243] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:52:21.016292] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:52:21.016335] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:52:21.016412] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:52:21.085537] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:52:21.086799] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:52:21.086972] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:52:21.087050] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:52:21.211912] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:52:21.212405] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:52:21.212462] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:52:21.212497] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:52:21.216580] [DEBUG] [FORECASTER] PVL: Forecast T+1@11:T+2@11: UP (p=84.22%)
[2025-11-25T10:52:21.217410] [INFO ] [FORECASTER] Completed predict_future for PVL
[2025-11-25T10:52:21.217855] [INFO ] [sig       ] PVL: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:52:21.369354] [INFO ] [LOCAL     ] Saved forecast: PVL	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/PVL.txt
[2025-11-25T10:52:21.369578] [INFO ] [sig       ] [1521/2057] Completed PVL in 0.4s | 2.87 sym/s | Total: 8.8m | ETA: 3.1m
[2025-11-25T10:52:21.369660] [INFO ] [sig       ] [1522/2057] Forecasting PWR...
[2025-11-25T10:52:21.369711] [INFO ] [sig       ] Generating forecast for: PWR
[2025-11-25T10:52:21.369759] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PWR' from 'https://tdm.silogroup.org/data/derivative_storage/PWR.csv'.
[2025-11-25T10:52:21.383720] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'PWR'.
[2025-11-25T10:52:21.384349] [INFO ] [FORECASTER] Starting predict_future for PWR
[2025-11-25T10:52:21.385312] [DEBUG] [LOCAL     ] No optimal features file found for PWR: ./output/feature-sets/PWR.txt
[2025-11-25T10:52:21.385395] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:52:21.385451] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:52:21.385505] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:52:21.385606] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:52:21.464140] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:52:21.465372] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:52:21.465486] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:52:21.465537] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:52:21.604748] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:52:21.605041] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:52:21.605095] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:52:21.605132] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:52:21.609594] [DEBUG] [FORECASTER] PWR: Forecast T+1@11:T+2@11: UP (p=72.69%)
[2025-11-25T10:52:21.610049] [INFO ] [FORECASTER] Completed predict_future for PWR
[2025-11-25T10:52:21.610243] [INFO ] [sig       ] PWR: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:52:21.761324] [INFO ] [LOCAL     ] Saved forecast: PWR	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/PWR.txt
[2025-11-25T10:52:21.761563] [INFO ] [sig       ] [1522/2057] Completed PWR in 0.4s | 2.87 sym/s | Total: 8.8m | ETA: 3.1m
[2025-11-25T10:52:21.761624] [INFO ] [sig       ] [1523/2057] Forecasting PX...
[2025-11-25T10:52:21.761698] [INFO ] [sig       ] Generating forecast for: PX
[2025-11-25T10:52:21.761748] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PX' from 'https://tdm.silogroup.org/data/derivative_storage/PX.csv'.
[2025-11-25T10:52:21.776790] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'PX'.
[2025-11-25T10:52:21.777489] [INFO ] [FORECASTER] Starting predict_future for PX
[2025-11-25T10:52:21.778489] [DEBUG] [LOCAL     ] No optimal features file found for PX: ./output/feature-sets/PX.txt
[2025-11-25T10:52:21.778565] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:52:21.778615] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:52:21.778678] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:52:21.778756] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:52:21.849096] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:52:21.850402] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:52:21.850557] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:52:21.850609] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:52:21.985553] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:52:21.985895] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:52:21.985991] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:52:21.986030] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:52:21.990310] [DEBUG] [FORECASTER] PX: Forecast T+1@11:T+2@11: UP (p=82.69%)
[2025-11-25T10:52:21.990681] [INFO ] [FORECASTER] Completed predict_future for PX
[2025-11-25T10:52:21.990860] [INFO ] [sig       ] PX: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:52:22.138474] [INFO ] [LOCAL     ] Saved forecast: PX	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/PX.txt
[2025-11-25T10:52:22.138733] [INFO ] [sig       ] [1523/2057] Completed PX in 0.4s | 2.87 sym/s | Total: 8.8m | ETA: 3.1m
[2025-11-25T10:52:22.138794] [INFO ] [sig       ] [1524/2057] Forecasting QBTS...
[2025-11-25T10:52:22.138841] [INFO ] [sig       ] Generating forecast for: QBTS
[2025-11-25T10:52:22.138914] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QBTS' from 'https://tdm.silogroup.org/data/derivative_storage/QBTS.csv'.
[2025-11-25T10:52:22.153005] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'QBTS'.
[2025-11-25T10:52:22.153610] [INFO ] [FORECASTER] Starting predict_future for QBTS
[2025-11-25T10:52:22.154605] [DEBUG] [LOCAL     ] No optimal features file found for QBTS: ./output/feature-sets/QBTS.txt
[2025-11-25T10:52:22.154711] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:52:22.154760] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:52:22.154807] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:52:22.154883] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:52:22.223019] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:52:22.224236] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:52:22.224357] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:52:22.224408] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:52:22.363098] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:52:22.363450] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:52:22.363522] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:52:22.363571] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:52:22.367783] [DEBUG] [FORECASTER] QBTS: Forecast T+1@11:T+2@11: DOWN (p=47.51%)
[2025-11-25T10:52:22.368363] [INFO ] [FORECASTER] Completed predict_future for QBTS
[2025-11-25T10:52:22.368631] [INFO ] [sig       ] QBTS: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:52:22.519928] [INFO ] [LOCAL     ] Saved forecast: QBTS	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/QBTS.txt
[2025-11-25T10:52:22.520190] [INFO ] [sig       ] [1524/2057] Completed QBTS in 0.4s | 2.87 sym/s | Total: 8.8m | ETA: 3.1m
[2025-11-25T10:52:22.520254] [INFO ] [sig       ] [1525/2057] Forecasting QD...
[2025-11-25T10:52:22.520302] [INFO ] [sig       ] Generating forecast for: QD
[2025-11-25T10:52:22.520351] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QD' from 'https://tdm.silogroup.org/data/derivative_storage/QD.csv'.
[2025-11-25T10:52:22.534444] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'QD'.
[2025-11-25T10:52:22.535075] [INFO ] [FORECASTER] Starting predict_future for QD
[2025-11-25T10:52:22.536028] [DEBUG] [LOCAL     ] No optimal features file found for QD: ./output/feature-sets/QD.txt
[2025-11-25T10:52:22.536102] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:52:22.536156] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:52:22.536206] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:52:22.536281] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:52:22.607997] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:52:22.609272] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:52:22.609449] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:52:22.609517] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:52:22.730138] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:52:22.730409] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:52:22.730461] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:52:22.730497] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:52:22.734419] [DEBUG] [FORECASTER] QD: Forecast T+1@11:T+2@11: DOWN (p=15.10%)
[2025-11-25T10:52:22.734771] [INFO ] [FORECASTER] Completed predict_future for QD
[2025-11-25T10:52:22.734987] [INFO ] [sig       ] QD: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:52:22.889670] [INFO ] [LOCAL     ] Saved forecast: QD	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/QD.txt
[2025-11-25T10:52:22.889958] [INFO ] [sig       ] [1525/2057] Completed QD in 0.4s | 2.87 sym/s | Total: 8.9m | ETA: 3.1m
[2025-11-25T10:52:22.890019] [INFO ] [sig       ] [1526/2057] Forecasting QGEN...
[2025-11-25T10:52:22.890069] [INFO ] [sig       ] Generating forecast for: QGEN
[2025-11-25T10:52:22.890118] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QGEN' from 'https://tdm.silogroup.org/data/derivative_storage/QGEN.csv'.
[2025-11-25T10:52:22.905530] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'QGEN'.
[2025-11-25T10:52:22.906184] [INFO ] [FORECASTER] Starting predict_future for QGEN
[2025-11-25T10:52:22.907569] [DEBUG] [LOCAL     ] No optimal features file found for QGEN: ./output/feature-sets/QGEN.txt
[2025-11-25T10:52:22.907665] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:52:22.907717] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:52:22.907761] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:52:22.907834] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:52:22.980157] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:52:22.981493] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:52:22.981625] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:52:22.981711] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:52:23.100764] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:52:23.100970] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:52:23.101019] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:52:23.101056] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:52:23.104682] [DEBUG] [FORECASTER] QGEN: Forecast T+1@11:T+2@11: UP (p=83.84%)
[2025-11-25T10:52:23.105048] [INFO ] [FORECASTER] Completed predict_future for QGEN
[2025-11-25T10:52:23.105268] [INFO ] [sig       ] QGEN: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:52:23.247471] [INFO ] [LOCAL     ] Saved forecast: QGEN	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/QGEN.txt
[2025-11-25T10:52:23.247686] [INFO ] [sig       ] [1526/2057] Completed QGEN in 0.4s | 2.87 sym/s | Total: 8.9m | ETA: 3.1m
[2025-11-25T10:52:23.247747] [INFO ] [sig       ] [1527/2057] Forecasting QS...
[2025-11-25T10:52:23.247795] [INFO ] [sig       ] Generating forecast for: QS
[2025-11-25T10:52:23.247844] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QS' from 'https://tdm.silogroup.org/data/derivative_storage/QS.csv'.
[2025-11-25T10:52:23.260166] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'QS'.
[2025-11-25T10:52:23.260568] [INFO ] [FORECASTER] Starting predict_future for QS
[2025-11-25T10:52:23.261391] [DEBUG] [LOCAL     ] No optimal features file found for QS: ./output/feature-sets/QS.txt
[2025-11-25T10:52:23.261464] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:52:23.261511] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:52:23.261679] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:52:23.261764] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:52:23.332147] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:52:23.333012] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:52:23.333111] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:52:23.333161] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:52:23.432722] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:52:23.432904] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:52:23.432951] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:52:23.432985] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:52:23.436535] [DEBUG] [FORECASTER] QS: Forecast T+1@11:T+2@11: DOWN (p=14.35%)
[2025-11-25T10:52:23.436870] [INFO ] [FORECASTER] Completed predict_future for QS
[2025-11-25T10:52:23.437064] [INFO ] [sig       ] QS: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:52:23.578542] [INFO ] [LOCAL     ] Saved forecast: QS	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/QS.txt
[2025-11-25T10:52:23.578822] [INFO ] [sig       ] [1527/2057] Completed QS in 0.3s | 2.87 sym/s | Total: 8.9m | ETA: 3.1m
[2025-11-25T10:52:23.578893] [INFO ] [sig       ] [1528/2057] Forecasting QSR...
[2025-11-25T10:52:23.578939] [INFO ] [sig       ] Generating forecast for: QSR
[2025-11-25T10:52:23.578984] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QSR' from 'https://tdm.silogroup.org/data/derivative_storage/QSR.csv'.
[2025-11-25T10:52:23.591057] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'QSR'.
[2025-11-25T10:52:23.591518] [INFO ] [FORECASTER] Starting predict_future for QSR
[2025-11-25T10:52:23.592470] [DEBUG] [LOCAL     ] No optimal features file found for QSR: ./output/feature-sets/QSR.txt
[2025-11-25T10:52:23.592543] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:52:23.592591] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:52:23.592634] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:52:23.592728] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:52:23.662959] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:52:23.663904] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:52:23.664008] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:52:23.664058] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:52:23.765250] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:52:23.765439] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:52:23.765486] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:52:23.765521] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:52:23.769337] [DEBUG] [FORECASTER] QSR: Forecast T+1@11:T+2@11: UP (p=91.95%)
[2025-11-25T10:52:23.769696] [INFO ] [FORECASTER] Completed predict_future for QSR
[2025-11-25T10:52:23.769874] [INFO ] [sig       ] QSR: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:52:23.919525] [INFO ] [LOCAL     ] Saved forecast: QSR	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/QSR.txt
[2025-11-25T10:52:23.919790] [INFO ] [sig       ] [1528/2057] Completed QSR in 0.3s | 2.87 sym/s | Total: 8.9m | ETA: 3.1m
[2025-11-25T10:52:23.919859] [INFO ] [sig       ] [1529/2057] Forecasting QTWO...
[2025-11-25T10:52:23.919905] [INFO ] [sig       ] Generating forecast for: QTWO
[2025-11-25T10:52:23.919950] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QTWO' from 'https://tdm.silogroup.org/data/derivative_storage/QTWO.csv'.
[2025-11-25T10:52:23.932550] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'QTWO'.
[2025-11-25T10:52:23.933052] [INFO ] [FORECASTER] Starting predict_future for QTWO
[2025-11-25T10:52:23.933959] [DEBUG] [LOCAL     ] No optimal features file found for QTWO: ./output/feature-sets/QTWO.txt
[2025-11-25T10:52:23.934038] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:52:23.934087] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:52:23.934129] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:52:23.934198] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:52:24.009501] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:52:24.010628] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:52:24.010750] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:52:24.010799] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:52:24.120664] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:52:24.120871] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:52:24.120920] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:52:24.120955] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:52:24.124734] [DEBUG] [FORECASTER] QTWO: Forecast T+1@11:T+2@11: DOWN (p=24.55%)
[2025-11-25T10:52:24.125062] [INFO ] [FORECASTER] Completed predict_future for QTWO
[2025-11-25T10:52:24.125230] [INFO ] [sig       ] QTWO: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:52:24.286018] [INFO ] [LOCAL     ] Saved forecast: QTWO	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/QTWO.txt
[2025-11-25T10:52:24.286270] [INFO ] [sig       ] [1529/2057] Completed QTWO in 0.4s | 2.87 sym/s | Total: 8.9m | ETA: 3.1m
[2025-11-25T10:52:24.286352] [INFO ] [sig       ] [1530/2057] Forecasting QUAD...
[2025-11-25T10:52:24.286420] [INFO ] [sig       ] Generating forecast for: QUAD
[2025-11-25T10:52:24.286472] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QUAD' from 'https://tdm.silogroup.org/data/derivative_storage/QUAD.csv'.
[2025-11-25T10:52:24.299683] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'QUAD'.
[2025-11-25T10:52:24.300225] [INFO ] [FORECASTER] Starting predict_future for QUAD
[2025-11-25T10:52:24.301392] [DEBUG] [LOCAL     ] No optimal features file found for QUAD: ./output/feature-sets/QUAD.txt
[2025-11-25T10:52:24.301486] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:52:24.301556] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:52:24.301618] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:52:24.301760] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:52:24.393721] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:52:24.394704] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:52:24.394813] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:52:24.394861] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:52:24.532408] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:52:24.532668] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:52:24.532783] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:52:24.532865] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:52:24.538585] [DEBUG] [FORECASTER] QUAD: Forecast T+1@11:T+2@11: DOWN (p=31.55%)
[2025-11-25T10:52:24.539286] [INFO ] [FORECASTER] Completed predict_future for QUAD
[2025-11-25T10:52:24.539572] [INFO ] [sig       ] QUAD: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:52:24.771198] [INFO ] [LOCAL     ] Saved forecast: QUAD	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/QUAD.txt
[2025-11-25T10:52:24.771463] [INFO ] [sig       ] [1530/2057] Completed QUAD in 0.5s | 2.87 sym/s | Total: 8.9m | ETA: 3.1m
[2025-11-25T10:52:24.771556] [INFO ] [sig       ] [1531/2057] Forecasting QVCC...
[2025-11-25T10:52:24.771635] [INFO ] [sig       ] Generating forecast for: QVCC
[2025-11-25T10:52:24.771756] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QVCC' from 'https://tdm.silogroup.org/data/derivative_storage/QVCC.csv'.
[2025-11-25T10:52:24.785586] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'QVCC'.
[2025-11-25T10:52:24.786189] [INFO ] [FORECASTER] Starting predict_future for QVCC
[2025-11-25T10:52:24.787264] [DEBUG] [LOCAL     ] No optimal features file found for QVCC: ./output/feature-sets/QVCC.txt
[2025-11-25T10:52:24.787339] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:52:24.787386] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:52:24.787420] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:52:24.787489] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:52:24.880953] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:52:24.881952] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:52:24.882066] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:52:24.882117] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:52:24.999095] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:52:24.999292] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:52:24.999341] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:52:24.999376] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:52:25.003073] [DEBUG] [FORECASTER] QVCC: Forecast T+1@11:T+2@11: UP (p=59.97%)
[2025-11-25T10:52:25.003444] [INFO ] [FORECASTER] Completed predict_future for QVCC
[2025-11-25T10:52:25.003616] [INFO ] [sig       ] QVCC: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:52:25.180056] [INFO ] [LOCAL     ] Saved forecast: QVCC	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/QVCC.txt
[2025-11-25T10:52:25.180242] [INFO ] [sig       ] [1531/2057] Completed QVCC in 0.4s | 2.87 sym/s | Total: 8.9m | ETA: 3.1m
[2025-11-25T10:52:25.180301] [INFO ] [sig       ] [1532/2057] Forecasting QVCD...
[2025-11-25T10:52:25.180343] [INFO ] [sig       ] Generating forecast for: QVCD
[2025-11-25T10:52:25.180383] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QVCD' from 'https://tdm.silogroup.org/data/derivative_storage/QVCD.csv'.
[2025-11-25T10:52:25.191609] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'QVCD'.
[2025-11-25T10:52:25.192051] [INFO ] [FORECASTER] Starting predict_future for QVCD
[2025-11-25T10:52:25.192973] [DEBUG] [LOCAL     ] No optimal features file found for QVCD: ./output/feature-sets/QVCD.txt
[2025-11-25T10:52:25.193045] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:52:25.193091] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:52:25.193132] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:52:25.193203] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:52:25.263005] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:52:25.264156] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:52:25.264257] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:52:25.264306] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:52:25.358102] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:52:25.358261] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:52:25.358308] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:52:25.358344] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:52:25.361727] [DEBUG] [FORECASTER] QVCD: Forecast T+1@11:T+2@11: DOWN (p=6.07%)
[2025-11-25T10:52:25.362036] [INFO ] [FORECASTER] Completed predict_future for QVCD
[2025-11-25T10:52:25.362202] [INFO ] [sig       ] QVCD: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:52:25.505490] [INFO ] [LOCAL     ] Saved forecast: QVCD	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/QVCD.txt
[2025-11-25T10:52:25.505673] [INFO ] [sig       ] [1532/2057] Completed QVCD in 0.3s | 2.87 sym/s | Total: 8.9m | ETA: 3.0m
[2025-11-25T10:52:25.505731] [INFO ] [sig       ] [1533/2057] Forecasting R...
[2025-11-25T10:52:25.505774] [INFO ] [sig       ] Generating forecast for: R
[2025-11-25T10:52:25.505816] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'R' from 'https://tdm.silogroup.org/data/derivative_storage/R.csv'.
[2025-11-25T10:52:25.517011] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'R'.
[2025-11-25T10:52:25.517446] [INFO ] [FORECASTER] Starting predict_future for R
[2025-11-25T10:52:25.518245] [DEBUG] [LOCAL     ] No optimal features file found for R: ./output/feature-sets/R.txt
[2025-11-25T10:52:25.518316] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:52:25.518361] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:52:25.518401] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:52:25.518469] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:52:25.586013] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:52:25.586798] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:52:25.586892] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:52:25.586939] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:52:25.685748] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:52:25.685946] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:52:25.685995] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:52:25.686030] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:52:25.689751] [DEBUG] [FORECASTER] R: Forecast T+1@11:T+2@11: UP (p=79.58%)
[2025-11-25T10:52:25.690054] [INFO ] [FORECASTER] Completed predict_future for R
[2025-11-25T10:52:25.690215] [INFO ] [sig       ] R: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:52:25.832325] [INFO ] [LOCAL     ] Saved forecast: R	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/R.txt
[2025-11-25T10:52:25.832506] [INFO ] [sig       ] [1533/2057] Completed R in 0.3s | 2.87 sym/s | Total: 8.9m | ETA: 3.0m
[2025-11-25T10:52:25.832564] [INFO ] [sig       ] [1534/2057] Forecasting RA...
[2025-11-25T10:52:25.832609] [INFO ] [sig       ] Generating forecast for: RA
[2025-11-25T10:52:25.832673] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RA' from 'https://tdm.silogroup.org/data/derivative_storage/RA.csv'.
[2025-11-25T10:52:25.844355] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'RA'.
[2025-11-25T10:52:25.844758] [INFO ] [FORECASTER] Starting predict_future for RA
[2025-11-25T10:52:25.845634] [DEBUG] [LOCAL     ] No optimal features file found for RA: ./output/feature-sets/RA.txt
[2025-11-25T10:52:25.845727] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:52:25.845775] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:52:25.845816] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:52:25.845886] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:52:25.912906] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:52:25.913679] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:52:25.913776] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:52:25.913826] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:52:26.014006] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:52:26.014212] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:52:26.014261] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:52:26.014297] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:52:26.018054] [DEBUG] [FORECASTER] RA: Forecast T+1@11:T+2@11: UP (p=89.68%)
[2025-11-25T10:52:26.018357] [INFO ] [FORECASTER] Completed predict_future for RA
[2025-11-25T10:52:26.018511] [INFO ] [sig       ] RA: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:52:26.161395] [INFO ] [LOCAL     ] Saved forecast: RA	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/RA.txt
[2025-11-25T10:52:26.161565] [INFO ] [sig       ] [1534/2057] Completed RA in 0.3s | 2.87 sym/s | Total: 8.9m | ETA: 3.0m
[2025-11-25T10:52:26.161620] [INFO ] [sig       ] [1535/2057] Forecasting RACE...
[2025-11-25T10:52:26.161681] [INFO ] [sig       ] Generating forecast for: RACE
[2025-11-25T10:52:26.161725] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RACE' from 'https://tdm.silogroup.org/data/derivative_storage/RACE.csv'.
[2025-11-25T10:52:26.172914] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'RACE'.
[2025-11-25T10:52:26.173322] [INFO ] [FORECASTER] Starting predict_future for RACE
[2025-11-25T10:52:26.174132] [DEBUG] [LOCAL     ] No optimal features file found for RACE: ./output/feature-sets/RACE.txt
[2025-11-25T10:52:26.174202] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:52:26.174249] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:52:26.174290] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:52:26.174358] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:52:26.241964] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:52:26.242940] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:52:26.243046] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:52:26.243095] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:52:26.360490] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:52:26.360729] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:52:26.360805] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:52:26.360859] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:52:26.365329] [DEBUG] [FORECASTER] RACE: Forecast T+1@11:T+2@11: UP (p=98.45%)
[2025-11-25T10:52:26.365780] [INFO ] [FORECASTER] Completed predict_future for RACE
[2025-11-25T10:52:26.365973] [INFO ] [sig       ] RACE: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:52:26.516332] [INFO ] [LOCAL     ] Saved forecast: RACE	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/RACE.txt
[2025-11-25T10:52:26.516531] [INFO ] [sig       ] [1535/2057] Completed RACE in 0.4s | 2.87 sym/s | Total: 8.9m | ETA: 3.0m
[2025-11-25T10:52:26.516594] [INFO ] [sig       ] [1536/2057] Forecasting RAMP...
[2025-11-25T10:52:26.516671] [INFO ] [sig       ] Generating forecast for: RAMP
[2025-11-25T10:52:26.516720] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RAMP' from 'https://tdm.silogroup.org/data/derivative_storage/RAMP.csv'.
[2025-11-25T10:52:26.528734] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'RAMP'.
[2025-11-25T10:52:26.529145] [INFO ] [FORECASTER] Starting predict_future for RAMP
[2025-11-25T10:52:26.530025] [DEBUG] [LOCAL     ] No optimal features file found for RAMP: ./output/feature-sets/RAMP.txt
[2025-11-25T10:52:26.530097] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:52:26.530146] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:52:26.530190] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:52:26.530260] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:52:26.600777] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:52:26.601769] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:52:26.601876] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:52:26.601926] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:52:26.709058] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:52:26.709300] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:52:26.709350] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:52:26.709386] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:52:26.713053] [DEBUG] [FORECASTER] RAMP: Forecast T+1@11:T+2@11: DOWN (p=26.87%)
[2025-11-25T10:52:26.713423] [INFO ] [FORECASTER] Completed predict_future for RAMP
[2025-11-25T10:52:26.713588] [INFO ] [sig       ] RAMP: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:52:26.861414] [INFO ] [LOCAL     ] Saved forecast: RAMP	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/RAMP.txt
[2025-11-25T10:52:26.861610] [INFO ] [sig       ] [1536/2057] Completed RAMP in 0.3s | 2.87 sym/s | Total: 8.9m | ETA: 3.0m
[2025-11-25T10:52:26.861710] [INFO ] [sig       ] [1537/2057] Forecasting RBA...
[2025-11-25T10:52:26.861760] [INFO ] [sig       ] Generating forecast for: RBA
[2025-11-25T10:52:26.861804] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RBA' from 'https://tdm.silogroup.org/data/derivative_storage/RBA.csv'.
[2025-11-25T10:52:26.873923] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'RBA'.
[2025-11-25T10:52:26.874375] [INFO ] [FORECASTER] Starting predict_future for RBA
[2025-11-25T10:52:26.875206] [DEBUG] [LOCAL     ] No optimal features file found for RBA: ./output/feature-sets/RBA.txt
[2025-11-25T10:52:26.875283] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:52:26.875331] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:52:26.875373] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:52:26.875444] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:52:26.944822] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:52:26.945878] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:52:26.945985] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:52:26.946036] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:52:27.072659] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:52:27.072861] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:52:27.072910] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:52:27.072947] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:52:27.076783] [DEBUG] [FORECASTER] RBA: Forecast T+1@11:T+2@11: UP (p=60.06%)
[2025-11-25T10:52:27.077362] [INFO ] [FORECASTER] Completed predict_future for RBA
[2025-11-25T10:52:27.077633] [INFO ] [sig       ] RBA: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:52:27.233064] [INFO ] [LOCAL     ] Saved forecast: RBA	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/RBA.txt
[2025-11-25T10:52:27.233273] [INFO ] [sig       ] [1537/2057] Completed RBA in 0.4s | 2.87 sym/s | Total: 8.9m | ETA: 3.0m
[2025-11-25T10:52:27.233330] [INFO ] [sig       ] [1538/2057] Forecasting RBC...
[2025-11-25T10:52:27.233376] [INFO ] [sig       ] Generating forecast for: RBC
[2025-11-25T10:52:27.233420] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RBC' from 'https://tdm.silogroup.org/data/derivative_storage/RBC.csv'.
[2025-11-25T10:52:27.247417] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'RBC'.
[2025-11-25T10:52:27.247907] [INFO ] [FORECASTER] Starting predict_future for RBC
[2025-11-25T10:52:27.248924] [DEBUG] [LOCAL     ] No optimal features file found for RBC: ./output/feature-sets/RBC.txt
[2025-11-25T10:52:27.249001] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:52:27.249057] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:52:27.249112] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:52:27.249211] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:52:27.320538] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:52:27.321564] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:52:27.321690] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:52:27.321741] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:52:27.425347] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:52:27.425554] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:52:27.425602] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:52:27.425687] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:52:27.429144] [DEBUG] [FORECASTER] RBC: Forecast T+1@11:T+2@11: UP (p=50.41%)
[2025-11-25T10:52:27.429442] [INFO ] [FORECASTER] Completed predict_future for RBC
[2025-11-25T10:52:27.429598] [INFO ] [sig       ] RBC: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:52:27.570691] [INFO ] [LOCAL     ] Saved forecast: RBC	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/RBC.txt
[2025-11-25T10:52:27.570841] [INFO ] [sig       ] [1538/2057] Completed RBC in 0.3s | 2.87 sym/s | Total: 8.9m | ETA: 3.0m
[2025-11-25T10:52:27.570895] [INFO ] [sig       ] [1539/2057] Forecasting RBLX...
[2025-11-25T10:52:27.570937] [INFO ] [sig       ] Generating forecast for: RBLX
[2025-11-25T10:52:27.570980] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RBLX' from 'https://tdm.silogroup.org/data/derivative_storage/RBLX.csv'.
[2025-11-25T10:52:27.582504] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'RBLX'.
[2025-11-25T10:52:27.582892] [INFO ] [FORECASTER] Starting predict_future for RBLX
[2025-11-25T10:52:27.583678] [DEBUG] [LOCAL     ] No optimal features file found for RBLX: ./output/feature-sets/RBLX.txt
[2025-11-25T10:52:27.583746] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:52:27.583791] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:52:27.583832] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:52:27.583900] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:52:27.650469] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:52:27.651102] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:52:27.651194] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:52:27.651242] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:52:27.753536] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:52:27.753757] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:52:27.753810] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:52:27.753846] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:52:27.757259] [DEBUG] [FORECASTER] RBLX: Forecast T+1@11:T+2@11: UP (p=84.33%)
[2025-11-25T10:52:27.757543] [INFO ] [FORECASTER] Completed predict_future for RBLX
[2025-11-25T10:52:27.757713] [INFO ] [sig       ] RBLX: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:52:27.898992] [INFO ] [LOCAL     ] Saved forecast: RBLX	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/RBLX.txt
[2025-11-25T10:52:27.899143] [INFO ] [sig       ] [1539/2057] Completed RBLX in 0.3s | 2.87 sym/s | Total: 8.9m | ETA: 3.0m
[2025-11-25T10:52:27.899197] [INFO ] [sig       ] [1540/2057] Forecasting RBOT...
[2025-11-25T10:52:27.899242] [INFO ] [sig       ] Generating forecast for: RBOT
[2025-11-25T10:52:27.899283] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RBOT' from 'https://tdm.silogroup.org/data/derivative_storage/RBOT.csv'.
[2025-11-25T10:52:27.911221] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'RBOT'.
[2025-11-25T10:52:27.911773] [INFO ] [FORECASTER] Starting predict_future for RBOT
[2025-11-25T10:52:27.912570] [DEBUG] [LOCAL     ] No optimal features file found for RBOT: ./output/feature-sets/RBOT.txt
[2025-11-25T10:52:27.912639] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:52:27.912725] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:52:27.912767] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:52:27.912837] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:52:27.980948] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:52:27.981840] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:52:27.981939] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:52:27.981986] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:52:28.083532] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:52:28.083775] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:52:28.083829] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:52:28.083864] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:52:28.087396] [DEBUG] [FORECASTER] RBOT: Forecast T+1@11:T+2@11: DOWN (p=9.58%)
[2025-11-25T10:52:28.087703] [INFO ] [FORECASTER] Completed predict_future for RBOT
[2025-11-25T10:52:28.087857] [INFO ] [sig       ] RBOT: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:52:28.231217] [INFO ] [LOCAL     ] Saved forecast: RBOT	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/RBOT.txt
[2025-11-25T10:52:28.231365] [INFO ] [sig       ] [1540/2057] Completed RBOT in 0.3s | 2.87 sym/s | Total: 8.9m | ETA: 3.0m
[2025-11-25T10:52:28.231418] [INFO ] [sig       ] [1541/2057] Forecasting RC...
[2025-11-25T10:52:28.231462] [INFO ] [sig       ] Generating forecast for: RC
[2025-11-25T10:52:28.231503] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RC' from 'https://tdm.silogroup.org/data/derivative_storage/RC.csv'.
[2025-11-25T10:52:28.244633] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'RC'.
[2025-11-25T10:52:28.245142] [INFO ] [FORECASTER] Starting predict_future for RC
[2025-11-25T10:52:28.246017] [DEBUG] [LOCAL     ] No optimal features file found for RC: ./output/feature-sets/RC.txt
[2025-11-25T10:52:28.246089] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:52:28.246135] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:52:28.246176] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:52:28.246243] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:52:28.313861] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:52:28.314774] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:52:28.314875] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:52:28.314923] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:52:28.417945] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:52:28.418139] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:52:28.418187] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:52:28.418230] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:52:28.421661] [DEBUG] [FORECASTER] RC: Forecast T+1@11:T+2@11: DOWN (p=3.99%)
[2025-11-25T10:52:28.421946] [INFO ] [FORECASTER] Completed predict_future for RC
[2025-11-25T10:52:28.422091] [INFO ] [sig       ] RC: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:52:28.564629] [INFO ] [LOCAL     ] Saved forecast: RC	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/RC.txt
[2025-11-25T10:52:28.564841] [INFO ] [sig       ] [1541/2057] Completed RC in 0.3s | 2.87 sym/s | Total: 8.9m | ETA: 3.0m
[2025-11-25T10:52:28.564897] [INFO ] [sig       ] [1542/2057] Forecasting RCI...
[2025-11-25T10:52:28.564939] [INFO ] [sig       ] Generating forecast for: RCI
[2025-11-25T10:52:28.564981] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RCI' from 'https://tdm.silogroup.org/data/derivative_storage/RCI.csv'.
[2025-11-25T10:52:28.577357] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'RCI'.
[2025-11-25T10:52:28.577777] [INFO ] [FORECASTER] Starting predict_future for RCI
[2025-11-25T10:52:28.578548] [DEBUG] [LOCAL     ] No optimal features file found for RCI: ./output/feature-sets/RCI.txt
[2025-11-25T10:52:28.578618] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:52:28.578683] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:52:28.578724] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:52:28.578794] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:52:28.644744] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:52:28.645443] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:52:28.645540] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:52:28.645586] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:52:28.749762] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:52:28.749924] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:52:28.749969] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:52:28.750002] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:52:28.753283] [DEBUG] [FORECASTER] RCI: Forecast T+1@11:T+2@11: DOWN (p=1.81%)
[2025-11-25T10:52:28.753584] [INFO ] [FORECASTER] Completed predict_future for RCI
[2025-11-25T10:52:28.753778] [INFO ] [sig       ] RCI: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:52:28.896061] [INFO ] [LOCAL     ] Saved forecast: RCI	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/RCI.txt
[2025-11-25T10:52:28.896218] [INFO ] [sig       ] [1542/2057] Completed RCI in 0.3s | 2.87 sym/s | Total: 9.0m | ETA: 3.0m
[2025-11-25T10:52:28.896271] [INFO ] [sig       ] [1543/2057] Forecasting RCL...
[2025-11-25T10:52:28.896315] [INFO ] [sig       ] Generating forecast for: RCL
[2025-11-25T10:52:28.896360] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RCL' from 'https://tdm.silogroup.org/data/derivative_storage/RCL.csv'.
[2025-11-25T10:52:28.907013] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'RCL'.
[2025-11-25T10:52:28.908622] [INFO ] [FORECASTER] Starting predict_future for RCL
[2025-11-25T10:52:28.909429] [DEBUG] [LOCAL     ] No optimal features file found for RCL: ./output/feature-sets/RCL.txt
[2025-11-25T10:52:28.909498] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:52:28.909544] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:52:28.909583] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:52:28.909677] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:52:28.975500] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:52:28.976339] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:52:28.976437] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:52:28.976485] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:52:29.076751] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:52:29.076952] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:52:29.076998] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:52:29.077055] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:52:29.080482] [DEBUG] [FORECASTER] RCL: Forecast T+1@11:T+2@11: UP (p=98.73%)
[2025-11-25T10:52:29.080792] [INFO ] [FORECASTER] Completed predict_future for RCL
[2025-11-25T10:52:29.080945] [INFO ] [sig       ] RCL: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:52:29.221743] [INFO ] [LOCAL     ] Saved forecast: RCL	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/RCL.txt
[2025-11-25T10:52:29.221892] [INFO ] [sig       ] [1543/2057] Completed RCL in 0.3s | 2.87 sym/s | Total: 9.0m | ETA: 3.0m
[2025-11-25T10:52:29.221955] [INFO ] [sig       ] [1544/2057] Forecasting RCS...
[2025-11-25T10:52:29.221999] [INFO ] [sig       ] Generating forecast for: RCS
[2025-11-25T10:52:29.222041] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RCS' from 'https://tdm.silogroup.org/data/derivative_storage/RCS.csv'.
[2025-11-25T10:52:29.234289] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'RCS'.
[2025-11-25T10:52:29.234677] [INFO ] [FORECASTER] Starting predict_future for RCS
[2025-11-25T10:52:29.235461] [DEBUG] [LOCAL     ] No optimal features file found for RCS: ./output/feature-sets/RCS.txt
[2025-11-25T10:52:29.235531] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:52:29.235576] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:52:29.235617] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:52:29.235717] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:52:29.302423] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:52:29.303274] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:52:29.303380] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:52:29.303427] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:52:29.398383] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:52:29.398577] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:52:29.398623] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:52:29.398680] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:52:29.402098] [DEBUG] [FORECASTER] RCS: Forecast T+1@11:T+2@11: UP (p=98.04%)
[2025-11-25T10:52:29.402396] [INFO ] [FORECASTER] Completed predict_future for RCS
[2025-11-25T10:52:29.402552] [INFO ] [sig       ] RCS: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:52:29.543865] [INFO ] [LOCAL     ] Saved forecast: RCS	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/RCS.txt
[2025-11-25T10:52:29.544020] [INFO ] [sig       ] [1544/2057] Completed RCS in 0.3s | 2.87 sym/s | Total: 9.0m | ETA: 3.0m
[2025-11-25T10:52:29.544072] [INFO ] [sig       ] [1545/2057] Forecasting RCUS...
[2025-11-25T10:52:29.544116] [INFO ] [sig       ] Generating forecast for: RCUS
[2025-11-25T10:52:29.544159] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RCUS' from 'https://tdm.silogroup.org/data/derivative_storage/RCUS.csv'.
[2025-11-25T10:52:29.555444] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'RCUS'.
[2025-11-25T10:52:29.555820] [INFO ] [FORECASTER] Starting predict_future for RCUS
[2025-11-25T10:52:29.556568] [DEBUG] [LOCAL     ] No optimal features file found for RCUS: ./output/feature-sets/RCUS.txt
[2025-11-25T10:52:29.556638] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:52:29.556709] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:52:29.556750] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:52:29.556820] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:52:29.623272] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:52:29.624181] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:52:29.624276] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:52:29.624323] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:52:29.732674] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:52:29.732860] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:52:29.732906] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:52:29.732941] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:52:29.736288] [DEBUG] [FORECASTER] RCUS: Forecast T+1@11:T+2@11: UP (p=75.45%)
[2025-11-25T10:52:29.736570] [INFO ] [FORECASTER] Completed predict_future for RCUS
[2025-11-25T10:52:29.736771] [INFO ] [sig       ] RCUS: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:52:29.878947] [INFO ] [LOCAL     ] Saved forecast: RCUS	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/RCUS.txt
[2025-11-25T10:52:29.879107] [INFO ] [sig       ] [1545/2057] Completed RCUS in 0.3s | 2.87 sym/s | Total: 9.0m | ETA: 3.0m
[2025-11-25T10:52:29.879160] [INFO ] [sig       ] [1546/2057] Forecasting RDN...
[2025-11-25T10:52:29.879204] [INFO ] [sig       ] Generating forecast for: RDN
[2025-11-25T10:52:29.879244] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RDN' from 'https://tdm.silogroup.org/data/derivative_storage/RDN.csv'.
[2025-11-25T10:52:29.892449] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'RDN'.
[2025-11-25T10:52:29.892872] [INFO ] [FORECASTER] Starting predict_future for RDN
[2025-11-25T10:52:29.893732] [DEBUG] [LOCAL     ] No optimal features file found for RDN: ./output/feature-sets/RDN.txt
[2025-11-25T10:52:29.893805] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:52:29.893852] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:52:29.893891] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:52:29.893958] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:52:29.961787] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:52:29.962637] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:52:29.962754] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:52:29.962824] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:52:30.064741] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:52:30.064935] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:52:30.064982] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:52:30.065017] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:52:30.068504] [DEBUG] [FORECASTER] RDN: Forecast T+1@11:T+2@11: DOWN (p=15.44%)
[2025-11-25T10:52:30.068978] [INFO ] [FORECASTER] Completed predict_future for RDN
[2025-11-25T10:52:30.069200] [INFO ] [sig       ] RDN: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:52:30.227280] [INFO ] [LOCAL     ] Saved forecast: RDN	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/RDN.txt
[2025-11-25T10:52:30.227443] [INFO ] [sig       ] [1546/2057] Completed RDN in 0.3s | 2.87 sym/s | Total: 9.0m | ETA: 3.0m
[2025-11-25T10:52:30.227497] [INFO ] [sig       ] [1547/2057] Forecasting RDW...
[2025-11-25T10:52:30.227540] [INFO ] [sig       ] Generating forecast for: RDW
[2025-11-25T10:52:30.227582] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RDW' from 'https://tdm.silogroup.org/data/derivative_storage/RDW.csv'.
[2025-11-25T10:52:30.239923] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'RDW'.
[2025-11-25T10:52:30.240266] [INFO ] [FORECASTER] Starting predict_future for RDW
[2025-11-25T10:52:30.241074] [DEBUG] [LOCAL     ] No optimal features file found for RDW: ./output/feature-sets/RDW.txt
[2025-11-25T10:52:30.241144] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:52:30.241189] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:52:30.241235] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:52:30.241318] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:52:30.307320] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:52:30.308017] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:52:30.308110] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:52:30.308155] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:52:30.417059] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:52:30.417227] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:52:30.417273] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:52:30.417350] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:52:30.420698] [DEBUG] [FORECASTER] RDW: Forecast T+1@11:T+2@11: DOWN (p=17.65%)
[2025-11-25T10:52:30.420979] [INFO ] [FORECASTER] Completed predict_future for RDW
[2025-11-25T10:52:30.421127] [INFO ] [sig       ] RDW: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:52:30.560409] [INFO ] [LOCAL     ] Saved forecast: RDW	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/RDW.txt
[2025-11-25T10:52:30.560562] [INFO ] [sig       ] [1547/2057] Completed RDW in 0.3s | 2.87 sym/s | Total: 9.0m | ETA: 3.0m
[2025-11-25T10:52:30.560615] [INFO ] [sig       ] [1548/2057] Forecasting RDY...
[2025-11-25T10:52:30.560679] [INFO ] [sig       ] Generating forecast for: RDY
[2025-11-25T10:52:30.560725] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RDY' from 'https://tdm.silogroup.org/data/derivative_storage/RDY.csv'.
[2025-11-25T10:52:30.573999] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'RDY'.
[2025-11-25T10:52:30.574473] [INFO ] [FORECASTER] Starting predict_future for RDY
[2025-11-25T10:52:30.575322] [DEBUG] [LOCAL     ] No optimal features file found for RDY: ./output/feature-sets/RDY.txt
[2025-11-25T10:52:30.575396] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:52:30.575444] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:52:30.575484] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:52:30.575554] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:52:30.654691] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:52:30.655844] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:52:30.655945] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:52:30.655992] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:52:30.784810] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:52:30.785045] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:52:30.785272] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:52:30.785382] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:52:30.788917] [DEBUG] [FORECASTER] RDY: Forecast T+1@11:T+2@11: UP (p=96.79%)
[2025-11-25T10:52:30.789238] [INFO ] [FORECASTER] Completed predict_future for RDY
[2025-11-25T10:52:30.789412] [INFO ] [sig       ] RDY: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:52:30.928161] [INFO ] [LOCAL     ] Saved forecast: RDY	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/RDY.txt
[2025-11-25T10:52:30.928326] [INFO ] [sig       ] [1548/2057] Completed RDY in 0.4s | 2.87 sym/s | Total: 9.0m | ETA: 3.0m
[2025-11-25T10:52:30.928381] [INFO ] [sig       ] [1549/2057] Forecasting RELX...
[2025-11-25T10:52:30.928425] [INFO ] [sig       ] Generating forecast for: RELX
[2025-11-25T10:52:30.928467] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RELX' from 'https://tdm.silogroup.org/data/derivative_storage/RELX.csv'.
[2025-11-25T10:52:30.940010] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'RELX'.
[2025-11-25T10:52:30.940374] [INFO ] [FORECASTER] Starting predict_future for RELX
[2025-11-25T10:52:30.941168] [DEBUG] [LOCAL     ] No optimal features file found for RELX: ./output/feature-sets/RELX.txt
[2025-11-25T10:52:30.941237] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:52:30.941282] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:52:30.941327] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:52:30.941396] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:52:31.006580] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:52:31.007478] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:52:31.007579] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:52:31.007673] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:52:31.124125] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:52:31.124317] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:52:31.124371] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:52:31.124406] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:52:31.127962] [DEBUG] [FORECASTER] RELX: Forecast T+1@11:T+2@11: UP (p=82.52%)
[2025-11-25T10:52:31.128244] [INFO ] [FORECASTER] Completed predict_future for RELX
[2025-11-25T10:52:31.128393] [INFO ] [sig       ] RELX: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:52:31.266665] [INFO ] [LOCAL     ] Saved forecast: RELX	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/RELX.txt
[2025-11-25T10:52:31.266818] [INFO ] [sig       ] [1549/2057] Completed RELX in 0.3s | 2.87 sym/s | Total: 9.0m | ETA: 2.9m
[2025-11-25T10:52:31.266872] [INFO ] [sig       ] [1550/2057] Forecasting RERE...
[2025-11-25T10:52:31.266916] [INFO ] [sig       ] Generating forecast for: RERE
[2025-11-25T10:52:31.266957] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RERE' from 'https://tdm.silogroup.org/data/derivative_storage/RERE.csv'.
[2025-11-25T10:52:31.279283] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'RERE'.
[2025-11-25T10:52:31.279766] [INFO ] [FORECASTER] Starting predict_future for RERE
[2025-11-25T10:52:31.280560] [DEBUG] [LOCAL     ] No optimal features file found for RERE: ./output/feature-sets/RERE.txt
[2025-11-25T10:52:31.280631] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:52:31.280703] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:52:31.280745] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:52:31.280813] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:52:31.346213] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:52:31.347058] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:52:31.347159] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:52:31.347207] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:52:31.472397] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:52:31.472592] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:52:31.472658] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:52:31.472719] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:52:31.476113] [DEBUG] [FORECASTER] RERE: Forecast T+1@11:T+2@11: DOWN (p=18.46%)
[2025-11-25T10:52:31.476555] [INFO ] [FORECASTER] Completed predict_future for RERE
[2025-11-25T10:52:31.476801] [INFO ] [sig       ] RERE: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:52:31.617859] [INFO ] [LOCAL     ] Saved forecast: RERE	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/RERE.txt
[2025-11-25T10:52:31.618042] [INFO ] [sig       ] [1550/2057] Completed RERE in 0.4s | 2.87 sym/s | Total: 9.0m | ETA: 2.9m
[2025-11-25T10:52:31.618096] [INFO ] [sig       ] [1551/2057] Forecasting RES...
[2025-11-25T10:52:31.618139] [INFO ] [sig       ] Generating forecast for: RES
[2025-11-25T10:52:31.618187] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RES' from 'https://tdm.silogroup.org/data/derivative_storage/RES.csv'.
[2025-11-25T10:52:31.629533] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'RES'.
[2025-11-25T10:52:31.629978] [INFO ] [FORECASTER] Starting predict_future for RES
[2025-11-25T10:52:31.630800] [DEBUG] [LOCAL     ] No optimal features file found for RES: ./output/feature-sets/RES.txt
[2025-11-25T10:52:31.630872] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:52:31.630922] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:52:31.630985] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:52:31.631060] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:52:31.699304] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:52:31.700214] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:52:31.700319] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:52:31.700368] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:52:31.821728] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:52:31.821931] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:52:31.821982] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:52:31.822017] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:52:31.826005] [DEBUG] [FORECASTER] RES: Forecast T+1@11:T+2@11: DOWN (p=1.18%)
[2025-11-25T10:52:31.826495] [INFO ] [FORECASTER] Completed predict_future for RES
[2025-11-25T10:52:31.826760] [INFO ] [sig       ] RES: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:52:31.973837] [INFO ] [LOCAL     ] Saved forecast: RES	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/RES.txt
[2025-11-25T10:52:31.974025] [INFO ] [sig       ] [1551/2057] Completed RES in 0.4s | 2.87 sym/s | Total: 9.0m | ETA: 2.9m
[2025-11-25T10:52:31.974083] [INFO ] [sig       ] [1552/2057] Forecasting REVG...
[2025-11-25T10:52:31.974130] [INFO ] [sig       ] Generating forecast for: REVG
[2025-11-25T10:52:31.974173] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'REVG' from 'https://tdm.silogroup.org/data/derivative_storage/REVG.csv'.
[2025-11-25T10:52:31.986015] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'REVG'.
[2025-11-25T10:52:31.986457] [INFO ] [FORECASTER] Starting predict_future for REVG
[2025-11-25T10:52:31.987307] [DEBUG] [LOCAL     ] No optimal features file found for REVG: ./output/feature-sets/REVG.txt
[2025-11-25T10:52:31.987383] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:52:31.987431] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:52:31.987473] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:52:31.987543] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:52:32.056141] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:52:32.057092] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:52:32.057199] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:52:32.057249] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:52:32.170944] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:52:32.171167] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:52:32.171227] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:52:32.171279] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:52:32.175182] [DEBUG] [FORECASTER] REVG: Forecast T+1@11:T+2@11: UP (p=94.51%)
[2025-11-25T10:52:32.175567] [INFO ] [FORECASTER] Completed predict_future for REVG
[2025-11-25T10:52:32.175797] [INFO ] [sig       ] REVG: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:52:32.322921] [INFO ] [LOCAL     ] Saved forecast: REVG	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/REVG.txt
[2025-11-25T10:52:32.323124] [INFO ] [sig       ] [1552/2057] Completed REVG in 0.3s | 2.87 sym/s | Total: 9.0m | ETA: 2.9m
[2025-11-25T10:52:32.323187] [INFO ] [sig       ] [1553/2057] Forecasting REX...
[2025-11-25T10:52:32.323235] [INFO ] [sig       ] Generating forecast for: REX
[2025-11-25T10:52:32.323279] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'REX' from 'https://tdm.silogroup.org/data/derivative_storage/REX.csv'.
[2025-11-25T10:52:32.334332] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'REX'.
[2025-11-25T10:52:32.334741] [INFO ] [FORECASTER] Starting predict_future for REX
[2025-11-25T10:52:32.335548] [DEBUG] [LOCAL     ] No optimal features file found for REX: ./output/feature-sets/REX.txt
[2025-11-25T10:52:32.335619] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:52:32.335696] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:52:32.335740] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:52:32.335808] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:52:32.400180] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:52:32.400868] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:52:32.400962] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:52:32.401010] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:52:32.517769] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:52:32.517925] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:52:32.517969] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:52:32.518003] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:52:32.521312] [DEBUG] [FORECASTER] REX: Forecast T+1@11:T+2@11: UP (p=54.51%)
[2025-11-25T10:52:32.521597] [INFO ] [FORECASTER] Completed predict_future for REX
[2025-11-25T10:52:32.521798] [INFO ] [sig       ] REX: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:52:32.662147] [INFO ] [LOCAL     ] Saved forecast: REX	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/REX.txt
[2025-11-25T10:52:32.662305] [INFO ] [sig       ] [1553/2057] Completed REX in 0.3s | 2.87 sym/s | Total: 9.0m | ETA: 2.9m
[2025-11-25T10:52:32.662360] [INFO ] [sig       ] [1554/2057] Forecasting REXR...
[2025-11-25T10:52:32.662403] [INFO ] [sig       ] Generating forecast for: REXR
[2025-11-25T10:52:32.662445] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'REXR' from 'https://tdm.silogroup.org/data/derivative_storage/REXR.csv'.
[2025-11-25T10:52:32.673900] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'REXR'.
[2025-11-25T10:52:32.674263] [INFO ] [FORECASTER] Starting predict_future for REXR
[2025-11-25T10:52:32.675068] [DEBUG] [LOCAL     ] No optimal features file found for REXR: ./output/feature-sets/REXR.txt
[2025-11-25T10:52:32.675137] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:52:32.675193] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:52:32.675234] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:52:32.675302] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:52:32.740752] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:52:32.741417] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:52:32.741513] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:52:32.741561] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:52:32.871033] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:52:32.871213] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:52:32.871260] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:52:32.871295] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:52:32.874699] [DEBUG] [FORECASTER] REXR: Forecast T+1@11:T+2@11: DOWN (p=27.87%)
[2025-11-25T10:52:32.875010] [INFO ] [FORECASTER] Completed predict_future for REXR
[2025-11-25T10:52:32.875181] [INFO ] [sig       ] REXR: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:52:33.015215] [INFO ] [LOCAL     ] Saved forecast: REXR	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/REXR.txt
[2025-11-25T10:52:33.015389] [INFO ] [sig       ] [1554/2057] Completed REXR in 0.4s | 2.87 sym/s | Total: 9.0m | ETA: 2.9m
[2025-11-25T10:52:33.015447] [INFO ] [sig       ] [1555/2057] Forecasting REZI...
[2025-11-25T10:52:33.015492] [INFO ] [sig       ] Generating forecast for: REZI
[2025-11-25T10:52:33.015554] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'REZI' from 'https://tdm.silogroup.org/data/derivative_storage/REZI.csv'.
[2025-11-25T10:52:33.027014] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'REZI'.
[2025-11-25T10:52:33.027438] [INFO ] [FORECASTER] Starting predict_future for REZI
[2025-11-25T10:52:33.028229] [DEBUG] [LOCAL     ] No optimal features file found for REZI: ./output/feature-sets/REZI.txt
[2025-11-25T10:52:33.028300] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:52:33.028346] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:52:33.028386] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:52:33.028453] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:52:33.094309] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:52:33.095006] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:52:33.095104] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:52:33.095151] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:52:33.193086] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:52:33.193259] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:52:33.193304] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:52:33.193339] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:52:33.196639] [DEBUG] [FORECASTER] REZI: Forecast T+1@11:T+2@11: UP (p=96.20%)
[2025-11-25T10:52:33.196945] [INFO ] [FORECASTER] Completed predict_future for REZI
[2025-11-25T10:52:33.197093] [INFO ] [sig       ] REZI: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:52:33.339442] [INFO ] [LOCAL     ] Saved forecast: REZI	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/REZI.txt
[2025-11-25T10:52:33.339596] [INFO ] [sig       ] [1555/2057] Completed REZI in 0.3s | 2.87 sym/s | Total: 9.0m | ETA: 2.9m
[2025-11-25T10:52:33.339672] [INFO ] [sig       ] [1556/2057] Forecasting RF...
[2025-11-25T10:52:33.339717] [INFO ] [sig       ] Generating forecast for: RF
[2025-11-25T10:52:33.339760] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RF' from 'https://tdm.silogroup.org/data/derivative_storage/RF.csv'.
[2025-11-25T10:52:33.350839] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'RF'.
[2025-11-25T10:52:33.351219] [INFO ] [FORECASTER] Starting predict_future for RF
[2025-11-25T10:52:33.352008] [DEBUG] [LOCAL     ] No optimal features file found for RF: ./output/feature-sets/RF.txt
[2025-11-25T10:52:33.352079] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:52:33.352125] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:52:33.352165] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:52:33.352234] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:52:33.417317] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:52:33.418076] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:52:33.418171] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:52:33.418219] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:52:33.524917] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:52:33.525113] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:52:33.525165] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:52:33.525200] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:52:33.528863] [DEBUG] [FORECASTER] RF: Forecast T+1@11:T+2@11: DOWN (p=46.84%)
[2025-11-25T10:52:33.529166] [INFO ] [FORECASTER] Completed predict_future for RF
[2025-11-25T10:52:33.529327] [INFO ] [sig       ] RF: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:52:33.671940] [INFO ] [LOCAL     ] Saved forecast: RF	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/RF.txt
[2025-11-25T10:52:33.672148] [INFO ] [sig       ] [1556/2057] Completed RF in 0.3s | 2.87 sym/s | Total: 9.0m | ETA: 2.9m
[2025-11-25T10:52:33.672207] [INFO ] [sig       ] [1557/2057] Forecasting RFI...
[2025-11-25T10:52:33.672252] [INFO ] [sig       ] Generating forecast for: RFI
[2025-11-25T10:52:33.672297] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RFI' from 'https://tdm.silogroup.org/data/derivative_storage/RFI.csv'.
[2025-11-25T10:52:33.684530] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'RFI'.
[2025-11-25T10:52:33.685017] [INFO ] [FORECASTER] Starting predict_future for RFI
[2025-11-25T10:52:33.685884] [DEBUG] [LOCAL     ] No optimal features file found for RFI: ./output/feature-sets/RFI.txt
[2025-11-25T10:52:33.685957] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:52:33.686005] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:52:33.686047] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:52:33.686118] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:52:33.754212] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:52:33.755121] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:52:33.755223] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:52:33.755273] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:52:33.857118] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:52:33.857306] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:52:33.857354] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:52:33.857391] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:52:33.860902] [DEBUG] [FORECASTER] RFI: Forecast T+1@11:T+2@11: DOWN (p=43.06%)
[2025-11-25T10:52:33.861201] [INFO ] [FORECASTER] Completed predict_future for RFI
[2025-11-25T10:52:33.861364] [INFO ] [sig       ] RFI: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:52:34.013340] [INFO ] [LOCAL     ] Saved forecast: RFI	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/RFI.txt
[2025-11-25T10:52:34.013514] [INFO ] [sig       ] [1557/2057] Completed RFI in 0.3s | 2.87 sym/s | Total: 9.0m | ETA: 2.9m
[2025-11-25T10:52:34.013569] [INFO ] [sig       ] [1558/2057] Forecasting RFL...
[2025-11-25T10:52:34.013613] [INFO ] [sig       ] Generating forecast for: RFL
[2025-11-25T10:52:34.013672] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RFL' from 'https://tdm.silogroup.org/data/derivative_storage/RFL.csv'.
[2025-11-25T10:52:34.025403] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'RFL'.
[2025-11-25T10:52:34.025783] [INFO ] [FORECASTER] Starting predict_future for RFL
[2025-11-25T10:52:34.026544] [DEBUG] [LOCAL     ] No optimal features file found for RFL: ./output/feature-sets/RFL.txt
[2025-11-25T10:52:34.026614] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:52:34.026680] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:52:34.026724] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:52:34.026792] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:52:34.097403] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:52:34.098301] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:52:34.098399] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:52:34.098446] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:52:34.195161] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:52:34.195339] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:52:34.195386] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:52:34.195421] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:52:34.198998] [DEBUG] [FORECASTER] RFL: Forecast T+1@11:T+2@11: DOWN (p=8.33%)
[2025-11-25T10:52:34.199305] [INFO ] [FORECASTER] Completed predict_future for RFL
[2025-11-25T10:52:34.199445] [INFO ] [sig       ] RFL: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:52:34.342446] [INFO ] [LOCAL     ] Saved forecast: RFL	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/RFL.txt
[2025-11-25T10:52:34.342664] [INFO ] [sig       ] [1558/2057] Completed RFL in 0.3s | 2.87 sym/s | Total: 9.0m | ETA: 2.9m
[2025-11-25T10:52:34.342722] [INFO ] [sig       ] [1559/2057] Forecasting RFM...
[2025-11-25T10:52:34.342768] [INFO ] [sig       ] Generating forecast for: RFM
[2025-11-25T10:52:34.342810] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RFM' from 'https://tdm.silogroup.org/data/derivative_storage/RFM.csv'.
[2025-11-25T10:52:34.354236] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'RFM'.
[2025-11-25T10:52:34.354733] [INFO ] [FORECASTER] Starting predict_future for RFM
[2025-11-25T10:52:34.355540] [DEBUG] [LOCAL     ] No optimal features file found for RFM: ./output/feature-sets/RFM.txt
[2025-11-25T10:52:34.355614] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:52:34.355685] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:52:34.355730] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:52:34.355799] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:52:34.423283] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:52:34.424186] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:52:34.424285] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:52:34.424334] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:52:34.513191] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:52:34.513419] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:52:34.513483] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:52:34.513530] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:52:34.517496] [DEBUG] [FORECASTER] RFM: Forecast T+1@11:T+2@11: DOWN (p=47.76%)
[2025-11-25T10:52:34.517950] [INFO ] [FORECASTER] Completed predict_future for RFM
[2025-11-25T10:52:34.518135] [INFO ] [sig       ] RFM: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:52:34.668171] [INFO ] [LOCAL     ] Saved forecast: RFM	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/RFM.txt
[2025-11-25T10:52:34.668336] [INFO ] [sig       ] [1559/2057] Completed RFM in 0.3s | 2.87 sym/s | Total: 9.0m | ETA: 2.9m
[2025-11-25T10:52:34.668391] [INFO ] [sig       ] [1560/2057] Forecasting RFMZ...
[2025-11-25T10:52:34.668436] [INFO ] [sig       ] Generating forecast for: RFMZ
[2025-11-25T10:52:34.668478] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RFMZ' from 'https://tdm.silogroup.org/data/derivative_storage/RFMZ.csv'.
[2025-11-25T10:52:34.679835] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'RFMZ'.
[2025-11-25T10:52:34.680196] [INFO ] [FORECASTER] Starting predict_future for RFMZ
[2025-11-25T10:52:34.680981] [DEBUG] [LOCAL     ] No optimal features file found for RFMZ: ./output/feature-sets/RFMZ.txt
[2025-11-25T10:52:34.681051] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:52:34.681097] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:52:34.681138] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:52:34.681207] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:52:34.748026] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:52:34.748924] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:52:34.749025] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:52:34.749076] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:52:34.850716] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:52:34.850918] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:52:34.850967] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:52:34.851003] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:52:34.854406] [DEBUG] [FORECASTER] RFMZ: Forecast T+1@11:T+2@11: UP (p=82.50%)
[2025-11-25T10:52:34.854718] [INFO ] [FORECASTER] Completed predict_future for RFMZ
[2025-11-25T10:52:34.854864] [INFO ] [sig       ] RFMZ: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:52:34.999577] [INFO ] [LOCAL     ] Saved forecast: RFMZ	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/RFMZ.txt
[2025-11-25T10:52:34.999745] [INFO ] [sig       ] [1560/2057] Completed RFMZ in 0.3s | 2.87 sym/s | Total: 9.1m | ETA: 2.9m
[2025-11-25T10:52:34.999805] [INFO ] [sig       ] [1561/2057] Forecasting RGA...
[2025-11-25T10:52:34.999851] [INFO ] [sig       ] Generating forecast for: RGA
[2025-11-25T10:52:34.999895] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RGA' from 'https://tdm.silogroup.org/data/derivative_storage/RGA.csv'.
[2025-11-25T10:52:35.011406] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'RGA'.
[2025-11-25T10:52:35.011818] [INFO ] [FORECASTER] Starting predict_future for RGA
[2025-11-25T10:52:35.012603] [DEBUG] [LOCAL     ] No optimal features file found for RGA: ./output/feature-sets/RGA.txt
[2025-11-25T10:52:35.012694] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:52:35.012743] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:52:35.012786] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:52:35.012858] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:52:35.080052] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:52:35.080724] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:52:35.080868] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:52:35.080920] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:52:35.181220] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:52:35.181389] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:52:35.181435] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:52:35.181478] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:52:35.184935] [DEBUG] [FORECASTER] RGA: Forecast T+1@11:T+2@11: DOWN (p=14.42%)
[2025-11-25T10:52:35.185228] [INFO ] [FORECASTER] Completed predict_future for RGA
[2025-11-25T10:52:35.185362] [INFO ] [sig       ] RGA: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:52:35.327004] [INFO ] [LOCAL     ] Saved forecast: RGA	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/RGA.txt
[2025-11-25T10:52:35.327175] [INFO ] [sig       ] [1561/2057] Completed RGA in 0.3s | 2.87 sym/s | Total: 9.1m | ETA: 2.9m
[2025-11-25T10:52:35.327230] [INFO ] [sig       ] [1562/2057] Forecasting RGR...
[2025-11-25T10:52:35.327266] [INFO ] [sig       ] Generating forecast for: RGR
[2025-11-25T10:52:35.327303] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RGR' from 'https://tdm.silogroup.org/data/derivative_storage/RGR.csv'.
[2025-11-25T10:52:35.338263] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'RGR'.
[2025-11-25T10:52:35.338625] [INFO ] [FORECASTER] Starting predict_future for RGR
[2025-11-25T10:52:35.339411] [DEBUG] [LOCAL     ] No optimal features file found for RGR: ./output/feature-sets/RGR.txt
[2025-11-25T10:52:35.339480] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:52:35.339527] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:52:35.339567] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:52:35.339635] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:52:35.406578] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:52:35.407285] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:52:35.407385] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:52:35.407435] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:52:35.510815] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:52:35.510967] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:52:35.511020] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:52:35.511058] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:52:35.514469] [DEBUG] [FORECASTER] RGR: Forecast T+1@11:T+2@11: DOWN (p=36.30%)
[2025-11-25T10:52:35.514780] [INFO ] [FORECASTER] Completed predict_future for RGR
[2025-11-25T10:52:35.514922] [INFO ] [sig       ] RGR: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:52:35.660071] [INFO ] [LOCAL     ] Saved forecast: RGR	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/RGR.txt
[2025-11-25T10:52:35.660215] [INFO ] [sig       ] [1562/2057] Completed RGR in 0.3s | 2.87 sym/s | Total: 9.1m | ETA: 2.9m
[2025-11-25T10:52:35.660269] [INFO ] [sig       ] [1563/2057] Forecasting RGT...
[2025-11-25T10:52:35.660312] [INFO ] [sig       ] Generating forecast for: RGT
[2025-11-25T10:52:35.660354] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RGT' from 'https://tdm.silogroup.org/data/derivative_storage/RGT.csv'.
[2025-11-25T10:52:35.670714] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'RGT'.
[2025-11-25T10:52:35.670981] [INFO ] [FORECASTER] Starting predict_future for RGT
[2025-11-25T10:52:35.671752] [DEBUG] [LOCAL     ] No optimal features file found for RGT: ./output/feature-sets/RGT.txt
[2025-11-25T10:52:35.671819] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:52:35.671864] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:52:35.671903] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:52:35.671969] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:52:35.738822] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:52:35.739564] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:52:35.739678] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:52:35.739728] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:52:35.828501] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:52:35.828696] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:52:35.828748] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:52:35.828782] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:52:35.832115] [DEBUG] [FORECASTER] RGT: Forecast T+1@11:T+2@11: UP (p=76.68%)
[2025-11-25T10:52:35.832397] [INFO ] [FORECASTER] Completed predict_future for RGT
[2025-11-25T10:52:35.832531] [INFO ] [sig       ] RGT: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:52:35.971141] [INFO ] [LOCAL     ] Saved forecast: RGT	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/RGT.txt
[2025-11-25T10:52:35.971280] [INFO ] [sig       ] [1563/2057] Completed RGT in 0.3s | 2.87 sym/s | Total: 9.1m | ETA: 2.9m
[2025-11-25T10:52:35.971331] [INFO ] [sig       ] [1564/2057] Forecasting RH...
[2025-11-25T10:52:35.971374] [INFO ] [sig       ] Generating forecast for: RH
[2025-11-25T10:52:35.971415] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RH' from 'https://tdm.silogroup.org/data/derivative_storage/RH.csv'.
[2025-11-25T10:52:35.982807] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'RH'.
[2025-11-25T10:52:35.983160] [INFO ] [FORECASTER] Starting predict_future for RH
[2025-11-25T10:52:35.983948] [DEBUG] [LOCAL     ] No optimal features file found for RH: ./output/feature-sets/RH.txt
[2025-11-25T10:52:35.984017] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:52:35.984080] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:52:35.984123] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:52:35.984194] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:52:36.049275] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:52:36.049919] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:52:36.050013] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:52:36.050060] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:52:36.152532] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:52:36.152683] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:52:36.152731] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:52:36.152766] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:52:36.155926] [DEBUG] [FORECASTER] RH: Forecast T+1@11:T+2@11: UP (p=73.42%)
[2025-11-25T10:52:36.156204] [INFO ] [FORECASTER] Completed predict_future for RH
[2025-11-25T10:52:36.156336] [INFO ] [sig       ] RH: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:52:36.295888] [INFO ] [LOCAL     ] Saved forecast: RH	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/RH.txt
[2025-11-25T10:52:36.296079] [INFO ] [sig       ] [1564/2057] Completed RH in 0.3s | 2.87 sym/s | Total: 9.1m | ETA: 2.9m
[2025-11-25T10:52:36.296135] [INFO ] [sig       ] [1565/2057] Forecasting RHI...
[2025-11-25T10:52:36.296181] [INFO ] [sig       ] Generating forecast for: RHI
[2025-11-25T10:52:36.296221] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RHI' from 'https://tdm.silogroup.org/data/derivative_storage/RHI.csv'.
[2025-11-25T10:52:36.307269] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'RHI'.
[2025-11-25T10:52:36.307658] [INFO ] [FORECASTER] Starting predict_future for RHI
[2025-11-25T10:52:36.308413] [DEBUG] [LOCAL     ] No optimal features file found for RHI: ./output/feature-sets/RHI.txt
[2025-11-25T10:52:36.308492] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:52:36.308538] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:52:36.308579] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:52:36.308665] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:52:36.378145] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:52:36.379183] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:52:36.379287] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:52:36.379337] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:52:36.495358] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:52:36.495563] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:52:36.495613] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:52:36.495669] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:52:36.499508] [DEBUG] [FORECASTER] RHI: Forecast T+1@11:T+2@11: DOWN (p=13.08%)
[2025-11-25T10:52:36.499844] [INFO ] [FORECASTER] Completed predict_future for RHI
[2025-11-25T10:52:36.500023] [INFO ] [sig       ] RHI: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:52:36.640007] [INFO ] [LOCAL     ] Saved forecast: RHI	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/RHI.txt
[2025-11-25T10:52:36.640177] [INFO ] [sig       ] [1565/2057] Completed RHI in 0.3s | 2.87 sym/s | Total: 9.1m | ETA: 2.9m
[2025-11-25T10:52:36.640232] [INFO ] [sig       ] [1566/2057] Forecasting RHP...
[2025-11-25T10:52:36.640277] [INFO ] [sig       ] Generating forecast for: RHP
[2025-11-25T10:52:36.640317] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RHP' from 'https://tdm.silogroup.org/data/derivative_storage/RHP.csv'.
[2025-11-25T10:52:36.651836] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'RHP'.
[2025-11-25T10:52:36.652213] [INFO ] [FORECASTER] Starting predict_future for RHP
[2025-11-25T10:52:36.653014] [DEBUG] [LOCAL     ] No optimal features file found for RHP: ./output/feature-sets/RHP.txt
[2025-11-25T10:52:36.653082] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:52:36.653128] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:52:36.653167] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:52:36.653234] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:52:36.718326] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:52:36.718990] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:52:36.719084] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:52:36.719131] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:52:36.825949] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:52:36.826127] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:52:36.826182] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:52:36.826219] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:52:36.829614] [DEBUG] [FORECASTER] RHP: Forecast T+1@11:T+2@11: DOWN (p=38.86%)
[2025-11-25T10:52:36.829942] [INFO ] [FORECASTER] Completed predict_future for RHP
[2025-11-25T10:52:36.830107] [INFO ] [sig       ] RHP: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:52:36.975530] [INFO ] [LOCAL     ] Saved forecast: RHP	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/RHP.txt
[2025-11-25T10:52:36.975723] [INFO ] [sig       ] [1566/2057] Completed RHP in 0.3s | 2.87 sym/s | Total: 9.1m | ETA: 2.8m
[2025-11-25T10:52:36.975780] [INFO ] [sig       ] [1567/2057] Forecasting RIG...
[2025-11-25T10:52:36.975824] [INFO ] [sig       ] Generating forecast for: RIG
[2025-11-25T10:52:36.975873] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RIG' from 'https://tdm.silogroup.org/data/derivative_storage/RIG.csv'.
[2025-11-25T10:52:36.987513] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'RIG'.
[2025-11-25T10:52:36.987897] [INFO ] [FORECASTER] Starting predict_future for RIG
[2025-11-25T10:52:36.988689] [DEBUG] [LOCAL     ] No optimal features file found for RIG: ./output/feature-sets/RIG.txt
[2025-11-25T10:52:36.988757] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:52:36.988801] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:52:36.988841] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:52:36.988910] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:52:37.054311] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:52:37.055177] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:52:37.055272] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:52:37.055318] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:52:37.162381] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:52:37.162555] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:52:37.162601] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:52:37.162635] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:52:37.166031] [DEBUG] [FORECASTER] RIG: Forecast T+1@11:T+2@11: DOWN (p=14.28%)
[2025-11-25T10:52:37.166558] [INFO ] [FORECASTER] Completed predict_future for RIG
[2025-11-25T10:52:37.166798] [INFO ] [sig       ] RIG: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:52:37.307015] [INFO ] [LOCAL     ] Saved forecast: RIG	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/RIG.txt
[2025-11-25T10:52:37.307199] [INFO ] [sig       ] [1567/2057] Completed RIG in 0.3s | 2.87 sym/s | Total: 9.1m | ETA: 2.8m
[2025-11-25T10:52:37.307255] [INFO ] [sig       ] [1568/2057] Forecasting RIO...
[2025-11-25T10:52:37.307317] [INFO ] [sig       ] Generating forecast for: RIO
[2025-11-25T10:52:37.307363] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RIO' from 'https://tdm.silogroup.org/data/derivative_storage/RIO.csv'.
[2025-11-25T10:52:37.319257] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'RIO'.
[2025-11-25T10:52:37.319687] [INFO ] [FORECASTER] Starting predict_future for RIO
[2025-11-25T10:52:37.320491] [DEBUG] [LOCAL     ] No optimal features file found for RIO: ./output/feature-sets/RIO.txt
[2025-11-25T10:52:37.320562] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:52:37.320617] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:52:37.320688] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:52:37.320762] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:52:37.386124] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:52:37.386788] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:52:37.386882] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:52:37.386929] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:52:37.491063] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:52:37.491241] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:52:37.491294] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:52:37.491329] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:52:37.494778] [DEBUG] [FORECASTER] RIO: Forecast T+1@11:T+2@11: DOWN (p=32.99%)
[2025-11-25T10:52:37.495094] [INFO ] [FORECASTER] Completed predict_future for RIO
[2025-11-25T10:52:37.495258] [INFO ] [sig       ] RIO: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:52:37.634164] [INFO ] [LOCAL     ] Saved forecast: RIO	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/RIO.txt
[2025-11-25T10:52:37.634312] [INFO ] [sig       ] [1568/2057] Completed RIO in 0.3s | 2.87 sym/s | Total: 9.1m | ETA: 2.8m
[2025-11-25T10:52:37.634369] [INFO ] [sig       ] [1569/2057] Forecasting RITM...
[2025-11-25T10:52:37.634415] [INFO ] [sig       ] Generating forecast for: RITM
[2025-11-25T10:52:37.634460] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RITM' from 'https://tdm.silogroup.org/data/derivative_storage/RITM.csv'.
[2025-11-25T10:52:37.645991] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'RITM'.
[2025-11-25T10:52:37.646353] [INFO ] [FORECASTER] Starting predict_future for RITM
[2025-11-25T10:52:37.647170] [DEBUG] [LOCAL     ] No optimal features file found for RITM: ./output/feature-sets/RITM.txt
[2025-11-25T10:52:37.647239] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:52:37.647284] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:52:37.647325] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:52:37.647393] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:52:37.713854] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:52:37.714535] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:52:37.714631] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:52:37.714700] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:52:37.820059] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:52:37.820239] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:52:37.820285] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:52:37.820318] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:52:37.823695] [DEBUG] [FORECASTER] RITM: Forecast T+1@11:T+2@11: DOWN (p=8.57%)
[2025-11-25T10:52:37.823981] [INFO ] [FORECASTER] Completed predict_future for RITM
[2025-11-25T10:52:37.824120] [INFO ] [sig       ] RITM: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:52:37.964523] [INFO ] [LOCAL     ] Saved forecast: RITM	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/RITM.txt
[2025-11-25T10:52:37.964686] [INFO ] [sig       ] [1569/2057] Completed RITM in 0.3s | 2.87 sym/s | Total: 9.1m | ETA: 2.8m
[2025-11-25T10:52:37.964741] [INFO ] [sig       ] [1570/2057] Forecasting RIV...
[2025-11-25T10:52:37.964788] [INFO ] [sig       ] Generating forecast for: RIV
[2025-11-25T10:52:37.964830] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RIV' from 'https://tdm.silogroup.org/data/derivative_storage/RIV.csv'.
[2025-11-25T10:52:37.976966] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'RIV'.
[2025-11-25T10:52:37.977505] [INFO ] [FORECASTER] Starting predict_future for RIV
[2025-11-25T10:52:37.978341] [DEBUG] [LOCAL     ] No optimal features file found for RIV: ./output/feature-sets/RIV.txt
[2025-11-25T10:52:37.978412] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:52:37.978459] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:52:37.978500] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:52:37.978568] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:52:38.044086] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:52:38.044892] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:52:38.044989] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:52:38.045038] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:52:38.145192] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:52:38.145338] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:52:38.145380] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:52:38.145414] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:52:38.148713] [DEBUG] [FORECASTER] RIV: Forecast T+1@11:T+2@11: UP (p=65.21%)
[2025-11-25T10:52:38.148997] [INFO ] [FORECASTER] Completed predict_future for RIV
[2025-11-25T10:52:38.149149] [INFO ] [sig       ] RIV: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:52:38.290126] [INFO ] [LOCAL     ] Saved forecast: RIV	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/RIV.txt
[2025-11-25T10:52:38.290307] [INFO ] [sig       ] [1570/2057] Completed RIV in 0.3s | 2.87 sym/s | Total: 9.1m | ETA: 2.8m
[2025-11-25T10:52:38.290365] [INFO ] [sig       ] [1571/2057] Forecasting RJF...
[2025-11-25T10:52:38.290410] [INFO ] [sig       ] Generating forecast for: RJF
[2025-11-25T10:52:38.290453] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RJF' from 'https://tdm.silogroup.org/data/derivative_storage/RJF.csv'.
[2025-11-25T10:52:38.302540] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'RJF'.
[2025-11-25T10:52:38.302932] [INFO ] [FORECASTER] Starting predict_future for RJF
[2025-11-25T10:52:38.303730] [DEBUG] [LOCAL     ] No optimal features file found for RJF: ./output/feature-sets/RJF.txt
[2025-11-25T10:52:38.303801] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:52:38.303848] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:52:38.303891] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:52:38.303961] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:52:38.372738] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:52:38.373577] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:52:38.373695] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:52:38.373747] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:52:38.489417] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:52:38.489599] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:52:38.489666] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:52:38.489759] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:52:38.493171] [DEBUG] [FORECASTER] RJF: Forecast T+1@11:T+2@11: UP (p=65.98%)
[2025-11-25T10:52:38.493462] [INFO ] [FORECASTER] Completed predict_future for RJF
[2025-11-25T10:52:38.493618] [INFO ] [sig       ] RJF: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:52:38.633713] [INFO ] [LOCAL     ] Saved forecast: RJF	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/RJF.txt
[2025-11-25T10:52:38.633869] [INFO ] [sig       ] [1571/2057] Completed RJF in 0.3s | 2.87 sym/s | Total: 9.1m | ETA: 2.8m
[2025-11-25T10:52:38.633924] [INFO ] [sig       ] [1572/2057] Forecasting RKT...
[2025-11-25T10:52:38.633967] [INFO ] [sig       ] Generating forecast for: RKT
[2025-11-25T10:52:38.634011] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RKT' from 'https://tdm.silogroup.org/data/derivative_storage/RKT.csv'.
[2025-11-25T10:52:38.648177] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'RKT'.
[2025-11-25T10:52:38.648605] [INFO ] [FORECASTER] Starting predict_future for RKT
[2025-11-25T10:52:38.649411] [DEBUG] [LOCAL     ] No optimal features file found for RKT: ./output/feature-sets/RKT.txt
[2025-11-25T10:52:38.649483] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:52:38.649531] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:52:38.649572] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:52:38.649661] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:52:38.715095] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:52:38.715783] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:52:38.715877] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:52:38.715923] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:52:38.815935] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:52:38.816100] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:52:38.816144] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:52:38.816177] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:52:38.819564] [DEBUG] [FORECASTER] RKT: Forecast T+1@11:T+2@11: DOWN (p=40.65%)
[2025-11-25T10:52:38.819865] [INFO ] [FORECASTER] Completed predict_future for RKT
[2025-11-25T10:52:38.820014] [INFO ] [sig       ] RKT: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:52:38.959200] [INFO ] [LOCAL     ] Saved forecast: RKT	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/RKT.txt
[2025-11-25T10:52:38.959353] [INFO ] [sig       ] [1572/2057] Completed RKT in 0.3s | 2.87 sym/s | Total: 9.1m | ETA: 2.8m
[2025-11-25T10:52:38.959406] [INFO ] [sig       ] [1573/2057] Forecasting RL...
[2025-11-25T10:52:38.959449] [INFO ] [sig       ] Generating forecast for: RL
[2025-11-25T10:52:38.959489] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RL' from 'https://tdm.silogroup.org/data/derivative_storage/RL.csv'.
[2025-11-25T10:52:38.970522] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'RL'.
[2025-11-25T10:52:38.970919] [INFO ] [FORECASTER] Starting predict_future for RL
[2025-11-25T10:52:38.971780] [DEBUG] [LOCAL     ] No optimal features file found for RL: ./output/feature-sets/RL.txt
[2025-11-25T10:52:38.971849] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:52:38.971894] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:52:38.971934] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:52:38.972000] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:52:39.037803] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:52:39.038499] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:52:39.038600] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:52:39.038696] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:52:39.121715] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:52:39.121892] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:52:39.121937] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:52:39.121971] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:52:39.125354] [DEBUG] [FORECASTER] RL: Forecast T+1@11:T+2@11: UP (p=51.18%)
[2025-11-25T10:52:39.125700] [INFO ] [FORECASTER] Completed predict_future for RL
[2025-11-25T10:52:39.125844] [INFO ] [sig       ] RL: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:52:39.264614] [INFO ] [LOCAL     ] Saved forecast: RL	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/RL.txt
[2025-11-25T10:52:39.264789] [INFO ] [sig       ] [1573/2057] Completed RL in 0.3s | 2.87 sym/s | Total: 9.1m | ETA: 2.8m
[2025-11-25T10:52:39.264843] [INFO ] [sig       ] [1574/2057] Forecasting RLI...
[2025-11-25T10:52:39.264886] [INFO ] [sig       ] Generating forecast for: RLI
[2025-11-25T10:52:39.264926] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RLI' from 'https://tdm.silogroup.org/data/derivative_storage/RLI.csv'.
[2025-11-25T10:52:39.275861] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'RLI'.
[2025-11-25T10:52:39.276226] [INFO ] [FORECASTER] Starting predict_future for RLI
[2025-11-25T10:52:39.277066] [DEBUG] [LOCAL     ] No optimal features file found for RLI: ./output/feature-sets/RLI.txt
[2025-11-25T10:52:39.277134] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:52:39.277179] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:52:39.277219] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:52:39.277285] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:52:39.344560] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:52:39.345272] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:52:39.345376] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:52:39.345426] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:52:39.418880] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:52:39.419059] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:52:39.419106] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:52:39.419141] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:52:39.422553] [DEBUG] [FORECASTER] RLI: Forecast T+1@11:T+2@11: UP (p=84.61%)
[2025-11-25T10:52:39.422867] [INFO ] [FORECASTER] Completed predict_future for RLI
[2025-11-25T10:52:39.423007] [INFO ] [sig       ] RLI: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:52:39.562266] [INFO ] [LOCAL     ] Saved forecast: RLI	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/RLI.txt
[2025-11-25T10:52:39.562415] [INFO ] [sig       ] [1574/2057] Completed RLI in 0.3s | 2.87 sym/s | Total: 9.1m | ETA: 2.8m
[2025-11-25T10:52:39.562469] [INFO ] [sig       ] [1575/2057] Forecasting RLJ...
[2025-11-25T10:52:39.562514] [INFO ] [sig       ] Generating forecast for: RLJ
[2025-11-25T10:52:39.562565] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RLJ' from 'https://tdm.silogroup.org/data/derivative_storage/RLJ.csv'.
[2025-11-25T10:52:39.573307] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'RLJ'.
[2025-11-25T10:52:39.573677] [INFO ] [FORECASTER] Starting predict_future for RLJ
[2025-11-25T10:52:39.574441] [DEBUG] [LOCAL     ] No optimal features file found for RLJ: ./output/feature-sets/RLJ.txt
[2025-11-25T10:52:39.574510] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:52:39.574555] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:52:39.574595] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:52:39.574718] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:52:39.639337] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:52:39.639991] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:52:39.640084] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:52:39.640130] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:52:39.723276] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:52:39.723428] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:52:39.723471] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:52:39.723506] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:52:39.726743] [DEBUG] [FORECASTER] RLJ: Forecast T+1@11:T+2@11: DOWN (p=6.68%)
[2025-11-25T10:52:39.727037] [INFO ] [FORECASTER] Completed predict_future for RLJ
[2025-11-25T10:52:39.727178] [INFO ] [sig       ] RLJ: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:52:39.866696] [INFO ] [LOCAL     ] Saved forecast: RLJ	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/RLJ.txt
[2025-11-25T10:52:39.866840] [INFO ] [sig       ] [1575/2057] Completed RLJ in 0.3s | 2.87 sym/s | Total: 9.1m | ETA: 2.8m
[2025-11-25T10:52:39.866893] [INFO ] [sig       ] [1576/2057] Forecasting RLTY...
[2025-11-25T10:52:39.866937] [INFO ] [sig       ] Generating forecast for: RLTY
[2025-11-25T10:52:39.866977] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RLTY' from 'https://tdm.silogroup.org/data/derivative_storage/RLTY.csv'.
[2025-11-25T10:52:39.879186] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'RLTY'.
[2025-11-25T10:52:39.879581] [INFO ] [FORECASTER] Starting predict_future for RLTY
[2025-11-25T10:52:39.880381] [DEBUG] [LOCAL     ] No optimal features file found for RLTY: ./output/feature-sets/RLTY.txt
[2025-11-25T10:52:39.880451] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:52:39.880502] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:52:39.880551] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:52:39.880635] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:52:39.945700] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:52:39.946318] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:52:39.946410] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:52:39.946455] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:52:40.017518] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:52:40.017720] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:52:40.017774] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:52:40.017811] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:52:40.021187] [DEBUG] [FORECASTER] RLTY: Forecast T+1@11:T+2@11: DOWN (p=6.57%)
[2025-11-25T10:52:40.021468] [INFO ] [FORECASTER] Completed predict_future for RLTY
[2025-11-25T10:52:40.021595] [INFO ] [sig       ] RLTY: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:52:40.161117] [INFO ] [LOCAL     ] Saved forecast: RLTY	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/RLTY.txt
[2025-11-25T10:52:40.161276] [INFO ] [sig       ] [1576/2057] Completed RLTY in 0.3s | 2.87 sym/s | Total: 9.1m | ETA: 2.8m
[2025-11-25T10:52:40.161339] [INFO ] [sig       ] [1577/2057] Forecasting RLX...
[2025-11-25T10:52:40.161393] [INFO ] [sig       ] Generating forecast for: RLX
[2025-11-25T10:52:40.161438] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RLX' from 'https://tdm.silogroup.org/data/derivative_storage/RLX.csv'.
[2025-11-25T10:52:40.172900] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'RLX'.
[2025-11-25T10:52:40.173272] [INFO ] [FORECASTER] Starting predict_future for RLX
[2025-11-25T10:52:40.174128] [DEBUG] [LOCAL     ] No optimal features file found for RLX: ./output/feature-sets/RLX.txt
[2025-11-25T10:52:40.174219] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:52:40.174267] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:52:40.174308] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:52:40.174375] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:52:40.241976] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:52:40.242670] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:52:40.242766] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:52:40.242816] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:52:40.331912] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:52:40.332113] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:52:40.332162] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:52:40.332199] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:52:40.335736] [DEBUG] [FORECASTER] RLX: Forecast T+1@11:T+2@11: DOWN (p=10.18%)
[2025-11-25T10:52:40.336025] [INFO ] [FORECASTER] Completed predict_future for RLX
[2025-11-25T10:52:40.336169] [INFO ] [sig       ] RLX: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:52:40.477435] [INFO ] [LOCAL     ] Saved forecast: RLX	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/RLX.txt
[2025-11-25T10:52:40.477582] [INFO ] [sig       ] [1577/2057] Completed RLX in 0.3s | 2.87 sym/s | Total: 9.1m | ETA: 2.8m
[2025-11-25T10:52:40.477635] [INFO ] [sig       ] [1578/2057] Forecasting RM...
[2025-11-25T10:52:40.477697] [INFO ] [sig       ] Generating forecast for: RM
[2025-11-25T10:52:40.477739] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RM' from 'https://tdm.silogroup.org/data/derivative_storage/RM.csv'.
[2025-11-25T10:52:40.488586] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'RM'.
[2025-11-25T10:52:40.489040] [INFO ] [FORECASTER] Starting predict_future for RM
[2025-11-25T10:52:40.489824] [DEBUG] [LOCAL     ] No optimal features file found for RM: ./output/feature-sets/RM.txt
[2025-11-25T10:52:40.489892] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:52:40.489936] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:52:40.489979] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:52:40.490046] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:52:40.554944] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:52:40.555607] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:52:40.555723] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:52:40.555776] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:52:40.648722] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:52:40.648884] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:52:40.648933] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:52:40.648968] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:52:40.652343] [DEBUG] [FORECASTER] RM: Forecast T+1@11:T+2@11: DOWN (p=19.15%)
[2025-11-25T10:52:40.652630] [INFO ] [FORECASTER] Completed predict_future for RM
[2025-11-25T10:52:40.652800] [INFO ] [sig       ] RM: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:52:40.794512] [INFO ] [LOCAL     ] Saved forecast: RM	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/RM.txt
[2025-11-25T10:52:40.794680] [INFO ] [sig       ] [1578/2057] Completed RM in 0.3s | 2.87 sym/s | Total: 9.2m | ETA: 2.8m
[2025-11-25T10:52:40.794736] [INFO ] [sig       ] [1579/2057] Forecasting RMAX...
[2025-11-25T10:52:40.794781] [INFO ] [sig       ] Generating forecast for: RMAX
[2025-11-25T10:52:40.794822] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RMAX' from 'https://tdm.silogroup.org/data/derivative_storage/RMAX.csv'.
[2025-11-25T10:52:40.806233] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'RMAX'.
[2025-11-25T10:52:40.806606] [INFO ] [FORECASTER] Starting predict_future for RMAX
[2025-11-25T10:52:40.807478] [DEBUG] [LOCAL     ] No optimal features file found for RMAX: ./output/feature-sets/RMAX.txt
[2025-11-25T10:52:40.807547] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:52:40.807592] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:52:40.807633] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:52:40.807719] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:52:40.874634] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:52:40.875303] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:52:40.875399] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:52:40.875448] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:52:40.966778] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:52:40.966954] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:52:40.967000] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:52:40.967052] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:52:40.970380] [DEBUG] [FORECASTER] RMAX: Forecast T+1@11:T+2@11: UP (p=64.31%)
[2025-11-25T10:52:40.970679] [INFO ] [FORECASTER] Completed predict_future for RMAX
[2025-11-25T10:52:40.970820] [INFO ] [sig       ] RMAX: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:52:41.109861] [INFO ] [LOCAL     ] Saved forecast: RMAX	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/RMAX.txt
[2025-11-25T10:52:41.110001] [INFO ] [sig       ] [1579/2057] Completed RMAX in 0.3s | 2.87 sym/s | Total: 9.2m | ETA: 2.8m
[2025-11-25T10:52:41.110056] [INFO ] [sig       ] [1580/2057] Forecasting RMD...
[2025-11-25T10:52:41.110099] [INFO ] [sig       ] Generating forecast for: RMD
[2025-11-25T10:52:41.110139] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RMD' from 'https://tdm.silogroup.org/data/derivative_storage/RMD.csv'.
[2025-11-25T10:52:41.122038] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'RMD'.
[2025-11-25T10:52:41.122427] [INFO ] [FORECASTER] Starting predict_future for RMD
[2025-11-25T10:52:41.123230] [DEBUG] [LOCAL     ] No optimal features file found for RMD: ./output/feature-sets/RMD.txt
[2025-11-25T10:52:41.123299] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:52:41.123344] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:52:41.123384] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:52:41.123451] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:52:41.188548] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:52:41.189189] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:52:41.189284] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:52:41.189331] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:52:41.286808] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:52:41.286957] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:52:41.287001] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:52:41.287065] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:52:41.290228] [DEBUG] [FORECASTER] RMD: Forecast T+1@11:T+2@11: DOWN (p=35.44%)
[2025-11-25T10:52:41.290506] [INFO ] [FORECASTER] Completed predict_future for RMD
[2025-11-25T10:52:41.290661] [INFO ] [sig       ] RMD: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:52:41.429192] [INFO ] [LOCAL     ] Saved forecast: RMD	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/RMD.txt
[2025-11-25T10:52:41.429348] [INFO ] [sig       ] [1580/2057] Completed RMD in 0.3s | 2.87 sym/s | Total: 9.2m | ETA: 2.8m
[2025-11-25T10:52:41.429422] [INFO ] [sig       ] [1581/2057] Forecasting RMI...
[2025-11-25T10:52:41.429468] [INFO ] [sig       ] Generating forecast for: RMI
[2025-11-25T10:52:41.429510] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RMI' from 'https://tdm.silogroup.org/data/derivative_storage/RMI.csv'.
[2025-11-25T10:52:41.440685] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'RMI'.
[2025-11-25T10:52:41.441008] [INFO ] [FORECASTER] Starting predict_future for RMI
[2025-11-25T10:52:41.441795] [DEBUG] [LOCAL     ] No optimal features file found for RMI: ./output/feature-sets/RMI.txt
[2025-11-25T10:52:41.441863] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:52:41.441908] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:52:41.441946] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:52:41.442015] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:52:41.506591] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:52:41.507554] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:52:41.507679] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:52:41.507729] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:52:41.595620] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:52:41.595824] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:52:41.595870] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:52:41.595904] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:52:41.599249] [DEBUG] [FORECASTER] RMI: Forecast T+1@11:T+2@11: UP (p=91.95%)
[2025-11-25T10:52:41.599529] [INFO ] [FORECASTER] Completed predict_future for RMI
[2025-11-25T10:52:41.599683] [INFO ] [sig       ] RMI: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:52:41.739201] [INFO ] [LOCAL     ] Saved forecast: RMI	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/RMI.txt
[2025-11-25T10:52:41.739355] [INFO ] [sig       ] [1581/2057] Completed RMI in 0.3s | 2.87 sym/s | Total: 9.2m | ETA: 2.8m
[2025-11-25T10:52:41.739409] [INFO ] [sig       ] [1582/2057] Forecasting RMM...
[2025-11-25T10:52:41.739451] [INFO ] [sig       ] Generating forecast for: RMM
[2025-11-25T10:52:41.739491] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RMM' from 'https://tdm.silogroup.org/data/derivative_storage/RMM.csv'.
[2025-11-25T10:52:41.750995] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'RMM'.
[2025-11-25T10:52:41.751367] [INFO ] [FORECASTER] Starting predict_future for RMM
[2025-11-25T10:52:41.752156] [DEBUG] [LOCAL     ] No optimal features file found for RMM: ./output/feature-sets/RMM.txt
[2025-11-25T10:52:41.752224] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:52:41.752268] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:52:41.752307] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:52:41.752376] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:52:41.819304] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:52:41.819948] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:52:41.820039] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:52:41.820085] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:52:41.911170] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:52:41.911367] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:52:41.911414] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:52:41.911449] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:52:41.914917] [DEBUG] [FORECASTER] RMM: Forecast T+1@11:T+2@11: UP (p=94.95%)
[2025-11-25T10:52:41.915234] [INFO ] [FORECASTER] Completed predict_future for RMM
[2025-11-25T10:52:41.915456] [INFO ] [sig       ] RMM: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:52:42.061704] [INFO ] [LOCAL     ] Saved forecast: RMM	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/RMM.txt
[2025-11-25T10:52:42.061888] [INFO ] [sig       ] [1582/2057] Completed RMM in 0.3s | 2.87 sym/s | Total: 9.2m | ETA: 2.8m
[2025-11-25T10:52:42.061943] [INFO ] [sig       ] [1583/2057] Forecasting RMMZ...
[2025-11-25T10:52:42.061988] [INFO ] [sig       ] Generating forecast for: RMMZ
[2025-11-25T10:52:42.062030] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RMMZ' from 'https://tdm.silogroup.org/data/derivative_storage/RMMZ.csv'.
[2025-11-25T10:52:42.073367] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'RMMZ'.
[2025-11-25T10:52:42.073814] [INFO ] [FORECASTER] Starting predict_future for RMMZ
[2025-11-25T10:52:42.074582] [DEBUG] [LOCAL     ] No optimal features file found for RMMZ: ./output/feature-sets/RMMZ.txt
[2025-11-25T10:52:42.074675] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:52:42.074724] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:52:42.074765] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:52:42.074833] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:52:42.141323] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:52:42.142249] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:52:42.142347] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:52:42.142397] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:52:42.250887] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:52:42.251038] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:52:42.251086] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:52:42.251122] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:52:42.254621] [DEBUG] [FORECASTER] RMMZ: Forecast T+1@11:T+2@11: DOWN (p=2.27%)
[2025-11-25T10:52:42.254969] [INFO ] [FORECASTER] Completed predict_future for RMMZ
[2025-11-25T10:52:42.255134] [INFO ] [sig       ] RMMZ: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:52:42.396997] [INFO ] [LOCAL     ] Saved forecast: RMMZ	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/RMMZ.txt
[2025-11-25T10:52:42.397172] [INFO ] [sig       ] [1583/2057] Completed RMMZ in 0.3s | 2.87 sym/s | Total: 9.2m | ETA: 2.7m
[2025-11-25T10:52:42.397227] [INFO ] [sig       ] [1584/2057] Forecasting RMT...
[2025-11-25T10:52:42.397270] [INFO ] [sig       ] Generating forecast for: RMT
[2025-11-25T10:52:42.397312] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RMT' from 'https://tdm.silogroup.org/data/derivative_storage/RMT.csv'.
[2025-11-25T10:52:42.409450] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'RMT'.
[2025-11-25T10:52:42.409879] [INFO ] [FORECASTER] Starting predict_future for RMT
[2025-11-25T10:52:42.410695] [DEBUG] [LOCAL     ] No optimal features file found for RMT: ./output/feature-sets/RMT.txt
[2025-11-25T10:52:42.410764] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:52:42.410810] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:52:42.410850] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:52:42.410917] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:52:42.476431] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:52:42.477500] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:52:42.477623] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:52:42.477716] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:52:42.598252] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:52:42.599102] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:52:42.599281] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:52:42.599338] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:52:42.602868] [DEBUG] [FORECASTER] RMT: Forecast T+1@11:T+2@11: UP (p=97.49%)
[2025-11-25T10:52:42.603198] [INFO ] [FORECASTER] Completed predict_future for RMT
[2025-11-25T10:52:42.603365] [INFO ] [sig       ] RMT: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:52:42.747396] [INFO ] [LOCAL     ] Saved forecast: RMT	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/RMT.txt
[2025-11-25T10:52:42.747598] [INFO ] [sig       ] [1584/2057] Completed RMT in 0.4s | 2.87 sym/s | Total: 9.2m | ETA: 2.7m
[2025-11-25T10:52:42.747701] [INFO ] [sig       ] [1585/2057] Forecasting RNG...
[2025-11-25T10:52:42.747749] [INFO ] [sig       ] Generating forecast for: RNG
[2025-11-25T10:52:42.747792] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RNG' from 'https://tdm.silogroup.org/data/derivative_storage/RNG.csv'.
[2025-11-25T10:52:42.760927] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'RNG'.
[2025-11-25T10:52:42.761311] [INFO ] [FORECASTER] Starting predict_future for RNG
[2025-11-25T10:52:42.762259] [DEBUG] [LOCAL     ] No optimal features file found for RNG: ./output/feature-sets/RNG.txt
[2025-11-25T10:52:42.762328] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:52:42.762372] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:52:42.762412] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:52:42.762481] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:52:42.832464] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:52:42.833203] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:52:42.833299] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:52:42.833342] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:52:42.938321] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:52:42.938509] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:52:42.938555] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:52:42.938597] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:52:42.941969] [DEBUG] [FORECASTER] RNG: Forecast T+1@11:T+2@11: DOWN (p=41.71%)
[2025-11-25T10:52:42.942257] [INFO ] [FORECASTER] Completed predict_future for RNG
[2025-11-25T10:52:42.942403] [INFO ] [sig       ] RNG: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:52:43.085257] [INFO ] [LOCAL     ] Saved forecast: RNG	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/RNG.txt
[2025-11-25T10:52:43.085431] [INFO ] [sig       ] [1585/2057] Completed RNG in 0.3s | 2.87 sym/s | Total: 9.2m | ETA: 2.7m
[2025-11-25T10:52:43.085486] [INFO ] [sig       ] [1586/2057] Forecasting RNGR...
[2025-11-25T10:52:43.085529] [INFO ] [sig       ] Generating forecast for: RNGR
[2025-11-25T10:52:43.085571] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RNGR' from 'https://tdm.silogroup.org/data/derivative_storage/RNGR.csv'.
[2025-11-25T10:52:43.097920] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'RNGR'.
[2025-11-25T10:52:43.098303] [INFO ] [FORECASTER] Starting predict_future for RNGR
[2025-11-25T10:52:43.099245] [DEBUG] [LOCAL     ] No optimal features file found for RNGR: ./output/feature-sets/RNGR.txt
[2025-11-25T10:52:43.099315] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:52:43.099361] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:52:43.099403] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:52:43.099471] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:52:43.166407] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:52:43.167334] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:52:43.167457] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:52:43.167506] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:52:43.267574] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:52:43.267771] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:52:43.267841] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:52:43.267887] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:52:43.271227] [DEBUG] [FORECASTER] RNGR: Forecast T+1@11:T+2@11: UP (p=88.68%)
[2025-11-25T10:52:43.271525] [INFO ] [FORECASTER] Completed predict_future for RNGR
[2025-11-25T10:52:43.271704] [INFO ] [sig       ] RNGR: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:52:43.416498] [INFO ] [LOCAL     ] Saved forecast: RNGR	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/RNGR.txt
[2025-11-25T10:52:43.416725] [INFO ] [sig       ] [1586/2057] Completed RNGR in 0.3s | 2.87 sym/s | Total: 9.2m | ETA: 2.7m
[2025-11-25T10:52:43.416782] [INFO ] [sig       ] [1587/2057] Forecasting RNP...
[2025-11-25T10:52:43.416828] [INFO ] [sig       ] Generating forecast for: RNP
[2025-11-25T10:52:43.416869] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RNP' from 'https://tdm.silogroup.org/data/derivative_storage/RNP.csv'.
[2025-11-25T10:52:43.428601] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'RNP'.
[2025-11-25T10:52:43.429071] [INFO ] [FORECASTER] Starting predict_future for RNP
[2025-11-25T10:52:43.429867] [DEBUG] [LOCAL     ] No optimal features file found for RNP: ./output/feature-sets/RNP.txt
[2025-11-25T10:52:43.429935] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:52:43.429980] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:52:43.430022] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:52:43.430091] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:52:43.496168] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:52:43.496985] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:52:43.497103] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:52:43.497151] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:52:43.595277] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:52:43.595429] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:52:43.595472] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:52:43.595506] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:52:43.598917] [DEBUG] [FORECASTER] RNP: Forecast T+1@11:T+2@11: UP (p=89.72%)
[2025-11-25T10:52:43.599205] [INFO ] [FORECASTER] Completed predict_future for RNP
[2025-11-25T10:52:43.599350] [INFO ] [sig       ] RNP: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:52:43.741455] [INFO ] [LOCAL     ] Saved forecast: RNP	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/RNP.txt
[2025-11-25T10:52:43.741668] [INFO ] [sig       ] [1587/2057] Completed RNP in 0.3s | 2.87 sym/s | Total: 9.2m | ETA: 2.7m
[2025-11-25T10:52:43.741725] [INFO ] [sig       ] [1588/2057] Forecasting RNR...
[2025-11-25T10:52:43.741772] [INFO ] [sig       ] Generating forecast for: RNR
[2025-11-25T10:52:43.741815] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RNR' from 'https://tdm.silogroup.org/data/derivative_storage/RNR.csv'.
[2025-11-25T10:52:43.753933] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'RNR'.
[2025-11-25T10:52:43.754395] [INFO ] [FORECASTER] Starting predict_future for RNR
[2025-11-25T10:52:43.755199] [DEBUG] [LOCAL     ] No optimal features file found for RNR: ./output/feature-sets/RNR.txt
[2025-11-25T10:52:43.755270] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:52:43.755336] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:52:43.755378] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:52:43.755446] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:52:43.821843] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:52:43.822731] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:52:43.822827] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:52:43.822874] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:52:43.927375] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:52:43.927547] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:52:43.927594] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:52:43.927628] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:52:43.931201] [DEBUG] [FORECASTER] RNR: Forecast T+1@11:T+2@11: DOWN (p=6.81%)
[2025-11-25T10:52:43.931482] [INFO ] [FORECASTER] Completed predict_future for RNR
[2025-11-25T10:52:43.931625] [INFO ] [sig       ] RNR: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:52:44.076873] [INFO ] [LOCAL     ] Saved forecast: RNR	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/RNR.txt
[2025-11-25T10:52:44.077048] [INFO ] [sig       ] [1588/2057] Completed RNR in 0.3s | 2.87 sym/s | Total: 9.2m | ETA: 2.7m
[2025-11-25T10:52:44.077104] [INFO ] [sig       ] [1589/2057] Forecasting RNST...
[2025-11-25T10:52:44.077149] [INFO ] [sig       ] Generating forecast for: RNST
[2025-11-25T10:52:44.077189] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RNST' from 'https://tdm.silogroup.org/data/derivative_storage/RNST.csv'.
[2025-11-25T10:52:44.089175] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'RNST'.
[2025-11-25T10:52:44.089549] [INFO ] [FORECASTER] Starting predict_future for RNST
[2025-11-25T10:52:44.090334] [DEBUG] [LOCAL     ] No optimal features file found for RNST: ./output/feature-sets/RNST.txt
[2025-11-25T10:52:44.090407] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:52:44.090455] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:52:44.090498] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:52:44.090567] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:52:44.156686] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:52:44.157561] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:52:44.157711] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:52:44.157769] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:52:44.283597] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:52:44.283826] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:52:44.284067] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:52:44.284101] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:52:44.287961] [DEBUG] [FORECASTER] RNST: Forecast T+1@11:T+2@11: UP (p=60.51%)
[2025-11-25T10:52:44.288247] [INFO ] [FORECASTER] Completed predict_future for RNST
[2025-11-25T10:52:44.288392] [INFO ] [sig       ] RNST: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:52:44.429398] [INFO ] [LOCAL     ] Saved forecast: RNST	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/RNST.txt
[2025-11-25T10:52:44.429559] [INFO ] [sig       ] [1589/2057] Completed RNST in 0.4s | 2.87 sym/s | Total: 9.2m | ETA: 2.7m
[2025-11-25T10:52:44.429613] [INFO ] [sig       ] [1590/2057] Forecasting ROG...
[2025-11-25T10:52:44.429682] [INFO ] [sig       ] Generating forecast for: ROG
[2025-11-25T10:52:44.429728] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ROG' from 'https://tdm.silogroup.org/data/derivative_storage/ROG.csv'.
[2025-11-25T10:52:44.441322] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'ROG'.
[2025-11-25T10:52:44.441754] [INFO ] [FORECASTER] Starting predict_future for ROG
[2025-11-25T10:52:44.442521] [DEBUG] [LOCAL     ] No optimal features file found for ROG: ./output/feature-sets/ROG.txt
[2025-11-25T10:52:44.442590] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:52:44.442675] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:52:44.442731] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:52:44.442813] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:52:44.509459] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:52:44.510607] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:52:44.510759] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:52:44.510810] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:52:44.615788] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:52:44.615969] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:52:44.616016] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:52:44.616051] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:52:44.619529] [DEBUG] [FORECASTER] ROG: Forecast T+1@11:T+2@11: DOWN (p=9.62%)
[2025-11-25T10:52:44.620022] [INFO ] [FORECASTER] Completed predict_future for ROG
[2025-11-25T10:52:44.620253] [INFO ] [sig       ] ROG: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:52:44.763806] [INFO ] [LOCAL     ] Saved forecast: ROG	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/ROG.txt
[2025-11-25T10:52:44.763981] [INFO ] [sig       ] [1590/2057] Completed ROG in 0.3s | 2.87 sym/s | Total: 9.2m | ETA: 2.7m
[2025-11-25T10:52:44.764038] [INFO ] [sig       ] [1591/2057] Forecasting RPM...
[2025-11-25T10:52:44.764084] [INFO ] [sig       ] Generating forecast for: RPM
[2025-11-25T10:52:44.764128] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RPM' from 'https://tdm.silogroup.org/data/derivative_storage/RPM.csv'.
[2025-11-25T10:52:44.776917] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'RPM'.
[2025-11-25T10:52:44.777415] [INFO ] [FORECASTER] Starting predict_future for RPM
[2025-11-25T10:52:44.778266] [DEBUG] [LOCAL     ] No optimal features file found for RPM: ./output/feature-sets/RPM.txt
[2025-11-25T10:52:44.778337] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:52:44.778383] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:52:44.778424] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:52:44.778495] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:52:44.844135] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:52:44.845071] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:52:44.845174] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:52:44.845221] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:52:44.950725] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:52:44.950919] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:52:44.950966] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:52:44.951000] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:52:44.954403] [DEBUG] [FORECASTER] RPM: Forecast T+1@11:T+2@11: UP (p=90.83%)
[2025-11-25T10:52:44.954792] [INFO ] [FORECASTER] Completed predict_future for RPM
[2025-11-25T10:52:44.954963] [INFO ] [sig       ] RPM: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:52:45.095849] [INFO ] [LOCAL     ] Saved forecast: RPM	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/RPM.txt
[2025-11-25T10:52:45.096020] [INFO ] [sig       ] [1591/2057] Completed RPM in 0.3s | 2.87 sym/s | Total: 9.2m | ETA: 2.7m
[2025-11-25T10:52:45.096077] [INFO ] [sig       ] [1592/2057] Forecasting RQI...
[2025-11-25T10:52:45.096124] [INFO ] [sig       ] Generating forecast for: RQI
[2025-11-25T10:52:45.096176] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RQI' from 'https://tdm.silogroup.org/data/derivative_storage/RQI.csv'.
[2025-11-25T10:52:45.108930] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'RQI'.
[2025-11-25T10:52:45.109391] [INFO ] [FORECASTER] Starting predict_future for RQI
[2025-11-25T10:52:45.110216] [DEBUG] [LOCAL     ] No optimal features file found for RQI: ./output/feature-sets/RQI.txt
[2025-11-25T10:52:45.110287] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:52:45.110333] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:52:45.110372] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:52:45.110440] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:52:45.176207] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:52:45.177183] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:52:45.177292] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:52:45.177339] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:52:45.275215] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:52:45.275438] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:52:45.275487] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:52:45.275522] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:52:45.278941] [DEBUG] [FORECASTER] RQI: Forecast T+1@11:T+2@11: DOWN (p=37.71%)
[2025-11-25T10:52:45.279231] [INFO ] [FORECASTER] Completed predict_future for RQI
[2025-11-25T10:52:45.279384] [INFO ] [sig       ] RQI: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:52:45.419763] [INFO ] [LOCAL     ] Saved forecast: RQI	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/RQI.txt
[2025-11-25T10:52:45.419953] [INFO ] [sig       ] [1592/2057] Completed RQI in 0.3s | 2.88 sym/s | Total: 9.2m | ETA: 2.7m
[2025-11-25T10:52:45.420010] [INFO ] [sig       ] [1593/2057] Forecasting RRC...
[2025-11-25T10:52:45.420056] [INFO ] [sig       ] Generating forecast for: RRC
[2025-11-25T10:52:45.420098] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RRC' from 'https://tdm.silogroup.org/data/derivative_storage/RRC.csv'.
[2025-11-25T10:52:45.431485] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'RRC'.
[2025-11-25T10:52:45.431928] [INFO ] [FORECASTER] Starting predict_future for RRC
[2025-11-25T10:52:45.432716] [DEBUG] [LOCAL     ] No optimal features file found for RRC: ./output/feature-sets/RRC.txt
[2025-11-25T10:52:45.432784] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:52:45.432830] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:52:45.432869] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:52:45.432938] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:52:45.498277] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:52:45.499242] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:52:45.499368] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:52:45.499417] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:52:45.616917] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:52:45.617191] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:52:45.617258] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:52:45.617307] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:52:45.621246] [DEBUG] [FORECASTER] RRC: Forecast T+1@11:T+2@11: DOWN (p=19.39%)
[2025-11-25T10:52:45.621623] [INFO ] [FORECASTER] Completed predict_future for RRC
[2025-11-25T10:52:45.621823] [INFO ] [sig       ] RRC: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:52:45.793059] [INFO ] [LOCAL     ] Saved forecast: RRC	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/RRC.txt
[2025-11-25T10:52:45.793265] [INFO ] [sig       ] [1593/2057] Completed RRC in 0.4s | 2.87 sym/s | Total: 9.2m | ETA: 2.7m
[2025-11-25T10:52:45.793325] [INFO ] [sig       ] [1594/2057] Forecasting RRX...
[2025-11-25T10:52:45.793372] [INFO ] [sig       ] Generating forecast for: RRX
[2025-11-25T10:52:45.793417] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RRX' from 'https://tdm.silogroup.org/data/derivative_storage/RRX.csv'.
[2025-11-25T10:52:45.805898] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'RRX'.
[2025-11-25T10:52:45.806370] [INFO ] [FORECASTER] Starting predict_future for RRX
[2025-11-25T10:52:45.807290] [DEBUG] [LOCAL     ] No optimal features file found for RRX: ./output/feature-sets/RRX.txt
[2025-11-25T10:52:45.807370] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:52:45.807418] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:52:45.807461] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:52:45.807532] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:52:45.880885] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:52:45.881827] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:52:45.881932] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:52:45.881982] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:52:45.994399] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:52:45.994579] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:52:45.994625] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:52:45.994681] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:52:45.998173] [DEBUG] [FORECASTER] RRX: Forecast T+1@11:T+2@11: DOWN (p=29.61%)
[2025-11-25T10:52:45.998485] [INFO ] [FORECASTER] Completed predict_future for RRX
[2025-11-25T10:52:45.998682] [INFO ] [sig       ] RRX: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:52:46.139748] [INFO ] [LOCAL     ] Saved forecast: RRX	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/RRX.txt
[2025-11-25T10:52:46.139888] [INFO ] [sig       ] [1594/2057] Completed RRX in 0.3s | 2.87 sym/s | Total: 9.2m | ETA: 2.7m
[2025-11-25T10:52:46.139942] [INFO ] [sig       ] [1595/2057] Forecasting RS...
[2025-11-25T10:52:46.139986] [INFO ] [sig       ] Generating forecast for: RS
[2025-11-25T10:52:46.140027] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RS' from 'https://tdm.silogroup.org/data/derivative_storage/RS.csv'.
[2025-11-25T10:52:46.152045] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'RS'.
[2025-11-25T10:52:46.152405] [INFO ] [FORECASTER] Starting predict_future for RS
[2025-11-25T10:52:46.153211] [DEBUG] [LOCAL     ] No optimal features file found for RS: ./output/feature-sets/RS.txt
[2025-11-25T10:52:46.153280] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:52:46.153327] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:52:46.153366] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:52:46.153436] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:52:46.223138] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:52:46.223891] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:52:46.223984] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:52:46.224039] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:52:46.329663] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:52:46.329834] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:52:46.329879] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:52:46.329913] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:52:46.333237] [DEBUG] [FORECASTER] RS: Forecast T+1@11:T+2@11: DOWN (p=26.49%)
[2025-11-25T10:52:46.333517] [INFO ] [FORECASTER] Completed predict_future for RS
[2025-11-25T10:52:46.333684] [INFO ] [sig       ] RS: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:52:46.474941] [INFO ] [LOCAL     ] Saved forecast: RS	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/RS.txt
[2025-11-25T10:52:46.475085] [INFO ] [sig       ] [1595/2057] Completed RS in 0.3s | 2.88 sym/s | Total: 9.2m | ETA: 2.7m
[2025-11-25T10:52:46.475138] [INFO ] [sig       ] [1596/2057] Forecasting RSF...
[2025-11-25T10:52:46.475184] [INFO ] [sig       ] Generating forecast for: RSF
[2025-11-25T10:52:46.475226] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RSF' from 'https://tdm.silogroup.org/data/derivative_storage/RSF.csv'.
[2025-11-25T10:52:46.487176] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'RSF'.
[2025-11-25T10:52:46.487545] [INFO ] [FORECASTER] Starting predict_future for RSF
[2025-11-25T10:52:46.488341] [DEBUG] [LOCAL     ] No optimal features file found for RSF: ./output/feature-sets/RSF.txt
[2025-11-25T10:52:46.488410] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:52:46.488456] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:52:46.488496] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:52:46.488564] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:52:46.556683] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:52:46.557716] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:52:46.557823] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:52:46.557872] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:52:46.652830] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:52:46.653002] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:52:46.653050] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:52:46.653084] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:52:46.656508] [DEBUG] [FORECASTER] RSF: Forecast T+1@11:T+2@11: UP (p=91.76%)
[2025-11-25T10:52:46.656857] [INFO ] [FORECASTER] Completed predict_future for RSF
[2025-11-25T10:52:46.657043] [INFO ] [sig       ] RSF: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:52:46.798519] [INFO ] [LOCAL     ] Saved forecast: RSF	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/RSF.txt
[2025-11-25T10:52:46.798712] [INFO ] [sig       ] [1596/2057] Completed RSF in 0.3s | 2.88 sym/s | Total: 9.3m | ETA: 2.7m
[2025-11-25T10:52:46.798768] [INFO ] [sig       ] [1597/2057] Forecasting RSG...
[2025-11-25T10:52:46.798812] [INFO ] [sig       ] Generating forecast for: RSG
[2025-11-25T10:52:46.798853] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RSG' from 'https://tdm.silogroup.org/data/derivative_storage/RSG.csv'.
[2025-11-25T10:52:46.810370] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'RSG'.
[2025-11-25T10:52:46.810769] [INFO ] [FORECASTER] Starting predict_future for RSG
[2025-11-25T10:52:46.811532] [DEBUG] [LOCAL     ] No optimal features file found for RSG: ./output/feature-sets/RSG.txt
[2025-11-25T10:52:46.811602] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:52:46.811677] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:52:46.811721] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:52:46.811790] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:52:46.876820] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:52:46.877505] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:52:46.877600] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:52:46.877672] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:52:46.975970] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:52:46.976181] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:52:46.976228] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:52:46.976263] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:52:46.979611] [DEBUG] [FORECASTER] RSG: Forecast T+1@11:T+2@11: DOWN (p=2.07%)
[2025-11-25T10:52:46.979912] [INFO ] [FORECASTER] Completed predict_future for RSG
[2025-11-25T10:52:46.980065] [INFO ] [sig       ] RSG: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:52:47.162856] [INFO ] [LOCAL     ] Saved forecast: RSG	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/RSG.txt
[2025-11-25T10:52:47.163019] [INFO ] [sig       ] [1597/2057] Completed RSG in 0.4s | 2.88 sym/s | Total: 9.3m | ETA: 2.7m
[2025-11-25T10:52:47.163072] [INFO ] [sig       ] [1598/2057] Forecasting RSI...
[2025-11-25T10:52:47.163117] [INFO ] [sig       ] Generating forecast for: RSI
[2025-11-25T10:52:47.163158] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RSI' from 'https://tdm.silogroup.org/data/derivative_storage/RSI.csv'.
[2025-11-25T10:52:47.174871] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'RSI'.
[2025-11-25T10:52:47.175271] [INFO ] [FORECASTER] Starting predict_future for RSI
[2025-11-25T10:52:47.176092] [DEBUG] [LOCAL     ] No optimal features file found for RSI: ./output/feature-sets/RSI.txt
[2025-11-25T10:52:47.176164] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:52:47.176211] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:52:47.176252] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:52:47.176321] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:52:47.241605] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:52:47.242493] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:52:47.242592] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:52:47.242635] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:52:47.342691] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:52:47.342876] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:52:47.342922] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:52:47.342956] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:52:47.346321] [DEBUG] [FORECASTER] RSI: Forecast T+1@11:T+2@11: UP (p=83.09%)
[2025-11-25T10:52:47.346604] [INFO ] [FORECASTER] Completed predict_future for RSI
[2025-11-25T10:52:47.346770] [INFO ] [sig       ] RSI: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:52:47.488483] [INFO ] [LOCAL     ] Saved forecast: RSI	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/RSI.txt
[2025-11-25T10:52:47.488700] [INFO ] [sig       ] [1598/2057] Completed RSI in 0.3s | 2.88 sym/s | Total: 9.3m | ETA: 2.7m
[2025-11-25T10:52:47.488758] [INFO ] [sig       ] [1599/2057] Forecasting RSKD...
[2025-11-25T10:52:47.488802] [INFO ] [sig       ] Generating forecast for: RSKD
[2025-11-25T10:52:47.488843] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RSKD' from 'https://tdm.silogroup.org/data/derivative_storage/RSKD.csv'.
[2025-11-25T10:52:47.500066] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'RSKD'.
[2025-11-25T10:52:47.500452] [INFO ] [FORECASTER] Starting predict_future for RSKD
[2025-11-25T10:52:47.501261] [DEBUG] [LOCAL     ] No optimal features file found for RSKD: ./output/feature-sets/RSKD.txt
[2025-11-25T10:52:47.501331] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:52:47.501375] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:52:47.501415] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:52:47.501482] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:52:47.567316] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:52:47.568363] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:52:47.568465] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:52:47.568512] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:52:47.687496] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:52:47.687725] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:52:47.687777] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:52:47.687815] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:52:47.691495] [DEBUG] [FORECASTER] RSKD: Forecast T+1@11:T+2@11: DOWN (p=17.90%)
[2025-11-25T10:52:47.691888] [INFO ] [FORECASTER] Completed predict_future for RSKD
[2025-11-25T10:52:47.692149] [INFO ] [sig       ] RSKD: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:52:47.849512] [INFO ] [LOCAL     ] Saved forecast: RSKD	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/RSKD.txt
[2025-11-25T10:52:47.849733] [INFO ] [sig       ] [1599/2057] Completed RSKD in 0.4s | 2.88 sym/s | Total: 9.3m | ETA: 2.7m
[2025-11-25T10:52:47.849790] [INFO ] [sig       ] [1600/2057] Forecasting RTO...
[2025-11-25T10:52:47.849833] [INFO ] [sig       ] Generating forecast for: RTO
[2025-11-25T10:52:47.849878] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RTO' from 'https://tdm.silogroup.org/data/derivative_storage/RTO.csv'.
[2025-11-25T10:52:47.861947] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'RTO'.
[2025-11-25T10:52:47.862410] [INFO ] [FORECASTER] Starting predict_future for RTO
[2025-11-25T10:52:47.863218] [DEBUG] [LOCAL     ] No optimal features file found for RTO: ./output/feature-sets/RTO.txt
[2025-11-25T10:52:47.863287] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:52:47.863333] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:52:47.863374] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:52:47.863442] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:52:47.930133] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:52:47.931094] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:52:47.931202] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:52:47.931252] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:52:48.046511] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:52:48.046719] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:52:48.046794] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:52:48.046841] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:52:48.050519] [DEBUG] [FORECASTER] RTO: Forecast T+1@11:T+2@11: UP (p=61.19%)
[2025-11-25T10:52:48.050876] [INFO ] [FORECASTER] Completed predict_future for RTO
[2025-11-25T10:52:48.051042] [INFO ] [sig       ] RTO: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:52:48.195351] [INFO ] [LOCAL     ] Saved forecast: RTO	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/RTO.txt
[2025-11-25T10:52:48.195508] [INFO ] [sig       ] [1600/2057] Completed RTO in 0.3s | 2.88 sym/s | Total: 9.3m | ETA: 2.6m
[2025-11-25T10:52:48.195561] [INFO ] [sig       ] [1601/2057] Forecasting RVLV...
[2025-11-25T10:52:48.195604] [INFO ] [sig       ] Generating forecast for: RVLV
[2025-11-25T10:52:48.195666] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RVLV' from 'https://tdm.silogroup.org/data/derivative_storage/RVLV.csv'.
[2025-11-25T10:52:48.207523] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'RVLV'.
[2025-11-25T10:52:48.207938] [INFO ] [FORECASTER] Starting predict_future for RVLV
[2025-11-25T10:52:48.208745] [DEBUG] [LOCAL     ] No optimal features file found for RVLV: ./output/feature-sets/RVLV.txt
[2025-11-25T10:52:48.208847] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:52:48.208893] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:52:48.208933] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:52:48.209002] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:52:48.277937] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:52:48.278732] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:52:48.278831] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:52:48.278881] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:52:48.380951] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:52:48.381143] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:52:48.381191] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:52:48.381228] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:52:48.384786] [DEBUG] [FORECASTER] RVLV: Forecast T+1@11:T+2@11: DOWN (p=1.92%)
[2025-11-25T10:52:48.385083] [INFO ] [FORECASTER] Completed predict_future for RVLV
[2025-11-25T10:52:48.385228] [INFO ] [sig       ] RVLV: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:52:48.528202] [INFO ] [LOCAL     ] Saved forecast: RVLV	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/RVLV.txt
[2025-11-25T10:52:48.528384] [INFO ] [sig       ] [1601/2057] Completed RVLV in 0.3s | 2.88 sym/s | Total: 9.3m | ETA: 2.6m
[2025-11-25T10:52:48.528445] [INFO ] [sig       ] [1602/2057] Forecasting RVT...
[2025-11-25T10:52:48.528487] [INFO ] [sig       ] Generating forecast for: RVT
[2025-11-25T10:52:48.528530] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RVT' from 'https://tdm.silogroup.org/data/derivative_storage/RVT.csv'.
[2025-11-25T10:52:48.539995] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'RVT'.
[2025-11-25T10:52:48.540360] [INFO ] [FORECASTER] Starting predict_future for RVT
[2025-11-25T10:52:48.541173] [DEBUG] [LOCAL     ] No optimal features file found for RVT: ./output/feature-sets/RVT.txt
[2025-11-25T10:52:48.541247] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:52:48.541295] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:52:48.541337] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:52:48.541418] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:52:48.609062] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:52:48.609955] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:52:48.610055] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:52:48.610104] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:52:48.709971] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:52:48.710152] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:52:48.710199] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:52:48.710233] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:52:48.713716] [DEBUG] [FORECASTER] RVT: Forecast T+1@11:T+2@11: UP (p=89.92%)
[2025-11-25T10:52:48.714006] [INFO ] [FORECASTER] Completed predict_future for RVT
[2025-11-25T10:52:48.714150] [INFO ] [sig       ] RVT: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:52:48.857581] [INFO ] [LOCAL     ] Saved forecast: RVT	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/RVT.txt
[2025-11-25T10:52:48.857787] [INFO ] [sig       ] [1602/2057] Completed RVT in 0.3s | 2.88 sym/s | Total: 9.3m | ETA: 2.6m
[2025-11-25T10:52:48.857841] [INFO ] [sig       ] [1603/2057] Forecasting RVTY...
[2025-11-25T10:52:48.857883] [INFO ] [sig       ] Generating forecast for: RVTY
[2025-11-25T10:52:48.857926] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RVTY' from 'https://tdm.silogroup.org/data/derivative_storage/RVTY.csv'.
[2025-11-25T10:52:48.869473] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'RVTY'.
[2025-11-25T10:52:48.869865] [INFO ] [FORECASTER] Starting predict_future for RVTY
[2025-11-25T10:52:48.870625] [DEBUG] [LOCAL     ] No optimal features file found for RVTY: ./output/feature-sets/RVTY.txt
[2025-11-25T10:52:48.870723] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:52:48.870771] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:52:48.870816] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:52:48.870884] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:52:48.937817] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:52:48.938547] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:52:48.938663] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:52:48.938710] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:52:49.040121] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:52:49.040315] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:52:49.040361] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:52:49.040396] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:52:49.044522] [DEBUG] [FORECASTER] RVTY: Forecast T+1@11:T+2@11: UP (p=67.50%)
[2025-11-25T10:52:49.044862] [INFO ] [FORECASTER] Completed predict_future for RVTY
[2025-11-25T10:52:49.045022] [INFO ] [sig       ] RVTY: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:52:49.191033] [INFO ] [LOCAL     ] Saved forecast: RVTY	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/RVTY.txt
[2025-11-25T10:52:49.191187] [INFO ] [sig       ] [1603/2057] Completed RVTY in 0.3s | 2.88 sym/s | Total: 9.3m | ETA: 2.6m
[2025-11-25T10:52:49.191239] [INFO ] [sig       ] [1604/2057] Forecasting RWT...
[2025-11-25T10:52:49.191283] [INFO ] [sig       ] Generating forecast for: RWT
[2025-11-25T10:52:49.191324] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RWT' from 'https://tdm.silogroup.org/data/derivative_storage/RWT.csv'.
[2025-11-25T10:52:49.202619] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'RWT'.
[2025-11-25T10:52:49.203013] [INFO ] [FORECASTER] Starting predict_future for RWT
[2025-11-25T10:52:49.203804] [DEBUG] [LOCAL     ] No optimal features file found for RWT: ./output/feature-sets/RWT.txt
[2025-11-25T10:52:49.203873] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:52:49.203919] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:52:49.203960] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:52:49.204028] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:52:49.270054] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:52:49.270949] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:52:49.271048] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:52:49.271096] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:52:49.369603] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:52:49.369776] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:52:49.369821] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:52:49.369854] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:52:49.373101] [DEBUG] [FORECASTER] RWT: Forecast T+1@11:T+2@11: UP (p=69.50%)
[2025-11-25T10:52:49.373381] [INFO ] [FORECASTER] Completed predict_future for RWT
[2025-11-25T10:52:49.373525] [INFO ] [sig       ] RWT: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:52:49.514308] [INFO ] [LOCAL     ] Saved forecast: RWT	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/RWT.txt
[2025-11-25T10:52:49.514480] [INFO ] [sig       ] [1604/2057] Completed RWT in 0.3s | 2.88 sym/s | Total: 9.3m | ETA: 2.6m
[2025-11-25T10:52:49.514563] [INFO ] [sig       ] [1605/2057] Forecasting RXO...
[2025-11-25T10:52:49.514609] [INFO ] [sig       ] Generating forecast for: RXO
[2025-11-25T10:52:49.514677] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RXO' from 'https://tdm.silogroup.org/data/derivative_storage/RXO.csv'.
[2025-11-25T10:52:49.526444] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'RXO'.
[2025-11-25T10:52:49.526848] [INFO ] [FORECASTER] Starting predict_future for RXO
[2025-11-25T10:52:49.527627] [DEBUG] [LOCAL     ] No optimal features file found for RXO: ./output/feature-sets/RXO.txt
[2025-11-25T10:52:49.527718] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:52:49.527759] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:52:49.527800] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:52:49.527868] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:52:49.593710] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:52:49.594329] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:52:49.594424] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:52:49.594473] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:52:49.720817] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:52:49.721033] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:52:49.721232] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:52:49.721336] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:52:49.724860] [DEBUG] [FORECASTER] RXO: Forecast T+1@11:T+2@11: DOWN (p=33.94%)
[2025-11-25T10:52:49.725167] [INFO ] [FORECASTER] Completed predict_future for RXO
[2025-11-25T10:52:49.725418] [INFO ] [sig       ] RXO: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:52:49.867741] [INFO ] [LOCAL     ] Saved forecast: RXO	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/RXO.txt
[2025-11-25T10:52:49.867908] [INFO ] [sig       ] [1605/2057] Completed RXO in 0.4s | 2.88 sym/s | Total: 9.3m | ETA: 2.6m
[2025-11-25T10:52:49.867963] [INFO ] [sig       ] [1606/2057] Forecasting RY...
[2025-11-25T10:52:49.868008] [INFO ] [sig       ] Generating forecast for: RY
[2025-11-25T10:52:49.868052] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RY' from 'https://tdm.silogroup.org/data/derivative_storage/RY.csv'.
[2025-11-25T10:52:49.879602] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'RY'.
[2025-11-25T10:52:49.879976] [INFO ] [FORECASTER] Starting predict_future for RY
[2025-11-25T10:52:49.880765] [DEBUG] [LOCAL     ] No optimal features file found for RY: ./output/feature-sets/RY.txt
[2025-11-25T10:52:49.880833] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:52:49.880877] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:52:49.880917] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:52:49.880985] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:52:49.946490] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:52:49.947416] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:52:49.947521] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:52:49.947569] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:52:50.050027] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:52:50.050220] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:52:50.050267] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:52:50.050301] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:52:50.053713] [DEBUG] [FORECASTER] RY: Forecast T+1@11:T+2@11: UP (p=80.25%)
[2025-11-25T10:52:50.053999] [INFO ] [FORECASTER] Completed predict_future for RY
[2025-11-25T10:52:50.054213] [INFO ] [sig       ] RY: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:52:50.196558] [INFO ] [LOCAL     ] Saved forecast: RY	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/RY.txt
[2025-11-25T10:52:50.196745] [INFO ] [sig       ] [1606/2057] Completed RY in 0.3s | 2.88 sym/s | Total: 9.3m | ETA: 2.6m
[2025-11-25T10:52:50.196800] [INFO ] [sig       ] [1607/2057] Forecasting RYAM...
[2025-11-25T10:52:50.196843] [INFO ] [sig       ] Generating forecast for: RYAM
[2025-11-25T10:52:50.196884] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RYAM' from 'https://tdm.silogroup.org/data/derivative_storage/RYAM.csv'.
[2025-11-25T10:52:50.208523] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'RYAM'.
[2025-11-25T10:52:50.208902] [INFO ] [FORECASTER] Starting predict_future for RYAM
[2025-11-25T10:52:50.209708] [DEBUG] [LOCAL     ] No optimal features file found for RYAM: ./output/feature-sets/RYAM.txt
[2025-11-25T10:52:50.209781] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:52:50.209827] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:52:50.209866] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:52:50.209936] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:52:50.278753] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:52:50.279446] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:52:50.279546] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:52:50.279594] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:52:50.384234] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:52:50.384432] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:52:50.384481] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:52:50.384521] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:52:50.388231] [DEBUG] [FORECASTER] RYAM: Forecast T+1@11:T+2@11: DOWN (p=15.30%)
[2025-11-25T10:52:50.388582] [INFO ] [FORECASTER] Completed predict_future for RYAM
[2025-11-25T10:52:50.388771] [INFO ] [sig       ] RYAM: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:52:50.535739] [INFO ] [LOCAL     ] Saved forecast: RYAM	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/RYAM.txt
[2025-11-25T10:52:50.535933] [INFO ] [sig       ] [1607/2057] Completed RYAM in 0.3s | 2.88 sym/s | Total: 9.3m | ETA: 2.6m
[2025-11-25T10:52:50.535990] [INFO ] [sig       ] [1608/2057] Forecasting RYAN...
[2025-11-25T10:52:50.536037] [INFO ] [sig       ] Generating forecast for: RYAN
[2025-11-25T10:52:50.536079] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RYAN' from 'https://tdm.silogroup.org/data/derivative_storage/RYAN.csv'.
[2025-11-25T10:52:50.547520] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'RYAN'.
[2025-11-25T10:52:50.547922] [INFO ] [FORECASTER] Starting predict_future for RYAN
[2025-11-25T10:52:50.548738] [DEBUG] [LOCAL     ] No optimal features file found for RYAN: ./output/feature-sets/RYAN.txt
[2025-11-25T10:52:50.548806] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:52:50.548852] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:52:50.548893] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:52:50.548962] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:52:50.614458] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:52:50.615113] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:52:50.615204] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:52:50.615251] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:52:50.720500] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:52:50.720712] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:52:50.720798] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:52:50.720897] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:52:50.724359] [DEBUG] [FORECASTER] RYAN: Forecast T+1@11:T+2@11: DOWN (p=4.05%)
[2025-11-25T10:52:50.724676] [INFO ] [FORECASTER] Completed predict_future for RYAN
[2025-11-25T10:52:50.724837] [INFO ] [sig       ] RYAN: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:52:50.868379] [INFO ] [LOCAL     ] Saved forecast: RYAN	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/RYAN.txt
[2025-11-25T10:52:50.868529] [INFO ] [sig       ] [1608/2057] Completed RYAN in 0.3s | 2.88 sym/s | Total: 9.3m | ETA: 2.6m
[2025-11-25T10:52:50.868582] [INFO ] [sig       ] [1609/2057] Forecasting RYI...
[2025-11-25T10:52:50.868626] [INFO ] [sig       ] Generating forecast for: RYI
[2025-11-25T10:52:50.868691] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RYI' from 'https://tdm.silogroup.org/data/derivative_storage/RYI.csv'.
[2025-11-25T10:52:50.883993] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'RYI'.
[2025-11-25T10:52:50.884616] [INFO ] [FORECASTER] Starting predict_future for RYI
[2025-11-25T10:52:50.885743] [DEBUG] [LOCAL     ] No optimal features file found for RYI: ./output/feature-sets/RYI.txt
[2025-11-25T10:52:50.885834] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:52:50.885897] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:52:50.885951] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:52:50.886050] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:52:50.969036] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:52:50.970185] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:52:50.970319] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:52:50.970380] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:52:51.092407] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:52:51.092634] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:52:51.092711] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:52:51.092775] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:52:51.096430] [DEBUG] [FORECASTER] RYI: Forecast T+1@11:T+2@11: DOWN (p=49.58%)
[2025-11-25T10:52:51.096846] [INFO ] [FORECASTER] Completed predict_future for RYI
[2025-11-25T10:52:51.097052] [INFO ] [sig       ] RYI: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:52:51.239375] [INFO ] [LOCAL     ] Saved forecast: RYI	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/RYI.txt
[2025-11-25T10:52:51.239571] [INFO ] [sig       ] [1609/2057] Completed RYI in 0.4s | 2.88 sym/s | Total: 9.3m | ETA: 2.6m
[2025-11-25T10:52:51.239628] [INFO ] [sig       ] [1610/2057] Forecasting RYN...
[2025-11-25T10:52:51.239699] [INFO ] [sig       ] Generating forecast for: RYN
[2025-11-25T10:52:51.239743] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RYN' from 'https://tdm.silogroup.org/data/derivative_storage/RYN.csv'.
[2025-11-25T10:52:51.251262] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'RYN'.
[2025-11-25T10:52:51.251690] [INFO ] [FORECASTER] Starting predict_future for RYN
[2025-11-25T10:52:51.252479] [DEBUG] [LOCAL     ] No optimal features file found for RYN: ./output/feature-sets/RYN.txt
[2025-11-25T10:52:51.252551] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:52:51.252599] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:52:51.252664] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:52:51.252739] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:52:51.320455] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:52:51.321433] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:52:51.321619] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:52:51.321698] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:52:51.425267] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:52:51.425466] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:52:51.425513] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:52:51.425548] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:52:51.429060] [DEBUG] [FORECASTER] RYN: Forecast T+1@11:T+2@11: UP (p=72.11%)
[2025-11-25T10:52:51.429364] [INFO ] [FORECASTER] Completed predict_future for RYN
[2025-11-25T10:52:51.429513] [INFO ] [sig       ] RYN: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:52:51.570868] [INFO ] [LOCAL     ] Saved forecast: RYN	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/RYN.txt
[2025-11-25T10:52:51.571064] [INFO ] [sig       ] [1610/2057] Completed RYN in 0.3s | 2.88 sym/s | Total: 9.3m | ETA: 2.6m
[2025-11-25T10:52:51.571121] [INFO ] [sig       ] [1611/2057] Forecasting RZB...
[2025-11-25T10:52:51.571165] [INFO ] [sig       ] Generating forecast for: RZB
[2025-11-25T10:52:51.571206] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RZB' from 'https://tdm.silogroup.org/data/derivative_storage/RZB.csv'.
[2025-11-25T10:52:51.583265] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'RZB'.
[2025-11-25T10:52:51.583736] [INFO ] [FORECASTER] Starting predict_future for RZB
[2025-11-25T10:52:51.584508] [DEBUG] [LOCAL     ] No optimal features file found for RZB: ./output/feature-sets/RZB.txt
[2025-11-25T10:52:51.584577] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:52:51.584623] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:52:51.584825] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:52:51.584902] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:52:51.650815] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:52:51.651767] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:52:51.651871] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:52:51.651918] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:52:51.755077] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:52:51.755304] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:52:51.755351] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:52:51.755386] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:52:51.758966] [DEBUG] [FORECASTER] RZB: Forecast T+1@11:T+2@11: DOWN (p=12.59%)
[2025-11-25T10:52:51.759297] [INFO ] [FORECASTER] Completed predict_future for RZB
[2025-11-25T10:52:51.759452] [INFO ] [sig       ] RZB: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:52:51.901048] [INFO ] [LOCAL     ] Saved forecast: RZB	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/RZB.txt
[2025-11-25T10:52:51.901216] [INFO ] [sig       ] [1611/2057] Completed RZB in 0.3s | 2.88 sym/s | Total: 9.3m | ETA: 2.6m
[2025-11-25T10:52:51.901269] [INFO ] [sig       ] [1612/2057] Forecasting RZC...
[2025-11-25T10:52:51.901308] [INFO ] [sig       ] Generating forecast for: RZC
[2025-11-25T10:52:51.901352] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RZC' from 'https://tdm.silogroup.org/data/derivative_storage/RZC.csv'.
[2025-11-25T10:52:51.913383] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'RZC'.
[2025-11-25T10:52:51.913874] [INFO ] [FORECASTER] Starting predict_future for RZC
[2025-11-25T10:52:51.914672] [DEBUG] [LOCAL     ] No optimal features file found for RZC: ./output/feature-sets/RZC.txt
[2025-11-25T10:52:51.914741] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:52:51.914787] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:52:51.914848] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:52:51.914920] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:52:51.982791] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:52:51.983765] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:52:51.983883] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:52:51.983934] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:52:52.083003] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:52:52.083212] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:52:52.083262] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:52:52.083299] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:52:52.086875] [DEBUG] [FORECASTER] RZC: Forecast T+1@11:T+2@11: UP (p=97.51%)
[2025-11-25T10:52:52.087201] [INFO ] [FORECASTER] Completed predict_future for RZC
[2025-11-25T10:52:52.087358] [INFO ] [sig       ] RZC: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:52:52.229802] [INFO ] [LOCAL     ] Saved forecast: RZC	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/RZC.txt
[2025-11-25T10:52:52.229980] [INFO ] [sig       ] [1612/2057] Completed RZC in 0.3s | 2.88 sym/s | Total: 9.3m | ETA: 2.6m
[2025-11-25T10:52:52.230035] [INFO ] [sig       ] [1613/2057] Forecasting S...
[2025-11-25T10:52:52.230079] [INFO ] [sig       ] Generating forecast for: S
[2025-11-25T10:52:52.230122] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'S' from 'https://tdm.silogroup.org/data/derivative_storage/S.csv'.
[2025-11-25T10:52:52.241770] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'S'.
[2025-11-25T10:52:52.242190] [INFO ] [FORECASTER] Starting predict_future for S
[2025-11-25T10:52:52.243007] [DEBUG] [LOCAL     ] No optimal features file found for S: ./output/feature-sets/S.txt
[2025-11-25T10:52:52.243077] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:52:52.243122] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:52:52.243165] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:52:52.243233] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:52:52.307746] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:52:52.308367] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:52:52.308458] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:52:52.308504] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:52:52.412916] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:52:52.413034] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:52:52.413077] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:52:52.413110] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:52:52.416345] [DEBUG] [FORECASTER] S: Forecast T+1@11:T+2@11: DOWN (p=37.88%)
[2025-11-25T10:52:52.416622] [INFO ] [FORECASTER] Completed predict_future for S
[2025-11-25T10:52:52.416787] [INFO ] [sig       ] S: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:52:52.557043] [INFO ] [LOCAL     ] Saved forecast: S	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/S.txt
[2025-11-25T10:52:52.557178] [INFO ] [sig       ] [1613/2057] Completed S in 0.3s | 2.88 sym/s | Total: 9.3m | ETA: 2.6m
[2025-11-25T10:52:52.557232] [INFO ] [sig       ] [1614/2057] Forecasting SA...
[2025-11-25T10:52:52.557282] [INFO ] [sig       ] Generating forecast for: SA
[2025-11-25T10:52:52.557323] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SA' from 'https://tdm.silogroup.org/data/derivative_storage/SA.csv'.
[2025-11-25T10:52:52.569002] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'SA'.
[2025-11-25T10:52:52.569349] [INFO ] [FORECASTER] Starting predict_future for SA
[2025-11-25T10:52:52.570159] [DEBUG] [LOCAL     ] No optimal features file found for SA: ./output/feature-sets/SA.txt
[2025-11-25T10:52:52.570228] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:52:52.570273] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:52:52.570314] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:52:52.570382] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:52:52.639374] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:52:52.640102] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:52:52.640197] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:52:52.640244] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:52:52.744873] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:52:52.745043] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:52:52.745089] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:52:52.745123] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:52:52.748484] [DEBUG] [FORECASTER] SA: Forecast T+1@11:T+2@11: UP (p=59.23%)
[2025-11-25T10:52:52.748788] [INFO ] [FORECASTER] Completed predict_future for SA
[2025-11-25T10:52:52.748939] [INFO ] [sig       ] SA: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:52:52.889684] [INFO ] [LOCAL     ] Saved forecast: SA	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/SA.txt
[2025-11-25T10:52:52.889826] [INFO ] [sig       ] [1614/2057] Completed SA in 0.3s | 2.88 sym/s | Total: 9.4m | ETA: 2.6m
[2025-11-25T10:52:52.889881] [INFO ] [sig       ] [1615/2057] Forecasting SAFE...
[2025-11-25T10:52:52.889925] [INFO ] [sig       ] Generating forecast for: SAFE
[2025-11-25T10:52:52.889966] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SAFE' from 'https://tdm.silogroup.org/data/derivative_storage/SAFE.csv'.
[2025-11-25T10:52:52.900973] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'SAFE'.
[2025-11-25T10:52:52.901330] [INFO ] [FORECASTER] Starting predict_future for SAFE
[2025-11-25T10:52:52.902131] [DEBUG] [LOCAL     ] No optimal features file found for SAFE: ./output/feature-sets/SAFE.txt
[2025-11-25T10:52:52.902200] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:52:52.902244] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:52:52.902286] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:52:52.902353] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:52:52.967910] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:52:52.968664] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:52:52.968780] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:52:52.968829] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:52:53.069535] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:52:53.069731] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:52:53.069798] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:52:53.069845] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:52:53.073216] [DEBUG] [FORECASTER] SAFE: Forecast T+1@11:T+2@11: UP (p=89.03%)
[2025-11-25T10:52:53.073498] [INFO ] [FORECASTER] Completed predict_future for SAFE
[2025-11-25T10:52:53.073636] [INFO ] [sig       ] SAFE: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:52:53.212275] [INFO ] [LOCAL     ] Saved forecast: SAFE	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/SAFE.txt
[2025-11-25T10:52:53.212416] [INFO ] [sig       ] [1615/2057] Completed SAFE in 0.3s | 2.88 sym/s | Total: 9.4m | ETA: 2.6m
[2025-11-25T10:52:53.212467] [INFO ] [sig       ] [1616/2057] Forecasting SAH...
[2025-11-25T10:52:53.212509] [INFO ] [sig       ] Generating forecast for: SAH
[2025-11-25T10:52:53.212550] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SAH' from 'https://tdm.silogroup.org/data/derivative_storage/SAH.csv'.
[2025-11-25T10:52:53.223478] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'SAH'.
[2025-11-25T10:52:53.223847] [INFO ] [FORECASTER] Starting predict_future for SAH
[2025-11-25T10:52:53.224619] [DEBUG] [LOCAL     ] No optimal features file found for SAH: ./output/feature-sets/SAH.txt
[2025-11-25T10:52:53.224706] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:52:53.224754] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:52:53.224794] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:52:53.224864] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:52:53.292698] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:52:53.293375] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:52:53.293468] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:52:53.293514] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:52:53.391249] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:52:53.391429] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:52:53.391475] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:52:53.391509] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:52:53.394857] [DEBUG] [FORECASTER] SAH: Forecast T+1@11:T+2@11: UP (p=87.97%)
[2025-11-25T10:52:53.395137] [INFO ] [FORECASTER] Completed predict_future for SAH
[2025-11-25T10:52:53.395275] [INFO ] [sig       ] SAH: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:52:53.537965] [INFO ] [LOCAL     ] Saved forecast: SAH	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/SAH.txt
[2025-11-25T10:52:53.538170] [INFO ] [sig       ] [1616/2057] Completed SAH in 0.3s | 2.88 sym/s | Total: 9.4m | ETA: 2.6m
[2025-11-25T10:52:53.538226] [INFO ] [sig       ] [1617/2057] Forecasting SAM...
[2025-11-25T10:52:53.538270] [INFO ] [sig       ] Generating forecast for: SAM
[2025-11-25T10:52:53.538313] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SAM' from 'https://tdm.silogroup.org/data/derivative_storage/SAM.csv'.
[2025-11-25T10:52:53.550538] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'SAM'.
[2025-11-25T10:52:53.550978] [INFO ] [FORECASTER] Starting predict_future for SAM
[2025-11-25T10:52:53.551798] [DEBUG] [LOCAL     ] No optimal features file found for SAM: ./output/feature-sets/SAM.txt
[2025-11-25T10:52:53.551869] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:52:53.551919] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:52:53.551959] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:52:53.552026] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:52:53.617837] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:52:53.618500] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:52:53.618597] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:52:53.618662] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:52:53.730251] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:52:53.730416] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:52:53.730461] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:52:53.730495] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:52:53.733885] [DEBUG] [FORECASTER] SAM: Forecast T+1@11:T+2@11: DOWN (p=30.58%)
[2025-11-25T10:52:53.734175] [INFO ] [FORECASTER] Completed predict_future for SAM
[2025-11-25T10:52:53.734328] [INFO ] [sig       ] SAM: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:52:53.875817] [INFO ] [LOCAL     ] Saved forecast: SAM	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/SAM.txt
[2025-11-25T10:52:53.875993] [INFO ] [sig       ] [1617/2057] Completed SAM in 0.3s | 2.88 sym/s | Total: 9.4m | ETA: 2.5m
[2025-11-25T10:52:53.876047] [INFO ] [sig       ] [1618/2057] Forecasting SAN...
[2025-11-25T10:52:53.876089] [INFO ] [sig       ] Generating forecast for: SAN
[2025-11-25T10:52:53.876131] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SAN' from 'https://tdm.silogroup.org/data/derivative_storage/SAN.csv'.
[2025-11-25T10:52:53.888453] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'SAN'.
[2025-11-25T10:52:53.888989] [INFO ] [FORECASTER] Starting predict_future for SAN
[2025-11-25T10:52:53.889799] [DEBUG] [LOCAL     ] No optimal features file found for SAN: ./output/feature-sets/SAN.txt
[2025-11-25T10:52:53.889873] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:52:53.889919] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:52:53.889960] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:52:53.890028] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:52:53.956568] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:52:53.957430] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:52:53.957534] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:52:53.957583] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:52:54.061809] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:52:54.062021] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:52:54.062069] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:52:54.062105] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:52:54.065735] [DEBUG] [FORECASTER] SAN: Forecast T+1@11:T+2@11: UP (p=96.85%)
[2025-11-25T10:52:54.066094] [INFO ] [FORECASTER] Completed predict_future for SAN
[2025-11-25T10:52:54.066258] [INFO ] [sig       ] SAN: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:52:54.220260] [INFO ] [LOCAL     ] Saved forecast: SAN	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/SAN.txt
[2025-11-25T10:52:54.220451] [INFO ] [sig       ] [1618/2057] Completed SAN in 0.3s | 2.88 sym/s | Total: 9.4m | ETA: 2.5m
[2025-11-25T10:52:54.220508] [INFO ] [sig       ] [1619/2057] Forecasting SAP...
[2025-11-25T10:52:54.220552] [INFO ] [sig       ] Generating forecast for: SAP
[2025-11-25T10:52:54.220595] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SAP' from 'https://tdm.silogroup.org/data/derivative_storage/SAP.csv'.
[2025-11-25T10:52:54.233501] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'SAP'.
[2025-11-25T10:52:54.233924] [INFO ] [FORECASTER] Starting predict_future for SAP
[2025-11-25T10:52:54.234720] [DEBUG] [LOCAL     ] No optimal features file found for SAP: ./output/feature-sets/SAP.txt
[2025-11-25T10:52:54.234788] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:52:54.234833] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:52:54.234874] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:52:54.234952] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:52:54.299898] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:52:54.300639] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:52:54.300752] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:52:54.300802] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:52:54.399611] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:52:54.399800] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:52:54.399848] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:52:54.399883] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:52:54.403336] [DEBUG] [FORECASTER] SAP: Forecast T+1@11:T+2@11: UP (p=80.74%)
[2025-11-25T10:52:54.403638] [INFO ] [FORECASTER] Completed predict_future for SAP
[2025-11-25T10:52:54.403810] [INFO ] [sig       ] SAP: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:52:54.546731] [INFO ] [LOCAL     ] Saved forecast: SAP	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/SAP.txt
[2025-11-25T10:52:54.546924] [INFO ] [sig       ] [1619/2057] Completed SAP in 0.3s | 2.88 sym/s | Total: 9.4m | ETA: 2.5m
[2025-11-25T10:52:54.546980] [INFO ] [sig       ] [1620/2057] Forecasting SAR...
[2025-11-25T10:52:54.547036] [INFO ] [sig       ] Generating forecast for: SAR
[2025-11-25T10:52:54.547078] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SAR' from 'https://tdm.silogroup.org/data/derivative_storage/SAR.csv'.
[2025-11-25T10:52:54.557519] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'SAR'.
[2025-11-25T10:52:54.557942] [INFO ] [FORECASTER] Starting predict_future for SAR
[2025-11-25T10:52:54.558739] [DEBUG] [LOCAL     ] No optimal features file found for SAR: ./output/feature-sets/SAR.txt
[2025-11-25T10:52:54.558810] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:52:54.558866] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:52:54.558915] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:52:54.558997] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:52:54.623746] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:52:54.624418] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:52:54.624512] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:52:54.624559] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:52:54.718346] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:52:54.718520] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:52:54.718567] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:52:54.718603] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:52:54.722154] [DEBUG] [FORECASTER] SAR: Forecast T+1@11:T+2@11: UP (p=95.07%)
[2025-11-25T10:52:54.722505] [INFO ] [FORECASTER] Completed predict_future for SAR
[2025-11-25T10:52:54.722719] [INFO ] [sig       ] SAR: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:52:54.867074] [INFO ] [LOCAL     ] Saved forecast: SAR	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/SAR.txt
[2025-11-25T10:52:54.867244] [INFO ] [sig       ] [1620/2057] Completed SAR in 0.3s | 2.88 sym/s | Total: 9.4m | ETA: 2.5m
[2025-11-25T10:52:54.867300] [INFO ] [sig       ] [1621/2057] Forecasting SB...
[2025-11-25T10:52:54.867344] [INFO ] [sig       ] Generating forecast for: SB
[2025-11-25T10:52:54.867388] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SB' from 'https://tdm.silogroup.org/data/derivative_storage/SB.csv'.
[2025-11-25T10:52:54.878497] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'SB'.
[2025-11-25T10:52:54.878947] [INFO ] [FORECASTER] Starting predict_future for SB
[2025-11-25T10:52:54.879845] [DEBUG] [LOCAL     ] No optimal features file found for SB: ./output/feature-sets/SB.txt
[2025-11-25T10:52:54.879921] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:52:54.879967] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:52:54.880008] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:52:54.880097] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:52:54.948566] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:52:54.949551] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:52:54.949672] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:52:54.949723] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:52:55.067087] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:52:55.067273] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:52:55.067340] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:52:55.067378] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:52:55.070858] [DEBUG] [FORECASTER] SB: Forecast T+1@11:T+2@11: UP (p=85.24%)
[2025-11-25T10:52:55.071151] [INFO ] [FORECASTER] Completed predict_future for SB
[2025-11-25T10:52:55.071307] [INFO ] [sig       ] SB: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:52:55.221472] [INFO ] [LOCAL     ] Saved forecast: SB	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/SB.txt
[2025-11-25T10:52:55.221666] [INFO ] [sig       ] [1621/2057] Completed SB in 0.4s | 2.88 sym/s | Total: 9.4m | ETA: 2.5m
[2025-11-25T10:52:55.221730] [INFO ] [sig       ] [1622/2057] Forecasting SBH...
[2025-11-25T10:52:55.221772] [INFO ] [sig       ] Generating forecast for: SBH
[2025-11-25T10:52:55.221815] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SBH' from 'https://tdm.silogroup.org/data/derivative_storage/SBH.csv'.
[2025-11-25T10:52:55.233737] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'SBH'.
[2025-11-25T10:52:55.234171] [INFO ] [FORECASTER] Starting predict_future for SBH
[2025-11-25T10:52:55.235097] [DEBUG] [LOCAL     ] No optimal features file found for SBH: ./output/feature-sets/SBH.txt
[2025-11-25T10:52:55.235171] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:52:55.235220] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:52:55.235263] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:52:55.235338] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:52:55.304193] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:52:55.304996] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:52:55.305097] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:52:55.305145] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:52:55.430707] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:52:55.430889] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:52:55.430938] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:52:55.430974] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:52:55.434483] [DEBUG] [FORECASTER] SBH: Forecast T+1@11:T+2@11: UP (p=66.40%)
[2025-11-25T10:52:55.434800] [INFO ] [FORECASTER] Completed predict_future for SBH
[2025-11-25T10:52:55.435015] [INFO ] [sig       ] SBH: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:52:55.587589] [INFO ] [LOCAL     ] Saved forecast: SBH	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/SBH.txt
[2025-11-25T10:52:55.587786] [INFO ] [sig       ] [1622/2057] Completed SBH in 0.4s | 2.88 sym/s | Total: 9.4m | ETA: 2.5m
[2025-11-25T10:52:55.587865] [INFO ] [sig       ] [1623/2057] Forecasting SBI...
[2025-11-25T10:52:55.587917] [INFO ] [sig       ] Generating forecast for: SBI
[2025-11-25T10:52:55.587966] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SBI' from 'https://tdm.silogroup.org/data/derivative_storage/SBI.csv'.
[2025-11-25T10:52:55.599843] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'SBI'.
[2025-11-25T10:52:55.600249] [INFO ] [FORECASTER] Starting predict_future for SBI
[2025-11-25T10:52:55.601159] [DEBUG] [LOCAL     ] No optimal features file found for SBI: ./output/feature-sets/SBI.txt
[2025-11-25T10:52:55.601428] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:52:55.601480] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:52:55.601538] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:52:55.601637] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:52:55.671344] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:52:55.672190] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:52:55.672289] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:52:55.672337] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:52:55.791673] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:52:55.791852] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:52:55.791900] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:52:55.791937] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:52:55.795374] [DEBUG] [FORECASTER] SBI: Forecast T+1@11:T+2@11: UP (p=60.33%)
[2025-11-25T10:52:55.795691] [INFO ] [FORECASTER] Completed predict_future for SBI
[2025-11-25T10:52:55.795860] [INFO ] [sig       ] SBI: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:52:55.944430] [INFO ] [LOCAL     ] Saved forecast: SBI	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/SBI.txt
[2025-11-25T10:52:55.944604] [INFO ] [sig       ] [1623/2057] Completed SBI in 0.4s | 2.88 sym/s | Total: 9.4m | ETA: 2.5m
[2025-11-25T10:52:55.944684] [INFO ] [sig       ] [1624/2057] Forecasting SBR...
[2025-11-25T10:52:55.944731] [INFO ] [sig       ] Generating forecast for: SBR
[2025-11-25T10:52:55.944774] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SBR' from 'https://tdm.silogroup.org/data/derivative_storage/SBR.csv'.
[2025-11-25T10:52:55.957049] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'SBR'.
[2025-11-25T10:52:55.957516] [INFO ] [FORECASTER] Starting predict_future for SBR
[2025-11-25T10:52:55.958502] [DEBUG] [LOCAL     ] No optimal features file found for SBR: ./output/feature-sets/SBR.txt
[2025-11-25T10:52:55.958587] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:52:55.958676] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:52:55.958738] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:52:55.958830] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:52:56.028443] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:52:56.029301] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:52:56.029402] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:52:56.029452] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:52:56.130285] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:52:56.130467] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:52:56.130514] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:52:56.130550] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:52:56.134119] [DEBUG] [FORECASTER] SBR: Forecast T+1@11:T+2@11: UP (p=77.01%)
[2025-11-25T10:52:56.134450] [INFO ] [FORECASTER] Completed predict_future for SBR
[2025-11-25T10:52:56.134614] [INFO ] [sig       ] SBR: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:52:56.282193] [INFO ] [LOCAL     ] Saved forecast: SBR	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/SBR.txt
[2025-11-25T10:52:56.282405] [INFO ] [sig       ] [1624/2057] Completed SBR in 0.3s | 2.88 sym/s | Total: 9.4m | ETA: 2.5m
[2025-11-25T10:52:56.282463] [INFO ] [sig       ] [1625/2057] Forecasting SBS...
[2025-11-25T10:52:56.282507] [INFO ] [sig       ] Generating forecast for: SBS
[2025-11-25T10:52:56.282545] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SBS' from 'https://tdm.silogroup.org/data/derivative_storage/SBS.csv'.
[2025-11-25T10:52:56.295149] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'SBS'.
[2025-11-25T10:52:56.295511] [INFO ] [FORECASTER] Starting predict_future for SBS
[2025-11-25T10:52:56.296325] [DEBUG] [LOCAL     ] No optimal features file found for SBS: ./output/feature-sets/SBS.txt
[2025-11-25T10:52:56.296396] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:52:56.296462] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:52:56.296505] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:52:56.296573] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:52:56.361968] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:52:56.362593] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:52:56.362706] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:52:56.362755] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:52:56.471376] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:52:56.471491] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:52:56.471532] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:52:56.471565] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:52:56.474677] [DEBUG] [FORECASTER] SBS: Forecast T+1@11:T+2@11: DOWN (p=5.71%)
[2025-11-25T10:52:56.474952] [INFO ] [FORECASTER] Completed predict_future for SBS
[2025-11-25T10:52:56.475094] [INFO ] [sig       ] SBS: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:52:56.613973] [INFO ] [LOCAL     ] Saved forecast: SBS	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/SBS.txt
[2025-11-25T10:52:56.614105] [INFO ] [sig       ] [1625/2057] Completed SBS in 0.3s | 2.88 sym/s | Total: 9.4m | ETA: 2.5m
[2025-11-25T10:52:56.614158] [INFO ] [sig       ] [1626/2057] Forecasting SBSI...
[2025-11-25T10:52:56.614201] [INFO ] [sig       ] Generating forecast for: SBSI
[2025-11-25T10:52:56.614242] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SBSI' from 'https://tdm.silogroup.org/data/derivative_storage/SBSI.csv'.
[2025-11-25T10:52:56.628743] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'SBSI'.
[2025-11-25T10:52:56.629296] [INFO ] [FORECASTER] Starting predict_future for SBSI
[2025-11-25T10:52:56.630302] [DEBUG] [LOCAL     ] No optimal features file found for SBSI: ./output/feature-sets/SBSI.txt
[2025-11-25T10:52:56.630396] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:52:56.630460] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:52:56.630519] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:52:56.630618] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:52:56.696856] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:52:56.698071] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:52:56.698191] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:52:56.698242] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:52:56.814674] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:52:56.814872] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:52:56.814930] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:52:56.814974] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:52:56.818497] [DEBUG] [FORECASTER] SBSI: Forecast T+1@11:T+2@11: UP (p=70.20%)
[2025-11-25T10:52:56.818845] [INFO ] [FORECASTER] Completed predict_future for SBSI
[2025-11-25T10:52:56.819048] [INFO ] [sig       ] SBSI: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:52:56.959182] [INFO ] [LOCAL     ] Saved forecast: SBSI	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/SBSI.txt
[2025-11-25T10:52:56.959375] [INFO ] [sig       ] [1626/2057] Completed SBSI in 0.3s | 2.88 sym/s | Total: 9.4m | ETA: 2.5m
[2025-11-25T10:52:56.959430] [INFO ] [sig       ] [1627/2057] Forecasting SBSW...
[2025-11-25T10:52:56.959474] [INFO ] [sig       ] Generating forecast for: SBSW
[2025-11-25T10:52:56.959517] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SBSW' from 'https://tdm.silogroup.org/data/derivative_storage/SBSW.csv'.
[2025-11-25T10:52:56.971350] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'SBSW'.
[2025-11-25T10:52:56.971762] [INFO ] [FORECASTER] Starting predict_future for SBSW
[2025-11-25T10:52:56.972527] [DEBUG] [LOCAL     ] No optimal features file found for SBSW: ./output/feature-sets/SBSW.txt
[2025-11-25T10:52:56.972597] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:52:56.972669] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:52:56.972713] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:52:56.972784] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:52:57.038800] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:52:57.039497] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:52:57.039594] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:52:57.039660] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:52:57.154015] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:52:57.154214] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:52:57.154261] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:52:57.154295] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:52:57.157767] [DEBUG] [FORECASTER] SBSW: Forecast T+1@11:T+2@11: DOWN (p=7.10%)
[2025-11-25T10:52:57.158087] [INFO ] [FORECASTER] Completed predict_future for SBSW
[2025-11-25T10:52:57.158249] [INFO ] [sig       ] SBSW: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:52:57.300733] [INFO ] [LOCAL     ] Saved forecast: SBSW	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/SBSW.txt
[2025-11-25T10:52:57.300876] [INFO ] [sig       ] [1627/2057] Completed SBSW in 0.3s | 2.88 sym/s | Total: 9.4m | ETA: 2.5m
[2025-11-25T10:52:57.300930] [INFO ] [sig       ] [1628/2057] Forecasting SCD...
[2025-11-25T10:52:57.300975] [INFO ] [sig       ] Generating forecast for: SCD
[2025-11-25T10:52:57.301017] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SCD' from 'https://tdm.silogroup.org/data/derivative_storage/SCD.csv'.
[2025-11-25T10:52:57.312372] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'SCD'.
[2025-11-25T10:52:57.312751] [INFO ] [FORECASTER] Starting predict_future for SCD
[2025-11-25T10:52:57.313550] [DEBUG] [LOCAL     ] No optimal features file found for SCD: ./output/feature-sets/SCD.txt
[2025-11-25T10:52:57.313620] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:52:57.313687] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:52:57.313731] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:52:57.313802] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:52:57.380300] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:52:57.381202] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:52:57.381305] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:52:57.381353] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:52:57.490829] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:52:57.490952] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:52:57.490995] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:52:57.491028] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:52:57.494176] [DEBUG] [FORECASTER] SCD: Forecast T+1@11:T+2@11: UP (p=82.13%)
[2025-11-25T10:52:57.494452] [INFO ] [FORECASTER] Completed predict_future for SCD
[2025-11-25T10:52:57.494617] [INFO ] [sig       ] SCD: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:52:57.635683] [INFO ] [LOCAL     ] Saved forecast: SCD	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/SCD.txt
[2025-11-25T10:52:57.635849] [INFO ] [sig       ] [1628/2057] Completed SCD in 0.3s | 2.88 sym/s | Total: 9.4m | ETA: 2.5m
[2025-11-25T10:52:57.635903] [INFO ] [sig       ] [1629/2057] Forecasting SCHW...
[2025-11-25T10:52:57.635955] [INFO ] [sig       ] Generating forecast for: SCHW
[2025-11-25T10:52:57.635998] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SCHW' from 'https://tdm.silogroup.org/data/derivative_storage/SCHW.csv'.
[2025-11-25T10:52:57.647147] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'SCHW'.
[2025-11-25T10:52:57.647495] [INFO ] [FORECASTER] Starting predict_future for SCHW
[2025-11-25T10:52:57.648285] [DEBUG] [LOCAL     ] No optimal features file found for SCHW: ./output/feature-sets/SCHW.txt
[2025-11-25T10:52:57.648355] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:52:57.648401] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:52:57.648442] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:52:57.648510] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:52:57.713783] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:52:57.714396] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:52:57.714487] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:52:57.714533] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:52:57.817267] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:52:57.817535] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:52:57.817584] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:52:57.817620] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:52:57.821339] [DEBUG] [FORECASTER] SCHW: Forecast T+1@11:T+2@11: UP (p=85.88%)
[2025-11-25T10:52:57.821684] [INFO ] [FORECASTER] Completed predict_future for SCHW
[2025-11-25T10:52:57.821843] [INFO ] [sig       ] SCHW: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:52:57.966736] [INFO ] [LOCAL     ] Saved forecast: SCHW	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/SCHW.txt
[2025-11-25T10:52:57.966950] [INFO ] [sig       ] [1629/2057] Completed SCHW in 0.3s | 2.88 sym/s | Total: 9.4m | ETA: 2.5m
[2025-11-25T10:52:57.967049] [INFO ] [sig       ] [1630/2057] Forecasting SCI...
[2025-11-25T10:52:57.967100] [INFO ] [sig       ] Generating forecast for: SCI
[2025-11-25T10:52:57.967145] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SCI' from 'https://tdm.silogroup.org/data/derivative_storage/SCI.csv'.
[2025-11-25T10:52:57.979282] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'SCI'.
[2025-11-25T10:52:57.979801] [INFO ] [FORECASTER] Starting predict_future for SCI
[2025-11-25T10:52:57.980623] [DEBUG] [LOCAL     ] No optimal features file found for SCI: ./output/feature-sets/SCI.txt
[2025-11-25T10:52:57.980716] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:52:57.980764] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:52:57.980804] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:52:57.980872] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:52:58.045129] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:52:58.045945] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:52:58.046045] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:52:58.046093] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:52:58.147574] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:52:58.147799] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:52:58.147854] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:52:58.147888] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:52:58.151410] [DEBUG] [FORECASTER] SCI: Forecast T+1@11:T+2@11: UP (p=96.30%)
[2025-11-25T10:52:58.151721] [INFO ] [FORECASTER] Completed predict_future for SCI
[2025-11-25T10:52:58.151875] [INFO ] [sig       ] SCI: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:52:58.293364] [INFO ] [LOCAL     ] Saved forecast: SCI	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/SCI.txt
[2025-11-25T10:52:58.293556] [INFO ] [sig       ] [1630/2057] Completed SCI in 0.3s | 2.88 sym/s | Total: 9.4m | ETA: 2.5m
[2025-11-25T10:52:58.293611] [INFO ] [sig       ] [1631/2057] Forecasting SCL...
[2025-11-25T10:52:58.293679] [INFO ] [sig       ] Generating forecast for: SCL
[2025-11-25T10:52:58.293725] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SCL' from 'https://tdm.silogroup.org/data/derivative_storage/SCL.csv'.
[2025-11-25T10:52:58.304968] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'SCL'.
[2025-11-25T10:52:58.305367] [INFO ] [FORECASTER] Starting predict_future for SCL
[2025-11-25T10:52:58.306157] [DEBUG] [LOCAL     ] No optimal features file found for SCL: ./output/feature-sets/SCL.txt
[2025-11-25T10:52:58.306226] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:52:58.306272] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:52:58.306312] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:52:58.306378] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:52:58.373382] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:52:58.374288] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:52:58.374385] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:52:58.374427] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:52:58.478431] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:52:58.478628] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:52:58.478697] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:52:58.478760] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:52:58.482180] [DEBUG] [FORECASTER] SCL: Forecast T+1@11:T+2@11: DOWN (p=39.56%)
[2025-11-25T10:52:58.482482] [INFO ] [FORECASTER] Completed predict_future for SCL
[2025-11-25T10:52:58.482658] [INFO ] [sig       ] SCL: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:52:58.623337] [INFO ] [LOCAL     ] Saved forecast: SCL	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/SCL.txt
[2025-11-25T10:52:58.623488] [INFO ] [sig       ] [1631/2057] Completed SCL in 0.3s | 2.88 sym/s | Total: 9.4m | ETA: 2.5m
[2025-11-25T10:52:58.623541] [INFO ] [sig       ] [1632/2057] Forecasting SCM...
[2025-11-25T10:52:58.623584] [INFO ] [sig       ] Generating forecast for: SCM
[2025-11-25T10:52:58.623626] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SCM' from 'https://tdm.silogroup.org/data/derivative_storage/SCM.csv'.
[2025-11-25T10:52:58.635332] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'SCM'.
[2025-11-25T10:52:58.635706] [INFO ] [FORECASTER] Starting predict_future for SCM
[2025-11-25T10:52:58.636498] [DEBUG] [LOCAL     ] No optimal features file found for SCM: ./output/feature-sets/SCM.txt
[2025-11-25T10:52:58.636567] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:52:58.636613] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:52:58.636673] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:52:58.636746] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:52:58.702903] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:52:58.703698] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:52:58.703793] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:52:58.703840] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:52:58.806860] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:52:58.807075] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:52:58.807124] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:52:58.807187] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:52:58.811013] [DEBUG] [FORECASTER] SCM: Forecast T+1@11:T+2@11: DOWN (p=32.69%)
[2025-11-25T10:52:58.811313] [INFO ] [FORECASTER] Completed predict_future for SCM
[2025-11-25T10:52:58.811459] [INFO ] [sig       ] SCM: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:52:58.952419] [INFO ] [LOCAL     ] Saved forecast: SCM	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/SCM.txt
[2025-11-25T10:52:58.952596] [INFO ] [sig       ] [1632/2057] Completed SCM in 0.3s | 2.88 sym/s | Total: 9.5m | ETA: 2.5m
[2025-11-25T10:52:58.952672] [INFO ] [sig       ] [1633/2057] Forecasting SCS...
[2025-11-25T10:52:58.952719] [INFO ] [sig       ] Generating forecast for: SCS
[2025-11-25T10:52:58.952762] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SCS' from 'https://tdm.silogroup.org/data/derivative_storage/SCS.csv'.
[2025-11-25T10:52:58.964169] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'SCS'.
[2025-11-25T10:52:58.964533] [INFO ] [FORECASTER] Starting predict_future for SCS
[2025-11-25T10:52:58.965320] [DEBUG] [LOCAL     ] No optimal features file found for SCS: ./output/feature-sets/SCS.txt
[2025-11-25T10:52:58.965391] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:52:58.965437] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:52:58.965478] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:52:58.965546] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:52:59.031821] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:52:59.032431] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:52:59.032523] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:52:59.032570] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:52:59.135584] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:52:59.135792] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:52:59.135865] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:52:59.135911] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:52:59.139337] [DEBUG] [FORECASTER] SCS: Forecast T+1@11:T+2@11: DOWN (p=13.38%)
[2025-11-25T10:52:59.139666] [INFO ] [FORECASTER] Completed predict_future for SCS
[2025-11-25T10:52:59.139835] [INFO ] [sig       ] SCS: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:52:59.281285] [INFO ] [LOCAL     ] Saved forecast: SCS	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/SCS.txt
[2025-11-25T10:52:59.281438] [INFO ] [sig       ] [1633/2057] Completed SCS in 0.3s | 2.88 sym/s | Total: 9.5m | ETA: 2.5m
[2025-11-25T10:52:59.281492] [INFO ] [sig       ] [1634/2057] Forecasting SD...
[2025-11-25T10:52:59.281536] [INFO ] [sig       ] Generating forecast for: SD
[2025-11-25T10:52:59.281578] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SD' from 'https://tdm.silogroup.org/data/derivative_storage/SD.csv'.
[2025-11-25T10:52:59.293916] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'SD'.
[2025-11-25T10:52:59.294286] [INFO ] [FORECASTER] Starting predict_future for SD
[2025-11-25T10:52:59.295085] [DEBUG] [LOCAL     ] No optimal features file found for SD: ./output/feature-sets/SD.txt
[2025-11-25T10:52:59.295155] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:52:59.295201] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:52:59.295243] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:52:59.295313] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:52:59.361732] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:52:59.362594] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:52:59.362716] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:52:59.362766] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:52:59.462723] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:52:59.462887] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:52:59.462931] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:52:59.462970] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:52:59.466227] [DEBUG] [FORECASTER] SD: Forecast T+1@11:T+2@11: DOWN (p=42.53%)
[2025-11-25T10:52:59.466507] [INFO ] [FORECASTER] Completed predict_future for SD
[2025-11-25T10:52:59.466669] [INFO ] [sig       ] SD: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:52:59.612547] [INFO ] [LOCAL     ] Saved forecast: SD	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/SD.txt
[2025-11-25T10:52:59.612781] [INFO ] [sig       ] [1634/2057] Completed SD in 0.3s | 2.88 sym/s | Total: 9.5m | ETA: 2.5m
[2025-11-25T10:52:59.612839] [INFO ] [sig       ] [1635/2057] Forecasting SDHY...
[2025-11-25T10:52:59.612885] [INFO ] [sig       ] Generating forecast for: SDHY
[2025-11-25T10:52:59.612928] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SDHY' from 'https://tdm.silogroup.org/data/derivative_storage/SDHY.csv'.
[2025-11-25T10:52:59.624694] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'SDHY'.
[2025-11-25T10:52:59.625112] [INFO ] [FORECASTER] Starting predict_future for SDHY
[2025-11-25T10:52:59.625903] [DEBUG] [LOCAL     ] No optimal features file found for SDHY: ./output/feature-sets/SDHY.txt
[2025-11-25T10:52:59.625984] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:52:59.626038] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:52:59.626088] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:52:59.626168] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:52:59.692674] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:52:59.693286] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:52:59.693377] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:52:59.693423] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:52:59.800067] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:52:59.800261] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:52:59.800308] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:52:59.800343] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:52:59.803785] [DEBUG] [FORECASTER] SDHY: Forecast T+1@11:T+2@11: UP (p=73.27%)
[2025-11-25T10:52:59.804100] [INFO ] [FORECASTER] Completed predict_future for SDHY
[2025-11-25T10:52:59.804253] [INFO ] [sig       ] SDHY: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:52:59.945704] [INFO ] [LOCAL     ] Saved forecast: SDHY	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/SDHY.txt
[2025-11-25T10:52:59.945861] [INFO ] [sig       ] [1635/2057] Completed SDHY in 0.3s | 2.88 sym/s | Total: 9.5m | ETA: 2.4m
[2025-11-25T10:52:59.945915] [INFO ] [sig       ] [1636/2057] Forecasting SDRL...
[2025-11-25T10:52:59.945967] [INFO ] [sig       ] Generating forecast for: SDRL
[2025-11-25T10:52:59.946018] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SDRL' from 'https://tdm.silogroup.org/data/derivative_storage/SDRL.csv'.
[2025-11-25T10:52:59.957210] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'SDRL'.
[2025-11-25T10:52:59.957614] [INFO ] [FORECASTER] Starting predict_future for SDRL
[2025-11-25T10:52:59.958389] [DEBUG] [LOCAL     ] No optimal features file found for SDRL: ./output/feature-sets/SDRL.txt
[2025-11-25T10:52:59.958461] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:52:59.958508] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:52:59.958549] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:52:59.958618] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:53:00.024934] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:53:00.025848] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:53:00.025949] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:53:00.025998] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:53:00.138848] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:53:00.139049] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:53:00.139104] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:53:00.139140] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:53:00.142872] [DEBUG] [FORECASTER] SDRL: Forecast T+1@11:T+2@11: DOWN (p=10.50%)
[2025-11-25T10:53:00.143188] [INFO ] [FORECASTER] Completed predict_future for SDRL
[2025-11-25T10:53:00.143351] [INFO ] [sig       ] SDRL: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:53:00.287225] [INFO ] [LOCAL     ] Saved forecast: SDRL	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/SDRL.txt
[2025-11-25T10:53:00.287436] [INFO ] [sig       ] [1636/2057] Completed SDRL in 0.3s | 2.88 sym/s | Total: 9.5m | ETA: 2.4m
[2025-11-25T10:53:00.287492] [INFO ] [sig       ] [1637/2057] Forecasting SE...
[2025-11-25T10:53:00.287538] [INFO ] [sig       ] Generating forecast for: SE
[2025-11-25T10:53:00.287580] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SE' from 'https://tdm.silogroup.org/data/derivative_storage/SE.csv'.
[2025-11-25T10:53:00.300116] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'SE'.
[2025-11-25T10:53:00.300567] [INFO ] [FORECASTER] Starting predict_future for SE
[2025-11-25T10:53:00.301402] [DEBUG] [LOCAL     ] No optimal features file found for SE: ./output/feature-sets/SE.txt
[2025-11-25T10:53:00.301474] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:53:00.301520] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:53:00.301560] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:53:00.301628] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:53:00.370990] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:53:00.371863] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:53:00.371961] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:53:00.372009] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:53:00.571634] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:53:00.571906] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:53:00.572117] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:53:00.572225] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:53:00.576821] [DEBUG] [FORECASTER] SE: Forecast T+1@11:T+2@11: UP (p=53.77%)
[2025-11-25T10:53:00.577218] [INFO ] [FORECASTER] Completed predict_future for SE
[2025-11-25T10:53:00.577506] [INFO ] [sig       ] SE: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:53:00.723720] [INFO ] [LOCAL     ] Saved forecast: SE	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/SE.txt
[2025-11-25T10:53:00.723901] [INFO ] [sig       ] [1637/2057] Completed SE in 0.4s | 2.88 sym/s | Total: 9.5m | ETA: 2.4m
[2025-11-25T10:53:00.723958] [INFO ] [sig       ] [1638/2057] Forecasting SEE...
[2025-11-25T10:53:00.724002] [INFO ] [sig       ] Generating forecast for: SEE
[2025-11-25T10:53:00.724045] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SEE' from 'https://tdm.silogroup.org/data/derivative_storage/SEE.csv'.
[2025-11-25T10:53:00.735833] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'SEE'.
[2025-11-25T10:53:00.736283] [INFO ] [FORECASTER] Starting predict_future for SEE
[2025-11-25T10:53:00.737285] [DEBUG] [LOCAL     ] No optimal features file found for SEE: ./output/feature-sets/SEE.txt
[2025-11-25T10:53:00.737380] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:53:00.737428] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:53:00.737470] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:53:00.737541] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:53:00.808077] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:53:00.808960] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:53:00.809064] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:53:00.809110] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:53:01.417354] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:53:01.417554] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:53:01.417603] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:53:01.417657] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:53:01.421894] [DEBUG] [FORECASTER] SEE: Forecast T+1@11:T+2@11: UP (p=87.04%)
[2025-11-25T10:53:01.422350] [INFO ] [FORECASTER] Completed predict_future for SEE
[2025-11-25T10:53:01.422606] [INFO ] [sig       ] SEE: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:53:01.571770] [INFO ] [LOCAL     ] Saved forecast: SEE	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/SEE.txt
[2025-11-25T10:53:01.571940] [INFO ] [sig       ] [1638/2057] Completed SEE in 0.8s | 2.87 sym/s | Total: 9.5m | ETA: 2.4m
[2025-11-25T10:53:01.571995] [INFO ] [sig       ] [1639/2057] Forecasting SEM...
[2025-11-25T10:53:01.572040] [INFO ] [sig       ] Generating forecast for: SEM
[2025-11-25T10:53:01.572082] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SEM' from 'https://tdm.silogroup.org/data/derivative_storage/SEM.csv'.
[2025-11-25T10:53:01.585331] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'SEM'.
[2025-11-25T10:53:01.585787] [INFO ] [FORECASTER] Starting predict_future for SEM
[2025-11-25T10:53:01.586632] [DEBUG] [LOCAL     ] No optimal features file found for SEM: ./output/feature-sets/SEM.txt
[2025-11-25T10:53:01.586725] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:53:01.586774] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:53:01.586814] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:53:01.586884] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:53:01.657340] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:53:01.658212] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:53:01.658315] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:53:01.658365] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:53:01.828048] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:53:01.828249] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:53:01.828300] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:53:01.828336] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:53:01.831995] [DEBUG] [FORECASTER] SEM: Forecast T+1@11:T+2@11: UP (p=83.96%)
[2025-11-25T10:53:01.832295] [INFO ] [FORECASTER] Completed predict_future for SEM
[2025-11-25T10:53:01.832463] [INFO ] [sig       ] SEM: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:53:01.979947] [INFO ] [LOCAL     ] Saved forecast: SEM	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/SEM.txt
[2025-11-25T10:53:01.980153] [INFO ] [sig       ] [1639/2057] Completed SEM in 0.4s | 2.87 sym/s | Total: 9.5m | ETA: 2.4m
[2025-11-25T10:53:01.980211] [INFO ] [sig       ] [1640/2057] Forecasting SEMR...
[2025-11-25T10:53:01.980255] [INFO ] [sig       ] Generating forecast for: SEMR
[2025-11-25T10:53:01.980299] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SEMR' from 'https://tdm.silogroup.org/data/derivative_storage/SEMR.csv'.
[2025-11-25T10:53:01.992216] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'SEMR'.
[2025-11-25T10:53:01.992621] [INFO ] [FORECASTER] Starting predict_future for SEMR
[2025-11-25T10:53:01.993470] [DEBUG] [LOCAL     ] No optimal features file found for SEMR: ./output/feature-sets/SEMR.txt
[2025-11-25T10:53:01.993544] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:53:01.993590] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:53:01.993631] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:53:01.993725] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:53:02.057988] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:53:02.058867] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:53:02.058966] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:53:02.059014] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:53:02.184989] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:53:02.185167] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:53:02.185214] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:53:02.185249] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:53:02.188684] [DEBUG] [FORECASTER] SEMR: Forecast T+1@11:T+2@11: DOWN (p=28.06%)
[2025-11-25T10:53:02.188973] [INFO ] [FORECASTER] Completed predict_future for SEMR
[2025-11-25T10:53:02.189128] [INFO ] [sig       ] SEMR: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:53:02.330458] [INFO ] [LOCAL     ] Saved forecast: SEMR	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/SEMR.txt
[2025-11-25T10:53:02.330619] [INFO ] [sig       ] [1640/2057] Completed SEMR in 0.4s | 2.87 sym/s | Total: 9.5m | ETA: 2.4m
[2025-11-25T10:53:02.330701] [INFO ] [sig       ] [1641/2057] Forecasting SES...
[2025-11-25T10:53:02.330749] [INFO ] [sig       ] Generating forecast for: SES
[2025-11-25T10:53:02.330788] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SES' from 'https://tdm.silogroup.org/data/derivative_storage/SES.csv'.
[2025-11-25T10:53:02.342517] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'SES'.
[2025-11-25T10:53:02.342929] [INFO ] [FORECASTER] Starting predict_future for SES
[2025-11-25T10:53:02.343746] [DEBUG] [LOCAL     ] No optimal features file found for SES: ./output/feature-sets/SES.txt
[2025-11-25T10:53:02.343816] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:53:02.343862] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:53:02.343903] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:53:02.343973] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:53:02.411831] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:53:02.412598] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:53:02.412726] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:53:02.412779] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:53:02.543077] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:53:02.543277] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:53:02.543326] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:53:02.543361] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:53:02.546862] [DEBUG] [FORECASTER] SES: Forecast T+1@11:T+2@11: DOWN (p=27.79%)
[2025-11-25T10:53:02.547184] [INFO ] [FORECASTER] Completed predict_future for SES
[2025-11-25T10:53:02.547345] [INFO ] [sig       ] SES: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:53:02.692233] [INFO ] [LOCAL     ] Saved forecast: SES	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/SES.txt
[2025-11-25T10:53:02.692396] [INFO ] [sig       ] [1641/2057] Completed SES in 0.4s | 2.87 sym/s | Total: 9.5m | ETA: 2.4m
[2025-11-25T10:53:02.692466] [INFO ] [sig       ] [1642/2057] Forecasting SF...
[2025-11-25T10:53:02.692513] [INFO ] [sig       ] Generating forecast for: SF
[2025-11-25T10:53:02.692557] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SF' from 'https://tdm.silogroup.org/data/derivative_storage/SF.csv'.
[2025-11-25T10:53:02.704708] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'SF'.
[2025-11-25T10:53:02.705186] [INFO ] [FORECASTER] Starting predict_future for SF
[2025-11-25T10:53:02.706081] [DEBUG] [LOCAL     ] No optimal features file found for SF: ./output/feature-sets/SF.txt
[2025-11-25T10:53:02.706157] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:53:02.706206] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:53:02.706249] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:53:02.706320] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:53:02.774224] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:53:02.775109] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:53:02.775225] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:53:02.775277] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:53:02.905095] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:53:02.905299] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:53:02.905347] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:53:02.905384] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:53:02.908976] [DEBUG] [FORECASTER] SF: Forecast T+1@11:T+2@11: UP (p=73.50%)
[2025-11-25T10:53:02.909306] [INFO ] [FORECASTER] Completed predict_future for SF
[2025-11-25T10:53:02.909474] [INFO ] [sig       ] SF: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:53:03.062073] [INFO ] [LOCAL     ] Saved forecast: SF	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/SF.txt
[2025-11-25T10:53:03.062230] [INFO ] [sig       ] [1642/2057] Completed SF in 0.4s | 2.87 sym/s | Total: 9.5m | ETA: 2.4m
[2025-11-25T10:53:03.062283] [INFO ] [sig       ] [1643/2057] Forecasting SFB...
[2025-11-25T10:53:03.062328] [INFO ] [sig       ] Generating forecast for: SFB
[2025-11-25T10:53:03.062373] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SFB' from 'https://tdm.silogroup.org/data/derivative_storage/SFB.csv'.
[2025-11-25T10:53:03.074037] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'SFB'.
[2025-11-25T10:53:03.074398] [INFO ] [FORECASTER] Starting predict_future for SFB
[2025-11-25T10:53:03.075185] [DEBUG] [LOCAL     ] No optimal features file found for SFB: ./output/feature-sets/SFB.txt
[2025-11-25T10:53:03.075255] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:53:03.075302] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:53:03.075342] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:53:03.075412] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:53:03.144216] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:53:03.144935] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:53:03.145032] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:53:03.145083] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:53:03.240697] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:53:03.240889] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:53:03.240935] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:53:03.240970] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:53:03.244341] [DEBUG] [FORECASTER] SFB: Forecast T+1@11:T+2@11: UP (p=74.12%)
[2025-11-25T10:53:03.244622] [INFO ] [FORECASTER] Completed predict_future for SFB
[2025-11-25T10:53:03.244807] [INFO ] [sig       ] SFB: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:53:03.383864] [INFO ] [LOCAL     ] Saved forecast: SFB	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/SFB.txt
[2025-11-25T10:53:03.384016] [INFO ] [sig       ] [1643/2057] Completed SFB in 0.3s | 2.87 sym/s | Total: 9.5m | ETA: 2.4m
[2025-11-25T10:53:03.384070] [INFO ] [sig       ] [1644/2057] Forecasting SFBS...
[2025-11-25T10:53:03.384113] [INFO ] [sig       ] Generating forecast for: SFBS
[2025-11-25T10:53:03.384156] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SFBS' from 'https://tdm.silogroup.org/data/derivative_storage/SFBS.csv'.
[2025-11-25T10:53:03.395688] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'SFBS'.
[2025-11-25T10:53:03.396077] [INFO ] [FORECASTER] Starting predict_future for SFBS
[2025-11-25T10:53:03.396865] [DEBUG] [LOCAL     ] No optimal features file found for SFBS: ./output/feature-sets/SFBS.txt
[2025-11-25T10:53:03.396935] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:53:03.396981] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:53:03.397039] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:53:03.397110] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:53:03.463503] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:53:03.464211] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:53:03.464305] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:53:03.464356] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:53:03.570810] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:53:03.571022] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:53:03.571080] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:53:03.571123] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:53:03.574627] [DEBUG] [FORECASTER] SFBS: Forecast T+1@11:T+2@11: UP (p=91.38%)
[2025-11-25T10:53:03.574961] [INFO ] [FORECASTER] Completed predict_future for SFBS
[2025-11-25T10:53:03.575159] [INFO ] [sig       ] SFBS: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:53:03.715999] [INFO ] [LOCAL     ] Saved forecast: SFBS	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/SFBS.txt
[2025-11-25T10:53:03.716212] [INFO ] [sig       ] [1644/2057] Completed SFBS in 0.3s | 2.87 sym/s | Total: 9.5m | ETA: 2.4m
[2025-11-25T10:53:03.716267] [INFO ] [sig       ] [1645/2057] Forecasting SFL...
[2025-11-25T10:53:03.716309] [INFO ] [sig       ] Generating forecast for: SFL
[2025-11-25T10:53:03.716352] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SFL' from 'https://tdm.silogroup.org/data/derivative_storage/SFL.csv'.
[2025-11-25T10:53:03.728556] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'SFL'.
[2025-11-25T10:53:03.729031] [INFO ] [FORECASTER] Starting predict_future for SFL
[2025-11-25T10:53:03.729877] [DEBUG] [LOCAL     ] No optimal features file found for SFL: ./output/feature-sets/SFL.txt
[2025-11-25T10:53:03.729945] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:53:03.729990] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:53:03.730029] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:53:03.730103] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:53:03.798004] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:53:03.799029] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:53:03.799135] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:53:03.799183] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:53:03.901773] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:53:03.901974] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:53:03.902021] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:53:03.902080] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:53:03.905639] [DEBUG] [FORECASTER] SFL: Forecast T+1@11:T+2@11: UP (p=62.04%)
[2025-11-25T10:53:03.906024] [INFO ] [FORECASTER] Completed predict_future for SFL
[2025-11-25T10:53:03.906214] [INFO ] [sig       ] SFL: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:53:04.050203] [INFO ] [LOCAL     ] Saved forecast: SFL	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/SFL.txt
[2025-11-25T10:53:04.050359] [INFO ] [sig       ] [1645/2057] Completed SFL in 0.3s | 2.87 sym/s | Total: 9.5m | ETA: 2.4m
[2025-11-25T10:53:04.050412] [INFO ] [sig       ] [1646/2057] Forecasting SG...
[2025-11-25T10:53:04.050455] [INFO ] [sig       ] Generating forecast for: SG
[2025-11-25T10:53:04.050496] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SG' from 'https://tdm.silogroup.org/data/derivative_storage/SG.csv'.
[2025-11-25T10:53:04.062044] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'SG'.
[2025-11-25T10:53:04.062390] [INFO ] [FORECASTER] Starting predict_future for SG
[2025-11-25T10:53:04.063176] [DEBUG] [LOCAL     ] No optimal features file found for SG: ./output/feature-sets/SG.txt
[2025-11-25T10:53:04.063246] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:53:04.063291] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:53:04.063331] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:53:04.063399] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:53:04.129762] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:53:04.130397] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:53:04.130495] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:53:04.130544] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:53:04.255311] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:53:04.255432] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:53:04.255474] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:53:04.255507] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:53:04.258594] [DEBUG] [FORECASTER] SG: Forecast T+1@11:T+2@11: DOWN (p=47.20%)
[2025-11-25T10:53:04.258884] [INFO ] [FORECASTER] Completed predict_future for SG
[2025-11-25T10:53:04.259049] [INFO ] [sig       ] SG: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:53:04.399443] [INFO ] [LOCAL     ] Saved forecast: SG	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/SG.txt
[2025-11-25T10:53:04.399598] [INFO ] [sig       ] [1646/2057] Completed SG in 0.3s | 2.87 sym/s | Total: 9.5m | ETA: 2.4m
[2025-11-25T10:53:04.399671] [INFO ] [sig       ] [1647/2057] Forecasting SGHC...
[2025-11-25T10:53:04.399712] [INFO ] [sig       ] Generating forecast for: SGHC
[2025-11-25T10:53:04.399755] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SGHC' from 'https://tdm.silogroup.org/data/derivative_storage/SGHC.csv'.
[2025-11-25T10:53:04.411168] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'SGHC'.
[2025-11-25T10:53:04.411568] [INFO ] [FORECASTER] Starting predict_future for SGHC
[2025-11-25T10:53:04.412369] [DEBUG] [LOCAL     ] No optimal features file found for SGHC: ./output/feature-sets/SGHC.txt
[2025-11-25T10:53:04.412437] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:53:04.412482] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:53:04.412524] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:53:04.412592] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:53:04.479252] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:53:04.479908] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:53:04.480024] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:53:04.480076] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:53:04.605820] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:53:04.605999] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:53:04.606067] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:53:04.606114] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:53:04.609426] [DEBUG] [FORECASTER] SGHC: Forecast T+1@11:T+2@11: DOWN (p=18.07%)
[2025-11-25T10:53:04.609891] [INFO ] [FORECASTER] Completed predict_future for SGHC
[2025-11-25T10:53:04.610127] [INFO ] [sig       ] SGHC: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:53:04.750632] [INFO ] [LOCAL     ] Saved forecast: SGHC	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/SGHC.txt
[2025-11-25T10:53:04.750824] [INFO ] [sig       ] [1647/2057] Completed SGHC in 0.4s | 2.87 sym/s | Total: 9.6m | ETA: 2.4m
[2025-11-25T10:53:04.750879] [INFO ] [sig       ] [1648/2057] Forecasting SGU...
[2025-11-25T10:53:04.750920] [INFO ] [sig       ] Generating forecast for: SGU
[2025-11-25T10:53:04.750962] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SGU' from 'https://tdm.silogroup.org/data/derivative_storage/SGU.csv'.
[2025-11-25T10:53:04.762326] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'SGU'.
[2025-11-25T10:53:04.762681] [INFO ] [FORECASTER] Starting predict_future for SGU
[2025-11-25T10:53:04.763471] [DEBUG] [LOCAL     ] No optimal features file found for SGU: ./output/feature-sets/SGU.txt
[2025-11-25T10:53:04.763541] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:53:04.763588] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:53:04.763630] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:53:04.763722] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:53:04.829251] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:53:04.830069] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:53:04.830169] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:53:04.830219] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:53:04.950298] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:53:04.950479] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:53:04.950525] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:53:04.950559] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:53:04.953954] [DEBUG] [FORECASTER] SGU: Forecast T+1@11:T+2@11: UP (p=72.79%)
[2025-11-25T10:53:04.954281] [INFO ] [FORECASTER] Completed predict_future for SGU
[2025-11-25T10:53:04.954446] [INFO ] [sig       ] SGU: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:53:05.096936] [INFO ] [LOCAL     ] Saved forecast: SGU	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/SGU.txt
[2025-11-25T10:53:05.100048] [INFO ] [sig       ] [1648/2057] Completed SGU in 0.3s | 2.87 sym/s | Total: 9.6m | ETA: 2.4m
[2025-11-25T10:53:05.100122] [INFO ] [sig       ] [1649/2057] Forecasting SHAK...
[2025-11-25T10:53:05.100174] [INFO ] [sig       ] Generating forecast for: SHAK
[2025-11-25T10:53:05.100219] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SHAK' from 'https://tdm.silogroup.org/data/derivative_storage/SHAK.csv'.
[2025-11-25T10:53:05.111970] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'SHAK'.
[2025-11-25T10:53:05.112353] [INFO ] [FORECASTER] Starting predict_future for SHAK
[2025-11-25T10:53:05.113144] [DEBUG] [LOCAL     ] No optimal features file found for SHAK: ./output/feature-sets/SHAK.txt
[2025-11-25T10:53:05.113216] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:53:05.113265] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:53:05.113327] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:53:05.113399] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:53:05.180128] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:53:05.181038] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:53:05.181139] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:53:05.181189] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:53:05.303514] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:53:05.303729] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:53:05.303806] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:53:05.303853] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:53:05.307628] [DEBUG] [FORECASTER] SHAK: Forecast T+1@11:T+2@11: DOWN (p=32.82%)
[2025-11-25T10:53:05.307950] [INFO ] [FORECASTER] Completed predict_future for SHAK
[2025-11-25T10:53:05.308122] [INFO ] [sig       ] SHAK: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:53:05.448112] [INFO ] [LOCAL     ] Saved forecast: SHAK	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/SHAK.txt
[2025-11-25T10:53:05.448283] [INFO ] [sig       ] [1649/2057] Completed SHAK in 0.3s | 2.87 sym/s | Total: 9.6m | ETA: 2.4m
[2025-11-25T10:53:05.448338] [INFO ] [sig       ] [1650/2057] Forecasting SHCO...
[2025-11-25T10:53:05.448382] [INFO ] [sig       ] Generating forecast for: SHCO
[2025-11-25T10:53:05.448425] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SHCO' from 'https://tdm.silogroup.org/data/derivative_storage/SHCO.csv'.
[2025-11-25T10:53:05.459874] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'SHCO'.
[2025-11-25T10:53:05.460230] [INFO ] [FORECASTER] Starting predict_future for SHCO
[2025-11-25T10:53:05.461030] [DEBUG] [LOCAL     ] No optimal features file found for SHCO: ./output/feature-sets/SHCO.txt
[2025-11-25T10:53:05.461109] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:53:05.461165] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:53:05.461216] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:53:05.461295] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:53:05.526607] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:53:05.527262] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:53:05.527358] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:53:05.527408] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:53:05.653399] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:53:05.653566] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:53:05.653611] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:53:05.653665] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:53:05.656963] [DEBUG] [FORECASTER] SHCO: Forecast T+1@11:T+2@11: UP (p=58.20%)
[2025-11-25T10:53:05.657274] [INFO ] [FORECASTER] Completed predict_future for SHCO
[2025-11-25T10:53:05.657443] [INFO ] [sig       ] SHCO: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:53:05.796295] [INFO ] [LOCAL     ] Saved forecast: SHCO	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/SHCO.txt
[2025-11-25T10:53:05.796468] [INFO ] [sig       ] [1650/2057] Completed SHCO in 0.3s | 2.87 sym/s | Total: 9.6m | ETA: 2.4m
[2025-11-25T10:53:05.796522] [INFO ] [sig       ] [1651/2057] Forecasting SHEL...
[2025-11-25T10:53:05.796568] [INFO ] [sig       ] Generating forecast for: SHEL
[2025-11-25T10:53:05.796611] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SHEL' from 'https://tdm.silogroup.org/data/derivative_storage/SHEL.csv'.
[2025-11-25T10:53:05.808440] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'SHEL'.
[2025-11-25T10:53:05.808821] [INFO ] [FORECASTER] Starting predict_future for SHEL
[2025-11-25T10:53:05.809614] [DEBUG] [LOCAL     ] No optimal features file found for SHEL: ./output/feature-sets/SHEL.txt
[2025-11-25T10:53:05.809707] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:53:05.809755] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:53:05.809797] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:53:05.809867] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:53:05.874679] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:53:05.875337] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:53:05.875430] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:53:05.875479] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:53:05.998902] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:53:05.999031] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:53:05.999074] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:53:05.999108] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:53:06.002285] [DEBUG] [FORECASTER] SHEL: Forecast T+1@11:T+2@11: UP (p=68.51%)
[2025-11-25T10:53:06.002580] [INFO ] [FORECASTER] Completed predict_future for SHEL
[2025-11-25T10:53:06.002755] [INFO ] [sig       ] SHEL: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:53:06.141344] [INFO ] [LOCAL     ] Saved forecast: SHEL	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/SHEL.txt
[2025-11-25T10:53:06.141487] [INFO ] [sig       ] [1651/2057] Completed SHEL in 0.3s | 2.87 sym/s | Total: 9.6m | ETA: 2.4m
[2025-11-25T10:53:06.141542] [INFO ] [sig       ] [1652/2057] Forecasting SHG...
[2025-11-25T10:53:06.141584] [INFO ] [sig       ] Generating forecast for: SHG
[2025-11-25T10:53:06.141626] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SHG' from 'https://tdm.silogroup.org/data/derivative_storage/SHG.csv'.
[2025-11-25T10:53:06.153195] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'SHG'.
[2025-11-25T10:53:06.153568] [INFO ] [FORECASTER] Starting predict_future for SHG
[2025-11-25T10:53:06.154364] [DEBUG] [LOCAL     ] No optimal features file found for SHG: ./output/feature-sets/SHG.txt
[2025-11-25T10:53:06.154435] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:53:06.154482] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:53:06.154524] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:53:06.154592] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:53:06.220167] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:53:06.221043] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:53:06.221148] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:53:06.221198] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:53:06.351740] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:53:06.351934] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:53:06.351980] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:53:06.352014] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:53:06.355533] [DEBUG] [FORECASTER] SHG: Forecast T+1@11:T+2@11: DOWN (p=46.15%)
[2025-11-25T10:53:06.355843] [INFO ] [FORECASTER] Completed predict_future for SHG
[2025-11-25T10:53:06.356007] [INFO ] [sig       ] SHG: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:53:06.498292] [INFO ] [LOCAL     ] Saved forecast: SHG	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/SHG.txt
[2025-11-25T10:53:06.498436] [INFO ] [sig       ] [1652/2057] Completed SHG in 0.4s | 2.87 sym/s | Total: 9.6m | ETA: 2.3m
[2025-11-25T10:53:06.498489] [INFO ] [sig       ] [1653/2057] Forecasting SHO...
[2025-11-25T10:53:06.498532] [INFO ] [sig       ] Generating forecast for: SHO
[2025-11-25T10:53:06.498583] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SHO' from 'https://tdm.silogroup.org/data/derivative_storage/SHO.csv'.
[2025-11-25T10:53:06.509953] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'SHO'.
[2025-11-25T10:53:06.510311] [INFO ] [FORECASTER] Starting predict_future for SHO
[2025-11-25T10:53:06.511105] [DEBUG] [LOCAL     ] No optimal features file found for SHO: ./output/feature-sets/SHO.txt
[2025-11-25T10:53:06.511176] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:53:06.511223] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:53:06.511265] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:53:06.511334] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:53:06.577249] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:53:06.577899] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:53:06.577992] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:53:06.578040] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:53:06.705603] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:53:06.705776] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:53:06.705820] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:53:06.705854] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:53:06.709136] [DEBUG] [FORECASTER] SHO: Forecast T+1@11:T+2@11: UP (p=73.01%)
[2025-11-25T10:53:06.709415] [INFO ] [FORECASTER] Completed predict_future for SHO
[2025-11-25T10:53:06.709566] [INFO ] [sig       ] SHO: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:53:06.849873] [INFO ] [LOCAL     ] Saved forecast: SHO	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/SHO.txt
[2025-11-25T10:53:06.850077] [INFO ] [sig       ] [1653/2057] Completed SHO in 0.4s | 2.87 sym/s | Total: 9.6m | ETA: 2.3m
[2025-11-25T10:53:06.850132] [INFO ] [sig       ] [1654/2057] Forecasting SHOC...
[2025-11-25T10:53:06.850175] [INFO ] [sig       ] Generating forecast for: SHOC
[2025-11-25T10:53:06.850219] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SHOC' from 'https://tdm.silogroup.org/data/derivative_storage/SHOC.csv'.
[2025-11-25T10:53:06.861624] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'SHOC'.
[2025-11-25T10:53:06.862016] [INFO ] [FORECASTER] Starting predict_future for SHOC
[2025-11-25T10:53:06.862880] [DEBUG] [LOCAL     ] No optimal features file found for SHOC: ./output/feature-sets/SHOC.txt
[2025-11-25T10:53:06.862952] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:53:06.863000] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:53:06.863040] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:53:06.863111] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:53:06.930506] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:53:06.931483] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:53:06.931592] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:53:06.931662] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:53:07.031778] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:53:07.031975] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:53:07.032024] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:53:07.032058] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:53:07.035553] [DEBUG] [FORECASTER] SHOC: Forecast T+1@11:T+2@11: DOWN (p=36.05%)
[2025-11-25T10:53:07.035881] [INFO ] [FORECASTER] Completed predict_future for SHOC
[2025-11-25T10:53:07.036055] [INFO ] [sig       ] SHOC: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:53:07.181683] [INFO ] [LOCAL     ] Saved forecast: SHOC	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/SHOC.txt
[2025-11-25T10:53:07.181883] [INFO ] [sig       ] [1654/2057] Completed SHOC in 0.3s | 2.87 sym/s | Total: 9.6m | ETA: 2.3m
[2025-11-25T10:53:07.181939] [INFO ] [sig       ] [1655/2057] Forecasting SHW...
[2025-11-25T10:53:07.181978] [INFO ] [sig       ] Generating forecast for: SHW
[2025-11-25T10:53:07.182023] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SHW' from 'https://tdm.silogroup.org/data/derivative_storage/SHW.csv'.
[2025-11-25T10:53:07.192252] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'SHW'.
[2025-11-25T10:53:07.192631] [INFO ] [FORECASTER] Starting predict_future for SHW
[2025-11-25T10:53:07.193480] [DEBUG] [LOCAL     ] No optimal features file found for SHW: ./output/feature-sets/SHW.txt
[2025-11-25T10:53:07.193553] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:53:07.193600] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:53:07.193662] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:53:07.193750] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:53:07.260404] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:53:07.261096] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:53:07.261203] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:53:07.261318] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:53:07.353426] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:53:07.353623] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:53:07.353695] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:53:07.353740] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:53:07.357628] [DEBUG] [FORECASTER] SHW: Forecast T+1@11:T+2@11: UP (p=98.55%)
[2025-11-25T10:53:07.357965] [INFO ] [FORECASTER] Completed predict_future for SHW
[2025-11-25T10:53:07.358108] [INFO ] [sig       ] SHW: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:53:07.499749] [INFO ] [LOCAL     ] Saved forecast: SHW	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/SHW.txt
[2025-11-25T10:53:07.499909] [INFO ] [sig       ] [1655/2057] Completed SHW in 0.3s | 2.87 sym/s | Total: 9.6m | ETA: 2.3m
[2025-11-25T10:53:07.499963] [INFO ] [sig       ] [1656/2057] Forecasting SID...
[2025-11-25T10:53:07.500017] [INFO ] [sig       ] Generating forecast for: SID
[2025-11-25T10:53:07.500080] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SID' from 'https://tdm.silogroup.org/data/derivative_storage/SID.csv'.
[2025-11-25T10:53:07.511526] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'SID'.
[2025-11-25T10:53:07.511972] [INFO ] [FORECASTER] Starting predict_future for SID
[2025-11-25T10:53:07.512878] [DEBUG] [LOCAL     ] No optimal features file found for SID: ./output/feature-sets/SID.txt
[2025-11-25T10:53:07.512951] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:53:07.512991] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:53:07.513035] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:53:07.513108] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:53:07.579674] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:53:07.580517] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:53:07.580615] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:53:07.580688] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:53:07.712566] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:53:07.712823] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:53:07.712889] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:53:07.712933] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:53:07.716492] [DEBUG] [FORECASTER] SID: Forecast T+1@11:T+2@11: DOWN (p=8.30%)
[2025-11-25T10:53:07.716806] [INFO ] [FORECASTER] Completed predict_future for SID
[2025-11-25T10:53:07.716966] [INFO ] [sig       ] SID: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:53:07.857059] [INFO ] [LOCAL     ] Saved forecast: SID	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/SID.txt
[2025-11-25T10:53:07.857219] [INFO ] [sig       ] [1656/2057] Completed SID in 0.4s | 2.87 sym/s | Total: 9.6m | ETA: 2.3m
[2025-11-25T10:53:07.857276] [INFO ] [sig       ] [1657/2057] Forecasting SIG...
[2025-11-25T10:53:07.857319] [INFO ] [sig       ] Generating forecast for: SIG
[2025-11-25T10:53:07.857361] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SIG' from 'https://tdm.silogroup.org/data/derivative_storage/SIG.csv'.
[2025-11-25T10:53:07.868928] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'SIG'.
[2025-11-25T10:53:07.869387] [INFO ] [FORECASTER] Starting predict_future for SIG
[2025-11-25T10:53:07.870194] [DEBUG] [LOCAL     ] No optimal features file found for SIG: ./output/feature-sets/SIG.txt
[2025-11-25T10:53:07.870264] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:53:07.870310] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:53:07.870350] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:53:07.870418] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:53:07.935870] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:53:07.936744] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:53:07.936839] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:53:07.936885] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:53:08.052838] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:53:08.053039] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:53:08.053086] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:53:08.053121] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:53:08.056547] [DEBUG] [FORECASTER] SIG: Forecast T+1@11:T+2@11: UP (p=90.99%)
[2025-11-25T10:53:08.056854] [INFO ] [FORECASTER] Completed predict_future for SIG
[2025-11-25T10:53:08.057011] [INFO ] [sig       ] SIG: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:53:08.200377] [INFO ] [LOCAL     ] Saved forecast: SIG	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/SIG.txt
[2025-11-25T10:53:08.200578] [INFO ] [sig       ] [1657/2057] Completed SIG in 0.3s | 2.87 sym/s | Total: 9.6m | ETA: 2.3m
[2025-11-25T10:53:08.200685] [INFO ] [sig       ] [1658/2057] Forecasting SII...
[2025-11-25T10:53:08.200748] [INFO ] [sig       ] Generating forecast for: SII
[2025-11-25T10:53:08.200796] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SII' from 'https://tdm.silogroup.org/data/derivative_storage/SII.csv'.
[2025-11-25T10:53:08.213151] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'SII'.
[2025-11-25T10:53:08.213693] [INFO ] [FORECASTER] Starting predict_future for SII
[2025-11-25T10:53:08.214600] [DEBUG] [LOCAL     ] No optimal features file found for SII: ./output/feature-sets/SII.txt
[2025-11-25T10:53:08.214711] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:53:08.214785] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:53:08.214851] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:53:08.214931] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:53:08.285397] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:53:08.286329] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:53:08.286434] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:53:08.286483] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:53:08.416386] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:53:08.416614] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:53:08.416763] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:53:08.416824] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:53:08.420543] [DEBUG] [FORECASTER] SII: Forecast T+1@11:T+2@11: UP (p=55.08%)
[2025-11-25T10:53:08.421016] [INFO ] [FORECASTER] Completed predict_future for SII
[2025-11-25T10:53:08.421261] [INFO ] [sig       ] SII: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:53:08.568213] [INFO ] [LOCAL     ] Saved forecast: SII	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/SII.txt
[2025-11-25T10:53:08.568408] [INFO ] [sig       ] [1658/2057] Completed SII in 0.4s | 2.87 sym/s | Total: 9.6m | ETA: 2.3m
[2025-11-25T10:53:08.568463] [INFO ] [sig       ] [1659/2057] Forecasting SITC...
[2025-11-25T10:53:08.568505] [INFO ] [sig       ] Generating forecast for: SITC
[2025-11-25T10:53:08.568547] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SITC' from 'https://tdm.silogroup.org/data/derivative_storage/SITC.csv'.
[2025-11-25T10:53:08.581166] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'SITC'.
[2025-11-25T10:53:08.581621] [INFO ] [FORECASTER] Starting predict_future for SITC
[2025-11-25T10:53:08.582466] [DEBUG] [LOCAL     ] No optimal features file found for SITC: ./output/feature-sets/SITC.txt
[2025-11-25T10:53:08.582537] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:53:08.582583] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:53:08.582624] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:53:08.582714] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:53:08.649246] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:53:08.650087] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:53:08.650196] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:53:08.650255] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:53:08.788790] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:53:08.788987] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:53:08.789037] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:53:08.789071] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:53:08.792565] [DEBUG] [FORECASTER] SITC: Forecast T+1@11:T+2@11: DOWN (p=45.96%)
[2025-11-25T10:53:08.792887] [INFO ] [FORECASTER] Completed predict_future for SITC
[2025-11-25T10:53:08.793064] [INFO ] [sig       ] SITC: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:53:08.937785] [INFO ] [LOCAL     ] Saved forecast: SITC	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/SITC.txt
[2025-11-25T10:53:08.938001] [INFO ] [sig       ] [1659/2057] Completed SITC in 0.4s | 2.87 sym/s | Total: 9.6m | ETA: 2.3m
[2025-11-25T10:53:08.938082] [INFO ] [sig       ] [1660/2057] Forecasting SITE...
[2025-11-25T10:53:08.938135] [INFO ] [sig       ] Generating forecast for: SITE
[2025-11-25T10:53:08.938202] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SITE' from 'https://tdm.silogroup.org/data/derivative_storage/SITE.csv'.
[2025-11-25T10:53:08.950776] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'SITE'.
[2025-11-25T10:53:08.951239] [INFO ] [FORECASTER] Starting predict_future for SITE
[2025-11-25T10:53:08.952196] [DEBUG] [LOCAL     ] No optimal features file found for SITE: ./output/feature-sets/SITE.txt
[2025-11-25T10:53:08.952287] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:53:08.952343] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:53:08.952401] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:53:08.952480] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:53:09.025169] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:53:09.026125] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:53:09.026257] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:53:09.026309] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:53:09.145146] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:53:09.145354] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:53:09.145416] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:53:09.145454] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:53:09.149136] [DEBUG] [FORECASTER] SITE: Forecast T+1@11:T+2@11: UP (p=96.72%)
[2025-11-25T10:53:09.149634] [INFO ] [FORECASTER] Completed predict_future for SITE
[2025-11-25T10:53:09.149941] [INFO ] [sig       ] SITE: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:53:09.296054] [INFO ] [LOCAL     ] Saved forecast: SITE	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/SITE.txt
[2025-11-25T10:53:09.296245] [INFO ] [sig       ] [1660/2057] Completed SITE in 0.4s | 2.87 sym/s | Total: 9.6m | ETA: 2.3m
[2025-11-25T10:53:09.296304] [INFO ] [sig       ] [1661/2057] Forecasting SJM...
[2025-11-25T10:53:09.296349] [INFO ] [sig       ] Generating forecast for: SJM
[2025-11-25T10:53:09.296392] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SJM' from 'https://tdm.silogroup.org/data/derivative_storage/SJM.csv'.
[2025-11-25T10:53:09.309476] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'SJM'.
[2025-11-25T10:53:09.309918] [INFO ] [FORECASTER] Starting predict_future for SJM
[2025-11-25T10:53:09.310731] [DEBUG] [LOCAL     ] No optimal features file found for SJM: ./output/feature-sets/SJM.txt
[2025-11-25T10:53:09.310803] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:53:09.310850] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:53:09.310891] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:53:09.310960] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:53:09.375130] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:53:09.375773] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:53:09.375868] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:53:09.375915] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:53:09.498276] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:53:09.498430] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:53:09.498472] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:53:09.498507] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:53:09.501932] [DEBUG] [FORECASTER] SJM: Forecast T+1@11:T+2@11: DOWN (p=46.32%)
[2025-11-25T10:53:09.502399] [INFO ] [FORECASTER] Completed predict_future for SJM
[2025-11-25T10:53:09.502663] [INFO ] [sig       ] SJM: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:53:09.641088] [INFO ] [LOCAL     ] Saved forecast: SJM	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/SJM.txt
[2025-11-25T10:53:09.641229] [INFO ] [sig       ] [1661/2057] Completed SJM in 0.3s | 2.87 sym/s | Total: 9.6m | ETA: 2.3m
[2025-11-25T10:53:09.641287] [INFO ] [sig       ] [1662/2057] Forecasting SJT...
[2025-11-25T10:53:09.641330] [INFO ] [sig       ] Generating forecast for: SJT
[2025-11-25T10:53:09.641373] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SJT' from 'https://tdm.silogroup.org/data/derivative_storage/SJT.csv'.
[2025-11-25T10:53:09.653819] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'SJT'.
[2025-11-25T10:53:09.654193] [INFO ] [FORECASTER] Starting predict_future for SJT
[2025-11-25T10:53:09.654984] [DEBUG] [LOCAL     ] No optimal features file found for SJT: ./output/feature-sets/SJT.txt
[2025-11-25T10:53:09.655073] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:53:09.655121] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:53:09.655161] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:53:09.655230] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:53:09.719802] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:53:09.720412] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:53:09.720506] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:53:09.720551] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:53:09.842454] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:53:09.842604] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:53:09.842672] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:53:09.842737] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:53:09.846060] [DEBUG] [FORECASTER] SJT: Forecast T+1@11:T+2@11: UP (p=93.01%)
[2025-11-25T10:53:09.846476] [INFO ] [FORECASTER] Completed predict_future for SJT
[2025-11-25T10:53:09.846747] [INFO ] [sig       ] SJT: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:53:09.985320] [INFO ] [LOCAL     ] Saved forecast: SJT	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/SJT.txt
[2025-11-25T10:53:09.985460] [INFO ] [sig       ] [1662/2057] Completed SJT in 0.3s | 2.87 sym/s | Total: 9.6m | ETA: 2.3m
[2025-11-25T10:53:09.985517] [INFO ] [sig       ] [1663/2057] Forecasting SKE...
[2025-11-25T10:53:09.985561] [INFO ] [sig       ] Generating forecast for: SKE
[2025-11-25T10:53:09.985602] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SKE' from 'https://tdm.silogroup.org/data/derivative_storage/SKE.csv'.
[2025-11-25T10:53:09.998087] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'SKE'.
[2025-11-25T10:53:09.998521] [INFO ] [FORECASTER] Starting predict_future for SKE
[2025-11-25T10:53:09.999358] [DEBUG] [LOCAL     ] No optimal features file found for SKE: ./output/feature-sets/SKE.txt
[2025-11-25T10:53:09.999432] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:53:09.999483] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:53:09.999527] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:53:09.999598] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:53:10.064634] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:53:10.065294] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:53:10.065389] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:53:10.065438] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:53:10.196147] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:53:10.196352] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:53:10.196401] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:53:10.196436] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:53:10.199959] [DEBUG] [FORECASTER] SKE: Forecast T+1@11:T+2@11: UP (p=97.36%)
[2025-11-25T10:53:10.200444] [INFO ] [FORECASTER] Completed predict_future for SKE
[2025-11-25T10:53:10.200692] [INFO ] [sig       ] SKE: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:53:10.339817] [INFO ] [LOCAL     ] Saved forecast: SKE	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/SKE.txt
[2025-11-25T10:53:10.339977] [INFO ] [sig       ] [1663/2057] Completed SKE in 0.4s | 2.87 sym/s | Total: 9.6m | ETA: 2.3m
[2025-11-25T10:53:10.340033] [INFO ] [sig       ] [1664/2057] Forecasting SKIL...
[2025-11-25T10:53:10.340077] [INFO ] [sig       ] Generating forecast for: SKIL
[2025-11-25T10:53:10.340120] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SKIL' from 'https://tdm.silogroup.org/data/derivative_storage/SKIL.csv'.
[2025-11-25T10:53:10.354102] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'SKIL'.
[2025-11-25T10:53:10.354701] [INFO ] [FORECASTER] Starting predict_future for SKIL
[2025-11-25T10:53:10.355699] [DEBUG] [LOCAL     ] No optimal features file found for SKIL: ./output/feature-sets/SKIL.txt
[2025-11-25T10:53:10.355774] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:53:10.355833] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:53:10.355888] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:53:10.355970] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:53:10.424379] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:53:10.425709] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:53:10.425876] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:53:10.425928] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:53:10.542588] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:53:10.542883] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:53:10.542945] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:53:10.542985] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:53:10.547140] [DEBUG] [FORECASTER] SKIL: Forecast T+1@11:T+2@11: DOWN (p=40.28%)
[2025-11-25T10:53:10.547506] [INFO ] [FORECASTER] Completed predict_future for SKIL
[2025-11-25T10:53:10.547685] [INFO ] [sig       ] SKIL: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:53:10.694399] [INFO ] [LOCAL     ] Saved forecast: SKIL	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/SKIL.txt
[2025-11-25T10:53:10.694633] [INFO ] [sig       ] [1664/2057] Completed SKIL in 0.4s | 2.87 sym/s | Total: 9.6m | ETA: 2.3m
[2025-11-25T10:53:10.694719] [INFO ] [sig       ] [1665/2057] Forecasting SKLZ...
[2025-11-25T10:53:10.694765] [INFO ] [sig       ] Generating forecast for: SKLZ
[2025-11-25T10:53:10.694812] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SKLZ' from 'https://tdm.silogroup.org/data/derivative_storage/SKLZ.csv'.
[2025-11-25T10:53:10.707962] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'SKLZ'.
[2025-11-25T10:53:10.708524] [INFO ] [FORECASTER] Starting predict_future for SKLZ
[2025-11-25T10:53:10.709399] [DEBUG] [LOCAL     ] No optimal features file found for SKLZ: ./output/feature-sets/SKLZ.txt
[2025-11-25T10:53:10.709472] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:53:10.709520] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:53:10.709562] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:53:10.709631] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:53:10.774330] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:53:10.775060] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:53:10.775162] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:53:10.775212] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:53:10.892655] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:53:10.892806] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:53:10.892850] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:53:10.892884] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:53:10.896118] [DEBUG] [FORECASTER] SKLZ: Forecast T+1@11:T+2@11: UP (p=94.91%)
[2025-11-25T10:53:10.896406] [INFO ] [FORECASTER] Completed predict_future for SKLZ
[2025-11-25T10:53:10.896576] [INFO ] [sig       ] SKLZ: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:53:11.036116] [INFO ] [LOCAL     ] Saved forecast: SKLZ	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/SKLZ.txt
[2025-11-25T10:53:11.036305] [INFO ] [sig       ] [1665/2057] Completed SKLZ in 0.3s | 2.87 sym/s | Total: 9.7m | ETA: 2.3m
[2025-11-25T10:53:11.036369] [INFO ] [sig       ] [1666/2057] Forecasting SKM...
[2025-11-25T10:53:11.036417] [INFO ] [sig       ] Generating forecast for: SKM
[2025-11-25T10:53:11.036461] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SKM' from 'https://tdm.silogroup.org/data/derivative_storage/SKM.csv'.
[2025-11-25T10:53:11.048758] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'SKM'.
[2025-11-25T10:53:11.049225] [INFO ] [FORECASTER] Starting predict_future for SKM
[2025-11-25T10:53:11.050053] [DEBUG] [LOCAL     ] No optimal features file found for SKM: ./output/feature-sets/SKM.txt
[2025-11-25T10:53:11.050125] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:53:11.050173] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:53:11.050218] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:53:11.050295] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:53:11.115563] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:53:11.116635] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:53:11.116763] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:53:11.116813] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:53:11.239430] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:53:11.239872] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:53:11.239975] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:53:11.240031] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:53:11.243738] [DEBUG] [FORECASTER] SKM: Forecast T+1@11:T+2@11: DOWN (p=47.91%)
[2025-11-25T10:53:11.244076] [INFO ] [FORECASTER] Completed predict_future for SKM
[2025-11-25T10:53:11.244268] [INFO ] [sig       ] SKM: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:53:11.385488] [INFO ] [LOCAL     ] Saved forecast: SKM	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/SKM.txt
[2025-11-25T10:53:11.385710] [INFO ] [sig       ] [1666/2057] Completed SKM in 0.3s | 2.87 sym/s | Total: 9.7m | ETA: 2.3m
[2025-11-25T10:53:11.385771] [INFO ] [sig       ] [1667/2057] Forecasting SKT...
[2025-11-25T10:53:11.385816] [INFO ] [sig       ] Generating forecast for: SKT
[2025-11-25T10:53:11.385860] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SKT' from 'https://tdm.silogroup.org/data/derivative_storage/SKT.csv'.
[2025-11-25T10:53:11.400942] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'SKT'.
[2025-11-25T10:53:11.401786] [INFO ] [FORECASTER] Starting predict_future for SKT
[2025-11-25T10:53:11.402981] [DEBUG] [LOCAL     ] No optimal features file found for SKT: ./output/feature-sets/SKT.txt
[2025-11-25T10:53:11.403054] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:53:11.403103] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:53:11.403147] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:53:11.403220] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:53:11.476536] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:53:11.477885] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:53:11.478016] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:53:11.478069] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:53:11.604721] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:53:11.604995] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:53:11.605052] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:53:11.605090] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:53:11.609141] [DEBUG] [FORECASTER] SKT: Forecast T+1@11:T+2@11: DOWN (p=35.98%)
[2025-11-25T10:53:11.609479] [INFO ] [FORECASTER] Completed predict_future for SKT
[2025-11-25T10:53:11.609764] [INFO ] [sig       ] SKT: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:53:11.765328] [INFO ] [LOCAL     ] Saved forecast: SKT	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/SKT.txt
[2025-11-25T10:53:11.765586] [INFO ] [sig       ] [1667/2057] Completed SKT in 0.4s | 2.87 sym/s | Total: 9.7m | ETA: 2.3m
[2025-11-25T10:53:11.765671] [INFO ] [sig       ] [1668/2057] Forecasting SKY...
[2025-11-25T10:53:11.765723] [INFO ] [sig       ] Generating forecast for: SKY
[2025-11-25T10:53:11.765771] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SKY' from 'https://tdm.silogroup.org/data/derivative_storage/SKY.csv'.
[2025-11-25T10:53:11.781671] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'SKY'.
[2025-11-25T10:53:11.782437] [INFO ] [FORECASTER] Starting predict_future for SKY
[2025-11-25T10:53:11.783951] [DEBUG] [LOCAL     ] No optimal features file found for SKY: ./output/feature-sets/SKY.txt
[2025-11-25T10:53:11.784039] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:53:11.784102] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:53:11.784153] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:53:11.784253] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:53:11.863781] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:53:11.865125] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:53:11.865269] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:53:11.865329] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:53:11.998040] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:53:11.998316] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:53:11.998370] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:53:11.998406] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:53:12.002532] [DEBUG] [FORECASTER] SKY: Forecast T+1@11:T+2@11: DOWN (p=37.89%)
[2025-11-25T10:53:12.002891] [INFO ] [FORECASTER] Completed predict_future for SKY
[2025-11-25T10:53:12.003100] [INFO ] [sig       ] SKY: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:53:12.151269] [INFO ] [LOCAL     ] Saved forecast: SKY	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/SKY.txt
[2025-11-25T10:53:12.151531] [INFO ] [sig       ] [1668/2057] Completed SKY in 0.4s | 2.87 sym/s | Total: 9.7m | ETA: 2.3m
[2025-11-25T10:53:12.151595] [INFO ] [sig       ] [1669/2057] Forecasting SKYH...
[2025-11-25T10:53:12.151665] [INFO ] [sig       ] Generating forecast for: SKYH
[2025-11-25T10:53:12.151719] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SKYH' from 'https://tdm.silogroup.org/data/derivative_storage/SKYH.csv'.
[2025-11-25T10:53:12.165058] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'SKYH'.
[2025-11-25T10:53:12.165743] [INFO ] [FORECASTER] Starting predict_future for SKYH
[2025-11-25T10:53:12.166716] [DEBUG] [LOCAL     ] No optimal features file found for SKYH: ./output/feature-sets/SKYH.txt
[2025-11-25T10:53:12.166796] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:53:12.166846] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:53:12.166894] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:53:12.166972] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:53:12.234806] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:53:12.236079] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:53:12.236214] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:53:12.236269] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:53:12.365383] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:53:12.365716] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:53:12.365825] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:53:12.365922] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:53:12.370473] [DEBUG] [FORECASTER] SKYH: Forecast T+1@11:T+2@11: DOWN (p=6.79%)
[2025-11-25T10:53:12.370959] [INFO ] [FORECASTER] Completed predict_future for SKYH
[2025-11-25T10:53:12.371253] [INFO ] [sig       ] SKYH: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:53:12.539582] [INFO ] [LOCAL     ] Saved forecast: SKYH	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/SKYH.txt
[2025-11-25T10:53:12.539880] [INFO ] [sig       ] [1669/2057] Completed SKYH in 0.4s | 2.87 sym/s | Total: 9.7m | ETA: 2.3m
[2025-11-25T10:53:12.539984] [INFO ] [sig       ] [1670/2057] Forecasting SLB...
[2025-11-25T10:53:12.540036] [INFO ] [sig       ] Generating forecast for: SLB
[2025-11-25T10:53:12.540108] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SLB' from 'https://tdm.silogroup.org/data/derivative_storage/SLB.csv'.
[2025-11-25T10:53:12.555381] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'SLB'.
[2025-11-25T10:53:12.556069] [INFO ] [FORECASTER] Starting predict_future for SLB
[2025-11-25T10:53:12.557111] [DEBUG] [LOCAL     ] No optimal features file found for SLB: ./output/feature-sets/SLB.txt
[2025-11-25T10:53:12.557186] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:53:12.557237] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:53:12.557282] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:53:12.557354] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:53:12.625517] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:53:12.626630] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:53:12.626780] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:53:12.626829] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:53:12.740210] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:53:12.740412] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:53:12.740461] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:53:12.740496] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:53:12.744045] [DEBUG] [FORECASTER] SLB: Forecast T+1@11:T+2@11: UP (p=92.25%)
[2025-11-25T10:53:12.744391] [INFO ] [FORECASTER] Completed predict_future for SLB
[2025-11-25T10:53:12.744570] [INFO ] [sig       ] SLB: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:53:12.887214] [INFO ] [LOCAL     ] Saved forecast: SLB	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/SLB.txt
[2025-11-25T10:53:12.887417] [INFO ] [sig       ] [1670/2057] Completed SLB in 0.3s | 2.87 sym/s | Total: 9.7m | ETA: 2.2m
[2025-11-25T10:53:12.887473] [INFO ] [sig       ] [1671/2057] Forecasting SLF...
[2025-11-25T10:53:12.887518] [INFO ] [sig       ] Generating forecast for: SLF
[2025-11-25T10:53:12.887560] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SLF' from 'https://tdm.silogroup.org/data/derivative_storage/SLF.csv'.
[2025-11-25T10:53:12.899897] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'SLF'.
[2025-11-25T10:53:12.900366] [INFO ] [FORECASTER] Starting predict_future for SLF
[2025-11-25T10:53:12.901206] [DEBUG] [LOCAL     ] No optimal features file found for SLF: ./output/feature-sets/SLF.txt
[2025-11-25T10:53:12.901282] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:53:12.901330] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:53:12.901370] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:53:12.901439] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:53:12.966904] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:53:12.967917] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:53:12.968065] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:53:12.968121] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:53:13.072957] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:53:13.073168] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:53:13.073223] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:53:13.073261] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:53:13.076874] [DEBUG] [FORECASTER] SLF: Forecast T+1@11:T+2@11: DOWN (p=38.70%)
[2025-11-25T10:53:13.077214] [INFO ] [FORECASTER] Completed predict_future for SLF
[2025-11-25T10:53:13.077422] [INFO ] [sig       ] SLF: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:53:13.220700] [INFO ] [LOCAL     ] Saved forecast: SLF	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/SLF.txt
[2025-11-25T10:53:13.220867] [INFO ] [sig       ] [1671/2057] Completed SLF in 0.3s | 2.87 sym/s | Total: 9.7m | ETA: 2.2m
[2025-11-25T10:53:13.220926] [INFO ] [sig       ] [1672/2057] Forecasting SLG...
[2025-11-25T10:53:13.220970] [INFO ] [sig       ] Generating forecast for: SLG
[2025-11-25T10:53:13.221014] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SLG' from 'https://tdm.silogroup.org/data/derivative_storage/SLG.csv'.
[2025-11-25T10:53:13.232692] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'SLG'.
[2025-11-25T10:53:13.233087] [INFO ] [FORECASTER] Starting predict_future for SLG
[2025-11-25T10:53:13.233897] [DEBUG] [LOCAL     ] No optimal features file found for SLG: ./output/feature-sets/SLG.txt
[2025-11-25T10:53:13.233967] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:53:13.234013] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:53:13.234054] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:53:13.234121] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:53:13.298452] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:53:13.299096] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:53:13.299189] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:53:13.299237] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:53:13.406449] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:53:13.406625] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:53:13.406688] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:53:13.406749] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:53:13.410105] [DEBUG] [FORECASTER] SLG: Forecast T+1@11:T+2@11: UP (p=75.97%)
[2025-11-25T10:53:13.410402] [INFO ] [FORECASTER] Completed predict_future for SLG
[2025-11-25T10:53:13.410560] [INFO ] [sig       ] SLG: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:53:13.550168] [INFO ] [LOCAL     ] Saved forecast: SLG	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/SLG.txt
[2025-11-25T10:53:13.550361] [INFO ] [sig       ] [1672/2057] Completed SLG in 0.3s | 2.87 sym/s | Total: 9.7m | ETA: 2.2m
[2025-11-25T10:53:13.550426] [INFO ] [sig       ] [1673/2057] Forecasting SLGN...
[2025-11-25T10:53:13.550479] [INFO ] [sig       ] Generating forecast for: SLGN
[2025-11-25T10:53:13.550536] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SLGN' from 'https://tdm.silogroup.org/data/derivative_storage/SLGN.csv'.
[2025-11-25T10:53:13.563749] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'SLGN'.
[2025-11-25T10:53:13.564183] [INFO ] [FORECASTER] Starting predict_future for SLGN
[2025-11-25T10:53:13.565180] [DEBUG] [LOCAL     ] No optimal features file found for SLGN: ./output/feature-sets/SLGN.txt
[2025-11-25T10:53:13.565250] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:53:13.565296] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:53:13.565356] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:53:13.565428] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:53:13.631531] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:53:13.632519] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:53:13.632620] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:53:13.632694] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:53:13.740193] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:53:13.740367] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:53:13.740413] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:53:13.740448] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:53:13.743901] [DEBUG] [FORECASTER] SLGN: Forecast T+1@11:T+2@11: UP (p=82.49%)
[2025-11-25T10:53:13.744363] [INFO ] [FORECASTER] Completed predict_future for SLGN
[2025-11-25T10:53:13.744600] [INFO ] [sig       ] SLGN: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:53:13.884250] [INFO ] [LOCAL     ] Saved forecast: SLGN	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/SLGN.txt
[2025-11-25T10:53:13.884413] [INFO ] [sig       ] [1673/2057] Completed SLGN in 0.3s | 2.87 sym/s | Total: 9.7m | ETA: 2.2m
[2025-11-25T10:53:13.884470] [INFO ] [sig       ] [1674/2057] Forecasting SLQT...
[2025-11-25T10:53:13.884515] [INFO ] [sig       ] Generating forecast for: SLQT
[2025-11-25T10:53:13.884572] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SLQT' from 'https://tdm.silogroup.org/data/derivative_storage/SLQT.csv'.
[2025-11-25T10:53:13.897374] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'SLQT'.
[2025-11-25T10:53:13.897843] [INFO ] [FORECASTER] Starting predict_future for SLQT
[2025-11-25T10:53:13.898682] [DEBUG] [LOCAL     ] No optimal features file found for SLQT: ./output/feature-sets/SLQT.txt
[2025-11-25T10:53:13.898753] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:53:13.898810] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:53:13.898858] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:53:13.898935] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:53:13.963674] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:53:13.964476] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:53:13.964580] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:53:13.964660] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:53:14.076942] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:53:14.077175] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:53:14.077222] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:53:14.077256] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:53:14.080837] [DEBUG] [FORECASTER] SLQT: Forecast T+1@11:T+2@11: DOWN (p=17.50%)
[2025-11-25T10:53:14.081158] [INFO ] [FORECASTER] Completed predict_future for SLQT
[2025-11-25T10:53:14.081326] [INFO ] [sig       ] SLQT: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:53:14.230085] [INFO ] [LOCAL     ] Saved forecast: SLQT	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/SLQT.txt
[2025-11-25T10:53:14.230291] [INFO ] [sig       ] [1674/2057] Completed SLQT in 0.3s | 2.87 sym/s | Total: 9.7m | ETA: 2.2m
[2025-11-25T10:53:14.230347] [INFO ] [sig       ] [1675/2057] Forecasting SLVM...
[2025-11-25T10:53:14.230392] [INFO ] [sig       ] Generating forecast for: SLVM
[2025-11-25T10:53:14.230445] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SLVM' from 'https://tdm.silogroup.org/data/derivative_storage/SLVM.csv'.
[2025-11-25T10:53:14.242145] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'SLVM'.
[2025-11-25T10:53:14.242597] [INFO ] [FORECASTER] Starting predict_future for SLVM
[2025-11-25T10:53:14.243443] [DEBUG] [LOCAL     ] No optimal features file found for SLVM: ./output/feature-sets/SLVM.txt
[2025-11-25T10:53:14.243514] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:53:14.243560] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:53:14.243600] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:53:14.243686] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:53:14.309353] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:53:14.310261] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:53:14.310378] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:53:14.310425] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:53:14.415978] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:53:14.416178] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:53:14.416225] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:53:14.416259] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:53:14.419696] [DEBUG] [FORECASTER] SLVM: Forecast T+1@11:T+2@11: DOWN (p=16.11%)
[2025-11-25T10:53:14.420022] [INFO ] [FORECASTER] Completed predict_future for SLVM
[2025-11-25T10:53:14.420171] [INFO ] [sig       ] SLVM: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:53:14.562253] [INFO ] [LOCAL     ] Saved forecast: SLVM	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/SLVM.txt
[2025-11-25T10:53:14.562466] [INFO ] [sig       ] [1675/2057] Completed SLVM in 0.3s | 2.87 sym/s | Total: 9.7m | ETA: 2.2m
[2025-11-25T10:53:14.562522] [INFO ] [sig       ] [1676/2057] Forecasting SM...
[2025-11-25T10:53:14.562565] [INFO ] [sig       ] Generating forecast for: SM
[2025-11-25T10:53:14.562606] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SM' from 'https://tdm.silogroup.org/data/derivative_storage/SM.csv'.
[2025-11-25T10:53:14.577754] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'SM'.
[2025-11-25T10:53:14.578320] [INFO ] [FORECASTER] Starting predict_future for SM
[2025-11-25T10:53:14.579498] [DEBUG] [LOCAL     ] No optimal features file found for SM: ./output/feature-sets/SM.txt
[2025-11-25T10:53:14.579591] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:53:14.579696] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:53:14.579771] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:53:14.579891] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:53:14.648503] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:53:14.649452] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:53:14.649561] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:53:14.649610] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:53:14.760882] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:53:14.761098] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:53:14.761147] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:53:14.761190] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:53:14.764670] [DEBUG] [FORECASTER] SM: Forecast T+1@11:T+2@11: DOWN (p=11.94%)
[2025-11-25T10:53:14.764986] [INFO ] [FORECASTER] Completed predict_future for SM
[2025-11-25T10:53:14.765141] [INFO ] [sig       ] SM: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:53:14.905453] [INFO ] [LOCAL     ] Saved forecast: SM	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/SM.txt
[2025-11-25T10:53:14.905618] [INFO ] [sig       ] [1676/2057] Completed SM in 0.3s | 2.87 sym/s | Total: 9.7m | ETA: 2.2m
[2025-11-25T10:53:14.905692] [INFO ] [sig       ] [1677/2057] Forecasting SMBK...
[2025-11-25T10:53:14.905737] [INFO ] [sig       ] Generating forecast for: SMBK
[2025-11-25T10:53:14.905800] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SMBK' from 'https://tdm.silogroup.org/data/derivative_storage/SMBK.csv'.
[2025-11-25T10:53:14.917764] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'SMBK'.
[2025-11-25T10:53:14.918142] [INFO ] [FORECASTER] Starting predict_future for SMBK
[2025-11-25T10:53:14.918949] [DEBUG] [LOCAL     ] No optimal features file found for SMBK: ./output/feature-sets/SMBK.txt
[2025-11-25T10:53:14.919020] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:53:14.919067] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:53:14.919109] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:53:14.919178] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:53:14.985087] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:53:14.985754] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:53:14.985847] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:53:14.985894] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:53:15.093871] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:53:15.094055] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:53:15.094102] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:53:15.094136] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:53:15.097520] [DEBUG] [FORECASTER] SMBK: Forecast T+1@11:T+2@11: DOWN (p=42.86%)
[2025-11-25T10:53:15.098009] [INFO ] [FORECASTER] Completed predict_future for SMBK
[2025-11-25T10:53:15.098235] [INFO ] [sig       ] SMBK: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:53:15.237505] [INFO ] [LOCAL     ] Saved forecast: SMBK	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/SMBK.txt
[2025-11-25T10:53:15.237682] [INFO ] [sig       ] [1677/2057] Completed SMBK in 0.3s | 2.87 sym/s | Total: 9.7m | ETA: 2.2m
[2025-11-25T10:53:15.237741] [INFO ] [sig       ] [1678/2057] Forecasting SMFG...
[2025-11-25T10:53:15.237784] [INFO ] [sig       ] Generating forecast for: SMFG
[2025-11-25T10:53:15.237827] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SMFG' from 'https://tdm.silogroup.org/data/derivative_storage/SMFG.csv'.
[2025-11-25T10:53:15.250007] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'SMFG'.
[2025-11-25T10:53:15.250419] [INFO ] [FORECASTER] Starting predict_future for SMFG
[2025-11-25T10:53:15.251226] [DEBUG] [LOCAL     ] No optimal features file found for SMFG: ./output/feature-sets/SMFG.txt
[2025-11-25T10:53:15.251297] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:53:15.251344] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:53:15.251388] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:53:15.251457] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:53:15.317008] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:53:15.317706] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:53:15.317801] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:53:15.317848] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:53:15.436673] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:53:15.437322] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:53:15.437372] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:53:15.437406] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:53:15.440924] [DEBUG] [FORECASTER] SMFG: Forecast T+1@11:T+2@11: DOWN (p=26.76%)
[2025-11-25T10:53:15.441404] [INFO ] [FORECASTER] Completed predict_future for SMFG
[2025-11-25T10:53:15.441639] [INFO ] [sig       ] SMFG: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:53:15.581592] [INFO ] [LOCAL     ] Saved forecast: SMFG	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/SMFG.txt
[2025-11-25T10:53:15.581815] [INFO ] [sig       ] [1678/2057] Completed SMFG in 0.3s | 2.87 sym/s | Total: 9.7m | ETA: 2.2m
[2025-11-25T10:53:15.581874] [INFO ] [sig       ] [1679/2057] Forecasting SMG...
[2025-11-25T10:53:15.581918] [INFO ] [sig       ] Generating forecast for: SMG
[2025-11-25T10:53:15.581960] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SMG' from 'https://tdm.silogroup.org/data/derivative_storage/SMG.csv'.
[2025-11-25T10:53:15.594498] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'SMG'.
[2025-11-25T10:53:15.594902] [INFO ] [FORECASTER] Starting predict_future for SMG
[2025-11-25T10:53:15.595698] [DEBUG] [LOCAL     ] No optimal features file found for SMG: ./output/feature-sets/SMG.txt
[2025-11-25T10:53:15.595769] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:53:15.595815] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:53:15.595855] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:53:15.595925] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:53:15.661039] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:53:15.661769] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:53:15.661867] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:53:15.661914] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:53:15.772281] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:53:15.772471] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:53:15.772518] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:53:15.772552] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:53:15.776074] [DEBUG] [FORECASTER] SMG: Forecast T+1@11:T+2@11: UP (p=86.40%)
[2025-11-25T10:53:15.776394] [INFO ] [FORECASTER] Completed predict_future for SMG
[2025-11-25T10:53:15.776562] [INFO ] [sig       ] SMG: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:53:15.918258] [INFO ] [LOCAL     ] Saved forecast: SMG	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/SMG.txt
[2025-11-25T10:53:15.918427] [INFO ] [sig       ] [1679/2057] Completed SMG in 0.3s | 2.87 sym/s | Total: 9.7m | ETA: 2.2m
[2025-11-25T10:53:15.918479] [INFO ] [sig       ] [1680/2057] Forecasting SMHI...
[2025-11-25T10:53:15.918523] [INFO ] [sig       ] Generating forecast for: SMHI
[2025-11-25T10:53:15.918565] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SMHI' from 'https://tdm.silogroup.org/data/derivative_storage/SMHI.csv'.
[2025-11-25T10:53:15.929973] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'SMHI'.
[2025-11-25T10:53:15.930341] [INFO ] [FORECASTER] Starting predict_future for SMHI
[2025-11-25T10:53:15.931144] [DEBUG] [LOCAL     ] No optimal features file found for SMHI: ./output/feature-sets/SMHI.txt
[2025-11-25T10:53:15.931216] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:53:15.931262] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:53:15.931303] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:53:15.931372] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:53:15.996694] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:53:15.997762] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:53:15.997874] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:53:15.997924] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:53:16.103298] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:53:16.103492] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:53:16.103540] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:53:16.103576] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:53:16.107097] [DEBUG] [FORECASTER] SMHI: Forecast T+1@11:T+2@11: DOWN (p=0.16%)
[2025-11-25T10:53:16.107394] [INFO ] [FORECASTER] Completed predict_future for SMHI
[2025-11-25T10:53:16.107547] [INFO ] [sig       ] SMHI: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:53:16.246787] [INFO ] [LOCAL     ] Saved forecast: SMHI	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/SMHI.txt
[2025-11-25T10:53:16.246940] [INFO ] [sig       ] [1680/2057] Completed SMHI in 0.3s | 2.87 sym/s | Total: 9.7m | ETA: 2.2m
[2025-11-25T10:53:16.246994] [INFO ] [sig       ] [1681/2057] Forecasting SMR...
[2025-11-25T10:53:16.247066] [INFO ] [sig       ] Generating forecast for: SMR
[2025-11-25T10:53:16.247123] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SMR' from 'https://tdm.silogroup.org/data/derivative_storage/SMR.csv'.
[2025-11-25T10:53:16.258758] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'SMR'.
[2025-11-25T10:53:16.259155] [INFO ] [FORECASTER] Starting predict_future for SMR
[2025-11-25T10:53:16.259956] [DEBUG] [LOCAL     ] No optimal features file found for SMR: ./output/feature-sets/SMR.txt
[2025-11-25T10:53:16.260026] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:53:16.260073] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:53:16.260114] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:53:16.260184] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:53:16.324636] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:53:16.325316] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:53:16.325410] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:53:16.325462] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:53:16.449360] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:53:16.449587] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:53:16.449634] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:53:16.449697] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:53:16.453125] [DEBUG] [FORECASTER] SMR: Forecast T+1@11:T+2@11: DOWN (p=3.05%)
[2025-11-25T10:53:16.453416] [INFO ] [FORECASTER] Completed predict_future for SMR
[2025-11-25T10:53:16.453570] [INFO ] [sig       ] SMR: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:53:16.593350] [INFO ] [LOCAL     ] Saved forecast: SMR	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/SMR.txt
[2025-11-25T10:53:16.593530] [INFO ] [sig       ] [1681/2057] Completed SMR in 0.3s | 2.87 sym/s | Total: 9.7m | ETA: 2.2m
[2025-11-25T10:53:16.593584] [INFO ] [sig       ] [1682/2057] Forecasting SMRT...
[2025-11-25T10:53:16.593626] [INFO ] [sig       ] Generating forecast for: SMRT
[2025-11-25T10:53:16.593716] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SMRT' from 'https://tdm.silogroup.org/data/derivative_storage/SMRT.csv'.
[2025-11-25T10:53:16.605950] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'SMRT'.
[2025-11-25T10:53:16.606344] [INFO ] [FORECASTER] Starting predict_future for SMRT
[2025-11-25T10:53:16.607171] [DEBUG] [LOCAL     ] No optimal features file found for SMRT: ./output/feature-sets/SMRT.txt
[2025-11-25T10:53:16.607241] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:53:16.607288] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:53:16.607329] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:53:16.607398] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:53:16.672343] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:53:16.673001] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:53:16.673095] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:53:16.673142] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:53:16.783582] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:53:16.783774] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:53:16.783842] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:53:16.783888] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:53:16.787277] [DEBUG] [FORECASTER] SMRT: Forecast T+1@11:T+2@11: UP (p=97.46%)
[2025-11-25T10:53:16.787583] [INFO ] [FORECASTER] Completed predict_future for SMRT
[2025-11-25T10:53:16.787770] [INFO ] [sig       ] SMRT: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:53:16.926988] [INFO ] [LOCAL     ] Saved forecast: SMRT	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/SMRT.txt
[2025-11-25T10:53:16.927179] [INFO ] [sig       ] [1682/2057] Completed SMRT in 0.3s | 2.87 sym/s | Total: 9.8m | ETA: 2.2m
[2025-11-25T10:53:16.927235] [INFO ] [sig       ] [1683/2057] Forecasting SMWB...
[2025-11-25T10:53:16.927281] [INFO ] [sig       ] Generating forecast for: SMWB
[2025-11-25T10:53:16.927323] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SMWB' from 'https://tdm.silogroup.org/data/derivative_storage/SMWB.csv'.
[2025-11-25T10:53:16.939956] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'SMWB'.
[2025-11-25T10:53:16.940332] [INFO ] [FORECASTER] Starting predict_future for SMWB
[2025-11-25T10:53:16.941124] [DEBUG] [LOCAL     ] No optimal features file found for SMWB: ./output/feature-sets/SMWB.txt
[2025-11-25T10:53:16.941198] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:53:16.941252] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:53:16.941294] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:53:16.941364] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:53:17.006407] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:53:17.007153] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:53:17.007251] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:53:17.007299] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:53:17.126126] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:53:17.126255] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:53:17.126297] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:53:17.126330] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:53:17.129569] [DEBUG] [FORECASTER] SMWB: Forecast T+1@11:T+2@11: UP (p=94.68%)
[2025-11-25T10:53:17.129883] [INFO ] [FORECASTER] Completed predict_future for SMWB
[2025-11-25T10:53:17.130170] [INFO ] [sig       ] SMWB: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:53:17.268684] [INFO ] [LOCAL     ] Saved forecast: SMWB	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/SMWB.txt
[2025-11-25T10:53:17.268847] [INFO ] [sig       ] [1683/2057] Completed SMWB in 0.3s | 2.87 sym/s | Total: 9.8m | ETA: 2.2m
[2025-11-25T10:53:17.268902] [INFO ] [sig       ] [1684/2057] Forecasting SN...
[2025-11-25T10:53:17.268946] [INFO ] [sig       ] Generating forecast for: SN
[2025-11-25T10:53:17.268989] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SN' from 'https://tdm.silogroup.org/data/derivative_storage/SN.csv'.
[2025-11-25T10:53:17.281522] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'SN'.
[2025-11-25T10:53:17.281943] [INFO ] [FORECASTER] Starting predict_future for SN
[2025-11-25T10:53:17.282788] [DEBUG] [LOCAL     ] No optimal features file found for SN: ./output/feature-sets/SN.txt
[2025-11-25T10:53:17.282863] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:53:17.282912] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:53:17.282954] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:53:17.283024] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:53:17.352956] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:53:17.353896] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:53:17.353997] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:53:17.354046] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:53:17.478298] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:53:17.478421] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:53:17.478463] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:53:17.478496] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:53:17.481598] [DEBUG] [FORECASTER] SN: Forecast T+1@11:T+2@11: DOWN (p=20.24%)
[2025-11-25T10:53:17.482021] [INFO ] [FORECASTER] Completed predict_future for SN
[2025-11-25T10:53:17.482262] [INFO ] [sig       ] SN: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:53:17.620806] [INFO ] [LOCAL     ] Saved forecast: SN	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/SN.txt
[2025-11-25T10:53:17.621012] [INFO ] [sig       ] [1684/2057] Completed SN in 0.4s | 2.87 sym/s | Total: 9.8m | ETA: 2.2m
[2025-11-25T10:53:17.621126] [INFO ] [sig       ] [1685/2057] Forecasting SNA...
[2025-11-25T10:53:17.621229] [INFO ] [sig       ] Generating forecast for: SNA
[2025-11-25T10:53:17.621333] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SNA' from 'https://tdm.silogroup.org/data/derivative_storage/SNA.csv'.
[2025-11-25T10:53:17.633817] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'SNA'.
[2025-11-25T10:53:17.634156] [INFO ] [FORECASTER] Starting predict_future for SNA
[2025-11-25T10:53:17.634948] [DEBUG] [LOCAL     ] No optimal features file found for SNA: ./output/feature-sets/SNA.txt
[2025-11-25T10:53:17.635018] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:53:17.635064] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:53:17.635105] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:53:17.635173] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:53:17.699425] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:53:17.700062] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:53:17.700157] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:53:17.700204] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:53:17.823850] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:53:17.823949] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:53:17.823990] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:53:17.824023] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:53:17.827116] [DEBUG] [FORECASTER] SNA: Forecast T+1@11:T+2@11: UP (p=90.56%)
[2025-11-25T10:53:17.827383] [INFO ] [FORECASTER] Completed predict_future for SNA
[2025-11-25T10:53:17.827540] [INFO ] [sig       ] SNA: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:53:17.968189] [INFO ] [LOCAL     ] Saved forecast: SNA	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/SNA.txt
[2025-11-25T10:53:17.968321] [INFO ] [sig       ] [1685/2057] Completed SNA in 0.3s | 2.87 sym/s | Total: 9.8m | ETA: 2.2m
[2025-11-25T10:53:17.968374] [INFO ] [sig       ] [1686/2057] Forecasting SNAP...
[2025-11-25T10:53:17.968415] [INFO ] [sig       ] Generating forecast for: SNAP
[2025-11-25T10:53:17.968457] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SNAP' from 'https://tdm.silogroup.org/data/derivative_storage/SNAP.csv'.
[2025-11-25T10:53:17.980750] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'SNAP'.
[2025-11-25T10:53:17.981177] [INFO ] [FORECASTER] Starting predict_future for SNAP
[2025-11-25T10:53:17.982003] [DEBUG] [LOCAL     ] No optimal features file found for SNAP: ./output/feature-sets/SNAP.txt
[2025-11-25T10:53:17.982092] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:53:17.982139] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:53:17.982180] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:53:17.982247] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:53:18.046797] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:53:18.047755] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:53:18.047860] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:53:18.047906] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:53:18.172720] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:53:18.172930] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:53:18.172978] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:53:18.173011] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:53:18.176526] [DEBUG] [FORECASTER] SNAP: Forecast T+1@11:T+2@11: UP (p=97.57%)
[2025-11-25T10:53:18.176857] [INFO ] [FORECASTER] Completed predict_future for SNAP
[2025-11-25T10:53:18.177072] [INFO ] [sig       ] SNAP: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:53:18.317775] [INFO ] [LOCAL     ] Saved forecast: SNAP	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/SNAP.txt
[2025-11-25T10:53:18.317986] [INFO ] [sig       ] [1686/2057] Completed SNAP in 0.3s | 2.87 sym/s | Total: 9.8m | ETA: 2.2m
[2025-11-25T10:53:18.318044] [INFO ] [sig       ] [1687/2057] Forecasting SNDR...
[2025-11-25T10:53:18.318088] [INFO ] [sig       ] Generating forecast for: SNDR
[2025-11-25T10:53:18.318133] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SNDR' from 'https://tdm.silogroup.org/data/derivative_storage/SNDR.csv'.
[2025-11-25T10:53:18.330978] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'SNDR'.
[2025-11-25T10:53:18.331463] [INFO ] [FORECASTER] Starting predict_future for SNDR
[2025-11-25T10:53:18.332305] [DEBUG] [LOCAL     ] No optimal features file found for SNDR: ./output/feature-sets/SNDR.txt
[2025-11-25T10:53:18.332377] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:53:18.332423] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:53:18.332464] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:53:18.332533] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:53:18.396809] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:53:18.397507] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:53:18.397607] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:53:18.397676] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:53:18.527144] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:53:18.527351] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:53:18.527399] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:53:18.527434] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:53:18.530985] [DEBUG] [FORECASTER] SNDR: Forecast T+1@11:T+2@11: UP (p=84.51%)
[2025-11-25T10:53:18.531309] [INFO ] [FORECASTER] Completed predict_future for SNDR
[2025-11-25T10:53:18.531499] [INFO ] [sig       ] SNDR: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:53:18.670094] [INFO ] [LOCAL     ] Saved forecast: SNDR	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/SNDR.txt
[2025-11-25T10:53:18.670285] [INFO ] [sig       ] [1687/2057] Completed SNDR in 0.4s | 2.87 sym/s | Total: 9.8m | ETA: 2.1m
[2025-11-25T10:53:18.670345] [INFO ] [sig       ] [1688/2057] Forecasting SNN...
[2025-11-25T10:53:18.670389] [INFO ] [sig       ] Generating forecast for: SNN
[2025-11-25T10:53:18.670433] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SNN' from 'https://tdm.silogroup.org/data/derivative_storage/SNN.csv'.
[2025-11-25T10:53:18.682993] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'SNN'.
[2025-11-25T10:53:18.683407] [INFO ] [FORECASTER] Starting predict_future for SNN
[2025-11-25T10:53:18.684224] [DEBUG] [LOCAL     ] No optimal features file found for SNN: ./output/feature-sets/SNN.txt
[2025-11-25T10:53:18.684295] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:53:18.684340] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:53:18.684381] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:53:18.684448] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:53:18.749911] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:53:18.750688] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:53:18.750789] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:53:18.750838] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:53:18.882917] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:53:18.883160] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:53:18.883210] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:53:18.883244] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:53:18.886767] [DEBUG] [FORECASTER] SNN: Forecast T+1@11:T+2@11: DOWN (p=11.09%)
[2025-11-25T10:53:18.887116] [INFO ] [FORECASTER] Completed predict_future for SNN
[2025-11-25T10:53:18.887314] [INFO ] [sig       ] SNN: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:53:19.044995] [INFO ] [LOCAL     ] Saved forecast: SNN	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/SNN.txt
[2025-11-25T10:53:19.045219] [INFO ] [sig       ] [1688/2057] Completed SNN in 0.4s | 2.87 sym/s | Total: 9.8m | ETA: 2.1m
[2025-11-25T10:53:19.045279] [INFO ] [sig       ] [1689/2057] Forecasting SNOW...
[2025-11-25T10:53:19.045350] [INFO ] [sig       ] Generating forecast for: SNOW
[2025-11-25T10:53:19.045397] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SNOW' from 'https://tdm.silogroup.org/data/derivative_storage/SNOW.csv'.
[2025-11-25T10:53:19.061438] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'SNOW'.
[2025-11-25T10:53:19.062083] [INFO ] [FORECASTER] Starting predict_future for SNOW
[2025-11-25T10:53:19.063259] [DEBUG] [LOCAL     ] No optimal features file found for SNOW: ./output/feature-sets/SNOW.txt
[2025-11-25T10:53:19.063354] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:53:19.063435] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:53:19.063512] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:53:19.063629] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:53:19.131894] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:53:19.132698] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:53:19.132800] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:53:19.132849] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:53:19.268954] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:53:19.269150] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:53:19.269199] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:53:19.269234] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:53:19.272986] [DEBUG] [FORECASTER] SNOW: Forecast T+1@11:T+2@11: DOWN (p=10.09%)
[2025-11-25T10:53:19.273459] [INFO ] [FORECASTER] Completed predict_future for SNOW
[2025-11-25T10:53:19.273741] [INFO ] [sig       ] SNOW: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:53:19.419306] [INFO ] [LOCAL     ] Saved forecast: SNOW	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/SNOW.txt
[2025-11-25T10:53:19.419472] [INFO ] [sig       ] [1689/2057] Completed SNOW in 0.4s | 2.87 sym/s | Total: 9.8m | ETA: 2.1m
[2025-11-25T10:53:19.419543] [INFO ] [sig       ] [1690/2057] Forecasting SNV...
[2025-11-25T10:53:19.419590] [INFO ] [sig       ] Generating forecast for: SNV
[2025-11-25T10:53:19.419633] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SNV' from 'https://tdm.silogroup.org/data/derivative_storage/SNV.csv'.
[2025-11-25T10:53:19.432338] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'SNV'.
[2025-11-25T10:53:19.432820] [INFO ] [FORECASTER] Starting predict_future for SNV
[2025-11-25T10:53:19.433736] [DEBUG] [LOCAL     ] No optimal features file found for SNV: ./output/feature-sets/SNV.txt
[2025-11-25T10:53:19.433807] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:53:19.433867] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:53:19.433917] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:53:19.434017] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:53:19.505251] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:53:19.506055] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:53:19.506154] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:53:19.506203] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:53:19.608907] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:53:19.609122] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:53:19.609173] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:53:19.609210] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:53:19.612870] [DEBUG] [FORECASTER] SNV: Forecast T+1@11:T+2@11: UP (p=71.30%)
[2025-11-25T10:53:19.613177] [INFO ] [FORECASTER] Completed predict_future for SNV
[2025-11-25T10:53:19.613334] [INFO ] [sig       ] SNV: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:53:19.762924] [INFO ] [LOCAL     ] Saved forecast: SNV	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/SNV.txt
[2025-11-25T10:53:19.763095] [INFO ] [sig       ] [1690/2057] Completed SNV in 0.3s | 2.87 sym/s | Total: 9.8m | ETA: 2.1m
[2025-11-25T10:53:19.763150] [INFO ] [sig       ] [1691/2057] Forecasting SNX...
[2025-11-25T10:53:19.763194] [INFO ] [sig       ] Generating forecast for: SNX
[2025-11-25T10:53:19.763235] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SNX' from 'https://tdm.silogroup.org/data/derivative_storage/SNX.csv'.
[2025-11-25T10:53:19.774680] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'SNX'.
[2025-11-25T10:53:19.775075] [INFO ] [FORECASTER] Starting predict_future for SNX
[2025-11-25T10:53:19.775887] [DEBUG] [LOCAL     ] No optimal features file found for SNX: ./output/feature-sets/SNX.txt
[2025-11-25T10:53:19.775958] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:53:19.776005] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:53:19.776047] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:53:19.776115] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:53:19.843202] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:53:19.843938] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:53:19.844031] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:53:19.844072] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:53:19.951149] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:53:19.951318] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:53:19.951363] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:53:19.951397] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:53:19.954732] [DEBUG] [FORECASTER] SNX: Forecast T+1@11:T+2@11: UP (p=52.54%)
[2025-11-25T10:53:19.955013] [INFO ] [FORECASTER] Completed predict_future for SNX
[2025-11-25T10:53:19.955196] [INFO ] [sig       ] SNX: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:53:20.102693] [INFO ] [LOCAL     ] Saved forecast: SNX	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/SNX.txt
[2025-11-25T10:53:20.102847] [INFO ] [sig       ] [1691/2057] Completed SNX in 0.3s | 2.87 sym/s | Total: 9.8m | ETA: 2.1m
[2025-11-25T10:53:20.102900] [INFO ] [sig       ] [1692/2057] Forecasting SO...
[2025-11-25T10:53:20.102942] [INFO ] [sig       ] Generating forecast for: SO
[2025-11-25T10:53:20.102987] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SO' from 'https://tdm.silogroup.org/data/derivative_storage/SO.csv'.
[2025-11-25T10:53:20.116600] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'SO'.
[2025-11-25T10:53:20.117213] [INFO ] [FORECASTER] Starting predict_future for SO
[2025-11-25T10:53:20.118246] [DEBUG] [LOCAL     ] No optimal features file found for SO: ./output/feature-sets/SO.txt
[2025-11-25T10:53:20.118332] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:53:20.118391] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:53:20.118442] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:53:20.118527] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:53:20.186635] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:53:20.187366] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:53:20.187466] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:53:20.187514] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:53:20.281159] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:53:20.281313] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:53:20.281357] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:53:20.281392] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:53:20.284631] [DEBUG] [FORECASTER] SO: Forecast T+1@11:T+2@11: UP (p=60.88%)
[2025-11-25T10:53:20.284948] [INFO ] [FORECASTER] Completed predict_future for SO
[2025-11-25T10:53:20.285113] [INFO ] [sig       ] SO: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:53:20.426796] [INFO ] [LOCAL     ] Saved forecast: SO	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/SO.txt
[2025-11-25T10:53:20.426993] [INFO ] [sig       ] [1692/2057] Completed SO in 0.3s | 2.87 sym/s | Total: 9.8m | ETA: 2.1m
[2025-11-25T10:53:20.427085] [INFO ] [sig       ] [1693/2057] Forecasting SOJC...
[2025-11-25T10:53:20.427142] [INFO ] [sig       ] Generating forecast for: SOJC
[2025-11-25T10:53:20.427194] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SOJC' from 'https://tdm.silogroup.org/data/derivative_storage/SOJC.csv'.
[2025-11-25T10:53:20.438080] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'SOJC'.
[2025-11-25T10:53:20.438437] [INFO ] [FORECASTER] Starting predict_future for SOJC
[2025-11-25T10:53:20.439225] [DEBUG] [LOCAL     ] No optimal features file found for SOJC: ./output/feature-sets/SOJC.txt
[2025-11-25T10:53:20.439296] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:53:20.439342] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:53:20.439382] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:53:20.439451] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:53:20.505478] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:53:20.506437] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:53:20.506543] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:53:20.506593] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:53:20.607036] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:53:20.607233] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:53:20.607315] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:53:20.607352] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:53:20.610836] [DEBUG] [FORECASTER] SOJC: Forecast T+1@11:T+2@11: UP (p=95.43%)
[2025-11-25T10:53:20.611129] [INFO ] [FORECASTER] Completed predict_future for SOJC
[2025-11-25T10:53:20.611271] [INFO ] [sig       ] SOJC: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:53:20.751926] [INFO ] [LOCAL     ] Saved forecast: SOJC	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/SOJC.txt
[2025-11-25T10:53:20.752098] [INFO ] [sig       ] [1693/2057] Completed SOJC in 0.3s | 2.87 sym/s | Total: 9.8m | ETA: 2.1m
[2025-11-25T10:53:20.752153] [INFO ] [sig       ] [1694/2057] Forecasting SOJD...
[2025-11-25T10:53:20.752195] [INFO ] [sig       ] Generating forecast for: SOJD
[2025-11-25T10:53:20.752236] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SOJD' from 'https://tdm.silogroup.org/data/derivative_storage/SOJD.csv'.
[2025-11-25T10:53:20.763794] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'SOJD'.
[2025-11-25T10:53:20.764180] [INFO ] [FORECASTER] Starting predict_future for SOJD
[2025-11-25T10:53:20.764963] [DEBUG] [LOCAL     ] No optimal features file found for SOJD: ./output/feature-sets/SOJD.txt
[2025-11-25T10:53:20.765031] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:53:20.765076] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:53:20.765116] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:53:20.765183] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:53:20.831768] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:53:20.832482] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:53:20.832576] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:53:20.832623] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:53:20.935701] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:53:20.935903] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:53:20.935951] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:53:20.935986] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:53:20.939430] [DEBUG] [FORECASTER] SOJD: Forecast T+1@11:T+2@11: DOWN (p=15.52%)
[2025-11-25T10:53:20.939767] [INFO ] [FORECASTER] Completed predict_future for SOJD
[2025-11-25T10:53:20.939921] [INFO ] [sig       ] SOJD: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:53:21.097803] [INFO ] [LOCAL     ] Saved forecast: SOJD	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/SOJD.txt
[2025-11-25T10:53:21.097989] [INFO ] [sig       ] [1694/2057] Completed SOJD in 0.3s | 2.87 sym/s | Total: 9.8m | ETA: 2.1m
[2025-11-25T10:53:21.098044] [INFO ] [sig       ] [1695/2057] Forecasting SOJE...
[2025-11-25T10:53:21.098088] [INFO ] [sig       ] Generating forecast for: SOJE
[2025-11-25T10:53:21.098130] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SOJE' from 'https://tdm.silogroup.org/data/derivative_storage/SOJE.csv'.
[2025-11-25T10:53:21.109703] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'SOJE'.
[2025-11-25T10:53:21.110157] [INFO ] [FORECASTER] Starting predict_future for SOJE
[2025-11-25T10:53:21.110996] [DEBUG] [LOCAL     ] No optimal features file found for SOJE: ./output/feature-sets/SOJE.txt
[2025-11-25T10:53:21.111070] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:53:21.111119] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:53:21.111162] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:53:21.111233] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:53:21.180425] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:53:21.181371] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:53:21.181541] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:53:21.181599] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:53:21.291374] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:53:21.291618] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:53:21.291854] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:53:21.291963] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:53:21.295626] [DEBUG] [FORECASTER] SOJE: Forecast T+1@11:T+2@11: UP (p=99.11%)
[2025-11-25T10:53:21.295973] [INFO ] [FORECASTER] Completed predict_future for SOJE
[2025-11-25T10:53:21.296222] [INFO ] [sig       ] SOJE: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:53:21.436224] [INFO ] [LOCAL     ] Saved forecast: SOJE	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/SOJE.txt
[2025-11-25T10:53:21.436377] [INFO ] [sig       ] [1695/2057] Completed SOJE in 0.3s | 2.87 sym/s | Total: 9.8m | ETA: 2.1m
[2025-11-25T10:53:21.436432] [INFO ] [sig       ] [1696/2057] Forecasting SOL...
[2025-11-25T10:53:21.436475] [INFO ] [sig       ] Generating forecast for: SOL
[2025-11-25T10:53:21.436518] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SOL' from 'https://tdm.silogroup.org/data/derivative_storage/SOL.csv'.
[2025-11-25T10:53:21.447735] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'SOL'.
[2025-11-25T10:53:21.448074] [INFO ] [FORECASTER] Starting predict_future for SOL
[2025-11-25T10:53:21.448859] [DEBUG] [LOCAL     ] No optimal features file found for SOL: ./output/feature-sets/SOL.txt
[2025-11-25T10:53:21.448929] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:53:21.448975] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:53:21.449017] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:53:21.449087] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:53:21.517492] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:53:21.518210] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:53:21.518306] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:53:21.518354] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:53:21.614342] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:53:21.614524] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:53:21.614570] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:53:21.614605] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:53:21.618011] [DEBUG] [FORECASTER] SOL: Forecast T+1@11:T+2@11: DOWN (p=17.16%)
[2025-11-25T10:53:21.618316] [INFO ] [FORECASTER] Completed predict_future for SOL
[2025-11-25T10:53:21.618473] [INFO ] [sig       ] SOL: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:53:21.757058] [INFO ] [LOCAL     ] Saved forecast: SOL	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/SOL.txt
[2025-11-25T10:53:21.757212] [INFO ] [sig       ] [1696/2057] Completed SOL in 0.3s | 2.87 sym/s | Total: 9.8m | ETA: 2.1m
[2025-11-25T10:53:21.757265] [INFO ] [sig       ] [1697/2057] Forecasting SON...
[2025-11-25T10:53:21.757309] [INFO ] [sig       ] Generating forecast for: SON
[2025-11-25T10:53:21.757352] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SON' from 'https://tdm.silogroup.org/data/derivative_storage/SON.csv'.
[2025-11-25T10:53:21.770937] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'SON'.
[2025-11-25T10:53:21.771476] [INFO ] [FORECASTER] Starting predict_future for SON
[2025-11-25T10:53:21.772372] [DEBUG] [LOCAL     ] No optimal features file found for SON: ./output/feature-sets/SON.txt
[2025-11-25T10:53:21.772444] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:53:21.772568] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:53:21.772614] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:53:21.772709] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:53:21.840365] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:53:21.841387] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:53:21.841493] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:53:21.841539] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:53:21.941162] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:53:21.941391] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:53:21.941442] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:53:21.941477] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:53:21.945091] [DEBUG] [FORECASTER] SON: Forecast T+1@11:T+2@11: DOWN (p=13.65%)
[2025-11-25T10:53:21.945430] [INFO ] [FORECASTER] Completed predict_future for SON
[2025-11-25T10:53:21.945605] [INFO ] [sig       ] SON: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:53:22.085519] [INFO ] [LOCAL     ] Saved forecast: SON	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/SON.txt
[2025-11-25T10:53:22.085758] [INFO ] [sig       ] [1697/2057] Completed SON in 0.3s | 2.87 sym/s | Total: 9.8m | ETA: 2.1m
[2025-11-25T10:53:22.085821] [INFO ] [sig       ] [1698/2057] Forecasting SONY...
[2025-11-25T10:53:22.085857] [INFO ] [sig       ] Generating forecast for: SONY
[2025-11-25T10:53:22.085906] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SONY' from 'https://tdm.silogroup.org/data/derivative_storage/SONY.csv'.
[2025-11-25T10:53:22.098500] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'SONY'.
[2025-11-25T10:53:22.098972] [INFO ] [FORECASTER] Starting predict_future for SONY
[2025-11-25T10:53:22.099901] [DEBUG] [LOCAL     ] No optimal features file found for SONY: ./output/feature-sets/SONY.txt
[2025-11-25T10:53:22.099987] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:53:22.100043] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:53:22.100084] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:53:22.100152] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:53:22.168432] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:53:22.169243] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:53:22.169342] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:53:22.169390] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:53:22.281281] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:53:22.281480] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:53:22.281528] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:53:22.281563] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:53:22.285082] [DEBUG] [FORECASTER] SONY: Forecast T+1@11:T+2@11: UP (p=94.62%)
[2025-11-25T10:53:22.285376] [INFO ] [FORECASTER] Completed predict_future for SONY
[2025-11-25T10:53:22.285537] [INFO ] [sig       ] SONY: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:53:22.433141] [INFO ] [LOCAL     ] Saved forecast: SONY	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/SONY.txt
[2025-11-25T10:53:22.433339] [INFO ] [sig       ] [1698/2057] Completed SONY in 0.3s | 2.87 sym/s | Total: 9.8m | ETA: 2.1m
[2025-11-25T10:53:22.433400] [INFO ] [sig       ] [1699/2057] Forecasting SOR...
[2025-11-25T10:53:22.433444] [INFO ] [sig       ] Generating forecast for: SOR
[2025-11-25T10:53:22.433486] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SOR' from 'https://tdm.silogroup.org/data/derivative_storage/SOR.csv'.
[2025-11-25T10:53:22.445401] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'SOR'.
[2025-11-25T10:53:22.445861] [INFO ] [FORECASTER] Starting predict_future for SOR
[2025-11-25T10:53:22.446685] [DEBUG] [LOCAL     ] No optimal features file found for SOR: ./output/feature-sets/SOR.txt
[2025-11-25T10:53:22.446754] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:53:22.446800] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:53:22.446843] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:53:22.446928] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:53:22.515780] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:53:22.516618] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:53:22.516752] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:53:22.516798] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:53:22.625419] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:53:22.625605] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:53:22.625670] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:53:22.625715] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:53:22.629277] [DEBUG] [FORECASTER] SOR: Forecast T+1@11:T+2@11: UP (p=96.74%)
[2025-11-25T10:53:22.629595] [INFO ] [FORECASTER] Completed predict_future for SOR
[2025-11-25T10:53:22.629780] [INFO ] [sig       ] SOR: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:53:22.774239] [INFO ] [LOCAL     ] Saved forecast: SOR	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/SOR.txt
[2025-11-25T10:53:22.774408] [INFO ] [sig       ] [1699/2057] Completed SOR in 0.3s | 2.87 sym/s | Total: 9.9m | ETA: 2.1m
[2025-11-25T10:53:22.774464] [INFO ] [sig       ] [1700/2057] Forecasting SOS...
[2025-11-25T10:53:22.774507] [INFO ] [sig       ] Generating forecast for: SOS
[2025-11-25T10:53:22.774555] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SOS' from 'https://tdm.silogroup.org/data/derivative_storage/SOS.csv'.
[2025-11-25T10:53:22.787116] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'SOS'.
[2025-11-25T10:53:22.787518] [INFO ] [FORECASTER] Starting predict_future for SOS
[2025-11-25T10:53:22.788342] [DEBUG] [LOCAL     ] No optimal features file found for SOS: ./output/feature-sets/SOS.txt
[2025-11-25T10:53:22.788412] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:53:22.788459] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:53:22.788498] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:53:22.788567] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:53:22.861347] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:53:22.862211] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:53:22.862313] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:53:22.862360] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:53:22.971671] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:53:22.971869] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:53:22.971916] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:53:22.971950] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:53:22.975394] [DEBUG] [FORECASTER] SOS: Forecast T+1@11:T+2@11: DOWN (p=23.25%)
[2025-11-25T10:53:22.975734] [INFO ] [FORECASTER] Completed predict_future for SOS
[2025-11-25T10:53:22.975910] [INFO ] [sig       ] SOS: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:53:23.118762] [INFO ] [LOCAL     ] Saved forecast: SOS	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/SOS.txt
[2025-11-25T10:53:23.118937] [INFO ] [sig       ] [1700/2057] Completed SOS in 0.3s | 2.87 sym/s | Total: 9.9m | ETA: 2.1m
[2025-11-25T10:53:23.118990] [INFO ] [sig       ] [1701/2057] Forecasting SPB...
[2025-11-25T10:53:23.119034] [INFO ] [sig       ] Generating forecast for: SPB
[2025-11-25T10:53:23.119098] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SPB' from 'https://tdm.silogroup.org/data/derivative_storage/SPB.csv'.
[2025-11-25T10:53:23.132309] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'SPB'.
[2025-11-25T10:53:23.132857] [INFO ] [FORECASTER] Starting predict_future for SPB
[2025-11-25T10:53:23.133755] [DEBUG] [LOCAL     ] No optimal features file found for SPB: ./output/feature-sets/SPB.txt
[2025-11-25T10:53:23.133830] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:53:23.133878] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:53:23.133919] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:53:23.133984] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:53:23.204848] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:53:23.205812] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:53:23.205917] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:53:23.205967] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:53:23.315254] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:53:23.315470] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:53:23.315540] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:53:23.315588] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:53:23.319300] [DEBUG] [FORECASTER] SPB: Forecast T+1@11:T+2@11: DOWN (p=14.46%)
[2025-11-25T10:53:23.319811] [INFO ] [FORECASTER] Completed predict_future for SPB
[2025-11-25T10:53:23.320100] [INFO ] [sig       ] SPB: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:53:23.476917] [INFO ] [LOCAL     ] Saved forecast: SPB	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/SPB.txt
[2025-11-25T10:53:23.477136] [INFO ] [sig       ] [1701/2057] Completed SPB in 0.4s | 2.87 sym/s | Total: 9.9m | ETA: 2.1m
[2025-11-25T10:53:23.477195] [INFO ] [sig       ] [1702/2057] Forecasting SPCE...
[2025-11-25T10:53:23.477237] [INFO ] [sig       ] Generating forecast for: SPCE
[2025-11-25T10:53:23.477281] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SPCE' from 'https://tdm.silogroup.org/data/derivative_storage/SPCE.csv'.
[2025-11-25T10:53:23.489513] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'SPCE'.
[2025-11-25T10:53:23.489974] [INFO ] [FORECASTER] Starting predict_future for SPCE
[2025-11-25T10:53:23.490805] [DEBUG] [LOCAL     ] No optimal features file found for SPCE: ./output/feature-sets/SPCE.txt
[2025-11-25T10:53:23.490881] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:53:23.490926] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:53:23.490966] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:53:23.491034] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:53:23.555259] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:53:23.556195] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:53:23.556301] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:53:23.556348] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:53:23.660969] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:53:23.661175] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:53:23.661221] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:53:23.661256] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:53:23.665088] [DEBUG] [FORECASTER] SPCE: Forecast T+1@11:T+2@11: DOWN (p=1.75%)
[2025-11-25T10:53:23.665407] [INFO ] [FORECASTER] Completed predict_future for SPCE
[2025-11-25T10:53:23.665561] [INFO ] [sig       ] SPCE: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:53:23.805815] [INFO ] [LOCAL     ] Saved forecast: SPCE	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/SPCE.txt
[2025-11-25T10:53:23.806052] [INFO ] [sig       ] [1702/2057] Completed SPCE in 0.3s | 2.87 sym/s | Total: 9.9m | ETA: 2.1m
[2025-11-25T10:53:23.806110] [INFO ] [sig       ] [1703/2057] Forecasting SPE...
[2025-11-25T10:53:23.806158] [INFO ] [sig       ] Generating forecast for: SPE
[2025-11-25T10:53:23.806202] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SPE' from 'https://tdm.silogroup.org/data/derivative_storage/SPE.csv'.
[2025-11-25T10:53:23.819244] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'SPE'.
[2025-11-25T10:53:23.819900] [INFO ] [FORECASTER] Starting predict_future for SPE
[2025-11-25T10:53:23.820701] [DEBUG] [LOCAL     ] No optimal features file found for SPE: ./output/feature-sets/SPE.txt
[2025-11-25T10:53:23.820767] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:53:23.821008] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:53:23.821047] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:53:23.821115] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:53:23.886746] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:53:23.887745] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:53:23.887850] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:53:23.887898] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:53:23.986052] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:53:23.986250] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:53:23.986297] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:53:23.986331] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:53:23.989747] [DEBUG] [FORECASTER] SPE: Forecast T+1@11:T+2@11: UP (p=79.40%)
[2025-11-25T10:53:23.990067] [INFO ] [FORECASTER] Completed predict_future for SPE
[2025-11-25T10:53:23.990222] [INFO ] [sig       ] SPE: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:53:24.132978] [INFO ] [LOCAL     ] Saved forecast: SPE	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/SPE.txt
[2025-11-25T10:53:24.133176] [INFO ] [sig       ] [1703/2057] Completed SPE in 0.3s | 2.87 sym/s | Total: 9.9m | ETA: 2.1m
[2025-11-25T10:53:24.133231] [INFO ] [sig       ] [1704/2057] Forecasting SPG...
[2025-11-25T10:53:24.133274] [INFO ] [sig       ] Generating forecast for: SPG
[2025-11-25T10:53:24.133318] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SPG' from 'https://tdm.silogroup.org/data/derivative_storage/SPG.csv'.
[2025-11-25T10:53:24.145485] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'SPG'.
[2025-11-25T10:53:24.146139] [INFO ] [FORECASTER] Starting predict_future for SPG
[2025-11-25T10:53:24.146960] [DEBUG] [LOCAL     ] No optimal features file found for SPG: ./output/feature-sets/SPG.txt
[2025-11-25T10:53:24.147057] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:53:24.147107] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:53:24.147150] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:53:24.147223] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:53:24.215991] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:53:24.216821] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:53:24.216917] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:53:24.216962] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:53:24.321083] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:53:24.321263] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:53:24.321309] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:53:24.321343] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:53:24.324793] [DEBUG] [FORECASTER] SPG: Forecast T+1@11:T+2@11: DOWN (p=7.28%)
[2025-11-25T10:53:24.325074] [INFO ] [FORECASTER] Completed predict_future for SPG
[2025-11-25T10:53:24.325217] [INFO ] [sig       ] SPG: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:53:24.465367] [INFO ] [LOCAL     ] Saved forecast: SPG	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/SPG.txt
[2025-11-25T10:53:24.465544] [INFO ] [sig       ] [1704/2057] Completed SPG in 0.3s | 2.87 sym/s | Total: 9.9m | ETA: 2.0m
[2025-11-25T10:53:24.465597] [INFO ] [sig       ] [1705/2057] Forecasting SPGI...
[2025-11-25T10:53:24.465660] [INFO ] [sig       ] Generating forecast for: SPGI
[2025-11-25T10:53:24.465701] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SPGI' from 'https://tdm.silogroup.org/data/derivative_storage/SPGI.csv'.
[2025-11-25T10:53:24.476984] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'SPGI'.
[2025-11-25T10:53:24.477349] [INFO ] [FORECASTER] Starting predict_future for SPGI
[2025-11-25T10:53:24.478131] [DEBUG] [LOCAL     ] No optimal features file found for SPGI: ./output/feature-sets/SPGI.txt
[2025-11-25T10:53:24.478200] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:53:24.478246] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:53:24.478285] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:53:24.478354] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:53:24.543396] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:53:24.544046] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:53:24.544138] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:53:24.544186] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:53:24.648300] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:53:24.648474] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:53:24.648519] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:53:24.648553] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:53:24.651889] [DEBUG] [FORECASTER] SPGI: Forecast T+1@11:T+2@11: UP (p=93.78%)
[2025-11-25T10:53:24.652193] [INFO ] [FORECASTER] Completed predict_future for SPGI
[2025-11-25T10:53:24.652479] [INFO ] [sig       ] SPGI: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:53:24.795944] [INFO ] [LOCAL     ] Saved forecast: SPGI	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/SPGI.txt
[2025-11-25T10:53:24.796105] [INFO ] [sig       ] [1705/2057] Completed SPGI in 0.3s | 2.87 sym/s | Total: 9.9m | ETA: 2.0m
[2025-11-25T10:53:24.796161] [INFO ] [sig       ] [1706/2057] Forecasting SPH...
[2025-11-25T10:53:24.796204] [INFO ] [sig       ] Generating forecast for: SPH
[2025-11-25T10:53:24.796249] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SPH' from 'https://tdm.silogroup.org/data/derivative_storage/SPH.csv'.
[2025-11-25T10:53:24.806993] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'SPH'.
[2025-11-25T10:53:24.807385] [INFO ] [FORECASTER] Starting predict_future for SPH
[2025-11-25T10:53:24.808201] [DEBUG] [LOCAL     ] No optimal features file found for SPH: ./output/feature-sets/SPH.txt
[2025-11-25T10:53:24.808270] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:53:24.808314] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:53:24.808353] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:53:24.808420] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:53:24.873766] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:53:24.874378] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:53:24.874468] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:53:24.874514] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:53:24.972546] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:53:24.972737] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:53:24.972804] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:53:24.972850] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:53:24.976201] [DEBUG] [FORECASTER] SPH: Forecast T+1@11:T+2@11: DOWN (p=22.29%)
[2025-11-25T10:53:24.976625] [INFO ] [FORECASTER] Completed predict_future for SPH
[2025-11-25T10:53:24.976864] [INFO ] [sig       ] SPH: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:53:25.116870] [INFO ] [LOCAL     ] Saved forecast: SPH	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/SPH.txt
[2025-11-25T10:53:25.117032] [INFO ] [sig       ] [1706/2057] Completed SPH in 0.3s | 2.87 sym/s | Total: 9.9m | ETA: 2.0m
[2025-11-25T10:53:25.117090] [INFO ] [sig       ] [1707/2057] Forecasting SPHR...
[2025-11-25T10:53:25.117133] [INFO ] [sig       ] Generating forecast for: SPHR
[2025-11-25T10:53:25.117175] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SPHR' from 'https://tdm.silogroup.org/data/derivative_storage/SPHR.csv'.
[2025-11-25T10:53:25.128178] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'SPHR'.
[2025-11-25T10:53:25.128536] [INFO ] [FORECASTER] Starting predict_future for SPHR
[2025-11-25T10:53:25.129328] [DEBUG] [LOCAL     ] No optimal features file found for SPHR: ./output/feature-sets/SPHR.txt
[2025-11-25T10:53:25.129398] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:53:25.129443] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:53:25.129483] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:53:25.129554] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:53:25.194681] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:53:25.195339] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:53:25.195434] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:53:25.195480] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:53:25.302270] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:53:25.302417] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:53:25.302461] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:53:25.302496] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:53:25.305796] [DEBUG] [FORECASTER] SPHR: Forecast T+1@11:T+2@11: DOWN (p=2.74%)
[2025-11-25T10:53:25.306113] [INFO ] [FORECASTER] Completed predict_future for SPHR
[2025-11-25T10:53:25.306275] [INFO ] [sig       ] SPHR: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:53:25.448197] [INFO ] [LOCAL     ] Saved forecast: SPHR	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/SPHR.txt
[2025-11-25T10:53:25.448343] [INFO ] [sig       ] [1707/2057] Completed SPHR in 0.3s | 2.87 sym/s | Total: 9.9m | ETA: 2.0m
[2025-11-25T10:53:25.448397] [INFO ] [sig       ] [1708/2057] Forecasting SPIR...
[2025-11-25T10:53:25.448440] [INFO ] [sig       ] Generating forecast for: SPIR
[2025-11-25T10:53:25.448484] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SPIR' from 'https://tdm.silogroup.org/data/derivative_storage/SPIR.csv'.
[2025-11-25T10:53:25.459937] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'SPIR'.
[2025-11-25T10:53:25.460278] [INFO ] [FORECASTER] Starting predict_future for SPIR
[2025-11-25T10:53:25.461062] [DEBUG] [LOCAL     ] No optimal features file found for SPIR: ./output/feature-sets/SPIR.txt
[2025-11-25T10:53:25.461130] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:53:25.461175] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:53:25.461216] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:53:25.461303] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:53:25.526004] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:53:25.526682] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:53:25.526774] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:53:25.526820] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:53:25.626527] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:53:25.626696] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:53:25.626760] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:53:25.626807] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:53:25.630407] [DEBUG] [FORECASTER] SPIR: Forecast T+1@11:T+2@11: UP (p=68.63%)
[2025-11-25T10:53:25.630717] [INFO ] [FORECASTER] Completed predict_future for SPIR
[2025-11-25T10:53:25.631047] [INFO ] [sig       ] SPIR: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:53:25.772541] [INFO ] [LOCAL     ] Saved forecast: SPIR	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/SPIR.txt
[2025-11-25T10:53:25.772705] [INFO ] [sig       ] [1708/2057] Completed SPIR in 0.3s | 2.88 sym/s | Total: 9.9m | ETA: 2.0m
[2025-11-25T10:53:25.772761] [INFO ] [sig       ] [1709/2057] Forecasting SPNT...
[2025-11-25T10:53:25.772804] [INFO ] [sig       ] Generating forecast for: SPNT
[2025-11-25T10:53:25.772845] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SPNT' from 'https://tdm.silogroup.org/data/derivative_storage/SPNT.csv'.
[2025-11-25T10:53:25.784355] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'SPNT'.
[2025-11-25T10:53:25.784718] [INFO ] [FORECASTER] Starting predict_future for SPNT
[2025-11-25T10:53:25.785497] [DEBUG] [LOCAL     ] No optimal features file found for SPNT: ./output/feature-sets/SPNT.txt
[2025-11-25T10:53:25.785564] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:53:25.785609] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:53:25.785667] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:53:25.785737] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:53:25.850733] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:53:25.851388] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:53:25.851481] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:53:25.851528] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:53:25.950674] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:53:25.950803] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:53:25.950846] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:53:25.950879] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:53:25.954037] [DEBUG] [FORECASTER] SPNT: Forecast T+1@11:T+2@11: DOWN (p=38.61%)
[2025-11-25T10:53:25.954311] [INFO ] [FORECASTER] Completed predict_future for SPNT
[2025-11-25T10:53:25.954447] [INFO ] [sig       ] SPNT: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:53:26.096290] [INFO ] [LOCAL     ] Saved forecast: SPNT	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/SPNT.txt
[2025-11-25T10:53:26.096456] [INFO ] [sig       ] [1709/2057] Completed SPNT in 0.3s | 2.88 sym/s | Total: 9.9m | ETA: 2.0m
[2025-11-25T10:53:26.096511] [INFO ] [sig       ] [1710/2057] Forecasting SPOT...
[2025-11-25T10:53:26.096554] [INFO ] [sig       ] Generating forecast for: SPOT
[2025-11-25T10:53:26.096596] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SPOT' from 'https://tdm.silogroup.org/data/derivative_storage/SPOT.csv'.
[2025-11-25T10:53:26.107549] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'SPOT'.
[2025-11-25T10:53:26.107919] [INFO ] [FORECASTER] Starting predict_future for SPOT
[2025-11-25T10:53:26.108716] [DEBUG] [LOCAL     ] No optimal features file found for SPOT: ./output/feature-sets/SPOT.txt
[2025-11-25T10:53:26.108798] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:53:26.108844] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:53:26.108886] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:53:26.108954] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:53:26.173678] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:53:26.174355] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:53:26.174447] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:53:26.174494] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:53:26.277214] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:53:26.277352] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:53:26.277394] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:53:26.277428] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:53:26.280599] [DEBUG] [FORECASTER] SPOT: Forecast T+1@11:T+2@11: UP (p=61.35%)
[2025-11-25T10:53:26.280899] [INFO ] [FORECASTER] Completed predict_future for SPOT
[2025-11-25T10:53:26.281046] [INFO ] [sig       ] SPOT: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:53:26.420331] [INFO ] [LOCAL     ] Saved forecast: SPOT	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/SPOT.txt
[2025-11-25T10:53:26.420468] [INFO ] [sig       ] [1710/2057] Completed SPOT in 0.3s | 2.88 sym/s | Total: 9.9m | ETA: 2.0m
[2025-11-25T10:53:26.420520] [INFO ] [sig       ] [1711/2057] Forecasting SPR...
[2025-11-25T10:53:26.420562] [INFO ] [sig       ] Generating forecast for: SPR
[2025-11-25T10:53:26.420604] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SPR' from 'https://tdm.silogroup.org/data/derivative_storage/SPR.csv'.
[2025-11-25T10:53:26.432207] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'SPR'.
[2025-11-25T10:53:26.432552] [INFO ] [FORECASTER] Starting predict_future for SPR
[2025-11-25T10:53:26.433339] [DEBUG] [LOCAL     ] No optimal features file found for SPR: ./output/feature-sets/SPR.txt
[2025-11-25T10:53:26.433409] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:53:26.433454] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:53:26.433493] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:53:26.433562] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:53:26.498875] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:53:26.499490] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:53:26.499581] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:53:26.499628] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:53:26.600529] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:53:26.600688] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:53:26.600753] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:53:26.600799] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:53:26.604000] [DEBUG] [FORECASTER] SPR: Forecast T+1@11:T+2@11: UP (p=62.39%)
[2025-11-25T10:53:26.604292] [INFO ] [FORECASTER] Completed predict_future for SPR
[2025-11-25T10:53:26.604447] [INFO ] [sig       ] SPR: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:53:26.747970] [INFO ] [LOCAL     ] Saved forecast: SPR	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/SPR.txt
[2025-11-25T10:53:26.748129] [INFO ] [sig       ] [1711/2057] Completed SPR in 0.3s | 2.88 sym/s | Total: 9.9m | ETA: 2.0m
[2025-11-25T10:53:26.748184] [INFO ] [sig       ] [1712/2057] Forecasting SPRU...
[2025-11-25T10:53:26.748229] [INFO ] [sig       ] Generating forecast for: SPRU
[2025-11-25T10:53:26.748273] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SPRU' from 'https://tdm.silogroup.org/data/derivative_storage/SPRU.csv'.
[2025-11-25T10:53:26.759416] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'SPRU'.
[2025-11-25T10:53:26.759829] [INFO ] [FORECASTER] Starting predict_future for SPRU
[2025-11-25T10:53:26.760609] [DEBUG] [LOCAL     ] No optimal features file found for SPRU: ./output/feature-sets/SPRU.txt
[2025-11-25T10:53:26.760698] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:53:26.760745] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:53:26.760785] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:53:26.760853] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:53:26.825805] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:53:26.826582] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:53:26.826699] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:53:26.826747] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:53:26.919654] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:53:26.919780] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:53:26.919822] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:53:26.919855] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:53:26.922989] [DEBUG] [FORECASTER] SPRU: Forecast T+1@11:T+2@11: UP (p=99.22%)
[2025-11-25T10:53:26.923265] [INFO ] [FORECASTER] Completed predict_future for SPRU
[2025-11-25T10:53:26.923403] [INFO ] [sig       ] SPRU: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:53:27.062081] [INFO ] [LOCAL     ] Saved forecast: SPRU	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/SPRU.txt
[2025-11-25T10:53:27.062213] [INFO ] [sig       ] [1712/2057] Completed SPRU in 0.3s | 2.88 sym/s | Total: 9.9m | ETA: 2.0m
[2025-11-25T10:53:27.062266] [INFO ] [sig       ] [1713/2057] Forecasting SPXC...
[2025-11-25T10:53:27.062308] [INFO ] [sig       ] Generating forecast for: SPXC
[2025-11-25T10:53:27.062344] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SPXC' from 'https://tdm.silogroup.org/data/derivative_storage/SPXC.csv'.
[2025-11-25T10:53:27.073822] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'SPXC'.
[2025-11-25T10:53:27.074165] [INFO ] [FORECASTER] Starting predict_future for SPXC
[2025-11-25T10:53:27.074949] [DEBUG] [LOCAL     ] No optimal features file found for SPXC: ./output/feature-sets/SPXC.txt
[2025-11-25T10:53:27.075018] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:53:27.075063] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:53:27.075105] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:53:27.075175] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:53:27.140092] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:53:27.140745] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:53:27.140837] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:53:27.140884] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:53:27.247249] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:53:27.247388] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:53:27.247433] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:53:27.247468] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:53:27.250794] [DEBUG] [FORECASTER] SPXC: Forecast T+1@11:T+2@11: UP (p=60.18%)
[2025-11-25T10:53:27.251096] [INFO ] [FORECASTER] Completed predict_future for SPXC
[2025-11-25T10:53:27.251250] [INFO ] [sig       ] SPXC: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:53:27.393598] [INFO ] [LOCAL     ] Saved forecast: SPXC	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/SPXC.txt
[2025-11-25T10:53:27.393765] [INFO ] [sig       ] [1713/2057] Completed SPXC in 0.3s | 2.88 sym/s | Total: 9.9m | ETA: 2.0m
[2025-11-25T10:53:27.393828] [INFO ] [sig       ] [1714/2057] Forecasting SQM...
[2025-11-25T10:53:27.393872] [INFO ] [sig       ] Generating forecast for: SQM
[2025-11-25T10:53:27.393915] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SQM' from 'https://tdm.silogroup.org/data/derivative_storage/SQM.csv'.
[2025-11-25T10:53:27.404856] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'SQM'.
[2025-11-25T10:53:27.405200] [INFO ] [FORECASTER] Starting predict_future for SQM
[2025-11-25T10:53:27.405992] [DEBUG] [LOCAL     ] No optimal features file found for SQM: ./output/feature-sets/SQM.txt
[2025-11-25T10:53:27.406060] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:53:27.406105] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:53:27.406145] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:53:27.406213] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:53:27.471624] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:53:27.472249] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:53:27.472341] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:53:27.472388] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:53:27.573312] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:53:27.573471] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:53:27.573516] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:53:27.573550] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:53:27.576880] [DEBUG] [FORECASTER] SQM: Forecast T+1@11:T+2@11: UP (p=89.72%)
[2025-11-25T10:53:27.577323] [INFO ] [FORECASTER] Completed predict_future for SQM
[2025-11-25T10:53:27.577549] [INFO ] [sig       ] SQM: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:53:27.718821] [INFO ] [LOCAL     ] Saved forecast: SQM	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/SQM.txt
[2025-11-25T10:53:27.718950] [INFO ] [sig       ] [1714/2057] Completed SQM in 0.3s | 2.88 sym/s | Total: 9.9m | ETA: 2.0m
[2025-11-25T10:53:27.719003] [INFO ] [sig       ] [1715/2057] Forecasting SQNS...
[2025-11-25T10:53:27.719045] [INFO ] [sig       ] Generating forecast for: SQNS
[2025-11-25T10:53:27.719087] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SQNS' from 'https://tdm.silogroup.org/data/derivative_storage/SQNS.csv'.
[2025-11-25T10:53:27.729425] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'SQNS'.
[2025-11-25T10:53:27.729770] [INFO ] [FORECASTER] Starting predict_future for SQNS
[2025-11-25T10:53:27.730549] [DEBUG] [LOCAL     ] No optimal features file found for SQNS: ./output/feature-sets/SQNS.txt
[2025-11-25T10:53:27.730617] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:53:27.730687] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:53:27.730733] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:53:27.730804] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:53:27.795584] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:53:27.796215] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:53:27.796306] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:53:27.796353] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:53:27.894022] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:53:27.894141] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:53:27.894182] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:53:27.894216] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:53:27.897415] [DEBUG] [FORECASTER] SQNS: Forecast T+1@11:T+2@11: UP (p=52.36%)
[2025-11-25T10:53:27.897755] [INFO ] [FORECASTER] Completed predict_future for SQNS
[2025-11-25T10:53:27.897915] [INFO ] [sig       ] SQNS: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:53:28.042447] [INFO ] [LOCAL     ] Saved forecast: SQNS	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/SQNS.txt
[2025-11-25T10:53:28.042579] [INFO ] [sig       ] [1715/2057] Completed SQNS in 0.3s | 2.88 sym/s | Total: 9.9m | ETA: 2.0m
[2025-11-25T10:53:28.042630] [INFO ] [sig       ] [1716/2057] Forecasting SR...
[2025-11-25T10:53:28.042694] [INFO ] [sig       ] Generating forecast for: SR
[2025-11-25T10:53:28.042737] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SR' from 'https://tdm.silogroup.org/data/derivative_storage/SR.csv'.
[2025-11-25T10:53:28.053581] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'SR'.
[2025-11-25T10:53:28.053972] [INFO ] [FORECASTER] Starting predict_future for SR
[2025-11-25T10:53:28.054790] [DEBUG] [LOCAL     ] No optimal features file found for SR: ./output/feature-sets/SR.txt
[2025-11-25T10:53:28.054857] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:53:28.054903] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:53:28.054945] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:53:28.055013] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:53:28.120121] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:53:28.120775] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:53:28.120886] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:53:28.120936] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:53:28.220709] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:53:28.220825] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:53:28.220867] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:53:28.220901] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:53:28.223989] [DEBUG] [FORECASTER] SR: Forecast T+1@11:T+2@11: UP (p=73.33%)
[2025-11-25T10:53:28.224268] [INFO ] [FORECASTER] Completed predict_future for SR
[2025-11-25T10:53:28.224405] [INFO ] [sig       ] SR: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:53:28.366108] [INFO ] [LOCAL     ] Saved forecast: SR	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/SR.txt
[2025-11-25T10:53:28.366238] [INFO ] [sig       ] [1716/2057] Completed SR in 0.3s | 2.88 sym/s | Total: 9.9m | ETA: 2.0m
[2025-11-25T10:53:28.366290] [INFO ] [sig       ] [1717/2057] Forecasting SRE...
[2025-11-25T10:53:28.366332] [INFO ] [sig       ] Generating forecast for: SRE
[2025-11-25T10:53:28.366374] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SRE' from 'https://tdm.silogroup.org/data/derivative_storage/SRE.csv'.
[2025-11-25T10:53:28.378215] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'SRE'.
[2025-11-25T10:53:28.378548] [INFO ] [FORECASTER] Starting predict_future for SRE
[2025-11-25T10:53:28.379380] [DEBUG] [LOCAL     ] No optimal features file found for SRE: ./output/feature-sets/SRE.txt
[2025-11-25T10:53:28.379449] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:53:28.379494] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:53:28.379534] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:53:28.379608] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:53:28.446592] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:53:28.447297] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:53:28.447391] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:53:28.447437] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:53:28.537733] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:53:28.537904] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:53:28.537968] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:53:28.538005] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:53:28.541248] [DEBUG] [FORECASTER] SRE: Forecast T+1@11:T+2@11: DOWN (p=1.12%)
[2025-11-25T10:53:28.541533] [INFO ] [FORECASTER] Completed predict_future for SRE
[2025-11-25T10:53:28.541691] [INFO ] [sig       ] SRE: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:53:28.684775] [INFO ] [LOCAL     ] Saved forecast: SRE	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/SRE.txt
[2025-11-25T10:53:28.684933] [INFO ] [sig       ] [1717/2057] Completed SRE in 0.3s | 2.88 sym/s | Total: 9.9m | ETA: 2.0m
[2025-11-25T10:53:28.684986] [INFO ] [sig       ] [1718/2057] Forecasting SREA...
[2025-11-25T10:53:28.685028] [INFO ] [sig       ] Generating forecast for: SREA
[2025-11-25T10:53:28.685070] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SREA' from 'https://tdm.silogroup.org/data/derivative_storage/SREA.csv'.
[2025-11-25T10:53:28.696000] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'SREA'.
[2025-11-25T10:53:28.696340] [INFO ] [FORECASTER] Starting predict_future for SREA
[2025-11-25T10:53:28.697159] [DEBUG] [LOCAL     ] No optimal features file found for SREA: ./output/feature-sets/SREA.txt
[2025-11-25T10:53:28.697229] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:53:28.697275] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:53:28.697315] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:53:28.697384] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:53:28.762821] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:53:28.763432] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:53:28.763524] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:53:28.763572] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:53:28.857262] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:53:28.857425] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:53:28.857469] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:53:28.857504] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:53:28.860794] [DEBUG] [FORECASTER] SREA: Forecast T+1@11:T+2@11: UP (p=67.80%)
[2025-11-25T10:53:28.861077] [INFO ] [FORECASTER] Completed predict_future for SREA
[2025-11-25T10:53:28.861207] [INFO ] [sig       ] SREA: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:53:29.000265] [INFO ] [LOCAL     ] Saved forecast: SREA	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/SREA.txt
[2025-11-25T10:53:29.000396] [INFO ] [sig       ] [1718/2057] Completed SREA in 0.3s | 2.88 sym/s | Total: 10.0m | ETA: 2.0m
[2025-11-25T10:53:29.000448] [INFO ] [sig       ] [1719/2057] Forecasting SRFM...
[2025-11-25T10:53:29.000491] [INFO ] [sig       ] Generating forecast for: SRFM
[2025-11-25T10:53:29.000530] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SRFM' from 'https://tdm.silogroup.org/data/derivative_storage/SRFM.csv'.
[2025-11-25T10:53:29.011506] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'SRFM'.
[2025-11-25T10:53:29.011893] [INFO ] [FORECASTER] Starting predict_future for SRFM
[2025-11-25T10:53:29.012686] [DEBUG] [LOCAL     ] No optimal features file found for SRFM: ./output/feature-sets/SRFM.txt
[2025-11-25T10:53:29.012755] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:53:29.012801] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:53:29.012842] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:53:29.012909] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:53:29.079132] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:53:29.079831] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:53:29.079926] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:53:29.079974] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:53:29.177808] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:53:29.177927] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:53:29.177969] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:53:29.178002] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:53:29.181107] [DEBUG] [FORECASTER] SRFM: Forecast T+1@11:T+2@11: DOWN (p=6.27%)
[2025-11-25T10:53:29.181378] [INFO ] [FORECASTER] Completed predict_future for SRFM
[2025-11-25T10:53:29.181517] [INFO ] [sig       ] SRFM: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:53:29.323711] [INFO ] [LOCAL     ] Saved forecast: SRFM	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/SRFM.txt
[2025-11-25T10:53:29.323873] [INFO ] [sig       ] [1719/2057] Completed SRFM in 0.3s | 2.88 sym/s | Total: 10.0m | ETA: 2.0m
[2025-11-25T10:53:29.323927] [INFO ] [sig       ] [1720/2057] Forecasting SRG...
[2025-11-25T10:53:29.323970] [INFO ] [sig       ] Generating forecast for: SRG
[2025-11-25T10:53:29.324011] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SRG' from 'https://tdm.silogroup.org/data/derivative_storage/SRG.csv'.
[2025-11-25T10:53:29.335174] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'SRG'.
[2025-11-25T10:53:29.335501] [INFO ] [FORECASTER] Starting predict_future for SRG
[2025-11-25T10:53:29.336293] [DEBUG] [LOCAL     ] No optimal features file found for SRG: ./output/feature-sets/SRG.txt
[2025-11-25T10:53:29.336363] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:53:29.336408] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:53:29.336448] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:53:29.336515] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:53:29.401843] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:53:29.402456] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:53:29.402547] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:53:29.402593] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:53:29.499192] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:53:29.499357] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:53:29.499403] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:53:29.499438] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:53:29.502842] [DEBUG] [FORECASTER] SRG: Forecast T+1@11:T+2@11: UP (p=79.94%)
[2025-11-25T10:53:29.503125] [INFO ] [FORECASTER] Completed predict_future for SRG
[2025-11-25T10:53:29.503264] [INFO ] [sig       ] SRG: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:53:29.645409] [INFO ] [LOCAL     ] Saved forecast: SRG	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/SRG.txt
[2025-11-25T10:53:29.645558] [INFO ] [sig       ] [1720/2057] Completed SRG in 0.3s | 2.88 sym/s | Total: 10.0m | ETA: 2.0m
[2025-11-25T10:53:29.645610] [INFO ] [sig       ] [1721/2057] Forecasting SRI...
[2025-11-25T10:53:29.645671] [INFO ] [sig       ] Generating forecast for: SRI
[2025-11-25T10:53:29.645721] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SRI' from 'https://tdm.silogroup.org/data/derivative_storage/SRI.csv'.
[2025-11-25T10:53:29.656308] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'SRI'.
[2025-11-25T10:53:29.656676] [INFO ] [FORECASTER] Starting predict_future for SRI
[2025-11-25T10:53:29.657474] [DEBUG] [LOCAL     ] No optimal features file found for SRI: ./output/feature-sets/SRI.txt
[2025-11-25T10:53:29.657543] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:53:29.657605] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:53:29.657672] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:53:29.657759] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:53:29.722139] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:53:29.722779] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:53:29.722872] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:53:29.722919] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:53:29.826327] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:53:29.826468] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:53:29.826515] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:53:29.826550] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:53:29.829930] [DEBUG] [FORECASTER] SRI: Forecast T+1@11:T+2@11: DOWN (p=37.40%)
[2025-11-25T10:53:29.830229] [INFO ] [FORECASTER] Completed predict_future for SRI
[2025-11-25T10:53:29.830382] [INFO ] [sig       ] SRI: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:53:29.970479] [INFO ] [LOCAL     ] Saved forecast: SRI	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/SRI.txt
[2025-11-25T10:53:29.970629] [INFO ] [sig       ] [1721/2057] Completed SRI in 0.3s | 2.88 sym/s | Total: 10.0m | ETA: 1.9m
[2025-11-25T10:53:29.970704] [INFO ] [sig       ] [1722/2057] Forecasting SRV...
[2025-11-25T10:53:29.970749] [INFO ] [sig       ] Generating forecast for: SRV
[2025-11-25T10:53:29.970790] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SRV' from 'https://tdm.silogroup.org/data/derivative_storage/SRV.csv'.
[2025-11-25T10:53:29.982350] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'SRV'.
[2025-11-25T10:53:29.982745] [INFO ] [FORECASTER] Starting predict_future for SRV
[2025-11-25T10:53:29.983820] [DEBUG] [LOCAL     ] No optimal features file found for SRV: ./output/feature-sets/SRV.txt
[2025-11-25T10:53:29.983907] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:53:29.983963] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:53:29.984021] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:53:29.984114] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:53:30.057312] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:53:30.058159] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:53:30.058255] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:53:30.058302] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:53:30.192322] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:53:30.192475] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:53:30.192521] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:53:30.192556] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:53:30.195831] [DEBUG] [FORECASTER] SRV: Forecast T+1@11:T+2@11: UP (p=94.88%)
[2025-11-25T10:53:30.196114] [INFO ] [FORECASTER] Completed predict_future for SRV
[2025-11-25T10:53:30.196263] [INFO ] [sig       ] SRV: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:53:30.334834] [INFO ] [LOCAL     ] Saved forecast: SRV	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/SRV.txt
[2025-11-25T10:53:30.334972] [INFO ] [sig       ] [1722/2057] Completed SRV in 0.4s | 2.88 sym/s | Total: 10.0m | ETA: 1.9m
[2025-11-25T10:53:30.335024] [INFO ] [sig       ] [1723/2057] Forecasting SSB...
[2025-11-25T10:53:30.335068] [INFO ] [sig       ] Generating forecast for: SSB
[2025-11-25T10:53:30.335109] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SSB' from 'https://tdm.silogroup.org/data/derivative_storage/SSB.csv'.
[2025-11-25T10:53:30.347074] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'SSB'.
[2025-11-25T10:53:30.347479] [INFO ] [FORECASTER] Starting predict_future for SSB
[2025-11-25T10:53:30.348456] [DEBUG] [LOCAL     ] No optimal features file found for SSB: ./output/feature-sets/SSB.txt
[2025-11-25T10:53:30.348528] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:53:30.348574] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:53:30.348614] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:53:30.348706] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:53:30.413035] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:53:30.413708] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:53:30.413800] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:53:30.413847] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:53:30.536883] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:53:30.536989] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:53:30.537060] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:53:30.537099] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:53:30.540176] [DEBUG] [FORECASTER] SSB: Forecast T+1@11:T+2@11: DOWN (p=2.11%)
[2025-11-25T10:53:30.540446] [INFO ] [FORECASTER] Completed predict_future for SSB
[2025-11-25T10:53:30.540593] [INFO ] [sig       ] SSB: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:53:30.682071] [INFO ] [LOCAL     ] Saved forecast: SSB	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/SSB.txt
[2025-11-25T10:53:30.682263] [INFO ] [sig       ] [1723/2057] Completed SSB in 0.3s | 2.88 sym/s | Total: 10.0m | ETA: 1.9m
[2025-11-25T10:53:30.682317] [INFO ] [sig       ] [1724/2057] Forecasting SSD...
[2025-11-25T10:53:30.682359] [INFO ] [sig       ] Generating forecast for: SSD
[2025-11-25T10:53:30.682398] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SSD' from 'https://tdm.silogroup.org/data/derivative_storage/SSD.csv'.
[2025-11-25T10:53:30.694354] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'SSD'.
[2025-11-25T10:53:30.694729] [INFO ] [FORECASTER] Starting predict_future for SSD
[2025-11-25T10:53:30.695518] [DEBUG] [LOCAL     ] No optimal features file found for SSD: ./output/feature-sets/SSD.txt
[2025-11-25T10:53:30.695588] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:53:30.695634] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:53:30.695695] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:53:30.695766] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:53:30.760602] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:53:30.761231] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:53:30.761323] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:53:30.761370] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:53:30.873909] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:53:30.874009] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:53:30.874050] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:53:30.874083] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:53:30.877144] [DEBUG] [FORECASTER] SSD: Forecast T+1@11:T+2@11: DOWN (p=10.39%)
[2025-11-25T10:53:30.877412] [INFO ] [FORECASTER] Completed predict_future for SSD
[2025-11-25T10:53:30.877569] [INFO ] [sig       ] SSD: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:53:31.034279] [INFO ] [LOCAL     ] Saved forecast: SSD	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/SSD.txt
[2025-11-25T10:53:31.034472] [INFO ] [sig       ] [1724/2057] Completed SSD in 0.4s | 2.88 sym/s | Total: 10.0m | ETA: 1.9m
[2025-11-25T10:53:31.034533] [INFO ] [sig       ] [1725/2057] Forecasting SSL...
[2025-11-25T10:53:31.034599] [INFO ] [sig       ] Generating forecast for: SSL
[2025-11-25T10:53:31.034668] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SSL' from 'https://tdm.silogroup.org/data/derivative_storage/SSL.csv'.
[2025-11-25T10:53:31.047481] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'SSL'.
[2025-11-25T10:53:31.048228] [INFO ] [FORECASTER] Starting predict_future for SSL
[2025-11-25T10:53:31.049250] [DEBUG] [LOCAL     ] No optimal features file found for SSL: ./output/feature-sets/SSL.txt
[2025-11-25T10:53:31.049345] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:53:31.049393] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:53:31.049435] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:53:31.049505] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:53:31.116512] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:53:31.117437] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:53:31.117546] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:53:31.117596] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:53:31.246260] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:53:31.246453] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:53:31.246502] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:53:31.246540] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:53:31.250116] [DEBUG] [FORECASTER] SSL: Forecast T+1@11:T+2@11: UP (p=58.36%)
[2025-11-25T10:53:31.250524] [INFO ] [FORECASTER] Completed predict_future for SSL
[2025-11-25T10:53:31.250789] [INFO ] [sig       ] SSL: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:53:31.397881] [INFO ] [LOCAL     ] Saved forecast: SSL	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/SSL.txt
[2025-11-25T10:53:31.398084] [INFO ] [sig       ] [1725/2057] Completed SSL in 0.4s | 2.88 sym/s | Total: 10.0m | ETA: 1.9m
[2025-11-25T10:53:31.398139] [INFO ] [sig       ] [1726/2057] Forecasting SST...
[2025-11-25T10:53:31.398184] [INFO ] [sig       ] Generating forecast for: SST
[2025-11-25T10:53:31.398226] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SST' from 'https://tdm.silogroup.org/data/derivative_storage/SST.csv'.
[2025-11-25T10:53:31.410421] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'SST'.
[2025-11-25T10:53:31.410770] [INFO ] [FORECASTER] Starting predict_future for SST
[2025-11-25T10:53:31.411536] [DEBUG] [LOCAL     ] No optimal features file found for SST: ./output/feature-sets/SST.txt
[2025-11-25T10:53:31.411607] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:53:31.411675] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:53:31.411719] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:53:31.411787] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:53:31.477229] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:53:31.477904] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:53:31.477999] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:53:31.478047] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:53:31.608684] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:53:31.608837] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:53:31.608881] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:53:31.608916] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:53:31.612171] [DEBUG] [FORECASTER] SST: Forecast T+1@11:T+2@11: UP (p=53.65%)
[2025-11-25T10:53:31.612636] [INFO ] [FORECASTER] Completed predict_future for SST
[2025-11-25T10:53:31.612890] [INFO ] [sig       ] SST: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:53:31.753373] [INFO ] [LOCAL     ] Saved forecast: SST	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/SST.txt
[2025-11-25T10:53:31.753524] [INFO ] [sig       ] [1726/2057] Completed SST in 0.4s | 2.88 sym/s | Total: 10.0m | ETA: 1.9m
[2025-11-25T10:53:31.753584] [INFO ] [sig       ] [1727/2057] Forecasting SSTK...
[2025-11-25T10:53:31.753624] [INFO ] [sig       ] Generating forecast for: SSTK
[2025-11-25T10:53:31.753690] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SSTK' from 'https://tdm.silogroup.org/data/derivative_storage/SSTK.csv'.
[2025-11-25T10:53:31.766221] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'SSTK'.
[2025-11-25T10:53:31.766565] [INFO ] [FORECASTER] Starting predict_future for SSTK
[2025-11-25T10:53:31.767376] [DEBUG] [LOCAL     ] No optimal features file found for SSTK: ./output/feature-sets/SSTK.txt
[2025-11-25T10:53:31.767447] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:53:31.767492] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:53:31.767532] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:53:31.767601] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:53:31.832353] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:53:31.833051] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:53:31.833145] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:53:31.833191] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:53:31.936224] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:53:31.936404] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:53:31.936452] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:53:31.936485] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:53:31.940357] [DEBUG] [FORECASTER] SSTK: Forecast T+1@11:T+2@11: UP (p=95.45%)
[2025-11-25T10:53:31.940657] [INFO ] [FORECASTER] Completed predict_future for SSTK
[2025-11-25T10:53:31.940814] [INFO ] [sig       ] SSTK: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:53:32.084571] [INFO ] [LOCAL     ] Saved forecast: SSTK	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/SSTK.txt
[2025-11-25T10:53:32.084769] [INFO ] [sig       ] [1727/2057] Completed SSTK in 0.3s | 2.88 sym/s | Total: 10.0m | ETA: 1.9m
[2025-11-25T10:53:32.084826] [INFO ] [sig       ] [1728/2057] Forecasting ST...
[2025-11-25T10:53:32.084869] [INFO ] [sig       ] Generating forecast for: ST
[2025-11-25T10:53:32.084910] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ST' from 'https://tdm.silogroup.org/data/derivative_storage/ST.csv'.
[2025-11-25T10:53:32.097378] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'ST'.
[2025-11-25T10:53:32.097915] [INFO ] [FORECASTER] Starting predict_future for ST
[2025-11-25T10:53:32.099159] [DEBUG] [LOCAL     ] No optimal features file found for ST: ./output/feature-sets/ST.txt
[2025-11-25T10:53:32.099231] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:53:32.099277] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:53:32.099318] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:53:32.099387] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:53:32.168347] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:53:32.169297] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:53:32.169413] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:53:32.169462] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:53:32.290489] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:53:32.290765] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:53:32.290880] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:53:32.290959] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:53:32.296482] [DEBUG] [FORECASTER] ST: Forecast T+1@11:T+2@11: DOWN (p=8.95%)
[2025-11-25T10:53:32.297130] [INFO ] [FORECASTER] Completed predict_future for ST
[2025-11-25T10:53:32.297406] [INFO ] [sig       ] ST: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:53:32.565184] [INFO ] [LOCAL     ] Saved forecast: ST	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/ST.txt
[2025-11-25T10:53:32.565397] [INFO ] [sig       ] [1728/2057] Completed ST in 0.5s | 2.88 sym/s | Total: 10.0m | ETA: 1.9m
[2025-11-25T10:53:32.565457] [INFO ] [sig       ] [1729/2057] Forecasting STAG...
[2025-11-25T10:53:32.565502] [INFO ] [sig       ] Generating forecast for: STAG
[2025-11-25T10:53:32.565560] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STAG' from 'https://tdm.silogroup.org/data/derivative_storage/STAG.csv'.
[2025-11-25T10:53:32.589810] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'STAG'.
[2025-11-25T10:53:32.592607] [INFO ] [FORECASTER] Starting predict_future for STAG
[2025-11-25T10:53:32.595636] [DEBUG] [LOCAL     ] No optimal features file found for STAG: ./output/feature-sets/STAG.txt
[2025-11-25T10:53:32.595915] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:53:32.595999] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:53:32.596070] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:53:32.596242] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:53:32.697927] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:53:32.700190] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:53:32.700434] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:53:32.701453] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:53:32.854188] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:53:32.854431] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:53:32.854495] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:53:32.854532] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:53:32.859446] [DEBUG] [FORECASTER] STAG: Forecast T+1@11:T+2@11: UP (p=63.70%)
[2025-11-25T10:53:32.859981] [INFO ] [FORECASTER] Completed predict_future for STAG
[2025-11-25T10:53:32.860281] [INFO ] [sig       ] STAG: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:53:33.026913] [INFO ] [LOCAL     ] Saved forecast: STAG	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/STAG.txt
[2025-11-25T10:53:33.027146] [INFO ] [sig       ] [1729/2057] Completed STAG in 0.5s | 2.88 sym/s | Total: 10.0m | ETA: 1.9m
[2025-11-25T10:53:33.027209] [INFO ] [sig       ] [1730/2057] Forecasting STC...
[2025-11-25T10:53:33.027253] [INFO ] [sig       ] Generating forecast for: STC
[2025-11-25T10:53:33.027298] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STC' from 'https://tdm.silogroup.org/data/derivative_storage/STC.csv'.
[2025-11-25T10:53:33.042746] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'STC'.
[2025-11-25T10:53:33.043348] [INFO ] [FORECASTER] Starting predict_future for STC
[2025-11-25T10:53:33.044597] [DEBUG] [LOCAL     ] No optimal features file found for STC: ./output/feature-sets/STC.txt
[2025-11-25T10:53:33.044714] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:53:33.044789] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:53:33.044860] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:53:33.044979] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:53:33.123639] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:53:33.124682] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:53:33.124794] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:53:33.124858] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:53:33.234338] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:53:33.234529] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:53:33.234577] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:53:33.234613] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:53:33.238062] [DEBUG] [FORECASTER] STC: Forecast T+1@11:T+2@11: DOWN (p=37.15%)
[2025-11-25T10:53:33.238353] [INFO ] [FORECASTER] Completed predict_future for STC
[2025-11-25T10:53:33.238488] [INFO ] [sig       ] STC: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:53:33.381302] [INFO ] [LOCAL     ] Saved forecast: STC	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/STC.txt
[2025-11-25T10:53:33.381465] [INFO ] [sig       ] [1730/2057] Completed STC in 0.4s | 2.88 sym/s | Total: 10.0m | ETA: 1.9m
[2025-11-25T10:53:33.381519] [INFO ] [sig       ] [1731/2057] Forecasting STE...
[2025-11-25T10:53:33.381562] [INFO ] [sig       ] Generating forecast for: STE
[2025-11-25T10:53:33.381608] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STE' from 'https://tdm.silogroup.org/data/derivative_storage/STE.csv'.
[2025-11-25T10:53:33.392217] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'STE'.
[2025-11-25T10:53:33.392567] [INFO ] [FORECASTER] Starting predict_future for STE
[2025-11-25T10:53:33.393374] [DEBUG] [LOCAL     ] No optimal features file found for STE: ./output/feature-sets/STE.txt
[2025-11-25T10:53:33.393445] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:53:33.393491] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:53:33.393531] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:53:33.393600] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:53:33.458110] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:53:33.458762] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:53:33.458853] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:53:33.458899] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:53:33.533212] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:53:33.533376] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:53:33.533427] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:53:33.533461] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:53:33.536803] [DEBUG] [FORECASTER] STE: Forecast T+1@11:T+2@11: DOWN (p=40.60%)
[2025-11-25T10:53:33.537122] [INFO ] [FORECASTER] Completed predict_future for STE
[2025-11-25T10:53:33.537253] [INFO ] [sig       ] STE: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:53:33.679966] [INFO ] [LOCAL     ] Saved forecast: STE	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/STE.txt
[2025-11-25T10:53:33.680104] [INFO ] [sig       ] [1731/2057] Completed STE in 0.3s | 2.88 sym/s | Total: 10.0m | ETA: 1.9m
[2025-11-25T10:53:33.680157] [INFO ] [sig       ] [1732/2057] Forecasting STEL...
[2025-11-25T10:53:33.680200] [INFO ] [sig       ] Generating forecast for: STEL
[2025-11-25T10:53:33.680240] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STEL' from 'https://tdm.silogroup.org/data/derivative_storage/STEL.csv'.
[2025-11-25T10:53:33.691496] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'STEL'.
[2025-11-25T10:53:33.691872] [INFO ] [FORECASTER] Starting predict_future for STEL
[2025-11-25T10:53:33.692867] [DEBUG] [LOCAL     ] No optimal features file found for STEL: ./output/feature-sets/STEL.txt
[2025-11-25T10:53:33.692941] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:53:33.692987] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:53:33.693028] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:53:33.693112] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:53:33.760953] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:53:33.761590] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:53:33.761705] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:53:33.761754] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:53:33.879223] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:53:33.879375] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:53:33.879426] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:53:33.879468] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:53:33.883083] [DEBUG] [FORECASTER] STEL: Forecast T+1@11:T+2@11: UP (p=63.73%)
[2025-11-25T10:53:33.883361] [INFO ] [FORECASTER] Completed predict_future for STEL
[2025-11-25T10:53:33.883497] [INFO ] [sig       ] STEL: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:53:34.023248] [INFO ] [LOCAL     ] Saved forecast: STEL	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/STEL.txt
[2025-11-25T10:53:34.023396] [INFO ] [sig       ] [1732/2057] Completed STEL in 0.3s | 2.88 sym/s | Total: 10.0m | ETA: 1.9m
[2025-11-25T10:53:34.023449] [INFO ] [sig       ] [1733/2057] Forecasting STEM...
[2025-11-25T10:53:34.023491] [INFO ] [sig       ] Generating forecast for: STEM
[2025-11-25T10:53:34.023531] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STEM' from 'https://tdm.silogroup.org/data/derivative_storage/STEM.csv'.
[2025-11-25T10:53:34.035735] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'STEM'.
[2025-11-25T10:53:34.036293] [INFO ] [FORECASTER] Starting predict_future for STEM
[2025-11-25T10:53:34.037260] [DEBUG] [LOCAL     ] No optimal features file found for STEM: ./output/feature-sets/STEM.txt
[2025-11-25T10:53:34.037329] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:53:34.037374] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:53:34.037413] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:53:34.037482] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:53:34.103998] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:53:34.104628] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:53:34.104739] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:53:34.104785] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:53:34.194614] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:53:34.194811] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:53:34.194864] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:53:34.194900] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:53:34.198938] [DEBUG] [FORECASTER] STEM: Forecast T+1@11:T+2@11: UP (p=59.41%)
[2025-11-25T10:53:34.199228] [INFO ] [FORECASTER] Completed predict_future for STEM
[2025-11-25T10:53:34.199367] [INFO ] [sig       ] STEM: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:53:34.341596] [INFO ] [LOCAL     ] Saved forecast: STEM	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/STEM.txt
[2025-11-25T10:53:34.341789] [INFO ] [sig       ] [1733/2057] Completed STEM in 0.3s | 2.88 sym/s | Total: 10.0m | ETA: 1.9m
[2025-11-25T10:53:34.341839] [INFO ] [sig       ] [1734/2057] Forecasting STEW...
[2025-11-25T10:53:34.341881] [INFO ] [sig       ] Generating forecast for: STEW
[2025-11-25T10:53:34.341921] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STEW' from 'https://tdm.silogroup.org/data/derivative_storage/STEW.csv'.
[2025-11-25T10:53:34.357279] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'STEW'.
[2025-11-25T10:53:34.358040] [INFO ] [FORECASTER] Starting predict_future for STEW
[2025-11-25T10:53:34.359158] [DEBUG] [LOCAL     ] No optimal features file found for STEW: ./output/feature-sets/STEW.txt
[2025-11-25T10:53:34.359280] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:53:34.359351] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:53:34.359408] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:53:34.359519] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:53:34.445522] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:53:34.446936] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:53:34.447324] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:53:34.447388] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:53:34.561669] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:53:34.561869] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:53:34.561919] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:53:34.561954] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:53:34.565492] [DEBUG] [FORECASTER] STEW: Forecast T+1@11:T+2@11: UP (p=79.02%)
[2025-11-25T10:53:34.565813] [INFO ] [FORECASTER] Completed predict_future for STEW
[2025-11-25T10:53:34.565974] [INFO ] [sig       ] STEW: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:53:34.705489] [INFO ] [LOCAL     ] Saved forecast: STEW	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/STEW.txt
[2025-11-25T10:53:34.705626] [INFO ] [sig       ] [1734/2057] Completed STEW in 0.4s | 2.88 sym/s | Total: 10.1m | ETA: 1.9m
[2025-11-25T10:53:34.705701] [INFO ] [sig       ] [1735/2057] Forecasting STK...
[2025-11-25T10:53:34.705746] [INFO ] [sig       ] Generating forecast for: STK
[2025-11-25T10:53:34.705788] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STK' from 'https://tdm.silogroup.org/data/derivative_storage/STK.csv'.
[2025-11-25T10:53:34.718504] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'STK'.
[2025-11-25T10:53:34.719137] [INFO ] [FORECASTER] Starting predict_future for STK
[2025-11-25T10:53:34.719974] [DEBUG] [LOCAL     ] No optimal features file found for STK: ./output/feature-sets/STK.txt
[2025-11-25T10:53:34.720046] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:53:34.720093] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:53:34.720133] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:53:34.720202] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:53:34.785757] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:53:34.786727] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:53:34.786837] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:53:34.786884] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:53:34.877384] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:53:34.877584] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:53:34.877631] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:53:34.877709] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:53:34.881171] [DEBUG] [FORECASTER] STK: Forecast T+1@11:T+2@11: UP (p=98.08%)
[2025-11-25T10:53:34.881480] [INFO ] [FORECASTER] Completed predict_future for STK
[2025-11-25T10:53:34.881631] [INFO ] [sig       ] STK: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:53:35.023538] [INFO ] [LOCAL     ] Saved forecast: STK	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/STK.txt
[2025-11-25T10:53:35.023716] [INFO ] [sig       ] [1735/2057] Completed STK in 0.3s | 2.88 sym/s | Total: 10.1m | ETA: 1.9m
[2025-11-25T10:53:35.023773] [INFO ] [sig       ] [1736/2057] Forecasting STLA...
[2025-11-25T10:53:35.023820] [INFO ] [sig       ] Generating forecast for: STLA
[2025-11-25T10:53:35.023862] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STLA' from 'https://tdm.silogroup.org/data/derivative_storage/STLA.csv'.
[2025-11-25T10:53:35.036417] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'STLA'.
[2025-11-25T10:53:35.036826] [INFO ] [FORECASTER] Starting predict_future for STLA
[2025-11-25T10:53:35.037661] [DEBUG] [LOCAL     ] No optimal features file found for STLA: ./output/feature-sets/STLA.txt
[2025-11-25T10:53:35.037730] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:53:35.037782] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:53:35.037831] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:53:35.037912] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:53:35.105562] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:53:35.106268] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:53:35.106379] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:53:35.106452] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:53:35.212696] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:53:35.212896] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:53:35.212945] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:53:35.212980] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:53:35.216518] [DEBUG] [FORECASTER] STLA: Forecast T+1@11:T+2@11: UP (p=74.31%)
[2025-11-25T10:53:35.216847] [INFO ] [FORECASTER] Completed predict_future for STLA
[2025-11-25T10:53:35.217014] [INFO ] [sig       ] STLA: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:53:35.357095] [INFO ] [LOCAL     ] Saved forecast: STLA	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/STLA.txt
[2025-11-25T10:53:35.357229] [INFO ] [sig       ] [1736/2057] Completed STLA in 0.3s | 2.88 sym/s | Total: 10.1m | ETA: 1.9m
[2025-11-25T10:53:35.357283] [INFO ] [sig       ] [1737/2057] Forecasting STM...
[2025-11-25T10:53:35.357326] [INFO ] [sig       ] Generating forecast for: STM
[2025-11-25T10:53:35.357369] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STM' from 'https://tdm.silogroup.org/data/derivative_storage/STM.csv'.
[2025-11-25T10:53:35.368156] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'STM'.
[2025-11-25T10:53:35.368506] [INFO ] [FORECASTER] Starting predict_future for STM
[2025-11-25T10:53:35.369303] [DEBUG] [LOCAL     ] No optimal features file found for STM: ./output/feature-sets/STM.txt
[2025-11-25T10:53:35.369372] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:53:35.369417] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:53:35.369457] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:53:35.369525] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:53:35.434202] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:53:35.434855] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:53:35.434947] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:53:35.434994] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:53:35.534059] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:53:35.534204] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:53:35.534249] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:53:35.534284] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:53:35.537492] [DEBUG] [FORECASTER] STM: Forecast T+1@11:T+2@11: DOWN (p=44.71%)
[2025-11-25T10:53:35.537813] [INFO ] [FORECASTER] Completed predict_future for STM
[2025-11-25T10:53:35.537978] [INFO ] [sig       ] STM: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:53:35.676712] [INFO ] [LOCAL     ] Saved forecast: STM	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/STM.txt
[2025-11-25T10:53:35.676841] [INFO ] [sig       ] [1737/2057] Completed STM in 0.3s | 2.88 sym/s | Total: 10.1m | ETA: 1.9m
[2025-11-25T10:53:35.676904] [INFO ] [sig       ] [1738/2057] Forecasting STN...
[2025-11-25T10:53:35.676947] [INFO ] [sig       ] Generating forecast for: STN
[2025-11-25T10:53:35.676989] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STN' from 'https://tdm.silogroup.org/data/derivative_storage/STN.csv'.
[2025-11-25T10:53:35.688222] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'STN'.
[2025-11-25T10:53:35.688568] [INFO ] [FORECASTER] Starting predict_future for STN
[2025-11-25T10:53:35.689361] [DEBUG] [LOCAL     ] No optimal features file found for STN: ./output/feature-sets/STN.txt
[2025-11-25T10:53:35.689430] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:53:35.689476] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:53:35.689516] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:53:35.689582] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:53:35.754583] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:53:35.755220] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:53:35.755317] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:53:35.755363] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:53:35.833317] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:53:35.833454] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:53:35.833497] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:53:35.833530] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:53:35.836676] [DEBUG] [FORECASTER] STN: Forecast T+1@11:T+2@11: UP (p=97.39%)
[2025-11-25T10:53:35.836961] [INFO ] [FORECASTER] Completed predict_future for STN
[2025-11-25T10:53:35.837117] [INFO ] [sig       ] STN: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:53:35.976953] [INFO ] [LOCAL     ] Saved forecast: STN	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/STN.txt
[2025-11-25T10:53:35.977109] [INFO ] [sig       ] [1738/2057] Completed STN in 0.3s | 2.88 sym/s | Total: 10.1m | ETA: 1.8m
[2025-11-25T10:53:35.977165] [INFO ] [sig       ] [1739/2057] Forecasting STNG...
[2025-11-25T10:53:35.977208] [INFO ] [sig       ] Generating forecast for: STNG
[2025-11-25T10:53:35.977249] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STNG' from 'https://tdm.silogroup.org/data/derivative_storage/STNG.csv'.
[2025-11-25T10:53:35.988127] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'STNG'.
[2025-11-25T10:53:35.988478] [INFO ] [FORECASTER] Starting predict_future for STNG
[2025-11-25T10:53:35.989279] [DEBUG] [LOCAL     ] No optimal features file found for STNG: ./output/feature-sets/STNG.txt
[2025-11-25T10:53:35.989349] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:53:35.989396] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:53:35.989437] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:53:35.989504] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:53:36.053800] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:53:36.054413] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:53:36.054507] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:53:36.054553] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:53:36.148600] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:53:36.148777] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:53:36.148822] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:53:36.148856] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:53:36.152137] [DEBUG] [FORECASTER] STNG: Forecast T+1@11:T+2@11: DOWN (p=15.36%)
[2025-11-25T10:53:36.152440] [INFO ] [FORECASTER] Completed predict_future for STNG
[2025-11-25T10:53:36.152583] [INFO ] [sig       ] STNG: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:53:36.291064] [INFO ] [LOCAL     ] Saved forecast: STNG	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/STNG.txt
[2025-11-25T10:53:36.291196] [INFO ] [sig       ] [1739/2057] Completed STNG in 0.3s | 2.88 sym/s | Total: 10.1m | ETA: 1.8m
[2025-11-25T10:53:36.291249] [INFO ] [sig       ] [1740/2057] Forecasting STRV...
[2025-11-25T10:53:36.291293] [INFO ] [sig       ] Generating forecast for: STRV
[2025-11-25T10:53:36.291335] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STRV' from 'https://tdm.silogroup.org/data/derivative_storage/STRV.csv'.
[2025-11-25T10:53:36.302107] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'STRV'.
[2025-11-25T10:53:36.302491] [INFO ] [FORECASTER] Starting predict_future for STRV
[2025-11-25T10:53:36.303325] [DEBUG] [LOCAL     ] No optimal features file found for STRV: ./output/feature-sets/STRV.txt
[2025-11-25T10:53:36.303397] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:53:36.303445] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:53:36.303490] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:53:36.303563] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:53:36.370943] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:53:36.371601] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:53:36.371715] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:53:36.371764] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:53:36.475194] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:53:36.475339] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:53:36.475383] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:53:36.475417] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:53:36.478760] [DEBUG] [FORECASTER] STRV: Forecast T+1@11:T+2@11: DOWN (p=11.80%)
[2025-11-25T10:53:36.479075] [INFO ] [FORECASTER] Completed predict_future for STRV
[2025-11-25T10:53:36.479226] [INFO ] [sig       ] STRV: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:53:36.621145] [INFO ] [LOCAL     ] Saved forecast: STRV	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/STRV.txt
[2025-11-25T10:53:36.621288] [INFO ] [sig       ] [1740/2057] Completed STRV in 0.3s | 2.88 sym/s | Total: 10.1m | ETA: 1.8m
[2025-11-25T10:53:36.621341] [INFO ] [sig       ] [1741/2057] Forecasting STT...
[2025-11-25T10:53:36.621382] [INFO ] [sig       ] Generating forecast for: STT
[2025-11-25T10:53:36.621423] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STT' from 'https://tdm.silogroup.org/data/derivative_storage/STT.csv'.
[2025-11-25T10:53:36.632211] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'STT'.
[2025-11-25T10:53:36.632578] [INFO ] [FORECASTER] Starting predict_future for STT
[2025-11-25T10:53:36.633373] [DEBUG] [LOCAL     ] No optimal features file found for STT: ./output/feature-sets/STT.txt
[2025-11-25T10:53:36.633442] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:53:36.633488] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:53:36.633527] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:53:36.633595] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:53:36.715327] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:53:36.716472] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:53:36.716603] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:53:36.716696] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:53:36.819313] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:53:36.819519] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:53:36.819594] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:53:36.819631] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:53:36.823127] [DEBUG] [FORECASTER] STT: Forecast T+1@11:T+2@11: UP (p=69.61%)
[2025-11-25T10:53:36.823419] [INFO ] [FORECASTER] Completed predict_future for STT
[2025-11-25T10:53:36.823564] [INFO ] [sig       ] STT: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:53:36.965786] [INFO ] [LOCAL     ] Saved forecast: STT	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/STT.txt
[2025-11-25T10:53:36.965947] [INFO ] [sig       ] [1741/2057] Completed STT in 0.3s | 2.88 sym/s | Total: 10.1m | ETA: 1.8m
[2025-11-25T10:53:36.966008] [INFO ] [sig       ] [1742/2057] Forecasting STVN...
[2025-11-25T10:53:36.966051] [INFO ] [sig       ] Generating forecast for: STVN
[2025-11-25T10:53:36.966092] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STVN' from 'https://tdm.silogroup.org/data/derivative_storage/STVN.csv'.
[2025-11-25T10:53:36.977080] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'STVN'.
[2025-11-25T10:53:36.977435] [INFO ] [FORECASTER] Starting predict_future for STVN
[2025-11-25T10:53:36.978297] [DEBUG] [LOCAL     ] No optimal features file found for STVN: ./output/feature-sets/STVN.txt
[2025-11-25T10:53:36.978369] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:53:36.978416] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:53:36.978457] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:53:36.978527] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:53:37.046495] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:53:37.047178] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:53:37.047274] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:53:37.047323] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:53:37.154419] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:53:37.154574] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:53:37.154621] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:53:37.154677] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:53:37.158088] [DEBUG] [FORECASTER] STVN: Forecast T+1@11:T+2@11: UP (p=57.81%)
[2025-11-25T10:53:37.158500] [INFO ] [FORECASTER] Completed predict_future for STVN
[2025-11-25T10:53:37.158741] [INFO ] [sig       ] STVN: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:53:37.300024] [INFO ] [LOCAL     ] Saved forecast: STVN	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/STVN.txt
[2025-11-25T10:53:37.300174] [INFO ] [sig       ] [1742/2057] Completed STVN in 0.3s | 2.88 sym/s | Total: 10.1m | ETA: 1.8m
[2025-11-25T10:53:37.300228] [INFO ] [sig       ] [1743/2057] Forecasting STWD...
[2025-11-25T10:53:37.300273] [INFO ] [sig       ] Generating forecast for: STWD
[2025-11-25T10:53:37.300316] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STWD' from 'https://tdm.silogroup.org/data/derivative_storage/STWD.csv'.
[2025-11-25T10:53:37.311744] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'STWD'.
[2025-11-25T10:53:37.312096] [INFO ] [FORECASTER] Starting predict_future for STWD
[2025-11-25T10:53:37.312895] [DEBUG] [LOCAL     ] No optimal features file found for STWD: ./output/feature-sets/STWD.txt
[2025-11-25T10:53:37.312964] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:53:37.313004] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:53:37.313045] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:53:37.313115] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:53:37.380375] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:53:37.381131] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:53:37.381226] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:53:37.381273] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:53:37.488697] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:53:37.488888] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:53:37.488946] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:53:37.488991] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:53:37.492428] [DEBUG] [FORECASTER] STWD: Forecast T+1@11:T+2@11: DOWN (p=48.20%)
[2025-11-25T10:53:37.492754] [INFO ] [FORECASTER] Completed predict_future for STWD
[2025-11-25T10:53:37.492926] [INFO ] [sig       ] STWD: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:53:37.633423] [INFO ] [LOCAL     ] Saved forecast: STWD	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/STWD.txt
[2025-11-25T10:53:37.633559] [INFO ] [sig       ] [1743/2057] Completed STWD in 0.3s | 2.88 sym/s | Total: 10.1m | ETA: 1.8m
[2025-11-25T10:53:37.633627] [INFO ] [sig       ] [1744/2057] Forecasting STXE...
[2025-11-25T10:53:37.633697] [INFO ] [sig       ] Generating forecast for: STXE
[2025-11-25T10:53:37.633741] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STXE' from 'https://tdm.silogroup.org/data/derivative_storage/STXE.csv'.
[2025-11-25T10:53:37.644910] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'STXE'.
[2025-11-25T10:53:37.645291] [INFO ] [FORECASTER] Starting predict_future for STXE
[2025-11-25T10:53:37.646166] [DEBUG] [LOCAL     ] No optimal features file found for STXE: ./output/feature-sets/STXE.txt
[2025-11-25T10:53:37.646243] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:53:37.646312] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:53:37.646376] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:53:37.646482] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:53:37.713157] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:53:37.713848] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:53:37.713952] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:53:37.714024] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:53:37.824465] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:53:37.824722] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:53:37.824813] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:53:37.824865] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:53:37.828602] [DEBUG] [FORECASTER] STXE: Forecast T+1@11:T+2@11: UP (p=83.02%)
[2025-11-25T10:53:37.828948] [INFO ] [FORECASTER] Completed predict_future for STXE
[2025-11-25T10:53:37.829144] [INFO ] [sig       ] STXE: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:53:37.972788] [INFO ] [LOCAL     ] Saved forecast: STXE	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/STXE.txt
[2025-11-25T10:53:37.973028] [INFO ] [sig       ] [1744/2057] Completed STXE in 0.3s | 2.88 sym/s | Total: 10.1m | ETA: 1.8m
[2025-11-25T10:53:37.973089] [INFO ] [sig       ] [1745/2057] Forecasting STXG...
[2025-11-25T10:53:37.973134] [INFO ] [sig       ] Generating forecast for: STXG
[2025-11-25T10:53:37.973179] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STXG' from 'https://tdm.silogroup.org/data/derivative_storage/STXG.csv'.
[2025-11-25T10:53:37.988445] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'STXG'.
[2025-11-25T10:53:37.989014] [INFO ] [FORECASTER] Starting predict_future for STXG
[2025-11-25T10:53:37.990074] [DEBUG] [LOCAL     ] No optimal features file found for STXG: ./output/feature-sets/STXG.txt
[2025-11-25T10:53:37.990164] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:53:37.990243] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:53:37.990295] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:53:37.990389] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:53:38.060625] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:53:38.061484] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:53:38.061588] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:53:38.061636] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:53:38.186048] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:53:38.186254] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:53:38.186302] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:53:38.186337] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:53:38.189996] [DEBUG] [FORECASTER] STXG: Forecast T+1@11:T+2@11: UP (p=57.68%)
[2025-11-25T10:53:38.190292] [INFO ] [FORECASTER] Completed predict_future for STXG
[2025-11-25T10:53:38.190464] [INFO ] [sig       ] STXG: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:53:38.333494] [INFO ] [LOCAL     ] Saved forecast: STXG	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/STXG.txt
[2025-11-25T10:53:38.333710] [INFO ] [sig       ] [1745/2057] Completed STXG in 0.4s | 2.88 sym/s | Total: 10.1m | ETA: 1.8m
[2025-11-25T10:53:38.333768] [INFO ] [sig       ] [1746/2057] Forecasting STXK...
[2025-11-25T10:53:38.333817] [INFO ] [sig       ] Generating forecast for: STXK
[2025-11-25T10:53:38.333861] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STXK' from 'https://tdm.silogroup.org/data/derivative_storage/STXK.csv'.
[2025-11-25T10:53:38.344375] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'STXK'.
[2025-11-25T10:53:38.344676] [INFO ] [FORECASTER] Starting predict_future for STXK
[2025-11-25T10:53:38.345482] [DEBUG] [LOCAL     ] No optimal features file found for STXK: ./output/feature-sets/STXK.txt
[2025-11-25T10:53:38.345551] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:53:38.345597] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:53:38.345658] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:53:38.345731] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:53:38.412460] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:53:38.413339] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:53:38.413440] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:53:38.413491] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:53:38.530165] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:53:38.530355] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:53:38.530402] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:53:38.530437] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:53:38.533841] [DEBUG] [FORECASTER] STXK: Forecast T+1@11:T+2@11: UP (p=92.23%)
[2025-11-25T10:53:38.534132] [INFO ] [FORECASTER] Completed predict_future for STXK
[2025-11-25T10:53:38.534282] [INFO ] [sig       ] STXK: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:53:38.676782] [INFO ] [LOCAL     ] Saved forecast: STXK	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/STXK.txt
[2025-11-25T10:53:38.676944] [INFO ] [sig       ] [1746/2057] Completed STXK in 0.3s | 2.88 sym/s | Total: 10.1m | ETA: 1.8m
[2025-11-25T10:53:38.676998] [INFO ] [sig       ] [1747/2057] Forecasting STXT...
[2025-11-25T10:53:38.677057] [INFO ] [sig       ] Generating forecast for: STXT
[2025-11-25T10:53:38.677116] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STXT' from 'https://tdm.silogroup.org/data/derivative_storage/STXT.csv'.
[2025-11-25T10:53:38.689338] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'STXT'.
[2025-11-25T10:53:38.689766] [INFO ] [FORECASTER] Starting predict_future for STXT
[2025-11-25T10:53:38.690584] [DEBUG] [LOCAL     ] No optimal features file found for STXT: ./output/feature-sets/STXT.txt
[2025-11-25T10:53:38.690673] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:53:38.690721] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:53:38.690762] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:53:38.690830] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:53:38.758048] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:53:38.758790] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:53:38.758886] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:53:38.758943] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:53:38.861286] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:53:38.861471] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:53:38.861518] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:53:38.861552] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:53:38.865012] [DEBUG] [FORECASTER] STXT: Forecast T+1@11:T+2@11: DOWN (p=3.00%)
[2025-11-25T10:53:38.865310] [INFO ] [FORECASTER] Completed predict_future for STXT
[2025-11-25T10:53:38.865467] [INFO ] [sig       ] STXT: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:53:39.012249] [INFO ] [LOCAL     ] Saved forecast: STXT	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/STXT.txt
[2025-11-25T10:53:39.012434] [INFO ] [sig       ] [1747/2057] Completed STXT in 0.3s | 2.88 sym/s | Total: 10.1m | ETA: 1.8m
[2025-11-25T10:53:39.012491] [INFO ] [sig       ] [1748/2057] Forecasting STXV...
[2025-11-25T10:53:39.012534] [INFO ] [sig       ] Generating forecast for: STXV
[2025-11-25T10:53:39.012576] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STXV' from 'https://tdm.silogroup.org/data/derivative_storage/STXV.csv'.
[2025-11-25T10:53:39.022974] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'STXV'.
[2025-11-25T10:53:39.023269] [INFO ] [FORECASTER] Starting predict_future for STXV
[2025-11-25T10:53:39.024076] [DEBUG] [LOCAL     ] No optimal features file found for STXV: ./output/feature-sets/STXV.txt
[2025-11-25T10:53:39.024146] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:53:39.024194] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:53:39.024233] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:53:39.024301] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:53:39.092562] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:53:39.093279] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:53:39.093376] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:53:39.093426] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:53:39.188903] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:53:39.189101] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:53:39.189153] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:53:39.189189] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:53:39.192709] [DEBUG] [FORECASTER] STXV: Forecast T+1@11:T+2@11: DOWN (p=5.74%)
[2025-11-25T10:53:39.192995] [INFO ] [FORECASTER] Completed predict_future for STXV
[2025-11-25T10:53:39.193147] [INFO ] [sig       ] STXV: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:53:39.333625] [INFO ] [LOCAL     ] Saved forecast: STXV	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/STXV.txt
[2025-11-25T10:53:39.333804] [INFO ] [sig       ] [1748/2057] Completed STXV in 0.3s | 2.88 sym/s | Total: 10.1m | ETA: 1.8m
[2025-11-25T10:53:39.333875] [INFO ] [sig       ] [1749/2057] Forecasting STZ...
[2025-11-25T10:53:39.333922] [INFO ] [sig       ] Generating forecast for: STZ
[2025-11-25T10:53:39.333964] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STZ' from 'https://tdm.silogroup.org/data/derivative_storage/STZ.csv'.
[2025-11-25T10:53:39.345191] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'STZ'.
[2025-11-25T10:53:39.345541] [INFO ] [FORECASTER] Starting predict_future for STZ
[2025-11-25T10:53:39.346359] [DEBUG] [LOCAL     ] No optimal features file found for STZ: ./output/feature-sets/STZ.txt
[2025-11-25T10:53:39.346429] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:53:39.346474] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:53:39.346514] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:53:39.346582] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:53:39.413532] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:53:39.414262] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:53:39.414360] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:53:39.414406] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:53:39.513501] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:53:39.513695] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:53:39.513746] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:53:39.513780] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:53:39.517179] [DEBUG] [FORECASTER] STZ: Forecast T+1@11:T+2@11: DOWN (p=21.59%)
[2025-11-25T10:53:39.517462] [INFO ] [FORECASTER] Completed predict_future for STZ
[2025-11-25T10:53:39.517602] [INFO ] [sig       ] STZ: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:53:39.660466] [INFO ] [LOCAL     ] Saved forecast: STZ	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/STZ.txt
[2025-11-25T10:53:39.660676] [INFO ] [sig       ] [1749/2057] Completed STZ in 0.3s | 2.88 sym/s | Total: 10.1m | ETA: 1.8m
[2025-11-25T10:53:39.660735] [INFO ] [sig       ] [1750/2057] Forecasting SU...
[2025-11-25T10:53:39.660781] [INFO ] [sig       ] Generating forecast for: SU
[2025-11-25T10:53:39.660824] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SU' from 'https://tdm.silogroup.org/data/derivative_storage/SU.csv'.
[2025-11-25T10:53:39.672739] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'SU'.
[2025-11-25T10:53:39.673249] [INFO ] [FORECASTER] Starting predict_future for SU
[2025-11-25T10:53:39.674114] [DEBUG] [LOCAL     ] No optimal features file found for SU: ./output/feature-sets/SU.txt
[2025-11-25T10:53:39.674186] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:53:39.674233] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:53:39.674275] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:53:39.674349] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:53:39.740316] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:53:39.741300] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:53:39.741408] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:53:39.741459] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:53:39.841180] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:53:39.841384] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:53:39.841435] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:53:39.841472] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:53:39.844959] [DEBUG] [FORECASTER] SU: Forecast T+1@11:T+2@11: DOWN (p=20.88%)
[2025-11-25T10:53:39.845253] [INFO ] [FORECASTER] Completed predict_future for SU
[2025-11-25T10:53:39.845394] [INFO ] [sig       ] SU: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:53:39.988360] [INFO ] [LOCAL     ] Saved forecast: SU	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/SU.txt
[2025-11-25T10:53:39.988547] [INFO ] [sig       ] [1750/2057] Completed SU in 0.3s | 2.88 sym/s | Total: 10.1m | ETA: 1.8m
[2025-11-25T10:53:39.988601] [INFO ] [sig       ] [1751/2057] Forecasting SUI...
[2025-11-25T10:53:39.988662] [INFO ] [sig       ] Generating forecast for: SUI
[2025-11-25T10:53:39.988713] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SUI' from 'https://tdm.silogroup.org/data/derivative_storage/SUI.csv'.
[2025-11-25T10:53:40.000580] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'SUI'.
[2025-11-25T10:53:40.001042] [INFO ] [FORECASTER] Starting predict_future for SUI
[2025-11-25T10:53:40.001851] [DEBUG] [LOCAL     ] No optimal features file found for SUI: ./output/feature-sets/SUI.txt
[2025-11-25T10:53:40.001919] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:53:40.001964] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:53:40.002004] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:53:40.002072] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:53:40.071485] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:53:40.072468] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:53:40.072586] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:53:40.072634] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:53:40.167987] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:53:40.168176] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:53:40.168222] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:53:40.168256] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:53:40.171670] [DEBUG] [FORECASTER] SUI: Forecast T+1@11:T+2@11: UP (p=93.68%)
[2025-11-25T10:53:40.171968] [INFO ] [FORECASTER] Completed predict_future for SUI
[2025-11-25T10:53:40.172115] [INFO ] [sig       ] SUI: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:53:40.314406] [INFO ] [LOCAL     ] Saved forecast: SUI	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/SUI.txt
[2025-11-25T10:53:40.314583] [INFO ] [sig       ] [1751/2057] Completed SUI in 0.3s | 2.88 sym/s | Total: 10.1m | ETA: 1.8m
[2025-11-25T10:53:40.314662] [INFO ] [sig       ] [1752/2057] Forecasting SUN...
[2025-11-25T10:53:40.314719] [INFO ] [sig       ] Generating forecast for: SUN
[2025-11-25T10:53:40.314776] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SUN' from 'https://tdm.silogroup.org/data/derivative_storage/SUN.csv'.
[2025-11-25T10:53:40.325012] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'SUN'.
[2025-11-25T10:53:40.325386] [INFO ] [FORECASTER] Starting predict_future for SUN
[2025-11-25T10:53:40.326198] [DEBUG] [LOCAL     ] No optimal features file found for SUN: ./output/feature-sets/SUN.txt
[2025-11-25T10:53:40.326267] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:53:40.326321] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:53:40.326372] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:53:40.326446] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:53:40.392623] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:53:40.393348] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:53:40.393442] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:53:40.393488] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:53:40.484350] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:53:40.484496] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:53:40.484539] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:53:40.484593] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:53:40.487847] [DEBUG] [FORECASTER] SUN: Forecast T+1@11:T+2@11: DOWN (p=7.53%)
[2025-11-25T10:53:40.488121] [INFO ] [FORECASTER] Completed predict_future for SUN
[2025-11-25T10:53:40.488255] [INFO ] [sig       ] SUN: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:53:40.627251] [INFO ] [LOCAL     ] Saved forecast: SUN	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/SUN.txt
[2025-11-25T10:53:40.627400] [INFO ] [sig       ] [1752/2057] Completed SUN in 0.3s | 2.88 sym/s | Total: 10.1m | ETA: 1.8m
[2025-11-25T10:53:40.627453] [INFO ] [sig       ] [1753/2057] Forecasting SUPV...
[2025-11-25T10:53:40.627496] [INFO ] [sig       ] Generating forecast for: SUPV
[2025-11-25T10:53:40.627539] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SUPV' from 'https://tdm.silogroup.org/data/derivative_storage/SUPV.csv'.
[2025-11-25T10:53:40.638613] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'SUPV'.
[2025-11-25T10:53:40.638984] [INFO ] [FORECASTER] Starting predict_future for SUPV
[2025-11-25T10:53:40.639768] [DEBUG] [LOCAL     ] No optimal features file found for SUPV: ./output/feature-sets/SUPV.txt
[2025-11-25T10:53:40.639836] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:53:40.639881] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:53:40.639919] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:53:40.639988] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:53:40.704963] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:53:40.705759] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:53:40.705855] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:53:40.705901] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:53:40.805977] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:53:40.806155] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:53:40.806210] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:53:40.806246] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:53:40.809680] [DEBUG] [FORECASTER] SUPV: Forecast T+1@11:T+2@11: DOWN (p=40.39%)
[2025-11-25T10:53:40.810005] [INFO ] [FORECASTER] Completed predict_future for SUPV
[2025-11-25T10:53:40.810152] [INFO ] [sig       ] SUPV: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:53:40.948296] [INFO ] [LOCAL     ] Saved forecast: SUPV	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/SUPV.txt
[2025-11-25T10:53:40.948467] [INFO ] [sig       ] [1753/2057] Completed SUPV in 0.3s | 2.88 sym/s | Total: 10.2m | ETA: 1.8m
[2025-11-25T10:53:40.948521] [INFO ] [sig       ] [1754/2057] Forecasting SUZ...
[2025-11-25T10:53:40.948564] [INFO ] [sig       ] Generating forecast for: SUZ
[2025-11-25T10:53:40.948606] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SUZ' from 'https://tdm.silogroup.org/data/derivative_storage/SUZ.csv'.
[2025-11-25T10:53:40.960190] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'SUZ'.
[2025-11-25T10:53:40.960669] [INFO ] [FORECASTER] Starting predict_future for SUZ
[2025-11-25T10:53:40.961494] [DEBUG] [LOCAL     ] No optimal features file found for SUZ: ./output/feature-sets/SUZ.txt
[2025-11-25T10:53:40.961566] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:53:40.961613] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:53:40.961675] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:53:40.961751] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:53:41.030433] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:53:41.031286] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:53:41.031387] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:53:41.031457] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:53:41.134842] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:53:41.135045] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:53:41.135094] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:53:41.135131] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:53:41.138955] [DEBUG] [FORECASTER] SUZ: Forecast T+1@11:T+2@11: UP (p=77.91%)
[2025-11-25T10:53:41.139391] [INFO ] [FORECASTER] Completed predict_future for SUZ
[2025-11-25T10:53:41.139625] [INFO ] [sig       ] SUZ: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:53:41.283712] [INFO ] [LOCAL     ] Saved forecast: SUZ	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/SUZ.txt
[2025-11-25T10:53:41.283908] [INFO ] [sig       ] [1754/2057] Completed SUZ in 0.3s | 2.88 sym/s | Total: 10.2m | ETA: 1.8m
[2025-11-25T10:53:41.283962] [INFO ] [sig       ] [1755/2057] Forecasting SVV...
[2025-11-25T10:53:41.284004] [INFO ] [sig       ] Generating forecast for: SVV
[2025-11-25T10:53:41.284046] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SVV' from 'https://tdm.silogroup.org/data/derivative_storage/SVV.csv'.
[2025-11-25T10:53:41.295148] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'SVV'.
[2025-11-25T10:53:41.295539] [INFO ] [FORECASTER] Starting predict_future for SVV
[2025-11-25T10:53:41.296327] [DEBUG] [LOCAL     ] No optimal features file found for SVV: ./output/feature-sets/SVV.txt
[2025-11-25T10:53:41.296397] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:53:41.296442] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:53:41.296482] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:53:41.296549] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:53:41.363436] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:53:41.364170] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:53:41.364268] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:53:41.364315] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:53:41.473256] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:53:41.473410] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:53:41.473460] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:53:41.473494] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:53:41.476762] [DEBUG] [FORECASTER] SVV: Forecast T+1@11:T+2@11: UP (p=63.72%)
[2025-11-25T10:53:41.477067] [INFO ] [FORECASTER] Completed predict_future for SVV
[2025-11-25T10:53:41.477214] [INFO ] [sig       ] SVV: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:53:41.616549] [INFO ] [LOCAL     ] Saved forecast: SVV	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/SVV.txt
[2025-11-25T10:53:41.616705] [INFO ] [sig       ] [1755/2057] Completed SVV in 0.3s | 2.88 sym/s | Total: 10.2m | ETA: 1.7m
[2025-11-25T10:53:41.616765] [INFO ] [sig       ] [1756/2057] Forecasting SWK...
[2025-11-25T10:53:41.616811] [INFO ] [sig       ] Generating forecast for: SWK
[2025-11-25T10:53:41.616856] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SWK' from 'https://tdm.silogroup.org/data/derivative_storage/SWK.csv'.
[2025-11-25T10:53:41.628206] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'SWK'.
[2025-11-25T10:53:41.628569] [INFO ] [FORECASTER] Starting predict_future for SWK
[2025-11-25T10:53:41.629370] [DEBUG] [LOCAL     ] No optimal features file found for SWK: ./output/feature-sets/SWK.txt
[2025-11-25T10:53:41.629441] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:53:41.629489] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:53:41.629549] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:53:41.629625] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:53:41.696303] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:53:41.696935] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:53:41.697058] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:53:41.697111] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:53:41.796882] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:53:41.797001] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:53:41.797061] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:53:41.797095] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:53:41.800177] [DEBUG] [FORECASTER] SWK: Forecast T+1@11:T+2@11: DOWN (p=26.10%)
[2025-11-25T10:53:41.800448] [INFO ] [FORECASTER] Completed predict_future for SWK
[2025-11-25T10:53:41.800587] [INFO ] [sig       ] SWK: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:53:41.941169] [INFO ] [LOCAL     ] Saved forecast: SWK	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/SWK.txt
[2025-11-25T10:53:41.941308] [INFO ] [sig       ] [1756/2057] Completed SWK in 0.3s | 2.88 sym/s | Total: 10.2m | ETA: 1.7m
[2025-11-25T10:53:41.941360] [INFO ] [sig       ] [1757/2057] Forecasting SWX...
[2025-11-25T10:53:41.941403] [INFO ] [sig       ] Generating forecast for: SWX
[2025-11-25T10:53:41.941445] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SWX' from 'https://tdm.silogroup.org/data/derivative_storage/SWX.csv'.
[2025-11-25T10:53:41.952993] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'SWX'.
[2025-11-25T10:53:41.953449] [INFO ] [FORECASTER] Starting predict_future for SWX
[2025-11-25T10:53:41.954340] [DEBUG] [LOCAL     ] No optimal features file found for SWX: ./output/feature-sets/SWX.txt
[2025-11-25T10:53:41.954413] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:53:41.954459] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:53:41.954499] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:53:41.954568] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:53:42.021424] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:53:42.022420] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:53:42.022527] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:53:42.022576] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:53:42.118211] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:53:42.118382] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:53:42.118430] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:53:42.118465] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:53:42.122017] [DEBUG] [FORECASTER] SWX: Forecast T+1@11:T+2@11: DOWN (p=6.27%)
[2025-11-25T10:53:42.122347] [INFO ] [FORECASTER] Completed predict_future for SWX
[2025-11-25T10:53:42.122512] [INFO ] [sig       ] SWX: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:53:42.262360] [INFO ] [LOCAL     ] Saved forecast: SWX	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/SWX.txt
[2025-11-25T10:53:42.262553] [INFO ] [sig       ] [1757/2057] Completed SWX in 0.3s | 2.88 sym/s | Total: 10.2m | ETA: 1.7m
[2025-11-25T10:53:42.262611] [INFO ] [sig       ] [1758/2057] Forecasting SWZ...
[2025-11-25T10:53:42.262679] [INFO ] [sig       ] Generating forecast for: SWZ
[2025-11-25T10:53:42.262725] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SWZ' from 'https://tdm.silogroup.org/data/derivative_storage/SWZ.csv'.
[2025-11-25T10:53:42.274777] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'SWZ'.
[2025-11-25T10:53:42.275146] [INFO ] [FORECASTER] Starting predict_future for SWZ
[2025-11-25T10:53:42.275940] [DEBUG] [LOCAL     ] No optimal features file found for SWZ: ./output/feature-sets/SWZ.txt
[2025-11-25T10:53:42.276027] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:53:42.276076] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:53:42.276120] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:53:42.276191] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:53:42.342160] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:53:42.343104] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:53:42.343208] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:53:42.343259] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:53:42.461304] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:53:42.461601] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:53:42.461666] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:53:42.461736] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:53:42.465536] [DEBUG] [FORECASTER] SWZ: Forecast T+1@11:T+2@11: DOWN (p=43.57%)
[2025-11-25T10:53:42.466067] [INFO ] [FORECASTER] Completed predict_future for SWZ
[2025-11-25T10:53:42.466300] [INFO ] [sig       ] SWZ: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:53:42.608910] [INFO ] [LOCAL     ] Saved forecast: SWZ	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/SWZ.txt
[2025-11-25T10:53:42.609102] [INFO ] [sig       ] [1758/2057] Completed SWZ in 0.3s | 2.88 sym/s | Total: 10.2m | ETA: 1.7m
[2025-11-25T10:53:42.609160] [INFO ] [sig       ] [1759/2057] Forecasting SXC...
[2025-11-25T10:53:42.609204] [INFO ] [sig       ] Generating forecast for: SXC
[2025-11-25T10:53:42.609249] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SXC' from 'https://tdm.silogroup.org/data/derivative_storage/SXC.csv'.
[2025-11-25T10:53:42.622194] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'SXC'.
[2025-11-25T10:53:42.622624] [INFO ] [FORECASTER] Starting predict_future for SXC
[2025-11-25T10:53:42.623487] [DEBUG] [LOCAL     ] No optimal features file found for SXC: ./output/feature-sets/SXC.txt
[2025-11-25T10:53:42.623574] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:53:42.623634] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:53:42.623714] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:53:42.623804] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:53:42.692589] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:53:42.693542] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:53:42.693668] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:53:42.693723] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:53:42.819389] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:53:42.819627] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:53:42.819708] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:53:42.819764] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:53:42.823426] [DEBUG] [FORECASTER] SXC: Forecast T+1@11:T+2@11: DOWN (p=39.21%)
[2025-11-25T10:53:42.823775] [INFO ] [FORECASTER] Completed predict_future for SXC
[2025-11-25T10:53:42.823971] [INFO ] [sig       ] SXC: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:53:42.965257] [INFO ] [LOCAL     ] Saved forecast: SXC	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/SXC.txt
[2025-11-25T10:53:42.965425] [INFO ] [sig       ] [1759/2057] Completed SXC in 0.4s | 2.88 sym/s | Total: 10.2m | ETA: 1.7m
[2025-11-25T10:53:42.965480] [INFO ] [sig       ] [1760/2057] Forecasting SXI...
[2025-11-25T10:53:42.965523] [INFO ] [sig       ] Generating forecast for: SXI
[2025-11-25T10:53:42.965565] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SXI' from 'https://tdm.silogroup.org/data/derivative_storage/SXI.csv'.
[2025-11-25T10:53:42.980168] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'SXI'.
[2025-11-25T10:53:42.980865] [INFO ] [FORECASTER] Starting predict_future for SXI
[2025-11-25T10:53:42.981858] [DEBUG] [LOCAL     ] No optimal features file found for SXI: ./output/feature-sets/SXI.txt
[2025-11-25T10:53:42.981935] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:53:42.981985] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:53:42.982027] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:53:42.982099] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:53:43.050321] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:53:43.051537] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:53:43.051676] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:53:43.051730] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:53:43.185608] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:53:43.185902] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:53:43.185956] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:53:43.185992] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:53:43.190245] [DEBUG] [FORECASTER] SXI: Forecast T+1@11:T+2@11: UP (p=87.82%)
[2025-11-25T10:53:43.190872] [INFO ] [FORECASTER] Completed predict_future for SXI
[2025-11-25T10:53:43.191166] [INFO ] [sig       ] SXI: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:53:43.336236] [INFO ] [LOCAL     ] Saved forecast: SXI	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/SXI.txt
[2025-11-25T10:53:43.336489] [INFO ] [sig       ] [1760/2057] Completed SXI in 0.4s | 2.88 sym/s | Total: 10.2m | ETA: 1.7m
[2025-11-25T10:53:43.336553] [INFO ] [sig       ] [1761/2057] Forecasting SXT...
[2025-11-25T10:53:43.336601] [INFO ] [sig       ] Generating forecast for: SXT
[2025-11-25T10:53:43.336671] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SXT' from 'https://tdm.silogroup.org/data/derivative_storage/SXT.csv'.
[2025-11-25T10:53:43.350731] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'SXT'.
[2025-11-25T10:53:43.351297] [INFO ] [FORECASTER] Starting predict_future for SXT
[2025-11-25T10:53:43.352231] [DEBUG] [LOCAL     ] No optimal features file found for SXT: ./output/feature-sets/SXT.txt
[2025-11-25T10:53:43.352307] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:53:43.352357] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:53:43.352401] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:53:43.352475] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:53:43.418367] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:53:43.419553] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:53:43.419689] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:53:43.419742] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:53:43.544708] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:53:43.544993] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:53:43.545048] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:53:43.545083] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:53:43.549287] [DEBUG] [FORECASTER] SXT: Forecast T+1@11:T+2@11: DOWN (p=0.76%)
[2025-11-25T10:53:43.549682] [INFO ] [FORECASTER] Completed predict_future for SXT
[2025-11-25T10:53:43.549893] [INFO ] [sig       ] SXT: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:53:43.696094] [INFO ] [LOCAL     ] Saved forecast: SXT	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/SXT.txt
[2025-11-25T10:53:43.696354] [INFO ] [sig       ] [1761/2057] Completed SXT in 0.4s | 2.88 sym/s | Total: 10.2m | ETA: 1.7m
[2025-11-25T10:53:43.696416] [INFO ] [sig       ] [1762/2057] Forecasting SYF...
[2025-11-25T10:53:43.696464] [INFO ] [sig       ] Generating forecast for: SYF
[2025-11-25T10:53:43.696510] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SYF' from 'https://tdm.silogroup.org/data/derivative_storage/SYF.csv'.
[2025-11-25T10:53:43.710180] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'SYF'.
[2025-11-25T10:53:43.710765] [INFO ] [FORECASTER] Starting predict_future for SYF
[2025-11-25T10:53:43.711741] [DEBUG] [LOCAL     ] No optimal features file found for SYF: ./output/feature-sets/SYF.txt
[2025-11-25T10:53:43.711813] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:53:43.711863] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:53:43.711907] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:53:43.711983] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:53:43.780608] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:53:43.782058] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:53:43.782183] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:53:43.782237] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:53:43.915496] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:53:43.915802] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:53:43.915890] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:53:43.915939] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:53:43.920085] [DEBUG] [FORECASTER] SYF: Forecast T+1@11:T+2@11: UP (p=64.25%)
[2025-11-25T10:53:43.920522] [INFO ] [FORECASTER] Completed predict_future for SYF
[2025-11-25T10:53:43.920753] [INFO ] [sig       ] SYF: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:53:44.069513] [INFO ] [LOCAL     ] Saved forecast: SYF	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/SYF.txt
[2025-11-25T10:53:44.069835] [INFO ] [sig       ] [1762/2057] Completed SYF in 0.4s | 2.88 sym/s | Total: 10.2m | ETA: 1.7m
[2025-11-25T10:53:44.069905] [INFO ] [sig       ] [1763/2057] Forecasting SYK...
[2025-11-25T10:53:44.069942] [INFO ] [sig       ] Generating forecast for: SYK
[2025-11-25T10:53:44.069985] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SYK' from 'https://tdm.silogroup.org/data/derivative_storage/SYK.csv'.
[2025-11-25T10:53:44.083529] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'SYK'.
[2025-11-25T10:53:44.084231] [INFO ] [FORECASTER] Starting predict_future for SYK
[2025-11-25T10:53:44.085240] [DEBUG] [LOCAL     ] No optimal features file found for SYK: ./output/feature-sets/SYK.txt
[2025-11-25T10:53:44.085316] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:53:44.085368] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:53:44.085412] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:53:44.085488] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:53:44.152959] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:53:44.154184] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:53:44.154326] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:53:44.154380] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:53:44.282454] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:53:44.282751] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:53:44.282846] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:53:44.282901] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:53:44.287142] [DEBUG] [FORECASTER] SYK: Forecast T+1@11:T+2@11: DOWN (p=0.49%)
[2025-11-25T10:53:44.287579] [INFO ] [FORECASTER] Completed predict_future for SYK
[2025-11-25T10:53:44.287808] [INFO ] [sig       ] SYK: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:53:44.434393] [INFO ] [LOCAL     ] Saved forecast: SYK	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/SYK.txt
[2025-11-25T10:53:44.434774] [INFO ] [sig       ] [1763/2057] Completed SYK in 0.4s | 2.88 sym/s | Total: 10.2m | ETA: 1.7m
[2025-11-25T10:53:44.434868] [INFO ] [sig       ] [1764/2057] Forecasting SYY...
[2025-11-25T10:53:44.434970] [INFO ] [sig       ] Generating forecast for: SYY
[2025-11-25T10:53:44.435034] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SYY' from 'https://tdm.silogroup.org/data/derivative_storage/SYY.csv'.
[2025-11-25T10:53:44.448830] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'SYY'.
[2025-11-25T10:53:44.449499] [INFO ] [FORECASTER] Starting predict_future for SYY
[2025-11-25T10:53:44.450475] [DEBUG] [LOCAL     ] No optimal features file found for SYY: ./output/feature-sets/SYY.txt
[2025-11-25T10:53:44.450549] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:53:44.450598] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:53:44.450662] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:53:44.450740] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:53:44.517283] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:53:44.518581] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:53:44.518730] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:53:44.518782] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:53:44.641889] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:53:44.642204] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:53:44.642258] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:53:44.642294] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:53:44.646409] [DEBUG] [FORECASTER] SYY: Forecast T+1@11:T+2@11: DOWN (p=21.45%)
[2025-11-25T10:53:44.646765] [INFO ] [FORECASTER] Completed predict_future for SYY
[2025-11-25T10:53:44.646970] [INFO ] [sig       ] SYY: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:53:44.792748] [INFO ] [LOCAL     ] Saved forecast: SYY	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/SYY.txt
[2025-11-25T10:53:44.792950] [INFO ] [sig       ] [1764/2057] Completed SYY in 0.4s | 2.88 sym/s | Total: 10.2m | ETA: 1.7m
[2025-11-25T10:53:44.793006] [INFO ] [sig       ] [1765/2057] Forecasting T...
[2025-11-25T10:53:44.793048] [INFO ] [sig       ] Generating forecast for: T
[2025-11-25T10:53:44.793088] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'T' from 'https://tdm.silogroup.org/data/derivative_storage/T.csv'.
[2025-11-25T10:53:44.804854] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'T'.
[2025-11-25T10:53:44.805228] [INFO ] [FORECASTER] Starting predict_future for T
[2025-11-25T10:53:44.806041] [DEBUG] [LOCAL     ] No optimal features file found for T: ./output/feature-sets/T.txt
[2025-11-25T10:53:44.806115] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:53:44.806160] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:53:44.806201] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:53:44.806268] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:53:44.871205] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:53:44.871932] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:53:44.872027] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:53:44.872074] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:53:44.969971] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:53:44.970219] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:53:44.970314] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:53:44.970373] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:53:44.973970] [DEBUG] [FORECASTER] T: Forecast T+1@11:T+2@11: UP (p=73.19%)
[2025-11-25T10:53:44.974264] [INFO ] [FORECASTER] Completed predict_future for T
[2025-11-25T10:53:44.974411] [INFO ] [sig       ] T: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:53:45.113350] [INFO ] [LOCAL     ] Saved forecast: T	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/T.txt
[2025-11-25T10:53:45.113523] [INFO ] [sig       ] [1765/2057] Completed T in 0.3s | 2.88 sym/s | Total: 10.2m | ETA: 1.7m
[2025-11-25T10:53:45.113578] [INFO ] [sig       ] [1766/2057] Forecasting TAC...
[2025-11-25T10:53:45.113621] [INFO ] [sig       ] Generating forecast for: TAC
[2025-11-25T10:53:45.113681] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TAC' from 'https://tdm.silogroup.org/data/derivative_storage/TAC.csv'.
[2025-11-25T10:53:45.125041] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'TAC'.
[2025-11-25T10:53:45.125413] [INFO ] [FORECASTER] Starting predict_future for TAC
[2025-11-25T10:53:45.126223] [DEBUG] [LOCAL     ] No optimal features file found for TAC: ./output/feature-sets/TAC.txt
[2025-11-25T10:53:45.126293] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:53:45.126340] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:53:45.126380] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:53:45.126446] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:53:45.191056] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:53:45.191814] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:53:45.191912] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:53:45.191959] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:53:45.290173] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:53:45.290359] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:53:45.290407] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:53:45.290443] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:53:45.293920] [DEBUG] [FORECASTER] TAC: Forecast T+1@11:T+2@11: UP (p=96.99%)
[2025-11-25T10:53:45.294416] [INFO ] [FORECASTER] Completed predict_future for TAC
[2025-11-25T10:53:45.294695] [INFO ] [sig       ] TAC: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:53:45.444171] [INFO ] [LOCAL     ] Saved forecast: TAC	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/TAC.txt
[2025-11-25T10:53:45.444333] [INFO ] [sig       ] [1766/2057] Completed TAC in 0.3s | 2.88 sym/s | Total: 10.2m | ETA: 1.7m
[2025-11-25T10:53:45.444388] [INFO ] [sig       ] [1767/2057] Forecasting TAK...
[2025-11-25T10:53:45.444430] [INFO ] [sig       ] Generating forecast for: TAK
[2025-11-25T10:53:45.444472] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TAK' from 'https://tdm.silogroup.org/data/derivative_storage/TAK.csv'.
[2025-11-25T10:53:45.455785] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'TAK'.
[2025-11-25T10:53:45.456141] [INFO ] [FORECASTER] Starting predict_future for TAK
[2025-11-25T10:53:45.456982] [DEBUG] [LOCAL     ] No optimal features file found for TAK: ./output/feature-sets/TAK.txt
[2025-11-25T10:53:45.457083] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:53:45.457141] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:53:45.457191] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:53:45.457262] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:53:45.522598] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:53:45.523279] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:53:45.523378] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:53:45.523432] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:53:45.617572] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:53:45.617768] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:53:45.617819] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:53:45.617854] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:53:45.621219] [DEBUG] [FORECASTER] TAK: Forecast T+1@11:T+2@11: DOWN (p=47.27%)
[2025-11-25T10:53:45.621505] [INFO ] [FORECASTER] Completed predict_future for TAK
[2025-11-25T10:53:45.621664] [INFO ] [sig       ] TAK: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:53:45.762810] [INFO ] [LOCAL     ] Saved forecast: TAK	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/TAK.txt
[2025-11-25T10:53:45.763011] [INFO ] [sig       ] [1767/2057] Completed TAK in 0.3s | 2.88 sym/s | Total: 10.2m | ETA: 1.7m
[2025-11-25T10:53:45.763067] [INFO ] [sig       ] [1768/2057] Forecasting TAL...
[2025-11-25T10:53:45.763114] [INFO ] [sig       ] Generating forecast for: TAL
[2025-11-25T10:53:45.763155] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TAL' from 'https://tdm.silogroup.org/data/derivative_storage/TAL.csv'.
[2025-11-25T10:53:45.775377] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'TAL'.
[2025-11-25T10:53:45.775824] [INFO ] [FORECASTER] Starting predict_future for TAL
[2025-11-25T10:53:45.776612] [DEBUG] [LOCAL     ] No optimal features file found for TAL: ./output/feature-sets/TAL.txt
[2025-11-25T10:53:45.776715] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:53:45.776763] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:53:45.776804] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:53:45.776871] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:53:45.842009] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:53:45.842906] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:53:45.843012] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:53:45.843060] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:53:45.967287] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:53:45.967483] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:53:45.967530] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:53:45.967565] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:53:45.970985] [DEBUG] [FORECASTER] TAL: Forecast T+1@11:T+2@11: DOWN (p=20.03%)
[2025-11-25T10:53:45.971271] [INFO ] [FORECASTER] Completed predict_future for TAL
[2025-11-25T10:53:45.971410] [INFO ] [sig       ] TAL: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:53:46.115386] [INFO ] [LOCAL     ] Saved forecast: TAL	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/TAL.txt
[2025-11-25T10:53:46.115599] [INFO ] [sig       ] [1768/2057] Completed TAL in 0.4s | 2.88 sym/s | Total: 10.2m | ETA: 1.7m
[2025-11-25T10:53:46.115671] [INFO ] [sig       ] [1769/2057] Forecasting TALO...
[2025-11-25T10:53:46.115717] [INFO ] [sig       ] Generating forecast for: TALO
[2025-11-25T10:53:46.115757] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TALO' from 'https://tdm.silogroup.org/data/derivative_storage/TALO.csv'.
[2025-11-25T10:53:46.128516] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'TALO'.
[2025-11-25T10:53:46.128922] [INFO ] [FORECASTER] Starting predict_future for TALO
[2025-11-25T10:53:46.129729] [DEBUG] [LOCAL     ] No optimal features file found for TALO: ./output/feature-sets/TALO.txt
[2025-11-25T10:53:46.129796] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:53:46.129861] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:53:46.129904] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:53:46.129970] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:53:46.194211] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:53:46.195018] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:53:46.195123] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:53:46.195172] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:53:46.301222] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:53:46.301364] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:53:46.301407] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:53:46.301441] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:53:46.304700] [DEBUG] [FORECASTER] TALO: Forecast T+1@11:T+2@11: DOWN (p=30.59%)
[2025-11-25T10:53:46.304981] [INFO ] [FORECASTER] Completed predict_future for TALO
[2025-11-25T10:53:46.305123] [INFO ] [sig       ] TALO: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:53:46.443664] [INFO ] [LOCAL     ] Saved forecast: TALO	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/TALO.txt
[2025-11-25T10:53:46.443830] [INFO ] [sig       ] [1769/2057] Completed TALO in 0.3s | 2.88 sym/s | Total: 10.2m | ETA: 1.7m
[2025-11-25T10:53:46.443884] [INFO ] [sig       ] [1770/2057] Forecasting TAP...
[2025-11-25T10:53:46.443926] [INFO ] [sig       ] Generating forecast for: TAP
[2025-11-25T10:53:46.443970] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TAP' from 'https://tdm.silogroup.org/data/derivative_storage/TAP.csv'.
[2025-11-25T10:53:46.455408] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'TAP'.
[2025-11-25T10:53:46.455855] [INFO ] [FORECASTER] Starting predict_future for TAP
[2025-11-25T10:53:46.456663] [DEBUG] [LOCAL     ] No optimal features file found for TAP: ./output/feature-sets/TAP.txt
[2025-11-25T10:53:46.456734] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:53:46.456780] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:53:46.456821] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:53:46.456891] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:53:46.521995] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:53:46.522903] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:53:46.523003] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:53:46.523052] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:53:46.633419] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:53:46.633657] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:53:46.633823] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:53:46.633890] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:53:46.637294] [DEBUG] [FORECASTER] TAP: Forecast T+1@11:T+2@11: DOWN (p=41.54%)
[2025-11-25T10:53:46.637592] [INFO ] [FORECASTER] Completed predict_future for TAP
[2025-11-25T10:53:46.637773] [INFO ] [sig       ] TAP: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:53:46.775607] [INFO ] [LOCAL     ] Saved forecast: TAP	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/TAP.txt
[2025-11-25T10:53:46.775764] [INFO ] [sig       ] [1770/2057] Completed TAP in 0.3s | 2.88 sym/s | Total: 10.3m | ETA: 1.7m
[2025-11-25T10:53:46.775825] [INFO ] [sig       ] [1771/2057] Forecasting TBB...
[2025-11-25T10:53:46.775867] [INFO ] [sig       ] Generating forecast for: TBB
[2025-11-25T10:53:46.775909] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TBB' from 'https://tdm.silogroup.org/data/derivative_storage/TBB.csv'.
[2025-11-25T10:53:46.786984] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'TBB'.
[2025-11-25T10:53:46.787387] [INFO ] [FORECASTER] Starting predict_future for TBB
[2025-11-25T10:53:46.788177] [DEBUG] [LOCAL     ] No optimal features file found for TBB: ./output/feature-sets/TBB.txt
[2025-11-25T10:53:46.788249] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:53:46.788295] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:53:46.788337] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:53:46.788406] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:53:46.852634] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:53:46.853299] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:53:46.853394] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:53:46.853441] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:53:46.954778] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:53:46.954901] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:53:46.954942] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:53:46.954975] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:53:46.958065] [DEBUG] [FORECASTER] TBB: Forecast T+1@11:T+2@11: DOWN (p=1.51%)
[2025-11-25T10:53:46.958339] [INFO ] [FORECASTER] Completed predict_future for TBB
[2025-11-25T10:53:46.958475] [INFO ] [sig       ] TBB: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:53:47.100725] [INFO ] [LOCAL     ] Saved forecast: TBB	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/TBB.txt
[2025-11-25T10:53:47.100873] [INFO ] [sig       ] [1771/2057] Completed TBB in 0.3s | 2.88 sym/s | Total: 10.3m | ETA: 1.7m
[2025-11-25T10:53:47.100939] [INFO ] [sig       ] [1772/2057] Forecasting TBI...
[2025-11-25T10:53:47.100982] [INFO ] [sig       ] Generating forecast for: TBI
[2025-11-25T10:53:47.101025] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TBI' from 'https://tdm.silogroup.org/data/derivative_storage/TBI.csv'.
[2025-11-25T10:53:47.112243] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'TBI'.
[2025-11-25T10:53:47.112590] [INFO ] [FORECASTER] Starting predict_future for TBI
[2025-11-25T10:53:47.113384] [DEBUG] [LOCAL     ] No optimal features file found for TBI: ./output/feature-sets/TBI.txt
[2025-11-25T10:53:47.113455] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:53:47.113503] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:53:47.113544] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:53:47.113613] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:53:47.179301] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:53:47.180068] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:53:47.180166] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:53:47.180215] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:53:47.299326] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:53:47.299516] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:53:47.299562] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:53:47.299595] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:53:47.302932] [DEBUG] [FORECASTER] TBI: Forecast T+1@11:T+2@11: DOWN (p=29.81%)
[2025-11-25T10:53:47.303218] [INFO ] [FORECASTER] Completed predict_future for TBI
[2025-11-25T10:53:47.303368] [INFO ] [sig       ] TBI: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:53:47.442600] [INFO ] [LOCAL     ] Saved forecast: TBI	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/TBI.txt
[2025-11-25T10:53:47.442773] [INFO ] [sig       ] [1772/2057] Completed TBI in 0.3s | 2.88 sym/s | Total: 10.3m | ETA: 1.7m
[2025-11-25T10:53:47.442829] [INFO ] [sig       ] [1773/2057] Forecasting TCBX...
[2025-11-25T10:53:47.442883] [INFO ] [sig       ] Generating forecast for: TCBX
[2025-11-25T10:53:47.442929] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TCBX' from 'https://tdm.silogroup.org/data/derivative_storage/TCBX.csv'.
[2025-11-25T10:53:47.455335] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'TCBX'.
[2025-11-25T10:53:47.455784] [INFO ] [FORECASTER] Starting predict_future for TCBX
[2025-11-25T10:53:47.456610] [DEBUG] [LOCAL     ] No optimal features file found for TCBX: ./output/feature-sets/TCBX.txt
[2025-11-25T10:53:47.456699] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:53:47.456748] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:53:47.456790] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:53:47.456859] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:53:47.523420] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:53:47.524333] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:53:47.524436] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:53:47.524500] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:53:47.640439] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:53:47.640655] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:53:47.640733] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:53:47.640781] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:53:47.644355] [DEBUG] [FORECASTER] TCBX: Forecast T+1@11:T+2@11: UP (p=86.24%)
[2025-11-25T10:53:47.644767] [INFO ] [FORECASTER] Completed predict_future for TCBX
[2025-11-25T10:53:47.644969] [INFO ] [sig       ] TCBX: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:53:47.798277] [INFO ] [LOCAL     ] Saved forecast: TCBX	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/TCBX.txt
[2025-11-25T10:53:47.798569] [INFO ] [sig       ] [1773/2057] Completed TCBX in 0.4s | 2.88 sym/s | Total: 10.3m | ETA: 1.6m
[2025-11-25T10:53:47.798674] [INFO ] [sig       ] [1774/2057] Forecasting TD...
[2025-11-25T10:53:47.798726] [INFO ] [sig       ] Generating forecast for: TD
[2025-11-25T10:53:47.798772] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TD' from 'https://tdm.silogroup.org/data/derivative_storage/TD.csv'.
[2025-11-25T10:53:47.811420] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'TD'.
[2025-11-25T10:53:47.811862] [INFO ] [FORECASTER] Starting predict_future for TD
[2025-11-25T10:53:47.812663] [DEBUG] [LOCAL     ] No optimal features file found for TD: ./output/feature-sets/TD.txt
[2025-11-25T10:53:47.812734] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:53:47.812782] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:53:47.812824] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:53:47.812893] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:53:47.879352] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:53:47.879986] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:53:47.880081] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:53:47.880129] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:53:47.994824] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:53:47.995028] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:53:47.995086] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:53:47.995134] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:53:47.998532] [DEBUG] [FORECASTER] TD: Forecast T+1@11:T+2@11: UP (p=98.73%)
[2025-11-25T10:53:47.998848] [INFO ] [FORECASTER] Completed predict_future for TD
[2025-11-25T10:53:47.999140] [INFO ] [sig       ] TD: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:53:48.137683] [INFO ] [LOCAL     ] Saved forecast: TD	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/TD.txt
[2025-11-25T10:53:48.137836] [INFO ] [sig       ] [1774/2057] Completed TD in 0.3s | 2.88 sym/s | Total: 10.3m | ETA: 1.6m
[2025-11-25T10:53:48.137891] [INFO ] [sig       ] [1775/2057] Forecasting TDC...
[2025-11-25T10:53:48.137933] [INFO ] [sig       ] Generating forecast for: TDC
[2025-11-25T10:53:48.137976] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TDC' from 'https://tdm.silogroup.org/data/derivative_storage/TDC.csv'.
[2025-11-25T10:53:48.150171] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'TDC'.
[2025-11-25T10:53:48.150554] [INFO ] [FORECASTER] Starting predict_future for TDC
[2025-11-25T10:53:48.151355] [DEBUG] [LOCAL     ] No optimal features file found for TDC: ./output/feature-sets/TDC.txt
[2025-11-25T10:53:48.151426] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:53:48.151471] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:53:48.151511] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:53:48.151580] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:53:48.216283] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:53:48.216933] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:53:48.217048] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:53:48.217102] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:53:48.340821] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:53:48.341028] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:53:48.341074] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:53:48.341110] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:53:48.344749] [DEBUG] [FORECASTER] TDC: Forecast T+1@11:T+2@11: DOWN (p=3.30%)
[2025-11-25T10:53:48.345044] [INFO ] [FORECASTER] Completed predict_future for TDC
[2025-11-25T10:53:48.345204] [INFO ] [sig       ] TDC: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:53:48.489294] [INFO ] [LOCAL     ] Saved forecast: TDC	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/TDC.txt
[2025-11-25T10:53:48.489490] [INFO ] [sig       ] [1775/2057] Completed TDC in 0.4s | 2.88 sym/s | Total: 10.3m | ETA: 1.6m
[2025-11-25T10:53:48.489548] [INFO ] [sig       ] [1776/2057] Forecasting TDF...
[2025-11-25T10:53:48.489592] [INFO ] [sig       ] Generating forecast for: TDF
[2025-11-25T10:53:48.489637] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TDF' from 'https://tdm.silogroup.org/data/derivative_storage/TDF.csv'.
[2025-11-25T10:53:48.501634] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'TDF'.
[2025-11-25T10:53:48.502168] [INFO ] [FORECASTER] Starting predict_future for TDF
[2025-11-25T10:53:48.503022] [DEBUG] [LOCAL     ] No optimal features file found for TDF: ./output/feature-sets/TDF.txt
[2025-11-25T10:53:48.503095] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:53:48.503142] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:53:48.503185] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:53:48.503258] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:53:48.567941] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:53:48.568825] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:53:48.568929] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:53:48.568977] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:53:48.685025] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:53:48.685228] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:53:48.685275] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:53:48.685332] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:53:48.691573] [DEBUG] [FORECASTER] TDF: Forecast T+1@11:T+2@11: UP (p=74.43%)
[2025-11-25T10:53:48.691885] [INFO ] [FORECASTER] Completed predict_future for TDF
[2025-11-25T10:53:48.692051] [INFO ] [sig       ] TDF: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:53:48.833172] [INFO ] [LOCAL     ] Saved forecast: TDF	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/TDF.txt
[2025-11-25T10:53:48.833348] [INFO ] [sig       ] [1776/2057] Completed TDF in 0.3s | 2.88 sym/s | Total: 10.3m | ETA: 1.6m
[2025-11-25T10:53:48.833405] [INFO ] [sig       ] [1777/2057] Forecasting TDG...
[2025-11-25T10:53:48.833453] [INFO ] [sig       ] Generating forecast for: TDG
[2025-11-25T10:53:48.833498] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TDG' from 'https://tdm.silogroup.org/data/derivative_storage/TDG.csv'.
[2025-11-25T10:53:48.846271] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'TDG'.
[2025-11-25T10:53:48.846896] [INFO ] [FORECASTER] Starting predict_future for TDG
[2025-11-25T10:53:48.847822] [DEBUG] [LOCAL     ] No optimal features file found for TDG: ./output/feature-sets/TDG.txt
[2025-11-25T10:53:48.847897] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:53:48.847945] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:53:48.847985] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:53:48.848057] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:53:48.912432] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:53:48.913366] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:53:48.913470] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:53:48.913520] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:53:49.047216] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:53:49.047464] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:53:49.047698] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:53:49.047825] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:53:49.051499] [DEBUG] [FORECASTER] TDG: Forecast T+1@11:T+2@11: DOWN (p=42.57%)
[2025-11-25T10:53:49.051830] [INFO ] [FORECASTER] Completed predict_future for TDG
[2025-11-25T10:53:49.052077] [INFO ] [sig       ] TDG: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:53:49.193413] [INFO ] [LOCAL     ] Saved forecast: TDG	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/TDG.txt
[2025-11-25T10:53:49.193606] [INFO ] [sig       ] [1777/2057] Completed TDG in 0.4s | 2.88 sym/s | Total: 10.3m | ETA: 1.6m
[2025-11-25T10:53:49.193692] [INFO ] [sig       ] [1778/2057] Forecasting TDOC...
[2025-11-25T10:53:49.193739] [INFO ] [sig       ] Generating forecast for: TDOC
[2025-11-25T10:53:49.193783] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TDOC' from 'https://tdm.silogroup.org/data/derivative_storage/TDOC.csv'.
[2025-11-25T10:53:49.205741] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'TDOC'.
[2025-11-25T10:53:49.206182] [INFO ] [FORECASTER] Starting predict_future for TDOC
[2025-11-25T10:53:49.207003] [DEBUG] [LOCAL     ] No optimal features file found for TDOC: ./output/feature-sets/TDOC.txt
[2025-11-25T10:53:49.207107] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:53:49.207170] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:53:49.207221] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:53:49.207296] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:53:49.272406] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:53:49.273227] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:53:49.273326] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:53:49.273374] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:53:49.403783] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:53:49.403983] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:53:49.404030] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:53:49.404064] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:53:49.407732] [DEBUG] [FORECASTER] TDOC: Forecast T+1@11:T+2@11: DOWN (p=7.32%)
[2025-11-25T10:53:49.408030] [INFO ] [FORECASTER] Completed predict_future for TDOC
[2025-11-25T10:53:49.408208] [INFO ] [sig       ] TDOC: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:53:49.547391] [INFO ] [LOCAL     ] Saved forecast: TDOC	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/TDOC.txt
[2025-11-25T10:53:49.547583] [INFO ] [sig       ] [1778/2057] Completed TDOC in 0.4s | 2.88 sym/s | Total: 10.3m | ETA: 1.6m
[2025-11-25T10:53:49.547633] [INFO ] [sig       ] [1779/2057] Forecasting TDS...
[2025-11-25T10:53:49.547697] [INFO ] [sig       ] Generating forecast for: TDS
[2025-11-25T10:53:49.547734] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TDS' from 'https://tdm.silogroup.org/data/derivative_storage/TDS.csv'.
[2025-11-25T10:53:49.559737] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'TDS'.
[2025-11-25T10:53:49.560205] [INFO ] [FORECASTER] Starting predict_future for TDS
[2025-11-25T10:53:49.561023] [DEBUG] [LOCAL     ] No optimal features file found for TDS: ./output/feature-sets/TDS.txt
[2025-11-25T10:53:49.561096] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:53:49.561142] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:53:49.561185] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:53:49.561255] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:53:49.626884] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:53:49.627847] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:53:49.627951] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:53:49.628001] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:53:49.754785] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:53:49.754968] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:53:49.755012] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:53:49.755046] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:53:49.761603] [DEBUG] [FORECASTER] TDS: Forecast T+1@11:T+2@11: UP (p=81.26%)
[2025-11-25T10:53:49.761950] [INFO ] [FORECASTER] Completed predict_future for TDS
[2025-11-25T10:53:49.762147] [INFO ] [sig       ] TDS: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:53:49.901126] [INFO ] [LOCAL     ] Saved forecast: TDS	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/TDS.txt
[2025-11-25T10:53:49.901271] [INFO ] [sig       ] [1779/2057] Completed TDS in 0.4s | 2.88 sym/s | Total: 10.3m | ETA: 1.6m
[2025-11-25T10:53:49.901332] [INFO ] [sig       ] [1780/2057] Forecasting TDW...
[2025-11-25T10:53:49.901377] [INFO ] [sig       ] Generating forecast for: TDW
[2025-11-25T10:53:49.901421] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TDW' from 'https://tdm.silogroup.org/data/derivative_storage/TDW.csv'.
[2025-11-25T10:53:49.913508] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'TDW'.
[2025-11-25T10:53:49.913914] [INFO ] [FORECASTER] Starting predict_future for TDW
[2025-11-25T10:53:49.914714] [DEBUG] [LOCAL     ] No optimal features file found for TDW: ./output/feature-sets/TDW.txt
[2025-11-25T10:53:49.914781] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:53:49.914827] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:53:49.914867] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:53:49.914968] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:53:49.980946] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:53:49.981858] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:53:49.981961] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:53:49.982009] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:53:50.100335] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:53:50.100529] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:53:50.100576] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:53:50.100610] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:53:50.104358] [DEBUG] [FORECASTER] TDW: Forecast T+1@11:T+2@11: UP (p=51.77%)
[2025-11-25T10:53:50.104661] [INFO ] [FORECASTER] Completed predict_future for TDW
[2025-11-25T10:53:50.104846] [INFO ] [sig       ] TDW: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:53:50.242785] [INFO ] [LOCAL     ] Saved forecast: TDW	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/TDW.txt
[2025-11-25T10:53:50.242922] [INFO ] [sig       ] [1780/2057] Completed TDW in 0.3s | 2.88 sym/s | Total: 10.3m | ETA: 1.6m
[2025-11-25T10:53:50.242979] [INFO ] [sig       ] [1781/2057] Forecasting TDY...
[2025-11-25T10:53:50.243018] [INFO ] [sig       ] Generating forecast for: TDY
[2025-11-25T10:53:50.243063] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TDY' from 'https://tdm.silogroup.org/data/derivative_storage/TDY.csv'.
[2025-11-25T10:53:50.254627] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'TDY'.
[2025-11-25T10:53:50.255001] [INFO ] [FORECASTER] Starting predict_future for TDY
[2025-11-25T10:53:50.255798] [DEBUG] [LOCAL     ] No optimal features file found for TDY: ./output/feature-sets/TDY.txt
[2025-11-25T10:53:50.255867] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:53:50.255912] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:53:50.255953] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:53:50.256021] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:53:50.320762] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:53:50.321381] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:53:50.321478] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:53:50.321525] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:53:50.438761] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:53:50.438894] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:53:50.438935] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:53:50.438969] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:53:50.442107] [DEBUG] [FORECASTER] TDY: Forecast T+1@11:T+2@11: DOWN (p=27.45%)
[2025-11-25T10:53:50.442530] [INFO ] [FORECASTER] Completed predict_future for TDY
[2025-11-25T10:53:50.442775] [INFO ] [sig       ] TDY: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:53:50.584175] [INFO ] [LOCAL     ] Saved forecast: TDY	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/TDY.txt
[2025-11-25T10:53:50.584372] [INFO ] [sig       ] [1781/2057] Completed TDY in 0.3s | 2.88 sym/s | Total: 10.3m | ETA: 1.6m
[2025-11-25T10:53:50.584428] [INFO ] [sig       ] [1782/2057] Forecasting TECK...
[2025-11-25T10:53:50.584474] [INFO ] [sig       ] Generating forecast for: TECK
[2025-11-25T10:53:50.584517] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TECK' from 'https://tdm.silogroup.org/data/derivative_storage/TECK.csv'.
[2025-11-25T10:53:50.597144] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'TECK'.
[2025-11-25T10:53:50.597612] [INFO ] [FORECASTER] Starting predict_future for TECK
[2025-11-25T10:53:50.598427] [DEBUG] [LOCAL     ] No optimal features file found for TECK: ./output/feature-sets/TECK.txt
[2025-11-25T10:53:50.598531] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:53:50.598580] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:53:50.598623] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:53:50.598719] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:53:50.665357] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:53:50.666028] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:53:50.666128] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:53:50.666181] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:53:50.795430] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:53:50.795628] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:53:50.795694] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:53:50.795759] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:53:50.799256] [DEBUG] [FORECASTER] TECK: Forecast T+1@11:T+2@11: DOWN (p=33.50%)
[2025-11-25T10:53:50.799733] [INFO ] [FORECASTER] Completed predict_future for TECK
[2025-11-25T10:53:50.799970] [INFO ] [sig       ] TECK: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:53:50.940692] [INFO ] [LOCAL     ] Saved forecast: TECK	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/TECK.txt
[2025-11-25T10:53:50.940836] [INFO ] [sig       ] [1782/2057] Completed TECK in 0.4s | 2.88 sym/s | Total: 10.3m | ETA: 1.6m
[2025-11-25T10:53:50.940895] [INFO ] [sig       ] [1783/2057] Forecasting TEF...
[2025-11-25T10:53:50.940938] [INFO ] [sig       ] Generating forecast for: TEF
[2025-11-25T10:53:50.940979] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TEF' from 'https://tdm.silogroup.org/data/derivative_storage/TEF.csv'.
[2025-11-25T10:53:50.953604] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'TEF'.
[2025-11-25T10:53:50.953997] [INFO ] [FORECASTER] Starting predict_future for TEF
[2025-11-25T10:53:50.954789] [DEBUG] [LOCAL     ] No optimal features file found for TEF: ./output/feature-sets/TEF.txt
[2025-11-25T10:53:50.954859] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:53:50.954905] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:53:50.954946] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:53:50.955014] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:53:51.020001] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:53:51.020662] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:53:51.020756] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:53:51.020802] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:53:51.146612] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:53:51.146859] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:53:51.146918] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:53:51.146965] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:53:51.151114] [DEBUG] [FORECASTER] TEF: Forecast T+1@11:T+2@11: DOWN (p=35.57%)
[2025-11-25T10:53:51.151433] [INFO ] [FORECASTER] Completed predict_future for TEF
[2025-11-25T10:53:51.151600] [INFO ] [sig       ] TEF: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:53:51.292007] [INFO ] [LOCAL     ] Saved forecast: TEF	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/TEF.txt
[2025-11-25T10:53:51.292144] [INFO ] [sig       ] [1783/2057] Completed TEF in 0.4s | 2.88 sym/s | Total: 10.3m | ETA: 1.6m
[2025-11-25T10:53:51.292198] [INFO ] [sig       ] [1784/2057] Forecasting TEI...
[2025-11-25T10:53:51.292242] [INFO ] [sig       ] Generating forecast for: TEI
[2025-11-25T10:53:51.292283] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TEI' from 'https://tdm.silogroup.org/data/derivative_storage/TEI.csv'.
[2025-11-25T10:53:51.303467] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'TEI'.
[2025-11-25T10:53:51.303837] [INFO ] [FORECASTER] Starting predict_future for TEI
[2025-11-25T10:53:51.304628] [DEBUG] [LOCAL     ] No optimal features file found for TEI: ./output/feature-sets/TEI.txt
[2025-11-25T10:53:51.304717] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:53:51.304763] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:53:51.304803] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:53:51.304870] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:53:51.369422] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:53:51.370086] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:53:51.370179] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:53:51.370231] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:53:51.491396] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:53:51.491570] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:53:51.491614] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:53:51.491668] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:53:51.495044] [DEBUG] [FORECASTER] TEI: Forecast T+1@11:T+2@11: DOWN (p=21.80%)
[2025-11-25T10:53:51.495362] [INFO ] [FORECASTER] Completed predict_future for TEI
[2025-11-25T10:53:51.495519] [INFO ] [sig       ] TEI: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:53:51.635303] [INFO ] [LOCAL     ] Saved forecast: TEI	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/TEI.txt
[2025-11-25T10:53:51.635444] [INFO ] [sig       ] [1784/2057] Completed TEI in 0.3s | 2.88 sym/s | Total: 10.3m | ETA: 1.6m
[2025-11-25T10:53:51.635498] [INFO ] [sig       ] [1785/2057] Forecasting TEL...
[2025-11-25T10:53:51.635541] [INFO ] [sig       ] Generating forecast for: TEL
[2025-11-25T10:53:51.635583] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TEL' from 'https://tdm.silogroup.org/data/derivative_storage/TEL.csv'.
[2025-11-25T10:53:51.647192] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'TEL'.
[2025-11-25T10:53:51.647586] [INFO ] [FORECASTER] Starting predict_future for TEL
[2025-11-25T10:53:51.648419] [DEBUG] [LOCAL     ] No optimal features file found for TEL: ./output/feature-sets/TEL.txt
[2025-11-25T10:53:51.648490] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:53:51.648536] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:53:51.648578] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:53:51.648673] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:53:51.714989] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:53:51.715624] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:53:51.715736] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:53:51.715784] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:53:51.840607] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:53:51.840794] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:53:51.840840] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:53:51.840874] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:53:51.844242] [DEBUG] [FORECASTER] TEL: Forecast T+1@11:T+2@11: UP (p=98.57%)
[2025-11-25T10:53:51.844527] [INFO ] [FORECASTER] Completed predict_future for TEL
[2025-11-25T10:53:51.844702] [INFO ] [sig       ] TEL: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:53:51.985173] [INFO ] [LOCAL     ] Saved forecast: TEL	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/TEL.txt
[2025-11-25T10:53:51.985315] [INFO ] [sig       ] [1785/2057] Completed TEL in 0.3s | 2.88 sym/s | Total: 10.3m | ETA: 1.6m
[2025-11-25T10:53:51.985381] [INFO ] [sig       ] [1786/2057] Forecasting TEO...
[2025-11-25T10:53:51.985429] [INFO ] [sig       ] Generating forecast for: TEO
[2025-11-25T10:53:51.985473] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TEO' from 'https://tdm.silogroup.org/data/derivative_storage/TEO.csv'.
[2025-11-25T10:53:51.998186] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'TEO'.
[2025-11-25T10:53:51.998662] [INFO ] [FORECASTER] Starting predict_future for TEO
[2025-11-25T10:53:51.999488] [DEBUG] [LOCAL     ] No optimal features file found for TEO: ./output/feature-sets/TEO.txt
[2025-11-25T10:53:51.999559] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:53:51.999605] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:53:51.999672] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:53:51.999744] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:53:52.064316] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:53:52.065274] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:53:52.065377] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:53:52.065425] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:53:52.199127] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:53:52.199342] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:53:52.199421] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:53:52.199457] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:53:52.202952] [DEBUG] [FORECASTER] TEO: Forecast T+1@11:T+2@11: UP (p=56.00%)
[2025-11-25T10:53:52.203242] [INFO ] [FORECASTER] Completed predict_future for TEO
[2025-11-25T10:53:52.203402] [INFO ] [sig       ] TEO: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:53:52.344096] [INFO ] [LOCAL     ] Saved forecast: TEO	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/TEO.txt
[2025-11-25T10:53:52.344263] [INFO ] [sig       ] [1786/2057] Completed TEO in 0.4s | 2.88 sym/s | Total: 10.3m | ETA: 1.6m
[2025-11-25T10:53:52.344321] [INFO ] [sig       ] [1787/2057] Forecasting TEVA...
[2025-11-25T10:53:52.344365] [INFO ] [sig       ] Generating forecast for: TEVA
[2025-11-25T10:53:52.344406] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TEVA' from 'https://tdm.silogroup.org/data/derivative_storage/TEVA.csv'.
[2025-11-25T10:53:52.356813] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'TEVA'.
[2025-11-25T10:53:52.357215] [INFO ] [FORECASTER] Starting predict_future for TEVA
[2025-11-25T10:53:52.358035] [DEBUG] [LOCAL     ] No optimal features file found for TEVA: ./output/feature-sets/TEVA.txt
[2025-11-25T10:53:52.358106] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:53:52.358154] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:53:52.358197] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:53:52.358267] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:53:52.422673] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:53:52.423299] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:53:52.423394] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:53:52.423444] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:53:52.547276] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:53:52.547426] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:53:52.547469] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:53:52.547502] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:53:52.550759] [DEBUG] [FORECASTER] TEVA: Forecast T+1@11:T+2@11: DOWN (p=13.77%)
[2025-11-25T10:53:52.551053] [INFO ] [FORECASTER] Completed predict_future for TEVA
[2025-11-25T10:53:52.551260] [INFO ] [sig       ] TEVA: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:53:52.691302] [INFO ] [LOCAL     ] Saved forecast: TEVA	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/TEVA.txt
[2025-11-25T10:53:52.691441] [INFO ] [sig       ] [1787/2057] Completed TEVA in 0.3s | 2.88 sym/s | Total: 10.3m | ETA: 1.6m
[2025-11-25T10:53:52.691495] [INFO ] [sig       ] [1788/2057] Forecasting TEX...
[2025-11-25T10:53:52.691540] [INFO ] [sig       ] Generating forecast for: TEX
[2025-11-25T10:53:52.691582] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TEX' from 'https://tdm.silogroup.org/data/derivative_storage/TEX.csv'.
[2025-11-25T10:53:52.704108] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'TEX'.
[2025-11-25T10:53:52.704572] [INFO ] [FORECASTER] Starting predict_future for TEX
[2025-11-25T10:53:52.705424] [DEBUG] [LOCAL     ] No optimal features file found for TEX: ./output/feature-sets/TEX.txt
[2025-11-25T10:53:52.705496] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:53:52.705544] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:53:52.705586] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:53:52.705678] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:53:52.771294] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:53:52.772253] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:53:52.772359] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:53:52.772408] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:53:52.901498] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:53:52.901732] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:53:52.901813] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:53:52.901860] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:53:52.905442] [DEBUG] [FORECASTER] TEX: Forecast T+1@11:T+2@11: DOWN (p=41.72%)
[2025-11-25T10:53:52.905928] [INFO ] [FORECASTER] Completed predict_future for TEX
[2025-11-25T10:53:52.906166] [INFO ] [sig       ] TEX: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:53:53.046139] [INFO ] [LOCAL     ] Saved forecast: TEX	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/TEX.txt
[2025-11-25T10:53:53.046318] [INFO ] [sig       ] [1788/2057] Completed TEX in 0.4s | 2.88 sym/s | Total: 10.4m | ETA: 1.6m
[2025-11-25T10:53:53.046376] [INFO ] [sig       ] [1789/2057] Forecasting TFC...
[2025-11-25T10:53:53.046420] [INFO ] [sig       ] Generating forecast for: TFC
[2025-11-25T10:53:53.046463] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TFC' from 'https://tdm.silogroup.org/data/derivative_storage/TFC.csv'.
[2025-11-25T10:53:53.058698] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'TFC'.
[2025-11-25T10:53:53.059105] [INFO ] [FORECASTER] Starting predict_future for TFC
[2025-11-25T10:53:53.059919] [DEBUG] [LOCAL     ] No optimal features file found for TFC: ./output/feature-sets/TFC.txt
[2025-11-25T10:53:53.059988] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:53:53.060034] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:53:53.060076] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:53:53.060144] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:53:53.124688] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:53:53.125314] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:53:53.125415] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:53:53.125463] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:53:53.253411] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:53:53.253561] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:53:53.253628] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:53:53.253693] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:53:53.257104] [DEBUG] [FORECASTER] TFC: Forecast T+1@11:T+2@11: DOWN (p=34.61%)
[2025-11-25T10:53:53.257427] [INFO ] [FORECASTER] Completed predict_future for TFC
[2025-11-25T10:53:53.257601] [INFO ] [sig       ] TFC: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:53:53.400077] [INFO ] [LOCAL     ] Saved forecast: TFC	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/TFC.txt
[2025-11-25T10:53:53.400236] [INFO ] [sig       ] [1789/2057] Completed TFC in 0.4s | 2.88 sym/s | Total: 10.4m | ETA: 1.6m
[2025-11-25T10:53:53.400301] [INFO ] [sig       ] [1790/2057] Forecasting TFII...
[2025-11-25T10:53:53.400352] [INFO ] [sig       ] Generating forecast for: TFII
[2025-11-25T10:53:53.400405] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TFII' from 'https://tdm.silogroup.org/data/derivative_storage/TFII.csv'.
[2025-11-25T10:53:53.412536] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'TFII'.
[2025-11-25T10:53:53.413005] [INFO ] [FORECASTER] Starting predict_future for TFII
[2025-11-25T10:53:53.413873] [DEBUG] [LOCAL     ] No optimal features file found for TFII: ./output/feature-sets/TFII.txt
[2025-11-25T10:53:53.413943] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:53:53.413989] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:53:53.414030] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:53:53.414098] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:53:53.482781] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:53:53.483448] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:53:53.483547] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:53:53.483596] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:53:53.610124] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:53:53.610354] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:53:53.610403] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:53:53.610438] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:53:53.613941] [DEBUG] [FORECASTER] TFII: Forecast T+1@11:T+2@11: UP (p=86.35%)
[2025-11-25T10:53:53.614259] [INFO ] [FORECASTER] Completed predict_future for TFII
[2025-11-25T10:53:53.614447] [INFO ] [sig       ] TFII: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:53:53.755338] [INFO ] [LOCAL     ] Saved forecast: TFII	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/TFII.txt
[2025-11-25T10:53:53.755516] [INFO ] [sig       ] [1790/2057] Completed TFII in 0.4s | 2.88 sym/s | Total: 10.4m | ETA: 1.5m
[2025-11-25T10:53:53.755581] [INFO ] [sig       ] [1791/2057] Forecasting TFIN...
[2025-11-25T10:53:53.755635] [INFO ] [sig       ] Generating forecast for: TFIN
[2025-11-25T10:53:53.755709] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TFIN' from 'https://tdm.silogroup.org/data/derivative_storage/TFIN.csv'.
[2025-11-25T10:53:53.769369] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'TFIN'.
[2025-11-25T10:53:53.769775] [INFO ] [FORECASTER] Starting predict_future for TFIN
[2025-11-25T10:53:53.770554] [DEBUG] [LOCAL     ] No optimal features file found for TFIN: ./output/feature-sets/TFIN.txt
[2025-11-25T10:53:53.770623] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:53:53.770694] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:53:53.770736] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:53:53.770803] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:53:53.846765] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:53:53.847675] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:53:53.847772] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:53:53.847820] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:53:53.961202] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:53:53.961406] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:53:53.961455] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:53:53.961490] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:53:53.965124] [DEBUG] [FORECASTER] TFIN: Forecast T+1@11:T+2@11: UP (p=79.97%)
[2025-11-25T10:53:53.965622] [INFO ] [FORECASTER] Completed predict_future for TFIN
[2025-11-25T10:53:53.965932] [INFO ] [sig       ] TFIN: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:53:54.109835] [INFO ] [LOCAL     ] Saved forecast: TFIN	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/TFIN.txt
[2025-11-25T10:53:54.110010] [INFO ] [sig       ] [1791/2057] Completed TFIN in 0.4s | 2.88 sym/s | Total: 10.4m | ETA: 1.5m
[2025-11-25T10:53:54.110067] [INFO ] [sig       ] [1792/2057] Forecasting TFPM...
[2025-11-25T10:53:54.110110] [INFO ] [sig       ] Generating forecast for: TFPM
[2025-11-25T10:53:54.110152] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TFPM' from 'https://tdm.silogroup.org/data/derivative_storage/TFPM.csv'.
[2025-11-25T10:53:54.122481] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'TFPM'.
[2025-11-25T10:53:54.122919] [INFO ] [FORECASTER] Starting predict_future for TFPM
[2025-11-25T10:53:54.123771] [DEBUG] [LOCAL     ] No optimal features file found for TFPM: ./output/feature-sets/TFPM.txt
[2025-11-25T10:53:54.123838] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:53:54.123883] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:53:54.123924] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:53:54.123992] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:53:54.188738] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:53:54.189358] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:53:54.189453] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:53:54.189501] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:53:54.312770] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:53:54.312974] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:53:54.313023] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:53:54.313059] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:53:54.316575] [DEBUG] [FORECASTER] TFPM: Forecast T+1@11:T+2@11: DOWN (p=6.96%)
[2025-11-25T10:53:54.316901] [INFO ] [FORECASTER] Completed predict_future for TFPM
[2025-11-25T10:53:54.317098] [INFO ] [sig       ] TFPM: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:53:54.466991] [INFO ] [LOCAL     ] Saved forecast: TFPM	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/TFPM.txt
[2025-11-25T10:53:54.467174] [INFO ] [sig       ] [1792/2057] Completed TFPM in 0.4s | 2.88 sym/s | Total: 10.4m | ETA: 1.5m
[2025-11-25T10:53:54.467229] [INFO ] [sig       ] [1793/2057] Forecasting TG...
[2025-11-25T10:53:54.467272] [INFO ] [sig       ] Generating forecast for: TG
[2025-11-25T10:53:54.467316] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TG' from 'https://tdm.silogroup.org/data/derivative_storage/TG.csv'.
[2025-11-25T10:53:54.479759] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'TG'.
[2025-11-25T10:53:54.480178] [INFO ] [FORECASTER] Starting predict_future for TG
[2025-11-25T10:53:54.481026] [DEBUG] [LOCAL     ] No optimal features file found for TG: ./output/feature-sets/TG.txt
[2025-11-25T10:53:54.481096] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:53:54.481179] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:53:54.481222] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:53:54.481292] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:53:54.547970] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:53:54.548990] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:53:54.549109] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:53:54.549157] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:53:54.668540] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:53:54.668782] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:53:54.668862] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:53:54.668916] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:53:54.672494] [DEBUG] [FORECASTER] TG: Forecast T+1@11:T+2@11: DOWN (p=46.30%)
[2025-11-25T10:53:54.673014] [INFO ] [FORECASTER] Completed predict_future for TG
[2025-11-25T10:53:54.673265] [INFO ] [sig       ] TG: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:53:54.816014] [INFO ] [LOCAL     ] Saved forecast: TG	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/TG.txt
[2025-11-25T10:53:54.816206] [INFO ] [sig       ] [1793/2057] Completed TG in 0.3s | 2.88 sym/s | Total: 10.4m | ETA: 1.5m
[2025-11-25T10:53:54.816262] [INFO ] [sig       ] [1794/2057] Forecasting TGLS...
[2025-11-25T10:53:54.816305] [INFO ] [sig       ] Generating forecast for: TGLS
[2025-11-25T10:53:54.816349] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TGLS' from 'https://tdm.silogroup.org/data/derivative_storage/TGLS.csv'.
[2025-11-25T10:53:54.828379] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'TGLS'.
[2025-11-25T10:53:54.828823] [INFO ] [FORECASTER] Starting predict_future for TGLS
[2025-11-25T10:53:54.829632] [DEBUG] [LOCAL     ] No optimal features file found for TGLS: ./output/feature-sets/TGLS.txt
[2025-11-25T10:53:54.829726] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:53:54.829775] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:53:54.829816] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:53:54.829887] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:53:54.897388] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:53:54.898357] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:53:54.898477] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:53:54.898528] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:53:55.021042] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:53:55.021249] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:53:55.021302] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:53:55.021336] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:53:55.024776] [DEBUG] [FORECASTER] TGLS: Forecast T+1@11:T+2@11: DOWN (p=15.03%)
[2025-11-25T10:53:55.025063] [INFO ] [FORECASTER] Completed predict_future for TGLS
[2025-11-25T10:53:55.025249] [INFO ] [sig       ] TGLS: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:53:55.164436] [INFO ] [LOCAL     ] Saved forecast: TGLS	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/TGLS.txt
[2025-11-25T10:53:55.164597] [INFO ] [sig       ] [1794/2057] Completed TGLS in 0.3s | 2.88 sym/s | Total: 10.4m | ETA: 1.5m
[2025-11-25T10:53:55.164674] [INFO ] [sig       ] [1795/2057] Forecasting TGNA...
[2025-11-25T10:53:55.164722] [INFO ] [sig       ] Generating forecast for: TGNA
[2025-11-25T10:53:55.164765] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TGNA' from 'https://tdm.silogroup.org/data/derivative_storage/TGNA.csv'.
[2025-11-25T10:53:55.175737] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'TGNA'.
[2025-11-25T10:53:55.176156] [INFO ] [FORECASTER] Starting predict_future for TGNA
[2025-11-25T10:53:55.176960] [DEBUG] [LOCAL     ] No optimal features file found for TGNA: ./output/feature-sets/TGNA.txt
[2025-11-25T10:53:55.177064] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:53:55.177118] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:53:55.177152] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:53:55.177214] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:53:55.242856] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:53:55.243610] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:53:55.243729] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:53:55.243779] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:53:55.367895] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:53:55.368103] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:53:55.368153] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:53:55.368189] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:53:55.371737] [DEBUG] [FORECASTER] TGNA: Forecast T+1@11:T+2@11: DOWN (p=1.53%)
[2025-11-25T10:53:55.372052] [INFO ] [FORECASTER] Completed predict_future for TGNA
[2025-11-25T10:53:55.372246] [INFO ] [sig       ] TGNA: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:53:55.519242] [INFO ] [LOCAL     ] Saved forecast: TGNA	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/TGNA.txt
[2025-11-25T10:53:55.519428] [INFO ] [sig       ] [1795/2057] Completed TGNA in 0.4s | 2.88 sym/s | Total: 10.4m | ETA: 1.5m
[2025-11-25T10:53:55.519496] [INFO ] [sig       ] [1796/2057] Forecasting TGS...
[2025-11-25T10:53:55.519579] [INFO ] [sig       ] Generating forecast for: TGS
[2025-11-25T10:53:55.519634] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TGS' from 'https://tdm.silogroup.org/data/derivative_storage/TGS.csv'.
[2025-11-25T10:53:55.531763] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'TGS'.
[2025-11-25T10:53:55.532239] [INFO ] [FORECASTER] Starting predict_future for TGS
[2025-11-25T10:53:55.533069] [DEBUG] [LOCAL     ] No optimal features file found for TGS: ./output/feature-sets/TGS.txt
[2025-11-25T10:53:55.533141] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:53:55.533188] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:53:55.533230] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:53:55.533300] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:53:55.598971] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:53:55.599929] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:53:55.600047] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:53:55.600096] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:53:55.701234] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:53:55.701450] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:53:55.701497] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:53:55.701534] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:53:55.705119] [DEBUG] [FORECASTER] TGS: Forecast T+1@11:T+2@11: UP (p=99.40%)
[2025-11-25T10:53:55.705491] [INFO ] [FORECASTER] Completed predict_future for TGS
[2025-11-25T10:53:55.705680] [INFO ] [sig       ] TGS: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:53:55.847355] [INFO ] [LOCAL     ] Saved forecast: TGS	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/TGS.txt
[2025-11-25T10:53:55.847513] [INFO ] [sig       ] [1796/2057] Completed TGS in 0.3s | 2.88 sym/s | Total: 10.4m | ETA: 1.5m
[2025-11-25T10:53:55.847567] [INFO ] [sig       ] [1797/2057] Forecasting TGT...
[2025-11-25T10:53:55.847618] [INFO ] [sig       ] Generating forecast for: TGT
[2025-11-25T10:53:55.847686] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TGT' from 'https://tdm.silogroup.org/data/derivative_storage/TGT.csv'.
[2025-11-25T10:53:55.860364] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'TGT'.
[2025-11-25T10:53:55.860806] [INFO ] [FORECASTER] Starting predict_future for TGT
[2025-11-25T10:53:55.861606] [DEBUG] [LOCAL     ] No optimal features file found for TGT: ./output/feature-sets/TGT.txt
[2025-11-25T10:53:55.861696] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:53:55.861743] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:53:55.861784] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:53:55.861851] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:53:55.926711] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:53:55.927628] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:53:55.927751] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:53:55.927798] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:53:56.055027] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:53:56.055257] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:53:56.055304] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:53:56.055338] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:53:56.058950] [DEBUG] [FORECASTER] TGT: Forecast T+1@11:T+2@11: UP (p=55.23%)
[2025-11-25T10:53:56.059260] [INFO ] [FORECASTER] Completed predict_future for TGT
[2025-11-25T10:53:56.059448] [INFO ] [sig       ] TGT: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:53:56.201570] [INFO ] [LOCAL     ] Saved forecast: TGT	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/TGT.txt
[2025-11-25T10:53:56.201787] [INFO ] [sig       ] [1797/2057] Completed TGT in 0.4s | 2.88 sym/s | Total: 10.4m | ETA: 1.5m
[2025-11-25T10:53:56.201843] [INFO ] [sig       ] [1798/2057] Forecasting THC...
[2025-11-25T10:53:56.201886] [INFO ] [sig       ] Generating forecast for: THC
[2025-11-25T10:53:56.201928] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'THC' from 'https://tdm.silogroup.org/data/derivative_storage/THC.csv'.
[2025-11-25T10:53:56.214638] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'THC'.
[2025-11-25T10:53:56.215153] [INFO ] [FORECASTER] Starting predict_future for THC
[2025-11-25T10:53:56.216004] [DEBUG] [LOCAL     ] No optimal features file found for THC: ./output/feature-sets/THC.txt
[2025-11-25T10:53:56.216077] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:53:56.216126] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:53:56.216168] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:53:56.216238] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:53:56.284836] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:53:56.285661] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:53:56.285765] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:53:56.285814] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:53:56.414750] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:53:56.414956] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:53:56.415009] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:53:56.415045] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:53:56.418850] [DEBUG] [FORECASTER] THC: Forecast T+1@11:T+2@11: DOWN (p=12.71%)
[2025-11-25T10:53:56.419185] [INFO ] [FORECASTER] Completed predict_future for THC
[2025-11-25T10:53:56.419366] [INFO ] [sig       ] THC: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:53:56.565163] [INFO ] [LOCAL     ] Saved forecast: THC	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/THC.txt
[2025-11-25T10:53:56.565341] [INFO ] [sig       ] [1798/2057] Completed THC in 0.4s | 2.88 sym/s | Total: 10.4m | ETA: 1.5m
[2025-11-25T10:53:56.565398] [INFO ] [sig       ] [1799/2057] Forecasting THG...
[2025-11-25T10:53:56.565442] [INFO ] [sig       ] Generating forecast for: THG
[2025-11-25T10:53:56.565489] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'THG' from 'https://tdm.silogroup.org/data/derivative_storage/THG.csv'.
[2025-11-25T10:53:56.577878] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'THG'.
[2025-11-25T10:53:56.578286] [INFO ] [FORECASTER] Starting predict_future for THG
[2025-11-25T10:53:56.579134] [DEBUG] [LOCAL     ] No optimal features file found for THG: ./output/feature-sets/THG.txt
[2025-11-25T10:53:56.579204] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:53:56.579250] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:53:56.579290] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:53:56.579363] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:53:56.644280] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:53:56.644965] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:53:56.645058] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:53:56.645105] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:53:56.768036] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:53:56.768220] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:53:56.768266] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:53:56.768299] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:53:56.771609] [DEBUG] [FORECASTER] THG: Forecast T+1@11:T+2@11: DOWN (p=42.80%)
[2025-11-25T10:53:56.771913] [INFO ] [FORECASTER] Completed predict_future for THG
[2025-11-25T10:53:56.772087] [INFO ] [sig       ] THG: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:53:56.911195] [INFO ] [LOCAL     ] Saved forecast: THG	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/THG.txt
[2025-11-25T10:53:56.911369] [INFO ] [sig       ] [1799/2057] Completed THG in 0.3s | 2.88 sym/s | Total: 10.4m | ETA: 1.5m
[2025-11-25T10:53:56.911423] [INFO ] [sig       ] [1800/2057] Forecasting THLV...
[2025-11-25T10:53:56.911467] [INFO ] [sig       ] Generating forecast for: THLV
[2025-11-25T10:53:56.911509] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'THLV' from 'https://tdm.silogroup.org/data/derivative_storage/THLV.csv'.
[2025-11-25T10:53:56.922806] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'THLV'.
[2025-11-25T10:53:56.923172] [INFO ] [FORECASTER] Starting predict_future for THLV
[2025-11-25T10:53:56.924116] [DEBUG] [LOCAL     ] No optimal features file found for THLV: ./output/feature-sets/THLV.txt
[2025-11-25T10:53:56.924186] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:53:56.924233] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:53:56.924272] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:53:56.924342] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:53:56.993929] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:53:56.994829] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:53:56.994935] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:53:56.994984] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:53:57.102515] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:53:57.102727] [INFO ] [FORECASTER] Trained on 342 historical samples with 26 features
[2025-11-25T10:53:57.102803] [INFO ] [FORECASTER] Stored all 344 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:53:57.102885] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:53:57.106787] [DEBUG] [FORECASTER] THLV: Forecast T+1@11:T+2@11: UP (p=65.92%)
[2025-11-25T10:53:57.107158] [INFO ] [FORECASTER] Completed predict_future for THLV
[2025-11-25T10:53:57.107381] [INFO ] [sig       ] THLV: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:53:57.255726] [INFO ] [LOCAL     ] Saved forecast: THLV	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/THLV.txt
[2025-11-25T10:53:57.255892] [INFO ] [sig       ] [1800/2057] Completed THLV in 0.3s | 2.88 sym/s | Total: 10.4m | ETA: 1.5m
[2025-11-25T10:53:57.255948] [INFO ] [sig       ] [1801/2057] Forecasting THO...
[2025-11-25T10:53:57.255991] [INFO ] [sig       ] Generating forecast for: THO
[2025-11-25T10:53:57.256035] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'THO' from 'https://tdm.silogroup.org/data/derivative_storage/THO.csv'.
[2025-11-25T10:53:57.267358] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'THO'.
[2025-11-25T10:53:57.267727] [INFO ] [FORECASTER] Starting predict_future for THO
[2025-11-25T10:53:57.268502] [DEBUG] [LOCAL     ] No optimal features file found for THO: ./output/feature-sets/THO.txt
[2025-11-25T10:53:57.268572] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:53:57.268617] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:53:57.268685] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:53:57.268757] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:53:57.334606] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:53:57.335247] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:53:57.335340] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:53:57.335387] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:53:57.456988] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:53:57.457163] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:53:57.457206] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:53:57.457241] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:53:57.460543] [DEBUG] [FORECASTER] THO: Forecast T+1@11:T+2@11: DOWN (p=4.97%)
[2025-11-25T10:53:57.461034] [INFO ] [FORECASTER] Completed predict_future for THO
[2025-11-25T10:53:57.461276] [INFO ] [sig       ] THO: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:53:57.600341] [INFO ] [LOCAL     ] Saved forecast: THO	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/THO.txt
[2025-11-25T10:53:57.600487] [INFO ] [sig       ] [1801/2057] Completed THO in 0.3s | 2.88 sym/s | Total: 10.4m | ETA: 1.5m
[2025-11-25T10:53:57.600539] [INFO ] [sig       ] [1802/2057] Forecasting THQ...
[2025-11-25T10:53:57.600581] [INFO ] [sig       ] Generating forecast for: THQ
[2025-11-25T10:53:57.600623] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'THQ' from 'https://tdm.silogroup.org/data/derivative_storage/THQ.csv'.
[2025-11-25T10:53:57.612349] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'THQ'.
[2025-11-25T10:53:57.612752] [INFO ] [FORECASTER] Starting predict_future for THQ
[2025-11-25T10:53:57.613522] [DEBUG] [LOCAL     ] No optimal features file found for THQ: ./output/feature-sets/THQ.txt
[2025-11-25T10:53:57.613591] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:53:57.613657] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:53:57.613701] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:53:57.613771] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:53:57.679055] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:53:57.679736] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:53:57.679830] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:53:57.679878] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:53:57.804024] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:53:57.804427] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:53:57.804652] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:53:57.804771] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:53:57.808332] [DEBUG] [FORECASTER] THQ: Forecast T+1@11:T+2@11: DOWN (p=4.33%)
[2025-11-25T10:53:57.808712] [INFO ] [FORECASTER] Completed predict_future for THQ
[2025-11-25T10:53:57.808945] [INFO ] [sig       ] THQ: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:53:57.948615] [INFO ] [LOCAL     ] Saved forecast: THQ	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/THQ.txt
[2025-11-25T10:53:57.948803] [INFO ] [sig       ] [1802/2057] Completed THQ in 0.3s | 2.88 sym/s | Total: 10.4m | ETA: 1.5m
[2025-11-25T10:53:57.948857] [INFO ] [sig       ] [1803/2057] Forecasting THR...
[2025-11-25T10:53:57.948901] [INFO ] [sig       ] Generating forecast for: THR
[2025-11-25T10:53:57.948943] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'THR' from 'https://tdm.silogroup.org/data/derivative_storage/THR.csv'.
[2025-11-25T10:53:57.962108] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'THR'.
[2025-11-25T10:53:57.962480] [INFO ] [FORECASTER] Starting predict_future for THR
[2025-11-25T10:53:57.963273] [DEBUG] [LOCAL     ] No optimal features file found for THR: ./output/feature-sets/THR.txt
[2025-11-25T10:53:57.963343] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:53:57.963390] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:53:57.963431] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:53:57.963500] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:53:58.028849] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:53:58.029514] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:53:58.029612] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:53:58.029679] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:53:58.129736] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:53:58.129914] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:53:58.129959] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:53:58.129994] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:53:58.133292] [DEBUG] [FORECASTER] THR: Forecast T+1@11:T+2@11: DOWN (p=23.13%)
[2025-11-25T10:53:58.133583] [INFO ] [FORECASTER] Completed predict_future for THR
[2025-11-25T10:53:58.133749] [INFO ] [sig       ] THR: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:53:58.271788] [INFO ] [LOCAL     ] Saved forecast: THR	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/THR.txt
[2025-11-25T10:53:58.271937] [INFO ] [sig       ] [1803/2057] Completed THR in 0.3s | 2.88 sym/s | Total: 10.4m | ETA: 1.5m
[2025-11-25T10:53:58.271994] [INFO ] [sig       ] [1804/2057] Forecasting THS...
[2025-11-25T10:53:58.272032] [INFO ] [sig       ] Generating forecast for: THS
[2025-11-25T10:53:58.272074] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'THS' from 'https://tdm.silogroup.org/data/derivative_storage/THS.csv'.
[2025-11-25T10:53:58.283558] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'THS'.
[2025-11-25T10:53:58.283961] [INFO ] [FORECASTER] Starting predict_future for THS
[2025-11-25T10:53:58.284758] [DEBUG] [LOCAL     ] No optimal features file found for THS: ./output/feature-sets/THS.txt
[2025-11-25T10:53:58.284828] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:53:58.284874] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:53:58.284914] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:53:58.285004] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:53:58.349704] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:53:58.350398] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:53:58.350495] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:53:58.350542] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:53:58.455885] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:53:58.456046] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:53:58.456090] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:53:58.456124] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:53:58.459371] [DEBUG] [FORECASTER] THS: Forecast T+1@11:T+2@11: DOWN (p=20.82%)
[2025-11-25T10:53:58.459670] [INFO ] [FORECASTER] Completed predict_future for THS
[2025-11-25T10:53:58.459821] [INFO ] [sig       ] THS: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:53:58.604485] [INFO ] [LOCAL     ] Saved forecast: THS	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/THS.txt
[2025-11-25T10:53:58.604689] [INFO ] [sig       ] [1804/2057] Completed THS in 0.3s | 2.88 sym/s | Total: 10.4m | ETA: 1.5m
[2025-11-25T10:53:58.604750] [INFO ] [sig       ] [1805/2057] Forecasting THW...
[2025-11-25T10:53:58.604796] [INFO ] [sig       ] Generating forecast for: THW
[2025-11-25T10:53:58.604840] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'THW' from 'https://tdm.silogroup.org/data/derivative_storage/THW.csv'.
[2025-11-25T10:53:58.617052] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'THW'.
[2025-11-25T10:53:58.617433] [INFO ] [FORECASTER] Starting predict_future for THW
[2025-11-25T10:53:58.618289] [DEBUG] [LOCAL     ] No optimal features file found for THW: ./output/feature-sets/THW.txt
[2025-11-25T10:53:58.618357] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:53:58.618405] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:53:58.618445] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:53:58.618512] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:53:58.686100] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:53:58.686811] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:53:58.686913] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:53:58.686962] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:53:58.789808] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:53:58.790010] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:53:58.790060] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:53:58.790097] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:53:58.793749] [DEBUG] [FORECASTER] THW: Forecast T+1@11:T+2@11: UP (p=64.15%)
[2025-11-25T10:53:58.794061] [INFO ] [FORECASTER] Completed predict_future for THW
[2025-11-25T10:53:58.794228] [INFO ] [sig       ] THW: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:53:58.936272] [INFO ] [LOCAL     ] Saved forecast: THW	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/THW.txt
[2025-11-25T10:53:58.936465] [INFO ] [sig       ] [1805/2057] Completed THW in 0.3s | 2.88 sym/s | Total: 10.5m | ETA: 1.5m
[2025-11-25T10:53:58.936520] [INFO ] [sig       ] [1806/2057] Forecasting TIMB...
[2025-11-25T10:53:58.936565] [INFO ] [sig       ] Generating forecast for: TIMB
[2025-11-25T10:53:58.936607] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TIMB' from 'https://tdm.silogroup.org/data/derivative_storage/TIMB.csv'.
[2025-11-25T10:53:58.949365] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'TIMB'.
[2025-11-25T10:53:58.949925] [INFO ] [FORECASTER] Starting predict_future for TIMB
[2025-11-25T10:53:58.950825] [DEBUG] [LOCAL     ] No optimal features file found for TIMB: ./output/feature-sets/TIMB.txt
[2025-11-25T10:53:58.950952] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:53:58.951002] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:53:58.951043] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:53:58.951115] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:53:59.018626] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:53:59.019695] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:53:59.019804] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:53:59.019852] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:53:59.123553] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:53:59.123779] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:53:59.123839] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:53:59.123874] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:53:59.130835] [DEBUG] [FORECASTER] TIMB: Forecast T+1@11:T+2@11: DOWN (p=3.28%)
[2025-11-25T10:53:59.131188] [INFO ] [FORECASTER] Completed predict_future for TIMB
[2025-11-25T10:53:59.131352] [INFO ] [sig       ] TIMB: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:53:59.276864] [INFO ] [LOCAL     ] Saved forecast: TIMB	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/TIMB.txt
[2025-11-25T10:53:59.277100] [INFO ] [sig       ] [1806/2057] Completed TIMB in 0.3s | 2.88 sym/s | Total: 10.5m | ETA: 1.5m
[2025-11-25T10:53:59.277161] [INFO ] [sig       ] [1807/2057] Forecasting TJX...
[2025-11-25T10:53:59.277206] [INFO ] [sig       ] Generating forecast for: TJX
[2025-11-25T10:53:59.277248] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TJX' from 'https://tdm.silogroup.org/data/derivative_storage/TJX.csv'.
[2025-11-25T10:53:59.289933] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'TJX'.
[2025-11-25T10:53:59.290363] [INFO ] [FORECASTER] Starting predict_future for TJX
[2025-11-25T10:53:59.291203] [DEBUG] [LOCAL     ] No optimal features file found for TJX: ./output/feature-sets/TJX.txt
[2025-11-25T10:53:59.291272] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:53:59.291317] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:53:59.291356] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:53:59.291427] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:53:59.357058] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:53:59.357724] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:53:59.357818] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:53:59.357864] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:53:59.460927] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:53:59.461126] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:53:59.461173] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:53:59.461207] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:53:59.464577] [DEBUG] [FORECASTER] TJX: Forecast T+1@11:T+2@11: DOWN (p=4.32%)
[2025-11-25T10:53:59.464918] [INFO ] [FORECASTER] Completed predict_future for TJX
[2025-11-25T10:53:59.465086] [INFO ] [sig       ] TJX: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:53:59.604177] [INFO ] [LOCAL     ] Saved forecast: TJX	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/TJX.txt
[2025-11-25T10:53:59.604333] [INFO ] [sig       ] [1807/2057] Completed TJX in 0.3s | 2.88 sym/s | Total: 10.5m | ETA: 1.4m
[2025-11-25T10:53:59.604388] [INFO ] [sig       ] [1808/2057] Forecasting TK...
[2025-11-25T10:53:59.604432] [INFO ] [sig       ] Generating forecast for: TK
[2025-11-25T10:53:59.604475] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TK' from 'https://tdm.silogroup.org/data/derivative_storage/TK.csv'.
[2025-11-25T10:53:59.617946] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'TK'.
[2025-11-25T10:53:59.618381] [INFO ] [FORECASTER] Starting predict_future for TK
[2025-11-25T10:53:59.619208] [DEBUG] [LOCAL     ] No optimal features file found for TK: ./output/feature-sets/TK.txt
[2025-11-25T10:53:59.619278] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:53:59.619327] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:53:59.619370] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:53:59.619442] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:53:59.684810] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:53:59.685742] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:53:59.685868] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:53:59.685915] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:53:59.784946] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:53:59.785150] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:53:59.785196] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:53:59.785232] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:53:59.788602] [DEBUG] [FORECASTER] TK: Forecast T+1@11:T+2@11: UP (p=85.84%)
[2025-11-25T10:53:59.788907] [INFO ] [FORECASTER] Completed predict_future for TK
[2025-11-25T10:53:59.789062] [INFO ] [sig       ] TK: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:53:59.929772] [INFO ] [LOCAL     ] Saved forecast: TK	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/TK.txt
[2025-11-25T10:53:59.929934] [INFO ] [sig       ] [1808/2057] Completed TK in 0.3s | 2.88 sym/s | Total: 10.5m | ETA: 1.4m
[2025-11-25T10:53:59.929988] [INFO ] [sig       ] [1809/2057] Forecasting TKC...
[2025-11-25T10:53:59.930033] [INFO ] [sig       ] Generating forecast for: TKC
[2025-11-25T10:53:59.930076] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TKC' from 'https://tdm.silogroup.org/data/derivative_storage/TKC.csv'.
[2025-11-25T10:53:59.941774] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'TKC'.
[2025-11-25T10:53:59.942194] [INFO ] [FORECASTER] Starting predict_future for TKC
[2025-11-25T10:53:59.942988] [DEBUG] [LOCAL     ] No optimal features file found for TKC: ./output/feature-sets/TKC.txt
[2025-11-25T10:53:59.943058] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:53:59.943103] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:53:59.943145] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:53:59.943213] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:54:00.007987] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:54:00.008852] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:54:00.008950] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:54:00.009000] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:54:00.109995] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:54:00.110185] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:54:00.110231] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:54:00.110265] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:54:00.115395] [DEBUG] [FORECASTER] TKC: Forecast T+1@11:T+2@11: UP (p=94.15%)
[2025-11-25T10:54:00.115950] [INFO ] [FORECASTER] Completed predict_future for TKC
[2025-11-25T10:54:00.116191] [INFO ] [sig       ] TKC: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:54:00.259610] [INFO ] [LOCAL     ] Saved forecast: TKC	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/TKC.txt
[2025-11-25T10:54:00.259790] [INFO ] [sig       ] [1809/2057] Completed TKC in 0.3s | 2.88 sym/s | Total: 10.5m | ETA: 1.4m
[2025-11-25T10:54:00.259863] [INFO ] [sig       ] [1810/2057] Forecasting TKO...
[2025-11-25T10:54:00.259908] [INFO ] [sig       ] Generating forecast for: TKO
[2025-11-25T10:54:00.259952] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TKO' from 'https://tdm.silogroup.org/data/derivative_storage/TKO.csv'.
[2025-11-25T10:54:00.271442] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'TKO'.
[2025-11-25T10:54:00.271893] [INFO ] [FORECASTER] Starting predict_future for TKO
[2025-11-25T10:54:00.272699] [DEBUG] [LOCAL     ] No optimal features file found for TKO: ./output/feature-sets/TKO.txt
[2025-11-25T10:54:00.272770] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:54:00.272815] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:54:00.272855] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:54:00.272923] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:54:00.337727] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:54:00.338400] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:54:00.338494] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:54:00.338540] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:54:00.446199] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:54:00.446418] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:54:00.446465] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:54:00.446500] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:54:00.450056] [DEBUG] [FORECASTER] TKO: Forecast T+1@11:T+2@11: UP (p=64.08%)
[2025-11-25T10:54:00.450353] [INFO ] [FORECASTER] Completed predict_future for TKO
[2025-11-25T10:54:00.450503] [INFO ] [sig       ] TKO: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:54:00.589039] [INFO ] [LOCAL     ] Saved forecast: TKO	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/TKO.txt
[2025-11-25T10:54:00.589198] [INFO ] [sig       ] [1810/2057] Completed TKO in 0.3s | 2.88 sym/s | Total: 10.5m | ETA: 1.4m
[2025-11-25T10:54:00.589252] [INFO ] [sig       ] [1811/2057] Forecasting TKR...
[2025-11-25T10:54:00.589295] [INFO ] [sig       ] Generating forecast for: TKR
[2025-11-25T10:54:00.589337] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TKR' from 'https://tdm.silogroup.org/data/derivative_storage/TKR.csv'.
[2025-11-25T10:54:00.601454] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'TKR'.
[2025-11-25T10:54:00.601976] [INFO ] [FORECASTER] Starting predict_future for TKR
[2025-11-25T10:54:00.602848] [DEBUG] [LOCAL     ] No optimal features file found for TKR: ./output/feature-sets/TKR.txt
[2025-11-25T10:54:00.602921] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:54:00.602969] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:54:00.603012] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:54:00.603086] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:54:00.672491] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:54:00.673437] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:54:00.673542] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:54:00.673591] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:54:00.962836] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:54:00.963061] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:54:00.963258] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:54:00.963382] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:54:00.987865] [DEBUG] [FORECASTER] TKR: Forecast T+1@11:T+2@11: DOWN (p=0.34%)
[2025-11-25T10:54:00.988352] [INFO ] [FORECASTER] Completed predict_future for TKR
[2025-11-25T10:54:00.988745] [INFO ] [sig       ] TKR: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:54:01.140450] [INFO ] [LOCAL     ] Saved forecast: TKR	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/TKR.txt
[2025-11-25T10:54:01.140833] [INFO ] [sig       ] [1811/2057] Completed TKR in 0.6s | 2.88 sym/s | Total: 10.5m | ETA: 1.4m
[2025-11-25T10:54:01.140955] [INFO ] [sig       ] [1812/2057] Forecasting TLK...
[2025-11-25T10:54:01.141063] [INFO ] [sig       ] Generating forecast for: TLK
[2025-11-25T10:54:01.141172] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TLK' from 'https://tdm.silogroup.org/data/derivative_storage/TLK.csv'.
[2025-11-25T10:54:01.153895] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'TLK'.
[2025-11-25T10:54:01.154491] [INFO ] [FORECASTER] Starting predict_future for TLK
[2025-11-25T10:54:01.155368] [DEBUG] [LOCAL     ] No optimal features file found for TLK: ./output/feature-sets/TLK.txt
[2025-11-25T10:54:01.155460] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:54:01.155518] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:54:01.155572] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:54:01.155678] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:54:01.225509] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:54:01.226446] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:54:01.226550] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:54:01.226598] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:54:01.595806] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:54:01.596007] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:54:01.596054] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:54:01.596088] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:54:01.599517] [DEBUG] [FORECASTER] TLK: Forecast T+1@11:T+2@11: UP (p=74.91%)
[2025-11-25T10:54:01.600016] [INFO ] [FORECASTER] Completed predict_future for TLK
[2025-11-25T10:54:01.600173] [INFO ] [sig       ] TLK: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:54:01.743622] [INFO ] [LOCAL     ] Saved forecast: TLK	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/TLK.txt
[2025-11-25T10:54:01.743812] [INFO ] [sig       ] [1812/2057] Completed TLK in 0.6s | 2.88 sym/s | Total: 10.5m | ETA: 1.4m
[2025-11-25T10:54:01.743867] [INFO ] [sig       ] [1813/2057] Forecasting TLYS...
[2025-11-25T10:54:01.743910] [INFO ] [sig       ] Generating forecast for: TLYS
[2025-11-25T10:54:01.743955] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TLYS' from 'https://tdm.silogroup.org/data/derivative_storage/TLYS.csv'.
[2025-11-25T10:54:01.754760] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'TLYS'.
[2025-11-25T10:54:01.755167] [INFO ] [FORECASTER] Starting predict_future for TLYS
[2025-11-25T10:54:01.755972] [DEBUG] [LOCAL     ] No optimal features file found for TLYS: ./output/feature-sets/TLYS.txt
[2025-11-25T10:54:01.756040] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:54:01.756086] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:54:01.756126] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:54:01.756195] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:54:01.820506] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:54:01.821246] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:54:01.821346] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:54:01.821398] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:54:01.940564] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:54:01.940773] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:54:01.940848] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:54:01.940885] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:54:01.944256] [DEBUG] [FORECASTER] TLYS: Forecast T+1@11:T+2@11: DOWN (p=49.03%)
[2025-11-25T10:54:01.944544] [INFO ] [FORECASTER] Completed predict_future for TLYS
[2025-11-25T10:54:01.944716] [INFO ] [sig       ] TLYS: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:54:02.086473] [INFO ] [LOCAL     ] Saved forecast: TLYS	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/TLYS.txt
[2025-11-25T10:54:02.086659] [INFO ] [sig       ] [1813/2057] Completed TLYS in 0.3s | 2.88 sym/s | Total: 10.5m | ETA: 1.4m
[2025-11-25T10:54:02.086713] [INFO ] [sig       ] [1814/2057] Forecasting TM...
[2025-11-25T10:54:02.086757] [INFO ] [sig       ] Generating forecast for: TM
[2025-11-25T10:54:02.086803] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TM' from 'https://tdm.silogroup.org/data/derivative_storage/TM.csv'.
[2025-11-25T10:54:02.098664] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'TM'.
[2025-11-25T10:54:02.099097] [INFO ] [FORECASTER] Starting predict_future for TM
[2025-11-25T10:54:02.099901] [DEBUG] [LOCAL     ] No optimal features file found for TM: ./output/feature-sets/TM.txt
[2025-11-25T10:54:02.099970] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:54:02.100015] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:54:02.100055] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:54:02.100123] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:54:02.166441] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:54:02.167273] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:54:02.167375] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:54:02.167423] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:54:02.279876] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:54:02.280065] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:54:02.280112] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:54:02.280147] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:54:02.283517] [DEBUG] [FORECASTER] TM: Forecast T+1@11:T+2@11: UP (p=89.68%)
[2025-11-25T10:54:02.283829] [INFO ] [FORECASTER] Completed predict_future for TM
[2025-11-25T10:54:02.283985] [INFO ] [sig       ] TM: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:54:02.422454] [INFO ] [LOCAL     ] Saved forecast: TM	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/TM.txt
[2025-11-25T10:54:02.422629] [INFO ] [sig       ] [1814/2057] Completed TM in 0.3s | 2.88 sym/s | Total: 10.5m | ETA: 1.4m
[2025-11-25T10:54:02.422705] [INFO ] [sig       ] [1815/2057] Forecasting TME...
[2025-11-25T10:54:02.422749] [INFO ] [sig       ] Generating forecast for: TME
[2025-11-25T10:54:02.422792] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TME' from 'https://tdm.silogroup.org/data/derivative_storage/TME.csv'.
[2025-11-25T10:54:02.434189] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'TME'.
[2025-11-25T10:54:02.434611] [INFO ] [FORECASTER] Starting predict_future for TME
[2025-11-25T10:54:02.435415] [DEBUG] [LOCAL     ] No optimal features file found for TME: ./output/feature-sets/TME.txt
[2025-11-25T10:54:02.435485] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:54:02.435529] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:54:02.435569] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:54:02.435661] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:54:02.500352] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:54:02.501185] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:54:02.501305] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:54:02.501352] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:54:02.602389] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:54:02.602564] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:54:02.602609] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:54:02.602664] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:54:02.605985] [DEBUG] [FORECASTER] TME: Forecast T+1@11:T+2@11: DOWN (p=16.93%)
[2025-11-25T10:54:02.606288] [INFO ] [FORECASTER] Completed predict_future for TME
[2025-11-25T10:54:02.606443] [INFO ] [sig       ] TME: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:54:02.748498] [INFO ] [LOCAL     ] Saved forecast: TME	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/TME.txt
[2025-11-25T10:54:02.748702] [INFO ] [sig       ] [1815/2057] Completed TME in 0.3s | 2.88 sym/s | Total: 10.5m | ETA: 1.4m
[2025-11-25T10:54:02.748759] [INFO ] [sig       ] [1816/2057] Forecasting TMHC...
[2025-11-25T10:54:02.748803] [INFO ] [sig       ] Generating forecast for: TMHC
[2025-11-25T10:54:02.748845] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TMHC' from 'https://tdm.silogroup.org/data/derivative_storage/TMHC.csv'.
[2025-11-25T10:54:02.760080] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'TMHC'.
[2025-11-25T10:54:02.760503] [INFO ] [FORECASTER] Starting predict_future for TMHC
[2025-11-25T10:54:02.761321] [DEBUG] [LOCAL     ] No optimal features file found for TMHC: ./output/feature-sets/TMHC.txt
[2025-11-25T10:54:02.761392] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:54:02.761438] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:54:02.761478] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:54:02.761547] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:54:02.825916] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:54:02.826827] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:54:02.826928] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:54:02.826975] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:54:02.928398] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:54:02.928604] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:54:02.928804] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:54:02.928868] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:54:02.932270] [DEBUG] [FORECASTER] TMHC: Forecast T+1@11:T+2@11: UP (p=94.75%)
[2025-11-25T10:54:02.932579] [INFO ] [FORECASTER] Completed predict_future for TMHC
[2025-11-25T10:54:02.932762] [INFO ] [sig       ] TMHC: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:54:03.071099] [INFO ] [LOCAL     ] Saved forecast: TMHC	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/TMHC.txt
[2025-11-25T10:54:03.071274] [INFO ] [sig       ] [1816/2057] Completed TMHC in 0.3s | 2.88 sym/s | Total: 10.5m | ETA: 1.4m
[2025-11-25T10:54:03.071331] [INFO ] [sig       ] [1817/2057] Forecasting TMO...
[2025-11-25T10:54:03.071374] [INFO ] [sig       ] Generating forecast for: TMO
[2025-11-25T10:54:03.071416] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TMO' from 'https://tdm.silogroup.org/data/derivative_storage/TMO.csv'.
[2025-11-25T10:54:03.083537] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'TMO'.
[2025-11-25T10:54:03.083983] [INFO ] [FORECASTER] Starting predict_future for TMO
[2025-11-25T10:54:03.084779] [DEBUG] [LOCAL     ] No optimal features file found for TMO: ./output/feature-sets/TMO.txt
[2025-11-25T10:54:03.084846] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:54:03.084911] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:54:03.084953] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:54:03.085023] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:54:03.149587] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:54:03.150313] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:54:03.150412] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:54:03.150458] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:54:03.256522] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:54:03.256732] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:54:03.256806] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:54:03.256852] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:54:03.260247] [DEBUG] [FORECASTER] TMO: Forecast T+1@11:T+2@11: UP (p=96.40%)
[2025-11-25T10:54:03.260553] [INFO ] [FORECASTER] Completed predict_future for TMO
[2025-11-25T10:54:03.260735] [INFO ] [sig       ] TMO: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:54:03.399177] [INFO ] [LOCAL     ] Saved forecast: TMO	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/TMO.txt
[2025-11-25T10:54:03.399344] [INFO ] [sig       ] [1817/2057] Completed TMO in 0.3s | 2.88 sym/s | Total: 10.5m | ETA: 1.4m
[2025-11-25T10:54:03.399398] [INFO ] [sig       ] [1818/2057] Forecasting TNC...
[2025-11-25T10:54:03.399442] [INFO ] [sig       ] Generating forecast for: TNC
[2025-11-25T10:54:03.399486] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TNC' from 'https://tdm.silogroup.org/data/derivative_storage/TNC.csv'.
[2025-11-25T10:54:03.411766] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'TNC'.
[2025-11-25T10:54:03.412206] [INFO ] [FORECASTER] Starting predict_future for TNC
[2025-11-25T10:54:03.413000] [DEBUG] [LOCAL     ] No optimal features file found for TNC: ./output/feature-sets/TNC.txt
[2025-11-25T10:54:03.413070] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:54:03.413116] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:54:03.413156] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:54:03.413225] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:54:03.482125] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:54:03.483022] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:54:03.483121] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:54:03.483171] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:54:03.586120] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:54:03.586301] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:54:03.586346] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:54:03.586381] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:54:03.589947] [DEBUG] [FORECASTER] TNC: Forecast T+1@11:T+2@11: UP (p=51.31%)
[2025-11-25T10:54:03.590234] [INFO ] [FORECASTER] Completed predict_future for TNC
[2025-11-25T10:54:03.590381] [INFO ] [sig       ] TNC: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:54:03.728777] [INFO ] [LOCAL     ] Saved forecast: TNC	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/TNC.txt
[2025-11-25T10:54:03.728941] [INFO ] [sig       ] [1818/2057] Completed TNC in 0.3s | 2.88 sym/s | Total: 10.5m | ETA: 1.4m
[2025-11-25T10:54:03.728995] [INFO ] [sig       ] [1819/2057] Forecasting TNET...
[2025-11-25T10:54:03.729041] [INFO ] [sig       ] Generating forecast for: TNET
[2025-11-25T10:54:03.729082] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TNET' from 'https://tdm.silogroup.org/data/derivative_storage/TNET.csv'.
[2025-11-25T10:54:03.741003] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'TNET'.
[2025-11-25T10:54:03.741413] [INFO ] [FORECASTER] Starting predict_future for TNET
[2025-11-25T10:54:03.742250] [DEBUG] [LOCAL     ] No optimal features file found for TNET: ./output/feature-sets/TNET.txt
[2025-11-25T10:54:03.742320] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:54:03.742364] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:54:03.742405] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:54:03.742475] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:54:03.807860] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:54:03.808608] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:54:03.808722] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:54:03.808770] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:54:03.916464] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:54:03.916658] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:54:03.916730] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:54:03.916776] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:54:03.920104] [DEBUG] [FORECASTER] TNET: Forecast T+1@11:T+2@11: DOWN (p=15.34%)
[2025-11-25T10:54:03.920408] [INFO ] [FORECASTER] Completed predict_future for TNET
[2025-11-25T10:54:03.920572] [INFO ] [sig       ] TNET: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:54:04.059122] [INFO ] [LOCAL     ] Saved forecast: TNET	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/TNET.txt
[2025-11-25T10:54:04.059288] [INFO ] [sig       ] [1819/2057] Completed TNET in 0.3s | 2.88 sym/s | Total: 10.5m | ETA: 1.4m
[2025-11-25T10:54:04.059344] [INFO ] [sig       ] [1820/2057] Forecasting TNK...
[2025-11-25T10:54:04.059389] [INFO ] [sig       ] Generating forecast for: TNK
[2025-11-25T10:54:04.059433] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TNK' from 'https://tdm.silogroup.org/data/derivative_storage/TNK.csv'.
[2025-11-25T10:54:04.071229] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'TNK'.
[2025-11-25T10:54:04.071689] [INFO ] [FORECASTER] Starting predict_future for TNK
[2025-11-25T10:54:04.072460] [DEBUG] [LOCAL     ] No optimal features file found for TNK: ./output/feature-sets/TNK.txt
[2025-11-25T10:54:04.072533] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:54:04.072579] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:54:04.072619] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:54:04.072707] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:54:04.138095] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:54:04.138876] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:54:04.138973] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:54:04.139020] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:54:04.244296] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:54:04.244526] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:54:04.244577] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:54:04.244613] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:54:04.248098] [DEBUG] [FORECASTER] TNK: Forecast T+1@11:T+2@11: DOWN (p=6.80%)
[2025-11-25T10:54:04.248440] [INFO ] [FORECASTER] Completed predict_future for TNK
[2025-11-25T10:54:04.248601] [INFO ] [sig       ] TNK: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:54:04.390081] [INFO ] [LOCAL     ] Saved forecast: TNK	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/TNK.txt
[2025-11-25T10:54:04.390250] [INFO ] [sig       ] [1820/2057] Completed TNK in 0.3s | 2.88 sym/s | Total: 10.5m | ETA: 1.4m
[2025-11-25T10:54:04.390304] [INFO ] [sig       ] [1821/2057] Forecasting TNL...
[2025-11-25T10:54:04.390349] [INFO ] [sig       ] Generating forecast for: TNL
[2025-11-25T10:54:04.390399] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TNL' from 'https://tdm.silogroup.org/data/derivative_storage/TNL.csv'.
[2025-11-25T10:54:04.402855] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'TNL'.
[2025-11-25T10:54:04.403305] [INFO ] [FORECASTER] Starting predict_future for TNL
[2025-11-25T10:54:04.404129] [DEBUG] [LOCAL     ] No optimal features file found for TNL: ./output/feature-sets/TNL.txt
[2025-11-25T10:54:04.404198] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:54:04.404245] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:54:04.404286] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:54:04.404354] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:54:04.473300] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:54:04.474183] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:54:04.474286] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:54:04.474336] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:54:04.577241] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:54:04.577438] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:54:04.577486] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:54:04.577520] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:54:04.581174] [DEBUG] [FORECASTER] TNL: Forecast T+1@11:T+2@11: DOWN (p=12.40%)
[2025-11-25T10:54:04.581470] [INFO ] [FORECASTER] Completed predict_future for TNL
[2025-11-25T10:54:04.581626] [INFO ] [sig       ] TNL: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:54:04.728788] [INFO ] [LOCAL     ] Saved forecast: TNL	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/TNL.txt
[2025-11-25T10:54:04.728963] [INFO ] [sig       ] [1821/2057] Completed TNL in 0.3s | 2.88 sym/s | Total: 10.6m | ETA: 1.4m
[2025-11-25T10:54:04.729016] [INFO ] [sig       ] [1822/2057] Forecasting TOL...
[2025-11-25T10:54:04.729061] [INFO ] [sig       ] Generating forecast for: TOL
[2025-11-25T10:54:04.729101] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TOL' from 'https://tdm.silogroup.org/data/derivative_storage/TOL.csv'.
[2025-11-25T10:54:04.741380] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'TOL'.
[2025-11-25T10:54:04.741860] [INFO ] [FORECASTER] Starting predict_future for TOL
[2025-11-25T10:54:04.742722] [DEBUG] [LOCAL     ] No optimal features file found for TOL: ./output/feature-sets/TOL.txt
[2025-11-25T10:54:04.742792] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:54:04.742838] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:54:04.742877] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:54:04.742945] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:54:04.811755] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:54:04.812496] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:54:04.812618] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:54:04.812691] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:54:04.912489] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:54:04.912699] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:54:04.912769] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:54:04.912817] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:54:04.916242] [DEBUG] [FORECASTER] TOL: Forecast T+1@11:T+2@11: UP (p=98.44%)
[2025-11-25T10:54:04.916551] [INFO ] [FORECASTER] Completed predict_future for TOL
[2025-11-25T10:54:04.916737] [INFO ] [sig       ] TOL: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:54:05.061881] [INFO ] [LOCAL     ] Saved forecast: TOL	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/TOL.txt
[2025-11-25T10:54:05.062066] [INFO ] [sig       ] [1822/2057] Completed TOL in 0.3s | 2.88 sym/s | Total: 10.6m | ETA: 1.4m
[2025-11-25T10:54:05.062123] [INFO ] [sig       ] [1823/2057] Forecasting TOST...
[2025-11-25T10:54:05.062168] [INFO ] [sig       ] Generating forecast for: TOST
[2025-11-25T10:54:05.062213] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TOST' from 'https://tdm.silogroup.org/data/derivative_storage/TOST.csv'.
[2025-11-25T10:54:05.074011] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'TOST'.
[2025-11-25T10:54:05.074440] [INFO ] [FORECASTER] Starting predict_future for TOST
[2025-11-25T10:54:05.075281] [DEBUG] [LOCAL     ] No optimal features file found for TOST: ./output/feature-sets/TOST.txt
[2025-11-25T10:54:05.075361] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:54:05.075411] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:54:05.075453] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:54:05.075523] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:54:05.142880] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:54:05.143727] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:54:05.143824] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:54:05.143874] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:54:05.251079] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:54:05.251271] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:54:05.251320] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:54:05.251356] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:54:05.255252] [DEBUG] [FORECASTER] TOST: Forecast T+1@11:T+2@11: UP (p=97.32%)
[2025-11-25T10:54:05.255576] [INFO ] [FORECASTER] Completed predict_future for TOST
[2025-11-25T10:54:05.255753] [INFO ] [sig       ] TOST: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:54:05.399697] [INFO ] [LOCAL     ] Saved forecast: TOST	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/TOST.txt
[2025-11-25T10:54:05.399864] [INFO ] [sig       ] [1823/2057] Completed TOST in 0.3s | 2.88 sym/s | Total: 10.6m | ETA: 1.4m
[2025-11-25T10:54:05.399919] [INFO ] [sig       ] [1824/2057] Forecasting TPB...
[2025-11-25T10:54:05.399964] [INFO ] [sig       ] Generating forecast for: TPB
[2025-11-25T10:54:05.400007] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TPB' from 'https://tdm.silogroup.org/data/derivative_storage/TPB.csv'.
[2025-11-25T10:54:05.411697] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'TPB'.
[2025-11-25T10:54:05.412113] [INFO ] [FORECASTER] Starting predict_future for TPB
[2025-11-25T10:54:05.412968] [DEBUG] [LOCAL     ] No optimal features file found for TPB: ./output/feature-sets/TPB.txt
[2025-11-25T10:54:05.413038] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:54:05.413084] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:54:05.413126] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:54:05.413195] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:54:05.481843] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:54:05.482707] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:54:05.482805] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:54:05.482853] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:54:05.587289] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:54:05.587513] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:54:05.587574] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:54:05.587625] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:54:05.591329] [DEBUG] [FORECASTER] TPB: Forecast T+1@11:T+2@11: UP (p=82.35%)
[2025-11-25T10:54:05.591714] [INFO ] [FORECASTER] Completed predict_future for TPB
[2025-11-25T10:54:05.591893] [INFO ] [sig       ] TPB: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:54:05.735468] [INFO ] [LOCAL     ] Saved forecast: TPB	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/TPB.txt
[2025-11-25T10:54:05.735633] [INFO ] [sig       ] [1824/2057] Completed TPB in 0.3s | 2.88 sym/s | Total: 10.6m | ETA: 1.3m
[2025-11-25T10:54:05.735708] [INFO ] [sig       ] [1825/2057] Forecasting TPC...
[2025-11-25T10:54:05.735752] [INFO ] [sig       ] Generating forecast for: TPC
[2025-11-25T10:54:05.735795] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TPC' from 'https://tdm.silogroup.org/data/derivative_storage/TPC.csv'.
[2025-11-25T10:54:05.747335] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'TPC'.
[2025-11-25T10:54:05.747757] [INFO ] [FORECASTER] Starting predict_future for TPC
[2025-11-25T10:54:05.748519] [DEBUG] [LOCAL     ] No optimal features file found for TPC: ./output/feature-sets/TPC.txt
[2025-11-25T10:54:05.748593] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:54:05.748659] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:54:05.748704] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:54:05.748773] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:54:05.813398] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:54:05.814141] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:54:05.814238] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:54:05.814286] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:54:05.929107] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:54:05.929307] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:54:05.929355] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:54:05.929390] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:54:05.932919] [DEBUG] [FORECASTER] TPC: Forecast T+1@11:T+2@11: DOWN (p=7.39%)
[2025-11-25T10:54:05.933352] [INFO ] [FORECASTER] Completed predict_future for TPC
[2025-11-25T10:54:05.933581] [INFO ] [sig       ] TPC: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:54:06.072137] [INFO ] [LOCAL     ] Saved forecast: TPC	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/TPC.txt
[2025-11-25T10:54:06.072299] [INFO ] [sig       ] [1825/2057] Completed TPC in 0.3s | 2.88 sym/s | Total: 10.6m | ETA: 1.3m
[2025-11-25T10:54:06.072354] [INFO ] [sig       ] [1826/2057] Forecasting TPH...
[2025-11-25T10:54:06.072398] [INFO ] [sig       ] Generating forecast for: TPH
[2025-11-25T10:54:06.072442] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TPH' from 'https://tdm.silogroup.org/data/derivative_storage/TPH.csv'.
[2025-11-25T10:54:06.084504] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'TPH'.
[2025-11-25T10:54:06.084981] [INFO ] [FORECASTER] Starting predict_future for TPH
[2025-11-25T10:54:06.085840] [DEBUG] [LOCAL     ] No optimal features file found for TPH: ./output/feature-sets/TPH.txt
[2025-11-25T10:54:06.085914] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:54:06.085976] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:54:06.086033] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:54:06.086105] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:54:06.156099] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:54:06.157121] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:54:06.157233] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:54:06.157282] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:54:06.260124] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:54:06.260332] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:54:06.260379] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:54:06.260415] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:54:06.264120] [DEBUG] [FORECASTER] TPH: Forecast T+1@11:T+2@11: UP (p=88.80%)
[2025-11-25T10:54:06.264429] [INFO ] [FORECASTER] Completed predict_future for TPH
[2025-11-25T10:54:06.264584] [INFO ] [sig       ] TPH: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:54:06.411271] [INFO ] [LOCAL     ] Saved forecast: TPH	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/TPH.txt
[2025-11-25T10:54:06.411482] [INFO ] [sig       ] [1826/2057] Completed TPH in 0.3s | 2.88 sym/s | Total: 10.6m | ETA: 1.3m
[2025-11-25T10:54:06.411551] [INFO ] [sig       ] [1827/2057] Forecasting TPL...
[2025-11-25T10:54:06.411596] [INFO ] [sig       ] Generating forecast for: TPL
[2025-11-25T10:54:06.411658] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TPL' from 'https://tdm.silogroup.org/data/derivative_storage/TPL.csv'.
[2025-11-25T10:54:06.423000] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'TPL'.
[2025-11-25T10:54:06.423459] [INFO ] [FORECASTER] Starting predict_future for TPL
[2025-11-25T10:54:06.424296] [DEBUG] [LOCAL     ] No optimal features file found for TPL: ./output/feature-sets/TPL.txt
[2025-11-25T10:54:06.424366] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:54:06.424412] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:54:06.424452] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:54:06.424521] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:54:06.489312] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:54:06.490083] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:54:06.490183] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:54:06.490230] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:54:06.590752] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:54:06.590943] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:54:06.590988] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:54:06.591022] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:54:06.594377] [DEBUG] [FORECASTER] TPL: Forecast T+1@11:T+2@11: UP (p=72.31%)
[2025-11-25T10:54:06.594702] [INFO ] [FORECASTER] Completed predict_future for TPL
[2025-11-25T10:54:06.594871] [INFO ] [sig       ] TPL: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:54:06.733368] [INFO ] [LOCAL     ] Saved forecast: TPL	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/TPL.txt
[2025-11-25T10:54:06.733533] [INFO ] [sig       ] [1827/2057] Completed TPL in 0.3s | 2.88 sym/s | Total: 10.6m | ETA: 1.3m
[2025-11-25T10:54:06.733588] [INFO ] [sig       ] [1828/2057] Forecasting TPR...
[2025-11-25T10:54:06.733632] [INFO ] [sig       ] Generating forecast for: TPR
[2025-11-25T10:54:06.733698] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TPR' from 'https://tdm.silogroup.org/data/derivative_storage/TPR.csv'.
[2025-11-25T10:54:06.744917] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'TPR'.
[2025-11-25T10:54:06.745326] [INFO ] [FORECASTER] Starting predict_future for TPR
[2025-11-25T10:54:06.746116] [DEBUG] [LOCAL     ] No optimal features file found for TPR: ./output/feature-sets/TPR.txt
[2025-11-25T10:54:06.746186] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:54:06.746232] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:54:06.746272] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:54:06.746339] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:54:06.813675] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:54:06.814442] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:54:06.814539] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:54:06.814588] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:54:06.917944] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:54:06.918128] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:54:06.918173] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:54:06.918207] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:54:06.921586] [DEBUG] [FORECASTER] TPR: Forecast T+1@11:T+2@11: UP (p=99.06%)
[2025-11-25T10:54:06.922093] [INFO ] [FORECASTER] Completed predict_future for TPR
[2025-11-25T10:54:06.922253] [INFO ] [sig       ] TPR: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:54:07.063162] [INFO ] [LOCAL     ] Saved forecast: TPR	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/TPR.txt
[2025-11-25T10:54:07.063331] [INFO ] [sig       ] [1828/2057] Completed TPR in 0.3s | 2.88 sym/s | Total: 10.6m | ETA: 1.3m
[2025-11-25T10:54:07.063386] [INFO ] [sig       ] [1829/2057] Forecasting TPVG...
[2025-11-25T10:54:07.063430] [INFO ] [sig       ] Generating forecast for: TPVG
[2025-11-25T10:54:07.063474] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TPVG' from 'https://tdm.silogroup.org/data/derivative_storage/TPVG.csv'.
[2025-11-25T10:54:07.074898] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'TPVG'.
[2025-11-25T10:54:07.075324] [INFO ] [FORECASTER] Starting predict_future for TPVG
[2025-11-25T10:54:07.076171] [DEBUG] [LOCAL     ] No optimal features file found for TPVG: ./output/feature-sets/TPVG.txt
[2025-11-25T10:54:07.076239] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:54:07.076285] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:54:07.076325] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:54:07.076394] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:54:07.141599] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:54:07.142449] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:54:07.142546] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:54:07.142589] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:54:07.248738] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:54:07.248928] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:54:07.248975] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:54:07.249009] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:54:07.252347] [DEBUG] [FORECASTER] TPVG: Forecast T+1@11:T+2@11: DOWN (p=48.03%)
[2025-11-25T10:54:07.252637] [INFO ] [FORECASTER] Completed predict_future for TPVG
[2025-11-25T10:54:07.252812] [INFO ] [sig       ] TPVG: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:54:07.392056] [INFO ] [LOCAL     ] Saved forecast: TPVG	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/TPVG.txt
[2025-11-25T10:54:07.392222] [INFO ] [sig       ] [1829/2057] Completed TPVG in 0.3s | 2.88 sym/s | Total: 10.6m | ETA: 1.3m
[2025-11-25T10:54:07.392277] [INFO ] [sig       ] [1830/2057] Forecasting TPYP...
[2025-11-25T10:54:07.392320] [INFO ] [sig       ] Generating forecast for: TPYP
[2025-11-25T10:54:07.392363] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TPYP' from 'https://tdm.silogroup.org/data/derivative_storage/TPYP.csv'.
[2025-11-25T10:54:07.403429] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'TPYP'.
[2025-11-25T10:54:07.403846] [INFO ] [FORECASTER] Starting predict_future for TPYP
[2025-11-25T10:54:07.404620] [DEBUG] [LOCAL     ] No optimal features file found for TPYP: ./output/feature-sets/TPYP.txt
[2025-11-25T10:54:07.404734] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:54:07.404784] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:54:07.404825] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:54:07.404896] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:54:07.469669] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:54:07.470445] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:54:07.470541] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:54:07.470589] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:54:07.564250] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:54:07.564440] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:54:07.564486] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:54:07.564520] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:54:07.567914] [DEBUG] [FORECASTER] TPYP: Forecast T+1@11:T+2@11: DOWN (p=19.40%)
[2025-11-25T10:54:07.568203] [INFO ] [FORECASTER] Completed predict_future for TPYP
[2025-11-25T10:54:07.568347] [INFO ] [sig       ] TPYP: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:54:07.708472] [INFO ] [LOCAL     ] Saved forecast: TPYP	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/TPYP.txt
[2025-11-25T10:54:07.708683] [INFO ] [sig       ] [1830/2057] Completed TPYP in 0.3s | 2.88 sym/s | Total: 10.6m | ETA: 1.3m
[2025-11-25T10:54:07.708748] [INFO ] [sig       ] [1831/2057] Forecasting TPZ...
[2025-11-25T10:54:07.708791] [INFO ] [sig       ] Generating forecast for: TPZ
[2025-11-25T10:54:07.708834] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TPZ' from 'https://tdm.silogroup.org/data/derivative_storage/TPZ.csv'.
[2025-11-25T10:54:07.720081] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'TPZ'.
[2025-11-25T10:54:07.720519] [INFO ] [FORECASTER] Starting predict_future for TPZ
[2025-11-25T10:54:07.721345] [DEBUG] [LOCAL     ] No optimal features file found for TPZ: ./output/feature-sets/TPZ.txt
[2025-11-25T10:54:07.721417] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:54:07.721462] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:54:07.721502] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:54:07.721570] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:54:07.787415] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:54:07.788342] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:54:07.788443] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:54:07.788490] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:54:07.884549] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:54:07.884762] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:54:07.884819] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:54:07.884855] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:54:07.888371] [DEBUG] [FORECASTER] TPZ: Forecast T+1@11:T+2@11: UP (p=97.61%)
[2025-11-25T10:54:07.888686] [INFO ] [FORECASTER] Completed predict_future for TPZ
[2025-11-25T10:54:07.888842] [INFO ] [sig       ] TPZ: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:54:08.029107] [INFO ] [LOCAL     ] Saved forecast: TPZ	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/TPZ.txt
[2025-11-25T10:54:08.029274] [INFO ] [sig       ] [1831/2057] Completed TPZ in 0.3s | 2.88 sym/s | Total: 10.6m | ETA: 1.3m
[2025-11-25T10:54:08.029329] [INFO ] [sig       ] [1832/2057] Forecasting TR...
[2025-11-25T10:54:08.029373] [INFO ] [sig       ] Generating forecast for: TR
[2025-11-25T10:54:08.029415] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TR' from 'https://tdm.silogroup.org/data/derivative_storage/TR.csv'.
[2025-11-25T10:54:08.040757] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'TR'.
[2025-11-25T10:54:08.041162] [INFO ] [FORECASTER] Starting predict_future for TR
[2025-11-25T10:54:08.041954] [DEBUG] [LOCAL     ] No optimal features file found for TR: ./output/feature-sets/TR.txt
[2025-11-25T10:54:08.042023] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:54:08.042068] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:54:08.042109] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:54:08.042177] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:54:08.108785] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:54:08.109627] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:54:08.109744] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:54:08.109793] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:54:08.212392] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:54:08.212626] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:54:08.212715] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:54:08.212792] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:54:08.216416] [DEBUG] [FORECASTER] TR: Forecast T+1@11:T+2@11: DOWN (p=43.79%)
[2025-11-25T10:54:08.216738] [INFO ] [FORECASTER] Completed predict_future for TR
[2025-11-25T10:54:08.216935] [INFO ] [sig       ] TR: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:54:08.357331] [INFO ] [LOCAL     ] Saved forecast: TR	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/TR.txt
[2025-11-25T10:54:08.357496] [INFO ] [sig       ] [1832/2057] Completed TR in 0.3s | 2.88 sym/s | Total: 10.6m | ETA: 1.3m
[2025-11-25T10:54:08.357551] [INFO ] [sig       ] [1833/2057] Forecasting TRAK...
[2025-11-25T10:54:08.357594] [INFO ] [sig       ] Generating forecast for: TRAK
[2025-11-25T10:54:08.357634] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TRAK' from 'https://tdm.silogroup.org/data/derivative_storage/TRAK.csv'.
[2025-11-25T10:54:08.368004] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'TRAK'.
[2025-11-25T10:54:08.368356] [INFO ] [FORECASTER] Starting predict_future for TRAK
[2025-11-25T10:54:08.369160] [DEBUG] [LOCAL     ] No optimal features file found for TRAK: ./output/feature-sets/TRAK.txt
[2025-11-25T10:54:08.369230] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:54:08.369276] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:54:08.369316] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:54:08.369382] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:54:08.434986] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:54:08.435979] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:54:08.436080] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:54:08.436129] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:54:08.535315] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:54:08.535518] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:54:08.535569] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:54:08.535605] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:54:08.539330] [DEBUG] [FORECASTER] TRAK: Forecast T+1@11:T+2@11: UP (p=93.46%)
[2025-11-25T10:54:08.539640] [INFO ] [FORECASTER] Completed predict_future for TRAK
[2025-11-25T10:54:08.539857] [INFO ] [sig       ] TRAK: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:54:08.679246] [INFO ] [LOCAL     ] Saved forecast: TRAK	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/TRAK.txt
[2025-11-25T10:54:08.679418] [INFO ] [sig       ] [1833/2057] Completed TRAK in 0.3s | 2.88 sym/s | Total: 10.6m | ETA: 1.3m
[2025-11-25T10:54:08.679481] [INFO ] [sig       ] [1834/2057] Forecasting TRC...
[2025-11-25T10:54:08.679529] [INFO ] [sig       ] Generating forecast for: TRC
[2025-11-25T10:54:08.679572] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TRC' from 'https://tdm.silogroup.org/data/derivative_storage/TRC.csv'.
[2025-11-25T10:54:08.691055] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'TRC'.
[2025-11-25T10:54:08.691462] [INFO ] [FORECASTER] Starting predict_future for TRC
[2025-11-25T10:54:08.692272] [DEBUG] [LOCAL     ] No optimal features file found for TRC: ./output/feature-sets/TRC.txt
[2025-11-25T10:54:08.692342] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:54:08.692389] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:54:08.692430] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:54:08.692500] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:54:08.759726] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:54:08.760665] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:54:08.760765] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:54:08.760937] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:54:08.863423] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:54:08.863616] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:54:08.863685] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:54:08.863729] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:54:08.867202] [DEBUG] [FORECASTER] TRC: Forecast T+1@11:T+2@11: DOWN (p=5.25%)
[2025-11-25T10:54:08.867502] [INFO ] [FORECASTER] Completed predict_future for TRC
[2025-11-25T10:54:08.867675] [INFO ] [sig       ] TRC: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:54:09.007100] [INFO ] [LOCAL     ] Saved forecast: TRC	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/TRC.txt
[2025-11-25T10:54:09.007246] [INFO ] [sig       ] [1834/2057] Completed TRC in 0.3s | 2.88 sym/s | Total: 10.6m | ETA: 1.3m
[2025-11-25T10:54:09.007300] [INFO ] [sig       ] [1835/2057] Forecasting TREX...
[2025-11-25T10:54:09.007345] [INFO ] [sig       ] Generating forecast for: TREX
[2025-11-25T10:54:09.007387] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TREX' from 'https://tdm.silogroup.org/data/derivative_storage/TREX.csv'.
[2025-11-25T10:54:09.018403] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'TREX'.
[2025-11-25T10:54:09.018800] [INFO ] [FORECASTER] Starting predict_future for TREX
[2025-11-25T10:54:09.019611] [DEBUG] [LOCAL     ] No optimal features file found for TREX: ./output/feature-sets/TREX.txt
[2025-11-25T10:54:09.019708] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:54:09.019755] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:54:09.019796] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:54:09.019864] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:54:09.086275] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:54:09.086964] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:54:09.087081] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:54:09.087131] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:54:09.184537] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:54:09.184744] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:54:09.184815] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:54:09.184864] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:54:09.188235] [DEBUG] [FORECASTER] TREX: Forecast T+1@11:T+2@11: DOWN (p=2.30%)
[2025-11-25T10:54:09.188535] [INFO ] [FORECASTER] Completed predict_future for TREX
[2025-11-25T10:54:09.188758] [INFO ] [sig       ] TREX: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:54:09.330423] [INFO ] [LOCAL     ] Saved forecast: TREX	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/TREX.txt
[2025-11-25T10:54:09.330568] [INFO ] [sig       ] [1835/2057] Completed TREX in 0.3s | 2.88 sym/s | Total: 10.6m | ETA: 1.3m
[2025-11-25T10:54:09.330625] [INFO ] [sig       ] [1836/2057] Forecasting TRGP...
[2025-11-25T10:54:09.330695] [INFO ] [sig       ] Generating forecast for: TRGP
[2025-11-25T10:54:09.330739] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TRGP' from 'https://tdm.silogroup.org/data/derivative_storage/TRGP.csv'.
[2025-11-25T10:54:09.342001] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'TRGP'.
[2025-11-25T10:54:09.342365] [INFO ] [FORECASTER] Starting predict_future for TRGP
[2025-11-25T10:54:09.343170] [DEBUG] [LOCAL     ] No optimal features file found for TRGP: ./output/feature-sets/TRGP.txt
[2025-11-25T10:54:09.343240] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:54:09.343286] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:54:09.343327] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:54:09.343396] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:54:09.410513] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:54:09.411287] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:54:09.411392] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:54:09.411443] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:54:09.506003] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:54:09.506169] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:54:09.506214] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:54:09.506249] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:54:09.509634] [DEBUG] [FORECASTER] TRGP: Forecast T+1@11:T+2@11: DOWN (p=47.11%)
[2025-11-25T10:54:09.509966] [INFO ] [FORECASTER] Completed predict_future for TRGP
[2025-11-25T10:54:09.510136] [INFO ] [sig       ] TRGP: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:54:09.654281] [INFO ] [LOCAL     ] Saved forecast: TRGP	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/TRGP.txt
[2025-11-25T10:54:09.654446] [INFO ] [sig       ] [1836/2057] Completed TRGP in 0.3s | 2.88 sym/s | Total: 10.6m | ETA: 1.3m
[2025-11-25T10:54:09.654505] [INFO ] [sig       ] [1837/2057] Forecasting TRN...
[2025-11-25T10:54:09.654551] [INFO ] [sig       ] Generating forecast for: TRN
[2025-11-25T10:54:09.654595] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TRN' from 'https://tdm.silogroup.org/data/derivative_storage/TRN.csv'.
[2025-11-25T10:54:09.665971] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'TRN'.
[2025-11-25T10:54:09.666329] [INFO ] [FORECASTER] Starting predict_future for TRN
[2025-11-25T10:54:09.667171] [DEBUG] [LOCAL     ] No optimal features file found for TRN: ./output/feature-sets/TRN.txt
[2025-11-25T10:54:09.667241] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:54:09.667286] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:54:09.667326] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:54:09.667399] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:54:09.735367] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:54:09.736211] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:54:09.736310] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:54:09.736361] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:54:09.833470] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:54:09.833629] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:54:09.833786] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:54:09.833841] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:54:09.837193] [DEBUG] [FORECASTER] TRN: Forecast T+1@11:T+2@11: DOWN (p=13.14%)
[2025-11-25T10:54:09.837487] [INFO ] [FORECASTER] Completed predict_future for TRN
[2025-11-25T10:54:09.837663] [INFO ] [sig       ] TRN: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:54:09.978796] [INFO ] [LOCAL     ] Saved forecast: TRN	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/TRN.txt
[2025-11-25T10:54:09.978943] [INFO ] [sig       ] [1837/2057] Completed TRN in 0.3s | 2.88 sym/s | Total: 10.6m | ETA: 1.3m
[2025-11-25T10:54:09.978997] [INFO ] [sig       ] [1838/2057] Forecasting TRNO...
[2025-11-25T10:54:09.979041] [INFO ] [sig       ] Generating forecast for: TRNO
[2025-11-25T10:54:09.979082] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TRNO' from 'https://tdm.silogroup.org/data/derivative_storage/TRNO.csv'.
[2025-11-25T10:54:09.990193] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'TRNO'.
[2025-11-25T10:54:09.990563] [INFO ] [FORECASTER] Starting predict_future for TRNO
[2025-11-25T10:54:09.991383] [DEBUG] [LOCAL     ] No optimal features file found for TRNO: ./output/feature-sets/TRNO.txt
[2025-11-25T10:54:09.991456] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:54:09.991504] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:54:09.991547] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:54:09.991617] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:54:10.057695] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:54:10.058358] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:54:10.058452] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:54:10.058499] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:54:10.157822] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:54:10.157990] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:54:10.158034] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:54:10.158069] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:54:10.161394] [DEBUG] [FORECASTER] TRNO: Forecast T+1@11:T+2@11: DOWN (p=15.50%)
[2025-11-25T10:54:10.161709] [INFO ] [FORECASTER] Completed predict_future for TRNO
[2025-11-25T10:54:10.161861] [INFO ] [sig       ] TRNO: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:54:10.305397] [INFO ] [LOCAL     ] Saved forecast: TRNO	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/TRNO.txt
[2025-11-25T10:54:10.305601] [INFO ] [sig       ] [1838/2057] Completed TRNO in 0.3s | 2.88 sym/s | Total: 10.6m | ETA: 1.3m
[2025-11-25T10:54:10.305687] [INFO ] [sig       ] [1839/2057] Forecasting TROX...
[2025-11-25T10:54:10.305737] [INFO ] [sig       ] Generating forecast for: TROX
[2025-11-25T10:54:10.305781] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TROX' from 'https://tdm.silogroup.org/data/derivative_storage/TROX.csv'.
[2025-11-25T10:54:10.317617] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'TROX'.
[2025-11-25T10:54:10.318063] [INFO ] [FORECASTER] Starting predict_future for TROX
[2025-11-25T10:54:10.319020] [DEBUG] [LOCAL     ] No optimal features file found for TROX: ./output/feature-sets/TROX.txt
[2025-11-25T10:54:10.319093] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:54:10.319139] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:54:10.319180] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:54:10.319248] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:54:10.388298] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:54:10.389205] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:54:10.389323] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:54:10.389372] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:54:10.495549] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:54:10.495746] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:54:10.495798] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:54:10.495832] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:54:10.499392] [DEBUG] [FORECASTER] TROX: Forecast T+1@11:T+2@11: UP (p=91.69%)
[2025-11-25T10:54:10.499695] [INFO ] [FORECASTER] Completed predict_future for TROX
[2025-11-25T10:54:10.499846] [INFO ] [sig       ] TROX: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:54:10.641248] [INFO ] [LOCAL     ] Saved forecast: TROX	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/TROX.txt
[2025-11-25T10:54:10.641409] [INFO ] [sig       ] [1839/2057] Completed TROX in 0.3s | 2.88 sym/s | Total: 10.6m | ETA: 1.3m
[2025-11-25T10:54:10.641465] [INFO ] [sig       ] [1840/2057] Forecasting TRP...
[2025-11-25T10:54:10.641509] [INFO ] [sig       ] Generating forecast for: TRP
[2025-11-25T10:54:10.641554] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TRP' from 'https://tdm.silogroup.org/data/derivative_storage/TRP.csv'.
[2025-11-25T10:54:10.654413] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'TRP'.
[2025-11-25T10:54:10.654933] [INFO ] [FORECASTER] Starting predict_future for TRP
[2025-11-25T10:54:10.655832] [DEBUG] [LOCAL     ] No optimal features file found for TRP: ./output/feature-sets/TRP.txt
[2025-11-25T10:54:10.655917] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:54:10.655969] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:54:10.656010] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:54:10.656080] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:54:10.728967] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:54:10.729990] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:54:10.730097] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:54:10.730148] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:54:10.853812] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:54:10.854017] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:54:10.854066] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:54:10.854103] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:54:10.857960] [DEBUG] [FORECASTER] TRP: Forecast T+1@11:T+2@11: UP (p=58.83%)
[2025-11-25T10:54:10.858290] [INFO ] [FORECASTER] Completed predict_future for TRP
[2025-11-25T10:54:10.858488] [INFO ] [sig       ] TRP: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:54:11.006232] [INFO ] [LOCAL     ] Saved forecast: TRP	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/TRP.txt
[2025-11-25T10:54:11.006436] [INFO ] [sig       ] [1840/2057] Completed TRP in 0.4s | 2.88 sym/s | Total: 10.7m | ETA: 1.3m
[2025-11-25T10:54:11.006491] [INFO ] [sig       ] [1841/2057] Forecasting TRTX...
[2025-11-25T10:54:11.006537] [INFO ] [sig       ] Generating forecast for: TRTX
[2025-11-25T10:54:11.006584] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TRTX' from 'https://tdm.silogroup.org/data/derivative_storage/TRTX.csv'.
[2025-11-25T10:54:11.017807] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'TRTX'.
[2025-11-25T10:54:11.018231] [INFO ] [FORECASTER] Starting predict_future for TRTX
[2025-11-25T10:54:11.019049] [DEBUG] [LOCAL     ] No optimal features file found for TRTX: ./output/feature-sets/TRTX.txt
[2025-11-25T10:54:11.019120] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:54:11.019206] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:54:11.019249] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:54:11.019319] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:54:11.085054] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:54:11.085959] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:54:11.086060] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:54:11.086108] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:54:11.185946] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:54:11.186170] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:54:11.186219] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:54:11.186254] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:54:11.189695] [DEBUG] [FORECASTER] TRTX: Forecast T+1@11:T+2@11: UP (p=90.10%)
[2025-11-25T10:54:11.189995] [INFO ] [FORECASTER] Completed predict_future for TRTX
[2025-11-25T10:54:11.190140] [INFO ] [sig       ] TRTX: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:54:11.334111] [INFO ] [LOCAL     ] Saved forecast: TRTX	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/TRTX.txt
[2025-11-25T10:54:11.334293] [INFO ] [sig       ] [1841/2057] Completed TRTX in 0.3s | 2.88 sym/s | Total: 10.7m | ETA: 1.3m
[2025-11-25T10:54:11.334348] [INFO ] [sig       ] [1842/2057] Forecasting TRU...
[2025-11-25T10:54:11.334392] [INFO ] [sig       ] Generating forecast for: TRU
[2025-11-25T10:54:11.334436] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TRU' from 'https://tdm.silogroup.org/data/derivative_storage/TRU.csv'.
[2025-11-25T10:54:11.345721] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'TRU'.
[2025-11-25T10:54:11.346141] [INFO ] [FORECASTER] Starting predict_future for TRU
[2025-11-25T10:54:11.346936] [DEBUG] [LOCAL     ] No optimal features file found for TRU: ./output/feature-sets/TRU.txt
[2025-11-25T10:54:11.347005] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:54:11.347079] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:54:11.347121] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:54:11.347192] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:54:11.413517] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:54:11.414478] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:54:11.414581] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:54:11.414630] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:54:11.518008] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:54:11.518170] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:54:11.518226] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:54:11.518263] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:54:11.521736] [DEBUG] [FORECASTER] TRU: Forecast T+1@11:T+2@11: DOWN (p=35.20%)
[2025-11-25T10:54:11.522022] [INFO ] [FORECASTER] Completed predict_future for TRU
[2025-11-25T10:54:11.522170] [INFO ] [sig       ] TRU: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:54:11.664492] [INFO ] [LOCAL     ] Saved forecast: TRU	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/TRU.txt
[2025-11-25T10:54:11.664807] [INFO ] [sig       ] [1842/2057] Completed TRU in 0.3s | 2.88 sym/s | Total: 10.7m | ETA: 1.2m
[2025-11-25T10:54:11.664871] [INFO ] [sig       ] [1843/2057] Forecasting TRV...
[2025-11-25T10:54:11.664916] [INFO ] [sig       ] Generating forecast for: TRV
[2025-11-25T10:54:11.664957] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TRV' from 'https://tdm.silogroup.org/data/derivative_storage/TRV.csv'.
[2025-11-25T10:54:11.678717] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'TRV'.
[2025-11-25T10:54:11.679260] [INFO ] [FORECASTER] Starting predict_future for TRV
[2025-11-25T10:54:11.680176] [DEBUG] [LOCAL     ] No optimal features file found for TRV: ./output/feature-sets/TRV.txt
[2025-11-25T10:54:11.680249] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:54:11.680296] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:54:11.680335] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:54:11.680409] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:54:11.755312] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:54:11.756474] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:54:11.756611] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:54:11.756703] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:54:11.862386] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:54:11.862601] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:54:11.862678] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:54:11.862757] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:54:11.866205] [DEBUG] [FORECASTER] TRV: Forecast T+1@11:T+2@11: UP (p=81.55%)
[2025-11-25T10:54:11.866531] [INFO ] [FORECASTER] Completed predict_future for TRV
[2025-11-25T10:54:11.866706] [INFO ] [sig       ] TRV: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:54:12.010181] [INFO ] [LOCAL     ] Saved forecast: TRV	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/TRV.txt
[2025-11-25T10:54:12.010383] [INFO ] [sig       ] [1843/2057] Completed TRV in 0.3s | 2.88 sym/s | Total: 10.7m | ETA: 1.2m
[2025-11-25T10:54:12.010440] [INFO ] [sig       ] [1844/2057] Forecasting TS...
[2025-11-25T10:54:12.010485] [INFO ] [sig       ] Generating forecast for: TS
[2025-11-25T10:54:12.010525] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TS' from 'https://tdm.silogroup.org/data/derivative_storage/TS.csv'.
[2025-11-25T10:54:12.022330] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'TS'.
[2025-11-25T10:54:12.022776] [INFO ] [FORECASTER] Starting predict_future for TS
[2025-11-25T10:54:12.023557] [DEBUG] [LOCAL     ] No optimal features file found for TS: ./output/feature-sets/TS.txt
[2025-11-25T10:54:12.023628] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:54:12.023694] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:54:12.023735] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:54:12.023804] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:54:12.090727] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:54:12.091667] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:54:12.091768] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:54:12.091817] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:54:12.199464] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:54:12.199674] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:54:12.199746] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:54:12.199792] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:54:12.203200] [DEBUG] [FORECASTER] TS: Forecast T+1@11:T+2@11: UP (p=92.01%)
[2025-11-25T10:54:12.203509] [INFO ] [FORECASTER] Completed predict_future for TS
[2025-11-25T10:54:12.203689] [INFO ] [sig       ] TS: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:54:12.344423] [INFO ] [LOCAL     ] Saved forecast: TS	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/TS.txt
[2025-11-25T10:54:12.344610] [INFO ] [sig       ] [1844/2057] Completed TS in 0.3s | 2.88 sym/s | Total: 10.7m | ETA: 1.2m
[2025-11-25T10:54:12.344687] [INFO ] [sig       ] [1845/2057] Forecasting TSE...
[2025-11-25T10:54:12.344738] [INFO ] [sig       ] Generating forecast for: TSE
[2025-11-25T10:54:12.344793] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TSE' from 'https://tdm.silogroup.org/data/derivative_storage/TSE.csv'.
[2025-11-25T10:54:12.359572] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'TSE'.
[2025-11-25T10:54:12.360364] [INFO ] [FORECASTER] Starting predict_future for TSE
[2025-11-25T10:54:12.361629] [DEBUG] [LOCAL     ] No optimal features file found for TSE: ./output/feature-sets/TSE.txt
[2025-11-25T10:54:12.361742] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:54:12.361810] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:54:12.361874] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:54:12.361981] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:54:12.434244] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:54:12.435546] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:54:12.435702] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:54:12.435757] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:54:12.566894] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:54:12.567246] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:54:12.567314] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:54:12.567363] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:54:12.571493] [DEBUG] [FORECASTER] TSE: Forecast T+1@11:T+2@11: DOWN (p=47.17%)
[2025-11-25T10:54:12.571888] [INFO ] [FORECASTER] Completed predict_future for TSE
[2025-11-25T10:54:12.572384] [INFO ] [sig       ] TSE: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:54:12.724239] [INFO ] [LOCAL     ] Saved forecast: TSE	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/TSE.txt
[2025-11-25T10:54:12.724437] [INFO ] [sig       ] [1845/2057] Completed TSE in 0.4s | 2.88 sym/s | Total: 10.7m | ETA: 1.2m
[2025-11-25T10:54:12.724495] [INFO ] [sig       ] [1846/2057] Forecasting TSI...
[2025-11-25T10:54:12.724540] [INFO ] [sig       ] Generating forecast for: TSI
[2025-11-25T10:54:12.724583] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TSI' from 'https://tdm.silogroup.org/data/derivative_storage/TSI.csv'.
[2025-11-25T10:54:12.736219] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'TSI'.
[2025-11-25T10:54:12.736618] [INFO ] [FORECASTER] Starting predict_future for TSI
[2025-11-25T10:54:12.737493] [DEBUG] [LOCAL     ] No optimal features file found for TSI: ./output/feature-sets/TSI.txt
[2025-11-25T10:54:12.737567] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:54:12.737617] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:54:12.737681] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:54:12.737760] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:54:12.805225] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:54:12.806171] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:54:12.806277] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:54:12.806325] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:54:12.921039] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:54:12.921246] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:54:12.921295] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:54:12.921332] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:54:12.924913] [DEBUG] [FORECASTER] TSI: Forecast T+1@11:T+2@11: UP (p=94.44%)
[2025-11-25T10:54:12.925249] [INFO ] [FORECASTER] Completed predict_future for TSI
[2025-11-25T10:54:12.925426] [INFO ] [sig       ] TSI: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:54:13.072214] [INFO ] [LOCAL     ] Saved forecast: TSI	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/TSI.txt
[2025-11-25T10:54:13.072415] [INFO ] [sig       ] [1846/2057] Completed TSI in 0.3s | 2.88 sym/s | Total: 10.7m | ETA: 1.2m
[2025-11-25T10:54:13.072483] [INFO ] [sig       ] [1847/2057] Forecasting TSLX...
[2025-11-25T10:54:13.072531] [INFO ] [sig       ] Generating forecast for: TSLX
[2025-11-25T10:54:13.072575] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TSLX' from 'https://tdm.silogroup.org/data/derivative_storage/TSLX.csv'.
[2025-11-25T10:54:13.084038] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'TSLX'.
[2025-11-25T10:54:13.084446] [INFO ] [FORECASTER] Starting predict_future for TSLX
[2025-11-25T10:54:13.085265] [DEBUG] [LOCAL     ] No optimal features file found for TSLX: ./output/feature-sets/TSLX.txt
[2025-11-25T10:54:13.085348] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:54:13.085399] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:54:13.085442] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:54:13.085511] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:54:13.154682] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:54:13.155581] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:54:13.155712] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:54:13.155765] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:54:13.276211] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:54:13.276421] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:54:13.276470] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:54:13.276506] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:54:13.280153] [DEBUG] [FORECASTER] TSLX: Forecast T+1@11:T+2@11: DOWN (p=25.42%)
[2025-11-25T10:54:13.280523] [INFO ] [FORECASTER] Completed predict_future for TSLX
[2025-11-25T10:54:13.280723] [INFO ] [sig       ] TSLX: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:54:13.424074] [INFO ] [LOCAL     ] Saved forecast: TSLX	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/TSLX.txt
[2025-11-25T10:54:13.424262] [INFO ] [sig       ] [1847/2057] Completed TSLX in 0.4s | 2.88 sym/s | Total: 10.7m | ETA: 1.2m
[2025-11-25T10:54:13.424320] [INFO ] [sig       ] [1848/2057] Forecasting TSM...
[2025-11-25T10:54:13.424366] [INFO ] [sig       ] Generating forecast for: TSM
[2025-11-25T10:54:13.424408] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TSM' from 'https://tdm.silogroup.org/data/derivative_storage/TSM.csv'.
[2025-11-25T10:54:13.436221] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'TSM'.
[2025-11-25T10:54:13.436696] [INFO ] [FORECASTER] Starting predict_future for TSM
[2025-11-25T10:54:13.437514] [DEBUG] [LOCAL     ] No optimal features file found for TSM: ./output/feature-sets/TSM.txt
[2025-11-25T10:54:13.437585] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:54:13.437632] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:54:13.437703] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:54:13.437791] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:54:13.505414] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:54:13.506330] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:54:13.506433] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:54:13.506483] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:54:13.625802] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:54:13.626017] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:54:13.626077] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:54:13.626117] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:54:13.629817] [DEBUG] [FORECASTER] TSM: Forecast T+1@11:T+2@11: UP (p=91.94%)
[2025-11-25T10:54:13.630137] [INFO ] [FORECASTER] Completed predict_future for TSM
[2025-11-25T10:54:13.630300] [INFO ] [sig       ] TSM: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:54:13.776996] [INFO ] [LOCAL     ] Saved forecast: TSM	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/TSM.txt
[2025-11-25T10:54:13.777197] [INFO ] [sig       ] [1848/2057] Completed TSM in 0.4s | 2.88 sym/s | Total: 10.7m | ETA: 1.2m
[2025-11-25T10:54:13.777255] [INFO ] [sig       ] [1849/2057] Forecasting TSN...
[2025-11-25T10:54:13.777298] [INFO ] [sig       ] Generating forecast for: TSN
[2025-11-25T10:54:13.777344] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TSN' from 'https://tdm.silogroup.org/data/derivative_storage/TSN.csv'.
[2025-11-25T10:54:13.788987] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'TSN'.
[2025-11-25T10:54:13.789442] [INFO ] [FORECASTER] Starting predict_future for TSN
[2025-11-25T10:54:13.790244] [DEBUG] [LOCAL     ] No optimal features file found for TSN: ./output/feature-sets/TSN.txt
[2025-11-25T10:54:13.790315] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:54:13.790362] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:54:13.790404] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:54:13.790475] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:54:13.857835] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:54:13.858766] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:54:13.858881] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:54:13.858961] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:54:13.977513] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:54:13.977731] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:54:13.977810] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:54:13.977857] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:54:13.981428] [DEBUG] [FORECASTER] TSN: Forecast T+1@11:T+2@11: DOWN (p=21.76%)
[2025-11-25T10:54:13.981788] [INFO ] [FORECASTER] Completed predict_future for TSN
[2025-11-25T10:54:13.981977] [INFO ] [sig       ] TSN: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:54:14.125330] [INFO ] [LOCAL     ] Saved forecast: TSN	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/TSN.txt
[2025-11-25T10:54:14.125508] [INFO ] [sig       ] [1849/2057] Completed TSN in 0.3s | 2.88 sym/s | Total: 10.7m | ETA: 1.2m
[2025-11-25T10:54:14.125562] [INFO ] [sig       ] [1850/2057] Forecasting TSQ...
[2025-11-25T10:54:14.125632] [INFO ] [sig       ] Generating forecast for: TSQ
[2025-11-25T10:54:14.125700] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TSQ' from 'https://tdm.silogroup.org/data/derivative_storage/TSQ.csv'.
[2025-11-25T10:54:14.137920] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'TSQ'.
[2025-11-25T10:54:14.138322] [INFO ] [FORECASTER] Starting predict_future for TSQ
[2025-11-25T10:54:14.139118] [DEBUG] [LOCAL     ] No optimal features file found for TSQ: ./output/feature-sets/TSQ.txt
[2025-11-25T10:54:14.139189] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:54:14.139236] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:54:14.139278] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:54:14.139347] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:54:14.207123] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:54:14.208013] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:54:14.208114] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:54:14.208163] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:54:14.317298] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:54:14.317512] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:54:14.317566] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:54:14.317605] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:54:14.321506] [DEBUG] [FORECASTER] TSQ: Forecast T+1@11:T+2@11: UP (p=82.45%)
[2025-11-25T10:54:14.322049] [INFO ] [FORECASTER] Completed predict_future for TSQ
[2025-11-25T10:54:14.322235] [INFO ] [sig       ] TSQ: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:54:14.464894] [INFO ] [LOCAL     ] Saved forecast: TSQ	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/TSQ.txt
[2025-11-25T10:54:14.465063] [INFO ] [sig       ] [1850/2057] Completed TSQ in 0.3s | 2.88 sym/s | Total: 10.7m | ETA: 1.2m
[2025-11-25T10:54:14.465119] [INFO ] [sig       ] [1851/2057] Forecasting TT...
[2025-11-25T10:54:14.465164] [INFO ] [sig       ] Generating forecast for: TT
[2025-11-25T10:54:14.465207] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TT' from 'https://tdm.silogroup.org/data/derivative_storage/TT.csv'.
[2025-11-25T10:54:14.476701] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'TT'.
[2025-11-25T10:54:14.477145] [INFO ] [FORECASTER] Starting predict_future for TT
[2025-11-25T10:54:14.477954] [DEBUG] [LOCAL     ] No optimal features file found for TT: ./output/feature-sets/TT.txt
[2025-11-25T10:54:14.478027] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:54:14.478073] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:54:14.478113] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:54:14.478180] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:54:14.545877] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:54:14.547070] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:54:14.547251] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:54:14.547313] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:54:14.653912] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:54:14.654111] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:54:14.654158] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:54:14.654194] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:54:14.657613] [DEBUG] [FORECASTER] TT: Forecast T+1@11:T+2@11: UP (p=78.39%)
[2025-11-25T10:54:14.657913] [INFO ] [FORECASTER] Completed predict_future for TT
[2025-11-25T10:54:14.658067] [INFO ] [sig       ] TT: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:54:14.800819] [INFO ] [LOCAL     ] Saved forecast: TT	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/TT.txt
[2025-11-25T10:54:14.800975] [INFO ] [sig       ] [1851/2057] Completed TT in 0.3s | 2.88 sym/s | Total: 10.7m | ETA: 1.2m
[2025-11-25T10:54:14.801028] [INFO ] [sig       ] [1852/2057] Forecasting TTC...
[2025-11-25T10:54:14.801073] [INFO ] [sig       ] Generating forecast for: TTC
[2025-11-25T10:54:14.801115] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TTC' from 'https://tdm.silogroup.org/data/derivative_storage/TTC.csv'.
[2025-11-25T10:54:14.812264] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'TTC'.
[2025-11-25T10:54:14.812702] [INFO ] [FORECASTER] Starting predict_future for TTC
[2025-11-25T10:54:14.813500] [DEBUG] [LOCAL     ] No optimal features file found for TTC: ./output/feature-sets/TTC.txt
[2025-11-25T10:54:14.813570] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:54:14.813616] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:54:14.813688] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:54:14.813759] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:54:14.879801] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:54:14.880722] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:54:14.880837] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:54:14.880886] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:54:14.989304] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:54:14.989667] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:54:14.989727] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:54:14.989770] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:54:14.993787] [DEBUG] [FORECASTER] TTC: Forecast T+1@11:T+2@11: UP (p=65.50%)
[2025-11-25T10:54:14.994162] [INFO ] [FORECASTER] Completed predict_future for TTC
[2025-11-25T10:54:14.994339] [INFO ] [sig       ] TTC: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:54:15.136042] [INFO ] [LOCAL     ] Saved forecast: TTC	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/TTC.txt
[2025-11-25T10:54:15.136217] [INFO ] [sig       ] [1852/2057] Completed TTC in 0.3s | 2.88 sym/s | Total: 10.7m | ETA: 1.2m
[2025-11-25T10:54:15.136272] [INFO ] [sig       ] [1853/2057] Forecasting TTE...
[2025-11-25T10:54:15.136315] [INFO ] [sig       ] Generating forecast for: TTE
[2025-11-25T10:54:15.136357] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TTE' from 'https://tdm.silogroup.org/data/derivative_storage/TTE.csv'.
[2025-11-25T10:54:15.148933] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'TTE'.
[2025-11-25T10:54:15.149360] [INFO ] [FORECASTER] Starting predict_future for TTE
[2025-11-25T10:54:15.150169] [DEBUG] [LOCAL     ] No optimal features file found for TTE: ./output/feature-sets/TTE.txt
[2025-11-25T10:54:15.150240] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:54:15.150286] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:54:15.150327] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:54:15.150395] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:54:15.216006] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:54:15.216878] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:54:15.216975] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:54:15.217037] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:54:15.322176] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:54:15.322377] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:54:15.322431] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:54:15.322467] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:54:15.325882] [DEBUG] [FORECASTER] TTE: Forecast T+1@11:T+2@11: DOWN (p=2.21%)
[2025-11-25T10:54:15.326167] [INFO ] [FORECASTER] Completed predict_future for TTE
[2025-11-25T10:54:15.326308] [INFO ] [sig       ] TTE: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:54:15.471181] [INFO ] [LOCAL     ] Saved forecast: TTE	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/TTE.txt
[2025-11-25T10:54:15.471359] [INFO ] [sig       ] [1853/2057] Completed TTE in 0.3s | 2.88 sym/s | Total: 10.7m | ETA: 1.2m
[2025-11-25T10:54:15.471427] [INFO ] [sig       ] [1854/2057] Forecasting TTI...
[2025-11-25T10:54:15.471477] [INFO ] [sig       ] Generating forecast for: TTI
[2025-11-25T10:54:15.471523] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TTI' from 'https://tdm.silogroup.org/data/derivative_storage/TTI.csv'.
[2025-11-25T10:54:15.483095] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'TTI'.
[2025-11-25T10:54:15.483521] [INFO ] [FORECASTER] Starting predict_future for TTI
[2025-11-25T10:54:15.484341] [DEBUG] [LOCAL     ] No optimal features file found for TTI: ./output/feature-sets/TTI.txt
[2025-11-25T10:54:15.484412] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:54:15.484497] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:54:15.484541] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:54:15.484610] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:54:15.551795] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:54:15.552821] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:54:15.552946] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:54:15.552995] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:54:15.663977] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:54:15.664169] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:54:15.664216] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:54:15.664251] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:54:15.667672] [DEBUG] [FORECASTER] TTI: Forecast T+1@11:T+2@11: DOWN (p=22.75%)
[2025-11-25T10:54:15.667991] [INFO ] [FORECASTER] Completed predict_future for TTI
[2025-11-25T10:54:15.668151] [INFO ] [sig       ] TTI: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:54:15.812544] [INFO ] [LOCAL     ] Saved forecast: TTI	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/TTI.txt
[2025-11-25T10:54:15.812768] [INFO ] [sig       ] [1854/2057] Completed TTI in 0.3s | 2.88 sym/s | Total: 10.7m | ETA: 1.2m
[2025-11-25T10:54:15.812829] [INFO ] [sig       ] [1855/2057] Forecasting TU...
[2025-11-25T10:54:15.812874] [INFO ] [sig       ] Generating forecast for: TU
[2025-11-25T10:54:15.812919] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TU' from 'https://tdm.silogroup.org/data/derivative_storage/TU.csv'.
[2025-11-25T10:54:15.826588] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'TU'.
[2025-11-25T10:54:15.827296] [INFO ] [FORECASTER] Starting predict_future for TU
[2025-11-25T10:54:15.828190] [DEBUG] [LOCAL     ] No optimal features file found for TU: ./output/feature-sets/TU.txt
[2025-11-25T10:54:15.828263] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:54:15.828310] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:54:15.828349] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:54:15.828431] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:54:15.896948] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:54:15.897901] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:54:15.898007] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:54:15.898057] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:54:15.998271] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:54:15.998476] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:54:15.998526] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:54:15.998563] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:54:16.002233] [DEBUG] [FORECASTER] TU: Forecast T+1@11:T+2@11: DOWN (p=15.00%)
[2025-11-25T10:54:16.002609] [INFO ] [FORECASTER] Completed predict_future for TU
[2025-11-25T10:54:16.002805] [INFO ] [sig       ] TU: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:54:16.146154] [INFO ] [LOCAL     ] Saved forecast: TU	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/TU.txt
[2025-11-25T10:54:16.146344] [INFO ] [sig       ] [1855/2057] Completed TU in 0.3s | 2.88 sym/s | Total: 10.7m | ETA: 1.2m
[2025-11-25T10:54:16.146399] [INFO ] [sig       ] [1856/2057] Forecasting TUYA...
[2025-11-25T10:54:16.146443] [INFO ] [sig       ] Generating forecast for: TUYA
[2025-11-25T10:54:16.146486] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TUYA' from 'https://tdm.silogroup.org/data/derivative_storage/TUYA.csv'.
[2025-11-25T10:54:16.158740] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'TUYA'.
[2025-11-25T10:54:16.159201] [INFO ] [FORECASTER] Starting predict_future for TUYA
[2025-11-25T10:54:16.160019] [DEBUG] [LOCAL     ] No optimal features file found for TUYA: ./output/feature-sets/TUYA.txt
[2025-11-25T10:54:16.160092] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:54:16.160139] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:54:16.160181] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:54:16.160252] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:54:16.228333] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:54:16.229477] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:54:16.229588] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:54:16.229636] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:54:16.341836] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:54:16.342056] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:54:16.342115] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:54:16.342161] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:54:16.345580] [DEBUG] [FORECASTER] TUYA: Forecast T+1@11:T+2@11: UP (p=63.69%)
[2025-11-25T10:54:16.345908] [INFO ] [FORECASTER] Completed predict_future for TUYA
[2025-11-25T10:54:16.346073] [INFO ] [sig       ] TUYA: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:54:16.496691] [INFO ] [LOCAL     ] Saved forecast: TUYA	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/TUYA.txt
[2025-11-25T10:54:16.496854] [INFO ] [sig       ] [1856/2057] Completed TUYA in 0.4s | 2.88 sym/s | Total: 10.7m | ETA: 1.2m
[2025-11-25T10:54:16.496908] [INFO ] [sig       ] [1857/2057] Forecasting TV...
[2025-11-25T10:54:16.496954] [INFO ] [sig       ] Generating forecast for: TV
[2025-11-25T10:54:16.497000] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TV' from 'https://tdm.silogroup.org/data/derivative_storage/TV.csv'.
[2025-11-25T10:54:16.508703] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'TV'.
[2025-11-25T10:54:16.509070] [INFO ] [FORECASTER] Starting predict_future for TV
[2025-11-25T10:54:16.509866] [DEBUG] [LOCAL     ] No optimal features file found for TV: ./output/feature-sets/TV.txt
[2025-11-25T10:54:16.509934] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:54:16.509983] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:54:16.510026] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:54:16.510097] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:54:16.577894] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:54:16.578726] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:54:16.578839] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:54:16.578894] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:54:16.684364] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:54:16.684533] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:54:16.684578] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:54:16.684612] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:54:16.687970] [DEBUG] [FORECASTER] TV: Forecast T+1@11:T+2@11: DOWN (p=10.43%)
[2025-11-25T10:54:16.688426] [INFO ] [FORECASTER] Completed predict_future for TV
[2025-11-25T10:54:16.688675] [INFO ] [sig       ] TV: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:54:16.828804] [INFO ] [LOCAL     ] Saved forecast: TV	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/TV.txt
[2025-11-25T10:54:16.828975] [INFO ] [sig       ] [1857/2057] Completed TV in 0.3s | 2.88 sym/s | Total: 10.8m | ETA: 1.2m
[2025-11-25T10:54:16.829038] [INFO ] [sig       ] [1858/2057] Forecasting TVC...
[2025-11-25T10:54:16.829082] [INFO ] [sig       ] Generating forecast for: TVC
[2025-11-25T10:54:16.829128] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TVC' from 'https://tdm.silogroup.org/data/derivative_storage/TVC.csv'.
[2025-11-25T10:54:16.839849] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'TVC'.
[2025-11-25T10:54:16.840223] [INFO ] [FORECASTER] Starting predict_future for TVC
[2025-11-25T10:54:16.841069] [DEBUG] [LOCAL     ] No optimal features file found for TVC: ./output/feature-sets/TVC.txt
[2025-11-25T10:54:16.841139] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:54:16.841184] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:54:16.841224] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:54:16.841292] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:54:16.909432] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:54:16.910309] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:54:16.910408] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:54:16.910454] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:54:17.007676] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:54:17.007884] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:54:17.007939] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:54:17.007974] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:54:17.011334] [DEBUG] [FORECASTER] TVC: Forecast T+1@11:T+2@11: UP (p=84.54%)
[2025-11-25T10:54:17.011620] [INFO ] [FORECASTER] Completed predict_future for TVC
[2025-11-25T10:54:17.011786] [INFO ] [sig       ] TVC: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:54:17.153117] [INFO ] [LOCAL     ] Saved forecast: TVC	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/TVC.txt
[2025-11-25T10:54:17.153300] [INFO ] [sig       ] [1858/2057] Completed TVC in 0.3s | 2.88 sym/s | Total: 10.8m | ETA: 1.2m
[2025-11-25T10:54:17.153356] [INFO ] [sig       ] [1859/2057] Forecasting TVE...
[2025-11-25T10:54:17.153401] [INFO ] [sig       ] Generating forecast for: TVE
[2025-11-25T10:54:17.153445] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TVE' from 'https://tdm.silogroup.org/data/derivative_storage/TVE.csv'.
[2025-11-25T10:54:17.164871] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'TVE'.
[2025-11-25T10:54:17.165235] [INFO ] [FORECASTER] Starting predict_future for TVE
[2025-11-25T10:54:17.166067] [DEBUG] [LOCAL     ] No optimal features file found for TVE: ./output/feature-sets/TVE.txt
[2025-11-25T10:54:17.166140] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:54:17.166187] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:54:17.166230] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:54:17.166307] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:54:17.231453] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:54:17.232267] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:54:17.232370] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:54:17.232421] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:54:17.353178] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:54:17.353369] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:54:17.353416] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:54:17.353450] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:54:17.356953] [DEBUG] [FORECASTER] TVE: Forecast T+1@11:T+2@11: UP (p=59.35%)
[2025-11-25T10:54:17.357311] [INFO ] [FORECASTER] Completed predict_future for TVE
[2025-11-25T10:54:17.357485] [INFO ] [sig       ] TVE: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:54:17.546424] [INFO ] [LOCAL     ] Saved forecast: TVE	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/TVE.txt
[2025-11-25T10:54:17.546590] [INFO ] [sig       ] [1859/2057] Completed TVE in 0.4s | 2.88 sym/s | Total: 10.8m | ETA: 1.1m
[2025-11-25T10:54:17.546666] [INFO ] [sig       ] [1860/2057] Forecasting TWI...
[2025-11-25T10:54:17.546711] [INFO ] [sig       ] Generating forecast for: TWI
[2025-11-25T10:54:17.546754] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TWI' from 'https://tdm.silogroup.org/data/derivative_storage/TWI.csv'.
[2025-11-25T10:54:17.558113] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'TWI'.
[2025-11-25T10:54:17.558533] [INFO ] [FORECASTER] Starting predict_future for TWI
[2025-11-25T10:54:17.559368] [DEBUG] [LOCAL     ] No optimal features file found for TWI: ./output/feature-sets/TWI.txt
[2025-11-25T10:54:17.559443] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:54:17.559492] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:54:17.559537] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:54:17.559611] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:54:17.627953] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:54:17.628732] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:54:17.628832] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:54:17.628882] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:54:17.762286] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:54:17.762493] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:54:17.762541] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:54:17.762577] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:54:17.766140] [DEBUG] [FORECASTER] TWI: Forecast T+1@11:T+2@11: UP (p=52.14%)
[2025-11-25T10:54:17.766629] [INFO ] [FORECASTER] Completed predict_future for TWI
[2025-11-25T10:54:17.766889] [INFO ] [sig       ] TWI: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:54:17.909140] [INFO ] [LOCAL     ] Saved forecast: TWI	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/TWI.txt
[2025-11-25T10:54:17.909330] [INFO ] [sig       ] [1860/2057] Completed TWI in 0.4s | 2.88 sym/s | Total: 10.8m | ETA: 1.1m
[2025-11-25T10:54:17.909388] [INFO ] [sig       ] [1861/2057] Forecasting TWLO...
[2025-11-25T10:54:17.909432] [INFO ] [sig       ] Generating forecast for: TWLO
[2025-11-25T10:54:17.909477] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TWLO' from 'https://tdm.silogroup.org/data/derivative_storage/TWLO.csv'.
[2025-11-25T10:54:17.922109] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'TWLO'.
[2025-11-25T10:54:17.922580] [INFO ] [FORECASTER] Starting predict_future for TWLO
[2025-11-25T10:54:17.923394] [DEBUG] [LOCAL     ] No optimal features file found for TWLO: ./output/feature-sets/TWLO.txt
[2025-11-25T10:54:17.923470] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:54:17.923519] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:54:17.923563] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:54:17.923633] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:54:17.989179] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:54:17.990066] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:54:17.990167] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:54:17.990216] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:54:18.120348] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:54:18.120539] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:54:18.120585] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:54:18.120690] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:54:18.124152] [DEBUG] [FORECASTER] TWLO: Forecast T+1@11:T+2@11: DOWN (p=44.83%)
[2025-11-25T10:54:18.124585] [INFO ] [FORECASTER] Completed predict_future for TWLO
[2025-11-25T10:54:18.124839] [INFO ] [sig       ] TWLO: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:54:18.267612] [INFO ] [LOCAL     ] Saved forecast: TWLO	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/TWLO.txt
[2025-11-25T10:54:18.267804] [INFO ] [sig       ] [1861/2057] Completed TWLO in 0.4s | 2.88 sym/s | Total: 10.8m | ETA: 1.1m
[2025-11-25T10:54:18.267865] [INFO ] [sig       ] [1862/2057] Forecasting TWN...
[2025-11-25T10:54:18.267908] [INFO ] [sig       ] Generating forecast for: TWN
[2025-11-25T10:54:18.267952] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TWN' from 'https://tdm.silogroup.org/data/derivative_storage/TWN.csv'.
[2025-11-25T10:54:18.278086] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'TWN'.
[2025-11-25T10:54:18.278388] [INFO ] [FORECASTER] Starting predict_future for TWN
[2025-11-25T10:54:18.279180] [DEBUG] [LOCAL     ] No optimal features file found for TWN: ./output/feature-sets/TWN.txt
[2025-11-25T10:54:18.279251] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:54:18.279300] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:54:18.279342] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:54:18.279408] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:54:18.346101] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:54:18.346851] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:54:18.346952] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:54:18.347003] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:54:18.441082] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:54:18.441271] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:54:18.441322] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:54:18.441389] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:54:18.444969] [DEBUG] [FORECASTER] TWN: Forecast T+1@11:T+2@11: UP (p=79.64%)
[2025-11-25T10:54:18.445262] [INFO ] [FORECASTER] Completed predict_future for TWN
[2025-11-25T10:54:18.445408] [INFO ] [sig       ] TWN: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:54:18.591963] [INFO ] [LOCAL     ] Saved forecast: TWN	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/TWN.txt
[2025-11-25T10:54:18.592257] [INFO ] [sig       ] [1862/2057] Completed TWN in 0.3s | 2.88 sym/s | Total: 10.8m | ETA: 1.1m
[2025-11-25T10:54:18.592328] [INFO ] [sig       ] [1863/2057] Forecasting TWO...
[2025-11-25T10:54:18.592376] [INFO ] [sig       ] Generating forecast for: TWO
[2025-11-25T10:54:18.592419] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TWO' from 'https://tdm.silogroup.org/data/derivative_storage/TWO.csv'.
[2025-11-25T10:54:18.605488] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'TWO'.
[2025-11-25T10:54:18.605983] [INFO ] [FORECASTER] Starting predict_future for TWO
[2025-11-25T10:54:18.606803] [DEBUG] [LOCAL     ] No optimal features file found for TWO: ./output/feature-sets/TWO.txt
[2025-11-25T10:54:18.606874] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:54:18.606921] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:54:18.606962] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:54:18.607050] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:54:18.675789] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:54:18.676730] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:54:18.676831] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:54:18.676899] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:54:18.776163] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:54:18.776343] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:54:18.776390] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:54:18.776424] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:54:18.779856] [DEBUG] [FORECASTER] TWO: Forecast T+1@11:T+2@11: UP (p=75.67%)
[2025-11-25T10:54:18.780227] [INFO ] [FORECASTER] Completed predict_future for TWO
[2025-11-25T10:54:18.780443] [INFO ] [sig       ] TWO: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:54:18.926992] [INFO ] [LOCAL     ] Saved forecast: TWO	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/TWO.txt
[2025-11-25T10:54:18.927220] [INFO ] [sig       ] [1863/2057] Completed TWO in 0.3s | 2.88 sym/s | Total: 10.8m | ETA: 1.1m
[2025-11-25T10:54:18.927279] [INFO ] [sig       ] [1864/2057] Forecasting TX...
[2025-11-25T10:54:18.927323] [INFO ] [sig       ] Generating forecast for: TX
[2025-11-25T10:54:18.927364] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TX' from 'https://tdm.silogroup.org/data/derivative_storage/TX.csv'.
[2025-11-25T10:54:18.938539] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'TX'.
[2025-11-25T10:54:18.938995] [INFO ] [FORECASTER] Starting predict_future for TX
[2025-11-25T10:54:18.939814] [DEBUG] [LOCAL     ] No optimal features file found for TX: ./output/feature-sets/TX.txt
[2025-11-25T10:54:18.939889] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:54:18.939936] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:54:18.939975] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:54:18.940046] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:54:19.006942] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:54:19.007861] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:54:19.007966] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:54:19.008017] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:54:19.124024] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:54:19.124221] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:54:19.124270] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:54:19.124306] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:54:19.128017] [DEBUG] [FORECASTER] TX: Forecast T+1@11:T+2@11: UP (p=85.40%)
[2025-11-25T10:54:19.128328] [INFO ] [FORECASTER] Completed predict_future for TX
[2025-11-25T10:54:19.128486] [INFO ] [sig       ] TX: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:54:19.274255] [INFO ] [LOCAL     ] Saved forecast: TX	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/TX.txt
[2025-11-25T10:54:19.274428] [INFO ] [sig       ] [1864/2057] Completed TX in 0.3s | 2.88 sym/s | Total: 10.8m | ETA: 1.1m
[2025-11-25T10:54:19.274483] [INFO ] [sig       ] [1865/2057] Forecasting TXO...
[2025-11-25T10:54:19.274520] [INFO ] [sig       ] Generating forecast for: TXO
[2025-11-25T10:54:19.274564] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TXO' from 'https://tdm.silogroup.org/data/derivative_storage/TXO.csv'.
[2025-11-25T10:54:19.286467] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'TXO'.
[2025-11-25T10:54:19.286878] [INFO ] [FORECASTER] Starting predict_future for TXO
[2025-11-25T10:54:19.287704] [DEBUG] [LOCAL     ] No optimal features file found for TXO: ./output/feature-sets/TXO.txt
[2025-11-25T10:54:19.287773] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:54:19.287824] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:54:19.287872] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:54:19.287975] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:54:19.355388] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:54:19.356342] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:54:19.356450] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:54:19.356496] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:54:19.463774] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:54:19.463974] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:54:19.464022] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:54:19.464057] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:54:19.467492] [DEBUG] [FORECASTER] TXO: Forecast T+1@11:T+2@11: UP (p=78.08%)
[2025-11-25T10:54:19.467994] [INFO ] [FORECASTER] Completed predict_future for TXO
[2025-11-25T10:54:19.468220] [INFO ] [sig       ] TXO: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:54:19.616864] [INFO ] [LOCAL     ] Saved forecast: TXO	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/TXO.txt
[2025-11-25T10:54:19.617168] [INFO ] [sig       ] [1865/2057] Completed TXO in 0.3s | 2.88 sym/s | Total: 10.8m | ETA: 1.1m
[2025-11-25T10:54:19.617250] [INFO ] [sig       ] [1866/2057] Forecasting TXT...
[2025-11-25T10:54:19.617311] [INFO ] [sig       ] Generating forecast for: TXT
[2025-11-25T10:54:19.617370] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TXT' from 'https://tdm.silogroup.org/data/derivative_storage/TXT.csv'.
[2025-11-25T10:54:19.630960] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'TXT'.
[2025-11-25T10:54:19.631503] [INFO ] [FORECASTER] Starting predict_future for TXT
[2025-11-25T10:54:19.632678] [DEBUG] [LOCAL     ] No optimal features file found for TXT: ./output/feature-sets/TXT.txt
[2025-11-25T10:54:19.632768] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:54:19.632831] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:54:19.632884] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:54:19.632986] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:54:19.725000] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:54:19.726022] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:54:19.726137] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:54:19.726188] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:54:19.844202] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:54:19.844425] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:54:19.844477] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:54:19.844515] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:54:19.848579] [DEBUG] [FORECASTER] TXT: Forecast T+1@11:T+2@11: UP (p=96.17%)
[2025-11-25T10:54:19.849056] [INFO ] [FORECASTER] Completed predict_future for TXT
[2025-11-25T10:54:19.849274] [INFO ] [sig       ] TXT: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:54:20.065737] [INFO ] [LOCAL     ] Saved forecast: TXT	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/TXT.txt
[2025-11-25T10:54:20.065982] [INFO ] [sig       ] [1866/2057] Completed TXT in 0.4s | 2.88 sym/s | Total: 10.8m | ETA: 1.1m
[2025-11-25T10:54:20.066054] [INFO ] [sig       ] [1867/2057] Forecasting TY...
[2025-11-25T10:54:20.066103] [INFO ] [sig       ] Generating forecast for: TY
[2025-11-25T10:54:20.066150] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TY' from 'https://tdm.silogroup.org/data/derivative_storage/TY.csv'.
[2025-11-25T10:54:20.084769] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'TY'.
[2025-11-25T10:54:20.085353] [INFO ] [FORECASTER] Starting predict_future for TY
[2025-11-25T10:54:20.086405] [DEBUG] [LOCAL     ] No optimal features file found for TY: ./output/feature-sets/TY.txt
[2025-11-25T10:54:20.086512] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:54:20.086569] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:54:20.086617] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:54:20.086734] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:54:20.170563] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:54:20.171791] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:54:20.171947] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:54:20.172008] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:54:20.309067] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:54:20.309272] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:54:20.309324] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:54:20.309362] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:54:20.313100] [DEBUG] [FORECASTER] TY: Forecast T+1@11:T+2@11: UP (p=77.65%)
[2025-11-25T10:54:20.313689] [INFO ] [FORECASTER] Completed predict_future for TY
[2025-11-25T10:54:20.313954] [INFO ] [sig       ] TY: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:54:20.495883] [INFO ] [LOCAL     ] Saved forecast: TY	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/TY.txt
[2025-11-25T10:54:20.496086] [INFO ] [sig       ] [1867/2057] Completed TY in 0.4s | 2.88 sym/s | Total: 10.8m | ETA: 1.1m
[2025-11-25T10:54:20.496138] [INFO ] [sig       ] [1868/2057] Forecasting TYG...
[2025-11-25T10:54:20.496186] [INFO ] [sig       ] Generating forecast for: TYG
[2025-11-25T10:54:20.496230] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TYG' from 'https://tdm.silogroup.org/data/derivative_storage/TYG.csv'.
[2025-11-25T10:54:20.514457] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'TYG'.
[2025-11-25T10:54:20.515273] [INFO ] [FORECASTER] Starting predict_future for TYG
[2025-11-25T10:54:20.516792] [DEBUG] [LOCAL     ] No optimal features file found for TYG: ./output/feature-sets/TYG.txt
[2025-11-25T10:54:20.516903] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:54:20.516969] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:54:20.517051] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:54:20.517159] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:54:20.598137] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:54:20.599232] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:54:20.599355] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:54:20.599406] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:54:20.710476] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:54:20.710704] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:54:20.710784] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:54:20.710835] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:54:20.714999] [DEBUG] [FORECASTER] TYG: Forecast T+1@11:T+2@11: DOWN (p=11.06%)
[2025-11-25T10:54:20.715578] [INFO ] [FORECASTER] Completed predict_future for TYG
[2025-11-25T10:54:20.715779] [INFO ] [sig       ] TYG: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:54:20.867430] [INFO ] [LOCAL     ] Saved forecast: TYG	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/TYG.txt
[2025-11-25T10:54:20.867598] [INFO ] [sig       ] [1868/2057] Completed TYG in 0.4s | 2.88 sym/s | Total: 10.8m | ETA: 1.1m
[2025-11-25T10:54:20.867669] [INFO ] [sig       ] [1869/2057] Forecasting TYL...
[2025-11-25T10:54:20.867716] [INFO ] [sig       ] Generating forecast for: TYL
[2025-11-25T10:54:20.867757] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TYL' from 'https://tdm.silogroup.org/data/derivative_storage/TYL.csv'.
[2025-11-25T10:54:20.882073] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'TYL'.
[2025-11-25T10:54:20.882630] [INFO ] [FORECASTER] Starting predict_future for TYL
[2025-11-25T10:54:20.883586] [DEBUG] [LOCAL     ] No optimal features file found for TYL: ./output/feature-sets/TYL.txt
[2025-11-25T10:54:20.883700] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:54:20.883751] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:54:20.883792] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:54:20.883866] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:54:20.966629] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:54:20.967915] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:54:20.968062] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:54:20.968115] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:54:21.080281] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:54:21.080501] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:54:21.080552] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:54:21.080589] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:54:21.084848] [DEBUG] [FORECASTER] TYL: Forecast T+1@11:T+2@11: DOWN (p=11.32%)
[2025-11-25T10:54:21.085349] [INFO ] [FORECASTER] Completed predict_future for TYL
[2025-11-25T10:54:21.085565] [INFO ] [sig       ] TYL: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:54:21.255598] [INFO ] [LOCAL     ] Saved forecast: TYL	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/TYL.txt
[2025-11-25T10:54:21.255811] [INFO ] [sig       ] [1869/2057] Completed TYL in 0.4s | 2.88 sym/s | Total: 10.8m | ETA: 1.1m
[2025-11-25T10:54:21.255869] [INFO ] [sig       ] [1870/2057] Forecasting U...
[2025-11-25T10:54:21.255912] [INFO ] [sig       ] Generating forecast for: U
[2025-11-25T10:54:21.255957] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'U' from 'https://tdm.silogroup.org/data/derivative_storage/U.csv'.
[2025-11-25T10:54:21.267413] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'U'.
[2025-11-25T10:54:21.267911] [INFO ] [FORECASTER] Starting predict_future for U
[2025-11-25T10:54:21.268742] [DEBUG] [LOCAL     ] No optimal features file found for U: ./output/feature-sets/U.txt
[2025-11-25T10:54:21.268812] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:54:21.268858] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:54:21.268903] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:54:21.268972] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:54:21.333608] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:54:21.334774] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:54:21.334887] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:54:21.334934] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:54:21.438868] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:54:21.439110] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:54:21.439177] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:54:21.439227] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:54:21.443269] [DEBUG] [FORECASTER] U: Forecast T+1@11:T+2@11: UP (p=67.75%)
[2025-11-25T10:54:21.443628] [INFO ] [FORECASTER] Completed predict_future for U
[2025-11-25T10:54:21.443840] [INFO ] [sig       ] U: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:54:21.589324] [INFO ] [LOCAL     ] Saved forecast: U	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/U.txt
[2025-11-25T10:54:21.589494] [INFO ] [sig       ] [1870/2057] Completed U in 0.3s | 2.88 sym/s | Total: 10.8m | ETA: 1.1m
[2025-11-25T10:54:21.589566] [INFO ] [sig       ] [1871/2057] Forecasting UA...
[2025-11-25T10:54:21.589612] [INFO ] [sig       ] Generating forecast for: UA
[2025-11-25T10:54:21.589675] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UA' from 'https://tdm.silogroup.org/data/derivative_storage/UA.csv'.
[2025-11-25T10:54:21.601168] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'UA'.
[2025-11-25T10:54:21.601594] [INFO ] [FORECASTER] Starting predict_future for UA
[2025-11-25T10:54:21.602414] [DEBUG] [LOCAL     ] No optimal features file found for UA: ./output/feature-sets/UA.txt
[2025-11-25T10:54:21.602486] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:54:21.602534] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:54:21.602576] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:54:21.602670] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:54:21.668896] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:54:21.669828] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:54:21.669934] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:54:21.669985] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:54:21.793431] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:54:21.793659] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:54:21.793744] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:54:21.793780] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:54:21.797320] [DEBUG] [FORECASTER] UA: Forecast T+1@11:T+2@11: UP (p=63.25%)
[2025-11-25T10:54:21.797662] [INFO ] [FORECASTER] Completed predict_future for UA
[2025-11-25T10:54:21.797862] [INFO ] [sig       ] UA: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:54:21.938153] [INFO ] [LOCAL     ] Saved forecast: UA	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/UA.txt
[2025-11-25T10:54:21.938337] [INFO ] [sig       ] [1871/2057] Completed UA in 0.3s | 2.88 sym/s | Total: 10.8m | ETA: 1.1m
[2025-11-25T10:54:21.938393] [INFO ] [sig       ] [1872/2057] Forecasting UAA...
[2025-11-25T10:54:21.938437] [INFO ] [sig       ] Generating forecast for: UAA
[2025-11-25T10:54:21.938480] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UAA' from 'https://tdm.silogroup.org/data/derivative_storage/UAA.csv'.
[2025-11-25T10:54:21.950117] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'UAA'.
[2025-11-25T10:54:21.950578] [INFO ] [FORECASTER] Starting predict_future for UAA
[2025-11-25T10:54:21.951384] [DEBUG] [LOCAL     ] No optimal features file found for UAA: ./output/feature-sets/UAA.txt
[2025-11-25T10:54:21.951454] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:54:21.951499] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:54:21.951541] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:54:21.951613] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:54:22.015963] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:54:22.016867] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:54:22.016971] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:54:22.017032] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:54:22.132826] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:54:22.133044] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:54:22.133253] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:54:22.133356] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:54:22.137566] [DEBUG] [FORECASTER] UAA: Forecast T+1@11:T+2@11: UP (p=94.10%)
[2025-11-25T10:54:22.137986] [INFO ] [FORECASTER] Completed predict_future for UAA
[2025-11-25T10:54:22.138448] [INFO ] [sig       ] UAA: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:54:22.279619] [INFO ] [LOCAL     ] Saved forecast: UAA	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/UAA.txt
[2025-11-25T10:54:22.279815] [INFO ] [sig       ] [1872/2057] Completed UAA in 0.3s | 2.88 sym/s | Total: 10.8m | ETA: 1.1m
[2025-11-25T10:54:22.279872] [INFO ] [sig       ] [1873/2057] Forecasting UAN...
[2025-11-25T10:54:22.279914] [INFO ] [sig       ] Generating forecast for: UAN
[2025-11-25T10:54:22.279957] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UAN' from 'https://tdm.silogroup.org/data/derivative_storage/UAN.csv'.
[2025-11-25T10:54:22.290793] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'UAN'.
[2025-11-25T10:54:22.291171] [INFO ] [FORECASTER] Starting predict_future for UAN
[2025-11-25T10:54:22.291968] [DEBUG] [LOCAL     ] No optimal features file found for UAN: ./output/feature-sets/UAN.txt
[2025-11-25T10:54:22.292037] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:54:22.292083] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:54:22.292122] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:54:22.292189] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:54:22.356600] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:54:22.357497] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:54:22.357603] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:54:22.357666] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:54:22.455523] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:54:22.455731] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:54:22.455786] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:54:22.455822] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:54:22.459274] [DEBUG] [FORECASTER] UAN: Forecast T+1@11:T+2@11: UP (p=86.88%)
[2025-11-25T10:54:22.459567] [INFO ] [FORECASTER] Completed predict_future for UAN
[2025-11-25T10:54:22.459728] [INFO ] [sig       ] UAN: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:54:22.621534] [INFO ] [LOCAL     ] Saved forecast: UAN	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/UAN.txt
[2025-11-25T10:54:22.621742] [INFO ] [sig       ] [1873/2057] Completed UAN in 0.3s | 2.88 sym/s | Total: 10.8m | ETA: 1.1m
[2025-11-25T10:54:22.621801] [INFO ] [sig       ] [1874/2057] Forecasting UBER...
[2025-11-25T10:54:22.621844] [INFO ] [sig       ] Generating forecast for: UBER
[2025-11-25T10:54:22.621882] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UBER' from 'https://tdm.silogroup.org/data/derivative_storage/UBER.csv'.
[2025-11-25T10:54:22.634379] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'UBER'.
[2025-11-25T10:54:22.634841] [INFO ] [FORECASTER] Starting predict_future for UBER
[2025-11-25T10:54:22.635632] [DEBUG] [LOCAL     ] No optimal features file found for UBER: ./output/feature-sets/UBER.txt
[2025-11-25T10:54:22.635723] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:54:22.635771] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:54:22.635813] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:54:22.635884] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:54:22.705078] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:54:22.705961] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:54:22.706065] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:54:22.706127] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:54:22.813633] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:54:22.813831] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:54:22.813902] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:54:22.813945] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:54:22.817340] [DEBUG] [FORECASTER] UBER: Forecast T+1@11:T+2@11: UP (p=78.92%)
[2025-11-25T10:54:22.817678] [INFO ] [FORECASTER] Completed predict_future for UBER
[2025-11-25T10:54:22.817854] [INFO ] [sig       ] UBER: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:54:22.956824] [INFO ] [LOCAL     ] Saved forecast: UBER	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/UBER.txt
[2025-11-25T10:54:22.956988] [INFO ] [sig       ] [1874/2057] Completed UBER in 0.3s | 2.88 sym/s | Total: 10.9m | ETA: 1.1m
[2025-11-25T10:54:22.957053] [INFO ] [sig       ] [1875/2057] Forecasting UBS...
[2025-11-25T10:54:22.957095] [INFO ] [sig       ] Generating forecast for: UBS
[2025-11-25T10:54:22.957140] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UBS' from 'https://tdm.silogroup.org/data/derivative_storage/UBS.csv'.
[2025-11-25T10:54:22.968116] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'UBS'.
[2025-11-25T10:54:22.968540] [INFO ] [FORECASTER] Starting predict_future for UBS
[2025-11-25T10:54:22.969337] [DEBUG] [LOCAL     ] No optimal features file found for UBS: ./output/feature-sets/UBS.txt
[2025-11-25T10:54:22.969408] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:54:22.969455] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:54:22.969496] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:54:22.969565] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:54:23.033901] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:54:23.034662] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:54:23.034760] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:54:23.034807] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:54:23.162292] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:54:23.162490] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:54:23.162536] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:54:23.162571] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:54:23.165992] [DEBUG] [FORECASTER] UBS: Forecast T+1@11:T+2@11: DOWN (p=15.37%)
[2025-11-25T10:54:23.166453] [INFO ] [FORECASTER] Completed predict_future for UBS
[2025-11-25T10:54:23.166708] [INFO ] [sig       ] UBS: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:54:23.305222] [INFO ] [LOCAL     ] Saved forecast: UBS	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/UBS.txt
[2025-11-25T10:54:23.305386] [INFO ] [sig       ] [1875/2057] Completed UBS in 0.3s | 2.88 sym/s | Total: 10.9m | ETA: 1.1m
[2025-11-25T10:54:23.305440] [INFO ] [sig       ] [1876/2057] Forecasting UDR...
[2025-11-25T10:54:23.305483] [INFO ] [sig       ] Generating forecast for: UDR
[2025-11-25T10:54:23.305525] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UDR' from 'https://tdm.silogroup.org/data/derivative_storage/UDR.csv'.
[2025-11-25T10:54:23.319533] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'UDR'.
[2025-11-25T10:54:23.320357] [INFO ] [FORECASTER] Starting predict_future for UDR
[2025-11-25T10:54:23.321502] [DEBUG] [LOCAL     ] No optimal features file found for UDR: ./output/feature-sets/UDR.txt
[2025-11-25T10:54:23.321577] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:54:23.321628] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:54:23.321690] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:54:23.321767] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:54:23.391485] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:54:23.392733] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:54:23.392878] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:54:23.392930] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:54:23.516720] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:54:23.517016] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:54:23.517109] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:54:23.517148] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:54:23.522604] [DEBUG] [FORECASTER] UDR: Forecast T+1@11:T+2@11: UP (p=52.29%)
[2025-11-25T10:54:23.523371] [INFO ] [FORECASTER] Completed predict_future for UDR
[2025-11-25T10:54:23.523680] [INFO ] [sig       ] UDR: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:54:23.681400] [INFO ] [LOCAL     ] Saved forecast: UDR	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/UDR.txt
[2025-11-25T10:54:23.681701] [INFO ] [sig       ] [1876/2057] Completed UDR in 0.4s | 2.88 sym/s | Total: 10.9m | ETA: 1.0m
[2025-11-25T10:54:23.681776] [INFO ] [sig       ] [1877/2057] Forecasting UE...
[2025-11-25T10:54:23.681832] [INFO ] [sig       ] Generating forecast for: UE
[2025-11-25T10:54:23.681881] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UE' from 'https://tdm.silogroup.org/data/derivative_storage/UE.csv'.
[2025-11-25T10:54:23.697341] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'UE'.
[2025-11-25T10:54:23.698018] [INFO ] [FORECASTER] Starting predict_future for UE
[2025-11-25T10:54:23.698972] [DEBUG] [LOCAL     ] No optimal features file found for UE: ./output/feature-sets/UE.txt
[2025-11-25T10:54:23.699044] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:54:23.699093] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:54:23.699132] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:54:23.699204] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:54:23.768918] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:54:23.770231] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:54:23.770360] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:54:23.770413] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:54:23.894005] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:54:23.894284] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:54:23.894341] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:54:23.894379] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:54:23.898741] [DEBUG] [FORECASTER] UE: Forecast T+1@11:T+2@11: DOWN (p=32.36%)
[2025-11-25T10:54:23.899187] [INFO ] [FORECASTER] Completed predict_future for UE
[2025-11-25T10:54:23.899390] [INFO ] [sig       ] UE: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:54:24.058426] [INFO ] [LOCAL     ] Saved forecast: UE	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/UE.txt
[2025-11-25T10:54:24.058720] [INFO ] [sig       ] [1877/2057] Completed UE in 0.4s | 2.88 sym/s | Total: 10.9m | ETA: 1.0m
[2025-11-25T10:54:24.058781] [INFO ] [sig       ] [1878/2057] Forecasting UFI...
[2025-11-25T10:54:24.058827] [INFO ] [sig       ] Generating forecast for: UFI
[2025-11-25T10:54:24.058870] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UFI' from 'https://tdm.silogroup.org/data/derivative_storage/UFI.csv'.
[2025-11-25T10:54:24.071846] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'UFI'.
[2025-11-25T10:54:24.072337] [INFO ] [FORECASTER] Starting predict_future for UFI
[2025-11-25T10:54:24.073212] [DEBUG] [LOCAL     ] No optimal features file found for UFI: ./output/feature-sets/UFI.txt
[2025-11-25T10:54:24.073293] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:54:24.073361] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:54:24.073447] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:54:24.073531] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:54:24.145139] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:54:24.146025] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:54:24.146150] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:54:24.146220] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:54:24.250348] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:54:24.250546] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:54:24.250593] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:54:24.250629] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:54:24.254223] [DEBUG] [FORECASTER] UFI: Forecast T+1@11:T+2@11: DOWN (p=1.12%)
[2025-11-25T10:54:24.254521] [INFO ] [FORECASTER] Completed predict_future for UFI
[2025-11-25T10:54:24.254704] [INFO ] [sig       ] UFI: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:54:24.411931] [INFO ] [LOCAL     ] Saved forecast: UFI	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/UFI.txt
[2025-11-25T10:54:24.412149] [INFO ] [sig       ] [1878/2057] Completed UFI in 0.4s | 2.88 sym/s | Total: 10.9m | ETA: 1.0m
[2025-11-25T10:54:24.412401] [INFO ] [sig       ] [1879/2057] Forecasting UGI...
[2025-11-25T10:54:24.412447] [INFO ] [sig       ] Generating forecast for: UGI
[2025-11-25T10:54:24.412491] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UGI' from 'https://tdm.silogroup.org/data/derivative_storage/UGI.csv'.
[2025-11-25T10:54:24.424963] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'UGI'.
[2025-11-25T10:54:24.425519] [INFO ] [FORECASTER] Starting predict_future for UGI
[2025-11-25T10:54:24.426453] [DEBUG] [LOCAL     ] No optimal features file found for UGI: ./output/feature-sets/UGI.txt
[2025-11-25T10:54:24.426532] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:54:24.426579] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:54:24.426620] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:54:24.426710] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:54:24.492793] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:54:24.493762] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:54:24.493864] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:54:24.493914] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:54:24.593962] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:54:24.594168] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:54:24.594216] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:54:24.594251] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:54:24.597804] [DEBUG] [FORECASTER] UGI: Forecast T+1@11:T+2@11: UP (p=72.99%)
[2025-11-25T10:54:24.598173] [INFO ] [FORECASTER] Completed predict_future for UGI
[2025-11-25T10:54:24.598337] [INFO ] [sig       ] UGI: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:54:24.761355] [INFO ] [LOCAL     ] Saved forecast: UGI	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/UGI.txt
[2025-11-25T10:54:24.761597] [INFO ] [sig       ] [1879/2057] Completed UGI in 0.3s | 2.88 sym/s | Total: 10.9m | ETA: 1.0m
[2025-11-25T10:54:24.761689] [INFO ] [sig       ] [1880/2057] Forecasting UGP...
[2025-11-25T10:54:24.761739] [INFO ] [sig       ] Generating forecast for: UGP
[2025-11-25T10:54:24.761785] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UGP' from 'https://tdm.silogroup.org/data/derivative_storage/UGP.csv'.
[2025-11-25T10:54:24.774561] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'UGP'.
[2025-11-25T10:54:24.775115] [INFO ] [FORECASTER] Starting predict_future for UGP
[2025-11-25T10:54:24.776034] [DEBUG] [LOCAL     ] No optimal features file found for UGP: ./output/feature-sets/UGP.txt
[2025-11-25T10:54:24.776107] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:54:24.776154] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:54:24.776196] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:54:24.776266] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:54:24.851927] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:54:24.852815] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:54:24.852919] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:54:24.852977] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:54:24.978782] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:54:24.978980] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:54:24.979031] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:54:24.979067] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:54:24.982472] [DEBUG] [FORECASTER] UGP: Forecast T+1@11:T+2@11: DOWN (p=38.16%)
[2025-11-25T10:54:24.982969] [INFO ] [FORECASTER] Completed predict_future for UGP
[2025-11-25T10:54:24.983194] [INFO ] [sig       ] UGP: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:54:25.128925] [INFO ] [LOCAL     ] Saved forecast: UGP	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/UGP.txt
[2025-11-25T10:54:25.129234] [INFO ] [sig       ] [1880/2057] Completed UGP in 0.4s | 2.88 sym/s | Total: 10.9m | ETA: 1.0m
[2025-11-25T10:54:25.129347] [INFO ] [sig       ] [1881/2057] Forecasting UHAL...
[2025-11-25T10:54:25.129448] [INFO ] [sig       ] Generating forecast for: UHAL
[2025-11-25T10:54:25.129551] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UHAL' from 'https://tdm.silogroup.org/data/derivative_storage/UHAL.csv'.
[2025-11-25T10:54:25.141934] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'UHAL'.
[2025-11-25T10:54:25.142630] [INFO ] [FORECASTER] Starting predict_future for UHAL
[2025-11-25T10:54:25.143850] [DEBUG] [LOCAL     ] No optimal features file found for UHAL: ./output/feature-sets/UHAL.txt
[2025-11-25T10:54:25.143935] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:54:25.143998] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:54:25.144050] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:54:25.144140] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:54:25.223176] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:54:25.224121] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:54:25.224227] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:54:25.224277] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:54:25.337402] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:54:25.337629] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:54:25.337723] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:54:25.337778] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:54:25.341881] [DEBUG] [FORECASTER] UHAL: Forecast T+1@11:T+2@11: DOWN (p=44.96%)
[2025-11-25T10:54:25.342267] [INFO ] [FORECASTER] Completed predict_future for UHAL
[2025-11-25T10:54:25.342464] [INFO ] [sig       ] UHAL: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:54:25.507822] [INFO ] [LOCAL     ] Saved forecast: UHAL	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/UHAL.txt
[2025-11-25T10:54:25.508029] [INFO ] [sig       ] [1881/2057] Completed UHAL in 0.4s | 2.88 sym/s | Total: 10.9m | ETA: 1.0m
[2025-11-25T10:54:25.508084] [INFO ] [sig       ] [1882/2057] Forecasting UHS...
[2025-11-25T10:54:25.508127] [INFO ] [sig       ] Generating forecast for: UHS
[2025-11-25T10:54:25.508182] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UHS' from 'https://tdm.silogroup.org/data/derivative_storage/UHS.csv'.
[2025-11-25T10:54:25.519510] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'UHS'.
[2025-11-25T10:54:25.519973] [INFO ] [FORECASTER] Starting predict_future for UHS
[2025-11-25T10:54:25.520835] [DEBUG] [LOCAL     ] No optimal features file found for UHS: ./output/feature-sets/UHS.txt
[2025-11-25T10:54:25.520905] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:54:25.520950] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:54:25.520991] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:54:25.521062] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:54:25.588446] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:54:25.589414] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:54:25.589544] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:54:25.589594] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:54:25.699263] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:54:25.699479] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:54:25.699529] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:54:25.699566] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:54:25.703488] [DEBUG] [FORECASTER] UHS: Forecast T+1@11:T+2@11: DOWN (p=23.35%)
[2025-11-25T10:54:25.703895] [INFO ] [FORECASTER] Completed predict_future for UHS
[2025-11-25T10:54:25.704088] [INFO ] [sig       ] UHS: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:54:25.862032] [INFO ] [LOCAL     ] Saved forecast: UHS	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/UHS.txt
[2025-11-25T10:54:25.862206] [INFO ] [sig       ] [1882/2057] Completed UHS in 0.4s | 2.88 sym/s | Total: 10.9m | ETA: 1.0m
[2025-11-25T10:54:25.862269] [INFO ] [sig       ] [1883/2057] Forecasting UHT...
[2025-11-25T10:54:25.862326] [INFO ] [sig       ] Generating forecast for: UHT
[2025-11-25T10:54:25.862373] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UHT' from 'https://tdm.silogroup.org/data/derivative_storage/UHT.csv'.
[2025-11-25T10:54:25.874226] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'UHT'.
[2025-11-25T10:54:25.874669] [INFO ] [FORECASTER] Starting predict_future for UHT
[2025-11-25T10:54:25.875476] [DEBUG] [LOCAL     ] No optimal features file found for UHT: ./output/feature-sets/UHT.txt
[2025-11-25T10:54:25.875549] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:54:25.875595] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:54:25.875637] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:54:25.875730] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:54:25.945005] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:54:25.945947] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:54:25.946055] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:54:25.946105] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:54:26.052151] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:54:26.052558] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:54:26.052626] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:54:26.052705] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:54:26.056938] [DEBUG] [FORECASTER] UHT: Forecast T+1@11:T+2@11: DOWN (p=28.79%)
[2025-11-25T10:54:26.057520] [INFO ] [FORECASTER] Completed predict_future for UHT
[2025-11-25T10:54:26.057705] [INFO ] [sig       ] UHT: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:54:26.205818] [INFO ] [LOCAL     ] Saved forecast: UHT	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/UHT.txt
[2025-11-25T10:54:26.206037] [INFO ] [sig       ] [1883/2057] Completed UHT in 0.3s | 2.88 sym/s | Total: 10.9m | ETA: 1.0m
[2025-11-25T10:54:26.206097] [INFO ] [sig       ] [1884/2057] Forecasting UI...
[2025-11-25T10:54:26.206144] [INFO ] [sig       ] Generating forecast for: UI
[2025-11-25T10:54:26.206188] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UI' from 'https://tdm.silogroup.org/data/derivative_storage/UI.csv'.
[2025-11-25T10:54:26.218272] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'UI'.
[2025-11-25T10:54:26.218781] [INFO ] [FORECASTER] Starting predict_future for UI
[2025-11-25T10:54:26.219625] [DEBUG] [LOCAL     ] No optimal features file found for UI: ./output/feature-sets/UI.txt
[2025-11-25T10:54:26.219720] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:54:26.219770] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:54:26.219810] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:54:26.219882] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:54:26.300302] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:54:26.301438] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:54:26.301566] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:54:26.301615] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:54:26.418622] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:54:26.418838] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:54:26.418887] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:54:26.418921] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:54:26.422460] [DEBUG] [FORECASTER] UI: Forecast T+1@11:T+2@11: UP (p=71.64%)
[2025-11-25T10:54:26.422833] [INFO ] [FORECASTER] Completed predict_future for UI
[2025-11-25T10:54:26.423009] [INFO ] [sig       ] UI: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:54:26.583850] [INFO ] [LOCAL     ] Saved forecast: UI	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/UI.txt
[2025-11-25T10:54:26.584062] [INFO ] [sig       ] [1884/2057] Completed UI in 0.4s | 2.88 sym/s | Total: 10.9m | ETA: 1.0m
[2025-11-25T10:54:26.584136] [INFO ] [sig       ] [1885/2057] Forecasting UIS...
[2025-11-25T10:54:26.584196] [INFO ] [sig       ] Generating forecast for: UIS
[2025-11-25T10:54:26.584257] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UIS' from 'https://tdm.silogroup.org/data/derivative_storage/UIS.csv'.
[2025-11-25T10:54:26.595765] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'UIS'.
[2025-11-25T10:54:26.596265] [INFO ] [FORECASTER] Starting predict_future for UIS
[2025-11-25T10:54:26.597162] [DEBUG] [LOCAL     ] No optimal features file found for UIS: ./output/feature-sets/UIS.txt
[2025-11-25T10:54:26.597242] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:54:26.597302] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:54:26.597355] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:54:26.597449] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:54:26.666253] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:54:26.667262] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:54:26.667367] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:54:26.667417] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:54:26.793765] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:54:26.793987] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:54:26.794050] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:54:26.794098] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:54:26.797666] [DEBUG] [FORECASTER] UIS: Forecast T+1@11:T+2@11: UP (p=58.34%)
[2025-11-25T10:54:26.798051] [INFO ] [FORECASTER] Completed predict_future for UIS
[2025-11-25T10:54:26.798226] [INFO ] [sig       ] UIS: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:54:26.945445] [INFO ] [LOCAL     ] Saved forecast: UIS	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/UIS.txt
[2025-11-25T10:54:26.945666] [INFO ] [sig       ] [1885/2057] Completed UIS in 0.4s | 2.88 sym/s | Total: 10.9m | ETA: 59.8s
[2025-11-25T10:54:26.945728] [INFO ] [sig       ] [1886/2057] Forecasting UL...
[2025-11-25T10:54:26.945773] [INFO ] [sig       ] Generating forecast for: UL
[2025-11-25T10:54:26.945818] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UL' from 'https://tdm.silogroup.org/data/derivative_storage/UL.csv'.
[2025-11-25T10:54:26.957630] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'UL'.
[2025-11-25T10:54:26.958101] [INFO ] [FORECASTER] Starting predict_future for UL
[2025-11-25T10:54:26.958935] [DEBUG] [LOCAL     ] No optimal features file found for UL: ./output/feature-sets/UL.txt
[2025-11-25T10:54:26.959006] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:54:26.959056] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:54:26.959108] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:54:26.959193] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:54:27.031383] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:54:27.032328] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:54:27.032434] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:54:27.032483] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:54:27.181857] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:54:27.182070] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:54:27.182128] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:54:27.182164] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:54:27.185805] [DEBUG] [FORECASTER] UL: Forecast T+1@11:T+2@11: UP (p=78.15%)
[2025-11-25T10:54:27.186471] [INFO ] [FORECASTER] Completed predict_future for UL
[2025-11-25T10:54:27.186734] [INFO ] [sig       ] UL: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:54:27.338275] [INFO ] [LOCAL     ] Saved forecast: UL	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/UL.txt
[2025-11-25T10:54:27.338511] [INFO ] [sig       ] [1886/2057] Completed UL in 0.4s | 2.88 sym/s | Total: 10.9m | ETA: 59.4s
[2025-11-25T10:54:27.338596] [INFO ] [sig       ] [1887/2057] Forecasting UMC...
[2025-11-25T10:54:27.338675] [INFO ] [sig       ] Generating forecast for: UMC
[2025-11-25T10:54:27.338724] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UMC' from 'https://tdm.silogroup.org/data/derivative_storage/UMC.csv'.
[2025-11-25T10:54:27.351223] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'UMC'.
[2025-11-25T10:54:27.351699] [INFO ] [FORECASTER] Starting predict_future for UMC
[2025-11-25T10:54:27.352497] [DEBUG] [LOCAL     ] No optimal features file found for UMC: ./output/feature-sets/UMC.txt
[2025-11-25T10:54:27.352570] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:54:27.352617] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:54:27.352682] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:54:27.352754] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:54:27.423294] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:54:27.424259] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:54:27.424361] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:54:27.424411] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:54:27.553579] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:54:27.553870] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:54:27.553938] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:54:27.553987] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:54:27.558974] [DEBUG] [FORECASTER] UMC: Forecast T+1@11:T+2@11: DOWN (p=37.19%)
[2025-11-25T10:54:27.559472] [INFO ] [FORECASTER] Completed predict_future for UMC
[2025-11-25T10:54:27.559708] [INFO ] [sig       ] UMC: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:54:27.726320] [INFO ] [LOCAL     ] Saved forecast: UMC	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/UMC.txt
[2025-11-25T10:54:27.726486] [INFO ] [sig       ] [1887/2057] Completed UMC in 0.4s | 2.88 sym/s | Total: 10.9m | ETA: 59.1s
[2025-11-25T10:54:27.726539] [INFO ] [sig       ] [1888/2057] Forecasting UMH...
[2025-11-25T10:54:27.726582] [INFO ] [sig       ] Generating forecast for: UMH
[2025-11-25T10:54:27.726626] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UMH' from 'https://tdm.silogroup.org/data/derivative_storage/UMH.csv'.
[2025-11-25T10:54:27.738913] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'UMH'.
[2025-11-25T10:54:27.739290] [INFO ] [FORECASTER] Starting predict_future for UMH
[2025-11-25T10:54:27.740086] [DEBUG] [LOCAL     ] No optimal features file found for UMH: ./output/feature-sets/UMH.txt
[2025-11-25T10:54:27.740156] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:54:27.740202] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:54:27.740244] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:54:27.740312] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:54:27.809160] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:54:27.810212] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:54:27.810320] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:54:27.810369] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:54:27.912807] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:54:27.913004] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:54:27.913054] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:54:27.913090] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:54:27.916627] [DEBUG] [FORECASTER] UMH: Forecast T+1@11:T+2@11: DOWN (p=4.72%)
[2025-11-25T10:54:27.916945] [INFO ] [FORECASTER] Completed predict_future for UMH
[2025-11-25T10:54:27.917127] [INFO ] [sig       ] UMH: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:54:28.068515] [INFO ] [LOCAL     ] Saved forecast: UMH	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/UMH.txt
[2025-11-25T10:54:28.068724] [INFO ] [sig       ] [1888/2057] Completed UMH in 0.3s | 2.88 sym/s | Total: 10.9m | ETA: 58.8s
[2025-11-25T10:54:28.068784] [INFO ] [sig       ] [1889/2057] Forecasting UNF...
[2025-11-25T10:54:28.068830] [INFO ] [sig       ] Generating forecast for: UNF
[2025-11-25T10:54:28.068874] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UNF' from 'https://tdm.silogroup.org/data/derivative_storage/UNF.csv'.
[2025-11-25T10:54:28.080679] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'UNF'.
[2025-11-25T10:54:28.081110] [INFO ] [FORECASTER] Starting predict_future for UNF
[2025-11-25T10:54:28.081983] [DEBUG] [LOCAL     ] No optimal features file found for UNF: ./output/feature-sets/UNF.txt
[2025-11-25T10:54:28.082061] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:54:28.082111] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:54:28.082153] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:54:28.082224] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:54:28.154060] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:54:28.155192] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:54:28.155299] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:54:28.155350] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:54:28.269630] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:54:28.269835] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:54:28.269884] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:54:28.269918] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:54:28.273619] [DEBUG] [FORECASTER] UNF: Forecast T+1@11:T+2@11: UP (p=99.04%)
[2025-11-25T10:54:28.273953] [INFO ] [FORECASTER] Completed predict_future for UNF
[2025-11-25T10:54:28.274101] [INFO ] [sig       ] UNF: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:54:28.415802] [INFO ] [LOCAL     ] Saved forecast: UNF	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/UNF.txt
[2025-11-25T10:54:28.415946] [INFO ] [sig       ] [1889/2057] Completed UNF in 0.3s | 2.88 sym/s | Total: 10.9m | ETA: 58.4s
[2025-11-25T10:54:28.415995] [INFO ] [sig       ] [1890/2057] Forecasting UNFI...
[2025-11-25T10:54:28.416040] [INFO ] [sig       ] Generating forecast for: UNFI
[2025-11-25T10:54:28.416083] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UNFI' from 'https://tdm.silogroup.org/data/derivative_storage/UNFI.csv'.
[2025-11-25T10:54:28.427673] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'UNFI'.
[2025-11-25T10:54:28.428037] [INFO ] [FORECASTER] Starting predict_future for UNFI
[2025-11-25T10:54:28.428846] [DEBUG] [LOCAL     ] No optimal features file found for UNFI: ./output/feature-sets/UNFI.txt
[2025-11-25T10:54:28.428915] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:54:28.428961] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:54:28.429002] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:54:28.429084] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:54:28.495360] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:54:28.495992] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:54:28.496090] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:54:28.496137] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:54:28.606831] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:54:28.606942] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:54:28.606983] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:54:28.607054] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:54:28.610197] [DEBUG] [FORECASTER] UNFI: Forecast T+1@11:T+2@11: DOWN (p=48.38%)
[2025-11-25T10:54:28.610464] [INFO ] [FORECASTER] Completed predict_future for UNFI
[2025-11-25T10:54:28.610602] [INFO ] [sig       ] UNFI: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:54:28.751165] [INFO ] [LOCAL     ] Saved forecast: UNFI	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/UNFI.txt
[2025-11-25T10:54:28.751307] [INFO ] [sig       ] [1890/2057] Completed UNFI in 0.3s | 2.88 sym/s | Total: 11.0m | ETA: 58.1s
[2025-11-25T10:54:28.751355] [INFO ] [sig       ] [1891/2057] Forecasting UNH...
[2025-11-25T10:54:28.751398] [INFO ] [sig       ] Generating forecast for: UNH
[2025-11-25T10:54:28.751441] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UNH' from 'https://tdm.silogroup.org/data/derivative_storage/UNH.csv'.
[2025-11-25T10:54:28.763253] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'UNH'.
[2025-11-25T10:54:28.763664] [INFO ] [FORECASTER] Starting predict_future for UNH
[2025-11-25T10:54:28.764433] [DEBUG] [LOCAL     ] No optimal features file found for UNH: ./output/feature-sets/UNH.txt
[2025-11-25T10:54:28.764501] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:54:28.764567] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:54:28.764609] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:54:28.764695] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:54:28.830388] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:54:28.831264] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:54:28.831377] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:54:28.831425] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:54:28.943541] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:54:28.943764] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:54:28.943835] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:54:28.943881] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:54:28.947313] [DEBUG] [FORECASTER] UNH: Forecast T+1@11:T+2@11: UP (p=64.09%)
[2025-11-25T10:54:28.947805] [INFO ] [FORECASTER] Completed predict_future for UNH
[2025-11-25T10:54:28.948066] [INFO ] [sig       ] UNH: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:54:29.088804] [INFO ] [LOCAL     ] Saved forecast: UNH	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/UNH.txt
[2025-11-25T10:54:29.088962] [INFO ] [sig       ] [1891/2057] Completed UNH in 0.3s | 2.88 sym/s | Total: 11.0m | ETA: 57.7s
[2025-11-25T10:54:29.089015] [INFO ] [sig       ] [1892/2057] Forecasting UNM...
[2025-11-25T10:54:29.089059] [INFO ] [sig       ] Generating forecast for: UNM
[2025-11-25T10:54:29.089106] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UNM' from 'https://tdm.silogroup.org/data/derivative_storage/UNM.csv'.
[2025-11-25T10:54:29.100980] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'UNM'.
[2025-11-25T10:54:29.101583] [INFO ] [FORECASTER] Starting predict_future for UNM
[2025-11-25T10:54:29.102567] [DEBUG] [LOCAL     ] No optimal features file found for UNM: ./output/feature-sets/UNM.txt
[2025-11-25T10:54:29.102660] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:54:29.102714] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:54:29.102754] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:54:29.102823] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:54:29.168429] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:54:29.169370] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:54:29.169471] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:54:29.169517] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:54:29.273755] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:54:29.273950] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:54:29.273998] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:54:29.274033] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:54:29.277415] [DEBUG] [FORECASTER] UNM: Forecast T+1@11:T+2@11: DOWN (p=23.52%)
[2025-11-25T10:54:29.277752] [INFO ] [FORECASTER] Completed predict_future for UNM
[2025-11-25T10:54:29.277900] [INFO ] [sig       ] UNM: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:54:29.423667] [INFO ] [LOCAL     ] Saved forecast: UNM	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/UNM.txt
[2025-11-25T10:54:29.423854] [INFO ] [sig       ] [1892/2057] Completed UNM in 0.3s | 2.88 sym/s | Total: 11.0m | ETA: 57.4s
[2025-11-25T10:54:29.423912] [INFO ] [sig       ] [1893/2057] Forecasting UNMA...
[2025-11-25T10:54:29.423955] [INFO ] [sig       ] Generating forecast for: UNMA
[2025-11-25T10:54:29.423999] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UNMA' from 'https://tdm.silogroup.org/data/derivative_storage/UNMA.csv'.
[2025-11-25T10:54:29.436824] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'UNMA'.
[2025-11-25T10:54:29.437415] [INFO ] [FORECASTER] Starting predict_future for UNMA
[2025-11-25T10:54:29.438323] [DEBUG] [LOCAL     ] No optimal features file found for UNMA: ./output/feature-sets/UNMA.txt
[2025-11-25T10:54:29.438398] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:54:29.438445] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:54:29.438489] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:54:29.438560] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:54:29.510506] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:54:29.511386] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:54:29.511492] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:54:29.511541] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:54:29.617483] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:54:29.617708] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:54:29.617764] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:54:29.617800] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:54:29.621440] [DEBUG] [FORECASTER] UNMA: Forecast T+1@11:T+2@11: DOWN (p=42.71%)
[2025-11-25T10:54:29.621777] [INFO ] [FORECASTER] Completed predict_future for UNMA
[2025-11-25T10:54:29.621959] [INFO ] [sig       ] UNMA: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:54:29.777677] [INFO ] [LOCAL     ] Saved forecast: UNMA	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/UNMA.txt
[2025-11-25T10:54:29.777895] [INFO ] [sig       ] [1893/2057] Completed UNMA in 0.4s | 2.88 sym/s | Total: 11.0m | ETA: 57.0s
[2025-11-25T10:54:29.777959] [INFO ] [sig       ] [1894/2057] Forecasting UNP...
[2025-11-25T10:54:29.778004] [INFO ] [sig       ] Generating forecast for: UNP
[2025-11-25T10:54:29.778050] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UNP' from 'https://tdm.silogroup.org/data/derivative_storage/UNP.csv'.
[2025-11-25T10:54:29.789902] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'UNP'.
[2025-11-25T10:54:29.790347] [INFO ] [FORECASTER] Starting predict_future for UNP
[2025-11-25T10:54:29.791183] [DEBUG] [LOCAL     ] No optimal features file found for UNP: ./output/feature-sets/UNP.txt
[2025-11-25T10:54:29.791252] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:54:29.791298] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:54:29.791338] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:54:29.791405] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:54:29.856210] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:54:29.857150] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:54:29.857254] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:54:29.857301] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:54:29.955412] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:54:29.955610] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:54:29.955680] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:54:29.955725] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:54:29.959220] [DEBUG] [FORECASTER] UNP: Forecast T+1@11:T+2@11: UP (p=74.30%)
[2025-11-25T10:54:29.959526] [INFO ] [FORECASTER] Completed predict_future for UNP
[2025-11-25T10:54:29.959696] [INFO ] [sig       ] UNP: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:54:30.101776] [INFO ] [LOCAL     ] Saved forecast: UNP	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/UNP.txt
[2025-11-25T10:54:30.101965] [INFO ] [sig       ] [1894/2057] Completed UNP in 0.3s | 2.88 sym/s | Total: 11.0m | ETA: 56.7s
[2025-11-25T10:54:30.102043] [INFO ] [sig       ] [1895/2057] Forecasting UP...
[2025-11-25T10:54:30.102089] [INFO ] [sig       ] Generating forecast for: UP
[2025-11-25T10:54:30.102137] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UP' from 'https://tdm.silogroup.org/data/derivative_storage/UP.csv'.
[2025-11-25T10:54:30.114213] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'UP'.
[2025-11-25T10:54:30.114700] [INFO ] [FORECASTER] Starting predict_future for UP
[2025-11-25T10:54:30.115483] [DEBUG] [LOCAL     ] No optimal features file found for UP: ./output/feature-sets/UP.txt
[2025-11-25T10:54:30.115553] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:54:30.115599] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:54:30.115661] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:54:30.115735] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:54:30.182544] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:54:30.183411] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:54:30.183510] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:54:30.183557] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:54:30.293547] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:54:30.293737] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:54:30.293789] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:54:30.293825] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:54:30.298093] [DEBUG] [FORECASTER] UP: Forecast T+1@11:T+2@11: DOWN (p=49.50%)
[2025-11-25T10:54:30.298400] [INFO ] [FORECASTER] Completed predict_future for UP
[2025-11-25T10:54:30.298533] [INFO ] [sig       ] UP: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:54:30.439145] [INFO ] [LOCAL     ] Saved forecast: UP	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/UP.txt
[2025-11-25T10:54:30.439328] [INFO ] [sig       ] [1895/2057] Completed UP in 0.3s | 2.88 sym/s | Total: 11.0m | ETA: 56.3s
[2025-11-25T10:54:30.439382] [INFO ] [sig       ] [1896/2057] Forecasting UPS...
[2025-11-25T10:54:30.439424] [INFO ] [sig       ] Generating forecast for: UPS
[2025-11-25T10:54:30.439466] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UPS' from 'https://tdm.silogroup.org/data/derivative_storage/UPS.csv'.
[2025-11-25T10:54:30.452202] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'UPS'.
[2025-11-25T10:54:30.452750] [INFO ] [FORECASTER] Starting predict_future for UPS
[2025-11-25T10:54:30.453555] [DEBUG] [LOCAL     ] No optimal features file found for UPS: ./output/feature-sets/UPS.txt
[2025-11-25T10:54:30.453627] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:54:30.453702] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:54:30.453745] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:54:30.453814] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:54:30.518689] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:54:30.519667] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:54:30.519777] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:54:30.519826] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:54:30.624335] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:54:30.624552] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:54:30.624599] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:54:30.624634] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:54:30.628210] [DEBUG] [FORECASTER] UPS: Forecast T+1@11:T+2@11: UP (p=95.42%)
[2025-11-25T10:54:30.628533] [INFO ] [FORECASTER] Completed predict_future for UPS
[2025-11-25T10:54:30.628706] [INFO ] [sig       ] UPS: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:54:30.783480] [INFO ] [LOCAL     ] Saved forecast: UPS	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/UPS.txt
[2025-11-25T10:54:30.783710] [INFO ] [sig       ] [1896/2057] Completed UPS in 0.3s | 2.88 sym/s | Total: 11.0m | ETA: 56.0s
[2025-11-25T10:54:30.783769] [INFO ] [sig       ] [1897/2057] Forecasting URI...
[2025-11-25T10:54:30.783813] [INFO ] [sig       ] Generating forecast for: URI
[2025-11-25T10:54:30.783867] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'URI' from 'https://tdm.silogroup.org/data/derivative_storage/URI.csv'.
[2025-11-25T10:54:30.796539] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'URI'.
[2025-11-25T10:54:30.797083] [INFO ] [FORECASTER] Starting predict_future for URI
[2025-11-25T10:54:30.797911] [DEBUG] [LOCAL     ] No optimal features file found for URI: ./output/feature-sets/URI.txt
[2025-11-25T10:54:30.797982] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:54:30.798027] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:54:30.798067] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:54:30.798141] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:54:30.863787] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:54:30.864843] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:54:30.864953] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:54:30.865001] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:54:30.995024] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:54:30.995251] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:54:30.995300] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:54:30.995335] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:54:30.998824] [DEBUG] [FORECASTER] URI: Forecast T+1@11:T+2@11: DOWN (p=24.30%)
[2025-11-25T10:54:30.999110] [INFO ] [FORECASTER] Completed predict_future for URI
[2025-11-25T10:54:30.999262] [INFO ] [sig       ] URI: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:54:31.137889] [INFO ] [LOCAL     ] Saved forecast: URI	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/URI.txt
[2025-11-25T10:54:31.138056] [INFO ] [sig       ] [1897/2057] Completed URI in 0.4s | 2.88 sym/s | Total: 11.0m | ETA: 55.6s
[2025-11-25T10:54:31.138111] [INFO ] [sig       ] [1898/2057] Forecasting USA...
[2025-11-25T10:54:31.138154] [INFO ] [sig       ] Generating forecast for: USA
[2025-11-25T10:54:31.138196] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'USA' from 'https://tdm.silogroup.org/data/derivative_storage/USA.csv'.
[2025-11-25T10:54:31.150191] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'USA'.
[2025-11-25T10:54:31.150589] [INFO ] [FORECASTER] Starting predict_future for USA
[2025-11-25T10:54:31.151388] [DEBUG] [LOCAL     ] No optimal features file found for USA: ./output/feature-sets/USA.txt
[2025-11-25T10:54:31.151460] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:54:31.151507] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:54:31.151549] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:54:31.151619] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:54:31.216449] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:54:31.217150] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:54:31.217245] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:54:31.217294] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:54:31.336188] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:54:31.336392] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:54:31.336441] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:54:31.336523] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:54:31.340040] [DEBUG] [FORECASTER] USA: Forecast T+1@11:T+2@11: DOWN (p=41.73%)
[2025-11-25T10:54:31.340398] [INFO ] [FORECASTER] Completed predict_future for USA
[2025-11-25T10:54:31.340637] [INFO ] [sig       ] USA: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:54:31.480017] [INFO ] [LOCAL     ] Saved forecast: USA	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/USA.txt
[2025-11-25T10:54:31.480177] [INFO ] [sig       ] [1898/2057] Completed USA in 0.3s | 2.88 sym/s | Total: 11.0m | ETA: 55.3s
[2025-11-25T10:54:31.480233] [INFO ] [sig       ] [1899/2057] Forecasting USAC...
[2025-11-25T10:54:31.480279] [INFO ] [sig       ] Generating forecast for: USAC
[2025-11-25T10:54:31.480324] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'USAC' from 'https://tdm.silogroup.org/data/derivative_storage/USAC.csv'.
[2025-11-25T10:54:31.491934] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'USAC'.
[2025-11-25T10:54:31.492315] [INFO ] [FORECASTER] Starting predict_future for USAC
[2025-11-25T10:54:31.493136] [DEBUG] [LOCAL     ] No optimal features file found for USAC: ./output/feature-sets/USAC.txt
[2025-11-25T10:54:31.493206] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:54:31.493252] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:54:31.493293] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:54:31.493363] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:54:31.558610] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:54:31.559523] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:54:31.559627] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:54:31.559709] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:54:31.683776] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:54:31.684012] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:54:31.684239] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:54:31.684344] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:54:31.687955] [DEBUG] [FORECASTER] USAC: Forecast T+1@11:T+2@11: UP (p=51.26%)
[2025-11-25T10:54:31.688379] [INFO ] [FORECASTER] Completed predict_future for USAC
[2025-11-25T10:54:31.688631] [INFO ] [sig       ] USAC: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:54:31.833314] [INFO ] [LOCAL     ] Saved forecast: USAC	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/USAC.txt
[2025-11-25T10:54:31.833502] [INFO ] [sig       ] [1899/2057] Completed USAC in 0.4s | 2.88 sym/s | Total: 11.0m | ETA: 54.9s
[2025-11-25T10:54:31.833557] [INFO ] [sig       ] [1900/2057] Forecasting USB...
[2025-11-25T10:54:31.833601] [INFO ] [sig       ] Generating forecast for: USB
[2025-11-25T10:54:31.833671] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'USB' from 'https://tdm.silogroup.org/data/derivative_storage/USB.csv'.
[2025-11-25T10:54:31.847756] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'USB'.
[2025-11-25T10:54:31.848423] [INFO ] [FORECASTER] Starting predict_future for USB
[2025-11-25T10:54:31.849491] [DEBUG] [LOCAL     ] No optimal features file found for USB: ./output/feature-sets/USB.txt
[2025-11-25T10:54:31.849575] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:54:31.849627] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:54:31.849698] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:54:31.849778] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:54:31.918113] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:54:31.919327] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:54:31.919457] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:54:31.919538] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:54:32.046746] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:54:32.047076] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:54:32.047134] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:54:32.047170] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:54:32.052149] [DEBUG] [FORECASTER] USB: Forecast T+1@11:T+2@11: DOWN (p=12.46%)
[2025-11-25T10:54:32.052717] [INFO ] [FORECASTER] Completed predict_future for USB
[2025-11-25T10:54:32.052925] [INFO ] [sig       ] USB: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:54:32.209628] [INFO ] [LOCAL     ] Saved forecast: USB	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/USB.txt
[2025-11-25T10:54:32.209885] [INFO ] [sig       ] [1900/2057] Completed USB in 0.4s | 2.88 sym/s | Total: 11.0m | ETA: 54.6s
[2025-11-25T10:54:32.209945] [INFO ] [sig       ] [1901/2057] Forecasting USFD...
[2025-11-25T10:54:32.209994] [INFO ] [sig       ] Generating forecast for: USFD
[2025-11-25T10:54:32.210041] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'USFD' from 'https://tdm.silogroup.org/data/derivative_storage/USFD.csv'.
[2025-11-25T10:54:32.222598] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'USFD'.
[2025-11-25T10:54:32.223174] [INFO ] [FORECASTER] Starting predict_future for USFD
[2025-11-25T10:54:32.224130] [DEBUG] [LOCAL     ] No optimal features file found for USFD: ./output/feature-sets/USFD.txt
[2025-11-25T10:54:32.224205] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:54:32.224255] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:54:32.224299] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:54:32.224373] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:54:32.293915] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:54:32.295071] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:54:32.295186] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:54:32.295237] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:54:32.432269] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:54:32.432549] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:54:32.432609] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:54:32.432667] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:54:32.436675] [DEBUG] [FORECASTER] USFD: Forecast T+1@11:T+2@11: DOWN (p=17.77%)
[2025-11-25T10:54:32.437050] [INFO ] [FORECASTER] Completed predict_future for USFD
[2025-11-25T10:54:32.437250] [INFO ] [sig       ] USFD: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:54:32.584741] [INFO ] [LOCAL     ] Saved forecast: USFD	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/USFD.txt
[2025-11-25T10:54:32.585004] [INFO ] [sig       ] [1901/2057] Completed USFD in 0.4s | 2.88 sym/s | Total: 11.0m | ETA: 54.2s
[2025-11-25T10:54:32.585074] [INFO ] [sig       ] [1902/2057] Forecasting USNA...
[2025-11-25T10:54:32.585114] [INFO ] [sig       ] Generating forecast for: USNA
[2025-11-25T10:54:32.585162] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'USNA' from 'https://tdm.silogroup.org/data/derivative_storage/USNA.csv'.
[2025-11-25T10:54:32.598540] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'USNA'.
[2025-11-25T10:54:32.599044] [INFO ] [FORECASTER] Starting predict_future for USNA
[2025-11-25T10:54:32.599885] [DEBUG] [LOCAL     ] No optimal features file found for USNA: ./output/feature-sets/USNA.txt
[2025-11-25T10:54:32.599956] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:54:32.600003] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:54:32.600066] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:54:32.600139] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:54:32.665408] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:54:32.666367] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:54:32.666479] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:54:32.666530] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:54:32.778999] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:54:32.779207] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:54:32.779255] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:54:32.779290] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:54:32.782784] [DEBUG] [FORECASTER] USNA: Forecast T+1@11:T+2@11: UP (p=55.12%)
[2025-11-25T10:54:32.783292] [INFO ] [FORECASTER] Completed predict_future for USNA
[2025-11-25T10:54:32.783536] [INFO ] [sig       ] USNA: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:54:32.928982] [INFO ] [LOCAL     ] Saved forecast: USNA	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/USNA.txt
[2025-11-25T10:54:32.929151] [INFO ] [sig       ] [1902/2057] Completed USNA in 0.3s | 2.88 sym/s | Total: 11.0m | ETA: 53.9s
[2025-11-25T10:54:32.929210] [INFO ] [sig       ] [1903/2057] Forecasting USPH...
[2025-11-25T10:54:32.929256] [INFO ] [sig       ] Generating forecast for: USPH
[2025-11-25T10:54:32.929299] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'USPH' from 'https://tdm.silogroup.org/data/derivative_storage/USPH.csv'.
[2025-11-25T10:54:32.940918] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'USPH'.
[2025-11-25T10:54:32.941312] [INFO ] [FORECASTER] Starting predict_future for USPH
[2025-11-25T10:54:32.942125] [DEBUG] [LOCAL     ] No optimal features file found for USPH: ./output/feature-sets/USPH.txt
[2025-11-25T10:54:32.942201] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:54:32.942250] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:54:32.942292] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:54:32.942363] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:54:33.013450] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:54:33.014394] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:54:33.014497] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:54:33.014546] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:54:33.129768] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:54:33.129944] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:54:33.129989] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:54:33.130024] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:54:33.133327] [DEBUG] [FORECASTER] USPH: Forecast T+1@11:T+2@11: UP (p=73.44%)
[2025-11-25T10:54:33.133789] [INFO ] [FORECASTER] Completed predict_future for USPH
[2025-11-25T10:54:33.134013] [INFO ] [sig       ] USPH: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:54:33.273489] [INFO ] [LOCAL     ] Saved forecast: USPH	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/USPH.txt
[2025-11-25T10:54:33.273690] [INFO ] [sig       ] [1903/2057] Completed USPH in 0.3s | 2.88 sym/s | Total: 11.0m | ETA: 53.5s
[2025-11-25T10:54:33.273779] [INFO ] [sig       ] [1904/2057] Forecasting UTF...
[2025-11-25T10:54:33.273846] [INFO ] [sig       ] Generating forecast for: UTF
[2025-11-25T10:54:33.273904] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UTF' from 'https://tdm.silogroup.org/data/derivative_storage/UTF.csv'.
[2025-11-25T10:54:33.285598] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'UTF'.
[2025-11-25T10:54:33.285996] [INFO ] [FORECASTER] Starting predict_future for UTF
[2025-11-25T10:54:33.286831] [DEBUG] [LOCAL     ] No optimal features file found for UTF: ./output/feature-sets/UTF.txt
[2025-11-25T10:54:33.286903] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:54:33.286950] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:54:33.286993] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:54:33.287088] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:54:33.352248] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:54:33.352934] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:54:33.353031] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:54:33.353082] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:54:33.467576] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:54:33.467796] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:54:33.467875] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:54:33.467923] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:54:33.471382] [DEBUG] [FORECASTER] UTF: Forecast T+1@11:T+2@11: UP (p=79.04%)
[2025-11-25T10:54:33.471722] [INFO ] [FORECASTER] Completed predict_future for UTF
[2025-11-25T10:54:33.471898] [INFO ] [sig       ] UTF: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:54:33.615615] [INFO ] [LOCAL     ] Saved forecast: UTF	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/UTF.txt
[2025-11-25T10:54:33.615806] [INFO ] [sig       ] [1904/2057] Completed UTF in 0.3s | 2.88 sym/s | Total: 11.0m | ETA: 53.2s
[2025-11-25T10:54:33.615861] [INFO ] [sig       ] [1905/2057] Forecasting UTI...
[2025-11-25T10:54:33.615906] [INFO ] [sig       ] Generating forecast for: UTI
[2025-11-25T10:54:33.615950] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UTI' from 'https://tdm.silogroup.org/data/derivative_storage/UTI.csv'.
[2025-11-25T10:54:33.627229] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'UTI'.
[2025-11-25T10:54:33.627610] [INFO ] [FORECASTER] Starting predict_future for UTI
[2025-11-25T10:54:33.628402] [DEBUG] [LOCAL     ] No optimal features file found for UTI: ./output/feature-sets/UTI.txt
[2025-11-25T10:54:33.628472] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:54:33.628518] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:54:33.628559] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:54:33.628628] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:54:33.693930] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:54:33.694687] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:54:33.694782] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:54:33.694830] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:54:33.810470] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:54:33.810697] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:54:33.810775] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:54:33.810822] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:54:33.814322] [DEBUG] [FORECASTER] UTI: Forecast T+1@11:T+2@11: UP (p=80.50%)
[2025-11-25T10:54:33.814681] [INFO ] [FORECASTER] Completed predict_future for UTI
[2025-11-25T10:54:33.815026] [INFO ] [sig       ] UTI: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:54:33.957870] [INFO ] [LOCAL     ] Saved forecast: UTI	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/UTI.txt
[2025-11-25T10:54:33.958032] [INFO ] [sig       ] [1905/2057] Completed UTI in 0.3s | 2.88 sym/s | Total: 11.0m | ETA: 52.8s
[2025-11-25T10:54:33.958087] [INFO ] [sig       ] [1906/2057] Forecasting UTL...
[2025-11-25T10:54:33.958131] [INFO ] [sig       ] Generating forecast for: UTL
[2025-11-25T10:54:33.958207] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UTL' from 'https://tdm.silogroup.org/data/derivative_storage/UTL.csv'.
[2025-11-25T10:54:33.970721] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'UTL'.
[2025-11-25T10:54:33.971088] [INFO ] [FORECASTER] Starting predict_future for UTL
[2025-11-25T10:54:33.971876] [DEBUG] [LOCAL     ] No optimal features file found for UTL: ./output/feature-sets/UTL.txt
[2025-11-25T10:54:33.971948] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:54:33.971994] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:54:33.972036] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:54:33.972105] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:54:34.037720] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:54:34.038384] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:54:34.038481] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:54:34.038531] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:54:34.150826] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:54:34.151003] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:54:34.151050] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:54:34.151085] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:54:34.154446] [DEBUG] [FORECASTER] UTL: Forecast T+1@11:T+2@11: DOWN (p=6.07%)
[2025-11-25T10:54:34.154756] [INFO ] [FORECASTER] Completed predict_future for UTL
[2025-11-25T10:54:34.154910] [INFO ] [sig       ] UTL: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:54:34.296526] [INFO ] [LOCAL     ] Saved forecast: UTL	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/UTL.txt
[2025-11-25T10:54:34.296739] [INFO ] [sig       ] [1906/2057] Completed UTL in 0.3s | 2.88 sym/s | Total: 11.0m | ETA: 52.5s
[2025-11-25T10:54:34.296798] [INFO ] [sig       ] [1907/2057] Forecasting UTZ...
[2025-11-25T10:54:34.296843] [INFO ] [sig       ] Generating forecast for: UTZ
[2025-11-25T10:54:34.296886] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UTZ' from 'https://tdm.silogroup.org/data/derivative_storage/UTZ.csv'.
[2025-11-25T10:54:34.309202] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'UTZ'.
[2025-11-25T10:54:34.309573] [INFO ] [FORECASTER] Starting predict_future for UTZ
[2025-11-25T10:54:34.310354] [DEBUG] [LOCAL     ] No optimal features file found for UTZ: ./output/feature-sets/UTZ.txt
[2025-11-25T10:54:34.310425] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:54:34.310472] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:54:34.310514] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:54:34.310585] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:54:34.375705] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:54:34.376366] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:54:34.376460] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:54:34.376510] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:54:34.501396] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:54:34.501569] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:54:34.501615] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:54:34.501669] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:54:34.505021] [DEBUG] [FORECASTER] UTZ: Forecast T+1@11:T+2@11: UP (p=65.01%)
[2025-11-25T10:54:34.505335] [INFO ] [FORECASTER] Completed predict_future for UTZ
[2025-11-25T10:54:34.505501] [INFO ] [sig       ] UTZ: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:54:34.646627] [INFO ] [LOCAL     ] Saved forecast: UTZ	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/UTZ.txt
[2025-11-25T10:54:34.646809] [INFO ] [sig       ] [1907/2057] Completed UTZ in 0.3s | 2.88 sym/s | Total: 11.0m | ETA: 52.1s
[2025-11-25T10:54:34.646864] [INFO ] [sig       ] [1908/2057] Forecasting UVE...
[2025-11-25T10:54:34.646910] [INFO ] [sig       ] Generating forecast for: UVE
[2025-11-25T10:54:34.646954] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UVE' from 'https://tdm.silogroup.org/data/derivative_storage/UVE.csv'.
[2025-11-25T10:54:34.659497] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'UVE'.
[2025-11-25T10:54:34.659882] [INFO ] [FORECASTER] Starting predict_future for UVE
[2025-11-25T10:54:34.660666] [DEBUG] [LOCAL     ] No optimal features file found for UVE: ./output/feature-sets/UVE.txt
[2025-11-25T10:54:34.660737] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:54:34.660784] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:54:34.660830] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:54:34.660903] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:54:34.725953] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:54:34.726629] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:54:34.726743] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:54:34.726793] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:54:34.853789] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:54:34.854016] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:54:34.854064] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:54:34.854098] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:54:34.857594] [DEBUG] [FORECASTER] UVE: Forecast T+1@11:T+2@11: UP (p=77.29%)
[2025-11-25T10:54:34.857901] [INFO ] [FORECASTER] Completed predict_future for UVE
[2025-11-25T10:54:34.858065] [INFO ] [sig       ] UVE: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:54:34.998637] [INFO ] [LOCAL     ] Saved forecast: UVE	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/UVE.txt
[2025-11-25T10:54:34.998836] [INFO ] [sig       ] [1908/2057] Completed UVE in 0.4s | 2.88 sym/s | Total: 11.1m | ETA: 51.8s
[2025-11-25T10:54:34.998891] [INFO ] [sig       ] [1909/2057] Forecasting UVV...
[2025-11-25T10:54:34.998937] [INFO ] [sig       ] Generating forecast for: UVV
[2025-11-25T10:54:34.998981] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UVV' from 'https://tdm.silogroup.org/data/derivative_storage/UVV.csv'.
[2025-11-25T10:54:35.010964] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'UVV'.
[2025-11-25T10:54:35.011337] [INFO ] [FORECASTER] Starting predict_future for UVV
[2025-11-25T10:54:35.012132] [DEBUG] [LOCAL     ] No optimal features file found for UVV: ./output/feature-sets/UVV.txt
[2025-11-25T10:54:35.012201] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:54:35.012241] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:54:35.012285] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:54:35.012354] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:54:35.077525] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:54:35.078170] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:54:35.078276] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:54:35.078333] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:54:35.192159] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:54:35.192353] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:54:35.192401] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:54:35.192436] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:54:35.195867] [DEBUG] [FORECASTER] UVV: Forecast T+1@11:T+2@11: UP (p=69.63%)
[2025-11-25T10:54:35.196176] [INFO ] [FORECASTER] Completed predict_future for UVV
[2025-11-25T10:54:35.196328] [INFO ] [sig       ] UVV: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:54:35.334595] [INFO ] [LOCAL     ] Saved forecast: UVV	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/UVV.txt
[2025-11-25T10:54:35.334765] [INFO ] [sig       ] [1909/2057] Completed UVV in 0.3s | 2.88 sym/s | Total: 11.1m | ETA: 51.5s
[2025-11-25T10:54:35.334820] [INFO ] [sig       ] [1910/2057] Forecasting UWMC...
[2025-11-25T10:54:35.334858] [INFO ] [sig       ] Generating forecast for: UWMC
[2025-11-25T10:54:35.334899] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UWMC' from 'https://tdm.silogroup.org/data/derivative_storage/UWMC.csv'.
[2025-11-25T10:54:35.347232] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'UWMC'.
[2025-11-25T10:54:35.347607] [INFO ] [FORECASTER] Starting predict_future for UWMC
[2025-11-25T10:54:35.348417] [DEBUG] [LOCAL     ] No optimal features file found for UWMC: ./output/feature-sets/UWMC.txt
[2025-11-25T10:54:35.348486] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:54:35.348531] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:54:35.348571] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:54:35.348661] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:54:35.413232] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:54:35.413885] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:54:35.413979] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:54:35.414026] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:54:35.544552] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:54:35.544777] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:54:35.544854] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:54:35.544902] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:54:35.548400] [DEBUG] [FORECASTER] UWMC: Forecast T+1@11:T+2@11: UP (p=79.51%)
[2025-11-25T10:54:35.548864] [INFO ] [FORECASTER] Completed predict_future for UWMC
[2025-11-25T10:54:35.549110] [INFO ] [sig       ] UWMC: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:54:35.690625] [INFO ] [LOCAL     ] Saved forecast: UWMC	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/UWMC.txt
[2025-11-25T10:54:35.690806] [INFO ] [sig       ] [1910/2057] Completed UWMC in 0.4s | 2.88 sym/s | Total: 11.1m | ETA: 51.1s
[2025-11-25T10:54:35.690864] [INFO ] [sig       ] [1911/2057] Forecasting UZD...
[2025-11-25T10:54:35.690910] [INFO ] [sig       ] Generating forecast for: UZD
[2025-11-25T10:54:35.690951] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UZD' from 'https://tdm.silogroup.org/data/derivative_storage/UZD.csv'.
[2025-11-25T10:54:35.702433] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'UZD'.
[2025-11-25T10:54:35.702844] [INFO ] [FORECASTER] Starting predict_future for UZD
[2025-11-25T10:54:35.703627] [DEBUG] [LOCAL     ] No optimal features file found for UZD: ./output/feature-sets/UZD.txt
[2025-11-25T10:54:35.703721] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:54:35.703771] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:54:35.703831] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:54:35.703931] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:54:35.771419] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:54:35.772312] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:54:35.772432] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:54:35.772486] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:54:35.898291] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:54:35.898436] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:54:35.898480] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:54:35.898515] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:54:35.901774] [DEBUG] [FORECASTER] UZD: Forecast T+1@11:T+2@11: UP (p=90.68%)
[2025-11-25T10:54:35.902241] [INFO ] [FORECASTER] Completed predict_future for UZD
[2025-11-25T10:54:35.902496] [INFO ] [sig       ] UZD: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:54:36.041131] [INFO ] [LOCAL     ] Saved forecast: UZD	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/UZD.txt
[2025-11-25T10:54:36.041281] [INFO ] [sig       ] [1911/2057] Completed UZD in 0.4s | 2.88 sym/s | Total: 11.1m | ETA: 50.8s
[2025-11-25T10:54:36.041338] [INFO ] [sig       ] [1912/2057] Forecasting UZE...
[2025-11-25T10:54:36.041384] [INFO ] [sig       ] Generating forecast for: UZE
[2025-11-25T10:54:36.041428] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UZE' from 'https://tdm.silogroup.org/data/derivative_storage/UZE.csv'.
[2025-11-25T10:54:36.053346] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'UZE'.
[2025-11-25T10:54:36.053725] [INFO ] [FORECASTER] Starting predict_future for UZE
[2025-11-25T10:54:36.054497] [DEBUG] [LOCAL     ] No optimal features file found for UZE: ./output/feature-sets/UZE.txt
[2025-11-25T10:54:36.054567] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:54:36.054614] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:54:36.054677] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:54:36.054751] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:54:36.121218] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:54:36.121935] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:54:36.122034] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:54:36.122098] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:54:36.234783] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:54:36.234964] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:54:36.235010] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:54:36.235045] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:54:36.238466] [DEBUG] [FORECASTER] UZE: Forecast T+1@11:T+2@11: DOWN (p=7.14%)
[2025-11-25T10:54:36.238775] [INFO ] [FORECASTER] Completed predict_future for UZE
[2025-11-25T10:54:36.238945] [INFO ] [sig       ] UZE: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:54:36.383236] [INFO ] [LOCAL     ] Saved forecast: UZE	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/UZE.txt
[2025-11-25T10:54:36.383482] [INFO ] [sig       ] [1912/2057] Completed UZE in 0.3s | 2.88 sym/s | Total: 11.1m | ETA: 50.4s
[2025-11-25T10:54:36.383562] [INFO ] [sig       ] [1913/2057] Forecasting V...
[2025-11-25T10:54:36.383624] [INFO ] [sig       ] Generating forecast for: V
[2025-11-25T10:54:36.383719] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'V' from 'https://tdm.silogroup.org/data/derivative_storage/V.csv'.
[2025-11-25T10:54:36.399561] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'V'.
[2025-11-25T10:54:36.400204] [INFO ] [FORECASTER] Starting predict_future for V
[2025-11-25T10:54:36.401291] [DEBUG] [LOCAL     ] No optimal features file found for V: ./output/feature-sets/V.txt
[2025-11-25T10:54:36.401383] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:54:36.401453] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:54:36.401513] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:54:36.401619] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:54:36.477397] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:54:36.478390] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:54:36.478494] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:54:36.478547] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:54:36.593025] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:54:36.593176] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:54:36.593224] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:54:36.593258] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:54:36.596872] [DEBUG] [FORECASTER] V: Forecast T+1@11:T+2@11: UP (p=98.20%)
[2025-11-25T10:54:36.597240] [INFO ] [FORECASTER] Completed predict_future for V
[2025-11-25T10:54:36.597413] [INFO ] [sig       ] V: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:54:36.736147] [INFO ] [LOCAL     ] Saved forecast: V	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/V.txt
[2025-11-25T10:54:36.736294] [INFO ] [sig       ] [1913/2057] Completed V in 0.4s | 2.88 sym/s | Total: 11.1m | ETA: 50.1s
[2025-11-25T10:54:36.736348] [INFO ] [sig       ] [1914/2057] Forecasting VAC...
[2025-11-25T10:54:36.736393] [INFO ] [sig       ] Generating forecast for: VAC
[2025-11-25T10:54:36.736436] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VAC' from 'https://tdm.silogroup.org/data/derivative_storage/VAC.csv'.
[2025-11-25T10:54:36.748120] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'VAC'.
[2025-11-25T10:54:36.748484] [INFO ] [FORECASTER] Starting predict_future for VAC
[2025-11-25T10:54:36.749301] [DEBUG] [LOCAL     ] No optimal features file found for VAC: ./output/feature-sets/VAC.txt
[2025-11-25T10:54:36.749386] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:54:36.749442] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:54:36.749484] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:54:36.749553] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:54:36.818428] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:54:36.819179] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:54:36.819276] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:54:36.819326] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:54:36.934469] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:54:36.934679] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:54:36.934758] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:54:36.934806] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:54:36.938337] [DEBUG] [FORECASTER] VAC: Forecast T+1@11:T+2@11: UP (p=76.55%)
[2025-11-25T10:54:36.938639] [INFO ] [FORECASTER] Completed predict_future for VAC
[2025-11-25T10:54:36.938844] [INFO ] [sig       ] VAC: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:54:37.078332] [INFO ] [LOCAL     ] Saved forecast: VAC	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/VAC.txt
[2025-11-25T10:54:37.078499] [INFO ] [sig       ] [1914/2057] Completed VAC in 0.3s | 2.88 sym/s | Total: 11.1m | ETA: 49.7s
[2025-11-25T10:54:37.078554] [INFO ] [sig       ] [1915/2057] Forecasting VAL...
[2025-11-25T10:54:37.078602] [INFO ] [sig       ] Generating forecast for: VAL
[2025-11-25T10:54:37.078668] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VAL' from 'https://tdm.silogroup.org/data/derivative_storage/VAL.csv'.
[2025-11-25T10:54:37.094298] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'VAL'.
[2025-11-25T10:54:37.094984] [INFO ] [FORECASTER] Starting predict_future for VAL
[2025-11-25T10:54:37.096074] [DEBUG] [LOCAL     ] No optimal features file found for VAL: ./output/feature-sets/VAL.txt
[2025-11-25T10:54:37.096152] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:54:37.096239] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:54:37.096302] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:54:37.096388] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:54:37.169947] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:54:37.171237] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:54:37.171376] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:54:37.171429] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:54:37.315163] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:54:37.315453] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:54:37.315512] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:54:37.315565] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:54:37.321318] [DEBUG] [FORECASTER] VAL: Forecast T+1@11:T+2@11: UP (p=65.40%)
[2025-11-25T10:54:37.322015] [INFO ] [FORECASTER] Completed predict_future for VAL
[2025-11-25T10:54:37.322310] [INFO ] [sig       ] VAL: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:54:37.473072] [INFO ] [LOCAL     ] Saved forecast: VAL	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/VAL.txt
[2025-11-25T10:54:37.473335] [INFO ] [sig       ] [1915/2057] Completed VAL in 0.4s | 2.88 sym/s | Total: 11.1m | ETA: 49.4s
[2025-11-25T10:54:37.473396] [INFO ] [sig       ] [1916/2057] Forecasting VALE...
[2025-11-25T10:54:37.473442] [INFO ] [sig       ] Generating forecast for: VALE
[2025-11-25T10:54:37.473491] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VALE' from 'https://tdm.silogroup.org/data/derivative_storage/VALE.csv'.
[2025-11-25T10:54:37.486993] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'VALE'.
[2025-11-25T10:54:37.487605] [INFO ] [FORECASTER] Starting predict_future for VALE
[2025-11-25T10:54:37.488564] [DEBUG] [LOCAL     ] No optimal features file found for VALE: ./output/feature-sets/VALE.txt
[2025-11-25T10:54:37.488670] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:54:37.488723] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:54:37.488764] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:54:37.488835] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:54:37.554507] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:54:37.555695] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:54:37.555847] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:54:37.555901] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:54:37.685099] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:54:37.685372] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:54:37.685424] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:54:37.685460] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:54:37.692167] [DEBUG] [FORECASTER] VALE: Forecast T+1@11:T+2@11: UP (p=93.78%)
[2025-11-25T10:54:37.692545] [INFO ] [FORECASTER] Completed predict_future for VALE
[2025-11-25T10:54:37.692739] [INFO ] [sig       ] VALE: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:54:37.835998] [INFO ] [LOCAL     ] Saved forecast: VALE	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/VALE.txt
[2025-11-25T10:54:37.836240] [INFO ] [sig       ] [1916/2057] Completed VALE in 0.4s | 2.88 sym/s | Total: 11.1m | ETA: 49.0s
[2025-11-25T10:54:37.836302] [INFO ] [sig       ] [1917/2057] Forecasting VATE...
[2025-11-25T10:54:37.836349] [INFO ] [sig       ] Generating forecast for: VATE
[2025-11-25T10:54:37.836398] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VATE' from 'https://tdm.silogroup.org/data/derivative_storage/VATE.csv'.
[2025-11-25T10:54:37.849789] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'VATE'.
[2025-11-25T10:54:37.850420] [INFO ] [FORECASTER] Starting predict_future for VATE
[2025-11-25T10:54:37.851402] [DEBUG] [LOCAL     ] No optimal features file found for VATE: ./output/feature-sets/VATE.txt
[2025-11-25T10:54:37.851482] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:54:37.851532] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:54:37.851575] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:54:37.851677] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:54:37.922732] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:54:37.924128] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:54:37.924249] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:54:37.924298] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:54:38.054580] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:54:38.054899] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:54:38.054980] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:54:38.055028] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:54:38.059512] [DEBUG] [FORECASTER] VATE: Forecast T+1@11:T+2@11: UP (p=97.94%)
[2025-11-25T10:54:38.059988] [INFO ] [FORECASTER] Completed predict_future for VATE
[2025-11-25T10:54:38.060216] [INFO ] [sig       ] VATE: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:54:38.212155] [INFO ] [LOCAL     ] Saved forecast: VATE	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/VATE.txt
[2025-11-25T10:54:38.212410] [INFO ] [sig       ] [1917/2057] Completed VATE in 0.4s | 2.88 sym/s | Total: 11.1m | ETA: 48.7s
[2025-11-25T10:54:38.212486] [INFO ] [sig       ] [1918/2057] Forecasting VBF...
[2025-11-25T10:54:38.212550] [INFO ] [sig       ] Generating forecast for: VBF
[2025-11-25T10:54:38.212612] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VBF' from 'https://tdm.silogroup.org/data/derivative_storage/VBF.csv'.
[2025-11-25T10:54:38.225827] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'VBF'.
[2025-11-25T10:54:38.226432] [INFO ] [FORECASTER] Starting predict_future for VBF
[2025-11-25T10:54:38.227381] [DEBUG] [LOCAL     ] No optimal features file found for VBF: ./output/feature-sets/VBF.txt
[2025-11-25T10:54:38.227458] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:54:38.227506] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:54:38.227561] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:54:38.227638] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:54:38.295300] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:54:38.296284] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:54:38.296393] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:54:38.296444] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:54:38.417283] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:54:38.417501] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:54:38.417552] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:54:38.417590] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:54:38.421340] [DEBUG] [FORECASTER] VBF: Forecast T+1@11:T+2@11: UP (p=94.20%)
[2025-11-25T10:54:38.421729] [INFO ] [FORECASTER] Completed predict_future for VBF
[2025-11-25T10:54:38.421923] [INFO ] [sig       ] VBF: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:54:38.575602] [INFO ] [LOCAL     ] Saved forecast: VBF	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/VBF.txt
[2025-11-25T10:54:38.575821] [INFO ] [sig       ] [1918/2057] Completed VBF in 0.4s | 2.88 sym/s | Total: 11.1m | ETA: 48.3s
[2025-11-25T10:54:38.575881] [INFO ] [sig       ] [1919/2057] Forecasting VCV...
[2025-11-25T10:54:38.575947] [INFO ] [sig       ] Generating forecast for: VCV
[2025-11-25T10:54:38.575996] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VCV' from 'https://tdm.silogroup.org/data/derivative_storage/VCV.csv'.
[2025-11-25T10:54:38.590830] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'VCV'.
[2025-11-25T10:54:38.591352] [INFO ] [FORECASTER] Starting predict_future for VCV
[2025-11-25T10:54:38.592197] [DEBUG] [LOCAL     ] No optimal features file found for VCV: ./output/feature-sets/VCV.txt
[2025-11-25T10:54:38.592272] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:54:38.592330] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:54:38.592381] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:54:38.592470] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:54:38.663862] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:54:38.664790] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:54:38.664895] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:54:38.664945] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:54:38.772380] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:54:38.772579] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:54:38.772629] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:54:38.772696] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:54:38.776335] [DEBUG] [FORECASTER] VCV: Forecast T+1@11:T+2@11: DOWN (p=26.00%)
[2025-11-25T10:54:38.776631] [INFO ] [FORECASTER] Completed predict_future for VCV
[2025-11-25T10:54:38.776831] [INFO ] [sig       ] VCV: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:54:38.920064] [INFO ] [LOCAL     ] Saved forecast: VCV	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/VCV.txt
[2025-11-25T10:54:38.920245] [INFO ] [sig       ] [1919/2057] Completed VCV in 0.3s | 2.88 sym/s | Total: 11.1m | ETA: 48.0s
[2025-11-25T10:54:38.920303] [INFO ] [sig       ] [1920/2057] Forecasting VEEV...
[2025-11-25T10:54:38.920349] [INFO ] [sig       ] Generating forecast for: VEEV
[2025-11-25T10:54:38.920396] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VEEV' from 'https://tdm.silogroup.org/data/derivative_storage/VEEV.csv'.
[2025-11-25T10:54:38.931929] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'VEEV'.
[2025-11-25T10:54:38.932335] [INFO ] [FORECASTER] Starting predict_future for VEEV
[2025-11-25T10:54:38.933173] [DEBUG] [LOCAL     ] No optimal features file found for VEEV: ./output/feature-sets/VEEV.txt
[2025-11-25T10:54:38.933248] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:54:38.933297] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:54:38.933343] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:54:38.933418] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:54:39.004223] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:54:39.005133] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:54:39.005238] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:54:39.005289] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:54:39.113278] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:54:39.113470] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:54:39.113518] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:54:39.113553] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:54:39.116996] [DEBUG] [FORECASTER] VEEV: Forecast T+1@11:T+2@11: DOWN (p=26.78%)
[2025-11-25T10:54:39.117302] [INFO ] [FORECASTER] Completed predict_future for VEEV
[2025-11-25T10:54:39.117447] [INFO ] [sig       ] VEEV: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:54:39.262052] [INFO ] [LOCAL     ] Saved forecast: VEEV	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/VEEV.txt
[2025-11-25T10:54:39.262242] [INFO ] [sig       ] [1920/2057] Completed VEEV in 0.3s | 2.88 sym/s | Total: 11.1m | ETA: 47.6s
[2025-11-25T10:54:39.262301] [INFO ] [sig       ] [1921/2057] Forecasting VEL...
[2025-11-25T10:54:39.262347] [INFO ] [sig       ] Generating forecast for: VEL
[2025-11-25T10:54:39.262392] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VEL' from 'https://tdm.silogroup.org/data/derivative_storage/VEL.csv'.
[2025-11-25T10:54:39.273404] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'VEL'.
[2025-11-25T10:54:39.273860] [INFO ] [FORECASTER] Starting predict_future for VEL
[2025-11-25T10:54:39.274628] [DEBUG] [LOCAL     ] No optimal features file found for VEL: ./output/feature-sets/VEL.txt
[2025-11-25T10:54:39.274716] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:54:39.274762] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:54:39.274803] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:54:39.274871] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:54:39.339508] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:54:39.340277] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:54:39.340375] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:54:39.340422] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:54:39.448384] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:54:39.448591] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:54:39.448842] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:54:39.448907] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:54:39.452676] [DEBUG] [FORECASTER] VEL: Forecast T+1@11:T+2@11: UP (p=84.28%)
[2025-11-25T10:54:39.453016] [INFO ] [FORECASTER] Completed predict_future for VEL
[2025-11-25T10:54:39.453187] [INFO ] [sig       ] VEL: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:54:39.596219] [INFO ] [LOCAL     ] Saved forecast: VEL	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/VEL.txt
[2025-11-25T10:54:39.596379] [INFO ] [sig       ] [1921/2057] Completed VEL in 0.3s | 2.88 sym/s | Total: 11.1m | ETA: 47.3s
[2025-11-25T10:54:39.596433] [INFO ] [sig       ] [1922/2057] Forecasting VET...
[2025-11-25T10:54:39.596477] [INFO ] [sig       ] Generating forecast for: VET
[2025-11-25T10:54:39.596519] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VET' from 'https://tdm.silogroup.org/data/derivative_storage/VET.csv'.
[2025-11-25T10:54:39.607994] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'VET'.
[2025-11-25T10:54:39.608434] [INFO ] [FORECASTER] Starting predict_future for VET
[2025-11-25T10:54:39.609266] [DEBUG] [LOCAL     ] No optimal features file found for VET: ./output/feature-sets/VET.txt
[2025-11-25T10:54:39.609342] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:54:39.609389] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:54:39.609431] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:54:39.609501] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:54:39.675796] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:54:39.676616] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:54:39.676740] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:54:39.676788] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:54:39.776581] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:54:39.776778] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:54:39.776829] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:54:39.776885] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:54:39.780325] [DEBUG] [FORECASTER] VET: Forecast T+1@11:T+2@11: DOWN (p=0.66%)
[2025-11-25T10:54:39.780614] [INFO ] [FORECASTER] Completed predict_future for VET
[2025-11-25T10:54:39.780777] [INFO ] [sig       ] VET: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:54:39.921272] [INFO ] [LOCAL     ] Saved forecast: VET	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/VET.txt
[2025-11-25T10:54:39.921422] [INFO ] [sig       ] [1922/2057] Completed VET in 0.3s | 2.88 sym/s | Total: 11.1m | ETA: 46.9s
[2025-11-25T10:54:39.921475] [INFO ] [sig       ] [1923/2057] Forecasting VFC...
[2025-11-25T10:54:39.921519] [INFO ] [sig       ] Generating forecast for: VFC
[2025-11-25T10:54:39.921559] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VFC' from 'https://tdm.silogroup.org/data/derivative_storage/VFC.csv'.
[2025-11-25T10:54:39.933797] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'VFC'.
[2025-11-25T10:54:39.934269] [INFO ] [FORECASTER] Starting predict_future for VFC
[2025-11-25T10:54:39.935099] [DEBUG] [LOCAL     ] No optimal features file found for VFC: ./output/feature-sets/VFC.txt
[2025-11-25T10:54:39.935178] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:54:39.935231] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:54:39.935273] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:54:39.935344] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:54:40.000742] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:54:40.001722] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:54:40.001843] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:54:40.001900] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:54:40.110858] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:54:40.111071] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:54:40.111128] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:54:40.111166] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:54:40.115177] [DEBUG] [FORECASTER] VFC: Forecast T+1@11:T+2@11: DOWN (p=43.91%)
[2025-11-25T10:54:40.115503] [INFO ] [FORECASTER] Completed predict_future for VFC
[2025-11-25T10:54:40.115680] [INFO ] [sig       ] VFC: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:54:40.266206] [INFO ] [LOCAL     ] Saved forecast: VFC	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/VFC.txt
[2025-11-25T10:54:40.266405] [INFO ] [sig       ] [1923/2057] Completed VFC in 0.3s | 2.88 sym/s | Total: 11.1m | ETA: 46.6s
[2025-11-25T10:54:40.266461] [INFO ] [sig       ] [1924/2057] Forecasting VGI...
[2025-11-25T10:54:40.266505] [INFO ] [sig       ] Generating forecast for: VGI
[2025-11-25T10:54:40.266549] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VGI' from 'https://tdm.silogroup.org/data/derivative_storage/VGI.csv'.
[2025-11-25T10:54:40.277452] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'VGI'.
[2025-11-25T10:54:40.277877] [INFO ] [FORECASTER] Starting predict_future for VGI
[2025-11-25T10:54:40.278686] [DEBUG] [LOCAL     ] No optimal features file found for VGI: ./output/feature-sets/VGI.txt
[2025-11-25T10:54:40.278755] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:54:40.278801] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:54:40.278841] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:54:40.278910] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:54:40.343885] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:54:40.344547] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:54:40.344664] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:54:40.344736] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:54:40.442314] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:54:40.442519] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:54:40.442566] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:54:40.442600] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:54:40.446030] [DEBUG] [FORECASTER] VGI: Forecast T+1@11:T+2@11: UP (p=90.41%)
[2025-11-25T10:54:40.446322] [INFO ] [FORECASTER] Completed predict_future for VGI
[2025-11-25T10:54:40.446482] [INFO ] [sig       ] VGI: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:54:40.588361] [INFO ] [LOCAL     ] Saved forecast: VGI	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/VGI.txt
[2025-11-25T10:54:40.588573] [INFO ] [sig       ] [1924/2057] Completed VGI in 0.3s | 2.88 sym/s | Total: 11.1m | ETA: 46.2s
[2025-11-25T10:54:40.588630] [INFO ] [sig       ] [1925/2057] Forecasting VGM...
[2025-11-25T10:54:40.588699] [INFO ] [sig       ] Generating forecast for: VGM
[2025-11-25T10:54:40.588746] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VGM' from 'https://tdm.silogroup.org/data/derivative_storage/VGM.csv'.
[2025-11-25T10:54:40.600335] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'VGM'.
[2025-11-25T10:54:40.600746] [INFO ] [FORECASTER] Starting predict_future for VGM
[2025-11-25T10:54:40.601529] [DEBUG] [LOCAL     ] No optimal features file found for VGM: ./output/feature-sets/VGM.txt
[2025-11-25T10:54:40.601599] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:54:40.601664] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:54:40.601708] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:54:40.601776] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:54:40.666356] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:54:40.667013] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:54:40.667125] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:54:40.667173] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:54:40.777427] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:54:40.777582] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:54:40.777628] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:54:40.777705] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:54:40.781014] [DEBUG] [FORECASTER] VGM: Forecast T+1@11:T+2@11: DOWN (p=6.32%)
[2025-11-25T10:54:40.781315] [INFO ] [FORECASTER] Completed predict_future for VGM
[2025-11-25T10:54:40.781494] [INFO ] [sig       ] VGM: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:54:40.919802] [INFO ] [LOCAL     ] Saved forecast: VGM	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/VGM.txt
[2025-11-25T10:54:40.919953] [INFO ] [sig       ] [1925/2057] Completed VGM in 0.3s | 2.88 sym/s | Total: 11.2m | ETA: 45.9s
[2025-11-25T10:54:40.920007] [INFO ] [sig       ] [1926/2057] Forecasting VICI...
[2025-11-25T10:54:40.920050] [INFO ] [sig       ] Generating forecast for: VICI
[2025-11-25T10:54:40.920093] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VICI' from 'https://tdm.silogroup.org/data/derivative_storage/VICI.csv'.
[2025-11-25T10:54:40.932091] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'VICI'.
[2025-11-25T10:54:40.932628] [INFO ] [FORECASTER] Starting predict_future for VICI
[2025-11-25T10:54:40.933459] [DEBUG] [LOCAL     ] No optimal features file found for VICI: ./output/feature-sets/VICI.txt
[2025-11-25T10:54:40.933532] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:54:40.933581] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:54:40.933622] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:54:40.933734] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:54:40.999352] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:54:41.000238] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:54:41.000345] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:54:41.000401] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:54:41.124714] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:54:41.124929] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:54:41.124978] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:54:41.125013] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:54:41.128540] [DEBUG] [FORECASTER] VICI: Forecast T+1@11:T+2@11: UP (p=91.29%)
[2025-11-25T10:54:41.128855] [INFO ] [FORECASTER] Completed predict_future for VICI
[2025-11-25T10:54:41.129042] [INFO ] [sig       ] VICI: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:54:41.268334] [INFO ] [LOCAL     ] Saved forecast: VICI	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/VICI.txt
[2025-11-25T10:54:41.268512] [INFO ] [sig       ] [1926/2057] Completed VICI in 0.3s | 2.88 sym/s | Total: 11.2m | ETA: 45.5s
[2025-11-25T10:54:41.268567] [INFO ] [sig       ] [1927/2057] Forecasting VIPS...
[2025-11-25T10:54:41.268611] [INFO ] [sig       ] Generating forecast for: VIPS
[2025-11-25T10:54:41.268675] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VIPS' from 'https://tdm.silogroup.org/data/derivative_storage/VIPS.csv'.
[2025-11-25T10:54:41.281077] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'VIPS'.
[2025-11-25T10:54:41.281490] [INFO ] [FORECASTER] Starting predict_future for VIPS
[2025-11-25T10:54:41.282318] [DEBUG] [LOCAL     ] No optimal features file found for VIPS: ./output/feature-sets/VIPS.txt
[2025-11-25T10:54:41.282391] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:54:41.282441] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:54:41.282482] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:54:41.282551] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:54:41.347589] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:54:41.348310] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:54:41.348408] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:54:41.348459] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:54:41.474495] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:54:41.474717] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:54:41.474794] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:54:41.474842] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:54:41.478293] [DEBUG] [FORECASTER] VIPS: Forecast T+1@11:T+2@11: DOWN (p=11.11%)
[2025-11-25T10:54:41.478610] [INFO ] [FORECASTER] Completed predict_future for VIPS
[2025-11-25T10:54:41.478814] [INFO ] [sig       ] VIPS: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:54:41.619462] [INFO ] [LOCAL     ] Saved forecast: VIPS	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/VIPS.txt
[2025-11-25T10:54:41.619615] [INFO ] [sig       ] [1927/2057] Completed VIPS in 0.4s | 2.88 sym/s | Total: 11.2m | ETA: 45.2s
[2025-11-25T10:54:41.619690] [INFO ] [sig       ] [1928/2057] Forecasting VIRT...
[2025-11-25T10:54:41.619736] [INFO ] [sig       ] Generating forecast for: VIRT
[2025-11-25T10:54:41.619779] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VIRT' from 'https://tdm.silogroup.org/data/derivative_storage/VIRT.csv'.
[2025-11-25T10:54:41.631759] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'VIRT'.
[2025-11-25T10:54:41.632175] [INFO ] [FORECASTER] Starting predict_future for VIRT
[2025-11-25T10:54:41.633038] [DEBUG] [LOCAL     ] No optimal features file found for VIRT: ./output/feature-sets/VIRT.txt
[2025-11-25T10:54:41.633111] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:54:41.633159] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:54:41.633202] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:54:41.633271] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:54:41.700848] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:54:41.701597] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:54:41.701719] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:54:41.701771] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:54:41.832214] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:54:41.832397] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:54:41.832445] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:54:41.832481] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:54:41.836101] [DEBUG] [FORECASTER] VIRT: Forecast T+1@11:T+2@11: DOWN (p=26.90%)
[2025-11-25T10:54:41.836402] [INFO ] [FORECASTER] Completed predict_future for VIRT
[2025-11-25T10:54:41.836576] [INFO ] [sig       ] VIRT: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:54:41.976449] [INFO ] [LOCAL     ] Saved forecast: VIRT	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/VIRT.txt
[2025-11-25T10:54:41.976598] [INFO ] [sig       ] [1928/2057] Completed VIRT in 0.4s | 2.88 sym/s | Total: 11.2m | ETA: 44.8s
[2025-11-25T10:54:41.976673] [INFO ] [sig       ] [1929/2057] Forecasting VIST...
[2025-11-25T10:54:41.976718] [INFO ] [sig       ] Generating forecast for: VIST
[2025-11-25T10:54:41.976761] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VIST' from 'https://tdm.silogroup.org/data/derivative_storage/VIST.csv'.
[2025-11-25T10:54:41.988125] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'VIST'.
[2025-11-25T10:54:41.988548] [INFO ] [FORECASTER] Starting predict_future for VIST
[2025-11-25T10:54:41.989385] [DEBUG] [LOCAL     ] No optimal features file found for VIST: ./output/feature-sets/VIST.txt
[2025-11-25T10:54:41.989455] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:54:41.989501] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:54:41.989543] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:54:41.989612] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:54:42.054366] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:54:42.055035] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:54:42.055131] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:54:42.055179] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:54:42.186347] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:54:42.186534] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:54:42.186581] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:54:42.186614] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:54:42.190952] [DEBUG] [FORECASTER] VIST: Forecast T+1@11:T+2@11: UP (p=90.65%)
[2025-11-25T10:54:42.191257] [INFO ] [FORECASTER] Completed predict_future for VIST
[2025-11-25T10:54:42.191422] [INFO ] [sig       ] VIST: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:54:42.330943] [INFO ] [LOCAL     ] Saved forecast: VIST	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/VIST.txt
[2025-11-25T10:54:42.331094] [INFO ] [sig       ] [1929/2057] Completed VIST in 0.4s | 2.88 sym/s | Total: 11.2m | ETA: 44.5s
[2025-11-25T10:54:42.331149] [INFO ] [sig       ] [1930/2057] Forecasting VIV...
[2025-11-25T10:54:42.331192] [INFO ] [sig       ] Generating forecast for: VIV
[2025-11-25T10:54:42.331254] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VIV' from 'https://tdm.silogroup.org/data/derivative_storage/VIV.csv'.
[2025-11-25T10:54:42.342260] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'VIV'.
[2025-11-25T10:54:42.342683] [INFO ] [FORECASTER] Starting predict_future for VIV
[2025-11-25T10:54:42.343457] [DEBUG] [LOCAL     ] No optimal features file found for VIV: ./output/feature-sets/VIV.txt
[2025-11-25T10:54:42.343527] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:54:42.343574] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:54:42.343614] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:54:42.343704] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:54:42.409198] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:54:42.410094] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:54:42.410192] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:54:42.410239] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:54:42.535199] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:54:42.535397] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:54:42.535444] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:54:42.535481] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:54:42.539206] [DEBUG] [FORECASTER] VIV: Forecast T+1@11:T+2@11: DOWN (p=10.44%)
[2025-11-25T10:54:42.539802] [INFO ] [FORECASTER] Completed predict_future for VIV
[2025-11-25T10:54:42.540100] [INFO ] [sig       ] VIV: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:54:42.683914] [INFO ] [LOCAL     ] Saved forecast: VIV	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/VIV.txt
[2025-11-25T10:54:42.684077] [INFO ] [sig       ] [1930/2057] Completed VIV in 0.4s | 2.88 sym/s | Total: 11.2m | ETA: 44.2s
[2025-11-25T10:54:42.684131] [INFO ] [sig       ] [1931/2057] Forecasting VKQ...
[2025-11-25T10:54:42.684172] [INFO ] [sig       ] Generating forecast for: VKQ
[2025-11-25T10:54:42.684210] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VKQ' from 'https://tdm.silogroup.org/data/derivative_storage/VKQ.csv'.
[2025-11-25T10:54:42.695127] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'VKQ'.
[2025-11-25T10:54:42.695582] [INFO ] [FORECASTER] Starting predict_future for VKQ
[2025-11-25T10:54:42.696391] [DEBUG] [LOCAL     ] No optimal features file found for VKQ: ./output/feature-sets/VKQ.txt
[2025-11-25T10:54:42.696462] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:54:42.696509] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:54:42.696550] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:54:42.696619] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:54:42.761683] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:54:42.762398] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:54:42.762498] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:54:42.762548] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:54:42.887672] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:54:42.887870] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:54:42.887918] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:54:42.887952] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:54:42.891332] [DEBUG] [FORECASTER] VKQ: Forecast T+1@11:T+2@11: UP (p=97.97%)
[2025-11-25T10:54:42.891810] [INFO ] [FORECASTER] Completed predict_future for VKQ
[2025-11-25T10:54:42.892042] [INFO ] [sig       ] VKQ: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:54:43.031281] [INFO ] [LOCAL     ] Saved forecast: VKQ	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/VKQ.txt
[2025-11-25T10:54:43.031472] [INFO ] [sig       ] [1931/2057] Completed VKQ in 0.3s | 2.88 sym/s | Total: 11.2m | ETA: 43.8s
[2025-11-25T10:54:43.031532] [INFO ] [sig       ] [1932/2057] Forecasting VLN...
[2025-11-25T10:54:43.031578] [INFO ] [sig       ] Generating forecast for: VLN
[2025-11-25T10:54:43.031622] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VLN' from 'https://tdm.silogroup.org/data/derivative_storage/VLN.csv'.
[2025-11-25T10:54:43.042279] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'VLN'.
[2025-11-25T10:54:43.042639] [INFO ] [FORECASTER] Starting predict_future for VLN
[2025-11-25T10:54:43.043437] [DEBUG] [LOCAL     ] No optimal features file found for VLN: ./output/feature-sets/VLN.txt
[2025-11-25T10:54:43.043507] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:54:43.043553] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:54:43.043595] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:54:43.043685] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:54:43.108951] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:54:43.109632] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:54:43.109747] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:54:43.109795] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:54:43.228318] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:54:43.228504] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:54:43.228550] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:54:43.228584] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:54:43.231994] [DEBUG] [FORECASTER] VLN: Forecast T+1@11:T+2@11: UP (p=93.39%)
[2025-11-25T10:54:43.232288] [INFO ] [FORECASTER] Completed predict_future for VLN
[2025-11-25T10:54:43.232446] [INFO ] [sig       ] VLN: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:54:43.374235] [INFO ] [LOCAL     ] Saved forecast: VLN	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/VLN.txt
[2025-11-25T10:54:43.374424] [INFO ] [sig       ] [1932/2057] Completed VLN in 0.3s | 2.88 sym/s | Total: 11.2m | ETA: 43.5s
[2025-11-25T10:54:43.374488] [INFO ] [sig       ] [1933/2057] Forecasting VLO...
[2025-11-25T10:54:43.374536] [INFO ] [sig       ] Generating forecast for: VLO
[2025-11-25T10:54:43.374583] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VLO' from 'https://tdm.silogroup.org/data/derivative_storage/VLO.csv'.
[2025-11-25T10:54:43.386315] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'VLO'.
[2025-11-25T10:54:43.386765] [INFO ] [FORECASTER] Starting predict_future for VLO
[2025-11-25T10:54:43.387585] [DEBUG] [LOCAL     ] No optimal features file found for VLO: ./output/feature-sets/VLO.txt
[2025-11-25T10:54:43.387687] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:54:43.387737] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:54:43.387780] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:54:43.387853] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:54:43.452194] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:54:43.452906] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:54:43.453003] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:54:43.453052] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:54:43.574755] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:54:43.574926] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:54:43.574971] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:54:43.575005] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:54:43.578451] [DEBUG] [FORECASTER] VLO: Forecast T+1@11:T+2@11: UP (p=94.46%)
[2025-11-25T10:54:43.578817] [INFO ] [FORECASTER] Completed predict_future for VLO
[2025-11-25T10:54:43.579004] [INFO ] [sig       ] VLO: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:54:43.718462] [INFO ] [LOCAL     ] Saved forecast: VLO	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/VLO.txt
[2025-11-25T10:54:43.718635] [INFO ] [sig       ] [1933/2057] Completed VLO in 0.3s | 2.88 sym/s | Total: 11.2m | ETA: 43.1s
[2025-11-25T10:54:43.718714] [INFO ] [sig       ] [1934/2057] Forecasting VLRS...
[2025-11-25T10:54:43.718759] [INFO ] [sig       ] Generating forecast for: VLRS
[2025-11-25T10:54:43.718819] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VLRS' from 'https://tdm.silogroup.org/data/derivative_storage/VLRS.csv'.
[2025-11-25T10:54:43.730251] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'VLRS'.
[2025-11-25T10:54:43.730689] [INFO ] [FORECASTER] Starting predict_future for VLRS
[2025-11-25T10:54:43.731511] [DEBUG] [LOCAL     ] No optimal features file found for VLRS: ./output/feature-sets/VLRS.txt
[2025-11-25T10:54:43.731583] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:54:43.731632] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:54:43.731705] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:54:43.731782] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:54:43.797831] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:54:43.798497] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:54:43.798597] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:54:43.798670] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:54:43.922898] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:54:43.923125] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:54:43.923183] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:54:43.923221] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:54:43.926720] [DEBUG] [FORECASTER] VLRS: Forecast T+1@11:T+2@11: DOWN (p=29.56%)
[2025-11-25T10:54:43.927038] [INFO ] [FORECASTER] Completed predict_future for VLRS
[2025-11-25T10:54:43.927202] [INFO ] [sig       ] VLRS: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:54:44.067075] [INFO ] [LOCAL     ] Saved forecast: VLRS	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/VLRS.txt
[2025-11-25T10:54:44.067241] [INFO ] [sig       ] [1934/2057] Completed VLRS in 0.3s | 2.88 sym/s | Total: 11.2m | ETA: 42.8s
[2025-11-25T10:54:44.067292] [INFO ] [sig       ] [1935/2057] Forecasting VLT...
[2025-11-25T10:54:44.067341] [INFO ] [sig       ] Generating forecast for: VLT
[2025-11-25T10:54:44.067387] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VLT' from 'https://tdm.silogroup.org/data/derivative_storage/VLT.csv'.
[2025-11-25T10:54:44.078439] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'VLT'.
[2025-11-25T10:54:44.078832] [INFO ] [FORECASTER] Starting predict_future for VLT
[2025-11-25T10:54:44.079589] [DEBUG] [LOCAL     ] No optimal features file found for VLT: ./output/feature-sets/VLT.txt
[2025-11-25T10:54:44.079678] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:54:44.079727] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:54:44.079770] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:54:44.079839] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:54:44.146832] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:54:44.147534] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:54:44.147663] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:54:44.147715] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:54:44.268024] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:54:44.268197] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:54:44.268243] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:54:44.268277] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:54:44.271527] [DEBUG] [FORECASTER] VLT: Forecast T+1@11:T+2@11: DOWN (p=17.67%)
[2025-11-25T10:54:44.271839] [INFO ] [FORECASTER] Completed predict_future for VLT
[2025-11-25T10:54:44.272006] [INFO ] [sig       ] VLT: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:54:44.410604] [INFO ] [LOCAL     ] Saved forecast: VLT	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/VLT.txt
[2025-11-25T10:54:44.410793] [INFO ] [sig       ] [1935/2057] Completed VLT in 0.3s | 2.88 sym/s | Total: 11.2m | ETA: 42.4s
[2025-11-25T10:54:44.410849] [INFO ] [sig       ] [1936/2057] Forecasting VLTO...
[2025-11-25T10:54:44.410892] [INFO ] [sig       ] Generating forecast for: VLTO
[2025-11-25T10:54:44.410933] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VLTO' from 'https://tdm.silogroup.org/data/derivative_storage/VLTO.csv'.
[2025-11-25T10:54:44.421775] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'VLTO'.
[2025-11-25T10:54:44.422157] [INFO ] [FORECASTER] Starting predict_future for VLTO
[2025-11-25T10:54:44.422948] [DEBUG] [LOCAL     ] No optimal features file found for VLTO: ./output/feature-sets/VLTO.txt
[2025-11-25T10:54:44.423017] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:54:44.423062] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:54:44.423103] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:54:44.423173] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:54:44.488297] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:54:44.488937] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:54:44.489030] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:54:44.489077] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:54:44.626704] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:54:44.626911] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:54:44.626971] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:54:44.627008] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:54:44.630426] [DEBUG] [FORECASTER] VLTO: Forecast T+1@11:T+2@11: DOWN (p=13.58%)
[2025-11-25T10:54:44.630743] [INFO ] [FORECASTER] Completed predict_future for VLTO
[2025-11-25T10:54:44.630922] [INFO ] [sig       ] VLTO: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:54:44.787229] [INFO ] [LOCAL     ] Saved forecast: VLTO	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/VLTO.txt
[2025-11-25T10:54:44.787398] [INFO ] [sig       ] [1936/2057] Completed VLTO in 0.4s | 2.88 sym/s | Total: 11.2m | ETA: 42.1s
[2025-11-25T10:54:44.787452] [INFO ] [sig       ] [1937/2057] Forecasting VMC...
[2025-11-25T10:54:44.787494] [INFO ] [sig       ] Generating forecast for: VMC
[2025-11-25T10:54:44.787537] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VMC' from 'https://tdm.silogroup.org/data/derivative_storage/VMC.csv'.
[2025-11-25T10:54:44.798873] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'VMC'.
[2025-11-25T10:54:44.799345] [INFO ] [FORECASTER] Starting predict_future for VMC
[2025-11-25T10:54:44.800170] [DEBUG] [LOCAL     ] No optimal features file found for VMC: ./output/feature-sets/VMC.txt
[2025-11-25T10:54:44.800243] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:54:44.800290] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:54:44.800331] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:54:44.800401] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:54:44.866553] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:54:44.867299] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:54:44.867395] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:54:44.867441] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:54:44.998790] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:54:44.999013] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:54:44.999236] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:54:44.999344] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:54:45.002967] [DEBUG] [FORECASTER] VMC: Forecast T+1@11:T+2@11: DOWN (p=30.84%)
[2025-11-25T10:54:45.003294] [INFO ] [FORECASTER] Completed predict_future for VMC
[2025-11-25T10:54:45.003545] [INFO ] [sig       ] VMC: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:54:45.146072] [INFO ] [LOCAL     ] Saved forecast: VMC	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/VMC.txt
[2025-11-25T10:54:45.146240] [INFO ] [sig       ] [1937/2057] Completed VMC in 0.4s | 2.88 sym/s | Total: 11.2m | ETA: 41.7s
[2025-11-25T10:54:45.146298] [INFO ] [sig       ] [1938/2057] Forecasting VMI...
[2025-11-25T10:54:45.146343] [INFO ] [sig       ] Generating forecast for: VMI
[2025-11-25T10:54:45.146387] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VMI' from 'https://tdm.silogroup.org/data/derivative_storage/VMI.csv'.
[2025-11-25T10:54:45.157709] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'VMI'.
[2025-11-25T10:54:45.158168] [INFO ] [FORECASTER] Starting predict_future for VMI
[2025-11-25T10:54:45.158999] [DEBUG] [LOCAL     ] No optimal features file found for VMI: ./output/feature-sets/VMI.txt
[2025-11-25T10:54:45.159071] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:54:45.159117] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:54:45.159157] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:54:45.159227] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:54:45.224295] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:54:45.225022] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:54:45.225119] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:54:45.225166] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:54:45.348281] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:54:45.348487] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:54:45.348548] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:54:45.348585] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:54:45.352148] [DEBUG] [FORECASTER] VMI: Forecast T+1@11:T+2@11: UP (p=92.82%)
[2025-11-25T10:54:45.352625] [INFO ] [FORECASTER] Completed predict_future for VMI
[2025-11-25T10:54:45.352895] [INFO ] [sig       ] VMI: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:54:45.492666] [INFO ] [LOCAL     ] Saved forecast: VMI	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/VMI.txt
[2025-11-25T10:54:45.492824] [INFO ] [sig       ] [1938/2057] Completed VMI in 0.3s | 2.88 sym/s | Total: 11.2m | ETA: 41.4s
[2025-11-25T10:54:45.492894] [INFO ] [sig       ] [1939/2057] Forecasting VMO...
[2025-11-25T10:54:45.492939] [INFO ] [sig       ] Generating forecast for: VMO
[2025-11-25T10:54:45.492984] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VMO' from 'https://tdm.silogroup.org/data/derivative_storage/VMO.csv'.
[2025-11-25T10:54:45.504269] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'VMO'.
[2025-11-25T10:54:45.504735] [INFO ] [FORECASTER] Starting predict_future for VMO
[2025-11-25T10:54:45.505562] [DEBUG] [LOCAL     ] No optimal features file found for VMO: ./output/feature-sets/VMO.txt
[2025-11-25T10:54:45.505635] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:54:45.505724] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:54:45.505768] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:54:45.505837] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:54:45.572388] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:54:45.573149] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:54:45.573251] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:54:45.573304] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:54:45.691624] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:54:45.691844] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:54:45.691895] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:54:45.691931] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:54:45.695438] [DEBUG] [FORECASTER] VMO: Forecast T+1@11:T+2@11: UP (p=82.31%)
[2025-11-25T10:54:45.695984] [INFO ] [FORECASTER] Completed predict_future for VMO
[2025-11-25T10:54:45.696236] [INFO ] [sig       ] VMO: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:54:45.838817] [INFO ] [LOCAL     ] Saved forecast: VMO	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/VMO.txt
[2025-11-25T10:54:45.838976] [INFO ] [sig       ] [1939/2057] Completed VMO in 0.3s | 2.88 sym/s | Total: 11.2m | ETA: 41.0s
[2025-11-25T10:54:45.839031] [INFO ] [sig       ] [1940/2057] Forecasting VNO...
[2025-11-25T10:54:45.839075] [INFO ] [sig       ] Generating forecast for: VNO
[2025-11-25T10:54:45.839114] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VNO' from 'https://tdm.silogroup.org/data/derivative_storage/VNO.csv'.
[2025-11-25T10:54:45.850868] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'VNO'.
[2025-11-25T10:54:45.851298] [INFO ] [FORECASTER] Starting predict_future for VNO
[2025-11-25T10:54:45.852162] [DEBUG] [LOCAL     ] No optimal features file found for VNO: ./output/feature-sets/VNO.txt
[2025-11-25T10:54:45.852237] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:54:45.852284] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:54:45.852326] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:54:45.852395] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:54:45.921250] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:54:45.921968] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:54:45.922077] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:54:45.922135] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:54:46.056475] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:54:46.056653] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:54:46.056726] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:54:46.056762] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:54:46.060584] [DEBUG] [FORECASTER] VNO: Forecast T+1@11:T+2@11: DOWN (p=48.17%)
[2025-11-25T10:54:46.060905] [INFO ] [FORECASTER] Completed predict_future for VNO
[2025-11-25T10:54:46.061074] [INFO ] [sig       ] VNO: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:54:46.213945] [INFO ] [LOCAL     ] Saved forecast: VNO	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/VNO.txt
[2025-11-25T10:54:46.214153] [INFO ] [sig       ] [1940/2057] Completed VNO in 0.4s | 2.88 sym/s | Total: 11.2m | ETA: 40.7s
[2025-11-25T10:54:46.214211] [INFO ] [sig       ] [1941/2057] Forecasting VNT...
[2025-11-25T10:54:46.214257] [INFO ] [sig       ] Generating forecast for: VNT
[2025-11-25T10:54:46.214301] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VNT' from 'https://tdm.silogroup.org/data/derivative_storage/VNT.csv'.
[2025-11-25T10:54:46.225304] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'VNT'.
[2025-11-25T10:54:46.225762] [INFO ] [FORECASTER] Starting predict_future for VNT
[2025-11-25T10:54:46.226530] [DEBUG] [LOCAL     ] No optimal features file found for VNT: ./output/feature-sets/VNT.txt
[2025-11-25T10:54:46.226602] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:54:46.226675] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:54:46.226720] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:54:46.226795] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:54:46.292671] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:54:46.293315] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:54:46.293409] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:54:46.293458] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:54:46.421839] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:54:46.422024] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:54:46.422072] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:54:46.422107] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:54:46.425598] [DEBUG] [FORECASTER] VNT: Forecast T+1@11:T+2@11: DOWN (p=5.22%)
[2025-11-25T10:54:46.426075] [INFO ] [FORECASTER] Completed predict_future for VNT
[2025-11-25T10:54:46.426336] [INFO ] [sig       ] VNT: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:54:46.566573] [INFO ] [LOCAL     ] Saved forecast: VNT	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/VNT.txt
[2025-11-25T10:54:46.566741] [INFO ] [sig       ] [1941/2057] Completed VNT in 0.4s | 2.88 sym/s | Total: 11.2m | ETA: 40.3s
[2025-11-25T10:54:46.566798] [INFO ] [sig       ] [1942/2057] Forecasting VOC...
[2025-11-25T10:54:46.566842] [INFO ] [sig       ] Generating forecast for: VOC
[2025-11-25T10:54:46.566886] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VOC' from 'https://tdm.silogroup.org/data/derivative_storage/VOC.csv'.
[2025-11-25T10:54:46.577281] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'VOC'.
[2025-11-25T10:54:46.577686] [INFO ] [FORECASTER] Starting predict_future for VOC
[2025-11-25T10:54:46.578455] [DEBUG] [LOCAL     ] No optimal features file found for VOC: ./output/feature-sets/VOC.txt
[2025-11-25T10:54:46.578531] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:54:46.578579] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:54:46.578621] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:54:46.578717] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:54:46.645798] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:54:46.646460] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:54:46.646564] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:54:46.646615] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:54:46.763293] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:54:46.763490] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:54:46.763536] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:54:46.763570] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:54:46.767062] [DEBUG] [FORECASTER] VOC: Forecast T+1@11:T+2@11: DOWN (p=48.83%)
[2025-11-25T10:54:46.767551] [INFO ] [FORECASTER] Completed predict_future for VOC
[2025-11-25T10:54:46.767812] [INFO ] [sig       ] VOC: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:54:46.907054] [INFO ] [LOCAL     ] Saved forecast: VOC	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/VOC.txt
[2025-11-25T10:54:46.907206] [INFO ] [sig       ] [1942/2057] Completed VOC in 0.3s | 2.88 sym/s | Total: 11.3m | ETA: 40.0s
[2025-11-25T10:54:46.907288] [INFO ] [sig       ] [1943/2057] Forecasting VOYA...
[2025-11-25T10:54:46.907335] [INFO ] [sig       ] Generating forecast for: VOYA
[2025-11-25T10:54:46.907380] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VOYA' from 'https://tdm.silogroup.org/data/derivative_storage/VOYA.csv'.
[2025-11-25T10:54:46.917710] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'VOYA'.
[2025-11-25T10:54:46.918098] [INFO ] [FORECASTER] Starting predict_future for VOYA
[2025-11-25T10:54:46.918900] [DEBUG] [LOCAL     ] No optimal features file found for VOYA: ./output/feature-sets/VOYA.txt
[2025-11-25T10:54:46.918970] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:54:46.919017] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:54:46.919059] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:54:46.919128] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:54:46.986876] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:54:46.987549] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:54:46.987668] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:54:46.987720] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:54:47.083113] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:54:47.083294] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:54:47.083340] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:54:47.083376] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:54:47.086731] [DEBUG] [FORECASTER] VOYA: Forecast T+1@11:T+2@11: UP (p=66.72%)
[2025-11-25T10:54:47.087041] [INFO ] [FORECASTER] Completed predict_future for VOYA
[2025-11-25T10:54:47.087196] [INFO ] [sig       ] VOYA: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:54:47.227971] [INFO ] [LOCAL     ] Saved forecast: VOYA	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/VOYA.txt
[2025-11-25T10:54:47.228127] [INFO ] [sig       ] [1943/2057] Completed VOYA in 0.3s | 2.88 sym/s | Total: 11.3m | ETA: 39.6s
[2025-11-25T10:54:47.228184] [INFO ] [sig       ] [1944/2057] Forecasting VPG...
[2025-11-25T10:54:47.228233] [INFO ] [sig       ] Generating forecast for: VPG
[2025-11-25T10:54:47.228279] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VPG' from 'https://tdm.silogroup.org/data/derivative_storage/VPG.csv'.
[2025-11-25T10:54:47.238572] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'VPG'.
[2025-11-25T10:54:47.239031] [INFO ] [FORECASTER] Starting predict_future for VPG
[2025-11-25T10:54:47.239832] [DEBUG] [LOCAL     ] No optimal features file found for VPG: ./output/feature-sets/VPG.txt
[2025-11-25T10:54:47.239903] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:54:47.239951] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:54:47.239992] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:54:47.240061] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:54:47.305948] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:54:47.306576] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:54:47.306689] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:54:47.306738] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:54:47.426759] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:54:47.426948] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:54:47.426999] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:54:47.427065] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:54:47.430514] [DEBUG] [FORECASTER] VPG: Forecast T+1@11:T+2@11: UP (p=76.74%)
[2025-11-25T10:54:47.431001] [INFO ] [FORECASTER] Completed predict_future for VPG
[2025-11-25T10:54:47.431385] [INFO ] [sig       ] VPG: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:54:47.571882] [INFO ] [LOCAL     ] Saved forecast: VPG	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/VPG.txt
[2025-11-25T10:54:47.572029] [INFO ] [sig       ] [1944/2057] Completed VPG in 0.3s | 2.88 sym/s | Total: 11.3m | ETA: 39.3s
[2025-11-25T10:54:47.572082] [INFO ] [sig       ] [1945/2057] Forecasting VPV...
[2025-11-25T10:54:47.572124] [INFO ] [sig       ] Generating forecast for: VPV
[2025-11-25T10:54:47.572167] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VPV' from 'https://tdm.silogroup.org/data/derivative_storage/VPV.csv'.
[2025-11-25T10:54:47.583222] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'VPV'.
[2025-11-25T10:54:47.583694] [INFO ] [FORECASTER] Starting predict_future for VPV
[2025-11-25T10:54:47.584547] [DEBUG] [LOCAL     ] No optimal features file found for VPV: ./output/feature-sets/VPV.txt
[2025-11-25T10:54:47.584622] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:54:47.584705] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:54:47.584752] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:54:47.584823] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:54:47.652876] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:54:47.653783] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:54:47.653890] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:54:47.653940] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:54:47.764876] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:54:47.765096] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:54:47.765145] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:54:47.765180] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:54:47.768688] [DEBUG] [FORECASTER] VPV: Forecast T+1@11:T+2@11: DOWN (p=29.38%)
[2025-11-25T10:54:47.768990] [INFO ] [FORECASTER] Completed predict_future for VPV
[2025-11-25T10:54:47.769144] [INFO ] [sig       ] VPV: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:54:47.916614] [INFO ] [LOCAL     ] Saved forecast: VPV	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/VPV.txt
[2025-11-25T10:54:47.916815] [INFO ] [sig       ] [1945/2057] Completed VPV in 0.3s | 2.88 sym/s | Total: 11.3m | ETA: 38.9s
[2025-11-25T10:54:47.916872] [INFO ] [sig       ] [1946/2057] Forecasting VRE...
[2025-11-25T10:54:47.916917] [INFO ] [sig       ] Generating forecast for: VRE
[2025-11-25T10:54:47.916962] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VRE' from 'https://tdm.silogroup.org/data/derivative_storage/VRE.csv'.
[2025-11-25T10:54:47.928724] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'VRE'.
[2025-11-25T10:54:47.929123] [INFO ] [FORECASTER] Starting predict_future for VRE
[2025-11-25T10:54:47.929943] [DEBUG] [LOCAL     ] No optimal features file found for VRE: ./output/feature-sets/VRE.txt
[2025-11-25T10:54:47.930012] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:54:47.930058] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:54:47.930099] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:54:47.930166] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:54:47.998231] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:54:47.999104] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:54:47.999204] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:54:47.999252] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:54:48.104761] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:54:48.104962] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:54:48.105023] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:54:48.105084] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:54:48.108705] [DEBUG] [FORECASTER] VRE: Forecast T+1@11:T+2@11: UP (p=80.25%)
[2025-11-25T10:54:48.109021] [INFO ] [FORECASTER] Completed predict_future for VRE
[2025-11-25T10:54:48.109186] [INFO ] [sig       ] VRE: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:54:48.250069] [INFO ] [LOCAL     ] Saved forecast: VRE	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/VRE.txt
[2025-11-25T10:54:48.250223] [INFO ] [sig       ] [1946/2057] Completed VRE in 0.3s | 2.88 sym/s | Total: 11.3m | ETA: 38.6s
[2025-11-25T10:54:48.250276] [INFO ] [sig       ] [1947/2057] Forecasting VRT...
[2025-11-25T10:54:48.250320] [INFO ] [sig       ] Generating forecast for: VRT
[2025-11-25T10:54:48.250361] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VRT' from 'https://tdm.silogroup.org/data/derivative_storage/VRT.csv'.
[2025-11-25T10:54:48.261575] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'VRT'.
[2025-11-25T10:54:48.262032] [INFO ] [FORECASTER] Starting predict_future for VRT
[2025-11-25T10:54:48.262896] [DEBUG] [LOCAL     ] No optimal features file found for VRT: ./output/feature-sets/VRT.txt
[2025-11-25T10:54:48.262969] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:54:48.263017] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:54:48.263062] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:54:48.263134] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:54:48.331426] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:54:48.332317] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:54:48.332417] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:54:48.332464] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:54:48.434521] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:54:48.434722] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:54:48.434779] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:54:48.434815] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:54:48.438251] [DEBUG] [FORECASTER] VRT: Forecast T+1@11:T+2@11: UP (p=53.96%)
[2025-11-25T10:54:48.438550] [INFO ] [FORECASTER] Completed predict_future for VRT
[2025-11-25T10:54:48.438729] [INFO ] [sig       ] VRT: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:54:48.578859] [INFO ] [LOCAL     ] Saved forecast: VRT	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/VRT.txt
[2025-11-25T10:54:48.579022] [INFO ] [sig       ] [1947/2057] Completed VRT in 0.3s | 2.88 sym/s | Total: 11.3m | ETA: 38.2s
[2025-11-25T10:54:48.579078] [INFO ] [sig       ] [1948/2057] Forecasting VRTS...
[2025-11-25T10:54:48.579122] [INFO ] [sig       ] Generating forecast for: VRTS
[2025-11-25T10:54:48.579165] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VRTS' from 'https://tdm.silogroup.org/data/derivative_storage/VRTS.csv'.
[2025-11-25T10:54:48.589946] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'VRTS'.
[2025-11-25T10:54:48.590340] [INFO ] [FORECASTER] Starting predict_future for VRTS
[2025-11-25T10:54:48.591145] [DEBUG] [LOCAL     ] No optimal features file found for VRTS: ./output/feature-sets/VRTS.txt
[2025-11-25T10:54:48.591215] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:54:48.591260] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:54:48.591301] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:54:48.591370] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:54:48.659459] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:54:48.660443] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:54:48.660549] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:54:48.660623] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:54:48.766910] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:54:48.767128] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:54:48.767181] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:54:48.767218] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:54:48.770868] [DEBUG] [FORECASTER] VRTS: Forecast T+1@11:T+2@11: DOWN (p=34.67%)
[2025-11-25T10:54:48.771165] [INFO ] [FORECASTER] Completed predict_future for VRTS
[2025-11-25T10:54:48.771315] [INFO ] [sig       ] VRTS: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:54:48.914223] [INFO ] [LOCAL     ] Saved forecast: VRTS	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/VRTS.txt
[2025-11-25T10:54:48.914394] [INFO ] [sig       ] [1948/2057] Completed VRTS in 0.3s | 2.88 sym/s | Total: 11.3m | ETA: 37.9s
[2025-11-25T10:54:48.914452] [INFO ] [sig       ] [1949/2057] Forecasting VSCO...
[2025-11-25T10:54:48.914498] [INFO ] [sig       ] Generating forecast for: VSCO
[2025-11-25T10:54:48.914543] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VSCO' from 'https://tdm.silogroup.org/data/derivative_storage/VSCO.csv'.
[2025-11-25T10:54:48.925432] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'VSCO'.
[2025-11-25T10:54:48.925838] [INFO ] [FORECASTER] Starting predict_future for VSCO
[2025-11-25T10:54:48.926603] [DEBUG] [LOCAL     ] No optimal features file found for VSCO: ./output/feature-sets/VSCO.txt
[2025-11-25T10:54:48.926697] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:54:48.926745] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:54:48.926785] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:54:48.926853] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:54:49.009340] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:54:49.010269] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:54:49.010370] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:54:49.010420] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:54:49.114132] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:54:49.114311] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:54:49.114359] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:54:49.114395] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:54:49.117875] [DEBUG] [FORECASTER] VSCO: Forecast T+1@11:T+2@11: UP (p=80.07%)
[2025-11-25T10:54:49.118199] [INFO ] [FORECASTER] Completed predict_future for VSCO
[2025-11-25T10:54:49.118367] [INFO ] [sig       ] VSCO: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:54:49.259395] [INFO ] [LOCAL     ] Saved forecast: VSCO	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/VSCO.txt
[2025-11-25T10:54:49.259542] [INFO ] [sig       ] [1949/2057] Completed VSCO in 0.3s | 2.88 sym/s | Total: 11.3m | ETA: 37.5s
[2025-11-25T10:54:49.259596] [INFO ] [sig       ] [1950/2057] Forecasting VSH...
[2025-11-25T10:54:49.259657] [INFO ] [sig       ] Generating forecast for: VSH
[2025-11-25T10:54:49.259703] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VSH' from 'https://tdm.silogroup.org/data/derivative_storage/VSH.csv'.
[2025-11-25T10:54:49.271005] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'VSH'.
[2025-11-25T10:54:49.271433] [INFO ] [FORECASTER] Starting predict_future for VSH
[2025-11-25T10:54:49.272310] [DEBUG] [LOCAL     ] No optimal features file found for VSH: ./output/feature-sets/VSH.txt
[2025-11-25T10:54:49.272384] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:54:49.272433] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:54:49.272496] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:54:49.272570] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:54:49.339401] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:54:49.340087] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:54:49.340183] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:54:49.340232] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:54:49.441828] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:54:49.442011] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:54:49.442057] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:54:49.442094] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:54:49.445542] [DEBUG] [FORECASTER] VSH: Forecast T+1@11:T+2@11: DOWN (p=46.04%)
[2025-11-25T10:54:49.445867] [INFO ] [FORECASTER] Completed predict_future for VSH
[2025-11-25T10:54:49.446023] [INFO ] [sig       ] VSH: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:54:49.591447] [INFO ] [LOCAL     ] Saved forecast: VSH	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/VSH.txt
[2025-11-25T10:54:49.591691] [INFO ] [sig       ] [1950/2057] Completed VSH in 0.3s | 2.88 sym/s | Total: 11.3m | ETA: 37.2s
[2025-11-25T10:54:49.591759] [INFO ] [sig       ] [1951/2057] Forecasting VST...
[2025-11-25T10:54:49.591804] [INFO ] [sig       ] Generating forecast for: VST
[2025-11-25T10:54:49.591849] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VST' from 'https://tdm.silogroup.org/data/derivative_storage/VST.csv'.
[2025-11-25T10:54:49.604362] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'VST'.
[2025-11-25T10:54:49.604858] [INFO ] [FORECASTER] Starting predict_future for VST
[2025-11-25T10:54:49.605696] [DEBUG] [LOCAL     ] No optimal features file found for VST: ./output/feature-sets/VST.txt
[2025-11-25T10:54:49.605778] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:54:49.605831] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:54:49.605872] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:54:49.605942] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:54:49.673919] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:54:49.674593] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:54:49.674718] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:54:49.674768] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:54:49.781132] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:54:49.781335] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:54:49.781386] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:54:49.781422] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:54:49.785081] [DEBUG] [FORECASTER] VST: Forecast T+1@11:T+2@11: DOWN (p=3.10%)
[2025-11-25T10:54:49.785391] [INFO ] [FORECASTER] Completed predict_future for VST
[2025-11-25T10:54:49.785559] [INFO ] [sig       ] VST: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:54:49.931180] [INFO ] [LOCAL     ] Saved forecast: VST	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/VST.txt
[2025-11-25T10:54:49.931355] [INFO ] [sig       ] [1951/2057] Completed VST in 0.3s | 2.88 sym/s | Total: 11.3m | ETA: 36.8s
[2025-11-25T10:54:49.931409] [INFO ] [sig       ] [1952/2057] Forecasting VSTS...
[2025-11-25T10:54:49.931452] [INFO ] [sig       ] Generating forecast for: VSTS
[2025-11-25T10:54:49.931496] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VSTS' from 'https://tdm.silogroup.org/data/derivative_storage/VSTS.csv'.
[2025-11-25T10:54:49.943102] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'VSTS'.
[2025-11-25T10:54:49.943453] [INFO ] [FORECASTER] Starting predict_future for VSTS
[2025-11-25T10:54:49.944300] [DEBUG] [LOCAL     ] No optimal features file found for VSTS: ./output/feature-sets/VSTS.txt
[2025-11-25T10:54:49.944369] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:54:49.944415] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:54:49.944454] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:54:49.944524] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:54:50.009673] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:54:50.010299] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:54:50.010391] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:54:50.010437] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:54:50.118271] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:54:50.118389] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:54:50.118431] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:54:50.118464] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:54:50.121544] [DEBUG] [FORECASTER] VSTS: Forecast T+1@11:T+2@11: DOWN (p=25.49%)
[2025-11-25T10:54:50.121850] [INFO ] [FORECASTER] Completed predict_future for VSTS
[2025-11-25T10:54:50.122001] [INFO ] [sig       ] VSTS: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:54:50.261087] [INFO ] [LOCAL     ] Saved forecast: VSTS	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/VSTS.txt
[2025-11-25T10:54:50.261225] [INFO ] [sig       ] [1952/2057] Completed VSTS in 0.3s | 2.88 sym/s | Total: 11.3m | ETA: 36.5s
[2025-11-25T10:54:50.261277] [INFO ] [sig       ] [1953/2057] Forecasting VTEX...
[2025-11-25T10:54:50.261320] [INFO ] [sig       ] Generating forecast for: VTEX
[2025-11-25T10:54:50.261362] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VTEX' from 'https://tdm.silogroup.org/data/derivative_storage/VTEX.csv'.
[2025-11-25T10:54:50.272484] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'VTEX'.
[2025-11-25T10:54:50.272925] [INFO ] [FORECASTER] Starting predict_future for VTEX
[2025-11-25T10:54:50.273745] [DEBUG] [LOCAL     ] No optimal features file found for VTEX: ./output/feature-sets/VTEX.txt
[2025-11-25T10:54:50.273815] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:54:50.273862] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:54:50.273903] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:54:50.273972] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:54:50.340697] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:54:50.341382] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:54:50.341480] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:54:50.341530] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:54:50.441464] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:54:50.441679] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:54:50.441743] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:54:50.441786] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:54:50.445253] [DEBUG] [FORECASTER] VTEX: Forecast T+1@11:T+2@11: DOWN (p=12.44%)
[2025-11-25T10:54:50.445558] [INFO ] [FORECASTER] Completed predict_future for VTEX
[2025-11-25T10:54:50.445730] [INFO ] [sig       ] VTEX: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:54:50.585975] [INFO ] [LOCAL     ] Saved forecast: VTEX	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/VTEX.txt
[2025-11-25T10:54:50.586148] [INFO ] [sig       ] [1953/2057] Completed VTEX in 0.3s | 2.88 sym/s | Total: 11.3m | ETA: 36.2s
[2025-11-25T10:54:50.586204] [INFO ] [sig       ] [1954/2057] Forecasting VTLE...
[2025-11-25T10:54:50.586247] [INFO ] [sig       ] Generating forecast for: VTLE
[2025-11-25T10:54:50.586299] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VTLE' from 'https://tdm.silogroup.org/data/derivative_storage/VTLE.csv'.
[2025-11-25T10:54:50.597314] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'VTLE'.
[2025-11-25T10:54:50.597734] [INFO ] [FORECASTER] Starting predict_future for VTLE
[2025-11-25T10:54:50.598515] [DEBUG] [LOCAL     ] No optimal features file found for VTLE: ./output/feature-sets/VTLE.txt
[2025-11-25T10:54:50.598584] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:54:50.598635] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:54:50.598704] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:54:50.598773] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:54:50.666453] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:54:50.667392] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:54:50.667495] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:54:50.667545] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:54:50.770603] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:54:50.770808] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:54:50.770858] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:54:50.770894] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:54:50.774363] [DEBUG] [FORECASTER] VTLE: Forecast T+1@11:T+2@11: UP (p=55.56%)
[2025-11-25T10:54:50.774682] [INFO ] [FORECASTER] Completed predict_future for VTLE
[2025-11-25T10:54:50.774851] [INFO ] [sig       ] VTLE: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:54:50.917189] [INFO ] [LOCAL     ] Saved forecast: VTLE	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/VTLE.txt
[2025-11-25T10:54:50.917345] [INFO ] [sig       ] [1954/2057] Completed VTLE in 0.3s | 2.88 sym/s | Total: 11.3m | ETA: 35.8s
[2025-11-25T10:54:50.917398] [INFO ] [sig       ] [1955/2057] Forecasting VTMX...
[2025-11-25T10:54:50.917440] [INFO ] [sig       ] Generating forecast for: VTMX
[2025-11-25T10:54:50.917483] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VTMX' from 'https://tdm.silogroup.org/data/derivative_storage/VTMX.csv'.
[2025-11-25T10:54:50.928296] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'VTMX'.
[2025-11-25T10:54:50.928703] [INFO ] [FORECASTER] Starting predict_future for VTMX
[2025-11-25T10:54:50.929491] [DEBUG] [LOCAL     ] No optimal features file found for VTMX: ./output/feature-sets/VTMX.txt
[2025-11-25T10:54:50.929563] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:54:50.929616] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:54:50.929680] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:54:50.929756] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:54:50.998087] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:54:50.999165] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:54:50.999265] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:54:50.999313] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:54:51.105786] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:54:51.105960] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:54:51.106007] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:54:51.106041] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:54:51.109335] [DEBUG] [FORECASTER] VTMX: Forecast T+1@11:T+2@11: DOWN (p=10.29%)
[2025-11-25T10:54:51.109660] [INFO ] [FORECASTER] Completed predict_future for VTMX
[2025-11-25T10:54:51.109824] [INFO ] [sig       ] VTMX: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:54:51.250476] [INFO ] [LOCAL     ] Saved forecast: VTMX	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/VTMX.txt
[2025-11-25T10:54:51.250688] [INFO ] [sig       ] [1955/2057] Completed VTMX in 0.3s | 2.88 sym/s | Total: 11.3m | ETA: 35.5s
[2025-11-25T10:54:51.250754] [INFO ] [sig       ] [1956/2057] Forecasting VTN...
[2025-11-25T10:54:51.250805] [INFO ] [sig       ] Generating forecast for: VTN
[2025-11-25T10:54:51.250856] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VTN' from 'https://tdm.silogroup.org/data/derivative_storage/VTN.csv'.
[2025-11-25T10:54:51.261554] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'VTN'.
[2025-11-25T10:54:51.261936] [INFO ] [FORECASTER] Starting predict_future for VTN
[2025-11-25T10:54:51.262784] [DEBUG] [LOCAL     ] No optimal features file found for VTN: ./output/feature-sets/VTN.txt
[2025-11-25T10:54:51.262854] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:54:51.262901] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:54:51.262942] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:54:51.263013] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:54:51.331596] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:54:51.332288] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:54:51.332379] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:54:51.332426] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:54:51.433922] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:54:51.434098] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:54:51.434147] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:54:51.434184] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:54:51.437686] [DEBUG] [FORECASTER] VTN: Forecast T+1@11:T+2@11: UP (p=52.15%)
[2025-11-25T10:54:51.437995] [INFO ] [FORECASTER] Completed predict_future for VTN
[2025-11-25T10:54:51.438141] [INFO ] [sig       ] VTN: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:54:51.577544] [INFO ] [LOCAL     ] Saved forecast: VTN	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/VTN.txt
[2025-11-25T10:54:51.577721] [INFO ] [sig       ] [1956/2057] Completed VTN in 0.3s | 2.88 sym/s | Total: 11.3m | ETA: 35.1s
[2025-11-25T10:54:51.577777] [INFO ] [sig       ] [1957/2057] Forecasting VTOL...
[2025-11-25T10:54:51.577820] [INFO ] [sig       ] Generating forecast for: VTOL
[2025-11-25T10:54:51.577862] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VTOL' from 'https://tdm.silogroup.org/data/derivative_storage/VTOL.csv'.
[2025-11-25T10:54:51.589077] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'VTOL'.
[2025-11-25T10:54:51.589531] [INFO ] [FORECASTER] Starting predict_future for VTOL
[2025-11-25T10:54:51.590341] [DEBUG] [LOCAL     ] No optimal features file found for VTOL: ./output/feature-sets/VTOL.txt
[2025-11-25T10:54:51.590411] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:54:51.590456] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:54:51.590497] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:54:51.590565] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:54:51.658511] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:54:51.659460] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:54:51.659564] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:54:51.659615] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:54:51.771130] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:54:51.771332] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:54:51.771380] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:54:51.771414] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:54:51.774935] [DEBUG] [FORECASTER] VTOL: Forecast T+1@11:T+2@11: DOWN (p=5.60%)
[2025-11-25T10:54:51.775238] [INFO ] [FORECASTER] Completed predict_future for VTOL
[2025-11-25T10:54:51.775385] [INFO ] [sig       ] VTOL: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:54:51.921565] [INFO ] [LOCAL     ] Saved forecast: VTOL	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/VTOL.txt
[2025-11-25T10:54:51.921752] [INFO ] [sig       ] [1957/2057] Completed VTOL in 0.3s | 2.88 sym/s | Total: 11.3m | ETA: 34.8s
[2025-11-25T10:54:51.921809] [INFO ] [sig       ] [1958/2057] Forecasting VTR...
[2025-11-25T10:54:51.921852] [INFO ] [sig       ] Generating forecast for: VTR
[2025-11-25T10:54:51.921894] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VTR' from 'https://tdm.silogroup.org/data/derivative_storage/VTR.csv'.
[2025-11-25T10:54:51.932405] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'VTR'.
[2025-11-25T10:54:51.932788] [INFO ] [FORECASTER] Starting predict_future for VTR
[2025-11-25T10:54:51.933552] [DEBUG] [LOCAL     ] No optimal features file found for VTR: ./output/feature-sets/VTR.txt
[2025-11-25T10:54:51.933623] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:54:51.933686] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:54:51.933729] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:54:51.933799] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:54:51.999354] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:54:52.000383] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:54:52.000510] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:54:52.000578] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:54:52.103550] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:54:52.103950] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:54:52.104031] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:54:52.104072] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:54:52.107726] [DEBUG] [FORECASTER] VTR: Forecast T+1@11:T+2@11: UP (p=73.54%)
[2025-11-25T10:54:52.108238] [INFO ] [FORECASTER] Completed predict_future for VTR
[2025-11-25T10:54:52.108393] [INFO ] [sig       ] VTR: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:54:52.250364] [INFO ] [LOCAL     ] Saved forecast: VTR	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/VTR.txt
[2025-11-25T10:54:52.250519] [INFO ] [sig       ] [1958/2057] Completed VTR in 0.3s | 2.88 sym/s | Total: 11.3m | ETA: 34.4s
[2025-11-25T10:54:52.250574] [INFO ] [sig       ] [1959/2057] Forecasting VTS...
[2025-11-25T10:54:52.250618] [INFO ] [sig       ] Generating forecast for: VTS
[2025-11-25T10:54:52.250682] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VTS' from 'https://tdm.silogroup.org/data/derivative_storage/VTS.csv'.
[2025-11-25T10:54:52.262361] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'VTS'.
[2025-11-25T10:54:52.262839] [INFO ] [FORECASTER] Starting predict_future for VTS
[2025-11-25T10:54:52.263695] [DEBUG] [LOCAL     ] No optimal features file found for VTS: ./output/feature-sets/VTS.txt
[2025-11-25T10:54:52.263766] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:54:52.263815] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:54:52.263856] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:54:52.263927] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:54:52.332219] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:54:52.332952] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:54:52.333049] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:54:52.333097] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:54:52.440391] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:54:52.440597] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:54:52.440663] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:54:52.440710] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:54:52.444248] [DEBUG] [FORECASTER] VTS: Forecast T+1@11:T+2@11: UP (p=98.23%)
[2025-11-25T10:54:52.444551] [INFO ] [FORECASTER] Completed predict_future for VTS
[2025-11-25T10:54:52.444730] [INFO ] [sig       ] VTS: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:54:52.585452] [INFO ] [LOCAL     ] Saved forecast: VTS	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/VTS.txt
[2025-11-25T10:54:52.585624] [INFO ] [sig       ] [1959/2057] Completed VTS in 0.3s | 2.88 sym/s | Total: 11.3m | ETA: 34.1s
[2025-11-25T10:54:52.585711] [INFO ] [sig       ] [1960/2057] Forecasting VVR...
[2025-11-25T10:54:52.585758] [INFO ] [sig       ] Generating forecast for: VVR
[2025-11-25T10:54:52.585803] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VVR' from 'https://tdm.silogroup.org/data/derivative_storage/VVR.csv'.
[2025-11-25T10:54:52.596383] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'VVR'.
[2025-11-25T10:54:52.596770] [INFO ] [FORECASTER] Starting predict_future for VVR
[2025-11-25T10:54:52.597582] [DEBUG] [LOCAL     ] No optimal features file found for VVR: ./output/feature-sets/VVR.txt
[2025-11-25T10:54:52.597678] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:54:52.597736] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:54:52.597786] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:54:52.597860] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:54:52.663974] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:54:52.664633] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:54:52.664747] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:54:52.664793] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:54:52.767751] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:54:52.767946] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:54:52.767992] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:54:52.768027] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:54:52.771393] [DEBUG] [FORECASTER] VVR: Forecast T+1@11:T+2@11: UP (p=93.37%)
[2025-11-25T10:54:52.771706] [INFO ] [FORECASTER] Completed predict_future for VVR
[2025-11-25T10:54:52.771862] [INFO ] [sig       ] VVR: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:54:52.913319] [INFO ] [LOCAL     ] Saved forecast: VVR	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/VVR.txt
[2025-11-25T10:54:52.913481] [INFO ] [sig       ] [1960/2057] Completed VVR in 0.3s | 2.88 sym/s | Total: 11.4m | ETA: 33.7s
[2025-11-25T10:54:52.913534] [INFO ] [sig       ] [1961/2057] Forecasting VVV...
[2025-11-25T10:54:52.913579] [INFO ] [sig       ] Generating forecast for: VVV
[2025-11-25T10:54:52.913624] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VVV' from 'https://tdm.silogroup.org/data/derivative_storage/VVV.csv'.
[2025-11-25T10:54:52.924028] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'VVV'.
[2025-11-25T10:54:52.924387] [INFO ] [FORECASTER] Starting predict_future for VVV
[2025-11-25T10:54:52.925183] [DEBUG] [LOCAL     ] No optimal features file found for VVV: ./output/feature-sets/VVV.txt
[2025-11-25T10:54:52.925252] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:54:52.925297] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:54:52.925337] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:54:52.925405] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:54:52.990065] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:54:52.990780] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:54:52.990875] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:54:52.990922] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:54:53.098373] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:54:53.098595] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:54:53.098660] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:54:53.098708] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:54:53.102067] [DEBUG] [FORECASTER] VVV: Forecast T+1@11:T+2@11: UP (p=76.02%)
[2025-11-25T10:54:53.102357] [INFO ] [FORECASTER] Completed predict_future for VVV
[2025-11-25T10:54:53.102498] [INFO ] [sig       ] VVV: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:54:53.243260] [INFO ] [LOCAL     ] Saved forecast: VVV	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/VVV.txt
[2025-11-25T10:54:53.243425] [INFO ] [sig       ] [1961/2057] Completed VVV in 0.3s | 2.88 sym/s | Total: 11.4m | ETA: 33.4s
[2025-11-25T10:54:53.243481] [INFO ] [sig       ] [1962/2057] Forecasting VVX...
[2025-11-25T10:54:53.243526] [INFO ] [sig       ] Generating forecast for: VVX
[2025-11-25T10:54:53.243570] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VVX' from 'https://tdm.silogroup.org/data/derivative_storage/VVX.csv'.
[2025-11-25T10:54:53.254070] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'VVX'.
[2025-11-25T10:54:53.254436] [INFO ] [FORECASTER] Starting predict_future for VVX
[2025-11-25T10:54:53.255231] [DEBUG] [LOCAL     ] No optimal features file found for VVX: ./output/feature-sets/VVX.txt
[2025-11-25T10:54:53.255301] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:54:53.255347] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:54:53.255388] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:54:53.255457] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:54:53.321288] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:54:53.322215] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:54:53.322319] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:54:53.322368] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:54:53.424924] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:54:53.425112] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:54:53.425158] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:54:53.425193] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:54:53.428617] [DEBUG] [FORECASTER] VVX: Forecast T+1@11:T+2@11: UP (p=69.87%)
[2025-11-25T10:54:53.428948] [INFO ] [FORECASTER] Completed predict_future for VVX
[2025-11-25T10:54:53.429118] [INFO ] [sig       ] VVX: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:54:53.567230] [INFO ] [LOCAL     ] Saved forecast: VVX	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/VVX.txt
[2025-11-25T10:54:53.567388] [INFO ] [sig       ] [1962/2057] Completed VVX in 0.3s | 2.88 sym/s | Total: 11.4m | ETA: 33.0s
[2025-11-25T10:54:53.567449] [INFO ] [sig       ] [1963/2057] Forecasting VYX...
[2025-11-25T10:54:53.567492] [INFO ] [sig       ] Generating forecast for: VYX
[2025-11-25T10:54:53.567533] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VYX' from 'https://tdm.silogroup.org/data/derivative_storage/VYX.csv'.
[2025-11-25T10:54:53.578031] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'VYX'.
[2025-11-25T10:54:53.578433] [INFO ] [FORECASTER] Starting predict_future for VYX
[2025-11-25T10:54:53.579231] [DEBUG] [LOCAL     ] No optimal features file found for VYX: ./output/feature-sets/VYX.txt
[2025-11-25T10:54:53.579320] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:54:53.579367] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:54:53.579408] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:54:53.579477] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:54:53.644492] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:54:53.645236] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:54:53.645331] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:54:53.645378] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:54:53.754378] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:54:53.755162] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:54:53.755218] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:54:53.755253] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:54:53.758736] [DEBUG] [FORECASTER] VYX: Forecast T+1@11:T+2@11: DOWN (p=9.71%)
[2025-11-25T10:54:53.759040] [INFO ] [FORECASTER] Completed predict_future for VYX
[2025-11-25T10:54:53.759186] [INFO ] [sig       ] VYX: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:54:53.900708] [INFO ] [LOCAL     ] Saved forecast: VYX	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/VYX.txt
[2025-11-25T10:54:53.900890] [INFO ] [sig       ] [1963/2057] Completed VYX in 0.3s | 2.88 sym/s | Total: 11.4m | ETA: 32.7s
[2025-11-25T10:54:53.900945] [INFO ] [sig       ] [1964/2057] Forecasting VZ...
[2025-11-25T10:54:53.900991] [INFO ] [sig       ] Generating forecast for: VZ
[2025-11-25T10:54:53.901034] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VZ' from 'https://tdm.silogroup.org/data/derivative_storage/VZ.csv'.
[2025-11-25T10:54:53.912406] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'VZ'.
[2025-11-25T10:54:53.912903] [INFO ] [FORECASTER] Starting predict_future for VZ
[2025-11-25T10:54:53.913689] [DEBUG] [LOCAL     ] No optimal features file found for VZ: ./output/feature-sets/VZ.txt
[2025-11-25T10:54:53.913760] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:54:53.913806] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:54:53.913847] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:54:53.913915] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:54:53.980081] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:54:53.980842] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:54:53.980938] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:54:53.980985] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:54:54.083794] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:54:54.083980] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:54:54.084026] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:54:54.084060] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:54:54.087538] [DEBUG] [FORECASTER] VZ: Forecast T+1@11:T+2@11: DOWN (p=22.54%)
[2025-11-25T10:54:54.087873] [INFO ] [FORECASTER] Completed predict_future for VZ
[2025-11-25T10:54:54.088026] [INFO ] [sig       ] VZ: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:54:54.230905] [INFO ] [LOCAL     ] Saved forecast: VZ	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/VZ.txt
[2025-11-25T10:54:54.231079] [INFO ] [sig       ] [1964/2057] Completed VZ in 0.3s | 2.88 sym/s | Total: 11.4m | ETA: 32.3s
[2025-11-25T10:54:54.231133] [INFO ] [sig       ] [1965/2057] Forecasting W...
[2025-11-25T10:54:54.231177] [INFO ] [sig       ] Generating forecast for: W
[2025-11-25T10:54:54.231219] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'W' from 'https://tdm.silogroup.org/data/derivative_storage/W.csv'.
[2025-11-25T10:54:54.242364] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'W'.
[2025-11-25T10:54:54.242822] [INFO ] [FORECASTER] Starting predict_future for W
[2025-11-25T10:54:54.243577] [DEBUG] [LOCAL     ] No optimal features file found for W: ./output/feature-sets/W.txt
[2025-11-25T10:54:54.243669] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:54:54.243720] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:54:54.243761] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:54:54.243831] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:54:54.310348] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:54:54.311218] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:54:54.311316] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:54:54.311362] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:54:54.417940] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:54:54.418149] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:54:54.418196] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:54:54.418229] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:54:54.421741] [DEBUG] [FORECASTER] W: Forecast T+1@11:T+2@11: DOWN (p=3.78%)
[2025-11-25T10:54:54.422259] [INFO ] [FORECASTER] Completed predict_future for W
[2025-11-25T10:54:54.422489] [INFO ] [sig       ] W: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:54:54.564753] [INFO ] [LOCAL     ] Saved forecast: W	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/W.txt
[2025-11-25T10:54:54.564909] [INFO ] [sig       ] [1965/2057] Completed W in 0.3s | 2.88 sym/s | Total: 11.4m | ETA: 32.0s
[2025-11-25T10:54:54.564962] [INFO ] [sig       ] [1966/2057] Forecasting WAB...
[2025-11-25T10:54:54.565005] [INFO ] [sig       ] Generating forecast for: WAB
[2025-11-25T10:54:54.565047] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WAB' from 'https://tdm.silogroup.org/data/derivative_storage/WAB.csv'.
[2025-11-25T10:54:54.575638] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'WAB'.
[2025-11-25T10:54:54.576055] [INFO ] [FORECASTER] Starting predict_future for WAB
[2025-11-25T10:54:54.576838] [DEBUG] [LOCAL     ] No optimal features file found for WAB: ./output/feature-sets/WAB.txt
[2025-11-25T10:54:54.576906] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:54:54.576951] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:54:54.576991] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:54:54.577098] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:54:54.642713] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:54:54.643463] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:54:54.643557] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:54:54.643604] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:54:54.748041] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:54:54.748224] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:54:54.748270] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:54:54.748305] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:54:54.751700] [DEBUG] [FORECASTER] WAB: Forecast T+1@11:T+2@11: DOWN (p=21.26%)
[2025-11-25T10:54:54.751995] [INFO ] [FORECASTER] Completed predict_future for WAB
[2025-11-25T10:54:54.752138] [INFO ] [sig       ] WAB: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:54:54.894354] [INFO ] [LOCAL     ] Saved forecast: WAB	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/WAB.txt
[2025-11-25T10:54:54.894532] [INFO ] [sig       ] [1966/2057] Completed WAB in 0.3s | 2.88 sym/s | Total: 11.4m | ETA: 31.6s
[2025-11-25T10:54:54.894597] [INFO ] [sig       ] [1967/2057] Forecasting WAL...
[2025-11-25T10:54:54.894665] [INFO ] [sig       ] Generating forecast for: WAL
[2025-11-25T10:54:54.894722] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WAL' from 'https://tdm.silogroup.org/data/derivative_storage/WAL.csv'.
[2025-11-25T10:54:54.905109] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'WAL'.
[2025-11-25T10:54:54.905488] [INFO ] [FORECASTER] Starting predict_future for WAL
[2025-11-25T10:54:54.906268] [DEBUG] [LOCAL     ] No optimal features file found for WAL: ./output/feature-sets/WAL.txt
[2025-11-25T10:54:54.906337] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:54:54.906387] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:54:54.906428] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:54:54.906496] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:54:54.971698] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:54:54.972485] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:54:54.972592] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:54:54.972660] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:54:55.090374] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:54:55.090581] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:54:55.090630] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:54:55.090685] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:54:55.094112] [DEBUG] [FORECASTER] WAL: Forecast T+1@11:T+2@11: DOWN (p=1.65%)
[2025-11-25T10:54:55.094428] [INFO ] [FORECASTER] Completed predict_future for WAL
[2025-11-25T10:54:55.094592] [INFO ] [sig       ] WAL: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:54:55.236283] [INFO ] [LOCAL     ] Saved forecast: WAL	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/WAL.txt
[2025-11-25T10:54:55.236453] [INFO ] [sig       ] [1967/2057] Completed WAL in 0.3s | 2.88 sym/s | Total: 11.4m | ETA: 31.3s
[2025-11-25T10:54:55.236507] [INFO ] [sig       ] [1968/2057] Forecasting WAT...
[2025-11-25T10:54:55.236552] [INFO ] [sig       ] Generating forecast for: WAT
[2025-11-25T10:54:55.236597] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WAT' from 'https://tdm.silogroup.org/data/derivative_storage/WAT.csv'.
[2025-11-25T10:54:55.248121] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'WAT'.
[2025-11-25T10:54:55.248552] [INFO ] [FORECASTER] Starting predict_future for WAT
[2025-11-25T10:54:55.249398] [DEBUG] [LOCAL     ] No optimal features file found for WAT: ./output/feature-sets/WAT.txt
[2025-11-25T10:54:55.249472] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:54:55.249521] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:54:55.249563] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:54:55.249637] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:54:55.318485] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:54:55.319469] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:54:55.319579] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:54:55.319629] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:54:55.433054] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:54:55.433259] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:54:55.433306] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:54:55.433341] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:54:55.436967] [DEBUG] [FORECASTER] WAT: Forecast T+1@11:T+2@11: UP (p=97.18%)
[2025-11-25T10:54:55.437529] [INFO ] [FORECASTER] Completed predict_future for WAT
[2025-11-25T10:54:55.437816] [INFO ] [sig       ] WAT: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:54:55.587175] [INFO ] [LOCAL     ] Saved forecast: WAT	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/WAT.txt
[2025-11-25T10:54:55.587373] [INFO ] [sig       ] [1968/2057] Completed WAT in 0.4s | 2.88 sym/s | Total: 11.4m | ETA: 30.9s
[2025-11-25T10:54:55.587427] [INFO ] [sig       ] [1969/2057] Forecasting WBS...
[2025-11-25T10:54:55.587473] [INFO ] [sig       ] Generating forecast for: WBS
[2025-11-25T10:54:55.587518] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WBS' from 'https://tdm.silogroup.org/data/derivative_storage/WBS.csv'.
[2025-11-25T10:54:55.598314] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'WBS'.
[2025-11-25T10:54:55.598771] [INFO ] [FORECASTER] Starting predict_future for WBS
[2025-11-25T10:54:55.599563] [DEBUG] [LOCAL     ] No optimal features file found for WBS: ./output/feature-sets/WBS.txt
[2025-11-25T10:54:55.599633] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:54:55.599712] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:54:55.599754] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:54:55.599822] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:54:55.666751] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:54:55.667604] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:54:55.667725] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:54:55.667780] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:54:55.789143] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:54:55.789336] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:54:55.789383] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:54:55.789418] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:54:55.792845] [DEBUG] [FORECASTER] WBS: Forecast T+1@11:T+2@11: UP (p=74.95%)
[2025-11-25T10:54:55.793146] [INFO ] [FORECASTER] Completed predict_future for WBS
[2025-11-25T10:54:55.793299] [INFO ] [sig       ] WBS: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:54:55.937211] [INFO ] [LOCAL     ] Saved forecast: WBS	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/WBS.txt
[2025-11-25T10:54:55.937410] [INFO ] [sig       ] [1969/2057] Completed WBS in 0.3s | 2.88 sym/s | Total: 11.4m | ETA: 30.6s
[2025-11-25T10:54:55.937468] [INFO ] [sig       ] [1970/2057] Forecasting WBX...
[2025-11-25T10:54:55.937512] [INFO ] [sig       ] Generating forecast for: WBX
[2025-11-25T10:54:55.937556] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WBX' from 'https://tdm.silogroup.org/data/derivative_storage/WBX.csv'.
[2025-11-25T10:54:55.949568] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'WBX'.
[2025-11-25T10:54:55.950067] [INFO ] [FORECASTER] Starting predict_future for WBX
[2025-11-25T10:54:55.950859] [DEBUG] [LOCAL     ] No optimal features file found for WBX: ./output/feature-sets/WBX.txt
[2025-11-25T10:54:55.950930] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:54:55.950983] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:54:55.951029] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:54:55.951103] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:54:56.016932] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:54:56.017920] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:54:56.018027] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:54:56.018078] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:54:56.136106] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:54:56.136322] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:54:56.136512] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:54:56.136679] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:54:56.140225] [DEBUG] [FORECASTER] WBX: Forecast T+1@11:T+2@11: UP (p=98.80%)
[2025-11-25T10:54:56.140569] [INFO ] [FORECASTER] Completed predict_future for WBX
[2025-11-25T10:54:56.140856] [INFO ] [sig       ] WBX: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:54:56.282426] [INFO ] [LOCAL     ] Saved forecast: WBX	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/WBX.txt
[2025-11-25T10:54:56.282613] [INFO ] [sig       ] [1970/2057] Completed WBX in 0.3s | 2.88 sym/s | Total: 11.4m | ETA: 30.2s
[2025-11-25T10:54:56.282691] [INFO ] [sig       ] [1971/2057] Forecasting WCC...
[2025-11-25T10:54:56.282737] [INFO ] [sig       ] Generating forecast for: WCC
[2025-11-25T10:54:56.282780] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WCC' from 'https://tdm.silogroup.org/data/derivative_storage/WCC.csv'.
[2025-11-25T10:54:56.298178] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'WCC'.
[2025-11-25T10:54:56.298757] [INFO ] [FORECASTER] Starting predict_future for WCC
[2025-11-25T10:54:56.299698] [DEBUG] [LOCAL     ] No optimal features file found for WCC: ./output/feature-sets/WCC.txt
[2025-11-25T10:54:56.299796] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:54:56.299880] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:54:56.299945] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:54:56.300044] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:54:56.370252] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:54:56.371282] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:54:56.371389] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:54:56.371438] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:54:56.500632] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:54:56.500931] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:54:56.500985] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:54:56.501020] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:54:56.505237] [DEBUG] [FORECASTER] WCC: Forecast T+1@11:T+2@11: DOWN (p=0.72%)
[2025-11-25T10:54:56.505579] [INFO ] [FORECASTER] Completed predict_future for WCC
[2025-11-25T10:54:56.505788] [INFO ] [sig       ] WCC: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:54:56.650682] [INFO ] [LOCAL     ] Saved forecast: WCC	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/WCC.txt
[2025-11-25T10:54:56.650881] [INFO ] [sig       ] [1971/2057] Completed WCC in 0.4s | 2.88 sym/s | Total: 11.4m | ETA: 29.9s
[2025-11-25T10:54:56.650939] [INFO ] [sig       ] [1972/2057] Forecasting WCN...
[2025-11-25T10:54:56.650983] [INFO ] [sig       ] Generating forecast for: WCN
[2025-11-25T10:54:56.651025] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WCN' from 'https://tdm.silogroup.org/data/derivative_storage/WCN.csv'.
[2025-11-25T10:54:56.662670] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'WCN'.
[2025-11-25T10:54:56.663137] [INFO ] [FORECASTER] Starting predict_future for WCN
[2025-11-25T10:54:56.663962] [DEBUG] [LOCAL     ] No optimal features file found for WCN: ./output/feature-sets/WCN.txt
[2025-11-25T10:54:56.664031] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:54:56.664078] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:54:56.664119] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:54:56.664189] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:54:56.733151] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:54:56.734285] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:54:56.734417] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:54:56.734517] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:54:56.836249] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:54:56.836436] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:54:56.836486] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:54:56.836522] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:54:56.840130] [DEBUG] [FORECASTER] WCN: Forecast T+1@11:T+2@11: UP (p=51.22%)
[2025-11-25T10:54:56.840475] [INFO ] [FORECASTER] Completed predict_future for WCN
[2025-11-25T10:54:56.840662] [INFO ] [sig       ] WCN: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:54:56.982117] [INFO ] [LOCAL     ] Saved forecast: WCN	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/WCN.txt
[2025-11-25T10:54:56.982315] [INFO ] [sig       ] [1972/2057] Completed WCN in 0.3s | 2.88 sym/s | Total: 11.4m | ETA: 29.5s
[2025-11-25T10:54:56.982371] [INFO ] [sig       ] [1973/2057] Forecasting WD...
[2025-11-25T10:54:56.982415] [INFO ] [sig       ] Generating forecast for: WD
[2025-11-25T10:54:56.982458] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WD' from 'https://tdm.silogroup.org/data/derivative_storage/WD.csv'.
[2025-11-25T10:54:56.993489] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'WD'.
[2025-11-25T10:54:56.993876] [INFO ] [FORECASTER] Starting predict_future for WD
[2025-11-25T10:54:56.994677] [DEBUG] [LOCAL     ] No optimal features file found for WD: ./output/feature-sets/WD.txt
[2025-11-25T10:54:56.994758] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:54:56.994815] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:54:56.994862] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:54:56.994932] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:54:57.061167] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:54:57.061980] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:54:57.062078] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:54:57.062126] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:54:57.173189] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:54:57.173383] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:54:57.173432] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:54:57.173467] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:54:57.176997] [DEBUG] [FORECASTER] WD: Forecast T+1@11:T+2@11: DOWN (p=32.61%)
[2025-11-25T10:54:57.177329] [INFO ] [FORECASTER] Completed predict_future for WD
[2025-11-25T10:54:57.177488] [INFO ] [sig       ] WD: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:54:57.320513] [INFO ] [LOCAL     ] Saved forecast: WD	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/WD.txt
[2025-11-25T10:54:57.320720] [INFO ] [sig       ] [1973/2057] Completed WD in 0.3s | 2.88 sym/s | Total: 11.4m | ETA: 29.2s
[2025-11-25T10:54:57.320779] [INFO ] [sig       ] [1974/2057] Forecasting WDH...
[2025-11-25T10:54:57.320827] [INFO ] [sig       ] Generating forecast for: WDH
[2025-11-25T10:54:57.320873] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WDH' from 'https://tdm.silogroup.org/data/derivative_storage/WDH.csv'.
[2025-11-25T10:54:57.332167] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'WDH'.
[2025-11-25T10:54:57.332595] [INFO ] [FORECASTER] Starting predict_future for WDH
[2025-11-25T10:54:57.333411] [DEBUG] [LOCAL     ] No optimal features file found for WDH: ./output/feature-sets/WDH.txt
[2025-11-25T10:54:57.333482] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:54:57.333528] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:54:57.333567] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:54:57.333677] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:54:57.399392] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:54:57.400123] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:54:57.400220] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:54:57.400267] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:54:57.519839] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:54:57.520025] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:54:57.520071] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:54:57.520106] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:54:57.523558] [DEBUG] [FORECASTER] WDH: Forecast T+1@11:T+2@11: DOWN (p=10.73%)
[2025-11-25T10:54:57.524027] [INFO ] [FORECASTER] Completed predict_future for WDH
[2025-11-25T10:54:57.524273] [INFO ] [sig       ] WDH: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:54:57.666811] [INFO ] [LOCAL     ] Saved forecast: WDH	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/WDH.txt
[2025-11-25T10:54:57.667006] [INFO ] [sig       ] [1974/2057] Completed WDH in 0.3s | 2.88 sym/s | Total: 11.4m | ETA: 28.8s
[2025-11-25T10:54:57.667081] [INFO ] [sig       ] [1975/2057] Forecasting WDI...
[2025-11-25T10:54:57.667126] [INFO ] [sig       ] Generating forecast for: WDI
[2025-11-25T10:54:57.667169] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WDI' from 'https://tdm.silogroup.org/data/derivative_storage/WDI.csv'.
[2025-11-25T10:54:57.677975] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'WDI'.
[2025-11-25T10:54:57.678412] [INFO ] [FORECASTER] Starting predict_future for WDI
[2025-11-25T10:54:57.679237] [DEBUG] [LOCAL     ] No optimal features file found for WDI: ./output/feature-sets/WDI.txt
[2025-11-25T10:54:57.679308] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:54:57.679353] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:54:57.679393] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:54:57.679460] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:54:57.745263] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:54:57.746067] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:54:57.746163] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:54:57.746208] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:54:57.866791] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:54:57.866997] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:54:57.867073] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:54:57.867111] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:54:57.870607] [DEBUG] [FORECASTER] WDI: Forecast T+1@11:T+2@11: UP (p=97.33%)
[2025-11-25T10:54:57.871093] [INFO ] [FORECASTER] Completed predict_future for WDI
[2025-11-25T10:54:57.871322] [INFO ] [sig       ] WDI: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:54:58.013853] [INFO ] [LOCAL     ] Saved forecast: WDI	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/WDI.txt
[2025-11-25T10:54:58.014210] [INFO ] [sig       ] [1975/2057] Completed WDI in 0.3s | 2.88 sym/s | Total: 11.4m | ETA: 28.5s
[2025-11-25T10:54:58.014265] [INFO ] [sig       ] [1976/2057] Forecasting WDS...
[2025-11-25T10:54:58.014306] [INFO ] [sig       ] Generating forecast for: WDS
[2025-11-25T10:54:58.014348] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WDS' from 'https://tdm.silogroup.org/data/derivative_storage/WDS.csv'.
[2025-11-25T10:54:58.026738] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'WDS'.
[2025-11-25T10:54:58.027193] [INFO ] [FORECASTER] Starting predict_future for WDS
[2025-11-25T10:54:58.028084] [DEBUG] [LOCAL     ] No optimal features file found for WDS: ./output/feature-sets/WDS.txt
[2025-11-25T10:54:58.028186] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:54:58.028237] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:54:58.028280] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:54:58.028350] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:54:58.097433] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:54:58.098394] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:54:58.098498] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:54:58.098547] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:54:58.200225] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:54:58.200414] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:54:58.200461] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:54:58.200495] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:54:58.204341] [DEBUG] [FORECASTER] WDS: Forecast T+1@11:T+2@11: UP (p=96.40%)
[2025-11-25T10:54:58.204670] [INFO ] [FORECASTER] Completed predict_future for WDS
[2025-11-25T10:54:58.204836] [INFO ] [sig       ] WDS: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:54:58.348259] [INFO ] [LOCAL     ] Saved forecast: WDS	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/WDS.txt
[2025-11-25T10:54:58.348424] [INFO ] [sig       ] [1976/2057] Completed WDS in 0.3s | 2.88 sym/s | Total: 11.4m | ETA: 28.1s
[2025-11-25T10:54:58.348478] [INFO ] [sig       ] [1977/2057] Forecasting WEA...
[2025-11-25T10:54:58.348521] [INFO ] [sig       ] Generating forecast for: WEA
[2025-11-25T10:54:58.348565] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WEA' from 'https://tdm.silogroup.org/data/derivative_storage/WEA.csv'.
[2025-11-25T10:54:58.359394] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'WEA'.
[2025-11-25T10:54:58.359832] [INFO ] [FORECASTER] Starting predict_future for WEA
[2025-11-25T10:54:58.360616] [DEBUG] [LOCAL     ] No optimal features file found for WEA: ./output/feature-sets/WEA.txt
[2025-11-25T10:54:58.360704] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:54:58.360750] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:54:58.360792] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:54:58.360859] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:54:58.428120] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:54:58.428822] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:54:58.428920] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:54:58.428969] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:54:58.523559] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:54:58.523733] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:54:58.523790] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:54:58.523826] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:54:58.527199] [DEBUG] [FORECASTER] WEA: Forecast T+1@11:T+2@11: UP (p=82.42%)
[2025-11-25T10:54:58.527505] [INFO ] [FORECASTER] Completed predict_future for WEA
[2025-11-25T10:54:58.527676] [INFO ] [sig       ] WEA: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:54:58.671528] [INFO ] [LOCAL     ] Saved forecast: WEA	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/WEA.txt
[2025-11-25T10:54:58.671723] [INFO ] [sig       ] [1977/2057] Completed WEA in 0.3s | 2.88 sym/s | Total: 11.4m | ETA: 27.8s
[2025-11-25T10:54:58.671811] [INFO ] [sig       ] [1978/2057] Forecasting WEAV...
[2025-11-25T10:54:58.671856] [INFO ] [sig       ] Generating forecast for: WEAV
[2025-11-25T10:54:58.671899] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WEAV' from 'https://tdm.silogroup.org/data/derivative_storage/WEAV.csv'.
[2025-11-25T10:54:58.682633] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'WEAV'.
[2025-11-25T10:54:58.683023] [INFO ] [FORECASTER] Starting predict_future for WEAV
[2025-11-25T10:54:58.683830] [DEBUG] [LOCAL     ] No optimal features file found for WEAV: ./output/feature-sets/WEAV.txt
[2025-11-25T10:54:58.683919] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:54:58.683980] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:54:58.684023] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:54:58.684091] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:54:58.749310] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:54:58.750072] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:54:58.750170] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:54:58.750219] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:54:58.853333] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:54:58.853533] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:54:58.853581] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:54:58.853617] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:54:58.857150] [DEBUG] [FORECASTER] WEAV: Forecast T+1@11:T+2@11: DOWN (p=1.40%)
[2025-11-25T10:54:58.857453] [INFO ] [FORECASTER] Completed predict_future for WEAV
[2025-11-25T10:54:58.857597] [INFO ] [sig       ] WEAV: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:54:59.005431] [INFO ] [LOCAL     ] Saved forecast: WEAV	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/WEAV.txt
[2025-11-25T10:54:59.005625] [INFO ] [sig       ] [1978/2057] Completed WEAV in 0.3s | 2.88 sym/s | Total: 11.5m | ETA: 27.5s
[2025-11-25T10:54:59.005704] [INFO ] [sig       ] [1979/2057] Forecasting WEC...
[2025-11-25T10:54:59.005752] [INFO ] [sig       ] Generating forecast for: WEC
[2025-11-25T10:54:59.005805] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WEC' from 'https://tdm.silogroup.org/data/derivative_storage/WEC.csv'.
[2025-11-25T10:54:59.016843] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'WEC'.
[2025-11-25T10:54:59.017266] [INFO ] [FORECASTER] Starting predict_future for WEC
[2025-11-25T10:54:59.018080] [DEBUG] [LOCAL     ] No optimal features file found for WEC: ./output/feature-sets/WEC.txt
[2025-11-25T10:54:59.018151] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:54:59.018197] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:54:59.018239] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:54:59.018309] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:54:59.086613] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:54:59.087479] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:54:59.087583] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:54:59.087634] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:54:59.188063] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:54:59.188233] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:54:59.188279] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:54:59.188315] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:54:59.191717] [DEBUG] [FORECASTER] WEC: Forecast T+1@11:T+2@11: UP (p=91.41%)
[2025-11-25T10:54:59.192040] [INFO ] [FORECASTER] Completed predict_future for WEC
[2025-11-25T10:54:59.192209] [INFO ] [sig       ] WEC: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:54:59.336996] [INFO ] [LOCAL     ] Saved forecast: WEC	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/WEC.txt
[2025-11-25T10:54:59.337220] [INFO ] [sig       ] [1979/2057] Completed WEC in 0.3s | 2.88 sym/s | Total: 11.5m | ETA: 27.1s
[2025-11-25T10:54:59.337278] [INFO ] [sig       ] [1980/2057] Forecasting WELL...
[2025-11-25T10:54:59.337322] [INFO ] [sig       ] Generating forecast for: WELL
[2025-11-25T10:54:59.337365] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WELL' from 'https://tdm.silogroup.org/data/derivative_storage/WELL.csv'.
[2025-11-25T10:54:59.349256] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'WELL'.
[2025-11-25T10:54:59.349733] [INFO ] [FORECASTER] Starting predict_future for WELL
[2025-11-25T10:54:59.350538] [DEBUG] [LOCAL     ] No optimal features file found for WELL: ./output/feature-sets/WELL.txt
[2025-11-25T10:54:59.350610] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:54:59.350679] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:54:59.350724] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:54:59.350793] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:54:59.417493] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:54:59.418296] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:54:59.418416] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:54:59.418477] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:54:59.537847] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:54:59.538052] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:54:59.538101] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:54:59.538137] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:54:59.541748] [DEBUG] [FORECASTER] WELL: Forecast T+1@11:T+2@11: UP (p=97.87%)
[2025-11-25T10:54:59.542049] [INFO ] [FORECASTER] Completed predict_future for WELL
[2025-11-25T10:54:59.542215] [INFO ] [sig       ] WELL: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:54:59.687315] [INFO ] [LOCAL     ] Saved forecast: WELL	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/WELL.txt
[2025-11-25T10:54:59.687491] [INFO ] [sig       ] [1980/2057] Completed WELL in 0.4s | 2.88 sym/s | Total: 11.5m | ETA: 26.8s
[2025-11-25T10:54:59.687549] [INFO ] [sig       ] [1981/2057] Forecasting WES...
[2025-11-25T10:54:59.687596] [INFO ] [sig       ] Generating forecast for: WES
[2025-11-25T10:54:59.687663] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WES' from 'https://tdm.silogroup.org/data/derivative_storage/WES.csv'.
[2025-11-25T10:54:59.699006] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'WES'.
[2025-11-25T10:54:59.699406] [INFO ] [FORECASTER] Starting predict_future for WES
[2025-11-25T10:54:59.700225] [DEBUG] [LOCAL     ] No optimal features file found for WES: ./output/feature-sets/WES.txt
[2025-11-25T10:54:59.700299] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:54:59.700348] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:54:59.700392] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:54:59.700464] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:54:59.767333] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:54:59.768077] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:54:59.768173] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:54:59.768221] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:54:59.887058] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:54:59.887264] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:54:59.887313] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:54:59.887349] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:54:59.891075] [DEBUG] [FORECASTER] WES: Forecast T+1@11:T+2@11: UP (p=72.13%)
[2025-11-25T10:54:59.891481] [INFO ] [FORECASTER] Completed predict_future for WES
[2025-11-25T10:54:59.891697] [INFO ] [sig       ] WES: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:55:00.034180] [INFO ] [LOCAL     ] Saved forecast: WES	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/WES.txt
[2025-11-25T10:55:00.034416] [INFO ] [sig       ] [1981/2057] Completed WES in 0.3s | 2.88 sym/s | Total: 11.5m | ETA: 26.4s
[2025-11-25T10:55:00.034483] [INFO ] [sig       ] [1982/2057] Forecasting WEX...
[2025-11-25T10:55:00.034530] [INFO ] [sig       ] Generating forecast for: WEX
[2025-11-25T10:55:00.034574] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WEX' from 'https://tdm.silogroup.org/data/derivative_storage/WEX.csv'.
[2025-11-25T10:55:00.047965] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'WEX'.
[2025-11-25T10:55:00.048615] [INFO ] [FORECASTER] Starting predict_future for WEX
[2025-11-25T10:55:00.049617] [DEBUG] [LOCAL     ] No optimal features file found for WEX: ./output/feature-sets/WEX.txt
[2025-11-25T10:55:00.049730] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:55:00.049783] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:55:00.049830] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:55:00.049927] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:55:00.120955] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:55:00.122181] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:55:00.122297] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:55:00.122351] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:55:00.282903] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:55:00.283199] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:55:00.283453] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:55:00.283580] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:55:00.288025] [DEBUG] [FORECASTER] WEX: Forecast T+1@11:T+2@11: DOWN (p=49.34%)
[2025-11-25T10:55:00.288394] [INFO ] [FORECASTER] Completed predict_future for WEX
[2025-11-25T10:55:00.288688] [INFO ] [sig       ] WEX: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:55:00.435395] [INFO ] [LOCAL     ] Saved forecast: WEX	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/WEX.txt
[2025-11-25T10:55:00.435677] [INFO ] [sig       ] [1982/2057] Completed WEX in 0.4s | 2.88 sym/s | Total: 11.5m | ETA: 26.1s
[2025-11-25T10:55:00.435741] [INFO ] [sig       ] [1983/2057] Forecasting WF...
[2025-11-25T10:55:00.435788] [INFO ] [sig       ] Generating forecast for: WF
[2025-11-25T10:55:00.435834] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WF' from 'https://tdm.silogroup.org/data/derivative_storage/WF.csv'.
[2025-11-25T10:55:00.448098] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'WF'.
[2025-11-25T10:55:00.448704] [INFO ] [FORECASTER] Starting predict_future for WF
[2025-11-25T10:55:00.449589] [DEBUG] [LOCAL     ] No optimal features file found for WF: ./output/feature-sets/WF.txt
[2025-11-25T10:55:00.449682] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:55:00.449733] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:55:00.449776] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:55:00.449850] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:55:00.515909] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:55:00.517126] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:55:00.517242] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:55:00.517293] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:55:00.632010] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:55:00.632229] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:55:00.632309] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:55:00.632349] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:55:00.636100] [DEBUG] [FORECASTER] WF: Forecast T+1@11:T+2@11: UP (p=69.64%)
[2025-11-25T10:55:00.636433] [INFO ] [FORECASTER] Completed predict_future for WF
[2025-11-25T10:55:00.636596] [INFO ] [sig       ] WF: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:55:00.775533] [INFO ] [LOCAL     ] Saved forecast: WF	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/WF.txt
[2025-11-25T10:55:00.775731] [INFO ] [sig       ] [1983/2057] Completed WF in 0.3s | 2.88 sym/s | Total: 11.5m | ETA: 25.7s
[2025-11-25T10:55:00.775789] [INFO ] [sig       ] [1984/2057] Forecasting WFC...
[2025-11-25T10:55:00.775833] [INFO ] [sig       ] Generating forecast for: WFC
[2025-11-25T10:55:00.775875] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WFC' from 'https://tdm.silogroup.org/data/derivative_storage/WFC.csv'.
[2025-11-25T10:55:00.786718] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'WFC'.
[2025-11-25T10:55:00.787199] [INFO ] [FORECASTER] Starting predict_future for WFC
[2025-11-25T10:55:00.788034] [DEBUG] [LOCAL     ] No optimal features file found for WFC: ./output/feature-sets/WFC.txt
[2025-11-25T10:55:00.788105] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:55:00.788151] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:55:00.788191] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:55:00.788259] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:55:00.854357] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:55:00.855274] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:55:00.855378] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:55:00.855429] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:55:01.276818] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:55:01.279806] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:55:01.280002] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:55:01.280107] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:55:01.286773] [DEBUG] [FORECASTER] WFC: Forecast T+1@11:T+2@11: DOWN (p=3.55%)
[2025-11-25T10:55:01.287098] [INFO ] [FORECASTER] Completed predict_future for WFC
[2025-11-25T10:55:01.287343] [INFO ] [sig       ] WFC: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:55:01.433067] [INFO ] [LOCAL     ] Saved forecast: WFC	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/WFC.txt
[2025-11-25T10:55:01.433271] [INFO ] [sig       ] [1984/2057] Completed WFC in 0.7s | 2.88 sym/s | Total: 11.5m | ETA: 25.4s
[2025-11-25T10:55:01.433327] [INFO ] [sig       ] [1985/2057] Forecasting WFG...
[2025-11-25T10:55:01.433370] [INFO ] [sig       ] Generating forecast for: WFG
[2025-11-25T10:55:01.433407] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WFG' from 'https://tdm.silogroup.org/data/derivative_storage/WFG.csv'.
[2025-11-25T10:55:01.444999] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'WFG'.
[2025-11-25T10:55:01.445628] [INFO ] [FORECASTER] Starting predict_future for WFG
[2025-11-25T10:55:01.446434] [DEBUG] [LOCAL     ] No optimal features file found for WFG: ./output/feature-sets/WFG.txt
[2025-11-25T10:55:01.446505] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:55:01.446551] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:55:01.446591] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:55:01.446678] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:55:01.513238] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:55:01.514294] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:55:01.514413] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:55:01.514465] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:55:01.799680] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:55:01.799877] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:55:01.799924] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:55:01.799959] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:55:01.803776] [DEBUG] [FORECASTER] WFG: Forecast T+1@11:T+2@11: DOWN (p=8.27%)
[2025-11-25T10:55:01.804116] [INFO ] [FORECASTER] Completed predict_future for WFG
[2025-11-25T10:55:01.804263] [INFO ] [sig       ] WFG: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:55:02.020680] [INFO ] [LOCAL     ] Saved forecast: WFG	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/WFG.txt
[2025-11-25T10:55:02.020887] [INFO ] [sig       ] [1985/2057] Completed WFG in 0.6s | 2.88 sym/s | Total: 11.5m | ETA: 25.0s
[2025-11-25T10:55:02.020944] [INFO ] [sig       ] [1986/2057] Forecasting WGO...
[2025-11-25T10:55:02.020987] [INFO ] [sig       ] Generating forecast for: WGO
[2025-11-25T10:55:02.021029] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WGO' from 'https://tdm.silogroup.org/data/derivative_storage/WGO.csv'.
[2025-11-25T10:55:02.032021] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'WGO'.
[2025-11-25T10:55:02.032459] [INFO ] [FORECASTER] Starting predict_future for WGO
[2025-11-25T10:55:02.033315] [DEBUG] [LOCAL     ] No optimal features file found for WGO: ./output/feature-sets/WGO.txt
[2025-11-25T10:55:02.033389] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:55:02.033434] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:55:02.033476] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:55:02.033543] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:55:02.099733] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:55:02.100859] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:55:02.100985] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:55:02.101035] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:55:02.212771] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:55:02.212977] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:55:02.213026] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:55:02.213064] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:55:02.216715] [DEBUG] [FORECASTER] WGO: Forecast T+1@11:T+2@11: DOWN (p=2.00%)
[2025-11-25T10:55:02.217128] [INFO ] [FORECASTER] Completed predict_future for WGO
[2025-11-25T10:55:02.217303] [INFO ] [sig       ] WGO: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:55:02.370917] [INFO ] [LOCAL     ] Saved forecast: WGO	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/WGO.txt
[2025-11-25T10:55:02.371124] [INFO ] [sig       ] [1986/2057] Completed WGO in 0.4s | 2.88 sym/s | Total: 11.5m | ETA: 24.7s
[2025-11-25T10:55:02.371180] [INFO ] [sig       ] [1987/2057] Forecasting WH...
[2025-11-25T10:55:02.371224] [INFO ] [sig       ] Generating forecast for: WH
[2025-11-25T10:55:02.371268] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WH' from 'https://tdm.silogroup.org/data/derivative_storage/WH.csv'.
[2025-11-25T10:55:02.382345] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'WH'.
[2025-11-25T10:55:02.382860] [INFO ] [FORECASTER] Starting predict_future for WH
[2025-11-25T10:55:02.383764] [DEBUG] [LOCAL     ] No optimal features file found for WH: ./output/feature-sets/WH.txt
[2025-11-25T10:55:02.383842] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:55:02.383929] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:55:02.383975] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:55:02.384046] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:55:02.452963] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:55:02.453917] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:55:02.454046] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:55:02.454098] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:55:02.547217] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:55:02.547419] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:55:02.547468] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:55:02.547506] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:55:02.550983] [DEBUG] [FORECASTER] WH: Forecast T+1@11:T+2@11: DOWN (p=28.32%)
[2025-11-25T10:55:02.551279] [INFO ] [FORECASTER] Completed predict_future for WH
[2025-11-25T10:55:02.551418] [INFO ] [sig       ] WH: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:55:02.703478] [INFO ] [LOCAL     ] Saved forecast: WH	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/WH.txt
[2025-11-25T10:55:02.703665] [INFO ] [sig       ] [1987/2057] Completed WH in 0.3s | 2.88 sym/s | Total: 11.5m | ETA: 24.3s
[2025-11-25T10:55:02.703724] [INFO ] [sig       ] [1988/2057] Forecasting WHD...
[2025-11-25T10:55:02.703768] [INFO ] [sig       ] Generating forecast for: WHD
[2025-11-25T10:55:02.703809] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WHD' from 'https://tdm.silogroup.org/data/derivative_storage/WHD.csv'.
[2025-11-25T10:55:02.714045] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'WHD'.
[2025-11-25T10:55:02.714403] [INFO ] [FORECASTER] Starting predict_future for WHD
[2025-11-25T10:55:02.715230] [DEBUG] [LOCAL     ] No optimal features file found for WHD: ./output/feature-sets/WHD.txt
[2025-11-25T10:55:02.715300] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:55:02.715347] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:55:02.715388] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:55:02.715456] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:55:02.781085] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:55:02.781826] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:55:02.781938] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:55:02.781997] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:55:02.871362] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:55:02.871543] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:55:02.871590] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:55:02.871625] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:55:02.874998] [DEBUG] [FORECASTER] WHD: Forecast T+1@11:T+2@11: UP (p=53.76%)
[2025-11-25T10:55:02.875287] [INFO ] [FORECASTER] Completed predict_future for WHD
[2025-11-25T10:55:02.875418] [INFO ] [sig       ] WHD: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:55:03.018356] [INFO ] [LOCAL     ] Saved forecast: WHD	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/WHD.txt
[2025-11-25T10:55:03.018545] [INFO ] [sig       ] [1988/2057] Completed WHD in 0.3s | 2.88 sym/s | Total: 11.5m | ETA: 24.0s
[2025-11-25T10:55:03.018601] [INFO ] [sig       ] [1989/2057] Forecasting WHG...
[2025-11-25T10:55:03.018662] [INFO ] [sig       ] Generating forecast for: WHG
[2025-11-25T10:55:03.018708] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WHG' from 'https://tdm.silogroup.org/data/derivative_storage/WHG.csv'.
[2025-11-25T10:55:03.028675] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'WHG'.
[2025-11-25T10:55:03.028980] [INFO ] [FORECASTER] Starting predict_future for WHG
[2025-11-25T10:55:03.029792] [DEBUG] [LOCAL     ] No optimal features file found for WHG: ./output/feature-sets/WHG.txt
[2025-11-25T10:55:03.029862] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:55:03.029908] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:55:03.029953] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:55:03.030019] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:55:03.094226] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:55:03.095066] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:55:03.095164] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:55:03.095213] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:55:03.179925] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:55:03.180111] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:55:03.180159] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:55:03.180194] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:55:03.183537] [DEBUG] [FORECASTER] WHG: Forecast T+1@11:T+2@11: DOWN (p=14.46%)
[2025-11-25T10:55:03.183851] [INFO ] [FORECASTER] Completed predict_future for WHG
[2025-11-25T10:55:03.183991] [INFO ] [sig       ] WHG: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:55:03.322856] [INFO ] [LOCAL     ] Saved forecast: WHG	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/WHG.txt
[2025-11-25T10:55:03.323016] [INFO ] [sig       ] [1989/2057] Completed WHG in 0.3s | 2.88 sym/s | Total: 11.5m | ETA: 23.6s
[2025-11-25T10:55:03.323070] [INFO ] [sig       ] [1990/2057] Forecasting WHR...
[2025-11-25T10:55:03.323113] [INFO ] [sig       ] Generating forecast for: WHR
[2025-11-25T10:55:03.323156] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WHR' from 'https://tdm.silogroup.org/data/derivative_storage/WHR.csv'.
[2025-11-25T10:55:03.333375] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'WHR'.
[2025-11-25T10:55:03.333757] [INFO ] [FORECASTER] Starting predict_future for WHR
[2025-11-25T10:55:03.334529] [DEBUG] [LOCAL     ] No optimal features file found for WHR: ./output/feature-sets/WHR.txt
[2025-11-25T10:55:03.334599] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:55:03.334666] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:55:03.334709] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:55:03.334778] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:55:03.400067] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:55:03.400832] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:55:03.400933] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:55:03.400981] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:55:03.488881] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:55:03.489054] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:55:03.489100] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:55:03.489136] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:55:03.492482] [DEBUG] [FORECASTER] WHR: Forecast T+1@11:T+2@11: DOWN (p=2.03%)
[2025-11-25T10:55:03.492800] [INFO ] [FORECASTER] Completed predict_future for WHR
[2025-11-25T10:55:03.492941] [INFO ] [sig       ] WHR: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:55:03.683507] [INFO ] [LOCAL     ] Saved forecast: WHR	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/WHR.txt
[2025-11-25T10:55:03.683725] [INFO ] [sig       ] [1990/2057] Completed WHR in 0.4s | 2.88 sym/s | Total: 11.5m | ETA: 23.3s
[2025-11-25T10:55:03.683784] [INFO ] [sig       ] [1991/2057] Forecasting WIA...
[2025-11-25T10:55:03.683836] [INFO ] [sig       ] Generating forecast for: WIA
[2025-11-25T10:55:03.683882] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WIA' from 'https://tdm.silogroup.org/data/derivative_storage/WIA.csv'.
[2025-11-25T10:55:03.694107] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'WIA'.
[2025-11-25T10:55:03.694495] [INFO ] [FORECASTER] Starting predict_future for WIA
[2025-11-25T10:55:03.695308] [DEBUG] [LOCAL     ] No optimal features file found for WIA: ./output/feature-sets/WIA.txt
[2025-11-25T10:55:03.695378] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:55:03.695423] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:55:03.695463] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:55:03.695532] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:55:03.761542] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:55:03.762442] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:55:03.762540] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:55:03.762588] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:55:03.863246] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:55:03.863443] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:55:03.863491] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:55:03.863527] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:55:03.866938] [DEBUG] [FORECASTER] WIA: Forecast T+1@11:T+2@11: DOWN (p=49.91%)
[2025-11-25T10:55:03.867287] [INFO ] [FORECASTER] Completed predict_future for WIA
[2025-11-25T10:55:03.867442] [INFO ] [sig       ] WIA: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:55:04.008580] [INFO ] [LOCAL     ] Saved forecast: WIA	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/WIA.txt
[2025-11-25T10:55:04.008777] [INFO ] [sig       ] [1991/2057] Completed WIA in 0.3s | 2.88 sym/s | Total: 11.5m | ETA: 22.9s
[2025-11-25T10:55:04.008833] [INFO ] [sig       ] [1992/2057] Forecasting WINN...
[2025-11-25T10:55:04.008876] [INFO ] [sig       ] Generating forecast for: WINN
[2025-11-25T10:55:04.008922] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WINN' from 'https://tdm.silogroup.org/data/derivative_storage/WINN.csv'.
[2025-11-25T10:55:04.019945] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'WINN'.
[2025-11-25T10:55:04.020363] [INFO ] [FORECASTER] Starting predict_future for WINN
[2025-11-25T10:55:04.021166] [DEBUG] [LOCAL     ] No optimal features file found for WINN: ./output/feature-sets/WINN.txt
[2025-11-25T10:55:04.021236] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:55:04.021281] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:55:04.021323] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:55:04.021391] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:55:04.086907] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:55:04.087560] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:55:04.087672] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:55:04.087722] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:55:04.194540] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:55:04.194686] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:55:04.194749] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:55:04.194795] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:55:04.198016] [DEBUG] [FORECASTER] WINN: Forecast T+1@11:T+2@11: DOWN (p=32.14%)
[2025-11-25T10:55:04.198322] [INFO ] [FORECASTER] Completed predict_future for WINN
[2025-11-25T10:55:04.198479] [INFO ] [sig       ] WINN: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:55:04.339499] [INFO ] [LOCAL     ] Saved forecast: WINN	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/WINN.txt
[2025-11-25T10:55:04.339666] [INFO ] [sig       ] [1992/2057] Completed WINN in 0.3s | 2.88 sym/s | Total: 11.5m | ETA: 22.6s
[2025-11-25T10:55:04.339724] [INFO ] [sig       ] [1993/2057] Forecasting WIT...
[2025-11-25T10:55:04.339768] [INFO ] [sig       ] Generating forecast for: WIT
[2025-11-25T10:55:04.339811] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WIT' from 'https://tdm.silogroup.org/data/derivative_storage/WIT.csv'.
[2025-11-25T10:55:04.350064] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'WIT'.
[2025-11-25T10:55:04.350422] [INFO ] [FORECASTER] Starting predict_future for WIT
[2025-11-25T10:55:04.351234] [DEBUG] [LOCAL     ] No optimal features file found for WIT: ./output/feature-sets/WIT.txt
[2025-11-25T10:55:04.351304] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:55:04.351360] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:55:04.351410] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:55:04.351482] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:55:04.417071] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:55:04.417817] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:55:04.417931] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:55:04.417998] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:55:04.515559] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:55:04.515739] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:55:04.515792] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:55:04.515827] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:55:04.519183] [DEBUG] [FORECASTER] WIT: Forecast T+1@11:T+2@11: UP (p=99.78%)
[2025-11-25T10:55:04.519481] [INFO ] [FORECASTER] Completed predict_future for WIT
[2025-11-25T10:55:04.519627] [INFO ] [sig       ] WIT: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:55:04.659971] [INFO ] [LOCAL     ] Saved forecast: WIT	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/WIT.txt
[2025-11-25T10:55:04.660113] [INFO ] [sig       ] [1993/2057] Completed WIT in 0.3s | 2.88 sym/s | Total: 11.5m | ETA: 22.3s
[2025-11-25T10:55:04.660165] [INFO ] [sig       ] [1994/2057] Forecasting WIW...
[2025-11-25T10:55:04.660207] [INFO ] [sig       ] Generating forecast for: WIW
[2025-11-25T10:55:04.660250] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WIW' from 'https://tdm.silogroup.org/data/derivative_storage/WIW.csv'.
[2025-11-25T10:55:04.670547] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'WIW'.
[2025-11-25T10:55:04.670943] [INFO ] [FORECASTER] Starting predict_future for WIW
[2025-11-25T10:55:04.671741] [DEBUG] [LOCAL     ] No optimal features file found for WIW: ./output/feature-sets/WIW.txt
[2025-11-25T10:55:04.671809] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:55:04.671854] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:55:04.671894] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:55:04.671967] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:55:04.738932] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:55:04.739602] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:55:04.739719] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:55:04.739769] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:55:04.843765] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:55:04.843928] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:55:04.843974] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:55:04.844030] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:55:04.847388] [DEBUG] [FORECASTER] WIW: Forecast T+1@11:T+2@11: DOWN (p=28.59%)
[2025-11-25T10:55:04.847693] [INFO ] [FORECASTER] Completed predict_future for WIW
[2025-11-25T10:55:04.847839] [INFO ] [sig       ] WIW: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:55:04.987209] [INFO ] [LOCAL     ] Saved forecast: WIW	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/WIW.txt
[2025-11-25T10:55:04.987366] [INFO ] [sig       ] [1994/2057] Completed WIW in 0.3s | 2.88 sym/s | Total: 11.6m | ETA: 21.9s
[2025-11-25T10:55:04.987428] [INFO ] [sig       ] [1995/2057] Forecasting WK...
[2025-11-25T10:55:04.987471] [INFO ] [sig       ] Generating forecast for: WK
[2025-11-25T10:55:04.987512] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WK' from 'https://tdm.silogroup.org/data/derivative_storage/WK.csv'.
[2025-11-25T10:55:04.997861] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'WK'.
[2025-11-25T10:55:04.998229] [INFO ] [FORECASTER] Starting predict_future for WK
[2025-11-25T10:55:04.999020] [DEBUG] [LOCAL     ] No optimal features file found for WK: ./output/feature-sets/WK.txt
[2025-11-25T10:55:04.999089] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:55:04.999134] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:55:04.999177] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:55:04.999247] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:55:05.063617] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:55:05.064276] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:55:05.064370] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:55:05.064416] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:55:05.165259] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:55:05.165394] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:55:05.165436] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:55:05.165470] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:55:05.168671] [DEBUG] [FORECASTER] WK: Forecast T+1@11:T+2@11: UP (p=73.47%)
[2025-11-25T10:55:05.168961] [INFO ] [FORECASTER] Completed predict_future for WK
[2025-11-25T10:55:05.169102] [INFO ] [sig       ] WK: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:55:05.310042] [INFO ] [LOCAL     ] Saved forecast: WK	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/WK.txt
[2025-11-25T10:55:05.310199] [INFO ] [sig       ] [1995/2057] Completed WK in 0.3s | 2.88 sym/s | Total: 11.6m | ETA: 21.6s
[2025-11-25T10:55:05.310253] [INFO ] [sig       ] [1996/2057] Forecasting WKC...
[2025-11-25T10:55:05.310300] [INFO ] [sig       ] Generating forecast for: WKC
[2025-11-25T10:55:05.310346] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WKC' from 'https://tdm.silogroup.org/data/derivative_storage/WKC.csv'.
[2025-11-25T10:55:05.322282] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'WKC'.
[2025-11-25T10:55:05.322768] [INFO ] [FORECASTER] Starting predict_future for WKC
[2025-11-25T10:55:05.323572] [DEBUG] [LOCAL     ] No optimal features file found for WKC: ./output/feature-sets/WKC.txt
[2025-11-25T10:55:05.323662] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:55:05.323711] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:55:05.323748] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:55:05.323820] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:55:05.390150] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:55:05.390840] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:55:05.390934] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:55:05.390985] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:55:05.491372] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:55:05.491534] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:55:05.491579] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:55:05.491613] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:55:05.494944] [DEBUG] [FORECASTER] WKC: Forecast T+1@11:T+2@11: DOWN (p=38.64%)
[2025-11-25T10:55:05.495236] [INFO ] [FORECASTER] Completed predict_future for WKC
[2025-11-25T10:55:05.495377] [INFO ] [sig       ] WKC: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:55:05.636212] [INFO ] [LOCAL     ] Saved forecast: WKC	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/WKC.txt
[2025-11-25T10:55:05.636361] [INFO ] [sig       ] [1996/2057] Completed WKC in 0.3s | 2.88 sym/s | Total: 11.6m | ETA: 21.2s
[2025-11-25T10:55:05.636414] [INFO ] [sig       ] [1997/2057] Forecasting WLK...
[2025-11-25T10:55:05.636456] [INFO ] [sig       ] Generating forecast for: WLK
[2025-11-25T10:55:05.636499] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WLK' from 'https://tdm.silogroup.org/data/derivative_storage/WLK.csv'.
[2025-11-25T10:55:05.647042] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'WLK'.
[2025-11-25T10:55:05.647422] [INFO ] [FORECASTER] Starting predict_future for WLK
[2025-11-25T10:55:05.648265] [DEBUG] [LOCAL     ] No optimal features file found for WLK: ./output/feature-sets/WLK.txt
[2025-11-25T10:55:05.648335] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:55:05.648380] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:55:05.648420] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:55:05.648490] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:55:05.714271] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:55:05.714917] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:55:05.715009] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:55:05.715056] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:55:05.813741] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:55:05.813898] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:55:05.813942] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:55:05.813977] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:55:05.817266] [DEBUG] [FORECASTER] WLK: Forecast T+1@11:T+2@11: DOWN (p=14.25%)
[2025-11-25T10:55:05.817553] [INFO ] [FORECASTER] Completed predict_future for WLK
[2025-11-25T10:55:05.817718] [INFO ] [sig       ] WLK: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:55:05.958927] [INFO ] [LOCAL     ] Saved forecast: WLK	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/WLK.txt
[2025-11-25T10:55:05.959076] [INFO ] [sig       ] [1997/2057] Completed WLK in 0.3s | 2.88 sym/s | Total: 11.6m | ETA: 20.9s
[2025-11-25T10:55:05.959128] [INFO ] [sig       ] [1998/2057] Forecasting WLKP...
[2025-11-25T10:55:05.959170] [INFO ] [sig       ] Generating forecast for: WLKP
[2025-11-25T10:55:05.959211] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WLKP' from 'https://tdm.silogroup.org/data/derivative_storage/WLKP.csv'.
[2025-11-25T10:55:05.969743] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'WLKP'.
[2025-11-25T10:55:05.970153] [INFO ] [FORECASTER] Starting predict_future for WLKP
[2025-11-25T10:55:05.970950] [DEBUG] [LOCAL     ] No optimal features file found for WLKP: ./output/feature-sets/WLKP.txt
[2025-11-25T10:55:05.971021] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:55:05.971066] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:55:05.971107] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:55:05.971194] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:55:06.036885] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:55:06.037620] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:55:06.037735] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:55:06.037785] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:55:06.133847] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:55:06.133986] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:55:06.134030] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:55:06.134064] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:55:06.137261] [DEBUG] [FORECASTER] WLKP: Forecast T+1@11:T+2@11: UP (p=94.23%)
[2025-11-25T10:55:06.137544] [INFO ] [FORECASTER] Completed predict_future for WLKP
[2025-11-25T10:55:06.137705] [INFO ] [sig       ] WLKP: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:55:06.281509] [INFO ] [LOCAL     ] Saved forecast: WLKP	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/WLKP.txt
[2025-11-25T10:55:06.281677] [INFO ] [sig       ] [1998/2057] Completed WLKP in 0.3s | 2.88 sym/s | Total: 11.6m | ETA: 20.5s
[2025-11-25T10:55:06.281734] [INFO ] [sig       ] [1999/2057] Forecasting WLY...
[2025-11-25T10:55:06.281777] [INFO ] [sig       ] Generating forecast for: WLY
[2025-11-25T10:55:06.281817] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WLY' from 'https://tdm.silogroup.org/data/derivative_storage/WLY.csv'.
[2025-11-25T10:55:06.292067] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'WLY'.
[2025-11-25T10:55:06.292421] [INFO ] [FORECASTER] Starting predict_future for WLY
[2025-11-25T10:55:06.293296] [DEBUG] [LOCAL     ] No optimal features file found for WLY: ./output/feature-sets/WLY.txt
[2025-11-25T10:55:06.293367] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:55:06.293414] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:55:06.293454] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:55:06.293521] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:55:06.359465] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:55:06.360116] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:55:06.360216] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:55:06.360266] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:55:06.459380] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:55:06.459528] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:55:06.459573] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:55:06.459607] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:55:06.462879] [DEBUG] [FORECASTER] WLY: Forecast T+1@11:T+2@11: UP (p=73.41%)
[2025-11-25T10:55:06.463166] [INFO ] [FORECASTER] Completed predict_future for WLY
[2025-11-25T10:55:06.463311] [INFO ] [sig       ] WLY: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:55:06.602152] [INFO ] [LOCAL     ] Saved forecast: WLY	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/WLY.txt
[2025-11-25T10:55:06.602298] [INFO ] [sig       ] [1999/2057] Completed WLY in 0.3s | 2.88 sym/s | Total: 11.6m | ETA: 20.2s
[2025-11-25T10:55:06.602352] [INFO ] [sig       ] [2000/2057] Forecasting WM...
[2025-11-25T10:55:06.602397] [INFO ] [sig       ] Generating forecast for: WM
[2025-11-25T10:55:06.602438] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WM' from 'https://tdm.silogroup.org/data/derivative_storage/WM.csv'.
[2025-11-25T10:55:06.612789] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'WM'.
[2025-11-25T10:55:06.613137] [INFO ] [FORECASTER] Starting predict_future for WM
[2025-11-25T10:55:06.613918] [DEBUG] [LOCAL     ] No optimal features file found for WM: ./output/feature-sets/WM.txt
[2025-11-25T10:55:06.614005] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:55:06.614053] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:55:06.614094] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:55:06.614160] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:55:06.678275] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:55:06.678913] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:55:06.679007] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:55:06.679055] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:55:06.777939] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:55:06.778091] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:55:06.778137] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:55:06.778172] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:55:06.781430] [DEBUG] [FORECASTER] WM: Forecast T+1@11:T+2@11: DOWN (p=43.73%)
[2025-11-25T10:55:06.781754] [INFO ] [FORECASTER] Completed predict_future for WM
[2025-11-25T10:55:06.781925] [INFO ] [sig       ] WM: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:55:06.923952] [INFO ] [LOCAL     ] Saved forecast: WM	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/WM.txt
[2025-11-25T10:55:06.924111] [INFO ] [sig       ] [2000/2057] Completed WM in 0.3s | 2.88 sym/s | Total: 11.6m | ETA: 19.8s
[2025-11-25T10:55:06.924163] [INFO ] [sig       ] [2001/2057] Forecasting WMB...
[2025-11-25T10:55:06.924206] [INFO ] [sig       ] Generating forecast for: WMB
[2025-11-25T10:55:06.924247] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WMB' from 'https://tdm.silogroup.org/data/derivative_storage/WMB.csv'.
[2025-11-25T10:55:06.935187] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'WMB'.
[2025-11-25T10:55:06.935562] [INFO ] [FORECASTER] Starting predict_future for WMB
[2025-11-25T10:55:06.936358] [DEBUG] [LOCAL     ] No optimal features file found for WMB: ./output/feature-sets/WMB.txt
[2025-11-25T10:55:06.936427] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:55:06.936474] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:55:06.936516] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:55:06.936585] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:55:07.002068] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:55:07.002713] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:55:07.002807] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:55:07.002854] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:55:07.100272] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:55:07.100450] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:55:07.100506] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:55:07.100550] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:55:07.103953] [DEBUG] [FORECASTER] WMB: Forecast T+1@11:T+2@11: DOWN (p=14.79%)
[2025-11-25T10:55:07.104244] [INFO ] [FORECASTER] Completed predict_future for WMB
[2025-11-25T10:55:07.104391] [INFO ] [sig       ] WMB: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:55:07.245060] [INFO ] [LOCAL     ] Saved forecast: WMB	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/WMB.txt
[2025-11-25T10:55:07.245210] [INFO ] [sig       ] [2001/2057] Completed WMB in 0.3s | 2.88 sym/s | Total: 11.6m | ETA: 19.5s
[2025-11-25T10:55:07.245262] [INFO ] [sig       ] [2002/2057] Forecasting WMK...
[2025-11-25T10:55:07.245310] [INFO ] [sig       ] Generating forecast for: WMK
[2025-11-25T10:55:07.245353] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WMK' from 'https://tdm.silogroup.org/data/derivative_storage/WMK.csv'.
[2025-11-25T10:55:07.256512] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'WMK'.
[2025-11-25T10:55:07.256995] [INFO ] [FORECASTER] Starting predict_future for WMK
[2025-11-25T10:55:07.257850] [DEBUG] [LOCAL     ] No optimal features file found for WMK: ./output/feature-sets/WMK.txt
[2025-11-25T10:55:07.257919] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:55:07.257970] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:55:07.258019] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:55:07.258102] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:55:07.324109] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:55:07.325039] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:55:07.325144] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:55:07.325195] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:55:07.428019] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:55:07.428232] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:55:07.428278] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:55:07.428313] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:55:07.431721] [DEBUG] [FORECASTER] WMK: Forecast T+1@11:T+2@11: DOWN (p=1.74%)
[2025-11-25T10:55:07.432021] [INFO ] [FORECASTER] Completed predict_future for WMK
[2025-11-25T10:55:07.432169] [INFO ] [sig       ] WMK: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:55:07.575821] [INFO ] [LOCAL     ] Saved forecast: WMK	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/WMK.txt
[2025-11-25T10:55:07.575995] [INFO ] [sig       ] [2002/2057] Completed WMK in 0.3s | 2.88 sym/s | Total: 11.6m | ETA: 19.1s
[2025-11-25T10:55:07.576051] [INFO ] [sig       ] [2003/2057] Forecasting WMS...
[2025-11-25T10:55:07.576095] [INFO ] [sig       ] Generating forecast for: WMS
[2025-11-25T10:55:07.576137] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WMS' from 'https://tdm.silogroup.org/data/derivative_storage/WMS.csv'.
[2025-11-25T10:55:07.587608] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'WMS'.
[2025-11-25T10:55:07.588019] [INFO ] [FORECASTER] Starting predict_future for WMS
[2025-11-25T10:55:07.588820] [DEBUG] [LOCAL     ] No optimal features file found for WMS: ./output/feature-sets/WMS.txt
[2025-11-25T10:55:07.588890] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:55:07.588935] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:55:07.588975] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:55:07.589045] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:55:07.655092] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:55:07.655895] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:55:07.655996] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:55:07.656051] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:55:07.763835] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:55:07.764094] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:55:07.764149] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:55:07.764186] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:55:07.767763] [DEBUG] [FORECASTER] WMS: Forecast T+1@11:T+2@11: UP (p=88.03%)
[2025-11-25T10:55:07.768080] [INFO ] [FORECASTER] Completed predict_future for WMS
[2025-11-25T10:55:07.768244] [INFO ] [sig       ] WMS: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:55:07.909203] [INFO ] [LOCAL     ] Saved forecast: WMS	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/WMS.txt
[2025-11-25T10:55:07.909372] [INFO ] [sig       ] [2003/2057] Completed WMS in 0.3s | 2.88 sym/s | Total: 11.6m | ETA: 18.8s
[2025-11-25T10:55:07.909435] [INFO ] [sig       ] [2004/2057] Forecasting WMT...
[2025-11-25T10:55:07.909479] [INFO ] [sig       ] Generating forecast for: WMT
[2025-11-25T10:55:07.909522] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WMT' from 'https://tdm.silogroup.org/data/derivative_storage/WMT.csv'.
[2025-11-25T10:55:07.921079] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'WMT'.
[2025-11-25T10:55:07.921518] [INFO ] [FORECASTER] Starting predict_future for WMT
[2025-11-25T10:55:07.922345] [DEBUG] [LOCAL     ] No optimal features file found for WMT: ./output/feature-sets/WMT.txt
[2025-11-25T10:55:07.922416] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:55:07.922464] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:55:07.922504] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:55:07.922574] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:55:07.988658] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:55:07.989565] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:55:07.989692] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:55:07.989743] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:55:08.094477] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:55:08.094703] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:55:08.094757] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:55:08.094793] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:55:08.098244] [DEBUG] [FORECASTER] WMT: Forecast T+1@11:T+2@11: UP (p=56.49%)
[2025-11-25T10:55:08.098537] [INFO ] [FORECASTER] Completed predict_future for WMT
[2025-11-25T10:55:08.098706] [INFO ] [sig       ] WMT: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:55:08.239957] [INFO ] [LOCAL     ] Saved forecast: WMT	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/WMT.txt
[2025-11-25T10:55:08.240151] [INFO ] [sig       ] [2004/2057] Completed WMT in 0.3s | 2.88 sym/s | Total: 11.6m | ETA: 18.4s
[2025-11-25T10:55:08.240207] [INFO ] [sig       ] [2005/2057] Forecasting WNC...
[2025-11-25T10:55:08.240249] [INFO ] [sig       ] Generating forecast for: WNC
[2025-11-25T10:55:08.240291] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WNC' from 'https://tdm.silogroup.org/data/derivative_storage/WNC.csv'.
[2025-11-25T10:55:08.251206] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'WNC'.
[2025-11-25T10:55:08.251668] [INFO ] [FORECASTER] Starting predict_future for WNC
[2025-11-25T10:55:08.252433] [DEBUG] [LOCAL     ] No optimal features file found for WNC: ./output/feature-sets/WNC.txt
[2025-11-25T10:55:08.252503] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:55:08.252548] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:55:08.252588] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:55:08.252678] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:55:08.320364] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:55:08.321308] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:55:08.321414] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:55:08.321463] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:55:08.426999] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:55:08.427223] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:55:08.427272] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:55:08.427308] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:55:08.430922] [DEBUG] [FORECASTER] WNC: Forecast T+1@11:T+2@11: DOWN (p=39.10%)
[2025-11-25T10:55:08.431439] [INFO ] [FORECASTER] Completed predict_future for WNC
[2025-11-25T10:55:08.431719] [INFO ] [sig       ] WNC: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:55:08.575794] [INFO ] [LOCAL     ] Saved forecast: WNC	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/WNC.txt
[2025-11-25T10:55:08.575968] [INFO ] [sig       ] [2005/2057] Completed WNC in 0.3s | 2.88 sym/s | Total: 11.6m | ETA: 18.1s
[2025-11-25T10:55:08.576022] [INFO ] [sig       ] [2006/2057] Forecasting WOLF...
[2025-11-25T10:55:08.576066] [INFO ] [sig       ] Generating forecast for: WOLF
[2025-11-25T10:55:08.576112] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WOLF' from 'https://tdm.silogroup.org/data/derivative_storage/WOLF.csv'.
[2025-11-25T10:55:08.586920] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'WOLF'.
[2025-11-25T10:55:08.587305] [INFO ] [FORECASTER] Starting predict_future for WOLF
[2025-11-25T10:55:08.588146] [DEBUG] [LOCAL     ] No optimal features file found for WOLF: ./output/feature-sets/WOLF.txt
[2025-11-25T10:55:08.588214] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:55:08.588260] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:55:08.588301] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:55:08.588369] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:55:08.657755] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:55:08.658727] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:55:08.658822] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:55:08.658869] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:55:08.764676] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:55:08.764868] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:55:08.764914] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:55:08.764950] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:55:08.768633] [DEBUG] [FORECASTER] WOLF: Forecast T+1@11:T+2@11: DOWN (p=23.64%)
[2025-11-25T10:55:08.768946] [INFO ] [FORECASTER] Completed predict_future for WOLF
[2025-11-25T10:55:08.769099] [INFO ] [sig       ] WOLF: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:55:08.911960] [INFO ] [LOCAL     ] Saved forecast: WOLF	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/WOLF.txt
[2025-11-25T10:55:08.912148] [INFO ] [sig       ] [2006/2057] Completed WOLF in 0.3s | 2.88 sym/s | Total: 11.6m | ETA: 17.7s
[2025-11-25T10:55:08.912203] [INFO ] [sig       ] [2007/2057] Forecasting WOR...
[2025-11-25T10:55:08.912248] [INFO ] [sig       ] Generating forecast for: WOR
[2025-11-25T10:55:08.912291] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WOR' from 'https://tdm.silogroup.org/data/derivative_storage/WOR.csv'.
[2025-11-25T10:55:08.923153] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'WOR'.
[2025-11-25T10:55:08.923538] [INFO ] [FORECASTER] Starting predict_future for WOR
[2025-11-25T10:55:08.924314] [DEBUG] [LOCAL     ] No optimal features file found for WOR: ./output/feature-sets/WOR.txt
[2025-11-25T10:55:08.924385] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:55:08.924431] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:55:08.924472] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:55:08.924541] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:55:08.990596] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:55:08.991490] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:55:08.991595] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:55:08.991662] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:55:09.092410] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:55:09.092608] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:55:09.092697] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:55:09.092762] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:55:09.096163] [DEBUG] [FORECASTER] WOR: Forecast T+1@11:T+2@11: UP (p=62.43%)
[2025-11-25T10:55:09.096464] [INFO ] [FORECASTER] Completed predict_future for WOR
[2025-11-25T10:55:09.096627] [INFO ] [sig       ] WOR: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:55:09.238138] [INFO ] [LOCAL     ] Saved forecast: WOR	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/WOR.txt
[2025-11-25T10:55:09.238326] [INFO ] [sig       ] [2007/2057] Completed WOR in 0.3s | 2.88 sym/s | Total: 11.6m | ETA: 17.4s
[2025-11-25T10:55:09.238383] [INFO ] [sig       ] [2008/2057] Forecasting WOW...
[2025-11-25T10:55:09.238426] [INFO ] [sig       ] Generating forecast for: WOW
[2025-11-25T10:55:09.238472] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WOW' from 'https://tdm.silogroup.org/data/derivative_storage/WOW.csv'.
[2025-11-25T10:55:09.249032] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'WOW'.
[2025-11-25T10:55:09.249446] [INFO ] [FORECASTER] Starting predict_future for WOW
[2025-11-25T10:55:09.250249] [DEBUG] [LOCAL     ] No optimal features file found for WOW: ./output/feature-sets/WOW.txt
[2025-11-25T10:55:09.250320] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:55:09.250366] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:55:09.250408] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:55:09.250477] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:55:09.315992] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:55:09.316851] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:55:09.316947] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:55:09.316995] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:55:09.417654] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:55:09.417864] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:55:09.417913] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:55:09.417956] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:55:09.421424] [DEBUG] [FORECASTER] WOW: Forecast T+1@11:T+2@11: UP (p=73.41%)
[2025-11-25T10:55:09.421736] [INFO ] [FORECASTER] Completed predict_future for WOW
[2025-11-25T10:55:09.421890] [INFO ] [sig       ] WOW: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:55:09.564085] [INFO ] [LOCAL     ] Saved forecast: WOW	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/WOW.txt
[2025-11-25T10:55:09.564254] [INFO ] [sig       ] [2008/2057] Completed WOW in 0.3s | 2.88 sym/s | Total: 11.6m | ETA: 17.0s
[2025-11-25T10:55:09.564308] [INFO ] [sig       ] [2009/2057] Forecasting WPC...
[2025-11-25T10:55:09.564349] [INFO ] [sig       ] Generating forecast for: WPC
[2025-11-25T10:55:09.564393] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WPC' from 'https://tdm.silogroup.org/data/derivative_storage/WPC.csv'.
[2025-11-25T10:55:09.575893] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'WPC'.
[2025-11-25T10:55:09.576318] [INFO ] [FORECASTER] Starting predict_future for WPC
[2025-11-25T10:55:09.577173] [DEBUG] [LOCAL     ] No optimal features file found for WPC: ./output/feature-sets/WPC.txt
[2025-11-25T10:55:09.577244] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:55:09.577289] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:55:09.577329] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:55:09.577395] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:55:09.642237] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:55:09.643143] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:55:09.643280] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:55:09.643329] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:55:09.745766] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:55:09.745948] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:55:09.745995] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:55:09.746030] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:55:09.749433] [DEBUG] [FORECASTER] WPC: Forecast T+1@11:T+2@11: UP (p=98.42%)
[2025-11-25T10:55:09.749753] [INFO ] [FORECASTER] Completed predict_future for WPC
[2025-11-25T10:55:09.749909] [INFO ] [sig       ] WPC: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:55:09.888873] [INFO ] [LOCAL     ] Saved forecast: WPC	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/WPC.txt
[2025-11-25T10:55:09.889038] [INFO ] [sig       ] [2009/2057] Completed WPC in 0.3s | 2.88 sym/s | Total: 11.6m | ETA: 16.7s
[2025-11-25T10:55:09.889092] [INFO ] [sig       ] [2010/2057] Forecasting WPM...
[2025-11-25T10:55:09.889136] [INFO ] [sig       ] Generating forecast for: WPM
[2025-11-25T10:55:09.889179] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WPM' from 'https://tdm.silogroup.org/data/derivative_storage/WPM.csv'.
[2025-11-25T10:55:09.899892] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'WPM'.
[2025-11-25T10:55:09.900277] [INFO ] [FORECASTER] Starting predict_future for WPM
[2025-11-25T10:55:09.901076] [DEBUG] [LOCAL     ] No optimal features file found for WPM: ./output/feature-sets/WPM.txt
[2025-11-25T10:55:09.901147] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:55:09.901192] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:55:09.901233] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:55:09.901301] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:55:09.966914] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:55:09.967610] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:55:09.967724] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:55:09.967771] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:55:10.068483] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:55:10.068670] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:55:10.068723] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:55:10.068757] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:55:10.072067] [DEBUG] [FORECASTER] WPM: Forecast T+1@11:T+2@11: DOWN (p=7.08%)
[2025-11-25T10:55:10.072357] [INFO ] [FORECASTER] Completed predict_future for WPM
[2025-11-25T10:55:10.072507] [INFO ] [sig       ] WPM: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:55:10.216905] [INFO ] [LOCAL     ] Saved forecast: WPM	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/WPM.txt
[2025-11-25T10:55:10.217125] [INFO ] [sig       ] [2010/2057] Completed WPM in 0.3s | 2.88 sym/s | Total: 11.6m | ETA: 16.3s
[2025-11-25T10:55:10.217189] [INFO ] [sig       ] [2011/2057] Forecasting WPP...
[2025-11-25T10:55:10.217232] [INFO ] [sig       ] Generating forecast for: WPP
[2025-11-25T10:55:10.217270] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WPP' from 'https://tdm.silogroup.org/data/derivative_storage/WPP.csv'.
[2025-11-25T10:55:10.228364] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'WPP'.
[2025-11-25T10:55:10.228818] [INFO ] [FORECASTER] Starting predict_future for WPP
[2025-11-25T10:55:10.229597] [DEBUG] [LOCAL     ] No optimal features file found for WPP: ./output/feature-sets/WPP.txt
[2025-11-25T10:55:10.229685] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:55:10.229732] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:55:10.229794] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:55:10.229864] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:55:10.296541] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:55:10.297370] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:55:10.297473] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:55:10.297525] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:55:10.399288] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:55:10.399479] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:55:10.399526] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:55:10.399560] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:55:10.402995] [DEBUG] [FORECASTER] WPP: Forecast T+1@11:T+2@11: DOWN (p=6.86%)
[2025-11-25T10:55:10.403319] [INFO ] [FORECASTER] Completed predict_future for WPP
[2025-11-25T10:55:10.403467] [INFO ] [sig       ] WPP: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:55:10.545285] [INFO ] [LOCAL     ] Saved forecast: WPP	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/WPP.txt
[2025-11-25T10:55:10.545450] [INFO ] [sig       ] [2011/2057] Completed WPP in 0.3s | 2.88 sym/s | Total: 11.6m | ETA: 16.0s
[2025-11-25T10:55:10.545504] [INFO ] [sig       ] [2012/2057] Forecasting WRB...
[2025-11-25T10:55:10.545547] [INFO ] [sig       ] Generating forecast for: WRB
[2025-11-25T10:55:10.545589] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WRB' from 'https://tdm.silogroup.org/data/derivative_storage/WRB.csv'.
[2025-11-25T10:55:10.556240] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'WRB'.
[2025-11-25T10:55:10.556703] [INFO ] [FORECASTER] Starting predict_future for WRB
[2025-11-25T10:55:10.557537] [DEBUG] [LOCAL     ] No optimal features file found for WRB: ./output/feature-sets/WRB.txt
[2025-11-25T10:55:10.557607] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:55:10.557673] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:55:10.557716] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:55:10.557784] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:55:10.623139] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:55:10.623874] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:55:10.623967] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:55:10.624014] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:55:10.724630] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:55:10.724823] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:55:10.724869] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:55:10.724903] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:55:10.728315] [DEBUG] [FORECASTER] WRB: Forecast T+1@11:T+2@11: UP (p=69.05%)
[2025-11-25T10:55:10.728603] [INFO ] [FORECASTER] Completed predict_future for WRB
[2025-11-25T10:55:10.728774] [INFO ] [sig       ] WRB: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:55:10.868545] [INFO ] [LOCAL     ] Saved forecast: WRB	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/WRB.txt
[2025-11-25T10:55:10.868734] [INFO ] [sig       ] [2012/2057] Completed WRB in 0.3s | 2.88 sym/s | Total: 11.7m | ETA: 15.6s
[2025-11-25T10:55:10.868792] [INFO ] [sig       ] [2013/2057] Forecasting WRBY...
[2025-11-25T10:55:10.868836] [INFO ] [sig       ] Generating forecast for: WRBY
[2025-11-25T10:55:10.868877] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WRBY' from 'https://tdm.silogroup.org/data/derivative_storage/WRBY.csv'.
[2025-11-25T10:55:10.880182] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'WRBY'.
[2025-11-25T10:55:10.880743] [INFO ] [FORECASTER] Starting predict_future for WRBY
[2025-11-25T10:55:10.881601] [DEBUG] [LOCAL     ] No optimal features file found for WRBY: ./output/feature-sets/WRBY.txt
[2025-11-25T10:55:10.881695] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:55:10.881741] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:55:10.881785] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:55:10.881854] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:55:10.947214] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:55:10.948136] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:55:10.948234] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:55:10.948282] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:55:11.070880] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:55:11.071073] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:55:11.071125] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:55:11.071160] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:55:11.074692] [DEBUG] [FORECASTER] WRBY: Forecast T+1@11:T+2@11: UP (p=93.22%)
[2025-11-25T10:55:11.075018] [INFO ] [FORECASTER] Completed predict_future for WRBY
[2025-11-25T10:55:11.075226] [INFO ] [sig       ] WRBY: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:55:11.214364] [INFO ] [LOCAL     ] Saved forecast: WRBY	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/WRBY.txt
[2025-11-25T10:55:11.214513] [INFO ] [sig       ] [2013/2057] Completed WRBY in 0.3s | 2.88 sym/s | Total: 11.7m | ETA: 15.3s
[2025-11-25T10:55:11.214566] [INFO ] [sig       ] [2014/2057] Forecasting WSM...
[2025-11-25T10:55:11.214609] [INFO ] [sig       ] Generating forecast for: WSM
[2025-11-25T10:55:11.214670] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WSM' from 'https://tdm.silogroup.org/data/derivative_storage/WSM.csv'.
[2025-11-25T10:55:11.225452] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'WSM'.
[2025-11-25T10:55:11.225866] [INFO ] [FORECASTER] Starting predict_future for WSM
[2025-11-25T10:55:11.226667] [DEBUG] [LOCAL     ] No optimal features file found for WSM: ./output/feature-sets/WSM.txt
[2025-11-25T10:55:11.226738] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:55:11.226785] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:55:11.226826] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:55:11.226897] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:55:11.291910] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:55:11.292835] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:55:11.292936] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:55:11.292986] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:55:11.413152] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:55:11.413355] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:55:11.413402] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:55:11.413438] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:55:11.416921] [DEBUG] [FORECASTER] WSM: Forecast T+1@11:T+2@11: DOWN (p=39.48%)
[2025-11-25T10:55:11.417251] [INFO ] [FORECASTER] Completed predict_future for WSM
[2025-11-25T10:55:11.417415] [INFO ] [sig       ] WSM: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:55:11.556716] [INFO ] [LOCAL     ] Saved forecast: WSM	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/WSM.txt
[2025-11-25T10:55:11.556900] [INFO ] [sig       ] [2014/2057] Completed WSM in 0.3s | 2.88 sym/s | Total: 11.7m | ETA: 14.9s
[2025-11-25T10:55:11.556956] [INFO ] [sig       ] [2015/2057] Forecasting WSO...
[2025-11-25T10:55:11.557003] [INFO ] [sig       ] Generating forecast for: WSO
[2025-11-25T10:55:11.557078] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WSO' from 'https://tdm.silogroup.org/data/derivative_storage/WSO.csv'.
[2025-11-25T10:55:11.570013] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'WSO'.
[2025-11-25T10:55:11.570702] [INFO ] [FORECASTER] Starting predict_future for WSO
[2025-11-25T10:55:11.571663] [DEBUG] [LOCAL     ] No optimal features file found for WSO: ./output/feature-sets/WSO.txt
[2025-11-25T10:55:11.571738] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:55:11.571788] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:55:11.571831] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:55:11.571924] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:55:11.641841] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:55:11.643037] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:55:11.643165] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:55:11.643219] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:55:11.777969] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:55:11.778252] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:55:11.778309] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:55:11.778345] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:55:11.782910] [DEBUG] [FORECASTER] WSO: Forecast T+1@11:T+2@11: DOWN (p=6.96%)
[2025-11-25T10:55:11.783357] [INFO ] [FORECASTER] Completed predict_future for WSO
[2025-11-25T10:55:11.783566] [INFO ] [sig       ] WSO: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:55:12.005237] [INFO ] [LOCAL     ] Saved forecast: WSO	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/WSO.txt
[2025-11-25T10:55:12.005546] [INFO ] [sig       ] [2015/2057] Completed WSO in 0.4s | 2.88 sym/s | Total: 11.7m | ETA: 14.6s
[2025-11-25T10:55:12.005612] [INFO ] [sig       ] [2016/2057] Forecasting WSR...
[2025-11-25T10:55:12.005682] [INFO ] [sig       ] Generating forecast for: WSR
[2025-11-25T10:55:12.005732] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WSR' from 'https://tdm.silogroup.org/data/derivative_storage/WSR.csv'.
[2025-11-25T10:55:12.021099] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'WSR'.
[2025-11-25T10:55:12.021772] [INFO ] [FORECASTER] Starting predict_future for WSR
[2025-11-25T10:55:12.022860] [DEBUG] [LOCAL     ] No optimal features file found for WSR: ./output/feature-sets/WSR.txt
[2025-11-25T10:55:12.022950] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:55:12.023017] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:55:12.023074] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:55:12.023168] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:55:12.100094] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:55:12.101809] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:55:12.102010] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:55:12.102085] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:55:12.276878] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:55:12.277153] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:55:12.277223] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:55:12.277278] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:55:12.281989] [DEBUG] [FORECASTER] WSR: Forecast T+1@11:T+2@11: UP (p=92.11%)
[2025-11-25T10:55:12.282452] [INFO ] [FORECASTER] Completed predict_future for WSR
[2025-11-25T10:55:12.282679] [INFO ] [sig       ] WSR: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:55:12.476947] [INFO ] [LOCAL     ] Saved forecast: WSR	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/WSR.txt
[2025-11-25T10:55:12.477267] [INFO ] [sig       ] [2016/2057] Completed WSR in 0.5s | 2.88 sym/s | Total: 11.7m | ETA: 14.3s
[2025-11-25T10:55:12.477352] [INFO ] [sig       ] [2017/2057] Forecasting WST...
[2025-11-25T10:55:12.477420] [INFO ] [sig       ] Generating forecast for: WST
[2025-11-25T10:55:12.477490] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WST' from 'https://tdm.silogroup.org/data/derivative_storage/WST.csv'.
[2025-11-25T10:55:12.494109] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'WST'.
[2025-11-25T10:55:12.494864] [INFO ] [FORECASTER] Starting predict_future for WST
[2025-11-25T10:55:12.496180] [DEBUG] [LOCAL     ] No optimal features file found for WST: ./output/feature-sets/WST.txt
[2025-11-25T10:55:12.496269] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:55:12.496343] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:55:12.496402] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:55:12.496478] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:55:12.587952] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:55:12.589049] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:55:12.589184] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:55:12.589237] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:55:12.725438] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:55:12.725677] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:55:12.725740] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:55:12.725808] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:55:12.729868] [DEBUG] [FORECASTER] WST: Forecast T+1@11:T+2@11: DOWN (p=34.46%)
[2025-11-25T10:55:12.730307] [INFO ] [FORECASTER] Completed predict_future for WST
[2025-11-25T10:55:12.730534] [INFO ] [sig       ] WST: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:55:12.895889] [INFO ] [LOCAL     ] Saved forecast: WST	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/WST.txt
[2025-11-25T10:55:12.896102] [INFO ] [sig       ] [2017/2057] Completed WST in 0.4s | 2.88 sym/s | Total: 11.7m | ETA: 13.9s
[2025-11-25T10:55:12.896173] [INFO ] [sig       ] [2018/2057] Forecasting WT...
[2025-11-25T10:55:12.896221] [INFO ] [sig       ] Generating forecast for: WT
[2025-11-25T10:55:12.896266] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WT' from 'https://tdm.silogroup.org/data/derivative_storage/WT.csv'.
[2025-11-25T10:55:12.908932] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'WT'.
[2025-11-25T10:55:12.909480] [INFO ] [FORECASTER] Starting predict_future for WT
[2025-11-25T10:55:12.910477] [DEBUG] [LOCAL     ] No optimal features file found for WT: ./output/feature-sets/WT.txt
[2025-11-25T10:55:12.910570] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:55:12.910620] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:55:12.910691] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:55:12.910769] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:55:12.986590] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:55:12.987737] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:55:12.987888] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:55:12.987941] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:55:13.120753] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:55:13.120993] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:55:13.121052] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:55:13.121091] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:55:13.125060] [DEBUG] [FORECASTER] WT: Forecast T+1@11:T+2@11: UP (p=57.00%)
[2025-11-25T10:55:13.125540] [INFO ] [FORECASTER] Completed predict_future for WT
[2025-11-25T10:55:13.125798] [INFO ] [sig       ] WT: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:55:13.309739] [INFO ] [LOCAL     ] Saved forecast: WT	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/WT.txt
[2025-11-25T10:55:13.309980] [INFO ] [sig       ] [2018/2057] Completed WT in 0.4s | 2.88 sym/s | Total: 11.7m | ETA: 13.6s
[2025-11-25T10:55:13.310056] [INFO ] [sig       ] [2019/2057] Forecasting WTI...
[2025-11-25T10:55:13.310111] [INFO ] [sig       ] Generating forecast for: WTI
[2025-11-25T10:55:13.310163] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WTI' from 'https://tdm.silogroup.org/data/derivative_storage/WTI.csv'.
[2025-11-25T10:55:13.323702] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'WTI'.
[2025-11-25T10:55:13.324173] [INFO ] [FORECASTER] Starting predict_future for WTI
[2025-11-25T10:55:13.325008] [DEBUG] [LOCAL     ] No optimal features file found for WTI: ./output/feature-sets/WTI.txt
[2025-11-25T10:55:13.325083] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:55:13.325132] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:55:13.325176] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:55:13.325248] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:55:13.392151] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:55:13.393181] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:55:13.393314] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:55:13.393367] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:55:13.519836] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:55:13.520041] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:55:13.520090] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:55:13.520125] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:55:13.523733] [DEBUG] [FORECASTER] WTI: Forecast T+1@11:T+2@11: DOWN (p=12.08%)
[2025-11-25T10:55:13.524242] [INFO ] [FORECASTER] Completed predict_future for WTI
[2025-11-25T10:55:13.524488] [INFO ] [sig       ] WTI: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:55:13.666751] [INFO ] [LOCAL     ] Saved forecast: WTI	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/WTI.txt
[2025-11-25T10:55:13.666935] [INFO ] [sig       ] [2019/2057] Completed WTI in 0.4s | 2.88 sym/s | Total: 11.7m | ETA: 13.2s
[2025-11-25T10:55:13.666994] [INFO ] [sig       ] [2020/2057] Forecasting WTRG...
[2025-11-25T10:55:13.667057] [INFO ] [sig       ] Generating forecast for: WTRG
[2025-11-25T10:55:13.667109] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WTRG' from 'https://tdm.silogroup.org/data/derivative_storage/WTRG.csv'.
[2025-11-25T10:55:13.678695] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'WTRG'.
[2025-11-25T10:55:13.679156] [INFO ] [FORECASTER] Starting predict_future for WTRG
[2025-11-25T10:55:13.679984] [DEBUG] [LOCAL     ] No optimal features file found for WTRG: ./output/feature-sets/WTRG.txt
[2025-11-25T10:55:13.680058] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:55:13.680109] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:55:13.680151] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:55:13.680221] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:55:13.747731] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:55:13.748665] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:55:13.748765] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:55:13.748818] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:55:13.872844] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:55:13.873047] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:55:13.873095] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:55:13.873130] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:55:13.876536] [DEBUG] [FORECASTER] WTRG: Forecast T+1@11:T+2@11: DOWN (p=12.67%)
[2025-11-25T10:55:13.876862] [INFO ] [FORECASTER] Completed predict_future for WTRG
[2025-11-25T10:55:13.877063] [INFO ] [sig       ] WTRG: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:55:14.018149] [INFO ] [LOCAL     ] Saved forecast: WTRG	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/WTRG.txt
[2025-11-25T10:55:14.018319] [INFO ] [sig       ] [2020/2057] Completed WTRG in 0.4s | 2.88 sym/s | Total: 11.7m | ETA: 12.9s
[2025-11-25T10:55:14.018373] [INFO ] [sig       ] [2021/2057] Forecasting WTS...
[2025-11-25T10:55:14.018416] [INFO ] [sig       ] Generating forecast for: WTS
[2025-11-25T10:55:14.018459] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WTS' from 'https://tdm.silogroup.org/data/derivative_storage/WTS.csv'.
[2025-11-25T10:55:14.029485] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'WTS'.
[2025-11-25T10:55:14.029912] [INFO ] [FORECASTER] Starting predict_future for WTS
[2025-11-25T10:55:14.030724] [DEBUG] [LOCAL     ] No optimal features file found for WTS: ./output/feature-sets/WTS.txt
[2025-11-25T10:55:14.030792] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:55:14.030838] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:55:14.030878] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:55:14.030950] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:55:14.096260] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:55:14.096915] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:55:14.097008] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:55:14.097073] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:55:14.217954] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:55:14.218157] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:55:14.218213] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:55:14.218256] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:55:14.221708] [DEBUG] [FORECASTER] WTS: Forecast T+1@11:T+2@11: UP (p=94.94%)
[2025-11-25T10:55:14.222000] [INFO ] [FORECASTER] Completed predict_future for WTS
[2025-11-25T10:55:14.222152] [INFO ] [sig       ] WTS: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:55:14.361719] [INFO ] [LOCAL     ] Saved forecast: WTS	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/WTS.txt
[2025-11-25T10:55:14.361873] [INFO ] [sig       ] [2021/2057] Completed WTS in 0.3s | 2.88 sym/s | Total: 11.7m | ETA: 12.5s
[2025-11-25T10:55:14.361925] [INFO ] [sig       ] [2022/2057] Forecasting WTTR...
[2025-11-25T10:55:14.361969] [INFO ] [sig       ] Generating forecast for: WTTR
[2025-11-25T10:55:14.362013] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WTTR' from 'https://tdm.silogroup.org/data/derivative_storage/WTTR.csv'.
[2025-11-25T10:55:14.372888] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'WTTR'.
[2025-11-25T10:55:14.373253] [INFO ] [FORECASTER] Starting predict_future for WTTR
[2025-11-25T10:55:14.374061] [DEBUG] [LOCAL     ] No optimal features file found for WTTR: ./output/feature-sets/WTTR.txt
[2025-11-25T10:55:14.374134] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:55:14.374182] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:55:14.374227] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:55:14.374298] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:55:14.439742] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:55:14.440541] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:55:14.440661] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:55:14.440715] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:55:14.569472] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:55:14.569687] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:55:14.569761] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:55:14.569814] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:55:14.573250] [DEBUG] [FORECASTER] WTTR: Forecast T+1@11:T+2@11: UP (p=89.93%)
[2025-11-25T10:55:14.573562] [INFO ] [FORECASTER] Completed predict_future for WTTR
[2025-11-25T10:55:14.573752] [INFO ] [sig       ] WTTR: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:55:14.713823] [INFO ] [LOCAL     ] Saved forecast: WTTR	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/WTTR.txt
[2025-11-25T10:55:14.713969] [INFO ] [sig       ] [2022/2057] Completed WTTR in 0.4s | 2.88 sym/s | Total: 11.7m | ETA: 12.2s
[2025-11-25T10:55:14.714021] [INFO ] [sig       ] [2023/2057] Forecasting WU...
[2025-11-25T10:55:14.714067] [INFO ] [sig       ] Generating forecast for: WU
[2025-11-25T10:55:14.714112] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WU' from 'https://tdm.silogroup.org/data/derivative_storage/WU.csv'.
[2025-11-25T10:55:14.724548] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'WU'.
[2025-11-25T10:55:14.724956] [INFO ] [FORECASTER] Starting predict_future for WU
[2025-11-25T10:55:14.725788] [DEBUG] [LOCAL     ] No optimal features file found for WU: ./output/feature-sets/WU.txt
[2025-11-25T10:55:14.725858] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:55:14.725905] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:55:14.725945] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:55:14.726015] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:55:14.791074] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:55:14.791727] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:55:14.791820] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:55:14.791868] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:55:14.915056] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:55:14.915253] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:55:14.915494] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:55:14.915530] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:55:14.919303] [DEBUG] [FORECASTER] WU: Forecast T+1@11:T+2@11: UP (p=93.60%)
[2025-11-25T10:55:14.919618] [INFO ] [FORECASTER] Completed predict_future for WU
[2025-11-25T10:55:14.919821] [INFO ] [sig       ] WU: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:55:15.058582] [INFO ] [LOCAL     ] Saved forecast: WU	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/WU.txt
[2025-11-25T10:55:15.058737] [INFO ] [sig       ] [2023/2057] Completed WU in 0.3s | 2.88 sym/s | Total: 11.7m | ETA: 11.8s
[2025-11-25T10:55:15.058795] [INFO ] [sig       ] [2024/2057] Forecasting WY...
[2025-11-25T10:55:15.058840] [INFO ] [sig       ] Generating forecast for: WY
[2025-11-25T10:55:15.058883] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WY' from 'https://tdm.silogroup.org/data/derivative_storage/WY.csv'.
[2025-11-25T10:55:15.072707] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'WY'.
[2025-11-25T10:55:15.073289] [INFO ] [FORECASTER] Starting predict_future for WY
[2025-11-25T10:55:15.074272] [DEBUG] [LOCAL     ] No optimal features file found for WY: ./output/feature-sets/WY.txt
[2025-11-25T10:55:15.074348] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:55:15.074425] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:55:15.074470] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:55:15.074547] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:55:15.147626] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:55:15.148990] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:55:15.149124] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:55:15.149175] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:55:15.280359] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:55:15.280679] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:55:15.280785] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:55:15.280838] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:55:15.285715] [DEBUG] [FORECASTER] WY: Forecast T+1@11:T+2@11: UP (p=78.10%)
[2025-11-25T10:55:15.286140] [INFO ] [FORECASTER] Completed predict_future for WY
[2025-11-25T10:55:15.286335] [INFO ] [sig       ] WY: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:55:15.433768] [INFO ] [LOCAL     ] Saved forecast: WY	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/WY.txt
[2025-11-25T10:55:15.434007] [INFO ] [sig       ] [2024/2057] Completed WY in 0.4s | 2.88 sym/s | Total: 11.7m | ETA: 11.5s
[2025-11-25T10:55:15.434070] [INFO ] [sig       ] [2025/2057] Forecasting XFLT...
[2025-11-25T10:55:15.434118] [INFO ] [sig       ] Generating forecast for: XFLT
[2025-11-25T10:55:15.434166] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'XFLT' from 'https://tdm.silogroup.org/data/derivative_storage/XFLT.csv'.
[2025-11-25T10:55:15.446783] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'XFLT'.
[2025-11-25T10:55:15.447256] [INFO ] [FORECASTER] Starting predict_future for XFLT
[2025-11-25T10:55:15.448097] [DEBUG] [LOCAL     ] No optimal features file found for XFLT: ./output/feature-sets/XFLT.txt
[2025-11-25T10:55:15.448169] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:55:15.448222] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:55:15.448263] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:55:15.448331] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:55:15.512863] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:55:15.513494] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:55:15.513592] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:55:15.513660] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:55:15.640109] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:55:15.640337] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:55:15.640389] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:55:15.640425] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:55:15.644122] [DEBUG] [FORECASTER] XFLT: Forecast T+1@11:T+2@11: DOWN (p=45.02%)
[2025-11-25T10:55:15.644445] [INFO ] [FORECASTER] Completed predict_future for XFLT
[2025-11-25T10:55:15.644659] [INFO ] [sig       ] XFLT: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:55:15.784574] [INFO ] [LOCAL     ] Saved forecast: XFLT	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/XFLT.txt
[2025-11-25T10:55:15.784740] [INFO ] [sig       ] [2025/2057] Completed XFLT in 0.4s | 2.88 sym/s | Total: 11.7m | ETA: 11.1s
[2025-11-25T10:55:15.784796] [INFO ] [sig       ] [2026/2057] Forecasting XHR...
[2025-11-25T10:55:15.784841] [INFO ] [sig       ] Generating forecast for: XHR
[2025-11-25T10:55:15.784883] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'XHR' from 'https://tdm.silogroup.org/data/derivative_storage/XHR.csv'.
[2025-11-25T10:55:15.800917] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'XHR'.
[2025-11-25T10:55:15.801797] [INFO ] [FORECASTER] Starting predict_future for XHR
[2025-11-25T10:55:15.802863] [DEBUG] [LOCAL     ] No optimal features file found for XHR: ./output/feature-sets/XHR.txt
[2025-11-25T10:55:15.802956] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:55:15.803021] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:55:15.803070] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:55:15.803146] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:55:15.874757] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:55:15.876132] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:55:15.876263] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:55:15.876321] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:55:16.010374] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:55:16.010661] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:55:16.010754] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:55:16.010803] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:55:16.014916] [DEBUG] [FORECASTER] XHR: Forecast T+1@11:T+2@11: UP (p=58.40%)
[2025-11-25T10:55:16.015339] [INFO ] [FORECASTER] Completed predict_future for XHR
[2025-11-25T10:55:16.015545] [INFO ] [sig       ] XHR: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:55:16.167005] [INFO ] [LOCAL     ] Saved forecast: XHR	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/XHR.txt
[2025-11-25T10:55:16.167301] [INFO ] [sig       ] [2026/2057] Completed XHR in 0.4s | 2.88 sym/s | Total: 11.7m | ETA: 10.8s
[2025-11-25T10:55:16.167361] [INFO ] [sig       ] [2027/2057] Forecasting XOM...
[2025-11-25T10:55:16.167405] [INFO ] [sig       ] Generating forecast for: XOM
[2025-11-25T10:55:16.167448] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'XOM' from 'https://tdm.silogroup.org/data/derivative_storage/XOM.csv'.
[2025-11-25T10:55:16.181076] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'XOM'.
[2025-11-25T10:55:16.181704] [INFO ] [FORECASTER] Starting predict_future for XOM
[2025-11-25T10:55:16.182671] [DEBUG] [LOCAL     ] No optimal features file found for XOM: ./output/feature-sets/XOM.txt
[2025-11-25T10:55:16.182747] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:55:16.182801] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:55:16.182847] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:55:16.182925] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:55:16.252885] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:55:16.254227] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:55:16.254346] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:55:16.254398] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:55:16.388190] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:55:16.388470] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:55:16.388523] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:55:16.388558] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:55:16.392916] [DEBUG] [FORECASTER] XOM: Forecast T+1@11:T+2@11: DOWN (p=0.97%)
[2025-11-25T10:55:16.393350] [INFO ] [FORECASTER] Completed predict_future for XOM
[2025-11-25T10:55:16.393564] [INFO ] [sig       ] XOM: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:55:16.546822] [INFO ] [LOCAL     ] Saved forecast: XOM	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/XOM.txt
[2025-11-25T10:55:16.547099] [INFO ] [sig       ] [2027/2057] Completed XOM in 0.4s | 2.88 sym/s | Total: 11.7m | ETA: 10.4s
[2025-11-25T10:55:16.547177] [INFO ] [sig       ] [2028/2057] Forecasting XPER...
[2025-11-25T10:55:16.547227] [INFO ] [sig       ] Generating forecast for: XPER
[2025-11-25T10:55:16.547272] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'XPER' from 'https://tdm.silogroup.org/data/derivative_storage/XPER.csv'.
[2025-11-25T10:55:16.562954] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'XPER'.
[2025-11-25T10:55:16.563610] [INFO ] [FORECASTER] Starting predict_future for XPER
[2025-11-25T10:55:16.564694] [DEBUG] [LOCAL     ] No optimal features file found for XPER: ./output/feature-sets/XPER.txt
[2025-11-25T10:55:16.564778] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:55:16.564836] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:55:16.564887] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:55:16.564980] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:55:16.630223] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:55:16.631106] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:55:16.631207] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:55:16.631257] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:55:16.771198] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:55:16.771400] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:55:16.771450] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:55:16.771487] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:55:16.775026] [DEBUG] [FORECASTER] XPER: Forecast T+1@11:T+2@11: UP (p=72.11%)
[2025-11-25T10:55:16.775507] [INFO ] [FORECASTER] Completed predict_future for XPER
[2025-11-25T10:55:16.775789] [INFO ] [sig       ] XPER: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:55:16.933401] [INFO ] [LOCAL     ] Saved forecast: XPER	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/XPER.txt
[2025-11-25T10:55:16.933609] [INFO ] [sig       ] [2028/2057] Completed XPER in 0.4s | 2.88 sym/s | Total: 11.8m | ETA: 10.1s
[2025-11-25T10:55:16.933695] [INFO ] [sig       ] [2029/2057] Forecasting XPEV...
[2025-11-25T10:55:16.933742] [INFO ] [sig       ] Generating forecast for: XPEV
[2025-11-25T10:55:16.933787] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'XPEV' from 'https://tdm.silogroup.org/data/derivative_storage/XPEV.csv'.
[2025-11-25T10:55:16.945014] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'XPEV'.
[2025-11-25T10:55:16.945400] [INFO ] [FORECASTER] Starting predict_future for XPEV
[2025-11-25T10:55:16.946206] [DEBUG] [LOCAL     ] No optimal features file found for XPEV: ./output/feature-sets/XPEV.txt
[2025-11-25T10:55:16.946280] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:55:16.946328] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:55:16.946363] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:55:16.946432] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:55:17.011843] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:55:17.012766] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:55:17.012868] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:55:17.012918] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:55:17.151084] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:55:17.151335] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:55:17.151518] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:55:17.151623] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:55:17.155192] [DEBUG] [FORECASTER] XPEV: Forecast T+1@11:T+2@11: DOWN (p=4.88%)
[2025-11-25T10:55:17.155555] [INFO ] [FORECASTER] Completed predict_future for XPEV
[2025-11-25T10:55:17.155772] [INFO ] [sig       ] XPEV: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:55:17.297231] [INFO ] [LOCAL     ] Saved forecast: XPEV	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/XPEV.txt
[2025-11-25T10:55:17.297430] [INFO ] [sig       ] [2029/2057] Completed XPEV in 0.4s | 2.88 sym/s | Total: 11.8m | ETA: 9.7s
[2025-11-25T10:55:17.297487] [INFO ] [sig       ] [2030/2057] Forecasting XPO...
[2025-11-25T10:55:17.297533] [INFO ] [sig       ] Generating forecast for: XPO
[2025-11-25T10:55:17.297577] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'XPO' from 'https://tdm.silogroup.org/data/derivative_storage/XPO.csv'.
[2025-11-25T10:55:17.310574] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'XPO'.
[2025-11-25T10:55:17.311225] [INFO ] [FORECASTER] Starting predict_future for XPO
[2025-11-25T10:55:17.312169] [DEBUG] [LOCAL     ] No optimal features file found for XPO: ./output/feature-sets/XPO.txt
[2025-11-25T10:55:17.312242] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:55:17.312290] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:55:17.312332] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:55:17.312404] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:55:17.379451] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:55:17.380598] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:55:17.380750] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:55:17.380799] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:55:17.521530] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:55:17.521813] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:55:17.521899] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:55:17.521948] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:55:17.526062] [DEBUG] [FORECASTER] XPO: Forecast T+1@11:T+2@11: DOWN (p=7.95%)
[2025-11-25T10:55:17.526606] [INFO ] [FORECASTER] Completed predict_future for XPO
[2025-11-25T10:55:17.526907] [INFO ] [sig       ] XPO: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:55:17.673401] [INFO ] [LOCAL     ] Saved forecast: XPO	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/XPO.txt
[2025-11-25T10:55:17.673611] [INFO ] [sig       ] [2030/2057] Completed XPO in 0.4s | 2.88 sym/s | Total: 11.8m | ETA: 9.4s
[2025-11-25T10:55:17.673692] [INFO ] [sig       ] [2031/2057] Forecasting XPOF...
[2025-11-25T10:55:17.673741] [INFO ] [sig       ] Generating forecast for: XPOF
[2025-11-25T10:55:17.673788] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'XPOF' from 'https://tdm.silogroup.org/data/derivative_storage/XPOF.csv'.
[2025-11-25T10:55:17.686499] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'XPOF'.
[2025-11-25T10:55:17.687103] [INFO ] [FORECASTER] Starting predict_future for XPOF
[2025-11-25T10:55:17.688000] [DEBUG] [LOCAL     ] No optimal features file found for XPOF: ./output/feature-sets/XPOF.txt
[2025-11-25T10:55:17.688072] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:55:17.688120] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:55:17.688162] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:55:17.688232] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:55:17.755090] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:55:17.756197] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:55:17.756311] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:55:17.756362] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:55:17.880969] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:55:17.881237] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:55:17.881293] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:55:17.881361] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:55:17.885909] [DEBUG] [FORECASTER] XPOF: Forecast T+1@11:T+2@11: DOWN (p=1.55%)
[2025-11-25T10:55:17.886428] [INFO ] [FORECASTER] Completed predict_future for XPOF
[2025-11-25T10:55:17.886624] [INFO ] [sig       ] XPOF: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:55:18.041559] [INFO ] [LOCAL     ] Saved forecast: XPOF	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/XPOF.txt
[2025-11-25T10:55:18.041824] [INFO ] [sig       ] [2031/2057] Completed XPOF in 0.4s | 2.88 sym/s | Total: 11.8m | ETA: 9.0s
[2025-11-25T10:55:18.041894] [INFO ] [sig       ] [2032/2057] Forecasting XPRO...
[2025-11-25T10:55:18.041968] [INFO ] [sig       ] Generating forecast for: XPRO
[2025-11-25T10:55:18.042020] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'XPRO' from 'https://tdm.silogroup.org/data/derivative_storage/XPRO.csv'.
[2025-11-25T10:55:18.055304] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'XPRO'.
[2025-11-25T10:55:18.055997] [INFO ] [FORECASTER] Starting predict_future for XPRO
[2025-11-25T10:55:18.056997] [DEBUG] [LOCAL     ] No optimal features file found for XPRO: ./output/feature-sets/XPRO.txt
[2025-11-25T10:55:18.057105] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:55:18.057159] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:55:18.057202] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:55:18.057277] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:55:18.128108] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:55:18.129377] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:55:18.129503] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:55:18.129555] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:55:18.260797] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:55:18.261113] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:55:18.261184] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:55:18.261231] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:55:18.266922] [DEBUG] [FORECASTER] XPRO: Forecast T+1@11:T+2@11: DOWN (p=19.20%)
[2025-11-25T10:55:18.267729] [INFO ] [FORECASTER] Completed predict_future for XPRO
[2025-11-25T10:55:18.268057] [INFO ] [sig       ] XPRO: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:55:18.443727] [INFO ] [LOCAL     ] Saved forecast: XPRO	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/XPRO.txt
[2025-11-25T10:55:18.444075] [INFO ] [sig       ] [2032/2057] Completed XPRO in 0.4s | 2.88 sym/s | Total: 11.8m | ETA: 8.7s
[2025-11-25T10:55:18.444151] [INFO ] [sig       ] [2033/2057] Forecasting XYF...
[2025-11-25T10:55:18.444201] [INFO ] [sig       ] Generating forecast for: XYF
[2025-11-25T10:55:18.444251] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'XYF' from 'https://tdm.silogroup.org/data/derivative_storage/XYF.csv'.
[2025-11-25T10:55:18.459162] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'XYF'.
[2025-11-25T10:55:18.460121] [INFO ] [FORECASTER] Starting predict_future for XYF
[2025-11-25T10:55:18.461467] [DEBUG] [LOCAL     ] No optimal features file found for XYF: ./output/feature-sets/XYF.txt
[2025-11-25T10:55:18.461566] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:55:18.461617] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:55:18.461682] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:55:18.461771] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:55:18.538498] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:55:18.539892] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:55:18.540063] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:55:18.540120] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:55:18.677596] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:55:18.677899] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:55:18.677954] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:55:18.677989] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:55:18.682460] [DEBUG] [FORECASTER] XYF: Forecast T+1@11:T+2@11: DOWN (p=46.88%)
[2025-11-25T10:55:18.682942] [INFO ] [FORECASTER] Completed predict_future for XYF
[2025-11-25T10:55:18.683274] [INFO ] [sig       ] XYF: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:55:18.832253] [INFO ] [LOCAL     ] Saved forecast: XYF	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/XYF.txt
[2025-11-25T10:55:18.832519] [INFO ] [sig       ] [2033/2057] Completed XYF in 0.4s | 2.87 sym/s | Total: 11.8m | ETA: 8.3s
[2025-11-25T10:55:18.832585] [INFO ] [sig       ] [2034/2057] Forecasting XYL...
[2025-11-25T10:55:18.832634] [INFO ] [sig       ] Generating forecast for: XYL
[2025-11-25T10:55:18.832708] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'XYL' from 'https://tdm.silogroup.org/data/derivative_storage/XYL.csv'.
[2025-11-25T10:55:18.845934] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'XYL'.
[2025-11-25T10:55:18.846594] [INFO ] [FORECASTER] Starting predict_future for XYL
[2025-11-25T10:55:18.847679] [DEBUG] [LOCAL     ] No optimal features file found for XYL: ./output/feature-sets/XYL.txt
[2025-11-25T10:55:18.847754] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:55:18.847804] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:55:18.847844] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:55:18.847917] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:55:18.913566] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:55:18.914874] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:55:18.914993] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:55:18.915043] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:55:19.042690] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:55:19.042957] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:55:19.043010] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:55:19.043046] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:55:19.047147] [DEBUG] [FORECASTER] XYL: Forecast T+1@11:T+2@11: DOWN (p=39.82%)
[2025-11-25T10:55:19.047497] [INFO ] [FORECASTER] Completed predict_future for XYL
[2025-11-25T10:55:19.047687] [INFO ] [sig       ] XYL: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:55:19.195750] [INFO ] [LOCAL     ] Saved forecast: XYL	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/XYL.txt
[2025-11-25T10:55:19.196007] [INFO ] [sig       ] [2034/2057] Completed XYL in 0.4s | 2.87 sym/s | Total: 11.8m | ETA: 8.0s
[2025-11-25T10:55:19.196069] [INFO ] [sig       ] [2035/2057] Forecasting YALA...
[2025-11-25T10:55:19.196114] [INFO ] [sig       ] Generating forecast for: YALA
[2025-11-25T10:55:19.196160] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'YALA' from 'https://tdm.silogroup.org/data/derivative_storage/YALA.csv'.
[2025-11-25T10:55:19.209901] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'YALA'.
[2025-11-25T10:55:19.210538] [INFO ] [FORECASTER] Starting predict_future for YALA
[2025-11-25T10:55:19.211482] [DEBUG] [LOCAL     ] No optimal features file found for YALA: ./output/feature-sets/YALA.txt
[2025-11-25T10:55:19.211557] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:55:19.211636] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:55:19.211704] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:55:19.211779] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:55:19.292962] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:55:19.294249] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:55:19.294383] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:55:19.294449] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:55:19.443588] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:55:19.443844] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:55:19.444057] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:55:19.444163] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:55:19.447859] [DEBUG] [FORECASTER] YALA: Forecast T+1@11:T+2@11: DOWN (p=26.68%)
[2025-11-25T10:55:19.448189] [INFO ] [FORECASTER] Completed predict_future for YALA
[2025-11-25T10:55:19.448491] [INFO ] [sig       ] YALA: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:55:19.590782] [INFO ] [LOCAL     ] Saved forecast: YALA	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/YALA.txt
[2025-11-25T10:55:19.590977] [INFO ] [sig       ] [2035/2057] Completed YALA in 0.4s | 2.87 sym/s | Total: 11.8m | ETA: 7.7s
[2025-11-25T10:55:19.591036] [INFO ] [sig       ] [2036/2057] Forecasting YELP...
[2025-11-25T10:55:19.591082] [INFO ] [sig       ] Generating forecast for: YELP
[2025-11-25T10:55:19.591127] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'YELP' from 'https://tdm.silogroup.org/data/derivative_storage/YELP.csv'.
[2025-11-25T10:55:19.605578] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'YELP'.
[2025-11-25T10:55:19.606281] [INFO ] [FORECASTER] Starting predict_future for YELP
[2025-11-25T10:55:19.607335] [DEBUG] [LOCAL     ] No optimal features file found for YELP: ./output/feature-sets/YELP.txt
[2025-11-25T10:55:19.607411] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:55:19.607462] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:55:19.607504] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:55:19.607578] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:55:19.683666] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:55:19.685007] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:55:19.685176] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:55:19.685253] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:55:19.816931] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:55:19.817227] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:55:19.817279] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:55:19.817316] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:55:19.821238] [DEBUG] [FORECASTER] YELP: Forecast T+1@11:T+2@11: UP (p=75.83%)
[2025-11-25T10:55:19.821581] [INFO ] [FORECASTER] Completed predict_future for YELP
[2025-11-25T10:55:19.821783] [INFO ] [sig       ] YELP: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:55:19.967452] [INFO ] [LOCAL     ] Saved forecast: YELP	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/YELP.txt
[2025-11-25T10:55:19.967738] [INFO ] [sig       ] [2036/2057] Completed YELP in 0.4s | 2.87 sym/s | Total: 11.8m | ETA: 7.3s
[2025-11-25T10:55:19.967806] [INFO ] [sig       ] [2037/2057] Forecasting YETI...
[2025-11-25T10:55:19.967857] [INFO ] [sig       ] Generating forecast for: YETI
[2025-11-25T10:55:19.967907] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'YETI' from 'https://tdm.silogroup.org/data/derivative_storage/YETI.csv'.
[2025-11-25T10:55:19.981037] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'YETI'.
[2025-11-25T10:55:19.981774] [INFO ] [FORECASTER] Starting predict_future for YETI
[2025-11-25T10:55:19.982760] [DEBUG] [LOCAL     ] No optimal features file found for YETI: ./output/feature-sets/YETI.txt
[2025-11-25T10:55:19.982835] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:55:19.982886] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:55:19.982928] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:55:19.983006] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:55:20.051563] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:55:20.052857] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:55:20.052979] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:55:20.053032] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:55:20.175002] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:55:20.175274] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:55:20.175328] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:55:20.175364] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:55:20.179244] [DEBUG] [FORECASTER] YETI: Forecast T+1@11:T+2@11: DOWN (p=43.00%)
[2025-11-25T10:55:20.179598] [INFO ] [FORECASTER] Completed predict_future for YETI
[2025-11-25T10:55:20.179803] [INFO ] [sig       ] YETI: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:55:20.339828] [INFO ] [LOCAL     ] Saved forecast: YETI	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/YETI.txt
[2025-11-25T10:55:20.340109] [INFO ] [sig       ] [2037/2057] Completed YETI in 0.4s | 2.87 sym/s | Total: 11.8m | ETA: 7.0s
[2025-11-25T10:55:20.340172] [INFO ] [sig       ] [2038/2057] Forecasting YEXT...
[2025-11-25T10:55:20.340221] [INFO ] [sig       ] Generating forecast for: YEXT
[2025-11-25T10:55:20.340270] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'YEXT' from 'https://tdm.silogroup.org/data/derivative_storage/YEXT.csv'.
[2025-11-25T10:55:20.354402] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'YEXT'.
[2025-11-25T10:55:20.355362] [INFO ] [FORECASTER] Starting predict_future for YEXT
[2025-11-25T10:55:20.356664] [DEBUG] [LOCAL     ] No optimal features file found for YEXT: ./output/feature-sets/YEXT.txt
[2025-11-25T10:55:20.356738] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:55:20.356787] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:55:20.356830] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:55:20.356904] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:55:20.426190] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:55:20.427448] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:55:20.427572] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:55:20.427625] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:55:20.550078] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:55:20.550288] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:55:20.550337] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:55:20.550374] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:55:20.553996] [DEBUG] [FORECASTER] YEXT: Forecast T+1@11:T+2@11: DOWN (p=27.30%)
[2025-11-25T10:55:20.554325] [INFO ] [FORECASTER] Completed predict_future for YEXT
[2025-11-25T10:55:20.554492] [INFO ] [sig       ] YEXT: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:55:20.694168] [INFO ] [LOCAL     ] Saved forecast: YEXT	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/YEXT.txt
[2025-11-25T10:55:20.694360] [INFO ] [sig       ] [2038/2057] Completed YEXT in 0.4s | 2.87 sym/s | Total: 11.8m | ETA: 6.6s
[2025-11-25T10:55:20.694417] [INFO ] [sig       ] [2039/2057] Forecasting YMM...
[2025-11-25T10:55:20.694470] [INFO ] [sig       ] Generating forecast for: YMM
[2025-11-25T10:55:20.694519] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'YMM' from 'https://tdm.silogroup.org/data/derivative_storage/YMM.csv'.
[2025-11-25T10:55:20.705979] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'YMM'.
[2025-11-25T10:55:20.706414] [INFO ] [FORECASTER] Starting predict_future for YMM
[2025-11-25T10:55:20.707294] [DEBUG] [LOCAL     ] No optimal features file found for YMM: ./output/feature-sets/YMM.txt
[2025-11-25T10:55:20.707371] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:55:20.707418] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:55:20.707459] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:55:20.707528] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:55:20.772370] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:55:20.773306] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:55:20.773411] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:55:20.773460] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:55:20.891474] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:55:20.891692] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:55:20.891748] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:55:20.891783] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:55:20.895215] [DEBUG] [FORECASTER] YMM: Forecast T+1@11:T+2@11: UP (p=73.14%)
[2025-11-25T10:55:20.895509] [INFO ] [FORECASTER] Completed predict_future for YMM
[2025-11-25T10:55:20.895672] [INFO ] [sig       ] YMM: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:55:21.034775] [INFO ] [LOCAL     ] Saved forecast: YMM	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/YMM.txt
[2025-11-25T10:55:21.034930] [INFO ] [sig       ] [2039/2057] Completed YMM in 0.3s | 2.87 sym/s | Total: 11.8m | ETA: 6.3s
[2025-11-25T10:55:21.034985] [INFO ] [sig       ] [2040/2057] Forecasting YOU...
[2025-11-25T10:55:21.035036] [INFO ] [sig       ] Generating forecast for: YOU
[2025-11-25T10:55:21.035080] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'YOU' from 'https://tdm.silogroup.org/data/derivative_storage/YOU.csv'.
[2025-11-25T10:55:21.045425] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'YOU'.
[2025-11-25T10:55:21.045818] [INFO ] [FORECASTER] Starting predict_future for YOU
[2025-11-25T10:55:21.046587] [DEBUG] [LOCAL     ] No optimal features file found for YOU: ./output/feature-sets/YOU.txt
[2025-11-25T10:55:21.046677] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:55:21.046726] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:55:21.046767] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:55:21.046829] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:55:21.111296] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:55:21.111946] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:55:21.112042] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:55:21.112091] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:55:21.227844] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:55:21.228130] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:55:21.228185] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:55:21.228223] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:55:21.232629] [DEBUG] [FORECASTER] YOU: Forecast T+1@11:T+2@11: DOWN (p=1.30%)
[2025-11-25T10:55:21.233057] [INFO ] [FORECASTER] Completed predict_future for YOU
[2025-11-25T10:55:21.233255] [INFO ] [sig       ] YOU: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:55:21.381952] [INFO ] [LOCAL     ] Saved forecast: YOU	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/YOU.txt
[2025-11-25T10:55:21.382232] [INFO ] [sig       ] [2040/2057] Completed YOU in 0.3s | 2.87 sym/s | Total: 11.8m | ETA: 5.9s
[2025-11-25T10:55:21.382295] [INFO ] [sig       ] [2041/2057] Forecasting YPF...
[2025-11-25T10:55:21.382345] [INFO ] [sig       ] Generating forecast for: YPF
[2025-11-25T10:55:21.382394] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'YPF' from 'https://tdm.silogroup.org/data/derivative_storage/YPF.csv'.
[2025-11-25T10:55:21.396134] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'YPF'.
[2025-11-25T10:55:21.396818] [INFO ] [FORECASTER] Starting predict_future for YPF
[2025-11-25T10:55:21.397948] [DEBUG] [LOCAL     ] No optimal features file found for YPF: ./output/feature-sets/YPF.txt
[2025-11-25T10:55:21.398037] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:55:21.398093] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:55:21.398138] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:55:21.398214] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:55:21.466389] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:55:21.467566] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:55:21.467707] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:55:21.467760] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:55:21.594078] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:55:21.594336] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:55:21.594391] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:55:21.594426] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:55:21.598372] [DEBUG] [FORECASTER] YPF: Forecast T+1@11:T+2@11: DOWN (p=15.46%)
[2025-11-25T10:55:21.598734] [INFO ] [FORECASTER] Completed predict_future for YPF
[2025-11-25T10:55:21.598913] [INFO ] [sig       ] YPF: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:55:21.746054] [INFO ] [LOCAL     ] Saved forecast: YPF	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/YPF.txt
[2025-11-25T10:55:21.746308] [INFO ] [sig       ] [2041/2057] Completed YPF in 0.4s | 2.87 sym/s | Total: 11.8m | ETA: 5.6s
[2025-11-25T10:55:21.746422] [INFO ] [sig       ] [2042/2057] Forecasting YRD...
[2025-11-25T10:55:21.746471] [INFO ] [sig       ] Generating forecast for: YRD
[2025-11-25T10:55:21.746519] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'YRD' from 'https://tdm.silogroup.org/data/derivative_storage/YRD.csv'.
[2025-11-25T10:55:21.758961] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'YRD'.
[2025-11-25T10:55:21.759600] [INFO ] [FORECASTER] Starting predict_future for YRD
[2025-11-25T10:55:21.760581] [DEBUG] [LOCAL     ] No optimal features file found for YRD: ./output/feature-sets/YRD.txt
[2025-11-25T10:55:21.760847] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:55:21.760907] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:55:21.760952] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:55:21.761027] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:55:21.829847] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:55:21.831043] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:55:21.831164] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:55:21.831213] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:55:21.959208] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:55:21.959485] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:55:21.959540] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:55:21.959609] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:55:21.963490] [DEBUG] [FORECASTER] YRD: Forecast T+1@11:T+2@11: DOWN (p=9.03%)
[2025-11-25T10:55:21.963863] [INFO ] [FORECASTER] Completed predict_future for YRD
[2025-11-25T10:55:21.964048] [INFO ] [sig       ] YRD: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:55:22.109312] [INFO ] [LOCAL     ] Saved forecast: YRD	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/YRD.txt
[2025-11-25T10:55:22.109562] [INFO ] [sig       ] [2042/2057] Completed YRD in 0.4s | 2.87 sym/s | Total: 11.8m | ETA: 5.2s
[2025-11-25T10:55:22.109628] [INFO ] [sig       ] [2043/2057] Forecasting YSG...
[2025-11-25T10:55:22.109701] [INFO ] [sig       ] Generating forecast for: YSG
[2025-11-25T10:55:22.109751] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'YSG' from 'https://tdm.silogroup.org/data/derivative_storage/YSG.csv'.
[2025-11-25T10:55:22.123702] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'YSG'.
[2025-11-25T10:55:22.124229] [INFO ] [FORECASTER] Starting predict_future for YSG
[2025-11-25T10:55:22.125183] [DEBUG] [LOCAL     ] No optimal features file found for YSG: ./output/feature-sets/YSG.txt
[2025-11-25T10:55:22.125258] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:55:22.125308] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:55:22.125350] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:55:22.125424] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:55:22.196427] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:55:22.197670] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:55:22.197801] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:55:22.197853] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:55:22.313553] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:55:22.313855] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:55:22.313926] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:55:22.313982] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:55:22.318018] [DEBUG] [FORECASTER] YSG: Forecast T+1@11:T+2@11: DOWN (p=4.54%)
[2025-11-25T10:55:22.318520] [INFO ] [FORECASTER] Completed predict_future for YSG
[2025-11-25T10:55:22.318789] [INFO ] [sig       ] YSG: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:55:22.477112] [INFO ] [LOCAL     ] Saved forecast: YSG	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/YSG.txt
[2025-11-25T10:55:22.477324] [INFO ] [sig       ] [2043/2057] Completed YSG in 0.4s | 2.87 sym/s | Total: 11.8m | ETA: 4.9s
[2025-11-25T10:55:22.477391] [INFO ] [sig       ] [2044/2057] Forecasting YUM...
[2025-11-25T10:55:22.477446] [INFO ] [sig       ] Generating forecast for: YUM
[2025-11-25T10:55:22.477496] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'YUM' from 'https://tdm.silogroup.org/data/derivative_storage/YUM.csv'.
[2025-11-25T10:55:22.490872] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'YUM'.
[2025-11-25T10:55:22.491553] [INFO ] [FORECASTER] Starting predict_future for YUM
[2025-11-25T10:55:22.492528] [DEBUG] [LOCAL     ] No optimal features file found for YUM: ./output/feature-sets/YUM.txt
[2025-11-25T10:55:22.492606] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:55:22.492694] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:55:22.492755] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:55:22.492853] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:55:22.559786] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:55:22.561090] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:55:22.561222] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:55:22.561272] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:55:22.681782] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:55:22.682055] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:55:22.682110] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:55:22.682147] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:55:22.686124] [DEBUG] [FORECASTER] YUM: Forecast T+1@11:T+2@11: UP (p=77.88%)
[2025-11-25T10:55:22.686468] [INFO ] [FORECASTER] Completed predict_future for YUM
[2025-11-25T10:55:22.686678] [INFO ] [sig       ] YUM: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:55:22.829969] [INFO ] [LOCAL     ] Saved forecast: YUM	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/YUM.txt
[2025-11-25T10:55:22.830178] [INFO ] [sig       ] [2044/2057] Completed YUM in 0.4s | 2.87 sym/s | Total: 11.9m | ETA: 4.5s
[2025-11-25T10:55:22.830238] [INFO ] [sig       ] [2045/2057] Forecasting YUMC...
[2025-11-25T10:55:22.830285] [INFO ] [sig       ] Generating forecast for: YUMC
[2025-11-25T10:55:22.830332] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'YUMC' from 'https://tdm.silogroup.org/data/derivative_storage/YUMC.csv'.
[2025-11-25T10:55:22.841180] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'YUMC'.
[2025-11-25T10:55:22.841637] [INFO ] [FORECASTER] Starting predict_future for YUMC
[2025-11-25T10:55:22.842474] [DEBUG] [LOCAL     ] No optimal features file found for YUMC: ./output/feature-sets/YUMC.txt
[2025-11-25T10:55:22.842552] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:55:22.842599] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:55:22.842660] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:55:22.842734] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:55:22.909835] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:55:22.910733] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:55:22.910835] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:55:22.910884] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:55:23.025133] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:55:23.025360] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:55:23.025408] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:55:23.025444] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:55:23.028915] [DEBUG] [FORECASTER] YUMC: Forecast T+1@11:T+2@11: UP (p=65.16%)
[2025-11-25T10:55:23.029245] [INFO ] [FORECASTER] Completed predict_future for YUMC
[2025-11-25T10:55:23.029412] [INFO ] [sig       ] YUMC: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:55:23.172717] [INFO ] [LOCAL     ] Saved forecast: YUMC	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/YUMC.txt
[2025-11-25T10:55:23.172895] [INFO ] [sig       ] [2045/2057] Completed YUMC in 0.3s | 2.87 sym/s | Total: 11.9m | ETA: 4.2s
[2025-11-25T10:55:23.172952] [INFO ] [sig       ] [2046/2057] Forecasting ZBH...
[2025-11-25T10:55:23.173000] [INFO ] [sig       ] Generating forecast for: ZBH
[2025-11-25T10:55:23.173048] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ZBH' from 'https://tdm.silogroup.org/data/derivative_storage/ZBH.csv'.
[2025-11-25T10:55:23.184225] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'ZBH'.
[2025-11-25T10:55:23.184630] [INFO ] [FORECASTER] Starting predict_future for ZBH
[2025-11-25T10:55:23.185440] [DEBUG] [LOCAL     ] No optimal features file found for ZBH: ./output/feature-sets/ZBH.txt
[2025-11-25T10:55:23.185510] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:55:23.185556] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:55:23.185595] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:55:23.185702] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:55:23.251137] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:55:23.251858] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:55:23.251954] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:55:23.252002] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:55:23.351152] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:55:23.351335] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:55:23.351387] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:55:23.351422] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:55:23.354910] [DEBUG] [FORECASTER] ZBH: Forecast T+1@11:T+2@11: UP (p=89.29%)
[2025-11-25T10:55:23.355197] [INFO ] [FORECASTER] Completed predict_future for ZBH
[2025-11-25T10:55:23.355346] [INFO ] [sig       ] ZBH: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:55:23.497581] [INFO ] [LOCAL     ] Saved forecast: ZBH	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/ZBH.txt
[2025-11-25T10:55:23.497778] [INFO ] [sig       ] [2046/2057] Completed ZBH in 0.3s | 2.87 sym/s | Total: 11.9m | ETA: 3.8s
[2025-11-25T10:55:23.497835] [INFO ] [sig       ] [2047/2057] Forecasting ZEPP...
[2025-11-25T10:55:23.497880] [INFO ] [sig       ] Generating forecast for: ZEPP
[2025-11-25T10:55:23.497923] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ZEPP' from 'https://tdm.silogroup.org/data/derivative_storage/ZEPP.csv'.
[2025-11-25T10:55:23.508494] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'ZEPP'.
[2025-11-25T10:55:23.508913] [INFO ] [FORECASTER] Starting predict_future for ZEPP
[2025-11-25T10:55:23.509718] [DEBUG] [LOCAL     ] No optimal features file found for ZEPP: ./output/feature-sets/ZEPP.txt
[2025-11-25T10:55:23.509787] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:55:23.509834] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:55:23.509876] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:55:23.509946] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:55:23.577736] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:55:23.578501] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:55:23.578598] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:55:23.578665] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:55:23.686496] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:55:23.686705] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:55:23.686782] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:55:23.686832] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:55:23.690289] [DEBUG] [FORECASTER] ZEPP: Forecast T+1@11:T+2@11: UP (p=70.46%)
[2025-11-25T10:55:23.690606] [INFO ] [FORECASTER] Completed predict_future for ZEPP
[2025-11-25T10:55:23.690795] [INFO ] [sig       ] ZEPP: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:55:23.842903] [INFO ] [LOCAL     ] Saved forecast: ZEPP	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/ZEPP.txt
[2025-11-25T10:55:23.843104] [INFO ] [sig       ] [2047/2057] Completed ZEPP in 0.3s | 2.87 sym/s | Total: 11.9m | ETA: 3.5s
[2025-11-25T10:55:23.843164] [INFO ] [sig       ] [2048/2057] Forecasting ZETA...
[2025-11-25T10:55:23.843211] [INFO ] [sig       ] Generating forecast for: ZETA
[2025-11-25T10:55:23.843255] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ZETA' from 'https://tdm.silogroup.org/data/derivative_storage/ZETA.csv'.
[2025-11-25T10:55:23.855578] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'ZETA'.
[2025-11-25T10:55:23.856072] [INFO ] [FORECASTER] Starting predict_future for ZETA
[2025-11-25T10:55:23.856935] [DEBUG] [LOCAL     ] No optimal features file found for ZETA: ./output/feature-sets/ZETA.txt
[2025-11-25T10:55:23.857053] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:55:23.857105] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:55:23.857148] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:55:23.857218] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:55:23.925750] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:55:23.926715] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:55:23.926824] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:55:23.926875] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:55:24.047184] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:55:24.047461] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:55:24.047553] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:55:24.047615] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:55:24.053503] [DEBUG] [FORECASTER] ZETA: Forecast T+1@11:T+2@11: UP (p=98.22%)
[2025-11-25T10:55:24.053913] [INFO ] [FORECASTER] Completed predict_future for ZETA
[2025-11-25T10:55:24.054131] [INFO ] [sig       ] ZETA: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:55:24.219814] [INFO ] [LOCAL     ] Saved forecast: ZETA	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/ZETA.txt
[2025-11-25T10:55:24.220029] [INFO ] [sig       ] [2048/2057] Completed ZETA in 0.4s | 2.87 sym/s | Total: 11.9m | ETA: 3.1s
[2025-11-25T10:55:24.220084] [INFO ] [sig       ] [2049/2057] Forecasting ZGN...
[2025-11-25T10:55:24.220130] [INFO ] [sig       ] Generating forecast for: ZGN
[2025-11-25T10:55:24.220173] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ZGN' from 'https://tdm.silogroup.org/data/derivative_storage/ZGN.csv'.
[2025-11-25T10:55:24.231533] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'ZGN'.
[2025-11-25T10:55:24.232067] [INFO ] [FORECASTER] Starting predict_future for ZGN
[2025-11-25T10:55:24.232982] [DEBUG] [LOCAL     ] No optimal features file found for ZGN: ./output/feature-sets/ZGN.txt
[2025-11-25T10:55:24.233056] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:55:24.233103] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:55:24.233143] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:55:24.233213] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:55:24.302854] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:55:24.303886] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:55:24.304003] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:55:24.304054] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:55:24.430876] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:55:24.431061] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:55:24.431109] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:55:24.431144] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:55:24.434561] [DEBUG] [FORECASTER] ZGN: Forecast T+1@11:T+2@11: DOWN (p=8.04%)
[2025-11-25T10:55:24.434923] [INFO ] [FORECASTER] Completed predict_future for ZGN
[2025-11-25T10:55:24.435075] [INFO ] [sig       ] ZGN: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:55:24.577195] [INFO ] [LOCAL     ] Saved forecast: ZGN	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/ZGN.txt
[2025-11-25T10:55:24.577409] [INFO ] [sig       ] [2049/2057] Completed ZGN in 0.4s | 2.87 sym/s | Total: 11.9m | ETA: 2.8s
[2025-11-25T10:55:24.577476] [INFO ] [sig       ] [2050/2057] Forecasting ZH...
[2025-11-25T10:55:24.577525] [INFO ] [sig       ] Generating forecast for: ZH
[2025-11-25T10:55:24.577567] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ZH' from 'https://tdm.silogroup.org/data/derivative_storage/ZH.csv'.
[2025-11-25T10:55:24.588212] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'ZH'.
[2025-11-25T10:55:24.588589] [INFO ] [FORECASTER] Starting predict_future for ZH
[2025-11-25T10:55:24.589421] [DEBUG] [LOCAL     ] No optimal features file found for ZH: ./output/feature-sets/ZH.txt
[2025-11-25T10:55:24.589510] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:55:24.589559] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:55:24.589601] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:55:24.589688] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:55:24.658074] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:55:24.658980] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:55:24.659081] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:55:24.659131] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:55:24.752461] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:55:24.752661] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:55:24.752727] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:55:24.752774] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:55:24.756237] [DEBUG] [FORECASTER] ZH: Forecast T+1@11:T+2@11: DOWN (p=46.00%)
[2025-11-25T10:55:24.756594] [INFO ] [FORECASTER] Completed predict_future for ZH
[2025-11-25T10:55:24.756769] [INFO ] [sig       ] ZH: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:55:24.898378] [INFO ] [LOCAL     ] Saved forecast: ZH	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/ZH.txt
[2025-11-25T10:55:24.898571] [INFO ] [sig       ] [2050/2057] Completed ZH in 0.3s | 2.87 sym/s | Total: 11.9m | ETA: 2.4s
[2025-11-25T10:55:24.898627] [INFO ] [sig       ] [2051/2057] Forecasting ZIM...
[2025-11-25T10:55:24.898694] [INFO ] [sig       ] Generating forecast for: ZIM
[2025-11-25T10:55:24.898740] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ZIM' from 'https://tdm.silogroup.org/data/derivative_storage/ZIM.csv'.
[2025-11-25T10:55:24.909907] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'ZIM'.
[2025-11-25T10:55:24.910331] [INFO ] [FORECASTER] Starting predict_future for ZIM
[2025-11-25T10:55:24.911198] [DEBUG] [LOCAL     ] No optimal features file found for ZIM: ./output/feature-sets/ZIM.txt
[2025-11-25T10:55:24.911276] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:55:24.911346] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:55:24.911408] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:55:24.911513] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:55:24.980554] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:55:24.981490] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:55:24.981599] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:55:24.981672] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:55:25.096054] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:55:25.096293] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:55:25.096343] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:55:25.096379] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:55:25.100116] [DEBUG] [FORECASTER] ZIM: Forecast T+1@11:T+2@11: DOWN (p=11.26%)
[2025-11-25T10:55:25.100505] [INFO ] [FORECASTER] Completed predict_future for ZIM
[2025-11-25T10:55:25.100707] [INFO ] [sig       ] ZIM: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:55:25.247439] [INFO ] [LOCAL     ] Saved forecast: ZIM	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/ZIM.txt
[2025-11-25T10:55:25.247633] [INFO ] [sig       ] [2051/2057] Completed ZIM in 0.3s | 2.87 sym/s | Total: 11.9m | ETA: 2.1s
[2025-11-25T10:55:25.247727] [INFO ] [sig       ] [2052/2057] Forecasting ZIP...
[2025-11-25T10:55:25.247773] [INFO ] [sig       ] Generating forecast for: ZIP
[2025-11-25T10:55:25.247817] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ZIP' from 'https://tdm.silogroup.org/data/derivative_storage/ZIP.csv'.
[2025-11-25T10:55:25.259002] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'ZIP'.
[2025-11-25T10:55:25.259456] [INFO ] [FORECASTER] Starting predict_future for ZIP
[2025-11-25T10:55:25.260279] [DEBUG] [LOCAL     ] No optimal features file found for ZIP: ./output/feature-sets/ZIP.txt
[2025-11-25T10:55:25.260351] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:55:25.260399] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:55:25.260442] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:55:25.260512] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:55:25.325977] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:55:25.326933] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:55:25.327051] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:55:25.327104] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:55:25.450960] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:55:25.451162] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:55:25.451209] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:55:25.451243] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:55:25.454692] [DEBUG] [FORECASTER] ZIP: Forecast T+1@11:T+2@11: DOWN (p=23.73%)
[2025-11-25T10:55:25.455172] [INFO ] [FORECASTER] Completed predict_future for ZIP
[2025-11-25T10:55:25.455419] [INFO ] [sig       ] ZIP: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:55:25.595789] [INFO ] [LOCAL     ] Saved forecast: ZIP	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/ZIP.txt
[2025-11-25T10:55:25.595970] [INFO ] [sig       ] [2052/2057] Completed ZIP in 0.3s | 2.87 sym/s | Total: 11.9m | ETA: 1.7s
[2025-11-25T10:55:25.596024] [INFO ] [sig       ] [2053/2057] Forecasting ZTO...
[2025-11-25T10:55:25.596069] [INFO ] [sig       ] Generating forecast for: ZTO
[2025-11-25T10:55:25.596111] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ZTO' from 'https://tdm.silogroup.org/data/derivative_storage/ZTO.csv'.
[2025-11-25T10:55:25.607187] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'ZTO'.
[2025-11-25T10:55:25.607597] [INFO ] [FORECASTER] Starting predict_future for ZTO
[2025-11-25T10:55:25.608399] [DEBUG] [LOCAL     ] No optimal features file found for ZTO: ./output/feature-sets/ZTO.txt
[2025-11-25T10:55:25.608473] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:55:25.608519] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:55:25.608560] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:55:25.608671] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:55:25.675942] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:55:25.676861] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:55:25.676966] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:55:25.677015] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:55:25.802050] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:55:25.802285] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:55:25.802348] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:55:25.802386] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:55:25.806109] [DEBUG] [FORECASTER] ZTO: Forecast T+1@11:T+2@11: DOWN (p=29.55%)
[2025-11-25T10:55:25.806626] [INFO ] [FORECASTER] Completed predict_future for ZTO
[2025-11-25T10:55:25.806910] [INFO ] [sig       ] ZTO: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:55:25.950264] [INFO ] [LOCAL     ] Saved forecast: ZTO	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/ZTO.txt
[2025-11-25T10:55:25.950426] [INFO ] [sig       ] [2053/2057] Completed ZTO in 0.4s | 2.87 sym/s | Total: 11.9m | ETA: 1.4s
[2025-11-25T10:55:25.950481] [INFO ] [sig       ] [2054/2057] Forecasting ZTR...
[2025-11-25T10:55:25.950524] [INFO ] [sig       ] Generating forecast for: ZTR
[2025-11-25T10:55:25.950570] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ZTR' from 'https://tdm.silogroup.org/data/derivative_storage/ZTR.csv'.
[2025-11-25T10:55:25.961300] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'ZTR'.
[2025-11-25T10:55:25.961748] [INFO ] [FORECASTER] Starting predict_future for ZTR
[2025-11-25T10:55:25.962517] [DEBUG] [LOCAL     ] No optimal features file found for ZTR: ./output/feature-sets/ZTR.txt
[2025-11-25T10:55:25.962592] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:55:25.962670] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:55:25.962728] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:55:25.962806] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:55:26.028861] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:55:26.029793] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:55:26.029890] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:55:26.029937] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:55:26.148942] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:55:26.149129] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:55:26.149174] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:55:26.149231] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:55:26.152682] [DEBUG] [FORECASTER] ZTR: Forecast T+1@11:T+2@11: DOWN (p=7.10%)
[2025-11-25T10:55:26.152987] [INFO ] [FORECASTER] Completed predict_future for ZTR
[2025-11-25T10:55:26.153152] [INFO ] [sig       ] ZTR: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:55:26.293444] [INFO ] [LOCAL     ] Saved forecast: ZTR	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/ZTR.txt
[2025-11-25T10:55:26.293666] [INFO ] [sig       ] [2054/2057] Completed ZTR in 0.3s | 2.87 sym/s | Total: 11.9m | ETA: 1.0s
[2025-11-25T10:55:26.293728] [INFO ] [sig       ] [2055/2057] Forecasting ZTS...
[2025-11-25T10:55:26.293772] [INFO ] [sig       ] Generating forecast for: ZTS
[2025-11-25T10:55:26.293816] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ZTS' from 'https://tdm.silogroup.org/data/derivative_storage/ZTS.csv'.
[2025-11-25T10:55:26.305207] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'ZTS'.
[2025-11-25T10:55:26.305677] [INFO ] [FORECASTER] Starting predict_future for ZTS
[2025-11-25T10:55:26.306444] [DEBUG] [LOCAL     ] No optimal features file found for ZTS: ./output/feature-sets/ZTS.txt
[2025-11-25T10:55:26.306516] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:55:26.306566] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:55:26.306607] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:55:26.306696] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:55:26.374330] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:55:26.375157] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:55:26.375256] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:55:26.375306] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:55:26.497706] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:55:26.497912] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:55:26.497981] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:55:26.498017] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:55:26.501786] [DEBUG] [FORECASTER] ZTS: Forecast T+1@11:T+2@11: UP (p=88.47%)
[2025-11-25T10:55:26.502187] [INFO ] [FORECASTER] Completed predict_future for ZTS
[2025-11-25T10:55:26.502363] [INFO ] [sig       ] ZTS: Forecast for 2025-11-24: UP (sign=1.00)
[2025-11-25T10:55:26.645951] [INFO ] [LOCAL     ] Saved forecast: ZTS	2025-11-25	1 -> ./output/forecasts/individual/2025-11-25/ZTS.txt
[2025-11-25T10:55:26.646123] [INFO ] [sig       ] [2055/2057] Completed ZTS in 0.4s | 2.87 sym/s | Total: 11.9m | ETA: 0.7s
[2025-11-25T10:55:26.646178] [INFO ] [sig       ] [2056/2057] Forecasting ZVIA...
[2025-11-25T10:55:26.646225] [INFO ] [sig       ] Generating forecast for: ZVIA
[2025-11-25T10:55:26.646268] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ZVIA' from 'https://tdm.silogroup.org/data/derivative_storage/ZVIA.csv'.
[2025-11-25T10:55:26.657180] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'ZVIA'.
[2025-11-25T10:55:26.657578] [INFO ] [FORECASTER] Starting predict_future for ZVIA
[2025-11-25T10:55:26.658384] [DEBUG] [LOCAL     ] No optimal features file found for ZVIA: ./output/feature-sets/ZVIA.txt
[2025-11-25T10:55:26.658455] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:55:26.658501] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:55:26.658542] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:55:26.658610] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:55:26.725040] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:55:26.725761] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:55:26.725855] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:55:26.725903] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:55:26.845392] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:55:26.845585] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:55:26.845633] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:55:26.845726] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:55:26.849273] [DEBUG] [FORECASTER] ZVIA: Forecast T+1@11:T+2@11: DOWN (p=9.30%)
[2025-11-25T10:55:26.849580] [INFO ] [FORECASTER] Completed predict_future for ZVIA
[2025-11-25T10:55:26.849759] [INFO ] [sig       ] ZVIA: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:55:26.989076] [INFO ] [LOCAL     ] Saved forecast: ZVIA	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/ZVIA.txt
[2025-11-25T10:55:26.989247] [INFO ] [sig       ] [2056/2057] Completed ZVIA in 0.3s | 2.87 sym/s | Total: 11.9m | ETA: 0.3s
[2025-11-25T10:55:26.989302] [INFO ] [sig       ] [2057/2057] Forecasting ZWS...
[2025-11-25T10:55:26.989345] [INFO ] [sig       ] Generating forecast for: ZWS
[2025-11-25T10:55:26.989388] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ZWS' from 'https://tdm.silogroup.org/data/derivative_storage/ZWS.csv'.
[2025-11-25T10:55:27.000198] [DEBUG] [REMOTE    ] Successfully parsed 345 rows of historical data for symbol 'ZWS'.
[2025-11-25T10:55:27.000699] [INFO ] [FORECASTER] Starting predict_future for ZWS
[2025-11-25T10:55:27.001505] [DEBUG] [LOCAL     ] No optimal features file found for ZWS: ./output/feature-sets/ZWS.txt
[2025-11-25T10:55:27.001575] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T10:55:27.001620] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T10:55:27.001750] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T10:55:27.001830] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T10:55:27.067567] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T10:55:27.068393] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T10:55:27.068532] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T10:55:27.068592] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T10:55:27.179082] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T10:55:27.179275] [INFO ] [FORECASTER] Trained on 343 historical samples with 26 features
[2025-11-25T10:55:27.179323] [INFO ] [FORECASTER] Stored all 345 rows including last two days with critical feature signal for forecasting
[2025-11-25T10:55:27.179357] [INFO ] [FORECASTER] Training complete
[2025-11-25T10:55:27.182740] [DEBUG] [FORECASTER] ZWS: Forecast T+1@11:T+2@11: DOWN (p=46.93%)
[2025-11-25T10:55:27.183029] [INFO ] [FORECASTER] Completed predict_future for ZWS
[2025-11-25T10:55:27.183175] [INFO ] [sig       ] ZWS: Forecast for 2025-11-24: DOWN (sign=0.00)
[2025-11-25T10:55:27.328927] [INFO ] [LOCAL     ] Saved forecast: ZWS	2025-11-25	0 -> ./output/forecasts/individual/2025-11-25/ZWS.txt
[2025-11-25T10:55:27.329105] [INFO ] [sig       ] [2057/2057] Completed ZWS in 0.3s | 2.87 sym/s | Total: 11.9m | ETA: 0.0s
[2025-11-25T10:55:27.329172] [INFO ] [sig       ] ==================================================
[2025-11-25T10:55:27.329219] [INFO ] [sig       ] Forecasts complete: 2057/2057 symbols succeeded
[2025-11-25T10:55:27.329262] [INFO ] [sig       ] Automatically generating consolidated reports...
[2025-11-25T10:55:27.329304] [INFO ] [sig       ] Generating consolidated forecast reports
[2025-11-25T10:55:27.329604] [INFO ] [sig       ] Found 31 forecast dates to process
[2025-11-25T10:55:27.329679] [INFO ] [sig       ] [1/31] Processing report for 2025-10-10...
[2025-11-25T10:55:27.329734] [INFO ] [sig       ] [1/31] Report for 2025-10-10 already exists, skipping...
[2025-11-25T10:55:27.329777] [INFO ] [sig       ] [2/31] Processing report for 2025-10-13...
[2025-11-25T10:55:27.329827] [INFO ] [sig       ] [2/31] Report for 2025-10-13 already exists, skipping...
[2025-11-25T10:55:27.329867] [INFO ] [sig       ] [3/31] Processing report for 2025-10-14...
[2025-11-25T10:55:27.329911] [INFO ] [sig       ] [3/31] Report for 2025-10-14 already exists, skipping...
[2025-11-25T10:55:27.329949] [INFO ] [sig       ] [4/31] Processing report for 2025-10-15...
[2025-11-25T10:55:27.329993] [INFO ] [sig       ] [4/31] Report for 2025-10-15 already exists, skipping...
[2025-11-25T10:55:27.330031] [INFO ] [sig       ] [5/31] Processing report for 2025-10-16...
[2025-11-25T10:55:27.330074] [INFO ] [sig       ] [5/31] Report for 2025-10-16 already exists, skipping...
[2025-11-25T10:55:27.330112] [INFO ] [sig       ] [6/31] Processing report for 2025-10-17...
[2025-11-25T10:55:27.330155] [INFO ] [sig       ] [6/31] Report for 2025-10-17 already exists, skipping...
[2025-11-25T10:55:27.330193] [INFO ] [sig       ] [7/31] Processing report for 2025-10-20...
[2025-11-25T10:55:27.330247] [INFO ] [sig       ] [7/31] Report for 2025-10-20 already exists, skipping...
[2025-11-25T10:55:27.330285] [INFO ] [sig       ] [8/31] Processing report for 2025-10-21...
[2025-11-25T10:55:27.330339] [INFO ] [sig       ] [8/31] Report for 2025-10-21 already exists, skipping...
[2025-11-25T10:55:27.330378] [INFO ] [sig       ] [9/31] Processing report for 2025-10-22...
[2025-11-25T10:55:27.330421] [INFO ] [sig       ] [9/31] Report for 2025-10-22 already exists, skipping...
[2025-11-25T10:55:27.330459] [INFO ] [sig       ] [10/31] Processing report for 2025-10-23...
[2025-11-25T10:55:27.330502] [INFO ] [sig       ] [10/31] Report for 2025-10-23 already exists, skipping...
[2025-11-25T10:55:27.330541] [INFO ] [sig       ] [11/31] Processing report for 2025-10-24...
[2025-11-25T10:55:27.330584] [INFO ] [sig       ] [11/31] Report for 2025-10-24 already exists, skipping...
[2025-11-25T10:55:27.330621] [INFO ] [sig       ] [12/31] Processing report for 2025-10-27...
[2025-11-25T10:55:27.330693] [INFO ] [sig       ] [12/31] Report for 2025-10-27 already exists, skipping...
[2025-11-25T10:55:27.330733] [INFO ] [sig       ] [13/31] Processing report for 2025-10-28...
[2025-11-25T10:55:27.330785] [INFO ] [sig       ] [13/31] Report for 2025-10-28 already exists, skipping...
[2025-11-25T10:55:27.330833] [INFO ] [sig       ] [14/31] Processing report for 2025-10-30...
[2025-11-25T10:55:27.330879] [INFO ] [sig       ] [14/31] Report for 2025-10-30 already exists, skipping...
[2025-11-25T10:55:27.330917] [INFO ] [sig       ] [15/31] Processing report for 2025-10-31...
[2025-11-25T10:55:27.330960] [INFO ] [sig       ] [15/31] Report for 2025-10-31 already exists, skipping...
[2025-11-25T10:55:27.330998] [INFO ] [sig       ] [16/31] Processing report for 2025-11-03...
[2025-11-25T10:55:27.331049] [INFO ] [sig       ] [16/31] Report for 2025-11-03 already exists, skipping...
[2025-11-25T10:55:27.331087] [INFO ] [sig       ] [17/31] Processing report for 2025-11-04...
[2025-11-25T10:55:27.331131] [INFO ] [sig       ] [17/31] Report for 2025-11-04 already exists, skipping...
[2025-11-25T10:55:27.331169] [INFO ] [sig       ] [18/31] Processing report for 2025-11-05...
[2025-11-25T10:55:27.331212] [INFO ] [sig       ] [18/31] Report for 2025-11-05 already exists, skipping...
[2025-11-25T10:55:27.331250] [INFO ] [sig       ] [19/31] Processing report for 2025-11-06...
[2025-11-25T10:55:27.331299] [INFO ] [sig       ] [19/31] Report for 2025-11-06 already exists, skipping...
[2025-11-25T10:55:27.331338] [INFO ] [sig       ] [20/31] Processing report for 2025-11-07...
[2025-11-25T10:55:27.331389] [INFO ] [sig       ] [20/31] Report for 2025-11-07 already exists, skipping...
[2025-11-25T10:55:27.331427] [INFO ] [sig       ] [21/31] Processing report for 2025-11-10...
[2025-11-25T10:55:27.331470] [INFO ] [sig       ] [21/31] Report for 2025-11-10 already exists, skipping...
[2025-11-25T10:55:27.331507] [INFO ] [sig       ] [22/31] Processing report for 2025-11-11...
[2025-11-25T10:55:27.331550] [INFO ] [sig       ] [22/31] Report for 2025-11-11 already exists, skipping...
[2025-11-25T10:55:27.331587] [INFO ] [sig       ] [23/31] Processing report for 2025-11-12...
[2025-11-25T10:55:27.331629] [INFO ] [sig       ] [23/31] Report for 2025-11-12 already exists, skipping...
[2025-11-25T10:55:27.331689] [INFO ] [sig       ] [24/31] Processing report for 2025-11-13...
[2025-11-25T10:55:27.331734] [INFO ] [sig       ] [24/31] Report for 2025-11-13 already exists, skipping...
[2025-11-25T10:55:27.331772] [INFO ] [sig       ] [25/31] Processing report for 2025-11-17...
[2025-11-25T10:55:27.331814] [INFO ] [sig       ] [25/31] Report for 2025-11-17 already exists, skipping...
[2025-11-25T10:55:27.331852] [INFO ] [sig       ] [26/31] Processing report for 2025-11-18...
[2025-11-25T10:55:27.331896] [INFO ] [sig       ] [26/31] Report for 2025-11-18 already exists, skipping...
[2025-11-25T10:55:27.331933] [INFO ] [sig       ] [27/31] Processing report for 2025-11-19...
[2025-11-25T10:55:27.331983] [INFO ] [sig       ] [27/31] Report for 2025-11-19 already exists, skipping...
[2025-11-25T10:55:27.332023] [INFO ] [sig       ] [28/31] Processing report for 2025-11-20...
[2025-11-25T10:55:27.332066] [INFO ] [sig       ] [28/31] Report for 2025-11-20 already exists, skipping...
[2025-11-25T10:55:27.332103] [INFO ] [sig       ] [29/31] Processing report for 2025-11-21...
[2025-11-25T10:55:27.332145] [INFO ] [sig       ] [29/31] Report for 2025-11-21 already exists, skipping...
[2025-11-25T10:55:27.332182] [INFO ] [sig       ] [30/31] Processing report for 2025-11-24...
[2025-11-25T10:55:27.332224] [INFO ] [sig       ] [30/31] Report for 2025-11-24 already exists, skipping...
[2025-11-25T10:55:27.332261] [INFO ] [sig       ] [31/31] Processing report for 2025-11-25...
[2025-11-25T10:55:27.372416] [DEBUG] [LOCAL     ] Loaded configuration for GATX: 1 features, 70.0% accuracy
[2025-11-25T10:55:27.372601] [DEBUG] [LOCAL     ] Loaded configuration for TNET: 2 features, 60.0% accuracy
[2025-11-25T10:55:27.372721] [DEBUG] [LOCAL     ] Loaded configuration for RMD: 3 features, 60.0% accuracy
[2025-11-25T10:55:27.372804] [DEBUG] [LOCAL     ] Loaded configuration for LXFR: 2 features, 80.0% accuracy
[2025-11-25T10:55:27.373084] [DEBUG] [LOCAL     ] Loaded configuration for PFL: 2 features, 90.0% accuracy
[2025-11-25T10:55:27.373438] [DEBUG] [LOCAL     ] Loaded configuration for PNW: 6 features, 90.0% accuracy
[2025-11-25T10:55:27.373721] [DEBUG] [LOCAL     ] Loaded configuration for ABEV: 4 features, 90.0% accuracy
[2025-11-25T10:55:27.374057] [DEBUG] [LOCAL     ] Loaded configuration for FHI: 1 features, 80.0% accuracy
[2025-11-25T10:55:27.374352] [DEBUG] [LOCAL     ] Loaded configuration for MP: 1 features, 60.0% accuracy
[2025-11-25T10:55:27.374656] [DEBUG] [LOCAL     ] Loaded configuration for WK: 3 features, 60.0% accuracy
[2025-11-25T10:55:27.374764] [DEBUG] [LOCAL     ] Loaded configuration for FIX: 4 features, 80.0% accuracy
[2025-11-25T10:55:27.375019] [DEBUG] [LOCAL     ] Loaded configuration for FNF: 3 features, 70.0% accuracy
[2025-11-25T10:55:27.375292] [DEBUG] [LOCAL     ] Loaded configuration for BXC: 0 features, 60.0% accuracy
[2025-11-25T10:55:27.375380] [DEBUG] [LOCAL     ] Loaded configuration for MGRB: 2 features, 50.0% accuracy
[2025-11-25T10:55:27.375671] [DEBUG] [LOCAL     ] Loaded configuration for CEE: 2 features, 80.0% accuracy
[2025-11-25T10:55:27.375947] [DEBUG] [LOCAL     ] Loaded configuration for NMCO: 1 features, 80.0% accuracy
[2025-11-25T10:55:27.376203] [DEBUG] [LOCAL     ] Loaded configuration for RGT: 0 features, 80.0% accuracy
[2025-11-25T10:55:27.376289] [DEBUG] [LOCAL     ] Loaded configuration for LBRT: 1 features, 60.0% accuracy
[2025-11-25T10:55:27.376558] [DEBUG] [LOCAL     ] Loaded configuration for LOMA: 2 features, 80.0% accuracy
[2025-11-25T10:55:27.376865] [DEBUG] [LOCAL     ] Loaded configuration for IOT: 2 features, 100.0% accuracy
[2025-11-25T10:55:27.376961] [DEBUG] [LOCAL     ] Loaded configuration for INSP: 0 features, 70.0% accuracy
[2025-11-25T10:55:27.377226] [DEBUG] [LOCAL     ] Loaded configuration for MIR: 3 features, 80.0% accuracy
[2025-11-25T10:55:27.377315] [DEBUG] [LOCAL     ] Loaded configuration for IX: 3 features, 70.0% accuracy
[2025-11-25T10:55:27.377606] [DEBUG] [LOCAL     ] Loaded configuration for GDIV: 5 features, 90.0% accuracy
[2025-11-25T10:55:27.377897] [DEBUG] [LOCAL     ] Loaded configuration for AVAL: 2 features, 80.0% accuracy
[2025-11-25T10:55:27.379004] [DEBUG] [LOCAL     ] Loaded configuration for QVCD: 3 features, 40.0% accuracy
[2025-11-25T10:55:27.379328] [DEBUG] [LOCAL     ] Loaded configuration for TV: 1 features, 50.0% accuracy
[2025-11-25T10:55:27.379631] [DEBUG] [LOCAL     ] Loaded configuration for LEG: 2 features, 70.0% accuracy
[2025-11-25T10:55:27.379976] [DEBUG] [LOCAL     ] Loaded configuration for NMAI: 1 features, 90.0% accuracy
[2025-11-25T10:55:27.380246] [DEBUG] [LOCAL     ] Loaded configuration for J: 2 features, 60.0% accuracy
[2025-11-25T10:55:27.380336] [DEBUG] [LOCAL     ] Loaded configuration for RPM: 2 features, 50.0% accuracy
[2025-11-25T10:55:27.380415] [DEBUG] [LOCAL     ] Loaded configuration for DLR: 2 features, 70.0% accuracy
[2025-11-25T10:55:27.380723] [DEBUG] [LOCAL     ] Loaded configuration for LEO: 3 features, 80.0% accuracy
[2025-11-25T10:55:27.380815] [DEBUG] [LOCAL     ] Loaded configuration for WOW: 2 features, 70.0% accuracy
[2025-11-25T10:55:27.381122] [DEBUG] [LOCAL     ] Loaded configuration for KKRS: 2 features, 90.0% accuracy
[2025-11-25T10:55:27.381382] [DEBUG] [LOCAL     ] Loaded configuration for NXG: 3 features, 70.0% accuracy
[2025-11-25T10:55:27.381691] [DEBUG] [LOCAL     ] Loaded configuration for FLS: 1 features, 80.0% accuracy
[2025-11-25T10:55:27.381787] [DEBUG] [LOCAL     ] Loaded configuration for HCI: 3 features, 80.0% accuracy
[2025-11-25T10:55:27.382068] [DEBUG] [LOCAL     ] Loaded configuration for RY: 2 features, 70.0% accuracy
[2025-11-25T10:55:27.383042] [DEBUG] [LOCAL     ] Loaded configuration for MVT: 5 features, 100.0% accuracy
[2025-11-25T10:55:27.383368] [DEBUG] [LOCAL     ] Loaded configuration for CMRE: 0 features, 80.0% accuracy
[2025-11-25T10:55:27.383700] [DEBUG] [LOCAL     ] Loaded configuration for LPL: 2 features, 70.0% accuracy
[2025-11-25T10:55:27.384022] [DEBUG] [LOCAL     ] Loaded configuration for BABA: 1 features, 70.0% accuracy
[2025-11-25T10:55:27.384319] [DEBUG] [LOCAL     ] Loaded configuration for VIST: 3 features, 90.0% accuracy
[2025-11-25T10:55:27.384410] [DEBUG] [LOCAL     ] Loaded configuration for ACP: 1 features, 70.0% accuracy
[2025-11-25T10:55:27.384676] [DEBUG] [LOCAL     ] Loaded configuration for PSA: 2 features, 50.0% accuracy
[2025-11-25T10:55:27.385035] [DEBUG] [LOCAL     ] Loaded configuration for UVV: 3 features, 70.0% accuracy
[2025-11-25T10:55:27.385124] [DEBUG] [LOCAL     ] Loaded configuration for SCL: 3 features, 90.0% accuracy
[2025-11-25T10:55:27.385202] [DEBUG] [LOCAL     ] Loaded configuration for NGVC: 2 features, 70.0% accuracy
[2025-11-25T10:55:27.385477] [DEBUG] [LOCAL     ] Loaded configuration for PFLT: 2 features, 80.0% accuracy
[2025-11-25T10:55:27.385567] [DEBUG] [LOCAL     ] Loaded configuration for PVH: 5 features, 90.0% accuracy
[2025-11-25T10:55:27.385671] [DEBUG] [LOCAL     ] Loaded configuration for ACRE: 1 features, 60.0% accuracy
[2025-11-25T10:55:27.385751] [DEBUG] [LOCAL     ] Loaded configuration for CLX: 2 features, 80.0% accuracy
[2025-11-25T10:55:27.386016] [DEBUG] [LOCAL     ] Loaded configuration for GL: 2 features, 90.0% accuracy
[2025-11-25T10:55:27.386304] [DEBUG] [LOCAL     ] Loaded configuration for NQP: 2 features, 60.0% accuracy
[2025-11-25T10:55:27.386620] [DEBUG] [LOCAL     ] Loaded configuration for TIMB: 1 features, 60.0% accuracy
[2025-11-25T10:55:27.386999] [DEBUG] [LOCAL     ] Loaded configuration for NRK: 1 features, 70.0% accuracy
[2025-11-25T10:55:27.387118] [DEBUG] [LOCAL     ] Loaded configuration for KMPR: 1 features, 60.0% accuracy
[2025-11-25T10:55:27.387665] [DEBUG] [LOCAL     ] Loaded configuration for POST: 4 features, 80.0% accuracy
[2025-11-25T10:55:27.388015] [DEBUG] [LOCAL     ] Loaded configuration for PRG: 2 features, 80.0% accuracy
[2025-11-25T10:55:27.388354] [DEBUG] [LOCAL     ] Loaded configuration for CMS: 1 features, 60.0% accuracy
[2025-11-25T10:55:27.388687] [DEBUG] [LOCAL     ] Loaded configuration for BGY: 1 features, 80.0% accuracy
[2025-11-25T10:55:27.388979] [DEBUG] [LOCAL     ] Loaded configuration for GMED: 4 features, 60.0% accuracy
[2025-11-25T10:55:27.389068] [DEBUG] [LOCAL     ] Loaded configuration for IGA: 3 features, 60.0% accuracy
[2025-11-25T10:55:27.389148] [DEBUG] [LOCAL     ] Loaded configuration for ARE: 5 features, 80.0% accuracy
[2025-11-25T10:55:27.389226] [DEBUG] [LOCAL     ] Loaded configuration for BRX: 5 features, 90.0% accuracy
[2025-11-25T10:55:27.389302] [DEBUG] [LOCAL     ] Loaded configuration for RXO: 0 features, 70.0% accuracy
[2025-11-25T10:55:27.389379] [DEBUG] [LOCAL     ] Loaded configuration for SHW: 3 features, 70.0% accuracy
[2025-11-25T10:55:27.389680] [DEBUG] [LOCAL     ] Loaded configuration for AZO: 2 features, 90.0% accuracy
[2025-11-25T10:55:27.390019] [DEBUG] [LOCAL     ] Loaded configuration for NSA: 2 features, 50.0% accuracy
[2025-11-25T10:55:27.390305] [DEBUG] [LOCAL     ] Loaded configuration for AVTR: 8 features, 90.0% accuracy
[2025-11-25T10:55:27.390394] [DEBUG] [LOCAL     ] Loaded configuration for AMX: 1 features, 80.0% accuracy
[2025-11-25T10:55:27.390489] [DEBUG] [LOCAL     ] Loaded configuration for PAC: 1 features, 70.0% accuracy
[2025-11-25T10:55:27.390894] [DEBUG] [LOCAL     ] Loaded configuration for NLY: 1 features, 70.0% accuracy
[2025-11-25T10:55:27.391177] [DEBUG] [LOCAL     ] Loaded configuration for ACV: 1 features, 70.0% accuracy
[2025-11-25T10:55:27.391265] [DEBUG] [LOCAL     ] Loaded configuration for CMA: 1 features, 70.0% accuracy
[2025-11-25T10:55:27.391343] [DEBUG] [LOCAL     ] Loaded configuration for CARS: 3 features, 90.0% accuracy
[2025-11-25T10:55:27.391612] [DEBUG] [LOCAL     ] Loaded configuration for AQNB: 0 features, 80.0% accuracy
[2025-11-25T10:55:27.391946] [DEBUG] [LOCAL     ] Loaded configuration for EPC: 3 features, 80.0% accuracy
[2025-11-25T10:55:27.392037] [DEBUG] [LOCAL     ] Loaded configuration for CATO: 2 features, 70.0% accuracy
[2025-11-25T10:55:27.392114] [DEBUG] [LOCAL     ] Loaded configuration for CWH: 3 features, 90.0% accuracy
[2025-11-25T10:55:27.392199] [DEBUG] [LOCAL     ] Loaded configuration for PCN: 3 features, 100.0% accuracy
[2025-11-25T10:55:27.392529] [DEBUG] [LOCAL     ] Loaded configuration for NPFD: 5 features, 80.0% accuracy
[2025-11-25T10:55:27.392883] [DEBUG] [LOCAL     ] Loaded configuration for NXRT: 4 features, 70.0% accuracy
[2025-11-25T10:55:27.393959] [DEBUG] [LOCAL     ] Loaded configuration for SXC: 3 features, 80.0% accuracy
[2025-11-25T10:55:27.394297] [DEBUG] [LOCAL     ] Loaded configuration for HGER: 3 features, 50.0% accuracy
[2025-11-25T10:55:27.394386] [DEBUG] [LOCAL     ] Loaded configuration for MA: 2 features, 70.0% accuracy
[2025-11-25T10:55:27.394463] [DEBUG] [LOCAL     ] Loaded configuration for KNF: 2 features, 90.0% accuracy
[2025-11-25T10:55:27.394735] [DEBUG] [LOCAL     ] Loaded configuration for YMM: 0 features, 60.0% accuracy
[2025-11-25T10:55:27.394824] [DEBUG] [LOCAL     ] Loaded configuration for RLX: 3 features, 100.0% accuracy
[2025-11-25T10:55:27.395163] [DEBUG] [LOCAL     ] Loaded configuration for OBK: 1 features, 90.0% accuracy
[2025-11-25T10:55:27.395485] [DEBUG] [LOCAL     ] Loaded configuration for CTRA: 0 features, 90.0% accuracy
[2025-11-25T10:55:27.395578] [DEBUG] [LOCAL     ] Loaded configuration for PHK: 4 features, 90.0% accuracy
[2025-11-25T10:55:27.395680] [DEBUG] [LOCAL     ] Loaded configuration for BHC: 3 features, 70.0% accuracy
[2025-11-25T10:55:27.395944] [DEBUG] [LOCAL     ] Loaded configuration for WHD: 2 features, 90.0% accuracy
[2025-11-25T10:55:27.396045] [DEBUG] [LOCAL     ] Loaded configuration for BKN: 0 features, 70.0% accuracy
[2025-11-25T10:55:27.396351] [DEBUG] [LOCAL     ] Loaded configuration for ELF: 2 features, 60.0% accuracy
[2025-11-25T10:55:27.396616] [DEBUG] [LOCAL     ] Loaded configuration for WTTR: 3 features, 90.0% accuracy
[2025-11-25T10:55:27.396927] [DEBUG] [LOCAL     ] Loaded configuration for STEL: 4 features, 60.0% accuracy
[2025-11-25T10:55:27.397204] [DEBUG] [LOCAL     ] Loaded configuration for TOL: 2 features, 60.0% accuracy
[2025-11-25T10:55:27.397480] [DEBUG] [LOCAL     ] Loaded configuration for RERE: 3 features, 70.0% accuracy
[2025-11-25T10:55:27.397798] [DEBUG] [LOCAL     ] Loaded configuration for KIM: 3 features, 80.0% accuracy
[2025-11-25T10:55:27.397888] [DEBUG] [LOCAL     ] Loaded configuration for TSN: 2 features, 60.0% accuracy
[2025-11-25T10:55:27.398889] [DEBUG] [LOCAL     ] Loaded configuration for HYT: 4 features, 90.0% accuracy
[2025-11-25T10:55:27.398977] [DEBUG] [LOCAL     ] Loaded configuration for BIT: 1 features, 70.0% accuracy
[2025-11-25T10:55:27.399247] [DEBUG] [LOCAL     ] Loaded configuration for YEXT: 2 features, 80.0% accuracy
[2025-11-25T10:55:27.399518] [DEBUG] [LOCAL     ] Loaded configuration for FTV: 0 features, 70.0% accuracy
[2025-11-25T10:55:27.399792] [DEBUG] [LOCAL     ] Loaded configuration for ZTR: 1 features, 70.0% accuracy
[2025-11-25T10:55:27.400080] [DEBUG] [LOCAL     ] Loaded configuration for VATE: 1 features, 40.0% accuracy
[2025-11-25T10:55:27.400170] [DEBUG] [LOCAL     ] Loaded configuration for AHT: 1 features, 90.0% accuracy
[2025-11-25T10:55:27.400252] [DEBUG] [LOCAL     ] Loaded configuration for TGLS: 2 features, 90.0% accuracy
[2025-11-25T10:55:27.400330] [DEBUG] [LOCAL     ] Loaded configuration for VSCO: 0 features, 70.0% accuracy
[2025-11-25T10:55:27.400409] [DEBUG] [LOCAL     ] Loaded configuration for IP: 3 features, 50.0% accuracy
[2025-11-25T10:55:27.400501] [DEBUG] [LOCAL     ] Loaded configuration for BGT: 3 features, 100.0% accuracy
[2025-11-25T10:55:27.400872] [DEBUG] [LOCAL     ] Loaded configuration for EIC: 1 features, 60.0% accuracy
[2025-11-25T10:55:27.400966] [DEBUG] [LOCAL     ] Loaded configuration for CB: 5 features, 70.0% accuracy
[2025-11-25T10:55:27.401399] [DEBUG] [LOCAL     ] Loaded configuration for PDT: 3 features, 70.0% accuracy
[2025-11-25T10:55:27.401707] [DEBUG] [LOCAL     ] Loaded configuration for IEX: 0 features, 70.0% accuracy
[2025-11-25T10:55:27.401800] [DEBUG] [LOCAL     ] Loaded configuration for AXL: 5 features, 80.0% accuracy
[2025-11-25T10:55:27.402092] [DEBUG] [LOCAL     ] Loaded configuration for UBS: 6 features, 100.0% accuracy
[2025-11-25T10:55:27.402379] [DEBUG] [LOCAL     ] Loaded configuration for RLJ: 2 features, 60.0% accuracy
[2025-11-25T10:55:27.403135] [DEBUG] [LOCAL     ] Loaded configuration for HRL: 1 features, 70.0% accuracy
[2025-11-25T10:55:27.403466] [DEBUG] [LOCAL     ] Loaded configuration for BSX: 2 features, 90.0% accuracy
[2025-11-25T10:55:27.403561] [DEBUG] [LOCAL     ] Loaded configuration for CCK: 2 features, 70.0% accuracy
[2025-11-25T10:55:27.403924] [DEBUG] [LOCAL     ] Loaded configuration for NXDT: 3 features, 70.0% accuracy
[2025-11-25T10:55:27.404017] [DEBUG] [LOCAL     ] Loaded configuration for BTZ: 4 features, 70.0% accuracy
[2025-11-25T10:55:27.404097] [DEBUG] [LOCAL     ] Loaded configuration for DOUG: 1 features, 90.0% accuracy
[2025-11-25T10:55:27.404379] [DEBUG] [LOCAL     ] Loaded configuration for JHS: 2 features, 60.0% accuracy
[2025-11-25T10:55:27.404680] [DEBUG] [LOCAL     ] Loaded configuration for NXE: 3 features, 90.0% accuracy
[2025-11-25T10:55:27.404774] [DEBUG] [LOCAL     ] Loaded configuration for XPEV: 4 features, 70.0% accuracy
[2025-11-25T10:55:27.405048] [DEBUG] [LOCAL     ] Loaded configuration for BLW: 2 features, 80.0% accuracy
[2025-11-25T10:55:27.405310] [DEBUG] [LOCAL     ] Loaded configuration for DX: 2 features, 80.0% accuracy
[2025-11-25T10:55:27.405588] [DEBUG] [LOCAL     ] Loaded configuration for CION: 3 features, 70.0% accuracy
[2025-11-25T10:55:27.405911] [DEBUG] [LOCAL     ] Loaded configuration for IHG: 1 features, 80.0% accuracy
[2025-11-25T10:55:27.406185] [DEBUG] [LOCAL     ] Loaded configuration for TNK: 2 features, 60.0% accuracy
[2025-11-25T10:55:27.406273] [DEBUG] [LOCAL     ] Loaded configuration for BNJ: 2 features, 60.0% accuracy
[2025-11-25T10:55:27.407321] [DEBUG] [LOCAL     ] Loaded configuration for WCC: 3 features, 80.0% accuracy
[2025-11-25T10:55:27.407413] [DEBUG] [LOCAL     ] Loaded configuration for UDR: 1 features, 70.0% accuracy
[2025-11-25T10:55:27.407497] [DEBUG] [LOCAL     ] Loaded configuration for PBR: 1 features, 90.0% accuracy
[2025-11-25T10:55:27.407576] [DEBUG] [LOCAL     ] Loaded configuration for LYG: 1 features, 70.0% accuracy
[2025-11-25T10:55:27.407913] [DEBUG] [LOCAL     ] Loaded configuration for DG: 3 features, 70.0% accuracy
[2025-11-25T10:55:27.408245] [DEBUG] [LOCAL     ] Loaded configuration for SOR: 4 features, 90.0% accuracy
[2025-11-25T10:55:27.408336] [DEBUG] [LOCAL     ] Loaded configuration for KOS: 3 features, 90.0% accuracy
[2025-11-25T10:55:27.408601] [DEBUG] [LOCAL     ] Loaded configuration for ARR: 3 features, 60.0% accuracy
[2025-11-25T10:55:27.409696] [DEBUG] [LOCAL     ] Loaded configuration for NATL: 2 features, 90.0% accuracy
[2025-11-25T10:55:27.409801] [DEBUG] [LOCAL     ] Loaded configuration for VTEX: 2 features, 90.0% accuracy
[2025-11-25T10:55:27.410856] [DEBUG] [LOCAL     ] Loaded configuration for NMZ: 1 features, 50.0% accuracy
[2025-11-25T10:55:27.411204] [DEBUG] [LOCAL     ] Loaded configuration for ETX: 1 features, 50.0% accuracy
[2025-11-25T10:55:27.411296] [DEBUG] [LOCAL     ] Loaded configuration for LZB: 2 features, 80.0% accuracy
[2025-11-25T10:55:27.411377] [DEBUG] [LOCAL     ] Loaded configuration for IDE: 1 features, 60.0% accuracy
[2025-11-25T10:55:27.411661] [DEBUG] [LOCAL     ] Loaded configuration for PLNT: 0 features, 60.0% accuracy
[2025-11-25T10:55:27.411754] [DEBUG] [LOCAL     ] Loaded configuration for NUW: 1 features, 60.0% accuracy
[2025-11-25T10:55:27.412018] [DEBUG] [LOCAL     ] Loaded configuration for JBL: 5 features, 70.0% accuracy
[2025-11-25T10:55:27.412311] [DEBUG] [LOCAL     ] Loaded configuration for FUN: 3 features, 80.0% accuracy
[2025-11-25T10:55:27.412589] [DEBUG] [LOCAL     ] Loaded configuration for CTO: 3 features, 70.0% accuracy
[2025-11-25T10:55:27.412706] [DEBUG] [LOCAL     ] Loaded configuration for ECC: 3 features, 50.0% accuracy
[2025-11-25T10:55:27.413020] [DEBUG] [LOCAL     ] Loaded configuration for BG: 3 features, 70.0% accuracy
[2025-11-25T10:55:27.413112] [DEBUG] [LOCAL     ] Loaded configuration for KTF: 3 features, 80.0% accuracy
[2025-11-25T10:55:27.413386] [DEBUG] [LOCAL     ] Loaded configuration for TSQ: 3 features, 100.0% accuracy
[2025-11-25T10:55:27.413474] [DEBUG] [LOCAL     ] Loaded configuration for CNC: 2 features, 70.0% accuracy
[2025-11-25T10:55:27.413732] [DEBUG] [LOCAL     ] Loaded configuration for LZM: 3 features, 80.0% accuracy
[2025-11-25T10:55:27.414015] [DEBUG] [LOCAL     ] Loaded configuration for ATGE: 0 features, 60.0% accuracy
[2025-11-25T10:55:27.414104] [DEBUG] [LOCAL     ] Loaded configuration for BXMX: 6 features, 80.0% accuracy
[2025-11-25T10:55:27.414365] [DEBUG] [LOCAL     ] Loaded configuration for AQN: 4 features, 70.0% accuracy
[2025-11-25T10:55:27.414678] [DEBUG] [LOCAL     ] Loaded configuration for RYI: 4 features, 70.0% accuracy
[2025-11-25T10:55:27.414947] [DEBUG] [LOCAL     ] Loaded configuration for HPE: 0 features, 90.0% accuracy
[2025-11-25T10:55:27.415215] [DEBUG] [LOCAL     ] Loaded configuration for MSGS: 2 features, 90.0% accuracy
[2025-11-25T10:55:27.415304] [DEBUG] [LOCAL     ] Loaded configuration for VTLE: 2 features, 60.0% accuracy
[2025-11-25T10:55:27.415678] [DEBUG] [LOCAL     ] Loaded configuration for CRH: 0 features, 70.0% accuracy
[2025-11-25T10:55:27.416020] [DEBUG] [LOCAL     ] Loaded configuration for GHM: 1 features, 80.0% accuracy
[2025-11-25T10:55:27.416340] [DEBUG] [LOCAL     ] Loaded configuration for DAC: 0 features, 50.0% accuracy
[2025-11-25T10:55:27.416625] [DEBUG] [LOCAL     ] Loaded configuration for AFL: 5 features, 70.0% accuracy
[2025-11-25T10:55:27.417001] [DEBUG] [LOCAL     ] Loaded configuration for LMND: 3 features, 80.0% accuracy
[2025-11-25T10:55:27.417120] [DEBUG] [LOCAL     ] Loaded configuration for BIPH: 2 features, 90.0% accuracy
[2025-11-25T10:55:27.417200] [DEBUG] [LOCAL     ] Loaded configuration for RMT: 2 features, 90.0% accuracy
[2025-11-25T10:55:27.417277] [DEBUG] [LOCAL     ] Loaded configuration for BJ: 4 features, 80.0% accuracy
[2025-11-25T10:55:27.417603] [DEBUG] [LOCAL     ] Loaded configuration for BARK: 4 features, 70.0% accuracy
[2025-11-25T10:55:27.417942] [DEBUG] [LOCAL     ] Loaded configuration for SQNS: 5 features, 90.0% accuracy
[2025-11-25T10:55:27.418029] [DEBUG] [LOCAL     ] Loaded configuration for CNK: 3 features, 90.0% accuracy
[2025-11-25T10:55:27.418108] [DEBUG] [LOCAL     ] Loaded configuration for STEM: 3 features, 100.0% accuracy
[2025-11-25T10:55:27.418186] [DEBUG] [LOCAL     ] Loaded configuration for FIHL: 3 features, 60.0% accuracy
[2025-11-25T10:55:27.418493] [DEBUG] [LOCAL     ] Loaded configuration for HLF: 2 features, 70.0% accuracy
[2025-11-25T10:55:27.418811] [DEBUG] [LOCAL     ] Loaded configuration for BDN: 1 features, 80.0% accuracy
[2025-11-25T10:55:27.419129] [DEBUG] [LOCAL     ] Loaded configuration for VOC: 2 features, 90.0% accuracy
[2025-11-25T10:55:27.419409] [DEBUG] [LOCAL     ] Loaded configuration for HLIO: 2 features, 60.0% accuracy
[2025-11-25T10:55:27.420420] [DEBUG] [LOCAL     ] Loaded configuration for SNV: 2 features, 80.0% accuracy
[2025-11-25T10:55:27.420757] [DEBUG] [LOCAL     ] Loaded configuration for XOM: 0 features, 70.0% accuracy
[2025-11-25T10:55:27.420845] [DEBUG] [LOCAL     ] Loaded configuration for FVRR: 2 features, 90.0% accuracy
[2025-11-25T10:55:27.420938] [DEBUG] [LOCAL     ] Loaded configuration for UAA: 4 features, 80.0% accuracy
[2025-11-25T10:55:27.421226] [DEBUG] [LOCAL     ] Loaded configuration for DCO: 2 features, 60.0% accuracy
[2025-11-25T10:55:27.421314] [DEBUG] [LOCAL     ] Loaded configuration for BGS: 3 features, 80.0% accuracy
[2025-11-25T10:55:27.421637] [DEBUG] [LOCAL     ] Loaded configuration for PSTG: 3 features, 70.0% accuracy
[2025-11-25T10:55:27.421952] [DEBUG] [LOCAL     ] Loaded configuration for HUN: 2 features, 70.0% accuracy
[2025-11-25T10:55:27.422229] [DEBUG] [LOCAL     ] Loaded configuration for RNST: 2 features, 70.0% accuracy
[2025-11-25T10:55:27.422523] [DEBUG] [LOCAL     ] Loaded configuration for ALEX: 4 features, 70.0% accuracy
[2025-11-25T10:55:27.422818] [DEBUG] [LOCAL     ] Loaded configuration for BE: 0 features, 80.0% accuracy
[2025-11-25T10:55:27.423098] [DEBUG] [LOCAL     ] Loaded configuration for PATH: 0 features, 60.0% accuracy
[2025-11-25T10:55:27.424173] [DEBUG] [LOCAL     ] Loaded configuration for VEL: 3 features, 70.0% accuracy
[2025-11-25T10:55:27.424445] [DEBUG] [LOCAL     ] Loaded configuration for NOC: 1 features, 50.0% accuracy
[2025-11-25T10:55:27.424535] [DEBUG] [LOCAL     ] Loaded configuration for GUG: 1 features, 60.0% accuracy
[2025-11-25T10:55:27.424821] [DEBUG] [LOCAL     ] Loaded configuration for TX: 3 features, 80.0% accuracy
[2025-11-25T10:55:27.425093] [DEBUG] [LOCAL     ] Loaded configuration for KN: 1 features, 80.0% accuracy
[2025-11-25T10:55:27.425182] [DEBUG] [LOCAL     ] Loaded configuration for EVC: 1 features, 70.0% accuracy
[2025-11-25T10:55:27.425444] [DEBUG] [LOCAL     ] Loaded configuration for RSKD: 4 features, 80.0% accuracy
[2025-11-25T10:55:27.425533] [DEBUG] [LOCAL     ] Loaded configuration for NAT: 3 features, 80.0% accuracy
[2025-11-25T10:55:27.425614] [DEBUG] [LOCAL     ] Loaded configuration for ARES: 4 features, 90.0% accuracy
[2025-11-25T10:55:27.425918] [DEBUG] [LOCAL     ] Loaded configuration for BMY: 2 features, 90.0% accuracy
[2025-11-25T10:55:27.426200] [DEBUG] [LOCAL     ] Loaded configuration for BBD: 1 features, 60.0% accuracy
[2025-11-25T10:55:27.426481] [DEBUG] [LOCAL     ] Loaded configuration for EDN: 4 features, 90.0% accuracy
[2025-11-25T10:55:27.426766] [DEBUG] [LOCAL     ] Loaded configuration for NVT: 3 features, 80.0% accuracy
[2025-11-25T10:55:27.427669] [DEBUG] [LOCAL     ] Loaded configuration for SPCE: 1 features, 80.0% accuracy
[2025-11-25T10:55:27.427956] [DEBUG] [LOCAL     ] Loaded configuration for TS: 2 features, 100.0% accuracy
[2025-11-25T10:55:27.428226] [DEBUG] [LOCAL     ] Loaded configuration for ENR: 2 features, 80.0% accuracy
[2025-11-25T10:55:27.428316] [DEBUG] [LOCAL     ] Loaded configuration for GTES: 1 features, 70.0% accuracy
[2025-11-25T10:55:27.428633] [DEBUG] [LOCAL     ] Loaded configuration for WDH: 4 features, 80.0% accuracy
[2025-11-25T10:55:27.428990] [DEBUG] [LOCAL     ] Loaded configuration for HIG: 2 features, 80.0% accuracy
[2025-11-25T10:55:27.429288] [DEBUG] [LOCAL     ] Loaded configuration for NOTE: 1 features, 80.0% accuracy
[2025-11-25T10:55:27.429665] [DEBUG] [LOCAL     ] Loaded configuration for TPZ: 3 features, 80.0% accuracy
[2025-11-25T10:55:27.429755] [DEBUG] [LOCAL     ] Loaded configuration for AMR: 2 features, 80.0% accuracy
[2025-11-25T10:55:27.430050] [DEBUG] [LOCAL     ] Loaded configuration for PHR: 4 features, 90.0% accuracy
[2025-11-25T10:55:27.430323] [DEBUG] [LOCAL     ] Loaded configuration for ALE: 2 features, 80.0% accuracy
[2025-11-25T10:55:27.430597] [DEBUG] [LOCAL     ] Loaded configuration for ANF: 4 features, 100.0% accuracy
[2025-11-25T10:55:27.430899] [DEBUG] [LOCAL     ] Loaded configuration for ICE: 4 features, 90.0% accuracy
[2025-11-25T10:55:27.430987] [DEBUG] [LOCAL     ] Loaded configuration for IHS: 1 features, 90.0% accuracy
[2025-11-25T10:55:27.431247] [DEBUG] [LOCAL     ] Loaded configuration for MT: 1 features, 60.0% accuracy
[2025-11-25T10:55:27.431334] [DEBUG] [LOCAL     ] Loaded configuration for ZETA: 1 features, 90.0% accuracy
[2025-11-25T10:55:27.431411] [DEBUG] [LOCAL     ] Loaded configuration for ABG: 1 features, 80.0% accuracy
[2025-11-25T10:55:27.431489] [DEBUG] [LOCAL     ] Loaded configuration for DRD: 4 features, 80.0% accuracy
[2025-11-25T10:55:27.431748] [DEBUG] [LOCAL     ] Loaded configuration for FIGS: 5 features, 90.0% accuracy
[2025-11-25T10:55:27.432013] [DEBUG] [LOCAL     ] Loaded configuration for FNB: 2 features, 70.0% accuracy
[2025-11-25T10:55:27.432340] [DEBUG] [LOCAL     ] Loaded configuration for EFT: 0 features, 70.0% accuracy
[2025-11-25T10:55:27.432623] [DEBUG] [LOCAL     ] Loaded configuration for TVC: 1 features, 80.0% accuracy
[2025-11-25T10:55:27.432908] [DEBUG] [LOCAL     ] Loaded configuration for WIT: 4 features, 90.0% accuracy
[2025-11-25T10:55:27.432998] [DEBUG] [LOCAL     ] Loaded configuration for ETG: 3 features, 90.0% accuracy
[2025-11-25T10:55:27.433278] [DEBUG] [LOCAL     ] Loaded configuration for LII: 2 features, 90.0% accuracy
[2025-11-25T10:55:27.433593] [DEBUG] [LOCAL     ] Loaded configuration for SYY: 3 features, 80.0% accuracy
[2025-11-25T10:55:27.433902] [DEBUG] [LOCAL     ] Loaded configuration for HLT: 2 features, 90.0% accuracy
[2025-11-25T10:55:27.434356] [DEBUG] [LOCAL     ] Loaded configuration for HESM: 3 features, 70.0% accuracy
[2025-11-25T10:55:27.435428] [DEBUG] [LOCAL     ] Loaded configuration for PCF: 1 features, 60.0% accuracy
[2025-11-25T10:55:27.435751] [DEBUG] [LOCAL     ] Loaded configuration for F: 0 features, 70.0% accuracy
[2025-11-25T10:55:27.435839] [DEBUG] [LOCAL     ] Loaded configuration for IVR: 2 features, 70.0% accuracy
[2025-11-25T10:55:27.436115] [DEBUG] [LOCAL     ] Loaded configuration for ASBA: 4 features, 80.0% accuracy
[2025-11-25T10:55:27.436400] [DEBUG] [LOCAL     ] Loaded configuration for CTRE: 6 features, 90.0% accuracy
[2025-11-25T10:55:27.436715] [DEBUG] [LOCAL     ] Loaded configuration for THG: 2 features, 60.0% accuracy
[2025-11-25T10:55:27.436805] [DEBUG] [LOCAL     ] Loaded configuration for ORC: 0 features, 80.0% accuracy
[2025-11-25T10:55:27.437116] [DEBUG] [LOCAL     ] Loaded configuration for PH: 5 features, 60.0% accuracy
[2025-11-25T10:55:27.437449] [DEBUG] [LOCAL     ] Loaded configuration for BTI: 1 features, 80.0% accuracy
[2025-11-25T10:55:27.437733] [DEBUG] [LOCAL     ] Loaded configuration for DTM: 1 features, 60.0% accuracy
[2025-11-25T10:55:27.437838] [DEBUG] [LOCAL     ] Loaded configuration for BBVA: 2 features, 80.0% accuracy
[2025-11-25T10:55:27.438115] [DEBUG] [LOCAL     ] Loaded configuration for GHG: 3 features, 70.0% accuracy
[2025-11-25T10:55:27.438429] [DEBUG] [LOCAL     ] Loaded configuration for SCS: 1 features, 60.0% accuracy
[2025-11-25T10:55:27.438722] [DEBUG] [LOCAL     ] Loaded configuration for IIM: 3 features, 70.0% accuracy
[2025-11-25T10:55:27.439031] [DEBUG] [LOCAL     ] Loaded configuration for AEFC: 1 features, 80.0% accuracy
[2025-11-25T10:55:27.439340] [DEBUG] [LOCAL     ] Loaded configuration for BRSP: 2 features, 80.0% accuracy
[2025-11-25T10:55:27.439605] [DEBUG] [LOCAL     ] Loaded configuration for SEM: 3 features, 80.0% accuracy
[2025-11-25T10:55:27.439907] [DEBUG] [LOCAL     ] Loaded configuration for SOJC: 3 features, 100.0% accuracy
[2025-11-25T10:55:27.440172] [DEBUG] [LOCAL     ] Loaded configuration for ARDC: 2 features, 60.0% accuracy
[2025-11-25T10:55:27.440443] [DEBUG] [LOCAL     ] Loaded configuration for VSH: 4 features, 80.0% accuracy
[2025-11-25T10:55:27.440770] [DEBUG] [LOCAL     ] Loaded configuration for BCSF: 1 features, 60.0% accuracy
[2025-11-25T10:55:27.441116] [DEBUG] [LOCAL     ] Loaded configuration for STEW: 2 features, 80.0% accuracy
[2025-11-25T10:55:27.441388] [DEBUG] [LOCAL     ] Loaded configuration for NVO: 3 features, 100.0% accuracy
[2025-11-25T10:55:27.441674] [DEBUG] [LOCAL     ] Loaded configuration for AES: 3 features, 80.0% accuracy
[2025-11-25T10:55:27.441939] [DEBUG] [LOCAL     ] Loaded configuration for BEPH: 0 features, 80.0% accuracy
[2025-11-25T10:55:27.442250] [DEBUG] [LOCAL     ] Loaded configuration for HVT: 5 features, 90.0% accuracy
[2025-11-25T10:55:27.442563] [DEBUG] [LOCAL     ] Loaded configuration for IAE: 2 features, 60.0% accuracy
[2025-11-25T10:55:27.442883] [DEBUG] [LOCAL     ] Loaded configuration for NGG: 0 features, 80.0% accuracy
[2025-11-25T10:55:27.443152] [DEBUG] [LOCAL     ] Loaded configuration for AIZ: 1 features, 50.0% accuracy
[2025-11-25T10:55:27.443463] [DEBUG] [LOCAL     ] Loaded configuration for DFH: 2 features, 60.0% accuracy
[2025-11-25T10:55:27.443733] [DEBUG] [LOCAL     ] Loaded configuration for WPM: 3 features, 50.0% accuracy
[2025-11-25T10:55:27.444044] [DEBUG] [LOCAL     ] Loaded configuration for VPG: 2 features, 80.0% accuracy
[2025-11-25T10:55:27.444132] [DEBUG] [LOCAL     ] Loaded configuration for CR: 3 features, 80.0% accuracy
[2025-11-25T10:55:27.444397] [DEBUG] [LOCAL     ] Loaded configuration for CHMI: 4 features, 80.0% accuracy
[2025-11-25T10:55:27.444681] [DEBUG] [LOCAL     ] Loaded configuration for UTI: 1 features, 70.0% accuracy
[2025-11-25T10:55:27.444957] [DEBUG] [LOCAL     ] Loaded configuration for QS: 2 features, 80.0% accuracy
[2025-11-25T10:55:27.445260] [DEBUG] [LOCAL     ] Loaded configuration for KR: 2 features, 80.0% accuracy
[2025-11-25T10:55:27.446044] [DEBUG] [LOCAL     ] Loaded configuration for VTOL: 2 features, 70.0% accuracy
[2025-11-25T10:55:27.446328] [DEBUG] [LOCAL     ] Loaded configuration for MPC: 1 features, 80.0% accuracy
[2025-11-25T10:55:27.446416] [DEBUG] [LOCAL     ] Loaded configuration for GEF: 1 features, 60.0% accuracy
[2025-11-25T10:55:27.446499] [DEBUG] [LOCAL     ] Loaded configuration for CHD: 4 features, 60.0% accuracy
[2025-11-25T10:55:27.446576] [DEBUG] [LOCAL     ] Loaded configuration for PVL: 1 features, 100.0% accuracy
[2025-11-25T10:55:27.446672] [DEBUG] [LOCAL     ] Loaded configuration for PINE: 3 features, 80.0% accuracy
[2025-11-25T10:55:27.446749] [DEBUG] [LOCAL     ] Loaded configuration for BORR: 2 features, 80.0% accuracy
[2025-11-25T10:55:27.447065] [DEBUG] [LOCAL     ] Loaded configuration for GBAB: 4 features, 90.0% accuracy
[2025-11-25T10:55:27.447169] [DEBUG] [LOCAL     ] Loaded configuration for FDS: 4 features, 80.0% accuracy
[2025-11-25T10:55:27.447499] [DEBUG] [LOCAL     ] Loaded configuration for PINS: 2 features, 60.0% accuracy
[2025-11-25T10:55:27.447604] [DEBUG] [LOCAL     ] Loaded configuration for FUBO: 2 features, 70.0% accuracy
[2025-11-25T10:55:27.448079] [DEBUG] [LOCAL     ] Loaded configuration for NEU: 1 features, 60.0% accuracy
[2025-11-25T10:55:27.448169] [DEBUG] [LOCAL     ] Loaded configuration for WST: 2 features, 80.0% accuracy
[2025-11-25T10:55:27.448247] [DEBUG] [LOCAL     ] Loaded configuration for IGI: 2 features, 60.0% accuracy
[2025-11-25T10:55:27.448326] [DEBUG] [LOCAL     ] Loaded configuration for XPER: 3 features, 60.0% accuracy
[2025-11-25T10:55:27.448404] [DEBUG] [LOCAL     ] Loaded configuration for TAL: 3 features, 80.0% accuracy
[2025-11-25T10:55:27.448497] [DEBUG] [LOCAL     ] Loaded configuration for SIG: 3 features, 70.0% accuracy
[2025-11-25T10:55:27.448588] [DEBUG] [LOCAL     ] Loaded configuration for AB: 2 features, 80.0% accuracy
[2025-11-25T10:55:27.448940] [DEBUG] [LOCAL     ] Loaded configuration for MNR: 2 features, 80.0% accuracy
[2025-11-25T10:55:27.449262] [DEBUG] [LOCAL     ] Loaded configuration for CBZ: 2 features, 80.0% accuracy
[2025-11-25T10:55:27.450239] [DEBUG] [LOCAL     ] Loaded configuration for SN: 2 features, 70.0% accuracy
[2025-11-25T10:55:27.450563] [DEBUG] [LOCAL     ] Loaded configuration for NTR: 3 features, 70.0% accuracy
[2025-11-25T10:55:27.450675] [DEBUG] [LOCAL     ] Loaded configuration for FND: 3 features, 70.0% accuracy
[2025-11-25T10:55:27.450766] [DEBUG] [LOCAL     ] Loaded configuration for PACK: 3 features, 80.0% accuracy
[2025-11-25T10:55:27.451049] [DEBUG] [LOCAL     ] Loaded configuration for GRX: 6 features, 90.0% accuracy
[2025-11-25T10:55:27.451313] [DEBUG] [LOCAL     ] Loaded configuration for EIG: 2 features, 80.0% accuracy
[2025-11-25T10:55:27.451596] [DEBUG] [LOCAL     ] Loaded configuration for HCA: 2 features, 70.0% accuracy
[2025-11-25T10:55:27.451937] [DEBUG] [LOCAL     ] Loaded configuration for CMSD: 6 features, 100.0% accuracy
[2025-11-25T10:55:27.452027] [DEBUG] [LOCAL     ] Loaded configuration for TEF: 1 features, 70.0% accuracy
[2025-11-25T10:55:27.452331] [DEBUG] [LOCAL     ] Loaded configuration for CI: 2 features, 80.0% accuracy
[2025-11-25T10:55:27.452586] [DEBUG] [LOCAL     ] Loaded configuration for CPRI: 2 features, 70.0% accuracy
[2025-11-25T10:55:27.452876] [DEBUG] [LOCAL     ] Loaded configuration for KIO: 2 features, 60.0% accuracy
[2025-11-25T10:55:27.453928] [DEBUG] [LOCAL     ] Loaded configuration for PNC: 3 features, 60.0% accuracy
[2025-11-25T10:55:27.454210] [DEBUG] [LOCAL     ] Loaded configuration for AEG: 1 features, 60.0% accuracy
[2025-11-25T10:55:27.454299] [DEBUG] [LOCAL     ] Loaded configuration for CAAP: 0 features, 70.0% accuracy
[2025-11-25T10:55:27.454388] [DEBUG] [LOCAL     ] Loaded configuration for JPC: 3 features, 70.0% accuracy
[2025-11-25T10:55:27.454681] [DEBUG] [LOCAL     ] Loaded configuration for FSS: 5 features, 70.0% accuracy
[2025-11-25T10:55:27.454957] [DEBUG] [LOCAL     ] Loaded configuration for SHO: 1 features, 70.0% accuracy
[2025-11-25T10:55:27.455268] [DEBUG] [LOCAL     ] Loaded configuration for HI: 4 features, 70.0% accuracy
[2025-11-25T10:55:27.455536] [DEBUG] [LOCAL     ] Loaded configuration for MXF: 3 features, 80.0% accuracy
[2025-11-25T10:55:27.455823] [DEBUG] [LOCAL     ] Loaded configuration for VIPS: 2 features, 60.0% accuracy
[2025-11-25T10:55:27.455915] [DEBUG] [LOCAL     ] Loaded configuration for FMX: 6 features, 80.0% accuracy
[2025-11-25T10:55:27.455994] [DEBUG] [LOCAL     ] Loaded configuration for BFH: 3 features, 80.0% accuracy
[2025-11-25T10:55:27.456259] [DEBUG] [LOCAL     ] Loaded configuration for OBDC: 3 features, 90.0% accuracy
[2025-11-25T10:55:27.456347] [DEBUG] [LOCAL     ] Loaded configuration for SUZ: 5 features, 90.0% accuracy
[2025-11-25T10:55:27.456635] [DEBUG] [LOCAL     ] Loaded configuration for MKC: 2 features, 80.0% accuracy
[2025-11-25T10:55:27.456912] [DEBUG] [LOCAL     ] Loaded configuration for PPT: 2 features, 90.0% accuracy
[2025-11-25T10:55:27.456999] [DEBUG] [LOCAL     ] Loaded configuration for SJT: 3 features, 90.0% accuracy
[2025-11-25T10:55:27.457101] [DEBUG] [LOCAL     ] Loaded configuration for LYB: 6 features, 90.0% accuracy
[2025-11-25T10:55:27.457379] [DEBUG] [LOCAL     ] Loaded configuration for AN: 2 features, 80.0% accuracy
[2025-11-25T10:55:27.457665] [DEBUG] [LOCAL     ] Loaded configuration for FT: 3 features, 80.0% accuracy
[2025-11-25T10:55:27.457985] [DEBUG] [LOCAL     ] Loaded configuration for THR: 2 features, 100.0% accuracy
[2025-11-25T10:55:27.458298] [DEBUG] [LOCAL     ] Loaded configuration for TFII: 2 features, 100.0% accuracy
[2025-11-25T10:55:27.458570] [DEBUG] [LOCAL     ] Loaded configuration for OFG: 1 features, 70.0% accuracy
[2025-11-25T10:55:27.458871] [DEBUG] [LOCAL     ] Loaded configuration for AXR: 1 features, 70.0% accuracy
[2025-11-25T10:55:27.458967] [DEBUG] [LOCAL     ] Loaded configuration for WHR: 2 features, 80.0% accuracy
[2025-11-25T10:55:27.459047] [DEBUG] [LOCAL     ] Loaded configuration for BRBR: 4 features, 70.0% accuracy
[2025-11-25T10:55:27.459321] [DEBUG] [LOCAL     ] Loaded configuration for CYH: 1 features, 70.0% accuracy
[2025-11-25T10:55:27.459589] [DEBUG] [LOCAL     ] Loaded configuration for AAP: 0 features, 70.0% accuracy
[2025-11-25T10:55:27.459891] [DEBUG] [LOCAL     ] Loaded configuration for LRN: 3 features, 50.0% accuracy
[2025-11-25T10:55:27.460141] [DEBUG] [LOCAL     ] Loaded configuration for WNC: 1 features, 70.0% accuracy
[2025-11-25T10:55:27.460395] [DEBUG] [LOCAL     ] Loaded configuration for HNI: 1 features, 60.0% accuracy
[2025-11-25T10:55:27.460669] [DEBUG] [LOCAL     ] Loaded configuration for LHX: 4 features, 90.0% accuracy
[2025-11-25T10:55:27.460974] [DEBUG] [LOCAL     ] Loaded configuration for AM: 2 features, 80.0% accuracy
[2025-11-25T10:55:27.461250] [DEBUG] [LOCAL     ] Loaded configuration for JGH: 3 features, 50.0% accuracy
[2025-11-25T10:55:27.461540] [DEBUG] [LOCAL     ] Loaded configuration for SBSI: 2 features, 80.0% accuracy
[2025-11-25T10:55:27.461844] [DEBUG] [LOCAL     ] Loaded configuration for MQT: 2 features, 70.0% accuracy
[2025-11-25T10:55:27.461934] [DEBUG] [LOCAL     ] Loaded configuration for ENS: 2 features, 70.0% accuracy
[2025-11-25T10:55:27.462190] [DEBUG] [LOCAL     ] Loaded configuration for YALA: 2 features, 80.0% accuracy
[2025-11-25T10:55:27.462278] [DEBUG] [LOCAL     ] Loaded configuration for WSM: 1 features, 60.0% accuracy
[2025-11-25T10:55:27.462523] [DEBUG] [LOCAL     ] Loaded configuration for COR: 4 features, 90.0% accuracy
[2025-11-25T10:55:27.462911] [DEBUG] [LOCAL     ] Loaded configuration for NOA: 3 features, 80.0% accuracy
[2025-11-25T10:55:27.463207] [DEBUG] [LOCAL     ] Loaded configuration for YUMC: 2 features, 90.0% accuracy
[2025-11-25T10:55:27.463468] [DEBUG] [LOCAL     ] Loaded configuration for GES: 1 features, 70.0% accuracy
[2025-11-25T10:55:27.463565] [DEBUG] [LOCAL     ] Loaded configuration for ALB: 3 features, 90.0% accuracy
[2025-11-25T10:55:27.463901] [DEBUG] [LOCAL     ] Loaded configuration for REVG: 4 features, 90.0% accuracy
[2025-11-25T10:55:27.463993] [DEBUG] [LOCAL     ] Loaded configuration for TEX: 3 features, 90.0% accuracy
[2025-11-25T10:55:27.464072] [DEBUG] [LOCAL     ] Loaded configuration for NOAH: 3 features, 80.0% accuracy
[2025-11-25T10:55:27.464362] [DEBUG] [LOCAL     ] Loaded configuration for IGR: 3 features, 90.0% accuracy
[2025-11-25T10:55:27.464452] [DEBUG] [LOCAL     ] Loaded configuration for DT: 2 features, 70.0% accuracy
[2025-11-25T10:55:27.464726] [DEBUG] [LOCAL     ] Loaded configuration for ASG: 3 features, 80.0% accuracy
[2025-11-25T10:55:27.465002] [DEBUG] [LOCAL     ] Loaded configuration for APOS: 1 features, 70.0% accuracy
[2025-11-25T10:55:27.465313] [DEBUG] [LOCAL     ] Loaded configuration for BB: 1 features, 80.0% accuracy
[2025-11-25T10:55:27.465402] [DEBUG] [LOCAL     ] Loaded configuration for CXT: 1 features, 90.0% accuracy
[2025-11-25T10:55:27.465683] [DEBUG] [LOCAL     ] Loaded configuration for RRC: 4 features, 70.0% accuracy
[2025-11-25T10:55:27.465997] [DEBUG] [LOCAL     ] Loaded configuration for SPOT: 1 features, 70.0% accuracy
[2025-11-25T10:55:27.466270] [DEBUG] [LOCAL     ] Loaded configuration for DSX: 4 features, 80.0% accuracy
[2025-11-25T10:55:27.466520] [DEBUG] [LOCAL     ] Loaded configuration for BCS: 2 features, 80.0% accuracy
[2025-11-25T10:55:27.466790] [DEBUG] [LOCAL     ] Loaded configuration for EVT: 4 features, 80.0% accuracy
[2025-11-25T10:55:27.467098] [DEBUG] [LOCAL     ] Loaded configuration for AGRO: 1 features, 80.0% accuracy
[2025-11-25T10:55:27.467410] [DEBUG] [LOCAL     ] Loaded configuration for MTX: 3 features, 60.0% accuracy
[2025-11-25T10:55:27.467688] [DEBUG] [LOCAL     ] Loaded configuration for DPG: 2 features, 70.0% accuracy
[2025-11-25T10:55:27.467966] [DEBUG] [LOCAL     ] Loaded configuration for CWK: 2 features, 70.0% accuracy
[2025-11-25T10:55:27.468227] [DEBUG] [LOCAL     ] Loaded configuration for FSK: 1 features, 70.0% accuracy
[2025-11-25T10:55:27.468535] [DEBUG] [LOCAL     ] Loaded configuration for PNI: 7 features, 80.0% accuracy
[2025-11-25T10:55:27.468824] [DEBUG] [LOCAL     ] Loaded configuration for RAMP: 4 features, 70.0% accuracy
[2025-11-25T10:55:27.469104] [DEBUG] [LOCAL     ] Loaded configuration for FBK: 5 features, 80.0% accuracy
[2025-11-25T10:55:27.469356] [DEBUG] [LOCAL     ] Loaded configuration for FOUR: 2 features, 60.0% accuracy
[2025-11-25T10:55:27.469445] [DEBUG] [LOCAL     ] Loaded configuration for MUFG: 2 features, 80.0% accuracy
[2025-11-25T10:55:27.469725] [DEBUG] [LOCAL     ] Loaded configuration for RBA: 3 features, 70.0% accuracy
[2025-11-25T10:55:27.469990] [DEBUG] [LOCAL     ] Loaded configuration for RH: 2 features, 80.0% accuracy
[2025-11-25T10:55:27.470077] [DEBUG] [LOCAL     ] Loaded configuration for JXN: 2 features, 70.0% accuracy
[2025-11-25T10:55:27.470326] [DEBUG] [LOCAL     ] Loaded configuration for EVEX: 4 features, 80.0% accuracy
[2025-11-25T10:55:27.470636] [DEBUG] [LOCAL     ] Loaded configuration for WLK: 5 features, 80.0% accuracy
[2025-11-25T10:55:27.470917] [DEBUG] [LOCAL     ] Loaded configuration for TNL: 1 features, 90.0% accuracy
[2025-11-25T10:55:27.471007] [DEBUG] [LOCAL     ] Loaded configuration for MPLX: 0 features, 50.0% accuracy
[2025-11-25T10:55:27.471307] [DEBUG] [LOCAL     ] Loaded configuration for PBA: 4 features, 70.0% accuracy
[2025-11-25T10:55:27.471570] [DEBUG] [LOCAL     ] Loaded configuration for EVN: 1 features, 90.0% accuracy
[2025-11-25T10:55:27.471899] [DEBUG] [LOCAL     ] Loaded configuration for DDS: 2 features, 80.0% accuracy
[2025-11-25T10:55:27.471989] [DEBUG] [LOCAL     ] Loaded configuration for KD: 6 features, 80.0% accuracy
[2025-11-25T10:55:27.472238] [DEBUG] [LOCAL     ] Loaded configuration for RHI: 2 features, 90.0% accuracy
[2025-11-25T10:55:27.472728] [DEBUG] [LOCAL     ] Loaded configuration for VALE: 3 features, 100.0% accuracy
[2025-11-25T10:55:27.473033] [DEBUG] [LOCAL     ] Loaded configuration for WCN: 0 features, 50.0% accuracy
[2025-11-25T10:55:27.473297] [DEBUG] [LOCAL     ] Loaded configuration for TSE: 5 features, 90.0% accuracy
[2025-11-25T10:55:27.473609] [DEBUG] [LOCAL     ] Loaded configuration for KBH: 1 features, 80.0% accuracy
[2025-11-25T10:55:27.473949] [DEBUG] [LOCAL     ] Loaded configuration for AIV: 0 features, 80.0% accuracy
[2025-11-25T10:55:27.474213] [DEBUG] [LOCAL     ] Loaded configuration for LAD: 2 features, 70.0% accuracy
[2025-11-25T10:55:27.474303] [DEBUG] [LOCAL     ] Loaded configuration for CHT: 2 features, 70.0% accuracy
[2025-11-25T10:55:27.474606] [DEBUG] [LOCAL     ] Loaded configuration for KMI: 2 features, 70.0% accuracy
[2025-11-25T10:55:27.474900] [DEBUG] [LOCAL     ] Loaded configuration for PRM: 2 features, 70.0% accuracy
[2025-11-25T10:55:27.476544] [DEBUG] [LOCAL     ] Loaded configuration for MUJ: 1 features, 70.0% accuracy
[2025-11-25T10:55:27.476823] [DEBUG] [LOCAL     ] Loaded configuration for PARR: 2 features, 90.0% accuracy
[2025-11-25T10:55:27.477263] [DEBUG] [LOCAL     ] Loaded configuration for MAX: 1 features, 70.0% accuracy
[2025-11-25T10:55:27.478346] [DEBUG] [LOCAL     ] Loaded configuration for PSO: 3 features, 70.0% accuracy
[2025-11-25T10:55:27.478445] [DEBUG] [LOCAL     ] Loaded configuration for AMBP: 1 features, 80.0% accuracy
[2025-11-25T10:55:27.478756] [DEBUG] [LOCAL     ] Loaded configuration for CDE: 2 features, 80.0% accuracy
[2025-11-25T10:55:27.478849] [DEBUG] [LOCAL     ] Loaded configuration for MFA: 2 features, 80.0% accuracy
[2025-11-25T10:55:27.479111] [DEBUG] [LOCAL     ] Loaded configuration for ENOV: 3 features, 100.0% accuracy
[2025-11-25T10:55:27.479434] [DEBUG] [LOCAL     ] Loaded configuration for ATI: 1 features, 80.0% accuracy
[2025-11-25T10:55:27.479768] [DEBUG] [LOCAL     ] Loaded configuration for CMP: 1 features, 80.0% accuracy
[2025-11-25T10:55:27.480050] [DEBUG] [LOCAL     ] Loaded configuration for ONON: 4 features, 80.0% accuracy
[2025-11-25T10:55:27.480341] [DEBUG] [LOCAL     ] Loaded configuration for NEA: 3 features, 60.0% accuracy
[2025-11-25T10:55:27.480432] [DEBUG] [LOCAL     ] Loaded configuration for SONY: 1 features, 50.0% accuracy
[2025-11-25T10:55:27.480764] [DEBUG] [LOCAL     ] Loaded configuration for MAN: 1 features, 60.0% accuracy
[2025-11-25T10:55:27.481054] [DEBUG] [LOCAL     ] Loaded configuration for TAC: 1 features, 70.0% accuracy
[2025-11-25T10:55:27.482107] [DEBUG] [LOCAL     ] Loaded configuration for MATX: 1 features, 90.0% accuracy
[2025-11-25T10:55:27.482473] [DEBUG] [LOCAL     ] Loaded configuration for STRV: 3 features, 90.0% accuracy
[2025-11-25T10:55:27.482746] [DEBUG] [LOCAL     ] Loaded configuration for VSTS: 3 features, 90.0% accuracy
[2025-11-25T10:55:27.482839] [DEBUG] [LOCAL     ] Loaded configuration for BV: 2 features, 80.0% accuracy
[2025-11-25T10:55:27.483151] [DEBUG] [LOCAL     ] Loaded configuration for SLG: 4 features, 80.0% accuracy
[2025-11-25T10:55:27.483509] [DEBUG] [LOCAL     ] Loaded configuration for EQBK: 2 features, 80.0% accuracy
[2025-11-25T10:55:27.483780] [DEBUG] [LOCAL     ] Loaded configuration for HGTY: 2 features, 80.0% accuracy
[2025-11-25T10:55:27.484050] [DEBUG] [LOCAL     ] Loaded configuration for OLN: 1 features, 70.0% accuracy
[2025-11-25T10:55:27.484375] [DEBUG] [LOCAL     ] Loaded configuration for DAN: 3 features, 70.0% accuracy
[2025-11-25T10:55:27.484670] [DEBUG] [LOCAL     ] Loaded configuration for USA: 5 features, 80.0% accuracy
[2025-11-25T10:55:27.484957] [DEBUG] [LOCAL     ] Loaded configuration for HUBB: 1 features, 70.0% accuracy
[2025-11-25T10:55:27.485242] [DEBUG] [LOCAL     ] Loaded configuration for BFK: 2 features, 90.0% accuracy
[2025-11-25T10:55:27.485340] [DEBUG] [LOCAL     ] Loaded configuration for BBDC: 1 features, 50.0% accuracy
[2025-11-25T10:55:27.485620] [DEBUG] [LOCAL     ] Loaded configuration for GRC: 3 features, 60.0% accuracy
[2025-11-25T10:55:27.485736] [DEBUG] [LOCAL     ] Loaded configuration for GNRC: 1 features, 90.0% accuracy
[2025-11-25T10:55:27.485994] [DEBUG] [LOCAL     ] Loaded configuration for MIN: 1 features, 50.0% accuracy
[2025-11-25T10:55:27.486086] [DEBUG] [LOCAL     ] Loaded configuration for BTA: 0 features, 60.0% accuracy
[2025-11-25T10:55:27.486400] [DEBUG] [LOCAL     ] Loaded configuration for IIIN: 2 features, 90.0% accuracy
[2025-11-25T10:55:27.486718] [DEBUG] [LOCAL     ] Loaded configuration for AOS: 5 features, 70.0% accuracy
[2025-11-25T10:55:27.486975] [DEBUG] [LOCAL     ] Loaded configuration for KODK: 1 features, 80.0% accuracy
[2025-11-25T10:55:27.487260] [DEBUG] [LOCAL     ] Loaded configuration for GOTU: 2 features, 70.0% accuracy
[2025-11-25T10:55:27.487548] [DEBUG] [LOCAL     ] Loaded configuration for PBF: 3 features, 70.0% accuracy
[2025-11-25T10:55:27.487879] [DEBUG] [LOCAL     ] Loaded configuration for IIF: 2 features, 80.0% accuracy
[2025-11-25T10:55:27.487968] [DEBUG] [LOCAL     ] Loaded configuration for GDOT: 3 features, 80.0% accuracy
[2025-11-25T10:55:27.488267] [DEBUG] [LOCAL     ] Loaded configuration for BME: 4 features, 80.0% accuracy
[2025-11-25T10:55:27.488355] [DEBUG] [LOCAL     ] Loaded configuration for OHI: 3 features, 90.0% accuracy
[2025-11-25T10:55:27.488435] [DEBUG] [LOCAL     ] Loaded configuration for BNS: 7 features, 90.0% accuracy
[2025-11-25T10:55:27.488688] [DEBUG] [LOCAL     ] Loaded configuration for OII: 1 features, 80.0% accuracy
[2025-11-25T10:55:27.488775] [DEBUG] [LOCAL     ] Loaded configuration for BTU: 2 features, 80.0% accuracy
[2025-11-25T10:55:27.489038] [DEBUG] [LOCAL     ] Loaded configuration for TPB: 3 features, 80.0% accuracy
[2025-11-25T10:55:27.489291] [DEBUG] [LOCAL     ] Loaded configuration for FFWM: 1 features, 70.0% accuracy
[2025-11-25T10:55:27.489595] [DEBUG] [LOCAL     ] Loaded configuration for OXM: 1 features, 90.0% accuracy
[2025-11-25T10:55:27.489898] [DEBUG] [LOCAL     ] Loaded configuration for MBC: 5 features, 90.0% accuracy
[2025-11-25T10:55:27.490204] [DEBUG] [LOCAL     ] Loaded configuration for BEPC: 3 features, 60.0% accuracy
[2025-11-25T10:55:27.490484] [DEBUG] [LOCAL     ] Loaded configuration for ALTG: 4 features, 60.0% accuracy
[2025-11-25T10:55:27.490739] [DEBUG] [LOCAL     ] Loaded configuration for SE: 2 features, 90.0% accuracy
[2025-11-25T10:55:27.491012] [DEBUG] [LOCAL     ] Loaded configuration for GWW: 1 features, 60.0% accuracy
[2025-11-25T10:55:27.491099] [DEBUG] [LOCAL     ] Loaded configuration for BGR: 2 features, 100.0% accuracy
[2025-11-25T10:55:27.491187] [DEBUG] [LOCAL     ] Loaded configuration for PD: 1 features, 60.0% accuracy
[2025-11-25T10:55:27.491267] [DEBUG] [LOCAL     ] Loaded configuration for HIMS: 4 features, 70.0% accuracy
[2025-11-25T10:55:27.491528] [DEBUG] [LOCAL     ] Loaded configuration for LPG: 0 features, 70.0% accuracy
[2025-11-25T10:55:27.491795] [DEBUG] [LOCAL     ] Loaded configuration for PDI: 2 features, 70.0% accuracy
[2025-11-25T10:55:27.492053] [DEBUG] [LOCAL     ] Loaded configuration for XPOF: 3 features, 70.0% accuracy
[2025-11-25T10:55:27.492306] [DEBUG] [LOCAL     ] Loaded configuration for ADT: 2 features, 80.0% accuracy
[2025-11-25T10:55:27.492558] [DEBUG] [LOCAL     ] Loaded configuration for JHX: 2 features, 90.0% accuracy
[2025-11-25T10:55:27.492665] [DEBUG] [LOCAL     ] Loaded configuration for HFRO: 2 features, 80.0% accuracy
[2025-11-25T10:55:27.492963] [DEBUG] [LOCAL     ] Loaded configuration for COP: 5 features, 100.0% accuracy
[2025-11-25T10:55:27.493051] [DEBUG] [LOCAL     ] Loaded configuration for COLD: 2 features, 80.0% accuracy
[2025-11-25T10:55:27.493315] [DEBUG] [LOCAL     ] Loaded configuration for UNFI: 2 features, 60.0% accuracy
[2025-11-25T10:55:27.493402] [DEBUG] [LOCAL     ] Loaded configuration for KVYO: 2 features, 80.0% accuracy
[2025-11-25T10:55:27.493700] [DEBUG] [LOCAL     ] Loaded configuration for PAY: 5 features, 70.0% accuracy
[2025-11-25T10:55:27.493975] [DEBUG] [LOCAL     ] Loaded configuration for VMO: 1 features, 60.0% accuracy
[2025-11-25T10:55:27.494065] [DEBUG] [LOCAL     ] Loaded configuration for BEPI: 4 features, 90.0% accuracy
[2025-11-25T10:55:27.494152] [DEBUG] [LOCAL     ] Loaded configuration for BALL: 3 features, 60.0% accuracy
[2025-11-25T10:55:27.494229] [DEBUG] [LOCAL     ] Loaded configuration for TRP: 1 features, 60.0% accuracy
[2025-11-25T10:55:27.494527] [DEBUG] [LOCAL     ] Loaded configuration for JBND: 2 features, 70.0% accuracy
[2025-11-25T10:55:27.494791] [DEBUG] [LOCAL     ] Loaded configuration for SF: 5 features, 90.0% accuracy
[2025-11-25T10:55:27.495059] [DEBUG] [LOCAL     ] Loaded configuration for GPK: 3 features, 80.0% accuracy
[2025-11-25T10:55:27.495310] [DEBUG] [LOCAL     ] Loaded configuration for DGX: 0 features, 60.0% accuracy
[2025-11-25T10:55:27.495397] [DEBUG] [LOCAL     ] Loaded configuration for PM: 4 features, 60.0% accuracy
[2025-11-25T10:55:27.495672] [DEBUG] [LOCAL     ] Loaded configuration for VGI: 4 features, 80.0% accuracy
[2025-11-25T10:55:27.495951] [DEBUG] [LOCAL     ] Loaded configuration for JKS: 2 features, 90.0% accuracy
[2025-11-25T10:55:27.496038] [DEBUG] [LOCAL     ] Loaded configuration for PAAS: 1 features, 60.0% accuracy
[2025-11-25T10:55:27.496306] [DEBUG] [LOCAL     ] Loaded configuration for CPS: 5 features, 60.0% accuracy
[2025-11-25T10:55:27.496564] [DEBUG] [LOCAL     ] Loaded configuration for CVS: 1 features, 80.0% accuracy
[2025-11-25T10:55:27.496858] [DEBUG] [LOCAL     ] Loaded configuration for CUBI: 4 features, 80.0% accuracy
[2025-11-25T10:55:27.497123] [DEBUG] [LOCAL     ] Loaded configuration for ASB: 4 features, 90.0% accuracy
[2025-11-25T10:55:27.497393] [DEBUG] [LOCAL     ] Loaded configuration for BCO: 1 features, 90.0% accuracy
[2025-11-25T10:55:27.497486] [DEBUG] [LOCAL     ] Loaded configuration for HP: 1 features, 70.0% accuracy
[2025-11-25T10:55:27.497569] [DEBUG] [LOCAL     ] Loaded configuration for DAR: 2 features, 60.0% accuracy
[2025-11-25T10:55:27.497672] [DEBUG] [LOCAL     ] Loaded configuration for BBWI: 1 features, 70.0% accuracy
[2025-11-25T10:55:27.497982] [DEBUG] [LOCAL     ] Loaded configuration for MCY: 1 features, 80.0% accuracy
[2025-11-25T10:55:27.498239] [DEBUG] [LOCAL     ] Loaded configuration for JCE: 2 features, 70.0% accuracy
[2025-11-25T10:55:27.498329] [DEBUG] [LOCAL     ] Loaded configuration for MYE: 2 features, 80.0% accuracy
[2025-11-25T10:55:27.498410] [DEBUG] [LOCAL     ] Loaded configuration for MDU: 1 features, 100.0% accuracy
[2025-11-25T10:55:27.498490] [DEBUG] [LOCAL     ] Loaded configuration for BLCO: 3 features, 80.0% accuracy
[2025-11-25T10:55:27.498766] [DEBUG] [LOCAL     ] Loaded configuration for NINE: 2 features, 70.0% accuracy
[2025-11-25T10:55:27.499029] [DEBUG] [LOCAL     ] Loaded configuration for FRGE: 1 features, 60.0% accuracy
[2025-11-25T10:55:27.499341] [DEBUG] [LOCAL     ] Loaded configuration for ETO: 4 features, 90.0% accuracy
[2025-11-25T10:55:27.499610] [DEBUG] [LOCAL     ] Loaded configuration for AXP: 2 features, 70.0% accuracy
[2025-11-25T10:55:27.499909] [DEBUG] [LOCAL     ] Loaded configuration for RMI: 3 features, 90.0% accuracy
[2025-11-25T10:55:27.500177] [DEBUG] [LOCAL     ] Loaded configuration for JBI: 3 features, 80.0% accuracy
[2025-11-25T10:55:27.500465] [DEBUG] [LOCAL     ] Loaded configuration for NAD: 4 features, 80.0% accuracy
[2025-11-25T10:55:27.500796] [DEBUG] [LOCAL     ] Loaded configuration for IBN: 4 features, 80.0% accuracy
[2025-11-25T10:55:27.501059] [DEBUG] [LOCAL     ] Loaded configuration for BCX: 2 features, 70.0% accuracy
[2025-11-25T10:55:27.501363] [DEBUG] [LOCAL     ] Loaded configuration for XYL: 3 features, 100.0% accuracy
[2025-11-25T10:55:27.501679] [DEBUG] [LOCAL     ] Loaded configuration for GGG: 2 features, 70.0% accuracy
[2025-11-25T10:55:27.501937] [DEBUG] [LOCAL     ] Loaded configuration for AMN: 2 features, 90.0% accuracy
[2025-11-25T10:55:27.502263] [DEBUG] [LOCAL     ] Loaded configuration for ETD: 1 features, 60.0% accuracy
[2025-11-25T10:55:27.502383] [DEBUG] [LOCAL     ] Loaded configuration for BGSF: 4 features, 60.0% accuracy
[2025-11-25T10:55:27.502680] [DEBUG] [LOCAL     ] Loaded configuration for KORE: 2 features, 80.0% accuracy
[2025-11-25T10:55:27.502788] [DEBUG] [LOCAL     ] Loaded configuration for TEI: 2 features, 60.0% accuracy
[2025-11-25T10:55:27.503095] [DEBUG] [LOCAL     ] Loaded configuration for BR: 1 features, 70.0% accuracy
[2025-11-25T10:55:27.503384] [DEBUG] [LOCAL     ] Loaded configuration for LDI: 2 features, 60.0% accuracy
[2025-11-25T10:55:27.503477] [DEBUG] [LOCAL     ] Loaded configuration for RLTY: 1 features, 60.0% accuracy
[2025-11-25T10:55:27.503924] [DEBUG] [LOCAL     ] Loaded configuration for AGI: 3 features, 60.0% accuracy
[2025-11-25T10:55:27.504249] [DEBUG] [LOCAL     ] Loaded configuration for WEC: 3 features, 70.0% accuracy
[2025-11-25T10:55:27.504569] [DEBUG] [LOCAL     ] Loaded configuration for PBI: 1 features, 70.0% accuracy
[2025-11-25T10:55:27.504685] [DEBUG] [LOCAL     ] Loaded configuration for STXV: 0 features, 80.0% accuracy
[2025-11-25T10:55:27.504946] [DEBUG] [LOCAL     ] Loaded configuration for HCC: 4 features, 80.0% accuracy
[2025-11-25T10:55:27.505267] [DEBUG] [LOCAL     ] Loaded configuration for CIB: 2 features, 80.0% accuracy
[2025-11-25T10:55:27.505360] [DEBUG] [LOCAL     ] Loaded configuration for USAC: 2 features, 70.0% accuracy
[2025-11-25T10:55:27.505661] [DEBUG] [LOCAL     ] Loaded configuration for TXT: 4 features, 100.0% accuracy
[2025-11-25T10:55:27.505757] [DEBUG] [LOCAL     ] Loaded configuration for WDI: 2 features, 60.0% accuracy
[2025-11-25T10:55:27.506069] [DEBUG] [LOCAL     ] Loaded configuration for AGD: 1 features, 70.0% accuracy
[2025-11-25T10:55:27.506162] [DEBUG] [LOCAL     ] Loaded configuration for KYN: 1 features, 80.0% accuracy
[2025-11-25T10:55:27.506438] [DEBUG] [LOCAL     ] Loaded configuration for RVT: 0 features, 60.0% accuracy
[2025-11-25T10:55:27.506530] [DEBUG] [LOCAL     ] Loaded configuration for CSTM: 1 features, 70.0% accuracy
[2025-11-25T10:55:27.506882] [DEBUG] [LOCAL     ] Loaded configuration for BIPI: 1 features, 70.0% accuracy
[2025-11-25T10:55:27.506975] [DEBUG] [LOCAL     ] Loaded configuration for RDY: 4 features, 90.0% accuracy
[2025-11-25T10:55:27.507295] [DEBUG] [LOCAL     ] Loaded configuration for SHCO: 0 features, 70.0% accuracy
[2025-11-25T10:55:27.507398] [DEBUG] [LOCAL     ] Loaded configuration for BILL: 4 features, 90.0% accuracy
[2025-11-25T10:55:27.507674] [DEBUG] [LOCAL     ] Loaded configuration for THC: 1 features, 80.0% accuracy
[2025-11-25T10:55:27.507764] [DEBUG] [LOCAL     ] Loaded configuration for CXH: 3 features, 100.0% accuracy
[2025-11-25T10:55:27.508036] [DEBUG] [LOCAL     ] Loaded configuration for SUI: 2 features, 60.0% accuracy
[2025-11-25T10:55:27.508302] [DEBUG] [LOCAL     ] Loaded configuration for PAXS: 2 features, 60.0% accuracy
[2025-11-25T10:55:27.508578] [DEBUG] [LOCAL     ] Loaded configuration for UHS: 0 features, 70.0% accuracy
[2025-11-25T10:55:27.508907] [DEBUG] [LOCAL     ] Loaded configuration for MEGI: 2 features, 60.0% accuracy
[2025-11-25T10:55:27.509213] [DEBUG] [LOCAL     ] Loaded configuration for BIRK: 0 features, 70.0% accuracy
[2025-11-25T10:55:27.509303] [DEBUG] [LOCAL     ] Loaded configuration for BHK: 1 features, 60.0% accuracy
[2025-11-25T10:55:27.509384] [DEBUG] [LOCAL     ] Loaded configuration for INVH: 2 features, 90.0% accuracy
[2025-11-25T10:55:27.509708] [DEBUG] [LOCAL     ] Loaded configuration for FICO: 2 features, 70.0% accuracy
[2025-11-25T10:55:27.510027] [DEBUG] [LOCAL     ] Loaded configuration for GPI: 3 features, 90.0% accuracy
[2025-11-25T10:55:27.510302] [DEBUG] [LOCAL     ] Loaded configuration for GGB: 1 features, 90.0% accuracy
[2025-11-25T10:55:27.510555] [DEBUG] [LOCAL     ] Loaded configuration for MDV: 3 features, 80.0% accuracy
[2025-11-25T10:55:27.510890] [DEBUG] [LOCAL     ] Loaded configuration for WD: 3 features, 80.0% accuracy
[2025-11-25T10:55:27.511207] [DEBUG] [LOCAL     ] Loaded configuration for PSX: 1 features, 90.0% accuracy
[2025-11-25T10:55:27.511517] [DEBUG] [LOCAL     ] Loaded configuration for IBM: 1 features, 100.0% accuracy
[2025-11-25T10:55:27.511830] [DEBUG] [LOCAL     ] Loaded configuration for NIO: 3 features, 70.0% accuracy
[2025-11-25T10:55:27.512155] [DEBUG] [LOCAL     ] Loaded configuration for TSLX: 5 features, 90.0% accuracy
[2025-11-25T10:55:27.512434] [DEBUG] [LOCAL     ] Loaded configuration for VLO: 4 features, 100.0% accuracy
[2025-11-25T10:55:27.512718] [DEBUG] [LOCAL     ] Loaded configuration for MCB: 0 features, 30.0% accuracy
[2025-11-25T10:55:27.512809] [DEBUG] [LOCAL     ] Loaded configuration for MSA: 4 features, 100.0% accuracy
[2025-11-25T10:55:27.513120] [DEBUG] [LOCAL     ] Loaded configuration for PFE: 2 features, 60.0% accuracy
[2025-11-25T10:55:27.513381] [DEBUG] [LOCAL     ] Loaded configuration for QTWO: 2 features, 60.0% accuracy
[2025-11-25T10:55:27.513473] [DEBUG] [LOCAL     ] Loaded configuration for TXO: 5 features, 80.0% accuracy
[2025-11-25T10:55:27.513557] [DEBUG] [LOCAL     ] Loaded configuration for MUE: 3 features, 70.0% accuracy
[2025-11-25T10:55:27.513832] [DEBUG] [LOCAL     ] Loaded configuration for EHAB: 3 features, 100.0% accuracy
[2025-11-25T10:55:27.513927] [DEBUG] [LOCAL     ] Loaded configuration for EMD: 5 features, 70.0% accuracy
[2025-11-25T10:55:27.514009] [DEBUG] [LOCAL     ] Loaded configuration for NX: 3 features, 60.0% accuracy
[2025-11-25T10:55:27.514263] [DEBUG] [LOCAL     ] Loaded configuration for HMC: 3 features, 90.0% accuracy
[2025-11-25T10:55:27.514527] [DEBUG] [LOCAL     ] Loaded configuration for ASR: 2 features, 60.0% accuracy
[2025-11-25T10:55:27.514619] [DEBUG] [LOCAL     ] Loaded configuration for EC: 4 features, 80.0% accuracy
[2025-11-25T10:55:27.514902] [DEBUG] [LOCAL     ] Loaded configuration for NPO: 1 features, 70.0% accuracy
[2025-11-25T10:55:27.514995] [DEBUG] [LOCAL     ] Loaded configuration for CXW: 1 features, 70.0% accuracy
[2025-11-25T10:55:27.515077] [DEBUG] [LOCAL     ] Loaded configuration for ACVA: 2 features, 70.0% accuracy
[2025-11-25T10:55:27.515374] [DEBUG] [LOCAL     ] Loaded configuration for PTA: 3 features, 70.0% accuracy
[2025-11-25T10:55:27.515632] [DEBUG] [LOCAL     ] Loaded configuration for STXT: 1 features, 80.0% accuracy
[2025-11-25T10:55:27.515745] [DEBUG] [LOCAL     ] Loaded configuration for OWLT: 4 features, 90.0% accuracy
[2025-11-25T10:55:27.515835] [DEBUG] [LOCAL     ] Loaded configuration for CARR: 3 features, 80.0% accuracy
[2025-11-25T10:55:27.516154] [DEBUG] [LOCAL     ] Loaded configuration for SQM: 1 features, 60.0% accuracy
[2025-11-25T10:55:27.516247] [DEBUG] [LOCAL     ] Loaded configuration for AME: 3 features, 70.0% accuracy
[2025-11-25T10:55:27.516331] [DEBUG] [LOCAL     ] Loaded configuration for LADR: 3 features, 80.0% accuracy
[2025-11-25T10:55:27.516581] [DEBUG] [LOCAL     ] Loaded configuration for PRIM: 0 features, 70.0% accuracy
[2025-11-25T10:55:27.516860] [DEBUG] [LOCAL     ] Loaded configuration for FSCO: 5 features, 80.0% accuracy
[2025-11-25T10:55:27.517142] [DEBUG] [LOCAL     ] Loaded configuration for TMO: 1 features, 50.0% accuracy
[2025-11-25T10:55:27.517234] [DEBUG] [LOCAL     ] Loaded configuration for DD: 2 features, 80.0% accuracy
[2025-11-25T10:55:27.517490] [DEBUG] [LOCAL     ] Loaded configuration for TR: 1 features, 70.0% accuracy
[2025-11-25T10:55:27.517592] [DEBUG] [LOCAL     ] Loaded configuration for RZC: 3 features, 70.0% accuracy
[2025-11-25T10:55:27.517693] [DEBUG] [LOCAL     ] Loaded configuration for SA: 3 features, 70.0% accuracy
[2025-11-25T10:55:27.517787] [DEBUG] [LOCAL     ] Loaded configuration for EXPD: 1 features, 90.0% accuracy
[2025-11-25T10:55:27.517869] [DEBUG] [LOCAL     ] Loaded configuration for STM: 4 features, 70.0% accuracy
[2025-11-25T10:55:27.518172] [DEBUG] [LOCAL     ] Loaded configuration for HASI: 3 features, 60.0% accuracy
[2025-11-25T10:55:27.518263] [DEBUG] [LOCAL     ] Loaded configuration for MEC: 2 features, 70.0% accuracy
[2025-11-25T10:55:27.518522] [DEBUG] [LOCAL     ] Loaded configuration for TLK: 1 features, 60.0% accuracy
[2025-11-25T10:55:27.518856] [DEBUG] [LOCAL     ] Loaded configuration for HAYW: 1 features, 70.0% accuracy
[2025-11-25T10:55:27.519116] [DEBUG] [LOCAL     ] Loaded configuration for KRP: 1 features, 80.0% accuracy
[2025-11-25T10:55:27.519379] [DEBUG] [LOCAL     ] Loaded configuration for ECL: 2 features, 60.0% accuracy
[2025-11-25T10:55:27.519671] [DEBUG] [LOCAL     ] Loaded configuration for KRO: 1 features, 60.0% accuracy
[2025-11-25T10:55:27.519940] [DEBUG] [LOCAL     ] Loaded configuration for ET: 2 features, 90.0% accuracy
[2025-11-25T10:55:27.520032] [DEBUG] [LOCAL     ] Loaded configuration for MLP: 2 features, 70.0% accuracy
[2025-11-25T10:55:27.520287] [DEBUG] [LOCAL     ] Loaded configuration for ASAN: 2 features, 50.0% accuracy
[2025-11-25T10:55:27.520545] [DEBUG] [LOCAL     ] Loaded configuration for DNOW: 2 features, 90.0% accuracy
[2025-11-25T10:55:27.520635] [DEBUG] [LOCAL     ] Loaded configuration for WHG: 1 features, 80.0% accuracy
[2025-11-25T10:55:27.520957] [DEBUG] [LOCAL     ] Loaded configuration for CLPR: 1 features, 70.0% accuracy
[2025-11-25T10:55:27.521212] [DEBUG] [LOCAL     ] Loaded configuration for MD: 1 features, 60.0% accuracy
[2025-11-25T10:55:27.521301] [DEBUG] [LOCAL     ] Loaded configuration for BFAM: 3 features, 70.0% accuracy
[2025-11-25T10:55:27.521600] [DEBUG] [LOCAL     ] Loaded configuration for ASGI: 3 features, 80.0% accuracy
[2025-11-25T10:55:27.521888] [DEBUG] [LOCAL     ] Loaded configuration for MDT: 2 features, 90.0% accuracy
[2025-11-25T10:55:27.521979] [DEBUG] [LOCAL     ] Loaded configuration for ASH: 3 features, 90.0% accuracy
[2025-11-25T10:55:27.522257] [DEBUG] [LOCAL     ] Loaded configuration for LEA: 3 features, 90.0% accuracy
[2025-11-25T10:55:27.522532] [DEBUG] [LOCAL     ] Loaded configuration for EXP: 5 features, 90.0% accuracy
[2025-11-25T10:55:27.522621] [DEBUG] [LOCAL     ] Loaded configuration for ONL: 1 features, 80.0% accuracy
[2025-11-25T10:55:27.522897] [DEBUG] [LOCAL     ] Loaded configuration for BKT: 3 features, 80.0% accuracy
[2025-11-25T10:55:27.522988] [DEBUG] [LOCAL     ] Loaded configuration for THLV: 3 features, 100.0% accuracy
[2025-11-25T10:55:27.523288] [DEBUG] [LOCAL     ] Loaded configuration for SHEL: 2 features, 90.0% accuracy
[2025-11-25T10:55:27.523378] [DEBUG] [LOCAL     ] Loaded configuration for STXE: 2 features, 70.0% accuracy
[2025-11-25T10:55:27.523462] [DEBUG] [LOCAL     ] Loaded configuration for CM: 4 features, 80.0% accuracy
[2025-11-25T10:55:27.523547] [DEBUG] [LOCAL     ] Loaded configuration for MS: 1 features, 80.0% accuracy
[2025-11-25T10:55:27.523815] [DEBUG] [LOCAL     ] Loaded configuration for RJF: 0 features, 50.0% accuracy
[2025-11-25T10:55:27.523909] [DEBUG] [LOCAL     ] Loaded configuration for NNY: 2 features, 70.0% accuracy
[2025-11-25T10:55:27.524161] [DEBUG] [LOCAL     ] Loaded configuration for EE: 0 features, 70.0% accuracy
[2025-11-25T10:55:27.524252] [DEBUG] [LOCAL     ] Loaded configuration for AGCO: 3 features, 80.0% accuracy
[2025-11-25T10:55:27.524510] [DEBUG] [LOCAL     ] Loaded configuration for OPFI: 2 features, 80.0% accuracy
[2025-11-25T10:55:27.524602] [DEBUG] [LOCAL     ] Loaded configuration for FF: 4 features, 70.0% accuracy
[2025-11-25T10:55:27.524878] [DEBUG] [LOCAL     ] Loaded configuration for FDX: 1 features, 60.0% accuracy
[2025-11-25T10:55:27.525185] [DEBUG] [LOCAL     ] Loaded configuration for NSP: 4 features, 80.0% accuracy
[2025-11-25T10:55:27.525493] [DEBUG] [LOCAL     ] Loaded configuration for WES: 2 features, 70.0% accuracy
[2025-11-25T10:55:27.525800] [DEBUG] [LOCAL     ] Loaded configuration for HIPO: 1 features, 60.0% accuracy
[2025-11-25T10:55:27.526058] [DEBUG] [LOCAL     ] Loaded configuration for FHN: 4 features, 80.0% accuracy
[2025-11-25T10:55:27.526150] [DEBUG] [LOCAL     ] Loaded configuration for LH: 6 features, 70.0% accuracy
[2025-11-25T10:55:27.526232] [DEBUG] [LOCAL     ] Loaded configuration for EVF: 0 features, 90.0% accuracy
[2025-11-25T10:55:27.526491] [DEBUG] [LOCAL     ] Loaded configuration for RMAX: 1 features, 70.0% accuracy
[2025-11-25T10:55:27.526803] [DEBUG] [LOCAL     ] Loaded configuration for KEP: 5 features, 80.0% accuracy
[2025-11-25T10:55:27.527097] [DEBUG] [LOCAL     ] Loaded configuration for BBW: 3 features, 80.0% accuracy
[2025-11-25T10:55:27.527411] [DEBUG] [LOCAL     ] Loaded configuration for CIF: 2 features, 90.0% accuracy
[2025-11-25T10:55:27.527702] [DEBUG] [LOCAL     ] Loaded configuration for ENVA: 2 features, 70.0% accuracy
[2025-11-25T10:55:27.527793] [DEBUG] [LOCAL     ] Loaded configuration for LXU: 0 features, 80.0% accuracy
[2025-11-25T10:55:27.528095] [DEBUG] [LOCAL     ] Loaded configuration for SHAK: 2 features, 70.0% accuracy
[2025-11-25T10:55:27.528358] [DEBUG] [LOCAL     ] Loaded configuration for H: 1 features, 70.0% accuracy
[2025-11-25T10:55:27.528675] [DEBUG] [LOCAL     ] Loaded configuration for BLD: 3 features, 60.0% accuracy
[2025-11-25T10:55:27.528777] [DEBUG] [LOCAL     ] Loaded configuration for CLDT: 3 features, 90.0% accuracy
[2025-11-25T10:55:27.528860] [DEBUG] [LOCAL     ] Loaded configuration for BTT: 3 features, 80.0% accuracy
[2025-11-25T10:55:27.528947] [DEBUG] [LOCAL     ] Loaded configuration for ALUR: 3 features, 90.0% accuracy
[2025-11-25T10:55:27.529215] [DEBUG] [LOCAL     ] Loaded configuration for TSM: 6 features, 70.0% accuracy
[2025-11-25T10:55:27.529305] [DEBUG] [LOCAL     ] Loaded configuration for CMPO: 1 features, 80.0% accuracy
[2025-11-25T10:55:27.529562] [DEBUG] [LOCAL     ] Loaded configuration for SO: 3 features, 100.0% accuracy
[2025-11-25T10:55:27.529896] [DEBUG] [LOCAL     ] Loaded configuration for SOS: 1 features, 70.0% accuracy
[2025-11-25T10:55:27.529986] [DEBUG] [LOCAL     ] Loaded configuration for JOF: 2 features, 80.0% accuracy
[2025-11-25T10:55:27.530066] [DEBUG] [LOCAL     ] Loaded configuration for AWF: 4 features, 70.0% accuracy
[2025-11-25T10:55:27.530368] [DEBUG] [LOCAL     ] Loaded configuration for M: 3 features, 80.0% accuracy
[2025-11-25T10:55:27.530633] [DEBUG] [LOCAL     ] Loaded configuration for PRGO: 5 features, 90.0% accuracy
[2025-11-25T10:55:27.530930] [DEBUG] [LOCAL     ] Loaded configuration for CL: 3 features, 50.0% accuracy
[2025-11-25T10:55:27.531022] [DEBUG] [LOCAL     ] Loaded configuration for DSM: 3 features, 80.0% accuracy
[2025-11-25T10:55:27.531325] [DEBUG] [LOCAL     ] Loaded configuration for FMN: 3 features, 90.0% accuracy
[2025-11-25T10:55:27.531612] [DEBUG] [LOCAL     ] Loaded configuration for MTB: 4 features, 60.0% accuracy
[2025-11-25T10:55:27.531952] [DEBUG] [LOCAL     ] Loaded configuration for DNP: 3 features, 70.0% accuracy
[2025-11-25T10:55:27.532206] [DEBUG] [LOCAL     ] Loaded configuration for EAF: 3 features, 90.0% accuracy
[2025-11-25T10:55:27.532296] [DEBUG] [LOCAL     ] Loaded configuration for JNJ: 5 features, 80.0% accuracy
[2025-11-25T10:55:27.532556] [DEBUG] [LOCAL     ] Loaded configuration for FRT: 5 features, 90.0% accuracy
[2025-11-25T10:55:27.532678] [DEBUG] [LOCAL     ] Loaded configuration for HE: 3 features, 60.0% accuracy
[2025-11-25T10:55:27.532943] [DEBUG] [LOCAL     ] Loaded configuration for BAH: 4 features, 70.0% accuracy
[2025-11-25T10:55:27.533218] [DEBUG] [LOCAL     ] Loaded configuration for MTD: 1 features, 70.0% accuracy
[2025-11-25T10:55:27.533579] [DEBUG] [LOCAL     ] Loaded configuration for WLY: 2 features, 50.0% accuracy
[2025-11-25T10:55:27.533948] [DEBUG] [LOCAL     ] Loaded configuration for BWMX: 2 features, 40.0% accuracy
[2025-11-25T10:55:27.534041] [DEBUG] [LOCAL     ] Loaded configuration for SMWB: 3 features, 70.0% accuracy
[2025-11-25T10:55:27.534122] [DEBUG] [LOCAL     ] Loaded configuration for ADNT: 3 features, 80.0% accuracy
[2025-11-25T10:55:27.534203] [DEBUG] [LOCAL     ] Loaded configuration for BMO: 4 features, 80.0% accuracy
[2025-11-25T10:55:27.534545] [DEBUG] [LOCAL     ] Loaded configuration for CMTG: 3 features, 60.0% accuracy
[2025-11-25T10:55:27.534637] [DEBUG] [LOCAL     ] Loaded configuration for FET: 4 features, 80.0% accuracy
[2025-11-25T10:55:27.534744] [DEBUG] [LOCAL     ] Loaded configuration for CPK: 1 features, 60.0% accuracy
[2025-11-25T10:55:27.535045] [DEBUG] [LOCAL     ] Loaded configuration for PFS: 1 features, 70.0% accuracy
[2025-11-25T10:55:27.535136] [DEBUG] [LOCAL     ] Loaded configuration for AER: 0 features, 50.0% accuracy
[2025-11-25T10:55:27.535217] [DEBUG] [LOCAL     ] Loaded configuration for WDS: 1 features, 70.0% accuracy
[2025-11-25T10:55:27.535305] [DEBUG] [LOCAL     ] Loaded configuration for NIC: 5 features, 100.0% accuracy
[2025-11-25T10:55:27.535588] [DEBUG] [LOCAL     ] Loaded configuration for WPC: 0 features, 60.0% accuracy
[2025-11-25T10:55:27.535716] [DEBUG] [LOCAL     ] Loaded configuration for NOMD: 1 features, 90.0% accuracy
[2025-11-25T10:55:27.535800] [DEBUG] [LOCAL     ] Loaded configuration for BBU: 1 features, 70.0% accuracy
[2025-11-25T10:55:27.536067] [DEBUG] [LOCAL     ] Loaded configuration for CAPL: 1 features, 70.0% accuracy
[2025-11-25T10:55:27.536348] [DEBUG] [LOCAL     ] Loaded configuration for BOC: 2 features, 60.0% accuracy
[2025-11-25T10:55:27.536636] [DEBUG] [LOCAL     ] Loaded configuration for PKG: 0 features, 80.0% accuracy
[2025-11-25T10:55:27.536938] [DEBUG] [LOCAL     ] Loaded configuration for CE: 3 features, 80.0% accuracy
[2025-11-25T10:55:27.537218] [DEBUG] [LOCAL     ] Loaded configuration for BBN: 4 features, 80.0% accuracy
[2025-11-25T10:55:27.537505] [DEBUG] [LOCAL     ] Loaded configuration for NRP: 1 features, 80.0% accuracy
[2025-11-25T10:55:27.537783] [DEBUG] [LOCAL     ] Loaded configuration for KFY: 2 features, 90.0% accuracy
[2025-11-25T10:55:27.538099] [DEBUG] [LOCAL     ] Loaded configuration for GPJA: 4 features, 90.0% accuracy
[2025-11-25T10:55:27.538386] [DEBUG] [LOCAL     ] Loaded configuration for EARN: 3 features, 60.0% accuracy
[2025-11-25T10:55:27.538672] [DEBUG] [LOCAL     ] Loaded configuration for PRO: 4 features, 80.0% accuracy
[2025-11-25T10:55:27.538758] [DEBUG] [LOCAL     ] Loaded configuration for OTIS: 2 features, 60.0% accuracy
[2025-11-25T10:55:27.539007] [DEBUG] [LOCAL     ] Loaded configuration for RYN: 2 features, 80.0% accuracy
[2025-11-25T10:55:27.540061] [DEBUG] [LOCAL     ] Loaded configuration for OR: 3 features, 70.0% accuracy
[2025-11-25T10:55:27.540334] [DEBUG] [LOCAL     ] Loaded configuration for BX: 1 features, 40.0% accuracy
[2025-11-25T10:55:27.540435] [DEBUG] [LOCAL     ] Loaded configuration for NMS: 2 features, 70.0% accuracy
[2025-11-25T10:55:27.540723] [DEBUG] [LOCAL     ] Loaded configuration for UGI: 2 features, 90.0% accuracy
[2025-11-25T10:55:27.540811] [DEBUG] [LOCAL     ] Loaded configuration for MCK: 3 features, 90.0% accuracy
[2025-11-25T10:55:27.541088] [DEBUG] [LOCAL     ] Loaded configuration for MG: 2 features, 60.0% accuracy
[2025-11-25T10:55:27.541528] [DEBUG] [LOCAL     ] Loaded configuration for PTY: 3 features, 70.0% accuracy
[2025-11-25T10:55:27.541801] [DEBUG] [LOCAL     ] Loaded configuration for SPR: 3 features, 100.0% accuracy
[2025-11-25T10:55:27.542698] [DEBUG] [LOCAL     ] Loaded configuration for SKM: 0 features, 80.0% accuracy
[2025-11-25T10:55:27.543554] [DEBUG] [LOCAL     ] Loaded configuration for AEO: 3 features, 90.0% accuracy
[2025-11-25T10:55:27.543859] [DEBUG] [LOCAL     ] Loaded configuration for FSLY: 2 features, 90.0% accuracy
[2025-11-25T10:55:27.544130] [DEBUG] [LOCAL     ] Loaded configuration for TWN: 3 features, 90.0% accuracy
[2025-11-25T10:55:27.544925] [DEBUG] [LOCAL     ] Loaded configuration for RACE: 1 features, 70.0% accuracy
[2025-11-25T10:55:27.545205] [DEBUG] [LOCAL     ] Loaded configuration for ASPN: 4 features, 70.0% accuracy
[2025-11-25T10:55:27.545293] [DEBUG] [LOCAL     ] Loaded configuration for BHVN: 3 features, 80.0% accuracy
[2025-11-25T10:55:27.545549] [DEBUG] [LOCAL     ] Loaded configuration for AVD: 2 features, 70.0% accuracy
[2025-11-25T10:55:27.545655] [DEBUG] [LOCAL     ] Loaded configuration for CTBB: 2 features, 90.0% accuracy
[2025-11-25T10:55:27.545962] [DEBUG] [LOCAL     ] Loaded configuration for MIY: 1 features, 60.0% accuracy
[2025-11-25T10:55:27.546225] [DEBUG] [LOCAL     ] Loaded configuration for EVTC: 4 features, 90.0% accuracy
[2025-11-25T10:55:27.546515] [DEBUG] [LOCAL     ] Loaded configuration for HXL: 2 features, 60.0% accuracy
[2025-11-25T10:55:27.546785] [DEBUG] [LOCAL     ] Loaded configuration for PEO: 2 features, 70.0% accuracy
[2025-11-25T10:55:27.547111] [DEBUG] [LOCAL     ] Loaded configuration for WIA: 3 features, 70.0% accuracy
[2025-11-25T10:55:27.547432] [DEBUG] [LOCAL     ] Loaded configuration for HIO: 4 features, 60.0% accuracy
[2025-11-25T10:55:27.547712] [DEBUG] [LOCAL     ] Loaded configuration for INSW: 2 features, 70.0% accuracy
[2025-11-25T10:55:27.547967] [DEBUG] [LOCAL     ] Loaded configuration for GSBD: 5 features, 90.0% accuracy
[2025-11-25T10:55:27.548053] [DEBUG] [LOCAL     ] Loaded configuration for EPR: 2 features, 80.0% accuracy
[2025-11-25T10:55:27.548130] [DEBUG] [LOCAL     ] Loaded configuration for ALC: 1 features, 90.0% accuracy
[2025-11-25T10:55:27.549168] [DEBUG] [LOCAL     ] Loaded configuration for BZH: 2 features, 80.0% accuracy
[2025-11-25T10:55:27.549477] [DEBUG] [LOCAL     ] Loaded configuration for SOJE: 2 features, 80.0% accuracy
[2025-11-25T10:55:27.549776] [DEBUG] [LOCAL     ] Loaded configuration for BAM: 3 features, 70.0% accuracy
[2025-11-25T10:55:27.549865] [DEBUG] [LOCAL     ] Loaded configuration for CCI: 2 features, 70.0% accuracy
[2025-11-25T10:55:27.550186] [DEBUG] [LOCAL     ] Loaded configuration for NMG: 2 features, 70.0% accuracy
[2025-11-25T10:55:27.550458] [DEBUG] [LOCAL     ] Loaded configuration for YETI: 0 features, 60.0% accuracy
[2025-11-25T10:55:27.550721] [DEBUG] [LOCAL     ] Loaded configuration for PHI: 2 features, 60.0% accuracy
[2025-11-25T10:55:27.550810] [DEBUG] [LOCAL     ] Loaded configuration for SNA: 2 features, 80.0% accuracy
[2025-11-25T10:55:27.550887] [DEBUG] [LOCAL     ] Loaded configuration for GTN: 2 features, 80.0% accuracy
[2025-11-25T10:55:27.551138] [DEBUG] [LOCAL     ] Loaded configuration for HEI: 2 features, 90.0% accuracy
[2025-11-25T10:55:27.551409] [DEBUG] [LOCAL     ] Loaded configuration for RMM: 1 features, 90.0% accuracy
[2025-11-25T10:55:27.551674] [DEBUG] [LOCAL     ] Loaded configuration for SMR: 3 features, 80.0% accuracy
[2025-11-25T10:55:27.551762] [DEBUG] [LOCAL     ] Loaded configuration for DBI: 3 features, 90.0% accuracy
[2025-11-25T10:55:27.552002] [DEBUG] [LOCAL     ] Loaded configuration for LAC: 1 features, 70.0% accuracy
[2025-11-25T10:55:27.552088] [DEBUG] [LOCAL     ] Loaded configuration for FBP: 2 features, 60.0% accuracy
[2025-11-25T10:55:27.552398] [DEBUG] [LOCAL     ] Loaded configuration for TTE: 2 features, 70.0% accuracy
[2025-11-25T10:55:27.553441] [DEBUG] [LOCAL     ] Loaded configuration for TALO: 1 features, 60.0% accuracy
[2025-11-25T10:55:27.553765] [DEBUG] [LOCAL     ] Loaded configuration for KWR: 5 features, 90.0% accuracy
[2025-11-25T10:55:27.554031] [DEBUG] [LOCAL     ] Loaded configuration for MGRD: 4 features, 80.0% accuracy
[2025-11-25T10:55:27.554293] [DEBUG] [LOCAL     ] Loaded configuration for DHF: 3 features, 90.0% accuracy
[2025-11-25T10:55:27.554381] [DEBUG] [LOCAL     ] Loaded configuration for BC: 2 features, 70.0% accuracy
[2025-11-25T10:55:27.554690] [DEBUG] [LOCAL     ] Loaded configuration for ESAB: 3 features, 100.0% accuracy
[2025-11-25T10:55:27.554998] [DEBUG] [LOCAL     ] Loaded configuration for MGM: 5 features, 80.0% accuracy
[2025-11-25T10:55:27.555097] [DEBUG] [LOCAL     ] Loaded configuration for NBHC: 1 features, 80.0% accuracy
[2025-11-25T10:55:27.555366] [DEBUG] [LOCAL     ] Loaded configuration for CPF: 4 features, 70.0% accuracy
[2025-11-25T10:55:27.555628] [DEBUG] [LOCAL     ] Loaded configuration for NIE: 1 features, 60.0% accuracy
[2025-11-25T10:55:27.555976] [DEBUG] [LOCAL     ] Loaded configuration for STN: 2 features, 80.0% accuracy
[2025-11-25T10:55:27.556234] [DEBUG] [LOCAL     ] Loaded configuration for BLE: 3 features, 90.0% accuracy
[2025-11-25T10:55:27.556509] [DEBUG] [LOCAL     ] Loaded configuration for MCS: 4 features, 70.0% accuracy
[2025-11-25T10:55:27.556600] [DEBUG] [LOCAL     ] Loaded configuration for TTI: 2 features, 60.0% accuracy
[2025-11-25T10:55:27.556958] [DEBUG] [LOCAL     ] Loaded configuration for ZGN: 4 features, 60.0% accuracy
[2025-11-25T10:55:27.557277] [DEBUG] [LOCAL     ] Loaded configuration for AESI: 4 features, 70.0% accuracy
[2025-11-25T10:55:27.557606] [DEBUG] [LOCAL     ] Loaded configuration for IQI: 1 features, 80.0% accuracy
[2025-11-25T10:55:27.557919] [DEBUG] [LOCAL     ] Loaded configuration for UBER: 0 features, 60.0% accuracy
[2025-11-25T10:55:27.558027] [DEBUG] [LOCAL     ] Loaded configuration for ADM: 5 features, 70.0% accuracy
[2025-11-25T10:55:27.558329] [DEBUG] [LOCAL     ] Loaded configuration for VLT: 2 features, 60.0% accuracy
[2025-11-25T10:55:27.558607] [DEBUG] [LOCAL     ] Loaded configuration for MHK: 0 features, 90.0% accuracy
[2025-11-25T10:55:27.558906] [DEBUG] [LOCAL     ] Loaded configuration for AJG: 1 features, 80.0% accuracy
[2025-11-25T10:55:27.559235] [DEBUG] [LOCAL     ] Loaded configuration for MTZ: 4 features, 70.0% accuracy
[2025-11-25T10:55:27.559325] [DEBUG] [LOCAL     ] Loaded configuration for CTVA: 3 features, 70.0% accuracy
[2025-11-25T10:55:27.559583] [DEBUG] [LOCAL     ] Loaded configuration for NC: 3 features, 80.0% accuracy
[2025-11-25T10:55:27.559875] [DEBUG] [LOCAL     ] Loaded configuration for PRT: 3 features, 70.0% accuracy
[2025-11-25T10:55:27.560199] [DEBUG] [LOCAL     ] Loaded configuration for AVNT: 4 features, 50.0% accuracy
[2025-11-25T10:55:27.560520] [DEBUG] [LOCAL     ] Loaded configuration for TREX: 3 features, 80.0% accuracy
[2025-11-25T10:55:27.560799] [DEBUG] [LOCAL     ] Loaded configuration for TPYP: 1 features, 60.0% accuracy
[2025-11-25T10:55:27.560892] [DEBUG] [LOCAL     ] Loaded configuration for AOD: 1 features, 80.0% accuracy
[2025-11-25T10:55:27.561148] [DEBUG] [LOCAL     ] Loaded configuration for ACR: 1 features, 80.0% accuracy
[2025-11-25T10:55:27.561494] [DEBUG] [LOCAL     ] Loaded configuration for TKR: 3 features, 80.0% accuracy
[2025-11-25T10:55:27.561805] [DEBUG] [LOCAL     ] Loaded configuration for VOYA: 1 features, 50.0% accuracy
[2025-11-25T10:55:27.561898] [DEBUG] [LOCAL     ] Loaded configuration for CYD: 4 features, 80.0% accuracy
[2025-11-25T10:55:27.562212] [DEBUG] [LOCAL     ] Loaded configuration for MRK: 2 features, 90.0% accuracy
[2025-11-25T10:55:27.562519] [DEBUG] [LOCAL     ] Loaded configuration for MUA: 1 features, 70.0% accuracy
[2025-11-25T10:55:27.562802] [DEBUG] [LOCAL     ] Loaded configuration for GNL: 2 features, 90.0% accuracy
[2025-11-25T10:55:27.563076] [DEBUG] [LOCAL     ] Loaded configuration for JOE: 2 features, 80.0% accuracy
[2025-11-25T10:55:27.563337] [DEBUG] [LOCAL     ] Loaded configuration for ACCO: 2 features, 80.0% accuracy
[2025-11-25T10:55:27.563623] [DEBUG] [LOCAL     ] Loaded configuration for TME: 3 features, 80.0% accuracy
[2025-11-25T10:55:27.563904] [DEBUG] [LOCAL     ] Loaded configuration for PLYM: 3 features, 80.0% accuracy
[2025-11-25T10:55:27.564206] [DEBUG] [LOCAL     ] Loaded configuration for TROX: 2 features, 90.0% accuracy
[2025-11-25T10:55:27.564309] [DEBUG] [LOCAL     ] Loaded configuration for WFC: 2 features, 70.0% accuracy
[2025-11-25T10:55:27.564575] [DEBUG] [LOCAL     ] Loaded configuration for MTH: 3 features, 80.0% accuracy
[2025-11-25T10:55:27.564691] [DEBUG] [LOCAL     ] Loaded configuration for CEPU: 3 features, 80.0% accuracy
[2025-11-25T10:55:27.564771] [DEBUG] [LOCAL     ] Loaded configuration for SWK: 0 features, 70.0% accuracy
[2025-11-25T10:55:27.564850] [DEBUG] [LOCAL     ] Loaded configuration for BHR: 5 features, 70.0% accuracy
[2025-11-25T10:55:27.565103] [DEBUG] [LOCAL     ] Loaded configuration for HL: 6 features, 90.0% accuracy
[2025-11-25T10:55:27.565361] [DEBUG] [LOCAL     ] Loaded configuration for CURV: 3 features, 70.0% accuracy
[2025-11-25T10:55:27.565463] [DEBUG] [LOCAL     ] Loaded configuration for PDM: 2 features, 60.0% accuracy
[2025-11-25T10:55:27.565747] [DEBUG] [LOCAL     ] Loaded configuration for RDN: 3 features, 80.0% accuracy
[2025-11-25T10:55:27.565836] [DEBUG] [LOCAL     ] Loaded configuration for PLD: 1 features, 90.0% accuracy
[2025-11-25T10:55:27.566143] [DEBUG] [LOCAL     ] Loaded configuration for QSR: 4 features, 80.0% accuracy
[2025-11-25T10:55:27.566416] [DEBUG] [LOCAL     ] Loaded configuration for EPD: 4 features, 100.0% accuracy
[2025-11-25T10:55:27.566505] [DEBUG] [LOCAL     ] Loaded configuration for DQ: 0 features, 80.0% accuracy
[2025-11-25T10:55:27.566760] [DEBUG] [LOCAL     ] Loaded configuration for RSI: 3 features, 90.0% accuracy
[2025-11-25T10:55:27.567096] [DEBUG] [LOCAL     ] Loaded configuration for HBM: 1 features, 80.0% accuracy
[2025-11-25T10:55:27.567377] [DEBUG] [LOCAL     ] Loaded configuration for SREA: 5 features, 90.0% accuracy
[2025-11-25T10:55:27.567676] [DEBUG] [LOCAL     ] Loaded configuration for YELP: 3 features, 80.0% accuracy
[2025-11-25T10:55:27.567988] [DEBUG] [LOCAL     ] Loaded configuration for NHI: 1 features, 70.0% accuracy
[2025-11-25T10:55:27.568248] [DEBUG] [LOCAL     ] Loaded configuration for CABO: 2 features, 70.0% accuracy
[2025-11-25T10:55:27.568519] [DEBUG] [LOCAL     ] Loaded configuration for BNED: 2 features, 80.0% accuracy
[2025-11-25T10:55:27.568839] [DEBUG] [LOCAL     ] Loaded configuration for BSM: 2 features, 80.0% accuracy
[2025-11-25T10:55:27.569159] [DEBUG] [LOCAL     ] Loaded configuration for SMBK: 1 features, 60.0% accuracy
[2025-11-25T10:55:27.569469] [DEBUG] [LOCAL     ] Loaded configuration for SST: 6 features, 90.0% accuracy
[2025-11-25T10:55:27.569559] [DEBUG] [LOCAL     ] Loaded configuration for SPHR: 2 features, 70.0% accuracy
[2025-11-25T10:55:27.569879] [DEBUG] [LOCAL     ] Loaded configuration for STC: 3 features, 70.0% accuracy
[2025-11-25T10:55:27.570163] [DEBUG] [LOCAL     ] Loaded configuration for GRBK: 1 features, 80.0% accuracy
[2025-11-25T10:55:27.570252] [DEBUG] [LOCAL     ] Loaded configuration for NVST: 3 features, 70.0% accuracy
[2025-11-25T10:55:27.570734] [DEBUG] [LOCAL     ] Loaded configuration for UPS: 2 features, 60.0% accuracy
[2025-11-25T10:55:27.571077] [DEBUG] [LOCAL     ] Loaded configuration for SDRL: 2 features, 90.0% accuracy
[2025-11-25T10:55:27.571177] [DEBUG] [LOCAL     ] Loaded configuration for CNX: 4 features, 70.0% accuracy
[2025-11-25T10:55:27.571260] [DEBUG] [LOCAL     ] Loaded configuration for SD: 1 features, 80.0% accuracy
[2025-11-25T10:55:27.571594] [DEBUG] [LOCAL     ] Loaded configuration for TEVA: 1 features, 60.0% accuracy
[2025-11-25T10:55:27.571713] [DEBUG] [LOCAL     ] Loaded configuration for MVO: 3 features, 80.0% accuracy
[2025-11-25T10:55:27.572776] [DEBUG] [LOCAL     ] Loaded configuration for WAB: 2 features, 80.0% accuracy
[2025-11-25T10:55:27.573864] [DEBUG] [LOCAL     ] Loaded configuration for PPG: 4 features, 60.0% accuracy
[2025-11-25T10:55:27.573957] [DEBUG] [LOCAL     ] Loaded configuration for PHG: 1 features, 70.0% accuracy
[2025-11-25T10:55:27.574038] [DEBUG] [LOCAL     ] Loaded configuration for DXC: 3 features, 80.0% accuracy
[2025-11-25T10:55:27.574116] [DEBUG] [LOCAL     ] Loaded configuration for TG: 2 features, 70.0% accuracy
[2025-11-25T10:55:27.574395] [DEBUG] [LOCAL     ] Loaded configuration for KGS: 4 features, 80.0% accuracy
[2025-11-25T10:55:27.574697] [DEBUG] [LOCAL     ] Loaded configuration for MOS: 3 features, 60.0% accuracy
[2025-11-25T10:55:27.575002] [DEBUG] [LOCAL     ] Loaded configuration for BIP: 3 features, 80.0% accuracy
[2025-11-25T10:55:27.575094] [DEBUG] [LOCAL     ] Loaded configuration for VET: 2 features, 90.0% accuracy
[2025-11-25T10:55:27.575676] [DEBUG] [LOCAL     ] Loaded configuration for PEN: 2 features, 90.0% accuracy
[2025-11-25T10:55:27.575768] [DEBUG] [LOCAL     ] Loaded configuration for BFS: 1 features, 80.0% accuracy
[2025-11-25T10:55:27.576096] [DEBUG] [LOCAL     ] Loaded configuration for FCT: 3 features, 60.0% accuracy
[2025-11-25T10:55:27.576378] [DEBUG] [LOCAL     ] Loaded configuration for HLN: 1 features, 70.0% accuracy
[2025-11-25T10:55:27.576710] [DEBUG] [LOCAL     ] Loaded configuration for HIW: 3 features, 80.0% accuracy
[2025-11-25T10:55:27.576802] [DEBUG] [LOCAL     ] Loaded configuration for BEP: 1 features, 80.0% accuracy
[2025-11-25T10:55:27.577137] [DEBUG] [LOCAL     ] Loaded configuration for NEM: 4 features, 90.0% accuracy
[2025-11-25T10:55:27.577458] [DEBUG] [LOCAL     ] Loaded configuration for TAP: 1 features, 90.0% accuracy
[2025-11-25T10:55:27.577570] [DEBUG] [LOCAL     ] Loaded configuration for OMI: 4 features, 60.0% accuracy
[2025-11-25T10:55:27.577925] [DEBUG] [LOCAL     ] Loaded configuration for PKE: 2 features, 60.0% accuracy
[2025-11-25T10:55:27.578224] [DEBUG] [LOCAL     ] Loaded configuration for PHM: 2 features, 60.0% accuracy
[2025-11-25T10:55:27.578316] [DEBUG] [LOCAL     ] Loaded configuration for HOUS: 1 features, 60.0% accuracy
[2025-11-25T10:55:27.578611] [DEBUG] [LOCAL     ] Loaded configuration for PEB: 2 features, 90.0% accuracy
[2025-11-25T10:55:27.578927] [DEBUG] [LOCAL     ] Loaded configuration for NU: 2 features, 70.0% accuracy
[2025-11-25T10:55:27.579257] [DEBUG] [LOCAL     ] Loaded configuration for BBAI: 1 features, 60.0% accuracy
[2025-11-25T10:55:27.579361] [DEBUG] [LOCAL     ] Loaded configuration for FMS: 1 features, 60.0% accuracy
[2025-11-25T10:55:27.579443] [DEBUG] [LOCAL     ] Loaded configuration for AIN: 2 features, 50.0% accuracy
[2025-11-25T10:55:27.579735] [DEBUG] [LOCAL     ] Loaded configuration for ESS: 1 features, 50.0% accuracy
[2025-11-25T10:55:27.580063] [DEBUG] [LOCAL     ] Loaded configuration for GHY: 4 features, 70.0% accuracy
[2025-11-25T10:55:27.580342] [DEBUG] [LOCAL     ] Loaded configuration for WMB: 3 features, 50.0% accuracy
[2025-11-25T10:55:27.580432] [DEBUG] [LOCAL     ] Loaded configuration for IPI: 2 features, 60.0% accuracy
[2025-11-25T10:55:27.580769] [DEBUG] [LOCAL     ] Loaded configuration for PSFE: 2 features, 70.0% accuracy
[2025-11-25T10:55:27.581099] [DEBUG] [LOCAL     ] Loaded configuration for LEVI: 1 features, 80.0% accuracy
[2025-11-25T10:55:27.581391] [DEBUG] [LOCAL     ] Loaded configuration for ALX: 3 features, 80.0% accuracy
[2025-11-25T10:55:27.581484] [DEBUG] [LOCAL     ] Loaded configuration for ASC: 4 features, 80.0% accuracy
[2025-11-25T10:55:27.581588] [DEBUG] [LOCAL     ] Loaded configuration for SM: 1 features, 80.0% accuracy
[2025-11-25T10:55:27.581912] [DEBUG] [LOCAL     ] Loaded configuration for NAN: 3 features, 80.0% accuracy
[2025-11-25T10:55:27.582004] [DEBUG] [LOCAL     ] Loaded configuration for BP: 2 features, 70.0% accuracy
[2025-11-25T10:55:27.582085] [DEBUG] [LOCAL     ] Loaded configuration for ECVT: 1 features, 70.0% accuracy
[2025-11-25T10:55:27.582489] [DEBUG] [LOCAL     ] Loaded configuration for RL: 1 features, 70.0% accuracy
[2025-11-25T10:55:27.582803] [DEBUG] [LOCAL     ] Loaded configuration for BLK: 3 features, 90.0% accuracy
[2025-11-25T10:55:27.582896] [DEBUG] [LOCAL     ] Loaded configuration for TPR: 1 features, 70.0% accuracy
[2025-11-25T10:55:27.583176] [DEBUG] [LOCAL     ] Loaded configuration for CAVA: 2 features, 80.0% accuracy
[2025-11-25T10:55:27.583269] [DEBUG] [LOCAL     ] Loaded configuration for SG: 1 features, 60.0% accuracy
[2025-11-25T10:55:27.583607] [DEBUG] [LOCAL     ] Loaded configuration for INN: 6 features, 80.0% accuracy
[2025-11-25T10:55:27.583983] [DEBUG] [LOCAL     ] Loaded configuration for NNN: 1 features, 70.0% accuracy
[2025-11-25T10:55:27.584290] [DEBUG] [LOCAL     ] Loaded configuration for KVUE: 2 features, 60.0% accuracy
[2025-11-25T10:55:27.584382] [DEBUG] [LOCAL     ] Loaded configuration for MITT: 1 features, 80.0% accuracy
[2025-11-25T10:55:27.584782] [DEBUG] [LOCAL     ] Loaded configuration for WRB: 2 features, 70.0% accuracy
[2025-11-25T10:55:27.585083] [DEBUG] [LOCAL     ] Loaded configuration for VVV: 1 features, 60.0% accuracy
[2025-11-25T10:55:27.585374] [DEBUG] [LOCAL     ] Loaded configuration for SKIL: 2 features, 80.0% accuracy
[2025-11-25T10:55:27.585692] [DEBUG] [LOCAL     ] Loaded configuration for GPOR: 1 features, 70.0% accuracy
[2025-11-25T10:55:27.585785] [DEBUG] [LOCAL     ] Loaded configuration for BDC: 2 features, 60.0% accuracy
[2025-11-25T10:55:27.586062] [DEBUG] [LOCAL     ] Loaded configuration for NRGV: 4 features, 100.0% accuracy
[2025-11-25T10:55:27.586354] [DEBUG] [LOCAL     ] Loaded configuration for BKKT: 3 features, 80.0% accuracy
[2025-11-25T10:55:27.586445] [DEBUG] [LOCAL     ] Loaded configuration for SYK: 2 features, 70.0% accuracy
[2025-11-25T10:55:27.586526] [DEBUG] [LOCAL     ] Loaded configuration for CSL: 2 features, 50.0% accuracy
[2025-11-25T10:55:27.586606] [DEBUG] [LOCAL     ] Loaded configuration for ORA: 2 features, 70.0% accuracy
[2025-11-25T10:55:27.586717] [DEBUG] [LOCAL     ] Loaded configuration for CVE: 2 features, 80.0% accuracy
[2025-11-25T10:55:27.587011] [DEBUG] [LOCAL     ] Loaded configuration for ELC: 2 features, 80.0% accuracy
[2025-11-25T10:55:27.587131] [DEBUG] [LOCAL     ] Loaded configuration for CAH: 1 features, 100.0% accuracy
[2025-11-25T10:55:27.587212] [DEBUG] [LOCAL     ] Loaded configuration for TTC: 3 features, 60.0% accuracy
[2025-11-25T10:55:27.587506] [DEBUG] [LOCAL     ] Loaded configuration for EGY: 2 features, 90.0% accuracy
[2025-11-25T10:55:27.588553] [DEBUG] [LOCAL     ] Loaded configuration for RBOT: 1 features, 70.0% accuracy
[2025-11-25T10:55:27.589516] [DEBUG] [LOCAL     ] Loaded configuration for ARCO: 1 features, 90.0% accuracy
[2025-11-25T10:55:27.589810] [DEBUG] [LOCAL     ] Loaded configuration for ONTO: 2 features, 100.0% accuracy
[2025-11-25T10:55:27.589903] [DEBUG] [LOCAL     ] Loaded configuration for DVA: 2 features, 80.0% accuracy
[2025-11-25T10:55:27.590182] [DEBUG] [LOCAL     ] Loaded configuration for CPA: 3 features, 70.0% accuracy
[2025-11-25T10:55:27.590517] [DEBUG] [LOCAL     ] Loaded configuration for SMG: 2 features, 50.0% accuracy
[2025-11-25T10:55:27.590609] [DEBUG] [LOCAL     ] Loaded configuration for USNA: 1 features, 50.0% accuracy
[2025-11-25T10:55:27.590910] [DEBUG] [LOCAL     ] Loaded configuration for GM: 1 features, 50.0% accuracy
[2025-11-25T10:55:27.591211] [DEBUG] [LOCAL     ] Loaded configuration for K: 3 features, 80.0% accuracy
[2025-11-25T10:55:27.591498] [DEBUG] [LOCAL     ] Loaded configuration for BVN: 2 features, 80.0% accuracy
[2025-11-25T10:55:27.591589] [DEBUG] [LOCAL     ] Loaded configuration for THS: 4 features, 80.0% accuracy
[2025-11-25T10:55:27.591898] [DEBUG] [LOCAL     ] Loaded configuration for BGB: 4 features, 90.0% accuracy
[2025-11-25T10:55:27.592179] [DEBUG] [LOCAL     ] Loaded configuration for RGR: 4 features, 80.0% accuracy
[2025-11-25T10:55:27.592523] [DEBUG] [LOCAL     ] Loaded configuration for ITT: 4 features, 90.0% accuracy
[2025-11-25T10:55:27.592846] [DEBUG] [LOCAL     ] Loaded configuration for GCV: 2 features, 70.0% accuracy
[2025-11-25T10:55:27.592938] [DEBUG] [LOCAL     ] Loaded configuration for AGO: 5 features, 80.0% accuracy
[2025-11-25T10:55:27.593204] [DEBUG] [LOCAL     ] Loaded configuration for OGE: 5 features, 70.0% accuracy
[2025-11-25T10:55:27.593295] [DEBUG] [LOCAL     ] Loaded configuration for TECK: 2 features, 60.0% accuracy
[2025-11-25T10:55:27.593376] [DEBUG] [LOCAL     ] Loaded configuration for COTY: 5 features, 80.0% accuracy
[2025-11-25T10:55:27.593661] [DEBUG] [LOCAL     ] Loaded configuration for EQT: 2 features, 60.0% accuracy
[2025-11-25T10:55:27.593939] [DEBUG] [LOCAL     ] Loaded configuration for CF: 3 features, 70.0% accuracy
[2025-11-25T10:55:27.594028] [DEBUG] [LOCAL     ] Loaded configuration for UTL: 2 features, 70.0% accuracy
[2025-11-25T10:55:27.594295] [DEBUG] [LOCAL     ] Loaded configuration for LLY: 0 features, 60.0% accuracy
[2025-11-25T10:55:27.594384] [DEBUG] [LOCAL     ] Loaded configuration for HTD: 0 features, 80.0% accuracy
[2025-11-25T10:55:27.594669] [DEBUG] [LOCAL     ] Loaded configuration for AX: 3 features, 50.0% accuracy
[2025-11-25T10:55:27.594760] [DEBUG] [LOCAL     ] Loaded configuration for NFG: 4 features, 70.0% accuracy
[2025-11-25T10:55:27.594841] [DEBUG] [LOCAL     ] Loaded configuration for AOMR: 3 features, 80.0% accuracy
[2025-11-25T10:55:27.595131] [DEBUG] [LOCAL     ] Loaded configuration for RGA: 1 features, 70.0% accuracy
[2025-11-25T10:55:27.595433] [DEBUG] [LOCAL     ] Loaded configuration for EQNR: 3 features, 60.0% accuracy
[2025-11-25T10:55:27.595715] [DEBUG] [LOCAL     ] Loaded configuration for PHIN: 4 features, 90.0% accuracy
[2025-11-25T10:55:27.596046] [DEBUG] [LOCAL     ] Loaded configuration for ALV: 1 features, 80.0% accuracy
[2025-11-25T10:55:27.596323] [DEBUG] [LOCAL     ] Loaded configuration for ZVIA: 2 features, 70.0% accuracy
[2025-11-25T10:55:27.596418] [DEBUG] [LOCAL     ] Loaded configuration for CII: 1 features, 80.0% accuracy
[2025-11-25T10:55:27.596756] [DEBUG] [LOCAL     ] Loaded configuration for JHG: 3 features, 80.0% accuracy
[2025-11-25T10:55:27.597069] [DEBUG] [LOCAL     ] Loaded configuration for CNP: 4 features, 70.0% accuracy
[2025-11-25T10:55:27.597488] [DEBUG] [LOCAL     ] Loaded configuration for DKS: 4 features, 90.0% accuracy
[2025-11-25T10:55:27.597581] [DEBUG] [LOCAL     ] Loaded configuration for RIO: 2 features, 60.0% accuracy
[2025-11-25T10:55:27.598694] [DEBUG] [LOCAL     ] Loaded configuration for DIS: 1 features, 70.0% accuracy
[2025-11-25T10:55:27.598986] [DEBUG] [LOCAL     ] Loaded configuration for GS: 4 features, 70.0% accuracy
[2025-11-25T10:55:27.599336] [DEBUG] [LOCAL     ] Loaded configuration for KEN: 3 features, 90.0% accuracy
[2025-11-25T10:55:27.599429] [DEBUG] [LOCAL     ] Loaded configuration for PGRE: 3 features, 80.0% accuracy
[2025-11-25T10:55:27.599765] [DEBUG] [LOCAL     ] Loaded configuration for MBI: 1 features, 60.0% accuracy
[2025-11-25T10:55:27.600055] [DEBUG] [LOCAL     ] Loaded configuration for NUVB: 2 features, 80.0% accuracy
[2025-11-25T10:55:27.600147] [DEBUG] [LOCAL     ] Loaded configuration for CNMD: 3 features, 80.0% accuracy
[2025-11-25T10:55:27.600433] [DEBUG] [LOCAL     ] Loaded configuration for AP: 4 features, 80.0% accuracy
[2025-11-25T10:55:27.600762] [DEBUG] [LOCAL     ] Loaded configuration for CHE: 4 features, 70.0% accuracy
[2025-11-25T10:55:27.600852] [DEBUG] [LOCAL     ] Loaded configuration for KSS: 3 features, 70.0% accuracy
[2025-11-25T10:55:27.600934] [DEBUG] [LOCAL     ] Loaded configuration for HLI: 3 features, 100.0% accuracy
[2025-11-25T10:55:27.601222] [DEBUG] [LOCAL     ] Loaded configuration for OSCR: 1 features, 60.0% accuracy
[2025-11-25T10:55:27.601519] [DEBUG] [LOCAL     ] Loaded configuration for MPX: 4 features, 80.0% accuracy
[2025-11-25T10:55:27.601609] [DEBUG] [LOCAL     ] Loaded configuration for EPRT: 4 features, 100.0% accuracy
[2025-11-25T10:55:27.601910] [DEBUG] [LOCAL     ] Loaded configuration for CNO: 3 features, 70.0% accuracy
[2025-11-25T10:55:27.602191] [DEBUG] [LOCAL     ] Loaded configuration for NVR: 4 features, 70.0% accuracy
[2025-11-25T10:55:27.602282] [DEBUG] [LOCAL     ] Loaded configuration for LYV: 4 features, 70.0% accuracy
[2025-11-25T10:55:27.602624] [DEBUG] [LOCAL     ] Loaded configuration for VTMX: 2 features, 100.0% accuracy
[2025-11-25T10:55:27.602757] [DEBUG] [LOCAL     ] Loaded configuration for BNH: 1 features, 70.0% accuracy
[2025-11-25T10:55:27.603082] [DEBUG] [LOCAL     ] Loaded configuration for HD: 3 features, 80.0% accuracy
[2025-11-25T10:55:27.603200] [DEBUG] [LOCAL     ] Loaded configuration for HTH: 2 features, 70.0% accuracy
[2025-11-25T10:55:27.603500] [DEBUG] [LOCAL     ] Loaded configuration for REZI: 1 features, 80.0% accuracy
[2025-11-25T10:55:27.603843] [DEBUG] [LOCAL     ] Loaded configuration for CANG: 2 features, 90.0% accuracy
[2025-11-25T10:55:27.604128] [DEBUG] [LOCAL     ] Loaded configuration for PRU: 0 features, 60.0% accuracy
[2025-11-25T10:55:27.604223] [DEBUG] [LOCAL     ] Loaded configuration for WEA: 2 features, 60.0% accuracy
[2025-11-25T10:55:27.604321] [DEBUG] [LOCAL     ] Loaded configuration for KEYS: 4 features, 90.0% accuracy
[2025-11-25T10:55:27.604677] [DEBUG] [LOCAL     ] Loaded configuration for FOA: 1 features, 90.0% accuracy
[2025-11-25T10:55:27.604773] [DEBUG] [LOCAL     ] Loaded configuration for BHE: 3 features, 70.0% accuracy
[2025-11-25T10:55:27.604856] [DEBUG] [LOCAL     ] Loaded configuration for SRFM: 1 features, 90.0% accuracy
[2025-11-25T10:55:27.605187] [DEBUG] [LOCAL     ] Loaded configuration for SLQT: 2 features, 60.0% accuracy
[2025-11-25T10:55:27.605522] [DEBUG] [LOCAL     ] Loaded configuration for IQV: 2 features, 70.0% accuracy
[2025-11-25T10:55:27.605614] [DEBUG] [LOCAL     ] Loaded configuration for DLB: 1 features, 70.0% accuracy
[2025-11-25T10:55:27.605931] [DEBUG] [LOCAL     ] Loaded configuration for GHI: 4 features, 70.0% accuracy
[2025-11-25T10:55:27.606206] [DEBUG] [LOCAL     ] Loaded configuration for LITB: 2 features, 70.0% accuracy
[2025-11-25T10:55:27.606499] [DEBUG] [LOCAL     ] Loaded configuration for SSD: 0 features, 70.0% accuracy
[2025-11-25T10:55:27.606810] [DEBUG] [LOCAL     ] Loaded configuration for SID: 5 features, 70.0% accuracy
[2025-11-25T10:55:27.606901] [DEBUG] [LOCAL     ] Loaded configuration for TDY: 2 features, 80.0% accuracy
[2025-11-25T10:55:27.607215] [DEBUG] [LOCAL     ] Loaded configuration for NAC: 2 features, 80.0% accuracy
[2025-11-25T10:55:27.607555] [DEBUG] [LOCAL     ] Loaded configuration for BW: 2 features, 90.0% accuracy
[2025-11-25T10:55:27.607861] [DEBUG] [LOCAL     ] Loaded configuration for FE: 4 features, 80.0% accuracy
[2025-11-25T10:55:27.608132] [DEBUG] [LOCAL     ] Loaded configuration for HMY: 2 features, 80.0% accuracy
[2025-11-25T10:55:27.608473] [DEBUG] [LOCAL     ] Loaded configuration for EOD: 3 features, 90.0% accuracy
[2025-11-25T10:55:27.608565] [DEBUG] [LOCAL     ] Loaded configuration for LSPD: 1 features, 60.0% accuracy
[2025-11-25T10:55:27.608662] [DEBUG] [LOCAL     ] Loaded configuration for AFB: 1 features, 80.0% accuracy
[2025-11-25T10:55:27.608937] [DEBUG] [LOCAL     ] Loaded configuration for ZIP: 2 features, 80.0% accuracy
[2025-11-25T10:55:27.609028] [DEBUG] [LOCAL     ] Loaded configuration for CLB: 4 features, 80.0% accuracy
[2025-11-25T10:55:27.609345] [DEBUG] [LOCAL     ] Loaded configuration for MYD: 1 features, 50.0% accuracy
[2025-11-25T10:55:27.609637] [DEBUG] [LOCAL     ] Loaded configuration for HPP: 2 features, 80.0% accuracy
[2025-11-25T10:55:27.609954] [DEBUG] [LOCAL     ] Loaded configuration for RRX: 1 features, 80.0% accuracy
[2025-11-25T10:55:27.610046] [DEBUG] [LOCAL     ] Loaded configuration for ARLO: 0 features, 60.0% accuracy
[2025-11-25T10:55:27.610328] [DEBUG] [LOCAL     ] Loaded configuration for NXP: 1 features, 60.0% accuracy
[2025-11-25T10:55:27.610419] [DEBUG] [LOCAL     ] Loaded configuration for GVA: 5 features, 70.0% accuracy
[2025-11-25T10:55:27.610698] [DEBUG] [LOCAL     ] Loaded configuration for ARI: 2 features, 100.0% accuracy
[2025-11-25T10:55:27.610973] [DEBUG] [LOCAL     ] Loaded configuration for QBTS: 4 features, 100.0% accuracy
[2025-11-25T10:55:27.611259] [DEBUG] [LOCAL     ] Loaded configuration for DTW: 5 features, 70.0% accuracy
[2025-11-25T10:55:27.611532] [DEBUG] [LOCAL     ] Loaded configuration for AA: 0 features, 60.0% accuracy
[2025-11-25T10:55:27.611625] [DEBUG] [LOCAL     ] Loaded configuration for DSMC: 3 features, 100.0% accuracy
[2025-11-25T10:55:27.611740] [DEBUG] [LOCAL     ] Loaded configuration for GLOB: 3 features, 80.0% accuracy
[2025-11-25T10:55:27.612026] [DEBUG] [LOCAL     ] Loaded configuration for CDRE: 2 features, 80.0% accuracy
[2025-11-25T10:55:27.612117] [DEBUG] [LOCAL     ] Loaded configuration for CSV: 2 features, 70.0% accuracy
[2025-11-25T10:55:27.612198] [DEBUG] [LOCAL     ] Loaded configuration for CCS: 0 features, 80.0% accuracy
[2025-11-25T10:55:27.612279] [DEBUG] [LOCAL     ] Loaded configuration for SRE: 2 features, 70.0% accuracy
[2025-11-25T10:55:27.612545] [DEBUG] [LOCAL     ] Loaded configuration for FFA: 2 features, 60.0% accuracy
[2025-11-25T10:55:27.612867] [DEBUG] [LOCAL     ] Loaded configuration for STE: 3 features, 90.0% accuracy
[2025-11-25T10:55:27.613138] [DEBUG] [LOCAL     ] Loaded configuration for CCU: 0 features, 60.0% accuracy
[2025-11-25T10:55:27.613410] [DEBUG] [LOCAL     ] Loaded configuration for ALG: 1 features, 90.0% accuracy
[2025-11-25T10:55:27.613737] [DEBUG] [LOCAL     ] Loaded configuration for GPMT: 1 features, 60.0% accuracy
[2025-11-25T10:55:27.613827] [DEBUG] [LOCAL     ] Loaded configuration for PKX: 1 features, 90.0% accuracy
[2025-11-25T10:55:27.613909] [DEBUG] [LOCAL     ] Loaded configuration for CIG: 6 features, 90.0% accuracy
[2025-11-25T10:55:27.614196] [DEBUG] [LOCAL     ] Loaded configuration for UZE: 2 features, 80.0% accuracy
[2025-11-25T10:55:27.614535] [DEBUG] [LOCAL     ] Loaded configuration for SBI: 3 features, 90.0% accuracy
[2025-11-25T10:55:27.614833] [DEBUG] [LOCAL     ] Loaded configuration for GBX: 2 features, 90.0% accuracy
[2025-11-25T10:55:27.615132] [DEBUG] [LOCAL     ] Loaded configuration for AIZN: 1 features, 90.0% accuracy
[2025-11-25T10:55:27.615233] [DEBUG] [LOCAL     ] Loaded configuration for DSU: 5 features, 100.0% accuracy
[2025-11-25T10:55:27.615559] [DEBUG] [LOCAL     ] Loaded configuration for TPC: 5 features, 60.0% accuracy
[2025-11-25T10:55:27.615876] [DEBUG] [LOCAL     ] Loaded configuration for EHI: 2 features, 60.0% accuracy
[2025-11-25T10:55:27.616178] [DEBUG] [LOCAL     ] Loaded configuration for TYG: 3 features, 70.0% accuracy
[2025-11-25T10:55:27.616513] [DEBUG] [LOCAL     ] Loaded configuration for VLRS: 2 features, 90.0% accuracy
[2025-11-25T10:55:27.616800] [DEBUG] [LOCAL     ] Loaded configuration for UTF: 4 features, 80.0% accuracy
[2025-11-25T10:55:27.617136] [DEBUG] [LOCAL     ] Loaded configuration for WBS: 4 features, 70.0% accuracy
[2025-11-25T10:55:27.617229] [DEBUG] [LOCAL     ] Loaded configuration for HAL: 2 features, 80.0% accuracy
[2025-11-25T10:55:27.617534] [DEBUG] [LOCAL     ] Loaded configuration for ODV: 2 features, 80.0% accuracy
[2025-11-25T10:55:27.617822] [DEBUG] [LOCAL     ] Loaded configuration for AHH: 5 features, 80.0% accuracy
[2025-11-25T10:55:27.618193] [DEBUG] [LOCAL     ] Loaded configuration for TDG: 0 features, 80.0% accuracy
[2025-11-25T10:55:27.618503] [DEBUG] [LOCAL     ] Loaded configuration for PDO: 2 features, 70.0% accuracy
[2025-11-25T10:55:27.618613] [DEBUG] [LOCAL     ] Loaded configuration for BBDO: 4 features, 70.0% accuracy
[2025-11-25T10:55:27.618978] [DEBUG] [LOCAL     ] Loaded configuration for SBR: 1 features, 70.0% accuracy
[2025-11-25T10:55:27.619287] [DEBUG] [LOCAL     ] Loaded configuration for WU: 3 features, 80.0% accuracy
[2025-11-25T10:55:27.619599] [DEBUG] [LOCAL     ] Loaded configuration for RYAN: 1 features, 80.0% accuracy
[2025-11-25T10:55:27.619725] [DEBUG] [LOCAL     ] Loaded configuration for UIS: 4 features, 60.0% accuracy
[2025-11-25T10:55:27.620028] [DEBUG] [LOCAL     ] Loaded configuration for CWAN: 3 features, 90.0% accuracy
[2025-11-25T10:55:27.620917] [DEBUG] [LOCAL     ] Loaded configuration for DLNG: 5 features, 70.0% accuracy
[2025-11-25T10:55:27.621011] [DEBUG] [LOCAL     ] Loaded configuration for CAE: 4 features, 90.0% accuracy
[2025-11-25T10:55:27.621349] [DEBUG] [LOCAL     ] Loaded configuration for CBU: 5 features, 80.0% accuracy
[2025-11-25T10:55:27.621680] [DEBUG] [LOCAL     ] Loaded configuration for LNC: 2 features, 70.0% accuracy
[2025-11-25T10:55:27.621983] [DEBUG] [LOCAL     ] Loaded configuration for SBSW: 2 features, 70.0% accuracy
[2025-11-25T10:55:27.622089] [DEBUG] [LOCAL     ] Loaded configuration for SPRU: 1 features, 80.0% accuracy
[2025-11-25T10:55:27.622173] [DEBUG] [LOCAL     ] Loaded configuration for TKO: 6 features, 100.0% accuracy
[2025-11-25T10:55:27.622520] [DEBUG] [LOCAL     ] Loaded configuration for GTY: 2 features, 80.0% accuracy
[2025-11-25T10:55:27.622879] [DEBUG] [LOCAL     ] Loaded configuration for WEX: 1 features, 100.0% accuracy
[2025-11-25T10:55:27.622974] [DEBUG] [LOCAL     ] Loaded configuration for SCI: 0 features, 60.0% accuracy
[2025-11-25T10:55:27.623876] [DEBUG] [LOCAL     ] Loaded configuration for ETW: 3 features, 80.0% accuracy
[2025-11-25T10:55:27.624183] [DEBUG] [LOCAL     ] Loaded configuration for PEG: 1 features, 80.0% accuracy
[2025-11-25T10:55:27.624523] [DEBUG] [LOCAL     ] Loaded configuration for KFRC: 0 features, 50.0% accuracy
[2025-11-25T10:55:27.624839] [DEBUG] [LOCAL     ] Loaded configuration for BCH: 1 features, 60.0% accuracy
[2025-11-25T10:55:27.625185] [DEBUG] [LOCAL     ] Loaded configuration for BWSN: 1 features, 60.0% accuracy
[2025-11-25T10:55:27.625278] [DEBUG] [LOCAL     ] Loaded configuration for MGA: 1 features, 90.0% accuracy
[2025-11-25T10:55:27.625586] [DEBUG] [LOCAL     ] Loaded configuration for GEO: 1 features, 50.0% accuracy
[2025-11-25T10:55:27.625891] [DEBUG] [LOCAL     ] Loaded configuration for MOV: 3 features, 80.0% accuracy
[2025-11-25T10:55:27.626167] [DEBUG] [LOCAL     ] Loaded configuration for BIO: 3 features, 70.0% accuracy
[2025-11-25T10:55:27.626254] [DEBUG] [LOCAL     ] Loaded configuration for HSY: 1 features, 70.0% accuracy
[2025-11-25T10:55:27.626569] [DEBUG] [LOCAL     ] Loaded configuration for OMF: 1 features, 90.0% accuracy
[2025-11-25T10:55:27.626687] [DEBUG] [LOCAL     ] Loaded configuration for PJT: 1 features, 60.0% accuracy
[2025-11-25T10:55:27.626768] [DEBUG] [LOCAL     ] Loaded configuration for DCI: 2 features, 80.0% accuracy
[2025-11-25T10:55:27.627103] [DEBUG] [LOCAL     ] Loaded configuration for VTN: 2 features, 70.0% accuracy
[2025-11-25T10:55:27.627388] [DEBUG] [LOCAL     ] Loaded configuration for OIA: 2 features, 80.0% accuracy
[2025-11-25T10:55:27.627721] [DEBUG] [LOCAL     ] Loaded configuration for MHD: 3 features, 70.0% accuracy
[2025-11-25T10:55:27.627810] [DEBUG] [LOCAL     ] Loaded configuration for EHC: 1 features, 80.0% accuracy
[2025-11-25T10:55:27.628135] [DEBUG] [LOCAL     ] Loaded configuration for LTH: 5 features, 80.0% accuracy
[2025-11-25T10:55:27.628225] [DEBUG] [LOCAL     ] Loaded configuration for SAM: 1 features, 70.0% accuracy
[2025-11-25T10:55:27.628529] [DEBUG] [LOCAL     ] Loaded configuration for HWM: 2 features, 90.0% accuracy
[2025-11-25T10:55:27.628633] [DEBUG] [LOCAL     ] Loaded configuration for NXC: 2 features, 90.0% accuracy
[2025-11-25T10:55:27.629060] [DEBUG] [LOCAL     ] Loaded configuration for VVX: 2 features, 70.0% accuracy
[2025-11-25T10:55:27.629152] [DEBUG] [LOCAL     ] Loaded configuration for CLS: 1 features, 70.0% accuracy
[2025-11-25T10:55:27.629434] [DEBUG] [LOCAL     ] Loaded configuration for HOMB: 1 features, 90.0% accuracy
[2025-11-25T10:55:27.629528] [DEBUG] [LOCAL     ] Loaded configuration for LCII: 1 features, 90.0% accuracy
[2025-11-25T10:55:27.629828] [DEBUG] [LOCAL     ] Loaded configuration for BDX: 2 features, 80.0% accuracy
[2025-11-25T10:55:27.630145] [DEBUG] [LOCAL     ] Loaded configuration for HBB: 1 features, 80.0% accuracy
[2025-11-25T10:55:27.630235] [DEBUG] [LOCAL     ] Loaded configuration for MET: 0 features, 50.0% accuracy
[2025-11-25T10:55:27.630572] [DEBUG] [LOCAL     ] Loaded configuration for GDV: 2 features, 70.0% accuracy
[2025-11-25T10:55:27.630882] [DEBUG] [LOCAL     ] Loaded configuration for GE: 3 features, 90.0% accuracy
[2025-11-25T10:55:27.631185] [DEBUG] [LOCAL     ] Loaded configuration for ATR: 1 features, 60.0% accuracy
[2025-11-25T10:55:27.631511] [DEBUG] [LOCAL     ] Loaded configuration for BCC: 1 features, 70.0% accuracy
[2025-11-25T10:55:27.631811] [DEBUG] [LOCAL     ] Loaded configuration for EL: 4 features, 80.0% accuracy
[2025-11-25T10:55:27.632146] [DEBUG] [LOCAL     ] Loaded configuration for MANU: 3 features, 70.0% accuracy
[2025-11-25T10:55:27.632489] [DEBUG] [LOCAL     ] Loaded configuration for TMHC: 1 features, 70.0% accuracy
[2025-11-25T10:55:27.632848] [DEBUG] [LOCAL     ] Loaded configuration for MFM: 3 features, 80.0% accuracy
[2025-11-25T10:55:27.633171] [DEBUG] [LOCAL     ] Loaded configuration for DHT: 3 features, 70.0% accuracy
[2025-11-25T10:55:27.633443] [DEBUG] [LOCAL     ] Loaded configuration for FR: 3 features, 80.0% accuracy
[2025-11-25T10:55:27.633536] [DEBUG] [LOCAL     ] Loaded configuration for MCI: 5 features, 90.0% accuracy
[2025-11-25T10:55:27.633615] [DEBUG] [LOCAL     ] Loaded configuration for WBX: 0 features, 90.0% accuracy
[2025-11-25T10:55:27.633911] [DEBUG] [LOCAL     ] Loaded configuration for ROG: 2 features, 50.0% accuracy
[2025-11-25T10:55:27.634186] [DEBUG] [LOCAL     ] Loaded configuration for YRD: 0 features, 70.0% accuracy
[2025-11-25T10:55:27.634758] [DEBUG] [LOCAL     ] Loaded configuration for SHOC: 2 features, 70.0% accuracy
[2025-11-25T10:55:27.634875] [DEBUG] [LOCAL     ] Loaded configuration for MQY: 3 features, 70.0% accuracy
[2025-11-25T10:55:27.635184] [DEBUG] [LOCAL     ] Loaded configuration for GPC: 4 features, 90.0% accuracy
[2025-11-25T10:55:27.635522] [DEBUG] [LOCAL     ] Loaded configuration for NABL: 0 features, 90.0% accuracy
[2025-11-25T10:55:27.635899] [DEBUG] [LOCAL     ] Loaded configuration for AWI: 3 features, 90.0% accuracy
[2025-11-25T10:55:27.636480] [DEBUG] [LOCAL     ] Loaded configuration for GNE: 1 features, 80.0% accuracy
[2025-11-25T10:55:27.636780] [DEBUG] [LOCAL     ] Loaded configuration for MWA: 1 features, 60.0% accuracy
[2025-11-25T10:55:27.637152] [DEBUG] [LOCAL     ] Loaded configuration for DKL: 1 features, 100.0% accuracy
[2025-11-25T10:55:27.637491] [DEBUG] [LOCAL     ] Loaded configuration for GPN: 2 features, 70.0% accuracy
[2025-11-25T10:55:27.637813] [DEBUG] [LOCAL     ] Loaded configuration for NLOP: 4 features, 90.0% accuracy
[2025-11-25T10:55:27.638204] [DEBUG] [LOCAL     ] Loaded configuration for TRGP: 2 features, 80.0% accuracy
[2025-11-25T10:55:27.638569] [DEBUG] [LOCAL     ] Loaded configuration for INFY: 1 features, 80.0% accuracy
[2025-11-25T10:55:27.638923] [DEBUG] [LOCAL     ] Loaded configuration for DFP: 1 features, 60.0% accuracy
[2025-11-25T10:55:27.639015] [DEBUG] [LOCAL     ] Loaded configuration for KMX: 2 features, 90.0% accuracy
[2025-11-25T10:55:27.639297] [DEBUG] [LOCAL     ] Loaded configuration for CGV: 2 features, 90.0% accuracy
[2025-11-25T10:55:27.639387] [DEBUG] [LOCAL     ] Loaded configuration for TM: 4 features, 90.0% accuracy
[2025-11-25T10:55:27.639702] [DEBUG] [LOCAL     ] Loaded configuration for SMHI: 1 features, 70.0% accuracy
[2025-11-25T10:55:27.639988] [DEBUG] [LOCAL     ] Loaded configuration for TOST: 2 features, 90.0% accuracy
[2025-11-25T10:55:27.640254] [DEBUG] [LOCAL     ] Loaded configuration for AROC: 2 features, 70.0% accuracy
[2025-11-25T10:55:27.640566] [DEBUG] [LOCAL     ] Loaded configuration for MTN: 2 features, 80.0% accuracy
[2025-11-25T10:55:27.640865] [DEBUG] [LOCAL     ] Loaded configuration for ESTC: 2 features, 80.0% accuracy
[2025-11-25T10:55:27.641196] [DEBUG] [LOCAL     ] Loaded configuration for BWXT: 3 features, 70.0% accuracy
[2025-11-25T10:55:27.641475] [DEBUG] [LOCAL     ] Loaded configuration for ZH: 4 features, 80.0% accuracy
[2025-11-25T10:55:27.641566] [DEBUG] [LOCAL     ] Loaded configuration for DRH: 1 features, 80.0% accuracy
[2025-11-25T10:55:27.641886] [DEBUG] [LOCAL     ] Loaded configuration for SFB: 1 features, 80.0% accuracy
[2025-11-25T10:55:27.642223] [DEBUG] [LOCAL     ] Loaded configuration for FAF: 2 features, 80.0% accuracy
[2025-11-25T10:55:27.642510] [DEBUG] [LOCAL     ] Loaded configuration for TFC: 1 features, 70.0% accuracy
[2025-11-25T10:55:27.642796] [DEBUG] [LOCAL     ] Loaded configuration for NVS: 2 features, 90.0% accuracy
[2025-11-25T10:55:27.642892] [DEBUG] [LOCAL     ] Loaded configuration for NDMO: 6 features, 80.0% accuracy
[2025-11-25T10:55:27.643216] [DEBUG] [LOCAL     ] Loaded configuration for BOH: 1 features, 100.0% accuracy
[2025-11-25T10:55:27.643496] [DEBUG] [LOCAL     ] Loaded configuration for MMC: 2 features, 70.0% accuracy
[2025-11-25T10:55:27.643819] [DEBUG] [LOCAL     ] Loaded configuration for STK: 3 features, 90.0% accuracy
[2025-11-25T10:55:27.644143] [DEBUG] [LOCAL     ] Loaded configuration for DEO: 1 features, 80.0% accuracy
[2025-11-25T10:55:27.644233] [DEBUG] [LOCAL     ] Loaded configuration for FERG: 3 features, 70.0% accuracy
[2025-11-25T10:55:27.644552] [DEBUG] [LOCAL     ] Loaded configuration for JILL: 3 features, 60.0% accuracy
[2025-11-25T10:55:27.644673] [DEBUG] [LOCAL     ] Loaded configuration for CIA: 0 features, 70.0% accuracy
[2025-11-25T10:55:27.645007] [DEBUG] [LOCAL     ] Loaded configuration for IFS: 4 features, 80.0% accuracy
[2025-11-25T10:55:27.645346] [DEBUG] [LOCAL     ] Loaded configuration for SPB: 2 features, 100.0% accuracy
[2025-11-25T10:55:27.645463] [DEBUG] [LOCAL     ] Loaded configuration for UMC: 1 features, 90.0% accuracy
[2025-11-25T10:55:27.645558] [DEBUG] [LOCAL     ] Loaded configuration for MMT: 4 features, 50.0% accuracy
[2025-11-25T10:55:27.645704] [DEBUG] [LOCAL     ] Loaded configuration for TWI: 1 features, 80.0% accuracy
[2025-11-25T10:55:27.646196] [DEBUG] [LOCAL     ] Loaded configuration for MLM: 0 features, 60.0% accuracy
[2025-11-25T10:55:27.646285] [DEBUG] [LOCAL     ] Loaded configuration for ACM: 1 features, 90.0% accuracy
[2025-11-25T10:55:27.646367] [DEBUG] [LOCAL     ] Loaded configuration for TPVG: 4 features, 60.0% accuracy
[2025-11-25T10:55:27.646636] [DEBUG] [LOCAL     ] Loaded configuration for WSR: 2 features, 70.0% accuracy
[2025-11-25T10:55:27.646747] [DEBUG] [LOCAL     ] Loaded configuration for TDOC: 3 features, 90.0% accuracy
[2025-11-25T10:55:27.647220] [DEBUG] [LOCAL     ] Loaded configuration for TCBX: 2 features, 70.0% accuracy
[2025-11-25T10:55:27.647577] [DEBUG] [LOCAL     ] Loaded configuration for KAI: 2 features, 60.0% accuracy
[2025-11-25T10:55:27.648161] [DEBUG] [LOCAL     ] Loaded configuration for MUC: 3 features, 90.0% accuracy
[2025-11-25T10:55:27.648541] [DEBUG] [LOCAL     ] Loaded configuration for ALLY: 4 features, 80.0% accuracy
[2025-11-25T10:55:27.649056] [DEBUG] [LOCAL     ] Loaded configuration for EDU: 2 features, 70.0% accuracy
[2025-11-25T10:55:27.649623] [DEBUG] [LOCAL     ] Loaded configuration for TWO: 2 features, 80.0% accuracy
[2025-11-25T10:55:27.649756] [DEBUG] [LOCAL     ] Loaded configuration for AMTD: 1 features, 80.0% accuracy
[2025-11-25T10:55:27.649845] [DEBUG] [LOCAL     ] Loaded configuration for ATEN: 1 features, 80.0% accuracy
[2025-11-25T10:55:27.652018] [DEBUG] [LOCAL     ] Loaded configuration for MTW: 2 features, 70.0% accuracy
[2025-11-25T10:55:27.652343] [DEBUG] [LOCAL     ] Loaded configuration for FIS: 3 features, 80.0% accuracy
[2025-11-25T10:55:27.652441] [DEBUG] [LOCAL     ] Loaded configuration for INGR: 5 features, 90.0% accuracy
[2025-11-25T10:55:27.652722] [DEBUG] [LOCAL     ] Loaded configuration for FINV: 3 features, 90.0% accuracy
[2025-11-25T10:55:27.653044] [DEBUG] [LOCAL     ] Loaded configuration for ENO: 2 features, 70.0% accuracy
[2025-11-25T10:55:27.653390] [DEBUG] [LOCAL     ] Loaded configuration for OLP: 2 features, 70.0% accuracy
[2025-11-25T10:55:27.653497] [DEBUG] [LOCAL     ] Loaded configuration for C: 2 features, 90.0% accuracy
[2025-11-25T10:55:27.653778] [DEBUG] [LOCAL     ] Loaded configuration for WOR: 2 features, 70.0% accuracy
[2025-11-25T10:55:27.654056] [DEBUG] [LOCAL     ] Loaded configuration for EOG: 1 features, 90.0% accuracy
[2025-11-25T10:55:27.654338] [DEBUG] [LOCAL     ] Loaded configuration for HQH: 1 features, 50.0% accuracy
[2025-11-25T10:55:27.654436] [DEBUG] [LOCAL     ] Loaded configuration for ORN: 2 features, 60.0% accuracy
[2025-11-25T10:55:27.654747] [DEBUG] [LOCAL     ] Loaded configuration for SFBS: 3 features, 80.0% accuracy
[2025-11-25T10:55:27.655009] [DEBUG] [LOCAL     ] Loaded configuration for BOE: 4 features, 70.0% accuracy
[2025-11-25T10:55:27.655122] [DEBUG] [LOCAL     ] Loaded configuration for LC: 4 features, 80.0% accuracy
[2025-11-25T10:55:27.655433] [DEBUG] [LOCAL     ] Loaded configuration for SB: 1 features, 80.0% accuracy
[2025-11-25T10:55:27.655734] [DEBUG] [LOCAL     ] Loaded configuration for VAC: 6 features, 90.0% accuracy
[2025-11-25T10:55:27.656016] [DEBUG] [LOCAL     ] Loaded configuration for VPV: 2 features, 100.0% accuracy
[2025-11-25T10:55:27.656298] [DEBUG] [LOCAL     ] Loaded configuration for PMT: 0 features, 60.0% accuracy
[2025-11-25T10:55:27.656399] [DEBUG] [LOCAL     ] Loaded configuration for SLVM: 4 features, 70.0% accuracy
[2025-11-25T10:55:27.656715] [DEBUG] [LOCAL     ] Loaded configuration for GD: 0 features, 90.0% accuracy
[2025-11-25T10:55:27.656975] [DEBUG] [LOCAL     ] Loaded configuration for MAIN: 1 features, 50.0% accuracy
[2025-11-25T10:55:27.657271] [DEBUG] [LOCAL     ] Loaded configuration for AL: 2 features, 70.0% accuracy
[2025-11-25T10:55:27.657543] [DEBUG] [LOCAL     ] Loaded configuration for OOMA: 0 features, 70.0% accuracy
[2025-11-25T10:55:27.657636] [DEBUG] [LOCAL     ] Loaded configuration for PKST: 2 features, 90.0% accuracy
[2025-11-25T10:55:27.657945] [DEBUG] [LOCAL     ] Loaded configuration for LVS: 3 features, 80.0% accuracy
[2025-11-25T10:55:27.658334] [DEBUG] [LOCAL     ] Loaded configuration for NMM: 1 features, 80.0% accuracy
[2025-11-25T10:55:27.658434] [DEBUG] [LOCAL     ] Loaded configuration for THQ: 5 features, 90.0% accuracy
[2025-11-25T10:55:27.658535] [DEBUG] [LOCAL     ] Loaded configuration for SJM: 1 features, 70.0% accuracy
[2025-11-25T10:55:27.659022] [DEBUG] [LOCAL     ] Loaded configuration for ALLE: 6 features, 100.0% accuracy
[2025-11-25T10:55:27.659180] [DEBUG] [LOCAL     ] Loaded configuration for HGLB: 2 features, 60.0% accuracy
[2025-11-25T10:55:27.659464] [DEBUG] [LOCAL     ] Loaded configuration for ANET: 2 features, 70.0% accuracy
[2025-11-25T10:55:27.659864] [DEBUG] [LOCAL     ] Loaded configuration for PFGC: 4 features, 100.0% accuracy
[2025-11-25T10:55:27.660202] [DEBUG] [LOCAL     ] Loaded configuration for IDA: 3 features, 70.0% accuracy
[2025-11-25T10:55:27.660299] [DEBUG] [LOCAL     ] Loaded configuration for IRS: 1 features, 50.0% accuracy
[2025-11-25T10:55:27.660400] [DEBUG] [LOCAL     ] Loaded configuration for BKH: 5 features, 90.0% accuracy
[2025-11-25T10:55:27.660873] [DEBUG] [LOCAL     ] Loaded configuration for BGH: 3 features, 80.0% accuracy
[2025-11-25T10:55:27.661149] [DEBUG] [LOCAL     ] Loaded configuration for VLTO: 2 features, 60.0% accuracy
[2025-11-25T10:55:27.661242] [DEBUG] [LOCAL     ] Loaded configuration for OMC: 3 features, 80.0% accuracy
[2025-11-25T10:55:27.661322] [DEBUG] [LOCAL     ] Loaded configuration for BXSL: 2 features, 90.0% accuracy
[2025-11-25T10:55:27.661664] [DEBUG] [LOCAL     ] Loaded configuration for FN: 2 features, 80.0% accuracy
[2025-11-25T10:55:27.661997] [DEBUG] [LOCAL     ] Loaded configuration for SON: 0 features, 60.0% accuracy
[2025-11-25T10:55:27.662288] [DEBUG] [LOCAL     ] Loaded configuration for TRU: 1 features, 70.0% accuracy
[2025-11-25T10:55:27.662613] [DEBUG] [LOCAL     ] Loaded configuration for ASGN: 2 features, 70.0% accuracy
[2025-11-25T10:55:27.662931] [DEBUG] [LOCAL     ] Loaded configuration for FLNG: 2 features, 70.0% accuracy
[2025-11-25T10:55:27.663060] [DEBUG] [LOCAL     ] Loaded configuration for ESNT: 3 features, 70.0% accuracy
[2025-11-25T10:55:27.663170] [DEBUG] [LOCAL     ] Loaded configuration for NMR: 2 features, 80.0% accuracy
[2025-11-25T10:55:27.663498] [DEBUG] [LOCAL     ] Loaded configuration for BN: 3 features, 60.0% accuracy
[2025-11-25T10:55:27.663859] [DEBUG] [LOCAL     ] Loaded configuration for RVTY: 3 features, 80.0% accuracy
[2025-11-25T10:55:27.663973] [DEBUG] [LOCAL     ] Loaded configuration for IVT: 4 features, 80.0% accuracy
[2025-11-25T10:55:27.664072] [DEBUG] [LOCAL     ] Loaded configuration for ACEL: 1 features, 70.0% accuracy
[2025-11-25T10:55:27.664169] [DEBUG] [LOCAL     ] Loaded configuration for MODG: 3 features, 90.0% accuracy
[2025-11-25T10:55:27.664457] [DEBUG] [LOCAL     ] Loaded configuration for DB: 4 features, 70.0% accuracy
[2025-11-25T10:55:27.664769] [DEBUG] [LOCAL     ] Loaded configuration for RHP: 3 features, 80.0% accuracy
[2025-11-25T10:55:27.665096] [DEBUG] [LOCAL     ] Loaded configuration for CLF: 4 features, 80.0% accuracy
[2025-11-25T10:55:27.665402] [DEBUG] [LOCAL     ] Loaded configuration for ELV: 1 features, 80.0% accuracy
[2025-11-25T10:55:27.665764] [DEBUG] [LOCAL     ] Loaded configuration for GGT: 1 features, 70.0% accuracy
[2025-11-25T10:55:27.665867] [DEBUG] [LOCAL     ] Loaded configuration for JMIA: 3 features, 80.0% accuracy
[2025-11-25T10:55:27.666190] [DEBUG] [LOCAL     ] Loaded configuration for QD: 3 features, 90.0% accuracy
[2025-11-25T10:55:27.666528] [DEBUG] [LOCAL     ] Loaded configuration for CLW: 7 features, 90.0% accuracy
[2025-11-25T10:55:27.666882] [DEBUG] [LOCAL     ] Loaded configuration for BCE: 3 features, 80.0% accuracy
[2025-11-25T10:55:27.666985] [DEBUG] [LOCAL     ] Loaded configuration for TNC: 2 features, 70.0% accuracy
[2025-11-25T10:55:27.667331] [DEBUG] [LOCAL     ] Loaded configuration for BKE: 5 features, 80.0% accuracy
[2025-11-25T10:55:27.667426] [DEBUG] [LOCAL     ] Loaded configuration for BAX: 1 features, 70.0% accuracy
[2025-11-25T10:55:27.667696] [DEBUG] [LOCAL     ] Loaded configuration for LND: 1 features, 90.0% accuracy
[2025-11-25T10:55:27.667808] [DEBUG] [LOCAL     ] Loaded configuration for PK: 1 features, 70.0% accuracy
[2025-11-25T10:55:27.667891] [DEBUG] [LOCAL     ] Loaded configuration for BRO: 3 features, 80.0% accuracy
[2025-11-25T10:55:27.668142] [DEBUG] [LOCAL     ] Loaded configuration for SEE: 2 features, 70.0% accuracy
[2025-11-25T10:55:27.668461] [DEBUG] [LOCAL     ] Loaded configuration for ABT: 2 features, 90.0% accuracy
[2025-11-25T10:55:27.668730] [DEBUG] [LOCAL     ] Loaded configuration for OGN: 3 features, 80.0% accuracy
[2025-11-25T10:55:27.668991] [DEBUG] [LOCAL     ] Loaded configuration for LGI: 3 features, 70.0% accuracy
[2025-11-25T10:55:27.669299] [DEBUG] [LOCAL     ] Loaded configuration for GFI: 3 features, 80.0% accuracy
[2025-11-25T10:55:27.669388] [DEBUG] [LOCAL     ] Loaded configuration for MMD: 2 features, 80.0% accuracy
[2025-11-25T10:55:27.669668] [DEBUG] [LOCAL     ] Loaded configuration for NBB: 2 features, 70.0% accuracy
[2025-11-25T10:55:27.669759] [DEBUG] [LOCAL     ] Loaded configuration for BRT: 2 features, 90.0% accuracy
[2025-11-25T10:55:27.670035] [DEBUG] [LOCAL     ] Loaded configuration for DMB: 4 features, 80.0% accuracy
[2025-11-25T10:55:27.670129] [DEBUG] [LOCAL     ] Loaded configuration for PII: 3 features, 70.0% accuracy
[2025-11-25T10:55:27.670395] [DEBUG] [LOCAL     ] Loaded configuration for DVN: 1 features, 80.0% accuracy
[2025-11-25T10:55:27.670715] [DEBUG] [LOCAL     ] Loaded configuration for ETB: 2 features, 80.0% accuracy
[2025-11-25T10:55:27.670804] [DEBUG] [LOCAL     ] Loaded configuration for FPI: 1 features, 80.0% accuracy
[2025-11-25T10:55:27.671055] [DEBUG] [LOCAL     ] Loaded configuration for PMO: 2 features, 70.0% accuracy
[2025-11-25T10:55:27.671145] [DEBUG] [LOCAL     ] Loaded configuration for EGP: 4 features, 80.0% accuracy
[2025-11-25T10:55:27.671423] [DEBUG] [LOCAL     ] Loaded configuration for SDHY: 0 features, 80.0% accuracy
[2025-11-25T10:55:27.671720] [DEBUG] [LOCAL     ] Loaded configuration for USFD: 3 features, 70.0% accuracy
[2025-11-25T10:55:27.672027] [DEBUG] [LOCAL     ] Loaded configuration for CCIF: 1 features, 80.0% accuracy
[2025-11-25T10:55:27.672314] [DEBUG] [LOCAL     ] Loaded configuration for FDP: 3 features, 70.0% accuracy
[2025-11-25T10:55:27.672614] [DEBUG] [LOCAL     ] Loaded configuration for BSAC: 4 features, 90.0% accuracy
[2025-11-25T10:55:27.672728] [DEBUG] [LOCAL     ] Loaded configuration for NCA: 3 features, 80.0% accuracy
[2025-11-25T10:55:27.672812] [DEBUG] [LOCAL     ] Loaded configuration for SGHC: 2 features, 80.0% accuracy
[2025-11-25T10:55:27.673119] [DEBUG] [LOCAL     ] Loaded configuration for RFI: 4 features, 80.0% accuracy
[2025-11-25T10:55:27.673211] [DEBUG] [LOCAL     ] Loaded configuration for HUM: 3 features, 100.0% accuracy
[2025-11-25T10:55:27.673661] [DEBUG] [LOCAL     ] Loaded configuration for BXMT: 1 features, 70.0% accuracy
[2025-11-25T10:55:27.673755] [DEBUG] [LOCAL     ] Loaded configuration for SPE: 2 features, 70.0% accuracy
[2025-11-25T10:55:27.673843] [DEBUG] [LOCAL     ] Loaded configuration for PCG: 2 features, 60.0% accuracy
[2025-11-25T10:55:27.674179] [DEBUG] [LOCAL     ] Loaded configuration for NRG: 4 features, 70.0% accuracy
[2025-11-25T10:55:27.674445] [DEBUG] [LOCAL     ] Loaded configuration for WAL: 1 features, 70.0% accuracy
[2025-11-25T10:55:27.674765] [DEBUG] [LOCAL     ] Loaded configuration for THO: 4 features, 80.0% accuracy
[2025-11-25T10:55:27.675063] [DEBUG] [LOCAL     ] Loaded configuration for SOJD: 4 features, 80.0% accuracy
[2025-11-25T10:55:27.675160] [DEBUG] [LOCAL     ] Loaded configuration for OPAD: 2 features, 90.0% accuracy
[2025-11-25T10:55:27.675448] [DEBUG] [LOCAL     ] Loaded configuration for ABCB: 2 features, 80.0% accuracy
[2025-11-25T10:55:27.675545] [DEBUG] [LOCAL     ] Loaded configuration for AEM: 3 features, 80.0% accuracy
[2025-11-25T10:55:27.675804] [DEBUG] [LOCAL     ] Loaded configuration for FMC: 4 features, 80.0% accuracy
[2025-11-25T10:55:27.676066] [DEBUG] [LOCAL     ] Loaded configuration for KT: 4 features, 80.0% accuracy
[2025-11-25T10:55:27.676410] [DEBUG] [LOCAL     ] Loaded configuration for UNMA: 4 features, 90.0% accuracy
[2025-11-25T10:55:27.676678] [DEBUG] [LOCAL     ] Loaded configuration for GIS: 5 features, 90.0% accuracy
[2025-11-25T10:55:27.676979] [DEBUG] [LOCAL     ] Loaded configuration for AFGC: 2 features, 70.0% accuracy
[2025-11-25T10:55:27.677290] [DEBUG] [LOCAL     ] Loaded configuration for SWZ: 1 features, 90.0% accuracy
[2025-11-25T10:55:27.677565] [DEBUG] [LOCAL     ] Loaded configuration for EBF: 3 features, 80.0% accuracy
[2025-11-25T10:55:27.677872] [DEBUG] [LOCAL     ] Loaded configuration for DBRG: 4 features, 90.0% accuracy
[2025-11-25T10:55:27.678153] [DEBUG] [LOCAL     ] Loaded configuration for DAO: 2 features, 80.0% accuracy
[2025-11-25T10:55:27.678453] [DEBUG] [LOCAL     ] Loaded configuration for VTS: 4 features, 90.0% accuracy
[2025-11-25T10:55:27.678834] [DEBUG] [LOCAL     ] Loaded configuration for AIO: 3 features, 90.0% accuracy
[2025-11-25T10:55:27.679169] [DEBUG] [LOCAL     ] Loaded configuration for HGV: 3 features, 60.0% accuracy
[2025-11-25T10:55:27.679467] [DEBUG] [LOCAL     ] Loaded configuration for GTLS: 2 features, 60.0% accuracy
[2025-11-25T10:55:27.679780] [DEBUG] [LOCAL     ] Loaded configuration for BMEZ: 3 features, 70.0% accuracy
[2025-11-25T10:55:27.679872] [DEBUG] [LOCAL     ] Loaded configuration for PSTL: 3 features, 90.0% accuracy
[2025-11-25T10:55:27.679953] [DEBUG] [LOCAL     ] Loaded configuration for GRMN: 1 features, 70.0% accuracy
[2025-11-25T10:55:27.680213] [DEBUG] [LOCAL     ] Loaded configuration for AXS: 2 features, 80.0% accuracy
[2025-11-25T10:55:27.680515] [DEBUG] [LOCAL     ] Loaded configuration for S: 5 features, 90.0% accuracy
[2025-11-25T10:55:27.680813] [DEBUG] [LOCAL     ] Loaded configuration for D: 4 features, 50.0% accuracy
[2025-11-25T10:55:27.680940] [DEBUG] [LOCAL     ] Loaded configuration for VKQ: 1 features, 80.0% accuracy
[2025-11-25T10:55:27.681050] [DEBUG] [LOCAL     ] Loaded configuration for CHPT: 2 features, 60.0% accuracy
[2025-11-25T10:55:27.681322] [DEBUG] [LOCAL     ] Loaded configuration for NE: 0 features, 60.0% accuracy
[2025-11-25T10:55:27.681412] [DEBUG] [LOCAL     ] Loaded configuration for FTS: 0 features, 60.0% accuracy
[2025-11-25T10:55:27.681706] [DEBUG] [LOCAL     ] Loaded configuration for CCO: 4 features, 70.0% accuracy
[2025-11-25T10:55:27.681810] [DEBUG] [LOCAL     ] Loaded configuration for RELX: 0 features, 60.0% accuracy
[2025-11-25T10:55:27.682096] [DEBUG] [LOCAL     ] Loaded configuration for AMP: 3 features, 80.0% accuracy
[2025-11-25T10:55:27.682188] [DEBUG] [LOCAL     ] Loaded configuration for CBL: 3 features, 80.0% accuracy
[2025-11-25T10:55:27.682482] [DEBUG] [LOCAL     ] Loaded configuration for NXJ: 1 features, 40.0% accuracy
[2025-11-25T10:55:27.682760] [DEBUG] [LOCAL     ] Loaded configuration for WPP: 0 features, 60.0% accuracy
[2025-11-25T10:55:27.683032] [DEBUG] [LOCAL     ] Loaded configuration for CVX: 3 features, 70.0% accuracy
[2025-11-25T10:55:27.683301] [DEBUG] [LOCAL     ] Loaded configuration for LAZ: 1 features, 70.0% accuracy
[2025-11-25T10:55:27.683391] [DEBUG] [LOCAL     ] Loaded configuration for IPG: 2 features, 70.0% accuracy
[2025-11-25T10:55:27.683486] [DEBUG] [LOCAL     ] Loaded configuration for R: 1 features, 70.0% accuracy
[2025-11-25T10:55:27.683582] [DEBUG] [LOCAL     ] Loaded configuration for ICL: 0 features, 70.0% accuracy
[2025-11-25T10:55:27.683869] [DEBUG] [LOCAL     ] Loaded configuration for CRM: 2 features, 80.0% accuracy
[2025-11-25T10:55:27.683963] [DEBUG] [LOCAL     ] Loaded configuration for CNM: 4 features, 70.0% accuracy
[2025-11-25T10:55:27.684065] [DEBUG] [LOCAL     ] Loaded configuration for SRV: 2 features, 70.0% accuracy
[2025-11-25T10:55:27.684361] [DEBUG] [LOCAL     ] Loaded configuration for DTG: 2 features, 80.0% accuracy
[2025-11-25T10:55:27.684624] [DEBUG] [LOCAL     ] Loaded configuration for DEI: 4 features, 90.0% accuracy
[2025-11-25T10:55:27.684732] [DEBUG] [LOCAL     ] Loaded configuration for DTB: 5 features, 100.0% accuracy
[2025-11-25T10:55:27.684814] [DEBUG] [LOCAL     ] Loaded configuration for MSM: 2 features, 80.0% accuracy
[2025-11-25T10:55:27.685072] [DEBUG] [LOCAL     ] Loaded configuration for HSHP: 3 features, 80.0% accuracy
[2025-11-25T10:55:27.686138] [DEBUG] [LOCAL     ] Loaded configuration for COF: 3 features, 60.0% accuracy
[2025-11-25T10:55:27.686442] [DEBUG] [LOCAL     ] Loaded configuration for CWT: 5 features, 90.0% accuracy
[2025-11-25T10:55:27.686759] [DEBUG] [LOCAL     ] Loaded configuration for GNT: 1 features, 80.0% accuracy
[2025-11-25T10:55:27.687127] [DEBUG] [LOCAL     ] Loaded configuration for WTI: 2 features, 90.0% accuracy
[2025-11-25T10:55:27.687458] [DEBUG] [LOCAL     ] Loaded configuration for AORT: 2 features, 80.0% accuracy
[2025-11-25T10:55:27.687810] [DEBUG] [LOCAL     ] Loaded configuration for TSI: 0 features, 70.0% accuracy
[2025-11-25T10:55:27.688166] [DEBUG] [LOCAL     ] Loaded configuration for MFG: 2 features, 70.0% accuracy
[2025-11-25T10:55:27.688536] [DEBUG] [LOCAL     ] Loaded configuration for EMN: 1 features, 90.0% accuracy
[2025-11-25T10:55:27.688865] [DEBUG] [LOCAL     ] Loaded configuration for JOBY: 2 features, 60.0% accuracy
[2025-11-25T10:55:27.689180] [DEBUG] [LOCAL     ] Loaded configuration for UHAL: 4 features, 80.0% accuracy
[2025-11-25T10:55:27.689278] [DEBUG] [LOCAL     ] Loaded configuration for ZBH: 4 features, 90.0% accuracy
[2025-11-25T10:55:27.689610] [DEBUG] [LOCAL     ] Loaded configuration for EMO: 5 features, 70.0% accuracy
[2025-11-25T10:55:27.689926] [DEBUG] [LOCAL     ] Loaded configuration for RWT: 4 features, 70.0% accuracy
[2025-11-25T10:55:27.690224] [DEBUG] [LOCAL     ] Loaded configuration for MHN: 2 features, 70.0% accuracy
[2025-11-25T10:55:27.690514] [DEBUG] [LOCAL     ] Loaded configuration for DOW: 2 features, 80.0% accuracy
[2025-11-25T10:55:27.690817] [DEBUG] [LOCAL     ] Loaded configuration for KMT: 4 features, 90.0% accuracy
[2025-11-25T10:55:27.691132] [DEBUG] [LOCAL     ] Loaded configuration for RKT: 4 features, 90.0% accuracy
[2025-11-25T10:55:27.691231] [DEBUG] [LOCAL     ] Loaded configuration for NRUC: 3 features, 100.0% accuracy
[2025-11-25T10:55:27.691550] [DEBUG] [LOCAL     ] Loaded configuration for SSTK: 2 features, 80.0% accuracy
[2025-11-25T10:55:27.691906] [DEBUG] [LOCAL     ] Loaded configuration for NGVT: 3 features, 70.0% accuracy
[2025-11-25T10:55:27.692224] [DEBUG] [LOCAL     ] Loaded configuration for HRB: 4 features, 80.0% accuracy
[2025-11-25T10:55:27.692325] [DEBUG] [LOCAL     ] Loaded configuration for MOD: 1 features, 90.0% accuracy
[2025-11-25T10:55:27.694411] [DEBUG] [LOCAL     ] Loaded configuration for VYX: 3 features, 80.0% accuracy
[2025-11-25T10:55:27.694764] [DEBUG] [LOCAL     ] Loaded configuration for EIX: 3 features, 70.0% accuracy
[2025-11-25T10:55:27.694868] [DEBUG] [LOCAL     ] Loaded configuration for PUMP: 3 features, 80.0% accuracy
[2025-11-25T10:55:27.695143] [DEBUG] [LOCAL     ] Loaded configuration for LVWR: 3 features, 90.0% accuracy
[2025-11-25T10:55:27.695408] [DEBUG] [LOCAL     ] Loaded configuration for ETY: 5 features, 90.0% accuracy
[2025-11-25T10:55:27.695738] [DEBUG] [LOCAL     ] Loaded configuration for A: 2 features, 80.0% accuracy
[2025-11-25T10:55:27.696029] [DEBUG] [LOCAL     ] Loaded configuration for LOB: 3 features, 60.0% accuracy
[2025-11-25T10:55:27.696138] [DEBUG] [LOCAL     ] Loaded configuration for NPK: 4 features, 70.0% accuracy
[2025-11-25T10:55:27.696410] [DEBUG] [LOCAL     ] Loaded configuration for IMAX: 2 features, 70.0% accuracy
[2025-11-25T10:55:27.696677] [DEBUG] [LOCAL     ] Loaded configuration for ZIM: 0 features, 70.0% accuracy
[2025-11-25T10:55:27.697003] [DEBUG] [LOCAL     ] Loaded configuration for BRC: 2 features, 70.0% accuracy
[2025-11-25T10:55:27.697357] [DEBUG] [LOCAL     ] Loaded configuration for BA: 3 features, 80.0% accuracy
[2025-11-25T10:55:27.697663] [DEBUG] [LOCAL     ] Loaded configuration for PFN: 3 features, 90.0% accuracy
[2025-11-25T10:55:27.697984] [DEBUG] [LOCAL     ] Loaded configuration for KNSL: 2 features, 80.0% accuracy
[2025-11-25T10:55:27.698291] [DEBUG] [LOCAL     ] Loaded configuration for KOF: 3 features, 80.0% accuracy
[2025-11-25T10:55:27.698563] [DEBUG] [LOCAL     ] Loaded configuration for EQH: 3 features, 70.0% accuracy
[2025-11-25T10:55:27.698682] [DEBUG] [LOCAL     ] Loaded configuration for BSL: 3 features, 70.0% accuracy
[2025-11-25T10:55:27.698773] [DEBUG] [LOCAL     ] Loaded configuration for RITM: 2 features, 80.0% accuracy
[2025-11-25T10:55:27.699066] [DEBUG] [LOCAL     ] Loaded configuration for FRA: 1 features, 70.0% accuracy
[2025-11-25T10:55:27.699368] [DEBUG] [LOCAL     ] Loaded configuration for STLA: 3 features, 80.0% accuracy
[2025-11-25T10:55:27.699668] [DEBUG] [LOCAL     ] Loaded configuration for SCHW: 1 features, 80.0% accuracy
[2025-11-25T10:55:27.699922] [DEBUG] [LOCAL     ] Loaded configuration for RCI: 2 features, 90.0% accuracy
[2025-11-25T10:55:27.700190] [DEBUG] [LOCAL     ] Loaded configuration for MCN: 4 features, 70.0% accuracy
[2025-11-25T10:55:27.700510] [DEBUG] [LOCAL     ] Loaded configuration for HYI: 1 features, 90.0% accuracy
[2025-11-25T10:55:27.700826] [DEBUG] [LOCAL     ] Loaded configuration for SKE: 1 features, 70.0% accuracy
[2025-11-25T10:55:27.701076] [DEBUG] [LOCAL     ] Loaded configuration for MAC: 2 features, 60.0% accuracy
[2025-11-25T10:55:27.701340] [DEBUG] [LOCAL     ] Loaded configuration for OKE: 3 features, 80.0% accuracy
[2025-11-25T10:55:27.701682] [DEBUG] [LOCAL     ] Loaded configuration for SPG: 0 features, 70.0% accuracy
[2025-11-25T10:55:27.701777] [DEBUG] [LOCAL     ] Loaded configuration for ITW: 3 features, 80.0% accuracy
[2025-11-25T10:55:27.702102] [DEBUG] [LOCAL     ] Loaded configuration for CBRE: 3 features, 80.0% accuracy
[2025-11-25T10:55:27.702368] [DEBUG] [LOCAL     ] Loaded configuration for PCOR: 2 features, 70.0% accuracy
[2025-11-25T10:55:27.703440] [DEBUG] [LOCAL     ] Loaded configuration for SBS: 1 features, 70.0% accuracy
[2025-11-25T10:55:27.703727] [DEBUG] [LOCAL     ] Loaded configuration for PFH: 3 features, 100.0% accuracy
[2025-11-25T10:55:27.704036] [DEBUG] [LOCAL     ] Loaded configuration for SUPV: 3 features, 70.0% accuracy
[2025-11-25T10:55:27.704126] [DEBUG] [LOCAL     ] Loaded configuration for SNAP: 2 features, 70.0% accuracy
[2025-11-25T10:55:27.704377] [DEBUG] [LOCAL     ] Loaded configuration for U: 1 features, 80.0% accuracy
[2025-11-25T10:55:27.704675] [DEBUG] [LOCAL     ] Loaded configuration for RTO: 3 features, 80.0% accuracy
[2025-11-25T10:55:27.704997] [DEBUG] [LOCAL     ] Loaded configuration for PSF: 3 features, 80.0% accuracy
[2025-11-25T10:55:27.705257] [DEBUG] [LOCAL     ] Loaded configuration for PNNT: 1 features, 70.0% accuracy
[2025-11-25T10:55:27.705578] [DEBUG] [LOCAL     ] Loaded configuration for PSN: 0 features, 90.0% accuracy
[2025-11-25T10:55:27.705900] [DEBUG] [LOCAL     ] Loaded configuration for SNN: 3 features, 90.0% accuracy
[2025-11-25T10:55:27.706344] [DEBUG] [LOCAL     ] Loaded configuration for TUYA: 1 features, 40.0% accuracy
[2025-11-25T10:55:27.706669] [DEBUG] [LOCAL     ] Loaded configuration for ATMU: 1 features, 90.0% accuracy
[2025-11-25T10:55:27.706761] [DEBUG] [LOCAL     ] Loaded configuration for GETY: 3 features, 50.0% accuracy
[2025-11-25T10:55:27.707011] [DEBUG] [LOCAL     ] Loaded configuration for PDS: 2 features, 70.0% accuracy
[2025-11-25T10:55:27.707119] [DEBUG] [LOCAL     ] Loaded configuration for FTI: 4 features, 90.0% accuracy
[2025-11-25T10:55:27.707199] [DEBUG] [LOCAL     ] Loaded configuration for DHX: 3 features, 90.0% accuracy
[2025-11-25T10:55:27.707478] [DEBUG] [LOCAL     ] Loaded configuration for LNG: 2 features, 80.0% accuracy
[2025-11-25T10:55:27.708026] [DEBUG] [LOCAL     ] Loaded configuration for WSO: 1 features, 80.0% accuracy
[2025-11-25T10:55:27.708304] [DEBUG] [LOCAL     ] Loaded configuration for CNS: 2 features, 90.0% accuracy
[2025-11-25T10:55:27.708396] [DEBUG] [LOCAL     ] Loaded configuration for BWG: 2 features, 80.0% accuracy
[2025-11-25T10:55:27.708477] [DEBUG] [LOCAL     ] Loaded configuration for LXP: 6 features, 90.0% accuracy
[2025-11-25T10:55:27.708558] [DEBUG] [LOCAL     ] Loaded configuration for PAYC: 1 features, 70.0% accuracy
[2025-11-25T10:55:27.708658] [DEBUG] [LOCAL     ] Loaded configuration for SNX: 3 features, 80.0% accuracy
[2025-11-25T10:55:27.708741] [DEBUG] [LOCAL     ] Loaded configuration for ABM: 2 features, 90.0% accuracy
[2025-11-25T10:55:27.709044] [DEBUG] [LOCAL     ] Loaded configuration for AZZ: 4 features, 80.0% accuracy
[2025-11-25T10:55:27.709312] [DEBUG] [LOCAL     ] Loaded configuration for AIG: 5 features, 80.0% accuracy
[2025-11-25T10:55:27.709592] [DEBUG] [LOCAL     ] Loaded configuration for TEL: 1 features, 100.0% accuracy
[2025-11-25T10:55:27.709874] [DEBUG] [LOCAL     ] Loaded configuration for GAB: 1 features, 90.0% accuracy
[2025-11-25T10:55:27.710177] [DEBUG] [LOCAL     ] Loaded configuration for HIX: 1 features, 70.0% accuracy
[2025-11-25T10:55:27.710468] [DEBUG] [LOCAL     ] Loaded configuration for BMN: 1 features, 70.0% accuracy
[2025-11-25T10:55:27.710826] [DEBUG] [LOCAL     ] Loaded configuration for DINO: 2 features, 80.0% accuracy
[2025-11-25T10:55:27.711101] [DEBUG] [LOCAL     ] Loaded configuration for AMPX: 3 features, 70.0% accuracy
[2025-11-25T10:55:27.711431] [DEBUG] [LOCAL     ] Loaded configuration for OC: 4 features, 70.0% accuracy
[2025-11-25T10:55:27.711564] [DEBUG] [LOCAL     ] Loaded configuration for UVE: 2 features, 80.0% accuracy
[2025-11-25T10:55:27.711854] [DEBUG] [LOCAL     ] Loaded configuration for MSI: 4 features, 70.0% accuracy
[2025-11-25T10:55:27.711945] [DEBUG] [LOCAL     ] Loaded configuration for CACI: 1 features, 70.0% accuracy
[2025-11-25T10:55:27.712249] [DEBUG] [LOCAL     ] Loaded configuration for MPA: 3 features, 80.0% accuracy
[2025-11-25T10:55:27.712567] [DEBUG] [LOCAL     ] Loaded configuration for GNW: 2 features, 50.0% accuracy
[2025-11-25T10:55:27.712868] [DEBUG] [LOCAL     ] Loaded configuration for RMMZ: 3 features, 70.0% accuracy
[2025-11-25T10:55:27.713181] [DEBUG] [LOCAL     ] Loaded configuration for NPWR: 3 features, 100.0% accuracy
[2025-11-25T10:55:27.713455] [DEBUG] [LOCAL     ] Loaded configuration for GWRE: 2 features, 70.0% accuracy
[2025-11-25T10:55:27.713742] [DEBUG] [LOCAL     ] Loaded configuration for IHD: 2 features, 80.0% accuracy
[2025-11-25T10:55:27.714065] [DEBUG] [LOCAL     ] Loaded configuration for NNI: 2 features, 90.0% accuracy
[2025-11-25T10:55:27.714338] [DEBUG] [LOCAL     ] Loaded configuration for NOW: 1 features, 70.0% accuracy
[2025-11-25T10:55:27.714657] [DEBUG] [LOCAL     ] Loaded configuration for NCV: 0 features, 80.0% accuracy
[2025-11-25T10:55:27.714976] [DEBUG] [LOCAL     ] Loaded configuration for SGU: 1 features, 80.0% accuracy
[2025-11-25T10:55:27.715242] [DEBUG] [LOCAL     ] Loaded configuration for MEI: 4 features, 90.0% accuracy
[2025-11-25T10:55:27.715542] [DEBUG] [LOCAL     ] Loaded configuration for URI: 2 features, 80.0% accuracy
[2025-11-25T10:55:27.715903] [DEBUG] [LOCAL     ] Loaded configuration for SPH: 1 features, 80.0% accuracy
[2025-11-25T10:55:27.716224] [DEBUG] [LOCAL     ] Loaded configuration for SBH: 3 features, 70.0% accuracy
[2025-11-25T10:55:27.716530] [DEBUG] [LOCAL     ] Loaded configuration for FTHY: 3 features, 100.0% accuracy
[2025-11-25T10:55:27.716623] [DEBUG] [LOCAL     ] Loaded configuration for CLCO: 3 features, 90.0% accuracy
[2025-11-25T10:55:27.716734] [DEBUG] [LOCAL     ] Loaded configuration for COHR: 2 features, 90.0% accuracy
[2025-11-25T10:55:27.716994] [DEBUG] [LOCAL     ] Loaded configuration for BBAR: 6 features, 90.0% accuracy
[2025-11-25T10:55:27.717325] [DEBUG] [LOCAL     ] Loaded configuration for BOND: 3 features, 60.0% accuracy
[2025-11-25T10:55:27.718386] [DEBUG] [LOCAL     ] Loaded configuration for MHO: 1 features, 60.0% accuracy
[2025-11-25T10:55:27.718487] [DEBUG] [LOCAL     ] Loaded configuration for EME: 2 features, 70.0% accuracy
[2025-11-25T10:55:27.718805] [DEBUG] [LOCAL     ] Loaded configuration for AMC: 3 features, 80.0% accuracy
[2025-11-25T10:55:27.718902] [DEBUG] [LOCAL     ] Loaded configuration for CFR: 3 features, 70.0% accuracy
[2025-11-25T10:55:27.719282] [DEBUG] [LOCAL     ] Loaded configuration for TDF: 6 features, 90.0% accuracy
[2025-11-25T10:55:27.719374] [DEBUG] [LOCAL     ] Loaded configuration for DBD: 4 features, 80.0% accuracy
[2025-11-25T10:55:27.719673] [DEBUG] [LOCAL     ] Loaded configuration for ALK: 2 features, 80.0% accuracy
[2025-11-25T10:55:27.719763] [DEBUG] [LOCAL     ] Loaded configuration for WY: 0 features, 90.0% accuracy
[2025-11-25T10:55:27.719854] [DEBUG] [LOCAL     ] Loaded configuration for PPL: 3 features, 90.0% accuracy
[2025-11-25T10:55:27.719935] [DEBUG] [LOCAL     ] Loaded configuration for KW: 2 features, 70.0% accuracy
[2025-11-25T10:55:27.720014] [DEBUG] [LOCAL     ] Loaded configuration for MMU: 2 features, 80.0% accuracy
[2025-11-25T10:55:27.720297] [DEBUG] [LOCAL     ] Loaded configuration for FBIN: 5 features, 90.0% accuracy
[2025-11-25T10:55:27.721345] [DEBUG] [LOCAL     ] Loaded configuration for JRS: 2 features, 60.0% accuracy
[2025-11-25T10:55:27.721670] [DEBUG] [LOCAL     ] Loaded configuration for AMG: 3 features, 90.0% accuracy
[2025-11-25T10:55:27.722000] [DEBUG] [LOCAL     ] Loaded configuration for SVV: 2 features, 80.0% accuracy
[2025-11-25T10:55:27.722297] [DEBUG] [LOCAL     ] Loaded configuration for STT: 5 features, 90.0% accuracy
[2025-11-25T10:55:27.722560] [DEBUG] [LOCAL     ] Loaded configuration for GOLF: 2 features, 90.0% accuracy
[2025-11-25T10:55:27.722862] [DEBUG] [LOCAL     ] Loaded configuration for PGR: 3 features, 60.0% accuracy
[2025-11-25T10:55:27.722954] [DEBUG] [LOCAL     ] Loaded configuration for FRO: 4 features, 80.0% accuracy
[2025-11-25T10:55:27.723034] [DEBUG] [LOCAL     ] Loaded configuration for GWH: 2 features, 80.0% accuracy
[2025-11-25T10:55:27.723329] [DEBUG] [LOCAL     ] Loaded configuration for KKR: 0 features, 70.0% accuracy
[2025-11-25T10:55:27.723417] [DEBUG] [LOCAL     ] Loaded configuration for IRM: 1 features, 70.0% accuracy
[2025-11-25T10:55:27.723723] [DEBUG] [LOCAL     ] Loaded configuration for GDDY: 3 features, 80.0% accuracy
[2025-11-25T10:55:27.724032] [DEBUG] [LOCAL     ] Loaded configuration for LAW: 0 features, 70.0% accuracy
[2025-11-25T10:55:27.724324] [DEBUG] [LOCAL     ] Loaded configuration for GENI: 3 features, 80.0% accuracy
[2025-11-25T10:55:27.724626] [DEBUG] [LOCAL     ] Loaded configuration for WKC: 3 features, 70.0% accuracy
[2025-11-25T10:55:27.724735] [DEBUG] [LOCAL     ] Loaded configuration for VTR: 3 features, 70.0% accuracy
[2025-11-25T10:55:27.725045] [DEBUG] [LOCAL     ] Loaded configuration for NEE: 3 features, 80.0% accuracy
[2025-11-25T10:55:27.725302] [DEBUG] [LOCAL     ] Loaded configuration for DDD: 1 features, 70.0% accuracy
[2025-11-25T10:55:27.725577] [DEBUG] [LOCAL     ] Loaded configuration for JCI: 4 features, 90.0% accuracy
[2025-11-25T10:55:27.725874] [DEBUG] [LOCAL     ] Loaded configuration for NET: 5 features, 90.0% accuracy
[2025-11-25T10:55:27.725994] [DEBUG] [LOCAL     ] Loaded configuration for MUSA: 3 features, 80.0% accuracy
[2025-11-25T10:55:27.726311] [DEBUG] [LOCAL     ] Loaded configuration for VRTS: 2 features, 80.0% accuracy
[2025-11-25T10:55:27.726585] [DEBUG] [LOCAL     ] Loaded configuration for CLVT: 1 features, 60.0% accuracy
[2025-11-25T10:55:27.726933] [DEBUG] [LOCAL     ] Loaded configuration for SR: 3 features, 90.0% accuracy
[2025-11-25T10:55:27.727083] [DEBUG] [LOCAL     ] Loaded configuration for BFLY: 2 features, 100.0% accuracy
[2025-11-25T10:55:27.727197] [DEBUG] [LOCAL     ] Loaded configuration for KB: 3 features, 70.0% accuracy
[2025-11-25T10:55:27.727314] [DEBUG] [LOCAL     ] Loaded configuration for ETJ: 2 features, 60.0% accuracy
[2025-11-25T10:55:27.727441] [DEBUG] [LOCAL     ] Loaded configuration for ZWS: 1 features, 70.0% accuracy
[2025-11-25T10:55:27.727564] [DEBUG] [LOCAL     ] Loaded configuration for ACA: 4 features, 80.0% accuracy
[2025-11-25T10:55:27.727709] [DEBUG] [LOCAL     ] Loaded configuration for CRT: 2 features, 80.0% accuracy
[2025-11-25T10:55:27.728047] [DEBUG] [LOCAL     ] Loaded configuration for CAL: 2 features, 80.0% accuracy
[2025-11-25T10:55:27.728304] [DEBUG] [LOCAL     ] Loaded configuration for DELL: 6 features, 80.0% accuracy
[2025-11-25T10:55:27.729426] [DEBUG] [LOCAL     ] Loaded configuration for IAG: 3 features, 80.0% accuracy
[2025-11-25T10:55:27.729761] [DEBUG] [LOCAL     ] Loaded configuration for MEG: 5 features, 80.0% accuracy
[2025-11-25T10:55:27.730044] [DEBUG] [LOCAL     ] Loaded configuration for GRNT: 3 features, 70.0% accuracy
[2025-11-25T10:55:27.730151] [DEBUG] [LOCAL     ] Loaded configuration for KFS: 2 features, 60.0% accuracy
[2025-11-25T10:55:27.730452] [DEBUG] [LOCAL     ] Loaded configuration for RIG: 2 features, 70.0% accuracy
[2025-11-25T10:55:27.730750] [DEBUG] [LOCAL     ] Loaded configuration for MC: 2 features, 70.0% accuracy
[2025-11-25T10:55:27.730842] [DEBUG] [LOCAL     ] Loaded configuration for MED: 2 features, 70.0% accuracy
[2025-11-25T10:55:27.731091] [DEBUG] [LOCAL     ] Loaded configuration for BUI: 6 features, 70.0% accuracy
[2025-11-25T10:55:27.731373] [DEBUG] [LOCAL     ] Loaded configuration for SWX: 1 features, 70.0% accuracy
[2025-11-25T10:55:27.731717] [DEBUG] [LOCAL     ] Loaded configuration for BXP: 2 features, 80.0% accuracy
[2025-11-25T10:55:27.731825] [DEBUG] [LOCAL     ] Loaded configuration for APLE: 0 features, 70.0% accuracy
[2025-11-25T10:55:27.731906] [DEBUG] [LOCAL     ] Loaded configuration for ZTS: 3 features, 70.0% accuracy
[2025-11-25T10:55:27.731984] [DEBUG] [LOCAL     ] Loaded configuration for SNOW: 2 features, 70.0% accuracy
[2025-11-25T10:55:27.732586] [DEBUG] [LOCAL     ] Loaded configuration for ZTO: 1 features, 70.0% accuracy
[2025-11-25T10:55:27.732877] [DEBUG] [LOCAL     ] Loaded configuration for MUX: 5 features, 70.0% accuracy
[2025-11-25T10:55:27.733158] [DEBUG] [LOCAL     ] Loaded configuration for GIL: 4 features, 70.0% accuracy
[2025-11-25T10:55:27.733440] [DEBUG] [LOCAL     ] Loaded configuration for COMP: 7 features, 90.0% accuracy
[2025-11-25T10:55:27.733760] [DEBUG] [LOCAL     ] Loaded configuration for ADC: 0 features, 60.0% accuracy
[2025-11-25T10:55:27.733879] [DEBUG] [LOCAL     ] Loaded configuration for CPT: 1 features, 90.0% accuracy
[2025-11-25T10:55:27.733978] [DEBUG] [LOCAL     ] Loaded configuration for BUD: 3 features, 100.0% accuracy
[2025-11-25T10:55:27.734286] [DEBUG] [LOCAL     ] Loaded configuration for AI: 2 features, 80.0% accuracy
[2025-11-25T10:55:27.734398] [DEBUG] [LOCAL     ] Loaded configuration for CRGY: 3 features, 60.0% accuracy
[2025-11-25T10:55:27.734486] [DEBUG] [LOCAL     ] Loaded configuration for BHP: 2 features, 80.0% accuracy
[2025-11-25T10:55:27.734787] [DEBUG] [LOCAL     ] Loaded configuration for HR: 3 features, 80.0% accuracy
[2025-11-25T10:55:27.735061] [DEBUG] [LOCAL     ] Loaded configuration for MSGE: 3 features, 60.0% accuracy
[2025-11-25T10:55:27.735348] [DEBUG] [LOCAL     ] Loaded configuration for BTE: 3 features, 90.0% accuracy
[2025-11-25T10:55:27.735625] [DEBUG] [LOCAL     ] Loaded configuration for SEMR: 0 features, 90.0% accuracy
[2025-11-25T10:55:27.735938] [DEBUG] [LOCAL     ] Loaded configuration for OUT: 3 features, 80.0% accuracy
[2025-11-25T10:55:27.736259] [DEBUG] [LOCAL     ] Loaded configuration for SII: 2 features, 70.0% accuracy
[2025-11-25T10:55:27.736521] [DEBUG] [LOCAL     ] Loaded configuration for FOF: 2 features, 100.0% accuracy
[2025-11-25T10:55:27.736786] [DEBUG] [LOCAL     ] Loaded configuration for RLI: 0 features, 90.0% accuracy
[2025-11-25T10:55:27.737113] [DEBUG] [LOCAL     ] Loaded configuration for UNP: 4 features, 90.0% accuracy
[2025-11-25T10:55:27.737413] [DEBUG] [LOCAL     ] Loaded configuration for TRC: 2 features, 90.0% accuracy
[2025-11-25T10:55:27.737744] [DEBUG] [LOCAL     ] Loaded configuration for HZO: 2 features, 70.0% accuracy
[2025-11-25T10:55:27.738032] [DEBUG] [LOCAL     ] Loaded configuration for IONQ: 1 features, 50.0% accuracy
[2025-11-25T10:55:27.738135] [DEBUG] [LOCAL     ] Loaded configuration for DSL: 2 features, 70.0% accuracy
[2025-11-25T10:55:27.738413] [DEBUG] [LOCAL     ] Loaded configuration for GSK: 1 features, 80.0% accuracy
[2025-11-25T10:55:27.738845] [DEBUG] [LOCAL     ] Loaded configuration for NIM: 0 features, 70.0% accuracy
[2025-11-25T10:55:27.739123] [DEBUG] [LOCAL     ] Loaded configuration for NPV: 4 features, 70.0% accuracy
[2025-11-25T10:55:27.739235] [DEBUG] [LOCAL     ] Loaded configuration for LW: 0 features, 60.0% accuracy
[2025-11-25T10:55:27.739528] [DEBUG] [LOCAL     ] Loaded configuration for VICI: 4 features, 80.0% accuracy
[2025-11-25T10:55:27.739628] [DEBUG] [LOCAL     ] Loaded configuration for DK: 1 features, 70.0% accuracy
[2025-11-25T10:55:27.739950] [DEBUG] [LOCAL     ] Loaded configuration for DDL: 1 features, 80.0% accuracy
[2025-11-25T10:55:27.740281] [DEBUG] [LOCAL     ] Loaded configuration for PBH: 1 features, 80.0% accuracy
[2025-11-25T10:55:27.740615] [DEBUG] [LOCAL     ] Loaded configuration for PRI: 3 features, 80.0% accuracy
[2025-11-25T10:55:27.740728] [DEBUG] [LOCAL     ] Loaded configuration for BBUC: 2 features, 80.0% accuracy
[2025-11-25T10:55:27.741036] [DEBUG] [LOCAL     ] Loaded configuration for AWP: 3 features, 80.0% accuracy
[2025-11-25T10:55:27.741345] [DEBUG] [LOCAL     ] Loaded configuration for ESE: 3 features, 60.0% accuracy
[2025-11-25T10:55:27.741436] [DEBUG] [LOCAL     ] Loaded configuration for WRBY: 3 features, 70.0% accuracy
[2025-11-25T10:55:27.741534] [DEBUG] [LOCAL     ] Loaded configuration for FCN: 5 features, 90.0% accuracy
[2025-11-25T10:55:27.741790] [DEBUG] [LOCAL     ] Loaded configuration for GAM: 2 features, 80.0% accuracy
[2025-11-25T10:55:27.741892] [DEBUG] [LOCAL     ] Loaded configuration for GFL: 1 features, 80.0% accuracy
[2025-11-25T10:55:27.742159] [DEBUG] [LOCAL     ] Loaded configuration for RSG: 1 features, 80.0% accuracy
[2025-11-25T10:55:27.742247] [DEBUG] [LOCAL     ] Loaded configuration for CMU: 2 features, 80.0% accuracy
[2025-11-25T10:55:27.742490] [DEBUG] [LOCAL     ] Loaded configuration for HTGC: 1 features, 60.0% accuracy
[2025-11-25T10:55:27.742744] [DEBUG] [LOCAL     ] Loaded configuration for IFN: 3 features, 70.0% accuracy
[2025-11-25T10:55:27.742833] [DEBUG] [LOCAL     ] Loaded configuration for MYN: 1 features, 100.0% accuracy
[2025-11-25T10:55:27.743093] [DEBUG] [LOCAL     ] Loaded configuration for ATHM: 3 features, 80.0% accuracy
[2025-11-25T10:55:27.743345] [DEBUG] [LOCAL     ] Loaded configuration for BLDR: 3 features, 80.0% accuracy
[2025-11-25T10:55:27.743625] [DEBUG] [LOCAL     ] Loaded configuration for DECK: 2 features, 80.0% accuracy
[2025-11-25T10:55:27.743765] [DEBUG] [LOCAL     ] Loaded configuration for GNK: 3 features, 70.0% accuracy
[2025-11-25T10:55:27.744068] [DEBUG] [LOCAL     ] Loaded configuration for AWR: 3 features, 70.0% accuracy
[2025-11-25T10:55:27.744159] [DEBUG] [LOCAL     ] Loaded configuration for SMFG: 1 features, 90.0% accuracy
[2025-11-25T10:55:27.744611] [DEBUG] [LOCAL     ] Loaded configuration for VBF: 4 features, 90.0% accuracy
[2025-11-25T10:55:27.744939] [DEBUG] [LOCAL     ] Loaded configuration for BGX: 3 features, 80.0% accuracy
[2025-11-25T10:55:27.745252] [DEBUG] [LOCAL     ] Loaded configuration for DNA: 3 features, 80.0% accuracy
[2025-11-25T10:55:27.745548] [DEBUG] [LOCAL     ] Loaded configuration for KMPB: 5 features, 80.0% accuracy
[2025-11-25T10:55:27.745701] [DEBUG] [LOCAL     ] Loaded configuration for OEC: 0 features, 80.0% accuracy
[2025-11-25T10:55:27.745984] [DEBUG] [LOCAL     ] Loaded configuration for WAT: 3 features, 60.0% accuracy
[2025-11-25T10:55:27.746300] [DEBUG] [LOCAL     ] Loaded configuration for TDW: 3 features, 80.0% accuracy
[2025-11-25T10:55:27.746773] [DEBUG] [LOCAL     ] Loaded configuration for ALSN: 2 features, 70.0% accuracy
[2025-11-25T10:55:27.747098] [DEBUG] [LOCAL     ] Loaded configuration for NTB: 2 features, 90.0% accuracy
[2025-11-25T10:55:27.747931] [DEBUG] [LOCAL     ] Loaded configuration for SPGI: 3 features, 80.0% accuracy
[2025-11-25T10:55:27.748026] [DEBUG] [LOCAL     ] Loaded configuration for SCD: 1 features, 70.0% accuracy
[2025-11-25T10:55:27.748118] [DEBUG] [LOCAL     ] Loaded configuration for KTB: 5 features, 90.0% accuracy
[2025-11-25T10:55:27.748421] [DEBUG] [LOCAL     ] Loaded configuration for EOI: 3 features, 80.0% accuracy
[2025-11-25T10:55:27.748697] [DEBUG] [LOCAL     ] Loaded configuration for NCZ: 3 features, 80.0% accuracy
[2025-11-25T10:55:27.749014] [DEBUG] [LOCAL     ] Loaded configuration for LOW: 2 features, 70.0% accuracy
[2025-11-25T10:55:27.749299] [DEBUG] [LOCAL     ] Loaded configuration for LNN: 1 features, 60.0% accuracy
[2025-11-25T10:55:27.749609] [DEBUG] [LOCAL     ] Loaded configuration for DIAX: 2 features, 50.0% accuracy
[2025-11-25T10:55:27.750673] [DEBUG] [LOCAL     ] Loaded configuration for PAG: 2 features, 40.0% accuracy
[2025-11-25T10:55:27.751044] [DEBUG] [LOCAL     ] Loaded configuration for GF: 3 features, 80.0% accuracy
[2025-11-25T10:55:27.751313] [DEBUG] [LOCAL     ] Loaded configuration for GKOS: 2 features, 60.0% accuracy
[2025-11-25T10:55:27.751582] [DEBUG] [LOCAL     ] Loaded configuration for DOV: 3 features, 80.0% accuracy
[2025-11-25T10:55:27.751929] [DEBUG] [LOCAL     ] Loaded configuration for TBI: 4 features, 90.0% accuracy
[2025-11-25T10:55:27.752022] [DEBUG] [LOCAL     ] Loaded configuration for TRAK: 4 features, 80.0% accuracy
[2025-11-25T10:55:27.752290] [DEBUG] [LOCAL     ] Loaded configuration for JLL: 5 features, 90.0% accuracy
[2025-11-25T10:55:27.752550] [DEBUG] [LOCAL     ] Loaded configuration for MGF: 3 features, 70.0% accuracy
[2025-11-25T10:55:27.752848] [DEBUG] [LOCAL     ] Loaded configuration for HPQ: 2 features, 90.0% accuracy
[2025-11-25T10:55:27.753113] [DEBUG] [LOCAL     ] Loaded configuration for AON: 0 features, 70.0% accuracy
[2025-11-25T10:55:27.753201] [DEBUG] [LOCAL     ] Loaded configuration for NCLH: 5 features, 90.0% accuracy
[2025-11-25T10:55:27.753459] [DEBUG] [LOCAL     ] Loaded configuration for UL: 3 features, 80.0% accuracy
[2025-11-25T10:55:27.753754] [DEBUG] [LOCAL     ] Loaded configuration for FCF: 3 features, 90.0% accuracy
[2025-11-25T10:55:27.754085] [DEBUG] [LOCAL     ] Loaded configuration for CQP: 0 features, 80.0% accuracy
[2025-11-25T10:55:27.754385] [DEBUG] [LOCAL     ] Loaded configuration for SOL: 2 features, 70.0% accuracy
[2025-11-25T10:55:27.754669] [DEBUG] [LOCAL     ] Loaded configuration for WELL: 1 features, 50.0% accuracy
[2025-11-25T10:55:27.754973] [DEBUG] [LOCAL     ] Loaded configuration for VVR: 1 features, 80.0% accuracy
[2025-11-25T10:55:27.755062] [DEBUG] [LOCAL     ] Loaded configuration for BEKE: 3 features, 80.0% accuracy
[2025-11-25T10:55:27.755356] [DEBUG] [LOCAL     ] Loaded configuration for AVNS: 1 features, 90.0% accuracy
[2025-11-25T10:55:27.755674] [DEBUG] [LOCAL     ] Loaded configuration for CVI: 2 features, 70.0% accuracy
[2025-11-25T10:55:27.755997] [DEBUG] [LOCAL     ] Loaded configuration for SPNT: 2 features, 80.0% accuracy
[2025-11-25T10:55:27.756269] [DEBUG] [LOCAL     ] Loaded configuration for NBXG: 4 features, 60.0% accuracy
[2025-11-25T10:55:27.756359] [DEBUG] [LOCAL     ] Loaded configuration for CNQ: 1 features, 80.0% accuracy
[2025-11-25T10:55:27.756603] [DEBUG] [LOCAL     ] Loaded configuration for CHCT: 3 features, 80.0% accuracy
[2025-11-25T10:55:27.756878] [DEBUG] [LOCAL     ] Loaded configuration for BSBR: 2 features, 70.0% accuracy
[2025-11-25T10:55:27.757137] [DEBUG] [LOCAL     ] Loaded configuration for VZ: 3 features, 60.0% accuracy
[2025-11-25T10:55:27.757228] [DEBUG] [LOCAL     ] Loaded configuration for AMH: 3 features, 80.0% accuracy
[2025-11-25T10:55:27.757520] [DEBUG] [LOCAL     ] Loaded configuration for DOCS: 2 features, 80.0% accuracy
[2025-11-25T10:55:27.757825] [DEBUG] [LOCAL     ] Loaded configuration for DTE: 0 features, 70.0% accuracy
[2025-11-25T10:55:27.757937] [DEBUG] [LOCAL     ] Loaded configuration for NGS: 2 features, 70.0% accuracy
[2025-11-25T10:55:27.758261] [DEBUG] [LOCAL     ] Loaded configuration for OVV: 3 features, 90.0% accuracy
[2025-11-25T10:55:27.758349] [DEBUG] [LOCAL     ] Loaded configuration for BAC: 3 features, 70.0% accuracy
[2025-11-25T10:55:27.758432] [DEBUG] [LOCAL     ] Loaded configuration for TPH: 2 features, 70.0% accuracy
[2025-11-25T10:55:27.758525] [DEBUG] [LOCAL     ] Loaded configuration for HEQ: 3 features, 70.0% accuracy
[2025-11-25T10:55:27.758616] [DEBUG] [LOCAL     ] Loaded configuration for SSB: 3 features, 80.0% accuracy
[2025-11-25T10:55:27.758716] [DEBUG] [LOCAL     ] Loaded configuration for MGR: 2 features, 100.0% accuracy
[2025-11-25T10:55:27.759010] [DEBUG] [LOCAL     ] Loaded configuration for TK: 3 features, 70.0% accuracy
[2025-11-25T10:55:27.759339] [DEBUG] [LOCAL     ] Loaded configuration for NVGS: 2 features, 80.0% accuracy
[2025-11-25T10:55:27.759623] [DEBUG] [LOCAL     ] Loaded configuration for ISD: 3 features, 70.0% accuracy
[2025-11-25T10:55:27.759942] [DEBUG] [LOCAL     ] Loaded configuration for PMM: 4 features, 70.0% accuracy
[2025-11-25T10:55:27.760214] [DEBUG] [LOCAL     ] Loaded configuration for WEAV: 1 features, 70.0% accuracy
[2025-11-25T10:55:27.760474] [DEBUG] [LOCAL     ] Loaded configuration for WFG: 3 features, 80.0% accuracy
[2025-11-25T10:55:27.760570] [DEBUG] [LOCAL     ] Loaded configuration for AVY: 3 features, 60.0% accuracy
[2025-11-25T10:55:27.760895] [DEBUG] [LOCAL     ] Loaded configuration for FLR: 4 features, 90.0% accuracy
[2025-11-25T10:55:27.760995] [DEBUG] [LOCAL     ] Loaded configuration for HG: 2 features, 70.0% accuracy
[2025-11-25T10:55:27.761293] [DEBUG] [LOCAL     ] Loaded configuration for AXTA: 5 features, 80.0% accuracy
[2025-11-25T10:55:27.761383] [DEBUG] [LOCAL     ] Loaded configuration for SU: 4 features, 90.0% accuracy
[2025-11-25T10:55:27.761717] [DEBUG] [LOCAL     ] Loaded configuration for MYI: 4 features, 70.0% accuracy
[2025-11-25T10:55:27.761989] [DEBUG] [LOCAL     ] Loaded configuration for LDP: 2 features, 80.0% accuracy
[2025-11-25T10:55:27.762252] [DEBUG] [LOCAL     ] Loaded configuration for CXE: 2 features, 70.0% accuracy
[2025-11-25T10:55:27.762527] [DEBUG] [LOCAL     ] Loaded configuration for DY: 4 features, 70.0% accuracy
[2025-11-25T10:55:27.762617] [DEBUG] [LOCAL     ] Loaded configuration for DBL: 1 features, 70.0% accuracy
[2025-11-25T10:55:27.762938] [DEBUG] [LOCAL     ] Loaded configuration for STAG: 0 features, 60.0% accuracy
[2025-11-25T10:55:27.763029] [DEBUG] [LOCAL     ] Loaded configuration for BLX: 5 features, 70.0% accuracy
[2025-11-25T10:55:27.763330] [DEBUG] [LOCAL     ] Loaded configuration for RNR: 1 features, 60.0% accuracy
[2025-11-25T10:55:27.763610] [DEBUG] [LOCAL     ] Loaded configuration for CX: 1 features, 50.0% accuracy
[2025-11-25T10:55:27.763887] [DEBUG] [LOCAL     ] Loaded configuration for WM: 4 features, 50.0% accuracy
[2025-11-25T10:55:27.764003] [DEBUG] [LOCAL     ] Loaded configuration for BYM: 4 features, 70.0% accuracy
[2025-11-25T10:55:27.764101] [DEBUG] [LOCAL     ] Loaded configuration for DAL: 3 features, 70.0% accuracy
[2025-11-25T10:55:27.764347] [DEBUG] [LOCAL     ] Loaded configuration for PBT: 0 features, 50.0% accuracy
[2025-11-25T10:55:27.764667] [DEBUG] [LOCAL     ] Loaded configuration for NMT: 0 features, 80.0% accuracy
[2025-11-25T10:55:27.764784] [DEBUG] [LOCAL     ] Loaded configuration for SAH: 2 features, 70.0% accuracy
[2025-11-25T10:55:27.764886] [DEBUG] [LOCAL     ] Loaded configuration for CINT: 3 features, 80.0% accuracy
[2025-11-25T10:55:27.765159] [DEBUG] [LOCAL     ] Loaded configuration for BROS: 1 features, 100.0% accuracy
[2025-11-25T10:55:27.765258] [DEBUG] [LOCAL     ] Loaded configuration for CC: 3 features, 90.0% accuracy
[2025-11-25T10:55:27.765531] [DEBUG] [LOCAL     ] Loaded configuration for DEA: 2 features, 90.0% accuracy
[2025-11-25T10:55:27.766406] [DEBUG] [LOCAL     ] Loaded configuration for PIPR: 2 features, 70.0% accuracy
[2025-11-25T10:55:27.767500] [DEBUG] [LOCAL     ] Loaded configuration for SKT: 1 features, 60.0% accuracy
[2025-11-25T10:55:27.767862] [DEBUG] [LOCAL     ] Loaded configuration for BOOT: 1 features, 60.0% accuracy
[2025-11-25T10:55:27.767976] [DEBUG] [LOCAL     ] Loaded configuration for PCM: 3 features, 80.0% accuracy
[2025-11-25T10:55:27.768237] [DEBUG] [LOCAL     ] Loaded configuration for CMSA: 2 features, 80.0% accuracy
[2025-11-25T10:55:27.768727] [DEBUG] [LOCAL     ] Loaded configuration for UTZ: 0 features, 70.0% accuracy
[2025-11-25T10:55:27.768854] [DEBUG] [LOCAL     ] Loaded configuration for BH: 1 features, 70.0% accuracy
[2025-11-25T10:55:27.769142] [DEBUG] [LOCAL     ] Loaded configuration for CBAN: 1 features, 80.0% accuracy
[2025-11-25T10:55:27.769422] [DEBUG] [LOCAL     ] Loaded configuration for SLB: 3 features, 70.0% accuracy
[2025-11-25T10:55:27.769709] [DEBUG] [LOCAL     ] Loaded configuration for VGM: 1 features, 80.0% accuracy
[2025-11-25T10:55:27.770070] [DEBUG] [LOCAL     ] Loaded configuration for SPXC: 1 features, 70.0% accuracy
[2025-11-25T10:55:27.770187] [DEBUG] [LOCAL     ] Loaded configuration for HSBC: 2 features, 90.0% accuracy
[2025-11-25T10:55:27.770555] [DEBUG] [LOCAL     ] Loaded configuration for NOG: 1 features, 70.0% accuracy
[2025-11-25T10:55:27.770895] [DEBUG] [LOCAL     ] Loaded configuration for TRTX: 3 features, 80.0% accuracy
[2025-11-25T10:55:27.770996] [DEBUG] [LOCAL     ] Loaded configuration for SHG: 4 features, 80.0% accuracy
[2025-11-25T10:55:27.771078] [DEBUG] [LOCAL     ] Loaded configuration for FOR: 1 features, 70.0% accuracy
[2025-11-25T10:55:27.771357] [DEBUG] [LOCAL     ] Loaded configuration for SLF: 2 features, 70.0% accuracy
[2025-11-25T10:55:27.771671] [DEBUG] [LOCAL     ] Loaded configuration for KRC: 1 features, 70.0% accuracy
[2025-11-25T10:55:27.771772] [DEBUG] [LOCAL     ] Loaded configuration for SKY: 2 features, 70.0% accuracy
[2025-11-25T10:55:27.772074] [DEBUG] [LOCAL     ] Loaded configuration for BDJ: 2 features, 70.0% accuracy
[2025-11-25T10:55:27.772388] [DEBUG] [LOCAL     ] Loaded configuration for UA: 3 features, 50.0% accuracy
[2025-11-25T10:55:27.772701] [DEBUG] [LOCAL     ] Loaded configuration for EGO: 1 features, 50.0% accuracy
[2025-11-25T10:55:27.772801] [DEBUG] [LOCAL     ] Loaded configuration for EQR: 2 features, 70.0% accuracy
[2025-11-25T10:55:27.772883] [DEBUG] [LOCAL     ] Loaded configuration for MAS: 0 features, 80.0% accuracy
[2025-11-25T10:55:27.773188] [DEBUG] [LOCAL     ] Loaded configuration for SITC: 3 features, 80.0% accuracy
[2025-11-25T10:55:27.773505] [DEBUG] [LOCAL     ] Loaded configuration for CUBE: 1 features, 70.0% accuracy
[2025-11-25T10:55:27.773608] [DEBUG] [LOCAL     ] Loaded configuration for DMA: 4 features, 70.0% accuracy
[2025-11-25T10:55:27.773973] [DEBUG] [LOCAL     ] Loaded configuration for EW: 3 features, 70.0% accuracy
[2025-11-25T10:55:27.774271] [DEBUG] [LOCAL     ] Loaded configuration for WLKP: 0 features, 80.0% accuracy
[2025-11-25T10:55:27.774586] [DEBUG] [LOCAL     ] Loaded configuration for PERF: 3 features, 80.0% accuracy
[2025-11-25T10:55:27.774922] [DEBUG] [LOCAL     ] Loaded configuration for SSL: 2 features, 60.0% accuracy
[2025-11-25T10:55:27.775021] [DEBUG] [LOCAL     ] Loaded configuration for SXT: 0 features, 70.0% accuracy
[2025-11-25T10:55:27.775324] [DEBUG] [LOCAL     ] Loaded configuration for IBP: 3 features, 80.0% accuracy
[2025-11-25T10:55:27.775423] [DEBUG] [LOCAL     ] Loaded configuration for UGP: 4 features, 70.0% accuracy
[2025-11-25T10:55:27.775721] [DEBUG] [LOCAL     ] Loaded configuration for FUL: 4 features, 70.0% accuracy
[2025-11-25T10:55:27.775820] [DEBUG] [LOCAL     ] Loaded configuration for YSG: 1 features, 90.0% accuracy
[2025-11-25T10:55:27.775902] [DEBUG] [LOCAL     ] Loaded configuration for DLY: 4 features, 60.0% accuracy
[2025-11-25T10:55:27.776180] [DEBUG] [LOCAL     ] Loaded configuration for CSAN: 0 features, 70.0% accuracy
[2025-11-25T10:55:27.776486] [DEBUG] [LOCAL     ] Loaded configuration for VFC: 4 features, 90.0% accuracy
[2025-11-25T10:55:27.776604] [DEBUG] [LOCAL     ] Loaded configuration for CDP: 1 features, 80.0% accuracy
[2025-11-25T10:55:27.776961] [DEBUG] [LOCAL     ] Loaded configuration for NVRI: 3 features, 80.0% accuracy
[2025-11-25T10:55:27.777081] [DEBUG] [LOCAL     ] Loaded configuration for AIT: 4 features, 90.0% accuracy
[2025-11-25T10:55:27.777420] [DEBUG] [LOCAL     ] Loaded configuration for TKC: 3 features, 70.0% accuracy
[2025-11-25T10:55:27.777748] [DEBUG] [LOCAL     ] Loaded configuration for SPIR: 1 features, 80.0% accuracy
[2025-11-25T10:55:27.777848] [DEBUG] [LOCAL     ] Loaded configuration for BMA: 2 features, 50.0% accuracy
[2025-11-25T10:55:27.778131] [DEBUG] [LOCAL     ] Loaded configuration for SLGN: 3 features, 70.0% accuracy
[2025-11-25T10:55:27.778458] [DEBUG] [LOCAL     ] Loaded configuration for MPV: 3 features, 80.0% accuracy
[2025-11-25T10:55:27.778834] [DEBUG] [LOCAL     ] Loaded configuration for BKD: 1 features, 70.0% accuracy
[2025-11-25T10:55:27.779156] [DEBUG] [LOCAL     ] Loaded configuration for PAM: 2 features, 80.0% accuracy
[2025-11-25T10:55:27.779502] [DEBUG] [LOCAL     ] Loaded configuration for SRG: 0 features, 80.0% accuracy
[2025-11-25T10:55:27.779600] [DEBUG] [LOCAL     ] Loaded configuration for MNSO: 3 features, 90.0% accuracy
[2025-11-25T10:55:27.779949] [DEBUG] [LOCAL     ] Loaded configuration for DOCN: 2 features, 70.0% accuracy
[2025-11-25T10:55:27.780246] [DEBUG] [LOCAL     ] Loaded configuration for NI: 3 features, 70.0% accuracy
[2025-11-25T10:55:27.780595] [DEBUG] [LOCAL     ] Loaded configuration for NJR: 5 features, 90.0% accuracy
[2025-11-25T10:55:27.780712] [DEBUG] [LOCAL     ] Loaded configuration for CNA: 2 features, 30.0% accuracy
[2025-11-25T10:55:27.780999] [DEBUG] [LOCAL     ] Loaded configuration for UI: 2 features, 80.0% accuracy
[2025-11-25T10:55:27.781344] [DEBUG] [LOCAL     ] Loaded configuration for GIC: 1 features, 50.0% accuracy
[2025-11-25T10:55:27.781442] [DEBUG] [LOCAL     ] Loaded configuration for GLW: 1 features, 70.0% accuracy
[2025-11-25T10:55:27.781738] [DEBUG] [LOCAL     ] Loaded configuration for PFSI: 5 features, 80.0% accuracy
[2025-11-25T10:55:27.782055] [DEBUG] [LOCAL     ] Loaded configuration for PDX: 4 features, 80.0% accuracy
[2025-11-25T10:55:27.782154] [DEBUG] [LOCAL     ] Loaded configuration for RFM: 2 features, 80.0% accuracy
[2025-11-25T10:55:27.782233] [DEBUG] [LOCAL     ] Loaded configuration for VMC: 2 features, 50.0% accuracy
[2025-11-25T10:55:27.782530] [DEBUG] [LOCAL     ] Loaded configuration for FTK: 1 features, 80.0% accuracy
[2025-11-25T10:55:27.783258] [DEBUG] [LOCAL     ] Loaded configuration for CPNG: 3 features, 60.0% accuracy
[2025-11-25T10:55:27.783578] [DEBUG] [LOCAL     ] Loaded configuration for WINN: 3 features, 70.0% accuracy
[2025-11-25T10:55:27.783701] [DEBUG] [LOCAL     ] Loaded configuration for CMG: 3 features, 90.0% accuracy
[2025-11-25T10:55:27.784032] [DEBUG] [LOCAL     ] Loaded configuration for MSCI: 2 features, 80.0% accuracy
[2025-11-25T10:55:27.784131] [DEBUG] [LOCAL     ] Loaded configuration for EEX: 2 features, 70.0% accuracy
[2025-11-25T10:55:27.784460] [DEBUG] [LOCAL     ] Loaded configuration for ECAT: 2 features, 70.0% accuracy
[2025-11-25T10:55:27.784565] [DEBUG] [LOCAL     ] Loaded configuration for GOOS: 3 features, 70.0% accuracy
[2025-11-25T10:55:27.784893] [DEBUG] [LOCAL     ] Loaded configuration for WTS: 2 features, 70.0% accuracy
[2025-11-25T10:55:27.785245] [DEBUG] [LOCAL     ] Loaded configuration for JRI: 2 features, 60.0% accuracy
[2025-11-25T10:55:27.785569] [DEBUG] [LOCAL     ] Loaded configuration for ALIT: 1 features, 90.0% accuracy
[2025-11-25T10:55:27.785905] [DEBUG] [LOCAL     ] Loaded configuration for KOP: 4 features, 90.0% accuracy
[2025-11-25T10:55:27.786202] [DEBUG] [LOCAL     ] Loaded configuration for JBGS: 2 features, 80.0% accuracy
[2025-11-25T10:55:27.786299] [DEBUG] [LOCAL     ] Loaded configuration for ASIX: 4 features, 90.0% accuracy
[2025-11-25T10:55:27.786378] [DEBUG] [LOCAL     ] Loaded configuration for DE: 2 features, 90.0% accuracy
[2025-11-25T10:55:27.786456] [DEBUG] [LOCAL     ] Loaded configuration for TPL: 1 features, 90.0% accuracy
[2025-11-25T10:55:27.786740] [DEBUG] [LOCAL     ] Loaded configuration for PIM: 1 features, 70.0% accuracy
[2025-11-25T10:55:27.787056] [DEBUG] [LOCAL     ] Loaded configuration for GBCI: 1 features, 80.0% accuracy
[2025-11-25T10:55:27.787355] [DEBUG] [LOCAL     ] Loaded configuration for EB: 3 features, 80.0% accuracy
[2025-11-25T10:55:27.787463] [DEBUG] [LOCAL     ] Loaded configuration for FSM: 3 features, 80.0% accuracy
[2025-11-25T10:55:27.787787] [DEBUG] [LOCAL     ] Loaded configuration for GPRK: 1 features, 100.0% accuracy
[2025-11-25T10:55:27.788103] [DEBUG] [LOCAL     ] Loaded configuration for UNM: 2 features, 80.0% accuracy
[2025-11-25T10:55:27.788420] [DEBUG] [LOCAL     ] Loaded configuration for LDOS: 1 features, 60.0% accuracy
[2025-11-25T10:55:27.788769] [DEBUG] [LOCAL     ] Loaded configuration for PL: 3 features, 70.0% accuracy
[2025-11-25T10:55:27.789193] [DEBUG] [LOCAL     ] Loaded configuration for BK: 2 features, 80.0% accuracy
[2025-11-25T10:55:27.789544] [DEBUG] [LOCAL     ] Loaded configuration for STZ: 0 features, 70.0% accuracy
[2025-11-25T10:55:27.789910] [DEBUG] [LOCAL     ] Loaded configuration for LTC: 2 features, 80.0% accuracy
[2025-11-25T10:55:27.790214] [DEBUG] [LOCAL     ] Loaded configuration for WOLF: 3 features, 90.0% accuracy
[2025-11-25T10:55:27.790313] [DEBUG] [LOCAL     ] Loaded configuration for PAI: 2 features, 50.0% accuracy
[2025-11-25T10:55:27.790593] [DEBUG] [LOCAL     ] Loaded configuration for TJX: 2 features, 70.0% accuracy
[2025-11-25T10:55:27.790914] [DEBUG] [LOCAL     ] Loaded configuration for ETR: 1 features, 90.0% accuracy
[2025-11-25T10:55:27.791014] [DEBUG] [LOCAL     ] Loaded configuration for HKD: 3 features, 50.0% accuracy
[2025-11-25T10:55:27.791351] [DEBUG] [LOCAL     ] Loaded configuration for GBTG: 1 features, 60.0% accuracy
[2025-11-25T10:55:27.791681] [DEBUG] [LOCAL     ] Loaded configuration for RC: 2 features, 60.0% accuracy
[2025-11-25T10:55:27.791780] [DEBUG] [LOCAL     ] Loaded configuration for HBI: 3 features, 70.0% accuracy
[2025-11-25T10:55:27.791861] [DEBUG] [LOCAL     ] Loaded configuration for STWD: 3 features, 60.0% accuracy
[2025-11-25T10:55:27.791939] [DEBUG] [LOCAL     ] Loaded configuration for UP: 3 features, 80.0% accuracy
[2025-11-25T10:55:27.792215] [DEBUG] [LOCAL     ] Loaded configuration for RCL: 1 features, 70.0% accuracy
[2025-11-25T10:55:27.792545] [DEBUG] [LOCAL     ] Loaded configuration for NPCT: 4 features, 70.0% accuracy
[2025-11-25T10:55:27.792901] [DEBUG] [LOCAL     ] Loaded configuration for APH: 3 features, 90.0% accuracy
[2025-11-25T10:55:27.793002] [DEBUG] [LOCAL     ] Loaded configuration for CNNE: 2 features, 50.0% accuracy
[2025-11-25T10:55:27.793304] [DEBUG] [LOCAL     ] Loaded configuration for CMCM: 1 features, 70.0% accuracy
[2025-11-25T10:55:27.793601] [DEBUG] [LOCAL     ] Loaded configuration for PRLB: 0 features, 70.0% accuracy
[2025-11-25T10:55:27.793939] [DEBUG] [LOCAL     ] Loaded configuration for PGZ: 3 features, 80.0% accuracy
[2025-11-25T10:55:27.794038] [DEBUG] [LOCAL     ] Loaded configuration for HRI: 2 features, 30.0% accuracy
[2025-11-25T10:55:27.794117] [DEBUG] [LOCAL     ] Loaded configuration for YUM: 3 features, 70.0% accuracy
[2025-11-25T10:55:27.794194] [DEBUG] [LOCAL     ] Loaded configuration for BRCC: 0 features, 60.0% accuracy
[2025-11-25T10:55:27.794479] [DEBUG] [LOCAL     ] Loaded configuration for ARW: 1 features, 80.0% accuracy
[2025-11-25T10:55:27.794578] [DEBUG] [LOCAL     ] Loaded configuration for OI: 3 features, 60.0% accuracy
[2025-11-25T10:55:27.794680] [DEBUG] [LOCAL     ] Loaded configuration for ABBV: 2 features, 80.0% accuracy
[2025-11-25T10:55:27.794962] [DEBUG] [LOCAL     ] Loaded configuration for VNO: 1 features, 80.0% accuracy
[2025-11-25T10:55:27.795275] [DEBUG] [LOCAL     ] Loaded configuration for JFR: 0 features, 50.0% accuracy
[2025-11-25T10:55:27.795373] [DEBUG] [LOCAL     ] Loaded configuration for PAGS: 2 features, 90.0% accuracy
[2025-11-25T10:55:27.795459] [DEBUG] [LOCAL     ] Loaded configuration for AGX: 2 features, 70.0% accuracy
[2025-11-25T10:55:27.795779] [DEBUG] [LOCAL     ] Loaded configuration for SUN: 4 features, 70.0% accuracy
[2025-11-25T10:55:27.795878] [DEBUG] [LOCAL     ] Loaded configuration for GIB: 5 features, 80.0% accuracy
[2025-11-25T10:55:27.796211] [DEBUG] [LOCAL     ] Loaded configuration for CHGG: 4 features, 100.0% accuracy
[2025-11-25T10:55:27.796326] [DEBUG] [LOCAL     ] Loaded configuration for DUK: 4 features, 80.0% accuracy
[2025-11-25T10:55:27.796408] [DEBUG] [LOCAL     ] Loaded configuration for CWEN: 3 features, 70.0% accuracy
[2025-11-25T10:55:27.796768] [DEBUG] [LOCAL     ] Loaded configuration for HLX: 2 features, 80.0% accuracy
[2025-11-25T10:55:27.796865] [DEBUG] [LOCAL     ] Loaded configuration for ITGR: 1 features, 60.0% accuracy
[2025-11-25T10:55:27.797166] [DEBUG] [LOCAL     ] Loaded configuration for ASX: 3 features, 60.0% accuracy
[2025-11-25T10:55:27.797487] [DEBUG] [LOCAL     ] Loaded configuration for AEE: 1 features, 60.0% accuracy
[2025-11-25T10:55:27.798589] [DEBUG] [LOCAL     ] Loaded configuration for RBLX: 2 features, 90.0% accuracy
[2025-11-25T10:55:27.798931] [DEBUG] [LOCAL     ] Loaded configuration for EXR: 3 features, 80.0% accuracy
[2025-11-25T10:55:27.799232] [DEBUG] [LOCAL     ] Loaded configuration for CNI: 3 features, 90.0% accuracy
[2025-11-25T10:55:27.799328] [DEBUG] [LOCAL     ] Loaded configuration for EVG: 1 features, 70.0% accuracy
[2025-11-25T10:55:27.799612] [DEBUG] [LOCAL     ] Loaded configuration for MHF: 3 features, 80.0% accuracy
[2025-11-25T10:55:27.799732] [DEBUG] [LOCAL     ] Loaded configuration for DDT: 2 features, 50.0% accuracy
[2025-11-25T10:55:27.800043] [DEBUG] [LOCAL     ] Loaded configuration for ST: 4 features, 90.0% accuracy
[2025-11-25T10:55:27.800343] [DEBUG] [LOCAL     ] Loaded configuration for ENIC: 2 features, 60.0% accuracy
[2025-11-25T10:55:27.800663] [DEBUG] [LOCAL     ] Loaded configuration for MMI: 0 features, 50.0% accuracy
[2025-11-25T10:55:27.800763] [DEBUG] [LOCAL     ] Loaded configuration for TDC: 2 features, 60.0% accuracy
[2025-11-25T10:55:27.801042] [DEBUG] [LOCAL     ] Loaded configuration for RIV: 1 features, 40.0% accuracy
[2025-11-25T10:55:27.801141] [DEBUG] [LOCAL     ] Loaded configuration for GOF: 3 features, 70.0% accuracy
[2025-11-25T10:55:27.801222] [DEBUG] [LOCAL     ] Loaded configuration for ETV: 5 features, 90.0% accuracy
[2025-11-25T10:55:27.801514] [DEBUG] [LOCAL     ] Loaded configuration for UE: 1 features, 60.0% accuracy
[2025-11-25T10:55:27.801824] [DEBUG] [LOCAL     ] Loaded configuration for APAM: 3 features, 80.0% accuracy
[2025-11-25T10:55:27.802120] [DEBUG] [LOCAL     ] Loaded configuration for AVA: 1 features, 70.0% accuracy
[2025-11-25T10:55:27.802218] [DEBUG] [LOCAL     ] Loaded configuration for DFIN: 2 features, 80.0% accuracy
[2025-11-25T10:55:27.802565] [DEBUG] [LOCAL     ] Loaded configuration for HMN: 0 features, 80.0% accuracy
[2025-11-25T10:55:27.802901] [DEBUG] [LOCAL     ] Loaded configuration for ADX: 0 features, 80.0% accuracy
[2025-11-25T10:55:27.803945] [DEBUG] [LOCAL     ] Loaded configuration for GUT: 1 features, 60.0% accuracy
[2025-11-25T10:55:27.804245] [DEBUG] [LOCAL     ] Loaded configuration for WTRG: 1 features, 70.0% accuracy
[2025-11-25T10:55:27.804344] [DEBUG] [LOCAL     ] Loaded configuration for CRL: 0 features, 80.0% accuracy
[2025-11-25T10:55:27.804425] [DEBUG] [LOCAL     ] Loaded configuration for JPM: 3 features, 90.0% accuracy
[2025-11-25T10:55:27.804711] [DEBUG] [LOCAL     ] Loaded configuration for BTO: 4 features, 50.0% accuracy
[2025-11-25T10:55:27.805060] [DEBUG] [LOCAL     ] Loaded configuration for GROV: 2 features, 90.0% accuracy
[2025-11-25T10:55:27.805361] [DEBUG] [LOCAL     ] Loaded configuration for XPRO: 1 features, 90.0% accuracy
[2025-11-25T10:55:27.805462] [DEBUG] [LOCAL     ] Loaded configuration for ATO: 7 features, 100.0% accuracy
[2025-11-25T10:55:27.805803] [DEBUG] [LOCAL     ] Loaded configuration for UAN: 2 features, 50.0% accuracy
[2025-11-25T10:55:27.805904] [DEBUG] [LOCAL     ] Loaded configuration for CGAU: 5 features, 90.0% accuracy
[2025-11-25T10:55:27.805986] [DEBUG] [LOCAL     ] Loaded configuration for MOH: 2 features, 90.0% accuracy
[2025-11-25T10:55:27.806321] [DEBUG] [LOCAL     ] Loaded configuration for FC: 2 features, 90.0% accuracy
[2025-11-25T10:55:27.806675] [DEBUG] [LOCAL     ] Loaded configuration for TAK: 1 features, 80.0% accuracy
[2025-11-25T10:55:27.807013] [DEBUG] [LOCAL     ] Loaded configuration for TD: 1 features, 90.0% accuracy
[2025-11-25T10:55:27.807137] [DEBUG] [LOCAL     ] Loaded configuration for AGL: 3 features, 80.0% accuracy
[2025-11-25T10:55:27.807420] [DEBUG] [LOCAL     ] Loaded configuration for KRG: 2 features, 70.0% accuracy
[2025-11-25T10:55:27.807518] [DEBUG] [LOCAL     ] Loaded configuration for EOT: 2 features, 80.0% accuracy
[2025-11-25T10:55:27.807802] [DEBUG] [LOCAL     ] Loaded configuration for KNTK: 1 features, 80.0% accuracy
[2025-11-25T10:55:27.808148] [DEBUG] [LOCAL     ] Loaded configuration for IR: 1 features, 60.0% accuracy
[2025-11-25T10:55:27.808452] [DEBUG] [LOCAL     ] Loaded configuration for EVR: 2 features, 80.0% accuracy
[2025-11-25T10:55:27.808552] [DEBUG] [LOCAL     ] Loaded configuration for TFPM: 5 features, 60.0% accuracy
[2025-11-25T10:55:27.808849] [DEBUG] [LOCAL     ] Loaded configuration for EAT: 1 features, 90.0% accuracy
[2025-11-25T10:55:27.809198] [DEBUG] [LOCAL     ] Loaded configuration for V: 5 features, 90.0% accuracy
[2025-11-25T10:55:27.809508] [DEBUG] [LOCAL     ] Loaded configuration for G: 2 features, 80.0% accuracy
[2025-11-25T10:55:27.809626] [DEBUG] [LOCAL     ] Loaded configuration for AUB: 3 features, 60.0% accuracy
[2025-11-25T10:55:27.809933] [DEBUG] [LOCAL     ] Loaded configuration for BST: 4 features, 90.0% accuracy
[2025-11-25T10:55:27.810034] [DEBUG] [LOCAL     ] Loaded configuration for BYD: 5 features, 60.0% accuracy
[2025-11-25T10:55:27.810315] [DEBUG] [LOCAL     ] Loaded configuration for BWA: 3 features, 80.0% accuracy
[2025-11-25T10:55:27.810796] [DEBUG] [LOCAL     ] Loaded configuration for ING: 1 features, 90.0% accuracy
[2025-11-25T10:55:27.810897] [DEBUG] [LOCAL     ] Loaded configuration for APD: 5 features, 80.0% accuracy
[2025-11-25T10:55:27.810978] [DEBUG] [LOCAL     ] Loaded configuration for BEN: 1 features, 80.0% accuracy
[2025-11-25T10:55:27.811314] [DEBUG] [LOCAL     ] Loaded configuration for VCV: 5 features, 90.0% accuracy
[2025-11-25T10:55:27.811631] [DEBUG] [LOCAL     ] Loaded configuration for HOV: 2 features, 60.0% accuracy
[2025-11-25T10:55:27.811751] [DEBUG] [LOCAL     ] Loaded configuration for CAG: 4 features, 70.0% accuracy
[2025-11-25T10:55:27.812032] [DEBUG] [LOCAL     ] Loaded configuration for DLX: 1 features, 90.0% accuracy
[2025-11-25T10:55:27.812354] [DEBUG] [LOCAL     ] Loaded configuration for CNF: 3 features, 80.0% accuracy
[2025-11-25T10:55:27.812707] [DEBUG] [LOCAL     ] Loaded configuration for AU: 2 features, 90.0% accuracy
[2025-11-25T10:55:27.812806] [DEBUG] [LOCAL     ] Loaded configuration for USPH: 2 features, 40.0% accuracy
[2025-11-25T10:55:27.812887] [DEBUG] [LOCAL     ] Loaded configuration for ESRT: 2 features, 80.0% accuracy
[2025-11-25T10:55:27.813225] [DEBUG] [LOCAL     ] Loaded configuration for FBRT: 4 features, 70.0% accuracy
[2025-11-25T10:55:27.813552] [DEBUG] [LOCAL     ] Loaded configuration for PFO: 2 features, 80.0% accuracy
[2025-11-25T10:55:27.813931] [DEBUG] [LOCAL     ] Loaded configuration for TFIN: 4 features, 90.0% accuracy
[2025-11-25T10:55:27.814225] [DEBUG] [LOCAL     ] Loaded configuration for CALX: 3 features, 60.0% accuracy
[2025-11-25T10:55:27.814517] [DEBUG] [LOCAL     ] Loaded configuration for ERO: 3 features, 100.0% accuracy
[2025-11-25T10:55:27.814832] [DEBUG] [LOCAL     ] Loaded configuration for NFJ: 4 features, 70.0% accuracy
[2025-11-25T10:55:27.815147] [DEBUG] [LOCAL     ] Loaded configuration for EMP: 3 features, 50.0% accuracy
[2025-11-25T10:55:27.815493] [DEBUG] [LOCAL     ] Loaded configuration for AIR: 3 features, 70.0% accuracy
[2025-11-25T10:55:27.815806] [DEBUG] [LOCAL     ] Loaded configuration for GDO: 1 features, 50.0% accuracy
[2025-11-25T10:55:27.816160] [DEBUG] [LOCAL     ] Loaded configuration for REXR: 3 features, 80.0% accuracy
[2025-11-25T10:55:27.816506] [DEBUG] [LOCAL     ] Loaded configuration for UNF: 1 features, 60.0% accuracy
[2025-11-25T10:55:27.816607] [DEBUG] [LOCAL     ] Loaded configuration for MKL: 5 features, 90.0% accuracy
[2025-11-25T10:55:27.816913] [DEBUG] [LOCAL     ] Loaded configuration for NWN: 0 features, 50.0% accuracy
[2025-11-25T10:55:27.817251] [DEBUG] [LOCAL     ] Loaded configuration for BNY: 3 features, 80.0% accuracy
[2025-11-25T10:55:27.817585] [DEBUG] [LOCAL     ] Loaded configuration for GCO: 2 features, 80.0% accuracy
[2025-11-25T10:55:27.818156] [DEBUG] [LOCAL     ] Loaded configuration for FLC: 1 features, 50.0% accuracy
[2025-11-25T10:55:27.818522] [DEBUG] [LOCAL     ] Loaded configuration for SRI: 4 features, 90.0% accuracy
[2025-11-25T10:55:27.818936] [DEBUG] [LOCAL     ] Loaded configuration for FNV: 0 features, 60.0% accuracy
[2025-11-25T10:55:27.819263] [DEBUG] [LOCAL     ] Loaded configuration for BCAT: 1 features, 70.0% accuracy
[2025-11-25T10:55:27.819611] [DEBUG] [LOCAL     ] Loaded configuration for FG: 3 features, 100.0% accuracy
[2025-11-25T10:55:27.819934] [DEBUG] [LOCAL     ] Loaded configuration for GXO: 1 features, 50.0% accuracy
[2025-11-25T10:55:27.820284] [DEBUG] [LOCAL     ] Loaded configuration for COUR: 3 features, 70.0% accuracy
[2025-11-25T10:55:27.820382] [DEBUG] [LOCAL     ] Loaded configuration for AGM: 3 features, 80.0% accuracy
[2025-11-25T10:55:27.820685] [DEBUG] [LOCAL     ] Loaded configuration for GRND: 1 features, 70.0% accuracy
[2025-11-25T10:55:27.820980] [DEBUG] [LOCAL     ] Loaded configuration for BBY: 3 features, 90.0% accuracy
[2025-11-25T10:55:27.821335] [DEBUG] [LOCAL     ] Loaded configuration for GFF: 1 features, 80.0% accuracy
[2025-11-25T10:55:27.821435] [DEBUG] [LOCAL     ] Loaded configuration for COOK: 1 features, 70.0% accuracy
[2025-11-25T10:55:27.821521] [DEBUG] [LOCAL     ] Loaded configuration for BURL: 7 features, 80.0% accuracy
[2025-11-25T10:55:27.821829] [DEBUG] [LOCAL     ] Loaded configuration for AVB: 1 features, 70.0% accuracy
[2025-11-25T10:55:27.822178] [DEBUG] [LOCAL     ] Loaded configuration for RBC: 1 features, 80.0% accuracy
[2025-11-25T10:55:27.822526] [DEBUG] [LOCAL     ] Loaded configuration for HLLY: 1 features, 60.0% accuracy
[2025-11-25T10:55:27.822822] [DEBUG] [LOCAL     ] Loaded configuration for PML: 1 features, 80.0% accuracy
[2025-11-25T10:55:27.822921] [DEBUG] [LOCAL     ] Loaded configuration for MFC: 2 features, 80.0% accuracy
[2025-11-25T10:55:27.823002] [DEBUG] [LOCAL     ] Loaded configuration for CIM: 1 features, 60.0% accuracy
[2025-11-25T10:55:27.823303] [DEBUG] [LOCAL     ] Loaded configuration for NOK: 1 features, 50.0% accuracy
[2025-11-25T10:55:27.823604] [DEBUG] [LOCAL     ] Loaded configuration for VST: 4 features, 80.0% accuracy
[2025-11-25T10:55:27.823922] [DEBUG] [LOCAL     ] Loaded configuration for AMTB: 2 features, 80.0% accuracy
[2025-11-25T10:55:27.824296] [DEBUG] [LOCAL     ] Loaded configuration for HY: 3 features, 100.0% accuracy
[2025-11-25T10:55:27.824657] [DEBUG] [LOCAL     ] Loaded configuration for NRDY: 2 features, 80.0% accuracy
[2025-11-25T10:55:27.824757] [DEBUG] [LOCAL     ] Loaded configuration for IIPR: 3 features, 70.0% accuracy
[2025-11-25T10:55:27.825089] [DEBUG] [LOCAL     ] Loaded configuration for IRT: 3 features, 90.0% accuracy
[2025-11-25T10:55:27.825416] [DEBUG] [LOCAL     ] Loaded configuration for TY: 3 features, 60.0% accuracy
[2025-11-25T10:55:27.825748] [DEBUG] [LOCAL     ] Loaded configuration for RNG: 2 features, 70.0% accuracy
[2025-11-25T10:55:27.825847] [DEBUG] [LOCAL     ] Loaded configuration for L: 1 features, 80.0% accuracy
[2025-11-25T10:55:27.826142] [DEBUG] [LOCAL     ] Loaded configuration for E: 2 features, 80.0% accuracy
[2025-11-25T10:55:27.826454] [DEBUG] [LOCAL     ] Loaded configuration for CRBG: 3 features, 100.0% accuracy
[2025-11-25T10:55:27.826554] [DEBUG] [LOCAL     ] Loaded configuration for RCUS: 2 features, 80.0% accuracy
[2025-11-25T10:55:27.826853] [DEBUG] [LOCAL     ] Loaded configuration for AMRC: 2 features, 100.0% accuracy
[2025-11-25T10:55:27.827213] [DEBUG] [LOCAL     ] Loaded configuration for RFMZ: 1 features, 70.0% accuracy
[2025-11-25T10:55:27.827313] [DEBUG] [LOCAL     ] Loaded configuration for RES: 4 features, 90.0% accuracy
[2025-11-25T10:55:27.827394] [DEBUG] [LOCAL     ] Loaded configuration for BAK: 4 features, 90.0% accuracy
[2025-11-25T10:55:27.827718] [DEBUG] [LOCAL     ] Loaded configuration for EOS: 1 features, 70.0% accuracy
[2025-11-25T10:55:27.827817] [DEBUG] [LOCAL     ] Loaded configuration for CRC: 5 features, 60.0% accuracy
[2025-11-25T10:55:27.827897] [DEBUG] [LOCAL     ] Loaded configuration for CW: 1 features, 60.0% accuracy
[2025-11-25T10:55:27.828179] [DEBUG] [LOCAL     ] Loaded configuration for AMWL: 4 features, 90.0% accuracy
[2025-11-25T10:55:27.828476] [DEBUG] [LOCAL     ] Loaded configuration for NAZ: 1 features, 80.0% accuracy
[2025-11-25T10:55:27.828784] [DEBUG] [LOCAL     ] Loaded configuration for EFR: 2 features, 90.0% accuracy
[2025-11-25T10:55:27.828882] [DEBUG] [LOCAL     ] Loaded configuration for FINS: 1 features, 70.0% accuracy
[2025-11-25T10:55:27.828960] [DEBUG] [LOCAL     ] Loaded configuration for RQI: 4 features, 60.0% accuracy
[2025-11-25T10:55:27.829037] [DEBUG] [LOCAL     ] Loaded configuration for MSD: 2 features, 80.0% accuracy
[2025-11-25T10:55:27.829320] [DEBUG] [LOCAL     ] Loaded configuration for FCPT: 1 features, 60.0% accuracy
[2025-11-25T10:55:27.829418] [DEBUG] [LOCAL     ] Loaded configuration for BIPC: 5 features, 90.0% accuracy
[2025-11-25T10:55:27.829747] [DEBUG] [LOCAL     ] Loaded configuration for UNH: 1 features, 80.0% accuracy
[2025-11-25T10:55:27.830090] [DEBUG] [LOCAL     ] Loaded configuration for VLN: 4 features, 70.0% accuracy
[2025-11-25T10:55:27.830378] [DEBUG] [LOCAL     ] Loaded configuration for AFG: 2 features, 70.0% accuracy
[2025-11-25T10:55:27.830750] [DEBUG] [LOCAL     ] Loaded configuration for TGT: 2 features, 80.0% accuracy
[2025-11-25T10:55:27.830848] [DEBUG] [LOCAL     ] Loaded configuration for BSTZ: 1 features, 60.0% accuracy
[2025-11-25T10:55:27.830942] [DEBUG] [LOCAL     ] Loaded configuration for EMR: 2 features, 80.0% accuracy
[2025-11-25T10:55:27.831222] [DEBUG] [LOCAL     ] Loaded configuration for TYL: 3 features, 80.0% accuracy
[2025-11-25T10:55:27.831532] [DEBUG] [LOCAL     ] Loaded configuration for ACHR: 2 features, 80.0% accuracy
[2025-11-25T10:55:27.831879] [DEBUG] [LOCAL     ] Loaded configuration for TBB: 1 features, 90.0% accuracy
[2025-11-25T10:55:27.831979] [DEBUG] [LOCAL     ] Loaded configuration for RM: 2 features, 80.0% accuracy
[2025-11-25T10:55:27.832277] [DEBUG] [LOCAL     ] Loaded configuration for ADCT: 3 features, 70.0% accuracy
[2025-11-25T10:55:27.832602] [DEBUG] [LOCAL     ] Loaded configuration for BANC: 0 features, 90.0% accuracy
[2025-11-25T10:55:27.832923] [DEBUG] [LOCAL     ] Loaded configuration for CADE: 2 features, 80.0% accuracy
[2025-11-25T10:55:27.833237] [DEBUG] [LOCAL     ] Loaded configuration for APO: 2 features, 90.0% accuracy
[2025-11-25T10:55:27.833566] [DEBUG] [LOCAL     ] Loaded configuration for HAE: 2 features, 80.0% accuracy
[2025-11-25T10:55:27.833975] [DEBUG] [LOCAL     ] Loaded configuration for SAN: 2 features, 60.0% accuracy
[2025-11-25T10:55:27.834089] [DEBUG] [LOCAL     ] Loaded configuration for SAFE: 1 features, 90.0% accuracy
[2025-11-25T10:55:27.834191] [DEBUG] [LOCAL     ] Loaded configuration for NUS: 3 features, 80.0% accuracy
[2025-11-25T10:55:27.834531] [DEBUG] [LOCAL     ] Loaded configuration for FPF: 3 features, 80.0% accuracy
[2025-11-25T10:55:27.834882] [DEBUG] [LOCAL     ] Loaded configuration for QVCC: 3 features, 90.0% accuracy
[2025-11-25T10:55:27.835630] [DEBUG] [LOCAL     ] Loaded configuration for ONTF: 1 features, 70.0% accuracy
[2025-11-25T10:55:27.835754] [DEBUG] [LOCAL     ] Loaded configuration for LUMN: 2 features, 70.0% accuracy
[2025-11-25T10:55:27.836036] [DEBUG] [LOCAL     ] Loaded configuration for PLOW: 3 features, 90.0% accuracy
[2025-11-25T10:55:27.836396] [DEBUG] [LOCAL     ] Loaded configuration for RYAM: 3 features, 70.0% accuracy
[2025-11-25T10:55:27.836700] [DEBUG] [LOCAL     ] Loaded configuration for STXK: 1 features, 70.0% accuracy
[2025-11-25T10:55:27.837069] [DEBUG] [LOCAL     ] Loaded configuration for TGS: 1 features, 70.0% accuracy
[2025-11-25T10:55:27.837169] [DEBUG] [LOCAL     ] Loaded configuration for DV: 2 features, 70.0% accuracy
[2025-11-25T10:55:27.837252] [DEBUG] [LOCAL     ] Loaded configuration for APG: 0 features, 50.0% accuracy
[2025-11-25T10:55:27.837555] [DEBUG] [LOCAL     ] Loaded configuration for VIV: 3 features, 100.0% accuracy
[2025-11-25T10:55:27.839121] [DEBUG] [LOCAL     ] Loaded configuration for SNDR: 2 features, 80.0% accuracy
[2025-11-25T10:55:27.839483] [DEBUG] [LOCAL     ] Loaded configuration for NSC: 1 features, 80.0% accuracy
[2025-11-25T10:55:27.839837] [DEBUG] [LOCAL     ] Loaded configuration for AAT: 7 features, 90.0% accuracy
[2025-11-25T10:55:27.840198] [DEBUG] [LOCAL     ] Loaded configuration for THW: 3 features, 80.0% accuracy
[2025-11-25T10:55:27.840498] [DEBUG] [LOCAL     ] Loaded configuration for USB: 3 features, 80.0% accuracy
[2025-11-25T10:55:27.840833] [DEBUG] [LOCAL     ] Loaded configuration for AYI: 4 features, 90.0% accuracy
[2025-11-25T10:55:27.841146] [DEBUG] [LOCAL     ] Loaded configuration for CLH: 4 features, 80.0% accuracy
[2025-11-25T10:55:27.841237] [DEBUG] [LOCAL     ] Loaded configuration for CBT: 3 features, 90.0% accuracy
[2025-11-25T10:55:27.841499] [DEBUG] [LOCAL     ] Loaded configuration for DUKB: 2 features, 90.0% accuracy
[2025-11-25T10:55:27.841762] [DEBUG] [LOCAL     ] Loaded configuration for JELD: 2 features, 90.0% accuracy
[2025-11-25T10:55:27.842062] [DEBUG] [LOCAL     ] Loaded configuration for VNT: 3 features, 60.0% accuracy
[2025-11-25T10:55:27.842345] [DEBUG] [LOCAL     ] Loaded configuration for AMCR: 2 features, 70.0% accuracy
[2025-11-25T10:55:27.842436] [DEBUG] [LOCAL     ] Loaded configuration for EG: 2 features, 90.0% accuracy
[2025-11-25T10:55:27.842693] [DEBUG] [LOCAL     ] Loaded configuration for NOV: 3 features, 90.0% accuracy
[2025-11-25T10:55:27.842784] [DEBUG] [LOCAL     ] Loaded configuration for CP: 3 features, 70.0% accuracy
[2025-11-25T10:55:27.843081] [DEBUG] [LOCAL     ] Loaded configuration for LUV: 1 features, 70.0% accuracy
[2025-11-25T10:55:27.843351] [DEBUG] [LOCAL     ] Loaded configuration for EFXT: 2 features, 80.0% accuracy
[2025-11-25T10:55:27.843442] [DEBUG] [LOCAL     ] Loaded configuration for ES: 3 features, 70.0% accuracy
[2025-11-25T10:55:27.843749] [DEBUG] [LOCAL     ] Loaded configuration for PFD: 3 features, 90.0% accuracy
[2025-11-25T10:55:27.844054] [DEBUG] [LOCAL     ] Loaded configuration for MTG: 1 features, 80.0% accuracy
[2025-11-25T10:55:27.844161] [DEBUG] [LOCAL     ] Loaded configuration for GFR: 4 features, 70.0% accuracy
[2025-11-25T10:55:27.844409] [DEBUG] [LOCAL     ] Loaded configuration for EDD: 2 features, 70.0% accuracy
[2025-11-25T10:55:27.844687] [DEBUG] [LOCAL     ] Loaded configuration for CVNA: 4 features, 80.0% accuracy
[2025-11-25T10:55:27.845766] [DEBUG] [LOCAL     ] Loaded configuration for DHI: 2 features, 100.0% accuracy
[2025-11-25T10:55:27.845880] [DEBUG] [LOCAL     ] Loaded configuration for JQC: 0 features, 60.0% accuracy
[2025-11-25T10:55:27.846937] [DEBUG] [LOCAL     ] Loaded configuration for POR: 0 features, 70.0% accuracy
[2025-11-25T10:55:27.847066] [DEBUG] [LOCAL     ] Loaded configuration for SKLZ: 3 features, 90.0% accuracy
[2025-11-25T10:55:27.847154] [DEBUG] [LOCAL     ] Loaded configuration for WMS: 8 features, 100.0% accuracy
[2025-11-25T10:55:27.847591] [DEBUG] [LOCAL     ] Loaded configuration for BLND: 3 features, 80.0% accuracy
[2025-11-25T10:55:27.847951] [DEBUG] [LOCAL     ] Loaded configuration for WF: 2 features, 80.0% accuracy
[2025-11-25T10:55:27.848045] [DEBUG] [LOCAL     ] Loaded configuration for NVG: 1 features, 60.0% accuracy
[2025-11-25T10:55:27.848407] [DEBUG] [LOCAL     ] Loaded configuration for CAT: 2 features, 60.0% accuracy
[2025-11-25T10:55:27.848830] [DEBUG] [LOCAL     ] Loaded configuration for ETN: 3 features, 80.0% accuracy
[2025-11-25T10:55:27.848921] [DEBUG] [LOCAL     ] Loaded configuration for CRK: 4 features, 100.0% accuracy
[2025-11-25T10:55:27.849296] [DEBUG] [LOCAL     ] Loaded configuration for RZB: 3 features, 60.0% accuracy
[2025-11-25T10:55:27.849874] [DEBUG] [LOCAL     ] Loaded configuration for NBR: 2 features, 70.0% accuracy
[2025-11-25T10:55:27.850207] [DEBUG] [LOCAL     ] Loaded configuration for QGEN: 3 features, 80.0% accuracy
[2025-11-25T10:55:27.850895] [DEBUG] [LOCAL     ] Loaded configuration for UWMC: 1 features, 80.0% accuracy
[2025-11-25T10:55:27.851230] [DEBUG] [LOCAL     ] Loaded configuration for PRA: 3 features, 80.0% accuracy
[2025-11-25T10:55:27.851325] [DEBUG] [LOCAL     ] Loaded configuration for PWR: 1 features, 80.0% accuracy
[2025-11-25T10:55:27.851663] [DEBUG] [LOCAL     ] Loaded configuration for ELP: 3 features, 80.0% accuracy
[2025-11-25T10:55:27.851768] [DEBUG] [LOCAL     ] Loaded configuration for REX: 1 features, 70.0% accuracy
[2025-11-25T10:55:27.852079] [DEBUG] [LOCAL     ] Loaded configuration for MMS: 3 features, 70.0% accuracy
[2025-11-25T10:55:27.852345] [DEBUG] [LOCAL     ] Loaded configuration for CSR: 1 features, 60.0% accuracy
[2025-11-25T10:55:27.852437] [DEBUG] [LOCAL     ] Loaded configuration for KEX: 1 features, 70.0% accuracy
[2025-11-25T10:55:27.852523] [DEBUG] [LOCAL     ] Loaded configuration for IGD: 2 features, 60.0% accuracy
[2025-11-25T10:55:27.852604] [DEBUG] [LOCAL     ] Loaded configuration for HOG: 3 features, 90.0% accuracy
[2025-11-25T10:55:27.852885] [DEBUG] [LOCAL     ] Loaded configuration for AKR: 1 features, 80.0% accuracy
[2025-11-25T10:55:27.852978] [DEBUG] [LOCAL     ] Loaded configuration for EMF: 4 features, 70.0% accuracy
[2025-11-25T10:55:27.853057] [DEBUG] [LOCAL     ] Loaded configuration for FFC: 3 features, 70.0% accuracy
[2025-11-25T10:55:27.853372] [DEBUG] [LOCAL     ] Loaded configuration for PR: 2 features, 70.0% accuracy
[2025-11-25T10:55:27.853672] [DEBUG] [LOCAL     ] Loaded configuration for MLR: 3 features, 80.0% accuracy
[2025-11-25T10:55:27.853940] [DEBUG] [LOCAL     ] Loaded configuration for IT: 2 features, 70.0% accuracy
[2025-11-25T10:55:27.854038] [DEBUG] [LOCAL     ] Loaded configuration for BKSY: 3 features, 70.0% accuracy
[2025-11-25T10:55:27.854119] [DEBUG] [LOCAL     ] Loaded configuration for ASA: 2 features, 70.0% accuracy
[2025-11-25T10:55:27.854377] [DEBUG] [LOCAL     ] Loaded configuration for NZF: 1 features, 60.0% accuracy
[2025-11-25T10:55:27.854689] [DEBUG] [LOCAL     ] Loaded configuration for CVEO: 5 features, 70.0% accuracy
[2025-11-25T10:55:27.855003] [DEBUG] [LOCAL     ] Loaded configuration for NUV: 2 features, 80.0% accuracy
[2025-11-25T10:55:27.855329] [DEBUG] [LOCAL     ] Loaded configuration for ED: 3 features, 90.0% accuracy
[2025-11-25T10:55:27.855610] [DEBUG] [LOCAL     ] Loaded configuration for RVLV: 3 features, 80.0% accuracy
[2025-11-25T10:55:27.855960] [DEBUG] [LOCAL     ] Loaded configuration for BNL: 4 features, 80.0% accuracy
[2025-11-25T10:55:27.856219] [DEBUG] [LOCAL     ] Loaded configuration for TWLO: 1 features, 70.0% accuracy
[2025-11-25T10:55:27.856492] [DEBUG] [LOCAL     ] Loaded configuration for SES: 1 features, 60.0% accuracy
[2025-11-25T10:55:27.856747] [DEBUG] [LOCAL     ] Loaded configuration for WMK: 4 features, 70.0% accuracy
[2025-11-25T10:55:27.857002] [DEBUG] [LOCAL     ] Loaded configuration for EXG: 2 features, 90.0% accuracy
[2025-11-25T10:55:27.857113] [DEBUG] [LOCAL     ] Loaded configuration for RA: 2 features, 80.0% accuracy
[2025-11-25T10:55:27.857196] [DEBUG] [LOCAL     ] Loaded configuration for MX: 1 features, 70.0% accuracy
[2025-11-25T10:55:27.857450] [DEBUG] [LOCAL     ] Loaded configuration for EPAC: 3 features, 60.0% accuracy
[2025-11-25T10:55:27.857541] [DEBUG] [LOCAL     ] Loaded configuration for RS: 2 features, 80.0% accuracy
[2025-11-25T10:55:27.857622] [DEBUG] [LOCAL     ] Loaded configuration for YPF: 3 features, 70.0% accuracy
[2025-11-25T10:55:27.857966] [DEBUG] [LOCAL     ] Loaded configuration for IFF: 2 features, 70.0% accuracy
[2025-11-25T10:55:27.858238] [DEBUG] [LOCAL     ] Loaded configuration for KAR: 2 features, 80.0% accuracy
[2025-11-25T10:55:27.858563] [DEBUG] [LOCAL     ] Loaded configuration for IVZ: 3 features, 70.0% accuracy
[2025-11-25T10:55:27.858678] [DEBUG] [LOCAL     ] Loaded configuration for EBS: 4 features, 70.0% accuracy
[2025-11-25T10:55:27.858952] [DEBUG] [LOCAL     ] Loaded configuration for TVE: 2 features, 70.0% accuracy
[2025-11-25T10:55:27.859038] [DEBUG] [LOCAL     ] Loaded configuration for HHH: 3 features, 60.0% accuracy
[2025-11-25T10:55:27.859336] [DEBUG] [LOCAL     ] Loaded configuration for AG: 2 features, 80.0% accuracy
[2025-11-25T10:55:27.859654] [DEBUG] [LOCAL     ] Loaded configuration for UMH: 2 features, 60.0% accuracy
[2025-11-25T10:55:27.859911] [DEBUG] [LOCAL     ] Loaded configuration for CAF: 5 features, 80.0% accuracy
[2025-11-25T10:55:27.859998] [DEBUG] [LOCAL     ] Loaded configuration for MGY: 2 features, 80.0% accuracy
[2025-11-25T10:55:27.860087] [DEBUG] [LOCAL     ] Loaded configuration for BRW: 4 features, 80.0% accuracy
[2025-11-25T10:55:27.860380] [DEBUG] [LOCAL     ] Loaded configuration for MPW: 3 features, 80.0% accuracy
[2025-11-25T10:55:27.860632] [DEBUG] [LOCAL     ] Loaded configuration for WGO: 3 features, 90.0% accuracy
[2025-11-25T10:55:27.860928] [DEBUG] [LOCAL     ] Loaded configuration for PB: 3 features, 80.0% accuracy
[2025-11-25T10:55:27.861216] [DEBUG] [LOCAL     ] Loaded configuration for STNG: 1 features, 50.0% accuracy
[2025-11-25T10:55:27.861487] [DEBUG] [LOCAL     ] Loaded configuration for TRV: 0 features, 90.0% accuracy
[2025-11-25T10:55:27.861756] [DEBUG] [LOCAL     ] Loaded configuration for VMI: 3 features, 70.0% accuracy
[2025-11-25T10:55:27.862013] [DEBUG] [LOCAL     ] Loaded configuration for HPI: 2 features, 90.0% accuracy
[2025-11-25T10:55:27.862281] [DEBUG] [LOCAL     ] Loaded configuration for ELME: 4 features, 90.0% accuracy
[2025-11-25T10:55:27.862541] [DEBUG] [LOCAL     ] Loaded configuration for PX: 2 features, 90.0% accuracy
[2025-11-25T10:55:27.862629] [DEBUG] [LOCAL     ] Loaded configuration for BAP: 2 features, 80.0% accuracy
[2025-11-25T10:55:27.862732] [DEBUG] [LOCAL     ] Loaded configuration for VRE: 1 features, 70.0% accuracy
[2025-11-25T10:55:27.863045] [DEBUG] [LOCAL     ] Loaded configuration for SCM: 5 features, 90.0% accuracy
[2025-11-25T10:55:27.863333] [DEBUG] [LOCAL     ] Loaded configuration for CIEN: 2 features, 60.0% accuracy
[2025-11-25T10:55:27.863675] [DEBUG] [LOCAL     ] Loaded configuration for CUZ: 0 features, 70.0% accuracy
[2025-11-25T10:55:27.863995] [DEBUG] [LOCAL     ] Loaded configuration for TEO: 1 features, 80.0% accuracy
[2025-11-25T10:55:27.864323] [DEBUG] [LOCAL     ] Loaded configuration for DIN: 3 features, 90.0% accuracy
[2025-11-25T10:55:27.864442] [DEBUG] [LOCAL     ] Loaded configuration for CHH: 2 features, 100.0% accuracy
[2025-11-25T10:55:27.864759] [DEBUG] [LOCAL     ] Loaded configuration for GLP: 3 features, 80.0% accuracy
[2025-11-25T10:55:27.865016] [DEBUG] [LOCAL     ] Loaded configuration for EPAM: 4 features, 60.0% accuracy
[2025-11-25T10:55:27.865343] [DEBUG] [LOCAL     ] Loaded configuration for SAR: 0 features, 70.0% accuracy
[2025-11-25T10:55:27.866463] [DEBUG] [LOCAL     ] Loaded configuration for TGNA: 1 features, 60.0% accuracy
[2025-11-25T10:55:27.866741] [DEBUG] [LOCAL     ] Loaded configuration for HII: 1 features, 60.0% accuracy
[2025-11-25T10:55:27.867043] [DEBUG] [LOCAL     ] Loaded configuration for ACI: 2 features, 80.0% accuracy
[2025-11-25T10:55:27.867552] [DEBUG] [LOCAL     ] Loaded configuration for EXK: 1 features, 60.0% accuracy
[2025-11-25T10:55:27.868054] [DEBUG] [LOCAL     ] Loaded configuration for ELS: 2 features, 70.0% accuracy
[2025-11-25T10:55:27.868172] [DEBUG] [LOCAL     ] Loaded configuration for BUXX: 5 features, 80.0% accuracy
[2025-11-25T10:55:27.868542] [DEBUG] [LOCAL     ] Loaded configuration for RDW: 2 features, 70.0% accuracy
[2025-11-25T10:55:27.868692] [DEBUG] [LOCAL     ] Loaded configuration for CMI: 2 features, 70.0% accuracy
[2025-11-25T10:55:27.868960] [DEBUG] [LOCAL     ] Loaded configuration for TLYS: 1 features, 80.0% accuracy
[2025-11-25T10:55:27.869052] [DEBUG] [LOCAL     ] Loaded configuration for DRLL: 2 features, 80.0% accuracy
[2025-11-25T10:55:27.869357] [DEBUG] [LOCAL     ] Loaded configuration for GSL: 1 features, 80.0% accuracy
[2025-11-25T10:55:27.869447] [DEBUG] [LOCAL     ] Loaded configuration for STXG: 2 features, 80.0% accuracy
[2025-11-25T10:55:27.869729] [DEBUG] [LOCAL     ] Loaded configuration for KF: 2 features, 70.0% accuracy
[2025-11-25T10:55:27.870036] [DEBUG] [LOCAL     ] Loaded configuration for TRN: 1 features, 70.0% accuracy
[2025-11-25T10:55:27.870306] [DEBUG] [LOCAL     ] Loaded configuration for NKX: 5 features, 80.0% accuracy
[2025-11-25T10:55:27.870575] [DEBUG] [LOCAL     ] Loaded configuration for GME: 4 features, 90.0% accuracy
[2025-11-25T10:55:27.870939] [DEBUG] [LOCAL     ] Loaded configuration for STVN: 3 features, 70.0% accuracy
[2025-11-25T10:55:27.871287] [DEBUG] [LOCAL     ] Loaded configuration for BMI: 3 features, 90.0% accuracy
[2025-11-25T10:55:27.871379] [DEBUG] [LOCAL     ] Loaded configuration for PNR: 1 features, 80.0% accuracy
[2025-11-25T10:55:27.871629] [DEBUG] [LOCAL     ] Loaded configuration for HDB: 3 features, 80.0% accuracy
[2025-11-25T10:55:27.872003] [DEBUG] [LOCAL     ] Loaded configuration for HPF: 3 features, 90.0% accuracy
[2025-11-25T10:55:27.872290] [DEBUG] [LOCAL     ] Loaded configuration for HUYA: 0 features, 70.0% accuracy
[2025-11-25T10:55:27.872571] [DEBUG] [LOCAL     ] Loaded configuration for VRT: 3 features, 60.0% accuracy
[2025-11-25T10:55:27.872692] [DEBUG] [LOCAL     ] Loaded configuration for RNP: 4 features, 70.0% accuracy
[2025-11-25T10:55:27.873008] [DEBUG] [LOCAL     ] Loaded configuration for SITE: 2 features, 100.0% accuracy
[2025-11-25T10:55:27.873099] [DEBUG] [LOCAL     ] Loaded configuration for AVK: 3 features, 70.0% accuracy
[2025-11-25T10:55:27.873180] [DEBUG] [LOCAL     ] Loaded configuration for ATKR: 1 features, 70.0% accuracy
[2025-11-25T10:55:27.873259] [DEBUG] [LOCAL     ] Loaded configuration for CFG: 2 features, 80.0% accuracy
[2025-11-25T10:55:27.873339] [DEBUG] [LOCAL     ] Loaded configuration for ELAN: 2 features, 80.0% accuracy
[2025-11-25T10:55:27.873669] [DEBUG] [LOCAL     ] Loaded configuration for TDS: 2 features, 80.0% accuracy
[2025-11-25T10:55:27.873982] [DEBUG] [LOCAL     ] Loaded configuration for DHR: 4 features, 90.0% accuracy
[2025-11-25T10:55:27.874269] [DEBUG] [LOCAL     ] Loaded configuration for RSF: 4 features, 80.0% accuracy
[2025-11-25T10:55:27.874547] [DEBUG] [LOCAL     ] Loaded configuration for WT: 0 features, 60.0% accuracy
[2025-11-25T10:55:27.874873] [DEBUG] [LOCAL     ] Loaded configuration for AMPY: 2 features, 50.0% accuracy
[2025-11-25T10:55:27.875247] [DEBUG] [LOCAL     ] Loaded configuration for SKYH: 2 features, 70.0% accuracy
[2025-11-25T10:55:27.875569] [DEBUG] [LOCAL     ] Loaded configuration for CIVI: 2 features, 90.0% accuracy
[2025-11-25T10:55:27.875684] [DEBUG] [LOCAL     ] Loaded configuration for DMO: 3 features, 80.0% accuracy
[2025-11-25T10:55:27.875964] [DEBUG] [LOCAL     ] Loaded configuration for CMSC: 5 features, 80.0% accuracy
[2025-11-25T10:55:27.876239] [DEBUG] [LOCAL     ] Loaded configuration for EDF: 3 features, 100.0% accuracy
[2025-11-25T10:55:27.876510] [DEBUG] [LOCAL     ] Loaded configuration for ACN: 5 features, 80.0% accuracy
[2025-11-25T10:55:27.876617] [DEBUG] [LOCAL     ] Loaded configuration for CRI: 2 features, 80.0% accuracy
[2025-11-25T10:55:27.876927] [DEBUG] [LOCAL     ] Loaded configuration for KBR: 3 features, 70.0% accuracy
[2025-11-25T10:55:27.877229] [DEBUG] [LOCAL     ] Loaded configuration for BUR: 2 features, 80.0% accuracy
[2025-11-25T10:55:27.877512] [DEBUG] [LOCAL     ] Loaded configuration for LFT: 4 features, 70.0% accuracy
[2025-11-25T10:55:27.877794] [DEBUG] [LOCAL     ] Loaded configuration for DOLE: 3 features, 60.0% accuracy
[2025-11-25T10:55:27.877893] [DEBUG] [LOCAL     ] Loaded configuration for PSQH: 6 features, 90.0% accuracy
[2025-11-25T10:55:27.878208] [DEBUG] [LOCAL     ] Loaded configuration for KNOP: 2 features, 80.0% accuracy
[2025-11-25T10:55:27.878534] [DEBUG] [LOCAL     ] Loaded configuration for CCJ: 2 features, 80.0% accuracy
[2025-11-25T10:55:27.878626] [DEBUG] [LOCAL     ] Loaded configuration for ITUB: 4 features, 80.0% accuracy
[2025-11-25T10:55:27.878911] [DEBUG] [LOCAL     ] Loaded configuration for ENB: 3 features, 90.0% accuracy
[2025-11-25T10:55:27.879184] [DEBUG] [LOCAL     ] Loaded configuration for HPS: 2 features, 80.0% accuracy
[2025-11-25T10:55:27.879488] [DEBUG] [LOCAL     ] Loaded configuration for LU: 2 features, 80.0% accuracy
[2025-11-25T10:55:27.879785] [DEBUG] [LOCAL     ] Loaded configuration for NRT: 2 features, 70.0% accuracy
[2025-11-25T10:55:27.879882] [DEBUG] [LOCAL     ] Loaded configuration for MTDR: 0 features, 90.0% accuracy
[2025-11-25T10:55:27.879964] [DEBUG] [LOCAL     ] Loaded configuration for JLS: 2 features, 60.0% accuracy
[2025-11-25T10:55:27.880051] [DEBUG] [LOCAL     ] Loaded configuration for JEF: 1 features, 70.0% accuracy
[2025-11-25T10:55:27.880131] [DEBUG] [LOCAL     ] Loaded configuration for HRTG: 0 features, 80.0% accuracy
[2025-11-25T10:55:27.880420] [DEBUG] [LOCAL     ] Loaded configuration for PUK: 5 features, 90.0% accuracy
[2025-11-25T10:55:27.880511] [DEBUG] [LOCAL     ] Loaded configuration for XPO: 3 features, 60.0% accuracy
[2025-11-25T10:55:27.880850] [DEBUG] [LOCAL     ] Loaded configuration for MVF: 2 features, 70.0% accuracy
[2025-11-25T10:55:27.881112] [DEBUG] [LOCAL     ] Loaded configuration for ARMK: 1 features, 80.0% accuracy
[2025-11-25T10:55:27.881417] [DEBUG] [LOCAL     ] Loaded configuration for UZD: 3 features, 80.0% accuracy
[2025-11-25T10:55:27.881726] [DEBUG] [LOCAL     ] Loaded configuration for MTRN: 2 features, 70.0% accuracy
[2025-11-25T10:55:27.882036] [DEBUG] [LOCAL     ] Loaded configuration for BKU: 0 features, 80.0% accuracy
[2025-11-25T10:55:27.882293] [DEBUG] [LOCAL     ] Loaded configuration for YOU: 3 features, 90.0% accuracy
[2025-11-25T10:55:27.882568] [DEBUG] [LOCAL     ] Loaded configuration for ABR: 2 features, 70.0% accuracy
[2025-11-25T10:55:27.882844] [DEBUG] [LOCAL     ] Loaded configuration for RCS: 3 features, 90.0% accuracy
[2025-11-25T10:55:27.883174] [DEBUG] [LOCAL     ] Loaded configuration for SXI: 1 features, 70.0% accuracy
[2025-11-25T10:55:27.883265] [DEBUG] [LOCAL     ] Loaded configuration for T: 0 features, 60.0% accuracy
[2025-11-25T10:55:27.883348] [DEBUG] [LOCAL     ] Loaded configuration for AR: 1 features, 60.0% accuracy
[2025-11-25T10:55:27.883625] [DEBUG] [LOCAL     ] Loaded configuration for DRI: 2 features, 70.0% accuracy
[2025-11-25T10:55:27.883736] [DEBUG] [LOCAL     ] Loaded configuration for HUBS: 3 features, 80.0% accuracy
[2025-11-25T10:55:27.883819] [DEBUG] [LOCAL     ] Loaded configuration for RNGR: 2 features, 80.0% accuracy
[2025-11-25T10:55:27.884083] [DEBUG] [LOCAL     ] Loaded configuration for NTST: 1 features, 80.0% accuracy
[2025-11-25T10:55:27.884365] [DEBUG] [LOCAL     ] Loaded configuration for KNX: 3 features, 90.0% accuracy
[2025-11-25T10:55:27.884666] [DEBUG] [LOCAL     ] Loaded configuration for CTDD: 1 features, 80.0% accuracy
[2025-11-25T10:55:27.884998] [DEBUG] [LOCAL     ] Loaded configuration for GGZ: 2 features, 80.0% accuracy
[2025-11-25T10:55:27.885285] [DEBUG] [LOCAL     ] Loaded configuration for DAVA: 2 features, 70.0% accuracy
[2025-11-25T10:55:27.885376] [DEBUG] [LOCAL     ] Loaded configuration for ESI: 1 features, 80.0% accuracy
[2025-11-25T10:55:27.885676] [DEBUG] [LOCAL     ] Loaded configuration for XFLT: 6 features, 90.0% accuracy
[2025-11-25T10:55:27.885767] [DEBUG] [LOCAL     ] Loaded configuration for FCX: 4 features, 90.0% accuracy
[2025-11-25T10:55:27.886030] [DEBUG] [LOCAL     ] Loaded configuration for MCR: 2 features, 60.0% accuracy
[2025-11-25T10:55:27.886121] [DEBUG] [LOCAL     ] Loaded configuration for MLI: 2 features, 90.0% accuracy
[2025-11-25T10:55:27.886202] [DEBUG] [LOCAL     ] Loaded configuration for PRH: 2 features, 70.0% accuracy
[2025-11-25T10:55:27.886461] [DEBUG] [LOCAL     ] Loaded configuration for LOCL: 1 features, 50.0% accuracy
[2025-11-25T10:55:27.886780] [DEBUG] [LOCAL     ] Loaded configuration for HQL: 4 features, 80.0% accuracy
[2025-11-25T10:55:27.887079] [DEBUG] [LOCAL     ] Loaded configuration for ZEPP: 1 features, 90.0% accuracy
[2025-11-25T10:55:27.887171] [DEBUG] [LOCAL     ] Loaded configuration for FLO: 3 features, 80.0% accuracy
[2025-11-25T10:55:27.887498] [DEBUG] [LOCAL     ] Loaded configuration for PAR: 5 features, 70.0% accuracy
[2025-11-25T10:55:27.887608] [DEBUG] [LOCAL     ] Loaded configuration for CCL: 2 features, 100.0% accuracy
[2025-11-25T10:55:27.887714] [DEBUG] [LOCAL     ] Loaded configuration for MSB: 1 features, 80.0% accuracy
[2025-11-25T10:55:27.888021] [DEBUG] [LOCAL     ] Loaded configuration for VEEV: 1 features, 70.0% accuracy
[2025-11-25T10:55:27.888113] [DEBUG] [LOCAL     ] Loaded configuration for ALL: 2 features, 80.0% accuracy
[2025-11-25T10:55:27.888389] [DEBUG] [LOCAL     ] Loaded configuration for KREF: 1 features, 90.0% accuracy
[2025-11-25T10:55:27.888855] [DEBUG] [LOCAL     ] Loaded configuration for WH: 5 features, 90.0% accuracy
[2025-11-25T10:55:27.889191] [DEBUG] [LOCAL     ] Loaded configuration for SFL: 4 features, 70.0% accuracy
[2025-11-25T10:55:27.889483] [DEBUG] [LOCAL     ] Loaded configuration for FPH: 2 features, 90.0% accuracy
[2025-11-25T10:55:27.889807] [DEBUG] [LOCAL     ] Loaded configuration for BWNB: 3 features, 60.0% accuracy
[2025-11-25T10:55:27.890137] [DEBUG] [LOCAL     ] Loaded configuration for LMT: 1 features, 80.0% accuracy
[2025-11-25T10:55:27.890229] [DEBUG] [LOCAL     ] Loaded configuration for SYF: 1 features, 80.0% accuracy
[2025-11-25T10:55:27.890311] [DEBUG] [LOCAL     ] Loaded configuration for OWL: 2 features, 80.0% accuracy
[2025-11-25T10:55:27.890392] [DEBUG] [LOCAL     ] Loaded configuration for CMC: 3 features, 90.0% accuracy
[2025-11-25T10:55:27.890707] [DEBUG] [LOCAL     ] Loaded configuration for AWK: 2 features, 80.0% accuracy
[2025-11-25T10:55:27.890800] [DEBUG] [LOCAL     ] Loaded configuration for CTS: 1 features, 70.0% accuracy
[2025-11-25T10:55:27.891840] [DEBUG] [LOCAL     ] Loaded configuration for CULP: 4 features, 80.0% accuracy
[2025-11-25T10:55:27.892124] [DEBUG] [LOCAL     ] Loaded configuration for NGL: 2 features, 70.0% accuracy
[2025-11-25T10:55:27.892400] [DEBUG] [LOCAL     ] Loaded configuration for PGP: 3 features, 70.0% accuracy
[2025-11-25T10:55:27.892496] [DEBUG] [LOCAL     ] Loaded configuration for OIS: 3 features, 60.0% accuracy
[2025-11-25T10:55:27.892773] [DEBUG] [LOCAL     ] Loaded configuration for NYT: 3 features, 50.0% accuracy
[2025-11-25T10:55:27.893115] [DEBUG] [LOCAL     ] Loaded configuration for MATV: 2 features, 90.0% accuracy
[2025-11-25T10:55:27.893215] [DEBUG] [LOCAL     ] Loaded configuration for BOX: 1 features, 70.0% accuracy
[2025-11-25T10:55:27.893575] [DEBUG] [LOCAL     ] Loaded configuration for EVH: 1 features, 90.0% accuracy
[2025-11-25T10:55:27.893957] [DEBUG] [LOCAL     ] Loaded configuration for TRNO: 1 features, 70.0% accuracy
[2025-11-25T10:55:27.894051] [DEBUG] [LOCAL     ] Loaded configuration for NWG: 0 features, 70.0% accuracy
[2025-11-25T10:55:27.894323] [DEBUG] [LOCAL     ] Loaded configuration for TT: 3 features, 80.0% accuracy
[2025-11-25T10:55:27.894626] [DEBUG] [LOCAL     ] Loaded configuration for SMRT: 1 features, 70.0% accuracy
[2025-11-25T10:55:27.894992] [DEBUG] [LOCAL     ] Loaded configuration for CHWY: 1 features, 90.0% accuracy
[2025-11-25T10:55:27.895093] [DEBUG] [LOCAL     ] Loaded configuration for ODC: 2 features, 80.0% accuracy
[2025-11-25T10:55:27.895175] [DEBUG] [LOCAL     ] Loaded configuration for EVTL: 3 features, 70.0% accuracy
[2025-11-25T10:55:27.895258] [DEBUG] [LOCAL     ] Loaded configuration for BFZ: 0 features, 80.0% accuracy
[2025-11-25T10:55:27.895556] [DEBUG] [LOCAL     ] Loaded configuration for XHR: 1 features, 80.0% accuracy
[2025-11-25T10:55:27.895863] [DEBUG] [LOCAL     ] Loaded configuration for ANVS: 2 features, 70.0% accuracy
[2025-11-25T10:55:27.896810] [DEBUG] [LOCAL     ] Loaded configuration for CUK: 3 features, 70.0% accuracy
[2025-11-25T10:55:27.896909] [DEBUG] [LOCAL     ] Loaded configuration for RFL: 4 features, 70.0% accuracy
[2025-11-25T10:55:27.896991] [DEBUG] [LOCAL     ] Loaded configuration for W: 2 features, 90.0% accuracy
[2025-11-25T10:55:27.897410] [DEBUG] [LOCAL     ] Loaded configuration for SAP: 2 features, 70.0% accuracy
[2025-11-25T10:55:27.897752] [DEBUG] [LOCAL     ] Loaded configuration for ETSY: 2 features, 90.0% accuracy
[2025-11-25T10:55:27.898056] [DEBUG] [LOCAL     ] Loaded configuration for VAL: 2 features, 80.0% accuracy
[2025-11-25T10:55:27.898328] [DEBUG] [LOCAL     ] Loaded configuration for MAA: 3 features, 90.0% accuracy
[2025-11-25T10:55:27.898668] [DEBUG] [LOCAL     ] Loaded configuration for NREF: 0 features, 60.0% accuracy
[2025-11-25T10:55:27.899021] [DEBUG] [LOCAL     ] Loaded configuration for VIRT: 3 features, 70.0% accuracy
[2025-11-25T10:55:27.899349] [DEBUG] [LOCAL     ] Loaded configuration for XYF: 5 features, 70.0% accuracy
[2025-11-25T10:55:27.899623] [DEBUG] [LOCAL     ] Loaded configuration for WMT: 2 features, 70.0% accuracy
[2025-11-25T10:55:27.899940] [DEBUG] [LOCAL     ] Loaded configuration for NMI: 3 features, 80.0% accuracy
[2025-11-25T10:55:27.900226] [DEBUG] [LOCAL     ] Loaded configuration for MUR: 2 features, 70.0% accuracy
[2025-11-25T10:55:27.900495] [DEBUG] [LOCAL     ] Loaded configuration for UFI: 2 features, 90.0% accuracy
[2025-11-25T10:55:27.900756] [DEBUG] [LOCAL     ] Loaded configuration for UHT: 2 features, 80.0% accuracy
[2025-11-25T10:55:27.901081] [DEBUG] [LOCAL     ] Loaded configuration for RF: 5 features, 90.0% accuracy
[2025-11-25T10:55:27.901364] [DEBUG] [LOCAL     ] Loaded configuration for GMRE: 6 features, 80.0% accuracy
[2025-11-25T10:55:27.901708] [DEBUG] [LOCAL     ] Loaded configuration for BY: 1 features, 50.0% accuracy
[2025-11-25T10:55:27.901984] [DEBUG] [LOCAL     ] Loaded configuration for APTV: 1 features, 80.0% accuracy
[2025-11-25T10:55:27.902076] [DEBUG] [LOCAL     ] Loaded configuration for NEXA: 3 features, 60.0% accuracy
[2025-11-25T10:55:27.902326] [DEBUG] [LOCAL     ] Loaded configuration for GEL: 4 features, 100.0% accuracy
[2025-11-25T10:55:27.902613] [DEBUG] [LOCAL     ] Loaded configuration for OGS: 3 features, 50.0% accuracy
[2025-11-25T10:55:27.902950] [DEBUG] [LOCAL     ] Loaded configuration for LPX: 2 features, 70.0% accuracy
[2025-11-25T10:55:27.903211] [DEBUG] [LOCAL     ] Loaded configuration for EFX: 2 features, 70.0% accuracy
[2025-11-25T10:55:27.903531] [DEBUG] [LOCAL     ] Loaded configuration for TU: 1 features, 70.0% accuracy
[2025-11-25T10:55:27.903832] [DEBUG] [LOCAL     ] Loaded configuration for WIW: 3 features, 80.0% accuracy
[2025-11-25T10:55:27.903923] [DEBUG] [LOCAL     ] Loaded configuration for JHI: 0 features, 70.0% accuracy
[2025-11-25T10:55:27.904179] [DEBUG] [LOCAL     ] Loaded configuration for MCO: 3 features, 90.0% accuracy
[2025-11-25T10:55:27.904459] [DEBUG] [LOCAL     ] Loaded configuration for CODI: 2 features, 70.0% accuracy
[2025-11-25T10:55:27.904752] [DEBUG] [LOCAL     ] Loaded configuration for LEN: 4 features, 70.0% accuracy
[2025-11-25T10:55:27.905029] [DEBUG] [LOCAL     ] Loaded configuration for CIO: 0 features, 70.0% accuracy
[2025-11-25T10:55:27.905308] [DEBUG] [LOCAL     ] Loaded configuration for QUAD: 1 features, 80.0% accuracy
[2025-11-25T10:55:27.905398] [DEBUG] [LOCAL     ] Loaded configuration for CRS: 1 features, 80.0% accuracy
[2025-11-25T10:55:27.905478] [DEBUG] [LOCAL     ] Loaded configuration for EFC: 1 features, 90.0% accuracy
[2025-11-25T10:55:27.905796] [DEBUG] [LOCAL     ] Loaded configuration for EAI: 2 features, 70.0% accuracy
[2025-11-25T10:55:27.905887] [DEBUG] [LOCAL     ] Loaded configuration for AMT: 1 features, 70.0% accuracy
[2025-11-25T10:55:27.905967] [DEBUG] [LOCAL     ] Loaded configuration for OPP: 5 features, 90.0% accuracy
[2025-11-25T10:55:27.911541] [INFO ] [LOCAL     ] Saved consolidated report: 2057 forecasts -> ./output/forecasts/full/2025-11-25.txt
[2025-11-25T10:55:27.911622] [INFO ] [sig       ] [31/31] Successfully generated report for 2025-11-25: 2057 entries
[2025-11-25T10:55:27.911691] [INFO ] [sig       ] ==================================================
[2025-11-25T10:55:27.911735] [INFO ] [sig       ] Report generation complete: 31/31 reports succeeded
[2025-11-25T10:55:28.528512] [DEBUG] [EMAIL     ] Email sent to 'chris.punches@silogroup.org' with subject: 'COMPLETE_OK: SIGR FORECAST'
[2025-11-25T10:55:28.528791] [INFO ] [sig       ] Email notification sent
[2025-11-25T10:55:28.529318] [WARN ] [STATE     ] State set to: COMPLETED_OK
[2025-11-25T10:55:28.529483] [INFO ] [STATE     ] Last completion updated: 2025-11-25T10:55:28.529377
[2025-11-25T17:05:02.435563] [DEBUG] [R-STATUS  ] Registered 'tdm' as a dependent service.
[2025-11-25T17:05:02.618158] [DEBUG] [R-STATUS  ] Registered 'sap' as a dependent service.
[2025-11-25T17:05:02.796216] [DEBUG] [R-STATUS  ] Registered 'exp' as a dependent service.
[2025-11-25T17:05:02.987672] [DEBUG] [R-STATUS  ] Registered 'sig' as a dependent service.
[2025-11-25T17:05:02.989061] [WARN ] [STATE     ] State set to: WAITING
[2025-11-25T17:05:02.989128] [INFO ] [STATE     ] Checking TDM service status...
[2025-11-25T17:05:02.995727] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:05:02.999743] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:05:03.003926] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:05:03.007664] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:05:03.007754] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:05:06.014878] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:05:06.023114] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:05:06.028406] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:05:06.033025] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:05:06.033128] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:05:09.037544] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:05:09.040903] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:05:09.045090] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:05:09.049314] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:05:09.049437] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:05:12.054867] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:05:12.058925] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:05:12.062636] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:05:12.066715] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:05:12.066839] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:05:15.071806] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:05:15.075212] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:05:15.078529] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:05:15.082133] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:05:15.082205] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:05:18.087461] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:05:18.091518] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:05:18.095711] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:05:18.099553] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:05:18.099692] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:05:21.106003] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:05:21.111341] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:05:21.115698] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:05:21.119833] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:05:21.119940] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:05:24.125430] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:05:24.129693] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:05:24.133405] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:05:24.136934] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:05:24.137022] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:05:27.143149] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:05:27.147388] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:05:27.151337] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:05:27.155269] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:05:27.155373] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:05:30.161710] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:05:30.166667] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:05:30.170985] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:05:30.174973] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:05:30.175078] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:05:33.179919] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:05:33.183693] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:05:33.187433] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:05:33.191104] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:05:33.191207] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:05:36.195916] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:05:36.229816] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:05:36.264207] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:05:36.298293] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:05:36.298385] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:05:39.303883] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:05:39.308310] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:05:39.311949] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:05:39.315358] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:05:39.315431] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:05:42.320019] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:05:42.324175] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:05:42.327627] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:05:42.331221] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:05:42.331323] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:05:45.336187] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:05:45.340922] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:05:45.345961] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:05:45.350739] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:05:45.350833] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:05:48.357311] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:05:48.361487] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:05:48.366950] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:05:48.372064] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:05:48.372178] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:05:51.383200] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:05:51.389389] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:05:51.393146] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:05:51.396821] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:05:51.396906] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:05:54.401460] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:05:54.405086] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:05:54.408604] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:05:54.412010] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:05:54.412095] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:05:57.417207] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:05:57.422094] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:05:57.426601] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:05:57.430730] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:05:57.430840] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:06:00.437413] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:06:00.441702] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:06:00.445733] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:06:00.451795] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:06:00.452029] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:06:03.458065] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:06:03.462759] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:06:03.466957] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:06:03.470625] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:06:03.470715] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:06:06.475799] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:06:06.481448] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:06:06.485562] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:06:06.490301] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:06:06.490404] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:06:09.495029] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:06:09.498865] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:06:09.502510] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:06:09.505922] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:06:09.505998] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:06:12.511721] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:06:12.517076] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:06:12.522597] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:06:12.527128] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:06:12.527251] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:06:15.531908] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:06:15.535308] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:06:15.539225] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:06:15.542626] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:06:15.542734] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:06:18.549204] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:06:18.554065] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:06:18.557870] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:06:18.561275] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:06:18.561369] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:06:21.566595] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:06:21.571716] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:06:21.576342] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:06:21.580985] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:06:21.581094] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:06:24.586106] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:06:24.590018] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:06:24.593756] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:06:24.597262] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:06:24.597386] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:06:27.602978] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:06:27.607210] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:06:27.611424] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:06:27.615011] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:06:27.615085] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:06:30.619898] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:06:30.623394] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:06:30.626724] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:06:30.630762] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:06:30.630870] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:06:33.635361] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:06:33.638892] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:06:33.642379] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:06:33.646117] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:06:33.646211] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:06:36.650974] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:06:36.655258] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:06:36.659610] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:06:36.663739] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:06:36.663829] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:06:39.668563] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:06:39.672392] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:06:39.676249] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:06:39.679986] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:06:39.680089] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:06:42.685005] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:06:42.689204] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:06:42.693094] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:06:42.697242] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:06:42.697416] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:06:45.702713] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:06:45.706603] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:06:45.711247] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:06:45.715111] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:06:45.715231] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:06:48.721194] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:06:48.725205] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:06:48.728836] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:06:48.732553] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:06:48.732670] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:06:51.739335] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:06:51.744950] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:06:51.751240] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:06:51.756990] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:06:51.757318] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:06:54.764179] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:06:54.769333] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:06:54.775105] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:06:54.780907] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:06:54.781032] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:06:57.787238] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:06:57.792274] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:06:57.796751] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:06:57.802064] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:06:57.802220] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:07:00.807358] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:07:00.812286] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:07:00.816591] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:07:00.820491] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:07:00.820580] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:07:03.825090] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:07:03.828626] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:07:03.832137] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:07:03.835553] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:07:03.835631] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:07:06.841477] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:07:06.846126] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:07:06.850512] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:07:06.854356] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:07:06.854431] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:07:09.859036] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:07:09.862598] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:07:09.866198] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:07:09.871417] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:07:09.871533] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:07:12.877415] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:07:12.882988] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:07:12.887633] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:07:12.892194] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:07:12.892302] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:07:15.898063] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:07:15.904353] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:07:15.909606] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:07:15.914869] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:07:15.914993] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:07:18.921249] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:07:18.925420] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:07:18.929180] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:07:18.933009] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:07:18.933090] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:07:21.937775] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:07:21.941842] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:07:21.945513] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:07:21.949336] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:07:21.949444] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:07:24.956100] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:07:24.961681] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:07:24.966185] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:07:24.970388] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:07:24.970493] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:07:27.975515] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:07:27.979549] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:07:27.983427] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:07:27.987273] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:07:27.987411] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:07:30.992438] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:07:30.997829] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:07:31.003256] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:07:31.008078] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:07:31.008208] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:07:34.013564] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:07:34.017425] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:07:34.020754] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:07:34.024150] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:07:34.024237] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:07:37.029447] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:07:37.063894] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:07:37.098016] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:07:37.132104] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:07:37.132216] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:07:40.137549] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:07:40.141918] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:07:40.145304] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:07:40.148675] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:07:40.148744] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:07:43.154578] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:07:43.159734] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:07:43.164626] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:07:43.169926] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:07:43.170060] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:07:46.175027] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:07:46.178550] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:07:46.181927] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:07:46.185190] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:07:46.185267] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:07:49.190914] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:07:49.195760] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:07:49.201874] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:07:49.206002] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:07:49.206111] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:07:52.211188] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:07:52.215583] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:07:52.220058] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:07:52.224048] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:07:52.224169] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:07:55.229065] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:07:55.233076] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:07:55.236817] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:07:55.240517] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:07:55.240622] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:07:58.248193] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:07:58.252974] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:07:58.258727] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:07:58.263443] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:07:58.263539] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:08:01.272049] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:08:01.278204] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:08:01.283194] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:08:01.288059] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:08:01.288176] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:08:04.292983] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:08:04.298252] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:08:04.302946] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:08:04.306849] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:08:04.306941] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:08:07.311912] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:08:07.316459] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:08:07.321970] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:08:07.326546] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:08:07.326623] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:08:10.332334] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:08:10.339182] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:08:10.344831] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:08:10.351262] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:08:10.351466] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:08:13.357294] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:08:13.361131] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:08:13.365982] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:08:13.371181] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:08:13.371306] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:08:16.376664] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:08:16.381151] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:08:16.384958] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:08:16.388765] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:08:16.388865] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:08:19.394613] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:08:19.399683] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:08:19.404601] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:08:19.409126] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:08:19.409253] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:08:22.414749] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:08:22.418499] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:08:22.422036] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:08:22.425376] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:08:22.425465] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:08:25.431719] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:08:25.437507] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:08:25.442905] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:08:25.447916] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:08:25.448012] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:08:28.453225] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:08:28.457318] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:08:28.461396] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:08:28.465995] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:08:28.466107] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:08:31.471296] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:08:31.474996] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:08:31.478354] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:08:31.481706] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:08:31.481779] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:08:34.486704] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:08:34.490203] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:08:34.493557] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:08:34.496805] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:08:34.496878] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:08:37.502858] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:08:37.507543] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:08:37.512006] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:08:37.517263] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:08:37.517435] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:08:40.522146] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:08:40.526477] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:08:40.531672] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:08:40.536372] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:08:40.536467] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:08:43.542263] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:08:43.546579] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:08:43.550531] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:08:43.554415] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:08:43.554509] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:08:46.559268] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:08:46.563135] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:08:46.567009] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:08:46.570856] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:08:46.570970] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:08:49.578686] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:08:49.583969] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:08:49.589931] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:08:49.594906] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:08:49.595048] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:08:52.600501] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:08:52.604764] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:08:52.609315] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:08:52.613566] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:08:52.613681] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:08:55.618693] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:08:55.623122] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:08:55.629699] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:08:55.635123] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:08:55.635307] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:08:58.639884] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:08:58.643897] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:08:58.650515] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:08:58.654423] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:08:58.654508] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:09:01.659038] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:09:01.663047] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:09:01.667199] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:09:01.671184] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:09:01.671289] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:09:04.677187] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:09:04.682463] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:09:04.687261] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:09:04.691207] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:09:04.691302] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:09:07.696562] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:09:07.701580] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:09:07.706185] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:09:07.711401] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:09:07.711548] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:09:10.716858] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:09:10.721169] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:09:10.724982] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:09:10.728719] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:09:10.728791] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:09:13.733778] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:09:13.737913] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:09:13.741417] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:09:13.744864] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:09:13.744936] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:09:16.751485] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:09:16.756318] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:09:16.760553] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:09:16.765088] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:09:16.765184] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:09:19.770420] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:09:19.774370] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:09:19.778608] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:09:19.782667] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:09:19.782779] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:09:22.787679] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:09:22.792086] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:09:22.796798] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:09:22.801081] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:09:22.801197] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:09:25.806198] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:09:25.809999] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:09:25.813581] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:09:25.817279] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:09:25.817366] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:09:28.823538] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:09:28.827349] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:09:28.832632] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:09:28.837041] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:09:28.837132] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:09:31.843183] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:09:31.847598] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:09:31.851790] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:09:31.855793] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:09:31.855883] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:09:34.862042] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:09:34.866092] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:09:34.870749] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:09:34.875808] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:09:34.875930] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:09:37.880989] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:09:37.889551] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:09:37.894494] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:09:37.898781] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:09:37.898871] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:09:40.903994] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:09:40.907341] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:09:40.912824] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:09:40.916126] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:09:40.916309] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:09:43.921112] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:09:43.924951] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:09:43.928573] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:09:43.931983] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:09:43.932065] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:09:46.937943] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:09:46.941866] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:09:46.945363] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:09:46.949013] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:09:46.949106] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:09:49.954813] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:09:49.959957] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:09:49.965298] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:09:49.969855] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:09:49.969971] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:09:52.975681] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:09:52.981163] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:09:52.986838] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:09:52.991423] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:09:52.991513] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:09:55.996417] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:09:56.000321] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:09:56.004020] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:09:56.007757] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:09:56.007842] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:09:59.013112] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:09:59.017880] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:09:59.022079] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:09:59.027828] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:09:59.027958] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:10:02.034487] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:10:02.039589] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:10:02.044809] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:10:02.049902] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:10:02.050062] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:10:05.057839] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:10:05.063982] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:10:05.069275] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:10:05.075064] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:10:05.075201] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:10:08.079730] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:10:08.113766] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:10:08.148462] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:10:08.183133] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:10:08.183244] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:10:11.189732] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:10:11.195464] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:10:11.201063] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:10:11.206153] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:10:11.206274] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:10:14.211968] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:10:14.217551] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:10:14.222157] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:10:14.226721] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:10:14.226862] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:10:17.231580] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:10:17.236023] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:10:17.239939] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:10:17.243508] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:10:17.243611] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:10:20.249487] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:10:20.253724] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:10:20.257167] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:10:20.260593] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:10:20.260688] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:10:23.265563] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:10:23.269067] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:10:23.272356] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:10:23.275606] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:10:23.275699] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:10:26.281063] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:10:26.285817] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:10:26.289736] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:10:26.293292] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:10:26.293382] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:10:29.298271] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:10:29.301724] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:10:29.304967] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:10:29.308302] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:10:29.308377] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:10:32.312967] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:10:32.316826] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:10:32.320584] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:10:32.324363] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:10:32.324461] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:10:35.330711] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:10:35.334736] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:10:35.338615] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:10:35.342388] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:10:35.342481] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:10:38.348980] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:10:38.355018] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:10:38.360071] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:10:38.365134] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:10:38.365243] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:10:41.371504] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:10:41.375588] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:10:41.379509] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:10:41.383153] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:10:41.383242] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:10:44.388511] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:10:44.392350] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:10:44.395883] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:10:44.399810] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:10:44.399910] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:10:47.404856] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:10:47.408820] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:10:47.412702] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:10:47.416445] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:10:47.416533] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:10:50.422518] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:10:50.427517] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:10:50.432248] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:10:50.437076] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:10:50.437192] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:10:53.443027] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:10:53.446611] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:10:53.455242] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:10:53.459624] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:10:53.459754] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:10:56.464945] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:10:56.469288] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:10:56.473424] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:10:56.477289] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:10:56.477372] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:10:59.482147] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:10:59.485903] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:10:59.489502] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:10:59.493185] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:10:59.493290] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:11:02.497745] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:11:02.501246] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:11:02.504760] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:11:02.508219] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:11:02.508294] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:11:05.514268] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:11:05.519144] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:11:05.523030] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:11:05.527073] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:11:05.527199] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:11:08.532265] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:11:08.536360] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:11:08.540342] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:11:08.544660] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:11:08.544791] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:11:11.550156] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:11:11.553843] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:11:11.557274] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:11:11.560737] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:11:11.560833] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:11:14.565935] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:11:14.569797] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:11:14.573107] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:11:14.576331] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:11:14.576401] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:11:17.582008] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:11:17.585797] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:11:17.589494] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:11:17.593573] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:11:17.593670] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:11:20.598245] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:11:20.601717] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:11:20.605281] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:11:20.608701] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:11:20.608781] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:11:23.613693] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:11:23.617279] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:11:23.620884] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:11:23.624329] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:11:23.624408] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:11:26.629157] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:11:26.632784] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:11:26.636249] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:11:26.639874] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:11:26.639950] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:11:29.646360] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:11:29.651319] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:11:29.656206] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:11:29.663195] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:11:29.663310] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:11:32.667997] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:11:32.671912] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:11:32.675443] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:11:32.679070] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:11:32.679160] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:11:35.683735] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:11:35.688084] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:11:35.694895] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:11:35.700532] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:11:35.700672] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:11:38.706854] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:11:38.715164] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:11:38.722603] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:11:38.730746] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:11:38.730984] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:11:41.736046] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:11:41.740179] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:11:41.744234] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:11:41.748012] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:11:41.748097] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:11:44.753483] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:11:44.757184] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:11:44.760872] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:11:44.764972] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:11:44.765058] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:11:47.769616] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:11:47.774011] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:11:47.777708] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:11:47.781070] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:11:47.781145] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:11:50.785988] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:11:50.789697] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:11:50.793136] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:11:50.796458] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:11:50.796534] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:11:53.801845] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:11:53.806481] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:11:53.811062] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:11:53.815903] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:11:53.816017] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:11:56.820785] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:11:56.824194] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:11:56.827520] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:11:56.830894] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:11:56.830994] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:11:59.837936] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:11:59.843210] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:11:59.848117] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:11:59.853009] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:11:59.853123] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:12:02.860834] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:12:02.866502] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:12:02.871835] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:12:02.877035] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:12:02.877161] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:12:05.883334] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:12:05.887708] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:12:05.892715] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:12:05.897014] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:12:05.897111] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:12:08.902322] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:12:08.906915] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:12:08.911132] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:12:08.915396] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:12:08.915491] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:12:11.920311] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:12:11.924072] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:12:11.927622] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:12:11.931291] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:12:11.931412] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:12:14.937578] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:12:14.941287] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:12:14.945190] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:12:14.948718] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:12:14.948796] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:12:17.956123] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:12:17.961191] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:12:17.966331] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:12:17.971529] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:12:17.971902] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:12:20.977101] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:12:20.982062] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:12:20.986395] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:12:20.990764] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:12:20.990855] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:12:23.997794] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:12:24.003692] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:12:24.008962] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:12:24.014733] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:12:24.014882] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:12:27.020913] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:12:27.025849] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:12:27.030491] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:12:27.035548] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:12:27.035697] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:12:30.041020] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:12:30.045453] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:12:30.049675] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:12:30.053578] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:12:30.053688] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:12:33.059756] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:12:33.065797] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:12:33.071420] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:12:33.076887] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:12:33.077031] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:12:36.082365] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:12:36.086523] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:12:36.090691] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:12:36.094629] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:12:36.094772] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:12:39.099409] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:12:39.135332] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:12:39.169578] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:12:39.204582] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:12:39.204739] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:12:42.210106] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:12:42.214572] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:12:42.219085] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:12:42.223564] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:12:42.223690] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:12:45.229906] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:12:45.234503] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:12:45.239142] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:12:45.243696] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:12:45.243810] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:12:48.249970] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:12:48.254546] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:12:48.259207] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:12:48.262726] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:12:48.262807] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:12:51.267571] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:12:51.271336] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:12:51.275058] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:12:51.278772] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:12:51.278850] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:12:54.283611] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:12:54.287168] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:12:54.290584] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:12:54.293858] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:12:54.293928] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:12:57.300293] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:12:57.304624] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:12:57.309358] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:12:57.313293] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:12:57.313367] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:13:00.318563] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:13:00.322294] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:13:00.325775] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:13:00.329498] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:13:00.329577] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:13:03.334761] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:13:03.338441] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:13:03.342809] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:13:03.352669] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:13:03.352811] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:13:06.357804] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:13:06.361584] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:13:06.365317] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:13:06.368990] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:13:06.369084] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:13:09.374231] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:13:09.378810] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:13:09.383210] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:13:09.387977] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:13:09.388089] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:13:12.392899] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:13:12.396832] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:13:12.401556] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:13:12.406450] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:13:12.406565] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:13:15.411930] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:13:15.415782] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:13:15.419535] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:13:15.423052] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:13:15.423152] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:13:18.429128] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:13:18.433437] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:13:18.436863] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:13:18.440206] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:13:18.440283] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:13:21.445690] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:13:21.450222] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:13:21.455150] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:13:21.459999] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:13:21.460154] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:13:24.464831] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:13:24.470007] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:13:24.474329] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:13:24.478910] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:13:24.479036] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:13:27.483958] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:13:27.487656] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:13:27.491457] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:13:27.494828] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:13:27.494906] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:13:30.500058] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:13:30.504586] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:13:30.508914] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:13:30.513040] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:13:30.513175] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:13:33.518171] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:13:33.522004] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:13:33.525450] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:13:33.529291] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:13:33.529389] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:13:36.534202] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:13:36.538130] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:13:36.541833] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:13:36.545541] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:13:36.545629] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:13:39.551234] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:13:39.555780] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:13:39.560699] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:13:39.565540] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:13:39.565638] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:13:42.570699] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:13:42.574762] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:13:42.579683] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:13:42.584966] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:13:42.585082] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:13:45.590019] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:13:45.594840] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:13:45.599308] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:13:45.603253] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:13:45.603343] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:13:48.608249] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:13:48.611949] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:13:48.615758] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:13:48.619375] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:13:48.619466] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:13:51.624203] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:13:51.627876] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:13:51.631324] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:13:51.634741] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:13:51.634817] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:13:54.642319] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:13:54.647890] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:13:54.652822] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:13:54.657194] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:13:54.657303] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:13:57.663542] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:13:57.667767] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:13:57.673716] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:13:57.678030] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:13:57.678136] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:14:00.683576] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:14:00.688006] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:14:00.694443] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:14:00.700038] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:14:00.700177] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:14:03.705257] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:14:03.709097] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:14:03.712578] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:14:03.715998] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:14:03.716077] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:14:06.721381] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:14:06.725859] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:14:06.730196] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:14:06.734511] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:14:06.734595] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:14:09.739382] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:14:09.744446] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:14:09.749182] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:14:09.753677] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:14:09.753785] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:14:12.758355] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:14:12.762297] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:14:12.765953] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:14:12.769518] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:14:12.769609] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:14:15.774578] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:14:15.778234] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:14:15.781700] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:14:15.785116] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:14:15.785200] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:14:18.790146] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:14:18.794109] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:14:18.797700] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:14:18.801915] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:14:18.802034] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:14:21.810384] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:14:21.816998] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:14:21.823821] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:14:21.829356] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:14:21.829535] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:14:24.834589] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:14:24.839021] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:14:24.843093] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:14:24.847039] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:14:24.847141] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:14:27.852370] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:14:27.855798] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:14:27.859236] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:14:27.862757] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:14:27.862839] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:14:30.867584] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:14:30.871523] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:14:30.876561] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:14:30.880522] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:14:30.880606] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:14:33.885216] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:14:33.889440] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:14:33.892969] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:14:33.896387] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:14:33.896468] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:14:36.901390] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:14:36.906298] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:14:36.910094] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:14:36.913725] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:14:36.913801] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:14:39.919105] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:14:39.924386] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:14:39.928591] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:14:39.932686] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:14:39.932781] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:14:42.937827] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:14:42.941504] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:14:42.945811] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:14:42.949540] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:14:42.949613] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:14:45.954441] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:14:45.958624] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:14:45.962810] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:14:45.966600] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:14:45.966719] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:14:48.971687] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:14:48.975347] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:14:48.979184] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:14:48.984043] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:14:48.984171] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:14:51.988713] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:14:51.992102] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:14:51.995346] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:14:51.998625] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:14:51.998719] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:14:55.003809] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:14:55.007556] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:14:55.011234] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:14:55.014916] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:14:55.014988] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:14:58.021095] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:14:58.026334] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:14:58.030691] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:14:58.034724] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:14:58.034825] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:15:01.042722] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:15:01.048993] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:15:01.054978] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:15:01.061990] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:15:01.062456] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:15:04.067783] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:15:04.072046] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:15:04.075875] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:15:04.080079] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:15:04.080187] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:15:07.084743] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:15:07.088287] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:15:07.092019] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:15:07.095811] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:15:07.095921] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:15:10.100796] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:15:10.135747] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:15:10.170714] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:15:10.205698] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:15:10.205830] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:15:13.210231] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:15:13.213581] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:15:13.217230] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:15:13.220549] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:15:13.220632] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:15:16.225248] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:15:16.228961] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:15:16.232433] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:15:16.235840] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:15:16.235924] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:15:19.241114] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:15:19.244989] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:15:19.250169] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:15:19.254793] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:15:19.254922] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:15:22.259845] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:15:22.263446] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:15:22.267593] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:15:22.271907] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:15:22.272038] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:15:25.277598] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:15:25.282068] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:15:25.286027] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:15:25.289534] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:15:25.289613] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:15:28.295929] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:15:28.299967] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:15:28.303586] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:15:28.308376] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:15:28.308520] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:15:31.313825] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:15:31.317875] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:15:31.321553] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:15:31.325088] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:15:31.325161] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:15:34.329607] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:15:34.333249] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:15:34.336805] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:15:34.340453] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:15:34.340536] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:15:37.345592] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:15:37.349623] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:15:37.353699] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:15:37.357807] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:15:37.357912] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:15:40.364028] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:15:40.369941] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:15:40.376273] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:15:40.383247] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:15:40.383356] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:15:43.388069] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:15:43.391893] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:15:43.395532] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:15:43.399383] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:15:43.399482] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:15:46.404270] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:15:46.409317] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:15:46.413997] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:15:46.417966] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:15:46.418073] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:15:49.423003] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:15:49.426623] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:15:49.430322] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:15:49.434138] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:15:49.434226] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:15:52.439259] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:15:52.443316] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:15:52.447142] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:15:52.451225] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:15:52.451338] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:15:55.457219] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:15:55.461376] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:15:55.466665] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:15:55.473075] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:15:55.473411] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:15:58.478286] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:15:58.482424] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:15:58.486227] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:15:58.490050] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:15:58.490172] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:16:01.495946] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:16:01.500694] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:16:01.504915] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:16:01.509377] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:16:01.509506] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:16:04.514147] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:16:04.518173] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:16:04.523192] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:16:04.528701] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:16:04.528850] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:16:07.534758] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:16:07.539533] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:16:07.544007] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:16:07.548865] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:16:07.548981] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:16:10.554691] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:16:10.559428] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:16:10.563780] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:16:10.568063] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:16:10.568162] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:16:13.574706] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:16:13.579698] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:16:13.583465] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:16:13.587485] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:16:13.587584] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:16:16.592914] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:16:16.598461] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:16:16.603277] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:16:16.607306] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:16:16.607388] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:16:19.611953] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:16:19.615867] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:16:19.619401] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:16:19.622830] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:16:19.622906] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:16:22.628026] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:16:22.631900] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:16:22.635624] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:16:22.639458] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:16:22.639549] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:16:25.645145] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:16:25.649986] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:16:25.654627] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:16:25.658632] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:16:25.658727] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:16:28.663535] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:16:28.667702] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:16:28.671715] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:16:28.675286] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:16:28.675382] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:16:31.680021] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:16:31.685032] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:16:31.689236] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:16:31.692782] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:16:31.692864] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:16:34.698113] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:16:34.702626] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:16:34.706604] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:16:34.710139] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:16:34.710211] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:16:37.715237] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:16:37.718923] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:16:37.722500] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:16:37.725768] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:16:37.725842] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:16:40.731270] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:16:40.736067] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:16:40.740199] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:16:40.744709] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:16:40.744820] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:16:43.750425] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:16:43.755470] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:16:43.760372] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:16:43.765443] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:16:43.765570] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:16:46.771042] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:16:46.774892] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:16:46.778828] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:16:46.783914] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:16:46.784065] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:16:49.789115] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:16:49.792599] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:16:49.796162] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:16:49.799560] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:16:49.799635] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:16:52.804728] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:16:52.808406] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:16:52.811817] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:16:52.815080] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:16:52.815157] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:16:55.821246] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:16:55.826226] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:16:55.831124] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:16:55.835350] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:16:55.835454] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:16:58.840131] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:16:58.844237] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:16:58.848423] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:16:58.852152] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:16:58.852244] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:17:01.857234] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:17:01.861919] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:17:01.866279] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:17:01.870130] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:17:01.870214] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:17:04.875196] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:17:04.879723] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:17:04.883583] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:17:04.887717] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:17:04.887809] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:17:07.892700] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:17:07.896954] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:17:07.900486] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:17:07.904194] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:17:07.904266] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:17:10.909563] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:17:10.915133] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:17:10.920744] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:17:10.926110] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:17:10.926233] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:17:13.931243] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:17:13.936088] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:17:13.940688] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:17:13.944535] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:17:13.944620] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:17:16.949495] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:17:16.953173] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:17:16.956577] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:17:16.959968] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:17:16.960053] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:17:19.965387] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:17:19.970008] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:17:19.974027] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:17:19.977324] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:17:19.977399] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:17:22.983366] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:17:22.988480] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:17:22.993344] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:17:22.997817] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:17:22.997930] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:17:26.002624] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:17:26.006300] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:17:26.010757] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:17:26.015389] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:17:26.015491] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:17:29.020069] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:17:29.023900] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:17:29.027703] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:17:29.032014] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:17:29.032156] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:17:32.036659] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:17:32.041512] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:17:32.045363] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:17:32.048781] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:17:32.048854] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:17:35.053675] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:17:35.058189] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:17:35.061833] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:17:35.065417] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:17:35.065489] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:17:38.070519] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:17:38.074690] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:17:38.079028] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:17:38.082495] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:17:38.082570] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:17:41.087561] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:17:41.122053] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:17:41.157450] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:17:41.192573] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:17:41.192738] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:17:44.197660] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:17:44.201655] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:17:44.207016] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:17:44.214956] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:17:44.215087] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:17:47.219883] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:17:47.224078] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:17:47.228232] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:17:47.232175] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:17:47.232257] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:17:50.237025] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:17:50.240768] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:17:50.245026] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:17:50.248683] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:17:50.248784] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:17:53.253664] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:17:53.261411] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:17:53.265247] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:17:53.268939] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:17:53.269029] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:17:56.274458] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:17:56.279465] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:17:56.283708] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:17:56.287571] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:17:56.287667] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:17:59.293007] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:17:59.298679] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:17:59.304123] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:17:59.309842] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:17:59.309983] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:18:02.315174] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:18:02.319618] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:18:02.324565] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:18:02.329920] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:18:02.330042] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:18:05.334814] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:18:05.338245] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:18:05.341562] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:18:05.344905] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:18:05.344985] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:18:08.349523] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:18:08.353260] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:18:08.356800] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:18:08.360230] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:18:08.360313] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:18:11.364948] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:18:11.369003] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:18:11.373439] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:18:11.377609] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:18:11.377724] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:18:14.382269] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:18:14.385881] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:18:14.390190] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:18:14.394168] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:18:14.394254] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:18:17.399444] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:18:17.403171] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:18:17.406659] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:18:17.410022] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:18:17.410101] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:18:20.414712] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:18:20.418522] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:18:20.421916] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:18:20.425263] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:18:20.425341] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:18:23.431701] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:18:23.437520] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:18:23.442167] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:18:23.447119] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:18:23.447263] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:18:26.452009] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:18:26.455846] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:18:26.459681] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:18:26.463847] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:18:26.463948] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:18:29.468993] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:18:29.472563] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:18:29.475952] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:18:29.479713] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:18:29.479789] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:18:32.484816] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:18:32.489377] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:18:32.493817] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:18:32.497925] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:18:32.498025] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:18:35.502802] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:18:35.506391] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:18:35.509782] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:18:35.513270] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:18:35.513345] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:18:38.519049] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:18:38.524899] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:18:38.529900] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:18:38.535047] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:18:38.535186] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:18:41.540058] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:18:41.544107] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:18:41.548047] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:18:41.551899] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:18:41.551976] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:18:44.557761] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:18:44.561860] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:18:44.565920] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:18:44.570065] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:18:44.570163] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:18:47.575256] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:18:47.579498] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:18:47.583426] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:18:47.587935] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:18:47.588022] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:18:50.593134] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:18:50.597833] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:18:50.601472] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:18:50.604904] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:18:50.604981] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:18:53.610198] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:18:53.614261] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:18:53.618170] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:18:53.621975] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:18:53.622080] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:18:56.626544] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:18:56.630212] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:18:56.633884] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:18:56.637364] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:18:56.637478] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:18:59.641932] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:18:59.645667] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:18:59.649400] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:18:59.652844] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:18:59.652925] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:19:02.657469] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:19:02.661385] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:19:02.665085] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:19:02.668981] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:19:02.669089] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:19:05.674025] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:19:05.677450] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:19:05.680826] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:19:05.684055] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:19:05.684143] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:19:08.690752] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:19:08.695759] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:19:08.703769] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:19:08.707945] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:19:08.708033] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:19:11.713609] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:19:11.718245] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:19:11.722488] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:19:11.726735] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:19:11.726810] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:19:14.731634] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:19:14.735905] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:19:14.739995] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:19:14.744712] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:19:14.744855] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:19:17.750565] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:19:17.755383] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:19:17.760250] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:19:17.764874] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:19:17.764986] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:19:20.770410] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:19:20.774258] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:19:20.778503] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:19:20.783079] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:19:20.783195] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:19:23.788212] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:19:23.792393] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:19:23.796402] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:19:23.800815] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:19:23.800933] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:19:26.805460] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:19:26.809546] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:19:26.813151] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:19:26.816455] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:19:26.816529] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:19:29.821573] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:19:29.825269] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:19:29.828778] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:19:29.832118] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:19:29.832195] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:19:32.837401] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:19:32.841483] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:19:32.845059] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:19:32.848539] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:19:32.848628] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:19:35.853276] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:19:35.857163] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:19:35.860971] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:19:35.864791] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:19:35.864891] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:19:38.870426] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:19:38.875151] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:19:38.879120] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:19:38.883947] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:19:38.884128] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:19:41.890008] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:19:41.895139] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:19:41.899370] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:19:41.903214] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:19:41.903289] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:19:44.908547] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:19:44.912326] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:19:44.916309] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:19:44.920056] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:19:44.920133] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:19:47.926139] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:19:47.930492] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:19:47.934420] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:19:47.938239] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:19:47.938339] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:19:50.944303] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:19:50.950204] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:19:50.956114] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:19:50.962271] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:19:50.962381] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:19:53.967330] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:19:53.971285] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:19:53.976992] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:19:53.981903] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:19:53.982028] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:19:56.987005] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:19:56.992174] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:19:56.996533] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:19:57.002394] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:19:57.002567] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:20:00.007988] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:20:00.012362] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:20:00.016316] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:20:00.020245] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:20:00.020335] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:20:03.026225] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:20:03.031300] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:20:03.035967] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:20:03.040851] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:20:03.041213] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:20:06.047375] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:20:06.052275] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:20:06.057301] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:20:06.060952] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:20:06.061026] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:20:09.065867] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:20:09.069262] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:20:09.072584] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:20:09.076026] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:20:09.076108] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:20:12.080711] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:20:12.114015] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:20:12.147772] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:20:12.182295] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:20:12.182402] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:20:15.187329] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:20:15.190967] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:20:15.194261] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:20:15.197618] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:20:15.197711] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:20:18.202573] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:20:18.206070] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:20:18.210168] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:20:18.214326] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:20:18.214417] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:20:21.220198] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:20:21.224437] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:20:21.228017] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:20:21.232031] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:20:21.232152] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:20:24.238364] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:20:24.242892] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:20:24.246622] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:20:24.250149] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:20:24.250232] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:20:27.254854] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:20:27.258464] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:20:27.261809] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:20:27.265105] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:20:27.265180] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:20:30.269899] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:20:30.274127] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:20:30.278317] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:20:30.282567] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:20:30.282739] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:20:33.287326] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:20:33.291145] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:20:33.295029] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:20:33.298832] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:20:33.298918] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:20:36.305919] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:20:36.310794] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:20:36.315244] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:20:36.320403] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:20:36.320586] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:20:39.325065] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:20:39.328607] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:20:39.332052] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:20:39.335426] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:20:39.335507] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:20:42.340634] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:20:42.344821] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:20:42.348670] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:20:42.352496] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:20:42.352571] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:20:45.357901] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:20:45.361519] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:20:45.364843] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:20:45.368228] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:20:45.368302] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:20:48.374748] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:20:48.379925] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:20:48.384461] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:20:48.389918] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:20:48.390058] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:20:51.394753] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:20:51.398303] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:20:51.401679] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:20:51.406098] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:20:51.406173] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:20:54.411283] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:20:54.415436] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:20:54.419612] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:20:54.423486] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:20:54.423587] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:20:57.428468] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:20:57.434939] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:20:57.438877] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:20:57.442761] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:20:57.442919] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:21:00.448562] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:21:00.453879] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:21:00.458837] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:21:00.463479] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:21:00.463810] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:21:03.468713] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:21:03.472561] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:21:03.476413] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:21:03.480996] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:21:03.481132] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:21:06.486046] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:21:06.489917] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:21:06.493446] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:21:06.496978] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:21:06.497104] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:21:09.502079] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:21:09.506476] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:21:09.511089] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:21:09.515499] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:21:09.515615] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:21:12.522328] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:21:12.529230] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:21:12.535014] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:21:12.540615] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:21:12.540766] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:21:15.546136] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:21:15.551192] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:21:15.556750] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:21:15.561388] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:21:15.561493] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:21:18.566529] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:21:18.570866] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:21:18.575948] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:21:18.581248] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:21:18.581385] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:21:21.586888] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:21:21.591538] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:21:21.596031] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:21:21.600023] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:21:21.600113] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:21:24.605418] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:21:24.609584] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:21:24.613516] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:21:24.617045] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:21:24.617120] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:21:27.622200] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:21:27.626481] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:21:27.631027] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:21:27.635433] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:21:27.635583] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:21:30.640432] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:21:30.644021] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:21:30.647375] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:21:30.650782] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:21:30.650856] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:21:33.657677] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:21:33.663424] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:21:33.668219] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:21:33.673569] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:21:33.673773] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:21:36.681059] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:21:36.690989] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:21:36.696370] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:21:36.702796] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:21:36.702970] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:21:39.708120] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:21:39.711893] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:21:39.715422] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:21:39.719048] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:21:39.719131] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:21:42.725222] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:21:42.730810] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:21:42.736405] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:21:42.742433] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:21:42.742563] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:21:45.747200] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:21:45.750962] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:21:45.755013] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:21:45.758760] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:21:45.758853] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:21:48.764611] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:21:48.769337] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:21:48.773989] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:21:48.777785] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:21:48.777876] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:21:51.782821] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:21:51.787600] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:21:51.791698] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:21:51.795715] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:21:51.795826] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:21:54.801185] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:21:54.805580] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:21:54.810481] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:21:54.814684] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:21:54.814794] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:21:57.819931] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:21:57.824377] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:21:57.829619] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:21:57.833528] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:21:57.833635] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:22:00.838524] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:22:00.842638] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:22:00.846175] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:22:00.849547] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:22:00.849622] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:22:03.854218] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:22:03.858199] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:22:03.862517] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:22:03.866671] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:22:03.866757] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:22:06.871278] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:22:06.875152] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:22:06.878830] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:22:06.882379] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:22:06.882466] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:22:09.887792] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:22:09.891757] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:22:09.895191] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:22:09.898724] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:22:09.898807] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:22:12.903424] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:22:12.908507] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:22:12.912676] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:22:12.916990] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:22:12.917093] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:22:15.922167] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:22:15.926233] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:22:15.929931] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:22:15.933485] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:22:15.933599] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:22:18.939810] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:22:18.944802] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:22:18.949518] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:22:18.954183] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:22:18.954287] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:22:21.959764] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:22:21.963740] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:22:21.967821] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:22:21.971851] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:22:21.971935] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:22:24.976839] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:22:24.980758] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:22:24.984133] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:22:24.987414] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:22:24.987515] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:22:27.994510] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:22:27.999568] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:22:28.003700] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:22:28.007247] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:22:28.007322] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:22:31.013465] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:22:31.018565] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:22:31.022459] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:22:31.027023] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:22:31.027164] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:22:34.032138] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:22:34.036153] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:22:34.040049] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:22:34.045145] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:22:34.045256] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:22:37.050301] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:22:37.054351] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:22:37.058268] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:22:37.062497] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:22:37.062613] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:22:40.067807] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:22:40.071299] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:22:40.074660] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:22:40.077993] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:22:40.078076] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:22:43.083274] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:22:43.259691] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:22:43.263797] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:22:43.267499] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:22:43.267578] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:22:46.272746] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:22:46.276755] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:22:46.280428] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:22:46.284007] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:22:46.284089] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:22:49.291306] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:22:49.297350] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:22:49.303681] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:22:49.308710] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:22:49.308855] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:22:52.313779] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:22:52.318126] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:22:52.322104] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:22:52.325590] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:22:52.325683] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:22:55.331084] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:22:55.335386] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:22:55.339448] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:22:55.343423] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:22:55.343520] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:22:58.348890] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:22:58.353867] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:22:58.358420] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:22:58.363321] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:22:58.363451] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:23:01.368301] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:23:01.372033] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:23:01.375867] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:23:01.379570] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:23:01.379677] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:23:04.384264] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:23:04.387938] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:23:04.391685] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:23:04.395664] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:23:04.395781] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:23:07.400606] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:23:07.405788] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:23:07.410751] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:23:07.415595] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:23:07.415737] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:23:10.420523] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:23:10.424146] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:23:10.427730] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:23:10.431154] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:23:10.431250] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:23:13.436010] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:23:13.440710] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:23:13.445349] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:23:13.449946] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:23:13.450036] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:23:16.455278] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:23:16.459932] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:23:16.464690] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:23:16.469265] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:23:16.469393] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:23:19.474518] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:23:19.478324] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:23:19.481711] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:23:19.485104] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:23:19.485186] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:23:22.490128] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:23:22.494103] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:23:22.497495] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:23:22.501440] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:23:22.501515] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:23:25.506998] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:23:25.513215] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:23:25.517524] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:23:25.521735] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:23:25.521865] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:23:28.528290] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:23:28.532322] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:23:28.535977] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:23:28.539890] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:23:28.539992] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:23:31.544864] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:23:31.548675] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:23:31.552227] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:23:31.555748] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:23:31.555831] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:23:34.560307] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:23:34.564109] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:23:34.567629] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:23:34.571177] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:23:34.571260] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:23:37.577582] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:23:37.583529] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:23:37.588986] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:23:37.593935] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:23:37.594037] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:23:40.600121] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:23:40.605437] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:23:40.610069] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:23:40.615051] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:23:40.615183] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:23:43.621373] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:23:43.626407] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:23:43.632396] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:23:43.638673] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:23:43.638806] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:23:46.643870] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:23:46.648154] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:23:46.653122] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:23:46.658215] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:23:46.658325] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:23:49.664771] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:23:49.669116] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:23:49.672480] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:23:49.675965] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:23:49.676044] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:23:52.681169] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:23:52.687114] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:23:52.692212] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:23:52.697058] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:23:52.697251] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:23:55.702873] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:23:55.708072] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:23:55.712713] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:23:55.717346] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:23:55.717517] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:23:58.722831] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:23:58.726565] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:23:58.730414] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:23:58.734518] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:23:58.734619] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:24:01.739347] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:24:01.743040] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:24:01.746678] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:24:01.751492] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:24:01.751632] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:24:04.756627] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:24:04.761815] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:24:04.767276] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:24:04.772520] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:24:04.772677] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:24:07.777777] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:24:07.781422] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:24:07.785024] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:24:07.788441] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:24:07.788523] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:24:10.793078] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:24:10.797045] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:24:10.800754] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:24:10.804294] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:24:10.804373] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:24:13.809310] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:24:13.813913] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:24:13.818300] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:24:13.822676] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:24:13.822780] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:24:16.829116] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:24:16.834313] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:24:16.838670] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:24:16.842320] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:24:16.842411] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:24:19.847396] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:24:19.851610] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:24:19.855143] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:24:19.858896] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:24:19.858996] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:24:22.865163] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:24:22.870298] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:24:22.875140] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:24:22.879396] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:24:22.879498] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:24:25.887160] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:24:25.892019] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:24:25.896624] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:24:25.901876] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:24:25.902078] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:24:28.906704] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:24:28.910883] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:24:28.914199] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:24:28.918033] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:24:28.918108] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:24:31.923420] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:24:31.928088] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:24:31.931593] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:24:31.935046] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:24:31.935119] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:24:34.939816] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:24:34.943775] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:24:34.947255] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:24:34.953062] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:24:34.953160] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:24:37.959479] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:24:37.964826] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:24:37.969935] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:24:37.974222] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:24:37.974298] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:24:40.979184] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:24:40.982899] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:24:40.986416] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:24:40.989810] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:24:40.989882] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:24:43.995234] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:24:44.001379] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:24:44.069478] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:24:44.105657] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:24:44.105832] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:24:47.110401] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:24:47.114018] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:24:47.117399] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:24:47.120856] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:24:47.120957] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:24:50.125923] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:24:50.129830] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:24:50.134433] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:24:50.138520] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:24:50.138621] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:24:53.143420] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:24:53.146866] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:24:53.150288] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:24:53.154214] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:24:53.154308] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:24:56.159398] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:24:56.163973] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:24:56.168554] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:24:56.171919] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:24:56.171994] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:24:59.177130] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:24:59.181828] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:24:59.186742] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:24:59.191636] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:24:59.191771] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:25:02.196451] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:25:02.201550] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:25:02.206984] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:25:02.211379] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:25:02.211474] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:25:05.216773] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:25:05.221080] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:25:05.225700] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:25:05.229506] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:25:05.229584] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:25:08.236397] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:25:08.240629] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:25:08.244003] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:25:08.247330] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:25:08.247406] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:25:11.252766] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:25:11.256943] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:25:11.260484] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:25:11.264010] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:25:11.264083] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:25:14.268889] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:25:14.273499] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:25:14.278700] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:25:14.283334] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:25:14.283458] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:25:17.289622] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:25:17.293857] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:25:17.297344] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:25:17.300803] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:25:17.300879] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:25:20.305695] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:25:20.309669] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:25:20.313118] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:25:20.316709] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:25:20.316795] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:25:23.321831] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:25:23.325592] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:25:23.328983] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:25:23.332367] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:25:23.332459] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:25:26.337788] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:25:26.342220] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:25:26.348100] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:25:26.353890] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:25:26.354057] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:25:29.359768] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:25:29.365000] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:25:29.369302] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:25:29.372924] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:25:29.373008] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:25:32.377929] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:25:32.381538] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:25:32.385248] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:25:32.390307] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:25:32.390504] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:25:35.395378] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:25:35.399351] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:25:35.402812] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:25:35.406231] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:25:35.406307] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:25:38.412453] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:25:38.417393] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:25:38.422570] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:25:38.427791] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:25:38.427970] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:25:41.433348] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:25:41.437603] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:25:41.442300] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:25:41.446456] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:25:41.446563] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:25:44.451805] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:25:44.457055] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:25:44.461958] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:25:44.466204] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:25:44.466284] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:25:47.471530] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:25:47.475935] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:25:47.480437] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:25:47.485876] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:25:47.486031] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:25:50.493359] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:25:50.499136] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:25:50.503592] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:25:50.508133] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:25:50.508229] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:25:53.514789] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:25:53.520515] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:25:53.524851] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:25:53.528953] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:25:53.529057] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:25:56.533738] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:25:56.537743] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:25:56.541895] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:25:56.546524] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:25:56.546657] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:25:59.551093] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:25:59.555391] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:25:59.559435] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:25:59.563321] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:25:59.563427] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:26:02.568516] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:26:02.573086] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:26:02.577517] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:26:02.581868] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:26:02.581989] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:26:05.588598] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:26:05.593741] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:26:05.598684] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:26:05.603906] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:26:05.604048] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:26:08.609933] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:26:08.616749] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:26:08.621666] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:26:08.625907] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:26:08.625997] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:26:11.630891] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:26:11.634917] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:26:11.639790] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:26:11.645284] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:26:11.645385] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:26:14.650704] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:26:14.655557] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:26:14.659985] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:26:14.663778] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:26:14.663867] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:26:17.668568] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:26:17.672349] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:26:17.676077] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:26:17.679886] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:26:17.679968] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:26:20.685940] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:26:20.689683] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:26:20.693619] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:26:20.697290] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:26:20.697380] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:26:23.702370] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:26:23.707343] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:26:23.712630] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:26:23.716818] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:26:23.716926] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:26:26.721725] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:26:26.725686] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:26:26.729234] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:26:26.732698] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:26:26.732797] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:26:29.737412] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:26:29.741304] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:26:29.745125] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:26:29.749035] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:26:29.749161] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:26:32.753995] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:26:32.757745] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:26:32.761147] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:26:32.764492] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:26:32.764562] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:26:35.769797] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:26:35.773374] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:26:35.776755] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:26:35.780424] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:26:35.780499] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:26:38.785758] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:26:38.789411] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:26:38.792846] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:26:38.796329] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:26:38.796412] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:26:41.801282] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:26:41.804797] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:26:41.808368] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:26:41.811868] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:26:41.811944] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:26:44.816733] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:26:44.821594] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:26:44.825765] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:26:44.829621] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:26:44.829715] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:26:47.834695] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:26:47.838436] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:26:47.842189] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:26:47.845735] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:26:47.845812] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:26:50.852120] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:26:50.856874] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:26:50.861011] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:26:50.866805] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:26:50.868588] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:26:53.875741] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:26:53.881464] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:26:53.888877] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:26:53.895753] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:26:53.895907] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:26:56.900755] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:26:56.904738] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:26:56.908930] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:26:56.912722] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:26:56.912824] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:26:59.917805] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:26:59.921771] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:26:59.925314] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:26:59.928780] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:26:59.928852] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:27:02.934770] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:27:02.939676] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:27:02.944691] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:27:02.949470] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:27:02.949578] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:27:05.954479] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:27:05.958393] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:27:05.961895] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:27:05.966340] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:27:05.966446] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:27:08.972919] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:27:08.978982] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:27:08.984101] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:27:08.989456] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:27:08.989604] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:27:11.994293] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:27:11.998031] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:27:12.001550] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:27:12.005299] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:27:12.005409] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:27:15.011196] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:27:15.015858] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:27:15.020078] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:27:15.024342] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:27:15.024476] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:27:18.029512] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:27:18.033291] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:27:18.036778] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:27:18.040240] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:27:18.040337] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:27:21.045067] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:27:21.048725] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:27:21.052211] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:27:21.056059] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:27:21.056146] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:27:24.060861] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:27:24.064654] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:27:24.068108] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:27:24.071393] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:27:24.071471] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:27:27.077237] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:27:27.080854] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:27:27.085212] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:27:27.089408] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:27:27.089480] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:27:30.095057] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:27:30.099982] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:27:30.103672] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:27:30.107597] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:27:30.107824] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:27:33.113682] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:27:33.117608] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:27:33.121405] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:27:33.125109] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:27:33.125199] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:27:36.131392] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:27:36.136631] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:27:36.141446] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:27:36.146090] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:27:36.146185] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:27:39.150744] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:27:39.154179] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:27:39.157892] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:27:39.161366] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:27:39.161442] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:27:42.167713] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:27:42.173579] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:27:42.179533] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:27:42.183699] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:27:42.183833] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:27:45.189106] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:27:45.193485] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:27:45.197404] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:27:45.201140] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:27:45.201213] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:27:48.206700] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:27:48.210965] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:27:48.214724] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:27:48.218381] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:27:48.218460] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:27:51.224193] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:27:51.228621] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:27:51.232476] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:27:51.236039] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:27:51.236126] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:27:54.241194] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:27:54.245263] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:27:54.249501] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:27:54.253452] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:27:54.253549] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:27:57.257933] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:27:57.261891] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:27:57.265611] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:27:57.269273] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:27:57.269362] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:28:00.274974] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:28:00.280421] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:28:00.291201] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:28:00.297392] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:28:00.297955] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:28:03.303616] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:28:03.307905] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:28:03.312517] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:28:03.317481] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:28:03.317632] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:28:06.322508] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:28:06.326513] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:28:06.330253] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:28:06.334317] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:28:06.334433] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:28:09.340519] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:28:09.345364] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:28:09.349637] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:28:09.353330] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:28:09.353410] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:28:12.358414] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:28:12.362211] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:28:12.365690] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:28:12.369375] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:28:12.369469] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:28:15.373620] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:28:15.377142] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:28:15.380580] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:28:15.383941] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:28:15.384024] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:28:18.389479] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:28:18.393500] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:28:18.396940] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:28:18.400690] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:28:18.400787] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:28:21.404813] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:28:21.408869] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:28:21.412245] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:28:21.416246] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:28:21.416321] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:28:24.421776] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:28:24.429131] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:28:24.434023] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:28:24.437803] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:28:24.437899] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:28:27.443229] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:28:27.448203] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:28:27.452928] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:28:27.456493] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:28:27.456574] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:28:30.465263] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:28:30.470580] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:28:30.475102] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:28:30.480583] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:28:30.480715] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:28:33.485065] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:28:33.489609] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:28:33.494229] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:28:33.498345] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:28:33.498459] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:28:36.505283] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:28:36.510701] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:28:36.517135] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:28:36.522334] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:28:36.522469] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:28:39.527729] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:28:39.532403] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:28:39.538271] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:28:39.544498] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:28:39.545031] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:28:42.550378] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:28:42.554692] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:28:42.559703] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:28:42.564481] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:28:42.564626] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:28:45.570703] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:28:45.576197] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:28:45.582276] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:28:45.587237] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:28:45.587368] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:28:48.591940] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:28:48.595468] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:28:48.599108] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:28:48.602684] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:28:48.602774] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:28:51.607695] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:28:51.611284] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:28:51.614760] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:28:51.618177] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:28:51.618263] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:28:54.623546] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:28:54.627583] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:28:54.631337] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:28:54.635229] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:28:54.635328] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:28:57.641446] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:28:57.646317] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:28:57.650759] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:28:57.654810] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:28:57.654898] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:29:00.660580] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:29:00.665041] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:29:00.670319] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:29:00.674315] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:29:00.674522] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:29:03.679379] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:29:03.683981] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:29:03.688356] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:29:03.692108] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:29:03.692192] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:29:06.697867] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:29:06.702108] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:29:06.708720] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:29:06.715498] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:29:06.715755] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:29:09.722106] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:29:09.726388] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:29:09.730171] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:29:09.733949] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:29:09.734059] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:29:12.738791] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:29:12.742430] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:29:12.745801] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:29:12.749157] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:29:12.749232] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:29:15.754400] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:29:15.759590] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:29:15.764166] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:29:15.768371] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:29:15.768448] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:29:18.773477] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:29:18.777116] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:29:18.780476] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:29:18.784056] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:29:18.784128] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:29:21.789052] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:29:21.793098] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:29:21.797208] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:29:21.801197] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:29:21.801283] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:29:24.805928] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:29:24.809529] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:29:24.812852] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:29:24.816276] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:29:24.816352] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:29:27.822536] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:29:27.826601] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:29:27.830933] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:29:27.835257] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:29:27.835362] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:29:30.840997] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:29:30.845476] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:29:30.849932] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:29:30.853866] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:29:30.853965] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:29:33.858302] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:29:33.861933] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:29:33.865507] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:29:33.869183] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:29:33.869267] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:29:36.873790] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:29:36.877285] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:29:36.880557] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:29:36.883815] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:29:36.883887] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:29:39.888345] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:29:39.891744] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:29:39.895023] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:29:39.898326] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:29:39.898400] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:29:42.904783] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:29:42.912155] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:29:42.917721] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:29:42.923750] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:29:42.923936] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:29:45.929699] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:29:45.933720] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:29:45.937803] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:29:45.941803] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:29:45.941877] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:29:48.948623] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:29:48.954276] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:29:48.958809] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:29:48.963273] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:29:48.963377] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:29:51.968889] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:29:51.972331] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:29:51.975676] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:29:51.978989] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:29:51.979061] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:29:54.984110] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:29:54.988119] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:29:54.991774] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:29:54.995133] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:29:54.995208] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:29:58.000328] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:29:58.004334] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:29:58.007893] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:29:58.011199] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:29:58.011272] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:30:01.017288] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:30:01.022569] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:30:01.026943] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:30:01.031772] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:30:01.031932] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:30:04.036295] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:30:04.040198] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:30:04.044081] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:30:04.048232] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:30:04.048341] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:30:07.054960] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:30:07.060718] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:30:07.066087] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:30:07.071327] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:30:07.071507] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:30:10.076633] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:30:10.081117] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:30:10.085294] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:30:10.088881] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:30:10.088953] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:30:13.095000] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:30:13.100115] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:30:13.104815] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:30:13.109005] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:30:13.109113] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:30:16.114153] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:30:16.150967] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:30:16.185396] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:30:16.219946] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:30:16.220075] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:30:19.224753] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:30:19.228615] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:30:19.232250] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:30:19.235794] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:30:19.235872] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:30:22.241939] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:30:22.246495] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:30:22.251404] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:30:22.255441] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:30:22.255515] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:30:25.261542] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:30:25.266060] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:30:25.270071] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:30:25.274465] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:30:25.274609] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:30:28.281156] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:30:28.286783] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:30:28.292562] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:30:28.297151] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:30:28.297244] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:30:31.302756] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:30:31.306880] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:30:31.311202] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:30:31.315188] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:30:31.315278] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:30:34.323284] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:30:34.329112] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:30:34.333839] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:30:34.339062] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:30:34.339206] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:30:37.345929] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:30:37.350945] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:30:37.355346] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:30:37.359606] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:30:37.359715] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:30:40.364994] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:30:40.369594] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:30:40.373910] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:30:40.378405] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:30:40.378513] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:30:43.384042] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:30:43.388363] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:30:43.391916] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:30:43.396548] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:30:43.396715] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:30:46.402240] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:30:46.407586] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:30:46.412611] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:30:46.417136] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:30:46.417236] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:30:49.423156] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:30:49.427422] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:30:49.431390] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:30:49.435677] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:30:49.435812] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:30:52.441341] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:30:52.447142] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:30:52.452588] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:30:52.457269] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:30:52.457383] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:30:55.462717] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:30:55.467217] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:30:55.472798] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:30:55.476926] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:30:55.477001] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:30:58.483369] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:30:58.488027] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:30:58.491730] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:30:58.495093] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:30:58.495166] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:31:01.503416] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:31:01.509357] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:31:01.514822] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:31:01.519264] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:31:01.519433] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:31:04.525136] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:31:04.528912] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:31:04.532690] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:31:04.536308] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:31:04.536405] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:31:07.543624] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:31:07.549870] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:31:07.554772] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:31:07.560041] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:31:07.560142] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:31:10.566376] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:31:10.571416] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:31:10.576151] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:31:10.580747] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:31:10.580881] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:31:13.586929] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:31:13.592764] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:31:13.597139] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:31:13.601600] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:31:13.601723] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:31:16.608069] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:31:16.613771] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:31:16.618482] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:31:16.623242] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:31:16.623318] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:31:19.630622] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:31:19.635313] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:31:19.640206] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:31:19.645219] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:31:19.645370] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:31:22.650668] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:31:22.655168] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:31:22.659299] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:31:22.663314] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:31:22.663418] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:31:25.668777] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:31:25.672958] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:31:25.676878] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:31:25.680477] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:31:25.680553] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:31:28.685402] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:31:28.689494] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:31:28.692860] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:31:28.696322] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:31:28.696403] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:31:31.701157] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:31:31.705593] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:31:31.709985] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:31:31.714355] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:31:31.714485] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:31:34.720076] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:31:34.724156] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:31:34.727781] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:31:34.731262] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:31:34.731344] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:31:37.736152] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:31:37.740572] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:31:37.744106] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:31:37.747495] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:31:37.747595] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:31:40.752576] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:31:40.756564] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:31:40.760271] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:31:40.763873] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:31:40.763957] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:31:43.768682] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:31:43.772165] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:31:43.775707] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:31:43.779200] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:31:43.779295] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:31:46.783919] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:31:46.788603] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:31:46.793805] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:31:46.798617] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:31:46.798765] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:31:49.803539] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:31:49.807400] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:31:49.811141] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:31:49.814934] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:31:49.815024] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:31:52.822413] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:31:52.828101] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:31:52.833489] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:31:52.838923] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:31:52.839101] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:31:55.843883] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:31:55.847806] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:31:55.851672] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:31:55.855425] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:31:55.855521] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:31:58.861480] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:31:58.866656] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:31:58.870710] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:31:58.874326] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:31:58.874404] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:32:01.879284] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:32:01.884239] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:32:01.888148] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:32:01.893328] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:32:01.893477] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:32:04.898250] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:32:04.902112] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:32:04.905759] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:32:04.909487] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:32:04.909587] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:32:07.914406] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:32:07.918047] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:32:07.921522] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:32:07.924909] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:32:07.924997] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:32:10.931172] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:32:10.936410] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:32:10.941544] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:32:10.945881] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:32:10.946020] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:32:13.951770] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:32:13.955982] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:32:13.960789] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:32:13.965754] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:32:13.965870] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:32:16.970518] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:32:16.974463] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:32:16.978717] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:32:16.983268] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:32:16.983344] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:32:19.988188] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:32:19.991706] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:32:19.995168] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:32:19.999120] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:32:19.999246] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:32:23.004304] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:32:23.008354] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:32:23.011907] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:32:23.015508] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:32:23.015604] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:32:26.020768] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:32:26.024453] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:32:26.027946] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:32:26.032400] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:32:26.032549] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:32:29.037290] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:32:29.041363] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:32:29.047622] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:32:29.052280] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:32:29.052389] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:32:32.057054] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:32:32.061047] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:32:32.065167] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:32:32.069066] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:32:32.069147] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:32:35.073938] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:32:35.077755] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:32:35.081201] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:32:35.084763] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:32:35.084853] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:32:38.089572] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:32:38.093110] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:32:38.096477] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:32:38.100130] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:32:38.100212] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:32:41.104723] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:32:41.108481] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:32:41.111910] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:32:41.115314] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:32:41.115394] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:32:44.120465] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:32:44.125694] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:32:44.130276] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:32:44.134728] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:32:44.134817] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:32:47.139532] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:32:47.144228] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:32:47.148895] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:32:47.152926] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:32:47.152998] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:32:50.158510] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:32:50.162537] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:32:50.166060] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:32:50.169487] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:32:50.169576] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:32:53.177227] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:32:53.182972] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:32:53.187514] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:32:53.191731] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:32:53.191814] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:32:56.196999] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:32:56.201616] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:32:56.205919] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:32:56.210108] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:32:56.210232] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:32:59.216236] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:32:59.221017] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:32:59.226282] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:32:59.231682] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:32:59.231844] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:33:02.236801] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:33:02.240578] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:33:02.244148] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:33:02.247563] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:33:02.247663] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:33:05.252570] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:33:05.256633] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:33:05.261287] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:33:05.266142] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:33:05.266295] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:33:08.271863] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:33:08.276104] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:33:08.279840] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:33:08.283572] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:33:08.283679] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:33:11.290171] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:33:11.295782] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:33:11.301908] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:33:11.307858] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:33:11.308022] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:33:14.312870] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:33:14.317000] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:33:14.320992] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:33:14.324798] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:33:14.324900] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:33:17.329385] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:33:17.333593] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:33:17.338521] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:33:17.342970] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:33:17.343079] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:33:20.348030] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:33:20.351468] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:33:20.354912] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:33:20.358372] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:33:20.358446] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:33:23.363384] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:33:23.368438] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:33:23.373916] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:33:23.378544] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:33:23.378703] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:33:26.383865] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:33:26.387990] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:33:26.391942] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:33:26.396224] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:33:26.396323] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:33:29.401300] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:33:29.404963] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:33:29.408953] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:33:29.412757] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:33:29.412874] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:33:32.419169] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:33:32.423560] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:33:32.426955] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:33:32.430337] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:33:32.430414] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:33:35.436577] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:33:35.441098] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:33:35.445797] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:33:35.450157] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:33:35.450234] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:33:38.455837] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:33:38.459416] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:33:38.463118] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:33:38.466609] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:33:38.466701] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:33:41.471407] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:33:41.475113] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:33:41.478763] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:33:41.483040] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:33:41.483152] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:33:44.488231] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:33:44.491877] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:33:44.496051] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:33:44.499897] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:33:44.499979] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:33:47.504842] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:33:47.509851] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:33:47.514465] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:33:47.519067] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:33:47.519183] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:33:50.524009] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:33:50.527431] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:33:50.530760] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:33:50.534623] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:33:50.534713] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:33:53.539664] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:33:53.543868] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:33:53.547660] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:33:53.551063] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:33:53.551142] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:33:56.555810] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:33:56.560211] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:33:56.564136] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:33:56.568349] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:33:56.568454] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:33:59.574667] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:33:59.578925] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:33:59.582582] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:33:59.586615] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:33:59.586727] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:34:02.592051] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:34:02.595668] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:34:02.599310] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:34:02.603268] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:34:02.603365] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:34:05.610317] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:34:05.615526] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:34:05.620284] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:34:05.625301] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:34:05.625468] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:34:08.630827] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:34:08.635374] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:34:08.639256] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:34:08.642891] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:34:08.642975] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:34:11.649017] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:34:11.654103] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:34:11.659168] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:34:11.663785] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:34:11.663895] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:34:14.668952] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:34:14.672795] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:34:14.676351] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:34:14.679894] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:34:14.679970] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:34:17.685030] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:34:17.689406] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:34:17.693250] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:34:17.697541] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:34:17.697618] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:34:20.702348] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:34:20.706163] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:34:20.709622] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:34:20.713115] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:34:20.713192] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:34:23.720082] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:34:23.724368] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:34:23.728741] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:34:23.732276] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:34:23.732348] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:34:26.737189] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:34:26.740593] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:34:26.743963] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:34:26.747761] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:34:26.747861] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:34:29.752690] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:34:29.757985] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:34:29.762406] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:34:29.767628] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:34:29.767778] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:34:32.773675] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:34:32.778158] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:34:32.783072] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:34:32.787170] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:34:32.787265] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:34:35.792209] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:34:35.796062] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:34:35.801400] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:34:35.805798] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:34:35.805929] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:34:38.810926] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:34:38.814888] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:34:38.818794] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:34:38.822353] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:34:38.822452] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:34:41.828545] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:34:41.832424] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:34:41.835943] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:34:41.839543] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:34:41.839620] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:34:44.844740] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:34:44.848592] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:34:44.852186] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:34:44.856146] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:34:44.856246] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:34:47.861506] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:34:47.867316] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:34:47.872167] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:34:47.877144] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:34:47.877234] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:34:50.884414] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:34:50.888922] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:34:50.893126] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:34:50.897335] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:34:50.897421] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:34:53.902500] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:34:53.906857] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:34:53.910690] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:34:53.914592] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:34:53.914929] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:34:56.921464] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:34:56.927709] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:34:56.932291] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:34:56.936431] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:34:56.936507] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:34:59.942210] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:34:59.947145] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:34:59.952709] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:34:59.958428] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:34:59.958569] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:35:02.964364] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:35:02.969274] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:35:02.973348] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:35:02.976962] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:35:02.977047] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:35:05.982138] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:35:05.986449] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:35:05.990730] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:35:05.994986] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:35:05.995115] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:35:09.000472] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:35:09.004801] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:35:09.009062] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:35:09.013523] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:35:09.013696] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:35:12.018922] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:35:12.022778] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:35:12.026364] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:35:12.029954] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:35:12.030026] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:35:15.035726] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:35:15.040085] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:35:15.044194] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:35:15.048030] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:35:15.048121] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:35:18.053590] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:35:18.088949] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:35:18.123486] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:35:18.158755] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:35:18.158895] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:35:21.164804] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:35:21.168981] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:35:21.172293] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:35:21.175492] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:35:21.175565] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:35:24.182330] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:35:24.187675] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:35:24.191885] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:35:24.195626] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:35:24.195752] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:35:27.201119] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:35:27.205339] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:35:27.209340] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:35:27.213634] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:35:27.213774] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:35:30.220046] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:35:30.225248] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:35:30.230584] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:35:30.234800] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:35:30.234897] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:35:33.240714] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:35:33.244734] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:35:33.248673] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:35:33.252479] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:35:33.252584] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:35:36.257349] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:35:36.261065] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:35:36.264586] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:35:36.268091] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:35:36.268173] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:35:39.273259] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:35:39.278447] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:35:39.283634] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:35:39.288489] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:35:39.288593] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:35:42.293213] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:35:42.296690] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:35:42.299983] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:35:42.303573] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:35:42.303684] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:35:45.308592] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:35:45.312908] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:35:45.317821] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:35:45.324869] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:35:45.325216] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:35:48.330545] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:35:48.335398] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:35:48.341532] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:35:48.345824] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:35:48.345907] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:35:51.350960] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:35:51.354751] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:35:51.358971] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:35:51.363595] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:35:51.363722] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:35:54.368379] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:35:54.371895] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:35:54.375143] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:35:54.378373] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:35:54.378446] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:35:57.383547] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:35:57.387195] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:35:57.390860] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:35:57.394469] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:35:57.394543] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:36:00.400479] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:36:00.404822] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:36:00.408456] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:36:00.412075] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:36:00.412171] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:36:03.418116] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:36:03.422759] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:36:03.427108] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:36:03.431131] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:36:03.431234] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:36:06.436870] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:36:06.441443] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:36:06.445805] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:36:06.450144] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:36:06.450230] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:36:09.456225] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:36:09.461574] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:36:09.466561] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:36:09.471252] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:36:09.471437] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:36:12.476736] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:36:12.481900] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:36:12.487946] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:36:12.492539] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:36:12.492679] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:36:15.497449] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:36:15.501207] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:36:15.504507] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:36:15.507788] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:36:15.507863] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:36:18.513524] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:36:18.520056] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:36:18.526252] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:36:18.532703] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:36:18.532866] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:36:21.538481] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:36:21.543099] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:36:21.546794] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:36:21.551112] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:36:21.551223] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:36:24.558297] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:36:24.563275] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:36:24.567907] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:36:24.571911] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:36:24.572039] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:36:27.577332] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:36:27.581295] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:36:27.585346] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:36:27.588971] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:36:27.589048] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:36:30.593803] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:36:30.597332] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:36:30.600689] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:36:30.604375] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:36:30.604450] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:36:33.609224] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:36:33.613330] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:36:33.617046] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:36:33.620477] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:36:33.620557] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:36:36.625906] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:36:36.629467] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:36:36.633818] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:36:36.638677] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:36:36.638754] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:36:39.643258] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:36:39.646996] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:36:39.650348] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:36:39.653757] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:36:39.653860] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:36:42.659484] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:36:42.664139] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:36:42.667920] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:36:42.671920] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:36:42.672045] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:36:45.677119] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:36:45.680948] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:36:45.684664] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:36:45.688504] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:36:45.688582] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:36:48.693476] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:36:48.697810] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:36:48.702034] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:36:48.706920] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:36:48.707110] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:36:51.711778] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:36:51.715524] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:36:51.719186] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:36:51.722805] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:36:51.722889] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:36:54.727901] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:36:54.731421] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:36:54.735495] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:36:54.739983] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:36:54.740078] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:36:57.745371] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:36:57.749549] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:36:57.753707] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:36:57.757167] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:36:57.757269] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:37:00.762902] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:37:00.768888] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:37:00.774519] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:37:00.779144] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:37:00.779296] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:37:03.785440] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:37:03.789792] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:37:03.793388] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:37:03.796833] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:37:03.796911] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:37:06.802905] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:37:06.806943] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:37:06.811278] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:37:06.815137] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:37:06.815229] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:37:09.820218] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:37:09.824446] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:37:09.828458] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:37:09.832292] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:37:09.832387] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:37:12.837196] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:37:12.840873] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:37:12.844248] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:37:12.847802] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:37:12.847894] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:37:15.854412] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:37:15.859955] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:37:15.866068] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:37:15.870843] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:37:15.870934] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:37:18.875933] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:37:18.880042] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:37:18.884943] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:37:18.889451] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:37:18.889542] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:37:21.894941] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:37:21.898896] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:37:21.902294] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:37:21.905743] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:37:21.905825] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:37:24.910616] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:37:24.914065] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:37:24.917423] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:37:24.920743] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:37:24.920816] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:37:27.927028] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:37:27.932000] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:37:27.937617] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:37:27.943997] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:37:27.944158] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:37:30.950237] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:37:30.954679] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:37:30.959379] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:37:30.964132] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:37:30.964270] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:37:33.970249] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:37:33.975720] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:37:33.979201] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:37:33.982498] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:37:33.982571] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:37:36.989184] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:37:36.993635] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:37:36.997826] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:37:37.001893] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:37:37.002001] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:37:40.007434] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:37:40.011372] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:37:40.014834] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:37:40.018237] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:37:40.018315] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:37:43.024252] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:37:43.028725] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:37:43.032595] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:37:43.036486] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:37:43.036577] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:37:46.043495] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:37:46.049217] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:37:46.054866] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:37:46.059007] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:37:46.059130] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:37:49.064480] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:37:49.099555] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:37:49.134325] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:37:49.170354] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:37:49.170568] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:37:52.177704] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:37:52.183707] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:37:52.188821] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:37:52.193452] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:37:52.193531] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:37:55.198412] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:37:55.202710] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:37:55.206148] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:37:55.211382] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:37:55.211564] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:37:58.218758] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:37:58.224020] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:37:58.229168] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:37:58.233425] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:37:58.233505] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:38:01.240238] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:38:01.247069] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:38:01.253325] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:38:01.258108] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:38:01.258289] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:38:04.263725] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:38:04.268851] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:38:04.273004] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:38:04.276884] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:38:04.277159] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:38:07.286440] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:38:07.291485] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:38:07.295863] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:38:07.299979] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:38:07.300096] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:38:10.305339] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:38:10.309463] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:38:10.313578] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:38:10.317882] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:38:10.317960] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:38:13.323847] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:38:13.328301] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:38:13.332362] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:38:13.336734] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:38:13.336849] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:38:16.341481] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:38:16.345377] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:38:16.349981] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:38:16.354044] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:38:16.354139] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:38:19.359193] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:38:19.363220] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:38:19.367069] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:38:19.370820] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:38:19.370893] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:38:22.375433] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:38:22.379436] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:38:22.383229] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:38:22.386952] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:38:22.387040] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:38:25.392125] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:38:25.396571] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:38:25.400980] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:38:25.404895] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:38:25.404983] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:38:28.409832] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:38:28.413898] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:38:28.418126] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:38:28.422167] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:38:28.422280] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:38:31.427366] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:38:31.432471] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:38:31.436069] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:38:31.439630] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:38:31.439753] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:38:34.444842] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:38:34.449517] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:38:34.454903] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:38:34.459392] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:38:34.459499] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:38:37.465070] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:38:37.469078] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:38:37.472787] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:38:37.476447] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:38:37.476553] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:38:40.483434] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:38:40.488465] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:38:40.492536] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:38:40.496117] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:38:40.496195] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:38:43.502293] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:38:43.505917] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:38:43.509442] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:38:43.513900] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:38:43.514070] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:38:46.520219] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:38:46.524591] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:38:46.528303] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:38:46.531850] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:38:46.531929] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:38:49.538077] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:38:49.543061] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:38:49.547176] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:38:49.551588] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:38:49.551699] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:38:52.559753] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:38:52.566607] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:38:52.573793] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:38:52.581417] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:38:52.581600] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:38:55.586915] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:38:55.591256] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:38:55.595329] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:38:55.599432] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:38:55.599578] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:38:58.605616] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:38:58.609596] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:38:58.613276] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:38:58.617038] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:38:58.617115] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:39:01.623721] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:39:01.627455] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:39:01.632357] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:39:01.636822] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:39:01.637005] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:39:04.642692] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:39:04.646986] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:39:04.651064] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:39:04.654890] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:39:04.654995] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:39:07.660242] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:39:07.664227] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:39:07.668075] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:39:07.671966] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:39:07.672043] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:39:10.677762] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:39:10.681595] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:39:10.685542] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:39:10.689774] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:39:10.689864] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:39:13.695351] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:39:13.700368] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:39:13.704978] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:39:13.708791] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:39:13.708870] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:39:16.713562] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:39:16.718419] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:39:16.722229] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:39:16.725882] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:39:16.725962] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:39:19.731892] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:39:19.738519] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:39:19.744979] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:39:19.750919] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:39:19.751102] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:39:22.756792] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:39:22.760709] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:39:22.765097] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:39:22.769068] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:39:22.769146] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:39:25.773962] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:39:25.777435] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:39:25.784629] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:39:25.790358] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:39:25.790447] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:39:28.796318] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:39:28.800867] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:39:28.805346] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:39:28.809258] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:39:28.809339] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:39:31.814201] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:39:31.818007] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:39:31.821690] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:39:31.825271] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:39:31.825369] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:39:34.830807] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:39:34.834999] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:39:34.839119] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:39:34.842922] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:39:34.843031] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:39:37.848012] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:39:37.851776] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:39:37.856063] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:39:37.860277] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:39:37.860362] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:39:40.867625] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:39:40.872467] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:39:40.878158] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:39:40.883011] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:39:40.883176] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:39:43.889589] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:39:43.895087] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:39:43.898986] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:39:43.902737] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:39:43.902824] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:39:46.908456] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:39:46.912173] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:39:46.916130] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:39:46.919712] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:39:46.919795] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:39:49.924819] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:39:49.930169] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:39:49.935385] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:39:49.940492] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:39:49.940603] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:39:52.945207] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:39:52.949267] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:39:52.953453] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:39:52.957374] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:39:52.961137] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:39:55.967358] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:39:55.971364] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:39:55.974971] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:39:55.979831] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:39:55.979982] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:39:58.985228] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:39:58.990293] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:39:58.994724] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:39:58.999041] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:39:58.999219] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:40:02.005041] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:40:02.010285] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:40:02.015607] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:40:02.020428] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:40:02.020573] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:40:05.025575] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:40:05.030272] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:40:05.034552] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:40:05.038087] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:40:05.038163] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:40:08.044547] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:40:08.049789] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:40:08.053887] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:40:08.058347] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:40:08.058493] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:40:11.064022] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:40:11.068005] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:40:11.071792] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:40:11.075707] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:40:11.075817] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:40:14.080690] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:40:14.084373] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:40:14.087918] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:40:14.091601] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:40:14.091839] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:40:17.096753] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:40:17.100411] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:40:17.103822] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:40:17.107206] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:40:17.107279] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:40:20.112167] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:40:20.146582] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:40:20.181255] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:40:20.216987] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:40:20.217105] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:40:23.221347] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:40:23.224744] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:40:23.228021] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:40:23.231285] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:40:23.231361] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:40:26.236584] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:40:26.240380] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:40:26.244488] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:40:26.248701] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:40:26.248812] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:40:29.253351] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:40:29.256892] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:40:29.261086] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:40:29.264800] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:40:29.264876] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:40:32.270851] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:40:32.275750] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:40:32.280832] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:40:32.285591] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:40:32.285722] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:40:35.290163] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:40:35.293928] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:40:35.297454] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:40:35.300976] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:40:35.301050] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:40:38.306876] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:40:38.311044] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:40:38.314689] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:40:38.319387] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:40:38.319548] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:40:41.324481] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:40:41.328731] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:40:41.332313] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:40:41.336979] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:40:41.337151] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:40:44.342078] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:40:44.345942] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:40:44.350541] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:40:44.354931] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:40:44.355030] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:40:47.359956] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:40:47.364323] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:40:47.368516] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:40:47.373423] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:40:47.373572] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:40:50.379465] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:40:50.385039] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:40:50.391365] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:40:50.397142] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:40:50.397264] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:40:53.402101] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:40:53.405840] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:40:53.409629] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:40:53.413207] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:40:53.413319] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:40:56.418097] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:40:56.422418] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:40:56.426379] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:40:56.430288] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:40:56.430420] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:40:59.435326] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:40:59.438765] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:40:59.442034] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:40:59.445258] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:40:59.445330] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:41:02.452112] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:41:02.458408] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:41:02.463794] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:41:02.469160] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:41:02.469312] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:41:05.474669] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:41:05.479024] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:41:05.482985] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:41:05.487020] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:41:05.487122] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:41:08.491716] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:41:08.496525] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:41:08.501538] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:41:08.505674] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:41:08.505795] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:41:11.510769] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:41:11.514473] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:41:11.518779] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:41:11.522591] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:41:11.522725] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:41:14.527920] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:41:14.532114] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:41:14.535970] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:41:14.539932] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:41:14.540036] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:41:17.544826] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:41:17.549229] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:41:17.553330] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:41:17.557590] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:41:17.557735] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:41:20.562513] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:41:20.567453] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:41:20.572219] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:41:20.576587] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:41:20.576723] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:41:23.581807] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:41:23.585932] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:41:23.589517] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:41:23.593030] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:41:23.593105] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:41:26.598174] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:41:26.602031] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:41:26.605981] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:41:26.609713] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:41:26.609800] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:41:29.616335] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:41:29.621729] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:41:29.626029] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:41:29.630271] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:41:29.630348] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:41:32.635170] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:41:32.638765] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:41:32.642334] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:41:32.645730] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:41:32.645822] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:41:35.650809] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:41:35.654887] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:41:35.658559] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:41:35.661907] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:41:35.661980] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:41:38.666951] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:41:38.671005] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:41:38.674631] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:41:38.679592] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:41:38.679740] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:41:41.684771] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:41:41.689403] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:41:41.693282] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:41:41.697135] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:41:41.697232] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:41:44.701736] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:41:44.705950] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:41:44.709792] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:41:44.713463] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:41:44.713557] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:41:47.718708] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:41:47.723934] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:41:47.727923] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:41:47.731876] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:41:47.732003] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:41:50.736917] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:41:50.741763] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:41:50.746365] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:41:50.752260] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:41:50.752358] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:41:53.758894] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:41:53.764409] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:41:53.769519] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:41:53.774667] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:41:53.774794] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:41:56.779824] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:41:56.783789] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:41:56.787155] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:41:56.791456] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:41:56.791590] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:41:59.796809] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:41:59.800837] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:41:59.804429] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:41:59.807938] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:41:59.808029] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:42:02.813664] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:42:02.818480] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:42:02.822091] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:42:02.825463] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:42:02.825536] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:42:05.831584] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:42:05.836558] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:42:05.842565] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:42:05.847208] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:42:05.847295] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:42:08.853497] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:42:08.858719] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:42:08.863100] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:42:08.867386] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:42:08.867520] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:42:11.873001] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:42:11.876744] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:42:11.880344] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:42:11.883903] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:42:11.883982] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:42:14.890716] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:42:14.896442] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:42:14.901685] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:42:14.906583] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:42:14.906730] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:42:17.911683] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:42:17.915837] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:42:17.919674] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:42:17.923540] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:42:17.923829] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:42:20.929591] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:42:20.933895] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:42:20.937839] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:42:20.941947] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:42:20.942035] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:42:23.948800] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:42:23.953868] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:42:23.958139] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:42:23.962482] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:42:23.962627] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:42:26.967027] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:42:26.970391] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:42:26.973614] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:42:26.977809] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:42:26.977879] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:42:29.984057] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:42:29.989779] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:42:29.994456] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:42:29.998887] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:42:29.999008] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:42:33.003882] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:42:33.008312] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:42:33.012236] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:42:33.017390] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:42:33.017701] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:42:36.023824] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:42:36.029394] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:42:36.033174] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:42:36.036459] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:42:36.036531] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:42:39.041026] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:42:39.044482] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:42:39.047900] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:42:39.051152] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:42:39.051228] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:42:42.056423] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:42:42.059847] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:42:42.063291] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:42:42.066782] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:42:42.066863] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:42:45.073372] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:42:45.077906] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:42:45.082496] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:42:45.086386] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:42:45.086477] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:42:48.093565] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:42:48.099479] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:42:48.103498] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:42:48.107491] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:42:48.107584] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:42:51.112986] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:42:51.147389] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:42:51.181279] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:42:51.214765] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:42:51.214868] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:42:54.219841] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:42:54.224488] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:42:54.229017] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:42:54.233036] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:42:54.233124] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:42:57.239969] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:42:57.244419] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:42:57.248226] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:42:57.252454] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:42:57.252555] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:43:00.257384] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:43:00.261357] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:43:00.265048] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:43:00.269881] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:43:00.270090] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:43:03.276263] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:43:03.280821] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:43:03.284675] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:43:03.288703] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:43:03.288829] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:43:06.295666] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:43:06.301175] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:43:06.306733] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:43:06.311306] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:43:06.311426] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:43:09.316409] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:43:09.321048] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:43:09.325144] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:43:09.328709] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:43:09.328783] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:43:12.334812] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:43:12.339387] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:43:12.343562] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:43:12.346899] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:43:12.346973] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:43:15.352159] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:43:15.356539] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:43:15.360786] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:43:15.364543] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:43:15.364616] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:43:18.370467] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:43:18.375984] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:43:18.380730] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:43:18.385612] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:43:18.385744] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:43:21.390798] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:43:21.394529] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:43:21.398493] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:43:21.402690] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:43:21.402766] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:43:24.407198] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:43:24.411307] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:43:24.414825] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:43:24.418199] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:43:24.418274] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:43:27.423469] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:43:27.428366] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:43:27.432910] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:43:27.438260] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:43:27.438413] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:43:30.444219] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:43:30.447728] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:43:30.452439] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:43:30.457192] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:43:30.457310] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:43:33.461961] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:43:33.465379] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:43:33.468732] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:43:33.472018] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:43:33.472091] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:43:36.477979] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:43:36.483339] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:43:36.488437] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:43:36.493297] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:43:36.493430] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:43:39.498229] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:43:39.501965] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:43:39.505983] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:43:39.509771] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:43:39.509845] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:43:42.514375] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:43:42.517819] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:43:42.521068] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:43:42.524389] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:43:42.524466] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:43:45.529845] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:43:45.533723] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:43:45.537415] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:43:45.541278] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:43:45.541365] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:43:48.546597] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:43:48.551046] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:43:48.555356] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:43:48.559488] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:43:48.559602] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:43:51.564127] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:43:51.567805] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:43:51.571779] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:43:51.576264] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:43:51.576413] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:43:54.581100] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:43:54.584706] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:43:54.588252] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:43:54.592353] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:43:54.592464] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:43:57.596988] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:43:57.600672] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:43:57.604214] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:43:57.607566] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:43:57.607664] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:44:00.612153] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:44:00.615782] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:44:00.619395] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:44:00.623961] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:44:00.624091] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:44:03.629160] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:44:03.632588] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:44:03.636671] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:44:03.640626] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:44:03.640741] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:44:06.645496] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:44:06.649514] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:44:06.653448] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:44:06.656946] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:44:06.657020] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:44:09.665032] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:44:09.673790] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:44:09.680271] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:44:09.686481] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:44:09.686671] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:44:12.691502] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:44:12.695108] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:44:12.698632] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:44:12.702083] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:44:12.702155] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:44:15.706741] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:44:15.710547] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:44:15.714178] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:44:15.717626] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:44:15.717714] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:44:18.723636] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:44:18.728495] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:44:18.733049] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:44:18.737219] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:44:18.737337] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:44:21.742023] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:44:21.746233] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:44:21.750550] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:44:21.755106] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:44:21.755226] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:44:24.760447] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:44:24.765095] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:44:24.769870] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:44:24.774949] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:44:24.775076] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:44:27.779858] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:44:27.783901] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:44:27.788023] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:44:27.791753] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:44:27.791845] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:44:30.797768] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:44:30.801797] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:44:30.805571] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:44:30.809304] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:44:30.809395] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:44:33.814258] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:44:33.818378] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:44:33.822633] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:44:33.827530] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:44:33.827756] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:44:36.832435] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:44:36.837338] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:44:36.842842] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:44:36.847946] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:44:36.848495] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:44:39.853265] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:44:39.857175] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:44:39.860508] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:44:39.864660] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:44:39.864781] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:44:42.869520] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:44:42.873807] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:44:42.877528] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:44:42.881321] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:44:42.881411] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:44:45.885961] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:44:45.889378] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:44:45.892979] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:44:45.896251] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:44:45.896323] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:44:48.903036] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:44:48.907246] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:44:48.911404] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:44:48.915038] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:44:48.915111] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:44:51.920013] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:44:51.923696] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:44:51.927461] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:44:51.931249] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:44:51.931323] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:44:54.935748] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:44:54.939356] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:44:54.943025] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:44:54.946508] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:44:54.946592] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:44:57.954135] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:44:57.960125] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:44:57.965570] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:44:57.970018] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:44:57.970167] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:45:00.976366] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:45:00.983625] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:45:00.991930] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:45:00.996070] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:45:00.996292] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:45:04.001529] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:45:04.005984] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:45:04.010083] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:45:04.013868] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:45:04.013969] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:45:07.020038] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:45:07.023885] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:45:07.027841] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:45:07.032371] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:45:07.032469] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:45:10.037148] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:45:10.041283] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:45:10.045317] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:45:10.049568] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:45:10.049695] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:45:13.055308] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:45:13.060350] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:45:13.065471] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:45:13.070338] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:45:13.070463] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:45:16.074884] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:45:16.078521] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:45:16.081874] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:45:16.085730] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:45:16.085858] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:45:19.090440] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:45:19.094017] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:45:19.097466] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:45:19.100992] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:45:19.101074] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:45:22.136612] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:45:22.172824] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:45:22.177768] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:45:22.181908] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:45:22.182029] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:45:25.187347] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:45:25.192702] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:45:25.197737] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:45:25.201705] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:45:25.201814] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:45:28.206804] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:45:28.211868] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:45:28.217346] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:45:28.222766] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:45:28.222888] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:45:31.228207] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:45:31.232406] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:45:31.236550] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:45:31.240682] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:45:31.240922] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:45:34.245826] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:45:34.249437] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:45:34.253166] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:45:34.258301] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:45:34.258529] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:45:37.263686] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:45:37.267620] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:45:37.270940] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:45:37.274349] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:45:37.274594] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:45:40.279381] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:45:40.284268] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:45:40.289037] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:45:40.293220] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:45:40.293310] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:45:43.299464] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:45:43.303985] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:45:43.307508] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:45:43.311998] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:45:43.312372] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:45:46.318193] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:45:46.321856] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:45:46.325569] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:45:46.329518] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:45:46.329603] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:45:49.334932] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:45:49.338990] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:45:49.343714] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:45:49.349182] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:45:49.349447] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:45:52.355728] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:45:52.360335] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:45:52.364484] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:45:52.369097] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:45:52.369239] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:45:55.374296] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:45:55.379263] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:45:55.383731] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:45:55.388535] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:45:55.388636] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:45:58.393617] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:45:58.397968] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:45:58.402255] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:45:58.406295] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:45:58.406403] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:46:01.412348] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:46:01.417034] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:46:01.421634] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:46:01.430194] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:46:01.430318] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:46:04.434730] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:46:04.439255] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:46:04.444032] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:46:04.448906] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:46:04.449022] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:46:07.455950] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:46:07.461365] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:46:07.466758] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:46:07.471634] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:46:07.471781] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:46:10.477060] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:46:10.481711] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:46:10.486693] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:46:10.491703] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:46:10.491810] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:46:13.497165] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:46:13.501300] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:46:13.504730] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:46:13.507998] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:46:13.508073] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:46:16.512795] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:46:16.516379] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:46:16.519940] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:46:16.523386] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:46:16.523468] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:46:19.528994] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:46:19.533322] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:46:19.537437] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:46:19.542036] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:46:19.542176] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:46:22.547792] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:46:22.552219] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:46:22.556537] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:46:22.560953] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:46:22.561063] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:46:25.566168] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:46:25.570025] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:46:25.573693] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:46:25.577239] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:46:25.577322] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:46:28.581899] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:46:28.585271] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:46:28.588589] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:46:28.591826] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:46:28.591896] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:46:31.597668] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:46:31.601602] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:46:31.605446] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:46:31.609187] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:46:31.609273] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:46:34.614523] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:46:34.619234] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:46:34.623217] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:46:34.626800] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:46:34.626898] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:46:37.632176] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:46:37.636679] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:46:37.640939] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:46:37.645015] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:46:37.645141] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:46:40.650067] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:46:40.654182] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:46:40.658024] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:46:40.661463] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:46:40.661535] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:46:43.666376] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:46:43.670817] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:46:43.674505] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:46:43.678367] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:46:43.678460] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:46:46.683115] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:46:46.688425] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:46:46.692380] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:46:46.695793] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:46:46.695870] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:46:49.701492] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:46:49.704970] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:46:49.708199] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:46:49.711877] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:46:49.711950] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:46:52.718835] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:46:52.724107] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:46:52.729420] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:46:52.734105] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:46:52.734195] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:46:55.739047] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:46:55.742814] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:46:55.746372] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:46:55.750565] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:46:55.750682] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:46:58.755719] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:46:58.759151] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:46:58.762450] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:46:58.765685] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:46:58.765759] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:47:01.770243] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:47:01.773706] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:47:01.777005] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:47:01.780978] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:47:01.781153] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:47:04.787134] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:47:04.791950] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:47:04.797848] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:47:04.803266] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:47:04.803400] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:47:07.809336] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:47:07.814017] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:47:07.818688] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:47:07.823125] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:47:07.823232] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:47:10.831447] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:47:10.835059] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:47:10.838438] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:47:10.841863] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:47:10.841935] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:47:13.848857] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:47:13.853330] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:47:13.856865] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:47:13.861257] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:47:13.861421] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:47:16.866679] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:47:16.870383] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:47:16.873626] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:47:16.876840] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:47:16.876912] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:47:19.881538] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:47:19.885279] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:47:19.888881] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:47:19.892452] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:47:19.892603] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:47:22.897918] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:47:22.902351] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:47:22.906424] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:47:22.910393] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:47:22.910473] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:47:25.916463] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:47:25.921755] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:47:25.925886] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:47:25.929663] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:47:25.929739] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:47:28.935072] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:47:28.938672] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:47:28.942323] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:47:28.946027] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:47:28.946105] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:47:31.951089] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:47:31.955404] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:47:31.959635] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:47:31.964053] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:47:31.964172] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:47:34.969240] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:47:34.974139] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:47:34.978249] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:47:34.981747] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:47:34.981833] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:47:37.987620] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:47:37.992311] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:47:37.996743] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:47:38.000217] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:47:38.000295] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:47:41.005748] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:47:41.009478] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:47:41.014561] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:47:41.017966] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:47:41.018039] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:47:44.023476] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:47:44.027021] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:47:44.030302] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:47:44.033719] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:47:44.033794] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:47:47.039821] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:47:47.045310] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:47:47.049788] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:47:47.053813] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:47:47.053911] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:47:50.058369] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:47:50.062022] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:47:50.065565] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:47:50.069068] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:47:50.069151] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:47:53.103502] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:47:53.138096] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:47:53.172688] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:47:53.207309] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:47:53.207446] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:47:56.214012] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:47:56.218533] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:47:56.222532] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:47:56.226145] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:47:56.226247] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:47:59.231888] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:47:59.236017] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:47:59.240349] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:47:59.244429] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:47:59.244563] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:48:02.251712] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:48:02.257232] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:48:02.263366] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:48:02.269441] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:48:02.269576] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:48:05.275027] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:48:05.279166] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:48:05.282766] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:48:05.286742] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:48:05.286849] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:48:08.293874] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:48:08.299069] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:48:08.304775] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:48:08.310351] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:48:08.310534] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:48:11.317691] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:48:11.323222] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:48:11.329122] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:48:11.334322] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:48:11.334443] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:48:14.340942] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:48:14.345212] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:48:14.349815] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:48:14.354010] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:48:14.354096] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:48:17.360447] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:48:17.364291] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:48:17.368331] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:48:17.373210] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:48:17.373372] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:48:20.378874] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:48:20.382865] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:48:20.387886] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:48:20.392954] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:48:20.393150] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:48:23.398212] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:48:23.402253] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:48:23.406100] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:48:23.411007] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:48:23.411094] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:48:26.417351] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:48:26.421260] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:48:26.426204] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:48:26.431717] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:48:26.431870] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:48:29.438318] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:48:29.443331] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:48:29.447870] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:48:29.451748] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:48:29.451867] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:48:32.457136] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:48:32.461234] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:48:32.465526] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:48:32.470212] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:48:32.470305] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:48:35.476694] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:48:35.482312] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:48:35.487527] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:48:35.492599] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:48:35.492732] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:48:38.497902] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:48:38.502348] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:48:38.505791] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:48:38.509498] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:48:38.509574] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:48:41.516175] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:48:41.521437] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:48:41.526104] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:48:41.529848] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:48:41.529926] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:48:44.535049] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:48:44.538581] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:48:44.541905] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:48:44.545502] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:48:44.545602] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:48:47.551916] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:48:47.555807] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:48:47.559208] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:48:47.562499] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:48:47.562586] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:48:50.569039] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:48:50.573762] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:48:50.578887] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:48:50.583964] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:48:50.584115] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:48:53.589696] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:48:53.593564] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:48:53.597271] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:48:53.600955] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:48:53.601033] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:48:56.606170] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:48:56.610413] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:48:56.617412] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:48:56.622211] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:48:56.622305] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:48:59.628162] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:48:59.632398] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:48:59.635991] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:48:59.639473] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:48:59.639553] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:49:02.644506] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:49:02.648880] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:49:02.652897] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:49:02.656595] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:49:02.656715] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:49:05.662955] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:49:05.669436] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:49:05.674964] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:49:05.679438] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:49:05.679519] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:49:08.684526] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:49:08.689158] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:49:08.693959] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:49:08.698827] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:49:08.699013] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:49:11.704771] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:49:11.710578] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:49:11.715108] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:49:11.719115] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:49:11.719215] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:49:14.724259] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:49:14.727704] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:49:14.730953] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:49:14.734570] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:49:14.734662] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:49:17.739258] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:49:17.743096] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:49:17.746867] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:49:17.750583] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:49:17.750687] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:49:20.755582] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:49:20.759091] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:49:20.762605] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:49:20.766884] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:49:20.767002] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:49:23.772331] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:49:23.776318] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:49:23.780161] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:49:23.784076] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:49:23.784154] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:49:26.790232] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:49:26.795328] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:49:26.799139] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:49:26.802857] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:49:26.802931] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:49:29.808374] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:49:29.812145] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:49:29.815629] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:49:29.818902] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:49:29.818977] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:49:32.824071] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:49:32.827623] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:49:32.831085] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:49:32.834479] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:49:32.834558] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:49:35.839211] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:49:35.843063] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:49:35.847112] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:49:35.850816] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:49:35.850926] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:49:38.857972] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:49:38.862444] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:49:38.865946] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:49:38.869343] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:49:38.869414] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:49:41.875453] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:49:41.880733] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:49:41.885390] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:49:41.890146] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:49:41.890314] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:49:44.896612] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:49:44.902401] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:49:44.907560] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:49:44.911704] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:49:44.911834] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:49:47.919139] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:49:47.925477] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:49:47.931010] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:49:47.935431] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:49:47.935523] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:49:50.940491] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:49:50.944054] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:49:50.947360] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:49:50.950866] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:49:50.950942] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:49:53.956207] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:49:53.960885] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:49:53.964943] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:49:53.969011] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:49:53.969108] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:49:56.975383] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:49:56.979017] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:49:56.982206] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:49:56.985363] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:49:56.985436] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:49:59.990464] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:49:59.993985] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:49:59.997294] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:50:00.000510] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:50:00.000585] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:50:03.005487] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:50:03.010105] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:50:03.014423] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:50:03.018197] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:50:03.018273] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:50:06.023726] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:50:06.028156] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:50:06.032600] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:50:06.036964] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:50:06.037057] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:50:09.041786] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:50:09.045357] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:50:09.048929] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:50:09.052455] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:50:09.052529] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:50:12.059120] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:50:12.063442] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:50:12.067095] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:50:12.071010] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:50:12.071146] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:50:15.077515] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:50:15.082613] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:50:15.087861] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:50:15.093128] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:50:15.093257] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:50:18.099684] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:50:18.104564] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:50:18.109156] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:50:18.113753] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:50:18.113854] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:50:21.119168] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:50:21.123548] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:50:21.128064] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:50:21.132913] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:50:21.133063] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:50:24.169613] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:50:24.205958] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:50:24.241913] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:50:24.278212] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:50:24.278400] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:50:27.283468] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:50:27.287982] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:50:27.292006] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:50:27.295882] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:50:27.295959] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:50:30.301960] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:50:30.305849] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:50:30.310085] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:50:30.314281] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:50:30.314370] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:50:33.319087] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:50:33.323112] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:50:33.326984] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:50:33.330719] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:50:33.330822] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:50:36.335552] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:50:36.341302] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:50:36.346507] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:50:36.351252] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:50:36.351353] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:50:39.356330] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:50:39.360391] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:50:39.364304] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:50:39.368205] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:50:39.368312] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:50:42.373867] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:50:42.377610] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:50:42.381341] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:50:42.384832] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:50:42.384909] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:50:45.389822] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:50:45.393513] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:50:45.397411] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:50:45.401126] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:50:45.401209] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:50:48.405778] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:50:48.409296] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:50:48.412608] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:50:48.416189] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:50:48.416268] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:50:51.421794] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:50:51.425706] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:50:51.429341] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:50:51.432849] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:50:51.432986] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:50:54.438757] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:50:54.443071] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:50:54.447595] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:50:54.452677] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:50:54.452756] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:50:57.459028] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:50:57.464474] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:50:57.469802] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:50:57.474923] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:50:57.475048] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:51:00.480381] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:51:00.484562] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:51:00.488450] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:51:00.493473] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:51:00.493681] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:51:03.498497] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:51:03.502341] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:51:03.505990] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:51:03.510306] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:51:03.510427] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:51:06.515837] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:51:06.520007] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:51:06.523990] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:51:06.527774] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:51:06.527865] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:51:09.533312] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:51:09.537824] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:51:09.541894] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:51:09.545495] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:51:09.545571] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:51:12.551516] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:51:12.558095] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:51:12.563780] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:51:12.567807] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:51:12.567880] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:51:15.574411] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:51:15.579585] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:51:15.584196] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:51:15.588798] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:51:15.588889] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:51:18.594995] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:51:18.601047] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:51:18.605145] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:51:18.609083] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:51:18.609174] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:51:21.615241] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:51:21.619073] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:51:21.622571] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:51:21.625978] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:51:21.626052] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:51:24.633197] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:51:24.638325] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:51:24.643569] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:51:24.648943] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:51:24.649095] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:51:27.655178] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:51:27.659687] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:51:27.663658] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:51:27.667547] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:51:27.667671] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:51:30.674027] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:51:30.679872] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:51:30.683694] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:51:30.687304] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:51:30.687395] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:51:33.692319] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:51:33.696544] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:51:33.701669] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:51:33.706298] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:51:33.706389] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:51:36.712117] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:51:36.716126] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:51:36.719785] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:51:36.723433] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:51:36.723531] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:51:39.728281] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:51:39.732082] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:51:39.736178] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:51:39.740200] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:51:39.740309] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:51:42.745152] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:51:42.749495] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:51:42.753174] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:51:42.757127] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:51:42.757254] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:51:45.762880] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:51:45.767424] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:51:45.772152] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:51:45.776321] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:51:45.776409] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:51:48.782097] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:51:48.786941] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:51:48.790634] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:51:48.794096] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:51:48.794171] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:51:51.799636] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:51:51.803202] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:51:51.806836] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:51:51.810104] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:51:51.810184] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:51:54.817173] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:51:54.822385] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:51:54.828013] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:51:54.832577] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:51:54.832705] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:51:57.838152] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:51:57.842775] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:51:57.847127] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:51:57.851053] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:51:57.851153] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:52:00.857732] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:52:00.862668] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:52:00.867842] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:52:00.872959] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:52:00.873057] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:52:03.877823] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:52:03.881183] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:52:03.884395] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:52:03.887618] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:52:03.887707] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:52:06.893959] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:52:06.899912] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:52:06.905152] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:52:06.909364] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:52:06.909459] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:52:09.914102] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:52:09.917890] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:52:09.921615] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:52:09.925287] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:52:09.925373] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:52:12.930686] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:52:12.934695] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:52:12.939007] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:52:12.942740] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:52:12.942826] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:52:15.948234] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:52:15.952171] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:52:15.956803] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:52:15.961005] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:52:15.961107] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:52:18.966485] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:52:18.970490] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:52:18.974096] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:52:18.977579] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:52:18.977681] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:52:21.982437] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:52:21.986033] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:52:21.989425] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:52:21.992679] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:52:21.992750] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:52:24.999213] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:52:25.003732] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:52:25.008509] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:52:25.044149] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:52:25.044345] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:52:28.049781] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:52:28.053719] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:52:28.058076] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:52:28.062230] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:52:28.062389] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:52:31.068264] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:52:31.074071] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:52:31.078813] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:52:31.083668] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:52:31.083829] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:52:34.088611] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:52:34.091957] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:52:34.095232] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:52:34.098481] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:52:34.098552] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:52:37.103515] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:52:37.107064] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:52:37.111410] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:52:37.115524] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:52:37.115621] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:52:40.121543] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:52:40.125424] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:52:40.129254] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:52:40.133129] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:52:40.133225] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:52:43.139345] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:52:43.143387] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:52:43.147251] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:52:43.150707] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:52:43.150778] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:52:46.156369] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:52:46.160488] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:52:46.164075] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:52:46.167400] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:52:46.167472] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:52:49.172729] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:52:49.178117] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:52:49.183031] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:52:49.187286] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:52:49.187375] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:52:52.193378] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:52:52.198337] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:52:52.202250] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:52:52.205939] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:52:52.206037] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:52:55.211786] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:52:55.217026] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:52:55.222380] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:52:55.227193] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:52:55.227330] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:52:58.232265] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:52:58.237033] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:52:58.241735] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:52:58.246984] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:52:58.247188] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:53:01.252662] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:53:01.256413] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:53:01.259877] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:53:01.263081] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:53:01.263153] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:53:04.270359] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:53:04.275390] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:53:04.280565] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:53:04.285542] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:53:04.285673] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:53:07.290623] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:53:07.295052] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:53:07.298597] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:53:07.302517] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:53:07.302590] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:53:10.308504] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:53:10.314463] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:53:10.320115] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:53:10.325580] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:53:10.325717] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:53:13.330732] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:53:13.334286] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:53:13.338151] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:53:13.341797] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:53:13.341893] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:53:16.347025] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:53:16.350911] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:53:16.354408] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:53:16.358074] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:53:16.358154] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:53:19.363205] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:53:19.367656] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:53:19.371857] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:53:19.375477] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:53:19.375551] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:53:22.380875] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:53:22.385847] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:53:22.389229] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:53:22.392474] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:53:22.392547] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:53:25.398224] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:53:25.404204] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:53:25.410168] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:53:25.415089] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:53:25.415314] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:53:28.420123] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:53:28.423578] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:53:28.427176] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:53:28.430628] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:53:28.430719] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:53:31.435763] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:53:31.439495] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:53:31.443124] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:53:31.446684] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:53:31.446765] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:53:34.456883] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:53:34.460931] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:53:34.465267] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:53:34.470554] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:53:34.470723] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:53:37.476099] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:53:37.480557] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:53:37.485791] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:53:37.490403] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:53:37.490527] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:53:40.495708] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:53:40.499430] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:53:40.502881] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:53:40.506241] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:53:40.506313] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:53:43.510932] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:53:43.514355] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:53:43.517661] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:53:43.520985] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:53:43.521059] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:53:46.526326] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:53:46.530994] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:53:46.536137] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:53:46.540582] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:53:46.540712] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:53:49.545757] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:53:49.549438] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:53:49.552814] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:53:49.557536] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:53:49.557670] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:53:52.562293] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:53:52.565730] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:53:52.568989] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:53:52.572441] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:53:52.572518] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:53:55.578699] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:53:55.583008] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:53:55.589251] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:53:55.594734] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:53:55.594915] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:53:58.600336] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:53:58.604330] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:53:58.607821] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:53:58.611429] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:53:58.611520] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:54:01.616137] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:54:01.620202] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:54:01.623988] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:54:01.627890] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:54:01.628114] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:54:04.634669] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:54:04.640719] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:54:04.646110] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:54:04.651421] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:54:04.651529] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:54:07.656879] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:54:07.661822] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:54:07.666693] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:54:07.671816] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:54:07.671928] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:54:10.676526] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:54:10.680273] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:54:10.683813] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:54:10.687285] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:54:10.687379] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:54:13.693769] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:54:13.698064] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:54:13.701808] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:54:13.705387] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:54:13.705460] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:54:16.710945] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:54:16.715488] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:54:16.719464] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:54:16.723125] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:54:16.723204] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:54:19.728053] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:54:19.731593] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:54:19.735042] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:54:19.738367] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:54:19.738443] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:54:22.743669] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:54:22.747277] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:54:22.750660] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:54:22.754030] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:54:22.754109] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:54:25.759624] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:54:25.763980] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:54:25.768243] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:54:25.772215] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:54:25.772296] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:54:28.777621] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:54:28.781615] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:54:28.785563] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:54:28.789323] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:54:28.789394] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:54:31.794969] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:54:31.798716] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:54:31.802211] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:54:31.805561] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:54:31.805635] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:54:34.810600] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:54:34.814551] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:54:34.818350] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:54:34.821981] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:54:34.822062] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:54:37.828167] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:54:37.832992] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:54:37.837441] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:54:37.841132] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:54:37.841228] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:54:40.845895] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:54:40.850263] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:54:40.853960] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:54:40.857385] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:54:40.857462] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:54:43.862632] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:54:43.866768] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:54:43.870443] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:54:43.873786] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:54:43.873863] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:54:46.878986] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:54:46.882771] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:54:46.886095] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:54:46.889411] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:54:46.889489] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:54:49.894974] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:54:49.900126] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:54:49.905021] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:54:49.908769] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:54:49.908857] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:54:52.915946] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:54:52.921571] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:54:52.926168] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:54:52.932184] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:54:52.932334] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:54:55.938995] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:54:55.943521] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:54:55.948022] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:54:55.953400] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:54:55.953499] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:54:58.959075] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:54:58.963518] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:54:58.967399] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:54:58.971328] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:54:58.971427] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:55:01.977385] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:55:01.982164] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:55:01.986104] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:55:01.990097] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:55:01.990306] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:55:04.996027] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:55:05.000875] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:55:05.005410] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:55:05.009909] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:55:05.010040] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:55:08.015314] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:55:08.020134] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:55:08.024106] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:55:08.028003] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:55:08.028112] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:55:11.033585] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:55:11.038127] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:55:11.042398] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:55:11.046513] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:55:11.046679] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:55:14.052115] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:55:14.055583] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:55:14.058940] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:55:14.062453] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:55:14.062523] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:55:17.067455] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:55:17.071464] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:55:17.075489] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:55:17.079724] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:55:17.079818] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:55:20.086147] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:55:20.091296] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:55:20.095617] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:55:20.099835] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:55:20.099919] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:55:23.105050] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:55:23.109558] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:55:23.114284] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:55:23.118530] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:55:23.118609] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:55:26.153839] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:55:26.187287] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:55:26.220742] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:55:26.254791] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:55:26.254895] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:55:29.260661] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:55:29.265218] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:55:29.269890] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:55:29.274448] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:55:29.274575] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:55:32.280586] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:55:32.284066] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:55:32.287306] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:55:32.290951] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:55:32.291021] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:55:35.296092] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:55:35.300273] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:55:35.303806] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:55:35.307793] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:55:35.307914] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:55:38.314656] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:55:38.319672] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:55:38.323977] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:55:38.327427] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:55:38.327528] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:55:41.332635] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:55:41.336848] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:55:41.341191] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:55:41.345447] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:55:41.345565] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:55:44.351849] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:55:44.357549] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:55:44.362129] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:55:44.366097] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:55:44.366202] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:55:47.373893] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:55:47.379364] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:55:47.384103] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:55:47.388496] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:55:47.388638] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:55:50.394587] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-25T17:55:50.398914] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:55:50.402608] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:55:50.406273] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:55:50.406360] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-25T17:55:53.411056] [WARN ] [tdm-status] Service 'tdm' is not running.
[2025-11-25T17:55:53.414694] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T17:55:53.418274] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T17:55:53.421679] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T17:55:53.424988] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T17:55:53.425249] [WARN ] [STATE     ] State set to: RUNNING
[2025-11-25T17:55:53.425316] [INFO ] [CACHE     ] Starting cache update
[2025-11-25T17:55:53.425356] [DEBUG] [REMOTE    ] Fetching unscheduled blackout dates from 'https://tdm.silogroup.org/cache/unscheduled_blackouts.txt'.
[2025-11-25T17:55:53.428610] [DEBUG] [REMOTE    ] Fetched 1 unscheduled blackout dates.
[2025-11-25T17:55:53.428892] [DEBUG] [LOCAL     ] Cached 1 unscheduled blackout dates
[2025-11-25T17:55:53.428938] [INFO ] [CACHE     ] Cache update completed successfully
[2025-11-25T17:55:53.428970] [INFO ] [sig       ] Resuming configuration (only processing symbols without existing configuration)
[2025-11-25T17:55:53.429003] [DEBUG] [REMOTE    ] Fetching current symbols from directory listing at 'https://tdm.silogroup.org/data/derivative_storage'.
[2025-11-25T17:55:53.550773] [DEBUG] [REMOTE    ] Fetched 4173 unique symbols from directory listing.
[2025-11-25T17:55:53.561300] [DEBUG] [LOCAL     ] No files to prune - all symbols are valid
[2025-11-25T17:55:53.563162] [INFO ] [sig       ] Skipping 2057 symbols with existing configuration
[2025-11-25T17:55:53.564958] [INFO ] [sig       ] Found 2116 active symbols to configure
[2025-11-25T17:55:53.565447] [INFO ] [sig       ] [1/2116] Configuring AAL...
[2025-11-25T17:55:53.565490] [INFO ] [CONFIGURE ] AAL: Configurate test run.
[2025-11-25T17:55:53.565526] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AAL' from 'https://tdm.silogroup.org/data/derivative_storage/AAL.csv'.
[2025-11-25T17:55:53.580604] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AAL'.
[2025-11-25T17:55:53.580973] [INFO ] [CONFIGURE ] AAL: Testing with 29 available features
[2025-11-25T17:55:53.581023] [INFO ] [CONFIGURE ] AAL: Establishing baseline with no features...
[2025-11-25T17:55:53.723820] [DEBUG] [FORECASTER] AAL: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T17:55:53.863038] [DEBUG] [FORECASTER] AAL: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T17:55:54.048544] [DEBUG] [FORECASTER] AAL: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T17:55:54.208821] [DEBUG] [FORECASTER] AAL: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T17:55:54.366979] [DEBUG] [FORECASTER] AAL: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T17:55:54.537873] [DEBUG] [FORECASTER] AAL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T17:55:54.697610] [DEBUG] [FORECASTER] AAL: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T17:55:54.853354] [DEBUG] [FORECASTER] AAL: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T17:55:55.016340] [DEBUG] [FORECASTER] AAL: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-25T17:55:55.176819] [DEBUG] [FORECASTER] AAL: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T17:55:55.176945] [INFO ] [CONFIGURE ] AAL: Baseline score (no features): 60.00%
[2025-11-25T17:55:55.176991] [INFO ] [CONFIGURE ] AAL: Testing feature 1/29: add_bollinger_bands
[2025-11-25T17:55:55.177042] [INFO ] [CONFIGURE ] AAL: Testing with features: ['add_bollinger_bands']
[2025-11-25T17:55:55.374416] [DEBUG] [FORECASTER] AAL: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T17:55:55.573373] [DEBUG] [FORECASTER] AAL: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T17:55:55.776070] [DEBUG] [FORECASTER] AAL: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T17:55:55.965435] [DEBUG] [FORECASTER] AAL: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T17:55:56.173823] [DEBUG] [FORECASTER] AAL: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T17:55:56.371144] [DEBUG] [FORECASTER] AAL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T17:55:56.564745] [DEBUG] [FORECASTER] AAL: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T17:55:56.756670] [DEBUG] [FORECASTER] AAL: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T17:55:56.946819] [DEBUG] [FORECASTER] AAL: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T17:55:57.132321] [DEBUG] [FORECASTER] AAL: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T17:55:57.132460] [INFO ] [CONFIGURE ] AAL: KEPT add_bollinger_bands (score: 70.00%)
[2025-11-25T17:55:57.132506] [INFO ] [CONFIGURE ] JOB ETA: 33.3h | Avg: 2.0s/test | Remaining: 61363 tests
[2025-11-25T17:55:57.132542] [INFO ] [CONFIGURE ] AAL: Testing feature 2/29: add_cumulative_delta
[2025-11-25T17:55:57.132575] [INFO ] [CONFIGURE ] AAL: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta']
[2025-11-25T17:55:57.340101] [DEBUG] [FORECASTER] AAL: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T17:55:57.548075] [DEBUG] [FORECASTER] AAL: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T17:55:57.757500] [DEBUG] [FORECASTER] AAL: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T17:55:57.968403] [DEBUG] [FORECASTER] AAL: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T17:55:58.188067] [DEBUG] [FORECASTER] AAL: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T17:55:58.411638] [DEBUG] [FORECASTER] AAL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T17:55:58.641612] [DEBUG] [FORECASTER] AAL: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T17:55:58.864887] [DEBUG] [FORECASTER] AAL: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T17:55:59.097922] [DEBUG] [FORECASTER] AAL: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-25T17:55:59.329345] [DEBUG] [FORECASTER] AAL: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T17:55:59.329505] [INFO ] [CONFIGURE ] AAL: DISCARDED add_cumulative_delta (score: 50.00%)
[2025-11-25T17:55:59.329559] [INFO ] [CONFIGURE ] JOB ETA: 35.4h | Avg: 2.1s/test | Remaining: 61362 tests
[2025-11-25T17:55:59.329603] [INFO ] [CONFIGURE ] AAL: Testing feature 3/29: add_daily_returns
[2025-11-25T17:55:59.329664] [INFO ] [CONFIGURE ] AAL: Testing with features: ['add_bollinger_bands', 'add_daily_returns']
[2025-11-25T17:55:59.532157] [DEBUG] [FORECASTER] AAL: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T17:55:59.738223] [DEBUG] [FORECASTER] AAL: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T17:55:59.951455] [DEBUG] [FORECASTER] AAL: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T17:56:00.770618] [DEBUG] [FORECASTER] AAL: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T17:56:00.994862] [DEBUG] [FORECASTER] AAL: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T17:56:01.311172] [DEBUG] [FORECASTER] AAL: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T17:56:01.519698] [DEBUG] [FORECASTER] AAL: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T17:56:01.742964] [DEBUG] [FORECASTER] AAL: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T17:56:01.957686] [DEBUG] [FORECASTER] AAL: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T17:56:02.165840] [DEBUG] [FORECASTER] AAL: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T17:56:02.166005] [INFO ] [CONFIGURE ] AAL: DISCARDED add_daily_returns (score: 40.00%)
[2025-11-25T17:56:02.166065] [INFO ] [CONFIGURE ] JOB ETA: 39.7h | Avg: 2.3s/test | Remaining: 61361 tests
[2025-11-25T17:56:02.166112] [INFO ] [CONFIGURE ] AAL: Testing feature 4/29: add_ema
[2025-11-25T17:56:02.166146] [INFO ] [CONFIGURE ] AAL: Testing with features: ['add_bollinger_bands', 'add_ema']
[2025-11-25T17:56:02.419226] [DEBUG] [FORECASTER] AAL: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T17:56:02.667407] [DEBUG] [FORECASTER] AAL: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T17:56:02.932236] [DEBUG] [FORECASTER] AAL: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T17:56:03.167948] [DEBUG] [FORECASTER] AAL: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T17:56:03.405200] [DEBUG] [FORECASTER] AAL: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T17:56:03.638889] [DEBUG] [FORECASTER] AAL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T17:56:03.881938] [DEBUG] [FORECASTER] AAL: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T17:56:04.125327] [DEBUG] [FORECASTER] AAL: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T17:56:04.387469] [DEBUG] [FORECASTER] AAL: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-25T17:56:04.624521] [DEBUG] [FORECASTER] AAL: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T17:56:04.624738] [INFO ] [CONFIGURE ] AAL: DISCARDED add_ema (score: 40.00%)
[2025-11-25T17:56:04.624787] [INFO ] [CONFIGURE ] JOB ETA: 40.3h | Avg: 2.4s/test | Remaining: 61360 tests
[2025-11-25T17:56:04.624825] [INFO ] [CONFIGURE ] AAL: Testing feature 5/29: add_exhaustion_signals
[2025-11-25T17:56:04.624859] [INFO ] [CONFIGURE ] AAL: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals']
[2025-11-25T17:56:04.862319] [DEBUG] [FORECASTER] AAL: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T17:56:05.117522] [DEBUG] [FORECASTER] AAL: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T17:56:05.399775] [DEBUG] [FORECASTER] AAL: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T17:56:05.653803] [DEBUG] [FORECASTER] AAL: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T17:56:05.959365] [DEBUG] [FORECASTER] AAL: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T17:56:06.221061] [DEBUG] [FORECASTER] AAL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T17:56:06.467309] [DEBUG] [FORECASTER] AAL: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T17:56:06.716860] [DEBUG] [FORECASTER] AAL: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T17:56:06.963237] [DEBUG] [FORECASTER] AAL: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-25T17:56:07.210724] [DEBUG] [FORECASTER] AAL: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T17:56:07.210925] [INFO ] [CONFIGURE ] AAL: DISCARDED add_exhaustion_signals (score: 60.00%)
[2025-11-25T17:56:07.210974] [INFO ] [CONFIGURE ] JOB ETA: 41.0h | Avg: 2.4s/test | Remaining: 61359 tests
[2025-11-25T17:56:07.211009] [INFO ] [CONFIGURE ] AAL: Testing feature 6/29: add_failed_moves
[2025-11-25T17:56:07.211041] [INFO ] [CONFIGURE ] AAL: Testing with features: ['add_bollinger_bands', 'add_failed_moves']
[2025-11-25T17:56:07.412725] [DEBUG] [FORECASTER] AAL: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T17:56:07.619897] [DEBUG] [FORECASTER] AAL: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T17:56:07.829501] [DEBUG] [FORECASTER] AAL: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T17:56:08.035889] [DEBUG] [FORECASTER] AAL: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T17:56:08.241379] [DEBUG] [FORECASTER] AAL: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T17:56:08.447440] [DEBUG] [FORECASTER] AAL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T17:56:08.662699] [DEBUG] [FORECASTER] AAL: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T17:56:08.922418] [DEBUG] [FORECASTER] AAL: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T17:56:09.173084] [DEBUG] [FORECASTER] AAL: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T17:56:09.392155] [DEBUG] [FORECASTER] AAL: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T17:56:09.392311] [INFO ] [CONFIGURE ] AAL: DISCARDED add_failed_moves (score: 50.00%)
[2025-11-25T17:56:09.392356] [INFO ] [CONFIGURE ] JOB ETA: 40.4h | Avg: 2.4s/test | Remaining: 61358 tests
[2025-11-25T17:56:09.392391] [INFO ] [CONFIGURE ] AAL: Testing feature 7/29: add_lag_shelf
[2025-11-25T17:56:09.392424] [INFO ] [CONFIGURE ] AAL: Testing with features: ['add_bollinger_bands', 'add_lag_shelf']
[2025-11-25T17:56:09.582631] [DEBUG] [FORECASTER] AAL: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T17:56:09.773501] [DEBUG] [FORECASTER] AAL: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T17:56:09.963386] [DEBUG] [FORECASTER] AAL: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T17:56:10.154613] [DEBUG] [FORECASTER] AAL: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T17:56:10.344407] [DEBUG] [FORECASTER] AAL: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T17:56:10.535896] [DEBUG] [FORECASTER] AAL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T17:56:10.726661] [DEBUG] [FORECASTER] AAL: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T17:56:10.924048] [DEBUG] [FORECASTER] AAL: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T17:56:11.113553] [DEBUG] [FORECASTER] AAL: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T17:56:11.304444] [DEBUG] [FORECASTER] AAL: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T17:56:11.304599] [INFO ] [CONFIGURE ] AAL: DISCARDED add_lag_shelf (score: 50.00%)
[2025-11-25T17:56:11.304791] [INFO ] [CONFIGURE ] JOB ETA: 39.3h | Avg: 2.3s/test | Remaining: 61357 tests
[2025-11-25T17:56:11.304840] [INFO ] [CONFIGURE ] AAL: Testing feature 8/29: add_macd
[2025-11-25T17:56:11.304873] [INFO ] [CONFIGURE ] AAL: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd']
[2025-11-25T17:56:11.578605] [DEBUG] [FORECASTER] AAL: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T17:56:11.851966] [DEBUG] [FORECASTER] AAL: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T17:56:12.133349] [DEBUG] [FORECASTER] AAL: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T17:56:12.426622] [DEBUG] [FORECASTER] AAL: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T17:56:12.694305] [DEBUG] [FORECASTER] AAL: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T17:56:12.971560] [DEBUG] [FORECASTER] AAL: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T17:56:13.251549] [DEBUG] [FORECASTER] AAL: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T17:56:13.548933] [DEBUG] [FORECASTER] AAL: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T17:56:13.838891] [DEBUG] [FORECASTER] AAL: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-25T17:56:14.136667] [DEBUG] [FORECASTER] AAL: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T17:56:14.136973] [INFO ] [CONFIGURE ] AAL: DISCARDED add_macd (score: 20.00%)
[2025-11-25T17:56:14.137023] [INFO ] [CONFIGURE ] JOB ETA: 40.4h | Avg: 2.4s/test | Remaining: 61356 tests
[2025-11-25T17:56:14.137058] [INFO ] [CONFIGURE ] AAL: Testing feature 9/29: add_mfi
[2025-11-25T17:56:14.137090] [INFO ] [CONFIGURE ] AAL: Testing with features: ['add_bollinger_bands', 'add_mfi']
[2025-11-25T17:56:14.346038] [DEBUG] [FORECASTER] AAL: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T17:56:14.555705] [DEBUG] [FORECASTER] AAL: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T17:56:14.766209] [DEBUG] [FORECASTER] AAL: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T17:56:14.976759] [DEBUG] [FORECASTER] AAL: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T17:56:15.183090] [DEBUG] [FORECASTER] AAL: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T17:56:15.393541] [DEBUG] [FORECASTER] AAL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T17:56:15.606685] [DEBUG] [FORECASTER] AAL: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T17:56:15.814936] [DEBUG] [FORECASTER] AAL: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T17:56:16.021630] [DEBUG] [FORECASTER] AAL: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T17:56:16.230764] [DEBUG] [FORECASTER] AAL: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T17:56:16.230932] [INFO ] [CONFIGURE ] AAL: DISCARDED add_mfi (score: 50.00%)
[2025-11-25T17:56:16.230977] [INFO ] [CONFIGURE ] JOB ETA: 39.9h | Avg: 2.3s/test | Remaining: 61355 tests
[2025-11-25T17:56:16.231011] [INFO ] [CONFIGURE ] AAL: Testing feature 10/29: add_momentum_acceleration
[2025-11-25T17:56:16.231043] [INFO ] [CONFIGURE ] AAL: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-11-25T17:56:16.514892] [DEBUG] [FORECASTER] AAL: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T17:56:16.798515] [DEBUG] [FORECASTER] AAL: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T17:56:17.094145] [DEBUG] [FORECASTER] AAL: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T17:56:17.396059] [DEBUG] [FORECASTER] AAL: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T17:56:17.703526] [DEBUG] [FORECASTER] AAL: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T17:56:17.995292] [DEBUG] [FORECASTER] AAL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T17:56:18.283665] [DEBUG] [FORECASTER] AAL: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T17:56:18.567775] [DEBUG] [FORECASTER] AAL: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T17:56:18.856601] [DEBUG] [FORECASTER] AAL: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-25T17:56:19.155903] [DEBUG] [FORECASTER] AAL: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T17:56:19.156088] [INFO ] [CONFIGURE ] AAL: DISCARDED add_momentum_acceleration (score: 50.00%)
[2025-11-25T17:56:19.156133] [INFO ] [CONFIGURE ] JOB ETA: 40.9h | Avg: 2.4s/test | Remaining: 61354 tests
[2025-11-25T17:56:19.156168] [INFO ] [CONFIGURE ] AAL: Testing feature 11/29: add_obv_daily
[2025-11-25T17:56:19.156199] [INFO ] [CONFIGURE ] AAL: Testing with features: ['add_bollinger_bands', 'add_obv_daily']
[2025-11-25T17:56:19.374230] [DEBUG] [FORECASTER] AAL: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0
[2025-11-25T17:56:19.591953] [DEBUG] [FORECASTER] AAL: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T17:56:19.812485] [DEBUG] [FORECASTER] AAL: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T17:56:20.031294] [DEBUG] [FORECASTER] AAL: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T17:56:20.255084] [DEBUG] [FORECASTER] AAL: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T17:56:20.473486] [DEBUG] [FORECASTER] AAL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T17:56:20.693024] [DEBUG] [FORECASTER] AAL: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T17:56:20.911744] [DEBUG] [FORECASTER] AAL: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T17:56:21.154766] [DEBUG] [FORECASTER] AAL: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T17:56:21.377311] [DEBUG] [FORECASTER] AAL: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T17:56:21.377476] [INFO ] [CONFIGURE ] AAL: DISCARDED add_obv_daily (score: 70.00%)
[2025-11-25T17:56:21.377539] [INFO ] [CONFIGURE ] JOB ETA: 40.6h | Avg: 2.4s/test | Remaining: 61353 tests
[2025-11-25T17:56:21.377575] [INFO ] [CONFIGURE ] AAL: Testing feature 12/29: add_obv_interval
[2025-11-25T17:56:21.377608] [INFO ] [CONFIGURE ] AAL: Testing with features: ['add_bollinger_bands', 'add_obv_interval']
[2025-11-25T17:56:21.587085] [DEBUG] [FORECASTER] AAL: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T17:56:21.802209] [DEBUG] [FORECASTER] AAL: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T17:56:22.021746] [DEBUG] [FORECASTER] AAL: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T17:56:22.241261] [DEBUG] [FORECASTER] AAL: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T17:56:22.457676] [DEBUG] [FORECASTER] AAL: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T17:56:22.675615] [DEBUG] [FORECASTER] AAL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T17:56:22.898617] [DEBUG] [FORECASTER] AAL: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T17:56:23.141097] [DEBUG] [FORECASTER] AAL: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T17:56:23.371840] [DEBUG] [FORECASTER] AAL: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-25T17:56:23.598734] [DEBUG] [FORECASTER] AAL: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T17:56:23.598895] [INFO ] [CONFIGURE ] AAL: DISCARDED add_obv_interval (score: 50.00%)
[2025-11-25T17:56:23.598941] [INFO ] [CONFIGURE ] JOB ETA: 40.4h | Avg: 2.4s/test | Remaining: 61352 tests
[2025-11-25T17:56:23.598997] [INFO ] [CONFIGURE ] AAL: Testing feature 13/29: add_opening_strength
[2025-11-25T17:56:23.599032] [INFO ] [CONFIGURE ] AAL: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_opening_strength']
[2025-11-25T17:56:23.844152] [DEBUG] [FORECASTER] AAL: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T17:56:24.115071] [DEBUG] [FORECASTER] AAL: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T17:56:24.364013] [DEBUG] [FORECASTER] AAL: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T17:56:24.615921] [DEBUG] [FORECASTER] AAL: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T17:56:24.868533] [DEBUG] [FORECASTER] AAL: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T17:56:25.124753] [DEBUG] [FORECASTER] AAL: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T17:56:25.383829] [DEBUG] [FORECASTER] AAL: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T17:56:25.640924] [DEBUG] [FORECASTER] AAL: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T17:56:25.898251] [DEBUG] [FORECASTER] AAL: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T17:56:26.148073] [DEBUG] [FORECASTER] AAL: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T17:56:26.148225] [INFO ] [CONFIGURE ] AAL: DISCARDED add_opening_strength (score: 50.00%)
[2025-11-25T17:56:26.148271] [INFO ] [CONFIGURE ] JOB ETA: 40.6h | Avg: 2.4s/test | Remaining: 61351 tests
[2025-11-25T17:56:26.148305] [INFO ] [CONFIGURE ] AAL: Testing feature 14/29: add_order_flow_imbalance
[2025-11-25T17:56:26.148379] [INFO ] [CONFIGURE ] AAL: Testing with features: ['add_bollinger_bands', 'add_order_flow_imbalance']
[2025-11-25T17:56:26.391706] [DEBUG] [FORECASTER] AAL: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T17:56:26.629097] [DEBUG] [FORECASTER] AAL: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T17:56:26.869666] [DEBUG] [FORECASTER] AAL: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T17:56:27.111727] [DEBUG] [FORECASTER] AAL: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T17:56:27.370664] [DEBUG] [FORECASTER] AAL: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T17:56:27.621823] [DEBUG] [FORECASTER] AAL: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T17:56:27.861995] [DEBUG] [FORECASTER] AAL: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T17:56:28.095118] [DEBUG] [FORECASTER] AAL: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T17:56:28.336898] [DEBUG] [FORECASTER] AAL: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T17:56:28.562006] [DEBUG] [FORECASTER] AAL: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T17:56:28.562153] [INFO ] [CONFIGURE ] AAL: DISCARDED add_order_flow_imbalance (score: 70.00%)
[2025-11-25T17:56:28.562196] [INFO ] [CONFIGURE ] JOB ETA: 40.6h | Avg: 2.4s/test | Remaining: 61350 tests
[2025-11-25T17:56:28.562230] [INFO ] [CONFIGURE ] AAL: Testing feature 15/29: add_pbf_morning_momentum
[2025-11-25T17:56:28.562262] [INFO ] [CONFIGURE ] AAL: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum']
[2025-11-25T17:56:28.751413] [DEBUG] [FORECASTER] AAL: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T17:56:28.938506] [DEBUG] [FORECASTER] AAL: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T17:56:29.126532] [DEBUG] [FORECASTER] AAL: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T17:56:29.313172] [DEBUG] [FORECASTER] AAL: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T17:56:29.508858] [DEBUG] [FORECASTER] AAL: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T17:56:29.707031] [DEBUG] [FORECASTER] AAL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T17:56:29.913968] [DEBUG] [FORECASTER] AAL: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T17:56:30.115998] [DEBUG] [FORECASTER] AAL: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T17:56:30.344064] [DEBUG] [FORECASTER] AAL: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-25T17:56:30.540162] [DEBUG] [FORECASTER] AAL: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T17:56:30.540322] [INFO ] [CONFIGURE ] AAL: DISCARDED add_pbf_morning_momentum (score: 50.00%)
[2025-11-25T17:56:30.540369] [INFO ] [CONFIGURE ] JOB ETA: 40.2h | Avg: 2.4s/test | Remaining: 61349 tests
[2025-11-25T17:56:30.540404] [INFO ] [CONFIGURE ] AAL: Testing feature 16/29: add_pbf_overnight_gap
[2025-11-25T17:56:30.540437] [INFO ] [CONFIGURE ] AAL: Testing with features: ['add_bollinger_bands', 'add_pbf_overnight_gap']
[2025-11-25T17:56:30.757524] [DEBUG] [FORECASTER] AAL: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T17:56:30.967506] [DEBUG] [FORECASTER] AAL: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T17:56:31.181447] [DEBUG] [FORECASTER] AAL: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T17:56:31.402003] [DEBUG] [FORECASTER] AAL: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T17:56:31.634220] [DEBUG] [FORECASTER] AAL: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T17:56:31.858520] [DEBUG] [FORECASTER] AAL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T17:56:32.076386] [DEBUG] [FORECASTER] AAL: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T17:56:32.294340] [DEBUG] [FORECASTER] AAL: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T17:56:32.516921] [DEBUG] [FORECASTER] AAL: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-25T17:56:32.762418] [DEBUG] [FORECASTER] AAL: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T17:56:32.762571] [INFO ] [CONFIGURE ] AAL: DISCARDED add_pbf_overnight_gap (score: 50.00%)
[2025-11-25T17:56:32.762617] [INFO ] [CONFIGURE ] JOB ETA: 40.0h | Avg: 2.3s/test | Remaining: 61348 tests
[2025-11-25T17:56:32.762673] [INFO ] [CONFIGURE ] AAL: Testing feature 17/29: add_pbf_return_2d
[2025-11-25T17:56:32.762708] [INFO ] [CONFIGURE ] AAL: Testing with features: ['add_bollinger_bands', 'add_pbf_return_2d']
[2025-11-25T17:56:32.991408] [DEBUG] [FORECASTER] AAL: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T17:56:33.214257] [DEBUG] [FORECASTER] AAL: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T17:56:33.437470] [DEBUG] [FORECASTER] AAL: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T17:56:33.664509] [DEBUG] [FORECASTER] AAL: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T17:56:33.895107] [DEBUG] [FORECASTER] AAL: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T17:56:34.120009] [DEBUG] [FORECASTER] AAL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T17:56:34.350779] [DEBUG] [FORECASTER] AAL: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T17:56:34.582555] [DEBUG] [FORECASTER] AAL: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T17:56:34.810430] [DEBUG] [FORECASTER] AAL: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T17:56:35.038512] [DEBUG] [FORECASTER] AAL: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T17:56:35.038687] [INFO ] [CONFIGURE ] AAL: DISCARDED add_pbf_return_2d (score: 60.00%)
[2025-11-25T17:56:35.038737] [INFO ] [CONFIGURE ] JOB ETA: 40.0h | Avg: 2.3s/test | Remaining: 61347 tests
[2025-11-25T17:56:35.038774] [INFO ] [CONFIGURE ] AAL: Testing feature 18/29: add_pbf_volatility_5d
[2025-11-25T17:56:35.038808] [INFO ] [CONFIGURE ] AAL: Testing with features: ['add_bollinger_bands', 'add_pbf_volatility_5d']
[2025-11-25T17:56:35.238937] [DEBUG] [FORECASTER] AAL: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T17:56:35.439292] [DEBUG] [FORECASTER] AAL: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T17:56:35.637993] [DEBUG] [FORECASTER] AAL: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T17:56:35.843106] [DEBUG] [FORECASTER] AAL: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T17:56:36.041618] [DEBUG] [FORECASTER] AAL: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T17:56:36.237772] [DEBUG] [FORECASTER] AAL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T17:56:36.439192] [DEBUG] [FORECASTER] AAL: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T17:56:36.649096] [DEBUG] [FORECASTER] AAL: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T17:56:36.852344] [DEBUG] [FORECASTER] AAL: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T17:56:37.055225] [DEBUG] [FORECASTER] AAL: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T17:56:37.055376] [INFO ] [CONFIGURE ] AAL: DISCARDED add_pbf_volatility_5d (score: 50.00%)
[2025-11-25T17:56:37.055419] [INFO ] [CONFIGURE ] JOB ETA: 39.6h | Avg: 2.3s/test | Remaining: 61346 tests
[2025-11-25T17:56:37.055454] [INFO ] [CONFIGURE ] AAL: Testing feature 19/29: add_pbf_vs_sma_5
[2025-11-25T17:56:37.055485] [INFO ] [CONFIGURE ] AAL: Testing with features: ['add_bollinger_bands', 'add_pbf_vs_sma_5']
[2025-11-25T17:56:37.255119] [DEBUG] [FORECASTER] AAL: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T17:56:37.462222] [DEBUG] [FORECASTER] AAL: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T17:56:37.664402] [DEBUG] [FORECASTER] AAL: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T17:56:37.866726] [DEBUG] [FORECASTER] AAL: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T17:56:38.064130] [DEBUG] [FORECASTER] AAL: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T17:56:38.276471] [DEBUG] [FORECASTER] AAL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T17:56:38.478278] [DEBUG] [FORECASTER] AAL: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T17:56:38.674827] [DEBUG] [FORECASTER] AAL: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T17:56:38.876044] [DEBUG] [FORECASTER] AAL: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T17:56:39.068425] [DEBUG] [FORECASTER] AAL: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T17:56:39.068586] [INFO ] [CONFIGURE ] AAL: DISCARDED add_pbf_vs_sma_5 (score: 70.00%)
[2025-11-25T17:56:39.068631] [INFO ] [CONFIGURE ] JOB ETA: 39.4h | Avg: 2.3s/test | Remaining: 61345 tests
[2025-11-25T17:56:39.068687] [INFO ] [CONFIGURE ] AAL: Testing feature 20/29: add_price_rejection
[2025-11-25T17:56:39.068721] [INFO ] [CONFIGURE ] AAL: Testing with features: ['add_bollinger_bands', 'add_price_rejection']
[2025-11-25T17:56:39.280763] [DEBUG] [FORECASTER] AAL: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T17:56:39.485586] [DEBUG] [FORECASTER] AAL: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T17:56:39.694762] [DEBUG] [FORECASTER] AAL: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T17:56:39.902543] [DEBUG] [FORECASTER] AAL: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T17:56:40.109793] [DEBUG] [FORECASTER] AAL: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T17:56:40.329507] [DEBUG] [FORECASTER] AAL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T17:56:40.548960] [DEBUG] [FORECASTER] AAL: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T17:56:40.756226] [DEBUG] [FORECASTER] AAL: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T17:56:40.973594] [DEBUG] [FORECASTER] AAL: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T17:56:41.198703] [DEBUG] [FORECASTER] AAL: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T17:56:41.198853] [INFO ] [CONFIGURE ] AAL: DISCARDED add_price_rejection (score: 60.00%)
[2025-11-25T17:56:41.198898] [INFO ] [CONFIGURE ] JOB ETA: 39.2h | Avg: 2.3s/test | Remaining: 61344 tests
[2025-11-25T17:56:41.198931] [INFO ] [CONFIGURE ] AAL: Testing feature 21/29: add_range_position
[2025-11-25T17:56:41.198964] [INFO ] [CONFIGURE ] AAL: Testing with features: ['add_bollinger_bands', 'add_range_position']
[2025-11-25T17:56:41.454714] [DEBUG] [FORECASTER] AAL: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T17:56:41.683417] [DEBUG] [FORECASTER] AAL: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T17:56:41.912292] [DEBUG] [FORECASTER] AAL: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T17:56:42.137995] [DEBUG] [FORECASTER] AAL: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T17:56:42.395276] [DEBUG] [FORECASTER] AAL: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T17:56:42.627925] [DEBUG] [FORECASTER] AAL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T17:56:42.863841] [DEBUG] [FORECASTER] AAL: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T17:56:43.132396] [DEBUG] [FORECASTER] AAL: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T17:56:43.380875] [DEBUG] [FORECASTER] AAL: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-25T17:56:43.634168] [DEBUG] [FORECASTER] AAL: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T17:56:43.634359] [INFO ] [CONFIGURE ] AAL: DISCARDED add_range_position (score: 30.00%)
[2025-11-25T17:56:43.634406] [INFO ] [CONFIGURE ] JOB ETA: 39.3h | Avg: 2.3s/test | Remaining: 61343 tests
[2025-11-25T17:56:43.634442] [INFO ] [CONFIGURE ] AAL: Testing feature 22/29: add_realized_volatility
[2025-11-25T17:56:43.634474] [INFO ] [CONFIGURE ] AAL: Testing with features: ['add_bollinger_bands', 'add_realized_volatility']
[2025-11-25T17:56:43.961582] [DEBUG] [FORECASTER] AAL: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T17:56:44.282380] [DEBUG] [FORECASTER] AAL: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T17:56:44.600549] [DEBUG] [FORECASTER] AAL: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T17:56:44.916276] [DEBUG] [FORECASTER] AAL: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T17:56:45.240245] [DEBUG] [FORECASTER] AAL: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T17:56:45.581999] [DEBUG] [FORECASTER] AAL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T17:56:45.894360] [DEBUG] [FORECASTER] AAL: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T17:56:46.212340] [DEBUG] [FORECASTER] AAL: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T17:56:46.533171] [DEBUG] [FORECASTER] AAL: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-25T17:56:46.852956] [DEBUG] [FORECASTER] AAL: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T17:56:46.853118] [INFO ] [CONFIGURE ] AAL: DISCARDED add_realized_volatility (score: 60.00%)
[2025-11-25T17:56:46.853164] [INFO ] [CONFIGURE ] JOB ETA: 40.0h | Avg: 2.3s/test | Remaining: 61342 tests
[2025-11-25T17:56:46.853234] [INFO ] [CONFIGURE ] AAL: Testing feature 23/29: add_recent_range_context
[2025-11-25T17:56:46.853269] [INFO ] [CONFIGURE ] AAL: Testing with features: ['add_bollinger_bands', 'add_recent_range_context']
[2025-11-25T17:56:47.073178] [DEBUG] [FORECASTER] AAL: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T17:56:47.290530] [DEBUG] [FORECASTER] AAL: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T17:56:47.506776] [DEBUG] [FORECASTER] AAL: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T17:56:47.725981] [DEBUG] [FORECASTER] AAL: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T17:56:47.946787] [DEBUG] [FORECASTER] AAL: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T17:56:48.171882] [DEBUG] [FORECASTER] AAL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T17:56:48.394335] [DEBUG] [FORECASTER] AAL: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T17:56:48.618697] [DEBUG] [FORECASTER] AAL: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T17:56:48.849566] [DEBUG] [FORECASTER] AAL: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T17:56:49.074878] [DEBUG] [FORECASTER] AAL: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T17:56:49.075032] [INFO ] [CONFIGURE ] AAL: DISCARDED add_recent_range_context (score: 70.00%)
[2025-11-25T17:56:49.075077] [INFO ] [CONFIGURE ] JOB ETA: 39.9h | Avg: 2.3s/test | Remaining: 61341 tests
[2025-11-25T17:56:49.075114] [INFO ] [CONFIGURE ] AAL: Testing feature 24/29: add_rsi
[2025-11-25T17:56:49.075147] [INFO ] [CONFIGURE ] AAL: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_rsi']
[2025-11-25T17:56:49.346590] [DEBUG] [FORECASTER] AAL: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T17:56:49.609694] [DEBUG] [FORECASTER] AAL: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T17:56:49.866253] [DEBUG] [FORECASTER] AAL: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T17:56:50.122814] [DEBUG] [FORECASTER] AAL: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T17:56:50.391388] [DEBUG] [FORECASTER] AAL: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T17:56:50.650223] [DEBUG] [FORECASTER] AAL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T17:56:50.897000] [DEBUG] [FORECASTER] AAL: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T17:56:51.152131] [DEBUG] [FORECASTER] AAL: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T17:56:51.403108] [DEBUG] [FORECASTER] AAL: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-25T17:56:51.657117] [DEBUG] [FORECASTER] AAL: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T17:56:51.657275] [INFO ] [CONFIGURE ] AAL: DISCARDED add_rsi (score: 40.00%)
[2025-11-25T17:56:51.657319] [INFO ] [CONFIGURE ] JOB ETA: 40.1h | Avg: 2.4s/test | Remaining: 61340 tests
[2025-11-25T17:56:51.657357] [INFO ] [CONFIGURE ] AAL: Testing feature 25/29: add_tick_distribution
[2025-11-25T17:56:51.657393] [INFO ] [CONFIGURE ] AAL: Testing with features: ['add_bollinger_bands', 'add_tick_distribution']
[2025-11-25T17:56:51.865500] [DEBUG] [FORECASTER] AAL: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T17:56:52.066350] [DEBUG] [FORECASTER] AAL: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T17:56:52.265715] [DEBUG] [FORECASTER] AAL: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T17:56:52.464207] [DEBUG] [FORECASTER] AAL: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T17:56:52.682046] [DEBUG] [FORECASTER] AAL: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T17:56:52.887631] [DEBUG] [FORECASTER] AAL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T17:56:53.092811] [DEBUG] [FORECASTER] AAL: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T17:56:53.296475] [DEBUG] [FORECASTER] AAL: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T17:56:53.513461] [DEBUG] [FORECASTER] AAL: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T17:56:53.723544] [DEBUG] [FORECASTER] AAL: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T17:56:53.723712] [INFO ] [CONFIGURE ] AAL: DISCARDED add_tick_distribution (score: 60.00%)
[2025-11-25T17:56:53.723758] [INFO ] [CONFIGURE ] JOB ETA: 39.9h | Avg: 2.3s/test | Remaining: 61339 tests
[2025-11-25T17:56:53.723792] [INFO ] [CONFIGURE ] AAL: Testing feature 26/29: add_volume_momentum_confirmation
[2025-11-25T17:56:53.723823] [INFO ] [CONFIGURE ] AAL: Testing with features: ['add_bollinger_bands', 'add_volume_momentum_confirmation']
[2025-11-25T17:56:53.929175] [DEBUG] [FORECASTER] AAL: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T17:56:54.131769] [DEBUG] [FORECASTER] AAL: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T17:56:54.337748] [DEBUG] [FORECASTER] AAL: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T17:56:54.566176] [DEBUG] [FORECASTER] AAL: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T17:56:54.771364] [DEBUG] [FORECASTER] AAL: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T17:56:54.982705] [DEBUG] [FORECASTER] AAL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T17:56:55.191164] [DEBUG] [FORECASTER] AAL: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T17:56:55.400496] [DEBUG] [FORECASTER] AAL: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T17:56:55.604930] [DEBUG] [FORECASTER] AAL: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T17:56:55.816911] [DEBUG] [FORECASTER] AAL: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T17:56:55.817075] [INFO ] [CONFIGURE ] AAL: DISCARDED add_volume_momentum_confirmation (score: 40.00%)
[2025-11-25T17:56:55.817121] [INFO ] [CONFIGURE ] JOB ETA: 39.7h | Avg: 2.3s/test | Remaining: 61338 tests
[2025-11-25T17:56:55.817186] [INFO ] [CONFIGURE ] AAL: Testing feature 27/29: add_volume_price_divergence
[2025-11-25T17:56:55.817221] [INFO ] [CONFIGURE ] AAL: Testing with features: ['add_bollinger_bands', 'add_volume_price_divergence']
[2025-11-25T17:56:56.032942] [DEBUG] [FORECASTER] AAL: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T17:56:56.242908] [DEBUG] [FORECASTER] AAL: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T17:56:56.476149] [DEBUG] [FORECASTER] AAL: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T17:56:56.732275] [DEBUG] [FORECASTER] AAL: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T17:56:57.017390] [DEBUG] [FORECASTER] AAL: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T17:56:57.266171] [DEBUG] [FORECASTER] AAL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T17:56:57.565327] [DEBUG] [FORECASTER] AAL: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T17:56:57.815566] [DEBUG] [FORECASTER] AAL: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T17:56:58.055885] [DEBUG] [FORECASTER] AAL: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-25T17:56:58.290117] [DEBUG] [FORECASTER] AAL: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T17:56:58.290288] [INFO ] [CONFIGURE ] AAL: DISCARDED add_volume_price_divergence (score: 50.00%)
[2025-11-25T17:56:58.290334] [INFO ] [CONFIGURE ] JOB ETA: 39.8h | Avg: 2.3s/test | Remaining: 61337 tests
[2025-11-25T17:56:58.290376] [INFO ] [CONFIGURE ] AAL: Testing feature 28/29: add_volume_profile
[2025-11-25T17:56:58.290418] [INFO ] [CONFIGURE ] AAL: Testing with features: ['add_bollinger_bands', 'add_volume_profile']
[2025-11-25T17:56:58.503334] [DEBUG] [FORECASTER] AAL: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T17:56:58.720998] [DEBUG] [FORECASTER] AAL: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T17:56:58.936483] [DEBUG] [FORECASTER] AAL: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T17:56:59.156425] [DEBUG] [FORECASTER] AAL: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T17:56:59.367825] [DEBUG] [FORECASTER] AAL: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T17:56:59.580331] [DEBUG] [FORECASTER] AAL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T17:56:59.798544] [DEBUG] [FORECASTER] AAL: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T17:57:00.024020] [DEBUG] [FORECASTER] AAL: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T17:57:00.940243] [DEBUG] [FORECASTER] AAL: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-25T17:57:01.294151] [DEBUG] [FORECASTER] AAL: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T17:57:01.294327] [INFO ] [CONFIGURE ] AAL: DISCARDED add_volume_profile (score: 40.00%)
[2025-11-25T17:57:01.294372] [INFO ] [CONFIGURE ] JOB ETA: 40.2h | Avg: 2.4s/test | Remaining: 61336 tests
[2025-11-25T17:57:01.294408] [INFO ] [CONFIGURE ] AAL: Testing feature 29/29: add_vwap
[2025-11-25T17:57:01.294441] [INFO ] [CONFIGURE ] AAL: Testing with features: ['add_bollinger_bands', 'add_vwap']
[2025-11-25T17:57:01.507675] [DEBUG] [FORECASTER] AAL: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T17:57:01.732690] [DEBUG] [FORECASTER] AAL: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T17:57:01.962387] [DEBUG] [FORECASTER] AAL: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T17:57:02.187670] [DEBUG] [FORECASTER] AAL: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T17:57:02.431910] [DEBUG] [FORECASTER] AAL: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T17:57:02.656714] [DEBUG] [FORECASTER] AAL: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T17:57:02.894458] [DEBUG] [FORECASTER] AAL: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T17:57:03.127187] [DEBUG] [FORECASTER] AAL: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T17:57:03.358083] [DEBUG] [FORECASTER] AAL: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T17:57:03.612744] [DEBUG] [FORECASTER] AAL: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T17:57:03.612897] [INFO ] [CONFIGURE ] AAL: DISCARDED add_vwap (score: 50.00%)
[2025-11-25T17:57:03.612943] [INFO ] [CONFIGURE ] JOB ETA: 40.2h | Avg: 2.4s/test | Remaining: 61335 tests
[2025-11-25T17:57:03.612982] [INFO ] [CONFIGURE ] AAL: ===== FEATURE SELECTION COMPLETE =====
[2025-11-25T17:57:03.613015] [INFO ] [CONFIGURE ] AAL: Best accuracy: 70.00%
[2025-11-25T17:57:03.613047] [INFO ] [CONFIGURE ] AAL: Best feature set (1 features): ['add_bollinger_bands']
[2025-11-25T17:57:03.613076] [INFO ] [CONFIGURE ] AAL: Improvement over baseline: 10.00%
[2025-11-25T17:57:03.613105] [INFO ] [CONFIGURE ] AAL: Total time: 1.1 minutes
[2025-11-25T17:57:03.613137] [INFO ] [CONFIGURE ] AAL: Average time per feature: 2.4 seconds
[2025-11-25T17:57:03.613167] [INFO ] [CONFIGURE ] AAL: Average speed: 0.42 features/sec
[2025-11-25T17:57:03.613527] [INFO ] [LOCAL     ] Saved configuration for AAL: 1 features, 70.00% accuracy -> ./output/feature-sets/AAL.json
[2025-11-25T17:57:03.613574] [INFO ] [CONFIGURE ] AAL: Configuration saved successfully: 1 features, 70.00% accuracy.
[2025-11-25T17:57:03.613612] [INFO ] [sig       ] [1/2116] Successfully configured AAL | 0.01 sym/s | Total: 1.2m | ETA: 41.2h
[2025-11-25T17:57:03.613664] [INFO ] [sig       ] [2/2116] Configuring AAOI...
[2025-11-25T17:57:03.613702] [INFO ] [CONFIGURE ] AAOI: Configurate test run.
[2025-11-25T17:57:03.613735] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AAOI' from 'https://tdm.silogroup.org/data/derivative_storage/AAOI.csv'.
[2025-11-25T17:57:03.626171] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AAOI'.
[2025-11-25T17:57:03.626554] [INFO ] [CONFIGURE ] AAOI: Testing with 29 available features
[2025-11-25T17:57:03.626605] [INFO ] [CONFIGURE ] AAOI: Establishing baseline with no features...
[2025-11-25T17:57:03.794206] [DEBUG] [FORECASTER] AAOI: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0
[2025-11-25T17:57:03.960700] [DEBUG] [FORECASTER] AAOI: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T17:57:04.129553] [DEBUG] [FORECASTER] AAOI: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T17:57:04.300090] [DEBUG] [FORECASTER] AAOI: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-25T17:57:04.474326] [DEBUG] [FORECASTER] AAOI: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T17:57:04.644781] [DEBUG] [FORECASTER] AAOI: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T17:57:04.814248] [DEBUG] [FORECASTER] AAOI: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T17:57:04.988583] [DEBUG] [FORECASTER] AAOI: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T17:57:05.168782] [DEBUG] [FORECASTER] AAOI: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T17:57:05.347106] [DEBUG] [FORECASTER] AAOI: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T17:57:05.347245] [INFO ] [CONFIGURE ] AAOI: Baseline score (no features): 40.00%
[2025-11-25T17:57:05.347289] [INFO ] [CONFIGURE ] AAOI: Testing feature 1/29: add_bollinger_bands
[2025-11-25T17:57:05.347324] [INFO ] [CONFIGURE ] AAOI: Testing with features: ['add_bollinger_bands']
[2025-11-25T17:57:05.558914] [DEBUG] [FORECASTER] AAOI: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0
[2025-11-25T17:57:05.770690] [DEBUG] [FORECASTER] AAOI: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T17:57:05.980404] [DEBUG] [FORECASTER] AAOI: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T17:57:06.213857] [DEBUG] [FORECASTER] AAOI: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-25T17:57:06.414564] [DEBUG] [FORECASTER] AAOI: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T17:57:06.645833] [DEBUG] [FORECASTER] AAOI: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T17:57:06.846932] [DEBUG] [FORECASTER] AAOI: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T17:57:07.076699] [DEBUG] [FORECASTER] AAOI: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T17:57:07.287276] [DEBUG] [FORECASTER] AAOI: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T17:57:07.496487] [DEBUG] [FORECASTER] AAOI: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T17:57:07.496687] [INFO ] [CONFIGURE ] AAOI: DISCARDED add_bollinger_bands (score: 40.00%)
[2025-11-25T17:57:07.496736] [INFO ] [CONFIGURE ] JOB ETA: 40.1h | Avg: 2.4s/test | Remaining: 61334 tests
[2025-11-25T17:57:07.496772] [INFO ] [CONFIGURE ] AAOI: Testing feature 2/29: add_cumulative_delta
[2025-11-25T17:57:07.496804] [INFO ] [CONFIGURE ] AAOI: Testing with features: ['add_cumulative_delta']
[2025-11-25T17:57:07.715801] [DEBUG] [FORECASTER] AAOI: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0
[2025-11-25T17:57:07.925383] [DEBUG] [FORECASTER] AAOI: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T17:57:08.126712] [DEBUG] [FORECASTER] AAOI: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T17:57:08.348469] [DEBUG] [FORECASTER] AAOI: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1
[2025-11-25T17:57:08.568383] [DEBUG] [FORECASTER] AAOI: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T17:57:08.786814] [DEBUG] [FORECASTER] AAOI: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T17:57:08.998546] [DEBUG] [FORECASTER] AAOI: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T17:57:09.207274] [DEBUG] [FORECASTER] AAOI: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T17:57:09.412767] [DEBUG] [FORECASTER] AAOI: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T17:57:09.615398] [DEBUG] [FORECASTER] AAOI: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T17:57:09.615558] [INFO ] [CONFIGURE ] AAOI: KEPT add_cumulative_delta (score: 50.00%)
[2025-11-25T17:57:09.615602] [INFO ] [CONFIGURE ] JOB ETA: 40.0h | Avg: 2.3s/test | Remaining: 61333 tests
[2025-11-25T17:57:09.615636] [INFO ] [CONFIGURE ] AAOI: Testing feature 3/29: add_daily_returns
[2025-11-25T17:57:09.615696] [INFO ] [CONFIGURE ] AAOI: Testing with features: ['add_cumulative_delta', 'add_daily_returns']
[2025-11-25T17:57:09.832013] [DEBUG] [FORECASTER] AAOI: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0
[2025-11-25T17:57:10.052801] [DEBUG] [FORECASTER] AAOI: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T17:57:10.280711] [DEBUG] [FORECASTER] AAOI: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T17:57:10.502964] [DEBUG] [FORECASTER] AAOI: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1
[2025-11-25T17:57:10.713103] [DEBUG] [FORECASTER] AAOI: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T17:57:10.944960] [DEBUG] [FORECASTER] AAOI: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T17:57:11.176901] [DEBUG] [FORECASTER] AAOI: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T17:57:11.409037] [DEBUG] [FORECASTER] AAOI: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T17:57:11.637192] [DEBUG] [FORECASTER] AAOI: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T17:57:11.874052] [DEBUG] [FORECASTER] AAOI: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T17:57:11.874200] [INFO ] [CONFIGURE ] AAOI: DISCARDED add_daily_returns (score: 30.00%)
[2025-11-25T17:57:11.874267] [INFO ] [CONFIGURE ] JOB ETA: 39.9h | Avg: 2.3s/test | Remaining: 61332 tests
[2025-11-25T17:57:11.874303] [INFO ] [CONFIGURE ] AAOI: Testing feature 4/29: add_ema
[2025-11-25T17:57:11.874336] [INFO ] [CONFIGURE ] AAOI: Testing with features: ['add_cumulative_delta', 'add_ema']
[2025-11-25T17:57:12.122846] [DEBUG] [FORECASTER] AAOI: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0
[2025-11-25T17:57:12.373207] [DEBUG] [FORECASTER] AAOI: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T17:57:12.642988] [DEBUG] [FORECASTER] AAOI: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T17:57:12.916257] [DEBUG] [FORECASTER] AAOI: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1
[2025-11-25T17:57:13.197453] [DEBUG] [FORECASTER] AAOI: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-25T17:57:13.468990] [DEBUG] [FORECASTER] AAOI: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T17:57:13.744521] [DEBUG] [FORECASTER] AAOI: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T17:57:14.015060] [DEBUG] [FORECASTER] AAOI: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T17:57:14.288876] [DEBUG] [FORECASTER] AAOI: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T17:57:14.559036] [DEBUG] [FORECASTER] AAOI: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T17:57:14.559199] [INFO ] [CONFIGURE ] AAOI: DISCARDED add_ema (score: 30.00%)
[2025-11-25T17:57:14.559245] [INFO ] [CONFIGURE ] JOB ETA: 40.1h | Avg: 2.4s/test | Remaining: 61331 tests
[2025-11-25T17:57:14.559279] [INFO ] [CONFIGURE ] AAOI: Testing feature 5/29: add_exhaustion_signals
[2025-11-25T17:57:14.559311] [INFO ] [CONFIGURE ] AAOI: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals']
[2025-11-25T17:57:14.824679] [DEBUG] [FORECASTER] AAOI: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0
[2025-11-25T17:57:15.086184] [DEBUG] [FORECASTER] AAOI: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T17:57:15.344172] [DEBUG] [FORECASTER] AAOI: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T17:57:15.606919] [DEBUG] [FORECASTER] AAOI: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1
[2025-11-25T17:57:15.868668] [DEBUG] [FORECASTER] AAOI: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-25T17:57:16.134989] [DEBUG] [FORECASTER] AAOI: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T17:57:16.403924] [DEBUG] [FORECASTER] AAOI: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T17:57:16.666444] [DEBUG] [FORECASTER] AAOI: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T17:57:16.925891] [DEBUG] [FORECASTER] AAOI: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T17:57:17.189324] [DEBUG] [FORECASTER] AAOI: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T17:57:17.189483] [INFO ] [CONFIGURE ] AAOI: DISCARDED add_exhaustion_signals (score: 40.00%)
[2025-11-25T17:57:17.189527] [INFO ] [CONFIGURE ] JOB ETA: 40.2h | Avg: 2.4s/test | Remaining: 61330 tests
[2025-11-25T17:57:17.189562] [INFO ] [CONFIGURE ] AAOI: Testing feature 6/29: add_failed_moves
[2025-11-25T17:57:17.189594] [INFO ] [CONFIGURE ] AAOI: Testing with features: ['add_cumulative_delta', 'add_failed_moves']
[2025-11-25T17:57:17.419135] [DEBUG] [FORECASTER] AAOI: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0
[2025-11-25T17:57:17.642991] [DEBUG] [FORECASTER] AAOI: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T17:57:17.875733] [DEBUG] [FORECASTER] AAOI: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T17:57:18.102231] [DEBUG] [FORECASTER] AAOI: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1
[2025-11-25T17:57:18.320626] [DEBUG] [FORECASTER] AAOI: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T17:57:18.537534] [DEBUG] [FORECASTER] AAOI: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T17:57:18.782598] [DEBUG] [FORECASTER] AAOI: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T17:57:19.001012] [DEBUG] [FORECASTER] AAOI: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T17:57:19.223992] [DEBUG] [FORECASTER] AAOI: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T17:57:19.448319] [DEBUG] [FORECASTER] AAOI: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T17:57:19.448539] [INFO ] [CONFIGURE ] AAOI: DISCARDED add_failed_moves (score: 40.00%)
[2025-11-25T17:57:19.448585] [INFO ] [CONFIGURE ] JOB ETA: 40.2h | Avg: 2.4s/test | Remaining: 61329 tests
[2025-11-25T17:57:19.448620] [INFO ] [CONFIGURE ] AAOI: Testing feature 7/29: add_lag_shelf
[2025-11-25T17:57:19.448681] [INFO ] [CONFIGURE ] AAOI: Testing with features: ['add_cumulative_delta', 'add_lag_shelf']
[2025-11-25T17:57:19.656793] [DEBUG] [FORECASTER] AAOI: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0
[2025-11-25T17:57:19.871662] [DEBUG] [FORECASTER] AAOI: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T17:57:20.091134] [DEBUG] [FORECASTER] AAOI: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T17:57:20.304167] [DEBUG] [FORECASTER] AAOI: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1
[2025-11-25T17:57:20.523044] [DEBUG] [FORECASTER] AAOI: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T17:57:20.744880] [DEBUG] [FORECASTER] AAOI: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T17:57:20.973769] [DEBUG] [FORECASTER] AAOI: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T17:57:21.198568] [DEBUG] [FORECASTER] AAOI: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T17:57:21.417760] [DEBUG] [FORECASTER] AAOI: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T17:57:21.635531] [DEBUG] [FORECASTER] AAOI: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T17:57:21.635700] [INFO ] [CONFIGURE ] AAOI: DISCARDED add_lag_shelf (score: 50.00%)
[2025-11-25T17:57:21.635746] [INFO ] [CONFIGURE ] JOB ETA: 40.1h | Avg: 2.4s/test | Remaining: 61328 tests
[2025-11-25T17:57:21.635780] [INFO ] [CONFIGURE ] AAOI: Testing feature 8/29: add_macd
[2025-11-25T17:57:21.635813] [INFO ] [CONFIGURE ] AAOI: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_macd']
[2025-11-25T17:57:21.979838] [DEBUG] [FORECASTER] AAOI: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0
[2025-11-25T17:57:22.301358] [DEBUG] [FORECASTER] AAOI: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T17:57:22.619413] [DEBUG] [FORECASTER] AAOI: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T17:57:22.955469] [DEBUG] [FORECASTER] AAOI: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-25T17:57:23.294318] [DEBUG] [FORECASTER] AAOI: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-25T17:57:23.614842] [DEBUG] [FORECASTER] AAOI: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T17:57:23.937443] [DEBUG] [FORECASTER] AAOI: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T17:57:24.259435] [DEBUG] [FORECASTER] AAOI: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T17:57:24.582044] [DEBUG] [FORECASTER] AAOI: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T17:57:24.929363] [DEBUG] [FORECASTER] AAOI: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T17:57:24.929554] [INFO ] [CONFIGURE ] AAOI: DISCARDED add_macd (score: 40.00%)
[2025-11-25T17:57:24.929602] [INFO ] [CONFIGURE ] JOB ETA: 40.5h | Avg: 2.4s/test | Remaining: 61327 tests
[2025-11-25T17:57:24.929638] [INFO ] [CONFIGURE ] AAOI: Testing feature 9/29: add_mfi
[2025-11-25T17:57:24.929693] [INFO ] [CONFIGURE ] AAOI: Testing with features: ['add_cumulative_delta', 'add_mfi']
[2025-11-25T17:57:25.169287] [DEBUG] [FORECASTER] AAOI: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0
[2025-11-25T17:57:25.407011] [DEBUG] [FORECASTER] AAOI: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T17:57:25.650424] [DEBUG] [FORECASTER] AAOI: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T17:57:25.891728] [DEBUG] [FORECASTER] AAOI: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1
[2025-11-25T17:57:26.129335] [DEBUG] [FORECASTER] AAOI: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T17:57:26.351948] [DEBUG] [FORECASTER] AAOI: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T17:57:26.570434] [DEBUG] [FORECASTER] AAOI: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T17:57:26.795482] [DEBUG] [FORECASTER] AAOI: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T17:57:27.022425] [DEBUG] [FORECASTER] AAOI: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T17:57:27.240827] [DEBUG] [FORECASTER] AAOI: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T17:57:27.240991] [INFO ] [CONFIGURE ] AAOI: DISCARDED add_mfi (score: 50.00%)
[2025-11-25T17:57:27.241035] [INFO ] [CONFIGURE ] JOB ETA: 40.5h | Avg: 2.4s/test | Remaining: 61326 tests
[2025-11-25T17:57:27.241069] [INFO ] [CONFIGURE ] AAOI: Testing feature 10/29: add_momentum_acceleration
[2025-11-25T17:57:27.241101] [INFO ] [CONFIGURE ] AAOI: Testing with features: ['add_cumulative_delta', 'add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-11-25T17:57:27.558410] [DEBUG] [FORECASTER] AAOI: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0
[2025-11-25T17:57:27.910610] [DEBUG] [FORECASTER] AAOI: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0
[2025-11-25T17:57:28.238300] [DEBUG] [FORECASTER] AAOI: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T17:57:28.561675] [DEBUG] [FORECASTER] AAOI: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1
[2025-11-25T17:57:28.877001] [DEBUG] [FORECASTER] AAOI: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-25T17:57:29.192420] [DEBUG] [FORECASTER] AAOI: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T17:57:29.502451] [DEBUG] [FORECASTER] AAOI: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T17:57:29.819089] [DEBUG] [FORECASTER] AAOI: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T17:57:30.132591] [DEBUG] [FORECASTER] AAOI: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T17:57:30.448815] [DEBUG] [FORECASTER] AAOI: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T17:57:30.449002] [INFO ] [CONFIGURE ] AAOI: DISCARDED add_momentum_acceleration (score: 20.00%)
[2025-11-25T17:57:30.449046] [INFO ] [CONFIGURE ] JOB ETA: 40.9h | Avg: 2.4s/test | Remaining: 61325 tests
[2025-11-25T17:57:30.449084] [INFO ] [CONFIGURE ] AAOI: Testing feature 11/29: add_obv_daily
[2025-11-25T17:57:30.449116] [INFO ] [CONFIGURE ] AAOI: Testing with features: ['add_cumulative_delta', 'add_obv_daily']
[2025-11-25T17:57:30.697522] [DEBUG] [FORECASTER] AAOI: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0
[2025-11-25T17:57:30.972427] [DEBUG] [FORECASTER] AAOI: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T17:57:31.218785] [DEBUG] [FORECASTER] AAOI: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T17:57:31.470200] [DEBUG] [FORECASTER] AAOI: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1
[2025-11-25T17:57:31.725937] [DEBUG] [FORECASTER] AAOI: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-25T17:57:31.987560] [DEBUG] [FORECASTER] AAOI: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T17:57:32.241958] [DEBUG] [FORECASTER] AAOI: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T17:57:32.495609] [DEBUG] [FORECASTER] AAOI: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T17:57:32.754133] [DEBUG] [FORECASTER] AAOI: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T17:57:33.024988] [DEBUG] [FORECASTER] AAOI: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T17:57:33.025132] [INFO ] [CONFIGURE ] AAOI: DISCARDED add_obv_daily (score: 50.00%)
[2025-11-25T17:57:33.025176] [INFO ] [CONFIGURE ] JOB ETA: 40.9h | Avg: 2.4s/test | Remaining: 61324 tests
[2025-11-25T17:57:33.025210] [INFO ] [CONFIGURE ] AAOI: Testing feature 12/29: add_obv_interval
[2025-11-25T17:57:33.025240] [INFO ] [CONFIGURE ] AAOI: Testing with features: ['add_cumulative_delta', 'add_obv_interval']
[2025-11-25T17:57:33.273261] [DEBUG] [FORECASTER] AAOI: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0
[2025-11-25T17:57:33.511634] [DEBUG] [FORECASTER] AAOI: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T17:57:33.755040] [DEBUG] [FORECASTER] AAOI: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T17:57:34.012723] [DEBUG] [FORECASTER] AAOI: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1
[2025-11-25T17:57:34.262739] [DEBUG] [FORECASTER] AAOI: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-25T17:57:34.512900] [DEBUG] [FORECASTER] AAOI: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T17:57:34.754749] [DEBUG] [FORECASTER] AAOI: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T17:57:34.996034] [DEBUG] [FORECASTER] AAOI: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T17:57:35.240863] [DEBUG] [FORECASTER] AAOI: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T17:57:35.476132] [DEBUG] [FORECASTER] AAOI: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T17:57:35.476286] [INFO ] [CONFIGURE ] AAOI: DISCARDED add_obv_interval (score: 50.00%)
[2025-11-25T17:57:35.476330] [INFO ] [CONFIGURE ] JOB ETA: 40.9h | Avg: 2.4s/test | Remaining: 61323 tests
[2025-11-25T17:57:35.476364] [INFO ] [CONFIGURE ] AAOI: Testing feature 13/29: add_opening_strength
[2025-11-25T17:57:35.476395] [INFO ] [CONFIGURE ] AAOI: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_opening_strength']
[2025-11-25T17:57:35.738363] [DEBUG] [FORECASTER] AAOI: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0
[2025-11-25T17:57:36.007205] [DEBUG] [FORECASTER] AAOI: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T17:57:36.312045] [DEBUG] [FORECASTER] AAOI: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T17:57:36.571149] [DEBUG] [FORECASTER] AAOI: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-25T17:57:36.841862] [DEBUG] [FORECASTER] AAOI: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T17:57:37.078344] [DEBUG] [FORECASTER] AAOI: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T17:57:37.323858] [DEBUG] [FORECASTER] AAOI: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T17:57:37.573165] [DEBUG] [FORECASTER] AAOI: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T17:57:37.827136] [DEBUG] [FORECASTER] AAOI: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T17:57:38.074161] [DEBUG] [FORECASTER] AAOI: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T17:57:38.074317] [INFO ] [CONFIGURE ] AAOI: DISCARDED add_opening_strength (score: 40.00%)
[2025-11-25T17:57:38.074366] [INFO ] [CONFIGURE ] JOB ETA: 41.0h | Avg: 2.4s/test | Remaining: 61322 tests
[2025-11-25T17:57:38.074404] [INFO ] [CONFIGURE ] AAOI: Testing feature 14/29: add_order_flow_imbalance
[2025-11-25T17:57:38.074437] [INFO ] [CONFIGURE ] AAOI: Testing with features: ['add_cumulative_delta', 'add_order_flow_imbalance']
[2025-11-25T17:57:38.301670] [DEBUG] [FORECASTER] AAOI: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0
[2025-11-25T17:57:38.528090] [DEBUG] [FORECASTER] AAOI: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T17:57:38.770410] [DEBUG] [FORECASTER] AAOI: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T17:57:39.018689] [DEBUG] [FORECASTER] AAOI: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-25T17:57:39.260838] [DEBUG] [FORECASTER] AAOI: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T17:57:39.501122] [DEBUG] [FORECASTER] AAOI: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T17:57:39.740380] [DEBUG] [FORECASTER] AAOI: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T17:57:40.014340] [DEBUG] [FORECASTER] AAOI: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T17:57:40.255611] [DEBUG] [FORECASTER] AAOI: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T17:57:40.489731] [DEBUG] [FORECASTER] AAOI: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T17:57:40.489893] [INFO ] [CONFIGURE ] AAOI: KEPT add_order_flow_imbalance (score: 70.00%)
[2025-11-25T17:57:40.489938] [INFO ] [CONFIGURE ] JOB ETA: 41.0h | Avg: 2.4s/test | Remaining: 61321 tests
[2025-11-25T17:57:40.489975] [INFO ] [CONFIGURE ] AAOI: Testing feature 15/29: add_pbf_morning_momentum
[2025-11-25T17:57:40.490007] [INFO ] [CONFIGURE ] AAOI: Testing with features: ['add_cumulative_delta', 'add_order_flow_imbalance', 'add_pbf_morning_momentum']
[2025-11-25T17:57:40.731431] [DEBUG] [FORECASTER] AAOI: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0
[2025-11-25T17:57:40.973143] [DEBUG] [FORECASTER] AAOI: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T17:57:41.209784] [DEBUG] [FORECASTER] AAOI: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T17:57:41.446965] [DEBUG] [FORECASTER] AAOI: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-25T17:57:41.708848] [DEBUG] [FORECASTER] AAOI: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-25T17:57:41.962323] [DEBUG] [FORECASTER] AAOI: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T17:57:42.198894] [DEBUG] [FORECASTER] AAOI: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T17:57:42.437373] [DEBUG] [FORECASTER] AAOI: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T17:57:42.683356] [DEBUG] [FORECASTER] AAOI: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T17:57:42.922910] [DEBUG] [FORECASTER] AAOI: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T17:57:42.923088] [INFO ] [CONFIGURE ] AAOI: DISCARDED add_pbf_morning_momentum (score: 50.00%)
[2025-11-25T17:57:42.923140] [INFO ] [CONFIGURE ] JOB ETA: 41.0h | Avg: 2.4s/test | Remaining: 61320 tests
[2025-11-25T17:57:42.923184] [INFO ] [CONFIGURE ] AAOI: Testing feature 16/29: add_pbf_overnight_gap
[2025-11-25T17:57:42.923218] [INFO ] [CONFIGURE ] AAOI: Testing with features: ['add_cumulative_delta', 'add_order_flow_imbalance', 'add_pbf_overnight_gap']
[2025-11-25T17:57:43.188993] [DEBUG] [FORECASTER] AAOI: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0
[2025-11-25T17:57:43.461509] [DEBUG] [FORECASTER] AAOI: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T17:57:43.717954] [DEBUG] [FORECASTER] AAOI: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T17:57:43.971333] [DEBUG] [FORECASTER] AAOI: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1
[2025-11-25T17:57:44.226805] [DEBUG] [FORECASTER] AAOI: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-25T17:57:44.527383] [DEBUG] [FORECASTER] AAOI: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T17:57:44.860251] [DEBUG] [FORECASTER] AAOI: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T17:57:45.186904] [DEBUG] [FORECASTER] AAOI: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T17:57:45.492804] [DEBUG] [FORECASTER] AAOI: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T17:57:45.779507] [DEBUG] [FORECASTER] AAOI: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T17:57:45.779713] [INFO ] [CONFIGURE ] AAOI: DISCARDED add_pbf_overnight_gap (score: 30.00%)
[2025-11-25T17:57:45.779761] [INFO ] [CONFIGURE ] JOB ETA: 41.2h | Avg: 2.4s/test | Remaining: 61319 tests
[2025-11-25T17:57:45.779798] [INFO ] [CONFIGURE ] AAOI: Testing feature 17/29: add_pbf_return_2d
[2025-11-25T17:57:45.779831] [INFO ] [CONFIGURE ] AAOI: Testing with features: ['add_cumulative_delta', 'add_order_flow_imbalance', 'add_pbf_return_2d']
[2025-11-25T17:57:46.049575] [DEBUG] [FORECASTER] AAOI: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0
[2025-11-25T17:57:46.294015] [DEBUG] [FORECASTER] AAOI: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T17:57:46.544052] [DEBUG] [FORECASTER] AAOI: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T17:57:46.789117] [DEBUG] [FORECASTER] AAOI: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-25T17:57:47.037661] [DEBUG] [FORECASTER] AAOI: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-25T17:57:47.292486] [DEBUG] [FORECASTER] AAOI: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T17:57:47.537279] [DEBUG] [FORECASTER] AAOI: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T17:57:47.788548] [DEBUG] [FORECASTER] AAOI: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T17:57:48.038379] [DEBUG] [FORECASTER] AAOI: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T17:57:48.284879] [DEBUG] [FORECASTER] AAOI: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T17:57:48.285031] [INFO ] [CONFIGURE ] AAOI: DISCARDED add_pbf_return_2d (score: 60.00%)
[2025-11-25T17:57:48.285075] [INFO ] [CONFIGURE ] JOB ETA: 41.2h | Avg: 2.4s/test | Remaining: 61318 tests
[2025-11-25T17:57:48.285110] [INFO ] [CONFIGURE ] AAOI: Testing feature 18/29: add_pbf_volatility_5d
[2025-11-25T17:57:48.285141] [INFO ] [CONFIGURE ] AAOI: Testing with features: ['add_cumulative_delta', 'add_order_flow_imbalance', 'add_pbf_volatility_5d']
[2025-11-25T17:57:48.517575] [DEBUG] [FORECASTER] AAOI: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0
[2025-11-25T17:57:48.747888] [DEBUG] [FORECASTER] AAOI: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T17:57:48.981480] [DEBUG] [FORECASTER] AAOI: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T17:57:49.213412] [DEBUG] [FORECASTER] AAOI: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-25T17:57:49.444822] [DEBUG] [FORECASTER] AAOI: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T17:57:49.679417] [DEBUG] [FORECASTER] AAOI: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T17:57:49.913584] [DEBUG] [FORECASTER] AAOI: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T17:57:50.149613] [DEBUG] [FORECASTER] AAOI: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T17:57:50.387061] [DEBUG] [FORECASTER] AAOI: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T17:57:50.622537] [DEBUG] [FORECASTER] AAOI: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T17:57:50.622712] [INFO ] [CONFIGURE ] AAOI: DISCARDED add_pbf_volatility_5d (score: 60.00%)
[2025-11-25T17:57:50.622758] [INFO ] [CONFIGURE ] JOB ETA: 41.2h | Avg: 2.4s/test | Remaining: 61317 tests
[2025-11-25T17:57:50.622793] [INFO ] [CONFIGURE ] AAOI: Testing feature 19/29: add_pbf_vs_sma_5
[2025-11-25T17:57:50.622827] [INFO ] [CONFIGURE ] AAOI: Testing with features: ['add_cumulative_delta', 'add_order_flow_imbalance', 'add_pbf_vs_sma_5']
[2025-11-25T17:57:50.853308] [DEBUG] [FORECASTER] AAOI: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0
[2025-11-25T17:57:51.093404] [DEBUG] [FORECASTER] AAOI: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T17:57:51.323052] [DEBUG] [FORECASTER] AAOI: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T17:57:51.556530] [DEBUG] [FORECASTER] AAOI: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-25T17:57:51.788419] [DEBUG] [FORECASTER] AAOI: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T17:57:52.022687] [DEBUG] [FORECASTER] AAOI: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T17:57:52.266925] [DEBUG] [FORECASTER] AAOI: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T17:57:52.514778] [DEBUG] [FORECASTER] AAOI: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T17:57:52.767822] [DEBUG] [FORECASTER] AAOI: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T17:57:53.011730] [DEBUG] [FORECASTER] AAOI: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T17:57:53.011923] [INFO ] [CONFIGURE ] AAOI: DISCARDED add_pbf_vs_sma_5 (score: 70.00%)
[2025-11-25T17:57:53.011970] [INFO ] [CONFIGURE ] JOB ETA: 41.2h | Avg: 2.4s/test | Remaining: 61316 tests
[2025-11-25T17:57:53.012009] [INFO ] [CONFIGURE ] AAOI: Testing feature 20/29: add_price_rejection
[2025-11-25T17:57:53.012042] [INFO ] [CONFIGURE ] AAOI: Testing with features: ['add_cumulative_delta', 'add_order_flow_imbalance', 'add_price_rejection']
[2025-11-25T17:57:53.269443] [DEBUG] [FORECASTER] AAOI: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0
[2025-11-25T17:57:53.524334] [DEBUG] [FORECASTER] AAOI: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T17:57:53.768608] [DEBUG] [FORECASTER] AAOI: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T17:57:54.016414] [DEBUG] [FORECASTER] AAOI: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-25T17:57:54.268398] [DEBUG] [FORECASTER] AAOI: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-25T17:57:54.525455] [DEBUG] [FORECASTER] AAOI: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T17:57:54.810804] [DEBUG] [FORECASTER] AAOI: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T17:57:55.098273] [DEBUG] [FORECASTER] AAOI: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T17:57:55.359830] [DEBUG] [FORECASTER] AAOI: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T17:57:55.627322] [DEBUG] [FORECASTER] AAOI: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T17:57:55.627532] [INFO ] [CONFIGURE ] AAOI: DISCARDED add_price_rejection (score: 50.00%)
[2025-11-25T17:57:55.627581] [INFO ] [CONFIGURE ] JOB ETA: 41.3h | Avg: 2.4s/test | Remaining: 61315 tests
[2025-11-25T17:57:55.627619] [INFO ] [CONFIGURE ] AAOI: Testing feature 21/29: add_range_position
[2025-11-25T17:57:55.627672] [INFO ] [CONFIGURE ] AAOI: Testing with features: ['add_cumulative_delta', 'add_order_flow_imbalance', 'add_range_position']
[2025-11-25T17:57:55.909880] [DEBUG] [FORECASTER] AAOI: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0
[2025-11-25T17:57:56.187527] [DEBUG] [FORECASTER] AAOI: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T17:57:56.458984] [DEBUG] [FORECASTER] AAOI: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T17:57:56.726980] [DEBUG] [FORECASTER] AAOI: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-25T17:57:56.994425] [DEBUG] [FORECASTER] AAOI: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-25T17:57:57.258547] [DEBUG] [FORECASTER] AAOI: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T17:57:57.533079] [DEBUG] [FORECASTER] AAOI: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T17:57:57.833895] [DEBUG] [FORECASTER] AAOI: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T17:57:58.100851] [DEBUG] [FORECASTER] AAOI: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T17:57:58.381784] [DEBUG] [FORECASTER] AAOI: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T17:57:58.381969] [INFO ] [CONFIGURE ] AAOI: DISCARDED add_range_position (score: 50.00%)
[2025-11-25T17:57:58.382017] [INFO ] [CONFIGURE ] JOB ETA: 41.4h | Avg: 2.4s/test | Remaining: 61314 tests
[2025-11-25T17:57:58.382055] [INFO ] [CONFIGURE ] AAOI: Testing feature 22/29: add_realized_volatility
[2025-11-25T17:57:58.382090] [INFO ] [CONFIGURE ] AAOI: Testing with features: ['add_cumulative_delta', 'add_order_flow_imbalance', 'add_realized_volatility']
[2025-11-25T17:57:58.709194] [DEBUG] [FORECASTER] AAOI: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0
[2025-11-25T17:57:59.038006] [DEBUG] [FORECASTER] AAOI: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T17:57:59.374218] [DEBUG] [FORECASTER] AAOI: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T17:57:59.723795] [DEBUG] [FORECASTER] AAOI: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-25T17:58:00.085517] [DEBUG] [FORECASTER] AAOI: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-25T17:58:01.148202] [DEBUG] [FORECASTER] AAOI: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T17:58:01.511185] [DEBUG] [FORECASTER] AAOI: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T17:58:01.870196] [DEBUG] [FORECASTER] AAOI: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T17:58:02.233069] [DEBUG] [FORECASTER] AAOI: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T17:58:02.595362] [DEBUG] [FORECASTER] AAOI: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T17:58:02.595541] [INFO ] [CONFIGURE ] AAOI: DISCARDED add_realized_volatility (score: 40.00%)
[2025-11-25T17:58:02.595587] [INFO ] [CONFIGURE ] JOB ETA: 42.0h | Avg: 2.5s/test | Remaining: 61313 tests
[2025-11-25T17:58:02.595626] [INFO ] [CONFIGURE ] AAOI: Testing feature 23/29: add_recent_range_context
[2025-11-25T17:58:02.595681] [INFO ] [CONFIGURE ] AAOI: Testing with features: ['add_cumulative_delta', 'add_order_flow_imbalance', 'add_recent_range_context']
[2025-11-25T17:58:02.851937] [DEBUG] [FORECASTER] AAOI: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0
[2025-11-25T17:58:03.118503] [DEBUG] [FORECASTER] AAOI: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T17:58:03.393346] [DEBUG] [FORECASTER] AAOI: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T17:58:03.665570] [DEBUG] [FORECASTER] AAOI: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-25T17:58:03.965695] [DEBUG] [FORECASTER] AAOI: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-25T17:58:04.224557] [DEBUG] [FORECASTER] AAOI: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T17:58:04.478025] [DEBUG] [FORECASTER] AAOI: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T17:58:04.759438] [DEBUG] [FORECASTER] AAOI: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T17:58:05.014454] [DEBUG] [FORECASTER] AAOI: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T17:58:05.257913] [DEBUG] [FORECASTER] AAOI: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T17:58:05.258110] [INFO ] [CONFIGURE ] AAOI: DISCARDED add_recent_range_context (score: 50.00%)
[2025-11-25T17:58:05.258158] [INFO ] [CONFIGURE ] JOB ETA: 42.0h | Avg: 2.5s/test | Remaining: 61312 tests
[2025-11-25T17:58:05.258198] [INFO ] [CONFIGURE ] AAOI: Testing feature 24/29: add_rsi
[2025-11-25T17:58:05.258235] [INFO ] [CONFIGURE ] AAOI: Testing with features: ['add_cumulative_delta', 'add_order_flow_imbalance', 'add_ema', 'add_rsi']
[2025-11-25T17:58:05.541564] [DEBUG] [FORECASTER] AAOI: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0
[2025-11-25T17:58:05.819202] [DEBUG] [FORECASTER] AAOI: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T17:58:06.116735] [DEBUG] [FORECASTER] AAOI: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T17:58:06.432564] [DEBUG] [FORECASTER] AAOI: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-25T17:58:06.732300] [DEBUG] [FORECASTER] AAOI: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-25T17:58:07.026843] [DEBUG] [FORECASTER] AAOI: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T17:58:07.346857] [DEBUG] [FORECASTER] AAOI: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T17:58:07.650927] [DEBUG] [FORECASTER] AAOI: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T17:58:07.962736] [DEBUG] [FORECASTER] AAOI: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T17:58:08.265272] [DEBUG] [FORECASTER] AAOI: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T17:58:08.265443] [INFO ] [CONFIGURE ] AAOI: DISCARDED add_rsi (score: 60.00%)
[2025-11-25T17:58:08.265487] [INFO ] [CONFIGURE ] JOB ETA: 42.2h | Avg: 2.5s/test | Remaining: 61311 tests
[2025-11-25T17:58:08.265523] [INFO ] [CONFIGURE ] AAOI: Testing feature 25/29: add_tick_distribution
[2025-11-25T17:58:08.265555] [INFO ] [CONFIGURE ] AAOI: Testing with features: ['add_cumulative_delta', 'add_order_flow_imbalance', 'add_tick_distribution']
[2025-11-25T17:58:08.504587] [DEBUG] [FORECASTER] AAOI: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0
[2025-11-25T17:58:08.753156] [DEBUG] [FORECASTER] AAOI: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T17:58:08.994120] [DEBUG] [FORECASTER] AAOI: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T17:58:09.241457] [DEBUG] [FORECASTER] AAOI: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-25T17:58:09.483144] [DEBUG] [FORECASTER] AAOI: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T17:58:09.725063] [DEBUG] [FORECASTER] AAOI: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T17:58:09.967635] [DEBUG] [FORECASTER] AAOI: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T17:58:10.211950] [DEBUG] [FORECASTER] AAOI: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T17:58:10.485484] [DEBUG] [FORECASTER] AAOI: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T17:58:10.746502] [DEBUG] [FORECASTER] AAOI: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T17:58:10.746677] [INFO ] [CONFIGURE ] AAOI: DISCARDED add_tick_distribution (score: 50.00%)
[2025-11-25T17:58:10.746728] [INFO ] [CONFIGURE ] JOB ETA: 42.2h | Avg: 2.5s/test | Remaining: 61310 tests
[2025-11-25T17:58:10.746763] [INFO ] [CONFIGURE ] AAOI: Testing feature 26/29: add_volume_momentum_confirmation
[2025-11-25T17:58:10.746796] [INFO ] [CONFIGURE ] AAOI: Testing with features: ['add_cumulative_delta', 'add_order_flow_imbalance', 'add_volume_momentum_confirmation']
[2025-11-25T17:58:10.995386] [DEBUG] [FORECASTER] AAOI: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0
[2025-11-25T17:58:11.235584] [DEBUG] [FORECASTER] AAOI: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T17:58:11.466272] [DEBUG] [FORECASTER] AAOI: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T17:58:11.696950] [DEBUG] [FORECASTER] AAOI: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-25T17:58:11.939592] [DEBUG] [FORECASTER] AAOI: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-25T17:58:12.190432] [DEBUG] [FORECASTER] AAOI: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T17:58:12.436136] [DEBUG] [FORECASTER] AAOI: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T17:58:12.681158] [DEBUG] [FORECASTER] AAOI: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T17:58:12.924225] [DEBUG] [FORECASTER] AAOI: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T17:58:13.187002] [DEBUG] [FORECASTER] AAOI: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T17:58:13.187185] [INFO ] [CONFIGURE ] AAOI: DISCARDED add_volume_momentum_confirmation (score: 40.00%)
[2025-11-25T17:58:13.187233] [INFO ] [CONFIGURE ] JOB ETA: 42.2h | Avg: 2.5s/test | Remaining: 61309 tests
[2025-11-25T17:58:13.187270] [INFO ] [CONFIGURE ] AAOI: Testing feature 27/29: add_volume_price_divergence
[2025-11-25T17:58:13.187328] [INFO ] [CONFIGURE ] AAOI: Testing with features: ['add_cumulative_delta', 'add_order_flow_imbalance', 'add_volume_price_divergence']
[2025-11-25T17:58:13.476213] [DEBUG] [FORECASTER] AAOI: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0
[2025-11-25T17:58:13.750780] [DEBUG] [FORECASTER] AAOI: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T17:58:14.019660] [DEBUG] [FORECASTER] AAOI: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T17:58:14.284851] [DEBUG] [FORECASTER] AAOI: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-25T17:58:14.594072] [DEBUG] [FORECASTER] AAOI: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T17:58:14.877311] [DEBUG] [FORECASTER] AAOI: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T17:58:15.161188] [DEBUG] [FORECASTER] AAOI: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T17:58:15.454638] [DEBUG] [FORECASTER] AAOI: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T17:58:15.753533] [DEBUG] [FORECASTER] AAOI: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T17:58:16.046182] [DEBUG] [FORECASTER] AAOI: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T17:58:16.046356] [INFO ] [CONFIGURE ] AAOI: KEPT add_volume_price_divergence (score: 80.00%)
[2025-11-25T17:58:16.046401] [INFO ] [CONFIGURE ] JOB ETA: 42.3h | Avg: 2.5s/test | Remaining: 61308 tests
[2025-11-25T17:58:16.046440] [INFO ] [CONFIGURE ] AAOI: Testing feature 28/29: add_volume_profile
[2025-11-25T17:58:16.046474] [INFO ] [CONFIGURE ] AAOI: Testing with features: ['add_cumulative_delta', 'add_order_flow_imbalance', 'add_volume_price_divergence', 'add_volume_profile']
[2025-11-25T17:58:16.370506] [DEBUG] [FORECASTER] AAOI: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0
[2025-11-25T17:58:16.696421] [DEBUG] [FORECASTER] AAOI: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T17:58:17.024405] [DEBUG] [FORECASTER] AAOI: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T17:58:17.358320] [DEBUG] [FORECASTER] AAOI: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-25T17:58:17.676698] [DEBUG] [FORECASTER] AAOI: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T17:58:17.989129] [DEBUG] [FORECASTER] AAOI: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T17:58:18.305670] [DEBUG] [FORECASTER] AAOI: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T17:58:18.589236] [DEBUG] [FORECASTER] AAOI: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T17:58:18.872434] [DEBUG] [FORECASTER] AAOI: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T17:58:19.181744] [DEBUG] [FORECASTER] AAOI: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T17:58:19.181907] [INFO ] [CONFIGURE ] AAOI: DISCARDED add_volume_profile (score: 70.00%)
[2025-11-25T17:58:19.181953] [INFO ] [CONFIGURE ] JOB ETA: 42.5h | Avg: 2.5s/test | Remaining: 61307 tests
[2025-11-25T17:58:19.181990] [INFO ] [CONFIGURE ] AAOI: Testing feature 29/29: add_vwap
[2025-11-25T17:58:19.182022] [INFO ] [CONFIGURE ] AAOI: Testing with features: ['add_cumulative_delta', 'add_order_flow_imbalance', 'add_volume_price_divergence', 'add_vwap']
[2025-11-25T17:58:19.543087] [DEBUG] [FORECASTER] AAOI: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0
[2025-11-25T17:58:19.873718] [DEBUG] [FORECASTER] AAOI: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T17:58:20.215883] [DEBUG] [FORECASTER] AAOI: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T17:58:20.530237] [DEBUG] [FORECASTER] AAOI: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-25T17:58:20.841094] [DEBUG] [FORECASTER] AAOI: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-25T17:58:21.164506] [DEBUG] [FORECASTER] AAOI: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T17:58:21.493145] [DEBUG] [FORECASTER] AAOI: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T17:58:21.816422] [DEBUG] [FORECASTER] AAOI: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T17:58:22.122504] [DEBUG] [FORECASTER] AAOI: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T17:58:22.428992] [DEBUG] [FORECASTER] AAOI: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T17:58:22.429147] [INFO ] [CONFIGURE ] AAOI: DISCARDED add_vwap (score: 60.00%)
[2025-11-25T17:58:22.429192] [INFO ] [CONFIGURE ] JOB ETA: 42.7h | Avg: 2.5s/test | Remaining: 61306 tests
[2025-11-25T17:58:22.429228] [INFO ] [CONFIGURE ] AAOI: ===== FEATURE SELECTION COMPLETE =====
[2025-11-25T17:58:22.429258] [INFO ] [CONFIGURE ] AAOI: Best accuracy: 80.00%
[2025-11-25T17:58:22.429290] [INFO ] [CONFIGURE ] AAOI: Best feature set (3 features): ['add_cumulative_delta', 'add_order_flow_imbalance', 'add_volume_price_divergence']
[2025-11-25T17:58:22.429319] [INFO ] [CONFIGURE ] AAOI: Improvement over baseline: 40.00%
[2025-11-25T17:58:22.429389] [INFO ] [CONFIGURE ] AAOI: Total time: 1.3 minutes
[2025-11-25T17:58:22.429425] [INFO ] [CONFIGURE ] AAOI: Average time per feature: 2.7 seconds
[2025-11-25T17:58:22.429459] [INFO ] [CONFIGURE ] AAOI: Average speed: 0.38 features/sec
[2025-11-25T17:58:22.429920] [INFO ] [LOCAL     ] Saved configuration for AAOI: 3 features, 80.00% accuracy -> ./output/feature-sets/AAOI.json
[2025-11-25T17:58:22.429967] [INFO ] [CONFIGURE ] AAOI: Configuration saved successfully: 3 features, 80.00% accuracy.
[2025-11-25T17:58:22.430006] [INFO ] [sig       ] [2/2116] Successfully configured AAOI | 0.01 sym/s | Total: 2.5m | ETA: 43.7h
[2025-11-25T17:58:22.430047] [INFO ] [sig       ] [3/2116] Configuring AAON...
[2025-11-25T17:58:22.430078] [INFO ] [CONFIGURE ] AAON: Configurate test run.
[2025-11-25T17:58:22.430109] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AAON' from 'https://tdm.silogroup.org/data/derivative_storage/AAON.csv'.
[2025-11-25T17:58:22.441425] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AAON'.
[2025-11-25T17:58:22.442033] [INFO ] [CONFIGURE ] AAON: Testing with 29 available features
[2025-11-25T17:58:22.442087] [INFO ] [CONFIGURE ] AAON: Establishing baseline with no features...
[2025-11-25T17:58:22.612366] [DEBUG] [FORECASTER] AAON: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T17:58:22.782101] [DEBUG] [FORECASTER] AAON: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T17:58:22.954196] [DEBUG] [FORECASTER] AAON: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T17:58:23.127611] [DEBUG] [FORECASTER] AAON: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T17:58:23.300635] [DEBUG] [FORECASTER] AAON: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T17:58:23.470418] [DEBUG] [FORECASTER] AAON: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T17:58:23.643501] [DEBUG] [FORECASTER] AAON: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T17:58:23.817883] [DEBUG] [FORECASTER] AAON: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T17:58:23.986761] [DEBUG] [FORECASTER] AAON: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T17:58:24.157726] [DEBUG] [FORECASTER] AAON: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T17:58:24.157868] [INFO ] [CONFIGURE ] AAON: Baseline score (no features): 90.00%
[2025-11-25T17:58:24.157912] [INFO ] [CONFIGURE ] AAON: Testing feature 1/29: add_bollinger_bands
[2025-11-25T17:58:24.157967] [INFO ] [CONFIGURE ] AAON: Testing with features: ['add_bollinger_bands']
[2025-11-25T17:58:24.357521] [DEBUG] [FORECASTER] AAON: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T17:58:24.561477] [DEBUG] [FORECASTER] AAON: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T17:58:24.765106] [DEBUG] [FORECASTER] AAON: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T17:58:24.964367] [DEBUG] [FORECASTER] AAON: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T17:58:25.166772] [DEBUG] [FORECASTER] AAON: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T17:58:25.366269] [DEBUG] [FORECASTER] AAON: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T17:58:25.593878] [DEBUG] [FORECASTER] AAON: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T17:58:25.799493] [DEBUG] [FORECASTER] AAON: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T17:58:26.007454] [DEBUG] [FORECASTER] AAON: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T17:58:26.219755] [DEBUG] [FORECASTER] AAON: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T17:58:26.219925] [INFO ] [CONFIGURE ] AAON: DISCARDED add_bollinger_bands (score: 60.00%)
[2025-11-25T17:58:26.219970] [INFO ] [CONFIGURE ] JOB ETA: 42.6h | Avg: 2.5s/test | Remaining: 61305 tests
[2025-11-25T17:58:26.220005] [INFO ] [CONFIGURE ] AAON: Testing feature 2/29: add_cumulative_delta
[2025-11-25T17:58:26.220037] [INFO ] [CONFIGURE ] AAON: Testing with features: ['add_cumulative_delta']
[2025-11-25T17:58:26.427003] [DEBUG] [FORECASTER] AAON: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T17:58:26.652426] [DEBUG] [FORECASTER] AAON: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T17:58:26.861181] [DEBUG] [FORECASTER] AAON: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T17:58:27.069227] [DEBUG] [FORECASTER] AAON: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T17:58:27.283849] [DEBUG] [FORECASTER] AAON: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T17:58:27.494884] [DEBUG] [FORECASTER] AAON: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T17:58:27.712567] [DEBUG] [FORECASTER] AAON: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T17:58:27.927033] [DEBUG] [FORECASTER] AAON: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T17:58:28.142782] [DEBUG] [FORECASTER] AAON: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T17:58:28.360502] [DEBUG] [FORECASTER] AAON: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T17:58:28.360681] [INFO ] [CONFIGURE ] AAON: DISCARDED add_cumulative_delta (score: 80.00%)
[2025-11-25T17:58:28.360729] [INFO ] [CONFIGURE ] JOB ETA: 42.5h | Avg: 2.5s/test | Remaining: 61304 tests
[2025-11-25T17:58:28.360765] [INFO ] [CONFIGURE ] AAON: Testing feature 3/29: add_daily_returns
[2025-11-25T17:58:28.360798] [INFO ] [CONFIGURE ] AAON: Testing with features: ['add_daily_returns']
[2025-11-25T17:58:28.572569] [DEBUG] [FORECASTER] AAON: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T17:58:28.761086] [DEBUG] [FORECASTER] AAON: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T17:58:28.945305] [DEBUG] [FORECASTER] AAON: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T17:58:29.133231] [DEBUG] [FORECASTER] AAON: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T17:58:29.325503] [DEBUG] [FORECASTER] AAON: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T17:58:29.510584] [DEBUG] [FORECASTER] AAON: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T17:58:29.696296] [DEBUG] [FORECASTER] AAON: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T17:58:29.894957] [DEBUG] [FORECASTER] AAON: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T17:58:30.100707] [DEBUG] [FORECASTER] AAON: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T17:58:30.286873] [DEBUG] [FORECASTER] AAON: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T17:58:30.287019] [INFO ] [CONFIGURE ] AAON: DISCARDED add_daily_returns (score: 80.00%)
[2025-11-25T17:58:30.287064] [INFO ] [CONFIGURE ] JOB ETA: 42.3h | Avg: 2.5s/test | Remaining: 61303 tests
[2025-11-25T17:58:30.287100] [INFO ] [CONFIGURE ] AAON: Testing feature 4/29: add_ema
[2025-11-25T17:58:30.287132] [INFO ] [CONFIGURE ] AAON: Testing with features: ['add_ema']
[2025-11-25T17:58:30.500535] [DEBUG] [FORECASTER] AAON: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T17:58:30.717093] [DEBUG] [FORECASTER] AAON: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T17:58:30.937377] [DEBUG] [FORECASTER] AAON: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T17:58:31.160479] [DEBUG] [FORECASTER] AAON: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T17:58:31.378158] [DEBUG] [FORECASTER] AAON: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T17:58:31.608923] [DEBUG] [FORECASTER] AAON: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T17:58:31.809744] [DEBUG] [FORECASTER] AAON: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T17:58:32.012754] [DEBUG] [FORECASTER] AAON: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T17:58:32.216337] [DEBUG] [FORECASTER] AAON: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T17:58:32.422678] [DEBUG] [FORECASTER] AAON: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T17:58:32.422877] [INFO ] [CONFIGURE ] AAON: DISCARDED add_ema (score: 60.00%)
[2025-11-25T17:58:32.422926] [INFO ] [CONFIGURE ] JOB ETA: 42.2h | Avg: 2.5s/test | Remaining: 61302 tests
[2025-11-25T17:58:32.422963] [INFO ] [CONFIGURE ] AAON: Testing feature 5/29: add_exhaustion_signals
[2025-11-25T17:58:32.422997] [INFO ] [CONFIGURE ] AAON: Testing with features: ['add_vwap', 'add_exhaustion_signals']
[2025-11-25T17:58:32.623779] [DEBUG] [FORECASTER] AAON: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T17:58:32.826689] [DEBUG] [FORECASTER] AAON: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T17:58:33.033985] [DEBUG] [FORECASTER] AAON: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T17:58:33.264163] [DEBUG] [FORECASTER] AAON: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T17:58:33.464953] [DEBUG] [FORECASTER] AAON: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T17:58:33.672228] [DEBUG] [FORECASTER] AAON: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T17:58:33.893310] [DEBUG] [FORECASTER] AAON: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T17:58:34.115747] [DEBUG] [FORECASTER] AAON: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T17:58:34.336972] [DEBUG] [FORECASTER] AAON: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T17:58:34.541897] [DEBUG] [FORECASTER] AAON: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T17:58:34.542054] [INFO ] [CONFIGURE ] AAON: DISCARDED add_exhaustion_signals (score: 80.00%)
[2025-11-25T17:58:34.542100] [INFO ] [CONFIGURE ] JOB ETA: 42.1h | Avg: 2.5s/test | Remaining: 61301 tests
[2025-11-25T17:58:34.542135] [INFO ] [CONFIGURE ] AAON: Testing feature 6/29: add_failed_moves
[2025-11-25T17:58:34.542168] [INFO ] [CONFIGURE ] AAON: Testing with features: ['add_failed_moves']
[2025-11-25T17:58:34.710709] [DEBUG] [FORECASTER] AAON: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T17:58:34.886172] [DEBUG] [FORECASTER] AAON: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T17:58:35.070464] [DEBUG] [FORECASTER] AAON: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T17:58:35.240233] [DEBUG] [FORECASTER] AAON: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T17:58:35.414553] [DEBUG] [FORECASTER] AAON: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T17:58:35.585318] [DEBUG] [FORECASTER] AAON: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T17:58:35.753878] [DEBUG] [FORECASTER] AAON: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T17:58:35.924037] [DEBUG] [FORECASTER] AAON: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T17:58:36.097463] [DEBUG] [FORECASTER] AAON: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T17:58:36.268416] [DEBUG] [FORECASTER] AAON: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T17:58:36.268569] [INFO ] [CONFIGURE ] AAON: DISCARDED add_failed_moves (score: 90.00%)
[2025-11-25T17:58:36.268614] [INFO ] [CONFIGURE ] JOB ETA: 41.9h | Avg: 2.5s/test | Remaining: 61300 tests
[2025-11-25T17:58:36.268671] [INFO ] [CONFIGURE ] AAON: Testing feature 7/29: add_lag_shelf
[2025-11-25T17:58:36.268707] [INFO ] [CONFIGURE ] AAON: Testing with features: ['add_lag_shelf']
[2025-11-25T17:58:36.425480] [DEBUG] [FORECASTER] AAON: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T17:58:36.582561] [DEBUG] [FORECASTER] AAON: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T17:58:36.741874] [DEBUG] [FORECASTER] AAON: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T17:58:36.932325] [DEBUG] [FORECASTER] AAON: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T17:58:37.124357] [DEBUG] [FORECASTER] AAON: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T17:58:37.353469] [DEBUG] [FORECASTER] AAON: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T17:58:37.573055] [DEBUG] [FORECASTER] AAON: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T17:58:37.792827] [DEBUG] [FORECASTER] AAON: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T17:58:37.977088] [DEBUG] [FORECASTER] AAON: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T17:58:38.139417] [DEBUG] [FORECASTER] AAON: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T17:58:38.139566] [INFO ] [CONFIGURE ] AAON: DISCARDED add_lag_shelf (score: 90.00%)
[2025-11-25T17:58:38.139608] [INFO ] [CONFIGURE ] JOB ETA: 41.8h | Avg: 2.5s/test | Remaining: 61299 tests
[2025-11-25T17:58:38.139661] [INFO ] [CONFIGURE ] AAON: Testing feature 8/29: add_macd
[2025-11-25T17:58:38.139698] [INFO ] [CONFIGURE ] AAON: Testing with features: ['add_vwap', 'add_macd']
[2025-11-25T17:58:38.401733] [DEBUG] [FORECASTER] AAON: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T17:58:38.653763] [DEBUG] [FORECASTER] AAON: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T17:58:38.912713] [DEBUG] [FORECASTER] AAON: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T17:58:39.204273] [DEBUG] [FORECASTER] AAON: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T17:58:39.483688] [DEBUG] [FORECASTER] AAON: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T17:58:39.733457] [DEBUG] [FORECASTER] AAON: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T17:58:40.007139] [DEBUG] [FORECASTER] AAON: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T17:58:40.254436] [DEBUG] [FORECASTER] AAON: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T17:58:40.503439] [DEBUG] [FORECASTER] AAON: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T17:58:40.772826] [DEBUG] [FORECASTER] AAON: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T17:58:40.772997] [INFO ] [CONFIGURE ] AAON: DISCARDED add_macd (score: 50.00%)
[2025-11-25T17:58:40.773065] [INFO ] [CONFIGURE ] JOB ETA: 41.8h | Avg: 2.5s/test | Remaining: 61298 tests
[2025-11-25T17:58:40.773101] [INFO ] [CONFIGURE ] AAON: Testing feature 9/29: add_mfi
[2025-11-25T17:58:40.773133] [INFO ] [CONFIGURE ] AAON: Testing with features: ['add_mfi']
[2025-11-25T17:58:40.940949] [DEBUG] [FORECASTER] AAON: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T17:58:41.109079] [DEBUG] [FORECASTER] AAON: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T17:58:41.297402] [DEBUG] [FORECASTER] AAON: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T17:58:41.488216] [DEBUG] [FORECASTER] AAON: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T17:58:41.663347] [DEBUG] [FORECASTER] AAON: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T17:58:41.838462] [DEBUG] [FORECASTER] AAON: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T17:58:42.029527] [DEBUG] [FORECASTER] AAON: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T17:58:42.212022] [DEBUG] [FORECASTER] AAON: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T17:58:42.381417] [DEBUG] [FORECASTER] AAON: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T17:58:42.553264] [DEBUG] [FORECASTER] AAON: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T17:58:42.553420] [INFO ] [CONFIGURE ] AAON: DISCARDED add_mfi (score: 90.00%)
[2025-11-25T17:58:42.553464] [INFO ] [CONFIGURE ] JOB ETA: 41.7h | Avg: 2.4s/test | Remaining: 61297 tests
[2025-11-25T17:58:42.553499] [INFO ] [CONFIGURE ] AAON: Testing feature 10/29: add_momentum_acceleration
[2025-11-25T17:58:42.553532] [INFO ] [CONFIGURE ] AAON: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-11-25T17:58:42.797085] [DEBUG] [FORECASTER] AAON: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T17:58:43.038128] [DEBUG] [FORECASTER] AAON: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T17:58:43.286523] [DEBUG] [FORECASTER] AAON: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T17:58:43.536148] [DEBUG] [FORECASTER] AAON: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T17:58:43.810631] [DEBUG] [FORECASTER] AAON: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T17:58:44.058252] [DEBUG] [FORECASTER] AAON: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T17:58:44.309470] [DEBUG] [FORECASTER] AAON: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T17:58:44.556914] [DEBUG] [FORECASTER] AAON: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T17:58:44.804916] [DEBUG] [FORECASTER] AAON: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T17:58:45.060013] [DEBUG] [FORECASTER] AAON: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T17:58:45.060177] [INFO ] [CONFIGURE ] AAON: DISCARDED add_momentum_acceleration (score: 80.00%)
[2025-11-25T17:58:45.060221] [INFO ] [CONFIGURE ] JOB ETA: 41.7h | Avg: 2.4s/test | Remaining: 61296 tests
[2025-11-25T17:58:45.060255] [INFO ] [CONFIGURE ] AAON: Testing feature 11/29: add_obv_daily
[2025-11-25T17:58:45.060288] [INFO ] [CONFIGURE ] AAON: Testing with features: ['add_obv_daily']
[2025-11-25T17:58:45.235577] [DEBUG] [FORECASTER] AAON: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T17:58:45.415950] [DEBUG] [FORECASTER] AAON: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T17:58:45.592981] [DEBUG] [FORECASTER] AAON: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T17:58:45.774412] [DEBUG] [FORECASTER] AAON: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T17:58:45.954147] [DEBUG] [FORECASTER] AAON: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T17:58:46.132446] [DEBUG] [FORECASTER] AAON: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T17:58:46.327146] [DEBUG] [FORECASTER] AAON: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T17:58:46.514823] [DEBUG] [FORECASTER] AAON: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T17:58:46.720621] [DEBUG] [FORECASTER] AAON: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T17:58:46.904544] [DEBUG] [FORECASTER] AAON: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T17:58:46.904716] [INFO ] [CONFIGURE ] AAON: DISCARDED add_obv_daily (score: 50.00%)
[2025-11-25T17:58:46.904763] [INFO ] [CONFIGURE ] JOB ETA: 41.5h | Avg: 2.4s/test | Remaining: 61295 tests
[2025-11-25T17:58:46.904797] [INFO ] [CONFIGURE ] AAON: Testing feature 12/29: add_obv_interval
[2025-11-25T17:58:46.904829] [INFO ] [CONFIGURE ] AAON: Testing with features: ['add_obv_interval']
[2025-11-25T17:58:47.079387] [DEBUG] [FORECASTER] AAON: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T17:58:47.258308] [DEBUG] [FORECASTER] AAON: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T17:58:47.434846] [DEBUG] [FORECASTER] AAON: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T17:58:47.603930] [DEBUG] [FORECASTER] AAON: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T17:58:47.773437] [DEBUG] [FORECASTER] AAON: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T17:58:47.945948] [DEBUG] [FORECASTER] AAON: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T17:58:48.117770] [DEBUG] [FORECASTER] AAON: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T17:58:48.293816] [DEBUG] [FORECASTER] AAON: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T17:58:48.470397] [DEBUG] [FORECASTER] AAON: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T17:58:48.651967] [DEBUG] [FORECASTER] AAON: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T17:58:48.652121] [INFO ] [CONFIGURE ] AAON: DISCARDED add_obv_interval (score: 80.00%)
[2025-11-25T17:58:48.652165] [INFO ] [CONFIGURE ] JOB ETA: 41.4h | Avg: 2.4s/test | Remaining: 61294 tests
[2025-11-25T17:58:48.652200] [INFO ] [CONFIGURE ] AAON: Testing feature 13/29: add_opening_strength
[2025-11-25T17:58:48.652233] [INFO ] [CONFIGURE ] AAON: Testing with features: ['add_daily_returns', 'add_opening_strength']
[2025-11-25T17:58:48.837930] [DEBUG] [FORECASTER] AAON: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T17:58:49.025547] [DEBUG] [FORECASTER] AAON: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0
[2025-11-25T17:58:49.210188] [DEBUG] [FORECASTER] AAON: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T17:58:49.396754] [DEBUG] [FORECASTER] AAON: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T17:58:49.582055] [DEBUG] [FORECASTER] AAON: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T17:58:49.797983] [DEBUG] [FORECASTER] AAON: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T17:58:49.991089] [DEBUG] [FORECASTER] AAON: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T17:58:50.183779] [DEBUG] [FORECASTER] AAON: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T17:58:50.376275] [DEBUG] [FORECASTER] AAON: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T17:58:50.568161] [DEBUG] [FORECASTER] AAON: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T17:58:50.568309] [INFO ] [CONFIGURE ] AAON: DISCARDED add_opening_strength (score: 60.00%)
[2025-11-25T17:58:50.568353] [INFO ] [CONFIGURE ] JOB ETA: 41.2h | Avg: 2.4s/test | Remaining: 61293 tests
[2025-11-25T17:58:50.568387] [INFO ] [CONFIGURE ] AAON: Testing feature 14/29: add_order_flow_imbalance
[2025-11-25T17:58:50.568792] [INFO ] [CONFIGURE ] AAON: Testing with features: ['add_order_flow_imbalance']
[2025-11-25T17:58:50.761577] [DEBUG] [FORECASTER] AAON: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T17:58:50.956498] [DEBUG] [FORECASTER] AAON: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T17:58:51.146043] [DEBUG] [FORECASTER] AAON: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T17:58:51.335119] [DEBUG] [FORECASTER] AAON: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T17:58:51.527106] [DEBUG] [FORECASTER] AAON: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T17:58:51.725159] [DEBUG] [FORECASTER] AAON: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T17:58:51.928571] [DEBUG] [FORECASTER] AAON: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T17:58:52.131059] [DEBUG] [FORECASTER] AAON: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T17:58:52.323888] [DEBUG] [FORECASTER] AAON: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T17:58:52.518024] [DEBUG] [FORECASTER] AAON: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T17:58:52.518178] [INFO ] [CONFIGURE ] AAON: DISCARDED add_order_flow_imbalance (score: 50.00%)
[2025-11-25T17:58:52.518230] [INFO ] [CONFIGURE ] JOB ETA: 41.1h | Avg: 2.4s/test | Remaining: 61292 tests
[2025-11-25T17:58:52.518268] [INFO ] [CONFIGURE ] AAON: Testing feature 15/29: add_pbf_morning_momentum
[2025-11-25T17:58:52.518299] [INFO ] [CONFIGURE ] AAON: Testing with features: ['add_pbf_morning_momentum']
[2025-11-25T17:58:52.679386] [DEBUG] [FORECASTER] AAON: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T17:58:52.858236] [DEBUG] [FORECASTER] AAON: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T17:58:53.017900] [DEBUG] [FORECASTER] AAON: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T17:58:53.176445] [DEBUG] [FORECASTER] AAON: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T17:58:53.337980] [DEBUG] [FORECASTER] AAON: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T17:58:53.502851] [DEBUG] [FORECASTER] AAON: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T17:58:53.668536] [DEBUG] [FORECASTER] AAON: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T17:58:53.832025] [DEBUG] [FORECASTER] AAON: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T17:58:53.999624] [DEBUG] [FORECASTER] AAON: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T17:58:54.166510] [DEBUG] [FORECASTER] AAON: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T17:58:54.166676] [INFO ] [CONFIGURE ] AAON: DISCARDED add_pbf_morning_momentum (score: 70.00%)
[2025-11-25T17:58:54.166723] [INFO ] [CONFIGURE ] JOB ETA: 40.9h | Avg: 2.4s/test | Remaining: 61291 tests
[2025-11-25T17:58:54.166758] [INFO ] [CONFIGURE ] AAON: Testing feature 16/29: add_pbf_overnight_gap
[2025-11-25T17:58:54.166790] [INFO ] [CONFIGURE ] AAON: Testing with features: ['add_pbf_overnight_gap']
[2025-11-25T17:58:54.346018] [DEBUG] [FORECASTER] AAON: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T17:58:54.519872] [DEBUG] [FORECASTER] AAON: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T17:58:54.697358] [DEBUG] [FORECASTER] AAON: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T17:58:54.884852] [DEBUG] [FORECASTER] AAON: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T17:58:55.067984] [DEBUG] [FORECASTER] AAON: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T17:58:55.251985] [DEBUG] [FORECASTER] AAON: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T17:58:55.430974] [DEBUG] [FORECASTER] AAON: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T17:58:55.609872] [DEBUG] [FORECASTER] AAON: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T17:58:55.822106] [DEBUG] [FORECASTER] AAON: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T17:58:55.997538] [DEBUG] [FORECASTER] AAON: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T17:58:55.997714] [INFO ] [CONFIGURE ] AAON: DISCARDED add_pbf_overnight_gap (score: 60.00%)
[2025-11-25T17:58:55.997759] [INFO ] [CONFIGURE ] JOB ETA: 40.8h | Avg: 2.4s/test | Remaining: 61290 tests
[2025-11-25T17:58:55.997794] [INFO ] [CONFIGURE ] AAON: Testing feature 17/29: add_pbf_return_2d
[2025-11-25T17:58:55.997827] [INFO ] [CONFIGURE ] AAON: Testing with features: ['add_pbf_return_2d']
[2025-11-25T17:58:56.187191] [DEBUG] [FORECASTER] AAON: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T17:58:56.370422] [DEBUG] [FORECASTER] AAON: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T17:58:56.554111] [DEBUG] [FORECASTER] AAON: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T17:58:56.739586] [DEBUG] [FORECASTER] AAON: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T17:58:56.926056] [DEBUG] [FORECASTER] AAON: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T17:58:57.111595] [DEBUG] [FORECASTER] AAON: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T17:58:57.298045] [DEBUG] [FORECASTER] AAON: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T17:58:57.490410] [DEBUG] [FORECASTER] AAON: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T17:58:57.683307] [DEBUG] [FORECASTER] AAON: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T17:58:57.878113] [DEBUG] [FORECASTER] AAON: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T17:58:57.878300] [INFO ] [CONFIGURE ] AAON: DISCARDED add_pbf_return_2d (score: 60.00%)
[2025-11-25T17:58:57.878348] [INFO ] [CONFIGURE ] JOB ETA: 40.7h | Avg: 2.4s/test | Remaining: 61289 tests
[2025-11-25T17:58:57.878382] [INFO ] [CONFIGURE ] AAON: Testing feature 18/29: add_pbf_volatility_5d
[2025-11-25T17:58:57.878413] [INFO ] [CONFIGURE ] AAON: Testing with features: ['add_pbf_volatility_5d']
[2025-11-25T17:58:58.037291] [DEBUG] [FORECASTER] AAON: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T17:58:58.192393] [DEBUG] [FORECASTER] AAON: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T17:58:58.349242] [DEBUG] [FORECASTER] AAON: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T17:58:58.502930] [DEBUG] [FORECASTER] AAON: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T17:58:58.661511] [DEBUG] [FORECASTER] AAON: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T17:58:58.856851] [DEBUG] [FORECASTER] AAON: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T17:58:59.018552] [DEBUG] [FORECASTER] AAON: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T17:58:59.187228] [DEBUG] [FORECASTER] AAON: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T17:58:59.354186] [DEBUG] [FORECASTER] AAON: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T17:58:59.515615] [DEBUG] [FORECASTER] AAON: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T17:58:59.515776] [INFO ] [CONFIGURE ] AAON: DISCARDED add_pbf_volatility_5d (score: 50.00%)
[2025-11-25T17:58:59.516367] [INFO ] [CONFIGURE ] JOB ETA: 40.5h | Avg: 2.4s/test | Remaining: 61288 tests
[2025-11-25T17:58:59.516414] [INFO ] [CONFIGURE ] AAON: Testing feature 19/29: add_pbf_vs_sma_5
[2025-11-25T17:58:59.516453] [INFO ] [CONFIGURE ] AAON: Testing with features: ['add_pbf_vs_sma_5']
[2025-11-25T17:58:59.679789] [DEBUG] [FORECASTER] AAON: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T17:58:59.846638] [DEBUG] [FORECASTER] AAON: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T17:59:00.017020] [DEBUG] [FORECASTER] AAON: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T17:59:00.189502] [DEBUG] [FORECASTER] AAON: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T17:59:00.426528] [DEBUG] [FORECASTER] AAON: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T17:59:01.126276] [DEBUG] [FORECASTER] AAON: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T17:59:01.384057] [DEBUG] [FORECASTER] AAON: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T17:59:01.537684] [DEBUG] [FORECASTER] AAON: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T17:59:01.700808] [DEBUG] [FORECASTER] AAON: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T17:59:01.894901] [DEBUG] [FORECASTER] AAON: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T17:59:01.895058] [INFO ] [CONFIGURE ] AAON: DISCARDED add_pbf_vs_sma_5 (score: 80.00%)
[2025-11-25T17:59:01.895102] [INFO ] [CONFIGURE ] JOB ETA: 40.5h | Avg: 2.4s/test | Remaining: 61287 tests
[2025-11-25T17:59:01.895138] [INFO ] [CONFIGURE ] AAON: Testing feature 20/29: add_price_rejection
[2025-11-25T17:59:01.895170] [INFO ] [CONFIGURE ] AAON: Testing with features: ['add_price_rejection']
[2025-11-25T17:59:02.073577] [DEBUG] [FORECASTER] AAON: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T17:59:02.257711] [DEBUG] [FORECASTER] AAON: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T17:59:02.442612] [DEBUG] [FORECASTER] AAON: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T17:59:02.628021] [DEBUG] [FORECASTER] AAON: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T17:59:02.813450] [DEBUG] [FORECASTER] AAON: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T17:59:03.011198] [DEBUG] [FORECASTER] AAON: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T17:59:03.216806] [DEBUG] [FORECASTER] AAON: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T17:59:03.406074] [DEBUG] [FORECASTER] AAON: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T17:59:03.592567] [DEBUG] [FORECASTER] AAON: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T17:59:03.779213] [DEBUG] [FORECASTER] AAON: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T17:59:03.779388] [INFO ] [CONFIGURE ] AAON: DISCARDED add_price_rejection (score: 70.00%)
[2025-11-25T17:59:03.779453] [INFO ] [CONFIGURE ] JOB ETA: 40.4h | Avg: 2.4s/test | Remaining: 61286 tests
[2025-11-25T17:59:03.779510] [INFO ] [CONFIGURE ] AAON: Testing feature 21/29: add_range_position
[2025-11-25T17:59:03.779558] [INFO ] [CONFIGURE ] AAON: Testing with features: ['add_range_position']
[2025-11-25T17:59:03.983404] [DEBUG] [FORECASTER] AAON: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T17:59:04.185411] [DEBUG] [FORECASTER] AAON: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0
[2025-11-25T17:59:04.394247] [DEBUG] [FORECASTER] AAON: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T17:59:04.605107] [DEBUG] [FORECASTER] AAON: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T17:59:04.814608] [DEBUG] [FORECASTER] AAON: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T17:59:05.021420] [DEBUG] [FORECASTER] AAON: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T17:59:05.221575] [DEBUG] [FORECASTER] AAON: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T17:59:05.427301] [DEBUG] [FORECASTER] AAON: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T17:59:05.630371] [DEBUG] [FORECASTER] AAON: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T17:59:05.833710] [DEBUG] [FORECASTER] AAON: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T17:59:05.833870] [INFO ] [CONFIGURE ] AAON: DISCARDED add_range_position (score: 70.00%)
[2025-11-25T17:59:05.833916] [INFO ] [CONFIGURE ] JOB ETA: 40.3h | Avg: 2.4s/test | Remaining: 61285 tests
[2025-11-25T17:59:05.833977] [INFO ] [CONFIGURE ] AAON: Testing feature 22/29: add_realized_volatility
[2025-11-25T17:59:05.834011] [INFO ] [CONFIGURE ] AAON: Testing with features: ['add_realized_volatility']
[2025-11-25T17:59:06.102767] [DEBUG] [FORECASTER] AAON: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T17:59:06.372916] [DEBUG] [FORECASTER] AAON: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T17:59:06.637438] [DEBUG] [FORECASTER] AAON: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T17:59:06.901014] [DEBUG] [FORECASTER] AAON: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T17:59:07.176079] [DEBUG] [FORECASTER] AAON: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T17:59:07.450675] [DEBUG] [FORECASTER] AAON: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T17:59:07.721101] [DEBUG] [FORECASTER] AAON: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T17:59:08.012343] [DEBUG] [FORECASTER] AAON: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T17:59:08.287767] [DEBUG] [FORECASTER] AAON: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T17:59:08.569936] [DEBUG] [FORECASTER] AAON: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T17:59:08.570112] [INFO ] [CONFIGURE ] AAON: DISCARDED add_realized_volatility (score: 80.00%)
[2025-11-25T17:59:08.570161] [INFO ] [CONFIGURE ] JOB ETA: 40.4h | Avg: 2.4s/test | Remaining: 61284 tests
[2025-11-25T17:59:08.570197] [INFO ] [CONFIGURE ] AAON: Testing feature 23/29: add_recent_range_context
[2025-11-25T17:59:08.570230] [INFO ] [CONFIGURE ] AAON: Testing with features: ['add_recent_range_context']
[2025-11-25T17:59:08.748131] [DEBUG] [FORECASTER] AAON: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T17:59:08.928937] [DEBUG] [FORECASTER] AAON: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T17:59:09.103557] [DEBUG] [FORECASTER] AAON: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T17:59:09.274247] [DEBUG] [FORECASTER] AAON: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T17:59:09.443454] [DEBUG] [FORECASTER] AAON: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T17:59:09.611940] [DEBUG] [FORECASTER] AAON: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T17:59:09.781351] [DEBUG] [FORECASTER] AAON: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T17:59:09.950580] [DEBUG] [FORECASTER] AAON: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T17:59:10.124400] [DEBUG] [FORECASTER] AAON: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T17:59:10.293975] [DEBUG] [FORECASTER] AAON: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T17:59:10.294115] [INFO ] [CONFIGURE ] AAON: DISCARDED add_recent_range_context (score: 60.00%)
[2025-11-25T17:59:10.294158] [INFO ] [CONFIGURE ] JOB ETA: 40.3h | Avg: 2.4s/test | Remaining: 61283 tests
[2025-11-25T17:59:10.294193] [INFO ] [CONFIGURE ] AAON: Testing feature 24/29: add_rsi
[2025-11-25T17:59:10.294225] [INFO ] [CONFIGURE ] AAON: Testing with features: ['add_ema', 'add_rsi']
[2025-11-25T17:59:10.510700] [DEBUG] [FORECASTER] AAON: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T17:59:10.734722] [DEBUG] [FORECASTER] AAON: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T17:59:10.981316] [DEBUG] [FORECASTER] AAON: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T17:59:11.202670] [DEBUG] [FORECASTER] AAON: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T17:59:11.427073] [DEBUG] [FORECASTER] AAON: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T17:59:11.648270] [DEBUG] [FORECASTER] AAON: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T17:59:11.870747] [DEBUG] [FORECASTER] AAON: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T17:59:12.090805] [DEBUG] [FORECASTER] AAON: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T17:59:12.314931] [DEBUG] [FORECASTER] AAON: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T17:59:12.541597] [DEBUG] [FORECASTER] AAON: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T17:59:12.541775] [INFO ] [CONFIGURE ] AAON: DISCARDED add_rsi (score: 70.00%)
[2025-11-25T17:59:12.541821] [INFO ] [CONFIGURE ] JOB ETA: 40.3h | Avg: 2.4s/test | Remaining: 61282 tests
[2025-11-25T17:59:12.541857] [INFO ] [CONFIGURE ] AAON: Testing feature 25/29: add_tick_distribution
[2025-11-25T17:59:12.541889] [INFO ] [CONFIGURE ] AAON: Testing with features: ['add_tick_distribution']
[2025-11-25T17:59:12.716953] [DEBUG] [FORECASTER] AAON: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T17:59:12.886994] [DEBUG] [FORECASTER] AAON: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T17:59:13.057969] [DEBUG] [FORECASTER] AAON: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T17:59:13.229173] [DEBUG] [FORECASTER] AAON: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T17:59:13.398869] [DEBUG] [FORECASTER] AAON: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T17:59:13.573321] [DEBUG] [FORECASTER] AAON: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T17:59:13.745316] [DEBUG] [FORECASTER] AAON: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T17:59:13.916844] [DEBUG] [FORECASTER] AAON: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T17:59:14.089805] [DEBUG] [FORECASTER] AAON: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T17:59:14.264251] [DEBUG] [FORECASTER] AAON: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T17:59:14.264414] [INFO ] [CONFIGURE ] AAON: DISCARDED add_tick_distribution (score: 60.00%)
[2025-11-25T17:59:14.264458] [INFO ] [CONFIGURE ] JOB ETA: 40.1h | Avg: 2.4s/test | Remaining: 61281 tests
[2025-11-25T17:59:14.264495] [INFO ] [CONFIGURE ] AAON: Testing feature 26/29: add_volume_momentum_confirmation
[2025-11-25T17:59:14.264527] [INFO ] [CONFIGURE ] AAON: Testing with features: ['add_volume_momentum_confirmation']
[2025-11-25T17:59:14.439621] [DEBUG] [FORECASTER] AAON: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T17:59:14.614273] [DEBUG] [FORECASTER] AAON: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T17:59:14.791376] [DEBUG] [FORECASTER] AAON: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T17:59:14.964411] [DEBUG] [FORECASTER] AAON: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T17:59:15.137992] [DEBUG] [FORECASTER] AAON: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T17:59:15.312439] [DEBUG] [FORECASTER] AAON: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T17:59:15.489715] [DEBUG] [FORECASTER] AAON: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T17:59:15.665520] [DEBUG] [FORECASTER] AAON: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T17:59:15.840077] [DEBUG] [FORECASTER] AAON: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T17:59:16.017238] [DEBUG] [FORECASTER] AAON: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T17:59:16.017377] [INFO ] [CONFIGURE ] AAON: DISCARDED add_volume_momentum_confirmation (score: 70.00%)
[2025-11-25T17:59:16.017420] [INFO ] [CONFIGURE ] JOB ETA: 40.0h | Avg: 2.3s/test | Remaining: 61280 tests
[2025-11-25T17:59:16.017455] [INFO ] [CONFIGURE ] AAON: Testing feature 27/29: add_volume_price_divergence
[2025-11-25T17:59:16.017487] [INFO ] [CONFIGURE ] AAON: Testing with features: ['add_volume_price_divergence']
[2025-11-25T17:59:16.195734] [DEBUG] [FORECASTER] AAON: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T17:59:16.382151] [DEBUG] [FORECASTER] AAON: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0
[2025-11-25T17:59:16.570791] [DEBUG] [FORECASTER] AAON: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T17:59:16.750306] [DEBUG] [FORECASTER] AAON: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T17:59:16.931350] [DEBUG] [FORECASTER] AAON: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T17:59:17.112364] [DEBUG] [FORECASTER] AAON: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T17:59:17.293230] [DEBUG] [FORECASTER] AAON: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T17:59:17.476777] [DEBUG] [FORECASTER] AAON: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T17:59:17.660030] [DEBUG] [FORECASTER] AAON: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T17:59:17.845379] [DEBUG] [FORECASTER] AAON: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T17:59:17.845552] [INFO ] [CONFIGURE ] AAON: DISCARDED add_volume_price_divergence (score: 70.00%)
[2025-11-25T17:59:17.845596] [INFO ] [CONFIGURE ] JOB ETA: 39.9h | Avg: 2.3s/test | Remaining: 61279 tests
[2025-11-25T17:59:17.845632] [INFO ] [CONFIGURE ] AAON: Testing feature 28/29: add_volume_profile
[2025-11-25T17:59:17.845687] [INFO ] [CONFIGURE ] AAON: Testing with features: ['add_volume_profile']
[2025-11-25T17:59:18.025892] [DEBUG] [FORECASTER] AAON: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T17:59:18.206954] [DEBUG] [FORECASTER] AAON: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0
[2025-11-25T17:59:18.388432] [DEBUG] [FORECASTER] AAON: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T17:59:18.575319] [DEBUG] [FORECASTER] AAON: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T17:59:18.757926] [DEBUG] [FORECASTER] AAON: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T17:59:18.938822] [DEBUG] [FORECASTER] AAON: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T17:59:19.121964] [DEBUG] [FORECASTER] AAON: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T17:59:19.305592] [DEBUG] [FORECASTER] AAON: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T17:59:19.488154] [DEBUG] [FORECASTER] AAON: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T17:59:19.674686] [DEBUG] [FORECASTER] AAON: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T17:59:19.674831] [INFO ] [CONFIGURE ] AAON: DISCARDED add_volume_profile (score: 50.00%)
[2025-11-25T17:59:19.674874] [INFO ] [CONFIGURE ] JOB ETA: 39.8h | Avg: 2.3s/test | Remaining: 61278 tests
[2025-11-25T17:59:19.674909] [INFO ] [CONFIGURE ] AAON: Testing feature 29/29: add_vwap
[2025-11-25T17:59:19.674942] [INFO ] [CONFIGURE ] AAON: Testing with features: ['add_vwap']
[2025-11-25T17:59:19.862508] [DEBUG] [FORECASTER] AAON: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T17:59:20.083008] [DEBUG] [FORECASTER] AAON: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T17:59:20.269702] [DEBUG] [FORECASTER] AAON: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T17:59:20.452324] [DEBUG] [FORECASTER] AAON: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T17:59:20.636022] [DEBUG] [FORECASTER] AAON: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T17:59:20.823072] [DEBUG] [FORECASTER] AAON: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T17:59:21.017036] [DEBUG] [FORECASTER] AAON: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T17:59:21.209039] [DEBUG] [FORECASTER] AAON: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T17:59:21.402140] [DEBUG] [FORECASTER] AAON: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T17:59:21.600389] [DEBUG] [FORECASTER] AAON: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T17:59:21.600579] [INFO ] [CONFIGURE ] AAON: DISCARDED add_vwap (score: 70.00%)
[2025-11-25T17:59:21.600660] [INFO ] [CONFIGURE ] JOB ETA: 39.7h | Avg: 2.3s/test | Remaining: 61277 tests
[2025-11-25T17:59:21.600714] [INFO ] [CONFIGURE ] AAON: ===== FEATURE SELECTION COMPLETE =====
[2025-11-25T17:59:21.600753] [INFO ] [CONFIGURE ] AAON: Best accuracy: 90.00%
[2025-11-25T17:59:21.600784] [INFO ] [CONFIGURE ] AAON: Best feature set (0 features): []
[2025-11-25T17:59:21.600814] [INFO ] [CONFIGURE ] AAON: Improvement over baseline: 0.00%
[2025-11-25T17:59:21.600841] [INFO ] [CONFIGURE ] AAON: Total time: 57.4 seconds
[2025-11-25T17:59:21.600868] [INFO ] [CONFIGURE ] AAON: Average time per feature: 2.0 seconds
[2025-11-25T17:59:21.600898] [INFO ] [CONFIGURE ] AAON: Average speed: 0.50 features/sec
[2025-11-25T17:59:21.601221] [INFO ] [LOCAL     ] Saved configuration for AAON: 0 features, 90.00% accuracy -> ./output/feature-sets/AAON.json
[2025-11-25T17:59:21.601267] [INFO ] [CONFIGURE ] AAON: Configuration saved successfully: 0 features, 90.00% accuracy.
[2025-11-25T17:59:21.601304] [INFO ] [sig       ] [3/2116] Successfully configured AAON | 0.01 sym/s | Total: 3.5m | ETA: 40.7h
[2025-11-25T17:59:21.601346] [INFO ] [sig       ] [4/2116] Configuring AAPB...
[2025-11-25T17:59:21.601380] [INFO ] [CONFIGURE ] AAPB: Configurate test run.
[2025-11-25T17:59:21.601411] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AAPB' from 'https://tdm.silogroup.org/data/derivative_storage/AAPB.csv'.
[2025-11-25T17:59:21.612991] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AAPB'.
[2025-11-25T17:59:21.613353] [INFO ] [CONFIGURE ] AAPB: Testing with 29 available features
[2025-11-25T17:59:21.613403] [INFO ] [CONFIGURE ] AAPB: Establishing baseline with no features...
[2025-11-25T17:59:21.774423] [DEBUG] [FORECASTER] AAPB: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T17:59:21.937358] [DEBUG] [FORECASTER] AAPB: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T17:59:22.099335] [DEBUG] [FORECASTER] AAPB: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T17:59:22.260299] [DEBUG] [FORECASTER] AAPB: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1
[2025-11-25T17:59:22.421482] [DEBUG] [FORECASTER] AAPB: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T17:59:22.586681] [DEBUG] [FORECASTER] AAPB: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T17:59:22.751925] [DEBUG] [FORECASTER] AAPB: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T17:59:22.920133] [DEBUG] [FORECASTER] AAPB: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T17:59:23.110695] [DEBUG] [FORECASTER] AAPB: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T17:59:23.276806] [DEBUG] [FORECASTER] AAPB: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T17:59:23.276949] [INFO ] [CONFIGURE ] AAPB: Baseline score (no features): 40.00%
[2025-11-25T17:59:23.276993] [INFO ] [CONFIGURE ] AAPB: Testing feature 1/29: add_bollinger_bands
[2025-11-25T17:59:23.277027] [INFO ] [CONFIGURE ] AAPB: Testing with features: ['add_bollinger_bands']
[2025-11-25T17:59:23.477518] [DEBUG] [FORECASTER] AAPB: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T17:59:23.670342] [DEBUG] [FORECASTER] AAPB: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T17:59:23.864563] [DEBUG] [FORECASTER] AAPB: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T17:59:24.091235] [DEBUG] [FORECASTER] AAPB: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-25T17:59:24.296010] [DEBUG] [FORECASTER] AAPB: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T17:59:24.513123] [DEBUG] [FORECASTER] AAPB: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T17:59:24.729906] [DEBUG] [FORECASTER] AAPB: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T17:59:24.989026] [DEBUG] [FORECASTER] AAPB: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T17:59:25.245774] [DEBUG] [FORECASTER] AAPB: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T17:59:25.450451] [DEBUG] [FORECASTER] AAPB: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T17:59:25.450625] [INFO ] [CONFIGURE ] AAPB: KEPT add_bollinger_bands (score: 60.00%)
[2025-11-25T17:59:25.450693] [INFO ] [CONFIGURE ] JOB ETA: 39.7h | Avg: 2.3s/test | Remaining: 61276 tests
[2025-11-25T17:59:25.450731] [INFO ] [CONFIGURE ] AAPB: Testing feature 2/29: add_cumulative_delta
[2025-11-25T17:59:25.450765] [INFO ] [CONFIGURE ] AAPB: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta']
[2025-11-25T17:59:25.680189] [DEBUG] [FORECASTER] AAPB: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T17:59:25.903594] [DEBUG] [FORECASTER] AAPB: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T17:59:26.158318] [DEBUG] [FORECASTER] AAPB: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T17:59:26.386573] [DEBUG] [FORECASTER] AAPB: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-25T17:59:26.623955] [DEBUG] [FORECASTER] AAPB: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T17:59:26.859746] [DEBUG] [FORECASTER] AAPB: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T17:59:27.096360] [DEBUG] [FORECASTER] AAPB: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T17:59:27.324243] [DEBUG] [FORECASTER] AAPB: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T17:59:27.549021] [DEBUG] [FORECASTER] AAPB: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T17:59:27.777928] [DEBUG] [FORECASTER] AAPB: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T17:59:27.778115] [INFO ] [CONFIGURE ] AAPB: DISCARDED add_cumulative_delta (score: 50.00%)
[2025-11-25T17:59:27.778161] [INFO ] [CONFIGURE ] JOB ETA: 39.7h | Avg: 2.3s/test | Remaining: 61275 tests
[2025-11-25T17:59:27.778196] [INFO ] [CONFIGURE ] AAPB: Testing feature 3/29: add_daily_returns
[2025-11-25T17:59:27.778229] [INFO ] [CONFIGURE ] AAPB: Testing with features: ['add_bollinger_bands', 'add_daily_returns']
[2025-11-25T17:59:27.982455] [DEBUG] [FORECASTER] AAPB: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T17:59:28.189710] [DEBUG] [FORECASTER] AAPB: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T17:59:28.397270] [DEBUG] [FORECASTER] AAPB: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T17:59:28.601551] [DEBUG] [FORECASTER] AAPB: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-25T17:59:28.800787] [DEBUG] [FORECASTER] AAPB: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T17:59:29.001971] [DEBUG] [FORECASTER] AAPB: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T17:59:29.225858] [DEBUG] [FORECASTER] AAPB: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T17:59:29.436034] [DEBUG] [FORECASTER] AAPB: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T17:59:29.638994] [DEBUG] [FORECASTER] AAPB: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T17:59:29.841374] [DEBUG] [FORECASTER] AAPB: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T17:59:29.841524] [INFO ] [CONFIGURE ] AAPB: DISCARDED add_daily_returns (score: 50.00%)
[2025-11-25T17:59:29.841568] [INFO ] [CONFIGURE ] JOB ETA: 39.6h | Avg: 2.3s/test | Remaining: 61274 tests
[2025-11-25T17:59:29.841603] [INFO ] [CONFIGURE ] AAPB: Testing feature 4/29: add_ema
[2025-11-25T17:59:29.841635] [INFO ] [CONFIGURE ] AAPB: Testing with features: ['add_bollinger_bands', 'add_ema']
[2025-11-25T17:59:30.070788] [DEBUG] [FORECASTER] AAPB: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T17:59:30.297484] [DEBUG] [FORECASTER] AAPB: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T17:59:30.527207] [DEBUG] [FORECASTER] AAPB: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T17:59:30.758709] [DEBUG] [FORECASTER] AAPB: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1
[2025-11-25T17:59:30.987982] [DEBUG] [FORECASTER] AAPB: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T17:59:31.206449] [DEBUG] [FORECASTER] AAPB: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T17:59:31.426344] [DEBUG] [FORECASTER] AAPB: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T17:59:31.659966] [DEBUG] [FORECASTER] AAPB: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T17:59:31.894688] [DEBUG] [FORECASTER] AAPB: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T17:59:32.128275] [DEBUG] [FORECASTER] AAPB: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T17:59:32.128455] [INFO ] [CONFIGURE ] AAPB: DISCARDED add_ema (score: 40.00%)
[2025-11-25T17:59:32.128505] [INFO ] [CONFIGURE ] JOB ETA: 39.6h | Avg: 2.3s/test | Remaining: 61273 tests
[2025-11-25T17:59:32.128541] [INFO ] [CONFIGURE ] AAPB: Testing feature 5/29: add_exhaustion_signals
[2025-11-25T17:59:32.128573] [INFO ] [CONFIGURE ] AAPB: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals']
[2025-11-25T17:59:32.412015] [DEBUG] [FORECASTER] AAPB: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T17:59:32.657256] [DEBUG] [FORECASTER] AAPB: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T17:59:32.913882] [DEBUG] [FORECASTER] AAPB: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T17:59:33.162583] [DEBUG] [FORECASTER] AAPB: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1
[2025-11-25T17:59:33.400164] [DEBUG] [FORECASTER] AAPB: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T17:59:33.660918] [DEBUG] [FORECASTER] AAPB: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T17:59:33.893074] [DEBUG] [FORECASTER] AAPB: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T17:59:34.124161] [DEBUG] [FORECASTER] AAPB: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T17:59:34.352858] [DEBUG] [FORECASTER] AAPB: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T17:59:34.586258] [DEBUG] [FORECASTER] AAPB: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T17:59:34.586430] [INFO ] [CONFIGURE ] AAPB: DISCARDED add_exhaustion_signals (score: 40.00%)
[2025-11-25T17:59:34.586477] [INFO ] [CONFIGURE ] JOB ETA: 39.6h | Avg: 2.3s/test | Remaining: 61272 tests
[2025-11-25T17:59:34.586513] [INFO ] [CONFIGURE ] AAPB: Testing feature 6/29: add_failed_moves
[2025-11-25T17:59:34.586547] [INFO ] [CONFIGURE ] AAPB: Testing with features: ['add_bollinger_bands', 'add_failed_moves']
[2025-11-25T17:59:34.778699] [DEBUG] [FORECASTER] AAPB: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T17:59:34.970457] [DEBUG] [FORECASTER] AAPB: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T17:59:35.163705] [DEBUG] [FORECASTER] AAPB: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T17:59:35.383587] [DEBUG] [FORECASTER] AAPB: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-25T17:59:35.578717] [DEBUG] [FORECASTER] AAPB: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T17:59:35.773261] [DEBUG] [FORECASTER] AAPB: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T17:59:35.969947] [DEBUG] [FORECASTER] AAPB: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T17:59:36.167830] [DEBUG] [FORECASTER] AAPB: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T17:59:36.377299] [DEBUG] [FORECASTER] AAPB: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T17:59:36.572243] [DEBUG] [FORECASTER] AAPB: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T17:59:36.572390] [INFO ] [CONFIGURE ] AAPB: DISCARDED add_failed_moves (score: 60.00%)
[2025-11-25T17:59:36.572434] [INFO ] [CONFIGURE ] JOB ETA: 39.6h | Avg: 2.3s/test | Remaining: 61271 tests
[2025-11-25T17:59:36.572468] [INFO ] [CONFIGURE ] AAPB: Testing feature 7/29: add_lag_shelf
[2025-11-25T17:59:36.572500] [INFO ] [CONFIGURE ] AAPB: Testing with features: ['add_bollinger_bands', 'add_lag_shelf']
[2025-11-25T17:59:36.761855] [DEBUG] [FORECASTER] AAPB: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T17:59:36.952114] [DEBUG] [FORECASTER] AAPB: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T17:59:37.135600] [DEBUG] [FORECASTER] AAPB: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T17:59:37.323601] [DEBUG] [FORECASTER] AAPB: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1
[2025-11-25T17:59:37.511874] [DEBUG] [FORECASTER] AAPB: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T17:59:37.699348] [DEBUG] [FORECASTER] AAPB: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T17:59:37.891544] [DEBUG] [FORECASTER] AAPB: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T17:59:38.078387] [DEBUG] [FORECASTER] AAPB: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T17:59:38.274385] [DEBUG] [FORECASTER] AAPB: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T17:59:38.466528] [DEBUG] [FORECASTER] AAPB: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T17:59:38.466697] [INFO ] [CONFIGURE ] AAPB: DISCARDED add_lag_shelf (score: 50.00%)
[2025-11-25T17:59:38.466744] [INFO ] [CONFIGURE ] JOB ETA: 39.5h | Avg: 2.3s/test | Remaining: 61270 tests
[2025-11-25T17:59:38.466780] [INFO ] [CONFIGURE ] AAPB: Testing feature 8/29: add_macd
[2025-11-25T17:59:38.466814] [INFO ] [CONFIGURE ] AAPB: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd']
[2025-11-25T17:59:38.744605] [DEBUG] [FORECASTER] AAPB: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T17:59:39.018010] [DEBUG] [FORECASTER] AAPB: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T17:59:39.291084] [DEBUG] [FORECASTER] AAPB: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T17:59:39.567678] [DEBUG] [FORECASTER] AAPB: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-25T17:59:39.842742] [DEBUG] [FORECASTER] AAPB: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T17:59:40.129134] [DEBUG] [FORECASTER] AAPB: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T17:59:40.406343] [DEBUG] [FORECASTER] AAPB: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T17:59:40.702539] [DEBUG] [FORECASTER] AAPB: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T17:59:40.989194] [DEBUG] [FORECASTER] AAPB: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T17:59:41.267998] [DEBUG] [FORECASTER] AAPB: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T17:59:41.268176] [INFO ] [CONFIGURE ] AAPB: DISCARDED add_macd (score: 50.00%)
[2025-11-25T17:59:41.268225] [INFO ] [CONFIGURE ] JOB ETA: 39.6h | Avg: 2.3s/test | Remaining: 61269 tests
[2025-11-25T17:59:41.268263] [INFO ] [CONFIGURE ] AAPB: Testing feature 9/29: add_mfi
[2025-11-25T17:59:41.268297] [INFO ] [CONFIGURE ] AAPB: Testing with features: ['add_bollinger_bands', 'add_mfi']
[2025-11-25T17:59:41.477065] [DEBUG] [FORECASTER] AAPB: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T17:59:41.678092] [DEBUG] [FORECASTER] AAPB: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T17:59:41.874313] [DEBUG] [FORECASTER] AAPB: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T17:59:42.067917] [DEBUG] [FORECASTER] AAPB: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1
[2025-11-25T17:59:42.269256] [DEBUG] [FORECASTER] AAPB: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T17:59:42.479137] [DEBUG] [FORECASTER] AAPB: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T17:59:42.687551] [DEBUG] [FORECASTER] AAPB: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T17:59:42.884893] [DEBUG] [FORECASTER] AAPB: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T17:59:43.087384] [DEBUG] [FORECASTER] AAPB: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T17:59:43.293483] [DEBUG] [FORECASTER] AAPB: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T17:59:43.293670] [INFO ] [CONFIGURE ] AAPB: DISCARDED add_mfi (score: 50.00%)
[2025-11-25T17:59:43.293719] [INFO ] [CONFIGURE ] JOB ETA: 39.5h | Avg: 2.3s/test | Remaining: 61268 tests
[2025-11-25T17:59:43.293755] [INFO ] [CONFIGURE ] AAPB: Testing feature 10/29: add_momentum_acceleration
[2025-11-25T17:59:43.293788] [INFO ] [CONFIGURE ] AAPB: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-11-25T17:59:43.581303] [DEBUG] [FORECASTER] AAPB: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T17:59:43.851546] [DEBUG] [FORECASTER] AAPB: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T17:59:44.130185] [DEBUG] [FORECASTER] AAPB: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T17:59:44.410098] [DEBUG] [FORECASTER] AAPB: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1
[2025-11-25T17:59:44.688612] [DEBUG] [FORECASTER] AAPB: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T17:59:44.966060] [DEBUG] [FORECASTER] AAPB: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T17:59:45.254717] [DEBUG] [FORECASTER] AAPB: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T17:59:45.557350] [DEBUG] [FORECASTER] AAPB: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T17:59:45.852850] [DEBUG] [FORECASTER] AAPB: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T17:59:46.137047] [DEBUG] [FORECASTER] AAPB: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T17:59:46.137248] [INFO ] [CONFIGURE ] AAPB: DISCARDED add_momentum_acceleration (score: 50.00%)
[2025-11-25T17:59:46.137295] [INFO ] [CONFIGURE ] JOB ETA: 39.6h | Avg: 2.3s/test | Remaining: 61267 tests
[2025-11-25T17:59:46.137333] [INFO ] [CONFIGURE ] AAPB: Testing feature 11/29: add_obv_daily
[2025-11-25T17:59:46.137367] [INFO ] [CONFIGURE ] AAPB: Testing with features: ['add_bollinger_bands', 'add_obv_daily']
[2025-11-25T17:59:46.358924] [DEBUG] [FORECASTER] AAPB: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T17:59:46.560875] [DEBUG] [FORECASTER] AAPB: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T17:59:46.763228] [DEBUG] [FORECASTER] AAPB: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T17:59:46.967818] [DEBUG] [FORECASTER] AAPB: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-25T17:59:47.183530] [DEBUG] [FORECASTER] AAPB: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T17:59:47.384495] [DEBUG] [FORECASTER] AAPB: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T17:59:47.590744] [DEBUG] [FORECASTER] AAPB: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T17:59:47.799537] [DEBUG] [FORECASTER] AAPB: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T17:59:48.006233] [DEBUG] [FORECASTER] AAPB: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T17:59:48.218142] [DEBUG] [FORECASTER] AAPB: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T17:59:48.218307] [INFO ] [CONFIGURE ] AAPB: KEPT add_obv_daily (score: 70.00%)
[2025-11-25T17:59:48.218398] [INFO ] [CONFIGURE ] JOB ETA: 39.6h | Avg: 2.3s/test | Remaining: 61266 tests
[2025-11-25T17:59:48.218442] [INFO ] [CONFIGURE ] AAPB: Testing feature 12/29: add_obv_interval
[2025-11-25T17:59:48.218475] [INFO ] [CONFIGURE ] AAPB: Testing with features: ['add_bollinger_bands', 'add_obv_daily', 'add_obv_interval']
[2025-11-25T17:59:48.443551] [DEBUG] [FORECASTER] AAPB: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T17:59:48.666824] [DEBUG] [FORECASTER] AAPB: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T17:59:48.893280] [DEBUG] [FORECASTER] AAPB: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T17:59:49.125686] [DEBUG] [FORECASTER] AAPB: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-25T17:59:49.354467] [DEBUG] [FORECASTER] AAPB: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T17:59:49.575592] [DEBUG] [FORECASTER] AAPB: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T17:59:49.799108] [DEBUG] [FORECASTER] AAPB: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T17:59:50.026975] [DEBUG] [FORECASTER] AAPB: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T17:59:50.248683] [DEBUG] [FORECASTER] AAPB: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T17:59:50.501862] [DEBUG] [FORECASTER] AAPB: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T17:59:50.502065] [INFO ] [CONFIGURE ] AAPB: DISCARDED add_obv_interval (score: 60.00%)
[2025-11-25T17:59:50.502110] [INFO ] [CONFIGURE ] JOB ETA: 39.6h | Avg: 2.3s/test | Remaining: 61265 tests
[2025-11-25T17:59:50.502144] [INFO ] [CONFIGURE ] AAPB: Testing feature 13/29: add_opening_strength
[2025-11-25T17:59:50.502176] [INFO ] [CONFIGURE ] AAPB: Testing with features: ['add_bollinger_bands', 'add_obv_daily', 'add_daily_returns', 'add_opening_strength']
[2025-11-25T17:59:50.749659] [DEBUG] [FORECASTER] AAPB: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T17:59:50.998416] [DEBUG] [FORECASTER] AAPB: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T17:59:51.248873] [DEBUG] [FORECASTER] AAPB: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T17:59:51.496231] [DEBUG] [FORECASTER] AAPB: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1
[2025-11-25T17:59:51.746235] [DEBUG] [FORECASTER] AAPB: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T17:59:51.997951] [DEBUG] [FORECASTER] AAPB: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T17:59:52.259669] [DEBUG] [FORECASTER] AAPB: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T17:59:52.511663] [DEBUG] [FORECASTER] AAPB: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T17:59:52.767194] [DEBUG] [FORECASTER] AAPB: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T17:59:53.030896] [DEBUG] [FORECASTER] AAPB: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T17:59:53.031049] [INFO ] [CONFIGURE ] AAPB: DISCARDED add_opening_strength (score: 40.00%)
[2025-11-25T17:59:53.031093] [INFO ] [CONFIGURE ] JOB ETA: 39.6h | Avg: 2.3s/test | Remaining: 61264 tests
[2025-11-25T17:59:53.031129] [INFO ] [CONFIGURE ] AAPB: Testing feature 14/29: add_order_flow_imbalance
[2025-11-25T17:59:53.031162] [INFO ] [CONFIGURE ] AAPB: Testing with features: ['add_bollinger_bands', 'add_obv_daily', 'add_order_flow_imbalance']
[2025-11-25T17:59:53.261747] [DEBUG] [FORECASTER] AAPB: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T17:59:53.525809] [DEBUG] [FORECASTER] AAPB: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T17:59:53.762483] [DEBUG] [FORECASTER] AAPB: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T17:59:53.997491] [DEBUG] [FORECASTER] AAPB: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1
[2025-11-25T17:59:54.242337] [DEBUG] [FORECASTER] AAPB: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T17:59:54.486961] [DEBUG] [FORECASTER] AAPB: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T17:59:54.723871] [DEBUG] [FORECASTER] AAPB: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T17:59:54.958546] [DEBUG] [FORECASTER] AAPB: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T17:59:55.196023] [DEBUG] [FORECASTER] AAPB: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T17:59:55.438590] [DEBUG] [FORECASTER] AAPB: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T17:59:55.438778] [INFO ] [CONFIGURE ] AAPB: DISCARDED add_order_flow_imbalance (score: 40.00%)
[2025-11-25T17:59:55.438823] [INFO ] [CONFIGURE ] JOB ETA: 39.6h | Avg: 2.3s/test | Remaining: 61263 tests
[2025-11-25T17:59:55.438858] [INFO ] [CONFIGURE ] AAPB: Testing feature 15/29: add_pbf_morning_momentum
[2025-11-25T17:59:55.438892] [INFO ] [CONFIGURE ] AAPB: Testing with features: ['add_bollinger_bands', 'add_obv_daily', 'add_pbf_morning_momentum']
[2025-11-25T17:59:55.659041] [DEBUG] [FORECASTER] AAPB: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T17:59:55.876431] [DEBUG] [FORECASTER] AAPB: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T17:59:56.093684] [DEBUG] [FORECASTER] AAPB: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T17:59:56.311561] [DEBUG] [FORECASTER] AAPB: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1
[2025-11-25T17:59:56.559998] [DEBUG] [FORECASTER] AAPB: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T17:59:56.774847] [DEBUG] [FORECASTER] AAPB: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T17:59:56.994193] [DEBUG] [FORECASTER] AAPB: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T17:59:57.218126] [DEBUG] [FORECASTER] AAPB: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T17:59:57.442744] [DEBUG] [FORECASTER] AAPB: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T17:59:57.662806] [DEBUG] [FORECASTER] AAPB: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T17:59:57.662958] [INFO ] [CONFIGURE ] AAPB: DISCARDED add_pbf_morning_momentum (score: 30.00%)
[2025-11-25T17:59:57.663001] [INFO ] [CONFIGURE ] JOB ETA: 39.6h | Avg: 2.3s/test | Remaining: 61262 tests
[2025-11-25T17:59:57.663036] [INFO ] [CONFIGURE ] AAPB: Testing feature 16/29: add_pbf_overnight_gap
[2025-11-25T17:59:57.663068] [INFO ] [CONFIGURE ] AAPB: Testing with features: ['add_bollinger_bands', 'add_obv_daily', 'add_pbf_overnight_gap']
[2025-11-25T17:59:57.901772] [DEBUG] [FORECASTER] AAPB: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T17:59:58.142830] [DEBUG] [FORECASTER] AAPB: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T17:59:58.400166] [DEBUG] [FORECASTER] AAPB: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T17:59:58.658215] [DEBUG] [FORECASTER] AAPB: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-25T17:59:58.894667] [DEBUG] [FORECASTER] AAPB: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T17:59:59.134518] [DEBUG] [FORECASTER] AAPB: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T17:59:59.375145] [DEBUG] [FORECASTER] AAPB: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T17:59:59.651626] [DEBUG] [FORECASTER] AAPB: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T17:59:59.897344] [DEBUG] [FORECASTER] AAPB: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T18:00:00.150799] [DEBUG] [FORECASTER] AAPB: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T18:00:00.150952] [INFO ] [CONFIGURE ] AAPB: DISCARDED add_pbf_overnight_gap (score: 40.00%)
[2025-11-25T18:00:00.150997] [INFO ] [CONFIGURE ] JOB ETA: 39.6h | Avg: 2.3s/test | Remaining: 61261 tests
[2025-11-25T18:00:00.151056] [INFO ] [CONFIGURE ] AAPB: Testing feature 17/29: add_pbf_return_2d
[2025-11-25T18:00:00.151455] [INFO ] [CONFIGURE ] AAPB: Testing with features: ['add_bollinger_bands', 'add_obv_daily', 'add_pbf_return_2d']
[2025-11-25T18:00:01.151989] [DEBUG] [FORECASTER] AAPB: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T18:00:01.618493] [DEBUG] [FORECASTER] AAPB: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T18:00:01.842486] [DEBUG] [FORECASTER] AAPB: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T18:00:02.066437] [DEBUG] [FORECASTER] AAPB: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-25T18:00:02.311393] [DEBUG] [FORECASTER] AAPB: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T18:00:02.547303] [DEBUG] [FORECASTER] AAPB: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T18:00:02.787759] [DEBUG] [FORECASTER] AAPB: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T18:00:03.028806] [DEBUG] [FORECASTER] AAPB: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T18:00:03.267781] [DEBUG] [FORECASTER] AAPB: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T18:00:03.515711] [DEBUG] [FORECASTER] AAPB: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T18:00:03.515880] [INFO ] [CONFIGURE ] AAPB: DISCARDED add_pbf_return_2d (score: 60.00%)
[2025-11-25T18:00:03.515927] [INFO ] [CONFIGURE ] JOB ETA: 39.8h | Avg: 2.3s/test | Remaining: 61260 tests
[2025-11-25T18:00:03.515966] [INFO ] [CONFIGURE ] AAPB: Testing feature 18/29: add_pbf_volatility_5d
[2025-11-25T18:00:03.516000] [INFO ] [CONFIGURE ] AAPB: Testing with features: ['add_bollinger_bands', 'add_obv_daily', 'add_pbf_volatility_5d']
[2025-11-25T18:00:03.734840] [DEBUG] [FORECASTER] AAPB: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T18:00:03.958166] [DEBUG] [FORECASTER] AAPB: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T18:00:04.177892] [DEBUG] [FORECASTER] AAPB: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T18:00:04.393862] [DEBUG] [FORECASTER] AAPB: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1
[2025-11-25T18:00:04.612130] [DEBUG] [FORECASTER] AAPB: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T18:00:04.828195] [DEBUG] [FORECASTER] AAPB: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T18:00:05.047721] [DEBUG] [FORECASTER] AAPB: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T18:00:05.265151] [DEBUG] [FORECASTER] AAPB: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T18:00:05.480009] [DEBUG] [FORECASTER] AAPB: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T18:00:05.746905] [DEBUG] [FORECASTER] AAPB: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T18:00:05.747333] [INFO ] [CONFIGURE ] AAPB: DISCARDED add_pbf_volatility_5d (score: 30.00%)
[2025-11-25T18:00:05.747383] [INFO ] [CONFIGURE ] JOB ETA: 39.8h | Avg: 2.3s/test | Remaining: 61259 tests
[2025-11-25T18:00:05.747421] [INFO ] [CONFIGURE ] AAPB: Testing feature 19/29: add_pbf_vs_sma_5
[2025-11-25T18:00:05.747454] [INFO ] [CONFIGURE ] AAPB: Testing with features: ['add_bollinger_bands', 'add_obv_daily', 'add_pbf_vs_sma_5']
[2025-11-25T18:00:05.969792] [DEBUG] [FORECASTER] AAPB: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T18:00:06.183958] [DEBUG] [FORECASTER] AAPB: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T18:00:06.449283] [DEBUG] [FORECASTER] AAPB: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T18:00:06.677986] [DEBUG] [FORECASTER] AAPB: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-25T18:00:06.892344] [DEBUG] [FORECASTER] AAPB: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T18:00:07.137840] [DEBUG] [FORECASTER] AAPB: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T18:00:07.396164] [DEBUG] [FORECASTER] AAPB: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T18:00:07.659252] [DEBUG] [FORECASTER] AAPB: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T18:00:07.905696] [DEBUG] [FORECASTER] AAPB: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T18:00:08.149447] [DEBUG] [FORECASTER] AAPB: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T18:00:08.149608] [INFO ] [CONFIGURE ] AAPB: DISCARDED add_pbf_vs_sma_5 (score: 50.00%)
[2025-11-25T18:00:08.149676] [INFO ] [CONFIGURE ] JOB ETA: 39.8h | Avg: 2.3s/test | Remaining: 61258 tests
[2025-11-25T18:00:08.149717] [INFO ] [CONFIGURE ] AAPB: Testing feature 20/29: add_price_rejection
[2025-11-25T18:00:08.149750] [INFO ] [CONFIGURE ] AAPB: Testing with features: ['add_bollinger_bands', 'add_obv_daily', 'add_price_rejection']
[2025-11-25T18:00:08.424081] [DEBUG] [FORECASTER] AAPB: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T18:00:08.710324] [DEBUG] [FORECASTER] AAPB: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T18:00:08.971281] [DEBUG] [FORECASTER] AAPB: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T18:00:09.250119] [DEBUG] [FORECASTER] AAPB: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1
[2025-11-25T18:00:09.502936] [DEBUG] [FORECASTER] AAPB: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T18:00:09.764703] [DEBUG] [FORECASTER] AAPB: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T18:00:10.029770] [DEBUG] [FORECASTER] AAPB: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T18:00:10.284384] [DEBUG] [FORECASTER] AAPB: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T18:00:10.550587] [DEBUG] [FORECASTER] AAPB: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T18:00:10.812034] [DEBUG] [FORECASTER] AAPB: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T18:00:10.812189] [INFO ] [CONFIGURE ] AAPB: DISCARDED add_price_rejection (score: 30.00%)
[2025-11-25T18:00:10.812236] [INFO ] [CONFIGURE ] JOB ETA: 39.8h | Avg: 2.3s/test | Remaining: 61257 tests
[2025-11-25T18:00:10.812272] [INFO ] [CONFIGURE ] AAPB: Testing feature 21/29: add_range_position
[2025-11-25T18:00:10.812305] [INFO ] [CONFIGURE ] AAPB: Testing with features: ['add_bollinger_bands', 'add_obv_daily', 'add_range_position']
[2025-11-25T18:00:11.085377] [DEBUG] [FORECASTER] AAPB: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T18:00:11.342903] [DEBUG] [FORECASTER] AAPB: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T18:00:11.634136] [DEBUG] [FORECASTER] AAPB: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T18:00:11.886539] [DEBUG] [FORECASTER] AAPB: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-25T18:00:12.139260] [DEBUG] [FORECASTER] AAPB: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T18:00:12.393112] [DEBUG] [FORECASTER] AAPB: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T18:00:12.654133] [DEBUG] [FORECASTER] AAPB: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T18:00:12.908550] [DEBUG] [FORECASTER] AAPB: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T18:00:13.164288] [DEBUG] [FORECASTER] AAPB: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T18:00:13.427023] [DEBUG] [FORECASTER] AAPB: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T18:00:13.427204] [INFO ] [CONFIGURE ] AAPB: DISCARDED add_range_position (score: 50.00%)
[2025-11-25T18:00:13.427251] [INFO ] [CONFIGURE ] JOB ETA: 39.9h | Avg: 2.3s/test | Remaining: 61256 tests
[2025-11-25T18:00:13.427291] [INFO ] [CONFIGURE ] AAPB: Testing feature 22/29: add_realized_volatility
[2025-11-25T18:00:13.427355] [INFO ] [CONFIGURE ] AAPB: Testing with features: ['add_bollinger_bands', 'add_obv_daily', 'add_realized_volatility']
[2025-11-25T18:00:13.752698] [DEBUG] [FORECASTER] AAPB: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T18:00:14.079441] [DEBUG] [FORECASTER] AAPB: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T18:00:14.413142] [DEBUG] [FORECASTER] AAPB: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T18:00:14.782497] [DEBUG] [FORECASTER] AAPB: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1
[2025-11-25T18:00:15.105919] [DEBUG] [FORECASTER] AAPB: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T18:00:15.433399] [DEBUG] [FORECASTER] AAPB: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T18:00:15.756814] [DEBUG] [FORECASTER] AAPB: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T18:00:16.089593] [DEBUG] [FORECASTER] AAPB: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T18:00:16.425811] [DEBUG] [FORECASTER] AAPB: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T18:00:16.770375] [DEBUG] [FORECASTER] AAPB: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T18:00:16.770587] [INFO ] [CONFIGURE ] AAPB: DISCARDED add_realized_volatility (score: 50.00%)
[2025-11-25T18:00:16.770637] [INFO ] [CONFIGURE ] JOB ETA: 40.0h | Avg: 2.4s/test | Remaining: 61255 tests
[2025-11-25T18:00:16.770700] [INFO ] [CONFIGURE ] AAPB: Testing feature 23/29: add_recent_range_context
[2025-11-25T18:00:16.770735] [INFO ] [CONFIGURE ] AAPB: Testing with features: ['add_bollinger_bands', 'add_obv_daily', 'add_recent_range_context']
[2025-11-25T18:00:17.013563] [DEBUG] [FORECASTER] AAPB: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T18:00:17.262761] [DEBUG] [FORECASTER] AAPB: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T18:00:17.515433] [DEBUG] [FORECASTER] AAPB: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T18:00:17.791968] [DEBUG] [FORECASTER] AAPB: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-25T18:00:18.040412] [DEBUG] [FORECASTER] AAPB: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T18:00:18.302056] [DEBUG] [FORECASTER] AAPB: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T18:00:18.556834] [DEBUG] [FORECASTER] AAPB: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T18:00:18.820919] [DEBUG] [FORECASTER] AAPB: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T18:00:19.061821] [DEBUG] [FORECASTER] AAPB: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T18:00:19.308291] [DEBUG] [FORECASTER] AAPB: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T18:00:19.308471] [INFO ] [CONFIGURE ] AAPB: DISCARDED add_recent_range_context (score: 40.00%)
[2025-11-25T18:00:19.308518] [INFO ] [CONFIGURE ] JOB ETA: 40.1h | Avg: 2.4s/test | Remaining: 61254 tests
[2025-11-25T18:00:19.308553] [INFO ] [CONFIGURE ] AAPB: Testing feature 24/29: add_rsi
[2025-11-25T18:00:19.308587] [INFO ] [CONFIGURE ] AAPB: Testing with features: ['add_bollinger_bands', 'add_obv_daily', 'add_ema', 'add_rsi']
[2025-11-25T18:00:19.590012] [DEBUG] [FORECASTER] AAPB: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T18:00:19.867415] [DEBUG] [FORECASTER] AAPB: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T18:00:20.142907] [DEBUG] [FORECASTER] AAPB: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T18:00:20.423079] [DEBUG] [FORECASTER] AAPB: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1
[2025-11-25T18:00:20.699950] [DEBUG] [FORECASTER] AAPB: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T18:00:20.986506] [DEBUG] [FORECASTER] AAPB: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T18:00:21.268957] [DEBUG] [FORECASTER] AAPB: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T18:00:21.554754] [DEBUG] [FORECASTER] AAPB: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T18:00:21.835762] [DEBUG] [FORECASTER] AAPB: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T18:00:22.123090] [DEBUG] [FORECASTER] AAPB: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T18:00:22.123333] [INFO ] [CONFIGURE ] AAPB: DISCARDED add_rsi (score: 30.00%)
[2025-11-25T18:00:22.123381] [INFO ] [CONFIGURE ] JOB ETA: 40.1h | Avg: 2.4s/test | Remaining: 61253 tests
[2025-11-25T18:00:22.123417] [INFO ] [CONFIGURE ] AAPB: Testing feature 25/29: add_tick_distribution
[2025-11-25T18:00:22.123451] [INFO ] [CONFIGURE ] AAPB: Testing with features: ['add_bollinger_bands', 'add_obv_daily', 'add_tick_distribution']
[2025-11-25T18:00:22.359328] [DEBUG] [FORECASTER] AAPB: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T18:00:22.591090] [DEBUG] [FORECASTER] AAPB: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T18:00:22.824840] [DEBUG] [FORECASTER] AAPB: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T18:00:23.062369] [DEBUG] [FORECASTER] AAPB: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1
[2025-11-25T18:00:23.307049] [DEBUG] [FORECASTER] AAPB: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T18:00:23.554120] [DEBUG] [FORECASTER] AAPB: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T18:00:23.833405] [DEBUG] [FORECASTER] AAPB: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T18:00:24.088109] [DEBUG] [FORECASTER] AAPB: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T18:00:24.337798] [DEBUG] [FORECASTER] AAPB: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T18:00:24.582923] [DEBUG] [FORECASTER] AAPB: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T18:00:24.583074] [INFO ] [CONFIGURE ] AAPB: DISCARDED add_tick_distribution (score: 50.00%)
[2025-11-25T18:00:24.583118] [INFO ] [CONFIGURE ] JOB ETA: 40.1h | Avg: 2.4s/test | Remaining: 61252 tests
[2025-11-25T18:00:24.583154] [INFO ] [CONFIGURE ] AAPB: Testing feature 26/29: add_volume_momentum_confirmation
[2025-11-25T18:00:24.583187] [INFO ] [CONFIGURE ] AAPB: Testing with features: ['add_bollinger_bands', 'add_obv_daily', 'add_volume_momentum_confirmation']
[2025-11-25T18:00:24.818630] [DEBUG] [FORECASTER] AAPB: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T18:00:25.103196] [DEBUG] [FORECASTER] AAPB: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T18:00:25.347408] [DEBUG] [FORECASTER] AAPB: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T18:00:25.587120] [DEBUG] [FORECASTER] AAPB: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-25T18:00:25.825481] [DEBUG] [FORECASTER] AAPB: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T18:00:26.075538] [DEBUG] [FORECASTER] AAPB: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T18:00:26.323387] [DEBUG] [FORECASTER] AAPB: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T18:00:26.569457] [DEBUG] [FORECASTER] AAPB: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T18:00:26.827120] [DEBUG] [FORECASTER] AAPB: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T18:00:27.081957] [DEBUG] [FORECASTER] AAPB: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T18:00:27.082155] [INFO ] [CONFIGURE ] AAPB: DISCARDED add_volume_momentum_confirmation (score: 30.00%)
[2025-11-25T18:00:27.082214] [INFO ] [CONFIGURE ] JOB ETA: 40.2h | Avg: 2.4s/test | Remaining: 61251 tests
[2025-11-25T18:00:27.082261] [INFO ] [CONFIGURE ] AAPB: Testing feature 27/29: add_volume_price_divergence
[2025-11-25T18:00:27.082304] [INFO ] [CONFIGURE ] AAPB: Testing with features: ['add_bollinger_bands', 'add_obv_daily', 'add_volume_price_divergence']
[2025-11-25T18:00:27.369564] [DEBUG] [FORECASTER] AAPB: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T18:00:27.638245] [DEBUG] [FORECASTER] AAPB: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T18:00:27.907014] [DEBUG] [FORECASTER] AAPB: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T18:00:28.164134] [DEBUG] [FORECASTER] AAPB: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-25T18:00:28.441182] [DEBUG] [FORECASTER] AAPB: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T18:00:28.714502] [DEBUG] [FORECASTER] AAPB: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T18:00:28.987329] [DEBUG] [FORECASTER] AAPB: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T18:00:29.262885] [DEBUG] [FORECASTER] AAPB: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T18:00:29.541842] [DEBUG] [FORECASTER] AAPB: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T18:00:29.822681] [DEBUG] [FORECASTER] AAPB: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T18:00:29.822842] [INFO ] [CONFIGURE ] AAPB: DISCARDED add_volume_price_divergence (score: 60.00%)
[2025-11-25T18:00:29.822886] [INFO ] [CONFIGURE ] JOB ETA: 40.2h | Avg: 2.4s/test | Remaining: 61250 tests
[2025-11-25T18:00:29.822923] [INFO ] [CONFIGURE ] AAPB: Testing feature 28/29: add_volume_profile
[2025-11-25T18:00:29.822957] [INFO ] [CONFIGURE ] AAPB: Testing with features: ['add_bollinger_bands', 'add_obv_daily', 'add_volume_profile']
[2025-11-25T18:00:30.085180] [DEBUG] [FORECASTER] AAPB: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T18:00:30.346244] [DEBUG] [FORECASTER] AAPB: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T18:00:30.595999] [DEBUG] [FORECASTER] AAPB: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T18:00:30.857252] [DEBUG] [FORECASTER] AAPB: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1
[2025-11-25T18:00:31.109970] [DEBUG] [FORECASTER] AAPB: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T18:00:31.368551] [DEBUG] [FORECASTER] AAPB: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T18:00:31.621453] [DEBUG] [FORECASTER] AAPB: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T18:00:31.871618] [DEBUG] [FORECASTER] AAPB: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T18:00:32.108037] [DEBUG] [FORECASTER] AAPB: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T18:00:32.364395] [DEBUG] [FORECASTER] AAPB: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T18:00:32.364551] [INFO ] [CONFIGURE ] AAPB: DISCARDED add_volume_profile (score: 30.00%)
[2025-11-25T18:00:32.364597] [INFO ] [CONFIGURE ] JOB ETA: 40.2h | Avg: 2.4s/test | Remaining: 61249 tests
[2025-11-25T18:00:32.364634] [INFO ] [CONFIGURE ] AAPB: Testing feature 29/29: add_vwap
[2025-11-25T18:00:32.364691] [INFO ] [CONFIGURE ] AAPB: Testing with features: ['add_bollinger_bands', 'add_obv_daily', 'add_vwap']
[2025-11-25T18:00:32.618100] [DEBUG] [FORECASTER] AAPB: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T18:00:32.891351] [DEBUG] [FORECASTER] AAPB: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T18:00:33.172520] [DEBUG] [FORECASTER] AAPB: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T18:00:33.523736] [DEBUG] [FORECASTER] AAPB: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-25T18:00:33.869540] [DEBUG] [FORECASTER] AAPB: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T18:00:34.155279] [DEBUG] [FORECASTER] AAPB: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T18:00:34.420805] [DEBUG] [FORECASTER] AAPB: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T18:00:34.680893] [DEBUG] [FORECASTER] AAPB: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T18:00:34.921592] [DEBUG] [FORECASTER] AAPB: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T18:00:35.168226] [DEBUG] [FORECASTER] AAPB: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T18:00:35.168385] [INFO ] [CONFIGURE ] AAPB: DISCARDED add_vwap (score: 70.00%)
[2025-11-25T18:00:35.168432] [INFO ] [CONFIGURE ] JOB ETA: 40.3h | Avg: 2.4s/test | Remaining: 61248 tests
[2025-11-25T18:00:35.168476] [INFO ] [CONFIGURE ] AAPB: ===== FEATURE SELECTION COMPLETE =====
[2025-11-25T18:00:35.168513] [INFO ] [CONFIGURE ] AAPB: Best accuracy: 70.00%
[2025-11-25T18:00:35.168553] [INFO ] [CONFIGURE ] AAPB: Best feature set (2 features): ['add_bollinger_bands', 'add_obv_daily']
[2025-11-25T18:00:35.168589] [INFO ] [CONFIGURE ] AAPB: Improvement over baseline: 30.00%
[2025-11-25T18:00:35.168623] [INFO ] [CONFIGURE ] AAPB: Total time: 1.2 minutes
[2025-11-25T18:00:35.168674] [INFO ] [CONFIGURE ] AAPB: Average time per feature: 2.5 seconds
[2025-11-25T18:00:35.168706] [INFO ] [CONFIGURE ] AAPB: Average speed: 0.40 features/sec
[2025-11-25T18:00:35.169122] [INFO ] [LOCAL     ] Saved configuration for AAPB: 2 features, 70.00% accuracy -> ./output/feature-sets/AAPB.json
[2025-11-25T18:00:35.169169] [INFO ] [CONFIGURE ] AAPB: Configuration saved successfully: 2 features, 70.00% accuracy.
[2025-11-25T18:00:35.169207] [INFO ] [sig       ] [4/2116] Successfully configured AAPB | 0.01 sym/s | Total: 4.7m | ETA: 41.3h
[2025-11-25T18:00:35.169240] [INFO ] [sig       ] [5/2116] Configuring AAPD...
[2025-11-25T18:00:35.169269] [INFO ] [CONFIGURE ] AAPD: Configurate test run.
[2025-11-25T18:00:35.169300] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AAPD' from 'https://tdm.silogroup.org/data/derivative_storage/AAPD.csv'.
[2025-11-25T18:00:35.180468] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AAPD'.
[2025-11-25T18:00:35.180811] [INFO ] [CONFIGURE ] AAPD: Testing with 29 available features
[2025-11-25T18:00:35.180863] [INFO ] [CONFIGURE ] AAPD: Establishing baseline with no features...
[2025-11-25T18:00:35.345016] [DEBUG] [FORECASTER] AAPD: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T18:00:35.502047] [DEBUG] [FORECASTER] AAPD: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0
[2025-11-25T18:00:35.664483] [DEBUG] [FORECASTER] AAPD: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T18:00:35.819395] [DEBUG] [FORECASTER] AAPD: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T18:00:36.004150] [DEBUG] [FORECASTER] AAPD: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-25T18:00:36.162101] [DEBUG] [FORECASTER] AAPD: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1
[2025-11-25T18:00:36.326866] [DEBUG] [FORECASTER] AAPD: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T18:00:36.521165] [DEBUG] [FORECASTER] AAPD: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-25T18:00:36.687810] [DEBUG] [FORECASTER] AAPD: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T18:00:36.850283] [DEBUG] [FORECASTER] AAPD: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-25T18:00:36.850425] [INFO ] [CONFIGURE ] AAPD: Baseline score (no features): 70.00%
[2025-11-25T18:00:36.850472] [INFO ] [CONFIGURE ] AAPD: Testing feature 1/29: add_bollinger_bands
[2025-11-25T18:00:36.850509] [INFO ] [CONFIGURE ] AAPD: Testing with features: ['add_bollinger_bands']
[2025-11-25T18:00:37.043865] [DEBUG] [FORECASTER] AAPD: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T18:00:37.230789] [DEBUG] [FORECASTER] AAPD: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T18:00:37.421727] [DEBUG] [FORECASTER] AAPD: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T18:00:37.615660] [DEBUG] [FORECASTER] AAPD: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T18:00:37.807568] [DEBUG] [FORECASTER] AAPD: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-25T18:00:38.019991] [DEBUG] [FORECASTER] AAPD: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1
[2025-11-25T18:00:38.235963] [DEBUG] [FORECASTER] AAPD: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T18:00:38.454027] [DEBUG] [FORECASTER] AAPD: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T18:00:38.669608] [DEBUG] [FORECASTER] AAPD: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-25T18:00:38.880778] [DEBUG] [FORECASTER] AAPD: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-25T18:00:38.880947] [INFO ] [CONFIGURE ] AAPD: DISCARDED add_bollinger_bands (score: 70.00%)
[2025-11-25T18:00:38.880992] [INFO ] [CONFIGURE ] JOB ETA: 40.3h | Avg: 2.4s/test | Remaining: 61247 tests
[2025-11-25T18:00:38.881027] [INFO ] [CONFIGURE ] AAPD: Testing feature 2/29: add_cumulative_delta
[2025-11-25T18:00:38.881060] [INFO ] [CONFIGURE ] AAPD: Testing with features: ['add_cumulative_delta']
[2025-11-25T18:00:39.092185] [DEBUG] [FORECASTER] AAPD: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0
[2025-11-25T18:00:39.311006] [DEBUG] [FORECASTER] AAPD: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T18:00:39.527247] [DEBUG] [FORECASTER] AAPD: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T18:00:39.748304] [DEBUG] [FORECASTER] AAPD: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T18:00:39.964214] [DEBUG] [FORECASTER] AAPD: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-25T18:00:40.189373] [DEBUG] [FORECASTER] AAPD: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1
[2025-11-25T18:00:40.405436] [DEBUG] [FORECASTER] AAPD: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T18:00:40.624302] [DEBUG] [FORECASTER] AAPD: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T18:00:40.838524] [DEBUG] [FORECASTER] AAPD: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-25T18:00:41.055184] [DEBUG] [FORECASTER] AAPD: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-25T18:00:41.055342] [INFO ] [CONFIGURE ] AAPD: DISCARDED add_cumulative_delta (score: 40.00%)
[2025-11-25T18:00:41.055386] [INFO ] [CONFIGURE ] JOB ETA: 40.2h | Avg: 2.4s/test | Remaining: 61246 tests
[2025-11-25T18:00:41.055420] [INFO ] [CONFIGURE ] AAPD: Testing feature 3/29: add_daily_returns
[2025-11-25T18:00:41.055452] [INFO ] [CONFIGURE ] AAPD: Testing with features: ['add_daily_returns']
[2025-11-25T18:00:41.242160] [DEBUG] [FORECASTER] AAPD: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0
[2025-11-25T18:00:41.427779] [DEBUG] [FORECASTER] AAPD: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0
[2025-11-25T18:00:41.613239] [DEBUG] [FORECASTER] AAPD: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T18:00:41.816046] [DEBUG] [FORECASTER] AAPD: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T18:00:42.031470] [DEBUG] [FORECASTER] AAPD: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T18:00:42.212735] [DEBUG] [FORECASTER] AAPD: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1
[2025-11-25T18:00:42.392937] [DEBUG] [FORECASTER] AAPD: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T18:00:42.572704] [DEBUG] [FORECASTER] AAPD: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-25T18:00:42.748467] [DEBUG] [FORECASTER] AAPD: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-25T18:00:42.924278] [DEBUG] [FORECASTER] AAPD: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-25T18:00:42.924446] [INFO ] [CONFIGURE ] AAPD: DISCARDED add_daily_returns (score: 50.00%)
[2025-11-25T18:00:42.924505] [INFO ] [CONFIGURE ] JOB ETA: 40.2h | Avg: 2.4s/test | Remaining: 61245 tests
[2025-11-25T18:00:42.924582] [INFO ] [CONFIGURE ] AAPD: Testing feature 4/29: add_ema
[2025-11-25T18:00:42.924623] [INFO ] [CONFIGURE ] AAPD: Testing with features: ['add_ema']
[2025-11-25T18:00:43.135964] [DEBUG] [FORECASTER] AAPD: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0
[2025-11-25T18:00:43.340174] [DEBUG] [FORECASTER] AAPD: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0
[2025-11-25T18:00:43.546871] [DEBUG] [FORECASTER] AAPD: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T18:00:43.752505] [DEBUG] [FORECASTER] AAPD: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T18:00:43.970000] [DEBUG] [FORECASTER] AAPD: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-25T18:00:44.180909] [DEBUG] [FORECASTER] AAPD: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1
[2025-11-25T18:00:44.392708] [DEBUG] [FORECASTER] AAPD: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T18:00:44.602259] [DEBUG] [FORECASTER] AAPD: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-25T18:00:44.811861] [DEBUG] [FORECASTER] AAPD: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-25T18:00:45.045347] [DEBUG] [FORECASTER] AAPD: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-25T18:00:45.045550] [INFO ] [CONFIGURE ] AAPD: DISCARDED add_ema (score: 30.00%)
[2025-11-25T18:00:45.045617] [INFO ] [CONFIGURE ] JOB ETA: 40.1h | Avg: 2.4s/test | Remaining: 61244 tests
[2025-11-25T18:00:45.045705] [INFO ] [CONFIGURE ] AAPD: Testing feature 5/29: add_exhaustion_signals
[2025-11-25T18:00:45.045768] [INFO ] [CONFIGURE ] AAPD: Testing with features: ['add_vwap', 'add_exhaustion_signals']
[2025-11-25T18:00:45.256485] [DEBUG] [FORECASTER] AAPD: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T18:00:45.459159] [DEBUG] [FORECASTER] AAPD: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0
[2025-11-25T18:00:45.665822] [DEBUG] [FORECASTER] AAPD: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T18:00:45.871890] [DEBUG] [FORECASTER] AAPD: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T18:00:46.076299] [DEBUG] [FORECASTER] AAPD: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-25T18:00:46.285588] [DEBUG] [FORECASTER] AAPD: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1
[2025-11-25T18:00:46.495505] [DEBUG] [FORECASTER] AAPD: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T18:00:46.706492] [DEBUG] [FORECASTER] AAPD: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T18:00:46.919682] [DEBUG] [FORECASTER] AAPD: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T18:00:47.133902] [DEBUG] [FORECASTER] AAPD: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-11-25T18:00:47.134431] [INFO ] [CONFIGURE ] AAPD: DISCARDED add_exhaustion_signals (score: 60.00%)
[2025-11-25T18:00:47.134479] [INFO ] [CONFIGURE ] JOB ETA: 40.1h | Avg: 2.4s/test | Remaining: 61243 tests
[2025-11-25T18:00:47.134515] [INFO ] [CONFIGURE ] AAPD: Testing feature 6/29: add_failed_moves
[2025-11-25T18:00:47.134546] [INFO ] [CONFIGURE ] AAPD: Testing with features: ['add_failed_moves']
[2025-11-25T18:00:47.308076] [DEBUG] [FORECASTER] AAPD: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T18:00:47.482044] [DEBUG] [FORECASTER] AAPD: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0
[2025-11-25T18:00:47.658001] [DEBUG] [FORECASTER] AAPD: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T18:00:47.838360] [DEBUG] [FORECASTER] AAPD: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T18:00:48.012937] [DEBUG] [FORECASTER] AAPD: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-25T18:00:48.186201] [DEBUG] [FORECASTER] AAPD: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1
[2025-11-25T18:00:48.364237] [DEBUG] [FORECASTER] AAPD: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T18:00:48.541765] [DEBUG] [FORECASTER] AAPD: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-25T18:00:48.718393] [DEBUG] [FORECASTER] AAPD: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T18:00:48.892214] [DEBUG] [FORECASTER] AAPD: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-25T18:00:48.892358] [INFO ] [CONFIGURE ] AAPD: DISCARDED add_failed_moves (score: 70.00%)
[2025-11-25T18:00:48.892401] [INFO ] [CONFIGURE ] JOB ETA: 40.0h | Avg: 2.4s/test | Remaining: 61242 tests
[2025-11-25T18:00:48.892436] [INFO ] [CONFIGURE ] AAPD: Testing feature 7/29: add_lag_shelf
[2025-11-25T18:00:48.892469] [INFO ] [CONFIGURE ] AAPD: Testing with features: ['add_lag_shelf']
[2025-11-25T18:00:49.048671] [DEBUG] [FORECASTER] AAPD: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T18:00:49.205370] [DEBUG] [FORECASTER] AAPD: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0
[2025-11-25T18:00:49.369183] [DEBUG] [FORECASTER] AAPD: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T18:00:49.532706] [DEBUG] [FORECASTER] AAPD: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T18:00:49.710987] [DEBUG] [FORECASTER] AAPD: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-25T18:00:49.876705] [DEBUG] [FORECASTER] AAPD: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1
[2025-11-25T18:00:50.042868] [DEBUG] [FORECASTER] AAPD: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T18:00:50.204943] [DEBUG] [FORECASTER] AAPD: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-25T18:00:50.375958] [DEBUG] [FORECASTER] AAPD: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T18:00:50.544548] [DEBUG] [FORECASTER] AAPD: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-25T18:00:50.544764] [INFO ] [CONFIGURE ] AAPD: DISCARDED add_lag_shelf (score: 70.00%)
[2025-11-25T18:00:50.544812] [INFO ] [CONFIGURE ] JOB ETA: 39.9h | Avg: 2.3s/test | Remaining: 61241 tests
[2025-11-25T18:00:50.544847] [INFO ] [CONFIGURE ] AAPD: Testing feature 8/29: add_macd
[2025-11-25T18:00:50.544883] [INFO ] [CONFIGURE ] AAPD: Testing with features: ['add_vwap', 'add_macd']
[2025-11-25T18:00:50.792608] [DEBUG] [FORECASTER] AAPD: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0
[2025-11-25T18:00:51.037763] [DEBUG] [FORECASTER] AAPD: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T18:00:51.287430] [DEBUG] [FORECASTER] AAPD: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T18:00:51.533946] [DEBUG] [FORECASTER] AAPD: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T18:00:51.790622] [DEBUG] [FORECASTER] AAPD: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-25T18:00:52.031666] [DEBUG] [FORECASTER] AAPD: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1
[2025-11-25T18:00:52.271972] [DEBUG] [FORECASTER] AAPD: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T18:00:52.515772] [DEBUG] [FORECASTER] AAPD: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T18:00:52.760523] [DEBUG] [FORECASTER] AAPD: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T18:00:53.009681] [DEBUG] [FORECASTER] AAPD: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-25T18:00:53.009880] [INFO ] [CONFIGURE ] AAPD: DISCARDED add_macd (score: 60.00%)
[2025-11-25T18:00:53.009926] [INFO ] [CONFIGURE ] JOB ETA: 39.9h | Avg: 2.3s/test | Remaining: 61240 tests
[2025-11-25T18:00:53.009964] [INFO ] [CONFIGURE ] AAPD: Testing feature 9/29: add_mfi
[2025-11-25T18:00:53.009996] [INFO ] [CONFIGURE ] AAPD: Testing with features: ['add_mfi']
[2025-11-25T18:00:53.180097] [DEBUG] [FORECASTER] AAPD: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T18:00:53.353045] [DEBUG] [FORECASTER] AAPD: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0
[2025-11-25T18:00:53.526342] [DEBUG] [FORECASTER] AAPD: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T18:00:53.708246] [DEBUG] [FORECASTER] AAPD: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T18:00:53.894981] [DEBUG] [FORECASTER] AAPD: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-25T18:00:54.071140] [DEBUG] [FORECASTER] AAPD: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1
[2025-11-25T18:00:54.251138] [DEBUG] [FORECASTER] AAPD: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T18:00:54.428634] [DEBUG] [FORECASTER] AAPD: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-25T18:00:54.605027] [DEBUG] [FORECASTER] AAPD: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-25T18:00:54.782242] [DEBUG] [FORECASTER] AAPD: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-25T18:00:54.782414] [INFO ] [CONFIGURE ] AAPD: DISCARDED add_mfi (score: 50.00%)
[2025-11-25T18:00:54.782460] [INFO ] [CONFIGURE ] JOB ETA: 39.8h | Avg: 2.3s/test | Remaining: 61239 tests
[2025-11-25T18:00:54.782497] [INFO ] [CONFIGURE ] AAPD: Testing feature 10/29: add_momentum_acceleration
[2025-11-25T18:00:54.782530] [INFO ] [CONFIGURE ] AAPD: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-11-25T18:00:55.034754] [DEBUG] [FORECASTER] AAPD: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T18:00:55.319613] [DEBUG] [FORECASTER] AAPD: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0
[2025-11-25T18:00:55.591776] [DEBUG] [FORECASTER] AAPD: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T18:00:55.868423] [DEBUG] [FORECASTER] AAPD: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T18:00:56.141763] [DEBUG] [FORECASTER] AAPD: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T18:00:56.423002] [DEBUG] [FORECASTER] AAPD: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1
[2025-11-25T18:00:56.706261] [DEBUG] [FORECASTER] AAPD: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T18:00:56.989181] [DEBUG] [FORECASTER] AAPD: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-25T18:00:57.305974] [DEBUG] [FORECASTER] AAPD: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-25T18:00:57.598804] [DEBUG] [FORECASTER] AAPD: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-25T18:00:57.598998] [INFO ] [CONFIGURE ] AAPD: DISCARDED add_momentum_acceleration (score: 40.00%)
[2025-11-25T18:00:57.599053] [INFO ] [CONFIGURE ] JOB ETA: 39.9h | Avg: 2.3s/test | Remaining: 61238 tests
[2025-11-25T18:00:57.599091] [INFO ] [CONFIGURE ] AAPD: Testing feature 11/29: add_obv_daily
[2025-11-25T18:00:57.599123] [INFO ] [CONFIGURE ] AAPD: Testing with features: ['add_obv_daily']
[2025-11-25T18:00:58.554094] [DEBUG] [FORECASTER] AAPD: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T18:01:01.573096] [DEBUG] [FORECASTER] AAPD: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0
[2025-11-25T18:01:07.956000] [DEBUG] [FORECASTER] AAPD: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T18:01:12.018789] [DEBUG] [FORECASTER] AAPD: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T18:01:15.930283] [DEBUG] [FORECASTER] AAPD: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T18:01:20.933134] [DEBUG] [FORECASTER] AAPD: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1
[2025-11-25T18:01:25.594939] [DEBUG] [FORECASTER] AAPD: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T18:01:31.250242] [DEBUG] [FORECASTER] AAPD: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-25T18:01:33.623442] [DEBUG] [FORECASTER] AAPD: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T18:01:40.455757] [DEBUG] [FORECASTER] AAPD: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-25T18:01:40.455993] [INFO ] [CONFIGURE ] AAPD: DISCARDED add_obv_daily (score: 60.00%)
[2025-11-25T18:01:40.456046] [INFO ] [CONFIGURE ] JOB ETA: 45.3h | Avg: 2.7s/test | Remaining: 61237 tests
[2025-11-25T18:01:40.456090] [INFO ] [CONFIGURE ] AAPD: Testing feature 12/29: add_obv_interval
[2025-11-25T18:01:40.456131] [INFO ] [CONFIGURE ] AAPD: Testing with features: ['add_obv_interval']
[2025-11-25T18:01:46.658080] [DEBUG] [FORECASTER] AAPD: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0
[2025-11-25T18:01:53.187903] [DEBUG] [FORECASTER] AAPD: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0
[2025-11-25T18:01:58.100271] [DEBUG] [FORECASTER] AAPD: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T18:02:04.083926] [DEBUG] [FORECASTER] AAPD: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T18:02:09.799182] [DEBUG] [FORECASTER] AAPD: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T18:02:14.417124] [DEBUG] [FORECASTER] AAPD: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1
[2025-11-25T18:02:14.652940] [DEBUG] [FORECASTER] AAPD: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T18:02:14.896131] [DEBUG] [FORECASTER] AAPD: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-25T18:02:16.014167] [DEBUG] [FORECASTER] AAPD: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-25T18:02:16.831262] [DEBUG] [FORECASTER] AAPD: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-11-25T18:02:16.831432] [INFO ] [CONFIGURE ] AAPD: DISCARDED add_obv_interval (score: 40.00%)
[2025-11-25T18:02:16.831477] [INFO ] [CONFIGURE ] JOB ETA: 49.8h | Avg: 2.9s/test | Remaining: 61236 tests
[2025-11-25T18:02:16.831514] [INFO ] [CONFIGURE ] AAPD: Testing feature 13/29: add_opening_strength
[2025-11-25T18:02:16.831548] [INFO ] [CONFIGURE ] AAPD: Testing with features: ['add_daily_returns', 'add_opening_strength']
[2025-11-25T18:02:18.656573] [DEBUG] [FORECASTER] AAPD: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0
[2025-11-25T18:02:18.857120] [DEBUG] [FORECASTER] AAPD: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T18:02:19.049844] [DEBUG] [FORECASTER] AAPD: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T18:02:19.247523] [DEBUG] [FORECASTER] AAPD: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T18:02:19.480983] [DEBUG] [FORECASTER] AAPD: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-25T18:02:19.683178] [DEBUG] [FORECASTER] AAPD: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1
[2025-11-25T18:02:22.409324] [DEBUG] [FORECASTER] AAPD: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T18:02:22.606416] [DEBUG] [FORECASTER] AAPD: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T18:02:22.799227] [DEBUG] [FORECASTER] AAPD: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-25T18:02:23.044489] [DEBUG] [FORECASTER] AAPD: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-11-25T18:02:23.044690] [INFO ] [CONFIGURE ] AAPD: DISCARDED add_opening_strength (score: 40.00%)
[2025-11-25T18:02:23.044739] [INFO ] [CONFIGURE ] JOB ETA: 50.2h | Avg: 3.0s/test | Remaining: 61235 tests
[2025-11-25T18:02:23.044777] [INFO ] [CONFIGURE ] AAPD: Testing feature 14/29: add_order_flow_imbalance
[2025-11-25T18:02:23.044813] [INFO ] [CONFIGURE ] AAPD: Testing with features: ['add_order_flow_imbalance']
[2025-11-25T18:02:23.229570] [DEBUG] [FORECASTER] AAPD: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T18:02:23.432063] [DEBUG] [FORECASTER] AAPD: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T18:02:23.617290] [DEBUG] [FORECASTER] AAPD: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T18:02:23.809737] [DEBUG] [FORECASTER] AAPD: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T18:02:23.998248] [DEBUG] [FORECASTER] AAPD: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-25T18:02:24.221417] [DEBUG] [FORECASTER] AAPD: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1
[2025-11-25T18:02:27.690106] [DEBUG] [FORECASTER] AAPD: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T18:02:37.053955] [DEBUG] [FORECASTER] AAPD: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-25T18:02:39.972446] [DEBUG] [FORECASTER] AAPD: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-25T18:02:40.185354] [DEBUG] [FORECASTER] AAPD: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-25T18:02:40.185510] [INFO ] [CONFIGURE ] AAPD: DISCARDED add_order_flow_imbalance (score: 60.00%)
[2025-11-25T18:02:40.185554] [INFO ] [CONFIGURE ] JOB ETA: 52.1h | Avg: 3.1s/test | Remaining: 61234 tests
[2025-11-25T18:02:40.185590] [INFO ] [CONFIGURE ] AAPD: Testing feature 15/29: add_pbf_morning_momentum
[2025-11-25T18:02:40.185682] [INFO ] [CONFIGURE ] AAPD: Testing with features: ['add_pbf_morning_momentum']
[2025-11-25T18:02:40.367299] [DEBUG] [FORECASTER] AAPD: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T18:02:40.575962] [DEBUG] [FORECASTER] AAPD: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0
[2025-11-25T18:02:40.747319] [DEBUG] [FORECASTER] AAPD: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T18:02:40.917924] [DEBUG] [FORECASTER] AAPD: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T18:02:41.089845] [DEBUG] [FORECASTER] AAPD: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T18:02:41.262833] [DEBUG] [FORECASTER] AAPD: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1
[2025-11-25T18:02:41.438861] [DEBUG] [FORECASTER] AAPD: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T18:02:41.614137] [DEBUG] [FORECASTER] AAPD: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-25T18:02:41.787362] [DEBUG] [FORECASTER] AAPD: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-25T18:02:41.967432] [DEBUG] [FORECASTER] AAPD: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-25T18:02:41.967612] [INFO ] [CONFIGURE ] AAPD: DISCARDED add_pbf_morning_momentum (score: 40.00%)
[2025-11-25T18:02:41.967677] [INFO ] [CONFIGURE ] JOB ETA: 51.9h | Avg: 3.1s/test | Remaining: 61233 tests
[2025-11-25T18:02:41.967715] [INFO ] [CONFIGURE ] AAPD: Testing feature 16/29: add_pbf_overnight_gap
[2025-11-25T18:02:41.967747] [INFO ] [CONFIGURE ] AAPD: Testing with features: ['add_pbf_overnight_gap']
[2025-11-25T18:02:42.157998] [DEBUG] [FORECASTER] AAPD: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T18:02:42.336327] [DEBUG] [FORECASTER] AAPD: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T18:02:42.521563] [DEBUG] [FORECASTER] AAPD: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T18:02:42.707247] [DEBUG] [FORECASTER] AAPD: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T18:02:42.898049] [DEBUG] [FORECASTER] AAPD: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-25T18:02:43.086862] [DEBUG] [FORECASTER] AAPD: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1
[2025-11-25T18:02:43.290211] [DEBUG] [FORECASTER] AAPD: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T18:02:43.479032] [DEBUG] [FORECASTER] AAPD: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-25T18:02:43.699024] [DEBUG] [FORECASTER] AAPD: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-25T18:02:43.895712] [DEBUG] [FORECASTER] AAPD: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-11-25T18:02:43.895872] [INFO ] [CONFIGURE ] AAPD: DISCARDED add_pbf_overnight_gap (score: 50.00%)
[2025-11-25T18:02:43.895918] [INFO ] [CONFIGURE ] JOB ETA: 51.8h | Avg: 3.0s/test | Remaining: 61232 tests
[2025-11-25T18:02:43.895955] [INFO ] [CONFIGURE ] AAPD: Testing feature 17/29: add_pbf_return_2d
[2025-11-25T18:02:43.896041] [INFO ] [CONFIGURE ] AAPD: Testing with features: ['add_pbf_return_2d']
[2025-11-25T18:02:44.137345] [DEBUG] [FORECASTER] AAPD: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T18:02:44.323746] [DEBUG] [FORECASTER] AAPD: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0
[2025-11-25T18:02:44.515708] [DEBUG] [FORECASTER] AAPD: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T18:02:44.703131] [DEBUG] [FORECASTER] AAPD: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T18:02:44.887254] [DEBUG] [FORECASTER] AAPD: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T18:02:45.070286] [DEBUG] [FORECASTER] AAPD: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1
[2025-11-25T18:02:45.253107] [DEBUG] [FORECASTER] AAPD: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T18:02:45.440374] [DEBUG] [FORECASTER] AAPD: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-25T18:02:45.673434] [DEBUG] [FORECASTER] AAPD: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-25T18:02:45.855433] [DEBUG] [FORECASTER] AAPD: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-25T18:02:45.855605] [INFO ] [CONFIGURE ] AAPD: DISCARDED add_pbf_return_2d (score: 50.00%)
[2025-11-25T18:02:45.855670] [INFO ] [CONFIGURE ] JOB ETA: 51.6h | Avg: 3.0s/test | Remaining: 61231 tests
[2025-11-25T18:02:45.855708] [INFO ] [CONFIGURE ] AAPD: Testing feature 18/29: add_pbf_volatility_5d
[2025-11-25T18:02:45.855741] [INFO ] [CONFIGURE ] AAPD: Testing with features: ['add_pbf_volatility_5d']
[2025-11-25T18:02:46.010606] [DEBUG] [FORECASTER] AAPD: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T18:02:46.163432] [DEBUG] [FORECASTER] AAPD: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0
[2025-11-25T18:02:46.337354] [DEBUG] [FORECASTER] AAPD: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T18:02:46.493331] [DEBUG] [FORECASTER] AAPD: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T18:02:46.670713] [DEBUG] [FORECASTER] AAPD: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T18:02:46.828176] [DEBUG] [FORECASTER] AAPD: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1
[2025-11-25T18:02:46.984988] [DEBUG] [FORECASTER] AAPD: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T18:02:47.196685] [DEBUG] [FORECASTER] AAPD: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-25T18:02:47.357189] [DEBUG] [FORECASTER] AAPD: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-25T18:02:47.514821] [DEBUG] [FORECASTER] AAPD: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-11-25T18:02:47.514986] [INFO ] [CONFIGURE ] AAPD: DISCARDED add_pbf_volatility_5d (score: 50.00%)
[2025-11-25T18:02:47.515032] [INFO ] [CONFIGURE ] JOB ETA: 51.5h | Avg: 3.0s/test | Remaining: 61230 tests
[2025-11-25T18:02:47.515068] [INFO ] [CONFIGURE ] AAPD: Testing feature 19/29: add_pbf_vs_sma_5
[2025-11-25T18:02:47.515101] [INFO ] [CONFIGURE ] AAPD: Testing with features: ['add_pbf_vs_sma_5']
[2025-11-25T18:02:47.678344] [DEBUG] [FORECASTER] AAPD: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T18:02:47.843346] [DEBUG] [FORECASTER] AAPD: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0
[2025-11-25T18:02:48.007235] [DEBUG] [FORECASTER] AAPD: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T18:02:48.166802] [DEBUG] [FORECASTER] AAPD: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T18:02:48.330385] [DEBUG] [FORECASTER] AAPD: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T18:02:48.500290] [DEBUG] [FORECASTER] AAPD: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1
[2025-11-25T18:02:48.671529] [DEBUG] [FORECASTER] AAPD: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T18:02:48.845198] [DEBUG] [FORECASTER] AAPD: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T18:02:49.022094] [DEBUG] [FORECASTER] AAPD: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-25T18:02:49.193408] [DEBUG] [FORECASTER] AAPD: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-25T18:02:49.193552] [INFO ] [CONFIGURE ] AAPD: KEPT add_pbf_vs_sma_5 (score: 80.00%)
[2025-11-25T18:02:49.193628] [INFO ] [CONFIGURE ] JOB ETA: 51.3h | Avg: 3.0s/test | Remaining: 61229 tests
[2025-11-25T18:02:49.194005] [INFO ] [CONFIGURE ] AAPD: Testing feature 20/29: add_price_rejection
[2025-11-25T18:02:49.194043] [INFO ] [CONFIGURE ] AAPD: Testing with features: ['add_pbf_vs_sma_5', 'add_price_rejection']
[2025-11-25T18:02:49.384395] [DEBUG] [FORECASTER] AAPD: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0
[2025-11-25T18:02:49.576451] [DEBUG] [FORECASTER] AAPD: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0
[2025-11-25T18:02:49.773725] [DEBUG] [FORECASTER] AAPD: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T18:02:50.010363] [DEBUG] [FORECASTER] AAPD: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T18:02:50.216736] [DEBUG] [FORECASTER] AAPD: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T18:02:50.406901] [DEBUG] [FORECASTER] AAPD: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1
[2025-11-25T18:02:50.624342] [DEBUG] [FORECASTER] AAPD: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T18:02:50.816016] [DEBUG] [FORECASTER] AAPD: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T18:02:51.007590] [DEBUG] [FORECASTER] AAPD: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-25T18:02:51.235619] [DEBUG] [FORECASTER] AAPD: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-11-25T18:02:51.235793] [INFO ] [CONFIGURE ] AAPD: DISCARDED add_price_rejection (score: 30.00%)
[2025-11-25T18:02:51.235840] [INFO ] [CONFIGURE ] JOB ETA: 51.2h | Avg: 3.0s/test | Remaining: 61228 tests
[2025-11-25T18:02:51.235875] [INFO ] [CONFIGURE ] AAPD: Testing feature 21/29: add_range_position
[2025-11-25T18:02:51.235907] [INFO ] [CONFIGURE ] AAPD: Testing with features: ['add_pbf_vs_sma_5', 'add_range_position']
[2025-11-25T18:02:51.501811] [DEBUG] [FORECASTER] AAPD: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0
[2025-11-25T18:02:51.722999] [DEBUG] [FORECASTER] AAPD: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0
[2025-11-25T18:02:51.923094] [DEBUG] [FORECASTER] AAPD: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T18:02:52.120471] [DEBUG] [FORECASTER] AAPD: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T18:02:52.327702] [DEBUG] [FORECASTER] AAPD: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-25T18:02:52.529816] [DEBUG] [FORECASTER] AAPD: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1
[2025-11-25T18:02:52.756205] [DEBUG] [FORECASTER] AAPD: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T18:02:53.002713] [DEBUG] [FORECASTER] AAPD: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T18:02:53.212113] [DEBUG] [FORECASTER] AAPD: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-25T18:02:53.416605] [DEBUG] [FORECASTER] AAPD: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-25T18:02:53.416794] [INFO ] [CONFIGURE ] AAPD: DISCARDED add_range_position (score: 40.00%)
[2025-11-25T18:02:53.416843] [INFO ] [CONFIGURE ] JOB ETA: 51.1h | Avg: 3.0s/test | Remaining: 61227 tests
[2025-11-25T18:02:53.416880] [INFO ] [CONFIGURE ] AAPD: Testing feature 22/29: add_realized_volatility
[2025-11-25T18:02:53.416912] [INFO ] [CONFIGURE ] AAPD: Testing with features: ['add_pbf_vs_sma_5', 'add_realized_volatility']
[2025-11-25T18:02:53.701874] [DEBUG] [FORECASTER] AAPD: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T18:02:53.976409] [DEBUG] [FORECASTER] AAPD: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0
[2025-11-25T18:02:54.257319] [DEBUG] [FORECASTER] AAPD: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T18:02:54.535335] [DEBUG] [FORECASTER] AAPD: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T18:02:54.804585] [DEBUG] [FORECASTER] AAPD: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-25T18:02:55.075196] [DEBUG] [FORECASTER] AAPD: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1
[2025-11-25T18:02:55.343062] [DEBUG] [FORECASTER] AAPD: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T18:02:55.616593] [DEBUG] [FORECASTER] AAPD: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T18:02:55.899660] [DEBUG] [FORECASTER] AAPD: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-25T18:02:56.181705] [DEBUG] [FORECASTER] AAPD: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-25T18:02:56.181888] [INFO ] [CONFIGURE ] AAPD: DISCARDED add_realized_volatility (score: 60.00%)
[2025-11-25T18:02:56.181935] [INFO ] [CONFIGURE ] JOB ETA: 51.0h | Avg: 3.0s/test | Remaining: 61226 tests
[2025-11-25T18:02:56.181974] [INFO ] [CONFIGURE ] AAPD: Testing feature 23/29: add_recent_range_context
[2025-11-25T18:02:56.182008] [INFO ] [CONFIGURE ] AAPD: Testing with features: ['add_pbf_vs_sma_5', 'add_recent_range_context']
[2025-11-25T18:02:56.372756] [DEBUG] [FORECASTER] AAPD: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T18:02:56.558522] [DEBUG] [FORECASTER] AAPD: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0
[2025-11-25T18:02:56.743993] [DEBUG] [FORECASTER] AAPD: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T18:02:56.929745] [DEBUG] [FORECASTER] AAPD: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T18:02:57.154177] [DEBUG] [FORECASTER] AAPD: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T18:02:57.341994] [DEBUG] [FORECASTER] AAPD: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1
[2025-11-25T18:02:57.530488] [DEBUG] [FORECASTER] AAPD: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T18:02:57.723169] [DEBUG] [FORECASTER] AAPD: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-25T18:02:57.919101] [DEBUG] [FORECASTER] AAPD: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-25T18:02:58.110370] [DEBUG] [FORECASTER] AAPD: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-25T18:02:58.110534] [INFO ] [CONFIGURE ] AAPD: DISCARDED add_recent_range_context (score: 50.00%)
[2025-11-25T18:02:58.110579] [INFO ] [CONFIGURE ] JOB ETA: 50.9h | Avg: 3.0s/test | Remaining: 61225 tests
[2025-11-25T18:02:58.110616] [INFO ] [CONFIGURE ] AAPD: Testing feature 24/29: add_rsi
[2025-11-25T18:02:58.110669] [INFO ] [CONFIGURE ] AAPD: Testing with features: ['add_pbf_vs_sma_5', 'add_ema', 'add_rsi']
[2025-11-25T18:02:58.341094] [DEBUG] [FORECASTER] AAPD: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T18:02:58.561471] [DEBUG] [FORECASTER] AAPD: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0
[2025-11-25T18:02:58.800976] [DEBUG] [FORECASTER] AAPD: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T18:02:59.008041] [DEBUG] [FORECASTER] AAPD: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T18:02:59.231110] [DEBUG] [FORECASTER] AAPD: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-25T18:02:59.454071] [DEBUG] [FORECASTER] AAPD: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1
[2025-11-25T18:02:59.679907] [DEBUG] [FORECASTER] AAPD: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T18:02:59.984876] [DEBUG] [FORECASTER] AAPD: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T18:03:00.226699] [DEBUG] [FORECASTER] AAPD: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T18:03:00.466011] [DEBUG] [FORECASTER] AAPD: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-25T18:03:00.466215] [INFO ] [CONFIGURE ] AAPD: DISCARDED add_rsi (score: 70.00%)
[2025-11-25T18:03:00.466260] [INFO ] [CONFIGURE ] JOB ETA: 50.8h | Avg: 3.0s/test | Remaining: 61224 tests
[2025-11-25T18:03:00.466298] [INFO ] [CONFIGURE ] AAPD: Testing feature 25/29: add_tick_distribution
[2025-11-25T18:03:00.466331] [INFO ] [CONFIGURE ] AAPD: Testing with features: ['add_pbf_vs_sma_5', 'add_tick_distribution']
[2025-11-25T18:03:00.659750] [DEBUG] [FORECASTER] AAPD: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0
[2025-11-25T18:03:05.649352] [DEBUG] [FORECASTER] AAPD: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0
[2025-11-25T18:03:05.828083] [DEBUG] [FORECASTER] AAPD: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T18:03:06.084924] [DEBUG] [FORECASTER] AAPD: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T18:03:11.044016] [DEBUG] [FORECASTER] AAPD: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T18:03:21.962888] [DEBUG] [FORECASTER] AAPD: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1
[2025-11-25T18:03:25.906688] [DEBUG] [FORECASTER] AAPD: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T18:03:26.105084] [DEBUG] [FORECASTER] AAPD: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T18:03:26.282339] [DEBUG] [FORECASTER] AAPD: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-25T18:03:26.463637] [DEBUG] [FORECASTER] AAPD: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-25T18:03:26.463820] [INFO ] [CONFIGURE ] AAPD: DISCARDED add_tick_distribution (score: 50.00%)
[2025-11-25T18:03:26.463864] [INFO ] [CONFIGURE ] JOB ETA: 53.6h | Avg: 3.2s/test | Remaining: 61223 tests
[2025-11-25T18:03:26.463902] [INFO ] [CONFIGURE ] AAPD: Testing feature 26/29: add_volume_momentum_confirmation
[2025-11-25T18:03:26.463935] [INFO ] [CONFIGURE ] AAPD: Testing with features: ['add_pbf_vs_sma_5', 'add_volume_momentum_confirmation']
[2025-11-25T18:03:26.654598] [DEBUG] [FORECASTER] AAPD: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T18:03:26.845955] [DEBUG] [FORECASTER] AAPD: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0
[2025-11-25T18:03:27.033708] [DEBUG] [FORECASTER] AAPD: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T18:03:27.219957] [DEBUG] [FORECASTER] AAPD: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T18:03:27.401376] [DEBUG] [FORECASTER] AAPD: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-25T18:03:31.573373] [DEBUG] [FORECASTER] AAPD: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1
[2025-11-25T18:03:31.765203] [DEBUG] [FORECASTER] AAPD: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T18:03:33.997384] [DEBUG] [FORECASTER] AAPD: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T18:03:39.675482] [DEBUG] [FORECASTER] AAPD: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-25T18:03:39.866029] [DEBUG] [FORECASTER] AAPD: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-25T18:03:39.866189] [INFO ] [CONFIGURE ] AAPD: DISCARDED add_volume_momentum_confirmation (score: 50.00%)
[2025-11-25T18:03:39.866233] [INFO ] [CONFIGURE ] JOB ETA: 54.8h | Avg: 3.2s/test | Remaining: 61222 tests
[2025-11-25T18:03:39.866271] [INFO ] [CONFIGURE ] AAPD: Testing feature 27/29: add_volume_price_divergence
[2025-11-25T18:03:39.866305] [INFO ] [CONFIGURE ] AAPD: Testing with features: ['add_pbf_vs_sma_5', 'add_volume_price_divergence']
[2025-11-25T18:03:49.932098] [DEBUG] [FORECASTER] AAPD: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T18:03:54.744862] [DEBUG] [FORECASTER] AAPD: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0
[2025-11-25T18:04:03.860783] [DEBUG] [FORECASTER] AAPD: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T18:04:06.572448] [DEBUG] [FORECASTER] AAPD: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T18:04:12.726763] [DEBUG] [FORECASTER] AAPD: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T18:04:20.006909] [DEBUG] [FORECASTER] AAPD: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1
[2025-11-25T18:04:29.679524] [DEBUG] [FORECASTER] AAPD: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T18:04:36.843147] [DEBUG] [FORECASTER] AAPD: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-25T18:04:37.786416] [DEBUG] [FORECASTER] AAPD: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-25T18:04:40.987860] [DEBUG] [FORECASTER] AAPD: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-25T18:04:40.988077] [INFO ] [CONFIGURE ] AAPD: DISCARDED add_volume_price_divergence (score: 60.00%)
[2025-11-25T18:04:40.988122] [INFO ] [CONFIGURE ] JOB ETA: 61.7h | Avg: 3.6s/test | Remaining: 61221 tests
[2025-11-25T18:04:40.988160] [INFO ] [CONFIGURE ] AAPD: Testing feature 28/29: add_volume_profile
[2025-11-25T18:04:40.988193] [INFO ] [CONFIGURE ] AAPD: Testing with features: ['add_pbf_vs_sma_5', 'add_volume_profile']
[2025-11-25T18:04:49.151699] [DEBUG] [FORECASTER] AAPD: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T18:04:53.697280] [DEBUG] [FORECASTER] AAPD: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0
[2025-11-25T18:05:01.575675] [DEBUG] [FORECASTER] AAPD: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T18:05:08.535429] [DEBUG] [FORECASTER] AAPD: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T18:05:14.916444] [DEBUG] [FORECASTER] AAPD: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T18:05:23.315806] [DEBUG] [FORECASTER] AAPD: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1
[2025-11-25T18:05:26.700792] [DEBUG] [FORECASTER] AAPD: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T18:05:27.155454] [DEBUG] [FORECASTER] AAPD: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T18:05:27.366017] [DEBUG] [FORECASTER] AAPD: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T18:05:27.592896] [DEBUG] [FORECASTER] AAPD: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-25T18:05:27.593077] [INFO ] [CONFIGURE ] AAPD: DISCARDED add_volume_profile (score: 80.00%)
[2025-11-25T18:05:27.593123] [INFO ] [CONFIGURE ] JOB ETA: 66.8h | Avg: 3.9s/test | Remaining: 61220 tests
[2025-11-25T18:05:27.593160] [INFO ] [CONFIGURE ] AAPD: Testing feature 29/29: add_vwap
[2025-11-25T18:05:27.593194] [INFO ] [CONFIGURE ] AAPD: Testing with features: ['add_pbf_vs_sma_5', 'add_vwap']
[2025-11-25T18:05:27.798736] [DEBUG] [FORECASTER] AAPD: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T18:05:30.316987] [DEBUG] [FORECASTER] AAPD: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0
[2025-11-25T18:05:30.522007] [DEBUG] [FORECASTER] AAPD: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T18:05:30.724463] [DEBUG] [FORECASTER] AAPD: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T18:05:30.919576] [DEBUG] [FORECASTER] AAPD: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-25T18:05:31.121998] [DEBUG] [FORECASTER] AAPD: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1
[2025-11-25T18:05:31.308721] [DEBUG] [FORECASTER] AAPD: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T18:05:31.508565] [DEBUG] [FORECASTER] AAPD: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T18:05:31.695870] [DEBUG] [FORECASTER] AAPD: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-25T18:05:31.884145] [DEBUG] [FORECASTER] AAPD: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-11-25T18:05:31.884291] [INFO ] [CONFIGURE ] AAPD: DISCARDED add_vwap (score: 30.00%)
[2025-11-25T18:05:31.884336] [INFO ] [CONFIGURE ] JOB ETA: 66.8h | Avg: 3.9s/test | Remaining: 61219 tests
[2025-11-25T18:05:31.884397] [INFO ] [CONFIGURE ] AAPD: ===== FEATURE SELECTION COMPLETE =====
[2025-11-25T18:05:31.884429] [INFO ] [CONFIGURE ] AAPD: Best accuracy: 80.00%
[2025-11-25T18:05:31.884464] [INFO ] [CONFIGURE ] AAPD: Best feature set (1 features): ['add_pbf_vs_sma_5']
[2025-11-25T18:05:31.884495] [INFO ] [CONFIGURE ] AAPD: Improvement over baseline: 10.00%
[2025-11-25T18:05:31.884522] [INFO ] [CONFIGURE ] AAPD: Total time: 4.9 minutes
[2025-11-25T18:05:31.884551] [INFO ] [CONFIGURE ] AAPD: Average time per feature: 10.2 seconds
[2025-11-25T18:05:31.884579] [INFO ] [CONFIGURE ] AAPD: Average speed: 0.10 features/sec
[2025-11-25T18:05:31.884883] [INFO ] [LOCAL     ] Saved configuration for AAPD: 1 features, 80.00% accuracy -> ./output/feature-sets/AAPD.json
[2025-11-25T18:05:31.884927] [INFO ] [CONFIGURE ] AAPD: Configuration saved successfully: 1 features, 80.00% accuracy.
[2025-11-25T18:05:31.884965] [INFO ] [sig       ] [5/2116] Successfully configured AAPD | 0.01 sym/s | Total: 9.6m | ETA: 67.8h
[2025-11-25T18:05:31.884997] [INFO ] [sig       ] [6/2116] Configuring AAPL...
[2025-11-25T18:05:31.885027] [INFO ] [CONFIGURE ] AAPL: Configurate test run.
[2025-11-25T18:05:31.885057] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AAPL' from 'https://tdm.silogroup.org/data/derivative_storage/AAPL.csv'.
[2025-11-25T18:05:31.896213] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AAPL'.
[2025-11-25T18:05:31.896548] [INFO ] [CONFIGURE ] AAPL: Testing with 29 available features
[2025-11-25T18:05:31.896599] [INFO ] [CONFIGURE ] AAPL: Establishing baseline with no features...
[2025-11-25T18:05:32.053924] [DEBUG] [FORECASTER] AAPL: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T18:05:32.217988] [DEBUG] [FORECASTER] AAPL: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T18:05:34.807546] [DEBUG] [FORECASTER] AAPL: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T18:05:34.964025] [DEBUG] [FORECASTER] AAPL: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-25T18:05:35.124012] [DEBUG] [FORECASTER] AAPL: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T18:05:35.286380] [DEBUG] [FORECASTER] AAPL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T18:05:35.451519] [DEBUG] [FORECASTER] AAPL: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T18:05:35.629739] [DEBUG] [FORECASTER] AAPL: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T18:05:35.790913] [DEBUG] [FORECASTER] AAPL: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T18:05:37.636003] [DEBUG] [FORECASTER] AAPL: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T18:05:37.636150] [INFO ] [CONFIGURE ] AAPL: Baseline score (no features): 80.00%
[2025-11-25T18:05:37.636193] [INFO ] [CONFIGURE ] AAPL: Testing feature 1/29: add_bollinger_bands
[2025-11-25T18:05:37.636228] [INFO ] [CONFIGURE ] AAPL: Testing with features: ['add_bollinger_bands']
[2025-11-25T18:05:45.415051] [DEBUG] [FORECASTER] AAPL: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T18:05:47.769229] [DEBUG] [FORECASTER] AAPL: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T18:05:53.004800] [DEBUG] [FORECASTER] AAPL: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T18:05:57.204025] [DEBUG] [FORECASTER] AAPL: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1
[2025-11-25T18:05:58.586763] [DEBUG] [FORECASTER] AAPL: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T18:05:58.793423] [DEBUG] [FORECASTER] AAPL: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T18:05:59.017805] [DEBUG] [FORECASTER] AAPL: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T18:05:59.223816] [DEBUG] [FORECASTER] AAPL: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T18:05:59.422312] [DEBUG] [FORECASTER] AAPL: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T18:05:59.615925] [DEBUG] [FORECASTER] AAPL: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T18:05:59.616086] [INFO ] [CONFIGURE ] AAPL: DISCARDED add_bollinger_bands (score: 40.00%)
[2025-11-25T18:05:59.616139] [INFO ] [CONFIGURE ] JOB ETA: 68.9h | Avg: 4.1s/test | Remaining: 61218 tests
[2025-11-25T18:05:59.616180] [INFO ] [CONFIGURE ] AAPL: Testing feature 2/29: add_cumulative_delta
[2025-11-25T18:05:59.616217] [INFO ] [CONFIGURE ] AAPL: Testing with features: ['add_cumulative_delta']
[2025-11-25T18:05:59.819181] [DEBUG] [FORECASTER] AAPL: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T18:06:00.019701] [DEBUG] [FORECASTER] AAPL: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T18:06:00.216665] [DEBUG] [FORECASTER] AAPL: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T18:06:01.127904] [DEBUG] [FORECASTER] AAPL: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-25T18:06:01.457702] [DEBUG] [FORECASTER] AAPL: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T18:06:01.666057] [DEBUG] [FORECASTER] AAPL: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T18:06:01.868190] [DEBUG] [FORECASTER] AAPL: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T18:06:02.064282] [DEBUG] [FORECASTER] AAPL: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T18:06:02.270888] [DEBUG] [FORECASTER] AAPL: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T18:06:02.465893] [DEBUG] [FORECASTER] AAPL: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T18:06:02.466046] [INFO ] [CONFIGURE ] AAPL: DISCARDED add_cumulative_delta (score: 80.00%)
[2025-11-25T18:06:02.466092] [INFO ] [CONFIGURE ] JOB ETA: 68.8h | Avg: 4.0s/test | Remaining: 61217 tests
[2025-11-25T18:06:02.466125] [INFO ] [CONFIGURE ] AAPL: Testing feature 3/29: add_daily_returns
[2025-11-25T18:06:02.466156] [INFO ] [CONFIGURE ] AAPL: Testing with features: ['add_daily_returns']
[2025-11-25T18:06:02.656940] [DEBUG] [FORECASTER] AAPL: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T18:06:02.850629] [DEBUG] [FORECASTER] AAPL: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T18:06:03.032977] [DEBUG] [FORECASTER] AAPL: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T18:06:05.720516] [DEBUG] [FORECASTER] AAPL: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-25T18:06:05.893940] [DEBUG] [FORECASTER] AAPL: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T18:06:11.765296] [DEBUG] [FORECASTER] AAPL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T18:06:18.533468] [DEBUG] [FORECASTER] AAPL: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T18:06:28.883714] [DEBUG] [FORECASTER] AAPL: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T18:06:34.664454] [DEBUG] [FORECASTER] AAPL: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T18:06:34.852453] [DEBUG] [FORECASTER] AAPL: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T18:06:34.852596] [INFO ] [CONFIGURE ] AAPL: DISCARDED add_daily_returns (score: 60.00%)
[2025-11-25T18:06:34.852658] [INFO ] [CONFIGURE ] JOB ETA: 72.0h | Avg: 4.2s/test | Remaining: 61216 tests
[2025-11-25T18:06:34.852699] [INFO ] [CONFIGURE ] AAPL: Testing feature 4/29: add_ema
[2025-11-25T18:06:34.852733] [INFO ] [CONFIGURE ] AAPL: Testing with features: ['add_ema']
[2025-11-25T18:06:35.059570] [DEBUG] [FORECASTER] AAPL: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T18:06:40.592530] [DEBUG] [FORECASTER] AAPL: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T18:06:44.846161] [DEBUG] [FORECASTER] AAPL: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T18:06:49.825732] [DEBUG] [FORECASTER] AAPL: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-25T18:07:01.060185] [DEBUG] [FORECASTER] AAPL: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T18:07:03.313623] [DEBUG] [FORECASTER] AAPL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T18:07:09.253479] [DEBUG] [FORECASTER] AAPL: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T18:07:09.880927] [DEBUG] [FORECASTER] AAPL: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T18:07:10.082484] [DEBUG] [FORECASTER] AAPL: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T18:07:15.237391] [DEBUG] [FORECASTER] AAPL: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T18:07:15.237544] [INFO ] [CONFIGURE ] AAPL: DISCARDED add_ema (score: 70.00%)
[2025-11-25T18:07:15.237594] [INFO ] [CONFIGURE ] JOB ETA: 76.2h | Avg: 4.5s/test | Remaining: 61215 tests
[2025-11-25T18:07:15.237631] [INFO ] [CONFIGURE ] AAPL: Testing feature 5/29: add_exhaustion_signals
[2025-11-25T18:07:15.237687] [INFO ] [CONFIGURE ] AAPL: Testing with features: ['add_vwap', 'add_exhaustion_signals']
[2025-11-25T18:07:21.308862] [DEBUG] [FORECASTER] AAPL: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T18:07:24.307565] [DEBUG] [FORECASTER] AAPL: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T18:07:32.489936] [DEBUG] [FORECASTER] AAPL: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T18:07:36.392634] [DEBUG] [FORECASTER] AAPL: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-25T18:07:36.619935] [DEBUG] [FORECASTER] AAPL: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T18:07:46.479534] [DEBUG] [FORECASTER] AAPL: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T18:07:54.468888] [DEBUG] [FORECASTER] AAPL: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T18:08:02.758399] [DEBUG] [FORECASTER] AAPL: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T18:08:09.387436] [DEBUG] [FORECASTER] AAPL: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T18:08:13.419215] [DEBUG] [FORECASTER] AAPL: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T18:08:13.419382] [INFO ] [CONFIGURE ] AAPL: DISCARDED add_exhaustion_signals (score: 80.00%)
[2025-11-25T18:08:13.419429] [INFO ] [CONFIGURE ] JOB ETA: 82.3h | Avg: 4.8s/test | Remaining: 61214 tests
[2025-11-25T18:08:13.419464] [INFO ] [CONFIGURE ] AAPL: Testing feature 6/29: add_failed_moves
[2025-11-25T18:08:13.419497] [INFO ] [CONFIGURE ] AAPL: Testing with features: ['add_failed_moves']
[2025-11-25T18:08:13.596137] [DEBUG] [FORECASTER] AAPL: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T18:08:13.770737] [DEBUG] [FORECASTER] AAPL: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T18:08:13.960319] [DEBUG] [FORECASTER] AAPL: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T18:08:14.135744] [DEBUG] [FORECASTER] AAPL: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-25T18:08:16.188388] [DEBUG] [FORECASTER] AAPL: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T18:08:16.827777] [DEBUG] [FORECASTER] AAPL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T18:08:17.021285] [DEBUG] [FORECASTER] AAPL: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T18:08:18.316198] [DEBUG] [FORECASTER] AAPL: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T18:08:19.837232] [DEBUG] [FORECASTER] AAPL: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T18:08:20.025471] [DEBUG] [FORECASTER] AAPL: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T18:08:20.025604] [INFO ] [CONFIGURE ] AAPL: DISCARDED add_failed_moves (score: 80.00%)
[2025-11-25T18:08:20.025670] [INFO ] [CONFIGURE ] JOB ETA: 82.5h | Avg: 4.8s/test | Remaining: 61213 tests
[2025-11-25T18:08:20.025727] [INFO ] [CONFIGURE ] AAPL: Testing feature 7/29: add_lag_shelf
[2025-11-25T18:08:20.025763] [INFO ] [CONFIGURE ] AAPL: Testing with features: ['add_lag_shelf']
[2025-11-25T18:08:20.202934] [DEBUG] [FORECASTER] AAPL: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T18:08:20.365864] [DEBUG] [FORECASTER] AAPL: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T18:08:20.570938] [DEBUG] [FORECASTER] AAPL: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T18:08:20.729856] [DEBUG] [FORECASTER] AAPL: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-25T18:08:20.892775] [DEBUG] [FORECASTER] AAPL: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T18:08:21.069573] [DEBUG] [FORECASTER] AAPL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T18:08:21.230339] [DEBUG] [FORECASTER] AAPL: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T18:08:21.392513] [DEBUG] [FORECASTER] AAPL: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T18:08:21.584870] [DEBUG] [FORECASTER] AAPL: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T18:08:21.763696] [DEBUG] [FORECASTER] AAPL: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T18:08:21.763842] [INFO ] [CONFIGURE ] AAPL: DISCARDED add_lag_shelf (score: 80.00%)
[2025-11-25T18:08:21.763886] [INFO ] [CONFIGURE ] JOB ETA: 82.1h | Avg: 4.8s/test | Remaining: 61212 tests
[2025-11-25T18:08:21.763922] [INFO ] [CONFIGURE ] AAPL: Testing feature 8/29: add_macd
[2025-11-25T18:08:21.763955] [INFO ] [CONFIGURE ] AAPL: Testing with features: ['add_vwap', 'add_macd']
[2025-11-25T18:08:22.020208] [DEBUG] [FORECASTER] AAPL: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T18:08:23.158668] [DEBUG] [FORECASTER] AAPL: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T18:08:25.357090] [DEBUG] [FORECASTER] AAPL: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T18:08:25.699353] [DEBUG] [FORECASTER] AAPL: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-25T18:08:26.028393] [DEBUG] [FORECASTER] AAPL: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T18:08:26.312900] [DEBUG] [FORECASTER] AAPL: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T18:08:26.601231] [DEBUG] [FORECASTER] AAPL: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T18:08:28.082842] [DEBUG] [FORECASTER] AAPL: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T18:08:29.659436] [DEBUG] [FORECASTER] AAPL: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T18:08:30.507466] [DEBUG] [FORECASTER] AAPL: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T18:08:30.507707] [INFO ] [CONFIGURE ] AAPL: DISCARDED add_macd (score: 60.00%)
[2025-11-25T18:08:30.507756] [INFO ] [CONFIGURE ] JOB ETA: 82.5h | Avg: 4.9s/test | Remaining: 61211 tests
[2025-11-25T18:08:30.507797] [INFO ] [CONFIGURE ] AAPL: Testing feature 9/29: add_mfi
[2025-11-25T18:08:30.507831] [INFO ] [CONFIGURE ] AAPL: Testing with features: ['add_mfi']
[2025-11-25T18:08:32.945914] [DEBUG] [FORECASTER] AAPL: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T18:08:36.111862] [DEBUG] [FORECASTER] AAPL: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T18:08:40.432636] [DEBUG] [FORECASTER] AAPL: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T18:08:41.993500] [DEBUG] [FORECASTER] AAPL: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-25T18:08:42.164572] [DEBUG] [FORECASTER] AAPL: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T18:08:42.343825] [DEBUG] [FORECASTER] AAPL: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T18:08:42.528104] [DEBUG] [FORECASTER] AAPL: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T18:08:42.702546] [DEBUG] [FORECASTER] AAPL: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T18:08:44.473347] [DEBUG] [FORECASTER] AAPL: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T18:08:46.968146] [DEBUG] [FORECASTER] AAPL: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T18:08:46.968318] [INFO ] [CONFIGURE ] AAPL: DISCARDED add_mfi (score: 60.00%)
[2025-11-25T18:08:46.968362] [INFO ] [CONFIGURE ] JOB ETA: 83.8h | Avg: 4.9s/test | Remaining: 61210 tests
[2025-11-25T18:08:46.968396] [INFO ] [CONFIGURE ] AAPL: Testing feature 10/29: add_momentum_acceleration
[2025-11-25T18:08:46.968428] [INFO ] [CONFIGURE ] AAPL: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-11-25T18:08:47.215817] [DEBUG] [FORECASTER] AAPL: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T18:08:47.459316] [DEBUG] [FORECASTER] AAPL: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T18:08:47.703416] [DEBUG] [FORECASTER] AAPL: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T18:08:48.018887] [DEBUG] [FORECASTER] AAPL: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-25T18:08:51.488561] [DEBUG] [FORECASTER] AAPL: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T18:08:51.755248] [DEBUG] [FORECASTER] AAPL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T18:08:55.598730] [DEBUG] [FORECASTER] AAPL: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T18:09:09.576919] [DEBUG] [FORECASTER] AAPL: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T18:09:16.075796] [DEBUG] [FORECASTER] AAPL: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T18:09:16.328576] [DEBUG] [FORECASTER] AAPL: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T18:09:16.328767] [INFO ] [CONFIGURE ] AAPL: DISCARDED add_momentum_acceleration (score: 60.00%)
[2025-11-25T18:09:16.328812] [INFO ] [CONFIGURE ] JOB ETA: 86.5h | Avg: 5.1s/test | Remaining: 61209 tests
[2025-11-25T18:09:16.328848] [INFO ] [CONFIGURE ] AAPL: Testing feature 11/29: add_obv_daily
[2025-11-25T18:09:16.328880] [INFO ] [CONFIGURE ] AAPL: Testing with features: ['add_obv_daily']
[2025-11-25T18:09:16.503289] [DEBUG] [FORECASTER] AAPL: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T18:09:16.734357] [DEBUG] [FORECASTER] AAPL: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T18:09:16.909797] [DEBUG] [FORECASTER] AAPL: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T18:09:17.095160] [DEBUG] [FORECASTER] AAPL: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-25T18:09:17.288467] [DEBUG] [FORECASTER] AAPL: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T18:09:17.481559] [DEBUG] [FORECASTER] AAPL: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T18:09:17.667247] [DEBUG] [FORECASTER] AAPL: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T18:09:17.852954] [DEBUG] [FORECASTER] AAPL: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T18:09:18.103921] [DEBUG] [FORECASTER] AAPL: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T18:09:18.278816] [DEBUG] [FORECASTER] AAPL: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T18:09:18.278970] [INFO ] [CONFIGURE ] AAPL: DISCARDED add_obv_daily (score: 40.00%)
[2025-11-25T18:09:18.279012] [INFO ] [CONFIGURE ] JOB ETA: 86.2h | Avg: 5.1s/test | Remaining: 61208 tests
[2025-11-25T18:09:18.279048] [INFO ] [CONFIGURE ] AAPL: Testing feature 12/29: add_obv_interval
[2025-11-25T18:09:18.279080] [INFO ] [CONFIGURE ] AAPL: Testing with features: ['add_obv_interval']
[2025-11-25T18:09:18.461115] [DEBUG] [FORECASTER] AAPL: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T18:09:18.629447] [DEBUG] [FORECASTER] AAPL: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T18:09:18.800102] [DEBUG] [FORECASTER] AAPL: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T18:09:18.971320] [DEBUG] [FORECASTER] AAPL: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-25T18:09:19.142392] [DEBUG] [FORECASTER] AAPL: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T18:09:19.315999] [DEBUG] [FORECASTER] AAPL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T18:09:19.553463] [DEBUG] [FORECASTER] AAPL: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T18:09:19.728845] [DEBUG] [FORECASTER] AAPL: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T18:09:19.902210] [DEBUG] [FORECASTER] AAPL: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T18:09:20.076125] [DEBUG] [FORECASTER] AAPL: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T18:09:20.076277] [INFO ] [CONFIGURE ] AAPL: DISCARDED add_obv_interval (score: 60.00%)
[2025-11-25T18:09:20.076320] [INFO ] [CONFIGURE ] JOB ETA: 85.8h | Avg: 5.0s/test | Remaining: 61207 tests
[2025-11-25T18:09:20.076355] [INFO ] [CONFIGURE ] AAPL: Testing feature 13/29: add_opening_strength
[2025-11-25T18:09:20.076388] [INFO ] [CONFIGURE ] AAPL: Testing with features: ['add_daily_returns', 'add_opening_strength']
[2025-11-25T18:09:20.260830] [DEBUG] [FORECASTER] AAPL: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T18:09:20.452055] [DEBUG] [FORECASTER] AAPL: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T18:09:20.639019] [DEBUG] [FORECASTER] AAPL: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T18:09:20.825298] [DEBUG] [FORECASTER] AAPL: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-25T18:09:21.014266] [DEBUG] [FORECASTER] AAPL: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T18:09:21.223279] [DEBUG] [FORECASTER] AAPL: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T18:09:21.412719] [DEBUG] [FORECASTER] AAPL: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T18:09:21.600804] [DEBUG] [FORECASTER] AAPL: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T18:09:21.787915] [DEBUG] [FORECASTER] AAPL: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T18:09:21.979704] [DEBUG] [FORECASTER] AAPL: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T18:09:21.979872] [INFO ] [CONFIGURE ] AAPL: DISCARDED add_opening_strength (score: 50.00%)
[2025-11-25T18:09:21.979920] [INFO ] [CONFIGURE ] JOB ETA: 85.5h | Avg: 5.0s/test | Remaining: 61206 tests
[2025-11-25T18:09:21.979956] [INFO ] [CONFIGURE ] AAPL: Testing feature 14/29: add_order_flow_imbalance
[2025-11-25T18:09:21.979989] [INFO ] [CONFIGURE ] AAPL: Testing with features: ['add_order_flow_imbalance']
[2025-11-25T18:09:22.172793] [DEBUG] [FORECASTER] AAPL: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T18:09:22.361621] [DEBUG] [FORECASTER] AAPL: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T18:09:22.561348] [DEBUG] [FORECASTER] AAPL: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T18:09:22.749613] [DEBUG] [FORECASTER] AAPL: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-25T18:09:22.941463] [DEBUG] [FORECASTER] AAPL: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T18:09:23.132109] [DEBUG] [FORECASTER] AAPL: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T18:09:23.321689] [DEBUG] [FORECASTER] AAPL: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T18:09:23.524308] [DEBUG] [FORECASTER] AAPL: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T18:09:23.715241] [DEBUG] [FORECASTER] AAPL: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T18:09:23.905672] [DEBUG] [FORECASTER] AAPL: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T18:09:23.905835] [INFO ] [CONFIGURE ] AAPL: DISCARDED add_order_flow_imbalance (score: 70.00%)
[2025-11-25T18:09:23.905879] [INFO ] [CONFIGURE ] JOB ETA: 85.1h | Avg: 5.0s/test | Remaining: 61205 tests
[2025-11-25T18:09:23.905918] [INFO ] [CONFIGURE ] AAPL: Testing feature 15/29: add_pbf_morning_momentum
[2025-11-25T18:09:23.905950] [INFO ] [CONFIGURE ] AAPL: Testing with features: ['add_pbf_morning_momentum']
[2025-11-25T18:09:24.066963] [DEBUG] [FORECASTER] AAPL: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T18:09:24.239131] [DEBUG] [FORECASTER] AAPL: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T18:09:24.401955] [DEBUG] [FORECASTER] AAPL: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T18:09:24.577462] [DEBUG] [FORECASTER] AAPL: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-25T18:09:24.740149] [DEBUG] [FORECASTER] AAPL: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T18:09:24.902611] [DEBUG] [FORECASTER] AAPL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T18:09:25.067248] [DEBUG] [FORECASTER] AAPL: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T18:09:25.229571] [DEBUG] [FORECASTER] AAPL: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T18:09:25.400536] [DEBUG] [FORECASTER] AAPL: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T18:09:25.580824] [DEBUG] [FORECASTER] AAPL: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T18:09:25.580960] [INFO ] [CONFIGURE ] AAPL: DISCARDED add_pbf_morning_momentum (score: 80.00%)
[2025-11-25T18:09:25.581003] [INFO ] [CONFIGURE ] JOB ETA: 84.8h | Avg: 5.0s/test | Remaining: 61204 tests
[2025-11-25T18:09:25.581041] [INFO ] [CONFIGURE ] AAPL: Testing feature 16/29: add_pbf_overnight_gap
[2025-11-25T18:09:25.581073] [INFO ] [CONFIGURE ] AAPL: Testing with features: ['add_pbf_overnight_gap']
[2025-11-25T18:09:25.760859] [DEBUG] [FORECASTER] AAPL: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T18:09:25.953468] [DEBUG] [FORECASTER] AAPL: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T18:09:26.137034] [DEBUG] [FORECASTER] AAPL: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T18:09:26.318268] [DEBUG] [FORECASTER] AAPL: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-25T18:09:26.570047] [DEBUG] [FORECASTER] AAPL: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T18:09:26.750238] [DEBUG] [FORECASTER] AAPL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T18:09:26.928815] [DEBUG] [FORECASTER] AAPL: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T18:09:27.108386] [DEBUG] [FORECASTER] AAPL: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T18:09:27.287125] [DEBUG] [FORECASTER] AAPL: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T18:09:27.467241] [DEBUG] [FORECASTER] AAPL: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T18:09:27.467388] [INFO ] [CONFIGURE ] AAPL: DISCARDED add_pbf_overnight_gap (score: 70.00%)
[2025-11-25T18:09:27.467431] [INFO ] [CONFIGURE ] JOB ETA: 84.4h | Avg: 5.0s/test | Remaining: 61203 tests
[2025-11-25T18:09:27.467467] [INFO ] [CONFIGURE ] AAPL: Testing feature 17/29: add_pbf_return_2d
[2025-11-25T18:09:27.467521] [INFO ] [CONFIGURE ] AAPL: Testing with features: ['add_pbf_return_2d']
[2025-11-25T18:09:27.783006] [DEBUG] [FORECASTER] AAPL: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T18:09:27.973424] [DEBUG] [FORECASTER] AAPL: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T18:09:28.156706] [DEBUG] [FORECASTER] AAPL: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T18:09:28.343271] [DEBUG] [FORECASTER] AAPL: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-25T18:09:28.530284] [DEBUG] [FORECASTER] AAPL: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T18:09:28.723798] [DEBUG] [FORECASTER] AAPL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T18:09:28.907543] [DEBUG] [FORECASTER] AAPL: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T18:09:29.102148] [DEBUG] [FORECASTER] AAPL: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T18:09:29.286985] [DEBUG] [FORECASTER] AAPL: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T18:09:29.471450] [DEBUG] [FORECASTER] AAPL: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T18:09:29.471590] [INFO ] [CONFIGURE ] AAPL: DISCARDED add_pbf_return_2d (score: 70.00%)
[2025-11-25T18:09:29.471634] [INFO ] [CONFIGURE ] JOB ETA: 84.1h | Avg: 4.9s/test | Remaining: 61202 tests
[2025-11-25T18:09:29.471688] [INFO ] [CONFIGURE ] AAPL: Testing feature 18/29: add_pbf_volatility_5d
[2025-11-25T18:09:29.471720] [INFO ] [CONFIGURE ] AAPL: Testing with features: ['add_pbf_volatility_5d']
[2025-11-25T18:09:29.640637] [DEBUG] [FORECASTER] AAPL: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T18:09:29.796076] [DEBUG] [FORECASTER] AAPL: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T18:09:29.957278] [DEBUG] [FORECASTER] AAPL: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T18:09:30.117558] [DEBUG] [FORECASTER] AAPL: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-25T18:09:30.276747] [DEBUG] [FORECASTER] AAPL: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T18:09:30.457666] [DEBUG] [FORECASTER] AAPL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T18:09:30.714804] [DEBUG] [FORECASTER] AAPL: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T18:09:30.899682] [DEBUG] [FORECASTER] AAPL: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T18:09:31.073018] [DEBUG] [FORECASTER] AAPL: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T18:09:31.272779] [DEBUG] [FORECASTER] AAPL: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T18:09:31.272956] [INFO ] [CONFIGURE ] AAPL: DISCARDED add_pbf_volatility_5d (score: 60.00%)
[2025-11-25T18:09:31.273013] [INFO ] [CONFIGURE ] JOB ETA: 83.8h | Avg: 4.9s/test | Remaining: 61201 tests
[2025-11-25T18:09:31.273062] [INFO ] [CONFIGURE ] AAPL: Testing feature 19/29: add_pbf_vs_sma_5
[2025-11-25T18:09:31.273106] [INFO ] [CONFIGURE ] AAPL: Testing with features: ['add_pbf_vs_sma_5']
[2025-11-25T18:09:31.459368] [DEBUG] [FORECASTER] AAPL: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T18:09:31.620598] [DEBUG] [FORECASTER] AAPL: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T18:09:31.789906] [DEBUG] [FORECASTER] AAPL: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T18:09:31.952876] [DEBUG] [FORECASTER] AAPL: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-25T18:09:32.141554] [DEBUG] [FORECASTER] AAPL: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T18:09:32.302829] [DEBUG] [FORECASTER] AAPL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T18:09:32.465976] [DEBUG] [FORECASTER] AAPL: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T18:09:32.633016] [DEBUG] [FORECASTER] AAPL: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T18:09:32.799460] [DEBUG] [FORECASTER] AAPL: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T18:09:32.966331] [DEBUG] [FORECASTER] AAPL: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T18:09:32.966470] [INFO ] [CONFIGURE ] AAPL: DISCARDED add_pbf_vs_sma_5 (score: 60.00%)
[2025-11-25T18:09:32.966514] [INFO ] [CONFIGURE ] JOB ETA: 83.5h | Avg: 4.9s/test | Remaining: 61200 tests
[2025-11-25T18:09:32.966550] [INFO ] [CONFIGURE ] AAPL: Testing feature 20/29: add_price_rejection
[2025-11-25T18:09:32.966604] [INFO ] [CONFIGURE ] AAPL: Testing with features: ['add_price_rejection']
[2025-11-25T18:09:33.140615] [DEBUG] [FORECASTER] AAPL: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T18:09:33.325628] [DEBUG] [FORECASTER] AAPL: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T18:09:33.553931] [DEBUG] [FORECASTER] AAPL: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T18:09:33.741483] [DEBUG] [FORECASTER] AAPL: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1
[2025-11-25T18:09:33.917685] [DEBUG] [FORECASTER] AAPL: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T18:09:34.085825] [DEBUG] [FORECASTER] AAPL: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T18:09:34.256170] [DEBUG] [FORECASTER] AAPL: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T18:09:34.424929] [DEBUG] [FORECASTER] AAPL: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T18:09:34.594078] [DEBUG] [FORECASTER] AAPL: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T18:09:34.791245] [DEBUG] [FORECASTER] AAPL: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T18:09:34.791411] [INFO ] [CONFIGURE ] AAPL: DISCARDED add_price_rejection (score: 50.00%)
[2025-11-25T18:09:34.791453] [INFO ] [CONFIGURE ] JOB ETA: 83.1h | Avg: 4.9s/test | Remaining: 61199 tests
[2025-11-25T18:09:34.791488] [INFO ] [CONFIGURE ] AAPL: Testing feature 21/29: add_range_position
[2025-11-25T18:09:34.791520] [INFO ] [CONFIGURE ] AAPL: Testing with features: ['add_range_position']
[2025-11-25T18:09:36.436744] [DEBUG] [FORECASTER] AAPL: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T18:09:36.628779] [DEBUG] [FORECASTER] AAPL: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T18:09:36.830774] [DEBUG] [FORECASTER] AAPL: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T18:09:37.027041] [DEBUG] [FORECASTER] AAPL: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-25T18:09:37.247998] [DEBUG] [FORECASTER] AAPL: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T18:09:37.447638] [DEBUG] [FORECASTER] AAPL: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T18:09:37.650481] [DEBUG] [FORECASTER] AAPL: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T18:09:37.856107] [DEBUG] [FORECASTER] AAPL: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T18:09:38.059808] [DEBUG] [FORECASTER] AAPL: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T18:09:38.259977] [DEBUG] [FORECASTER] AAPL: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T18:09:38.260125] [INFO ] [CONFIGURE ] AAPL: DISCARDED add_range_position (score: 50.00%)
[2025-11-25T18:09:38.260169] [INFO ] [CONFIGURE ] JOB ETA: 83.0h | Avg: 4.9s/test | Remaining: 61198 tests
[2025-11-25T18:09:38.260210] [INFO ] [CONFIGURE ] AAPL: Testing feature 22/29: add_realized_volatility
[2025-11-25T18:09:38.260242] [INFO ] [CONFIGURE ] AAPL: Testing with features: ['add_realized_volatility']
[2025-11-25T18:09:38.524743] [DEBUG] [FORECASTER] AAPL: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T18:09:38.805518] [DEBUG] [FORECASTER] AAPL: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T18:09:39.071030] [DEBUG] [FORECASTER] AAPL: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T18:09:39.363625] [DEBUG] [FORECASTER] AAPL: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-25T18:09:39.634253] [DEBUG] [FORECASTER] AAPL: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T18:09:39.912142] [DEBUG] [FORECASTER] AAPL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T18:09:40.181254] [DEBUG] [FORECASTER] AAPL: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T18:09:40.448125] [DEBUG] [FORECASTER] AAPL: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T18:09:40.728427] [DEBUG] [FORECASTER] AAPL: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T18:09:41.006719] [DEBUG] [FORECASTER] AAPL: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T18:09:41.006866] [INFO ] [CONFIGURE ] AAPL: DISCARDED add_realized_volatility (score: 60.00%)
[2025-11-25T18:09:41.006911] [INFO ] [CONFIGURE ] JOB ETA: 82.8h | Avg: 4.9s/test | Remaining: 61197 tests
[2025-11-25T18:09:41.006983] [INFO ] [CONFIGURE ] AAPL: Testing feature 23/29: add_recent_range_context
[2025-11-25T18:09:41.007017] [INFO ] [CONFIGURE ] AAPL: Testing with features: ['add_recent_range_context']
[2025-11-25T18:09:41.191801] [DEBUG] [FORECASTER] AAPL: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T18:09:41.365314] [DEBUG] [FORECASTER] AAPL: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T18:09:41.530770] [DEBUG] [FORECASTER] AAPL: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T18:09:41.696091] [DEBUG] [FORECASTER] AAPL: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-25T18:09:41.881313] [DEBUG] [FORECASTER] AAPL: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T18:09:42.046941] [DEBUG] [FORECASTER] AAPL: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T18:09:42.212064] [DEBUG] [FORECASTER] AAPL: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T18:09:42.384049] [DEBUG] [FORECASTER] AAPL: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T18:09:42.551210] [DEBUG] [FORECASTER] AAPL: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T18:09:42.720197] [DEBUG] [FORECASTER] AAPL: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T18:09:42.720339] [INFO ] [CONFIGURE ] AAPL: DISCARDED add_recent_range_context (score: 50.00%)
[2025-11-25T18:09:42.720383] [INFO ] [CONFIGURE ] JOB ETA: 82.5h | Avg: 4.9s/test | Remaining: 61196 tests
[2025-11-25T18:09:42.720419] [INFO ] [CONFIGURE ] AAPL: Testing feature 24/29: add_rsi
[2025-11-25T18:09:42.720451] [INFO ] [CONFIGURE ] AAPL: Testing with features: ['add_ema', 'add_rsi']
[2025-11-25T18:09:42.942164] [DEBUG] [FORECASTER] AAPL: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T18:09:43.152620] [DEBUG] [FORECASTER] AAPL: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T18:09:43.363737] [DEBUG] [FORECASTER] AAPL: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T18:09:43.575179] [DEBUG] [FORECASTER] AAPL: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1
[2025-11-25T18:09:43.794619] [DEBUG] [FORECASTER] AAPL: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T18:09:44.010568] [DEBUG] [FORECASTER] AAPL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T18:09:44.226988] [DEBUG] [FORECASTER] AAPL: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T18:09:44.443350] [DEBUG] [FORECASTER] AAPL: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T18:09:44.666910] [DEBUG] [FORECASTER] AAPL: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T18:09:47.268107] [DEBUG] [FORECASTER] AAPL: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T18:09:47.268310] [INFO ] [CONFIGURE ] AAPL: DISCARDED add_rsi (score: 60.00%)
[2025-11-25T18:09:47.268355] [INFO ] [CONFIGURE ] JOB ETA: 82.4h | Avg: 4.8s/test | Remaining: 61195 tests
[2025-11-25T18:09:47.268390] [INFO ] [CONFIGURE ] AAPL: Testing feature 25/29: add_tick_distribution
[2025-11-25T18:09:47.268429] [INFO ] [CONFIGURE ] AAPL: Testing with features: ['add_tick_distribution']
[2025-11-25T18:09:47.441236] [DEBUG] [FORECASTER] AAPL: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T18:09:53.772047] [DEBUG] [FORECASTER] AAPL: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T18:10:00.028671] [DEBUG] [FORECASTER] AAPL: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T18:10:06.232338] [DEBUG] [FORECASTER] AAPL: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-25T18:10:11.143810] [DEBUG] [FORECASTER] AAPL: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T18:10:19.118430] [DEBUG] [FORECASTER] AAPL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T18:10:25.290934] [DEBUG] [FORECASTER] AAPL: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T18:10:32.764026] [DEBUG] [FORECASTER] AAPL: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T18:10:32.945474] [DEBUG] [FORECASTER] AAPL: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T18:10:36.620098] [DEBUG] [FORECASTER] AAPL: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T18:10:36.620255] [INFO ] [CONFIGURE ] AAPL: DISCARDED add_tick_distribution (score: 70.00%)
[2025-11-25T18:10:36.620301] [INFO ] [CONFIGURE ] JOB ETA: 86.9h | Avg: 5.1s/test | Remaining: 61194 tests
[2025-11-25T18:10:36.620337] [INFO ] [CONFIGURE ] AAPL: Testing feature 26/29: add_volume_momentum_confirmation
[2025-11-25T18:10:36.620370] [INFO ] [CONFIGURE ] AAPL: Testing with features: ['add_volume_momentum_confirmation']
[2025-11-25T18:10:40.547658] [DEBUG] [FORECASTER] AAPL: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T18:10:46.049145] [DEBUG] [FORECASTER] AAPL: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T18:10:55.559226] [DEBUG] [FORECASTER] AAPL: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T18:11:03.145347] [DEBUG] [FORECASTER] AAPL: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-25T18:11:10.971115] [DEBUG] [FORECASTER] AAPL: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T18:11:12.289076] [DEBUG] [FORECASTER] AAPL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T18:11:12.469694] [DEBUG] [FORECASTER] AAPL: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T18:11:12.652855] [DEBUG] [FORECASTER] AAPL: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T18:11:12.832915] [DEBUG] [FORECASTER] AAPL: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T18:11:13.015357] [DEBUG] [FORECASTER] AAPL: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T18:11:13.015498] [INFO ] [CONFIGURE ] AAPL: DISCARDED add_volume_momentum_confirmation (score: 70.00%)
[2025-11-25T18:11:13.015543] [INFO ] [CONFIGURE ] JOB ETA: 90.0h | Avg: 5.3s/test | Remaining: 61193 tests
[2025-11-25T18:11:13.015580] [INFO ] [CONFIGURE ] AAPL: Testing feature 27/29: add_volume_price_divergence
[2025-11-25T18:11:13.015613] [INFO ] [CONFIGURE ] AAPL: Testing with features: ['add_volume_price_divergence']
[2025-11-25T18:11:13.204047] [DEBUG] [FORECASTER] AAPL: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T18:11:13.412920] [DEBUG] [FORECASTER] AAPL: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T18:11:13.598846] [DEBUG] [FORECASTER] AAPL: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T18:11:13.803937] [DEBUG] [FORECASTER] AAPL: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-25T18:11:13.991792] [DEBUG] [FORECASTER] AAPL: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T18:11:14.193633] [DEBUG] [FORECASTER] AAPL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T18:11:14.379702] [DEBUG] [FORECASTER] AAPL: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T18:11:14.567224] [DEBUG] [FORECASTER] AAPL: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T18:11:14.759515] [DEBUG] [FORECASTER] AAPL: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T18:11:14.997224] [DEBUG] [FORECASTER] AAPL: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T18:11:14.997802] [INFO ] [CONFIGURE ] AAPL: DISCARDED add_volume_price_divergence (score: 70.00%)
[2025-11-25T18:11:14.997851] [INFO ] [CONFIGURE ] JOB ETA: 89.7h | Avg: 5.3s/test | Remaining: 61192 tests
[2025-11-25T18:11:14.997885] [INFO ] [CONFIGURE ] AAPL: Testing feature 28/29: add_volume_profile
[2025-11-25T18:11:14.997916] [INFO ] [CONFIGURE ] AAPL: Testing with features: ['add_volume_profile']
[2025-11-25T18:11:15.189222] [DEBUG] [FORECASTER] AAPL: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T18:11:15.370487] [DEBUG] [FORECASTER] AAPL: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T18:11:15.553420] [DEBUG] [FORECASTER] AAPL: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T18:11:15.739509] [DEBUG] [FORECASTER] AAPL: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-25T18:11:15.919347] [DEBUG] [FORECASTER] AAPL: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T18:11:16.106057] [DEBUG] [FORECASTER] AAPL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T18:11:16.293258] [DEBUG] [FORECASTER] AAPL: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T18:11:16.481064] [DEBUG] [FORECASTER] AAPL: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T18:11:16.663457] [DEBUG] [FORECASTER] AAPL: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T18:11:16.851839] [DEBUG] [FORECASTER] AAPL: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T18:11:16.852000] [INFO ] [CONFIGURE ] AAPL: DISCARDED add_volume_profile (score: 70.00%)
[2025-11-25T18:11:16.852046] [INFO ] [CONFIGURE ] JOB ETA: 89.3h | Avg: 5.3s/test | Remaining: 61191 tests
[2025-11-25T18:11:16.852081] [INFO ] [CONFIGURE ] AAPL: Testing feature 29/29: add_vwap
[2025-11-25T18:11:16.852113] [INFO ] [CONFIGURE ] AAPL: Testing with features: ['add_vwap']
[2025-11-25T18:11:17.035701] [DEBUG] [FORECASTER] AAPL: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T18:11:17.230893] [DEBUG] [FORECASTER] AAPL: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T18:11:17.426951] [DEBUG] [FORECASTER] AAPL: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T18:11:17.615132] [DEBUG] [FORECASTER] AAPL: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-25T18:11:17.799633] [DEBUG] [FORECASTER] AAPL: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T18:11:17.997248] [DEBUG] [FORECASTER] AAPL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T18:11:18.212544] [DEBUG] [FORECASTER] AAPL: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T18:11:18.396912] [DEBUG] [FORECASTER] AAPL: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T18:11:18.582396] [DEBUG] [FORECASTER] AAPL: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T18:11:18.769910] [DEBUG] [FORECASTER] AAPL: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T18:11:18.770051] [INFO ] [CONFIGURE ] AAPL: DISCARDED add_vwap (score: 60.00%)
[2025-11-25T18:11:18.770096] [INFO ] [CONFIGURE ] JOB ETA: 89.0h | Avg: 5.2s/test | Remaining: 61190 tests
[2025-11-25T18:11:18.770132] [INFO ] [CONFIGURE ] AAPL: ===== FEATURE SELECTION COMPLETE =====
[2025-11-25T18:11:18.770163] [INFO ] [CONFIGURE ] AAPL: Best accuracy: 80.00%
[2025-11-25T18:11:18.770192] [INFO ] [CONFIGURE ] AAPL: Best feature set (0 features): []
[2025-11-25T18:11:18.770220] [INFO ] [CONFIGURE ] AAPL: Improvement over baseline: 0.00%
[2025-11-25T18:11:18.770247] [INFO ] [CONFIGURE ] AAPL: Total time: 5.7 minutes
[2025-11-25T18:11:18.770274] [INFO ] [CONFIGURE ] AAPL: Average time per feature: 11.8 seconds
[2025-11-25T18:11:18.770302] [INFO ] [CONFIGURE ] AAPL: Average speed: 0.09 features/sec
[2025-11-25T18:11:18.770553] [INFO ] [LOCAL     ] Saved configuration for AAPL: 0 features, 80.00% accuracy -> ./output/feature-sets/AAPL.json
[2025-11-25T18:11:18.770606] [INFO ] [CONFIGURE ] AAPL: Configuration saved successfully: 0 features, 80.00% accuracy.
[2025-11-25T18:11:18.770665] [INFO ] [sig       ] [6/2116] Successfully configured AAPL | 0.01 sym/s | Total: 15.4m | ETA: 90.4h
[2025-11-25T18:11:18.770711] [INFO ] [sig       ] [7/2116] Configuring AAXJ...
[2025-11-25T18:11:18.770742] [INFO ] [CONFIGURE ] AAXJ: Configurate test run.
[2025-11-25T18:11:18.770772] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AAXJ' from 'https://tdm.silogroup.org/data/derivative_storage/AAXJ.csv'.
[2025-11-25T18:11:18.782374] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AAXJ'.
[2025-11-25T18:11:18.782730] [INFO ] [CONFIGURE ] AAXJ: Testing with 29 available features
[2025-11-25T18:11:18.782781] [INFO ] [CONFIGURE ] AAXJ: Establishing baseline with no features...
[2025-11-25T18:11:18.941366] [DEBUG] [FORECASTER] AAXJ: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T18:11:19.102163] [DEBUG] [FORECASTER] AAXJ: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0
[2025-11-25T18:11:19.271153] [DEBUG] [FORECASTER] AAXJ: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T18:11:19.454392] [DEBUG] [FORECASTER] AAXJ: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T18:11:19.617372] [DEBUG] [FORECASTER] AAXJ: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T18:11:19.774926] [DEBUG] [FORECASTER] AAXJ: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T18:11:19.933481] [DEBUG] [FORECASTER] AAXJ: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T18:11:20.091564] [DEBUG] [FORECASTER] AAXJ: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T18:11:20.258103] [DEBUG] [FORECASTER] AAXJ: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T18:11:20.418783] [DEBUG] [FORECASTER] AAXJ: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T18:11:20.418933] [INFO ] [CONFIGURE ] AAXJ: Baseline score (no features): 60.00%
[2025-11-25T18:11:20.418977] [INFO ] [CONFIGURE ] AAXJ: Testing feature 1/29: add_bollinger_bands
[2025-11-25T18:11:20.419011] [INFO ] [CONFIGURE ] AAXJ: Testing with features: ['add_bollinger_bands']
[2025-11-25T18:11:20.606355] [DEBUG] [FORECASTER] AAXJ: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T18:11:20.792887] [DEBUG] [FORECASTER] AAXJ: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T18:11:20.981764] [DEBUG] [FORECASTER] AAXJ: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T18:11:21.183409] [DEBUG] [FORECASTER] AAXJ: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T18:11:21.371884] [DEBUG] [FORECASTER] AAXJ: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T18:11:21.563421] [DEBUG] [FORECASTER] AAXJ: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T18:11:21.750463] [DEBUG] [FORECASTER] AAXJ: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T18:11:21.937945] [DEBUG] [FORECASTER] AAXJ: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T18:11:22.128445] [DEBUG] [FORECASTER] AAXJ: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T18:11:22.332355] [DEBUG] [FORECASTER] AAXJ: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T18:11:22.332511] [INFO ] [CONFIGURE ] AAXJ: DISCARDED add_bollinger_bands (score: 60.00%)
[2025-11-25T18:11:22.332912] [INFO ] [CONFIGURE ] JOB ETA: 88.7h | Avg: 5.2s/test | Remaining: 61189 tests
[2025-11-25T18:11:22.332952] [INFO ] [CONFIGURE ] AAXJ: Testing feature 2/29: add_cumulative_delta
[2025-11-25T18:11:22.332984] [INFO ] [CONFIGURE ] AAXJ: Testing with features: ['add_cumulative_delta']
[2025-11-25T18:11:22.534617] [DEBUG] [FORECASTER] AAXJ: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T18:11:22.729537] [DEBUG] [FORECASTER] AAXJ: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0
[2025-11-25T18:11:22.929326] [DEBUG] [FORECASTER] AAXJ: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T18:11:23.119349] [DEBUG] [FORECASTER] AAXJ: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T18:11:23.321826] [DEBUG] [FORECASTER] AAXJ: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T18:11:23.517861] [DEBUG] [FORECASTER] AAXJ: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T18:11:23.739302] [DEBUG] [FORECASTER] AAXJ: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T18:11:23.933980] [DEBUG] [FORECASTER] AAXJ: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T18:11:24.131388] [DEBUG] [FORECASTER] AAXJ: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T18:11:24.338508] [DEBUG] [FORECASTER] AAXJ: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T18:11:24.338692] [INFO ] [CONFIGURE ] AAXJ: DISCARDED add_cumulative_delta (score: 40.00%)
[2025-11-25T18:11:24.338748] [INFO ] [CONFIGURE ] JOB ETA: 88.4h | Avg: 5.2s/test | Remaining: 61188 tests
[2025-11-25T18:11:24.338788] [INFO ] [CONFIGURE ] AAXJ: Testing feature 3/29: add_daily_returns
[2025-11-25T18:11:24.338825] [INFO ] [CONFIGURE ] AAXJ: Testing with features: ['add_daily_returns']
[2025-11-25T18:11:24.508502] [DEBUG] [FORECASTER] AAXJ: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T18:11:24.680914] [DEBUG] [FORECASTER] AAXJ: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T18:11:24.907209] [DEBUG] [FORECASTER] AAXJ: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T18:11:25.083490] [DEBUG] [FORECASTER] AAXJ: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T18:11:25.264187] [DEBUG] [FORECASTER] AAXJ: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T18:11:25.455253] [DEBUG] [FORECASTER] AAXJ: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T18:11:25.624158] [DEBUG] [FORECASTER] AAXJ: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T18:11:25.793260] [DEBUG] [FORECASTER] AAXJ: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T18:11:25.962271] [DEBUG] [FORECASTER] AAXJ: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T18:11:26.180759] [DEBUG] [FORECASTER] AAXJ: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T18:11:26.180890] [INFO ] [CONFIGURE ] AAXJ: KEPT add_daily_returns (score: 70.00%)
[2025-11-25T18:11:26.180933] [INFO ] [CONFIGURE ] JOB ETA: 88.0h | Avg: 5.2s/test | Remaining: 61187 tests
[2025-11-25T18:11:26.180968] [INFO ] [CONFIGURE ] AAXJ: Testing feature 4/29: add_ema
[2025-11-25T18:11:26.181000] [INFO ] [CONFIGURE ] AAXJ: Testing with features: ['add_daily_returns', 'add_ema']
[2025-11-25T18:11:26.403447] [DEBUG] [FORECASTER] AAXJ: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T18:11:26.610268] [DEBUG] [FORECASTER] AAXJ: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0
[2025-11-25T18:11:26.816493] [DEBUG] [FORECASTER] AAXJ: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T18:11:27.026059] [DEBUG] [FORECASTER] AAXJ: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T18:11:27.237364] [DEBUG] [FORECASTER] AAXJ: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T18:11:27.507583] [DEBUG] [FORECASTER] AAXJ: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T18:11:27.748639] [DEBUG] [FORECASTER] AAXJ: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T18:11:28.019948] [DEBUG] [FORECASTER] AAXJ: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T18:11:28.286249] [DEBUG] [FORECASTER] AAXJ: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T18:11:28.661219] [DEBUG] [FORECASTER] AAXJ: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T18:11:28.661521] [INFO ] [CONFIGURE ] AAXJ: DISCARDED add_ema (score: 70.00%)
[2025-11-25T18:11:28.661598] [INFO ] [CONFIGURE ] JOB ETA: 87.8h | Avg: 5.2s/test | Remaining: 61186 tests
[2025-11-25T18:11:28.661691] [INFO ] [CONFIGURE ] AAXJ: Testing feature 5/29: add_exhaustion_signals
[2025-11-25T18:11:28.661753] [INFO ] [CONFIGURE ] AAXJ: Testing with features: ['add_daily_returns', 'add_vwap', 'add_exhaustion_signals']
[2025-11-25T18:11:28.930014] [DEBUG] [FORECASTER] AAXJ: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T18:11:29.167847] [DEBUG] [FORECASTER] AAXJ: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0
[2025-11-25T18:11:29.414889] [DEBUG] [FORECASTER] AAXJ: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T18:11:29.634262] [DEBUG] [FORECASTER] AAXJ: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T18:11:29.850457] [DEBUG] [FORECASTER] AAXJ: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T18:11:30.092558] [DEBUG] [FORECASTER] AAXJ: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T18:11:30.396866] [DEBUG] [FORECASTER] AAXJ: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T18:11:30.649847] [DEBUG] [FORECASTER] AAXJ: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T18:11:30.881206] [DEBUG] [FORECASTER] AAXJ: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T18:11:31.126908] [DEBUG] [FORECASTER] AAXJ: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T18:11:31.127308] [INFO ] [CONFIGURE ] AAXJ: DISCARDED add_exhaustion_signals (score: 40.00%)
[2025-11-25T18:11:31.127366] [INFO ] [CONFIGURE ] JOB ETA: 87.5h | Avg: 5.1s/test | Remaining: 61185 tests
[2025-11-25T18:11:31.127404] [INFO ] [CONFIGURE ] AAXJ: Testing feature 6/29: add_failed_moves
[2025-11-25T18:11:31.127438] [INFO ] [CONFIGURE ] AAXJ: Testing with features: ['add_daily_returns', 'add_failed_moves']
[2025-11-25T18:11:31.339765] [DEBUG] [FORECASTER] AAXJ: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T18:11:31.545433] [DEBUG] [FORECASTER] AAXJ: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T18:11:31.773163] [DEBUG] [FORECASTER] AAXJ: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T18:11:31.968193] [DEBUG] [FORECASTER] AAXJ: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T18:11:32.153507] [DEBUG] [FORECASTER] AAXJ: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T18:11:32.340132] [DEBUG] [FORECASTER] AAXJ: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T18:11:32.539925] [DEBUG] [FORECASTER] AAXJ: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T18:11:32.734573] [DEBUG] [FORECASTER] AAXJ: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T18:11:32.979388] [DEBUG] [FORECASTER] AAXJ: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T18:11:33.182028] [DEBUG] [FORECASTER] AAXJ: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T18:11:33.182192] [INFO ] [CONFIGURE ] AAXJ: DISCARDED add_failed_moves (score: 60.00%)
[2025-11-25T18:11:33.182237] [INFO ] [CONFIGURE ] JOB ETA: 87.2h | Avg: 5.1s/test | Remaining: 61184 tests
[2025-11-25T18:11:33.182274] [INFO ] [CONFIGURE ] AAXJ: Testing feature 7/29: add_lag_shelf
[2025-11-25T18:11:33.182307] [INFO ] [CONFIGURE ] AAXJ: Testing with features: ['add_daily_returns', 'add_lag_shelf']
[2025-11-25T18:11:33.367225] [DEBUG] [FORECASTER] AAXJ: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T18:11:33.535670] [DEBUG] [FORECASTER] AAXJ: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T18:11:33.712184] [DEBUG] [FORECASTER] AAXJ: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T18:11:33.883819] [DEBUG] [FORECASTER] AAXJ: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T18:11:34.058404] [DEBUG] [FORECASTER] AAXJ: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T18:11:34.231956] [DEBUG] [FORECASTER] AAXJ: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T18:11:34.404366] [DEBUG] [FORECASTER] AAXJ: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T18:11:34.603307] [DEBUG] [FORECASTER] AAXJ: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T18:11:34.777343] [DEBUG] [FORECASTER] AAXJ: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T18:11:34.953101] [DEBUG] [FORECASTER] AAXJ: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T18:11:34.953257] [INFO ] [CONFIGURE ] AAXJ: DISCARDED add_lag_shelf (score: 70.00%)
[2025-11-25T18:11:34.953301] [INFO ] [CONFIGURE ] JOB ETA: 86.9h | Avg: 5.1s/test | Remaining: 61183 tests
[2025-11-25T18:11:34.953334] [INFO ] [CONFIGURE ] AAXJ: Testing feature 8/29: add_macd
[2025-11-25T18:11:34.953366] [INFO ] [CONFIGURE ] AAXJ: Testing with features: ['add_daily_returns', 'add_vwap', 'add_macd']
[2025-11-25T18:11:35.211781] [DEBUG] [FORECASTER] AAXJ: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T18:11:35.485864] [DEBUG] [FORECASTER] AAXJ: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0
[2025-11-25T18:11:39.663687] [DEBUG] [FORECASTER] AAXJ: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T18:11:39.966844] [DEBUG] [FORECASTER] AAXJ: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T18:11:40.222995] [DEBUG] [FORECASTER] AAXJ: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T18:11:46.027714] [DEBUG] [FORECASTER] AAXJ: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T18:11:50.087632] [DEBUG] [FORECASTER] AAXJ: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T18:11:58.704569] [DEBUG] [FORECASTER] AAXJ: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T18:12:05.239859] [DEBUG] [FORECASTER] AAXJ: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T18:12:14.248480] [DEBUG] [FORECASTER] AAXJ: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T18:12:14.248678] [INFO ] [CONFIGURE ] AAXJ: DISCARDED add_macd (score: 40.00%)
[2025-11-25T18:12:14.248727] [INFO ] [CONFIGURE ] JOB ETA: 90.1h | Avg: 5.3s/test | Remaining: 61182 tests
[2025-11-25T18:12:14.248763] [INFO ] [CONFIGURE ] AAXJ: Testing feature 9/29: add_mfi
[2025-11-25T18:12:14.248797] [INFO ] [CONFIGURE ] AAXJ: Testing with features: ['add_daily_returns', 'add_mfi']
[2025-11-25T18:12:20.876543] [DEBUG] [FORECASTER] AAXJ: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T18:12:26.269037] [DEBUG] [FORECASTER] AAXJ: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0
[2025-11-25T18:12:31.933613] [DEBUG] [FORECASTER] AAXJ: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T18:12:36.392046] [DEBUG] [FORECASTER] AAXJ: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T18:12:42.185341] [DEBUG] [FORECASTER] AAXJ: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T18:12:49.529353] [DEBUG] [FORECASTER] AAXJ: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T18:12:58.152255] [DEBUG] [FORECASTER] AAXJ: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T18:13:06.848071] [DEBUG] [FORECASTER] AAXJ: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T18:13:07.351163] [DEBUG] [FORECASTER] AAXJ: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T18:13:07.553804] [DEBUG] [FORECASTER] AAXJ: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T18:13:07.553981] [INFO ] [CONFIGURE ] AAXJ: DISCARDED add_mfi (score: 50.00%)
[2025-11-25T18:13:07.554035] [INFO ] [CONFIGURE ] JOB ETA: 94.6h | Avg: 5.6s/test | Remaining: 61181 tests
[2025-11-25T18:13:07.554076] [INFO ] [CONFIGURE ] AAXJ: Testing feature 10/29: add_momentum_acceleration
[2025-11-25T18:13:07.554136] [INFO ] [CONFIGURE ] AAXJ: Testing with features: ['add_daily_returns', 'add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-11-25T18:13:07.858329] [DEBUG] [FORECASTER] AAXJ: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T18:13:08.135019] [DEBUG] [FORECASTER] AAXJ: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0
[2025-11-25T18:13:08.460199] [DEBUG] [FORECASTER] AAXJ: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T18:13:08.789480] [DEBUG] [FORECASTER] AAXJ: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T18:13:09.110148] [DEBUG] [FORECASTER] AAXJ: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T18:13:09.412723] [DEBUG] [FORECASTER] AAXJ: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T18:13:09.672610] [DEBUG] [FORECASTER] AAXJ: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T18:13:09.935841] [DEBUG] [FORECASTER] AAXJ: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T18:13:10.219474] [DEBUG] [FORECASTER] AAXJ: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T18:13:10.503539] [DEBUG] [FORECASTER] AAXJ: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T18:13:10.503757] [INFO ] [CONFIGURE ] AAXJ: DISCARDED add_momentum_acceleration (score: 50.00%)
[2025-11-25T18:13:10.503803] [INFO ] [CONFIGURE ] JOB ETA: 94.3h | Avg: 5.5s/test | Remaining: 61180 tests
[2025-11-25T18:13:10.503838] [INFO ] [CONFIGURE ] AAXJ: Testing feature 11/29: add_obv_daily
[2025-11-25T18:13:10.503869] [INFO ] [CONFIGURE ] AAXJ: Testing with features: ['add_daily_returns', 'add_obv_daily']
[2025-11-25T18:13:10.775026] [DEBUG] [FORECASTER] AAXJ: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T18:13:11.000542] [DEBUG] [FORECASTER] AAXJ: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0
[2025-11-25T18:13:11.214117] [DEBUG] [FORECASTER] AAXJ: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T18:13:11.465498] [DEBUG] [FORECASTER] AAXJ: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T18:13:11.703116] [DEBUG] [FORECASTER] AAXJ: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T18:13:11.933278] [DEBUG] [FORECASTER] AAXJ: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T18:13:12.140691] [DEBUG] [FORECASTER] AAXJ: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T18:13:12.372905] [DEBUG] [FORECASTER] AAXJ: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T18:13:12.577288] [DEBUG] [FORECASTER] AAXJ: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T18:13:12.786855] [DEBUG] [FORECASTER] AAXJ: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T18:13:12.787005] [INFO ] [CONFIGURE ] AAXJ: DISCARDED add_obv_daily (score: 60.00%)
[2025-11-25T18:13:12.787050] [INFO ] [CONFIGURE ] JOB ETA: 94.0h | Avg: 5.5s/test | Remaining: 61179 tests
[2025-11-25T18:13:12.787085] [INFO ] [CONFIGURE ] AAXJ: Testing feature 12/29: add_obv_interval
[2025-11-25T18:13:12.787116] [INFO ] [CONFIGURE ] AAXJ: Testing with features: ['add_daily_returns', 'add_obv_interval']
[2025-11-25T18:13:12.984758] [DEBUG] [FORECASTER] AAXJ: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T18:13:13.207938] [DEBUG] [FORECASTER] AAXJ: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0
[2025-11-25T18:13:13.408093] [DEBUG] [FORECASTER] AAXJ: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T18:13:13.600379] [DEBUG] [FORECASTER] AAXJ: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T18:13:13.797527] [DEBUG] [FORECASTER] AAXJ: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T18:13:13.993373] [DEBUG] [FORECASTER] AAXJ: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T18:13:14.187563] [DEBUG] [FORECASTER] AAXJ: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T18:13:14.383799] [DEBUG] [FORECASTER] AAXJ: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T18:13:14.584732] [DEBUG] [FORECASTER] AAXJ: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T18:13:14.787997] [DEBUG] [FORECASTER] AAXJ: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T18:13:14.788162] [INFO ] [CONFIGURE ] AAXJ: DISCARDED add_obv_interval (score: 50.00%)
[2025-11-25T18:13:14.788207] [INFO ] [CONFIGURE ] JOB ETA: 93.7h | Avg: 5.5s/test | Remaining: 61178 tests
[2025-11-25T18:13:14.788241] [INFO ] [CONFIGURE ] AAXJ: Testing feature 13/29: add_opening_strength
[2025-11-25T18:13:14.788273] [INFO ] [CONFIGURE ] AAXJ: Testing with features: ['add_daily_returns', 'add_opening_strength']
[2025-11-25T18:13:15.003433] [DEBUG] [FORECASTER] AAXJ: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T18:13:15.215629] [DEBUG] [FORECASTER] AAXJ: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0
[2025-11-25T18:13:15.420590] [DEBUG] [FORECASTER] AAXJ: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T18:13:15.632040] [DEBUG] [FORECASTER] AAXJ: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T18:13:15.842749] [DEBUG] [FORECASTER] AAXJ: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T18:13:16.055963] [DEBUG] [FORECASTER] AAXJ: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T18:13:16.248816] [DEBUG] [FORECASTER] AAXJ: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T18:13:16.456558] [DEBUG] [FORECASTER] AAXJ: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T18:13:16.651206] [DEBUG] [FORECASTER] AAXJ: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T18:13:16.853893] [DEBUG] [FORECASTER] AAXJ: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T18:13:16.854033] [INFO ] [CONFIGURE ] AAXJ: DISCARDED add_opening_strength (score: 30.00%)
[2025-11-25T18:13:16.854077] [INFO ] [CONFIGURE ] JOB ETA: 93.4h | Avg: 5.5s/test | Remaining: 61177 tests
[2025-11-25T18:13:16.854112] [INFO ] [CONFIGURE ] AAXJ: Testing feature 14/29: add_order_flow_imbalance
[2025-11-25T18:13:16.854143] [INFO ] [CONFIGURE ] AAXJ: Testing with features: ['add_daily_returns', 'add_order_flow_imbalance']
[2025-11-25T18:13:17.056972] [DEBUG] [FORECASTER] AAXJ: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T18:13:17.259937] [DEBUG] [FORECASTER] AAXJ: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0
[2025-11-25T18:13:17.491419] [DEBUG] [FORECASTER] AAXJ: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T18:13:17.696204] [DEBUG] [FORECASTER] AAXJ: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T18:13:17.905579] [DEBUG] [FORECASTER] AAXJ: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T18:13:18.119272] [DEBUG] [FORECASTER] AAXJ: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T18:13:18.319607] [DEBUG] [FORECASTER] AAXJ: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T18:13:18.520530] [DEBUG] [FORECASTER] AAXJ: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T18:13:18.721689] [DEBUG] [FORECASTER] AAXJ: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T18:13:18.920905] [DEBUG] [FORECASTER] AAXJ: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T18:13:18.921045] [INFO ] [CONFIGURE ] AAXJ: DISCARDED add_order_flow_imbalance (score: 60.00%)
[2025-11-25T18:13:18.921089] [INFO ] [CONFIGURE ] JOB ETA: 93.1h | Avg: 5.5s/test | Remaining: 61176 tests
[2025-11-25T18:13:18.921125] [INFO ] [CONFIGURE ] AAXJ: Testing feature 15/29: add_pbf_morning_momentum
[2025-11-25T18:13:18.921157] [INFO ] [CONFIGURE ] AAXJ: Testing with features: ['add_daily_returns', 'add_pbf_morning_momentum']
[2025-11-25T18:13:19.109003] [DEBUG] [FORECASTER] AAXJ: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T18:13:19.283146] [DEBUG] [FORECASTER] AAXJ: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0
[2025-11-25T18:13:19.457907] [DEBUG] [FORECASTER] AAXJ: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T18:13:19.633423] [DEBUG] [FORECASTER] AAXJ: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T18:13:19.808289] [DEBUG] [FORECASTER] AAXJ: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T18:13:19.984099] [DEBUG] [FORECASTER] AAXJ: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T18:13:20.169371] [DEBUG] [FORECASTER] AAXJ: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T18:13:20.348382] [DEBUG] [FORECASTER] AAXJ: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T18:13:20.554662] [DEBUG] [FORECASTER] AAXJ: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T18:13:20.733868] [DEBUG] [FORECASTER] AAXJ: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T18:13:20.734030] [INFO ] [CONFIGURE ] AAXJ: DISCARDED add_pbf_morning_momentum (score: 50.00%)
[2025-11-25T18:13:20.734073] [INFO ] [CONFIGURE ] JOB ETA: 92.7h | Avg: 5.5s/test | Remaining: 61175 tests
[2025-11-25T18:13:20.734107] [INFO ] [CONFIGURE ] AAXJ: Testing feature 16/29: add_pbf_overnight_gap
[2025-11-25T18:13:20.734139] [INFO ] [CONFIGURE ] AAXJ: Testing with features: ['add_daily_returns', 'add_pbf_overnight_gap']
[2025-11-25T18:13:20.929301] [DEBUG] [FORECASTER] AAXJ: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T18:13:21.138662] [DEBUG] [FORECASTER] AAXJ: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0
[2025-11-25T18:13:21.330277] [DEBUG] [FORECASTER] AAXJ: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T18:13:21.521528] [DEBUG] [FORECASTER] AAXJ: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T18:13:21.722586] [DEBUG] [FORECASTER] AAXJ: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T18:13:21.917357] [DEBUG] [FORECASTER] AAXJ: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T18:13:22.129493] [DEBUG] [FORECASTER] AAXJ: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T18:13:22.331877] [DEBUG] [FORECASTER] AAXJ: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T18:13:22.534508] [DEBUG] [FORECASTER] AAXJ: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T18:13:22.737188] [DEBUG] [FORECASTER] AAXJ: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T18:13:22.737347] [INFO ] [CONFIGURE ] AAXJ: DISCARDED add_pbf_overnight_gap (score: 30.00%)
[2025-11-25T18:13:22.737391] [INFO ] [CONFIGURE ] JOB ETA: 92.4h | Avg: 5.4s/test | Remaining: 61174 tests
[2025-11-25T18:13:22.737426] [INFO ] [CONFIGURE ] AAXJ: Testing feature 17/29: add_pbf_return_2d
[2025-11-25T18:13:22.737458] [INFO ] [CONFIGURE ] AAXJ: Testing with features: ['add_daily_returns', 'add_pbf_return_2d']
[2025-11-25T18:13:22.941806] [DEBUG] [FORECASTER] AAXJ: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T18:13:23.157981] [DEBUG] [FORECASTER] AAXJ: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0
[2025-11-25T18:13:23.367397] [DEBUG] [FORECASTER] AAXJ: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T18:13:23.597345] [DEBUG] [FORECASTER] AAXJ: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T18:13:23.793038] [DEBUG] [FORECASTER] AAXJ: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T18:13:23.987415] [DEBUG] [FORECASTER] AAXJ: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T18:13:24.193751] [DEBUG] [FORECASTER] AAXJ: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T18:13:24.390520] [DEBUG] [FORECASTER] AAXJ: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T18:13:24.583927] [DEBUG] [FORECASTER] AAXJ: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T18:13:24.779474] [DEBUG] [FORECASTER] AAXJ: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T18:13:24.779612] [INFO ] [CONFIGURE ] AAXJ: DISCARDED add_pbf_return_2d (score: 60.00%)
[2025-11-25T18:13:24.779676] [INFO ] [CONFIGURE ] JOB ETA: 92.1h | Avg: 5.4s/test | Remaining: 61173 tests
[2025-11-25T18:13:24.779713] [INFO ] [CONFIGURE ] AAXJ: Testing feature 18/29: add_pbf_volatility_5d
[2025-11-25T18:13:24.779745] [INFO ] [CONFIGURE ] AAXJ: Testing with features: ['add_daily_returns', 'add_pbf_volatility_5d']
[2025-11-25T18:13:24.951949] [DEBUG] [FORECASTER] AAXJ: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T18:13:25.124151] [DEBUG] [FORECASTER] AAXJ: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0
[2025-11-25T18:13:25.296893] [DEBUG] [FORECASTER] AAXJ: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T18:13:25.470248] [DEBUG] [FORECASTER] AAXJ: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T18:13:25.647135] [DEBUG] [FORECASTER] AAXJ: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T18:13:25.820492] [DEBUG] [FORECASTER] AAXJ: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T18:13:25.997068] [DEBUG] [FORECASTER] AAXJ: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T18:13:26.175422] [DEBUG] [FORECASTER] AAXJ: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T18:13:26.350133] [DEBUG] [FORECASTER] AAXJ: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T18:13:26.525161] [DEBUG] [FORECASTER] AAXJ: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T18:13:26.525309] [INFO ] [CONFIGURE ] AAXJ: DISCARDED add_pbf_volatility_5d (score: 60.00%)
[2025-11-25T18:13:26.525352] [INFO ] [CONFIGURE ] JOB ETA: 91.8h | Avg: 5.4s/test | Remaining: 61172 tests
[2025-11-25T18:13:26.525388] [INFO ] [CONFIGURE ] AAXJ: Testing feature 19/29: add_pbf_vs_sma_5
[2025-11-25T18:13:26.525420] [INFO ] [CONFIGURE ] AAXJ: Testing with features: ['add_daily_returns', 'add_pbf_vs_sma_5']
[2025-11-25T18:13:26.704503] [DEBUG] [FORECASTER] AAXJ: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T18:13:26.887241] [DEBUG] [FORECASTER] AAXJ: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0
[2025-11-25T18:13:27.060113] [DEBUG] [FORECASTER] AAXJ: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T18:13:27.255029] [DEBUG] [FORECASTER] AAXJ: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T18:13:27.429034] [DEBUG] [FORECASTER] AAXJ: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T18:13:27.600730] [DEBUG] [FORECASTER] AAXJ: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T18:13:27.780185] [DEBUG] [FORECASTER] AAXJ: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T18:13:27.955329] [DEBUG] [FORECASTER] AAXJ: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T18:13:28.130589] [DEBUG] [FORECASTER] AAXJ: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T18:13:28.322683] [DEBUG] [FORECASTER] AAXJ: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T18:13:28.322832] [INFO ] [CONFIGURE ] AAXJ: DISCARDED add_pbf_vs_sma_5 (score: 40.00%)
[2025-11-25T18:13:28.322876] [INFO ] [CONFIGURE ] JOB ETA: 91.5h | Avg: 5.4s/test | Remaining: 61171 tests
[2025-11-25T18:13:28.322911] [INFO ] [CONFIGURE ] AAXJ: Testing feature 20/29: add_price_rejection
[2025-11-25T18:13:28.322943] [INFO ] [CONFIGURE ] AAXJ: Testing with features: ['add_daily_returns', 'add_price_rejection']
[2025-11-25T18:13:28.515693] [DEBUG] [FORECASTER] AAXJ: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T18:13:28.706809] [DEBUG] [FORECASTER] AAXJ: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0
[2025-11-25T18:13:28.897864] [DEBUG] [FORECASTER] AAXJ: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T18:13:29.094145] [DEBUG] [FORECASTER] AAXJ: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T18:13:29.296733] [DEBUG] [FORECASTER] AAXJ: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T18:13:29.486411] [DEBUG] [FORECASTER] AAXJ: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T18:13:29.695888] [DEBUG] [FORECASTER] AAXJ: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T18:13:29.888067] [DEBUG] [FORECASTER] AAXJ: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T18:13:30.080939] [DEBUG] [FORECASTER] AAXJ: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T18:13:30.287043] [DEBUG] [FORECASTER] AAXJ: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T18:13:30.287201] [INFO ] [CONFIGURE ] AAXJ: DISCARDED add_price_rejection (score: 40.00%)
[2025-11-25T18:13:30.287246] [INFO ] [CONFIGURE ] JOB ETA: 91.2h | Avg: 5.4s/test | Remaining: 61170 tests
[2025-11-25T18:13:30.287282] [INFO ] [CONFIGURE ] AAXJ: Testing feature 21/29: add_range_position
[2025-11-25T18:13:30.287313] [INFO ] [CONFIGURE ] AAXJ: Testing with features: ['add_daily_returns', 'add_range_position']
[2025-11-25T18:13:30.492984] [DEBUG] [FORECASTER] AAXJ: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T18:13:30.698539] [DEBUG] [FORECASTER] AAXJ: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0
[2025-11-25T18:13:30.903565] [DEBUG] [FORECASTER] AAXJ: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T18:13:31.107631] [DEBUG] [FORECASTER] AAXJ: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T18:13:31.325673] [DEBUG] [FORECASTER] AAXJ: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T18:13:31.531660] [DEBUG] [FORECASTER] AAXJ: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T18:13:31.741389] [DEBUG] [FORECASTER] AAXJ: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T18:13:31.962273] [DEBUG] [FORECASTER] AAXJ: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T18:13:32.191933] [DEBUG] [FORECASTER] AAXJ: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T18:13:32.423450] [DEBUG] [FORECASTER] AAXJ: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T18:13:32.423624] [INFO ] [CONFIGURE ] AAXJ: DISCARDED add_range_position (score: 60.00%)
[2025-11-25T18:13:32.423690] [INFO ] [CONFIGURE ] JOB ETA: 90.9h | Avg: 5.3s/test | Remaining: 61169 tests
[2025-11-25T18:13:32.423726] [INFO ] [CONFIGURE ] AAXJ: Testing feature 22/29: add_realized_volatility
[2025-11-25T18:13:32.423756] [INFO ] [CONFIGURE ] AAXJ: Testing with features: ['add_daily_returns', 'add_realized_volatility']
[2025-11-25T18:13:32.723957] [DEBUG] [FORECASTER] AAXJ: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T18:13:33.008847] [DEBUG] [FORECASTER] AAXJ: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T18:13:33.289469] [DEBUG] [FORECASTER] AAXJ: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T18:13:33.571971] [DEBUG] [FORECASTER] AAXJ: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T18:13:33.864504] [DEBUG] [FORECASTER] AAXJ: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T18:13:34.149202] [DEBUG] [FORECASTER] AAXJ: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T18:13:34.459582] [DEBUG] [FORECASTER] AAXJ: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T18:13:34.757003] [DEBUG] [FORECASTER] AAXJ: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T18:13:35.062071] [DEBUG] [FORECASTER] AAXJ: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T18:13:35.353218] [DEBUG] [FORECASTER] AAXJ: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T18:13:35.353377] [INFO ] [CONFIGURE ] AAXJ: DISCARDED add_realized_volatility (score: 50.00%)
[2025-11-25T18:13:35.353469] [INFO ] [CONFIGURE ] JOB ETA: 90.7h | Avg: 5.3s/test | Remaining: 61168 tests
[2025-11-25T18:13:35.353508] [INFO ] [CONFIGURE ] AAXJ: Testing feature 23/29: add_recent_range_context
[2025-11-25T18:13:35.353541] [INFO ] [CONFIGURE ] AAXJ: Testing with features: ['add_daily_returns', 'add_recent_range_context']
[2025-11-25T18:13:35.554968] [DEBUG] [FORECASTER] AAXJ: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T18:13:35.754670] [DEBUG] [FORECASTER] AAXJ: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0
[2025-11-25T18:13:35.963224] [DEBUG] [FORECASTER] AAXJ: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T18:13:36.168126] [DEBUG] [FORECASTER] AAXJ: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T18:13:36.387214] [DEBUG] [FORECASTER] AAXJ: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T18:13:36.597468] [DEBUG] [FORECASTER] AAXJ: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T18:13:36.804743] [DEBUG] [FORECASTER] AAXJ: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T18:13:37.009678] [DEBUG] [FORECASTER] AAXJ: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T18:13:37.224803] [DEBUG] [FORECASTER] AAXJ: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T18:13:37.445841] [DEBUG] [FORECASTER] AAXJ: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T18:13:37.445953] [INFO ] [CONFIGURE ] AAXJ: DISCARDED add_recent_range_context (score: 50.00%)
[2025-11-25T18:13:37.445998] [INFO ] [CONFIGURE ] JOB ETA: 90.4h | Avg: 5.3s/test | Remaining: 61167 tests
[2025-11-25T18:13:37.446032] [INFO ] [CONFIGURE ] AAXJ: Testing feature 24/29: add_rsi
[2025-11-25T18:13:37.446064] [INFO ] [CONFIGURE ] AAXJ: Testing with features: ['add_daily_returns', 'add_ema', 'add_rsi']
[2025-11-25T18:13:37.688938] [DEBUG] [FORECASTER] AAXJ: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T18:13:37.934997] [DEBUG] [FORECASTER] AAXJ: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T18:13:38.186052] [DEBUG] [FORECASTER] AAXJ: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T18:13:38.433196] [DEBUG] [FORECASTER] AAXJ: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T18:13:38.699412] [DEBUG] [FORECASTER] AAXJ: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T18:13:38.934911] [DEBUG] [FORECASTER] AAXJ: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T18:13:39.168096] [DEBUG] [FORECASTER] AAXJ: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T18:13:39.397210] [DEBUG] [FORECASTER] AAXJ: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T18:13:39.636939] [DEBUG] [FORECASTER] AAXJ: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T18:13:39.872839] [DEBUG] [FORECASTER] AAXJ: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T18:13:39.872985] [INFO ] [CONFIGURE ] AAXJ: DISCARDED add_rsi (score: 60.00%)
[2025-11-25T18:13:39.873029] [INFO ] [CONFIGURE ] JOB ETA: 90.1h | Avg: 5.3s/test | Remaining: 61166 tests
[2025-11-25T18:13:39.873064] [INFO ] [CONFIGURE ] AAXJ: Testing feature 25/29: add_tick_distribution
[2025-11-25T18:13:39.873100] [INFO ] [CONFIGURE ] AAXJ: Testing with features: ['add_daily_returns', 'add_tick_distribution']
[2025-11-25T18:13:40.053675] [DEBUG] [FORECASTER] AAXJ: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T18:13:40.235694] [DEBUG] [FORECASTER] AAXJ: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0
[2025-11-25T18:13:40.420028] [DEBUG] [FORECASTER] AAXJ: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T18:13:40.599579] [DEBUG] [FORECASTER] AAXJ: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T18:13:40.790730] [DEBUG] [FORECASTER] AAXJ: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T18:13:40.975978] [DEBUG] [FORECASTER] AAXJ: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T18:13:41.158995] [DEBUG] [FORECASTER] AAXJ: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T18:13:41.345359] [DEBUG] [FORECASTER] AAXJ: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T18:13:41.557111] [DEBUG] [FORECASTER] AAXJ: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T18:13:41.783249] [DEBUG] [FORECASTER] AAXJ: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T18:13:41.783385] [INFO ] [CONFIGURE ] AAXJ: DISCARDED add_tick_distribution (score: 50.00%)
[2025-11-25T18:13:41.783427] [INFO ] [CONFIGURE ] JOB ETA: 89.8h | Avg: 5.3s/test | Remaining: 61165 tests
[2025-11-25T18:13:41.783487] [INFO ] [CONFIGURE ] AAXJ: Testing feature 26/29: add_volume_momentum_confirmation
[2025-11-25T18:13:41.783521] [INFO ] [CONFIGURE ] AAXJ: Testing with features: ['add_daily_returns', 'add_volume_momentum_confirmation']
[2025-11-25T18:13:41.978747] [DEBUG] [FORECASTER] AAXJ: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T18:13:42.166616] [DEBUG] [FORECASTER] AAXJ: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0
[2025-11-25T18:13:42.353546] [DEBUG] [FORECASTER] AAXJ: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T18:13:42.555486] [DEBUG] [FORECASTER] AAXJ: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T18:13:42.753145] [DEBUG] [FORECASTER] AAXJ: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T18:13:42.944347] [DEBUG] [FORECASTER] AAXJ: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T18:13:43.136866] [DEBUG] [FORECASTER] AAXJ: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T18:13:43.324126] [DEBUG] [FORECASTER] AAXJ: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T18:13:43.529221] [DEBUG] [FORECASTER] AAXJ: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T18:13:43.736747] [DEBUG] [FORECASTER] AAXJ: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T18:13:43.736913] [INFO ] [CONFIGURE ] AAXJ: DISCARDED add_volume_momentum_confirmation (score: 20.00%)
[2025-11-25T18:13:43.736958] [INFO ] [CONFIGURE ] JOB ETA: 89.6h | Avg: 5.3s/test | Remaining: 61164 tests
[2025-11-25T18:13:43.736993] [INFO ] [CONFIGURE ] AAXJ: Testing feature 27/29: add_volume_price_divergence
[2025-11-25T18:13:43.737029] [INFO ] [CONFIGURE ] AAXJ: Testing with features: ['add_daily_returns', 'add_volume_price_divergence']
[2025-11-25T18:13:43.954252] [DEBUG] [FORECASTER] AAXJ: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T18:13:44.161781] [DEBUG] [FORECASTER] AAXJ: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T18:13:44.368633] [DEBUG] [FORECASTER] AAXJ: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T18:13:44.581230] [DEBUG] [FORECASTER] AAXJ: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T18:13:44.812443] [DEBUG] [FORECASTER] AAXJ: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T18:13:45.017243] [DEBUG] [FORECASTER] AAXJ: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T18:13:45.238063] [DEBUG] [FORECASTER] AAXJ: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T18:13:45.469323] [DEBUG] [FORECASTER] AAXJ: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T18:13:45.682177] [DEBUG] [FORECASTER] AAXJ: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T18:13:48.238257] [DEBUG] [FORECASTER] AAXJ: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T18:13:48.238423] [INFO ] [CONFIGURE ] AAXJ: DISCARDED add_volume_price_divergence (score: 50.00%)
[2025-11-25T18:13:48.238468] [INFO ] [CONFIGURE ] JOB ETA: 89.5h | Avg: 5.3s/test | Remaining: 61163 tests
[2025-11-25T18:13:48.238534] [INFO ] [CONFIGURE ] AAXJ: Testing feature 28/29: add_volume_profile
[2025-11-25T18:13:48.238568] [INFO ] [CONFIGURE ] AAXJ: Testing with features: ['add_daily_returns', 'add_volume_profile']
[2025-11-25T18:13:48.431193] [DEBUG] [FORECASTER] AAXJ: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T18:13:48.758410] [DEBUG] [FORECASTER] AAXJ: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0
[2025-11-25T18:13:58.102996] [DEBUG] [FORECASTER] AAXJ: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T18:14:09.970010] [DEBUG] [FORECASTER] AAXJ: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T18:14:19.554340] [DEBUG] [FORECASTER] AAXJ: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T18:14:29.573577] [DEBUG] [FORECASTER] AAXJ: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T18:14:37.374503] [DEBUG] [FORECASTER] AAXJ: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T18:14:42.330062] [DEBUG] [FORECASTER] AAXJ: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T18:14:48.845430] [DEBUG] [FORECASTER] AAXJ: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T18:14:53.656478] [DEBUG] [FORECASTER] AAXJ: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T18:14:53.656626] [INFO ] [CONFIGURE ] AAXJ: DISCARDED add_volume_profile (score: 30.00%)
[2025-11-25T18:14:53.656691] [INFO ] [CONFIGURE ] JOB ETA: 94.6h | Avg: 5.6s/test | Remaining: 61162 tests
[2025-11-25T18:14:53.656733] [INFO ] [CONFIGURE ] AAXJ: Testing feature 29/29: add_vwap
[2025-11-25T18:14:53.656766] [INFO ] [CONFIGURE ] AAXJ: Testing with features: ['add_daily_returns', 'add_vwap']
[2025-11-25T18:14:56.936093] [DEBUG] [FORECASTER] AAXJ: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T18:15:01.440671] [DEBUG] [FORECASTER] AAXJ: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0
[2025-11-25T18:15:01.834805] [DEBUG] [FORECASTER] AAXJ: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T18:15:05.732372] [DEBUG] [FORECASTER] AAXJ: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T18:15:05.936015] [DEBUG] [FORECASTER] AAXJ: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T18:15:06.135324] [DEBUG] [FORECASTER] AAXJ: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T18:15:06.344269] [DEBUG] [FORECASTER] AAXJ: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T18:15:06.598455] [DEBUG] [FORECASTER] AAXJ: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T18:15:06.799016] [DEBUG] [FORECASTER] AAXJ: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T18:15:07.004226] [DEBUG] [FORECASTER] AAXJ: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T18:15:07.004399] [INFO ] [CONFIGURE ] AAXJ: DISCARDED add_vwap (score: 60.00%)
[2025-11-25T18:15:07.004446] [INFO ] [CONFIGURE ] JOB ETA: 95.2h | Avg: 5.6s/test | Remaining: 61161 tests
[2025-11-25T18:15:07.004484] [INFO ] [CONFIGURE ] AAXJ: ===== FEATURE SELECTION COMPLETE =====
[2025-11-25T18:15:07.004517] [INFO ] [CONFIGURE ] AAXJ: Best accuracy: 70.00%
[2025-11-25T18:15:07.004551] [INFO ] [CONFIGURE ] AAXJ: Best feature set (1 features): ['add_daily_returns']
[2025-11-25T18:15:07.004582] [INFO ] [CONFIGURE ] AAXJ: Improvement over baseline: 10.00%
[2025-11-25T18:15:07.004611] [INFO ] [CONFIGURE ] AAXJ: Total time: 3.8 minutes
[2025-11-25T18:15:07.004639] [INFO ] [CONFIGURE ] AAXJ: Average time per feature: 7.8 seconds
[2025-11-25T18:15:07.004697] [INFO ] [CONFIGURE ] AAXJ: Average speed: 0.13 features/sec
[2025-11-25T18:15:07.005008] [INFO ] [LOCAL     ] Saved configuration for AAXJ: 1 features, 70.00% accuracy -> ./output/feature-sets/AAXJ.json
[2025-11-25T18:15:07.005054] [INFO ] [CONFIGURE ] AAXJ: Configuration saved successfully: 1 features, 70.00% accuracy.
[2025-11-25T18:15:07.005093] [INFO ] [sig       ] [7/2116] Successfully configured AAXJ | 0.01 sym/s | Total: 19.2m | ETA: 96.5h
[2025-11-25T18:15:07.005138] [INFO ] [sig       ] [8/2116] Configuring ABCL...
[2025-11-25T18:15:07.005170] [INFO ] [CONFIGURE ] ABCL: Configurate test run.
[2025-11-25T18:15:07.005226] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ABCL' from 'https://tdm.silogroup.org/data/derivative_storage/ABCL.csv'.
[2025-11-25T18:15:07.017264] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ABCL'.
[2025-11-25T18:15:07.017800] [INFO ] [CONFIGURE ] ABCL: Testing with 29 available features
[2025-11-25T18:15:07.017853] [INFO ] [CONFIGURE ] ABCL: Establishing baseline with no features...
[2025-11-25T18:15:07.348456] [DEBUG] [FORECASTER] ABCL: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T18:15:07.585937] [DEBUG] [FORECASTER] ABCL: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T18:15:07.774805] [DEBUG] [FORECASTER] ABCL: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T18:15:07.960781] [DEBUG] [FORECASTER] ABCL: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1
[2025-11-25T18:15:08.126322] [DEBUG] [FORECASTER] ABCL: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T18:15:08.290389] [DEBUG] [FORECASTER] ABCL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T18:15:08.515575] [DEBUG] [FORECASTER] ABCL: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T18:15:08.711462] [DEBUG] [FORECASTER] ABCL: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T18:15:08.892778] [DEBUG] [FORECASTER] ABCL: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T18:15:09.057123] [DEBUG] [FORECASTER] ABCL: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T18:15:09.057262] [INFO ] [CONFIGURE ] ABCL: Baseline score (no features): 70.00%
[2025-11-25T18:15:09.057313] [INFO ] [CONFIGURE ] ABCL: Testing feature 1/29: add_bollinger_bands
[2025-11-25T18:15:09.057356] [INFO ] [CONFIGURE ] ABCL: Testing with features: ['add_bollinger_bands']
[2025-11-25T18:15:09.280462] [DEBUG] [FORECASTER] ABCL: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T18:15:09.484474] [DEBUG] [FORECASTER] ABCL: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T18:15:09.702796] [DEBUG] [FORECASTER] ABCL: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T18:15:09.932276] [DEBUG] [FORECASTER] ABCL: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1
[2025-11-25T18:15:10.140730] [DEBUG] [FORECASTER] ABCL: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T18:15:10.391025] [DEBUG] [FORECASTER] ABCL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T18:15:10.614589] [DEBUG] [FORECASTER] ABCL: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T18:15:10.840734] [DEBUG] [FORECASTER] ABCL: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T18:15:11.098937] [DEBUG] [FORECASTER] ABCL: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T18:15:11.354638] [DEBUG] [FORECASTER] ABCL: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T18:15:11.354833] [INFO ] [CONFIGURE ] ABCL: DISCARDED add_bollinger_bands (score: 50.00%)
[2025-11-25T18:15:11.354878] [INFO ] [CONFIGURE ] JOB ETA: 94.9h | Avg: 5.6s/test | Remaining: 61160 tests
[2025-11-25T18:15:11.354914] [INFO ] [CONFIGURE ] ABCL: Testing feature 2/29: add_cumulative_delta
[2025-11-25T18:15:11.354947] [INFO ] [CONFIGURE ] ABCL: Testing with features: ['add_cumulative_delta']
[2025-11-25T18:15:11.615756] [DEBUG] [FORECASTER] ABCL: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T18:15:11.833386] [DEBUG] [FORECASTER] ABCL: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T18:15:12.054401] [DEBUG] [FORECASTER] ABCL: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T18:15:12.272042] [DEBUG] [FORECASTER] ABCL: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1
[2025-11-25T18:15:12.544406] [DEBUG] [FORECASTER] ABCL: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T18:15:12.815617] [DEBUG] [FORECASTER] ABCL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T18:15:13.039803] [DEBUG] [FORECASTER] ABCL: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T18:15:13.292107] [DEBUG] [FORECASTER] ABCL: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T18:15:13.505299] [DEBUG] [FORECASTER] ABCL: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T18:15:13.726565] [DEBUG] [FORECASTER] ABCL: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T18:15:13.726743] [INFO ] [CONFIGURE ] ABCL: DISCARDED add_cumulative_delta (score: 60.00%)
[2025-11-25T18:15:13.726789] [INFO ] [CONFIGURE ] JOB ETA: 94.7h | Avg: 5.6s/test | Remaining: 61159 tests
[2025-11-25T18:15:13.726823] [INFO ] [CONFIGURE ] ABCL: Testing feature 3/29: add_daily_returns
[2025-11-25T18:15:13.726855] [INFO ] [CONFIGURE ] ABCL: Testing with features: ['add_daily_returns']
[2025-11-25T18:15:13.984043] [DEBUG] [FORECASTER] ABCL: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T18:15:14.176971] [DEBUG] [FORECASTER] ABCL: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T18:15:14.389386] [DEBUG] [FORECASTER] ABCL: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T18:15:14.607981] [DEBUG] [FORECASTER] ABCL: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1
[2025-11-25T18:15:14.801354] [DEBUG] [FORECASTER] ABCL: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T18:15:14.991807] [DEBUG] [FORECASTER] ABCL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T18:15:15.186086] [DEBUG] [FORECASTER] ABCL: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T18:15:15.373402] [DEBUG] [FORECASTER] ABCL: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T18:15:15.577723] [DEBUG] [FORECASTER] ABCL: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T18:15:15.831456] [DEBUG] [FORECASTER] ABCL: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T18:15:15.831658] [INFO ] [CONFIGURE ] ABCL: KEPT add_daily_returns (score: 80.00%)
[2025-11-25T18:15:15.831721] [INFO ] [CONFIGURE ] JOB ETA: 94.4h | Avg: 5.6s/test | Remaining: 61158 tests
[2025-11-25T18:15:15.831757] [INFO ] [CONFIGURE ] ABCL: Testing feature 4/29: add_ema
[2025-11-25T18:15:15.831791] [INFO ] [CONFIGURE ] ABCL: Testing with features: ['add_daily_returns', 'add_ema']
[2025-11-25T18:15:16.068428] [DEBUG] [FORECASTER] ABCL: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T18:15:16.313861] [DEBUG] [FORECASTER] ABCL: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T18:15:16.554251] [DEBUG] [FORECASTER] ABCL: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T18:15:16.779422] [DEBUG] [FORECASTER] ABCL: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1
[2025-11-25T18:15:17.005798] [DEBUG] [FORECASTER] ABCL: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T18:15:17.236411] [DEBUG] [FORECASTER] ABCL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T18:15:17.512836] [DEBUG] [FORECASTER] ABCL: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T18:15:17.743755] [DEBUG] [FORECASTER] ABCL: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T18:15:17.987226] [DEBUG] [FORECASTER] ABCL: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T18:15:18.224382] [DEBUG] [FORECASTER] ABCL: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T18:15:18.224539] [INFO ] [CONFIGURE ] ABCL: DISCARDED add_ema (score: 80.00%)
[2025-11-25T18:15:18.224586] [INFO ] [CONFIGURE ] JOB ETA: 94.1h | Avg: 5.5s/test | Remaining: 61157 tests
[2025-11-25T18:15:18.224661] [INFO ] [CONFIGURE ] ABCL: Testing feature 5/29: add_exhaustion_signals
[2025-11-25T18:15:18.224701] [INFO ] [CONFIGURE ] ABCL: Testing with features: ['add_daily_returns', 'add_vwap', 'add_exhaustion_signals']
[2025-11-25T18:15:18.470589] [DEBUG] [FORECASTER] ABCL: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T18:15:18.752729] [DEBUG] [FORECASTER] ABCL: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T18:15:19.007218] [DEBUG] [FORECASTER] ABCL: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T18:15:19.258053] [DEBUG] [FORECASTER] ABCL: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1
[2025-11-25T18:15:19.498804] [DEBUG] [FORECASTER] ABCL: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T18:15:19.744993] [DEBUG] [FORECASTER] ABCL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T18:15:20.012515] [DEBUG] [FORECASTER] ABCL: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T18:15:20.254699] [DEBUG] [FORECASTER] ABCL: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T18:15:20.484840] [DEBUG] [FORECASTER] ABCL: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T18:15:20.783249] [DEBUG] [FORECASTER] ABCL: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T18:15:20.783440] [INFO ] [CONFIGURE ] ABCL: DISCARDED add_exhaustion_signals (score: 70.00%)
[2025-11-25T18:15:20.783485] [INFO ] [CONFIGURE ] JOB ETA: 93.9h | Avg: 5.5s/test | Remaining: 61156 tests
[2025-11-25T18:15:20.783523] [INFO ] [CONFIGURE ] ABCL: Testing feature 6/29: add_failed_moves
[2025-11-25T18:15:20.783557] [INFO ] [CONFIGURE ] ABCL: Testing with features: ['add_daily_returns', 'add_failed_moves']
[2025-11-25T18:15:21.001750] [DEBUG] [FORECASTER] ABCL: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T18:15:21.218458] [DEBUG] [FORECASTER] ABCL: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T18:15:21.418595] [DEBUG] [FORECASTER] ABCL: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T18:15:21.621400] [DEBUG] [FORECASTER] ABCL: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1
[2025-11-25T18:15:22.887162] [DEBUG] [FORECASTER] ABCL: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T18:15:23.074836] [DEBUG] [FORECASTER] ABCL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T18:15:23.276514] [DEBUG] [FORECASTER] ABCL: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T18:15:23.468099] [DEBUG] [FORECASTER] ABCL: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T18:15:23.660878] [DEBUG] [FORECASTER] ABCL: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T18:15:23.874742] [DEBUG] [FORECASTER] ABCL: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T18:15:23.874892] [INFO ] [CONFIGURE ] ABCL: DISCARDED add_failed_moves (score: 80.00%)
[2025-11-25T18:15:23.874933] [INFO ] [CONFIGURE ] JOB ETA: 93.7h | Avg: 5.5s/test | Remaining: 61155 tests
[2025-11-25T18:15:23.874967] [INFO ] [CONFIGURE ] ABCL: Testing feature 7/29: add_lag_shelf
[2025-11-25T18:15:23.875000] [INFO ] [CONFIGURE ] ABCL: Testing with features: ['add_daily_returns', 'add_lag_shelf']
[2025-11-25T18:15:24.055407] [DEBUG] [FORECASTER] ABCL: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T18:15:24.233182] [DEBUG] [FORECASTER] ABCL: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T18:15:24.417411] [DEBUG] [FORECASTER] ABCL: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T18:15:24.622175] [DEBUG] [FORECASTER] ABCL: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1
[2025-11-25T18:15:29.350227] [DEBUG] [FORECASTER] ABCL: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T18:15:29.908180] [DEBUG] [FORECASTER] ABCL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T18:15:30.115539] [DEBUG] [FORECASTER] ABCL: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T18:15:30.322393] [DEBUG] [FORECASTER] ABCL: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T18:15:33.235722] [DEBUG] [FORECASTER] ABCL: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T18:15:41.752225] [DEBUG] [FORECASTER] ABCL: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T18:15:41.752414] [INFO ] [CONFIGURE ] ABCL: DISCARDED add_lag_shelf (score: 80.00%)
[2025-11-25T18:15:41.752458] [INFO ] [CONFIGURE ] JOB ETA: 94.7h | Avg: 5.6s/test | Remaining: 61154 tests
[2025-11-25T18:15:41.752492] [INFO ] [CONFIGURE ] ABCL: Testing feature 8/29: add_macd
[2025-11-25T18:15:41.752527] [INFO ] [CONFIGURE ] ABCL: Testing with features: ['add_daily_returns', 'add_vwap', 'add_macd']
[2025-11-25T18:15:45.044138] [DEBUG] [FORECASTER] ABCL: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T18:15:45.303354] [DEBUG] [FORECASTER] ABCL: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T18:15:54.753902] [DEBUG] [FORECASTER] ABCL: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T18:16:04.221998] [DEBUG] [FORECASTER] ABCL: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-25T18:16:12.504034] [DEBUG] [FORECASTER] ABCL: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T18:16:18.604318] [DEBUG] [FORECASTER] ABCL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T18:16:22.083080] [DEBUG] [FORECASTER] ABCL: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T18:16:25.791110] [DEBUG] [FORECASTER] ABCL: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-25T18:16:32.597236] [DEBUG] [FORECASTER] ABCL: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T18:16:38.179361] [DEBUG] [FORECASTER] ABCL: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T18:16:38.179532] [INFO ] [CONFIGURE ] ABCL: DISCARDED add_macd (score: 70.00%)
[2025-11-25T18:16:38.179580] [INFO ] [CONFIGURE ] JOB ETA: 98.8h | Avg: 5.8s/test | Remaining: 61153 tests
[2025-11-25T18:16:38.179615] [INFO ] [CONFIGURE ] ABCL: Testing feature 9/29: add_mfi
[2025-11-25T18:16:38.179671] [INFO ] [CONFIGURE ] ABCL: Testing with features: ['add_daily_returns', 'add_mfi']
[2025-11-25T18:16:45.188969] [DEBUG] [FORECASTER] ABCL: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T18:16:50.350464] [DEBUG] [FORECASTER] ABCL: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T18:16:54.771361] [DEBUG] [FORECASTER] ABCL: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T18:16:59.937112] [DEBUG] [FORECASTER] ABCL: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1
[2025-11-25T18:17:02.456954] [DEBUG] [FORECASTER] ABCL: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T18:17:02.652584] [DEBUG] [FORECASTER] ABCL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T18:17:02.842073] [DEBUG] [FORECASTER] ABCL: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T18:17:03.032681] [DEBUG] [FORECASTER] ABCL: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T18:17:03.227549] [DEBUG] [FORECASTER] ABCL: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T18:17:03.420298] [DEBUG] [FORECASTER] ABCL: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T18:17:03.420482] [INFO ] [CONFIGURE ] ABCL: DISCARDED add_mfi (score: 70.00%)
[2025-11-25T18:17:03.420530] [INFO ] [CONFIGURE ] JOB ETA: 100.3h | Avg: 5.9s/test | Remaining: 61152 tests
[2025-11-25T18:17:03.420568] [INFO ] [CONFIGURE ] ABCL: Testing feature 10/29: add_momentum_acceleration
[2025-11-25T18:17:03.420605] [INFO ] [CONFIGURE ] ABCL: Testing with features: ['add_daily_returns', 'add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-11-25T18:17:03.690422] [DEBUG] [FORECASTER] ABCL: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T18:17:03.957986] [DEBUG] [FORECASTER] ABCL: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T18:17:04.212450] [DEBUG] [FORECASTER] ABCL: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T18:17:04.487799] [DEBUG] [FORECASTER] ABCL: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1
[2025-11-25T18:17:04.758133] [DEBUG] [FORECASTER] ABCL: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T18:17:05.039449] [DEBUG] [FORECASTER] ABCL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T18:17:05.308472] [DEBUG] [FORECASTER] ABCL: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T18:17:05.565136] [DEBUG] [FORECASTER] ABCL: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T18:17:05.819469] [DEBUG] [FORECASTER] ABCL: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T18:17:09.508835] [DEBUG] [FORECASTER] ABCL: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T18:17:09.509022] [INFO ] [CONFIGURE ] ABCL: DISCARDED add_momentum_acceleration (score: 70.00%)
[2025-11-25T18:17:09.509066] [INFO ] [CONFIGURE ] JOB ETA: 100.3h | Avg: 5.9s/test | Remaining: 61151 tests
[2025-11-25T18:17:09.509100] [INFO ] [CONFIGURE ] ABCL: Testing feature 11/29: add_obv_daily
[2025-11-25T18:17:09.509131] [INFO ] [CONFIGURE ] ABCL: Testing with features: ['add_daily_returns', 'add_obv_daily']
[2025-11-25T18:17:13.931733] [DEBUG] [FORECASTER] ABCL: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T18:17:16.255956] [DEBUG] [FORECASTER] ABCL: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T18:17:22.205512] [DEBUG] [FORECASTER] ABCL: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T18:17:23.987081] [DEBUG] [FORECASTER] ABCL: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1
[2025-11-25T18:17:24.183132] [DEBUG] [FORECASTER] ABCL: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T18:17:24.389744] [DEBUG] [FORECASTER] ABCL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T18:17:24.582285] [DEBUG] [FORECASTER] ABCL: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T18:17:24.787881] [DEBUG] [FORECASTER] ABCL: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T18:17:25.859237] [DEBUG] [FORECASTER] ABCL: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T18:17:32.703939] [DEBUG] [FORECASTER] ABCL: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T18:17:32.704163] [INFO ] [CONFIGURE ] ABCL: DISCARDED add_obv_daily (score: 80.00%)
[2025-11-25T18:17:32.704233] [INFO ] [CONFIGURE ] JOB ETA: 101.7h | Avg: 6.0s/test | Remaining: 61150 tests
[2025-11-25T18:17:32.704293] [INFO ] [CONFIGURE ] ABCL: Testing feature 12/29: add_obv_interval
[2025-11-25T18:17:32.704344] [INFO ] [CONFIGURE ] ABCL: Testing with features: ['add_daily_returns', 'add_obv_interval']
[2025-11-25T18:17:33.049079] [DEBUG] [FORECASTER] ABCL: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T18:17:38.230565] [DEBUG] [FORECASTER] ABCL: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T18:17:43.192074] [DEBUG] [FORECASTER] ABCL: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T18:17:47.016122] [DEBUG] [FORECASTER] ABCL: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-25T18:17:49.889836] [DEBUG] [FORECASTER] ABCL: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T18:17:51.641383] [DEBUG] [FORECASTER] ABCL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T18:17:59.955361] [DEBUG] [FORECASTER] ABCL: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T18:18:07.326452] [DEBUG] [FORECASTER] ABCL: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T18:18:07.616874] [DEBUG] [FORECASTER] ABCL: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T18:18:07.823121] [DEBUG] [FORECASTER] ABCL: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T18:18:07.823306] [INFO ] [CONFIGURE ] ABCL: DISCARDED add_obv_interval (score: 70.00%)
[2025-11-25T18:18:07.823354] [INFO ] [CONFIGURE ] JOB ETA: 104.0h | Avg: 6.1s/test | Remaining: 61149 tests
[2025-11-25T18:18:07.823389] [INFO ] [CONFIGURE ] ABCL: Testing feature 13/29: add_opening_strength
[2025-11-25T18:18:07.823422] [INFO ] [CONFIGURE ] ABCL: Testing with features: ['add_daily_returns', 'add_opening_strength']
[2025-11-25T18:18:08.016447] [DEBUG] [FORECASTER] ABCL: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T18:18:09.583557] [DEBUG] [FORECASTER] ABCL: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T18:18:09.775963] [DEBUG] [FORECASTER] ABCL: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T18:18:09.966474] [DEBUG] [FORECASTER] ABCL: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1
[2025-11-25T18:18:10.158692] [DEBUG] [FORECASTER] ABCL: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T18:18:10.414756] [DEBUG] [FORECASTER] ABCL: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T18:18:17.873002] [DEBUG] [FORECASTER] ABCL: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T18:18:21.352433] [DEBUG] [FORECASTER] ABCL: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T18:18:27.085485] [DEBUG] [FORECASTER] ABCL: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T18:18:31.264429] [DEBUG] [FORECASTER] ABCL: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T18:18:31.264593] [INFO ] [CONFIGURE ] ABCL: DISCARDED add_opening_strength (score: 60.00%)
[2025-11-25T18:18:31.264637] [INFO ] [CONFIGURE ] JOB ETA: 105.4h | Avg: 6.2s/test | Remaining: 61148 tests
[2025-11-25T18:18:31.264693] [INFO ] [CONFIGURE ] ABCL: Testing feature 14/29: add_order_flow_imbalance
[2025-11-25T18:18:31.264727] [INFO ] [CONFIGURE ] ABCL: Testing with features: ['add_daily_returns', 'add_order_flow_imbalance']
[2025-11-25T18:18:31.468844] [DEBUG] [FORECASTER] ABCL: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T18:18:31.671506] [DEBUG] [FORECASTER] ABCL: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T18:18:31.886568] [DEBUG] [FORECASTER] ABCL: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T18:18:32.106348] [DEBUG] [FORECASTER] ABCL: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1
[2025-11-25T18:18:32.320166] [DEBUG] [FORECASTER] ABCL: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T18:18:39.392839] [DEBUG] [FORECASTER] ABCL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T18:18:44.948539] [DEBUG] [FORECASTER] ABCL: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T18:18:53.804515] [DEBUG] [FORECASTER] ABCL: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T18:18:57.932549] [DEBUG] [FORECASTER] ABCL: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T18:19:03.354072] [DEBUG] [FORECASTER] ABCL: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T18:19:03.354300] [INFO ] [CONFIGURE ] ABCL: DISCARDED add_order_flow_imbalance (score: 70.00%)
[2025-11-25T18:19:03.354346] [INFO ] [CONFIGURE ] JOB ETA: 107.4h | Avg: 6.3s/test | Remaining: 61147 tests
[2025-11-25T18:19:03.354383] [INFO ] [CONFIGURE ] ABCL: Testing feature 15/29: add_pbf_morning_momentum
[2025-11-25T18:19:03.354417] [INFO ] [CONFIGURE ] ABCL: Testing with features: ['add_daily_returns', 'add_pbf_morning_momentum']
[2025-11-25T18:19:10.470917] [DEBUG] [FORECASTER] ABCL: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T18:19:11.993797] [DEBUG] [FORECASTER] ABCL: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T18:19:12.170936] [DEBUG] [FORECASTER] ABCL: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T18:19:17.247744] [DEBUG] [FORECASTER] ABCL: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1
[2025-11-25T18:19:19.252835] [DEBUG] [FORECASTER] ABCL: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T18:19:19.435572] [DEBUG] [FORECASTER] ABCL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T18:19:19.615677] [DEBUG] [FORECASTER] ABCL: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T18:19:26.718873] [DEBUG] [FORECASTER] ABCL: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T18:19:35.263722] [DEBUG] [FORECASTER] ABCL: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T18:19:41.951861] [DEBUG] [FORECASTER] ABCL: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T18:19:41.952014] [INFO ] [CONFIGURE ] ABCL: DISCARDED add_pbf_morning_momentum (score: 70.00%)
[2025-11-25T18:19:41.952058] [INFO ] [CONFIGURE ] JOB ETA: 109.9h | Avg: 6.5s/test | Remaining: 61146 tests
[2025-11-25T18:19:41.952093] [INFO ] [CONFIGURE ] ABCL: Testing feature 16/29: add_pbf_overnight_gap
[2025-11-25T18:19:41.952126] [INFO ] [CONFIGURE ] ABCL: Testing with features: ['add_daily_returns', 'add_pbf_overnight_gap']
[2025-11-25T18:19:51.721728] [DEBUG] [FORECASTER] ABCL: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T18:19:54.874362] [DEBUG] [FORECASTER] ABCL: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T18:19:55.073907] [DEBUG] [FORECASTER] ABCL: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T18:19:55.273734] [DEBUG] [FORECASTER] ABCL: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1
[2025-11-25T18:19:55.464327] [DEBUG] [FORECASTER] ABCL: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T18:19:55.657936] [DEBUG] [FORECASTER] ABCL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T18:19:55.849226] [DEBUG] [FORECASTER] ABCL: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T18:19:56.054327] [DEBUG] [FORECASTER] ABCL: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T18:19:56.248479] [DEBUG] [FORECASTER] ABCL: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T18:19:56.444878] [DEBUG] [FORECASTER] ABCL: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T18:19:56.445031] [INFO ] [CONFIGURE ] ABCL: DISCARDED add_pbf_overnight_gap (score: 60.00%)
[2025-11-25T18:19:56.445078] [INFO ] [CONFIGURE ] JOB ETA: 110.5h | Avg: 6.5s/test | Remaining: 61145 tests
[2025-11-25T18:19:56.445114] [INFO ] [CONFIGURE ] ABCL: Testing feature 17/29: add_pbf_return_2d
[2025-11-25T18:19:56.445149] [INFO ] [CONFIGURE ] ABCL: Testing with features: ['add_daily_returns', 'add_pbf_return_2d']
[2025-11-25T18:19:56.640380] [DEBUG] [FORECASTER] ABCL: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T18:19:56.835755] [DEBUG] [FORECASTER] ABCL: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T18:19:57.034378] [DEBUG] [FORECASTER] ABCL: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T18:19:57.237251] [DEBUG] [FORECASTER] ABCL: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1
[2025-11-25T18:19:57.455956] [DEBUG] [FORECASTER] ABCL: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T18:19:57.656324] [DEBUG] [FORECASTER] ABCL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T18:19:57.851312] [DEBUG] [FORECASTER] ABCL: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T18:19:58.047978] [DEBUG] [FORECASTER] ABCL: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T18:19:58.259040] [DEBUG] [FORECASTER] ABCL: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T18:19:58.456695] [DEBUG] [FORECASTER] ABCL: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T18:19:58.456860] [INFO ] [CONFIGURE ] ABCL: DISCARDED add_pbf_return_2d (score: 70.00%)
[2025-11-25T18:19:58.456932] [INFO ] [CONFIGURE ] JOB ETA: 110.2h | Avg: 6.5s/test | Remaining: 61144 tests
[2025-11-25T18:19:58.456968] [INFO ] [CONFIGURE ] ABCL: Testing feature 18/29: add_pbf_volatility_5d
[2025-11-25T18:19:58.457000] [INFO ] [CONFIGURE ] ABCL: Testing with features: ['add_daily_returns', 'add_pbf_volatility_5d']
[2025-11-25T18:19:58.648348] [DEBUG] [FORECASTER] ABCL: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T18:19:58.825316] [DEBUG] [FORECASTER] ABCL: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T18:19:58.999325] [DEBUG] [FORECASTER] ABCL: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T18:19:59.173504] [DEBUG] [FORECASTER] ABCL: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-25T18:19:59.343769] [DEBUG] [FORECASTER] ABCL: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T18:19:59.515503] [DEBUG] [FORECASTER] ABCL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T18:19:59.689431] [DEBUG] [FORECASTER] ABCL: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T18:19:59.863994] [DEBUG] [FORECASTER] ABCL: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T18:20:00.033273] [DEBUG] [FORECASTER] ABCL: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T18:20:00.208397] [DEBUG] [FORECASTER] ABCL: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T18:20:00.208556] [INFO ] [CONFIGURE ] ABCL: DISCARDED add_pbf_volatility_5d (score: 80.00%)
[2025-11-25T18:20:00.208601] [INFO ] [CONFIGURE ] JOB ETA: 109.8h | Avg: 6.5s/test | Remaining: 61143 tests
[2025-11-25T18:20:00.208637] [INFO ] [CONFIGURE ] ABCL: Testing feature 19/29: add_pbf_vs_sma_5
[2025-11-25T18:20:00.208692] [INFO ] [CONFIGURE ] ABCL: Testing with features: ['add_daily_returns', 'add_pbf_vs_sma_5']
[2025-11-25T18:20:01.042447] [DEBUG] [FORECASTER] ABCL: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T18:20:01.335253] [DEBUG] [FORECASTER] ABCL: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T18:20:01.511460] [DEBUG] [FORECASTER] ABCL: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T18:20:01.691528] [DEBUG] [FORECASTER] ABCL: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-25T18:20:01.872638] [DEBUG] [FORECASTER] ABCL: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T18:20:02.076305] [DEBUG] [FORECASTER] ABCL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T18:20:02.311500] [DEBUG] [FORECASTER] ABCL: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T18:20:02.525223] [DEBUG] [FORECASTER] ABCL: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T18:20:02.703997] [DEBUG] [FORECASTER] ABCL: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T18:20:02.882043] [DEBUG] [FORECASTER] ABCL: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T18:20:02.882185] [INFO ] [CONFIGURE ] ABCL: KEPT add_pbf_vs_sma_5 (score: 90.00%)
[2025-11-25T18:20:02.882229] [INFO ] [CONFIGURE ] JOB ETA: 109.5h | Avg: 6.4s/test | Remaining: 61142 tests
[2025-11-25T18:20:02.882263] [INFO ] [CONFIGURE ] ABCL: Testing feature 20/29: add_price_rejection
[2025-11-25T18:20:02.882294] [INFO ] [CONFIGURE ] ABCL: Testing with features: ['add_daily_returns', 'add_pbf_vs_sma_5', 'add_price_rejection']
[2025-11-25T18:20:03.071746] [DEBUG] [FORECASTER] ABCL: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T18:20:03.262638] [DEBUG] [FORECASTER] ABCL: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T18:20:03.451091] [DEBUG] [FORECASTER] ABCL: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T18:20:03.646525] [DEBUG] [FORECASTER] ABCL: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1
[2025-11-25T18:20:03.841350] [DEBUG] [FORECASTER] ABCL: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T18:20:04.032218] [DEBUG] [FORECASTER] ABCL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T18:20:04.232838] [DEBUG] [FORECASTER] ABCL: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T18:20:04.417035] [DEBUG] [FORECASTER] ABCL: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T18:20:04.615118] [DEBUG] [FORECASTER] ABCL: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T18:20:04.819027] [DEBUG] [FORECASTER] ABCL: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T18:20:04.819239] [INFO ] [CONFIGURE ] ABCL: DISCARDED add_price_rejection (score: 70.00%)
[2025-11-25T18:20:04.819286] [INFO ] [CONFIGURE ] JOB ETA: 109.2h | Avg: 6.4s/test | Remaining: 61141 tests
[2025-11-25T18:20:04.819322] [INFO ] [CONFIGURE ] ABCL: Testing feature 21/29: add_range_position
[2025-11-25T18:20:04.819354] [INFO ] [CONFIGURE ] ABCL: Testing with features: ['add_daily_returns', 'add_pbf_vs_sma_5', 'add_range_position']
[2025-11-25T18:20:05.048220] [DEBUG] [FORECASTER] ABCL: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T18:20:05.286179] [DEBUG] [FORECASTER] ABCL: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T18:20:05.505456] [DEBUG] [FORECASTER] ABCL: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T18:20:05.711166] [DEBUG] [FORECASTER] ABCL: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1
[2025-11-25T18:20:05.917289] [DEBUG] [FORECASTER] ABCL: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T18:20:06.128302] [DEBUG] [FORECASTER] ABCL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T18:20:06.343452] [DEBUG] [FORECASTER] ABCL: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T18:20:06.603674] [DEBUG] [FORECASTER] ABCL: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T18:20:06.851441] [DEBUG] [FORECASTER] ABCL: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T18:20:07.089846] [DEBUG] [FORECASTER] ABCL: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T18:20:07.089997] [INFO ] [CONFIGURE ] ABCL: DISCARDED add_range_position (score: 60.00%)
[2025-11-25T18:20:07.090043] [INFO ] [CONFIGURE ] JOB ETA: 108.8h | Avg: 6.4s/test | Remaining: 61140 tests
[2025-11-25T18:20:07.090081] [INFO ] [CONFIGURE ] ABCL: Testing feature 22/29: add_realized_volatility
[2025-11-25T18:20:07.090116] [INFO ] [CONFIGURE ] ABCL: Testing with features: ['add_daily_returns', 'add_pbf_vs_sma_5', 'add_realized_volatility']
[2025-11-25T18:20:07.409546] [DEBUG] [FORECASTER] ABCL: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T18:20:07.723220] [DEBUG] [FORECASTER] ABCL: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T18:20:08.052815] [DEBUG] [FORECASTER] ABCL: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T18:20:08.365227] [DEBUG] [FORECASTER] ABCL: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-25T18:20:08.673162] [DEBUG] [FORECASTER] ABCL: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T18:20:08.969187] [DEBUG] [FORECASTER] ABCL: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T18:20:09.259259] [DEBUG] [FORECASTER] ABCL: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T18:20:09.605691] [DEBUG] [FORECASTER] ABCL: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T18:20:09.937672] [DEBUG] [FORECASTER] ABCL: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T18:20:10.268328] [DEBUG] [FORECASTER] ABCL: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T18:20:10.268506] [INFO ] [CONFIGURE ] ABCL: DISCARDED add_realized_volatility (score: 70.00%)
[2025-11-25T18:20:10.268553] [INFO ] [CONFIGURE ] JOB ETA: 108.6h | Avg: 6.4s/test | Remaining: 61139 tests
[2025-11-25T18:20:10.268615] [INFO ] [CONFIGURE ] ABCL: Testing feature 23/29: add_recent_range_context
[2025-11-25T18:20:10.268677] [INFO ] [CONFIGURE ] ABCL: Testing with features: ['add_daily_returns', 'add_pbf_vs_sma_5', 'add_recent_range_context']
[2025-11-25T18:20:10.491619] [DEBUG] [FORECASTER] ABCL: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T18:20:10.696183] [DEBUG] [FORECASTER] ABCL: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T18:20:10.904092] [DEBUG] [FORECASTER] ABCL: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T18:20:11.107409] [DEBUG] [FORECASTER] ABCL: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1
[2025-11-25T18:20:11.324597] [DEBUG] [FORECASTER] ABCL: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T18:20:11.532982] [DEBUG] [FORECASTER] ABCL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T18:20:11.755996] [DEBUG] [FORECASTER] ABCL: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T18:20:11.982513] [DEBUG] [FORECASTER] ABCL: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T18:20:12.199305] [DEBUG] [FORECASTER] ABCL: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T18:20:12.424295] [DEBUG] [FORECASTER] ABCL: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T18:20:12.424467] [INFO ] [CONFIGURE ] ABCL: DISCARDED add_recent_range_context (score: 70.00%)
[2025-11-25T18:20:12.424512] [INFO ] [CONFIGURE ] JOB ETA: 108.3h | Avg: 6.4s/test | Remaining: 61138 tests
[2025-11-25T18:20:12.424585] [INFO ] [CONFIGURE ] ABCL: Testing feature 24/29: add_rsi
[2025-11-25T18:20:12.424619] [INFO ] [CONFIGURE ] ABCL: Testing with features: ['add_daily_returns', 'add_pbf_vs_sma_5', 'add_ema', 'add_rsi']
[2025-11-25T18:20:12.723799] [DEBUG] [FORECASTER] ABCL: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T18:20:12.993311] [DEBUG] [FORECASTER] ABCL: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T18:20:18.328830] [DEBUG] [FORECASTER] ABCL: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T18:20:23.279705] [DEBUG] [FORECASTER] ABCL: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1
[2025-11-25T18:20:29.272393] [DEBUG] [FORECASTER] ABCL: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T18:20:39.283488] [DEBUG] [FORECASTER] ABCL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T18:20:45.023668] [DEBUG] [FORECASTER] ABCL: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T18:20:47.023600] [DEBUG] [FORECASTER] ABCL: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T18:20:47.250690] [DEBUG] [FORECASTER] ABCL: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T18:20:47.482560] [DEBUG] [FORECASTER] ABCL: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T18:20:47.482715] [INFO ] [CONFIGURE ] ABCL: DISCARDED add_rsi (score: 70.00%)
[2025-11-25T18:20:47.482760] [INFO ] [CONFIGURE ] JOB ETA: 110.4h | Avg: 6.5s/test | Remaining: 61137 tests
[2025-11-25T18:20:47.482796] [INFO ] [CONFIGURE ] ABCL: Testing feature 25/29: add_tick_distribution
[2025-11-25T18:20:47.482829] [INFO ] [CONFIGURE ] ABCL: Testing with features: ['add_daily_returns', 'add_pbf_vs_sma_5', 'add_tick_distribution']
[2025-11-25T18:20:47.664877] [DEBUG] [FORECASTER] ABCL: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T18:20:47.849879] [DEBUG] [FORECASTER] ABCL: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T18:20:48.038605] [DEBUG] [FORECASTER] ABCL: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T18:20:48.220494] [DEBUG] [FORECASTER] ABCL: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1
[2025-11-25T18:20:48.410245] [DEBUG] [FORECASTER] ABCL: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T18:20:52.089603] [DEBUG] [FORECASTER] ABCL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T18:20:59.120800] [DEBUG] [FORECASTER] ABCL: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T18:21:03.415212] [DEBUG] [FORECASTER] ABCL: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T18:21:05.994675] [DEBUG] [FORECASTER] ABCL: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T18:21:11.043463] [DEBUG] [FORECASTER] ABCL: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T18:21:11.043600] [INFO ] [CONFIGURE ] ABCL: DISCARDED add_tick_distribution (score: 70.00%)
[2025-11-25T18:21:11.043666] [INFO ] [CONFIGURE ] JOB ETA: 111.7h | Avg: 6.6s/test | Remaining: 61136 tests
[2025-11-25T18:21:11.043706] [INFO ] [CONFIGURE ] ABCL: Testing feature 26/29: add_volume_momentum_confirmation
[2025-11-25T18:21:11.043740] [INFO ] [CONFIGURE ] ABCL: Testing with features: ['add_daily_returns', 'add_pbf_vs_sma_5', 'add_volume_momentum_confirmation']
[2025-11-25T18:21:13.398061] [DEBUG] [FORECASTER] ABCL: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T18:21:19.934865] [DEBUG] [FORECASTER] ABCL: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T18:21:26.201301] [DEBUG] [FORECASTER] ABCL: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T18:21:30.322381] [DEBUG] [FORECASTER] ABCL: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1
[2025-11-25T18:21:38.876579] [DEBUG] [FORECASTER] ABCL: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T18:21:46.348950] [DEBUG] [FORECASTER] ABCL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T18:21:46.563940] [DEBUG] [FORECASTER] ABCL: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T18:21:46.766830] [DEBUG] [FORECASTER] ABCL: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T18:21:46.960626] [DEBUG] [FORECASTER] ABCL: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T18:21:47.149855] [DEBUG] [FORECASTER] ABCL: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T18:21:47.150001] [INFO ] [CONFIGURE ] ABCL: DISCARDED add_volume_momentum_confirmation (score: 60.00%)
[2025-11-25T18:21:47.150045] [INFO ] [CONFIGURE ] JOB ETA: 113.9h | Avg: 6.7s/test | Remaining: 61135 tests
[2025-11-25T18:21:47.150080] [INFO ] [CONFIGURE ] ABCL: Testing feature 27/29: add_volume_price_divergence
[2025-11-25T18:21:47.150113] [INFO ] [CONFIGURE ] ABCL: Testing with features: ['add_daily_returns', 'add_pbf_vs_sma_5', 'add_volume_price_divergence']
[2025-11-25T18:21:50.487631] [DEBUG] [FORECASTER] ABCL: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T18:21:54.899006] [DEBUG] [FORECASTER] ABCL: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T18:21:55.729373] [DEBUG] [FORECASTER] ABCL: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T18:21:55.988486] [DEBUG] [FORECASTER] ABCL: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1
[2025-11-25T18:21:56.189517] [DEBUG] [FORECASTER] ABCL: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T18:22:00.090989] [DEBUG] [FORECASTER] ABCL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T18:22:02.238759] [DEBUG] [FORECASTER] ABCL: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T18:22:05.773634] [DEBUG] [FORECASTER] ABCL: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T18:22:05.981608] [DEBUG] [FORECASTER] ABCL: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T18:22:06.183549] [DEBUG] [FORECASTER] ABCL: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T18:22:06.183727] [INFO ] [CONFIGURE ] ABCL: DISCARDED add_volume_price_divergence (score: 70.00%)
[2025-11-25T18:22:06.183777] [INFO ] [CONFIGURE ] JOB ETA: 114.8h | Avg: 6.8s/test | Remaining: 61134 tests
[2025-11-25T18:22:06.183819] [INFO ] [CONFIGURE ] ABCL: Testing feature 28/29: add_volume_profile
[2025-11-25T18:22:06.183880] [INFO ] [CONFIGURE ] ABCL: Testing with features: ['add_daily_returns', 'add_pbf_vs_sma_5', 'add_volume_profile']
[2025-11-25T18:22:06.383099] [DEBUG] [FORECASTER] ABCL: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T18:22:06.592319] [DEBUG] [FORECASTER] ABCL: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T18:22:06.790324] [DEBUG] [FORECASTER] ABCL: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T18:22:06.989768] [DEBUG] [FORECASTER] ABCL: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1
[2025-11-25T18:22:07.233014] [DEBUG] [FORECASTER] ABCL: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T18:22:09.753341] [DEBUG] [FORECASTER] ABCL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T18:22:09.983842] [DEBUG] [FORECASTER] ABCL: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T18:22:11.705885] [DEBUG] [FORECASTER] ABCL: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T18:22:11.943046] [DEBUG] [FORECASTER] ABCL: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T18:22:12.189619] [DEBUG] [FORECASTER] ABCL: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T18:22:12.189848] [INFO ] [CONFIGURE ] ABCL: DISCARDED add_volume_profile (score: 60.00%)
[2025-11-25T18:22:12.189896] [INFO ] [CONFIGURE ] JOB ETA: 114.7h | Avg: 6.8s/test | Remaining: 61133 tests
[2025-11-25T18:22:12.189932] [INFO ] [CONFIGURE ] ABCL: Testing feature 29/29: add_vwap
[2025-11-25T18:22:12.189968] [INFO ] [CONFIGURE ] ABCL: Testing with features: ['add_daily_returns', 'add_pbf_vs_sma_5', 'add_vwap']
[2025-11-25T18:22:12.434723] [DEBUG] [FORECASTER] ABCL: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T18:22:12.655615] [DEBUG] [FORECASTER] ABCL: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T18:22:13.009686] [DEBUG] [FORECASTER] ABCL: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T18:22:13.228604] [DEBUG] [FORECASTER] ABCL: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-25T18:22:13.459496] [DEBUG] [FORECASTER] ABCL: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T18:22:13.687922] [DEBUG] [FORECASTER] ABCL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T18:22:13.938152] [DEBUG] [FORECASTER] ABCL: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T18:22:14.162853] [DEBUG] [FORECASTER] ABCL: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T18:22:14.472823] [DEBUG] [FORECASTER] ABCL: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T18:22:14.680065] [DEBUG] [FORECASTER] ABCL: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T18:22:14.680230] [INFO ] [CONFIGURE ] ABCL: DISCARDED add_vwap (score: 60.00%)
[2025-11-25T18:22:14.680276] [INFO ] [CONFIGURE ] JOB ETA: 114.4h | Avg: 6.7s/test | Remaining: 61132 tests
[2025-11-25T18:22:14.680311] [INFO ] [CONFIGURE ] ABCL: ===== FEATURE SELECTION COMPLETE =====
[2025-11-25T18:22:14.680343] [INFO ] [CONFIGURE ] ABCL: Best accuracy: 90.00%
[2025-11-25T18:22:14.680376] [INFO ] [CONFIGURE ] ABCL: Best feature set (2 features): ['add_daily_returns', 'add_pbf_vs_sma_5']
[2025-11-25T18:22:14.680407] [INFO ] [CONFIGURE ] ABCL: Improvement over baseline: 20.00%
[2025-11-25T18:22:14.680435] [INFO ] [CONFIGURE ] ABCL: Total time: 7.1 minutes
[2025-11-25T18:22:14.680464] [INFO ] [CONFIGURE ] ABCL: Average time per feature: 14.7 seconds
[2025-11-25T18:22:14.680493] [INFO ] [CONFIGURE ] ABCL: Average speed: 0.07 features/sec
[2025-11-25T18:22:14.680888] [INFO ] [LOCAL     ] Saved configuration for ABCL: 2 features, 90.00% accuracy -> ./output/feature-sets/ABCL.json
[2025-11-25T18:22:14.680934] [INFO ] [CONFIGURE ] ABCL: Configuration saved successfully: 2 features, 90.00% accuracy.
[2025-11-25T18:22:14.680972] [INFO ] [sig       ] [8/2116] Successfully configured ABCL | 0.01 sym/s | Total: 26.4m | ETA: 115.7h
[2025-11-25T18:22:14.681022] [INFO ] [sig       ] [9/2116] Configuring ABEO...
[2025-11-25T18:22:14.681055] [INFO ] [CONFIGURE ] ABEO: Configurate test run.
[2025-11-25T18:22:14.681084] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ABEO' from 'https://tdm.silogroup.org/data/derivative_storage/ABEO.csv'.
[2025-11-25T18:22:14.692224] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ABEO'.
[2025-11-25T18:22:14.692692] [INFO ] [CONFIGURE ] ABEO: Testing with 29 available features
[2025-11-25T18:22:14.692742] [INFO ] [CONFIGURE ] ABEO: Establishing baseline with no features...
[2025-11-25T18:22:14.860049] [DEBUG] [FORECASTER] ABEO: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T18:22:17.196906] [DEBUG] [FORECASTER] ABEO: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T18:22:17.361197] [DEBUG] [FORECASTER] ABEO: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T18:22:17.547101] [DEBUG] [FORECASTER] ABEO: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T18:22:17.742938] [DEBUG] [FORECASTER] ABEO: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-25T18:22:17.944263] [DEBUG] [FORECASTER] ABEO: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T18:22:19.711409] [DEBUG] [FORECASTER] ABEO: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T18:22:20.162107] [DEBUG] [FORECASTER] ABEO: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T18:22:20.357900] [DEBUG] [FORECASTER] ABEO: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T18:22:20.570455] [DEBUG] [FORECASTER] ABEO: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T18:22:20.570599] [INFO ] [CONFIGURE ] ABEO: Baseline score (no features): 30.00%
[2025-11-25T18:22:20.570662] [INFO ] [CONFIGURE ] ABEO: Testing feature 1/29: add_bollinger_bands
[2025-11-25T18:22:20.570704] [INFO ] [CONFIGURE ] ABEO: Testing with features: ['add_bollinger_bands']
[2025-11-25T18:22:20.805255] [DEBUG] [FORECASTER] ABEO: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T18:22:23.222600] [DEBUG] [FORECASTER] ABEO: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T18:22:23.435465] [DEBUG] [FORECASTER] ABEO: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T18:22:23.620613] [DEBUG] [FORECASTER] ABEO: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T18:22:23.825333] [DEBUG] [FORECASTER] ABEO: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T18:22:24.014076] [DEBUG] [FORECASTER] ABEO: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T18:22:24.199064] [DEBUG] [FORECASTER] ABEO: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T18:22:24.390051] [DEBUG] [FORECASTER] ABEO: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T18:22:24.575385] [DEBUG] [FORECASTER] ABEO: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T18:22:27.330843] [DEBUG] [FORECASTER] ABEO: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T18:22:27.331020] [INFO ] [CONFIGURE ] ABEO: KEPT add_bollinger_bands (score: 70.00%)
[2025-11-25T18:22:27.331063] [INFO ] [CONFIGURE ] JOB ETA: 114.4h | Avg: 6.7s/test | Remaining: 61131 tests
[2025-11-25T18:22:27.331097] [INFO ] [CONFIGURE ] ABEO: Testing feature 2/29: add_cumulative_delta
[2025-11-25T18:22:27.331128] [INFO ] [CONFIGURE ] ABEO: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta']
[2025-11-25T18:22:28.638848] [DEBUG] [FORECASTER] ABEO: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T18:22:33.253064] [DEBUG] [FORECASTER] ABEO: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T18:22:33.469592] [DEBUG] [FORECASTER] ABEO: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T18:22:33.688699] [DEBUG] [FORECASTER] ABEO: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T18:22:36.736043] [DEBUG] [FORECASTER] ABEO: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T18:22:36.962332] [DEBUG] [FORECASTER] ABEO: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T18:22:37.181316] [DEBUG] [FORECASTER] ABEO: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T18:22:37.406402] [DEBUG] [FORECASTER] ABEO: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T18:22:37.671198] [DEBUG] [FORECASTER] ABEO: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T18:22:37.907168] [DEBUG] [FORECASTER] ABEO: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T18:22:37.907351] [INFO ] [CONFIGURE ] ABEO: DISCARDED add_cumulative_delta (score: 50.00%)
[2025-11-25T18:22:37.907394] [INFO ] [CONFIGURE ] JOB ETA: 114.7h | Avg: 6.8s/test | Remaining: 61130 tests
[2025-11-25T18:22:37.907429] [INFO ] [CONFIGURE ] ABEO: Testing feature 3/29: add_daily_returns
[2025-11-25T18:22:37.907461] [INFO ] [CONFIGURE ] ABEO: Testing with features: ['add_bollinger_bands', 'add_daily_returns']
[2025-11-25T18:22:38.128501] [DEBUG] [FORECASTER] ABEO: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T18:22:43.533073] [DEBUG] [FORECASTER] ABEO: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T18:22:49.524593] [DEBUG] [FORECASTER] ABEO: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T18:22:49.727191] [DEBUG] [FORECASTER] ABEO: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T18:22:49.935473] [DEBUG] [FORECASTER] ABEO: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T18:22:56.722435] [DEBUG] [FORECASTER] ABEO: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T18:23:01.457674] [DEBUG] [FORECASTER] ABEO: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T18:23:01.816049] [DEBUG] [FORECASTER] ABEO: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T18:23:02.026613] [DEBUG] [FORECASTER] ABEO: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T18:23:02.264170] [DEBUG] [FORECASTER] ABEO: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T18:23:02.264302] [INFO ] [CONFIGURE ] ABEO: DISCARDED add_daily_returns (score: 60.00%)
[2025-11-25T18:23:02.264348] [INFO ] [CONFIGURE ] JOB ETA: 116.0h | Avg: 6.8s/test | Remaining: 61129 tests
[2025-11-25T18:23:02.264385] [INFO ] [CONFIGURE ] ABEO: Testing feature 4/29: add_ema
[2025-11-25T18:23:02.264429] [INFO ] [CONFIGURE ] ABEO: Testing with features: ['add_bollinger_bands', 'add_ema']
[2025-11-25T18:23:02.512182] [DEBUG] [FORECASTER] ABEO: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T18:23:02.757805] [DEBUG] [FORECASTER] ABEO: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T18:23:03.568786] [DEBUG] [FORECASTER] ABEO: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T18:23:03.800056] [DEBUG] [FORECASTER] ABEO: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T18:23:04.033792] [DEBUG] [FORECASTER] ABEO: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T18:23:04.269325] [DEBUG] [FORECASTER] ABEO: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T18:23:07.120309] [DEBUG] [FORECASTER] ABEO: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T18:23:12.805505] [DEBUG] [FORECASTER] ABEO: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T18:23:19.765612] [DEBUG] [FORECASTER] ABEO: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T18:23:20.385290] [DEBUG] [FORECASTER] ABEO: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T18:23:20.385507] [INFO ] [CONFIGURE ] ABEO: DISCARDED add_ema (score: 50.00%)
[2025-11-25T18:23:20.385554] [INFO ] [CONFIGURE ] JOB ETA: 116.8h | Avg: 6.9s/test | Remaining: 61128 tests
[2025-11-25T18:23:20.385630] [INFO ] [CONFIGURE ] ABEO: Testing feature 5/29: add_exhaustion_signals
[2025-11-25T18:23:20.385692] [INFO ] [CONFIGURE ] ABEO: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals']
[2025-11-25T18:23:21.817283] [DEBUG] [FORECASTER] ABEO: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T18:23:22.056213] [DEBUG] [FORECASTER] ABEO: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T18:23:22.292288] [DEBUG] [FORECASTER] ABEO: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T18:23:22.554237] [DEBUG] [FORECASTER] ABEO: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T18:23:22.798504] [DEBUG] [FORECASTER] ABEO: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-25T18:23:23.039145] [DEBUG] [FORECASTER] ABEO: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T18:23:23.271531] [DEBUG] [FORECASTER] ABEO: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T18:23:23.527270] [DEBUG] [FORECASTER] ABEO: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T18:23:23.854527] [DEBUG] [FORECASTER] ABEO: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T18:23:24.089391] [DEBUG] [FORECASTER] ABEO: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T18:23:24.089569] [INFO ] [CONFIGURE ] ABEO: DISCARDED add_exhaustion_signals (score: 60.00%)
[2025-11-25T18:23:24.089615] [INFO ] [CONFIGURE ] JOB ETA: 116.5h | Avg: 6.9s/test | Remaining: 61127 tests
[2025-11-25T18:23:24.089674] [INFO ] [CONFIGURE ] ABEO: Testing feature 6/29: add_failed_moves
[2025-11-25T18:23:24.089709] [INFO ] [CONFIGURE ] ABEO: Testing with features: ['add_bollinger_bands', 'add_failed_moves']
[2025-11-25T18:23:24.291893] [DEBUG] [FORECASTER] ABEO: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T18:23:24.490844] [DEBUG] [FORECASTER] ABEO: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T18:23:24.718256] [DEBUG] [FORECASTER] ABEO: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T18:23:24.917060] [DEBUG] [FORECASTER] ABEO: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T18:23:25.116255] [DEBUG] [FORECASTER] ABEO: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T18:23:25.325066] [DEBUG] [FORECASTER] ABEO: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T18:23:25.527240] [DEBUG] [FORECASTER] ABEO: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T18:23:25.768739] [DEBUG] [FORECASTER] ABEO: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T18:23:25.969726] [DEBUG] [FORECASTER] ABEO: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T18:23:26.170314] [DEBUG] [FORECASTER] ABEO: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T18:23:26.170474] [INFO ] [CONFIGURE ] ABEO: DISCARDED add_failed_moves (score: 70.00%)
[2025-11-25T18:23:26.170517] [INFO ] [CONFIGURE ] JOB ETA: 116.2h | Avg: 6.8s/test | Remaining: 61126 tests
[2025-11-25T18:23:26.170552] [INFO ] [CONFIGURE ] ABEO: Testing feature 7/29: add_lag_shelf
[2025-11-25T18:23:26.170585] [INFO ] [CONFIGURE ] ABEO: Testing with features: ['add_bollinger_bands', 'add_lag_shelf']
[2025-11-25T18:23:26.356688] [DEBUG] [FORECASTER] ABEO: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T18:23:26.624778] [DEBUG] [FORECASTER] ABEO: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T18:23:26.826042] [DEBUG] [FORECASTER] ABEO: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T18:23:27.025253] [DEBUG] [FORECASTER] ABEO: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T18:23:27.217586] [DEBUG] [FORECASTER] ABEO: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T18:23:27.417228] [DEBUG] [FORECASTER] ABEO: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T18:23:27.615940] [DEBUG] [FORECASTER] ABEO: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T18:23:27.816854] [DEBUG] [FORECASTER] ABEO: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T18:23:28.009665] [DEBUG] [FORECASTER] ABEO: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T18:23:28.199235] [DEBUG] [FORECASTER] ABEO: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T18:23:28.199377] [INFO ] [CONFIGURE ] ABEO: DISCARDED add_lag_shelf (score: 70.00%)
[2025-11-25T18:23:28.199421] [INFO ] [CONFIGURE ] JOB ETA: 115.9h | Avg: 6.8s/test | Remaining: 61125 tests
[2025-11-25T18:23:28.199455] [INFO ] [CONFIGURE ] ABEO: Testing feature 8/29: add_macd
[2025-11-25T18:23:28.199486] [INFO ] [CONFIGURE ] ABEO: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd']
[2025-11-25T18:23:28.468900] [DEBUG] [FORECASTER] ABEO: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T18:23:28.744313] [DEBUG] [FORECASTER] ABEO: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T18:23:29.027078] [DEBUG] [FORECASTER] ABEO: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T18:23:29.363227] [DEBUG] [FORECASTER] ABEO: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T18:23:29.691280] [DEBUG] [FORECASTER] ABEO: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T18:23:29.984431] [DEBUG] [FORECASTER] ABEO: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T18:23:30.271488] [DEBUG] [FORECASTER] ABEO: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T18:23:30.629757] [DEBUG] [FORECASTER] ABEO: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T18:23:30.928481] [DEBUG] [FORECASTER] ABEO: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T18:23:31.220938] [DEBUG] [FORECASTER] ABEO: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T18:23:31.221102] [INFO ] [CONFIGURE ] ABEO: DISCARDED add_macd (score: 70.00%)
[2025-11-25T18:23:31.221147] [INFO ] [CONFIGURE ] JOB ETA: 115.6h | Avg: 6.8s/test | Remaining: 61124 tests
[2025-11-25T18:23:31.221181] [INFO ] [CONFIGURE ] ABEO: Testing feature 9/29: add_mfi
[2025-11-25T18:23:31.221213] [INFO ] [CONFIGURE ] ABEO: Testing with features: ['add_bollinger_bands', 'add_mfi']
[2025-11-25T18:23:31.430729] [DEBUG] [FORECASTER] ABEO: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T18:23:31.634633] [DEBUG] [FORECASTER] ABEO: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T18:23:31.846180] [DEBUG] [FORECASTER] ABEO: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T18:23:33.584420] [DEBUG] [FORECASTER] ABEO: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T18:23:33.798518] [DEBUG] [FORECASTER] ABEO: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T18:23:34.057575] [DEBUG] [FORECASTER] ABEO: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T18:23:34.271621] [DEBUG] [FORECASTER] ABEO: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T18:23:34.488111] [DEBUG] [FORECASTER] ABEO: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T18:23:34.702597] [DEBUG] [FORECASTER] ABEO: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T18:23:34.928122] [DEBUG] [FORECASTER] ABEO: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T18:23:34.928276] [INFO ] [CONFIGURE ] ABEO: DISCARDED add_mfi (score: 70.00%)
[2025-11-25T18:23:34.928319] [INFO ] [CONFIGURE ] JOB ETA: 115.4h | Avg: 6.8s/test | Remaining: 61123 tests
[2025-11-25T18:23:34.928354] [INFO ] [CONFIGURE ] ABEO: Testing feature 10/29: add_momentum_acceleration
[2025-11-25T18:23:34.928386] [INFO ] [CONFIGURE ] ABEO: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-11-25T18:23:35.203060] [DEBUG] [FORECASTER] ABEO: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T18:23:35.518475] [DEBUG] [FORECASTER] ABEO: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T18:23:35.870430] [DEBUG] [FORECASTER] ABEO: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T18:23:38.940783] [DEBUG] [FORECASTER] ABEO: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T18:23:44.478916] [DEBUG] [FORECASTER] ABEO: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T18:23:47.286556] [DEBUG] [FORECASTER] ABEO: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T18:23:47.634911] [DEBUG] [FORECASTER] ABEO: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T18:23:47.988012] [DEBUG] [FORECASTER] ABEO: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T18:23:49.734050] [DEBUG] [FORECASTER] ABEO: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T18:23:50.043997] [DEBUG] [FORECASTER] ABEO: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T18:23:50.044179] [INFO ] [CONFIGURE ] ABEO: DISCARDED add_momentum_acceleration (score: 60.00%)
[2025-11-25T18:23:50.044225] [INFO ] [CONFIGURE ] JOB ETA: 115.9h | Avg: 6.8s/test | Remaining: 61122 tests
[2025-11-25T18:23:50.044263] [INFO ] [CONFIGURE ] ABEO: Testing feature 11/29: add_obv_daily
[2025-11-25T18:23:50.044294] [INFO ] [CONFIGURE ] ABEO: Testing with features: ['add_bollinger_bands', 'add_obv_daily']
[2025-11-25T18:23:50.300834] [DEBUG] [FORECASTER] ABEO: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T18:23:50.538204] [DEBUG] [FORECASTER] ABEO: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T18:23:50.800376] [DEBUG] [FORECASTER] ABEO: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T18:23:51.040482] [DEBUG] [FORECASTER] ABEO: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T18:23:51.335012] [DEBUG] [FORECASTER] ABEO: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-25T18:23:51.575945] [DEBUG] [FORECASTER] ABEO: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T18:23:51.892604] [DEBUG] [FORECASTER] ABEO: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T18:23:52.157891] [DEBUG] [FORECASTER] ABEO: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T18:23:52.411798] [DEBUG] [FORECASTER] ABEO: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T18:23:52.646165] [DEBUG] [FORECASTER] ABEO: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T18:23:52.646317] [INFO ] [CONFIGURE ] ABEO: DISCARDED add_obv_daily (score: 50.00%)
[2025-11-25T18:23:52.646362] [INFO ] [CONFIGURE ] JOB ETA: 115.7h | Avg: 6.8s/test | Remaining: 61121 tests
[2025-11-25T18:23:52.646398] [INFO ] [CONFIGURE ] ABEO: Testing feature 12/29: add_obv_interval
[2025-11-25T18:23:52.646431] [INFO ] [CONFIGURE ] ABEO: Testing with features: ['add_bollinger_bands', 'add_obv_interval']
[2025-11-25T18:23:52.891072] [DEBUG] [FORECASTER] ABEO: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T18:23:53.123387] [DEBUG] [FORECASTER] ABEO: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T18:23:53.396819] [DEBUG] [FORECASTER] ABEO: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T18:23:53.617996] [DEBUG] [FORECASTER] ABEO: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T18:23:53.844120] [DEBUG] [FORECASTER] ABEO: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T18:23:54.046635] [DEBUG] [FORECASTER] ABEO: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T18:23:54.246375] [DEBUG] [FORECASTER] ABEO: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T18:23:54.451752] [DEBUG] [FORECASTER] ABEO: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T18:23:54.660334] [DEBUG] [FORECASTER] ABEO: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T18:23:54.883879] [DEBUG] [FORECASTER] ABEO: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T18:23:54.884034] [INFO ] [CONFIGURE ] ABEO: DISCARDED add_obv_interval (score: 50.00%)
[2025-11-25T18:23:54.884079] [INFO ] [CONFIGURE ] JOB ETA: 115.3h | Avg: 6.8s/test | Remaining: 61120 tests
[2025-11-25T18:23:54.884115] [INFO ] [CONFIGURE ] ABEO: Testing feature 13/29: add_opening_strength
[2025-11-25T18:23:54.884149] [INFO ] [CONFIGURE ] ABEO: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_opening_strength']
[2025-11-25T18:23:55.187686] [DEBUG] [FORECASTER] ABEO: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T18:23:55.449193] [DEBUG] [FORECASTER] ABEO: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T18:23:57.695935] [DEBUG] [FORECASTER] ABEO: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T18:23:57.997371] [DEBUG] [FORECASTER] ABEO: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T18:23:58.365945] [DEBUG] [FORECASTER] ABEO: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T18:24:01.770316] [DEBUG] [FORECASTER] ABEO: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T18:24:02.182806] [DEBUG] [FORECASTER] ABEO: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T18:24:03.774442] [DEBUG] [FORECASTER] ABEO: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T18:24:03.989452] [DEBUG] [FORECASTER] ABEO: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T18:24:05.623045] [DEBUG] [FORECASTER] ABEO: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T18:24:05.623241] [INFO ] [CONFIGURE ] ABEO: DISCARDED add_opening_strength (score: 60.00%)
[2025-11-25T18:24:05.623287] [INFO ] [CONFIGURE ] JOB ETA: 115.6h | Avg: 6.8s/test | Remaining: 61119 tests
[2025-11-25T18:24:05.623323] [INFO ] [CONFIGURE ] ABEO: Testing feature 14/29: add_order_flow_imbalance
[2025-11-25T18:24:05.623356] [INFO ] [CONFIGURE ] ABEO: Testing with features: ['add_bollinger_bands', 'add_order_flow_imbalance']
[2025-11-25T18:24:05.857103] [DEBUG] [FORECASTER] ABEO: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T18:24:06.135598] [DEBUG] [FORECASTER] ABEO: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T18:24:07.404463] [DEBUG] [FORECASTER] ABEO: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T18:24:07.690836] [DEBUG] [FORECASTER] ABEO: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T18:24:07.942493] [DEBUG] [FORECASTER] ABEO: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T18:24:08.244062] [DEBUG] [FORECASTER] ABEO: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T18:24:08.526223] [DEBUG] [FORECASTER] ABEO: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T18:24:08.797699] [DEBUG] [FORECASTER] ABEO: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T18:24:09.103413] [DEBUG] [FORECASTER] ABEO: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T18:24:09.421055] [DEBUG] [FORECASTER] ABEO: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T18:24:09.421294] [INFO ] [CONFIGURE ] ABEO: DISCARDED add_order_flow_imbalance (score: 60.00%)
[2025-11-25T18:24:09.421344] [INFO ] [CONFIGURE ] JOB ETA: 115.4h | Avg: 6.8s/test | Remaining: 61118 tests
[2025-11-25T18:24:09.421383] [INFO ] [CONFIGURE ] ABEO: Testing feature 15/29: add_pbf_morning_momentum
[2025-11-25T18:24:09.421421] [INFO ] [CONFIGURE ] ABEO: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum']
[2025-11-25T18:24:09.695792] [DEBUG] [FORECASTER] ABEO: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T18:24:09.921862] [DEBUG] [FORECASTER] ABEO: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T18:24:10.193224] [DEBUG] [FORECASTER] ABEO: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T18:24:10.411288] [DEBUG] [FORECASTER] ABEO: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T18:24:10.649239] [DEBUG] [FORECASTER] ABEO: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T18:24:10.909797] [DEBUG] [FORECASTER] ABEO: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T18:24:11.121465] [DEBUG] [FORECASTER] ABEO: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T18:24:12.540143] [DEBUG] [FORECASTER] ABEO: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T18:24:12.772928] [DEBUG] [FORECASTER] ABEO: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T18:24:13.041758] [DEBUG] [FORECASTER] ABEO: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T18:24:13.042200] [INFO ] [CONFIGURE ] ABEO: DISCARDED add_pbf_morning_momentum (score: 70.00%)
[2025-11-25T18:24:13.042246] [INFO ] [CONFIGURE ] JOB ETA: 115.2h | Avg: 6.8s/test | Remaining: 61117 tests
[2025-11-25T18:24:13.042284] [INFO ] [CONFIGURE ] ABEO: Testing feature 16/29: add_pbf_overnight_gap
[2025-11-25T18:24:13.042317] [INFO ] [CONFIGURE ] ABEO: Testing with features: ['add_bollinger_bands', 'add_pbf_overnight_gap']
[2025-11-25T18:24:13.289133] [DEBUG] [FORECASTER] ABEO: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T18:24:13.533616] [DEBUG] [FORECASTER] ABEO: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T18:24:19.922035] [DEBUG] [FORECASTER] ABEO: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T18:24:28.032877] [DEBUG] [FORECASTER] ABEO: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T18:24:36.921660] [DEBUG] [FORECASTER] ABEO: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T18:24:42.669655] [DEBUG] [FORECASTER] ABEO: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T18:24:49.725619] [DEBUG] [FORECASTER] ABEO: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T18:24:52.999295] [DEBUG] [FORECASTER] ABEO: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T18:25:02.314778] [DEBUG] [FORECASTER] ABEO: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T18:25:06.602003] [DEBUG] [FORECASTER] ABEO: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T18:25:06.602173] [INFO ] [CONFIGURE ] ABEO: DISCARDED add_pbf_overnight_gap (score: 60.00%)
[2025-11-25T18:25:06.602219] [INFO ] [CONFIGURE ] JOB ETA: 118.4h | Avg: 7.0s/test | Remaining: 61116 tests
[2025-11-25T18:25:06.602256] [INFO ] [CONFIGURE ] ABEO: Testing feature 17/29: add_pbf_return_2d
[2025-11-25T18:25:06.602289] [INFO ] [CONFIGURE ] ABEO: Testing with features: ['add_bollinger_bands', 'add_pbf_return_2d']
[2025-11-25T18:25:06.804734] [DEBUG] [FORECASTER] ABEO: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T18:25:07.001518] [DEBUG] [FORECASTER] ABEO: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T18:25:12.688778] [DEBUG] [FORECASTER] ABEO: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T18:25:17.898608] [DEBUG] [FORECASTER] ABEO: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T18:25:18.124306] [DEBUG] [FORECASTER] ABEO: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T18:25:18.367341] [DEBUG] [FORECASTER] ABEO: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T18:25:20.632791] [DEBUG] [FORECASTER] ABEO: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T18:25:20.871343] [DEBUG] [FORECASTER] ABEO: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T18:25:21.147862] [DEBUG] [FORECASTER] ABEO: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T18:25:21.414131] [DEBUG] [FORECASTER] ABEO: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T18:25:21.414330] [INFO ] [CONFIGURE ] ABEO: DISCARDED add_pbf_return_2d (score: 60.00%)
[2025-11-25T18:25:21.414375] [INFO ] [CONFIGURE ] JOB ETA: 118.9h | Avg: 7.0s/test | Remaining: 61115 tests
[2025-11-25T18:25:21.414410] [INFO ] [CONFIGURE ] ABEO: Testing feature 18/29: add_pbf_volatility_5d
[2025-11-25T18:25:21.414443] [INFO ] [CONFIGURE ] ABEO: Testing with features: ['add_bollinger_bands', 'add_pbf_volatility_5d']
[2025-11-25T18:25:21.651430] [DEBUG] [FORECASTER] ABEO: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T18:25:21.854616] [DEBUG] [FORECASTER] ABEO: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T18:25:22.063382] [DEBUG] [FORECASTER] ABEO: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T18:25:22.282418] [DEBUG] [FORECASTER] ABEO: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T18:25:22.506605] [DEBUG] [FORECASTER] ABEO: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-25T18:25:22.717475] [DEBUG] [FORECASTER] ABEO: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T18:25:22.919819] [DEBUG] [FORECASTER] ABEO: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T18:25:23.120773] [DEBUG] [FORECASTER] ABEO: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T18:25:23.336480] [DEBUG] [FORECASTER] ABEO: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T18:25:23.579950] [DEBUG] [FORECASTER] ABEO: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T18:25:23.580106] [INFO ] [CONFIGURE ] ABEO: KEPT add_pbf_volatility_5d (score: 80.00%)
[2025-11-25T18:25:23.580151] [INFO ] [CONFIGURE ] JOB ETA: 118.6h | Avg: 7.0s/test | Remaining: 61114 tests
[2025-11-25T18:25:23.580185] [INFO ] [CONFIGURE ] ABEO: Testing feature 19/29: add_pbf_vs_sma_5
[2025-11-25T18:25:23.580217] [INFO ] [CONFIGURE ] ABEO: Testing with features: ['add_bollinger_bands', 'add_pbf_volatility_5d', 'add_pbf_vs_sma_5']
[2025-11-25T18:25:23.792756] [DEBUG] [FORECASTER] ABEO: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T18:25:24.013692] [DEBUG] [FORECASTER] ABEO: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T18:25:24.217313] [DEBUG] [FORECASTER] ABEO: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T18:25:24.438306] [DEBUG] [FORECASTER] ABEO: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T18:25:25.245016] [DEBUG] [FORECASTER] ABEO: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-25T18:25:25.475081] [DEBUG] [FORECASTER] ABEO: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T18:25:25.731601] [DEBUG] [FORECASTER] ABEO: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T18:25:25.953190] [DEBUG] [FORECASTER] ABEO: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T18:25:26.164346] [DEBUG] [FORECASTER] ABEO: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T18:25:26.398207] [DEBUG] [FORECASTER] ABEO: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T18:25:26.398392] [INFO ] [CONFIGURE ] ABEO: DISCARDED add_pbf_vs_sma_5 (score: 80.00%)
[2025-11-25T18:25:26.398439] [INFO ] [CONFIGURE ] JOB ETA: 118.3h | Avg: 7.0s/test | Remaining: 61113 tests
[2025-11-25T18:25:26.398475] [INFO ] [CONFIGURE ] ABEO: Testing feature 20/29: add_price_rejection
[2025-11-25T18:25:26.398512] [INFO ] [CONFIGURE ] ABEO: Testing with features: ['add_bollinger_bands', 'add_pbf_volatility_5d', 'add_price_rejection']
[2025-11-25T18:25:26.676462] [DEBUG] [FORECASTER] ABEO: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T18:25:26.917405] [DEBUG] [FORECASTER] ABEO: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T18:25:27.171036] [DEBUG] [FORECASTER] ABEO: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T18:25:27.453897] [DEBUG] [FORECASTER] ABEO: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T18:25:27.735416] [DEBUG] [FORECASTER] ABEO: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-25T18:25:27.979015] [DEBUG] [FORECASTER] ABEO: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T18:25:28.228705] [DEBUG] [FORECASTER] ABEO: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T18:25:28.488604] [DEBUG] [FORECASTER] ABEO: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T18:25:28.736831] [DEBUG] [FORECASTER] ABEO: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T18:25:28.986454] [DEBUG] [FORECASTER] ABEO: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T18:25:28.986607] [INFO ] [CONFIGURE ] ABEO: DISCARDED add_price_rejection (score: 70.00%)
[2025-11-25T18:25:28.986670] [INFO ] [CONFIGURE ] JOB ETA: 118.0h | Avg: 7.0s/test | Remaining: 61112 tests
[2025-11-25T18:25:28.986707] [INFO ] [CONFIGURE ] ABEO: Testing feature 21/29: add_range_position
[2025-11-25T18:25:28.986739] [INFO ] [CONFIGURE ] ABEO: Testing with features: ['add_bollinger_bands', 'add_pbf_volatility_5d', 'add_range_position']
[2025-11-25T18:25:29.296445] [DEBUG] [FORECASTER] ABEO: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T18:25:29.566916] [DEBUG] [FORECASTER] ABEO: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T18:25:29.828917] [DEBUG] [FORECASTER] ABEO: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T18:25:30.085341] [DEBUG] [FORECASTER] ABEO: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T18:25:30.351694] [DEBUG] [FORECASTER] ABEO: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-25T18:25:30.615413] [DEBUG] [FORECASTER] ABEO: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T18:25:30.921262] [DEBUG] [FORECASTER] ABEO: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T18:25:31.187051] [DEBUG] [FORECASTER] ABEO: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T18:25:31.456923] [DEBUG] [FORECASTER] ABEO: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T18:25:35.135397] [DEBUG] [FORECASTER] ABEO: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T18:25:35.135593] [INFO ] [CONFIGURE ] ABEO: DISCARDED add_range_position (score: 70.00%)
[2025-11-25T18:25:35.135660] [INFO ] [CONFIGURE ] JOB ETA: 117.9h | Avg: 6.9s/test | Remaining: 61111 tests
[2025-11-25T18:25:35.135733] [INFO ] [CONFIGURE ] ABEO: Testing feature 22/29: add_realized_volatility
[2025-11-25T18:25:35.135770] [INFO ] [CONFIGURE ] ABEO: Testing with features: ['add_bollinger_bands', 'add_pbf_volatility_5d', 'add_realized_volatility']
[2025-11-25T18:25:35.452833] [DEBUG] [FORECASTER] ABEO: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T18:25:42.500608] [DEBUG] [FORECASTER] ABEO: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T18:25:42.817339] [DEBUG] [FORECASTER] ABEO: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T18:25:43.117911] [DEBUG] [FORECASTER] ABEO: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T18:25:44.483797] [DEBUG] [FORECASTER] ABEO: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-25T18:25:46.601889] [DEBUG] [FORECASTER] ABEO: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T18:25:46.915540] [DEBUG] [FORECASTER] ABEO: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T18:25:47.229748] [DEBUG] [FORECASTER] ABEO: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T18:25:47.538997] [DEBUG] [FORECASTER] ABEO: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T18:25:47.858946] [DEBUG] [FORECASTER] ABEO: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T18:25:47.859128] [INFO ] [CONFIGURE ] ABEO: DISCARDED add_realized_volatility (score: 80.00%)
[2025-11-25T18:25:47.859205] [INFO ] [CONFIGURE ] JOB ETA: 118.3h | Avg: 7.0s/test | Remaining: 61110 tests
[2025-11-25T18:25:47.859256] [INFO ] [CONFIGURE ] ABEO: Testing feature 23/29: add_recent_range_context
[2025-11-25T18:25:47.859302] [INFO ] [CONFIGURE ] ABEO: Testing with features: ['add_bollinger_bands', 'add_pbf_volatility_5d', 'add_recent_range_context']
[2025-11-25T18:25:51.976931] [DEBUG] [FORECASTER] ABEO: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T18:25:56.958080] [DEBUG] [FORECASTER] ABEO: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T18:25:58.337957] [DEBUG] [FORECASTER] ABEO: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T18:26:04.714218] [DEBUG] [FORECASTER] ABEO: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T18:26:13.616658] [DEBUG] [FORECASTER] ABEO: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-25T18:26:22.161235] [DEBUG] [FORECASTER] ABEO: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T18:26:24.618127] [DEBUG] [FORECASTER] ABEO: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T18:26:33.654801] [DEBUG] [FORECASTER] ABEO: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T18:26:42.160980] [DEBUG] [FORECASTER] ABEO: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T18:26:48.093848] [DEBUG] [FORECASTER] ABEO: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T18:26:48.094030] [INFO ] [CONFIGURE ] ABEO: DISCARDED add_recent_range_context (score: 70.00%)
[2025-11-25T18:26:48.094075] [INFO ] [CONFIGURE ] JOB ETA: 121.9h | Avg: 7.2s/test | Remaining: 61109 tests
[2025-11-25T18:26:48.094111] [INFO ] [CONFIGURE ] ABEO: Testing feature 24/29: add_rsi
[2025-11-25T18:26:48.094145] [INFO ] [CONFIGURE ] ABEO: Testing with features: ['add_bollinger_bands', 'add_pbf_volatility_5d', 'add_ema', 'add_rsi']
[2025-11-25T18:26:56.472695] [DEBUG] [FORECASTER] ABEO: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T18:27:01.339089] [DEBUG] [FORECASTER] ABEO: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T18:27:01.615854] [DEBUG] [FORECASTER] ABEO: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T18:27:01.883303] [DEBUG] [FORECASTER] ABEO: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T18:27:02.138525] [DEBUG] [FORECASTER] ABEO: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T18:27:02.468225] [DEBUG] [FORECASTER] ABEO: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T18:27:02.790347] [DEBUG] [FORECASTER] ABEO: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T18:27:03.075585] [DEBUG] [FORECASTER] ABEO: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T18:27:03.360608] [DEBUG] [FORECASTER] ABEO: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T18:27:03.675152] [DEBUG] [FORECASTER] ABEO: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T18:27:03.675418] [INFO ] [CONFIGURE ] ABEO: DISCARDED add_rsi (score: 60.00%)
[2025-11-25T18:27:03.675498] [INFO ] [CONFIGURE ] JOB ETA: 122.4h | Avg: 7.2s/test | Remaining: 61108 tests
[2025-11-25T18:27:03.675540] [INFO ] [CONFIGURE ] ABEO: Testing feature 25/29: add_tick_distribution
[2025-11-25T18:27:03.675578] [INFO ] [CONFIGURE ] ABEO: Testing with features: ['add_bollinger_bands', 'add_pbf_volatility_5d', 'add_tick_distribution']
[2025-11-25T18:27:03.911553] [DEBUG] [FORECASTER] ABEO: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T18:27:04.196596] [DEBUG] [FORECASTER] ABEO: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T18:27:04.395886] [DEBUG] [FORECASTER] ABEO: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T18:27:04.628615] [DEBUG] [FORECASTER] ABEO: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T18:27:04.832095] [DEBUG] [FORECASTER] ABEO: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-25T18:27:05.031905] [DEBUG] [FORECASTER] ABEO: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T18:27:05.237997] [DEBUG] [FORECASTER] ABEO: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T18:27:05.501499] [DEBUG] [FORECASTER] ABEO: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T18:27:05.736897] [DEBUG] [FORECASTER] ABEO: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T18:27:05.965094] [DEBUG] [FORECASTER] ABEO: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T18:27:05.965336] [INFO ] [CONFIGURE ] ABEO: DISCARDED add_tick_distribution (score: 80.00%)
[2025-11-25T18:27:05.965384] [INFO ] [CONFIGURE ] JOB ETA: 122.1h | Avg: 7.2s/test | Remaining: 61107 tests
[2025-11-25T18:27:05.965419] [INFO ] [CONFIGURE ] ABEO: Testing feature 26/29: add_volume_momentum_confirmation
[2025-11-25T18:27:05.965452] [INFO ] [CONFIGURE ] ABEO: Testing with features: ['add_bollinger_bands', 'add_pbf_volatility_5d', 'add_volume_momentum_confirmation']
[2025-11-25T18:27:06.186761] [DEBUG] [FORECASTER] ABEO: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T18:27:06.409069] [DEBUG] [FORECASTER] ABEO: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T18:27:06.706487] [DEBUG] [FORECASTER] ABEO: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T18:27:06.924308] [DEBUG] [FORECASTER] ABEO: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T18:27:07.151228] [DEBUG] [FORECASTER] ABEO: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-25T18:27:07.361634] [DEBUG] [FORECASTER] ABEO: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T18:27:07.582034] [DEBUG] [FORECASTER] ABEO: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T18:27:07.801933] [DEBUG] [FORECASTER] ABEO: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T18:27:08.055038] [DEBUG] [FORECASTER] ABEO: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T18:27:08.275809] [DEBUG] [FORECASTER] ABEO: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T18:27:08.275971] [INFO ] [CONFIGURE ] ABEO: DISCARDED add_volume_momentum_confirmation (score: 80.00%)
[2025-11-25T18:27:08.276014] [INFO ] [CONFIGURE ] JOB ETA: 121.8h | Avg: 7.2s/test | Remaining: 61106 tests
[2025-11-25T18:27:08.276049] [INFO ] [CONFIGURE ] ABEO: Testing feature 27/29: add_volume_price_divergence
[2025-11-25T18:27:08.276082] [INFO ] [CONFIGURE ] ABEO: Testing with features: ['add_bollinger_bands', 'add_pbf_volatility_5d', 'add_volume_price_divergence']
[2025-11-25T18:27:08.512506] [DEBUG] [FORECASTER] ABEO: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T18:27:08.799412] [DEBUG] [FORECASTER] ABEO: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T18:27:09.038247] [DEBUG] [FORECASTER] ABEO: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T18:27:09.370236] [DEBUG] [FORECASTER] ABEO: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T18:27:09.632316] [DEBUG] [FORECASTER] ABEO: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-25T18:27:09.894204] [DEBUG] [FORECASTER] ABEO: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T18:27:10.148209] [DEBUG] [FORECASTER] ABEO: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T18:27:10.401047] [DEBUG] [FORECASTER] ABEO: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T18:27:10.673782] [DEBUG] [FORECASTER] ABEO: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T18:27:10.933720] [DEBUG] [FORECASTER] ABEO: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T18:27:10.933885] [INFO ] [CONFIGURE ] ABEO: DISCARDED add_volume_price_divergence (score: 60.00%)
[2025-11-25T18:27:10.933929] [INFO ] [CONFIGURE ] JOB ETA: 121.5h | Avg: 7.2s/test | Remaining: 61105 tests
[2025-11-25T18:27:10.934002] [INFO ] [CONFIGURE ] ABEO: Testing feature 28/29: add_volume_profile
[2025-11-25T18:27:10.934038] [INFO ] [CONFIGURE ] ABEO: Testing with features: ['add_bollinger_bands', 'add_pbf_volatility_5d', 'add_volume_profile']
[2025-11-25T18:27:11.166847] [DEBUG] [FORECASTER] ABEO: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T18:27:11.403687] [DEBUG] [FORECASTER] ABEO: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T18:27:11.700564] [DEBUG] [FORECASTER] ABEO: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T18:27:11.938741] [DEBUG] [FORECASTER] ABEO: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T18:27:12.159683] [DEBUG] [FORECASTER] ABEO: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-25T18:27:12.409489] [DEBUG] [FORECASTER] ABEO: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T18:27:12.648297] [DEBUG] [FORECASTER] ABEO: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T18:27:12.938841] [DEBUG] [FORECASTER] ABEO: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T18:27:13.180059] [DEBUG] [FORECASTER] ABEO: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T18:27:13.420468] [DEBUG] [FORECASTER] ABEO: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T18:27:13.420613] [INFO ] [CONFIGURE ] ABEO: DISCARDED add_volume_profile (score: 60.00%)
[2025-11-25T18:27:13.420675] [INFO ] [CONFIGURE ] JOB ETA: 121.2h | Avg: 7.1s/test | Remaining: 61104 tests
[2025-11-25T18:27:13.420713] [INFO ] [CONFIGURE ] ABEO: Testing feature 29/29: add_vwap
[2025-11-25T18:27:13.420745] [INFO ] [CONFIGURE ] ABEO: Testing with features: ['add_bollinger_bands', 'add_pbf_volatility_5d', 'add_vwap']
[2025-11-25T18:27:13.657277] [DEBUG] [FORECASTER] ABEO: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T18:27:13.913342] [DEBUG] [FORECASTER] ABEO: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T18:27:14.167233] [DEBUG] [FORECASTER] ABEO: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T18:27:14.409435] [DEBUG] [FORECASTER] ABEO: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T18:27:14.671326] [DEBUG] [FORECASTER] ABEO: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-25T18:27:14.929593] [DEBUG] [FORECASTER] ABEO: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T18:27:15.176479] [DEBUG] [FORECASTER] ABEO: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T18:27:15.424289] [DEBUG] [FORECASTER] ABEO: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T18:27:15.671575] [DEBUG] [FORECASTER] ABEO: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T18:27:15.933903] [DEBUG] [FORECASTER] ABEO: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T18:27:15.934069] [INFO ] [CONFIGURE ] ABEO: DISCARDED add_vwap (score: 70.00%)
[2025-11-25T18:27:15.934113] [INFO ] [CONFIGURE ] JOB ETA: 120.9h | Avg: 7.1s/test | Remaining: 61103 tests
[2025-11-25T18:27:15.934149] [INFO ] [CONFIGURE ] ABEO: ===== FEATURE SELECTION COMPLETE =====
[2025-11-25T18:27:15.934179] [INFO ] [CONFIGURE ] ABEO: Best accuracy: 80.00%
[2025-11-25T18:27:15.934210] [INFO ] [CONFIGURE ] ABEO: Best feature set (2 features): ['add_bollinger_bands', 'add_pbf_volatility_5d']
[2025-11-25T18:27:15.934239] [INFO ] [CONFIGURE ] ABEO: Improvement over baseline: 50.00%
[2025-11-25T18:27:15.934265] [INFO ] [CONFIGURE ] ABEO: Total time: 4.9 minutes
[2025-11-25T18:27:15.934291] [INFO ] [CONFIGURE ] ABEO: Average time per feature: 10.2 seconds
[2025-11-25T18:27:15.934318] [INFO ] [CONFIGURE ] ABEO: Average speed: 0.10 features/sec
[2025-11-25T18:27:15.934715] [INFO ] [LOCAL     ] Saved configuration for ABEO: 2 features, 80.00% accuracy -> ./output/feature-sets/ABEO.json
[2025-11-25T18:27:15.934762] [INFO ] [CONFIGURE ] ABEO: Configuration saved successfully: 2 features, 80.00% accuracy.
[2025-11-25T18:27:15.934807] [INFO ] [sig       ] [9/2116] Successfully configured ABEO | 0.00 sym/s | Total: 31.4m | ETA: 122.4h
[2025-11-25T18:27:15.934840] [INFO ] [sig       ] [10/2116] Configuring ABL...
[2025-11-25T18:27:15.934870] [INFO ] [CONFIGURE ] ABL: Configurate test run.
[2025-11-25T18:27:15.934900] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ABL' from 'https://tdm.silogroup.org/data/derivative_storage/ABL.csv'.
[2025-11-25T18:27:15.945839] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ABL'.
[2025-11-25T18:27:15.946178] [INFO ] [CONFIGURE ] ABL: Testing with 29 available features
[2025-11-25T18:27:15.946225] [INFO ] [CONFIGURE ] ABL: Establishing baseline with no features...
[2025-11-25T18:27:16.131887] [DEBUG] [FORECASTER] ABL: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T18:27:16.311569] [DEBUG] [FORECASTER] ABL: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0
[2025-11-25T18:27:16.493253] [DEBUG] [FORECASTER] ABL: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T18:27:20.974175] [DEBUG] [FORECASTER] ABL: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-25T18:27:21.161052] [DEBUG] [FORECASTER] ABL: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T18:27:21.342593] [DEBUG] [FORECASTER] ABL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T18:27:21.524930] [DEBUG] [FORECASTER] ABL: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T18:27:21.717830] [DEBUG] [FORECASTER] ABL: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T18:27:31.432936] [DEBUG] [FORECASTER] ABL: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T18:27:36.476001] [DEBUG] [FORECASTER] ABL: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T18:27:36.476151] [INFO ] [CONFIGURE ] ABL: Baseline score (no features): 70.00%
[2025-11-25T18:27:36.476195] [INFO ] [CONFIGURE ] ABL: Testing feature 1/29: add_bollinger_bands
[2025-11-25T18:27:36.476230] [INFO ] [CONFIGURE ] ABL: Testing with features: ['add_bollinger_bands']
[2025-11-25T18:27:45.541779] [DEBUG] [FORECASTER] ABL: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T18:27:55.427702] [DEBUG] [FORECASTER] ABL: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0
[2025-11-25T18:28:01.089835] [DEBUG] [FORECASTER] ABL: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T18:28:01.462232] [DEBUG] [FORECASTER] ABL: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-25T18:28:11.319928] [DEBUG] [FORECASTER] ABL: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T18:28:20.625952] [DEBUG] [FORECASTER] ABL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T18:28:26.353698] [DEBUG] [FORECASTER] ABL: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T18:28:33.555791] [DEBUG] [FORECASTER] ABL: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T18:28:33.745073] [DEBUG] [FORECASTER] ABL: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T18:28:33.939378] [DEBUG] [FORECASTER] ABL: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T18:28:33.939523] [INFO ] [CONFIGURE ] ABL: KEPT add_bollinger_bands (score: 80.00%)
[2025-11-25T18:28:33.939567] [INFO ] [CONFIGURE ] JOB ETA: 124.1h | Avg: 7.3s/test | Remaining: 61102 tests
[2025-11-25T18:28:33.939601] [INFO ] [CONFIGURE ] ABL: Testing feature 2/29: add_cumulative_delta
[2025-11-25T18:28:33.939634] [INFO ] [CONFIGURE ] ABL: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta']
[2025-11-25T18:28:34.155213] [DEBUG] [FORECASTER] ABL: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T18:28:34.371961] [DEBUG] [FORECASTER] ABL: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0
[2025-11-25T18:28:37.653110] [DEBUG] [FORECASTER] ABL: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T18:28:38.400987] [DEBUG] [FORECASTER] ABL: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1
[2025-11-25T18:28:38.622938] [DEBUG] [FORECASTER] ABL: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T18:28:42.059686] [DEBUG] [FORECASTER] ABL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T18:28:44.260683] [DEBUG] [FORECASTER] ABL: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T18:28:44.518447] [DEBUG] [FORECASTER] ABL: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-25T18:28:44.743611] [DEBUG] [FORECASTER] ABL: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T18:28:48.219981] [DEBUG] [FORECASTER] ABL: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T18:28:48.220142] [INFO ] [CONFIGURE ] ABL: DISCARDED add_cumulative_delta (score: 50.00%)
[2025-11-25T18:28:48.220186] [INFO ] [CONFIGURE ] JOB ETA: 124.6h | Avg: 7.3s/test | Remaining: 61101 tests
[2025-11-25T18:28:48.220220] [INFO ] [CONFIGURE ] ABL: Testing feature 3/29: add_daily_returns
[2025-11-25T18:28:48.220251] [INFO ] [CONFIGURE ] ABL: Testing with features: ['add_bollinger_bands', 'add_daily_returns']
[2025-11-25T18:28:48.425060] [DEBUG] [FORECASTER] ABL: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T18:28:48.621462] [DEBUG] [FORECASTER] ABL: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0
[2025-11-25T18:28:48.818058] [DEBUG] [FORECASTER] ABL: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T18:28:49.017074] [DEBUG] [FORECASTER] ABL: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-25T18:28:49.263257] [DEBUG] [FORECASTER] ABL: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T18:28:49.471974] [DEBUG] [FORECASTER] ABL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T18:28:49.678679] [DEBUG] [FORECASTER] ABL: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T18:28:49.893501] [DEBUG] [FORECASTER] ABL: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T18:28:50.099861] [DEBUG] [FORECASTER] ABL: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T18:28:50.318218] [DEBUG] [FORECASTER] ABL: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T18:28:50.318397] [INFO ] [CONFIGURE ] ABL: DISCARDED add_daily_returns (score: 70.00%)
[2025-11-25T18:28:50.318441] [INFO ] [CONFIGURE ] JOB ETA: 124.2h | Avg: 7.3s/test | Remaining: 61100 tests
[2025-11-25T18:28:50.318475] [INFO ] [CONFIGURE ] ABL: Testing feature 4/29: add_ema
[2025-11-25T18:28:50.318506] [INFO ] [CONFIGURE ] ABL: Testing with features: ['add_bollinger_bands', 'add_ema']
[2025-11-25T18:28:50.563364] [DEBUG] [FORECASTER] ABL: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T18:28:50.792582] [DEBUG] [FORECASTER] ABL: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0
[2025-11-25T18:28:51.023393] [DEBUG] [FORECASTER] ABL: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T18:28:51.263959] [DEBUG] [FORECASTER] ABL: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-25T18:28:51.533553] [DEBUG] [FORECASTER] ABL: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T18:28:51.773521] [DEBUG] [FORECASTER] ABL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T18:28:52.008988] [DEBUG] [FORECASTER] ABL: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T18:28:52.259347] [DEBUG] [FORECASTER] ABL: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T18:28:52.565984] [DEBUG] [FORECASTER] ABL: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T18:28:52.829869] [DEBUG] [FORECASTER] ABL: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T18:28:52.830048] [INFO ] [CONFIGURE ] ABL: DISCARDED add_ema (score: 70.00%)
[2025-11-25T18:28:52.830123] [INFO ] [CONFIGURE ] JOB ETA: 123.9h | Avg: 7.3s/test | Remaining: 61099 tests
[2025-11-25T18:28:52.830169] [INFO ] [CONFIGURE ] ABL: Testing feature 5/29: add_exhaustion_signals
[2025-11-25T18:28:52.830203] [INFO ] [CONFIGURE ] ABL: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals']
[2025-11-25T18:28:53.102827] [DEBUG] [FORECASTER] ABL: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T18:28:53.379840] [DEBUG] [FORECASTER] ABL: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0
[2025-11-25T18:28:53.713971] [DEBUG] [FORECASTER] ABL: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T18:28:53.980243] [DEBUG] [FORECASTER] ABL: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-25T18:28:54.232588] [DEBUG] [FORECASTER] ABL: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T18:28:54.506065] [DEBUG] [FORECASTER] ABL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T18:28:54.787719] [DEBUG] [FORECASTER] ABL: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T18:28:55.048540] [DEBUG] [FORECASTER] ABL: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T18:28:55.321632] [DEBUG] [FORECASTER] ABL: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T18:28:55.608691] [DEBUG] [FORECASTER] ABL: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T18:28:55.608827] [INFO ] [CONFIGURE ] ABL: DISCARDED add_exhaustion_signals (score: 80.00%)
[2025-11-25T18:28:55.608870] [INFO ] [CONFIGURE ] JOB ETA: 123.6h | Avg: 7.3s/test | Remaining: 61098 tests
[2025-11-25T18:28:55.608904] [INFO ] [CONFIGURE ] ABL: Testing feature 6/29: add_failed_moves
[2025-11-25T18:28:55.608936] [INFO ] [CONFIGURE ] ABL: Testing with features: ['add_bollinger_bands', 'add_failed_moves']
[2025-11-25T18:28:55.826944] [DEBUG] [FORECASTER] ABL: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T18:28:56.049222] [DEBUG] [FORECASTER] ABL: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0
[2025-11-25T18:28:56.265381] [DEBUG] [FORECASTER] ABL: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T18:28:56.485793] [DEBUG] [FORECASTER] ABL: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-25T18:28:56.758499] [DEBUG] [FORECASTER] ABL: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T18:28:56.977195] [DEBUG] [FORECASTER] ABL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T18:28:57.203986] [DEBUG] [FORECASTER] ABL: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T18:28:57.463734] [DEBUG] [FORECASTER] ABL: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T18:28:57.694851] [DEBUG] [FORECASTER] ABL: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T18:28:57.948782] [DEBUG] [FORECASTER] ABL: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T18:28:57.948954] [INFO ] [CONFIGURE ] ABL: DISCARDED add_failed_moves (score: 70.00%)
[2025-11-25T18:28:57.949000] [INFO ] [CONFIGURE ] JOB ETA: 123.3h | Avg: 7.3s/test | Remaining: 61097 tests
[2025-11-25T18:28:57.949035] [INFO ] [CONFIGURE ] ABL: Testing feature 7/29: add_lag_shelf
[2025-11-25T18:28:57.949069] [INFO ] [CONFIGURE ] ABL: Testing with features: ['add_bollinger_bands', 'add_lag_shelf']
[2025-11-25T18:28:58.157116] [DEBUG] [FORECASTER] ABL: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T18:28:58.382846] [DEBUG] [FORECASTER] ABL: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0
[2025-11-25T18:28:58.588185] [DEBUG] [FORECASTER] ABL: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T18:28:58.800232] [DEBUG] [FORECASTER] ABL: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-25T18:28:59.007898] [DEBUG] [FORECASTER] ABL: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T18:28:59.218772] [DEBUG] [FORECASTER] ABL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T18:28:59.444033] [DEBUG] [FORECASTER] ABL: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T18:28:59.651705] [DEBUG] [FORECASTER] ABL: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T18:28:59.864185] [DEBUG] [FORECASTER] ABL: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T18:29:00.106738] [DEBUG] [FORECASTER] ABL: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T18:29:00.106878] [INFO ] [CONFIGURE ] ABL: DISCARDED add_lag_shelf (score: 80.00%)
[2025-11-25T18:29:00.106921] [INFO ] [CONFIGURE ] JOB ETA: 123.0h | Avg: 7.2s/test | Remaining: 61096 tests
[2025-11-25T18:29:00.106955] [INFO ] [CONFIGURE ] ABL: Testing feature 8/29: add_macd
[2025-11-25T18:29:00.106987] [INFO ] [CONFIGURE ] ABL: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd']
[2025-11-25T18:29:00.555667] [DEBUG] [FORECASTER] ABL: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T18:29:04.915464] [DEBUG] [FORECASTER] ABL: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T18:29:12.014776] [DEBUG] [FORECASTER] ABL: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T18:29:14.377927] [DEBUG] [FORECASTER] ABL: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-25T18:29:14.658023] [DEBUG] [FORECASTER] ABL: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T18:29:20.274963] [DEBUG] [FORECASTER] ABL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T18:29:20.905452] [DEBUG] [FORECASTER] ABL: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T18:29:24.017684] [DEBUG] [FORECASTER] ABL: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T18:29:24.322997] [DEBUG] [FORECASTER] ABL: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T18:29:26.271440] [DEBUG] [FORECASTER] ABL: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T18:29:26.271729] [INFO ] [CONFIGURE ] ABL: DISCARDED add_macd (score: 70.00%)
[2025-11-25T18:29:26.271798] [INFO ] [CONFIGURE ] JOB ETA: 124.2h | Avg: 7.3s/test | Remaining: 61095 tests
[2025-11-25T18:29:26.271855] [INFO ] [CONFIGURE ] ABL: Testing feature 9/29: add_mfi
[2025-11-25T18:29:26.271907] [INFO ] [CONFIGURE ] ABL: Testing with features: ['add_bollinger_bands', 'add_mfi']
[2025-11-25T18:29:26.504388] [DEBUG] [FORECASTER] ABL: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T18:29:26.786125] [DEBUG] [FORECASTER] ABL: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0
[2025-11-25T18:29:27.041446] [DEBUG] [FORECASTER] ABL: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T18:29:27.266578] [DEBUG] [FORECASTER] ABL: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-25T18:29:29.359525] [DEBUG] [FORECASTER] ABL: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T18:29:29.640596] [DEBUG] [FORECASTER] ABL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T18:29:29.873000] [DEBUG] [FORECASTER] ABL: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T18:29:30.124718] [DEBUG] [FORECASTER] ABL: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T18:29:30.403933] [DEBUG] [FORECASTER] ABL: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T18:29:33.774335] [DEBUG] [FORECASTER] ABL: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T18:29:33.774542] [INFO ] [CONFIGURE ] ABL: DISCARDED add_mfi (score: 80.00%)
[2025-11-25T18:29:33.774589] [INFO ] [CONFIGURE ] JOB ETA: 124.2h | Avg: 7.3s/test | Remaining: 61094 tests
[2025-11-25T18:29:33.774626] [INFO ] [CONFIGURE ] ABL: Testing feature 10/29: add_momentum_acceleration
[2025-11-25T18:29:33.774682] [INFO ] [CONFIGURE ] ABL: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-11-25T18:29:34.062670] [DEBUG] [FORECASTER] ABL: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T18:29:35.876522] [DEBUG] [FORECASTER] ABL: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0
[2025-11-25T18:29:41.537067] [DEBUG] [FORECASTER] ABL: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T18:29:41.829541] [DEBUG] [FORECASTER] ABL: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-25T18:29:46.065942] [DEBUG] [FORECASTER] ABL: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T18:29:46.444241] [DEBUG] [FORECASTER] ABL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T18:29:46.774478] [DEBUG] [FORECASTER] ABL: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T18:29:47.088972] [DEBUG] [FORECASTER] ABL: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T18:29:54.311743] [DEBUG] [FORECASTER] ABL: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T18:29:58.388831] [DEBUG] [FORECASTER] ABL: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T18:29:58.388969] [INFO ] [CONFIGURE ] ABL: DISCARDED add_momentum_acceleration (score: 80.00%)
[2025-11-25T18:29:58.389015] [INFO ] [CONFIGURE ] JOB ETA: 125.3h | Avg: 7.4s/test | Remaining: 61093 tests
[2025-11-25T18:29:58.389049] [INFO ] [CONFIGURE ] ABL: Testing feature 11/29: add_obv_daily
[2025-11-25T18:29:58.389080] [INFO ] [CONFIGURE ] ABL: Testing with features: ['add_bollinger_bands', 'add_obv_daily']
[2025-11-25T18:30:06.386678] [DEBUG] [FORECASTER] ABL: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T18:30:17.149141] [DEBUG] [FORECASTER] ABL: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0
[2025-11-25T18:30:22.896354] [DEBUG] [FORECASTER] ABL: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T18:30:25.765060] [DEBUG] [FORECASTER] ABL: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-25T18:30:26.637103] [DEBUG] [FORECASTER] ABL: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T18:30:26.852111] [DEBUG] [FORECASTER] ABL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T18:30:27.064584] [DEBUG] [FORECASTER] ABL: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T18:30:27.295080] [DEBUG] [FORECASTER] ABL: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T18:30:27.516435] [DEBUG] [FORECASTER] ABL: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T18:30:27.762723] [DEBUG] [FORECASTER] ABL: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T18:30:27.762846] [INFO ] [CONFIGURE ] ABL: DISCARDED add_obv_daily (score: 70.00%)
[2025-11-25T18:30:27.762890] [INFO ] [CONFIGURE ] JOB ETA: 126.6h | Avg: 7.5s/test | Remaining: 61092 tests
[2025-11-25T18:30:27.762925] [INFO ] [CONFIGURE ] ABL: Testing feature 12/29: add_obv_interval
[2025-11-25T18:30:27.762958] [INFO ] [CONFIGURE ] ABL: Testing with features: ['add_bollinger_bands', 'add_obv_interval']
[2025-11-25T18:30:30.772946] [DEBUG] [FORECASTER] ABL: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T18:30:30.973372] [DEBUG] [FORECASTER] ABL: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0
[2025-11-25T18:30:31.207806] [DEBUG] [FORECASTER] ABL: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T18:30:31.408473] [DEBUG] [FORECASTER] ABL: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-25T18:30:34.475715] [DEBUG] [FORECASTER] ABL: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T18:30:35.358585] [DEBUG] [FORECASTER] ABL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T18:30:35.592730] [DEBUG] [FORECASTER] ABL: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T18:30:35.794813] [DEBUG] [FORECASTER] ABL: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T18:30:36.003687] [DEBUG] [FORECASTER] ABL: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T18:30:38.727723] [DEBUG] [FORECASTER] ABL: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T18:30:38.727883] [INFO ] [CONFIGURE ] ABL: DISCARDED add_obv_interval (score: 40.00%)
[2025-11-25T18:30:38.727928] [INFO ] [CONFIGURE ] JOB ETA: 126.9h | Avg: 7.5s/test | Remaining: 61091 tests
[2025-11-25T18:30:38.727964] [INFO ] [CONFIGURE ] ABL: Testing feature 13/29: add_opening_strength
[2025-11-25T18:30:38.727998] [INFO ] [CONFIGURE ] ABL: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_opening_strength']
[2025-11-25T18:30:42.198500] [DEBUG] [FORECASTER] ABL: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T18:30:43.925108] [DEBUG] [FORECASTER] ABL: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0
[2025-11-25T18:30:44.152410] [DEBUG] [FORECASTER] ABL: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T18:30:44.429798] [DEBUG] [FORECASTER] ABL: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-25T18:30:44.651996] [DEBUG] [FORECASTER] ABL: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T18:30:44.871055] [DEBUG] [FORECASTER] ABL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T18:30:45.132266] [DEBUG] [FORECASTER] ABL: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T18:30:45.372451] [DEBUG] [FORECASTER] ABL: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T18:30:45.601541] [DEBUG] [FORECASTER] ABL: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T18:30:45.857864] [DEBUG] [FORECASTER] ABL: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T18:30:45.858061] [INFO ] [CONFIGURE ] ABL: DISCARDED add_opening_strength (score: 70.00%)
[2025-11-25T18:30:45.858107] [INFO ] [CONFIGURE ] JOB ETA: 126.8h | Avg: 7.5s/test | Remaining: 61090 tests
[2025-11-25T18:30:45.858143] [INFO ] [CONFIGURE ] ABL: Testing feature 14/29: add_order_flow_imbalance
[2025-11-25T18:30:45.858177] [INFO ] [CONFIGURE ] ABL: Testing with features: ['add_bollinger_bands', 'add_order_flow_imbalance']
[2025-11-25T18:30:46.077543] [DEBUG] [FORECASTER] ABL: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T18:30:48.782214] [DEBUG] [FORECASTER] ABL: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0
[2025-11-25T18:30:49.125223] [DEBUG] [FORECASTER] ABL: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T18:30:49.366424] [DEBUG] [FORECASTER] ABL: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-25T18:30:49.615992] [DEBUG] [FORECASTER] ABL: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T18:30:49.894927] [DEBUG] [FORECASTER] ABL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T18:30:50.124423] [DEBUG] [FORECASTER] ABL: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T18:30:50.395485] [DEBUG] [FORECASTER] ABL: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T18:30:50.722038] [DEBUG] [FORECASTER] ABL: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T18:30:51.013443] [DEBUG] [FORECASTER] ABL: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T18:30:51.013749] [INFO ] [CONFIGURE ] ABL: DISCARDED add_order_flow_imbalance (score: 70.00%)
[2025-11-25T18:30:51.013818] [INFO ] [CONFIGURE ] JOB ETA: 126.7h | Avg: 7.5s/test | Remaining: 61089 tests
[2025-11-25T18:30:51.013861] [INFO ] [CONFIGURE ] ABL: Testing feature 15/29: add_pbf_morning_momentum
[2025-11-25T18:30:51.013897] [INFO ] [CONFIGURE ] ABL: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum']
[2025-11-25T18:30:51.244421] [DEBUG] [FORECASTER] ABL: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T18:30:51.470355] [DEBUG] [FORECASTER] ABL: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0
[2025-11-25T18:30:51.683962] [DEBUG] [FORECASTER] ABL: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T18:30:51.891804] [DEBUG] [FORECASTER] ABL: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-25T18:30:52.082211] [DEBUG] [FORECASTER] ABL: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T18:30:52.346901] [DEBUG] [FORECASTER] ABL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T18:30:52.543717] [DEBUG] [FORECASTER] ABL: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T18:30:52.740866] [DEBUG] [FORECASTER] ABL: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T18:30:52.932204] [DEBUG] [FORECASTER] ABL: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T18:30:53.154532] [DEBUG] [FORECASTER] ABL: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T18:30:53.154732] [INFO ] [CONFIGURE ] ABL: DISCARDED add_pbf_morning_momentum (score: 80.00%)
[2025-11-25T18:30:53.154793] [INFO ] [CONFIGURE ] JOB ETA: 126.4h | Avg: 7.4s/test | Remaining: 61088 tests
[2025-11-25T18:30:53.154831] [INFO ] [CONFIGURE ] ABL: Testing feature 16/29: add_pbf_overnight_gap
[2025-11-25T18:30:53.154862] [INFO ] [CONFIGURE ] ABL: Testing with features: ['add_bollinger_bands', 'add_pbf_overnight_gap']
[2025-11-25T18:30:53.385193] [DEBUG] [FORECASTER] ABL: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T18:30:53.622447] [DEBUG] [FORECASTER] ABL: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0
[2025-11-25T18:30:53.850684] [DEBUG] [FORECASTER] ABL: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T18:30:54.093103] [DEBUG] [FORECASTER] ABL: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-25T18:30:54.322978] [DEBUG] [FORECASTER] ABL: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T18:30:54.548173] [DEBUG] [FORECASTER] ABL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T18:30:54.794885] [DEBUG] [FORECASTER] ABL: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T18:30:55.025008] [DEBUG] [FORECASTER] ABL: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T18:30:56.122669] [DEBUG] [FORECASTER] ABL: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T18:30:56.343114] [DEBUG] [FORECASTER] ABL: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T18:30:56.343290] [INFO ] [CONFIGURE ] ABL: DISCARDED add_pbf_overnight_gap (score: 60.00%)
[2025-11-25T18:30:56.343332] [INFO ] [CONFIGURE ] JOB ETA: 126.1h | Avg: 7.4s/test | Remaining: 61087 tests
[2025-11-25T18:30:56.343369] [INFO ] [CONFIGURE ] ABL: Testing feature 17/29: add_pbf_return_2d
[2025-11-25T18:30:56.343401] [INFO ] [CONFIGURE ] ABL: Testing with features: ['add_bollinger_bands', 'add_pbf_return_2d']
[2025-11-25T18:30:56.565852] [DEBUG] [FORECASTER] ABL: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T18:30:56.796201] [DEBUG] [FORECASTER] ABL: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0
[2025-11-25T18:30:57.023100] [DEBUG] [FORECASTER] ABL: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T18:30:57.250861] [DEBUG] [FORECASTER] ABL: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-25T18:30:57.512191] [DEBUG] [FORECASTER] ABL: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T18:30:57.721107] [DEBUG] [FORECASTER] ABL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T18:30:57.939299] [DEBUG] [FORECASTER] ABL: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T18:30:58.167623] [DEBUG] [FORECASTER] ABL: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T18:30:58.399578] [DEBUG] [FORECASTER] ABL: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T18:30:58.627991] [DEBUG] [FORECASTER] ABL: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T18:30:58.628168] [INFO ] [CONFIGURE ] ABL: DISCARDED add_pbf_return_2d (score: 70.00%)
[2025-11-25T18:30:58.628237] [INFO ] [CONFIGURE ] JOB ETA: 125.8h | Avg: 7.4s/test | Remaining: 61086 tests
[2025-11-25T18:30:58.628274] [INFO ] [CONFIGURE ] ABL: Testing feature 18/29: add_pbf_volatility_5d
[2025-11-25T18:30:58.628307] [INFO ] [CONFIGURE ] ABL: Testing with features: ['add_bollinger_bands', 'add_pbf_volatility_5d']
[2025-11-25T18:30:58.838783] [DEBUG] [FORECASTER] ABL: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T18:30:59.041310] [DEBUG] [FORECASTER] ABL: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0
[2025-11-25T18:30:59.264163] [DEBUG] [FORECASTER] ABL: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T18:30:59.458028] [DEBUG] [FORECASTER] ABL: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-25T18:30:59.645692] [DEBUG] [FORECASTER] ABL: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T18:30:59.831889] [DEBUG] [FORECASTER] ABL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T18:31:00.017891] [DEBUG] [FORECASTER] ABL: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T18:31:00.206875] [DEBUG] [FORECASTER] ABL: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T18:31:00.406968] [DEBUG] [FORECASTER] ABL: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T18:31:00.623210] [DEBUG] [FORECASTER] ABL: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T18:31:00.623348] [INFO ] [CONFIGURE ] ABL: DISCARDED add_pbf_volatility_5d (score: 60.00%)
[2025-11-25T18:31:00.623390] [INFO ] [CONFIGURE ] JOB ETA: 125.4h | Avg: 7.4s/test | Remaining: 61085 tests
[2025-11-25T18:31:00.623424] [INFO ] [CONFIGURE ] ABL: Testing feature 19/29: add_pbf_vs_sma_5
[2025-11-25T18:31:00.623456] [INFO ] [CONFIGURE ] ABL: Testing with features: ['add_bollinger_bands', 'add_pbf_vs_sma_5']
[2025-11-25T18:31:01.508905] [DEBUG] [FORECASTER] ABL: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T18:31:01.842300] [DEBUG] [FORECASTER] ABL: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0
[2025-11-25T18:31:02.032580] [DEBUG] [FORECASTER] ABL: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T18:31:02.231667] [DEBUG] [FORECASTER] ABL: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-25T18:31:02.425158] [DEBUG] [FORECASTER] ABL: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T18:31:02.663166] [DEBUG] [FORECASTER] ABL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T18:31:02.864448] [DEBUG] [FORECASTER] ABL: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T18:31:03.063114] [DEBUG] [FORECASTER] ABL: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T18:31:03.261685] [DEBUG] [FORECASTER] ABL: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T18:31:03.460401] [DEBUG] [FORECASTER] ABL: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T18:31:03.460619] [INFO ] [CONFIGURE ] ABL: DISCARDED add_pbf_vs_sma_5 (score: 80.00%)
[2025-11-25T18:31:03.460687] [INFO ] [CONFIGURE ] JOB ETA: 125.2h | Avg: 7.4s/test | Remaining: 61084 tests
[2025-11-25T18:31:03.460724] [INFO ] [CONFIGURE ] ABL: Testing feature 20/29: add_price_rejection
[2025-11-25T18:31:03.460803] [INFO ] [CONFIGURE ] ABL: Testing with features: ['add_bollinger_bands', 'add_price_rejection']
[2025-11-25T18:31:03.665111] [DEBUG] [FORECASTER] ABL: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T18:31:03.898342] [DEBUG] [FORECASTER] ABL: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0
[2025-11-25T18:31:04.106092] [DEBUG] [FORECASTER] ABL: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T18:31:04.319300] [DEBUG] [FORECASTER] ABL: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-25T18:31:04.604429] [DEBUG] [FORECASTER] ABL: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T18:31:04.823028] [DEBUG] [FORECASTER] ABL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T18:31:05.047838] [DEBUG] [FORECASTER] ABL: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T18:31:05.279405] [DEBUG] [FORECASTER] ABL: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T18:31:05.496781] [DEBUG] [FORECASTER] ABL: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T18:31:05.719450] [DEBUG] [FORECASTER] ABL: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T18:31:05.719601] [INFO ] [CONFIGURE ] ABL: DISCARDED add_price_rejection (score: 70.00%)
[2025-11-25T18:31:05.719661] [INFO ] [CONFIGURE ] JOB ETA: 124.9h | Avg: 7.4s/test | Remaining: 61083 tests
[2025-11-25T18:31:05.719699] [INFO ] [CONFIGURE ] ABL: Testing feature 21/29: add_range_position
[2025-11-25T18:31:05.719731] [INFO ] [CONFIGURE ] ABL: Testing with features: ['add_bollinger_bands', 'add_range_position']
[2025-11-25T18:31:05.960266] [DEBUG] [FORECASTER] ABL: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T18:31:06.260983] [DEBUG] [FORECASTER] ABL: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0
[2025-11-25T18:31:06.517557] [DEBUG] [FORECASTER] ABL: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T18:31:06.753801] [DEBUG] [FORECASTER] ABL: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1
[2025-11-25T18:31:07.010762] [DEBUG] [FORECASTER] ABL: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T18:31:07.259953] [DEBUG] [FORECASTER] ABL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T18:31:07.497703] [DEBUG] [FORECASTER] ABL: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T18:31:07.736284] [DEBUG] [FORECASTER] ABL: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T18:31:07.981421] [DEBUG] [FORECASTER] ABL: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T18:31:08.313275] [DEBUG] [FORECASTER] ABL: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T18:31:08.313445] [INFO ] [CONFIGURE ] ABL: DISCARDED add_range_position (score: 60.00%)
[2025-11-25T18:31:08.313490] [INFO ] [CONFIGURE ] JOB ETA: 124.6h | Avg: 7.3s/test | Remaining: 61082 tests
[2025-11-25T18:31:08.313524] [INFO ] [CONFIGURE ] ABL: Testing feature 22/29: add_realized_volatility
[2025-11-25T18:31:08.313555] [INFO ] [CONFIGURE ] ABL: Testing with features: ['add_bollinger_bands', 'add_realized_volatility']
[2025-11-25T18:31:08.651136] [DEBUG] [FORECASTER] ABL: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T18:31:08.968410] [DEBUG] [FORECASTER] ABL: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0
[2025-11-25T18:31:09.331250] [DEBUG] [FORECASTER] ABL: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T18:31:09.645998] [DEBUG] [FORECASTER] ABL: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-25T18:31:10.016857] [DEBUG] [FORECASTER] ABL: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T18:31:17.050070] [DEBUG] [FORECASTER] ABL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T18:31:23.432881] [DEBUG] [FORECASTER] ABL: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T18:31:24.755405] [DEBUG] [FORECASTER] ABL: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-25T18:31:30.072387] [DEBUG] [FORECASTER] ABL: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T18:31:30.371950] [DEBUG] [FORECASTER] ABL: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T18:31:30.372131] [INFO ] [CONFIGURE ] ABL: DISCARDED add_realized_volatility (score: 60.00%)
[2025-11-25T18:31:30.372179] [INFO ] [CONFIGURE ] JOB ETA: 125.5h | Avg: 7.4s/test | Remaining: 61081 tests
[2025-11-25T18:31:30.372218] [INFO ] [CONFIGURE ] ABL: Testing feature 23/29: add_recent_range_context
[2025-11-25T18:31:30.372255] [INFO ] [CONFIGURE ] ABL: Testing with features: ['add_bollinger_bands', 'add_recent_range_context']
[2025-11-25T18:31:30.614530] [DEBUG] [FORECASTER] ABL: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T18:31:31.527874] [DEBUG] [FORECASTER] ABL: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0
[2025-11-25T18:31:37.604352] [DEBUG] [FORECASTER] ABL: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T18:31:43.678352] [DEBUG] [FORECASTER] ABL: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-25T18:31:46.819809] [DEBUG] [FORECASTER] ABL: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T18:31:52.381993] [DEBUG] [FORECASTER] ABL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T18:31:52.610798] [DEBUG] [FORECASTER] ABL: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T18:31:52.870540] [DEBUG] [FORECASTER] ABL: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T18:31:53.102271] [DEBUG] [FORECASTER] ABL: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T18:31:53.344524] [DEBUG] [FORECASTER] ABL: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T18:31:53.345115] [INFO ] [CONFIGURE ] ABL: DISCARDED add_recent_range_context (score: 70.00%)
[2025-11-25T18:31:53.345174] [INFO ] [CONFIGURE ] JOB ETA: 126.4h | Avg: 7.4s/test | Remaining: 61080 tests
[2025-11-25T18:31:53.345211] [INFO ] [CONFIGURE ] ABL: Testing feature 24/29: add_rsi
[2025-11-25T18:31:53.345246] [INFO ] [CONFIGURE ] ABL: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_rsi']
[2025-11-25T18:31:53.667773] [DEBUG] [FORECASTER] ABL: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T18:31:53.940816] [DEBUG] [FORECASTER] ABL: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0
[2025-11-25T18:31:54.207702] [DEBUG] [FORECASTER] ABL: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T18:31:54.487723] [DEBUG] [FORECASTER] ABL: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-25T18:31:54.777955] [DEBUG] [FORECASTER] ABL: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T18:31:55.042470] [DEBUG] [FORECASTER] ABL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T18:31:55.320294] [DEBUG] [FORECASTER] ABL: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T18:31:55.598542] [DEBUG] [FORECASTER] ABL: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-25T18:31:55.967803] [DEBUG] [FORECASTER] ABL: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T18:31:56.248503] [DEBUG] [FORECASTER] ABL: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T18:31:56.248721] [INFO ] [CONFIGURE ] ABL: DISCARDED add_rsi (score: 70.00%)
[2025-11-25T18:31:56.248770] [INFO ] [CONFIGURE ] JOB ETA: 126.1h | Avg: 7.4s/test | Remaining: 61079 tests
[2025-11-25T18:31:56.248807] [INFO ] [CONFIGURE ] ABL: Testing feature 25/29: add_tick_distribution
[2025-11-25T18:31:56.248839] [INFO ] [CONFIGURE ] ABL: Testing with features: ['add_bollinger_bands', 'add_tick_distribution']
[2025-11-25T18:31:56.487580] [DEBUG] [FORECASTER] ABL: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T18:31:56.707905] [DEBUG] [FORECASTER] ABL: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0
[2025-11-25T18:31:56.922337] [DEBUG] [FORECASTER] ABL: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T18:31:57.154960] [DEBUG] [FORECASTER] ABL: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-25T18:31:57.446755] [DEBUG] [FORECASTER] ABL: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T18:31:57.674496] [DEBUG] [FORECASTER] ABL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T18:31:57.931947] [DEBUG] [FORECASTER] ABL: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T18:31:58.161776] [DEBUG] [FORECASTER] ABL: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T18:31:58.411144] [DEBUG] [FORECASTER] ABL: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T18:31:58.631287] [DEBUG] [FORECASTER] ABL: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T18:31:58.631437] [INFO ] [CONFIGURE ] ABL: DISCARDED add_tick_distribution (score: 80.00%)
[2025-11-25T18:31:58.631481] [INFO ] [CONFIGURE ] JOB ETA: 125.8h | Avg: 7.4s/test | Remaining: 61078 tests
[2025-11-25T18:31:58.631517] [INFO ] [CONFIGURE ] ABL: Testing feature 26/29: add_volume_momentum_confirmation
[2025-11-25T18:31:58.631550] [INFO ] [CONFIGURE ] ABL: Testing with features: ['add_bollinger_bands', 'add_volume_momentum_confirmation']
[2025-11-25T18:31:58.871988] [DEBUG] [FORECASTER] ABL: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T18:31:59.089984] [DEBUG] [FORECASTER] ABL: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0
[2025-11-25T18:31:59.317903] [DEBUG] [FORECASTER] ABL: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T18:31:59.719512] [DEBUG] [FORECASTER] ABL: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1
[2025-11-25T18:32:00.041041] [DEBUG] [FORECASTER] ABL: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T18:32:00.353344] [DEBUG] [FORECASTER] ABL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T18:32:00.625784] [DEBUG] [FORECASTER] ABL: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T18:32:01.753444] [DEBUG] [FORECASTER] ABL: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T18:32:01.992451] [DEBUG] [FORECASTER] ABL: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T18:32:02.431871] [DEBUG] [FORECASTER] ABL: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T18:32:02.432134] [INFO ] [CONFIGURE ] ABL: DISCARDED add_volume_momentum_confirmation (score: 60.00%)
[2025-11-25T18:32:02.432183] [INFO ] [CONFIGURE ] JOB ETA: 125.6h | Avg: 7.4s/test | Remaining: 61077 tests
[2025-11-25T18:32:02.432222] [INFO ] [CONFIGURE ] ABL: Testing feature 27/29: add_volume_price_divergence
[2025-11-25T18:32:02.432259] [INFO ] [CONFIGURE ] ABL: Testing with features: ['add_bollinger_bands', 'add_volume_price_divergence']
[2025-11-25T18:32:02.681630] [DEBUG] [FORECASTER] ABL: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T18:32:02.955923] [DEBUG] [FORECASTER] ABL: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0
[2025-11-25T18:32:03.210438] [DEBUG] [FORECASTER] ABL: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T18:32:03.453255] [DEBUG] [FORECASTER] ABL: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1
[2025-11-25T18:32:03.716032] [DEBUG] [FORECASTER] ABL: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T18:32:03.973019] [DEBUG] [FORECASTER] ABL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T18:32:04.221881] [DEBUG] [FORECASTER] ABL: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T18:32:04.541079] [DEBUG] [FORECASTER] ABL: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T18:32:04.809163] [DEBUG] [FORECASTER] ABL: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T18:32:05.049657] [DEBUG] [FORECASTER] ABL: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T18:32:05.049844] [INFO ] [CONFIGURE ] ABL: DISCARDED add_volume_price_divergence (score: 60.00%)
[2025-11-25T18:32:05.049899] [INFO ] [CONFIGURE ] JOB ETA: 125.3h | Avg: 7.4s/test | Remaining: 61076 tests
[2025-11-25T18:32:05.049943] [INFO ] [CONFIGURE ] ABL: Testing feature 28/29: add_volume_profile
[2025-11-25T18:32:05.049985] [INFO ] [CONFIGURE ] ABL: Testing with features: ['add_bollinger_bands', 'add_volume_profile']
[2025-11-25T18:32:05.286394] [DEBUG] [FORECASTER] ABL: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T18:32:05.514017] [DEBUG] [FORECASTER] ABL: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0
[2025-11-25T18:32:05.762217] [DEBUG] [FORECASTER] ABL: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T18:32:10.689985] [DEBUG] [FORECASTER] ABL: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-25T18:32:16.460589] [DEBUG] [FORECASTER] ABL: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T18:32:16.724193] [DEBUG] [FORECASTER] ABL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T18:32:19.100909] [DEBUG] [FORECASTER] ABL: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T18:32:28.667120] [DEBUG] [FORECASTER] ABL: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T18:32:29.244179] [DEBUG] [FORECASTER] ABL: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T18:32:29.468617] [DEBUG] [FORECASTER] ABL: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T18:32:29.468843] [INFO ] [CONFIGURE ] ABL: DISCARDED add_volume_profile (score: 70.00%)
[2025-11-25T18:32:29.468892] [INFO ] [CONFIGURE ] JOB ETA: 126.3h | Avg: 7.4s/test | Remaining: 61075 tests
[2025-11-25T18:32:29.468930] [INFO ] [CONFIGURE ] ABL: Testing feature 29/29: add_vwap
[2025-11-25T18:32:29.468966] [INFO ] [CONFIGURE ] ABL: Testing with features: ['add_bollinger_bands', 'add_vwap']
[2025-11-25T18:32:29.683679] [DEBUG] [FORECASTER] ABL: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T18:32:29.897365] [DEBUG] [FORECASTER] ABL: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T18:32:31.425905] [DEBUG] [FORECASTER] ABL: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T18:32:36.674475] [DEBUG] [FORECASTER] ABL: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-25T18:32:36.895115] [DEBUG] [FORECASTER] ABL: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T18:32:37.108488] [DEBUG] [FORECASTER] ABL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T18:32:37.323782] [DEBUG] [FORECASTER] ABL: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T18:32:37.549807] [DEBUG] [FORECASTER] ABL: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T18:32:37.770022] [DEBUG] [FORECASTER] ABL: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T18:32:37.995878] [DEBUG] [FORECASTER] ABL: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T18:32:37.996078] [INFO ] [CONFIGURE ] ABL: KEPT add_vwap (score: 90.00%)
[2025-11-25T18:32:37.996127] [INFO ] [CONFIGURE ] JOB ETA: 126.4h | Avg: 7.4s/test | Remaining: 61074 tests
[2025-11-25T18:32:37.996166] [INFO ] [CONFIGURE ] ABL: ===== FEATURE SELECTION COMPLETE =====
[2025-11-25T18:32:37.996199] [INFO ] [CONFIGURE ] ABL: Best accuracy: 90.00%
[2025-11-25T18:32:37.996246] [INFO ] [CONFIGURE ] ABL: Best feature set (2 features): ['add_bollinger_bands', 'add_vwap']
[2025-11-25T18:32:37.996296] [INFO ] [CONFIGURE ] ABL: Improvement over baseline: 20.00%
[2025-11-25T18:32:37.996330] [INFO ] [CONFIGURE ] ABL: Total time: 5.0 minutes
[2025-11-25T18:32:37.996362] [INFO ] [CONFIGURE ] ABL: Average time per feature: 10.4 seconds
[2025-11-25T18:32:37.996392] [INFO ] [CONFIGURE ] ABL: Average speed: 0.10 features/sec
[2025-11-25T18:32:37.996771] [INFO ] [LOCAL     ] Saved configuration for ABL: 2 features, 90.00% accuracy -> ./output/feature-sets/ABL.json
[2025-11-25T18:32:37.996819] [INFO ] [CONFIGURE ] ABL: Configuration saved successfully: 2 features, 90.00% accuracy.
[2025-11-25T18:32:37.996858] [INFO ] [sig       ] [10/2116] Successfully configured ABL | 0.00 sym/s | Total: 36.7m | ETA: 129.0h
[2025-11-25T18:32:37.996893] [INFO ] [sig       ] [11/2116] Configuring ABNB...
[2025-11-25T18:32:37.996923] [INFO ] [CONFIGURE ] ABNB: Configurate test run.
[2025-11-25T18:32:37.996954] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ABNB' from 'https://tdm.silogroup.org/data/derivative_storage/ABNB.csv'.
[2025-11-25T18:32:38.009034] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ABNB'.
[2025-11-25T18:32:38.009478] [INFO ] [CONFIGURE ] ABNB: Testing with 29 available features
[2025-11-25T18:32:38.009528] [INFO ] [CONFIGURE ] ABNB: Establishing baseline with no features...
[2025-11-25T18:32:39.563773] [DEBUG] [FORECASTER] ABNB: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T18:32:40.123589] [DEBUG] [FORECASTER] ABNB: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0
[2025-11-25T18:32:40.278319] [DEBUG] [FORECASTER] ABNB: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T18:32:40.433501] [DEBUG] [FORECASTER] ABNB: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T18:32:40.593582] [DEBUG] [FORECASTER] ABNB: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T18:32:40.753065] [DEBUG] [FORECASTER] ABNB: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T18:32:40.919916] [DEBUG] [FORECASTER] ABNB: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T18:32:41.086306] [DEBUG] [FORECASTER] ABNB: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T18:32:42.296770] [DEBUG] [FORECASTER] ABNB: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T18:32:44.264743] [DEBUG] [FORECASTER] ABNB: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T18:32:44.264916] [INFO ] [CONFIGURE ] ABNB: Baseline score (no features): 30.00%
[2025-11-25T18:32:44.264961] [INFO ] [CONFIGURE ] ABNB: Testing feature 1/29: add_bollinger_bands
[2025-11-25T18:32:44.264994] [INFO ] [CONFIGURE ] ABNB: Testing with features: ['add_bollinger_bands']
[2025-11-25T18:32:44.454212] [DEBUG] [FORECASTER] ABNB: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T18:32:44.652051] [DEBUG] [FORECASTER] ABNB: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0
[2025-11-25T18:32:44.846268] [DEBUG] [FORECASTER] ABNB: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T18:32:45.083230] [DEBUG] [FORECASTER] ABNB: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T18:32:45.279049] [DEBUG] [FORECASTER] ABNB: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T18:32:46.559819] [DEBUG] [FORECASTER] ABNB: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T18:32:47.964790] [DEBUG] [FORECASTER] ABNB: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T18:32:48.160344] [DEBUG] [FORECASTER] ABNB: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-25T18:32:48.386633] [DEBUG] [FORECASTER] ABNB: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T18:32:48.808776] [DEBUG] [FORECASTER] ABNB: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T18:32:48.808984] [INFO ] [CONFIGURE ] ABNB: DISCARDED add_bollinger_bands (score: 30.00%)
[2025-11-25T18:32:48.809031] [INFO ] [CONFIGURE ] JOB ETA: 126.2h | Avg: 7.4s/test | Remaining: 61073 tests
[2025-11-25T18:32:48.809067] [INFO ] [CONFIGURE ] ABNB: Testing feature 2/29: add_cumulative_delta
[2025-11-25T18:32:48.809101] [INFO ] [CONFIGURE ] ABNB: Testing with features: ['add_cumulative_delta']
[2025-11-25T18:32:54.410760] [DEBUG] [FORECASTER] ABNB: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T18:32:57.371176] [DEBUG] [FORECASTER] ABNB: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0
[2025-11-25T18:32:57.558722] [DEBUG] [FORECASTER] ABNB: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T18:32:57.749307] [DEBUG] [FORECASTER] ABNB: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T18:32:57.940488] [DEBUG] [FORECASTER] ABNB: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T18:32:58.137417] [DEBUG] [FORECASTER] ABNB: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T18:32:58.330739] [DEBUG] [FORECASTER] ABNB: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T18:32:58.521605] [DEBUG] [FORECASTER] ABNB: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-25T18:32:58.715638] [DEBUG] [FORECASTER] ABNB: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T18:32:58.926126] [DEBUG] [FORECASTER] ABNB: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T18:32:58.926269] [INFO ] [CONFIGURE ] ABNB: DISCARDED add_cumulative_delta (score: 20.00%)
[2025-11-25T18:32:58.926312] [INFO ] [CONFIGURE ] JOB ETA: 126.3h | Avg: 7.4s/test | Remaining: 61072 tests
[2025-11-25T18:32:58.926345] [INFO ] [CONFIGURE ] ABNB: Testing feature 3/29: add_daily_returns
[2025-11-25T18:32:58.926377] [INFO ] [CONFIGURE ] ABNB: Testing with features: ['add_daily_returns']
[2025-11-25T18:32:59.099613] [DEBUG] [FORECASTER] ABNB: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T18:32:59.266533] [DEBUG] [FORECASTER] ABNB: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0
[2025-11-25T18:32:59.438685] [DEBUG] [FORECASTER] ABNB: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T18:32:59.605210] [DEBUG] [FORECASTER] ABNB: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T18:32:59.773016] [DEBUG] [FORECASTER] ABNB: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T18:32:59.943363] [DEBUG] [FORECASTER] ABNB: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T18:33:00.113887] [DEBUG] [FORECASTER] ABNB: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T18:33:00.341286] [DEBUG] [FORECASTER] ABNB: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-25T18:33:02.677756] [DEBUG] [FORECASTER] ABNB: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T18:33:02.848544] [DEBUG] [FORECASTER] ABNB: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T18:33:02.848744] [INFO ] [CONFIGURE ] ABNB: DISCARDED add_daily_returns (score: 20.00%)
[2025-11-25T18:33:02.848791] [INFO ] [CONFIGURE ] JOB ETA: 126.1h | Avg: 7.4s/test | Remaining: 61071 tests
[2025-11-25T18:33:02.848826] [INFO ] [CONFIGURE ] ABNB: Testing feature 4/29: add_ema
[2025-11-25T18:33:02.848858] [INFO ] [CONFIGURE ] ABNB: Testing with features: ['add_ema']
[2025-11-25T18:33:03.054340] [DEBUG] [FORECASTER] ABNB: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T18:33:03.250021] [DEBUG] [FORECASTER] ABNB: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0
[2025-11-25T18:33:03.466363] [DEBUG] [FORECASTER] ABNB: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T18:33:03.668744] [DEBUG] [FORECASTER] ABNB: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T18:33:03.928089] [DEBUG] [FORECASTER] ABNB: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T18:33:04.133341] [DEBUG] [FORECASTER] ABNB: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T18:33:04.338768] [DEBUG] [FORECASTER] ABNB: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T18:33:04.552535] [DEBUG] [FORECASTER] ABNB: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-25T18:33:04.758779] [DEBUG] [FORECASTER] ABNB: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T18:33:04.976105] [DEBUG] [FORECASTER] ABNB: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T18:33:04.976281] [INFO ] [CONFIGURE ] ABNB: KEPT add_ema (score: 40.00%)
[2025-11-25T18:33:04.976327] [INFO ] [CONFIGURE ] JOB ETA: 125.8h | Avg: 7.4s/test | Remaining: 61070 tests
[2025-11-25T18:33:04.976361] [INFO ] [CONFIGURE ] ABNB: Testing feature 5/29: add_exhaustion_signals
[2025-11-25T18:33:04.976401] [INFO ] [CONFIGURE ] ABNB: Testing with features: ['add_ema', 'add_vwap', 'add_exhaustion_signals']
[2025-11-25T18:33:06.036817] [DEBUG] [FORECASTER] ABNB: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T18:33:06.287000] [DEBUG] [FORECASTER] ABNB: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0
[2025-11-25T18:33:06.583948] [DEBUG] [FORECASTER] ABNB: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T18:33:06.847896] [DEBUG] [FORECASTER] ABNB: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T18:33:07.099339] [DEBUG] [FORECASTER] ABNB: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T18:33:07.338599] [DEBUG] [FORECASTER] ABNB: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T18:33:07.610260] [DEBUG] [FORECASTER] ABNB: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T18:33:07.961759] [DEBUG] [FORECASTER] ABNB: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-25T18:33:08.323009] [DEBUG] [FORECASTER] ABNB: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T18:33:08.631590] [DEBUG] [FORECASTER] ABNB: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T18:33:08.631800] [INFO ] [CONFIGURE ] ABNB: DISCARDED add_exhaustion_signals (score: 30.00%)
[2025-11-25T18:33:08.631848] [INFO ] [CONFIGURE ] JOB ETA: 125.6h | Avg: 7.4s/test | Remaining: 61069 tests
[2025-11-25T18:33:08.631884] [INFO ] [CONFIGURE ] ABNB: Testing feature 6/29: add_failed_moves
[2025-11-25T18:33:08.631916] [INFO ] [CONFIGURE ] ABNB: Testing with features: ['add_ema', 'add_failed_moves']
[2025-11-25T18:33:08.852352] [DEBUG] [FORECASTER] ABNB: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T18:33:13.171151] [DEBUG] [FORECASTER] ABNB: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0
[2025-11-25T18:33:13.403919] [DEBUG] [FORECASTER] ABNB: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T18:33:18.428467] [DEBUG] [FORECASTER] ABNB: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T18:33:26.203342] [DEBUG] [FORECASTER] ABNB: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T18:33:34.684937] [DEBUG] [FORECASTER] ABNB: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T18:33:39.533973] [DEBUG] [FORECASTER] ABNB: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T18:33:46.046545] [DEBUG] [FORECASTER] ABNB: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-25T18:33:46.256370] [DEBUG] [FORECASTER] ABNB: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T18:33:48.700400] [DEBUG] [FORECASTER] ABNB: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T18:33:48.700586] [INFO ] [CONFIGURE ] ABNB: KEPT add_failed_moves (score: 50.00%)
[2025-11-25T18:33:48.700633] [INFO ] [CONFIGURE ] JOB ETA: 127.5h | Avg: 7.5s/test | Remaining: 61068 tests
[2025-11-25T18:33:48.700691] [INFO ] [CONFIGURE ] ABNB: Testing feature 7/29: add_lag_shelf
[2025-11-25T18:33:48.700725] [INFO ] [CONFIGURE ] ABNB: Testing with features: ['add_ema', 'add_failed_moves', 'add_lag_shelf']
[2025-11-25T18:33:51.475657] [DEBUG] [FORECASTER] ABNB: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T18:33:52.008929] [DEBUG] [FORECASTER] ABNB: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0
[2025-11-25T18:33:52.226686] [DEBUG] [FORECASTER] ABNB: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T18:33:52.442570] [DEBUG] [FORECASTER] ABNB: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T18:33:52.746009] [DEBUG] [FORECASTER] ABNB: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T18:33:52.976428] [DEBUG] [FORECASTER] ABNB: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T18:33:53.204550] [DEBUG] [FORECASTER] ABNB: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T18:33:53.411430] [DEBUG] [FORECASTER] ABNB: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-25T18:33:53.632158] [DEBUG] [FORECASTER] ABNB: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T18:33:53.892681] [DEBUG] [FORECASTER] ABNB: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T18:33:53.892892] [INFO ] [CONFIGURE ] ABNB: DISCARDED add_lag_shelf (score: 50.00%)
[2025-11-25T18:33:53.892936] [INFO ] [CONFIGURE ] JOB ETA: 127.3h | Avg: 7.5s/test | Remaining: 61067 tests
[2025-11-25T18:33:53.892972] [INFO ] [CONFIGURE ] ABNB: Testing feature 8/29: add_macd
[2025-11-25T18:33:53.893005] [INFO ] [CONFIGURE ] ABNB: Testing with features: ['add_ema', 'add_failed_moves', 'add_vwap', 'add_macd']
[2025-11-25T18:33:54.164141] [DEBUG] [FORECASTER] ABNB: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T18:33:54.472295] [DEBUG] [FORECASTER] ABNB: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T18:33:54.817247] [DEBUG] [FORECASTER] ABNB: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T18:33:55.145032] [DEBUG] [FORECASTER] ABNB: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T18:33:55.473524] [DEBUG] [FORECASTER] ABNB: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T18:33:55.858834] [DEBUG] [FORECASTER] ABNB: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T18:33:56.401612] [DEBUG] [FORECASTER] ABNB: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T18:33:56.721473] [DEBUG] [FORECASTER] ABNB: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-25T18:33:57.026204] [DEBUG] [FORECASTER] ABNB: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T18:33:57.351156] [DEBUG] [FORECASTER] ABNB: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T18:33:57.351354] [INFO ] [CONFIGURE ] ABNB: DISCARDED add_macd (score: 50.00%)
[2025-11-25T18:33:57.351405] [INFO ] [CONFIGURE ] JOB ETA: 127.1h | Avg: 7.5s/test | Remaining: 61066 tests
[2025-11-25T18:33:57.351455] [INFO ] [CONFIGURE ] ABNB: Testing feature 9/29: add_mfi
[2025-11-25T18:33:57.351501] [INFO ] [CONFIGURE ] ABNB: Testing with features: ['add_ema', 'add_failed_moves', 'add_mfi']
[2025-11-25T18:33:57.579850] [DEBUG] [FORECASTER] ABNB: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T18:33:57.811816] [DEBUG] [FORECASTER] ABNB: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0
[2025-11-25T18:33:58.055326] [DEBUG] [FORECASTER] ABNB: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T18:33:58.288840] [DEBUG] [FORECASTER] ABNB: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T18:33:58.622823] [DEBUG] [FORECASTER] ABNB: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T18:33:58.858116] [DEBUG] [FORECASTER] ABNB: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T18:33:59.108746] [DEBUG] [FORECASTER] ABNB: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T18:33:59.363304] [DEBUG] [FORECASTER] ABNB: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-25T18:33:59.634770] [DEBUG] [FORECASTER] ABNB: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T18:33:59.908002] [DEBUG] [FORECASTER] ABNB: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T18:33:59.908176] [INFO ] [CONFIGURE ] ABNB: DISCARDED add_mfi (score: 50.00%)
[2025-11-25T18:33:59.908221] [INFO ] [CONFIGURE ] JOB ETA: 126.8h | Avg: 7.5s/test | Remaining: 61065 tests
[2025-11-25T18:33:59.908256] [INFO ] [CONFIGURE ] ABNB: Testing feature 10/29: add_momentum_acceleration
[2025-11-25T18:33:59.908288] [INFO ] [CONFIGURE ] ABNB: Testing with features: ['add_ema', 'add_failed_moves', 'add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-11-25T18:34:00.203825] [DEBUG] [FORECASTER] ABNB: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T18:34:01.217761] [DEBUG] [FORECASTER] ABNB: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0
[2025-11-25T18:34:01.623920] [DEBUG] [FORECASTER] ABNB: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T18:34:01.961242] [DEBUG] [FORECASTER] ABNB: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T18:34:02.285920] [DEBUG] [FORECASTER] ABNB: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T18:34:02.584197] [DEBUG] [FORECASTER] ABNB: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T18:34:02.902341] [DEBUG] [FORECASTER] ABNB: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T18:34:03.230457] [DEBUG] [FORECASTER] ABNB: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-25T18:34:03.535201] [DEBUG] [FORECASTER] ABNB: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T18:34:03.820622] [DEBUG] [FORECASTER] ABNB: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T18:34:03.820771] [INFO ] [CONFIGURE ] ABNB: DISCARDED add_momentum_acceleration (score: 40.00%)
[2025-11-25T18:34:03.820815] [INFO ] [CONFIGURE ] JOB ETA: 126.6h | Avg: 7.5s/test | Remaining: 61064 tests
[2025-11-25T18:34:03.820851] [INFO ] [CONFIGURE ] ABNB: Testing feature 11/29: add_obv_daily
[2025-11-25T18:34:03.820883] [INFO ] [CONFIGURE ] ABNB: Testing with features: ['add_ema', 'add_failed_moves', 'add_obv_daily']
[2025-11-25T18:34:04.126738] [DEBUG] [FORECASTER] ABNB: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T18:34:04.432095] [DEBUG] [FORECASTER] ABNB: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0
[2025-11-25T18:34:06.615249] [DEBUG] [FORECASTER] ABNB: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T18:34:06.878752] [DEBUG] [FORECASTER] ABNB: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T18:34:09.558400] [DEBUG] [FORECASTER] ABNB: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T18:34:09.810698] [DEBUG] [FORECASTER] ABNB: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T18:34:10.096915] [DEBUG] [FORECASTER] ABNB: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T18:34:10.370276] [DEBUG] [FORECASTER] ABNB: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-25T18:34:10.640881] [DEBUG] [FORECASTER] ABNB: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T18:34:10.957323] [DEBUG] [FORECASTER] ABNB: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T18:34:10.957610] [INFO ] [CONFIGURE ] ABNB: DISCARDED add_obv_daily (score: 40.00%)
[2025-11-25T18:34:10.957705] [INFO ] [CONFIGURE ] JOB ETA: 126.6h | Avg: 7.5s/test | Remaining: 61063 tests
[2025-11-25T18:34:10.957759] [INFO ] [CONFIGURE ] ABNB: Testing feature 12/29: add_obv_interval
[2025-11-25T18:34:10.957800] [INFO ] [CONFIGURE ] ABNB: Testing with features: ['add_ema', 'add_failed_moves', 'add_obv_interval']
[2025-11-25T18:34:11.223628] [DEBUG] [FORECASTER] ABNB: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T18:34:11.513624] [DEBUG] [FORECASTER] ABNB: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0
[2025-11-25T18:34:11.821247] [DEBUG] [FORECASTER] ABNB: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T18:34:12.090676] [DEBUG] [FORECASTER] ABNB: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T18:34:14.292403] [DEBUG] [FORECASTER] ABNB: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T18:34:19.634956] [DEBUG] [FORECASTER] ABNB: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T18:34:26.743764] [DEBUG] [FORECASTER] ABNB: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T18:34:33.929099] [DEBUG] [FORECASTER] ABNB: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-25T18:34:38.495834] [DEBUG] [FORECASTER] ABNB: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T18:34:46.723442] [DEBUG] [FORECASTER] ABNB: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T18:34:46.723594] [INFO ] [CONFIGURE ] ABNB: DISCARDED add_obv_interval (score: 40.00%)
[2025-11-25T18:34:46.723639] [INFO ] [CONFIGURE ] JOB ETA: 128.2h | Avg: 7.6s/test | Remaining: 61062 tests
[2025-11-25T18:34:46.723732] [INFO ] [CONFIGURE ] ABNB: Testing feature 13/29: add_opening_strength
[2025-11-25T18:34:46.723767] [INFO ] [CONFIGURE ] ABNB: Testing with features: ['add_ema', 'add_failed_moves', 'add_daily_returns', 'add_opening_strength']
[2025-11-25T18:34:53.288497] [DEBUG] [FORECASTER] ABNB: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T18:34:53.547437] [DEBUG] [FORECASTER] ABNB: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0
[2025-11-25T18:34:53.815624] [DEBUG] [FORECASTER] ABNB: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T18:34:54.130154] [DEBUG] [FORECASTER] ABNB: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T18:34:54.388298] [DEBUG] [FORECASTER] ABNB: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T18:34:54.656868] [DEBUG] [FORECASTER] ABNB: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T18:34:54.914890] [DEBUG] [FORECASTER] ABNB: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T18:34:55.174634] [DEBUG] [FORECASTER] ABNB: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-25T18:34:57.909251] [DEBUG] [FORECASTER] ABNB: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T18:34:59.632804] [DEBUG] [FORECASTER] ABNB: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T18:34:59.632995] [INFO ] [CONFIGURE ] ABNB: DISCARDED add_opening_strength (score: 40.00%)
[2025-11-25T18:34:59.633042] [INFO ] [CONFIGURE ] JOB ETA: 128.5h | Avg: 7.6s/test | Remaining: 61061 tests
[2025-11-25T18:34:59.633081] [INFO ] [CONFIGURE ] ABNB: Testing feature 14/29: add_order_flow_imbalance
[2025-11-25T18:34:59.633115] [INFO ] [CONFIGURE ] ABNB: Testing with features: ['add_ema', 'add_failed_moves', 'add_order_flow_imbalance']
[2025-11-25T18:35:05.131634] [DEBUG] [FORECASTER] ABNB: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T18:35:15.798412] [DEBUG] [FORECASTER] ABNB: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0
[2025-11-25T18:35:16.304749] [DEBUG] [FORECASTER] ABNB: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T18:35:16.545960] [DEBUG] [FORECASTER] ABNB: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T18:35:16.781566] [DEBUG] [FORECASTER] ABNB: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T18:35:17.018259] [DEBUG] [FORECASTER] ABNB: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T18:35:17.299562] [DEBUG] [FORECASTER] ABNB: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T18:35:17.538363] [DEBUG] [FORECASTER] ABNB: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-25T18:35:17.817531] [DEBUG] [FORECASTER] ABNB: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T18:35:18.087075] [DEBUG] [FORECASTER] ABNB: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T18:35:18.087284] [INFO ] [CONFIGURE ] ABNB: DISCARDED add_order_flow_imbalance (score: 50.00%)
[2025-11-25T18:35:18.087360] [INFO ] [CONFIGURE ] JOB ETA: 129.1h | Avg: 7.6s/test | Remaining: 61060 tests
[2025-11-25T18:35:18.087405] [INFO ] [CONFIGURE ] ABNB: Testing feature 15/29: add_pbf_morning_momentum
[2025-11-25T18:35:18.087441] [INFO ] [CONFIGURE ] ABNB: Testing with features: ['add_ema', 'add_failed_moves', 'add_pbf_morning_momentum']
[2025-11-25T18:35:18.334920] [DEBUG] [FORECASTER] ABNB: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T18:35:18.557767] [DEBUG] [FORECASTER] ABNB: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0
[2025-11-25T18:35:18.780761] [DEBUG] [FORECASTER] ABNB: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T18:35:19.030953] [DEBUG] [FORECASTER] ABNB: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T18:35:19.256276] [DEBUG] [FORECASTER] ABNB: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T18:35:19.521065] [DEBUG] [FORECASTER] ABNB: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T18:35:19.785757] [DEBUG] [FORECASTER] ABNB: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T18:35:20.023381] [DEBUG] [FORECASTER] ABNB: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-25T18:35:20.252888] [DEBUG] [FORECASTER] ABNB: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T18:35:20.498206] [DEBUG] [FORECASTER] ABNB: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T18:35:20.498372] [INFO ] [CONFIGURE ] ABNB: DISCARDED add_pbf_morning_momentum (score: 40.00%)
[2025-11-25T18:35:20.498426] [INFO ] [CONFIGURE ] JOB ETA: 128.8h | Avg: 7.6s/test | Remaining: 61059 tests
[2025-11-25T18:35:20.498465] [INFO ] [CONFIGURE ] ABNB: Testing feature 16/29: add_pbf_overnight_gap
[2025-11-25T18:35:20.498498] [INFO ] [CONFIGURE ] ABNB: Testing with features: ['add_ema', 'add_failed_moves', 'add_pbf_overnight_gap']
[2025-11-25T18:35:20.736518] [DEBUG] [FORECASTER] ABNB: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T18:35:21.064516] [DEBUG] [FORECASTER] ABNB: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0
[2025-11-25T18:35:21.314193] [DEBUG] [FORECASTER] ABNB: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T18:35:21.557215] [DEBUG] [FORECASTER] ABNB: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T18:35:21.835813] [DEBUG] [FORECASTER] ABNB: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T18:35:22.098375] [DEBUG] [FORECASTER] ABNB: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T18:35:22.350571] [DEBUG] [FORECASTER] ABNB: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T18:35:22.608249] [DEBUG] [FORECASTER] ABNB: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-25T18:35:22.856903] [DEBUG] [FORECASTER] ABNB: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T18:35:23.159814] [DEBUG] [FORECASTER] ABNB: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T18:35:23.160130] [INFO ] [CONFIGURE ] ABNB: DISCARDED add_pbf_overnight_gap (score: 40.00%)
[2025-11-25T18:35:23.160201] [INFO ] [CONFIGURE ] JOB ETA: 128.5h | Avg: 7.6s/test | Remaining: 61058 tests
[2025-11-25T18:35:23.160251] [INFO ] [CONFIGURE ] ABNB: Testing feature 17/29: add_pbf_return_2d
[2025-11-25T18:35:23.160291] [INFO ] [CONFIGURE ] ABNB: Testing with features: ['add_ema', 'add_failed_moves', 'add_pbf_return_2d']
[2025-11-25T18:35:23.432844] [DEBUG] [FORECASTER] ABNB: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T18:35:23.703666] [DEBUG] [FORECASTER] ABNB: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0
[2025-11-25T18:35:24.023152] [DEBUG] [FORECASTER] ABNB: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T18:35:24.280155] [DEBUG] [FORECASTER] ABNB: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T18:35:24.547072] [DEBUG] [FORECASTER] ABNB: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T18:35:24.888570] [DEBUG] [FORECASTER] ABNB: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T18:35:25.169173] [DEBUG] [FORECASTER] ABNB: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T18:35:25.423119] [DEBUG] [FORECASTER] ABNB: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-25T18:35:25.752149] [DEBUG] [FORECASTER] ABNB: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T18:35:26.055471] [DEBUG] [FORECASTER] ABNB: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T18:35:26.055726] [INFO ] [CONFIGURE ] ABNB: DISCARDED add_pbf_return_2d (score: 50.00%)
[2025-11-25T18:35:26.055777] [INFO ] [CONFIGURE ] JOB ETA: 128.3h | Avg: 7.6s/test | Remaining: 61057 tests
[2025-11-25T18:35:26.055812] [INFO ] [CONFIGURE ] ABNB: Testing feature 18/29: add_pbf_volatility_5d
[2025-11-25T18:35:26.055970] [INFO ] [CONFIGURE ] ABNB: Testing with features: ['add_ema', 'add_failed_moves', 'add_pbf_volatility_5d']
[2025-11-25T18:35:26.295030] [DEBUG] [FORECASTER] ABNB: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T18:35:26.590144] [DEBUG] [FORECASTER] ABNB: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0
[2025-11-25T18:35:26.856180] [DEBUG] [FORECASTER] ABNB: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T18:35:27.101346] [DEBUG] [FORECASTER] ABNB: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T18:35:27.361007] [DEBUG] [FORECASTER] ABNB: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T18:35:27.626177] [DEBUG] [FORECASTER] ABNB: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T18:35:27.964946] [DEBUG] [FORECASTER] ABNB: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T18:35:28.228268] [DEBUG] [FORECASTER] ABNB: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-25T18:35:28.488588] [DEBUG] [FORECASTER] ABNB: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T18:35:28.776723] [DEBUG] [FORECASTER] ABNB: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T18:35:28.776972] [INFO ] [CONFIGURE ] ABNB: DISCARDED add_pbf_volatility_5d (score: 50.00%)
[2025-11-25T18:35:28.777020] [INFO ] [CONFIGURE ] JOB ETA: 128.0h | Avg: 7.5s/test | Remaining: 61056 tests
[2025-11-25T18:35:28.777062] [INFO ] [CONFIGURE ] ABNB: Testing feature 19/29: add_pbf_vs_sma_5
[2025-11-25T18:35:28.777099] [INFO ] [CONFIGURE ] ABNB: Testing with features: ['add_ema', 'add_failed_moves', 'add_pbf_vs_sma_5']
[2025-11-25T18:35:30.347623] [DEBUG] [FORECASTER] ABNB: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T18:35:30.576861] [DEBUG] [FORECASTER] ABNB: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0
[2025-11-25T18:35:33.376046] [DEBUG] [FORECASTER] ABNB: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T18:35:33.607227] [DEBUG] [FORECASTER] ABNB: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T18:35:33.842096] [DEBUG] [FORECASTER] ABNB: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T18:35:34.087436] [DEBUG] [FORECASTER] ABNB: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T18:35:34.322321] [DEBUG] [FORECASTER] ABNB: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T18:35:34.595182] [DEBUG] [FORECASTER] ABNB: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-25T18:35:34.874120] [DEBUG] [FORECASTER] ABNB: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T18:35:35.113160] [DEBUG] [FORECASTER] ABNB: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T18:35:35.113317] [INFO ] [CONFIGURE ] ABNB: DISCARDED add_pbf_vs_sma_5 (score: 40.00%)
[2025-11-25T18:35:35.113361] [INFO ] [CONFIGURE ] JOB ETA: 127.9h | Avg: 7.5s/test | Remaining: 61055 tests
[2025-11-25T18:35:35.113397] [INFO ] [CONFIGURE ] ABNB: Testing feature 20/29: add_price_rejection
[2025-11-25T18:35:35.113430] [INFO ] [CONFIGURE ] ABNB: Testing with features: ['add_ema', 'add_failed_moves', 'add_price_rejection']
[2025-11-25T18:35:35.394289] [DEBUG] [FORECASTER] ABNB: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T18:35:35.661009] [DEBUG] [FORECASTER] ABNB: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0
[2025-11-25T18:35:36.038132] [DEBUG] [FORECASTER] ABNB: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T18:35:36.379823] [DEBUG] [FORECASTER] ABNB: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T18:35:36.777280] [DEBUG] [FORECASTER] ABNB: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T18:35:37.345851] [DEBUG] [FORECASTER] ABNB: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T18:35:39.530506] [DEBUG] [FORECASTER] ABNB: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T18:35:40.646033] [DEBUG] [FORECASTER] ABNB: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-25T18:35:40.897369] [DEBUG] [FORECASTER] ABNB: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T18:35:44.978001] [DEBUG] [FORECASTER] ABNB: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T18:35:44.978173] [INFO ] [CONFIGURE ] ABNB: KEPT add_price_rejection (score: 60.00%)
[2025-11-25T18:35:44.978218] [INFO ] [CONFIGURE ] JOB ETA: 128.1h | Avg: 7.6s/test | Remaining: 61054 tests
[2025-11-25T18:35:44.978253] [INFO ] [CONFIGURE ] ABNB: Testing feature 21/29: add_range_position
[2025-11-25T18:35:44.978285] [INFO ] [CONFIGURE ] ABNB: Testing with features: ['add_ema', 'add_failed_moves', 'add_price_rejection', 'add_range_position']
[2025-11-25T18:35:52.109923] [DEBUG] [FORECASTER] ABNB: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T18:36:03.497131] [DEBUG] [FORECASTER] ABNB: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0
[2025-11-25T18:36:05.628986] [DEBUG] [FORECASTER] ABNB: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T18:36:05.916316] [DEBUG] [FORECASTER] ABNB: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T18:36:06.200282] [DEBUG] [FORECASTER] ABNB: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T18:36:06.481012] [DEBUG] [FORECASTER] ABNB: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T18:36:10.476266] [DEBUG] [FORECASTER] ABNB: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T18:36:12.165268] [DEBUG] [FORECASTER] ABNB: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-25T18:36:15.424800] [DEBUG] [FORECASTER] ABNB: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T18:36:24.856791] [DEBUG] [FORECASTER] ABNB: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T18:36:24.857038] [INFO ] [CONFIGURE ] ABNB: DISCARDED add_range_position (score: 60.00%)
[2025-11-25T18:36:24.857088] [INFO ] [CONFIGURE ] JOB ETA: 129.8h | Avg: 7.7s/test | Remaining: 61053 tests
[2025-11-25T18:36:24.857127] [INFO ] [CONFIGURE ] ABNB: Testing feature 22/29: add_realized_volatility
[2025-11-25T18:36:24.857164] [INFO ] [CONFIGURE ] ABNB: Testing with features: ['add_ema', 'add_failed_moves', 'add_price_rejection', 'add_realized_volatility']
[2025-11-25T18:36:30.247561] [DEBUG] [FORECASTER] ABNB: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T18:36:35.404698] [DEBUG] [FORECASTER] ABNB: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0
[2025-11-25T18:36:35.736686] [DEBUG] [FORECASTER] ABNB: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T18:36:36.071543] [DEBUG] [FORECASTER] ABNB: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T18:36:36.393978] [DEBUG] [FORECASTER] ABNB: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T18:36:36.742182] [DEBUG] [FORECASTER] ABNB: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T18:36:39.246698] [DEBUG] [FORECASTER] ABNB: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T18:36:39.586539] [DEBUG] [FORECASTER] ABNB: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-25T18:36:39.918738] [DEBUG] [FORECASTER] ABNB: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T18:36:41.912275] [DEBUG] [FORECASTER] ABNB: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T18:36:41.912511] [INFO ] [CONFIGURE ] ABNB: DISCARDED add_realized_volatility (score: 50.00%)
[2025-11-25T18:36:41.912563] [INFO ] [CONFIGURE ] JOB ETA: 130.3h | Avg: 7.7s/test | Remaining: 61052 tests
[2025-11-25T18:36:41.912599] [INFO ] [CONFIGURE ] ABNB: Testing feature 23/29: add_recent_range_context
[2025-11-25T18:36:41.912633] [INFO ] [CONFIGURE ] ABNB: Testing with features: ['add_ema', 'add_failed_moves', 'add_price_rejection', 'add_recent_range_context']
[2025-11-25T18:36:42.156345] [DEBUG] [FORECASTER] ABNB: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T18:36:42.439456] [DEBUG] [FORECASTER] ABNB: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0
[2025-11-25T18:36:44.876495] [DEBUG] [FORECASTER] ABNB: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T18:36:45.195678] [DEBUG] [FORECASTER] ABNB: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T18:36:45.442844] [DEBUG] [FORECASTER] ABNB: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T18:36:45.724324] [DEBUG] [FORECASTER] ABNB: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T18:36:45.981951] [DEBUG] [FORECASTER] ABNB: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T18:36:46.258099] [DEBUG] [FORECASTER] ABNB: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-25T18:36:46.518659] [DEBUG] [FORECASTER] ABNB: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T18:36:49.351910] [DEBUG] [FORECASTER] ABNB: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T18:36:49.352057] [INFO ] [CONFIGURE ] ABNB: DISCARDED add_recent_range_context (score: 50.00%)
[2025-11-25T18:36:49.352102] [INFO ] [CONFIGURE ] JOB ETA: 130.3h | Avg: 7.7s/test | Remaining: 61051 tests
[2025-11-25T18:36:49.352138] [INFO ] [CONFIGURE ] ABNB: Testing feature 24/29: add_rsi
[2025-11-25T18:36:49.352173] [INFO ] [CONFIGURE ] ABNB: Testing with features: ['add_ema', 'add_failed_moves', 'add_price_rejection', 'add_rsi']
[2025-11-25T18:36:49.599402] [DEBUG] [FORECASTER] ABNB: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T18:36:49.908933] [DEBUG] [FORECASTER] ABNB: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0
[2025-11-25T18:36:50.157830] [DEBUG] [FORECASTER] ABNB: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T18:36:50.403879] [DEBUG] [FORECASTER] ABNB: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T18:36:56.905987] [DEBUG] [FORECASTER] ABNB: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T18:37:04.039318] [DEBUG] [FORECASTER] ABNB: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T18:37:12.378879] [DEBUG] [FORECASTER] ABNB: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T18:37:16.511891] [DEBUG] [FORECASTER] ABNB: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-25T18:37:19.930402] [DEBUG] [FORECASTER] ABNB: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T18:37:24.264022] [DEBUG] [FORECASTER] ABNB: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T18:37:24.264238] [INFO ] [CONFIGURE ] ABNB: DISCARDED add_rsi (score: 30.00%)
[2025-11-25T18:37:24.264284] [INFO ] [CONFIGURE ] JOB ETA: 131.8h | Avg: 7.8s/test | Remaining: 61050 tests
[2025-11-25T18:37:24.264321] [INFO ] [CONFIGURE ] ABNB: Testing feature 25/29: add_tick_distribution
[2025-11-25T18:37:24.264354] [INFO ] [CONFIGURE ] ABNB: Testing with features: ['add_ema', 'add_failed_moves', 'add_price_rejection', 'add_tick_distribution']
[2025-11-25T18:37:29.901779] [DEBUG] [FORECASTER] ABNB: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T18:37:35.330318] [DEBUG] [FORECASTER] ABNB: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0
[2025-11-25T18:37:42.939168] [DEBUG] [FORECASTER] ABNB: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T18:37:47.965255] [DEBUG] [FORECASTER] ABNB: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T18:37:53.516244] [DEBUG] [FORECASTER] ABNB: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T18:37:59.384545] [DEBUG] [FORECASTER] ABNB: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T18:38:08.604809] [DEBUG] [FORECASTER] ABNB: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T18:38:19.714738] [DEBUG] [FORECASTER] ABNB: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-25T18:38:27.850829] [DEBUG] [FORECASTER] ABNB: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T18:38:31.255761] [DEBUG] [FORECASTER] ABNB: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T18:38:31.255913] [INFO ] [CONFIGURE ] ABNB: KEPT add_tick_distribution (score: 70.00%)
[2025-11-25T18:38:31.255961] [INFO ] [CONFIGURE ] JOB ETA: 135.0h | Avg: 8.0s/test | Remaining: 61049 tests
[2025-11-25T18:38:31.255997] [INFO ] [CONFIGURE ] ABNB: Testing feature 26/29: add_volume_momentum_confirmation
[2025-11-25T18:38:31.256032] [INFO ] [CONFIGURE ] ABNB: Testing with features: ['add_ema', 'add_failed_moves', 'add_price_rejection', 'add_tick_distribution', 'add_volume_momentum_confirmation']
[2025-11-25T18:38:31.548501] [DEBUG] [FORECASTER] ABNB: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T18:38:31.898673] [DEBUG] [FORECASTER] ABNB: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0
[2025-11-25T18:38:32.257021] [DEBUG] [FORECASTER] ABNB: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T18:38:32.530842] [DEBUG] [FORECASTER] ABNB: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T18:38:32.822154] [DEBUG] [FORECASTER] ABNB: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T18:38:33.157554] [DEBUG] [FORECASTER] ABNB: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T18:38:33.444149] [DEBUG] [FORECASTER] ABNB: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T18:38:33.720095] [DEBUG] [FORECASTER] ABNB: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-25T18:38:34.000156] [DEBUG] [FORECASTER] ABNB: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T18:38:34.338826] [DEBUG] [FORECASTER] ABNB: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T18:38:34.338993] [INFO ] [CONFIGURE ] ABNB: DISCARDED add_volume_momentum_confirmation (score: 60.00%)
[2025-11-25T18:38:34.339046] [INFO ] [CONFIGURE ] JOB ETA: 134.7h | Avg: 7.9s/test | Remaining: 61048 tests
[2025-11-25T18:38:34.339089] [INFO ] [CONFIGURE ] ABNB: Testing feature 27/29: add_volume_price_divergence
[2025-11-25T18:38:34.339125] [INFO ] [CONFIGURE ] ABNB: Testing with features: ['add_ema', 'add_failed_moves', 'add_price_rejection', 'add_tick_distribution', 'add_volume_price_divergence']
[2025-11-25T18:38:34.620154] [DEBUG] [FORECASTER] ABNB: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T18:38:34.901297] [DEBUG] [FORECASTER] ABNB: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0
[2025-11-25T18:38:35.183358] [DEBUG] [FORECASTER] ABNB: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T18:38:35.460474] [DEBUG] [FORECASTER] ABNB: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T18:38:35.741431] [DEBUG] [FORECASTER] ABNB: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T18:38:36.019911] [DEBUG] [FORECASTER] ABNB: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T18:38:36.322794] [DEBUG] [FORECASTER] ABNB: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T18:38:36.614116] [DEBUG] [FORECASTER] ABNB: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T18:38:36.900235] [DEBUG] [FORECASTER] ABNB: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T18:38:37.178831] [DEBUG] [FORECASTER] ABNB: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T18:38:37.179013] [INFO ] [CONFIGURE ] ABNB: DISCARDED add_volume_price_divergence (score: 70.00%)
[2025-11-25T18:38:37.179067] [INFO ] [CONFIGURE ] JOB ETA: 134.4h | Avg: 7.9s/test | Remaining: 61047 tests
[2025-11-25T18:38:37.179112] [INFO ] [CONFIGURE ] ABNB: Testing feature 28/29: add_volume_profile
[2025-11-25T18:38:37.179152] [INFO ] [CONFIGURE ] ABNB: Testing with features: ['add_ema', 'add_failed_moves', 'add_price_rejection', 'add_tick_distribution', 'add_volume_profile']
[2025-11-25T18:38:37.473030] [DEBUG] [FORECASTER] ABNB: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T18:38:37.762491] [DEBUG] [FORECASTER] ABNB: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0
[2025-11-25T18:38:38.041464] [DEBUG] [FORECASTER] ABNB: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T18:38:38.401989] [DEBUG] [FORECASTER] ABNB: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T18:38:38.681226] [DEBUG] [FORECASTER] ABNB: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T18:38:38.956455] [DEBUG] [FORECASTER] ABNB: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T18:38:39.223741] [DEBUG] [FORECASTER] ABNB: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T18:38:39.514006] [DEBUG] [FORECASTER] ABNB: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-25T18:38:39.787528] [DEBUG] [FORECASTER] ABNB: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T18:38:40.074831] [DEBUG] [FORECASTER] ABNB: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T18:38:40.074984] [INFO ] [CONFIGURE ] ABNB: DISCARDED add_volume_profile (score: 50.00%)
[2025-11-25T18:38:40.075029] [INFO ] [CONFIGURE ] JOB ETA: 134.2h | Avg: 7.9s/test | Remaining: 61046 tests
[2025-11-25T18:38:40.075064] [INFO ] [CONFIGURE ] ABNB: Testing feature 29/29: add_vwap
[2025-11-25T18:38:40.075097] [INFO ] [CONFIGURE ] ABNB: Testing with features: ['add_ema', 'add_failed_moves', 'add_price_rejection', 'add_tick_distribution', 'add_vwap']
[2025-11-25T18:38:40.371178] [DEBUG] [FORECASTER] ABNB: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T18:38:40.663785] [DEBUG] [FORECASTER] ABNB: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0
[2025-11-25T18:38:41.031713] [DEBUG] [FORECASTER] ABNB: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T18:38:41.367745] [DEBUG] [FORECASTER] ABNB: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T18:38:41.668443] [DEBUG] [FORECASTER] ABNB: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T18:38:42.021779] [DEBUG] [FORECASTER] ABNB: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T18:38:42.311596] [DEBUG] [FORECASTER] ABNB: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T18:38:42.599502] [DEBUG] [FORECASTER] ABNB: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-25T18:38:42.868508] [DEBUG] [FORECASTER] ABNB: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T18:38:43.228154] [DEBUG] [FORECASTER] ABNB: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T18:38:43.228330] [INFO ] [CONFIGURE ] ABNB: DISCARDED add_vwap (score: 50.00%)
[2025-11-25T18:38:43.228375] [INFO ] [CONFIGURE ] JOB ETA: 133.9h | Avg: 7.9s/test | Remaining: 61045 tests
[2025-11-25T18:38:43.228412] [INFO ] [CONFIGURE ] ABNB: ===== FEATURE SELECTION COMPLETE =====
[2025-11-25T18:38:43.228442] [INFO ] [CONFIGURE ] ABNB: Best accuracy: 70.00%
[2025-11-25T18:38:43.228475] [INFO ] [CONFIGURE ] ABNB: Best feature set (4 features): ['add_ema', 'add_failed_moves', 'add_price_rejection', 'add_tick_distribution']
[2025-11-25T18:38:43.228505] [INFO ] [CONFIGURE ] ABNB: Improvement over baseline: 40.00%
[2025-11-25T18:38:43.228532] [INFO ] [CONFIGURE ] ABNB: Total time: 6.0 minutes
[2025-11-25T18:38:43.228558] [INFO ] [CONFIGURE ] ABNB: Average time per feature: 12.4 seconds
[2025-11-25T18:38:43.228587] [INFO ] [CONFIGURE ] ABNB: Average speed: 0.08 features/sec
[2025-11-25T18:38:43.228895] [INFO ] [LOCAL     ] Saved configuration for ABNB: 4 features, 70.00% accuracy -> ./output/feature-sets/ABNB.json
[2025-11-25T18:38:43.228942] [INFO ] [CONFIGURE ] ABNB: Configuration saved successfully: 4 features, 70.00% accuracy.
[2025-11-25T18:38:43.228980] [INFO ] [sig       ] [11/2116] Successfully configured ABNB | 0.00 sym/s | Total: 42.8m | ETA: 136.6h
[2025-11-25T18:38:43.229023] [INFO ] [sig       ] [12/2116] Configuring ABOS...
[2025-11-25T18:38:43.229057] [INFO ] [CONFIGURE ] ABOS: Configurate test run.
[2025-11-25T18:38:43.229089] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ABOS' from 'https://tdm.silogroup.org/data/derivative_storage/ABOS.csv'.
[2025-11-25T18:38:43.241082] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ABOS'.
[2025-11-25T18:38:43.241593] [INFO ] [CONFIGURE ] ABOS: Testing with 29 available features
[2025-11-25T18:38:43.241665] [INFO ] [CONFIGURE ] ABOS: Establishing baseline with no features...
[2025-11-25T18:38:43.429764] [DEBUG] [FORECASTER] ABOS: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T18:38:43.604076] [DEBUG] [FORECASTER] ABOS: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T18:38:43.777969] [DEBUG] [FORECASTER] ABOS: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T18:38:43.947719] [DEBUG] [FORECASTER] ABOS: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T18:38:44.106164] [DEBUG] [FORECASTER] ABOS: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T18:38:44.261711] [DEBUG] [FORECASTER] ABOS: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T18:38:44.446831] [DEBUG] [FORECASTER] ABOS: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T18:38:44.670582] [DEBUG] [FORECASTER] ABOS: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T18:38:44.847721] [DEBUG] [FORECASTER] ABOS: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T18:38:45.020908] [DEBUG] [FORECASTER] ABOS: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T18:38:45.021046] [INFO ] [CONFIGURE ] ABOS: Baseline score (no features): 50.00%
[2025-11-25T18:38:45.021094] [INFO ] [CONFIGURE ] ABOS: Testing feature 1/29: add_bollinger_bands
[2025-11-25T18:38:45.021128] [INFO ] [CONFIGURE ] ABOS: Testing with features: ['add_bollinger_bands']
[2025-11-25T18:38:45.223379] [DEBUG] [FORECASTER] ABOS: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T18:38:45.430218] [DEBUG] [FORECASTER] ABOS: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T18:38:45.641463] [DEBUG] [FORECASTER] ABOS: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T18:38:45.851339] [DEBUG] [FORECASTER] ABOS: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T18:38:46.075837] [DEBUG] [FORECASTER] ABOS: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T18:38:46.274242] [DEBUG] [FORECASTER] ABOS: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T18:38:46.478259] [DEBUG] [FORECASTER] ABOS: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T18:38:46.675040] [DEBUG] [FORECASTER] ABOS: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T18:38:46.869264] [DEBUG] [FORECASTER] ABOS: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T18:38:47.069699] [DEBUG] [FORECASTER] ABOS: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T18:38:47.069916] [INFO ] [CONFIGURE ] ABOS: DISCARDED add_bollinger_bands (score: 50.00%)
[2025-11-25T18:38:47.069961] [INFO ] [CONFIGURE ] JOB ETA: 133.6h | Avg: 7.9s/test | Remaining: 61044 tests
[2025-11-25T18:38:47.069996] [INFO ] [CONFIGURE ] ABOS: Testing feature 2/29: add_cumulative_delta
[2025-11-25T18:38:47.070027] [INFO ] [CONFIGURE ] ABOS: Testing with features: ['add_cumulative_delta']
[2025-11-25T18:38:47.268720] [DEBUG] [FORECASTER] ABOS: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T18:38:47.523906] [DEBUG] [FORECASTER] ABOS: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T18:38:47.728163] [DEBUG] [FORECASTER] ABOS: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T18:38:47.936897] [DEBUG] [FORECASTER] ABOS: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T18:38:48.147185] [DEBUG] [FORECASTER] ABOS: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T18:38:48.340565] [DEBUG] [FORECASTER] ABOS: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T18:38:48.557465] [DEBUG] [FORECASTER] ABOS: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T18:38:52.878428] [DEBUG] [FORECASTER] ABOS: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T18:39:03.450611] [DEBUG] [FORECASTER] ABOS: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T18:39:04.503660] [DEBUG] [FORECASTER] ABOS: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T18:39:04.503813] [INFO ] [CONFIGURE ] ABOS: KEPT add_cumulative_delta (score: 80.00%)
[2025-11-25T18:39:04.503858] [INFO ] [CONFIGURE ] JOB ETA: 134.1h | Avg: 7.9s/test | Remaining: 61043 tests
[2025-11-25T18:39:04.503893] [INFO ] [CONFIGURE ] ABOS: Testing feature 3/29: add_daily_returns
[2025-11-25T18:39:04.503926] [INFO ] [CONFIGURE ] ABOS: Testing with features: ['add_cumulative_delta', 'add_daily_returns']
[2025-11-25T18:39:07.581268] [DEBUG] [FORECASTER] ABOS: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T18:39:13.913038] [DEBUG] [FORECASTER] ABOS: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T18:39:14.123982] [DEBUG] [FORECASTER] ABOS: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T18:39:14.340955] [DEBUG] [FORECASTER] ABOS: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T18:39:14.592484] [DEBUG] [FORECASTER] ABOS: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T18:39:21.555519] [DEBUG] [FORECASTER] ABOS: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T18:39:29.352675] [DEBUG] [FORECASTER] ABOS: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T18:39:37.503341] [DEBUG] [FORECASTER] ABOS: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T18:39:42.664727] [DEBUG] [FORECASTER] ABOS: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T18:39:50.960200] [DEBUG] [FORECASTER] ABOS: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T18:39:50.960374] [INFO ] [CONFIGURE ] ABOS: DISCARDED add_daily_returns (score: 70.00%)
[2025-11-25T18:39:50.960419] [INFO ] [CONFIGURE ] JOB ETA: 136.1h | Avg: 8.0s/test | Remaining: 61042 tests
[2025-11-25T18:39:50.960455] [INFO ] [CONFIGURE ] ABOS: Testing feature 4/29: add_ema
[2025-11-25T18:39:50.960488] [INFO ] [CONFIGURE ] ABOS: Testing with features: ['add_cumulative_delta', 'add_ema']
[2025-11-25T18:39:59.397004] [DEBUG] [FORECASTER] ABOS: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T18:40:03.530318] [DEBUG] [FORECASTER] ABOS: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T18:40:08.901049] [DEBUG] [FORECASTER] ABOS: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T18:40:13.153148] [DEBUG] [FORECASTER] ABOS: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T18:40:19.209350] [DEBUG] [FORECASTER] ABOS: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T18:40:25.802344] [DEBUG] [FORECASTER] ABOS: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T18:40:30.412504] [DEBUG] [FORECASTER] ABOS: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T18:40:30.670605] [DEBUG] [FORECASTER] ABOS: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T18:40:30.930790] [DEBUG] [FORECASTER] ABOS: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T18:40:31.183450] [DEBUG] [FORECASTER] ABOS: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T18:40:31.183663] [INFO ] [CONFIGURE ] ABOS: DISCARDED add_ema (score: 80.00%)
[2025-11-25T18:40:31.183713] [INFO ] [CONFIGURE ] JOB ETA: 137.8h | Avg: 8.1s/test | Remaining: 61041 tests
[2025-11-25T18:40:31.183776] [INFO ] [CONFIGURE ] ABOS: Testing feature 5/29: add_exhaustion_signals
[2025-11-25T18:40:31.183812] [INFO ] [CONFIGURE ] ABOS: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals']
[2025-11-25T18:40:31.472823] [DEBUG] [FORECASTER] ABOS: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T18:40:31.712745] [DEBUG] [FORECASTER] ABOS: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T18:40:31.938749] [DEBUG] [FORECASTER] ABOS: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T18:40:32.204169] [DEBUG] [FORECASTER] ABOS: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T18:40:32.424112] [DEBUG] [FORECASTER] ABOS: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T18:40:32.677603] [DEBUG] [FORECASTER] ABOS: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T18:40:32.954666] [DEBUG] [FORECASTER] ABOS: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T18:40:33.216982] [DEBUG] [FORECASTER] ABOS: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T18:40:33.514799] [DEBUG] [FORECASTER] ABOS: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T18:40:33.812563] [DEBUG] [FORECASTER] ABOS: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T18:40:33.812790] [INFO ] [CONFIGURE ] ABOS: DISCARDED add_exhaustion_signals (score: 70.00%)
[2025-11-25T18:40:33.812837] [INFO ] [CONFIGURE ] JOB ETA: 137.5h | Avg: 8.1s/test | Remaining: 61040 tests
[2025-11-25T18:40:33.812875] [INFO ] [CONFIGURE ] ABOS: Testing feature 6/29: add_failed_moves
[2025-11-25T18:40:33.812906] [INFO ] [CONFIGURE ] ABOS: Testing with features: ['add_cumulative_delta', 'add_failed_moves']
[2025-11-25T18:40:34.031609] [DEBUG] [FORECASTER] ABOS: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T18:40:34.266023] [DEBUG] [FORECASTER] ABOS: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T18:40:34.486831] [DEBUG] [FORECASTER] ABOS: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T18:40:34.736522] [DEBUG] [FORECASTER] ABOS: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T18:40:34.959046] [DEBUG] [FORECASTER] ABOS: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T18:40:35.185225] [DEBUG] [FORECASTER] ABOS: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T18:40:35.409175] [DEBUG] [FORECASTER] ABOS: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T18:40:35.665376] [DEBUG] [FORECASTER] ABOS: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T18:40:35.890795] [DEBUG] [FORECASTER] ABOS: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T18:40:36.120737] [DEBUG] [FORECASTER] ABOS: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T18:40:36.120911] [INFO ] [CONFIGURE ] ABOS: DISCARDED add_failed_moves (score: 80.00%)
[2025-11-25T18:40:36.120957] [INFO ] [CONFIGURE ] JOB ETA: 137.2h | Avg: 8.1s/test | Remaining: 61039 tests
[2025-11-25T18:40:36.120996] [INFO ] [CONFIGURE ] ABOS: Testing feature 7/29: add_lag_shelf
[2025-11-25T18:40:36.121031] [INFO ] [CONFIGURE ] ABOS: Testing with features: ['add_cumulative_delta', 'add_lag_shelf']
[2025-11-25T18:40:36.360127] [DEBUG] [FORECASTER] ABOS: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T18:40:40.087503] [DEBUG] [FORECASTER] ABOS: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T18:40:40.277529] [DEBUG] [FORECASTER] ABOS: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T18:40:40.464730] [DEBUG] [FORECASTER] ABOS: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T18:40:50.303743] [DEBUG] [FORECASTER] ABOS: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T18:41:04.194669] [DEBUG] [FORECASTER] ABOS: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T18:41:08.389004] [DEBUG] [FORECASTER] ABOS: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T18:41:13.428344] [DEBUG] [FORECASTER] ABOS: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T18:41:17.718597] [DEBUG] [FORECASTER] ABOS: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T18:41:17.897442] [DEBUG] [FORECASTER] ABOS: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T18:41:17.897627] [INFO ] [CONFIGURE ] ABOS: DISCARDED add_lag_shelf (score: 80.00%)
[2025-11-25T18:41:17.897692] [INFO ] [CONFIGURE ] JOB ETA: 139.0h | Avg: 8.2s/test | Remaining: 61038 tests
[2025-11-25T18:41:17.897729] [INFO ] [CONFIGURE ] ABOS: Testing feature 8/29: add_macd
[2025-11-25T18:41:17.897761] [INFO ] [CONFIGURE ] ABOS: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_macd']
[2025-11-25T18:41:19.622170] [DEBUG] [FORECASTER] ABOS: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T18:41:24.799955] [DEBUG] [FORECASTER] ABOS: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T18:41:32.996858] [DEBUG] [FORECASTER] ABOS: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T18:41:41.857852] [DEBUG] [FORECASTER] ABOS: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T18:41:48.907973] [DEBUG] [FORECASTER] ABOS: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T18:41:54.764962] [DEBUG] [FORECASTER] ABOS: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T18:42:04.461228] [DEBUG] [FORECASTER] ABOS: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T18:42:06.017379] [DEBUG] [FORECASTER] ABOS: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T18:42:06.319022] [DEBUG] [FORECASTER] ABOS: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T18:42:06.627614] [DEBUG] [FORECASTER] ABOS: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T18:42:06.627803] [INFO ] [CONFIGURE ] ABOS: DISCARDED add_macd (score: 50.00%)
[2025-11-25T18:42:06.627848] [INFO ] [CONFIGURE ] JOB ETA: 141.1h | Avg: 8.3s/test | Remaining: 61037 tests
[2025-11-25T18:42:06.627888] [INFO ] [CONFIGURE ] ABOS: Testing feature 9/29: add_mfi
[2025-11-25T18:42:06.627922] [INFO ] [CONFIGURE ] ABOS: Testing with features: ['add_cumulative_delta', 'add_mfi']
[2025-11-25T18:42:06.847185] [DEBUG] [FORECASTER] ABOS: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T18:42:07.056184] [DEBUG] [FORECASTER] ABOS: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T18:42:11.044399] [DEBUG] [FORECASTER] ABOS: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T18:42:15.949266] [DEBUG] [FORECASTER] ABOS: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T18:42:22.091770] [DEBUG] [FORECASTER] ABOS: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T18:42:27.264748] [DEBUG] [FORECASTER] ABOS: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T18:42:31.840027] [DEBUG] [FORECASTER] ABOS: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T18:42:34.359639] [DEBUG] [FORECASTER] ABOS: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T18:42:34.574225] [DEBUG] [FORECASTER] ABOS: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T18:42:34.791970] [DEBUG] [FORECASTER] ABOS: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T18:42:34.792127] [INFO ] [CONFIGURE ] ABOS: DISCARDED add_mfi (score: 60.00%)
[2025-11-25T18:42:34.792172] [INFO ] [CONFIGURE ] JOB ETA: 142.1h | Avg: 8.4s/test | Remaining: 61036 tests
[2025-11-25T18:42:34.792208] [INFO ] [CONFIGURE ] ABOS: Testing feature 10/29: add_momentum_acceleration
[2025-11-25T18:42:34.792241] [INFO ] [CONFIGURE ] ABOS: Testing with features: ['add_cumulative_delta', 'add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-11-25T18:42:35.074211] [DEBUG] [FORECASTER] ABOS: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T18:42:36.817255] [DEBUG] [FORECASTER] ABOS: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T18:42:37.118494] [DEBUG] [FORECASTER] ABOS: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T18:42:37.434547] [DEBUG] [FORECASTER] ABOS: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T18:42:37.776849] [DEBUG] [FORECASTER] ABOS: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T18:42:40.724269] [DEBUG] [FORECASTER] ABOS: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T18:42:41.066153] [DEBUG] [FORECASTER] ABOS: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T18:42:41.384078] [DEBUG] [FORECASTER] ABOS: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T18:42:41.700613] [DEBUG] [FORECASTER] ABOS: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T18:42:42.019669] [DEBUG] [FORECASTER] ABOS: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T18:42:42.019860] [INFO ] [CONFIGURE ] ABOS: DISCARDED add_momentum_acceleration (score: 80.00%)
[2025-11-25T18:42:42.019905] [INFO ] [CONFIGURE ] JOB ETA: 142.0h | Avg: 8.4s/test | Remaining: 61035 tests
[2025-11-25T18:42:42.019942] [INFO ] [CONFIGURE ] ABOS: Testing feature 11/29: add_obv_daily
[2025-11-25T18:42:42.019975] [INFO ] [CONFIGURE ] ABOS: Testing with features: ['add_cumulative_delta', 'add_obv_daily']
[2025-11-25T18:42:42.263084] [DEBUG] [FORECASTER] ABOS: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T18:42:45.155271] [DEBUG] [FORECASTER] ABOS: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T18:42:45.465410] [DEBUG] [FORECASTER] ABOS: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T18:42:45.709290] [DEBUG] [FORECASTER] ABOS: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T18:42:45.951329] [DEBUG] [FORECASTER] ABOS: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T18:42:46.192885] [DEBUG] [FORECASTER] ABOS: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T18:42:53.741252] [DEBUG] [FORECASTER] ABOS: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T18:42:58.470696] [DEBUG] [FORECASTER] ABOS: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T18:43:08.158785] [DEBUG] [FORECASTER] ABOS: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T18:43:15.300838] [DEBUG] [FORECASTER] ABOS: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T18:43:15.301002] [INFO ] [CONFIGURE ] ABOS: DISCARDED add_obv_daily (score: 60.00%)
[2025-11-25T18:43:15.301047] [INFO ] [CONFIGURE ] JOB ETA: 143.3h | Avg: 8.5s/test | Remaining: 61034 tests
[2025-11-25T18:43:15.301085] [INFO ] [CONFIGURE ] ABOS: Testing feature 12/29: add_obv_interval
[2025-11-25T18:43:15.301117] [INFO ] [CONFIGURE ] ABOS: Testing with features: ['add_cumulative_delta', 'add_obv_interval']
[2025-11-25T18:43:21.113534] [DEBUG] [FORECASTER] ABOS: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T18:43:26.341878] [DEBUG] [FORECASTER] ABOS: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T18:43:31.466165] [DEBUG] [FORECASTER] ABOS: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T18:43:38.344614] [DEBUG] [FORECASTER] ABOS: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T18:43:46.200581] [DEBUG] [FORECASTER] ABOS: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T18:43:46.409936] [DEBUG] [FORECASTER] ABOS: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T18:43:46.636822] [DEBUG] [FORECASTER] ABOS: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T18:43:46.847329] [DEBUG] [FORECASTER] ABOS: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T18:43:51.951164] [DEBUG] [FORECASTER] ABOS: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T18:44:01.379982] [DEBUG] [FORECASTER] ABOS: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T18:44:01.380227] [INFO ] [CONFIGURE ] ABOS: DISCARDED add_obv_interval (score: 70.00%)
[2025-11-25T18:44:01.380276] [INFO ] [CONFIGURE ] JOB ETA: 145.2h | Avg: 8.6s/test | Remaining: 61033 tests
[2025-11-25T18:44:01.380316] [INFO ] [CONFIGURE ] ABOS: Testing feature 13/29: add_opening_strength
[2025-11-25T18:44:01.380350] [INFO ] [CONFIGURE ] ABOS: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_opening_strength']
[2025-11-25T18:44:14.230968] [DEBUG] [FORECASTER] ABOS: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T18:44:19.217825] [DEBUG] [FORECASTER] ABOS: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T18:44:23.277302] [DEBUG] [FORECASTER] ABOS: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T18:44:27.321522] [DEBUG] [FORECASTER] ABOS: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T18:44:27.556432] [DEBUG] [FORECASTER] ABOS: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T18:44:27.796870] [DEBUG] [FORECASTER] ABOS: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T18:44:29.552939] [DEBUG] [FORECASTER] ABOS: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T18:44:29.825195] [DEBUG] [FORECASTER] ABOS: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T18:44:30.071523] [DEBUG] [FORECASTER] ABOS: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T18:44:30.332160] [DEBUG] [FORECASTER] ABOS: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T18:44:30.332323] [INFO ] [CONFIGURE ] ABOS: DISCARDED add_opening_strength (score: 60.00%)
[2025-11-25T18:44:30.332368] [INFO ] [CONFIGURE ] JOB ETA: 146.3h | Avg: 8.6s/test | Remaining: 61032 tests
[2025-11-25T18:44:30.332405] [INFO ] [CONFIGURE ] ABOS: Testing feature 14/29: add_order_flow_imbalance
[2025-11-25T18:44:30.332438] [INFO ] [CONFIGURE ] ABOS: Testing with features: ['add_cumulative_delta', 'add_order_flow_imbalance']
[2025-11-25T18:44:30.683169] [DEBUG] [FORECASTER] ABOS: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T18:44:30.928150] [DEBUG] [FORECASTER] ABOS: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T18:44:31.173921] [DEBUG] [FORECASTER] ABOS: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T18:44:31.411941] [DEBUG] [FORECASTER] ABOS: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T18:44:31.651217] [DEBUG] [FORECASTER] ABOS: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T18:44:31.894734] [DEBUG] [FORECASTER] ABOS: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T18:44:32.194621] [DEBUG] [FORECASTER] ABOS: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T18:44:32.430490] [DEBUG] [FORECASTER] ABOS: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T18:44:32.676378] [DEBUG] [FORECASTER] ABOS: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T18:44:32.936610] [DEBUG] [FORECASTER] ABOS: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T18:44:32.936811] [INFO ] [CONFIGURE ] ABOS: DISCARDED add_order_flow_imbalance (score: 70.00%)
[2025-11-25T18:44:32.936864] [INFO ] [CONFIGURE ] JOB ETA: 146.0h | Avg: 8.6s/test | Remaining: 61031 tests
[2025-11-25T18:44:32.936904] [INFO ] [CONFIGURE ] ABOS: Testing feature 15/29: add_pbf_morning_momentum
[2025-11-25T18:44:32.936938] [INFO ] [CONFIGURE ] ABOS: Testing with features: ['add_cumulative_delta', 'add_pbf_morning_momentum']
[2025-11-25T18:44:33.145246] [DEBUG] [FORECASTER] ABOS: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T18:44:33.353139] [DEBUG] [FORECASTER] ABOS: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T18:44:33.559078] [DEBUG] [FORECASTER] ABOS: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T18:44:33.851232] [DEBUG] [FORECASTER] ABOS: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T18:44:34.071741] [DEBUG] [FORECASTER] ABOS: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T18:44:34.308755] [DEBUG] [FORECASTER] ABOS: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T18:44:34.520549] [DEBUG] [FORECASTER] ABOS: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T18:44:34.765416] [DEBUG] [FORECASTER] ABOS: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T18:44:34.989279] [DEBUG] [FORECASTER] ABOS: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T18:44:35.197311] [DEBUG] [FORECASTER] ABOS: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T18:44:35.197506] [INFO ] [CONFIGURE ] ABOS: DISCARDED add_pbf_morning_momentum (score: 60.00%)
[2025-11-25T18:44:35.197587] [INFO ] [CONFIGURE ] JOB ETA: 145.6h | Avg: 8.6s/test | Remaining: 61030 tests
[2025-11-25T18:44:35.197625] [INFO ] [CONFIGURE ] ABOS: Testing feature 16/29: add_pbf_overnight_gap
[2025-11-25T18:44:35.197999] [INFO ] [CONFIGURE ] ABOS: Testing with features: ['add_cumulative_delta', 'add_pbf_overnight_gap']
[2025-11-25T18:44:35.430263] [DEBUG] [FORECASTER] ABOS: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T18:44:35.691453] [DEBUG] [FORECASTER] ABOS: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T18:44:37.814919] [DEBUG] [FORECASTER] ABOS: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T18:44:38.052782] [DEBUG] [FORECASTER] ABOS: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T18:44:38.280597] [DEBUG] [FORECASTER] ABOS: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T18:44:40.614111] [DEBUG] [FORECASTER] ABOS: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T18:44:41.516399] [DEBUG] [FORECASTER] ABOS: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T18:44:44.801870] [DEBUG] [FORECASTER] ABOS: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T18:44:52.694616] [DEBUG] [FORECASTER] ABOS: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T18:45:02.425451] [DEBUG] [FORECASTER] ABOS: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T18:45:02.425627] [INFO ] [CONFIGURE ] ABOS: DISCARDED add_pbf_overnight_gap (score: 60.00%)
[2025-11-25T18:45:02.425694] [INFO ] [CONFIGURE ] JOB ETA: 146.6h | Avg: 8.6s/test | Remaining: 61029 tests
[2025-11-25T18:45:02.425731] [INFO ] [CONFIGURE ] ABOS: Testing feature 17/29: add_pbf_return_2d
[2025-11-25T18:45:02.425763] [INFO ] [CONFIGURE ] ABOS: Testing with features: ['add_cumulative_delta', 'add_pbf_return_2d']
[2025-11-25T18:45:06.981755] [DEBUG] [FORECASTER] ABOS: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T18:45:12.333342] [DEBUG] [FORECASTER] ABOS: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T18:45:18.599999] [DEBUG] [FORECASTER] ABOS: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T18:45:21.602034] [DEBUG] [FORECASTER] ABOS: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T18:45:21.849402] [DEBUG] [FORECASTER] ABOS: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T18:45:22.083681] [DEBUG] [FORECASTER] ABOS: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T18:45:22.316838] [DEBUG] [FORECASTER] ABOS: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T18:45:23.470513] [DEBUG] [FORECASTER] ABOS: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T18:45:23.716675] [DEBUG] [FORECASTER] ABOS: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T18:45:23.962616] [DEBUG] [FORECASTER] ABOS: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T18:45:23.962830] [INFO ] [CONFIGURE ] ABOS: DISCARDED add_pbf_return_2d (score: 70.00%)
[2025-11-25T18:45:23.962879] [INFO ] [CONFIGURE ] JOB ETA: 147.2h | Avg: 8.7s/test | Remaining: 61028 tests
[2025-11-25T18:45:23.962915] [INFO ] [CONFIGURE ] ABOS: Testing feature 18/29: add_pbf_volatility_5d
[2025-11-25T18:45:23.962947] [INFO ] [CONFIGURE ] ABOS: Testing with features: ['add_cumulative_delta', 'add_pbf_volatility_5d']
[2025-11-25T18:45:24.202713] [DEBUG] [FORECASTER] ABOS: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T18:45:24.405037] [DEBUG] [FORECASTER] ABOS: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T18:45:24.615198] [DEBUG] [FORECASTER] ABOS: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T18:45:24.823848] [DEBUG] [FORECASTER] ABOS: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T18:45:25.024716] [DEBUG] [FORECASTER] ABOS: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T18:45:25.225089] [DEBUG] [FORECASTER] ABOS: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T18:45:25.424697] [DEBUG] [FORECASTER] ABOS: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T18:45:25.626740] [DEBUG] [FORECASTER] ABOS: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T18:45:25.838372] [DEBUG] [FORECASTER] ABOS: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T18:45:26.050450] [DEBUG] [FORECASTER] ABOS: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T18:45:26.050663] [INFO ] [CONFIGURE ] ABOS: DISCARDED add_pbf_volatility_5d (score: 70.00%)
[2025-11-25T18:45:26.050710] [INFO ] [CONFIGURE ] JOB ETA: 146.9h | Avg: 8.7s/test | Remaining: 61027 tests
[2025-11-25T18:45:26.050746] [INFO ] [CONFIGURE ] ABOS: Testing feature 19/29: add_pbf_vs_sma_5
[2025-11-25T18:45:26.050777] [INFO ] [CONFIGURE ] ABOS: Testing with features: ['add_cumulative_delta', 'add_pbf_vs_sma_5']
[2025-11-25T18:45:26.249801] [DEBUG] [FORECASTER] ABOS: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T18:45:26.450446] [DEBUG] [FORECASTER] ABOS: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T18:45:26.649958] [DEBUG] [FORECASTER] ABOS: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T18:45:26.857985] [DEBUG] [FORECASTER] ABOS: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T18:45:27.051999] [DEBUG] [FORECASTER] ABOS: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T18:45:27.251197] [DEBUG] [FORECASTER] ABOS: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T18:45:27.477374] [DEBUG] [FORECASTER] ABOS: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T18:45:27.679722] [DEBUG] [FORECASTER] ABOS: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T18:45:27.890438] [DEBUG] [FORECASTER] ABOS: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T18:45:28.090520] [DEBUG] [FORECASTER] ABOS: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T18:45:28.090684] [INFO ] [CONFIGURE ] ABOS: DISCARDED add_pbf_vs_sma_5 (score: 70.00%)
[2025-11-25T18:45:28.090746] [INFO ] [CONFIGURE ] JOB ETA: 146.6h | Avg: 8.6s/test | Remaining: 61026 tests
[2025-11-25T18:45:28.090933] [INFO ] [CONFIGURE ] ABOS: Testing feature 20/29: add_price_rejection
[2025-11-25T18:45:28.090983] [INFO ] [CONFIGURE ] ABOS: Testing with features: ['add_cumulative_delta', 'add_price_rejection']
[2025-11-25T18:45:28.343965] [DEBUG] [FORECASTER] ABOS: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T18:45:28.560265] [DEBUG] [FORECASTER] ABOS: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T18:45:28.775965] [DEBUG] [FORECASTER] ABOS: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T18:45:29.003309] [DEBUG] [FORECASTER] ABOS: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T18:45:29.225476] [DEBUG] [FORECASTER] ABOS: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T18:45:29.445001] [DEBUG] [FORECASTER] ABOS: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T18:45:29.661411] [DEBUG] [FORECASTER] ABOS: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T18:45:29.894769] [DEBUG] [FORECASTER] ABOS: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T18:45:30.152489] [DEBUG] [FORECASTER] ABOS: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T18:45:30.391497] [DEBUG] [FORECASTER] ABOS: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T18:45:30.391659] [INFO ] [CONFIGURE ] ABOS: DISCARDED add_price_rejection (score: 70.00%)
[2025-11-25T18:45:30.391713] [INFO ] [CONFIGURE ] JOB ETA: 146.2h | Avg: 8.6s/test | Remaining: 61025 tests
[2025-11-25T18:45:30.391756] [INFO ] [CONFIGURE ] ABOS: Testing feature 21/29: add_range_position
[2025-11-25T18:45:30.391795] [INFO ] [CONFIGURE ] ABOS: Testing with features: ['add_cumulative_delta', 'add_range_position']
[2025-11-25T18:45:30.625134] [DEBUG] [FORECASTER] ABOS: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T18:45:30.854573] [DEBUG] [FORECASTER] ABOS: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T18:45:31.119378] [DEBUG] [FORECASTER] ABOS: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T18:45:31.364322] [DEBUG] [FORECASTER] ABOS: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T18:45:31.618185] [DEBUG] [FORECASTER] ABOS: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T18:45:31.867020] [DEBUG] [FORECASTER] ABOS: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T18:45:32.134370] [DEBUG] [FORECASTER] ABOS: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T18:45:32.387167] [DEBUG] [FORECASTER] ABOS: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T18:45:32.647894] [DEBUG] [FORECASTER] ABOS: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T18:45:35.186362] [DEBUG] [FORECASTER] ABOS: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T18:45:35.186542] [INFO ] [CONFIGURE ] ABOS: DISCARDED add_range_position (score: 80.00%)
[2025-11-25T18:45:35.186587] [INFO ] [CONFIGURE ] JOB ETA: 146.0h | Avg: 8.6s/test | Remaining: 61024 tests
[2025-11-25T18:45:35.186623] [INFO ] [CONFIGURE ] ABOS: Testing feature 22/29: add_realized_volatility
[2025-11-25T18:45:35.186676] [INFO ] [CONFIGURE ] ABOS: Testing with features: ['add_cumulative_delta', 'add_realized_volatility']
[2025-11-25T18:45:40.987815] [DEBUG] [FORECASTER] ABOS: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T18:45:49.993084] [DEBUG] [FORECASTER] ABOS: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T18:45:52.730326] [DEBUG] [FORECASTER] ABOS: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T18:45:56.642966] [DEBUG] [FORECASTER] ABOS: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T18:46:03.232411] [DEBUG] [FORECASTER] ABOS: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T18:46:09.244231] [DEBUG] [FORECASTER] ABOS: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T18:46:19.060427] [DEBUG] [FORECASTER] ABOS: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T18:46:26.622509] [DEBUG] [FORECASTER] ABOS: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T18:46:34.622542] [DEBUG] [FORECASTER] ABOS: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T18:46:41.237695] [DEBUG] [FORECASTER] ABOS: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T18:46:41.237833] [INFO ] [CONFIGURE ] ABOS: DISCARDED add_realized_volatility (score: 80.00%)
[2025-11-25T18:46:41.237878] [INFO ] [CONFIGURE ] JOB ETA: 148.9h | Avg: 8.8s/test | Remaining: 61023 tests
[2025-11-25T18:46:41.237927] [INFO ] [CONFIGURE ] ABOS: Testing feature 23/29: add_recent_range_context
[2025-11-25T18:46:41.237960] [INFO ] [CONFIGURE ] ABOS: Testing with features: ['add_cumulative_delta', 'add_recent_range_context']
[2025-11-25T18:46:50.955503] [DEBUG] [FORECASTER] ABOS: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T18:46:58.643933] [DEBUG] [FORECASTER] ABOS: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T18:47:02.427669] [DEBUG] [FORECASTER] ABOS: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T18:47:02.642187] [DEBUG] [FORECASTER] ABOS: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T18:47:07.522462] [DEBUG] [FORECASTER] ABOS: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T18:47:19.660848] [DEBUG] [FORECASTER] ABOS: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T18:47:27.215502] [DEBUG] [FORECASTER] ABOS: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T18:47:33.963130] [DEBUG] [FORECASTER] ABOS: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T18:47:40.993726] [DEBUG] [FORECASTER] ABOS: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T18:47:43.013148] [DEBUG] [FORECASTER] ABOS: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T18:47:43.013317] [INFO ] [CONFIGURE ] ABOS: DISCARDED add_recent_range_context (score: 70.00%)
[2025-11-25T18:47:43.013361] [INFO ] [CONFIGURE ] JOB ETA: 151.5h | Avg: 8.9s/test | Remaining: 61022 tests
[2025-11-25T18:47:43.013398] [INFO ] [CONFIGURE ] ABOS: Testing feature 24/29: add_rsi
[2025-11-25T18:47:43.013431] [INFO ] [CONFIGURE ] ABOS: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_rsi']
[2025-11-25T18:47:43.271147] [DEBUG] [FORECASTER] ABOS: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T18:47:43.535371] [DEBUG] [FORECASTER] ABOS: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T18:47:43.811790] [DEBUG] [FORECASTER] ABOS: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T18:47:44.089962] [DEBUG] [FORECASTER] ABOS: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T18:47:51.728276] [DEBUG] [FORECASTER] ABOS: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T18:47:56.440767] [DEBUG] [FORECASTER] ABOS: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T18:48:06.707341] [DEBUG] [FORECASTER] ABOS: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T18:48:12.768836] [DEBUG] [FORECASTER] ABOS: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T18:48:19.737636] [DEBUG] [FORECASTER] ABOS: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T18:48:29.274573] [DEBUG] [FORECASTER] ABOS: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T18:48:29.274778] [INFO ] [CONFIGURE ] ABOS: DISCARDED add_rsi (score: 70.00%)
[2025-11-25T18:48:29.274844] [INFO ] [CONFIGURE ] JOB ETA: 153.4h | Avg: 9.0s/test | Remaining: 61021 tests
[2025-11-25T18:48:29.274900] [INFO ] [CONFIGURE ] ABOS: Testing feature 25/29: add_tick_distribution
[2025-11-25T18:48:29.274944] [INFO ] [CONFIGURE ] ABOS: Testing with features: ['add_cumulative_delta', 'add_tick_distribution']
[2025-11-25T18:48:29.496959] [DEBUG] [FORECASTER] ABOS: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T18:48:38.990897] [DEBUG] [FORECASTER] ABOS: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T18:48:49.760961] [DEBUG] [FORECASTER] ABOS: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T18:48:54.947762] [DEBUG] [FORECASTER] ABOS: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T18:49:03.575037] [DEBUG] [FORECASTER] ABOS: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T18:49:08.948527] [DEBUG] [FORECASTER] ABOS: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T18:49:14.148978] [DEBUG] [FORECASTER] ABOS: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T18:49:21.870876] [DEBUG] [FORECASTER] ABOS: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T18:49:33.216628] [DEBUG] [FORECASTER] ABOS: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T18:49:41.828484] [DEBUG] [FORECASTER] ABOS: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T18:49:41.828621] [INFO ] [CONFIGURE ] ABOS: DISCARDED add_tick_distribution (score: 80.00%)
[2025-11-25T18:49:41.828688] [INFO ] [CONFIGURE ] JOB ETA: 156.5h | Avg: 9.2s/test | Remaining: 61020 tests
[2025-11-25T18:49:41.828726] [INFO ] [CONFIGURE ] ABOS: Testing feature 26/29: add_volume_momentum_confirmation
[2025-11-25T18:49:41.828760] [INFO ] [CONFIGURE ] ABOS: Testing with features: ['add_cumulative_delta', 'add_volume_momentum_confirmation']
[2025-11-25T18:49:50.489941] [DEBUG] [FORECASTER] ABOS: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T18:49:55.888878] [DEBUG] [FORECASTER] ABOS: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T18:50:02.562387] [DEBUG] [FORECASTER] ABOS: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T18:50:12.098711] [DEBUG] [FORECASTER] ABOS: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T18:50:19.019274] [DEBUG] [FORECASTER] ABOS: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T18:50:24.832485] [DEBUG] [FORECASTER] ABOS: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T18:50:35.380040] [DEBUG] [FORECASTER] ABOS: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T18:50:41.067270] [DEBUG] [FORECASTER] ABOS: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T18:50:47.386861] [DEBUG] [FORECASTER] ABOS: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T18:50:56.265234] [DEBUG] [FORECASTER] ABOS: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T18:50:56.265358] [INFO ] [CONFIGURE ] ABOS: DISCARDED add_volume_momentum_confirmation (score: 70.00%)
[2025-11-25T18:50:56.265414] [INFO ] [CONFIGURE ] JOB ETA: 159.7h | Avg: 9.4s/test | Remaining: 61019 tests
[2025-11-25T18:50:56.265451] [INFO ] [CONFIGURE ] ABOS: Testing feature 27/29: add_volume_price_divergence
[2025-11-25T18:50:56.265484] [INFO ] [CONFIGURE ] ABOS: Testing with features: ['add_cumulative_delta', 'add_volume_price_divergence']
[2025-11-25T18:51:03.410136] [DEBUG] [FORECASTER] ABOS: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T18:51:09.851489] [DEBUG] [FORECASTER] ABOS: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T18:51:11.970468] [DEBUG] [FORECASTER] ABOS: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T18:51:12.750852] [DEBUG] [FORECASTER] ABOS: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T18:51:18.745544] [DEBUG] [FORECASTER] ABOS: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T18:51:23.386956] [DEBUG] [FORECASTER] ABOS: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T18:51:32.764734] [DEBUG] [FORECASTER] ABOS: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T18:51:40.604439] [DEBUG] [FORECASTER] ABOS: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T18:51:48.837685] [DEBUG] [FORECASTER] ABOS: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T18:51:56.006191] [DEBUG] [FORECASTER] ABOS: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T18:51:56.006385] [INFO ] [CONFIGURE ] ABOS: DISCARDED add_volume_price_divergence (score: 80.00%)
[2025-11-25T18:51:56.006431] [INFO ] [CONFIGURE ] JOB ETA: 162.1h | Avg: 9.6s/test | Remaining: 61018 tests
[2025-11-25T18:51:56.006469] [INFO ] [CONFIGURE ] ABOS: Testing feature 28/29: add_volume_profile
[2025-11-25T18:51:56.006548] [INFO ] [CONFIGURE ] ABOS: Testing with features: ['add_cumulative_delta', 'add_volume_profile']
[2025-11-25T18:52:03.752437] [DEBUG] [FORECASTER] ABOS: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T18:52:11.976683] [DEBUG] [FORECASTER] ABOS: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T18:52:13.786171] [DEBUG] [FORECASTER] ABOS: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T18:52:19.868238] [DEBUG] [FORECASTER] ABOS: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T18:52:27.783942] [DEBUG] [FORECASTER] ABOS: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T18:52:34.531480] [DEBUG] [FORECASTER] ABOS: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T18:52:34.752964] [DEBUG] [FORECASTER] ABOS: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T18:52:34.976276] [DEBUG] [FORECASTER] ABOS: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T18:52:39.450401] [DEBUG] [FORECASTER] ABOS: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T18:52:41.909234] [DEBUG] [FORECASTER] ABOS: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T18:52:41.909401] [INFO ] [CONFIGURE ] ABOS: DISCARDED add_volume_profile (score: 80.00%)
[2025-11-25T18:52:41.909445] [INFO ] [CONFIGURE ] JOB ETA: 163.9h | Avg: 9.7s/test | Remaining: 61017 tests
[2025-11-25T18:52:41.909482] [INFO ] [CONFIGURE ] ABOS: Testing feature 29/29: add_vwap
[2025-11-25T18:52:41.909515] [INFO ] [CONFIGURE ] ABOS: Testing with features: ['add_cumulative_delta', 'add_vwap']
[2025-11-25T18:52:49.848021] [DEBUG] [FORECASTER] ABOS: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T18:52:57.934560] [DEBUG] [FORECASTER] ABOS: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T18:53:09.145675] [DEBUG] [FORECASTER] ABOS: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T18:53:15.791335] [DEBUG] [FORECASTER] ABOS: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T18:53:23.557512] [DEBUG] [FORECASTER] ABOS: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T18:53:27.789676] [DEBUG] [FORECASTER] ABOS: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T18:53:33.778473] [DEBUG] [FORECASTER] ABOS: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T18:53:43.967836] [DEBUG] [FORECASTER] ABOS: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T18:53:54.273133] [DEBUG] [FORECASTER] ABOS: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T18:54:02.801544] [DEBUG] [FORECASTER] ABOS: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T18:54:02.801745] [INFO ] [CONFIGURE ] ABOS: DISCARDED add_vwap (score: 60.00%)
[2025-11-25T18:54:02.801803] [INFO ] [CONFIGURE ] JOB ETA: 167.4h | Avg: 9.9s/test | Remaining: 61016 tests
[2025-11-25T18:54:02.801849] [INFO ] [CONFIGURE ] ABOS: ===== FEATURE SELECTION COMPLETE =====
[2025-11-25T18:54:02.801888] [INFO ] [CONFIGURE ] ABOS: Best accuracy: 80.00%
[2025-11-25T18:54:02.801920] [INFO ] [CONFIGURE ] ABOS: Best feature set (1 features): ['add_cumulative_delta']
[2025-11-25T18:54:02.801951] [INFO ] [CONFIGURE ] ABOS: Improvement over baseline: 30.00%
[2025-11-25T18:54:02.801979] [INFO ] [CONFIGURE ] ABOS: Total time: 15.3 minutes
[2025-11-25T18:54:02.802051] [INFO ] [CONFIGURE ] ABOS: Average time per feature: 31.6 seconds
[2025-11-25T18:54:02.802082] [INFO ] [CONFIGURE ] ABOS: Average speed: 0.03 features/sec
[2025-11-25T18:54:02.802379] [INFO ] [LOCAL     ] Saved configuration for ABOS: 1 features, 80.00% accuracy -> ./output/feature-sets/ABOS.json
[2025-11-25T18:54:02.802423] [INFO ] [CONFIGURE ] ABOS: Configuration saved successfully: 1 features, 80.00% accuracy.
[2025-11-25T18:54:02.802462] [INFO ] [sig       ] [12/2116] Successfully configured ABOS | 0.00 sym/s | Total: 58.2m | ETA: 169.9h
[2025-11-25T18:54:02.802495] [INFO ] [sig       ] [13/2116] Configuring ABSI...
[2025-11-25T18:54:02.802543] [INFO ] [CONFIGURE ] ABSI: Configurate test run.
[2025-11-25T18:54:02.802576] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ABSI' from 'https://tdm.silogroup.org/data/derivative_storage/ABSI.csv'.
[2025-11-25T18:54:02.816933] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ABSI'.
[2025-11-25T18:54:02.817330] [INFO ] [CONFIGURE ] ABSI: Testing with 29 available features
[2025-11-25T18:54:02.817378] [INFO ] [CONFIGURE ] ABSI: Establishing baseline with no features...
[2025-11-25T18:54:08.279147] [DEBUG] [FORECASTER] ABSI: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T18:54:08.455558] [DEBUG] [FORECASTER] ABSI: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T18:54:08.613970] [DEBUG] [FORECASTER] ABSI: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T18:54:08.987887] [DEBUG] [FORECASTER] ABSI: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-25T18:54:13.560999] [DEBUG] [FORECASTER] ABSI: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-25T18:54:20.491062] [DEBUG] [FORECASTER] ABSI: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T18:54:27.834743] [DEBUG] [FORECASTER] ABSI: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T18:54:36.734784] [DEBUG] [FORECASTER] ABSI: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T18:54:46.423740] [DEBUG] [FORECASTER] ABSI: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T18:54:54.926756] [DEBUG] [FORECASTER] ABSI: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T18:54:54.926928] [INFO ] [CONFIGURE ] ABSI: Baseline score (no features): 70.00%
[2025-11-25T18:54:54.926972] [INFO ] [CONFIGURE ] ABSI: Testing feature 1/29: add_bollinger_bands
[2025-11-25T18:54:54.927006] [INFO ] [CONFIGURE ] ABSI: Testing with features: ['add_bollinger_bands']
[2025-11-25T18:55:03.892827] [DEBUG] [FORECASTER] ABSI: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T18:55:10.178470] [DEBUG] [FORECASTER] ABSI: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T18:55:13.452447] [DEBUG] [FORECASTER] ABSI: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T18:55:13.790452] [DEBUG] [FORECASTER] ABSI: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-25T18:55:18.524141] [DEBUG] [FORECASTER] ABSI: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-25T18:55:18.729437] [DEBUG] [FORECASTER] ABSI: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T18:55:18.939159] [DEBUG] [FORECASTER] ABSI: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T18:55:19.131858] [DEBUG] [FORECASTER] ABSI: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T18:55:20.914592] [DEBUG] [FORECASTER] ABSI: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T18:55:21.104888] [DEBUG] [FORECASTER] ABSI: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T18:55:21.105042] [INFO ] [CONFIGURE ] ABSI: KEPT add_bollinger_bands (score: 80.00%)
[2025-11-25T18:55:21.105085] [INFO ] [CONFIGURE ] JOB ETA: 168.2h | Avg: 9.9s/test | Remaining: 61015 tests
[2025-11-25T18:55:21.105121] [INFO ] [CONFIGURE ] ABSI: Testing feature 2/29: add_cumulative_delta
[2025-11-25T18:55:21.105154] [INFO ] [CONFIGURE ] ABSI: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta']
[2025-11-25T18:55:21.345470] [DEBUG] [FORECASTER] ABSI: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0
[2025-11-25T18:55:21.563445] [DEBUG] [FORECASTER] ABSI: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T18:55:21.784491] [DEBUG] [FORECASTER] ABSI: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T18:55:22.063488] [DEBUG] [FORECASTER] ABSI: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-25T18:55:22.299621] [DEBUG] [FORECASTER] ABSI: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T18:55:22.533941] [DEBUG] [FORECASTER] ABSI: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T18:55:22.760734] [DEBUG] [FORECASTER] ABSI: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T18:55:22.985963] [DEBUG] [FORECASTER] ABSI: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T18:55:23.204458] [DEBUG] [FORECASTER] ABSI: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T18:55:23.420400] [DEBUG] [FORECASTER] ABSI: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T18:55:23.420543] [INFO ] [CONFIGURE ] ABSI: DISCARDED add_cumulative_delta (score: 70.00%)
[2025-11-25T18:55:23.420586] [INFO ] [CONFIGURE ] JOB ETA: 167.8h | Avg: 9.9s/test | Remaining: 61014 tests
[2025-11-25T18:55:23.420619] [INFO ] [CONFIGURE ] ABSI: Testing feature 3/29: add_daily_returns
[2025-11-25T18:55:23.420681] [INFO ] [CONFIGURE ] ABSI: Testing with features: ['add_bollinger_bands', 'add_daily_returns']
[2025-11-25T18:55:23.626056] [DEBUG] [FORECASTER] ABSI: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T18:55:23.830675] [DEBUG] [FORECASTER] ABSI: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T18:55:24.045162] [DEBUG] [FORECASTER] ABSI: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T18:55:24.277121] [DEBUG] [FORECASTER] ABSI: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-25T18:55:24.475315] [DEBUG] [FORECASTER] ABSI: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T18:55:24.675902] [DEBUG] [FORECASTER] ABSI: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T18:55:24.876100] [DEBUG] [FORECASTER] ABSI: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T18:55:25.091955] [DEBUG] [FORECASTER] ABSI: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T18:55:25.326786] [DEBUG] [FORECASTER] ABSI: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T18:55:27.984905] [DEBUG] [FORECASTER] ABSI: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T18:55:27.985066] [INFO ] [CONFIGURE ] ABSI: KEPT add_daily_returns (score: 90.00%)
[2025-11-25T18:55:27.985109] [INFO ] [CONFIGURE ] JOB ETA: 167.5h | Avg: 9.9s/test | Remaining: 61013 tests
[2025-11-25T18:55:27.985145] [INFO ] [CONFIGURE ] ABSI: Testing feature 4/29: add_ema
[2025-11-25T18:55:27.985179] [INFO ] [CONFIGURE ] ABSI: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_ema']
[2025-11-25T18:55:28.240693] [DEBUG] [FORECASTER] ABSI: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0
[2025-11-25T18:55:28.509860] [DEBUG] [FORECASTER] ABSI: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T18:55:34.570030] [DEBUG] [FORECASTER] ABSI: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T18:55:47.447185] [DEBUG] [FORECASTER] ABSI: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-25T18:55:54.128408] [DEBUG] [FORECASTER] ABSI: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T18:56:03.580000] [DEBUG] [FORECASTER] ABSI: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T18:56:11.165925] [DEBUG] [FORECASTER] ABSI: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T18:56:21.022261] [DEBUG] [FORECASTER] ABSI: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T18:56:30.581556] [DEBUG] [FORECASTER] ABSI: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T18:56:36.160152] [DEBUG] [FORECASTER] ABSI: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T18:56:36.160334] [INFO ] [CONFIGURE ] ABSI: DISCARDED add_ema (score: 60.00%)
[2025-11-25T18:56:36.160378] [INFO ] [CONFIGURE ] JOB ETA: 170.3h | Avg: 10.1s/test | Remaining: 61012 tests
[2025-11-25T18:56:36.160416] [INFO ] [CONFIGURE ] ABSI: Testing feature 5/29: add_exhaustion_signals
[2025-11-25T18:56:36.160469] [INFO ] [CONFIGURE ] ABSI: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_vwap', 'add_exhaustion_signals']
[2025-11-25T18:56:44.438793] [DEBUG] [FORECASTER] ABSI: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0
[2025-11-25T18:56:52.322742] [DEBUG] [FORECASTER] ABSI: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T18:56:56.673055] [DEBUG] [FORECASTER] ABSI: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T18:57:07.573949] [DEBUG] [FORECASTER] ABSI: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-25T18:57:14.291100] [DEBUG] [FORECASTER] ABSI: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T18:57:25.900511] [DEBUG] [FORECASTER] ABSI: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T18:57:37.208971] [DEBUG] [FORECASTER] ABSI: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T18:57:48.590659] [DEBUG] [FORECASTER] ABSI: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T18:57:58.880295] [DEBUG] [FORECASTER] ABSI: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T18:58:07.625543] [DEBUG] [FORECASTER] ABSI: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T18:58:07.625699] [INFO ] [CONFIGURE ] ABSI: DISCARDED add_exhaustion_signals (score: 70.00%)
[2025-11-25T18:58:07.625744] [INFO ] [CONFIGURE ] JOB ETA: 174.3h | Avg: 10.3s/test | Remaining: 61011 tests
[2025-11-25T18:58:07.625781] [INFO ] [CONFIGURE ] ABSI: Testing feature 6/29: add_failed_moves
[2025-11-25T18:58:07.625814] [INFO ] [CONFIGURE ] ABSI: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_failed_moves']
[2025-11-25T18:58:10.230871] [DEBUG] [FORECASTER] ABSI: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T18:58:10.448493] [DEBUG] [FORECASTER] ABSI: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T18:58:10.665446] [DEBUG] [FORECASTER] ABSI: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T18:58:10.908458] [DEBUG] [FORECASTER] ABSI: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-25T18:58:11.121116] [DEBUG] [FORECASTER] ABSI: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T18:58:15.676132] [DEBUG] [FORECASTER] ABSI: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T18:58:15.884590] [DEBUG] [FORECASTER] ABSI: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T18:58:16.090887] [DEBUG] [FORECASTER] ABSI: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T18:58:16.297401] [DEBUG] [FORECASTER] ABSI: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T18:58:16.574119] [DEBUG] [FORECASTER] ABSI: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T18:58:16.574272] [INFO ] [CONFIGURE ] ABSI: DISCARDED add_failed_moves (score: 90.00%)
[2025-11-25T18:58:16.574317] [INFO ] [CONFIGURE ] JOB ETA: 174.2h | Avg: 10.3s/test | Remaining: 61010 tests
[2025-11-25T18:58:16.574354] [INFO ] [CONFIGURE ] ABSI: Testing feature 7/29: add_lag_shelf
[2025-11-25T18:58:16.574388] [INFO ] [CONFIGURE ] ABSI: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_lag_shelf']
[2025-11-25T18:58:27.040465] [DEBUG] [FORECASTER] ABSI: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T18:58:32.861485] [DEBUG] [FORECASTER] ABSI: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T18:58:39.989131] [DEBUG] [FORECASTER] ABSI: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T18:58:51.985473] [DEBUG] [FORECASTER] ABSI: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-25T18:58:58.329016] [DEBUG] [FORECASTER] ABSI: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T18:59:05.952795] [DEBUG] [FORECASTER] ABSI: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T18:59:10.751172] [DEBUG] [FORECASTER] ABSI: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T18:59:10.958159] [DEBUG] [FORECASTER] ABSI: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T18:59:11.164724] [DEBUG] [FORECASTER] ABSI: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T18:59:11.369431] [DEBUG] [FORECASTER] ABSI: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T18:59:11.369577] [INFO ] [CONFIGURE ] ABSI: DISCARDED add_lag_shelf (score: 80.00%)
[2025-11-25T18:59:11.369620] [INFO ] [CONFIGURE ] JOB ETA: 176.3h | Avg: 10.4s/test | Remaining: 61009 tests
[2025-11-25T18:59:11.369674] [INFO ] [CONFIGURE ] ABSI: Testing feature 8/29: add_macd
[2025-11-25T18:59:11.369709] [INFO ] [CONFIGURE ] ABSI: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_vwap', 'add_macd']
[2025-11-25T18:59:18.745615] [DEBUG] [FORECASTER] ABSI: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T18:59:19.036345] [DEBUG] [FORECASTER] ABSI: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T18:59:26.393423] [DEBUG] [FORECASTER] ABSI: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T18:59:34.046285] [DEBUG] [FORECASTER] ABSI: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-25T18:59:43.821452] [DEBUG] [FORECASTER] ABSI: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T18:59:53.454517] [DEBUG] [FORECASTER] ABSI: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T19:00:03.510683] [DEBUG] [FORECASTER] ABSI: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T19:00:14.523793] [DEBUG] [FORECASTER] ABSI: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T19:00:25.697156] [DEBUG] [FORECASTER] ABSI: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T19:00:33.932132] [DEBUG] [FORECASTER] ABSI: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T19:00:33.932327] [INFO ] [CONFIGURE ] ABSI: DISCARDED add_macd (score: 90.00%)
[2025-11-25T19:00:33.932373] [INFO ] [CONFIGURE ] JOB ETA: 179.7h | Avg: 10.6s/test | Remaining: 61008 tests
[2025-11-25T19:00:33.932411] [INFO ] [CONFIGURE ] ABSI: Testing feature 9/29: add_mfi
[2025-11-25T19:00:33.932485] [INFO ] [CONFIGURE ] ABSI: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_mfi']
[2025-11-25T19:00:44.247984] [DEBUG] [FORECASTER] ABSI: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0
[2025-11-25T19:00:52.200486] [DEBUG] [FORECASTER] ABSI: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T19:00:52.416054] [DEBUG] [FORECASTER] ABSI: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T19:00:58.786775] [DEBUG] [FORECASTER] ABSI: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-25T19:01:10.700462] [DEBUG] [FORECASTER] ABSI: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T19:01:11.357629] [DEBUG] [FORECASTER] ABSI: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T19:01:18.967508] [DEBUG] [FORECASTER] ABSI: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T19:01:22.045140] [DEBUG] [FORECASTER] ABSI: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T19:01:22.315252] [DEBUG] [FORECASTER] ABSI: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T19:01:29.339900] [DEBUG] [FORECASTER] ABSI: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T19:01:29.340086] [INFO ] [CONFIGURE ] ABSI: DISCARDED add_mfi (score: 60.00%)
[2025-11-25T19:01:29.340132] [INFO ] [CONFIGURE ] JOB ETA: 181.9h | Avg: 10.7s/test | Remaining: 61007 tests
[2025-11-25T19:01:29.340168] [INFO ] [CONFIGURE ] ABSI: Testing feature 10/29: add_momentum_acceleration
[2025-11-25T19:01:29.340202] [INFO ] [CONFIGURE ] ABSI: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-11-25T19:01:40.520715] [DEBUG] [FORECASTER] ABSI: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0
[2025-11-25T19:01:47.852182] [DEBUG] [FORECASTER] ABSI: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T19:01:54.102418] [DEBUG] [FORECASTER] ABSI: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T19:02:04.744143] [DEBUG] [FORECASTER] ABSI: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-25T19:02:15.694178] [DEBUG] [FORECASTER] ABSI: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T19:02:25.007024] [DEBUG] [FORECASTER] ABSI: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T19:02:29.352041] [DEBUG] [FORECASTER] ABSI: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T19:02:36.616668] [DEBUG] [FORECASTER] ABSI: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T19:02:46.232450] [DEBUG] [FORECASTER] ABSI: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T19:02:54.736831] [DEBUG] [FORECASTER] ABSI: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T19:02:54.736989] [INFO ] [CONFIGURE ] ABSI: DISCARDED add_momentum_acceleration (score: 70.00%)
[2025-11-25T19:02:54.737033] [INFO ] [CONFIGURE ] JOB ETA: 185.4h | Avg: 10.9s/test | Remaining: 61006 tests
[2025-11-25T19:02:54.737067] [INFO ] [CONFIGURE ] ABSI: Testing feature 11/29: add_obv_daily
[2025-11-25T19:02:54.737100] [INFO ] [CONFIGURE ] ABSI: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_obv_daily']
[2025-11-25T19:03:04.789926] [DEBUG] [FORECASTER] ABSI: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T19:03:11.108002] [DEBUG] [FORECASTER] ABSI: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T19:03:18.578216] [DEBUG] [FORECASTER] ABSI: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T19:03:28.156783] [DEBUG] [FORECASTER] ABSI: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1
[2025-11-25T19:03:38.146894] [DEBUG] [FORECASTER] ABSI: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-25T19:03:47.613822] [DEBUG] [FORECASTER] ABSI: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T19:03:54.552365] [DEBUG] [FORECASTER] ABSI: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T19:04:02.216559] [DEBUG] [FORECASTER] ABSI: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T19:04:02.439713] [DEBUG] [FORECASTER] ABSI: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T19:04:10.199729] [DEBUG] [FORECASTER] ABSI: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T19:04:10.199952] [INFO ] [CONFIGURE ] ABSI: DISCARDED add_obv_daily (score: 60.00%)
[2025-11-25T19:04:10.199999] [INFO ] [CONFIGURE ] JOB ETA: 188.4h | Avg: 11.1s/test | Remaining: 61005 tests
[2025-11-25T19:04:10.200036] [INFO ] [CONFIGURE ] ABSI: Testing feature 12/29: add_obv_interval
[2025-11-25T19:04:10.200069] [INFO ] [CONFIGURE ] ABSI: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_obv_interval']
[2025-11-25T19:04:16.252549] [DEBUG] [FORECASTER] ABSI: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0
[2025-11-25T19:04:25.117481] [DEBUG] [FORECASTER] ABSI: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T19:04:33.601554] [DEBUG] [FORECASTER] ABSI: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T19:04:39.609888] [DEBUG] [FORECASTER] ABSI: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-25T19:04:51.286413] [DEBUG] [FORECASTER] ABSI: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T19:04:57.677821] [DEBUG] [FORECASTER] ABSI: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T19:05:02.993264] [DEBUG] [FORECASTER] ABSI: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T19:05:10.171518] [DEBUG] [FORECASTER] ABSI: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T19:05:18.153364] [DEBUG] [FORECASTER] ABSI: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T19:05:26.919483] [DEBUG] [FORECASTER] ABSI: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T19:05:26.919675] [INFO ] [CONFIGURE ] ABSI: DISCARDED add_obv_interval (score: 70.00%)
[2025-11-25T19:05:26.919723] [INFO ] [CONFIGURE ] JOB ETA: 191.5h | Avg: 11.3s/test | Remaining: 61004 tests
[2025-11-25T19:05:26.919758] [INFO ] [CONFIGURE ] ABSI: Testing feature 13/29: add_opening_strength
[2025-11-25T19:05:26.919790] [INFO ] [CONFIGURE ] ABSI: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_opening_strength']
[2025-11-25T19:05:30.405967] [DEBUG] [FORECASTER] ABSI: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0
[2025-11-25T19:05:37.020057] [DEBUG] [FORECASTER] ABSI: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T19:05:41.999296] [DEBUG] [FORECASTER] ABSI: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T19:05:48.406300] [DEBUG] [FORECASTER] ABSI: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-25T19:05:55.854681] [DEBUG] [FORECASTER] ABSI: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-25T19:06:03.961394] [DEBUG] [FORECASTER] ABSI: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T19:06:13.561904] [DEBUG] [FORECASTER] ABSI: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T19:06:21.420133] [DEBUG] [FORECASTER] ABSI: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T19:06:29.492444] [DEBUG] [FORECASTER] ABSI: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T19:06:38.802786] [DEBUG] [FORECASTER] ABSI: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T19:06:38.802992] [INFO ] [CONFIGURE ] ABSI: DISCARDED add_opening_strength (score: 30.00%)
[2025-11-25T19:06:38.803040] [INFO ] [CONFIGURE ] JOB ETA: 194.4h | Avg: 11.5s/test | Remaining: 61003 tests
[2025-11-25T19:06:38.803075] [INFO ] [CONFIGURE ] ABSI: Testing feature 14/29: add_order_flow_imbalance
[2025-11-25T19:06:38.803109] [INFO ] [CONFIGURE ] ABSI: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_order_flow_imbalance']
[2025-11-25T19:06:47.316696] [DEBUG] [FORECASTER] ABSI: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T19:06:52.136495] [DEBUG] [FORECASTER] ABSI: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T19:06:52.373668] [DEBUG] [FORECASTER] ABSI: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T19:06:52.605063] [DEBUG] [FORECASTER] ABSI: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-25T19:06:52.856248] [DEBUG] [FORECASTER] ABSI: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T19:07:00.463540] [DEBUG] [FORECASTER] ABSI: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T19:07:13.878370] [DEBUG] [FORECASTER] ABSI: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T19:07:22.030325] [DEBUG] [FORECASTER] ABSI: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T19:07:31.546443] [DEBUG] [FORECASTER] ABSI: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T19:07:39.199337] [DEBUG] [FORECASTER] ABSI: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T19:07:39.199492] [INFO ] [CONFIGURE ] ABSI: DISCARDED add_order_flow_imbalance (score: 60.00%)
[2025-11-25T19:07:39.199537] [INFO ] [CONFIGURE ] JOB ETA: 196.7h | Avg: 11.6s/test | Remaining: 61002 tests
[2025-11-25T19:07:39.199573] [INFO ] [CONFIGURE ] ABSI: Testing feature 15/29: add_pbf_morning_momentum
[2025-11-25T19:07:39.199606] [INFO ] [CONFIGURE ] ABSI: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_pbf_morning_momentum']
[2025-11-25T19:07:45.576603] [DEBUG] [FORECASTER] ABSI: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0
[2025-11-25T19:07:55.888707] [DEBUG] [FORECASTER] ABSI: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T19:08:04.895945] [DEBUG] [FORECASTER] ABSI: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T19:08:14.256168] [DEBUG] [FORECASTER] ABSI: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-25T19:08:23.207566] [DEBUG] [FORECASTER] ABSI: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-25T19:08:24.117475] [DEBUG] [FORECASTER] ABSI: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T19:08:28.398954] [DEBUG] [FORECASTER] ABSI: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T19:08:36.549848] [DEBUG] [FORECASTER] ABSI: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T19:08:41.410854] [DEBUG] [FORECASTER] ABSI: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T19:08:51.403979] [DEBUG] [FORECASTER] ABSI: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T19:08:51.404158] [INFO ] [CONFIGURE ] ABSI: DISCARDED add_pbf_morning_momentum (score: 40.00%)
[2025-11-25T19:08:51.404202] [INFO ] [CONFIGURE ] JOB ETA: 199.5h | Avg: 11.8s/test | Remaining: 61001 tests
[2025-11-25T19:08:51.404237] [INFO ] [CONFIGURE ] ABSI: Testing feature 16/29: add_pbf_overnight_gap
[2025-11-25T19:08:51.404271] [INFO ] [CONFIGURE ] ABSI: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_pbf_overnight_gap']
[2025-11-25T19:08:57.101513] [DEBUG] [FORECASTER] ABSI: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0
[2025-11-25T19:09:10.055824] [DEBUG] [FORECASTER] ABSI: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T19:09:16.308853] [DEBUG] [FORECASTER] ABSI: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T19:09:25.087038] [DEBUG] [FORECASTER] ABSI: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-25T19:09:34.872089] [DEBUG] [FORECASTER] ABSI: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T19:09:35.106227] [DEBUG] [FORECASTER] ABSI: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T19:09:35.327171] [DEBUG] [FORECASTER] ABSI: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T19:09:35.555602] [DEBUG] [FORECASTER] ABSI: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T19:09:35.785260] [DEBUG] [FORECASTER] ABSI: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T19:09:36.013612] [DEBUG] [FORECASTER] ABSI: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T19:09:36.013781] [INFO ] [CONFIGURE ] ABSI: DISCARDED add_pbf_overnight_gap (score: 60.00%)
[2025-11-25T19:09:36.013826] [INFO ] [CONFIGURE ] JOB ETA: 201.0h | Avg: 11.9s/test | Remaining: 61000 tests
[2025-11-25T19:09:36.013862] [INFO ] [CONFIGURE ] ABSI: Testing feature 17/29: add_pbf_return_2d
[2025-11-25T19:09:36.013895] [INFO ] [CONFIGURE ] ABSI: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_pbf_return_2d']
[2025-11-25T19:09:36.244376] [DEBUG] [FORECASTER] ABSI: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0
[2025-11-25T19:09:36.470265] [DEBUG] [FORECASTER] ABSI: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T19:09:36.693669] [DEBUG] [FORECASTER] ABSI: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T19:09:36.917081] [DEBUG] [FORECASTER] ABSI: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-25T19:09:37.147381] [DEBUG] [FORECASTER] ABSI: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T19:09:37.369780] [DEBUG] [FORECASTER] ABSI: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T19:09:37.630122] [DEBUG] [FORECASTER] ABSI: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T19:09:37.883851] [DEBUG] [FORECASTER] ABSI: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T19:09:38.138470] [DEBUG] [FORECASTER] ABSI: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T19:09:38.396289] [DEBUG] [FORECASTER] ABSI: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T19:09:38.396431] [INFO ] [CONFIGURE ] ABSI: DISCARDED add_pbf_return_2d (score: 60.00%)
[2025-11-25T19:09:38.396474] [INFO ] [CONFIGURE ] JOB ETA: 200.6h | Avg: 11.8s/test | Remaining: 60999 tests
[2025-11-25T19:09:38.396508] [INFO ] [CONFIGURE ] ABSI: Testing feature 18/29: add_pbf_volatility_5d
[2025-11-25T19:09:38.396540] [INFO ] [CONFIGURE ] ABSI: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_pbf_volatility_5d']
[2025-11-25T19:09:38.626904] [DEBUG] [FORECASTER] ABSI: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0
[2025-11-25T19:09:38.871628] [DEBUG] [FORECASTER] ABSI: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T19:09:39.096738] [DEBUG] [FORECASTER] ABSI: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T19:09:39.322008] [DEBUG] [FORECASTER] ABSI: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-25T19:09:39.553950] [DEBUG] [FORECASTER] ABSI: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-25T19:09:39.778381] [DEBUG] [FORECASTER] ABSI: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T19:09:40.003955] [DEBUG] [FORECASTER] ABSI: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T19:09:40.256183] [DEBUG] [FORECASTER] ABSI: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T19:09:40.499772] [DEBUG] [FORECASTER] ABSI: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T19:09:40.727424] [DEBUG] [FORECASTER] ABSI: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T19:09:40.727593] [INFO ] [CONFIGURE ] ABSI: DISCARDED add_pbf_volatility_5d (score: 50.00%)
[2025-11-25T19:09:40.727635] [INFO ] [CONFIGURE ] JOB ETA: 200.1h | Avg: 11.8s/test | Remaining: 60998 tests
[2025-11-25T19:09:40.727689] [INFO ] [CONFIGURE ] ABSI: Testing feature 19/29: add_pbf_vs_sma_5
[2025-11-25T19:09:40.727724] [INFO ] [CONFIGURE ] ABSI: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_pbf_vs_sma_5']
[2025-11-25T19:09:40.945171] [DEBUG] [FORECASTER] ABSI: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T19:09:41.168983] [DEBUG] [FORECASTER] ABSI: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T19:09:41.392898] [DEBUG] [FORECASTER] ABSI: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T19:09:41.612230] [DEBUG] [FORECASTER] ABSI: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-25T19:09:41.846862] [DEBUG] [FORECASTER] ABSI: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-25T19:09:42.072291] [DEBUG] [FORECASTER] ABSI: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T19:09:42.300612] [DEBUG] [FORECASTER] ABSI: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T19:09:42.521599] [DEBUG] [FORECASTER] ABSI: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T19:09:42.738402] [DEBUG] [FORECASTER] ABSI: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T19:09:42.988570] [DEBUG] [FORECASTER] ABSI: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T19:09:42.988772] [INFO ] [CONFIGURE ] ABSI: DISCARDED add_pbf_vs_sma_5 (score: 80.00%)
[2025-11-25T19:09:42.988818] [INFO ] [CONFIGURE ] JOB ETA: 199.7h | Avg: 11.8s/test | Remaining: 60997 tests
[2025-11-25T19:09:42.988878] [INFO ] [CONFIGURE ] ABSI: Testing feature 20/29: add_price_rejection
[2025-11-25T19:09:42.988912] [INFO ] [CONFIGURE ] ABSI: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_price_rejection']
[2025-11-25T19:09:43.248112] [DEBUG] [FORECASTER] ABSI: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T19:09:43.503213] [DEBUG] [FORECASTER] ABSI: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T19:09:43.744697] [DEBUG] [FORECASTER] ABSI: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T19:09:43.979210] [DEBUG] [FORECASTER] ABSI: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-25T19:09:44.214637] [DEBUG] [FORECASTER] ABSI: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T19:09:44.463351] [DEBUG] [FORECASTER] ABSI: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T19:09:44.713806] [DEBUG] [FORECASTER] ABSI: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T19:09:44.984913] [DEBUG] [FORECASTER] ABSI: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T19:09:45.234667] [DEBUG] [FORECASTER] ABSI: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T19:09:45.483278] [DEBUG] [FORECASTER] ABSI: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T19:09:45.483448] [INFO ] [CONFIGURE ] ABSI: DISCARDED add_price_rejection (score: 90.00%)
[2025-11-25T19:09:45.483491] [INFO ] [CONFIGURE ] JOB ETA: 199.2h | Avg: 11.8s/test | Remaining: 60996 tests
[2025-11-25T19:09:45.483525] [INFO ] [CONFIGURE ] ABSI: Testing feature 21/29: add_range_position
[2025-11-25T19:09:45.483556] [INFO ] [CONFIGURE ] ABSI: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_range_position']
[2025-11-25T19:09:45.744125] [DEBUG] [FORECASTER] ABSI: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0
[2025-11-25T19:09:46.007345] [DEBUG] [FORECASTER] ABSI: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T19:09:46.265075] [DEBUG] [FORECASTER] ABSI: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T19:09:46.516118] [DEBUG] [FORECASTER] ABSI: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1
[2025-11-25T19:09:46.764454] [DEBUG] [FORECASTER] ABSI: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T19:09:47.027028] [DEBUG] [FORECASTER] ABSI: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T19:09:47.279948] [DEBUG] [FORECASTER] ABSI: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T19:09:47.539172] [DEBUG] [FORECASTER] ABSI: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T19:09:47.816909] [DEBUG] [FORECASTER] ABSI: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T19:09:48.099881] [DEBUG] [FORECASTER] ABSI: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T19:09:48.100096] [INFO ] [CONFIGURE ] ABSI: DISCARDED add_range_position (score: 50.00%)
[2025-11-25T19:09:48.100143] [INFO ] [CONFIGURE ] JOB ETA: 198.8h | Avg: 11.7s/test | Remaining: 60995 tests
[2025-11-25T19:09:48.100200] [INFO ] [CONFIGURE ] ABSI: Testing feature 22/29: add_realized_volatility
[2025-11-25T19:09:48.100232] [INFO ] [CONFIGURE ] ABSI: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_realized_volatility']
[2025-11-25T19:09:48.419773] [DEBUG] [FORECASTER] ABSI: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T19:09:48.724502] [DEBUG] [FORECASTER] ABSI: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T19:09:49.040897] [DEBUG] [FORECASTER] ABSI: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T19:09:49.353790] [DEBUG] [FORECASTER] ABSI: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-25T19:09:49.706878] [DEBUG] [FORECASTER] ABSI: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T19:09:50.024180] [DEBUG] [FORECASTER] ABSI: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T19:09:50.351436] [DEBUG] [FORECASTER] ABSI: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T19:09:50.666095] [DEBUG] [FORECASTER] ABSI: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T19:09:50.984524] [DEBUG] [FORECASTER] ABSI: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T19:09:51.298355] [DEBUG] [FORECASTER] ABSI: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T19:09:51.298533] [INFO ] [CONFIGURE ] ABSI: DISCARDED add_realized_volatility (score: 80.00%)
[2025-11-25T19:09:51.298577] [INFO ] [CONFIGURE ] JOB ETA: 198.4h | Avg: 11.7s/test | Remaining: 60994 tests
[2025-11-25T19:09:51.298613] [INFO ] [CONFIGURE ] ABSI: Testing feature 23/29: add_recent_range_context
[2025-11-25T19:09:51.298667] [INFO ] [CONFIGURE ] ABSI: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_recent_range_context']
[2025-11-25T19:09:51.522252] [DEBUG] [FORECASTER] ABSI: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0
[2025-11-25T19:09:51.733638] [DEBUG] [FORECASTER] ABSI: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T19:09:51.952629] [DEBUG] [FORECASTER] ABSI: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T19:09:52.165199] [DEBUG] [FORECASTER] ABSI: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-25T19:09:52.391536] [DEBUG] [FORECASTER] ABSI: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-25T19:09:52.615562] [DEBUG] [FORECASTER] ABSI: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T19:09:52.827669] [DEBUG] [FORECASTER] ABSI: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T19:09:53.045593] [DEBUG] [FORECASTER] ABSI: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T19:09:53.257235] [DEBUG] [FORECASTER] ABSI: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T19:09:53.494017] [DEBUG] [FORECASTER] ABSI: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T19:09:53.494179] [INFO ] [CONFIGURE ] ABSI: DISCARDED add_recent_range_context (score: 50.00%)
[2025-11-25T19:09:53.494223] [INFO ] [CONFIGURE ] JOB ETA: 198.0h | Avg: 11.7s/test | Remaining: 60993 tests
[2025-11-25T19:09:53.494258] [INFO ] [CONFIGURE ] ABSI: Testing feature 24/29: add_rsi
[2025-11-25T19:09:53.494290] [INFO ] [CONFIGURE ] ABSI: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_ema', 'add_rsi']
[2025-11-25T19:09:53.757878] [DEBUG] [FORECASTER] ABSI: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T19:09:54.050044] [DEBUG] [FORECASTER] ABSI: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T19:09:54.344254] [DEBUG] [FORECASTER] ABSI: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T19:09:54.626836] [DEBUG] [FORECASTER] ABSI: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-25T19:09:54.914201] [DEBUG] [FORECASTER] ABSI: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T19:09:55.201434] [DEBUG] [FORECASTER] ABSI: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T19:09:55.471308] [DEBUG] [FORECASTER] ABSI: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T19:09:55.733852] [DEBUG] [FORECASTER] ABSI: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T19:09:56.044021] [DEBUG] [FORECASTER] ABSI: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T19:09:56.337713] [DEBUG] [FORECASTER] ABSI: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T19:09:56.337870] [INFO ] [CONFIGURE ] ABSI: DISCARDED add_rsi (score: 60.00%)
[2025-11-25T19:09:56.337913] [INFO ] [CONFIGURE ] JOB ETA: 197.6h | Avg: 11.7s/test | Remaining: 60992 tests
[2025-11-25T19:09:56.337947] [INFO ] [CONFIGURE ] ABSI: Testing feature 25/29: add_tick_distribution
[2025-11-25T19:09:56.337979] [INFO ] [CONFIGURE ] ABSI: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_tick_distribution']
[2025-11-25T19:09:56.586515] [DEBUG] [FORECASTER] ABSI: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T19:09:56.822271] [DEBUG] [FORECASTER] ABSI: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T19:09:57.082249] [DEBUG] [FORECASTER] ABSI: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T19:09:57.315666] [DEBUG] [FORECASTER] ABSI: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-25T19:09:57.578409] [DEBUG] [FORECASTER] ABSI: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-25T19:09:57.821061] [DEBUG] [FORECASTER] ABSI: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T19:09:58.072379] [DEBUG] [FORECASTER] ABSI: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T19:09:58.322443] [DEBUG] [FORECASTER] ABSI: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T19:09:58.570031] [DEBUG] [FORECASTER] ABSI: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T19:09:58.804937] [DEBUG] [FORECASTER] ABSI: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T19:09:58.805089] [INFO ] [CONFIGURE ] ABSI: DISCARDED add_tick_distribution (score: 60.00%)
[2025-11-25T19:09:58.805133] [INFO ] [CONFIGURE ] JOB ETA: 197.2h | Avg: 11.6s/test | Remaining: 60991 tests
[2025-11-25T19:09:58.805167] [INFO ] [CONFIGURE ] ABSI: Testing feature 26/29: add_volume_momentum_confirmation
[2025-11-25T19:09:58.805199] [INFO ] [CONFIGURE ] ABSI: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_volume_momentum_confirmation']
[2025-11-25T19:09:59.037891] [DEBUG] [FORECASTER] ABSI: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T19:09:59.279729] [DEBUG] [FORECASTER] ABSI: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T19:09:59.540428] [DEBUG] [FORECASTER] ABSI: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T19:09:59.783691] [DEBUG] [FORECASTER] ABSI: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1
[2025-11-25T19:10:00.041776] [DEBUG] [FORECASTER] ABSI: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T19:10:00.307814] [DEBUG] [FORECASTER] ABSI: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T19:10:00.586001] [DEBUG] [FORECASTER] ABSI: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T19:10:00.852841] [DEBUG] [FORECASTER] ABSI: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T19:10:01.942311] [DEBUG] [FORECASTER] ABSI: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T19:10:02.399125] [DEBUG] [FORECASTER] ABSI: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T19:10:02.399305] [INFO ] [CONFIGURE ] ABSI: DISCARDED add_volume_momentum_confirmation (score: 60.00%)
[2025-11-25T19:10:02.399349] [INFO ] [CONFIGURE ] JOB ETA: 196.8h | Avg: 11.6s/test | Remaining: 60990 tests
[2025-11-25T19:10:02.399385] [INFO ] [CONFIGURE ] ABSI: Testing feature 27/29: add_volume_price_divergence
[2025-11-25T19:10:02.399420] [INFO ] [CONFIGURE ] ABSI: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_volume_price_divergence']
[2025-11-25T19:10:02.681994] [DEBUG] [FORECASTER] ABSI: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0
[2025-11-25T19:10:02.943137] [DEBUG] [FORECASTER] ABSI: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T19:10:03.262016] [DEBUG] [FORECASTER] ABSI: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T19:10:03.533748] [DEBUG] [FORECASTER] ABSI: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-25T19:10:03.804915] [DEBUG] [FORECASTER] ABSI: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T19:10:04.067112] [DEBUG] [FORECASTER] ABSI: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T19:10:04.323070] [DEBUG] [FORECASTER] ABSI: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T19:10:04.610008] [DEBUG] [FORECASTER] ABSI: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T19:10:05.627168] [DEBUG] [FORECASTER] ABSI: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T19:10:13.224809] [DEBUG] [FORECASTER] ABSI: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T19:10:13.224982] [INFO ] [CONFIGURE ] ABSI: DISCARDED add_volume_price_divergence (score: 80.00%)
[2025-11-25T19:10:13.225048] [INFO ] [CONFIGURE ] JOB ETA: 196.8h | Avg: 11.6s/test | Remaining: 60989 tests
[2025-11-25T19:10:13.225084] [INFO ] [CONFIGURE ] ABSI: Testing feature 28/29: add_volume_profile
[2025-11-25T19:10:13.225116] [INFO ] [CONFIGURE ] ABSI: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_volume_profile']
[2025-11-25T19:10:17.080118] [DEBUG] [FORECASTER] ABSI: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T19:10:17.326498] [DEBUG] [FORECASTER] ABSI: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T19:10:17.544892] [DEBUG] [FORECASTER] ABSI: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T19:10:17.764060] [DEBUG] [FORECASTER] ABSI: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-25T19:10:17.985034] [DEBUG] [FORECASTER] ABSI: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T19:10:18.276966] [DEBUG] [FORECASTER] ABSI: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T19:10:18.495214] [DEBUG] [FORECASTER] ABSI: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T19:10:18.713709] [DEBUG] [FORECASTER] ABSI: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T19:10:18.974087] [DEBUG] [FORECASTER] ABSI: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T19:10:19.198767] [DEBUG] [FORECASTER] ABSI: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T19:10:19.198924] [INFO ] [CONFIGURE ] ABSI: DISCARDED add_volume_profile (score: 70.00%)
[2025-11-25T19:10:19.198967] [INFO ] [CONFIGURE ] JOB ETA: 196.5h | Avg: 11.6s/test | Remaining: 60988 tests
[2025-11-25T19:10:19.199002] [INFO ] [CONFIGURE ] ABSI: Testing feature 29/29: add_vwap
[2025-11-25T19:10:19.199035] [INFO ] [CONFIGURE ] ABSI: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_vwap']
[2025-11-25T19:10:19.419908] [DEBUG] [FORECASTER] ABSI: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0
[2025-11-25T19:10:19.683479] [DEBUG] [FORECASTER] ABSI: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T19:10:19.919860] [DEBUG] [FORECASTER] ABSI: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T19:10:20.173161] [DEBUG] [FORECASTER] ABSI: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-25T19:10:20.429863] [DEBUG] [FORECASTER] ABSI: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-25T19:10:20.668944] [DEBUG] [FORECASTER] ABSI: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T19:10:20.908012] [DEBUG] [FORECASTER] ABSI: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T19:10:21.189897] [DEBUG] [FORECASTER] ABSI: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T19:10:21.426140] [DEBUG] [FORECASTER] ABSI: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T19:10:21.665050] [DEBUG] [FORECASTER] ABSI: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T19:10:21.665218] [INFO ] [CONFIGURE ] ABSI: DISCARDED add_vwap (score: 60.00%)
[2025-11-25T19:10:21.665262] [INFO ] [CONFIGURE ] JOB ETA: 196.1h | Avg: 11.6s/test | Remaining: 60987 tests
[2025-11-25T19:10:21.665298] [INFO ] [CONFIGURE ] ABSI: ===== FEATURE SELECTION COMPLETE =====
[2025-11-25T19:10:21.665329] [INFO ] [CONFIGURE ] ABSI: Best accuracy: 90.00%
[2025-11-25T19:10:21.665360] [INFO ] [CONFIGURE ] ABSI: Best feature set (2 features): ['add_bollinger_bands', 'add_daily_returns']
[2025-11-25T19:10:21.665390] [INFO ] [CONFIGURE ] ABSI: Improvement over baseline: 20.00%
[2025-11-25T19:10:21.665418] [INFO ] [CONFIGURE ] ABSI: Total time: 15.4 minutes
[2025-11-25T19:10:21.665445] [INFO ] [CONFIGURE ] ABSI: Average time per feature: 32.0 seconds
[2025-11-25T19:10:21.665473] [INFO ] [CONFIGURE ] ABSI: Average speed: 0.03 features/sec
[2025-11-25T19:10:21.665804] [INFO ] [LOCAL     ] Saved configuration for ABSI: 2 features, 90.00% accuracy -> ./output/feature-sets/ABSI.json
[2025-11-25T19:10:21.665847] [INFO ] [CONFIGURE ] ABSI: Configuration saved successfully: 2 features, 90.00% accuracy.
[2025-11-25T19:10:21.665884] [INFO ] [sig       ] [13/2116] Successfully configured ABSI | 0.00 sym/s | Total: 1.2h | ETA: 200.8h
[2025-11-25T19:10:21.665918] [INFO ] [sig       ] [14/2116] Configuring ABUS...
[2025-11-25T19:10:21.665947] [INFO ] [CONFIGURE ] ABUS: Configurate test run.
[2025-11-25T19:10:21.665977] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ABUS' from 'https://tdm.silogroup.org/data/derivative_storage/ABUS.csv'.
[2025-11-25T19:10:21.677002] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ABUS'.
[2025-11-25T19:10:21.677333] [INFO ] [CONFIGURE ] ABUS: Testing with 29 available features
[2025-11-25T19:10:21.677380] [INFO ] [CONFIGURE ] ABUS: Establishing baseline with no features...
[2025-11-25T19:10:21.840049] [DEBUG] [FORECASTER] ABUS: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T19:10:21.998360] [DEBUG] [FORECASTER] ABUS: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T19:10:22.166906] [DEBUG] [FORECASTER] ABUS: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T19:10:22.324153] [DEBUG] [FORECASTER] ABUS: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T19:10:22.514542] [DEBUG] [FORECASTER] ABUS: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T19:10:22.676856] [DEBUG] [FORECASTER] ABUS: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T19:10:22.846966] [DEBUG] [FORECASTER] ABUS: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T19:10:23.017534] [DEBUG] [FORECASTER] ABUS: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-25T19:10:23.235539] [DEBUG] [FORECASTER] ABUS: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-25T19:10:23.418677] [DEBUG] [FORECASTER] ABUS: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T19:10:23.418826] [INFO ] [CONFIGURE ] ABUS: Baseline score (no features): 50.00%
[2025-11-25T19:10:23.418877] [INFO ] [CONFIGURE ] ABUS: Testing feature 1/29: add_bollinger_bands
[2025-11-25T19:10:23.418916] [INFO ] [CONFIGURE ] ABUS: Testing with features: ['add_bollinger_bands']
[2025-11-25T19:10:23.625760] [DEBUG] [FORECASTER] ABUS: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T19:10:23.828550] [DEBUG] [FORECASTER] ABUS: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T19:10:24.076030] [DEBUG] [FORECASTER] ABUS: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T19:10:24.297593] [DEBUG] [FORECASTER] ABUS: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T19:10:24.490714] [DEBUG] [FORECASTER] ABUS: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T19:10:32.351200] [DEBUG] [FORECASTER] ABUS: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T19:10:38.603226] [DEBUG] [FORECASTER] ABUS: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T19:10:46.071047] [DEBUG] [FORECASTER] ABUS: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-25T19:10:49.499769] [DEBUG] [FORECASTER] ABUS: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T19:10:49.715093] [DEBUG] [FORECASTER] ABUS: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T19:10:49.715313] [INFO ] [CONFIGURE ] ABUS: KEPT add_bollinger_bands (score: 60.00%)
[2025-11-25T19:10:49.715362] [INFO ] [CONFIGURE ] JOB ETA: 196.7h | Avg: 11.6s/test | Remaining: 60986 tests
[2025-11-25T19:10:49.715401] [INFO ] [CONFIGURE ] ABUS: Testing feature 2/29: add_cumulative_delta
[2025-11-25T19:10:49.715442] [INFO ] [CONFIGURE ] ABUS: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta']
[2025-11-25T19:10:49.930420] [DEBUG] [FORECASTER] ABUS: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T19:10:50.160065] [DEBUG] [FORECASTER] ABUS: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T19:10:50.372143] [DEBUG] [FORECASTER] ABUS: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T19:10:50.596496] [DEBUG] [FORECASTER] ABUS: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T19:10:50.816600] [DEBUG] [FORECASTER] ABUS: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T19:10:51.068966] [DEBUG] [FORECASTER] ABUS: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T19:10:51.303359] [DEBUG] [FORECASTER] ABUS: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T19:10:51.570388] [DEBUG] [FORECASTER] ABUS: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-25T19:10:51.794619] [DEBUG] [FORECASTER] ABUS: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-25T19:10:57.660814] [DEBUG] [FORECASTER] ABUS: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T19:10:57.660994] [INFO ] [CONFIGURE ] ABUS: DISCARDED add_cumulative_delta (score: 50.00%)
[2025-11-25T19:10:57.661037] [INFO ] [CONFIGURE ] JOB ETA: 196.6h | Avg: 11.6s/test | Remaining: 60985 tests
[2025-11-25T19:10:57.661074] [INFO ] [CONFIGURE ] ABUS: Testing feature 3/29: add_daily_returns
[2025-11-25T19:10:57.661106] [INFO ] [CONFIGURE ] ABUS: Testing with features: ['add_bollinger_bands', 'add_daily_returns']
[2025-11-25T19:11:05.019626] [DEBUG] [FORECASTER] ABUS: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T19:11:11.158700] [DEBUG] [FORECASTER] ABUS: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T19:11:16.050013] [DEBUG] [FORECASTER] ABUS: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T19:11:19.531523] [DEBUG] [FORECASTER] ABUS: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T19:11:19.767537] [DEBUG] [FORECASTER] ABUS: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T19:11:19.977628] [DEBUG] [FORECASTER] ABUS: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T19:11:20.210265] [DEBUG] [FORECASTER] ABUS: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T19:11:20.420139] [DEBUG] [FORECASTER] ABUS: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-25T19:11:20.628638] [DEBUG] [FORECASTER] ABUS: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-25T19:11:20.833397] [DEBUG] [FORECASTER] ABUS: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T19:11:20.833545] [INFO ] [CONFIGURE ] ABUS: DISCARDED add_daily_returns (score: 40.00%)
[2025-11-25T19:11:20.833588] [INFO ] [CONFIGURE ] JOB ETA: 197.1h | Avg: 11.6s/test | Remaining: 60984 tests
[2025-11-25T19:11:20.833624] [INFO ] [CONFIGURE ] ABUS: Testing feature 4/29: add_ema
[2025-11-25T19:11:20.833677] [INFO ] [CONFIGURE ] ABUS: Testing with features: ['add_bollinger_bands', 'add_ema']
[2025-11-25T19:11:21.073381] [DEBUG] [FORECASTER] ABUS: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T19:11:21.339697] [DEBUG] [FORECASTER] ABUS: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T19:11:21.571212] [DEBUG] [FORECASTER] ABUS: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T19:11:21.851092] [DEBUG] [FORECASTER] ABUS: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T19:11:22.120308] [DEBUG] [FORECASTER] ABUS: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T19:11:22.383974] [DEBUG] [FORECASTER] ABUS: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T19:11:22.606626] [DEBUG] [FORECASTER] ABUS: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T19:11:22.859434] [DEBUG] [FORECASTER] ABUS: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-25T19:11:23.115016] [DEBUG] [FORECASTER] ABUS: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-25T19:11:23.341097] [DEBUG] [FORECASTER] ABUS: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T19:11:23.341226] [INFO ] [CONFIGURE ] ABUS: DISCARDED add_ema (score: 60.00%)
[2025-11-25T19:11:23.341270] [INFO ] [CONFIGURE ] JOB ETA: 196.7h | Avg: 11.6s/test | Remaining: 60983 tests
[2025-11-25T19:11:23.341306] [INFO ] [CONFIGURE ] ABUS: Testing feature 5/29: add_exhaustion_signals
[2025-11-25T19:11:23.341338] [INFO ] [CONFIGURE ] ABUS: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals']
[2025-11-25T19:11:23.578773] [DEBUG] [FORECASTER] ABUS: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T19:11:23.814692] [DEBUG] [FORECASTER] ABUS: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T19:11:24.040790] [DEBUG] [FORECASTER] ABUS: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T19:11:24.294429] [DEBUG] [FORECASTER] ABUS: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T19:11:24.583599] [DEBUG] [FORECASTER] ABUS: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T19:11:24.876737] [DEBUG] [FORECASTER] ABUS: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T19:11:25.146436] [DEBUG] [FORECASTER] ABUS: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T19:11:25.384746] [DEBUG] [FORECASTER] ABUS: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-25T19:11:25.618745] [DEBUG] [FORECASTER] ABUS: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T19:11:25.858451] [DEBUG] [FORECASTER] ABUS: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T19:11:25.858625] [INFO ] [CONFIGURE ] ABUS: DISCARDED add_exhaustion_signals (score: 60.00%)
[2025-11-25T19:11:25.858693] [INFO ] [CONFIGURE ] JOB ETA: 196.3h | Avg: 11.6s/test | Remaining: 60982 tests
[2025-11-25T19:11:25.858735] [INFO ] [CONFIGURE ] ABUS: Testing feature 6/29: add_failed_moves
[2025-11-25T19:11:25.858771] [INFO ] [CONFIGURE ] ABUS: Testing with features: ['add_bollinger_bands', 'add_failed_moves']
[2025-11-25T19:11:26.063272] [DEBUG] [FORECASTER] ABUS: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T19:11:26.273401] [DEBUG] [FORECASTER] ABUS: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T19:11:26.498353] [DEBUG] [FORECASTER] ABUS: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T19:11:26.696831] [DEBUG] [FORECASTER] ABUS: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T19:11:26.890749] [DEBUG] [FORECASTER] ABUS: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T19:11:27.121283] [DEBUG] [FORECASTER] ABUS: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T19:11:27.356315] [DEBUG] [FORECASTER] ABUS: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T19:11:27.568385] [DEBUG] [FORECASTER] ABUS: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-25T19:11:27.808814] [DEBUG] [FORECASTER] ABUS: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-25T19:11:28.012445] [DEBUG] [FORECASTER] ABUS: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T19:11:28.012590] [INFO ] [CONFIGURE ] ABUS: DISCARDED add_failed_moves (score: 40.00%)
[2025-11-25T19:11:28.012632] [INFO ] [CONFIGURE ] JOB ETA: 195.8h | Avg: 11.6s/test | Remaining: 60981 tests
[2025-11-25T19:11:28.012690] [INFO ] [CONFIGURE ] ABUS: Testing feature 7/29: add_lag_shelf
[2025-11-25T19:11:28.012723] [INFO ] [CONFIGURE ] ABUS: Testing with features: ['add_bollinger_bands', 'add_lag_shelf']
[2025-11-25T19:11:28.197035] [DEBUG] [FORECASTER] ABUS: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T19:11:28.382947] [DEBUG] [FORECASTER] ABUS: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T19:11:31.258488] [DEBUG] [FORECASTER] ABUS: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T19:11:31.443815] [DEBUG] [FORECASTER] ABUS: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T19:11:31.630550] [DEBUG] [FORECASTER] ABUS: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T19:11:31.823986] [DEBUG] [FORECASTER] ABUS: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T19:11:32.016673] [DEBUG] [FORECASTER] ABUS: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T19:11:32.208296] [DEBUG] [FORECASTER] ABUS: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-25T19:11:32.419394] [DEBUG] [FORECASTER] ABUS: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-25T19:11:32.608054] [DEBUG] [FORECASTER] ABUS: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T19:11:32.608194] [INFO ] [CONFIGURE ] ABUS: DISCARDED add_lag_shelf (score: 60.00%)
[2025-11-25T19:11:32.608237] [INFO ] [CONFIGURE ] JOB ETA: 195.5h | Avg: 11.5s/test | Remaining: 60980 tests
[2025-11-25T19:11:32.608272] [INFO ] [CONFIGURE ] ABUS: Testing feature 8/29: add_macd
[2025-11-25T19:11:32.608306] [INFO ] [CONFIGURE ] ABUS: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd']
[2025-11-25T19:11:32.883696] [DEBUG] [FORECASTER] ABUS: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T19:11:33.159072] [DEBUG] [FORECASTER] ABUS: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T19:11:33.488110] [DEBUG] [FORECASTER] ABUS: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T19:11:33.780373] [DEBUG] [FORECASTER] ABUS: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T19:11:34.086187] [DEBUG] [FORECASTER] ABUS: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T19:11:34.370503] [DEBUG] [FORECASTER] ABUS: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T19:11:34.662838] [DEBUG] [FORECASTER] ABUS: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T19:11:34.948002] [DEBUG] [FORECASTER] ABUS: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-25T19:11:35.243370] [DEBUG] [FORECASTER] ABUS: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-25T19:11:35.543065] [DEBUG] [FORECASTER] ABUS: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T19:11:35.543250] [INFO ] [CONFIGURE ] ABUS: DISCARDED add_macd (score: 50.00%)
[2025-11-25T19:11:35.543296] [INFO ] [CONFIGURE ] JOB ETA: 195.2h | Avg: 11.5s/test | Remaining: 60979 tests
[2025-11-25T19:11:35.543331] [INFO ] [CONFIGURE ] ABUS: Testing feature 9/29: add_mfi
[2025-11-25T19:11:35.543362] [INFO ] [CONFIGURE ] ABUS: Testing with features: ['add_bollinger_bands', 'add_mfi']
[2025-11-25T19:11:35.743367] [DEBUG] [FORECASTER] ABUS: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T19:11:35.948672] [DEBUG] [FORECASTER] ABUS: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T19:11:36.158535] [DEBUG] [FORECASTER] ABUS: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T19:11:36.362365] [DEBUG] [FORECASTER] ABUS: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T19:11:36.586056] [DEBUG] [FORECASTER] ABUS: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T19:11:39.339078] [DEBUG] [FORECASTER] ABUS: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T19:11:44.307795] [DEBUG] [FORECASTER] ABUS: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T19:11:49.025327] [DEBUG] [FORECASTER] ABUS: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-25T19:11:49.227494] [DEBUG] [FORECASTER] ABUS: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T19:11:49.430725] [DEBUG] [FORECASTER] ABUS: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T19:11:49.430907] [INFO ] [CONFIGURE ] ABUS: DISCARDED add_mfi (score: 50.00%)
[2025-11-25T19:11:49.430985] [INFO ] [CONFIGURE ] JOB ETA: 195.3h | Avg: 11.5s/test | Remaining: 60978 tests
[2025-11-25T19:11:49.431025] [INFO ] [CONFIGURE ] ABUS: Testing feature 10/29: add_momentum_acceleration
[2025-11-25T19:11:49.431058] [INFO ] [CONFIGURE ] ABUS: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-11-25T19:11:49.696217] [DEBUG] [FORECASTER] ABUS: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T19:11:49.959188] [DEBUG] [FORECASTER] ABUS: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T19:11:50.237202] [DEBUG] [FORECASTER] ABUS: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T19:11:50.514209] [DEBUG] [FORECASTER] ABUS: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T19:11:50.811475] [DEBUG] [FORECASTER] ABUS: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T19:11:51.094183] [DEBUG] [FORECASTER] ABUS: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T19:11:51.372673] [DEBUG] [FORECASTER] ABUS: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T19:11:51.663463] [DEBUG] [FORECASTER] ABUS: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-25T19:11:51.941701] [DEBUG] [FORECASTER] ABUS: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T19:11:52.237546] [DEBUG] [FORECASTER] ABUS: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T19:11:52.237726] [INFO ] [CONFIGURE ] ABUS: KEPT add_momentum_acceleration (score: 70.00%)
[2025-11-25T19:11:52.237773] [INFO ] [CONFIGURE ] JOB ETA: 194.9h | Avg: 11.5s/test | Remaining: 60977 tests
[2025-11-25T19:11:52.237810] [INFO ] [CONFIGURE ] ABUS: Testing feature 11/29: add_obv_daily
[2025-11-25T19:11:52.237849] [INFO ] [CONFIGURE ] ABUS: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_obv_daily']
[2025-11-25T19:11:52.534851] [DEBUG] [FORECASTER] ABUS: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T19:11:52.850254] [DEBUG] [FORECASTER] ABUS: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T19:11:53.151585] [DEBUG] [FORECASTER] ABUS: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T19:11:53.491729] [DEBUG] [FORECASTER] ABUS: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T19:11:53.791118] [DEBUG] [FORECASTER] ABUS: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T19:11:54.100402] [DEBUG] [FORECASTER] ABUS: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T19:12:03.160525] [DEBUG] [FORECASTER] ABUS: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T19:12:06.357848] [DEBUG] [FORECASTER] ABUS: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-25T19:12:06.643511] [DEBUG] [FORECASTER] ABUS: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T19:12:06.995273] [DEBUG] [FORECASTER] ABUS: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T19:12:06.995399] [INFO ] [CONFIGURE ] ABUS: DISCARDED add_obv_daily (score: 60.00%)
[2025-11-25T19:12:06.995442] [INFO ] [CONFIGURE ] JOB ETA: 195.0h | Avg: 11.5s/test | Remaining: 60976 tests
[2025-11-25T19:12:06.995478] [INFO ] [CONFIGURE ] ABUS: Testing feature 12/29: add_obv_interval
[2025-11-25T19:12:06.995509] [INFO ] [CONFIGURE ] ABUS: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_obv_interval']
[2025-11-25T19:12:07.288836] [DEBUG] [FORECASTER] ABUS: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T19:12:07.569729] [DEBUG] [FORECASTER] ABUS: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T19:12:07.853401] [DEBUG] [FORECASTER] ABUS: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T19:12:08.153614] [DEBUG] [FORECASTER] ABUS: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T19:12:08.444229] [DEBUG] [FORECASTER] ABUS: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T19:12:08.733138] [DEBUG] [FORECASTER] ABUS: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T19:12:09.022342] [DEBUG] [FORECASTER] ABUS: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T19:12:09.310035] [DEBUG] [FORECASTER] ABUS: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-25T19:12:09.667037] [DEBUG] [FORECASTER] ABUS: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T19:12:09.981901] [DEBUG] [FORECASTER] ABUS: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T19:12:09.982090] [INFO ] [CONFIGURE ] ABUS: DISCARDED add_obv_interval (score: 50.00%)
[2025-11-25T19:12:09.982135] [INFO ] [CONFIGURE ] JOB ETA: 194.6h | Avg: 11.5s/test | Remaining: 60975 tests
[2025-11-25T19:12:09.982170] [INFO ] [CONFIGURE ] ABUS: Testing feature 13/29: add_opening_strength
[2025-11-25T19:12:09.982202] [INFO ] [CONFIGURE ] ABUS: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_daily_returns', 'add_opening_strength']
[2025-11-25T19:12:10.354471] [DEBUG] [FORECASTER] ABUS: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T19:12:10.694323] [DEBUG] [FORECASTER] ABUS: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T19:12:11.084907] [DEBUG] [FORECASTER] ABUS: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T19:12:11.425114] [DEBUG] [FORECASTER] ABUS: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T19:12:11.787740] [DEBUG] [FORECASTER] ABUS: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T19:12:12.141384] [DEBUG] [FORECASTER] ABUS: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T19:12:12.502157] [DEBUG] [FORECASTER] ABUS: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T19:12:12.858363] [DEBUG] [FORECASTER] ABUS: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-25T19:12:13.249941] [DEBUG] [FORECASTER] ABUS: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T19:12:13.620496] [DEBUG] [FORECASTER] ABUS: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T19:12:13.620701] [INFO ] [CONFIGURE ] ABUS: DISCARDED add_opening_strength (score: 60.00%)
[2025-11-25T19:12:13.620747] [INFO ] [CONFIGURE ] JOB ETA: 194.3h | Avg: 11.5s/test | Remaining: 60974 tests
[2025-11-25T19:12:13.620785] [INFO ] [CONFIGURE ] ABUS: Testing feature 14/29: add_order_flow_imbalance
[2025-11-25T19:12:13.620817] [INFO ] [CONFIGURE ] ABUS: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_order_flow_imbalance']
[2025-11-25T19:12:13.929254] [DEBUG] [FORECASTER] ABUS: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T19:12:14.250558] [DEBUG] [FORECASTER] ABUS: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T19:12:14.554513] [DEBUG] [FORECASTER] ABUS: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T19:12:14.866105] [DEBUG] [FORECASTER] ABUS: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T19:12:15.245621] [DEBUG] [FORECASTER] ABUS: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T19:12:15.552732] [DEBUG] [FORECASTER] ABUS: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T19:12:15.860392] [DEBUG] [FORECASTER] ABUS: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T19:12:16.193484] [DEBUG] [FORECASTER] ABUS: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-25T19:12:16.582171] [DEBUG] [FORECASTER] ABUS: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-25T19:12:16.912296] [DEBUG] [FORECASTER] ABUS: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T19:12:16.912480] [INFO ] [CONFIGURE ] ABUS: DISCARDED add_order_flow_imbalance (score: 40.00%)
[2025-11-25T19:12:16.912550] [INFO ] [CONFIGURE ] JOB ETA: 193.9h | Avg: 11.5s/test | Remaining: 60973 tests
[2025-11-25T19:12:16.912587] [INFO ] [CONFIGURE ] ABUS: Testing feature 16/29: add_pbf_overnight_gap
[2025-11-25T19:12:16.912620] [INFO ] [CONFIGURE ] ABUS: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_pbf_overnight_gap']
[2025-11-25T19:12:17.236230] [DEBUG] [FORECASTER] ABUS: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T19:12:17.557582] [DEBUG] [FORECASTER] ABUS: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T19:12:17.915560] [DEBUG] [FORECASTER] ABUS: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T19:12:18.225522] [DEBUG] [FORECASTER] ABUS: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T19:12:18.532139] [DEBUG] [FORECASTER] ABUS: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T19:12:18.833719] [DEBUG] [FORECASTER] ABUS: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T19:12:19.183010] [DEBUG] [FORECASTER] ABUS: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T19:12:19.524956] [DEBUG] [FORECASTER] ABUS: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-25T19:12:19.850362] [DEBUG] [FORECASTER] ABUS: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T19:12:20.174894] [DEBUG] [FORECASTER] ABUS: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T19:12:20.175083] [INFO ] [CONFIGURE ] ABUS: DISCARDED add_pbf_overnight_gap (score: 70.00%)
[2025-11-25T19:12:20.175127] [INFO ] [CONFIGURE ] JOB ETA: 193.6h | Avg: 11.4s/test | Remaining: 60972 tests
[2025-11-25T19:12:20.175164] [INFO ] [CONFIGURE ] ABUS: Testing feature 17/29: add_pbf_return_2d
[2025-11-25T19:12:20.175245] [INFO ] [CONFIGURE ] ABUS: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_pbf_return_2d']
[2025-11-25T19:12:20.529970] [DEBUG] [FORECASTER] ABUS: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T19:12:20.846050] [DEBUG] [FORECASTER] ABUS: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T19:12:21.158444] [DEBUG] [FORECASTER] ABUS: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T19:12:21.469435] [DEBUG] [FORECASTER] ABUS: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T19:12:21.847836] [DEBUG] [FORECASTER] ABUS: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T19:12:22.172328] [DEBUG] [FORECASTER] ABUS: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T19:12:22.534730] [DEBUG] [FORECASTER] ABUS: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T19:12:22.855858] [DEBUG] [FORECASTER] ABUS: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-25T19:12:23.168950] [DEBUG] [FORECASTER] ABUS: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T19:12:23.499868] [DEBUG] [FORECASTER] ABUS: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T19:12:23.500052] [INFO ] [CONFIGURE ] ABUS: DISCARDED add_pbf_return_2d (score: 60.00%)
[2025-11-25T19:12:23.500097] [INFO ] [CONFIGURE ] JOB ETA: 193.2h | Avg: 11.4s/test | Remaining: 60971 tests
[2025-11-25T19:12:23.500135] [INFO ] [CONFIGURE ] ABUS: Testing feature 18/29: add_pbf_volatility_5d
[2025-11-25T19:12:23.500168] [INFO ] [CONFIGURE ] ABUS: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_pbf_volatility_5d']
[2025-11-25T19:12:23.810234] [DEBUG] [FORECASTER] ABUS: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T19:12:24.139835] [DEBUG] [FORECASTER] ABUS: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T19:12:24.454109] [DEBUG] [FORECASTER] ABUS: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T19:12:24.759612] [DEBUG] [FORECASTER] ABUS: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T19:12:25.106851] [DEBUG] [FORECASTER] ABUS: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T19:12:25.428322] [DEBUG] [FORECASTER] ABUS: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T19:12:25.728314] [DEBUG] [FORECASTER] ABUS: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T19:12:26.039902] [DEBUG] [FORECASTER] ABUS: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-25T19:12:26.373482] [DEBUG] [FORECASTER] ABUS: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T19:12:36.249954] [DEBUG] [FORECASTER] ABUS: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T19:12:36.250104] [INFO ] [CONFIGURE ] ABUS: DISCARDED add_pbf_volatility_5d (score: 60.00%)
[2025-11-25T19:12:36.250148] [INFO ] [CONFIGURE ] JOB ETA: 193.3h | Avg: 11.4s/test | Remaining: 60970 tests
[2025-11-25T19:12:36.250182] [INFO ] [CONFIGURE ] ABUS: Testing feature 19/29: add_pbf_vs_sma_5
[2025-11-25T19:12:36.250214] [INFO ] [CONFIGURE ] ABUS: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_pbf_vs_sma_5']
[2025-11-25T19:12:38.834821] [DEBUG] [FORECASTER] ABUS: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T19:12:39.158514] [DEBUG] [FORECASTER] ABUS: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T19:12:39.434909] [DEBUG] [FORECASTER] ABUS: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T19:12:39.716537] [DEBUG] [FORECASTER] ABUS: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T19:12:39.998405] [DEBUG] [FORECASTER] ABUS: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T19:12:40.299765] [DEBUG] [FORECASTER] ABUS: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T19:12:40.608494] [DEBUG] [FORECASTER] ABUS: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T19:12:40.888339] [DEBUG] [FORECASTER] ABUS: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-25T19:12:41.207176] [DEBUG] [FORECASTER] ABUS: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-25T19:12:41.492274] [DEBUG] [FORECASTER] ABUS: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T19:12:41.492429] [INFO ] [CONFIGURE ] ABUS: DISCARDED add_pbf_vs_sma_5 (score: 50.00%)
[2025-11-25T19:12:41.492473] [INFO ] [CONFIGURE ] JOB ETA: 193.0h | Avg: 11.4s/test | Remaining: 60969 tests
[2025-11-25T19:12:41.492508] [INFO ] [CONFIGURE ] ABUS: Testing feature 20/29: add_price_rejection
[2025-11-25T19:12:41.492541] [INFO ] [CONFIGURE ] ABUS: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_price_rejection']
[2025-11-25T19:12:41.807687] [DEBUG] [FORECASTER] ABUS: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T19:12:42.151473] [DEBUG] [FORECASTER] ABUS: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T19:12:42.481430] [DEBUG] [FORECASTER] ABUS: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T19:12:42.808702] [DEBUG] [FORECASTER] ABUS: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T19:12:43.149811] [DEBUG] [FORECASTER] ABUS: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T19:12:43.464335] [DEBUG] [FORECASTER] ABUS: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T19:12:43.781098] [DEBUG] [FORECASTER] ABUS: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T19:12:44.102569] [DEBUG] [FORECASTER] ABUS: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-25T19:12:44.457129] [DEBUG] [FORECASTER] ABUS: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T19:12:44.773822] [DEBUG] [FORECASTER] ABUS: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T19:12:44.774014] [INFO ] [CONFIGURE ] ABUS: DISCARDED add_price_rejection (score: 60.00%)
[2025-11-25T19:12:44.774059] [INFO ] [CONFIGURE ] JOB ETA: 192.7h | Avg: 11.4s/test | Remaining: 60968 tests
[2025-11-25T19:12:44.774093] [INFO ] [CONFIGURE ] ABUS: Testing feature 21/29: add_range_position
[2025-11-25T19:12:44.774132] [INFO ] [CONFIGURE ] ABUS: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_range_position']
[2025-11-25T19:12:45.086964] [DEBUG] [FORECASTER] ABUS: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T19:12:45.441870] [DEBUG] [FORECASTER] ABUS: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T19:12:45.762749] [DEBUG] [FORECASTER] ABUS: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T19:12:46.099399] [DEBUG] [FORECASTER] ABUS: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T19:12:46.421044] [DEBUG] [FORECASTER] ABUS: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T19:12:46.779779] [DEBUG] [FORECASTER] ABUS: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T19:12:47.110557] [DEBUG] [FORECASTER] ABUS: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T19:12:47.480336] [DEBUG] [FORECASTER] ABUS: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-25T19:12:47.806838] [DEBUG] [FORECASTER] ABUS: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-25T19:12:48.120908] [DEBUG] [FORECASTER] ABUS: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T19:12:48.121068] [INFO ] [CONFIGURE ] ABUS: DISCARDED add_range_position (score: 50.00%)
[2025-11-25T19:12:48.121111] [INFO ] [CONFIGURE ] JOB ETA: 192.3h | Avg: 11.4s/test | Remaining: 60967 tests
[2025-11-25T19:12:48.121147] [INFO ] [CONFIGURE ] ABUS: Testing feature 22/29: add_realized_volatility
[2025-11-25T19:12:48.121178] [INFO ] [CONFIGURE ] ABUS: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_realized_volatility']
[2025-11-25T19:12:48.535874] [DEBUG] [FORECASTER] ABUS: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T19:12:48.930911] [DEBUG] [FORECASTER] ABUS: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T19:12:49.318518] [DEBUG] [FORECASTER] ABUS: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T19:12:49.732995] [DEBUG] [FORECASTER] ABUS: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T19:12:50.132391] [DEBUG] [FORECASTER] ABUS: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T19:12:50.542435] [DEBUG] [FORECASTER] ABUS: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T19:12:50.915540] [DEBUG] [FORECASTER] ABUS: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T19:12:53.977176] [DEBUG] [FORECASTER] ABUS: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-25T19:12:58.939990] [DEBUG] [FORECASTER] ABUS: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T19:13:06.476742] [DEBUG] [FORECASTER] ABUS: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T19:13:06.476949] [INFO ] [CONFIGURE ] ABUS: DISCARDED add_realized_volatility (score: 30.00%)
[2025-11-25T19:13:06.476996] [INFO ] [CONFIGURE ] JOB ETA: 192.6h | Avg: 11.4s/test | Remaining: 60966 tests
[2025-11-25T19:13:06.477033] [INFO ] [CONFIGURE ] ABUS: Testing feature 23/29: add_recent_range_context
[2025-11-25T19:13:06.477066] [INFO ] [CONFIGURE ] ABUS: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_recent_range_context']
[2025-11-25T19:13:06.776137] [DEBUG] [FORECASTER] ABUS: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T19:13:07.091819] [DEBUG] [FORECASTER] ABUS: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T19:13:07.418734] [DEBUG] [FORECASTER] ABUS: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T19:13:07.734350] [DEBUG] [FORECASTER] ABUS: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T19:13:08.020811] [DEBUG] [FORECASTER] ABUS: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T19:13:08.317943] [DEBUG] [FORECASTER] ABUS: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T19:13:08.625202] [DEBUG] [FORECASTER] ABUS: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T19:13:08.940020] [DEBUG] [FORECASTER] ABUS: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-25T19:13:09.234831] [DEBUG] [FORECASTER] ABUS: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T19:13:09.547554] [DEBUG] [FORECASTER] ABUS: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T19:13:09.547742] [INFO ] [CONFIGURE ] ABUS: DISCARDED add_recent_range_context (score: 50.00%)
[2025-11-25T19:13:09.547787] [INFO ] [CONFIGURE ] JOB ETA: 192.3h | Avg: 11.4s/test | Remaining: 60965 tests
[2025-11-25T19:13:09.547823] [INFO ] [CONFIGURE ] ABUS: Testing feature 24/29: add_rsi
[2025-11-25T19:13:09.547855] [INFO ] [CONFIGURE ] ABUS: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_ema', 'add_rsi']
[2025-11-25T19:13:09.858751] [DEBUG] [FORECASTER] ABUS: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T19:13:10.177882] [DEBUG] [FORECASTER] ABUS: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T19:13:10.492747] [DEBUG] [FORECASTER] ABUS: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T19:13:10.852832] [DEBUG] [FORECASTER] ABUS: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T19:13:11.166600] [DEBUG] [FORECASTER] ABUS: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T19:13:11.493506] [DEBUG] [FORECASTER] ABUS: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T19:13:11.840070] [DEBUG] [FORECASTER] ABUS: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T19:13:12.186145] [DEBUG] [FORECASTER] ABUS: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-25T19:13:19.040549] [DEBUG] [FORECASTER] ABUS: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T19:13:26.957597] [DEBUG] [FORECASTER] ABUS: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T19:13:26.957761] [INFO ] [CONFIGURE ] ABUS: DISCARDED add_rsi (score: 60.00%)
[2025-11-25T19:13:26.957807] [INFO ] [CONFIGURE ] JOB ETA: 192.5h | Avg: 11.4s/test | Remaining: 60964 tests
[2025-11-25T19:13:26.957844] [INFO ] [CONFIGURE ] ABUS: Testing feature 25/29: add_tick_distribution
[2025-11-25T19:13:26.957878] [INFO ] [CONFIGURE ] ABUS: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_tick_distribution']
[2025-11-25T19:13:32.921240] [DEBUG] [FORECASTER] ABUS: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T19:13:37.290280] [DEBUG] [FORECASTER] ABUS: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T19:13:37.602779] [DEBUG] [FORECASTER] ABUS: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T19:13:37.878526] [DEBUG] [FORECASTER] ABUS: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T19:13:38.184080] [DEBUG] [FORECASTER] ABUS: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T19:13:38.489280] [DEBUG] [FORECASTER] ABUS: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T19:13:38.773841] [DEBUG] [FORECASTER] ABUS: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T19:13:39.049872] [DEBUG] [FORECASTER] ABUS: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-25T19:13:39.332615] [DEBUG] [FORECASTER] ABUS: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T19:13:39.605988] [DEBUG] [FORECASTER] ABUS: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T19:13:39.606143] [INFO ] [CONFIGURE ] ABUS: DISCARDED add_tick_distribution (score: 50.00%)
[2025-11-25T19:13:39.606187] [INFO ] [CONFIGURE ] JOB ETA: 192.6h | Avg: 11.4s/test | Remaining: 60963 tests
[2025-11-25T19:13:39.606223] [INFO ] [CONFIGURE ] ABUS: Testing feature 26/29: add_volume_momentum_confirmation
[2025-11-25T19:13:39.606257] [INFO ] [CONFIGURE ] ABUS: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_volume_momentum_confirmation']
[2025-11-25T19:13:39.890729] [DEBUG] [FORECASTER] ABUS: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T19:13:40.178804] [DEBUG] [FORECASTER] ABUS: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T19:13:40.467221] [DEBUG] [FORECASTER] ABUS: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T19:13:40.754592] [DEBUG] [FORECASTER] ABUS: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T19:13:41.050793] [DEBUG] [FORECASTER] ABUS: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T19:13:41.370195] [DEBUG] [FORECASTER] ABUS: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T19:13:41.775720] [DEBUG] [FORECASTER] ABUS: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T19:13:42.176271] [DEBUG] [FORECASTER] ABUS: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-25T19:13:42.515798] [DEBUG] [FORECASTER] ABUS: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-25T19:13:42.825008] [DEBUG] [FORECASTER] ABUS: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T19:13:42.825200] [INFO ] [CONFIGURE ] ABUS: DISCARDED add_volume_momentum_confirmation (score: 50.00%)
[2025-11-25T19:13:42.825246] [INFO ] [CONFIGURE ] JOB ETA: 192.2h | Avg: 11.4s/test | Remaining: 60962 tests
[2025-11-25T19:13:42.825286] [INFO ] [CONFIGURE ] ABUS: Testing feature 27/29: add_volume_price_divergence
[2025-11-25T19:13:42.825321] [INFO ] [CONFIGURE ] ABUS: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_volume_price_divergence']
[2025-11-25T19:13:43.146018] [DEBUG] [FORECASTER] ABUS: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T19:13:43.455189] [DEBUG] [FORECASTER] ABUS: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T19:13:43.761474] [DEBUG] [FORECASTER] ABUS: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T19:13:44.083047] [DEBUG] [FORECASTER] ABUS: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T19:13:44.382886] [DEBUG] [FORECASTER] ABUS: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T19:13:44.695616] [DEBUG] [FORECASTER] ABUS: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T19:13:45.014421] [DEBUG] [FORECASTER] ABUS: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T19:13:45.323664] [DEBUG] [FORECASTER] ABUS: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-25T19:13:56.534162] [DEBUG] [FORECASTER] ABUS: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T19:14:04.359483] [DEBUG] [FORECASTER] ABUS: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T19:14:04.359710] [INFO ] [CONFIGURE ] ABUS: DISCARDED add_volume_price_divergence (score: 60.00%)
[2025-11-25T19:14:04.359759] [INFO ] [CONFIGURE ] JOB ETA: 192.6h | Avg: 11.4s/test | Remaining: 60961 tests
[2025-11-25T19:14:04.359798] [INFO ] [CONFIGURE ] ABUS: Testing feature 28/29: add_volume_profile
[2025-11-25T19:14:04.359832] [INFO ] [CONFIGURE ] ABUS: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_volume_profile']
[2025-11-25T19:14:08.185165] [DEBUG] [FORECASTER] ABUS: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T19:14:10.757064] [DEBUG] [FORECASTER] ABUS: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T19:14:11.050419] [DEBUG] [FORECASTER] ABUS: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T19:14:11.387318] [DEBUG] [FORECASTER] ABUS: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T19:14:11.724452] [DEBUG] [FORECASTER] ABUS: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T19:14:12.017801] [DEBUG] [FORECASTER] ABUS: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T19:14:12.295732] [DEBUG] [FORECASTER] ABUS: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T19:14:12.593835] [DEBUG] [FORECASTER] ABUS: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-25T19:14:12.924014] [DEBUG] [FORECASTER] ABUS: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T19:14:13.265016] [DEBUG] [FORECASTER] ABUS: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T19:14:13.265205] [INFO ] [CONFIGURE ] ABUS: DISCARDED add_volume_profile (score: 50.00%)
[2025-11-25T19:14:13.265250] [INFO ] [CONFIGURE ] JOB ETA: 192.5h | Avg: 11.4s/test | Remaining: 60960 tests
[2025-11-25T19:14:13.265286] [INFO ] [CONFIGURE ] ABUS: Testing feature 29/29: add_vwap
[2025-11-25T19:14:13.265321] [INFO ] [CONFIGURE ] ABUS: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_vwap']
[2025-11-25T19:14:13.569302] [DEBUG] [FORECASTER] ABUS: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T19:14:13.872411] [DEBUG] [FORECASTER] ABUS: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T19:14:14.187008] [DEBUG] [FORECASTER] ABUS: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T19:14:14.572964] [DEBUG] [FORECASTER] ABUS: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T19:14:14.912260] [DEBUG] [FORECASTER] ABUS: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T19:14:15.229579] [DEBUG] [FORECASTER] ABUS: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T19:14:15.541137] [DEBUG] [FORECASTER] ABUS: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T19:14:15.862561] [DEBUG] [FORECASTER] ABUS: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-25T19:14:16.170672] [DEBUG] [FORECASTER] ABUS: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T19:14:16.503581] [DEBUG] [FORECASTER] ABUS: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T19:14:16.503774] [INFO ] [CONFIGURE ] ABUS: DISCARDED add_vwap (score: 40.00%)
[2025-11-25T19:14:16.503820] [INFO ] [CONFIGURE ] JOB ETA: 192.2h | Avg: 11.3s/test | Remaining: 60959 tests
[2025-11-25T19:14:16.503857] [INFO ] [CONFIGURE ] ABUS: ===== FEATURE SELECTION COMPLETE =====
[2025-11-25T19:14:16.503887] [INFO ] [CONFIGURE ] ABUS: Best accuracy: 70.00%
[2025-11-25T19:14:16.503920] [INFO ] [CONFIGURE ] ABUS: Best feature set (3 features): ['add_bollinger_bands', 'add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-11-25T19:14:16.503951] [INFO ] [CONFIGURE ] ABUS: Improvement over baseline: 20.00%
[2025-11-25T19:14:16.503979] [INFO ] [CONFIGURE ] ABUS: Total time: 3.9 minutes
[2025-11-25T19:14:16.504006] [INFO ] [CONFIGURE ] ABUS: Average time per feature: 8.3 seconds
[2025-11-25T19:14:16.504034] [INFO ] [CONFIGURE ] ABUS: Average speed: 0.12 features/sec
[2025-11-25T19:14:16.504336] [INFO ] [LOCAL     ] Saved configuration for ABUS: 3 features, 70.00% accuracy -> ./output/feature-sets/ABUS.json
[2025-11-25T19:14:16.504377] [INFO ] [CONFIGURE ] ABUS: Configuration saved successfully: 3 features, 70.00% accuracy.
[2025-11-25T19:14:16.504413] [INFO ] [sig       ] [14/2116] Successfully configured ABUS | 0.00 sym/s | Total: 1.3h | ETA: 196.1h
[2025-11-25T19:14:16.504443] [INFO ] [sig       ] [15/2116] Configuring ABVC...
[2025-11-25T19:14:16.504472] [INFO ] [CONFIGURE ] ABVC: Configurate test run.
[2025-11-25T19:14:16.504510] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ABVC' from 'https://tdm.silogroup.org/data/derivative_storage/ABVC.csv'.
[2025-11-25T19:14:16.516229] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ABVC'.
[2025-11-25T19:14:16.516695] [INFO ] [CONFIGURE ] ABVC: Testing with 29 available features
[2025-11-25T19:14:16.516744] [INFO ] [CONFIGURE ] ABVC: Establishing baseline with no features...
[2025-11-25T19:14:16.708189] [DEBUG] [FORECASTER] ABVC: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T19:14:16.897010] [DEBUG] [FORECASTER] ABVC: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T19:14:17.073509] [DEBUG] [FORECASTER] ABVC: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T19:14:17.251198] [DEBUG] [FORECASTER] ABVC: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-25T19:14:18.787964] [DEBUG] [FORECASTER] ABVC: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T19:14:18.966874] [DEBUG] [FORECASTER] ABVC: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T19:14:19.174050] [DEBUG] [FORECASTER] ABVC: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T19:14:19.349304] [DEBUG] [FORECASTER] ABVC: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T19:14:19.529868] [DEBUG] [FORECASTER] ABVC: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T19:14:19.728671] [DEBUG] [FORECASTER] ABVC: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-11-25T19:14:19.728815] [INFO ] [CONFIGURE ] ABVC: Baseline score (no features): 70.00%
[2025-11-25T19:14:19.728857] [INFO ] [CONFIGURE ] ABVC: Testing feature 1/29: add_bollinger_bands
[2025-11-25T19:14:19.728890] [INFO ] [CONFIGURE ] ABVC: Testing with features: ['add_bollinger_bands']
[2025-11-25T19:14:19.930664] [DEBUG] [FORECASTER] ABVC: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T19:14:20.141306] [DEBUG] [FORECASTER] ABVC: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T19:14:20.361934] [DEBUG] [FORECASTER] ABVC: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T19:14:20.589056] [DEBUG] [FORECASTER] ABVC: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-25T19:14:20.803261] [DEBUG] [FORECASTER] ABVC: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T19:14:21.016406] [DEBUG] [FORECASTER] ABVC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T19:14:21.243288] [DEBUG] [FORECASTER] ABVC: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T19:14:21.445757] [DEBUG] [FORECASTER] ABVC: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T19:14:21.651028] [DEBUG] [FORECASTER] ABVC: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T19:14:21.863117] [DEBUG] [FORECASTER] ABVC: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-11-25T19:14:21.863293] [INFO ] [CONFIGURE ] ABVC: DISCARDED add_bollinger_bands (score: 70.00%)
[2025-11-25T19:14:21.863343] [INFO ] [CONFIGURE ] JOB ETA: 191.8h | Avg: 11.3s/test | Remaining: 60958 tests
[2025-11-25T19:14:21.863380] [INFO ] [CONFIGURE ] ABVC: Testing feature 2/29: add_cumulative_delta
[2025-11-25T19:14:21.863415] [INFO ] [CONFIGURE ] ABVC: Testing with features: ['add_cumulative_delta']
[2025-11-25T19:14:22.113387] [DEBUG] [FORECASTER] ABVC: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T19:14:22.314570] [DEBUG] [FORECASTER] ABVC: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T19:14:22.522154] [DEBUG] [FORECASTER] ABVC: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T19:14:22.735589] [DEBUG] [FORECASTER] ABVC: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-25T19:14:22.935356] [DEBUG] [FORECASTER] ABVC: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T19:14:23.140917] [DEBUG] [FORECASTER] ABVC: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T19:14:23.346936] [DEBUG] [FORECASTER] ABVC: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T19:14:23.579722] [DEBUG] [FORECASTER] ABVC: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T19:14:23.800174] [DEBUG] [FORECASTER] ABVC: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T19:14:24.015700] [DEBUG] [FORECASTER] ABVC: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-25T19:14:24.015933] [INFO ] [CONFIGURE ] ABVC: DISCARDED add_cumulative_delta (score: 60.00%)
[2025-11-25T19:14:24.015980] [INFO ] [CONFIGURE ] JOB ETA: 191.4h | Avg: 11.3s/test | Remaining: 60957 tests
[2025-11-25T19:14:24.016014] [INFO ] [CONFIGURE ] ABVC: Testing feature 3/29: add_daily_returns
[2025-11-25T19:14:24.016045] [INFO ] [CONFIGURE ] ABVC: Testing with features: ['add_daily_returns']
[2025-11-25T19:14:24.202382] [DEBUG] [FORECASTER] ABVC: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T19:14:24.402059] [DEBUG] [FORECASTER] ABVC: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T19:14:24.581450] [DEBUG] [FORECASTER] ABVC: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T19:14:24.807404] [DEBUG] [FORECASTER] ABVC: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-25T19:14:24.984254] [DEBUG] [FORECASTER] ABVC: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T19:14:25.166394] [DEBUG] [FORECASTER] ABVC: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T19:14:25.344380] [DEBUG] [FORECASTER] ABVC: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T19:14:25.524697] [DEBUG] [FORECASTER] ABVC: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T19:14:33.326088] [DEBUG] [FORECASTER] ABVC: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T19:14:36.048480] [DEBUG] [FORECASTER] ABVC: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-11-25T19:14:36.048699] [INFO ] [CONFIGURE ] ABVC: DISCARDED add_daily_returns (score: 60.00%)
[2025-11-25T19:14:36.048747] [INFO ] [CONFIGURE ] JOB ETA: 191.4h | Avg: 11.3s/test | Remaining: 60956 tests
[2025-11-25T19:14:36.048784] [INFO ] [CONFIGURE ] ABVC: Testing feature 4/29: add_ema
[2025-11-25T19:14:36.048818] [INFO ] [CONFIGURE ] ABVC: Testing with features: ['add_ema']
[2025-11-25T19:14:38.058784] [DEBUG] [FORECASTER] ABVC: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T19:14:38.266694] [DEBUG] [FORECASTER] ABVC: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T19:14:38.483290] [DEBUG] [FORECASTER] ABVC: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T19:14:38.746044] [DEBUG] [FORECASTER] ABVC: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1
[2025-11-25T19:14:39.018287] [DEBUG] [FORECASTER] ABVC: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T19:14:39.231217] [DEBUG] [FORECASTER] ABVC: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T19:14:39.436995] [DEBUG] [FORECASTER] ABVC: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T19:14:39.635857] [DEBUG] [FORECASTER] ABVC: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T19:14:39.832423] [DEBUG] [FORECASTER] ABVC: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T19:14:40.042492] [DEBUG] [FORECASTER] ABVC: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-11-25T19:14:40.042659] [INFO ] [CONFIGURE ] ABVC: DISCARDED add_ema (score: 70.00%)
[2025-11-25T19:14:40.042706] [INFO ] [CONFIGURE ] JOB ETA: 191.1h | Avg: 11.3s/test | Remaining: 60955 tests
[2025-11-25T19:14:40.042743] [INFO ] [CONFIGURE ] ABVC: Testing feature 5/29: add_exhaustion_signals
[2025-11-25T19:14:40.042807] [INFO ] [CONFIGURE ] ABVC: Testing with features: ['add_vwap', 'add_exhaustion_signals']
[2025-11-25T19:14:40.249160] [DEBUG] [FORECASTER] ABVC: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T19:14:40.450753] [DEBUG] [FORECASTER] ABVC: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T19:14:40.653614] [DEBUG] [FORECASTER] ABVC: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T19:14:40.903857] [DEBUG] [FORECASTER] ABVC: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-25T19:14:41.164980] [DEBUG] [FORECASTER] ABVC: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T19:14:41.367348] [DEBUG] [FORECASTER] ABVC: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T19:14:41.581007] [DEBUG] [FORECASTER] ABVC: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T19:14:41.794035] [DEBUG] [FORECASTER] ABVC: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T19:14:42.013778] [DEBUG] [FORECASTER] ABVC: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T19:14:42.217951] [DEBUG] [FORECASTER] ABVC: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-25T19:14:42.218134] [INFO ] [CONFIGURE ] ABVC: KEPT add_exhaustion_signals (score: 80.00%)
[2025-11-25T19:14:42.218177] [INFO ] [CONFIGURE ] JOB ETA: 190.8h | Avg: 11.3s/test | Remaining: 60954 tests
[2025-11-25T19:14:42.218212] [INFO ] [CONFIGURE ] ABVC: Testing feature 6/29: add_failed_moves
[2025-11-25T19:14:42.218243] [INFO ] [CONFIGURE ] ABVC: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_failed_moves']
[2025-11-25T19:14:42.433147] [DEBUG] [FORECASTER] ABVC: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T19:14:42.648235] [DEBUG] [FORECASTER] ABVC: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T19:14:42.903302] [DEBUG] [FORECASTER] ABVC: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T19:14:43.209232] [DEBUG] [FORECASTER] ABVC: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-25T19:14:43.447664] [DEBUG] [FORECASTER] ABVC: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T19:14:43.665384] [DEBUG] [FORECASTER] ABVC: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T19:14:43.875813] [DEBUG] [FORECASTER] ABVC: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T19:14:44.099507] [DEBUG] [FORECASTER] ABVC: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T19:14:44.317847] [DEBUG] [FORECASTER] ABVC: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T19:14:44.533406] [DEBUG] [FORECASTER] ABVC: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-25T19:14:44.533540] [INFO ] [CONFIGURE ] ABVC: DISCARDED add_failed_moves (score: 70.00%)
[2025-11-25T19:14:44.533581] [INFO ] [CONFIGURE ] JOB ETA: 190.4h | Avg: 11.2s/test | Remaining: 60953 tests
[2025-11-25T19:14:44.533615] [INFO ] [CONFIGURE ] ABVC: Testing feature 7/29: add_lag_shelf
[2025-11-25T19:14:44.533665] [INFO ] [CONFIGURE ] ABVC: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_lag_shelf']
[2025-11-25T19:14:44.759361] [DEBUG] [FORECASTER] ABVC: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T19:14:45.006311] [DEBUG] [FORECASTER] ABVC: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T19:14:45.220980] [DEBUG] [FORECASTER] ABVC: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T19:14:45.431812] [DEBUG] [FORECASTER] ABVC: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-25T19:14:45.712917] [DEBUG] [FORECASTER] ABVC: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T19:14:45.914114] [DEBUG] [FORECASTER] ABVC: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T19:14:46.128248] [DEBUG] [FORECASTER] ABVC: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T19:14:46.340531] [DEBUG] [FORECASTER] ABVC: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T19:14:46.543972] [DEBUG] [FORECASTER] ABVC: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T19:14:46.750384] [DEBUG] [FORECASTER] ABVC: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-11-25T19:14:46.750500] [INFO ] [CONFIGURE ] ABVC: DISCARDED add_lag_shelf (score: 70.00%)
[2025-11-25T19:14:46.750542] [INFO ] [CONFIGURE ] JOB ETA: 190.0h | Avg: 11.2s/test | Remaining: 60952 tests
[2025-11-25T19:14:46.750577] [INFO ] [CONFIGURE ] ABVC: Testing feature 8/29: add_macd
[2025-11-25T19:14:46.750609] [INFO ] [CONFIGURE ] ABVC: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_macd']
[2025-11-25T19:14:47.021878] [DEBUG] [FORECASTER] ABVC: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T19:14:47.329712] [DEBUG] [FORECASTER] ABVC: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T19:14:47.649130] [DEBUG] [FORECASTER] ABVC: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T19:14:47.988435] [DEBUG] [FORECASTER] ABVC: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1
[2025-11-25T19:14:48.298343] [DEBUG] [FORECASTER] ABVC: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T19:14:48.611883] [DEBUG] [FORECASTER] ABVC: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T19:14:48.926126] [DEBUG] [FORECASTER] ABVC: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T19:14:49.258583] [DEBUG] [FORECASTER] ABVC: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T19:14:49.555104] [DEBUG] [FORECASTER] ABVC: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T19:14:49.898266] [DEBUG] [FORECASTER] ABVC: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-25T19:14:49.898431] [INFO ] [CONFIGURE ] ABVC: DISCARDED add_macd (score: 50.00%)
[2025-11-25T19:14:49.898476] [INFO ] [CONFIGURE ] JOB ETA: 189.7h | Avg: 11.2s/test | Remaining: 60951 tests
[2025-11-25T19:14:49.898511] [INFO ] [CONFIGURE ] ABVC: Testing feature 9/29: add_mfi
[2025-11-25T19:14:49.898542] [INFO ] [CONFIGURE ] ABVC: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_mfi']
[2025-11-25T19:14:50.125669] [DEBUG] [FORECASTER] ABVC: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T19:14:50.352129] [DEBUG] [FORECASTER] ABVC: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T19:14:50.581883] [DEBUG] [FORECASTER] ABVC: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T19:14:50.857689] [DEBUG] [FORECASTER] ABVC: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-25T19:14:51.100244] [DEBUG] [FORECASTER] ABVC: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T19:14:51.343776] [DEBUG] [FORECASTER] ABVC: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T19:14:51.601106] [DEBUG] [FORECASTER] ABVC: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T19:14:51.846785] [DEBUG] [FORECASTER] ABVC: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T19:14:52.099706] [DEBUG] [FORECASTER] ABVC: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T19:14:52.338031] [DEBUG] [FORECASTER] ABVC: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-25T19:14:52.338545] [INFO ] [CONFIGURE ] ABVC: DISCARDED add_mfi (score: 70.00%)
[2025-11-25T19:14:52.338591] [INFO ] [CONFIGURE ] JOB ETA: 189.3h | Avg: 11.2s/test | Remaining: 60950 tests
[2025-11-25T19:14:52.338627] [INFO ] [CONFIGURE ] ABVC: Testing feature 10/29: add_momentum_acceleration
[2025-11-25T19:14:52.338680] [INFO ] [CONFIGURE ] ABVC: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-11-25T19:14:52.663123] [DEBUG] [FORECASTER] ABVC: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T19:14:52.983862] [DEBUG] [FORECASTER] ABVC: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T19:14:53.363026] [DEBUG] [FORECASTER] ABVC: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T19:14:53.695927] [DEBUG] [FORECASTER] ABVC: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-25T19:14:55.511605] [DEBUG] [FORECASTER] ABVC: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T19:14:56.658914] [DEBUG] [FORECASTER] ABVC: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T19:14:58.626948] [DEBUG] [FORECASTER] ABVC: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T19:15:05.654940] [DEBUG] [FORECASTER] ABVC: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T19:15:11.509851] [DEBUG] [FORECASTER] ABVC: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T19:15:11.853945] [DEBUG] [FORECASTER] ABVC: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-11-25T19:15:11.854132] [INFO ] [CONFIGURE ] ABVC: DISCARDED add_momentum_acceleration (score: 60.00%)
[2025-11-25T19:15:11.854178] [INFO ] [CONFIGURE ] JOB ETA: 189.7h | Avg: 11.2s/test | Remaining: 60949 tests
[2025-11-25T19:15:11.854217] [INFO ] [CONFIGURE ] ABVC: Testing feature 11/29: add_obv_daily
[2025-11-25T19:15:11.854252] [INFO ] [CONFIGURE ] ABVC: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_obv_daily']
[2025-11-25T19:15:12.106829] [DEBUG] [FORECASTER] ABVC: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T19:15:12.344995] [DEBUG] [FORECASTER] ABVC: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T19:15:12.585426] [DEBUG] [FORECASTER] ABVC: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T19:15:12.835627] [DEBUG] [FORECASTER] ABVC: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-25T19:15:13.075221] [DEBUG] [FORECASTER] ABVC: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T19:15:13.306977] [DEBUG] [FORECASTER] ABVC: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T19:15:13.561551] [DEBUG] [FORECASTER] ABVC: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T19:15:13.819149] [DEBUG] [FORECASTER] ABVC: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T19:15:14.057493] [DEBUG] [FORECASTER] ABVC: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T19:15:14.295262] [DEBUG] [FORECASTER] ABVC: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-11-25T19:15:14.295430] [INFO ] [CONFIGURE ] ABVC: DISCARDED add_obv_daily (score: 70.00%)
[2025-11-25T19:15:14.295473] [INFO ] [CONFIGURE ] JOB ETA: 189.3h | Avg: 11.2s/test | Remaining: 60948 tests
[2025-11-25T19:15:14.295509] [INFO ] [CONFIGURE ] ABVC: Testing feature 12/29: add_obv_interval
[2025-11-25T19:15:14.295541] [INFO ] [CONFIGURE ] ABVC: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_obv_interval']
[2025-11-25T19:15:14.528191] [DEBUG] [FORECASTER] ABVC: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T19:15:14.779559] [DEBUG] [FORECASTER] ABVC: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T19:15:15.046547] [DEBUG] [FORECASTER] ABVC: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T19:15:15.280178] [DEBUG] [FORECASTER] ABVC: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-25T19:15:23.033996] [DEBUG] [FORECASTER] ABVC: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T19:15:26.989631] [DEBUG] [FORECASTER] ABVC: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T19:15:27.239353] [DEBUG] [FORECASTER] ABVC: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T19:15:27.485446] [DEBUG] [FORECASTER] ABVC: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T19:15:27.749238] [DEBUG] [FORECASTER] ABVC: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T19:15:28.038002] [DEBUG] [FORECASTER] ABVC: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-11-25T19:15:28.038228] [INFO ] [CONFIGURE ] ABVC: DISCARDED add_obv_interval (score: 60.00%)
[2025-11-25T19:15:28.038273] [INFO ] [CONFIGURE ] JOB ETA: 189.4h | Avg: 11.2s/test | Remaining: 60947 tests
[2025-11-25T19:15:28.038309] [INFO ] [CONFIGURE ] ABVC: Testing feature 13/29: add_opening_strength
[2025-11-25T19:15:28.038342] [INFO ] [CONFIGURE ] ABVC: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_daily_returns', 'add_opening_strength']
[2025-11-25T19:15:28.304421] [DEBUG] [FORECASTER] ABVC: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T19:15:28.557828] [DEBUG] [FORECASTER] ABVC: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T19:15:28.815449] [DEBUG] [FORECASTER] ABVC: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T19:15:29.102765] [DEBUG] [FORECASTER] ABVC: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-25T19:15:29.378393] [DEBUG] [FORECASTER] ABVC: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T19:15:29.646907] [DEBUG] [FORECASTER] ABVC: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T19:15:29.926105] [DEBUG] [FORECASTER] ABVC: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T19:15:30.218965] [DEBUG] [FORECASTER] ABVC: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T19:15:30.511184] [DEBUG] [FORECASTER] ABVC: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T19:15:30.773224] [DEBUG] [FORECASTER] ABVC: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-11-25T19:15:30.773398] [INFO ] [CONFIGURE ] ABVC: DISCARDED add_opening_strength (score: 70.00%)
[2025-11-25T19:15:30.773442] [INFO ] [CONFIGURE ] JOB ETA: 189.0h | Avg: 11.2s/test | Remaining: 60946 tests
[2025-11-25T19:15:30.773476] [INFO ] [CONFIGURE ] ABVC: Testing feature 14/29: add_order_flow_imbalance
[2025-11-25T19:15:30.773507] [INFO ] [CONFIGURE ] ABVC: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_order_flow_imbalance']
[2025-11-25T19:15:31.042515] [DEBUG] [FORECASTER] ABVC: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T19:15:31.302442] [DEBUG] [FORECASTER] ABVC: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T19:15:31.604974] [DEBUG] [FORECASTER] ABVC: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T19:15:31.867788] [DEBUG] [FORECASTER] ABVC: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1
[2025-11-25T19:15:32.121670] [DEBUG] [FORECASTER] ABVC: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T19:15:32.378038] [DEBUG] [FORECASTER] ABVC: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T19:15:32.638929] [DEBUG] [FORECASTER] ABVC: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T19:15:32.941893] [DEBUG] [FORECASTER] ABVC: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T19:15:33.227593] [DEBUG] [FORECASTER] ABVC: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T19:15:33.482486] [DEBUG] [FORECASTER] ABVC: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-25T19:15:33.482715] [INFO ] [CONFIGURE ] ABVC: DISCARDED add_order_flow_imbalance (score: 70.00%)
[2025-11-25T19:15:33.482773] [INFO ] [CONFIGURE ] JOB ETA: 188.7h | Avg: 11.1s/test | Remaining: 60945 tests
[2025-11-25T19:15:33.482811] [INFO ] [CONFIGURE ] ABVC: Testing feature 15/29: add_pbf_morning_momentum
[2025-11-25T19:15:33.482845] [INFO ] [CONFIGURE ] ABVC: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_pbf_morning_momentum']
[2025-11-25T19:15:33.702050] [DEBUG] [FORECASTER] ABVC: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T19:15:33.920761] [DEBUG] [FORECASTER] ABVC: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T19:15:34.195817] [DEBUG] [FORECASTER] ABVC: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T19:15:34.412380] [DEBUG] [FORECASTER] ABVC: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-25T19:15:34.628297] [DEBUG] [FORECASTER] ABVC: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T19:15:34.847167] [DEBUG] [FORECASTER] ABVC: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T19:15:35.080404] [DEBUG] [FORECASTER] ABVC: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T19:15:35.355004] [DEBUG] [FORECASTER] ABVC: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T19:15:35.576598] [DEBUG] [FORECASTER] ABVC: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T19:15:35.798696] [DEBUG] [FORECASTER] ABVC: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-11-25T19:15:35.798847] [INFO ] [CONFIGURE ] ABVC: DISCARDED add_pbf_morning_momentum (score: 70.00%)
[2025-11-25T19:15:35.798896] [INFO ] [CONFIGURE ] JOB ETA: 188.3h | Avg: 11.1s/test | Remaining: 60944 tests
[2025-11-25T19:15:35.798943] [INFO ] [CONFIGURE ] ABVC: Testing feature 16/29: add_pbf_overnight_gap
[2025-11-25T19:15:35.798977] [INFO ] [CONFIGURE ] ABVC: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_pbf_overnight_gap']
[2025-11-25T19:15:36.040539] [DEBUG] [FORECASTER] ABVC: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T19:15:36.311401] [DEBUG] [FORECASTER] ABVC: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T19:15:36.582352] [DEBUG] [FORECASTER] ABVC: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T19:15:36.822176] [DEBUG] [FORECASTER] ABVC: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-25T19:15:37.058372] [DEBUG] [FORECASTER] ABVC: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T19:15:37.301521] [DEBUG] [FORECASTER] ABVC: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T19:15:37.552319] [DEBUG] [FORECASTER] ABVC: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T19:15:37.798670] [DEBUG] [FORECASTER] ABVC: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T19:15:38.032193] [DEBUG] [FORECASTER] ABVC: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T19:15:38.277074] [DEBUG] [FORECASTER] ABVC: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-11-25T19:15:38.277267] [INFO ] [CONFIGURE ] ABVC: DISCARDED add_pbf_overnight_gap (score: 60.00%)
[2025-11-25T19:15:38.277314] [INFO ] [CONFIGURE ] JOB ETA: 188.0h | Avg: 11.1s/test | Remaining: 60943 tests
[2025-11-25T19:15:38.277352] [INFO ] [CONFIGURE ] ABVC: Testing feature 17/29: add_pbf_return_2d
[2025-11-25T19:15:38.277385] [INFO ] [CONFIGURE ] ABVC: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_pbf_return_2d']
[2025-11-25T19:15:38.534802] [DEBUG] [FORECASTER] ABVC: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T19:15:38.792942] [DEBUG] [FORECASTER] ABVC: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T19:15:39.043756] [DEBUG] [FORECASTER] ABVC: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T19:15:39.315732] [DEBUG] [FORECASTER] ABVC: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1
[2025-11-25T19:15:39.573038] [DEBUG] [FORECASTER] ABVC: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T19:15:39.842302] [DEBUG] [FORECASTER] ABVC: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T19:15:40.089983] [DEBUG] [FORECASTER] ABVC: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T19:15:40.342867] [DEBUG] [FORECASTER] ABVC: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T19:15:40.578620] [DEBUG] [FORECASTER] ABVC: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T19:15:40.816079] [DEBUG] [FORECASTER] ABVC: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-11-25T19:15:40.816240] [INFO ] [CONFIGURE ] ABVC: DISCARDED add_pbf_return_2d (score: 60.00%)
[2025-11-25T19:15:40.816308] [INFO ] [CONFIGURE ] JOB ETA: 187.6h | Avg: 11.1s/test | Remaining: 60942 tests
[2025-11-25T19:15:40.816343] [INFO ] [CONFIGURE ] ABVC: Testing feature 18/29: add_pbf_volatility_5d
[2025-11-25T19:15:40.816375] [INFO ] [CONFIGURE ] ABVC: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_pbf_volatility_5d']
[2025-11-25T19:15:47.000257] [DEBUG] [FORECASTER] ABVC: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T19:15:51.275121] [DEBUG] [FORECASTER] ABVC: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T19:15:53.876768] [DEBUG] [FORECASTER] ABVC: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T19:15:54.075423] [DEBUG] [FORECASTER] ABVC: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-25T19:15:54.298897] [DEBUG] [FORECASTER] ABVC: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T19:15:54.506539] [DEBUG] [FORECASTER] ABVC: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T19:15:54.706491] [DEBUG] [FORECASTER] ABVC: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T19:15:54.902581] [DEBUG] [FORECASTER] ABVC: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T19:15:55.099372] [DEBUG] [FORECASTER] ABVC: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T19:15:55.298898] [DEBUG] [FORECASTER] ABVC: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-11-25T19:15:55.299046] [INFO ] [CONFIGURE ] ABVC: DISCARDED add_pbf_volatility_5d (score: 50.00%)
[2025-11-25T19:15:55.299089] [INFO ] [CONFIGURE ] JOB ETA: 187.8h | Avg: 11.1s/test | Remaining: 60941 tests
[2025-11-25T19:15:55.299126] [INFO ] [CONFIGURE ] ABVC: Testing feature 19/29: add_pbf_vs_sma_5
[2025-11-25T19:15:55.299159] [INFO ] [CONFIGURE ] ABVC: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_pbf_vs_sma_5']
[2025-11-25T19:15:55.521132] [DEBUG] [FORECASTER] ABVC: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T19:15:55.724675] [DEBUG] [FORECASTER] ABVC: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T19:15:55.929387] [DEBUG] [FORECASTER] ABVC: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T19:15:56.134709] [DEBUG] [FORECASTER] ABVC: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-25T19:15:56.348632] [DEBUG] [FORECASTER] ABVC: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T19:15:56.565278] [DEBUG] [FORECASTER] ABVC: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T19:15:56.771146] [DEBUG] [FORECASTER] ABVC: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T19:15:57.024737] [DEBUG] [FORECASTER] ABVC: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T19:15:57.231806] [DEBUG] [FORECASTER] ABVC: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T19:15:57.457617] [DEBUG] [FORECASTER] ABVC: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-25T19:15:57.457784] [INFO ] [CONFIGURE ] ABVC: DISCARDED add_pbf_vs_sma_5 (score: 80.00%)
[2025-11-25T19:15:57.457830] [INFO ] [CONFIGURE ] JOB ETA: 187.4h | Avg: 11.1s/test | Remaining: 60940 tests
[2025-11-25T19:15:57.457866] [INFO ] [CONFIGURE ] ABVC: Testing feature 20/29: add_price_rejection
[2025-11-25T19:15:57.457899] [INFO ] [CONFIGURE ] ABVC: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_price_rejection']
[2025-11-25T19:15:57.676876] [DEBUG] [FORECASTER] ABVC: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T19:15:57.899923] [DEBUG] [FORECASTER] ABVC: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T19:15:58.123756] [DEBUG] [FORECASTER] ABVC: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T19:15:58.352034] [DEBUG] [FORECASTER] ABVC: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-25T19:15:58.604301] [DEBUG] [FORECASTER] ABVC: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T19:15:58.829533] [DEBUG] [FORECASTER] ABVC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T19:15:59.047398] [DEBUG] [FORECASTER] ABVC: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T19:15:59.276366] [DEBUG] [FORECASTER] ABVC: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T19:15:59.493156] [DEBUG] [FORECASTER] ABVC: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T19:15:59.710779] [DEBUG] [FORECASTER] ABVC: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-11-25T19:15:59.710927] [INFO ] [CONFIGURE ] ABVC: DISCARDED add_price_rejection (score: 70.00%)
[2025-11-25T19:15:59.710970] [INFO ] [CONFIGURE ] JOB ETA: 187.1h | Avg: 11.1s/test | Remaining: 60939 tests
[2025-11-25T19:15:59.711004] [INFO ] [CONFIGURE ] ABVC: Testing feature 21/29: add_range_position
[2025-11-25T19:15:59.711034] [INFO ] [CONFIGURE ] ABVC: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_range_position']
[2025-11-25T19:15:59.949173] [DEBUG] [FORECASTER] ABVC: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T19:16:00.200629] [DEBUG] [FORECASTER] ABVC: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T19:16:01.225913] [DEBUG] [FORECASTER] ABVC: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T19:16:01.777754] [DEBUG] [FORECASTER] ABVC: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-25T19:16:02.030320] [DEBUG] [FORECASTER] ABVC: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T19:16:02.325070] [DEBUG] [FORECASTER] ABVC: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T19:16:02.605199] [DEBUG] [FORECASTER] ABVC: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T19:16:02.879608] [DEBUG] [FORECASTER] ABVC: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T19:16:03.124172] [DEBUG] [FORECASTER] ABVC: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T19:16:03.366810] [DEBUG] [FORECASTER] ABVC: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-11-25T19:16:03.366969] [INFO ] [CONFIGURE ] ABVC: DISCARDED add_range_position (score: 70.00%)
[2025-11-25T19:16:03.367014] [INFO ] [CONFIGURE ] JOB ETA: 186.8h | Avg: 11.0s/test | Remaining: 60938 tests
[2025-11-25T19:16:03.367051] [INFO ] [CONFIGURE ] ABVC: Testing feature 22/29: add_realized_volatility
[2025-11-25T19:16:03.367086] [INFO ] [CONFIGURE ] ABVC: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_realized_volatility']
[2025-11-25T19:16:03.739843] [DEBUG] [FORECASTER] ABVC: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T19:16:04.081480] [DEBUG] [FORECASTER] ABVC: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T19:16:04.439480] [DEBUG] [FORECASTER] ABVC: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T19:16:04.751478] [DEBUG] [FORECASTER] ABVC: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-25T19:16:05.053338] [DEBUG] [FORECASTER] ABVC: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T19:16:05.352781] [DEBUG] [FORECASTER] ABVC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T19:16:05.658800] [DEBUG] [FORECASTER] ABVC: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T19:16:06.047917] [DEBUG] [FORECASTER] ABVC: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T19:16:06.439995] [DEBUG] [FORECASTER] ABVC: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T19:16:06.782414] [DEBUG] [FORECASTER] ABVC: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-25T19:16:06.782631] [INFO ] [CONFIGURE ] ABVC: DISCARDED add_realized_volatility (score: 80.00%)
[2025-11-25T19:16:06.782697] [INFO ] [CONFIGURE ] JOB ETA: 186.5h | Avg: 11.0s/test | Remaining: 60937 tests
[2025-11-25T19:16:06.782825] [INFO ] [CONFIGURE ] ABVC: Testing feature 23/29: add_recent_range_context
[2025-11-25T19:16:06.782866] [INFO ] [CONFIGURE ] ABVC: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_recent_range_context']
[2025-11-25T19:16:07.012602] [DEBUG] [FORECASTER] ABVC: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T19:16:07.238271] [DEBUG] [FORECASTER] ABVC: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T19:16:07.486154] [DEBUG] [FORECASTER] ABVC: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T19:16:07.770346] [DEBUG] [FORECASTER] ABVC: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-25T19:16:08.004187] [DEBUG] [FORECASTER] ABVC: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T19:16:08.259838] [DEBUG] [FORECASTER] ABVC: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T19:16:08.470688] [DEBUG] [FORECASTER] ABVC: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T19:16:08.700946] [DEBUG] [FORECASTER] ABVC: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T19:16:08.964212] [DEBUG] [FORECASTER] ABVC: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T19:16:09.208122] [DEBUG] [FORECASTER] ABVC: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-11-25T19:16:09.208298] [INFO ] [CONFIGURE ] ABVC: DISCARDED add_recent_range_context (score: 60.00%)
[2025-11-25T19:16:09.208344] [INFO ] [CONFIGURE ] JOB ETA: 186.1h | Avg: 11.0s/test | Remaining: 60936 tests
[2025-11-25T19:16:09.208379] [INFO ] [CONFIGURE ] ABVC: Testing feature 24/29: add_rsi
[2025-11-25T19:16:09.208460] [INFO ] [CONFIGURE ] ABVC: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_ema', 'add_rsi']
[2025-11-25T19:16:11.204889] [DEBUG] [FORECASTER] ABVC: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T19:16:11.502256] [DEBUG] [FORECASTER] ABVC: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T19:16:11.837299] [DEBUG] [FORECASTER] ABVC: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T19:16:12.134863] [DEBUG] [FORECASTER] ABVC: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-25T19:16:12.476941] [DEBUG] [FORECASTER] ABVC: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T19:16:12.777495] [DEBUG] [FORECASTER] ABVC: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T19:16:13.079461] [DEBUG] [FORECASTER] ABVC: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T19:16:13.382860] [DEBUG] [FORECASTER] ABVC: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T19:16:13.688002] [DEBUG] [FORECASTER] ABVC: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T19:16:14.007048] [DEBUG] [FORECASTER] ABVC: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-11-25T19:16:14.007290] [INFO ] [CONFIGURE ] ABVC: DISCARDED add_rsi (score: 60.00%)
[2025-11-25T19:16:14.007338] [INFO ] [CONFIGURE ] JOB ETA: 185.9h | Avg: 11.0s/test | Remaining: 60935 tests
[2025-11-25T19:16:14.007377] [INFO ] [CONFIGURE ] ABVC: Testing feature 25/29: add_tick_distribution
[2025-11-25T19:16:14.007411] [INFO ] [CONFIGURE ] ABVC: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_tick_distribution']
[2025-11-25T19:16:14.258133] [DEBUG] [FORECASTER] ABVC: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T19:16:14.503849] [DEBUG] [FORECASTER] ABVC: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T19:16:14.746928] [DEBUG] [FORECASTER] ABVC: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T19:16:14.996035] [DEBUG] [FORECASTER] ABVC: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-25T19:16:15.242492] [DEBUG] [FORECASTER] ABVC: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T19:16:15.493563] [DEBUG] [FORECASTER] ABVC: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T19:16:15.740761] [DEBUG] [FORECASTER] ABVC: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T19:16:15.995030] [DEBUG] [FORECASTER] ABVC: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T19:16:16.259276] [DEBUG] [FORECASTER] ABVC: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T19:16:16.537972] [DEBUG] [FORECASTER] ABVC: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-11-25T19:16:16.538217] [INFO ] [CONFIGURE ] ABVC: DISCARDED add_tick_distribution (score: 70.00%)
[2025-11-25T19:16:16.538268] [INFO ] [CONFIGURE ] JOB ETA: 185.5h | Avg: 11.0s/test | Remaining: 60934 tests
[2025-11-25T19:16:16.538306] [INFO ] [CONFIGURE ] ABVC: Testing feature 26/29: add_volume_momentum_confirmation
[2025-11-25T19:16:16.538339] [INFO ] [CONFIGURE ] ABVC: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_volume_momentum_confirmation']
[2025-11-25T19:16:16.797961] [DEBUG] [FORECASTER] ABVC: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T19:16:17.069272] [DEBUG] [FORECASTER] ABVC: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T19:16:17.329093] [DEBUG] [FORECASTER] ABVC: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T19:16:17.592167] [DEBUG] [FORECASTER] ABVC: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-25T19:16:17.876426] [DEBUG] [FORECASTER] ABVC: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T19:16:18.183971] [DEBUG] [FORECASTER] ABVC: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T19:16:18.452065] [DEBUG] [FORECASTER] ABVC: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T19:16:18.786745] [DEBUG] [FORECASTER] ABVC: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T19:16:19.062463] [DEBUG] [FORECASTER] ABVC: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T19:16:19.326283] [DEBUG] [FORECASTER] ABVC: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-11-25T19:16:19.326541] [INFO ] [CONFIGURE ] ABVC: DISCARDED add_volume_momentum_confirmation (score: 70.00%)
[2025-11-25T19:16:19.326593] [INFO ] [CONFIGURE ] JOB ETA: 185.2h | Avg: 10.9s/test | Remaining: 60933 tests
[2025-11-25T19:16:19.326633] [INFO ] [CONFIGURE ] ABVC: Testing feature 27/29: add_volume_price_divergence
[2025-11-25T19:16:19.326690] [INFO ] [CONFIGURE ] ABVC: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_volume_price_divergence']
[2025-11-25T19:16:19.590566] [DEBUG] [FORECASTER] ABVC: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T19:16:19.873890] [DEBUG] [FORECASTER] ABVC: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T19:16:20.136976] [DEBUG] [FORECASTER] ABVC: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T19:16:20.395279] [DEBUG] [FORECASTER] ABVC: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1
[2025-11-25T19:16:20.653343] [DEBUG] [FORECASTER] ABVC: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T19:16:20.918626] [DEBUG] [FORECASTER] ABVC: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T19:16:21.187809] [DEBUG] [FORECASTER] ABVC: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T19:16:21.448125] [DEBUG] [FORECASTER] ABVC: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T19:16:21.740032] [DEBUG] [FORECASTER] ABVC: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T19:16:22.027416] [DEBUG] [FORECASTER] ABVC: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-11-25T19:16:22.027610] [INFO ] [CONFIGURE ] ABVC: DISCARDED add_volume_price_divergence (score: 50.00%)
[2025-11-25T19:16:22.027680] [INFO ] [CONFIGURE ] JOB ETA: 184.9h | Avg: 10.9s/test | Remaining: 60932 tests
[2025-11-25T19:16:22.027719] [INFO ] [CONFIGURE ] ABVC: Testing feature 28/29: add_volume_profile
[2025-11-25T19:16:22.027774] [INFO ] [CONFIGURE ] ABVC: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_volume_profile']
[2025-11-25T19:16:22.270882] [DEBUG] [FORECASTER] ABVC: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T19:16:22.523013] [DEBUG] [FORECASTER] ABVC: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T19:16:22.763459] [DEBUG] [FORECASTER] ABVC: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T19:16:23.008164] [DEBUG] [FORECASTER] ABVC: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1
[2025-11-25T19:16:23.249885] [DEBUG] [FORECASTER] ABVC: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T19:16:29.714626] [DEBUG] [FORECASTER] ABVC: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T19:16:32.143638] [DEBUG] [FORECASTER] ABVC: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T19:16:32.389595] [DEBUG] [FORECASTER] ABVC: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-25T19:16:32.640528] [DEBUG] [FORECASTER] ABVC: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T19:16:32.961436] [DEBUG] [FORECASTER] ABVC: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-11-25T19:16:32.961636] [INFO ] [CONFIGURE ] ABVC: DISCARDED add_volume_profile (score: 60.00%)
[2025-11-25T19:16:32.961733] [INFO ] [CONFIGURE ] JOB ETA: 184.9h | Avg: 10.9s/test | Remaining: 60931 tests
[2025-11-25T19:16:32.961787] [INFO ] [CONFIGURE ] ABVC: ===== FEATURE SELECTION COMPLETE =====
[2025-11-25T19:16:32.961821] [INFO ] [CONFIGURE ] ABVC: Best accuracy: 80.00%
[2025-11-25T19:16:32.961856] [INFO ] [CONFIGURE ] ABVC: Best feature set (2 features): ['add_vwap', 'add_exhaustion_signals']
[2025-11-25T19:16:32.961897] [INFO ] [CONFIGURE ] ABVC: Improvement over baseline: 10.00%
[2025-11-25T19:16:32.961937] [INFO ] [CONFIGURE ] ABVC: Total time: 2.2 minutes
[2025-11-25T19:16:32.961974] [INFO ] [CONFIGURE ] ABVC: Average time per feature: 4.8 seconds
[2025-11-25T19:16:32.962010] [INFO ] [CONFIGURE ] ABVC: Average speed: 0.22 features/sec
[2025-11-25T19:16:32.962350] [INFO ] [LOCAL     ] Saved configuration for ABVC: 2 features, 80.00% accuracy -> ./output/feature-sets/ABVC.json
[2025-11-25T19:16:32.962408] [INFO ] [CONFIGURE ] ABVC: Configuration saved successfully: 2 features, 80.00% accuracy.
[2025-11-25T19:16:32.962454] [INFO ] [sig       ] [15/2116] Successfully configured ABVC | 0.00 sym/s | Total: 1.3h | ETA: 188.3h
[2025-11-25T19:16:32.962495] [INFO ] [sig       ] [16/2116] Configuring ABVE...
[2025-11-25T19:16:32.962533] [INFO ] [CONFIGURE ] ABVE: Configurate test run.
[2025-11-25T19:16:32.962573] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ABVE' from 'https://tdm.silogroup.org/data/derivative_storage/ABVE.csv'.
[2025-11-25T19:16:32.977134] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ABVE'.
[2025-11-25T19:16:32.977778] [INFO ] [CONFIGURE ] ABVE: Testing with 29 available features
[2025-11-25T19:16:32.977842] [INFO ] [CONFIGURE ] ABVE: Establishing baseline with no features...
[2025-11-25T19:16:33.204078] [DEBUG] [FORECASTER] ABVE: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T19:16:33.375575] [DEBUG] [FORECASTER] ABVE: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T19:16:33.590173] [DEBUG] [FORECASTER] ABVE: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T19:16:33.787667] [DEBUG] [FORECASTER] ABVE: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1
[2025-11-25T19:16:33.964724] [DEBUG] [FORECASTER] ABVE: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T19:16:34.148089] [DEBUG] [FORECASTER] ABVE: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T19:16:34.321050] [DEBUG] [FORECASTER] ABVE: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T19:16:34.557710] [DEBUG] [FORECASTER] ABVE: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T19:16:34.722036] [DEBUG] [FORECASTER] ABVE: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T19:16:34.883956] [DEBUG] [FORECASTER] ABVE: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T19:16:34.884095] [INFO ] [CONFIGURE ] ABVE: Baseline score (no features): 20.00%
[2025-11-25T19:16:34.884138] [INFO ] [CONFIGURE ] ABVE: Testing feature 1/29: add_bollinger_bands
[2025-11-25T19:16:34.884172] [INFO ] [CONFIGURE ] ABVE: Testing with features: ['add_bollinger_bands']
[2025-11-25T19:16:35.083400] [DEBUG] [FORECASTER] ABVE: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T19:16:35.275761] [DEBUG] [FORECASTER] ABVE: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T19:16:35.466557] [DEBUG] [FORECASTER] ABVE: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T19:16:36.973053] [DEBUG] [FORECASTER] ABVE: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-25T19:16:37.178933] [DEBUG] [FORECASTER] ABVE: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T19:16:37.371123] [DEBUG] [FORECASTER] ABVE: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T19:16:37.570613] [DEBUG] [FORECASTER] ABVE: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T19:16:37.776916] [DEBUG] [FORECASTER] ABVE: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T19:16:38.023072] [DEBUG] [FORECASTER] ABVE: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T19:16:38.229918] [DEBUG] [FORECASTER] ABVE: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T19:16:38.230082] [INFO ] [CONFIGURE ] ABVE: KEPT add_bollinger_bands (score: 40.00%)
[2025-11-25T19:16:38.230126] [INFO ] [CONFIGURE ] JOB ETA: 184.6h | Avg: 10.9s/test | Remaining: 60930 tests
[2025-11-25T19:16:38.230162] [INFO ] [CONFIGURE ] ABVE: Testing feature 2/29: add_cumulative_delta
[2025-11-25T19:16:38.230195] [INFO ] [CONFIGURE ] ABVE: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta']
[2025-11-25T19:16:38.449119] [DEBUG] [FORECASTER] ABVE: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0
[2025-11-25T19:16:38.681905] [DEBUG] [FORECASTER] ABVE: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T19:16:38.905414] [DEBUG] [FORECASTER] ABVE: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T19:16:39.136160] [DEBUG] [FORECASTER] ABVE: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-25T19:16:39.370495] [DEBUG] [FORECASTER] ABVE: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T19:16:39.606087] [DEBUG] [FORECASTER] ABVE: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T19:16:39.877698] [DEBUG] [FORECASTER] ABVE: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T19:16:40.119815] [DEBUG] [FORECASTER] ABVE: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T19:16:40.430218] [DEBUG] [FORECASTER] ABVE: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T19:16:40.700451] [DEBUG] [FORECASTER] ABVE: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T19:16:40.700682] [INFO ] [CONFIGURE ] ABVE: DISCARDED add_cumulative_delta (score: 40.00%)
[2025-11-25T19:16:40.700731] [INFO ] [CONFIGURE ] JOB ETA: 184.3h | Avg: 10.9s/test | Remaining: 60929 tests
[2025-11-25T19:16:40.700769] [INFO ] [CONFIGURE ] ABVE: Testing feature 3/29: add_daily_returns
[2025-11-25T19:16:40.700803] [INFO ] [CONFIGURE ] ABVE: Testing with features: ['add_bollinger_bands', 'add_daily_returns']
[2025-11-25T19:16:40.929128] [DEBUG] [FORECASTER] ABVE: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0
[2025-11-25T19:16:41.157839] [DEBUG] [FORECASTER] ABVE: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T19:16:41.371802] [DEBUG] [FORECASTER] ABVE: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T19:16:41.575968] [DEBUG] [FORECASTER] ABVE: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-25T19:16:41.866904] [DEBUG] [FORECASTER] ABVE: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T19:16:42.090622] [DEBUG] [FORECASTER] ABVE: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T19:16:42.306723] [DEBUG] [FORECASTER] ABVE: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T19:16:42.513291] [DEBUG] [FORECASTER] ABVE: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T19:16:42.737064] [DEBUG] [FORECASTER] ABVE: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T19:16:42.956823] [DEBUG] [FORECASTER] ABVE: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T19:16:42.956995] [INFO ] [CONFIGURE ] ABVE: DISCARDED add_daily_returns (score: 40.00%)
[2025-11-25T19:16:42.957038] [INFO ] [CONFIGURE ] JOB ETA: 183.9h | Avg: 10.9s/test | Remaining: 60928 tests
[2025-11-25T19:16:42.957073] [INFO ] [CONFIGURE ] ABVE: Testing feature 4/29: add_ema
[2025-11-25T19:16:42.957105] [INFO ] [CONFIGURE ] ABVE: Testing with features: ['add_bollinger_bands', 'add_ema']
[2025-11-25T19:16:43.197770] [DEBUG] [FORECASTER] ABVE: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0
[2025-11-25T19:16:43.462288] [DEBUG] [FORECASTER] ABVE: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T19:16:43.691305] [DEBUG] [FORECASTER] ABVE: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T19:16:43.942273] [DEBUG] [FORECASTER] ABVE: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-25T19:16:44.168912] [DEBUG] [FORECASTER] ABVE: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T19:16:44.418517] [DEBUG] [FORECASTER] ABVE: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T19:16:44.661126] [DEBUG] [FORECASTER] ABVE: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T19:16:44.927994] [DEBUG] [FORECASTER] ABVE: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T19:16:45.163934] [DEBUG] [FORECASTER] ABVE: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T19:16:45.417002] [DEBUG] [FORECASTER] ABVE: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T19:16:45.417162] [INFO ] [CONFIGURE ] ABVE: DISCARDED add_ema (score: 20.00%)
[2025-11-25T19:16:45.417206] [INFO ] [CONFIGURE ] JOB ETA: 183.6h | Avg: 10.8s/test | Remaining: 60927 tests
[2025-11-25T19:16:45.417240] [INFO ] [CONFIGURE ] ABVE: Testing feature 5/29: add_exhaustion_signals
[2025-11-25T19:16:45.417273] [INFO ] [CONFIGURE ] ABVE: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals']
[2025-11-25T19:16:45.652720] [DEBUG] [FORECASTER] ABVE: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0
[2025-11-25T19:16:45.916892] [DEBUG] [FORECASTER] ABVE: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T19:16:46.253065] [DEBUG] [FORECASTER] ABVE: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T19:16:46.496990] [DEBUG] [FORECASTER] ABVE: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-25T19:16:46.777331] [DEBUG] [FORECASTER] ABVE: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T19:16:47.057540] [DEBUG] [FORECASTER] ABVE: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T19:16:47.345350] [DEBUG] [FORECASTER] ABVE: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T19:16:47.618462] [DEBUG] [FORECASTER] ABVE: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T19:16:49.167361] [DEBUG] [FORECASTER] ABVE: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T19:16:50.927859] [DEBUG] [FORECASTER] ABVE: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T19:16:50.928071] [INFO ] [CONFIGURE ] ABVE: DISCARDED add_exhaustion_signals (score: 40.00%)
[2025-11-25T19:16:50.928140] [INFO ] [CONFIGURE ] JOB ETA: 183.4h | Avg: 10.8s/test | Remaining: 60926 tests
[2025-11-25T19:16:50.928177] [INFO ] [CONFIGURE ] ABVE: Testing feature 6/29: add_failed_moves
[2025-11-25T19:16:50.928209] [INFO ] [CONFIGURE ] ABVE: Testing with features: ['add_bollinger_bands', 'add_failed_moves']
[2025-11-25T19:16:51.138742] [DEBUG] [FORECASTER] ABVE: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0
[2025-11-25T19:16:51.347801] [DEBUG] [FORECASTER] ABVE: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T19:16:52.937278] [DEBUG] [FORECASTER] ABVE: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T19:16:55.288662] [DEBUG] [FORECASTER] ABVE: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-25T19:16:55.496941] [DEBUG] [FORECASTER] ABVE: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T19:16:55.726979] [DEBUG] [FORECASTER] ABVE: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T19:16:55.939986] [DEBUG] [FORECASTER] ABVE: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T19:16:56.150998] [DEBUG] [FORECASTER] ABVE: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T19:16:56.415840] [DEBUG] [FORECASTER] ABVE: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T19:16:56.637164] [DEBUG] [FORECASTER] ABVE: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T19:16:56.637325] [INFO ] [CONFIGURE ] ABVE: DISCARDED add_failed_moves (score: 30.00%)
[2025-11-25T19:16:56.637372] [INFO ] [CONFIGURE ] JOB ETA: 183.2h | Avg: 10.8s/test | Remaining: 60925 tests
[2025-11-25T19:16:56.637408] [INFO ] [CONFIGURE ] ABVE: Testing feature 7/29: add_lag_shelf
[2025-11-25T19:16:56.637467] [INFO ] [CONFIGURE ] ABVE: Testing with features: ['add_bollinger_bands', 'add_lag_shelf']
[2025-11-25T19:16:56.827952] [DEBUG] [FORECASTER] ABVE: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0
[2025-11-25T19:16:57.017220] [DEBUG] [FORECASTER] ABVE: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T19:16:57.217898] [DEBUG] [FORECASTER] ABVE: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T19:16:58.948405] [DEBUG] [FORECASTER] ABVE: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-25T19:16:59.143916] [DEBUG] [FORECASTER] ABVE: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T19:16:59.341184] [DEBUG] [FORECASTER] ABVE: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T19:16:59.533313] [DEBUG] [FORECASTER] ABVE: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T19:16:59.723435] [DEBUG] [FORECASTER] ABVE: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T19:16:59.922193] [DEBUG] [FORECASTER] ABVE: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T19:17:00.122069] [DEBUG] [FORECASTER] ABVE: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T19:17:00.122216] [INFO ] [CONFIGURE ] ABVE: DISCARDED add_lag_shelf (score: 30.00%)
[2025-11-25T19:17:00.122262] [INFO ] [CONFIGURE ] JOB ETA: 182.9h | Avg: 10.8s/test | Remaining: 60924 tests
[2025-11-25T19:17:00.122297] [INFO ] [CONFIGURE ] ABVE: Testing feature 8/29: add_macd
[2025-11-25T19:17:00.122329] [INFO ] [CONFIGURE ] ABVE: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd']
[2025-11-25T19:17:00.402364] [DEBUG] [FORECASTER] ABVE: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T19:17:02.814712] [DEBUG] [FORECASTER] ABVE: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T19:17:10.325698] [DEBUG] [FORECASTER] ABVE: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T19:17:13.922595] [DEBUG] [FORECASTER] ABVE: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-25T19:17:14.202437] [DEBUG] [FORECASTER] ABVE: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T19:17:14.481555] [DEBUG] [FORECASTER] ABVE: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T19:17:14.778587] [DEBUG] [FORECASTER] ABVE: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T19:17:15.082438] [DEBUG] [FORECASTER] ABVE: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T19:17:15.380367] [DEBUG] [FORECASTER] ABVE: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T19:17:15.663926] [DEBUG] [FORECASTER] ABVE: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T19:17:15.664105] [INFO ] [CONFIGURE ] ABVE: DISCARDED add_macd (score: 40.00%)
[2025-11-25T19:17:15.664150] [INFO ] [CONFIGURE ] JOB ETA: 183.1h | Avg: 10.8s/test | Remaining: 60923 tests
[2025-11-25T19:17:15.664187] [INFO ] [CONFIGURE ] ABVE: Testing feature 9/29: add_mfi
[2025-11-25T19:17:15.664219] [INFO ] [CONFIGURE ] ABVE: Testing with features: ['add_bollinger_bands', 'add_mfi']
[2025-11-25T19:17:15.922293] [DEBUG] [FORECASTER] ABVE: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T19:17:16.182850] [DEBUG] [FORECASTER] ABVE: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T19:17:16.393734] [DEBUG] [FORECASTER] ABVE: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T19:17:16.610049] [DEBUG] [FORECASTER] ABVE: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-25T19:17:16.861078] [DEBUG] [FORECASTER] ABVE: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T19:17:17.098950] [DEBUG] [FORECASTER] ABVE: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T19:17:17.333073] [DEBUG] [FORECASTER] ABVE: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T19:17:17.560377] [DEBUG] [FORECASTER] ABVE: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T19:17:17.839691] [DEBUG] [FORECASTER] ABVE: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T19:17:18.169259] [DEBUG] [FORECASTER] ABVE: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T19:17:18.169500] [INFO ] [CONFIGURE ] ABVE: KEPT add_mfi (score: 50.00%)
[2025-11-25T19:17:18.169551] [INFO ] [CONFIGURE ] JOB ETA: 182.7h | Avg: 10.8s/test | Remaining: 60922 tests
[2025-11-25T19:17:18.169593] [INFO ] [CONFIGURE ] ABVE: Testing feature 10/29: add_momentum_acceleration
[2025-11-25T19:17:18.169630] [INFO ] [CONFIGURE ] ABVE: Testing with features: ['add_bollinger_bands', 'add_mfi', 'add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-11-25T19:17:18.586997] [DEBUG] [FORECASTER] ABVE: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0
[2025-11-25T19:17:18.928590] [DEBUG] [FORECASTER] ABVE: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T19:17:19.335357] [DEBUG] [FORECASTER] ABVE: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T19:17:19.678356] [DEBUG] [FORECASTER] ABVE: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1
[2025-11-25T19:17:19.995813] [DEBUG] [FORECASTER] ABVE: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T19:17:20.333122] [DEBUG] [FORECASTER] ABVE: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T19:17:20.683589] [DEBUG] [FORECASTER] ABVE: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T19:17:21.017473] [DEBUG] [FORECASTER] ABVE: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T19:17:21.322298] [DEBUG] [FORECASTER] ABVE: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T19:17:21.627606] [DEBUG] [FORECASTER] ABVE: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T19:17:21.627785] [INFO ] [CONFIGURE ] ABVE: DISCARDED add_momentum_acceleration (score: 10.00%)
[2025-11-25T19:17:21.627830] [INFO ] [CONFIGURE ] JOB ETA: 182.5h | Avg: 10.8s/test | Remaining: 60921 tests
[2025-11-25T19:17:21.627865] [INFO ] [CONFIGURE ] ABVE: Testing feature 11/29: add_obv_daily
[2025-11-25T19:17:21.627896] [INFO ] [CONFIGURE ] ABVE: Testing with features: ['add_bollinger_bands', 'add_mfi', 'add_obv_daily']
[2025-11-25T19:17:21.855556] [DEBUG] [FORECASTER] ABVE: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0
[2025-11-25T19:17:22.085390] [DEBUG] [FORECASTER] ABVE: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T19:17:22.354044] [DEBUG] [FORECASTER] ABVE: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T19:17:22.600422] [DEBUG] [FORECASTER] ABVE: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1
[2025-11-25T19:17:22.854755] [DEBUG] [FORECASTER] ABVE: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T19:17:23.105533] [DEBUG] [FORECASTER] ABVE: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T19:17:23.379394] [DEBUG] [FORECASTER] ABVE: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T19:17:23.619893] [DEBUG] [FORECASTER] ABVE: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T19:17:23.892034] [DEBUG] [FORECASTER] ABVE: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T19:17:24.127391] [DEBUG] [FORECASTER] ABVE: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T19:17:24.127566] [INFO ] [CONFIGURE ] ABVE: DISCARDED add_obv_daily (score: 30.00%)
[2025-11-25T19:17:24.127611] [INFO ] [CONFIGURE ] JOB ETA: 182.1h | Avg: 10.8s/test | Remaining: 60920 tests
[2025-11-25T19:17:24.127664] [INFO ] [CONFIGURE ] ABVE: Testing feature 12/29: add_obv_interval
[2025-11-25T19:17:24.127699] [INFO ] [CONFIGURE ] ABVE: Testing with features: ['add_bollinger_bands', 'add_mfi', 'add_obv_interval']
[2025-11-25T19:17:24.339499] [DEBUG] [FORECASTER] ABVE: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T19:17:24.563818] [DEBUG] [FORECASTER] ABVE: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T19:17:24.782186] [DEBUG] [FORECASTER] ABVE: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T19:17:25.001058] [DEBUG] [FORECASTER] ABVE: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-25T19:17:25.322405] [DEBUG] [FORECASTER] ABVE: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T19:17:25.570062] [DEBUG] [FORECASTER] ABVE: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T19:17:25.795127] [DEBUG] [FORECASTER] ABVE: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T19:17:26.032936] [DEBUG] [FORECASTER] ABVE: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T19:17:26.263713] [DEBUG] [FORECASTER] ABVE: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T19:17:26.489257] [DEBUG] [FORECASTER] ABVE: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T19:17:26.489414] [INFO ] [CONFIGURE ] ABVE: DISCARDED add_obv_interval (score: 50.00%)
[2025-11-25T19:17:26.489458] [INFO ] [CONFIGURE ] JOB ETA: 181.8h | Avg: 10.7s/test | Remaining: 60919 tests
[2025-11-25T19:17:26.489494] [INFO ] [CONFIGURE ] ABVE: Testing feature 13/29: add_opening_strength
[2025-11-25T19:17:26.489527] [INFO ] [CONFIGURE ] ABVE: Testing with features: ['add_bollinger_bands', 'add_mfi', 'add_daily_returns', 'add_opening_strength']
[2025-11-25T19:17:26.778296] [DEBUG] [FORECASTER] ABVE: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0
[2025-11-25T19:17:27.054953] [DEBUG] [FORECASTER] ABVE: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T19:17:27.416130] [DEBUG] [FORECASTER] ABVE: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T19:17:29.954190] [DEBUG] [FORECASTER] ABVE: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-25T19:17:30.257208] [DEBUG] [FORECASTER] ABVE: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T19:17:30.553330] [DEBUG] [FORECASTER] ABVE: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T19:17:30.830657] [DEBUG] [FORECASTER] ABVE: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T19:17:31.101615] [DEBUG] [FORECASTER] ABVE: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T19:17:31.417792] [DEBUG] [FORECASTER] ABVE: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T19:17:31.758465] [DEBUG] [FORECASTER] ABVE: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T19:17:31.758636] [INFO ] [CONFIGURE ] ABVE: DISCARDED add_opening_strength (score: 30.00%)
[2025-11-25T19:17:31.758703] [INFO ] [CONFIGURE ] JOB ETA: 181.6h | Avg: 10.7s/test | Remaining: 60918 tests
[2025-11-25T19:17:31.758740] [INFO ] [CONFIGURE ] ABVE: Testing feature 14/29: add_order_flow_imbalance
[2025-11-25T19:17:31.758774] [INFO ] [CONFIGURE ] ABVE: Testing with features: ['add_bollinger_bands', 'add_mfi', 'add_order_flow_imbalance']
[2025-11-25T19:17:32.016548] [DEBUG] [FORECASTER] ABVE: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0
[2025-11-25T19:17:32.274066] [DEBUG] [FORECASTER] ABVE: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T19:17:32.522750] [DEBUG] [FORECASTER] ABVE: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T19:17:32.777048] [DEBUG] [FORECASTER] ABVE: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1
[2025-11-25T19:17:42.714167] [DEBUG] [FORECASTER] ABVE: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T19:17:47.186726] [DEBUG] [FORECASTER] ABVE: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T19:17:47.914849] [DEBUG] [FORECASTER] ABVE: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T19:17:48.162218] [DEBUG] [FORECASTER] ABVE: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T19:17:48.419287] [DEBUG] [FORECASTER] ABVE: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T19:17:48.676391] [DEBUG] [FORECASTER] ABVE: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T19:17:48.676564] [INFO ] [CONFIGURE ] ABVE: DISCARDED add_order_flow_imbalance (score: 30.00%)
[2025-11-25T19:17:48.676608] [INFO ] [CONFIGURE ] JOB ETA: 181.8h | Avg: 10.7s/test | Remaining: 60917 tests
[2025-11-25T19:17:48.676660] [INFO ] [CONFIGURE ] ABVE: Testing feature 15/29: add_pbf_morning_momentum
[2025-11-25T19:17:48.676697] [INFO ] [CONFIGURE ] ABVE: Testing with features: ['add_bollinger_bands', 'add_mfi', 'add_pbf_morning_momentum']
[2025-11-25T19:17:48.921437] [DEBUG] [FORECASTER] ABVE: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T19:17:49.157051] [DEBUG] [FORECASTER] ABVE: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T19:17:49.376452] [DEBUG] [FORECASTER] ABVE: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T19:17:49.596056] [DEBUG] [FORECASTER] ABVE: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1
[2025-11-25T19:17:49.874408] [DEBUG] [FORECASTER] ABVE: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T19:17:50.099357] [DEBUG] [FORECASTER] ABVE: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T19:17:50.325529] [DEBUG] [FORECASTER] ABVE: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T19:17:51.451321] [DEBUG] [FORECASTER] ABVE: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T19:17:51.693294] [DEBUG] [FORECASTER] ABVE: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T19:17:51.924346] [DEBUG] [FORECASTER] ABVE: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T19:17:51.924510] [INFO ] [CONFIGURE ] ABVE: DISCARDED add_pbf_morning_momentum (score: 30.00%)
[2025-11-25T19:17:51.924555] [INFO ] [CONFIGURE ] JOB ETA: 181.6h | Avg: 10.7s/test | Remaining: 60916 tests
[2025-11-25T19:17:51.924589] [INFO ] [CONFIGURE ] ABVE: Testing feature 16/29: add_pbf_overnight_gap
[2025-11-25T19:17:51.924622] [INFO ] [CONFIGURE ] ABVE: Testing with features: ['add_bollinger_bands', 'add_mfi', 'add_pbf_overnight_gap']
[2025-11-25T19:17:52.169839] [DEBUG] [FORECASTER] ABVE: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0
[2025-11-25T19:17:52.458821] [DEBUG] [FORECASTER] ABVE: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T19:17:52.717788] [DEBUG] [FORECASTER] ABVE: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T19:17:52.986927] [DEBUG] [FORECASTER] ABVE: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-25T19:17:53.270977] [DEBUG] [FORECASTER] ABVE: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T19:17:53.533604] [DEBUG] [FORECASTER] ABVE: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T19:17:53.818492] [DEBUG] [FORECASTER] ABVE: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T19:17:54.067940] [DEBUG] [FORECASTER] ABVE: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T19:17:54.337266] [DEBUG] [FORECASTER] ABVE: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T19:17:54.649105] [DEBUG] [FORECASTER] ABVE: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T19:17:54.649326] [INFO ] [CONFIGURE ] ABVE: DISCARDED add_pbf_overnight_gap (score: 50.00%)
[2025-11-25T19:17:54.649379] [INFO ] [CONFIGURE ] JOB ETA: 181.3h | Avg: 10.7s/test | Remaining: 60915 tests
[2025-11-25T19:17:54.649415] [INFO ] [CONFIGURE ] ABVE: Testing feature 17/29: add_pbf_return_2d
[2025-11-25T19:17:54.649447] [INFO ] [CONFIGURE ] ABVE: Testing with features: ['add_bollinger_bands', 'add_mfi', 'add_pbf_return_2d']
[2025-11-25T19:17:54.946147] [DEBUG] [FORECASTER] ABVE: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T19:17:55.209287] [DEBUG] [FORECASTER] ABVE: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T19:17:55.475924] [DEBUG] [FORECASTER] ABVE: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T19:17:55.801078] [DEBUG] [FORECASTER] ABVE: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-25T19:17:56.032989] [DEBUG] [FORECASTER] ABVE: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T19:17:56.263804] [DEBUG] [FORECASTER] ABVE: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T19:17:56.492436] [DEBUG] [FORECASTER] ABVE: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T19:17:56.760163] [DEBUG] [FORECASTER] ABVE: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T19:17:57.017007] [DEBUG] [FORECASTER] ABVE: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T19:17:57.281515] [DEBUG] [FORECASTER] ABVE: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T19:17:57.281688] [INFO ] [CONFIGURE ] ABVE: DISCARDED add_pbf_return_2d (score: 30.00%)
[2025-11-25T19:17:57.281736] [INFO ] [CONFIGURE ] JOB ETA: 180.9h | Avg: 10.7s/test | Remaining: 60914 tests
[2025-11-25T19:17:57.281772] [INFO ] [CONFIGURE ] ABVE: Testing feature 18/29: add_pbf_volatility_5d
[2025-11-25T19:17:57.281806] [INFO ] [CONFIGURE ] ABVE: Testing with features: ['add_bollinger_bands', 'add_mfi', 'add_pbf_volatility_5d']
[2025-11-25T19:17:57.512400] [DEBUG] [FORECASTER] ABVE: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T19:17:57.750874] [DEBUG] [FORECASTER] ABVE: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T19:17:58.033469] [DEBUG] [FORECASTER] ABVE: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T19:17:58.268251] [DEBUG] [FORECASTER] ABVE: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1
[2025-11-25T19:17:58.488915] [DEBUG] [FORECASTER] ABVE: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T19:17:58.733392] [DEBUG] [FORECASTER] ABVE: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T19:17:58.977423] [DEBUG] [FORECASTER] ABVE: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T19:17:59.209122] [DEBUG] [FORECASTER] ABVE: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T19:17:59.454303] [DEBUG] [FORECASTER] ABVE: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T19:17:59.691972] [DEBUG] [FORECASTER] ABVE: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T19:17:59.692140] [INFO ] [CONFIGURE ] ABVE: DISCARDED add_pbf_volatility_5d (score: 40.00%)
[2025-11-25T19:17:59.692186] [INFO ] [CONFIGURE ] JOB ETA: 180.6h | Avg: 10.7s/test | Remaining: 60913 tests
[2025-11-25T19:17:59.692222] [INFO ] [CONFIGURE ] ABVE: Testing feature 19/29: add_pbf_vs_sma_5
[2025-11-25T19:17:59.692278] [INFO ] [CONFIGURE ] ABVE: Testing with features: ['add_bollinger_bands', 'add_mfi', 'add_pbf_vs_sma_5']
[2025-11-25T19:17:59.926465] [DEBUG] [FORECASTER] ABVE: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T19:18:00.193438] [DEBUG] [FORECASTER] ABVE: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T19:18:00.422859] [DEBUG] [FORECASTER] ABVE: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T19:18:00.654081] [DEBUG] [FORECASTER] ABVE: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-25T19:18:01.685493] [DEBUG] [FORECASTER] ABVE: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T19:18:02.103600] [DEBUG] [FORECASTER] ABVE: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T19:18:02.347118] [DEBUG] [FORECASTER] ABVE: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T19:18:10.725145] [DEBUG] [FORECASTER] ABVE: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T19:18:14.865005] [DEBUG] [FORECASTER] ABVE: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T19:18:15.079419] [DEBUG] [FORECASTER] ABVE: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T19:18:15.079564] [INFO ] [CONFIGURE ] ABVE: DISCARDED add_pbf_vs_sma_5 (score: 50.00%)
[2025-11-25T19:18:15.079609] [INFO ] [CONFIGURE ] JOB ETA: 180.8h | Avg: 10.7s/test | Remaining: 60912 tests
[2025-11-25T19:18:15.079663] [INFO ] [CONFIGURE ] ABVE: Testing feature 20/29: add_price_rejection
[2025-11-25T19:18:15.079702] [INFO ] [CONFIGURE ] ABVE: Testing with features: ['add_bollinger_bands', 'add_mfi', 'add_price_rejection']
[2025-11-25T19:18:15.311087] [DEBUG] [FORECASTER] ABVE: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T19:18:15.536909] [DEBUG] [FORECASTER] ABVE: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T19:18:15.761851] [DEBUG] [FORECASTER] ABVE: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T19:18:15.989003] [DEBUG] [FORECASTER] ABVE: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-25T19:18:16.234854] [DEBUG] [FORECASTER] ABVE: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T19:18:16.507459] [DEBUG] [FORECASTER] ABVE: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T19:18:16.812396] [DEBUG] [FORECASTER] ABVE: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T19:18:17.071288] [DEBUG] [FORECASTER] ABVE: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T19:18:17.359432] [DEBUG] [FORECASTER] ABVE: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T19:18:17.632059] [DEBUG] [FORECASTER] ABVE: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T19:18:17.632220] [INFO ] [CONFIGURE ] ABVE: DISCARDED add_price_rejection (score: 50.00%)
[2025-11-25T19:18:17.632265] [INFO ] [CONFIGURE ] JOB ETA: 180.5h | Avg: 10.7s/test | Remaining: 60911 tests
[2025-11-25T19:18:17.632299] [INFO ] [CONFIGURE ] ABVE: Testing feature 21/29: add_range_position
[2025-11-25T19:18:17.632331] [INFO ] [CONFIGURE ] ABVE: Testing with features: ['add_bollinger_bands', 'add_mfi', 'add_range_position']
[2025-11-25T19:18:17.906677] [DEBUG] [FORECASTER] ABVE: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0
[2025-11-25T19:18:18.190157] [DEBUG] [FORECASTER] ABVE: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T19:18:18.457753] [DEBUG] [FORECASTER] ABVE: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T19:18:18.730480] [DEBUG] [FORECASTER] ABVE: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1
[2025-11-25T19:18:19.018934] [DEBUG] [FORECASTER] ABVE: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T19:18:19.310160] [DEBUG] [FORECASTER] ABVE: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T19:18:25.756449] [DEBUG] [FORECASTER] ABVE: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T19:18:32.881736] [DEBUG] [FORECASTER] ABVE: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T19:18:40.717478] [DEBUG] [FORECASTER] ABVE: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T19:18:48.271427] [DEBUG] [FORECASTER] ABVE: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T19:18:48.271625] [INFO ] [CONFIGURE ] ABVE: DISCARDED add_range_position (score: 20.00%)
[2025-11-25T19:18:48.271694] [INFO ] [CONFIGURE ] JOB ETA: 181.2h | Avg: 10.7s/test | Remaining: 60910 tests
[2025-11-25T19:18:48.271734] [INFO ] [CONFIGURE ] ABVE: Testing feature 22/29: add_realized_volatility
[2025-11-25T19:18:48.271766] [INFO ] [CONFIGURE ] ABVE: Testing with features: ['add_bollinger_bands', 'add_mfi', 'add_realized_volatility']
[2025-11-25T19:18:53.184449] [DEBUG] [FORECASTER] ABVE: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0
[2025-11-25T19:18:54.979342] [DEBUG] [FORECASTER] ABVE: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T19:18:55.368760] [DEBUG] [FORECASTER] ABVE: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T19:18:55.747700] [DEBUG] [FORECASTER] ABVE: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1
[2025-11-25T19:18:56.118162] [DEBUG] [FORECASTER] ABVE: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T19:18:56.476788] [DEBUG] [FORECASTER] ABVE: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T19:18:56.846420] [DEBUG] [FORECASTER] ABVE: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T19:18:57.216239] [DEBUG] [FORECASTER] ABVE: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T19:18:57.625931] [DEBUG] [FORECASTER] ABVE: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T19:18:57.965780] [DEBUG] [FORECASTER] ABVE: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T19:18:57.965974] [INFO ] [CONFIGURE ] ABVE: DISCARDED add_realized_volatility (score: 40.00%)
[2025-11-25T19:18:57.966078] [INFO ] [CONFIGURE ] JOB ETA: 181.2h | Avg: 10.7s/test | Remaining: 60909 tests
[2025-11-25T19:18:57.966117] [INFO ] [CONFIGURE ] ABVE: Testing feature 23/29: add_recent_range_context
[2025-11-25T19:18:57.966152] [INFO ] [CONFIGURE ] ABVE: Testing with features: ['add_bollinger_bands', 'add_mfi', 'add_recent_range_context']
[2025-11-25T19:18:58.216481] [DEBUG] [FORECASTER] ABVE: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0
[2025-11-25T19:18:58.499567] [DEBUG] [FORECASTER] ABVE: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T19:18:58.834419] [DEBUG] [FORECASTER] ABVE: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T19:18:59.207168] [DEBUG] [FORECASTER] ABVE: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-25T19:18:59.542586] [DEBUG] [FORECASTER] ABVE: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T19:18:59.819679] [DEBUG] [FORECASTER] ABVE: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T19:19:00.056589] [DEBUG] [FORECASTER] ABVE: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T19:19:00.984915] [DEBUG] [FORECASTER] ABVE: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T19:19:01.344401] [DEBUG] [FORECASTER] ABVE: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T19:19:01.612833] [DEBUG] [FORECASTER] ABVE: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T19:19:01.612985] [INFO ] [CONFIGURE ] ABVE: DISCARDED add_recent_range_context (score: 40.00%)
[2025-11-25T19:19:01.613037] [INFO ] [CONFIGURE ] JOB ETA: 180.9h | Avg: 10.7s/test | Remaining: 60908 tests
[2025-11-25T19:19:01.613075] [INFO ] [CONFIGURE ] ABVE: Testing feature 24/29: add_rsi
[2025-11-25T19:19:01.613107] [INFO ] [CONFIGURE ] ABVE: Testing with features: ['add_bollinger_bands', 'add_mfi', 'add_ema', 'add_rsi']
[2025-11-25T19:19:01.899425] [DEBUG] [FORECASTER] ABVE: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0
[2025-11-25T19:19:02.271494] [DEBUG] [FORECASTER] ABVE: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T19:19:02.556028] [DEBUG] [FORECASTER] ABVE: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T19:19:02.839017] [DEBUG] [FORECASTER] ABVE: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-25T19:19:03.119165] [DEBUG] [FORECASTER] ABVE: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T19:19:03.391906] [DEBUG] [FORECASTER] ABVE: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T19:19:03.666703] [DEBUG] [FORECASTER] ABVE: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T19:19:03.926186] [DEBUG] [FORECASTER] ABVE: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T19:19:04.431267] [DEBUG] [FORECASTER] ABVE: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T19:19:05.586518] [DEBUG] [FORECASTER] ABVE: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T19:19:05.586702] [INFO ] [CONFIGURE ] ABVE: DISCARDED add_rsi (score: 30.00%)
[2025-11-25T19:19:05.586749] [INFO ] [CONFIGURE ] JOB ETA: 180.7h | Avg: 10.7s/test | Remaining: 60907 tests
[2025-11-25T19:19:05.586785] [INFO ] [CONFIGURE ] ABVE: Testing feature 25/29: add_tick_distribution
[2025-11-25T19:19:05.586819] [INFO ] [CONFIGURE ] ABVE: Testing with features: ['add_bollinger_bands', 'add_mfi', 'add_tick_distribution']
[2025-11-25T19:19:05.812168] [DEBUG] [FORECASTER] ABVE: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0
[2025-11-25T19:19:12.544969] [DEBUG] [FORECASTER] ABVE: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T19:19:17.240615] [DEBUG] [FORECASTER] ABVE: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T19:19:17.479933] [DEBUG] [FORECASTER] ABVE: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-25T19:19:17.744727] [DEBUG] [FORECASTER] ABVE: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T19:19:18.035463] [DEBUG] [FORECASTER] ABVE: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T19:19:18.278364] [DEBUG] [FORECASTER] ABVE: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T19:19:18.511500] [DEBUG] [FORECASTER] ABVE: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T19:19:18.759738] [DEBUG] [FORECASTER] ABVE: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T19:19:18.988955] [DEBUG] [FORECASTER] ABVE: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T19:19:18.989121] [INFO ] [CONFIGURE ] ABVE: DISCARDED add_tick_distribution (score: 30.00%)
[2025-11-25T19:19:18.989168] [INFO ] [CONFIGURE ] JOB ETA: 180.8h | Avg: 10.7s/test | Remaining: 60906 tests
[2025-11-25T19:19:18.989205] [INFO ] [CONFIGURE ] ABVE: Testing feature 26/29: add_volume_momentum_confirmation
[2025-11-25T19:19:18.989240] [INFO ] [CONFIGURE ] ABVE: Testing with features: ['add_bollinger_bands', 'add_mfi', 'add_volume_momentum_confirmation']
[2025-11-25T19:19:19.211478] [DEBUG] [FORECASTER] ABVE: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0
[2025-11-25T19:19:19.445625] [DEBUG] [FORECASTER] ABVE: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T19:19:19.662422] [DEBUG] [FORECASTER] ABVE: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T19:19:19.936679] [DEBUG] [FORECASTER] ABVE: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1
[2025-11-25T19:19:20.187172] [DEBUG] [FORECASTER] ABVE: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T19:19:20.497219] [DEBUG] [FORECASTER] ABVE: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T19:19:20.715360] [DEBUG] [FORECASTER] ABVE: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T19:19:20.936774] [DEBUG] [FORECASTER] ABVE: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T19:19:21.158530] [DEBUG] [FORECASTER] ABVE: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T19:19:21.369224] [DEBUG] [FORECASTER] ABVE: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T19:19:21.369371] [INFO ] [CONFIGURE ] ABVE: DISCARDED add_volume_momentum_confirmation (score: 40.00%)
[2025-11-25T19:19:21.369414] [INFO ] [CONFIGURE ] JOB ETA: 180.5h | Avg: 10.7s/test | Remaining: 60905 tests
[2025-11-25T19:19:21.369449] [INFO ] [CONFIGURE ] ABVE: Testing feature 27/29: add_volume_price_divergence
[2025-11-25T19:19:21.369482] [INFO ] [CONFIGURE ] ABVE: Testing with features: ['add_bollinger_bands', 'add_mfi', 'add_volume_price_divergence']
[2025-11-25T19:19:21.649665] [DEBUG] [FORECASTER] ABVE: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T19:19:21.902317] [DEBUG] [FORECASTER] ABVE: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T19:19:22.147061] [DEBUG] [FORECASTER] ABVE: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T19:19:22.384068] [DEBUG] [FORECASTER] ABVE: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1
[2025-11-25T19:19:22.635978] [DEBUG] [FORECASTER] ABVE: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T19:19:22.879074] [DEBUG] [FORECASTER] ABVE: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T19:19:23.117570] [DEBUG] [FORECASTER] ABVE: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T19:19:23.363054] [DEBUG] [FORECASTER] ABVE: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T19:19:23.648307] [DEBUG] [FORECASTER] ABVE: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T19:19:23.927392] [DEBUG] [FORECASTER] ABVE: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T19:19:23.927541] [INFO ] [CONFIGURE ] ABVE: DISCARDED add_volume_price_divergence (score: 40.00%)
[2025-11-25T19:19:23.927585] [INFO ] [CONFIGURE ] JOB ETA: 180.2h | Avg: 10.6s/test | Remaining: 60904 tests
[2025-11-25T19:19:23.927620] [INFO ] [CONFIGURE ] ABVE: Testing feature 28/29: add_volume_profile
[2025-11-25T19:19:23.927672] [INFO ] [CONFIGURE ] ABVE: Testing with features: ['add_bollinger_bands', 'add_mfi', 'add_volume_profile']
[2025-11-25T19:19:24.174664] [DEBUG] [FORECASTER] ABVE: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T19:19:24.426855] [DEBUG] [FORECASTER] ABVE: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T19:19:24.675952] [DEBUG] [FORECASTER] ABVE: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T19:19:24.940945] [DEBUG] [FORECASTER] ABVE: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1
[2025-11-25T19:19:25.205270] [DEBUG] [FORECASTER] ABVE: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T19:19:25.481798] [DEBUG] [FORECASTER] ABVE: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T19:19:25.740807] [DEBUG] [FORECASTER] ABVE: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T19:19:28.536223] [DEBUG] [FORECASTER] ABVE: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T19:19:36.034394] [DEBUG] [FORECASTER] ABVE: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T19:19:44.680704] [DEBUG] [FORECASTER] ABVE: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T19:19:44.681094] [INFO ] [CONFIGURE ] ABVE: DISCARDED add_volume_profile (score: 40.00%)
[2025-11-25T19:19:44.681141] [INFO ] [CONFIGURE ] JOB ETA: 180.5h | Avg: 10.7s/test | Remaining: 60903 tests
[2025-11-25T19:19:44.681176] [INFO ] [CONFIGURE ] ABVE: Testing feature 29/29: add_vwap
[2025-11-25T19:19:44.681210] [INFO ] [CONFIGURE ] ABVE: Testing with features: ['add_bollinger_bands', 'add_mfi', 'add_vwap']
[2025-11-25T19:19:47.903954] [DEBUG] [FORECASTER] ABVE: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0
[2025-11-25T19:19:48.140955] [DEBUG] [FORECASTER] ABVE: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T19:19:48.378338] [DEBUG] [FORECASTER] ABVE: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T19:19:48.612200] [DEBUG] [FORECASTER] ABVE: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-25T19:19:48.846993] [DEBUG] [FORECASTER] ABVE: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-25T19:19:49.083259] [DEBUG] [FORECASTER] ABVE: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T19:19:49.360092] [DEBUG] [FORECASTER] ABVE: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T19:19:49.596175] [DEBUG] [FORECASTER] ABVE: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T19:19:49.836632] [DEBUG] [FORECASTER] ABVE: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T19:19:50.086947] [DEBUG] [FORECASTER] ABVE: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T19:19:50.087127] [INFO ] [CONFIGURE ] ABVE: DISCARDED add_vwap (score: 30.00%)
[2025-11-25T19:19:50.087183] [INFO ] [CONFIGURE ] JOB ETA: 180.3h | Avg: 10.7s/test | Remaining: 60902 tests
[2025-11-25T19:19:50.087219] [INFO ] [CONFIGURE ] ABVE: ===== FEATURE SELECTION COMPLETE =====
[2025-11-25T19:19:50.087249] [INFO ] [CONFIGURE ] ABVE: Best accuracy: 50.00%
[2025-11-25T19:19:50.087281] [INFO ] [CONFIGURE ] ABVE: Best feature set (2 features): ['add_bollinger_bands', 'add_mfi']
[2025-11-25T19:19:50.087310] [INFO ] [CONFIGURE ] ABVE: Improvement over baseline: 30.00%
[2025-11-25T19:19:50.087337] [INFO ] [CONFIGURE ] ABVE: Total time: 3.3 minutes
[2025-11-25T19:19:50.087363] [INFO ] [CONFIGURE ] ABVE: Average time per feature: 6.7 seconds
[2025-11-25T19:19:50.087392] [INFO ] [CONFIGURE ] ABVE: Average speed: 0.15 features/sec
[2025-11-25T19:19:50.087793] [INFO ] [LOCAL     ] Saved configuration for ABVE: 2 features, 50.00% accuracy -> ./output/feature-sets/ABVE.json
[2025-11-25T19:19:50.087838] [INFO ] [CONFIGURE ] ABVE: Configuration saved successfully: 2 features, 50.00% accuracy.
[2025-11-25T19:19:50.087875] [INFO ] [sig       ] [16/2116] Successfully configured ABVE | 0.00 sym/s | Total: 1.4h | ETA: 183.6h
[2025-11-25T19:19:50.087908] [INFO ] [sig       ] [17/2116] Configuring ABVX...
[2025-11-25T19:19:50.087937] [INFO ] [CONFIGURE ] ABVX: Configurate test run.
[2025-11-25T19:19:50.087966] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ABVX' from 'https://tdm.silogroup.org/data/derivative_storage/ABVX.csv'.
[2025-11-25T19:19:50.099997] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ABVX'.
[2025-11-25T19:19:50.100396] [INFO ] [CONFIGURE ] ABVX: Testing with 29 available features
[2025-11-25T19:19:50.100444] [INFO ] [CONFIGURE ] ABVX: Establishing baseline with no features...
[2025-11-25T19:19:50.290093] [DEBUG] [FORECASTER] ABVX: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T19:19:50.451160] [DEBUG] [FORECASTER] ABVX: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T19:19:50.616339] [DEBUG] [FORECASTER] ABVX: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T19:19:50.773750] [DEBUG] [FORECASTER] ABVX: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-25T19:19:50.932499] [DEBUG] [FORECASTER] ABVX: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T19:19:51.107592] [DEBUG] [FORECASTER] ABVX: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T19:19:51.278233] [DEBUG] [FORECASTER] ABVX: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T19:19:51.446681] [DEBUG] [FORECASTER] ABVX: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T19:19:51.606633] [DEBUG] [FORECASTER] ABVX: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T19:19:51.769459] [DEBUG] [FORECASTER] ABVX: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T19:19:51.769590] [INFO ] [CONFIGURE ] ABVX: Baseline score (no features): 80.00%
[2025-11-25T19:19:51.769634] [INFO ] [CONFIGURE ] ABVX: Testing feature 1/29: add_bollinger_bands
[2025-11-25T19:19:51.769690] [INFO ] [CONFIGURE ] ABVX: Testing with features: ['add_bollinger_bands']
[2025-11-25T19:19:51.957272] [DEBUG] [FORECASTER] ABVX: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T19:19:52.147332] [DEBUG] [FORECASTER] ABVX: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T19:19:52.325792] [DEBUG] [FORECASTER] ABVX: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T19:19:52.503077] [DEBUG] [FORECASTER] ABVX: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1
[2025-11-25T19:19:52.689161] [DEBUG] [FORECASTER] ABVX: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T19:19:52.886793] [DEBUG] [FORECASTER] ABVX: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T19:19:53.100118] [DEBUG] [FORECASTER] ABVX: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T19:19:53.288580] [DEBUG] [FORECASTER] ABVX: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T19:19:53.489783] [DEBUG] [FORECASTER] ABVX: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T19:20:01.850244] [DEBUG] [FORECASTER] ABVX: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T19:20:01.850465] [INFO ] [CONFIGURE ] ABVX: DISCARDED add_bollinger_bands (score: 60.00%)
[2025-11-25T19:20:01.850517] [INFO ] [CONFIGURE ] JOB ETA: 180.3h | Avg: 10.7s/test | Remaining: 60901 tests
[2025-11-25T19:20:01.850555] [INFO ] [CONFIGURE ] ABVX: Testing feature 2/29: add_cumulative_delta
[2025-11-25T19:20:01.850588] [INFO ] [CONFIGURE ] ABVX: Testing with features: ['add_cumulative_delta']
[2025-11-25T19:20:10.423076] [DEBUG] [FORECASTER] ABVX: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T19:20:14.807870] [DEBUG] [FORECASTER] ABVX: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T19:20:21.190394] [DEBUG] [FORECASTER] ABVX: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T19:20:24.164973] [DEBUG] [FORECASTER] ABVX: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-25T19:20:24.355192] [DEBUG] [FORECASTER] ABVX: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T19:20:24.544410] [DEBUG] [FORECASTER] ABVX: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T19:20:24.733989] [DEBUG] [FORECASTER] ABVX: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T19:20:24.930864] [DEBUG] [FORECASTER] ABVX: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T19:20:25.121443] [DEBUG] [FORECASTER] ABVX: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T19:20:25.312541] [DEBUG] [FORECASTER] ABVX: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T19:20:25.312716] [INFO ] [CONFIGURE ] ABVX: DISCARDED add_cumulative_delta (score: 60.00%)
[2025-11-25T19:20:25.312762] [INFO ] [CONFIGURE ] JOB ETA: 180.8h | Avg: 10.7s/test | Remaining: 60900 tests
[2025-11-25T19:20:25.312796] [INFO ] [CONFIGURE ] ABVX: Testing feature 3/29: add_daily_returns
[2025-11-25T19:20:25.312828] [INFO ] [CONFIGURE ] ABVX: Testing with features: ['add_daily_returns']
[2025-11-25T19:20:25.478051] [DEBUG] [FORECASTER] ABVX: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0
[2025-11-25T19:20:25.654005] [DEBUG] [FORECASTER] ABVX: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T19:20:25.873254] [DEBUG] [FORECASTER] ABVX: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T19:20:26.047183] [DEBUG] [FORECASTER] ABVX: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-25T19:20:26.219680] [DEBUG] [FORECASTER] ABVX: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T19:20:26.401215] [DEBUG] [FORECASTER] ABVX: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T19:20:26.582620] [DEBUG] [FORECASTER] ABVX: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T19:20:26.761757] [DEBUG] [FORECASTER] ABVX: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T19:20:26.965239] [DEBUG] [FORECASTER] ABVX: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T19:20:30.097699] [DEBUG] [FORECASTER] ABVX: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T19:20:30.097888] [INFO ] [CONFIGURE ] ABVX: DISCARDED add_daily_returns (score: 70.00%)
[2025-11-25T19:20:30.097933] [INFO ] [CONFIGURE ] JOB ETA: 180.6h | Avg: 10.7s/test | Remaining: 60899 tests
[2025-11-25T19:20:30.097968] [INFO ] [CONFIGURE ] ABVX: Testing feature 4/29: add_ema
[2025-11-25T19:20:30.097999] [INFO ] [CONFIGURE ] ABVX: Testing with features: ['add_ema']
[2025-11-25T19:20:35.887785] [DEBUG] [FORECASTER] ABVX: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T19:20:37.924191] [DEBUG] [FORECASTER] ABVX: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T19:20:38.124274] [DEBUG] [FORECASTER] ABVX: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T19:20:38.334448] [DEBUG] [FORECASTER] ABVX: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-25T19:20:38.557595] [DEBUG] [FORECASTER] ABVX: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T19:20:38.776979] [DEBUG] [FORECASTER] ABVX: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T19:20:38.986130] [DEBUG] [FORECASTER] ABVX: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T19:20:39.216164] [DEBUG] [FORECASTER] ABVX: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T19:20:39.505034] [DEBUG] [FORECASTER] ABVX: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T19:20:39.719347] [DEBUG] [FORECASTER] ABVX: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T19:20:39.719516] [INFO ] [CONFIGURE ] ABVX: DISCARDED add_ema (score: 50.00%)
[2025-11-25T19:20:39.719571] [INFO ] [CONFIGURE ] JOB ETA: 180.5h | Avg: 10.7s/test | Remaining: 60898 tests
[2025-11-25T19:20:39.719619] [INFO ] [CONFIGURE ] ABVX: Testing feature 5/29: add_exhaustion_signals
[2025-11-25T19:20:39.719677] [INFO ] [CONFIGURE ] ABVX: Testing with features: ['add_vwap', 'add_exhaustion_signals']
[2025-11-25T19:20:39.942251] [DEBUG] [FORECASTER] ABVX: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T19:20:40.149903] [DEBUG] [FORECASTER] ABVX: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T19:20:40.353356] [DEBUG] [FORECASTER] ABVX: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T19:20:40.550729] [DEBUG] [FORECASTER] ABVX: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-25T19:20:40.748589] [DEBUG] [FORECASTER] ABVX: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T19:20:41.005055] [DEBUG] [FORECASTER] ABVX: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T19:20:41.212949] [DEBUG] [FORECASTER] ABVX: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T19:20:41.417031] [DEBUG] [FORECASTER] ABVX: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T19:20:41.621240] [DEBUG] [FORECASTER] ABVX: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T19:20:41.825950] [DEBUG] [FORECASTER] ABVX: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T19:20:41.826149] [INFO ] [CONFIGURE ] ABVX: DISCARDED add_exhaustion_signals (score: 70.00%)
[2025-11-25T19:20:41.826195] [INFO ] [CONFIGURE ] JOB ETA: 180.2h | Avg: 10.7s/test | Remaining: 60897 tests
[2025-11-25T19:20:41.826234] [INFO ] [CONFIGURE ] ABVX: Testing feature 6/29: add_failed_moves
[2025-11-25T19:20:41.826273] [INFO ] [CONFIGURE ] ABVX: Testing with features: ['add_failed_moves']
[2025-11-25T19:20:42.009355] [DEBUG] [FORECASTER] ABVX: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T19:20:42.215007] [DEBUG] [FORECASTER] ABVX: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T19:20:42.388953] [DEBUG] [FORECASTER] ABVX: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T19:20:42.568534] [DEBUG] [FORECASTER] ABVX: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-25T19:20:42.741797] [DEBUG] [FORECASTER] ABVX: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T19:20:42.911694] [DEBUG] [FORECASTER] ABVX: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T19:20:43.082607] [DEBUG] [FORECASTER] ABVX: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T19:20:43.253621] [DEBUG] [FORECASTER] ABVX: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T19:20:43.423386] [DEBUG] [FORECASTER] ABVX: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T19:20:43.611700] [DEBUG] [FORECASTER] ABVX: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T19:20:43.611847] [INFO ] [CONFIGURE ] ABVX: DISCARDED add_failed_moves (score: 80.00%)
[2025-11-25T19:20:43.611890] [INFO ] [CONFIGURE ] JOB ETA: 179.9h | Avg: 10.6s/test | Remaining: 60896 tests
[2025-11-25T19:20:43.611924] [INFO ] [CONFIGURE ] ABVX: Testing feature 7/29: add_lag_shelf
[2025-11-25T19:20:43.611956] [INFO ] [CONFIGURE ] ABVX: Testing with features: ['add_lag_shelf']
[2025-11-25T19:20:43.790527] [DEBUG] [FORECASTER] ABVX: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T19:20:43.947507] [DEBUG] [FORECASTER] ABVX: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T19:20:44.107061] [DEBUG] [FORECASTER] ABVX: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T19:20:44.263327] [DEBUG] [FORECASTER] ABVX: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-25T19:20:44.420812] [DEBUG] [FORECASTER] ABVX: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T19:20:44.577774] [DEBUG] [FORECASTER] ABVX: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T19:20:44.736454] [DEBUG] [FORECASTER] ABVX: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T19:20:44.915411] [DEBUG] [FORECASTER] ABVX: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T19:20:45.073331] [DEBUG] [FORECASTER] ABVX: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T19:20:45.252783] [DEBUG] [FORECASTER] ABVX: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T19:20:45.252921] [INFO ] [CONFIGURE ] ABVX: DISCARDED add_lag_shelf (score: 80.00%)
[2025-11-25T19:20:45.252963] [INFO ] [CONFIGURE ] JOB ETA: 179.6h | Avg: 10.6s/test | Remaining: 60895 tests
[2025-11-25T19:20:45.252999] [INFO ] [CONFIGURE ] ABVX: Testing feature 8/29: add_macd
[2025-11-25T19:20:45.253033] [INFO ] [CONFIGURE ] ABVX: Testing with features: ['add_vwap', 'add_macd']
[2025-11-25T19:20:45.498369] [DEBUG] [FORECASTER] ABVX: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T19:20:45.752114] [DEBUG] [FORECASTER] ABVX: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T19:20:46.042998] [DEBUG] [FORECASTER] ABVX: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T19:20:46.306158] [DEBUG] [FORECASTER] ABVX: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-25T19:20:46.564355] [DEBUG] [FORECASTER] ABVX: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T19:20:46.832541] [DEBUG] [FORECASTER] ABVX: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T19:20:47.120123] [DEBUG] [FORECASTER] ABVX: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T19:20:47.391388] [DEBUG] [FORECASTER] ABVX: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T19:20:47.634715] [DEBUG] [FORECASTER] ABVX: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T19:20:47.904998] [DEBUG] [FORECASTER] ABVX: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T19:20:47.905166] [INFO ] [CONFIGURE ] ABVX: DISCARDED add_macd (score: 50.00%)
[2025-11-25T19:20:47.905212] [INFO ] [CONFIGURE ] JOB ETA: 179.3h | Avg: 10.6s/test | Remaining: 60894 tests
[2025-11-25T19:20:47.905246] [INFO ] [CONFIGURE ] ABVX: Testing feature 9/29: add_mfi
[2025-11-25T19:20:47.905279] [INFO ] [CONFIGURE ] ABVX: Testing with features: ['add_mfi']
[2025-11-25T19:20:48.102799] [DEBUG] [FORECASTER] ABVX: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T19:20:48.317831] [DEBUG] [FORECASTER] ABVX: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T19:20:48.555411] [DEBUG] [FORECASTER] ABVX: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T19:20:48.738822] [DEBUG] [FORECASTER] ABVX: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-25T19:20:48.910106] [DEBUG] [FORECASTER] ABVX: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T19:20:49.091128] [DEBUG] [FORECASTER] ABVX: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T19:20:49.264111] [DEBUG] [FORECASTER] ABVX: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T19:20:49.434321] [DEBUG] [FORECASTER] ABVX: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T19:20:49.607653] [DEBUG] [FORECASTER] ABVX: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T19:20:49.778505] [DEBUG] [FORECASTER] ABVX: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T19:20:49.778702] [INFO ] [CONFIGURE ] ABVX: DISCARDED add_mfi (score: 70.00%)
[2025-11-25T19:20:49.778749] [INFO ] [CONFIGURE ] JOB ETA: 179.0h | Avg: 10.6s/test | Remaining: 60893 tests
[2025-11-25T19:20:49.778785] [INFO ] [CONFIGURE ] ABVX: Testing feature 10/29: add_momentum_acceleration
[2025-11-25T19:20:49.778817] [INFO ] [CONFIGURE ] ABVX: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-11-25T19:20:50.082357] [DEBUG] [FORECASTER] ABVX: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0
[2025-11-25T19:20:50.345067] [DEBUG] [FORECASTER] ABVX: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T19:20:50.597439] [DEBUG] [FORECASTER] ABVX: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T19:20:50.851076] [DEBUG] [FORECASTER] ABVX: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-25T19:20:51.121857] [DEBUG] [FORECASTER] ABVX: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T19:20:51.384172] [DEBUG] [FORECASTER] ABVX: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T19:20:59.175082] [DEBUG] [FORECASTER] ABVX: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T19:21:01.214272] [DEBUG] [FORECASTER] ABVX: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T19:21:01.486228] [DEBUG] [FORECASTER] ABVX: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T19:21:01.786413] [DEBUG] [FORECASTER] ABVX: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T19:21:01.786587] [INFO ] [CONFIGURE ] ABVX: DISCARDED add_momentum_acceleration (score: 50.00%)
[2025-11-25T19:21:01.786630] [INFO ] [CONFIGURE ] JOB ETA: 179.0h | Avg: 10.6s/test | Remaining: 60892 tests
[2025-11-25T19:21:01.786687] [INFO ] [CONFIGURE ] ABVX: Testing feature 11/29: add_obv_daily
[2025-11-25T19:21:01.786748] [INFO ] [CONFIGURE ] ABVX: Testing with features: ['add_obv_daily']
[2025-11-25T19:21:01.976085] [DEBUG] [FORECASTER] ABVX: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T19:21:02.175669] [DEBUG] [FORECASTER] ABVX: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T19:21:02.359360] [DEBUG] [FORECASTER] ABVX: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T19:21:02.542524] [DEBUG] [FORECASTER] ABVX: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-25T19:21:02.726110] [DEBUG] [FORECASTER] ABVX: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T19:21:02.919964] [DEBUG] [FORECASTER] ABVX: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T19:21:03.106333] [DEBUG] [FORECASTER] ABVX: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T19:21:03.291093] [DEBUG] [FORECASTER] ABVX: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T19:21:03.491688] [DEBUG] [FORECASTER] ABVX: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T19:21:03.675368] [DEBUG] [FORECASTER] ABVX: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T19:21:03.675516] [INFO ] [CONFIGURE ] ABVX: DISCARDED add_obv_daily (score: 80.00%)
[2025-11-25T19:21:03.675559] [INFO ] [CONFIGURE ] JOB ETA: 178.7h | Avg: 10.6s/test | Remaining: 60891 tests
[2025-11-25T19:21:03.675593] [INFO ] [CONFIGURE ] ABVX: Testing feature 12/29: add_obv_interval
[2025-11-25T19:21:03.675624] [INFO ] [CONFIGURE ] ABVX: Testing with features: ['add_obv_interval']
[2025-11-25T19:21:03.862334] [DEBUG] [FORECASTER] ABVX: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T19:21:04.036031] [DEBUG] [FORECASTER] ABVX: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T19:21:04.223673] [DEBUG] [FORECASTER] ABVX: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T19:21:04.402036] [DEBUG] [FORECASTER] ABVX: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-25T19:21:04.576285] [DEBUG] [FORECASTER] ABVX: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T19:21:04.750387] [DEBUG] [FORECASTER] ABVX: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T19:21:04.930717] [DEBUG] [FORECASTER] ABVX: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T19:21:05.110930] [DEBUG] [FORECASTER] ABVX: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T19:21:05.297637] [DEBUG] [FORECASTER] ABVX: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T19:21:05.482927] [DEBUG] [FORECASTER] ABVX: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T19:21:05.483071] [INFO ] [CONFIGURE ] ABVX: DISCARDED add_obv_interval (score: 60.00%)
[2025-11-25T19:21:05.483116] [INFO ] [CONFIGURE ] JOB ETA: 178.4h | Avg: 10.5s/test | Remaining: 60890 tests
[2025-11-25T19:21:05.483151] [INFO ] [CONFIGURE ] ABVX: Testing feature 13/29: add_opening_strength
[2025-11-25T19:21:05.483185] [INFO ] [CONFIGURE ] ABVX: Testing with features: ['add_daily_returns', 'add_opening_strength']
[2025-11-25T19:21:05.675669] [DEBUG] [FORECASTER] ABVX: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T19:21:05.862299] [DEBUG] [FORECASTER] ABVX: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T19:21:06.054260] [DEBUG] [FORECASTER] ABVX: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T19:21:06.243854] [DEBUG] [FORECASTER] ABVX: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-25T19:21:06.441430] [DEBUG] [FORECASTER] ABVX: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T19:21:06.644561] [DEBUG] [FORECASTER] ABVX: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T19:21:06.843606] [DEBUG] [FORECASTER] ABVX: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T19:21:07.043931] [DEBUG] [FORECASTER] ABVX: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T19:21:07.242330] [DEBUG] [FORECASTER] ABVX: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T19:21:07.435754] [DEBUG] [FORECASTER] ABVX: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T19:21:07.435905] [INFO ] [CONFIGURE ] ABVX: DISCARDED add_opening_strength (score: 70.00%)
[2025-11-25T19:21:07.435949] [INFO ] [CONFIGURE ] JOB ETA: 178.1h | Avg: 10.5s/test | Remaining: 60889 tests
[2025-11-25T19:21:07.435983] [INFO ] [CONFIGURE ] ABVX: Testing feature 14/29: add_order_flow_imbalance
[2025-11-25T19:21:07.436014] [INFO ] [CONFIGURE ] ABVX: Testing with features: ['add_order_flow_imbalance']
[2025-11-25T19:21:07.638422] [DEBUG] [FORECASTER] ABVX: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T19:21:07.844988] [DEBUG] [FORECASTER] ABVX: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T19:21:08.048521] [DEBUG] [FORECASTER] ABVX: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T19:21:08.232551] [DEBUG] [FORECASTER] ABVX: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-25T19:21:08.436329] [DEBUG] [FORECASTER] ABVX: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T19:21:08.636608] [DEBUG] [FORECASTER] ABVX: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T19:21:08.827027] [DEBUG] [FORECASTER] ABVX: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T19:21:09.030909] [DEBUG] [FORECASTER] ABVX: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T19:21:09.237000] [DEBUG] [FORECASTER] ABVX: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T19:21:09.440720] [DEBUG] [FORECASTER] ABVX: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T19:21:09.440882] [INFO ] [CONFIGURE ] ABVX: DISCARDED add_order_flow_imbalance (score: 80.00%)
[2025-11-25T19:21:09.440925] [INFO ] [CONFIGURE ] JOB ETA: 177.8h | Avg: 10.5s/test | Remaining: 60888 tests
[2025-11-25T19:21:09.440960] [INFO ] [CONFIGURE ] ABVX: Testing feature 15/29: add_pbf_morning_momentum
[2025-11-25T19:21:09.440991] [INFO ] [CONFIGURE ] ABVX: Testing with features: ['add_pbf_morning_momentum']
[2025-11-25T19:21:09.605870] [DEBUG] [FORECASTER] ABVX: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0
[2025-11-25T19:21:09.765393] [DEBUG] [FORECASTER] ABVX: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T19:21:09.927464] [DEBUG] [FORECASTER] ABVX: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T19:21:10.087755] [DEBUG] [FORECASTER] ABVX: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-25T19:21:10.262205] [DEBUG] [FORECASTER] ABVX: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T19:21:10.439436] [DEBUG] [FORECASTER] ABVX: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T19:21:10.599387] [DEBUG] [FORECASTER] ABVX: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T19:21:10.775150] [DEBUG] [FORECASTER] ABVX: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T19:21:10.980503] [DEBUG] [FORECASTER] ABVX: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T19:21:11.143550] [DEBUG] [FORECASTER] ABVX: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T19:21:11.143702] [INFO ] [CONFIGURE ] ABVX: DISCARDED add_pbf_morning_momentum (score: 50.00%)
[2025-11-25T19:21:11.143748] [INFO ] [CONFIGURE ] JOB ETA: 177.4h | Avg: 10.5s/test | Remaining: 60887 tests
[2025-11-25T19:21:11.143801] [INFO ] [CONFIGURE ] ABVX: Testing feature 16/29: add_pbf_overnight_gap
[2025-11-25T19:21:11.143834] [INFO ] [CONFIGURE ] ABVX: Testing with features: ['add_pbf_overnight_gap']
[2025-11-25T19:21:11.330712] [DEBUG] [FORECASTER] ABVX: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T19:21:11.520208] [DEBUG] [FORECASTER] ABVX: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T19:21:11.708406] [DEBUG] [FORECASTER] ABVX: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T19:21:11.896184] [DEBUG] [FORECASTER] ABVX: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-25T19:21:12.075492] [DEBUG] [FORECASTER] ABVX: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T19:21:12.259834] [DEBUG] [FORECASTER] ABVX: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T19:21:12.463977] [DEBUG] [FORECASTER] ABVX: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T19:21:12.653616] [DEBUG] [FORECASTER] ABVX: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T19:21:12.841042] [DEBUG] [FORECASTER] ABVX: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T19:21:13.043078] [DEBUG] [FORECASTER] ABVX: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T19:21:13.043244] [INFO ] [CONFIGURE ] ABVX: DISCARDED add_pbf_overnight_gap (score: 80.00%)
[2025-11-25T19:21:13.043289] [INFO ] [CONFIGURE ] JOB ETA: 177.1h | Avg: 10.5s/test | Remaining: 60886 tests
[2025-11-25T19:21:13.043323] [INFO ] [CONFIGURE ] ABVX: Testing feature 17/29: add_pbf_return_2d
[2025-11-25T19:21:13.043355] [INFO ] [CONFIGURE ] ABVX: Testing with features: ['add_pbf_return_2d']
[2025-11-25T19:21:13.225976] [DEBUG] [FORECASTER] ABVX: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T19:21:13.412770] [DEBUG] [FORECASTER] ABVX: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T19:21:13.606255] [DEBUG] [FORECASTER] ABVX: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T19:21:13.826271] [DEBUG] [FORECASTER] ABVX: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-25T19:21:14.038190] [DEBUG] [FORECASTER] ABVX: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T19:21:14.231552] [DEBUG] [FORECASTER] ABVX: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T19:21:14.431272] [DEBUG] [FORECASTER] ABVX: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T19:21:14.686196] [DEBUG] [FORECASTER] ABVX: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T19:21:14.884797] [DEBUG] [FORECASTER] ABVX: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T19:21:15.082434] [DEBUG] [FORECASTER] ABVX: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T19:21:15.082580] [INFO ] [CONFIGURE ] ABVX: DISCARDED add_pbf_return_2d (score: 70.00%)
[2025-11-25T19:21:15.082625] [INFO ] [CONFIGURE ] JOB ETA: 176.8h | Avg: 10.5s/test | Remaining: 60885 tests
[2025-11-25T19:21:15.082681] [INFO ] [CONFIGURE ] ABVX: Testing feature 18/29: add_pbf_volatility_5d
[2025-11-25T19:21:15.082715] [INFO ] [CONFIGURE ] ABVX: Testing with features: ['add_pbf_volatility_5d']
[2025-11-25T19:21:15.254382] [DEBUG] [FORECASTER] ABVX: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T19:21:15.430666] [DEBUG] [FORECASTER] ABVX: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T19:21:15.651838] [DEBUG] [FORECASTER] ABVX: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T19:21:15.843272] [DEBUG] [FORECASTER] ABVX: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-25T19:21:16.021697] [DEBUG] [FORECASTER] ABVX: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T19:21:16.200130] [DEBUG] [FORECASTER] ABVX: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T19:21:16.389169] [DEBUG] [FORECASTER] ABVX: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T19:21:23.147617] [DEBUG] [FORECASTER] ABVX: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T19:21:30.386611] [DEBUG] [FORECASTER] ABVX: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T19:21:36.903495] [DEBUG] [FORECASTER] ABVX: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T19:21:36.903716] [INFO ] [CONFIGURE ] ABVX: DISCARDED add_pbf_volatility_5d (score: 70.00%)
[2025-11-25T19:21:36.903763] [INFO ] [CONFIGURE ] JOB ETA: 177.2h | Avg: 10.5s/test | Remaining: 60884 tests
[2025-11-25T19:21:36.903799] [INFO ] [CONFIGURE ] ABVX: Testing feature 19/29: add_pbf_vs_sma_5
[2025-11-25T19:21:36.903831] [INFO ] [CONFIGURE ] ABVX: Testing with features: ['add_pbf_vs_sma_5']
[2025-11-25T19:21:44.286859] [DEBUG] [FORECASTER] ABVX: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T19:21:46.287339] [DEBUG] [FORECASTER] ABVX: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T19:21:46.469773] [DEBUG] [FORECASTER] ABVX: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T19:21:46.663876] [DEBUG] [FORECASTER] ABVX: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-25T19:21:53.134947] [DEBUG] [FORECASTER] ABVX: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T19:22:02.603463] [DEBUG] [FORECASTER] ABVX: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T19:22:10.251318] [DEBUG] [FORECASTER] ABVX: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T19:22:17.022832] [DEBUG] [FORECASTER] ABVX: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T19:22:21.219916] [DEBUG] [FORECASTER] ABVX: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T19:22:27.679427] [DEBUG] [FORECASTER] ABVX: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T19:22:27.679598] [INFO ] [CONFIGURE ] ABVX: DISCARDED add_pbf_vs_sma_5 (score: 70.00%)
[2025-11-25T19:22:27.679662] [INFO ] [CONFIGURE ] JOB ETA: 178.6h | Avg: 10.6s/test | Remaining: 60883 tests
[2025-11-25T19:22:27.679701] [INFO ] [CONFIGURE ] ABVX: Testing feature 20/29: add_price_rejection
[2025-11-25T19:22:27.679734] [INFO ] [CONFIGURE ] ABVX: Testing with features: ['add_price_rejection']
[2025-11-25T19:22:28.610019] [DEBUG] [FORECASTER] ABVX: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0
[2025-11-25T19:22:28.785443] [DEBUG] [FORECASTER] ABVX: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T19:22:28.963118] [DEBUG] [FORECASTER] ABVX: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T19:22:29.165816] [DEBUG] [FORECASTER] ABVX: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-25T19:22:29.339777] [DEBUG] [FORECASTER] ABVX: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T19:22:29.512727] [DEBUG] [FORECASTER] ABVX: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T19:22:29.686305] [DEBUG] [FORECASTER] ABVX: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T19:22:29.861782] [DEBUG] [FORECASTER] ABVX: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T19:22:30.037278] [DEBUG] [FORECASTER] ABVX: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T19:22:30.215095] [DEBUG] [FORECASTER] ABVX: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T19:22:30.215252] [INFO ] [CONFIGURE ] ABVX: DISCARDED add_price_rejection (score: 60.00%)
[2025-11-25T19:22:30.215297] [INFO ] [CONFIGURE ] JOB ETA: 178.4h | Avg: 10.5s/test | Remaining: 60882 tests
[2025-11-25T19:22:30.215332] [INFO ] [CONFIGURE ] ABVX: Testing feature 21/29: add_range_position
[2025-11-25T19:22:30.215365] [INFO ] [CONFIGURE ] ABVX: Testing with features: ['add_range_position']
[2025-11-25T19:22:30.448748] [DEBUG] [FORECASTER] ABVX: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T19:22:30.637744] [DEBUG] [FORECASTER] ABVX: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T19:22:30.825924] [DEBUG] [FORECASTER] ABVX: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T19:22:31.015612] [DEBUG] [FORECASTER] ABVX: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-25T19:22:31.204332] [DEBUG] [FORECASTER] ABVX: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T19:22:31.415749] [DEBUG] [FORECASTER] ABVX: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T19:22:31.606947] [DEBUG] [FORECASTER] ABVX: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T19:22:31.800485] [DEBUG] [FORECASTER] ABVX: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T19:22:31.992120] [DEBUG] [FORECASTER] ABVX: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T19:22:32.197128] [DEBUG] [FORECASTER] ABVX: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T19:22:32.197275] [INFO ] [CONFIGURE ] ABVX: DISCARDED add_range_position (score: 60.00%)
[2025-11-25T19:22:32.197319] [INFO ] [CONFIGURE ] JOB ETA: 178.1h | Avg: 10.5s/test | Remaining: 60881 tests
[2025-11-25T19:22:32.197353] [INFO ] [CONFIGURE ] ABVX: Testing feature 22/29: add_realized_volatility
[2025-11-25T19:22:32.197384] [INFO ] [CONFIGURE ] ABVX: Testing with features: ['add_realized_volatility']
[2025-11-25T19:22:32.485693] [DEBUG] [FORECASTER] ABVX: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T19:22:32.770688] [DEBUG] [FORECASTER] ABVX: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T19:22:33.078912] [DEBUG] [FORECASTER] ABVX: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T19:22:33.342892] [DEBUG] [FORECASTER] ABVX: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-25T19:22:33.609639] [DEBUG] [FORECASTER] ABVX: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T19:22:33.880033] [DEBUG] [FORECASTER] ABVX: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T19:22:34.271777] [DEBUG] [FORECASTER] ABVX: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T19:22:34.556219] [DEBUG] [FORECASTER] ABVX: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T19:22:34.935104] [DEBUG] [FORECASTER] ABVX: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T19:22:35.307557] [DEBUG] [FORECASTER] ABVX: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T19:22:35.307778] [INFO ] [CONFIGURE ] ABVX: DISCARDED add_realized_volatility (score: 60.00%)
[2025-11-25T19:22:35.307833] [INFO ] [CONFIGURE ] JOB ETA: 177.8h | Avg: 10.5s/test | Remaining: 60880 tests
[2025-11-25T19:22:35.307871] [INFO ] [CONFIGURE ] ABVX: Testing feature 23/29: add_recent_range_context
[2025-11-25T19:22:35.307904] [INFO ] [CONFIGURE ] ABVX: Testing with features: ['add_recent_range_context']
[2025-11-25T19:22:35.502791] [DEBUG] [FORECASTER] ABVX: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T19:22:35.676299] [DEBUG] [FORECASTER] ABVX: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T19:22:35.846096] [DEBUG] [FORECASTER] ABVX: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T19:22:36.010704] [DEBUG] [FORECASTER] ABVX: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-25T19:22:36.189174] [DEBUG] [FORECASTER] ABVX: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T19:22:36.355184] [DEBUG] [FORECASTER] ABVX: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T19:22:36.523799] [DEBUG] [FORECASTER] ABVX: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T19:22:36.690753] [DEBUG] [FORECASTER] ABVX: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T19:22:36.855882] [DEBUG] [FORECASTER] ABVX: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T19:22:37.021836] [DEBUG] [FORECASTER] ABVX: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T19:22:37.021990] [INFO ] [CONFIGURE ] ABVX: DISCARDED add_recent_range_context (score: 70.00%)
[2025-11-25T19:22:37.022038] [INFO ] [CONFIGURE ] JOB ETA: 177.5h | Avg: 10.5s/test | Remaining: 60879 tests
[2025-11-25T19:22:37.022073] [INFO ] [CONFIGURE ] ABVX: Testing feature 24/29: add_rsi
[2025-11-25T19:22:37.022106] [INFO ] [CONFIGURE ] ABVX: Testing with features: ['add_ema', 'add_rsi']
[2025-11-25T19:22:37.240207] [DEBUG] [FORECASTER] ABVX: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T19:22:37.467550] [DEBUG] [FORECASTER] ABVX: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T19:22:37.678147] [DEBUG] [FORECASTER] ABVX: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T19:22:37.892381] [DEBUG] [FORECASTER] ABVX: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1
[2025-11-25T19:22:38.102369] [DEBUG] [FORECASTER] ABVX: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T19:22:38.319035] [DEBUG] [FORECASTER] ABVX: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T19:22:38.536629] [DEBUG] [FORECASTER] ABVX: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T19:22:38.758937] [DEBUG] [FORECASTER] ABVX: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T19:22:39.687048] [DEBUG] [FORECASTER] ABVX: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T19:22:44.958885] [DEBUG] [FORECASTER] ABVX: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T19:22:44.959054] [INFO ] [CONFIGURE ] ABVX: DISCARDED add_rsi (score: 60.00%)
[2025-11-25T19:22:44.959105] [INFO ] [CONFIGURE ] JOB ETA: 177.4h | Avg: 10.5s/test | Remaining: 60878 tests
[2025-11-25T19:22:44.959143] [INFO ] [CONFIGURE ] ABVX: Testing feature 25/29: add_tick_distribution
[2025-11-25T19:22:44.959181] [INFO ] [CONFIGURE ] ABVX: Testing with features: ['add_tick_distribution']
[2025-11-25T19:22:50.440131] [DEBUG] [FORECASTER] ABVX: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T19:22:58.989688] [DEBUG] [FORECASTER] ABVX: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T19:23:07.395143] [DEBUG] [FORECASTER] ABVX: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T19:23:12.908976] [DEBUG] [FORECASTER] ABVX: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-25T19:23:20.248054] [DEBUG] [FORECASTER] ABVX: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T19:23:27.012145] [DEBUG] [FORECASTER] ABVX: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T19:23:32.753268] [DEBUG] [FORECASTER] ABVX: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T19:23:37.410763] [DEBUG] [FORECASTER] ABVX: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T19:23:43.230911] [DEBUG] [FORECASTER] ABVX: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T19:23:49.612571] [DEBUG] [FORECASTER] ABVX: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T19:23:49.612750] [INFO ] [CONFIGURE ] ABVX: DISCARDED add_tick_distribution (score: 50.00%)
[2025-11-25T19:23:49.612798] [INFO ] [CONFIGURE ] JOB ETA: 179.3h | Avg: 10.6s/test | Remaining: 60877 tests
[2025-11-25T19:23:49.613447] [INFO ] [CONFIGURE ] ABVX: Testing feature 26/29: add_volume_momentum_confirmation
[2025-11-25T19:23:49.613490] [INFO ] [CONFIGURE ] ABVX: Testing with features: ['add_volume_momentum_confirmation']
[2025-11-25T19:23:56.051859] [DEBUG] [FORECASTER] ABVX: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T19:24:04.425778] [DEBUG] [FORECASTER] ABVX: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T19:24:14.414353] [DEBUG] [FORECASTER] ABVX: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T19:24:17.602583] [DEBUG] [FORECASTER] ABVX: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-25T19:24:21.984913] [DEBUG] [FORECASTER] ABVX: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T19:24:25.005026] [DEBUG] [FORECASTER] ABVX: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T19:24:30.724939] [DEBUG] [FORECASTER] ABVX: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T19:24:36.349157] [DEBUG] [FORECASTER] ABVX: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T19:24:42.298165] [DEBUG] [FORECASTER] ABVX: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T19:24:49.123510] [DEBUG] [FORECASTER] ABVX: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T19:24:49.123691] [INFO ] [CONFIGURE ] ABVX: DISCARDED add_volume_momentum_confirmation (score: 70.00%)
[2025-11-25T19:24:49.123738] [INFO ] [CONFIGURE ] JOB ETA: 181.0h | Avg: 10.7s/test | Remaining: 60876 tests
[2025-11-25T19:24:49.123773] [INFO ] [CONFIGURE ] ABVX: Testing feature 27/29: add_volume_price_divergence
[2025-11-25T19:24:49.123804] [INFO ] [CONFIGURE ] ABVX: Testing with features: ['add_volume_price_divergence']
[2025-11-25T19:24:55.620066] [DEBUG] [FORECASTER] ABVX: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T19:25:00.530560] [DEBUG] [FORECASTER] ABVX: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T19:25:09.190549] [DEBUG] [FORECASTER] ABVX: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T19:25:14.515373] [DEBUG] [FORECASTER] ABVX: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-25T19:25:21.192812] [DEBUG] [FORECASTER] ABVX: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T19:25:26.436689] [DEBUG] [FORECASTER] ABVX: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T19:25:33.544074] [DEBUG] [FORECASTER] ABVX: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T19:25:40.563912] [DEBUG] [FORECASTER] ABVX: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T19:25:44.795596] [DEBUG] [FORECASTER] ABVX: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T19:25:52.047671] [DEBUG] [FORECASTER] ABVX: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T19:25:52.047855] [INFO ] [CONFIGURE ] ABVX: DISCARDED add_volume_price_divergence (score: 60.00%)
[2025-11-25T19:25:52.047900] [INFO ] [CONFIGURE ] JOB ETA: 182.8h | Avg: 10.8s/test | Remaining: 60875 tests
[2025-11-25T19:25:52.047936] [INFO ] [CONFIGURE ] ABVX: Testing feature 28/29: add_volume_profile
[2025-11-25T19:25:52.047969] [INFO ] [CONFIGURE ] ABVX: Testing with features: ['add_volume_profile']
[2025-11-25T19:26:00.183938] [DEBUG] [FORECASTER] ABVX: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T19:26:07.157394] [DEBUG] [FORECASTER] ABVX: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T19:26:12.234327] [DEBUG] [FORECASTER] ABVX: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T19:26:17.279570] [DEBUG] [FORECASTER] ABVX: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-25T19:26:21.528218] [DEBUG] [FORECASTER] ABVX: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T19:26:30.571693] [DEBUG] [FORECASTER] ABVX: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T19:26:31.447248] [DEBUG] [FORECASTER] ABVX: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-25T19:26:31.632522] [DEBUG] [FORECASTER] ABVX: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T19:26:31.816138] [DEBUG] [FORECASTER] ABVX: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T19:26:32.005660] [DEBUG] [FORECASTER] ABVX: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T19:26:32.005838] [INFO ] [CONFIGURE ] ABVX: DISCARDED add_volume_profile (score: 60.00%)
[2025-11-25T19:26:32.005884] [INFO ] [CONFIGURE ] JOB ETA: 183.8h | Avg: 10.9s/test | Remaining: 60874 tests
[2025-11-25T19:26:32.005923] [INFO ] [CONFIGURE ] ABVX: Testing feature 29/29: add_vwap
[2025-11-25T19:26:32.005956] [INFO ] [CONFIGURE ] ABVX: Testing with features: ['add_vwap']
[2025-11-25T19:26:32.192186] [DEBUG] [FORECASTER] ABVX: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T19:26:32.410095] [DEBUG] [FORECASTER] ABVX: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T19:26:32.599439] [DEBUG] [FORECASTER] ABVX: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T19:26:32.785678] [DEBUG] [FORECASTER] ABVX: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-25T19:26:32.979011] [DEBUG] [FORECASTER] ABVX: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T19:26:33.168833] [DEBUG] [FORECASTER] ABVX: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T19:26:33.370373] [DEBUG] [FORECASTER] ABVX: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-25T19:26:33.547930] [DEBUG] [FORECASTER] ABVX: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T19:26:33.748498] [DEBUG] [FORECASTER] ABVX: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T19:26:33.928962] [DEBUG] [FORECASTER] ABVX: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T19:26:33.929102] [INFO ] [CONFIGURE ] ABVX: DISCARDED add_vwap (score: 80.00%)
[2025-11-25T19:26:33.929146] [INFO ] [CONFIGURE ] JOB ETA: 183.5h | Avg: 10.8s/test | Remaining: 60873 tests
[2025-11-25T19:26:33.929179] [INFO ] [CONFIGURE ] ABVX: ===== FEATURE SELECTION COMPLETE =====
[2025-11-25T19:26:33.929209] [INFO ] [CONFIGURE ] ABVX: Best accuracy: 80.00%
[2025-11-25T19:26:33.929238] [INFO ] [CONFIGURE ] ABVX: Best feature set (0 features): []
[2025-11-25T19:26:33.929265] [INFO ] [CONFIGURE ] ABVX: Improvement over baseline: 0.00%
[2025-11-25T19:26:33.929291] [INFO ] [CONFIGURE ] ABVX: Total time: 6.7 minutes
[2025-11-25T19:26:33.929318] [INFO ] [CONFIGURE ] ABVX: Average time per feature: 13.9 seconds
[2025-11-25T19:26:33.929345] [INFO ] [CONFIGURE ] ABVX: Average speed: 0.07 features/sec
[2025-11-25T19:26:33.929726] [INFO ] [LOCAL     ] Saved configuration for ABVX: 0 features, 80.00% accuracy -> ./output/feature-sets/ABVX.json
[2025-11-25T19:26:33.929773] [INFO ] [CONFIGURE ] ABVX: Configuration saved successfully: 0 features, 80.00% accuracy.
[2025-11-25T19:26:33.929810] [INFO ] [sig       ] [17/2116] Successfully configured ABVX | 0.00 sym/s | Total: 1.5h | ETA: 186.6h
[2025-11-25T19:26:33.929842] [INFO ] [sig       ] [18/2116] Configuring ACAD...
[2025-11-25T19:26:33.929871] [INFO ] [CONFIGURE ] ACAD: Configurate test run.
[2025-11-25T19:26:33.929901] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ACAD' from 'https://tdm.silogroup.org/data/derivative_storage/ACAD.csv'.
[2025-11-25T19:26:33.942107] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ACAD'.
[2025-11-25T19:26:33.942622] [INFO ] [CONFIGURE ] ACAD: Testing with 29 available features
[2025-11-25T19:26:33.942693] [INFO ] [CONFIGURE ] ACAD: Establishing baseline with no features...
[2025-11-25T19:26:34.100056] [DEBUG] [FORECASTER] ACAD: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T19:26:34.255408] [DEBUG] [FORECASTER] ACAD: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T19:26:34.410486] [DEBUG] [FORECASTER] ACAD: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T19:26:34.563313] [DEBUG] [FORECASTER] ACAD: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T19:26:34.716002] [DEBUG] [FORECASTER] ACAD: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T19:26:34.876714] [DEBUG] [FORECASTER] ACAD: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T19:26:35.027980] [DEBUG] [FORECASTER] ACAD: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T19:26:35.186743] [DEBUG] [FORECASTER] ACAD: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T19:26:35.351815] [DEBUG] [FORECASTER] ACAD: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T19:26:35.503993] [DEBUG] [FORECASTER] ACAD: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-25T19:26:35.504132] [INFO ] [CONFIGURE ] ACAD: Baseline score (no features): 60.00%
[2025-11-25T19:26:35.504174] [INFO ] [CONFIGURE ] ACAD: Testing feature 1/29: add_bollinger_bands
[2025-11-25T19:26:35.504231] [INFO ] [CONFIGURE ] ACAD: Testing with features: ['add_bollinger_bands']
[2025-11-25T19:26:35.685578] [DEBUG] [FORECASTER] ACAD: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T19:26:35.895745] [DEBUG] [FORECASTER] ACAD: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T19:26:36.082765] [DEBUG] [FORECASTER] ACAD: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T19:26:36.270790] [DEBUG] [FORECASTER] ACAD: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T19:26:36.458384] [DEBUG] [FORECASTER] ACAD: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-25T19:26:36.683424] [DEBUG] [FORECASTER] ACAD: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T19:26:36.872236] [DEBUG] [FORECASTER] ACAD: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T19:26:37.060594] [DEBUG] [FORECASTER] ACAD: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T19:26:37.253768] [DEBUG] [FORECASTER] ACAD: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T19:26:37.475924] [DEBUG] [FORECASTER] ACAD: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-25T19:26:37.476078] [INFO ] [CONFIGURE ] ACAD: DISCARDED add_bollinger_bands (score: 60.00%)
[2025-11-25T19:26:37.476122] [INFO ] [CONFIGURE ] JOB ETA: 183.2h | Avg: 10.8s/test | Remaining: 60872 tests
[2025-11-25T19:26:37.476156] [INFO ] [CONFIGURE ] ACAD: Testing feature 2/29: add_cumulative_delta
[2025-11-25T19:26:37.476187] [INFO ] [CONFIGURE ] ACAD: Testing with features: ['add_cumulative_delta']
[2025-11-25T19:26:37.666396] [DEBUG] [FORECASTER] ACAD: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T19:26:37.860821] [DEBUG] [FORECASTER] ACAD: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T19:26:38.062379] [DEBUG] [FORECASTER] ACAD: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T19:26:38.269492] [DEBUG] [FORECASTER] ACAD: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T19:26:38.473785] [DEBUG] [FORECASTER] ACAD: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-25T19:26:38.673602] [DEBUG] [FORECASTER] ACAD: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T19:26:38.893030] [DEBUG] [FORECASTER] ACAD: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T19:26:39.100202] [DEBUG] [FORECASTER] ACAD: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T19:26:39.307196] [DEBUG] [FORECASTER] ACAD: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-25T19:26:39.511007] [DEBUG] [FORECASTER] ACAD: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-11-25T19:26:39.511197] [INFO ] [CONFIGURE ] ACAD: DISCARDED add_cumulative_delta (score: 30.00%)
[2025-11-25T19:26:39.511242] [INFO ] [CONFIGURE ] JOB ETA: 182.8h | Avg: 10.8s/test | Remaining: 60871 tests
[2025-11-25T19:26:39.511275] [INFO ] [CONFIGURE ] ACAD: Testing feature 3/29: add_daily_returns
[2025-11-25T19:26:39.511306] [INFO ] [CONFIGURE ] ACAD: Testing with features: ['add_daily_returns']
[2025-11-25T19:26:39.679195] [DEBUG] [FORECASTER] ACAD: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T19:26:39.850118] [DEBUG] [FORECASTER] ACAD: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T19:26:40.040115] [DEBUG] [FORECASTER] ACAD: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T19:26:40.220469] [DEBUG] [FORECASTER] ACAD: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T19:26:40.413404] [DEBUG] [FORECASTER] ACAD: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T19:26:40.598919] [DEBUG] [FORECASTER] ACAD: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T19:26:40.804541] [DEBUG] [FORECASTER] ACAD: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T19:26:40.983122] [DEBUG] [FORECASTER] ACAD: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T19:26:41.169942] [DEBUG] [FORECASTER] ACAD: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-25T19:26:41.352092] [DEBUG] [FORECASTER] ACAD: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-25T19:26:41.352243] [INFO ] [CONFIGURE ] ACAD: DISCARDED add_daily_returns (score: 50.00%)
[2025-11-25T19:26:41.352287] [INFO ] [CONFIGURE ] JOB ETA: 182.5h | Avg: 10.8s/test | Remaining: 60870 tests
[2025-11-25T19:26:41.352321] [INFO ] [CONFIGURE ] ACAD: Testing feature 4/29: add_ema
[2025-11-25T19:26:41.352353] [INFO ] [CONFIGURE ] ACAD: Testing with features: ['add_ema']
[2025-11-25T19:26:41.562774] [DEBUG] [FORECASTER] ACAD: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T19:26:41.774780] [DEBUG] [FORECASTER] ACAD: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T19:26:41.976288] [DEBUG] [FORECASTER] ACAD: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T19:26:48.475423] [DEBUG] [FORECASTER] ACAD: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T19:26:54.353690] [DEBUG] [FORECASTER] ACAD: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-25T19:27:04.667007] [DEBUG] [FORECASTER] ACAD: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T19:27:11.612121] [DEBUG] [FORECASTER] ACAD: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T19:27:19.679922] [DEBUG] [FORECASTER] ACAD: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T19:27:28.599987] [DEBUG] [FORECASTER] ACAD: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T19:27:37.113352] [DEBUG] [FORECASTER] ACAD: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-25T19:27:37.115031] [INFO ] [CONFIGURE ] ACAD: DISCARDED add_ema (score: 60.00%)
[2025-11-25T19:27:37.115109] [INFO ] [CONFIGURE ] JOB ETA: 184.1h | Avg: 10.9s/test | Remaining: 60869 tests
[2025-11-25T19:27:37.115151] [INFO ] [CONFIGURE ] ACAD: Testing feature 5/29: add_exhaustion_signals
[2025-11-25T19:27:37.115186] [INFO ] [CONFIGURE ] ACAD: Testing with features: ['add_vwap', 'add_exhaustion_signals']
[2025-11-25T19:27:46.361305] [DEBUG] [FORECASTER] ACAD: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T19:27:55.034454] [DEBUG] [FORECASTER] ACAD: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T19:28:01.429899] [DEBUG] [FORECASTER] ACAD: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T19:28:05.737254] [DEBUG] [FORECASTER] ACAD: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T19:28:11.978393] [DEBUG] [FORECASTER] ACAD: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T19:28:20.347851] [DEBUG] [FORECASTER] ACAD: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T19:28:26.005432] [DEBUG] [FORECASTER] ACAD: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T19:28:34.866433] [DEBUG] [FORECASTER] ACAD: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T19:28:44.194222] [DEBUG] [FORECASTER] ACAD: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-25T19:28:51.971219] [DEBUG] [FORECASTER] ACAD: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-25T19:28:51.971375] [INFO ] [CONFIGURE ] ACAD: DISCARDED add_exhaustion_signals (score: 60.00%)
[2025-11-25T19:28:51.971421] [INFO ] [CONFIGURE ] JOB ETA: 186.2h | Avg: 11.0s/test | Remaining: 60868 tests
[2025-11-25T19:28:51.971457] [INFO ] [CONFIGURE ] ACAD: Testing feature 6/29: add_failed_moves
[2025-11-25T19:28:51.971489] [INFO ] [CONFIGURE ] ACAD: Testing with features: ['add_failed_moves']
[2025-11-25T19:28:56.851221] [DEBUG] [FORECASTER] ACAD: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T19:29:05.143631] [DEBUG] [FORECASTER] ACAD: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T19:29:10.059723] [DEBUG] [FORECASTER] ACAD: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T19:29:13.492079] [DEBUG] [FORECASTER] ACAD: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T19:29:20.024919] [DEBUG] [FORECASTER] ACAD: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T19:29:25.304030] [DEBUG] [FORECASTER] ACAD: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T19:29:31.760066] [DEBUG] [FORECASTER] ACAD: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T19:29:38.798023] [DEBUG] [FORECASTER] ACAD: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T19:29:47.258417] [DEBUG] [FORECASTER] ACAD: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T19:29:54.580736] [DEBUG] [FORECASTER] ACAD: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-25T19:29:54.580884] [INFO ] [CONFIGURE ] ACAD: DISCARDED add_failed_moves (score: 60.00%)
[2025-11-25T19:29:54.580929] [INFO ] [CONFIGURE ] JOB ETA: 188.0h | Avg: 11.1s/test | Remaining: 60867 tests
[2025-11-25T19:29:54.580965] [INFO ] [CONFIGURE ] ACAD: Testing feature 7/29: add_lag_shelf
[2025-11-25T19:29:54.580996] [INFO ] [CONFIGURE ] ACAD: Testing with features: ['add_lag_shelf']
[2025-11-25T19:30:01.539264] [DEBUG] [FORECASTER] ACAD: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T19:30:05.560741] [DEBUG] [FORECASTER] ACAD: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T19:30:09.598007] [DEBUG] [FORECASTER] ACAD: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T19:30:19.604422] [DEBUG] [FORECASTER] ACAD: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T19:30:25.885818] [DEBUG] [FORECASTER] ACAD: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T19:30:31.288996] [DEBUG] [FORECASTER] ACAD: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T19:30:39.009610] [DEBUG] [FORECASTER] ACAD: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T19:30:46.911015] [DEBUG] [FORECASTER] ACAD: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T19:30:50.265237] [DEBUG] [FORECASTER] ACAD: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T19:30:53.242482] [DEBUG] [FORECASTER] ACAD: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-25T19:30:53.242675] [INFO ] [CONFIGURE ] ACAD: DISCARDED add_lag_shelf (score: 60.00%)
[2025-11-25T19:30:53.242721] [INFO ] [CONFIGURE ] JOB ETA: 189.6h | Avg: 11.2s/test | Remaining: 60866 tests
[2025-11-25T19:30:53.242756] [INFO ] [CONFIGURE ] ACAD: Testing feature 8/29: add_macd
[2025-11-25T19:30:53.242789] [INFO ] [CONFIGURE ] ACAD: Testing with features: ['add_vwap', 'add_macd']
[2025-11-25T19:30:59.961475] [DEBUG] [FORECASTER] ACAD: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T19:31:08.981596] [DEBUG] [FORECASTER] ACAD: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T19:31:18.900584] [DEBUG] [FORECASTER] ACAD: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T19:31:25.232868] [DEBUG] [FORECASTER] ACAD: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T19:31:27.482565] [DEBUG] [FORECASTER] ACAD: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-25T19:31:31.217210] [DEBUG] [FORECASTER] ACAD: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T19:31:38.791355] [DEBUG] [FORECASTER] ACAD: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T19:31:45.627156] [DEBUG] [FORECASTER] ACAD: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T19:31:57.098576] [DEBUG] [FORECASTER] ACAD: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T19:32:07.081489] [DEBUG] [FORECASTER] ACAD: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-25T19:32:07.081687] [INFO ] [CONFIGURE ] ACAD: KEPT add_macd (score: 70.00%)
[2025-11-25T19:32:07.081787] [INFO ] [CONFIGURE ] JOB ETA: 191.7h | Avg: 11.3s/test | Remaining: 60865 tests
[2025-11-25T19:32:07.081827] [INFO ] [CONFIGURE ] ACAD: Testing feature 9/29: add_mfi
[2025-11-25T19:32:07.081861] [INFO ] [CONFIGURE ] ACAD: Testing with features: ['add_vwap', 'add_macd', 'add_mfi']
[2025-11-25T19:32:14.959670] [DEBUG] [FORECASTER] ACAD: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T19:32:25.596431] [DEBUG] [FORECASTER] ACAD: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T19:32:33.424226] [DEBUG] [FORECASTER] ACAD: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T19:32:42.004050] [DEBUG] [FORECASTER] ACAD: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T19:32:48.352508] [DEBUG] [FORECASTER] ACAD: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-25T19:32:58.213918] [DEBUG] [FORECASTER] ACAD: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T19:33:08.936797] [DEBUG] [FORECASTER] ACAD: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T19:33:18.139708] [DEBUG] [FORECASTER] ACAD: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T19:33:26.972494] [DEBUG] [FORECASTER] ACAD: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T19:33:33.312460] [DEBUG] [FORECASTER] ACAD: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-25T19:33:33.312676] [INFO ] [CONFIGURE ] ACAD: DISCARDED add_mfi (score: 60.00%)
[2025-11-25T19:33:33.312725] [INFO ] [CONFIGURE ] JOB ETA: 194.3h | Avg: 11.5s/test | Remaining: 60864 tests
[2025-11-25T19:33:33.312763] [INFO ] [CONFIGURE ] ACAD: Testing feature 10/29: add_momentum_acceleration
[2025-11-25T19:33:33.312797] [INFO ] [CONFIGURE ] ACAD: Testing with features: ['add_vwap', 'add_macd', 'add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-11-25T19:33:45.034140] [DEBUG] [FORECASTER] ACAD: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T19:33:51.748292] [DEBUG] [FORECASTER] ACAD: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T19:33:58.350086] [DEBUG] [FORECASTER] ACAD: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T19:34:11.180894] [DEBUG] [FORECASTER] ACAD: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T19:34:14.495881] [DEBUG] [FORECASTER] ACAD: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-25T19:34:22.480917] [DEBUG] [FORECASTER] ACAD: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T19:34:32.832245] [DEBUG] [FORECASTER] ACAD: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T19:34:43.196853] [DEBUG] [FORECASTER] ACAD: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T19:34:50.218595] [DEBUG] [FORECASTER] ACAD: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-25T19:34:56.441340] [DEBUG] [FORECASTER] ACAD: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-11-25T19:34:56.441547] [INFO ] [CONFIGURE ] ACAD: DISCARDED add_momentum_acceleration (score: 50.00%)
[2025-11-25T19:34:56.441599] [INFO ] [CONFIGURE ] JOB ETA: 196.7h | Avg: 11.6s/test | Remaining: 60863 tests
[2025-11-25T19:34:56.441664] [INFO ] [CONFIGURE ] ACAD: Testing feature 11/29: add_obv_daily
[2025-11-25T19:34:56.441704] [INFO ] [CONFIGURE ] ACAD: Testing with features: ['add_vwap', 'add_macd', 'add_obv_daily']
[2025-11-25T19:35:05.833996] [DEBUG] [FORECASTER] ACAD: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T19:35:15.788196] [DEBUG] [FORECASTER] ACAD: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T19:35:25.144151] [DEBUG] [FORECASTER] ACAD: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T19:35:33.310793] [DEBUG] [FORECASTER] ACAD: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T19:35:41.713382] [DEBUG] [FORECASTER] ACAD: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-25T19:35:43.879864] [DEBUG] [FORECASTER] ACAD: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T19:35:53.805918] [DEBUG] [FORECASTER] ACAD: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T19:35:59.969341] [DEBUG] [FORECASTER] ACAD: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T19:36:12.018726] [DEBUG] [FORECASTER] ACAD: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-25T19:36:21.639835] [DEBUG] [FORECASTER] ACAD: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-11-25T19:36:21.640038] [INFO ] [CONFIGURE ] ACAD: DISCARDED add_obv_daily (score: 40.00%)
[2025-11-25T19:36:21.640086] [INFO ] [CONFIGURE ] JOB ETA: 199.1h | Avg: 11.8s/test | Remaining: 60862 tests
[2025-11-25T19:36:21.640123] [INFO ] [CONFIGURE ] ACAD: Testing feature 12/29: add_obv_interval
[2025-11-25T19:36:21.640156] [INFO ] [CONFIGURE ] ACAD: Testing with features: ['add_vwap', 'add_macd', 'add_obv_interval']
[2025-11-25T19:36:29.154561] [DEBUG] [FORECASTER] ACAD: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T19:36:36.220127] [DEBUG] [FORECASTER] ACAD: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T19:36:46.521354] [DEBUG] [FORECASTER] ACAD: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T19:36:54.341191] [DEBUG] [FORECASTER] ACAD: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T19:37:00.981588] [DEBUG] [FORECASTER] ACAD: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-25T19:37:05.384075] [DEBUG] [FORECASTER] ACAD: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T19:37:05.636247] [DEBUG] [FORECASTER] ACAD: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T19:37:05.890927] [DEBUG] [FORECASTER] ACAD: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T19:37:15.810969] [DEBUG] [FORECASTER] ACAD: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T19:37:21.079880] [DEBUG] [FORECASTER] ACAD: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-11-25T19:37:21.080100] [INFO ] [CONFIGURE ] ACAD: DISCARDED add_obv_interval (score: 50.00%)
[2025-11-25T19:37:21.080147] [INFO ] [CONFIGURE ] JOB ETA: 200.7h | Avg: 11.9s/test | Remaining: 60861 tests
[2025-11-25T19:37:21.080185] [INFO ] [CONFIGURE ] ACAD: Testing feature 13/29: add_opening_strength
[2025-11-25T19:37:21.080220] [INFO ] [CONFIGURE ] ACAD: Testing with features: ['add_vwap', 'add_macd', 'add_daily_returns', 'add_opening_strength']
[2025-11-25T19:37:29.662712] [DEBUG] [FORECASTER] ACAD: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T19:37:36.315613] [DEBUG] [FORECASTER] ACAD: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T19:37:46.480795] [DEBUG] [FORECASTER] ACAD: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T19:37:50.908606] [DEBUG] [FORECASTER] ACAD: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T19:37:53.541069] [DEBUG] [FORECASTER] ACAD: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-25T19:38:01.918929] [DEBUG] [FORECASTER] ACAD: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T19:38:12.519673] [DEBUG] [FORECASTER] ACAD: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T19:38:22.163401] [DEBUG] [FORECASTER] ACAD: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T19:38:29.403625] [DEBUG] [FORECASTER] ACAD: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-25T19:38:32.950526] [DEBUG] [FORECASTER] ACAD: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-11-25T19:38:32.950722] [INFO ] [CONFIGURE ] ACAD: DISCARDED add_opening_strength (score: 30.00%)
[2025-11-25T19:38:32.950770] [INFO ] [CONFIGURE ] JOB ETA: 202.8h | Avg: 12.0s/test | Remaining: 60860 tests
[2025-11-25T19:38:32.950805] [INFO ] [CONFIGURE ] ACAD: Testing feature 14/29: add_order_flow_imbalance
[2025-11-25T19:38:32.950882] [INFO ] [CONFIGURE ] ACAD: Testing with features: ['add_vwap', 'add_macd', 'add_order_flow_imbalance']
[2025-11-25T19:38:33.220517] [DEBUG] [FORECASTER] ACAD: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T19:38:33.491664] [DEBUG] [FORECASTER] ACAD: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T19:38:42.495622] [DEBUG] [FORECASTER] ACAD: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T19:38:48.572227] [DEBUG] [FORECASTER] ACAD: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T19:38:51.899435] [DEBUG] [FORECASTER] ACAD: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-25T19:38:52.179729] [DEBUG] [FORECASTER] ACAD: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T19:38:52.456129] [DEBUG] [FORECASTER] ACAD: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T19:38:52.747595] [DEBUG] [FORECASTER] ACAD: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T19:39:00.903522] [DEBUG] [FORECASTER] ACAD: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-25T19:39:09.071001] [DEBUG] [FORECASTER] ACAD: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-11-25T19:39:09.071224] [INFO ] [CONFIGURE ] ACAD: DISCARDED add_order_flow_imbalance (score: 30.00%)
[2025-11-25T19:39:09.071270] [INFO ] [CONFIGURE ] JOB ETA: 203.6h | Avg: 12.0s/test | Remaining: 60859 tests
[2025-11-25T19:39:09.071307] [INFO ] [CONFIGURE ] ACAD: Testing feature 15/29: add_pbf_morning_momentum
[2025-11-25T19:39:09.071341] [INFO ] [CONFIGURE ] ACAD: Testing with features: ['add_vwap', 'add_macd', 'add_pbf_morning_momentum']
[2025-11-25T19:39:17.708668] [DEBUG] [FORECASTER] ACAD: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T19:39:24.217990] [DEBUG] [FORECASTER] ACAD: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T19:39:35.737055] [DEBUG] [FORECASTER] ACAD: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T19:39:47.678481] [DEBUG] [FORECASTER] ACAD: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T19:39:55.072242] [DEBUG] [FORECASTER] ACAD: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-25T19:40:03.105105] [DEBUG] [FORECASTER] ACAD: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T19:40:10.709770] [DEBUG] [FORECASTER] ACAD: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T19:40:20.047685] [DEBUG] [FORECASTER] ACAD: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T19:40:28.965667] [DEBUG] [FORECASTER] ACAD: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T19:40:40.401103] [DEBUG] [FORECASTER] ACAD: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-11-25T19:40:40.401279] [INFO ] [CONFIGURE ] ACAD: DISCARDED add_pbf_morning_momentum (score: 50.00%)
[2025-11-25T19:40:40.401327] [INFO ] [CONFIGURE ] JOB ETA: 206.2h | Avg: 12.2s/test | Remaining: 60858 tests
[2025-11-25T19:40:40.401364] [INFO ] [CONFIGURE ] ACAD: Testing feature 16/29: add_pbf_overnight_gap
[2025-11-25T19:40:40.401399] [INFO ] [CONFIGURE ] ACAD: Testing with features: ['add_vwap', 'add_macd', 'add_pbf_overnight_gap']
[2025-11-25T19:40:46.899951] [DEBUG] [FORECASTER] ACAD: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T19:40:53.464719] [DEBUG] [FORECASTER] ACAD: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T19:40:58.197727] [DEBUG] [FORECASTER] ACAD: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T19:41:07.440624] [DEBUG] [FORECASTER] ACAD: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T19:41:15.686427] [DEBUG] [FORECASTER] ACAD: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-25T19:41:25.143210] [DEBUG] [FORECASTER] ACAD: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T19:41:26.468942] [DEBUG] [FORECASTER] ACAD: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T19:41:32.643588] [DEBUG] [FORECASTER] ACAD: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T19:41:40.043325] [DEBUG] [FORECASTER] ACAD: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-25T19:41:45.240094] [DEBUG] [FORECASTER] ACAD: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-25T19:41:45.240254] [INFO ] [CONFIGURE ] ACAD: DISCARDED add_pbf_overnight_gap (score: 50.00%)
[2025-11-25T19:41:45.240303] [INFO ] [CONFIGURE ] JOB ETA: 208.0h | Avg: 12.3s/test | Remaining: 60857 tests
[2025-11-25T19:41:45.240338] [INFO ] [CONFIGURE ] ACAD: Testing feature 17/29: add_pbf_return_2d
[2025-11-25T19:41:45.240370] [INFO ] [CONFIGURE ] ACAD: Testing with features: ['add_vwap', 'add_macd', 'add_pbf_return_2d']
[2025-11-25T19:41:55.410601] [DEBUG] [FORECASTER] ACAD: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T19:42:06.121057] [DEBUG] [FORECASTER] ACAD: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T19:42:15.710031] [DEBUG] [FORECASTER] ACAD: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T19:42:21.932706] [DEBUG] [FORECASTER] ACAD: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T19:42:29.729101] [DEBUG] [FORECASTER] ACAD: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-25T19:42:37.436913] [DEBUG] [FORECASTER] ACAD: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T19:42:47.027312] [DEBUG] [FORECASTER] ACAD: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T19:42:51.218767] [DEBUG] [FORECASTER] ACAD: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T19:43:04.677345] [DEBUG] [FORECASTER] ACAD: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-25T19:43:15.469436] [DEBUG] [FORECASTER] ACAD: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-25T19:43:15.469634] [INFO ] [CONFIGURE ] ACAD: DISCARDED add_pbf_return_2d (score: 40.00%)
[2025-11-25T19:43:15.469702] [INFO ] [CONFIGURE ] JOB ETA: 210.5h | Avg: 12.5s/test | Remaining: 60856 tests
[2025-11-25T19:43:15.469738] [INFO ] [CONFIGURE ] ACAD: Testing feature 18/29: add_pbf_volatility_5d
[2025-11-25T19:43:15.469771] [INFO ] [CONFIGURE ] ACAD: Testing with features: ['add_vwap', 'add_macd', 'add_pbf_volatility_5d']
[2025-11-25T19:43:24.623105] [DEBUG] [FORECASTER] ACAD: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T19:43:33.549825] [DEBUG] [FORECASTER] ACAD: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T19:43:40.860561] [DEBUG] [FORECASTER] ACAD: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T19:43:49.225496] [DEBUG] [FORECASTER] ACAD: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T19:43:50.353782] [DEBUG] [FORECASTER] ACAD: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-25T19:44:01.575406] [DEBUG] [FORECASTER] ACAD: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T19:44:14.281068] [DEBUG] [FORECASTER] ACAD: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T19:44:21.057764] [DEBUG] [FORECASTER] ACAD: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T19:44:29.360016] [DEBUG] [FORECASTER] ACAD: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T19:44:40.081625] [DEBUG] [FORECASTER] ACAD: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-25T19:44:40.081856] [INFO ] [CONFIGURE ] ACAD: DISCARDED add_pbf_volatility_5d (score: 50.00%)
[2025-11-25T19:44:40.081903] [INFO ] [CONFIGURE ] JOB ETA: 212.9h | Avg: 12.6s/test | Remaining: 60855 tests
[2025-11-25T19:44:40.081940] [INFO ] [CONFIGURE ] ACAD: Testing feature 19/29: add_pbf_vs_sma_5
[2025-11-25T19:44:40.081972] [INFO ] [CONFIGURE ] ACAD: Testing with features: ['add_vwap', 'add_macd', 'add_pbf_vs_sma_5']
[2025-11-25T19:44:51.032927] [DEBUG] [FORECASTER] ACAD: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T19:44:56.433913] [DEBUG] [FORECASTER] ACAD: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T19:45:03.793538] [DEBUG] [FORECASTER] ACAD: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T19:45:10.150658] [DEBUG] [FORECASTER] ACAD: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T19:45:21.619721] [DEBUG] [FORECASTER] ACAD: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-25T19:45:28.551025] [DEBUG] [FORECASTER] ACAD: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T19:45:35.141567] [DEBUG] [FORECASTER] ACAD: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T19:45:39.853445] [DEBUG] [FORECASTER] ACAD: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T19:45:41.264716] [DEBUG] [FORECASTER] ACAD: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-25T19:45:41.517323] [DEBUG] [FORECASTER] ACAD: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-25T19:45:41.517489] [INFO ] [CONFIGURE ] ACAD: DISCARDED add_pbf_vs_sma_5 (score: 60.00%)
[2025-11-25T19:45:41.517533] [INFO ] [CONFIGURE ] JOB ETA: 214.6h | Avg: 12.7s/test | Remaining: 60854 tests
[2025-11-25T19:45:41.517568] [INFO ] [CONFIGURE ] ACAD: Testing feature 20/29: add_price_rejection
[2025-11-25T19:45:41.517601] [INFO ] [CONFIGURE ] ACAD: Testing with features: ['add_vwap', 'add_macd', 'add_price_rejection']
[2025-11-25T19:45:41.778415] [DEBUG] [FORECASTER] ACAD: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T19:45:42.045542] [DEBUG] [FORECASTER] ACAD: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T19:45:42.315054] [DEBUG] [FORECASTER] ACAD: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T19:45:42.578853] [DEBUG] [FORECASTER] ACAD: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T19:45:47.004493] [DEBUG] [FORECASTER] ACAD: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-25T19:45:56.868082] [DEBUG] [FORECASTER] ACAD: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T19:46:07.398681] [DEBUG] [FORECASTER] ACAD: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T19:46:18.606434] [DEBUG] [FORECASTER] ACAD: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T19:46:29.053816] [DEBUG] [FORECASTER] ACAD: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T19:46:39.092917] [DEBUG] [FORECASTER] ACAD: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-11-25T19:46:39.093099] [INFO ] [CONFIGURE ] ACAD: DISCARDED add_price_rejection (score: 40.00%)
[2025-11-25T19:46:39.093145] [INFO ] [CONFIGURE ] JOB ETA: 216.0h | Avg: 12.8s/test | Remaining: 60853 tests
[2025-11-25T19:46:39.093184] [INFO ] [CONFIGURE ] ACAD: Testing feature 21/29: add_range_position
[2025-11-25T19:46:39.093227] [INFO ] [CONFIGURE ] ACAD: Testing with features: ['add_vwap', 'add_macd', 'add_range_position']
[2025-11-25T19:46:49.939851] [DEBUG] [FORECASTER] ACAD: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T19:46:59.328819] [DEBUG] [FORECASTER] ACAD: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T19:47:08.915583] [DEBUG] [FORECASTER] ACAD: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T19:47:10.152569] [DEBUG] [FORECASTER] ACAD: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T19:47:19.409553] [DEBUG] [FORECASTER] ACAD: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-25T19:47:27.003799] [DEBUG] [FORECASTER] ACAD: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T19:47:33.176198] [DEBUG] [FORECASTER] ACAD: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T19:47:40.836632] [DEBUG] [FORECASTER] ACAD: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T19:47:47.616851] [DEBUG] [FORECASTER] ACAD: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-25T19:47:55.682186] [DEBUG] [FORECASTER] ACAD: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-11-25T19:47:55.682346] [INFO ] [CONFIGURE ] ACAD: DISCARDED add_range_position (score: 20.00%)
[2025-11-25T19:47:55.682393] [INFO ] [CONFIGURE ] JOB ETA: 218.1h | Avg: 12.9s/test | Remaining: 60852 tests
[2025-11-25T19:47:55.682428] [INFO ] [CONFIGURE ] ACAD: Testing feature 22/29: add_realized_volatility
[2025-11-25T19:47:55.682463] [INFO ] [CONFIGURE ] ACAD: Testing with features: ['add_vwap', 'add_macd', 'add_realized_volatility']
[2025-11-25T19:48:05.182368] [DEBUG] [FORECASTER] ACAD: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T19:48:15.041596] [DEBUG] [FORECASTER] ACAD: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T19:48:25.790606] [DEBUG] [FORECASTER] ACAD: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T19:48:36.240964] [DEBUG] [FORECASTER] ACAD: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T19:48:44.968116] [DEBUG] [FORECASTER] ACAD: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T19:48:53.075500] [DEBUG] [FORECASTER] ACAD: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T19:49:03.132716] [DEBUG] [FORECASTER] ACAD: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T19:49:12.237019] [DEBUG] [FORECASTER] ACAD: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T19:49:22.068848] [DEBUG] [FORECASTER] ACAD: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T19:49:31.955781] [DEBUG] [FORECASTER] ACAD: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-25T19:49:31.955970] [INFO ] [CONFIGURE ] ACAD: KEPT add_realized_volatility (score: 100.00%)
[2025-11-25T19:49:31.956016] [INFO ] [CONFIGURE ] JOB ETA: 220.9h | Avg: 13.1s/test | Remaining: 60851 tests
[2025-11-25T19:49:31.956051] [INFO ] [CONFIGURE ] ACAD: Testing feature 23/29: add_recent_range_context
[2025-11-25T19:49:31.956084] [INFO ] [CONFIGURE ] ACAD: Testing with features: ['add_vwap', 'add_macd', 'add_realized_volatility', 'add_recent_range_context']
[2025-11-25T19:49:37.422678] [DEBUG] [FORECASTER] ACAD: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T19:49:47.935293] [DEBUG] [FORECASTER] ACAD: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T19:49:58.561015] [DEBUG] [FORECASTER] ACAD: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T19:50:09.368832] [DEBUG] [FORECASTER] ACAD: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T19:50:19.971759] [DEBUG] [FORECASTER] ACAD: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-25T19:50:28.696253] [DEBUG] [FORECASTER] ACAD: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T19:50:37.375361] [DEBUG] [FORECASTER] ACAD: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T19:50:48.030109] [DEBUG] [FORECASTER] ACAD: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T19:50:55.923827] [DEBUG] [FORECASTER] ACAD: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-25T19:51:03.012177] [DEBUG] [FORECASTER] ACAD: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-11-25T19:51:03.012365] [INFO ] [CONFIGURE ] ACAD: DISCARDED add_recent_range_context (score: 40.00%)
[2025-11-25T19:51:03.012414] [INFO ] [CONFIGURE ] JOB ETA: 223.4h | Avg: 13.2s/test | Remaining: 60850 tests
[2025-11-25T19:51:03.012452] [INFO ] [CONFIGURE ] ACAD: Testing feature 24/29: add_rsi
[2025-11-25T19:51:03.012487] [INFO ] [CONFIGURE ] ACAD: Testing with features: ['add_vwap', 'add_macd', 'add_realized_volatility', 'add_ema', 'add_rsi']
[2025-11-25T19:51:13.939886] [DEBUG] [FORECASTER] ACAD: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T19:51:18.018684] [DEBUG] [FORECASTER] ACAD: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T19:51:26.290482] [DEBUG] [FORECASTER] ACAD: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T19:51:36.752450] [DEBUG] [FORECASTER] ACAD: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T19:51:48.542010] [DEBUG] [FORECASTER] ACAD: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-25T19:52:01.273387] [DEBUG] [FORECASTER] ACAD: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T19:52:09.603434] [DEBUG] [FORECASTER] ACAD: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T19:52:19.479063] [DEBUG] [FORECASTER] ACAD: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T19:52:29.780254] [DEBUG] [FORECASTER] ACAD: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-25T19:52:39.892153] [DEBUG] [FORECASTER] ACAD: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-25T19:52:39.892359] [INFO ] [CONFIGURE ] ACAD: DISCARDED add_rsi (score: 60.00%)
[2025-11-25T19:52:39.892414] [INFO ] [CONFIGURE ] JOB ETA: 226.2h | Avg: 13.4s/test | Remaining: 60849 tests
[2025-11-25T19:52:39.892452] [INFO ] [CONFIGURE ] ACAD: Testing feature 25/29: add_tick_distribution
[2025-11-25T19:52:39.892486] [INFO ] [CONFIGURE ] ACAD: Testing with features: ['add_vwap', 'add_macd', 'add_realized_volatility', 'add_tick_distribution']
[2025-11-25T19:52:49.816093] [DEBUG] [FORECASTER] ACAD: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T19:52:59.031769] [DEBUG] [FORECASTER] ACAD: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T19:53:10.897626] [DEBUG] [FORECASTER] ACAD: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T19:53:17.696520] [DEBUG] [FORECASTER] ACAD: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T19:53:25.510263] [DEBUG] [FORECASTER] ACAD: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-25T19:53:38.396879] [DEBUG] [FORECASTER] ACAD: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T19:53:49.155019] [DEBUG] [FORECASTER] ACAD: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T19:53:59.466287] [DEBUG] [FORECASTER] ACAD: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T19:54:07.652084] [DEBUG] [FORECASTER] ACAD: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T19:54:18.028267] [DEBUG] [FORECASTER] ACAD: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-25T19:54:18.028473] [INFO ] [CONFIGURE ] ACAD: DISCARDED add_tick_distribution (score: 60.00%)
[2025-11-25T19:54:18.028519] [INFO ] [CONFIGURE ] JOB ETA: 229.0h | Avg: 13.5s/test | Remaining: 60848 tests
[2025-11-25T19:54:18.028557] [INFO ] [CONFIGURE ] ACAD: Testing feature 26/29: add_volume_momentum_confirmation
[2025-11-25T19:54:18.028591] [INFO ] [CONFIGURE ] ACAD: Testing with features: ['add_vwap', 'add_macd', 'add_realized_volatility', 'add_volume_momentum_confirmation']
[2025-11-25T19:54:29.912411] [DEBUG] [FORECASTER] ACAD: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T19:54:39.808921] [DEBUG] [FORECASTER] ACAD: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T19:54:48.503883] [DEBUG] [FORECASTER] ACAD: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T19:55:01.778614] [DEBUG] [FORECASTER] ACAD: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T19:55:10.560060] [DEBUG] [FORECASTER] ACAD: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-25T19:55:17.938013] [DEBUG] [FORECASTER] ACAD: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T19:55:27.055143] [DEBUG] [FORECASTER] ACAD: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T19:55:29.489573] [DEBUG] [FORECASTER] ACAD: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T19:55:36.398019] [DEBUG] [FORECASTER] ACAD: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T19:55:44.515804] [DEBUG] [FORECASTER] ACAD: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-25T19:55:44.515999] [INFO ] [CONFIGURE ] ACAD: DISCARDED add_volume_momentum_confirmation (score: 80.00%)
[2025-11-25T19:55:44.516043] [INFO ] [CONFIGURE ] JOB ETA: 231.3h | Avg: 13.7s/test | Remaining: 60847 tests
[2025-11-25T19:55:44.516079] [INFO ] [CONFIGURE ] ACAD: Testing feature 27/29: add_volume_price_divergence
[2025-11-25T19:55:44.516111] [INFO ] [CONFIGURE ] ACAD: Testing with features: ['add_vwap', 'add_macd', 'add_realized_volatility', 'add_volume_price_divergence']
[2025-11-25T19:55:56.032768] [DEBUG] [FORECASTER] ACAD: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T19:56:08.398733] [DEBUG] [FORECASTER] ACAD: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T19:56:19.971470] [DEBUG] [FORECASTER] ACAD: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T19:56:28.704623] [DEBUG] [FORECASTER] ACAD: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T19:56:36.191906] [DEBUG] [FORECASTER] ACAD: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T19:56:45.030853] [DEBUG] [FORECASTER] ACAD: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T19:56:46.375137] [DEBUG] [FORECASTER] ACAD: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T19:56:51.572213] [DEBUG] [FORECASTER] ACAD: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T19:57:03.899453] [DEBUG] [FORECASTER] ACAD: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T19:57:12.603867] [DEBUG] [FORECASTER] ACAD: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-11-25T19:57:12.604018] [INFO ] [CONFIGURE ] ACAD: DISCARDED add_volume_price_divergence (score: 80.00%)
[2025-11-25T19:57:12.604068] [INFO ] [CONFIGURE ] JOB ETA: 233.8h | Avg: 13.8s/test | Remaining: 60846 tests
[2025-11-25T19:57:12.604105] [INFO ] [CONFIGURE ] ACAD: Testing feature 28/29: add_volume_profile
[2025-11-25T19:57:12.604139] [INFO ] [CONFIGURE ] ACAD: Testing with features: ['add_vwap', 'add_macd', 'add_realized_volatility', 'add_volume_profile']
[2025-11-25T19:57:24.769406] [DEBUG] [FORECASTER] ACAD: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T19:57:35.648079] [DEBUG] [FORECASTER] ACAD: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T19:57:43.758339] [DEBUG] [FORECASTER] ACAD: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T19:57:55.389304] [DEBUG] [FORECASTER] ACAD: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T19:58:06.168026] [DEBUG] [FORECASTER] ACAD: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T19:58:14.578931] [DEBUG] [FORECASTER] ACAD: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T19:58:22.753397] [DEBUG] [FORECASTER] ACAD: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T19:58:33.435399] [DEBUG] [FORECASTER] ACAD: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T19:58:44.234938] [DEBUG] [FORECASTER] ACAD: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-25T19:58:54.706930] [DEBUG] [FORECASTER] ACAD: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-11-25T19:58:54.707147] [INFO ] [CONFIGURE ] ACAD: DISCARDED add_volume_profile (score: 70.00%)
[2025-11-25T19:58:54.707194] [INFO ] [CONFIGURE ] JOB ETA: 236.6h | Avg: 14.0s/test | Remaining: 60845 tests
[2025-11-25T19:58:54.707233] [INFO ] [CONFIGURE ] ACAD: ===== FEATURE SELECTION COMPLETE =====
[2025-11-25T19:58:54.707265] [INFO ] [CONFIGURE ] ACAD: Best accuracy: 100.00%
[2025-11-25T19:58:54.707327] [INFO ] [CONFIGURE ] ACAD: Best feature set (3 features): ['add_vwap', 'add_macd', 'add_realized_volatility']
[2025-11-25T19:58:54.707361] [INFO ] [CONFIGURE ] ACAD: Improvement over baseline: 40.00%
[2025-11-25T19:58:54.707391] [INFO ] [CONFIGURE ] ACAD: Total time: 32.3 minutes
[2025-11-25T19:58:54.707449] [INFO ] [CONFIGURE ] ACAD: Average time per feature: 69.3 seconds
[2025-11-25T19:58:54.707481] [INFO ] [CONFIGURE ] ACAD: Average speed: 0.01 features/sec
[2025-11-25T19:58:54.707786] [INFO ] [LOCAL     ] Saved configuration for ACAD: 3 features, 100.00% accuracy -> ./output/feature-sets/ACAD.json
[2025-11-25T19:58:54.707828] [INFO ] [CONFIGURE ] ACAD: Configuration saved successfully: 3 features, 100.00% accuracy.
[2025-11-25T19:58:54.707864] [INFO ] [sig       ] [18/2116] Successfully configured ACAD | 0.00 sym/s | Total: 2.1h | ETA: 239.0h
[2025-11-25T19:58:54.707896] [INFO ] [sig       ] [19/2116] Configuring ACB...
[2025-11-25T19:58:54.707926] [INFO ] [CONFIGURE ] ACB: Configurate test run.
[2025-11-25T19:58:54.707956] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ACB' from 'https://tdm.silogroup.org/data/derivative_storage/ACB.csv'.
[2025-11-25T19:58:54.719434] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ACB'.
[2025-11-25T19:58:54.719809] [INFO ] [CONFIGURE ] ACB: Testing with 29 available features
[2025-11-25T19:58:54.719858] [INFO ] [CONFIGURE ] ACB: Establishing baseline with no features...
[2025-11-25T19:59:01.541229] [DEBUG] [FORECASTER] ACB: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T19:59:09.585804] [DEBUG] [FORECASTER] ACB: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0
[2025-11-25T19:59:17.090266] [DEBUG] [FORECASTER] ACB: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T19:59:24.535822] [DEBUG] [FORECASTER] ACB: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T19:59:29.781734] [DEBUG] [FORECASTER] ACB: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-25T19:59:34.186679] [DEBUG] [FORECASTER] ACB: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T19:59:42.648815] [DEBUG] [FORECASTER] ACB: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T19:59:48.529293] [DEBUG] [FORECASTER] ACB: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-25T19:59:48.701514] [DEBUG] [FORECASTER] ACB: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T19:59:52.101301] [DEBUG] [FORECASTER] ACB: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T19:59:52.101469] [INFO ] [CONFIGURE ] ACB: Baseline score (no features): 20.00%
[2025-11-25T19:59:52.101513] [INFO ] [CONFIGURE ] ACB: Testing feature 1/29: add_bollinger_bands
[2025-11-25T19:59:52.101547] [INFO ] [CONFIGURE ] ACB: Testing with features: ['add_bollinger_bands']
[2025-11-25T19:59:59.457455] [DEBUG] [FORECASTER] ACB: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T20:00:05.790259] [DEBUG] [FORECASTER] ACB: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T20:00:12.769080] [DEBUG] [FORECASTER] ACB: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T20:00:22.701097] [DEBUG] [FORECASTER] ACB: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T20:00:30.056725] [DEBUG] [FORECASTER] ACB: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-25T20:00:39.796678] [DEBUG] [FORECASTER] ACB: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T20:00:47.556275] [DEBUG] [FORECASTER] ACB: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T20:00:53.792817] [DEBUG] [FORECASTER] ACB: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-25T20:01:02.580656] [DEBUG] [FORECASTER] ACB: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T20:01:10.456927] [DEBUG] [FORECASTER] ACB: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T20:01:10.457076] [INFO ] [CONFIGURE ] ACB: KEPT add_bollinger_bands (score: 40.00%)
[2025-11-25T20:01:10.457121] [INFO ] [CONFIGURE ] JOB ETA: 238.7h | Avg: 14.1s/test | Remaining: 60844 tests
[2025-11-25T20:01:10.457156] [INFO ] [CONFIGURE ] ACB: Testing feature 2/29: add_cumulative_delta
[2025-11-25T20:01:10.457237] [INFO ] [CONFIGURE ] ACB: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta']
[2025-11-25T20:01:15.032978] [DEBUG] [FORECASTER] ACB: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T20:01:15.308774] [DEBUG] [FORECASTER] ACB: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0
[2025-11-25T20:01:27.160990] [DEBUG] [FORECASTER] ACB: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T20:01:37.352673] [DEBUG] [FORECASTER] ACB: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T20:01:45.736030] [DEBUG] [FORECASTER] ACB: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T20:01:54.130035] [DEBUG] [FORECASTER] ACB: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T20:02:02.346010] [DEBUG] [FORECASTER] ACB: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T20:02:14.163824] [DEBUG] [FORECASTER] ACB: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-25T20:02:23.869786] [DEBUG] [FORECASTER] ACB: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T20:02:31.151559] [DEBUG] [FORECASTER] ACB: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T20:02:31.151737] [INFO ] [CONFIGURE ] ACB: DISCARDED add_cumulative_delta (score: 30.00%)
[2025-11-25T20:02:31.151784] [INFO ] [CONFIGURE ] JOB ETA: 240.9h | Avg: 14.3s/test | Remaining: 60843 tests
[2025-11-25T20:02:31.151819] [INFO ] [CONFIGURE ] ACB: Testing feature 3/29: add_daily_returns
[2025-11-25T20:02:31.151853] [INFO ] [CONFIGURE ] ACB: Testing with features: ['add_bollinger_bands', 'add_daily_returns']
[2025-11-25T20:02:33.928544] [DEBUG] [FORECASTER] ACB: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T20:02:37.670112] [DEBUG] [FORECASTER] ACB: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0
[2025-11-25T20:02:37.870189] [DEBUG] [FORECASTER] ACB: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T20:02:39.552184] [DEBUG] [FORECASTER] ACB: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T20:02:46.103248] [DEBUG] [FORECASTER] ACB: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-25T20:02:53.176272] [DEBUG] [FORECASTER] ACB: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T20:03:02.231485] [DEBUG] [FORECASTER] ACB: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T20:03:06.622952] [DEBUG] [FORECASTER] ACB: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-25T20:03:14.017092] [DEBUG] [FORECASTER] ACB: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T20:03:21.904734] [DEBUG] [FORECASTER] ACB: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T20:03:21.905459] [INFO ] [CONFIGURE ] ACB: DISCARDED add_daily_returns (score: 40.00%)
[2025-11-25T20:03:21.905509] [INFO ] [CONFIGURE ] JOB ETA: 242.1h | Avg: 14.3s/test | Remaining: 60842 tests
[2025-11-25T20:03:21.905548] [INFO ] [CONFIGURE ] ACB: Testing feature 4/29: add_ema
[2025-11-25T20:03:21.905583] [INFO ] [CONFIGURE ] ACB: Testing with features: ['add_bollinger_bands', 'add_ema']
[2025-11-25T20:03:29.648262] [DEBUG] [FORECASTER] ACB: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T20:03:37.914274] [DEBUG] [FORECASTER] ACB: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0
[2025-11-25T20:03:45.348689] [DEBUG] [FORECASTER] ACB: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T20:03:52.802398] [DEBUG] [FORECASTER] ACB: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T20:03:57.817773] [DEBUG] [FORECASTER] ACB: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T20:04:02.196730] [DEBUG] [FORECASTER] ACB: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T20:04:08.582598] [DEBUG] [FORECASTER] ACB: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T20:04:16.539690] [DEBUG] [FORECASTER] ACB: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-25T20:04:24.548262] [DEBUG] [FORECASTER] ACB: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T20:04:33.483541] [DEBUG] [FORECASTER] ACB: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T20:04:33.483750] [INFO ] [CONFIGURE ] ACB: DISCARDED add_ema (score: 40.00%)
[2025-11-25T20:04:33.483799] [INFO ] [CONFIGURE ] JOB ETA: 243.9h | Avg: 14.4s/test | Remaining: 60841 tests
[2025-11-25T20:04:33.483838] [INFO ] [CONFIGURE ] ACB: Testing feature 5/29: add_exhaustion_signals
[2025-11-25T20:04:33.483874] [INFO ] [CONFIGURE ] ACB: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals']
[2025-11-25T20:04:40.893473] [DEBUG] [FORECASTER] ACB: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T20:04:46.818539] [DEBUG] [FORECASTER] ACB: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T20:04:55.849977] [DEBUG] [FORECASTER] ACB: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T20:05:02.466917] [DEBUG] [FORECASTER] ACB: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T20:05:10.214551] [DEBUG] [FORECASTER] ACB: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-25T20:05:18.874700] [DEBUG] [FORECASTER] ACB: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T20:05:25.473567] [DEBUG] [FORECASTER] ACB: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T20:05:26.353515] [DEBUG] [FORECASTER] ACB: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-25T20:05:36.832129] [DEBUG] [FORECASTER] ACB: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T20:05:46.639187] [DEBUG] [FORECASTER] ACB: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T20:05:46.639363] [INFO ] [CONFIGURE ] ACB: DISCARDED add_exhaustion_signals (score: 40.00%)
[2025-11-25T20:05:46.639407] [INFO ] [CONFIGURE ] JOB ETA: 245.8h | Avg: 14.5s/test | Remaining: 60840 tests
[2025-11-25T20:05:46.639449] [INFO ] [CONFIGURE ] ACB: Testing feature 6/29: add_failed_moves
[2025-11-25T20:05:46.639484] [INFO ] [CONFIGURE ] ACB: Testing with features: ['add_bollinger_bands', 'add_failed_moves']
[2025-11-25T20:05:54.004084] [DEBUG] [FORECASTER] ACB: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T20:06:04.791617] [DEBUG] [FORECASTER] ACB: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T20:06:11.029953] [DEBUG] [FORECASTER] ACB: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T20:06:19.223056] [DEBUG] [FORECASTER] ACB: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T20:06:26.421796] [DEBUG] [FORECASTER] ACB: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-25T20:06:34.340146] [DEBUG] [FORECASTER] ACB: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T20:06:41.174270] [DEBUG] [FORECASTER] ACB: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T20:06:43.537842] [DEBUG] [FORECASTER] ACB: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-25T20:06:50.124162] [DEBUG] [FORECASTER] ACB: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T20:06:50.323340] [DEBUG] [FORECASTER] ACB: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T20:06:50.323489] [INFO ] [CONFIGURE ] ACB: DISCARDED add_failed_moves (score: 40.00%)
[2025-11-25T20:06:50.323535] [INFO ] [CONFIGURE ] JOB ETA: 247.4h | Avg: 14.6s/test | Remaining: 60839 tests
[2025-11-25T20:06:50.323571] [INFO ] [CONFIGURE ] ACB: Testing feature 7/29: add_lag_shelf
[2025-11-25T20:06:50.323604] [INFO ] [CONFIGURE ] ACB: Testing with features: ['add_bollinger_bands', 'add_lag_shelf']
[2025-11-25T20:06:50.523400] [DEBUG] [FORECASTER] ACB: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T20:06:59.820170] [DEBUG] [FORECASTER] ACB: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T20:07:09.417524] [DEBUG] [FORECASTER] ACB: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T20:07:16.646007] [DEBUG] [FORECASTER] ACB: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T20:07:21.964417] [DEBUG] [FORECASTER] ACB: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-25T20:07:28.045005] [DEBUG] [FORECASTER] ACB: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T20:07:37.590440] [DEBUG] [FORECASTER] ACB: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T20:07:45.547323] [DEBUG] [FORECASTER] ACB: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-25T20:07:48.585011] [DEBUG] [FORECASTER] ACB: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T20:07:56.540716] [DEBUG] [FORECASTER] ACB: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T20:07:56.540895] [INFO ] [CONFIGURE ] ACB: DISCARDED add_lag_shelf (score: 40.00%)
[2025-11-25T20:07:56.540939] [INFO ] [CONFIGURE ] JOB ETA: 249.0h | Avg: 14.7s/test | Remaining: 60838 tests
[2025-11-25T20:07:56.540974] [INFO ] [CONFIGURE ] ACB: Testing feature 8/29: add_macd
[2025-11-25T20:07:56.541008] [INFO ] [CONFIGURE ] ACB: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd']
[2025-11-25T20:08:06.736003] [DEBUG] [FORECASTER] ACB: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T20:08:15.741262] [DEBUG] [FORECASTER] ACB: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T20:08:16.350419] [DEBUG] [FORECASTER] ACB: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T20:08:21.366279] [DEBUG] [FORECASTER] ACB: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T20:08:31.039117] [DEBUG] [FORECASTER] ACB: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T20:08:39.594359] [DEBUG] [FORECASTER] ACB: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T20:08:48.461430] [DEBUG] [FORECASTER] ACB: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T20:08:55.180043] [DEBUG] [FORECASTER] ACB: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-25T20:09:03.996708] [DEBUG] [FORECASTER] ACB: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T20:09:16.183986] [DEBUG] [FORECASTER] ACB: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T20:09:16.184227] [INFO ] [CONFIGURE ] ACB: KEPT add_macd (score: 60.00%)
[2025-11-25T20:09:16.184273] [INFO ] [CONFIGURE ] JOB ETA: 251.1h | Avg: 14.9s/test | Remaining: 60837 tests
[2025-11-25T20:09:16.184313] [INFO ] [CONFIGURE ] ACB: Testing feature 9/29: add_mfi
[2025-11-25T20:09:16.184345] [INFO ] [CONFIGURE ] ACB: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd', 'add_mfi']
[2025-11-25T20:09:24.977603] [DEBUG] [FORECASTER] ACB: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T20:09:33.631312] [DEBUG] [FORECASTER] ACB: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T20:09:42.498851] [DEBUG] [FORECASTER] ACB: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T20:09:44.033854] [DEBUG] [FORECASTER] ACB: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T20:09:55.253635] [DEBUG] [FORECASTER] ACB: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T20:10:08.268109] [DEBUG] [FORECASTER] ACB: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T20:10:16.862464] [DEBUG] [FORECASTER] ACB: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T20:10:17.158261] [DEBUG] [FORECASTER] ACB: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-25T20:10:27.509858] [DEBUG] [FORECASTER] ACB: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T20:10:35.767429] [DEBUG] [FORECASTER] ACB: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T20:10:35.767689] [INFO ] [CONFIGURE ] ACB: DISCARDED add_mfi (score: 60.00%)
[2025-11-25T20:10:35.767741] [INFO ] [CONFIGURE ] JOB ETA: 253.2h | Avg: 15.0s/test | Remaining: 60836 tests
[2025-11-25T20:10:35.767777] [INFO ] [CONFIGURE ] ACB: Testing feature 10/29: add_momentum_acceleration
[2025-11-25T20:10:35.767816] [INFO ] [CONFIGURE ] ACB: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd', 'add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-11-25T20:10:47.566915] [DEBUG] [FORECASTER] ACB: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T20:10:55.742606] [DEBUG] [FORECASTER] ACB: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T20:11:08.356933] [DEBUG] [FORECASTER] ACB: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T20:11:13.759147] [DEBUG] [FORECASTER] ACB: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T20:11:27.139979] [DEBUG] [FORECASTER] ACB: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-25T20:11:36.245850] [DEBUG] [FORECASTER] ACB: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T20:11:43.643630] [DEBUG] [FORECASTER] ACB: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T20:11:52.070346] [DEBUG] [FORECASTER] ACB: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-25T20:12:04.565258] [DEBUG] [FORECASTER] ACB: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T20:12:14.941912] [DEBUG] [FORECASTER] ACB: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T20:12:14.942106] [INFO ] [CONFIGURE ] ACB: DISCARDED add_momentum_acceleration (score: 40.00%)
[2025-11-25T20:12:14.942151] [INFO ] [CONFIGURE ] JOB ETA: 255.9h | Avg: 15.1s/test | Remaining: 60835 tests
[2025-11-25T20:12:14.942188] [INFO ] [CONFIGURE ] ACB: Testing feature 11/29: add_obv_daily
[2025-11-25T20:12:14.942221] [INFO ] [CONFIGURE ] ACB: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd', 'add_obv_daily']
[2025-11-25T20:12:23.222774] [DEBUG] [FORECASTER] ACB: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T20:12:34.684685] [DEBUG] [FORECASTER] ACB: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T20:12:45.376171] [DEBUG] [FORECASTER] ACB: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T20:12:56.193714] [DEBUG] [FORECASTER] ACB: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T20:13:08.906240] [DEBUG] [FORECASTER] ACB: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T20:13:17.168587] [DEBUG] [FORECASTER] ACB: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T20:13:22.445315] [DEBUG] [FORECASTER] ACB: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T20:13:22.744034] [DEBUG] [FORECASTER] ACB: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-25T20:13:32.409333] [DEBUG] [FORECASTER] ACB: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T20:13:43.947025] [DEBUG] [FORECASTER] ACB: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T20:13:43.947207] [INFO ] [CONFIGURE ] ACB: DISCARDED add_obv_daily (score: 50.00%)
[2025-11-25T20:13:43.947280] [INFO ] [CONFIGURE ] JOB ETA: 258.2h | Avg: 15.3s/test | Remaining: 60834 tests
[2025-11-25T20:13:43.947327] [INFO ] [CONFIGURE ] ACB: Testing feature 12/29: add_obv_interval
[2025-11-25T20:13:43.947361] [INFO ] [CONFIGURE ] ACB: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd', 'add_obv_interval']
[2025-11-25T20:13:53.032159] [DEBUG] [FORECASTER] ACB: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T20:13:57.951358] [DEBUG] [FORECASTER] ACB: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T20:14:04.606234] [DEBUG] [FORECASTER] ACB: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T20:14:04.897508] [DEBUG] [FORECASTER] ACB: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T20:14:16.243149] [DEBUG] [FORECASTER] ACB: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-25T20:14:27.138832] [DEBUG] [FORECASTER] ACB: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T20:14:35.361323] [DEBUG] [FORECASTER] ACB: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T20:14:45.085450] [DEBUG] [FORECASTER] ACB: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-25T20:14:53.416790] [DEBUG] [FORECASTER] ACB: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T20:15:04.546125] [DEBUG] [FORECASTER] ACB: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T20:15:04.546338] [INFO ] [CONFIGURE ] ACB: DISCARDED add_obv_interval (score: 50.00%)
[2025-11-25T20:15:04.546409] [INFO ] [CONFIGURE ] JOB ETA: 260.3h | Avg: 15.4s/test | Remaining: 60833 tests
[2025-11-25T20:15:04.546449] [INFO ] [CONFIGURE ] ACB: Testing feature 13/29: add_opening_strength
[2025-11-25T20:15:04.546484] [INFO ] [CONFIGURE ] ACB: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd', 'add_daily_returns', 'add_opening_strength']
[2025-11-25T20:15:13.993935] [DEBUG] [FORECASTER] ACB: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T20:15:23.632620] [DEBUG] [FORECASTER] ACB: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T20:15:31.412379] [DEBUG] [FORECASTER] ACB: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T20:15:38.865681] [DEBUG] [FORECASTER] ACB: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T20:15:48.903831] [DEBUG] [FORECASTER] ACB: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T20:15:59.811544] [DEBUG] [FORECASTER] ACB: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T20:16:08.301004] [DEBUG] [FORECASTER] ACB: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T20:16:18.362883] [DEBUG] [FORECASTER] ACB: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-25T20:16:27.909712] [DEBUG] [FORECASTER] ACB: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T20:16:37.356477] [DEBUG] [FORECASTER] ACB: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T20:16:37.356672] [INFO ] [CONFIGURE ] ACB: DISCARDED add_opening_strength (score: 50.00%)
[2025-11-25T20:16:37.356720] [INFO ] [CONFIGURE ] JOB ETA: 262.7h | Avg: 15.5s/test | Remaining: 60832 tests
[2025-11-25T20:16:37.356758] [INFO ] [CONFIGURE ] ACB: Testing feature 14/29: add_order_flow_imbalance
[2025-11-25T20:16:37.356793] [INFO ] [CONFIGURE ] ACB: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd', 'add_order_flow_imbalance']
[2025-11-25T20:16:45.821339] [DEBUG] [FORECASTER] ACB: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T20:16:55.501209] [DEBUG] [FORECASTER] ACB: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T20:16:59.472130] [DEBUG] [FORECASTER] ACB: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T20:16:59.784534] [DEBUG] [FORECASTER] ACB: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T20:17:12.430087] [DEBUG] [FORECASTER] ACB: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-25T20:17:20.907328] [DEBUG] [FORECASTER] ACB: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T20:17:31.962599] [DEBUG] [FORECASTER] ACB: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T20:17:39.762522] [DEBUG] [FORECASTER] ACB: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-25T20:17:47.129277] [DEBUG] [FORECASTER] ACB: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T20:17:56.761352] [DEBUG] [FORECASTER] ACB: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T20:17:56.761529] [INFO ] [CONFIGURE ] ACB: DISCARDED add_order_flow_imbalance (score: 40.00%)
[2025-11-25T20:17:56.761624] [INFO ] [CONFIGURE ] JOB ETA: 264.8h | Avg: 15.7s/test | Remaining: 60831 tests
[2025-11-25T20:17:56.761683] [INFO ] [CONFIGURE ] ACB: Testing feature 15/29: add_pbf_morning_momentum
[2025-11-25T20:17:56.761718] [INFO ] [CONFIGURE ] ACB: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd', 'add_pbf_morning_momentum']
[2025-11-25T20:17:59.329999] [DEBUG] [FORECASTER] ACB: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T20:18:06.473569] [DEBUG] [FORECASTER] ACB: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T20:18:14.244706] [DEBUG] [FORECASTER] ACB: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T20:18:16.044667] [DEBUG] [FORECASTER] ACB: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T20:18:16.362980] [DEBUG] [FORECASTER] ACB: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T20:18:16.692358] [DEBUG] [FORECASTER] ACB: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T20:18:19.995676] [DEBUG] [FORECASTER] ACB: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T20:18:21.456196] [DEBUG] [FORECASTER] ACB: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-25T20:18:25.146051] [DEBUG] [FORECASTER] ACB: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T20:18:25.533951] [DEBUG] [FORECASTER] ACB: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T20:18:25.534117] [INFO ] [CONFIGURE ] ACB: DISCARDED add_pbf_morning_momentum (score: 50.00%)
[2025-11-25T20:18:25.534162] [INFO ] [CONFIGURE ] JOB ETA: 265.2h | Avg: 15.7s/test | Remaining: 60830 tests
[2025-11-25T20:18:25.534199] [INFO ] [CONFIGURE ] ACB: Testing feature 16/29: add_pbf_overnight_gap
[2025-11-25T20:18:25.534233] [INFO ] [CONFIGURE ] ACB: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd', 'add_pbf_overnight_gap']
[2025-11-25T20:18:25.833266] [DEBUG] [FORECASTER] ACB: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T20:18:26.108817] [DEBUG] [FORECASTER] ACB: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T20:18:26.370111] [DEBUG] [FORECASTER] ACB: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T20:18:26.643221] [DEBUG] [FORECASTER] ACB: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T20:18:27.010900] [DEBUG] [FORECASTER] ACB: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-25T20:18:27.296757] [DEBUG] [FORECASTER] ACB: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T20:18:27.614825] [DEBUG] [FORECASTER] ACB: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T20:18:27.922103] [DEBUG] [FORECASTER] ACB: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-25T20:18:28.222113] [DEBUG] [FORECASTER] ACB: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T20:18:28.546696] [DEBUG] [FORECASTER] ACB: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T20:18:28.546871] [INFO ] [CONFIGURE ] ACB: DISCARDED add_pbf_overnight_gap (score: 40.00%)
[2025-11-25T20:18:28.546916] [INFO ] [CONFIGURE ] JOB ETA: 264.8h | Avg: 15.7s/test | Remaining: 60829 tests
[2025-11-25T20:18:28.546953] [INFO ] [CONFIGURE ] ACB: Testing feature 17/29: add_pbf_return_2d
[2025-11-25T20:18:28.546986] [INFO ] [CONFIGURE ] ACB: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd', 'add_pbf_return_2d']
[2025-11-25T20:18:28.841594] [DEBUG] [FORECASTER] ACB: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T20:18:29.136945] [DEBUG] [FORECASTER] ACB: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T20:18:29.442549] [DEBUG] [FORECASTER] ACB: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T20:18:29.738284] [DEBUG] [FORECASTER] ACB: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T20:18:30.061052] [DEBUG] [FORECASTER] ACB: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T20:18:30.384104] [DEBUG] [FORECASTER] ACB: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T20:18:30.718612] [DEBUG] [FORECASTER] ACB: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T20:18:31.044448] [DEBUG] [FORECASTER] ACB: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-25T20:18:31.454238] [DEBUG] [FORECASTER] ACB: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T20:18:31.837880] [DEBUG] [FORECASTER] ACB: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T20:18:31.838040] [INFO ] [CONFIGURE ] ACB: DISCARDED add_pbf_return_2d (score: 50.00%)
[2025-11-25T20:18:31.838084] [INFO ] [CONFIGURE ] JOB ETA: 264.4h | Avg: 15.6s/test | Remaining: 60828 tests
[2025-11-25T20:18:31.838119] [INFO ] [CONFIGURE ] ACB: Testing feature 18/29: add_pbf_volatility_5d
[2025-11-25T20:18:31.838152] [INFO ] [CONFIGURE ] ACB: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd', 'add_pbf_volatility_5d']
[2025-11-25T20:18:32.149683] [DEBUG] [FORECASTER] ACB: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T20:18:32.494254] [DEBUG] [FORECASTER] ACB: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T20:18:32.803540] [DEBUG] [FORECASTER] ACB: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T20:18:33.117354] [DEBUG] [FORECASTER] ACB: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T20:18:33.450943] [DEBUG] [FORECASTER] ACB: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-25T20:18:34.276745] [DEBUG] [FORECASTER] ACB: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T20:18:34.595874] [DEBUG] [FORECASTER] ACB: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T20:18:34.905977] [DEBUG] [FORECASTER] ACB: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-25T20:18:35.210851] [DEBUG] [FORECASTER] ACB: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T20:18:35.540698] [DEBUG] [FORECASTER] ACB: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T20:18:35.540851] [INFO ] [CONFIGURE ] ACB: DISCARDED add_pbf_volatility_5d (score: 50.00%)
[2025-11-25T20:18:35.540893] [INFO ] [CONFIGURE ] JOB ETA: 264.0h | Avg: 15.6s/test | Remaining: 60827 tests
[2025-11-25T20:18:35.540928] [INFO ] [CONFIGURE ] ACB: Testing feature 19/29: add_pbf_vs_sma_5
[2025-11-25T20:18:35.540960] [INFO ] [CONFIGURE ] ACB: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd', 'add_pbf_vs_sma_5']
[2025-11-25T20:18:35.836340] [DEBUG] [FORECASTER] ACB: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T20:18:36.150916] [DEBUG] [FORECASTER] ACB: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T20:18:36.427015] [DEBUG] [FORECASTER] ACB: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T20:18:36.741921] [DEBUG] [FORECASTER] ACB: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T20:18:37.033214] [DEBUG] [FORECASTER] ACB: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T20:18:37.327946] [DEBUG] [FORECASTER] ACB: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T20:18:37.683972] [DEBUG] [FORECASTER] ACB: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T20:18:37.985894] [DEBUG] [FORECASTER] ACB: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-25T20:18:38.293984] [DEBUG] [FORECASTER] ACB: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T20:18:38.624046] [DEBUG] [FORECASTER] ACB: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T20:18:38.624188] [INFO ] [CONFIGURE ] ACB: DISCARDED add_pbf_vs_sma_5 (score: 50.00%)
[2025-11-25T20:18:38.624242] [INFO ] [CONFIGURE ] JOB ETA: 263.6h | Avg: 15.6s/test | Remaining: 60826 tests
[2025-11-25T20:18:38.624277] [INFO ] [CONFIGURE ] ACB: Testing feature 20/29: add_price_rejection
[2025-11-25T20:18:38.624324] [INFO ] [CONFIGURE ] ACB: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd', 'add_price_rejection']
[2025-11-25T20:18:42.088627] [DEBUG] [FORECASTER] ACB: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1
[2025-11-25T20:18:42.489962] [DEBUG] [FORECASTER] ACB: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T20:18:45.816602] [DEBUG] [FORECASTER] ACB: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T20:18:58.541308] [DEBUG] [FORECASTER] ACB: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T20:19:07.473411] [DEBUG] [FORECASTER] ACB: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T20:19:17.082405] [DEBUG] [FORECASTER] ACB: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T20:19:27.563808] [DEBUG] [FORECASTER] ACB: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T20:19:34.498548] [DEBUG] [FORECASTER] ACB: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-25T20:19:39.621340] [DEBUG] [FORECASTER] ACB: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T20:19:40.884058] [DEBUG] [FORECASTER] ACB: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T20:19:40.884234] [INFO ] [CONFIGURE ] ACB: DISCARDED add_price_rejection (score: 60.00%)
[2025-11-25T20:19:40.884281] [INFO ] [CONFIGURE ] JOB ETA: 265.0h | Avg: 15.7s/test | Remaining: 60825 tests
[2025-11-25T20:19:40.884320] [INFO ] [CONFIGURE ] ACB: Testing feature 21/29: add_range_position
[2025-11-25T20:19:40.884353] [INFO ] [CONFIGURE ] ACB: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd', 'add_range_position']
[2025-11-25T20:19:43.080256] [DEBUG] [FORECASTER] ACB: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T20:19:47.058484] [DEBUG] [FORECASTER] ACB: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T20:19:52.164128] [DEBUG] [FORECASTER] ACB: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T20:19:52.454542] [DEBUG] [FORECASTER] ACB: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T20:19:52.739299] [DEBUG] [FORECASTER] ACB: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-25T20:19:58.339929] [DEBUG] [FORECASTER] ACB: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T20:20:00.104146] [DEBUG] [FORECASTER] ACB: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T20:20:01.415604] [DEBUG] [FORECASTER] ACB: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-25T20:20:07.133576] [DEBUG] [FORECASTER] ACB: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T20:20:07.434041] [DEBUG] [FORECASTER] ACB: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T20:20:07.434252] [INFO ] [CONFIGURE ] ACB: DISCARDED add_range_position (score: 50.00%)
[2025-11-25T20:20:07.434300] [INFO ] [CONFIGURE ] JOB ETA: 265.4h | Avg: 15.7s/test | Remaining: 60824 tests
[2025-11-25T20:20:07.434337] [INFO ] [CONFIGURE ] ACB: Testing feature 22/29: add_realized_volatility
[2025-11-25T20:20:07.434372] [INFO ] [CONFIGURE ] ACB: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd', 'add_realized_volatility']
[2025-11-25T20:20:07.921288] [DEBUG] [FORECASTER] ACB: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T20:20:08.300947] [DEBUG] [FORECASTER] ACB: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T20:20:08.668837] [DEBUG] [FORECASTER] ACB: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T20:20:09.054377] [DEBUG] [FORECASTER] ACB: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T20:20:09.438036] [DEBUG] [FORECASTER] ACB: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-25T20:20:09.834034] [DEBUG] [FORECASTER] ACB: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T20:20:10.236593] [DEBUG] [FORECASTER] ACB: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T20:20:10.625861] [DEBUG] [FORECASTER] ACB: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-25T20:20:11.030144] [DEBUG] [FORECASTER] ACB: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T20:20:11.442547] [DEBUG] [FORECASTER] ACB: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T20:20:11.442731] [INFO ] [CONFIGURE ] ACB: DISCARDED add_realized_volatility (score: 40.00%)
[2025-11-25T20:20:11.442778] [INFO ] [CONFIGURE ] JOB ETA: 265.0h | Avg: 15.7s/test | Remaining: 60823 tests
[2025-11-25T20:20:11.443165] [INFO ] [CONFIGURE ] ACB: Testing feature 23/29: add_recent_range_context
[2025-11-25T20:20:11.443201] [INFO ] [CONFIGURE ] ACB: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd', 'add_recent_range_context']
[2025-11-25T20:20:11.733956] [DEBUG] [FORECASTER] ACB: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T20:20:12.042815] [DEBUG] [FORECASTER] ACB: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T20:20:12.326311] [DEBUG] [FORECASTER] ACB: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T20:20:12.630413] [DEBUG] [FORECASTER] ACB: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T20:20:12.959921] [DEBUG] [FORECASTER] ACB: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T20:20:13.276062] [DEBUG] [FORECASTER] ACB: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T20:20:13.606927] [DEBUG] [FORECASTER] ACB: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T20:20:13.947023] [DEBUG] [FORECASTER] ACB: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-25T20:20:17.237918] [DEBUG] [FORECASTER] ACB: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T20:20:24.556355] [DEBUG] [FORECASTER] ACB: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T20:20:24.556574] [INFO ] [CONFIGURE ] ACB: DISCARDED add_recent_range_context (score: 50.00%)
[2025-11-25T20:20:24.556622] [INFO ] [CONFIGURE ] JOB ETA: 264.9h | Avg: 15.7s/test | Remaining: 60822 tests
[2025-11-25T20:20:24.556678] [INFO ] [CONFIGURE ] ACB: Testing feature 24/29: add_rsi
[2025-11-25T20:20:24.556715] [INFO ] [CONFIGURE ] ACB: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd', 'add_ema', 'add_rsi']
[2025-11-25T20:20:31.736323] [DEBUG] [FORECASTER] ACB: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T20:20:38.863426] [DEBUG] [FORECASTER] ACB: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T20:20:49.018059] [DEBUG] [FORECASTER] ACB: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T20:21:01.028938] [DEBUG] [FORECASTER] ACB: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T20:21:10.612955] [DEBUG] [FORECASTER] ACB: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-25T20:21:18.662455] [DEBUG] [FORECASTER] ACB: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T20:21:28.100997] [DEBUG] [FORECASTER] ACB: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T20:21:35.464879] [DEBUG] [FORECASTER] ACB: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-25T20:21:41.779009] [DEBUG] [FORECASTER] ACB: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T20:21:42.149772] [DEBUG] [FORECASTER] ACB: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T20:21:42.149940] [INFO ] [CONFIGURE ] ACB: DISCARDED add_rsi (score: 40.00%)
[2025-11-25T20:21:42.149988] [INFO ] [CONFIGURE ] JOB ETA: 266.8h | Avg: 15.8s/test | Remaining: 60821 tests
[2025-11-25T20:21:42.150027] [INFO ] [CONFIGURE ] ACB: Testing feature 25/29: add_tick_distribution
[2025-11-25T20:21:42.150061] [INFO ] [CONFIGURE ] ACB: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd', 'add_tick_distribution']
[2025-11-25T20:21:45.180889] [DEBUG] [FORECASTER] ACB: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T20:21:51.996188] [DEBUG] [FORECASTER] ACB: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T20:21:58.344428] [DEBUG] [FORECASTER] ACB: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T20:22:08.880626] [DEBUG] [FORECASTER] ACB: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T20:22:16.341813] [DEBUG] [FORECASTER] ACB: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T20:22:24.671849] [DEBUG] [FORECASTER] ACB: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T20:22:31.426587] [DEBUG] [FORECASTER] ACB: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T20:22:37.081300] [DEBUG] [FORECASTER] ACB: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-25T20:22:41.111404] [DEBUG] [FORECASTER] ACB: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T20:22:48.913746] [DEBUG] [FORECASTER] ACB: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T20:22:48.913926] [INFO ] [CONFIGURE ] ACB: DISCARDED add_tick_distribution (score: 50.00%)
[2025-11-25T20:22:48.913971] [INFO ] [CONFIGURE ] JOB ETA: 268.4h | Avg: 15.9s/test | Remaining: 60820 tests
[2025-11-25T20:22:48.914008] [INFO ] [CONFIGURE ] ACB: Testing feature 26/29: add_volume_momentum_confirmation
[2025-11-25T20:22:48.914042] [INFO ] [CONFIGURE ] ACB: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd', 'add_volume_momentum_confirmation']
[2025-11-25T20:22:59.923012] [DEBUG] [FORECASTER] ACB: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T20:23:10.709001] [DEBUG] [FORECASTER] ACB: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T20:23:19.253337] [DEBUG] [FORECASTER] ACB: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T20:23:26.000440] [DEBUG] [FORECASTER] ACB: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T20:23:37.794281] [DEBUG] [FORECASTER] ACB: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T20:23:48.045265] [DEBUG] [FORECASTER] ACB: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T20:23:56.216159] [DEBUG] [FORECASTER] ACB: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T20:24:05.315009] [DEBUG] [FORECASTER] ACB: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-25T20:24:12.641313] [DEBUG] [FORECASTER] ACB: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T20:24:21.791781] [DEBUG] [FORECASTER] ACB: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T20:24:21.791930] [INFO ] [CONFIGURE ] ACB: DISCARDED add_volume_momentum_confirmation (score: 50.00%)
[2025-11-25T20:24:21.791975] [INFO ] [CONFIGURE ] JOB ETA: 270.8h | Avg: 16.0s/test | Remaining: 60819 tests
[2025-11-25T20:24:21.792011] [INFO ] [CONFIGURE ] ACB: Testing feature 27/29: add_volume_price_divergence
[2025-11-25T20:24:21.792044] [INFO ] [CONFIGURE ] ACB: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd', 'add_volume_price_divergence']
[2025-11-25T20:24:27.972910] [DEBUG] [FORECASTER] ACB: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T20:24:29.582251] [DEBUG] [FORECASTER] ACB: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T20:24:32.193569] [DEBUG] [FORECASTER] ACB: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T20:24:35.275016] [DEBUG] [FORECASTER] ACB: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T20:24:43.882200] [DEBUG] [FORECASTER] ACB: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T20:24:53.809850] [DEBUG] [FORECASTER] ACB: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T20:25:00.908452] [DEBUG] [FORECASTER] ACB: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T20:25:10.444979] [DEBUG] [FORECASTER] ACB: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-25T20:25:21.453736] [DEBUG] [FORECASTER] ACB: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T20:25:27.861766] [DEBUG] [FORECASTER] ACB: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T20:25:27.861918] [INFO ] [CONFIGURE ] ACB: DISCARDED add_volume_price_divergence (score: 50.00%)
[2025-11-25T20:25:27.861962] [INFO ] [CONFIGURE ] JOB ETA: 272.4h | Avg: 16.1s/test | Remaining: 60818 tests
[2025-11-25T20:25:27.861997] [INFO ] [CONFIGURE ] ACB: Testing feature 28/29: add_volume_profile
[2025-11-25T20:25:27.862030] [INFO ] [CONFIGURE ] ACB: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd', 'add_volume_profile']
[2025-11-25T20:25:36.325130] [DEBUG] [FORECASTER] ACB: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1
[2025-11-25T20:25:46.295568] [DEBUG] [FORECASTER] ACB: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T20:25:56.564678] [DEBUG] [FORECASTER] ACB: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T20:26:02.085809] [DEBUG] [FORECASTER] ACB: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T20:26:02.395284] [DEBUG] [FORECASTER] ACB: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T20:26:03.751079] [DEBUG] [FORECASTER] ACB: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T20:26:11.279001] [DEBUG] [FORECASTER] ACB: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T20:26:21.154937] [DEBUG] [FORECASTER] ACB: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-25T20:26:34.466118] [DEBUG] [FORECASTER] ACB: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T20:26:39.267155] [DEBUG] [FORECASTER] ACB: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T20:26:39.267371] [INFO ] [CONFIGURE ] ACB: DISCARDED add_volume_profile (score: 50.00%)
[2025-11-25T20:26:39.267417] [INFO ] [CONFIGURE ] JOB ETA: 274.1h | Avg: 16.2s/test | Remaining: 60817 tests
[2025-11-25T20:26:39.267454] [INFO ] [CONFIGURE ] ACB: ===== FEATURE SELECTION COMPLETE =====
[2025-11-25T20:26:39.267485] [INFO ] [CONFIGURE ] ACB: Best accuracy: 60.00%
[2025-11-25T20:26:39.267519] [INFO ] [CONFIGURE ] ACB: Best feature set (3 features): ['add_bollinger_bands', 'add_vwap', 'add_macd']
[2025-11-25T20:26:39.267549] [INFO ] [CONFIGURE ] ACB: Improvement over baseline: 40.00%
[2025-11-25T20:26:39.267578] [INFO ] [CONFIGURE ] ACB: Total time: 26.8 minutes
[2025-11-25T20:26:39.267606] [INFO ] [CONFIGURE ] ACB: Average time per feature: 57.4 seconds
[2025-11-25T20:26:39.267635] [INFO ] [CONFIGURE ] ACB: Average speed: 0.02 features/sec
[2025-11-25T20:26:39.267996] [INFO ] [LOCAL     ] Saved configuration for ACB: 3 features, 60.00% accuracy -> ./output/feature-sets/ACB.json
[2025-11-25T20:26:39.268042] [INFO ] [CONFIGURE ] ACB: Configuration saved successfully: 3 features, 60.00% accuracy.
[2025-11-25T20:26:39.268079] [INFO ] [sig       ] [19/2116] Successfully configured ACB | 0.00 sym/s | Total: 2.5h | ETA: 277.3h
[2025-11-25T20:26:39.268119] [INFO ] [sig       ] [20/2116] Configuring ACDC...
[2025-11-25T20:26:39.268155] [INFO ] [CONFIGURE ] ACDC: Configurate test run.
[2025-11-25T20:26:39.268194] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ACDC' from 'https://tdm.silogroup.org/data/derivative_storage/ACDC.csv'.
[2025-11-25T20:26:39.280349] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ACDC'.
[2025-11-25T20:26:39.280752] [INFO ] [CONFIGURE ] ACDC: Testing with 29 available features
[2025-11-25T20:26:39.280803] [INFO ] [CONFIGURE ] ACDC: Establishing baseline with no features...
[2025-11-25T20:26:48.365733] [DEBUG] [FORECASTER] ACDC: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0
[2025-11-25T20:26:54.039452] [DEBUG] [FORECASTER] ACDC: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0
[2025-11-25T20:27:00.290010] [DEBUG] [FORECASTER] ACDC: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T20:27:08.195774] [DEBUG] [FORECASTER] ACDC: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1
[2025-11-25T20:27:17.053436] [DEBUG] [FORECASTER] ACDC: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-25T20:27:19.189984] [DEBUG] [FORECASTER] ACDC: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T20:27:23.830785] [DEBUG] [FORECASTER] ACDC: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T20:27:31.403937] [DEBUG] [FORECASTER] ACDC: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-25T20:27:32.405362] [DEBUG] [FORECASTER] ACDC: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T20:27:32.560507] [DEBUG] [FORECASTER] ACDC: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T20:27:32.560663] [INFO ] [CONFIGURE ] ACDC: Baseline score (no features): 30.00%
[2025-11-25T20:27:32.560710] [INFO ] [CONFIGURE ] ACDC: Testing feature 1/29: add_bollinger_bands
[2025-11-25T20:27:32.560745] [INFO ] [CONFIGURE ] ACDC: Testing with features: ['add_bollinger_bands']
[2025-11-25T20:27:39.147719] [DEBUG] [FORECASTER] ACDC: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T20:27:44.091233] [DEBUG] [FORECASTER] ACDC: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0
[2025-11-25T20:27:53.879900] [DEBUG] [FORECASTER] ACDC: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T20:28:03.010661] [DEBUG] [FORECASTER] ACDC: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1
[2025-11-25T20:28:11.114958] [DEBUG] [FORECASTER] ACDC: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T20:28:17.592741] [DEBUG] [FORECASTER] ACDC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T20:28:17.778504] [DEBUG] [FORECASTER] ACDC: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T20:28:17.965511] [DEBUG] [FORECASTER] ACDC: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-25T20:28:18.154121] [DEBUG] [FORECASTER] ACDC: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T20:28:18.342802] [DEBUG] [FORECASTER] ACDC: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T20:28:18.342950] [INFO ] [CONFIGURE ] ACDC: KEPT add_bollinger_bands (score: 60.00%)
[2025-11-25T20:28:18.342995] [INFO ] [CONFIGURE ] JOB ETA: 275.0h | Avg: 16.3s/test | Remaining: 60816 tests
[2025-11-25T20:28:18.343030] [INFO ] [CONFIGURE ] ACDC: Testing feature 2/29: add_cumulative_delta
[2025-11-25T20:28:18.343063] [INFO ] [CONFIGURE ] ACDC: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta']
[2025-11-25T20:28:18.556210] [DEBUG] [FORECASTER] ACDC: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T20:28:18.766884] [DEBUG] [FORECASTER] ACDC: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T20:28:18.982379] [DEBUG] [FORECASTER] ACDC: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T20:28:19.209417] [DEBUG] [FORECASTER] ACDC: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-25T20:28:19.421570] [DEBUG] [FORECASTER] ACDC: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T20:28:19.664818] [DEBUG] [FORECASTER] ACDC: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T20:28:19.918522] [DEBUG] [FORECASTER] ACDC: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T20:28:20.134879] [DEBUG] [FORECASTER] ACDC: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-25T20:28:21.688247] [DEBUG] [FORECASTER] ACDC: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T20:28:32.062011] [DEBUG] [FORECASTER] ACDC: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T20:28:32.062181] [INFO ] [CONFIGURE ] ACDC: KEPT add_cumulative_delta (score: 70.00%)
[2025-11-25T20:28:32.062270] [INFO ] [CONFIGURE ] JOB ETA: 274.9h | Avg: 16.3s/test | Remaining: 60815 tests
[2025-11-25T20:28:32.062307] [INFO ] [CONFIGURE ] ACDC: Testing feature 3/29: add_daily_returns
[2025-11-25T20:28:32.062340] [INFO ] [CONFIGURE ] ACDC: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns']
[2025-11-25T20:28:40.304343] [DEBUG] [FORECASTER] ACDC: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T20:28:45.781700] [DEBUG] [FORECASTER] ACDC: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T20:28:51.051018] [DEBUG] [FORECASTER] ACDC: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T20:28:56.535550] [DEBUG] [FORECASTER] ACDC: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-25T20:29:01.649451] [DEBUG] [FORECASTER] ACDC: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T20:29:04.058109] [DEBUG] [FORECASTER] ACDC: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T20:29:11.530733] [DEBUG] [FORECASTER] ACDC: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T20:29:21.239257] [DEBUG] [FORECASTER] ACDC: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-25T20:29:28.708551] [DEBUG] [FORECASTER] ACDC: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T20:29:35.310810] [DEBUG] [FORECASTER] ACDC: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T20:29:35.311040] [INFO ] [CONFIGURE ] ACDC: DISCARDED add_daily_returns (score: 70.00%)
[2025-11-25T20:29:35.311113] [INFO ] [CONFIGURE ] JOB ETA: 276.3h | Avg: 16.4s/test | Remaining: 60814 tests
[2025-11-25T20:29:35.311173] [INFO ] [CONFIGURE ] ACDC: Testing feature 4/29: add_ema
[2025-11-25T20:29:35.311231] [INFO ] [CONFIGURE ] ACDC: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_ema']
[2025-11-25T20:29:42.576199] [DEBUG] [FORECASTER] ACDC: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T20:29:51.109823] [DEBUG] [FORECASTER] ACDC: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T20:30:03.409019] [DEBUG] [FORECASTER] ACDC: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T20:30:12.560230] [DEBUG] [FORECASTER] ACDC: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-25T20:30:21.943008] [DEBUG] [FORECASTER] ACDC: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T20:30:29.918776] [DEBUG] [FORECASTER] ACDC: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T20:30:30.211569] [DEBUG] [FORECASTER] ACDC: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T20:30:30.474699] [DEBUG] [FORECASTER] ACDC: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-25T20:30:39.694295] [DEBUG] [FORECASTER] ACDC: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T20:30:51.073291] [DEBUG] [FORECASTER] ACDC: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T20:30:51.073483] [INFO ] [CONFIGURE ] ACDC: DISCARDED add_ema (score: 70.00%)
[2025-11-25T20:30:51.073529] [INFO ] [CONFIGURE ] JOB ETA: 278.1h | Avg: 16.5s/test | Remaining: 60813 tests
[2025-11-25T20:30:51.073568] [INFO ] [CONFIGURE ] ACDC: Testing feature 5/29: add_exhaustion_signals
[2025-11-25T20:30:51.073603] [INFO ] [CONFIGURE ] ACDC: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals']
[2025-11-25T20:31:01.463771] [DEBUG] [FORECASTER] ACDC: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T20:31:06.708147] [DEBUG] [FORECASTER] ACDC: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T20:31:16.875441] [DEBUG] [FORECASTER] ACDC: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T20:31:22.496040] [DEBUG] [FORECASTER] ACDC: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-25T20:31:29.695591] [DEBUG] [FORECASTER] ACDC: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T20:31:39.141685] [DEBUG] [FORECASTER] ACDC: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T20:31:48.794203] [DEBUG] [FORECASTER] ACDC: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T20:31:49.070222] [DEBUG] [FORECASTER] ACDC: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-25T20:31:59.043671] [DEBUG] [FORECASTER] ACDC: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T20:32:04.656061] [DEBUG] [FORECASTER] ACDC: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T20:32:04.656225] [INFO ] [CONFIGURE ] ACDC: DISCARDED add_exhaustion_signals (score: 70.00%)
[2025-11-25T20:32:04.656270] [INFO ] [CONFIGURE ] JOB ETA: 279.9h | Avg: 16.6s/test | Remaining: 60812 tests
[2025-11-25T20:32:04.656307] [INFO ] [CONFIGURE ] ACDC: Testing feature 6/29: add_failed_moves
[2025-11-25T20:32:04.656341] [INFO ] [CONFIGURE ] ACDC: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_failed_moves']
[2025-11-25T20:32:12.721233] [DEBUG] [FORECASTER] ACDC: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T20:32:16.711770] [DEBUG] [FORECASTER] ACDC: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T20:32:23.002241] [DEBUG] [FORECASTER] ACDC: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T20:32:30.560702] [DEBUG] [FORECASTER] ACDC: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-25T20:32:38.412607] [DEBUG] [FORECASTER] ACDC: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T20:32:43.041424] [DEBUG] [FORECASTER] ACDC: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T20:32:53.815793] [DEBUG] [FORECASTER] ACDC: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T20:33:02.510920] [DEBUG] [FORECASTER] ACDC: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-25T20:33:08.042729] [DEBUG] [FORECASTER] ACDC: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T20:33:09.522803] [DEBUG] [FORECASTER] ACDC: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T20:33:09.522954] [INFO ] [CONFIGURE ] ACDC: DISCARDED add_failed_moves (score: 70.00%)
[2025-11-25T20:33:09.523000] [INFO ] [CONFIGURE ] JOB ETA: 281.3h | Avg: 16.7s/test | Remaining: 60811 tests
[2025-11-25T20:33:09.523036] [INFO ] [CONFIGURE ] ACDC: Testing feature 7/29: add_lag_shelf
[2025-11-25T20:33:09.523070] [INFO ] [CONFIGURE ] ACDC: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_lag_shelf']
[2025-11-25T20:33:13.339833] [DEBUG] [FORECASTER] ACDC: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T20:33:13.602823] [DEBUG] [FORECASTER] ACDC: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T20:33:13.840013] [DEBUG] [FORECASTER] ACDC: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T20:33:21.369305] [DEBUG] [FORECASTER] ACDC: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-25T20:33:27.065231] [DEBUG] [FORECASTER] ACDC: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T20:33:33.500225] [DEBUG] [FORECASTER] ACDC: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T20:33:41.940588] [DEBUG] [FORECASTER] ACDC: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T20:33:50.111976] [DEBUG] [FORECASTER] ACDC: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-25T20:33:58.890058] [DEBUG] [FORECASTER] ACDC: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T20:34:10.007810] [DEBUG] [FORECASTER] ACDC: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T20:34:10.007975] [INFO ] [CONFIGURE ] ACDC: DISCARDED add_lag_shelf (score: 70.00%)
[2025-11-25T20:34:10.008020] [INFO ] [CONFIGURE ] JOB ETA: 282.7h | Avg: 16.7s/test | Remaining: 60810 tests
[2025-11-25T20:34:10.008057] [INFO ] [CONFIGURE ] ACDC: Testing feature 8/29: add_macd
[2025-11-25T20:34:10.008140] [INFO ] [CONFIGURE ] ACDC: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_vwap', 'add_macd']
[2025-11-25T20:34:21.399889] [DEBUG] [FORECASTER] ACDC: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0
[2025-11-25T20:34:28.359269] [DEBUG] [FORECASTER] ACDC: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T20:34:36.535035] [DEBUG] [FORECASTER] ACDC: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T20:34:37.116697] [DEBUG] [FORECASTER] ACDC: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-25T20:34:37.428168] [DEBUG] [FORECASTER] ACDC: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T20:34:45.422256] [DEBUG] [FORECASTER] ACDC: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T20:34:53.415304] [DEBUG] [FORECASTER] ACDC: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T20:35:03.466043] [DEBUG] [FORECASTER] ACDC: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-25T20:35:13.572587] [DEBUG] [FORECASTER] ACDC: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T20:35:18.844590] [DEBUG] [FORECASTER] ACDC: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T20:35:18.844827] [INFO ] [CONFIGURE ] ACDC: DISCARDED add_macd (score: 60.00%)
[2025-11-25T20:35:18.844881] [INFO ] [CONFIGURE ] JOB ETA: 284.3h | Avg: 16.8s/test | Remaining: 60809 tests
[2025-11-25T20:35:18.844922] [INFO ] [CONFIGURE ] ACDC: Testing feature 9/29: add_mfi
[2025-11-25T20:35:18.844958] [INFO ] [CONFIGURE ] ACDC: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_mfi']
[2025-11-25T20:35:26.360972] [DEBUG] [FORECASTER] ACDC: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T20:35:32.021522] [DEBUG] [FORECASTER] ACDC: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T20:35:38.446505] [DEBUG] [FORECASTER] ACDC: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T20:35:48.857992] [DEBUG] [FORECASTER] ACDC: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-25T20:35:53.481578] [DEBUG] [FORECASTER] ACDC: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T20:35:59.495734] [DEBUG] [FORECASTER] ACDC: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T20:36:05.219403] [DEBUG] [FORECASTER] ACDC: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T20:36:11.412917] [DEBUG] [FORECASTER] ACDC: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-25T20:36:16.832275] [DEBUG] [FORECASTER] ACDC: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T20:36:27.742799] [DEBUG] [FORECASTER] ACDC: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T20:36:27.742991] [INFO ] [CONFIGURE ] ACDC: DISCARDED add_mfi (score: 70.00%)
[2025-11-25T20:36:27.743048] [INFO ] [CONFIGURE ] JOB ETA: 285.8h | Avg: 16.9s/test | Remaining: 60808 tests
[2025-11-25T20:36:27.743092] [INFO ] [CONFIGURE ] ACDC: Testing feature 10/29: add_momentum_acceleration
[2025-11-25T20:36:27.743126] [INFO ] [CONFIGURE ] ACDC: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-11-25T20:36:36.792217] [DEBUG] [FORECASTER] ACDC: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T20:36:47.115850] [DEBUG] [FORECASTER] ACDC: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T20:36:52.949071] [DEBUG] [FORECASTER] ACDC: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T20:36:59.515740] [DEBUG] [FORECASTER] ACDC: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-25T20:37:09.598109] [DEBUG] [FORECASTER] ACDC: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T20:37:17.965669] [DEBUG] [FORECASTER] ACDC: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T20:37:25.894350] [DEBUG] [FORECASTER] ACDC: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T20:37:28.420424] [DEBUG] [FORECASTER] ACDC: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-25T20:37:32.723417] [DEBUG] [FORECASTER] ACDC: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T20:37:33.032463] [DEBUG] [FORECASTER] ACDC: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T20:37:33.032612] [INFO ] [CONFIGURE ] ACDC: DISCARDED add_momentum_acceleration (score: 70.00%)
[2025-11-25T20:37:33.032687] [INFO ] [CONFIGURE ] JOB ETA: 287.3h | Avg: 17.0s/test | Remaining: 60807 tests
[2025-11-25T20:37:33.032828] [INFO ] [CONFIGURE ] ACDC: Testing feature 11/29: add_obv_daily
[2025-11-25T20:37:33.032865] [INFO ] [CONFIGURE ] ACDC: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_obv_daily']
[2025-11-25T20:37:33.352200] [DEBUG] [FORECASTER] ACDC: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T20:37:43.103424] [DEBUG] [FORECASTER] ACDC: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T20:37:49.248826] [DEBUG] [FORECASTER] ACDC: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T20:38:01.431301] [DEBUG] [FORECASTER] ACDC: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-25T20:38:11.028245] [DEBUG] [FORECASTER] ACDC: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T20:38:22.248107] [DEBUG] [FORECASTER] ACDC: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T20:38:32.021681] [DEBUG] [FORECASTER] ACDC: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T20:38:38.560764] [DEBUG] [FORECASTER] ACDC: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-25T20:38:46.740940] [DEBUG] [FORECASTER] ACDC: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T20:38:53.109450] [DEBUG] [FORECASTER] ACDC: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T20:38:53.109616] [INFO ] [CONFIGURE ] ACDC: DISCARDED add_obv_daily (score: 70.00%)
[2025-11-25T20:38:53.109680] [INFO ] [CONFIGURE ] JOB ETA: 289.2h | Avg: 17.1s/test | Remaining: 60806 tests
[2025-11-25T20:38:53.109717] [INFO ] [CONFIGURE ] ACDC: Testing feature 12/29: add_obv_interval
[2025-11-25T20:38:53.109752] [INFO ] [CONFIGURE ] ACDC: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_obv_interval']
[2025-11-25T20:38:53.343779] [DEBUG] [FORECASTER] ACDC: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T20:38:53.576260] [DEBUG] [FORECASTER] ACDC: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T20:38:53.820529] [DEBUG] [FORECASTER] ACDC: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T20:38:54.075935] [DEBUG] [FORECASTER] ACDC: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-25T20:38:54.323484] [DEBUG] [FORECASTER] ACDC: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T20:38:59.171726] [DEBUG] [FORECASTER] ACDC: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T20:38:59.414421] [DEBUG] [FORECASTER] ACDC: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T20:39:05.836862] [DEBUG] [FORECASTER] ACDC: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-25T20:39:16.313277] [DEBUG] [FORECASTER] ACDC: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T20:39:24.554638] [DEBUG] [FORECASTER] ACDC: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T20:39:24.554845] [INFO ] [CONFIGURE ] ACDC: DISCARDED add_obv_interval (score: 70.00%)
[2025-11-25T20:39:24.554891] [INFO ] [CONFIGURE ] JOB ETA: 289.6h | Avg: 17.1s/test | Remaining: 60805 tests
[2025-11-25T20:39:24.554928] [INFO ] [CONFIGURE ] ACDC: Testing feature 13/29: add_opening_strength
[2025-11-25T20:39:24.554963] [INFO ] [CONFIGURE ] ACDC: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns', 'add_opening_strength']
[2025-11-25T20:39:31.285742] [DEBUG] [FORECASTER] ACDC: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0
[2025-11-25T20:39:45.326059] [DEBUG] [FORECASTER] ACDC: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T20:39:52.349179] [DEBUG] [FORECASTER] ACDC: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T20:39:58.405440] [DEBUG] [FORECASTER] ACDC: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-25T20:40:07.564762] [DEBUG] [FORECASTER] ACDC: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T20:40:16.314127] [DEBUG] [FORECASTER] ACDC: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T20:40:23.823859] [DEBUG] [FORECASTER] ACDC: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T20:40:26.100259] [DEBUG] [FORECASTER] ACDC: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-25T20:40:26.377593] [DEBUG] [FORECASTER] ACDC: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T20:40:26.641714] [DEBUG] [FORECASTER] ACDC: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T20:40:26.641897] [INFO ] [CONFIGURE ] ACDC: DISCARDED add_opening_strength (score: 60.00%)
[2025-11-25T20:40:26.641950] [INFO ] [CONFIGURE ] JOB ETA: 291.0h | Avg: 17.2s/test | Remaining: 60804 tests
[2025-11-25T20:40:26.641987] [INFO ] [CONFIGURE ] ACDC: Testing feature 14/29: add_order_flow_imbalance
[2025-11-25T20:40:26.642020] [INFO ] [CONFIGURE ] ACDC: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_order_flow_imbalance']
[2025-11-25T20:40:29.335718] [DEBUG] [FORECASTER] ACDC: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0
[2025-11-25T20:40:36.510822] [DEBUG] [FORECASTER] ACDC: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T20:40:47.527701] [DEBUG] [FORECASTER] ACDC: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T20:40:54.502589] [DEBUG] [FORECASTER] ACDC: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-25T20:41:05.144981] [DEBUG] [FORECASTER] ACDC: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T20:41:15.275930] [DEBUG] [FORECASTER] ACDC: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T20:41:24.862408] [DEBUG] [FORECASTER] ACDC: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T20:41:33.375176] [DEBUG] [FORECASTER] ACDC: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-25T20:41:41.293190] [DEBUG] [FORECASTER] ACDC: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T20:41:45.845657] [DEBUG] [FORECASTER] ACDC: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T20:41:45.845805] [INFO ] [CONFIGURE ] ACDC: DISCARDED add_order_flow_imbalance (score: 60.00%)
[2025-11-25T20:41:45.845849] [INFO ] [CONFIGURE ] JOB ETA: 292.8h | Avg: 17.3s/test | Remaining: 60803 tests
[2025-11-25T20:41:45.845885] [INFO ] [CONFIGURE ] ACDC: Testing feature 15/29: add_pbf_morning_momentum
[2025-11-25T20:41:45.845918] [INFO ] [CONFIGURE ] ACDC: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_pbf_morning_momentum']
[2025-11-25T20:41:55.372307] [DEBUG] [FORECASTER] ACDC: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T20:41:59.584089] [DEBUG] [FORECASTER] ACDC: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T20:41:59.826402] [DEBUG] [FORECASTER] ACDC: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T20:42:00.075262] [DEBUG] [FORECASTER] ACDC: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-25T20:42:09.860131] [DEBUG] [FORECASTER] ACDC: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T20:42:18.992319] [DEBUG] [FORECASTER] ACDC: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T20:42:19.222062] [DEBUG] [FORECASTER] ACDC: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T20:42:19.455364] [DEBUG] [FORECASTER] ACDC: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-25T20:42:24.905816] [DEBUG] [FORECASTER] ACDC: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T20:42:32.621189] [DEBUG] [FORECASTER] ACDC: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T20:42:32.621351] [INFO ] [CONFIGURE ] ACDC: DISCARDED add_pbf_morning_momentum (score: 70.00%)
[2025-11-25T20:42:32.621395] [INFO ] [CONFIGURE ] JOB ETA: 293.7h | Avg: 17.4s/test | Remaining: 60802 tests
[2025-11-25T20:42:32.621430] [INFO ] [CONFIGURE ] ACDC: Testing feature 16/29: add_pbf_overnight_gap
[2025-11-25T20:42:32.621469] [INFO ] [CONFIGURE ] ACDC: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_pbf_overnight_gap']
[2025-11-25T20:42:39.669473] [DEBUG] [FORECASTER] ACDC: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0
[2025-11-25T20:42:45.227395] [DEBUG] [FORECASTER] ACDC: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0
[2025-11-25T20:42:53.883747] [DEBUG] [FORECASTER] ACDC: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T20:43:05.079696] [DEBUG] [FORECASTER] ACDC: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-25T20:43:16.792379] [DEBUG] [FORECASTER] ACDC: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T20:43:23.110755] [DEBUG] [FORECASTER] ACDC: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T20:43:29.254317] [DEBUG] [FORECASTER] ACDC: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T20:43:35.797576] [DEBUG] [FORECASTER] ACDC: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-25T20:43:47.275264] [DEBUG] [FORECASTER] ACDC: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T20:44:00.577229] [DEBUG] [FORECASTER] ACDC: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T20:44:00.577417] [INFO ] [CONFIGURE ] ACDC: DISCARDED add_pbf_overnight_gap (score: 50.00%)
[2025-11-25T20:44:00.577463] [INFO ] [CONFIGURE ] JOB ETA: 295.8h | Avg: 17.5s/test | Remaining: 60801 tests
[2025-11-25T20:44:00.577528] [INFO ] [CONFIGURE ] ACDC: Testing feature 17/29: add_pbf_return_2d
[2025-11-25T20:44:00.577563] [INFO ] [CONFIGURE ] ACDC: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_pbf_return_2d']
[2025-11-25T20:44:08.376868] [DEBUG] [FORECASTER] ACDC: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T20:44:17.176514] [DEBUG] [FORECASTER] ACDC: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T20:44:28.075858] [DEBUG] [FORECASTER] ACDC: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T20:44:35.086293] [DEBUG] [FORECASTER] ACDC: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-25T20:44:40.637963] [DEBUG] [FORECASTER] ACDC: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T20:44:49.514783] [DEBUG] [FORECASTER] ACDC: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T20:44:53.932427] [DEBUG] [FORECASTER] ACDC: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T20:45:00.192673] [DEBUG] [FORECASTER] ACDC: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-25T20:45:09.571476] [DEBUG] [FORECASTER] ACDC: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T20:45:15.548065] [DEBUG] [FORECASTER] ACDC: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T20:45:15.548231] [INFO ] [CONFIGURE ] ACDC: DISCARDED add_pbf_return_2d (score: 70.00%)
[2025-11-25T20:45:15.548276] [INFO ] [CONFIGURE ] JOB ETA: 297.5h | Avg: 17.6s/test | Remaining: 60800 tests
[2025-11-25T20:45:15.548313] [INFO ] [CONFIGURE ] ACDC: Testing feature 18/29: add_pbf_volatility_5d
[2025-11-25T20:45:15.548349] [INFO ] [CONFIGURE ] ACDC: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_pbf_volatility_5d']
[2025-11-25T20:45:21.860035] [DEBUG] [FORECASTER] ACDC: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T20:45:29.323721] [DEBUG] [FORECASTER] ACDC: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T20:45:35.610245] [DEBUG] [FORECASTER] ACDC: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T20:45:38.648577] [DEBUG] [FORECASTER] ACDC: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-25T20:45:49.695539] [DEBUG] [FORECASTER] ACDC: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T20:45:55.736326] [DEBUG] [FORECASTER] ACDC: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T20:45:59.925661] [DEBUG] [FORECASTER] ACDC: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T20:46:09.646467] [DEBUG] [FORECASTER] ACDC: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-25T20:46:14.914164] [DEBUG] [FORECASTER] ACDC: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T20:46:26.629503] [DEBUG] [FORECASTER] ACDC: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T20:46:26.629712] [INFO ] [CONFIGURE ] ACDC: DISCARDED add_pbf_volatility_5d (score: 70.00%)
[2025-11-25T20:46:26.629759] [INFO ] [CONFIGURE ] JOB ETA: 299.1h | Avg: 17.7s/test | Remaining: 60799 tests
[2025-11-25T20:46:26.629794] [INFO ] [CONFIGURE ] ACDC: Testing feature 19/29: add_pbf_vs_sma_5
[2025-11-25T20:46:26.629827] [INFO ] [CONFIGURE ] ACDC: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_pbf_vs_sma_5']
[2025-11-25T20:46:32.478950] [DEBUG] [FORECASTER] ACDC: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T20:46:40.916659] [DEBUG] [FORECASTER] ACDC: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T20:46:46.655258] [DEBUG] [FORECASTER] ACDC: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T20:46:57.312314] [DEBUG] [FORECASTER] ACDC: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-25T20:46:59.719487] [DEBUG] [FORECASTER] ACDC: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T20:47:04.327406] [DEBUG] [FORECASTER] ACDC: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T20:47:09.710864] [DEBUG] [FORECASTER] ACDC: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T20:47:20.532494] [DEBUG] [FORECASTER] ACDC: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-25T20:47:28.602292] [DEBUG] [FORECASTER] ACDC: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T20:47:39.351281] [DEBUG] [FORECASTER] ACDC: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T20:47:39.351436] [INFO ] [CONFIGURE ] ACDC: DISCARDED add_pbf_vs_sma_5 (score: 70.00%)
[2025-11-25T20:47:39.351480] [INFO ] [CONFIGURE ] JOB ETA: 300.8h | Avg: 17.8s/test | Remaining: 60798 tests
[2025-11-25T20:47:39.351514] [INFO ] [CONFIGURE ] ACDC: Testing feature 20/29: add_price_rejection
[2025-11-25T20:47:39.351547] [INFO ] [CONFIGURE ] ACDC: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_price_rejection']
[2025-11-25T20:47:47.803508] [DEBUG] [FORECASTER] ACDC: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T20:47:54.387719] [DEBUG] [FORECASTER] ACDC: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T20:48:01.419818] [DEBUG] [FORECASTER] ACDC: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T20:48:06.322217] [DEBUG] [FORECASTER] ACDC: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-25T20:48:14.399929] [DEBUG] [FORECASTER] ACDC: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T20:48:21.242790] [DEBUG] [FORECASTER] ACDC: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T20:48:29.039258] [DEBUG] [FORECASTER] ACDC: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T20:48:40.708543] [DEBUG] [FORECASTER] ACDC: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-25T20:48:48.763340] [DEBUG] [FORECASTER] ACDC: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T20:48:54.264806] [DEBUG] [FORECASTER] ACDC: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T20:48:54.264942] [INFO ] [CONFIGURE ] ACDC: DISCARDED add_price_rejection (score: 70.00%)
[2025-11-25T20:48:54.264987] [INFO ] [CONFIGURE ] JOB ETA: 302.5h | Avg: 17.9s/test | Remaining: 60797 tests
[2025-11-25T20:48:54.265024] [INFO ] [CONFIGURE ] ACDC: Testing feature 21/29: add_range_position
[2025-11-25T20:48:54.265058] [INFO ] [CONFIGURE ] ACDC: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_range_position']
[2025-11-25T20:49:01.922603] [DEBUG] [FORECASTER] ACDC: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T20:49:12.571682] [DEBUG] [FORECASTER] ACDC: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T20:49:20.186401] [DEBUG] [FORECASTER] ACDC: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T20:49:29.249334] [DEBUG] [FORECASTER] ACDC: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-25T20:49:37.270147] [DEBUG] [FORECASTER] ACDC: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T20:49:46.004602] [DEBUG] [FORECASTER] ACDC: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T20:49:56.391821] [DEBUG] [FORECASTER] ACDC: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T20:50:07.284936] [DEBUG] [FORECASTER] ACDC: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-25T20:50:13.909211] [DEBUG] [FORECASTER] ACDC: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T20:50:20.497882] [DEBUG] [FORECASTER] ACDC: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T20:50:20.498036] [INFO ] [CONFIGURE ] ACDC: DISCARDED add_range_position (score: 70.00%)
[2025-11-25T20:50:20.498081] [INFO ] [CONFIGURE ] JOB ETA: 304.5h | Avg: 18.0s/test | Remaining: 60796 tests
[2025-11-25T20:50:20.498118] [INFO ] [CONFIGURE ] ACDC: Testing feature 22/29: add_realized_volatility
[2025-11-25T20:50:20.498150] [INFO ] [CONFIGURE ] ACDC: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_realized_volatility']
[2025-11-25T20:50:27.421994] [DEBUG] [FORECASTER] ACDC: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T20:50:35.986096] [DEBUG] [FORECASTER] ACDC: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T20:50:45.446029] [DEBUG] [FORECASTER] ACDC: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T20:50:52.347603] [DEBUG] [FORECASTER] ACDC: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-25T20:51:01.754042] [DEBUG] [FORECASTER] ACDC: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T20:51:08.560293] [DEBUG] [FORECASTER] ACDC: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T20:51:17.942043] [DEBUG] [FORECASTER] ACDC: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T20:51:27.352164] [DEBUG] [FORECASTER] ACDC: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-25T20:51:34.845115] [DEBUG] [FORECASTER] ACDC: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T20:51:43.130166] [DEBUG] [FORECASTER] ACDC: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T20:51:43.130344] [INFO ] [CONFIGURE ] ACDC: DISCARDED add_realized_volatility (score: 70.00%)
[2025-11-25T20:51:43.130389] [INFO ] [CONFIGURE ] JOB ETA: 306.4h | Avg: 18.1s/test | Remaining: 60795 tests
[2025-11-25T20:51:43.130425] [INFO ] [CONFIGURE ] ACDC: Testing feature 23/29: add_recent_range_context
[2025-11-25T20:51:43.130458] [INFO ] [CONFIGURE ] ACDC: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_recent_range_context']
[2025-11-25T20:51:52.938110] [DEBUG] [FORECASTER] ACDC: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T20:52:00.345510] [DEBUG] [FORECASTER] ACDC: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T20:52:10.306817] [DEBUG] [FORECASTER] ACDC: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T20:52:16.395410] [DEBUG] [FORECASTER] ACDC: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-25T20:52:20.641820] [DEBUG] [FORECASTER] ACDC: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T20:52:30.990022] [DEBUG] [FORECASTER] ACDC: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T20:52:38.331066] [DEBUG] [FORECASTER] ACDC: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T20:52:45.671259] [DEBUG] [FORECASTER] ACDC: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-25T20:52:54.147169] [DEBUG] [FORECASTER] ACDC: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T20:52:57.990514] [DEBUG] [FORECASTER] ACDC: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T20:52:57.990692] [INFO ] [CONFIGURE ] ACDC: DISCARDED add_recent_range_context (score: 70.00%)
[2025-11-25T20:52:57.990746] [INFO ] [CONFIGURE ] JOB ETA: 308.1h | Avg: 18.2s/test | Remaining: 60794 tests
[2025-11-25T20:52:57.990782] [INFO ] [CONFIGURE ] ACDC: Testing feature 24/29: add_rsi
[2025-11-25T20:52:57.990816] [INFO ] [CONFIGURE ] ACDC: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_ema', 'add_rsi']
[2025-11-25T20:53:08.707705] [DEBUG] [FORECASTER] ACDC: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T20:53:18.732254] [DEBUG] [FORECASTER] ACDC: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T20:53:28.445891] [DEBUG] [FORECASTER] ACDC: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T20:53:34.201731] [DEBUG] [FORECASTER] ACDC: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-25T20:53:41.578296] [DEBUG] [FORECASTER] ACDC: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T20:53:50.999841] [DEBUG] [FORECASTER] ACDC: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T20:53:56.921382] [DEBUG] [FORECASTER] ACDC: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T20:54:08.533087] [DEBUG] [FORECASTER] ACDC: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-25T20:54:16.920032] [DEBUG] [FORECASTER] ACDC: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T20:54:23.223014] [DEBUG] [FORECASTER] ACDC: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T20:54:23.223191] [INFO ] [CONFIGURE ] ACDC: DISCARDED add_rsi (score: 70.00%)
[2025-11-25T20:54:23.223237] [INFO ] [CONFIGURE ] JOB ETA: 310.1h | Avg: 18.4s/test | Remaining: 60793 tests
[2025-11-25T20:54:23.223275] [INFO ] [CONFIGURE ] ACDC: Testing feature 25/29: add_tick_distribution
[2025-11-25T20:54:23.223308] [INFO ] [CONFIGURE ] ACDC: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_tick_distribution']
[2025-11-25T20:54:29.366993] [DEBUG] [FORECASTER] ACDC: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T20:54:36.880747] [DEBUG] [FORECASTER] ACDC: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T20:54:44.855215] [DEBUG] [FORECASTER] ACDC: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T20:54:51.305709] [DEBUG] [FORECASTER] ACDC: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-25T20:55:04.528711] [DEBUG] [FORECASTER] ACDC: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T20:55:06.525012] [DEBUG] [FORECASTER] ACDC: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T20:55:18.670958] [DEBUG] [FORECASTER] ACDC: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T20:55:25.589993] [DEBUG] [FORECASTER] ACDC: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-25T20:55:38.465339] [DEBUG] [FORECASTER] ACDC: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T20:55:47.742953] [DEBUG] [FORECASTER] ACDC: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T20:55:47.743132] [INFO ] [CONFIGURE ] ACDC: DISCARDED add_tick_distribution (score: 70.00%)
[2025-11-25T20:55:47.743178] [INFO ] [CONFIGURE ] JOB ETA: 312.0h | Avg: 18.5s/test | Remaining: 60792 tests
[2025-11-25T20:55:47.743213] [INFO ] [CONFIGURE ] ACDC: Testing feature 26/29: add_volume_momentum_confirmation
[2025-11-25T20:55:47.743246] [INFO ] [CONFIGURE ] ACDC: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_volume_momentum_confirmation']
[2025-11-25T20:55:59.893030] [DEBUG] [FORECASTER] ACDC: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T20:56:09.805762] [DEBUG] [FORECASTER] ACDC: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T20:56:16.071107] [DEBUG] [FORECASTER] ACDC: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T20:56:23.283718] [DEBUG] [FORECASTER] ACDC: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-25T20:56:31.467433] [DEBUG] [FORECASTER] ACDC: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T20:56:39.554713] [DEBUG] [FORECASTER] ACDC: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T20:56:51.514682] [DEBUG] [FORECASTER] ACDC: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T20:56:57.577427] [DEBUG] [FORECASTER] ACDC: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-25T20:57:04.737763] [DEBUG] [FORECASTER] ACDC: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T20:57:09.800449] [DEBUG] [FORECASTER] ACDC: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T20:57:09.800628] [INFO ] [CONFIGURE ] ACDC: DISCARDED add_volume_momentum_confirmation (score: 70.00%)
[2025-11-25T20:57:09.800738] [INFO ] [CONFIGURE ] JOB ETA: 313.9h | Avg: 18.6s/test | Remaining: 60791 tests
[2025-11-25T20:57:09.800781] [INFO ] [CONFIGURE ] ACDC: Testing feature 27/29: add_volume_price_divergence
[2025-11-25T20:57:09.800815] [INFO ] [CONFIGURE ] ACDC: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_volume_price_divergence']
[2025-11-25T20:57:17.517060] [DEBUG] [FORECASTER] ACDC: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0
[2025-11-25T20:57:30.277331] [DEBUG] [FORECASTER] ACDC: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T20:57:40.071003] [DEBUG] [FORECASTER] ACDC: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T20:57:43.880728] [DEBUG] [FORECASTER] ACDC: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-25T20:57:51.638955] [DEBUG] [FORECASTER] ACDC: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T20:57:59.771378] [DEBUG] [FORECASTER] ACDC: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T20:58:06.165837] [DEBUG] [FORECASTER] ACDC: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T20:58:12.353546] [DEBUG] [FORECASTER] ACDC: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-25T20:58:17.907991] [DEBUG] [FORECASTER] ACDC: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T20:58:27.091152] [DEBUG] [FORECASTER] ACDC: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T20:58:27.091303] [INFO ] [CONFIGURE ] ACDC: DISCARDED add_volume_price_divergence (score: 70.00%)
[2025-11-25T20:58:27.091347] [INFO ] [CONFIGURE ] JOB ETA: 315.6h | Avg: 18.7s/test | Remaining: 60790 tests
[2025-11-25T20:58:27.091382] [INFO ] [CONFIGURE ] ACDC: Testing feature 28/29: add_volume_profile
[2025-11-25T20:58:27.091415] [INFO ] [CONFIGURE ] ACDC: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_volume_profile']
[2025-11-25T20:58:34.836185] [DEBUG] [FORECASTER] ACDC: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0
[2025-11-25T20:58:39.454595] [DEBUG] [FORECASTER] ACDC: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T20:58:45.850402] [DEBUG] [FORECASTER] ACDC: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T20:58:50.625840] [DEBUG] [FORECASTER] ACDC: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-25T20:58:57.309275] [DEBUG] [FORECASTER] ACDC: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T20:59:04.604128] [DEBUG] [FORECASTER] ACDC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T20:59:10.148088] [DEBUG] [FORECASTER] ACDC: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T20:59:20.010638] [DEBUG] [FORECASTER] ACDC: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-25T20:59:27.241700] [DEBUG] [FORECASTER] ACDC: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T20:59:33.165539] [DEBUG] [FORECASTER] ACDC: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T20:59:33.165784] [INFO ] [CONFIGURE ] ACDC: DISCARDED add_volume_profile (score: 70.00%)
[2025-11-25T20:59:33.165835] [INFO ] [CONFIGURE ] JOB ETA: 317.0h | Avg: 18.8s/test | Remaining: 60789 tests
[2025-11-25T20:59:33.165873] [INFO ] [CONFIGURE ] ACDC: Testing feature 29/29: add_vwap
[2025-11-25T20:59:33.165907] [INFO ] [CONFIGURE ] ACDC: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_vwap']
[2025-11-25T20:59:43.704214] [DEBUG] [FORECASTER] ACDC: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0
[2025-11-25T20:59:50.386680] [DEBUG] [FORECASTER] ACDC: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0
[2025-11-25T20:59:57.325764] [DEBUG] [FORECASTER] ACDC: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T21:00:05.735891] [DEBUG] [FORECASTER] ACDC: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-25T21:00:16.223215] [DEBUG] [FORECASTER] ACDC: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T21:00:26.379364] [DEBUG] [FORECASTER] ACDC: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T21:00:29.912138] [DEBUG] [FORECASTER] ACDC: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T21:00:36.303819] [DEBUG] [FORECASTER] ACDC: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-25T21:00:43.370278] [DEBUG] [FORECASTER] ACDC: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T21:00:51.091194] [DEBUG] [FORECASTER] ACDC: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T21:00:51.091387] [INFO ] [CONFIGURE ] ACDC: DISCARDED add_vwap (score: 60.00%)
[2025-11-25T21:00:51.091433] [INFO ] [CONFIGURE ] JOB ETA: 318.7h | Avg: 18.9s/test | Remaining: 60788 tests
[2025-11-25T21:00:51.091469] [INFO ] [CONFIGURE ] ACDC: ===== FEATURE SELECTION COMPLETE =====
[2025-11-25T21:00:51.091500] [INFO ] [CONFIGURE ] ACDC: Best accuracy: 70.00%
[2025-11-25T21:00:51.091533] [INFO ] [CONFIGURE ] ACDC: Best feature set (2 features): ['add_bollinger_bands', 'add_cumulative_delta']
[2025-11-25T21:00:51.091563] [INFO ] [CONFIGURE ] ACDC: Improvement over baseline: 40.00%
[2025-11-25T21:00:51.091592] [INFO ] [CONFIGURE ] ACDC: Total time: 33.3 minutes
[2025-11-25T21:00:51.091620] [INFO ] [CONFIGURE ] ACDC: Average time per feature: 68.9 seconds
[2025-11-25T21:00:51.091670] [INFO ] [CONFIGURE ] ACDC: Average speed: 0.01 features/sec
[2025-11-25T21:00:51.091933] [INFO ] [LOCAL     ] Saved configuration for ACDC: 2 features, 70.00% accuracy -> ./output/feature-sets/ACDC.json
[2025-11-25T21:00:51.091977] [INFO ] [CONFIGURE ] ACDC: Configuration saved successfully: 2 features, 70.00% accuracy.
[2025-11-25T21:00:51.092014] [INFO ] [sig       ] [20/2116] Successfully configured ACDC | 0.00 sym/s | Total: 3.1h | ETA: 323.1h
[2025-11-25T21:00:51.092047] [INFO ] [sig       ] [21/2116] Configuring ACGL...
[2025-11-25T21:00:51.092077] [INFO ] [CONFIGURE ] ACGL: Configurate test run.
[2025-11-25T21:00:51.092108] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ACGL' from 'https://tdm.silogroup.org/data/derivative_storage/ACGL.csv'.
[2025-11-25T21:00:51.103179] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ACGL'.
[2025-11-25T21:00:51.103625] [INFO ] [CONFIGURE ] ACGL: Testing with 29 available features
[2025-11-25T21:00:51.103700] [INFO ] [CONFIGURE ] ACGL: Establishing baseline with no features...
[2025-11-25T21:00:59.527987] [DEBUG] [FORECASTER] ACGL: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T21:01:06.790928] [DEBUG] [FORECASTER] ACGL: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T21:01:13.483802] [DEBUG] [FORECASTER] ACGL: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T21:01:17.652960] [DEBUG] [FORECASTER] ACGL: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-25T21:01:18.814838] [DEBUG] [FORECASTER] ACGL: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T21:01:29.042348] [DEBUG] [FORECASTER] ACGL: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T21:01:37.939771] [DEBUG] [FORECASTER] ACGL: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T21:01:45.587835] [DEBUG] [FORECASTER] ACGL: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-25T21:01:51.559787] [DEBUG] [FORECASTER] ACGL: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-11-25T21:02:02.335205] [DEBUG] [FORECASTER] ACGL: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-11-25T21:02:02.335379] [INFO ] [CONFIGURE ] ACGL: Baseline score (no features): 10.00%
[2025-11-25T21:02:02.335423] [INFO ] [CONFIGURE ] ACGL: Testing feature 1/29: add_bollinger_bands
[2025-11-25T21:02:02.335457] [INFO ] [CONFIGURE ] ACGL: Testing with features: ['add_bollinger_bands']
[2025-11-25T21:02:10.706508] [DEBUG] [FORECASTER] ACGL: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T21:02:18.057763] [DEBUG] [FORECASTER] ACGL: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T21:02:27.222741] [DEBUG] [FORECASTER] ACGL: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T21:02:33.805976] [DEBUG] [FORECASTER] ACGL: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-25T21:02:38.947336] [DEBUG] [FORECASTER] ACGL: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T21:02:47.020882] [DEBUG] [FORECASTER] ACGL: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T21:02:52.763909] [DEBUG] [FORECASTER] ACGL: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T21:02:59.300759] [DEBUG] [FORECASTER] ACGL: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-25T21:03:08.829999] [DEBUG] [FORECASTER] ACGL: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-11-25T21:03:13.145701] [DEBUG] [FORECASTER] ACGL: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-11-25T21:03:13.145855] [INFO ] [CONFIGURE ] ACGL: KEPT add_bollinger_bands (score: 20.00%)
[2025-11-25T21:03:13.145900] [INFO ] [CONFIGURE ] JOB ETA: 320.2h | Avg: 19.0s/test | Remaining: 60787 tests
[2025-11-25T21:03:13.145936] [INFO ] [CONFIGURE ] ACGL: Testing feature 2/29: add_cumulative_delta
[2025-11-25T21:03:13.145969] [INFO ] [CONFIGURE ] ACGL: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta']
[2025-11-25T21:03:18.473424] [DEBUG] [FORECASTER] ACGL: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T21:03:22.910739] [DEBUG] [FORECASTER] ACGL: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T21:03:31.719662] [DEBUG] [FORECASTER] ACGL: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T21:03:34.685265] [DEBUG] [FORECASTER] ACGL: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-25T21:03:43.549587] [DEBUG] [FORECASTER] ACGL: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T21:03:51.117194] [DEBUG] [FORECASTER] ACGL: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T21:04:03.379037] [DEBUG] [FORECASTER] ACGL: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T21:04:13.696777] [DEBUG] [FORECASTER] ACGL: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-25T21:04:22.353563] [DEBUG] [FORECASTER] ACGL: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-11-25T21:04:32.916278] [DEBUG] [FORECASTER] ACGL: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-11-25T21:04:32.916465] [INFO ] [CONFIGURE ] ACGL: KEPT add_cumulative_delta (score: 30.00%)
[2025-11-25T21:04:32.916513] [INFO ] [CONFIGURE ] JOB ETA: 322.0h | Avg: 19.1s/test | Remaining: 60786 tests
[2025-11-25T21:04:32.916551] [INFO ] [CONFIGURE ] ACGL: Testing feature 3/29: add_daily_returns
[2025-11-25T21:04:32.916586] [INFO ] [CONFIGURE ] ACGL: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns']
[2025-11-25T21:04:38.344607] [DEBUG] [FORECASTER] ACGL: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T21:04:43.726289] [DEBUG] [FORECASTER] ACGL: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T21:04:49.730321] [DEBUG] [FORECASTER] ACGL: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T21:04:55.525445] [DEBUG] [FORECASTER] ACGL: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-25T21:05:08.509513] [DEBUG] [FORECASTER] ACGL: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T21:05:20.727363] [DEBUG] [FORECASTER] ACGL: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T21:05:27.633481] [DEBUG] [FORECASTER] ACGL: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T21:05:38.617997] [DEBUG] [FORECASTER] ACGL: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T21:05:45.653110] [DEBUG] [FORECASTER] ACGL: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-11-25T21:05:50.812860] [DEBUG] [FORECASTER] ACGL: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-11-25T21:05:50.813023] [INFO ] [CONFIGURE ] ACGL: KEPT add_daily_returns (score: 40.00%)
[2025-11-25T21:05:50.813068] [INFO ] [CONFIGURE ] JOB ETA: 323.7h | Avg: 19.2s/test | Remaining: 60785 tests
[2025-11-25T21:05:50.813103] [INFO ] [CONFIGURE ] ACGL: Testing feature 4/29: add_ema
[2025-11-25T21:05:50.813138] [INFO ] [CONFIGURE ] ACGL: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns', 'add_ema']
[2025-11-25T21:06:02.093817] [DEBUG] [FORECASTER] ACGL: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T21:06:15.189194] [DEBUG] [FORECASTER] ACGL: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T21:06:23.408829] [DEBUG] [FORECASTER] ACGL: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T21:06:31.152554] [DEBUG] [FORECASTER] ACGL: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-25T21:06:38.746053] [DEBUG] [FORECASTER] ACGL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T21:06:44.505958] [DEBUG] [FORECASTER] ACGL: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T21:06:49.184869] [DEBUG] [FORECASTER] ACGL: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T21:06:53.109485] [DEBUG] [FORECASTER] ACGL: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-25T21:06:58.653728] [DEBUG] [FORECASTER] ACGL: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-11-25T21:07:09.557051] [DEBUG] [FORECASTER] ACGL: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-11-25T21:07:09.557231] [INFO ] [CONFIGURE ] ACGL: DISCARDED add_ema (score: 40.00%)
[2025-11-25T21:07:09.557312] [INFO ] [CONFIGURE ] JOB ETA: 325.4h | Avg: 19.3s/test | Remaining: 60784 tests
[2025-11-25T21:07:09.557359] [INFO ] [CONFIGURE ] ACGL: Testing feature 5/29: add_exhaustion_signals
[2025-11-25T21:07:09.557403] [INFO ] [CONFIGURE ] ACGL: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns', 'add_vwap', 'add_exhaustion_signals']
[2025-11-25T21:07:16.101456] [DEBUG] [FORECASTER] ACGL: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T21:07:24.113131] [DEBUG] [FORECASTER] ACGL: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T21:07:36.771693] [DEBUG] [FORECASTER] ACGL: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T21:07:41.653393] [DEBUG] [FORECASTER] ACGL: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-25T21:07:48.321018] [DEBUG] [FORECASTER] ACGL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T21:07:56.374827] [DEBUG] [FORECASTER] ACGL: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T21:08:02.757875] [DEBUG] [FORECASTER] ACGL: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T21:08:08.683594] [DEBUG] [FORECASTER] ACGL: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-25T21:08:14.403392] [DEBUG] [FORECASTER] ACGL: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-11-25T21:08:18.966132] [DEBUG] [FORECASTER] ACGL: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-11-25T21:08:18.966338] [INFO ] [CONFIGURE ] ACGL: DISCARDED add_exhaustion_signals (score: 30.00%)
[2025-11-25T21:08:18.966385] [INFO ] [CONFIGURE ] JOB ETA: 326.9h | Avg: 19.4s/test | Remaining: 60783 tests
[2025-11-25T21:08:18.966422] [INFO ] [CONFIGURE ] ACGL: Testing feature 6/29: add_failed_moves
[2025-11-25T21:08:18.966456] [INFO ] [CONFIGURE ] ACGL: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns', 'add_failed_moves']
[2025-11-25T21:08:23.920502] [DEBUG] [FORECASTER] ACGL: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T21:08:33.497469] [DEBUG] [FORECASTER] ACGL: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T21:08:39.529082] [DEBUG] [FORECASTER] ACGL: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T21:08:49.547012] [DEBUG] [FORECASTER] ACGL: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-25T21:09:02.564041] [DEBUG] [FORECASTER] ACGL: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T21:09:14.651875] [DEBUG] [FORECASTER] ACGL: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T21:09:24.940797] [DEBUG] [FORECASTER] ACGL: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T21:09:35.584247] [DEBUG] [FORECASTER] ACGL: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T21:09:42.349551] [DEBUG] [FORECASTER] ACGL: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-11-25T21:09:46.230514] [DEBUG] [FORECASTER] ACGL: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-11-25T21:09:46.230691] [INFO ] [CONFIGURE ] ACGL: DISCARDED add_failed_moves (score: 40.00%)
[2025-11-25T21:09:46.230737] [INFO ] [CONFIGURE ] JOB ETA: 328.9h | Avg: 19.5s/test | Remaining: 60782 tests
[2025-11-25T21:09:46.230775] [INFO ] [CONFIGURE ] ACGL: Testing feature 7/29: add_lag_shelf
[2025-11-25T21:09:46.230812] [INFO ] [CONFIGURE ] ACGL: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns', 'add_lag_shelf']
[2025-11-25T21:09:51.201109] [DEBUG] [FORECASTER] ACGL: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T21:09:57.859298] [DEBUG] [FORECASTER] ACGL: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T21:10:07.091616] [DEBUG] [FORECASTER] ACGL: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T21:10:13.909344] [DEBUG] [FORECASTER] ACGL: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-25T21:10:15.652471] [DEBUG] [FORECASTER] ACGL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T21:10:23.975082] [DEBUG] [FORECASTER] ACGL: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T21:10:30.758218] [DEBUG] [FORECASTER] ACGL: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T21:10:34.924915] [DEBUG] [FORECASTER] ACGL: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T21:10:43.738108] [DEBUG] [FORECASTER] ACGL: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-11-25T21:10:51.737875] [DEBUG] [FORECASTER] ACGL: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-11-25T21:10:51.738054] [INFO ] [CONFIGURE ] ACGL: KEPT add_lag_shelf (score: 50.00%)
[2025-11-25T21:10:51.738098] [INFO ] [CONFIGURE ] JOB ETA: 330.2h | Avg: 19.6s/test | Remaining: 60781 tests
[2025-11-25T21:10:51.738132] [INFO ] [CONFIGURE ] ACGL: Testing feature 8/29: add_macd
[2025-11-25T21:10:51.738166] [INFO ] [CONFIGURE ] ACGL: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns', 'add_lag_shelf', 'add_vwap', 'add_macd']
[2025-11-25T21:11:01.871444] [DEBUG] [FORECASTER] ACGL: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T21:11:16.405143] [DEBUG] [FORECASTER] ACGL: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T21:11:26.159914] [DEBUG] [FORECASTER] ACGL: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T21:11:32.737185] [DEBUG] [FORECASTER] ACGL: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-25T21:11:41.325069] [DEBUG] [FORECASTER] ACGL: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T21:11:51.473023] [DEBUG] [FORECASTER] ACGL: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T21:12:02.784039] [DEBUG] [FORECASTER] ACGL: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T21:12:09.987565] [DEBUG] [FORECASTER] ACGL: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-25T21:12:20.691458] [DEBUG] [FORECASTER] ACGL: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-11-25T21:12:26.889175] [DEBUG] [FORECASTER] ACGL: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-11-25T21:12:26.889384] [INFO ] [CONFIGURE ] ACGL: DISCARDED add_macd (score: 20.00%)
[2025-11-25T21:12:26.889434] [INFO ] [CONFIGURE ] JOB ETA: 332.4h | Avg: 19.7s/test | Remaining: 60780 tests
[2025-11-25T21:12:26.889473] [INFO ] [CONFIGURE ] ACGL: Testing feature 9/29: add_mfi
[2025-11-25T21:12:26.889508] [INFO ] [CONFIGURE ] ACGL: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns', 'add_lag_shelf', 'add_mfi']
[2025-11-25T21:12:39.381896] [DEBUG] [FORECASTER] ACGL: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T21:12:50.481405] [DEBUG] [FORECASTER] ACGL: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T21:12:59.387518] [DEBUG] [FORECASTER] ACGL: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T21:13:06.613628] [DEBUG] [FORECASTER] ACGL: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-25T21:13:11.761116] [DEBUG] [FORECASTER] ACGL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T21:13:17.699325] [DEBUG] [FORECASTER] ACGL: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T21:13:26.271906] [DEBUG] [FORECASTER] ACGL: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T21:13:36.797811] [DEBUG] [FORECASTER] ACGL: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T21:13:45.217420] [DEBUG] [FORECASTER] ACGL: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-11-25T21:13:51.731193] [DEBUG] [FORECASTER] ACGL: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-11-25T21:13:51.731454] [INFO ] [CONFIGURE ] ACGL: DISCARDED add_mfi (score: 40.00%)
[2025-11-25T21:13:51.731500] [INFO ] [CONFIGURE ] JOB ETA: 334.2h | Avg: 19.8s/test | Remaining: 60779 tests
[2025-11-25T21:13:51.731538] [INFO ] [CONFIGURE ] ACGL: Testing feature 10/29: add_momentum_acceleration
[2025-11-25T21:13:51.731576] [INFO ] [CONFIGURE ] ACGL: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns', 'add_lag_shelf', 'add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-11-25T21:14:04.098695] [DEBUG] [FORECASTER] ACGL: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T21:14:10.596717] [DEBUG] [FORECASTER] ACGL: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T21:14:16.258994] [DEBUG] [FORECASTER] ACGL: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T21:14:22.384535] [DEBUG] [FORECASTER] ACGL: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-25T21:14:31.496788] [DEBUG] [FORECASTER] ACGL: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T21:14:40.429534] [DEBUG] [FORECASTER] ACGL: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T21:14:47.641551] [DEBUG] [FORECASTER] ACGL: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T21:14:57.273063] [DEBUG] [FORECASTER] ACGL: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T21:15:05.227294] [DEBUG] [FORECASTER] ACGL: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-25T21:15:12.886146] [DEBUG] [FORECASTER] ACGL: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-11-25T21:15:12.886318] [INFO ] [CONFIGURE ] ACGL: DISCARDED add_momentum_acceleration (score: 40.00%)
[2025-11-25T21:15:12.886383] [INFO ] [CONFIGURE ] JOB ETA: 336.0h | Avg: 19.9s/test | Remaining: 60778 tests
[2025-11-25T21:15:12.886437] [INFO ] [CONFIGURE ] ACGL: Testing feature 11/29: add_obv_daily
[2025-11-25T21:15:12.886474] [INFO ] [CONFIGURE ] ACGL: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns', 'add_lag_shelf', 'add_obv_daily']
[2025-11-25T21:15:15.481367] [DEBUG] [FORECASTER] ACGL: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T21:15:20.503303] [DEBUG] [FORECASTER] ACGL: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T21:15:27.504464] [DEBUG] [FORECASTER] ACGL: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T21:15:34.858358] [DEBUG] [FORECASTER] ACGL: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-25T21:15:43.405419] [DEBUG] [FORECASTER] ACGL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T21:15:51.751744] [DEBUG] [FORECASTER] ACGL: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T21:15:56.868782] [DEBUG] [FORECASTER] ACGL: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T21:16:05.669029] [DEBUG] [FORECASTER] ACGL: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-25T21:16:17.321857] [DEBUG] [FORECASTER] ACGL: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-11-25T21:16:30.605040] [DEBUG] [FORECASTER] ACGL: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-25T21:16:30.605252] [INFO ] [CONFIGURE ] ACGL: DISCARDED add_obv_daily (score: 40.00%)
[2025-11-25T21:16:30.605299] [INFO ] [CONFIGURE ] JOB ETA: 337.7h | Avg: 20.0s/test | Remaining: 60777 tests
[2025-11-25T21:16:30.605335] [INFO ] [CONFIGURE ] ACGL: Testing feature 12/29: add_obv_interval
[2025-11-25T21:16:30.605369] [INFO ] [CONFIGURE ] ACGL: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns', 'add_lag_shelf', 'add_obv_interval']
[2025-11-25T21:16:35.665925] [DEBUG] [FORECASTER] ACGL: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T21:16:42.416107] [DEBUG] [FORECASTER] ACGL: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T21:16:50.779792] [DEBUG] [FORECASTER] ACGL: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T21:16:59.988393] [DEBUG] [FORECASTER] ACGL: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-25T21:17:10.879804] [DEBUG] [FORECASTER] ACGL: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T21:17:21.892523] [DEBUG] [FORECASTER] ACGL: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T21:17:30.256796] [DEBUG] [FORECASTER] ACGL: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T21:17:41.188546] [DEBUG] [FORECASTER] ACGL: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-25T21:17:50.111941] [DEBUG] [FORECASTER] ACGL: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-25T21:17:57.600493] [DEBUG] [FORECASTER] ACGL: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-11-25T21:17:57.600742] [INFO ] [CONFIGURE ] ACGL: DISCARDED add_obv_interval (score: 40.00%)
[2025-11-25T21:17:57.600804] [INFO ] [CONFIGURE ] JOB ETA: 339.6h | Avg: 20.1s/test | Remaining: 60776 tests
[2025-11-25T21:17:57.600846] [INFO ] [CONFIGURE ] ACGL: Testing feature 13/29: add_opening_strength
[2025-11-25T21:17:57.600892] [INFO ] [CONFIGURE ] ACGL: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns', 'add_lag_shelf', 'add_opening_strength']
[2025-11-25T21:18:07.191286] [DEBUG] [FORECASTER] ACGL: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T21:18:15.824154] [DEBUG] [FORECASTER] ACGL: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T21:18:24.956146] [DEBUG] [FORECASTER] ACGL: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T21:18:35.663360] [DEBUG] [FORECASTER] ACGL: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-25T21:18:45.134985] [DEBUG] [FORECASTER] ACGL: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T21:18:53.510931] [DEBUG] [FORECASTER] ACGL: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T21:19:01.180177] [DEBUG] [FORECASTER] ACGL: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T21:19:08.195841] [DEBUG] [FORECASTER] ACGL: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-25T21:19:14.163856] [DEBUG] [FORECASTER] ACGL: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-11-25T21:19:21.918806] [DEBUG] [FORECASTER] ACGL: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-11-25T21:19:21.918970] [INFO ] [CONFIGURE ] ACGL: DISCARDED add_opening_strength (score: 20.00%)
[2025-11-25T21:19:21.919015] [INFO ] [CONFIGURE ] JOB ETA: 341.4h | Avg: 20.2s/test | Remaining: 60775 tests
[2025-11-25T21:19:21.919050] [INFO ] [CONFIGURE ] ACGL: Testing feature 14/29: add_order_flow_imbalance
[2025-11-25T21:19:21.919083] [INFO ] [CONFIGURE ] ACGL: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns', 'add_lag_shelf', 'add_order_flow_imbalance']
[2025-11-25T21:19:27.386204] [DEBUG] [FORECASTER] ACGL: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T21:19:34.997835] [DEBUG] [FORECASTER] ACGL: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T21:19:40.190144] [DEBUG] [FORECASTER] ACGL: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T21:19:50.136009] [DEBUG] [FORECASTER] ACGL: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-25T21:19:57.488031] [DEBUG] [FORECASTER] ACGL: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T21:20:05.323865] [DEBUG] [FORECASTER] ACGL: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T21:20:15.326225] [DEBUG] [FORECASTER] ACGL: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T21:20:22.044473] [DEBUG] [FORECASTER] ACGL: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-25T21:20:22.468056] [WARN ] [STATE     ] Received SIGTERM signal. Initiating graceful shutdown...
[2025-11-25T21:20:22.468277] [WARN ] [STATE     ] Operation was interrupted, setting state to COMPLETED_ERROR
[2025-11-25T21:20:22.468492] [WARN ] [STATE     ] State set to: COMPLETED_ERROR
[2025-11-25T21:20:22.470206] [INFO ] [STATE     ] Last completion updated: 2025-11-25T21:20:22.468536
[2025-11-25T21:20:34.504831] [DEBUG] [FORECASTER] ACGL: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-11-25T21:20:43.085250] [DEBUG] [FORECASTER] ACGL: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-11-25T21:20:43.085451] [INFO ] [CONFIGURE ] ACGL: DISCARDED add_order_flow_imbalance (score: 30.00%)
[2025-11-25T21:20:43.085497] [INFO ] [CONFIGURE ] JOB ETA: 343.2h | Avg: 20.3s/test | Remaining: 60774 tests
[2025-11-25T21:20:43.085533] [INFO ] [CONFIGURE ] ACGL: Testing feature 15/29: add_pbf_morning_momentum
[2025-11-25T21:20:43.085567] [INFO ] [CONFIGURE ] ACGL: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns', 'add_lag_shelf', 'add_pbf_morning_momentum']
[2025-11-25T21:20:47.182827] [DEBUG] [FORECASTER] ACGL: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T21:20:55.978585] [DEBUG] [FORECASTER] ACGL: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T21:21:02.382452] [DEBUG] [FORECASTER] ACGL: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T21:21:08.925355] [DEBUG] [FORECASTER] ACGL: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-25T21:21:18.552332] [DEBUG] [FORECASTER] ACGL: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T21:21:32.658952] [DEBUG] [FORECASTER] ACGL: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T22:32:06.834253] [DEBUG] [R-STATUS  ] Registered 'tdm' as a dependent service.
[2025-11-25T22:32:07.052554] [DEBUG] [R-STATUS  ] Registered 'sap' as a dependent service.
[2025-11-25T22:32:07.230705] [DEBUG] [R-STATUS  ] Registered 'exp' as a dependent service.
[2025-11-25T22:32:07.401774] [DEBUG] [R-STATUS  ] Registered 'sig' as a dependent service.
[2025-11-25T22:32:07.402217] [WARN ] [STATE     ] State set to: WAITING
[2025-11-25T22:32:07.402281] [INFO ] [STATE     ] Checking TDM service status...
[2025-11-25T22:32:07.575471] [WARN ] [tdm-status] Service 'tdm' is not running.
[2025-11-25T22:32:07.581067] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T22:32:07.616731] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T22:32:07.653184] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T22:32:07.689038] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T22:32:07.689411] [WARN ] [STATE     ] State set to: RUNNING
[2025-11-25T22:32:07.689526] [INFO ] [CACHE     ] Starting cache update
[2025-11-25T22:32:07.689622] [DEBUG] [REMOTE    ] Fetching unscheduled blackout dates from 'https://tdm.silogroup.org/cache/unscheduled_blackouts.txt'.
[2025-11-25T22:32:07.694600] [DEBUG] [REMOTE    ] Fetched 1 unscheduled blackout dates.
[2025-11-25T22:32:07.695071] [DEBUG] [LOCAL     ] Cached 1 unscheduled blackout dates
[2025-11-25T22:32:07.695171] [INFO ] [CACHE     ] Cache update completed successfully
[2025-11-25T22:32:07.695248] [INFO ] [sig       ] Resuming configuration (only processing symbols without existing configuration)
[2025-11-25T22:32:07.695360] [DEBUG] [REMOTE    ] Fetching current symbols from directory listing at 'https://tdm.silogroup.org/data/derivative_storage'.
[2025-11-25T22:32:07.770238] [DEBUG] [REMOTE    ] Fetched 3639 unique symbols from directory listing.
[2025-11-25T22:32:07.778928] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: VOYA
[2025-11-25T22:32:07.779153] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: T
[2025-11-25T22:32:07.779956] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: BEPC
[2025-11-25T22:32:07.780071] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: NRGV
[2025-11-25T22:32:07.780182] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: BORR
[2025-11-25T22:32:07.780269] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: FR
[2025-11-25T22:32:07.780348] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: ITGR
[2025-11-25T22:32:07.780438] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: CRT
[2025-11-25T22:32:07.780523] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: DV
[2025-11-25T22:32:07.780622] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: BSBR
[2025-11-25T22:32:07.780729] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: AIT
[2025-11-25T22:32:07.780813] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: WOW
[2025-11-25T22:32:07.780889] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: SPNT
[2025-11-25T22:32:07.780963] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: SRV
[2025-11-25T22:32:07.781036] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: BLW
[2025-11-25T22:32:07.781113] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: PRT
[2025-11-25T22:32:07.781186] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: EPRT
[2025-11-25T22:32:07.781260] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: FVRR
[2025-11-25T22:32:07.781334] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: PDT
[2025-11-25T22:32:07.781407] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: RVT
[2025-11-25T22:32:07.781479] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: CAT
[2025-11-25T22:32:07.781563] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: CHT
[2025-11-25T22:32:07.781653] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: BKKT
[2025-11-25T22:32:07.781732] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: PARR
[2025-11-25T22:32:07.781804] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: SBSW
[2025-11-25T22:32:07.781889] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: GXO
[2025-11-25T22:32:07.781966] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: SPIR
[2025-11-25T22:32:07.782040] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: WM
[2025-11-25T22:32:07.782115] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: CEPU
[2025-11-25T22:32:07.782204] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: MDV
[2025-11-25T22:32:07.782279] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: LFT
[2025-11-25T22:32:07.782350] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: FTV
[2025-11-25T22:32:07.782421] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: FRT
[2025-11-25T22:32:07.782497] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: BGR
[2025-11-25T22:32:07.782572] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: BWNB
[2025-11-25T22:32:07.782670] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: CBU
[2025-11-25T22:32:07.782764] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: AMCR
[2025-11-25T22:32:07.782837] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: MET
[2025-11-25T22:32:07.782909] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: IONQ
[2025-11-25T22:32:07.782983] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: NGVT
[2025-11-25T22:32:07.783052] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: DOW
[2025-11-25T22:32:07.783128] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: YOU
[2025-11-25T22:32:07.783201] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: BX
[2025-11-25T22:32:07.783271] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: NRT
[2025-11-25T22:32:07.783342] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: U
[2025-11-25T22:32:07.783414] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: SMRT
[2025-11-25T22:32:07.783490] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: PIPR
[2025-11-25T22:32:07.783561] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: HOV
[2025-11-25T22:32:07.783658] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: MDT
[2025-11-25T22:32:07.783739] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: WOLF
[2025-11-25T22:32:07.783814] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: VATE
[2025-11-25T22:32:07.783888] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: TSE
[2025-11-25T22:32:07.783980] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: LXU
[2025-11-25T22:32:07.784055] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: MLR
[2025-11-25T22:32:07.784137] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: DAC
[2025-11-25T22:32:07.784221] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: UHT
[2025-11-25T22:32:07.784296] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: WHR
[2025-11-25T22:32:07.784371] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: KAR
[2025-11-25T22:32:07.784441] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: CXH
[2025-11-25T22:32:07.784514] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: RIV
[2025-11-25T22:32:07.784598] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: ESNT
[2025-11-25T22:32:07.784698] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: LOW
[2025-11-25T22:32:07.784780] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: NOC
[2025-11-25T22:32:07.784854] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: RBOT
[2025-11-25T22:32:07.784927] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: CGAU
[2025-11-25T22:32:07.784999] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: NRDY
[2025-11-25T22:32:07.785079] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: EPR
[2025-11-25T22:32:07.785151] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: LITB
[2025-11-25T22:32:07.785225] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: NBR
[2025-11-25T22:32:07.785300] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: CXT
[2025-11-25T22:32:07.785376] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: SHW
[2025-11-25T22:32:07.785445] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: XFLT
[2025-11-25T22:32:07.785518] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: MGR
[2025-11-25T22:32:07.785605] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: NYT
[2025-11-25T22:32:07.785696] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: ATMU
[2025-11-25T22:32:07.785768] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: IRS
[2025-11-25T22:32:07.785840] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: RNGR
[2025-11-25T22:32:07.785913] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: IOT
[2025-11-25T22:32:07.785987] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: UA
[2025-11-25T22:32:07.786061] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: SGU
[2025-11-25T22:32:07.786137] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: VTR
[2025-11-25T22:32:07.786208] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: GDO
[2025-11-25T22:32:07.786278] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: BXMT
[2025-11-25T22:32:07.786347] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: KMPR
[2025-11-25T22:32:07.786420] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: XPER
[2025-11-25T22:32:07.786490] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: ESRT
[2025-11-25T22:32:07.786565] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: MPW
[2025-11-25T22:32:07.786661] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: DIAX
[2025-11-25T22:32:07.786757] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: REXR
[2025-11-25T22:32:07.786835] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: BH
[2025-11-25T22:32:07.786918] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: GPOR
[2025-11-25T22:32:07.787004] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: MMI
[2025-11-25T22:32:07.787080] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: RWT
[2025-11-25T22:32:07.787154] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: KORE
[2025-11-25T22:32:07.787232] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: COHR
[2025-11-25T22:32:07.787317] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: ITW
[2025-11-25T22:32:07.787422] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: FNV
[2025-11-25T22:32:07.787512] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: STT
[2025-11-25T22:32:07.787590] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: KBR
[2025-11-25T22:32:07.787695] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: RMT
[2025-11-25T22:32:07.787781] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: VIST
[2025-11-25T22:32:07.787855] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: OSCR
[2025-11-25T22:32:07.787928] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: SBR
[2025-11-25T22:32:07.788005] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: TXT
[2025-11-25T22:32:07.788079] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: NXRT
[2025-11-25T22:32:07.788153] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: CGV
[2025-11-25T22:32:07.788229] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: KR
[2025-11-25T22:32:07.788308] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: LBRT
[2025-11-25T22:32:07.788384] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: EDU
[2025-11-25T22:32:07.788458] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: RJF
[2025-11-25T22:32:07.788534] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: SPOT
[2025-11-25T22:32:07.788605] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: NMT
[2025-11-25T22:32:07.788710] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: BWSN
[2025-11-25T22:32:07.788788] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: MGRB
[2025-11-25T22:32:07.788862] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: SONY
[2025-11-25T22:32:07.788934] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: BST
[2025-11-25T22:32:07.789011] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: BBU
[2025-11-25T22:32:07.789090] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: GCV
[2025-11-25T22:32:07.789166] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: THLV
[2025-11-25T22:32:07.789241] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: ETX
[2025-11-25T22:32:07.789316] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: NINE
[2025-11-25T22:32:07.789393] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: GWW
[2025-11-25T22:32:07.789466] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: ADT
[2025-11-25T22:32:07.789550] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: DSMC
[2025-11-25T22:32:07.789632] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: ODV
[2025-11-25T22:32:07.789733] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: WOR
[2025-11-25T22:32:07.789811] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: AHT
[2025-11-25T22:32:07.789888] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: GF
[2025-11-25T22:32:07.789969] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: DMA
[2025-11-25T22:32:07.790046] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: AAT
[2025-11-25T22:32:07.790122] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: ABT
[2025-11-25T22:32:07.790196] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: ARR
[2025-11-25T22:32:07.790272] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: WT
[2025-11-25T22:32:07.790346] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: ATR
[2025-11-25T22:32:07.790420] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: NUW
[2025-11-25T22:32:07.790495] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: MGRD
[2025-11-25T22:32:07.790570] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: TWN
[2025-11-25T22:32:07.790678] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: ACHR
[2025-11-25T22:32:07.790778] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: AU
[2025-11-25T22:32:07.790861] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: KWR
[2025-11-25T22:32:07.790941] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: SR
[2025-11-25T22:32:07.791015] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: MIR
[2025-11-25T22:32:07.791092] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: DHR
[2025-11-25T22:32:07.791168] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: NAN
[2025-11-25T22:32:07.791246] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: NJR
[2025-11-25T22:32:07.791328] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: STNG
[2025-11-25T22:32:07.791403] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: FT
[2025-11-25T22:32:07.791481] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: LADR
[2025-11-25T22:32:07.791557] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: NSA
[2025-11-25T22:32:07.791632] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: GDOT
[2025-11-25T22:32:07.791727] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: BIPC
[2025-11-25T22:32:07.791808] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: WAT
[2025-11-25T22:32:07.791895] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: LU
[2025-11-25T22:32:07.791972] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: PFLT
[2025-11-25T22:32:07.792046] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: ACR
[2025-11-25T22:32:07.792121] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: EFR
[2025-11-25T22:32:07.792202] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: BRW
[2025-11-25T22:32:07.792284] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: CMU
[2025-11-25T22:32:07.792360] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: OR
[2025-11-25T22:32:07.792438] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: GNT
[2025-11-25T22:32:07.792516] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: SLQT
[2025-11-25T22:32:07.792596] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: SXT
[2025-11-25T22:32:07.792690] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: BTT
[2025-11-25T22:32:07.792773] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: SST
[2025-11-25T22:32:07.792865] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: LXFR
[2025-11-25T22:32:07.792943] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: AMTD
[2025-11-25T22:32:07.793016] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: AIN
[2025-11-25T22:32:07.793088] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: AWR
[2025-11-25T22:32:07.793165] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: EOT
[2025-11-25T22:32:07.793242] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: OWLT
[2025-11-25T22:32:07.793323] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: UZD
[2025-11-25T22:32:07.793399] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: PAR
[2025-11-25T22:32:07.793487] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: BOOT
[2025-11-25T22:32:07.793565] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: EW
[2025-11-25T22:32:07.793660] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: NXDT
[2025-11-25T22:32:07.793736] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: AIZ
[2025-11-25T22:32:07.793823] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: PBT
[2025-11-25T22:32:07.793903] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: NWN
[2025-11-25T22:32:07.793978] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: GDIV
[2025-11-25T22:32:07.794057] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: HRI
[2025-11-25T22:32:07.794132] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: IP
[2025-11-25T22:32:07.794212] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: MNR
[2025-11-25T22:32:07.794289] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: ECVT
[2025-11-25T22:32:07.794372] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: VCV
[2025-11-25T22:32:07.794445] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: LRN
[2025-11-25T22:32:07.794524] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: FCPT
[2025-11-25T22:32:07.794601] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: IR
[2025-11-25T22:32:07.794716] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: HQH
[2025-11-25T22:32:07.794803] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: AIV
[2025-11-25T22:32:07.794881] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: CWT
[2025-11-25T22:32:07.794953] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: EQT
[2025-11-25T22:32:07.795027] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: BBAR
[2025-11-25T22:32:07.795106] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: TRV
[2025-11-25T22:32:07.795187] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: HLT
[2025-11-25T22:32:07.795266] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: W
[2025-11-25T22:32:07.795341] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: DSU
[2025-11-25T22:32:07.795416] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: SOR
[2025-11-25T22:32:07.795491] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: RDW
[2025-11-25T22:32:07.795568] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: VVR
[2025-11-25T22:32:07.795688] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: AIR
[2025-11-25T22:32:07.795768] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: GM
[2025-11-25T22:32:07.795843] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: SU
[2025-11-25T22:32:07.795917] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: JHS
[2025-11-25T22:32:07.795991] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: WIW
[2025-11-25T22:32:07.796062] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: ADCT
[2025-11-25T22:32:07.796134] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: BV
[2025-11-25T22:32:07.796205] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: AMP
[2025-11-25T22:32:07.796279] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: WMT
[2025-11-25T22:32:07.796359] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: STXT
[2025-11-25T22:32:07.796433] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: SCHW
[2025-11-25T22:32:07.796506] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: ITT
[2025-11-25T22:32:07.796583] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: PKST
[2025-11-25T22:32:07.796674] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: SEMR
[2025-11-25T22:32:07.796760] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: EMP
[2025-11-25T22:32:07.796831] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: LAW
[2025-11-25T22:32:07.796904] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: BTU
[2025-11-25T22:32:07.796976] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: BGX
[2025-11-25T22:32:07.797046] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: MCR
[2025-11-25T22:32:07.797122] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: CPT
[2025-11-25T22:32:07.797208] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: TR
[2025-11-25T22:32:07.797288] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: ELV
[2025-11-25T22:32:07.797390] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: GUT
[2025-11-25T22:32:07.797478] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: KT
[2025-11-25T22:32:07.797555] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: WPM
[2025-11-25T22:32:07.797674] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: EFXT
[2025-11-25T22:32:07.797755] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: EXR
[2025-11-25T22:32:07.797832] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: ETR
[2025-11-25T22:32:07.797908] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: IVR
[2025-11-25T22:32:07.797984] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: CCU
[2025-11-25T22:32:07.798062] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: LYV
[2025-11-25T22:32:07.798137] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: AVNT
[2025-11-25T22:32:07.798214] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: FLR
[2025-11-25T22:32:07.798288] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: CXW
[2025-11-25T22:32:07.798368] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: SAR
[2025-11-25T22:32:07.798444] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: WST
[2025-11-25T22:32:07.798519] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: MVT
[2025-11-25T22:32:07.798591] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: MYD
[2025-11-25T22:32:07.798691] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: BARK
[2025-11-25T22:32:07.798780] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: ABR
[2025-11-25T22:32:07.798856] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: WTTR
[2025-11-25T22:32:07.798934] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: DLR
[2025-11-25T22:32:07.799012] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: CR
[2025-11-25T22:32:07.799086] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: VIV
[2025-11-25T22:32:07.799158] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: COUR
[2025-11-25T22:32:07.799232] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: RVLV
[2025-11-25T22:32:07.799308] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: DDT
[2025-11-25T22:32:07.799383] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: IT
[2025-11-25T22:32:07.799456] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: NMZ
[2025-11-25T22:32:07.799532] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: FCT
[2025-11-25T22:32:07.799606] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: KKR
[2025-11-25T22:32:07.799700] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: BIT
[2025-11-25T22:32:07.799792] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: DT
[2025-11-25T22:32:07.799870] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: AER
[2025-11-25T22:32:07.799950] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: ATKR
[2025-11-25T22:32:07.800022] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: MGF
[2025-11-25T22:32:07.800093] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: AKR
[2025-11-25T22:32:07.800166] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: BTO
[2025-11-25T22:32:07.800240] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: IGR
[2025-11-25T22:32:07.800314] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: ABEV
[2025-11-25T22:32:07.800393] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: LUV
[2025-11-25T22:32:07.800467] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: BWXT
[2025-11-25T22:32:07.800541] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: HGER
[2025-11-25T22:32:07.800614] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: PCOR
[2025-11-25T22:32:07.800711] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: AGL
[2025-11-25T22:32:07.800792] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: NMR
[2025-11-25T22:32:07.800871] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: ABOS
[2025-11-25T22:32:07.800947] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: RPM
[2025-11-25T22:32:07.801030] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: STEW
[2025-11-25T22:32:07.801113] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: XHR
[2025-11-25T22:32:07.801190] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: EVT
[2025-11-25T22:32:07.801268] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: LW
[2025-11-25T22:32:07.801342] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: MCB
[2025-11-25T22:32:07.801416] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: PHR
[2025-11-25T22:32:07.801490] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: PBR
[2025-11-25T22:32:07.801564] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: CHPT
[2025-11-25T22:32:07.801665] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: TOST
[2025-11-25T22:32:07.801743] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: GHG
[2025-11-25T22:32:07.801819] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: FOUR
[2025-11-25T22:32:07.801891] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: DTW
[2025-11-25T22:32:07.801978] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: BHR
[2025-11-25T22:32:07.802055] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: NET
[2025-11-25T22:32:07.802135] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: ZTR
[2025-11-25T22:32:07.802210] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: TRU
[2025-11-25T22:32:07.802284] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: TT
[2025-11-25T22:32:07.802358] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: AMR
[2025-11-25T22:32:07.802433] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: AOMR
[2025-11-25T22:32:07.802507] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: PJT
[2025-11-25T22:32:07.802590] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: BR
[2025-11-25T22:32:07.802700] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: SNV
[2025-11-25T22:32:07.802790] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: CLW
[2025-11-25T22:32:07.802867] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: ALIT
[2025-11-25T22:32:07.802942] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: ESS
[2025-11-25T22:32:07.803020] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: HYT
[2025-11-25T22:32:07.803092] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: SMR
[2025-11-25T22:32:07.803168] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: FLC
[2025-11-25T22:32:07.803242] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: NOK
[2025-11-25T22:32:07.803314] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: PR
[2025-11-25T22:32:07.803389] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: SPRU
[2025-11-25T22:32:07.803464] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: MANU
[2025-11-25T22:32:07.803538] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: QSR
[2025-11-25T22:32:07.803610] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: BW
[2025-11-25T22:32:07.803867] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: DOV
[2025-11-25T22:32:07.803955] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: CSV
[2025-11-25T22:32:07.804031] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: CX
[2025-11-25T22:32:07.804108] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: CINT
[2025-11-25T22:32:07.804193] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: ALUR
[2025-11-25T22:32:07.804269] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: TDW
[2025-11-25T22:32:07.804346] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: TV
[2025-11-25T22:32:07.804417] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: FET
[2025-11-25T22:32:07.804501] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: COOK
[2025-11-25T22:32:07.804591] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: MITT
[2025-11-25T22:32:07.804693] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: R
[2025-11-25T22:32:07.804772] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: DNOW
[2025-11-25T22:32:07.804848] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: AX
[2025-11-25T22:32:07.804926] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: CFR
[2025-11-25T22:32:07.805006] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: GOTU
[2025-11-25T22:32:07.805088] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: BCAT
[2025-11-25T22:32:07.805170] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: UVV
[2025-11-25T22:32:07.805251] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: CLVT
[2025-11-25T22:32:07.805335] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: SVV
[2025-11-25T22:32:07.805412] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: NOV
[2025-11-25T22:32:07.805495] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: EMR
[2025-11-25T22:32:07.805572] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: UBER
[2025-11-25T22:32:07.805662] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: LVWR
[2025-11-25T22:32:07.805747] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: SPHR
[2025-11-25T22:32:07.805824] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: STXV
[2025-11-25T22:32:07.805896] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: ACV
[2025-11-25T22:32:07.805968] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: AR
[2025-11-25T22:32:07.806045] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: RKT
[2025-11-25T22:32:07.806121] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: STRV
[2025-11-25T22:32:07.806200] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: YEXT
[2025-11-25T22:32:07.806278] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: CARR
[2025-11-25T22:32:07.806356] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: APTV
[2025-11-25T22:32:07.806429] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: EVR
[2025-11-25T22:32:07.806502] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: BGT
[2025-11-25T22:32:07.806578] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: MTW
[2025-11-25T22:32:07.806685] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: PSA
[2025-11-25T22:32:07.806785] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: DBD
[2025-11-25T22:32:07.806866] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: QVCD
[2025-11-25T22:32:07.806938] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: CEE
[2025-11-25T22:32:07.807024] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: AORT
[2025-11-25T22:32:07.807102] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: ETW
[2025-11-25T22:32:07.807175] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: CSL
[2025-11-25T22:32:07.807263] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: CW
[2025-11-25T22:32:07.807360] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: PGR
[2025-11-25T22:32:07.807459] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: SOS
[2025-11-25T22:32:07.807542] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: UP
[2025-11-25T22:32:07.807616] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: POR
[2025-11-25T22:32:07.807715] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: SPR
[2025-11-25T22:32:07.807794] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: ST
[2025-11-25T22:32:07.807874] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: CLDT
[2025-11-25T22:32:07.807953] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: THW
[2025-11-25T22:32:07.808030] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: WLY
[2025-11-25T22:32:07.808124] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: ETV
[2025-11-25T22:32:07.808202] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: BWMX
[2025-11-25T22:32:07.808280] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: RSF
[2025-11-25T22:32:07.808358] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: PAG
[2025-11-25T22:32:07.808437] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: MPLX
[2025-11-25T22:32:07.808516] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: PLOW
[2025-11-25T22:32:07.808590] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: LMT
[2025-11-25T22:32:07.808700] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: JGH
[2025-11-25T22:32:07.808811] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: TMO
[2025-11-25T22:32:07.808889] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: NAT
[2025-11-25T22:32:07.808963] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: GETY
[2025-11-25T22:32:07.809045] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: ECAT
[2025-11-25T22:32:07.809117] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: BBDC
[2025-11-25T22:32:07.809196] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: VST
[2025-11-25T22:32:07.809269] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: GLW
[2025-11-25T22:32:07.809357] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: MQT
[2025-11-25T22:32:07.809432] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: SNOW
[2025-11-25T22:32:07.809509] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: PPT
[2025-11-25T22:32:07.809583] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: NPWR
[2025-11-25T22:32:07.809849] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: ABBV
[2025-11-25T22:32:07.809941] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: ADNT
[2025-11-25T22:32:07.810020] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: TU
[2025-11-25T22:32:07.810097] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: ROG
[2025-11-25T22:32:07.810172] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: COR
[2025-11-25T22:32:07.810245] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: KW
[2025-11-25T22:32:07.810322] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: STXK
[2025-11-25T22:32:07.810396] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: RNST
[2025-11-25T22:32:07.810475] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: WEAV
[2025-11-25T22:32:07.810546] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: MPV
[2025-11-25T22:32:07.810622] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: USPH
[2025-11-25T22:32:07.810718] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: NMS
[2025-11-25T22:32:07.810794] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: NXJ
[2025-11-25T22:32:07.810868] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: NVT
[2025-11-25T22:32:07.810946] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: GPMT
[2025-11-25T22:32:07.811019] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: FBRT
[2025-11-25T22:32:07.811097] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: VRT
[2025-11-25T22:32:07.811173] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: HIW
[2025-11-25T22:32:07.811247] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: CHCT
[2025-11-25T22:32:07.811318] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: BUR
[2025-11-25T22:32:07.811392] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: HKD
[2025-11-25T22:32:07.811473] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: CBT
[2025-11-25T22:32:07.811548] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: FINV
[2025-11-25T22:32:07.811624] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: VLT
[2025-11-25T22:32:07.811747] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: MTDR
[2025-11-25T22:32:07.811845] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: D
[2025-11-25T22:32:07.811942] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: PNNT
[2025-11-25T22:32:07.812042] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: NVST
[2025-11-25T22:32:07.812144] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: VEEV
[2025-11-25T22:32:07.812240] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: RGR
[2025-11-25T22:32:07.812337] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: ENR
[2025-11-25T22:32:07.812430] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: OUT
[2025-11-25T22:32:07.812530] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: USNA
[2025-11-25T22:32:07.812632] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: NVR
[2025-11-25T22:32:07.812757] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: THR
[2025-11-25T22:32:07.812856] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: HGV
[2025-11-25T22:32:07.812953] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: CLPR
[2025-11-25T22:32:07.813049] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: GRNT
[2025-11-25T22:32:07.813148] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: MT
[2025-11-25T22:32:07.813244] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: UDR
[2025-11-25T22:32:07.813336] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: CL
[2025-11-25T22:32:07.813442] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: WCN
[2025-11-25T22:32:07.813544] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: NU
[2025-11-25T22:32:07.813782] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: EAT
[2025-11-25T22:32:07.813883] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: MUR
[2025-11-25T22:32:07.813984] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: AMT
[2025-11-25T22:32:07.814085] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: INSW
[2025-11-25T22:32:07.814184] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: NEU
[2025-11-25T22:32:07.814288] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: EQR
[2025-11-25T22:32:07.814385] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: PMT
[2025-11-25T22:32:07.814516] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: GFR
[2025-11-25T22:32:07.814630] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: ASAN
[2025-11-25T22:32:07.814754] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: BRBR
[2025-11-25T22:32:07.814851] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: ASR
[2025-11-25T22:32:07.814955] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: TPR
[2025-11-25T22:32:07.815049] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: NTR
[2025-11-25T22:32:07.815143] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: AVNS
[2025-11-25T22:32:07.815242] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: WU
[2025-11-25T22:32:07.815341] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: WELL
[2025-11-25T22:32:07.815438] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: BMN
[2025-11-25T22:32:07.815534] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: IVT
[2025-11-25T22:32:07.815632] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: POST
[2025-11-25T22:32:07.815742] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: AVTR
[2025-11-25T22:32:07.815839] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: MAIN
[2025-11-25T22:32:07.815934] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: VET
[2025-11-25T22:32:07.816024] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: ARW
[2025-11-25T22:32:07.816118] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: ET
[2025-11-25T22:32:07.816224] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: GNW
[2025-11-25T22:32:07.816322] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: RNR
[2025-11-25T22:32:07.816417] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: SNDR
[2025-11-25T22:32:07.816512] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: MMT
[2025-11-25T22:32:07.816604] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: PAI
[2025-11-25T22:32:07.816725] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: TKR
[2025-11-25T22:32:07.816823] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: SJT
[2025-11-25T22:32:07.816924] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: BKU
[2025-11-25T22:32:07.817023] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: NOW
[2025-11-25T22:32:07.817120] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: KFRC
[2025-11-25T22:32:07.817219] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: XPEV
[2025-11-25T22:32:07.817320] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: BLDR
[2025-11-25T22:32:07.817446] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: MDU
[2025-11-25T22:32:07.817544] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: GDV
[2025-11-25T22:32:07.817665] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: RGT
[2025-11-25T22:32:07.817762] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: ANET
[2025-11-25T22:32:07.817862] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: KF
[2025-11-25T22:32:07.817957] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: AXR
[2025-11-25T22:32:07.818057] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: OVV
[2025-11-25T22:32:07.818157] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: IRT
[2025-11-25T22:32:07.818252] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: DHT
[2025-11-25T22:32:07.818351] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: V
[2025-11-25T22:32:07.818446] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: CURV
[2025-11-25T22:32:07.818538] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: HR
[2025-11-25T22:32:07.818630] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: BBW
[2025-11-25T22:32:07.818744] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: GEO
[2025-11-25T22:32:07.818839] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: JFR
[2025-11-25T22:32:07.818932] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: FOR
[2025-11-25T22:32:07.819026] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: MIN
[2025-11-25T22:32:07.819118] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: ASPN
[2025-11-25T22:32:07.819211] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: EGO
[2025-11-25T22:32:07.819312] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: MOV
[2025-11-25T22:32:07.819410] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: VMC
[2025-11-25T22:32:07.819513] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: PLNT
[2025-11-25T22:32:07.819613] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: WSR
[2025-11-25T22:32:07.819729] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: AMPY
[2025-11-25T22:32:07.819824] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: IIPR
[2025-11-25T22:32:07.819919] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: EFT
[2025-11-25T22:32:07.820011] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: HVT
[2025-11-25T22:32:07.820103] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: MATV
[2025-11-25T22:32:07.820195] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: NPCT
[2025-11-25T22:32:07.820291] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: SUPV
[2025-11-25T22:32:07.820391] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: WIT
[2025-11-25T22:32:07.820496] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: NPV
[2025-11-25T22:32:07.820599] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: WMB
[2025-11-25T22:32:07.820716] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: IQV
[2025-11-25T22:32:07.820818] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: TUYA
[2025-11-25T22:32:07.820909] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: ALV
[2025-11-25T22:32:07.821003] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: OGS
[2025-11-25T22:32:07.821101] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: VVV
[2025-11-25T22:32:07.821196] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: PRU
[2025-11-25T22:32:07.821286] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: GGZ
[2025-11-25T22:32:07.821380] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: NCV
[2025-11-25T22:32:07.821468] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: KMT
[2025-11-25T22:32:07.821563] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: LOCL
[2025-11-25T22:32:07.821675] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: BKT
[2025-11-25T22:32:07.821773] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: ENOV
[2025-11-25T22:32:07.821870] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: PNR
[2025-11-25T22:32:07.821969] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: TNET
[2025-11-25T22:32:07.822081] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: EQNR
[2025-11-25T22:32:07.822179] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: NTST
[2025-11-25T22:32:07.822275] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: MMU
[2025-11-25T22:32:07.822376] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: HAYW
[2025-11-25T22:32:07.822476] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: VPV
[2025-11-25T22:32:07.822572] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: GIC
[2025-11-25T22:32:07.822787] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: CSR
[2025-11-25T22:32:07.822900] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: TGT
[2025-11-25T22:32:07.823001] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: PWR
[2025-11-25T22:32:07.823095] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: BRT
[2025-11-25T22:32:07.823192] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: CHGG
[2025-11-25T22:32:07.823288] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: PNW
[2025-11-25T22:32:07.823402] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: GGT
[2025-11-25T22:32:07.823501] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: INGR
[2025-11-25T22:32:07.823598] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: GROV
[2025-11-25T22:32:07.823709] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: BY
[2025-11-25T22:32:07.823811] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: UAN
[2025-11-25T22:32:07.823909] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: DAR
[2025-11-25T22:32:07.824005] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: ENO
[2025-11-25T22:32:07.824104] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: SKT
[2025-11-25T22:32:07.824204] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: SMG
[2025-11-25T22:32:07.824303] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: VIRT
[2025-11-25T22:32:07.824405] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: TRAK
[2025-11-25T22:32:07.824501] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: NUV
[2025-11-25T22:32:07.824599] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: VNT
[2025-11-25T22:32:07.824737] [INFO ] [LOCAL     ] Pruned 523 configuration files
[2025-11-25T22:32:07.826223] [INFO ] [sig       ] Skipping 1554 symbols with existing configuration
[2025-11-25T22:32:07.827829] [INFO ] [sig       ] Found 2085 active symbols to configure
[2025-11-25T22:32:07.828337] [INFO ] [sig       ] [1/2085] Configuring ACGL...
[2025-11-25T22:32:07.828409] [INFO ] [CONFIGURE ] ACGL: Configurate test run.
[2025-11-25T22:32:07.828475] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ACGL' from 'https://tdm.silogroup.org/data/derivative_storage/ACGL.csv'.
[2025-11-25T22:32:07.841736] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ACGL'.
[2025-11-25T22:32:07.842110] [INFO ] [CONFIGURE ] ACGL: Testing with 29 available features
[2025-11-25T22:32:07.842199] [INFO ] [CONFIGURE ] ACGL: Establishing baseline with no features...
[2025-11-25T22:32:08.011084] [DEBUG] [FORECASTER] ACGL: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T22:32:08.215949] [DEBUG] [FORECASTER] ACGL: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-25T22:32:08.368955] [DEBUG] [FORECASTER] ACGL: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T22:32:08.526288] [DEBUG] [FORECASTER] ACGL: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-25T22:32:08.686309] [DEBUG] [FORECASTER] ACGL: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T22:32:08.853763] [DEBUG] [FORECASTER] ACGL: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T22:32:09.014475] [DEBUG] [FORECASTER] ACGL: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T22:32:09.173351] [DEBUG] [FORECASTER] ACGL: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-25T22:32:09.330855] [DEBUG] [FORECASTER] ACGL: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-11-25T22:32:09.495418] [DEBUG] [FORECASTER] ACGL: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-11-25T22:32:09.495574] [INFO ] [CONFIGURE ] ACGL: Baseline score (no features): 10.00%
[2025-11-25T22:32:09.495626] [INFO ] [CONFIGURE ] ACGL: Testing feature 1/29: add_bollinger_bands
[2025-11-25T22:32:09.495686] [INFO ] [CONFIGURE ] ACGL: Testing with features: ['add_bollinger_bands']
[2025-11-25T22:32:09.682434] [DEBUG] [FORECASTER] ACGL: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T22:32:09.871381] [DEBUG] [FORECASTER] ACGL: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T22:32:10.063744] [DEBUG] [FORECASTER] ACGL: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T22:32:10.241767] [DEBUG] [FORECASTER] ACGL: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-25T22:32:10.420797] [DEBUG] [FORECASTER] ACGL: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T22:32:10.625703] [DEBUG] [FORECASTER] ACGL: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T22:32:10.823799] [DEBUG] [FORECASTER] ACGL: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T22:32:11.021718] [DEBUG] [FORECASTER] ACGL: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-25T22:32:11.219832] [DEBUG] [FORECASTER] ACGL: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-11-25T22:32:11.425069] [DEBUG] [FORECASTER] ACGL: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-11-25T22:32:11.425476] [INFO ] [CONFIGURE ] ACGL: KEPT add_bollinger_bands (score: 20.00%)
[2025-11-25T22:32:11.425602] [INFO ] [CONFIGURE ] JOB ETA: 32.4h | Avg: 1.9s/test | Remaining: 60464 tests
[2025-11-25T22:32:11.425779] [INFO ] [CONFIGURE ] ACGL: Testing feature 2/29: add_cumulative_delta
[2025-11-25T22:32:11.425895] [INFO ] [CONFIGURE ] ACGL: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta']
[2025-11-25T22:32:11.655576] [DEBUG] [FORECASTER] ACGL: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T22:32:11.887367] [DEBUG] [FORECASTER] ACGL: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T22:32:12.115675] [DEBUG] [FORECASTER] ACGL: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T22:32:12.350135] [DEBUG] [FORECASTER] ACGL: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-25T22:32:12.593280] [DEBUG] [FORECASTER] ACGL: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T22:32:12.835629] [DEBUG] [FORECASTER] ACGL: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T22:32:13.079912] [DEBUG] [FORECASTER] ACGL: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T22:32:13.320840] [DEBUG] [FORECASTER] ACGL: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-25T22:32:13.589019] [DEBUG] [FORECASTER] ACGL: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-11-25T22:32:13.832032] [DEBUG] [FORECASTER] ACGL: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-11-25T22:32:13.832228] [INFO ] [CONFIGURE ] ACGL: KEPT add_cumulative_delta (score: 30.00%)
[2025-11-25T22:32:13.832295] [INFO ] [CONFIGURE ] JOB ETA: 36.4h | Avg: 2.2s/test | Remaining: 60463 tests
[2025-11-25T22:32:13.832349] [INFO ] [CONFIGURE ] ACGL: Testing feature 3/29: add_daily_returns
[2025-11-25T22:32:13.832391] [INFO ] [CONFIGURE ] ACGL: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns']
[2025-11-25T22:32:14.097958] [DEBUG] [FORECASTER] ACGL: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T22:32:14.361769] [DEBUG] [FORECASTER] ACGL: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T22:32:14.615681] [DEBUG] [FORECASTER] ACGL: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T22:32:14.878404] [DEBUG] [FORECASTER] ACGL: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-25T22:32:15.132114] [DEBUG] [FORECASTER] ACGL: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T22:32:15.389205] [DEBUG] [FORECASTER] ACGL: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T22:32:15.650285] [DEBUG] [FORECASTER] ACGL: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T22:32:15.929605] [DEBUG] [FORECASTER] ACGL: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T22:32:16.181764] [DEBUG] [FORECASTER] ACGL: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-11-25T22:32:16.441666] [DEBUG] [FORECASTER] ACGL: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-11-25T22:32:16.441868] [INFO ] [CONFIGURE ] ACGL: KEPT add_daily_returns (score: 40.00%)
[2025-11-25T22:32:16.441930] [INFO ] [CONFIGURE ] JOB ETA: 38.9h | Avg: 2.3s/test | Remaining: 60462 tests
[2025-11-25T22:32:16.441980] [INFO ] [CONFIGURE ] ACGL: Testing feature 4/29: add_ema
[2025-11-25T22:32:16.442026] [INFO ] [CONFIGURE ] ACGL: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns', 'add_ema']
[2025-11-25T22:32:16.728471] [DEBUG] [FORECASTER] ACGL: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T22:32:17.015319] [DEBUG] [FORECASTER] ACGL: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T22:32:17.303192] [DEBUG] [FORECASTER] ACGL: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T22:32:17.609479] [DEBUG] [FORECASTER] ACGL: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-25T22:32:17.901848] [DEBUG] [FORECASTER] ACGL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T22:32:18.203337] [DEBUG] [FORECASTER] ACGL: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T22:32:18.496602] [DEBUG] [FORECASTER] ACGL: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T22:32:18.790664] [DEBUG] [FORECASTER] ACGL: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-25T22:32:19.086120] [DEBUG] [FORECASTER] ACGL: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-11-25T22:32:19.376454] [DEBUG] [FORECASTER] ACGL: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-11-25T22:32:19.376803] [INFO ] [CONFIGURE ] ACGL: DISCARDED add_ema (score: 40.00%)
[2025-11-25T22:32:19.376872] [INFO ] [CONFIGURE ] JOB ETA: 41.5h | Avg: 2.5s/test | Remaining: 60461 tests
[2025-11-25T22:32:19.376924] [INFO ] [CONFIGURE ] ACGL: Testing feature 5/29: add_exhaustion_signals
[2025-11-25T22:32:19.376977] [INFO ] [CONFIGURE ] ACGL: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns', 'add_vwap', 'add_exhaustion_signals']
[2025-11-25T22:32:19.683181] [DEBUG] [FORECASTER] ACGL: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T22:32:19.994838] [DEBUG] [FORECASTER] ACGL: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T22:32:20.307281] [DEBUG] [FORECASTER] ACGL: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T22:32:20.610733] [DEBUG] [FORECASTER] ACGL: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-25T22:32:20.944997] [DEBUG] [FORECASTER] ACGL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T22:32:21.280631] [DEBUG] [FORECASTER] ACGL: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T22:32:21.612531] [DEBUG] [FORECASTER] ACGL: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T22:32:21.952097] [DEBUG] [FORECASTER] ACGL: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-25T22:32:22.296514] [DEBUG] [FORECASTER] ACGL: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-11-25T22:32:22.629319] [DEBUG] [FORECASTER] ACGL: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-11-25T22:32:22.629627] [INFO ] [CONFIGURE ] ACGL: DISCARDED add_exhaustion_signals (score: 30.00%)
[2025-11-25T22:32:22.629722] [INFO ] [CONFIGURE ] JOB ETA: 44.1h | Avg: 2.6s/test | Remaining: 60460 tests
[2025-11-25T22:32:22.629819] [INFO ] [CONFIGURE ] ACGL: Testing feature 6/29: add_failed_moves
[2025-11-25T22:32:22.629978] [INFO ] [CONFIGURE ] ACGL: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns', 'add_failed_moves']
[2025-11-25T22:32:22.917336] [DEBUG] [FORECASTER] ACGL: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T22:32:23.195080] [DEBUG] [FORECASTER] ACGL: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T22:32:23.492388] [DEBUG] [FORECASTER] ACGL: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T22:32:23.798313] [DEBUG] [FORECASTER] ACGL: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-25T22:32:24.099716] [DEBUG] [FORECASTER] ACGL: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T22:32:24.411884] [DEBUG] [FORECASTER] ACGL: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T22:32:24.700899] [DEBUG] [FORECASTER] ACGL: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T22:32:25.004167] [DEBUG] [FORECASTER] ACGL: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T22:32:25.310991] [DEBUG] [FORECASTER] ACGL: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-11-25T22:32:25.606542] [DEBUG] [FORECASTER] ACGL: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-11-25T22:32:25.606828] [INFO ] [CONFIGURE ] ACGL: DISCARDED add_failed_moves (score: 40.00%)
[2025-11-25T22:32:25.606894] [INFO ] [CONFIGURE ] JOB ETA: 45.1h | Avg: 2.7s/test | Remaining: 60459 tests
[2025-11-25T22:32:25.606948] [INFO ] [CONFIGURE ] ACGL: Testing feature 7/29: add_lag_shelf
[2025-11-25T22:32:25.606996] [INFO ] [CONFIGURE ] ACGL: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns', 'add_lag_shelf']
[2025-11-25T22:32:25.897614] [DEBUG] [FORECASTER] ACGL: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T22:32:26.175069] [DEBUG] [FORECASTER] ACGL: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T22:32:26.441986] [DEBUG] [FORECASTER] ACGL: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T22:32:26.712500] [DEBUG] [FORECASTER] ACGL: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-25T22:32:26.978816] [DEBUG] [FORECASTER] ACGL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T22:32:27.236981] [DEBUG] [FORECASTER] ACGL: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T22:32:27.507319] [DEBUG] [FORECASTER] ACGL: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T22:32:27.783508] [DEBUG] [FORECASTER] ACGL: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T22:32:28.071920] [DEBUG] [FORECASTER] ACGL: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-11-25T22:32:28.366941] [DEBUG] [FORECASTER] ACGL: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-11-25T22:32:28.367214] [INFO ] [CONFIGURE ] ACGL: KEPT add_lag_shelf (score: 50.00%)
[2025-11-25T22:32:28.367280] [INFO ] [CONFIGURE ] JOB ETA: 45.3h | Avg: 2.7s/test | Remaining: 60458 tests
[2025-11-25T22:32:28.367335] [INFO ] [CONFIGURE ] ACGL: Testing feature 8/29: add_macd
[2025-11-25T22:32:28.367417] [INFO ] [CONFIGURE ] ACGL: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns', 'add_lag_shelf', 'add_vwap', 'add_macd']
[2025-11-25T22:32:28.735354] [DEBUG] [FORECASTER] ACGL: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T22:32:29.106404] [DEBUG] [FORECASTER] ACGL: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T22:32:29.481713] [DEBUG] [FORECASTER] ACGL: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T22:32:29.857332] [DEBUG] [FORECASTER] ACGL: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-25T22:32:30.238835] [DEBUG] [FORECASTER] ACGL: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T22:32:30.620238] [DEBUG] [FORECASTER] ACGL: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T22:32:30.997055] [DEBUG] [FORECASTER] ACGL: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T22:32:31.370781] [DEBUG] [FORECASTER] ACGL: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-25T22:32:31.767295] [DEBUG] [FORECASTER] ACGL: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-11-25T22:32:32.138568] [DEBUG] [FORECASTER] ACGL: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-11-25T22:32:32.138825] [INFO ] [CONFIGURE ] ACGL: DISCARDED add_macd (score: 20.00%)
[2025-11-25T22:32:32.138889] [INFO ] [CONFIGURE ] JOB ETA: 47.5h | Avg: 2.8s/test | Remaining: 60457 tests
[2025-11-25T22:32:32.138939] [INFO ] [CONFIGURE ] ACGL: Testing feature 9/29: add_mfi
[2025-11-25T22:32:32.138984] [INFO ] [CONFIGURE ] ACGL: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns', 'add_lag_shelf', 'add_mfi']
[2025-11-25T22:32:32.454437] [DEBUG] [FORECASTER] ACGL: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T22:32:32.754721] [DEBUG] [FORECASTER] ACGL: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T22:32:33.051052] [DEBUG] [FORECASTER] ACGL: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T22:32:33.353717] [DEBUG] [FORECASTER] ACGL: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-25T22:32:33.652381] [DEBUG] [FORECASTER] ACGL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T22:32:33.957739] [DEBUG] [FORECASTER] ACGL: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T22:32:34.274322] [DEBUG] [FORECASTER] ACGL: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T22:32:34.575068] [DEBUG] [FORECASTER] ACGL: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T22:32:34.869193] [DEBUG] [FORECASTER] ACGL: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-11-25T22:32:35.160981] [DEBUG] [FORECASTER] ACGL: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-11-25T22:32:35.161182] [INFO ] [CONFIGURE ] ACGL: DISCARDED add_mfi (score: 40.00%)
[2025-11-25T22:32:35.161301] [INFO ] [CONFIGURE ] JOB ETA: 47.9h | Avg: 2.9s/test | Remaining: 60456 tests
[2025-11-25T22:32:35.161354] [INFO ] [CONFIGURE ] ACGL: Testing feature 10/29: add_momentum_acceleration
[2025-11-25T22:32:35.161400] [INFO ] [CONFIGURE ] ACGL: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns', 'add_lag_shelf', 'add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-11-25T22:32:35.528839] [DEBUG] [FORECASTER] ACGL: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T22:32:35.917980] [DEBUG] [FORECASTER] ACGL: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T22:32:36.315426] [DEBUG] [FORECASTER] ACGL: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T22:32:36.745100] [DEBUG] [FORECASTER] ACGL: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-25T22:32:37.179793] [DEBUG] [FORECASTER] ACGL: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T22:32:37.574932] [DEBUG] [FORECASTER] ACGL: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T22:32:37.924905] [DEBUG] [FORECASTER] ACGL: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T22:32:38.282612] [DEBUG] [FORECASTER] ACGL: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T22:32:38.645221] [DEBUG] [FORECASTER] ACGL: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-25T22:32:39.015490] [DEBUG] [FORECASTER] ACGL: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-11-25T22:32:39.015714] [INFO ] [CONFIGURE ] ACGL: DISCARDED add_momentum_acceleration (score: 40.00%)
[2025-11-25T22:32:39.015777] [INFO ] [CONFIGURE ] JOB ETA: 49.6h | Avg: 3.0s/test | Remaining: 60455 tests
[2025-11-25T22:32:39.015829] [INFO ] [CONFIGURE ] ACGL: Testing feature 11/29: add_obv_daily
[2025-11-25T22:32:39.015877] [INFO ] [CONFIGURE ] ACGL: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns', 'add_lag_shelf', 'add_obv_daily']
[2025-11-25T22:32:39.314852] [DEBUG] [FORECASTER] ACGL: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T22:32:39.611866] [DEBUG] [FORECASTER] ACGL: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T22:32:39.904606] [DEBUG] [FORECASTER] ACGL: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T22:32:40.199523] [DEBUG] [FORECASTER] ACGL: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-25T22:32:40.502836] [DEBUG] [FORECASTER] ACGL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T22:32:40.805047] [DEBUG] [FORECASTER] ACGL: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T22:32:41.092839] [DEBUG] [FORECASTER] ACGL: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-25T22:32:41.384740] [DEBUG] [FORECASTER] ACGL: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-25T22:32:41.674760] [DEBUG] [FORECASTER] ACGL: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-11-25T22:32:41.978823] [DEBUG] [FORECASTER] ACGL: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-25T22:32:41.979039] [INFO ] [CONFIGURE ] ACGL: DISCARDED add_obv_daily (score: 40.00%)
[2025-11-25T22:32:41.979101] [INFO ] [CONFIGURE ] JOB ETA: 49.6h | Avg: 3.0s/test | Remaining: 60454 tests
[2025-11-25T22:32:41.979158] [INFO ] [CONFIGURE ] ACGL: Testing feature 12/29: add_obv_interval
[2025-11-25T22:32:41.979207] [INFO ] [CONFIGURE ] ACGL: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns', 'add_lag_shelf', 'add_obv_interval']
[2025-11-25T22:32:42.257879] [DEBUG] [FORECASTER] ACGL: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T22:32:42.535710] [DEBUG] [FORECASTER] ACGL: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T22:32:42.816216] [DEBUG] [FORECASTER] ACGL: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T22:32:43.095446] [DEBUG] [FORECASTER] ACGL: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-25T22:32:43.371776] [DEBUG] [FORECASTER] ACGL: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T22:32:43.661154] [DEBUG] [FORECASTER] ACGL: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T22:32:43.949901] [DEBUG] [FORECASTER] ACGL: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T22:32:44.219890] [DEBUG] [FORECASTER] ACGL: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-25T22:32:44.469784] [DEBUG] [FORECASTER] ACGL: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-25T22:32:44.724797] [DEBUG] [FORECASTER] ACGL: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-11-25T22:32:44.724980] [INFO ] [CONFIGURE ] ACGL: DISCARDED add_obv_interval (score: 40.00%)
[2025-11-25T22:32:44.725040] [INFO ] [CONFIGURE ] JOB ETA: 49.3h | Avg: 2.9s/test | Remaining: 60453 tests
[2025-11-25T22:32:44.725090] [INFO ] [CONFIGURE ] ACGL: Testing feature 13/29: add_opening_strength
[2025-11-25T22:32:44.725135] [INFO ] [CONFIGURE ] ACGL: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns', 'add_lag_shelf', 'add_opening_strength']
[2025-11-25T22:32:44.996385] [DEBUG] [FORECASTER] ACGL: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T22:32:45.301679] [DEBUG] [FORECASTER] ACGL: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T22:32:45.617600] [DEBUG] [FORECASTER] ACGL: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T22:32:45.967306] [DEBUG] [FORECASTER] ACGL: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-25T22:32:46.277327] [DEBUG] [FORECASTER] ACGL: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T22:32:46.586121] [DEBUG] [FORECASTER] ACGL: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T22:32:46.912438] [DEBUG] [FORECASTER] ACGL: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T22:32:47.230774] [DEBUG] [FORECASTER] ACGL: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-25T22:32:47.532139] [DEBUG] [FORECASTER] ACGL: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-11-25T22:32:47.831515] [DEBUG] [FORECASTER] ACGL: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-11-25T22:32:47.831750] [INFO ] [CONFIGURE ] ACGL: DISCARDED add_opening_strength (score: 20.00%)
[2025-11-25T22:32:47.831828] [INFO ] [CONFIGURE ] JOB ETA: 49.5h | Avg: 2.9s/test | Remaining: 60452 tests
[2025-11-25T22:32:47.831878] [INFO ] [CONFIGURE ] ACGL: Testing feature 14/29: add_order_flow_imbalance
[2025-11-25T22:32:47.831922] [INFO ] [CONFIGURE ] ACGL: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns', 'add_lag_shelf', 'add_order_flow_imbalance']
[2025-11-25T22:32:48.085563] [DEBUG] [FORECASTER] ACGL: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T22:32:48.351064] [DEBUG] [FORECASTER] ACGL: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T22:32:48.612662] [DEBUG] [FORECASTER] ACGL: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T22:32:48.903481] [DEBUG] [FORECASTER] ACGL: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-25T22:32:49.167693] [DEBUG] [FORECASTER] ACGL: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T22:32:49.427569] [DEBUG] [FORECASTER] ACGL: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T22:32:49.692889] [DEBUG] [FORECASTER] ACGL: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T22:32:49.957703] [DEBUG] [FORECASTER] ACGL: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-25T22:32:50.243637] [DEBUG] [FORECASTER] ACGL: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-11-25T22:32:50.533233] [DEBUG] [FORECASTER] ACGL: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-11-25T22:32:50.533439] [INFO ] [CONFIGURE ] ACGL: DISCARDED add_order_flow_imbalance (score: 30.00%)
[2025-11-25T22:32:50.533501] [INFO ] [CONFIGURE ] JOB ETA: 49.2h | Avg: 2.9s/test | Remaining: 60451 tests
[2025-11-25T22:32:50.533549] [INFO ] [CONFIGURE ] ACGL: Testing feature 15/29: add_pbf_morning_momentum
[2025-11-25T22:32:50.533594] [INFO ] [CONFIGURE ] ACGL: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns', 'add_lag_shelf', 'add_pbf_morning_momentum']
[2025-11-25T22:32:50.779900] [DEBUG] [FORECASTER] ACGL: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T22:32:51.040091] [DEBUG] [FORECASTER] ACGL: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T22:32:51.279712] [DEBUG] [FORECASTER] ACGL: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T22:32:51.519544] [DEBUG] [FORECASTER] ACGL: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-25T22:32:51.775685] [DEBUG] [FORECASTER] ACGL: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T22:32:52.057293] [DEBUG] [FORECASTER] ACGL: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T22:32:52.335057] [DEBUG] [FORECASTER] ACGL: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T22:32:52.607150] [DEBUG] [FORECASTER] ACGL: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T22:32:52.873217] [DEBUG] [FORECASTER] ACGL: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-25T22:32:53.148129] [DEBUG] [FORECASTER] ACGL: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-11-25T22:32:53.148354] [INFO ] [CONFIGURE ] ACGL: DISCARDED add_pbf_morning_momentum (score: 50.00%)
[2025-11-25T22:32:53.148433] [INFO ] [CONFIGURE ] JOB ETA: 48.9h | Avg: 2.9s/test | Remaining: 60450 tests
[2025-11-25T22:32:53.148497] [INFO ] [CONFIGURE ] ACGL: Testing feature 16/29: add_pbf_overnight_gap
[2025-11-25T22:32:53.148550] [INFO ] [CONFIGURE ] ACGL: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns', 'add_lag_shelf', 'add_pbf_overnight_gap']
[2025-11-25T22:32:53.444745] [DEBUG] [FORECASTER] ACGL: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T22:32:53.738489] [DEBUG] [FORECASTER] ACGL: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T22:32:54.021544] [DEBUG] [FORECASTER] ACGL: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T22:32:54.313751] [DEBUG] [FORECASTER] ACGL: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-25T22:32:54.605968] [DEBUG] [FORECASTER] ACGL: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T22:32:54.887790] [DEBUG] [FORECASTER] ACGL: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T22:32:55.164065] [DEBUG] [FORECASTER] ACGL: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T22:32:55.459518] [DEBUG] [FORECASTER] ACGL: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T22:32:55.761218] [DEBUG] [FORECASTER] ACGL: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-11-25T22:32:56.049343] [DEBUG] [FORECASTER] ACGL: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-11-25T22:32:56.049548] [INFO ] [CONFIGURE ] ACGL: DISCARDED add_pbf_overnight_gap (score: 30.00%)
[2025-11-25T22:32:56.049610] [INFO ] [CONFIGURE ] JOB ETA: 48.9h | Avg: 2.9s/test | Remaining: 60449 tests
[2025-11-25T22:32:56.049675] [INFO ] [CONFIGURE ] ACGL: Testing feature 17/29: add_pbf_return_2d
[2025-11-25T22:32:56.049722] [INFO ] [CONFIGURE ] ACGL: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns', 'add_lag_shelf', 'add_pbf_return_2d']
[2025-11-25T22:32:56.319045] [DEBUG] [FORECASTER] ACGL: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T22:32:56.604788] [DEBUG] [FORECASTER] ACGL: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T22:32:56.875220] [DEBUG] [FORECASTER] ACGL: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T22:32:57.146075] [DEBUG] [FORECASTER] ACGL: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-25T22:32:57.418967] [DEBUG] [FORECASTER] ACGL: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T22:32:57.691447] [DEBUG] [FORECASTER] ACGL: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T22:32:57.966060] [DEBUG] [FORECASTER] ACGL: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T22:32:58.241438] [DEBUG] [FORECASTER] ACGL: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T22:32:58.521277] [DEBUG] [FORECASTER] ACGL: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-11-25T22:32:58.795110] [DEBUG] [FORECASTER] ACGL: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-11-25T22:32:58.795304] [INFO ] [CONFIGURE ] ACGL: DISCARDED add_pbf_return_2d (score: 40.00%)
[2025-11-25T22:32:58.795363] [INFO ] [CONFIGURE ] JOB ETA: 48.7h | Avg: 2.9s/test | Remaining: 60448 tests
[2025-11-25T22:32:58.795415] [INFO ] [CONFIGURE ] ACGL: Testing feature 18/29: add_pbf_volatility_5d
[2025-11-25T22:32:58.795457] [INFO ] [CONFIGURE ] ACGL: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns', 'add_lag_shelf', 'add_pbf_volatility_5d']
[2025-11-25T22:32:59.070694] [DEBUG] [FORECASTER] ACGL: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T22:32:59.348238] [DEBUG] [FORECASTER] ACGL: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T22:32:59.607025] [DEBUG] [FORECASTER] ACGL: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T22:32:59.873342] [DEBUG] [FORECASTER] ACGL: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T22:33:00.155696] [DEBUG] [FORECASTER] ACGL: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T22:33:01.143793] [DEBUG] [FORECASTER] ACGL: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T22:33:01.577819] [DEBUG] [FORECASTER] ACGL: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T22:33:01.858589] [DEBUG] [FORECASTER] ACGL: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T22:33:02.142167] [DEBUG] [FORECASTER] ACGL: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-11-25T22:33:02.431009] [DEBUG] [FORECASTER] ACGL: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-11-25T22:33:02.431210] [INFO ] [CONFIGURE ] ACGL: DISCARDED add_pbf_volatility_5d (score: 50.00%)
[2025-11-25T22:33:02.431275] [INFO ] [CONFIGURE ] JOB ETA: 49.4h | Avg: 2.9s/test | Remaining: 60447 tests
[2025-11-25T22:33:02.431326] [INFO ] [CONFIGURE ] ACGL: Testing feature 19/29: add_pbf_vs_sma_5
[2025-11-25T22:33:02.431372] [INFO ] [CONFIGURE ] ACGL: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns', 'add_lag_shelf', 'add_pbf_vs_sma_5']
[2025-11-25T22:33:02.710506] [DEBUG] [FORECASTER] ACGL: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T22:33:02.995116] [DEBUG] [FORECASTER] ACGL: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T22:33:03.282033] [DEBUG] [FORECASTER] ACGL: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T22:33:03.572978] [DEBUG] [FORECASTER] ACGL: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-25T22:33:03.862582] [DEBUG] [FORECASTER] ACGL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T22:33:04.152514] [DEBUG] [FORECASTER] ACGL: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T22:33:04.427107] [DEBUG] [FORECASTER] ACGL: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T22:33:04.706213] [DEBUG] [FORECASTER] ACGL: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T22:33:04.998419] [DEBUG] [FORECASTER] ACGL: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-11-25T22:33:05.280338] [DEBUG] [FORECASTER] ACGL: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-11-25T22:33:05.280515] [INFO ] [CONFIGURE ] ACGL: DISCARDED add_pbf_vs_sma_5 (score: 50.00%)
[2025-11-25T22:33:05.280576] [INFO ] [CONFIGURE ] JOB ETA: 49.3h | Avg: 2.9s/test | Remaining: 60446 tests
[2025-11-25T22:33:05.280626] [INFO ] [CONFIGURE ] ACGL: Testing feature 20/29: add_price_rejection
[2025-11-25T22:33:05.280708] [INFO ] [CONFIGURE ] ACGL: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns', 'add_lag_shelf', 'add_price_rejection']
[2025-11-25T22:33:05.579144] [DEBUG] [FORECASTER] ACGL: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T22:33:05.909102] [DEBUG] [FORECASTER] ACGL: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T22:33:06.225427] [DEBUG] [FORECASTER] ACGL: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T22:33:06.521903] [DEBUG] [FORECASTER] ACGL: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-25T22:33:06.829181] [DEBUG] [FORECASTER] ACGL: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T22:33:07.140923] [DEBUG] [FORECASTER] ACGL: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T22:33:07.431300] [DEBUG] [FORECASTER] ACGL: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T22:33:07.724107] [DEBUG] [FORECASTER] ACGL: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-25T22:33:08.026924] [DEBUG] [FORECASTER] ACGL: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-11-25T22:33:08.348189] [DEBUG] [FORECASTER] ACGL: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-11-25T22:33:08.348379] [INFO ] [CONFIGURE ] ACGL: DISCARDED add_price_rejection (score: 30.00%)
[2025-11-25T22:33:08.348441] [INFO ] [CONFIGURE ] JOB ETA: 49.4h | Avg: 2.9s/test | Remaining: 60445 tests
[2025-11-25T22:33:08.348493] [INFO ] [CONFIGURE ] ACGL: Testing feature 21/29: add_range_position
[2025-11-25T22:33:08.348542] [INFO ] [CONFIGURE ] ACGL: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns', 'add_lag_shelf', 'add_range_position']
[2025-11-25T22:33:08.649760] [DEBUG] [FORECASTER] ACGL: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T22:33:08.947947] [DEBUG] [FORECASTER] ACGL: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T22:33:09.254368] [DEBUG] [FORECASTER] ACGL: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T22:33:09.561884] [DEBUG] [FORECASTER] ACGL: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-25T22:33:09.864074] [DEBUG] [FORECASTER] ACGL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T22:33:10.174756] [DEBUG] [FORECASTER] ACGL: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T22:33:10.479540] [DEBUG] [FORECASTER] ACGL: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T22:33:10.792567] [DEBUG] [FORECASTER] ACGL: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T22:33:11.115131] [DEBUG] [FORECASTER] ACGL: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-11-25T22:33:11.459351] [DEBUG] [FORECASTER] ACGL: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-11-25T22:33:11.459570] [INFO ] [CONFIGURE ] ACGL: DISCARDED add_range_position (score: 40.00%)
[2025-11-25T22:33:11.459635] [INFO ] [CONFIGURE ] JOB ETA: 49.5h | Avg: 3.0s/test | Remaining: 60444 tests
[2025-11-25T22:33:11.459713] [INFO ] [CONFIGURE ] ACGL: Testing feature 22/29: add_realized_volatility
[2025-11-25T22:33:11.459764] [INFO ] [CONFIGURE ] ACGL: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns', 'add_lag_shelf', 'add_realized_volatility']
[2025-11-25T22:33:11.854320] [DEBUG] [FORECASTER] ACGL: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T22:33:12.234788] [DEBUG] [FORECASTER] ACGL: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T22:33:12.619638] [DEBUG] [FORECASTER] ACGL: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T22:33:13.002579] [DEBUG] [FORECASTER] ACGL: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-25T22:33:13.375469] [DEBUG] [FORECASTER] ACGL: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T22:33:13.747618] [DEBUG] [FORECASTER] ACGL: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T22:33:14.129842] [DEBUG] [FORECASTER] ACGL: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T22:33:14.509954] [DEBUG] [FORECASTER] ACGL: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-25T22:33:14.888900] [DEBUG] [FORECASTER] ACGL: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-25T22:33:15.261336] [DEBUG] [FORECASTER] ACGL: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-25T22:33:15.261517] [INFO ] [CONFIGURE ] ACGL: DISCARDED add_realized_volatility (score: 50.00%)
[2025-11-25T22:33:15.261578] [INFO ] [CONFIGURE ] JOB ETA: 50.2h | Avg: 3.0s/test | Remaining: 60443 tests
[2025-11-25T22:33:15.261628] [INFO ] [CONFIGURE ] ACGL: Testing feature 23/29: add_recent_range_context
[2025-11-25T22:33:15.261694] [INFO ] [CONFIGURE ] ACGL: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns', 'add_lag_shelf', 'add_recent_range_context']
[2025-11-25T22:33:15.544193] [DEBUG] [FORECASTER] ACGL: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T22:33:15.832666] [DEBUG] [FORECASTER] ACGL: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T22:33:16.116167] [DEBUG] [FORECASTER] ACGL: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T22:33:16.401386] [DEBUG] [FORECASTER] ACGL: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-25T22:33:16.696256] [DEBUG] [FORECASTER] ACGL: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T22:33:16.987694] [DEBUG] [FORECASTER] ACGL: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T22:33:17.273320] [DEBUG] [FORECASTER] ACGL: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T22:33:17.570707] [DEBUG] [FORECASTER] ACGL: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T22:33:17.860997] [DEBUG] [FORECASTER] ACGL: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-11-25T22:33:18.157291] [DEBUG] [FORECASTER] ACGL: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-11-25T22:33:18.157481] [INFO ] [CONFIGURE ] ACGL: DISCARDED add_recent_range_context (score: 30.00%)
[2025-11-25T22:33:18.157544] [INFO ] [CONFIGURE ] JOB ETA: 50.1h | Avg: 3.0s/test | Remaining: 60442 tests
[2025-11-25T22:33:18.157593] [INFO ] [CONFIGURE ] ACGL: Testing feature 24/29: add_rsi
[2025-11-25T22:33:18.157659] [INFO ] [CONFIGURE ] ACGL: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns', 'add_lag_shelf', 'add_ema', 'add_rsi']
[2025-11-25T22:33:18.491445] [DEBUG] [FORECASTER] ACGL: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T22:33:18.819375] [DEBUG] [FORECASTER] ACGL: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T22:33:19.146122] [DEBUG] [FORECASTER] ACGL: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T22:33:19.476735] [DEBUG] [FORECASTER] ACGL: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-25T22:33:19.796607] [DEBUG] [FORECASTER] ACGL: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T22:33:20.113963] [DEBUG] [FORECASTER] ACGL: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T22:33:20.430771] [DEBUG] [FORECASTER] ACGL: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T22:33:20.766418] [DEBUG] [FORECASTER] ACGL: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-25T22:33:21.102944] [DEBUG] [FORECASTER] ACGL: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-11-25T22:33:21.435903] [DEBUG] [FORECASTER] ACGL: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-11-25T22:33:21.436064] [INFO ] [CONFIGURE ] ACGL: DISCARDED add_rsi (score: 30.00%)
[2025-11-25T22:33:21.436126] [INFO ] [CONFIGURE ] JOB ETA: 50.3h | Avg: 3.0s/test | Remaining: 60441 tests
[2025-11-25T22:33:21.436178] [INFO ] [CONFIGURE ] ACGL: Testing feature 25/29: add_tick_distribution
[2025-11-25T22:33:21.436224] [INFO ] [CONFIGURE ] ACGL: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns', 'add_lag_shelf', 'add_tick_distribution']
[2025-11-25T22:33:21.718516] [DEBUG] [FORECASTER] ACGL: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T22:33:21.999284] [DEBUG] [FORECASTER] ACGL: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T22:33:22.280942] [DEBUG] [FORECASTER] ACGL: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T22:33:22.563857] [DEBUG] [FORECASTER] ACGL: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-25T22:33:22.845152] [DEBUG] [FORECASTER] ACGL: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T22:33:23.121969] [DEBUG] [FORECASTER] ACGL: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T22:33:23.399516] [DEBUG] [FORECASTER] ACGL: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T22:33:23.680065] [DEBUG] [FORECASTER] ACGL: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T22:33:23.979846] [DEBUG] [FORECASTER] ACGL: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-11-25T22:33:24.269879] [DEBUG] [FORECASTER] ACGL: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-11-25T22:33:24.270067] [INFO ] [CONFIGURE ] ACGL: DISCARDED add_tick_distribution (score: 40.00%)
[2025-11-25T22:33:24.270128] [INFO ] [CONFIGURE ] JOB ETA: 50.2h | Avg: 3.0s/test | Remaining: 60440 tests
[2025-11-25T22:33:24.270178] [INFO ] [CONFIGURE ] ACGL: Testing feature 26/29: add_volume_momentum_confirmation
[2025-11-25T22:33:24.270223] [INFO ] [CONFIGURE ] ACGL: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns', 'add_lag_shelf', 'add_volume_momentum_confirmation']
[2025-11-25T22:33:24.528951] [DEBUG] [FORECASTER] ACGL: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T22:33:24.798122] [DEBUG] [FORECASTER] ACGL: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T22:33:25.068996] [DEBUG] [FORECASTER] ACGL: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T22:33:25.335922] [DEBUG] [FORECASTER] ACGL: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-25T22:33:25.599811] [DEBUG] [FORECASTER] ACGL: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T22:33:25.879515] [DEBUG] [FORECASTER] ACGL: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T22:33:26.157298] [DEBUG] [FORECASTER] ACGL: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T22:33:26.427937] [DEBUG] [FORECASTER] ACGL: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T22:33:26.712094] [DEBUG] [FORECASTER] ACGL: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-25T22:33:27.003239] [DEBUG] [FORECASTER] ACGL: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-11-25T22:33:27.003446] [INFO ] [CONFIGURE ] ACGL: DISCARDED add_volume_momentum_confirmation (score: 40.00%)
[2025-11-25T22:33:27.003509] [INFO ] [CONFIGURE ] JOB ETA: 50.0h | Avg: 3.0s/test | Remaining: 60439 tests
[2025-11-25T22:33:27.003561] [INFO ] [CONFIGURE ] ACGL: Testing feature 27/29: add_volume_price_divergence
[2025-11-25T22:33:27.003609] [INFO ] [CONFIGURE ] ACGL: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns', 'add_lag_shelf', 'add_volume_price_divergence']
[2025-11-25T22:33:27.317331] [DEBUG] [FORECASTER] ACGL: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T22:33:27.616300] [DEBUG] [FORECASTER] ACGL: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T22:33:27.916940] [DEBUG] [FORECASTER] ACGL: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T22:33:28.209524] [DEBUG] [FORECASTER] ACGL: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-25T22:33:28.480372] [DEBUG] [FORECASTER] ACGL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T22:33:28.753750] [DEBUG] [FORECASTER] ACGL: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T22:33:29.027059] [DEBUG] [FORECASTER] ACGL: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T22:33:29.303819] [DEBUG] [FORECASTER] ACGL: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T22:33:29.580294] [DEBUG] [FORECASTER] ACGL: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-25T22:33:29.858688] [DEBUG] [FORECASTER] ACGL: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-11-25T22:33:29.858897] [INFO ] [CONFIGURE ] ACGL: KEPT add_volume_price_divergence (score: 60.00%)
[2025-11-25T22:33:29.858960] [INFO ] [CONFIGURE ] JOB ETA: 50.0h | Avg: 3.0s/test | Remaining: 60438 tests
[2025-11-25T22:33:29.859010] [INFO ] [CONFIGURE ] ACGL: Testing feature 28/29: add_volume_profile
[2025-11-25T22:33:29.859058] [INFO ] [CONFIGURE ] ACGL: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns', 'add_lag_shelf', 'add_volume_price_divergence', 'add_volume_profile']
[2025-11-25T22:33:30.173742] [DEBUG] [FORECASTER] ACGL: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T22:33:30.556291] [DEBUG] [FORECASTER] ACGL: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T22:33:30.934746] [DEBUG] [FORECASTER] ACGL: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T22:33:31.267990] [DEBUG] [FORECASTER] ACGL: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-25T22:33:31.579477] [DEBUG] [FORECASTER] ACGL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-25T22:33:31.896848] [DEBUG] [FORECASTER] ACGL: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T22:33:32.212241] [DEBUG] [FORECASTER] ACGL: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T22:33:32.545965] [DEBUG] [FORECASTER] ACGL: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-25T22:33:32.844986] [DEBUG] [FORECASTER] ACGL: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-11-25T22:33:33.140937] [DEBUG] [FORECASTER] ACGL: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-11-25T22:33:33.141111] [INFO ] [CONFIGURE ] ACGL: DISCARDED add_volume_profile (score: 40.00%)
[2025-11-25T22:33:33.141168] [INFO ] [CONFIGURE ] JOB ETA: 50.1h | Avg: 3.0s/test | Remaining: 60437 tests
[2025-11-25T22:33:33.141218] [INFO ] [CONFIGURE ] ACGL: Testing feature 29/29: add_vwap
[2025-11-25T22:33:33.141256] [INFO ] [CONFIGURE ] ACGL: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns', 'add_lag_shelf', 'add_volume_price_divergence', 'add_vwap']
[2025-11-25T22:33:33.424515] [DEBUG] [FORECASTER] ACGL: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T22:33:33.721210] [DEBUG] [FORECASTER] ACGL: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-25T22:33:34.084121] [DEBUG] [FORECASTER] ACGL: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T22:33:34.409038] [DEBUG] [FORECASTER] ACGL: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-25T22:33:34.715336] [DEBUG] [FORECASTER] ACGL: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-25T22:33:35.035357] [DEBUG] [FORECASTER] ACGL: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T22:33:35.343665] [DEBUG] [FORECASTER] ACGL: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-25T22:33:35.650992] [DEBUG] [FORECASTER] ACGL: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-25T22:33:35.996515] [DEBUG] [FORECASTER] ACGL: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-25T22:33:36.365582] [DEBUG] [FORECASTER] ACGL: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-11-25T22:33:36.365815] [INFO ] [CONFIGURE ] ACGL: DISCARDED add_vwap (score: 30.00%)
[2025-11-25T22:33:36.365882] [INFO ] [CONFIGURE ] JOB ETA: 50.3h | Avg: 3.0s/test | Remaining: 60436 tests
[2025-11-25T22:33:36.365934] [INFO ] [CONFIGURE ] ACGL: ===== FEATURE SELECTION COMPLETE =====
[2025-11-25T22:33:36.365978] [INFO ] [CONFIGURE ] ACGL: Best accuracy: 60.00%
[2025-11-25T22:33:36.366023] [INFO ] [CONFIGURE ] ACGL: Best feature set (5 features): ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns', 'add_lag_shelf', 'add_volume_price_divergence']
[2025-11-25T22:33:36.366077] [INFO ] [CONFIGURE ] ACGL: Improvement over baseline: 50.00%
[2025-11-25T22:33:36.366119] [INFO ] [CONFIGURE ] ACGL: Total time: 1.4 minutes
[2025-11-25T22:33:36.366159] [INFO ] [CONFIGURE ] ACGL: Average time per feature: 3.0 seconds
[2025-11-25T22:33:36.366199] [INFO ] [CONFIGURE ] ACGL: Average speed: 0.33 features/sec
[2025-11-25T22:33:36.366855] [INFO ] [LOCAL     ] Saved configuration for ACGL: 5 features, 60.00% accuracy -> ./output/feature-sets/ACGL.json
[2025-11-25T22:33:36.366924] [INFO ] [CONFIGURE ] ACGL: Configuration saved successfully: 5 features, 60.00% accuracy.
[2025-11-25T22:33:36.366979] [INFO ] [sig       ] [1/2085] Successfully configured ACGL | 0.01 sym/s | Total: 1.5m | ETA: 51.3h
[2025-11-25T22:33:36.367027] [INFO ] [sig       ] [2/2085] Configuring ACGLN...
[2025-11-25T22:33:36.367073] [INFO ] [CONFIGURE ] ACGLN: Configurate test run.
[2025-11-25T22:33:36.367127] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ACGLN' from 'https://tdm.silogroup.org/data/derivative_storage/ACGLN.csv'.
[2025-11-25T22:33:36.414298] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ACGLN'.
[2025-11-25T22:33:36.414967] [INFO ] [CONFIGURE ] ACGLN: Testing with 29 available features
[2025-11-25T22:33:36.415058] [INFO ] [CONFIGURE ] ACGLN: Establishing baseline with no features...
[2025-11-25T22:33:36.603174] [DEBUG] [FORECASTER] ACGLN: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T22:33:36.781535] [DEBUG] [FORECASTER] ACGLN: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T22:33:36.965272] [DEBUG] [FORECASTER] ACGLN: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T22:33:37.142734] [DEBUG] [FORECASTER] ACGLN: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T22:33:37.324849] [DEBUG] [FORECASTER] ACGLN: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1
[2025-11-25T22:33:37.515831] [DEBUG] [FORECASTER] ACGLN: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T22:33:37.708093] [DEBUG] [FORECASTER] ACGLN: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-25T22:33:37.893223] [DEBUG] [FORECASTER] ACGLN: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T22:33:38.076663] [DEBUG] [FORECASTER] ACGLN: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T22:33:38.269521] [DEBUG] [FORECASTER] ACGLN: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-11-25T22:33:38.269869] [INFO ] [CONFIGURE ] ACGLN: Baseline score (no features): 50.00%
[2025-11-25T22:33:38.269989] [INFO ] [CONFIGURE ] ACGLN: Testing feature 1/29: add_bollinger_bands
[2025-11-25T22:33:38.270095] [INFO ] [CONFIGURE ] ACGLN: Testing with features: ['add_bollinger_bands']
[2025-11-25T22:33:38.513083] [DEBUG] [FORECASTER] ACGLN: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T22:33:38.723043] [DEBUG] [FORECASTER] ACGLN: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T22:33:38.945876] [DEBUG] [FORECASTER] ACGLN: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T22:33:39.160400] [DEBUG] [FORECASTER] ACGLN: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T22:33:39.374525] [DEBUG] [FORECASTER] ACGLN: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1
[2025-11-25T22:33:39.582032] [DEBUG] [FORECASTER] ACGLN: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T22:33:39.791748] [DEBUG] [FORECASTER] ACGLN: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-25T22:33:40.008270] [DEBUG] [FORECASTER] ACGLN: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T22:33:40.218486] [DEBUG] [FORECASTER] ACGLN: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T22:33:40.426807] [DEBUG] [FORECASTER] ACGLN: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-11-25T22:33:40.426993] [INFO ] [CONFIGURE ] ACGLN: DISCARDED add_bollinger_bands (score: 40.00%)
[2025-11-25T22:33:40.427045] [INFO ] [CONFIGURE ] JOB ETA: 49.8h | Avg: 3.0s/test | Remaining: 60435 tests
[2025-11-25T22:33:40.427086] [INFO ] [CONFIGURE ] ACGLN: Testing feature 2/29: add_cumulative_delta
[2025-11-25T22:33:40.427124] [INFO ] [CONFIGURE ] ACGLN: Testing with features: ['add_cumulative_delta']
[2025-11-25T22:33:40.636837] [DEBUG] [FORECASTER] ACGLN: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T22:33:40.857444] [DEBUG] [FORECASTER] ACGLN: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T22:33:41.072137] [DEBUG] [FORECASTER] ACGLN: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T22:33:41.298839] [DEBUG] [FORECASTER] ACGLN: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T22:33:41.528854] [DEBUG] [FORECASTER] ACGLN: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1
[2025-11-25T22:33:41.751125] [DEBUG] [FORECASTER] ACGLN: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T22:33:41.974186] [DEBUG] [FORECASTER] ACGLN: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-25T22:33:42.199227] [DEBUG] [FORECASTER] ACGLN: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T22:33:42.420007] [DEBUG] [FORECASTER] ACGLN: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T22:33:42.641587] [DEBUG] [FORECASTER] ACGLN: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-11-25T22:33:42.641819] [INFO ] [CONFIGURE ] ACGLN: DISCARDED add_cumulative_delta (score: 30.00%)
[2025-11-25T22:33:42.641881] [INFO ] [CONFIGURE ] JOB ETA: 49.4h | Avg: 2.9s/test | Remaining: 60434 tests
[2025-11-25T22:33:42.641923] [INFO ] [CONFIGURE ] ACGLN: Testing feature 3/29: add_daily_returns
[2025-11-25T22:33:42.641962] [INFO ] [CONFIGURE ] ACGLN: Testing with features: ['add_daily_returns']
[2025-11-25T22:33:42.829750] [DEBUG] [FORECASTER] ACGLN: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T22:33:43.023097] [DEBUG] [FORECASTER] ACGLN: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T22:33:43.215947] [DEBUG] [FORECASTER] ACGLN: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T22:33:43.407788] [DEBUG] [FORECASTER] ACGLN: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T22:33:43.600243] [DEBUG] [FORECASTER] ACGLN: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1
[2025-11-25T22:33:43.790510] [DEBUG] [FORECASTER] ACGLN: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T22:33:43.988911] [DEBUG] [FORECASTER] ACGLN: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-25T22:33:44.187814] [DEBUG] [FORECASTER] ACGLN: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T22:33:44.397903] [DEBUG] [FORECASTER] ACGLN: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T22:33:44.593932] [DEBUG] [FORECASTER] ACGLN: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-11-25T22:33:44.594200] [INFO ] [CONFIGURE ] ACGLN: DISCARDED add_daily_returns (score: 20.00%)
[2025-11-25T22:33:44.594421] [INFO ] [CONFIGURE ] JOB ETA: 48.9h | Avg: 2.9s/test | Remaining: 60433 tests
[2025-11-25T22:33:44.594532] [INFO ] [CONFIGURE ] ACGLN: Testing feature 4/29: add_ema
[2025-11-25T22:33:44.594638] [INFO ] [CONFIGURE ] ACGLN: Testing with features: ['add_ema']
[2025-11-25T22:33:44.818106] [DEBUG] [FORECASTER] ACGLN: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T22:33:45.043828] [DEBUG] [FORECASTER] ACGLN: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T22:33:45.266444] [DEBUG] [FORECASTER] ACGLN: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T22:33:45.490404] [DEBUG] [FORECASTER] ACGLN: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T22:33:45.722169] [DEBUG] [FORECASTER] ACGLN: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1
[2025-11-25T22:33:45.985220] [DEBUG] [FORECASTER] ACGLN: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T22:33:46.213624] [DEBUG] [FORECASTER] ACGLN: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-25T22:33:46.445998] [DEBUG] [FORECASTER] ACGLN: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T22:33:46.688523] [DEBUG] [FORECASTER] ACGLN: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T22:33:46.950002] [DEBUG] [FORECASTER] ACGLN: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-25T22:33:46.950404] [INFO ] [CONFIGURE ] ACGLN: DISCARDED add_ema (score: 40.00%)
[2025-11-25T22:33:46.950526] [INFO ] [CONFIGURE ] JOB ETA: 48.6h | Avg: 2.9s/test | Remaining: 60432 tests
[2025-11-25T22:33:46.950639] [INFO ] [CONFIGURE ] ACGLN: Testing feature 5/29: add_exhaustion_signals
[2025-11-25T22:33:46.950769] [INFO ] [CONFIGURE ] ACGLN: Testing with features: ['add_vwap', 'add_exhaustion_signals']
[2025-11-25T22:33:47.181852] [DEBUG] [FORECASTER] ACGLN: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T22:33:47.395415] [DEBUG] [FORECASTER] ACGLN: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T22:33:47.614139] [DEBUG] [FORECASTER] ACGLN: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T22:33:47.824965] [DEBUG] [FORECASTER] ACGLN: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T22:33:48.059582] [DEBUG] [FORECASTER] ACGLN: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1
[2025-11-25T22:33:48.277513] [DEBUG] [FORECASTER] ACGLN: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T22:33:48.500672] [DEBUG] [FORECASTER] ACGLN: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-25T22:33:48.750186] [DEBUG] [FORECASTER] ACGLN: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T22:33:49.002783] [DEBUG] [FORECASTER] ACGLN: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T22:33:49.218636] [DEBUG] [FORECASTER] ACGLN: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-25T22:33:49.218886] [INFO ] [CONFIGURE ] ACGLN: DISCARDED add_exhaustion_signals (score: 30.00%)
[2025-11-25T22:33:49.218950] [INFO ] [CONFIGURE ] JOB ETA: 48.3h | Avg: 2.9s/test | Remaining: 60431 tests
[2025-11-25T22:33:49.219003] [INFO ] [CONFIGURE ] ACGLN: Testing feature 6/29: add_failed_moves
[2025-11-25T22:33:49.219046] [INFO ] [CONFIGURE ] ACGLN: Testing with features: ['add_failed_moves']
[2025-11-25T22:33:49.433585] [DEBUG] [FORECASTER] ACGLN: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T22:33:49.623957] [DEBUG] [FORECASTER] ACGLN: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T22:33:49.814751] [DEBUG] [FORECASTER] ACGLN: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T22:33:50.010477] [DEBUG] [FORECASTER] ACGLN: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T22:33:50.241825] [DEBUG] [FORECASTER] ACGLN: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1
[2025-11-25T22:33:50.439944] [DEBUG] [FORECASTER] ACGLN: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T22:33:50.618097] [DEBUG] [FORECASTER] ACGLN: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-25T22:33:50.795451] [DEBUG] [FORECASTER] ACGLN: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T22:33:50.972998] [DEBUG] [FORECASTER] ACGLN: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T22:33:51.145018] [DEBUG] [FORECASTER] ACGLN: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-11-25T22:33:51.145190] [INFO ] [CONFIGURE ] ACGLN: DISCARDED add_failed_moves (score: 50.00%)
[2025-11-25T22:33:51.145240] [INFO ] [CONFIGURE ] JOB ETA: 47.8h | Avg: 2.8s/test | Remaining: 60430 tests
[2025-11-25T22:33:51.145279] [INFO ] [CONFIGURE ] ACGLN: Testing feature 7/29: add_lag_shelf
[2025-11-25T22:33:51.145317] [INFO ] [CONFIGURE ] ACGLN: Testing with features: ['add_lag_shelf']
[2025-11-25T22:33:51.303381] [DEBUG] [FORECASTER] ACGLN: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T22:33:51.458832] [DEBUG] [FORECASTER] ACGLN: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T22:33:51.622621] [DEBUG] [FORECASTER] ACGLN: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T22:33:51.780842] [DEBUG] [FORECASTER] ACGLN: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T22:33:51.939658] [DEBUG] [FORECASTER] ACGLN: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1
[2025-11-25T22:33:52.106038] [DEBUG] [FORECASTER] ACGLN: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T22:33:52.263238] [DEBUG] [FORECASTER] ACGLN: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-25T22:33:52.443762] [DEBUG] [FORECASTER] ACGLN: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T22:33:52.618486] [DEBUG] [FORECASTER] ACGLN: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T22:33:52.786821] [DEBUG] [FORECASTER] ACGLN: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-11-25T22:33:52.786987] [INFO ] [CONFIGURE ] ACGLN: DISCARDED add_lag_shelf (score: 50.00%)
[2025-11-25T22:33:52.787038] [INFO ] [CONFIGURE ] JOB ETA: 47.3h | Avg: 2.8s/test | Remaining: 60429 tests
[2025-11-25T22:33:52.787077] [INFO ] [CONFIGURE ] ACGLN: Testing feature 8/29: add_macd
[2025-11-25T22:33:52.787115] [INFO ] [CONFIGURE ] ACGLN: Testing with features: ['add_vwap', 'add_macd']
[2025-11-25T22:33:53.040259] [DEBUG] [FORECASTER] ACGLN: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T22:33:53.291895] [DEBUG] [FORECASTER] ACGLN: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-25T22:33:53.547103] [DEBUG] [FORECASTER] ACGLN: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T22:33:53.809857] [DEBUG] [FORECASTER] ACGLN: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T22:33:54.081875] [DEBUG] [FORECASTER] ACGLN: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1
[2025-11-25T22:33:54.349183] [DEBUG] [FORECASTER] ACGLN: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T22:33:54.619232] [DEBUG] [FORECASTER] ACGLN: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-25T22:33:54.871932] [DEBUG] [FORECASTER] ACGLN: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T22:33:55.140717] [DEBUG] [FORECASTER] ACGLN: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T22:33:55.408189] [DEBUG] [FORECASTER] ACGLN: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-11-25T22:33:55.408387] [INFO ] [CONFIGURE ] ACGLN: DISCARDED add_macd (score: 30.00%)
[2025-11-25T22:33:55.408446] [INFO ] [CONFIGURE ] JOB ETA: 47.2h | Avg: 2.8s/test | Remaining: 60428 tests
[2025-11-25T22:33:55.408496] [INFO ] [CONFIGURE ] ACGLN: Testing feature 9/29: add_mfi
[2025-11-25T22:33:55.408586] [INFO ] [CONFIGURE ] ACGLN: Testing with features: ['add_mfi']
[2025-11-25T22:33:55.594567] [DEBUG] [FORECASTER] ACGLN: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T22:33:55.781786] [DEBUG] [FORECASTER] ACGLN: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T22:33:55.978530] [DEBUG] [FORECASTER] ACGLN: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T22:33:56.183707] [DEBUG] [FORECASTER] ACGLN: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T22:33:56.373598] [DEBUG] [FORECASTER] ACGLN: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1
[2025-11-25T22:33:56.570118] [DEBUG] [FORECASTER] ACGLN: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T22:33:56.761547] [DEBUG] [FORECASTER] ACGLN: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-25T22:33:56.954519] [DEBUG] [FORECASTER] ACGLN: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T22:33:57.151322] [DEBUG] [FORECASTER] ACGLN: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-25T22:33:57.366915] [DEBUG] [FORECASTER] ACGLN: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-11-25T22:33:57.367131] [INFO ] [CONFIGURE ] ACGLN: DISCARDED add_mfi (score: 50.00%)
[2025-11-25T22:33:57.367187] [INFO ] [CONFIGURE ] JOB ETA: 46.8h | Avg: 2.8s/test | Remaining: 60427 tests
[2025-11-25T22:33:57.367228] [INFO ] [CONFIGURE ] ACGLN: Testing feature 10/29: add_momentum_acceleration
[2025-11-25T22:33:57.367267] [INFO ] [CONFIGURE ] ACGLN: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-11-25T22:33:57.639491] [DEBUG] [FORECASTER] ACGLN: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T22:33:57.914433] [DEBUG] [FORECASTER] ACGLN: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T22:33:58.198977] [DEBUG] [FORECASTER] ACGLN: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T22:33:58.487477] [DEBUG] [FORECASTER] ACGLN: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T22:33:58.777486] [DEBUG] [FORECASTER] ACGLN: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1
[2025-11-25T22:33:59.055839] [DEBUG] [FORECASTER] ACGLN: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T22:33:59.347747] [DEBUG] [FORECASTER] ACGLN: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-25T22:33:59.651115] [DEBUG] [FORECASTER] ACGLN: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T22:33:59.963217] [DEBUG] [FORECASTER] ACGLN: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T22:34:00.255911] [DEBUG] [FORECASTER] ACGLN: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-11-25T22:34:00.256126] [INFO ] [CONFIGURE ] ACGLN: DISCARDED add_momentum_acceleration (score: 20.00%)
[2025-11-25T22:34:00.256190] [INFO ] [CONFIGURE ] JOB ETA: 46.8h | Avg: 2.8s/test | Remaining: 60426 tests
[2025-11-25T22:34:00.256245] [INFO ] [CONFIGURE ] ACGLN: Testing feature 11/29: add_obv_daily
[2025-11-25T22:34:00.256294] [INFO ] [CONFIGURE ] ACGLN: Testing with features: ['add_obv_daily']
[2025-11-25T22:34:00.464939] [DEBUG] [FORECASTER] ACGLN: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T22:34:01.442764] [DEBUG] [FORECASTER] ACGLN: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T22:34:01.888774] [DEBUG] [FORECASTER] ACGLN: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T22:34:02.108177] [DEBUG] [FORECASTER] ACGLN: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T22:34:02.318850] [DEBUG] [FORECASTER] ACGLN: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1
[2025-11-25T22:34:02.538538] [DEBUG] [FORECASTER] ACGLN: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T22:34:02.747566] [DEBUG] [FORECASTER] ACGLN: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-25T22:34:02.947500] [DEBUG] [FORECASTER] ACGLN: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T22:34:03.143496] [DEBUG] [FORECASTER] ACGLN: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T22:34:03.341889] [DEBUG] [FORECASTER] ACGLN: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-11-25T22:34:03.342285] [INFO ] [CONFIGURE ] ACGLN: DISCARDED add_obv_daily (score: 40.00%)
[2025-11-25T22:34:03.342430] [INFO ] [CONFIGURE ] JOB ETA: 47.0h | Avg: 2.8s/test | Remaining: 60425 tests
[2025-11-25T22:34:03.342551] [INFO ] [CONFIGURE ] ACGLN: Testing feature 12/29: add_obv_interval
[2025-11-25T22:34:03.342678] [INFO ] [CONFIGURE ] ACGLN: Testing with features: ['add_obv_interval']
[2025-11-25T22:34:03.541831] [DEBUG] [FORECASTER] ACGLN: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T22:34:03.756457] [DEBUG] [FORECASTER] ACGLN: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T22:34:03.960350] [DEBUG] [FORECASTER] ACGLN: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T22:34:04.168867] [DEBUG] [FORECASTER] ACGLN: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T22:34:04.380632] [DEBUG] [FORECASTER] ACGLN: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1
[2025-11-25T22:34:04.591584] [DEBUG] [FORECASTER] ACGLN: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T22:34:04.801619] [DEBUG] [FORECASTER] ACGLN: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-25T22:34:05.006685] [DEBUG] [FORECASTER] ACGLN: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T22:34:05.211872] [DEBUG] [FORECASTER] ACGLN: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T22:34:05.417047] [DEBUG] [FORECASTER] ACGLN: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-25T22:34:05.417235] [INFO ] [CONFIGURE ] ACGLN: DISCARDED add_obv_interval (score: 50.00%)
[2025-11-25T22:34:05.417286] [INFO ] [CONFIGURE ] JOB ETA: 46.7h | Avg: 2.8s/test | Remaining: 60424 tests
[2025-11-25T22:34:05.417327] [INFO ] [CONFIGURE ] ACGLN: Testing feature 13/29: add_opening_strength
[2025-11-25T22:34:05.417388] [INFO ] [CONFIGURE ] ACGLN: Testing with features: ['add_daily_returns', 'add_opening_strength']
[2025-11-25T22:34:05.641222] [DEBUG] [FORECASTER] ACGLN: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T22:34:05.862362] [DEBUG] [FORECASTER] ACGLN: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T22:34:06.090777] [DEBUG] [FORECASTER] ACGLN: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T22:34:06.305463] [DEBUG] [FORECASTER] ACGLN: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T22:34:06.509383] [DEBUG] [FORECASTER] ACGLN: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1
[2025-11-25T22:34:06.728843] [DEBUG] [FORECASTER] ACGLN: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T22:34:06.954518] [DEBUG] [FORECASTER] ACGLN: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-25T22:34:07.191142] [DEBUG] [FORECASTER] ACGLN: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T22:34:07.427497] [DEBUG] [FORECASTER] ACGLN: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T22:34:07.660559] [DEBUG] [FORECASTER] ACGLN: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-25T22:34:07.660921] [INFO ] [CONFIGURE ] ACGLN: DISCARDED add_opening_strength (score: 40.00%)
[2025-11-25T22:34:07.660986] [INFO ] [CONFIGURE ] JOB ETA: 46.5h | Avg: 2.8s/test | Remaining: 60423 tests
[2025-11-25T22:34:07.661028] [INFO ] [CONFIGURE ] ACGLN: Testing feature 14/29: add_order_flow_imbalance
[2025-11-25T22:34:07.661066] [INFO ] [CONFIGURE ] ACGLN: Testing with features: ['add_order_flow_imbalance']
[2025-11-25T22:34:07.887812] [DEBUG] [FORECASTER] ACGLN: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T22:34:08.098563] [DEBUG] [FORECASTER] ACGLN: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T22:34:08.346405] [DEBUG] [FORECASTER] ACGLN: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T22:34:08.565914] [DEBUG] [FORECASTER] ACGLN: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T22:34:08.789075] [DEBUG] [FORECASTER] ACGLN: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1
[2025-11-25T22:34:08.996617] [DEBUG] [FORECASTER] ACGLN: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T22:34:09.205788] [DEBUG] [FORECASTER] ACGLN: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-25T22:34:09.419439] [DEBUG] [FORECASTER] ACGLN: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T22:34:09.635109] [DEBUG] [FORECASTER] ACGLN: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T22:34:09.855119] [DEBUG] [FORECASTER] ACGLN: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-25T22:34:09.855382] [INFO ] [CONFIGURE ] ACGLN: DISCARDED add_order_flow_imbalance (score: 30.00%)
[2025-11-25T22:34:09.855587] [INFO ] [CONFIGURE ] JOB ETA: 46.2h | Avg: 2.8s/test | Remaining: 60422 tests
[2025-11-25T22:34:09.855699] [INFO ] [CONFIGURE ] ACGLN: Testing feature 15/29: add_pbf_morning_momentum
[2025-11-25T22:34:09.855754] [INFO ] [CONFIGURE ] ACGLN: Testing with features: ['add_pbf_morning_momentum']
[2025-11-25T22:34:10.053788] [DEBUG] [FORECASTER] ACGLN: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T22:34:10.241475] [DEBUG] [FORECASTER] ACGLN: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T22:34:10.428991] [DEBUG] [FORECASTER] ACGLN: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T22:34:10.606201] [DEBUG] [FORECASTER] ACGLN: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T22:34:10.787741] [DEBUG] [FORECASTER] ACGLN: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1
[2025-11-25T22:34:10.970117] [DEBUG] [FORECASTER] ACGLN: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T22:34:11.170569] [DEBUG] [FORECASTER] ACGLN: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-25T22:34:11.343272] [DEBUG] [FORECASTER] ACGLN: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T22:34:11.528167] [DEBUG] [FORECASTER] ACGLN: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T22:34:11.715215] [DEBUG] [FORECASTER] ACGLN: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-11-25T22:34:11.715401] [INFO ] [CONFIGURE ] ACGLN: DISCARDED add_pbf_morning_momentum (score: 50.00%)
[2025-11-25T22:34:11.715453] [INFO ] [CONFIGURE ] JOB ETA: 45.9h | Avg: 2.7s/test | Remaining: 60421 tests
[2025-11-25T22:34:11.715492] [INFO ] [CONFIGURE ] ACGLN: Testing feature 16/29: add_pbf_overnight_gap
[2025-11-25T22:34:11.715530] [INFO ] [CONFIGURE ] ACGLN: Testing with features: ['add_pbf_overnight_gap']
[2025-11-25T22:34:11.912271] [DEBUG] [FORECASTER] ACGLN: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T22:34:12.098071] [DEBUG] [FORECASTER] ACGLN: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T22:34:12.275044] [DEBUG] [FORECASTER] ACGLN: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T22:34:12.452702] [DEBUG] [FORECASTER] ACGLN: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T22:34:12.632361] [DEBUG] [FORECASTER] ACGLN: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1
[2025-11-25T22:34:12.812100] [DEBUG] [FORECASTER] ACGLN: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T22:34:13.005013] [DEBUG] [FORECASTER] ACGLN: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-25T22:34:13.198969] [DEBUG] [FORECASTER] ACGLN: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T22:34:13.395074] [DEBUG] [FORECASTER] ACGLN: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T22:34:13.598187] [DEBUG] [FORECASTER] ACGLN: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-11-25T22:34:13.598385] [INFO ] [CONFIGURE ] ACGLN: DISCARDED add_pbf_overnight_gap (score: 20.00%)
[2025-11-25T22:34:13.598443] [INFO ] [CONFIGURE ] JOB ETA: 45.6h | Avg: 2.7s/test | Remaining: 60420 tests
[2025-11-25T22:34:13.598485] [INFO ] [CONFIGURE ] ACGLN: Testing feature 17/29: add_pbf_return_2d
[2025-11-25T22:34:13.598524] [INFO ] [CONFIGURE ] ACGLN: Testing with features: ['add_pbf_return_2d']
[2025-11-25T22:34:13.799631] [DEBUG] [FORECASTER] ACGLN: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T22:34:14.003989] [DEBUG] [FORECASTER] ACGLN: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T22:34:14.213208] [DEBUG] [FORECASTER] ACGLN: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T22:34:14.410396] [DEBUG] [FORECASTER] ACGLN: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T22:34:14.611131] [DEBUG] [FORECASTER] ACGLN: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1
[2025-11-25T22:34:14.810552] [DEBUG] [FORECASTER] ACGLN: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T22:34:15.013825] [DEBUG] [FORECASTER] ACGLN: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-25T22:34:15.217457] [DEBUG] [FORECASTER] ACGLN: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-25T22:34:15.425577] [DEBUG] [FORECASTER] ACGLN: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T22:34:15.637748] [DEBUG] [FORECASTER] ACGLN: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-25T22:34:15.638101] [INFO ] [CONFIGURE ] ACGLN: DISCARDED add_pbf_return_2d (score: 50.00%)
[2025-11-25T22:34:15.638216] [INFO ] [CONFIGURE ] JOB ETA: 45.3h | Avg: 2.7s/test | Remaining: 60419 tests
[2025-11-25T22:34:15.638342] [INFO ] [CONFIGURE ] ACGLN: Testing feature 18/29: add_pbf_volatility_5d
[2025-11-25T22:34:15.638450] [INFO ] [CONFIGURE ] ACGLN: Testing with features: ['add_pbf_volatility_5d']
[2025-11-25T22:34:15.816784] [DEBUG] [FORECASTER] ACGLN: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T22:34:16.000572] [DEBUG] [FORECASTER] ACGLN: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T22:34:16.183139] [DEBUG] [FORECASTER] ACGLN: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T22:34:16.359590] [DEBUG] [FORECASTER] ACGLN: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T22:34:16.546927] [DEBUG] [FORECASTER] ACGLN: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1
[2025-11-25T22:34:16.732249] [DEBUG] [FORECASTER] ACGLN: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T22:34:16.911240] [DEBUG] [FORECASTER] ACGLN: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-25T22:34:17.095625] [DEBUG] [FORECASTER] ACGLN: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T22:34:17.277803] [DEBUG] [FORECASTER] ACGLN: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T22:34:17.468147] [DEBUG] [FORECASTER] ACGLN: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-11-25T22:34:17.468512] [INFO ] [CONFIGURE ] ACGLN: DISCARDED add_pbf_volatility_5d (score: 40.00%)
[2025-11-25T22:34:17.468595] [INFO ] [CONFIGURE ] JOB ETA: 45.0h | Avg: 2.7s/test | Remaining: 60418 tests
[2025-11-25T22:34:17.468749] [INFO ] [CONFIGURE ] ACGLN: Testing feature 19/29: add_pbf_vs_sma_5
[2025-11-25T22:34:17.468890] [INFO ] [CONFIGURE ] ACGLN: Testing with features: ['add_pbf_vs_sma_5']
[2025-11-25T22:34:17.636403] [DEBUG] [FORECASTER] ACGLN: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T22:34:17.871379] [DEBUG] [FORECASTER] ACGLN: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T22:34:18.106599] [DEBUG] [FORECASTER] ACGLN: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T22:34:18.330688] [DEBUG] [FORECASTER] ACGLN: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T22:34:18.556412] [DEBUG] [FORECASTER] ACGLN: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1
[2025-11-25T22:34:18.746795] [DEBUG] [FORECASTER] ACGLN: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T22:34:18.931680] [DEBUG] [FORECASTER] ACGLN: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-25T22:34:19.114769] [DEBUG] [FORECASTER] ACGLN: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T22:34:19.298776] [DEBUG] [FORECASTER] ACGLN: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T22:34:19.482172] [DEBUG] [FORECASTER] ACGLN: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-11-25T22:34:19.482338] [INFO ] [CONFIGURE ] ACGLN: DISCARDED add_pbf_vs_sma_5 (score: 30.00%)
[2025-11-25T22:34:19.482387] [INFO ] [CONFIGURE ] JOB ETA: 44.8h | Avg: 2.7s/test | Remaining: 60417 tests
[2025-11-25T22:34:19.482427] [INFO ] [CONFIGURE ] ACGLN: Testing feature 20/29: add_price_rejection
[2025-11-25T22:34:19.482463] [INFO ] [CONFIGURE ] ACGLN: Testing with features: ['add_price_rejection']
[2025-11-25T22:34:19.679876] [DEBUG] [FORECASTER] ACGLN: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T22:34:19.880357] [DEBUG] [FORECASTER] ACGLN: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T22:34:20.066356] [WARN ] [STATE     ] Received SIGINT signal. Initiating graceful shutdown...
[2025-11-25T22:34:20.066677] [WARN ] [STATE     ] Operation was interrupted, setting state to COMPLETED_ERROR
[2025-11-25T22:34:20.066949] [WARN ] [STATE     ] State set to: COMPLETED_ERROR
[2025-11-25T22:34:20.067192] [INFO ] [STATE     ] Last completion updated: 2025-11-25T22:34:20.067069
[2025-11-25T22:34:20.090179] [DEBUG] [FORECASTER] ACGLN: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T22:34:20.284437] [DEBUG] [FORECASTER] ACGLN: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T22:34:20.479761] [DEBUG] [FORECASTER] ACGLN: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1
[2025-11-25T22:34:20.683977] [DEBUG] [FORECASTER] ACGLN: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T22:34:20.889405] [DEBUG] [FORECASTER] ACGLN: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-25T22:34:20.970380] [WARN ] [STATE     ] Already shutting down, please wait...
[2025-11-25T22:34:21.089127] [DEBUG] [FORECASTER] ACGLN: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T22:34:21.287161] [DEBUG] [FORECASTER] ACGLN: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T22:34:21.471639] [DEBUG] [FORECASTER] ACGLN: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-25T22:34:21.471824] [INFO ] [CONFIGURE ] ACGLN: KEPT add_price_rejection (score: 60.00%)
[2025-11-25T22:34:21.471874] [INFO ] [CONFIGURE ] JOB ETA: 44.5h | Avg: 2.7s/test | Remaining: 60416 tests
[2025-11-25T22:34:21.471914] [INFO ] [CONFIGURE ] ACGLN: Testing feature 21/29: add_range_position
[2025-11-25T22:34:21.471952] [INFO ] [CONFIGURE ] ACGLN: Testing with features: ['add_price_rejection', 'add_range_position']
[2025-11-25T22:34:21.631017] [WARN ] [STATE     ] Already shutting down, please wait...
[2025-11-25T22:34:21.676150] [WARN ] [STATE     ] Already shutting down, please wait...
[2025-11-25T22:34:21.706508] [DEBUG] [FORECASTER] ACGLN: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1
[2025-11-25T22:34:21.716894] [WARN ] [STATE     ] Already shutting down, please wait...
[2025-11-25T22:34:21.758843] [WARN ] [STATE     ] Already shutting down, please wait...
[2025-11-25T22:34:21.799191] [WARN ] [STATE     ] Already shutting down, please wait...
[2025-11-25T22:34:21.842607] [WARN ] [STATE     ] Already shutting down, please wait...
[2025-11-25T22:34:21.859428] [WARN ] [STATE     ] Already shutting down, please wait...
[2025-11-25T22:34:21.901777] [WARN ] [STATE     ] Already shutting down, please wait...
[2025-11-25T22:34:21.933176] [DEBUG] [FORECASTER] ACGLN: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T22:34:21.944626] [WARN ] [STATE     ] Already shutting down, please wait...
[2025-11-25T22:34:21.985216] [WARN ] [STATE     ] Already shutting down, please wait...
[2025-11-25T22:34:22.030101] [WARN ] [STATE     ] Already shutting down, please wait...
[2025-11-25T22:34:22.068747] [WARN ] [STATE     ] Already shutting down, please wait...
[2025-11-25T22:34:22.110424] [WARN ] [STATE     ] Already shutting down, please wait...
[2025-11-25T22:34:22.150891] [WARN ] [STATE     ] Already shutting down, please wait...
[2025-11-25T22:34:22.173231] [DEBUG] [FORECASTER] ACGLN: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T22:34:22.192311] [WARN ] [STATE     ] Already shutting down, please wait...
[2025-11-25T22:34:22.233431] [WARN ] [STATE     ] Already shutting down, please wait...
[2025-11-25T22:34:22.279324] [WARN ] [STATE     ] Already shutting down, please wait...
[2025-11-25T22:34:22.317110] [WARN ] [STATE     ] Already shutting down, please wait...
[2025-11-25T22:34:22.358816] [WARN ] [STATE     ] Already shutting down, please wait...
[2025-11-25T22:34:22.399364] [WARN ] [STATE     ] Already shutting down, please wait...
[2025-11-25T22:34:22.415812] [DEBUG] [FORECASTER] ACGLN: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T22:34:22.421471] [WARN ] [STATE     ] Already shutting down, please wait...
[2025-11-25T22:34:22.461914] [WARN ] [STATE     ] Already shutting down, please wait...
[2025-11-25T22:34:22.508182] [WARN ] [STATE     ] Already shutting down, please wait...
[2025-11-25T22:34:22.546606] [WARN ] [STATE     ] Already shutting down, please wait...
[2025-11-25T22:34:22.590785] [WARN ] [STATE     ] Already shutting down, please wait...
[2025-11-25T22:34:22.635954] [WARN ] [STATE     ] Already shutting down, please wait...
[2025-11-25T22:34:22.638397] [DEBUG] [FORECASTER] ACGLN: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1
[2025-11-25T22:34:22.672870] [WARN ] [STATE     ] Already shutting down, please wait...
[2025-11-25T22:34:22.716091] [WARN ] [STATE     ] Already shutting down, please wait...
[2025-11-25T22:34:22.759868] [WARN ] [STATE     ] Already shutting down, please wait...
[2025-11-25T22:34:22.802271] [WARN ] [STATE     ] Already shutting down, please wait...
[2025-11-25T22:34:22.821325] [WARN ] [STATE     ] Already shutting down, please wait...
[2025-11-25T22:34:22.863684] [WARN ] [STATE     ] Already shutting down, please wait...
[2025-11-25T22:34:22.877968] [DEBUG] [FORECASTER] ACGLN: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-25T22:34:22.904999] [WARN ] [STATE     ] Already shutting down, please wait...
[2025-11-25T22:34:22.946344] [WARN ] [STATE     ] Already shutting down, please wait...
[2025-11-25T22:34:22.989918] [WARN ] [STATE     ] Already shutting down, please wait...
[2025-11-25T22:34:23.030668] [WARN ] [STATE     ] Already shutting down, please wait...
[2025-11-25T22:34:23.074845] [WARN ] [STATE     ] Already shutting down, please wait...
[2025-11-25T22:34:23.110679] [WARN ] [STATE     ] Already shutting down, please wait...
[2025-11-25T22:34:23.124072] [DEBUG] [FORECASTER] ACGLN: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-25T22:34:23.151134] [WARN ] [STATE     ] Already shutting down, please wait...
[2025-11-25T22:34:23.196442] [WARN ] [STATE     ] Already shutting down, please wait...
[2025-11-25T22:34:23.236951] [WARN ] [STATE     ] Already shutting down, please wait...
[2025-11-25T22:34:23.278443] [WARN ] [STATE     ] Already shutting down, please wait...
[2025-11-25T22:34:23.318362] [WARN ] [STATE     ] Already shutting down, please wait...
[2025-11-25T22:34:23.356684] [WARN ] [STATE     ] Already shutting down, please wait...
[2025-11-25T22:34:23.362425] [DEBUG] [FORECASTER] ACGLN: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T22:34:23.398270] [WARN ] [STATE     ] Already shutting down, please wait...
[2025-11-25T22:34:23.438524] [WARN ] [STATE     ] Already shutting down, please wait...
[2025-11-25T22:34:23.479317] [WARN ] [STATE     ] Already shutting down, please wait...
[2025-11-25T22:34:23.522582] [WARN ] [STATE     ] Already shutting down, please wait...
[2025-11-25T22:34:23.563465] [WARN ] [STATE     ] Already shutting down, please wait...
[2025-11-25T22:34:23.585923] [WARN ] [STATE     ] Already shutting down, please wait...
[2025-11-25T22:34:23.609018] [DEBUG] [FORECASTER] ACGLN: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T22:34:23.624377] [WARN ] [STATE     ] Already shutting down, please wait...
[2025-11-25T22:34:23.669109] [WARN ] [STATE     ] Already shutting down, please wait...
[2025-11-25T22:34:23.710891] [WARN ] [STATE     ] Already shutting down, please wait...
[2025-11-25T22:34:23.754158] [WARN ] [STATE     ] Already shutting down, please wait...
[2025-11-25T22:34:23.794148] [WARN ] [STATE     ] Already shutting down, please wait...
[2025-11-25T22:34:23.834990] [WARN ] [STATE     ] Already shutting down, please wait...
[2025-11-25T22:34:23.875534] [WARN ] [STATE     ] Already shutting down, please wait...
[2025-11-25T22:34:23.882481] [DEBUG] [FORECASTER] ACGLN: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-11-25T22:34:23.882701] [INFO ] [CONFIGURE ] ACGLN: DISCARDED add_range_position (score: 20.00%)
[2025-11-25T22:34:23.882765] [INFO ] [CONFIGURE ] JOB ETA: 44.5h | Avg: 2.6s/test | Remaining: 60415 tests
[2025-11-25T22:34:23.882847] [INFO ] [CONFIGURE ] ACGLN: Testing feature 22/29: add_realized_volatility
[2025-11-25T22:34:23.882891] [INFO ] [CONFIGURE ] ACGLN: Testing with features: ['add_price_rejection', 'add_realized_volatility']
[2025-11-25T22:34:23.915666] [WARN ] [STATE     ] Already shutting down, please wait...
[2025-11-25T22:34:23.956976] [WARN ] [STATE     ] Already shutting down, please wait...
[2025-11-25T22:34:24.001846] [WARN ] [STATE     ] Already shutting down, please wait...
[2025-11-25T22:34:24.044502] [WARN ] [STATE     ] Already shutting down, please wait...
[2025-11-25T22:34:24.063113] [WARN ] [STATE     ] Already shutting down, please wait...
[2025-11-25T22:34:24.106519] [WARN ] [STATE     ] Already shutting down, please wait...
[2025-11-25T22:34:24.144926] [WARN ] [STATE     ] Already shutting down, please wait...
[2025-11-25T22:34:24.186071] [WARN ] [STATE     ] Already shutting down, please wait...
[2025-11-25T22:34:24.224060] [DEBUG] [FORECASTER] ACGLN: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T22:34:24.251782] [WARN ] [STATE     ] Already shutting down, please wait...
[2025-11-25T22:34:24.314558] [WARN ] [STATE     ] Already shutting down, please wait...
[2025-11-25T22:34:24.375707] [WARN ] [STATE     ] Already shutting down, please wait...
[2025-11-25T22:34:24.419779] [WARN ] [STATE     ] Already shutting down, please wait...
[2025-11-25T22:34:24.483715] [WARN ] [STATE     ] Already shutting down, please wait...
[2025-11-25T22:34:24.528729] [WARN ] [STATE     ] Already shutting down, please wait...
[2025-11-25T22:34:24.541172] [DEBUG] [FORECASTER] ACGLN: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T22:34:24.566200] [WARN ] [STATE     ] Already shutting down, please wait...
[2025-11-25T22:34:24.609562] [WARN ] [STATE     ] Already shutting down, please wait...
[2025-11-25T22:34:24.652508] [WARN ] [STATE     ] Already shutting down, please wait...
[2025-11-25T22:34:24.673841] [WARN ] [STATE     ] Already shutting down, please wait...
[2025-11-25T22:34:24.714872] [WARN ] [STATE     ] Already shutting down, please wait...
[2025-11-25T22:34:24.754339] [WARN ] [STATE     ] Already shutting down, please wait...
[2025-11-25T22:34:24.796802] [WARN ] [STATE     ] Already shutting down, please wait...
[2025-11-25T22:34:24.836500] [WARN ] [STATE     ] Already shutting down, please wait...
[2025-11-25T22:34:24.844104] [DEBUG] [FORECASTER] ACGLN: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T22:34:24.878023] [WARN ] [STATE     ] Already shutting down, please wait...
[2025-11-25T22:34:24.928960] [WARN ] [STATE     ] Already shutting down, please wait...
[2025-11-25T22:34:24.962925] [WARN ] [STATE     ] Already shutting down, please wait...
[2025-11-25T22:34:25.008608] [WARN ] [STATE     ] Already shutting down, please wait...
[2025-11-25T22:34:25.044087] [WARN ] [STATE     ] Already shutting down, please wait...
[2025-11-25T22:34:25.087689] [WARN ] [STATE     ] Already shutting down, please wait...
[2025-11-25T22:34:25.124961] [WARN ] [STATE     ] Already shutting down, please wait...
[2025-11-25T22:34:25.142224] [DEBUG] [FORECASTER] ACGLN: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T22:34:25.167322] [WARN ] [STATE     ] Already shutting down, please wait...
[2025-11-25T22:34:25.207160] [WARN ] [STATE     ] Already shutting down, please wait...
[2025-11-25T22:34:25.248337] [WARN ] [STATE     ] Already shutting down, please wait...
[2025-11-25T22:34:25.293998] [WARN ] [STATE     ] Already shutting down, please wait...
[2025-11-25T22:34:25.331175] [WARN ] [STATE     ] Already shutting down, please wait...
[2025-11-25T22:34:25.372380] [WARN ] [STATE     ] Already shutting down, please wait...
[2025-11-25T22:34:25.411875] [WARN ] [STATE     ] Already shutting down, please wait...
[2025-11-25T22:34:25.453102] [DEBUG] [FORECASTER] ACGLN: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1
[2025-11-25T22:34:25.453249] [WARN ] [STATE     ] Already shutting down, please wait...
[2025-11-25T22:34:25.494873] [WARN ] [STATE     ] Already shutting down, please wait...
[2025-11-25T22:34:25.515829] [WARN ] [STATE     ] Already shutting down, please wait...
[2025-11-25T22:34:25.562766] [WARN ] [STATE     ] Already shutting down, please wait...
[2025-11-25T22:34:25.599877] [WARN ] [STATE     ] Already shutting down, please wait...
[2025-11-25T22:34:25.645890] [WARN ] [STATE     ] Already shutting down, please wait...
[2025-11-25T22:34:25.686391] [WARN ] [STATE     ] Already shutting down, please wait...
[2025-11-25T22:34:25.724780] [WARN ] [STATE     ] Already shutting down, please wait...
[2025-11-25T22:34:25.742266] [DEBUG] [FORECASTER] ACGLN: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T22:34:25.766335] [WARN ] [STATE     ] Already shutting down, please wait...
[2025-11-25T22:34:25.809712] [WARN ] [STATE     ] Already shutting down, please wait...
[2025-11-25T22:34:25.850070] [WARN ] [STATE     ] Already shutting down, please wait...
[2025-11-25T22:34:25.893155] [WARN ] [STATE     ] Already shutting down, please wait...
[2025-11-25T22:34:25.934691] [WARN ] [STATE     ] Already shutting down, please wait...
[2025-11-25T22:34:25.973690] [WARN ] [STATE     ] Already shutting down, please wait...
[2025-11-25T22:34:26.014694] [WARN ] [STATE     ] Already shutting down, please wait...
[2025-11-25T22:34:26.034324] [DEBUG] [FORECASTER] ACGLN: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-25T22:34:26.059027] [WARN ] [STATE     ] Already shutting down, please wait...
[2025-11-25T22:34:26.078853] [WARN ] [STATE     ] Already shutting down, please wait...
[2025-11-25T22:34:26.118423] [WARN ] [STATE     ] Already shutting down, please wait...
[2025-11-25T22:34:26.161049] [WARN ] [STATE     ] Already shutting down, please wait...
[2025-11-25T22:34:26.202478] [WARN ] [STATE     ] Already shutting down, please wait...
[2025-11-25T22:34:26.245634] [WARN ] [STATE     ] Already shutting down, please wait...
[2025-11-25T22:34:26.292040] [WARN ] [STATE     ] Already shutting down, please wait...
[2025-11-25T22:34:26.324918] [WARN ] [STATE     ] Already shutting down, please wait...
[2025-11-25T22:34:26.357775] [DEBUG] [FORECASTER] ACGLN: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T22:34:26.366624] [WARN ] [STATE     ] Already shutting down, please wait...
[2025-11-25T22:34:26.411430] [WARN ] [STATE     ] Already shutting down, please wait...
[2025-11-25T22:34:26.448544] [WARN ] [STATE     ] Already shutting down, please wait...
[2025-11-25T22:34:26.490879] [WARN ] [STATE     ] Already shutting down, please wait...
[2025-11-25T22:34:26.535367] [WARN ] [STATE     ] Already shutting down, please wait...
[2025-11-25T22:34:26.574259] [WARN ] [STATE     ] Already shutting down, please wait...
[2025-11-25T22:34:26.613231] [WARN ] [STATE     ] Already shutting down, please wait...
[2025-11-25T22:34:26.661803] [WARN ] [STATE     ] Already shutting down, please wait...
[2025-11-25T22:34:26.682790] [DEBUG] [FORECASTER] ACGLN: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T22:34:26.698546] [WARN ] [STATE     ] Already shutting down, please wait...
[2025-11-25T22:34:26.720101] [WARN ] [STATE     ] Already shutting down, please wait...
[2025-11-25T22:34:26.759392] [WARN ] [STATE     ] Already shutting down, please wait...
[2025-11-25T22:34:26.805153] [WARN ] [STATE     ] Already shutting down, please wait...
[2025-11-25T22:34:26.845870] [WARN ] [STATE     ] Already shutting down, please wait...
[2025-11-25T22:34:26.885998] [WARN ] [STATE     ] Already shutting down, please wait...
[2025-11-25T22:34:26.930262] [WARN ] [STATE     ] Already shutting down, please wait...
[2025-11-25T22:34:26.965963] [WARN ] [STATE     ] Already shutting down, please wait...
[2025-11-25T22:34:27.005566] [DEBUG] [FORECASTER] ACGLN: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-11-25T22:34:27.005808] [INFO ] [CONFIGURE ] ACGLN: DISCARDED add_realized_volatility (score: 30.00%)
[2025-11-25T22:34:27.005865] [INFO ] [CONFIGURE ] JOB ETA: 44.6h | Avg: 2.7s/test | Remaining: 60414 tests
[2025-11-25T22:34:27.005917] [INFO ] [CONFIGURE ] ACGLN: Testing feature 23/29: add_recent_range_context
[2025-11-25T22:34:27.005964] [INFO ] [CONFIGURE ] ACGLN: Testing with features: ['add_price_rejection', 'add_recent_range_context']
[2025-11-25T22:34:27.009696] [WARN ] [STATE     ] Already shutting down, please wait...
[2025-11-25T22:34:27.049588] [WARN ] [STATE     ] Already shutting down, please wait...
[2025-11-25T22:34:27.092083] [WARN ] [STATE     ] Already shutting down, please wait...
[2025-11-25T22:34:27.137760] [WARN ] [STATE     ] Already shutting down, please wait...
[2025-11-25T22:34:27.179013] [WARN ] [STATE     ] Already shutting down, please wait...
[2025-11-25T22:34:27.223779] [WARN ] [STATE     ] Already shutting down, please wait...
[2025-11-25T22:34:27.239581] [WARN ] [STATE     ] Already shutting down, please wait...
[2025-11-25T22:34:27.239385] [DEBUG] [FORECASTER] ACGLN: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T22:34:27.281106] [WARN ] [STATE     ] Already shutting down, please wait...
[2025-11-25T22:34:27.322663] [WARN ] [STATE     ] Already shutting down, please wait...
[2025-11-25T22:34:27.365050] [WARN ] [STATE     ] Already shutting down, please wait...
[2025-11-25T22:34:27.404264] [WARN ] [STATE     ] Already shutting down, please wait...
[2025-11-25T22:34:27.446611] [WARN ] [STATE     ] Already shutting down, please wait...
[2025-11-25T22:34:27.483834] [DEBUG] [FORECASTER] ACGLN: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T22:34:27.486502] [WARN ] [STATE     ] Already shutting down, please wait...
[2025-11-25T22:34:27.529693] [WARN ] [STATE     ] Already shutting down, please wait...
[2025-11-25T22:34:27.578316] [WARN ] [STATE     ] Already shutting down, please wait...
[2025-11-25T22:34:27.614563] [WARN ] [STATE     ] Already shutting down, please wait...
[2025-11-25T22:34:27.654773] [WARN ] [STATE     ] Already shutting down, please wait...
[2025-11-25T22:34:27.694960] [WARN ] [STATE     ] Already shutting down, please wait...
[2025-11-25T22:34:27.736440] [DEBUG] [FORECASTER] ACGLN: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T22:34:27.737751] [WARN ] [STATE     ] Already shutting down, please wait...
[2025-11-25T22:34:27.776813] [WARN ] [STATE     ] Already shutting down, please wait...
[2025-11-25T22:34:27.817784] [WARN ] [STATE     ] Already shutting down, please wait...
[2025-11-25T22:34:27.863159] [WARN ] [STATE     ] Already shutting down, please wait...
[2025-11-25T22:34:27.881695] [WARN ] [STATE     ] Already shutting down, please wait...
[2025-11-25T22:34:27.922006] [WARN ] [STATE     ] Already shutting down, please wait...
[2025-11-25T22:34:27.965583] [WARN ] [STATE     ] Already shutting down, please wait...
[2025-11-25T22:34:27.978333] [DEBUG] [FORECASTER] ACGLN: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T22:34:28.005531] [WARN ] [STATE     ] Already shutting down, please wait...
[2025-11-25T22:34:28.046710] [WARN ] [STATE     ] Already shutting down, please wait...
[2025-11-25T22:34:28.087848] [WARN ] [STATE     ] Already shutting down, please wait...
[2025-11-25T22:34:28.130559] [WARN ] [STATE     ] Already shutting down, please wait...
[2025-11-25T22:34:28.225122] [DEBUG] [FORECASTER] ACGLN: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1
[2025-11-25T22:34:28.467516] [DEBUG] [FORECASTER] ACGLN: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T22:34:28.712360] [DEBUG] [FORECASTER] ACGLN: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-25T22:34:28.912270] [DEBUG] [FORECASTER] ACGLN: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T22:34:29.031071] [WARN ] [STATE     ] Already shutting down, please wait...
[2025-11-25T22:34:29.121408] [DEBUG] [FORECASTER] ACGLN: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T22:34:29.379904] [DEBUG] [FORECASTER] ACGLN: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-25T22:34:29.380431] [INFO ] [CONFIGURE ] ACGLN: DISCARDED add_recent_range_context (score: 50.00%)
[2025-11-25T22:34:29.380517] [INFO ] [CONFIGURE ] JOB ETA: 44.5h | Avg: 2.7s/test | Remaining: 60413 tests
[2025-11-25T22:34:29.380573] [INFO ] [CONFIGURE ] ACGLN: Testing feature 24/29: add_rsi
[2025-11-25T22:34:29.380634] [INFO ] [CONFIGURE ] ACGLN: Testing with features: ['add_price_rejection', 'add_ema', 'add_rsi']
[2025-11-25T22:34:29.666940] [WARN ] [STATE     ] Already shutting down, please wait...
[2025-11-25T22:34:29.671114] [DEBUG] [FORECASTER] ACGLN: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T22:34:29.708011] [WARN ] [STATE     ] Already shutting down, please wait...
[2025-11-25T22:34:29.750139] [WARN ] [STATE     ] Already shutting down, please wait...
[2025-11-25T22:34:29.793195] [WARN ] [STATE     ] Already shutting down, please wait...
[2025-11-25T22:34:29.835467] [WARN ] [STATE     ] Already shutting down, please wait...
[2025-11-25T22:34:29.875595] [WARN ] [STATE     ] Already shutting down, please wait...
[2025-11-25T22:34:29.917082] [WARN ] [STATE     ] Already shutting down, please wait...
[2025-11-25T22:34:29.936900] [DEBUG] [FORECASTER] ACGLN: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T22:34:29.955927] [WARN ] [STATE     ] Already shutting down, please wait...
[2025-11-25T22:34:29.998302] [WARN ] [STATE     ] Already shutting down, please wait...
[2025-11-25T22:34:30.039560] [WARN ] [STATE     ] Already shutting down, please wait...
[2025-11-25T22:34:30.082076] [WARN ] [STATE     ] Already shutting down, please wait...
[2025-11-25T22:34:30.120681] [WARN ] [STATE     ] Already shutting down, please wait...
[2025-11-25T22:34:30.161464] [WARN ] [STATE     ] Already shutting down, please wait...
[2025-11-25T22:34:30.186695] [WARN ] [STATE     ] Already shutting down, please wait...
[2025-11-25T22:34:30.203931] [DEBUG] [FORECASTER] ACGLN: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T22:34:30.223453] [WARN ] [STATE     ] Already shutting down, please wait...
[2025-11-25T22:34:30.266532] [WARN ] [STATE     ] Already shutting down, please wait...
[2025-11-25T22:34:30.309413] [WARN ] [STATE     ] Already shutting down, please wait...
[2025-11-25T22:34:30.350895] [WARN ] [STATE     ] Already shutting down, please wait...
[2025-11-25T22:34:30.392841] [WARN ] [STATE     ] Already shutting down, please wait...
[2025-11-25T22:34:30.436119] [WARN ] [STATE     ] Already shutting down, please wait...
[2025-11-25T22:34:30.475195] [WARN ] [STATE     ] Already shutting down, please wait...
[2025-11-25T22:34:30.479083] [DEBUG] [FORECASTER] ACGLN: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T22:34:30.518350] [WARN ] [STATE     ] Already shutting down, please wait...
[2025-11-25T22:34:30.558335] [WARN ] [STATE     ] Already shutting down, please wait...
[2025-11-25T22:34:30.599139] [WARN ] [STATE     ] Already shutting down, please wait...
[2025-11-25T22:34:30.644304] [WARN ] [STATE     ] Already shutting down, please wait...
[2025-11-25T22:34:30.685745] [WARN ] [STATE     ] Already shutting down, please wait...
[2025-11-25T22:34:30.709555] [WARN ] [STATE     ] Already shutting down, please wait...
[2025-11-25T22:34:30.742537] [DEBUG] [FORECASTER] ACGLN: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1
[2025-11-25T22:34:30.745707] [WARN ] [STATE     ] Already shutting down, please wait...
[2025-11-25T22:34:30.786631] [WARN ] [STATE     ] Already shutting down, please wait...
[2025-11-25T22:34:30.829100] [WARN ] [STATE     ] Already shutting down, please wait...
[2025-11-25T22:34:30.870697] [WARN ] [STATE     ] Already shutting down, please wait...
[2025-11-25T22:34:30.914134] [WARN ] [STATE     ] Already shutting down, please wait...
[2025-11-25T22:34:30.955665] [WARN ] [STATE     ] Already shutting down, please wait...
[2025-11-25T22:34:30.996687] [WARN ] [STATE     ] Already shutting down, please wait...
[2025-11-25T22:34:31.017484] [DEBUG] [FORECASTER] ACGLN: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T22:34:31.037141] [WARN ] [STATE     ] Already shutting down, please wait...
[2025-11-25T22:34:31.078727] [WARN ] [STATE     ] Already shutting down, please wait...
[2025-11-25T22:34:31.126991] [WARN ] [STATE     ] Already shutting down, please wait...
[2025-11-25T22:34:31.162492] [WARN ] [STATE     ] Already shutting down, please wait...
[2025-11-25T22:34:31.209425] [WARN ] [STATE     ] Already shutting down, please wait...
[2025-11-25T22:34:31.224891] [WARN ] [STATE     ] Already shutting down, please wait...
[2025-11-25T22:34:31.271683] [WARN ] [STATE     ] Already shutting down, please wait...
[2025-11-25T22:34:31.292052] [DEBUG] [FORECASTER] ACGLN: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-25T22:34:31.309093] [WARN ] [STATE     ] Already shutting down, please wait...
[2025-11-25T22:34:31.352016] [WARN ] [STATE     ] Already shutting down, please wait...
[2025-11-25T22:34:31.396174] [WARN ] [STATE     ] Already shutting down, please wait...
[2025-11-25T22:34:31.435378] [WARN ] [STATE     ] Already shutting down, please wait...
[2025-11-25T22:34:31.477165] [WARN ] [STATE     ] Already shutting down, please wait...
[2025-11-25T22:34:31.518779] [WARN ] [STATE     ] Already shutting down, please wait...
[2025-11-25T22:34:31.559327] [WARN ] [STATE     ] Already shutting down, please wait...
[2025-11-25T22:34:31.565838] [DEBUG] [FORECASTER] ACGLN: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T22:34:31.600979] [WARN ] [STATE     ] Already shutting down, please wait...
[2025-11-25T22:34:31.641270] [WARN ] [STATE     ] Already shutting down, please wait...
[2025-11-25T22:34:31.670543] [WARN ] [STATE     ] Already shutting down, please wait...
[2025-11-25T22:34:31.710026] [WARN ] [STATE     ] Already shutting down, please wait...
[2025-11-25T22:34:31.747585] [WARN ] [STATE     ] Already shutting down, please wait...
[2025-11-25T22:34:31.788339] [WARN ] [STATE     ] Already shutting down, please wait...
[2025-11-25T22:34:31.835531] [WARN ] [STATE     ] Already shutting down, please wait...
[2025-11-25T22:34:31.839850] [DEBUG] [FORECASTER] ACGLN: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T22:34:31.871966] [WARN ] [STATE     ] Already shutting down, please wait...
[2025-11-25T22:34:31.914454] [WARN ] [STATE     ] Already shutting down, please wait...
[2025-11-25T22:34:31.956605] [WARN ] [STATE     ] Already shutting down, please wait...
[2025-11-25T22:34:31.997788] [WARN ] [STATE     ] Already shutting down, please wait...
[2025-11-25T22:34:32.037518] [WARN ] [STATE     ] Already shutting down, please wait...
[2025-11-25T22:34:32.078101] [WARN ] [STATE     ] Already shutting down, please wait...
[2025-11-25T22:34:32.120272] [WARN ] [STATE     ] Already shutting down, please wait...
[2025-11-25T22:34:32.129302] [DEBUG] [FORECASTER] ACGLN: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-25T22:34:32.129530] [INFO ] [CONFIGURE ] ACGLN: DISCARDED add_rsi (score: 40.00%)
[2025-11-25T22:34:32.129590] [INFO ] [CONFIGURE ] JOB ETA: 44.6h | Avg: 2.7s/test | Remaining: 60412 tests
[2025-11-25T22:34:32.129673] [INFO ] [CONFIGURE ] ACGLN: Testing feature 25/29: add_tick_distribution
[2025-11-25T22:34:32.129727] [INFO ] [CONFIGURE ] ACGLN: Testing with features: ['add_price_rejection', 'add_tick_distribution']
[2025-11-25T22:34:32.162410] [WARN ] [STATE     ] Already shutting down, please wait...
[2025-11-25T22:34:32.213873] [WARN ] [STATE     ] Already shutting down, please wait...
[2025-11-25T22:34:32.246751] [WARN ] [STATE     ] Already shutting down, please wait...
[2025-11-25T22:34:32.266325] [WARN ] [STATE     ] Already shutting down, please wait...
[2025-11-25T22:34:32.310005] [WARN ] [STATE     ] Already shutting down, please wait...
[2025-11-25T22:34:32.350332] [WARN ] [STATE     ] Already shutting down, please wait...
[2025-11-25T22:34:32.353216] [DEBUG] [FORECASTER] ACGLN: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T22:34:32.392049] [WARN ] [STATE     ] Already shutting down, please wait...
[2025-11-25T22:34:32.433898] [WARN ] [STATE     ] Already shutting down, please wait...
[2025-11-25T22:34:32.475233] [WARN ] [STATE     ] Already shutting down, please wait...
[2025-11-25T22:34:32.519729] [WARN ] [STATE     ] Already shutting down, please wait...
[2025-11-25T22:34:32.555136] [WARN ] [STATE     ] Already shutting down, please wait...
[2025-11-25T22:34:32.556206] [DEBUG] [FORECASTER] ACGLN: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T22:34:32.595964] [WARN ] [STATE     ] Already shutting down, please wait...
[2025-11-25T22:34:32.640385] [WARN ] [STATE     ] Already shutting down, please wait...
[2025-11-25T22:34:32.679241] [WARN ] [STATE     ] Already shutting down, please wait...
[2025-11-25T22:34:32.721301] [WARN ] [STATE     ] Already shutting down, please wait...
[2025-11-25T22:34:32.763232] [WARN ] [STATE     ] Already shutting down, please wait...
[2025-11-25T22:34:32.781659] [DEBUG] [FORECASTER] ACGLN: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T22:34:32.806336] [WARN ] [STATE     ] Already shutting down, please wait...
[2025-11-25T22:34:32.848117] [WARN ] [STATE     ] Already shutting down, please wait...
[2025-11-25T22:34:32.892253] [WARN ] [STATE     ] Already shutting down, please wait...
[2025-11-25T22:34:32.911277] [WARN ] [STATE     ] Already shutting down, please wait...
[2025-11-25T22:34:32.954095] [WARN ] [STATE     ] Already shutting down, please wait...
[2025-11-25T22:34:32.999679] [WARN ] [STATE     ] Already shutting down, please wait...
[2025-11-25T22:34:33.004634] [DEBUG] [FORECASTER] ACGLN: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T22:34:33.036305] [WARN ] [STATE     ] Already shutting down, please wait...
[2025-11-25T22:34:33.078442] [WARN ] [STATE     ] Already shutting down, please wait...
[2025-11-25T22:34:33.122362] [WARN ] [STATE     ] Already shutting down, please wait...
[2025-11-25T22:34:33.163472] [WARN ] [STATE     ] Already shutting down, please wait...
[2025-11-25T22:34:33.206681] [WARN ] [STATE     ] Already shutting down, please wait...
[2025-11-25T22:34:33.220032] [DEBUG] [FORECASTER] ACGLN: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1
[2025-11-25T23:28:24.680318] [DEBUG] [R-STATUS  ] Registered 'tdm' as a dependent service.
[2025-11-25T23:28:24.851731] [DEBUG] [R-STATUS  ] Registered 'sap' as a dependent service.
[2025-11-25T23:28:25.020149] [DEBUG] [R-STATUS  ] Registered 'exp' as a dependent service.
[2025-11-25T23:28:25.188733] [DEBUG] [R-STATUS  ] Registered 'sig' as a dependent service.
[2025-11-25T23:28:25.189143] [WARN ] [STATE     ] State set to: WAITING
[2025-11-25T23:28:25.189207] [INFO ] [STATE     ] Checking TDM service status...
[2025-11-25T23:28:25.398237] [WARN ] [tdm-status] Service 'tdm' is not running.
[2025-11-25T23:28:25.402268] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T23:28:25.436198] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T23:28:25.470672] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T23:28:25.504385] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T23:28:25.504693] [WARN ] [STATE     ] State set to: RUNNING
[2025-11-25T23:28:25.504785] [INFO ] [CACHE     ] Starting cache update
[2025-11-25T23:28:25.504842] [DEBUG] [REMOTE    ] Fetching unscheduled blackout dates from 'https://tdm.silogroup.org/cache/unscheduled_blackouts.txt'.
[2025-11-25T23:28:25.508250] [DEBUG] [REMOTE    ] Fetched 1 unscheduled blackout dates.
[2025-11-25T23:28:25.508595] [DEBUG] [LOCAL     ] Cached 1 unscheduled blackout dates
[2025-11-25T23:28:25.508691] [INFO ] [CACHE     ] Cache update completed successfully
[2025-11-25T23:28:25.508754] [INFO ] [sig       ] Resuming configuration (only processing symbols without existing configuration)
[2025-11-25T23:28:25.508800] [DEBUG] [REMOTE    ] Fetching current symbols from directory listing at 'https://tdm.silogroup.org/data/derivative_storage'.
[2025-11-25T23:28:25.577966] [DEBUG] [REMOTE    ] Fetched 3639 unique symbols from directory listing.
[2025-11-25T23:28:25.585115] [DEBUG] [LOCAL     ] No files to prune - all symbols are valid
[2025-11-25T23:28:25.586665] [INFO ] [sig       ] Skipping 1555 symbols with existing configuration
[2025-11-25T23:28:25.588266] [INFO ] [sig       ] Found 2084 active symbols to configure
[2025-11-25T23:28:25.588835] [INFO ] [sig       ] [1/2084] Configuring ACGLN...
[2025-11-25T23:28:25.588898] [INFO ] [CONFIGURE ] ACGLN: Configurate test run.
[2025-11-25T23:28:25.588946] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ACGLN' from 'https://tdm.silogroup.org/data/derivative_storage/ACGLN.csv'.
[2025-11-25T23:28:25.602161] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ACGLN'.
[2025-11-25T23:28:25.602547] [INFO ] [CONFIGURE ] ACGLN: Testing with 29 available features
[2025-11-25T23:28:25.602633] [INFO ] [CONFIGURE ] ACGLN: Establishing baseline with no features...
[2025-11-25T23:28:25.787045] [DEBUG] [FORECASTER] ACGLN: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T23:28:26.008025] [DEBUG] [FORECASTER] ACGLN: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T23:28:26.182604] [DEBUG] [FORECASTER] ACGLN: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-25T23:28:26.355351] [DEBUG] [FORECASTER] ACGLN: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T23:28:26.528537] [DEBUG] [FORECASTER] ACGLN: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1
[2025-11-25T23:28:26.706929] [DEBUG] [FORECASTER] ACGLN: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T23:28:26.884372] [DEBUG] [FORECASTER] ACGLN: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-25T23:28:27.063840] [DEBUG] [FORECASTER] ACGLN: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T23:28:27.241981] [DEBUG] [FORECASTER] ACGLN: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T23:28:27.423407] [DEBUG] [FORECASTER] ACGLN: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-11-25T23:28:27.423731] [INFO ] [CONFIGURE ] ACGLN: Baseline score (no features): 50.00%
[2025-11-25T23:28:27.423813] [INFO ] [CONFIGURE ] ACGLN: Testing feature 1/29: add_bollinger_bands
[2025-11-25T23:28:27.423865] [INFO ] [CONFIGURE ] ACGLN: Testing with features: ['add_bollinger_bands']
[2025-11-25T23:28:27.635452] [DEBUG] [FORECASTER] ACGLN: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T23:28:27.839062] [DEBUG] [FORECASTER] ACGLN: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-25T23:28:28.045505] [DEBUG] [FORECASTER] ACGLN: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-25T23:28:28.255535] [DEBUG] [FORECASTER] ACGLN: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-25T23:28:28.461303] [DEBUG] [FORECASTER] ACGLN: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1
[2025-11-25T23:28:28.666940] [DEBUG] [FORECASTER] ACGLN: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-25T23:28:28.843861] [DEBUG] [FORECASTER] ACGLN: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-25T23:28:29.019872] [DEBUG] [FORECASTER] ACGLN: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-25T23:28:29.197318] [DEBUG] [FORECASTER] ACGLN: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-25T23:28:29.382377] [DEBUG] [FORECASTER] ACGLN: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-11-25T23:28:29.382559] [INFO ] [CONFIGURE ] ACGLN: DISCARDED add_bollinger_bands (score: 40.00%)
[2025-11-25T23:28:29.382609] [INFO ] [CONFIGURE ] JOB ETA: 32.9h | Avg: 2.0s/test | Remaining: 60435 tests
[2025-11-25T23:28:29.382668] [INFO ] [CONFIGURE ] ACGLN: Testing feature 2/29: add_cumulative_delta
[2025-11-25T23:28:29.382736] [INFO ] [CONFIGURE ] ACGLN: Testing with features: ['add_cumulative_delta']
[2025-11-25T23:28:29.453768] [WARN ] [STATE     ] Received SIGINT signal. Initiating graceful shutdown...
[2025-11-25T23:28:29.453962] [WARN ] [STATE     ] Operation was interrupted, setting state to COMPLETED_ERROR
[2025-11-25T23:28:29.454286] [WARN ] [STATE     ] State set to: COMPLETED_ERROR
[2025-11-25T23:28:29.454475] [INFO ] [STATE     ] Last completion updated: 2025-11-25T23:28:29.454344
[2025-11-25T23:28:29.579343] [DEBUG] [FORECASTER] ACGLN: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1
[2025-11-25T23:29:03.744755] [DEBUG] [R-STATUS  ] Registered 'tdm' as a dependent service.
[2025-11-25T23:29:03.913072] [DEBUG] [R-STATUS  ] Registered 'sap' as a dependent service.
[2025-11-25T23:29:04.081811] [DEBUG] [R-STATUS  ] Registered 'exp' as a dependent service.
[2025-11-25T23:29:04.250344] [DEBUG] [R-STATUS  ] Registered 'sig' as a dependent service.
[2025-11-25T23:29:04.250662] [WARN ] [STATE     ] State set to: WAITING
[2025-11-25T23:29:04.250726] [INFO ] [STATE     ] Checking TDM service status...
[2025-11-25T23:29:04.258202] [WARN ] [tdm-status] Service 'tdm' is not running.
[2025-11-25T23:29:04.261905] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-25), and is a dependency of this service.
[2025-11-25T23:29:04.266664] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-25T23:29:04.271019] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-25T23:29:04.275093] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-25T23:29:04.275353] [WARN ] [STATE     ] State set to: RUNNING
[2025-11-25T23:29:04.275428] [INFO ] [sig       ] Generating forecasts for all active symbols
[2025-11-25T23:29:04.275486] [DEBUG] [REMOTE    ] Fetching current symbols from directory listing at 'https://tdm.silogroup.org/data/derivative_storage'.
[2025-11-25T23:29:04.353237] [DEBUG] [REMOTE    ] Fetched 3639 unique symbols from directory listing.
[2025-11-25T23:29:04.363766] [DEBUG] [LOCAL     ] No files to prune - all symbols are valid
[2025-11-25T23:29:04.364002] [INFO ] [sig       ] Found 3639 active symbols to forecast
[2025-11-25T23:29:04.364763] [INFO ] [sig       ] [1/3639] Forecasting A...
[2025-11-25T23:29:04.364819] [INFO ] [sig       ] Generating forecast for: A
[2025-11-25T23:29:04.364870] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'A' from 'https://tdm.silogroup.org/data/derivative_storage/A.csv'.
[2025-11-25T23:29:04.380167] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'A'.
[2025-11-25T23:29:04.380801] [INFO ] [FORECASTER] Starting predict_future for A
[2025-11-25T23:29:04.382010] [DEBUG] [LOCAL     ] No optimal features file found for A: ./output/feature-sets/A.txt
[2025-11-25T23:29:04.382088] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:29:04.382152] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:29:04.382208] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:29:04.382305] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:29:04.451937] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:29:04.453314] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:29:04.453492] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:29:04.453563] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:29:04.571765] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:29:04.571929] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:29:04.571977] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:29:04.572012] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:29:04.575799] [DEBUG] [FORECASTER] A: Forecast T+1@11:T+2@11: DOWN (p=38.67%)
[2025-11-25T23:29:04.576141] [INFO ] [FORECASTER] Completed predict_future for A
[2025-11-25T23:29:04.576305] [INFO ] [sig       ] A: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:29:04.763898] [INFO ] [LOCAL     ] Saved forecast: A	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/A.txt
[2025-11-25T23:29:04.764084] [INFO ] [sig       ] [1/3639] Completed A in 0.4s | 2.50 sym/s | Total: 0.4s | ETA: 24.2m
[2025-11-25T23:29:04.764144] [INFO ] [sig       ] [2/3639] Forecasting AA...
[2025-11-25T23:29:04.764191] [INFO ] [sig       ] Generating forecast for: AA
[2025-11-25T23:29:04.764236] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AA' from 'https://tdm.silogroup.org/data/derivative_storage/AA.csv'.
[2025-11-25T23:29:04.775768] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AA'.
[2025-11-25T23:29:04.776096] [INFO ] [FORECASTER] Starting predict_future for AA
[2025-11-25T23:29:04.776968] [DEBUG] [LOCAL     ] No optimal features file found for AA: ./output/feature-sets/AA.txt
[2025-11-25T23:29:04.777041] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:29:04.777091] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:29:04.777135] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:29:04.777207] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:29:04.835666] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:29:04.836325] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:29:04.836440] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:29:04.836491] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:29:04.962071] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:29:04.962199] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:29:04.962243] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:29:04.962278] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:29:04.965613] [DEBUG] [FORECASTER] AA: Forecast T+1@11:T+2@11: UP (p=70.15%)
[2025-11-25T23:29:04.965951] [INFO ] [FORECASTER] Completed predict_future for AA
[2025-11-25T23:29:04.966119] [INFO ] [sig       ] AA: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:29:05.107562] [INFO ] [LOCAL     ] Saved forecast: AA	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/AA.txt
[2025-11-25T23:29:05.107725] [INFO ] [sig       ] [2/3639] Completed AA in 0.3s | 2.69 sym/s | Total: 0.7s | ETA: 22.5m
[2025-11-25T23:29:05.107778] [INFO ] [sig       ] [3/3639] Forecasting AAL...
[2025-11-25T23:29:05.107827] [INFO ] [sig       ] Generating forecast for: AAL
[2025-11-25T23:29:05.107881] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AAL' from 'https://tdm.silogroup.org/data/derivative_storage/AAL.csv'.
[2025-11-25T23:29:05.119187] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AAL'.
[2025-11-25T23:29:05.119585] [INFO ] [FORECASTER] Starting predict_future for AAL
[2025-11-25T23:29:05.120445] [DEBUG] [LOCAL     ] No optimal features file found for AAL: ./output/feature-sets/AAL.txt
[2025-11-25T23:29:05.120529] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:29:05.120595] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:29:05.120670] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:29:05.120746] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:29:05.179084] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:29:05.179755] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:29:05.179854] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:29:05.179903] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:29:05.301146] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:29:05.301278] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:29:05.301321] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:29:05.301354] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:29:05.304709] [DEBUG] [FORECASTER] AAL: Forecast T+1@11:T+2@11: DOWN (p=30.45%)
[2025-11-25T23:29:05.305006] [INFO ] [FORECASTER] Completed predict_future for AAL
[2025-11-25T23:29:05.305155] [INFO ] [sig       ] AAL: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:29:05.447102] [INFO ] [LOCAL     ] Saved forecast: AAL	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/AAL.txt
[2025-11-25T23:29:05.447253] [INFO ] [sig       ] [3/3639] Completed AAL in 0.3s | 2.77 sym/s | Total: 1.1s | ETA: 21.9m
[2025-11-25T23:29:05.447315] [INFO ] [sig       ] [4/3639] Forecasting AAOI...
[2025-11-25T23:29:05.447376] [INFO ] [sig       ] Generating forecast for: AAOI
[2025-11-25T23:29:05.447429] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AAOI' from 'https://tdm.silogroup.org/data/derivative_storage/AAOI.csv'.
[2025-11-25T23:29:05.460219] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AAOI'.
[2025-11-25T23:29:05.460774] [INFO ] [FORECASTER] Starting predict_future for AAOI
[2025-11-25T23:29:05.461812] [DEBUG] [LOCAL     ] No optimal features file found for AAOI: ./output/feature-sets/AAOI.txt
[2025-11-25T23:29:05.461890] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:29:05.461944] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:29:05.461990] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:29:05.462063] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:29:05.526230] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:29:05.527383] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:29:05.527508] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:29:05.527566] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:29:05.652620] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:29:05.652835] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:29:05.652885] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:29:05.652922] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:29:05.657732] [DEBUG] [FORECASTER] AAOI: Forecast T+1@11:T+2@11: UP (p=80.24%)
[2025-11-25T23:29:05.658168] [INFO ] [FORECASTER] Completed predict_future for AAOI
[2025-11-25T23:29:05.658361] [INFO ] [sig       ] AAOI: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:29:05.804825] [INFO ] [LOCAL     ] Saved forecast: AAOI	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/AAOI.txt
[2025-11-25T23:29:05.805032] [INFO ] [sig       ] [4/3639] Completed AAOI in 0.4s | 2.78 sym/s | Total: 1.4s | ETA: 21.8m
[2025-11-25T23:29:05.805091] [INFO ] [sig       ] [5/3639] Forecasting AAON...
[2025-11-25T23:29:05.805140] [INFO ] [sig       ] Generating forecast for: AAON
[2025-11-25T23:29:05.805185] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AAON' from 'https://tdm.silogroup.org/data/derivative_storage/AAON.csv'.
[2025-11-25T23:29:05.817310] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AAON'.
[2025-11-25T23:29:05.817869] [INFO ] [FORECASTER] Starting predict_future for AAON
[2025-11-25T23:29:05.818802] [DEBUG] [LOCAL     ] No optimal features file found for AAON: ./output/feature-sets/AAON.txt
[2025-11-25T23:29:05.818890] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:29:05.818961] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:29:05.819012] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:29:05.819088] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:29:05.879531] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:29:05.880517] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:29:05.880635] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:29:05.880717] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:29:05.998225] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:29:05.998444] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:29:05.998511] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:29:05.998552] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:29:06.002359] [DEBUG] [FORECASTER] AAON: Forecast T+1@11:T+2@11: UP (p=98.07%)
[2025-11-25T23:29:06.002779] [INFO ] [FORECASTER] Completed predict_future for AAON
[2025-11-25T23:29:06.002970] [INFO ] [sig       ] AAON: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:29:06.147774] [INFO ] [LOCAL     ] Saved forecast: AAON	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/AAON.txt
[2025-11-25T23:29:06.147948] [INFO ] [sig       ] [5/3639] Completed AAON in 0.3s | 2.80 sym/s | Total: 1.8s | ETA: 21.6m
[2025-11-25T23:29:06.148007] [INFO ] [sig       ] [6/3639] Forecasting AAP...
[2025-11-25T23:29:06.148055] [INFO ] [sig       ] Generating forecast for: AAP
[2025-11-25T23:29:06.148099] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AAP' from 'https://tdm.silogroup.org/data/derivative_storage/AAP.csv'.
[2025-11-25T23:29:06.159373] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AAP'.
[2025-11-25T23:29:06.159836] [INFO ] [FORECASTER] Starting predict_future for AAP
[2025-11-25T23:29:06.160708] [DEBUG] [LOCAL     ] No optimal features file found for AAP: ./output/feature-sets/AAP.txt
[2025-11-25T23:29:06.160783] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:29:06.160832] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:29:06.160874] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:29:06.160946] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:29:06.218614] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:29:06.219365] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:29:06.219468] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:29:06.219518] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:29:06.344771] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:29:06.344956] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:29:06.345003] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:29:06.345041] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:29:06.348692] [DEBUG] [FORECASTER] AAP: Forecast T+1@11:T+2@11: UP (p=65.99%)
[2025-11-25T23:29:06.349050] [INFO ] [FORECASTER] Completed predict_future for AAP
[2025-11-25T23:29:06.349234] [INFO ] [sig       ] AAP: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:29:06.490798] [INFO ] [LOCAL     ] Saved forecast: AAP	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/AAP.txt
[2025-11-25T23:29:06.490980] [INFO ] [sig       ] [6/3639] Completed AAP in 0.3s | 2.82 sym/s | Total: 2.1s | ETA: 21.5m
[2025-11-25T23:29:06.491037] [INFO ] [sig       ] [7/3639] Forecasting AAPB...
[2025-11-25T23:29:06.491085] [INFO ] [sig       ] Generating forecast for: AAPB
[2025-11-25T23:29:06.491128] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AAPB' from 'https://tdm.silogroup.org/data/derivative_storage/AAPB.csv'.
[2025-11-25T23:29:06.502401] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AAPB'.
[2025-11-25T23:29:06.502869] [INFO ] [FORECASTER] Starting predict_future for AAPB
[2025-11-25T23:29:06.503740] [DEBUG] [LOCAL     ] No optimal features file found for AAPB: ./output/feature-sets/AAPB.txt
[2025-11-25T23:29:06.503812] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:29:06.503861] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:29:06.503903] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:29:06.503975] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:29:06.562230] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:29:06.563075] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:29:06.563187] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:29:06.563237] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:29:06.691007] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:29:06.691205] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:29:06.691259] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:29:06.691295] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:29:06.694934] [DEBUG] [FORECASTER] AAPB: Forecast T+1@11:T+2@11: UP (p=83.55%)
[2025-11-25T23:29:06.695240] [INFO ] [FORECASTER] Completed predict_future for AAPB
[2025-11-25T23:29:06.695403] [INFO ] [sig       ] AAPB: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:29:06.836046] [INFO ] [LOCAL     ] Saved forecast: AAPB	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/AAPB.txt
[2025-11-25T23:29:06.836243] [INFO ] [sig       ] [7/3639] Completed AAPB in 0.3s | 2.83 sym/s | Total: 2.5s | ETA: 21.4m
[2025-11-25T23:29:06.836302] [INFO ] [sig       ] [8/3639] Forecasting AAPD...
[2025-11-25T23:29:06.836351] [INFO ] [sig       ] Generating forecast for: AAPD
[2025-11-25T23:29:06.836396] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AAPD' from 'https://tdm.silogroup.org/data/derivative_storage/AAPD.csv'.
[2025-11-25T23:29:06.848319] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AAPD'.
[2025-11-25T23:29:06.848802] [INFO ] [FORECASTER] Starting predict_future for AAPD
[2025-11-25T23:29:06.849692] [DEBUG] [LOCAL     ] No optimal features file found for AAPD: ./output/feature-sets/AAPD.txt
[2025-11-25T23:29:06.849765] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:29:06.849813] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:29:06.849854] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:29:06.849924] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:29:06.908166] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:29:06.909081] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:29:06.909196] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:29:06.909245] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:29:07.034590] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:29:07.034821] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:29:07.034870] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:29:07.034904] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:29:07.038429] [DEBUG] [FORECASTER] AAPD: Forecast T+1@11:T+2@11: DOWN (p=48.85%)
[2025-11-25T23:29:07.038753] [INFO ] [FORECASTER] Completed predict_future for AAPD
[2025-11-25T23:29:07.038921] [INFO ] [sig       ] AAPD: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:29:07.180736] [INFO ] [LOCAL     ] Saved forecast: AAPD	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/AAPD.txt
[2025-11-25T23:29:07.180869] [INFO ] [sig       ] [8/3639] Completed AAPD in 0.3s | 2.84 sym/s | Total: 2.8s | ETA: 21.3m
[2025-11-25T23:29:07.180925] [INFO ] [sig       ] [9/3639] Forecasting AAPL...
[2025-11-25T23:29:07.180971] [INFO ] [sig       ] Generating forecast for: AAPL
[2025-11-25T23:29:07.181016] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AAPL' from 'https://tdm.silogroup.org/data/derivative_storage/AAPL.csv'.
[2025-11-25T23:29:07.192204] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AAPL'.
[2025-11-25T23:29:07.192585] [INFO ] [FORECASTER] Starting predict_future for AAPL
[2025-11-25T23:29:07.193459] [DEBUG] [LOCAL     ] No optimal features file found for AAPL: ./output/feature-sets/AAPL.txt
[2025-11-25T23:29:07.193530] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:29:07.193581] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:29:07.193624] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:29:07.193724] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:29:07.252259] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:29:07.252918] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:29:07.253017] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:29:07.253066] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:29:07.375137] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:29:07.375310] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:29:07.375371] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:29:07.375408] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:29:07.378973] [DEBUG] [FORECASTER] AAPL: Forecast T+1@11:T+2@11: UP (p=67.36%)
[2025-11-25T23:29:07.379296] [INFO ] [FORECASTER] Completed predict_future for AAPL
[2025-11-25T23:29:07.379487] [INFO ] [sig       ] AAPL: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:29:07.522534] [INFO ] [LOCAL     ] Saved forecast: AAPL	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/AAPL.txt
[2025-11-25T23:29:07.522801] [INFO ] [sig       ] [9/3639] Completed AAPL in 0.3s | 2.85 sym/s | Total: 3.2s | ETA: 21.2m
[2025-11-25T23:29:07.522867] [INFO ] [sig       ] [10/3639] Forecasting AAXJ...
[2025-11-25T23:29:07.522918] [INFO ] [sig       ] Generating forecast for: AAXJ
[2025-11-25T23:29:07.522962] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AAXJ' from 'https://tdm.silogroup.org/data/derivative_storage/AAXJ.csv'.
[2025-11-25T23:29:07.534676] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AAXJ'.
[2025-11-25T23:29:07.535108] [INFO ] [FORECASTER] Starting predict_future for AAXJ
[2025-11-25T23:29:07.536127] [DEBUG] [LOCAL     ] No optimal features file found for AAXJ: ./output/feature-sets/AAXJ.txt
[2025-11-25T23:29:07.536218] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:29:07.536276] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:29:07.536321] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:29:07.536404] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:29:07.598757] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:29:07.599549] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:29:07.599693] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:29:07.599764] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:29:07.730767] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:29:07.730954] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:29:07.731015] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:29:07.731067] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:29:07.734738] [DEBUG] [FORECASTER] AAXJ: Forecast T+1@11:T+2@11: UP (p=91.17%)
[2025-11-25T23:29:07.735060] [INFO ] [FORECASTER] Completed predict_future for AAXJ
[2025-11-25T23:29:07.735225] [INFO ] [sig       ] AAXJ: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:29:07.882917] [INFO ] [LOCAL     ] Saved forecast: AAXJ	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/AAXJ.txt
[2025-11-25T23:29:07.883124] [INFO ] [sig       ] [10/3639] Completed AAXJ in 0.4s | 2.84 sym/s | Total: 3.5s | ETA: 21.3m
[2025-11-25T23:29:07.883200] [INFO ] [sig       ] [11/3639] Forecasting AB...
[2025-11-25T23:29:07.883248] [INFO ] [sig       ] Generating forecast for: AB
[2025-11-25T23:29:07.883292] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AB' from 'https://tdm.silogroup.org/data/derivative_storage/AB.csv'.
[2025-11-25T23:29:07.895389] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AB'.
[2025-11-25T23:29:07.895844] [INFO ] [FORECASTER] Starting predict_future for AB
[2025-11-25T23:29:07.896708] [DEBUG] [LOCAL     ] No optimal features file found for AB: ./output/feature-sets/AB.txt
[2025-11-25T23:29:07.896783] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:29:07.896834] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:29:07.896878] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:29:07.896951] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:29:07.958392] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:29:07.959202] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:29:07.959319] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:29:07.959380] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:29:08.084758] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:29:08.084964] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:29:08.085023] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:29:08.085068] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:29:08.088900] [DEBUG] [FORECASTER] AB: Forecast T+1@11:T+2@11: DOWN (p=8.19%)
[2025-11-25T23:29:08.089285] [INFO ] [FORECASTER] Completed predict_future for AB
[2025-11-25T23:29:08.089469] [INFO ] [sig       ] AB: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:29:08.238391] [INFO ] [LOCAL     ] Saved forecast: AB	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/AB.txt
[2025-11-25T23:29:08.238604] [INFO ] [sig       ] [11/3639] Completed AB in 0.4s | 2.84 sym/s | Total: 3.9s | ETA: 21.3m
[2025-11-25T23:29:08.238688] [INFO ] [sig       ] [12/3639] Forecasting ABCB...
[2025-11-25T23:29:08.238737] [INFO ] [sig       ] Generating forecast for: ABCB
[2025-11-25T23:29:08.238782] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ABCB' from 'https://tdm.silogroup.org/data/derivative_storage/ABCB.csv'.
[2025-11-25T23:29:08.250410] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ABCB'.
[2025-11-25T23:29:08.250822] [INFO ] [FORECASTER] Starting predict_future for ABCB
[2025-11-25T23:29:08.251635] [DEBUG] [LOCAL     ] No optimal features file found for ABCB: ./output/feature-sets/ABCB.txt
[2025-11-25T23:29:08.251726] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:29:08.251790] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:29:08.251835] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:29:08.251906] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:29:08.311628] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:29:08.312691] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:29:08.312800] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:29:08.312851] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:29:08.425767] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:29:08.425957] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:29:08.426004] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:29:08.426039] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:29:08.429594] [DEBUG] [FORECASTER] ABCB: Forecast T+1@11:T+2@11: UP (p=82.43%)
[2025-11-25T23:29:08.429928] [INFO ] [FORECASTER] Completed predict_future for ABCB
[2025-11-25T23:29:08.430095] [INFO ] [sig       ] ABCB: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:29:08.573249] [INFO ] [LOCAL     ] Saved forecast: ABCB	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/ABCB.txt
[2025-11-25T23:29:08.573446] [INFO ] [sig       ] [12/3639] Completed ABCB in 0.3s | 2.85 sym/s | Total: 4.2s | ETA: 21.2m
[2025-11-25T23:29:08.573504] [INFO ] [sig       ] [13/3639] Forecasting ABCL...
[2025-11-25T23:29:08.573551] [INFO ] [sig       ] Generating forecast for: ABCL
[2025-11-25T23:29:08.573594] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ABCL' from 'https://tdm.silogroup.org/data/derivative_storage/ABCL.csv'.
[2025-11-25T23:29:08.586853] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ABCL'.
[2025-11-25T23:29:08.587543] [INFO ] [FORECASTER] Starting predict_future for ABCL
[2025-11-25T23:29:08.588790] [DEBUG] [LOCAL     ] No optimal features file found for ABCL: ./output/feature-sets/ABCL.txt
[2025-11-25T23:29:08.588864] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:29:08.588927] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:29:08.588982] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:29:08.589076] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:29:08.651210] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:29:08.652477] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:29:08.652620] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:29:08.652705] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:29:08.783281] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:29:08.783586] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:29:08.783673] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:29:08.783737] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:29:08.789110] [DEBUG] [FORECASTER] ABCL: Forecast T+1@11:T+2@11: UP (p=99.52%)
[2025-11-25T23:29:08.789631] [INFO ] [FORECASTER] Completed predict_future for ABCL
[2025-11-25T23:29:08.790041] [INFO ] [sig       ] ABCL: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:29:08.957776] [INFO ] [LOCAL     ] Saved forecast: ABCL	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/ABCL.txt
[2025-11-25T23:29:08.958062] [INFO ] [sig       ] [13/3639] Completed ABCL in 0.4s | 2.83 sym/s | Total: 4.6s | ETA: 21.4m
[2025-11-25T23:29:08.958130] [INFO ] [sig       ] [14/3639] Forecasting ABEO...
[2025-11-25T23:29:08.958182] [INFO ] [sig       ] Generating forecast for: ABEO
[2025-11-25T23:29:08.958229] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ABEO' from 'https://tdm.silogroup.org/data/derivative_storage/ABEO.csv'.
[2025-11-25T23:29:08.971833] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ABEO'.
[2025-11-25T23:29:08.972519] [INFO ] [FORECASTER] Starting predict_future for ABEO
[2025-11-25T23:29:08.973617] [DEBUG] [LOCAL     ] No optimal features file found for ABEO: ./output/feature-sets/ABEO.txt
[2025-11-25T23:29:08.973718] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:29:08.973773] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:29:08.973818] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:29:08.973898] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:29:09.036948] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:29:09.038272] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:29:09.038398] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:29:09.038452] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:29:09.161653] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:29:09.161939] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:29:09.161993] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:29:09.162031] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:29:09.166365] [DEBUG] [FORECASTER] ABEO: Forecast T+1@11:T+2@11: UP (p=81.84%)
[2025-11-25T23:29:09.166780] [INFO ] [FORECASTER] Completed predict_future for ABEO
[2025-11-25T23:29:09.167006] [INFO ] [sig       ] ABEO: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:29:09.316571] [INFO ] [LOCAL     ] Saved forecast: ABEO	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/ABEO.txt
[2025-11-25T23:29:09.316842] [INFO ] [sig       ] [14/3639] Completed ABEO in 0.4s | 2.83 sym/s | Total: 5.0s | ETA: 21.4m
[2025-11-25T23:29:09.316909] [INFO ] [sig       ] [15/3639] Forecasting ABG...
[2025-11-25T23:29:09.316961] [INFO ] [sig       ] Generating forecast for: ABG
[2025-11-25T23:29:09.317009] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ABG' from 'https://tdm.silogroup.org/data/derivative_storage/ABG.csv'.
[2025-11-25T23:29:09.330446] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ABG'.
[2025-11-25T23:29:09.331174] [INFO ] [FORECASTER] Starting predict_future for ABG
[2025-11-25T23:29:09.332250] [DEBUG] [LOCAL     ] No optimal features file found for ABG: ./output/feature-sets/ABG.txt
[2025-11-25T23:29:09.332327] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:29:09.332379] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:29:09.332424] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:29:09.332500] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:29:09.393832] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:29:09.395101] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:29:09.395232] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:29:09.395283] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:29:09.515657] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:29:09.515975] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:29:09.516032] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:29:09.516068] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:29:09.520438] [DEBUG] [FORECASTER] ABG: Forecast T+1@11:T+2@11: UP (p=82.83%)
[2025-11-25T23:29:09.520835] [INFO ] [FORECASTER] Completed predict_future for ABG
[2025-11-25T23:29:09.521015] [INFO ] [sig       ] ABG: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:29:09.670511] [INFO ] [LOCAL     ] Saved forecast: ABG	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/ABG.txt
[2025-11-25T23:29:09.670802] [INFO ] [sig       ] [15/3639] Completed ABG in 0.4s | 2.83 sym/s | Total: 5.3s | ETA: 21.4m
[2025-11-25T23:29:09.670890] [INFO ] [sig       ] [16/3639] Forecasting ABL...
[2025-11-25T23:29:09.670943] [INFO ] [sig       ] Generating forecast for: ABL
[2025-11-25T23:29:09.670990] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ABL' from 'https://tdm.silogroup.org/data/derivative_storage/ABL.csv'.
[2025-11-25T23:29:09.686323] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ABL'.
[2025-11-25T23:29:09.687220] [INFO ] [FORECASTER] Starting predict_future for ABL
[2025-11-25T23:29:09.688301] [DEBUG] [LOCAL     ] No optimal features file found for ABL: ./output/feature-sets/ABL.txt
[2025-11-25T23:29:09.688380] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:29:09.688430] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:29:09.688473] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:29:09.688549] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:29:09.750203] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:29:09.751561] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:29:09.751725] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:29:09.751780] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:29:09.878898] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:29:09.879265] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:29:09.879328] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:29:09.879374] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:29:09.883450] [DEBUG] [FORECASTER] ABL: Forecast T+1@11:T+2@11: DOWN (p=0.92%)
[2025-11-25T23:29:09.883997] [INFO ] [FORECASTER] Completed predict_future for ABL
[2025-11-25T23:29:09.884234] [INFO ] [sig       ] ABL: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:29:10.043010] [INFO ] [LOCAL     ] Saved forecast: ABL	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/ABL.txt
[2025-11-25T23:29:10.043282] [INFO ] [sig       ] [16/3639] Completed ABL in 0.4s | 2.82 sym/s | Total: 5.7s | ETA: 21.4m
[2025-11-25T23:29:10.043384] [INFO ] [sig       ] [17/3639] Forecasting ABM...
[2025-11-25T23:29:10.043453] [INFO ] [sig       ] Generating forecast for: ABM
[2025-11-25T23:29:10.043529] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ABM' from 'https://tdm.silogroup.org/data/derivative_storage/ABM.csv'.
[2025-11-25T23:29:10.057743] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ABM'.
[2025-11-25T23:29:10.058491] [INFO ] [FORECASTER] Starting predict_future for ABM
[2025-11-25T23:29:10.059912] [DEBUG] [LOCAL     ] No optimal features file found for ABM: ./output/feature-sets/ABM.txt
[2025-11-25T23:29:10.059994] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:29:10.060063] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:29:10.060119] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:29:10.060215] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:29:10.125724] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:29:10.126987] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:29:10.127106] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:29:10.127171] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:29:10.249013] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:29:10.249302] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:29:10.249360] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:29:10.249397] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:29:10.254025] [DEBUG] [FORECASTER] ABM: Forecast T+1@11:T+2@11: UP (p=78.26%)
[2025-11-25T23:29:10.254479] [INFO ] [FORECASTER] Completed predict_future for ABM
[2025-11-25T23:29:10.254682] [INFO ] [sig       ] ABM: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:29:10.407796] [INFO ] [LOCAL     ] Saved forecast: ABM	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/ABM.txt
[2025-11-25T23:29:10.408020] [INFO ] [sig       ] [17/3639] Completed ABM in 0.4s | 2.81 sym/s | Total: 6.0s | ETA: 21.5m
[2025-11-25T23:29:10.408113] [INFO ] [sig       ] [18/3639] Forecasting ABNB...
[2025-11-25T23:29:10.408176] [INFO ] [sig       ] Generating forecast for: ABNB
[2025-11-25T23:29:10.408247] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ABNB' from 'https://tdm.silogroup.org/data/derivative_storage/ABNB.csv'.
[2025-11-25T23:29:10.421171] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ABNB'.
[2025-11-25T23:29:10.421827] [INFO ] [FORECASTER] Starting predict_future for ABNB
[2025-11-25T23:29:10.422888] [DEBUG] [LOCAL     ] No optimal features file found for ABNB: ./output/feature-sets/ABNB.txt
[2025-11-25T23:29:10.422962] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:29:10.423013] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:29:10.423069] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:29:10.423219] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:29:10.485700] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:29:10.486980] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:29:10.487114] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:29:10.487200] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:29:10.604437] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:29:10.604732] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:29:10.604802] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:29:10.604843] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:29:10.609205] [DEBUG] [FORECASTER] ABNB: Forecast T+1@11:T+2@11: UP (p=91.05%)
[2025-11-25T23:29:10.609570] [INFO ] [FORECASTER] Completed predict_future for ABNB
[2025-11-25T23:29:10.609781] [INFO ] [sig       ] ABNB: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:29:10.759493] [INFO ] [LOCAL     ] Saved forecast: ABNB	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/ABNB.txt
[2025-11-25T23:29:10.759765] [INFO ] [sig       ] [18/3639] Completed ABNB in 0.4s | 2.81 sym/s | Total: 6.4s | ETA: 21.4m
[2025-11-25T23:29:10.759856] [INFO ] [sig       ] [19/3639] Forecasting ABSI...
[2025-11-25T23:29:10.759916] [INFO ] [sig       ] Generating forecast for: ABSI
[2025-11-25T23:29:10.759973] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ABSI' from 'https://tdm.silogroup.org/data/derivative_storage/ABSI.csv'.
[2025-11-25T23:29:10.772139] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ABSI'.
[2025-11-25T23:29:10.772610] [INFO ] [FORECASTER] Starting predict_future for ABSI
[2025-11-25T23:29:10.773631] [DEBUG] [LOCAL     ] No optimal features file found for ABSI: ./output/feature-sets/ABSI.txt
[2025-11-25T23:29:10.773735] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:29:10.773806] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:29:10.773867] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:29:10.773973] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:29:10.832100] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:29:10.833132] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:29:10.833253] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:29:10.833326] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:29:10.932969] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:29:10.933202] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:29:10.933267] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:29:10.933340] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:29:10.937019] [DEBUG] [FORECASTER] ABSI: Forecast T+1@11:T+2@11: DOWN (p=31.59%)
[2025-11-25T23:29:10.937344] [INFO ] [FORECASTER] Completed predict_future for ABSI
[2025-11-25T23:29:10.937519] [INFO ] [sig       ] ABSI: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:29:11.090208] [INFO ] [LOCAL     ] Saved forecast: ABSI	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/ABSI.txt
[2025-11-25T23:29:11.090399] [INFO ] [sig       ] [19/3639] Completed ABSI in 0.3s | 2.83 sym/s | Total: 6.7s | ETA: 21.4m
[2025-11-25T23:29:11.090458] [INFO ] [sig       ] [20/3639] Forecasting ABUS...
[2025-11-25T23:29:11.090503] [INFO ] [sig       ] Generating forecast for: ABUS
[2025-11-25T23:29:11.090546] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ABUS' from 'https://tdm.silogroup.org/data/derivative_storage/ABUS.csv'.
[2025-11-25T23:29:11.101535] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ABUS'.
[2025-11-25T23:29:11.101990] [INFO ] [FORECASTER] Starting predict_future for ABUS
[2025-11-25T23:29:11.102873] [DEBUG] [LOCAL     ] No optimal features file found for ABUS: ./output/feature-sets/ABUS.txt
[2025-11-25T23:29:11.102944] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:29:11.102991] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:29:11.103033] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:29:11.103109] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:29:11.161361] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:29:11.162120] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:29:11.162225] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:29:11.162273] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:29:11.262710] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:29:11.262910] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:29:11.262958] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:29:11.262994] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:29:11.267816] [DEBUG] [FORECASTER] ABUS: Forecast T+1@11:T+2@11: UP (p=87.81%)
[2025-11-25T23:29:11.268296] [INFO ] [FORECASTER] Completed predict_future for ABUS
[2025-11-25T23:29:11.268490] [INFO ] [sig       ] ABUS: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:29:11.425860] [INFO ] [LOCAL     ] Saved forecast: ABUS	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/ABUS.txt
[2025-11-25T23:29:11.426082] [INFO ] [sig       ] [20/3639] Completed ABUS in 0.3s | 2.83 sym/s | Total: 7.1s | ETA: 21.3m
[2025-11-25T23:29:11.426143] [INFO ] [sig       ] [21/3639] Forecasting ABVC...
[2025-11-25T23:29:11.426187] [INFO ] [sig       ] Generating forecast for: ABVC
[2025-11-25T23:29:11.426231] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ABVC' from 'https://tdm.silogroup.org/data/derivative_storage/ABVC.csv'.
[2025-11-25T23:29:11.437581] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ABVC'.
[2025-11-25T23:29:11.437998] [INFO ] [FORECASTER] Starting predict_future for ABVC
[2025-11-25T23:29:11.438906] [DEBUG] [LOCAL     ] No optimal features file found for ABVC: ./output/feature-sets/ABVC.txt
[2025-11-25T23:29:11.438976] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:29:11.439022] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:29:11.439080] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:29:11.439166] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:29:11.497283] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:29:11.498105] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:29:11.498210] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:29:11.498310] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:29:11.594153] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:29:11.594287] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:29:11.594333] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:29:11.594366] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:29:11.597788] [DEBUG] [FORECASTER] ABVC: Forecast T+1@11:T+2@11: UP (p=79.90%)
[2025-11-25T23:29:11.598092] [INFO ] [FORECASTER] Completed predict_future for ABVC
[2025-11-25T23:29:11.598240] [INFO ] [sig       ] ABVC: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:29:11.739782] [INFO ] [LOCAL     ] Saved forecast: ABVC	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/ABVC.txt
[2025-11-25T23:29:11.739933] [INFO ] [sig       ] [21/3639] Completed ABVC in 0.3s | 2.85 sym/s | Total: 7.4s | ETA: 21.2m
[2025-11-25T23:29:11.739989] [INFO ] [sig       ] [22/3639] Forecasting ABVE...
[2025-11-25T23:29:11.740043] [INFO ] [sig       ] Generating forecast for: ABVE
[2025-11-25T23:29:11.740094] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ABVE' from 'https://tdm.silogroup.org/data/derivative_storage/ABVE.csv'.
[2025-11-25T23:29:11.750606] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ABVE'.
[2025-11-25T23:29:11.750962] [INFO ] [FORECASTER] Starting predict_future for ABVE
[2025-11-25T23:29:11.751828] [DEBUG] [LOCAL     ] No optimal features file found for ABVE: ./output/feature-sets/ABVE.txt
[2025-11-25T23:29:11.751898] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:29:11.751952] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:29:11.752002] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:29:11.752073] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:29:11.810045] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:29:11.810905] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:29:11.811008] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:29:11.811065] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:29:11.924039] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:29:11.924217] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:29:11.924264] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:29:11.924298] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:29:11.927785] [DEBUG] [FORECASTER] ABVE: Forecast T+1@11:T+2@11: DOWN (p=47.56%)
[2025-11-25T23:29:11.928092] [INFO ] [FORECASTER] Completed predict_future for ABVE
[2025-11-25T23:29:11.928240] [INFO ] [sig       ] ABVE: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:29:12.068902] [INFO ] [LOCAL     ] Saved forecast: ABVE	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/ABVE.txt
[2025-11-25T23:29:12.069044] [INFO ] [sig       ] [22/3639] Completed ABVE in 0.3s | 2.86 sym/s | Total: 7.7s | ETA: 21.1m
[2025-11-25T23:29:12.069100] [INFO ] [sig       ] [23/3639] Forecasting ABVX...
[2025-11-25T23:29:12.069143] [INFO ] [sig       ] Generating forecast for: ABVX
[2025-11-25T23:29:12.069185] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ABVX' from 'https://tdm.silogroup.org/data/derivative_storage/ABVX.csv'.
[2025-11-25T23:29:12.080523] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ABVX'.
[2025-11-25T23:29:12.080935] [INFO ] [FORECASTER] Starting predict_future for ABVX
[2025-11-25T23:29:12.081831] [DEBUG] [LOCAL     ] No optimal features file found for ABVX: ./output/feature-sets/ABVX.txt
[2025-11-25T23:29:12.081902] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:29:12.081949] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:29:12.082002] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:29:12.082073] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:29:12.141154] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:29:12.142107] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:29:12.142213] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:29:12.142262] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:29:12.244388] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:29:12.244558] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:29:12.244610] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:29:12.244665] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:29:12.248149] [DEBUG] [FORECASTER] ABVX: Forecast T+1@11:T+2@11: UP (p=90.02%)
[2025-11-25T23:29:12.248461] [INFO ] [FORECASTER] Completed predict_future for ABVX
[2025-11-25T23:29:12.248611] [INFO ] [sig       ] ABVX: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:29:12.390196] [INFO ] [LOCAL     ] Saved forecast: ABVX	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/ABVX.txt
[2025-11-25T23:29:12.390358] [INFO ] [sig       ] [23/3639] Completed ABVX in 0.3s | 2.87 sym/s | Total: 8.0s | ETA: 21.0m
[2025-11-25T23:29:12.390416] [INFO ] [sig       ] [24/3639] Forecasting ACA...
[2025-11-25T23:29:12.390466] [INFO ] [sig       ] Generating forecast for: ACA
[2025-11-25T23:29:12.390511] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ACA' from 'https://tdm.silogroup.org/data/derivative_storage/ACA.csv'.
[2025-11-25T23:29:12.401714] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ACA'.
[2025-11-25T23:29:12.402025] [INFO ] [FORECASTER] Starting predict_future for ACA
[2025-11-25T23:29:12.402867] [DEBUG] [LOCAL     ] No optimal features file found for ACA: ./output/feature-sets/ACA.txt
[2025-11-25T23:29:12.402936] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:29:12.402982] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:29:12.403023] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:29:12.403092] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:29:12.462086] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:29:12.462846] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:29:12.462947] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:29:12.462995] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:29:12.562500] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:29:12.562696] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:29:12.562768] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:29:12.562814] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:29:12.566268] [DEBUG] [FORECASTER] ACA: Forecast T+1@11:T+2@11: UP (p=88.67%)
[2025-11-25T23:29:12.566589] [INFO ] [FORECASTER] Completed predict_future for ACA
[2025-11-25T23:29:12.566775] [INFO ] [sig       ] ACA: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:29:12.708767] [INFO ] [LOCAL     ] Saved forecast: ACA	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/ACA.txt
[2025-11-25T23:29:12.708948] [INFO ] [sig       ] [24/3639] Completed ACA in 0.3s | 2.88 sym/s | Total: 8.3s | ETA: 20.9m
[2025-11-25T23:29:12.709008] [INFO ] [sig       ] [25/3639] Forecasting ACAD...
[2025-11-25T23:29:12.709052] [INFO ] [sig       ] Generating forecast for: ACAD
[2025-11-25T23:29:12.709093] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ACAD' from 'https://tdm.silogroup.org/data/derivative_storage/ACAD.csv'.
[2025-11-25T23:29:12.720286] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ACAD'.
[2025-11-25T23:29:12.720592] [INFO ] [FORECASTER] Starting predict_future for ACAD
[2025-11-25T23:29:12.721575] [DEBUG] [LOCAL     ] No optimal features file found for ACAD: ./output/feature-sets/ACAD.txt
[2025-11-25T23:29:12.721670] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:29:12.721719] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:29:12.721759] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:29:12.721828] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:29:12.780718] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:29:12.781674] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:29:12.781781] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:29:12.781829] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:29:12.891052] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:29:12.891235] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:29:12.891283] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:29:12.891317] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:29:12.895162] [DEBUG] [FORECASTER] ACAD: Forecast T+1@11:T+2@11: DOWN (p=22.74%)
[2025-11-25T23:29:12.895561] [INFO ] [FORECASTER] Completed predict_future for ACAD
[2025-11-25T23:29:12.895770] [INFO ] [sig       ] ACAD: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:29:13.047008] [INFO ] [LOCAL     ] Saved forecast: ACAD	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/ACAD.txt
[2025-11-25T23:29:13.047249] [INFO ] [sig       ] [25/3639] Completed ACAD in 0.3s | 2.88 sym/s | Total: 8.7s | ETA: 20.9m
[2025-11-25T23:29:13.047310] [INFO ] [sig       ] [26/3639] Forecasting ACB...
[2025-11-25T23:29:13.047356] [INFO ] [sig       ] Generating forecast for: ACB
[2025-11-25T23:29:13.047431] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ACB' from 'https://tdm.silogroup.org/data/derivative_storage/ACB.csv'.
[2025-11-25T23:29:13.059671] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ACB'.
[2025-11-25T23:29:13.060023] [INFO ] [FORECASTER] Starting predict_future for ACB
[2025-11-25T23:29:13.060884] [DEBUG] [LOCAL     ] No optimal features file found for ACB: ./output/feature-sets/ACB.txt
[2025-11-25T23:29:13.060954] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:29:13.061001] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:29:13.061041] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:29:13.061110] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:29:13.119404] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:29:13.120172] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:29:13.120273] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:29:13.120321] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:29:13.216100] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:29:13.216218] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:29:13.216260] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:29:13.216293] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:29:13.219506] [DEBUG] [FORECASTER] ACB: Forecast T+1@11:T+2@11: UP (p=99.50%)
[2025-11-25T23:29:13.219831] [INFO ] [FORECASTER] Completed predict_future for ACB
[2025-11-25T23:29:13.220005] [INFO ] [sig       ] ACB: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:29:13.360009] [INFO ] [LOCAL     ] Saved forecast: ACB	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/ACB.txt
[2025-11-25T23:29:13.360154] [INFO ] [sig       ] [26/3639] Completed ACB in 0.3s | 2.89 sym/s | Total: 9.0s | ETA: 20.8m
[2025-11-25T23:29:13.360210] [INFO ] [sig       ] [27/3639] Forecasting ACCO...
[2025-11-25T23:29:13.360254] [INFO ] [sig       ] Generating forecast for: ACCO
[2025-11-25T23:29:13.360305] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ACCO' from 'https://tdm.silogroup.org/data/derivative_storage/ACCO.csv'.
[2025-11-25T23:29:13.371029] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ACCO'.
[2025-11-25T23:29:13.371324] [INFO ] [FORECASTER] Starting predict_future for ACCO
[2025-11-25T23:29:13.372141] [DEBUG] [LOCAL     ] No optimal features file found for ACCO: ./output/feature-sets/ACCO.txt
[2025-11-25T23:29:13.372212] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:29:13.372259] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:29:13.372299] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:29:13.372368] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:29:13.430201] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:29:13.430849] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:29:13.430946] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:29:13.430995] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:29:13.529266] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:29:13.529389] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:29:13.529430] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:29:13.529464] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:29:13.532673] [DEBUG] [FORECASTER] ACCO: Forecast T+1@11:T+2@11: UP (p=92.29%)
[2025-11-25T23:29:13.532978] [INFO ] [FORECASTER] Completed predict_future for ACCO
[2025-11-25T23:29:13.533135] [INFO ] [sig       ] ACCO: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:29:13.674544] [INFO ] [LOCAL     ] Saved forecast: ACCO	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/ACCO.txt
[2025-11-25T23:29:13.674712] [INFO ] [sig       ] [27/3639] Completed ACCO in 0.3s | 2.90 sym/s | Total: 9.3s | ETA: 20.8m
[2025-11-25T23:29:13.674770] [INFO ] [sig       ] [28/3639] Forecasting ACDC...
[2025-11-25T23:29:13.674814] [INFO ] [sig       ] Generating forecast for: ACDC
[2025-11-25T23:29:13.674855] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ACDC' from 'https://tdm.silogroup.org/data/derivative_storage/ACDC.csv'.
[2025-11-25T23:29:13.685633] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ACDC'.
[2025-11-25T23:29:13.685958] [INFO ] [FORECASTER] Starting predict_future for ACDC
[2025-11-25T23:29:13.686797] [DEBUG] [LOCAL     ] No optimal features file found for ACDC: ./output/feature-sets/ACDC.txt
[2025-11-25T23:29:13.686868] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:29:13.686913] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:29:13.686955] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:29:13.687023] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:29:13.745162] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:29:13.745812] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:29:13.745909] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:29:13.745956] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:29:13.838133] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:29:13.838249] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:29:13.838291] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:29:13.838325] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:29:13.841614] [DEBUG] [FORECASTER] ACDC: Forecast T+1@11:T+2@11: UP (p=87.97%)
[2025-11-25T23:29:13.841939] [INFO ] [FORECASTER] Completed predict_future for ACDC
[2025-11-25T23:29:13.842083] [INFO ] [sig       ] ACDC: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:29:13.984565] [INFO ] [LOCAL     ] Saved forecast: ACDC	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/ACDC.txt
[2025-11-25T23:29:13.984732] [INFO ] [sig       ] [28/3639] Completed ACDC in 0.3s | 2.91 sym/s | Total: 9.6s | ETA: 20.7m
[2025-11-25T23:29:13.984791] [INFO ] [sig       ] [29/3639] Forecasting ACEL...
[2025-11-25T23:29:13.984845] [INFO ] [sig       ] Generating forecast for: ACEL
[2025-11-25T23:29:13.984894] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ACEL' from 'https://tdm.silogroup.org/data/derivative_storage/ACEL.csv'.
[2025-11-25T23:29:13.995555] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ACEL'.
[2025-11-25T23:29:13.995886] [INFO ] [FORECASTER] Starting predict_future for ACEL
[2025-11-25T23:29:13.996773] [DEBUG] [LOCAL     ] No optimal features file found for ACEL: ./output/feature-sets/ACEL.txt
[2025-11-25T23:29:13.996842] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:29:13.996888] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:29:13.996946] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:29:13.997030] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:29:14.056196] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:29:14.056888] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:29:14.056985] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:29:14.057032] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:29:14.145142] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:29:14.145261] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:29:14.145303] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:29:14.145337] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:29:14.148666] [DEBUG] [FORECASTER] ACEL: Forecast T+1@11:T+2@11: UP (p=76.59%)
[2025-11-25T23:29:14.148952] [INFO ] [FORECASTER] Completed predict_future for ACEL
[2025-11-25T23:29:14.149092] [INFO ] [sig       ] ACEL: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:29:14.291916] [INFO ] [LOCAL     ] Saved forecast: ACEL	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/ACEL.txt
[2025-11-25T23:29:14.292054] [INFO ] [sig       ] [29/3639] Completed ACEL in 0.3s | 2.92 sym/s | Total: 9.9s | ETA: 20.6m
[2025-11-25T23:29:14.292110] [INFO ] [sig       ] [30/3639] Forecasting ACGL...
[2025-11-25T23:29:14.292154] [INFO ] [sig       ] Generating forecast for: ACGL
[2025-11-25T23:29:14.292195] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ACGL' from 'https://tdm.silogroup.org/data/derivative_storage/ACGL.csv'.
[2025-11-25T23:29:14.305934] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ACGL'.
[2025-11-25T23:29:14.306277] [INFO ] [FORECASTER] Starting predict_future for ACGL
[2025-11-25T23:29:14.307222] [DEBUG] [LOCAL     ] No optimal features file found for ACGL: ./output/feature-sets/ACGL.txt
[2025-11-25T23:29:14.307291] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:29:14.307337] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:29:14.307410] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:29:14.307507] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:29:14.366050] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:29:14.366746] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:29:14.366852] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:29:14.366910] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:29:14.460702] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:29:14.460821] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:29:14.460864] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:29:14.460899] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:29:14.464196] [DEBUG] [FORECASTER] ACGL: Forecast T+1@11:T+2@11: UP (p=86.96%)
[2025-11-25T23:29:14.464481] [INFO ] [FORECASTER] Completed predict_future for ACGL
[2025-11-25T23:29:14.464623] [INFO ] [sig       ] ACGL: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:29:14.607936] [INFO ] [LOCAL     ] Saved forecast: ACGL	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/ACGL.txt
[2025-11-25T23:29:14.608080] [INFO ] [sig       ] [30/3639] Completed ACGL in 0.3s | 2.93 sym/s | Total: 10.2s | ETA: 20.5m
[2025-11-25T23:29:14.608136] [INFO ] [sig       ] [31/3639] Forecasting ACGLN...
[2025-11-25T23:29:14.608179] [INFO ] [sig       ] Generating forecast for: ACGLN
[2025-11-25T23:29:14.608219] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ACGLN' from 'https://tdm.silogroup.org/data/derivative_storage/ACGLN.csv'.
[2025-11-25T23:29:14.618832] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ACGLN'.
[2025-11-25T23:29:14.619144] [INFO ] [FORECASTER] Starting predict_future for ACGLN
[2025-11-25T23:29:14.619996] [DEBUG] [LOCAL     ] No optimal features file found for ACGLN: ./output/feature-sets/ACGLN.txt
[2025-11-25T23:29:14.620066] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:29:14.620113] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:29:14.620154] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:29:14.620225] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:29:14.679123] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:29:14.679831] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:29:14.679928] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:29:14.679976] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:29:14.778855] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:29:14.778985] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:29:14.779028] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:29:14.779062] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:29:14.782284] [DEBUG] [FORECASTER] ACGLN: Forecast T+1@11:T+2@11: UP (p=55.91%)
[2025-11-25T23:29:14.782595] [INFO ] [FORECASTER] Completed predict_future for ACGLN
[2025-11-25T23:29:14.782776] [INFO ] [sig       ] ACGLN: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:29:14.924694] [INFO ] [LOCAL     ] Saved forecast: ACGLN	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/ACGLN.txt
[2025-11-25T23:29:14.924827] [INFO ] [sig       ] [31/3639] Completed ACGLN in 0.3s | 2.94 sym/s | Total: 10.6s | ETA: 20.5m
[2025-11-25T23:29:14.924883] [INFO ] [sig       ] [32/3639] Forecasting ACGLO...
[2025-11-25T23:29:14.924928] [INFO ] [sig       ] Generating forecast for: ACGLO
[2025-11-25T23:29:14.924968] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ACGLO' from 'https://tdm.silogroup.org/data/derivative_storage/ACGLO.csv'.
[2025-11-25T23:29:14.936816] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ACGLO'.
[2025-11-25T23:29:14.937222] [INFO ] [FORECASTER] Starting predict_future for ACGLO
[2025-11-25T23:29:14.938354] [DEBUG] [LOCAL     ] No optimal features file found for ACGLO: ./output/feature-sets/ACGLO.txt
[2025-11-25T23:29:14.938441] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:29:14.938507] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:29:14.938566] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:29:14.938685] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:29:14.997910] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:29:14.998687] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:29:14.998791] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:29:14.998839] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:29:15.091243] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:29:15.091383] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:29:15.091426] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:29:15.091462] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:29:15.094841] [DEBUG] [FORECASTER] ACGLO: Forecast T+1@11:T+2@11: UP (p=98.64%)
[2025-11-25T23:29:15.095163] [INFO ] [FORECASTER] Completed predict_future for ACGLO
[2025-11-25T23:29:15.095335] [INFO ] [sig       ] ACGLO: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:29:15.238015] [INFO ] [LOCAL     ] Saved forecast: ACGLO	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/ACGLO.txt
[2025-11-25T23:29:15.238185] [INFO ] [sig       ] [32/3639] Completed ACGLO in 0.3s | 2.94 sym/s | Total: 10.9s | ETA: 20.4m
[2025-11-25T23:29:15.238241] [INFO ] [sig       ] [33/3639] Forecasting ACHC...
[2025-11-25T23:29:15.238280] [INFO ] [sig       ] Generating forecast for: ACHC
[2025-11-25T23:29:15.238325] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ACHC' from 'https://tdm.silogroup.org/data/derivative_storage/ACHC.csv'.
[2025-11-25T23:29:15.249309] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ACHC'.
[2025-11-25T23:29:15.249635] [INFO ] [FORECASTER] Starting predict_future for ACHC
[2025-11-25T23:29:15.250496] [DEBUG] [LOCAL     ] No optimal features file found for ACHC: ./output/feature-sets/ACHC.txt
[2025-11-25T23:29:15.250582] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:29:15.250633] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:29:15.250696] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:29:15.250766] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:29:15.309838] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:29:15.310520] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:29:15.310636] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:29:15.310704] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:29:15.410444] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:29:15.410594] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:29:15.410654] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:29:15.410692] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:29:15.414009] [DEBUG] [FORECASTER] ACHC: Forecast T+1@11:T+2@11: UP (p=97.72%)
[2025-11-25T23:29:15.414325] [INFO ] [FORECASTER] Completed predict_future for ACHC
[2025-11-25T23:29:15.414489] [INFO ] [sig       ] ACHC: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:29:15.556981] [INFO ] [LOCAL     ] Saved forecast: ACHC	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/ACHC.txt
[2025-11-25T23:29:15.557137] [INFO ] [sig       ] [33/3639] Completed ACHC in 0.3s | 2.95 sym/s | Total: 11.2s | ETA: 20.4m
[2025-11-25T23:29:15.557193] [INFO ] [sig       ] [34/3639] Forecasting ACI...
[2025-11-25T23:29:15.557236] [INFO ] [sig       ] Generating forecast for: ACI
[2025-11-25T23:29:15.557279] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ACI' from 'https://tdm.silogroup.org/data/derivative_storage/ACI.csv'.
[2025-11-25T23:29:15.569272] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ACI'.
[2025-11-25T23:29:15.569607] [INFO ] [FORECASTER] Starting predict_future for ACI
[2025-11-25T23:29:15.570437] [DEBUG] [LOCAL     ] No optimal features file found for ACI: ./output/feature-sets/ACI.txt
[2025-11-25T23:29:15.570512] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:29:15.570558] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:29:15.570599] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:29:15.570689] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:29:15.630009] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:29:15.631101] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:29:15.631210] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:29:15.631260] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:29:15.733722] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:29:15.733926] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:29:15.733973] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:29:15.734010] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:29:15.737826] [DEBUG] [FORECASTER] ACI: Forecast T+1@11:T+2@11: DOWN (p=5.12%)
[2025-11-25T23:29:15.738152] [INFO ] [FORECASTER] Completed predict_future for ACI
[2025-11-25T23:29:15.738314] [INFO ] [sig       ] ACI: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:29:15.881532] [INFO ] [LOCAL     ] Saved forecast: ACI	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/ACI.txt
[2025-11-25T23:29:15.881705] [INFO ] [sig       ] [34/3639] Completed ACI in 0.3s | 2.95 sym/s | Total: 11.5s | ETA: 20.4m
[2025-11-25T23:29:15.881764] [INFO ] [sig       ] [35/3639] Forecasting ACIC...
[2025-11-25T23:29:15.881810] [INFO ] [sig       ] Generating forecast for: ACIC
[2025-11-25T23:29:15.881852] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ACIC' from 'https://tdm.silogroup.org/data/derivative_storage/ACIC.csv'.
[2025-11-25T23:29:15.894512] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ACIC'.
[2025-11-25T23:29:15.895021] [INFO ] [FORECASTER] Starting predict_future for ACIC
[2025-11-25T23:29:15.895992] [DEBUG] [LOCAL     ] No optimal features file found for ACIC: ./output/feature-sets/ACIC.txt
[2025-11-25T23:29:15.896065] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:29:15.896129] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:29:15.896191] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:29:15.896292] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:29:15.955666] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:29:15.956319] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:29:15.956431] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:29:15.956482] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:29:16.052932] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:29:16.053057] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:29:16.053100] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:29:16.053134] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:29:16.056385] [DEBUG] [FORECASTER] ACIC: Forecast T+1@11:T+2@11: UP (p=81.69%)
[2025-11-25T23:29:16.056698] [INFO ] [FORECASTER] Completed predict_future for ACIC
[2025-11-25T23:29:16.056850] [INFO ] [sig       ] ACIC: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:29:16.199080] [INFO ] [LOCAL     ] Saved forecast: ACIC	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/ACIC.txt
[2025-11-25T23:29:16.199214] [INFO ] [sig       ] [35/3639] Completed ACIC in 0.3s | 2.96 sym/s | Total: 11.8s | ETA: 20.3m
[2025-11-25T23:29:16.199269] [INFO ] [sig       ] [36/3639] Forecasting ACLS...
[2025-11-25T23:29:16.199370] [INFO ] [sig       ] Generating forecast for: ACLS
[2025-11-25T23:29:16.199412] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ACLS' from 'https://tdm.silogroup.org/data/derivative_storage/ACLS.csv'.
[2025-11-25T23:29:16.210317] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ACLS'.
[2025-11-25T23:29:16.210671] [INFO ] [FORECASTER] Starting predict_future for ACLS
[2025-11-25T23:29:16.211521] [DEBUG] [LOCAL     ] No optimal features file found for ACLS: ./output/feature-sets/ACLS.txt
[2025-11-25T23:29:16.211607] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:29:16.211678] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:29:16.211732] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:29:16.211814] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:29:16.270578] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:29:16.271272] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:29:16.271372] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:29:16.271433] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:29:16.370210] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:29:16.370346] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:29:16.370390] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:29:16.370424] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:29:16.373820] [DEBUG] [FORECASTER] ACLS: Forecast T+1@11:T+2@11: UP (p=71.73%)
[2025-11-25T23:29:16.374111] [INFO ] [FORECASTER] Completed predict_future for ACLS
[2025-11-25T23:29:16.374253] [INFO ] [sig       ] ACLS: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:29:16.519920] [INFO ] [LOCAL     ] Saved forecast: ACLS	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/ACLS.txt
[2025-11-25T23:29:16.520070] [INFO ] [sig       ] [36/3639] Completed ACLS in 0.3s | 2.96 sym/s | Total: 12.2s | ETA: 20.3m
[2025-11-25T23:29:16.520126] [INFO ] [sig       ] [37/3639] Forecasting ACLX...
[2025-11-25T23:29:16.520169] [INFO ] [sig       ] Generating forecast for: ACLX
[2025-11-25T23:29:16.520212] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ACLX' from 'https://tdm.silogroup.org/data/derivative_storage/ACLX.csv'.
[2025-11-25T23:29:16.531727] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ACLX'.
[2025-11-25T23:29:16.532154] [INFO ] [FORECASTER] Starting predict_future for ACLX
[2025-11-25T23:29:16.533085] [DEBUG] [LOCAL     ] No optimal features file found for ACLX: ./output/feature-sets/ACLX.txt
[2025-11-25T23:29:16.533155] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:29:16.533203] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:29:16.533244] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:29:16.533315] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:29:16.594045] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:29:16.595003] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:29:16.595114] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:29:16.595161] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:29:16.702707] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:29:16.702900] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:29:16.702949] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:29:16.702983] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:29:16.706528] [DEBUG] [FORECASTER] ACLX: Forecast T+1@11:T+2@11: UP (p=57.30%)
[2025-11-25T23:29:16.706859] [INFO ] [FORECASTER] Completed predict_future for ACLX
[2025-11-25T23:29:16.707027] [INFO ] [sig       ] ACLX: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:29:16.858098] [INFO ] [LOCAL     ] Saved forecast: ACLX	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/ACLX.txt
[2025-11-25T23:29:16.858308] [INFO ] [sig       ] [37/3639] Completed ACLX in 0.3s | 2.96 sym/s | Total: 12.5s | ETA: 20.3m
[2025-11-25T23:29:16.858368] [INFO ] [sig       ] [38/3639] Forecasting ACM...
[2025-11-25T23:29:16.858415] [INFO ] [sig       ] Generating forecast for: ACM
[2025-11-25T23:29:16.858458] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ACM' from 'https://tdm.silogroup.org/data/derivative_storage/ACM.csv'.
[2025-11-25T23:29:16.869991] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ACM'.
[2025-11-25T23:29:16.870418] [INFO ] [FORECASTER] Starting predict_future for ACM
[2025-11-25T23:29:16.871342] [DEBUG] [LOCAL     ] No optimal features file found for ACM: ./output/feature-sets/ACM.txt
[2025-11-25T23:29:16.871414] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:29:16.871464] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:29:16.871506] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:29:16.871577] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:29:16.931893] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:29:16.932867] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:29:16.932975] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:29:16.933029] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:29:17.030836] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:29:17.031033] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:29:17.031081] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:29:17.031115] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:29:17.034721] [DEBUG] [FORECASTER] ACM: Forecast T+1@11:T+2@11: DOWN (p=12.99%)
[2025-11-25T23:29:17.035028] [INFO ] [FORECASTER] Completed predict_future for ACM
[2025-11-25T23:29:17.035182] [INFO ] [sig       ] ACM: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:29:17.180555] [INFO ] [LOCAL     ] Saved forecast: ACM	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/ACM.txt
[2025-11-25T23:29:17.180925] [INFO ] [sig       ] [38/3639] Completed ACM in 0.3s | 2.97 sym/s | Total: 12.8s | ETA: 20.2m
[2025-11-25T23:29:17.180984] [INFO ] [sig       ] [39/3639] Forecasting ACN...
[2025-11-25T23:29:17.181029] [INFO ] [sig       ] Generating forecast for: ACN
[2025-11-25T23:29:17.181071] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ACN' from 'https://tdm.silogroup.org/data/derivative_storage/ACN.csv'.
[2025-11-25T23:29:17.192430] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ACN'.
[2025-11-25T23:29:17.192968] [INFO ] [FORECASTER] Starting predict_future for ACN
[2025-11-25T23:29:17.193804] [DEBUG] [LOCAL     ] No optimal features file found for ACN: ./output/feature-sets/ACN.txt
[2025-11-25T23:29:17.193873] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:29:17.193920] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:29:17.193960] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:29:17.194030] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:29:17.252710] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:29:17.253350] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:29:17.253450] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:29:17.253493] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:29:17.355683] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:29:17.355894] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:29:17.355943] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:29:17.355979] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:29:17.359787] [DEBUG] [FORECASTER] ACN: Forecast T+1@11:T+2@11: DOWN (p=36.14%)
[2025-11-25T23:29:17.360236] [INFO ] [FORECASTER] Completed predict_future for ACN
[2025-11-25T23:29:17.360418] [INFO ] [sig       ] ACN: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:29:17.503502] [INFO ] [LOCAL     ] Saved forecast: ACN	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/ACN.txt
[2025-11-25T23:29:17.503695] [INFO ] [sig       ] [39/3639] Completed ACN in 0.3s | 2.97 sym/s | Total: 13.1s | ETA: 20.2m
[2025-11-25T23:29:17.503765] [INFO ] [sig       ] [40/3639] Forecasting ACNB...
[2025-11-25T23:29:17.503812] [INFO ] [sig       ] Generating forecast for: ACNB
[2025-11-25T23:29:17.503854] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ACNB' from 'https://tdm.silogroup.org/data/derivative_storage/ACNB.csv'.
[2025-11-25T23:29:17.515095] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ACNB'.
[2025-11-25T23:29:17.515443] [INFO ] [FORECASTER] Starting predict_future for ACNB
[2025-11-25T23:29:17.516365] [DEBUG] [LOCAL     ] No optimal features file found for ACNB: ./output/feature-sets/ACNB.txt
[2025-11-25T23:29:17.516438] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:29:17.516492] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:29:17.516542] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:29:17.516629] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:29:17.576460] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:29:17.577235] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:29:17.577341] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:29:17.577409] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:29:17.671482] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:29:17.671743] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:29:17.671804] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:29:17.671847] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:29:17.675491] [DEBUG] [FORECASTER] ACNB: Forecast T+1@11:T+2@11: DOWN (p=34.03%)
[2025-11-25T23:29:17.675832] [INFO ] [FORECASTER] Completed predict_future for ACNB
[2025-11-25T23:29:17.675988] [INFO ] [sig       ] ACNB: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:29:17.817224] [INFO ] [LOCAL     ] Saved forecast: ACNB	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/ACNB.txt
[2025-11-25T23:29:17.817422] [INFO ] [sig       ] [40/3639] Completed ACNB in 0.3s | 2.97 sym/s | Total: 13.5s | ETA: 20.2m
[2025-11-25T23:29:17.817480] [INFO ] [sig       ] [41/3639] Forecasting ACON...
[2025-11-25T23:29:17.817525] [INFO ] [sig       ] Generating forecast for: ACON
[2025-11-25T23:29:17.817569] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ACON' from 'https://tdm.silogroup.org/data/derivative_storage/ACON.csv'.
[2025-11-25T23:29:17.829319] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ACON'.
[2025-11-25T23:29:17.829710] [INFO ] [FORECASTER] Starting predict_future for ACON
[2025-11-25T23:29:17.830537] [DEBUG] [LOCAL     ] No optimal features file found for ACON: ./output/feature-sets/ACON.txt
[2025-11-25T23:29:17.830609] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:29:17.830676] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:29:17.830722] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:29:17.830792] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:29:17.889063] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:29:17.889754] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:29:17.889852] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:29:17.889900] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:29:17.991528] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:29:17.991721] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:29:17.991790] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:29:17.991837] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:29:17.995330] [DEBUG] [FORECASTER] ACON: Forecast T+1@11:T+2@11: UP (p=85.03%)
[2025-11-25T23:29:17.995713] [INFO ] [FORECASTER] Completed predict_future for ACON
[2025-11-25T23:29:17.995894] [INFO ] [sig       ] ACON: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:29:18.140738] [INFO ] [LOCAL     ] Saved forecast: ACON	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/ACON.txt
[2025-11-25T23:29:18.140906] [INFO ] [sig       ] [41/3639] Completed ACON in 0.3s | 2.98 sym/s | Total: 13.8s | ETA: 20.1m
[2025-11-25T23:29:18.140963] [INFO ] [sig       ] [42/3639] Forecasting ACP...
[2025-11-25T23:29:18.141009] [INFO ] [sig       ] Generating forecast for: ACP
[2025-11-25T23:29:18.141053] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ACP' from 'https://tdm.silogroup.org/data/derivative_storage/ACP.csv'.
[2025-11-25T23:29:18.152064] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ACP'.
[2025-11-25T23:29:18.152430] [INFO ] [FORECASTER] Starting predict_future for ACP
[2025-11-25T23:29:18.153298] [DEBUG] [LOCAL     ] No optimal features file found for ACP: ./output/feature-sets/ACP.txt
[2025-11-25T23:29:18.153372] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:29:18.153421] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:29:18.153463] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:29:18.153547] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:29:18.212456] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:29:18.213195] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:29:18.213307] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:29:18.213357] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:29:18.314898] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:29:18.315089] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:29:18.315136] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:29:18.315170] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:29:18.319022] [DEBUG] [FORECASTER] ACP: Forecast T+1@11:T+2@11: UP (p=98.91%)
[2025-11-25T23:29:18.319330] [INFO ] [FORECASTER] Completed predict_future for ACP
[2025-11-25T23:29:18.319481] [INFO ] [sig       ] ACP: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:29:18.464893] [INFO ] [LOCAL     ] Saved forecast: ACP	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/ACP.txt
[2025-11-25T23:29:18.465079] [INFO ] [sig       ] [42/3639] Completed ACP in 0.3s | 2.98 sym/s | Total: 14.1s | ETA: 20.1m
[2025-11-25T23:29:18.465137] [INFO ] [sig       ] [43/3639] Forecasting ACRE...
[2025-11-25T23:29:18.465182] [INFO ] [sig       ] Generating forecast for: ACRE
[2025-11-25T23:29:18.465227] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ACRE' from 'https://tdm.silogroup.org/data/derivative_storage/ACRE.csv'.
[2025-11-25T23:29:18.477263] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ACRE'.
[2025-11-25T23:29:18.477704] [INFO ] [FORECASTER] Starting predict_future for ACRE
[2025-11-25T23:29:18.478575] [DEBUG] [LOCAL     ] No optimal features file found for ACRE: ./output/feature-sets/ACRE.txt
[2025-11-25T23:29:18.478688] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:29:18.478753] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:29:18.478805] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:29:18.478891] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:29:18.538456] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:29:18.539252] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:29:18.539355] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:29:18.539418] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:29:18.643012] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:29:18.643194] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:29:18.643266] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:29:18.643304] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:29:18.646947] [DEBUG] [FORECASTER] ACRE: Forecast T+1@11:T+2@11: UP (p=66.08%)
[2025-11-25T23:29:18.647262] [INFO ] [FORECASTER] Completed predict_future for ACRE
[2025-11-25T23:29:18.647433] [INFO ] [sig       ] ACRE: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:29:18.795235] [INFO ] [LOCAL     ] Saved forecast: ACRE	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/ACRE.txt
[2025-11-25T23:29:18.795393] [INFO ] [sig       ] [43/3639] Completed ACRE in 0.3s | 2.98 sym/s | Total: 14.4s | ETA: 20.1m
[2025-11-25T23:29:18.795452] [INFO ] [sig       ] [44/3639] Forecasting ACRS...
[2025-11-25T23:29:18.795496] [INFO ] [sig       ] Generating forecast for: ACRS
[2025-11-25T23:29:18.795588] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ACRS' from 'https://tdm.silogroup.org/data/derivative_storage/ACRS.csv'.
[2025-11-25T23:29:18.807554] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ACRS'.
[2025-11-25T23:29:18.807933] [INFO ] [FORECASTER] Starting predict_future for ACRS
[2025-11-25T23:29:18.808824] [DEBUG] [LOCAL     ] No optimal features file found for ACRS: ./output/feature-sets/ACRS.txt
[2025-11-25T23:29:18.808894] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:29:18.808942] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:29:18.808983] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:29:18.809052] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:29:18.867355] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:29:18.868063] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:29:18.868160] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:29:18.868208] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:29:18.972268] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:29:18.972361] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:29:18.972403] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:29:18.972437] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:29:18.975513] [DEBUG] [FORECASTER] ACRS: Forecast T+1@11:T+2@11: DOWN (p=23.38%)
[2025-11-25T23:29:18.975821] [INFO ] [FORECASTER] Completed predict_future for ACRS
[2025-11-25T23:29:18.976002] [INFO ] [sig       ] ACRS: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:29:19.116974] [INFO ] [LOCAL     ] Saved forecast: ACRS	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/ACRS.txt
[2025-11-25T23:29:19.117102] [INFO ] [sig       ] [44/3639] Completed ACRS in 0.3s | 2.98 sym/s | Total: 14.8s | ETA: 20.1m
[2025-11-25T23:29:19.117160] [INFO ] [sig       ] [45/3639] Forecasting ACTG...
[2025-11-25T23:29:19.117203] [INFO ] [sig       ] Generating forecast for: ACTG
[2025-11-25T23:29:19.117244] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ACTG' from 'https://tdm.silogroup.org/data/derivative_storage/ACTG.csv'.
[2025-11-25T23:29:19.128215] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ACTG'.
[2025-11-25T23:29:19.128531] [INFO ] [FORECASTER] Starting predict_future for ACTG
[2025-11-25T23:29:19.129408] [DEBUG] [LOCAL     ] No optimal features file found for ACTG: ./output/feature-sets/ACTG.txt
[2025-11-25T23:29:19.129478] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:29:19.129525] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:29:19.129566] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:29:19.129634] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:29:19.187700] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:29:19.188353] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:29:19.188454] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:29:19.188502] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:29:19.279967] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:29:19.280079] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:29:19.280121] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:29:19.280155] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:29:19.283347] [DEBUG] [FORECASTER] ACTG: Forecast T+1@11:T+2@11: UP (p=59.91%)
[2025-11-25T23:29:19.283630] [INFO ] [FORECASTER] Completed predict_future for ACTG
[2025-11-25T23:29:19.283805] [INFO ] [sig       ] ACTG: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:29:19.430129] [INFO ] [LOCAL     ] Saved forecast: ACTG	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/ACTG.txt
[2025-11-25T23:29:19.430302] [INFO ] [sig       ] [45/3639] Completed ACTG in 0.3s | 2.99 sym/s | Total: 15.1s | ETA: 20.1m
[2025-11-25T23:29:19.430358] [INFO ] [sig       ] [46/3639] Forecasting ACVA...
[2025-11-25T23:29:19.430402] [INFO ] [sig       ] Generating forecast for: ACVA
[2025-11-25T23:29:19.430446] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ACVA' from 'https://tdm.silogroup.org/data/derivative_storage/ACVA.csv'.
[2025-11-25T23:29:19.442130] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ACVA'.
[2025-11-25T23:29:19.442422] [INFO ] [FORECASTER] Starting predict_future for ACVA
[2025-11-25T23:29:19.443304] [DEBUG] [LOCAL     ] No optimal features file found for ACVA: ./output/feature-sets/ACVA.txt
[2025-11-25T23:29:19.443374] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:29:19.443420] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:29:19.443460] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:29:19.443530] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:29:19.502761] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:29:19.503700] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:29:19.503833] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:29:19.503882] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:29:19.603661] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:29:19.603795] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:29:19.603838] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:29:19.603872] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:29:19.607163] [DEBUG] [FORECASTER] ACVA: Forecast T+1@11:T+2@11: UP (p=77.86%)
[2025-11-25T23:29:19.607478] [INFO ] [FORECASTER] Completed predict_future for ACVA
[2025-11-25T23:29:19.607629] [INFO ] [sig       ] ACVA: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:29:19.750019] [INFO ] [LOCAL     ] Saved forecast: ACVA	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/ACVA.txt
[2025-11-25T23:29:19.750175] [INFO ] [sig       ] [46/3639] Completed ACVA in 0.3s | 2.99 sym/s | Total: 15.4s | ETA: 20.0m
[2025-11-25T23:29:19.750233] [INFO ] [sig       ] [47/3639] Forecasting ACWI...
[2025-11-25T23:29:19.750277] [INFO ] [sig       ] Generating forecast for: ACWI
[2025-11-25T23:29:19.750318] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ACWI' from 'https://tdm.silogroup.org/data/derivative_storage/ACWI.csv'.
[2025-11-25T23:29:19.761377] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ACWI'.
[2025-11-25T23:29:19.761696] [INFO ] [FORECASTER] Starting predict_future for ACWI
[2025-11-25T23:29:19.762525] [DEBUG] [LOCAL     ] No optimal features file found for ACWI: ./output/feature-sets/ACWI.txt
[2025-11-25T23:29:19.762601] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:29:19.762684] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:29:19.762730] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:29:19.762801] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:29:19.821424] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:29:19.822130] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:29:19.822232] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:29:19.822280] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:29:19.925861] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:29:19.926007] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:29:19.926052] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:29:19.926087] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:29:19.929469] [DEBUG] [FORECASTER] ACWI: Forecast T+1@11:T+2@11: UP (p=96.25%)
[2025-11-25T23:29:19.929909] [INFO ] [FORECASTER] Completed predict_future for ACWI
[2025-11-25T23:29:19.930124] [INFO ] [sig       ] ACWI: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:29:20.083385] [INFO ] [LOCAL     ] Saved forecast: ACWI	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/ACWI.txt
[2025-11-25T23:29:20.083676] [INFO ] [sig       ] [47/3639] Completed ACWI in 0.3s | 2.99 sym/s | Total: 15.7s | ETA: 20.0m
[2025-11-25T23:29:20.083765] [INFO ] [sig       ] [48/3639] Forecasting ACWX...
[2025-11-25T23:29:20.083834] [INFO ] [sig       ] Generating forecast for: ACWX
[2025-11-25T23:29:20.083896] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ACWX' from 'https://tdm.silogroup.org/data/derivative_storage/ACWX.csv'.
[2025-11-25T23:29:20.095638] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ACWX'.
[2025-11-25T23:29:20.096148] [INFO ] [FORECASTER] Starting predict_future for ACWX
[2025-11-25T23:29:20.097119] [DEBUG] [LOCAL     ] No optimal features file found for ACWX: ./output/feature-sets/ACWX.txt
[2025-11-25T23:29:20.097193] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:29:20.097243] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:29:20.097284] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:29:20.097356] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:29:20.155764] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:29:20.156682] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:29:20.156786] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:29:20.156833] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:29:20.257907] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:29:20.258089] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:29:20.258135] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:29:20.258168] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:29:20.261602] [DEBUG] [FORECASTER] ACWX: Forecast T+1@11:T+2@11: DOWN (p=27.86%)
[2025-11-25T23:29:20.261922] [INFO ] [FORECASTER] Completed predict_future for ACWX
[2025-11-25T23:29:20.262069] [INFO ] [sig       ] ACWX: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:29:20.403901] [INFO ] [LOCAL     ] Saved forecast: ACWX	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/ACWX.txt
[2025-11-25T23:29:20.404060] [INFO ] [sig       ] [48/3639] Completed ACWX in 0.3s | 2.99 sym/s | Total: 16.0s | ETA: 20.0m
[2025-11-25T23:29:20.404117] [INFO ] [sig       ] [49/3639] Forecasting ACXP...
[2025-11-25T23:29:20.404161] [INFO ] [sig       ] Generating forecast for: ACXP
[2025-11-25T23:29:20.404202] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ACXP' from 'https://tdm.silogroup.org/data/derivative_storage/ACXP.csv'.
[2025-11-25T23:29:20.415355] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ACXP'.
[2025-11-25T23:29:20.415761] [INFO ] [FORECASTER] Starting predict_future for ACXP
[2025-11-25T23:29:20.416631] [DEBUG] [LOCAL     ] No optimal features file found for ACXP: ./output/feature-sets/ACXP.txt
[2025-11-25T23:29:20.416726] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:29:20.416781] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:29:20.416828] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:29:20.416908] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:29:20.474661] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:29:20.475349] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:29:20.475459] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:29:20.475508] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:29:20.564553] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:29:20.564733] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:29:20.564784] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:29:20.564819] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:29:20.568209] [DEBUG] [FORECASTER] ACXP: Forecast T+1@11:T+2@11: DOWN (p=39.75%)
[2025-11-25T23:29:20.568501] [INFO ] [FORECASTER] Completed predict_future for ACXP
[2025-11-25T23:29:20.568660] [INFO ] [sig       ] ACXP: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:29:20.708489] [INFO ] [LOCAL     ] Saved forecast: ACXP	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/ACXP.txt
[2025-11-25T23:29:20.708632] [INFO ] [sig       ] [49/3639] Completed ACXP in 0.3s | 3.00 sym/s | Total: 16.3s | ETA: 20.0m
[2025-11-25T23:29:20.708706] [INFO ] [sig       ] [50/3639] Forecasting ADBE...
[2025-11-25T23:29:20.708751] [INFO ] [sig       ] Generating forecast for: ADBE
[2025-11-25T23:29:20.708792] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ADBE' from 'https://tdm.silogroup.org/data/derivative_storage/ADBE.csv'.
[2025-11-25T23:29:20.719405] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ADBE'.
[2025-11-25T23:29:20.719750] [INFO ] [FORECASTER] Starting predict_future for ADBE
[2025-11-25T23:29:20.720569] [DEBUG] [LOCAL     ] No optimal features file found for ADBE: ./output/feature-sets/ADBE.txt
[2025-11-25T23:29:20.720663] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:29:20.720747] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:29:20.720803] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:29:20.720872] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:29:20.779082] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:29:20.779747] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:29:20.779845] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:29:20.779904] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:29:20.870585] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:29:20.870806] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:29:20.870856] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:29:20.870891] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:29:20.874567] [DEBUG] [FORECASTER] ADBE: Forecast T+1@11:T+2@11: DOWN (p=40.81%)
[2025-11-25T23:29:20.874903] [INFO ] [FORECASTER] Completed predict_future for ADBE
[2025-11-25T23:29:20.875079] [INFO ] [sig       ] ADBE: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:29:21.023235] [INFO ] [LOCAL     ] Saved forecast: ADBE	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/ADBE.txt
[2025-11-25T23:29:21.023482] [INFO ] [sig       ] [50/3639] Completed ADBE in 0.3s | 3.00 sym/s | Total: 16.7s | ETA: 19.9m
[2025-11-25T23:29:21.023580] [INFO ] [sig       ] [51/3639] Forecasting ADC...
[2025-11-25T23:29:21.023680] [INFO ] [sig       ] Generating forecast for: ADC
[2025-11-25T23:29:21.023741] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ADC' from 'https://tdm.silogroup.org/data/derivative_storage/ADC.csv'.
[2025-11-25T23:29:21.035353] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ADC'.
[2025-11-25T23:29:21.035835] [INFO ] [FORECASTER] Starting predict_future for ADC
[2025-11-25T23:29:21.036736] [DEBUG] [LOCAL     ] No optimal features file found for ADC: ./output/feature-sets/ADC.txt
[2025-11-25T23:29:21.036808] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:29:21.036868] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:29:21.036922] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:29:21.037012] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:29:21.096531] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:29:21.097540] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:29:21.097679] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:29:21.097733] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:29:21.192836] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:29:21.193049] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:29:21.193101] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:29:21.193137] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:29:21.196954] [DEBUG] [FORECASTER] ADC: Forecast T+1@11:T+2@11: DOWN (p=2.24%)
[2025-11-25T23:29:21.197309] [INFO ] [FORECASTER] Completed predict_future for ADC
[2025-11-25T23:29:21.197506] [INFO ] [sig       ] ADC: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:29:21.346546] [INFO ] [LOCAL     ] Saved forecast: ADC	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/ADC.txt
[2025-11-25T23:29:21.346779] [INFO ] [sig       ] [51/3639] Completed ADC in 0.3s | 3.00 sym/s | Total: 17.0s | ETA: 19.9m
[2025-11-25T23:29:21.346841] [INFO ] [sig       ] [52/3639] Forecasting ADEA...
[2025-11-25T23:29:21.346893] [INFO ] [sig       ] Generating forecast for: ADEA
[2025-11-25T23:29:21.346946] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ADEA' from 'https://tdm.silogroup.org/data/derivative_storage/ADEA.csv'.
[2025-11-25T23:29:21.358469] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ADEA'.
[2025-11-25T23:29:21.358915] [INFO ] [FORECASTER] Starting predict_future for ADEA
[2025-11-25T23:29:21.359796] [DEBUG] [LOCAL     ] No optimal features file found for ADEA: ./output/feature-sets/ADEA.txt
[2025-11-25T23:29:21.359867] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:29:21.359925] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:29:21.359977] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:29:21.360073] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:29:21.419110] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:29:21.420065] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:29:21.420181] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:29:21.420232] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:29:21.514593] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:29:21.514732] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:29:21.514782] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:29:21.514816] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:29:21.518096] [DEBUG] [FORECASTER] ADEA: Forecast T+1@11:T+2@11: DOWN (p=2.82%)
[2025-11-25T23:29:21.518389] [INFO ] [FORECASTER] Completed predict_future for ADEA
[2025-11-25T23:29:21.518536] [INFO ] [sig       ] ADEA: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:29:21.663287] [INFO ] [LOCAL     ] Saved forecast: ADEA	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/ADEA.txt
[2025-11-25T23:29:21.663439] [INFO ] [sig       ] [52/3639] Completed ADEA in 0.3s | 3.01 sym/s | Total: 17.3s | ETA: 19.9m
[2025-11-25T23:29:21.663496] [INFO ] [sig       ] [53/3639] Forecasting ADI...
[2025-11-25T23:29:21.663540] [INFO ] [sig       ] Generating forecast for: ADI
[2025-11-25T23:29:21.663609] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ADI' from 'https://tdm.silogroup.org/data/derivative_storage/ADI.csv'.
[2025-11-25T23:29:21.676424] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ADI'.
[2025-11-25T23:29:21.677000] [INFO ] [FORECASTER] Starting predict_future for ADI
[2025-11-25T23:29:21.678086] [DEBUG] [LOCAL     ] No optimal features file found for ADI: ./output/feature-sets/ADI.txt
[2025-11-25T23:29:21.678165] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:29:21.678250] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:29:21.678309] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:29:21.678387] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:29:21.738786] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:29:21.739976] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:29:21.740097] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:29:21.740146] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:29:21.865709] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:29:21.866017] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:29:21.866074] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:29:21.866112] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:29:21.870011] [DEBUG] [FORECASTER] ADI: Forecast T+1@11:T+2@11: UP (p=67.83%)
[2025-11-25T23:29:21.870369] [INFO ] [FORECASTER] Completed predict_future for ADI
[2025-11-25T23:29:21.870548] [INFO ] [sig       ] ADI: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:29:22.016181] [INFO ] [LOCAL     ] Saved forecast: ADI	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/ADI.txt
[2025-11-25T23:29:22.016396] [INFO ] [sig       ] [53/3639] Completed ADI in 0.4s | 3.00 sym/s | Total: 17.7s | ETA: 19.9m
[2025-11-25T23:29:22.016453] [INFO ] [sig       ] [54/3639] Forecasting ADM...
[2025-11-25T23:29:22.016496] [INFO ] [sig       ] Generating forecast for: ADM
[2025-11-25T23:29:22.016533] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ADM' from 'https://tdm.silogroup.org/data/derivative_storage/ADM.csv'.
[2025-11-25T23:29:22.027803] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ADM'.
[2025-11-25T23:29:22.028130] [INFO ] [FORECASTER] Starting predict_future for ADM
[2025-11-25T23:29:22.028973] [DEBUG] [LOCAL     ] No optimal features file found for ADM: ./output/feature-sets/ADM.txt
[2025-11-25T23:29:22.029044] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:29:22.029089] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:29:22.029130] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:29:22.029199] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:29:22.088565] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:29:22.089607] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:29:22.089736] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:29:22.089784] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:29:22.185749] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:29:22.185905] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:29:22.185952] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:29:22.186007] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:29:22.189375] [DEBUG] [FORECASTER] ADM: Forecast T+1@11:T+2@11: UP (p=86.82%)
[2025-11-25T23:29:22.189705] [INFO ] [FORECASTER] Completed predict_future for ADM
[2025-11-25T23:29:22.189863] [INFO ] [sig       ] ADM: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:29:22.331504] [INFO ] [LOCAL     ] Saved forecast: ADM	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/ADM.txt
[2025-11-25T23:29:22.331704] [INFO ] [sig       ] [54/3639] Completed ADM in 0.3s | 3.01 sym/s | Total: 18.0s | ETA: 19.9m
[2025-11-25T23:29:22.331774] [INFO ] [sig       ] [55/3639] Forecasting ADMA...
[2025-11-25T23:29:22.331825] [INFO ] [sig       ] Generating forecast for: ADMA
[2025-11-25T23:29:22.331862] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ADMA' from 'https://tdm.silogroup.org/data/derivative_storage/ADMA.csv'.
[2025-11-25T23:29:22.342943] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ADMA'.
[2025-11-25T23:29:22.343273] [INFO ] [FORECASTER] Starting predict_future for ADMA
[2025-11-25T23:29:22.344135] [DEBUG] [LOCAL     ] No optimal features file found for ADMA: ./output/feature-sets/ADMA.txt
[2025-11-25T23:29:22.344206] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:29:22.344252] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:29:22.344285] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:29:22.344356] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:29:22.404512] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:29:22.405260] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:29:22.405380] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:29:22.405430] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:29:22.502594] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:29:22.502763] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:29:22.502813] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:29:22.502847] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:29:22.506215] [DEBUG] [FORECASTER] ADMA: Forecast T+1@11:T+2@11: DOWN (p=24.84%)
[2025-11-25T23:29:22.506504] [INFO ] [FORECASTER] Completed predict_future for ADMA
[2025-11-25T23:29:22.506674] [INFO ] [sig       ] ADMA: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:29:22.649369] [INFO ] [LOCAL     ] Saved forecast: ADMA	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/ADMA.txt
[2025-11-25T23:29:22.649523] [INFO ] [sig       ] [55/3639] Completed ADMA in 0.3s | 3.01 sym/s | Total: 18.3s | ETA: 19.9m
[2025-11-25T23:29:22.649579] [INFO ] [sig       ] [56/3639] Forecasting ADP...
[2025-11-25T23:29:22.649623] [INFO ] [sig       ] Generating forecast for: ADP
[2025-11-25T23:29:22.649685] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ADP' from 'https://tdm.silogroup.org/data/derivative_storage/ADP.csv'.
[2025-11-25T23:29:22.660685] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ADP'.
[2025-11-25T23:29:22.661025] [INFO ] [FORECASTER] Starting predict_future for ADP
[2025-11-25T23:29:22.661890] [DEBUG] [LOCAL     ] No optimal features file found for ADP: ./output/feature-sets/ADP.txt
[2025-11-25T23:29:22.661959] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:29:22.662007] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:29:22.662047] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:29:22.662116] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:29:22.721508] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:29:22.722434] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:29:22.722541] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:29:22.722611] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:29:22.817536] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:29:22.817733] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:29:22.817786] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:29:22.817822] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:29:22.821273] [DEBUG] [FORECASTER] ADP: Forecast T+1@11:T+2@11: DOWN (p=24.99%)
[2025-11-25T23:29:22.821608] [INFO ] [FORECASTER] Completed predict_future for ADP
[2025-11-25T23:29:22.821794] [INFO ] [sig       ] ADP: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:29:22.965858] [INFO ] [LOCAL     ] Saved forecast: ADP	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/ADP.txt
[2025-11-25T23:29:22.966043] [INFO ] [sig       ] [56/3639] Completed ADP in 0.3s | 3.01 sym/s | Total: 18.6s | ETA: 19.8m
[2025-11-25T23:29:22.966102] [INFO ] [sig       ] [57/3639] Forecasting ADSE...
[2025-11-25T23:29:22.966150] [INFO ] [sig       ] Generating forecast for: ADSE
[2025-11-25T23:29:22.966194] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ADSE' from 'https://tdm.silogroup.org/data/derivative_storage/ADSE.csv'.
[2025-11-25T23:29:22.977294] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ADSE'.
[2025-11-25T23:29:22.977626] [INFO ] [FORECASTER] Starting predict_future for ADSE
[2025-11-25T23:29:22.978510] [DEBUG] [LOCAL     ] No optimal features file found for ADSE: ./output/feature-sets/ADSE.txt
[2025-11-25T23:29:22.978583] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:29:22.978633] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:29:22.978696] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:29:22.978769] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:29:23.038102] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:29:23.038798] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:29:23.038898] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:29:23.038946] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:29:23.133283] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:29:23.133431] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:29:23.133490] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:29:23.133528] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:29:23.136897] [DEBUG] [FORECASTER] ADSE: Forecast T+1@11:T+2@11: UP (p=68.81%)
[2025-11-25T23:29:23.137198] [INFO ] [FORECASTER] Completed predict_future for ADSE
[2025-11-25T23:29:23.137349] [INFO ] [sig       ] ADSE: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:29:23.279183] [INFO ] [LOCAL     ] Saved forecast: ADSE	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/ADSE.txt
[2025-11-25T23:29:23.279335] [INFO ] [sig       ] [57/3639] Completed ADSE in 0.3s | 3.01 sym/s | Total: 18.9s | ETA: 19.8m
[2025-11-25T23:29:23.279391] [INFO ] [sig       ] [58/3639] Forecasting ADSK...
[2025-11-25T23:29:23.279435] [INFO ] [sig       ] Generating forecast for: ADSK
[2025-11-25T23:29:23.279475] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ADSK' from 'https://tdm.silogroup.org/data/derivative_storage/ADSK.csv'.
[2025-11-25T23:29:23.291018] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ADSK'.
[2025-11-25T23:29:23.291376] [INFO ] [FORECASTER] Starting predict_future for ADSK
[2025-11-25T23:29:23.292289] [DEBUG] [LOCAL     ] No optimal features file found for ADSK: ./output/feature-sets/ADSK.txt
[2025-11-25T23:29:23.292359] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:29:23.292415] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:29:23.292466] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:29:23.292568] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:29:23.352336] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:29:23.353085] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:29:23.353198] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:29:23.353248] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:29:23.445808] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:29:23.445953] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:29:23.445997] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:29:23.446031] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:29:23.449440] [DEBUG] [FORECASTER] ADSK: Forecast T+1@11:T+2@11: UP (p=57.85%)
[2025-11-25T23:29:23.449765] [INFO ] [FORECASTER] Completed predict_future for ADSK
[2025-11-25T23:29:23.449916] [INFO ] [sig       ] ADSK: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:29:23.591260] [INFO ] [LOCAL     ] Saved forecast: ADSK	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/ADSK.txt
[2025-11-25T23:29:23.591412] [INFO ] [sig       ] [58/3639] Completed ADSK in 0.3s | 3.02 sym/s | Total: 19.2s | ETA: 19.8m
[2025-11-25T23:29:23.591479] [INFO ] [sig       ] [59/3639] Forecasting ADTN...
[2025-11-25T23:29:23.591534] [INFO ] [sig       ] Generating forecast for: ADTN
[2025-11-25T23:29:23.591590] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ADTN' from 'https://tdm.silogroup.org/data/derivative_storage/ADTN.csv'.
[2025-11-25T23:29:23.602314] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ADTN'.
[2025-11-25T23:29:23.602670] [INFO ] [FORECASTER] Starting predict_future for ADTN
[2025-11-25T23:29:23.603528] [DEBUG] [LOCAL     ] No optimal features file found for ADTN: ./output/feature-sets/ADTN.txt
[2025-11-25T23:29:23.603599] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:29:23.603680] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:29:23.603746] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:29:23.603848] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:29:23.662387] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:29:23.663100] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:29:23.663201] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:29:23.663257] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:29:23.759024] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:29:23.759162] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:29:23.759206] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:29:23.759241] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:29:23.762562] [DEBUG] [FORECASTER] ADTN: Forecast T+1@11:T+2@11: DOWN (p=33.77%)
[2025-11-25T23:29:23.762877] [INFO ] [FORECASTER] Completed predict_future for ADTN
[2025-11-25T23:29:23.763032] [INFO ] [sig       ] ADTN: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:29:23.904611] [INFO ] [LOCAL     ] Saved forecast: ADTN	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/ADTN.txt
[2025-11-25T23:29:23.904780] [INFO ] [sig       ] [59/3639] Completed ADTN in 0.3s | 3.02 sym/s | Total: 19.5s | ETA: 19.8m
[2025-11-25T23:29:23.904860] [INFO ] [sig       ] [60/3639] Forecasting ADTX...
[2025-11-25T23:29:23.904913] [INFO ] [sig       ] Generating forecast for: ADTX
[2025-11-25T23:29:23.904964] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ADTX' from 'https://tdm.silogroup.org/data/derivative_storage/ADTX.csv'.
[2025-11-25T23:29:23.915591] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ADTX'.
[2025-11-25T23:29:23.915963] [INFO ] [FORECASTER] Starting predict_future for ADTX
[2025-11-25T23:29:23.916865] [DEBUG] [LOCAL     ] No optimal features file found for ADTX: ./output/feature-sets/ADTX.txt
[2025-11-25T23:29:23.916934] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:29:23.916988] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:29:23.917036] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:29:23.917118] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:29:23.975737] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:29:23.976418] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:29:23.976526] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:29:23.976576] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:29:24.068298] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:29:24.068454] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:29:24.068498] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:29:24.068532] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:29:24.071903] [DEBUG] [FORECASTER] ADTX: Forecast T+1@11:T+2@11: DOWN (p=7.51%)
[2025-11-25T23:29:24.072203] [INFO ] [FORECASTER] Completed predict_future for ADTX
[2025-11-25T23:29:24.072357] [INFO ] [sig       ] ADTX: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:29:24.212757] [INFO ] [LOCAL     ] Saved forecast: ADTX	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/ADTX.txt
[2025-11-25T23:29:24.212897] [INFO ] [sig       ] [60/3639] Completed ADTX in 0.3s | 3.02 sym/s | Total: 19.8s | ETA: 19.7m
[2025-11-25T23:29:24.212951] [INFO ] [sig       ] [61/3639] Forecasting ADUS...
[2025-11-25T23:29:24.212994] [INFO ] [sig       ] Generating forecast for: ADUS
[2025-11-25T23:29:24.213036] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ADUS' from 'https://tdm.silogroup.org/data/derivative_storage/ADUS.csv'.
[2025-11-25T23:29:24.227388] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ADUS'.
[2025-11-25T23:29:24.227912] [INFO ] [FORECASTER] Starting predict_future for ADUS
[2025-11-25T23:29:24.228986] [DEBUG] [LOCAL     ] No optimal features file found for ADUS: ./output/feature-sets/ADUS.txt
[2025-11-25T23:29:24.229069] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:29:24.229134] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:29:24.229185] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:29:24.229273] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:29:24.298338] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:29:24.299359] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:29:24.299470] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:29:24.299514] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:29:24.395992] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:29:24.396206] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:29:24.396265] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:29:24.396302] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:29:24.400139] [DEBUG] [FORECASTER] ADUS: Forecast T+1@11:T+2@11: UP (p=94.25%)
[2025-11-25T23:29:24.400513] [INFO ] [FORECASTER] Completed predict_future for ADUS
[2025-11-25T23:29:24.400692] [INFO ] [sig       ] ADUS: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:29:24.543431] [INFO ] [LOCAL     ] Saved forecast: ADUS	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/ADUS.txt
[2025-11-25T23:29:24.543604] [INFO ] [sig       ] [61/3639] Completed ADUS in 0.3s | 3.02 sym/s | Total: 20.2s | ETA: 19.7m
[2025-11-25T23:29:24.543685] [INFO ] [sig       ] [62/3639] Forecasting ADVM...
[2025-11-25T23:29:24.543731] [INFO ] [sig       ] Generating forecast for: ADVM
[2025-11-25T23:29:24.543778] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ADVM' from 'https://tdm.silogroup.org/data/derivative_storage/ADVM.csv'.
[2025-11-25T23:29:24.554800] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ADVM'.
[2025-11-25T23:29:24.555149] [INFO ] [FORECASTER] Starting predict_future for ADVM
[2025-11-25T23:29:24.556057] [DEBUG] [LOCAL     ] No optimal features file found for ADVM: ./output/feature-sets/ADVM.txt
[2025-11-25T23:29:24.556128] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:29:24.556175] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:29:24.556217] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:29:24.556286] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:29:24.615436] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:29:24.616160] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:29:24.616261] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:29:24.616316] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:29:24.712113] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:29:24.712301] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:29:24.712347] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:29:24.712382] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:29:24.715859] [DEBUG] [FORECASTER] ADVM: Forecast T+1@11:T+2@11: DOWN (p=17.53%)
[2025-11-25T23:29:24.716165] [INFO ] [FORECASTER] Completed predict_future for ADVM
[2025-11-25T23:29:24.716319] [INFO ] [sig       ] ADVM: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:29:24.861334] [INFO ] [LOCAL     ] Saved forecast: ADVM	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/ADVM.txt
[2025-11-25T23:29:24.861509] [INFO ] [sig       ] [62/3639] Completed ADVM in 0.3s | 3.02 sym/s | Total: 20.5s | ETA: 19.7m
[2025-11-25T23:29:24.861564] [INFO ] [sig       ] [63/3639] Forecasting ADX...
[2025-11-25T23:29:24.861611] [INFO ] [sig       ] Generating forecast for: ADX
[2025-11-25T23:29:24.861681] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ADX' from 'https://tdm.silogroup.org/data/derivative_storage/ADX.csv'.
[2025-11-25T23:29:24.872754] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ADX'.
[2025-11-25T23:29:24.873104] [INFO ] [FORECASTER] Starting predict_future for ADX
[2025-11-25T23:29:24.873943] [DEBUG] [LOCAL     ] No optimal features file found for ADX: ./output/feature-sets/ADX.txt
[2025-11-25T23:29:24.874013] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:29:24.874059] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:29:24.874099] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:29:24.874169] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:29:24.934446] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:29:24.935331] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:29:24.935441] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:29:24.935490] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:29:25.032595] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:29:25.032801] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:29:25.032852] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:29:25.032887] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:29:25.036467] [DEBUG] [FORECASTER] ADX: Forecast T+1@11:T+2@11: UP (p=71.71%)
[2025-11-25T23:29:25.036820] [INFO ] [FORECASTER] Completed predict_future for ADX
[2025-11-25T23:29:25.037027] [INFO ] [sig       ] ADX: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:29:25.187349] [INFO ] [LOCAL     ] Saved forecast: ADX	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/ADX.txt
[2025-11-25T23:29:25.187586] [INFO ] [sig       ] [63/3639] Completed ADX in 0.3s | 3.03 sym/s | Total: 20.8s | ETA: 19.7m
[2025-11-25T23:29:25.187666] [INFO ] [sig       ] [64/3639] Forecasting AEE...
[2025-11-25T23:29:25.187717] [INFO ] [sig       ] Generating forecast for: AEE
[2025-11-25T23:29:25.187763] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AEE' from 'https://tdm.silogroup.org/data/derivative_storage/AEE.csv'.
[2025-11-25T23:29:25.199388] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AEE'.
[2025-11-25T23:29:25.199780] [INFO ] [FORECASTER] Starting predict_future for AEE
[2025-11-25T23:29:25.200835] [DEBUG] [LOCAL     ] No optimal features file found for AEE: ./output/feature-sets/AEE.txt
[2025-11-25T23:29:25.200917] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:29:25.200966] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:29:25.201008] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:29:25.201080] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:29:25.262070] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:29:25.262929] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:29:25.263039] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:29:25.263086] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:29:25.359147] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:29:25.359323] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:29:25.359371] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:29:25.359406] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:29:25.362928] [DEBUG] [FORECASTER] AEE: Forecast T+1@11:T+2@11: UP (p=72.28%)
[2025-11-25T23:29:25.363232] [INFO ] [FORECASTER] Completed predict_future for AEE
[2025-11-25T23:29:25.363378] [INFO ] [sig       ] AEE: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:29:25.510634] [INFO ] [LOCAL     ] Saved forecast: AEE	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/AEE.txt
[2025-11-25T23:29:25.510825] [INFO ] [sig       ] [64/3639] Completed AEE in 0.3s | 3.03 sym/s | Total: 21.1s | ETA: 19.7m
[2025-11-25T23:29:25.510884] [INFO ] [sig       ] [65/3639] Forecasting AEFC...
[2025-11-25T23:29:25.510936] [INFO ] [sig       ] Generating forecast for: AEFC
[2025-11-25T23:29:25.510980] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AEFC' from 'https://tdm.silogroup.org/data/derivative_storage/AEFC.csv'.
[2025-11-25T23:29:25.521611] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AEFC'.
[2025-11-25T23:29:25.521976] [INFO ] [FORECASTER] Starting predict_future for AEFC
[2025-11-25T23:29:25.522839] [DEBUG] [LOCAL     ] No optimal features file found for AEFC: ./output/feature-sets/AEFC.txt
[2025-11-25T23:29:25.522909] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:29:25.522965] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:29:25.523014] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:29:25.523100] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:29:25.582796] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:29:25.583612] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:29:25.583758] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:29:25.583809] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:29:25.670863] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:29:25.671035] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:29:25.671081] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:29:25.671116] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:29:25.674590] [DEBUG] [FORECASTER] AEFC: Forecast T+1@11:T+2@11: UP (p=77.68%)
[2025-11-25T23:29:25.674956] [INFO ] [FORECASTER] Completed predict_future for AEFC
[2025-11-25T23:29:25.675108] [INFO ] [sig       ] AEFC: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:29:25.816238] [INFO ] [LOCAL     ] Saved forecast: AEFC	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/AEFC.txt
[2025-11-25T23:29:25.816397] [INFO ] [sig       ] [65/3639] Completed AEFC in 0.3s | 3.03 sym/s | Total: 21.5s | ETA: 19.7m
[2025-11-25T23:29:25.816452] [INFO ] [sig       ] [66/3639] Forecasting AEG...
[2025-11-25T23:29:25.816535] [INFO ] [sig       ] Generating forecast for: AEG
[2025-11-25T23:29:25.816580] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AEG' from 'https://tdm.silogroup.org/data/derivative_storage/AEG.csv'.
[2025-11-25T23:29:25.827129] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AEG'.
[2025-11-25T23:29:25.827471] [INFO ] [FORECASTER] Starting predict_future for AEG
[2025-11-25T23:29:25.828324] [DEBUG] [LOCAL     ] No optimal features file found for AEG: ./output/feature-sets/AEG.txt
[2025-11-25T23:29:25.828394] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:29:25.828451] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:29:25.828503] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:29:25.828583] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:29:25.889434] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:29:25.890210] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:29:25.890310] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:29:25.890360] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:29:25.987382] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:29:25.987584] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:29:25.987634] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:29:25.987723] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:29:25.991311] [DEBUG] [FORECASTER] AEG: Forecast T+1@11:T+2@11: DOWN (p=46.28%)
[2025-11-25T23:29:25.991685] [INFO ] [FORECASTER] Completed predict_future for AEG
[2025-11-25T23:29:25.992006] [INFO ] [sig       ] AEG: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:29:26.138573] [INFO ] [LOCAL     ] Saved forecast: AEG	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/AEG.txt
[2025-11-25T23:29:26.138816] [INFO ] [sig       ] [66/3639] Completed AEG in 0.3s | 3.03 sym/s | Total: 21.8s | ETA: 19.6m
[2025-11-25T23:29:26.138876] [INFO ] [sig       ] [67/3639] Forecasting AEHL...
[2025-11-25T23:29:26.138924] [INFO ] [sig       ] Generating forecast for: AEHL
[2025-11-25T23:29:26.138968] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AEHL' from 'https://tdm.silogroup.org/data/derivative_storage/AEHL.csv'.
[2025-11-25T23:29:26.149877] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AEHL'.
[2025-11-25T23:29:26.150272] [INFO ] [FORECASTER] Starting predict_future for AEHL
[2025-11-25T23:29:26.151219] [DEBUG] [LOCAL     ] No optimal features file found for AEHL: ./output/feature-sets/AEHL.txt
[2025-11-25T23:29:26.151293] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:29:26.151354] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:29:26.151407] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:29:26.151498] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:29:26.212229] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:29:26.213178] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:29:26.213309] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:29:26.213361] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:29:26.304778] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:29:26.304996] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:29:26.305046] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:29:26.305081] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:29:26.308731] [DEBUG] [FORECASTER] AEHL: Forecast T+1@11:T+2@11: DOWN (p=17.59%)
[2025-11-25T23:29:26.309052] [INFO ] [FORECASTER] Completed predict_future for AEHL
[2025-11-25T23:29:26.309201] [INFO ] [sig       ] AEHL: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:29:26.453160] [INFO ] [LOCAL     ] Saved forecast: AEHL	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/AEHL.txt
[2025-11-25T23:29:26.453315] [INFO ] [sig       ] [67/3639] Completed AEHL in 0.3s | 3.03 sym/s | Total: 22.1s | ETA: 19.6m
[2025-11-25T23:29:26.453393] [INFO ] [sig       ] [68/3639] Forecasting AEI...
[2025-11-25T23:29:26.453438] [INFO ] [sig       ] Generating forecast for: AEI
[2025-11-25T23:29:26.453554] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AEI' from 'https://tdm.silogroup.org/data/derivative_storage/AEI.csv'.
[2025-11-25T23:29:26.465081] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AEI'.
[2025-11-25T23:29:26.465439] [INFO ] [FORECASTER] Starting predict_future for AEI
[2025-11-25T23:29:26.466363] [DEBUG] [LOCAL     ] No optimal features file found for AEI: ./output/feature-sets/AEI.txt
[2025-11-25T23:29:26.466437] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:29:26.466498] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:29:26.466552] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:29:26.466662] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:29:26.528100] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:29:26.529124] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:29:26.529239] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:29:26.529292] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:29:26.620274] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:29:26.620471] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:29:26.620518] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:29:26.620553] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:29:26.624588] [DEBUG] [FORECASTER] AEI: Forecast T+1@11:T+2@11: DOWN (p=22.61%)
[2025-11-25T23:29:26.624912] [INFO ] [FORECASTER] Completed predict_future for AEI
[2025-11-25T23:29:26.625064] [INFO ] [sig       ] AEI: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:29:26.768927] [INFO ] [LOCAL     ] Saved forecast: AEI	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/AEI.txt
[2025-11-25T23:29:26.769103] [INFO ] [sig       ] [68/3639] Completed AEI in 0.3s | 3.04 sym/s | Total: 22.4s | ETA: 19.6m
[2025-11-25T23:29:26.769162] [INFO ] [sig       ] [69/3639] Forecasting AEIS...
[2025-11-25T23:29:26.769268] [INFO ] [sig       ] Generating forecast for: AEIS
[2025-11-25T23:29:26.769317] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AEIS' from 'https://tdm.silogroup.org/data/derivative_storage/AEIS.csv'.
[2025-11-25T23:29:26.780918] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AEIS'.
[2025-11-25T23:29:26.781237] [INFO ] [FORECASTER] Starting predict_future for AEIS
[2025-11-25T23:29:26.782109] [DEBUG] [LOCAL     ] No optimal features file found for AEIS: ./output/feature-sets/AEIS.txt
[2025-11-25T23:29:26.782181] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:29:26.782230] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:29:26.782271] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:29:26.782343] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:29:26.841831] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:29:26.842507] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:29:26.842606] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:29:26.842678] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:29:26.937867] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:29:26.938071] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:29:26.938122] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:29:26.938156] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:29:26.941836] [DEBUG] [FORECASTER] AEIS: Forecast T+1@11:T+2@11: DOWN (p=7.84%)
[2025-11-25T23:29:26.942198] [INFO ] [FORECASTER] Completed predict_future for AEIS
[2025-11-25T23:29:26.942366] [INFO ] [sig       ] AEIS: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:29:27.087930] [INFO ] [LOCAL     ] Saved forecast: AEIS	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/AEIS.txt
[2025-11-25T23:29:27.088128] [INFO ] [sig       ] [69/3639] Completed AEIS in 0.3s | 3.04 sym/s | Total: 22.7s | ETA: 19.6m
[2025-11-25T23:29:27.088186] [INFO ] [sig       ] [70/3639] Forecasting AEM...
[2025-11-25T23:29:27.088232] [INFO ] [sig       ] Generating forecast for: AEM
[2025-11-25T23:29:27.088275] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AEM' from 'https://tdm.silogroup.org/data/derivative_storage/AEM.csv'.
[2025-11-25T23:29:27.099842] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AEM'.
[2025-11-25T23:29:27.100207] [INFO ] [FORECASTER] Starting predict_future for AEM
[2025-11-25T23:29:27.101073] [DEBUG] [LOCAL     ] No optimal features file found for AEM: ./output/feature-sets/AEM.txt
[2025-11-25T23:29:27.101146] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:29:27.101194] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:29:27.101236] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:29:27.101312] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:29:27.159668] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:29:27.160342] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:29:27.160438] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:29:27.160487] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:29:27.275586] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:29:27.275734] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:29:27.275784] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:29:27.275819] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:29:27.279109] [DEBUG] [FORECASTER] AEM: Forecast T+1@11:T+2@11: UP (p=60.74%)
[2025-11-25T23:29:27.279420] [INFO ] [FORECASTER] Completed predict_future for AEM
[2025-11-25T23:29:27.279574] [INFO ] [sig       ] AEM: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:29:27.421953] [INFO ] [LOCAL     ] Saved forecast: AEM	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/AEM.txt
[2025-11-25T23:29:27.422102] [INFO ] [sig       ] [70/3639] Completed AEM in 0.3s | 3.04 sym/s | Total: 23.1s | ETA: 19.6m
[2025-11-25T23:29:27.422160] [INFO ] [sig       ] [71/3639] Forecasting AEMD...
[2025-11-25T23:29:27.422205] [INFO ] [sig       ] Generating forecast for: AEMD
[2025-11-25T23:29:27.422251] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AEMD' from 'https://tdm.silogroup.org/data/derivative_storage/AEMD.csv'.
[2025-11-25T23:29:27.433545] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AEMD'.
[2025-11-25T23:29:27.433877] [INFO ] [FORECASTER] Starting predict_future for AEMD
[2025-11-25T23:29:27.434753] [DEBUG] [LOCAL     ] No optimal features file found for AEMD: ./output/feature-sets/AEMD.txt
[2025-11-25T23:29:27.434822] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:29:27.434884] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:29:27.434927] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:29:27.434996] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:29:27.494479] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:29:27.495156] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:29:27.495254] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:29:27.495302] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:29:27.599326] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:29:27.599488] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:29:27.599533] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:29:27.599567] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:29:27.603292] [DEBUG] [FORECASTER] AEMD: Forecast T+1@11:T+2@11: DOWN (p=1.85%)
[2025-11-25T23:29:27.603594] [INFO ] [FORECASTER] Completed predict_future for AEMD
[2025-11-25T23:29:27.603763] [INFO ] [sig       ] AEMD: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:29:27.746893] [INFO ] [LOCAL     ] Saved forecast: AEMD	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/AEMD.txt
[2025-11-25T23:29:27.747058] [INFO ] [sig       ] [71/3639] Completed AEMD in 0.3s | 3.04 sym/s | Total: 23.4s | ETA: 19.6m
[2025-11-25T23:29:27.747114] [INFO ] [sig       ] [72/3639] Forecasting AEO...
[2025-11-25T23:29:27.747158] [INFO ] [sig       ] Generating forecast for: AEO
[2025-11-25T23:29:27.747199] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AEO' from 'https://tdm.silogroup.org/data/derivative_storage/AEO.csv'.
[2025-11-25T23:29:27.758224] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AEO'.
[2025-11-25T23:29:27.758533] [INFO ] [FORECASTER] Starting predict_future for AEO
[2025-11-25T23:29:27.759371] [DEBUG] [LOCAL     ] No optimal features file found for AEO: ./output/feature-sets/AEO.txt
[2025-11-25T23:29:27.759444] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:29:27.759492] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:29:27.759536] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:29:27.759607] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:29:27.818341] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:29:27.819188] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:29:27.819297] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:29:27.819345] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:29:27.942187] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:29:27.942385] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:29:27.942433] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:29:27.942467] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:29:27.946179] [DEBUG] [FORECASTER] AEO: Forecast T+1@11:T+2@11: DOWN (p=16.64%)
[2025-11-25T23:29:27.946530] [INFO ] [FORECASTER] Completed predict_future for AEO
[2025-11-25T23:29:27.946716] [INFO ] [sig       ] AEO: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:29:28.091460] [INFO ] [LOCAL     ] Saved forecast: AEO	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/AEO.txt
[2025-11-25T23:29:28.091626] [INFO ] [sig       ] [72/3639] Completed AEO in 0.3s | 3.03 sym/s | Total: 23.7s | ETA: 19.6m
[2025-11-25T23:29:28.091703] [INFO ] [sig       ] [73/3639] Forecasting AEP...
[2025-11-25T23:29:28.091755] [INFO ] [sig       ] Generating forecast for: AEP
[2025-11-25T23:29:28.091807] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AEP' from 'https://tdm.silogroup.org/data/derivative_storage/AEP.csv'.
[2025-11-25T23:29:28.102575] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AEP'.
[2025-11-25T23:29:28.102974] [INFO ] [FORECASTER] Starting predict_future for AEP
[2025-11-25T23:29:28.103831] [DEBUG] [LOCAL     ] No optimal features file found for AEP: ./output/feature-sets/AEP.txt
[2025-11-25T23:29:28.103900] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:29:28.103947] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:29:28.103988] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:29:28.104058] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:29:28.162461] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:29:28.163127] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:29:28.163225] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:29:28.163273] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:29:28.257778] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:29:28.257908] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:29:28.257951] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:29:28.257984] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:29:28.261374] [DEBUG] [FORECASTER] AEP: Forecast T+1@11:T+2@11: DOWN (p=11.80%)
[2025-11-25T23:29:28.261710] [INFO ] [FORECASTER] Completed predict_future for AEP
[2025-11-25T23:29:28.261880] [INFO ] [sig       ] AEP: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:29:28.404557] [INFO ] [LOCAL     ] Saved forecast: AEP	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/AEP.txt
[2025-11-25T23:29:28.404733] [INFO ] [sig       ] [73/3639] Completed AEP in 0.3s | 3.04 sym/s | Total: 24.0s | ETA: 19.6m
[2025-11-25T23:29:28.404793] [INFO ] [sig       ] [74/3639] Forecasting AES...
[2025-11-25T23:29:28.404839] [INFO ] [sig       ] Generating forecast for: AES
[2025-11-25T23:29:28.404882] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AES' from 'https://tdm.silogroup.org/data/derivative_storage/AES.csv'.
[2025-11-25T23:29:28.415733] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AES'.
[2025-11-25T23:29:28.416037] [INFO ] [FORECASTER] Starting predict_future for AES
[2025-11-25T23:29:28.416861] [DEBUG] [LOCAL     ] No optimal features file found for AES: ./output/feature-sets/AES.txt
[2025-11-25T23:29:28.416932] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:29:28.416979] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:29:28.417018] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:29:28.417089] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:29:28.475283] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:29:28.475950] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:29:28.476050] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:29:28.476097] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:29:28.573239] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:29:28.573362] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:29:28.573406] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:29:28.573441] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:29:28.576685] [DEBUG] [FORECASTER] AES: Forecast T+1@11:T+2@11: DOWN (p=4.87%)
[2025-11-25T23:29:28.577103] [INFO ] [FORECASTER] Completed predict_future for AES
[2025-11-25T23:29:28.577325] [INFO ] [sig       ] AES: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:29:28.721235] [INFO ] [LOCAL     ] Saved forecast: AES	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/AES.txt
[2025-11-25T23:29:28.721386] [INFO ] [sig       ] [74/3639] Completed AES in 0.3s | 3.04 sym/s | Total: 24.4s | ETA: 19.6m
[2025-11-25T23:29:28.721442] [INFO ] [sig       ] [75/3639] Forecasting AESI...
[2025-11-25T23:29:28.721495] [INFO ] [sig       ] Generating forecast for: AESI
[2025-11-25T23:29:28.721540] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AESI' from 'https://tdm.silogroup.org/data/derivative_storage/AESI.csv'.
[2025-11-25T23:29:28.732735] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AESI'.
[2025-11-25T23:29:28.733109] [INFO ] [FORECASTER] Starting predict_future for AESI
[2025-11-25T23:29:28.734011] [DEBUG] [LOCAL     ] No optimal features file found for AESI: ./output/feature-sets/AESI.txt
[2025-11-25T23:29:28.734084] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:29:28.734132] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:29:28.734172] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:29:28.734243] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:29:28.795520] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:29:28.796346] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:29:28.796454] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:29:28.796503] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:29:28.883370] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:29:28.883559] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:29:28.883610] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:29:28.883664] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:29:28.887090] [DEBUG] [FORECASTER] AESI: Forecast T+1@11:T+2@11: DOWN (p=14.74%)
[2025-11-25T23:29:28.887411] [INFO ] [FORECASTER] Completed predict_future for AESI
[2025-11-25T23:29:28.887560] [INFO ] [sig       ] AESI: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:29:29.030194] [INFO ] [LOCAL     ] Saved forecast: AESI	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/AESI.txt
[2025-11-25T23:29:29.030369] [INFO ] [sig       ] [75/3639] Completed AESI in 0.3s | 3.04 sym/s | Total: 24.7s | ETA: 19.5m
[2025-11-25T23:29:29.030426] [INFO ] [sig       ] [76/3639] Forecasting AEVA...
[2025-11-25T23:29:29.030470] [INFO ] [sig       ] Generating forecast for: AEVA
[2025-11-25T23:29:29.030513] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AEVA' from 'https://tdm.silogroup.org/data/derivative_storage/AEVA.csv'.
[2025-11-25T23:29:29.041204] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AEVA'.
[2025-11-25T23:29:29.041674] [INFO ] [FORECASTER] Starting predict_future for AEVA
[2025-11-25T23:29:29.042535] [DEBUG] [LOCAL     ] No optimal features file found for AEVA: ./output/feature-sets/AEVA.txt
[2025-11-25T23:29:29.042611] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:29:29.042689] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:29:29.042745] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:29:29.042839] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:29:29.102564] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:29:29.103294] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:29:29.103408] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:29:29.103461] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:29:29.211384] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:29:29.211569] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:29:29.211617] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:29:29.211674] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:29:29.215151] [DEBUG] [FORECASTER] AEVA: Forecast T+1@11:T+2@11: DOWN (p=12.54%)
[2025-11-25T23:29:29.215460] [INFO ] [FORECASTER] Completed predict_future for AEVA
[2025-11-25T23:29:29.215620] [INFO ] [sig       ] AEVA: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:29:29.357144] [INFO ] [LOCAL     ] Saved forecast: AEVA	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/AEVA.txt
[2025-11-25T23:29:29.357303] [INFO ] [sig       ] [76/3639] Completed AEVA in 0.3s | 3.04 sym/s | Total: 25.0s | ETA: 19.5m
[2025-11-25T23:29:29.357375] [INFO ] [sig       ] [77/3639] Forecasting AEYE...
[2025-11-25T23:29:29.357422] [INFO ] [sig       ] Generating forecast for: AEYE
[2025-11-25T23:29:29.357464] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AEYE' from 'https://tdm.silogroup.org/data/derivative_storage/AEYE.csv'.
[2025-11-25T23:29:29.368118] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AEYE'.
[2025-11-25T23:29:29.368433] [INFO ] [FORECASTER] Starting predict_future for AEYE
[2025-11-25T23:29:29.369292] [DEBUG] [LOCAL     ] No optimal features file found for AEYE: ./output/feature-sets/AEYE.txt
[2025-11-25T23:29:29.369363] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:29:29.369409] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:29:29.369450] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:29:29.369523] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:29:29.427269] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:29:29.427972] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:29:29.428072] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:29:29.428118] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:29:29.505071] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:29:29.505239] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:29:29.505284] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:29:29.505318] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:29:29.508759] [DEBUG] [FORECASTER] AEYE: Forecast T+1@11:T+2@11: UP (p=68.17%)
[2025-11-25T23:29:29.509073] [INFO ] [FORECASTER] Completed predict_future for AEYE
[2025-11-25T23:29:29.509253] [INFO ] [sig       ] AEYE: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:29:29.651492] [INFO ] [LOCAL     ] Saved forecast: AEYE	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/AEYE.txt
[2025-11-25T23:29:29.651678] [INFO ] [sig       ] [77/3639] Completed AEYE in 0.3s | 3.05 sym/s | Total: 25.3s | ETA: 19.5m
[2025-11-25T23:29:29.651743] [INFO ] [sig       ] [78/3639] Forecasting AFB...
[2025-11-25T23:29:29.651787] [INFO ] [sig       ] Generating forecast for: AFB
[2025-11-25T23:29:29.651828] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AFB' from 'https://tdm.silogroup.org/data/derivative_storage/AFB.csv'.
[2025-11-25T23:29:29.662599] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AFB'.
[2025-11-25T23:29:29.662978] [INFO ] [FORECASTER] Starting predict_future for AFB
[2025-11-25T23:29:29.663851] [DEBUG] [LOCAL     ] No optimal features file found for AFB: ./output/feature-sets/AFB.txt
[2025-11-25T23:29:29.663922] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:29:29.663968] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:29:29.664011] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:29:29.664081] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:29:29.731881] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:29:29.732850] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:29:29.732957] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:29:29.733007] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:29:29.847121] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:29:29.847285] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:29:29.847331] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:29:29.847406] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:29:29.851048] [DEBUG] [FORECASTER] AFB: Forecast T+1@11:T+2@11: UP (p=99.28%)
[2025-11-25T23:29:29.851355] [INFO ] [FORECASTER] Completed predict_future for AFB
[2025-11-25T23:29:29.851501] [INFO ] [sig       ] AFB: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:29:29.999861] [INFO ] [LOCAL     ] Saved forecast: AFB	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/AFB.txt
[2025-11-25T23:29:30.000048] [INFO ] [sig       ] [78/3639] Completed AFB in 0.3s | 3.04 sym/s | Total: 25.6s | ETA: 19.5m
[2025-11-25T23:29:30.000110] [INFO ] [sig       ] [79/3639] Forecasting AFCG...
[2025-11-25T23:29:30.000157] [INFO ] [sig       ] Generating forecast for: AFCG
[2025-11-25T23:29:30.000200] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AFCG' from 'https://tdm.silogroup.org/data/derivative_storage/AFCG.csv'.
[2025-11-25T23:29:30.011013] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AFCG'.
[2025-11-25T23:29:30.011522] [INFO ] [FORECASTER] Starting predict_future for AFCG
[2025-11-25T23:29:30.012493] [DEBUG] [LOCAL     ] No optimal features file found for AFCG: ./output/feature-sets/AFCG.txt
[2025-11-25T23:29:30.012568] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:29:30.012629] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:29:30.012726] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:29:30.012827] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:29:30.073306] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:29:30.074293] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:29:30.074410] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:29:30.074463] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:29:30.163793] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:29:30.163980] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:29:30.164028] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:29:30.164065] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:29:30.167692] [DEBUG] [FORECASTER] AFCG: Forecast T+1@11:T+2@11: UP (p=99.58%)
[2025-11-25T23:29:30.168055] [INFO ] [FORECASTER] Completed predict_future for AFCG
[2025-11-25T23:29:30.168220] [INFO ] [sig       ] AFCG: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:29:30.312408] [INFO ] [LOCAL     ] Saved forecast: AFCG	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/AFCG.txt
[2025-11-25T23:29:30.312576] [INFO ] [sig       ] [79/3639] Completed AFCG in 0.3s | 3.04 sym/s | Total: 25.9s | ETA: 19.5m
[2025-11-25T23:29:30.312697] [INFO ] [sig       ] [80/3639] Forecasting AFG...
[2025-11-25T23:29:30.312750] [INFO ] [sig       ] Generating forecast for: AFG
[2025-11-25T23:29:30.312794] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AFG' from 'https://tdm.silogroup.org/data/derivative_storage/AFG.csv'.
[2025-11-25T23:29:30.323944] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AFG'.
[2025-11-25T23:29:30.324317] [INFO ] [FORECASTER] Starting predict_future for AFG
[2025-11-25T23:29:30.325177] [DEBUG] [LOCAL     ] No optimal features file found for AFG: ./output/feature-sets/AFG.txt
[2025-11-25T23:29:30.325250] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:29:30.325311] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:29:30.325362] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:29:30.325452] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:29:30.385454] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:29:30.386203] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:29:30.386318] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:29:30.386384] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:29:30.494873] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:29:30.495058] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:29:30.495106] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:29:30.495141] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:29:30.498908] [DEBUG] [FORECASTER] AFG: Forecast T+1@11:T+2@11: DOWN (p=48.00%)
[2025-11-25T23:29:30.499210] [INFO ] [FORECASTER] Completed predict_future for AFG
[2025-11-25T23:29:30.499368] [INFO ] [sig       ] AFG: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:29:30.647212] [INFO ] [LOCAL     ] Saved forecast: AFG	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/AFG.txt
[2025-11-25T23:29:30.647395] [INFO ] [sig       ] [80/3639] Completed AFG in 0.3s | 3.04 sym/s | Total: 26.3s | ETA: 19.5m
[2025-11-25T23:29:30.647470] [INFO ] [sig       ] [81/3639] Forecasting AFGC...
[2025-11-25T23:29:30.647523] [INFO ] [sig       ] Generating forecast for: AFGC
[2025-11-25T23:29:30.647577] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AFGC' from 'https://tdm.silogroup.org/data/derivative_storage/AFGC.csv'.
[2025-11-25T23:29:30.658757] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AFGC'.
[2025-11-25T23:29:30.659112] [INFO ] [FORECASTER] Starting predict_future for AFGC
[2025-11-25T23:29:30.659960] [DEBUG] [LOCAL     ] No optimal features file found for AFGC: ./output/feature-sets/AFGC.txt
[2025-11-25T23:29:30.660033] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:29:30.660082] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:29:30.660125] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:29:30.660198] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:29:30.720411] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:29:30.721105] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:29:30.721207] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:29:30.721257] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:29:30.817223] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:29:30.817409] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:29:30.817460] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:29:30.817496] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:29:30.821354] [DEBUG] [FORECASTER] AFGC: Forecast T+1@11:T+2@11: DOWN (p=42.76%)
[2025-11-25T23:29:30.821692] [INFO ] [FORECASTER] Completed predict_future for AFGC
[2025-11-25T23:29:30.821848] [INFO ] [sig       ] AFGC: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:29:30.965575] [INFO ] [LOCAL     ] Saved forecast: AFGC	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/AFGC.txt
[2025-11-25T23:29:30.965768] [INFO ] [sig       ] [81/3639] Completed AFGC in 0.3s | 3.04 sym/s | Total: 26.6s | ETA: 19.5m
[2025-11-25T23:29:30.965827] [INFO ] [sig       ] [82/3639] Forecasting AFL...
[2025-11-25T23:29:30.965870] [INFO ] [sig       ] Generating forecast for: AFL
[2025-11-25T23:29:30.965912] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AFL' from 'https://tdm.silogroup.org/data/derivative_storage/AFL.csv'.
[2025-11-25T23:29:30.977325] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AFL'.
[2025-11-25T23:29:30.977725] [INFO ] [FORECASTER] Starting predict_future for AFL
[2025-11-25T23:29:30.978552] [DEBUG] [LOCAL     ] No optimal features file found for AFL: ./output/feature-sets/AFL.txt
[2025-11-25T23:29:30.978623] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:29:30.978715] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:29:30.978774] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:29:30.978859] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:29:31.039546] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:29:31.040366] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:29:31.040476] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:29:31.040536] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:29:31.131754] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:29:31.131941] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:29:31.131989] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:29:31.132024] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:29:31.135593] [DEBUG] [FORECASTER] AFL: Forecast T+1@11:T+2@11: UP (p=72.74%)
[2025-11-25T23:29:31.135919] [INFO ] [FORECASTER] Completed predict_future for AFL
[2025-11-25T23:29:31.136074] [INFO ] [sig       ] AFL: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:29:31.281125] [INFO ] [LOCAL     ] Saved forecast: AFL	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/AFL.txt
[2025-11-25T23:29:31.281283] [INFO ] [sig       ] [82/3639] Completed AFL in 0.3s | 3.05 sym/s | Total: 26.9s | ETA: 19.5m
[2025-11-25T23:29:31.281338] [INFO ] [sig       ] [83/3639] Forecasting AFRI...
[2025-11-25T23:29:31.281381] [INFO ] [sig       ] Generating forecast for: AFRI
[2025-11-25T23:29:31.281424] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AFRI' from 'https://tdm.silogroup.org/data/derivative_storage/AFRI.csv'.
[2025-11-25T23:29:31.291439] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AFRI'.
[2025-11-25T23:29:31.291771] [INFO ] [FORECASTER] Starting predict_future for AFRI
[2025-11-25T23:29:31.292616] [DEBUG] [LOCAL     ] No optimal features file found for AFRI: ./output/feature-sets/AFRI.txt
[2025-11-25T23:29:31.292706] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:29:31.292763] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:29:31.292808] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:29:31.292879] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:29:31.353924] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:29:31.354865] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:29:31.354973] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:29:31.355024] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:29:31.438822] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:29:31.438967] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:29:31.439012] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:29:31.439047] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:29:31.442536] [DEBUG] [FORECASTER] AFRI: Forecast T+1@11:T+2@11: UP (p=66.89%)
[2025-11-25T23:29:31.442953] [INFO ] [FORECASTER] Completed predict_future for AFRI
[2025-11-25T23:29:31.443159] [INFO ] [sig       ] AFRI: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:29:31.590137] [INFO ] [LOCAL     ] Saved forecast: AFRI	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/AFRI.txt
[2025-11-25T23:29:31.590359] [INFO ] [sig       ] [83/3639] Completed AFRI in 0.3s | 3.05 sym/s | Total: 27.2s | ETA: 19.4m
[2025-11-25T23:29:31.590435] [INFO ] [sig       ] [84/3639] Forecasting AFRM...
[2025-11-25T23:29:31.590496] [INFO ] [sig       ] Generating forecast for: AFRM
[2025-11-25T23:29:31.590544] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AFRM' from 'https://tdm.silogroup.org/data/derivative_storage/AFRM.csv'.
[2025-11-25T23:29:31.601742] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AFRM'.
[2025-11-25T23:29:31.602118] [INFO ] [FORECASTER] Starting predict_future for AFRM
[2025-11-25T23:29:31.603071] [DEBUG] [LOCAL     ] No optimal features file found for AFRM: ./output/feature-sets/AFRM.txt
[2025-11-25T23:29:31.603144] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:29:31.603193] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:29:31.603235] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:29:31.603307] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:29:31.666328] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:29:31.667266] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:29:31.667393] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:29:31.667448] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:29:31.784926] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:29:31.785104] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:29:31.785151] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:29:31.785185] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:29:31.788766] [DEBUG] [FORECASTER] AFRM: Forecast T+1@11:T+2@11: UP (p=99.04%)
[2025-11-25T23:29:31.789095] [INFO ] [FORECASTER] Completed predict_future for AFRM
[2025-11-25T23:29:31.789251] [INFO ] [sig       ] AFRM: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:29:31.932623] [INFO ] [LOCAL     ] Saved forecast: AFRM	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/AFRM.txt
[2025-11-25T23:29:31.932808] [INFO ] [sig       ] [84/3639] Completed AFRM in 0.3s | 3.05 sym/s | Total: 27.6s | ETA: 19.4m
[2025-11-25T23:29:31.932866] [INFO ] [sig       ] [85/3639] Forecasting AFYA...
[2025-11-25T23:29:31.932914] [INFO ] [sig       ] Generating forecast for: AFYA
[2025-11-25T23:29:31.932956] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AFYA' from 'https://tdm.silogroup.org/data/derivative_storage/AFYA.csv'.
[2025-11-25T23:29:31.943770] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AFYA'.
[2025-11-25T23:29:31.944073] [INFO ] [FORECASTER] Starting predict_future for AFYA
[2025-11-25T23:29:31.944951] [DEBUG] [LOCAL     ] No optimal features file found for AFYA: ./output/feature-sets/AFYA.txt
[2025-11-25T23:29:31.945021] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:29:31.945068] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:29:31.945109] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:29:31.945177] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:29:32.003917] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:29:32.004565] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:29:32.004680] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:29:32.004733] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:29:32.097458] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:29:32.097583] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:29:32.097625] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:29:32.097683] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:29:32.100977] [DEBUG] [FORECASTER] AFYA: Forecast T+1@11:T+2@11: DOWN (p=26.47%)
[2025-11-25T23:29:32.101265] [INFO ] [FORECASTER] Completed predict_future for AFYA
[2025-11-25T23:29:32.101409] [INFO ] [sig       ] AFYA: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:29:32.241949] [INFO ] [LOCAL     ] Saved forecast: AFYA	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/AFYA.txt
[2025-11-25T23:29:32.242091] [INFO ] [sig       ] [85/3639] Completed AFYA in 0.3s | 3.05 sym/s | Total: 27.9s | ETA: 19.4m
[2025-11-25T23:29:32.242147] [INFO ] [sig       ] [86/3639] Forecasting AG...
[2025-11-25T23:29:32.242189] [INFO ] [sig       ] Generating forecast for: AG
[2025-11-25T23:29:32.242250] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AG' from 'https://tdm.silogroup.org/data/derivative_storage/AG.csv'.
[2025-11-25T23:29:32.252703] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AG'.
[2025-11-25T23:29:32.253005] [INFO ] [FORECASTER] Starting predict_future for AG
[2025-11-25T23:29:32.253843] [DEBUG] [LOCAL     ] No optimal features file found for AG: ./output/feature-sets/AG.txt
[2025-11-25T23:29:32.253915] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:29:32.253965] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:29:32.254007] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:29:32.254078] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:29:32.311983] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:29:32.312619] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:29:32.312741] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:29:32.312791] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:29:32.431563] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:29:32.431713] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:29:32.431784] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:29:32.431831] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:29:32.435154] [DEBUG] [FORECASTER] AG: Forecast T+1@11:T+2@11: DOWN (p=46.80%)
[2025-11-25T23:29:32.435481] [INFO ] [FORECASTER] Completed predict_future for AG
[2025-11-25T23:29:32.435670] [INFO ] [sig       ] AG: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:29:32.577685] [INFO ] [LOCAL     ] Saved forecast: AG	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/AG.txt
[2025-11-25T23:29:32.577846] [INFO ] [sig       ] [86/3639] Completed AG in 0.3s | 3.05 sym/s | Total: 28.2s | ETA: 19.4m
[2025-11-25T23:29:32.577904] [INFO ] [sig       ] [87/3639] Forecasting AGCO...
[2025-11-25T23:29:32.577949] [INFO ] [sig       ] Generating forecast for: AGCO
[2025-11-25T23:29:32.577992] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AGCO' from 'https://tdm.silogroup.org/data/derivative_storage/AGCO.csv'.
[2025-11-25T23:29:32.591451] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AGCO'.
[2025-11-25T23:29:32.592095] [INFO ] [FORECASTER] Starting predict_future for AGCO
[2025-11-25T23:29:32.593353] [DEBUG] [LOCAL     ] No optimal features file found for AGCO: ./output/feature-sets/AGCO.txt
[2025-11-25T23:29:32.593461] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:29:32.593553] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:29:32.593632] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:29:32.593803] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:29:32.672713] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:29:32.674002] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:29:32.674167] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:29:32.674225] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:29:32.793513] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:29:32.793819] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:29:32.793882] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:29:32.793920] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:29:32.798408] [DEBUG] [FORECASTER] AGCO: Forecast T+1@11:T+2@11: DOWN (p=40.92%)
[2025-11-25T23:29:32.798815] [INFO ] [FORECASTER] Completed predict_future for AGCO
[2025-11-25T23:29:32.799003] [INFO ] [sig       ] AGCO: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:29:32.957487] [INFO ] [LOCAL     ] Saved forecast: AGCO	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/AGCO.txt
[2025-11-25T23:29:32.957799] [INFO ] [sig       ] [87/3639] Completed AGCO in 0.4s | 3.04 sym/s | Total: 28.6s | ETA: 19.5m
[2025-11-25T23:29:32.957873] [INFO ] [sig       ] [88/3639] Forecasting AGD...
[2025-11-25T23:29:32.957922] [INFO ] [sig       ] Generating forecast for: AGD
[2025-11-25T23:29:32.957970] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AGD' from 'https://tdm.silogroup.org/data/derivative_storage/AGD.csv'.
[2025-11-25T23:29:32.971834] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AGD'.
[2025-11-25T23:29:32.972525] [INFO ] [FORECASTER] Starting predict_future for AGD
[2025-11-25T23:29:32.973669] [DEBUG] [LOCAL     ] No optimal features file found for AGD: ./output/feature-sets/AGD.txt
[2025-11-25T23:29:32.973747] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:29:32.973811] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:29:32.973870] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:29:32.973964] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:29:33.041682] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:29:33.043013] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:29:33.043139] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:29:33.043193] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:29:33.160325] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:29:33.160608] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:29:33.160681] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:29:33.160760] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:29:33.165041] [DEBUG] [FORECASTER] AGD: Forecast T+1@11:T+2@11: UP (p=67.60%)
[2025-11-25T23:29:33.165475] [INFO ] [FORECASTER] Completed predict_future for AGD
[2025-11-25T23:29:33.165686] [INFO ] [sig       ] AGD: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:29:33.321770] [INFO ] [LOCAL     ] Saved forecast: AGD	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/AGD.txt
[2025-11-25T23:29:33.322059] [INFO ] [sig       ] [88/3639] Completed AGD in 0.4s | 3.04 sym/s | Total: 29.0s | ETA: 19.5m
[2025-11-25T23:29:33.322130] [INFO ] [sig       ] [89/3639] Forecasting AGEN...
[2025-11-25T23:29:33.322184] [INFO ] [sig       ] Generating forecast for: AGEN
[2025-11-25T23:29:33.322320] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AGEN' from 'https://tdm.silogroup.org/data/derivative_storage/AGEN.csv'.
[2025-11-25T23:29:33.335989] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AGEN'.
[2025-11-25T23:29:33.336700] [INFO ] [FORECASTER] Starting predict_future for AGEN
[2025-11-25T23:29:33.337821] [DEBUG] [LOCAL     ] No optimal features file found for AGEN: ./output/feature-sets/AGEN.txt
[2025-11-25T23:29:33.337899] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:29:33.337967] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:29:33.338026] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:29:33.338126] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:29:33.397968] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:29:33.399133] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:29:33.399271] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:29:33.399332] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:29:33.515044] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:29:33.515345] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:29:33.515401] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:29:33.515439] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:29:33.519574] [DEBUG] [FORECASTER] AGEN: Forecast T+1@11:T+2@11: DOWN (p=38.55%)
[2025-11-25T23:29:33.519978] [INFO ] [FORECASTER] Completed predict_future for AGEN
[2025-11-25T23:29:33.520197] [INFO ] [sig       ] AGEN: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:29:33.668520] [INFO ] [LOCAL     ] Saved forecast: AGEN	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/AGEN.txt
[2025-11-25T23:29:33.668744] [INFO ] [sig       ] [89/3639] Completed AGEN in 0.3s | 3.04 sym/s | Total: 29.3s | ETA: 19.5m
[2025-11-25T23:29:33.668822] [INFO ] [sig       ] [90/3639] Forecasting AGI...
[2025-11-25T23:29:33.668865] [INFO ] [sig       ] Generating forecast for: AGI
[2025-11-25T23:29:33.668923] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AGI' from 'https://tdm.silogroup.org/data/derivative_storage/AGI.csv'.
[2025-11-25T23:29:33.681359] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AGI'.
[2025-11-25T23:29:33.681877] [INFO ] [FORECASTER] Starting predict_future for AGI
[2025-11-25T23:29:33.682850] [DEBUG] [LOCAL     ] No optimal features file found for AGI: ./output/feature-sets/AGI.txt
[2025-11-25T23:29:33.682925] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:29:33.682976] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:29:33.683030] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:29:33.683114] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:29:33.744068] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:29:33.745241] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:29:33.745370] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:29:33.745435] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:29:33.866878] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:29:33.867197] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:29:33.867262] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:29:33.867309] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:29:33.871437] [DEBUG] [FORECASTER] AGI: Forecast T+1@11:T+2@11: UP (p=58.08%)
[2025-11-25T23:29:33.871985] [INFO ] [FORECASTER] Completed predict_future for AGI
[2025-11-25T23:29:33.872245] [INFO ] [sig       ] AGI: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:29:34.022243] [INFO ] [LOCAL     ] Saved forecast: AGI	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/AGI.txt
[2025-11-25T23:29:34.022576] [INFO ] [sig       ] [90/3639] Completed AGI in 0.4s | 3.03 sym/s | Total: 29.7s | ETA: 19.5m
[2025-11-25T23:29:34.022679] [INFO ] [sig       ] [91/3639] Forecasting AGIO...
[2025-11-25T23:29:34.022746] [INFO ] [sig       ] Generating forecast for: AGIO
[2025-11-25T23:29:34.022809] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AGIO' from 'https://tdm.silogroup.org/data/derivative_storage/AGIO.csv'.
[2025-11-25T23:29:34.035539] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AGIO'.
[2025-11-25T23:29:34.035973] [INFO ] [FORECASTER] Starting predict_future for AGIO
[2025-11-25T23:29:34.036898] [DEBUG] [LOCAL     ] No optimal features file found for AGIO: ./output/feature-sets/AGIO.txt
[2025-11-25T23:29:34.036973] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:29:34.037023] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:29:34.037066] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:29:34.037136] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:29:34.095858] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:29:34.096503] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:29:34.096605] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:29:34.096674] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:29:34.211244] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:29:34.211473] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:29:34.211521] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:29:34.211556] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:29:34.215078] [DEBUG] [FORECASTER] AGIO: Forecast T+1@11:T+2@11: UP (p=87.47%)
[2025-11-25T23:29:34.215377] [INFO ] [FORECASTER] Completed predict_future for AGIO
[2025-11-25T23:29:34.215537] [INFO ] [sig       ] AGIO: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:29:34.357426] [INFO ] [LOCAL     ] Saved forecast: AGIO	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/AGIO.txt
[2025-11-25T23:29:34.357577] [INFO ] [sig       ] [91/3639] Completed AGIO in 0.3s | 3.03 sym/s | Total: 30.0s | ETA: 19.5m
[2025-11-25T23:29:34.357634] [INFO ] [sig       ] [92/3639] Forecasting AGM...
[2025-11-25T23:29:34.357701] [INFO ] [sig       ] Generating forecast for: AGM
[2025-11-25T23:29:34.357744] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AGM' from 'https://tdm.silogroup.org/data/derivative_storage/AGM.csv'.
[2025-11-25T23:29:34.369188] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AGM'.
[2025-11-25T23:29:34.369495] [INFO ] [FORECASTER] Starting predict_future for AGM
[2025-11-25T23:29:34.370330] [DEBUG] [LOCAL     ] No optimal features file found for AGM: ./output/feature-sets/AGM.txt
[2025-11-25T23:29:34.370402] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:29:34.370451] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:29:34.370493] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:29:34.370562] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:29:34.428728] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:29:34.429367] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:29:34.429468] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:29:34.429516] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:29:34.546656] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:29:34.546771] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:29:34.546813] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:29:34.546846] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:29:34.550085] [DEBUG] [FORECASTER] AGM: Forecast T+1@11:T+2@11: DOWN (p=43.00%)
[2025-11-25T23:29:34.550369] [INFO ] [FORECASTER] Completed predict_future for AGM
[2025-11-25T23:29:34.550511] [INFO ] [sig       ] AGM: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:29:34.692162] [INFO ] [LOCAL     ] Saved forecast: AGM	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/AGM.txt
[2025-11-25T23:29:34.692311] [INFO ] [sig       ] [92/3639] Completed AGM in 0.3s | 3.03 sym/s | Total: 30.3s | ETA: 19.5m
[2025-11-25T23:29:34.692375] [INFO ] [sig       ] [93/3639] Forecasting AGMH...
[2025-11-25T23:29:34.692423] [INFO ] [sig       ] Generating forecast for: AGMH
[2025-11-25T23:29:34.692467] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AGMH' from 'https://tdm.silogroup.org/data/derivative_storage/AGMH.csv'.
[2025-11-25T23:29:34.703325] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AGMH'.
[2025-11-25T23:29:34.703672] [INFO ] [FORECASTER] Starting predict_future for AGMH
[2025-11-25T23:29:34.704499] [DEBUG] [LOCAL     ] No optimal features file found for AGMH: ./output/feature-sets/AGMH.txt
[2025-11-25T23:29:34.704570] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:29:34.704619] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:29:34.704682] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:29:34.704756] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:29:34.762584] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:29:34.763265] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:29:34.763365] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:29:34.763415] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:29:34.861183] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:29:34.861322] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:29:34.861367] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:29:34.861402] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:29:34.864731] [DEBUG] [FORECASTER] AGMH: Forecast T+1@11:T+2@11: DOWN (p=17.74%)
[2025-11-25T23:29:34.865045] [INFO ] [FORECASTER] Completed predict_future for AGMH
[2025-11-25T23:29:34.865210] [INFO ] [sig       ] AGMH: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:29:35.005633] [INFO ] [LOCAL     ] Saved forecast: AGMH	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/AGMH.txt
[2025-11-25T23:29:35.005791] [INFO ] [sig       ] [93/3639] Completed AGMH in 0.3s | 3.04 sym/s | Total: 30.6s | ETA: 19.5m
[2025-11-25T23:29:35.005847] [INFO ] [sig       ] [94/3639] Forecasting AGNC...
[2025-11-25T23:29:35.005890] [INFO ] [sig       ] Generating forecast for: AGNC
[2025-11-25T23:29:35.005931] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AGNC' from 'https://tdm.silogroup.org/data/derivative_storage/AGNC.csv'.
[2025-11-25T23:29:35.016223] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AGNC'.
[2025-11-25T23:29:35.016514] [INFO ] [FORECASTER] Starting predict_future for AGNC
[2025-11-25T23:29:35.017382] [DEBUG] [LOCAL     ] No optimal features file found for AGNC: ./output/feature-sets/AGNC.txt
[2025-11-25T23:29:35.017455] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:29:35.017502] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:29:35.017542] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:29:35.017611] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:29:35.075254] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:29:35.075985] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:29:35.076084] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:29:35.076130] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:29:35.186755] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:29:35.186896] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:29:35.186940] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:29:35.186974] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:29:35.190659] [DEBUG] [FORECASTER] AGNC: Forecast T+1@11:T+2@11: DOWN (p=33.39%)
[2025-11-25T23:29:35.190951] [INFO ] [FORECASTER] Completed predict_future for AGNC
[2025-11-25T23:29:35.191099] [INFO ] [sig       ] AGNC: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:29:35.333110] [INFO ] [LOCAL     ] Saved forecast: AGNC	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/AGNC.txt
[2025-11-25T23:29:35.333254] [INFO ] [sig       ] [94/3639] Completed AGNC in 0.3s | 3.04 sym/s | Total: 31.0s | ETA: 19.5m
[2025-11-25T23:29:35.333309] [INFO ] [sig       ] [95/3639] Forecasting AGNCL...
[2025-11-25T23:29:35.333353] [INFO ] [sig       ] Generating forecast for: AGNCL
[2025-11-25T23:29:35.333395] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AGNCL' from 'https://tdm.silogroup.org/data/derivative_storage/AGNCL.csv'.
[2025-11-25T23:29:35.344063] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AGNCL'.
[2025-11-25T23:29:35.344378] [INFO ] [FORECASTER] Starting predict_future for AGNCL
[2025-11-25T23:29:35.345220] [DEBUG] [LOCAL     ] No optimal features file found for AGNCL: ./output/feature-sets/AGNCL.txt
[2025-11-25T23:29:35.345305] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:29:35.345353] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:29:35.345394] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:29:35.345463] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:29:35.403191] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:29:35.403849] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:29:35.403947] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:29:35.403994] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:29:35.500628] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:29:35.500758] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:29:35.500802] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:29:35.500836] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:29:35.503997] [DEBUG] [FORECASTER] AGNCL: Forecast T+1@11:T+2@11: DOWN (p=22.07%)
[2025-11-25T23:29:35.504290] [INFO ] [FORECASTER] Completed predict_future for AGNCL
[2025-11-25T23:29:35.504448] [INFO ] [sig       ] AGNCL: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:29:35.645227] [INFO ] [LOCAL     ] Saved forecast: AGNCL	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/AGNCL.txt
[2025-11-25T23:29:35.645362] [INFO ] [sig       ] [95/3639] Completed AGNCL in 0.3s | 3.04 sym/s | Total: 31.3s | ETA: 19.4m
[2025-11-25T23:29:35.645416] [INFO ] [sig       ] [96/3639] Forecasting AGNCM...
[2025-11-25T23:29:35.645460] [INFO ] [sig       ] Generating forecast for: AGNCM
[2025-11-25T23:29:35.645502] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AGNCM' from 'https://tdm.silogroup.org/data/derivative_storage/AGNCM.csv'.
[2025-11-25T23:29:35.657142] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AGNCM'.
[2025-11-25T23:29:35.657492] [INFO ] [FORECASTER] Starting predict_future for AGNCM
[2025-11-25T23:29:35.658348] [DEBUG] [LOCAL     ] No optimal features file found for AGNCM: ./output/feature-sets/AGNCM.txt
[2025-11-25T23:29:35.658418] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:29:35.658466] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:29:35.658506] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:29:35.658574] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:29:35.717243] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:29:35.717941] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:29:35.718039] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:29:35.718085] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:29:35.816419] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:29:35.816526] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:29:35.816568] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:29:35.816601] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:29:35.819952] [DEBUG] [FORECASTER] AGNCM: Forecast T+1@11:T+2@11: UP (p=89.36%)
[2025-11-25T23:29:35.820238] [INFO ] [FORECASTER] Completed predict_future for AGNCM
[2025-11-25T23:29:35.820384] [INFO ] [sig       ] AGNCM: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:29:35.961343] [INFO ] [LOCAL     ] Saved forecast: AGNCM	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/AGNCM.txt
[2025-11-25T23:29:35.961490] [INFO ] [sig       ] [96/3639] Completed AGNCM in 0.3s | 3.04 sym/s | Total: 31.6s | ETA: 19.4m
[2025-11-25T23:29:35.961545] [INFO ] [sig       ] [97/3639] Forecasting AGNCN...
[2025-11-25T23:29:35.961587] [INFO ] [sig       ] Generating forecast for: AGNCN
[2025-11-25T23:29:35.961629] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AGNCN' from 'https://tdm.silogroup.org/data/derivative_storage/AGNCN.csv'.
[2025-11-25T23:29:35.972503] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AGNCN'.
[2025-11-25T23:29:35.972846] [INFO ] [FORECASTER] Starting predict_future for AGNCN
[2025-11-25T23:29:35.973683] [DEBUG] [LOCAL     ] No optimal features file found for AGNCN: ./output/feature-sets/AGNCN.txt
[2025-11-25T23:29:35.973753] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:29:35.973800] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:29:35.973840] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:29:35.973910] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:29:36.037259] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:29:36.038404] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:29:36.038521] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:29:36.038570] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:29:36.125605] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:29:36.125827] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:29:36.125876] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:29:36.125911] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:29:36.129588] [DEBUG] [FORECASTER] AGNCN: Forecast T+1@11:T+2@11: UP (p=91.83%)
[2025-11-25T23:29:36.129939] [INFO ] [FORECASTER] Completed predict_future for AGNCN
[2025-11-25T23:29:36.130100] [INFO ] [sig       ] AGNCN: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:29:36.271788] [INFO ] [LOCAL     ] Saved forecast: AGNCN	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/AGNCN.txt
[2025-11-25T23:29:36.271945] [INFO ] [sig       ] [97/3639] Completed AGNCN in 0.3s | 3.04 sym/s | Total: 31.9s | ETA: 19.4m
[2025-11-25T23:29:36.271999] [INFO ] [sig       ] [98/3639] Forecasting AGNCO...
[2025-11-25T23:29:36.272046] [INFO ] [sig       ] Generating forecast for: AGNCO
[2025-11-25T23:29:36.272089] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AGNCO' from 'https://tdm.silogroup.org/data/derivative_storage/AGNCO.csv'.
[2025-11-25T23:29:36.283945] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AGNCO'.
[2025-11-25T23:29:36.284292] [INFO ] [FORECASTER] Starting predict_future for AGNCO
[2025-11-25T23:29:36.285143] [DEBUG] [LOCAL     ] No optimal features file found for AGNCO: ./output/feature-sets/AGNCO.txt
[2025-11-25T23:29:36.285212] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:29:36.285258] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:29:36.285299] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:29:36.285367] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:29:36.343134] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:29:36.343808] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:29:36.343903] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:29:36.343949] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:29:36.436604] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:29:36.436787] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:29:36.436832] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:29:36.436866] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:29:36.440257] [DEBUG] [FORECASTER] AGNCO: Forecast T+1@11:T+2@11: UP (p=97.67%)
[2025-11-25T23:29:36.440547] [INFO ] [FORECASTER] Completed predict_future for AGNCO
[2025-11-25T23:29:36.440709] [INFO ] [sig       ] AGNCO: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:29:36.581668] [INFO ] [LOCAL     ] Saved forecast: AGNCO	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/AGNCO.txt
[2025-11-25T23:29:36.581822] [INFO ] [sig       ] [98/3639] Completed AGNCO in 0.3s | 3.04 sym/s | Total: 32.2s | ETA: 19.4m
[2025-11-25T23:29:36.581886] [INFO ] [sig       ] [99/3639] Forecasting AGO...
[2025-11-25T23:29:36.581930] [INFO ] [sig       ] Generating forecast for: AGO
[2025-11-25T23:29:36.581973] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AGO' from 'https://tdm.silogroup.org/data/derivative_storage/AGO.csv'.
[2025-11-25T23:29:36.592160] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AGO'.
[2025-11-25T23:29:36.592464] [INFO ] [FORECASTER] Starting predict_future for AGO
[2025-11-25T23:29:36.593293] [DEBUG] [LOCAL     ] No optimal features file found for AGO: ./output/feature-sets/AGO.txt
[2025-11-25T23:29:36.593363] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:29:36.593410] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:29:36.593451] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:29:36.593519] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:29:36.651872] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:29:36.652509] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:29:36.652606] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:29:36.652674] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:29:36.744180] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:29:36.744293] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:29:36.744334] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:29:36.744368] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:29:36.747698] [DEBUG] [FORECASTER] AGO: Forecast T+1@11:T+2@11: UP (p=64.74%)
[2025-11-25T23:29:36.747997] [INFO ] [FORECASTER] Completed predict_future for AGO
[2025-11-25T23:29:36.748166] [INFO ] [sig       ] AGO: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:29:36.888171] [INFO ] [LOCAL     ] Saved forecast: AGO	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/AGO.txt
[2025-11-25T23:29:36.888312] [INFO ] [sig       ] [99/3639] Completed AGO in 0.3s | 3.04 sym/s | Total: 32.5s | ETA: 19.4m
[2025-11-25T23:29:36.888367] [INFO ] [sig       ] [100/3639] Forecasting AGRO...
[2025-11-25T23:29:36.888411] [INFO ] [sig       ] Generating forecast for: AGRO
[2025-11-25T23:29:36.888454] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AGRO' from 'https://tdm.silogroup.org/data/derivative_storage/AGRO.csv'.
[2025-11-25T23:29:36.898853] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AGRO'.
[2025-11-25T23:29:36.899136] [INFO ] [FORECASTER] Starting predict_future for AGRO
[2025-11-25T23:29:36.899951] [DEBUG] [LOCAL     ] No optimal features file found for AGRO: ./output/feature-sets/AGRO.txt
[2025-11-25T23:29:36.900021] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:29:36.900067] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:29:36.900108] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:29:36.900177] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:29:36.958941] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:29:36.959577] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:29:36.959691] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:29:36.959741] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:29:37.052323] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:29:37.052435] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:29:37.052477] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:29:37.052511] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:29:37.055703] [DEBUG] [FORECASTER] AGRO: Forecast T+1@11:T+2@11: DOWN (p=10.06%)
[2025-11-25T23:29:37.056020] [INFO ] [FORECASTER] Completed predict_future for AGRO
[2025-11-25T23:29:37.056175] [INFO ] [sig       ] AGRO: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:29:37.199561] [INFO ] [LOCAL     ] Saved forecast: AGRO	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/AGRO.txt
[2025-11-25T23:29:37.199723] [INFO ] [sig       ] [100/3639] Completed AGRO in 0.3s | 3.05 sym/s | Total: 32.8s | ETA: 19.4m
[2025-11-25T23:29:37.199782] [INFO ] [sig       ] [101/3639] Forecasting AGX...
[2025-11-25T23:29:37.199826] [INFO ] [sig       ] Generating forecast for: AGX
[2025-11-25T23:29:37.199869] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AGX' from 'https://tdm.silogroup.org/data/derivative_storage/AGX.csv'.
[2025-11-25T23:29:37.211567] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AGX'.
[2025-11-25T23:29:37.211953] [INFO ] [FORECASTER] Starting predict_future for AGX
[2025-11-25T23:29:37.212900] [DEBUG] [LOCAL     ] No optimal features file found for AGX: ./output/feature-sets/AGX.txt
[2025-11-25T23:29:37.212981] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:29:37.213051] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:29:37.213115] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:29:37.213207] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:29:37.274120] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:29:37.274827] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:29:37.274929] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:29:37.274991] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:29:37.370425] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:29:37.370585] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:29:37.370631] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:29:37.370693] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:29:37.374157] [DEBUG] [FORECASTER] AGX: Forecast T+1@11:T+2@11: UP (p=87.91%)
[2025-11-25T23:29:37.374453] [INFO ] [FORECASTER] Completed predict_future for AGX
[2025-11-25T23:29:37.374601] [INFO ] [sig       ] AGX: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:29:37.519996] [INFO ] [LOCAL     ] Saved forecast: AGX	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/AGX.txt
[2025-11-25T23:29:37.520160] [INFO ] [sig       ] [101/3639] Completed AGX in 0.3s | 3.05 sym/s | Total: 33.2s | ETA: 19.4m
[2025-11-25T23:29:37.520234] [INFO ] [sig       ] [102/3639] Forecasting AGYS...
[2025-11-25T23:29:37.520290] [INFO ] [sig       ] Generating forecast for: AGYS
[2025-11-25T23:29:37.520344] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AGYS' from 'https://tdm.silogroup.org/data/derivative_storage/AGYS.csv'.
[2025-11-25T23:29:37.531534] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AGYS'.
[2025-11-25T23:29:37.531868] [INFO ] [FORECASTER] Starting predict_future for AGYS
[2025-11-25T23:29:37.532735] [DEBUG] [LOCAL     ] No optimal features file found for AGYS: ./output/feature-sets/AGYS.txt
[2025-11-25T23:29:37.532804] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:29:37.532862] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:29:37.532913] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:29:37.533012] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:29:37.591036] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:29:37.591707] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:29:37.591804] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:29:37.591864] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:29:37.684992] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:29:37.685126] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:29:37.685191] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:29:37.685227] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:29:37.688521] [DEBUG] [FORECASTER] AGYS: Forecast T+1@11:T+2@11: DOWN (p=24.78%)
[2025-11-25T23:29:37.688847] [INFO ] [FORECASTER] Completed predict_future for AGYS
[2025-11-25T23:29:37.689014] [INFO ] [sig       ] AGYS: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:29:37.831604] [INFO ] [LOCAL     ] Saved forecast: AGYS	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/AGYS.txt
[2025-11-25T23:29:37.831774] [INFO ] [sig       ] [102/3639] Completed AGYS in 0.3s | 3.05 sym/s | Total: 33.5s | ETA: 19.3m
[2025-11-25T23:29:37.831831] [INFO ] [sig       ] [103/3639] Forecasting AGZD...
[2025-11-25T23:29:37.831874] [INFO ] [sig       ] Generating forecast for: AGZD
[2025-11-25T23:29:37.831916] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AGZD' from 'https://tdm.silogroup.org/data/derivative_storage/AGZD.csv'.
[2025-11-25T23:29:37.842929] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AGZD'.
[2025-11-25T23:29:37.843240] [INFO ] [FORECASTER] Starting predict_future for AGZD
[2025-11-25T23:29:37.844090] [DEBUG] [LOCAL     ] No optimal features file found for AGZD: ./output/feature-sets/AGZD.txt
[2025-11-25T23:29:37.844161] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:29:37.844207] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:29:37.844247] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:29:37.844315] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:29:37.902550] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:29:37.903209] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:29:37.903307] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:29:37.903354] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:29:37.987773] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:29:37.987884] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:29:37.987926] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:29:37.987960] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:29:37.991132] [DEBUG] [FORECASTER] AGZD: Forecast T+1@11:T+2@11: DOWN (p=45.59%)
[2025-11-25T23:29:37.991417] [INFO ] [FORECASTER] Completed predict_future for AGZD
[2025-11-25T23:29:37.991557] [INFO ] [sig       ] AGZD: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:29:38.132312] [INFO ] [LOCAL     ] Saved forecast: AGZD	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/AGZD.txt
[2025-11-25T23:29:38.132456] [INFO ] [sig       ] [103/3639] Completed AGZD in 0.3s | 3.05 sym/s | Total: 33.8s | ETA: 19.3m
[2025-11-25T23:29:38.132511] [INFO ] [sig       ] [104/3639] Forecasting AHCO...
[2025-11-25T23:29:38.132554] [INFO ] [sig       ] Generating forecast for: AHCO
[2025-11-25T23:29:38.132595] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AHCO' from 'https://tdm.silogroup.org/data/derivative_storage/AHCO.csv'.
[2025-11-25T23:29:38.143172] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AHCO'.
[2025-11-25T23:29:38.143457] [INFO ] [FORECASTER] Starting predict_future for AHCO
[2025-11-25T23:29:38.144312] [DEBUG] [LOCAL     ] No optimal features file found for AHCO: ./output/feature-sets/AHCO.txt
[2025-11-25T23:29:38.144382] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:29:38.144439] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:29:38.144491] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:29:38.144562] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:29:38.202786] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:29:38.203456] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:29:38.203554] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:29:38.203614] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:29:38.294857] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:29:38.294967] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:29:38.295011] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:29:38.295047] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:29:38.298319] [DEBUG] [FORECASTER] AHCO: Forecast T+1@11:T+2@11: UP (p=84.42%)
[2025-11-25T23:29:38.298745] [INFO ] [FORECASTER] Completed predict_future for AHCO
[2025-11-25T23:29:38.298957] [INFO ] [sig       ] AHCO: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:29:38.440137] [INFO ] [LOCAL     ] Saved forecast: AHCO	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/AHCO.txt
[2025-11-25T23:29:38.440277] [INFO ] [sig       ] [104/3639] Completed AHCO in 0.3s | 3.05 sym/s | Total: 34.1s | ETA: 19.3m
[2025-11-25T23:29:38.440346] [INFO ] [sig       ] [105/3639] Forecasting AHH...
[2025-11-25T23:29:38.440400] [INFO ] [sig       ] Generating forecast for: AHH
[2025-11-25T23:29:38.440453] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AHH' from 'https://tdm.silogroup.org/data/derivative_storage/AHH.csv'.
[2025-11-25T23:29:38.451139] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AHH'.
[2025-11-25T23:29:38.451452] [INFO ] [FORECASTER] Starting predict_future for AHH
[2025-11-25T23:29:38.452284] [DEBUG] [LOCAL     ] No optimal features file found for AHH: ./output/feature-sets/AHH.txt
[2025-11-25T23:29:38.452355] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:29:38.452413] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:29:38.452464] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:29:38.452551] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:29:38.510924] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:29:38.511582] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:29:38.511709] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:29:38.511760] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:29:38.609362] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:29:38.609524] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:29:38.609569] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:29:38.609604] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:29:38.612992] [DEBUG] [FORECASTER] AHH: Forecast T+1@11:T+2@11: DOWN (p=24.99%)
[2025-11-25T23:29:38.613285] [INFO ] [FORECASTER] Completed predict_future for AHH
[2025-11-25T23:29:38.613427] [INFO ] [sig       ] AHH: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:29:38.754946] [INFO ] [LOCAL     ] Saved forecast: AHH	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/AHH.txt
[2025-11-25T23:29:38.755091] [INFO ] [sig       ] [105/3639] Completed AHH in 0.3s | 3.05 sym/s | Total: 34.4s | ETA: 19.3m
[2025-11-25T23:29:38.755159] [INFO ] [sig       ] [106/3639] Forecasting AI...
[2025-11-25T23:29:38.755205] [INFO ] [sig       ] Generating forecast for: AI
[2025-11-25T23:29:38.755248] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AI' from 'https://tdm.silogroup.org/data/derivative_storage/AI.csv'.
[2025-11-25T23:29:38.766276] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AI'.
[2025-11-25T23:29:38.766572] [INFO ] [FORECASTER] Starting predict_future for AI
[2025-11-25T23:29:38.767430] [DEBUG] [LOCAL     ] No optimal features file found for AI: ./output/feature-sets/AI.txt
[2025-11-25T23:29:38.767505] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:29:38.767596] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:29:38.767661] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:29:38.767751] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:29:38.826230] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:29:38.826892] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:29:38.826989] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:29:38.827046] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:29:38.921182] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:29:38.921299] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:29:38.921341] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:29:38.921375] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:29:38.924533] [DEBUG] [FORECASTER] AI: Forecast T+1@11:T+2@11: UP (p=81.51%)
[2025-11-25T23:29:38.924851] [INFO ] [FORECASTER] Completed predict_future for AI
[2025-11-25T23:29:38.925001] [INFO ] [sig       ] AI: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:29:39.066331] [INFO ] [LOCAL     ] Saved forecast: AI	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/AI.txt
[2025-11-25T23:29:39.066486] [INFO ] [sig       ] [106/3639] Completed AI in 0.3s | 3.05 sym/s | Total: 34.7s | ETA: 19.3m
[2025-11-25T23:29:39.066546] [INFO ] [sig       ] [107/3639] Forecasting AIA...
[2025-11-25T23:29:39.066585] [INFO ] [sig       ] Generating forecast for: AIA
[2025-11-25T23:29:39.066629] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AIA' from 'https://tdm.silogroup.org/data/derivative_storage/AIA.csv'.
[2025-11-25T23:29:39.077438] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AIA'.
[2025-11-25T23:29:39.077769] [INFO ] [FORECASTER] Starting predict_future for AIA
[2025-11-25T23:29:39.078605] [DEBUG] [LOCAL     ] No optimal features file found for AIA: ./output/feature-sets/AIA.txt
[2025-11-25T23:29:39.078703] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:29:39.078752] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:29:39.078804] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:29:39.078885] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:29:39.137534] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:29:39.138196] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:29:39.138296] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:29:39.138355] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:29:39.236146] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:29:39.236279] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:29:39.236322] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:29:39.236356] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:29:39.239765] [DEBUG] [FORECASTER] AIA: Forecast T+1@11:T+2@11: UP (p=98.73%)
[2025-11-25T23:29:39.240054] [INFO ] [FORECASTER] Completed predict_future for AIA
[2025-11-25T23:29:39.240194] [INFO ] [sig       ] AIA: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:29:39.387755] [INFO ] [LOCAL     ] Saved forecast: AIA	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/AIA.txt
[2025-11-25T23:29:39.387970] [INFO ] [sig       ] [107/3639] Completed AIA in 0.3s | 3.06 sym/s | Total: 35.0s | ETA: 19.3m
[2025-11-25T23:29:39.388026] [INFO ] [sig       ] [108/3639] Forecasting AIFF...
[2025-11-25T23:29:39.388076] [INFO ] [sig       ] Generating forecast for: AIFF
[2025-11-25T23:29:39.388196] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AIFF' from 'https://tdm.silogroup.org/data/derivative_storage/AIFF.csv'.
[2025-11-25T23:29:39.399369] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AIFF'.
[2025-11-25T23:29:39.399855] [INFO ] [FORECASTER] Starting predict_future for AIFF
[2025-11-25T23:29:39.400770] [DEBUG] [LOCAL     ] No optimal features file found for AIFF: ./output/feature-sets/AIFF.txt
[2025-11-25T23:29:39.400841] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:29:39.400888] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:29:39.400928] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:29:39.400997] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:29:39.461884] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:29:39.462933] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:29:39.463050] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:29:39.463104] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:29:39.564440] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:29:39.564657] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:29:39.564714] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:29:39.564750] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:29:39.568412] [DEBUG] [FORECASTER] AIFF: Forecast T+1@11:T+2@11: UP (p=90.39%)
[2025-11-25T23:29:39.568766] [INFO ] [FORECASTER] Completed predict_future for AIFF
[2025-11-25T23:29:39.568938] [INFO ] [sig       ] AIFF: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:29:39.714046] [INFO ] [LOCAL     ] Saved forecast: AIFF	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/AIFF.txt
[2025-11-25T23:29:39.714237] [INFO ] [sig       ] [108/3639] Completed AIFF in 0.3s | 3.06 sym/s | Total: 35.3s | ETA: 19.3m
[2025-11-25T23:29:39.714296] [INFO ] [sig       ] [109/3639] Forecasting AIG...
[2025-11-25T23:29:39.714342] [INFO ] [sig       ] Generating forecast for: AIG
[2025-11-25T23:29:39.714385] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AIG' from 'https://tdm.silogroup.org/data/derivative_storage/AIG.csv'.
[2025-11-25T23:29:39.725147] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AIG'.
[2025-11-25T23:29:39.725588] [INFO ] [FORECASTER] Starting predict_future for AIG
[2025-11-25T23:29:39.726450] [DEBUG] [LOCAL     ] No optimal features file found for AIG: ./output/feature-sets/AIG.txt
[2025-11-25T23:29:39.726523] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:29:39.726581] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:29:39.726632] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:29:39.726741] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:29:39.786818] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:29:39.787815] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:29:39.787994] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:29:39.788047] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:29:39.895259] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:29:39.895455] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:29:39.895501] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:29:39.895536] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:29:39.899118] [DEBUG] [FORECASTER] AIG: Forecast T+1@11:T+2@11: UP (p=72.69%)
[2025-11-25T23:29:39.899453] [INFO ] [FORECASTER] Completed predict_future for AIG
[2025-11-25T23:29:39.899604] [INFO ] [sig       ] AIG: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:29:40.056562] [INFO ] [LOCAL     ] Saved forecast: AIG	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/AIG.txt
[2025-11-25T23:29:40.056890] [INFO ] [sig       ] [109/3639] Completed AIG in 0.3s | 3.05 sym/s | Total: 35.7s | ETA: 19.3m
[2025-11-25T23:29:40.056956] [INFO ] [sig       ] [110/3639] Forecasting AIMD...
[2025-11-25T23:29:40.057035] [INFO ] [sig       ] Generating forecast for: AIMD
[2025-11-25T23:29:40.057086] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AIMD' from 'https://tdm.silogroup.org/data/derivative_storage/AIMD.csv'.
[2025-11-25T23:29:40.072948] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AIMD'.
[2025-11-25T23:29:40.073578] [INFO ] [FORECASTER] Starting predict_future for AIMD
[2025-11-25T23:29:40.074588] [DEBUG] [LOCAL     ] No optimal features file found for AIMD: ./output/feature-sets/AIMD.txt
[2025-11-25T23:29:40.074683] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:29:40.074738] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:29:40.074784] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:29:40.074866] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:29:40.133984] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:29:40.135156] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:29:40.135281] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:29:40.135331] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:29:40.246117] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:29:40.246399] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:29:40.246453] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:29:40.246490] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:29:40.250607] [DEBUG] [FORECASTER] AIMD: Forecast T+1@11:T+2@11: UP (p=95.84%)
[2025-11-25T23:29:40.251072] [INFO ] [FORECASTER] Completed predict_future for AIMD
[2025-11-25T23:29:40.251278] [INFO ] [sig       ] AIMD: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:29:40.397497] [INFO ] [LOCAL     ] Saved forecast: AIMD	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/AIMD.txt
[2025-11-25T23:29:40.397766] [INFO ] [sig       ] [110/3639] Completed AIMD in 0.3s | 3.05 sym/s | Total: 36.0s | ETA: 19.3m
[2025-11-25T23:29:40.397833] [INFO ] [sig       ] [111/3639] Forecasting AIO...
[2025-11-25T23:29:40.397882] [INFO ] [sig       ] Generating forecast for: AIO
[2025-11-25T23:29:40.397932] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AIO' from 'https://tdm.silogroup.org/data/derivative_storage/AIO.csv'.
[2025-11-25T23:29:40.411627] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AIO'.
[2025-11-25T23:29:40.412279] [INFO ] [FORECASTER] Starting predict_future for AIO
[2025-11-25T23:29:40.413248] [DEBUG] [LOCAL     ] No optimal features file found for AIO: ./output/feature-sets/AIO.txt
[2025-11-25T23:29:40.413323] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:29:40.413373] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:29:40.413417] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:29:40.413492] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:29:40.472855] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:29:40.474094] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:29:40.474223] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:29:40.474275] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:29:40.591522] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:29:40.591805] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:29:40.591877] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:29:40.591927] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:29:40.596220] [DEBUG] [FORECASTER] AIO: Forecast T+1@11:T+2@11: UP (p=96.43%)
[2025-11-25T23:29:40.596576] [INFO ] [FORECASTER] Completed predict_future for AIO
[2025-11-25T23:29:40.596780] [INFO ] [sig       ] AIO: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:29:40.742733] [INFO ] [LOCAL     ] Saved forecast: AIO	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/AIO.txt
[2025-11-25T23:29:40.742952] [INFO ] [sig       ] [111/3639] Completed AIO in 0.3s | 3.05 sym/s | Total: 36.4s | ETA: 19.3m
[2025-11-25T23:29:40.743013] [INFO ] [sig       ] [112/3639] Forecasting AIP...
[2025-11-25T23:29:40.743059] [INFO ] [sig       ] Generating forecast for: AIP
[2025-11-25T23:29:40.743103] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AIP' from 'https://tdm.silogroup.org/data/derivative_storage/AIP.csv'.
[2025-11-25T23:29:40.755587] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AIP'.
[2025-11-25T23:29:40.756010] [INFO ] [FORECASTER] Starting predict_future for AIP
[2025-11-25T23:29:40.757030] [DEBUG] [LOCAL     ] No optimal features file found for AIP: ./output/feature-sets/AIP.txt
[2025-11-25T23:29:40.757103] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:29:40.757154] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:29:40.757198] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:29:40.757273] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:29:40.818553] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:29:40.819545] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:29:40.819685] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:29:40.819739] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:29:40.945467] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:29:40.945769] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:29:40.945870] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:29:40.945918] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:29:40.950133] [DEBUG] [FORECASTER] AIP: Forecast T+1@11:T+2@11: UP (p=61.15%)
[2025-11-25T23:29:40.950505] [INFO ] [FORECASTER] Completed predict_future for AIP
[2025-11-25T23:29:40.950701] [INFO ] [sig       ] AIP: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:29:41.096696] [INFO ] [LOCAL     ] Saved forecast: AIP	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/AIP.txt
[2025-11-25T23:29:41.096952] [INFO ] [sig       ] [112/3639] Completed AIP in 0.4s | 3.05 sym/s | Total: 36.7s | ETA: 19.3m
[2025-11-25T23:29:41.097015] [INFO ] [sig       ] [113/3639] Forecasting AIPI...
[2025-11-25T23:29:41.097066] [INFO ] [sig       ] Generating forecast for: AIPI
[2025-11-25T23:29:41.097112] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AIPI' from 'https://tdm.silogroup.org/data/derivative_storage/AIPI.csv'.
[2025-11-25T23:29:41.110926] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AIPI'.
[2025-11-25T23:29:41.111500] [INFO ] [FORECASTER] Starting predict_future for AIPI
[2025-11-25T23:29:41.112493] [DEBUG] [LOCAL     ] No optimal features file found for AIPI: ./output/feature-sets/AIPI.txt
[2025-11-25T23:29:41.112566] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:29:41.112615] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:29:41.112679] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:29:41.112756] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:29:41.173543] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:29:41.174788] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:29:41.174951] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:29:41.175006] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:29:41.292094] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:29:41.292380] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:29:41.292434] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:29:41.292502] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:29:41.297189] [DEBUG] [FORECASTER] AIPI: Forecast T+1@11:T+2@11: UP (p=51.06%)
[2025-11-25T23:29:41.297759] [INFO ] [FORECASTER] Completed predict_future for AIPI
[2025-11-25T23:29:41.297957] [INFO ] [sig       ] AIPI: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:29:41.445838] [INFO ] [LOCAL     ] Saved forecast: AIPI	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/AIPI.txt
[2025-11-25T23:29:41.446082] [INFO ] [sig       ] [113/3639] Completed AIPI in 0.3s | 3.05 sym/s | Total: 37.1s | ETA: 19.3m
[2025-11-25T23:29:41.446143] [INFO ] [sig       ] [114/3639] Forecasting AIQ...
[2025-11-25T23:29:41.446190] [INFO ] [sig       ] Generating forecast for: AIQ
[2025-11-25T23:29:41.446236] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AIQ' from 'https://tdm.silogroup.org/data/derivative_storage/AIQ.csv'.
[2025-11-25T23:29:41.459619] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AIQ'.
[2025-11-25T23:29:41.460292] [INFO ] [FORECASTER] Starting predict_future for AIQ
[2025-11-25T23:29:41.461341] [DEBUG] [LOCAL     ] No optimal features file found for AIQ: ./output/feature-sets/AIQ.txt
[2025-11-25T23:29:41.461420] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:29:41.461474] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:29:41.461518] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:29:41.461593] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:29:41.524306] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:29:41.525553] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:29:41.525702] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:29:41.525755] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:29:41.662287] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:29:41.662574] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:29:41.662633] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:29:41.662733] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:29:41.667766] [DEBUG] [FORECASTER] AIQ: Forecast T+1@11:T+2@11: DOWN (p=15.29%)
[2025-11-25T23:29:41.668285] [INFO ] [FORECASTER] Completed predict_future for AIQ
[2025-11-25T23:29:41.668497] [INFO ] [sig       ] AIQ: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:29:41.819724] [INFO ] [LOCAL     ] Saved forecast: AIQ	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/AIQ.txt
[2025-11-25T23:29:41.819988] [INFO ] [sig       ] [114/3639] Completed AIQ in 0.4s | 3.04 sym/s | Total: 37.5s | ETA: 19.3m
[2025-11-25T23:29:41.820053] [INFO ] [sig       ] [115/3639] Forecasting AIRG...
[2025-11-25T23:29:41.820113] [INFO ] [sig       ] Generating forecast for: AIRG
[2025-11-25T23:29:41.820177] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AIRG' from 'https://tdm.silogroup.org/data/derivative_storage/AIRG.csv'.
[2025-11-25T23:29:41.833509] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AIRG'.
[2025-11-25T23:29:41.834074] [INFO ] [FORECASTER] Starting predict_future for AIRG
[2025-11-25T23:29:41.835091] [DEBUG] [LOCAL     ] No optimal features file found for AIRG: ./output/feature-sets/AIRG.txt
[2025-11-25T23:29:41.835166] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:29:41.835220] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:29:41.835262] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:29:41.835336] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:29:41.896713] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:29:41.897972] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:29:41.898112] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:29:41.898162] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:29:42.007354] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:29:42.007677] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:29:42.007770] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:29:42.007818] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:29:42.011989] [DEBUG] [FORECASTER] AIRG: Forecast T+1@11:T+2@11: UP (p=50.57%)
[2025-11-25T23:29:42.012371] [INFO ] [FORECASTER] Completed predict_future for AIRG
[2025-11-25T23:29:42.012555] [INFO ] [sig       ] AIRG: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:29:42.158923] [INFO ] [LOCAL     ] Saved forecast: AIRG	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/AIRG.txt
[2025-11-25T23:29:42.159158] [INFO ] [sig       ] [115/3639] Completed AIRG in 0.3s | 3.04 sym/s | Total: 37.8s | ETA: 19.3m
[2025-11-25T23:29:42.159221] [INFO ] [sig       ] [116/3639] Forecasting AIRJ...
[2025-11-25T23:29:42.159269] [INFO ] [sig       ] Generating forecast for: AIRJ
[2025-11-25T23:29:42.159314] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AIRJ' from 'https://tdm.silogroup.org/data/derivative_storage/AIRJ.csv'.
[2025-11-25T23:29:42.172537] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AIRJ'.
[2025-11-25T23:29:42.173145] [INFO ] [FORECASTER] Starting predict_future for AIRJ
[2025-11-25T23:29:42.174176] [DEBUG] [LOCAL     ] No optimal features file found for AIRJ: ./output/feature-sets/AIRJ.txt
[2025-11-25T23:29:42.174250] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:29:42.174300] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:29:42.174345] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:29:42.174418] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:29:42.234391] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:29:42.235574] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:29:42.235715] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:29:42.235769] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:29:42.353106] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:29:42.353433] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:29:42.353497] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:29:42.353543] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:29:42.357675] [DEBUG] [FORECASTER] AIRJ: Forecast T+1@11:T+2@11: DOWN (p=2.20%)
[2025-11-25T23:29:42.358046] [INFO ] [FORECASTER] Completed predict_future for AIRJ
[2025-11-25T23:29:42.358253] [INFO ] [sig       ] AIRJ: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:29:42.503704] [INFO ] [LOCAL     ] Saved forecast: AIRJ	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/AIRJ.txt
[2025-11-25T23:29:42.503981] [INFO ] [sig       ] [116/3639] Completed AIRJ in 0.3s | 3.04 sym/s | Total: 38.1s | ETA: 19.3m
[2025-11-25T23:29:42.504048] [INFO ] [sig       ] [117/3639] Forecasting AIRS...
[2025-11-25T23:29:42.504097] [INFO ] [sig       ] Generating forecast for: AIRS
[2025-11-25T23:29:42.504147] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AIRS' from 'https://tdm.silogroup.org/data/derivative_storage/AIRS.csv'.
[2025-11-25T23:29:42.516878] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AIRS'.
[2025-11-25T23:29:42.517376] [INFO ] [FORECASTER] Starting predict_future for AIRS
[2025-11-25T23:29:42.518311] [DEBUG] [LOCAL     ] No optimal features file found for AIRS: ./output/feature-sets/AIRS.txt
[2025-11-25T23:29:42.518384] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:29:42.518431] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:29:42.518471] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:29:42.518556] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:29:42.576784] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:29:42.577604] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:29:42.577730] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:29:42.577779] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:29:42.703379] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:29:42.703575] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:29:42.703630] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:29:42.703710] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:29:42.707461] [DEBUG] [FORECASTER] AIRS: Forecast T+1@11:T+2@11: DOWN (p=24.49%)
[2025-11-25T23:29:42.707815] [INFO ] [FORECASTER] Completed predict_future for AIRS
[2025-11-25T23:29:42.708114] [INFO ] [sig       ] AIRS: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:29:42.855698] [INFO ] [LOCAL     ] Saved forecast: AIRS	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/AIRS.txt
[2025-11-25T23:29:42.855917] [INFO ] [sig       ] [117/3639] Completed AIRS in 0.4s | 3.04 sym/s | Total: 38.5s | ETA: 19.3m
[2025-11-25T23:29:42.855980] [INFO ] [sig       ] [118/3639] Forecasting AISP...
[2025-11-25T23:29:42.856032] [INFO ] [sig       ] Generating forecast for: AISP
[2025-11-25T23:29:42.856078] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AISP' from 'https://tdm.silogroup.org/data/derivative_storage/AISP.csv'.
[2025-11-25T23:29:42.872541] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AISP'.
[2025-11-25T23:29:42.873371] [INFO ] [FORECASTER] Starting predict_future for AISP
[2025-11-25T23:29:42.874614] [DEBUG] [LOCAL     ] No optimal features file found for AISP: ./output/feature-sets/AISP.txt
[2025-11-25T23:29:42.874752] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:29:42.874816] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:29:42.874873] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:29:42.874977] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:29:42.947731] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:29:42.949122] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:29:42.949284] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:29:42.949337] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:29:43.077337] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:29:43.077668] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:29:43.077736] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:29:43.077814] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:29:43.082451] [DEBUG] [FORECASTER] AISP: Forecast T+1@11:T+2@11: UP (p=66.39%)
[2025-11-25T23:29:43.083219] [INFO ] [FORECASTER] Completed predict_future for AISP
[2025-11-25T23:29:43.083530] [INFO ] [sig       ] AISP: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:29:43.257990] [INFO ] [LOCAL     ] Saved forecast: AISP	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/AISP.txt
[2025-11-25T23:29:43.258207] [INFO ] [sig       ] [118/3639] Completed AISP in 0.4s | 3.03 sym/s | Total: 38.9s | ETA: 19.3m
[2025-11-25T23:29:43.258272] [INFO ] [sig       ] [119/3639] Forecasting AIZN...
[2025-11-25T23:29:43.258335] [INFO ] [sig       ] Generating forecast for: AIZN
[2025-11-25T23:29:43.258396] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AIZN' from 'https://tdm.silogroup.org/data/derivative_storage/AIZN.csv'.
[2025-11-25T23:29:43.273983] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AIZN'.
[2025-11-25T23:29:43.274635] [INFO ] [FORECASTER] Starting predict_future for AIZN
[2025-11-25T23:29:43.275824] [DEBUG] [LOCAL     ] No optimal features file found for AIZN: ./output/feature-sets/AIZN.txt
[2025-11-25T23:29:43.275924] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:29:43.275982] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:29:43.276057] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:29:43.276189] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:29:43.337740] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:29:43.338878] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:29:43.339018] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:29:43.339096] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:29:43.452229] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:29:43.452446] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:29:43.452498] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:29:43.452537] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:29:43.456757] [DEBUG] [FORECASTER] AIZN: Forecast T+1@11:T+2@11: UP (p=73.25%)
[2025-11-25T23:29:43.457134] [INFO ] [FORECASTER] Completed predict_future for AIZN
[2025-11-25T23:29:43.457310] [INFO ] [sig       ] AIZN: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:29:43.603071] [INFO ] [LOCAL     ] Saved forecast: AIZN	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/AIZN.txt
[2025-11-25T23:29:43.603281] [INFO ] [sig       ] [119/3639] Completed AIZN in 0.3s | 3.03 sym/s | Total: 39.2s | ETA: 19.3m
[2025-11-25T23:29:43.603356] [INFO ] [sig       ] [120/3639] Forecasting AJG...
[2025-11-25T23:29:43.603417] [INFO ] [sig       ] Generating forecast for: AJG
[2025-11-25T23:29:43.603508] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AJG' from 'https://tdm.silogroup.org/data/derivative_storage/AJG.csv'.
[2025-11-25T23:29:43.614929] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AJG'.
[2025-11-25T23:29:43.615407] [INFO ] [FORECASTER] Starting predict_future for AJG
[2025-11-25T23:29:43.616356] [DEBUG] [LOCAL     ] No optimal features file found for AJG: ./output/feature-sets/AJG.txt
[2025-11-25T23:29:43.616432] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:29:43.616481] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:29:43.616523] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:29:43.616621] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:29:43.679706] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:29:43.680775] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:29:43.680897] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:29:43.680949] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:29:43.775435] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:29:43.775679] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:29:43.775742] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:29:43.775781] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:29:43.779993] [DEBUG] [FORECASTER] AJG: Forecast T+1@11:T+2@11: DOWN (p=16.00%)
[2025-11-25T23:29:43.780338] [INFO ] [FORECASTER] Completed predict_future for AJG
[2025-11-25T23:29:43.780496] [INFO ] [sig       ] AJG: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:29:43.961105] [INFO ] [LOCAL     ] Saved forecast: AJG	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/AJG.txt
[2025-11-25T23:29:43.961303] [INFO ] [sig       ] [120/3639] Completed AJG in 0.4s | 3.03 sym/s | Total: 39.6s | ETA: 19.4m
[2025-11-25T23:29:43.961362] [INFO ] [sig       ] [121/3639] Forecasting AKAM...
[2025-11-25T23:29:43.961407] [INFO ] [sig       ] Generating forecast for: AKAM
[2025-11-25T23:29:43.961493] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AKAM' from 'https://tdm.silogroup.org/data/derivative_storage/AKAM.csv'.
[2025-11-25T23:29:43.972418] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AKAM'.
[2025-11-25T23:29:43.972830] [INFO ] [FORECASTER] Starting predict_future for AKAM
[2025-11-25T23:29:43.973729] [DEBUG] [LOCAL     ] No optimal features file found for AKAM: ./output/feature-sets/AKAM.txt
[2025-11-25T23:29:43.973801] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:29:43.973857] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:29:43.973909] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:29:43.973992] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:29:44.032521] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:29:44.033534] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:29:44.033681] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:29:44.033735] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:29:44.112195] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:29:44.112407] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:29:44.112674] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:29:44.112718] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:29:44.116696] [DEBUG] [FORECASTER] AKAM: Forecast T+1@11:T+2@11: UP (p=96.90%)
[2025-11-25T23:29:44.117005] [INFO ] [FORECASTER] Completed predict_future for AKAM
[2025-11-25T23:29:44.117147] [INFO ] [sig       ] AKAM: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:29:44.261306] [INFO ] [LOCAL     ] Saved forecast: AKAM	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/AKAM.txt
[2025-11-25T23:29:44.261489] [INFO ] [sig       ] [121/3639] Completed AKAM in 0.3s | 3.03 sym/s | Total: 39.9s | ETA: 19.3m
[2025-11-25T23:29:44.261578] [INFO ] [sig       ] [122/3639] Forecasting AKBA...
[2025-11-25T23:29:44.261678] [INFO ] [sig       ] Generating forecast for: AKBA
[2025-11-25T23:29:44.261744] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AKBA' from 'https://tdm.silogroup.org/data/derivative_storage/AKBA.csv'.
[2025-11-25T23:29:44.272859] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AKBA'.
[2025-11-25T23:29:44.273233] [INFO ] [FORECASTER] Starting predict_future for AKBA
[2025-11-25T23:29:44.274119] [DEBUG] [LOCAL     ] No optimal features file found for AKBA: ./output/feature-sets/AKBA.txt
[2025-11-25T23:29:44.274192] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:29:44.274253] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:29:44.274302] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:29:44.274388] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:29:44.333567] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:29:44.334569] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:29:44.334713] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:29:44.334768] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:29:44.412967] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:29:44.413111] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:29:44.413159] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:29:44.413194] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:29:44.416506] [DEBUG] [FORECASTER] AKBA: Forecast T+1@11:T+2@11: UP (p=96.10%)
[2025-11-25T23:29:44.416820] [INFO ] [FORECASTER] Completed predict_future for AKBA
[2025-11-25T23:29:44.416964] [INFO ] [sig       ] AKBA: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:29:44.560657] [INFO ] [LOCAL     ] Saved forecast: AKBA	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/AKBA.txt
[2025-11-25T23:29:44.560824] [INFO ] [sig       ] [122/3639] Completed AKBA in 0.3s | 3.04 sym/s | Total: 40.2s | ETA: 19.3m
[2025-11-25T23:29:44.560890] [INFO ] [sig       ] [123/3639] Forecasting AKRO...
[2025-11-25T23:29:44.560942] [INFO ] [sig       ] Generating forecast for: AKRO
[2025-11-25T23:29:44.560994] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AKRO' from 'https://tdm.silogroup.org/data/derivative_storage/AKRO.csv'.
[2025-11-25T23:29:44.571085] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AKRO'.
[2025-11-25T23:29:44.571385] [INFO ] [FORECASTER] Starting predict_future for AKRO
[2025-11-25T23:29:44.572236] [DEBUG] [LOCAL     ] No optimal features file found for AKRO: ./output/feature-sets/AKRO.txt
[2025-11-25T23:29:44.572307] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:29:44.572363] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:29:44.572411] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:29:44.572493] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:29:44.631523] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:29:44.632189] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:29:44.632295] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:29:44.632345] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:29:44.703859] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:29:44.704000] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:29:44.704043] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:29:44.704078] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:29:44.707389] [DEBUG] [FORECASTER] AKRO: Forecast T+1@11:T+2@11: DOWN (p=0.88%)
[2025-11-25T23:29:44.707703] [INFO ] [FORECASTER] Completed predict_future for AKRO
[2025-11-25T23:29:44.707858] [INFO ] [sig       ] AKRO: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:29:44.851992] [INFO ] [LOCAL     ] Saved forecast: AKRO	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/AKRO.txt
[2025-11-25T23:29:44.852155] [INFO ] [sig       ] [123/3639] Completed AKRO in 0.3s | 3.04 sym/s | Total: 40.5s | ETA: 19.3m
[2025-11-25T23:29:44.852211] [INFO ] [sig       ] [124/3639] Forecasting AL...
[2025-11-25T23:29:44.852261] [INFO ] [sig       ] Generating forecast for: AL
[2025-11-25T23:29:44.852320] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AL' from 'https://tdm.silogroup.org/data/derivative_storage/AL.csv'.
[2025-11-25T23:29:44.862104] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AL'.
[2025-11-25T23:29:44.862429] [INFO ] [FORECASTER] Starting predict_future for AL
[2025-11-25T23:29:44.863275] [DEBUG] [LOCAL     ] No optimal features file found for AL: ./output/feature-sets/AL.txt
[2025-11-25T23:29:44.863347] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:29:44.863431] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:29:44.863479] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:29:44.863576] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:29:44.924591] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:29:44.925310] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:29:44.925426] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:29:44.925482] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:29:45.026870] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:29:45.027070] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:29:45.027124] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:29:45.027162] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:29:45.030870] [DEBUG] [FORECASTER] AL: Forecast T+1@11:T+2@11: UP (p=84.68%)
[2025-11-25T23:29:45.031253] [INFO ] [FORECASTER] Completed predict_future for AL
[2025-11-25T23:29:45.031412] [INFO ] [sig       ] AL: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:29:45.176382] [INFO ] [LOCAL     ] Saved forecast: AL	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/AL.txt
[2025-11-25T23:29:45.176541] [INFO ] [sig       ] [124/3639] Completed AL in 0.3s | 3.04 sym/s | Total: 40.8s | ETA: 19.3m
[2025-11-25T23:29:45.176598] [INFO ] [sig       ] [125/3639] Forecasting ALAB...
[2025-11-25T23:29:45.176662] [INFO ] [sig       ] Generating forecast for: ALAB
[2025-11-25T23:29:45.176710] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALAB' from 'https://tdm.silogroup.org/data/derivative_storage/ALAB.csv'.
[2025-11-25T23:29:45.187544] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ALAB'.
[2025-11-25T23:29:45.187880] [INFO ] [FORECASTER] Starting predict_future for ALAB
[2025-11-25T23:29:45.188750] [DEBUG] [LOCAL     ] No optimal features file found for ALAB: ./output/feature-sets/ALAB.txt
[2025-11-25T23:29:45.188819] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:29:45.188877] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:29:45.188928] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:29:45.189015] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:29:45.248732] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:29:45.249406] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:29:45.249507] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:29:45.249568] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:29:45.351672] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:29:45.351859] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:29:45.351912] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:29:45.351975] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:29:45.355609] [DEBUG] [FORECASTER] ALAB: Forecast T+1@11:T+2@11: DOWN (p=45.55%)
[2025-11-25T23:29:45.355921] [INFO ] [FORECASTER] Completed predict_future for ALAB
[2025-11-25T23:29:45.356073] [INFO ] [sig       ] ALAB: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:29:45.499959] [INFO ] [LOCAL     ] Saved forecast: ALAB	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/ALAB.txt
[2025-11-25T23:29:45.500133] [INFO ] [sig       ] [125/3639] Completed ALAB in 0.3s | 3.04 sym/s | Total: 41.1s | ETA: 19.3m
[2025-11-25T23:29:45.500191] [INFO ] [sig       ] [126/3639] Forecasting ALB...
[2025-11-25T23:29:45.500309] [INFO ] [sig       ] Generating forecast for: ALB
[2025-11-25T23:29:45.500354] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALB' from 'https://tdm.silogroup.org/data/derivative_storage/ALB.csv'.
[2025-11-25T23:29:45.510919] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ALB'.
[2025-11-25T23:29:45.511266] [INFO ] [FORECASTER] Starting predict_future for ALB
[2025-11-25T23:29:45.512149] [DEBUG] [LOCAL     ] No optimal features file found for ALB: ./output/feature-sets/ALB.txt
[2025-11-25T23:29:45.512223] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:29:45.512283] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:29:45.512335] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:29:45.512424] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:29:45.574422] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:29:45.575122] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:29:45.575239] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:29:45.575292] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:29:45.669563] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:29:45.669864] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:29:45.669970] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:29:45.670065] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:29:45.673318] [DEBUG] [FORECASTER] ALB: Forecast T+1@11:T+2@11: DOWN (p=20.57%)
[2025-11-25T23:29:45.673638] [INFO ] [FORECASTER] Completed predict_future for ALB
[2025-11-25T23:29:45.673846] [INFO ] [sig       ] ALB: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:29:45.815778] [INFO ] [LOCAL     ] Saved forecast: ALB	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/ALB.txt
[2025-11-25T23:29:45.815922] [INFO ] [sig       ] [126/3639] Completed ALB in 0.3s | 3.04 sym/s | Total: 41.5s | ETA: 19.3m
[2025-11-25T23:29:45.815981] [INFO ] [sig       ] [127/3639] Forecasting ALC...
[2025-11-25T23:29:45.816027] [INFO ] [sig       ] Generating forecast for: ALC
[2025-11-25T23:29:45.816126] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALC' from 'https://tdm.silogroup.org/data/derivative_storage/ALC.csv'.
[2025-11-25T23:29:45.827165] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ALC'.
[2025-11-25T23:29:45.827545] [INFO ] [FORECASTER] Starting predict_future for ALC
[2025-11-25T23:29:45.828391] [DEBUG] [LOCAL     ] No optimal features file found for ALC: ./output/feature-sets/ALC.txt
[2025-11-25T23:29:45.828464] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:29:45.828524] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:29:45.828575] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:29:45.828685] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:29:45.887315] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:29:45.887996] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:29:45.888099] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:29:45.888170] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:29:45.982962] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:29:45.983094] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:29:45.983139] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:29:45.983174] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:29:45.986466] [DEBUG] [FORECASTER] ALC: Forecast T+1@11:T+2@11: DOWN (p=2.25%)
[2025-11-25T23:29:45.986786] [INFO ] [FORECASTER] Completed predict_future for ALC
[2025-11-25T23:29:45.986935] [INFO ] [sig       ] ALC: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:29:46.131072] [INFO ] [LOCAL     ] Saved forecast: ALC	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/ALC.txt
[2025-11-25T23:29:46.131325] [INFO ] [sig       ] [127/3639] Completed ALC in 0.3s | 3.04 sym/s | Total: 41.8s | ETA: 19.2m
[2025-11-25T23:29:46.131395] [INFO ] [sig       ] [128/3639] Forecasting ALCO...
[2025-11-25T23:29:46.131449] [INFO ] [sig       ] Generating forecast for: ALCO
[2025-11-25T23:29:46.131502] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALCO' from 'https://tdm.silogroup.org/data/derivative_storage/ALCO.csv'.
[2025-11-25T23:29:46.143625] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ALCO'.
[2025-11-25T23:29:46.144125] [INFO ] [FORECASTER] Starting predict_future for ALCO
[2025-11-25T23:29:46.145033] [DEBUG] [LOCAL     ] No optimal features file found for ALCO: ./output/feature-sets/ALCO.txt
[2025-11-25T23:29:46.145104] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:29:46.145169] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:29:46.145221] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:29:46.145310] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:29:46.205606] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:29:46.206672] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:29:46.206788] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:29:46.206839] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:29:46.307805] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:29:46.308005] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:29:46.308062] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:29:46.308099] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:29:46.311729] [DEBUG] [FORECASTER] ALCO: Forecast T+1@11:T+2@11: UP (p=83.27%)
[2025-11-25T23:29:46.312050] [INFO ] [FORECASTER] Completed predict_future for ALCO
[2025-11-25T23:29:46.312201] [INFO ] [sig       ] ALCO: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:29:46.455163] [INFO ] [LOCAL     ] Saved forecast: ALCO	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/ALCO.txt
[2025-11-25T23:29:46.455331] [INFO ] [sig       ] [128/3639] Completed ALCO in 0.3s | 3.04 sym/s | Total: 42.1s | ETA: 19.2m
[2025-11-25T23:29:46.455386] [INFO ] [sig       ] [129/3639] Forecasting ALE...
[2025-11-25T23:29:46.455431] [INFO ] [sig       ] Generating forecast for: ALE
[2025-11-25T23:29:46.455475] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALE' from 'https://tdm.silogroup.org/data/derivative_storage/ALE.csv'.
[2025-11-25T23:29:46.466077] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ALE'.
[2025-11-25T23:29:46.466397] [INFO ] [FORECASTER] Starting predict_future for ALE
[2025-11-25T23:29:46.467242] [DEBUG] [LOCAL     ] No optimal features file found for ALE: ./output/feature-sets/ALE.txt
[2025-11-25T23:29:46.467314] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:29:46.467387] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:29:46.467445] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:29:46.467541] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:29:46.526267] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:29:46.527159] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:29:46.527265] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:29:46.527327] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:29:46.649744] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:29:46.649914] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:29:46.649959] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:29:46.649993] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:29:46.653404] [DEBUG] [FORECASTER] ALE: Forecast T+1@11:T+2@11: UP (p=73.03%)
[2025-11-25T23:29:46.653720] [INFO ] [FORECASTER] Completed predict_future for ALE
[2025-11-25T23:29:46.653892] [INFO ] [sig       ] ALE: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:29:46.796156] [INFO ] [LOCAL     ] Saved forecast: ALE	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/ALE.txt
[2025-11-25T23:29:46.796313] [INFO ] [sig       ] [129/3639] Completed ALE in 0.3s | 3.04 sym/s | Total: 42.4s | ETA: 19.2m
[2025-11-25T23:29:46.796370] [INFO ] [sig       ] [130/3639] Forecasting ALEC...
[2025-11-25T23:29:46.796491] [INFO ] [sig       ] Generating forecast for: ALEC
[2025-11-25T23:29:46.796561] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALEC' from 'https://tdm.silogroup.org/data/derivative_storage/ALEC.csv'.
[2025-11-25T23:29:46.808398] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ALEC'.
[2025-11-25T23:29:46.808797] [INFO ] [FORECASTER] Starting predict_future for ALEC
[2025-11-25T23:29:46.809672] [DEBUG] [LOCAL     ] No optimal features file found for ALEC: ./output/feature-sets/ALEC.txt
[2025-11-25T23:29:46.809741] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:29:46.809802] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:29:46.809846] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:29:46.809915] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:29:46.868464] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:29:46.869176] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:29:46.869284] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:29:46.869341] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:29:46.961172] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:29:46.961327] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:29:46.961373] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:29:46.961408] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:29:46.964770] [DEBUG] [FORECASTER] ALEC: Forecast T+1@11:T+2@11: DOWN (p=14.78%)
[2025-11-25T23:29:46.965060] [INFO ] [FORECASTER] Completed predict_future for ALEC
[2025-11-25T23:29:46.965207] [INFO ] [sig       ] ALEC: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:29:47.109229] [INFO ] [LOCAL     ] Saved forecast: ALEC	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/ALEC.txt
[2025-11-25T23:29:47.109412] [INFO ] [sig       ] [130/3639] Completed ALEC in 0.3s | 3.04 sym/s | Total: 42.7s | ETA: 19.2m
[2025-11-25T23:29:47.109469] [INFO ] [sig       ] [131/3639] Forecasting ALEX...
[2025-11-25T23:29:47.109513] [INFO ] [sig       ] Generating forecast for: ALEX
[2025-11-25T23:29:47.109555] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALEX' from 'https://tdm.silogroup.org/data/derivative_storage/ALEX.csv'.
[2025-11-25T23:29:47.120352] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ALEX'.
[2025-11-25T23:29:47.120698] [INFO ] [FORECASTER] Starting predict_future for ALEX
[2025-11-25T23:29:47.121504] [DEBUG] [LOCAL     ] No optimal features file found for ALEX: ./output/feature-sets/ALEX.txt
[2025-11-25T23:29:47.121576] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:29:47.121623] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:29:47.121683] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:29:47.121759] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:29:47.179500] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:29:47.180166] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:29:47.180263] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:29:47.180309] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:29:47.267610] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:29:47.267768] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:29:47.267825] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:29:47.267859] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:29:47.271124] [DEBUG] [FORECASTER] ALEX: Forecast T+1@11:T+2@11: DOWN (p=20.85%)
[2025-11-25T23:29:47.271411] [INFO ] [FORECASTER] Completed predict_future for ALEX
[2025-11-25T23:29:47.271553] [INFO ] [sig       ] ALEX: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:29:47.458234] [INFO ] [LOCAL     ] Saved forecast: ALEX	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/ALEX.txt
[2025-11-25T23:29:47.458420] [INFO ] [sig       ] [131/3639] Completed ALEX in 0.3s | 3.04 sym/s | Total: 43.1s | ETA: 19.2m
[2025-11-25T23:29:47.458477] [INFO ] [sig       ] [132/3639] Forecasting ALG...
[2025-11-25T23:29:47.458521] [INFO ] [sig       ] Generating forecast for: ALG
[2025-11-25T23:29:47.458563] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALG' from 'https://tdm.silogroup.org/data/derivative_storage/ALG.csv'.
[2025-11-25T23:29:47.468939] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ALG'.
[2025-11-25T23:29:47.469275] [INFO ] [FORECASTER] Starting predict_future for ALG
[2025-11-25T23:29:47.470128] [DEBUG] [LOCAL     ] No optimal features file found for ALG: ./output/feature-sets/ALG.txt
[2025-11-25T23:29:47.470205] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:29:47.470262] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:29:47.470310] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:29:47.470393] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:29:47.529218] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:29:47.529882] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:29:47.529978] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:29:47.530026] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:29:47.616442] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:29:47.616603] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:29:47.616666] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:29:47.616709] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:29:47.620280] [DEBUG] [FORECASTER] ALG: Forecast T+1@11:T+2@11: DOWN (p=5.48%)
[2025-11-25T23:29:47.620586] [INFO ] [FORECASTER] Completed predict_future for ALG
[2025-11-25T23:29:47.620749] [INFO ] [sig       ] ALG: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:29:47.763420] [INFO ] [LOCAL     ] Saved forecast: ALG	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/ALG.txt
[2025-11-25T23:29:47.763575] [INFO ] [sig       ] [132/3639] Completed ALG in 0.3s | 3.04 sym/s | Total: 43.4s | ETA: 19.2m
[2025-11-25T23:29:47.763637] [INFO ] [sig       ] [133/3639] Forecasting ALGM...
[2025-11-25T23:29:47.763695] [INFO ] [sig       ] Generating forecast for: ALGM
[2025-11-25T23:29:47.763736] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALGM' from 'https://tdm.silogroup.org/data/derivative_storage/ALGM.csv'.
[2025-11-25T23:29:47.774153] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ALGM'.
[2025-11-25T23:29:47.774463] [INFO ] [FORECASTER] Starting predict_future for ALGM
[2025-11-25T23:29:47.775353] [DEBUG] [LOCAL     ] No optimal features file found for ALGM: ./output/feature-sets/ALGM.txt
[2025-11-25T23:29:47.775425] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:29:47.775473] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:29:47.775516] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:29:47.775586] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:29:47.836183] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:29:47.836902] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:29:47.837001] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:29:47.837049] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:29:47.920042] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:29:47.920206] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:29:47.920251] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:29:47.920286] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:29:47.923637] [DEBUG] [FORECASTER] ALGM: Forecast T+1@11:T+2@11: UP (p=90.66%)
[2025-11-25T23:29:47.923946] [INFO ] [FORECASTER] Completed predict_future for ALGM
[2025-11-25T23:29:47.924080] [INFO ] [sig       ] ALGM: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:29:48.068488] [INFO ] [LOCAL     ] Saved forecast: ALGM	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/ALGM.txt
[2025-11-25T23:29:48.068713] [INFO ] [sig       ] [133/3639] Completed ALGM in 0.3s | 3.04 sym/s | Total: 43.7s | ETA: 19.2m
[2025-11-25T23:29:48.068787] [INFO ] [sig       ] [134/3639] Forecasting ALGN...
[2025-11-25T23:29:48.068833] [INFO ] [sig       ] Generating forecast for: ALGN
[2025-11-25T23:29:48.068877] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALGN' from 'https://tdm.silogroup.org/data/derivative_storage/ALGN.csv'.
[2025-11-25T23:29:48.080080] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ALGN'.
[2025-11-25T23:29:48.080390] [INFO ] [FORECASTER] Starting predict_future for ALGN
[2025-11-25T23:29:48.081393] [DEBUG] [LOCAL     ] No optimal features file found for ALGN: ./output/feature-sets/ALGN.txt
[2025-11-25T23:29:48.081463] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:29:48.081509] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:29:48.081550] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:29:48.081617] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:29:48.140767] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:29:48.141783] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:29:48.141890] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:29:48.141939] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:29:48.234321] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:29:48.234487] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:29:48.234532] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:29:48.234566] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:29:48.237972] [DEBUG] [FORECASTER] ALGN: Forecast T+1@11:T+2@11: UP (p=85.52%)
[2025-11-25T23:29:48.238308] [INFO ] [FORECASTER] Completed predict_future for ALGN
[2025-11-25T23:29:48.238470] [INFO ] [sig       ] ALGN: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:29:48.381289] [INFO ] [LOCAL     ] Saved forecast: ALGN	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/ALGN.txt
[2025-11-25T23:29:48.381490] [INFO ] [sig       ] [134/3639] Completed ALGN in 0.3s | 3.04 sym/s | Total: 44.0s | ETA: 19.2m
[2025-11-25T23:29:48.381548] [INFO ] [sig       ] [135/3639] Forecasting ALGS...
[2025-11-25T23:29:48.381592] [INFO ] [sig       ] Generating forecast for: ALGS
[2025-11-25T23:29:48.381635] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALGS' from 'https://tdm.silogroup.org/data/derivative_storage/ALGS.csv'.
[2025-11-25T23:29:48.392367] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ALGS'.
[2025-11-25T23:29:48.392798] [INFO ] [FORECASTER] Starting predict_future for ALGS
[2025-11-25T23:29:48.393675] [DEBUG] [LOCAL     ] No optimal features file found for ALGS: ./output/feature-sets/ALGS.txt
[2025-11-25T23:29:48.393745] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:29:48.393792] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:29:48.393833] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:29:48.393904] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:29:48.452605] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:29:48.453509] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:29:48.453609] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:29:48.453676] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:29:48.547004] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:29:48.547168] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:29:48.547213] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:29:48.547249] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:29:48.550729] [DEBUG] [FORECASTER] ALGS: Forecast T+1@11:T+2@11: UP (p=92.10%)
[2025-11-25T23:29:48.551034] [INFO ] [FORECASTER] Completed predict_future for ALGS
[2025-11-25T23:29:48.551205] [INFO ] [sig       ] ALGS: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:29:48.695129] [INFO ] [LOCAL     ] Saved forecast: ALGS	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/ALGS.txt
[2025-11-25T23:29:48.695306] [INFO ] [sig       ] [135/3639] Completed ALGS in 0.3s | 3.05 sym/s | Total: 44.3s | ETA: 19.2m
[2025-11-25T23:29:48.695367] [INFO ] [sig       ] [136/3639] Forecasting ALHC...
[2025-11-25T23:29:48.695411] [INFO ] [sig       ] Generating forecast for: ALHC
[2025-11-25T23:29:48.695459] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALHC' from 'https://tdm.silogroup.org/data/derivative_storage/ALHC.csv'.
[2025-11-25T23:29:48.707322] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ALHC'.
[2025-11-25T23:29:48.707745] [INFO ] [FORECASTER] Starting predict_future for ALHC
[2025-11-25T23:29:48.708692] [DEBUG] [LOCAL     ] No optimal features file found for ALHC: ./output/feature-sets/ALHC.txt
[2025-11-25T23:29:48.708765] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:29:48.708824] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:29:48.708874] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:29:48.708960] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:29:48.767446] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:29:48.768142] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:29:48.768242] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:29:48.768307] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:29:48.858581] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:29:48.858751] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:29:48.858801] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:29:48.858835] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:29:48.862177] [DEBUG] [FORECASTER] ALHC: Forecast T+1@11:T+2@11: UP (p=95.23%)
[2025-11-25T23:29:48.862476] [INFO ] [FORECASTER] Completed predict_future for ALHC
[2025-11-25T23:29:48.862619] [INFO ] [sig       ] ALHC: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:29:49.002847] [INFO ] [LOCAL     ] Saved forecast: ALHC	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/ALHC.txt
[2025-11-25T23:29:49.002993] [INFO ] [sig       ] [136/3639] Completed ALHC in 0.3s | 3.05 sym/s | Total: 44.6s | ETA: 19.2m
[2025-11-25T23:29:49.003050] [INFO ] [sig       ] [137/3639] Forecasting ALK...
[2025-11-25T23:29:49.003136] [INFO ] [sig       ] Generating forecast for: ALK
[2025-11-25T23:29:49.003190] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALK' from 'https://tdm.silogroup.org/data/derivative_storage/ALK.csv'.
[2025-11-25T23:29:49.013829] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ALK'.
[2025-11-25T23:29:49.014171] [INFO ] [FORECASTER] Starting predict_future for ALK
[2025-11-25T23:29:49.015022] [DEBUG] [LOCAL     ] No optimal features file found for ALK: ./output/feature-sets/ALK.txt
[2025-11-25T23:29:49.015093] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:29:49.015140] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:29:49.015234] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:29:49.015313] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:29:49.072893] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:29:49.073554] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:29:49.073682] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:29:49.073736] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:29:49.168684] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:29:49.168828] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:29:49.168872] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:29:49.168949] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:29:49.172238] [DEBUG] [FORECASTER] ALK: Forecast T+1@11:T+2@11: UP (p=88.12%)
[2025-11-25T23:29:49.172537] [INFO ] [FORECASTER] Completed predict_future for ALK
[2025-11-25T23:29:49.172716] [INFO ] [sig       ] ALK: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:29:49.313511] [INFO ] [LOCAL     ] Saved forecast: ALK	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/ALK.txt
[2025-11-25T23:29:49.313674] [INFO ] [sig       ] [137/3639] Completed ALK in 0.3s | 3.05 sym/s | Total: 44.9s | ETA: 19.1m
[2025-11-25T23:29:49.313729] [INFO ] [sig       ] [138/3639] Forecasting ALKS...
[2025-11-25T23:29:49.313776] [INFO ] [sig       ] Generating forecast for: ALKS
[2025-11-25T23:29:49.313819] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALKS' from 'https://tdm.silogroup.org/data/derivative_storage/ALKS.csv'.
[2025-11-25T23:29:49.324326] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ALKS'.
[2025-11-25T23:29:49.324627] [INFO ] [FORECASTER] Starting predict_future for ALKS
[2025-11-25T23:29:49.325502] [DEBUG] [LOCAL     ] No optimal features file found for ALKS: ./output/feature-sets/ALKS.txt
[2025-11-25T23:29:49.325573] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:29:49.325620] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:29:49.325683] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:29:49.325794] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:29:49.384202] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:29:49.384944] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:29:49.385045] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:29:49.385093] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:29:49.482170] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:29:49.482335] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:29:49.482393] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:29:49.482438] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:29:49.485811] [DEBUG] [FORECASTER] ALKS: Forecast T+1@11:T+2@11: DOWN (p=9.28%)
[2025-11-25T23:29:49.486115] [INFO ] [FORECASTER] Completed predict_future for ALKS
[2025-11-25T23:29:49.486274] [INFO ] [sig       ] ALKS: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:29:49.627178] [INFO ] [LOCAL     ] Saved forecast: ALKS	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/ALKS.txt
[2025-11-25T23:29:49.627325] [INFO ] [sig       ] [138/3639] Completed ALKS in 0.3s | 3.05 sym/s | Total: 45.3s | ETA: 19.1m
[2025-11-25T23:29:49.627390] [INFO ] [sig       ] [139/3639] Forecasting ALL...
[2025-11-25T23:29:49.627437] [INFO ] [sig       ] Generating forecast for: ALL
[2025-11-25T23:29:49.627475] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALL' from 'https://tdm.silogroup.org/data/derivative_storage/ALL.csv'.
[2025-11-25T23:29:49.638671] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ALL'.
[2025-11-25T23:29:49.639013] [INFO ] [FORECASTER] Starting predict_future for ALL
[2025-11-25T23:29:49.639884] [DEBUG] [LOCAL     ] No optimal features file found for ALL: ./output/feature-sets/ALL.txt
[2025-11-25T23:29:49.639955] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:29:49.640002] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:29:49.640043] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:29:49.640112] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:29:49.698519] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:29:49.699317] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:29:49.699453] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:29:49.699499] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:29:49.789289] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:29:49.789461] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:29:49.789509] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:29:49.789543] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:29:49.792982] [DEBUG] [FORECASTER] ALL: Forecast T+1@11:T+2@11: DOWN (p=0.31%)
[2025-11-25T23:29:49.793288] [INFO ] [FORECASTER] Completed predict_future for ALL
[2025-11-25T23:29:49.793436] [INFO ] [sig       ] ALL: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:29:49.934208] [INFO ] [LOCAL     ] Saved forecast: ALL	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/ALL.txt
[2025-11-25T23:29:49.934372] [INFO ] [sig       ] [139/3639] Completed ALL in 0.3s | 3.05 sym/s | Total: 45.6s | ETA: 19.1m
[2025-11-25T23:29:49.934429] [INFO ] [sig       ] [140/3639] Forecasting ALLE...
[2025-11-25T23:29:49.934476] [INFO ] [sig       ] Generating forecast for: ALLE
[2025-11-25T23:29:49.934523] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALLE' from 'https://tdm.silogroup.org/data/derivative_storage/ALLE.csv'.
[2025-11-25T23:29:49.945839] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ALLE'.
[2025-11-25T23:29:49.946148] [INFO ] [FORECASTER] Starting predict_future for ALLE
[2025-11-25T23:29:49.947066] [DEBUG] [LOCAL     ] No optimal features file found for ALLE: ./output/feature-sets/ALLE.txt
[2025-11-25T23:29:49.947139] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:29:49.947187] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:29:49.947229] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:29:49.947305] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:29:50.008691] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:29:50.009699] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:29:50.009814] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:29:50.009865] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:29:50.102076] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:29:50.102273] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:29:50.102318] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:29:50.102353] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:29:50.105994] [DEBUG] [FORECASTER] ALLE: Forecast T+1@11:T+2@11: DOWN (p=8.66%)
[2025-11-25T23:29:50.106322] [INFO ] [FORECASTER] Completed predict_future for ALLE
[2025-11-25T23:29:50.106477] [INFO ] [sig       ] ALLE: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:29:50.252502] [INFO ] [LOCAL     ] Saved forecast: ALLE	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/ALLE.txt
[2025-11-25T23:29:50.252682] [INFO ] [sig       ] [140/3639] Completed ALLE in 0.3s | 3.05 sym/s | Total: 45.9s | ETA: 19.1m
[2025-11-25T23:29:50.252740] [INFO ] [sig       ] [141/3639] Forecasting ALLO...
[2025-11-25T23:29:50.252784] [INFO ] [sig       ] Generating forecast for: ALLO
[2025-11-25T23:29:50.252826] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALLO' from 'https://tdm.silogroup.org/data/derivative_storage/ALLO.csv'.
[2025-11-25T23:29:50.267572] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ALLO'.
[2025-11-25T23:29:50.268176] [INFO ] [FORECASTER] Starting predict_future for ALLO
[2025-11-25T23:29:50.269443] [DEBUG] [LOCAL     ] No optimal features file found for ALLO: ./output/feature-sets/ALLO.txt
[2025-11-25T23:29:50.269539] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:29:50.269627] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:29:50.269786] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:29:50.269918] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:29:50.335279] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:29:50.336259] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:29:50.336383] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:29:50.336435] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:29:50.432430] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:29:50.432629] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:29:50.432708] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:29:50.432784] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:29:50.436631] [DEBUG] [FORECASTER] ALLO: Forecast T+1@11:T+2@11: DOWN (p=11.96%)
[2025-11-25T23:29:50.436963] [INFO ] [FORECASTER] Completed predict_future for ALLO
[2025-11-25T23:29:50.437116] [INFO ] [sig       ] ALLO: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:29:50.586656] [INFO ] [LOCAL     ] Saved forecast: ALLO	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/ALLO.txt
[2025-11-25T23:29:50.586825] [INFO ] [sig       ] [141/3639] Completed ALLO in 0.3s | 3.05 sym/s | Total: 46.2s | ETA: 19.1m
[2025-11-25T23:29:50.586885] [INFO ] [sig       ] [142/3639] Forecasting ALLY...
[2025-11-25T23:29:50.586928] [INFO ] [sig       ] Generating forecast for: ALLY
[2025-11-25T23:29:50.586971] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALLY' from 'https://tdm.silogroup.org/data/derivative_storage/ALLY.csv'.
[2025-11-25T23:29:50.597963] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ALLY'.
[2025-11-25T23:29:50.598331] [INFO ] [FORECASTER] Starting predict_future for ALLY
[2025-11-25T23:29:50.599173] [DEBUG] [LOCAL     ] No optimal features file found for ALLY: ./output/feature-sets/ALLY.txt
[2025-11-25T23:29:50.599245] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:29:50.599293] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:29:50.599370] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:29:50.599484] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:29:50.661253] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:29:50.662061] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:29:50.662181] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:29:50.662237] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:29:50.760718] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:29:50.760903] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:29:50.760950] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:29:50.760989] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:29:50.764713] [DEBUG] [FORECASTER] ALLY: Forecast T+1@11:T+2@11: DOWN (p=4.02%)
[2025-11-25T23:29:50.765078] [INFO ] [FORECASTER] Completed predict_future for ALLY
[2025-11-25T23:29:50.765241] [INFO ] [sig       ] ALLY: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:29:50.911974] [INFO ] [LOCAL     ] Saved forecast: ALLY	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/ALLY.txt
[2025-11-25T23:29:50.912186] [INFO ] [sig       ] [142/3639] Completed ALLY in 0.3s | 3.05 sym/s | Total: 46.5s | ETA: 19.1m
[2025-11-25T23:29:50.912284] [INFO ] [sig       ] [143/3639] Forecasting ALMS...
[2025-11-25T23:29:50.912341] [INFO ] [sig       ] Generating forecast for: ALMS
[2025-11-25T23:29:50.912394] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALMS' from 'https://tdm.silogroup.org/data/derivative_storage/ALMS.csv'.
[2025-11-25T23:29:50.924743] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ALMS'.
[2025-11-25T23:29:50.925099] [INFO ] [FORECASTER] Starting predict_future for ALMS
[2025-11-25T23:29:50.926026] [DEBUG] [LOCAL     ] No optimal features file found for ALMS: ./output/feature-sets/ALMS.txt
[2025-11-25T23:29:50.926099] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:29:50.926168] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:29:50.926221] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:29:50.926294] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:29:50.991158] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:29:50.992271] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:29:50.992396] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:29:50.992466] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:29:51.096517] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:29:51.096733] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:29:51.096786] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:29:51.096822] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:29:51.100421] [DEBUG] [FORECASTER] ALMS: Forecast T+1@11:T+2@11: DOWN (p=6.33%)
[2025-11-25T23:29:51.100772] [INFO ] [FORECASTER] Completed predict_future for ALMS
[2025-11-25T23:29:51.100929] [INFO ] [sig       ] ALMS: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:29:51.247532] [INFO ] [LOCAL     ] Saved forecast: ALMS	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/ALMS.txt
[2025-11-25T23:29:51.247726] [INFO ] [sig       ] [143/3639] Completed ALMS in 0.3s | 3.05 sym/s | Total: 46.9s | ETA: 19.1m
[2025-11-25T23:29:51.247838] [INFO ] [sig       ] [144/3639] Forecasting ALNY...
[2025-11-25T23:29:51.247895] [INFO ] [sig       ] Generating forecast for: ALNY
[2025-11-25T23:29:51.247939] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALNY' from 'https://tdm.silogroup.org/data/derivative_storage/ALNY.csv'.
[2025-11-25T23:29:51.259781] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ALNY'.
[2025-11-25T23:29:51.260166] [INFO ] [FORECASTER] Starting predict_future for ALNY
[2025-11-25T23:29:51.261079] [DEBUG] [LOCAL     ] No optimal features file found for ALNY: ./output/feature-sets/ALNY.txt
[2025-11-25T23:29:51.261151] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:29:51.261200] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:29:51.261243] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:29:51.261363] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:29:51.323991] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:29:51.324922] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:29:51.325042] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:29:51.325126] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:29:51.428628] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:29:51.428822] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:29:51.428871] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:29:51.428907] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:29:51.432521] [DEBUG] [FORECASTER] ALNY: Forecast T+1@11:T+2@11: UP (p=79.80%)
[2025-11-25T23:29:51.432865] [INFO ] [FORECASTER] Completed predict_future for ALNY
[2025-11-25T23:29:51.433044] [INFO ] [sig       ] ALNY: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:29:51.589197] [INFO ] [LOCAL     ] Saved forecast: ALNY	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/ALNY.txt
[2025-11-25T23:29:51.589435] [INFO ] [sig       ] [144/3639] Completed ALNY in 0.3s | 3.05 sym/s | Total: 47.2s | ETA: 19.1m
[2025-11-25T23:29:51.589513] [INFO ] [sig       ] [145/3639] Forecasting ALRM...
[2025-11-25T23:29:51.589593] [INFO ] [sig       ] Generating forecast for: ALRM
[2025-11-25T23:29:51.589681] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALRM' from 'https://tdm.silogroup.org/data/derivative_storage/ALRM.csv'.
[2025-11-25T23:29:51.604491] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ALRM'.
[2025-11-25T23:29:51.604939] [INFO ] [FORECASTER] Starting predict_future for ALRM
[2025-11-25T23:29:51.606071] [DEBUG] [LOCAL     ] No optimal features file found for ALRM: ./output/feature-sets/ALRM.txt
[2025-11-25T23:29:51.606158] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:29:51.606226] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:29:51.606300] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:29:51.606423] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:29:51.670835] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:29:51.671906] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:29:51.672020] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:29:51.672083] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:29:51.783079] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:29:51.783296] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:29:51.783357] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:29:51.783406] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:29:51.788259] [DEBUG] [FORECASTER] ALRM: Forecast T+1@11:T+2@11: UP (p=99.13%)
[2025-11-25T23:29:51.788661] [INFO ] [FORECASTER] Completed predict_future for ALRM
[2025-11-25T23:29:51.788911] [INFO ] [sig       ] ALRM: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:29:51.942265] [INFO ] [LOCAL     ] Saved forecast: ALRM	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/ALRM.txt
[2025-11-25T23:29:51.942490] [INFO ] [sig       ] [145/3639] Completed ALRM in 0.4s | 3.05 sym/s | Total: 47.6s | ETA: 19.1m
[2025-11-25T23:29:51.942567] [INFO ] [sig       ] [146/3639] Forecasting ALRS...
[2025-11-25T23:29:51.942732] [INFO ] [sig       ] Generating forecast for: ALRS
[2025-11-25T23:29:51.942797] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALRS' from 'https://tdm.silogroup.org/data/derivative_storage/ALRS.csv'.
[2025-11-25T23:29:51.954672] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ALRS'.
[2025-11-25T23:29:51.955037] [INFO ] [FORECASTER] Starting predict_future for ALRS
[2025-11-25T23:29:51.956034] [DEBUG] [LOCAL     ] No optimal features file found for ALRS: ./output/feature-sets/ALRS.txt
[2025-11-25T23:29:51.956105] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:29:51.956152] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:29:51.956193] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:29:51.956261] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:29:52.014437] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:29:52.015093] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:29:52.015192] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:29:52.015240] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:29:52.111490] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:29:52.111625] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:29:52.111689] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:29:52.111746] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:29:52.115014] [DEBUG] [FORECASTER] ALRS: Forecast T+1@11:T+2@11: DOWN (p=26.81%)
[2025-11-25T23:29:52.115330] [INFO ] [FORECASTER] Completed predict_future for ALRS
[2025-11-25T23:29:52.115491] [INFO ] [sig       ] ALRS: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:29:52.258601] [INFO ] [LOCAL     ] Saved forecast: ALRS	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/ALRS.txt
[2025-11-25T23:29:52.258768] [INFO ] [sig       ] [146/3639] Completed ALRS in 0.3s | 3.05 sym/s | Total: 47.9s | ETA: 19.1m
[2025-11-25T23:29:52.258825] [INFO ] [sig       ] [147/3639] Forecasting ALSN...
[2025-11-25T23:29:52.258868] [INFO ] [sig       ] Generating forecast for: ALSN
[2025-11-25T23:29:52.258911] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALSN' from 'https://tdm.silogroup.org/data/derivative_storage/ALSN.csv'.
[2025-11-25T23:29:52.269805] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ALSN'.
[2025-11-25T23:29:52.270111] [INFO ] [FORECASTER] Starting predict_future for ALSN
[2025-11-25T23:29:52.270977] [DEBUG] [LOCAL     ] No optimal features file found for ALSN: ./output/feature-sets/ALSN.txt
[2025-11-25T23:29:52.271049] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:29:52.271097] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:29:52.271137] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:29:52.271209] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:29:52.330224] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:29:52.330881] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:29:52.330980] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:29:52.331028] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:29:52.427055] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:29:52.427230] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:29:52.427275] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:29:52.427309] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:29:52.430756] [DEBUG] [FORECASTER] ALSN: Forecast T+1@11:T+2@11: UP (p=61.00%)
[2025-11-25T23:29:52.431048] [INFO ] [FORECASTER] Completed predict_future for ALSN
[2025-11-25T23:29:52.431194] [INFO ] [sig       ] ALSN: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:29:52.577031] [INFO ] [LOCAL     ] Saved forecast: ALSN	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/ALSN.txt
[2025-11-25T23:29:52.577245] [INFO ] [sig       ] [147/3639] Completed ALSN in 0.3s | 3.05 sym/s | Total: 48.2s | ETA: 19.1m
[2025-11-25T23:29:52.577309] [INFO ] [sig       ] [148/3639] Forecasting ALTG...
[2025-11-25T23:29:52.577382] [INFO ] [sig       ] Generating forecast for: ALTG
[2025-11-25T23:29:52.577431] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALTG' from 'https://tdm.silogroup.org/data/derivative_storage/ALTG.csv'.
[2025-11-25T23:29:52.588605] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ALTG'.
[2025-11-25T23:29:52.589026] [INFO ] [FORECASTER] Starting predict_future for ALTG
[2025-11-25T23:29:52.589874] [DEBUG] [LOCAL     ] No optimal features file found for ALTG: ./output/feature-sets/ALTG.txt
[2025-11-25T23:29:52.589945] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:29:52.589993] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:29:52.590034] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:29:52.590104] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:29:52.649470] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:29:52.650328] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:29:52.650429] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:29:52.650478] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:29:52.751063] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:29:52.751198] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:29:52.751241] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:29:52.751297] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:29:52.754577] [DEBUG] [FORECASTER] ALTG: Forecast T+1@11:T+2@11: UP (p=98.17%)
[2025-11-25T23:29:52.755022] [INFO ] [FORECASTER] Completed predict_future for ALTG
[2025-11-25T23:29:52.755234] [INFO ] [sig       ] ALTG: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:29:52.897538] [INFO ] [LOCAL     ] Saved forecast: ALTG	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/ALTG.txt
[2025-11-25T23:29:52.897716] [INFO ] [sig       ] [148/3639] Completed ALTG in 0.3s | 3.05 sym/s | Total: 48.5s | ETA: 19.1m
[2025-11-25T23:29:52.897783] [INFO ] [sig       ] [149/3639] Forecasting ALTI...
[2025-11-25T23:29:52.897828] [INFO ] [sig       ] Generating forecast for: ALTI
[2025-11-25T23:29:52.897871] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALTI' from 'https://tdm.silogroup.org/data/derivative_storage/ALTI.csv'.
[2025-11-25T23:29:52.908559] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ALTI'.
[2025-11-25T23:29:52.908894] [INFO ] [FORECASTER] Starting predict_future for ALTI
[2025-11-25T23:29:52.909726] [DEBUG] [LOCAL     ] No optimal features file found for ALTI: ./output/feature-sets/ALTI.txt
[2025-11-25T23:29:52.909796] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:29:52.909843] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:29:52.909885] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:29:52.909955] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:29:52.970157] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:29:52.970896] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:29:52.970995] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:29:52.971043] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:29:53.064357] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:29:53.064495] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:29:53.064538] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:29:53.064572] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:29:53.067904] [DEBUG] [FORECASTER] ALTI: Forecast T+1@11:T+2@11: UP (p=88.27%)
[2025-11-25T23:29:53.068191] [INFO ] [FORECASTER] Completed predict_future for ALTI
[2025-11-25T23:29:53.068335] [INFO ] [sig       ] ALTI: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:29:53.210670] [INFO ] [LOCAL     ] Saved forecast: ALTI	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/ALTI.txt
[2025-11-25T23:29:53.210814] [INFO ] [sig       ] [149/3639] Completed ALTI in 0.3s | 3.05 sym/s | Total: 48.8s | ETA: 19.1m
[2025-11-25T23:29:53.210870] [INFO ] [sig       ] [150/3639] Forecasting ALTS...
[2025-11-25T23:29:53.210913] [INFO ] [sig       ] Generating forecast for: ALTS
[2025-11-25T23:29:53.210955] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALTS' from 'https://tdm.silogroup.org/data/derivative_storage/ALTS.csv'.
[2025-11-25T23:29:53.221314] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ALTS'.
[2025-11-25T23:29:53.221600] [INFO ] [FORECASTER] Starting predict_future for ALTS
[2025-11-25T23:29:53.222426] [DEBUG] [LOCAL     ] No optimal features file found for ALTS: ./output/feature-sets/ALTS.txt
[2025-11-25T23:29:53.222495] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:29:53.222541] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:29:53.222582] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:29:53.222670] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:29:53.283243] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:29:53.283941] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:29:53.284039] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:29:53.284103] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:29:53.377005] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:29:53.377159] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:29:53.377204] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:29:53.377239] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:29:53.380712] [DEBUG] [FORECASTER] ALTS: Forecast T+1@11:T+2@11: DOWN (p=23.63%)
[2025-11-25T23:29:53.381002] [INFO ] [FORECASTER] Completed predict_future for ALTS
[2025-11-25T23:29:53.381142] [INFO ] [sig       ] ALTS: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:29:53.524954] [INFO ] [LOCAL     ] Saved forecast: ALTS	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/ALTS.txt
[2025-11-25T23:29:53.525103] [INFO ] [sig       ] [150/3639] Completed ALTS in 0.3s | 3.05 sym/s | Total: 49.2s | ETA: 19.1m
[2025-11-25T23:29:53.525160] [INFO ] [sig       ] [151/3639] Forecasting ALTY...
[2025-11-25T23:29:53.525204] [INFO ] [sig       ] Generating forecast for: ALTY
[2025-11-25T23:29:53.525253] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALTY' from 'https://tdm.silogroup.org/data/derivative_storage/ALTY.csv'.
[2025-11-25T23:29:53.535808] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ALTY'.
[2025-11-25T23:29:53.536116] [INFO ] [FORECASTER] Starting predict_future for ALTY
[2025-11-25T23:29:53.536971] [DEBUG] [LOCAL     ] No optimal features file found for ALTY: ./output/feature-sets/ALTY.txt
[2025-11-25T23:29:53.537041] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:29:53.537090] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:29:53.537131] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:29:53.537205] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:29:53.596506] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:29:53.597222] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:29:53.597318] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:29:53.597380] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:29:53.688432] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:29:53.688572] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:29:53.688615] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:29:53.688668] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:29:53.691934] [DEBUG] [FORECASTER] ALTY: Forecast T+1@11:T+2@11: UP (p=53.13%)
[2025-11-25T23:29:53.692230] [INFO ] [FORECASTER] Completed predict_future for ALTY
[2025-11-25T23:29:53.692370] [INFO ] [sig       ] ALTY: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:29:53.835209] [INFO ] [LOCAL     ] Saved forecast: ALTY	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/ALTY.txt
[2025-11-25T23:29:53.835350] [INFO ] [sig       ] [151/3639] Completed ALTY in 0.3s | 3.05 sym/s | Total: 49.5s | ETA: 19.0m
[2025-11-25T23:29:53.835404] [INFO ] [sig       ] [152/3639] Forecasting ALVO...
[2025-11-25T23:29:53.835449] [INFO ] [sig       ] Generating forecast for: ALVO
[2025-11-25T23:29:53.835490] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALVO' from 'https://tdm.silogroup.org/data/derivative_storage/ALVO.csv'.
[2025-11-25T23:29:53.846041] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ALVO'.
[2025-11-25T23:29:53.846329] [INFO ] [FORECASTER] Starting predict_future for ALVO
[2025-11-25T23:29:53.847156] [DEBUG] [LOCAL     ] No optimal features file found for ALVO: ./output/feature-sets/ALVO.txt
[2025-11-25T23:29:53.847226] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:29:53.847273] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:29:53.847316] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:29:53.847447] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:29:53.906446] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:29:53.907098] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:29:53.907194] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:29:53.907241] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:29:54.006186] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:29:54.006331] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:29:54.006376] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:29:54.006414] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:29:54.009759] [DEBUG] [FORECASTER] ALVO: Forecast T+1@11:T+2@11: DOWN (p=9.14%)
[2025-11-25T23:29:54.010049] [INFO ] [FORECASTER] Completed predict_future for ALVO
[2025-11-25T23:29:54.010192] [INFO ] [sig       ] ALVO: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:29:54.156821] [INFO ] [LOCAL     ] Saved forecast: ALVO	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/ALVO.txt
[2025-11-25T23:29:54.156988] [INFO ] [sig       ] [152/3639] Completed ALVO in 0.3s | 3.05 sym/s | Total: 49.8s | ETA: 19.0m
[2025-11-25T23:29:54.157043] [INFO ] [sig       ] [153/3639] Forecasting ALX...
[2025-11-25T23:29:54.157087] [INFO ] [sig       ] Generating forecast for: ALX
[2025-11-25T23:29:54.157132] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALX' from 'https://tdm.silogroup.org/data/derivative_storage/ALX.csv'.
[2025-11-25T23:29:54.168335] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ALX'.
[2025-11-25T23:29:54.168715] [INFO ] [FORECASTER] Starting predict_future for ALX
[2025-11-25T23:29:54.169663] [DEBUG] [LOCAL     ] No optimal features file found for ALX: ./output/feature-sets/ALX.txt
[2025-11-25T23:29:54.169734] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:29:54.169782] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:29:54.169823] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:29:54.169898] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:29:54.230105] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:29:54.230759] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:29:54.230857] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:29:54.230904] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:29:54.324441] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:29:54.324575] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-11-25T23:29:54.324621] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:29:54.324675] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:29:54.328023] [DEBUG] [FORECASTER] ALX: Forecast T+1@11:T+2@11: UP (p=90.71%)
[2025-11-25T23:29:54.328324] [INFO ] [FORECASTER] Completed predict_future for ALX
[2025-11-25T23:29:54.328479] [INFO ] [sig       ] ALX: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:29:54.469913] [INFO ] [LOCAL     ] Saved forecast: ALX	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/ALX.txt
[2025-11-25T23:29:54.470061] [INFO ] [sig       ] [153/3639] Completed ALX in 0.3s | 3.05 sym/s | Total: 50.1s | ETA: 19.0m
[2025-11-25T23:29:54.470116] [INFO ] [sig       ] [154/3639] Forecasting ALXO...
[2025-11-25T23:29:54.470161] [INFO ] [sig       ] Generating forecast for: ALXO
[2025-11-25T23:29:54.470202] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALXO' from 'https://tdm.silogroup.org/data/derivative_storage/ALXO.csv'.
[2025-11-25T23:29:54.480870] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ALXO'.
[2025-11-25T23:29:54.481183] [INFO ] [FORECASTER] Starting predict_future for ALXO
[2025-11-25T23:29:54.482033] [DEBUG] [LOCAL     ] No optimal features file found for ALXO: ./output/feature-sets/ALXO.txt
[2025-11-25T23:29:54.482118] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:29:54.482168] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:29:54.482210] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:29:54.482281] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:29:54.541974] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:29:54.542663] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:29:54.542760] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:29:54.542811] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:29:54.633363] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:29:54.633505] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:29:54.633548] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:29:54.633582] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:29:54.636870] [DEBUG] [FORECASTER] ALXO: Forecast T+1@11:T+2@11: DOWN (p=44.01%)
[2025-11-25T23:29:54.637157] [INFO ] [FORECASTER] Completed predict_future for ALXO
[2025-11-25T23:29:54.637306] [INFO ] [sig       ] ALXO: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:29:54.781811] [INFO ] [LOCAL     ] Saved forecast: ALXO	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/ALXO.txt
[2025-11-25T23:29:54.782003] [INFO ] [sig       ] [154/3639] Completed ALXO in 0.3s | 3.05 sym/s | Total: 50.4s | ETA: 19.0m
[2025-11-25T23:29:54.782062] [INFO ] [sig       ] [155/3639] Forecasting ALZN...
[2025-11-25T23:29:54.782107] [INFO ] [sig       ] Generating forecast for: ALZN
[2025-11-25T23:29:54.782148] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALZN' from 'https://tdm.silogroup.org/data/derivative_storage/ALZN.csv'.
[2025-11-25T23:29:54.792927] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ALZN'.
[2025-11-25T23:29:54.793258] [INFO ] [FORECASTER] Starting predict_future for ALZN
[2025-11-25T23:29:54.794134] [DEBUG] [LOCAL     ] No optimal features file found for ALZN: ./output/feature-sets/ALZN.txt
[2025-11-25T23:29:54.794203] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:29:54.794251] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:29:54.794292] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:29:54.794361] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:29:54.853661] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:29:54.854296] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:29:54.854395] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:29:54.854442] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:29:54.975946] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:29:54.976087] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:29:54.976130] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:29:54.976163] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:29:54.980411] [DEBUG] [FORECASTER] ALZN: Forecast T+1@11:T+2@11: UP (p=71.61%)
[2025-11-25T23:29:54.980838] [INFO ] [FORECASTER] Completed predict_future for ALZN
[2025-11-25T23:29:54.981062] [INFO ] [sig       ] ALZN: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:29:55.123143] [INFO ] [LOCAL     ] Saved forecast: ALZN	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/ALZN.txt
[2025-11-25T23:29:55.123295] [INFO ] [sig       ] [155/3639] Completed ALZN in 0.3s | 3.05 sym/s | Total: 50.8s | ETA: 19.0m
[2025-11-25T23:29:55.123354] [INFO ] [sig       ] [156/3639] Forecasting AM...
[2025-11-25T23:29:55.123399] [INFO ] [sig       ] Generating forecast for: AM
[2025-11-25T23:29:55.123442] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AM' from 'https://tdm.silogroup.org/data/derivative_storage/AM.csv'.
[2025-11-25T23:29:55.134147] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AM'.
[2025-11-25T23:29:55.134428] [INFO ] [FORECASTER] Starting predict_future for AM
[2025-11-25T23:29:55.135282] [DEBUG] [LOCAL     ] No optimal features file found for AM: ./output/feature-sets/AM.txt
[2025-11-25T23:29:55.135353] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:29:55.135401] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:29:55.135443] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:29:55.135516] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:29:55.196440] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:29:55.197138] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:29:55.197240] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:29:55.197289] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:29:55.311728] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:29:55.311869] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:29:55.311914] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:29:55.311948] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:29:55.315246] [DEBUG] [FORECASTER] AM: Forecast T+1@11:T+2@11: UP (p=86.36%)
[2025-11-25T23:29:55.315539] [INFO ] [FORECASTER] Completed predict_future for AM
[2025-11-25T23:29:55.315712] [INFO ] [sig       ] AM: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:29:55.457455] [INFO ] [LOCAL     ] Saved forecast: AM	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/AM.txt
[2025-11-25T23:29:55.457617] [INFO ] [sig       ] [156/3639] Completed AM in 0.3s | 3.05 sym/s | Total: 51.1s | ETA: 19.0m
[2025-11-25T23:29:55.457713] [INFO ] [sig       ] [157/3639] Forecasting AMAL...
[2025-11-25T23:29:55.457760] [INFO ] [sig       ] Generating forecast for: AMAL
[2025-11-25T23:29:55.457802] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMAL' from 'https://tdm.silogroup.org/data/derivative_storage/AMAL.csv'.
[2025-11-25T23:29:55.471399] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AMAL'.
[2025-11-25T23:29:55.472116] [INFO ] [FORECASTER] Starting predict_future for AMAL
[2025-11-25T23:29:55.473257] [DEBUG] [LOCAL     ] No optimal features file found for AMAL: ./output/feature-sets/AMAL.txt
[2025-11-25T23:29:55.473345] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:29:55.473417] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:29:55.473473] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:29:55.473584] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:29:55.534382] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:29:55.535758] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:29:55.535898] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:29:55.535954] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:29:55.653284] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:29:55.653544] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:29:55.653602] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:29:55.653659] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:29:55.657613] [DEBUG] [FORECASTER] AMAL: Forecast T+1@11:T+2@11: UP (p=93.77%)
[2025-11-25T23:29:55.657954] [INFO ] [FORECASTER] Completed predict_future for AMAL
[2025-11-25T23:29:55.658136] [INFO ] [sig       ] AMAL: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:29:55.800897] [INFO ] [LOCAL     ] Saved forecast: AMAL	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/AMAL.txt
[2025-11-25T23:29:55.801160] [INFO ] [sig       ] [157/3639] Completed AMAL in 0.3s | 3.05 sym/s | Total: 51.4s | ETA: 19.0m
[2025-11-25T23:29:55.801226] [INFO ] [sig       ] [158/3639] Forecasting AMBA...
[2025-11-25T23:29:55.801280] [INFO ] [sig       ] Generating forecast for: AMBA
[2025-11-25T23:29:55.801355] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMBA' from 'https://tdm.silogroup.org/data/derivative_storage/AMBA.csv'.
[2025-11-25T23:29:55.813716] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AMBA'.
[2025-11-25T23:29:55.814220] [INFO ] [FORECASTER] Starting predict_future for AMBA
[2025-11-25T23:29:55.815122] [DEBUG] [LOCAL     ] No optimal features file found for AMBA: ./output/feature-sets/AMBA.txt
[2025-11-25T23:29:55.815193] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:29:55.815241] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:29:55.815282] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:29:55.815354] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:29:55.875792] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:29:55.876867] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:29:55.876978] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:29:55.877030] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:29:55.973693] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:29:55.973901] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:29:55.973950] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:29:55.973986] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:29:55.977613] [DEBUG] [FORECASTER] AMBA: Forecast T+1@11:T+2@11: DOWN (p=9.87%)
[2025-11-25T23:29:55.977975] [INFO ] [FORECASTER] Completed predict_future for AMBA
[2025-11-25T23:29:55.978139] [INFO ] [sig       ] AMBA: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:29:56.118494] [INFO ] [LOCAL     ] Saved forecast: AMBA	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/AMBA.txt
[2025-11-25T23:29:56.118672] [INFO ] [sig       ] [158/3639] Completed AMBA in 0.3s | 3.05 sym/s | Total: 51.8s | ETA: 19.0m
[2025-11-25T23:29:56.118731] [INFO ] [sig       ] [159/3639] Forecasting AMBP...
[2025-11-25T23:29:56.118774] [INFO ] [sig       ] Generating forecast for: AMBP
[2025-11-25T23:29:56.118817] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMBP' from 'https://tdm.silogroup.org/data/derivative_storage/AMBP.csv'.
[2025-11-25T23:29:56.129616] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AMBP'.
[2025-11-25T23:29:56.129968] [INFO ] [FORECASTER] Starting predict_future for AMBP
[2025-11-25T23:29:56.130810] [DEBUG] [LOCAL     ] No optimal features file found for AMBP: ./output/feature-sets/AMBP.txt
[2025-11-25T23:29:56.130881] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:29:56.130928] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:29:56.130969] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:29:56.131038] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:29:56.188611] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:29:56.189310] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:29:56.189410] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:29:56.189458] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:29:56.283756] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:29:56.283901] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:29:56.283944] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:29:56.283978] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:29:56.287265] [DEBUG] [FORECASTER] AMBP: Forecast T+1@11:T+2@11: DOWN (p=12.60%)
[2025-11-25T23:29:56.287599] [INFO ] [FORECASTER] Completed predict_future for AMBP
[2025-11-25T23:29:56.287772] [INFO ] [sig       ] AMBP: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:29:56.428258] [INFO ] [LOCAL     ] Saved forecast: AMBP	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/AMBP.txt
[2025-11-25T23:29:56.428435] [INFO ] [sig       ] [159/3639] Completed AMBP in 0.3s | 3.05 sym/s | Total: 52.1s | ETA: 19.0m
[2025-11-25T23:29:56.428498] [INFO ] [sig       ] [160/3639] Forecasting AMC...
[2025-11-25T23:29:56.428543] [INFO ] [sig       ] Generating forecast for: AMC
[2025-11-25T23:29:56.428587] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMC' from 'https://tdm.silogroup.org/data/derivative_storage/AMC.csv'.
[2025-11-25T23:29:56.439615] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AMC'.
[2025-11-25T23:29:56.440009] [INFO ] [FORECASTER] Starting predict_future for AMC
[2025-11-25T23:29:56.440863] [DEBUG] [LOCAL     ] No optimal features file found for AMC: ./output/feature-sets/AMC.txt
[2025-11-25T23:29:56.440933] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:29:56.440992] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:29:56.441044] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:29:56.441133] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:29:56.499593] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:29:56.500756] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:29:56.500876] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:29:56.500926] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:29:56.596740] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:29:56.596913] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:29:56.596971] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:29:56.597015] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:29:56.600426] [DEBUG] [FORECASTER] AMC: Forecast T+1@11:T+2@11: DOWN (p=12.69%)
[2025-11-25T23:29:56.600791] [INFO ] [FORECASTER] Completed predict_future for AMC
[2025-11-25T23:29:56.600968] [INFO ] [sig       ] AMC: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:29:56.741571] [INFO ] [LOCAL     ] Saved forecast: AMC	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/AMC.txt
[2025-11-25T23:29:56.741762] [INFO ] [sig       ] [160/3639] Completed AMC in 0.3s | 3.05 sym/s | Total: 52.4s | ETA: 19.0m
[2025-11-25T23:29:56.741843] [INFO ] [sig       ] [161/3639] Forecasting AMCX...
[2025-11-25T23:29:56.741896] [INFO ] [sig       ] Generating forecast for: AMCX
[2025-11-25T23:29:56.741941] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMCX' from 'https://tdm.silogroup.org/data/derivative_storage/AMCX.csv'.
[2025-11-25T23:29:56.752626] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AMCX'.
[2025-11-25T23:29:56.753025] [INFO ] [FORECASTER] Starting predict_future for AMCX
[2025-11-25T23:29:56.753942] [DEBUG] [LOCAL     ] No optimal features file found for AMCX: ./output/feature-sets/AMCX.txt
[2025-11-25T23:29:56.754013] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:29:56.754072] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:29:56.754124] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:29:56.754213] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:29:56.811533] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:29:56.812313] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:29:56.812425] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:29:56.812474] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:29:56.912407] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:29:56.912617] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:29:56.912688] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:29:56.912752] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:29:56.916341] [DEBUG] [FORECASTER] AMCX: Forecast T+1@11:T+2@11: UP (p=98.86%)
[2025-11-25T23:29:56.916676] [INFO ] [FORECASTER] Completed predict_future for AMCX
[2025-11-25T23:29:56.916871] [INFO ] [sig       ] AMCX: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:29:57.057176] [INFO ] [LOCAL     ] Saved forecast: AMCX	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/AMCX.txt
[2025-11-25T23:29:57.057344] [INFO ] [sig       ] [161/3639] Completed AMCX in 0.3s | 3.06 sym/s | Total: 52.7s | ETA: 19.0m
[2025-11-25T23:29:57.057435] [INFO ] [sig       ] [162/3639] Forecasting AMD...
[2025-11-25T23:29:57.057490] [INFO ] [sig       ] Generating forecast for: AMD
[2025-11-25T23:29:57.057546] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMD' from 'https://tdm.silogroup.org/data/derivative_storage/AMD.csv'.
[2025-11-25T23:29:57.068820] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AMD'.
[2025-11-25T23:29:57.069186] [INFO ] [FORECASTER] Starting predict_future for AMD
[2025-11-25T23:29:57.070115] [DEBUG] [LOCAL     ] No optimal features file found for AMD: ./output/feature-sets/AMD.txt
[2025-11-25T23:29:57.070186] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:29:57.070245] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:29:57.070297] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:29:57.070387] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:29:57.128214] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:29:57.129004] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:29:57.129105] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:29:57.129153] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:29:57.222437] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:29:57.222606] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:29:57.222672] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:29:57.222734] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:29:57.226197] [DEBUG] [FORECASTER] AMD: Forecast T+1@11:T+2@11: UP (p=72.33%)
[2025-11-25T23:29:57.226493] [INFO ] [FORECASTER] Completed predict_future for AMD
[2025-11-25T23:29:57.226657] [INFO ] [sig       ] AMD: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:29:57.366956] [INFO ] [LOCAL     ] Saved forecast: AMD	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/AMD.txt
[2025-11-25T23:29:57.367120] [INFO ] [sig       ] [162/3639] Completed AMD in 0.3s | 3.06 sym/s | Total: 53.0s | ETA: 19.0m
[2025-11-25T23:29:57.367201] [INFO ] [sig       ] [163/3639] Forecasting AMDL...
[2025-11-25T23:29:57.367246] [INFO ] [sig       ] Generating forecast for: AMDL
[2025-11-25T23:29:57.367353] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMDL' from 'https://tdm.silogroup.org/data/derivative_storage/AMDL.csv'.
[2025-11-25T23:29:57.378364] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AMDL'.
[2025-11-25T23:29:57.378718] [INFO ] [FORECASTER] Starting predict_future for AMDL
[2025-11-25T23:29:57.379551] [DEBUG] [LOCAL     ] No optimal features file found for AMDL: ./output/feature-sets/AMDL.txt
[2025-11-25T23:29:57.379620] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:29:57.379685] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:29:57.379728] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:29:57.379798] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:29:57.437200] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:29:57.437961] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:29:57.438065] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:29:57.438112] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:29:57.539459] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:29:57.539622] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:29:57.539687] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:29:57.539729] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:29:57.543079] [DEBUG] [FORECASTER] AMDL: Forecast T+1@11:T+2@11: UP (p=64.37%)
[2025-11-25T23:29:57.543373] [INFO ] [FORECASTER] Completed predict_future for AMDL
[2025-11-25T23:29:57.543523] [INFO ] [sig       ] AMDL: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:29:57.686861] [INFO ] [LOCAL     ] Saved forecast: AMDL	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/AMDL.txt
[2025-11-25T23:29:57.687040] [INFO ] [sig       ] [163/3639] Completed AMDL in 0.3s | 3.06 sym/s | Total: 53.3s | ETA: 19.0m
[2025-11-25T23:29:57.687099] [INFO ] [sig       ] [164/3639] Forecasting AME...
[2025-11-25T23:29:57.687143] [INFO ] [sig       ] Generating forecast for: AME
[2025-11-25T23:29:57.687184] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AME' from 'https://tdm.silogroup.org/data/derivative_storage/AME.csv'.
[2025-11-25T23:29:57.698476] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AME'.
[2025-11-25T23:29:57.698845] [INFO ] [FORECASTER] Starting predict_future for AME
[2025-11-25T23:29:57.699708] [DEBUG] [LOCAL     ] No optimal features file found for AME: ./output/feature-sets/AME.txt
[2025-11-25T23:29:57.699777] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:29:57.699834] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:29:57.699884] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:29:57.699956] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:29:57.759874] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:29:57.760699] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:29:57.760817] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:29:57.760869] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:29:57.855526] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:29:57.855735] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:29:57.855791] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:29:57.855827] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:29:57.859990] [DEBUG] [FORECASTER] AME: Forecast T+1@11:T+2@11: UP (p=96.15%)
[2025-11-25T23:29:57.860296] [INFO ] [FORECASTER] Completed predict_future for AME
[2025-11-25T23:29:57.860470] [INFO ] [sig       ] AME: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:29:58.017345] [INFO ] [LOCAL     ] Saved forecast: AME	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/AME.txt
[2025-11-25T23:29:58.017552] [INFO ] [sig       ] [164/3639] Completed AME in 0.3s | 3.06 sym/s | Total: 53.7s | ETA: 18.9m
[2025-11-25T23:29:58.017634] [INFO ] [sig       ] [165/3639] Forecasting AMG...
[2025-11-25T23:29:58.017699] [INFO ] [sig       ] Generating forecast for: AMG
[2025-11-25T23:29:58.017809] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMG' from 'https://tdm.silogroup.org/data/derivative_storage/AMG.csv'.
[2025-11-25T23:29:58.028932] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AMG'.
[2025-11-25T23:29:58.029298] [INFO ] [FORECASTER] Starting predict_future for AMG
[2025-11-25T23:29:58.030207] [DEBUG] [LOCAL     ] No optimal features file found for AMG: ./output/feature-sets/AMG.txt
[2025-11-25T23:29:58.030280] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:29:58.030343] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:29:58.030408] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:29:58.030489] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:29:58.089811] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:29:58.090542] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:29:58.090674] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:29:58.090728] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:29:58.180706] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:29:58.180893] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:29:58.180939] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:29:58.180974] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:29:58.184584] [DEBUG] [FORECASTER] AMG: Forecast T+1@11:T+2@11: UP (p=96.34%)
[2025-11-25T23:29:58.184912] [INFO ] [FORECASTER] Completed predict_future for AMG
[2025-11-25T23:29:58.185072] [INFO ] [sig       ] AMG: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:29:58.330087] [INFO ] [LOCAL     ] Saved forecast: AMG	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/AMG.txt
[2025-11-25T23:29:58.330310] [INFO ] [sig       ] [165/3639] Completed AMG in 0.3s | 3.06 sym/s | Total: 54.0s | ETA: 18.9m
[2025-11-25T23:29:58.330372] [INFO ] [sig       ] [166/3639] Forecasting AMGN...
[2025-11-25T23:29:58.330416] [INFO ] [sig       ] Generating forecast for: AMGN
[2025-11-25T23:29:58.330527] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMGN' from 'https://tdm.silogroup.org/data/derivative_storage/AMGN.csv'.
[2025-11-25T23:29:58.341476] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AMGN'.
[2025-11-25T23:29:58.341895] [INFO ] [FORECASTER] Starting predict_future for AMGN
[2025-11-25T23:29:58.342824] [DEBUG] [LOCAL     ] No optimal features file found for AMGN: ./output/feature-sets/AMGN.txt
[2025-11-25T23:29:58.342893] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:29:58.342950] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:29:58.342999] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:29:58.343088] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:29:58.403088] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:29:58.404061] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:29:58.404171] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:29:58.404235] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:29:58.505270] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:29:58.505494] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:29:58.505542] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:29:58.505578] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:29:58.509395] [DEBUG] [FORECASTER] AMGN: Forecast T+1@11:T+2@11: DOWN (p=45.12%)
[2025-11-25T23:29:58.509944] [INFO ] [FORECASTER] Completed predict_future for AMGN
[2025-11-25T23:29:58.510177] [INFO ] [sig       ] AMGN: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:29:58.656546] [INFO ] [LOCAL     ] Saved forecast: AMGN	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/AMGN.txt
[2025-11-25T23:29:58.656794] [INFO ] [sig       ] [166/3639] Completed AMGN in 0.3s | 3.06 sym/s | Total: 54.3s | ETA: 18.9m
[2025-11-25T23:29:58.656860] [INFO ] [sig       ] [167/3639] Forecasting AMH...
[2025-11-25T23:29:58.656916] [INFO ] [sig       ] Generating forecast for: AMH
[2025-11-25T23:29:58.656971] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMH' from 'https://tdm.silogroup.org/data/derivative_storage/AMH.csv'.
[2025-11-25T23:29:58.668571] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AMH'.
[2025-11-25T23:29:58.669025] [INFO ] [FORECASTER] Starting predict_future for AMH
[2025-11-25T23:29:58.669966] [DEBUG] [LOCAL     ] No optimal features file found for AMH: ./output/feature-sets/AMH.txt
[2025-11-25T23:29:58.670039] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:29:58.670100] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:29:58.670153] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:29:58.670245] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:29:58.732147] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:29:58.733035] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:29:58.733152] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:29:58.733204] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:29:58.829492] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:29:58.829706] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:29:58.829782] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:29:58.829830] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:29:58.833406] [DEBUG] [FORECASTER] AMH: Forecast T+1@11:T+2@11: UP (p=59.73%)
[2025-11-25T23:29:58.833807] [INFO ] [FORECASTER] Completed predict_future for AMH
[2025-11-25T23:29:58.833995] [INFO ] [sig       ] AMH: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:29:58.982795] [INFO ] [LOCAL     ] Saved forecast: AMH	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/AMH.txt
[2025-11-25T23:29:58.982974] [INFO ] [sig       ] [167/3639] Completed AMH in 0.3s | 3.06 sym/s | Total: 54.6s | ETA: 18.9m
[2025-11-25T23:29:58.983061] [INFO ] [sig       ] [168/3639] Forecasting AMLX...
[2025-11-25T23:29:58.983126] [INFO ] [sig       ] Generating forecast for: AMLX
[2025-11-25T23:29:58.983180] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMLX' from 'https://tdm.silogroup.org/data/derivative_storage/AMLX.csv'.
[2025-11-25T23:29:58.994566] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AMLX'.
[2025-11-25T23:29:58.995014] [INFO ] [FORECASTER] Starting predict_future for AMLX
[2025-11-25T23:29:58.995902] [DEBUG] [LOCAL     ] No optimal features file found for AMLX: ./output/feature-sets/AMLX.txt
[2025-11-25T23:29:58.995974] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:29:58.996044] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:29:58.996106] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:29:58.996179] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:29:59.056958] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:29:59.057875] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:29:59.057981] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:29:59.058044] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:29:59.153718] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:29:59.153937] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:29:59.153988] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:29:59.154022] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:29:59.159395] [DEBUG] [FORECASTER] AMLX: Forecast T+1@11:T+2@11: UP (p=53.24%)
[2025-11-25T23:29:59.159773] [INFO ] [FORECASTER] Completed predict_future for AMLX
[2025-11-25T23:29:59.159931] [INFO ] [sig       ] AMLX: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:29:59.304215] [INFO ] [LOCAL     ] Saved forecast: AMLX	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/AMLX.txt
[2025-11-25T23:29:59.304437] [INFO ] [sig       ] [168/3639] Completed AMLX in 0.3s | 3.06 sym/s | Total: 54.9s | ETA: 18.9m
[2025-11-25T23:29:59.304507] [INFO ] [sig       ] [169/3639] Forecasting AMN...
[2025-11-25T23:29:59.304568] [INFO ] [sig       ] Generating forecast for: AMN
[2025-11-25T23:29:59.304624] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMN' from 'https://tdm.silogroup.org/data/derivative_storage/AMN.csv'.
[2025-11-25T23:29:59.316337] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AMN'.
[2025-11-25T23:29:59.316857] [INFO ] [FORECASTER] Starting predict_future for AMN
[2025-11-25T23:29:59.317794] [DEBUG] [LOCAL     ] No optimal features file found for AMN: ./output/feature-sets/AMN.txt
[2025-11-25T23:29:59.317867] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:29:59.317926] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:29:59.317976] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:29:59.318066] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:29:59.376581] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:29:59.377558] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:29:59.377699] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:29:59.377753] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:29:59.470485] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:29:59.470683] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:29:59.470736] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:29:59.470771] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:29:59.474252] [DEBUG] [FORECASTER] AMN: Forecast T+1@11:T+2@11: UP (p=92.46%)
[2025-11-25T23:29:59.474560] [INFO ] [FORECASTER] Completed predict_future for AMN
[2025-11-25T23:29:59.474739] [INFO ] [sig       ] AMN: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:29:59.617330] [INFO ] [LOCAL     ] Saved forecast: AMN	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/AMN.txt
[2025-11-25T23:29:59.617571] [INFO ] [sig       ] [169/3639] Completed AMN in 0.3s | 3.06 sym/s | Total: 55.3s | ETA: 18.9m
[2025-11-25T23:29:59.617635] [INFO ] [sig       ] [170/3639] Forecasting AMPG...
[2025-11-25T23:29:59.617712] [INFO ] [sig       ] Generating forecast for: AMPG
[2025-11-25T23:29:59.617769] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMPG' from 'https://tdm.silogroup.org/data/derivative_storage/AMPG.csv'.
[2025-11-25T23:29:59.629088] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AMPG'.
[2025-11-25T23:29:59.629527] [INFO ] [FORECASTER] Starting predict_future for AMPG
[2025-11-25T23:29:59.630401] [DEBUG] [LOCAL     ] No optimal features file found for AMPG: ./output/feature-sets/AMPG.txt
[2025-11-25T23:29:59.630474] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:29:59.630532] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:29:59.630585] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:29:59.630701] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:29:59.695931] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:29:59.696902] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:29:59.697022] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:29:59.697076] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:29:59.795939] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:29:59.796139] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:29:59.796188] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:29:59.796225] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:29:59.799918] [DEBUG] [FORECASTER] AMPG: Forecast T+1@11:T+2@11: DOWN (p=34.97%)
[2025-11-25T23:29:59.800236] [INFO ] [FORECASTER] Completed predict_future for AMPG
[2025-11-25T23:29:59.800416] [INFO ] [sig       ] AMPG: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:29:59.946952] [INFO ] [LOCAL     ] Saved forecast: AMPG	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/AMPG.txt
[2025-11-25T23:29:59.947123] [INFO ] [sig       ] [170/3639] Completed AMPG in 0.3s | 3.06 sym/s | Total: 55.6s | ETA: 18.9m
[2025-11-25T23:29:59.947200] [INFO ] [sig       ] [171/3639] Forecasting AMPH...
[2025-11-25T23:29:59.947255] [INFO ] [sig       ] Generating forecast for: AMPH
[2025-11-25T23:29:59.947310] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMPH' from 'https://tdm.silogroup.org/data/derivative_storage/AMPH.csv'.
[2025-11-25T23:29:59.959675] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AMPH'.
[2025-11-25T23:29:59.960070] [INFO ] [FORECASTER] Starting predict_future for AMPH
[2025-11-25T23:29:59.961022] [DEBUG] [LOCAL     ] No optimal features file found for AMPH: ./output/feature-sets/AMPH.txt
[2025-11-25T23:29:59.961104] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:29:59.961168] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:29:59.961214] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:29:59.961286] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:30:00.023964] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:30:00.024913] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:30:00.025026] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:30:00.025076] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:30:00.129549] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:30:00.129793] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:30:00.129875] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:30:00.129922] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:30:00.133712] [DEBUG] [FORECASTER] AMPH: Forecast T+1@11:T+2@11: DOWN (p=33.60%)
[2025-11-25T23:30:00.134107] [INFO ] [FORECASTER] Completed predict_future for AMPH
[2025-11-25T23:30:00.134281] [INFO ] [sig       ] AMPH: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:30:00.285952] [INFO ] [LOCAL     ] Saved forecast: AMPH	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/AMPH.txt
[2025-11-25T23:30:00.286182] [INFO ] [sig       ] [171/3639] Completed AMPH in 0.3s | 3.06 sym/s | Total: 55.9s | ETA: 18.9m
[2025-11-25T23:30:00.286248] [INFO ] [sig       ] [172/3639] Forecasting AMPL...
[2025-11-25T23:30:00.286304] [INFO ] [sig       ] Generating forecast for: AMPL
[2025-11-25T23:30:00.286360] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMPL' from 'https://tdm.silogroup.org/data/derivative_storage/AMPL.csv'.
[2025-11-25T23:30:00.299347] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AMPL'.
[2025-11-25T23:30:00.299875] [INFO ] [FORECASTER] Starting predict_future for AMPL
[2025-11-25T23:30:00.300878] [DEBUG] [LOCAL     ] No optimal features file found for AMPL: ./output/feature-sets/AMPL.txt
[2025-11-25T23:30:00.300958] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:30:00.301006] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:30:00.301048] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:30:00.301120] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:30:00.362839] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:30:00.363769] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:30:00.363880] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:30:00.363928] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:30:00.455247] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:30:00.455445] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:30:00.455493] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:30:00.455551] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:30:00.459078] [DEBUG] [FORECASTER] AMPL: Forecast T+1@11:T+2@11: UP (p=98.75%)
[2025-11-25T23:30:00.459383] [INFO ] [FORECASTER] Completed predict_future for AMPL
[2025-11-25T23:30:00.459530] [INFO ] [sig       ] AMPL: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:30:00.602898] [INFO ] [LOCAL     ] Saved forecast: AMPL	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/AMPL.txt
[2025-11-25T23:30:00.603073] [INFO ] [sig       ] [172/3639] Completed AMPL in 0.3s | 3.06 sym/s | Total: 56.2s | ETA: 18.9m
[2025-11-25T23:30:00.603130] [INFO ] [sig       ] [173/3639] Forecasting AMPX...
[2025-11-25T23:30:00.603175] [INFO ] [sig       ] Generating forecast for: AMPX
[2025-11-25T23:30:00.603218] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMPX' from 'https://tdm.silogroup.org/data/derivative_storage/AMPX.csv'.
[2025-11-25T23:30:00.615014] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AMPX'.
[2025-11-25T23:30:00.615401] [INFO ] [FORECASTER] Starting predict_future for AMPX
[2025-11-25T23:30:00.616226] [DEBUG] [LOCAL     ] No optimal features file found for AMPX: ./output/feature-sets/AMPX.txt
[2025-11-25T23:30:00.616297] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:30:00.616343] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:30:00.616385] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:30:00.616455] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:30:00.674932] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:30:00.675703] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:30:00.675811] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:30:00.675875] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:30:01.551411] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:30:01.551620] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:30:01.551804] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:30:01.551905] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:30:01.555716] [DEBUG] [FORECASTER] AMPX: Forecast T+1@11:T+2@11: UP (p=68.57%)
[2025-11-25T23:30:01.556030] [INFO ] [FORECASTER] Completed predict_future for AMPX
[2025-11-25T23:30:01.556249] [INFO ] [sig       ] AMPX: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:30:01.700931] [INFO ] [LOCAL     ] Saved forecast: AMPX	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/AMPX.txt
[2025-11-25T23:30:01.701108] [INFO ] [sig       ] [173/3639] Completed AMPX in 1.1s | 3.02 sym/s | Total: 57.3s | ETA: 19.1m
[2025-11-25T23:30:01.701165] [INFO ] [sig       ] [174/3639] Forecasting AMRC...
[2025-11-25T23:30:01.701213] [INFO ] [sig       ] Generating forecast for: AMRC
[2025-11-25T23:30:01.701258] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMRC' from 'https://tdm.silogroup.org/data/derivative_storage/AMRC.csv'.
[2025-11-25T23:30:01.717800] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AMRC'.
[2025-11-25T23:30:01.718466] [INFO ] [FORECASTER] Starting predict_future for AMRC
[2025-11-25T23:30:01.720587] [DEBUG] [LOCAL     ] No optimal features file found for AMRC: ./output/feature-sets/AMRC.txt
[2025-11-25T23:30:01.721085] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:30:01.721158] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:30:01.721204] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:30:01.721327] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:30:01.787005] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:30:01.788008] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:30:01.788148] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:30:01.788190] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:30:02.082797] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:30:02.083170] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:30:02.083424] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:30:02.083525] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:30:02.088204] [DEBUG] [FORECASTER] AMRC: Forecast T+1@11:T+2@11: UP (p=96.05%)
[2025-11-25T23:30:02.089010] [INFO ] [FORECASTER] Completed predict_future for AMRC
[2025-11-25T23:30:02.089228] [INFO ] [sig       ] AMRC: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:30:02.238740] [INFO ] [LOCAL     ] Saved forecast: AMRC	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/AMRC.txt
[2025-11-25T23:30:02.238956] [INFO ] [sig       ] [174/3639] Completed AMRC in 0.5s | 3.01 sym/s | Total: 57.9s | ETA: 19.2m
[2025-11-25T23:30:02.239018] [INFO ] [sig       ] [175/3639] Forecasting AMRK...
[2025-11-25T23:30:02.239068] [INFO ] [sig       ] Generating forecast for: AMRK
[2025-11-25T23:30:02.239113] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMRK' from 'https://tdm.silogroup.org/data/derivative_storage/AMRK.csv'.
[2025-11-25T23:30:02.255832] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AMRK'.
[2025-11-25T23:30:02.256471] [INFO ] [FORECASTER] Starting predict_future for AMRK
[2025-11-25T23:30:02.257582] [DEBUG] [LOCAL     ] No optimal features file found for AMRK: ./output/feature-sets/AMRK.txt
[2025-11-25T23:30:02.257690] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:30:02.257764] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:30:02.257830] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:30:02.257938] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:30:02.320448] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:30:02.321630] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:30:02.321811] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:30:02.321862] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:30:02.439456] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:30:02.439768] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:30:02.439838] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:30:02.439882] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:30:02.445335] [DEBUG] [FORECASTER] AMRK: Forecast T+1@11:T+2@11: UP (p=57.93%)
[2025-11-25T23:30:02.445983] [INFO ] [FORECASTER] Completed predict_future for AMRK
[2025-11-25T23:30:02.446214] [INFO ] [sig       ] AMRK: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:30:02.605055] [INFO ] [LOCAL     ] Saved forecast: AMRK	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/AMRK.txt
[2025-11-25T23:30:02.605304] [INFO ] [sig       ] [175/3639] Completed AMRK in 0.4s | 3.00 sym/s | Total: 58.2s | ETA: 19.2m
[2025-11-25T23:30:02.605370] [INFO ] [sig       ] [176/3639] Forecasting AMRN...
[2025-11-25T23:30:02.605417] [INFO ] [sig       ] Generating forecast for: AMRN
[2025-11-25T23:30:02.605462] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMRN' from 'https://tdm.silogroup.org/data/derivative_storage/AMRN.csv'.
[2025-11-25T23:30:02.621004] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AMRN'.
[2025-11-25T23:30:02.621749] [INFO ] [FORECASTER] Starting predict_future for AMRN
[2025-11-25T23:30:02.622871] [DEBUG] [LOCAL     ] No optimal features file found for AMRN: ./output/feature-sets/AMRN.txt
[2025-11-25T23:30:02.622946] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:30:02.622999] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:30:02.623065] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:30:02.623142] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:30:02.688903] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:30:02.690119] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:30:02.690260] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:30:02.690312] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:30:02.812989] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:30:02.813266] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:30:02.813318] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:30:02.813356] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:30:02.818262] [DEBUG] [FORECASTER] AMRN: Forecast T+1@11:T+2@11: UP (p=66.84%)
[2025-11-25T23:30:02.818877] [INFO ] [FORECASTER] Completed predict_future for AMRN
[2025-11-25T23:30:02.819109] [INFO ] [sig       ] AMRN: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:30:02.979756] [INFO ] [LOCAL     ] Saved forecast: AMRN	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/AMRN.txt
[2025-11-25T23:30:02.980050] [INFO ] [sig       ] [176/3639] Completed AMRN in 0.4s | 3.00 sym/s | Total: 58.6s | ETA: 19.2m
[2025-11-25T23:30:02.980156] [INFO ] [sig       ] [177/3639] Forecasting AMRX...
[2025-11-25T23:30:02.980233] [INFO ] [sig       ] Generating forecast for: AMRX
[2025-11-25T23:30:02.980313] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMRX' from 'https://tdm.silogroup.org/data/derivative_storage/AMRX.csv'.
[2025-11-25T23:30:02.998049] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AMRX'.
[2025-11-25T23:30:02.998613] [INFO ] [FORECASTER] Starting predict_future for AMRX
[2025-11-25T23:30:02.999633] [DEBUG] [LOCAL     ] No optimal features file found for AMRX: ./output/feature-sets/AMRX.txt
[2025-11-25T23:30:02.999743] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:30:02.999795] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:30:02.999838] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:30:02.999910] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:30:03.062119] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:30:03.063119] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:30:03.063228] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:30:03.063284] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:30:03.181177] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:30:03.181390] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:30:03.181440] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:30:03.181475] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:30:03.185139] [DEBUG] [FORECASTER] AMRX: Forecast T+1@11:T+2@11: UP (p=74.65%)
[2025-11-25T23:30:03.185454] [INFO ] [FORECASTER] Completed predict_future for AMRX
[2025-11-25T23:30:03.185610] [INFO ] [sig       ] AMRX: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:30:03.334333] [INFO ] [LOCAL     ] Saved forecast: AMRX	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/AMRX.txt
[2025-11-25T23:30:03.334511] [INFO ] [sig       ] [177/3639] Completed AMRX in 0.4s | 3.00 sym/s | Total: 59.0s | ETA: 19.2m
[2025-11-25T23:30:03.334569] [INFO ] [sig       ] [178/3639] Forecasting AMSC...
[2025-11-25T23:30:03.334618] [INFO ] [sig       ] Generating forecast for: AMSC
[2025-11-25T23:30:03.334681] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMSC' from 'https://tdm.silogroup.org/data/derivative_storage/AMSC.csv'.
[2025-11-25T23:30:03.347552] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AMSC'.
[2025-11-25T23:30:03.348038] [INFO ] [FORECASTER] Starting predict_future for AMSC
[2025-11-25T23:30:03.348942] [DEBUG] [LOCAL     ] No optimal features file found for AMSC: ./output/feature-sets/AMSC.txt
[2025-11-25T23:30:03.349015] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:30:03.349065] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:30:03.349110] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:30:03.349185] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:30:03.409203] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:30:03.409901] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:30:03.410001] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:30:03.410050] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:30:03.517331] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:30:03.517562] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:30:03.517613] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:30:03.517668] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:30:03.521285] [DEBUG] [FORECASTER] AMSC: Forecast T+1@11:T+2@11: DOWN (p=4.95%)
[2025-11-25T23:30:03.521620] [INFO ] [FORECASTER] Completed predict_future for AMSC
[2025-11-25T23:30:03.521835] [INFO ] [sig       ] AMSC: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:30:03.665299] [INFO ] [LOCAL     ] Saved forecast: AMSC	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/AMSC.txt
[2025-11-25T23:30:03.665472] [INFO ] [sig       ] [178/3639] Completed AMSC in 0.3s | 3.00 sym/s | Total: 59.3s | ETA: 19.2m
[2025-11-25T23:30:03.665529] [INFO ] [sig       ] [179/3639] Forecasting AMSF...
[2025-11-25T23:30:03.665575] [INFO ] [sig       ] Generating forecast for: AMSF
[2025-11-25T23:30:03.665621] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMSF' from 'https://tdm.silogroup.org/data/derivative_storage/AMSF.csv'.
[2025-11-25T23:30:03.677471] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AMSF'.
[2025-11-25T23:30:03.677908] [INFO ] [FORECASTER] Starting predict_future for AMSF
[2025-11-25T23:30:03.678776] [DEBUG] [LOCAL     ] No optimal features file found for AMSF: ./output/feature-sets/AMSF.txt
[2025-11-25T23:30:03.678847] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:30:03.678893] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:30:03.678935] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:30:03.679004] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:30:03.737664] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:30:03.738576] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:30:03.738706] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:30:03.738758] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:30:03.830480] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:30:03.830671] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:30:03.830725] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:30:03.830760] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:30:03.834177] [DEBUG] [FORECASTER] AMSF: Forecast T+1@11:T+2@11: UP (p=79.64%)
[2025-11-25T23:30:03.834473] [INFO ] [FORECASTER] Completed predict_future for AMSF
[2025-11-25T23:30:03.834612] [INFO ] [sig       ] AMSF: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:30:03.977484] [INFO ] [LOCAL     ] Saved forecast: AMSF	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/AMSF.txt
[2025-11-25T23:30:03.977625] [INFO ] [sig       ] [179/3639] Completed AMSF in 0.3s | 3.00 sym/s | Total: 59.6s | ETA: 19.2m
[2025-11-25T23:30:03.977698] [INFO ] [sig       ] [180/3639] Forecasting AMTB...
[2025-11-25T23:30:03.977752] [INFO ] [sig       ] Generating forecast for: AMTB
[2025-11-25T23:30:03.977798] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMTB' from 'https://tdm.silogroup.org/data/derivative_storage/AMTB.csv'.
[2025-11-25T23:30:03.992892] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AMTB'.
[2025-11-25T23:30:03.993334] [INFO ] [FORECASTER] Starting predict_future for AMTB
[2025-11-25T23:30:03.994184] [DEBUG] [LOCAL     ] No optimal features file found for AMTB: ./output/feature-sets/AMTB.txt
[2025-11-25T23:30:03.994255] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:30:03.994303] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:30:03.994345] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:30:03.994414] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:30:04.055199] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:30:04.056089] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:30:04.056192] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:30:04.056240] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:30:04.151503] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:30:04.151667] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:30:04.151720] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:30:04.151756] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:30:04.155236] [DEBUG] [FORECASTER] AMTB: Forecast T+1@11:T+2@11: DOWN (p=7.37%)
[2025-11-25T23:30:04.155536] [INFO ] [FORECASTER] Completed predict_future for AMTB
[2025-11-25T23:30:04.155704] [INFO ] [sig       ] AMTB: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:30:04.301303] [INFO ] [LOCAL     ] Saved forecast: AMTB	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/AMTB.txt
[2025-11-25T23:30:04.301449] [INFO ] [sig       ] [180/3639] Completed AMTB in 0.3s | 3.00 sym/s | Total: 59.9s | ETA: 19.2m
[2025-11-25T23:30:04.301505] [INFO ] [sig       ] [181/3639] Forecasting AMTX...
[2025-11-25T23:30:04.301553] [INFO ] [sig       ] Generating forecast for: AMTX
[2025-11-25T23:30:04.301613] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMTX' from 'https://tdm.silogroup.org/data/derivative_storage/AMTX.csv'.
[2025-11-25T23:30:04.313422] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AMTX'.
[2025-11-25T23:30:04.313774] [INFO ] [FORECASTER] Starting predict_future for AMTX
[2025-11-25T23:30:04.314637] [DEBUG] [LOCAL     ] No optimal features file found for AMTX: ./output/feature-sets/AMTX.txt
[2025-11-25T23:30:04.314732] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:30:04.314782] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:30:04.314824] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:30:04.314896] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:30:04.375405] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:30:04.376108] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:30:04.376210] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:30:04.376259] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:30:04.489422] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:30:04.489558] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:30:04.489605] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:30:04.489664] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:30:04.493115] [DEBUG] [FORECASTER] AMTX: Forecast T+1@11:T+2@11: DOWN (p=5.53%)
[2025-11-25T23:30:04.493412] [INFO ] [FORECASTER] Completed predict_future for AMTX
[2025-11-25T23:30:04.493561] [INFO ] [sig       ] AMTX: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:30:04.637456] [INFO ] [LOCAL     ] Saved forecast: AMTX	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/AMTX.txt
[2025-11-25T23:30:04.637613] [INFO ] [sig       ] [181/3639] Completed AMTX in 0.3s | 3.00 sym/s | Total: 1.0m | ETA: 19.2m
[2025-11-25T23:30:04.637712] [INFO ] [sig       ] [182/3639] Forecasting AMWD...
[2025-11-25T23:30:04.637765] [INFO ] [sig       ] Generating forecast for: AMWD
[2025-11-25T23:30:04.637810] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMWD' from 'https://tdm.silogroup.org/data/derivative_storage/AMWD.csv'.
[2025-11-25T23:30:04.650090] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AMWD'.
[2025-11-25T23:30:04.650409] [INFO ] [FORECASTER] Starting predict_future for AMWD
[2025-11-25T23:30:04.651300] [DEBUG] [LOCAL     ] No optimal features file found for AMWD: ./output/feature-sets/AMWD.txt
[2025-11-25T23:30:04.651374] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:30:04.651423] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:30:04.651465] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:30:04.651536] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:30:04.711406] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:30:04.712134] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:30:04.712236] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:30:04.712285] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:30:04.828535] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:30:04.828729] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:30:04.828800] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:30:04.828850] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:30:04.832386] [DEBUG] [FORECASTER] AMWD: Forecast T+1@11:T+2@11: UP (p=96.71%)
[2025-11-25T23:30:04.832854] [INFO ] [FORECASTER] Completed predict_future for AMWD
[2025-11-25T23:30:04.833082] [INFO ] [sig       ] AMWD: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:30:04.977244] [INFO ] [LOCAL     ] Saved forecast: AMWD	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/AMWD.txt
[2025-11-25T23:30:04.977443] [INFO ] [sig       ] [182/3639] Completed AMWD in 0.3s | 3.00 sym/s | Total: 1.0m | ETA: 19.2m
[2025-11-25T23:30:04.977507] [INFO ] [sig       ] [183/3639] Forecasting AMWL...
[2025-11-25T23:30:04.977555] [INFO ] [sig       ] Generating forecast for: AMWL
[2025-11-25T23:30:04.977593] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMWL' from 'https://tdm.silogroup.org/data/derivative_storage/AMWL.csv'.
[2025-11-25T23:30:04.990138] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AMWL'.
[2025-11-25T23:30:04.990538] [INFO ] [FORECASTER] Starting predict_future for AMWL
[2025-11-25T23:30:04.991411] [DEBUG] [LOCAL     ] No optimal features file found for AMWL: ./output/feature-sets/AMWL.txt
[2025-11-25T23:30:04.991487] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:30:04.991538] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:30:04.991582] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:30:04.991674] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:30:05.052898] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:30:05.053876] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:30:05.053989] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:30:05.054039] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:30:05.154273] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:30:05.154496] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:30:05.154565] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:30:05.154694] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:30:05.158414] [DEBUG] [FORECASTER] AMWL: Forecast T+1@11:T+2@11: DOWN (p=39.38%)
[2025-11-25T23:30:05.158792] [INFO ] [FORECASTER] Completed predict_future for AMWL
[2025-11-25T23:30:05.158961] [INFO ] [sig       ] AMWL: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:30:05.302713] [INFO ] [LOCAL     ] Saved forecast: AMWL	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/AMWL.txt
[2025-11-25T23:30:05.302901] [INFO ] [sig       ] [183/3639] Completed AMWL in 0.3s | 3.00 sym/s | Total: 1.0m | ETA: 19.2m
[2025-11-25T23:30:05.302958] [INFO ] [sig       ] [184/3639] Forecasting AMX...
[2025-11-25T23:30:05.303005] [INFO ] [sig       ] Generating forecast for: AMX
[2025-11-25T23:30:05.303047] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMX' from 'https://tdm.silogroup.org/data/derivative_storage/AMX.csv'.
[2025-11-25T23:30:05.314929] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AMX'.
[2025-11-25T23:30:05.315334] [INFO ] [FORECASTER] Starting predict_future for AMX
[2025-11-25T23:30:05.316176] [DEBUG] [LOCAL     ] No optimal features file found for AMX: ./output/feature-sets/AMX.txt
[2025-11-25T23:30:05.316247] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:30:05.316294] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:30:05.316336] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:30:05.316406] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:30:05.375071] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:30:05.376025] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:30:05.376131] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:30:05.376180] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:30:05.468908] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:30:05.469110] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:30:05.469160] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:30:05.469196] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:30:05.472766] [DEBUG] [FORECASTER] AMX: Forecast T+1@11:T+2@11: UP (p=87.97%)
[2025-11-25T23:30:05.473078] [INFO ] [FORECASTER] Completed predict_future for AMX
[2025-11-25T23:30:05.473234] [INFO ] [sig       ] AMX: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:30:05.616162] [INFO ] [LOCAL     ] Saved forecast: AMX	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/AMX.txt
[2025-11-25T23:30:05.616338] [INFO ] [sig       ] [184/3639] Completed AMX in 0.3s | 3.00 sym/s | Total: 1.0m | ETA: 19.2m
[2025-11-25T23:30:05.616394] [INFO ] [sig       ] [185/3639] Forecasting AMZD...
[2025-11-25T23:30:05.616440] [INFO ] [sig       ] Generating forecast for: AMZD
[2025-11-25T23:30:05.616484] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMZD' from 'https://tdm.silogroup.org/data/derivative_storage/AMZD.csv'.
[2025-11-25T23:30:05.630488] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AMZD'.
[2025-11-25T23:30:05.631102] [INFO ] [FORECASTER] Starting predict_future for AMZD
[2025-11-25T23:30:05.632204] [DEBUG] [LOCAL     ] No optimal features file found for AMZD: ./output/feature-sets/AMZD.txt
[2025-11-25T23:30:05.632284] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:30:05.632340] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:30:05.632388] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:30:05.632469] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:30:05.694500] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:30:05.695778] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:30:05.695920] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:30:05.695975] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:30:05.812959] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:30:05.813229] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:30:05.813281] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:30:05.813317] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:30:05.817392] [DEBUG] [FORECASTER] AMZD: Forecast T+1@11:T+2@11: UP (p=93.65%)
[2025-11-25T23:30:05.817989] [INFO ] [FORECASTER] Completed predict_future for AMZD
[2025-11-25T23:30:05.818234] [INFO ] [sig       ] AMZD: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:30:05.969081] [INFO ] [LOCAL     ] Saved forecast: AMZD	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/AMZD.txt
[2025-11-25T23:30:05.969342] [INFO ] [sig       ] [185/3639] Completed AMZD in 0.4s | 3.00 sym/s | Total: 1.0m | ETA: 19.2m
[2025-11-25T23:30:05.969500] [INFO ] [sig       ] [186/3639] Forecasting AMZN...
[2025-11-25T23:30:05.969557] [INFO ] [sig       ] Generating forecast for: AMZN
[2025-11-25T23:30:05.969603] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMZN' from 'https://tdm.silogroup.org/data/derivative_storage/AMZN.csv'.
[2025-11-25T23:30:05.983383] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AMZN'.
[2025-11-25T23:30:05.984028] [INFO ] [FORECASTER] Starting predict_future for AMZN
[2025-11-25T23:30:05.985040] [DEBUG] [LOCAL     ] No optimal features file found for AMZN: ./output/feature-sets/AMZN.txt
[2025-11-25T23:30:05.985115] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:30:05.985165] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:30:05.985211] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:30:05.985276] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:30:06.046687] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:30:06.048062] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:30:06.048201] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:30:06.048255] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:30:06.182482] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:30:06.182775] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:30:06.182863] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:30:06.182913] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:30:06.187249] [DEBUG] [FORECASTER] AMZN: Forecast T+1@11:T+2@11: DOWN (p=12.18%)
[2025-11-25T23:30:06.187933] [INFO ] [FORECASTER] Completed predict_future for AMZN
[2025-11-25T23:30:06.188187] [INFO ] [sig       ] AMZN: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:30:06.336896] [INFO ] [LOCAL     ] Saved forecast: AMZN	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/AMZN.txt
[2025-11-25T23:30:06.337167] [INFO ] [sig       ] [186/3639] Completed AMZN in 0.4s | 3.00 sym/s | Total: 1.0m | ETA: 19.2m
[2025-11-25T23:30:06.337239] [INFO ] [sig       ] [187/3639] Forecasting AMZZ...
[2025-11-25T23:30:06.337420] [INFO ] [sig       ] Generating forecast for: AMZZ
[2025-11-25T23:30:06.337470] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMZZ' from 'https://tdm.silogroup.org/data/derivative_storage/AMZZ.csv'.
[2025-11-25T23:30:06.351121] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AMZZ'.
[2025-11-25T23:30:06.351769] [INFO ] [FORECASTER] Starting predict_future for AMZZ
[2025-11-25T23:30:06.352808] [DEBUG] [LOCAL     ] No optimal features file found for AMZZ: ./output/feature-sets/AMZZ.txt
[2025-11-25T23:30:06.352886] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:30:06.352941] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:30:06.352986] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:30:06.353100] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:30:06.414285] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:30:06.415437] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:30:06.415561] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:30:06.415614] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:30:06.529558] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:30:06.529895] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:30:06.529975] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:30:06.530025] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:30:06.534118] [DEBUG] [FORECASTER] AMZZ: Forecast T+1@11:T+2@11: DOWN (p=7.33%)
[2025-11-25T23:30:06.534554] [INFO ] [FORECASTER] Completed predict_future for AMZZ
[2025-11-25T23:30:06.534790] [INFO ] [sig       ] AMZZ: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:30:06.686545] [INFO ] [LOCAL     ] Saved forecast: AMZZ	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/AMZZ.txt
[2025-11-25T23:30:06.686848] [INFO ] [sig       ] [187/3639] Completed AMZZ in 0.3s | 3.00 sym/s | Total: 1.0m | ETA: 19.2m
[2025-11-25T23:30:06.686920] [INFO ] [sig       ] [188/3639] Forecasting AN...
[2025-11-25T23:30:06.686972] [INFO ] [sig       ] Generating forecast for: AN
[2025-11-25T23:30:06.687035] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AN' from 'https://tdm.silogroup.org/data/derivative_storage/AN.csv'.
[2025-11-25T23:30:06.701394] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AN'.
[2025-11-25T23:30:06.702055] [INFO ] [FORECASTER] Starting predict_future for AN
[2025-11-25T23:30:06.703053] [DEBUG] [LOCAL     ] No optimal features file found for AN: ./output/feature-sets/AN.txt
[2025-11-25T23:30:06.703131] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:30:06.703182] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:30:06.703228] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:30:06.703305] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:30:06.767639] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:30:06.769106] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:30:06.769266] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:30:06.769336] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:30:06.892979] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:30:06.893263] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:30:06.893320] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:30:06.893359] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:30:06.898665] [DEBUG] [FORECASTER] AN: Forecast T+1@11:T+2@11: UP (p=87.16%)
[2025-11-25T23:30:06.899178] [INFO ] [FORECASTER] Completed predict_future for AN
[2025-11-25T23:30:06.899397] [INFO ] [sig       ] AN: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:30:07.053947] [INFO ] [LOCAL     ] Saved forecast: AN	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/AN.txt
[2025-11-25T23:30:07.054148] [INFO ] [sig       ] [188/3639] Completed AN in 0.4s | 3.00 sym/s | Total: 1.0m | ETA: 19.2m
[2025-11-25T23:30:07.054229] [INFO ] [sig       ] [189/3639] Forecasting ANAB...
[2025-11-25T23:30:07.054288] [INFO ] [sig       ] Generating forecast for: ANAB
[2025-11-25T23:30:07.054343] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ANAB' from 'https://tdm.silogroup.org/data/derivative_storage/ANAB.csv'.
[2025-11-25T23:30:07.066372] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ANAB'.
[2025-11-25T23:30:07.066750] [INFO ] [FORECASTER] Starting predict_future for ANAB
[2025-11-25T23:30:07.067671] [DEBUG] [LOCAL     ] No optimal features file found for ANAB: ./output/feature-sets/ANAB.txt
[2025-11-25T23:30:07.067832] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:30:07.067886] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:30:07.067929] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:30:07.068019] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:30:07.125391] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:30:07.126291] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:30:07.126394] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:30:07.126444] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:30:07.223892] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:30:07.224092] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:30:07.224140] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:30:07.224176] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:30:07.227702] [DEBUG] [FORECASTER] ANAB: Forecast T+1@11:T+2@11: UP (p=69.98%)
[2025-11-25T23:30:07.228028] [INFO ] [FORECASTER] Completed predict_future for ANAB
[2025-11-25T23:30:07.228206] [INFO ] [sig       ] ANAB: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:30:07.369950] [INFO ] [LOCAL     ] Saved forecast: ANAB	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/ANAB.txt
[2025-11-25T23:30:07.370117] [INFO ] [sig       ] [189/3639] Completed ANAB in 0.3s | 3.00 sym/s | Total: 1.1m | ETA: 19.2m
[2025-11-25T23:30:07.370174] [INFO ] [sig       ] [190/3639] Forecasting ANDE...
[2025-11-25T23:30:07.370219] [INFO ] [sig       ] Generating forecast for: ANDE
[2025-11-25T23:30:07.370261] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ANDE' from 'https://tdm.silogroup.org/data/derivative_storage/ANDE.csv'.
[2025-11-25T23:30:07.381515] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ANDE'.
[2025-11-25T23:30:07.381861] [INFO ] [FORECASTER] Starting predict_future for ANDE
[2025-11-25T23:30:07.382714] [DEBUG] [LOCAL     ] No optimal features file found for ANDE: ./output/feature-sets/ANDE.txt
[2025-11-25T23:30:07.382786] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:30:07.382834] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:30:07.382875] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:30:07.382944] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:30:07.440701] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:30:07.441424] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:30:07.441524] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:30:07.441572] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:30:07.551891] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:30:07.552074] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:30:07.552121] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:30:07.552155] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:30:07.555639] [DEBUG] [FORECASTER] ANDE: Forecast T+1@11:T+2@11: UP (p=93.91%)
[2025-11-25T23:30:07.555962] [INFO ] [FORECASTER] Completed predict_future for ANDE
[2025-11-25T23:30:07.556109] [INFO ] [sig       ] ANDE: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:30:07.697998] [INFO ] [LOCAL     ] Saved forecast: ANDE	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/ANDE.txt
[2025-11-25T23:30:07.698170] [INFO ] [sig       ] [190/3639] Completed ANDE in 0.3s | 3.00 sym/s | Total: 1.1m | ETA: 19.2m
[2025-11-25T23:30:07.698227] [INFO ] [sig       ] [191/3639] Forecasting ANF...
[2025-11-25T23:30:07.698273] [INFO ] [sig       ] Generating forecast for: ANF
[2025-11-25T23:30:07.698316] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ANF' from 'https://tdm.silogroup.org/data/derivative_storage/ANF.csv'.
[2025-11-25T23:30:07.710146] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ANF'.
[2025-11-25T23:30:07.710485] [INFO ] [FORECASTER] Starting predict_future for ANF
[2025-11-25T23:30:07.711366] [DEBUG] [LOCAL     ] No optimal features file found for ANF: ./output/feature-sets/ANF.txt
[2025-11-25T23:30:07.711438] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:30:07.711485] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:30:07.711527] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:30:07.711597] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:30:07.770059] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:30:07.770777] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:30:07.770880] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:30:07.770930] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:30:07.865376] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:30:07.865542] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:30:07.865588] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:30:07.865623] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:30:07.869127] [DEBUG] [FORECASTER] ANF: Forecast T+1@11:T+2@11: DOWN (p=0.65%)
[2025-11-25T23:30:07.869443] [INFO ] [FORECASTER] Completed predict_future for ANF
[2025-11-25T23:30:07.869610] [INFO ] [sig       ] ANF: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:30:08.011706] [INFO ] [LOCAL     ] Saved forecast: ANF	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/ANF.txt
[2025-11-25T23:30:08.011909] [INFO ] [sig       ] [191/3639] Completed ANF in 0.3s | 3.00 sym/s | Total: 1.1m | ETA: 19.1m
[2025-11-25T23:30:08.011967] [INFO ] [sig       ] [192/3639] Forecasting ANGI...
[2025-11-25T23:30:08.012014] [INFO ] [sig       ] Generating forecast for: ANGI
[2025-11-25T23:30:08.012057] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ANGI' from 'https://tdm.silogroup.org/data/derivative_storage/ANGI.csv'.
[2025-11-25T23:30:08.024328] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ANGI'.
[2025-11-25T23:30:08.024781] [INFO ] [FORECASTER] Starting predict_future for ANGI
[2025-11-25T23:30:08.025619] [DEBUG] [LOCAL     ] No optimal features file found for ANGI: ./output/feature-sets/ANGI.txt
[2025-11-25T23:30:08.025723] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:30:08.025772] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:30:08.025812] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:30:08.025883] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:30:08.084481] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:30:08.085335] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:30:08.085441] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:30:08.085491] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:30:08.185044] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:30:08.185239] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:30:08.185286] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:30:08.185320] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:30:08.188864] [DEBUG] [FORECASTER] ANGI: Forecast T+1@11:T+2@11: DOWN (p=8.17%)
[2025-11-25T23:30:08.189161] [INFO ] [FORECASTER] Completed predict_future for ANGI
[2025-11-25T23:30:08.189308] [INFO ] [sig       ] ANGI: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:30:08.333322] [INFO ] [LOCAL     ] Saved forecast: ANGI	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/ANGI.txt
[2025-11-25T23:30:08.333504] [INFO ] [sig       ] [192/3639] Completed ANGI in 0.3s | 3.00 sym/s | Total: 1.1m | ETA: 19.1m
[2025-11-25T23:30:08.333564] [INFO ] [sig       ] [193/3639] Forecasting ANGO...
[2025-11-25T23:30:08.333612] [INFO ] [sig       ] Generating forecast for: ANGO
[2025-11-25T23:30:08.333680] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ANGO' from 'https://tdm.silogroup.org/data/derivative_storage/ANGO.csv'.
[2025-11-25T23:30:08.345709] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ANGO'.
[2025-11-25T23:30:08.346068] [INFO ] [FORECASTER] Starting predict_future for ANGO
[2025-11-25T23:30:08.346916] [DEBUG] [LOCAL     ] No optimal features file found for ANGO: ./output/feature-sets/ANGO.txt
[2025-11-25T23:30:08.346986] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:30:08.347033] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:30:08.347076] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:30:08.347146] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:30:08.408981] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:30:08.410057] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:30:08.410169] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:30:08.410221] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:30:08.510452] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:30:08.510698] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:30:08.510809] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:30:08.510864] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:30:08.514908] [DEBUG] [FORECASTER] ANGO: Forecast T+1@11:T+2@11: DOWN (p=1.90%)
[2025-11-25T23:30:08.515313] [INFO ] [FORECASTER] Completed predict_future for ANGO
[2025-11-25T23:30:08.515499] [INFO ] [sig       ] ANGO: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:30:08.661045] [INFO ] [LOCAL     ] Saved forecast: ANGO	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/ANGO.txt
[2025-11-25T23:30:08.661220] [INFO ] [sig       ] [193/3639] Completed ANGO in 0.3s | 3.00 sym/s | Total: 1.1m | ETA: 19.1m
[2025-11-25T23:30:08.661277] [INFO ] [sig       ] [194/3639] Forecasting ANIK...
[2025-11-25T23:30:08.661323] [INFO ] [sig       ] Generating forecast for: ANIK
[2025-11-25T23:30:08.661364] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ANIK' from 'https://tdm.silogroup.org/data/derivative_storage/ANIK.csv'.
[2025-11-25T23:30:08.673417] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ANIK'.
[2025-11-25T23:30:08.673845] [INFO ] [FORECASTER] Starting predict_future for ANIK
[2025-11-25T23:30:08.674719] [DEBUG] [LOCAL     ] No optimal features file found for ANIK: ./output/feature-sets/ANIK.txt
[2025-11-25T23:30:08.674790] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:30:08.674838] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:30:08.674879] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:30:08.674948] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:30:08.734217] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:30:08.735148] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:30:08.735252] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:30:08.735300] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:30:08.829467] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:30:08.829680] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:30:08.829743] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:30:08.829786] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:30:08.833232] [DEBUG] [FORECASTER] ANIK: Forecast T+1@11:T+2@11: UP (p=76.02%)
[2025-11-25T23:30:08.833551] [INFO ] [FORECASTER] Completed predict_future for ANIK
[2025-11-25T23:30:08.833728] [INFO ] [sig       ] ANIK: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:30:08.978719] [INFO ] [LOCAL     ] Saved forecast: ANIK	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/ANIK.txt
[2025-11-25T23:30:08.978904] [INFO ] [sig       ] [194/3639] Completed ANIK in 0.3s | 3.00 sym/s | Total: 1.1m | ETA: 19.1m
[2025-11-25T23:30:08.978961] [INFO ] [sig       ] [195/3639] Forecasting ANIP...
[2025-11-25T23:30:08.979005] [INFO ] [sig       ] Generating forecast for: ANIP
[2025-11-25T23:30:08.979048] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ANIP' from 'https://tdm.silogroup.org/data/derivative_storage/ANIP.csv'.
[2025-11-25T23:30:08.992427] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ANIP'.
[2025-11-25T23:30:08.992830] [INFO ] [FORECASTER] Starting predict_future for ANIP
[2025-11-25T23:30:08.993901] [DEBUG] [LOCAL     ] No optimal features file found for ANIP: ./output/feature-sets/ANIP.txt
[2025-11-25T23:30:08.993972] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:30:08.994021] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:30:08.994063] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:30:08.994135] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:30:09.054633] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:30:09.055465] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:30:09.055569] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:30:09.055619] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:30:09.160491] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:30:09.160700] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:30:09.160779] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:30:09.160827] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:30:09.164290] [DEBUG] [FORECASTER] ANIP: Forecast T+1@11:T+2@11: UP (p=83.25%)
[2025-11-25T23:30:09.164603] [INFO ] [FORECASTER] Completed predict_future for ANIP
[2025-11-25T23:30:09.164779] [INFO ] [sig       ] ANIP: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:30:09.306839] [INFO ] [LOCAL     ] Saved forecast: ANIP	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/ANIP.txt
[2025-11-25T23:30:09.307003] [INFO ] [sig       ] [195/3639] Completed ANIP in 0.3s | 3.00 sym/s | Total: 1.1m | ETA: 19.1m
[2025-11-25T23:30:09.307059] [INFO ] [sig       ] [196/3639] Forecasting ANIX...
[2025-11-25T23:30:09.307104] [INFO ] [sig       ] Generating forecast for: ANIX
[2025-11-25T23:30:09.307146] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ANIX' from 'https://tdm.silogroup.org/data/derivative_storage/ANIX.csv'.
[2025-11-25T23:30:09.319257] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ANIX'.
[2025-11-25T23:30:09.319735] [INFO ] [FORECASTER] Starting predict_future for ANIX
[2025-11-25T23:30:09.320674] [DEBUG] [LOCAL     ] No optimal features file found for ANIX: ./output/feature-sets/ANIX.txt
[2025-11-25T23:30:09.320748] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:30:09.320798] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:30:09.320840] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:30:09.320912] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:30:09.381254] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:30:09.382204] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:30:09.382312] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:30:09.382363] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:30:09.479755] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:30:09.479982] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:30:09.480030] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:30:09.480066] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:30:09.483728] [DEBUG] [FORECASTER] ANIX: Forecast T+1@11:T+2@11: UP (p=77.74%)
[2025-11-25T23:30:09.484056] [INFO ] [FORECASTER] Completed predict_future for ANIX
[2025-11-25T23:30:09.484210] [INFO ] [sig       ] ANIX: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:30:09.628130] [INFO ] [LOCAL     ] Saved forecast: ANIX	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/ANIX.txt
[2025-11-25T23:30:09.628308] [INFO ] [sig       ] [196/3639] Completed ANIX in 0.3s | 3.00 sym/s | Total: 1.1m | ETA: 19.1m
[2025-11-25T23:30:09.628366] [INFO ] [sig       ] [197/3639] Forecasting ANNX...
[2025-11-25T23:30:09.628411] [INFO ] [sig       ] Generating forecast for: ANNX
[2025-11-25T23:30:09.628455] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ANNX' from 'https://tdm.silogroup.org/data/derivative_storage/ANNX.csv'.
[2025-11-25T23:30:09.640218] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ANNX'.
[2025-11-25T23:30:09.640601] [INFO ] [FORECASTER] Starting predict_future for ANNX
[2025-11-25T23:30:09.641457] [DEBUG] [LOCAL     ] No optimal features file found for ANNX: ./output/feature-sets/ANNX.txt
[2025-11-25T23:30:09.641528] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:30:09.641576] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:30:09.641618] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:30:09.641713] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:30:09.700695] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:30:09.701523] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:30:09.701625] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:30:09.701699] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:30:09.796029] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:30:09.796224] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:30:09.796270] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:30:09.796305] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:30:09.799836] [DEBUG] [FORECASTER] ANNX: Forecast T+1@11:T+2@11: UP (p=98.91%)
[2025-11-25T23:30:09.800138] [INFO ] [FORECASTER] Completed predict_future for ANNX
[2025-11-25T23:30:09.800282] [INFO ] [sig       ] ANNX: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:30:09.942691] [INFO ] [LOCAL     ] Saved forecast: ANNX	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/ANNX.txt
[2025-11-25T23:30:09.942867] [INFO ] [sig       ] [197/3639] Completed ANNX in 0.3s | 3.00 sym/s | Total: 1.1m | ETA: 19.1m
[2025-11-25T23:30:09.942925] [INFO ] [sig       ] [198/3639] Forecasting ANTX...
[2025-11-25T23:30:09.942970] [INFO ] [sig       ] Generating forecast for: ANTX
[2025-11-25T23:30:09.943013] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ANTX' from 'https://tdm.silogroup.org/data/derivative_storage/ANTX.csv'.
[2025-11-25T23:30:09.955337] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ANTX'.
[2025-11-25T23:30:09.955735] [INFO ] [FORECASTER] Starting predict_future for ANTX
[2025-11-25T23:30:09.956564] [DEBUG] [LOCAL     ] No optimal features file found for ANTX: ./output/feature-sets/ANTX.txt
[2025-11-25T23:30:09.956635] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:30:09.956707] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:30:09.956759] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:30:09.956844] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:30:10.016006] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:30:10.016947] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:30:10.017082] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:30:10.017133] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:30:10.124769] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:30:10.125068] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:30:10.125298] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:30:10.125396] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:30:10.129868] [DEBUG] [FORECASTER] ANTX: Forecast T+1@11:T+2@11: DOWN (p=17.34%)
[2025-11-25T23:30:10.130293] [INFO ] [FORECASTER] Completed predict_future for ANTX
[2025-11-25T23:30:10.130514] [INFO ] [sig       ] ANTX: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:30:10.275342] [INFO ] [LOCAL     ] Saved forecast: ANTX	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/ANTX.txt
[2025-11-25T23:30:10.275515] [INFO ] [sig       ] [198/3639] Completed ANTX in 0.3s | 3.00 sym/s | Total: 1.1m | ETA: 19.1m
[2025-11-25T23:30:10.275581] [INFO ] [sig       ] [199/3639] Forecasting ANVS...
[2025-11-25T23:30:10.275723] [INFO ] [sig       ] Generating forecast for: ANVS
[2025-11-25T23:30:10.275780] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ANVS' from 'https://tdm.silogroup.org/data/derivative_storage/ANVS.csv'.
[2025-11-25T23:30:10.288307] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ANVS'.
[2025-11-25T23:30:10.288729] [INFO ] [FORECASTER] Starting predict_future for ANVS
[2025-11-25T23:30:10.289544] [DEBUG] [LOCAL     ] No optimal features file found for ANVS: ./output/feature-sets/ANVS.txt
[2025-11-25T23:30:10.289615] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:30:10.289685] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:30:10.289729] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:30:10.289804] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:30:10.349957] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:30:10.350889] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:30:10.350993] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:30:10.351041] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:30:10.458577] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:30:10.458784] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:30:10.458855] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:30:10.458901] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:30:10.462382] [DEBUG] [FORECASTER] ANVS: Forecast T+1@11:T+2@11: UP (p=98.62%)
[2025-11-25T23:30:10.462726] [INFO ] [FORECASTER] Completed predict_future for ANVS
[2025-11-25T23:30:10.462892] [INFO ] [sig       ] ANVS: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:30:10.607435] [INFO ] [LOCAL     ] Saved forecast: ANVS	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/ANVS.txt
[2025-11-25T23:30:10.607621] [INFO ] [sig       ] [199/3639] Completed ANVS in 0.3s | 3.00 sym/s | Total: 1.1m | ETA: 19.1m
[2025-11-25T23:30:10.607705] [INFO ] [sig       ] [200/3639] Forecasting AOD...
[2025-11-25T23:30:10.607755] [INFO ] [sig       ] Generating forecast for: AOD
[2025-11-25T23:30:10.607809] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AOD' from 'https://tdm.silogroup.org/data/derivative_storage/AOD.csv'.
[2025-11-25T23:30:10.619692] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AOD'.
[2025-11-25T23:30:10.620083] [INFO ] [FORECASTER] Starting predict_future for AOD
[2025-11-25T23:30:10.620922] [DEBUG] [LOCAL     ] No optimal features file found for AOD: ./output/feature-sets/AOD.txt
[2025-11-25T23:30:10.620992] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:30:10.621060] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:30:10.621103] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:30:10.621174] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:30:10.680321] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:30:10.681201] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:30:10.681315] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:30:10.681363] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:30:10.775966] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:30:10.776152] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:30:10.776202] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:30:10.776238] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:30:10.779753] [DEBUG] [FORECASTER] AOD: Forecast T+1@11:T+2@11: UP (p=77.65%)
[2025-11-25T23:30:10.780052] [INFO ] [FORECASTER] Completed predict_future for AOD
[2025-11-25T23:30:10.780196] [INFO ] [sig       ] AOD: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:30:10.922770] [INFO ] [LOCAL     ] Saved forecast: AOD	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/AOD.txt
[2025-11-25T23:30:10.922954] [INFO ] [sig       ] [200/3639] Completed AOD in 0.3s | 3.00 sym/s | Total: 1.1m | ETA: 19.1m
[2025-11-25T23:30:10.923084] [INFO ] [sig       ] [201/3639] Forecasting AOHY...
[2025-11-25T23:30:10.923136] [INFO ] [sig       ] Generating forecast for: AOHY
[2025-11-25T23:30:10.923179] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AOHY' from 'https://tdm.silogroup.org/data/derivative_storage/AOHY.csv'.
[2025-11-25T23:30:10.937695] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AOHY'.
[2025-11-25T23:30:10.938090] [INFO ] [FORECASTER] Starting predict_future for AOHY
[2025-11-25T23:30:10.938956] [DEBUG] [LOCAL     ] No optimal features file found for AOHY: ./output/feature-sets/AOHY.txt
[2025-11-25T23:30:10.939026] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:30:10.939084] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:30:10.939136] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:30:10.939224] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:30:10.998396] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:30:10.999098] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:30:10.999197] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:30:10.999256] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:30:11.088318] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:30:11.088484] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:30:11.088529] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:30:11.088563] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:30:11.091951] [DEBUG] [FORECASTER] AOHY: Forecast T+1@11:T+2@11: UP (p=97.54%)
[2025-11-25T23:30:11.092255] [INFO ] [FORECASTER] Completed predict_future for AOHY
[2025-11-25T23:30:11.092399] [INFO ] [sig       ] AOHY: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:30:11.233285] [INFO ] [LOCAL     ] Saved forecast: AOHY	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/AOHY.txt
[2025-11-25T23:30:11.233438] [INFO ] [sig       ] [201/3639] Completed AOHY in 0.3s | 3.01 sym/s | Total: 1.1m | ETA: 19.1m
[2025-11-25T23:30:11.233496] [INFO ] [sig       ] [202/3639] Forecasting AON...
[2025-11-25T23:30:11.233620] [INFO ] [sig       ] Generating forecast for: AON
[2025-11-25T23:30:11.233685] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AON' from 'https://tdm.silogroup.org/data/derivative_storage/AON.csv'.
[2025-11-25T23:30:11.245279] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AON'.
[2025-11-25T23:30:11.245676] [INFO ] [FORECASTER] Starting predict_future for AON
[2025-11-25T23:30:11.246503] [DEBUG] [LOCAL     ] No optimal features file found for AON: ./output/feature-sets/AON.txt
[2025-11-25T23:30:11.246575] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:30:11.246633] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:30:11.246705] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:30:11.246796] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:30:11.305102] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:30:11.306010] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:30:11.306115] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:30:11.306176] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:30:11.405773] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:30:11.405948] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:30:11.405994] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:30:11.406029] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:30:11.409538] [DEBUG] [FORECASTER] AON: Forecast T+1@11:T+2@11: UP (p=98.14%)
[2025-11-25T23:30:11.409876] [INFO ] [FORECASTER] Completed predict_future for AON
[2025-11-25T23:30:11.410028] [INFO ] [sig       ] AON: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:30:11.552580] [INFO ] [LOCAL     ] Saved forecast: AON	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/AON.txt
[2025-11-25T23:30:11.552762] [INFO ] [sig       ] [202/3639] Completed AON in 0.3s | 3.01 sym/s | Total: 1.1m | ETA: 19.1m
[2025-11-25T23:30:11.552902] [INFO ] [sig       ] [203/3639] Forecasting AOS...
[2025-11-25T23:30:11.552954] [INFO ] [sig       ] Generating forecast for: AOS
[2025-11-25T23:30:11.553000] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AOS' from 'https://tdm.silogroup.org/data/derivative_storage/AOS.csv'.
[2025-11-25T23:30:11.565455] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AOS'.
[2025-11-25T23:30:11.565848] [INFO ] [FORECASTER] Starting predict_future for AOS
[2025-11-25T23:30:11.566749] [DEBUG] [LOCAL     ] No optimal features file found for AOS: ./output/feature-sets/AOS.txt
[2025-11-25T23:30:11.566836] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:30:11.566895] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:30:11.566939] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:30:11.567024] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:30:11.628816] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:30:11.629727] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:30:11.629838] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:30:11.629899] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:30:11.715733] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:30:11.715888] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:30:11.715938] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:30:11.715974] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:30:11.719664] [DEBUG] [FORECASTER] AOS: Forecast T+1@11:T+2@11: DOWN (p=20.14%)
[2025-11-25T23:30:11.720000] [INFO ] [FORECASTER] Completed predict_future for AOS
[2025-11-25T23:30:11.720165] [INFO ] [sig       ] AOS: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:30:11.864188] [INFO ] [LOCAL     ] Saved forecast: AOS	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/AOS.txt
[2025-11-25T23:30:11.864359] [INFO ] [sig       ] [203/3639] Completed AOS in 0.3s | 3.01 sym/s | Total: 1.1m | ETA: 19.0m
[2025-11-25T23:30:11.864425] [INFO ] [sig       ] [204/3639] Forecasting AOSL...
[2025-11-25T23:30:11.864470] [INFO ] [sig       ] Generating forecast for: AOSL
[2025-11-25T23:30:11.864518] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AOSL' from 'https://tdm.silogroup.org/data/derivative_storage/AOSL.csv'.
[2025-11-25T23:30:11.876031] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AOSL'.
[2025-11-25T23:30:11.876364] [INFO ] [FORECASTER] Starting predict_future for AOSL
[2025-11-25T23:30:11.877220] [DEBUG] [LOCAL     ] No optimal features file found for AOSL: ./output/feature-sets/AOSL.txt
[2025-11-25T23:30:11.877290] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:30:11.877338] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:30:11.877404] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:30:11.877487] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:30:11.936129] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:30:11.936950] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:30:11.937048] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:30:11.937096] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:30:12.019143] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:30:12.019323] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:30:12.019371] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:30:12.019408] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:30:12.022959] [DEBUG] [FORECASTER] AOSL: Forecast T+1@11:T+2@11: DOWN (p=1.36%)
[2025-11-25T23:30:12.023262] [INFO ] [FORECASTER] Completed predict_future for AOSL
[2025-11-25T23:30:12.023440] [INFO ] [sig       ] AOSL: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:30:12.164625] [INFO ] [LOCAL     ] Saved forecast: AOSL	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/AOSL.txt
[2025-11-25T23:30:12.164798] [INFO ] [sig       ] [204/3639] Completed AOSL in 0.3s | 3.01 sym/s | Total: 1.1m | ETA: 19.0m
[2025-11-25T23:30:12.164858] [INFO ] [sig       ] [205/3639] Forecasting AP...
[2025-11-25T23:30:12.164901] [INFO ] [sig       ] Generating forecast for: AP
[2025-11-25T23:30:12.164945] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AP' from 'https://tdm.silogroup.org/data/derivative_storage/AP.csv'.
[2025-11-25T23:30:12.176846] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AP'.
[2025-11-25T23:30:12.177193] [INFO ] [FORECASTER] Starting predict_future for AP
[2025-11-25T23:30:12.178074] [DEBUG] [LOCAL     ] No optimal features file found for AP: ./output/feature-sets/AP.txt
[2025-11-25T23:30:12.178147] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:30:12.178196] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:30:12.178239] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:30:12.178309] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:30:12.237568] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:30:12.238247] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:30:12.238345] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:30:12.238387] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:30:12.328815] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:30:12.329001] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:30:12.329067] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:30:12.329116] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:30:12.332660] [DEBUG] [FORECASTER] AP: Forecast T+1@11:T+2@11: UP (p=52.17%)
[2025-11-25T23:30:12.332990] [INFO ] [FORECASTER] Completed predict_future for AP
[2025-11-25T23:30:12.333143] [INFO ] [sig       ] AP: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:30:12.488089] [INFO ] [LOCAL     ] Saved forecast: AP	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/AP.txt
[2025-11-25T23:30:12.488321] [INFO ] [sig       ] [205/3639] Completed AP in 0.3s | 3.01 sym/s | Total: 1.1m | ETA: 19.0m
[2025-11-25T23:30:12.488391] [INFO ] [sig       ] [206/3639] Forecasting APA...
[2025-11-25T23:30:12.488443] [INFO ] [sig       ] Generating forecast for: APA
[2025-11-25T23:30:12.488498] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'APA' from 'https://tdm.silogroup.org/data/derivative_storage/APA.csv'.
[2025-11-25T23:30:12.502049] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'APA'.
[2025-11-25T23:30:12.502487] [INFO ] [FORECASTER] Starting predict_future for APA
[2025-11-25T23:30:12.503392] [DEBUG] [LOCAL     ] No optimal features file found for APA: ./output/feature-sets/APA.txt
[2025-11-25T23:30:12.503474] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:30:12.503529] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:30:12.503585] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:30:12.503706] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:30:12.566057] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:30:12.567006] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:30:12.567112] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:30:12.567164] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:30:12.672269] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:30:12.672470] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:30:12.672523] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:30:12.672558] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:30:12.676328] [DEBUG] [FORECASTER] APA: Forecast T+1@11:T+2@11: DOWN (p=22.71%)
[2025-11-25T23:30:12.676639] [INFO ] [FORECASTER] Completed predict_future for APA
[2025-11-25T23:30:12.676828] [INFO ] [sig       ] APA: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:30:12.821220] [INFO ] [LOCAL     ] Saved forecast: APA	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/APA.txt
[2025-11-25T23:30:12.821388] [INFO ] [sig       ] [206/3639] Completed APA in 0.3s | 3.01 sym/s | Total: 1.1m | ETA: 19.0m
[2025-11-25T23:30:12.821445] [INFO ] [sig       ] [207/3639] Forecasting APAM...
[2025-11-25T23:30:12.821489] [INFO ] [sig       ] Generating forecast for: APAM
[2025-11-25T23:30:12.821531] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'APAM' from 'https://tdm.silogroup.org/data/derivative_storage/APAM.csv'.
[2025-11-25T23:30:12.833876] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'APAM'.
[2025-11-25T23:30:12.834273] [INFO ] [FORECASTER] Starting predict_future for APAM
[2025-11-25T23:30:12.835216] [DEBUG] [LOCAL     ] No optimal features file found for APAM: ./output/feature-sets/APAM.txt
[2025-11-25T23:30:12.835292] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:30:12.835341] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:30:12.835384] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:30:12.835456] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:30:12.896232] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:30:12.896953] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:30:12.897052] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:30:12.897101] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:30:12.995853] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:30:12.996052] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:30:12.996101] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:30:12.996163] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:30:12.999771] [DEBUG] [FORECASTER] APAM: Forecast T+1@11:T+2@11: UP (p=96.98%)
[2025-11-25T23:30:13.000085] [INFO ] [FORECASTER] Completed predict_future for APAM
[2025-11-25T23:30:13.000247] [INFO ] [sig       ] APAM: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:30:13.147700] [INFO ] [LOCAL     ] Saved forecast: APAM	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/APAM.txt
[2025-11-25T23:30:13.147866] [INFO ] [sig       ] [207/3639] Completed APAM in 0.3s | 3.01 sym/s | Total: 1.1m | ETA: 19.0m
[2025-11-25T23:30:13.147925] [INFO ] [sig       ] [208/3639] Forecasting APD...
[2025-11-25T23:30:13.147973] [INFO ] [sig       ] Generating forecast for: APD
[2025-11-25T23:30:13.148017] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'APD' from 'https://tdm.silogroup.org/data/derivative_storage/APD.csv'.
[2025-11-25T23:30:13.161015] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'APD'.
[2025-11-25T23:30:13.161328] [INFO ] [FORECASTER] Starting predict_future for APD
[2025-11-25T23:30:13.162183] [DEBUG] [LOCAL     ] No optimal features file found for APD: ./output/feature-sets/APD.txt
[2025-11-25T23:30:13.162256] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:30:13.162305] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:30:13.162349] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:30:13.162421] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:30:13.221508] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:30:13.222237] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:30:13.222342] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:30:13.222391] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:30:13.319482] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:30:13.319626] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:30:13.319692] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:30:13.319748] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:30:13.323055] [DEBUG] [FORECASTER] APD: Forecast T+1@11:T+2@11: DOWN (p=0.68%)
[2025-11-25T23:30:13.323365] [INFO ] [FORECASTER] Completed predict_future for APD
[2025-11-25T23:30:13.323520] [INFO ] [sig       ] APD: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:30:13.463821] [INFO ] [LOCAL     ] Saved forecast: APD	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/APD.txt
[2025-11-25T23:30:13.463953] [INFO ] [sig       ] [208/3639] Completed APD in 0.3s | 3.01 sym/s | Total: 1.2m | ETA: 19.0m
[2025-11-25T23:30:13.464011] [INFO ] [sig       ] [209/3639] Forecasting APG...
[2025-11-25T23:30:13.464054] [INFO ] [sig       ] Generating forecast for: APG
[2025-11-25T23:30:13.464096] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'APG' from 'https://tdm.silogroup.org/data/derivative_storage/APG.csv'.
[2025-11-25T23:30:13.475314] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'APG'.
[2025-11-25T23:30:13.475617] [INFO ] [FORECASTER] Starting predict_future for APG
[2025-11-25T23:30:13.476470] [DEBUG] [LOCAL     ] No optimal features file found for APG: ./output/feature-sets/APG.txt
[2025-11-25T23:30:13.476546] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:30:13.476593] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:30:13.476634] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:30:13.476731] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:30:13.535123] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:30:13.535784] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:30:13.535880] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:30:13.535942] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:30:13.634043] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:30:13.634226] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:30:13.634274] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:30:13.634309] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:30:13.637869] [DEBUG] [FORECASTER] APG: Forecast T+1@11:T+2@11: DOWN (p=6.96%)
[2025-11-25T23:30:13.638209] [INFO ] [FORECASTER] Completed predict_future for APG
[2025-11-25T23:30:13.638367] [INFO ] [sig       ] APG: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:30:13.780224] [INFO ] [LOCAL     ] Saved forecast: APG	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/APG.txt
[2025-11-25T23:30:13.780365] [INFO ] [sig       ] [209/3639] Completed APG in 0.3s | 3.01 sym/s | Total: 1.2m | ETA: 19.0m
[2025-11-25T23:30:13.780420] [INFO ] [sig       ] [210/3639] Forecasting APGE...
[2025-11-25T23:30:13.780464] [INFO ] [sig       ] Generating forecast for: APGE
[2025-11-25T23:30:13.780506] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'APGE' from 'https://tdm.silogroup.org/data/derivative_storage/APGE.csv'.
[2025-11-25T23:30:13.792124] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'APGE'.
[2025-11-25T23:30:13.792440] [INFO ] [FORECASTER] Starting predict_future for APGE
[2025-11-25T23:30:13.793296] [DEBUG] [LOCAL     ] No optimal features file found for APGE: ./output/feature-sets/APGE.txt
[2025-11-25T23:30:13.793365] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:30:13.793412] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:30:13.793453] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:30:13.793523] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:30:13.852538] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:30:13.853291] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:30:13.853393] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:30:13.853440] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:30:13.947052] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:30:13.947206] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:30:13.947250] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:30:13.947284] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:30:13.950702] [DEBUG] [FORECASTER] APGE: Forecast T+1@11:T+2@11: UP (p=87.50%)
[2025-11-25T23:30:13.950997] [INFO ] [FORECASTER] Completed predict_future for APGE
[2025-11-25T23:30:13.951138] [INFO ] [sig       ] APGE: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:30:14.093993] [INFO ] [LOCAL     ] Saved forecast: APGE	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/APGE.txt
[2025-11-25T23:30:14.094187] [INFO ] [sig       ] [210/3639] Completed APGE in 0.3s | 3.01 sym/s | Total: 1.2m | ETA: 19.0m
[2025-11-25T23:30:14.094246] [INFO ] [sig       ] [211/3639] Forecasting APH...
[2025-11-25T23:30:14.094289] [INFO ] [sig       ] Generating forecast for: APH
[2025-11-25T23:30:14.094333] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'APH' from 'https://tdm.silogroup.org/data/derivative_storage/APH.csv'.
[2025-11-25T23:30:14.106154] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'APH'.
[2025-11-25T23:30:14.106581] [INFO ] [FORECASTER] Starting predict_future for APH
[2025-11-25T23:30:14.107448] [DEBUG] [LOCAL     ] No optimal features file found for APH: ./output/feature-sets/APH.txt
[2025-11-25T23:30:14.107520] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:30:14.107568] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:30:14.107609] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:30:14.107718] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:30:14.169583] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:30:14.170711] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:30:14.170834] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:30:14.170894] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:30:14.263905] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:30:14.264093] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:30:14.264140] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:30:14.264174] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:30:14.267692] [DEBUG] [FORECASTER] APH: Forecast T+1@11:T+2@11: DOWN (p=41.98%)
[2025-11-25T23:30:14.267988] [INFO ] [FORECASTER] Completed predict_future for APH
[2025-11-25T23:30:14.268135] [INFO ] [sig       ] APH: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:30:14.408814] [INFO ] [LOCAL     ] Saved forecast: APH	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/APH.txt
[2025-11-25T23:30:14.408972] [INFO ] [sig       ] [211/3639] Completed APH in 0.3s | 3.01 sym/s | Total: 1.2m | ETA: 19.0m
[2025-11-25T23:30:14.409029] [INFO ] [sig       ] [212/3639] Forecasting API...
[2025-11-25T23:30:14.409073] [INFO ] [sig       ] Generating forecast for: API
[2025-11-25T23:30:14.409121] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'API' from 'https://tdm.silogroup.org/data/derivative_storage/API.csv'.
[2025-11-25T23:30:14.420732] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'API'.
[2025-11-25T23:30:14.421038] [INFO ] [FORECASTER] Starting predict_future for API
[2025-11-25T23:30:14.421898] [DEBUG] [LOCAL     ] No optimal features file found for API: ./output/feature-sets/API.txt
[2025-11-25T23:30:14.421968] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:30:14.422014] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:30:14.422054] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:30:14.422123] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:30:14.479998] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:30:14.480632] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:30:14.480749] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:30:14.480799] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:30:14.585769] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:30:14.585944] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:30:14.585989] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:30:14.586023] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:30:14.589512] [DEBUG] [FORECASTER] API: Forecast T+1@11:T+2@11: UP (p=86.61%)
[2025-11-25T23:30:14.589983] [INFO ] [FORECASTER] Completed predict_future for API
[2025-11-25T23:30:14.590205] [INFO ] [sig       ] API: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:30:14.731507] [INFO ] [LOCAL     ] Saved forecast: API	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/API.txt
[2025-11-25T23:30:14.731715] [INFO ] [sig       ] [212/3639] Completed API in 0.3s | 3.01 sym/s | Total: 1.2m | ETA: 19.0m
[2025-11-25T23:30:14.731775] [INFO ] [sig       ] [213/3639] Forecasting APLD...
[2025-11-25T23:30:14.731818] [INFO ] [sig       ] Generating forecast for: APLD
[2025-11-25T23:30:14.731861] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'APLD' from 'https://tdm.silogroup.org/data/derivative_storage/APLD.csv'.
[2025-11-25T23:30:14.743659] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'APLD'.
[2025-11-25T23:30:14.743968] [INFO ] [FORECASTER] Starting predict_future for APLD
[2025-11-25T23:30:14.744825] [DEBUG] [LOCAL     ] No optimal features file found for APLD: ./output/feature-sets/APLD.txt
[2025-11-25T23:30:14.744908] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:30:14.744955] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:30:14.744996] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:30:14.745064] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:30:14.802961] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:30:14.803843] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:30:14.803947] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:30:14.803994] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:30:14.908372] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:30:14.908606] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:30:14.908687] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:30:14.908737] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:30:14.912205] [DEBUG] [FORECASTER] APLD: Forecast T+1@11:T+2@11: UP (p=66.43%)
[2025-11-25T23:30:14.912519] [INFO ] [FORECASTER] Completed predict_future for APLD
[2025-11-25T23:30:14.912828] [INFO ] [sig       ] APLD: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:30:15.054632] [INFO ] [LOCAL     ] Saved forecast: APLD	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/APLD.txt
[2025-11-25T23:30:15.054814] [INFO ] [sig       ] [213/3639] Completed APLD in 0.3s | 3.01 sym/s | Total: 1.2m | ETA: 19.0m
[2025-11-25T23:30:15.054869] [INFO ] [sig       ] [214/3639] Forecasting APLE...
[2025-11-25T23:30:15.054913] [INFO ] [sig       ] Generating forecast for: APLE
[2025-11-25T23:30:15.054956] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'APLE' from 'https://tdm.silogroup.org/data/derivative_storage/APLE.csv'.
[2025-11-25T23:30:15.066577] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'APLE'.
[2025-11-25T23:30:15.066978] [INFO ] [FORECASTER] Starting predict_future for APLE
[2025-11-25T23:30:15.067841] [DEBUG] [LOCAL     ] No optimal features file found for APLE: ./output/feature-sets/APLE.txt
[2025-11-25T23:30:15.067920] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:30:15.067968] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:30:15.068010] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:30:15.068081] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:30:15.126358] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:30:15.127218] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:30:15.127317] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:30:15.127386] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:30:15.239029] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:30:15.239223] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:30:15.239269] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:30:15.239303] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:30:15.242835] [DEBUG] [FORECASTER] APLE: Forecast T+1@11:T+2@11: DOWN (p=4.45%)
[2025-11-25T23:30:15.243157] [INFO ] [FORECASTER] Completed predict_future for APLE
[2025-11-25T23:30:15.243305] [INFO ] [sig       ] APLE: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:30:15.390223] [INFO ] [LOCAL     ] Saved forecast: APLE	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/APLE.txt
[2025-11-25T23:30:15.390382] [INFO ] [sig       ] [214/3639] Completed APLE in 0.3s | 3.01 sym/s | Total: 1.2m | ETA: 18.9m
[2025-11-25T23:30:15.390438] [INFO ] [sig       ] [215/3639] Forecasting APLS...
[2025-11-25T23:30:15.390484] [INFO ] [sig       ] Generating forecast for: APLS
[2025-11-25T23:30:15.390529] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'APLS' from 'https://tdm.silogroup.org/data/derivative_storage/APLS.csv'.
[2025-11-25T23:30:15.404748] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'APLS'.
[2025-11-25T23:30:15.405380] [INFO ] [FORECASTER] Starting predict_future for APLS
[2025-11-25T23:30:15.406427] [DEBUG] [LOCAL     ] No optimal features file found for APLS: ./output/feature-sets/APLS.txt
[2025-11-25T23:30:15.406504] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:30:15.406555] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:30:15.406599] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:30:15.406693] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:30:15.469356] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:30:15.470761] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:30:15.470891] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:30:15.470947] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:30:15.573007] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:30:15.573211] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:30:15.573261] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:30:15.573296] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:30:15.576946] [DEBUG] [FORECASTER] APLS: Forecast T+1@11:T+2@11: DOWN (p=5.04%)
[2025-11-25T23:30:15.577247] [INFO ] [FORECASTER] Completed predict_future for APLS
[2025-11-25T23:30:15.577424] [INFO ] [sig       ] APLS: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:30:15.718018] [INFO ] [LOCAL     ] Saved forecast: APLS	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/APLS.txt
[2025-11-25T23:30:15.718185] [INFO ] [sig       ] [215/3639] Completed APLS in 0.3s | 3.01 sym/s | Total: 1.2m | ETA: 18.9m
[2025-11-25T23:30:15.718244] [INFO ] [sig       ] [216/3639] Forecasting APM...
[2025-11-25T23:30:15.718290] [INFO ] [sig       ] Generating forecast for: APM
[2025-11-25T23:30:15.718334] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'APM' from 'https://tdm.silogroup.org/data/derivative_storage/APM.csv'.
[2025-11-25T23:30:15.731277] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'APM'.
[2025-11-25T23:30:15.731786] [INFO ] [FORECASTER] Starting predict_future for APM
[2025-11-25T23:30:15.732711] [DEBUG] [LOCAL     ] No optimal features file found for APM: ./output/feature-sets/APM.txt
[2025-11-25T23:30:15.732785] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:30:15.732834] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:30:15.732877] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:30:15.732950] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:30:15.792177] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:30:15.793144] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:30:15.793251] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:30:15.793301] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:30:15.913403] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:30:15.914147] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:30:15.914232] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:30:15.914282] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:30:15.918113] [DEBUG] [FORECASTER] APM: Forecast T+1@11:T+2@11: DOWN (p=36.26%)
[2025-11-25T23:30:15.918488] [INFO ] [FORECASTER] Completed predict_future for APM
[2025-11-25T23:30:15.918690] [INFO ] [sig       ] APM: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:30:16.067689] [INFO ] [LOCAL     ] Saved forecast: APM	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/APM.txt
[2025-11-25T23:30:16.067880] [INFO ] [sig       ] [216/3639] Completed APM in 0.3s | 3.01 sym/s | Total: 1.2m | ETA: 18.9m
[2025-11-25T23:30:16.067945] [INFO ] [sig       ] [217/3639] Forecasting APO...
[2025-11-25T23:30:16.067990] [INFO ] [sig       ] Generating forecast for: APO
[2025-11-25T23:30:16.068037] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'APO' from 'https://tdm.silogroup.org/data/derivative_storage/APO.csv'.
[2025-11-25T23:30:16.081535] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'APO'.
[2025-11-25T23:30:16.082006] [INFO ] [FORECASTER] Starting predict_future for APO
[2025-11-25T23:30:16.082878] [DEBUG] [LOCAL     ] No optimal features file found for APO: ./output/feature-sets/APO.txt
[2025-11-25T23:30:16.082970] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:30:16.083028] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:30:16.083071] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:30:16.083143] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:30:16.143462] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:30:16.144407] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:30:16.144516] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:30:16.144566] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:30:16.264544] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:30:16.264769] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:30:16.264846] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:30:16.264896] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:30:16.268572] [DEBUG] [FORECASTER] APO: Forecast T+1@11:T+2@11: UP (p=97.26%)
[2025-11-25T23:30:16.269157] [INFO ] [FORECASTER] Completed predict_future for APO
[2025-11-25T23:30:16.269405] [INFO ] [sig       ] APO: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:30:16.430906] [INFO ] [LOCAL     ] Saved forecast: APO	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/APO.txt
[2025-11-25T23:30:16.431099] [INFO ] [sig       ] [217/3639] Completed APO in 0.4s | 3.01 sym/s | Total: 1.2m | ETA: 18.9m
[2025-11-25T23:30:16.431160] [INFO ] [sig       ] [218/3639] Forecasting APOG...
[2025-11-25T23:30:16.431207] [INFO ] [sig       ] Generating forecast for: APOG
[2025-11-25T23:30:16.431253] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'APOG' from 'https://tdm.silogroup.org/data/derivative_storage/APOG.csv'.
[2025-11-25T23:30:16.444479] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'APOG'.
[2025-11-25T23:30:16.444988] [INFO ] [FORECASTER] Starting predict_future for APOG
[2025-11-25T23:30:16.445908] [DEBUG] [LOCAL     ] No optimal features file found for APOG: ./output/feature-sets/APOG.txt
[2025-11-25T23:30:16.445987] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:30:16.446037] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:30:16.446082] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:30:16.446155] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:30:16.507140] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:30:16.508152] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:30:16.508264] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:30:16.508315] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:30:16.624382] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:30:16.624581] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:30:16.624628] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:30:16.624686] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:30:16.628241] [DEBUG] [FORECASTER] APOG: Forecast T+1@11:T+2@11: DOWN (p=17.47%)
[2025-11-25T23:30:16.628599] [INFO ] [FORECASTER] Completed predict_future for APOG
[2025-11-25T23:30:16.628791] [INFO ] [sig       ] APOG: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:30:16.771794] [INFO ] [LOCAL     ] Saved forecast: APOG	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/APOG.txt
[2025-11-25T23:30:16.771956] [INFO ] [sig       ] [218/3639] Completed APOG in 0.3s | 3.01 sym/s | Total: 1.2m | ETA: 18.9m
[2025-11-25T23:30:16.772014] [INFO ] [sig       ] [219/3639] Forecasting APOS...
[2025-11-25T23:30:16.772060] [INFO ] [sig       ] Generating forecast for: APOS
[2025-11-25T23:30:16.772105] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'APOS' from 'https://tdm.silogroup.org/data/derivative_storage/APOS.csv'.
[2025-11-25T23:30:16.783404] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'APOS'.
[2025-11-25T23:30:16.783732] [INFO ] [FORECASTER] Starting predict_future for APOS
[2025-11-25T23:30:16.784561] [DEBUG] [LOCAL     ] No optimal features file found for APOS: ./output/feature-sets/APOS.txt
[2025-11-25T23:30:16.784633] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:30:16.784710] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:30:16.784763] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:30:16.784846] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:30:16.844751] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:30:16.845563] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:30:16.845684] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:30:16.845747] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:30:16.964901] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:30:16.965101] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:30:16.965150] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:30:16.965187] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:30:16.968867] [DEBUG] [FORECASTER] APOS: Forecast T+1@11:T+2@11: UP (p=59.42%)
[2025-11-25T23:30:16.969174] [INFO ] [FORECASTER] Completed predict_future for APOS
[2025-11-25T23:30:16.969334] [INFO ] [sig       ] APOS: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:30:17.111997] [INFO ] [LOCAL     ] Saved forecast: APOS	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/APOS.txt
[2025-11-25T23:30:17.112162] [INFO ] [sig       ] [219/3639] Completed APOS in 0.3s | 3.01 sym/s | Total: 1.2m | ETA: 18.9m
[2025-11-25T23:30:17.112220] [INFO ] [sig       ] [220/3639] Forecasting APP...
[2025-11-25T23:30:17.112267] [INFO ] [sig       ] Generating forecast for: APP
[2025-11-25T23:30:17.112377] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'APP' from 'https://tdm.silogroup.org/data/derivative_storage/APP.csv'.
[2025-11-25T23:30:17.124526] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'APP'.
[2025-11-25T23:30:17.124915] [INFO ] [FORECASTER] Starting predict_future for APP
[2025-11-25T23:30:17.125802] [DEBUG] [LOCAL     ] No optimal features file found for APP: ./output/feature-sets/APP.txt
[2025-11-25T23:30:17.125874] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:30:17.125924] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:30:17.125965] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:30:17.126042] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:30:17.187124] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:30:17.187846] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:30:17.187949] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:30:17.188001] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:30:17.305711] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:30:17.305951] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:30:17.306018] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:30:17.306056] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:30:17.313417] [DEBUG] [FORECASTER] APP: Forecast T+1@11:T+2@11: DOWN (p=14.80%)
[2025-11-25T23:30:17.313820] [INFO ] [FORECASTER] Completed predict_future for APP
[2025-11-25T23:30:17.314003] [INFO ] [sig       ] APP: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:30:17.474981] [INFO ] [LOCAL     ] Saved forecast: APP	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/APP.txt
[2025-11-25T23:30:17.475154] [INFO ] [sig       ] [220/3639] Completed APP in 0.4s | 3.01 sym/s | Total: 1.2m | ETA: 18.9m
[2025-11-25T23:30:17.475213] [INFO ] [sig       ] [221/3639] Forecasting APPF...
[2025-11-25T23:30:17.475257] [INFO ] [sig       ] Generating forecast for: APPF
[2025-11-25T23:30:17.475303] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'APPF' from 'https://tdm.silogroup.org/data/derivative_storage/APPF.csv'.
[2025-11-25T23:30:17.487243] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'APPF'.
[2025-11-25T23:30:17.487607] [INFO ] [FORECASTER] Starting predict_future for APPF
[2025-11-25T23:30:17.488543] [DEBUG] [LOCAL     ] No optimal features file found for APPF: ./output/feature-sets/APPF.txt
[2025-11-25T23:30:17.488616] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:30:17.488694] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:30:17.488737] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:30:17.488808] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:30:17.549527] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:30:17.550366] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:30:17.550512] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:30:17.550580] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:30:17.669554] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:30:17.669764] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:30:17.669840] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:30:17.669888] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:30:17.673564] [DEBUG] [FORECASTER] APPF: Forecast T+1@11:T+2@11: DOWN (p=48.68%)
[2025-11-25T23:30:17.673946] [INFO ] [FORECASTER] Completed predict_future for APPF
[2025-11-25T23:30:17.674137] [INFO ] [sig       ] APPF: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:30:17.818270] [INFO ] [LOCAL     ] Saved forecast: APPF	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/APPF.txt
[2025-11-25T23:30:17.818456] [INFO ] [sig       ] [221/3639] Completed APPF in 0.3s | 3.01 sym/s | Total: 1.2m | ETA: 18.9m
[2025-11-25T23:30:17.818515] [INFO ] [sig       ] [222/3639] Forecasting APPN...
[2025-11-25T23:30:17.818561] [INFO ] [sig       ] Generating forecast for: APPN
[2025-11-25T23:30:17.818605] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'APPN' from 'https://tdm.silogroup.org/data/derivative_storage/APPN.csv'.
[2025-11-25T23:30:17.832672] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'APPN'.
[2025-11-25T23:30:17.833286] [INFO ] [FORECASTER] Starting predict_future for APPN
[2025-11-25T23:30:17.834314] [DEBUG] [LOCAL     ] No optimal features file found for APPN: ./output/feature-sets/APPN.txt
[2025-11-25T23:30:17.834395] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:30:17.834456] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:30:17.834510] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:30:17.834588] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:30:17.895096] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:30:17.896257] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:30:17.896391] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:30:17.896444] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:30:18.022821] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:30:18.023335] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:30:18.023406] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:30:18.023456] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:30:18.028018] [DEBUG] [FORECASTER] APPN: Forecast T+1@11:T+2@11: DOWN (p=5.66%)
[2025-11-25T23:30:18.028487] [INFO ] [FORECASTER] Completed predict_future for APPN
[2025-11-25T23:30:18.028695] [INFO ] [sig       ] APPN: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:30:18.187415] [INFO ] [LOCAL     ] Saved forecast: APPN	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/APPN.txt
[2025-11-25T23:30:18.187715] [INFO ] [sig       ] [222/3639] Completed APPN in 0.4s | 3.01 sym/s | Total: 1.2m | ETA: 18.9m
[2025-11-25T23:30:18.187783] [INFO ] [sig       ] [223/3639] Forecasting APPS...
[2025-11-25T23:30:18.187830] [INFO ] [sig       ] Generating forecast for: APPS
[2025-11-25T23:30:18.187868] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'APPS' from 'https://tdm.silogroup.org/data/derivative_storage/APPS.csv'.
[2025-11-25T23:30:18.202234] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'APPS'.
[2025-11-25T23:30:18.202884] [INFO ] [FORECASTER] Starting predict_future for APPS
[2025-11-25T23:30:18.203932] [DEBUG] [LOCAL     ] No optimal features file found for APPS: ./output/feature-sets/APPS.txt
[2025-11-25T23:30:18.204007] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:30:18.204060] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:30:18.204106] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:30:18.204180] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:30:18.264171] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:30:18.265386] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:30:18.265506] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:30:18.265559] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:30:18.392149] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:30:18.392433] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:30:18.392486] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:30:18.392521] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:30:18.396546] [DEBUG] [FORECASTER] APPS: Forecast T+1@11:T+2@11: DOWN (p=19.39%)
[2025-11-25T23:30:18.396913] [INFO ] [FORECASTER] Completed predict_future for APPS
[2025-11-25T23:30:18.397094] [INFO ] [sig       ] APPS: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:30:18.545927] [INFO ] [LOCAL     ] Saved forecast: APPS	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/APPS.txt
[2025-11-25T23:30:18.546180] [INFO ] [sig       ] [223/3639] Completed APPS in 0.4s | 3.01 sym/s | Total: 1.2m | ETA: 18.9m
[2025-11-25T23:30:18.546243] [INFO ] [sig       ] [224/3639] Forecasting APRE...
[2025-11-25T23:30:18.546294] [INFO ] [sig       ] Generating forecast for: APRE
[2025-11-25T23:30:18.546339] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'APRE' from 'https://tdm.silogroup.org/data/derivative_storage/APRE.csv'.
[2025-11-25T23:30:18.559972] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'APRE'.
[2025-11-25T23:30:18.560473] [INFO ] [FORECASTER] Starting predict_future for APRE
[2025-11-25T23:30:18.561471] [DEBUG] [LOCAL     ] No optimal features file found for APRE: ./output/feature-sets/APRE.txt
[2025-11-25T23:30:18.561563] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:30:18.561614] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:30:18.561681] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:30:18.561756] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:30:18.620231] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:30:18.621094] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:30:18.621207] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:30:18.621258] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:30:18.729969] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:30:18.730240] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:30:18.730291] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:30:18.730327] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:30:18.734266] [DEBUG] [FORECASTER] APRE: Forecast T+1@11:T+2@11: UP (p=92.49%)
[2025-11-25T23:30:18.734597] [INFO ] [FORECASTER] Completed predict_future for APRE
[2025-11-25T23:30:18.734789] [INFO ] [sig       ] APRE: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:30:18.883828] [INFO ] [LOCAL     ] Saved forecast: APRE	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/APRE.txt
[2025-11-25T23:30:18.884114] [INFO ] [sig       ] [224/3639] Completed APRE in 0.3s | 3.01 sym/s | Total: 1.2m | ETA: 18.9m
[2025-11-25T23:30:18.884177] [INFO ] [sig       ] [225/3639] Forecasting APVO...
[2025-11-25T23:30:18.884225] [INFO ] [sig       ] Generating forecast for: APVO
[2025-11-25T23:30:18.884275] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'APVO' from 'https://tdm.silogroup.org/data/derivative_storage/APVO.csv'.
[2025-11-25T23:30:18.897768] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'APVO'.
[2025-11-25T23:30:18.898185] [INFO ] [FORECASTER] Starting predict_future for APVO
[2025-11-25T23:30:18.899148] [DEBUG] [LOCAL     ] No optimal features file found for APVO: ./output/feature-sets/APVO.txt
[2025-11-25T23:30:18.899222] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:30:18.899283] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:30:18.899335] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:30:18.899428] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:30:18.960311] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:30:18.961031] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:30:18.961144] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:30:18.961195] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:30:19.069035] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:30:19.069261] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:30:19.069322] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:30:19.069375] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:30:19.073534] [DEBUG] [FORECASTER] APVO: Forecast T+1@11:T+2@11: DOWN (p=28.60%)
[2025-11-25T23:30:19.073884] [INFO ] [FORECASTER] Completed predict_future for APVO
[2025-11-25T23:30:19.074050] [INFO ] [sig       ] APVO: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:30:19.218465] [INFO ] [LOCAL     ] Saved forecast: APVO	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/APVO.txt
[2025-11-25T23:30:19.218632] [INFO ] [sig       ] [225/3639] Completed APVO in 0.3s | 3.01 sym/s | Total: 1.2m | ETA: 18.9m
[2025-11-25T23:30:19.218713] [INFO ] [sig       ] [226/3639] Forecasting APYX...
[2025-11-25T23:30:19.218759] [INFO ] [sig       ] Generating forecast for: APYX
[2025-11-25T23:30:19.218803] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'APYX' from 'https://tdm.silogroup.org/data/derivative_storage/APYX.csv'.
[2025-11-25T23:30:19.231105] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'APYX'.
[2025-11-25T23:30:19.231482] [INFO ] [FORECASTER] Starting predict_future for APYX
[2025-11-25T23:30:19.232380] [DEBUG] [LOCAL     ] No optimal features file found for APYX: ./output/feature-sets/APYX.txt
[2025-11-25T23:30:19.232452] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:30:19.232500] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:30:19.232541] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:30:19.232612] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:30:19.291388] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:30:19.292309] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:30:19.292417] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:30:19.292477] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:30:19.377323] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:30:19.377510] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:30:19.377563] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:30:19.377598] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:30:19.381062] [DEBUG] [FORECASTER] APYX: Forecast T+1@11:T+2@11: UP (p=86.34%)
[2025-11-25T23:30:19.381366] [INFO ] [FORECASTER] Completed predict_future for APYX
[2025-11-25T23:30:19.381522] [INFO ] [sig       ] APYX: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:30:19.523349] [INFO ] [LOCAL     ] Saved forecast: APYX	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/APYX.txt
[2025-11-25T23:30:19.523537] [INFO ] [sig       ] [226/3639] Completed APYX in 0.3s | 3.01 sym/s | Total: 1.3m | ETA: 18.9m
[2025-11-25T23:30:19.523594] [INFO ] [sig       ] [227/3639] Forecasting AQMS...
[2025-11-25T23:30:19.523635] [INFO ] [sig       ] Generating forecast for: AQMS
[2025-11-25T23:30:19.523705] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AQMS' from 'https://tdm.silogroup.org/data/derivative_storage/AQMS.csv'.
[2025-11-25T23:30:19.535896] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AQMS'.
[2025-11-25T23:30:19.536291] [INFO ] [FORECASTER] Starting predict_future for AQMS
[2025-11-25T23:30:19.537199] [DEBUG] [LOCAL     ] No optimal features file found for AQMS: ./output/feature-sets/AQMS.txt
[2025-11-25T23:30:19.537273] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:30:19.537323] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:30:19.537446] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:30:19.537527] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:30:19.596524] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:30:19.597344] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:30:19.597473] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:30:19.597533] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:30:19.692767] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:30:19.692936] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:30:19.692984] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:30:19.693019] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:30:19.696401] [DEBUG] [FORECASTER] AQMS: Forecast T+1@11:T+2@11: UP (p=84.27%)
[2025-11-25T23:30:19.696840] [INFO ] [FORECASTER] Completed predict_future for AQMS
[2025-11-25T23:30:19.696997] [INFO ] [sig       ] AQMS: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:30:19.837046] [INFO ] [LOCAL     ] Saved forecast: AQMS	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/AQMS.txt
[2025-11-25T23:30:19.837209] [INFO ] [sig       ] [227/3639] Completed AQMS in 0.3s | 3.01 sym/s | Total: 1.3m | ETA: 18.9m
[2025-11-25T23:30:19.837276] [INFO ] [sig       ] [228/3639] Forecasting AQN...
[2025-11-25T23:30:19.837321] [INFO ] [sig       ] Generating forecast for: AQN
[2025-11-25T23:30:19.837390] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AQN' from 'https://tdm.silogroup.org/data/derivative_storage/AQN.csv'.
[2025-11-25T23:30:19.850271] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AQN'.
[2025-11-25T23:30:19.850636] [INFO ] [FORECASTER] Starting predict_future for AQN
[2025-11-25T23:30:19.851474] [DEBUG] [LOCAL     ] No optimal features file found for AQN: ./output/feature-sets/AQN.txt
[2025-11-25T23:30:19.851546] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:30:19.851603] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:30:19.851670] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:30:19.851760] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:30:19.909572] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:30:19.910351] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:30:19.910454] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:30:19.910513] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:30:20.007805] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:30:20.007984] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:30:20.008030] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:30:20.008064] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:30:20.011492] [DEBUG] [FORECASTER] AQN: Forecast T+1@11:T+2@11: DOWN (p=1.74%)
[2025-11-25T23:30:20.011811] [INFO ] [FORECASTER] Completed predict_future for AQN
[2025-11-25T23:30:20.011995] [INFO ] [sig       ] AQN: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:30:20.156604] [INFO ] [LOCAL     ] Saved forecast: AQN	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/AQN.txt
[2025-11-25T23:30:20.156789] [INFO ] [sig       ] [228/3639] Completed AQN in 0.3s | 3.01 sym/s | Total: 1.3m | ETA: 18.9m
[2025-11-25T23:30:20.156847] [INFO ] [sig       ] [229/3639] Forecasting AQNB...
[2025-11-25T23:30:20.156891] [INFO ] [sig       ] Generating forecast for: AQNB
[2025-11-25T23:30:20.156933] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AQNB' from 'https://tdm.silogroup.org/data/derivative_storage/AQNB.csv'.
[2025-11-25T23:30:20.168697] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AQNB'.
[2025-11-25T23:30:20.169034] [INFO ] [FORECASTER] Starting predict_future for AQNB
[2025-11-25T23:30:20.169883] [DEBUG] [LOCAL     ] No optimal features file found for AQNB: ./output/feature-sets/AQNB.txt
[2025-11-25T23:30:20.169954] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:30:20.170001] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:30:20.170045] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:30:20.170174] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:30:20.229132] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:30:20.229838] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:30:20.229943] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:30:20.230007] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:30:20.317910] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:30:20.318064] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:30:20.318108] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:30:20.318142] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:30:20.321616] [DEBUG] [FORECASTER] AQNB: Forecast T+1@11:T+2@11: UP (p=61.79%)
[2025-11-25T23:30:20.321924] [INFO ] [FORECASTER] Completed predict_future for AQNB
[2025-11-25T23:30:20.322093] [INFO ] [sig       ] AQNB: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:30:20.463026] [INFO ] [LOCAL     ] Saved forecast: AQNB	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/AQNB.txt
[2025-11-25T23:30:20.463246] [INFO ] [sig       ] [229/3639] Completed AQNB in 0.3s | 3.01 sym/s | Total: 1.3m | ETA: 18.9m
[2025-11-25T23:30:20.463362] [INFO ] [sig       ] [230/3639] Forecasting ARBB...
[2025-11-25T23:30:20.463414] [INFO ] [sig       ] Generating forecast for: ARBB
[2025-11-25T23:30:20.463469] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ARBB' from 'https://tdm.silogroup.org/data/derivative_storage/ARBB.csv'.
[2025-11-25T23:30:20.476864] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ARBB'.
[2025-11-25T23:30:20.477392] [INFO ] [FORECASTER] Starting predict_future for ARBB
[2025-11-25T23:30:20.478427] [DEBUG] [LOCAL     ] No optimal features file found for ARBB: ./output/feature-sets/ARBB.txt
[2025-11-25T23:30:20.478501] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:30:20.478552] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:30:20.478594] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:30:20.478688] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:30:20.539101] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:30:20.540100] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:30:20.540206] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:30:20.540256] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:30:20.628379] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:30:20.628544] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:30:20.628592] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:30:20.628627] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:30:20.632059] [DEBUG] [FORECASTER] ARBB: Forecast T+1@11:T+2@11: UP (p=99.84%)
[2025-11-25T23:30:20.632360] [INFO ] [FORECASTER] Completed predict_future for ARBB
[2025-11-25T23:30:20.632511] [INFO ] [sig       ] ARBB: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:30:20.775282] [INFO ] [LOCAL     ] Saved forecast: ARBB	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/ARBB.txt
[2025-11-25T23:30:20.775444] [INFO ] [sig       ] [230/3639] Completed ARBB in 0.3s | 3.01 sym/s | Total: 1.3m | ETA: 18.9m
[2025-11-25T23:30:20.775500] [INFO ] [sig       ] [231/3639] Forecasting ARBE...
[2025-11-25T23:30:20.775544] [INFO ] [sig       ] Generating forecast for: ARBE
[2025-11-25T23:30:20.775586] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ARBE' from 'https://tdm.silogroup.org/data/derivative_storage/ARBE.csv'.
[2025-11-25T23:30:20.787562] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ARBE'.
[2025-11-25T23:30:20.787920] [INFO ] [FORECASTER] Starting predict_future for ARBE
[2025-11-25T23:30:20.788818] [DEBUG] [LOCAL     ] No optimal features file found for ARBE: ./output/feature-sets/ARBE.txt
[2025-11-25T23:30:20.788887] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:30:20.788933] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:30:20.788978] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:30:20.789063] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:30:20.848576] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:30:20.849294] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:30:20.849394] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:30:20.849441] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:30:20.955428] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:30:20.955605] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:30:20.955762] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:30:20.955815] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:30:20.959309] [DEBUG] [FORECASTER] ARBE: Forecast T+1@11:T+2@11: UP (p=67.21%)
[2025-11-25T23:30:20.959604] [INFO ] [FORECASTER] Completed predict_future for ARBE
[2025-11-25T23:30:20.959775] [INFO ] [sig       ] ARBE: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:30:21.100629] [INFO ] [LOCAL     ] Saved forecast: ARBE	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/ARBE.txt
[2025-11-25T23:30:21.100800] [INFO ] [sig       ] [231/3639] Completed ARBE in 0.3s | 3.01 sym/s | Total: 1.3m | ETA: 18.9m
[2025-11-25T23:30:21.100856] [INFO ] [sig       ] [232/3639] Forecasting ARCB...
[2025-11-25T23:30:21.100899] [INFO ] [sig       ] Generating forecast for: ARCB
[2025-11-25T23:30:21.100947] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ARCB' from 'https://tdm.silogroup.org/data/derivative_storage/ARCB.csv'.
[2025-11-25T23:30:21.113443] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ARCB'.
[2025-11-25T23:30:21.113871] [INFO ] [FORECASTER] Starting predict_future for ARCB
[2025-11-25T23:30:21.114776] [DEBUG] [LOCAL     ] No optimal features file found for ARCB: ./output/feature-sets/ARCB.txt
[2025-11-25T23:30:21.114846] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:30:21.114904] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:30:21.114954] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:30:21.115034] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:30:21.173279] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:30:21.173993] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:30:21.174095] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:30:21.174153] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:30:21.269945] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:30:21.270108] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:30:21.270158] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:30:21.270192] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:30:21.273591] [DEBUG] [FORECASTER] ARCB: Forecast T+1@11:T+2@11: DOWN (p=20.55%)
[2025-11-25T23:30:21.274047] [INFO ] [FORECASTER] Completed predict_future for ARCB
[2025-11-25T23:30:21.274275] [INFO ] [sig       ] ARCB: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:30:21.415142] [INFO ] [LOCAL     ] Saved forecast: ARCB	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/ARCB.txt
[2025-11-25T23:30:21.415316] [INFO ] [sig       ] [232/3639] Completed ARCB in 0.3s | 3.01 sym/s | Total: 1.3m | ETA: 18.9m
[2025-11-25T23:30:21.415374] [INFO ] [sig       ] [233/3639] Forecasting ARCC...
[2025-11-25T23:30:21.415428] [INFO ] [sig       ] Generating forecast for: ARCC
[2025-11-25T23:30:21.415482] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ARCC' from 'https://tdm.silogroup.org/data/derivative_storage/ARCC.csv'.
[2025-11-25T23:30:21.427149] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ARCC'.
[2025-11-25T23:30:21.427512] [INFO ] [FORECASTER] Starting predict_future for ARCC
[2025-11-25T23:30:21.428407] [DEBUG] [LOCAL     ] No optimal features file found for ARCC: ./output/feature-sets/ARCC.txt
[2025-11-25T23:30:21.428481] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:30:21.428539] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:30:21.428583] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:30:21.428681] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:30:21.486870] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:30:21.487591] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:30:21.487720] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:30:21.487781] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:30:21.583465] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:30:21.583617] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:30:21.583681] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:30:21.583724] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:30:21.587126] [DEBUG] [FORECASTER] ARCC: Forecast T+1@11:T+2@11: UP (p=74.68%)
[2025-11-25T23:30:21.587439] [INFO ] [FORECASTER] Completed predict_future for ARCC
[2025-11-25T23:30:21.587591] [INFO ] [sig       ] ARCC: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:30:21.727981] [INFO ] [LOCAL     ] Saved forecast: ARCC	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/ARCC.txt
[2025-11-25T23:30:21.728149] [INFO ] [sig       ] [233/3639] Completed ARCC in 0.3s | 3.01 sym/s | Total: 1.3m | ETA: 18.8m
[2025-11-25T23:30:21.728220] [INFO ] [sig       ] [234/3639] Forecasting ARCO...
[2025-11-25T23:30:21.728268] [INFO ] [sig       ] Generating forecast for: ARCO
[2025-11-25T23:30:21.728320] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ARCO' from 'https://tdm.silogroup.org/data/derivative_storage/ARCO.csv'.
[2025-11-25T23:30:21.739966] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ARCO'.
[2025-11-25T23:30:21.740295] [INFO ] [FORECASTER] Starting predict_future for ARCO
[2025-11-25T23:30:21.741132] [DEBUG] [LOCAL     ] No optimal features file found for ARCO: ./output/feature-sets/ARCO.txt
[2025-11-25T23:30:21.741202] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:30:21.741249] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:30:21.741291] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:30:21.741361] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:30:21.799306] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:30:21.799971] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:30:21.800078] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:30:21.800126] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:30:21.902345] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:30:21.902506] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:30:21.902551] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:30:21.902587] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:30:21.905962] [DEBUG] [FORECASTER] ARCO: Forecast T+1@11:T+2@11: UP (p=99.22%)
[2025-11-25T23:30:21.906254] [INFO ] [FORECASTER] Completed predict_future for ARCO
[2025-11-25T23:30:21.906399] [INFO ] [sig       ] ARCO: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:30:22.051143] [INFO ] [LOCAL     ] Saved forecast: ARCO	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/ARCO.txt
[2025-11-25T23:30:22.051310] [INFO ] [sig       ] [234/3639] Completed ARCO in 0.3s | 3.01 sym/s | Total: 1.3m | ETA: 18.8m
[2025-11-25T23:30:22.051368] [INFO ] [sig       ] [235/3639] Forecasting ARDC...
[2025-11-25T23:30:22.051482] [INFO ] [sig       ] Generating forecast for: ARDC
[2025-11-25T23:30:22.051530] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ARDC' from 'https://tdm.silogroup.org/data/derivative_storage/ARDC.csv'.
[2025-11-25T23:30:22.064019] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ARDC'.
[2025-11-25T23:30:22.064359] [INFO ] [FORECASTER] Starting predict_future for ARDC
[2025-11-25T23:30:22.065195] [DEBUG] [LOCAL     ] No optimal features file found for ARDC: ./output/feature-sets/ARDC.txt
[2025-11-25T23:30:22.065266] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:30:22.065327] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:30:22.065371] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:30:22.065441] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:30:22.123333] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:30:22.124098] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:30:22.124200] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:30:22.124254] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:30:22.216894] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:30:22.217039] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:30:22.217087] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:30:22.217121] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:30:22.220415] [DEBUG] [FORECASTER] ARDC: Forecast T+1@11:T+2@11: DOWN (p=41.78%)
[2025-11-25T23:30:22.220741] [INFO ] [FORECASTER] Completed predict_future for ARDC
[2025-11-25T23:30:22.220893] [INFO ] [sig       ] ARDC: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:30:22.362679] [INFO ] [LOCAL     ] Saved forecast: ARDC	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/ARDC.txt
[2025-11-25T23:30:22.362844] [INFO ] [sig       ] [235/3639] Completed ARDC in 0.3s | 3.01 sym/s | Total: 1.3m | ETA: 18.8m
[2025-11-25T23:30:22.362899] [INFO ] [sig       ] [236/3639] Forecasting ARE...
[2025-11-25T23:30:22.362944] [INFO ] [sig       ] Generating forecast for: ARE
[2025-11-25T23:30:22.362998] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ARE' from 'https://tdm.silogroup.org/data/derivative_storage/ARE.csv'.
[2025-11-25T23:30:22.375232] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ARE'.
[2025-11-25T23:30:22.375624] [INFO ] [FORECASTER] Starting predict_future for ARE
[2025-11-25T23:30:22.376498] [DEBUG] [LOCAL     ] No optimal features file found for ARE: ./output/feature-sets/ARE.txt
[2025-11-25T23:30:22.376569] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:30:22.376616] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:30:22.376677] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:30:22.376752] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:30:22.435282] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:30:22.436095] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:30:22.436210] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:30:22.436257] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:30:22.534468] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:30:22.534663] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:30:22.534724] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:30:22.534759] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:30:22.538258] [DEBUG] [FORECASTER] ARE: Forecast T+1@11:T+2@11: DOWN (p=33.65%)
[2025-11-25T23:30:22.538557] [INFO ] [FORECASTER] Completed predict_future for ARE
[2025-11-25T23:30:22.538729] [INFO ] [sig       ] ARE: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:30:22.680234] [INFO ] [LOCAL     ] Saved forecast: ARE	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/ARE.txt
[2025-11-25T23:30:22.680403] [INFO ] [sig       ] [236/3639] Completed ARE in 0.3s | 3.01 sym/s | Total: 1.3m | ETA: 18.8m
[2025-11-25T23:30:22.680460] [INFO ] [sig       ] [237/3639] Forecasting AREC...
[2025-11-25T23:30:22.680504] [INFO ] [sig       ] Generating forecast for: AREC
[2025-11-25T23:30:22.680547] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AREC' from 'https://tdm.silogroup.org/data/derivative_storage/AREC.csv'.
[2025-11-25T23:30:22.693203] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AREC'.
[2025-11-25T23:30:22.693604] [INFO ] [FORECASTER] Starting predict_future for AREC
[2025-11-25T23:30:22.694495] [DEBUG] [LOCAL     ] No optimal features file found for AREC: ./output/feature-sets/AREC.txt
[2025-11-25T23:30:22.694566] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:30:22.694621] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:30:22.694699] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:30:22.694814] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:30:22.753483] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:30:22.754182] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:30:22.754281] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:30:22.754339] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:30:22.857691] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:30:22.857923] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:30:22.857975] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:30:22.858010] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:30:22.861754] [DEBUG] [FORECASTER] AREC: Forecast T+1@11:T+2@11: UP (p=92.10%)
[2025-11-25T23:30:22.862066] [INFO ] [FORECASTER] Completed predict_future for AREC
[2025-11-25T23:30:22.862235] [INFO ] [sig       ] AREC: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:30:23.003092] [INFO ] [LOCAL     ] Saved forecast: AREC	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/AREC.txt
[2025-11-25T23:30:23.003287] [INFO ] [sig       ] [237/3639] Completed AREC in 0.3s | 3.01 sym/s | Total: 1.3m | ETA: 18.8m
[2025-11-25T23:30:23.003344] [INFO ] [sig       ] [238/3639] Forecasting ARES...
[2025-11-25T23:30:23.003389] [INFO ] [sig       ] Generating forecast for: ARES
[2025-11-25T23:30:23.003432] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ARES' from 'https://tdm.silogroup.org/data/derivative_storage/ARES.csv'.
[2025-11-25T23:30:23.016785] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ARES'.
[2025-11-25T23:30:23.017252] [INFO ] [FORECASTER] Starting predict_future for ARES
[2025-11-25T23:30:23.018350] [DEBUG] [LOCAL     ] No optimal features file found for ARES: ./output/feature-sets/ARES.txt
[2025-11-25T23:30:23.018438] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:30:23.018500] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:30:23.018556] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:30:23.018677] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:30:23.094275] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:30:23.095400] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:30:23.095517] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:30:23.095567] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:30:23.211000] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:30:23.211224] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:30:23.211317] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:30:23.211367] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:30:23.215297] [DEBUG] [FORECASTER] ARES: Forecast T+1@11:T+2@11: DOWN (p=47.59%)
[2025-11-25T23:30:23.215791] [INFO ] [FORECASTER] Completed predict_future for ARES
[2025-11-25T23:30:23.216021] [INFO ] [sig       ] ARES: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:30:23.363093] [INFO ] [LOCAL     ] Saved forecast: ARES	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/ARES.txt
[2025-11-25T23:30:23.363284] [INFO ] [sig       ] [238/3639] Completed ARES in 0.4s | 3.01 sym/s | Total: 1.3m | ETA: 18.8m
[2025-11-25T23:30:23.363348] [INFO ] [sig       ] [239/3639] Forecasting ARGX...
[2025-11-25T23:30:23.363406] [INFO ] [sig       ] Generating forecast for: ARGX
[2025-11-25T23:30:23.363451] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ARGX' from 'https://tdm.silogroup.org/data/derivative_storage/ARGX.csv'.
[2025-11-25T23:30:23.374767] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ARGX'.
[2025-11-25T23:30:23.375078] [INFO ] [FORECASTER] Starting predict_future for ARGX
[2025-11-25T23:30:23.375955] [DEBUG] [LOCAL     ] No optimal features file found for ARGX: ./output/feature-sets/ARGX.txt
[2025-11-25T23:30:23.376024] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:30:23.376071] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:30:23.376111] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:30:23.376179] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:30:23.434423] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:30:23.435175] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:30:23.435275] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:30:23.435323] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:30:23.549460] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:30:23.549664] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:30:23.549722] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:30:23.549782] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:30:23.553319] [DEBUG] [FORECASTER] ARGX: Forecast T+1@11:T+2@11: UP (p=97.82%)
[2025-11-25T23:30:23.553621] [INFO ] [FORECASTER] Completed predict_future for ARGX
[2025-11-25T23:30:23.553802] [INFO ] [sig       ] ARGX: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:30:23.694428] [INFO ] [LOCAL     ] Saved forecast: ARGX	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/ARGX.txt
[2025-11-25T23:30:23.694596] [INFO ] [sig       ] [239/3639] Completed ARGX in 0.3s | 3.01 sym/s | Total: 1.3m | ETA: 18.8m
[2025-11-25T23:30:23.694673] [INFO ] [sig       ] [240/3639] Forecasting ARHS...
[2025-11-25T23:30:23.694721] [INFO ] [sig       ] Generating forecast for: ARHS
[2025-11-25T23:30:23.694767] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ARHS' from 'https://tdm.silogroup.org/data/derivative_storage/ARHS.csv'.
[2025-11-25T23:30:23.707064] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ARHS'.
[2025-11-25T23:30:23.707453] [INFO ] [FORECASTER] Starting predict_future for ARHS
[2025-11-25T23:30:23.708325] [DEBUG] [LOCAL     ] No optimal features file found for ARHS: ./output/feature-sets/ARHS.txt
[2025-11-25T23:30:23.708396] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:30:23.708443] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:30:23.708483] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:30:23.708553] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:30:23.769836] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:30:23.770899] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:30:23.771024] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:30:23.771073] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:30:23.867183] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:30:23.867395] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:30:23.867457] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:30:23.867493] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:30:23.871027] [DEBUG] [FORECASTER] ARHS: Forecast T+1@11:T+2@11: DOWN (p=35.56%)
[2025-11-25T23:30:23.871325] [INFO ] [FORECASTER] Completed predict_future for ARHS
[2025-11-25T23:30:23.871471] [INFO ] [sig       ] ARHS: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:30:24.013132] [INFO ] [LOCAL     ] Saved forecast: ARHS	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/ARHS.txt
[2025-11-25T23:30:24.013315] [INFO ] [sig       ] [240/3639] Completed ARHS in 0.3s | 3.01 sym/s | Total: 1.3m | ETA: 18.8m
[2025-11-25T23:30:24.013372] [INFO ] [sig       ] [241/3639] Forecasting ARI...
[2025-11-25T23:30:24.013422] [INFO ] [sig       ] Generating forecast for: ARI
[2025-11-25T23:30:24.013466] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ARI' from 'https://tdm.silogroup.org/data/derivative_storage/ARI.csv'.
[2025-11-25T23:30:24.024385] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ARI'.
[2025-11-25T23:30:24.024751] [INFO ] [FORECASTER] Starting predict_future for ARI
[2025-11-25T23:30:24.025562] [DEBUG] [LOCAL     ] No optimal features file found for ARI: ./output/feature-sets/ARI.txt
[2025-11-25T23:30:24.025633] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:30:24.025702] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:30:24.025743] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:30:24.025813] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:30:24.084153] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:30:24.084973] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:30:24.085073] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:30:24.085120] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:30:24.183238] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:30:24.183426] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:30:24.183479] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:30:24.183515] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:30:24.187068] [DEBUG] [FORECASTER] ARI: Forecast T+1@11:T+2@11: UP (p=63.10%)
[2025-11-25T23:30:24.187434] [INFO ] [FORECASTER] Completed predict_future for ARI
[2025-11-25T23:30:24.187603] [INFO ] [sig       ] ARI: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:30:24.332383] [INFO ] [LOCAL     ] Saved forecast: ARI	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/ARI.txt
[2025-11-25T23:30:24.332566] [INFO ] [sig       ] [241/3639] Completed ARI in 0.3s | 3.01 sym/s | Total: 1.3m | ETA: 18.8m
[2025-11-25T23:30:24.332622] [INFO ] [sig       ] [242/3639] Forecasting ARKO...
[2025-11-25T23:30:24.332696] [INFO ] [sig       ] Generating forecast for: ARKO
[2025-11-25T23:30:24.332755] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ARKO' from 'https://tdm.silogroup.org/data/derivative_storage/ARKO.csv'.
[2025-11-25T23:30:24.344848] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ARKO'.
[2025-11-25T23:30:24.345253] [INFO ] [FORECASTER] Starting predict_future for ARKO
[2025-11-25T23:30:24.346198] [DEBUG] [LOCAL     ] No optimal features file found for ARKO: ./output/feature-sets/ARKO.txt
[2025-11-25T23:30:24.346271] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:30:24.346319] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:30:24.346360] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:30:24.346473] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:30:24.411021] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:30:24.411958] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:30:24.412064] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:30:24.412114] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:30:24.506968] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:30:24.507182] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:30:24.507235] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:30:24.507311] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:30:24.510983] [DEBUG] [FORECASTER] ARKO: Forecast T+1@11:T+2@11: DOWN (p=1.01%)
[2025-11-25T23:30:24.511321] [INFO ] [FORECASTER] Completed predict_future for ARKO
[2025-11-25T23:30:24.511497] [INFO ] [sig       ] ARKO: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:30:24.659498] [INFO ] [LOCAL     ] Saved forecast: ARKO	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/ARKO.txt
[2025-11-25T23:30:24.659710] [INFO ] [sig       ] [242/3639] Completed ARKO in 0.3s | 3.01 sym/s | Total: 1.3m | ETA: 18.8m
[2025-11-25T23:30:24.659773] [INFO ] [sig       ] [243/3639] Forecasting ARLO...
[2025-11-25T23:30:24.659817] [INFO ] [sig       ] Generating forecast for: ARLO
[2025-11-25T23:30:24.659859] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ARLO' from 'https://tdm.silogroup.org/data/derivative_storage/ARLO.csv'.
[2025-11-25T23:30:24.671738] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ARLO'.
[2025-11-25T23:30:24.672122] [INFO ] [FORECASTER] Starting predict_future for ARLO
[2025-11-25T23:30:24.672962] [DEBUG] [LOCAL     ] No optimal features file found for ARLO: ./output/feature-sets/ARLO.txt
[2025-11-25T23:30:24.673032] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:30:24.673079] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:30:24.673120] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:30:24.673195] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:30:24.731860] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:30:24.732725] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:30:24.732824] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:30:24.732871] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:30:24.824384] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:30:24.824573] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:30:24.824620] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:30:24.824675] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:30:24.828202] [DEBUG] [FORECASTER] ARLO: Forecast T+1@11:T+2@11: DOWN (p=19.15%)
[2025-11-25T23:30:24.828515] [INFO ] [FORECASTER] Completed predict_future for ARLO
[2025-11-25T23:30:24.828703] [INFO ] [sig       ] ARLO: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:30:24.970156] [INFO ] [LOCAL     ] Saved forecast: ARLO	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/ARLO.txt
[2025-11-25T23:30:24.970338] [INFO ] [sig       ] [243/3639] Completed ARLO in 0.3s | 3.01 sym/s | Total: 1.3m | ETA: 18.8m
[2025-11-25T23:30:24.970395] [INFO ] [sig       ] [244/3639] Forecasting ARLP...
[2025-11-25T23:30:24.970439] [INFO ] [sig       ] Generating forecast for: ARLP
[2025-11-25T23:30:24.970481] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ARLP' from 'https://tdm.silogroup.org/data/derivative_storage/ARLP.csv'.
[2025-11-25T23:30:24.981994] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ARLP'.
[2025-11-25T23:30:24.982340] [INFO ] [FORECASTER] Starting predict_future for ARLP
[2025-11-25T23:30:24.983201] [DEBUG] [LOCAL     ] No optimal features file found for ARLP: ./output/feature-sets/ARLP.txt
[2025-11-25T23:30:24.983273] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:30:24.983320] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:30:24.983362] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:30:24.983433] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:30:25.041369] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:30:25.042285] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:30:25.042387] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:30:25.042459] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:30:25.130444] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:30:25.130625] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:30:25.130697] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:30:25.130755] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:30:25.134230] [DEBUG] [FORECASTER] ARLP: Forecast T+1@11:T+2@11: UP (p=81.10%)
[2025-11-25T23:30:25.134541] [INFO ] [FORECASTER] Completed predict_future for ARLP
[2025-11-25T23:30:25.134718] [INFO ] [sig       ] ARLP: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:30:25.279613] [INFO ] [LOCAL     ] Saved forecast: ARLP	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/ARLP.txt
[2025-11-25T23:30:25.279820] [INFO ] [sig       ] [244/3639] Completed ARLP in 0.3s | 3.02 sym/s | Total: 1.3m | ETA: 18.8m
[2025-11-25T23:30:25.279896] [INFO ] [sig       ] [245/3639] Forecasting ARM...
[2025-11-25T23:30:25.279968] [INFO ] [sig       ] Generating forecast for: ARM
[2025-11-25T23:30:25.280031] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ARM' from 'https://tdm.silogroup.org/data/derivative_storage/ARM.csv'.
[2025-11-25T23:30:25.292304] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ARM'.
[2025-11-25T23:30:25.292680] [INFO ] [FORECASTER] Starting predict_future for ARM
[2025-11-25T23:30:25.293523] [DEBUG] [LOCAL     ] No optimal features file found for ARM: ./output/feature-sets/ARM.txt
[2025-11-25T23:30:25.293594] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:30:25.293661] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:30:25.293706] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:30:25.293777] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:30:25.352307] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:30:25.352986] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:30:25.353083] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:30:25.353147] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:30:25.465674] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:30:25.465792] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:30:25.465834] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:30:25.465868] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:30:25.469067] [DEBUG] [FORECASTER] ARM: Forecast T+1@11:T+2@11: UP (p=84.07%)
[2025-11-25T23:30:25.469499] [INFO ] [FORECASTER] Completed predict_future for ARM
[2025-11-25T23:30:25.469728] [INFO ] [sig       ] ARM: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:30:25.611572] [INFO ] [LOCAL     ] Saved forecast: ARM	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/ARM.txt
[2025-11-25T23:30:25.611746] [INFO ] [sig       ] [245/3639] Completed ARM in 0.3s | 3.02 sym/s | Total: 1.4m | ETA: 18.8m
[2025-11-25T23:30:25.611804] [INFO ] [sig       ] [246/3639] Forecasting ARMK...
[2025-11-25T23:30:25.611849] [INFO ] [sig       ] Generating forecast for: ARMK
[2025-11-25T23:30:25.611892] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ARMK' from 'https://tdm.silogroup.org/data/derivative_storage/ARMK.csv'.
[2025-11-25T23:30:25.623682] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ARMK'.
[2025-11-25T23:30:25.623988] [INFO ] [FORECASTER] Starting predict_future for ARMK
[2025-11-25T23:30:25.624822] [DEBUG] [LOCAL     ] No optimal features file found for ARMK: ./output/feature-sets/ARMK.txt
[2025-11-25T23:30:25.624893] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:30:25.624951] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:30:25.625002] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:30:25.625104] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:30:25.683597] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:30:25.684270] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:30:25.684381] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:30:25.684429] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:30:25.779995] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:30:25.780198] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:30:25.780246] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:30:25.780282] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:30:25.783881] [DEBUG] [FORECASTER] ARMK: Forecast T+1@11:T+2@11: DOWN (p=2.22%)
[2025-11-25T23:30:25.784179] [INFO ] [FORECASTER] Completed predict_future for ARMK
[2025-11-25T23:30:25.784325] [INFO ] [sig       ] ARMK: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:30:25.926042] [INFO ] [LOCAL     ] Saved forecast: ARMK	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/ARMK.txt
[2025-11-25T23:30:25.926201] [INFO ] [sig       ] [246/3639] Completed ARMK in 0.3s | 3.02 sym/s | Total: 1.4m | ETA: 18.7m
[2025-11-25T23:30:25.926267] [INFO ] [sig       ] [247/3639] Forecasting AROC...
[2025-11-25T23:30:25.926311] [INFO ] [sig       ] Generating forecast for: AROC
[2025-11-25T23:30:25.926354] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AROC' from 'https://tdm.silogroup.org/data/derivative_storage/AROC.csv'.
[2025-11-25T23:30:25.938437] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AROC'.
[2025-11-25T23:30:25.938776] [INFO ] [FORECASTER] Starting predict_future for AROC
[2025-11-25T23:30:25.939630] [DEBUG] [LOCAL     ] No optimal features file found for AROC: ./output/feature-sets/AROC.txt
[2025-11-25T23:30:25.939724] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:30:25.939774] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:30:25.939828] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:30:25.939920] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:30:26.000449] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:30:26.001145] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:30:26.001259] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:30:26.001312] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:30:26.098069] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:30:26.098197] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:30:26.098247] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:30:26.098288] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:30:26.101471] [DEBUG] [FORECASTER] AROC: Forecast T+1@11:T+2@11: UP (p=94.16%)
[2025-11-25T23:30:26.101774] [INFO ] [FORECASTER] Completed predict_future for AROC
[2025-11-25T23:30:26.101921] [INFO ] [sig       ] AROC: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:30:26.243749] [INFO ] [LOCAL     ] Saved forecast: AROC	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/AROC.txt
[2025-11-25T23:30:26.243888] [INFO ] [sig       ] [247/3639] Completed AROC in 0.3s | 3.02 sym/s | Total: 1.4m | ETA: 18.7m
[2025-11-25T23:30:26.243959] [INFO ] [sig       ] [248/3639] Forecasting ARQ...
[2025-11-25T23:30:26.244013] [INFO ] [sig       ] Generating forecast for: ARQ
[2025-11-25T23:30:26.244071] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ARQ' from 'https://tdm.silogroup.org/data/derivative_storage/ARQ.csv'.
[2025-11-25T23:30:26.255839] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ARQ'.
[2025-11-25T23:30:26.256177] [INFO ] [FORECASTER] Starting predict_future for ARQ
[2025-11-25T23:30:26.257074] [DEBUG] [LOCAL     ] No optimal features file found for ARQ: ./output/feature-sets/ARQ.txt
[2025-11-25T23:30:26.257145] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:30:26.257204] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:30:26.257255] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:30:26.257345] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:30:26.319765] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:30:26.320786] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:30:26.320894] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:30:26.320944] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:30:26.414072] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:30:26.414278] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:30:26.414327] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:30:26.414367] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:30:26.418043] [DEBUG] [FORECASTER] ARQ: Forecast T+1@11:T+2@11: UP (p=79.32%)
[2025-11-25T23:30:26.418543] [INFO ] [FORECASTER] Completed predict_future for ARQ
[2025-11-25T23:30:26.418784] [INFO ] [sig       ] ARQ: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:30:26.565615] [INFO ] [LOCAL     ] Saved forecast: ARQ	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/ARQ.txt
[2025-11-25T23:30:26.565805] [INFO ] [sig       ] [248/3639] Completed ARQ in 0.3s | 3.02 sym/s | Total: 1.4m | ETA: 18.7m
[2025-11-25T23:30:26.565866] [INFO ] [sig       ] [249/3639] Forecasting ARQQ...
[2025-11-25T23:30:26.565985] [INFO ] [sig       ] Generating forecast for: ARQQ
[2025-11-25T23:30:26.566038] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ARQQ' from 'https://tdm.silogroup.org/data/derivative_storage/ARQQ.csv'.
[2025-11-25T23:30:26.577743] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ARQQ'.
[2025-11-25T23:30:26.578091] [INFO ] [FORECASTER] Starting predict_future for ARQQ
[2025-11-25T23:30:26.578979] [DEBUG] [LOCAL     ] No optimal features file found for ARQQ: ./output/feature-sets/ARQQ.txt
[2025-11-25T23:30:26.579052] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:30:26.579102] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:30:26.579145] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:30:26.579219] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:30:26.640421] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:30:26.641418] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:30:26.641540] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:30:26.641589] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:30:26.741201] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:30:26.741396] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:30:26.741444] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:30:26.741479] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:30:26.745012] [DEBUG] [FORECASTER] ARQQ: Forecast T+1@11:T+2@11: DOWN (p=22.57%)
[2025-11-25T23:30:26.745341] [INFO ] [FORECASTER] Completed predict_future for ARQQ
[2025-11-25T23:30:26.745507] [INFO ] [sig       ] ARQQ: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:30:26.886039] [INFO ] [LOCAL     ] Saved forecast: ARQQ	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/ARQQ.txt
[2025-11-25T23:30:26.886189] [INFO ] [sig       ] [249/3639] Completed ARQQ in 0.3s | 3.02 sym/s | Total: 1.4m | ETA: 18.7m
[2025-11-25T23:30:26.886248] [INFO ] [sig       ] [250/3639] Forecasting ARRY...
[2025-11-25T23:30:26.886285] [INFO ] [sig       ] Generating forecast for: ARRY
[2025-11-25T23:30:26.886330] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ARRY' from 'https://tdm.silogroup.org/data/derivative_storage/ARRY.csv'.
[2025-11-25T23:30:26.897983] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ARRY'.
[2025-11-25T23:30:26.898324] [INFO ] [FORECASTER] Starting predict_future for ARRY
[2025-11-25T23:30:26.899265] [DEBUG] [LOCAL     ] No optimal features file found for ARRY: ./output/feature-sets/ARRY.txt
[2025-11-25T23:30:26.899339] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:30:26.899387] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:30:26.899431] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:30:26.899504] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:30:26.959744] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:30:26.960454] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:30:26.960558] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:30:26.960603] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:30:27.051577] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:30:27.051803] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:30:27.051852] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:30:27.051887] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:30:27.055503] [DEBUG] [FORECASTER] ARRY: Forecast T+1@11:T+2@11: DOWN (p=5.26%)
[2025-11-25T23:30:27.055845] [INFO ] [FORECASTER] Completed predict_future for ARRY
[2025-11-25T23:30:27.056005] [INFO ] [sig       ] ARRY: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:30:27.201749] [INFO ] [LOCAL     ] Saved forecast: ARRY	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/ARRY.txt
[2025-11-25T23:30:27.201992] [INFO ] [sig       ] [250/3639] Completed ARRY in 0.3s | 3.02 sym/s | Total: 1.4m | ETA: 18.7m
[2025-11-25T23:30:27.202062] [INFO ] [sig       ] [251/3639] Forecasting ARTL...
[2025-11-25T23:30:27.202109] [INFO ] [sig       ] Generating forecast for: ARTL
[2025-11-25T23:30:27.202155] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ARTL' from 'https://tdm.silogroup.org/data/derivative_storage/ARTL.csv'.
[2025-11-25T23:30:27.214535] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ARTL'.
[2025-11-25T23:30:27.214936] [INFO ] [FORECASTER] Starting predict_future for ARTL
[2025-11-25T23:30:27.215827] [DEBUG] [LOCAL     ] No optimal features file found for ARTL: ./output/feature-sets/ARTL.txt
[2025-11-25T23:30:27.215899] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:30:27.215949] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:30:27.215990] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:30:27.216060] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:30:27.275826] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:30:27.276692] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:30:27.276820] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:30:27.276872] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:30:27.367191] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:30:27.367422] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:30:27.367472] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:30:27.367508] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:30:27.371084] [DEBUG] [FORECASTER] ARTL: Forecast T+1@11:T+2@11: UP (p=50.25%)
[2025-11-25T23:30:27.371391] [INFO ] [FORECASTER] Completed predict_future for ARTL
[2025-11-25T23:30:27.371550] [INFO ] [sig       ] ARTL: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:30:27.512932] [INFO ] [LOCAL     ] Saved forecast: ARTL	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/ARTL.txt
[2025-11-25T23:30:27.513108] [INFO ] [sig       ] [251/3639] Completed ARTL in 0.3s | 3.02 sym/s | Total: 1.4m | ETA: 18.7m
[2025-11-25T23:30:27.513166] [INFO ] [sig       ] [252/3639] Forecasting ARTNA...
[2025-11-25T23:30:27.513210] [INFO ] [sig       ] Generating forecast for: ARTNA
[2025-11-25T23:30:27.513253] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ARTNA' from 'https://tdm.silogroup.org/data/derivative_storage/ARTNA.csv'.
[2025-11-25T23:30:27.525037] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ARTNA'.
[2025-11-25T23:30:27.525356] [INFO ] [FORECASTER] Starting predict_future for ARTNA
[2025-11-25T23:30:27.526231] [DEBUG] [LOCAL     ] No optimal features file found for ARTNA: ./output/feature-sets/ARTNA.txt
[2025-11-25T23:30:27.526300] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:30:27.526347] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:30:27.526387] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:30:27.526456] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:30:27.585448] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:30:27.586125] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:30:27.586228] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:30:27.586275] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:30:27.671991] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:30:27.672096] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:30:27.672144] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:30:27.672178] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:30:27.675342] [DEBUG] [FORECASTER] ARTNA: Forecast T+1@11:T+2@11: UP (p=99.81%)
[2025-11-25T23:30:27.675624] [INFO ] [FORECASTER] Completed predict_future for ARTNA
[2025-11-25T23:30:27.675792] [INFO ] [sig       ] ARTNA: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:30:27.815510] [INFO ] [LOCAL     ] Saved forecast: ARTNA	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/ARTNA.txt
[2025-11-25T23:30:27.815668] [INFO ] [sig       ] [252/3639] Completed ARTNA in 0.3s | 3.02 sym/s | Total: 1.4m | ETA: 18.7m
[2025-11-25T23:30:27.815726] [INFO ] [sig       ] [253/3639] Forecasting ARVN...
[2025-11-25T23:30:27.815769] [INFO ] [sig       ] Generating forecast for: ARVN
[2025-11-25T23:30:27.815811] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ARVN' from 'https://tdm.silogroup.org/data/derivative_storage/ARVN.csv'.
[2025-11-25T23:30:27.827132] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ARVN'.
[2025-11-25T23:30:27.827447] [INFO ] [FORECASTER] Starting predict_future for ARVN
[2025-11-25T23:30:27.828298] [DEBUG] [LOCAL     ] No optimal features file found for ARVN: ./output/feature-sets/ARVN.txt
[2025-11-25T23:30:27.828368] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:30:27.828415] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:30:27.828455] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:30:27.828523] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:30:27.886357] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:30:27.887011] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:30:27.887110] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:30:27.887152] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:30:27.977193] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:30:27.977449] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:30:27.977515] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:30:27.977554] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:30:27.981360] [DEBUG] [FORECASTER] ARVN: Forecast T+1@11:T+2@11: DOWN (p=2.95%)
[2025-11-25T23:30:27.981698] [INFO ] [FORECASTER] Completed predict_future for ARVN
[2025-11-25T23:30:27.981874] [INFO ] [sig       ] ARVN: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:30:28.128874] [INFO ] [LOCAL     ] Saved forecast: ARVN	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/ARVN.txt
[2025-11-25T23:30:28.129093] [INFO ] [sig       ] [253/3639] Completed ARVN in 0.3s | 3.02 sym/s | Total: 1.4m | ETA: 18.7m
[2025-11-25T23:30:28.129150] [INFO ] [sig       ] [254/3639] Forecasting ASA...
[2025-11-25T23:30:28.129203] [INFO ] [sig       ] Generating forecast for: ASA
[2025-11-25T23:30:28.129246] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ASA' from 'https://tdm.silogroup.org/data/derivative_storage/ASA.csv'.
[2025-11-25T23:30:28.141500] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ASA'.
[2025-11-25T23:30:28.141942] [INFO ] [FORECASTER] Starting predict_future for ASA
[2025-11-25T23:30:28.142824] [DEBUG] [LOCAL     ] No optimal features file found for ASA: ./output/feature-sets/ASA.txt
[2025-11-25T23:30:28.142894] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:30:28.142950] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:30:28.143001] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:30:28.143089] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:30:28.202375] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:30:28.203397] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:30:28.203503] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:30:28.203563] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:30:28.299621] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:30:28.299849] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:30:28.299898] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:30:28.299933] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:30:28.303550] [DEBUG] [FORECASTER] ASA: Forecast T+1@11:T+2@11: UP (p=68.79%)
[2025-11-25T23:30:28.304048] [INFO ] [FORECASTER] Completed predict_future for ASA
[2025-11-25T23:30:28.304271] [INFO ] [sig       ] ASA: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:30:28.447613] [INFO ] [LOCAL     ] Saved forecast: ASA	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/ASA.txt
[2025-11-25T23:30:28.447794] [INFO ] [sig       ] [254/3639] Completed ASA in 0.3s | 3.02 sym/s | Total: 1.4m | ETA: 18.7m
[2025-11-25T23:30:28.447863] [INFO ] [sig       ] [255/3639] Forecasting ASB...
[2025-11-25T23:30:28.447917] [INFO ] [sig       ] Generating forecast for: ASB
[2025-11-25T23:30:28.447970] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ASB' from 'https://tdm.silogroup.org/data/derivative_storage/ASB.csv'.
[2025-11-25T23:30:28.460156] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ASB'.
[2025-11-25T23:30:28.460522] [INFO ] [FORECASTER] Starting predict_future for ASB
[2025-11-25T23:30:28.461365] [DEBUG] [LOCAL     ] No optimal features file found for ASB: ./output/feature-sets/ASB.txt
[2025-11-25T23:30:28.461438] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:30:28.461497] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:30:28.461547] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:30:28.461631] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:30:28.519756] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:30:28.520409] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:30:28.520510] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:30:28.520567] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:30:28.615230] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:30:28.615440] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:30:28.615487] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:30:28.615522] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:30:28.619091] [DEBUG] [FORECASTER] ASB: Forecast T+1@11:T+2@11: DOWN (p=0.47%)
[2025-11-25T23:30:28.619397] [INFO ] [FORECASTER] Completed predict_future for ASB
[2025-11-25T23:30:28.619545] [INFO ] [sig       ] ASB: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:30:28.764581] [INFO ] [LOCAL     ] Saved forecast: ASB	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/ASB.txt
[2025-11-25T23:30:28.764760] [INFO ] [sig       ] [255/3639] Completed ASB in 0.3s | 3.02 sym/s | Total: 1.4m | ETA: 18.7m
[2025-11-25T23:30:28.764830] [INFO ] [sig       ] [256/3639] Forecasting ASBA...
[2025-11-25T23:30:28.764885] [INFO ] [sig       ] Generating forecast for: ASBA
[2025-11-25T23:30:28.764938] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ASBA' from 'https://tdm.silogroup.org/data/derivative_storage/ASBA.csv'.
[2025-11-25T23:30:28.777129] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ASBA'.
[2025-11-25T23:30:28.777481] [INFO ] [FORECASTER] Starting predict_future for ASBA
[2025-11-25T23:30:28.778349] [DEBUG] [LOCAL     ] No optimal features file found for ASBA: ./output/feature-sets/ASBA.txt
[2025-11-25T23:30:28.778420] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:30:28.778467] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:30:28.778507] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:30:28.778578] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:30:28.836245] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:30:28.836893] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:30:28.836989] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:30:28.837037] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:30:28.922577] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:30:28.922806] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:30:28.922854] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:30:28.922887] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:30:28.926349] [DEBUG] [FORECASTER] ASBA: Forecast T+1@11:T+2@11: UP (p=73.01%)
[2025-11-25T23:30:28.926703] [INFO ] [FORECASTER] Completed predict_future for ASBA
[2025-11-25T23:30:28.926964] [INFO ] [sig       ] ASBA: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:30:29.068844] [INFO ] [LOCAL     ] Saved forecast: ASBA	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/ASBA.txt
[2025-11-25T23:30:29.069018] [INFO ] [sig       ] [256/3639] Completed ASBA in 0.3s | 3.02 sym/s | Total: 1.4m | ETA: 18.7m
[2025-11-25T23:30:29.069074] [INFO ] [sig       ] [257/3639] Forecasting ASC...
[2025-11-25T23:30:29.069135] [INFO ] [sig       ] Generating forecast for: ASC
[2025-11-25T23:30:29.069190] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ASC' from 'https://tdm.silogroup.org/data/derivative_storage/ASC.csv'.
[2025-11-25T23:30:29.080747] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ASC'.
[2025-11-25T23:30:29.081104] [INFO ] [FORECASTER] Starting predict_future for ASC
[2025-11-25T23:30:29.081950] [DEBUG] [LOCAL     ] No optimal features file found for ASC: ./output/feature-sets/ASC.txt
[2025-11-25T23:30:29.082021] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:30:29.082078] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:30:29.082129] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:30:29.082220] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:30:29.140225] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:30:29.140961] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:30:29.141061] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:30:29.141121] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:30:29.230737] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:30:29.230894] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:30:29.230942] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:30:29.230977] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:30:29.234469] [DEBUG] [FORECASTER] ASC: Forecast T+1@11:T+2@11: DOWN (p=35.61%)
[2025-11-25T23:30:29.234858] [INFO ] [FORECASTER] Completed predict_future for ASC
[2025-11-25T23:30:29.235075] [INFO ] [sig       ] ASC: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:30:29.375924] [INFO ] [LOCAL     ] Saved forecast: ASC	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/ASC.txt
[2025-11-25T23:30:29.376087] [INFO ] [sig       ] [257/3639] Completed ASC in 0.3s | 3.02 sym/s | Total: 1.4m | ETA: 18.6m
[2025-11-25T23:30:29.376142] [INFO ] [sig       ] [258/3639] Forecasting ASG...
[2025-11-25T23:30:29.376188] [INFO ] [sig       ] Generating forecast for: ASG
[2025-11-25T23:30:29.376233] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ASG' from 'https://tdm.silogroup.org/data/derivative_storage/ASG.csv'.
[2025-11-25T23:30:29.390707] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ASG'.
[2025-11-25T23:30:29.391158] [INFO ] [FORECASTER] Starting predict_future for ASG
[2025-11-25T23:30:29.392089] [DEBUG] [LOCAL     ] No optimal features file found for ASG: ./output/feature-sets/ASG.txt
[2025-11-25T23:30:29.392161] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:30:29.392208] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:30:29.392249] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:30:29.392325] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:30:29.450568] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:30:29.451270] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:30:29.451377] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:30:29.451426] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:30:29.544127] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:30:29.544315] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:30:29.544361] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:30:29.544396] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:30:29.547872] [DEBUG] [FORECASTER] ASG: Forecast T+1@11:T+2@11: DOWN (p=49.41%)
[2025-11-25T23:30:29.548165] [INFO ] [FORECASTER] Completed predict_future for ASG
[2025-11-25T23:30:29.548340] [INFO ] [sig       ] ASG: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:30:29.689232] [INFO ] [LOCAL     ] Saved forecast: ASG	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/ASG.txt
[2025-11-25T23:30:29.689393] [INFO ] [sig       ] [258/3639] Completed ASG in 0.3s | 3.02 sym/s | Total: 1.4m | ETA: 18.6m
[2025-11-25T23:30:29.689449] [INFO ] [sig       ] [259/3639] Forecasting ASGI...
[2025-11-25T23:30:29.689494] [INFO ] [sig       ] Generating forecast for: ASGI
[2025-11-25T23:30:29.689536] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ASGI' from 'https://tdm.silogroup.org/data/derivative_storage/ASGI.csv'.
[2025-11-25T23:30:29.701412] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ASGI'.
[2025-11-25T23:30:29.701854] [INFO ] [FORECASTER] Starting predict_future for ASGI
[2025-11-25T23:30:29.702698] [DEBUG] [LOCAL     ] No optimal features file found for ASGI: ./output/feature-sets/ASGI.txt
[2025-11-25T23:30:29.702786] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:30:29.702834] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:30:29.702875] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:30:29.702945] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:30:29.760969] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:30:29.761763] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:30:29.761863] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:30:29.761911] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:30:29.853331] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:30:29.853503] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:30:29.853551] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:30:29.853585] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:30:29.856938] [DEBUG] [FORECASTER] ASGI: Forecast T+1@11:T+2@11: UP (p=63.00%)
[2025-11-25T23:30:29.857236] [INFO ] [FORECASTER] Completed predict_future for ASGI
[2025-11-25T23:30:29.857405] [INFO ] [sig       ] ASGI: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:30:29.998533] [INFO ] [LOCAL     ] Saved forecast: ASGI	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/ASGI.txt
[2025-11-25T23:30:29.998715] [INFO ] [sig       ] [259/3639] Completed ASGI in 0.3s | 3.02 sym/s | Total: 1.4m | ETA: 18.6m
[2025-11-25T23:30:29.998775] [INFO ] [sig       ] [260/3639] Forecasting ASGN...
[2025-11-25T23:30:29.998825] [INFO ] [sig       ] Generating forecast for: ASGN
[2025-11-25T23:30:29.998868] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ASGN' from 'https://tdm.silogroup.org/data/derivative_storage/ASGN.csv'.
[2025-11-25T23:30:30.011242] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ASGN'.
[2025-11-25T23:30:30.011588] [INFO ] [FORECASTER] Starting predict_future for ASGN
[2025-11-25T23:30:30.012471] [DEBUG] [LOCAL     ] No optimal features file found for ASGN: ./output/feature-sets/ASGN.txt
[2025-11-25T23:30:30.012543] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:30:30.012599] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:30:30.012669] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:30:30.012755] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:30:30.070887] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:30:30.071799] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:30:30.071899] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:30:30.071961] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:30:30.171204] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:30:30.171383] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:30:30.171431] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:30:30.171466] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:30:30.175040] [DEBUG] [FORECASTER] ASGN: Forecast T+1@11:T+2@11: UP (p=83.62%)
[2025-11-25T23:30:30.175339] [INFO ] [FORECASTER] Completed predict_future for ASGN
[2025-11-25T23:30:30.175486] [INFO ] [sig       ] ASGN: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:30:30.317813] [INFO ] [LOCAL     ] Saved forecast: ASGN	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/ASGN.txt
[2025-11-25T23:30:30.317984] [INFO ] [sig       ] [260/3639] Completed ASGN in 0.3s | 3.02 sym/s | Total: 1.4m | ETA: 18.6m
[2025-11-25T23:30:30.318054] [INFO ] [sig       ] [261/3639] Forecasting ASH...
[2025-11-25T23:30:30.318108] [INFO ] [sig       ] Generating forecast for: ASH
[2025-11-25T23:30:30.318160] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ASH' from 'https://tdm.silogroup.org/data/derivative_storage/ASH.csv'.
[2025-11-25T23:30:30.329602] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ASH'.
[2025-11-25T23:30:30.329986] [INFO ] [FORECASTER] Starting predict_future for ASH
[2025-11-25T23:30:30.330844] [DEBUG] [LOCAL     ] No optimal features file found for ASH: ./output/feature-sets/ASH.txt
[2025-11-25T23:30:30.330917] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:30:30.330966] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:30:30.331026] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:30:30.331109] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:30:30.388939] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:30:30.389703] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:30:30.389805] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:30:30.389864] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:30:30.498793] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:30:30.498995] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:30:30.499045] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:30:30.499081] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:30:30.503104] [DEBUG] [FORECASTER] ASH: Forecast T+1@11:T+2@11: DOWN (p=6.55%)
[2025-11-25T23:30:30.503412] [INFO ] [FORECASTER] Completed predict_future for ASH
[2025-11-25T23:30:30.503600] [INFO ] [sig       ] ASH: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:30:30.648918] [INFO ] [LOCAL     ] Saved forecast: ASH	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/ASH.txt
[2025-11-25T23:30:30.649123] [INFO ] [sig       ] [261/3639] Completed ASH in 0.3s | 3.02 sym/s | Total: 1.4m | ETA: 18.6m
[2025-11-25T23:30:30.649181] [INFO ] [sig       ] [262/3639] Forecasting ASIX...
[2025-11-25T23:30:30.649227] [INFO ] [sig       ] Generating forecast for: ASIX
[2025-11-25T23:30:30.649269] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ASIX' from 'https://tdm.silogroup.org/data/derivative_storage/ASIX.csv'.
[2025-11-25T23:30:30.662181] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ASIX'.
[2025-11-25T23:30:30.662635] [INFO ] [FORECASTER] Starting predict_future for ASIX
[2025-11-25T23:30:30.663522] [DEBUG] [LOCAL     ] No optimal features file found for ASIX: ./output/feature-sets/ASIX.txt
[2025-11-25T23:30:30.663805] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:30:30.663855] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:30:30.663894] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:30:30.663963] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:30:30.724820] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:30:30.726173] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:30:30.726329] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:30:30.726393] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:30:30.852591] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:30:30.852847] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:30:30.852900] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:30:30.852946] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:30:30.857069] [DEBUG] [FORECASTER] ASIX: Forecast T+1@11:T+2@11: UP (p=50.73%)
[2025-11-25T23:30:30.857524] [INFO ] [FORECASTER] Completed predict_future for ASIX
[2025-11-25T23:30:30.857739] [INFO ] [sig       ] ASIX: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:30:31.113300] [INFO ] [LOCAL     ] Saved forecast: ASIX	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/ASIX.txt
[2025-11-25T23:30:31.113568] [INFO ] [sig       ] [262/3639] Completed ASIX in 0.5s | 3.02 sym/s | Total: 1.4m | ETA: 18.6m
[2025-11-25T23:30:31.113690] [INFO ] [sig       ] [263/3639] Forecasting ASLE...
[2025-11-25T23:30:31.113760] [INFO ] [sig       ] Generating forecast for: ASLE
[2025-11-25T23:30:31.113819] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ASLE' from 'https://tdm.silogroup.org/data/derivative_storage/ASLE.csv'.
[2025-11-25T23:30:31.131451] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ASLE'.
[2025-11-25T23:30:31.132073] [INFO ] [FORECASTER] Starting predict_future for ASLE
[2025-11-25T23:30:31.133368] [DEBUG] [LOCAL     ] No optimal features file found for ASLE: ./output/feature-sets/ASLE.txt
[2025-11-25T23:30:31.133469] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:30:31.133543] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:30:31.133611] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:30:31.133756] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:30:31.223563] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:30:31.224860] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:30:31.225016] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:30:31.225090] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:30:31.376403] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:30:31.376613] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:30:31.376686] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:30:31.376750] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:30:31.380742] [DEBUG] [FORECASTER] ASLE: Forecast T+1@11:T+2@11: DOWN (p=37.11%)
[2025-11-25T23:30:31.381119] [INFO ] [FORECASTER] Completed predict_future for ASLE
[2025-11-25T23:30:31.381305] [INFO ] [sig       ] ASLE: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:30:31.530634] [INFO ] [LOCAL     ] Saved forecast: ASLE	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/ASLE.txt
[2025-11-25T23:30:31.530850] [INFO ] [sig       ] [263/3639] Completed ASLE in 0.4s | 3.02 sym/s | Total: 1.5m | ETA: 18.6m
[2025-11-25T23:30:31.530912] [INFO ] [sig       ] [264/3639] Forecasting ASMB...
[2025-11-25T23:30:31.530961] [INFO ] [sig       ] Generating forecast for: ASMB
[2025-11-25T23:30:31.531006] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ASMB' from 'https://tdm.silogroup.org/data/derivative_storage/ASMB.csv'.
[2025-11-25T23:30:31.543673] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ASMB'.
[2025-11-25T23:30:31.544138] [INFO ] [FORECASTER] Starting predict_future for ASMB
[2025-11-25T23:30:31.545144] [DEBUG] [LOCAL     ] No optimal features file found for ASMB: ./output/feature-sets/ASMB.txt
[2025-11-25T23:30:31.545235] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:30:31.545322] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:30:31.545402] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:30:31.545516] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:30:31.605815] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:30:31.607006] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:30:31.607127] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:30:31.607211] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:30:31.683235] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:30:31.683408] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:30:31.683457] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:30:31.683492] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:30:31.687097] [DEBUG] [FORECASTER] ASMB: Forecast T+1@11:T+2@11: DOWN (p=11.09%)
[2025-11-25T23:30:31.687443] [INFO ] [FORECASTER] Completed predict_future for ASMB
[2025-11-25T23:30:31.687617] [INFO ] [sig       ] ASMB: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:30:31.840843] [INFO ] [LOCAL     ] Saved forecast: ASMB	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/ASMB.txt
[2025-11-25T23:30:31.841054] [INFO ] [sig       ] [264/3639] Completed ASMB in 0.3s | 3.02 sym/s | Total: 1.5m | ETA: 18.6m
[2025-11-25T23:30:31.841124] [INFO ] [sig       ] [265/3639] Forecasting ASML...
[2025-11-25T23:30:31.841186] [INFO ] [sig       ] Generating forecast for: ASML
[2025-11-25T23:30:31.841248] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ASML' from 'https://tdm.silogroup.org/data/derivative_storage/ASML.csv'.
[2025-11-25T23:30:31.853027] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ASML'.
[2025-11-25T23:30:31.853406] [INFO ] [FORECASTER] Starting predict_future for ASML
[2025-11-25T23:30:31.854334] [DEBUG] [LOCAL     ] No optimal features file found for ASML: ./output/feature-sets/ASML.txt
[2025-11-25T23:30:31.854410] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:30:31.854459] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:30:31.854511] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:30:31.854603] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:30:31.916385] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:30:31.917173] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:30:31.917299] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:30:31.917388] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:30:32.044689] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:30:32.044880] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:30:32.044927] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:30:32.044963] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:30:32.048572] [DEBUG] [FORECASTER] ASML: Forecast T+1@11:T+2@11: UP (p=98.12%)
[2025-11-25T23:30:32.048915] [INFO ] [FORECASTER] Completed predict_future for ASML
[2025-11-25T23:30:32.049087] [INFO ] [sig       ] ASML: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:30:32.190100] [INFO ] [LOCAL     ] Saved forecast: ASML	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/ASML.txt
[2025-11-25T23:30:32.190255] [INFO ] [sig       ] [265/3639] Completed ASML in 0.3s | 3.02 sym/s | Total: 1.5m | ETA: 18.6m
[2025-11-25T23:30:32.190314] [INFO ] [sig       ] [266/3639] Forecasting ASND...
[2025-11-25T23:30:32.190361] [INFO ] [sig       ] Generating forecast for: ASND
[2025-11-25T23:30:32.190405] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ASND' from 'https://tdm.silogroup.org/data/derivative_storage/ASND.csv'.
[2025-11-25T23:30:32.202405] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ASND'.
[2025-11-25T23:30:32.202765] [INFO ] [FORECASTER] Starting predict_future for ASND
[2025-11-25T23:30:32.203627] [DEBUG] [LOCAL     ] No optimal features file found for ASND: ./output/feature-sets/ASND.txt
[2025-11-25T23:30:32.203720] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:30:32.203779] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:30:32.203834] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:30:32.203911] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:30:32.262343] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:30:32.263078] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:30:32.263178] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:30:32.263239] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:30:32.378039] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:30:32.378243] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:30:32.378313] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:30:32.378350] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:30:32.381975] [DEBUG] [FORECASTER] ASND: Forecast T+1@11:T+2@11: DOWN (p=33.50%)
[2025-11-25T23:30:32.382287] [INFO ] [FORECASTER] Completed predict_future for ASND
[2025-11-25T23:30:32.382449] [INFO ] [sig       ] ASND: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:30:32.525939] [INFO ] [LOCAL     ] Saved forecast: ASND	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/ASND.txt
[2025-11-25T23:30:32.526122] [INFO ] [sig       ] [266/3639] Completed ASND in 0.3s | 3.02 sym/s | Total: 1.5m | ETA: 18.6m
[2025-11-25T23:30:32.526182] [INFO ] [sig       ] [267/3639] Forecasting ASNS...
[2025-11-25T23:30:32.526229] [INFO ] [sig       ] Generating forecast for: ASNS
[2025-11-25T23:30:32.526273] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ASNS' from 'https://tdm.silogroup.org/data/derivative_storage/ASNS.csv'.
[2025-11-25T23:30:32.537773] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ASNS'.
[2025-11-25T23:30:32.538112] [INFO ] [FORECASTER] Starting predict_future for ASNS
[2025-11-25T23:30:32.538997] [DEBUG] [LOCAL     ] No optimal features file found for ASNS: ./output/feature-sets/ASNS.txt
[2025-11-25T23:30:32.539067] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:30:32.539125] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:30:32.539176] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:30:32.539263] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:30:32.598232] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:30:32.599060] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:30:32.599160] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:30:32.599221] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:30:32.715804] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:30:32.716008] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:30:32.716055] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:30:32.716089] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:30:32.719749] [DEBUG] [FORECASTER] ASNS: Forecast T+1@11:T+2@11: DOWN (p=12.10%)
[2025-11-25T23:30:32.720068] [INFO ] [FORECASTER] Completed predict_future for ASNS
[2025-11-25T23:30:32.720224] [INFO ] [sig       ] ASNS: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:30:32.866674] [INFO ] [LOCAL     ] Saved forecast: ASNS	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/ASNS.txt
[2025-11-25T23:30:32.866847] [INFO ] [sig       ] [267/3639] Completed ASNS in 0.3s | 3.02 sym/s | Total: 1.5m | ETA: 18.6m
[2025-11-25T23:30:32.866984] [INFO ] [sig       ] [268/3639] Forecasting ASO...
[2025-11-25T23:30:32.867034] [INFO ] [sig       ] Generating forecast for: ASO
[2025-11-25T23:30:32.867077] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ASO' from 'https://tdm.silogroup.org/data/derivative_storage/ASO.csv'.
[2025-11-25T23:30:32.879222] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ASO'.
[2025-11-25T23:30:32.879609] [INFO ] [FORECASTER] Starting predict_future for ASO
[2025-11-25T23:30:32.880505] [DEBUG] [LOCAL     ] No optimal features file found for ASO: ./output/feature-sets/ASO.txt
[2025-11-25T23:30:32.880579] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:30:32.880630] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:30:32.880694] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:30:32.880823] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:30:32.942744] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:30:32.943668] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:30:32.943795] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:30:32.943860] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:30:33.057289] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:30:33.057491] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:30:33.057539] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:30:33.057574] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:30:33.061300] [DEBUG] [FORECASTER] ASO: Forecast T+1@11:T+2@11: DOWN (p=32.36%)
[2025-11-25T23:30:33.061597] [INFO ] [FORECASTER] Completed predict_future for ASO
[2025-11-25T23:30:33.061763] [INFO ] [sig       ] ASO: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:30:33.203280] [INFO ] [LOCAL     ] Saved forecast: ASO	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/ASO.txt
[2025-11-25T23:30:33.203446] [INFO ] [sig       ] [268/3639] Completed ASO in 0.3s | 3.02 sym/s | Total: 1.5m | ETA: 18.6m
[2025-11-25T23:30:33.203501] [INFO ] [sig       ] [269/3639] Forecasting ASPI...
[2025-11-25T23:30:33.203547] [INFO ] [sig       ] Generating forecast for: ASPI
[2025-11-25T23:30:33.203590] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ASPI' from 'https://tdm.silogroup.org/data/derivative_storage/ASPI.csv'.
[2025-11-25T23:30:33.215097] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ASPI'.
[2025-11-25T23:30:33.215407] [INFO ] [FORECASTER] Starting predict_future for ASPI
[2025-11-25T23:30:33.216282] [DEBUG] [LOCAL     ] No optimal features file found for ASPI: ./output/feature-sets/ASPI.txt
[2025-11-25T23:30:33.216358] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:30:33.216403] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:30:33.216444] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:30:33.216564] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:30:33.274959] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:30:33.275844] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:30:33.275947] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:30:33.275995] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:30:33.376367] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:30:33.376557] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:30:33.376609] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:30:33.376662] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:30:33.380186] [DEBUG] [FORECASTER] ASPI: Forecast T+1@11:T+2@11: DOWN (p=12.31%)
[2025-11-25T23:30:33.380494] [INFO ] [FORECASTER] Completed predict_future for ASPI
[2025-11-25T23:30:33.380669] [INFO ] [sig       ] ASPI: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:30:33.523025] [INFO ] [LOCAL     ] Saved forecast: ASPI	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/ASPI.txt
[2025-11-25T23:30:33.523179] [INFO ] [sig       ] [269/3639] Completed ASPI in 0.3s | 3.02 sym/s | Total: 1.5m | ETA: 18.6m
[2025-11-25T23:30:33.523235] [INFO ] [sig       ] [270/3639] Forecasting ASPS...
[2025-11-25T23:30:33.523279] [INFO ] [sig       ] Generating forecast for: ASPS
[2025-11-25T23:30:33.523347] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ASPS' from 'https://tdm.silogroup.org/data/derivative_storage/ASPS.csv'.
[2025-11-25T23:30:33.535876] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ASPS'.
[2025-11-25T23:30:33.536273] [INFO ] [FORECASTER] Starting predict_future for ASPS
[2025-11-25T23:30:33.537180] [DEBUG] [LOCAL     ] No optimal features file found for ASPS: ./output/feature-sets/ASPS.txt
[2025-11-25T23:30:33.537251] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:30:33.537312] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:30:33.537355] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:30:33.537453] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:30:33.597677] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:30:33.598445] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:30:33.598549] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:30:33.598598] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:30:33.690628] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:30:33.690811] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:30:33.690857] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:30:33.690891] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:30:33.694356] [DEBUG] [FORECASTER] ASPS: Forecast T+1@11:T+2@11: DOWN (p=38.16%)
[2025-11-25T23:30:33.694680] [INFO ] [FORECASTER] Completed predict_future for ASPS
[2025-11-25T23:30:33.694836] [INFO ] [sig       ] ASPS: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:30:33.842682] [INFO ] [LOCAL     ] Saved forecast: ASPS	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/ASPS.txt
[2025-11-25T23:30:33.842854] [INFO ] [sig       ] [270/3639] Completed ASPS in 0.3s | 3.02 sym/s | Total: 1.5m | ETA: 18.6m
[2025-11-25T23:30:33.842914] [INFO ] [sig       ] [271/3639] Forecasting ASTE...
[2025-11-25T23:30:33.842960] [INFO ] [sig       ] Generating forecast for: ASTE
[2025-11-25T23:30:33.843003] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ASTE' from 'https://tdm.silogroup.org/data/derivative_storage/ASTE.csv'.
[2025-11-25T23:30:33.854931] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ASTE'.
[2025-11-25T23:30:33.855263] [INFO ] [FORECASTER] Starting predict_future for ASTE
[2025-11-25T23:30:33.856115] [DEBUG] [LOCAL     ] No optimal features file found for ASTE: ./output/feature-sets/ASTE.txt
[2025-11-25T23:30:33.856186] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:30:33.856233] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:30:33.856274] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:30:33.856344] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:30:33.915037] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:30:33.915717] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:30:33.915812] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:30:33.915869] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:30:34.018812] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:30:34.018968] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:30:34.019013] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:30:34.019049] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:30:34.022466] [DEBUG] [FORECASTER] ASTE: Forecast T+1@11:T+2@11: UP (p=94.20%)
[2025-11-25T23:30:34.022781] [INFO ] [FORECASTER] Completed predict_future for ASTE
[2025-11-25T23:30:34.022931] [INFO ] [sig       ] ASTE: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:30:34.166151] [INFO ] [LOCAL     ] Saved forecast: ASTE	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/ASTE.txt
[2025-11-25T23:30:34.166316] [INFO ] [sig       ] [271/3639] Completed ASTE in 0.3s | 3.02 sym/s | Total: 1.5m | ETA: 18.6m
[2025-11-25T23:30:34.166382] [INFO ] [sig       ] [272/3639] Forecasting ASTH...
[2025-11-25T23:30:34.166436] [INFO ] [sig       ] Generating forecast for: ASTH
[2025-11-25T23:30:34.166486] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ASTH' from 'https://tdm.silogroup.org/data/derivative_storage/ASTH.csv'.
[2025-11-25T23:30:34.181541] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ASTH'.
[2025-11-25T23:30:34.181988] [INFO ] [FORECASTER] Starting predict_future for ASTH
[2025-11-25T23:30:34.182884] [DEBUG] [LOCAL     ] No optimal features file found for ASTH: ./output/feature-sets/ASTH.txt
[2025-11-25T23:30:34.182953] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:30:34.183000] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:30:34.183041] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:30:34.183110] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:30:34.241574] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:30:34.242282] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:30:34.242389] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:30:34.242436] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:30:34.328238] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:30:34.328391] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:30:34.328442] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:30:34.328483] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:30:34.331919] [DEBUG] [FORECASTER] ASTH: Forecast T+1@11:T+2@11: UP (p=78.60%)
[2025-11-25T23:30:34.332253] [INFO ] [FORECASTER] Completed predict_future for ASTH
[2025-11-25T23:30:34.332414] [INFO ] [sig       ] ASTH: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:30:34.475616] [INFO ] [LOCAL     ] Saved forecast: ASTH	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/ASTH.txt
[2025-11-25T23:30:34.475795] [INFO ] [sig       ] [272/3639] Completed ASTH in 0.3s | 3.02 sym/s | Total: 1.5m | ETA: 18.6m
[2025-11-25T23:30:34.475851] [INFO ] [sig       ] [273/3639] Forecasting ASTI...
[2025-11-25T23:30:34.475892] [INFO ] [sig       ] Generating forecast for: ASTI
[2025-11-25T23:30:34.475934] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ASTI' from 'https://tdm.silogroup.org/data/derivative_storage/ASTI.csv'.
[2025-11-25T23:30:34.487721] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ASTI'.
[2025-11-25T23:30:34.488063] [INFO ] [FORECASTER] Starting predict_future for ASTI
[2025-11-25T23:30:34.488925] [DEBUG] [LOCAL     ] No optimal features file found for ASTI: ./output/feature-sets/ASTI.txt
[2025-11-25T23:30:34.488995] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:30:34.489042] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:30:34.489083] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:30:34.489165] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:30:34.548280] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:30:34.549037] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:30:34.549136] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:30:34.549183] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:30:34.639830] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:30:34.640020] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:30:34.640081] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:30:34.640127] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:30:34.643700] [DEBUG] [FORECASTER] ASTI: Forecast T+1@11:T+2@11: UP (p=64.99%)
[2025-11-25T23:30:34.644015] [INFO ] [FORECASTER] Completed predict_future for ASTI
[2025-11-25T23:30:34.644175] [INFO ] [sig       ] ASTI: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:30:34.785706] [INFO ] [LOCAL     ] Saved forecast: ASTI	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/ASTI.txt
[2025-11-25T23:30:34.785870] [INFO ] [sig       ] [273/3639] Completed ASTI in 0.3s | 3.02 sym/s | Total: 1.5m | ETA: 18.6m
[2025-11-25T23:30:34.785924] [INFO ] [sig       ] [274/3639] Forecasting ASTL...
[2025-11-25T23:30:34.785979] [INFO ] [sig       ] Generating forecast for: ASTL
[2025-11-25T23:30:34.786023] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ASTL' from 'https://tdm.silogroup.org/data/derivative_storage/ASTL.csv'.
[2025-11-25T23:30:34.801785] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ASTL'.
[2025-11-25T23:30:34.802220] [INFO ] [FORECASTER] Starting predict_future for ASTL
[2025-11-25T23:30:34.803301] [DEBUG] [LOCAL     ] No optimal features file found for ASTL: ./output/feature-sets/ASTL.txt
[2025-11-25T23:30:34.803386] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:30:34.803463] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:30:34.803524] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:30:34.803671] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:30:34.870185] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:30:34.871064] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:30:34.871168] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:30:34.871218] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:30:34.986478] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:30:34.986727] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:30:34.986787] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:30:34.986823] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:30:34.990551] [DEBUG] [FORECASTER] ASTL: Forecast T+1@11:T+2@11: DOWN (p=18.30%)
[2025-11-25T23:30:34.990883] [INFO ] [FORECASTER] Completed predict_future for ASTL
[2025-11-25T23:30:34.991051] [INFO ] [sig       ] ASTL: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:30:35.135743] [INFO ] [LOCAL     ] Saved forecast: ASTL	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/ASTL.txt
[2025-11-25T23:30:35.135914] [INFO ] [sig       ] [274/3639] Completed ASTL in 0.3s | 3.02 sym/s | Total: 1.5m | ETA: 18.6m
[2025-11-25T23:30:35.135972] [INFO ] [sig       ] [275/3639] Forecasting ASTS...
[2025-11-25T23:30:35.136064] [INFO ] [sig       ] Generating forecast for: ASTS
[2025-11-25T23:30:35.136110] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ASTS' from 'https://tdm.silogroup.org/data/derivative_storage/ASTS.csv'.
[2025-11-25T23:30:35.148755] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ASTS'.
[2025-11-25T23:30:35.149182] [INFO ] [FORECASTER] Starting predict_future for ASTS
[2025-11-25T23:30:35.150073] [DEBUG] [LOCAL     ] No optimal features file found for ASTS: ./output/feature-sets/ASTS.txt
[2025-11-25T23:30:35.150142] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:30:35.150190] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:30:35.150230] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:30:35.150300] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:30:35.209813] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:30:35.210530] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:30:35.210634] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:30:35.210701] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:30:35.321462] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:30:35.321681] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:30:35.321735] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:30:35.321770] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:30:35.325337] [DEBUG] [FORECASTER] ASTS: Forecast T+1@11:T+2@11: UP (p=72.17%)
[2025-11-25T23:30:35.325661] [INFO ] [FORECASTER] Completed predict_future for ASTS
[2025-11-25T23:30:35.325816] [INFO ] [sig       ] ASTS: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:30:35.467051] [INFO ] [LOCAL     ] Saved forecast: ASTS	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/ASTS.txt
[2025-11-25T23:30:35.467254] [INFO ] [sig       ] [275/3639] Completed ASTS in 0.3s | 3.02 sym/s | Total: 1.5m | ETA: 18.6m
[2025-11-25T23:30:35.467326] [INFO ] [sig       ] [276/3639] Forecasting ASX...
[2025-11-25T23:30:35.467397] [INFO ] [sig       ] Generating forecast for: ASX
[2025-11-25T23:30:35.467443] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ASX' from 'https://tdm.silogroup.org/data/derivative_storage/ASX.csv'.
[2025-11-25T23:30:35.479501] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ASX'.
[2025-11-25T23:30:35.479831] [INFO ] [FORECASTER] Starting predict_future for ASX
[2025-11-25T23:30:35.480683] [DEBUG] [LOCAL     ] No optimal features file found for ASX: ./output/feature-sets/ASX.txt
[2025-11-25T23:30:35.480752] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:30:35.480799] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:30:35.480839] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:30:35.480907] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:30:35.539590] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:30:35.540358] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:30:35.540464] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:30:35.540514] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:30:35.660390] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:30:35.660560] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:30:35.660819] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:30:35.660862] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:30:35.664510] [DEBUG] [FORECASTER] ASX: Forecast T+1@11:T+2@11: DOWN (p=20.39%)
[2025-11-25T23:30:35.664825] [INFO ] [FORECASTER] Completed predict_future for ASX
[2025-11-25T23:30:35.664984] [INFO ] [sig       ] ASX: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:30:35.809151] [INFO ] [LOCAL     ] Saved forecast: ASX	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/ASX.txt
[2025-11-25T23:30:35.809313] [INFO ] [sig       ] [276/3639] Completed ASX in 0.3s | 3.02 sym/s | Total: 1.5m | ETA: 18.6m
[2025-11-25T23:30:35.809369] [INFO ] [sig       ] [277/3639] Forecasting ASYS...
[2025-11-25T23:30:35.809415] [INFO ] [sig       ] Generating forecast for: ASYS
[2025-11-25T23:30:35.809466] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ASYS' from 'https://tdm.silogroup.org/data/derivative_storage/ASYS.csv'.
[2025-11-25T23:30:35.821834] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ASYS'.
[2025-11-25T23:30:35.822168] [INFO ] [FORECASTER] Starting predict_future for ASYS
[2025-11-25T23:30:35.823042] [DEBUG] [LOCAL     ] No optimal features file found for ASYS: ./output/feature-sets/ASYS.txt
[2025-11-25T23:30:35.823113] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:30:35.823163] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:30:35.823206] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:30:35.823277] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:30:35.882802] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:30:35.883509] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:30:35.883613] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:30:35.883687] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:30:35.997923] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:30:35.998118] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:30:35.998166] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:30:35.998226] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:30:36.002184] [DEBUG] [FORECASTER] ASYS: Forecast T+1@11:T+2@11: UP (p=73.73%)
[2025-11-25T23:30:36.002514] [INFO ] [FORECASTER] Completed predict_future for ASYS
[2025-11-25T23:30:36.002682] [INFO ] [sig       ] ASYS: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:30:36.150028] [INFO ] [LOCAL     ] Saved forecast: ASYS	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/ASYS.txt
[2025-11-25T23:30:36.150200] [INFO ] [sig       ] [277/3639] Completed ASYS in 0.3s | 3.02 sym/s | Total: 1.5m | ETA: 18.6m
[2025-11-25T23:30:36.150257] [INFO ] [sig       ] [278/3639] Forecasting ATAI...
[2025-11-25T23:30:36.150301] [INFO ] [sig       ] Generating forecast for: ATAI
[2025-11-25T23:30:36.150345] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ATAI' from 'https://tdm.silogroup.org/data/derivative_storage/ATAI.csv'.
[2025-11-25T23:30:36.162358] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ATAI'.
[2025-11-25T23:30:36.162913] [INFO ] [FORECASTER] Starting predict_future for ATAI
[2025-11-25T23:30:36.163821] [DEBUG] [LOCAL     ] No optimal features file found for ATAI: ./output/feature-sets/ATAI.txt
[2025-11-25T23:30:36.163893] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:30:36.163940] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:30:36.163982] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:30:36.164052] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:30:36.224065] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:30:36.224841] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:30:36.224979] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:30:36.225028] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:30:36.325005] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:30:36.325170] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:30:36.325216] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:30:36.325251] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:30:36.328672] [DEBUG] [FORECASTER] ATAI: Forecast T+1@11:T+2@11: UP (p=51.24%)
[2025-11-25T23:30:36.329001] [INFO ] [FORECASTER] Completed predict_future for ATAI
[2025-11-25T23:30:36.329165] [INFO ] [sig       ] ATAI: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:30:36.473405] [INFO ] [LOCAL     ] Saved forecast: ATAI	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/ATAI.txt
[2025-11-25T23:30:36.473592] [INFO ] [sig       ] [278/3639] Completed ATAI in 0.3s | 3.02 sym/s | Total: 1.5m | ETA: 18.6m
[2025-11-25T23:30:36.473676] [INFO ] [sig       ] [279/3639] Forecasting ATEC...
[2025-11-25T23:30:36.473733] [INFO ] [sig       ] Generating forecast for: ATEC
[2025-11-25T23:30:36.473792] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ATEC' from 'https://tdm.silogroup.org/data/derivative_storage/ATEC.csv'.
[2025-11-25T23:30:36.486191] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ATEC'.
[2025-11-25T23:30:36.486581] [INFO ] [FORECASTER] Starting predict_future for ATEC
[2025-11-25T23:30:36.487480] [DEBUG] [LOCAL     ] No optimal features file found for ATEC: ./output/feature-sets/ATEC.txt
[2025-11-25T23:30:36.487553] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:30:36.487602] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:30:36.487664] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:30:36.487743] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:30:36.548277] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:30:36.549148] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:30:36.549252] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:30:36.549326] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:30:36.646353] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:30:36.646547] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:30:36.646595] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:30:36.646630] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:30:36.650244] [DEBUG] [FORECASTER] ATEC: Forecast T+1@11:T+2@11: UP (p=74.99%)
[2025-11-25T23:30:36.650554] [INFO ] [FORECASTER] Completed predict_future for ATEC
[2025-11-25T23:30:36.650729] [INFO ] [sig       ] ATEC: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:30:36.798129] [INFO ] [LOCAL     ] Saved forecast: ATEC	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/ATEC.txt
[2025-11-25T23:30:36.798292] [INFO ] [sig       ] [279/3639] Completed ATEC in 0.3s | 3.02 sym/s | Total: 1.5m | ETA: 18.6m
[2025-11-25T23:30:36.798348] [INFO ] [sig       ] [280/3639] Forecasting ATEN...
[2025-11-25T23:30:36.798393] [INFO ] [sig       ] Generating forecast for: ATEN
[2025-11-25T23:30:36.798435] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ATEN' from 'https://tdm.silogroup.org/data/derivative_storage/ATEN.csv'.
[2025-11-25T23:30:36.810514] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ATEN'.
[2025-11-25T23:30:36.810865] [INFO ] [FORECASTER] Starting predict_future for ATEN
[2025-11-25T23:30:36.811695] [DEBUG] [LOCAL     ] No optimal features file found for ATEN: ./output/feature-sets/ATEN.txt
[2025-11-25T23:30:36.811765] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:30:36.811813] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:30:36.811855] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:30:36.811924] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:30:36.873228] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:30:36.874031] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:30:36.874142] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:30:36.874195] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:30:36.971257] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:30:36.971430] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:30:36.971482] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:30:36.971519] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:30:36.975043] [DEBUG] [FORECASTER] ATEN: Forecast T+1@11:T+2@11: DOWN (p=13.21%)
[2025-11-25T23:30:36.975358] [INFO ] [FORECASTER] Completed predict_future for ATEN
[2025-11-25T23:30:36.975513] [INFO ] [sig       ] ATEN: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:30:37.120285] [INFO ] [LOCAL     ] Saved forecast: ATEN	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/ATEN.txt
[2025-11-25T23:30:37.120449] [INFO ] [sig       ] [280/3639] Completed ATEN in 0.3s | 3.02 sym/s | Total: 1.5m | ETA: 18.5m
[2025-11-25T23:30:37.120510] [INFO ] [sig       ] [281/3639] Forecasting ATEX...
[2025-11-25T23:30:37.120554] [INFO ] [sig       ] Generating forecast for: ATEX
[2025-11-25T23:30:37.120597] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ATEX' from 'https://tdm.silogroup.org/data/derivative_storage/ATEX.csv'.
[2025-11-25T23:30:37.132470] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ATEX'.
[2025-11-25T23:30:37.132832] [INFO ] [FORECASTER] Starting predict_future for ATEX
[2025-11-25T23:30:37.133673] [DEBUG] [LOCAL     ] No optimal features file found for ATEX: ./output/feature-sets/ATEX.txt
[2025-11-25T23:30:37.133743] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:30:37.133789] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:30:37.133844] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:30:37.133916] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:30:37.194838] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:30:37.195627] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:30:37.195748] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:30:37.195799] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:30:37.305137] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:30:37.305315] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:30:37.305362] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:30:37.305397] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:30:37.308963] [DEBUG] [FORECASTER] ATEX: Forecast T+1@11:T+2@11: UP (p=69.53%)
[2025-11-25T23:30:37.309273] [INFO ] [FORECASTER] Completed predict_future for ATEX
[2025-11-25T23:30:37.309438] [INFO ] [sig       ] ATEX: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:30:37.452132] [INFO ] [LOCAL     ] Saved forecast: ATEX	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/ATEX.txt
[2025-11-25T23:30:37.452304] [INFO ] [sig       ] [281/3639] Completed ATEX in 0.3s | 3.02 sym/s | Total: 1.6m | ETA: 18.5m
[2025-11-25T23:30:37.452360] [INFO ] [sig       ] [282/3639] Forecasting ATGE...
[2025-11-25T23:30:37.452404] [INFO ] [sig       ] Generating forecast for: ATGE
[2025-11-25T23:30:37.452454] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ATGE' from 'https://tdm.silogroup.org/data/derivative_storage/ATGE.csv'.
[2025-11-25T23:30:37.464701] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ATGE'.
[2025-11-25T23:30:37.465039] [INFO ] [FORECASTER] Starting predict_future for ATGE
[2025-11-25T23:30:37.465906] [DEBUG] [LOCAL     ] No optimal features file found for ATGE: ./output/feature-sets/ATGE.txt
[2025-11-25T23:30:37.465977] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:30:37.466024] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:30:37.466065] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:30:37.466135] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:30:37.527491] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:30:37.528239] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:30:37.528350] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:30:37.528409] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:30:37.625377] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:30:37.625567] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:30:37.625614] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:30:37.625673] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:30:37.629263] [DEBUG] [FORECASTER] ATGE: Forecast T+1@11:T+2@11: UP (p=54.83%)
[2025-11-25T23:30:37.629582] [INFO ] [FORECASTER] Completed predict_future for ATGE
[2025-11-25T23:30:37.629771] [INFO ] [sig       ] ATGE: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:30:37.774747] [INFO ] [LOCAL     ] Saved forecast: ATGE	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/ATGE.txt
[2025-11-25T23:30:37.774912] [INFO ] [sig       ] [282/3639] Completed ATGE in 0.3s | 3.02 sym/s | Total: 1.6m | ETA: 18.5m
[2025-11-25T23:30:37.774967] [INFO ] [sig       ] [283/3639] Forecasting ATHA...
[2025-11-25T23:30:37.775011] [INFO ] [sig       ] Generating forecast for: ATHA
[2025-11-25T23:30:37.775053] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ATHA' from 'https://tdm.silogroup.org/data/derivative_storage/ATHA.csv'.
[2025-11-25T23:30:37.787414] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ATHA'.
[2025-11-25T23:30:37.787816] [INFO ] [FORECASTER] Starting predict_future for ATHA
[2025-11-25T23:30:37.788738] [DEBUG] [LOCAL     ] No optimal features file found for ATHA: ./output/feature-sets/ATHA.txt
[2025-11-25T23:30:37.788810] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:30:37.788859] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:30:37.788902] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:30:37.788973] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:30:37.850131] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:30:37.850938] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:30:37.851041] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:30:37.851090] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:30:37.954130] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:30:37.954319] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:30:37.954367] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:30:37.954404] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:30:37.958045] [DEBUG] [FORECASTER] ATHA: Forecast T+1@11:T+2@11: DOWN (p=33.74%)
[2025-11-25T23:30:37.958357] [INFO ] [FORECASTER] Completed predict_future for ATHA
[2025-11-25T23:30:37.958539] [INFO ] [sig       ] ATHA: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:30:38.103261] [INFO ] [LOCAL     ] Saved forecast: ATHA	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/ATHA.txt
[2025-11-25T23:30:38.103426] [INFO ] [sig       ] [283/3639] Completed ATHA in 0.3s | 3.02 sym/s | Total: 1.6m | ETA: 18.5m
[2025-11-25T23:30:38.103486] [INFO ] [sig       ] [284/3639] Forecasting ATHM...
[2025-11-25T23:30:38.103531] [INFO ] [sig       ] Generating forecast for: ATHM
[2025-11-25T23:30:38.103572] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ATHM' from 'https://tdm.silogroup.org/data/derivative_storage/ATHM.csv'.
[2025-11-25T23:30:38.115297] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ATHM'.
[2025-11-25T23:30:38.115670] [INFO ] [FORECASTER] Starting predict_future for ATHM
[2025-11-25T23:30:38.116498] [DEBUG] [LOCAL     ] No optimal features file found for ATHM: ./output/feature-sets/ATHM.txt
[2025-11-25T23:30:38.116571] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:30:38.116620] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:30:38.116684] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:30:38.116758] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:30:38.178259] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:30:38.179136] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:30:38.179240] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:30:38.179291] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:30:38.274093] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:30:38.274288] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:30:38.274334] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:30:38.274368] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:30:38.277951] [DEBUG] [FORECASTER] ATHM: Forecast T+1@11:T+2@11: DOWN (p=15.35%)
[2025-11-25T23:30:38.278262] [INFO ] [FORECASTER] Completed predict_future for ATHM
[2025-11-25T23:30:38.278410] [INFO ] [sig       ] ATHM: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:30:38.421493] [INFO ] [LOCAL     ] Saved forecast: ATHM	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/ATHM.txt
[2025-11-25T23:30:38.421677] [INFO ] [sig       ] [284/3639] Completed ATHM in 0.3s | 3.02 sym/s | Total: 1.6m | ETA: 18.5m
[2025-11-25T23:30:38.421735] [INFO ] [sig       ] [285/3639] Forecasting ATI...
[2025-11-25T23:30:38.421779] [INFO ] [sig       ] Generating forecast for: ATI
[2025-11-25T23:30:38.421836] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ATI' from 'https://tdm.silogroup.org/data/derivative_storage/ATI.csv'.
[2025-11-25T23:30:38.433460] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ATI'.
[2025-11-25T23:30:38.433853] [INFO ] [FORECASTER] Starting predict_future for ATI
[2025-11-25T23:30:38.434685] [DEBUG] [LOCAL     ] No optimal features file found for ATI: ./output/feature-sets/ATI.txt
[2025-11-25T23:30:38.434755] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:30:38.434802] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:30:38.434842] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:30:38.434912] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:30:38.494174] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:30:38.494905] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:30:38.495003] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:30:38.495051] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:30:38.586940] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:30:38.587107] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:30:38.587153] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:30:38.587187] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:30:38.590612] [DEBUG] [FORECASTER] ATI: Forecast T+1@11:T+2@11: DOWN (p=40.95%)
[2025-11-25T23:30:38.590932] [INFO ] [FORECASTER] Completed predict_future for ATI
[2025-11-25T23:30:38.591089] [INFO ] [sig       ] ATI: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:30:38.735006] [INFO ] [LOCAL     ] Saved forecast: ATI	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/ATI.txt
[2025-11-25T23:30:38.735189] [INFO ] [sig       ] [285/3639] Completed ATI in 0.3s | 3.02 sym/s | Total: 1.6m | ETA: 18.5m
[2025-11-25T23:30:38.735245] [INFO ] [sig       ] [286/3639] Forecasting ATLC...
[2025-11-25T23:30:38.735290] [INFO ] [sig       ] Generating forecast for: ATLC
[2025-11-25T23:30:38.735326] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ATLC' from 'https://tdm.silogroup.org/data/derivative_storage/ATLC.csv'.
[2025-11-25T23:30:38.747238] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ATLC'.
[2025-11-25T23:30:38.747683] [INFO ] [FORECASTER] Starting predict_future for ATLC
[2025-11-25T23:30:38.748575] [DEBUG] [LOCAL     ] No optimal features file found for ATLC: ./output/feature-sets/ATLC.txt
[2025-11-25T23:30:38.748672] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:30:38.748724] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:30:38.748765] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:30:38.748834] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:30:38.811419] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:30:38.812284] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:30:38.812386] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:30:38.812437] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:30:38.908878] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:30:38.909065] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:30:38.909122] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:30:38.909160] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:30:38.913240] [DEBUG] [FORECASTER] ATLC: Forecast T+1@11:T+2@11: DOWN (p=2.19%)
[2025-11-25T23:30:38.913743] [INFO ] [FORECASTER] Completed predict_future for ATLC
[2025-11-25T23:30:38.913918] [INFO ] [sig       ] ATLC: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:30:39.073036] [INFO ] [LOCAL     ] Saved forecast: ATLC	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/ATLC.txt
[2025-11-25T23:30:39.073235] [INFO ] [sig       ] [286/3639] Completed ATLC in 0.3s | 3.02 sym/s | Total: 1.6m | ETA: 18.5m
[2025-11-25T23:30:39.073293] [INFO ] [sig       ] [287/3639] Forecasting ATLCZ...
[2025-11-25T23:30:39.073337] [INFO ] [sig       ] Generating forecast for: ATLCZ
[2025-11-25T23:30:39.073379] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ATLCZ' from 'https://tdm.silogroup.org/data/derivative_storage/ATLCZ.csv'.
[2025-11-25T23:30:39.085503] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ATLCZ'.
[2025-11-25T23:30:39.085880] [INFO ] [FORECASTER] Starting predict_future for ATLCZ
[2025-11-25T23:30:39.086728] [DEBUG] [LOCAL     ] No optimal features file found for ATLCZ: ./output/feature-sets/ATLCZ.txt
[2025-11-25T23:30:39.086797] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:30:39.086846] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:30:39.086888] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:30:39.086958] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:30:39.145150] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:30:39.145978] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:30:39.146078] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:30:39.146126] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:30:39.234308] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:30:39.234495] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:30:39.234541] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:30:39.234577] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:30:39.238902] [DEBUG] [FORECASTER] ATLCZ: Forecast T+1@11:T+2@11: DOWN (p=28.98%)
[2025-11-25T23:30:39.239416] [INFO ] [FORECASTER] Completed predict_future for ATLCZ
[2025-11-25T23:30:39.239628] [INFO ] [sig       ] ATLCZ: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:30:39.391156] [INFO ] [LOCAL     ] Saved forecast: ATLCZ	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/ATLCZ.txt
[2025-11-25T23:30:39.391354] [INFO ] [sig       ] [287/3639] Completed ATLCZ in 0.3s | 3.02 sym/s | Total: 1.6m | ETA: 18.5m
[2025-11-25T23:30:39.391425] [INFO ] [sig       ] [288/3639] Forecasting ATLO...
[2025-11-25T23:30:39.391473] [INFO ] [sig       ] Generating forecast for: ATLO
[2025-11-25T23:30:39.391518] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ATLO' from 'https://tdm.silogroup.org/data/derivative_storage/ATLO.csv'.
[2025-11-25T23:30:39.403963] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ATLO'.
[2025-11-25T23:30:39.404314] [INFO ] [FORECASTER] Starting predict_future for ATLO
[2025-11-25T23:30:39.405358] [DEBUG] [LOCAL     ] No optimal features file found for ATLO: ./output/feature-sets/ATLO.txt
[2025-11-25T23:30:39.405436] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:30:39.405485] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:30:39.405526] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:30:39.405596] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:30:39.466215] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:30:39.467053] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:30:39.467152] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:30:39.467200] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:30:39.555152] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:30:39.555326] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:30:39.555373] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:30:39.555408] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:30:39.558940] [DEBUG] [FORECASTER] ATLO: Forecast T+1@11:T+2@11: UP (p=74.59%)
[2025-11-25T23:30:39.559240] [INFO ] [FORECASTER] Completed predict_future for ATLO
[2025-11-25T23:30:39.559407] [INFO ] [sig       ] ATLO: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:30:39.705772] [INFO ] [LOCAL     ] Saved forecast: ATLO	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/ATLO.txt
[2025-11-25T23:30:39.705935] [INFO ] [sig       ] [288/3639] Completed ATLO in 0.3s | 3.02 sym/s | Total: 1.6m | ETA: 18.5m
[2025-11-25T23:30:39.705991] [INFO ] [sig       ] [289/3639] Forecasting ATNI...
[2025-11-25T23:30:39.706035] [INFO ] [sig       ] Generating forecast for: ATNI
[2025-11-25T23:30:39.706076] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ATNI' from 'https://tdm.silogroup.org/data/derivative_storage/ATNI.csv'.
[2025-11-25T23:30:39.718085] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ATNI'.
[2025-11-25T23:30:39.718417] [INFO ] [FORECASTER] Starting predict_future for ATNI
[2025-11-25T23:30:39.719274] [DEBUG] [LOCAL     ] No optimal features file found for ATNI: ./output/feature-sets/ATNI.txt
[2025-11-25T23:30:39.719344] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:30:39.719390] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:30:39.719436] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:30:39.719508] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:30:39.778343] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:30:39.779153] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:30:39.779253] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:30:39.779300] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:30:39.872357] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:30:39.872521] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:30:39.872567] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:30:39.872601] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:30:39.876109] [DEBUG] [FORECASTER] ATNI: Forecast T+1@11:T+2@11: DOWN (p=34.24%)
[2025-11-25T23:30:39.876402] [INFO ] [FORECASTER] Completed predict_future for ATNI
[2025-11-25T23:30:39.876544] [INFO ] [sig       ] ATNI: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:30:40.019673] [INFO ] [LOCAL     ] Saved forecast: ATNI	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/ATNI.txt
[2025-11-25T23:30:40.019844] [INFO ] [sig       ] [289/3639] Completed ATNI in 0.3s | 3.02 sym/s | Total: 1.6m | ETA: 18.5m
[2025-11-25T23:30:40.019898] [INFO ] [sig       ] [290/3639] Forecasting ATO...
[2025-11-25T23:30:40.019941] [INFO ] [sig       ] Generating forecast for: ATO
[2025-11-25T23:30:40.019983] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ATO' from 'https://tdm.silogroup.org/data/derivative_storage/ATO.csv'.
[2025-11-25T23:30:40.031584] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ATO'.
[2025-11-25T23:30:40.031961] [INFO ] [FORECASTER] Starting predict_future for ATO
[2025-11-25T23:30:40.032803] [DEBUG] [LOCAL     ] No optimal features file found for ATO: ./output/feature-sets/ATO.txt
[2025-11-25T23:30:40.032872] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:30:40.032922] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:30:40.032962] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:30:40.033031] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:30:40.092884] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:30:40.093854] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:30:40.093961] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:30:40.094011] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:30:40.206553] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:30:40.206888] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:30:40.206973] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:30:40.207028] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:30:40.210619] [DEBUG] [FORECASTER] ATO: Forecast T+1@11:T+2@11: DOWN (p=6.11%)
[2025-11-25T23:30:40.210961] [INFO ] [FORECASTER] Completed predict_future for ATO
[2025-11-25T23:30:40.211130] [INFO ] [sig       ] ATO: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:30:40.352911] [INFO ] [LOCAL     ] Saved forecast: ATO	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/ATO.txt
[2025-11-25T23:30:40.353103] [INFO ] [sig       ] [290/3639] Completed ATO in 0.3s | 3.02 sym/s | Total: 1.6m | ETA: 18.5m
[2025-11-25T23:30:40.353161] [INFO ] [sig       ] [291/3639] Forecasting ATOM...
[2025-11-25T23:30:40.353207] [INFO ] [sig       ] Generating forecast for: ATOM
[2025-11-25T23:30:40.353251] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ATOM' from 'https://tdm.silogroup.org/data/derivative_storage/ATOM.csv'.
[2025-11-25T23:30:40.369954] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ATOM'.
[2025-11-25T23:30:40.370545] [INFO ] [FORECASTER] Starting predict_future for ATOM
[2025-11-25T23:30:40.371593] [DEBUG] [LOCAL     ] No optimal features file found for ATOM: ./output/feature-sets/ATOM.txt
[2025-11-25T23:30:40.371700] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:30:40.371767] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:30:40.371824] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:30:40.371919] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:30:40.434687] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:30:40.435837] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:30:40.435982] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:30:40.436039] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:30:40.558006] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:30:40.558306] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:30:40.558360] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:30:40.558397] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:30:40.562524] [DEBUG] [FORECASTER] ATOM: Forecast T+1@11:T+2@11: UP (p=68.45%)
[2025-11-25T23:30:40.562907] [INFO ] [FORECASTER] Completed predict_future for ATOM
[2025-11-25T23:30:40.563089] [INFO ] [sig       ] ATOM: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:30:40.714735] [INFO ] [LOCAL     ] Saved forecast: ATOM	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/ATOM.txt
[2025-11-25T23:30:40.714998] [INFO ] [sig       ] [291/3639] Completed ATOM in 0.4s | 3.02 sym/s | Total: 1.6m | ETA: 18.5m
[2025-11-25T23:30:40.715152] [INFO ] [sig       ] [292/3639] Forecasting ATPC...
[2025-11-25T23:30:40.715209] [INFO ] [sig       ] Generating forecast for: ATPC
[2025-11-25T23:30:40.715261] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ATPC' from 'https://tdm.silogroup.org/data/derivative_storage/ATPC.csv'.
[2025-11-25T23:30:40.729677] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ATPC'.
[2025-11-25T23:30:40.730333] [INFO ] [FORECASTER] Starting predict_future for ATPC
[2025-11-25T23:30:40.731392] [DEBUG] [LOCAL     ] No optimal features file found for ATPC: ./output/feature-sets/ATPC.txt
[2025-11-25T23:30:40.731468] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:30:40.731529] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:30:40.731583] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:30:40.731716] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:30:40.795134] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:30:40.796393] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:30:40.796536] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:30:40.796593] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:30:40.915843] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:30:40.916152] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:30:40.916221] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:30:40.916263] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:30:40.920416] [DEBUG] [FORECASTER] ATPC: Forecast T+1@11:T+2@11: DOWN (p=0.63%)
[2025-11-25T23:30:40.920815] [INFO ] [FORECASTER] Completed predict_future for ATPC
[2025-11-25T23:30:40.920995] [INFO ] [sig       ] ATPC: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:30:41.070017] [INFO ] [LOCAL     ] Saved forecast: ATPC	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/ATPC.txt
[2025-11-25T23:30:41.070274] [INFO ] [sig       ] [292/3639] Completed ATPC in 0.4s | 3.02 sym/s | Total: 1.6m | ETA: 18.5m
[2025-11-25T23:30:41.070338] [INFO ] [sig       ] [293/3639] Forecasting ATRA...
[2025-11-25T23:30:41.070479] [INFO ] [sig       ] Generating forecast for: ATRA
[2025-11-25T23:30:41.070544] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ATRA' from 'https://tdm.silogroup.org/data/derivative_storage/ATRA.csv'.
[2025-11-25T23:30:41.084533] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ATRA'.
[2025-11-25T23:30:41.084988] [INFO ] [FORECASTER] Starting predict_future for ATRA
[2025-11-25T23:30:41.085890] [DEBUG] [LOCAL     ] No optimal features file found for ATRA: ./output/feature-sets/ATRA.txt
[2025-11-25T23:30:41.085961] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:30:41.086009] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:30:41.086050] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:30:41.086120] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:30:41.145142] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:30:41.145996] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:30:41.146104] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:30:41.146152] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:30:41.249358] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:30:41.249559] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:30:41.249608] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:30:41.249661] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:30:41.253277] [DEBUG] [FORECASTER] ATRA: Forecast T+1@11:T+2@11: DOWN (p=4.20%)
[2025-11-25T23:30:41.253604] [INFO ] [FORECASTER] Completed predict_future for ATRA
[2025-11-25T23:30:41.253816] [INFO ] [sig       ] ATRA: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:30:41.398061] [INFO ] [LOCAL     ] Saved forecast: ATRA	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/ATRA.txt
[2025-11-25T23:30:41.398308] [INFO ] [sig       ] [293/3639] Completed ATRA in 0.3s | 3.02 sym/s | Total: 1.6m | ETA: 18.5m
[2025-11-25T23:30:41.398384] [INFO ] [sig       ] [294/3639] Forecasting ATRO...
[2025-11-25T23:30:41.398437] [INFO ] [sig       ] Generating forecast for: ATRO
[2025-11-25T23:30:41.398497] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ATRO' from 'https://tdm.silogroup.org/data/derivative_storage/ATRO.csv'.
[2025-11-25T23:30:41.411485] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ATRO'.
[2025-11-25T23:30:41.411952] [INFO ] [FORECASTER] Starting predict_future for ATRO
[2025-11-25T23:30:41.412945] [DEBUG] [LOCAL     ] No optimal features file found for ATRO: ./output/feature-sets/ATRO.txt
[2025-11-25T23:30:41.413034] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:30:41.413084] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:30:41.413129] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:30:41.413203] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:30:41.474604] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:30:41.475682] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:30:41.475802] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:30:41.475853] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:30:41.596790] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:30:41.596999] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:30:41.597047] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:30:41.597081] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:30:41.600938] [DEBUG] [FORECASTER] ATRO: Forecast T+1@11:T+2@11: DOWN (p=24.21%)
[2025-11-25T23:30:41.601244] [INFO ] [FORECASTER] Completed predict_future for ATRO
[2025-11-25T23:30:41.601416] [INFO ] [sig       ] ATRO: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:30:41.744176] [INFO ] [LOCAL     ] Saved forecast: ATRO	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/ATRO.txt
[2025-11-25T23:30:41.744355] [INFO ] [sig       ] [294/3639] Completed ATRO in 0.3s | 3.02 sym/s | Total: 1.6m | ETA: 18.5m
[2025-11-25T23:30:41.744413] [INFO ] [sig       ] [295/3639] Forecasting ATXS...
[2025-11-25T23:30:41.744460] [INFO ] [sig       ] Generating forecast for: ATXS
[2025-11-25T23:30:41.744504] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ATXS' from 'https://tdm.silogroup.org/data/derivative_storage/ATXS.csv'.
[2025-11-25T23:30:41.756698] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ATXS'.
[2025-11-25T23:30:41.757067] [INFO ] [FORECASTER] Starting predict_future for ATXS
[2025-11-25T23:30:41.757980] [DEBUG] [LOCAL     ] No optimal features file found for ATXS: ./output/feature-sets/ATXS.txt
[2025-11-25T23:30:41.758055] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:30:41.758104] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:30:41.758147] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:30:41.758219] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:30:41.818309] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:30:41.819214] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:30:41.819349] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:30:41.819413] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:30:41.952529] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:30:41.952878] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:30:41.952954] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:30:41.953002] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:30:41.956670] [DEBUG] [FORECASTER] ATXS: Forecast T+1@11:T+2@11: DOWN (p=29.47%)
[2025-11-25T23:30:41.956992] [INFO ] [FORECASTER] Completed predict_future for ATXS
[2025-11-25T23:30:41.957194] [INFO ] [sig       ] ATXS: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:30:42.107271] [INFO ] [LOCAL     ] Saved forecast: ATXS	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/ATXS.txt
[2025-11-25T23:30:42.107469] [INFO ] [sig       ] [295/3639] Completed ATXS in 0.4s | 3.02 sym/s | Total: 1.6m | ETA: 18.5m
[2025-11-25T23:30:42.107534] [INFO ] [sig       ] [296/3639] Forecasting AUB...
[2025-11-25T23:30:42.107583] [INFO ] [sig       ] Generating forecast for: AUB
[2025-11-25T23:30:42.107630] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AUB' from 'https://tdm.silogroup.org/data/derivative_storage/AUB.csv'.
[2025-11-25T23:30:42.121998] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AUB'.
[2025-11-25T23:30:42.122609] [INFO ] [FORECASTER] Starting predict_future for AUB
[2025-11-25T23:30:42.123615] [DEBUG] [LOCAL     ] No optimal features file found for AUB: ./output/feature-sets/AUB.txt
[2025-11-25T23:30:42.123711] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:30:42.123766] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:30:42.123826] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:30:42.123904] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:30:42.185998] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:30:42.187263] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:30:42.187428] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:30:42.187485] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:30:42.311060] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:30:42.311382] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:30:42.311439] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:30:42.311475] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:30:42.315947] [DEBUG] [FORECASTER] AUB: Forecast T+1@11:T+2@11: DOWN (p=18.79%)
[2025-11-25T23:30:42.316364] [INFO ] [FORECASTER] Completed predict_future for AUB
[2025-11-25T23:30:42.316552] [INFO ] [sig       ] AUB: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:30:42.463381] [INFO ] [LOCAL     ] Saved forecast: AUB	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/AUB.txt
[2025-11-25T23:30:42.463609] [INFO ] [sig       ] [296/3639] Completed AUB in 0.4s | 3.02 sym/s | Total: 1.6m | ETA: 18.5m
[2025-11-25T23:30:42.463693] [INFO ] [sig       ] [297/3639] Forecasting AUDC...
[2025-11-25T23:30:42.463744] [INFO ] [sig       ] Generating forecast for: AUDC
[2025-11-25T23:30:42.463789] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AUDC' from 'https://tdm.silogroup.org/data/derivative_storage/AUDC.csv'.
[2025-11-25T23:30:42.477379] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AUDC'.
[2025-11-25T23:30:42.477881] [INFO ] [FORECASTER] Starting predict_future for AUDC
[2025-11-25T23:30:42.478840] [DEBUG] [LOCAL     ] No optimal features file found for AUDC: ./output/feature-sets/AUDC.txt
[2025-11-25T23:30:42.478912] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:30:42.478963] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:30:42.479006] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:30:42.479091] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:30:42.539442] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:30:42.540692] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:30:42.540816] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:30:42.540866] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:30:42.659181] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:30:42.659460] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:30:42.659515] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:30:42.659559] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:30:42.663944] [DEBUG] [FORECASTER] AUDC: Forecast T+1@11:T+2@11: DOWN (p=8.06%)
[2025-11-25T23:30:42.664317] [INFO ] [FORECASTER] Completed predict_future for AUDC
[2025-11-25T23:30:42.664499] [INFO ] [sig       ] AUDC: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:30:42.813585] [INFO ] [LOCAL     ] Saved forecast: AUDC	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/AUDC.txt
[2025-11-25T23:30:42.813865] [INFO ] [sig       ] [297/3639] Completed AUDC in 0.4s | 3.02 sym/s | Total: 1.6m | ETA: 18.5m
[2025-11-25T23:30:42.813928] [INFO ] [sig       ] [298/3639] Forecasting AUID...
[2025-11-25T23:30:42.813977] [INFO ] [sig       ] Generating forecast for: AUID
[2025-11-25T23:30:42.814023] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AUID' from 'https://tdm.silogroup.org/data/derivative_storage/AUID.csv'.
[2025-11-25T23:30:42.827989] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AUID'.
[2025-11-25T23:30:42.828613] [INFO ] [FORECASTER] Starting predict_future for AUID
[2025-11-25T23:30:42.829684] [DEBUG] [LOCAL     ] No optimal features file found for AUID: ./output/feature-sets/AUID.txt
[2025-11-25T23:30:42.829758] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:30:42.829813] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:30:42.829856] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:30:42.829936] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:30:42.892331] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:30:42.893513] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:30:42.893635] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:30:42.893711] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:30:43.020962] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:30:43.021283] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:30:43.021345] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:30:43.021392] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:30:43.025624] [DEBUG] [FORECASTER] AUID: Forecast T+1@11:T+2@11: UP (p=86.05%)
[2025-11-25T23:30:43.026009] [INFO ] [FORECASTER] Completed predict_future for AUID
[2025-11-25T23:30:43.026183] [INFO ] [sig       ] AUID: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:30:43.170726] [INFO ] [LOCAL     ] Saved forecast: AUID	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/AUID.txt
[2025-11-25T23:30:43.170954] [INFO ] [sig       ] [298/3639] Completed AUID in 0.4s | 3.02 sym/s | Total: 1.6m | ETA: 18.5m
[2025-11-25T23:30:43.171013] [INFO ] [sig       ] [299/3639] Forecasting AUPH...
[2025-11-25T23:30:43.171062] [INFO ] [sig       ] Generating forecast for: AUPH
[2025-11-25T23:30:43.171109] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AUPH' from 'https://tdm.silogroup.org/data/derivative_storage/AUPH.csv'.
[2025-11-25T23:30:43.185183] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AUPH'.
[2025-11-25T23:30:43.185710] [INFO ] [FORECASTER] Starting predict_future for AUPH
[2025-11-25T23:30:43.186692] [DEBUG] [LOCAL     ] No optimal features file found for AUPH: ./output/feature-sets/AUPH.txt
[2025-11-25T23:30:43.186768] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:30:43.186820] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:30:43.186865] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:30:43.186936] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:30:43.247906] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:30:43.248734] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:30:43.248843] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:30:43.248895] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:30:43.365693] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:30:43.365904] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:30:43.365953] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:30:43.365992] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:30:43.369862] [DEBUG] [FORECASTER] AUPH: Forecast T+1@11:T+2@11: DOWN (p=21.71%)
[2025-11-25T23:30:43.370233] [INFO ] [FORECASTER] Completed predict_future for AUPH
[2025-11-25T23:30:43.370406] [INFO ] [sig       ] AUPH: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:30:43.522221] [INFO ] [LOCAL     ] Saved forecast: AUPH	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/AUPH.txt
[2025-11-25T23:30:43.522411] [INFO ] [sig       ] [299/3639] Completed AUPH in 0.4s | 3.02 sym/s | Total: 1.7m | ETA: 18.5m
[2025-11-25T23:30:43.522474] [INFO ] [sig       ] [300/3639] Forecasting AURA...
[2025-11-25T23:30:43.522525] [INFO ] [sig       ] Generating forecast for: AURA
[2025-11-25T23:30:43.522576] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AURA' from 'https://tdm.silogroup.org/data/derivative_storage/AURA.csv'.
[2025-11-25T23:30:43.535244] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AURA'.
[2025-11-25T23:30:43.535585] [INFO ] [FORECASTER] Starting predict_future for AURA
[2025-11-25T23:30:43.536510] [DEBUG] [LOCAL     ] No optimal features file found for AURA: ./output/feature-sets/AURA.txt
[2025-11-25T23:30:43.536587] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:30:43.536661] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:30:43.536713] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:30:43.536790] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:30:43.598406] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:30:43.599305] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:30:43.599416] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:30:43.599469] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:30:43.720758] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:30:43.720927] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:30:43.720976] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:30:43.721011] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:30:43.724516] [DEBUG] [FORECASTER] AURA: Forecast T+1@11:T+2@11: DOWN (p=42.07%)
[2025-11-25T23:30:43.724855] [INFO ] [FORECASTER] Completed predict_future for AURA
[2025-11-25T23:30:43.725032] [INFO ] [sig       ] AURA: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:30:43.867938] [INFO ] [LOCAL     ] Saved forecast: AURA	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/AURA.txt
[2025-11-25T23:30:43.868087] [INFO ] [sig       ] [300/3639] Completed AURA in 0.3s | 3.01 sym/s | Total: 1.7m | ETA: 18.5m
[2025-11-25T23:30:43.868144] [INFO ] [sig       ] [301/3639] Forecasting AUTL...
[2025-11-25T23:30:43.868192] [INFO ] [sig       ] Generating forecast for: AUTL
[2025-11-25T23:30:43.868235] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AUTL' from 'https://tdm.silogroup.org/data/derivative_storage/AUTL.csv'.
[2025-11-25T23:30:43.881116] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AUTL'.
[2025-11-25T23:30:43.881422] [INFO ] [FORECASTER] Starting predict_future for AUTL
[2025-11-25T23:30:43.882296] [DEBUG] [LOCAL     ] No optimal features file found for AUTL: ./output/feature-sets/AUTL.txt
[2025-11-25T23:30:43.882370] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:30:43.882419] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:30:43.882463] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:30:43.882534] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:30:43.940995] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:30:43.941664] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:30:43.941765] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:30:43.941815] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:30:44.065245] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:30:44.065440] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:30:44.065488] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:30:44.065521] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:30:44.068962] [DEBUG] [FORECASTER] AUTL: Forecast T+1@11:T+2@11: UP (p=76.69%)
[2025-11-25T23:30:44.069433] [INFO ] [FORECASTER] Completed predict_future for AUTL
[2025-11-25T23:30:44.069684] [INFO ] [sig       ] AUTL: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:30:44.211694] [INFO ] [LOCAL     ] Saved forecast: AUTL	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/AUTL.txt
[2025-11-25T23:30:44.211898] [INFO ] [sig       ] [301/3639] Completed AUTL in 0.3s | 3.01 sym/s | Total: 1.7m | ETA: 18.5m
[2025-11-25T23:30:44.211959] [INFO ] [sig       ] [302/3639] Forecasting AVA...
[2025-11-25T23:30:44.212006] [INFO ] [sig       ] Generating forecast for: AVA
[2025-11-25T23:30:44.212050] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AVA' from 'https://tdm.silogroup.org/data/derivative_storage/AVA.csv'.
[2025-11-25T23:30:44.224486] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AVA'.
[2025-11-25T23:30:44.225016] [INFO ] [FORECASTER] Starting predict_future for AVA
[2025-11-25T23:30:44.225863] [DEBUG] [LOCAL     ] No optimal features file found for AVA: ./output/feature-sets/AVA.txt
[2025-11-25T23:30:44.225937] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:30:44.225986] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:30:44.226036] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:30:44.226121] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:30:44.286749] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:30:44.287804] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:30:44.287915] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:30:44.287971] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:30:44.405701] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:30:44.405898] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:30:44.405948] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:30:44.405983] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:30:44.409662] [DEBUG] [FORECASTER] AVA: Forecast T+1@11:T+2@11: DOWN (p=26.01%)
[2025-11-25T23:30:44.409998] [INFO ] [FORECASTER] Completed predict_future for AVA
[2025-11-25T23:30:44.410205] [INFO ] [sig       ] AVA: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:30:44.554009] [INFO ] [LOCAL     ] Saved forecast: AVA	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/AVA.txt
[2025-11-25T23:30:44.554187] [INFO ] [sig       ] [302/3639] Completed AVA in 0.3s | 3.01 sym/s | Total: 1.7m | ETA: 18.5m
[2025-11-25T23:30:44.554248] [INFO ] [sig       ] [303/3639] Forecasting AVAH...
[2025-11-25T23:30:44.554297] [INFO ] [sig       ] Generating forecast for: AVAH
[2025-11-25T23:30:44.554342] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AVAH' from 'https://tdm.silogroup.org/data/derivative_storage/AVAH.csv'.
[2025-11-25T23:30:44.570125] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AVAH'.
[2025-11-25T23:30:44.570891] [INFO ] [FORECASTER] Starting predict_future for AVAH
[2025-11-25T23:30:44.572350] [DEBUG] [LOCAL     ] No optimal features file found for AVAH: ./output/feature-sets/AVAH.txt
[2025-11-25T23:30:44.572436] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:30:44.572489] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:30:44.572533] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:30:44.572607] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:30:44.642434] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:30:44.643817] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:30:44.644021] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:30:44.644090] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:30:44.764099] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:30:44.764365] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:30:44.764417] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:30:44.764452] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:30:44.768551] [DEBUG] [FORECASTER] AVAH: Forecast T+1@11:T+2@11: UP (p=99.39%)
[2025-11-25T23:30:44.768904] [INFO ] [FORECASTER] Completed predict_future for AVAH
[2025-11-25T23:30:44.769071] [INFO ] [sig       ] AVAH: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:30:44.914829] [INFO ] [LOCAL     ] Saved forecast: AVAH	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/AVAH.txt
[2025-11-25T23:30:44.915047] [INFO ] [sig       ] [303/3639] Completed AVAH in 0.4s | 3.01 sym/s | Total: 1.7m | ETA: 18.5m
[2025-11-25T23:30:44.915147] [INFO ] [sig       ] [304/3639] Forecasting AVAL...
[2025-11-25T23:30:44.915194] [INFO ] [sig       ] Generating forecast for: AVAL
[2025-11-25T23:30:44.915237] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AVAL' from 'https://tdm.silogroup.org/data/derivative_storage/AVAL.csv'.
[2025-11-25T23:30:44.929513] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AVAL'.
[2025-11-25T23:30:44.930045] [INFO ] [FORECASTER] Starting predict_future for AVAL
[2025-11-25T23:30:44.931041] [DEBUG] [LOCAL     ] No optimal features file found for AVAL: ./output/feature-sets/AVAL.txt
[2025-11-25T23:30:44.931116] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:30:44.931167] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:30:44.931211] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:30:44.931288] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:30:44.992101] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:30:44.993139] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:30:44.993265] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:30:44.993318] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:30:45.104601] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:30:45.104891] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:30:45.104945] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:30:45.104980] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:30:45.109015] [DEBUG] [FORECASTER] AVAL: Forecast T+1@11:T+2@11: UP (p=85.23%)
[2025-11-25T23:30:45.109381] [INFO ] [FORECASTER] Completed predict_future for AVAL
[2025-11-25T23:30:45.109560] [INFO ] [sig       ] AVAL: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:30:45.258744] [INFO ] [LOCAL     ] Saved forecast: AVAL	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/AVAL.txt
[2025-11-25T23:30:45.259204] [INFO ] [sig       ] [304/3639] Completed AVAL in 0.3s | 3.01 sym/s | Total: 1.7m | ETA: 18.4m
[2025-11-25T23:30:45.259272] [INFO ] [sig       ] [305/3639] Forecasting AVB...
[2025-11-25T23:30:45.259323] [INFO ] [sig       ] Generating forecast for: AVB
[2025-11-25T23:30:45.259370] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AVB' from 'https://tdm.silogroup.org/data/derivative_storage/AVB.csv'.
[2025-11-25T23:30:45.275713] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AVB'.
[2025-11-25T23:30:45.276452] [INFO ] [FORECASTER] Starting predict_future for AVB
[2025-11-25T23:30:45.277491] [DEBUG] [LOCAL     ] No optimal features file found for AVB: ./output/feature-sets/AVB.txt
[2025-11-25T23:30:45.277569] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:30:45.277665] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:30:45.277712] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:30:45.277969] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:30:45.348595] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:30:45.349794] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:30:45.349916] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:30:45.349967] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:30:45.470509] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:30:45.470797] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:30:45.470872] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:30:45.470922] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:30:45.475069] [DEBUG] [FORECASTER] AVB: Forecast T+1@11:T+2@11: DOWN (p=25.95%)
[2025-11-25T23:30:45.475451] [INFO ] [FORECASTER] Completed predict_future for AVB
[2025-11-25T23:30:45.475659] [INFO ] [sig       ] AVB: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:30:45.622720] [INFO ] [LOCAL     ] Saved forecast: AVB	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/AVB.txt
[2025-11-25T23:30:45.622963] [INFO ] [sig       ] [305/3639] Completed AVB in 0.4s | 3.01 sym/s | Total: 1.7m | ETA: 18.4m
[2025-11-25T23:30:45.623024] [INFO ] [sig       ] [306/3639] Forecasting AVBP...
[2025-11-25T23:30:45.623071] [INFO ] [sig       ] Generating forecast for: AVBP
[2025-11-25T23:30:45.623114] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AVBP' from 'https://tdm.silogroup.org/data/derivative_storage/AVBP.csv'.
[2025-11-25T23:30:45.637600] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AVBP'.
[2025-11-25T23:30:45.638207] [INFO ] [FORECASTER] Starting predict_future for AVBP
[2025-11-25T23:30:45.639235] [DEBUG] [LOCAL     ] No optimal features file found for AVBP: ./output/feature-sets/AVBP.txt
[2025-11-25T23:30:45.639310] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:30:45.639361] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:30:45.639405] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:30:45.639480] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:30:45.700729] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:30:45.701878] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:30:45.702017] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:30:45.702094] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:30:45.815333] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:30:45.815589] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:30:45.815659] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:30:45.815710] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:30:45.819984] [DEBUG] [FORECASTER] AVBP: Forecast T+1@11:T+2@11: DOWN (p=11.75%)
[2025-11-25T23:30:45.820343] [INFO ] [FORECASTER] Completed predict_future for AVBP
[2025-11-25T23:30:45.820515] [INFO ] [sig       ] AVBP: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:30:45.967742] [INFO ] [LOCAL     ] Saved forecast: AVBP	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/AVBP.txt
[2025-11-25T23:30:45.967984] [INFO ] [sig       ] [306/3639] Completed AVBP in 0.3s | 3.01 sym/s | Total: 1.7m | ETA: 18.4m
[2025-11-25T23:30:45.968046] [INFO ] [sig       ] [307/3639] Forecasting AVD...
[2025-11-25T23:30:45.968096] [INFO ] [sig       ] Generating forecast for: AVD
[2025-11-25T23:30:45.968147] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AVD' from 'https://tdm.silogroup.org/data/derivative_storage/AVD.csv'.
[2025-11-25T23:30:45.982681] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AVD'.
[2025-11-25T23:30:45.983322] [INFO ] [FORECASTER] Starting predict_future for AVD
[2025-11-25T23:30:45.984338] [DEBUG] [LOCAL     ] No optimal features file found for AVD: ./output/feature-sets/AVD.txt
[2025-11-25T23:30:45.984417] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:30:45.984467] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:30:45.984522] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:30:45.984614] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:30:46.047122] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:30:46.048361] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:30:46.048517] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:30:46.048577] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:30:46.167978] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:30:46.168247] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:30:46.168301] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:30:46.168338] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:30:46.172386] [DEBUG] [FORECASTER] AVD: Forecast T+1@11:T+2@11: DOWN (p=2.00%)
[2025-11-25T23:30:46.172799] [INFO ] [FORECASTER] Completed predict_future for AVD
[2025-11-25T23:30:46.172992] [INFO ] [sig       ] AVD: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:30:46.318969] [INFO ] [LOCAL     ] Saved forecast: AVD	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/AVD.txt
[2025-11-25T23:30:46.319203] [INFO ] [sig       ] [307/3639] Completed AVD in 0.4s | 3.01 sym/s | Total: 1.7m | ETA: 18.4m
[2025-11-25T23:30:46.319268] [INFO ] [sig       ] [308/3639] Forecasting AVDL...
[2025-11-25T23:30:46.319331] [INFO ] [sig       ] Generating forecast for: AVDL
[2025-11-25T23:30:46.319389] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AVDL' from 'https://tdm.silogroup.org/data/derivative_storage/AVDL.csv'.
[2025-11-25T23:30:46.332578] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AVDL'.
[2025-11-25T23:30:46.333113] [INFO ] [FORECASTER] Starting predict_future for AVDL
[2025-11-25T23:30:46.334084] [DEBUG] [LOCAL     ] No optimal features file found for AVDL: ./output/feature-sets/AVDL.txt
[2025-11-25T23:30:46.334158] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:30:46.334217] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:30:46.334270] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:30:46.334372] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:30:46.395613] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:30:46.396850] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:30:46.396990] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:30:46.397043] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:30:46.518933] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:30:46.519200] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:30:46.519254] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:30:46.519290] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:30:46.523487] [DEBUG] [FORECASTER] AVDL: Forecast T+1@11:T+2@11: UP (p=59.74%)
[2025-11-25T23:30:46.523899] [INFO ] [FORECASTER] Completed predict_future for AVDL
[2025-11-25T23:30:46.524096] [INFO ] [sig       ] AVDL: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:30:46.670508] [INFO ] [LOCAL     ] Saved forecast: AVDL	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/AVDL.txt
[2025-11-25T23:30:46.670808] [INFO ] [sig       ] [308/3639] Completed AVDL in 0.4s | 3.01 sym/s | Total: 1.7m | ETA: 18.4m
[2025-11-25T23:30:46.670905] [INFO ] [sig       ] [309/3639] Forecasting AVGO...
[2025-11-25T23:30:46.670993] [INFO ] [sig       ] Generating forecast for: AVGO
[2025-11-25T23:30:46.671063] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AVGO' from 'https://tdm.silogroup.org/data/derivative_storage/AVGO.csv'.
[2025-11-25T23:30:46.684875] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AVGO'.
[2025-11-25T23:30:46.685406] [INFO ] [FORECASTER] Starting predict_future for AVGO
[2025-11-25T23:30:46.686505] [DEBUG] [LOCAL     ] No optimal features file found for AVGO: ./output/feature-sets/AVGO.txt
[2025-11-25T23:30:46.686581] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:30:46.686663] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:30:46.686722] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:30:46.686822] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:30:46.748333] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:30:46.749466] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:30:46.749588] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:30:46.749672] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:30:46.880766] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:30:46.881036] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:30:46.881090] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:30:46.881127] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:30:46.885383] [DEBUG] [FORECASTER] AVGO: Forecast T+1@11:T+2@11: UP (p=78.09%)
[2025-11-25T23:30:46.885827] [INFO ] [FORECASTER] Completed predict_future for AVGO
[2025-11-25T23:30:46.886044] [INFO ] [sig       ] AVGO: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:30:47.030484] [INFO ] [LOCAL     ] Saved forecast: AVGO	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/AVGO.txt
[2025-11-25T23:30:47.030688] [INFO ] [sig       ] [309/3639] Completed AVGO in 0.4s | 3.01 sym/s | Total: 1.7m | ETA: 18.4m
[2025-11-25T23:30:47.030747] [INFO ] [sig       ] [310/3639] Forecasting AVGX...
[2025-11-25T23:30:47.030796] [INFO ] [sig       ] Generating forecast for: AVGX
[2025-11-25T23:30:47.030842] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AVGX' from 'https://tdm.silogroup.org/data/derivative_storage/AVGX.csv'.
[2025-11-25T23:30:47.042428] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AVGX'.
[2025-11-25T23:30:47.042761] [INFO ] [FORECASTER] Starting predict_future for AVGX
[2025-11-25T23:30:47.043633] [DEBUG] [LOCAL     ] No optimal features file found for AVGX: ./output/feature-sets/AVGX.txt
[2025-11-25T23:30:47.043725] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:30:47.043774] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:30:47.043816] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:30:47.043886] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:30:47.101558] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:30:47.102240] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:30:47.102343] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:30:47.102392] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:30:47.215462] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:30:47.215629] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:30:47.215697] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:30:47.215760] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:30:47.219344] [DEBUG] [FORECASTER] AVGX: Forecast T+1@11:T+2@11: UP (p=52.26%)
[2025-11-25T23:30:47.219813] [INFO ] [FORECASTER] Completed predict_future for AVGX
[2025-11-25T23:30:47.220060] [INFO ] [sig       ] AVGX: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:30:47.361369] [INFO ] [LOCAL     ] Saved forecast: AVGX	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/AVGX.txt
[2025-11-25T23:30:47.361555] [INFO ] [sig       ] [310/3639] Completed AVGX in 0.3s | 3.01 sym/s | Total: 1.7m | ETA: 18.4m
[2025-11-25T23:30:47.361611] [INFO ] [sig       ] [311/3639] Forecasting AVK...
[2025-11-25T23:30:47.361680] [INFO ] [sig       ] Generating forecast for: AVK
[2025-11-25T23:30:47.361725] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AVK' from 'https://tdm.silogroup.org/data/derivative_storage/AVK.csv'.
[2025-11-25T23:30:47.374465] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AVK'.
[2025-11-25T23:30:47.374805] [INFO ] [FORECASTER] Starting predict_future for AVK
[2025-11-25T23:30:47.375660] [DEBUG] [LOCAL     ] No optimal features file found for AVK: ./output/feature-sets/AVK.txt
[2025-11-25T23:30:47.375729] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:30:47.375776] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:30:47.375816] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:30:47.375890] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:30:47.434159] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:30:47.434951] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:30:47.435052] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:30:47.435102] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:30:47.538120] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:30:47.538406] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:30:47.538457] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:30:47.538492] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:30:47.542157] [DEBUG] [FORECASTER] AVK: Forecast T+1@11:T+2@11: UP (p=91.57%)
[2025-11-25T23:30:47.542457] [INFO ] [FORECASTER] Completed predict_future for AVK
[2025-11-25T23:30:47.542603] [INFO ] [sig       ] AVK: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:30:47.687098] [INFO ] [LOCAL     ] Saved forecast: AVK	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/AVK.txt
[2025-11-25T23:30:47.687261] [INFO ] [sig       ] [311/3639] Completed AVK in 0.3s | 3.01 sym/s | Total: 1.7m | ETA: 18.4m
[2025-11-25T23:30:47.687316] [INFO ] [sig       ] [312/3639] Forecasting AVO...
[2025-11-25T23:30:47.687376] [INFO ] [sig       ] Generating forecast for: AVO
[2025-11-25T23:30:47.687422] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AVO' from 'https://tdm.silogroup.org/data/derivative_storage/AVO.csv'.
[2025-11-25T23:30:47.700189] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AVO'.
[2025-11-25T23:30:47.700553] [INFO ] [FORECASTER] Starting predict_future for AVO
[2025-11-25T23:30:47.701404] [DEBUG] [LOCAL     ] No optimal features file found for AVO: ./output/feature-sets/AVO.txt
[2025-11-25T23:30:47.701474] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:30:47.701521] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:30:47.701561] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:30:47.701633] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:30:47.761212] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:30:47.762151] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:30:47.762266] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:30:47.762321] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:30:47.868141] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:30:47.868352] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:30:47.868400] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:30:47.868484] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:30:47.872146] [DEBUG] [FORECASTER] AVO: Forecast T+1@11:T+2@11: UP (p=62.79%)
[2025-11-25T23:30:47.872471] [INFO ] [FORECASTER] Completed predict_future for AVO
[2025-11-25T23:30:47.872628] [INFO ] [sig       ] AVO: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:30:48.014215] [INFO ] [LOCAL     ] Saved forecast: AVO	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/AVO.txt
[2025-11-25T23:30:48.014382] [INFO ] [sig       ] [312/3639] Completed AVO in 0.3s | 3.01 sym/s | Total: 1.7m | ETA: 18.4m
[2025-11-25T23:30:48.014441] [INFO ] [sig       ] [313/3639] Forecasting AVTX...
[2025-11-25T23:30:48.014488] [INFO ] [sig       ] Generating forecast for: AVTX
[2025-11-25T23:30:48.014532] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AVTX' from 'https://tdm.silogroup.org/data/derivative_storage/AVTX.csv'.
[2025-11-25T23:30:48.027761] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AVTX'.
[2025-11-25T23:30:48.028148] [INFO ] [FORECASTER] Starting predict_future for AVTX
[2025-11-25T23:30:48.029056] [DEBUG] [LOCAL     ] No optimal features file found for AVTX: ./output/feature-sets/AVTX.txt
[2025-11-25T23:30:48.029128] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:30:48.029178] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:30:48.029217] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:30:48.029290] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:30:48.087046] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:30:48.087796] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:30:48.087937] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:30:48.087985] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:30:48.201268] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:30:48.201435] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:30:48.201481] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:30:48.201515] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:30:48.204947] [DEBUG] [FORECASTER] AVTX: Forecast T+1@11:T+2@11: DOWN (p=14.88%)
[2025-11-25T23:30:48.205390] [INFO ] [FORECASTER] Completed predict_future for AVTX
[2025-11-25T23:30:48.205638] [INFO ] [sig       ] AVTX: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:30:48.347484] [INFO ] [LOCAL     ] Saved forecast: AVTX	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/AVTX.txt
[2025-11-25T23:30:48.347703] [INFO ] [sig       ] [313/3639] Completed AVTX in 0.3s | 3.01 sym/s | Total: 1.7m | ETA: 18.4m
[2025-11-25T23:30:48.347762] [INFO ] [sig       ] [314/3639] Forecasting AVXL...
[2025-11-25T23:30:48.347807] [INFO ] [sig       ] Generating forecast for: AVXL
[2025-11-25T23:30:48.347849] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AVXL' from 'https://tdm.silogroup.org/data/derivative_storage/AVXL.csv'.
[2025-11-25T23:30:48.360269] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AVXL'.
[2025-11-25T23:30:48.360609] [INFO ] [FORECASTER] Starting predict_future for AVXL
[2025-11-25T23:30:48.361457] [DEBUG] [LOCAL     ] No optimal features file found for AVXL: ./output/feature-sets/AVXL.txt
[2025-11-25T23:30:48.361527] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:30:48.361573] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:30:48.361613] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:30:48.361705] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:30:48.420433] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:30:48.421216] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:30:48.421336] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:30:48.421388] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:30:48.526720] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:30:48.526903] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:30:48.526950] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:30:48.526987] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:30:48.530528] [DEBUG] [FORECASTER] AVXL: Forecast T+1@11:T+2@11: DOWN (p=7.53%)
[2025-11-25T23:30:48.530855] [INFO ] [FORECASTER] Completed predict_future for AVXL
[2025-11-25T23:30:48.531026] [INFO ] [sig       ] AVXL: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:30:48.672001] [INFO ] [LOCAL     ] Saved forecast: AVXL	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/AVXL.txt
[2025-11-25T23:30:48.672154] [INFO ] [sig       ] [314/3639] Completed AVXL in 0.3s | 3.01 sym/s | Total: 1.7m | ETA: 18.4m
[2025-11-25T23:30:48.672208] [INFO ] [sig       ] [315/3639] Forecasting AVY...
[2025-11-25T23:30:48.672253] [INFO ] [sig       ] Generating forecast for: AVY
[2025-11-25T23:30:48.672294] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AVY' from 'https://tdm.silogroup.org/data/derivative_storage/AVY.csv'.
[2025-11-25T23:30:48.684304] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AVY'.
[2025-11-25T23:30:48.684613] [INFO ] [FORECASTER] Starting predict_future for AVY
[2025-11-25T23:30:48.685471] [DEBUG] [LOCAL     ] No optimal features file found for AVY: ./output/feature-sets/AVY.txt
[2025-11-25T23:30:48.685541] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:30:48.685587] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:30:48.685631] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:30:48.685738] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:30:48.744061] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:30:48.744860] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:30:48.744960] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:30:48.745006] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:30:48.849822] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:30:48.850026] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:30:48.850076] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:30:48.850117] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:30:48.853775] [DEBUG] [FORECASTER] AVY: Forecast T+1@11:T+2@11: DOWN (p=32.57%)
[2025-11-25T23:30:48.854077] [INFO ] [FORECASTER] Completed predict_future for AVY
[2025-11-25T23:30:48.854236] [INFO ] [sig       ] AVY: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:30:48.997718] [INFO ] [LOCAL     ] Saved forecast: AVY	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/AVY.txt
[2025-11-25T23:30:48.997879] [INFO ] [sig       ] [315/3639] Completed AVY in 0.3s | 3.01 sym/s | Total: 1.7m | ETA: 18.4m
[2025-11-25T23:30:48.997936] [INFO ] [sig       ] [316/3639] Forecasting AWF...
[2025-11-25T23:30:48.997978] [INFO ] [sig       ] Generating forecast for: AWF
[2025-11-25T23:30:48.998020] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AWF' from 'https://tdm.silogroup.org/data/derivative_storage/AWF.csv'.
[2025-11-25T23:30:49.010593] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AWF'.
[2025-11-25T23:30:49.010977] [INFO ] [FORECASTER] Starting predict_future for AWF
[2025-11-25T23:30:49.011817] [DEBUG] [LOCAL     ] No optimal features file found for AWF: ./output/feature-sets/AWF.txt
[2025-11-25T23:30:49.011888] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:30:49.011936] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:30:49.011994] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:30:49.012068] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:30:49.071135] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:30:49.071888] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:30:49.071990] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:30:49.072040] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:30:49.180840] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:30:49.181007] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:30:49.181054] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:30:49.181091] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:30:49.184608] [DEBUG] [FORECASTER] AWF: Forecast T+1@11:T+2@11: DOWN (p=32.56%)
[2025-11-25T23:30:49.184931] [INFO ] [FORECASTER] Completed predict_future for AWF
[2025-11-25T23:30:49.185090] [INFO ] [sig       ] AWF: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:30:49.326284] [INFO ] [LOCAL     ] Saved forecast: AWF	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/AWF.txt
[2025-11-25T23:30:49.326464] [INFO ] [sig       ] [316/3639] Completed AWF in 0.3s | 3.01 sym/s | Total: 1.7m | ETA: 18.4m
[2025-11-25T23:30:49.326523] [INFO ] [sig       ] [317/3639] Forecasting AWI...
[2025-11-25T23:30:49.326570] [INFO ] [sig       ] Generating forecast for: AWI
[2025-11-25T23:30:49.326614] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AWI' from 'https://tdm.silogroup.org/data/derivative_storage/AWI.csv'.
[2025-11-25T23:30:49.338514] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AWI'.
[2025-11-25T23:30:49.338874] [INFO ] [FORECASTER] Starting predict_future for AWI
[2025-11-25T23:30:49.339719] [DEBUG] [LOCAL     ] No optimal features file found for AWI: ./output/feature-sets/AWI.txt
[2025-11-25T23:30:49.339790] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:30:49.339838] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:30:49.339877] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:30:49.339951] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:30:49.400201] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:30:49.401019] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:30:49.401129] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:30:49.401177] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:30:49.515656] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:30:49.515870] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:30:49.515919] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:30:49.515954] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:30:49.519543] [DEBUG] [FORECASTER] AWI: Forecast T+1@11:T+2@11: UP (p=86.31%)
[2025-11-25T23:30:49.519865] [INFO ] [FORECASTER] Completed predict_future for AWI
[2025-11-25T23:30:49.520017] [INFO ] [sig       ] AWI: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:30:49.662677] [INFO ] [LOCAL     ] Saved forecast: AWI	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/AWI.txt
[2025-11-25T23:30:49.662839] [INFO ] [sig       ] [317/3639] Completed AWI in 0.3s | 3.01 sym/s | Total: 1.8m | ETA: 18.4m
[2025-11-25T23:30:49.662896] [INFO ] [sig       ] [318/3639] Forecasting AWK...
[2025-11-25T23:30:49.662941] [INFO ] [sig       ] Generating forecast for: AWK
[2025-11-25T23:30:49.662982] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AWK' from 'https://tdm.silogroup.org/data/derivative_storage/AWK.csv'.
[2025-11-25T23:30:49.675881] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AWK'.
[2025-11-25T23:30:49.676191] [INFO ] [FORECASTER] Starting predict_future for AWK
[2025-11-25T23:30:49.677040] [DEBUG] [LOCAL     ] No optimal features file found for AWK: ./output/feature-sets/AWK.txt
[2025-11-25T23:30:49.677111] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:30:49.677158] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:30:49.677200] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:30:49.677268] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:30:49.735743] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:30:49.736492] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:30:49.736591] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:30:49.736657] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:30:49.845030] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:30:49.845197] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:30:49.845242] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:30:49.845276] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:30:49.848740] [DEBUG] [FORECASTER] AWK: Forecast T+1@11:T+2@11: DOWN (p=4.56%)
[2025-11-25T23:30:49.849072] [INFO ] [FORECASTER] Completed predict_future for AWK
[2025-11-25T23:30:49.849230] [INFO ] [sig       ] AWK: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:30:49.998329] [INFO ] [LOCAL     ] Saved forecast: AWK	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/AWK.txt
[2025-11-25T23:30:49.998515] [INFO ] [sig       ] [318/3639] Completed AWK in 0.3s | 3.01 sym/s | Total: 1.8m | ETA: 18.4m
[2025-11-25T23:30:49.998573] [INFO ] [sig       ] [319/3639] Forecasting AWP...
[2025-11-25T23:30:49.998618] [INFO ] [sig       ] Generating forecast for: AWP
[2025-11-25T23:30:49.998682] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AWP' from 'https://tdm.silogroup.org/data/derivative_storage/AWP.csv'.
[2025-11-25T23:30:50.011046] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AWP'.
[2025-11-25T23:30:50.011386] [INFO ] [FORECASTER] Starting predict_future for AWP
[2025-11-25T23:30:50.012221] [DEBUG] [LOCAL     ] No optimal features file found for AWP: ./output/feature-sets/AWP.txt
[2025-11-25T23:30:50.012294] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:30:50.012342] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:30:50.012384] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:30:50.012457] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:30:50.073151] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:30:50.073914] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:30:50.074014] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:30:50.074062] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:30:50.186041] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:30:50.186247] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:30:50.186298] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:30:50.186333] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:30:50.193634] [DEBUG] [FORECASTER] AWP: Forecast T+1@11:T+2@11: DOWN (p=41.77%)
[2025-11-25T23:30:50.194020] [INFO ] [FORECASTER] Completed predict_future for AWP
[2025-11-25T23:30:50.194198] [INFO ] [sig       ] AWP: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:30:50.335167] [INFO ] [LOCAL     ] Saved forecast: AWP	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/AWP.txt
[2025-11-25T23:30:50.335328] [INFO ] [sig       ] [319/3639] Completed AWP in 0.3s | 3.01 sym/s | Total: 1.8m | ETA: 18.4m
[2025-11-25T23:30:50.335385] [INFO ] [sig       ] [320/3639] Forecasting AWRE...
[2025-11-25T23:30:50.335431] [INFO ] [sig       ] Generating forecast for: AWRE
[2025-11-25T23:30:50.335484] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AWRE' from 'https://tdm.silogroup.org/data/derivative_storage/AWRE.csv'.
[2025-11-25T23:30:50.347581] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AWRE'.
[2025-11-25T23:30:50.347950] [INFO ] [FORECASTER] Starting predict_future for AWRE
[2025-11-25T23:30:50.348824] [DEBUG] [LOCAL     ] No optimal features file found for AWRE: ./output/feature-sets/AWRE.txt
[2025-11-25T23:30:50.348896] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:30:50.348945] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:30:50.348987] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:30:50.349058] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:30:50.408228] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:30:50.408965] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:30:50.409066] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:30:50.409116] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:30:50.517176] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:30:50.517312] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:30:50.517371] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:30:50.517407] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:30:50.520743] [DEBUG] [FORECASTER] AWRE: Forecast T+1@11:T+2@11: UP (p=85.91%)
[2025-11-25T23:30:50.521042] [INFO ] [FORECASTER] Completed predict_future for AWRE
[2025-11-25T23:30:50.521190] [INFO ] [sig       ] AWRE: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:30:50.662278] [INFO ] [LOCAL     ] Saved forecast: AWRE	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/AWRE.txt
[2025-11-25T23:30:50.662434] [INFO ] [sig       ] [320/3639] Completed AWRE in 0.3s | 3.01 sym/s | Total: 1.8m | ETA: 18.4m
[2025-11-25T23:30:50.662491] [INFO ] [sig       ] [321/3639] Forecasting AXGN...
[2025-11-25T23:30:50.662536] [INFO ] [sig       ] Generating forecast for: AXGN
[2025-11-25T23:30:50.662581] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AXGN' from 'https://tdm.silogroup.org/data/derivative_storage/AXGN.csv'.
[2025-11-25T23:30:50.674944] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AXGN'.
[2025-11-25T23:30:50.675284] [INFO ] [FORECASTER] Starting predict_future for AXGN
[2025-11-25T23:30:50.676143] [DEBUG] [LOCAL     ] No optimal features file found for AXGN: ./output/feature-sets/AXGN.txt
[2025-11-25T23:30:50.676214] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:30:50.676261] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:30:50.676302] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:30:50.676371] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:30:50.736528] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:30:50.737547] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:30:50.737678] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:30:50.737734] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:30:50.847319] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:30:50.847491] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:30:50.847538] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:30:50.847574] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:30:50.850961] [DEBUG] [FORECASTER] AXGN: Forecast T+1@11:T+2@11: UP (p=85.64%)
[2025-11-25T23:30:50.851264] [INFO ] [FORECASTER] Completed predict_future for AXGN
[2025-11-25T23:30:50.851420] [INFO ] [sig       ] AXGN: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:30:50.998011] [INFO ] [LOCAL     ] Saved forecast: AXGN	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/AXGN.txt
[2025-11-25T23:30:50.998241] [INFO ] [sig       ] [321/3639] Completed AXGN in 0.3s | 3.01 sym/s | Total: 1.8m | ETA: 18.4m
[2025-11-25T23:30:50.998300] [INFO ] [sig       ] [322/3639] Forecasting AXL...
[2025-11-25T23:30:50.998344] [INFO ] [sig       ] Generating forecast for: AXL
[2025-11-25T23:30:50.998386] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AXL' from 'https://tdm.silogroup.org/data/derivative_storage/AXL.csv'.
[2025-11-25T23:30:51.010973] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AXL'.
[2025-11-25T23:30:51.011315] [INFO ] [FORECASTER] Starting predict_future for AXL
[2025-11-25T23:30:51.012153] [DEBUG] [LOCAL     ] No optimal features file found for AXL: ./output/feature-sets/AXL.txt
[2025-11-25T23:30:51.012224] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:30:51.012271] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:30:51.012312] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:30:51.012380] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:30:51.071327] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:30:51.072001] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:30:51.072110] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:30:51.072161] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:30:51.170664] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:30:51.170784] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:30:51.170830] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:30:51.170865] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:30:51.174076] [DEBUG] [FORECASTER] AXL: Forecast T+1@11:T+2@11: DOWN (p=48.58%)
[2025-11-25T23:30:51.174372] [INFO ] [FORECASTER] Completed predict_future for AXL
[2025-11-25T23:30:51.174517] [INFO ] [sig       ] AXL: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:30:51.315849] [INFO ] [LOCAL     ] Saved forecast: AXL	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/AXL.txt
[2025-11-25T23:30:51.316000] [INFO ] [sig       ] [322/3639] Completed AXL in 0.3s | 3.01 sym/s | Total: 1.8m | ETA: 18.4m
[2025-11-25T23:30:51.316057] [INFO ] [sig       ] [323/3639] Forecasting AXON...
[2025-11-25T23:30:51.316103] [INFO ] [sig       ] Generating forecast for: AXON
[2025-11-25T23:30:51.316146] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AXON' from 'https://tdm.silogroup.org/data/derivative_storage/AXON.csv'.
[2025-11-25T23:30:51.327618] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AXON'.
[2025-11-25T23:30:51.327987] [INFO ] [FORECASTER] Starting predict_future for AXON
[2025-11-25T23:30:51.328887] [DEBUG] [LOCAL     ] No optimal features file found for AXON: ./output/feature-sets/AXON.txt
[2025-11-25T23:30:51.328958] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:30:51.329007] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:30:51.329049] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:30:51.329122] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:30:51.388929] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:30:51.389582] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:30:51.389703] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:30:51.389754] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:30:51.502085] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:30:51.502287] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:30:51.502336] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:30:51.502374] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:30:51.506036] [DEBUG] [FORECASTER] AXON: Forecast T+1@11:T+2@11: DOWN (p=30.10%)
[2025-11-25T23:30:51.506512] [INFO ] [FORECASTER] Completed predict_future for AXON
[2025-11-25T23:30:51.506759] [INFO ] [sig       ] AXON: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:30:51.654945] [INFO ] [LOCAL     ] Saved forecast: AXON	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/AXON.txt
[2025-11-25T23:30:51.655144] [INFO ] [sig       ] [323/3639] Completed AXON in 0.3s | 3.01 sym/s | Total: 1.8m | ETA: 18.4m
[2025-11-25T23:30:51.655200] [INFO ] [sig       ] [324/3639] Forecasting AXP...
[2025-11-25T23:30:51.655249] [INFO ] [sig       ] Generating forecast for: AXP
[2025-11-25T23:30:51.655293] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AXP' from 'https://tdm.silogroup.org/data/derivative_storage/AXP.csv'.
[2025-11-25T23:30:51.667078] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AXP'.
[2025-11-25T23:30:51.667490] [INFO ] [FORECASTER] Starting predict_future for AXP
[2025-11-25T23:30:51.668321] [DEBUG] [LOCAL     ] No optimal features file found for AXP: ./output/feature-sets/AXP.txt
[2025-11-25T23:30:51.668393] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:30:51.668439] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:30:51.668481] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:30:51.668559] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:30:51.727767] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:30:51.728870] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:30:51.728977] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:30:51.729025] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:30:51.826681] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:30:51.826923] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:30:51.826972] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:30:51.827007] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:30:51.830535] [DEBUG] [FORECASTER] AXP: Forecast T+1@11:T+2@11: UP (p=65.34%)
[2025-11-25T23:30:51.830885] [INFO ] [FORECASTER] Completed predict_future for AXP
[2025-11-25T23:30:51.831041] [INFO ] [sig       ] AXP: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:30:51.976196] [INFO ] [LOCAL     ] Saved forecast: AXP	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/AXP.txt
[2025-11-25T23:30:51.976389] [INFO ] [sig       ] [324/3639] Completed AXP in 0.3s | 3.01 sym/s | Total: 1.8m | ETA: 18.4m
[2025-11-25T23:30:51.976448] [INFO ] [sig       ] [325/3639] Forecasting AXS...
[2025-11-25T23:30:51.976495] [INFO ] [sig       ] Generating forecast for: AXS
[2025-11-25T23:30:51.976539] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AXS' from 'https://tdm.silogroup.org/data/derivative_storage/AXS.csv'.
[2025-11-25T23:30:51.988315] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AXS'.
[2025-11-25T23:30:51.988712] [INFO ] [FORECASTER] Starting predict_future for AXS
[2025-11-25T23:30:51.989522] [DEBUG] [LOCAL     ] No optimal features file found for AXS: ./output/feature-sets/AXS.txt
[2025-11-25T23:30:51.989593] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:30:51.989658] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:30:51.989703] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:30:51.989774] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:30:52.048981] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:30:52.049889] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:30:52.049994] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:30:52.050041] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:30:52.164250] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:30:52.164478] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:30:52.164526] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:30:52.164562] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:30:52.168080] [DEBUG] [FORECASTER] AXS: Forecast T+1@11:T+2@11: DOWN (p=3.80%)
[2025-11-25T23:30:52.168387] [INFO ] [FORECASTER] Completed predict_future for AXS
[2025-11-25T23:30:52.168540] [INFO ] [sig       ] AXS: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:30:52.314872] [INFO ] [LOCAL     ] Saved forecast: AXS	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/AXS.txt
[2025-11-25T23:30:52.315072] [INFO ] [sig       ] [325/3639] Completed AXS in 0.3s | 3.01 sym/s | Total: 1.8m | ETA: 18.3m
[2025-11-25T23:30:52.315131] [INFO ] [sig       ] [326/3639] Forecasting AXSM...
[2025-11-25T23:30:52.315178] [INFO ] [sig       ] Generating forecast for: AXSM
[2025-11-25T23:30:52.315221] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AXSM' from 'https://tdm.silogroup.org/data/derivative_storage/AXSM.csv'.
[2025-11-25T23:30:52.327953] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AXSM'.
[2025-11-25T23:30:52.328502] [INFO ] [FORECASTER] Starting predict_future for AXSM
[2025-11-25T23:30:52.329538] [DEBUG] [LOCAL     ] No optimal features file found for AXSM: ./output/feature-sets/AXSM.txt
[2025-11-25T23:30:52.329611] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:30:52.329680] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:30:52.329724] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:30:52.329794] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:30:52.388618] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:30:52.389531] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:30:52.389633] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:30:52.389705] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:30:52.500371] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:30:52.500561] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:30:52.500608] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:30:52.500662] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:30:52.504165] [DEBUG] [FORECASTER] AXSM: Forecast T+1@11:T+2@11: DOWN (p=29.35%)
[2025-11-25T23:30:52.504477] [INFO ] [FORECASTER] Completed predict_future for AXSM
[2025-11-25T23:30:52.504623] [INFO ] [sig       ] AXSM: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:30:52.648787] [INFO ] [LOCAL     ] Saved forecast: AXSM	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/AXSM.txt
[2025-11-25T23:30:52.648961] [INFO ] [sig       ] [326/3639] Completed AXSM in 0.3s | 3.01 sym/s | Total: 1.8m | ETA: 18.3m
[2025-11-25T23:30:52.649020] [INFO ] [sig       ] [327/3639] Forecasting AXTA...
[2025-11-25T23:30:52.649064] [INFO ] [sig       ] Generating forecast for: AXTA
[2025-11-25T23:30:52.649106] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AXTA' from 'https://tdm.silogroup.org/data/derivative_storage/AXTA.csv'.
[2025-11-25T23:30:52.662524] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AXTA'.
[2025-11-25T23:30:52.663047] [INFO ] [FORECASTER] Starting predict_future for AXTA
[2025-11-25T23:30:52.663942] [DEBUG] [LOCAL     ] No optimal features file found for AXTA: ./output/feature-sets/AXTA.txt
[2025-11-25T23:30:52.664015] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:30:52.664062] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:30:52.664101] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:30:52.664172] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:30:52.723565] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:30:52.724479] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:30:52.724583] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:30:52.724630] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:30:52.840251] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:30:52.840444] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:30:52.840491] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:30:52.840532] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:30:52.844037] [DEBUG] [FORECASTER] AXTA: Forecast T+1@11:T+2@11: UP (p=60.76%)
[2025-11-25T23:30:52.844330] [INFO ] [FORECASTER] Completed predict_future for AXTA
[2025-11-25T23:30:52.844482] [INFO ] [sig       ] AXTA: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:30:52.989995] [INFO ] [LOCAL     ] Saved forecast: AXTA	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/AXTA.txt
[2025-11-25T23:30:52.990159] [INFO ] [sig       ] [327/3639] Completed AXTA in 0.3s | 3.01 sym/s | Total: 1.8m | ETA: 18.3m
[2025-11-25T23:30:52.990216] [INFO ] [sig       ] [328/3639] Forecasting AXTI...
[2025-11-25T23:30:52.990262] [INFO ] [sig       ] Generating forecast for: AXTI
[2025-11-25T23:30:52.990306] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AXTI' from 'https://tdm.silogroup.org/data/derivative_storage/AXTI.csv'.
[2025-11-25T23:30:53.002928] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AXTI'.
[2025-11-25T23:30:53.003389] [INFO ] [FORECASTER] Starting predict_future for AXTI
[2025-11-25T23:30:53.004309] [DEBUG] [LOCAL     ] No optimal features file found for AXTI: ./output/feature-sets/AXTI.txt
[2025-11-25T23:30:53.004381] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:30:53.004430] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:30:53.004471] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:30:53.004539] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:30:53.063176] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:30:53.064127] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:30:53.064232] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:30:53.064279] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:30:53.168509] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:30:53.168718] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:30:53.168784] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:30:53.168831] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:30:53.172588] [DEBUG] [FORECASTER] AXTI: Forecast T+1@11:T+2@11: UP (p=93.04%)
[2025-11-25T23:30:53.172935] [INFO ] [FORECASTER] Completed predict_future for AXTI
[2025-11-25T23:30:53.173099] [INFO ] [sig       ] AXTI: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:30:53.314840] [INFO ] [LOCAL     ] Saved forecast: AXTI	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/AXTI.txt
[2025-11-25T23:30:53.315008] [INFO ] [sig       ] [328/3639] Completed AXTI in 0.3s | 3.01 sym/s | Total: 1.8m | ETA: 18.3m
[2025-11-25T23:30:53.315065] [INFO ] [sig       ] [329/3639] Forecasting AYI...
[2025-11-25T23:30:53.315112] [INFO ] [sig       ] Generating forecast for: AYI
[2025-11-25T23:30:53.315153] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AYI' from 'https://tdm.silogroup.org/data/derivative_storage/AYI.csv'.
[2025-11-25T23:30:53.326870] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AYI'.
[2025-11-25T23:30:53.327184] [INFO ] [FORECASTER] Starting predict_future for AYI
[2025-11-25T23:30:53.328115] [DEBUG] [LOCAL     ] No optimal features file found for AYI: ./output/feature-sets/AYI.txt
[2025-11-25T23:30:53.328188] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:30:53.328266] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:30:53.328311] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:30:53.328382] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:30:53.388145] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:30:53.388967] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:30:53.389069] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:30:53.389119] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:30:53.498164] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:30:53.498354] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:30:53.498401] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:30:53.498435] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:30:53.502138] [DEBUG] [FORECASTER] AYI: Forecast T+1@11:T+2@11: DOWN (p=23.92%)
[2025-11-25T23:30:53.502448] [INFO ] [FORECASTER] Completed predict_future for AYI
[2025-11-25T23:30:53.502601] [INFO ] [sig       ] AYI: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:30:53.648502] [INFO ] [LOCAL     ] Saved forecast: AYI	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/AYI.txt
[2025-11-25T23:30:53.648715] [INFO ] [sig       ] [329/3639] Completed AYI in 0.3s | 3.01 sym/s | Total: 1.8m | ETA: 18.3m
[2025-11-25T23:30:53.648779] [INFO ] [sig       ] [330/3639] Forecasting AZ...
[2025-11-25T23:30:53.648826] [INFO ] [sig       ] Generating forecast for: AZ
[2025-11-25T23:30:53.648869] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AZ' from 'https://tdm.silogroup.org/data/derivative_storage/AZ.csv'.
[2025-11-25T23:30:53.661491] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AZ'.
[2025-11-25T23:30:53.661915] [INFO ] [FORECASTER] Starting predict_future for AZ
[2025-11-25T23:30:53.662811] [DEBUG] [LOCAL     ] No optimal features file found for AZ: ./output/feature-sets/AZ.txt
[2025-11-25T23:30:53.662883] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:30:53.662940] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:30:53.662991] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:30:53.663075] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:30:53.721278] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:30:53.722203] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:30:53.722307] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:30:53.722367] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:30:53.827992] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:30:53.828187] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:30:53.828234] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:30:53.828269] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:30:53.831866] [DEBUG] [FORECASTER] AZ: Forecast T+1@11:T+2@11: DOWN (p=28.94%)
[2025-11-25T23:30:53.832176] [INFO ] [FORECASTER] Completed predict_future for AZ
[2025-11-25T23:30:53.832331] [INFO ] [sig       ] AZ: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:30:53.979150] [INFO ] [LOCAL     ] Saved forecast: AZ	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/AZ.txt
[2025-11-25T23:30:53.979330] [INFO ] [sig       ] [330/3639] Completed AZ in 0.3s | 3.01 sym/s | Total: 1.8m | ETA: 18.3m
[2025-11-25T23:30:53.979388] [INFO ] [sig       ] [331/3639] Forecasting AZN...
[2025-11-25T23:30:53.979434] [INFO ] [sig       ] Generating forecast for: AZN
[2025-11-25T23:30:53.979525] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AZN' from 'https://tdm.silogroup.org/data/derivative_storage/AZN.csv'.
[2025-11-25T23:30:53.992011] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AZN'.
[2025-11-25T23:30:53.992388] [INFO ] [FORECASTER] Starting predict_future for AZN
[2025-11-25T23:30:53.993265] [DEBUG] [LOCAL     ] No optimal features file found for AZN: ./output/feature-sets/AZN.txt
[2025-11-25T23:30:53.993337] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:30:53.993385] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:30:53.993427] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:30:53.993500] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:30:54.051583] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:30:54.052255] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:30:54.052354] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:30:54.052399] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:30:54.157397] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:30:54.157603] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:30:54.157673] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:30:54.157729] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:30:54.161442] [DEBUG] [FORECASTER] AZN: Forecast T+1@11:T+2@11: UP (p=81.05%)
[2025-11-25T23:30:54.161819] [INFO ] [FORECASTER] Completed predict_future for AZN
[2025-11-25T23:30:54.162016] [INFO ] [sig       ] AZN: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:30:54.313676] [INFO ] [LOCAL     ] Saved forecast: AZN	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/AZN.txt
[2025-11-25T23:30:54.313867] [INFO ] [sig       ] [331/3639] Completed AZN in 0.3s | 3.01 sym/s | Total: 1.8m | ETA: 18.3m
[2025-11-25T23:30:54.313934] [INFO ] [sig       ] [332/3639] Forecasting AZO...
[2025-11-25T23:30:54.313976] [INFO ] [sig       ] Generating forecast for: AZO
[2025-11-25T23:30:54.314017] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AZO' from 'https://tdm.silogroup.org/data/derivative_storage/AZO.csv'.
[2025-11-25T23:30:54.326043] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AZO'.
[2025-11-25T23:30:54.326447] [INFO ] [FORECASTER] Starting predict_future for AZO
[2025-11-25T23:30:54.327319] [DEBUG] [LOCAL     ] No optimal features file found for AZO: ./output/feature-sets/AZO.txt
[2025-11-25T23:30:54.327426] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:30:54.327474] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:30:54.327517] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:30:54.327594] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:30:54.388981] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:30:54.389814] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:30:54.389920] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:30:54.389970] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:30:54.490667] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:30:54.490862] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:30:54.490909] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:30:54.490944] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:30:54.494456] [DEBUG] [FORECASTER] AZO: Forecast T+1@11:T+2@11: DOWN (p=4.68%)
[2025-11-25T23:30:54.494775] [INFO ] [FORECASTER] Completed predict_future for AZO
[2025-11-25T23:30:54.494925] [INFO ] [sig       ] AZO: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:30:54.638738] [INFO ] [LOCAL     ] Saved forecast: AZO	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/AZO.txt
[2025-11-25T23:30:54.638951] [INFO ] [sig       ] [332/3639] Completed AZO in 0.3s | 3.01 sym/s | Total: 1.8m | ETA: 18.3m
[2025-11-25T23:30:54.639019] [INFO ] [sig       ] [333/3639] Forecasting AZTA...
[2025-11-25T23:30:54.639066] [INFO ] [sig       ] Generating forecast for: AZTA
[2025-11-25T23:30:54.639110] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AZTA' from 'https://tdm.silogroup.org/data/derivative_storage/AZTA.csv'.
[2025-11-25T23:30:54.651011] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AZTA'.
[2025-11-25T23:30:54.651422] [INFO ] [FORECASTER] Starting predict_future for AZTA
[2025-11-25T23:30:54.652316] [DEBUG] [LOCAL     ] No optimal features file found for AZTA: ./output/feature-sets/AZTA.txt
[2025-11-25T23:30:54.652389] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:30:54.652440] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:30:54.652483] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:30:54.652554] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:30:54.712161] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:30:54.713020] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:30:54.713123] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:30:54.713173] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:30:54.825092] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:30:54.825245] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:30:54.825296] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:30:54.825334] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:30:54.829018] [DEBUG] [FORECASTER] AZTA: Forecast T+1@11:T+2@11: DOWN (p=36.20%)
[2025-11-25T23:30:54.829317] [INFO ] [FORECASTER] Completed predict_future for AZTA
[2025-11-25T23:30:54.829467] [INFO ] [sig       ] AZTA: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:30:54.972934] [INFO ] [LOCAL     ] Saved forecast: AZTA	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/AZTA.txt
[2025-11-25T23:30:54.973087] [INFO ] [sig       ] [333/3639] Completed AZTA in 0.3s | 3.01 sym/s | Total: 1.8m | ETA: 18.3m
[2025-11-25T23:30:54.973145] [INFO ] [sig       ] [334/3639] Forecasting AZZ...
[2025-11-25T23:30:54.973188] [INFO ] [sig       ] Generating forecast for: AZZ
[2025-11-25T23:30:54.973242] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AZZ' from 'https://tdm.silogroup.org/data/derivative_storage/AZZ.csv'.
[2025-11-25T23:30:54.985064] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AZZ'.
[2025-11-25T23:30:54.985376] [INFO ] [FORECASTER] Starting predict_future for AZZ
[2025-11-25T23:30:54.986283] [DEBUG] [LOCAL     ] No optimal features file found for AZZ: ./output/feature-sets/AZZ.txt
[2025-11-25T23:30:54.986354] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:30:54.986401] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:30:54.986442] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:30:54.986511] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:30:55.046885] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:30:55.047613] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:30:55.047742] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:30:55.047798] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:30:55.148568] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:30:55.148724] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:30:55.148801] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:30:55.148853] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:30:55.152408] [DEBUG] [FORECASTER] AZZ: Forecast T+1@11:T+2@11: UP (p=95.29%)
[2025-11-25T23:30:55.152771] [INFO ] [FORECASTER] Completed predict_future for AZZ
[2025-11-25T23:30:55.152944] [INFO ] [sig       ] AZZ: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:30:55.304719] [INFO ] [LOCAL     ] Saved forecast: AZZ	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/AZZ.txt
[2025-11-25T23:30:55.304942] [INFO ] [sig       ] [334/3639] Completed AZZ in 0.3s | 3.01 sym/s | Total: 1.8m | ETA: 18.3m
[2025-11-25T23:30:55.305024] [INFO ] [sig       ] [335/3639] Forecasting BA...
[2025-11-25T23:30:55.305085] [INFO ] [sig       ] Generating forecast for: BA
[2025-11-25T23:30:55.305139] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BA' from 'https://tdm.silogroup.org/data/derivative_storage/BA.csv'.
[2025-11-25T23:30:55.316582] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BA'.
[2025-11-25T23:30:55.316978] [INFO ] [FORECASTER] Starting predict_future for BA
[2025-11-25T23:30:55.317910] [DEBUG] [LOCAL     ] No optimal features file found for BA: ./output/feature-sets/BA.txt
[2025-11-25T23:30:55.317984] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:30:55.318033] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:30:55.318078] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:30:55.318151] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:30:55.380494] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:30:55.381282] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:30:55.381388] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:30:55.381437] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:30:55.485421] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:30:55.485564] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:30:55.485607] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:30:55.485660] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:30:55.489120] [DEBUG] [FORECASTER] BA: Forecast T+1@11:T+2@11: UP (p=85.33%)
[2025-11-25T23:30:55.489441] [INFO ] [FORECASTER] Completed predict_future for BA
[2025-11-25T23:30:55.489604] [INFO ] [sig       ] BA: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:30:55.631529] [INFO ] [LOCAL     ] Saved forecast: BA	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/BA.txt
[2025-11-25T23:30:55.631690] [INFO ] [sig       ] [335/3639] Completed BA in 0.3s | 3.01 sym/s | Total: 1.9m | ETA: 18.3m
[2025-11-25T23:30:55.631748] [INFO ] [sig       ] [336/3639] Forecasting BABA...
[2025-11-25T23:30:55.631793] [INFO ] [sig       ] Generating forecast for: BABA
[2025-11-25T23:30:55.631834] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BABA' from 'https://tdm.silogroup.org/data/derivative_storage/BABA.csv'.
[2025-11-25T23:30:55.644327] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BABA'.
[2025-11-25T23:30:55.644628] [INFO ] [FORECASTER] Starting predict_future for BABA
[2025-11-25T23:30:55.645455] [DEBUG] [LOCAL     ] No optimal features file found for BABA: ./output/feature-sets/BABA.txt
[2025-11-25T23:30:55.645526] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:30:55.645574] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:30:55.645615] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:30:55.645704] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:30:55.703534] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:30:55.704188] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:30:55.704286] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:30:55.704335] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:30:55.831238] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:30:55.831438] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:30:55.831496] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:30:55.831553] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:30:55.835703] [DEBUG] [FORECASTER] BABA: Forecast T+1@11:T+2@11: UP (p=98.46%)
[2025-11-25T23:30:55.836178] [INFO ] [FORECASTER] Completed predict_future for BABA
[2025-11-25T23:30:55.836333] [INFO ] [sig       ] BABA: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:30:55.977919] [INFO ] [LOCAL     ] Saved forecast: BABA	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/BABA.txt
[2025-11-25T23:30:55.978074] [INFO ] [sig       ] [336/3639] Completed BABA in 0.3s | 3.01 sym/s | Total: 1.9m | ETA: 18.3m
[2025-11-25T23:30:55.978130] [INFO ] [sig       ] [337/3639] Forecasting BABX...
[2025-11-25T23:30:55.978173] [INFO ] [sig       ] Generating forecast for: BABX
[2025-11-25T23:30:55.978214] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BABX' from 'https://tdm.silogroup.org/data/derivative_storage/BABX.csv'.
[2025-11-25T23:30:55.990026] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BABX'.
[2025-11-25T23:30:55.990336] [INFO ] [FORECASTER] Starting predict_future for BABX
[2025-11-25T23:30:55.991197] [DEBUG] [LOCAL     ] No optimal features file found for BABX: ./output/feature-sets/BABX.txt
[2025-11-25T23:30:55.991268] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:30:55.991316] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:30:55.991357] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:30:55.991428] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:30:56.050955] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:30:56.051605] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:30:56.051725] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:30:56.051779] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:30:56.163248] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:30:56.163400] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:30:56.163446] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:30:56.163481] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:30:56.166986] [DEBUG] [FORECASTER] BABX: Forecast T+1@11:T+2@11: DOWN (p=46.80%)
[2025-11-25T23:30:56.167302] [INFO ] [FORECASTER] Completed predict_future for BABX
[2025-11-25T23:30:56.167487] [INFO ] [sig       ] BABX: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:30:56.309407] [INFO ] [LOCAL     ] Saved forecast: BABX	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/BABX.txt
[2025-11-25T23:30:56.309549] [INFO ] [sig       ] [337/3639] Completed BABX in 0.3s | 3.01 sym/s | Total: 1.9m | ETA: 18.3m
[2025-11-25T23:30:56.309602] [INFO ] [sig       ] [338/3639] Forecasting BAC...
[2025-11-25T23:30:56.309667] [INFO ] [sig       ] Generating forecast for: BAC
[2025-11-25T23:30:56.309707] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BAC' from 'https://tdm.silogroup.org/data/derivative_storage/BAC.csv'.
[2025-11-25T23:30:56.321979] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BAC'.
[2025-11-25T23:30:56.322386] [INFO ] [FORECASTER] Starting predict_future for BAC
[2025-11-25T23:30:56.323235] [DEBUG] [LOCAL     ] No optimal features file found for BAC: ./output/feature-sets/BAC.txt
[2025-11-25T23:30:56.323308] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:30:56.323356] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:30:56.323398] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:30:56.323474] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:30:56.383125] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:30:56.384062] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:30:56.384176] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:30:56.384249] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:30:56.505802] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:30:56.506025] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:30:56.506073] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:30:56.506109] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:30:56.509770] [DEBUG] [FORECASTER] BAC: Forecast T+1@11:T+2@11: UP (p=53.29%)
[2025-11-25T23:30:56.510089] [INFO ] [FORECASTER] Completed predict_future for BAC
[2025-11-25T23:30:56.510270] [INFO ] [sig       ] BAC: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:30:56.651713] [INFO ] [LOCAL     ] Saved forecast: BAC	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/BAC.txt
[2025-11-25T23:30:56.651851] [INFO ] [sig       ] [338/3639] Completed BAC in 0.3s | 3.01 sym/s | Total: 1.9m | ETA: 18.3m
[2025-11-25T23:30:56.651908] [INFO ] [sig       ] [339/3639] Forecasting BAH...
[2025-11-25T23:30:56.651952] [INFO ] [sig       ] Generating forecast for: BAH
[2025-11-25T23:30:56.651994] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BAH' from 'https://tdm.silogroup.org/data/derivative_storage/BAH.csv'.
[2025-11-25T23:30:56.664119] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BAH'.
[2025-11-25T23:30:56.664420] [INFO ] [FORECASTER] Starting predict_future for BAH
[2025-11-25T23:30:56.665273] [DEBUG] [LOCAL     ] No optimal features file found for BAH: ./output/feature-sets/BAH.txt
[2025-11-25T23:30:56.665344] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:30:56.665392] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:30:56.665434] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:30:56.665504] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:30:56.723394] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:30:56.724055] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:30:56.724153] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:30:56.724202] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:30:56.843811] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:30:56.844025] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:30:56.844270] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:30:56.844370] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:30:56.848155] [DEBUG] [FORECASTER] BAH: Forecast T+1@11:T+2@11: DOWN (p=13.12%)
[2025-11-25T23:30:56.848472] [INFO ] [FORECASTER] Completed predict_future for BAH
[2025-11-25T23:30:56.848734] [INFO ] [sig       ] BAH: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:30:56.989345] [INFO ] [LOCAL     ] Saved forecast: BAH	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/BAH.txt
[2025-11-25T23:30:56.989484] [INFO ] [sig       ] [339/3639] Completed BAH in 0.3s | 3.01 sym/s | Total: 1.9m | ETA: 18.3m
[2025-11-25T23:30:56.989536] [INFO ] [sig       ] [340/3639] Forecasting BAK...
[2025-11-25T23:30:56.989584] [INFO ] [sig       ] Generating forecast for: BAK
[2025-11-25T23:30:56.989627] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BAK' from 'https://tdm.silogroup.org/data/derivative_storage/BAK.csv'.
[2025-11-25T23:30:57.001218] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BAK'.
[2025-11-25T23:30:57.001583] [INFO ] [FORECASTER] Starting predict_future for BAK
[2025-11-25T23:30:57.002471] [DEBUG] [LOCAL     ] No optimal features file found for BAK: ./output/feature-sets/BAK.txt
[2025-11-25T23:30:57.002547] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:30:57.002598] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:30:57.002664] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:30:57.002754] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:30:57.061295] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:30:57.061973] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:30:57.062079] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:30:57.062127] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:30:57.169848] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:30:57.169992] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:30:57.170036] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:30:57.170070] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:30:57.173399] [DEBUG] [FORECASTER] BAK: Forecast T+1@11:T+2@11: DOWN (p=27.64%)
[2025-11-25T23:30:57.173711] [INFO ] [FORECASTER] Completed predict_future for BAK
[2025-11-25T23:30:57.173872] [INFO ] [sig       ] BAK: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:30:57.314996] [INFO ] [LOCAL     ] Saved forecast: BAK	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/BAK.txt
[2025-11-25T23:30:57.315150] [INFO ] [sig       ] [340/3639] Completed BAK in 0.3s | 3.01 sym/s | Total: 1.9m | ETA: 18.3m
[2025-11-25T23:30:57.315205] [INFO ] [sig       ] [341/3639] Forecasting BALL...
[2025-11-25T23:30:57.315253] [INFO ] [sig       ] Generating forecast for: BALL
[2025-11-25T23:30:57.315297] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BALL' from 'https://tdm.silogroup.org/data/derivative_storage/BALL.csv'.
[2025-11-25T23:30:57.327575] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BALL'.
[2025-11-25T23:30:57.327893] [INFO ] [FORECASTER] Starting predict_future for BALL
[2025-11-25T23:30:57.328749] [DEBUG] [LOCAL     ] No optimal features file found for BALL: ./output/feature-sets/BALL.txt
[2025-11-25T23:30:57.328819] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:30:57.328865] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:30:57.328908] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:30:57.328979] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:30:57.389147] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:30:57.390103] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:30:57.390209] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:30:57.390255] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:30:57.481493] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:30:57.481653] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:30:57.481709] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:30:57.481766] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:30:57.485153] [DEBUG] [FORECASTER] BALL: Forecast T+1@11:T+2@11: DOWN (p=1.16%)
[2025-11-25T23:30:57.485467] [INFO ] [FORECASTER] Completed predict_future for BALL
[2025-11-25T23:30:57.485632] [INFO ] [sig       ] BALL: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:30:57.627564] [INFO ] [LOCAL     ] Saved forecast: BALL	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/BALL.txt
[2025-11-25T23:30:57.627735] [INFO ] [sig       ] [341/3639] Completed BALL in 0.3s | 3.01 sym/s | Total: 1.9m | ETA: 18.3m
[2025-11-25T23:30:57.627794] [INFO ] [sig       ] [342/3639] Forecasting BAM...
[2025-11-25T23:30:57.627840] [INFO ] [sig       ] Generating forecast for: BAM
[2025-11-25T23:30:57.627883] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BAM' from 'https://tdm.silogroup.org/data/derivative_storage/BAM.csv'.
[2025-11-25T23:30:57.639373] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BAM'.
[2025-11-25T23:30:57.639703] [INFO ] [FORECASTER] Starting predict_future for BAM
[2025-11-25T23:30:57.640536] [DEBUG] [LOCAL     ] No optimal features file found for BAM: ./output/feature-sets/BAM.txt
[2025-11-25T23:30:57.640606] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:30:57.640674] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:30:57.640717] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:30:57.640787] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:30:57.698814] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:30:57.699474] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:30:57.699573] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:30:57.699620] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:30:57.789732] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:30:57.789859] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:30:57.789902] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:30:57.789936] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:30:57.793221] [DEBUG] [FORECASTER] BAM: Forecast T+1@11:T+2@11: UP (p=69.78%)
[2025-11-25T23:30:57.793541] [INFO ] [FORECASTER] Completed predict_future for BAM
[2025-11-25T23:30:57.793727] [INFO ] [sig       ] BAM: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:30:57.941831] [INFO ] [LOCAL     ] Saved forecast: BAM	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/BAM.txt
[2025-11-25T23:30:57.942002] [INFO ] [sig       ] [342/3639] Completed BAM in 0.3s | 3.01 sym/s | Total: 1.9m | ETA: 18.2m
[2025-11-25T23:30:57.942059] [INFO ] [sig       ] [343/3639] Forecasting BANC...
[2025-11-25T23:30:57.942103] [INFO ] [sig       ] Generating forecast for: BANC
[2025-11-25T23:30:57.942151] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BANC' from 'https://tdm.silogroup.org/data/derivative_storage/BANC.csv'.
[2025-11-25T23:30:57.955009] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BANC'.
[2025-11-25T23:30:57.955408] [INFO ] [FORECASTER] Starting predict_future for BANC
[2025-11-25T23:30:57.956283] [DEBUG] [LOCAL     ] No optimal features file found for BANC: ./output/feature-sets/BANC.txt
[2025-11-25T23:30:57.956357] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:30:57.956407] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:30:57.956451] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:30:57.956527] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:30:58.017064] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:30:58.017758] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:30:58.017861] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:30:58.017910] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:30:58.085171] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:30:58.085306] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:30:58.085350] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:30:58.085384] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:30:58.088715] [DEBUG] [FORECASTER] BANC: Forecast T+1@11:T+2@11: DOWN (p=36.55%)
[2025-11-25T23:30:58.089008] [INFO ] [FORECASTER] Completed predict_future for BANC
[2025-11-25T23:30:58.089146] [INFO ] [sig       ] BANC: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:30:58.230990] [INFO ] [LOCAL     ] Saved forecast: BANC	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/BANC.txt
[2025-11-25T23:30:58.231137] [INFO ] [sig       ] [343/3639] Completed BANC in 0.3s | 3.01 sym/s | Total: 1.9m | ETA: 18.2m
[2025-11-25T23:30:58.231193] [INFO ] [sig       ] [344/3639] Forecasting BAND...
[2025-11-25T23:30:58.231237] [INFO ] [sig       ] Generating forecast for: BAND
[2025-11-25T23:30:58.231288] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BAND' from 'https://tdm.silogroup.org/data/derivative_storage/BAND.csv'.
[2025-11-25T23:30:58.243588] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BAND'.
[2025-11-25T23:30:58.243933] [INFO ] [FORECASTER] Starting predict_future for BAND
[2025-11-25T23:30:58.244795] [DEBUG] [LOCAL     ] No optimal features file found for BAND: ./output/feature-sets/BAND.txt
[2025-11-25T23:30:58.244864] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:30:58.244911] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:30:58.244951] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:30:58.245018] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:30:58.303985] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:30:58.304615] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:30:58.304730] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:30:58.304778] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:30:58.374919] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:30:58.375067] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:30:58.375112] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:30:58.375145] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:30:58.378547] [DEBUG] [FORECASTER] BAND: Forecast T+1@11:T+2@11: DOWN (p=25.01%)
[2025-11-25T23:30:58.378860] [INFO ] [FORECASTER] Completed predict_future for BAND
[2025-11-25T23:30:58.379009] [INFO ] [sig       ] BAND: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:30:58.522079] [INFO ] [LOCAL     ] Saved forecast: BAND	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/BAND.txt
[2025-11-25T23:30:58.522210] [INFO ] [sig       ] [344/3639] Completed BAND in 0.3s | 3.01 sym/s | Total: 1.9m | ETA: 18.2m
[2025-11-25T23:30:58.522265] [INFO ] [sig       ] [345/3639] Forecasting BANF...
[2025-11-25T23:30:58.522308] [INFO ] [sig       ] Generating forecast for: BANF
[2025-11-25T23:30:58.522350] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BANF' from 'https://tdm.silogroup.org/data/derivative_storage/BANF.csv'.
[2025-11-25T23:30:58.534263] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BANF'.
[2025-11-25T23:30:58.534667] [INFO ] [FORECASTER] Starting predict_future for BANF
[2025-11-25T23:30:58.535559] [DEBUG] [LOCAL     ] No optimal features file found for BANF: ./output/feature-sets/BANF.txt
[2025-11-25T23:30:58.535633] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:30:58.535702] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:30:58.535747] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:30:58.535818] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:30:58.599567] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:30:58.600366] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:30:58.600475] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:30:58.600526] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:30:58.701821] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:30:58.701957] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:30:58.702003] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:30:58.702038] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:30:58.705292] [DEBUG] [FORECASTER] BANF: Forecast T+1@11:T+2@11: UP (p=87.09%)
[2025-11-25T23:30:58.705580] [INFO ] [FORECASTER] Completed predict_future for BANF
[2025-11-25T23:30:58.705744] [INFO ] [sig       ] BANF: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:30:58.849456] [INFO ] [LOCAL     ] Saved forecast: BANF	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/BANF.txt
[2025-11-25T23:30:58.849609] [INFO ] [sig       ] [345/3639] Completed BANF in 0.3s | 3.01 sym/s | Total: 1.9m | ETA: 18.2m
[2025-11-25T23:30:58.849684] [INFO ] [sig       ] [346/3639] Forecasting BANX...
[2025-11-25T23:30:58.849729] [INFO ] [sig       ] Generating forecast for: BANX
[2025-11-25T23:30:58.849772] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BANX' from 'https://tdm.silogroup.org/data/derivative_storage/BANX.csv'.
[2025-11-25T23:30:58.862195] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BANX'.
[2025-11-25T23:30:58.862512] [INFO ] [FORECASTER] Starting predict_future for BANX
[2025-11-25T23:30:58.863371] [DEBUG] [LOCAL     ] No optimal features file found for BANX: ./output/feature-sets/BANX.txt
[2025-11-25T23:30:58.863441] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:30:58.863487] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:30:58.863526] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:30:58.863592] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:30:58.921311] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:30:58.921967] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:30:58.922067] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:30:58.922113] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:30:58.996572] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:30:58.996731] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:30:58.996782] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:30:58.996816] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:30:59.000074] [DEBUG] [FORECASTER] BANX: Forecast T+1@11:T+2@11: DOWN (p=39.07%)
[2025-11-25T23:30:59.000364] [INFO ] [FORECASTER] Completed predict_future for BANX
[2025-11-25T23:30:59.000500] [INFO ] [sig       ] BANX: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:30:59.160748] [INFO ] [LOCAL     ] Saved forecast: BANX	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/BANX.txt
[2025-11-25T23:30:59.160975] [INFO ] [sig       ] [346/3639] Completed BANX in 0.3s | 3.01 sym/s | Total: 1.9m | ETA: 18.2m
[2025-11-25T23:30:59.161036] [INFO ] [sig       ] [347/3639] Forecasting BAP...
[2025-11-25T23:30:59.161080] [INFO ] [sig       ] Generating forecast for: BAP
[2025-11-25T23:30:59.161125] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BAP' from 'https://tdm.silogroup.org/data/derivative_storage/BAP.csv'.
[2025-11-25T23:30:59.175593] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BAP'.
[2025-11-25T23:30:59.176309] [INFO ] [FORECASTER] Starting predict_future for BAP
[2025-11-25T23:30:59.177462] [DEBUG] [LOCAL     ] No optimal features file found for BAP: ./output/feature-sets/BAP.txt
[2025-11-25T23:30:59.177544] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:30:59.177606] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:30:59.177687] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:30:59.177783] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:30:59.238436] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:30:59.239802] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:30:59.239936] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:30:59.240003] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:30:59.358159] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:30:59.358457] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:30:59.358518] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:30:59.358556] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:30:59.362926] [DEBUG] [FORECASTER] BAP: Forecast T+1@11:T+2@11: UP (p=90.91%)
[2025-11-25T23:30:59.363323] [INFO ] [FORECASTER] Completed predict_future for BAP
[2025-11-25T23:30:59.363509] [INFO ] [sig       ] BAP: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:30:59.512394] [INFO ] [LOCAL     ] Saved forecast: BAP	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/BAP.txt
[2025-11-25T23:30:59.512712] [INFO ] [sig       ] [347/3639] Completed BAP in 0.4s | 3.01 sym/s | Total: 1.9m | ETA: 18.2m
[2025-11-25T23:30:59.512783] [INFO ] [sig       ] [348/3639] Forecasting BATRA...
[2025-11-25T23:30:59.512835] [INFO ] [sig       ] Generating forecast for: BATRA
[2025-11-25T23:30:59.512885] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BATRA' from 'https://tdm.silogroup.org/data/derivative_storage/BATRA.csv'.
[2025-11-25T23:30:59.528793] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BATRA'.
[2025-11-25T23:30:59.529473] [INFO ] [FORECASTER] Starting predict_future for BATRA
[2025-11-25T23:30:59.530624] [DEBUG] [LOCAL     ] No optimal features file found for BATRA: ./output/feature-sets/BATRA.txt
[2025-11-25T23:30:59.530737] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:30:59.530815] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:30:59.530873] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:30:59.530969] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:30:59.592730] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:30:59.594012] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:30:59.594131] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:30:59.594199] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:30:59.711246] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:30:59.711509] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:30:59.711568] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:30:59.711605] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:30:59.715693] [DEBUG] [FORECASTER] BATRA: Forecast T+1@11:T+2@11: DOWN (p=18.05%)
[2025-11-25T23:30:59.716098] [INFO ] [FORECASTER] Completed predict_future for BATRA
[2025-11-25T23:30:59.716279] [INFO ] [sig       ] BATRA: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:30:59.862384] [INFO ] [LOCAL     ] Saved forecast: BATRA	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/BATRA.txt
[2025-11-25T23:30:59.862613] [INFO ] [sig       ] [348/3639] Completed BATRA in 0.3s | 3.01 sym/s | Total: 1.9m | ETA: 18.2m
[2025-11-25T23:30:59.862698] [INFO ] [sig       ] [349/3639] Forecasting BATRK...
[2025-11-25T23:30:59.862851] [INFO ] [sig       ] Generating forecast for: BATRK
[2025-11-25T23:30:59.862905] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BATRK' from 'https://tdm.silogroup.org/data/derivative_storage/BATRK.csv'.
[2025-11-25T23:30:59.876154] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BATRK'.
[2025-11-25T23:30:59.876632] [INFO ] [FORECASTER] Starting predict_future for BATRK
[2025-11-25T23:30:59.877693] [DEBUG] [LOCAL     ] No optimal features file found for BATRK: ./output/feature-sets/BATRK.txt
[2025-11-25T23:30:59.877771] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:30:59.877832] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:30:59.877887] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:30:59.877977] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:30:59.939950] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:30:59.941258] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:30:59.941386] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:30:59.941457] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:31:00.190864] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:31:00.193937] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:31:00.194063] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:31:00.194120] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:31:00.220866] [DEBUG] [FORECASTER] BATRK: Forecast T+1@11:T+2@11: UP (p=95.31%)
[2025-11-25T23:31:00.221487] [INFO ] [FORECASTER] Completed predict_future for BATRK
[2025-11-25T23:31:00.221767] [INFO ] [sig       ] BATRK: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:31:00.376041] [INFO ] [LOCAL     ] Saved forecast: BATRK	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/BATRK.txt
[2025-11-25T23:31:00.376236] [INFO ] [sig       ] [349/3639] Completed BATRK in 0.5s | 3.01 sym/s | Total: 1.9m | ETA: 18.2m
[2025-11-25T23:31:00.376286] [INFO ] [sig       ] [350/3639] Forecasting BAX...
[2025-11-25T23:31:00.376323] [INFO ] [sig       ] Generating forecast for: BAX
[2025-11-25T23:31:00.376361] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BAX' from 'https://tdm.silogroup.org/data/derivative_storage/BAX.csv'.
[2025-11-25T23:31:00.392400] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BAX'.
[2025-11-25T23:31:00.392924] [INFO ] [FORECASTER] Starting predict_future for BAX
[2025-11-25T23:31:00.393806] [DEBUG] [LOCAL     ] No optimal features file found for BAX: ./output/feature-sets/BAX.txt
[2025-11-25T23:31:00.393877] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:31:00.393924] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:31:00.393967] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:31:00.394038] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:31:00.464023] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:31:00.464996] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:31:00.465102] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:31:00.465155] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:31:00.866128] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:31:00.866328] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:31:00.866537] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:31:00.866673] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:31:00.870342] [DEBUG] [FORECASTER] BAX: Forecast T+1@11:T+2@11: UP (p=98.97%)
[2025-11-25T23:31:00.870776] [INFO ] [FORECASTER] Completed predict_future for BAX
[2025-11-25T23:31:00.871016] [INFO ] [sig       ] BAX: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:31:01.015988] [INFO ] [LOCAL     ] Saved forecast: BAX	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/BAX.txt
[2025-11-25T23:31:01.016183] [INFO ] [sig       ] [350/3639] Completed BAX in 0.6s | 3.00 sym/s | Total: 1.9m | ETA: 18.3m
[2025-11-25T23:31:01.016243] [INFO ] [sig       ] [351/3639] Forecasting BB...
[2025-11-25T23:31:01.016289] [INFO ] [sig       ] Generating forecast for: BB
[2025-11-25T23:31:01.016335] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BB' from 'https://tdm.silogroup.org/data/derivative_storage/BB.csv'.
[2025-11-25T23:31:01.028274] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BB'.
[2025-11-25T23:31:01.028735] [INFO ] [FORECASTER] Starting predict_future for BB
[2025-11-25T23:31:01.029570] [DEBUG] [LOCAL     ] No optimal features file found for BB: ./output/feature-sets/BB.txt
[2025-11-25T23:31:01.029665] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:31:01.029715] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:31:01.029758] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:31:01.029825] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:31:01.089623] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:31:01.090535] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:31:01.090662] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:31:01.090711] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:31:01.198222] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:31:01.198409] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:31:01.198456] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:31:01.198490] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:31:01.201993] [DEBUG] [FORECASTER] BB: Forecast T+1@11:T+2@11: UP (p=75.80%)
[2025-11-25T23:31:01.202476] [INFO ] [FORECASTER] Completed predict_future for BB
[2025-11-25T23:31:01.202721] [INFO ] [sig       ] BB: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:31:01.345827] [INFO ] [LOCAL     ] Saved forecast: BB	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/BB.txt
[2025-11-25T23:31:01.346012] [INFO ] [sig       ] [351/3639] Completed BB in 0.3s | 3.00 sym/s | Total: 1.9m | ETA: 18.3m
[2025-11-25T23:31:01.346081] [INFO ] [sig       ] [352/3639] Forecasting BBAI...
[2025-11-25T23:31:01.346136] [INFO ] [sig       ] Generating forecast for: BBAI
[2025-11-25T23:31:01.346178] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BBAI' from 'https://tdm.silogroup.org/data/derivative_storage/BBAI.csv'.
[2025-11-25T23:31:01.360599] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BBAI'.
[2025-11-25T23:31:01.361281] [INFO ] [FORECASTER] Starting predict_future for BBAI
[2025-11-25T23:31:01.362382] [DEBUG] [LOCAL     ] No optimal features file found for BBAI: ./output/feature-sets/BBAI.txt
[2025-11-25T23:31:01.362462] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:31:01.362514] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:31:01.362557] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:31:01.362632] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:31:01.422244] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:31:01.423497] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:31:01.423668] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:31:01.423723] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:31:01.552768] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:31:01.553130] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:31:01.553199] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:31:01.553245] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:31:01.557553] [DEBUG] [FORECASTER] BBAI: Forecast T+1@11:T+2@11: DOWN (p=17.97%)
[2025-11-25T23:31:01.558011] [INFO ] [FORECASTER] Completed predict_future for BBAI
[2025-11-25T23:31:01.558227] [INFO ] [sig       ] BBAI: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:31:01.707703] [INFO ] [LOCAL     ] Saved forecast: BBAI	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/BBAI.txt
[2025-11-25T23:31:01.708000] [INFO ] [sig       ] [352/3639] Completed BBAI in 0.4s | 3.00 sym/s | Total: 2.0m | ETA: 18.3m
[2025-11-25T23:31:01.708066] [INFO ] [sig       ] [353/3639] Forecasting BBCP...
[2025-11-25T23:31:01.708127] [INFO ] [sig       ] Generating forecast for: BBCP
[2025-11-25T23:31:01.708194] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BBCP' from 'https://tdm.silogroup.org/data/derivative_storage/BBCP.csv'.
[2025-11-25T23:31:01.722817] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BBCP'.
[2025-11-25T23:31:01.723399] [INFO ] [FORECASTER] Starting predict_future for BBCP
[2025-11-25T23:31:01.724414] [DEBUG] [LOCAL     ] No optimal features file found for BBCP: ./output/feature-sets/BBCP.txt
[2025-11-25T23:31:01.724509] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:31:01.724578] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:31:01.724636] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:31:01.724757] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:31:01.787188] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:31:01.788340] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:31:01.788455] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:31:01.788520] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:31:01.888764] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:31:01.888963] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:31:01.889010] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:31:01.889045] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:31:01.892739] [DEBUG] [FORECASTER] BBCP: Forecast T+1@11:T+2@11: DOWN (p=10.57%)
[2025-11-25T23:31:01.893032] [INFO ] [FORECASTER] Completed predict_future for BBCP
[2025-11-25T23:31:01.893176] [INFO ] [sig       ] BBCP: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:31:02.037374] [INFO ] [LOCAL     ] Saved forecast: BBCP	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/BBCP.txt
[2025-11-25T23:31:02.037560] [INFO ] [sig       ] [353/3639] Completed BBCP in 0.3s | 3.00 sym/s | Total: 2.0m | ETA: 18.3m
[2025-11-25T23:31:02.037620] [INFO ] [sig       ] [354/3639] Forecasting BBD...
[2025-11-25T23:31:02.037698] [INFO ] [sig       ] Generating forecast for: BBD
[2025-11-25T23:31:02.037756] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BBD' from 'https://tdm.silogroup.org/data/derivative_storage/BBD.csv'.
[2025-11-25T23:31:02.049743] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BBD'.
[2025-11-25T23:31:02.050125] [INFO ] [FORECASTER] Starting predict_future for BBD
[2025-11-25T23:31:02.051002] [DEBUG] [LOCAL     ] No optimal features file found for BBD: ./output/feature-sets/BBD.txt
[2025-11-25T23:31:02.051074] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:31:02.051134] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:31:02.051186] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:31:02.051260] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:31:02.109193] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:31:02.109869] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:31:02.109973] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:31:02.110033] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:31:02.219566] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:31:02.219730] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:31:02.219802] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:31:02.219849] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:31:02.223168] [DEBUG] [FORECASTER] BBD: Forecast T+1@11:T+2@11: DOWN (p=5.69%)
[2025-11-25T23:31:02.223475] [INFO ] [FORECASTER] Completed predict_future for BBD
[2025-11-25T23:31:02.223635] [INFO ] [sig       ] BBD: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:31:02.363500] [INFO ] [LOCAL     ] Saved forecast: BBD	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/BBD.txt
[2025-11-25T23:31:02.363676] [INFO ] [sig       ] [354/3639] Completed BBD in 0.3s | 3.00 sym/s | Total: 2.0m | ETA: 18.2m
[2025-11-25T23:31:02.363767] [INFO ] [sig       ] [355/3639] Forecasting BBDO...
[2025-11-25T23:31:02.363833] [INFO ] [sig       ] Generating forecast for: BBDO
[2025-11-25T23:31:02.363888] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BBDO' from 'https://tdm.silogroup.org/data/derivative_storage/BBDO.csv'.
[2025-11-25T23:31:02.376203] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BBDO'.
[2025-11-25T23:31:02.376563] [INFO ] [FORECASTER] Starting predict_future for BBDO
[2025-11-25T23:31:02.377512] [DEBUG] [LOCAL     ] No optimal features file found for BBDO: ./output/feature-sets/BBDO.txt
[2025-11-25T23:31:02.377589] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:31:02.377637] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:31:02.377710] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:31:02.377789] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:31:02.435759] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:31:02.436433] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:31:02.436533] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:31:02.436583] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:31:02.546406] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:31:02.546529] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:31:02.546573] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:31:02.546607] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:31:02.549996] [DEBUG] [FORECASTER] BBDO: Forecast T+1@11:T+2@11: DOWN (p=17.43%)
[2025-11-25T23:31:02.550406] [INFO ] [FORECASTER] Completed predict_future for BBDO
[2025-11-25T23:31:02.550627] [INFO ] [sig       ] BBDO: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:31:02.696887] [INFO ] [LOCAL     ] Saved forecast: BBDO	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/BBDO.txt
[2025-11-25T23:31:02.697080] [INFO ] [sig       ] [355/3639] Completed BBDO in 0.3s | 3.00 sym/s | Total: 2.0m | ETA: 18.2m
[2025-11-25T23:31:02.697139] [INFO ] [sig       ] [356/3639] Forecasting BBH...
[2025-11-25T23:31:02.697184] [INFO ] [sig       ] Generating forecast for: BBH
[2025-11-25T23:31:02.697226] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BBH' from 'https://tdm.silogroup.org/data/derivative_storage/BBH.csv'.
[2025-11-25T23:31:02.709481] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BBH'.
[2025-11-25T23:31:02.709904] [INFO ] [FORECASTER] Starting predict_future for BBH
[2025-11-25T23:31:02.710771] [DEBUG] [LOCAL     ] No optimal features file found for BBH: ./output/feature-sets/BBH.txt
[2025-11-25T23:31:02.710840] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:31:02.710880] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:31:02.710920] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:31:02.711018] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:31:02.770892] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:31:02.771554] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:31:02.771670] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:31:02.771730] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:31:02.871928] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:31:02.872064] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:31:02.872107] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:31:02.872141] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:31:02.875502] [DEBUG] [FORECASTER] BBH: Forecast T+1@11:T+2@11: UP (p=87.83%)
[2025-11-25T23:31:02.875821] [INFO ] [FORECASTER] Completed predict_future for BBH
[2025-11-25T23:31:02.875982] [INFO ] [sig       ] BBH: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:31:03.016868] [INFO ] [LOCAL     ] Saved forecast: BBH	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/BBH.txt
[2025-11-25T23:31:03.017016] [INFO ] [sig       ] [356/3639] Completed BBH in 0.3s | 3.00 sym/s | Total: 2.0m | ETA: 18.2m
[2025-11-25T23:31:03.017082] [INFO ] [sig       ] [357/3639] Forecasting BBIO...
[2025-11-25T23:31:03.017129] [INFO ] [sig       ] Generating forecast for: BBIO
[2025-11-25T23:31:03.017172] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BBIO' from 'https://tdm.silogroup.org/data/derivative_storage/BBIO.csv'.
[2025-11-25T23:31:03.028681] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BBIO'.
[2025-11-25T23:31:03.029008] [INFO ] [FORECASTER] Starting predict_future for BBIO
[2025-11-25T23:31:03.029887] [DEBUG] [LOCAL     ] No optimal features file found for BBIO: ./output/feature-sets/BBIO.txt
[2025-11-25T23:31:03.029959] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:31:03.030006] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:31:03.030051] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:31:03.030123] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:31:03.089295] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:31:03.090007] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:31:03.090109] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:31:03.090156] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:31:03.201873] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:31:03.202033] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:31:03.202085] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:31:03.202119] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:31:03.205504] [DEBUG] [FORECASTER] BBIO: Forecast T+1@11:T+2@11: UP (p=88.24%)
[2025-11-25T23:31:03.205819] [INFO ] [FORECASTER] Completed predict_future for BBIO
[2025-11-25T23:31:03.205996] [INFO ] [sig       ] BBIO: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:31:03.351827] [INFO ] [LOCAL     ] Saved forecast: BBIO	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/BBIO.txt
[2025-11-25T23:31:03.351973] [INFO ] [sig       ] [357/3639] Completed BBIO in 0.3s | 3.00 sym/s | Total: 2.0m | ETA: 18.2m
[2025-11-25T23:31:03.352029] [INFO ] [sig       ] [358/3639] Forecasting BBLG...
[2025-11-25T23:31:03.352074] [INFO ] [sig       ] Generating forecast for: BBLG
[2025-11-25T23:31:03.352116] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BBLG' from 'https://tdm.silogroup.org/data/derivative_storage/BBLG.csv'.
[2025-11-25T23:31:03.364166] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BBLG'.
[2025-11-25T23:31:03.364559] [INFO ] [FORECASTER] Starting predict_future for BBLG
[2025-11-25T23:31:03.365434] [DEBUG] [LOCAL     ] No optimal features file found for BBLG: ./output/feature-sets/BBLG.txt
[2025-11-25T23:31:03.365510] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:31:03.365556] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:31:03.365596] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:31:03.365685] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:31:03.425048] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:31:03.425742] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:31:03.425838] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:31:03.425894] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:31:03.526926] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:31:03.527052] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:31:03.527096] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:31:03.527129] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:31:03.530384] [DEBUG] [FORECASTER] BBLG: Forecast T+1@11:T+2@11: DOWN (p=7.19%)
[2025-11-25T23:31:03.530711] [INFO ] [FORECASTER] Completed predict_future for BBLG
[2025-11-25T23:31:03.530936] [INFO ] [sig       ] BBLG: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:31:03.671201] [INFO ] [LOCAL     ] Saved forecast: BBLG	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/BBLG.txt
[2025-11-25T23:31:03.671345] [INFO ] [sig       ] [358/3639] Completed BBLG in 0.3s | 3.00 sym/s | Total: 2.0m | ETA: 18.2m
[2025-11-25T23:31:03.671400] [INFO ] [sig       ] [359/3639] Forecasting BBN...
[2025-11-25T23:31:03.671480] [INFO ] [sig       ] Generating forecast for: BBN
[2025-11-25T23:31:03.671534] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BBN' from 'https://tdm.silogroup.org/data/derivative_storage/BBN.csv'.
[2025-11-25T23:31:03.683490] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BBN'.
[2025-11-25T23:31:03.683816] [INFO ] [FORECASTER] Starting predict_future for BBN
[2025-11-25T23:31:03.684622] [DEBUG] [LOCAL     ] No optimal features file found for BBN: ./output/feature-sets/BBN.txt
[2025-11-25T23:31:03.684718] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:31:03.684766] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:31:03.684808] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:31:03.684902] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:31:03.743140] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:31:03.743847] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:31:03.743949] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:31:03.743997] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:31:03.843678] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:31:03.843891] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:31:03.843938] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:31:03.843974] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:31:03.847554] [DEBUG] [FORECASTER] BBN: Forecast T+1@11:T+2@11: UP (p=55.45%)
[2025-11-25T23:31:03.847895] [INFO ] [FORECASTER] Completed predict_future for BBN
[2025-11-25T23:31:03.848057] [INFO ] [sig       ] BBN: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:31:03.993462] [INFO ] [LOCAL     ] Saved forecast: BBN	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/BBN.txt
[2025-11-25T23:31:03.993722] [INFO ] [sig       ] [359/3639] Completed BBN in 0.3s | 3.00 sym/s | Total: 2.0m | ETA: 18.2m
[2025-11-25T23:31:03.993786] [INFO ] [sig       ] [360/3639] Forecasting BBSI...
[2025-11-25T23:31:03.993833] [INFO ] [sig       ] Generating forecast for: BBSI
[2025-11-25T23:31:03.993883] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BBSI' from 'https://tdm.silogroup.org/data/derivative_storage/BBSI.csv'.
[2025-11-25T23:31:04.005782] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BBSI'.
[2025-11-25T23:31:04.006175] [INFO ] [FORECASTER] Starting predict_future for BBSI
[2025-11-25T23:31:04.007046] [DEBUG] [LOCAL     ] No optimal features file found for BBSI: ./output/feature-sets/BBSI.txt
[2025-11-25T23:31:04.007116] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:31:04.007165] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:31:04.007206] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:31:04.007276] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:31:04.066826] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:31:04.067761] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:31:04.067867] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:31:04.067916] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:31:04.173701] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:31:04.173900] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:31:04.173969] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:31:04.174011] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:31:04.177744] [DEBUG] [FORECASTER] BBSI: Forecast T+1@11:T+2@11: DOWN (p=22.87%)
[2025-11-25T23:31:04.178142] [INFO ] [FORECASTER] Completed predict_future for BBSI
[2025-11-25T23:31:04.178307] [INFO ] [sig       ] BBSI: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:31:04.321770] [INFO ] [LOCAL     ] Saved forecast: BBSI	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/BBSI.txt
[2025-11-25T23:31:04.321924] [INFO ] [sig       ] [360/3639] Completed BBSI in 0.3s | 3.00 sym/s | Total: 2.0m | ETA: 18.2m
[2025-11-25T23:31:04.321979] [INFO ] [sig       ] [361/3639] Forecasting BBUC...
[2025-11-25T23:31:04.322026] [INFO ] [sig       ] Generating forecast for: BBUC
[2025-11-25T23:31:04.322070] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BBUC' from 'https://tdm.silogroup.org/data/derivative_storage/BBUC.csv'.
[2025-11-25T23:31:04.333235] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BBUC'.
[2025-11-25T23:31:04.333532] [INFO ] [FORECASTER] Starting predict_future for BBUC
[2025-11-25T23:31:04.334361] [DEBUG] [LOCAL     ] No optimal features file found for BBUC: ./output/feature-sets/BBUC.txt
[2025-11-25T23:31:04.334433] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:31:04.334481] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:31:04.334523] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:31:04.334593] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:31:04.393532] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:31:04.394221] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:31:04.394320] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:31:04.394368] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:31:04.498591] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:31:04.498748] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:31:04.498798] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:31:04.498833] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:31:04.502208] [DEBUG] [FORECASTER] BBUC: Forecast T+1@11:T+2@11: UP (p=96.21%)
[2025-11-25T23:31:04.502504] [INFO ] [FORECASTER] Completed predict_future for BBUC
[2025-11-25T23:31:04.502666] [INFO ] [sig       ] BBUC: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:31:04.647532] [INFO ] [LOCAL     ] Saved forecast: BBUC	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/BBUC.txt
[2025-11-25T23:31:04.647721] [INFO ] [sig       ] [361/3639] Completed BBUC in 0.3s | 3.00 sym/s | Total: 2.0m | ETA: 18.2m
[2025-11-25T23:31:04.647780] [INFO ] [sig       ] [362/3639] Forecasting BBVA...
[2025-11-25T23:31:04.647826] [INFO ] [sig       ] Generating forecast for: BBVA
[2025-11-25T23:31:04.647875] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BBVA' from 'https://tdm.silogroup.org/data/derivative_storage/BBVA.csv'.
[2025-11-25T23:31:04.658481] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BBVA'.
[2025-11-25T23:31:04.658847] [INFO ] [FORECASTER] Starting predict_future for BBVA
[2025-11-25T23:31:04.659742] [DEBUG] [LOCAL     ] No optimal features file found for BBVA: ./output/feature-sets/BBVA.txt
[2025-11-25T23:31:04.659811] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:31:04.659866] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:31:04.659916] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:31:04.660002] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:31:04.719595] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:31:04.720302] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:31:04.720441] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:31:04.720492] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:31:04.821083] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:31:04.821290] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:31:04.821352] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:31:04.821390] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:31:04.825587] [DEBUG] [FORECASTER] BBVA: Forecast T+1@11:T+2@11: DOWN (p=21.15%)
[2025-11-25T23:31:04.826013] [INFO ] [FORECASTER] Completed predict_future for BBVA
[2025-11-25T23:31:04.826217] [INFO ] [sig       ] BBVA: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:31:04.975220] [INFO ] [LOCAL     ] Saved forecast: BBVA	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/BBVA.txt
[2025-11-25T23:31:04.975418] [INFO ] [sig       ] [362/3639] Completed BBVA in 0.3s | 3.00 sym/s | Total: 2.0m | ETA: 18.2m
[2025-11-25T23:31:04.975499] [INFO ] [sig       ] [363/3639] Forecasting BBWI...
[2025-11-25T23:31:04.975547] [INFO ] [sig       ] Generating forecast for: BBWI
[2025-11-25T23:31:04.975615] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BBWI' from 'https://tdm.silogroup.org/data/derivative_storage/BBWI.csv'.
[2025-11-25T23:31:04.999353] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BBWI'.
[2025-11-25T23:31:04.999718] [INFO ] [FORECASTER] Starting predict_future for BBWI
[2025-11-25T23:31:05.000546] [DEBUG] [LOCAL     ] No optimal features file found for BBWI: ./output/feature-sets/BBWI.txt
[2025-11-25T23:31:05.000618] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:31:05.000688] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:31:05.000731] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:31:05.000801] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:31:05.061957] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:31:05.062785] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:31:05.062890] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:31:05.062941] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:31:05.167005] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:31:05.167215] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:31:05.167267] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:31:05.167303] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:31:05.171215] [DEBUG] [FORECASTER] BBWI: Forecast T+1@11:T+2@11: UP (p=93.71%)
[2025-11-25T23:31:05.171573] [INFO ] [FORECASTER] Completed predict_future for BBWI
[2025-11-25T23:31:05.171758] [INFO ] [sig       ] BBWI: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:31:05.321422] [INFO ] [LOCAL     ] Saved forecast: BBWI	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/BBWI.txt
[2025-11-25T23:31:05.321600] [INFO ] [sig       ] [363/3639] Completed BBWI in 0.3s | 3.00 sym/s | Total: 2.0m | ETA: 18.2m
[2025-11-25T23:31:05.321679] [INFO ] [sig       ] [364/3639] Forecasting BBY...
[2025-11-25T23:31:05.321728] [INFO ] [sig       ] Generating forecast for: BBY
[2025-11-25T23:31:05.321774] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BBY' from 'https://tdm.silogroup.org/data/derivative_storage/BBY.csv'.
[2025-11-25T23:31:05.341820] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BBY'.
[2025-11-25T23:31:05.342257] [INFO ] [FORECASTER] Starting predict_future for BBY
[2025-11-25T23:31:05.343387] [DEBUG] [LOCAL     ] No optimal features file found for BBY: ./output/feature-sets/BBY.txt
[2025-11-25T23:31:05.343461] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:31:05.343529] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:31:05.343573] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:31:05.343668] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:31:05.407779] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:31:05.408708] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:31:05.408813] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:31:05.408863] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:31:05.507632] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:31:05.507827] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:31:05.507875] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:31:05.507911] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:31:05.511501] [DEBUG] [FORECASTER] BBY: Forecast T+1@11:T+2@11: UP (p=90.01%)
[2025-11-25T23:31:05.511845] [INFO ] [FORECASTER] Completed predict_future for BBY
[2025-11-25T23:31:05.512009] [INFO ] [sig       ] BBY: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:31:05.662561] [INFO ] [LOCAL     ] Saved forecast: BBY	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/BBY.txt
[2025-11-25T23:31:05.662776] [INFO ] [sig       ] [364/3639] Completed BBY in 0.3s | 3.00 sym/s | Total: 2.0m | ETA: 18.2m
[2025-11-25T23:31:05.662834] [INFO ] [sig       ] [365/3639] Forecasting BC...
[2025-11-25T23:31:05.662880] [INFO ] [sig       ] Generating forecast for: BC
[2025-11-25T23:31:05.662924] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BC' from 'https://tdm.silogroup.org/data/derivative_storage/BC.csv'.
[2025-11-25T23:31:05.674345] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BC'.
[2025-11-25T23:31:05.674741] [INFO ] [FORECASTER] Starting predict_future for BC
[2025-11-25T23:31:05.675683] [DEBUG] [LOCAL     ] No optimal features file found for BC: ./output/feature-sets/BC.txt
[2025-11-25T23:31:05.675756] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:31:05.675807] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:31:05.675849] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:31:05.675921] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:31:05.738221] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:31:05.739226] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:31:05.739349] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:31:05.739402] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:31:05.837536] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:31:05.837794] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:31:05.837888] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:31:05.837939] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:31:05.841748] [DEBUG] [FORECASTER] BC: Forecast T+1@11:T+2@11: DOWN (p=7.78%)
[2025-11-25T23:31:05.842088] [INFO ] [FORECASTER] Completed predict_future for BC
[2025-11-25T23:31:05.842262] [INFO ] [sig       ] BC: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:31:05.994801] [INFO ] [LOCAL     ] Saved forecast: BC	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/BC.txt
[2025-11-25T23:31:05.995003] [INFO ] [sig       ] [365/3639] Completed BC in 0.3s | 3.00 sym/s | Total: 2.0m | ETA: 18.2m
[2025-11-25T23:31:05.995066] [INFO ] [sig       ] [366/3639] Forecasting BCAL...
[2025-11-25T23:31:05.995136] [INFO ] [sig       ] Generating forecast for: BCAL
[2025-11-25T23:31:05.995191] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BCAL' from 'https://tdm.silogroup.org/data/derivative_storage/BCAL.csv'.
[2025-11-25T23:31:06.010259] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BCAL'.
[2025-11-25T23:31:06.010785] [INFO ] [FORECASTER] Starting predict_future for BCAL
[2025-11-25T23:31:06.011730] [DEBUG] [LOCAL     ] No optimal features file found for BCAL: ./output/feature-sets/BCAL.txt
[2025-11-25T23:31:06.011803] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:31:06.011862] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:31:06.011914] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:31:06.012000] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:31:06.077349] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:31:06.078528] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:31:06.078665] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:31:06.078743] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:31:06.176175] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:31:06.176379] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:31:06.176428] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:31:06.176495] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:31:06.180553] [DEBUG] [FORECASTER] BCAL: Forecast T+1@11:T+2@11: UP (p=52.19%)
[2025-11-25T23:31:06.180913] [INFO ] [FORECASTER] Completed predict_future for BCAL
[2025-11-25T23:31:06.181076] [INFO ] [sig       ] BCAL: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:31:06.344922] [INFO ] [LOCAL     ] Saved forecast: BCAL	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/BCAL.txt
[2025-11-25T23:31:06.345208] [INFO ] [sig       ] [366/3639] Completed BCAL in 0.4s | 3.00 sym/s | Total: 2.0m | ETA: 18.2m
[2025-11-25T23:31:06.345280] [INFO ] [sig       ] [367/3639] Forecasting BCAX...
[2025-11-25T23:31:06.345335] [INFO ] [sig       ] Generating forecast for: BCAX
[2025-11-25T23:31:06.345463] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BCAX' from 'https://tdm.silogroup.org/data/derivative_storage/BCAX.csv'.
[2025-11-25T23:31:06.362562] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BCAX'.
[2025-11-25T23:31:06.363214] [INFO ] [FORECASTER] Starting predict_future for BCAX
[2025-11-25T23:31:06.364456] [DEBUG] [LOCAL     ] No optimal features file found for BCAX: ./output/feature-sets/BCAX.txt
[2025-11-25T23:31:06.364551] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:31:06.364668] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:31:06.364761] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:31:06.364906] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:31:06.437256] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:31:06.438220] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:31:06.438322] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:31:06.438373] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:31:06.531940] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:31:06.532112] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:31:06.532161] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:31:06.532196] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:31:06.535660] [DEBUG] [FORECASTER] BCAX: Forecast T+1@11:T+2@11: UP (p=96.93%)
[2025-11-25T23:31:06.535955] [INFO ] [FORECASTER] Completed predict_future for BCAX
[2025-11-25T23:31:06.536103] [INFO ] [sig       ] BCAX: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:31:06.679744] [INFO ] [LOCAL     ] Saved forecast: BCAX	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/BCAX.txt
[2025-11-25T23:31:06.679950] [INFO ] [sig       ] [367/3639] Completed BCAX in 0.3s | 3.00 sym/s | Total: 2.0m | ETA: 18.2m
[2025-11-25T23:31:06.680031] [INFO ] [sig       ] [368/3639] Forecasting BCBP...
[2025-11-25T23:31:06.680080] [INFO ] [sig       ] Generating forecast for: BCBP
[2025-11-25T23:31:06.680222] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BCBP' from 'https://tdm.silogroup.org/data/derivative_storage/BCBP.csv'.
[2025-11-25T23:31:06.692884] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BCBP'.
[2025-11-25T23:31:06.693339] [INFO ] [FORECASTER] Starting predict_future for BCBP
[2025-11-25T23:31:06.694210] [DEBUG] [LOCAL     ] No optimal features file found for BCBP: ./output/feature-sets/BCBP.txt
[2025-11-25T23:31:06.694281] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:31:06.694329] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:31:06.694370] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:31:06.694441] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:31:06.755419] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:31:06.756378] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:31:06.756493] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:31:06.756554] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:31:06.862184] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:31:06.862321] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:31:06.862369] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:31:06.862406] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:31:06.865849] [DEBUG] [FORECASTER] BCBP: Forecast T+1@11:T+2@11: DOWN (p=21.90%)
[2025-11-25T23:31:06.866175] [INFO ] [FORECASTER] Completed predict_future for BCBP
[2025-11-25T23:31:06.866334] [INFO ] [sig       ] BCBP: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:31:07.007272] [INFO ] [LOCAL     ] Saved forecast: BCBP	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/BCBP.txt
[2025-11-25T23:31:07.007443] [INFO ] [sig       ] [368/3639] Completed BCBP in 0.3s | 3.00 sym/s | Total: 2.0m | ETA: 18.2m
[2025-11-25T23:31:07.007501] [INFO ] [sig       ] [369/3639] Forecasting BCC...
[2025-11-25T23:31:07.007547] [INFO ] [sig       ] Generating forecast for: BCC
[2025-11-25T23:31:07.007591] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BCC' from 'https://tdm.silogroup.org/data/derivative_storage/BCC.csv'.
[2025-11-25T23:31:07.019214] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BCC'.
[2025-11-25T23:31:07.019516] [INFO ] [FORECASTER] Starting predict_future for BCC
[2025-11-25T23:31:07.020366] [DEBUG] [LOCAL     ] No optimal features file found for BCC: ./output/feature-sets/BCC.txt
[2025-11-25T23:31:07.020442] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:31:07.020501] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:31:07.020556] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:31:07.020663] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:31:07.079595] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:31:07.080262] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:31:07.080362] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:31:07.080421] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:31:07.173346] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:31:07.173480] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:31:07.173524] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:31:07.173560] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:31:07.176924] [DEBUG] [FORECASTER] BCC: Forecast T+1@11:T+2@11: DOWN (p=29.17%)
[2025-11-25T23:31:07.177217] [INFO ] [FORECASTER] Completed predict_future for BCC
[2025-11-25T23:31:07.177389] [INFO ] [sig       ] BCC: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:31:07.319095] [INFO ] [LOCAL     ] Saved forecast: BCC	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/BCC.txt
[2025-11-25T23:31:07.319263] [INFO ] [sig       ] [369/3639] Completed BCC in 0.3s | 3.00 sym/s | Total: 2.0m | ETA: 18.2m
[2025-11-25T23:31:07.319319] [INFO ] [sig       ] [370/3639] Forecasting BCDA...
[2025-11-25T23:31:07.319380] [INFO ] [sig       ] Generating forecast for: BCDA
[2025-11-25T23:31:07.319476] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BCDA' from 'https://tdm.silogroup.org/data/derivative_storage/BCDA.csv'.
[2025-11-25T23:31:07.331542] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BCDA'.
[2025-11-25T23:31:07.331882] [INFO ] [FORECASTER] Starting predict_future for BCDA
[2025-11-25T23:31:07.332745] [DEBUG] [LOCAL     ] No optimal features file found for BCDA: ./output/feature-sets/BCDA.txt
[2025-11-25T23:31:07.332814] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:31:07.332861] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:31:07.332902] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:31:07.332972] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:31:07.392400] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:31:07.393200] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:31:07.393309] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:31:07.393358] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:31:07.480790] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:31:07.480923] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:31:07.480966] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:31:07.481001] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:31:07.484276] [DEBUG] [FORECASTER] BCDA: Forecast T+1@11:T+2@11: UP (p=76.55%)
[2025-11-25T23:31:07.484565] [INFO ] [FORECASTER] Completed predict_future for BCDA
[2025-11-25T23:31:07.484727] [INFO ] [sig       ] BCDA: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:31:07.627806] [INFO ] [LOCAL     ] Saved forecast: BCDA	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/BCDA.txt
[2025-11-25T23:31:07.627950] [INFO ] [sig       ] [370/3639] Completed BCDA in 0.3s | 3.00 sym/s | Total: 2.1m | ETA: 18.2m
[2025-11-25T23:31:07.628006] [INFO ] [sig       ] [371/3639] Forecasting BCE...
[2025-11-25T23:31:07.628049] [INFO ] [sig       ] Generating forecast for: BCE
[2025-11-25T23:31:07.628092] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BCE' from 'https://tdm.silogroup.org/data/derivative_storage/BCE.csv'.
[2025-11-25T23:31:07.639360] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BCE'.
[2025-11-25T23:31:07.639679] [INFO ] [FORECASTER] Starting predict_future for BCE
[2025-11-25T23:31:07.640482] [DEBUG] [LOCAL     ] No optimal features file found for BCE: ./output/feature-sets/BCE.txt
[2025-11-25T23:31:07.640553] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:31:07.640600] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:31:07.640670] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:31:07.640744] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:31:07.699291] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:31:07.699941] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:31:07.700037] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:31:07.700084] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:31:07.793993] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:31:07.794167] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:31:07.794216] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:31:07.794275] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:31:07.797744] [DEBUG] [FORECASTER] BCE: Forecast T+1@11:T+2@11: UP (p=84.45%)
[2025-11-25T23:31:07.798143] [INFO ] [FORECASTER] Completed predict_future for BCE
[2025-11-25T23:31:07.798310] [INFO ] [sig       ] BCE: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:31:07.940021] [INFO ] [LOCAL     ] Saved forecast: BCE	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/BCE.txt
[2025-11-25T23:31:07.940165] [INFO ] [sig       ] [371/3639] Completed BCE in 0.3s | 3.00 sym/s | Total: 2.1m | ETA: 18.1m
[2025-11-25T23:31:07.940221] [INFO ] [sig       ] [372/3639] Forecasting BCH...
[2025-11-25T23:31:07.940267] [INFO ] [sig       ] Generating forecast for: BCH
[2025-11-25T23:31:07.940345] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BCH' from 'https://tdm.silogroup.org/data/derivative_storage/BCH.csv'.
[2025-11-25T23:31:07.951468] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BCH'.
[2025-11-25T23:31:07.951808] [INFO ] [FORECASTER] Starting predict_future for BCH
[2025-11-25T23:31:07.952607] [DEBUG] [LOCAL     ] No optimal features file found for BCH: ./output/feature-sets/BCH.txt
[2025-11-25T23:31:07.952817] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:31:07.952867] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:31:07.952908] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:31:07.952976] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:31:08.012695] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:31:08.013362] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:31:08.013462] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:31:08.013509] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:31:08.103778] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:31:08.103920] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:31:08.103964] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:31:08.103999] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:31:08.107309] [DEBUG] [FORECASTER] BCH: Forecast T+1@11:T+2@11: UP (p=94.72%)
[2025-11-25T23:31:08.107619] [INFO ] [FORECASTER] Completed predict_future for BCH
[2025-11-25T23:31:08.107798] [INFO ] [sig       ] BCH: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:31:08.249973] [INFO ] [LOCAL     ] Saved forecast: BCH	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/BCH.txt
[2025-11-25T23:31:08.250113] [INFO ] [sig       ] [372/3639] Completed BCH in 0.3s | 3.00 sym/s | Total: 2.1m | ETA: 18.1m
[2025-11-25T23:31:08.250203] [INFO ] [sig       ] [373/3639] Forecasting BCML...
[2025-11-25T23:31:08.250258] [INFO ] [sig       ] Generating forecast for: BCML
[2025-11-25T23:31:08.250367] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BCML' from 'https://tdm.silogroup.org/data/derivative_storage/BCML.csv'.
[2025-11-25T23:31:08.261742] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BCML'.
[2025-11-25T23:31:08.262058] [INFO ] [FORECASTER] Starting predict_future for BCML
[2025-11-25T23:31:08.262920] [DEBUG] [LOCAL     ] No optimal features file found for BCML: ./output/feature-sets/BCML.txt
[2025-11-25T23:31:08.262990] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:31:08.263047] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:31:08.263098] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:31:08.263187] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:31:08.322567] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:31:08.323297] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:31:08.323408] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:31:08.323458] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:31:08.410067] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:31:08.410250] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:31:08.410298] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:31:08.410331] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:31:08.413772] [DEBUG] [FORECASTER] BCML: Forecast T+1@11:T+2@11: DOWN (p=47.25%)
[2025-11-25T23:31:08.414063] [INFO ] [FORECASTER] Completed predict_future for BCML
[2025-11-25T23:31:08.414207] [INFO ] [sig       ] BCML: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:31:08.558199] [INFO ] [LOCAL     ] Saved forecast: BCML	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/BCML.txt
[2025-11-25T23:31:08.558351] [INFO ] [sig       ] [373/3639] Completed BCML in 0.3s | 3.00 sym/s | Total: 2.1m | ETA: 18.1m
[2025-11-25T23:31:08.558405] [INFO ] [sig       ] [374/3639] Forecasting BCO...
[2025-11-25T23:31:08.558450] [INFO ] [sig       ] Generating forecast for: BCO
[2025-11-25T23:31:08.558490] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BCO' from 'https://tdm.silogroup.org/data/derivative_storage/BCO.csv'.
[2025-11-25T23:31:08.569947] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BCO'.
[2025-11-25T23:31:08.570254] [INFO ] [FORECASTER] Starting predict_future for BCO
[2025-11-25T23:31:08.571093] [DEBUG] [LOCAL     ] No optimal features file found for BCO: ./output/feature-sets/BCO.txt
[2025-11-25T23:31:08.571164] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:31:08.571222] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:31:08.571273] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:31:08.571361] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:31:08.630767] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:31:08.631703] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:31:08.631807] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:31:08.631867] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:31:08.736487] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:31:08.736704] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:31:08.736784] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:31:08.736833] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:31:08.740581] [DEBUG] [FORECASTER] BCO: Forecast T+1@11:T+2@11: DOWN (p=6.91%)
[2025-11-25T23:31:08.740927] [INFO ] [FORECASTER] Completed predict_future for BCO
[2025-11-25T23:31:08.741116] [INFO ] [sig       ] BCO: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:31:08.887107] [INFO ] [LOCAL     ] Saved forecast: BCO	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/BCO.txt
[2025-11-25T23:31:08.887316] [INFO ] [sig       ] [374/3639] Completed BCO in 0.3s | 3.00 sym/s | Total: 2.1m | ETA: 18.1m
[2025-11-25T23:31:08.887398] [INFO ] [sig       ] [375/3639] Forecasting BCPC...
[2025-11-25T23:31:08.887445] [INFO ] [sig       ] Generating forecast for: BCPC
[2025-11-25T23:31:08.887487] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BCPC' from 'https://tdm.silogroup.org/data/derivative_storage/BCPC.csv'.
[2025-11-25T23:31:08.899830] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BCPC'.
[2025-11-25T23:31:08.900173] [INFO ] [FORECASTER] Starting predict_future for BCPC
[2025-11-25T23:31:08.901047] [DEBUG] [LOCAL     ] No optimal features file found for BCPC: ./output/feature-sets/BCPC.txt
[2025-11-25T23:31:08.901120] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:31:08.901170] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:31:08.901213] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:31:08.901302] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:31:08.964847] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:31:08.966041] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:31:08.966177] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:31:08.966247] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:31:09.067267] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:31:09.067482] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:31:09.067540] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:31:09.067582] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:31:09.071255] [DEBUG] [FORECASTER] BCPC: Forecast T+1@11:T+2@11: DOWN (p=20.18%)
[2025-11-25T23:31:09.071578] [INFO ] [FORECASTER] Completed predict_future for BCPC
[2025-11-25T23:31:09.071763] [INFO ] [sig       ] BCPC: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:31:09.213484] [INFO ] [LOCAL     ] Saved forecast: BCPC	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/BCPC.txt
[2025-11-25T23:31:09.213662] [INFO ] [sig       ] [375/3639] Completed BCPC in 0.3s | 3.00 sym/s | Total: 2.1m | ETA: 18.1m
[2025-11-25T23:31:09.213718] [INFO ] [sig       ] [376/3639] Forecasting BCRX...
[2025-11-25T23:31:09.213767] [INFO ] [sig       ] Generating forecast for: BCRX
[2025-11-25T23:31:09.213837] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BCRX' from 'https://tdm.silogroup.org/data/derivative_storage/BCRX.csv'.
[2025-11-25T23:31:09.225567] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BCRX'.
[2025-11-25T23:31:09.225960] [INFO ] [FORECASTER] Starting predict_future for BCRX
[2025-11-25T23:31:09.226830] [DEBUG] [LOCAL     ] No optimal features file found for BCRX: ./output/feature-sets/BCRX.txt
[2025-11-25T23:31:09.226901] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:31:09.226950] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:31:09.226990] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:31:09.227060] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:31:09.285661] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:31:09.286331] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:31:09.286432] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:31:09.286480] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:31:09.384982] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:31:09.385147] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:31:09.385194] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:31:09.385229] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:31:09.388727] [DEBUG] [FORECASTER] BCRX: Forecast T+1@11:T+2@11: UP (p=68.15%)
[2025-11-25T23:31:09.389024] [INFO ] [FORECASTER] Completed predict_future for BCRX
[2025-11-25T23:31:09.389177] [INFO ] [sig       ] BCRX: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:31:09.533559] [INFO ] [LOCAL     ] Saved forecast: BCRX	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/BCRX.txt
[2025-11-25T23:31:09.533735] [INFO ] [sig       ] [376/3639] Completed BCRX in 0.3s | 3.00 sym/s | Total: 2.1m | ETA: 18.1m
[2025-11-25T23:31:09.533792] [INFO ] [sig       ] [377/3639] Forecasting BCS...
[2025-11-25T23:31:09.533837] [INFO ] [sig       ] Generating forecast for: BCS
[2025-11-25T23:31:09.533903] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BCS' from 'https://tdm.silogroup.org/data/derivative_storage/BCS.csv'.
[2025-11-25T23:31:09.545951] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BCS'.
[2025-11-25T23:31:09.546332] [INFO ] [FORECASTER] Starting predict_future for BCS
[2025-11-25T23:31:09.547209] [DEBUG] [LOCAL     ] No optimal features file found for BCS: ./output/feature-sets/BCS.txt
[2025-11-25T23:31:09.547297] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:31:09.547416] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:31:09.547482] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:31:09.547576] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:31:09.607844] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:31:09.608671] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:31:09.608839] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:31:09.608893] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:31:09.704945] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:31:09.705126] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:31:09.705173] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:31:09.705208] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:31:09.708836] [DEBUG] [FORECASTER] BCS: Forecast T+1@11:T+2@11: UP (p=94.25%)
[2025-11-25T23:31:09.709177] [INFO ] [FORECASTER] Completed predict_future for BCS
[2025-11-25T23:31:09.709347] [INFO ] [sig       ] BCS: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:31:09.855053] [INFO ] [LOCAL     ] Saved forecast: BCS	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/BCS.txt
[2025-11-25T23:31:09.855217] [INFO ] [sig       ] [377/3639] Completed BCS in 0.3s | 3.00 sym/s | Total: 2.1m | ETA: 18.1m
[2025-11-25T23:31:09.855273] [INFO ] [sig       ] [378/3639] Forecasting BCSF...
[2025-11-25T23:31:09.855343] [INFO ] [sig       ] Generating forecast for: BCSF
[2025-11-25T23:31:09.855464] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BCSF' from 'https://tdm.silogroup.org/data/derivative_storage/BCSF.csv'.
[2025-11-25T23:31:09.867767] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BCSF'.
[2025-11-25T23:31:09.868114] [INFO ] [FORECASTER] Starting predict_future for BCSF
[2025-11-25T23:31:09.868952] [DEBUG] [LOCAL     ] No optimal features file found for BCSF: ./output/feature-sets/BCSF.txt
[2025-11-25T23:31:09.869023] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:31:09.869071] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:31:09.869112] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:31:09.869207] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:31:09.928214] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:31:09.928958] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:31:09.929061] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:31:09.929109] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:31:10.042557] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:31:10.042787] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:31:10.042868] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:31:10.042918] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:31:10.047213] [DEBUG] [FORECASTER] BCSF: Forecast T+1@11:T+2@11: DOWN (p=19.71%)
[2025-11-25T23:31:10.047728] [INFO ] [FORECASTER] Completed predict_future for BCSF
[2025-11-25T23:31:10.047950] [INFO ] [sig       ] BCSF: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:31:10.201153] [INFO ] [LOCAL     ] Saved forecast: BCSF	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/BCSF.txt
[2025-11-25T23:31:10.201356] [INFO ] [sig       ] [378/3639] Completed BCSF in 0.3s | 3.00 sym/s | Total: 2.1m | ETA: 18.1m
[2025-11-25T23:31:10.201479] [INFO ] [sig       ] [379/3639] Forecasting BCTX...
[2025-11-25T23:31:10.201550] [INFO ] [sig       ] Generating forecast for: BCTX
[2025-11-25T23:31:10.201622] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BCTX' from 'https://tdm.silogroup.org/data/derivative_storage/BCTX.csv'.
[2025-11-25T23:31:10.216231] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BCTX'.
[2025-11-25T23:31:10.216835] [INFO ] [FORECASTER] Starting predict_future for BCTX
[2025-11-25T23:31:10.217918] [DEBUG] [LOCAL     ] No optimal features file found for BCTX: ./output/feature-sets/BCTX.txt
[2025-11-25T23:31:10.217995] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:31:10.218047] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:31:10.218091] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:31:10.218168] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:31:10.280129] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:31:10.281275] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:31:10.281401] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:31:10.281453] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:31:10.392333] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:31:10.392567] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:31:10.392629] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:31:10.392702] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:31:10.396433] [DEBUG] [FORECASTER] BCTX: Forecast T+1@11:T+2@11: DOWN (p=33.38%)
[2025-11-25T23:31:10.396883] [INFO ] [FORECASTER] Completed predict_future for BCTX
[2025-11-25T23:31:10.397119] [INFO ] [sig       ] BCTX: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:31:10.545532] [INFO ] [LOCAL     ] Saved forecast: BCTX	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/BCTX.txt
[2025-11-25T23:31:10.545758] [INFO ] [sig       ] [379/3639] Completed BCTX in 0.3s | 3.00 sym/s | Total: 2.1m | ETA: 18.1m
[2025-11-25T23:31:10.545819] [INFO ] [sig       ] [380/3639] Forecasting BCX...
[2025-11-25T23:31:10.545865] [INFO ] [sig       ] Generating forecast for: BCX
[2025-11-25T23:31:10.545908] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BCX' from 'https://tdm.silogroup.org/data/derivative_storage/BCX.csv'.
[2025-11-25T23:31:10.557636] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BCX'.
[2025-11-25T23:31:10.558042] [INFO ] [FORECASTER] Starting predict_future for BCX
[2025-11-25T23:31:10.558927] [DEBUG] [LOCAL     ] No optimal features file found for BCX: ./output/feature-sets/BCX.txt
[2025-11-25T23:31:10.558998] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:31:10.559045] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:31:10.559085] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:31:10.559156] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:31:10.618602] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:31:10.619551] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:31:10.619679] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:31:10.619730] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:31:10.715989] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:31:10.716194] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:31:10.716243] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:31:10.716285] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:31:10.719973] [DEBUG] [FORECASTER] BCX: Forecast T+1@11:T+2@11: UP (p=96.89%)
[2025-11-25T23:31:10.720312] [INFO ] [FORECASTER] Completed predict_future for BCX
[2025-11-25T23:31:10.720468] [INFO ] [sig       ] BCX: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:31:10.866991] [INFO ] [LOCAL     ] Saved forecast: BCX	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/BCX.txt
[2025-11-25T23:31:10.867156] [INFO ] [sig       ] [380/3639] Completed BCX in 0.3s | 3.00 sym/s | Total: 2.1m | ETA: 18.1m
[2025-11-25T23:31:10.867221] [INFO ] [sig       ] [381/3639] Forecasting BCYC...
[2025-11-25T23:31:10.867269] [INFO ] [sig       ] Generating forecast for: BCYC
[2025-11-25T23:31:10.867315] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BCYC' from 'https://tdm.silogroup.org/data/derivative_storage/BCYC.csv'.
[2025-11-25T23:31:10.879489] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BCYC'.
[2025-11-25T23:31:10.879947] [INFO ] [FORECASTER] Starting predict_future for BCYC
[2025-11-25T23:31:10.880839] [DEBUG] [LOCAL     ] No optimal features file found for BCYC: ./output/feature-sets/BCYC.txt
[2025-11-25T23:31:10.880910] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:31:10.880959] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:31:10.881010] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:31:10.881083] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:31:10.942347] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:31:10.943182] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:31:10.943288] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:31:10.943334] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:31:11.039773] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:31:11.039985] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:31:11.040033] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:31:11.040067] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:31:11.043673] [DEBUG] [FORECASTER] BCYC: Forecast T+1@11:T+2@11: DOWN (p=23.11%)
[2025-11-25T23:31:11.044058] [INFO ] [FORECASTER] Completed predict_future for BCYC
[2025-11-25T23:31:11.044229] [INFO ] [sig       ] BCYC: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:31:11.191261] [INFO ] [LOCAL     ] Saved forecast: BCYC	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/BCYC.txt
[2025-11-25T23:31:11.191419] [INFO ] [sig       ] [381/3639] Completed BCYC in 0.3s | 3.00 sym/s | Total: 2.1m | ETA: 18.1m
[2025-11-25T23:31:11.191475] [INFO ] [sig       ] [382/3639] Forecasting BDC...
[2025-11-25T23:31:11.191519] [INFO ] [sig       ] Generating forecast for: BDC
[2025-11-25T23:31:11.191563] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BDC' from 'https://tdm.silogroup.org/data/derivative_storage/BDC.csv'.
[2025-11-25T23:31:11.202781] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BDC'.
[2025-11-25T23:31:11.203083] [INFO ] [FORECASTER] Starting predict_future for BDC
[2025-11-25T23:31:11.203909] [DEBUG] [LOCAL     ] No optimal features file found for BDC: ./output/feature-sets/BDC.txt
[2025-11-25T23:31:11.203979] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:31:11.204026] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:31:11.204068] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:31:11.204137] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:31:11.264165] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:31:11.265059] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:31:11.265164] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:31:11.265213] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:31:11.360046] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:31:11.360256] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:31:11.360307] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:31:11.360344] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:31:11.363867] [DEBUG] [FORECASTER] BDC: Forecast T+1@11:T+2@11: DOWN (p=13.35%)
[2025-11-25T23:31:11.364261] [INFO ] [FORECASTER] Completed predict_future for BDC
[2025-11-25T23:31:11.364418] [INFO ] [sig       ] BDC: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:31:11.509794] [INFO ] [LOCAL     ] Saved forecast: BDC	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/BDC.txt
[2025-11-25T23:31:11.509964] [INFO ] [sig       ] [382/3639] Completed BDC in 0.3s | 3.00 sym/s | Total: 2.1m | ETA: 18.1m
[2025-11-25T23:31:11.510020] [INFO ] [sig       ] [383/3639] Forecasting BDJ...
[2025-11-25T23:31:11.510065] [INFO ] [sig       ] Generating forecast for: BDJ
[2025-11-25T23:31:11.510109] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BDJ' from 'https://tdm.silogroup.org/data/derivative_storage/BDJ.csv'.
[2025-11-25T23:31:11.522006] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BDJ'.
[2025-11-25T23:31:11.522304] [INFO ] [FORECASTER] Starting predict_future for BDJ
[2025-11-25T23:31:11.523136] [DEBUG] [LOCAL     ] No optimal features file found for BDJ: ./output/feature-sets/BDJ.txt
[2025-11-25T23:31:11.523206] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:31:11.523253] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:31:11.523293] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:31:11.523362] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:31:11.581526] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:31:11.582187] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:31:11.582284] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:31:11.582331] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:31:11.682293] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:31:11.682435] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:31:11.682480] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:31:11.682515] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:31:11.685864] [DEBUG] [FORECASTER] BDJ: Forecast T+1@11:T+2@11: UP (p=88.72%)
[2025-11-25T23:31:11.686156] [INFO ] [FORECASTER] Completed predict_future for BDJ
[2025-11-25T23:31:11.686294] [INFO ] [sig       ] BDJ: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:31:11.828554] [INFO ] [LOCAL     ] Saved forecast: BDJ	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/BDJ.txt
[2025-11-25T23:31:11.828735] [INFO ] [sig       ] [383/3639] Completed BDJ in 0.3s | 3.00 sym/s | Total: 2.1m | ETA: 18.1m
[2025-11-25T23:31:11.828794] [INFO ] [sig       ] [384/3639] Forecasting BDN...
[2025-11-25T23:31:11.828838] [INFO ] [sig       ] Generating forecast for: BDN
[2025-11-25T23:31:11.828882] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BDN' from 'https://tdm.silogroup.org/data/derivative_storage/BDN.csv'.
[2025-11-25T23:31:11.840595] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BDN'.
[2025-11-25T23:31:11.840925] [INFO ] [FORECASTER] Starting predict_future for BDN
[2025-11-25T23:31:11.841801] [DEBUG] [LOCAL     ] No optimal features file found for BDN: ./output/feature-sets/BDN.txt
[2025-11-25T23:31:11.841870] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:31:11.841917] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:31:11.841958] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:31:11.842027] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:31:11.902499] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:31:11.903297] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:31:11.903397] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:31:11.903444] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:31:12.006659] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:31:12.006815] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:31:12.006878] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:31:12.006914] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:31:12.010353] [DEBUG] [FORECASTER] BDN: Forecast T+1@11:T+2@11: UP (p=91.58%)
[2025-11-25T23:31:12.010684] [INFO ] [FORECASTER] Completed predict_future for BDN
[2025-11-25T23:31:12.010848] [INFO ] [sig       ] BDN: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:31:12.156621] [INFO ] [LOCAL     ] Saved forecast: BDN	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/BDN.txt
[2025-11-25T23:31:12.156796] [INFO ] [sig       ] [384/3639] Completed BDN in 0.3s | 3.00 sym/s | Total: 2.1m | ETA: 18.1m
[2025-11-25T23:31:12.156851] [INFO ] [sig       ] [385/3639] Forecasting BDRX...
[2025-11-25T23:31:12.156896] [INFO ] [sig       ] Generating forecast for: BDRX
[2025-11-25T23:31:12.156938] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BDRX' from 'https://tdm.silogroup.org/data/derivative_storage/BDRX.csv'.
[2025-11-25T23:31:12.168863] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BDRX'.
[2025-11-25T23:31:12.169194] [INFO ] [FORECASTER] Starting predict_future for BDRX
[2025-11-25T23:31:12.170045] [DEBUG] [LOCAL     ] No optimal features file found for BDRX: ./output/feature-sets/BDRX.txt
[2025-11-25T23:31:12.170114] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:31:12.170160] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:31:12.170202] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:31:12.170270] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:31:12.229457] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:31:12.230124] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:31:12.230222] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:31:12.230270] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:31:12.331800] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:31:12.331946] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:31:12.331989] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:31:12.332023] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:31:12.335372] [DEBUG] [FORECASTER] BDRX: Forecast T+1@11:T+2@11: DOWN (p=48.51%)
[2025-11-25T23:31:12.335690] [INFO ] [FORECASTER] Completed predict_future for BDRX
[2025-11-25T23:31:12.335850] [INFO ] [sig       ] BDRX: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:31:12.479043] [INFO ] [LOCAL     ] Saved forecast: BDRX	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/BDRX.txt
[2025-11-25T23:31:12.479210] [INFO ] [sig       ] [385/3639] Completed BDRX in 0.3s | 3.01 sym/s | Total: 2.1m | ETA: 18.0m
[2025-11-25T23:31:12.479276] [INFO ] [sig       ] [386/3639] Forecasting BDSX...
[2025-11-25T23:31:12.479330] [INFO ] [sig       ] Generating forecast for: BDSX
[2025-11-25T23:31:12.479375] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BDSX' from 'https://tdm.silogroup.org/data/derivative_storage/BDSX.csv'.
[2025-11-25T23:31:12.491923] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BDSX'.
[2025-11-25T23:31:12.492321] [INFO ] [FORECASTER] Starting predict_future for BDSX
[2025-11-25T23:31:12.493188] [DEBUG] [LOCAL     ] No optimal features file found for BDSX: ./output/feature-sets/BDSX.txt
[2025-11-25T23:31:12.493264] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:31:12.493312] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:31:12.493353] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:31:12.493424] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:31:12.553203] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:31:12.554187] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:31:12.554296] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:31:12.554344] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:31:12.662536] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:31:12.662764] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:31:12.662817] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:31:12.662853] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:31:12.666539] [DEBUG] [FORECASTER] BDSX: Forecast T+1@11:T+2@11: UP (p=70.63%)
[2025-11-25T23:31:12.666932] [INFO ] [FORECASTER] Completed predict_future for BDSX
[2025-11-25T23:31:12.667105] [INFO ] [sig       ] BDSX: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:31:12.828808] [INFO ] [LOCAL     ] Saved forecast: BDSX	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/BDSX.txt
[2025-11-25T23:31:12.829009] [INFO ] [sig       ] [386/3639] Completed BDSX in 0.3s | 3.00 sym/s | Total: 2.1m | ETA: 18.0m
[2025-11-25T23:31:12.829068] [INFO ] [sig       ] [387/3639] Forecasting BDTX...
[2025-11-25T23:31:12.829112] [INFO ] [sig       ] Generating forecast for: BDTX
[2025-11-25T23:31:12.829157] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BDTX' from 'https://tdm.silogroup.org/data/derivative_storage/BDTX.csv'.
[2025-11-25T23:31:12.841227] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BDTX'.
[2025-11-25T23:31:12.841635] [INFO ] [FORECASTER] Starting predict_future for BDTX
[2025-11-25T23:31:12.842514] [DEBUG] [LOCAL     ] No optimal features file found for BDTX: ./output/feature-sets/BDTX.txt
[2025-11-25T23:31:12.842586] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:31:12.842634] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:31:12.842698] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:31:12.842770] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:31:12.902493] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:31:12.903390] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:31:12.903492] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:31:12.903539] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:31:13.013132] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:31:13.013329] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:31:13.013377] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:31:13.013413] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:31:13.016947] [DEBUG] [FORECASTER] BDTX: Forecast T+1@11:T+2@11: DOWN (p=9.85%)
[2025-11-25T23:31:13.017253] [INFO ] [FORECASTER] Completed predict_future for BDTX
[2025-11-25T23:31:13.017431] [INFO ] [sig       ] BDTX: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:31:13.160346] [INFO ] [LOCAL     ] Saved forecast: BDTX	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/BDTX.txt
[2025-11-25T23:31:13.160514] [INFO ] [sig       ] [387/3639] Completed BDTX in 0.3s | 3.00 sym/s | Total: 2.1m | ETA: 18.0m
[2025-11-25T23:31:13.160572] [INFO ] [sig       ] [388/3639] Forecasting BDX...
[2025-11-25T23:31:13.160616] [INFO ] [sig       ] Generating forecast for: BDX
[2025-11-25T23:31:13.160686] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BDX' from 'https://tdm.silogroup.org/data/derivative_storage/BDX.csv'.
[2025-11-25T23:31:13.172381] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BDX'.
[2025-11-25T23:31:13.172734] [INFO ] [FORECASTER] Starting predict_future for BDX
[2025-11-25T23:31:13.173546] [DEBUG] [LOCAL     ] No optimal features file found for BDX: ./output/feature-sets/BDX.txt
[2025-11-25T23:31:13.173617] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:31:13.173719] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:31:13.173764] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:31:13.173835] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:31:13.233251] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:31:13.233943] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:31:13.234043] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:31:13.234092] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:31:13.330908] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:31:13.331074] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:31:13.331120] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:31:13.331156] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:31:13.334613] [DEBUG] [FORECASTER] BDX: Forecast T+1@11:T+2@11: UP (p=86.72%)
[2025-11-25T23:31:13.334936] [INFO ] [FORECASTER] Completed predict_future for BDX
[2025-11-25T23:31:13.335091] [INFO ] [sig       ] BDX: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:31:13.481243] [INFO ] [LOCAL     ] Saved forecast: BDX	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/BDX.txt
[2025-11-25T23:31:13.481399] [INFO ] [sig       ] [388/3639] Completed BDX in 0.3s | 3.01 sym/s | Total: 2.2m | ETA: 18.0m
[2025-11-25T23:31:13.481456] [INFO ] [sig       ] [389/3639] Forecasting BE...
[2025-11-25T23:31:13.481500] [INFO ] [sig       ] Generating forecast for: BE
[2025-11-25T23:31:13.481549] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BE' from 'https://tdm.silogroup.org/data/derivative_storage/BE.csv'.
[2025-11-25T23:31:13.493738] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BE'.
[2025-11-25T23:31:13.494067] [INFO ] [FORECASTER] Starting predict_future for BE
[2025-11-25T23:31:13.494900] [DEBUG] [LOCAL     ] No optimal features file found for BE: ./output/feature-sets/BE.txt
[2025-11-25T23:31:13.494970] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:31:13.495018] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:31:13.495058] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:31:13.495127] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:31:13.554222] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:31:13.554880] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:31:13.554975] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:31:13.555023] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:31:13.649923] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:31:13.650080] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:31:13.650124] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:31:13.650158] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:31:13.653532] [DEBUG] [FORECASTER] BE: Forecast T+1@11:T+2@11: UP (p=71.40%)
[2025-11-25T23:31:13.653986] [INFO ] [FORECASTER] Completed predict_future for BE
[2025-11-25T23:31:13.654205] [INFO ] [sig       ] BE: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:31:13.795288] [INFO ] [LOCAL     ] Saved forecast: BE	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/BE.txt
[2025-11-25T23:31:13.795450] [INFO ] [sig       ] [389/3639] Completed BE in 0.3s | 3.01 sym/s | Total: 2.2m | ETA: 18.0m
[2025-11-25T23:31:13.795504] [INFO ] [sig       ] [390/3639] Forecasting BEAM...
[2025-11-25T23:31:13.795548] [INFO ] [sig       ] Generating forecast for: BEAM
[2025-11-25T23:31:13.795588] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BEAM' from 'https://tdm.silogroup.org/data/derivative_storage/BEAM.csv'.
[2025-11-25T23:31:13.807049] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BEAM'.
[2025-11-25T23:31:13.807417] [INFO ] [FORECASTER] Starting predict_future for BEAM
[2025-11-25T23:31:13.808261] [DEBUG] [LOCAL     ] No optimal features file found for BEAM: ./output/feature-sets/BEAM.txt
[2025-11-25T23:31:13.808334] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:31:13.808380] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:31:13.808422] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:31:13.808497] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:31:13.867353] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:31:13.868069] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:31:13.868167] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:31:13.868215] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:31:13.963698] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:31:13.963860] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:31:13.963905] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:31:13.963940] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:31:13.967333] [DEBUG] [FORECASTER] BEAM: Forecast T+1@11:T+2@11: DOWN (p=6.76%)
[2025-11-25T23:31:13.967779] [INFO ] [FORECASTER] Completed predict_future for BEAM
[2025-11-25T23:31:13.967946] [INFO ] [sig       ] BEAM: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:31:14.109837] [INFO ] [LOCAL     ] Saved forecast: BEAM	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/BEAM.txt
[2025-11-25T23:31:14.109994] [INFO ] [sig       ] [390/3639] Completed BEAM in 0.3s | 3.01 sym/s | Total: 2.2m | ETA: 18.0m
[2025-11-25T23:31:14.110050] [INFO ] [sig       ] [391/3639] Forecasting BEEM...
[2025-11-25T23:31:14.110093] [INFO ] [sig       ] Generating forecast for: BEEM
[2025-11-25T23:31:14.110135] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BEEM' from 'https://tdm.silogroup.org/data/derivative_storage/BEEM.csv'.
[2025-11-25T23:31:14.121401] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BEEM'.
[2025-11-25T23:31:14.121728] [INFO ] [FORECASTER] Starting predict_future for BEEM
[2025-11-25T23:31:14.122550] [DEBUG] [LOCAL     ] No optimal features file found for BEEM: ./output/feature-sets/BEEM.txt
[2025-11-25T23:31:14.122619] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:31:14.122697] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:31:14.122739] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:31:14.122810] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:31:14.184377] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:31:14.185164] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:31:14.185263] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:31:14.185311] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:31:14.278907] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:31:14.279048] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:31:14.279092] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:31:14.279127] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:31:14.282415] [DEBUG] [FORECASTER] BEEM: Forecast T+1@11:T+2@11: UP (p=92.65%)
[2025-11-25T23:31:14.282729] [INFO ] [FORECASTER] Completed predict_future for BEEM
[2025-11-25T23:31:14.282882] [INFO ] [sig       ] BEEM: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:31:14.424501] [INFO ] [LOCAL     ] Saved forecast: BEEM	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/BEEM.txt
[2025-11-25T23:31:14.424689] [INFO ] [sig       ] [391/3639] Completed BEEM in 0.3s | 3.01 sym/s | Total: 2.2m | ETA: 18.0m
[2025-11-25T23:31:14.424748] [INFO ] [sig       ] [392/3639] Forecasting BEEP...
[2025-11-25T23:31:14.424803] [INFO ] [sig       ] Generating forecast for: BEEP
[2025-11-25T23:31:14.424847] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BEEP' from 'https://tdm.silogroup.org/data/derivative_storage/BEEP.csv'.
[2025-11-25T23:31:14.436512] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BEEP'.
[2025-11-25T23:31:14.436969] [INFO ] [FORECASTER] Starting predict_future for BEEP
[2025-11-25T23:31:14.437875] [DEBUG] [LOCAL     ] No optimal features file found for BEEP: ./output/feature-sets/BEEP.txt
[2025-11-25T23:31:14.437946] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:31:14.437993] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:31:14.438033] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:31:14.438103] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:31:14.496726] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:31:14.497623] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:31:14.497746] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:31:14.497799] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:31:14.605449] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:31:14.605597] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:31:14.605658] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:31:14.605721] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:31:14.609183] [DEBUG] [FORECASTER] BEEP: Forecast T+1@11:T+2@11: DOWN (p=47.82%)
[2025-11-25T23:31:14.609496] [INFO ] [FORECASTER] Completed predict_future for BEEP
[2025-11-25T23:31:14.609678] [INFO ] [sig       ] BEEP: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:31:14.751490] [INFO ] [LOCAL     ] Saved forecast: BEEP	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/BEEP.txt
[2025-11-25T23:31:14.751669] [INFO ] [sig       ] [392/3639] Completed BEEP in 0.3s | 3.01 sym/s | Total: 2.2m | ETA: 18.0m
[2025-11-25T23:31:14.751726] [INFO ] [sig       ] [393/3639] Forecasting BEKE...
[2025-11-25T23:31:14.751771] [INFO ] [sig       ] Generating forecast for: BEKE
[2025-11-25T23:31:14.751815] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BEKE' from 'https://tdm.silogroup.org/data/derivative_storage/BEKE.csv'.
[2025-11-25T23:31:14.763492] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BEKE'.
[2025-11-25T23:31:14.763906] [INFO ] [FORECASTER] Starting predict_future for BEKE
[2025-11-25T23:31:14.764740] [DEBUG] [LOCAL     ] No optimal features file found for BEKE: ./output/feature-sets/BEKE.txt
[2025-11-25T23:31:14.764810] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:31:14.764857] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:31:14.764898] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:31:14.764966] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:31:14.824108] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:31:14.824793] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:31:14.824892] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:31:14.824940] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:31:14.939077] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:31:14.939277] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:31:14.939329] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:31:14.939363] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:31:14.942945] [DEBUG] [FORECASTER] BEKE: Forecast T+1@11:T+2@11: DOWN (p=23.88%)
[2025-11-25T23:31:14.943241] [INFO ] [FORECASTER] Completed predict_future for BEKE
[2025-11-25T23:31:14.943402] [INFO ] [sig       ] BEKE: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:31:15.138223] [INFO ] [LOCAL     ] Saved forecast: BEKE	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/BEKE.txt
[2025-11-25T23:31:15.138413] [INFO ] [sig       ] [393/3639] Completed BEKE in 0.4s | 3.01 sym/s | Total: 2.2m | ETA: 18.0m
[2025-11-25T23:31:15.138468] [INFO ] [sig       ] [394/3639] Forecasting BELFA...
[2025-11-25T23:31:15.138512] [INFO ] [sig       ] Generating forecast for: BELFA
[2025-11-25T23:31:15.138554] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BELFA' from 'https://tdm.silogroup.org/data/derivative_storage/BELFA.csv'.
[2025-11-25T23:31:15.150361] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BELFA'.
[2025-11-25T23:31:15.150845] [INFO ] [FORECASTER] Starting predict_future for BELFA
[2025-11-25T23:31:15.151738] [DEBUG] [LOCAL     ] No optimal features file found for BELFA: ./output/feature-sets/BELFA.txt
[2025-11-25T23:31:15.151808] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:31:15.151856] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:31:15.151897] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:31:15.151968] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:31:15.211703] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:31:15.212449] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:31:15.212550] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:31:15.212599] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:31:15.318289] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:31:15.318452] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:31:15.318499] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:31:15.318534] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:31:15.322015] [DEBUG] [FORECASTER] BELFA: Forecast T+1@11:T+2@11: UP (p=91.95%)
[2025-11-25T23:31:15.322352] [INFO ] [FORECASTER] Completed predict_future for BELFA
[2025-11-25T23:31:15.322522] [INFO ] [sig       ] BELFA: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:31:15.471825] [INFO ] [LOCAL     ] Saved forecast: BELFA	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/BELFA.txt
[2025-11-25T23:31:15.472009] [INFO ] [sig       ] [394/3639] Completed BELFA in 0.3s | 3.01 sym/s | Total: 2.2m | ETA: 18.0m
[2025-11-25T23:31:15.472069] [INFO ] [sig       ] [395/3639] Forecasting BELFB...
[2025-11-25T23:31:15.472113] [INFO ] [sig       ] Generating forecast for: BELFB
[2025-11-25T23:31:15.472157] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BELFB' from 'https://tdm.silogroup.org/data/derivative_storage/BELFB.csv'.
[2025-11-25T23:31:15.483929] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BELFB'.
[2025-11-25T23:31:15.484262] [INFO ] [FORECASTER] Starting predict_future for BELFB
[2025-11-25T23:31:15.485172] [DEBUG] [LOCAL     ] No optimal features file found for BELFB: ./output/feature-sets/BELFB.txt
[2025-11-25T23:31:15.485246] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:31:15.485303] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:31:15.485351] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:31:15.485433] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:31:15.544804] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:31:15.545525] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:31:15.545629] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:31:15.545699] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:31:15.671593] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:31:15.671767] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:31:15.671820] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:31:15.671875] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:31:15.675694] [DEBUG] [FORECASTER] BELFB: Forecast T+1@11:T+2@11: DOWN (p=21.34%)
[2025-11-25T23:31:15.676041] [INFO ] [FORECASTER] Completed predict_future for BELFB
[2025-11-25T23:31:15.676235] [INFO ] [sig       ] BELFB: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:31:15.818357] [INFO ] [LOCAL     ] Saved forecast: BELFB	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/BELFB.txt
[2025-11-25T23:31:15.818495] [INFO ] [sig       ] [395/3639] Completed BELFB in 0.3s | 3.00 sym/s | Total: 2.2m | ETA: 18.0m
[2025-11-25T23:31:15.818554] [INFO ] [sig       ] [396/3639] Forecasting BEN...
[2025-11-25T23:31:15.818599] [INFO ] [sig       ] Generating forecast for: BEN
[2025-11-25T23:31:15.818663] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BEN' from 'https://tdm.silogroup.org/data/derivative_storage/BEN.csv'.
[2025-11-25T23:31:15.832817] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BEN'.
[2025-11-25T23:31:15.833372] [INFO ] [FORECASTER] Starting predict_future for BEN
[2025-11-25T23:31:15.834405] [DEBUG] [LOCAL     ] No optimal features file found for BEN: ./output/feature-sets/BEN.txt
[2025-11-25T23:31:15.834482] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:31:15.834542] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:31:15.834586] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:31:15.834693] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:31:15.896257] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:31:15.897557] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:31:15.897718] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:31:15.897781] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:31:16.024789] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:31:16.025440] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:31:16.025558] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:31:16.025671] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:31:16.029980] [DEBUG] [FORECASTER] BEN: Forecast T+1@11:T+2@11: UP (p=74.96%)
[2025-11-25T23:31:16.030410] [INFO ] [FORECASTER] Completed predict_future for BEN
[2025-11-25T23:31:16.030671] [INFO ] [sig       ] BEN: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:31:16.180680] [INFO ] [LOCAL     ] Saved forecast: BEN	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/BEN.txt
[2025-11-25T23:31:16.180944] [INFO ] [sig       ] [396/3639] Completed BEN in 0.4s | 3.00 sym/s | Total: 2.2m | ETA: 18.0m
[2025-11-25T23:31:16.181041] [INFO ] [sig       ] [397/3639] Forecasting BEP...
[2025-11-25T23:31:16.181103] [INFO ] [sig       ] Generating forecast for: BEP
[2025-11-25T23:31:16.181159] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BEP' from 'https://tdm.silogroup.org/data/derivative_storage/BEP.csv'.
[2025-11-25T23:31:16.196276] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BEP'.
[2025-11-25T23:31:16.196917] [INFO ] [FORECASTER] Starting predict_future for BEP
[2025-11-25T23:31:16.197949] [DEBUG] [LOCAL     ] No optimal features file found for BEP: ./output/feature-sets/BEP.txt
[2025-11-25T23:31:16.198041] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:31:16.198114] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:31:16.198168] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:31:16.198239] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:31:16.260008] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:31:16.261249] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:31:16.261405] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:31:16.261503] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:31:16.380480] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:31:16.380791] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:31:16.380851] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:31:16.380888] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:31:16.384987] [DEBUG] [FORECASTER] BEP: Forecast T+1@11:T+2@11: UP (p=61.37%)
[2025-11-25T23:31:16.385363] [INFO ] [FORECASTER] Completed predict_future for BEP
[2025-11-25T23:31:16.385564] [INFO ] [sig       ] BEP: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:31:16.532911] [INFO ] [LOCAL     ] Saved forecast: BEP	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/BEP.txt
[2025-11-25T23:31:16.533163] [INFO ] [sig       ] [397/3639] Completed BEP in 0.4s | 3.00 sym/s | Total: 2.2m | ETA: 18.0m
[2025-11-25T23:31:16.533226] [INFO ] [sig       ] [398/3639] Forecasting BEPH...
[2025-11-25T23:31:16.533274] [INFO ] [sig       ] Generating forecast for: BEPH
[2025-11-25T23:31:16.533322] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BEPH' from 'https://tdm.silogroup.org/data/derivative_storage/BEPH.csv'.
[2025-11-25T23:31:16.547613] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BEPH'.
[2025-11-25T23:31:16.548095] [INFO ] [FORECASTER] Starting predict_future for BEPH
[2025-11-25T23:31:16.549094] [DEBUG] [LOCAL     ] No optimal features file found for BEPH: ./output/feature-sets/BEPH.txt
[2025-11-25T23:31:16.549180] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:31:16.549257] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:31:16.549330] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:31:16.549456] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:31:16.607764] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:31:16.608449] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:31:16.608555] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:31:16.608615] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:31:16.709264] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:31:16.709394] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:31:16.709438] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:31:16.709472] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:31:16.712783] [DEBUG] [FORECASTER] BEPH: Forecast T+1@11:T+2@11: UP (p=89.64%)
[2025-11-25T23:31:16.713075] [INFO ] [FORECASTER] Completed predict_future for BEPH
[2025-11-25T23:31:16.713235] [INFO ] [sig       ] BEPH: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:31:16.853508] [INFO ] [LOCAL     ] Saved forecast: BEPH	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/BEPH.txt
[2025-11-25T23:31:16.853664] [INFO ] [sig       ] [398/3639] Completed BEPH in 0.3s | 3.00 sym/s | Total: 2.2m | ETA: 18.0m
[2025-11-25T23:31:16.853723] [INFO ] [sig       ] [399/3639] Forecasting BEPI...
[2025-11-25T23:31:16.853766] [INFO ] [sig       ] Generating forecast for: BEPI
[2025-11-25T23:31:16.853809] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BEPI' from 'https://tdm.silogroup.org/data/derivative_storage/BEPI.csv'.
[2025-11-25T23:31:16.866533] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BEPI'.
[2025-11-25T23:31:16.866921] [INFO ] [FORECASTER] Starting predict_future for BEPI
[2025-11-25T23:31:16.867808] [DEBUG] [LOCAL     ] No optimal features file found for BEPI: ./output/feature-sets/BEPI.txt
[2025-11-25T23:31:16.867879] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:31:16.867926] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:31:16.867994] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:31:16.868068] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:31:16.926252] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:31:16.927101] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:31:16.927202] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:31:16.927250] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:31:17.014333] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:31:17.014445] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:31:17.014488] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:31:17.014523] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:31:17.017906] [DEBUG] [FORECASTER] BEPI: Forecast T+1@11:T+2@11: UP (p=93.19%)
[2025-11-25T23:31:17.018195] [INFO ] [FORECASTER] Completed predict_future for BEPI
[2025-11-25T23:31:17.018361] [INFO ] [sig       ] BEPI: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:31:17.158826] [INFO ] [LOCAL     ] Saved forecast: BEPI	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/BEPI.txt
[2025-11-25T23:31:17.158977] [INFO ] [sig       ] [399/3639] Completed BEPI in 0.3s | 3.00 sym/s | Total: 2.2m | ETA: 18.0m
[2025-11-25T23:31:17.159032] [INFO ] [sig       ] [400/3639] Forecasting BFAM...
[2025-11-25T23:31:17.159076] [INFO ] [sig       ] Generating forecast for: BFAM
[2025-11-25T23:31:17.159119] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BFAM' from 'https://tdm.silogroup.org/data/derivative_storage/BFAM.csv'.
[2025-11-25T23:31:17.170822] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BFAM'.
[2025-11-25T23:31:17.171142] [INFO ] [FORECASTER] Starting predict_future for BFAM
[2025-11-25T23:31:17.172032] [DEBUG] [LOCAL     ] No optimal features file found for BFAM: ./output/feature-sets/BFAM.txt
[2025-11-25T23:31:17.172103] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:31:17.172148] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:31:17.172189] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:31:17.172256] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:31:17.230894] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:31:17.231552] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:31:17.231669] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:31:17.231719] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:31:17.338441] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:31:17.338698] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:31:17.338782] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:31:17.338832] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:31:17.342677] [DEBUG] [FORECASTER] BFAM: Forecast T+1@11:T+2@11: UP (p=73.48%)
[2025-11-25T23:31:17.343022] [INFO ] [FORECASTER] Completed predict_future for BFAM
[2025-11-25T23:31:17.343204] [INFO ] [sig       ] BFAM: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:31:17.483543] [INFO ] [LOCAL     ] Saved forecast: BFAM	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/BFAM.txt
[2025-11-25T23:31:17.483734] [INFO ] [sig       ] [400/3639] Completed BFAM in 0.3s | 3.00 sym/s | Total: 2.2m | ETA: 18.0m
[2025-11-25T23:31:17.483804] [INFO ] [sig       ] [401/3639] Forecasting BFC...
[2025-11-25T23:31:17.483851] [INFO ] [sig       ] Generating forecast for: BFC
[2025-11-25T23:31:17.483934] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BFC' from 'https://tdm.silogroup.org/data/derivative_storage/BFC.csv'.
[2025-11-25T23:31:17.496042] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BFC'.
[2025-11-25T23:31:17.496423] [INFO ] [FORECASTER] Starting predict_future for BFC
[2025-11-25T23:31:17.497324] [DEBUG] [LOCAL     ] No optimal features file found for BFC: ./output/feature-sets/BFC.txt
[2025-11-25T23:31:17.497411] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:31:17.497471] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:31:17.497520] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:31:17.497607] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:31:17.556062] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:31:17.556791] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:31:17.556897] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:31:17.556946] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:31:17.659330] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:31:17.659516] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:31:17.659565] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:31:17.659598] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:31:17.663392] [DEBUG] [FORECASTER] BFC: Forecast T+1@11:T+2@11: UP (p=96.75%)
[2025-11-25T23:31:17.663927] [INFO ] [FORECASTER] Completed predict_future for BFC
[2025-11-25T23:31:17.664095] [INFO ] [sig       ] BFC: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:31:17.810468] [INFO ] [LOCAL     ] Saved forecast: BFC	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/BFC.txt
[2025-11-25T23:31:17.810695] [INFO ] [sig       ] [401/3639] Completed BFC in 0.3s | 3.00 sym/s | Total: 2.2m | ETA: 18.0m
[2025-11-25T23:31:17.810781] [INFO ] [sig       ] [402/3639] Forecasting BFH...
[2025-11-25T23:31:17.810828] [INFO ] [sig       ] Generating forecast for: BFH
[2025-11-25T23:31:17.810896] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BFH' from 'https://tdm.silogroup.org/data/derivative_storage/BFH.csv'.
[2025-11-25T23:31:17.823737] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BFH'.
[2025-11-25T23:31:17.824133] [INFO ] [FORECASTER] Starting predict_future for BFH
[2025-11-25T23:31:17.824990] [DEBUG] [LOCAL     ] No optimal features file found for BFH: ./output/feature-sets/BFH.txt
[2025-11-25T23:31:17.825063] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:31:17.825112] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:31:17.825155] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:31:17.825228] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:31:17.884413] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:31:17.885371] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:31:17.885484] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:31:17.885535] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:31:17.986858] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:31:17.986983] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:31:17.987028] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:31:17.987062] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:31:17.990372] [DEBUG] [FORECASTER] BFH: Forecast T+1@11:T+2@11: DOWN (p=2.56%)
[2025-11-25T23:31:17.990704] [INFO ] [FORECASTER] Completed predict_future for BFH
[2025-11-25T23:31:17.990864] [INFO ] [sig       ] BFH: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:31:18.133426] [INFO ] [LOCAL     ] Saved forecast: BFH	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/BFH.txt
[2025-11-25T23:31:18.133581] [INFO ] [sig       ] [402/3639] Completed BFH in 0.3s | 3.01 sym/s | Total: 2.2m | ETA: 18.0m
[2025-11-25T23:31:18.133657] [INFO ] [sig       ] [403/3639] Forecasting BFIN...
[2025-11-25T23:31:18.133704] [INFO ] [sig       ] Generating forecast for: BFIN
[2025-11-25T23:31:18.133749] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BFIN' from 'https://tdm.silogroup.org/data/derivative_storage/BFIN.csv'.
[2025-11-25T23:31:18.145728] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BFIN'.
[2025-11-25T23:31:18.146069] [INFO ] [FORECASTER] Starting predict_future for BFIN
[2025-11-25T23:31:18.146967] [DEBUG] [LOCAL     ] No optimal features file found for BFIN: ./output/feature-sets/BFIN.txt
[2025-11-25T23:31:18.147039] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:31:18.147086] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:31:18.147136] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:31:18.147216] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:31:18.205786] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:31:18.206438] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:31:18.206537] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:31:18.206589] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:31:18.308745] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:31:18.308881] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:31:18.308927] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:31:18.308961] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:31:18.312293] [DEBUG] [FORECASTER] BFIN: Forecast T+1@11:T+2@11: UP (p=93.32%)
[2025-11-25T23:31:18.312582] [INFO ] [FORECASTER] Completed predict_future for BFIN
[2025-11-25T23:31:18.312750] [INFO ] [sig       ] BFIN: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:31:18.454636] [INFO ] [LOCAL     ] Saved forecast: BFIN	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/BFIN.txt
[2025-11-25T23:31:18.454797] [INFO ] [sig       ] [403/3639] Completed BFIN in 0.3s | 3.01 sym/s | Total: 2.2m | ETA: 17.9m
[2025-11-25T23:31:18.454853] [INFO ] [sig       ] [404/3639] Forecasting BFK...
[2025-11-25T23:31:18.454894] [INFO ] [sig       ] Generating forecast for: BFK
[2025-11-25T23:31:18.454938] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BFK' from 'https://tdm.silogroup.org/data/derivative_storage/BFK.csv'.
[2025-11-25T23:31:18.467324] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BFK'.
[2025-11-25T23:31:18.467831] [INFO ] [FORECASTER] Starting predict_future for BFK
[2025-11-25T23:31:18.468682] [DEBUG] [LOCAL     ] No optimal features file found for BFK: ./output/feature-sets/BFK.txt
[2025-11-25T23:31:18.468754] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:31:18.468801] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:31:18.468844] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:31:18.468914] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:31:18.526985] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:31:18.527639] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:31:18.527758] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:31:18.527806] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:31:18.633511] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:31:18.633634] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:31:18.633704] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:31:18.633762] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:31:18.637166] [DEBUG] [FORECASTER] BFK: Forecast T+1@11:T+2@11: DOWN (p=8.88%)
[2025-11-25T23:31:18.637490] [INFO ] [FORECASTER] Completed predict_future for BFK
[2025-11-25T23:31:18.637638] [INFO ] [sig       ] BFK: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:31:18.780000] [INFO ] [LOCAL     ] Saved forecast: BFK	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/BFK.txt
[2025-11-25T23:31:18.780156] [INFO ] [sig       ] [404/3639] Completed BFK in 0.3s | 3.01 sym/s | Total: 2.2m | ETA: 17.9m
[2025-11-25T23:31:18.780212] [INFO ] [sig       ] [405/3639] Forecasting BFLY...
[2025-11-25T23:31:18.780260] [INFO ] [sig       ] Generating forecast for: BFLY
[2025-11-25T23:31:18.780302] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BFLY' from 'https://tdm.silogroup.org/data/derivative_storage/BFLY.csv'.
[2025-11-25T23:31:18.792666] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BFLY'.
[2025-11-25T23:31:18.792989] [INFO ] [FORECASTER] Starting predict_future for BFLY
[2025-11-25T23:31:18.793832] [DEBUG] [LOCAL     ] No optimal features file found for BFLY: ./output/feature-sets/BFLY.txt
[2025-11-25T23:31:18.793904] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:31:18.793951] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:31:18.793997] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:31:18.794069] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:31:18.853194] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:31:18.853896] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:31:18.853997] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:31:18.854045] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:31:18.962827] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:31:18.962982] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:31:18.963029] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:31:18.963063] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:31:18.966535] [DEBUG] [FORECASTER] BFLY: Forecast T+1@11:T+2@11: UP (p=61.54%)
[2025-11-25T23:31:18.966877] [INFO ] [FORECASTER] Completed predict_future for BFLY
[2025-11-25T23:31:18.967056] [INFO ] [sig       ] BFLY: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:31:19.109449] [INFO ] [LOCAL     ] Saved forecast: BFLY	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/BFLY.txt
[2025-11-25T23:31:19.109626] [INFO ] [sig       ] [405/3639] Completed BFLY in 0.3s | 3.01 sym/s | Total: 2.2m | ETA: 17.9m
[2025-11-25T23:31:19.109708] [INFO ] [sig       ] [406/3639] Forecasting BFS...
[2025-11-25T23:31:19.109756] [INFO ] [sig       ] Generating forecast for: BFS
[2025-11-25T23:31:19.109800] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BFS' from 'https://tdm.silogroup.org/data/derivative_storage/BFS.csv'.
[2025-11-25T23:31:19.121956] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BFS'.
[2025-11-25T23:31:19.122283] [INFO ] [FORECASTER] Starting predict_future for BFS
[2025-11-25T23:31:19.123133] [DEBUG] [LOCAL     ] No optimal features file found for BFS: ./output/feature-sets/BFS.txt
[2025-11-25T23:31:19.123203] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:31:19.123250] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:31:19.123289] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:31:19.123357] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:31:19.182107] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:31:19.182799] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:31:19.182896] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:31:19.182944] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:31:19.283916] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:31:19.284054] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:31:19.284097] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:31:19.284131] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:31:19.287432] [DEBUG] [FORECASTER] BFS: Forecast T+1@11:T+2@11: DOWN (p=3.29%)
[2025-11-25T23:31:19.287768] [INFO ] [FORECASTER] Completed predict_future for BFS
[2025-11-25T23:31:19.287956] [INFO ] [sig       ] BFS: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:31:19.429260] [INFO ] [LOCAL     ] Saved forecast: BFS	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/BFS.txt
[2025-11-25T23:31:19.429438] [INFO ] [sig       ] [406/3639] Completed BFS in 0.3s | 3.01 sym/s | Total: 2.3m | ETA: 17.9m
[2025-11-25T23:31:19.429506] [INFO ] [sig       ] [407/3639] Forecasting BFZ...
[2025-11-25T23:31:19.429553] [INFO ] [sig       ] Generating forecast for: BFZ
[2025-11-25T23:31:19.429595] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BFZ' from 'https://tdm.silogroup.org/data/derivative_storage/BFZ.csv'.
[2025-11-25T23:31:19.441995] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BFZ'.
[2025-11-25T23:31:19.442352] [INFO ] [FORECASTER] Starting predict_future for BFZ
[2025-11-25T23:31:19.443194] [DEBUG] [LOCAL     ] No optimal features file found for BFZ: ./output/feature-sets/BFZ.txt
[2025-11-25T23:31:19.443264] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:31:19.443311] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:31:19.443350] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:31:19.443423] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:31:19.502084] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:31:19.502798] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:31:19.502896] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:31:19.502943] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:31:19.603434] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:31:19.603622] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:31:19.603690] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:31:19.603731] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:31:19.607244] [DEBUG] [FORECASTER] BFZ: Forecast T+1@11:T+2@11: UP (p=86.99%)
[2025-11-25T23:31:19.607555] [INFO ] [FORECASTER] Completed predict_future for BFZ
[2025-11-25T23:31:19.607739] [INFO ] [sig       ] BFZ: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:31:19.754810] [INFO ] [LOCAL     ] Saved forecast: BFZ	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/BFZ.txt
[2025-11-25T23:31:19.755073] [INFO ] [sig       ] [407/3639] Completed BFZ in 0.3s | 3.01 sym/s | Total: 2.3m | ETA: 17.9m
[2025-11-25T23:31:19.755135] [INFO ] [sig       ] [408/3639] Forecasting BG...
[2025-11-25T23:31:19.755182] [INFO ] [sig       ] Generating forecast for: BG
[2025-11-25T23:31:19.755224] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BG' from 'https://tdm.silogroup.org/data/derivative_storage/BG.csv'.
[2025-11-25T23:31:19.768381] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BG'.
[2025-11-25T23:31:19.768829] [INFO ] [FORECASTER] Starting predict_future for BG
[2025-11-25T23:31:19.769685] [DEBUG] [LOCAL     ] No optimal features file found for BG: ./output/feature-sets/BG.txt
[2025-11-25T23:31:19.769755] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:31:19.769803] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:31:19.769844] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:31:19.769914] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:31:19.828734] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:31:19.829573] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:31:19.829707] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:31:19.829760] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:31:19.939809] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:31:19.940000] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:31:19.940069] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:31:19.940105] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:31:19.943612] [DEBUG] [FORECASTER] BG: Forecast T+1@11:T+2@11: DOWN (p=36.04%)
[2025-11-25T23:31:19.943957] [INFO ] [FORECASTER] Completed predict_future for BG
[2025-11-25T23:31:19.944117] [INFO ] [sig       ] BG: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:31:20.084961] [INFO ] [LOCAL     ] Saved forecast: BG	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/BG.txt
[2025-11-25T23:31:20.085115] [INFO ] [sig       ] [408/3639] Completed BG in 0.3s | 3.01 sym/s | Total: 2.3m | ETA: 17.9m
[2025-11-25T23:31:20.085172] [INFO ] [sig       ] [409/3639] Forecasting BGB...
[2025-11-25T23:31:20.085214] [INFO ] [sig       ] Generating forecast for: BGB
[2025-11-25T23:31:20.085259] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BGB' from 'https://tdm.silogroup.org/data/derivative_storage/BGB.csv'.
[2025-11-25T23:31:20.097226] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BGB'.
[2025-11-25T23:31:20.097566] [INFO ] [FORECASTER] Starting predict_future for BGB
[2025-11-25T23:31:20.098389] [DEBUG] [LOCAL     ] No optimal features file found for BGB: ./output/feature-sets/BGB.txt
[2025-11-25T23:31:20.098464] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:31:20.098514] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:31:20.098557] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:31:20.098628] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:31:20.156730] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:31:20.157380] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:31:20.157478] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:31:20.157525] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:31:20.267660] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:31:20.267821] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:31:20.267866] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:31:20.267900] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:31:20.271297] [DEBUG] [FORECASTER] BGB: Forecast T+1@11:T+2@11: UP (p=56.89%)
[2025-11-25T23:31:20.271610] [INFO ] [FORECASTER] Completed predict_future for BGB
[2025-11-25T23:31:20.271785] [INFO ] [sig       ] BGB: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:31:20.414220] [INFO ] [LOCAL     ] Saved forecast: BGB	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/BGB.txt
[2025-11-25T23:31:20.414384] [INFO ] [sig       ] [409/3639] Completed BGB in 0.3s | 3.01 sym/s | Total: 2.3m | ETA: 17.9m
[2025-11-25T23:31:20.414446] [INFO ] [sig       ] [410/3639] Forecasting BGC...
[2025-11-25T23:31:20.414492] [INFO ] [sig       ] Generating forecast for: BGC
[2025-11-25T23:31:20.414533] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BGC' from 'https://tdm.silogroup.org/data/derivative_storage/BGC.csv'.
[2025-11-25T23:31:20.426537] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BGC'.
[2025-11-25T23:31:20.426854] [INFO ] [FORECASTER] Starting predict_future for BGC
[2025-11-25T23:31:20.430659] [DEBUG] [LOCAL     ] No optimal features file found for BGC: ./output/feature-sets/BGC.txt
[2025-11-25T23:31:20.430739] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:31:20.430795] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:31:20.430848] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:31:20.430981] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:31:20.489019] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:31:20.489822] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:31:20.489933] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:31:20.489993] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:31:20.606382] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:31:20.606513] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:31:20.606556] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:31:20.606590] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:31:20.609883] [DEBUG] [FORECASTER] BGC: Forecast T+1@11:T+2@11: UP (p=82.57%)
[2025-11-25T23:31:20.610208] [INFO ] [FORECASTER] Completed predict_future for BGC
[2025-11-25T23:31:20.610381] [INFO ] [sig       ] BGC: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:31:20.752294] [INFO ] [LOCAL     ] Saved forecast: BGC	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/BGC.txt
[2025-11-25T23:31:20.752460] [INFO ] [sig       ] [410/3639] Completed BGC in 0.3s | 3.01 sym/s | Total: 2.3m | ETA: 17.9m
[2025-11-25T23:31:20.752520] [INFO ] [sig       ] [411/3639] Forecasting BGH...
[2025-11-25T23:31:20.752565] [INFO ] [sig       ] Generating forecast for: BGH
[2025-11-25T23:31:20.752610] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BGH' from 'https://tdm.silogroup.org/data/derivative_storage/BGH.csv'.
[2025-11-25T23:31:20.765295] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BGH'.
[2025-11-25T23:31:20.765757] [INFO ] [FORECASTER] Starting predict_future for BGH
[2025-11-25T23:31:20.766606] [DEBUG] [LOCAL     ] No optimal features file found for BGH: ./output/feature-sets/BGH.txt
[2025-11-25T23:31:20.766702] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:31:20.766752] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:31:20.766797] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:31:20.766867] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:31:20.827883] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:31:20.828967] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:31:20.829081] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:31:20.829134] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:31:20.946419] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:31:20.946696] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:31:20.946783] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:31:20.946832] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:31:20.950576] [DEBUG] [FORECASTER] BGH: Forecast T+1@11:T+2@11: UP (p=93.14%)
[2025-11-25T23:31:20.950926] [INFO ] [FORECASTER] Completed predict_future for BGH
[2025-11-25T23:31:20.951137] [INFO ] [sig       ] BGH: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:31:21.098774] [INFO ] [LOCAL     ] Saved forecast: BGH	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/BGH.txt
[2025-11-25T23:31:21.098966] [INFO ] [sig       ] [411/3639] Completed BGH in 0.3s | 3.01 sym/s | Total: 2.3m | ETA: 17.9m
[2025-11-25T23:31:21.099027] [INFO ] [sig       ] [412/3639] Forecasting BGLC...
[2025-11-25T23:31:21.099081] [INFO ] [sig       ] Generating forecast for: BGLC
[2025-11-25T23:31:21.099144] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BGLC' from 'https://tdm.silogroup.org/data/derivative_storage/BGLC.csv'.
[2025-11-25T23:31:21.112377] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BGLC'.
[2025-11-25T23:31:21.112803] [INFO ] [FORECASTER] Starting predict_future for BGLC
[2025-11-25T23:31:21.113759] [DEBUG] [LOCAL     ] No optimal features file found for BGLC: ./output/feature-sets/BGLC.txt
[2025-11-25T23:31:21.113835] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:31:21.113900] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:31:21.113948] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:31:21.114021] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:31:21.174990] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:31:21.175872] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:31:21.175978] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:31:21.176030] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:31:21.290302] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:31:21.290501] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:31:21.290550] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:31:21.290586] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:31:21.294339] [DEBUG] [FORECASTER] BGLC: Forecast T+1@11:T+2@11: UP (p=88.80%)
[2025-11-25T23:31:21.294683] [INFO ] [FORECASTER] Completed predict_future for BGLC
[2025-11-25T23:31:21.294865] [INFO ] [sig       ] BGLC: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:31:21.444400] [INFO ] [LOCAL     ] Saved forecast: BGLC	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/BGLC.txt
[2025-11-25T23:31:21.444597] [INFO ] [sig       ] [412/3639] Completed BGLC in 0.3s | 3.01 sym/s | Total: 2.3m | ETA: 17.9m
[2025-11-25T23:31:21.444685] [INFO ] [sig       ] [413/3639] Forecasting BGRN...
[2025-11-25T23:31:21.444735] [INFO ] [sig       ] Generating forecast for: BGRN
[2025-11-25T23:31:21.444781] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BGRN' from 'https://tdm.silogroup.org/data/derivative_storage/BGRN.csv'.
[2025-11-25T23:31:21.459826] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BGRN'.
[2025-11-25T23:31:21.460529] [INFO ] [FORECASTER] Starting predict_future for BGRN
[2025-11-25T23:31:21.461721] [DEBUG] [LOCAL     ] No optimal features file found for BGRN: ./output/feature-sets/BGRN.txt
[2025-11-25T23:31:21.461812] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:31:21.461882] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:31:21.461942] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:31:21.462049] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:31:21.536072] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:31:21.537346] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:31:21.537526] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:31:21.537583] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:31:21.665987] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:31:21.666292] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:31:21.666351] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:31:21.666389] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:31:21.670617] [DEBUG] [FORECASTER] BGRN: Forecast T+1@11:T+2@11: DOWN (p=31.95%)
[2025-11-25T23:31:21.671013] [INFO ] [FORECASTER] Completed predict_future for BGRN
[2025-11-25T23:31:21.671200] [INFO ] [sig       ] BGRN: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:31:21.818139] [INFO ] [LOCAL     ] Saved forecast: BGRN	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/BGRN.txt
[2025-11-25T23:31:21.818364] [INFO ] [sig       ] [413/3639] Completed BGRN in 0.4s | 3.00 sym/s | Total: 2.3m | ETA: 17.9m
[2025-11-25T23:31:21.818439] [INFO ] [sig       ] [414/3639] Forecasting BGS...
[2025-11-25T23:31:21.818502] [INFO ] [sig       ] Generating forecast for: BGS
[2025-11-25T23:31:21.818557] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BGS' from 'https://tdm.silogroup.org/data/derivative_storage/BGS.csv'.
[2025-11-25T23:31:21.833147] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BGS'.
[2025-11-25T23:31:21.833729] [INFO ] [FORECASTER] Starting predict_future for BGS
[2025-11-25T23:31:21.834948] [DEBUG] [LOCAL     ] No optimal features file found for BGS: ./output/feature-sets/BGS.txt
[2025-11-25T23:31:21.835029] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:31:21.835097] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:31:21.835154] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:31:21.835252] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:31:21.897419] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:31:21.898716] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:31:21.898841] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:31:21.898906] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:31:22.017219] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:31:22.017504] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:31:22.017557] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:31:22.017593] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:31:22.021613] [DEBUG] [FORECASTER] BGS: Forecast T+1@11:T+2@11: UP (p=60.66%)
[2025-11-25T23:31:22.021994] [INFO ] [FORECASTER] Completed predict_future for BGS
[2025-11-25T23:31:22.022157] [INFO ] [sig       ] BGS: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:31:22.172957] [INFO ] [LOCAL     ] Saved forecast: BGS	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/BGS.txt
[2025-11-25T23:31:22.173214] [INFO ] [sig       ] [414/3639] Completed BGS in 0.4s | 3.00 sym/s | Total: 2.3m | ETA: 17.9m
[2025-11-25T23:31:22.173351] [INFO ] [sig       ] [415/3639] Forecasting BGSF...
[2025-11-25T23:31:22.173409] [INFO ] [sig       ] Generating forecast for: BGSF
[2025-11-25T23:31:22.173463] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BGSF' from 'https://tdm.silogroup.org/data/derivative_storage/BGSF.csv'.
[2025-11-25T23:31:22.187416] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BGSF'.
[2025-11-25T23:31:22.187979] [INFO ] [FORECASTER] Starting predict_future for BGSF
[2025-11-25T23:31:22.188958] [DEBUG] [LOCAL     ] No optimal features file found for BGSF: ./output/feature-sets/BGSF.txt
[2025-11-25T23:31:22.189032] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:31:22.189082] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:31:22.189123] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:31:22.189194] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:31:22.253669] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:31:22.255043] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:31:22.255170] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:31:22.255222] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:31:22.386160] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:31:22.386419] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:31:22.386476] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:31:22.386513] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:31:22.390587] [DEBUG] [FORECASTER] BGSF: Forecast T+1@11:T+2@11: DOWN (p=17.46%)
[2025-11-25T23:31:22.391012] [INFO ] [FORECASTER] Completed predict_future for BGSF
[2025-11-25T23:31:22.391194] [INFO ] [sig       ] BGSF: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:31:22.536911] [INFO ] [LOCAL     ] Saved forecast: BGSF	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/BGSF.txt
[2025-11-25T23:31:22.537145] [INFO ] [sig       ] [415/3639] Completed BGSF in 0.4s | 3.00 sym/s | Total: 2.3m | ETA: 17.9m
[2025-11-25T23:31:22.537204] [INFO ] [sig       ] [416/3639] Forecasting BGY...
[2025-11-25T23:31:22.537261] [INFO ] [sig       ] Generating forecast for: BGY
[2025-11-25T23:31:22.537321] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BGY' from 'https://tdm.silogroup.org/data/derivative_storage/BGY.csv'.
[2025-11-25T23:31:22.550357] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BGY'.
[2025-11-25T23:31:22.550816] [INFO ] [FORECASTER] Starting predict_future for BGY
[2025-11-25T23:31:22.551766] [DEBUG] [LOCAL     ] No optimal features file found for BGY: ./output/feature-sets/BGY.txt
[2025-11-25T23:31:22.551843] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:31:22.551895] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:31:22.551941] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:31:22.552026] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:31:22.612626] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:31:22.613344] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:31:22.613452] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:31:22.613507] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:31:22.728489] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:31:22.728633] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:31:22.728704] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:31:22.728746] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:31:22.732127] [DEBUG] [FORECASTER] BGY: Forecast T+1@11:T+2@11: DOWN (p=13.66%)
[2025-11-25T23:31:22.732426] [INFO ] [FORECASTER] Completed predict_future for BGY
[2025-11-25T23:31:22.732600] [INFO ] [sig       ] BGY: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:31:22.874635] [INFO ] [LOCAL     ] Saved forecast: BGY	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/BGY.txt
[2025-11-25T23:31:22.874841] [INFO ] [sig       ] [416/3639] Completed BGY in 0.3s | 3.00 sym/s | Total: 2.3m | ETA: 17.9m
[2025-11-25T23:31:22.874898] [INFO ] [sig       ] [417/3639] Forecasting BHC...
[2025-11-25T23:31:22.874943] [INFO ] [sig       ] Generating forecast for: BHC
[2025-11-25T23:31:22.874987] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BHC' from 'https://tdm.silogroup.org/data/derivative_storage/BHC.csv'.
[2025-11-25T23:31:22.889029] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BHC'.
[2025-11-25T23:31:22.889615] [INFO ] [FORECASTER] Starting predict_future for BHC
[2025-11-25T23:31:22.890680] [DEBUG] [LOCAL     ] No optimal features file found for BHC: ./output/feature-sets/BHC.txt
[2025-11-25T23:31:22.890754] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:31:22.890812] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:31:22.890869] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:31:22.890959] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:31:22.954510] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:31:22.955751] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:31:22.955870] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:31:22.955930] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:31:23.079080] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:31:23.079346] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:31:23.079398] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:31:23.079435] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:31:23.083507] [DEBUG] [FORECASTER] BHC: Forecast T+1@11:T+2@11: UP (p=67.18%)
[2025-11-25T23:31:23.083908] [INFO ] [FORECASTER] Completed predict_future for BHC
[2025-11-25T23:31:23.084101] [INFO ] [sig       ] BHC: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:31:23.235056] [INFO ] [LOCAL     ] Saved forecast: BHC	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/BHC.txt
[2025-11-25T23:31:23.235322] [INFO ] [sig       ] [417/3639] Completed BHC in 0.4s | 3.00 sym/s | Total: 2.3m | ETA: 17.9m
[2025-11-25T23:31:23.235388] [INFO ] [sig       ] [418/3639] Forecasting BHE...
[2025-11-25T23:31:23.235436] [INFO ] [sig       ] Generating forecast for: BHE
[2025-11-25T23:31:23.235488] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BHE' from 'https://tdm.silogroup.org/data/derivative_storage/BHE.csv'.
[2025-11-25T23:31:23.250453] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BHE'.
[2025-11-25T23:31:23.251002] [INFO ] [FORECASTER] Starting predict_future for BHE
[2025-11-25T23:31:23.251998] [DEBUG] [LOCAL     ] No optimal features file found for BHE: ./output/feature-sets/BHE.txt
[2025-11-25T23:31:23.252071] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:31:23.252132] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:31:23.252188] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:31:23.252280] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:31:23.316070] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:31:23.317409] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:31:23.317589] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:31:23.317677] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:31:23.449303] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:31:23.449593] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:31:23.449667] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:31:23.449717] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:31:23.454130] [DEBUG] [FORECASTER] BHE: Forecast T+1@11:T+2@11: UP (p=85.17%)
[2025-11-25T23:31:23.454828] [INFO ] [FORECASTER] Completed predict_future for BHE
[2025-11-25T23:31:23.455036] [INFO ] [sig       ] BHE: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:31:23.638599] [INFO ] [LOCAL     ] Saved forecast: BHE	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/BHE.txt
[2025-11-25T23:31:23.638856] [INFO ] [sig       ] [418/3639] Completed BHE in 0.4s | 3.00 sym/s | Total: 2.3m | ETA: 17.9m
[2025-11-25T23:31:23.638926] [INFO ] [sig       ] [419/3639] Forecasting BHF...
[2025-11-25T23:31:23.638973] [INFO ] [sig       ] Generating forecast for: BHF
[2025-11-25T23:31:23.639017] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BHF' from 'https://tdm.silogroup.org/data/derivative_storage/BHF.csv'.
[2025-11-25T23:31:23.656026] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BHF'.
[2025-11-25T23:31:23.656798] [INFO ] [FORECASTER] Starting predict_future for BHF
[2025-11-25T23:31:23.657984] [DEBUG] [LOCAL     ] No optimal features file found for BHF: ./output/feature-sets/BHF.txt
[2025-11-25T23:31:23.658070] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:31:23.658145] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:31:23.658211] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:31:23.658337] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:31:23.732035] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:31:23.733414] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:31:23.733575] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:31:23.733669] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:31:23.882828] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:31:23.883140] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:31:23.883229] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:31:23.883315] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:31:23.888025] [DEBUG] [FORECASTER] BHF: Forecast T+1@11:T+2@11: DOWN (p=9.76%)
[2025-11-25T23:31:23.888517] [INFO ] [FORECASTER] Completed predict_future for BHF
[2025-11-25T23:31:23.888737] [INFO ] [sig       ] BHF: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:31:24.086082] [INFO ] [LOCAL     ] Saved forecast: BHF	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/BHF.txt
[2025-11-25T23:31:24.086416] [INFO ] [sig       ] [419/3639] Completed BHF in 0.4s | 3.00 sym/s | Total: 2.3m | ETA: 17.9m
[2025-11-25T23:31:24.086488] [INFO ] [sig       ] [420/3639] Forecasting BHFAL...
[2025-11-25T23:31:24.086535] [INFO ] [sig       ] Generating forecast for: BHFAL
[2025-11-25T23:31:24.086577] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BHFAL' from 'https://tdm.silogroup.org/data/derivative_storage/BHFAL.csv'.
[2025-11-25T23:31:24.105385] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BHFAL'.
[2025-11-25T23:31:24.106035] [INFO ] [FORECASTER] Starting predict_future for BHFAL
[2025-11-25T23:31:24.107293] [DEBUG] [LOCAL     ] No optimal features file found for BHFAL: ./output/feature-sets/BHFAL.txt
[2025-11-25T23:31:24.107415] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:31:24.107481] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:31:24.107538] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:31:24.107664] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:31:24.191990] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:31:24.193221] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:31:24.193369] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:31:24.193437] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:31:24.327881] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:31:24.328121] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:31:24.328197] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:31:24.328249] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:31:24.333261] [DEBUG] [FORECASTER] BHFAL: Forecast T+1@11:T+2@11: DOWN (p=19.89%)
[2025-11-25T23:31:24.333766] [INFO ] [FORECASTER] Completed predict_future for BHFAL
[2025-11-25T23:31:24.333987] [INFO ] [sig       ] BHFAL: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:31:24.558928] [INFO ] [LOCAL     ] Saved forecast: BHFAL	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/BHFAL.txt
[2025-11-25T23:31:24.559194] [INFO ] [sig       ] [420/3639] Completed BHFAL in 0.5s | 3.00 sym/s | Total: 2.3m | ETA: 17.9m
[2025-11-25T23:31:24.559271] [INFO ] [sig       ] [421/3639] Forecasting BHFAM...
[2025-11-25T23:31:24.559329] [INFO ] [sig       ] Generating forecast for: BHFAM
[2025-11-25T23:31:24.559393] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BHFAM' from 'https://tdm.silogroup.org/data/derivative_storage/BHFAM.csv'.
[2025-11-25T23:31:24.575846] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BHFAM'.
[2025-11-25T23:31:24.576412] [INFO ] [FORECASTER] Starting predict_future for BHFAM
[2025-11-25T23:31:24.577685] [DEBUG] [LOCAL     ] No optimal features file found for BHFAM: ./output/feature-sets/BHFAM.txt
[2025-11-25T23:31:24.577788] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:31:24.577856] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:31:24.577918] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:31:24.578019] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:31:24.665632] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:31:24.666819] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:31:24.666960] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:31:24.667062] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:31:24.798231] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:31:24.798427] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:31:24.798482] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:31:24.798523] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:31:24.802349] [DEBUG] [FORECASTER] BHFAM: Forecast T+1@11:T+2@11: UP (p=63.81%)
[2025-11-25T23:31:24.802721] [INFO ] [FORECASTER] Completed predict_future for BHFAM
[2025-11-25T23:31:24.802892] [INFO ] [sig       ] BHFAM: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:31:24.945361] [INFO ] [LOCAL     ] Saved forecast: BHFAM	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/BHFAM.txt
[2025-11-25T23:31:24.945525] [INFO ] [sig       ] [421/3639] Completed BHFAM in 0.4s | 2.99 sym/s | Total: 2.3m | ETA: 17.9m
[2025-11-25T23:31:24.945581] [INFO ] [sig       ] [422/3639] Forecasting BHFAN...
[2025-11-25T23:31:24.945624] [INFO ] [sig       ] Generating forecast for: BHFAN
[2025-11-25T23:31:24.945689] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BHFAN' from 'https://tdm.silogroup.org/data/derivative_storage/BHFAN.csv'.
[2025-11-25T23:31:24.956962] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BHFAN'.
[2025-11-25T23:31:24.957317] [INFO ] [FORECASTER] Starting predict_future for BHFAN
[2025-11-25T23:31:24.958231] [DEBUG] [LOCAL     ] No optimal features file found for BHFAN: ./output/feature-sets/BHFAN.txt
[2025-11-25T23:31:24.958301] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:31:24.958348] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:31:24.958388] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:31:24.958457] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:31:25.016525] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:31:25.017189] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:31:25.017289] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:31:25.017338] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:31:25.111097] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:31:25.111233] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:31:25.111277] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:31:25.111311] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:31:25.114747] [DEBUG] [FORECASTER] BHFAN: Forecast T+1@11:T+2@11: DOWN (p=4.53%)
[2025-11-25T23:31:25.115036] [INFO ] [FORECASTER] Completed predict_future for BHFAN
[2025-11-25T23:31:25.115179] [INFO ] [sig       ] BHFAN: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:31:25.255573] [INFO ] [LOCAL     ] Saved forecast: BHFAN	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/BHFAN.txt
[2025-11-25T23:31:25.255745] [INFO ] [sig       ] [422/3639] Completed BHFAN in 0.3s | 3.00 sym/s | Total: 2.3m | ETA: 17.9m
[2025-11-25T23:31:25.255802] [INFO ] [sig       ] [423/3639] Forecasting BHFAO...
[2025-11-25T23:31:25.255846] [INFO ] [sig       ] Generating forecast for: BHFAO
[2025-11-25T23:31:25.255888] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BHFAO' from 'https://tdm.silogroup.org/data/derivative_storage/BHFAO.csv'.
[2025-11-25T23:31:25.267940] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BHFAO'.
[2025-11-25T23:31:25.268363] [INFO ] [FORECASTER] Starting predict_future for BHFAO
[2025-11-25T23:31:25.269266] [DEBUG] [LOCAL     ] No optimal features file found for BHFAO: ./output/feature-sets/BHFAO.txt
[2025-11-25T23:31:25.269338] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:31:25.269388] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:31:25.269446] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:31:25.269533] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:31:25.330940] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:31:25.331913] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:31:25.332034] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:31:25.332087] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:31:25.449996] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:31:25.450227] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:31:25.450290] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:31:25.450341] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:31:25.454993] [DEBUG] [FORECASTER] BHFAO: Forecast T+1@11:T+2@11: UP (p=76.35%)
[2025-11-25T23:31:25.455470] [INFO ] [FORECASTER] Completed predict_future for BHFAO
[2025-11-25T23:31:25.455719] [INFO ] [sig       ] BHFAO: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:31:25.616427] [INFO ] [LOCAL     ] Saved forecast: BHFAO	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/BHFAO.txt
[2025-11-25T23:31:25.616618] [INFO ] [sig       ] [423/3639] Completed BHFAO in 0.4s | 2.99 sym/s | Total: 2.4m | ETA: 17.9m
[2025-11-25T23:31:25.616703] [INFO ] [sig       ] [424/3639] Forecasting BHFAP...
[2025-11-25T23:31:25.616750] [INFO ] [sig       ] Generating forecast for: BHFAP
[2025-11-25T23:31:25.616789] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BHFAP' from 'https://tdm.silogroup.org/data/derivative_storage/BHFAP.csv'.
[2025-11-25T23:31:25.628116] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BHFAP'.
[2025-11-25T23:31:25.628468] [INFO ] [FORECASTER] Starting predict_future for BHFAP
[2025-11-25T23:31:25.629333] [DEBUG] [LOCAL     ] No optimal features file found for BHFAP: ./output/feature-sets/BHFAP.txt
[2025-11-25T23:31:25.629404] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:31:25.629451] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:31:25.629493] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:31:25.629569] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:31:25.688912] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:31:25.689718] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:31:25.689817] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:31:25.689865] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:31:25.805963] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:31:25.806160] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:31:25.806206] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:31:25.806240] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:31:25.809783] [DEBUG] [FORECASTER] BHFAP: Forecast T+1@11:T+2@11: UP (p=58.58%)
[2025-11-25T23:31:25.810083] [INFO ] [FORECASTER] Completed predict_future for BHFAP
[2025-11-25T23:31:25.810238] [INFO ] [sig       ] BHFAP: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:31:25.953968] [INFO ] [LOCAL     ] Saved forecast: BHFAP	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/BHFAP.txt
[2025-11-25T23:31:25.954135] [INFO ] [sig       ] [424/3639] Completed BHFAP in 0.3s | 2.99 sym/s | Total: 2.4m | ETA: 17.9m
[2025-11-25T23:31:25.954198] [INFO ] [sig       ] [425/3639] Forecasting BHK...
[2025-11-25T23:31:25.954243] [INFO ] [sig       ] Generating forecast for: BHK
[2025-11-25T23:31:25.954285] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BHK' from 'https://tdm.silogroup.org/data/derivative_storage/BHK.csv'.
[2025-11-25T23:31:25.965623] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BHK'.
[2025-11-25T23:31:25.965970] [INFO ] [FORECASTER] Starting predict_future for BHK
[2025-11-25T23:31:25.966814] [DEBUG] [LOCAL     ] No optimal features file found for BHK: ./output/feature-sets/BHK.txt
[2025-11-25T23:31:25.966884] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:31:25.966930] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:31:25.966971] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:31:25.967052] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:31:26.028411] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:31:26.029321] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:31:26.029429] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:31:26.029479] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:31:26.156600] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:31:26.156997] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:31:26.157046] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:31:26.157083] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:31:26.160927] [DEBUG] [FORECASTER] BHK: Forecast T+1@11:T+2@11: DOWN (p=12.37%)
[2025-11-25T23:31:26.161230] [INFO ] [FORECASTER] Completed predict_future for BHK
[2025-11-25T23:31:26.161387] [INFO ] [sig       ] BHK: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:31:26.308051] [INFO ] [LOCAL     ] Saved forecast: BHK	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/BHK.txt
[2025-11-25T23:31:26.308220] [INFO ] [sig       ] [425/3639] Completed BHK in 0.4s | 2.99 sym/s | Total: 2.4m | ETA: 17.9m
[2025-11-25T23:31:26.308278] [INFO ] [sig       ] [426/3639] Forecasting BHP...
[2025-11-25T23:31:26.308326] [INFO ] [sig       ] Generating forecast for: BHP
[2025-11-25T23:31:26.308370] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BHP' from 'https://tdm.silogroup.org/data/derivative_storage/BHP.csv'.
[2025-11-25T23:31:26.321326] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BHP'.
[2025-11-25T23:31:26.321705] [INFO ] [FORECASTER] Starting predict_future for BHP
[2025-11-25T23:31:26.322541] [DEBUG] [LOCAL     ] No optimal features file found for BHP: ./output/feature-sets/BHP.txt
[2025-11-25T23:31:26.322614] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:31:26.322686] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:31:26.322732] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:31:26.322805] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:31:26.384294] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:31:26.385111] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:31:26.385216] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:31:26.385266] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:31:26.500781] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:31:26.501018] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:31:26.501076] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:31:26.501120] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:31:26.504963] [DEBUG] [FORECASTER] BHP: Forecast T+1@11:T+2@11: DOWN (p=0.99%)
[2025-11-25T23:31:26.505292] [INFO ] [FORECASTER] Completed predict_future for BHP
[2025-11-25T23:31:26.505453] [INFO ] [sig       ] BHP: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:31:26.651683] [INFO ] [LOCAL     ] Saved forecast: BHP	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/BHP.txt
[2025-11-25T23:31:26.651860] [INFO ] [sig       ] [426/3639] Completed BHP in 0.3s | 2.99 sym/s | Total: 2.4m | ETA: 17.9m
[2025-11-25T23:31:26.651920] [INFO ] [sig       ] [427/3639] Forecasting BHRB...
[2025-11-25T23:31:26.651967] [INFO ] [sig       ] Generating forecast for: BHRB
[2025-11-25T23:31:26.652024] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BHRB' from 'https://tdm.silogroup.org/data/derivative_storage/BHRB.csv'.
[2025-11-25T23:31:26.665809] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BHRB'.
[2025-11-25T23:31:26.666169] [INFO ] [FORECASTER] Starting predict_future for BHRB
[2025-11-25T23:31:26.667031] [DEBUG] [LOCAL     ] No optimal features file found for BHRB: ./output/feature-sets/BHRB.txt
[2025-11-25T23:31:26.667102] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:31:26.667149] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:31:26.667193] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:31:26.667263] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:31:26.727280] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:31:26.728191] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:31:26.728297] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:31:26.728348] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:31:26.840773] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:31:26.840960] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:31:26.841009] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:31:26.841044] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:31:26.844510] [DEBUG] [FORECASTER] BHRB: Forecast T+1@11:T+2@11: DOWN (p=17.08%)
[2025-11-25T23:31:26.844847] [INFO ] [FORECASTER] Completed predict_future for BHRB
[2025-11-25T23:31:26.845021] [INFO ] [sig       ] BHRB: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:31:26.990164] [INFO ] [LOCAL     ] Saved forecast: BHRB	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/BHRB.txt
[2025-11-25T23:31:26.990339] [INFO ] [sig       ] [427/3639] Completed BHRB in 0.3s | 2.99 sym/s | Total: 2.4m | ETA: 17.9m
[2025-11-25T23:31:26.990398] [INFO ] [sig       ] [428/3639] Forecasting BHVN...
[2025-11-25T23:31:26.990441] [INFO ] [sig       ] Generating forecast for: BHVN
[2025-11-25T23:31:26.990484] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BHVN' from 'https://tdm.silogroup.org/data/derivative_storage/BHVN.csv'.
[2025-11-25T23:31:27.002384] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BHVN'.
[2025-11-25T23:31:27.002821] [INFO ] [FORECASTER] Starting predict_future for BHVN
[2025-11-25T23:31:27.003663] [DEBUG] [LOCAL     ] No optimal features file found for BHVN: ./output/feature-sets/BHVN.txt
[2025-11-25T23:31:27.003733] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:31:27.003780] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:31:27.003821] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:31:27.003890] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:31:27.064700] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:31:27.065476] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:31:27.065595] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:31:27.065678] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:31:27.178458] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:31:27.178698] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:31:27.178775] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:31:27.178825] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:31:27.182444] [DEBUG] [FORECASTER] BHVN: Forecast T+1@11:T+2@11: UP (p=98.79%)
[2025-11-25T23:31:27.182831] [INFO ] [FORECASTER] Completed predict_future for BHVN
[2025-11-25T23:31:27.183006] [INFO ] [sig       ] BHVN: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:31:27.330511] [INFO ] [LOCAL     ] Saved forecast: BHVN	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/BHVN.txt
[2025-11-25T23:31:27.330708] [INFO ] [sig       ] [428/3639] Completed BHVN in 0.3s | 2.99 sym/s | Total: 2.4m | ETA: 17.9m
[2025-11-25T23:31:27.330772] [INFO ] [sig       ] [429/3639] Forecasting BIAF...
[2025-11-25T23:31:27.330818] [INFO ] [sig       ] Generating forecast for: BIAF
[2025-11-25T23:31:27.330866] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BIAF' from 'https://tdm.silogroup.org/data/derivative_storage/BIAF.csv'.
[2025-11-25T23:31:27.342502] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BIAF'.
[2025-11-25T23:31:27.342888] [INFO ] [FORECASTER] Starting predict_future for BIAF
[2025-11-25T23:31:27.343743] [DEBUG] [LOCAL     ] No optimal features file found for BIAF: ./output/feature-sets/BIAF.txt
[2025-11-25T23:31:27.343812] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:31:27.343861] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:31:27.343901] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:31:27.343972] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:31:27.406060] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:31:27.406814] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:31:27.406917] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:31:27.406967] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:31:27.522618] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:31:27.522836] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:31:27.522885] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:31:27.522922] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:31:27.526734] [DEBUG] [FORECASTER] BIAF: Forecast T+1@11:T+2@11: UP (p=63.81%)
[2025-11-25T23:31:27.527049] [INFO ] [FORECASTER] Completed predict_future for BIAF
[2025-11-25T23:31:27.527209] [INFO ] [sig       ] BIAF: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:31:27.679042] [INFO ] [LOCAL     ] Saved forecast: BIAF	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/BIAF.txt
[2025-11-25T23:31:27.679257] [INFO ] [sig       ] [429/3639] Completed BIAF in 0.3s | 2.99 sym/s | Total: 2.4m | ETA: 17.9m
[2025-11-25T23:31:27.679323] [INFO ] [sig       ] [430/3639] Forecasting BIB...
[2025-11-25T23:31:27.679369] [INFO ] [sig       ] Generating forecast for: BIB
[2025-11-25T23:31:27.679412] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BIB' from 'https://tdm.silogroup.org/data/derivative_storage/BIB.csv'.
[2025-11-25T23:31:27.692348] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BIB'.
[2025-11-25T23:31:27.692873] [INFO ] [FORECASTER] Starting predict_future for BIB
[2025-11-25T23:31:27.693782] [DEBUG] [LOCAL     ] No optimal features file found for BIB: ./output/feature-sets/BIB.txt
[2025-11-25T23:31:27.693853] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:31:27.693902] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:31:27.693941] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:31:27.694011] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:31:27.756870] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:31:27.757914] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:31:27.758025] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:31:27.758077] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:31:27.864977] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:31:27.865223] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:31:27.865282] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:31:27.865319] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:31:27.869387] [DEBUG] [FORECASTER] BIB: Forecast T+1@11:T+2@11: UP (p=76.19%)
[2025-11-25T23:31:27.869904] [INFO ] [FORECASTER] Completed predict_future for BIB
[2025-11-25T23:31:27.870148] [INFO ] [sig       ] BIB: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:31:28.024029] [INFO ] [LOCAL     ] Saved forecast: BIB	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/BIB.txt
[2025-11-25T23:31:28.024233] [INFO ] [sig       ] [430/3639] Completed BIB in 0.3s | 2.99 sym/s | Total: 2.4m | ETA: 17.9m
[2025-11-25T23:31:28.024293] [INFO ] [sig       ] [431/3639] Forecasting BIIB...
[2025-11-25T23:31:28.024339] [INFO ] [sig       ] Generating forecast for: BIIB
[2025-11-25T23:31:28.024386] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BIIB' from 'https://tdm.silogroup.org/data/derivative_storage/BIIB.csv'.
[2025-11-25T23:31:28.037033] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BIIB'.
[2025-11-25T23:31:28.037472] [INFO ] [FORECASTER] Starting predict_future for BIIB
[2025-11-25T23:31:28.038384] [DEBUG] [LOCAL     ] No optimal features file found for BIIB: ./output/feature-sets/BIIB.txt
[2025-11-25T23:31:28.038457] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:31:28.038506] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:31:28.038549] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:31:28.038621] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:31:28.101075] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:31:28.102039] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:31:28.102165] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:31:28.102226] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:31:28.225185] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:31:28.225408] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:31:28.225473] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:31:28.225513] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:31:28.229367] [DEBUG] [FORECASTER] BIIB: Forecast T+1@11:T+2@11: UP (p=72.54%)
[2025-11-25T23:31:28.229819] [INFO ] [FORECASTER] Completed predict_future for BIIB
[2025-11-25T23:31:28.230013] [INFO ] [sig       ] BIIB: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:31:28.382337] [INFO ] [LOCAL     ] Saved forecast: BIIB	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/BIIB.txt
[2025-11-25T23:31:28.382548] [INFO ] [sig       ] [431/3639] Completed BIIB in 0.4s | 2.99 sym/s | Total: 2.4m | ETA: 17.9m
[2025-11-25T23:31:28.382626] [INFO ] [sig       ] [432/3639] Forecasting BILI...
[2025-11-25T23:31:28.382707] [INFO ] [sig       ] Generating forecast for: BILI
[2025-11-25T23:31:28.382756] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BILI' from 'https://tdm.silogroup.org/data/derivative_storage/BILI.csv'.
[2025-11-25T23:31:28.395501] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BILI'.
[2025-11-25T23:31:28.395931] [INFO ] [FORECASTER] Starting predict_future for BILI
[2025-11-25T23:31:28.396851] [DEBUG] [LOCAL     ] No optimal features file found for BILI: ./output/feature-sets/BILI.txt
[2025-11-25T23:31:28.396922] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:31:28.396970] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:31:28.397014] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:31:28.397085] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:31:28.460155] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:31:28.461149] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:31:28.461271] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:31:28.461334] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:31:28.592547] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:31:28.592769] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:31:28.592832] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:31:28.592881] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:31:28.596385] [DEBUG] [FORECASTER] BILI: Forecast T+1@11:T+2@11: DOWN (p=28.42%)
[2025-11-25T23:31:28.596754] [INFO ] [FORECASTER] Completed predict_future for BILI
[2025-11-25T23:31:28.596927] [INFO ] [sig       ] BILI: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:31:28.740835] [INFO ] [LOCAL     ] Saved forecast: BILI	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/BILI.txt
[2025-11-25T23:31:28.741051] [INFO ] [sig       ] [432/3639] Completed BILI in 0.4s | 2.99 sym/s | Total: 2.4m | ETA: 17.9m
[2025-11-25T23:31:28.741125] [INFO ] [sig       ] [433/3639] Forecasting BILL...
[2025-11-25T23:31:28.741181] [INFO ] [sig       ] Generating forecast for: BILL
[2025-11-25T23:31:28.741229] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BILL' from 'https://tdm.silogroup.org/data/derivative_storage/BILL.csv'.
[2025-11-25T23:31:28.753273] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BILL'.
[2025-11-25T23:31:28.753777] [INFO ] [FORECASTER] Starting predict_future for BILL
[2025-11-25T23:31:28.754615] [DEBUG] [LOCAL     ] No optimal features file found for BILL: ./output/feature-sets/BILL.txt
[2025-11-25T23:31:28.754702] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:31:28.754749] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:31:28.754790] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:31:28.754858] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:31:28.813036] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:31:28.813825] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:31:28.813928] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:31:28.813975] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:31:28.933208] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:31:28.933395] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:31:28.933443] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:31:28.933479] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:31:28.937284] [DEBUG] [FORECASTER] BILL: Forecast T+1@11:T+2@11: UP (p=74.89%)
[2025-11-25T23:31:28.937707] [INFO ] [FORECASTER] Completed predict_future for BILL
[2025-11-25T23:31:28.937894] [INFO ] [sig       ] BILL: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:31:29.084160] [INFO ] [LOCAL     ] Saved forecast: BILL	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/BILL.txt
[2025-11-25T23:31:29.084328] [INFO ] [sig       ] [433/3639] Completed BILL in 0.3s | 2.99 sym/s | Total: 2.4m | ETA: 17.9m
[2025-11-25T23:31:29.084385] [INFO ] [sig       ] [434/3639] Forecasting BIO...
[2025-11-25T23:31:29.084434] [INFO ] [sig       ] Generating forecast for: BIO
[2025-11-25T23:31:29.084484] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BIO' from 'https://tdm.silogroup.org/data/derivative_storage/BIO.csv'.
[2025-11-25T23:31:29.096073] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BIO'.
[2025-11-25T23:31:29.096436] [INFO ] [FORECASTER] Starting predict_future for BIO
[2025-11-25T23:31:29.097295] [DEBUG] [LOCAL     ] No optimal features file found for BIO: ./output/feature-sets/BIO.txt
[2025-11-25T23:31:29.097392] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:31:29.097438] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:31:29.097479] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:31:29.097563] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:31:29.155781] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:31:29.156517] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:31:29.156621] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:31:29.156688] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:31:29.269253] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:31:29.269429] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:31:29.269478] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:31:29.269513] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:31:29.272993] [DEBUG] [FORECASTER] BIO: Forecast T+1@11:T+2@11: UP (p=91.12%)
[2025-11-25T23:31:29.273299] [INFO ] [FORECASTER] Completed predict_future for BIO
[2025-11-25T23:31:29.273448] [INFO ] [sig       ] BIO: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:31:29.418292] [INFO ] [LOCAL     ] Saved forecast: BIO	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/BIO.txt
[2025-11-25T23:31:29.418476] [INFO ] [sig       ] [434/3639] Completed BIO in 0.3s | 2.99 sym/s | Total: 2.4m | ETA: 17.9m
[2025-11-25T23:31:29.418537] [INFO ] [sig       ] [435/3639] Forecasting BIOX...
[2025-11-25T23:31:29.418586] [INFO ] [sig       ] Generating forecast for: BIOX
[2025-11-25T23:31:29.418704] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BIOX' from 'https://tdm.silogroup.org/data/derivative_storage/BIOX.csv'.
[2025-11-25T23:31:29.430499] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BIOX'.
[2025-11-25T23:31:29.430860] [INFO ] [FORECASTER] Starting predict_future for BIOX
[2025-11-25T23:31:29.431727] [DEBUG] [LOCAL     ] No optimal features file found for BIOX: ./output/feature-sets/BIOX.txt
[2025-11-25T23:31:29.431799] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:31:29.431846] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:31:29.431887] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:31:29.431959] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:31:29.490033] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:31:29.490757] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:31:29.490860] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:31:29.490908] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:31:29.589345] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:31:29.589530] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:31:29.589576] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:31:29.589611] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:31:29.593102] [DEBUG] [FORECASTER] BIOX: Forecast T+1@11:T+2@11: DOWN (p=4.36%)
[2025-11-25T23:31:29.593403] [INFO ] [FORECASTER] Completed predict_future for BIOX
[2025-11-25T23:31:29.593544] [INFO ] [sig       ] BIOX: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:31:29.734135] [INFO ] [LOCAL     ] Saved forecast: BIOX	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/BIOX.txt
[2025-11-25T23:31:29.734296] [INFO ] [sig       ] [435/3639] Completed BIOX in 0.3s | 2.99 sym/s | Total: 2.4m | ETA: 17.8m
[2025-11-25T23:31:29.734351] [INFO ] [sig       ] [436/3639] Forecasting BIP...
[2025-11-25T23:31:29.734391] [INFO ] [sig       ] Generating forecast for: BIP
[2025-11-25T23:31:29.734436] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BIP' from 'https://tdm.silogroup.org/data/derivative_storage/BIP.csv'.
[2025-11-25T23:31:29.746574] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BIP'.
[2025-11-25T23:31:29.746950] [INFO ] [FORECASTER] Starting predict_future for BIP
[2025-11-25T23:31:29.747810] [DEBUG] [LOCAL     ] No optimal features file found for BIP: ./output/feature-sets/BIP.txt
[2025-11-25T23:31:29.747920] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:31:29.747968] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:31:29.748008] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:31:29.748078] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:31:29.806527] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:31:29.807215] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:31:29.807315] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:31:29.807375] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:31:29.908941] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:31:29.909107] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:31:29.909152] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:31:29.909186] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:31:29.912574] [DEBUG] [FORECASTER] BIP: Forecast T+1@11:T+2@11: DOWN (p=9.72%)
[2025-11-25T23:31:29.912891] [INFO ] [FORECASTER] Completed predict_future for BIP
[2025-11-25T23:31:29.913053] [INFO ] [sig       ] BIP: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:31:30.060529] [INFO ] [LOCAL     ] Saved forecast: BIP	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/BIP.txt
[2025-11-25T23:31:30.060760] [INFO ] [sig       ] [436/3639] Completed BIP in 0.3s | 2.99 sym/s | Total: 2.4m | ETA: 17.8m
[2025-11-25T23:31:30.060829] [INFO ] [sig       ] [437/3639] Forecasting BIPH...
[2025-11-25T23:31:30.060876] [INFO ] [sig       ] Generating forecast for: BIPH
[2025-11-25T23:31:30.060927] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BIPH' from 'https://tdm.silogroup.org/data/derivative_storage/BIPH.csv'.
[2025-11-25T23:31:30.075116] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BIPH'.
[2025-11-25T23:31:30.075516] [INFO ] [FORECASTER] Starting predict_future for BIPH
[2025-11-25T23:31:30.076421] [DEBUG] [LOCAL     ] No optimal features file found for BIPH: ./output/feature-sets/BIPH.txt
[2025-11-25T23:31:30.076493] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:31:30.076539] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:31:30.076580] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:31:30.076672] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:31:30.138963] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:31:30.139719] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:31:30.139833] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:31:30.139883] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:31:30.226383] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:31:30.226564] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:31:30.226613] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:31:30.226669] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:31:30.230278] [DEBUG] [FORECASTER] BIPH: Forecast T+1@11:T+2@11: UP (p=93.77%)
[2025-11-25T23:31:30.230594] [INFO ] [FORECASTER] Completed predict_future for BIPH
[2025-11-25T23:31:30.230771] [INFO ] [sig       ] BIPH: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:31:30.376612] [INFO ] [LOCAL     ] Saved forecast: BIPH	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/BIPH.txt
[2025-11-25T23:31:30.376793] [INFO ] [sig       ] [437/3639] Completed BIPH in 0.3s | 2.99 sym/s | Total: 2.4m | ETA: 17.8m
[2025-11-25T23:31:30.376849] [INFO ] [sig       ] [438/3639] Forecasting BIPI...
[2025-11-25T23:31:30.376894] [INFO ] [sig       ] Generating forecast for: BIPI
[2025-11-25T23:31:30.376937] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BIPI' from 'https://tdm.silogroup.org/data/derivative_storage/BIPI.csv'.
[2025-11-25T23:31:30.389394] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BIPI'.
[2025-11-25T23:31:30.389811] [INFO ] [FORECASTER] Starting predict_future for BIPI
[2025-11-25T23:31:30.390668] [DEBUG] [LOCAL     ] No optimal features file found for BIPI: ./output/feature-sets/BIPI.txt
[2025-11-25T23:31:30.390740] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:31:30.390786] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:31:30.390827] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:31:30.390896] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:31:30.450332] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:31:30.451204] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:31:30.451309] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:31:30.451356] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:31:30.540554] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:31:30.540724] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:31:30.540784] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:31:30.540819] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:31:30.544258] [DEBUG] [FORECASTER] BIPI: Forecast T+1@11:T+2@11: UP (p=78.93%)
[2025-11-25T23:31:30.544565] [INFO ] [FORECASTER] Completed predict_future for BIPI
[2025-11-25T23:31:30.544750] [INFO ] [sig       ] BIPI: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:31:30.689702] [INFO ] [LOCAL     ] Saved forecast: BIPI	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/BIPI.txt
[2025-11-25T23:31:30.689876] [INFO ] [sig       ] [438/3639] Completed BIPI in 0.3s | 2.99 sym/s | Total: 2.4m | ETA: 17.8m
[2025-11-25T23:31:30.689934] [INFO ] [sig       ] [439/3639] Forecasting BIRD...
[2025-11-25T23:31:30.689981] [INFO ] [sig       ] Generating forecast for: BIRD
[2025-11-25T23:31:30.690025] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BIRD' from 'https://tdm.silogroup.org/data/derivative_storage/BIRD.csv'.
[2025-11-25T23:31:30.702203] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BIRD'.
[2025-11-25T23:31:30.702579] [INFO ] [FORECASTER] Starting predict_future for BIRD
[2025-11-25T23:31:30.703436] [DEBUG] [LOCAL     ] No optimal features file found for BIRD: ./output/feature-sets/BIRD.txt
[2025-11-25T23:31:30.703507] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:31:30.703555] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:31:30.703596] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:31:30.703686] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:31:30.764753] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:31:30.765434] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:31:30.765540] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:31:30.765590] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:31:30.880172] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:31:30.880345] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:31:30.880390] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:31:30.880424] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:31:30.883997] [DEBUG] [FORECASTER] BIRD: Forecast T+1@11:T+2@11: UP (p=52.59%)
[2025-11-25T23:31:30.884301] [INFO ] [FORECASTER] Completed predict_future for BIRD
[2025-11-25T23:31:30.884453] [INFO ] [sig       ] BIRD: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:31:31.032599] [INFO ] [LOCAL     ] Saved forecast: BIRD	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/BIRD.txt
[2025-11-25T23:31:31.032804] [INFO ] [sig       ] [439/3639] Completed BIRD in 0.3s | 2.99 sym/s | Total: 2.4m | ETA: 17.8m
[2025-11-25T23:31:31.032897] [INFO ] [sig       ] [440/3639] Forecasting BIRK...
[2025-11-25T23:31:31.032945] [INFO ] [sig       ] Generating forecast for: BIRK
[2025-11-25T23:31:31.032982] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BIRK' from 'https://tdm.silogroup.org/data/derivative_storage/BIRK.csv'.
[2025-11-25T23:31:31.045369] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BIRK'.
[2025-11-25T23:31:31.045758] [INFO ] [FORECASTER] Starting predict_future for BIRK
[2025-11-25T23:31:31.046611] [DEBUG] [LOCAL     ] No optimal features file found for BIRK: ./output/feature-sets/BIRK.txt
[2025-11-25T23:31:31.046713] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:31:31.046764] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:31:31.046808] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:31:31.046881] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:31:31.106313] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:31:31.107113] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:31:31.107216] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:31:31.107265] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:31:31.225755] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:31:31.225956] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:31:31.226014] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:31:31.226051] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:31:31.229710] [DEBUG] [FORECASTER] BIRK: Forecast T+1@11:T+2@11: UP (p=93.66%)
[2025-11-25T23:31:31.230023] [INFO ] [FORECASTER] Completed predict_future for BIRK
[2025-11-25T23:31:31.230187] [INFO ] [sig       ] BIRK: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:31:31.371988] [INFO ] [LOCAL     ] Saved forecast: BIRK	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/BIRK.txt
[2025-11-25T23:31:31.372158] [INFO ] [sig       ] [440/3639] Completed BIRK in 0.3s | 2.99 sym/s | Total: 2.5m | ETA: 17.8m
[2025-11-25T23:31:31.372216] [INFO ] [sig       ] [441/3639] Forecasting BITF...
[2025-11-25T23:31:31.372261] [INFO ] [sig       ] Generating forecast for: BITF
[2025-11-25T23:31:31.372304] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BITF' from 'https://tdm.silogroup.org/data/derivative_storage/BITF.csv'.
[2025-11-25T23:31:31.385746] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BITF'.
[2025-11-25T23:31:31.386150] [INFO ] [FORECASTER] Starting predict_future for BITF
[2025-11-25T23:31:31.387036] [DEBUG] [LOCAL     ] No optimal features file found for BITF: ./output/feature-sets/BITF.txt
[2025-11-25T23:31:31.387108] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:31:31.387157] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:31:31.387201] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:31:31.387273] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:31:31.449020] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:31:31.449998] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:31:31.450103] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:31:31.450152] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:31:31.563528] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:31:31.563742] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:31:31.563820] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:31:31.563868] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:31:31.567737] [DEBUG] [FORECASTER] BITF: Forecast T+1@11:T+2@11: DOWN (p=40.84%)
[2025-11-25T23:31:31.568102] [INFO ] [FORECASTER] Completed predict_future for BITF
[2025-11-25T23:31:31.568282] [INFO ] [sig       ] BITF: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:31:31.716519] [INFO ] [LOCAL     ] Saved forecast: BITF	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/BITF.txt
[2025-11-25T23:31:31.716748] [INFO ] [sig       ] [441/3639] Completed BITF in 0.3s | 2.99 sym/s | Total: 2.5m | ETA: 17.8m
[2025-11-25T23:31:31.716815] [INFO ] [sig       ] [442/3639] Forecasting BIVI...
[2025-11-25T23:31:31.716952] [INFO ] [sig       ] Generating forecast for: BIVI
[2025-11-25T23:31:31.717018] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BIVI' from 'https://tdm.silogroup.org/data/derivative_storage/BIVI.csv'.
[2025-11-25T23:31:31.729680] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BIVI'.
[2025-11-25T23:31:31.730074] [INFO ] [FORECASTER] Starting predict_future for BIVI
[2025-11-25T23:31:31.730946] [DEBUG] [LOCAL     ] No optimal features file found for BIVI: ./output/feature-sets/BIVI.txt
[2025-11-25T23:31:31.731017] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:31:31.731065] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:31:31.731107] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:31:31.731178] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:31:31.792130] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:31:31.792966] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:31:31.793071] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:31:31.793121] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:31:31.901932] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:31:31.902112] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:31:31.902169] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:31:31.902205] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:31:31.906062] [DEBUG] [FORECASTER] BIVI: Forecast T+1@11:T+2@11: UP (p=89.30%)
[2025-11-25T23:31:31.906528] [INFO ] [FORECASTER] Completed predict_future for BIVI
[2025-11-25T23:31:31.906779] [INFO ] [sig       ] BIVI: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:31:32.049269] [INFO ] [LOCAL     ] Saved forecast: BIVI	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/BIVI.txt
[2025-11-25T23:31:32.049442] [INFO ] [sig       ] [442/3639] Completed BIVI in 0.3s | 2.99 sym/s | Total: 2.5m | ETA: 17.8m
[2025-11-25T23:31:32.049514] [INFO ] [sig       ] [443/3639] Forecasting BJ...
[2025-11-25T23:31:32.049565] [INFO ] [sig       ] Generating forecast for: BJ
[2025-11-25T23:31:32.049613] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BJ' from 'https://tdm.silogroup.org/data/derivative_storage/BJ.csv'.
[2025-11-25T23:31:32.062174] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BJ'.
[2025-11-25T23:31:32.062509] [INFO ] [FORECASTER] Starting predict_future for BJ
[2025-11-25T23:31:32.063406] [DEBUG] [LOCAL     ] No optimal features file found for BJ: ./output/feature-sets/BJ.txt
[2025-11-25T23:31:32.063479] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:31:32.063524] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:31:32.063564] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:31:32.063633] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:31:32.124924] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:31:32.125753] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:31:32.125858] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:31:32.125906] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:31:32.239922] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:31:32.240117] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:31:32.240197] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:31:32.240238] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:31:32.244109] [DEBUG] [FORECASTER] BJ: Forecast T+1@11:T+2@11: DOWN (p=46.30%)
[2025-11-25T23:31:32.244426] [INFO ] [FORECASTER] Completed predict_future for BJ
[2025-11-25T23:31:32.244584] [INFO ] [sig       ] BJ: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:31:32.386513] [INFO ] [LOCAL     ] Saved forecast: BJ	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/BJ.txt
[2025-11-25T23:31:32.386704] [INFO ] [sig       ] [443/3639] Completed BJ in 0.3s | 2.99 sym/s | Total: 2.5m | ETA: 17.8m
[2025-11-25T23:31:32.386773] [INFO ] [sig       ] [444/3639] Forecasting BJDX...
[2025-11-25T23:31:32.386818] [INFO ] [sig       ] Generating forecast for: BJDX
[2025-11-25T23:31:32.386856] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BJDX' from 'https://tdm.silogroup.org/data/derivative_storage/BJDX.csv'.
[2025-11-25T23:31:32.399969] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BJDX'.
[2025-11-25T23:31:32.400322] [INFO ] [FORECASTER] Starting predict_future for BJDX
[2025-11-25T23:31:32.401186] [DEBUG] [LOCAL     ] No optimal features file found for BJDX: ./output/feature-sets/BJDX.txt
[2025-11-25T23:31:32.401255] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:31:32.401302] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:31:32.401343] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:31:32.401412] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:31:32.460550] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:31:32.461395] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:31:32.461495] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:31:32.461542] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:31:32.556060] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:31:32.556245] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:31:32.556292] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:31:32.556327] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:31:32.559886] [DEBUG] [FORECASTER] BJDX: Forecast T+1@11:T+2@11: UP (p=53.86%)
[2025-11-25T23:31:32.560326] [INFO ] [FORECASTER] Completed predict_future for BJDX
[2025-11-25T23:31:32.560538] [INFO ] [sig       ] BJDX: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:31:32.704773] [INFO ] [LOCAL     ] Saved forecast: BJDX	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/BJDX.txt
[2025-11-25T23:31:32.704948] [INFO ] [sig       ] [444/3639] Completed BJDX in 0.3s | 2.99 sym/s | Total: 2.5m | ETA: 17.8m
[2025-11-25T23:31:32.705018] [INFO ] [sig       ] [445/3639] Forecasting BJRI...
[2025-11-25T23:31:32.705066] [INFO ] [sig       ] Generating forecast for: BJRI
[2025-11-25T23:31:32.705109] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BJRI' from 'https://tdm.silogroup.org/data/derivative_storage/BJRI.csv'.
[2025-11-25T23:31:32.716929] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BJRI'.
[2025-11-25T23:31:32.717250] [INFO ] [FORECASTER] Starting predict_future for BJRI
[2025-11-25T23:31:32.718202] [DEBUG] [LOCAL     ] No optimal features file found for BJRI: ./output/feature-sets/BJRI.txt
[2025-11-25T23:31:32.718275] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:31:32.718322] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:31:32.718364] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:31:32.718435] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:31:32.777502] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:31:32.778215] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:31:32.778314] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:31:32.778362] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:31:32.884663] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:31:32.884880] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:31:32.884936] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:31:32.884980] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:31:32.888752] [DEBUG] [FORECASTER] BJRI: Forecast T+1@11:T+2@11: DOWN (p=17.42%)
[2025-11-25T23:31:32.889055] [INFO ] [FORECASTER] Completed predict_future for BJRI
[2025-11-25T23:31:32.889209] [INFO ] [sig       ] BJRI: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:31:33.032881] [INFO ] [LOCAL     ] Saved forecast: BJRI	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/BJRI.txt
[2025-11-25T23:31:33.033025] [INFO ] [sig       ] [445/3639] Completed BJRI in 0.3s | 2.99 sym/s | Total: 2.5m | ETA: 17.8m
[2025-11-25T23:31:33.033079] [INFO ] [sig       ] [446/3639] Forecasting BK...
[2025-11-25T23:31:33.033126] [INFO ] [sig       ] Generating forecast for: BK
[2025-11-25T23:31:33.033173] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BK' from 'https://tdm.silogroup.org/data/derivative_storage/BK.csv'.
[2025-11-25T23:31:33.044775] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BK'.
[2025-11-25T23:31:33.045073] [INFO ] [FORECASTER] Starting predict_future for BK
[2025-11-25T23:31:33.045910] [DEBUG] [LOCAL     ] No optimal features file found for BK: ./output/feature-sets/BK.txt
[2025-11-25T23:31:33.045981] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:31:33.046027] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:31:33.046068] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:31:33.046138] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:31:33.104127] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:31:33.104798] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:31:33.104899] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:31:33.104948] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:31:33.205783] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:31:33.205912] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:31:33.205957] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:31:33.205992] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:31:33.209228] [DEBUG] [FORECASTER] BK: Forecast T+1@11:T+2@11: DOWN (p=28.86%)
[2025-11-25T23:31:33.209513] [INFO ] [FORECASTER] Completed predict_future for BK
[2025-11-25T23:31:33.209678] [INFO ] [sig       ] BK: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:31:33.351318] [INFO ] [LOCAL     ] Saved forecast: BK	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/BK.txt
[2025-11-25T23:31:33.351468] [INFO ] [sig       ] [446/3639] Completed BK in 0.3s | 2.99 sym/s | Total: 2.5m | ETA: 17.8m
[2025-11-25T23:31:33.351525] [INFO ] [sig       ] [447/3639] Forecasting BKCH...
[2025-11-25T23:31:33.351570] [INFO ] [sig       ] Generating forecast for: BKCH
[2025-11-25T23:31:33.351613] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BKCH' from 'https://tdm.silogroup.org/data/derivative_storage/BKCH.csv'.
[2025-11-25T23:31:33.363273] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BKCH'.
[2025-11-25T23:31:33.363662] [INFO ] [FORECASTER] Starting predict_future for BKCH
[2025-11-25T23:31:33.364491] [DEBUG] [LOCAL     ] No optimal features file found for BKCH: ./output/feature-sets/BKCH.txt
[2025-11-25T23:31:33.364562] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:31:33.364621] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:31:33.364694] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:31:33.364766] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:31:33.423253] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:31:33.423968] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:31:33.424065] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:31:33.424112] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:31:33.525949] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:31:33.526087] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:31:33.526130] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:31:33.526165] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:31:33.529433] [DEBUG] [FORECASTER] BKCH: Forecast T+1@11:T+2@11: UP (p=90.10%)
[2025-11-25T23:31:33.529742] [INFO ] [FORECASTER] Completed predict_future for BKCH
[2025-11-25T23:31:33.529894] [INFO ] [sig       ] BKCH: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:31:33.675328] [INFO ] [LOCAL     ] Saved forecast: BKCH	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/BKCH.txt
[2025-11-25T23:31:33.675471] [INFO ] [sig       ] [447/3639] Completed BKCH in 0.3s | 2.99 sym/s | Total: 2.5m | ETA: 17.8m
[2025-11-25T23:31:33.675528] [INFO ] [sig       ] [448/3639] Forecasting BKD...
[2025-11-25T23:31:33.675573] [INFO ] [sig       ] Generating forecast for: BKD
[2025-11-25T23:31:33.675615] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BKD' from 'https://tdm.silogroup.org/data/derivative_storage/BKD.csv'.
[2025-11-25T23:31:33.687446] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BKD'.
[2025-11-25T23:31:33.687776] [INFO ] [FORECASTER] Starting predict_future for BKD
[2025-11-25T23:31:33.688615] [DEBUG] [LOCAL     ] No optimal features file found for BKD: ./output/feature-sets/BKD.txt
[2025-11-25T23:31:33.688703] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:31:33.688754] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:31:33.688797] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:31:33.688866] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:31:33.748245] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:31:33.748934] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:31:33.749032] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:31:33.749080] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:31:33.848476] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:31:33.848656] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:31:33.848726] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:31:33.848780] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:31:33.852186] [DEBUG] [FORECASTER] BKD: Forecast T+1@11:T+2@11: UP (p=96.98%)
[2025-11-25T23:31:33.852494] [INFO ] [FORECASTER] Completed predict_future for BKD
[2025-11-25T23:31:33.852668] [INFO ] [sig       ] BKD: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:31:33.995337] [INFO ] [LOCAL     ] Saved forecast: BKD	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/BKD.txt
[2025-11-25T23:31:33.995476] [INFO ] [sig       ] [448/3639] Completed BKD in 0.3s | 2.99 sym/s | Total: 2.5m | ETA: 17.8m
[2025-11-25T23:31:33.995532] [INFO ] [sig       ] [449/3639] Forecasting BKE...
[2025-11-25T23:31:33.995575] [INFO ] [sig       ] Generating forecast for: BKE
[2025-11-25T23:31:33.995616] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BKE' from 'https://tdm.silogroup.org/data/derivative_storage/BKE.csv'.
[2025-11-25T23:31:34.008629] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BKE'.
[2025-11-25T23:31:34.009232] [INFO ] [FORECASTER] Starting predict_future for BKE
[2025-11-25T23:31:34.010374] [DEBUG] [LOCAL     ] No optimal features file found for BKE: ./output/feature-sets/BKE.txt
[2025-11-25T23:31:34.010454] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:31:34.010503] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:31:34.010546] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:31:34.010624] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:31:34.073474] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:31:34.074504] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:31:34.074618] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:31:34.074695] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:31:34.179527] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:31:34.179745] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:31:34.179831] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:31:34.179880] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:31:34.183801] [DEBUG] [FORECASTER] BKE: Forecast T+1@11:T+2@11: DOWN (p=24.80%)
[2025-11-25T23:31:34.184366] [INFO ] [FORECASTER] Completed predict_future for BKE
[2025-11-25T23:31:34.184550] [INFO ] [sig       ] BKE: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:31:34.334717] [INFO ] [LOCAL     ] Saved forecast: BKE	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/BKE.txt
[2025-11-25T23:31:34.334932] [INFO ] [sig       ] [449/3639] Completed BKE in 0.3s | 2.99 sym/s | Total: 2.5m | ETA: 17.8m
[2025-11-25T23:31:34.334993] [INFO ] [sig       ] [450/3639] Forecasting BKH...
[2025-11-25T23:31:34.335129] [INFO ] [sig       ] Generating forecast for: BKH
[2025-11-25T23:31:34.335176] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BKH' from 'https://tdm.silogroup.org/data/derivative_storage/BKH.csv'.
[2025-11-25T23:31:34.347633] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BKH'.
[2025-11-25T23:31:34.348050] [INFO ] [FORECASTER] Starting predict_future for BKH
[2025-11-25T23:31:34.348909] [DEBUG] [LOCAL     ] No optimal features file found for BKH: ./output/feature-sets/BKH.txt
[2025-11-25T23:31:34.348984] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:31:34.349051] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:31:34.349106] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:31:34.349181] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:31:34.412996] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:31:34.413952] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:31:34.414055] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:31:34.414105] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:31:34.508151] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:31:34.508346] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:31:34.508411] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:31:34.508463] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:31:34.512307] [DEBUG] [FORECASTER] BKH: Forecast T+1@11:T+2@11: UP (p=58.36%)
[2025-11-25T23:31:34.512703] [INFO ] [FORECASTER] Completed predict_future for BKH
[2025-11-25T23:31:34.512906] [INFO ] [sig       ] BKH: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:31:34.663319] [INFO ] [LOCAL     ] Saved forecast: BKH	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/BKH.txt
[2025-11-25T23:31:34.663501] [INFO ] [sig       ] [450/3639] Completed BKH in 0.3s | 2.99 sym/s | Total: 2.5m | ETA: 17.8m
[2025-11-25T23:31:34.663561] [INFO ] [sig       ] [451/3639] Forecasting BKN...
[2025-11-25T23:31:34.663662] [INFO ] [sig       ] Generating forecast for: BKN
[2025-11-25T23:31:34.663736] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BKN' from 'https://tdm.silogroup.org/data/derivative_storage/BKN.csv'.
[2025-11-25T23:31:34.676636] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BKN'.
[2025-11-25T23:31:34.677024] [INFO ] [FORECASTER] Starting predict_future for BKN
[2025-11-25T23:31:34.678024] [DEBUG] [LOCAL     ] No optimal features file found for BKN: ./output/feature-sets/BKN.txt
[2025-11-25T23:31:34.678108] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:31:34.678172] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:31:34.678216] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:31:34.678286] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:31:34.741518] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:31:34.742559] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:31:34.742687] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:31:34.742751] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:31:34.838342] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:31:34.838593] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:31:34.838685] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:31:34.838764] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:31:34.842660] [DEBUG] [FORECASTER] BKN: Forecast T+1@11:T+2@11: DOWN (p=3.39%)
[2025-11-25T23:31:34.842981] [INFO ] [FORECASTER] Completed predict_future for BKN
[2025-11-25T23:31:34.843133] [INFO ] [sig       ] BKN: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:31:34.989264] [INFO ] [LOCAL     ] Saved forecast: BKN	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/BKN.txt
[2025-11-25T23:31:34.989450] [INFO ] [sig       ] [451/3639] Completed BKN in 0.3s | 2.99 sym/s | Total: 2.5m | ETA: 17.7m
[2025-11-25T23:31:34.989508] [INFO ] [sig       ] [452/3639] Forecasting BKNG...
[2025-11-25T23:31:34.989566] [INFO ] [sig       ] Generating forecast for: BKNG
[2025-11-25T23:31:34.989613] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BKNG' from 'https://tdm.silogroup.org/data/derivative_storage/BKNG.csv'.
[2025-11-25T23:31:35.002028] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BKNG'.
[2025-11-25T23:31:35.002371] [INFO ] [FORECASTER] Starting predict_future for BKNG
[2025-11-25T23:31:35.003278] [DEBUG] [LOCAL     ] No optimal features file found for BKNG: ./output/feature-sets/BKNG.txt
[2025-11-25T23:31:35.003348] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:31:35.003394] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:31:35.003435] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:31:35.003506] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:31:35.061441] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:31:35.062096] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:31:35.062195] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:31:35.062243] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:31:35.151442] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:31:35.151601] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:31:35.151663] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:31:35.151707] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:31:35.155087] [DEBUG] [FORECASTER] BKNG: Forecast T+1@11:T+2@11: UP (p=62.61%)
[2025-11-25T23:31:35.155381] [INFO ] [FORECASTER] Completed predict_future for BKNG
[2025-11-25T23:31:35.155520] [INFO ] [sig       ] BKNG: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:31:35.297383] [INFO ] [LOCAL     ] Saved forecast: BKNG	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/BKNG.txt
[2025-11-25T23:31:35.297522] [INFO ] [sig       ] [452/3639] Completed BKNG in 0.3s | 2.99 sym/s | Total: 2.5m | ETA: 17.7m
[2025-11-25T23:31:35.297578] [INFO ] [sig       ] [453/3639] Forecasting BKSY...
[2025-11-25T23:31:35.297621] [INFO ] [sig       ] Generating forecast for: BKSY
[2025-11-25T23:31:35.297681] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BKSY' from 'https://tdm.silogroup.org/data/derivative_storage/BKSY.csv'.
[2025-11-25T23:31:35.309029] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BKSY'.
[2025-11-25T23:31:35.309349] [INFO ] [FORECASTER] Starting predict_future for BKSY
[2025-11-25T23:31:35.310192] [DEBUG] [LOCAL     ] No optimal features file found for BKSY: ./output/feature-sets/BKSY.txt
[2025-11-25T23:31:35.310261] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:31:35.310308] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:31:35.310348] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:31:35.310412] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:31:35.368629] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:31:35.369345] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:31:35.369445] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:31:35.369491] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:31:35.456107] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:31:35.456262] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:31:35.456307] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:31:35.456342] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:31:35.459780] [DEBUG] [FORECASTER] BKSY: Forecast T+1@11:T+2@11: UP (p=75.40%)
[2025-11-25T23:31:35.460070] [INFO ] [FORECASTER] Completed predict_future for BKSY
[2025-11-25T23:31:35.460208] [INFO ] [sig       ] BKSY: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:31:35.607620] [INFO ] [LOCAL     ] Saved forecast: BKSY	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/BKSY.txt
[2025-11-25T23:31:35.607846] [INFO ] [sig       ] [453/3639] Completed BKSY in 0.3s | 3.00 sym/s | Total: 2.5m | ETA: 17.7m
[2025-11-25T23:31:35.607908] [INFO ] [sig       ] [454/3639] Forecasting BL...
[2025-11-25T23:31:35.607952] [INFO ] [sig       ] Generating forecast for: BL
[2025-11-25T23:31:35.607995] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BL' from 'https://tdm.silogroup.org/data/derivative_storage/BL.csv'.
[2025-11-25T23:31:35.619926] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BL'.
[2025-11-25T23:31:35.620376] [INFO ] [FORECASTER] Starting predict_future for BL
[2025-11-25T23:31:35.621327] [DEBUG] [LOCAL     ] No optimal features file found for BL: ./output/feature-sets/BL.txt
[2025-11-25T23:31:35.621406] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:31:35.621457] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:31:35.621501] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:31:35.621603] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:31:35.684137] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:31:35.685130] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:31:35.685244] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:31:35.685295] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:31:35.790259] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:31:35.790432] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:31:35.790478] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:31:35.790531] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:31:35.794110] [DEBUG] [FORECASTER] BL: Forecast T+1@11:T+2@11: DOWN (p=5.67%)
[2025-11-25T23:31:35.794419] [INFO ] [FORECASTER] Completed predict_future for BL
[2025-11-25T23:31:35.794578] [INFO ] [sig       ] BL: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:31:35.939084] [INFO ] [LOCAL     ] Saved forecast: BL	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/BL.txt
[2025-11-25T23:31:35.939230] [INFO ] [sig       ] [454/3639] Completed BL in 0.3s | 3.00 sym/s | Total: 2.5m | ETA: 17.7m
[2025-11-25T23:31:35.939285] [INFO ] [sig       ] [455/3639] Forecasting BLBD...
[2025-11-25T23:31:35.939330] [INFO ] [sig       ] Generating forecast for: BLBD
[2025-11-25T23:31:35.939371] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BLBD' from 'https://tdm.silogroup.org/data/derivative_storage/BLBD.csv'.
[2025-11-25T23:31:35.951150] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BLBD'.
[2025-11-25T23:31:35.951462] [INFO ] [FORECASTER] Starting predict_future for BLBD
[2025-11-25T23:31:35.952351] [DEBUG] [LOCAL     ] No optimal features file found for BLBD: ./output/feature-sets/BLBD.txt
[2025-11-25T23:31:35.952422] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:31:35.952470] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:31:35.952512] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:31:35.952583] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:31:36.011016] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:31:36.011687] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:31:36.011789] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:31:36.011838] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:31:36.107211] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:31:36.107334] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:31:36.107393] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:31:36.107427] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:31:36.110923] [DEBUG] [FORECASTER] BLBD: Forecast T+1@11:T+2@11: DOWN (p=3.60%)
[2025-11-25T23:31:36.111221] [INFO ] [FORECASTER] Completed predict_future for BLBD
[2025-11-25T23:31:36.111376] [INFO ] [sig       ] BLBD: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:31:36.253540] [INFO ] [LOCAL     ] Saved forecast: BLBD	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/BLBD.txt
[2025-11-25T23:31:36.253698] [INFO ] [sig       ] [455/3639] Completed BLBD in 0.3s | 3.00 sym/s | Total: 2.5m | ETA: 17.7m
[2025-11-25T23:31:36.253756] [INFO ] [sig       ] [456/3639] Forecasting BLCN...
[2025-11-25T23:31:36.253803] [INFO ] [sig       ] Generating forecast for: BLCN
[2025-11-25T23:31:36.253843] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BLCN' from 'https://tdm.silogroup.org/data/derivative_storage/BLCN.csv'.
[2025-11-25T23:31:36.265199] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BLCN'.
[2025-11-25T23:31:36.265518] [INFO ] [FORECASTER] Starting predict_future for BLCN
[2025-11-25T23:31:36.266370] [DEBUG] [LOCAL     ] No optimal features file found for BLCN: ./output/feature-sets/BLCN.txt
[2025-11-25T23:31:36.266439] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:31:36.266485] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:31:36.266525] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:31:36.266593] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:31:36.328345] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:31:36.329135] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:31:36.329239] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:31:36.329286] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:31:36.401125] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:31:36.401267] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:31:36.401311] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:31:36.401345] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:31:36.404663] [DEBUG] [FORECASTER] BLCN: Forecast T+1@11:T+2@11: DOWN (p=30.57%)
[2025-11-25T23:31:36.404957] [INFO ] [FORECASTER] Completed predict_future for BLCN
[2025-11-25T23:31:36.405098] [INFO ] [sig       ] BLCN: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:31:36.545511] [INFO ] [LOCAL     ] Saved forecast: BLCN	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/BLCN.txt
[2025-11-25T23:31:36.545683] [INFO ] [sig       ] [456/3639] Completed BLCN in 0.3s | 3.00 sym/s | Total: 2.5m | ETA: 17.7m
[2025-11-25T23:31:36.545740] [INFO ] [sig       ] [457/3639] Forecasting BLCO...
[2025-11-25T23:31:36.545782] [INFO ] [sig       ] Generating forecast for: BLCO
[2025-11-25T23:31:36.545838] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BLCO' from 'https://tdm.silogroup.org/data/derivative_storage/BLCO.csv'.
[2025-11-25T23:31:36.557425] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BLCO'.
[2025-11-25T23:31:36.557767] [INFO ] [FORECASTER] Starting predict_future for BLCO
[2025-11-25T23:31:36.558565] [DEBUG] [LOCAL     ] No optimal features file found for BLCO: ./output/feature-sets/BLCO.txt
[2025-11-25T23:31:36.558636] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:31:36.558703] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:31:36.558745] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:31:36.558815] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:31:36.616396] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:31:36.617048] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:31:36.617146] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:31:36.617193] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:31:36.710002] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:31:36.710204] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:31:36.710260] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:31:36.710297] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:31:36.713929] [DEBUG] [FORECASTER] BLCO: Forecast T+1@11:T+2@11: UP (p=91.12%)
[2025-11-25T23:31:36.714269] [INFO ] [FORECASTER] Completed predict_future for BLCO
[2025-11-25T23:31:36.714442] [INFO ] [sig       ] BLCO: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:31:36.860114] [INFO ] [LOCAL     ] Saved forecast: BLCO	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/BLCO.txt
[2025-11-25T23:31:36.860308] [INFO ] [sig       ] [457/3639] Completed BLCO in 0.3s | 3.00 sym/s | Total: 2.5m | ETA: 17.7m
[2025-11-25T23:31:36.860366] [INFO ] [sig       ] [458/3639] Forecasting BLD...
[2025-11-25T23:31:36.860412] [INFO ] [sig       ] Generating forecast for: BLD
[2025-11-25T23:31:36.860457] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BLD' from 'https://tdm.silogroup.org/data/derivative_storage/BLD.csv'.
[2025-11-25T23:31:36.875573] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BLD'.
[2025-11-25T23:31:36.876233] [INFO ] [FORECASTER] Starting predict_future for BLD
[2025-11-25T23:31:36.877296] [DEBUG] [LOCAL     ] No optimal features file found for BLD: ./output/feature-sets/BLD.txt
[2025-11-25T23:31:36.877405] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:31:36.877476] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:31:36.877524] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:31:36.877638] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:31:36.939320] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:31:36.940717] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:31:36.940872] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:31:36.940927] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:31:37.060066] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:31:37.060306] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:31:37.060372] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:31:37.060422] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:31:37.064764] [DEBUG] [FORECASTER] BLD: Forecast T+1@11:T+2@11: DOWN (p=7.15%)
[2025-11-25T23:31:37.065114] [INFO ] [FORECASTER] Completed predict_future for BLD
[2025-11-25T23:31:37.065309] [INFO ] [sig       ] BLD: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:31:37.217149] [INFO ] [LOCAL     ] Saved forecast: BLD	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/BLD.txt
[2025-11-25T23:31:37.217338] [INFO ] [sig       ] [458/3639] Completed BLD in 0.4s | 3.00 sym/s | Total: 2.5m | ETA: 17.7m
[2025-11-25T23:31:37.217422] [INFO ] [sig       ] [459/3639] Forecasting BLDP...
[2025-11-25T23:31:37.217470] [INFO ] [sig       ] Generating forecast for: BLDP
[2025-11-25T23:31:37.217515] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BLDP' from 'https://tdm.silogroup.org/data/derivative_storage/BLDP.csv'.
[2025-11-25T23:31:37.230213] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BLDP'.
[2025-11-25T23:31:37.230677] [INFO ] [FORECASTER] Starting predict_future for BLDP
[2025-11-25T23:31:37.231538] [DEBUG] [LOCAL     ] No optimal features file found for BLDP: ./output/feature-sets/BLDP.txt
[2025-11-25T23:31:37.231610] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:31:37.231675] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:31:37.231718] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:31:37.231789] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:31:37.293413] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:31:37.294393] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:31:37.294499] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:31:37.294547] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:31:37.393873] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:31:37.394082] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:31:37.394130] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:31:37.394165] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:31:37.397721] [DEBUG] [FORECASTER] BLDP: Forecast T+1@11:T+2@11: UP (p=59.08%)
[2025-11-25T23:31:37.398021] [INFO ] [FORECASTER] Completed predict_future for BLDP
[2025-11-25T23:31:37.398171] [INFO ] [sig       ] BLDP: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:31:37.539864] [INFO ] [LOCAL     ] Saved forecast: BLDP	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/BLDP.txt
[2025-11-25T23:31:37.540028] [INFO ] [sig       ] [459/3639] Completed BLDP in 0.3s | 3.00 sym/s | Total: 2.6m | ETA: 17.7m
[2025-11-25T23:31:37.540085] [INFO ] [sig       ] [460/3639] Forecasting BLE...
[2025-11-25T23:31:37.540131] [INFO ] [sig       ] Generating forecast for: BLE
[2025-11-25T23:31:37.540175] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BLE' from 'https://tdm.silogroup.org/data/derivative_storage/BLE.csv'.
[2025-11-25T23:31:37.551335] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BLE'.
[2025-11-25T23:31:37.551664] [INFO ] [FORECASTER] Starting predict_future for BLE
[2025-11-25T23:31:37.552464] [DEBUG] [LOCAL     ] No optimal features file found for BLE: ./output/feature-sets/BLE.txt
[2025-11-25T23:31:37.552572] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:31:37.552621] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:31:37.552693] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:31:37.552766] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:31:37.611113] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:31:37.611862] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:31:37.611963] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:31:37.612012] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:31:37.705659] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:31:37.705818] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:31:37.705863] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:31:37.705899] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:31:37.709268] [DEBUG] [FORECASTER] BLE: Forecast T+1@11:T+2@11: DOWN (p=11.01%)
[2025-11-25T23:31:37.709562] [INFO ] [FORECASTER] Completed predict_future for BLE
[2025-11-25T23:31:37.709732] [INFO ] [sig       ] BLE: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:31:37.850796] [INFO ] [LOCAL     ] Saved forecast: BLE	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/BLE.txt
[2025-11-25T23:31:37.850956] [INFO ] [sig       ] [460/3639] Completed BLE in 0.3s | 3.00 sym/s | Total: 2.6m | ETA: 17.7m
[2025-11-25T23:31:37.851012] [INFO ] [sig       ] [461/3639] Forecasting BLFS...
[2025-11-25T23:31:37.851056] [INFO ] [sig       ] Generating forecast for: BLFS
[2025-11-25T23:31:37.851101] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BLFS' from 'https://tdm.silogroup.org/data/derivative_storage/BLFS.csv'.
[2025-11-25T23:31:37.863003] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BLFS'.
[2025-11-25T23:31:37.863315] [INFO ] [FORECASTER] Starting predict_future for BLFS
[2025-11-25T23:31:37.864177] [DEBUG] [LOCAL     ] No optimal features file found for BLFS: ./output/feature-sets/BLFS.txt
[2025-11-25T23:31:37.864248] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:31:37.864294] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:31:37.864334] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:31:37.864405] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:31:37.925836] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:31:37.926612] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:31:37.926742] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:31:37.926799] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:31:38.023036] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:31:38.023211] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:31:38.023258] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:31:38.023293] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:31:38.026765] [DEBUG] [FORECASTER] BLFS: Forecast T+1@11:T+2@11: UP (p=67.53%)
[2025-11-25T23:31:38.027062] [INFO ] [FORECASTER] Completed predict_future for BLFS
[2025-11-25T23:31:38.027211] [INFO ] [sig       ] BLFS: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:31:38.169574] [INFO ] [LOCAL     ] Saved forecast: BLFS	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/BLFS.txt
[2025-11-25T23:31:38.169799] [INFO ] [sig       ] [461/3639] Completed BLFS in 0.3s | 3.00 sym/s | Total: 2.6m | ETA: 17.7m
[2025-11-25T23:31:38.169859] [INFO ] [sig       ] [462/3639] Forecasting BLFY...
[2025-11-25T23:31:38.169904] [INFO ] [sig       ] Generating forecast for: BLFY
[2025-11-25T23:31:38.169948] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BLFY' from 'https://tdm.silogroup.org/data/derivative_storage/BLFY.csv'.
[2025-11-25T23:31:38.181878] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BLFY'.
[2025-11-25T23:31:38.182310] [INFO ] [FORECASTER] Starting predict_future for BLFY
[2025-11-25T23:31:38.183204] [DEBUG] [LOCAL     ] No optimal features file found for BLFY: ./output/feature-sets/BLFY.txt
[2025-11-25T23:31:38.183274] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:31:38.183321] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:31:38.183364] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:31:38.183432] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:31:38.242922] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:31:38.243843] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:31:38.243956] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:31:38.244003] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:31:38.345235] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:31:38.345434] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:31:38.345484] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:31:38.345520] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:31:38.349144] [DEBUG] [FORECASTER] BLFY: Forecast T+1@11:T+2@11: DOWN (p=3.75%)
[2025-11-25T23:31:38.349675] [INFO ] [FORECASTER] Completed predict_future for BLFY
[2025-11-25T23:31:38.349923] [INFO ] [sig       ] BLFY: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:31:38.494320] [INFO ] [LOCAL     ] Saved forecast: BLFY	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/BLFY.txt
[2025-11-25T23:31:38.494526] [INFO ] [sig       ] [462/3639] Completed BLFY in 0.3s | 3.00 sym/s | Total: 2.6m | ETA: 17.7m
[2025-11-25T23:31:38.494584] [INFO ] [sig       ] [463/3639] Forecasting BLK...
[2025-11-25T23:31:38.494630] [INFO ] [sig       ] Generating forecast for: BLK
[2025-11-25T23:31:38.494699] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BLK' from 'https://tdm.silogroup.org/data/derivative_storage/BLK.csv'.
[2025-11-25T23:31:38.507285] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BLK'.
[2025-11-25T23:31:38.507706] [INFO ] [FORECASTER] Starting predict_future for BLK
[2025-11-25T23:31:38.508566] [DEBUG] [LOCAL     ] No optimal features file found for BLK: ./output/feature-sets/BLK.txt
[2025-11-25T23:31:38.508659] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:31:38.508726] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:31:38.508785] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:31:38.508889] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:31:38.568142] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:31:38.568858] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:31:38.568964] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:31:38.569029] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:31:38.678054] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:31:38.678276] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:31:38.678330] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:31:38.678366] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:31:38.681995] [DEBUG] [FORECASTER] BLK: Forecast T+1@11:T+2@11: DOWN (p=11.58%)
[2025-11-25T23:31:38.682332] [INFO ] [FORECASTER] Completed predict_future for BLK
[2025-11-25T23:31:38.682497] [INFO ] [sig       ] BLK: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:31:38.825442] [INFO ] [LOCAL     ] Saved forecast: BLK	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/BLK.txt
[2025-11-25T23:31:38.825615] [INFO ] [sig       ] [463/3639] Completed BLK in 0.3s | 3.00 sym/s | Total: 2.6m | ETA: 17.7m
[2025-11-25T23:31:38.825709] [INFO ] [sig       ] [464/3639] Forecasting BLKB...
[2025-11-25T23:31:38.825760] [INFO ] [sig       ] Generating forecast for: BLKB
[2025-11-25T23:31:38.825810] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BLKB' from 'https://tdm.silogroup.org/data/derivative_storage/BLKB.csv'.
[2025-11-25T23:31:38.837426] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BLKB'.
[2025-11-25T23:31:38.837781] [INFO ] [FORECASTER] Starting predict_future for BLKB
[2025-11-25T23:31:38.838704] [DEBUG] [LOCAL     ] No optimal features file found for BLKB: ./output/feature-sets/BLKB.txt
[2025-11-25T23:31:38.838775] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:31:38.838822] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:31:38.838863] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:31:38.838968] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:31:38.898809] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:31:38.899488] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:31:38.899591] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:31:38.899666] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:31:38.997972] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:31:38.998172] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:31:38.998219] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:31:38.998255] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:31:39.002012] [DEBUG] [FORECASTER] BLKB: Forecast T+1@11:T+2@11: UP (p=57.03%)
[2025-11-25T23:31:39.002373] [INFO ] [FORECASTER] Completed predict_future for BLKB
[2025-11-25T23:31:39.002557] [INFO ] [sig       ] BLKB: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:31:39.146864] [INFO ] [LOCAL     ] Saved forecast: BLKB	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/BLKB.txt
[2025-11-25T23:31:39.147020] [INFO ] [sig       ] [464/3639] Completed BLKB in 0.3s | 3.00 sym/s | Total: 2.6m | ETA: 17.7m
[2025-11-25T23:31:39.147076] [INFO ] [sig       ] [465/3639] Forecasting BLMN...
[2025-11-25T23:31:39.147159] [INFO ] [sig       ] Generating forecast for: BLMN
[2025-11-25T23:31:39.147212] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BLMN' from 'https://tdm.silogroup.org/data/derivative_storage/BLMN.csv'.
[2025-11-25T23:31:39.158966] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BLMN'.
[2025-11-25T23:31:39.159301] [INFO ] [FORECASTER] Starting predict_future for BLMN
[2025-11-25T23:31:39.160220] [DEBUG] [LOCAL     ] No optimal features file found for BLMN: ./output/feature-sets/BLMN.txt
[2025-11-25T23:31:39.160293] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:31:39.160342] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:31:39.160384] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:31:39.160465] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:31:39.221349] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:31:39.222128] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:31:39.222235] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:31:39.222308] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:31:39.330382] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:31:39.330557] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:31:39.330608] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:31:39.330666] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:31:39.334172] [DEBUG] [FORECASTER] BLMN: Forecast T+1@11:T+2@11: DOWN (p=44.93%)
[2025-11-25T23:31:39.334492] [INFO ] [FORECASTER] Completed predict_future for BLMN
[2025-11-25T23:31:39.334666] [INFO ] [sig       ] BLMN: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:31:39.480436] [INFO ] [LOCAL     ] Saved forecast: BLMN	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/BLMN.txt
[2025-11-25T23:31:39.480626] [INFO ] [sig       ] [465/3639] Completed BLMN in 0.3s | 3.00 sym/s | Total: 2.6m | ETA: 17.6m
[2025-11-25T23:31:39.480704] [INFO ] [sig       ] [466/3639] Forecasting BLND...
[2025-11-25T23:31:39.480754] [INFO ] [sig       ] Generating forecast for: BLND
[2025-11-25T23:31:39.480797] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BLND' from 'https://tdm.silogroup.org/data/derivative_storage/BLND.csv'.
[2025-11-25T23:31:39.493265] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BLND'.
[2025-11-25T23:31:39.493666] [INFO ] [FORECASTER] Starting predict_future for BLND
[2025-11-25T23:31:39.494517] [DEBUG] [LOCAL     ] No optimal features file found for BLND: ./output/feature-sets/BLND.txt
[2025-11-25T23:31:39.494592] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:31:39.494672] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:31:39.494727] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:31:39.494816] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:31:39.554630] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:31:39.555334] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:31:39.555436] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:31:39.555495] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:31:39.666102] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:31:39.666376] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:31:39.666427] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:31:39.666461] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:31:39.670091] [DEBUG] [FORECASTER] BLND: Forecast T+1@11:T+2@11: UP (p=72.59%)
[2025-11-25T23:31:39.670390] [INFO ] [FORECASTER] Completed predict_future for BLND
[2025-11-25T23:31:39.670542] [INFO ] [sig       ] BLND: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:31:39.814085] [INFO ] [LOCAL     ] Saved forecast: BLND	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/BLND.txt
[2025-11-25T23:31:39.814234] [INFO ] [sig       ] [466/3639] Completed BLND in 0.3s | 3.00 sym/s | Total: 2.6m | ETA: 17.6m
[2025-11-25T23:31:39.814292] [INFO ] [sig       ] [467/3639] Forecasting BLNK...
[2025-11-25T23:31:39.814336] [INFO ] [sig       ] Generating forecast for: BLNK
[2025-11-25T23:31:39.814379] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BLNK' from 'https://tdm.silogroup.org/data/derivative_storage/BLNK.csv'.
[2025-11-25T23:31:39.827454] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BLNK'.
[2025-11-25T23:31:39.827856] [INFO ] [FORECASTER] Starting predict_future for BLNK
[2025-11-25T23:31:39.828746] [DEBUG] [LOCAL     ] No optimal features file found for BLNK: ./output/feature-sets/BLNK.txt
[2025-11-25T23:31:39.828818] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:31:39.828866] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:31:39.828908] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:31:39.828979] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:31:39.888390] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:31:39.889127] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:31:39.889228] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:31:39.889278] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:31:39.994369] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:31:39.994531] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:31:39.994600] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:31:39.994635] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:31:39.998095] [DEBUG] [FORECASTER] BLNK: Forecast T+1@11:T+2@11: DOWN (p=6.55%)
[2025-11-25T23:31:39.998406] [INFO ] [FORECASTER] Completed predict_future for BLNK
[2025-11-25T23:31:39.998566] [INFO ] [sig       ] BLNK: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:31:40.141300] [INFO ] [LOCAL     ] Saved forecast: BLNK	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/BLNK.txt
[2025-11-25T23:31:40.141499] [INFO ] [sig       ] [467/3639] Completed BLNK in 0.3s | 3.00 sym/s | Total: 2.6m | ETA: 17.6m
[2025-11-25T23:31:40.141559] [INFO ] [sig       ] [468/3639] Forecasting BLRX...
[2025-11-25T23:31:40.141608] [INFO ] [sig       ] Generating forecast for: BLRX
[2025-11-25T23:31:40.141676] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BLRX' from 'https://tdm.silogroup.org/data/derivative_storage/BLRX.csv'.
[2025-11-25T23:31:40.154472] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BLRX'.
[2025-11-25T23:31:40.154915] [INFO ] [FORECASTER] Starting predict_future for BLRX
[2025-11-25T23:31:40.155778] [DEBUG] [LOCAL     ] No optimal features file found for BLRX: ./output/feature-sets/BLRX.txt
[2025-11-25T23:31:40.155849] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:31:40.155897] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:31:40.155938] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:31:40.156066] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:31:40.214319] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:31:40.215262] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:31:40.215381] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:31:40.215444] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:31:40.321299] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:31:40.321493] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:31:40.321541] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:31:40.321576] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:31:40.325087] [DEBUG] [FORECASTER] BLRX: Forecast T+1@11:T+2@11: DOWN (p=21.35%)
[2025-11-25T23:31:40.325383] [INFO ] [FORECASTER] Completed predict_future for BLRX
[2025-11-25T23:31:40.325536] [INFO ] [sig       ] BLRX: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:31:40.467835] [INFO ] [LOCAL     ] Saved forecast: BLRX	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/BLRX.txt
[2025-11-25T23:31:40.468025] [INFO ] [sig       ] [468/3639] Completed BLRX in 0.3s | 3.00 sym/s | Total: 2.6m | ETA: 17.6m
[2025-11-25T23:31:40.468109] [INFO ] [sig       ] [469/3639] Forecasting BLTE...
[2025-11-25T23:31:40.468164] [INFO ] [sig       ] Generating forecast for: BLTE
[2025-11-25T23:31:40.468211] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BLTE' from 'https://tdm.silogroup.org/data/derivative_storage/BLTE.csv'.
[2025-11-25T23:31:40.481171] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BLTE'.
[2025-11-25T23:31:40.481689] [INFO ] [FORECASTER] Starting predict_future for BLTE
[2025-11-25T23:31:40.482736] [DEBUG] [LOCAL     ] No optimal features file found for BLTE: ./output/feature-sets/BLTE.txt
[2025-11-25T23:31:40.482812] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:31:40.482863] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:31:40.482899] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:31:40.482974] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:31:40.542107] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:31:40.542995] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:31:40.543101] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:31:40.543151] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:31:40.645922] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:31:40.646095] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:31:40.646141] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:31:40.646175] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:31:40.649684] [DEBUG] [FORECASTER] BLTE: Forecast T+1@11:T+2@11: DOWN (p=6.94%)
[2025-11-25T23:31:40.649991] [INFO ] [FORECASTER] Completed predict_future for BLTE
[2025-11-25T23:31:40.650147] [INFO ] [sig       ] BLTE: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:31:40.791978] [INFO ] [LOCAL     ] Saved forecast: BLTE	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/BLTE.txt
[2025-11-25T23:31:40.792187] [INFO ] [sig       ] [469/3639] Completed BLTE in 0.3s | 3.00 sym/s | Total: 2.6m | ETA: 17.6m
[2025-11-25T23:31:40.792248] [INFO ] [sig       ] [470/3639] Forecasting BLX...
[2025-11-25T23:31:40.792295] [INFO ] [sig       ] Generating forecast for: BLX
[2025-11-25T23:31:40.792340] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BLX' from 'https://tdm.silogroup.org/data/derivative_storage/BLX.csv'.
[2025-11-25T23:31:40.804698] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BLX'.
[2025-11-25T23:31:40.805048] [INFO ] [FORECASTER] Starting predict_future for BLX
[2025-11-25T23:31:40.805896] [DEBUG] [LOCAL     ] No optimal features file found for BLX: ./output/feature-sets/BLX.txt
[2025-11-25T23:31:40.805986] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:31:40.806035] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:31:40.806076] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:31:40.806160] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:31:40.866502] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:31:40.867533] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:31:40.867703] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:31:40.867771] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:31:40.977184] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:31:40.977409] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:31:40.977461] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:31:40.977498] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:31:40.981171] [DEBUG] [FORECASTER] BLX: Forecast T+1@11:T+2@11: DOWN (p=23.98%)
[2025-11-25T23:31:40.981489] [INFO ] [FORECASTER] Completed predict_future for BLX
[2025-11-25T23:31:40.981674] [INFO ] [sig       ] BLX: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:31:41.125365] [INFO ] [LOCAL     ] Saved forecast: BLX	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/BLX.txt
[2025-11-25T23:31:41.125550] [INFO ] [sig       ] [470/3639] Completed BLX in 0.3s | 3.00 sym/s | Total: 2.6m | ETA: 17.6m
[2025-11-25T23:31:41.125609] [INFO ] [sig       ] [471/3639] Forecasting BMA...
[2025-11-25T23:31:41.125678] [INFO ] [sig       ] Generating forecast for: BMA
[2025-11-25T23:31:41.125725] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BMA' from 'https://tdm.silogroup.org/data/derivative_storage/BMA.csv'.
[2025-11-25T23:31:41.138711] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BMA'.
[2025-11-25T23:31:41.139190] [INFO ] [FORECASTER] Starting predict_future for BMA
[2025-11-25T23:31:41.140079] [DEBUG] [LOCAL     ] No optimal features file found for BMA: ./output/feature-sets/BMA.txt
[2025-11-25T23:31:41.140153] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:31:41.140364] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:31:41.140417] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:31:41.140492] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:31:41.199819] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:31:41.200802] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:31:41.200912] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:31:41.200960] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:31:41.318482] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:31:41.318699] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:31:41.318777] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:31:41.318825] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:31:41.322315] [DEBUG] [FORECASTER] BMA: Forecast T+1@11:T+2@11: UP (p=99.48%)
[2025-11-25T23:31:41.322632] [INFO ] [FORECASTER] Completed predict_future for BMA
[2025-11-25T23:31:41.322821] [INFO ] [sig       ] BMA: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:31:41.465393] [INFO ] [LOCAL     ] Saved forecast: BMA	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/BMA.txt
[2025-11-25T23:31:41.465590] [INFO ] [sig       ] [471/3639] Completed BMA in 0.3s | 3.00 sym/s | Total: 2.6m | ETA: 17.6m
[2025-11-25T23:31:41.465670] [INFO ] [sig       ] [472/3639] Forecasting BMBL...
[2025-11-25T23:31:41.465720] [INFO ] [sig       ] Generating forecast for: BMBL
[2025-11-25T23:31:41.465757] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BMBL' from 'https://tdm.silogroup.org/data/derivative_storage/BMBL.csv'.
[2025-11-25T23:31:41.478159] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BMBL'.
[2025-11-25T23:31:41.478536] [INFO ] [FORECASTER] Starting predict_future for BMBL
[2025-11-25T23:31:41.479403] [DEBUG] [LOCAL     ] No optimal features file found for BMBL: ./output/feature-sets/BMBL.txt
[2025-11-25T23:31:41.479476] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:31:41.479524] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:31:41.479566] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:31:41.479653] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:31:41.539355] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:31:41.540218] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:31:41.540324] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:31:41.540373] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:31:41.645570] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:31:41.645802] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:31:41.645861] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:31:41.645907] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:31:41.649440] [DEBUG] [FORECASTER] BMBL: Forecast T+1@11:T+2@11: UP (p=85.29%)
[2025-11-25T23:31:41.649785] [INFO ] [FORECASTER] Completed predict_future for BMBL
[2025-11-25T23:31:41.649955] [INFO ] [sig       ] BMBL: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:31:41.793515] [INFO ] [LOCAL     ] Saved forecast: BMBL	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/BMBL.txt
[2025-11-25T23:31:41.793734] [INFO ] [sig       ] [472/3639] Completed BMBL in 0.3s | 3.00 sym/s | Total: 2.6m | ETA: 17.6m
[2025-11-25T23:31:41.793796] [INFO ] [sig       ] [473/3639] Forecasting BME...
[2025-11-25T23:31:41.793842] [INFO ] [sig       ] Generating forecast for: BME
[2025-11-25T23:31:41.793884] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BME' from 'https://tdm.silogroup.org/data/derivative_storage/BME.csv'.
[2025-11-25T23:31:41.806591] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BME'.
[2025-11-25T23:31:41.807034] [INFO ] [FORECASTER] Starting predict_future for BME
[2025-11-25T23:31:41.808561] [DEBUG] [LOCAL     ] No optimal features file found for BME: ./output/feature-sets/BME.txt
[2025-11-25T23:31:41.808776] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:31:41.808828] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:31:41.808872] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:31:41.808951] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:31:41.869472] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:31:41.870451] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:31:41.870557] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:31:41.870605] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:31:41.970261] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:31:41.970454] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:31:41.970502] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:31:41.970537] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:31:41.974107] [DEBUG] [FORECASTER] BME: Forecast T+1@11:T+2@11: UP (p=98.80%)
[2025-11-25T23:31:41.974401] [INFO ] [FORECASTER] Completed predict_future for BME
[2025-11-25T23:31:41.974543] [INFO ] [sig       ] BME: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:31:42.117721] [INFO ] [LOCAL     ] Saved forecast: BME	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/BME.txt
[2025-11-25T23:31:42.117923] [INFO ] [sig       ] [473/3639] Completed BME in 0.3s | 3.00 sym/s | Total: 2.6m | ETA: 17.6m
[2025-11-25T23:31:42.117981] [INFO ] [sig       ] [474/3639] Forecasting BMEZ...
[2025-11-25T23:31:42.118029] [INFO ] [sig       ] Generating forecast for: BMEZ
[2025-11-25T23:31:42.118073] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BMEZ' from 'https://tdm.silogroup.org/data/derivative_storage/BMEZ.csv'.
[2025-11-25T23:31:42.130393] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BMEZ'.
[2025-11-25T23:31:42.130861] [INFO ] [FORECASTER] Starting predict_future for BMEZ
[2025-11-25T23:31:42.131749] [DEBUG] [LOCAL     ] No optimal features file found for BMEZ: ./output/feature-sets/BMEZ.txt
[2025-11-25T23:31:42.131823] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:31:42.131870] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:31:42.131911] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:31:42.131981] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:31:42.191788] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:31:42.192706] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:31:42.192812] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:31:42.192862] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:31:42.309358] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:31:42.309557] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:31:42.309604] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:31:42.309660] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:31:42.313236] [DEBUG] [FORECASTER] BMEZ: Forecast T+1@11:T+2@11: DOWN (p=48.49%)
[2025-11-25T23:31:42.313548] [INFO ] [FORECASTER] Completed predict_future for BMEZ
[2025-11-25T23:31:42.313727] [INFO ] [sig       ] BMEZ: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:31:42.456957] [INFO ] [LOCAL     ] Saved forecast: BMEZ	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/BMEZ.txt
[2025-11-25T23:31:42.457140] [INFO ] [sig       ] [474/3639] Completed BMEZ in 0.3s | 3.00 sym/s | Total: 2.6m | ETA: 17.6m
[2025-11-25T23:31:42.457197] [INFO ] [sig       ] [475/3639] Forecasting BMI...
[2025-11-25T23:31:42.457251] [INFO ] [sig       ] Generating forecast for: BMI
[2025-11-25T23:31:42.457298] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BMI' from 'https://tdm.silogroup.org/data/derivative_storage/BMI.csv'.
[2025-11-25T23:31:42.469758] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BMI'.
[2025-11-25T23:31:42.470187] [INFO ] [FORECASTER] Starting predict_future for BMI
[2025-11-25T23:31:42.471092] [DEBUG] [LOCAL     ] No optimal features file found for BMI: ./output/feature-sets/BMI.txt
[2025-11-25T23:31:42.471167] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:31:42.471216] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:31:42.471259] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:31:42.471331] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:31:42.530504] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:31:42.531401] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:31:42.531531] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:31:42.531582] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:31:42.641059] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:31:42.641263] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:31:42.641310] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:31:42.641345] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:31:42.644937] [DEBUG] [FORECASTER] BMI: Forecast T+1@11:T+2@11: DOWN (p=46.57%)
[2025-11-25T23:31:42.645272] [INFO ] [FORECASTER] Completed predict_future for BMI
[2025-11-25T23:31:42.645432] [INFO ] [sig       ] BMI: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:31:42.789189] [INFO ] [LOCAL     ] Saved forecast: BMI	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/BMI.txt
[2025-11-25T23:31:42.789373] [INFO ] [sig       ] [475/3639] Completed BMI in 0.3s | 3.00 sym/s | Total: 2.6m | ETA: 17.6m
[2025-11-25T23:31:42.789435] [INFO ] [sig       ] [476/3639] Forecasting BMO...
[2025-11-25T23:31:42.789477] [INFO ] [sig       ] Generating forecast for: BMO
[2025-11-25T23:31:42.789521] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BMO' from 'https://tdm.silogroup.org/data/derivative_storage/BMO.csv'.
[2025-11-25T23:31:42.802032] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BMO'.
[2025-11-25T23:31:42.802339] [INFO ] [FORECASTER] Starting predict_future for BMO
[2025-11-25T23:31:42.803164] [DEBUG] [LOCAL     ] No optimal features file found for BMO: ./output/feature-sets/BMO.txt
[2025-11-25T23:31:42.803235] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:31:42.803281] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:31:42.803321] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:31:42.803392] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:31:42.862548] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:31:42.863466] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:31:42.863570] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:31:42.863617] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:31:42.987700] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:31:42.987903] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:31:42.987951] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:31:42.987985] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:31:42.991578] [DEBUG] [FORECASTER] BMO: Forecast T+1@11:T+2@11: DOWN (p=18.63%)
[2025-11-25T23:31:42.992085] [INFO ] [FORECASTER] Completed predict_future for BMO
[2025-11-25T23:31:42.992320] [INFO ] [sig       ] BMO: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:31:43.137727] [INFO ] [LOCAL     ] Saved forecast: BMO	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/BMO.txt
[2025-11-25T23:31:43.137907] [INFO ] [sig       ] [476/3639] Completed BMO in 0.3s | 3.00 sym/s | Total: 2.6m | ETA: 17.6m
[2025-11-25T23:31:43.137964] [INFO ] [sig       ] [477/3639] Forecasting BMRA...
[2025-11-25T23:31:43.138013] [INFO ] [sig       ] Generating forecast for: BMRA
[2025-11-25T23:31:43.138056] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BMRA' from 'https://tdm.silogroup.org/data/derivative_storage/BMRA.csv'.
[2025-11-25T23:31:43.150116] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BMRA'.
[2025-11-25T23:31:43.150490] [INFO ] [FORECASTER] Starting predict_future for BMRA
[2025-11-25T23:31:43.151398] [DEBUG] [LOCAL     ] No optimal features file found for BMRA: ./output/feature-sets/BMRA.txt
[2025-11-25T23:31:43.151475] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:31:43.151527] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:31:43.151572] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:31:43.151670] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:31:43.216356] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:31:43.217309] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:31:43.217435] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:31:43.217490] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:31:43.330023] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:31:43.330213] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:31:43.330263] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:31:43.330298] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:31:43.333850] [DEBUG] [FORECASTER] BMRA: Forecast T+1@11:T+2@11: DOWN (p=35.92%)
[2025-11-25T23:31:43.334150] [INFO ] [FORECASTER] Completed predict_future for BMRA
[2025-11-25T23:31:43.334301] [INFO ] [sig       ] BMRA: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:31:43.475045] [INFO ] [LOCAL     ] Saved forecast: BMRA	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/BMRA.txt
[2025-11-25T23:31:43.475193] [INFO ] [sig       ] [477/3639] Completed BMRA in 0.3s | 3.00 sym/s | Total: 2.7m | ETA: 17.6m
[2025-11-25T23:31:43.475251] [INFO ] [sig       ] [478/3639] Forecasting BMRC...
[2025-11-25T23:31:43.475296] [INFO ] [sig       ] Generating forecast for: BMRC
[2025-11-25T23:31:43.475338] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BMRC' from 'https://tdm.silogroup.org/data/derivative_storage/BMRC.csv'.
[2025-11-25T23:31:43.492079] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BMRC'.
[2025-11-25T23:31:43.492971] [INFO ] [FORECASTER] Starting predict_future for BMRC
[2025-11-25T23:31:43.494360] [DEBUG] [LOCAL     ] No optimal features file found for BMRC: ./output/feature-sets/BMRC.txt
[2025-11-25T23:31:43.494457] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:31:43.494531] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:31:43.494594] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:31:43.494724] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:31:43.559072] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:31:43.560314] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:31:43.560457] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:31:43.560512] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:31:43.678989] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:31:43.679251] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:31:43.679304] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:31:43.679374] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:31:43.683486] [DEBUG] [FORECASTER] BMRC: Forecast T+1@11:T+2@11: DOWN (p=42.78%)
[2025-11-25T23:31:43.683842] [INFO ] [FORECASTER] Completed predict_future for BMRC
[2025-11-25T23:31:43.684026] [INFO ] [sig       ] BMRC: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:31:43.832456] [INFO ] [LOCAL     ] Saved forecast: BMRC	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/BMRC.txt
[2025-11-25T23:31:43.832708] [INFO ] [sig       ] [478/3639] Completed BMRC in 0.4s | 3.00 sym/s | Total: 2.7m | ETA: 17.6m
[2025-11-25T23:31:43.832774] [INFO ] [sig       ] [479/3639] Forecasting BMRN...
[2025-11-25T23:31:43.832821] [INFO ] [sig       ] Generating forecast for: BMRN
[2025-11-25T23:31:43.832867] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BMRN' from 'https://tdm.silogroup.org/data/derivative_storage/BMRN.csv'.
[2025-11-25T23:31:43.847756] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BMRN'.
[2025-11-25T23:31:43.848407] [INFO ] [FORECASTER] Starting predict_future for BMRN
[2025-11-25T23:31:43.849702] [DEBUG] [LOCAL     ] No optimal features file found for BMRN: ./output/feature-sets/BMRN.txt
[2025-11-25T23:31:43.849774] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:31:43.849825] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:31:43.849867] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:31:43.849939] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:31:43.912541] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:31:43.913765] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:31:43.913887] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:31:43.913939] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:31:44.037885] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:31:44.038158] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:31:44.038210] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:31:44.038246] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:31:44.042503] [DEBUG] [FORECASTER] BMRN: Forecast T+1@11:T+2@11: DOWN (p=27.23%)
[2025-11-25T23:31:44.042883] [INFO ] [FORECASTER] Completed predict_future for BMRN
[2025-11-25T23:31:44.043058] [INFO ] [sig       ] BMRN: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:31:44.211238] [INFO ] [LOCAL     ] Saved forecast: BMRN	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/BMRN.txt
[2025-11-25T23:31:44.211450] [INFO ] [sig       ] [479/3639] Completed BMRN in 0.4s | 3.00 sym/s | Total: 2.7m | ETA: 17.6m
[2025-11-25T23:31:44.211512] [INFO ] [sig       ] [480/3639] Forecasting BMY...
[2025-11-25T23:31:44.211560] [INFO ] [sig       ] Generating forecast for: BMY
[2025-11-25T23:31:44.211604] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BMY' from 'https://tdm.silogroup.org/data/derivative_storage/BMY.csv'.
[2025-11-25T23:31:44.224588] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BMY'.
[2025-11-25T23:31:44.225084] [INFO ] [FORECASTER] Starting predict_future for BMY
[2025-11-25T23:31:44.226045] [DEBUG] [LOCAL     ] No optimal features file found for BMY: ./output/feature-sets/BMY.txt
[2025-11-25T23:31:44.226127] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:31:44.226179] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:31:44.226222] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:31:44.226295] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:31:44.291896] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:31:44.292911] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:31:44.293034] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:31:44.293116] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:31:44.390582] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:31:44.390795] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:31:44.390843] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:31:44.390879] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:31:44.394485] [DEBUG] [FORECASTER] BMY: Forecast T+1@11:T+2@11: DOWN (p=34.70%)
[2025-11-25T23:31:44.394855] [INFO ] [FORECASTER] Completed predict_future for BMY
[2025-11-25T23:31:44.395022] [INFO ] [sig       ] BMY: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:31:44.542294] [INFO ] [LOCAL     ] Saved forecast: BMY	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/BMY.txt
[2025-11-25T23:31:44.542506] [INFO ] [sig       ] [480/3639] Completed BMY in 0.3s | 3.00 sym/s | Total: 2.7m | ETA: 17.6m
[2025-11-25T23:31:44.542565] [INFO ] [sig       ] [481/3639] Forecasting BN...
[2025-11-25T23:31:44.542611] [INFO ] [sig       ] Generating forecast for: BN
[2025-11-25T23:31:44.542676] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BN' from 'https://tdm.silogroup.org/data/derivative_storage/BN.csv'.
[2025-11-25T23:31:44.555049] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BN'.
[2025-11-25T23:31:44.555452] [INFO ] [FORECASTER] Starting predict_future for BN
[2025-11-25T23:31:44.556303] [DEBUG] [LOCAL     ] No optimal features file found for BN: ./output/feature-sets/BN.txt
[2025-11-25T23:31:44.556376] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:31:44.556423] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:31:44.556463] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:31:44.556537] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:31:44.619858] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:31:44.620853] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:31:44.620961] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:31:44.621011] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:31:44.729550] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:31:44.729812] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:31:44.729914] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:31:44.729980] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:31:44.734377] [DEBUG] [FORECASTER] BN: Forecast T+1@11:T+2@11: UP (p=98.76%)
[2025-11-25T23:31:44.734802] [INFO ] [FORECASTER] Completed predict_future for BN
[2025-11-25T23:31:44.735030] [INFO ] [sig       ] BN: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:31:44.893513] [INFO ] [LOCAL     ] Saved forecast: BN	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/BN.txt
[2025-11-25T23:31:44.893759] [INFO ] [sig       ] [481/3639] Completed BN in 0.4s | 3.00 sym/s | Total: 2.7m | ETA: 17.6m
[2025-11-25T23:31:44.893857] [INFO ] [sig       ] [482/3639] Forecasting BND...
[2025-11-25T23:31:44.893916] [INFO ] [sig       ] Generating forecast for: BND
[2025-11-25T23:31:44.893962] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BND' from 'https://tdm.silogroup.org/data/derivative_storage/BND.csv'.
[2025-11-25T23:31:44.906281] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BND'.
[2025-11-25T23:31:44.906677] [INFO ] [FORECASTER] Starting predict_future for BND
[2025-11-25T23:31:44.907611] [DEBUG] [LOCAL     ] No optimal features file found for BND: ./output/feature-sets/BND.txt
[2025-11-25T23:31:44.907707] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:31:44.907757] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:31:44.907812] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:31:44.907945] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:31:44.977265] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:31:44.978320] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:31:44.978433] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:31:44.978496] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:31:45.080295] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:31:45.080495] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:31:45.080542] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:31:45.080577] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:31:45.084051] [DEBUG] [FORECASTER] BND: Forecast T+1@11:T+2@11: DOWN (p=21.41%)
[2025-11-25T23:31:45.084349] [INFO ] [FORECASTER] Completed predict_future for BND
[2025-11-25T23:31:45.084530] [INFO ] [sig       ] BND: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:31:45.226581] [INFO ] [LOCAL     ] Saved forecast: BND	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/BND.txt
[2025-11-25T23:31:45.226793] [INFO ] [sig       ] [482/3639] Completed BND in 0.3s | 3.00 sym/s | Total: 2.7m | ETA: 17.6m
[2025-11-25T23:31:45.226865] [INFO ] [sig       ] [483/3639] Forecasting BNDX...
[2025-11-25T23:31:45.226920] [INFO ] [sig       ] Generating forecast for: BNDX
[2025-11-25T23:31:45.226975] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BNDX' from 'https://tdm.silogroup.org/data/derivative_storage/BNDX.csv'.
[2025-11-25T23:31:45.238437] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BNDX'.
[2025-11-25T23:31:45.238872] [INFO ] [FORECASTER] Starting predict_future for BNDX
[2025-11-25T23:31:45.239743] [DEBUG] [LOCAL     ] No optimal features file found for BNDX: ./output/feature-sets/BNDX.txt
[2025-11-25T23:31:45.239812] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:31:45.239859] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:31:45.239899] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:31:45.240015] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:31:45.298319] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:31:45.299272] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:31:45.299379] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:31:45.299440] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:31:45.392259] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:31:45.392452] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:31:45.392498] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:31:45.392533] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:31:45.396178] [DEBUG] [FORECASTER] BNDX: Forecast T+1@11:T+2@11: UP (p=89.47%)
[2025-11-25T23:31:45.396477] [INFO ] [FORECASTER] Completed predict_future for BNDX
[2025-11-25T23:31:45.396626] [INFO ] [sig       ] BNDX: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:31:45.539370] [INFO ] [LOCAL     ] Saved forecast: BNDX	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/BNDX.txt
[2025-11-25T23:31:45.539558] [INFO ] [sig       ] [483/3639] Completed BNDX in 0.3s | 3.00 sym/s | Total: 2.7m | ETA: 17.6m
[2025-11-25T23:31:45.539632] [INFO ] [sig       ] [484/3639] Forecasting BNED...
[2025-11-25T23:31:45.539710] [INFO ] [sig       ] Generating forecast for: BNED
[2025-11-25T23:31:45.539763] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BNED' from 'https://tdm.silogroup.org/data/derivative_storage/BNED.csv'.
[2025-11-25T23:31:45.551411] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BNED'.
[2025-11-25T23:31:45.551888] [INFO ] [FORECASTER] Starting predict_future for BNED
[2025-11-25T23:31:45.552748] [DEBUG] [LOCAL     ] No optimal features file found for BNED: ./output/feature-sets/BNED.txt
[2025-11-25T23:31:45.552822] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:31:45.552868] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:31:45.552909] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:31:45.552979] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:31:45.611666] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:31:45.612598] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:31:45.612727] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:31:45.612776] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:31:45.711865] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:31:45.712074] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:31:45.712125] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:31:45.712164] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:31:45.715866] [DEBUG] [FORECASTER] BNED: Forecast T+1@11:T+2@11: UP (p=97.34%)
[2025-11-25T23:31:45.716200] [INFO ] [FORECASTER] Completed predict_future for BNED
[2025-11-25T23:31:45.716361] [INFO ] [sig       ] BNED: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:31:45.866546] [INFO ] [LOCAL     ] Saved forecast: BNED	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/BNED.txt
[2025-11-25T23:31:45.866759] [INFO ] [sig       ] [484/3639] Completed BNED in 0.3s | 3.00 sym/s | Total: 2.7m | ETA: 17.5m
[2025-11-25T23:31:45.866820] [INFO ] [sig       ] [485/3639] Forecasting BNGO...
[2025-11-25T23:31:45.866868] [INFO ] [sig       ] Generating forecast for: BNGO
[2025-11-25T23:31:45.866912] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BNGO' from 'https://tdm.silogroup.org/data/derivative_storage/BNGO.csv'.
[2025-11-25T23:31:45.878784] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BNGO'.
[2025-11-25T23:31:45.879165] [INFO ] [FORECASTER] Starting predict_future for BNGO
[2025-11-25T23:31:45.880019] [DEBUG] [LOCAL     ] No optimal features file found for BNGO: ./output/feature-sets/BNGO.txt
[2025-11-25T23:31:45.880090] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:31:45.880137] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:31:45.880177] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:31:45.880247] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:31:45.938959] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:31:45.939844] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:31:45.939951] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:31:45.940002] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:31:46.035168] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:31:46.035358] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:31:46.035412] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:31:46.035454] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:31:46.039028] [DEBUG] [FORECASTER] BNGO: Forecast T+1@11:T+2@11: UP (p=82.75%)
[2025-11-25T23:31:46.039356] [INFO ] [FORECASTER] Completed predict_future for BNGO
[2025-11-25T23:31:46.039519] [INFO ] [sig       ] BNGO: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:31:46.182302] [INFO ] [LOCAL     ] Saved forecast: BNGO	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/BNGO.txt
[2025-11-25T23:31:46.182482] [INFO ] [sig       ] [485/3639] Completed BNGO in 0.3s | 3.00 sym/s | Total: 2.7m | ETA: 17.5m
[2025-11-25T23:31:46.182543] [INFO ] [sig       ] [486/3639] Forecasting BNH...
[2025-11-25T23:31:46.182589] [INFO ] [sig       ] Generating forecast for: BNH
[2025-11-25T23:31:46.182677] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BNH' from 'https://tdm.silogroup.org/data/derivative_storage/BNH.csv'.
[2025-11-25T23:31:46.194922] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BNH'.
[2025-11-25T23:31:46.195320] [INFO ] [FORECASTER] Starting predict_future for BNH
[2025-11-25T23:31:46.196176] [DEBUG] [LOCAL     ] No optimal features file found for BNH: ./output/feature-sets/BNH.txt
[2025-11-25T23:31:46.196248] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:31:46.196296] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:31:46.196337] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:31:46.196405] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:31:46.257088] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:31:46.258002] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:31:46.258113] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:31:46.258164] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:31:46.366802] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:31:46.367008] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:31:46.367062] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:31:46.367098] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:31:46.370866] [DEBUG] [FORECASTER] BNH: Forecast T+1@11:T+2@11: UP (p=78.36%)
[2025-11-25T23:31:46.371179] [INFO ] [FORECASTER] Completed predict_future for BNH
[2025-11-25T23:31:46.371339] [INFO ] [sig       ] BNH: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:31:46.514259] [INFO ] [LOCAL     ] Saved forecast: BNH	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/BNH.txt
[2025-11-25T23:31:46.514425] [INFO ] [sig       ] [486/3639] Completed BNH in 0.3s | 3.00 sym/s | Total: 2.7m | ETA: 17.5m
[2025-11-25T23:31:46.514483] [INFO ] [sig       ] [487/3639] Forecasting BNJ...
[2025-11-25T23:31:46.514526] [INFO ] [sig       ] Generating forecast for: BNJ
[2025-11-25T23:31:46.514568] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BNJ' from 'https://tdm.silogroup.org/data/derivative_storage/BNJ.csv'.
[2025-11-25T23:31:46.526250] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BNJ'.
[2025-11-25T23:31:46.526579] [INFO ] [FORECASTER] Starting predict_future for BNJ
[2025-11-25T23:31:46.527463] [DEBUG] [LOCAL     ] No optimal features file found for BNJ: ./output/feature-sets/BNJ.txt
[2025-11-25T23:31:46.527534] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:31:46.527590] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:31:46.527629] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:31:46.527766] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:31:46.586073] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:31:46.586758] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:31:46.586855] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:31:46.586898] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:31:46.675534] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:31:46.675669] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:31:46.675719] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:31:46.675753] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:31:46.678943] [DEBUG] [FORECASTER] BNJ: Forecast T+1@11:T+2@11: UP (p=65.03%)
[2025-11-25T23:31:46.679227] [INFO ] [FORECASTER] Completed predict_future for BNJ
[2025-11-25T23:31:46.679378] [INFO ] [sig       ] BNJ: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:31:46.826108] [INFO ] [LOCAL     ] Saved forecast: BNJ	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/BNJ.txt
[2025-11-25T23:31:46.826304] [INFO ] [sig       ] [487/3639] Completed BNJ in 0.3s | 3.00 sym/s | Total: 2.7m | ETA: 17.5m
[2025-11-25T23:31:46.826363] [INFO ] [sig       ] [488/3639] Forecasting BNL...
[2025-11-25T23:31:46.826464] [INFO ] [sig       ] Generating forecast for: BNL
[2025-11-25T23:31:46.826512] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BNL' from 'https://tdm.silogroup.org/data/derivative_storage/BNL.csv'.
[2025-11-25T23:31:46.838348] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BNL'.
[2025-11-25T23:31:46.838677] [INFO ] [FORECASTER] Starting predict_future for BNL
[2025-11-25T23:31:46.839528] [DEBUG] [LOCAL     ] No optimal features file found for BNL: ./output/feature-sets/BNL.txt
[2025-11-25T23:31:46.839599] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:31:46.839682] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:31:46.839734] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:31:46.839805] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:31:46.897556] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:31:46.898239] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:31:46.898353] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:31:46.898403] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:31:46.995370] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:31:46.995469] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:31:46.995511] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:31:46.995544] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:31:46.998696] [DEBUG] [FORECASTER] BNL: Forecast T+1@11:T+2@11: UP (p=82.13%)
[2025-11-25T23:31:46.998979] [INFO ] [FORECASTER] Completed predict_future for BNL
[2025-11-25T23:31:46.999144] [INFO ] [sig       ] BNL: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:31:47.139943] [INFO ] [LOCAL     ] Saved forecast: BNL	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/BNL.txt
[2025-11-25T23:31:47.140090] [INFO ] [sig       ] [488/3639] Completed BNL in 0.3s | 3.00 sym/s | Total: 2.7m | ETA: 17.5m
[2025-11-25T23:31:47.140158] [INFO ] [sig       ] [489/3639] Forecasting BNRG...
[2025-11-25T23:31:47.140212] [INFO ] [sig       ] Generating forecast for: BNRG
[2025-11-25T23:31:47.140266] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BNRG' from 'https://tdm.silogroup.org/data/derivative_storage/BNRG.csv'.
[2025-11-25T23:31:47.153621] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BNRG'.
[2025-11-25T23:31:47.154139] [INFO ] [FORECASTER] Starting predict_future for BNRG
[2025-11-25T23:31:47.155105] [DEBUG] [LOCAL     ] No optimal features file found for BNRG: ./output/feature-sets/BNRG.txt
[2025-11-25T23:31:47.155177] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:31:47.155226] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:31:47.155270] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:31:47.155344] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:31:47.214928] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:31:47.215685] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:31:47.215787] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:31:47.215835] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:31:47.311896] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:31:47.312066] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:31:47.312119] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:31:47.312161] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:31:47.315625] [DEBUG] [FORECASTER] BNRG: Forecast T+1@11:T+2@11: DOWN (p=13.32%)
[2025-11-25T23:31:47.315968] [INFO ] [FORECASTER] Completed predict_future for BNRG
[2025-11-25T23:31:47.316131] [INFO ] [sig       ] BNRG: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:31:47.461233] [INFO ] [LOCAL     ] Saved forecast: BNRG	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/BNRG.txt
[2025-11-25T23:31:47.461425] [INFO ] [sig       ] [489/3639] Completed BNRG in 0.3s | 3.00 sym/s | Total: 2.7m | ETA: 17.5m
[2025-11-25T23:31:47.461482] [INFO ] [sig       ] [490/3639] Forecasting BNS...
[2025-11-25T23:31:47.461527] [INFO ] [sig       ] Generating forecast for: BNS
[2025-11-25T23:31:47.461571] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BNS' from 'https://tdm.silogroup.org/data/derivative_storage/BNS.csv'.
[2025-11-25T23:31:47.473790] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BNS'.
[2025-11-25T23:31:47.474124] [INFO ] [FORECASTER] Starting predict_future for BNS
[2025-11-25T23:31:47.474987] [DEBUG] [LOCAL     ] No optimal features file found for BNS: ./output/feature-sets/BNS.txt
[2025-11-25T23:31:47.475064] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:31:47.475112] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:31:47.475152] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:31:47.475223] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:31:47.534342] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:31:47.535169] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:31:47.535275] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:31:47.535325] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:31:47.634477] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:31:47.634708] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:31:47.634787] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:31:47.634833] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:31:47.638458] [DEBUG] [FORECASTER] BNS: Forecast T+1@11:T+2@11: DOWN (p=8.91%)
[2025-11-25T23:31:47.638803] [INFO ] [FORECASTER] Completed predict_future for BNS
[2025-11-25T23:31:47.638986] [INFO ] [sig       ] BNS: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:31:47.785873] [INFO ] [LOCAL     ] Saved forecast: BNS	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/BNS.txt
[2025-11-25T23:31:47.786059] [INFO ] [sig       ] [490/3639] Completed BNS in 0.3s | 3.00 sym/s | Total: 2.7m | ETA: 17.5m
[2025-11-25T23:31:47.786118] [INFO ] [sig       ] [491/3639] Forecasting BNTC...
[2025-11-25T23:31:47.786163] [INFO ] [sig       ] Generating forecast for: BNTC
[2025-11-25T23:31:47.786206] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BNTC' from 'https://tdm.silogroup.org/data/derivative_storage/BNTC.csv'.
[2025-11-25T23:31:47.798580] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BNTC'.
[2025-11-25T23:31:47.798959] [INFO ] [FORECASTER] Starting predict_future for BNTC
[2025-11-25T23:31:47.799835] [DEBUG] [LOCAL     ] No optimal features file found for BNTC: ./output/feature-sets/BNTC.txt
[2025-11-25T23:31:47.799905] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:31:47.799953] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:31:47.799993] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:31:47.800062] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:31:47.859192] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:31:47.860136] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:31:47.860242] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:31:47.860292] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:31:47.953702] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:31:47.953912] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:31:47.953961] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:31:47.953995] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:31:47.957489] [DEBUG] [FORECASTER] BNTC: Forecast T+1@11:T+2@11: DOWN (p=36.15%)
[2025-11-25T23:31:47.957830] [INFO ] [FORECASTER] Completed predict_future for BNTC
[2025-11-25T23:31:47.958008] [INFO ] [sig       ] BNTC: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:31:48.101939] [INFO ] [LOCAL     ] Saved forecast: BNTC	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/BNTC.txt
[2025-11-25T23:31:48.102122] [INFO ] [sig       ] [491/3639] Completed BNTC in 0.3s | 3.00 sym/s | Total: 2.7m | ETA: 17.5m
[2025-11-25T23:31:48.102178] [INFO ] [sig       ] [492/3639] Forecasting BNTX...
[2025-11-25T23:31:48.102222] [INFO ] [sig       ] Generating forecast for: BNTX
[2025-11-25T23:31:48.102265] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BNTX' from 'https://tdm.silogroup.org/data/derivative_storage/BNTX.csv'.
[2025-11-25T23:31:48.114301] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BNTX'.
[2025-11-25T23:31:48.114700] [INFO ] [FORECASTER] Starting predict_future for BNTX
[2025-11-25T23:31:48.115543] [DEBUG] [LOCAL     ] No optimal features file found for BNTX: ./output/feature-sets/BNTX.txt
[2025-11-25T23:31:48.115614] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:31:48.115681] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:31:48.115724] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:31:48.115795] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:31:48.176193] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:31:48.176996] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:31:48.177106] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:31:48.177154] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:31:48.273520] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:31:48.273715] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:31:48.273791] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:31:48.273838] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:31:48.277237] [DEBUG] [FORECASTER] BNTX: Forecast T+1@11:T+2@11: DOWN (p=6.84%)
[2025-11-25T23:31:48.277569] [INFO ] [FORECASTER] Completed predict_future for BNTX
[2025-11-25T23:31:48.277755] [INFO ] [sig       ] BNTX: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:31:48.425229] [INFO ] [LOCAL     ] Saved forecast: BNTX	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/BNTX.txt
[2025-11-25T23:31:48.425419] [INFO ] [sig       ] [492/3639] Completed BNTX in 0.3s | 3.00 sym/s | Total: 2.7m | ETA: 17.5m
[2025-11-25T23:31:48.425483] [INFO ] [sig       ] [493/3639] Forecasting BNY...
[2025-11-25T23:31:48.425529] [INFO ] [sig       ] Generating forecast for: BNY
[2025-11-25T23:31:48.425580] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BNY' from 'https://tdm.silogroup.org/data/derivative_storage/BNY.csv'.
[2025-11-25T23:31:48.438620] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BNY'.
[2025-11-25T23:31:48.439010] [INFO ] [FORECASTER] Starting predict_future for BNY
[2025-11-25T23:31:48.439878] [DEBUG] [LOCAL     ] No optimal features file found for BNY: ./output/feature-sets/BNY.txt
[2025-11-25T23:31:48.439951] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:31:48.440007] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:31:48.440054] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:31:48.440128] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:31:48.499885] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:31:48.500587] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:31:48.500708] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:31:48.500759] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:31:48.596177] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:31:48.596371] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:31:48.596418] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:31:48.596453] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:31:48.599995] [DEBUG] [FORECASTER] BNY: Forecast T+1@11:T+2@11: DOWN (p=1.50%)
[2025-11-25T23:31:48.600288] [INFO ] [FORECASTER] Completed predict_future for BNY
[2025-11-25T23:31:48.600440] [INFO ] [sig       ] BNY: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:31:48.741627] [INFO ] [LOCAL     ] Saved forecast: BNY	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/BNY.txt
[2025-11-25T23:31:48.741803] [INFO ] [sig       ] [493/3639] Completed BNY in 0.3s | 3.00 sym/s | Total: 2.7m | ETA: 17.5m
[2025-11-25T23:31:48.741860] [INFO ] [sig       ] [494/3639] Forecasting BNZI...
[2025-11-25T23:31:48.741903] [INFO ] [sig       ] Generating forecast for: BNZI
[2025-11-25T23:31:48.741946] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BNZI' from 'https://tdm.silogroup.org/data/derivative_storage/BNZI.csv'.
[2025-11-25T23:31:48.753504] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BNZI'.
[2025-11-25T23:31:48.753822] [INFO ] [FORECASTER] Starting predict_future for BNZI
[2025-11-25T23:31:48.754675] [DEBUG] [LOCAL     ] No optimal features file found for BNZI: ./output/feature-sets/BNZI.txt
[2025-11-25T23:31:48.754744] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:31:48.754790] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:31:48.754830] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:31:48.754898] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:31:48.812904] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:31:48.813551] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:31:48.813665] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:31:48.813715] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:31:48.911562] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:31:48.911720] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:31:48.911793] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:31:48.911839] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:31:48.915144] [DEBUG] [FORECASTER] BNZI: Forecast T+1@11:T+2@11: DOWN (p=35.72%)
[2025-11-25T23:31:48.915447] [INFO ] [FORECASTER] Completed predict_future for BNZI
[2025-11-25T23:31:48.915611] [INFO ] [sig       ] BNZI: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:31:49.056442] [INFO ] [LOCAL     ] Saved forecast: BNZI	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/BNZI.txt
[2025-11-25T23:31:49.056739] [INFO ] [sig       ] [494/3639] Completed BNZI in 0.3s | 3.00 sym/s | Total: 2.7m | ETA: 17.5m
[2025-11-25T23:31:49.056802] [INFO ] [sig       ] [495/3639] Forecasting BOC...
[2025-11-25T23:31:49.056850] [INFO ] [sig       ] Generating forecast for: BOC
[2025-11-25T23:31:49.056894] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BOC' from 'https://tdm.silogroup.org/data/derivative_storage/BOC.csv'.
[2025-11-25T23:31:49.068917] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BOC'.
[2025-11-25T23:31:49.069222] [INFO ] [FORECASTER] Starting predict_future for BOC
[2025-11-25T23:31:49.070054] [DEBUG] [LOCAL     ] No optimal features file found for BOC: ./output/feature-sets/BOC.txt
[2025-11-25T23:31:49.070133] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:31:49.070194] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:31:49.070237] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:31:49.070307] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:31:49.128721] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:31:49.129388] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:31:49.129493] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:31:49.129542] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:31:49.225924] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:31:49.226129] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:31:49.226175] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:31:49.226210] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:31:49.229779] [DEBUG] [FORECASTER] BOC: Forecast T+1@11:T+2@11: DOWN (p=39.00%)
[2025-11-25T23:31:49.230119] [INFO ] [FORECASTER] Completed predict_future for BOC
[2025-11-25T23:31:49.230286] [INFO ] [sig       ] BOC: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:31:49.374699] [INFO ] [LOCAL     ] Saved forecast: BOC	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/BOC.txt
[2025-11-25T23:31:49.374897] [INFO ] [sig       ] [495/3639] Completed BOC in 0.3s | 3.00 sym/s | Total: 2.8m | ETA: 17.5m
[2025-11-25T23:31:49.374955] [INFO ] [sig       ] [496/3639] Forecasting BOE...
[2025-11-25T23:31:49.375000] [INFO ] [sig       ] Generating forecast for: BOE
[2025-11-25T23:31:49.375044] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BOE' from 'https://tdm.silogroup.org/data/derivative_storage/BOE.csv'.
[2025-11-25T23:31:49.386826] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BOE'.
[2025-11-25T23:31:49.387258] [INFO ] [FORECASTER] Starting predict_future for BOE
[2025-11-25T23:31:49.388138] [DEBUG] [LOCAL     ] No optimal features file found for BOE: ./output/feature-sets/BOE.txt
[2025-11-25T23:31:49.388225] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:31:49.388273] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:31:49.388315] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:31:49.388384] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:31:49.448240] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:31:49.449218] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:31:49.449328] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:31:49.449375] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:31:49.540096] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:31:49.540296] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:31:49.540343] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:31:49.540377] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:31:49.543926] [DEBUG] [FORECASTER] BOE: Forecast T+1@11:T+2@11: DOWN (p=19.38%)
[2025-11-25T23:31:49.544231] [INFO ] [FORECASTER] Completed predict_future for BOE
[2025-11-25T23:31:49.544375] [INFO ] [sig       ] BOE: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:31:49.690789] [INFO ] [LOCAL     ] Saved forecast: BOE	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/BOE.txt
[2025-11-25T23:31:49.690983] [INFO ] [sig       ] [496/3639] Completed BOE in 0.3s | 3.00 sym/s | Total: 2.8m | ETA: 17.5m
[2025-11-25T23:31:49.691041] [INFO ] [sig       ] [497/3639] Forecasting BOF...
[2025-11-25T23:31:49.691087] [INFO ] [sig       ] Generating forecast for: BOF
[2025-11-25T23:31:49.691129] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BOF' from 'https://tdm.silogroup.org/data/derivative_storage/BOF.csv'.
[2025-11-25T23:31:49.703568] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BOF'.
[2025-11-25T23:31:49.703962] [INFO ] [FORECASTER] Starting predict_future for BOF
[2025-11-25T23:31:49.704842] [DEBUG] [LOCAL     ] No optimal features file found for BOF: ./output/feature-sets/BOF.txt
[2025-11-25T23:31:49.704914] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:31:49.704962] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:31:49.705001] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:31:49.705116] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:31:49.763936] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:31:49.764599] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:31:49.764727] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:31:49.764778] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:31:49.859869] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:31:49.860033] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:31:49.860079] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:31:49.860114] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:31:49.863588] [DEBUG] [FORECASTER] BOF: Forecast T+1@11:T+2@11: UP (p=68.27%)
[2025-11-25T23:31:49.863984] [INFO ] [FORECASTER] Completed predict_future for BOF
[2025-11-25T23:31:49.864178] [INFO ] [sig       ] BOF: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:31:50.010149] [INFO ] [LOCAL     ] Saved forecast: BOF	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/BOF.txt
[2025-11-25T23:31:50.010303] [INFO ] [sig       ] [497/3639] Completed BOF in 0.3s | 3.00 sym/s | Total: 2.8m | ETA: 17.5m
[2025-11-25T23:31:50.010361] [INFO ] [sig       ] [498/3639] Forecasting BOH...
[2025-11-25T23:31:50.010405] [INFO ] [sig       ] Generating forecast for: BOH
[2025-11-25T23:31:50.010446] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BOH' from 'https://tdm.silogroup.org/data/derivative_storage/BOH.csv'.
[2025-11-25T23:31:50.021271] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BOH'.
[2025-11-25T23:31:50.021579] [INFO ] [FORECASTER] Starting predict_future for BOH
[2025-11-25T23:31:50.022401] [DEBUG] [LOCAL     ] No optimal features file found for BOH: ./output/feature-sets/BOH.txt
[2025-11-25T23:31:50.022472] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:31:50.022519] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:31:50.022560] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:31:50.022629] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:31:50.081580] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:31:50.082338] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:31:50.082441] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:31:50.082488] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:31:50.175616] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:31:50.175788] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:31:50.175834] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:31:50.175869] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:31:50.179347] [DEBUG] [FORECASTER] BOH: Forecast T+1@11:T+2@11: DOWN (p=3.87%)
[2025-11-25T23:31:50.179638] [INFO ] [FORECASTER] Completed predict_future for BOH
[2025-11-25T23:31:50.179808] [INFO ] [sig       ] BOH: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:31:50.321416] [INFO ] [LOCAL     ] Saved forecast: BOH	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/BOH.txt
[2025-11-25T23:31:50.321571] [INFO ] [sig       ] [498/3639] Completed BOH in 0.3s | 3.00 sym/s | Total: 2.8m | ETA: 17.4m
[2025-11-25T23:31:50.321637] [INFO ] [sig       ] [499/3639] Forecasting BOKF...
[2025-11-25T23:31:50.321703] [INFO ] [sig       ] Generating forecast for: BOKF
[2025-11-25T23:31:50.321746] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BOKF' from 'https://tdm.silogroup.org/data/derivative_storage/BOKF.csv'.
[2025-11-25T23:31:50.332886] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BOKF'.
[2025-11-25T23:31:50.333189] [INFO ] [FORECASTER] Starting predict_future for BOKF
[2025-11-25T23:31:50.334042] [DEBUG] [LOCAL     ] No optimal features file found for BOKF: ./output/feature-sets/BOKF.txt
[2025-11-25T23:31:50.334116] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:31:50.334162] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:31:50.334204] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:31:50.334276] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:31:50.392606] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:31:50.393258] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:31:50.393352] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:31:50.393401] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:31:50.487490] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:31:50.487679] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:31:50.487731] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:31:50.487766] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:31:50.491973] [DEBUG] [FORECASTER] BOKF: Forecast T+1@11:T+2@11: DOWN (p=4.48%)
[2025-11-25T23:31:50.492351] [INFO ] [FORECASTER] Completed predict_future for BOKF
[2025-11-25T23:31:50.492534] [INFO ] [sig       ] BOKF: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:31:50.634873] [INFO ] [LOCAL     ] Saved forecast: BOKF	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/BOKF.txt
[2025-11-25T23:31:50.635029] [INFO ] [sig       ] [499/3639] Completed BOKF in 0.3s | 3.00 sym/s | Total: 2.8m | ETA: 17.4m
[2025-11-25T23:31:50.635080] [INFO ] [sig       ] [500/3639] Forecasting BOLD...
[2025-11-25T23:31:50.635136] [INFO ] [sig       ] Generating forecast for: BOLD
[2025-11-25T23:31:50.635190] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BOLD' from 'https://tdm.silogroup.org/data/derivative_storage/BOLD.csv'.
[2025-11-25T23:31:50.646626] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BOLD'.
[2025-11-25T23:31:50.646979] [INFO ] [FORECASTER] Starting predict_future for BOLD
[2025-11-25T23:31:50.647940] [DEBUG] [LOCAL     ] No optimal features file found for BOLD: ./output/feature-sets/BOLD.txt
[2025-11-25T23:31:50.648012] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:31:50.648059] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:31:50.648099] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:31:50.648212] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:31:50.706128] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:31:50.706822] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:31:50.706922] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:31:50.706970] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:31:50.791633] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:31:50.791870] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:31:50.791935] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:31:50.791984] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:31:50.795970] [DEBUG] [FORECASTER] BOLD: Forecast T+1@11:T+2@11: UP (p=90.16%)
[2025-11-25T23:31:50.796297] [INFO ] [FORECASTER] Completed predict_future for BOLD
[2025-11-25T23:31:50.796488] [INFO ] [sig       ] BOLD: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:31:50.945265] [INFO ] [LOCAL     ] Saved forecast: BOLD	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/BOLD.txt
[2025-11-25T23:31:50.945497] [INFO ] [sig       ] [500/3639] Completed BOLD in 0.3s | 3.00 sym/s | Total: 2.8m | ETA: 17.4m
[2025-11-25T23:31:50.945559] [INFO ] [sig       ] [501/3639] Forecasting BOND...
[2025-11-25T23:31:50.945615] [INFO ] [sig       ] Generating forecast for: BOND
[2025-11-25T23:31:50.945701] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BOND' from 'https://tdm.silogroup.org/data/derivative_storage/BOND.csv'.
[2025-11-25T23:31:50.957571] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BOND'.
[2025-11-25T23:31:50.957898] [INFO ] [FORECASTER] Starting predict_future for BOND
[2025-11-25T23:31:50.958770] [DEBUG] [LOCAL     ] No optimal features file found for BOND: ./output/feature-sets/BOND.txt
[2025-11-25T23:31:50.958840] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:31:50.958897] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:31:50.958949] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:31:50.959037] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:31:51.017068] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:31:51.017758] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:31:51.017866] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:31:51.017916] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:31:51.114313] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:31:51.114495] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:31:51.114541] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:31:51.114576] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:31:51.118108] [DEBUG] [FORECASTER] BOND: Forecast T+1@11:T+2@11: UP (p=75.76%)
[2025-11-25T23:31:51.118400] [INFO ] [FORECASTER] Completed predict_future for BOND
[2025-11-25T23:31:51.118577] [INFO ] [sig       ] BOND: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:31:51.261628] [INFO ] [LOCAL     ] Saved forecast: BOND	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/BOND.txt
[2025-11-25T23:31:51.261814] [INFO ] [sig       ] [501/3639] Completed BOND in 0.3s | 3.00 sym/s | Total: 2.8m | ETA: 17.4m
[2025-11-25T23:31:51.261885] [INFO ] [sig       ] [502/3639] Forecasting BOOM...
[2025-11-25T23:31:51.261938] [INFO ] [sig       ] Generating forecast for: BOOM
[2025-11-25T23:31:51.261991] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BOOM' from 'https://tdm.silogroup.org/data/derivative_storage/BOOM.csv'.
[2025-11-25T23:31:51.273625] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BOOM'.
[2025-11-25T23:31:51.273951] [INFO ] [FORECASTER] Starting predict_future for BOOM
[2025-11-25T23:31:51.274814] [DEBUG] [LOCAL     ] No optimal features file found for BOOM: ./output/feature-sets/BOOM.txt
[2025-11-25T23:31:51.274885] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:31:51.274941] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:31:51.274992] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:31:51.275090] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:31:51.332899] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:31:51.333571] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:31:51.333697] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:31:51.333748] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:31:51.429682] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:31:51.429853] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:31:51.429902] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:31:51.429959] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:31:51.433527] [DEBUG] [FORECASTER] BOOM: Forecast T+1@11:T+2@11: DOWN (p=37.90%)
[2025-11-25T23:31:51.433859] [INFO ] [FORECASTER] Completed predict_future for BOOM
[2025-11-25T23:31:51.434026] [INFO ] [sig       ] BOOM: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:31:51.578001] [INFO ] [LOCAL     ] Saved forecast: BOOM	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/BOOM.txt
[2025-11-25T23:31:51.578198] [INFO ] [sig       ] [502/3639] Completed BOOM in 0.3s | 3.00 sym/s | Total: 2.8m | ETA: 17.4m
[2025-11-25T23:31:51.578257] [INFO ] [sig       ] [503/3639] Forecasting BOTZ...
[2025-11-25T23:31:51.578301] [INFO ] [sig       ] Generating forecast for: BOTZ
[2025-11-25T23:31:51.578343] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BOTZ' from 'https://tdm.silogroup.org/data/derivative_storage/BOTZ.csv'.
[2025-11-25T23:31:51.591356] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BOTZ'.
[2025-11-25T23:31:51.591689] [INFO ] [FORECASTER] Starting predict_future for BOTZ
[2025-11-25T23:31:51.592538] [DEBUG] [LOCAL     ] No optimal features file found for BOTZ: ./output/feature-sets/BOTZ.txt
[2025-11-25T23:31:51.592611] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:31:51.592694] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:31:51.592748] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:31:51.592840] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:31:51.651287] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:31:51.652019] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:31:51.652115] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:31:51.652163] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:31:51.757047] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:31:51.757246] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:31:51.757292] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:31:51.757327] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:31:51.760917] [DEBUG] [FORECASTER] BOTZ: Forecast T+1@11:T+2@11: UP (p=56.74%)
[2025-11-25T23:31:51.761399] [INFO ] [FORECASTER] Completed predict_future for BOTZ
[2025-11-25T23:31:51.761618] [INFO ] [sig       ] BOTZ: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:31:51.903566] [INFO ] [LOCAL     ] Saved forecast: BOTZ	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/BOTZ.txt
[2025-11-25T23:31:51.903761] [INFO ] [sig       ] [503/3639] Completed BOTZ in 0.3s | 3.00 sym/s | Total: 2.8m | ETA: 17.4m
[2025-11-25T23:31:51.903836] [INFO ] [sig       ] [504/3639] Forecasting BOX...
[2025-11-25T23:31:51.903896] [INFO ] [sig       ] Generating forecast for: BOX
[2025-11-25T23:31:51.903952] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BOX' from 'https://tdm.silogroup.org/data/derivative_storage/BOX.csv'.
[2025-11-25T23:31:51.916253] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BOX'.
[2025-11-25T23:31:51.916775] [INFO ] [FORECASTER] Starting predict_future for BOX
[2025-11-25T23:31:51.917716] [DEBUG] [LOCAL     ] No optimal features file found for BOX: ./output/feature-sets/BOX.txt
[2025-11-25T23:31:51.917789] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:31:51.917850] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:31:51.917902] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:31:51.918001] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:31:51.978465] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:31:51.979497] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:31:51.979666] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:31:51.979720] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:31:52.079912] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:31:52.080115] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:31:52.080190] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:31:52.080238] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:31:52.083836] [DEBUG] [FORECASTER] BOX: Forecast T+1@11:T+2@11: UP (p=71.45%)
[2025-11-25T23:31:52.084143] [INFO ] [FORECASTER] Completed predict_future for BOX
[2025-11-25T23:31:52.084303] [INFO ] [sig       ] BOX: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:31:52.228779] [INFO ] [LOCAL     ] Saved forecast: BOX	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/BOX.txt
[2025-11-25T23:31:52.228944] [INFO ] [sig       ] [504/3639] Completed BOX in 0.3s | 3.00 sym/s | Total: 2.8m | ETA: 17.4m
[2025-11-25T23:31:52.229000] [INFO ] [sig       ] [505/3639] Forecasting BP...
[2025-11-25T23:31:52.229122] [INFO ] [sig       ] Generating forecast for: BP
[2025-11-25T23:31:52.229167] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BP' from 'https://tdm.silogroup.org/data/derivative_storage/BP.csv'.
[2025-11-25T23:31:52.241407] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BP'.
[2025-11-25T23:31:52.241865] [INFO ] [FORECASTER] Starting predict_future for BP
[2025-11-25T23:31:52.242762] [DEBUG] [LOCAL     ] No optimal features file found for BP: ./output/feature-sets/BP.txt
[2025-11-25T23:31:52.242836] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:31:52.242886] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:31:52.242928] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:31:52.242998] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:31:52.304927] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:31:52.305930] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:31:52.306044] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:31:52.306096] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:31:52.408524] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:31:52.408749] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:31:52.408807] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:31:52.408843] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:31:52.412441] [DEBUG] [FORECASTER] BP: Forecast T+1@11:T+2@11: UP (p=87.09%)
[2025-11-25T23:31:52.412790] [INFO ] [FORECASTER] Completed predict_future for BP
[2025-11-25T23:31:52.412979] [INFO ] [sig       ] BP: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:31:52.557824] [INFO ] [LOCAL     ] Saved forecast: BP	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/BP.txt
[2025-11-25T23:31:52.558019] [INFO ] [sig       ] [505/3639] Completed BP in 0.3s | 3.00 sym/s | Total: 2.8m | ETA: 17.4m
[2025-11-25T23:31:52.558079] [INFO ] [sig       ] [506/3639] Forecasting BPOP...
[2025-11-25T23:31:52.558123] [INFO ] [sig       ] Generating forecast for: BPOP
[2025-11-25T23:31:52.558177] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BPOP' from 'https://tdm.silogroup.org/data/derivative_storage/BPOP.csv'.
[2025-11-25T23:31:52.570264] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BPOP'.
[2025-11-25T23:31:52.570587] [INFO ] [FORECASTER] Starting predict_future for BPOP
[2025-11-25T23:31:52.571443] [DEBUG] [LOCAL     ] No optimal features file found for BPOP: ./output/feature-sets/BPOP.txt
[2025-11-25T23:31:52.571515] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:31:52.571563] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:31:52.571620] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:31:52.571714] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:31:52.630062] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:31:52.630761] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:31:52.630858] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:31:52.630907] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:31:52.735345] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:31:52.735855] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:31:52.735934] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:31:52.735982] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:31:52.739532] [DEBUG] [FORECASTER] BPOP: Forecast T+1@11:T+2@11: UP (p=88.86%)
[2025-11-25T23:31:52.739861] [INFO ] [FORECASTER] Completed predict_future for BPOP
[2025-11-25T23:31:52.740037] [INFO ] [sig       ] BPOP: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:31:52.881729] [INFO ] [LOCAL     ] Saved forecast: BPOP	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/BPOP.txt
[2025-11-25T23:31:52.881890] [INFO ] [sig       ] [506/3639] Completed BPOP in 0.3s | 3.00 sym/s | Total: 2.8m | ETA: 17.4m
[2025-11-25T23:31:52.881947] [INFO ] [sig       ] [507/3639] Forecasting BPRN...
[2025-11-25T23:31:52.881991] [INFO ] [sig       ] Generating forecast for: BPRN
[2025-11-25T23:31:52.882036] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BPRN' from 'https://tdm.silogroup.org/data/derivative_storage/BPRN.csv'.
[2025-11-25T23:31:52.894078] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BPRN'.
[2025-11-25T23:31:52.894419] [INFO ] [FORECASTER] Starting predict_future for BPRN
[2025-11-25T23:31:52.895265] [DEBUG] [LOCAL     ] No optimal features file found for BPRN: ./output/feature-sets/BPRN.txt
[2025-11-25T23:31:52.895335] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:31:52.895381] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:31:52.895422] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:31:52.895491] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:31:52.953980] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:31:52.954796] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:31:52.954899] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:31:52.954949] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:31:53.051856] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:31:53.052019] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:31:53.052064] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:31:53.052097] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:31:53.055496] [DEBUG] [FORECASTER] BPRN: Forecast T+1@11:T+2@11: UP (p=94.21%)
[2025-11-25T23:31:53.055811] [INFO ] [FORECASTER] Completed predict_future for BPRN
[2025-11-25T23:31:53.055980] [INFO ] [sig       ] BPRN: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:31:53.198662] [INFO ] [LOCAL     ] Saved forecast: BPRN	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/BPRN.txt
[2025-11-25T23:31:53.198820] [INFO ] [sig       ] [507/3639] Completed BPRN in 0.3s | 3.00 sym/s | Total: 2.8m | ETA: 17.4m
[2025-11-25T23:31:53.198876] [INFO ] [sig       ] [508/3639] Forecasting BPYPM...
[2025-11-25T23:31:53.198920] [INFO ] [sig       ] Generating forecast for: BPYPM
[2025-11-25T23:31:53.198963] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BPYPM' from 'https://tdm.silogroup.org/data/derivative_storage/BPYPM.csv'.
[2025-11-25T23:31:53.211638] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BPYPM'.
[2025-11-25T23:31:53.212080] [INFO ] [FORECASTER] Starting predict_future for BPYPM
[2025-11-25T23:31:53.213040] [DEBUG] [LOCAL     ] No optimal features file found for BPYPM: ./output/feature-sets/BPYPM.txt
[2025-11-25T23:31:53.213113] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:31:53.213160] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:31:53.213217] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:31:53.213298] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:31:53.272332] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:31:53.273354] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:31:53.273467] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:31:53.273527] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:31:53.369958] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:31:53.370173] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:31:53.370222] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:31:53.370258] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:31:53.373915] [DEBUG] [FORECASTER] BPYPM: Forecast T+1@11:T+2@11: UP (p=98.00%)
[2025-11-25T23:31:53.374255] [INFO ] [FORECASTER] Completed predict_future for BPYPM
[2025-11-25T23:31:53.374420] [INFO ] [sig       ] BPYPM: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:31:53.518493] [INFO ] [LOCAL     ] Saved forecast: BPYPM	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/BPYPM.txt
[2025-11-25T23:31:53.518740] [INFO ] [sig       ] [508/3639] Completed BPYPM in 0.3s | 3.00 sym/s | Total: 2.8m | ETA: 17.4m
[2025-11-25T23:31:53.518803] [INFO ] [sig       ] [509/3639] Forecasting BPYPO...
[2025-11-25T23:31:53.518936] [INFO ] [sig       ] Generating forecast for: BPYPO
[2025-11-25T23:31:53.518982] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BPYPO' from 'https://tdm.silogroup.org/data/derivative_storage/BPYPO.csv'.
[2025-11-25T23:31:53.531338] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BPYPO'.
[2025-11-25T23:31:53.531869] [INFO ] [FORECASTER] Starting predict_future for BPYPO
[2025-11-25T23:31:53.532756] [DEBUG] [LOCAL     ] No optimal features file found for BPYPO: ./output/feature-sets/BPYPO.txt
[2025-11-25T23:31:53.532826] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:31:53.532885] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:31:53.532935] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:31:53.533004] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:31:53.591987] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:31:53.592954] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:31:53.593058] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:31:53.593117] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:31:53.683927] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:31:53.684124] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:31:53.684176] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:31:53.684217] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:31:53.687784] [DEBUG] [FORECASTER] BPYPO: Forecast T+1@11:T+2@11: DOWN (p=32.21%)
[2025-11-25T23:31:53.688085] [INFO ] [FORECASTER] Completed predict_future for BPYPO
[2025-11-25T23:31:53.688234] [INFO ] [sig       ] BPYPO: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:31:53.830612] [INFO ] [LOCAL     ] Saved forecast: BPYPO	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/BPYPO.txt
[2025-11-25T23:31:53.830790] [INFO ] [sig       ] [509/3639] Completed BPYPO in 0.3s | 3.00 sym/s | Total: 2.8m | ETA: 17.4m
[2025-11-25T23:31:53.830847] [INFO ] [sig       ] [510/3639] Forecasting BPYPP...
[2025-11-25T23:31:53.830891] [INFO ] [sig       ] Generating forecast for: BPYPP
[2025-11-25T23:31:53.830945] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BPYPP' from 'https://tdm.silogroup.org/data/derivative_storage/BPYPP.csv'.
[2025-11-25T23:31:53.843041] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BPYPP'.
[2025-11-25T23:31:53.843475] [INFO ] [FORECASTER] Starting predict_future for BPYPP
[2025-11-25T23:31:53.844351] [DEBUG] [LOCAL     ] No optimal features file found for BPYPP: ./output/feature-sets/BPYPP.txt
[2025-11-25T23:31:53.844424] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:31:53.844472] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:31:53.844527] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:31:53.844619] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:31:53.904889] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:31:53.905870] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:31:53.905988] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:31:53.906049] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:31:53.992119] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:31:53.992316] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:31:53.992362] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:31:53.992398] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:31:53.995940] [DEBUG] [FORECASTER] BPYPP: Forecast T+1@11:T+2@11: DOWN (p=8.43%)
[2025-11-25T23:31:53.996271] [INFO ] [FORECASTER] Completed predict_future for BPYPP
[2025-11-25T23:31:53.996425] [INFO ] [sig       ] BPYPP: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:31:54.141793] [INFO ] [LOCAL     ] Saved forecast: BPYPP	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/BPYPP.txt
[2025-11-25T23:31:54.141985] [INFO ] [sig       ] [510/3639] Completed BPYPP in 0.3s | 3.00 sym/s | Total: 2.8m | ETA: 17.4m
[2025-11-25T23:31:54.142045] [INFO ] [sig       ] [511/3639] Forecasting BRAG...
[2025-11-25T23:31:54.142187] [INFO ] [sig       ] Generating forecast for: BRAG
[2025-11-25T23:31:54.142230] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BRAG' from 'https://tdm.silogroup.org/data/derivative_storage/BRAG.csv'.
[2025-11-25T23:31:54.155284] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BRAG'.
[2025-11-25T23:31:54.155750] [INFO ] [FORECASTER] Starting predict_future for BRAG
[2025-11-25T23:31:54.156594] [DEBUG] [LOCAL     ] No optimal features file found for BRAG: ./output/feature-sets/BRAG.txt
[2025-11-25T23:31:54.156688] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:31:54.156736] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:31:54.156797] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:31:54.156885] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:31:54.216379] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:31:54.217136] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:31:54.217243] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:31:54.217303] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:31:54.312365] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:31:54.312508] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:31:54.312552] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:31:54.312586] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:31:54.315917] [DEBUG] [FORECASTER] BRAG: Forecast T+1@11:T+2@11: DOWN (p=12.26%)
[2025-11-25T23:31:54.316223] [INFO ] [FORECASTER] Completed predict_future for BRAG
[2025-11-25T23:31:54.316381] [INFO ] [sig       ] BRAG: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:31:54.469899] [INFO ] [LOCAL     ] Saved forecast: BRAG	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/BRAG.txt
[2025-11-25T23:31:54.470123] [INFO ] [sig       ] [511/3639] Completed BRAG in 0.3s | 3.00 sym/s | Total: 2.8m | ETA: 17.4m
[2025-11-25T23:31:54.470188] [INFO ] [sig       ] [512/3639] Forecasting BRC...
[2025-11-25T23:31:54.470234] [INFO ] [sig       ] Generating forecast for: BRC
[2025-11-25T23:31:54.470279] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BRC' from 'https://tdm.silogroup.org/data/derivative_storage/BRC.csv'.
[2025-11-25T23:31:54.482033] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BRC'.
[2025-11-25T23:31:54.482468] [INFO ] [FORECASTER] Starting predict_future for BRC
[2025-11-25T23:31:54.483331] [DEBUG] [LOCAL     ] No optimal features file found for BRC: ./output/feature-sets/BRC.txt
[2025-11-25T23:31:54.483406] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:31:54.483452] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:31:54.483499] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:31:54.483568] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:31:54.546983] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:31:54.547963] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:31:54.548074] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:31:54.548123] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:31:54.644722] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:31:54.644919] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:31:54.644966] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:31:54.645001] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:31:54.648688] [DEBUG] [FORECASTER] BRC: Forecast T+1@11:T+2@11: UP (p=90.96%)
[2025-11-25T23:31:54.649062] [INFO ] [FORECASTER] Completed predict_future for BRC
[2025-11-25T23:31:54.649234] [INFO ] [sig       ] BRC: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:31:54.796242] [INFO ] [LOCAL     ] Saved forecast: BRC	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/BRC.txt
[2025-11-25T23:31:54.796439] [INFO ] [sig       ] [512/3639] Completed BRC in 0.3s | 3.00 sym/s | Total: 2.8m | ETA: 17.3m
[2025-11-25T23:31:54.796497] [INFO ] [sig       ] [513/3639] Forecasting BRCC...
[2025-11-25T23:31:54.796541] [INFO ] [sig       ] Generating forecast for: BRCC
[2025-11-25T23:31:54.796585] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BRCC' from 'https://tdm.silogroup.org/data/derivative_storage/BRCC.csv'.
[2025-11-25T23:31:54.808905] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BRCC'.
[2025-11-25T23:31:54.809275] [INFO ] [FORECASTER] Starting predict_future for BRCC
[2025-11-25T23:31:54.810191] [DEBUG] [LOCAL     ] No optimal features file found for BRCC: ./output/feature-sets/BRCC.txt
[2025-11-25T23:31:54.810277] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:31:54.810326] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:31:54.810366] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:31:54.810433] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:31:54.872127] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:31:54.873110] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:31:54.873218] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:31:54.873270] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:31:54.975038] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:31:54.975228] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:31:54.975276] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:31:54.975332] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:31:54.978863] [DEBUG] [FORECASTER] BRCC: Forecast T+1@11:T+2@11: DOWN (p=49.04%)
[2025-11-25T23:31:54.979160] [INFO ] [FORECASTER] Completed predict_future for BRCC
[2025-11-25T23:31:54.979306] [INFO ] [sig       ] BRCC: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:31:55.132009] [INFO ] [LOCAL     ] Saved forecast: BRCC	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/BRCC.txt
[2025-11-25T23:31:55.132237] [INFO ] [sig       ] [513/3639] Completed BRCC in 0.3s | 3.00 sym/s | Total: 2.8m | ETA: 17.3m
[2025-11-25T23:31:55.132298] [INFO ] [sig       ] [514/3639] Forecasting BRO...
[2025-11-25T23:31:55.132342] [INFO ] [sig       ] Generating forecast for: BRO
[2025-11-25T23:31:55.132384] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BRO' from 'https://tdm.silogroup.org/data/derivative_storage/BRO.csv'.
[2025-11-25T23:31:55.144557] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BRO'.
[2025-11-25T23:31:55.144940] [INFO ] [FORECASTER] Starting predict_future for BRO
[2025-11-25T23:31:55.145804] [DEBUG] [LOCAL     ] No optimal features file found for BRO: ./output/feature-sets/BRO.txt
[2025-11-25T23:31:55.145874] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:31:55.145921] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:31:55.145962] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:31:55.146031] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:31:55.205413] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:31:55.206184] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:31:55.206286] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:31:55.206334] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:31:55.311236] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:31:55.311415] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:31:55.311460] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:31:55.311494] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:31:55.315042] [DEBUG] [FORECASTER] BRO: Forecast T+1@11:T+2@11: UP (p=98.11%)
[2025-11-25T23:31:55.315521] [INFO ] [FORECASTER] Completed predict_future for BRO
[2025-11-25T23:31:55.315753] [INFO ] [sig       ] BRO: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:31:55.462046] [INFO ] [LOCAL     ] Saved forecast: BRO	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/BRO.txt
[2025-11-25T23:31:55.462224] [INFO ] [sig       ] [514/3639] Completed BRO in 0.3s | 3.00 sym/s | Total: 2.9m | ETA: 17.3m
[2025-11-25T23:31:55.462309] [INFO ] [sig       ] [515/3639] Forecasting BROS...
[2025-11-25T23:31:55.462373] [INFO ] [sig       ] Generating forecast for: BROS
[2025-11-25T23:31:55.462427] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BROS' from 'https://tdm.silogroup.org/data/derivative_storage/BROS.csv'.
[2025-11-25T23:31:55.474398] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BROS'.
[2025-11-25T23:31:55.474808] [INFO ] [FORECASTER] Starting predict_future for BROS
[2025-11-25T23:31:55.475701] [DEBUG] [LOCAL     ] No optimal features file found for BROS: ./output/feature-sets/BROS.txt
[2025-11-25T23:31:55.475774] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:31:55.475822] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:31:55.475867] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:31:55.475940] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:31:55.537536] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:31:55.538394] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:31:55.538497] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:31:55.538547] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:31:55.649946] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:31:55.650144] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:31:55.650196] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:31:55.650239] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:31:55.653820] [DEBUG] [FORECASTER] BROS: Forecast T+1@11:T+2@11: UP (p=90.18%)
[2025-11-25T23:31:55.654152] [INFO ] [FORECASTER] Completed predict_future for BROS
[2025-11-25T23:31:55.654318] [INFO ] [sig       ] BROS: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:31:55.797658] [INFO ] [LOCAL     ] Saved forecast: BROS	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/BROS.txt
[2025-11-25T23:31:55.797818] [INFO ] [sig       ] [515/3639] Completed BROS in 0.3s | 3.00 sym/s | Total: 2.9m | ETA: 17.3m
[2025-11-25T23:31:55.797874] [INFO ] [sig       ] [516/3639] Forecasting BRSP...
[2025-11-25T23:31:55.797918] [INFO ] [sig       ] Generating forecast for: BRSP
[2025-11-25T23:31:55.797961] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BRSP' from 'https://tdm.silogroup.org/data/derivative_storage/BRSP.csv'.
[2025-11-25T23:31:55.812382] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BRSP'.
[2025-11-25T23:31:55.812751] [INFO ] [FORECASTER] Starting predict_future for BRSP
[2025-11-25T23:31:55.813616] [DEBUG] [LOCAL     ] No optimal features file found for BRSP: ./output/feature-sets/BRSP.txt
[2025-11-25T23:31:55.813706] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:31:55.813754] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:31:55.813797] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:31:55.813865] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:31:55.875040] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:31:55.875785] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:31:55.875887] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:31:55.875937] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:31:55.969044] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:31:55.969187] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:31:55.969235] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:31:55.969269] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:31:55.972566] [DEBUG] [FORECASTER] BRSP: Forecast T+1@11:T+2@11: DOWN (p=44.55%)
[2025-11-25T23:31:55.972887] [INFO ] [FORECASTER] Completed predict_future for BRSP
[2025-11-25T23:31:55.973035] [INFO ] [sig       ] BRSP: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:31:56.115752] [INFO ] [LOCAL     ] Saved forecast: BRSP	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/BRSP.txt
[2025-11-25T23:31:56.115908] [INFO ] [sig       ] [516/3639] Completed BRSP in 0.3s | 3.00 sym/s | Total: 2.9m | ETA: 17.3m
[2025-11-25T23:31:56.115963] [INFO ] [sig       ] [517/3639] Forecasting BRX...
[2025-11-25T23:31:56.116009] [INFO ] [sig       ] Generating forecast for: BRX
[2025-11-25T23:31:56.116053] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BRX' from 'https://tdm.silogroup.org/data/derivative_storage/BRX.csv'.
[2025-11-25T23:31:56.127205] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BRX'.
[2025-11-25T23:31:56.127588] [INFO ] [FORECASTER] Starting predict_future for BRX
[2025-11-25T23:31:56.128428] [DEBUG] [LOCAL     ] No optimal features file found for BRX: ./output/feature-sets/BRX.txt
[2025-11-25T23:31:56.128499] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:31:56.128544] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:31:56.128588] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:31:56.128689] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:31:56.187776] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:31:56.188489] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:31:56.188588] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:31:56.188635] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:31:56.279949] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:31:56.280081] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:31:56.280124] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:31:56.280159] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:31:56.283464] [DEBUG] [FORECASTER] BRX: Forecast T+1@11:T+2@11: UP (p=83.95%)
[2025-11-25T23:31:56.283776] [INFO ] [FORECASTER] Completed predict_future for BRX
[2025-11-25T23:31:56.283921] [INFO ] [sig       ] BRX: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:31:56.431024] [INFO ] [LOCAL     ] Saved forecast: BRX	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/BRX.txt
[2025-11-25T23:31:56.431191] [INFO ] [sig       ] [517/3639] Completed BRX in 0.3s | 3.00 sym/s | Total: 2.9m | ETA: 17.3m
[2025-11-25T23:31:56.431248] [INFO ] [sig       ] [518/3639] Forecasting BRY...
[2025-11-25T23:31:56.431294] [INFO ] [sig       ] Generating forecast for: BRY
[2025-11-25T23:31:56.431337] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BRY' from 'https://tdm.silogroup.org/data/derivative_storage/BRY.csv'.
[2025-11-25T23:31:56.443018] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BRY'.
[2025-11-25T23:31:56.443329] [INFO ] [FORECASTER] Starting predict_future for BRY
[2025-11-25T23:31:56.444187] [DEBUG] [LOCAL     ] No optimal features file found for BRY: ./output/feature-sets/BRY.txt
[2025-11-25T23:31:56.444259] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:31:56.444306] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:31:56.444347] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:31:56.444417] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:31:56.503109] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:31:56.503783] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:31:56.503881] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:31:56.503929] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:31:56.612486] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:31:56.612601] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:31:56.612659] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:31:56.612714] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:31:56.615892] [DEBUG] [FORECASTER] BRY: Forecast T+1@11:T+2@11: UP (p=59.43%)
[2025-11-25T23:31:56.616184] [INFO ] [FORECASTER] Completed predict_future for BRY
[2025-11-25T23:31:56.616342] [INFO ] [sig       ] BRY: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:31:56.756753] [INFO ] [LOCAL     ] Saved forecast: BRY	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/BRY.txt
[2025-11-25T23:31:56.756893] [INFO ] [sig       ] [518/3639] Completed BRY in 0.3s | 3.00 sym/s | Total: 2.9m | ETA: 17.3m
[2025-11-25T23:31:56.756948] [INFO ] [sig       ] [519/3639] Forecasting BRZE...
[2025-11-25T23:31:56.756992] [INFO ] [sig       ] Generating forecast for: BRZE
[2025-11-25T23:31:56.757035] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BRZE' from 'https://tdm.silogroup.org/data/derivative_storage/BRZE.csv'.
[2025-11-25T23:31:56.769410] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BRZE'.
[2025-11-25T23:31:56.769759] [INFO ] [FORECASTER] Starting predict_future for BRZE
[2025-11-25T23:31:56.770604] [DEBUG] [LOCAL     ] No optimal features file found for BRZE: ./output/feature-sets/BRZE.txt
[2025-11-25T23:31:56.770715] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:31:56.770765] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:31:56.770807] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:31:56.770876] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:31:56.828458] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:31:56.829202] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:31:56.829304] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:31:56.829353] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:31:56.939254] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:31:56.939453] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:31:56.939501] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:31:56.939536] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:31:56.943124] [DEBUG] [FORECASTER] BRZE: Forecast T+1@11:T+2@11: UP (p=78.04%)
[2025-11-25T23:31:56.943458] [INFO ] [FORECASTER] Completed predict_future for BRZE
[2025-11-25T23:31:56.943621] [INFO ] [sig       ] BRZE: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:31:57.088492] [INFO ] [LOCAL     ] Saved forecast: BRZE	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/BRZE.txt
[2025-11-25T23:31:57.088721] [INFO ] [sig       ] [519/3639] Completed BRZE in 0.3s | 3.00 sym/s | Total: 2.9m | ETA: 17.3m
[2025-11-25T23:31:57.088784] [INFO ] [sig       ] [520/3639] Forecasting BSAC...
[2025-11-25T23:31:57.088829] [INFO ] [sig       ] Generating forecast for: BSAC
[2025-11-25T23:31:57.088872] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BSAC' from 'https://tdm.silogroup.org/data/derivative_storage/BSAC.csv'.
[2025-11-25T23:31:57.100823] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BSAC'.
[2025-11-25T23:31:57.101234] [INFO ] [FORECASTER] Starting predict_future for BSAC
[2025-11-25T23:31:57.102072] [DEBUG] [LOCAL     ] No optimal features file found for BSAC: ./output/feature-sets/BSAC.txt
[2025-11-25T23:31:57.102144] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:31:57.102191] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:31:57.102232] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:31:57.102302] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:31:57.161671] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:31:57.162568] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:31:57.162693] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:31:57.162743] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:31:57.271266] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:31:57.271462] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:31:57.271514] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:31:57.271551] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:31:57.275112] [DEBUG] [FORECASTER] BSAC: Forecast T+1@11:T+2@11: UP (p=94.74%)
[2025-11-25T23:31:57.275407] [INFO ] [FORECASTER] Completed predict_future for BSAC
[2025-11-25T23:31:57.275561] [INFO ] [sig       ] BSAC: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:31:57.416674] [INFO ] [LOCAL     ] Saved forecast: BSAC	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/BSAC.txt
[2025-11-25T23:31:57.416868] [INFO ] [sig       ] [520/3639] Completed BSAC in 0.3s | 3.00 sym/s | Total: 2.9m | ETA: 17.3m
[2025-11-25T23:31:57.416927] [INFO ] [sig       ] [521/3639] Forecasting BSCP...
[2025-11-25T23:31:57.416985] [INFO ] [sig       ] Generating forecast for: BSCP
[2025-11-25T23:31:57.417044] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BSCP' from 'https://tdm.silogroup.org/data/derivative_storage/BSCP.csv'.
[2025-11-25T23:31:57.429808] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BSCP'.
[2025-11-25T23:31:57.430128] [INFO ] [FORECASTER] Starting predict_future for BSCP
[2025-11-25T23:31:57.430979] [DEBUG] [LOCAL     ] No optimal features file found for BSCP: ./output/feature-sets/BSCP.txt
[2025-11-25T23:31:57.431050] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:31:57.431098] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:31:57.431138] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:31:57.431209] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:31:57.489600] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:31:57.490275] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:31:57.490376] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:31:57.490425] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:31:57.588891] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:31:57.589093] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:31:57.589139] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:31:57.589173] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:31:57.592746] [DEBUG] [FORECASTER] BSCP: Forecast T+1@11:T+2@11: UP (p=62.70%)
[2025-11-25T23:31:57.593047] [INFO ] [FORECASTER] Completed predict_future for BSCP
[2025-11-25T23:31:57.593201] [INFO ] [sig       ] BSCP: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:31:57.735102] [INFO ] [LOCAL     ] Saved forecast: BSCP	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/BSCP.txt
[2025-11-25T23:31:57.735304] [INFO ] [sig       ] [521/3639] Completed BSCP in 0.3s | 3.01 sym/s | Total: 2.9m | ETA: 17.3m
[2025-11-25T23:31:57.735365] [INFO ] [sig       ] [522/3639] Forecasting BSCQ...
[2025-11-25T23:31:57.735408] [INFO ] [sig       ] Generating forecast for: BSCQ
[2025-11-25T23:31:57.735451] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BSCQ' from 'https://tdm.silogroup.org/data/derivative_storage/BSCQ.csv'.
[2025-11-25T23:31:57.748077] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BSCQ'.
[2025-11-25T23:31:57.748521] [INFO ] [FORECASTER] Starting predict_future for BSCQ
[2025-11-25T23:31:57.749380] [DEBUG] [LOCAL     ] No optimal features file found for BSCQ: ./output/feature-sets/BSCQ.txt
[2025-11-25T23:31:57.749451] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:31:57.749499] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:31:57.749539] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:31:57.749609] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:31:57.809379] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:31:57.810359] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:31:57.810479] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:31:57.810530] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:31:57.916374] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:31:57.916572] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:31:57.916621] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:31:57.916675] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:31:57.920271] [DEBUG] [FORECASTER] BSCQ: Forecast T+1@11:T+2@11: DOWN (p=40.88%)
[2025-11-25T23:31:57.920569] [INFO ] [FORECASTER] Completed predict_future for BSCQ
[2025-11-25T23:31:57.920738] [INFO ] [sig       ] BSCQ: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:31:58.062854] [INFO ] [LOCAL     ] Saved forecast: BSCQ	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/BSCQ.txt
[2025-11-25T23:31:58.063035] [INFO ] [sig       ] [522/3639] Completed BSCQ in 0.3s | 3.01 sym/s | Total: 2.9m | ETA: 17.3m
[2025-11-25T23:31:58.063100] [INFO ] [sig       ] [523/3639] Forecasting BSCS...
[2025-11-25T23:31:58.063147] [INFO ] [sig       ] Generating forecast for: BSCS
[2025-11-25T23:31:58.063222] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BSCS' from 'https://tdm.silogroup.org/data/derivative_storage/BSCS.csv'.
[2025-11-25T23:31:58.076416] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BSCS'.
[2025-11-25T23:31:58.076813] [INFO ] [FORECASTER] Starting predict_future for BSCS
[2025-11-25T23:31:58.077729] [DEBUG] [LOCAL     ] No optimal features file found for BSCS: ./output/feature-sets/BSCS.txt
[2025-11-25T23:31:58.077798] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:31:58.077846] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:31:58.077886] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:31:58.077955] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:31:58.136716] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:31:58.137401] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:31:58.137508] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:31:58.137556] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:31:58.235832] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:31:58.235938] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:31:58.235979] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:31:58.236013] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:31:58.239205] [DEBUG] [FORECASTER] BSCS: Forecast T+1@11:T+2@11: DOWN (p=19.78%)
[2025-11-25T23:31:58.239483] [INFO ] [FORECASTER] Completed predict_future for BSCS
[2025-11-25T23:31:58.239625] [INFO ] [sig       ] BSCS: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:31:58.382765] [INFO ] [LOCAL     ] Saved forecast: BSCS	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/BSCS.txt
[2025-11-25T23:31:58.382905] [INFO ] [sig       ] [523/3639] Completed BSCS in 0.3s | 3.01 sym/s | Total: 2.9m | ETA: 17.3m
[2025-11-25T23:31:58.382962] [INFO ] [sig       ] [524/3639] Forecasting BSCX...
[2025-11-25T23:31:58.383005] [INFO ] [sig       ] Generating forecast for: BSCX
[2025-11-25T23:31:58.383046] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BSCX' from 'https://tdm.silogroup.org/data/derivative_storage/BSCX.csv'.
[2025-11-25T23:31:58.399175] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BSCX'.
[2025-11-25T23:31:58.399858] [INFO ] [FORECASTER] Starting predict_future for BSCX
[2025-11-25T23:31:58.401166] [DEBUG] [LOCAL     ] No optimal features file found for BSCX: ./output/feature-sets/BSCX.txt
[2025-11-25T23:31:58.401262] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:31:58.401325] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:31:58.401370] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:31:58.401472] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:31:58.471857] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:31:58.472890] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:31:58.473000] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:31:58.473049] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:31:58.574662] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:31:58.574879] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:31:58.574930] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:31:58.574969] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:31:58.582325] [DEBUG] [FORECASTER] BSCX: Forecast T+1@11:T+2@11: DOWN (p=9.44%)
[2025-11-25T23:31:58.582866] [INFO ] [FORECASTER] Completed predict_future for BSCX
[2025-11-25T23:31:58.583051] [INFO ] [sig       ] BSCX: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:31:58.775022] [INFO ] [LOCAL     ] Saved forecast: BSCX	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/BSCX.txt
[2025-11-25T23:31:58.775198] [INFO ] [sig       ] [524/3639] Completed BSCX in 0.4s | 3.00 sym/s | Total: 2.9m | ETA: 17.3m
[2025-11-25T23:31:58.775254] [INFO ] [sig       ] [525/3639] Forecasting BSCY...
[2025-11-25T23:31:58.775298] [INFO ] [sig       ] Generating forecast for: BSCY
[2025-11-25T23:31:58.775340] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BSCY' from 'https://tdm.silogroup.org/data/derivative_storage/BSCY.csv'.
[2025-11-25T23:31:58.787124] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BSCY'.
[2025-11-25T23:31:58.787425] [INFO ] [FORECASTER] Starting predict_future for BSCY
[2025-11-25T23:31:58.788302] [DEBUG] [LOCAL     ] No optimal features file found for BSCY: ./output/feature-sets/BSCY.txt
[2025-11-25T23:31:58.788379] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:31:58.788419] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:31:58.788462] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:31:58.788584] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:31:58.848203] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:31:58.848912] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:31:58.849010] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:31:58.849070] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:31:58.947284] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:31:58.947438] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:31:58.947484] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:31:58.947518] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:31:58.950975] [DEBUG] [FORECASTER] BSCY: Forecast T+1@11:T+2@11: DOWN (p=10.58%)
[2025-11-25T23:31:58.951281] [INFO ] [FORECASTER] Completed predict_future for BSCY
[2025-11-25T23:31:58.951430] [INFO ] [sig       ] BSCY: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:31:59.094617] [INFO ] [LOCAL     ] Saved forecast: BSCY	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/BSCY.txt
[2025-11-25T23:31:59.094787] [INFO ] [sig       ] [525/3639] Completed BSCY in 0.3s | 3.00 sym/s | Total: 2.9m | ETA: 17.3m
[2025-11-25T23:31:59.094843] [INFO ] [sig       ] [526/3639] Forecasting BSJP...
[2025-11-25T23:31:59.094886] [INFO ] [sig       ] Generating forecast for: BSJP
[2025-11-25T23:31:59.094929] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BSJP' from 'https://tdm.silogroup.org/data/derivative_storage/BSJP.csv'.
[2025-11-25T23:31:59.106347] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BSJP'.
[2025-11-25T23:31:59.106684] [INFO ] [FORECASTER] Starting predict_future for BSJP
[2025-11-25T23:31:59.107534] [DEBUG] [LOCAL     ] No optimal features file found for BSJP: ./output/feature-sets/BSJP.txt
[2025-11-25T23:31:59.107603] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:31:59.107671] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:31:59.107725] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:31:59.107813] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:31:59.166732] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:31:59.167454] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:31:59.167555] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:31:59.167613] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:31:59.257694] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:31:59.257854] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:31:59.257900] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:31:59.257935] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:31:59.261273] [DEBUG] [FORECASTER] BSJP: Forecast T+1@11:T+2@11: UP (p=50.43%)
[2025-11-25T23:31:59.261563] [INFO ] [FORECASTER] Completed predict_future for BSJP
[2025-11-25T23:31:59.261752] [INFO ] [sig       ] BSJP: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:31:59.403064] [INFO ] [LOCAL     ] Saved forecast: BSJP	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/BSJP.txt
[2025-11-25T23:31:59.403220] [INFO ] [sig       ] [526/3639] Completed BSJP in 0.3s | 3.01 sym/s | Total: 2.9m | ETA: 17.3m
[2025-11-25T23:31:59.403278] [INFO ] [sig       ] [527/3639] Forecasting BSJQ...
[2025-11-25T23:31:59.403326] [INFO ] [sig       ] Generating forecast for: BSJQ
[2025-11-25T23:31:59.403382] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BSJQ' from 'https://tdm.silogroup.org/data/derivative_storage/BSJQ.csv'.
[2025-11-25T23:31:59.415489] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BSJQ'.
[2025-11-25T23:31:59.415937] [INFO ] [FORECASTER] Starting predict_future for BSJQ
[2025-11-25T23:31:59.416815] [DEBUG] [LOCAL     ] No optimal features file found for BSJQ: ./output/feature-sets/BSJQ.txt
[2025-11-25T23:31:59.416886] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:31:59.416934] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:31:59.416976] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:31:59.417045] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:31:59.476578] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:31:59.477554] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:31:59.477678] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:31:59.477727] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:31:59.575080] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:31:59.575287] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:31:59.575341] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:31:59.575379] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:31:59.578988] [DEBUG] [FORECASTER] BSJQ: Forecast T+1@11:T+2@11: UP (p=76.86%)
[2025-11-25T23:31:59.579300] [INFO ] [FORECASTER] Completed predict_future for BSJQ
[2025-11-25T23:31:59.579472] [INFO ] [sig       ] BSJQ: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:31:59.722281] [INFO ] [LOCAL     ] Saved forecast: BSJQ	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/BSJQ.txt
[2025-11-25T23:31:59.722463] [INFO ] [sig       ] [527/3639] Completed BSJQ in 0.3s | 3.01 sym/s | Total: 2.9m | ETA: 17.3m
[2025-11-25T23:31:59.722521] [INFO ] [sig       ] [528/3639] Forecasting BSJS...
[2025-11-25T23:31:59.722565] [INFO ] [sig       ] Generating forecast for: BSJS
[2025-11-25T23:31:59.722608] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BSJS' from 'https://tdm.silogroup.org/data/derivative_storage/BSJS.csv'.
[2025-11-25T23:31:59.734912] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BSJS'.
[2025-11-25T23:31:59.735317] [INFO ] [FORECASTER] Starting predict_future for BSJS
[2025-11-25T23:31:59.736222] [DEBUG] [LOCAL     ] No optimal features file found for BSJS: ./output/feature-sets/BSJS.txt
[2025-11-25T23:31:59.736293] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:31:59.736353] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:31:59.736405] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:31:59.736495] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:31:59.795384] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:31:59.796482] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:31:59.796584] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:31:59.796670] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:31:59.890348] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:31:59.890506] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:31:59.890551] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:31:59.890585] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:31:59.893979] [DEBUG] [FORECASTER] BSJS: Forecast T+1@11:T+2@11: DOWN (p=6.09%)
[2025-11-25T23:31:59.894275] [INFO ] [FORECASTER] Completed predict_future for BSJS
[2025-11-25T23:31:59.894422] [INFO ] [sig       ] BSJS: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:32:00.037889] [INFO ] [LOCAL     ] Saved forecast: BSJS	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/BSJS.txt
[2025-11-25T23:32:00.038082] [INFO ] [sig       ] [528/3639] Completed BSJS in 0.3s | 3.01 sym/s | Total: 2.9m | ETA: 17.3m
[2025-11-25T23:32:00.038143] [INFO ] [sig       ] [529/3639] Forecasting BSL...
[2025-11-25T23:32:00.038265] [INFO ] [sig       ] Generating forecast for: BSL
[2025-11-25T23:32:00.038315] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BSL' from 'https://tdm.silogroup.org/data/derivative_storage/BSL.csv'.
[2025-11-25T23:32:00.049827] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BSL'.
[2025-11-25T23:32:00.050205] [INFO ] [FORECASTER] Starting predict_future for BSL
[2025-11-25T23:32:00.051057] [DEBUG] [LOCAL     ] No optimal features file found for BSL: ./output/feature-sets/BSL.txt
[2025-11-25T23:32:00.051127] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:32:00.051185] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:32:00.051235] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:32:00.051324] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:32:00.109269] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:32:00.109956] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:32:00.110053] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:32:00.110101] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:32:00.861072] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:32:00.861372] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:32:00.861425] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:32:00.861461] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:32:00.865247] [DEBUG] [FORECASTER] BSL: Forecast T+1@11:T+2@11: DOWN (p=35.60%)
[2025-11-25T23:32:00.865774] [INFO ] [FORECASTER] Completed predict_future for BSL
[2025-11-25T23:32:00.865994] [INFO ] [sig       ] BSL: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:32:01.008673] [INFO ] [LOCAL     ] Saved forecast: BSL	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/BSL.txt
[2025-11-25T23:32:01.008861] [INFO ] [sig       ] [529/3639] Completed BSL in 1.0s | 2.99 sym/s | Total: 2.9m | ETA: 17.3m
[2025-11-25T23:32:01.008920] [INFO ] [sig       ] [530/3639] Forecasting BSLK...
[2025-11-25T23:32:01.008964] [INFO ] [sig       ] Generating forecast for: BSLK
[2025-11-25T23:32:01.009005] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BSLK' from 'https://tdm.silogroup.org/data/derivative_storage/BSLK.csv'.
[2025-11-25T23:32:01.020773] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BSLK'.
[2025-11-25T23:32:01.021183] [INFO ] [FORECASTER] Starting predict_future for BSLK
[2025-11-25T23:32:01.022065] [DEBUG] [LOCAL     ] No optimal features file found for BSLK: ./output/feature-sets/BSLK.txt
[2025-11-25T23:32:01.022136] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:32:01.022218] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:32:01.022263] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:32:01.022330] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:32:01.081292] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:32:01.082277] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:32:01.082404] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:32:01.082456] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:32:01.216482] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:32:01.216738] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:32:01.216810] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:32:01.216888] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:32:01.220714] [DEBUG] [FORECASTER] BSLK: Forecast T+1@11:T+2@11: DOWN (p=11.47%)
[2025-11-25T23:32:01.221106] [INFO ] [FORECASTER] Completed predict_future for BSLK
[2025-11-25T23:32:01.221281] [INFO ] [sig       ] BSLK: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:32:01.391926] [INFO ] [LOCAL     ] Saved forecast: BSLK	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/BSLK.txt
[2025-11-25T23:32:01.392132] [INFO ] [sig       ] [530/3639] Completed BSLK in 0.4s | 2.99 sym/s | Total: 3.0m | ETA: 17.3m
[2025-11-25T23:32:01.392196] [INFO ] [sig       ] [531/3639] Forecasting BSM...
[2025-11-25T23:32:01.392243] [INFO ] [sig       ] Generating forecast for: BSM
[2025-11-25T23:32:01.392321] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BSM' from 'https://tdm.silogroup.org/data/derivative_storage/BSM.csv'.
[2025-11-25T23:32:01.405417] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BSM'.
[2025-11-25T23:32:01.405940] [INFO ] [FORECASTER] Starting predict_future for BSM
[2025-11-25T23:32:01.406844] [DEBUG] [LOCAL     ] No optimal features file found for BSM: ./output/feature-sets/BSM.txt
[2025-11-25T23:32:01.406920] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:32:01.406983] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:32:01.407038] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:32:01.407131] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:32:01.468601] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:32:01.469556] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:32:01.469681] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:32:01.469745] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:32:01.580813] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:32:01.581084] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:32:01.581144] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:32:01.581186] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:32:01.585275] [DEBUG] [FORECASTER] BSM: Forecast T+1@11:T+2@11: DOWN (p=7.71%)
[2025-11-25T23:32:01.585785] [INFO ] [FORECASTER] Completed predict_future for BSM
[2025-11-25T23:32:01.585974] [INFO ] [sig       ] BSM: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:32:01.731720] [INFO ] [LOCAL     ] Saved forecast: BSM	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/BSM.txt
[2025-11-25T23:32:01.731910] [INFO ] [sig       ] [531/3639] Completed BSM in 0.3s | 2.99 sym/s | Total: 3.0m | ETA: 17.3m
[2025-11-25T23:32:01.731971] [INFO ] [sig       ] [532/3639] Forecasting BSMP...
[2025-11-25T23:32:01.732015] [INFO ] [sig       ] Generating forecast for: BSMP
[2025-11-25T23:32:01.732063] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BSMP' from 'https://tdm.silogroup.org/data/derivative_storage/BSMP.csv'.
[2025-11-25T23:32:01.743962] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BSMP'.
[2025-11-25T23:32:01.744411] [INFO ] [FORECASTER] Starting predict_future for BSMP
[2025-11-25T23:32:01.745279] [DEBUG] [LOCAL     ] No optimal features file found for BSMP: ./output/feature-sets/BSMP.txt
[2025-11-25T23:32:01.745350] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:32:01.745400] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:32:01.745442] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:32:01.745525] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:32:01.805373] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:32:01.806285] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:32:01.806400] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:32:01.806458] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:32:01.909385] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:32:01.909600] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:32:01.909678] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:32:01.909743] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:32:01.913384] [DEBUG] [FORECASTER] BSMP: Forecast T+1@11:T+2@11: UP (p=99.12%)
[2025-11-25T23:32:01.913758] [INFO ] [FORECASTER] Completed predict_future for BSMP
[2025-11-25T23:32:01.913938] [INFO ] [sig       ] BSMP: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:32:02.058631] [INFO ] [LOCAL     ] Saved forecast: BSMP	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/BSMP.txt
[2025-11-25T23:32:02.058814] [INFO ] [sig       ] [532/3639] Completed BSMP in 0.3s | 2.99 sym/s | Total: 3.0m | ETA: 17.3m
[2025-11-25T23:32:02.058871] [INFO ] [sig       ] [533/3639] Forecasting BSMQ...
[2025-11-25T23:32:02.058915] [INFO ] [sig       ] Generating forecast for: BSMQ
[2025-11-25T23:32:02.058957] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BSMQ' from 'https://tdm.silogroup.org/data/derivative_storage/BSMQ.csv'.
[2025-11-25T23:32:02.072543] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BSMQ'.
[2025-11-25T23:32:02.073029] [INFO ] [FORECASTER] Starting predict_future for BSMQ
[2025-11-25T23:32:02.073980] [DEBUG] [LOCAL     ] No optimal features file found for BSMQ: ./output/feature-sets/BSMQ.txt
[2025-11-25T23:32:02.074057] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:32:02.074106] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:32:02.074149] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:32:02.074221] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:32:02.135600] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:32:02.136537] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:32:02.136667] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:32:02.136720] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:32:02.219610] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:32:02.219824] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:32:02.219872] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:32:02.219907] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:32:02.223455] [DEBUG] [FORECASTER] BSMQ: Forecast T+1@11:T+2@11: DOWN (p=4.32%)
[2025-11-25T23:32:02.223803] [INFO ] [FORECASTER] Completed predict_future for BSMQ
[2025-11-25T23:32:02.223959] [INFO ] [sig       ] BSMQ: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:32:02.368026] [INFO ] [LOCAL     ] Saved forecast: BSMQ	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/BSMQ.txt
[2025-11-25T23:32:02.368209] [INFO ] [sig       ] [533/3639] Completed BSMQ in 0.3s | 2.99 sym/s | Total: 3.0m | ETA: 17.3m
[2025-11-25T23:32:02.368275] [INFO ] [sig       ] [534/3639] Forecasting BSMS...
[2025-11-25T23:32:02.368324] [INFO ] [sig       ] Generating forecast for: BSMS
[2025-11-25T23:32:02.368369] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BSMS' from 'https://tdm.silogroup.org/data/derivative_storage/BSMS.csv'.
[2025-11-25T23:32:02.379725] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BSMS'.
[2025-11-25T23:32:02.380096] [INFO ] [FORECASTER] Starting predict_future for BSMS
[2025-11-25T23:32:02.380965] [DEBUG] [LOCAL     ] No optimal features file found for BSMS: ./output/feature-sets/BSMS.txt
[2025-11-25T23:32:02.381039] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:32:02.381086] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:32:02.381125] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:32:02.381196] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:32:02.440913] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:32:02.441870] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:32:02.441980] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:32:02.442029] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:32:02.542498] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:32:02.542709] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:32:02.542774] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:32:02.542821] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:32:02.546390] [DEBUG] [FORECASTER] BSMS: Forecast T+1@11:T+2@11: UP (p=95.53%)
[2025-11-25T23:32:02.546711] [INFO ] [FORECASTER] Completed predict_future for BSMS
[2025-11-25T23:32:02.546861] [INFO ] [sig       ] BSMS: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:32:02.690895] [INFO ] [LOCAL     ] Saved forecast: BSMS	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/BSMS.txt
[2025-11-25T23:32:02.691071] [INFO ] [sig       ] [534/3639] Completed BSMS in 0.3s | 2.99 sym/s | Total: 3.0m | ETA: 17.3m
[2025-11-25T23:32:02.691132] [INFO ] [sig       ] [535/3639] Forecasting BSSX...
[2025-11-25T23:32:02.691178] [INFO ] [sig       ] Generating forecast for: BSSX
[2025-11-25T23:32:02.691222] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BSSX' from 'https://tdm.silogroup.org/data/derivative_storage/BSSX.csv'.
[2025-11-25T23:32:02.702401] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BSSX'.
[2025-11-25T23:32:02.702764] [INFO ] [FORECASTER] Starting predict_future for BSSX
[2025-11-25T23:32:02.703587] [DEBUG] [LOCAL     ] No optimal features file found for BSSX: ./output/feature-sets/BSSX.txt
[2025-11-25T23:32:02.703679] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:32:02.703729] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:32:02.703772] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:32:02.703845] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:32:02.761884] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:32:02.762552] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:32:02.762669] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:32:02.762719] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:32:02.824701] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:32:02.824854] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:32:02.824899] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:32:02.824934] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:32:02.828467] [DEBUG] [FORECASTER] BSSX: Forecast T+1@11:T+2@11: UP (p=80.41%)
[2025-11-25T23:32:02.828822] [INFO ] [FORECASTER] Completed predict_future for BSSX
[2025-11-25T23:32:02.829016] [INFO ] [sig       ] BSSX: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:32:02.978031] [INFO ] [LOCAL     ] Saved forecast: BSSX	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/BSSX.txt
[2025-11-25T23:32:02.978194] [INFO ] [sig       ] [535/3639] Completed BSSX in 0.3s | 3.00 sym/s | Total: 3.0m | ETA: 17.3m
[2025-11-25T23:32:02.978253] [INFO ] [sig       ] [536/3639] Forecasting BSTZ...
[2025-11-25T23:32:02.978297] [INFO ] [sig       ] Generating forecast for: BSTZ
[2025-11-25T23:32:02.978343] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BSTZ' from 'https://tdm.silogroup.org/data/derivative_storage/BSTZ.csv'.
[2025-11-25T23:32:02.990037] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BSTZ'.
[2025-11-25T23:32:02.990369] [INFO ] [FORECASTER] Starting predict_future for BSTZ
[2025-11-25T23:32:02.991247] [DEBUG] [LOCAL     ] No optimal features file found for BSTZ: ./output/feature-sets/BSTZ.txt
[2025-11-25T23:32:02.991321] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:32:02.991369] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:32:02.991410] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:32:02.991493] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:32:03.052415] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:32:03.053123] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:32:03.053226] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:32:03.053276] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:32:03.141242] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:32:03.141414] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:32:03.141475] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:32:03.141522] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:32:03.145099] [DEBUG] [FORECASTER] BSTZ: Forecast T+1@11:T+2@11: UP (p=77.90%)
[2025-11-25T23:32:03.145430] [INFO ] [FORECASTER] Completed predict_future for BSTZ
[2025-11-25T23:32:03.145593] [INFO ] [sig       ] BSTZ: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:32:03.286853] [INFO ] [LOCAL     ] Saved forecast: BSTZ	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/BSTZ.txt
[2025-11-25T23:32:03.287008] [INFO ] [sig       ] [536/3639] Completed BSTZ in 0.3s | 3.00 sym/s | Total: 3.0m | ETA: 17.3m
[2025-11-25T23:32:03.287064] [INFO ] [sig       ] [537/3639] Forecasting BSVN...
[2025-11-25T23:32:03.287109] [INFO ] [sig       ] Generating forecast for: BSVN
[2025-11-25T23:32:03.287152] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BSVN' from 'https://tdm.silogroup.org/data/derivative_storage/BSVN.csv'.
[2025-11-25T23:32:03.298418] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BSVN'.
[2025-11-25T23:32:03.298789] [INFO ] [FORECASTER] Starting predict_future for BSVN
[2025-11-25T23:32:03.299624] [DEBUG] [LOCAL     ] No optimal features file found for BSVN: ./output/feature-sets/BSVN.txt
[2025-11-25T23:32:03.299713] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:32:03.299761] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:32:03.299801] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:32:03.299869] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:32:03.358580] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:32:03.359281] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:32:03.359386] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:32:03.359447] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:32:03.425300] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:32:03.425435] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:32:03.425481] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:32:03.425535] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:32:03.429080] [DEBUG] [FORECASTER] BSVN: Forecast T+1@11:T+2@11: UP (p=59.76%)
[2025-11-25T23:32:03.429388] [INFO ] [FORECASTER] Completed predict_future for BSVN
[2025-11-25T23:32:03.429535] [INFO ] [sig       ] BSVN: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:32:03.575437] [INFO ] [LOCAL     ] Saved forecast: BSVN	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/BSVN.txt
[2025-11-25T23:32:03.575612] [INFO ] [sig       ] [537/3639] Completed BSVN in 0.3s | 3.00 sym/s | Total: 3.0m | ETA: 17.3m
[2025-11-25T23:32:03.575688] [INFO ] [sig       ] [538/3639] Forecasting BSVO...
[2025-11-25T23:32:03.575735] [INFO ] [sig       ] Generating forecast for: BSVO
[2025-11-25T23:32:03.575776] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BSVO' from 'https://tdm.silogroup.org/data/derivative_storage/BSVO.csv'.
[2025-11-25T23:32:03.587188] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BSVO'.
[2025-11-25T23:32:03.587583] [INFO ] [FORECASTER] Starting predict_future for BSVO
[2025-11-25T23:32:03.588485] [DEBUG] [LOCAL     ] No optimal features file found for BSVO: ./output/feature-sets/BSVO.txt
[2025-11-25T23:32:03.588559] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:32:03.588607] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:32:03.588671] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:32:03.588747] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:32:03.647497] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:32:03.648206] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:32:03.648306] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:32:03.648354] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:32:03.717523] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:32:03.717705] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:32:03.717761] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:32:03.717797] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:32:03.721256] [DEBUG] [FORECASTER] BSVO: Forecast T+1@11:T+2@11: UP (p=54.84%)
[2025-11-25T23:32:03.721557] [INFO ] [FORECASTER] Completed predict_future for BSVO
[2025-11-25T23:32:03.721716] [INFO ] [sig       ] BSVO: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:32:03.864883] [INFO ] [LOCAL     ] Saved forecast: BSVO	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/BSVO.txt
[2025-11-25T23:32:03.865027] [INFO ] [sig       ] [538/3639] Completed BSVO in 0.3s | 3.00 sym/s | Total: 3.0m | ETA: 17.2m
[2025-11-25T23:32:03.865083] [INFO ] [sig       ] [539/3639] Forecasting BSX...
[2025-11-25T23:32:03.865128] [INFO ] [sig       ] Generating forecast for: BSX
[2025-11-25T23:32:03.865168] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BSX' from 'https://tdm.silogroup.org/data/derivative_storage/BSX.csv'.
[2025-11-25T23:32:03.876355] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BSX'.
[2025-11-25T23:32:03.876700] [INFO ] [FORECASTER] Starting predict_future for BSX
[2025-11-25T23:32:03.877564] [DEBUG] [LOCAL     ] No optimal features file found for BSX: ./output/feature-sets/BSX.txt
[2025-11-25T23:32:03.877634] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:32:03.877703] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:32:03.877744] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:32:03.877811] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:32:03.938134] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:32:03.938819] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:32:03.938946] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:32:03.938995] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:32:04.009940] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:32:04.010082] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:32:04.010126] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:32:04.010161] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:32:04.013521] [DEBUG] [FORECASTER] BSX: Forecast T+1@11:T+2@11: DOWN (p=16.82%)
[2025-11-25T23:32:04.013862] [INFO ] [FORECASTER] Completed predict_future for BSX
[2025-11-25T23:32:04.014011] [INFO ] [sig       ] BSX: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:32:04.156764] [INFO ] [LOCAL     ] Saved forecast: BSX	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/BSX.txt
[2025-11-25T23:32:04.156919] [INFO ] [sig       ] [539/3639] Completed BSX in 0.3s | 3.00 sym/s | Total: 3.0m | ETA: 17.2m
[2025-11-25T23:32:04.156977] [INFO ] [sig       ] [540/3639] Forecasting BSY...
[2025-11-25T23:32:04.157021] [INFO ] [sig       ] Generating forecast for: BSY
[2025-11-25T23:32:04.157069] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BSY' from 'https://tdm.silogroup.org/data/derivative_storage/BSY.csv'.
[2025-11-25T23:32:04.168310] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BSY'.
[2025-11-25T23:32:04.168668] [INFO ] [FORECASTER] Starting predict_future for BSY
[2025-11-25T23:32:04.169525] [DEBUG] [LOCAL     ] No optimal features file found for BSY: ./output/feature-sets/BSY.txt
[2025-11-25T23:32:04.169596] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:32:04.169674] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:32:04.169725] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:32:04.169810] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:32:04.232540] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:32:04.233381] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:32:04.233501] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:32:04.233557] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:32:04.310064] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:32:04.310237] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:32:04.310284] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:32:04.310319] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:32:04.313813] [DEBUG] [FORECASTER] BSY: Forecast T+1@11:T+2@11: DOWN (p=27.63%)
[2025-11-25T23:32:04.314110] [INFO ] [FORECASTER] Completed predict_future for BSY
[2025-11-25T23:32:04.314248] [INFO ] [sig       ] BSY: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:32:04.457681] [INFO ] [LOCAL     ] Saved forecast: BSY	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/BSY.txt
[2025-11-25T23:32:04.457834] [INFO ] [sig       ] [540/3639] Completed BSY in 0.3s | 3.00 sym/s | Total: 3.0m | ETA: 17.2m
[2025-11-25T23:32:04.457887] [INFO ] [sig       ] [541/3639] Forecasting BTA...
[2025-11-25T23:32:04.457932] [INFO ] [sig       ] Generating forecast for: BTA
[2025-11-25T23:32:04.457973] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BTA' from 'https://tdm.silogroup.org/data/derivative_storage/BTA.csv'.
[2025-11-25T23:32:04.468947] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BTA'.
[2025-11-25T23:32:04.469268] [INFO ] [FORECASTER] Starting predict_future for BTA
[2025-11-25T23:32:04.470108] [DEBUG] [LOCAL     ] No optimal features file found for BTA: ./output/feature-sets/BTA.txt
[2025-11-25T23:32:04.470179] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:32:04.470230] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:32:04.470281] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:32:04.470353] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:32:04.529612] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:32:04.530294] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:32:04.530395] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:32:04.530448] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:32:04.599241] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:32:04.599400] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:32:04.599445] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:32:04.599479] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:32:04.602831] [DEBUG] [FORECASTER] BTA: Forecast T+1@11:T+2@11: UP (p=83.69%)
[2025-11-25T23:32:04.603121] [INFO ] [FORECASTER] Completed predict_future for BTA
[2025-11-25T23:32:04.603258] [INFO ] [sig       ] BTA: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:32:04.744994] [INFO ] [LOCAL     ] Saved forecast: BTA	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/BTA.txt
[2025-11-25T23:32:04.745151] [INFO ] [sig       ] [541/3639] Completed BTA in 0.3s | 3.00 sym/s | Total: 3.0m | ETA: 17.2m
[2025-11-25T23:32:04.745209] [INFO ] [sig       ] [542/3639] Forecasting BTAI...
[2025-11-25T23:32:04.745256] [INFO ] [sig       ] Generating forecast for: BTAI
[2025-11-25T23:32:04.745298] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BTAI' from 'https://tdm.silogroup.org/data/derivative_storage/BTAI.csv'.
[2025-11-25T23:32:04.756924] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BTAI'.
[2025-11-25T23:32:04.757270] [INFO ] [FORECASTER] Starting predict_future for BTAI
[2025-11-25T23:32:04.758190] [DEBUG] [LOCAL     ] No optimal features file found for BTAI: ./output/feature-sets/BTAI.txt
[2025-11-25T23:32:04.758263] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:32:04.758314] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:32:04.758356] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:32:04.758447] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:32:04.818118] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:32:04.818810] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:32:04.818915] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:32:04.818967] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:32:04.891049] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:32:04.891206] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:32:04.891250] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:32:04.891285] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:32:04.894674] [DEBUG] [FORECASTER] BTAI: Forecast T+1@11:T+2@11: DOWN (p=1.74%)
[2025-11-25T23:32:04.894972] [INFO ] [FORECASTER] Completed predict_future for BTAI
[2025-11-25T23:32:04.895109] [INFO ] [sig       ] BTAI: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:32:05.040451] [INFO ] [LOCAL     ] Saved forecast: BTAI	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/BTAI.txt
[2025-11-25T23:32:05.040611] [INFO ] [sig       ] [542/3639] Completed BTAI in 0.3s | 3.00 sym/s | Total: 3.0m | ETA: 17.2m
[2025-11-25T23:32:05.040706] [INFO ] [sig       ] [543/3639] Forecasting BTCS...
[2025-11-25T23:32:05.040755] [INFO ] [sig       ] Generating forecast for: BTCS
[2025-11-25T23:32:05.040800] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BTCS' from 'https://tdm.silogroup.org/data/derivative_storage/BTCS.csv'.
[2025-11-25T23:32:05.052576] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BTCS'.
[2025-11-25T23:32:05.052907] [INFO ] [FORECASTER] Starting predict_future for BTCS
[2025-11-25T23:32:05.053799] [DEBUG] [LOCAL     ] No optimal features file found for BTCS: ./output/feature-sets/BTCS.txt
[2025-11-25T23:32:05.053868] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:32:05.053914] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:32:05.053955] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:32:05.054023] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:32:05.113668] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:32:05.114410] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:32:05.114519] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:32:05.114570] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:32:05.189516] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:32:05.189681] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:32:05.189758] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:32:05.189809] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:32:05.193383] [DEBUG] [FORECASTER] BTCS: Forecast T+1@11:T+2@11: DOWN (p=15.49%)
[2025-11-25T23:32:05.193722] [INFO ] [FORECASTER] Completed predict_future for BTCS
[2025-11-25T23:32:05.193879] [INFO ] [sig       ] BTCS: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:32:05.337064] [INFO ] [LOCAL     ] Saved forecast: BTCS	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/BTCS.txt
[2025-11-25T23:32:05.337209] [INFO ] [sig       ] [543/3639] Completed BTCS in 0.3s | 3.00 sym/s | Total: 3.0m | ETA: 17.2m
[2025-11-25T23:32:05.337264] [INFO ] [sig       ] [544/3639] Forecasting BTE...
[2025-11-25T23:32:05.337308] [INFO ] [sig       ] Generating forecast for: BTE
[2025-11-25T23:32:05.337349] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BTE' from 'https://tdm.silogroup.org/data/derivative_storage/BTE.csv'.
[2025-11-25T23:32:05.348466] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BTE'.
[2025-11-25T23:32:05.348802] [INFO ] [FORECASTER] Starting predict_future for BTE
[2025-11-25T23:32:05.349634] [DEBUG] [LOCAL     ] No optimal features file found for BTE: ./output/feature-sets/BTE.txt
[2025-11-25T23:32:05.349723] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:32:05.349769] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:32:05.349809] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:32:05.349877] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:32:05.408399] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:32:05.409116] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:32:05.409218] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:32:05.409267] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:32:05.475009] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:32:05.475143] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:32:05.475188] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:32:05.475222] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:32:05.478520] [DEBUG] [FORECASTER] BTE: Forecast T+1@11:T+2@11: UP (p=56.55%)
[2025-11-25T23:32:05.478839] [INFO ] [FORECASTER] Completed predict_future for BTE
[2025-11-25T23:32:05.478986] [INFO ] [sig       ] BTE: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:32:05.624265] [INFO ] [LOCAL     ] Saved forecast: BTE	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/BTE.txt
[2025-11-25T23:32:05.624433] [INFO ] [sig       ] [544/3639] Completed BTE in 0.3s | 3.00 sym/s | Total: 3.0m | ETA: 17.2m
[2025-11-25T23:32:05.624490] [INFO ] [sig       ] [545/3639] Forecasting BTF...
[2025-11-25T23:32:05.624534] [INFO ] [sig       ] Generating forecast for: BTF
[2025-11-25T23:32:05.624586] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BTF' from 'https://tdm.silogroup.org/data/derivative_storage/BTF.csv'.
[2025-11-25T23:32:05.635739] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BTF'.
[2025-11-25T23:32:05.636033] [INFO ] [FORECASTER] Starting predict_future for BTF
[2025-11-25T23:32:05.636877] [DEBUG] [LOCAL     ] No optimal features file found for BTF: ./output/feature-sets/BTF.txt
[2025-11-25T23:32:05.636948] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:32:05.636996] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:32:05.637038] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:32:05.637107] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:32:05.698609] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:32:05.699427] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:32:05.699552] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:32:05.699612] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:32:05.790343] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:32:05.790488] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:32:05.790534] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:32:05.790568] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:32:05.793874] [DEBUG] [FORECASTER] BTF: Forecast T+1@11:T+2@11: DOWN (p=22.26%)
[2025-11-25T23:32:05.794167] [INFO ] [FORECASTER] Completed predict_future for BTF
[2025-11-25T23:32:05.794304] [INFO ] [sig       ] BTF: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:32:05.937846] [INFO ] [LOCAL     ] Saved forecast: BTF	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/BTF.txt
[2025-11-25T23:32:05.938011] [INFO ] [sig       ] [545/3639] Completed BTF in 0.3s | 3.00 sym/s | Total: 3.0m | ETA: 17.2m
[2025-11-25T23:32:05.938064] [INFO ] [sig       ] [546/3639] Forecasting BTI...
[2025-11-25T23:32:05.938112] [INFO ] [sig       ] Generating forecast for: BTI
[2025-11-25T23:32:05.938157] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BTI' from 'https://tdm.silogroup.org/data/derivative_storage/BTI.csv'.
[2025-11-25T23:32:05.949935] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BTI'.
[2025-11-25T23:32:05.950285] [INFO ] [FORECASTER] Starting predict_future for BTI
[2025-11-25T23:32:05.951166] [DEBUG] [LOCAL     ] No optimal features file found for BTI: ./output/feature-sets/BTI.txt
[2025-11-25T23:32:05.951242] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:32:05.951293] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:32:05.951337] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:32:05.951408] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:32:06.013441] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:32:06.014216] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:32:06.014327] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:32:06.014377] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:32:06.106075] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:32:06.106233] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:32:06.106287] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:32:06.106324] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:32:06.109795] [DEBUG] [FORECASTER] BTI: Forecast T+1@11:T+2@11: DOWN (p=32.94%)
[2025-11-25T23:32:06.110107] [INFO ] [FORECASTER] Completed predict_future for BTI
[2025-11-25T23:32:06.110257] [INFO ] [sig       ] BTI: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:32:06.252882] [INFO ] [LOCAL     ] Saved forecast: BTI	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/BTI.txt
[2025-11-25T23:32:06.253065] [INFO ] [sig       ] [546/3639] Completed BTI in 0.3s | 3.00 sym/s | Total: 3.0m | ETA: 17.2m
[2025-11-25T23:32:06.253124] [INFO ] [sig       ] [547/3639] Forecasting BTM...
[2025-11-25T23:32:06.253170] [INFO ] [sig       ] Generating forecast for: BTM
[2025-11-25T23:32:06.253215] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BTM' from 'https://tdm.silogroup.org/data/derivative_storage/BTM.csv'.
[2025-11-25T23:32:06.265026] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BTM'.
[2025-11-25T23:32:06.265357] [INFO ] [FORECASTER] Starting predict_future for BTM
[2025-11-25T23:32:06.266230] [DEBUG] [LOCAL     ] No optimal features file found for BTM: ./output/feature-sets/BTM.txt
[2025-11-25T23:32:06.266302] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:32:06.266350] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:32:06.266391] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:32:06.266463] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:32:06.325301] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:32:06.326232] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:32:06.326337] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:32:06.326386] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:32:06.443661] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:32:06.443869] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:32:06.443919] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:32:06.443955] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:32:06.447709] [DEBUG] [FORECASTER] BTM: Forecast T+1@11:T+2@11: UP (p=63.55%)
[2025-11-25T23:32:06.448040] [INFO ] [FORECASTER] Completed predict_future for BTM
[2025-11-25T23:32:06.448201] [INFO ] [sig       ] BTM: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:32:06.593716] [INFO ] [LOCAL     ] Saved forecast: BTM	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/BTM.txt
[2025-11-25T23:32:06.593894] [INFO ] [sig       ] [547/3639] Completed BTM in 0.3s | 3.00 sym/s | Total: 3.0m | ETA: 17.2m
[2025-11-25T23:32:06.593957] [INFO ] [sig       ] [548/3639] Forecasting BTMD...
[2025-11-25T23:32:06.594002] [INFO ] [sig       ] Generating forecast for: BTMD
[2025-11-25T23:32:06.594048] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BTMD' from 'https://tdm.silogroup.org/data/derivative_storage/BTMD.csv'.
[2025-11-25T23:32:06.605875] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BTMD'.
[2025-11-25T23:32:06.606204] [INFO ] [FORECASTER] Starting predict_future for BTMD
[2025-11-25T23:32:06.607095] [DEBUG] [LOCAL     ] No optimal features file found for BTMD: ./output/feature-sets/BTMD.txt
[2025-11-25T23:32:06.607170] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:32:06.607219] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:32:06.607263] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:32:06.607333] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:32:06.668095] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:32:06.668919] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:32:06.669023] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:32:06.669070] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:32:06.758674] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:32:06.758842] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:32:06.758889] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:32:06.758925] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:32:06.762511] [DEBUG] [FORECASTER] BTMD: Forecast T+1@11:T+2@11: UP (p=80.66%)
[2025-11-25T23:32:06.762840] [INFO ] [FORECASTER] Completed predict_future for BTMD
[2025-11-25T23:32:06.763008] [INFO ] [sig       ] BTMD: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:32:06.907140] [INFO ] [LOCAL     ] Saved forecast: BTMD	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/BTMD.txt
[2025-11-25T23:32:06.907291] [INFO ] [sig       ] [548/3639] Completed BTMD in 0.3s | 3.00 sym/s | Total: 3.0m | ETA: 17.2m
[2025-11-25T23:32:06.907345] [INFO ] [sig       ] [549/3639] Forecasting BTSG...
[2025-11-25T23:32:06.907423] [INFO ] [sig       ] Generating forecast for: BTSG
[2025-11-25T23:32:06.907461] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BTSG' from 'https://tdm.silogroup.org/data/derivative_storage/BTSG.csv'.
[2025-11-25T23:32:06.919267] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BTSG'.
[2025-11-25T23:32:06.919612] [INFO ] [FORECASTER] Starting predict_future for BTSG
[2025-11-25T23:32:06.920493] [DEBUG] [LOCAL     ] No optimal features file found for BTSG: ./output/feature-sets/BTSG.txt
[2025-11-25T23:32:06.920566] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:32:06.920617] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:32:06.920679] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:32:06.920773] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:32:06.978476] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:32:06.979159] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:32:06.979260] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:32:06.979309] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:32:07.071882] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:32:07.072008] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:32:07.072051] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:32:07.072085] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:32:07.075335] [DEBUG] [FORECASTER] BTSG: Forecast T+1@11:T+2@11: DOWN (p=6.41%)
[2025-11-25T23:32:07.075635] [INFO ] [FORECASTER] Completed predict_future for BTSG
[2025-11-25T23:32:07.075802] [INFO ] [sig       ] BTSG: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:32:07.217096] [INFO ] [LOCAL     ] Saved forecast: BTSG	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/BTSG.txt
[2025-11-25T23:32:07.217254] [INFO ] [sig       ] [549/3639] Completed BTSG in 0.3s | 3.00 sym/s | Total: 3.0m | ETA: 17.2m
[2025-11-25T23:32:07.217310] [INFO ] [sig       ] [550/3639] Forecasting BTZ...
[2025-11-25T23:32:07.217372] [INFO ] [sig       ] Generating forecast for: BTZ
[2025-11-25T23:32:07.217426] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BTZ' from 'https://tdm.silogroup.org/data/derivative_storage/BTZ.csv'.
[2025-11-25T23:32:07.233191] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BTZ'.
[2025-11-25T23:32:07.233564] [INFO ] [FORECASTER] Starting predict_future for BTZ
[2025-11-25T23:32:07.234440] [DEBUG] [LOCAL     ] No optimal features file found for BTZ: ./output/feature-sets/BTZ.txt
[2025-11-25T23:32:07.234511] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:32:07.234558] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:32:07.234597] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:32:07.234687] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:32:07.293537] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:32:07.294233] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:32:07.294332] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:32:07.294380] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:32:07.381844] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:32:07.382011] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:32:07.382056] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:32:07.382090] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:32:07.385425] [DEBUG] [FORECASTER] BTZ: Forecast T+1@11:T+2@11: UP (p=66.17%)
[2025-11-25T23:32:07.385741] [INFO ] [FORECASTER] Completed predict_future for BTZ
[2025-11-25T23:32:07.385886] [INFO ] [sig       ] BTZ: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:32:07.526098] [INFO ] [LOCAL     ] Saved forecast: BTZ	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/BTZ.txt
[2025-11-25T23:32:07.526228] [INFO ] [sig       ] [550/3639] Completed BTZ in 0.3s | 3.00 sym/s | Total: 3.1m | ETA: 17.1m
[2025-11-25T23:32:07.526283] [INFO ] [sig       ] [551/3639] Forecasting BUD...
[2025-11-25T23:32:07.526335] [INFO ] [sig       ] Generating forecast for: BUD
[2025-11-25T23:32:07.526376] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BUD' from 'https://tdm.silogroup.org/data/derivative_storage/BUD.csv'.
[2025-11-25T23:32:07.537684] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BUD'.
[2025-11-25T23:32:07.537989] [INFO ] [FORECASTER] Starting predict_future for BUD
[2025-11-25T23:32:07.538822] [DEBUG] [LOCAL     ] No optimal features file found for BUD: ./output/feature-sets/BUD.txt
[2025-11-25T23:32:07.538893] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:32:07.538940] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:32:07.538982] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:32:07.539049] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:32:07.597613] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:32:07.598282] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:32:07.598381] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:32:07.598429] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:32:07.688324] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:32:07.688455] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:32:07.688498] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:32:07.688532] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:32:07.691848] [DEBUG] [FORECASTER] BUD: Forecast T+1@11:T+2@11: DOWN (p=38.21%)
[2025-11-25T23:32:07.692139] [INFO ] [FORECASTER] Completed predict_future for BUD
[2025-11-25T23:32:07.692278] [INFO ] [sig       ] BUD: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:32:07.833655] [INFO ] [LOCAL     ] Saved forecast: BUD	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/BUD.txt
[2025-11-25T23:32:07.833792] [INFO ] [sig       ] [551/3639] Completed BUD in 0.3s | 3.00 sym/s | Total: 3.1m | ETA: 17.1m
[2025-11-25T23:32:07.833847] [INFO ] [sig       ] [552/3639] Forecasting BUFC...
[2025-11-25T23:32:07.833890] [INFO ] [sig       ] Generating forecast for: BUFC
[2025-11-25T23:32:07.833930] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BUFC' from 'https://tdm.silogroup.org/data/derivative_storage/BUFC.csv'.
[2025-11-25T23:32:07.843634] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BUFC'.
[2025-11-25T23:32:07.843931] [INFO ] [FORECASTER] Starting predict_future for BUFC
[2025-11-25T23:32:07.844773] [DEBUG] [LOCAL     ] No optimal features file found for BUFC: ./output/feature-sets/BUFC.txt
[2025-11-25T23:32:07.844844] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:32:07.844892] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:32:07.844935] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:32:07.845005] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:32:07.902861] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:32:07.903489] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:32:07.903590] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:32:07.903639] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:32:07.988728] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:32:07.988833] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:32:07.988874] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:32:07.988907] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:32:07.992045] [DEBUG] [FORECASTER] BUFC: Forecast T+1@11:T+2@11: DOWN (p=4.71%)
[2025-11-25T23:32:07.992341] [INFO ] [FORECASTER] Completed predict_future for BUFC
[2025-11-25T23:32:07.992497] [INFO ] [sig       ] BUFC: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:32:08.136463] [INFO ] [LOCAL     ] Saved forecast: BUFC	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/BUFC.txt
[2025-11-25T23:32:08.136679] [INFO ] [sig       ] [552/3639] Completed BUFC in 0.3s | 3.00 sym/s | Total: 3.1m | ETA: 17.1m
[2025-11-25T23:32:08.136739] [INFO ] [sig       ] [553/3639] Forecasting BUG...
[2025-11-25T23:32:08.136787] [INFO ] [sig       ] Generating forecast for: BUG
[2025-11-25T23:32:08.136833] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BUG' from 'https://tdm.silogroup.org/data/derivative_storage/BUG.csv'.
[2025-11-25T23:32:08.148672] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BUG'.
[2025-11-25T23:32:08.148987] [INFO ] [FORECASTER] Starting predict_future for BUG
[2025-11-25T23:32:08.149841] [DEBUG] [LOCAL     ] No optimal features file found for BUG: ./output/feature-sets/BUG.txt
[2025-11-25T23:32:08.149913] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:32:08.149961] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:32:08.150006] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:32:08.150078] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:32:08.207559] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:32:08.208270] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:32:08.208377] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:32:08.208428] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:32:08.320769] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:32:08.320904] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:32:08.320948] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:32:08.320983] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:32:08.324259] [DEBUG] [FORECASTER] BUG: Forecast T+1@11:T+2@11: UP (p=82.68%)
[2025-11-25T23:32:08.324563] [INFO ] [FORECASTER] Completed predict_future for BUG
[2025-11-25T23:32:08.324736] [INFO ] [sig       ] BUG: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:32:08.465513] [INFO ] [LOCAL     ] Saved forecast: BUG	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/BUG.txt
[2025-11-25T23:32:08.465706] [INFO ] [sig       ] [553/3639] Completed BUG in 0.3s | 3.00 sym/s | Total: 3.1m | ETA: 17.1m
[2025-11-25T23:32:08.465770] [INFO ] [sig       ] [554/3639] Forecasting BUI...
[2025-11-25T23:32:08.465816] [INFO ] [sig       ] Generating forecast for: BUI
[2025-11-25T23:32:08.465861] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BUI' from 'https://tdm.silogroup.org/data/derivative_storage/BUI.csv'.
[2025-11-25T23:32:08.480068] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BUI'.
[2025-11-25T23:32:08.480391] [INFO ] [FORECASTER] Starting predict_future for BUI
[2025-11-25T23:32:08.481244] [DEBUG] [LOCAL     ] No optimal features file found for BUI: ./output/feature-sets/BUI.txt
[2025-11-25T23:32:08.481318] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:32:08.481380] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:32:08.481425] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:32:08.481504] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:32:08.539572] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:32:08.540257] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:32:08.540359] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:32:08.540409] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:32:08.664573] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:32:08.664742] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:32:08.664815] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:32:08.664862] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:32:08.668231] [DEBUG] [FORECASTER] BUI: Forecast T+1@11:T+2@11: UP (p=82.25%)
[2025-11-25T23:32:08.668539] [INFO ] [FORECASTER] Completed predict_future for BUI
[2025-11-25T23:32:08.668721] [INFO ] [sig       ] BUI: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:32:08.810322] [INFO ] [LOCAL     ] Saved forecast: BUI	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/BUI.txt
[2025-11-25T23:32:08.810467] [INFO ] [sig       ] [554/3639] Completed BUI in 0.3s | 3.00 sym/s | Total: 3.1m | ETA: 17.1m
[2025-11-25T23:32:08.810526] [INFO ] [sig       ] [555/3639] Forecasting BURL...
[2025-11-25T23:32:08.810574] [INFO ] [sig       ] Generating forecast for: BURL
[2025-11-25T23:32:08.810625] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BURL' from 'https://tdm.silogroup.org/data/derivative_storage/BURL.csv'.
[2025-11-25T23:32:08.825408] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BURL'.
[2025-11-25T23:32:08.826063] [INFO ] [FORECASTER] Starting predict_future for BURL
[2025-11-25T23:32:08.827195] [DEBUG] [LOCAL     ] No optimal features file found for BURL: ./output/feature-sets/BURL.txt
[2025-11-25T23:32:08.827278] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:32:08.827332] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:32:08.827402] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:32:08.827532] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:32:08.887287] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:32:08.888475] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:32:08.888592] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:32:08.888681] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:32:09.009574] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:32:09.009822] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:32:09.009872] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:32:09.009908] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:32:09.013714] [DEBUG] [FORECASTER] BURL: Forecast T+1@11:T+2@11: DOWN (p=27.84%)
[2025-11-25T23:32:09.014047] [INFO ] [FORECASTER] Completed predict_future for BURL
[2025-11-25T23:32:09.014225] [INFO ] [sig       ] BURL: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:32:09.156923] [INFO ] [LOCAL     ] Saved forecast: BURL	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/BURL.txt
[2025-11-25T23:32:09.157114] [INFO ] [sig       ] [555/3639] Completed BURL in 0.3s | 3.00 sym/s | Total: 3.1m | ETA: 17.1m
[2025-11-25T23:32:09.157167] [INFO ] [sig       ] [556/3639] Forecasting BUSE...
[2025-11-25T23:32:09.157216] [INFO ] [sig       ] Generating forecast for: BUSE
[2025-11-25T23:32:09.157261] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BUSE' from 'https://tdm.silogroup.org/data/derivative_storage/BUSE.csv'.
[2025-11-25T23:32:09.172340] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BUSE'.
[2025-11-25T23:32:09.173023] [INFO ] [FORECASTER] Starting predict_future for BUSE
[2025-11-25T23:32:09.174111] [DEBUG] [LOCAL     ] No optimal features file found for BUSE: ./output/feature-sets/BUSE.txt
[2025-11-25T23:32:09.174189] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:32:09.174243] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:32:09.174289] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:32:09.174364] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:32:09.236689] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:32:09.237889] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:32:09.238011] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:32:09.238064] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:32:09.355760] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:32:09.355996] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:32:09.356049] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:32:09.356085] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:32:09.359945] [DEBUG] [FORECASTER] BUSE: Forecast T+1@11:T+2@11: DOWN (p=38.89%)
[2025-11-25T23:32:09.360270] [INFO ] [FORECASTER] Completed predict_future for BUSE
[2025-11-25T23:32:09.360440] [INFO ] [sig       ] BUSE: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:32:09.508080] [INFO ] [LOCAL     ] Saved forecast: BUSE	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/BUSE.txt
[2025-11-25T23:32:09.508281] [INFO ] [sig       ] [556/3639] Completed BUSE in 0.4s | 3.00 sym/s | Total: 3.1m | ETA: 17.1m
[2025-11-25T23:32:09.508341] [INFO ] [sig       ] [557/3639] Forecasting BUXX...
[2025-11-25T23:32:09.508391] [INFO ] [sig       ] Generating forecast for: BUXX
[2025-11-25T23:32:09.508436] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BUXX' from 'https://tdm.silogroup.org/data/derivative_storage/BUXX.csv'.
[2025-11-25T23:32:09.522235] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BUXX'.
[2025-11-25T23:32:09.522632] [INFO ] [FORECASTER] Starting predict_future for BUXX
[2025-11-25T23:32:09.523606] [DEBUG] [LOCAL     ] No optimal features file found for BUXX: ./output/feature-sets/BUXX.txt
[2025-11-25T23:32:09.523700] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:32:09.523751] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:32:09.523792] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:32:09.523863] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:32:09.587167] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:32:09.588105] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:32:09.588213] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:32:09.588264] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:32:09.686355] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:32:09.686558] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:32:09.686612] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:32:09.686669] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:32:09.690319] [DEBUG] [FORECASTER] BUXX: Forecast T+1@11:T+2@11: UP (p=79.75%)
[2025-11-25T23:32:09.690678] [INFO ] [FORECASTER] Completed predict_future for BUXX
[2025-11-25T23:32:09.690853] [INFO ] [sig       ] BUXX: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:32:09.842710] [INFO ] [LOCAL     ] Saved forecast: BUXX	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/BUXX.txt
[2025-11-25T23:32:09.842908] [INFO ] [sig       ] [557/3639] Completed BUXX in 0.3s | 3.00 sym/s | Total: 3.1m | ETA: 17.1m
[2025-11-25T23:32:09.843007] [INFO ] [sig       ] [558/3639] Forecasting BVFL...
[2025-11-25T23:32:09.843079] [INFO ] [sig       ] Generating forecast for: BVFL
[2025-11-25T23:32:09.843135] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BVFL' from 'https://tdm.silogroup.org/data/derivative_storage/BVFL.csv'.
[2025-11-25T23:32:09.856289] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BVFL'.
[2025-11-25T23:32:09.856759] [INFO ] [FORECASTER] Starting predict_future for BVFL
[2025-11-25T23:32:09.857716] [DEBUG] [LOCAL     ] No optimal features file found for BVFL: ./output/feature-sets/BVFL.txt
[2025-11-25T23:32:09.857788] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:32:09.857838] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:32:09.857879] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:32:09.857950] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:32:09.919845] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:32:09.920935] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:32:09.921068] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:32:09.921142] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:32:10.020502] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:32:10.020726] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:32:10.020781] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:32:10.020817] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:32:10.024439] [DEBUG] [FORECASTER] BVFL: Forecast T+1@11:T+2@11: UP (p=95.98%)
[2025-11-25T23:32:10.024778] [INFO ] [FORECASTER] Completed predict_future for BVFL
[2025-11-25T23:32:10.024930] [INFO ] [sig       ] BVFL: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:32:10.170148] [INFO ] [LOCAL     ] Saved forecast: BVFL	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/BVFL.txt
[2025-11-25T23:32:10.170348] [INFO ] [sig       ] [558/3639] Completed BVFL in 0.3s | 3.00 sym/s | Total: 3.1m | ETA: 17.1m
[2025-11-25T23:32:10.170405] [INFO ] [sig       ] [559/3639] Forecasting BVN...
[2025-11-25T23:32:10.170451] [INFO ] [sig       ] Generating forecast for: BVN
[2025-11-25T23:32:10.170489] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BVN' from 'https://tdm.silogroup.org/data/derivative_storage/BVN.csv'.
[2025-11-25T23:32:10.182424] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BVN'.
[2025-11-25T23:32:10.182881] [INFO ] [FORECASTER] Starting predict_future for BVN
[2025-11-25T23:32:10.183719] [DEBUG] [LOCAL     ] No optimal features file found for BVN: ./output/feature-sets/BVN.txt
[2025-11-25T23:32:10.183790] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:32:10.183836] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:32:10.183877] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:32:10.183947] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:32:10.244308] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:32:10.245281] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:32:10.245383] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:32:10.245425] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:32:10.339830] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:32:10.340019] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:32:10.340066] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:32:10.340100] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:32:10.343579] [DEBUG] [FORECASTER] BVN: Forecast T+1@11:T+2@11: UP (p=97.57%)
[2025-11-25T23:32:10.343935] [INFO ] [FORECASTER] Completed predict_future for BVN
[2025-11-25T23:32:10.344158] [INFO ] [sig       ] BVN: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:32:10.492515] [INFO ] [LOCAL     ] Saved forecast: BVN	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/BVN.txt
[2025-11-25T23:32:10.492739] [INFO ] [sig       ] [559/3639] Completed BVN in 0.3s | 3.00 sym/s | Total: 3.1m | ETA: 17.1m
[2025-11-25T23:32:10.492799] [INFO ] [sig       ] [560/3639] Forecasting BVS...
[2025-11-25T23:32:10.492845] [INFO ] [sig       ] Generating forecast for: BVS
[2025-11-25T23:32:10.492888] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BVS' from 'https://tdm.silogroup.org/data/derivative_storage/BVS.csv'.
[2025-11-25T23:32:10.504680] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BVS'.
[2025-11-25T23:32:10.505089] [INFO ] [FORECASTER] Starting predict_future for BVS
[2025-11-25T23:32:10.505977] [DEBUG] [LOCAL     ] No optimal features file found for BVS: ./output/feature-sets/BVS.txt
[2025-11-25T23:32:10.506046] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:32:10.506093] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:32:10.506134] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:32:10.506202] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:32:10.569173] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:32:10.570232] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:32:10.570349] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:32:10.570400] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:32:10.674247] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:32:10.674452] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:32:10.674506] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:32:10.674552] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:32:10.678277] [DEBUG] [FORECASTER] BVS: Forecast T+1@11:T+2@11: DOWN (p=0.46%)
[2025-11-25T23:32:10.678585] [INFO ] [FORECASTER] Completed predict_future for BVS
[2025-11-25T23:32:10.678779] [INFO ] [sig       ] BVS: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:32:10.832241] [INFO ] [LOCAL     ] Saved forecast: BVS	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/BVS.txt
[2025-11-25T23:32:10.832424] [INFO ] [sig       ] [560/3639] Completed BVS in 0.3s | 3.00 sym/s | Total: 3.1m | ETA: 17.1m
[2025-11-25T23:32:10.832485] [INFO ] [sig       ] [561/3639] Forecasting BWA...
[2025-11-25T23:32:10.832531] [INFO ] [sig       ] Generating forecast for: BWA
[2025-11-25T23:32:10.832577] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BWA' from 'https://tdm.silogroup.org/data/derivative_storage/BWA.csv'.
[2025-11-25T23:32:10.846581] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BWA'.
[2025-11-25T23:32:10.847207] [INFO ] [FORECASTER] Starting predict_future for BWA
[2025-11-25T23:32:10.848267] [DEBUG] [LOCAL     ] No optimal features file found for BWA: ./output/feature-sets/BWA.txt
[2025-11-25T23:32:10.848344] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:32:10.848396] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:32:10.848440] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:32:10.848513] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:32:10.908225] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:32:10.909408] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:32:10.909529] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:32:10.909581] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:32:11.039037] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:32:11.039307] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:32:11.039361] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:32:11.039427] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:32:11.043669] [DEBUG] [FORECASTER] BWA: Forecast T+1@11:T+2@11: DOWN (p=36.55%)
[2025-11-25T23:32:11.044220] [INFO ] [FORECASTER] Completed predict_future for BWA
[2025-11-25T23:32:11.044441] [INFO ] [sig       ] BWA: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:32:11.220231] [INFO ] [LOCAL     ] Saved forecast: BWA	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/BWA.txt
[2025-11-25T23:32:11.220483] [INFO ] [sig       ] [561/3639] Completed BWA in 0.4s | 3.00 sym/s | Total: 3.1m | ETA: 17.1m
[2025-11-25T23:32:11.220548] [INFO ] [sig       ] [562/3639] Forecasting BWAY...
[2025-11-25T23:32:11.220595] [INFO ] [sig       ] Generating forecast for: BWAY
[2025-11-25T23:32:11.220691] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BWAY' from 'https://tdm.silogroup.org/data/derivative_storage/BWAY.csv'.
[2025-11-25T23:32:11.235226] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BWAY'.
[2025-11-25T23:32:11.236121] [INFO ] [FORECASTER] Starting predict_future for BWAY
[2025-11-25T23:32:11.237489] [DEBUG] [LOCAL     ] No optimal features file found for BWAY: ./output/feature-sets/BWAY.txt
[2025-11-25T23:32:11.237569] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:32:11.237623] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:32:11.237699] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:32:11.237805] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:32:11.304091] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:32:11.305337] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:32:11.305496] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:32:11.305551] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:32:11.440513] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:32:11.440816] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:32:11.440906] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:32:11.440955] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:32:11.445633] [DEBUG] [FORECASTER] BWAY: Forecast T+1@11:T+2@11: DOWN (p=12.89%)
[2025-11-25T23:32:11.446115] [INFO ] [FORECASTER] Completed predict_future for BWAY
[2025-11-25T23:32:11.446345] [INFO ] [sig       ] BWAY: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:32:11.653435] [INFO ] [LOCAL     ] Saved forecast: BWAY	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/BWAY.txt
[2025-11-25T23:32:11.653774] [INFO ] [sig       ] [562/3639] Completed BWAY in 0.4s | 3.00 sym/s | Total: 3.1m | ETA: 17.1m
[2025-11-25T23:32:11.653857] [INFO ] [sig       ] [563/3639] Forecasting BWB...
[2025-11-25T23:32:11.653899] [INFO ] [sig       ] Generating forecast for: BWB
[2025-11-25T23:32:11.653983] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BWB' from 'https://tdm.silogroup.org/data/derivative_storage/BWB.csv'.
[2025-11-25T23:32:11.668551] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BWB'.
[2025-11-25T23:32:11.669131] [INFO ] [FORECASTER] Starting predict_future for BWB
[2025-11-25T23:32:11.670379] [DEBUG] [LOCAL     ] No optimal features file found for BWB: ./output/feature-sets/BWB.txt
[2025-11-25T23:32:11.670478] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:32:11.670578] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:32:11.670663] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:32:11.670784] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:32:11.746771] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:32:11.748338] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:32:11.748535] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:32:11.748627] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:32:11.906685] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:32:11.906937] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:32:11.907015] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:32:11.907078] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:32:11.912614] [DEBUG] [FORECASTER] BWB: Forecast T+1@11:T+2@11: DOWN (p=8.07%)
[2025-11-25T23:32:11.913171] [INFO ] [FORECASTER] Completed predict_future for BWB
[2025-11-25T23:32:11.913402] [INFO ] [sig       ] BWB: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:32:12.138984] [INFO ] [LOCAL     ] Saved forecast: BWB	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/BWB.txt
[2025-11-25T23:32:12.139242] [INFO ] [sig       ] [563/3639] Completed BWB in 0.5s | 3.00 sym/s | Total: 3.1m | ETA: 17.1m
[2025-11-25T23:32:12.139311] [INFO ] [sig       ] [564/3639] Forecasting BWEN...
[2025-11-25T23:32:12.139357] [INFO ] [sig       ] Generating forecast for: BWEN
[2025-11-25T23:32:12.139421] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BWEN' from 'https://tdm.silogroup.org/data/derivative_storage/BWEN.csv'.
[2025-11-25T23:32:12.152349] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BWEN'.
[2025-11-25T23:32:12.152857] [INFO ] [FORECASTER] Starting predict_future for BWEN
[2025-11-25T23:32:12.153810] [DEBUG] [LOCAL     ] No optimal features file found for BWEN: ./output/feature-sets/BWEN.txt
[2025-11-25T23:32:12.153883] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:32:12.153939] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:32:12.153989] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:32:12.154080] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:32:12.233306] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:32:12.234598] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:32:12.234771] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:32:12.234860] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:32:12.345034] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:32:12.345271] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:32:12.345350] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:32:12.345412] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:32:12.350930] [DEBUG] [FORECASTER] BWEN: Forecast T+1@11:T+2@11: DOWN (p=14.21%)
[2025-11-25T23:32:12.351395] [INFO ] [FORECASTER] Completed predict_future for BWEN
[2025-11-25T23:32:12.351622] [INFO ] [sig       ] BWEN: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:32:12.566868] [INFO ] [LOCAL     ] Saved forecast: BWEN	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/BWEN.txt
[2025-11-25T23:32:12.567074] [INFO ] [sig       ] [564/3639] Completed BWEN in 0.4s | 3.00 sym/s | Total: 3.1m | ETA: 17.1m
[2025-11-25T23:32:12.567135] [INFO ] [sig       ] [565/3639] Forecasting BWFG...
[2025-11-25T23:32:12.567178] [INFO ] [sig       ] Generating forecast for: BWFG
[2025-11-25T23:32:12.567221] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BWFG' from 'https://tdm.silogroup.org/data/derivative_storage/BWFG.csv'.
[2025-11-25T23:32:12.579921] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BWFG'.
[2025-11-25T23:32:12.580407] [INFO ] [FORECASTER] Starting predict_future for BWFG
[2025-11-25T23:32:12.581348] [DEBUG] [LOCAL     ] No optimal features file found for BWFG: ./output/feature-sets/BWFG.txt
[2025-11-25T23:32:12.581422] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:32:12.581488] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:32:12.581527] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:32:12.581601] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:32:12.642616] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:32:12.643622] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:32:12.643756] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:32:12.643808] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:32:12.733066] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:32:12.733260] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:32:12.733308] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:32:12.733344] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:32:12.736990] [DEBUG] [FORECASTER] BWFG: Forecast T+1@11:T+2@11: UP (p=80.86%)
[2025-11-25T23:32:12.737321] [INFO ] [FORECASTER] Completed predict_future for BWFG
[2025-11-25T23:32:12.737509] [INFO ] [sig       ] BWFG: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:32:12.879449] [INFO ] [LOCAL     ] Saved forecast: BWFG	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/BWFG.txt
[2025-11-25T23:32:12.879588] [INFO ] [sig       ] [565/3639] Completed BWFG in 0.3s | 3.00 sym/s | Total: 3.1m | ETA: 17.1m
[2025-11-25T23:32:12.879663] [INFO ] [sig       ] [566/3639] Forecasting BWG...
[2025-11-25T23:32:12.879709] [INFO ] [sig       ] Generating forecast for: BWG
[2025-11-25T23:32:12.879769] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BWG' from 'https://tdm.silogroup.org/data/derivative_storage/BWG.csv'.
[2025-11-25T23:32:12.891389] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BWG'.
[2025-11-25T23:32:12.891756] [INFO ] [FORECASTER] Starting predict_future for BWG
[2025-11-25T23:32:12.892570] [DEBUG] [LOCAL     ] No optimal features file found for BWG: ./output/feature-sets/BWG.txt
[2025-11-25T23:32:12.892663] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:32:12.892722] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:32:12.892773] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:32:12.892860] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:32:12.951725] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:32:12.952412] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:32:12.952511] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:32:12.952570] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:32:13.047855] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:32:13.047975] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:32:13.048018] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:32:13.048052] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:32:13.051235] [DEBUG] [FORECASTER] BWG: Forecast T+1@11:T+2@11: DOWN (p=40.85%)
[2025-11-25T23:32:13.051520] [INFO ] [FORECASTER] Completed predict_future for BWG
[2025-11-25T23:32:13.051683] [INFO ] [sig       ] BWG: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:32:13.194100] [INFO ] [LOCAL     ] Saved forecast: BWG	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/BWG.txt
[2025-11-25T23:32:13.194234] [INFO ] [sig       ] [566/3639] Completed BWG in 0.3s | 3.00 sym/s | Total: 3.1m | ETA: 17.1m
[2025-11-25T23:32:13.194290] [INFO ] [sig       ] [567/3639] Forecasting BWIN...
[2025-11-25T23:32:13.194334] [INFO ] [sig       ] Generating forecast for: BWIN
[2025-11-25T23:32:13.194375] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BWIN' from 'https://tdm.silogroup.org/data/derivative_storage/BWIN.csv'.
[2025-11-25T23:32:13.205575] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BWIN'.
[2025-11-25T23:32:13.205926] [INFO ] [FORECASTER] Starting predict_future for BWIN
[2025-11-25T23:32:13.206805] [DEBUG] [LOCAL     ] No optimal features file found for BWIN: ./output/feature-sets/BWIN.txt
[2025-11-25T23:32:13.206876] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:32:13.206936] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:32:13.206990] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:32:13.207071] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:32:13.266553] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:32:13.267325] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:32:13.267433] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:32:13.267482] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:32:13.355563] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:32:13.355719] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:32:13.355767] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:32:13.355802] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:32:13.359075] [DEBUG] [FORECASTER] BWIN: Forecast T+1@11:T+2@11: DOWN (p=10.75%)
[2025-11-25T23:32:13.359364] [INFO ] [FORECASTER] Completed predict_future for BWIN
[2025-11-25T23:32:13.359503] [INFO ] [sig       ] BWIN: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:32:13.502254] [INFO ] [LOCAL     ] Saved forecast: BWIN	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/BWIN.txt
[2025-11-25T23:32:13.502404] [INFO ] [sig       ] [567/3639] Completed BWIN in 0.3s | 3.00 sym/s | Total: 3.2m | ETA: 17.1m
[2025-11-25T23:32:13.502460] [INFO ] [sig       ] [568/3639] Forecasting BWMN...
[2025-11-25T23:32:13.502504] [INFO ] [sig       ] Generating forecast for: BWMN
[2025-11-25T23:32:13.502583] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BWMN' from 'https://tdm.silogroup.org/data/derivative_storage/BWMN.csv'.
[2025-11-25T23:32:13.513511] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BWMN'.
[2025-11-25T23:32:13.513846] [INFO ] [FORECASTER] Starting predict_future for BWMN
[2025-11-25T23:32:13.514690] [DEBUG] [LOCAL     ] No optimal features file found for BWMN: ./output/feature-sets/BWMN.txt
[2025-11-25T23:32:13.514760] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:32:13.514807] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:32:13.514849] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:32:13.514927] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:32:13.573848] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:32:13.574545] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:32:13.574661] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:32:13.574713] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:32:13.663184] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:32:13.663348] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:32:13.663395] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:32:13.663431] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:32:13.666857] [DEBUG] [FORECASTER] BWMN: Forecast T+1@11:T+2@11: DOWN (p=49.06%)
[2025-11-25T23:32:13.667162] [INFO ] [FORECASTER] Completed predict_future for BWMN
[2025-11-25T23:32:13.667306] [INFO ] [sig       ] BWMN: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:32:13.809303] [INFO ] [LOCAL     ] Saved forecast: BWMN	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/BWMN.txt
[2025-11-25T23:32:13.809454] [INFO ] [sig       ] [568/3639] Completed BWMN in 0.3s | 3.00 sym/s | Total: 3.2m | ETA: 17.1m
[2025-11-25T23:32:13.809511] [INFO ] [sig       ] [569/3639] Forecasting BXC...
[2025-11-25T23:32:13.809563] [INFO ] [sig       ] Generating forecast for: BXC
[2025-11-25T23:32:13.809668] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BXC' from 'https://tdm.silogroup.org/data/derivative_storage/BXC.csv'.
[2025-11-25T23:32:13.821605] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BXC'.
[2025-11-25T23:32:13.822027] [INFO ] [FORECASTER] Starting predict_future for BXC
[2025-11-25T23:32:13.822932] [DEBUG] [LOCAL     ] No optimal features file found for BXC: ./output/feature-sets/BXC.txt
[2025-11-25T23:32:13.823006] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:32:13.823057] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:32:13.823100] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:32:13.823171] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:32:13.883791] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:32:13.884671] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:32:13.884776] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:32:13.884826] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:32:13.977746] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:32:13.977914] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:32:13.977960] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:32:13.977996] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:32:13.981597] [DEBUG] [FORECASTER] BXC: Forecast T+1@11:T+2@11: UP (p=86.81%)
[2025-11-25T23:32:13.981922] [INFO ] [FORECASTER] Completed predict_future for BXC
[2025-11-25T23:32:13.982080] [INFO ] [sig       ] BXC: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:32:14.128778] [INFO ] [LOCAL     ] Saved forecast: BXC	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/BXC.txt
[2025-11-25T23:32:14.128950] [INFO ] [sig       ] [569/3639] Completed BXC in 0.3s | 3.00 sym/s | Total: 3.2m | ETA: 17.1m
[2025-11-25T23:32:14.129007] [INFO ] [sig       ] [570/3639] Forecasting BXMX...
[2025-11-25T23:32:14.129050] [INFO ] [sig       ] Generating forecast for: BXMX
[2025-11-25T23:32:14.129090] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BXMX' from 'https://tdm.silogroup.org/data/derivative_storage/BXMX.csv'.
[2025-11-25T23:32:14.141100] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BXMX'.
[2025-11-25T23:32:14.141423] [INFO ] [FORECASTER] Starting predict_future for BXMX
[2025-11-25T23:32:14.142326] [DEBUG] [LOCAL     ] No optimal features file found for BXMX: ./output/feature-sets/BXMX.txt
[2025-11-25T23:32:14.142402] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:32:14.142453] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:32:14.142498] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:32:14.142571] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:32:14.203026] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:32:14.203947] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:32:14.204053] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:32:14.204103] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:32:14.300058] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:32:14.300242] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:32:14.300292] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:32:14.300329] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:32:14.304173] [DEBUG] [FORECASTER] BXMX: Forecast T+1@11:T+2@11: UP (p=69.98%)
[2025-11-25T23:32:14.304493] [INFO ] [FORECASTER] Completed predict_future for BXMX
[2025-11-25T23:32:14.304778] [INFO ] [sig       ] BXMX: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:32:14.451943] [INFO ] [LOCAL     ] Saved forecast: BXMX	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/BXMX.txt
[2025-11-25T23:32:14.452126] [INFO ] [sig       ] [570/3639] Completed BXMX in 0.3s | 3.00 sym/s | Total: 3.2m | ETA: 17.1m
[2025-11-25T23:32:14.452184] [INFO ] [sig       ] [571/3639] Forecasting BXP...
[2025-11-25T23:32:14.452227] [INFO ] [sig       ] Generating forecast for: BXP
[2025-11-25T23:32:14.452270] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BXP' from 'https://tdm.silogroup.org/data/derivative_storage/BXP.csv'.
[2025-11-25T23:32:14.463598] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BXP'.
[2025-11-25T23:32:14.464003] [INFO ] [FORECASTER] Starting predict_future for BXP
[2025-11-25T23:32:14.464843] [DEBUG] [LOCAL     ] No optimal features file found for BXP: ./output/feature-sets/BXP.txt
[2025-11-25T23:32:14.464914] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:32:14.464963] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:32:14.465004] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:32:14.465074] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:32:14.524696] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:32:14.525460] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:32:14.525562] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:32:14.525613] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:32:14.620058] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:32:14.620235] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:32:14.620285] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:32:14.620322] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:32:14.623990] [DEBUG] [FORECASTER] BXP: Forecast T+1@11:T+2@11: DOWN (p=14.38%)
[2025-11-25T23:32:14.624303] [INFO ] [FORECASTER] Completed predict_future for BXP
[2025-11-25T23:32:14.624475] [INFO ] [sig       ] BXP: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:32:14.773168] [INFO ] [LOCAL     ] Saved forecast: BXP	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/BXP.txt
[2025-11-25T23:32:14.773336] [INFO ] [sig       ] [571/3639] Completed BXP in 0.3s | 3.00 sym/s | Total: 3.2m | ETA: 17.1m
[2025-11-25T23:32:14.773393] [INFO ] [sig       ] [572/3639] Forecasting BXSL...
[2025-11-25T23:32:14.773437] [INFO ] [sig       ] Generating forecast for: BXSL
[2025-11-25T23:32:14.773479] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BXSL' from 'https://tdm.silogroup.org/data/derivative_storage/BXSL.csv'.
[2025-11-25T23:32:14.785375] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BXSL'.
[2025-11-25T23:32:14.785819] [INFO ] [FORECASTER] Starting predict_future for BXSL
[2025-11-25T23:32:14.786658] [DEBUG] [LOCAL     ] No optimal features file found for BXSL: ./output/feature-sets/BXSL.txt
[2025-11-25T23:32:14.786730] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:32:14.786777] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:32:14.786819] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:32:14.786888] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:32:14.846789] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:32:14.847761] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:32:14.847870] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:32:14.847923] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:32:14.925293] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:32:14.925476] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:32:14.925522] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:32:14.925592] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:32:14.929047] [DEBUG] [FORECASTER] BXSL: Forecast T+1@11:T+2@11: UP (p=80.94%)
[2025-11-25T23:32:14.929342] [INFO ] [FORECASTER] Completed predict_future for BXSL
[2025-11-25T23:32:14.929477] [INFO ] [sig       ] BXSL: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:32:15.071558] [INFO ] [LOCAL     ] Saved forecast: BXSL	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/BXSL.txt
[2025-11-25T23:32:15.071739] [INFO ] [sig       ] [572/3639] Completed BXSL in 0.3s | 3.00 sym/s | Total: 3.2m | ETA: 17.0m
[2025-11-25T23:32:15.071820] [INFO ] [sig       ] [573/3639] Forecasting BYD...
[2025-11-25T23:32:15.071880] [INFO ] [sig       ] Generating forecast for: BYD
[2025-11-25T23:32:15.071929] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BYD' from 'https://tdm.silogroup.org/data/derivative_storage/BYD.csv'.
[2025-11-25T23:32:15.082781] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BYD'.
[2025-11-25T23:32:15.083089] [INFO ] [FORECASTER] Starting predict_future for BYD
[2025-11-25T23:32:15.083904] [DEBUG] [LOCAL     ] No optimal features file found for BYD: ./output/feature-sets/BYD.txt
[2025-11-25T23:32:15.083975] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:32:15.084022] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:32:15.084063] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:32:15.084130] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:32:15.142138] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:32:15.142789] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:32:15.142884] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:32:15.142931] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:32:15.217855] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:32:15.217988] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:32:15.218031] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:32:15.218065] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:32:15.221301] [DEBUG] [FORECASTER] BYD: Forecast T+1@11:T+2@11: UP (p=94.47%)
[2025-11-25T23:32:15.221595] [INFO ] [FORECASTER] Completed predict_future for BYD
[2025-11-25T23:32:15.221750] [INFO ] [sig       ] BYD: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:32:15.363250] [INFO ] [LOCAL     ] Saved forecast: BYD	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/BYD.txt
[2025-11-25T23:32:15.363390] [INFO ] [sig       ] [573/3639] Completed BYD in 0.3s | 3.00 sym/s | Total: 3.2m | ETA: 17.0m
[2025-11-25T23:32:15.363457] [INFO ] [sig       ] [574/3639] Forecasting BYM...
[2025-11-25T23:32:15.363507] [INFO ] [sig       ] Generating forecast for: BYM
[2025-11-25T23:32:15.363596] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BYM' from 'https://tdm.silogroup.org/data/derivative_storage/BYM.csv'.
[2025-11-25T23:32:15.374665] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BYM'.
[2025-11-25T23:32:15.374988] [INFO ] [FORECASTER] Starting predict_future for BYM
[2025-11-25T23:32:15.375879] [DEBUG] [LOCAL     ] No optimal features file found for BYM: ./output/feature-sets/BYM.txt
[2025-11-25T23:32:15.375951] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:32:15.376009] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:32:15.376061] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:32:15.376150] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:32:15.436659] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:32:15.437403] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:32:15.437514] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:32:15.437571] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:32:15.507980] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:32:15.508131] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:32:15.508184] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:32:15.508226] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:32:15.511567] [DEBUG] [FORECASTER] BYM: Forecast T+1@11:T+2@11: DOWN (p=23.67%)
[2025-11-25T23:32:15.511878] [INFO ] [FORECASTER] Completed predict_future for BYM
[2025-11-25T23:32:15.512018] [INFO ] [sig       ] BYM: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:32:15.654579] [INFO ] [LOCAL     ] Saved forecast: BYM	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/BYM.txt
[2025-11-25T23:32:15.654736] [INFO ] [sig       ] [574/3639] Completed BYM in 0.3s | 3.00 sym/s | Total: 3.2m | ETA: 17.0m
[2025-11-25T23:32:15.654807] [INFO ] [sig       ] [575/3639] Forecasting BYRN...
[2025-11-25T23:32:15.654863] [INFO ] [sig       ] Generating forecast for: BYRN
[2025-11-25T23:32:15.654915] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BYRN' from 'https://tdm.silogroup.org/data/derivative_storage/BYRN.csv'.
[2025-11-25T23:32:15.666193] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BYRN'.
[2025-11-25T23:32:15.666518] [INFO ] [FORECASTER] Starting predict_future for BYRN
[2025-11-25T23:32:15.667409] [DEBUG] [LOCAL     ] No optimal features file found for BYRN: ./output/feature-sets/BYRN.txt
[2025-11-25T23:32:15.667480] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:32:15.667539] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:32:15.667592] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:32:15.667696] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:32:15.727909] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:32:15.728633] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:32:15.728764] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:32:15.728820] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:32:15.811739] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:32:15.811912] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:32:15.811958] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:32:15.811993] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:32:15.815772] [DEBUG] [FORECASTER] BYRN: Forecast T+1@11:T+2@11: UP (p=81.21%)
[2025-11-25T23:32:15.816107] [INFO ] [FORECASTER] Completed predict_future for BYRN
[2025-11-25T23:32:15.816252] [INFO ] [sig       ] BYRN: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:32:15.960399] [INFO ] [LOCAL     ] Saved forecast: BYRN	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/BYRN.txt
[2025-11-25T23:32:15.960603] [INFO ] [sig       ] [575/3639] Completed BYRN in 0.3s | 3.00 sym/s | Total: 3.2m | ETA: 17.0m
[2025-11-25T23:32:15.960691] [INFO ] [sig       ] [576/3639] Forecasting BYSI...
[2025-11-25T23:32:15.960742] [INFO ] [sig       ] Generating forecast for: BYSI
[2025-11-25T23:32:15.960783] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BYSI' from 'https://tdm.silogroup.org/data/derivative_storage/BYSI.csv'.
[2025-11-25T23:32:15.972429] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BYSI'.
[2025-11-25T23:32:15.972862] [INFO ] [FORECASTER] Starting predict_future for BYSI
[2025-11-25T23:32:15.973735] [DEBUG] [LOCAL     ] No optimal features file found for BYSI: ./output/feature-sets/BYSI.txt
[2025-11-25T23:32:15.973808] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:32:15.973867] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:32:15.973920] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:32:15.974019] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:32:16.033574] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:32:16.034517] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:32:16.034634] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:32:16.034716] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:32:16.104061] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:32:16.104252] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:32:16.104301] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:32:16.104337] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:32:16.108010] [DEBUG] [FORECASTER] BYSI: Forecast T+1@11:T+2@11: DOWN (p=44.74%)
[2025-11-25T23:32:16.108344] [INFO ] [FORECASTER] Completed predict_future for BYSI
[2025-11-25T23:32:16.108491] [INFO ] [sig       ] BYSI: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:32:16.252618] [INFO ] [LOCAL     ] Saved forecast: BYSI	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/BYSI.txt
[2025-11-25T23:32:16.252862] [INFO ] [sig       ] [576/3639] Completed BYSI in 0.3s | 3.00 sym/s | Total: 3.2m | ETA: 17.0m
[2025-11-25T23:32:16.252945] [INFO ] [sig       ] [577/3639] Forecasting BZH...
[2025-11-25T23:32:16.253001] [INFO ] [sig       ] Generating forecast for: BZH
[2025-11-25T23:32:16.253049] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BZH' from 'https://tdm.silogroup.org/data/derivative_storage/BZH.csv'.
[2025-11-25T23:32:16.264526] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BZH'.
[2025-11-25T23:32:16.264950] [INFO ] [FORECASTER] Starting predict_future for BZH
[2025-11-25T23:32:16.265832] [DEBUG] [LOCAL     ] No optimal features file found for BZH: ./output/feature-sets/BZH.txt
[2025-11-25T23:32:16.265912] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:32:16.265983] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:32:16.266046] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:32:16.266151] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:32:16.326818] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:32:16.327795] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:32:16.327935] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:32:16.328006] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:32:16.415004] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:32:16.415194] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:32:16.415248] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:32:16.415287] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:32:16.419051] [DEBUG] [FORECASTER] BZH: Forecast T+1@11:T+2@11: UP (p=51.40%)
[2025-11-25T23:32:16.419360] [INFO ] [FORECASTER] Completed predict_future for BZH
[2025-11-25T23:32:16.419501] [INFO ] [sig       ] BZH: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:32:16.565076] [INFO ] [LOCAL     ] Saved forecast: BZH	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/BZH.txt
[2025-11-25T23:32:16.565241] [INFO ] [sig       ] [577/3639] Completed BZH in 0.3s | 3.00 sym/s | Total: 3.2m | ETA: 17.0m
[2025-11-25T23:32:16.565298] [INFO ] [sig       ] [578/3639] Forecasting BZUN...
[2025-11-25T23:32:16.565343] [INFO ] [sig       ] Generating forecast for: BZUN
[2025-11-25T23:32:16.565384] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BZUN' from 'https://tdm.silogroup.org/data/derivative_storage/BZUN.csv'.
[2025-11-25T23:32:16.576345] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BZUN'.
[2025-11-25T23:32:16.576660] [INFO ] [FORECASTER] Starting predict_future for BZUN
[2025-11-25T23:32:16.577544] [DEBUG] [LOCAL     ] No optimal features file found for BZUN: ./output/feature-sets/BZUN.txt
[2025-11-25T23:32:16.577663] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:32:16.577726] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:32:16.577777] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:32:16.577862] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:32:16.636859] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:32:16.637525] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:32:16.637625] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:32:16.637695] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:32:16.706606] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:32:16.706744] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:32:16.706790] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:32:16.706824] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:32:16.710137] [DEBUG] [FORECASTER] BZUN: Forecast T+1@11:T+2@11: UP (p=84.05%)
[2025-11-25T23:32:16.710428] [INFO ] [FORECASTER] Completed predict_future for BZUN
[2025-11-25T23:32:16.710565] [INFO ] [sig       ] BZUN: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:32:16.851942] [INFO ] [LOCAL     ] Saved forecast: BZUN	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/BZUN.txt
[2025-11-25T23:32:16.852092] [INFO ] [sig       ] [578/3639] Completed BZUN in 0.3s | 3.00 sym/s | Total: 3.2m | ETA: 17.0m
[2025-11-25T23:32:16.852153] [INFO ] [sig       ] [579/3639] Forecasting C...
[2025-11-25T23:32:16.852198] [INFO ] [sig       ] Generating forecast for: C
[2025-11-25T23:32:16.852241] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'C' from 'https://tdm.silogroup.org/data/derivative_storage/C.csv'.
[2025-11-25T23:32:16.863089] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'C'.
[2025-11-25T23:32:16.863389] [INFO ] [FORECASTER] Starting predict_future for C
[2025-11-25T23:32:16.864214] [DEBUG] [LOCAL     ] No optimal features file found for C: ./output/feature-sets/C.txt
[2025-11-25T23:32:16.864285] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:32:16.864332] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:32:16.864372] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:32:16.864440] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:32:16.922805] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:32:16.923449] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:32:16.923547] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:32:16.923594] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:32:16.993355] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:32:16.993491] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:32:16.993534] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:32:16.993568] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:32:16.996852] [DEBUG] [FORECASTER] C: Forecast T+1@11:T+2@11: DOWN (p=34.97%)
[2025-11-25T23:32:16.997142] [INFO ] [FORECASTER] Completed predict_future for C
[2025-11-25T23:32:16.997276] [INFO ] [sig       ] C: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:32:17.140811] [INFO ] [LOCAL     ] Saved forecast: C	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/C.txt
[2025-11-25T23:32:17.140954] [INFO ] [sig       ] [579/3639] Completed C in 0.3s | 3.00 sym/s | Total: 3.2m | ETA: 17.0m
[2025-11-25T23:32:17.141010] [INFO ] [sig       ] [580/3639] Forecasting CAAP...
[2025-11-25T23:32:17.141054] [INFO ] [sig       ] Generating forecast for: CAAP
[2025-11-25T23:32:17.141098] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CAAP' from 'https://tdm.silogroup.org/data/derivative_storage/CAAP.csv'.
[2025-11-25T23:32:17.151913] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CAAP'.
[2025-11-25T23:32:17.152204] [INFO ] [FORECASTER] Starting predict_future for CAAP
[2025-11-25T23:32:17.153030] [DEBUG] [LOCAL     ] No optimal features file found for CAAP: ./output/feature-sets/CAAP.txt
[2025-11-25T23:32:17.153100] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:32:17.153145] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:32:17.153186] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:32:17.153253] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:32:17.215691] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:32:17.216431] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:32:17.216528] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:32:17.216575] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:32:17.288253] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:32:17.288412] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:32:17.288460] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:32:17.288505] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:32:17.292093] [DEBUG] [FORECASTER] CAAP: Forecast T+1@11:T+2@11: DOWN (p=16.23%)
[2025-11-25T23:32:17.292432] [INFO ] [FORECASTER] Completed predict_future for CAAP
[2025-11-25T23:32:17.292637] [INFO ] [sig       ] CAAP: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:32:17.439720] [INFO ] [LOCAL     ] Saved forecast: CAAP	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/CAAP.txt
[2025-11-25T23:32:17.439907] [INFO ] [sig       ] [580/3639] Completed CAAP in 0.3s | 3.00 sym/s | Total: 3.2m | ETA: 17.0m
[2025-11-25T23:32:17.439963] [INFO ] [sig       ] [581/3639] Forecasting CAAS...
[2025-11-25T23:32:17.440010] [INFO ] [sig       ] Generating forecast for: CAAS
[2025-11-25T23:32:17.440051] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CAAS' from 'https://tdm.silogroup.org/data/derivative_storage/CAAS.csv'.
[2025-11-25T23:32:17.451570] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CAAS'.
[2025-11-25T23:32:17.451980] [INFO ] [FORECASTER] Starting predict_future for CAAS
[2025-11-25T23:32:17.452879] [DEBUG] [LOCAL     ] No optimal features file found for CAAS: ./output/feature-sets/CAAS.txt
[2025-11-25T23:32:17.452950] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:32:17.452998] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:32:17.453048] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:32:17.453133] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:32:17.513405] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:32:17.514334] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:32:17.514443] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:32:17.514501] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:32:17.587605] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:32:17.587799] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:32:17.587847] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:32:17.587881] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:32:17.591397] [DEBUG] [FORECASTER] CAAS: Forecast T+1@11:T+2@11: UP (p=72.39%)
[2025-11-25T23:32:17.591734] [INFO ] [FORECASTER] Completed predict_future for CAAS
[2025-11-25T23:32:17.591876] [INFO ] [sig       ] CAAS: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:32:17.736421] [INFO ] [LOCAL     ] Saved forecast: CAAS	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/CAAS.txt
[2025-11-25T23:32:17.736555] [INFO ] [sig       ] [581/3639] Completed CAAS in 0.3s | 3.00 sym/s | Total: 3.2m | ETA: 17.0m
[2025-11-25T23:32:17.736629] [INFO ] [sig       ] [582/3639] Forecasting CABA...
[2025-11-25T23:32:17.736702] [INFO ] [sig       ] Generating forecast for: CABA
[2025-11-25T23:32:17.736754] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CABA' from 'https://tdm.silogroup.org/data/derivative_storage/CABA.csv'.
[2025-11-25T23:32:17.747726] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CABA'.
[2025-11-25T23:32:17.748034] [INFO ] [FORECASTER] Starting predict_future for CABA
[2025-11-25T23:32:17.748884] [DEBUG] [LOCAL     ] No optimal features file found for CABA: ./output/feature-sets/CABA.txt
[2025-11-25T23:32:17.748955] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:32:17.749018] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:32:17.749069] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:32:17.749154] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:32:17.807970] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:32:17.808801] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:32:17.808909] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:32:17.808959] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:32:17.878861] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:32:17.879015] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:32:17.879060] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:32:17.879096] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:32:17.882485] [DEBUG] [FORECASTER] CABA: Forecast T+1@11:T+2@11: UP (p=88.26%)
[2025-11-25T23:32:17.882798] [INFO ] [FORECASTER] Completed predict_future for CABA
[2025-11-25T23:32:17.882941] [INFO ] [sig       ] CABA: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:32:18.024390] [INFO ] [LOCAL     ] Saved forecast: CABA	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/CABA.txt
[2025-11-25T23:32:18.024537] [INFO ] [sig       ] [582/3639] Completed CABA in 0.3s | 3.01 sym/s | Total: 3.2m | ETA: 17.0m
[2025-11-25T23:32:18.024596] [INFO ] [sig       ] [583/3639] Forecasting CABO...
[2025-11-25T23:32:18.024657] [INFO ] [sig       ] Generating forecast for: CABO
[2025-11-25T23:32:18.024704] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CABO' from 'https://tdm.silogroup.org/data/derivative_storage/CABO.csv'.
[2025-11-25T23:32:18.035041] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CABO'.
[2025-11-25T23:32:18.035354] [INFO ] [FORECASTER] Starting predict_future for CABO
[2025-11-25T23:32:18.036219] [DEBUG] [LOCAL     ] No optimal features file found for CABO: ./output/feature-sets/CABO.txt
[2025-11-25T23:32:18.036289] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:32:18.036337] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:32:18.036376] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:32:18.036444] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:32:18.094869] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:32:18.095631] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:32:18.095751] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:32:18.095800] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:32:18.180389] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:32:18.180573] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:32:18.180620] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:32:18.180676] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:32:18.184212] [DEBUG] [FORECASTER] CABO: Forecast T+1@11:T+2@11: DOWN (p=5.67%)
[2025-11-25T23:32:18.184528] [INFO ] [FORECASTER] Completed predict_future for CABO
[2025-11-25T23:32:18.184715] [INFO ] [sig       ] CABO: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:32:18.327969] [INFO ] [LOCAL     ] Saved forecast: CABO	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/CABO.txt
[2025-11-25T23:32:18.328123] [INFO ] [sig       ] [583/3639] Completed CABO in 0.3s | 3.01 sym/s | Total: 3.2m | ETA: 16.9m
[2025-11-25T23:32:18.328182] [INFO ] [sig       ] [584/3639] Forecasting CAC...
[2025-11-25T23:32:18.328225] [INFO ] [sig       ] Generating forecast for: CAC
[2025-11-25T23:32:18.328267] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CAC' from 'https://tdm.silogroup.org/data/derivative_storage/CAC.csv'.
[2025-11-25T23:32:18.339363] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CAC'.
[2025-11-25T23:32:18.339693] [INFO ] [FORECASTER] Starting predict_future for CAC
[2025-11-25T23:32:18.340528] [DEBUG] [LOCAL     ] No optimal features file found for CAC: ./output/feature-sets/CAC.txt
[2025-11-25T23:32:18.340601] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:32:18.340669] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:32:18.340714] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:32:18.340789] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:32:18.399544] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:32:18.400251] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:32:18.400349] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:32:18.400396] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:32:18.484692] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:32:18.484863] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:32:18.484909] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:32:18.484944] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:32:18.488416] [DEBUG] [FORECASTER] CAC: Forecast T+1@11:T+2@11: DOWN (p=17.04%)
[2025-11-25T23:32:18.488729] [INFO ] [FORECASTER] Completed predict_future for CAC
[2025-11-25T23:32:18.488873] [INFO ] [sig       ] CAC: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:32:18.631197] [INFO ] [LOCAL     ] Saved forecast: CAC	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/CAC.txt
[2025-11-25T23:32:18.631337] [INFO ] [sig       ] [584/3639] Completed CAC in 0.3s | 3.01 sym/s | Total: 3.2m | ETA: 16.9m
[2025-11-25T23:32:18.631392] [INFO ] [sig       ] [585/3639] Forecasting CACC...
[2025-11-25T23:32:18.631437] [INFO ] [sig       ] Generating forecast for: CACC
[2025-11-25T23:32:18.631479] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CACC' from 'https://tdm.silogroup.org/data/derivative_storage/CACC.csv'.
[2025-11-25T23:32:18.642270] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CACC'.
[2025-11-25T23:32:18.642574] [INFO ] [FORECASTER] Starting predict_future for CACC
[2025-11-25T23:32:18.643407] [DEBUG] [LOCAL     ] No optimal features file found for CACC: ./output/feature-sets/CACC.txt
[2025-11-25T23:32:18.643477] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:32:18.643523] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:32:18.643565] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:32:18.643634] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:32:18.702399] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:32:18.703099] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:32:18.703197] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:32:18.703246] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:32:18.810961] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:32:18.811107] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:32:18.811173] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:32:18.811211] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:32:18.814580] [DEBUG] [FORECASTER] CACC: Forecast T+1@11:T+2@11: UP (p=98.28%)
[2025-11-25T23:32:18.814909] [INFO ] [FORECASTER] Completed predict_future for CACC
[2025-11-25T23:32:18.815085] [INFO ] [sig       ] CACC: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:32:18.962586] [INFO ] [LOCAL     ] Saved forecast: CACC	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/CACC.txt
[2025-11-25T23:32:18.962860] [INFO ] [sig       ] [585/3639] Completed CACC in 0.3s | 3.01 sym/s | Total: 3.2m | ETA: 16.9m
[2025-11-25T23:32:18.962932] [INFO ] [sig       ] [586/3639] Forecasting CACI...
[2025-11-25T23:32:18.962980] [INFO ] [sig       ] Generating forecast for: CACI
[2025-11-25T23:32:18.963025] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CACI' from 'https://tdm.silogroup.org/data/derivative_storage/CACI.csv'.
[2025-11-25T23:32:18.975843] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CACI'.
[2025-11-25T23:32:18.976239] [INFO ] [FORECASTER] Starting predict_future for CACI
[2025-11-25T23:32:18.977155] [DEBUG] [LOCAL     ] No optimal features file found for CACI: ./output/feature-sets/CACI.txt
[2025-11-25T23:32:18.977228] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:32:18.977275] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:32:18.977316] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:32:18.977402] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:32:19.036621] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:32:19.037586] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:32:19.037710] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:32:19.037760] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:32:19.131085] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:32:19.131276] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:32:19.131324] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:32:19.131359] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:32:19.134989] [DEBUG] [FORECASTER] CACI: Forecast T+1@11:T+2@11: UP (p=91.76%)
[2025-11-25T23:32:19.135355] [INFO ] [FORECASTER] Completed predict_future for CACI
[2025-11-25T23:32:19.135521] [INFO ] [sig       ] CACI: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:32:19.279555] [INFO ] [LOCAL     ] Saved forecast: CACI	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/CACI.txt
[2025-11-25T23:32:19.279754] [INFO ] [sig       ] [586/3639] Completed CACI in 0.3s | 3.01 sym/s | Total: 3.2m | ETA: 16.9m
[2025-11-25T23:32:19.279816] [INFO ] [sig       ] [587/3639] Forecasting CADE...
[2025-11-25T23:32:19.279860] [INFO ] [sig       ] Generating forecast for: CADE
[2025-11-25T23:32:19.279903] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CADE' from 'https://tdm.silogroup.org/data/derivative_storage/CADE.csv'.
[2025-11-25T23:32:19.290761] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CADE'.
[2025-11-25T23:32:19.291159] [INFO ] [FORECASTER] Starting predict_future for CADE
[2025-11-25T23:32:19.292013] [DEBUG] [LOCAL     ] No optimal features file found for CADE: ./output/feature-sets/CADE.txt
[2025-11-25T23:32:19.292083] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:32:19.292130] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:32:19.292182] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:32:19.292271] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:32:19.351709] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:32:19.352669] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:32:19.352778] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:32:19.352825] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:32:19.449992] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:32:19.450182] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:32:19.450228] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:32:19.450263] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:32:19.453718] [DEBUG] [FORECASTER] CADE: Forecast T+1@11:T+2@11: DOWN (p=29.89%)
[2025-11-25T23:32:19.454014] [INFO ] [FORECASTER] Completed predict_future for CADE
[2025-11-25T23:32:19.454182] [INFO ] [sig       ] CADE: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:32:19.595091] [INFO ] [LOCAL     ] Saved forecast: CADE	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/CADE.txt
[2025-11-25T23:32:19.595261] [INFO ] [sig       ] [587/3639] Completed CADE in 0.3s | 3.01 sym/s | Total: 3.3m | ETA: 16.9m
[2025-11-25T23:32:19.595319] [INFO ] [sig       ] [588/3639] Forecasting CADL...
[2025-11-25T23:32:19.595364] [INFO ] [sig       ] Generating forecast for: CADL
[2025-11-25T23:32:19.595406] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CADL' from 'https://tdm.silogroup.org/data/derivative_storage/CADL.csv'.
[2025-11-25T23:32:19.607306] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CADL'.
[2025-11-25T23:32:19.607770] [INFO ] [FORECASTER] Starting predict_future for CADL
[2025-11-25T23:32:19.608632] [DEBUG] [LOCAL     ] No optimal features file found for CADL: ./output/feature-sets/CADL.txt
[2025-11-25T23:32:19.608723] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:32:19.608770] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:32:19.608833] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:32:19.608921] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:32:19.667405] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:32:19.668294] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:32:19.668401] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:32:19.668449] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:32:19.760725] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:32:19.760919] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:32:19.760965] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:32:19.761000] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:32:19.764558] [DEBUG] [FORECASTER] CADL: Forecast T+1@11:T+2@11: DOWN (p=48.84%)
[2025-11-25T23:32:19.764877] [INFO ] [FORECASTER] Completed predict_future for CADL
[2025-11-25T23:32:19.765029] [INFO ] [sig       ] CADL: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:32:19.907981] [INFO ] [LOCAL     ] Saved forecast: CADL	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/CADL.txt
[2025-11-25T23:32:19.908162] [INFO ] [sig       ] [588/3639] Completed CADL in 0.3s | 3.01 sym/s | Total: 3.3m | ETA: 16.9m
[2025-11-25T23:32:19.908220] [INFO ] [sig       ] [589/3639] Forecasting CAE...
[2025-11-25T23:32:19.908265] [INFO ] [sig       ] Generating forecast for: CAE
[2025-11-25T23:32:19.908308] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CAE' from 'https://tdm.silogroup.org/data/derivative_storage/CAE.csv'.
[2025-11-25T23:32:19.920090] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CAE'.
[2025-11-25T23:32:19.920474] [INFO ] [FORECASTER] Starting predict_future for CAE
[2025-11-25T23:32:19.921435] [DEBUG] [LOCAL     ] No optimal features file found for CAE: ./output/feature-sets/CAE.txt
[2025-11-25T23:32:19.921507] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:32:19.921576] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:32:19.921628] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:32:19.921729] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:32:19.980625] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:32:19.981552] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:32:19.981678] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:32:19.981729] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:32:20.083783] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:32:20.083973] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:32:20.084020] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:32:20.084055] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:32:20.087773] [DEBUG] [FORECASTER] CAE: Forecast T+1@11:T+2@11: UP (p=53.84%)
[2025-11-25T23:32:20.088083] [INFO ] [FORECASTER] Completed predict_future for CAE
[2025-11-25T23:32:20.088228] [INFO ] [sig       ] CAE: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:32:20.231976] [INFO ] [LOCAL     ] Saved forecast: CAE	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/CAE.txt
[2025-11-25T23:32:20.232163] [INFO ] [sig       ] [589/3639] Completed CAE in 0.3s | 3.01 sym/s | Total: 3.3m | ETA: 16.9m
[2025-11-25T23:32:20.232221] [INFO ] [sig       ] [590/3639] Forecasting CAF...
[2025-11-25T23:32:20.232345] [INFO ] [sig       ] Generating forecast for: CAF
[2025-11-25T23:32:20.232392] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CAF' from 'https://tdm.silogroup.org/data/derivative_storage/CAF.csv'.
[2025-11-25T23:32:20.243450] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CAF'.
[2025-11-25T23:32:20.243897] [INFO ] [FORECASTER] Starting predict_future for CAF
[2025-11-25T23:32:20.244742] [DEBUG] [LOCAL     ] No optimal features file found for CAF: ./output/feature-sets/CAF.txt
[2025-11-25T23:32:20.244811] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:32:20.244858] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:32:20.244899] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:32:20.244979] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:32:20.304442] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:32:20.305355] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:32:20.305461] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:32:20.305508] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:32:20.393943] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:32:20.394140] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:32:20.394187] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:32:20.394222] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:32:20.397775] [DEBUG] [FORECASTER] CAF: Forecast T+1@11:T+2@11: DOWN (p=3.69%)
[2025-11-25T23:32:20.398105] [INFO ] [FORECASTER] Completed predict_future for CAF
[2025-11-25T23:32:20.398254] [INFO ] [sig       ] CAF: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:32:20.542544] [INFO ] [LOCAL     ] Saved forecast: CAF	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/CAF.txt
[2025-11-25T23:32:20.542749] [INFO ] [sig       ] [590/3639] Completed CAF in 0.3s | 3.01 sym/s | Total: 3.3m | ETA: 16.9m
[2025-11-25T23:32:20.542810] [INFO ] [sig       ] [591/3639] Forecasting CAG...
[2025-11-25T23:32:20.542854] [INFO ] [sig       ] Generating forecast for: CAG
[2025-11-25T23:32:20.542896] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CAG' from 'https://tdm.silogroup.org/data/derivative_storage/CAG.csv'.
[2025-11-25T23:32:20.554748] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CAG'.
[2025-11-25T23:32:20.555133] [INFO ] [FORECASTER] Starting predict_future for CAG
[2025-11-25T23:32:20.555970] [DEBUG] [LOCAL     ] No optimal features file found for CAG: ./output/feature-sets/CAG.txt
[2025-11-25T23:32:20.556041] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:32:20.556089] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:32:20.556129] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:32:20.556197] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:32:20.615317] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:32:20.616247] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:32:20.616349] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:32:20.616397] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:32:20.710636] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:32:20.710844] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:32:20.710890] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:32:20.710925] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:32:20.715149] [DEBUG] [FORECASTER] CAG: Forecast T+1@11:T+2@11: UP (p=99.40%)
[2025-11-25T23:32:20.715492] [INFO ] [FORECASTER] Completed predict_future for CAG
[2025-11-25T23:32:20.715637] [INFO ] [sig       ] CAG: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:32:20.862091] [INFO ] [LOCAL     ] Saved forecast: CAG	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/CAG.txt
[2025-11-25T23:32:20.862280] [INFO ] [sig       ] [591/3639] Completed CAG in 0.3s | 3.01 sym/s | Total: 3.3m | ETA: 16.9m
[2025-11-25T23:32:20.862346] [INFO ] [sig       ] [592/3639] Forecasting CAH...
[2025-11-25T23:32:20.862392] [INFO ] [sig       ] Generating forecast for: CAH
[2025-11-25T23:32:20.862468] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CAH' from 'https://tdm.silogroup.org/data/derivative_storage/CAH.csv'.
[2025-11-25T23:32:20.874237] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CAH'.
[2025-11-25T23:32:20.874580] [INFO ] [FORECASTER] Starting predict_future for CAH
[2025-11-25T23:32:20.875421] [DEBUG] [LOCAL     ] No optimal features file found for CAH: ./output/feature-sets/CAH.txt
[2025-11-25T23:32:20.875492] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:32:20.875541] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:32:20.875582] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:32:20.875674] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:32:20.935890] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:32:20.936779] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:32:20.936881] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:32:20.936929] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:32:21.051708] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:32:21.051967] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:32:21.052044] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:32:21.052106] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:32:21.056566] [DEBUG] [FORECASTER] CAH: Forecast T+1@11:T+2@11: UP (p=58.78%)
[2025-11-25T23:32:21.057047] [INFO ] [FORECASTER] Completed predict_future for CAH
[2025-11-25T23:32:21.057221] [INFO ] [sig       ] CAH: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:32:21.202690] [INFO ] [LOCAL     ] Saved forecast: CAH	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/CAH.txt
[2025-11-25T23:32:21.202915] [INFO ] [sig       ] [592/3639] Completed CAH in 0.3s | 3.01 sym/s | Total: 3.3m | ETA: 16.9m
[2025-11-25T23:32:21.202976] [INFO ] [sig       ] [593/3639] Forecasting CAKE...
[2025-11-25T23:32:21.203031] [INFO ] [sig       ] Generating forecast for: CAKE
[2025-11-25T23:32:21.203181] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CAKE' from 'https://tdm.silogroup.org/data/derivative_storage/CAKE.csv'.
[2025-11-25T23:32:21.215511] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CAKE'.
[2025-11-25T23:32:21.216006] [INFO ] [FORECASTER] Starting predict_future for CAKE
[2025-11-25T23:32:21.216960] [DEBUG] [LOCAL     ] No optimal features file found for CAKE: ./output/feature-sets/CAKE.txt
[2025-11-25T23:32:21.217040] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:32:21.217102] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:32:21.217155] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:32:21.217246] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:32:21.278389] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:32:21.279299] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:32:21.279404] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:32:21.279453] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:32:21.379840] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:32:21.380017] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:32:21.380064] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:32:21.380100] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:32:21.383532] [DEBUG] [FORECASTER] CAKE: Forecast T+1@11:T+2@11: UP (p=84.02%)
[2025-11-25T23:32:21.383853] [INFO ] [FORECASTER] Completed predict_future for CAKE
[2025-11-25T23:32:21.384003] [INFO ] [sig       ] CAKE: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:32:21.526737] [INFO ] [LOCAL     ] Saved forecast: CAKE	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/CAKE.txt
[2025-11-25T23:32:21.526908] [INFO ] [sig       ] [593/3639] Completed CAKE in 0.3s | 3.01 sym/s | Total: 3.3m | ETA: 16.9m
[2025-11-25T23:32:21.526966] [INFO ] [sig       ] [594/3639] Forecasting CAL...
[2025-11-25T23:32:21.527010] [INFO ] [sig       ] Generating forecast for: CAL
[2025-11-25T23:32:21.527054] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CAL' from 'https://tdm.silogroup.org/data/derivative_storage/CAL.csv'.
[2025-11-25T23:32:21.537713] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CAL'.
[2025-11-25T23:32:21.538072] [INFO ] [FORECASTER] Starting predict_future for CAL
[2025-11-25T23:32:21.538920] [DEBUG] [LOCAL     ] No optimal features file found for CAL: ./output/feature-sets/CAL.txt
[2025-11-25T23:32:21.538991] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:32:21.539038] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:32:21.539079] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:32:21.539201] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:32:21.598432] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:32:21.599343] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:32:21.599447] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:32:21.599506] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:32:21.696293] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:32:21.696486] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:32:21.696532] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:32:21.696568] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:32:21.700124] [DEBUG] [FORECASTER] CAL: Forecast T+1@11:T+2@11: DOWN (p=45.82%)
[2025-11-25T23:32:21.700438] [INFO ] [FORECASTER] Completed predict_future for CAL
[2025-11-25T23:32:21.700584] [INFO ] [sig       ] CAL: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:32:21.847428] [INFO ] [LOCAL     ] Saved forecast: CAL	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/CAL.txt
[2025-11-25T23:32:21.847600] [INFO ] [sig       ] [594/3639] Completed CAL in 0.3s | 3.01 sym/s | Total: 3.3m | ETA: 16.9m
[2025-11-25T23:32:21.847675] [INFO ] [sig       ] [595/3639] Forecasting CALC...
[2025-11-25T23:32:21.847719] [INFO ] [sig       ] Generating forecast for: CALC
[2025-11-25T23:32:21.847761] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CALC' from 'https://tdm.silogroup.org/data/derivative_storage/CALC.csv'.
[2025-11-25T23:32:21.859876] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CALC'.
[2025-11-25T23:32:21.860281] [INFO ] [FORECASTER] Starting predict_future for CALC
[2025-11-25T23:32:21.861161] [DEBUG] [LOCAL     ] No optimal features file found for CALC: ./output/feature-sets/CALC.txt
[2025-11-25T23:32:21.861233] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:32:21.861281] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:32:21.861325] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:32:21.861397] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:32:21.922283] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:32:21.923190] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:32:21.923293] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:32:21.923342] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:32:22.012331] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:32:22.012515] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:32:22.012566] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:32:22.012612] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:32:22.016116] [DEBUG] [FORECASTER] CALC: Forecast T+1@11:T+2@11: DOWN (p=2.58%)
[2025-11-25T23:32:22.016432] [INFO ] [FORECASTER] Completed predict_future for CALC
[2025-11-25T23:32:22.016580] [INFO ] [sig       ] CALC: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:32:22.158475] [INFO ] [LOCAL     ] Saved forecast: CALC	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/CALC.txt
[2025-11-25T23:32:22.158676] [INFO ] [sig       ] [595/3639] Completed CALC in 0.3s | 3.01 sym/s | Total: 3.3m | ETA: 16.9m
[2025-11-25T23:32:22.158741] [INFO ] [sig       ] [596/3639] Forecasting CALM...
[2025-11-25T23:32:22.158786] [INFO ] [sig       ] Generating forecast for: CALM
[2025-11-25T23:32:22.158829] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CALM' from 'https://tdm.silogroup.org/data/derivative_storage/CALM.csv'.
[2025-11-25T23:32:22.170747] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CALM'.
[2025-11-25T23:32:22.171094] [INFO ] [FORECASTER] Starting predict_future for CALM
[2025-11-25T23:32:22.171991] [DEBUG] [LOCAL     ] No optimal features file found for CALM: ./output/feature-sets/CALM.txt
[2025-11-25T23:32:22.172062] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:32:22.172109] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:32:22.172151] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:32:22.172220] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:32:22.230304] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:32:22.230968] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:32:22.231067] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:32:22.231116] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:32:22.347633] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:32:22.347788] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:32:22.347834] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:32:22.347900] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:32:22.351344] [DEBUG] [FORECASTER] CALM: Forecast T+1@11:T+2@11: UP (p=62.37%)
[2025-11-25T23:32:22.351759] [INFO ] [FORECASTER] Completed predict_future for CALM
[2025-11-25T23:32:22.351983] [INFO ] [sig       ] CALM: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:32:22.500041] [INFO ] [LOCAL     ] Saved forecast: CALM	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/CALM.txt
[2025-11-25T23:32:22.500288] [INFO ] [sig       ] [596/3639] Completed CALM in 0.3s | 3.01 sym/s | Total: 3.3m | ETA: 16.9m
[2025-11-25T23:32:22.500350] [INFO ] [sig       ] [597/3639] Forecasting CALX...
[2025-11-25T23:32:22.500395] [INFO ] [sig       ] Generating forecast for: CALX
[2025-11-25T23:32:22.500437] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CALX' from 'https://tdm.silogroup.org/data/derivative_storage/CALX.csv'.
[2025-11-25T23:32:22.513938] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CALX'.
[2025-11-25T23:32:22.514285] [INFO ] [FORECASTER] Starting predict_future for CALX
[2025-11-25T23:32:22.515152] [DEBUG] [LOCAL     ] No optimal features file found for CALX: ./output/feature-sets/CALX.txt
[2025-11-25T23:32:22.515225] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:32:22.515275] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:32:22.515319] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:32:22.515389] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:32:22.574041] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:32:22.574718] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:32:22.574827] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:32:22.574880] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:32:22.684851] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:32:22.684994] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:32:22.685038] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:32:22.685071] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:32:22.688484] [DEBUG] [FORECASTER] CALX: Forecast T+1@11:T+2@11: DOWN (p=29.64%)
[2025-11-25T23:32:22.688812] [INFO ] [FORECASTER] Completed predict_future for CALX
[2025-11-25T23:32:22.688982] [INFO ] [sig       ] CALX: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:32:22.830829] [INFO ] [LOCAL     ] Saved forecast: CALX	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/CALX.txt
[2025-11-25T23:32:22.830967] [INFO ] [sig       ] [597/3639] Completed CALX in 0.3s | 3.01 sym/s | Total: 3.3m | ETA: 16.9m
[2025-11-25T23:32:22.831022] [INFO ] [sig       ] [598/3639] Forecasting CANG...
[2025-11-25T23:32:22.831065] [INFO ] [sig       ] Generating forecast for: CANG
[2025-11-25T23:32:22.831106] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CANG' from 'https://tdm.silogroup.org/data/derivative_storage/CANG.csv'.
[2025-11-25T23:32:22.843217] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CANG'.
[2025-11-25T23:32:22.843571] [INFO ] [FORECASTER] Starting predict_future for CANG
[2025-11-25T23:32:22.844418] [DEBUG] [LOCAL     ] No optimal features file found for CANG: ./output/feature-sets/CANG.txt
[2025-11-25T23:32:22.844489] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:32:22.844535] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:32:22.844576] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:32:22.844666] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:32:22.903463] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:32:22.904420] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:32:22.904521] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:32:22.904591] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:32:23.002883] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:32:23.003044] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:32:23.003090] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:32:23.003124] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:32:23.006450] [DEBUG] [FORECASTER] CANG: Forecast T+1@11:T+2@11: DOWN (p=33.90%)
[2025-11-25T23:32:23.006917] [INFO ] [FORECASTER] Completed predict_future for CANG
[2025-11-25T23:32:23.007129] [INFO ] [sig       ] CANG: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:32:23.149150] [INFO ] [LOCAL     ] Saved forecast: CANG	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/CANG.txt
[2025-11-25T23:32:23.149293] [INFO ] [sig       ] [598/3639] Completed CANG in 0.3s | 3.01 sym/s | Total: 3.3m | ETA: 16.8m
[2025-11-25T23:32:23.149348] [INFO ] [sig       ] [599/3639] Forecasting CAPL...
[2025-11-25T23:32:23.149393] [INFO ] [sig       ] Generating forecast for: CAPL
[2025-11-25T23:32:23.149436] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CAPL' from 'https://tdm.silogroup.org/data/derivative_storage/CAPL.csv'.
[2025-11-25T23:32:23.161140] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CAPL'.
[2025-11-25T23:32:23.161445] [INFO ] [FORECASTER] Starting predict_future for CAPL
[2025-11-25T23:32:23.162270] [DEBUG] [LOCAL     ] No optimal features file found for CAPL: ./output/feature-sets/CAPL.txt
[2025-11-25T23:32:23.162340] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:32:23.162389] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:32:23.162430] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:32:23.162498] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:32:23.224210] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:32:23.224926] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:32:23.225037] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:32:23.225087] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:32:23.319351] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:32:23.319486] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:32:23.319529] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:32:23.319562] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:32:23.322824] [DEBUG] [FORECASTER] CAPL: Forecast T+1@11:T+2@11: UP (p=60.09%)
[2025-11-25T23:32:23.323135] [INFO ] [FORECASTER] Completed predict_future for CAPL
[2025-11-25T23:32:23.323292] [INFO ] [sig       ] CAPL: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:32:23.464348] [INFO ] [LOCAL     ] Saved forecast: CAPL	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/CAPL.txt
[2025-11-25T23:32:23.464479] [INFO ] [sig       ] [599/3639] Completed CAPL in 0.3s | 3.01 sym/s | Total: 3.3m | ETA: 16.8m
[2025-11-25T23:32:23.464534] [INFO ] [sig       ] [600/3639] Forecasting CARE...
[2025-11-25T23:32:23.464576] [INFO ] [sig       ] Generating forecast for: CARE
[2025-11-25T23:32:23.464618] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CARE' from 'https://tdm.silogroup.org/data/derivative_storage/CARE.csv'.
[2025-11-25T23:32:23.477682] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CARE'.
[2025-11-25T23:32:23.478270] [INFO ] [FORECASTER] Starting predict_future for CARE
[2025-11-25T23:32:23.479164] [DEBUG] [LOCAL     ] No optimal features file found for CARE: ./output/feature-sets/CARE.txt
[2025-11-25T23:32:23.479234] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:32:23.479290] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:32:23.479338] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:32:23.479438] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:32:23.537445] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:32:23.538139] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:32:23.538240] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:32:23.538299] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:32:23.631502] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:32:23.631717] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:32:23.631773] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:32:23.631809] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:32:23.635380] [DEBUG] [FORECASTER] CARE: Forecast T+1@11:T+2@11: UP (p=53.72%)
[2025-11-25T23:32:23.635707] [INFO ] [FORECASTER] Completed predict_future for CARE
[2025-11-25T23:32:23.635865] [INFO ] [sig       ] CARE: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:32:23.776313] [INFO ] [LOCAL     ] Saved forecast: CARE	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/CARE.txt
[2025-11-25T23:32:23.776448] [INFO ] [sig       ] [600/3639] Completed CARE in 0.3s | 3.01 sym/s | Total: 3.3m | ETA: 16.8m
[2025-11-25T23:32:23.776503] [INFO ] [sig       ] [601/3639] Forecasting CARG...
[2025-11-25T23:32:23.776548] [INFO ] [sig       ] Generating forecast for: CARG
[2025-11-25T23:32:23.776591] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CARG' from 'https://tdm.silogroup.org/data/derivative_storage/CARG.csv'.
[2025-11-25T23:32:23.788100] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CARG'.
[2025-11-25T23:32:23.788393] [INFO ] [FORECASTER] Starting predict_future for CARG
[2025-11-25T23:32:23.789269] [DEBUG] [LOCAL     ] No optimal features file found for CARG: ./output/feature-sets/CARG.txt
[2025-11-25T23:32:23.789341] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:32:23.789388] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:32:23.789447] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:32:23.789526] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:32:23.847767] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:32:23.848428] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:32:23.848529] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:32:23.848586] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:32:23.945719] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:32:23.945921] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:32:23.945970] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:32:23.946006] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:32:23.949739] [DEBUG] [FORECASTER] CARG: Forecast T+1@11:T+2@11: UP (p=54.50%)
[2025-11-25T23:32:23.950136] [INFO ] [FORECASTER] Completed predict_future for CARG
[2025-11-25T23:32:23.950293] [INFO ] [sig       ] CARG: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:32:24.093388] [INFO ] [LOCAL     ] Saved forecast: CARG	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/CARG.txt
[2025-11-25T23:32:24.093572] [INFO ] [sig       ] [601/3639] Completed CARG in 0.3s | 3.01 sym/s | Total: 3.3m | ETA: 16.8m
[2025-11-25T23:32:24.093657] [INFO ] [sig       ] [602/3639] Forecasting CARS...
[2025-11-25T23:32:24.093708] [INFO ] [sig       ] Generating forecast for: CARS
[2025-11-25T23:32:24.093783] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CARS' from 'https://tdm.silogroup.org/data/derivative_storage/CARS.csv'.
[2025-11-25T23:32:24.105767] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CARS'.
[2025-11-25T23:32:24.106078] [INFO ] [FORECASTER] Starting predict_future for CARS
[2025-11-25T23:32:24.106919] [DEBUG] [LOCAL     ] No optimal features file found for CARS: ./output/feature-sets/CARS.txt
[2025-11-25T23:32:24.107003] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:32:24.107061] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:32:24.107110] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:32:24.107194] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:32:24.165235] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:32:24.165924] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:32:24.166036] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:32:24.166097] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:32:24.268279] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:32:24.268384] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:32:24.268426] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:32:24.268459] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:32:24.271583] [DEBUG] [FORECASTER] CARS: Forecast T+1@11:T+2@11: UP (p=93.49%)
[2025-11-25T23:32:24.272043] [INFO ] [FORECASTER] Completed predict_future for CARS
[2025-11-25T23:32:24.272256] [INFO ] [sig       ] CARS: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:32:24.415149] [INFO ] [LOCAL     ] Saved forecast: CARS	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/CARS.txt
[2025-11-25T23:32:24.415292] [INFO ] [sig       ] [602/3639] Completed CARS in 0.3s | 3.01 sym/s | Total: 3.3m | ETA: 16.8m
[2025-11-25T23:32:24.415347] [INFO ] [sig       ] [603/3639] Forecasting CASH...
[2025-11-25T23:32:24.415392] [INFO ] [sig       ] Generating forecast for: CASH
[2025-11-25T23:32:24.415433] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CASH' from 'https://tdm.silogroup.org/data/derivative_storage/CASH.csv'.
[2025-11-25T23:32:24.426937] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CASH'.
[2025-11-25T23:32:24.427228] [INFO ] [FORECASTER] Starting predict_future for CASH
[2025-11-25T23:32:24.428148] [DEBUG] [LOCAL     ] No optimal features file found for CASH: ./output/feature-sets/CASH.txt
[2025-11-25T23:32:24.428217] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:32:24.428265] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:32:24.428325] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:32:24.428398] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:32:24.488466] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:32:24.489146] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:32:24.489296] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:32:24.489346] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:32:24.588147] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:32:24.588267] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:32:24.588309] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:32:24.588343] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:32:24.591514] [DEBUG] [FORECASTER] CASH: Forecast T+1@11:T+2@11: UP (p=85.40%)
[2025-11-25T23:32:24.591818] [INFO ] [FORECASTER] Completed predict_future for CASH
[2025-11-25T23:32:24.591963] [INFO ] [sig       ] CASH: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:32:24.736424] [INFO ] [LOCAL     ] Saved forecast: CASH	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/CASH.txt
[2025-11-25T23:32:24.736585] [INFO ] [sig       ] [603/3639] Completed CASH in 0.3s | 3.01 sym/s | Total: 3.3m | ETA: 16.8m
[2025-11-25T23:32:24.736673] [INFO ] [sig       ] [604/3639] Forecasting CASI...
[2025-11-25T23:32:24.736726] [INFO ] [sig       ] Generating forecast for: CASI
[2025-11-25T23:32:24.736779] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CASI' from 'https://tdm.silogroup.org/data/derivative_storage/CASI.csv'.
[2025-11-25T23:32:24.748724] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CASI'.
[2025-11-25T23:32:24.749061] [INFO ] [FORECASTER] Starting predict_future for CASI
[2025-11-25T23:32:24.749924] [DEBUG] [LOCAL     ] No optimal features file found for CASI: ./output/feature-sets/CASI.txt
[2025-11-25T23:32:24.750010] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:32:24.750061] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:32:24.750102] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:32:24.750194] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:32:24.808979] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:32:24.809623] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:32:24.809740] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:32:24.809794] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:32:24.895335] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:32:24.895457] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:32:24.895499] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:32:24.895533] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:32:24.898822] [DEBUG] [FORECASTER] CASI: Forecast T+1@11:T+2@11: UP (p=90.93%)
[2025-11-25T23:32:24.899113] [INFO ] [FORECASTER] Completed predict_future for CASI
[2025-11-25T23:32:24.899257] [INFO ] [sig       ] CASI: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:32:25.048190] [INFO ] [LOCAL     ] Saved forecast: CASI	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/CASI.txt
[2025-11-25T23:32:25.048350] [INFO ] [sig       ] [604/3639] Completed CASI in 0.3s | 3.01 sym/s | Total: 3.3m | ETA: 16.8m
[2025-11-25T23:32:25.048407] [INFO ] [sig       ] [605/3639] Forecasting CASS...
[2025-11-25T23:32:25.048476] [INFO ] [sig       ] Generating forecast for: CASS
[2025-11-25T23:32:25.048529] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CASS' from 'https://tdm.silogroup.org/data/derivative_storage/CASS.csv'.
[2025-11-25T23:32:25.060205] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CASS'.
[2025-11-25T23:32:25.060590] [INFO ] [FORECASTER] Starting predict_future for CASS
[2025-11-25T23:32:25.061527] [DEBUG] [LOCAL     ] No optimal features file found for CASS: ./output/feature-sets/CASS.txt
[2025-11-25T23:32:25.061604] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:32:25.061671] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:32:25.061717] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:32:25.061790] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:32:25.125724] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:32:25.126636] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:32:25.126762] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:32:25.126812] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:32:25.224637] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:32:25.224834] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:32:25.224880] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:32:25.224917] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:32:25.228713] [DEBUG] [FORECASTER] CASS: Forecast T+1@11:T+2@11: DOWN (p=39.31%)
[2025-11-25T23:32:25.229020] [INFO ] [FORECASTER] Completed predict_future for CASS
[2025-11-25T23:32:25.229162] [INFO ] [sig       ] CASS: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:32:25.379616] [INFO ] [LOCAL     ] Saved forecast: CASS	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/CASS.txt
[2025-11-25T23:32:25.379838] [INFO ] [sig       ] [605/3639] Completed CASS in 0.3s | 3.01 sym/s | Total: 3.4m | ETA: 16.8m
[2025-11-25T23:32:25.379921] [INFO ] [sig       ] [606/3639] Forecasting CASY...
[2025-11-25T23:32:25.379990] [INFO ] [sig       ] Generating forecast for: CASY
[2025-11-25T23:32:25.380040] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CASY' from 'https://tdm.silogroup.org/data/derivative_storage/CASY.csv'.
[2025-11-25T23:32:25.392004] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CASY'.
[2025-11-25T23:32:25.392420] [INFO ] [FORECASTER] Starting predict_future for CASY
[2025-11-25T23:32:25.393307] [DEBUG] [LOCAL     ] No optimal features file found for CASY: ./output/feature-sets/CASY.txt
[2025-11-25T23:32:25.393381] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:32:25.393429] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:32:25.393471] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:32:25.393541] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:32:25.451999] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:32:25.452750] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:32:25.452852] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:32:25.452910] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:32:25.553420] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:32:25.553588] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:32:25.553632] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:32:25.553695] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:32:25.557184] [DEBUG] [FORECASTER] CASY: Forecast T+1@11:T+2@11: UP (p=91.78%)
[2025-11-25T23:32:25.557520] [INFO ] [FORECASTER] Completed predict_future for CASY
[2025-11-25T23:32:25.557701] [INFO ] [sig       ] CASY: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:32:25.700292] [INFO ] [LOCAL     ] Saved forecast: CASY	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/CASY.txt
[2025-11-25T23:32:25.700451] [INFO ] [sig       ] [606/3639] Completed CASY in 0.3s | 3.01 sym/s | Total: 3.4m | ETA: 16.8m
[2025-11-25T23:32:25.700507] [INFO ] [sig       ] [607/3639] Forecasting CATH...
[2025-11-25T23:32:25.700550] [INFO ] [sig       ] Generating forecast for: CATH
[2025-11-25T23:32:25.700593] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CATH' from 'https://tdm.silogroup.org/data/derivative_storage/CATH.csv'.
[2025-11-25T23:32:25.713207] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CATH'.
[2025-11-25T23:32:25.713738] [INFO ] [FORECASTER] Starting predict_future for CATH
[2025-11-25T23:32:25.714618] [DEBUG] [LOCAL     ] No optimal features file found for CATH: ./output/feature-sets/CATH.txt
[2025-11-25T23:32:25.714706] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:32:25.714756] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:32:25.714796] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:32:25.714866] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:32:25.774298] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:32:25.775289] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:32:25.775395] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:32:25.775444] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:32:25.866765] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:32:25.866988] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:32:25.867045] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:32:25.867084] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:32:25.870759] [DEBUG] [FORECASTER] CATH: Forecast T+1@11:T+2@11: UP (p=50.83%)
[2025-11-25T23:32:25.871114] [INFO ] [FORECASTER] Completed predict_future for CATH
[2025-11-25T23:32:25.871265] [INFO ] [sig       ] CATH: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:32:26.013512] [INFO ] [LOCAL     ] Saved forecast: CATH	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/CATH.txt
[2025-11-25T23:32:26.013696] [INFO ] [sig       ] [607/3639] Completed CATH in 0.3s | 3.01 sym/s | Total: 3.4m | ETA: 16.8m
[2025-11-25T23:32:26.013755] [INFO ] [sig       ] [608/3639] Forecasting CATO...
[2025-11-25T23:32:26.013799] [INFO ] [sig       ] Generating forecast for: CATO
[2025-11-25T23:32:26.013840] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CATO' from 'https://tdm.silogroup.org/data/derivative_storage/CATO.csv'.
[2025-11-25T23:32:26.026301] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CATO'.
[2025-11-25T23:32:26.026686] [INFO ] [FORECASTER] Starting predict_future for CATO
[2025-11-25T23:32:26.027550] [DEBUG] [LOCAL     ] No optimal features file found for CATO: ./output/feature-sets/CATO.txt
[2025-11-25T23:32:26.027622] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:32:26.027688] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:32:26.027731] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:32:26.027799] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:32:26.086221] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:32:26.086879] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:32:26.086977] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:32:26.087025] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:32:26.179196] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:32:26.179341] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:32:26.179386] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:32:26.179420] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:32:26.182874] [DEBUG] [FORECASTER] CATO: Forecast T+1@11:T+2@11: DOWN (p=27.64%)
[2025-11-25T23:32:26.183195] [INFO ] [FORECASTER] Completed predict_future for CATO
[2025-11-25T23:32:26.183346] [INFO ] [sig       ] CATO: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:32:26.325012] [INFO ] [LOCAL     ] Saved forecast: CATO	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/CATO.txt
[2025-11-25T23:32:26.325170] [INFO ] [sig       ] [608/3639] Completed CATO in 0.3s | 3.01 sym/s | Total: 3.4m | ETA: 16.8m
[2025-11-25T23:32:26.325227] [INFO ] [sig       ] [609/3639] Forecasting CATY...
[2025-11-25T23:32:26.325270] [INFO ] [sig       ] Generating forecast for: CATY
[2025-11-25T23:32:26.325311] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CATY' from 'https://tdm.silogroup.org/data/derivative_storage/CATY.csv'.
[2025-11-25T23:32:26.336721] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CATY'.
[2025-11-25T23:32:26.337027] [INFO ] [FORECASTER] Starting predict_future for CATY
[2025-11-25T23:32:26.337894] [DEBUG] [LOCAL     ] No optimal features file found for CATY: ./output/feature-sets/CATY.txt
[2025-11-25T23:32:26.337964] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:32:26.338011] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:32:26.338049] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:32:26.338120] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:32:26.396923] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:32:26.397588] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:32:26.397706] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:32:26.397756] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:32:26.509478] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:32:26.509660] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:32:26.509728] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:32:26.509774] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:32:26.513146] [DEBUG] [FORECASTER] CATY: Forecast T+1@11:T+2@11: DOWN (p=6.19%)
[2025-11-25T23:32:26.513466] [INFO ] [FORECASTER] Completed predict_future for CATY
[2025-11-25T23:32:26.513627] [INFO ] [sig       ] CATY: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:32:26.656131] [INFO ] [LOCAL     ] Saved forecast: CATY	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/CATY.txt
[2025-11-25T23:32:26.656290] [INFO ] [sig       ] [609/3639] Completed CATY in 0.3s | 3.01 sym/s | Total: 3.4m | ETA: 16.8m
[2025-11-25T23:32:26.656347] [INFO ] [sig       ] [610/3639] Forecasting CAVA...
[2025-11-25T23:32:26.656394] [INFO ] [sig       ] Generating forecast for: CAVA
[2025-11-25T23:32:26.656437] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CAVA' from 'https://tdm.silogroup.org/data/derivative_storage/CAVA.csv'.
[2025-11-25T23:32:26.668188] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CAVA'.
[2025-11-25T23:32:26.668620] [INFO ] [FORECASTER] Starting predict_future for CAVA
[2025-11-25T23:32:26.669469] [DEBUG] [LOCAL     ] No optimal features file found for CAVA: ./output/feature-sets/CAVA.txt
[2025-11-25T23:32:26.669542] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:32:26.669588] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:32:26.669629] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:32:26.669719] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:32:26.727980] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:32:26.728771] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:32:26.728872] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:32:26.728920] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:32:26.820557] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:32:26.820753] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:32:26.820821] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:32:26.820870] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:32:26.824356] [DEBUG] [FORECASTER] CAVA: Forecast T+1@11:T+2@11: DOWN (p=38.28%)
[2025-11-25T23:32:26.824679] [INFO ] [FORECASTER] Completed predict_future for CAVA
[2025-11-25T23:32:26.824837] [INFO ] [sig       ] CAVA: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:32:26.966450] [INFO ] [LOCAL     ] Saved forecast: CAVA	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/CAVA.txt
[2025-11-25T23:32:26.966600] [INFO ] [sig       ] [610/3639] Completed CAVA in 0.3s | 3.01 sym/s | Total: 3.4m | ETA: 16.8m
[2025-11-25T23:32:26.966675] [INFO ] [sig       ] [611/3639] Forecasting CB...
[2025-11-25T23:32:26.966716] [INFO ] [sig       ] Generating forecast for: CB
[2025-11-25T23:32:26.966757] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CB' from 'https://tdm.silogroup.org/data/derivative_storage/CB.csv'.
[2025-11-25T23:32:26.978417] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CB'.
[2025-11-25T23:32:26.978780] [INFO ] [FORECASTER] Starting predict_future for CB
[2025-11-25T23:32:26.979607] [DEBUG] [LOCAL     ] No optimal features file found for CB: ./output/feature-sets/CB.txt
[2025-11-25T23:32:26.979696] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:32:26.979744] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:32:26.979785] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:32:26.979855] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:32:27.038845] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:32:27.039582] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:32:27.039699] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:32:27.039749] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:32:27.128208] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:32:27.128383] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:32:27.128429] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:32:27.128463] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:32:27.131929] [DEBUG] [FORECASTER] CB: Forecast T+1@11:T+2@11: DOWN (p=25.17%)
[2025-11-25T23:32:27.132219] [INFO ] [FORECASTER] Completed predict_future for CB
[2025-11-25T23:32:27.132358] [INFO ] [sig       ] CB: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:32:27.275423] [INFO ] [LOCAL     ] Saved forecast: CB	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/CB.txt
[2025-11-25T23:32:27.275583] [INFO ] [sig       ] [611/3639] Completed CB in 0.3s | 3.01 sym/s | Total: 3.4m | ETA: 16.8m
[2025-11-25T23:32:27.275634] [INFO ] [sig       ] [612/3639] Forecasting CBAN...
[2025-11-25T23:32:27.275694] [INFO ] [sig       ] Generating forecast for: CBAN
[2025-11-25T23:32:27.275730] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CBAN' from 'https://tdm.silogroup.org/data/derivative_storage/CBAN.csv'.
[2025-11-25T23:32:27.287319] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CBAN'.
[2025-11-25T23:32:27.287711] [INFO ] [FORECASTER] Starting predict_future for CBAN
[2025-11-25T23:32:27.288591] [DEBUG] [LOCAL     ] No optimal features file found for CBAN: ./output/feature-sets/CBAN.txt
[2025-11-25T23:32:27.288687] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:32:27.288759] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:32:27.288824] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:32:27.288940] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:32:27.349424] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:32:27.350260] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:32:27.350369] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:32:27.350436] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:32:27.445519] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:32:27.445707] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:32:27.445759] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:32:27.445793] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:32:27.449449] [DEBUG] [FORECASTER] CBAN: Forecast T+1@11:T+2@11: UP (p=93.65%)
[2025-11-25T23:32:27.449774] [INFO ] [FORECASTER] Completed predict_future for CBAN
[2025-11-25T23:32:27.449928] [INFO ] [sig       ] CBAN: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:32:27.593540] [INFO ] [LOCAL     ] Saved forecast: CBAN	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/CBAN.txt
[2025-11-25T23:32:27.593718] [INFO ] [sig       ] [612/3639] Completed CBAN in 0.3s | 3.01 sym/s | Total: 3.4m | ETA: 16.8m
[2025-11-25T23:32:27.593775] [INFO ] [sig       ] [613/3639] Forecasting CBL...
[2025-11-25T23:32:27.593819] [INFO ] [sig       ] Generating forecast for: CBL
[2025-11-25T23:32:27.593894] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CBL' from 'https://tdm.silogroup.org/data/derivative_storage/CBL.csv'.
[2025-11-25T23:32:27.605158] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CBL'.
[2025-11-25T23:32:27.605480] [INFO ] [FORECASTER] Starting predict_future for CBL
[2025-11-25T23:32:27.606317] [DEBUG] [LOCAL     ] No optimal features file found for CBL: ./output/feature-sets/CBL.txt
[2025-11-25T23:32:27.606402] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:32:27.606448] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:32:27.606490] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:32:27.606558] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:32:27.665622] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:32:27.666337] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:32:27.666437] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:32:27.666485] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:32:27.771789] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:32:27.771959] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:32:27.772014] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:32:27.772050] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:32:27.775563] [DEBUG] [FORECASTER] CBL: Forecast T+1@11:T+2@11: UP (p=96.66%)
[2025-11-25T23:32:27.775917] [INFO ] [FORECASTER] Completed predict_future for CBL
[2025-11-25T23:32:27.776111] [INFO ] [sig       ] CBL: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:32:27.935978] [INFO ] [LOCAL     ] Saved forecast: CBL	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/CBL.txt
[2025-11-25T23:32:27.936167] [INFO ] [sig       ] [613/3639] Completed CBL in 0.3s | 3.01 sym/s | Total: 3.4m | ETA: 16.7m
[2025-11-25T23:32:27.936228] [INFO ] [sig       ] [614/3639] Forecasting CBNK...
[2025-11-25T23:32:27.936272] [INFO ] [sig       ] Generating forecast for: CBNK
[2025-11-25T23:32:27.936315] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CBNK' from 'https://tdm.silogroup.org/data/derivative_storage/CBNK.csv'.
[2025-11-25T23:32:27.948692] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CBNK'.
[2025-11-25T23:32:27.949082] [INFO ] [FORECASTER] Starting predict_future for CBNK
[2025-11-25T23:32:27.949950] [DEBUG] [LOCAL     ] No optimal features file found for CBNK: ./output/feature-sets/CBNK.txt
[2025-11-25T23:32:27.950022] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:32:27.950068] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:32:27.950111] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:32:27.950182] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:32:28.010189] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:32:28.010886] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:32:28.010986] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:32:28.011035] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:32:28.104095] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:32:28.104265] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:32:28.104310] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:32:28.104345] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:32:28.107797] [DEBUG] [FORECASTER] CBNK: Forecast T+1@11:T+2@11: DOWN (p=47.95%)
[2025-11-25T23:32:28.108091] [INFO ] [FORECASTER] Completed predict_future for CBNK
[2025-11-25T23:32:28.108253] [INFO ] [sig       ] CBNK: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:32:28.253786] [INFO ] [LOCAL     ] Saved forecast: CBNK	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/CBNK.txt
[2025-11-25T23:32:28.253975] [INFO ] [sig       ] [614/3639] Completed CBNK in 0.3s | 3.01 sym/s | Total: 3.4m | ETA: 16.7m
[2025-11-25T23:32:28.254034] [INFO ] [sig       ] [615/3639] Forecasting CBRE...
[2025-11-25T23:32:28.254078] [INFO ] [sig       ] Generating forecast for: CBRE
[2025-11-25T23:32:28.254121] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CBRE' from 'https://tdm.silogroup.org/data/derivative_storage/CBRE.csv'.
[2025-11-25T23:32:28.266572] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CBRE'.
[2025-11-25T23:32:28.266989] [INFO ] [FORECASTER] Starting predict_future for CBRE
[2025-11-25T23:32:28.267866] [DEBUG] [LOCAL     ] No optimal features file found for CBRE: ./output/feature-sets/CBRE.txt
[2025-11-25T23:32:28.267936] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:32:28.267994] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:32:28.268035] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:32:28.268121] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:32:28.328138] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:32:28.329066] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:32:28.329174] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:32:28.329222] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:32:28.425826] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:32:28.426028] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:32:28.426085] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:32:28.426128] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:32:28.429736] [DEBUG] [FORECASTER] CBRE: Forecast T+1@11:T+2@11: UP (p=84.82%)
[2025-11-25T23:32:28.430039] [INFO ] [FORECASTER] Completed predict_future for CBRE
[2025-11-25T23:32:28.430183] [INFO ] [sig       ] CBRE: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:32:28.572556] [INFO ] [LOCAL     ] Saved forecast: CBRE	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/CBRE.txt
[2025-11-25T23:32:28.572739] [INFO ] [sig       ] [615/3639] Completed CBRE in 0.3s | 3.01 sym/s | Total: 3.4m | ETA: 16.7m
[2025-11-25T23:32:28.572800] [INFO ] [sig       ] [616/3639] Forecasting CBRL...
[2025-11-25T23:32:28.572844] [INFO ] [sig       ] Generating forecast for: CBRL
[2025-11-25T23:32:28.572887] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CBRL' from 'https://tdm.silogroup.org/data/derivative_storage/CBRL.csv'.
[2025-11-25T23:32:28.584754] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CBRL'.
[2025-11-25T23:32:28.585089] [INFO ] [FORECASTER] Starting predict_future for CBRL
[2025-11-25T23:32:28.585931] [DEBUG] [LOCAL     ] No optimal features file found for CBRL: ./output/feature-sets/CBRL.txt
[2025-11-25T23:32:28.586007] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:32:28.586064] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:32:28.586113] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:32:28.586186] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:32:28.645156] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:32:28.646010] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:32:28.646129] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:32:28.646181] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:32:28.749918] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:32:28.750134] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:32:28.750180] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:32:28.750216] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:32:28.754045] [DEBUG] [FORECASTER] CBRL: Forecast T+1@11:T+2@11: DOWN (p=20.64%)
[2025-11-25T23:32:28.754559] [INFO ] [FORECASTER] Completed predict_future for CBRL
[2025-11-25T23:32:28.754825] [INFO ] [sig       ] CBRL: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:32:28.902712] [INFO ] [LOCAL     ] Saved forecast: CBRL	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/CBRL.txt
[2025-11-25T23:32:28.902899] [INFO ] [sig       ] [616/3639] Completed CBRL in 0.3s | 3.01 sym/s | Total: 3.4m | ETA: 16.7m
[2025-11-25T23:32:28.902977] [INFO ] [sig       ] [617/3639] Forecasting CBUS...
[2025-11-25T23:32:28.903024] [INFO ] [sig       ] Generating forecast for: CBUS
[2025-11-25T23:32:28.903065] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CBUS' from 'https://tdm.silogroup.org/data/derivative_storage/CBUS.csv'.
[2025-11-25T23:32:28.915409] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CBUS'.
[2025-11-25T23:32:28.915778] [INFO ] [FORECASTER] Starting predict_future for CBUS
[2025-11-25T23:32:28.916616] [DEBUG] [LOCAL     ] No optimal features file found for CBUS: ./output/feature-sets/CBUS.txt
[2025-11-25T23:32:28.916712] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:32:28.916761] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:32:28.916802] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:32:28.916874] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:32:28.978311] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:32:28.979133] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:32:28.979244] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:32:28.979294] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:32:29.080367] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:32:29.080546] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:32:29.080611] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:32:29.080688] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:32:29.084552] [DEBUG] [FORECASTER] CBUS: Forecast T+1@11:T+2@11: DOWN (p=5.33%)
[2025-11-25T23:32:29.084889] [INFO ] [FORECASTER] Completed predict_future for CBUS
[2025-11-25T23:32:29.085065] [INFO ] [sig       ] CBUS: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:32:29.232570] [INFO ] [LOCAL     ] Saved forecast: CBUS	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/CBUS.txt
[2025-11-25T23:32:29.232790] [INFO ] [sig       ] [617/3639] Completed CBUS in 0.3s | 3.01 sym/s | Total: 3.4m | ETA: 16.7m
[2025-11-25T23:32:29.232857] [INFO ] [sig       ] [618/3639] Forecasting CBZ...
[2025-11-25T23:32:29.232902] [INFO ] [sig       ] Generating forecast for: CBZ
[2025-11-25T23:32:29.232955] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CBZ' from 'https://tdm.silogroup.org/data/derivative_storage/CBZ.csv'.
[2025-11-25T23:32:29.244784] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CBZ'.
[2025-11-25T23:32:29.245152] [INFO ] [FORECASTER] Starting predict_future for CBZ
[2025-11-25T23:32:29.246055] [DEBUG] [LOCAL     ] No optimal features file found for CBZ: ./output/feature-sets/CBZ.txt
[2025-11-25T23:32:29.246144] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:32:29.246214] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:32:29.246261] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:32:29.246332] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:32:29.310795] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:32:29.311604] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:32:29.311725] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:32:29.311774] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:32:29.406710] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:32:29.406894] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:32:29.406940] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:32:29.406974] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:32:29.410577] [DEBUG] [FORECASTER] CBZ: Forecast T+1@11:T+2@11: UP (p=97.25%)
[2025-11-25T23:32:29.410888] [INFO ] [FORECASTER] Completed predict_future for CBZ
[2025-11-25T23:32:29.411063] [INFO ] [sig       ] CBZ: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:32:29.551759] [INFO ] [LOCAL     ] Saved forecast: CBZ	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/CBZ.txt
[2025-11-25T23:32:29.551929] [INFO ] [sig       ] [618/3639] Completed CBZ in 0.3s | 3.01 sym/s | Total: 3.4m | ETA: 16.7m
[2025-11-25T23:32:29.551986] [INFO ] [sig       ] [619/3639] Forecasting CC...
[2025-11-25T23:32:29.552031] [INFO ] [sig       ] Generating forecast for: CC
[2025-11-25T23:32:29.552074] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CC' from 'https://tdm.silogroup.org/data/derivative_storage/CC.csv'.
[2025-11-25T23:32:29.564005] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CC'.
[2025-11-25T23:32:29.564356] [INFO ] [FORECASTER] Starting predict_future for CC
[2025-11-25T23:32:29.565180] [DEBUG] [LOCAL     ] No optimal features file found for CC: ./output/feature-sets/CC.txt
[2025-11-25T23:32:29.565250] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:32:29.565297] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:32:29.565337] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:32:29.565408] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:32:29.623394] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:32:29.624194] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:32:29.624303] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:32:29.624353] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:32:29.740310] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:32:29.740504] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:32:29.740550] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:32:29.740585] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:32:29.744110] [DEBUG] [FORECASTER] CC: Forecast T+1@11:T+2@11: DOWN (p=11.66%)
[2025-11-25T23:32:29.744599] [INFO ] [FORECASTER] Completed predict_future for CC
[2025-11-25T23:32:29.744854] [INFO ] [sig       ] CC: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:32:29.890671] [INFO ] [LOCAL     ] Saved forecast: CC	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/CC.txt
[2025-11-25T23:32:29.890857] [INFO ] [sig       ] [619/3639] Completed CC in 0.3s | 3.01 sym/s | Total: 3.4m | ETA: 16.7m
[2025-11-25T23:32:29.890919] [INFO ] [sig       ] [620/3639] Forecasting CCAP...
[2025-11-25T23:32:29.890966] [INFO ] [sig       ] Generating forecast for: CCAP
[2025-11-25T23:32:29.891009] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CCAP' from 'https://tdm.silogroup.org/data/derivative_storage/CCAP.csv'.
[2025-11-25T23:32:29.903959] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CCAP'.
[2025-11-25T23:32:29.904416] [INFO ] [FORECASTER] Starting predict_future for CCAP
[2025-11-25T23:32:29.905454] [DEBUG] [LOCAL     ] No optimal features file found for CCAP: ./output/feature-sets/CCAP.txt
[2025-11-25T23:32:29.905528] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:32:29.905576] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:32:29.905618] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:32:29.905711] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:32:29.968042] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:32:29.969041] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:32:29.969174] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:32:29.969246] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:32:30.078601] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:32:30.078816] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:32:30.078887] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:32:30.078926] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:32:30.082784] [DEBUG] [FORECASTER] CCAP: Forecast T+1@11:T+2@11: UP (p=93.53%)
[2025-11-25T23:32:30.083119] [INFO ] [FORECASTER] Completed predict_future for CCAP
[2025-11-25T23:32:30.083282] [INFO ] [sig       ] CCAP: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:32:30.234730] [INFO ] [LOCAL     ] Saved forecast: CCAP	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/CCAP.txt
[2025-11-25T23:32:30.234941] [INFO ] [sig       ] [620/3639] Completed CCAP in 0.3s | 3.01 sym/s | Total: 3.4m | ETA: 16.7m
[2025-11-25T23:32:30.235002] [INFO ] [sig       ] [621/3639] Forecasting CCB...
[2025-11-25T23:32:30.235046] [INFO ] [sig       ] Generating forecast for: CCB
[2025-11-25T23:32:30.235094] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CCB' from 'https://tdm.silogroup.org/data/derivative_storage/CCB.csv'.
[2025-11-25T23:32:30.247350] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CCB'.
[2025-11-25T23:32:30.247731] [INFO ] [FORECASTER] Starting predict_future for CCB
[2025-11-25T23:32:30.248564] [DEBUG] [LOCAL     ] No optimal features file found for CCB: ./output/feature-sets/CCB.txt
[2025-11-25T23:32:30.248656] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:32:30.248705] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:32:30.248747] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:32:30.248818] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:32:30.307271] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:32:30.307965] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:32:30.308068] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:32:30.308119] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:32:30.416416] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:32:30.416631] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:32:30.416708] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:32:30.416756] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:32:30.420279] [DEBUG] [FORECASTER] CCB: Forecast T+1@11:T+2@11: UP (p=87.94%)
[2025-11-25T23:32:30.420591] [INFO ] [FORECASTER] Completed predict_future for CCB
[2025-11-25T23:32:30.420770] [INFO ] [sig       ] CCB: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:32:30.562913] [INFO ] [LOCAL     ] Saved forecast: CCB	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/CCB.txt
[2025-11-25T23:32:30.563067] [INFO ] [sig       ] [621/3639] Completed CCB in 0.3s | 3.01 sym/s | Total: 3.4m | ETA: 16.7m
[2025-11-25T23:32:30.563123] [INFO ] [sig       ] [622/3639] Forecasting CCBG...
[2025-11-25T23:32:30.563168] [INFO ] [sig       ] Generating forecast for: CCBG
[2025-11-25T23:32:30.563209] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CCBG' from 'https://tdm.silogroup.org/data/derivative_storage/CCBG.csv'.
[2025-11-25T23:32:30.576169] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CCBG'.
[2025-11-25T23:32:30.576606] [INFO ] [FORECASTER] Starting predict_future for CCBG
[2025-11-25T23:32:30.577560] [DEBUG] [LOCAL     ] No optimal features file found for CCBG: ./output/feature-sets/CCBG.txt
[2025-11-25T23:32:30.577633] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:32:30.577703] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:32:30.577747] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:32:30.577818] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:32:30.637418] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:32:30.638286] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:32:30.638449] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:32:30.638504] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:32:30.749277] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:32:30.749517] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:32:30.749587] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:32:30.749637] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:32:30.753535] [DEBUG] [FORECASTER] CCBG: Forecast T+1@11:T+2@11: UP (p=67.13%)
[2025-11-25T23:32:30.753914] [INFO ] [FORECASTER] Completed predict_future for CCBG
[2025-11-25T23:32:30.754107] [INFO ] [sig       ] CCBG: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:32:30.902110] [INFO ] [LOCAL     ] Saved forecast: CCBG	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/CCBG.txt
[2025-11-25T23:32:30.902305] [INFO ] [sig       ] [622/3639] Completed CCBG in 0.3s | 3.01 sym/s | Total: 3.4m | ETA: 16.7m
[2025-11-25T23:32:30.902367] [INFO ] [sig       ] [623/3639] Forecasting CCCC...
[2025-11-25T23:32:30.902416] [INFO ] [sig       ] Generating forecast for: CCCC
[2025-11-25T23:32:30.902465] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CCCC' from 'https://tdm.silogroup.org/data/derivative_storage/CCCC.csv'.
[2025-11-25T23:32:30.914740] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CCCC'.
[2025-11-25T23:32:30.915110] [INFO ] [FORECASTER] Starting predict_future for CCCC
[2025-11-25T23:32:30.915979] [DEBUG] [LOCAL     ] No optimal features file found for CCCC: ./output/feature-sets/CCCC.txt
[2025-11-25T23:32:30.916054] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:32:30.916105] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:32:30.916148] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:32:30.916219] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:32:30.976465] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:32:30.977151] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:32:30.977253] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:32:30.977304] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:32:31.092831] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:32:31.092993] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:32:31.093041] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:32:31.093075] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:32:31.096698] [DEBUG] [FORECASTER] CCCC: Forecast T+1@11:T+2@11: UP (p=91.04%)
[2025-11-25T23:32:31.097007] [INFO ] [FORECASTER] Completed predict_future for CCCC
[2025-11-25T23:32:31.097178] [INFO ] [sig       ] CCCC: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:32:31.238552] [INFO ] [LOCAL     ] Saved forecast: CCCC	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/CCCC.txt
[2025-11-25T23:32:31.238714] [INFO ] [sig       ] [623/3639] Completed CCCC in 0.3s | 3.01 sym/s | Total: 3.4m | ETA: 16.7m
[2025-11-25T23:32:31.238773] [INFO ] [sig       ] [624/3639] Forecasting CCD...
[2025-11-25T23:32:31.238817] [INFO ] [sig       ] Generating forecast for: CCD
[2025-11-25T23:32:31.238858] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CCD' from 'https://tdm.silogroup.org/data/derivative_storage/CCD.csv'.
[2025-11-25T23:32:31.251257] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CCD'.
[2025-11-25T23:32:31.251681] [INFO ] [FORECASTER] Starting predict_future for CCD
[2025-11-25T23:32:31.252506] [DEBUG] [LOCAL     ] No optimal features file found for CCD: ./output/feature-sets/CCD.txt
[2025-11-25T23:32:31.252577] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:32:31.252626] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:32:31.252717] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:32:31.252795] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:32:31.310889] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:32:31.311551] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:32:31.311672] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:32:31.311723] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:32:31.419813] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:32:31.419962] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:32:31.420006] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:32:31.420039] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:32:31.423404] [DEBUG] [FORECASTER] CCD: Forecast T+1@11:T+2@11: UP (p=94.15%)
[2025-11-25T23:32:31.423716] [INFO ] [FORECASTER] Completed predict_future for CCD
[2025-11-25T23:32:31.423884] [INFO ] [sig       ] CCD: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:32:31.565300] [INFO ] [LOCAL     ] Saved forecast: CCD	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/CCD.txt
[2025-11-25T23:32:31.565449] [INFO ] [sig       ] [624/3639] Completed CCD in 0.3s | 3.01 sym/s | Total: 3.5m | ETA: 16.7m
[2025-11-25T23:32:31.565506] [INFO ] [sig       ] [625/3639] Forecasting CCEC...
[2025-11-25T23:32:31.565551] [INFO ] [sig       ] Generating forecast for: CCEC
[2025-11-25T23:32:31.565592] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CCEC' from 'https://tdm.silogroup.org/data/derivative_storage/CCEC.csv'.
[2025-11-25T23:32:31.578269] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CCEC'.
[2025-11-25T23:32:31.578658] [INFO ] [FORECASTER] Starting predict_future for CCEC
[2025-11-25T23:32:31.579541] [DEBUG] [LOCAL     ] No optimal features file found for CCEC: ./output/feature-sets/CCEC.txt
[2025-11-25T23:32:31.579614] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:32:31.579684] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:32:31.579730] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:32:31.579803] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:32:31.640691] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:32:31.641408] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:32:31.641511] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:32:31.641564] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:32:31.746359] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:32:31.746532] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:32:31.746594] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:32:31.746662] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:32:31.750268] [DEBUG] [FORECASTER] CCEC: Forecast T+1@11:T+2@11: DOWN (p=42.22%)
[2025-11-25T23:32:31.750772] [INFO ] [FORECASTER] Completed predict_future for CCEC
[2025-11-25T23:32:31.751003] [INFO ] [sig       ] CCEC: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:32:31.897913] [INFO ] [LOCAL     ] Saved forecast: CCEC	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/CCEC.txt
[2025-11-25T23:32:31.898067] [INFO ] [sig       ] [625/3639] Completed CCEC in 0.3s | 3.01 sym/s | Total: 3.5m | ETA: 16.7m
[2025-11-25T23:32:31.898125] [INFO ] [sig       ] [626/3639] Forecasting CCEP...
[2025-11-25T23:32:31.898172] [INFO ] [sig       ] Generating forecast for: CCEP
[2025-11-25T23:32:31.898215] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CCEP' from 'https://tdm.silogroup.org/data/derivative_storage/CCEP.csv'.
[2025-11-25T23:32:31.909927] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CCEP'.
[2025-11-25T23:32:31.910263] [INFO ] [FORECASTER] Starting predict_future for CCEP
[2025-11-25T23:32:31.911141] [DEBUG] [LOCAL     ] No optimal features file found for CCEP: ./output/feature-sets/CCEP.txt
[2025-11-25T23:32:31.911212] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:32:31.911259] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:32:31.911300] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:32:31.911371] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:32:31.970935] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:32:31.971619] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:32:31.971734] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:32:31.971782] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:32:32.061553] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:32:32.061752] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:32:32.061805] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:32:32.061839] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:32:32.065292] [DEBUG] [FORECASTER] CCEP: Forecast T+1@11:T+2@11: DOWN (p=16.88%)
[2025-11-25T23:32:32.065588] [INFO ] [FORECASTER] Completed predict_future for CCEP
[2025-11-25T23:32:32.065752] [INFO ] [sig       ] CCEP: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:32:32.207313] [INFO ] [LOCAL     ] Saved forecast: CCEP	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/CCEP.txt
[2025-11-25T23:32:32.207489] [INFO ] [sig       ] [626/3639] Completed CCEP in 0.3s | 3.01 sym/s | Total: 3.5m | ETA: 16.7m
[2025-11-25T23:32:32.207550] [INFO ] [sig       ] [627/3639] Forecasting CCI...
[2025-11-25T23:32:32.207586] [INFO ] [sig       ] Generating forecast for: CCI
[2025-11-25T23:32:32.207625] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CCI' from 'https://tdm.silogroup.org/data/derivative_storage/CCI.csv'.
[2025-11-25T23:32:32.219836] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CCI'.
[2025-11-25T23:32:32.220180] [INFO ] [FORECASTER] Starting predict_future for CCI
[2025-11-25T23:32:32.221039] [DEBUG] [LOCAL     ] No optimal features file found for CCI: ./output/feature-sets/CCI.txt
[2025-11-25T23:32:32.221111] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:32:32.221159] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:32:32.221200] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:32:32.221271] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:32:32.281585] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:32:32.282304] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:32:32.282406] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:32:32.282455] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:32:32.384070] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:32:32.384216] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:32:32.384262] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:32:32.384296] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:32:32.387797] [DEBUG] [FORECASTER] CCI: Forecast T+1@11:T+2@11: UP (p=98.12%)
[2025-11-25T23:32:32.388087] [INFO ] [FORECASTER] Completed predict_future for CCI
[2025-11-25T23:32:32.388233] [INFO ] [sig       ] CCI: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:32:32.533968] [INFO ] [LOCAL     ] Saved forecast: CCI	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/CCI.txt
[2025-11-25T23:32:32.534121] [INFO ] [sig       ] [627/3639] Completed CCI in 0.3s | 3.01 sym/s | Total: 3.5m | ETA: 16.7m
[2025-11-25T23:32:32.534177] [INFO ] [sig       ] [628/3639] Forecasting CCIF...
[2025-11-25T23:32:32.534220] [INFO ] [sig       ] Generating forecast for: CCIF
[2025-11-25T23:32:32.534272] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CCIF' from 'https://tdm.silogroup.org/data/derivative_storage/CCIF.csv'.
[2025-11-25T23:32:32.546700] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CCIF'.
[2025-11-25T23:32:32.547168] [INFO ] [FORECASTER] Starting predict_future for CCIF
[2025-11-25T23:32:32.548115] [DEBUG] [LOCAL     ] No optimal features file found for CCIF: ./output/feature-sets/CCIF.txt
[2025-11-25T23:32:32.548205] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:32:32.548258] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:32:32.548300] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:32:32.548372] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:32:32.609105] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:32:32.610143] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:32:32.610270] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:32:32.610335] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:32:32.715016] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:32:32.715222] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:32:32.715270] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:32:32.715305] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:32:32.719549] [DEBUG] [FORECASTER] CCIF: Forecast T+1@11:T+2@11: DOWN (p=11.51%)
[2025-11-25T23:32:32.719896] [INFO ] [FORECASTER] Completed predict_future for CCIF
[2025-11-25T23:32:32.720071] [INFO ] [sig       ] CCIF: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:32:32.868221] [INFO ] [LOCAL     ] Saved forecast: CCIF	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/CCIF.txt
[2025-11-25T23:32:32.868409] [INFO ] [sig       ] [628/3639] Completed CCIF in 0.3s | 3.01 sym/s | Total: 3.5m | ETA: 16.7m
[2025-11-25T23:32:32.868470] [INFO ] [sig       ] [629/3639] Forecasting CCJ...
[2025-11-25T23:32:32.868514] [INFO ] [sig       ] Generating forecast for: CCJ
[2025-11-25T23:32:32.868562] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CCJ' from 'https://tdm.silogroup.org/data/derivative_storage/CCJ.csv'.
[2025-11-25T23:32:32.880951] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CCJ'.
[2025-11-25T23:32:32.881349] [INFO ] [FORECASTER] Starting predict_future for CCJ
[2025-11-25T23:32:32.882207] [DEBUG] [LOCAL     ] No optimal features file found for CCJ: ./output/feature-sets/CCJ.txt
[2025-11-25T23:32:32.882278] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:32:32.882326] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:32:32.882367] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:32:32.882436] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:32:32.941069] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:32:32.941748] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:32:32.941847] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:32:32.941894] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:32:33.046179] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:32:33.046364] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:32:33.046411] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:32:33.046446] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:32:33.050002] [DEBUG] [FORECASTER] CCJ: Forecast T+1@11:T+2@11: UP (p=55.82%)
[2025-11-25T23:32:33.050301] [INFO ] [FORECASTER] Completed predict_future for CCJ
[2025-11-25T23:32:33.050450] [INFO ] [sig       ] CCJ: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:32:33.191249] [INFO ] [LOCAL     ] Saved forecast: CCJ	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/CCJ.txt
[2025-11-25T23:32:33.191416] [INFO ] [sig       ] [629/3639] Completed CCJ in 0.3s | 3.01 sym/s | Total: 3.5m | ETA: 16.7m
[2025-11-25T23:32:33.191473] [INFO ] [sig       ] [630/3639] Forecasting CCK...
[2025-11-25T23:32:33.191518] [INFO ] [sig       ] Generating forecast for: CCK
[2025-11-25T23:32:33.191560] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CCK' from 'https://tdm.silogroup.org/data/derivative_storage/CCK.csv'.
[2025-11-25T23:32:33.204536] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CCK'.
[2025-11-25T23:32:33.205063] [INFO ] [FORECASTER] Starting predict_future for CCK
[2025-11-25T23:32:33.206010] [DEBUG] [LOCAL     ] No optimal features file found for CCK: ./output/feature-sets/CCK.txt
[2025-11-25T23:32:33.206086] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:32:33.206137] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:32:33.206192] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:32:33.206315] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:32:33.269901] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:32:33.270848] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:32:33.270970] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:32:33.271025] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:32:33.383214] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:32:33.383468] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:32:33.383709] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:32:33.383832] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:32:33.387781] [DEBUG] [FORECASTER] CCK: Forecast T+1@11:T+2@11: DOWN (p=10.26%)
[2025-11-25T23:32:33.388125] [INFO ] [FORECASTER] Completed predict_future for CCK
[2025-11-25T23:32:33.388457] [INFO ] [sig       ] CCK: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:32:33.534794] [INFO ] [LOCAL     ] Saved forecast: CCK	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/CCK.txt
[2025-11-25T23:32:33.534966] [INFO ] [sig       ] [630/3639] Completed CCK in 0.3s | 3.01 sym/s | Total: 3.5m | ETA: 16.7m
[2025-11-25T23:32:33.535026] [INFO ] [sig       ] [631/3639] Forecasting CCL...
[2025-11-25T23:32:33.535157] [INFO ] [sig       ] Generating forecast for: CCL
[2025-11-25T23:32:33.535208] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CCL' from 'https://tdm.silogroup.org/data/derivative_storage/CCL.csv'.
[2025-11-25T23:32:33.547287] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CCL'.
[2025-11-25T23:32:33.547688] [INFO ] [FORECASTER] Starting predict_future for CCL
[2025-11-25T23:32:33.548505] [DEBUG] [LOCAL     ] No optimal features file found for CCL: ./output/feature-sets/CCL.txt
[2025-11-25T23:32:33.548577] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:32:33.548624] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:32:33.548685] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:32:33.548758] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:32:33.606481] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:32:33.607192] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:32:33.607294] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:32:33.607341] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:32:33.712555] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:32:33.712786] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:32:33.712871] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:32:33.712920] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:32:33.716609] [DEBUG] [FORECASTER] CCL: Forecast T+1@11:T+2@11: UP (p=95.02%)
[2025-11-25T23:32:33.716946] [INFO ] [FORECASTER] Completed predict_future for CCL
[2025-11-25T23:32:33.717125] [INFO ] [sig       ] CCL: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:32:33.859720] [INFO ] [LOCAL     ] Saved forecast: CCL	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/CCL.txt
[2025-11-25T23:32:33.859885] [INFO ] [sig       ] [631/3639] Completed CCL in 0.3s | 3.01 sym/s | Total: 3.5m | ETA: 16.6m
[2025-11-25T23:32:33.859942] [INFO ] [sig       ] [632/3639] Forecasting CCLD...
[2025-11-25T23:32:33.860032] [INFO ] [sig       ] Generating forecast for: CCLD
[2025-11-25T23:32:33.860076] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CCLD' from 'https://tdm.silogroup.org/data/derivative_storage/CCLD.csv'.
[2025-11-25T23:32:33.871923] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CCLD'.
[2025-11-25T23:32:33.872257] [INFO ] [FORECASTER] Starting predict_future for CCLD
[2025-11-25T23:32:33.873102] [DEBUG] [LOCAL     ] No optimal features file found for CCLD: ./output/feature-sets/CCLD.txt
[2025-11-25T23:32:33.873188] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:32:33.873246] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:32:33.873296] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:32:33.873366] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:32:33.932791] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:32:33.933620] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:32:33.933745] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:32:33.933796] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:32:34.034556] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:32:34.034750] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:32:34.034805] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:32:34.034840] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:32:34.038291] [DEBUG] [FORECASTER] CCLD: Forecast T+1@11:T+2@11: DOWN (p=15.50%)
[2025-11-25T23:32:34.038588] [INFO ] [FORECASTER] Completed predict_future for CCLD
[2025-11-25T23:32:34.038776] [INFO ] [sig       ] CCLD: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:32:34.185513] [INFO ] [LOCAL     ] Saved forecast: CCLD	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/CCLD.txt
[2025-11-25T23:32:34.185708] [INFO ] [sig       ] [632/3639] Completed CCLD in 0.3s | 3.01 sym/s | Total: 3.5m | ETA: 16.6m
[2025-11-25T23:32:34.185770] [INFO ] [sig       ] [633/3639] Forecasting CCNE...
[2025-11-25T23:32:34.185820] [INFO ] [sig       ] Generating forecast for: CCNE
[2025-11-25T23:32:34.185865] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CCNE' from 'https://tdm.silogroup.org/data/derivative_storage/CCNE.csv'.
[2025-11-25T23:32:34.198010] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CCNE'.
[2025-11-25T23:32:34.198397] [INFO ] [FORECASTER] Starting predict_future for CCNE
[2025-11-25T23:32:34.199260] [DEBUG] [LOCAL     ] No optimal features file found for CCNE: ./output/feature-sets/CCNE.txt
[2025-11-25T23:32:34.199333] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:32:34.199381] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:32:34.199443] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:32:34.199525] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:32:34.259197] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:32:34.260083] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:32:34.260185] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:32:34.260244] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:32:34.353801] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:32:34.353996] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:32:34.354043] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:32:34.354077] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:32:34.357612] [DEBUG] [FORECASTER] CCNE: Forecast T+1@11:T+2@11: DOWN (p=22.97%)
[2025-11-25T23:32:34.357944] [INFO ] [FORECASTER] Completed predict_future for CCNE
[2025-11-25T23:32:34.358097] [INFO ] [sig       ] CCNE: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:32:34.500997] [INFO ] [LOCAL     ] Saved forecast: CCNE	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/CCNE.txt
[2025-11-25T23:32:34.501169] [INFO ] [sig       ] [633/3639] Completed CCNE in 0.3s | 3.01 sym/s | Total: 3.5m | ETA: 16.6m
[2025-11-25T23:32:34.501226] [INFO ] [sig       ] [634/3639] Forecasting CCO...
[2025-11-25T23:32:34.501272] [INFO ] [sig       ] Generating forecast for: CCO
[2025-11-25T23:32:34.501315] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CCO' from 'https://tdm.silogroup.org/data/derivative_storage/CCO.csv'.
[2025-11-25T23:32:34.513272] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CCO'.
[2025-11-25T23:32:34.513672] [INFO ] [FORECASTER] Starting predict_future for CCO
[2025-11-25T23:32:34.514514] [DEBUG] [LOCAL     ] No optimal features file found for CCO: ./output/feature-sets/CCO.txt
[2025-11-25T23:32:34.514588] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:32:34.514668] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:32:34.514723] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:32:34.514812] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:32:34.573435] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:32:34.574262] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:32:34.574366] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:32:34.574425] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:32:34.672190] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:32:34.672383] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:32:34.672430] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:32:34.672464] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:32:34.676147] [DEBUG] [FORECASTER] CCO: Forecast T+1@11:T+2@11: DOWN (p=18.96%)
[2025-11-25T23:32:34.676475] [INFO ] [FORECASTER] Completed predict_future for CCO
[2025-11-25T23:32:34.676635] [INFO ] [sig       ] CCO: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:32:34.819666] [INFO ] [LOCAL     ] Saved forecast: CCO	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/CCO.txt
[2025-11-25T23:32:34.819807] [INFO ] [sig       ] [634/3639] Completed CCO in 0.3s | 3.01 sym/s | Total: 3.5m | ETA: 16.6m
[2025-11-25T23:32:34.819864] [INFO ] [sig       ] [635/3639] Forecasting CCOI...
[2025-11-25T23:32:34.819908] [INFO ] [sig       ] Generating forecast for: CCOI
[2025-11-25T23:32:34.819951] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CCOI' from 'https://tdm.silogroup.org/data/derivative_storage/CCOI.csv'.
[2025-11-25T23:32:34.832264] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CCOI'.
[2025-11-25T23:32:34.832626] [INFO ] [FORECASTER] Starting predict_future for CCOI
[2025-11-25T23:32:34.833508] [DEBUG] [LOCAL     ] No optimal features file found for CCOI: ./output/feature-sets/CCOI.txt
[2025-11-25T23:32:34.833583] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:32:34.833630] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:32:34.833708] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:32:34.833790] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:32:34.892358] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:32:34.893072] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:32:34.893187] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:32:34.893256] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:32:34.988027] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:32:34.988187] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:32:34.988241] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:32:34.988282] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:32:34.991593] [DEBUG] [FORECASTER] CCOI: Forecast T+1@11:T+2@11: DOWN (p=1.68%)
[2025-11-25T23:32:34.991940] [INFO ] [FORECASTER] Completed predict_future for CCOI
[2025-11-25T23:32:34.992109] [INFO ] [sig       ] CCOI: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:32:35.137260] [INFO ] [LOCAL     ] Saved forecast: CCOI	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/CCOI.txt
[2025-11-25T23:32:35.137450] [INFO ] [sig       ] [635/3639] Completed CCOI in 0.3s | 3.01 sym/s | Total: 3.5m | ETA: 16.6m
[2025-11-25T23:32:35.137508] [INFO ] [sig       ] [636/3639] Forecasting CCRN...
[2025-11-25T23:32:35.137555] [INFO ] [sig       ] Generating forecast for: CCRN
[2025-11-25T23:32:35.137601] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CCRN' from 'https://tdm.silogroup.org/data/derivative_storage/CCRN.csv'.
[2025-11-25T23:32:35.150520] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CCRN'.
[2025-11-25T23:32:35.150891] [INFO ] [FORECASTER] Starting predict_future for CCRN
[2025-11-25T23:32:35.151735] [DEBUG] [LOCAL     ] No optimal features file found for CCRN: ./output/feature-sets/CCRN.txt
[2025-11-25T23:32:35.151806] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:32:35.151853] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:32:35.151895] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:32:35.151966] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:32:35.211962] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:32:35.212663] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:32:35.212765] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:32:35.212816] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:32:35.311599] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:32:35.311766] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:32:35.311820] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:32:35.311856] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:32:35.315314] [DEBUG] [FORECASTER] CCRN: Forecast T+1@11:T+2@11: UP (p=81.15%)
[2025-11-25T23:32:35.315617] [INFO ] [FORECASTER] Completed predict_future for CCRN
[2025-11-25T23:32:35.315786] [INFO ] [sig       ] CCRN: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:32:35.457713] [INFO ] [LOCAL     ] Saved forecast: CCRN	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/CCRN.txt
[2025-11-25T23:32:35.457867] [INFO ] [sig       ] [636/3639] Completed CCRN in 0.3s | 3.01 sym/s | Total: 3.5m | ETA: 16.6m
[2025-11-25T23:32:35.457923] [INFO ] [sig       ] [637/3639] Forecasting CCS...
[2025-11-25T23:32:35.457969] [INFO ] [sig       ] Generating forecast for: CCS
[2025-11-25T23:32:35.458012] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CCS' from 'https://tdm.silogroup.org/data/derivative_storage/CCS.csv'.
[2025-11-25T23:32:35.469952] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CCS'.
[2025-11-25T23:32:35.470280] [INFO ] [FORECASTER] Starting predict_future for CCS
[2025-11-25T23:32:35.471182] [DEBUG] [LOCAL     ] No optimal features file found for CCS: ./output/feature-sets/CCS.txt
[2025-11-25T23:32:35.471286] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:32:35.471335] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:32:35.471377] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:32:35.471447] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:32:35.533590] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:32:35.534307] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:32:35.534407] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:32:35.534452] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:32:35.632564] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:32:35.632715] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:32:35.632765] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:32:35.632801] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:32:35.636224] [DEBUG] [FORECASTER] CCS: Forecast T+1@11:T+2@11: DOWN (p=36.77%)
[2025-11-25T23:32:35.636521] [INFO ] [FORECASTER] Completed predict_future for CCS
[2025-11-25T23:32:35.636683] [INFO ] [sig       ] CCS: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:32:35.809625] [INFO ] [LOCAL     ] Saved forecast: CCS	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/CCS.txt
[2025-11-25T23:32:35.809835] [INFO ] [sig       ] [637/3639] Completed CCS in 0.4s | 3.01 sym/s | Total: 3.5m | ETA: 16.6m
[2025-11-25T23:32:35.809887] [INFO ] [sig       ] [638/3639] Forecasting CCSI...
[2025-11-25T23:32:35.809934] [INFO ] [sig       ] Generating forecast for: CCSI
[2025-11-25T23:32:35.809978] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CCSI' from 'https://tdm.silogroup.org/data/derivative_storage/CCSI.csv'.
[2025-11-25T23:32:35.821985] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CCSI'.
[2025-11-25T23:32:35.822304] [INFO ] [FORECASTER] Starting predict_future for CCSI
[2025-11-25T23:32:35.823158] [DEBUG] [LOCAL     ] No optimal features file found for CCSI: ./output/feature-sets/CCSI.txt
[2025-11-25T23:32:35.823230] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:32:35.823278] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:32:35.823321] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:32:35.823393] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:32:35.882947] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:32:35.883664] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:32:35.883765] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:32:35.883815] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:32:36.004623] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:32:36.004777] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:32:36.004822] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:32:36.004866] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:32:36.008329] [DEBUG] [FORECASTER] CCSI: Forecast T+1@11:T+2@11: DOWN (p=1.83%)
[2025-11-25T23:32:36.008673] [INFO ] [FORECASTER] Completed predict_future for CCSI
[2025-11-25T23:32:36.008849] [INFO ] [sig       ] CCSI: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:32:36.152216] [INFO ] [LOCAL     ] Saved forecast: CCSI	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/CCSI.txt
[2025-11-25T23:32:36.152389] [INFO ] [sig       ] [638/3639] Completed CCSI in 0.3s | 3.01 sym/s | Total: 3.5m | ETA: 16.6m
[2025-11-25T23:32:36.152445] [INFO ] [sig       ] [639/3639] Forecasting CDC...
[2025-11-25T23:32:36.152493] [INFO ] [sig       ] Generating forecast for: CDC
[2025-11-25T23:32:36.152530] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CDC' from 'https://tdm.silogroup.org/data/derivative_storage/CDC.csv'.
[2025-11-25T23:32:36.165375] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CDC'.
[2025-11-25T23:32:36.165731] [INFO ] [FORECASTER] Starting predict_future for CDC
[2025-11-25T23:32:36.166635] [DEBUG] [LOCAL     ] No optimal features file found for CDC: ./output/feature-sets/CDC.txt
[2025-11-25T23:32:36.166736] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:32:36.166785] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:32:36.166826] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:32:36.166897] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:32:36.225510] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:32:36.226191] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:32:36.226291] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:32:36.226339] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:32:36.326398] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:32:36.326557] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:32:36.326600] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:32:36.326634] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:32:36.330014] [DEBUG] [FORECASTER] CDC: Forecast T+1@11:T+2@11: DOWN (p=30.59%)
[2025-11-25T23:32:36.330304] [INFO ] [FORECASTER] Completed predict_future for CDC
[2025-11-25T23:32:36.330449] [INFO ] [sig       ] CDC: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:32:36.472936] [INFO ] [LOCAL     ] Saved forecast: CDC	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/CDC.txt
[2025-11-25T23:32:36.473107] [INFO ] [sig       ] [639/3639] Completed CDC in 0.3s | 3.01 sym/s | Total: 3.5m | ETA: 16.6m
[2025-11-25T23:32:36.473187] [INFO ] [sig       ] [640/3639] Forecasting CDE...
[2025-11-25T23:32:36.473245] [INFO ] [sig       ] Generating forecast for: CDE
[2025-11-25T23:32:36.473300] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CDE' from 'https://tdm.silogroup.org/data/derivative_storage/CDE.csv'.
[2025-11-25T23:32:36.484924] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CDE'.
[2025-11-25T23:32:36.485273] [INFO ] [FORECASTER] Starting predict_future for CDE
[2025-11-25T23:32:36.486160] [DEBUG] [LOCAL     ] No optimal features file found for CDE: ./output/feature-sets/CDE.txt
[2025-11-25T23:32:36.486236] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:32:36.486296] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:32:36.486349] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:32:36.486441] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:32:36.546720] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:32:36.547424] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:32:36.547528] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:32:36.547589] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:32:36.653638] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:32:36.653792] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:32:36.653836] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:32:36.653871] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:32:36.657197] [DEBUG] [FORECASTER] CDE: Forecast T+1@11:T+2@11: DOWN (p=18.10%)
[2025-11-25T23:32:36.657516] [INFO ] [FORECASTER] Completed predict_future for CDE
[2025-11-25T23:32:36.657688] [INFO ] [sig       ] CDE: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:32:36.804742] [INFO ] [LOCAL     ] Saved forecast: CDE	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/CDE.txt
[2025-11-25T23:32:36.804904] [INFO ] [sig       ] [640/3639] Completed CDE in 0.3s | 3.01 sym/s | Total: 3.5m | ETA: 16.6m
[2025-11-25T23:32:36.804970] [INFO ] [sig       ] [641/3639] Forecasting CDIO...
[2025-11-25T23:32:36.805016] [INFO ] [sig       ] Generating forecast for: CDIO
[2025-11-25T23:32:36.805065] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CDIO' from 'https://tdm.silogroup.org/data/derivative_storage/CDIO.csv'.
[2025-11-25T23:32:36.817579] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CDIO'.
[2025-11-25T23:32:36.817958] [INFO ] [FORECASTER] Starting predict_future for CDIO
[2025-11-25T23:32:36.818806] [DEBUG] [LOCAL     ] No optimal features file found for CDIO: ./output/feature-sets/CDIO.txt
[2025-11-25T23:32:36.818875] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:32:36.818921] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:32:36.818962] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:32:36.819031] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:32:36.876977] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:32:36.877701] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:32:36.877801] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:32:36.877843] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:32:36.977133] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:32:36.977275] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:32:36.977318] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:32:36.977351] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:32:36.980706] [DEBUG] [FORECASTER] CDIO: Forecast T+1@11:T+2@11: UP (p=98.22%)
[2025-11-25T23:32:36.980997] [INFO ] [FORECASTER] Completed predict_future for CDIO
[2025-11-25T23:32:36.981138] [INFO ] [sig       ] CDIO: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:32:37.123879] [INFO ] [LOCAL     ] Saved forecast: CDIO	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/CDIO.txt
[2025-11-25T23:32:37.124016] [INFO ] [sig       ] [641/3639] Completed CDIO in 0.3s | 3.01 sym/s | Total: 3.5m | ETA: 16.6m
[2025-11-25T23:32:37.124071] [INFO ] [sig       ] [642/3639] Forecasting CDL...
[2025-11-25T23:32:37.124115] [INFO ] [sig       ] Generating forecast for: CDL
[2025-11-25T23:32:37.124158] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CDL' from 'https://tdm.silogroup.org/data/derivative_storage/CDL.csv'.
[2025-11-25T23:32:37.136054] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CDL'.
[2025-11-25T23:32:37.136380] [INFO ] [FORECASTER] Starting predict_future for CDL
[2025-11-25T23:32:37.137244] [DEBUG] [LOCAL     ] No optimal features file found for CDL: ./output/feature-sets/CDL.txt
[2025-11-25T23:32:37.137315] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:32:37.137377] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:32:37.137422] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:32:37.137491] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:32:37.196910] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:32:37.197621] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:32:37.197740] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:32:37.197789] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:32:37.302551] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:32:37.302712] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:32:37.302777] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:32:37.302825] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:32:37.306325] [DEBUG] [FORECASTER] CDL: Forecast T+1@11:T+2@11: DOWN (p=9.05%)
[2025-11-25T23:32:37.306668] [INFO ] [FORECASTER] Completed predict_future for CDL
[2025-11-25T23:32:37.306852] [INFO ] [sig       ] CDL: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:32:37.449924] [INFO ] [LOCAL     ] Saved forecast: CDL	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/CDL.txt
[2025-11-25T23:32:37.450077] [INFO ] [sig       ] [642/3639] Completed CDL in 0.3s | 3.01 sym/s | Total: 3.6m | ETA: 16.6m
[2025-11-25T23:32:37.450134] [INFO ] [sig       ] [643/3639] Forecasting CDNA...
[2025-11-25T23:32:37.450178] [INFO ] [sig       ] Generating forecast for: CDNA
[2025-11-25T23:32:37.450221] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CDNA' from 'https://tdm.silogroup.org/data/derivative_storage/CDNA.csv'.
[2025-11-25T23:32:37.462351] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CDNA'.
[2025-11-25T23:32:37.462761] [INFO ] [FORECASTER] Starting predict_future for CDNA
[2025-11-25T23:32:37.463616] [DEBUG] [LOCAL     ] No optimal features file found for CDNA: ./output/feature-sets/CDNA.txt
[2025-11-25T23:32:37.463712] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:32:37.463798] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:32:37.463850] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:32:37.463938] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:32:37.525719] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:32:37.526509] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:32:37.526624] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:32:37.526699] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:32:37.631716] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:32:37.631859] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:32:37.631905] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:32:37.631940] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:32:37.635395] [DEBUG] [FORECASTER] CDNA: Forecast T+1@11:T+2@11: UP (p=91.15%)
[2025-11-25T23:32:37.635709] [INFO ] [FORECASTER] Completed predict_future for CDNA
[2025-11-25T23:32:37.635862] [INFO ] [sig       ] CDNA: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:32:37.778519] [INFO ] [LOCAL     ] Saved forecast: CDNA	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/CDNA.txt
[2025-11-25T23:32:37.778684] [INFO ] [sig       ] [643/3639] Completed CDNA in 0.3s | 3.01 sym/s | Total: 3.6m | ETA: 16.6m
[2025-11-25T23:32:37.778743] [INFO ] [sig       ] [644/3639] Forecasting CDNS...
[2025-11-25T23:32:37.778787] [INFO ] [sig       ] Generating forecast for: CDNS
[2025-11-25T23:32:37.778829] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CDNS' from 'https://tdm.silogroup.org/data/derivative_storage/CDNS.csv'.
[2025-11-25T23:32:37.790104] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CDNS'.
[2025-11-25T23:32:37.790433] [INFO ] [FORECASTER] Starting predict_future for CDNS
[2025-11-25T23:32:37.791296] [DEBUG] [LOCAL     ] No optimal features file found for CDNS: ./output/feature-sets/CDNS.txt
[2025-11-25T23:32:37.791366] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:32:37.791426] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:32:37.791480] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:32:37.791553] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:32:37.851714] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:32:37.852420] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:32:37.852520] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:32:37.852582] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:32:37.958082] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:32:37.958250] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:32:37.958320] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:32:37.958356] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:32:37.961865] [DEBUG] [FORECASTER] CDNS: Forecast T+1@11:T+2@11: DOWN (p=1.90%)
[2025-11-25T23:32:37.962160] [INFO ] [FORECASTER] Completed predict_future for CDNS
[2025-11-25T23:32:37.962305] [INFO ] [sig       ] CDNS: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:32:38.105373] [INFO ] [LOCAL     ] Saved forecast: CDNS	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/CDNS.txt
[2025-11-25T23:32:38.105515] [INFO ] [sig       ] [644/3639] Completed CDNS in 0.3s | 3.01 sym/s | Total: 3.6m | ETA: 16.6m
[2025-11-25T23:32:38.105571] [INFO ] [sig       ] [645/3639] Forecasting CDP...
[2025-11-25T23:32:38.105616] [INFO ] [sig       ] Generating forecast for: CDP
[2025-11-25T23:32:38.105680] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CDP' from 'https://tdm.silogroup.org/data/derivative_storage/CDP.csv'.
[2025-11-25T23:32:38.117872] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CDP'.
[2025-11-25T23:32:38.118216] [INFO ] [FORECASTER] Starting predict_future for CDP
[2025-11-25T23:32:38.119074] [DEBUG] [LOCAL     ] No optimal features file found for CDP: ./output/feature-sets/CDP.txt
[2025-11-25T23:32:38.119145] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:32:38.119202] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:32:38.119252] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:32:38.119340] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:32:38.178526] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:32:38.179208] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:32:38.179325] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:32:38.179394] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:32:38.273762] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:32:38.273948] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:32:38.273994] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:32:38.274028] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:32:38.277537] [DEBUG] [FORECASTER] CDP: Forecast T+1@11:T+2@11: UP (p=69.09%)
[2025-11-25T23:32:38.277870] [INFO ] [FORECASTER] Completed predict_future for CDP
[2025-11-25T23:32:38.278040] [INFO ] [sig       ] CDP: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:32:38.420873] [INFO ] [LOCAL     ] Saved forecast: CDP	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/CDP.txt
[2025-11-25T23:32:38.421014] [INFO ] [sig       ] [645/3639] Completed CDP in 0.3s | 3.01 sym/s | Total: 3.6m | ETA: 16.6m
[2025-11-25T23:32:38.421074] [INFO ] [sig       ] [646/3639] Forecasting CDRE...
[2025-11-25T23:32:38.421117] [INFO ] [sig       ] Generating forecast for: CDRE
[2025-11-25T23:32:38.421159] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CDRE' from 'https://tdm.silogroup.org/data/derivative_storage/CDRE.csv'.
[2025-11-25T23:32:38.433038] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CDRE'.
[2025-11-25T23:32:38.433354] [INFO ] [FORECASTER] Starting predict_future for CDRE
[2025-11-25T23:32:38.434184] [DEBUG] [LOCAL     ] No optimal features file found for CDRE: ./output/feature-sets/CDRE.txt
[2025-11-25T23:32:38.434254] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:32:38.434300] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:32:38.434341] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:32:38.434409] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:32:38.493833] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:32:38.494735] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:32:38.494836] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:32:38.494884] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:32:38.594049] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:32:38.594177] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:32:38.594237] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:32:38.594284] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:32:38.597725] [DEBUG] [FORECASTER] CDRE: Forecast T+1@11:T+2@11: UP (p=55.22%)
[2025-11-25T23:32:38.598021] [INFO ] [FORECASTER] Completed predict_future for CDRE
[2025-11-25T23:32:38.598176] [INFO ] [sig       ] CDRE: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:32:38.744567] [INFO ] [LOCAL     ] Saved forecast: CDRE	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/CDRE.txt
[2025-11-25T23:32:38.744740] [INFO ] [sig       ] [646/3639] Completed CDRE in 0.3s | 3.01 sym/s | Total: 3.6m | ETA: 16.6m
[2025-11-25T23:32:38.744798] [INFO ] [sig       ] [647/3639] Forecasting CDRO...
[2025-11-25T23:32:38.744902] [INFO ] [sig       ] Generating forecast for: CDRO
[2025-11-25T23:32:38.744951] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CDRO' from 'https://tdm.silogroup.org/data/derivative_storage/CDRO.csv'.
[2025-11-25T23:32:38.756396] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CDRO'.
[2025-11-25T23:32:38.756761] [INFO ] [FORECASTER] Starting predict_future for CDRO
[2025-11-25T23:32:38.757616] [DEBUG] [LOCAL     ] No optimal features file found for CDRO: ./output/feature-sets/CDRO.txt
[2025-11-25T23:32:38.757709] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:32:38.757769] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:32:38.757821] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:32:38.757907] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:32:38.816910] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:32:38.817580] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:32:38.817707] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:32:38.817759] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:32:38.907634] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:32:38.907803] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:32:38.907850] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:32:38.907886] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:32:38.911293] [DEBUG] [FORECASTER] CDRO: Forecast T+1@11:T+2@11: UP (p=96.33%)
[2025-11-25T23:32:38.911585] [INFO ] [FORECASTER] Completed predict_future for CDRO
[2025-11-25T23:32:38.911747] [INFO ] [sig       ] CDRO: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:32:39.060538] [INFO ] [LOCAL     ] Saved forecast: CDRO	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/CDRO.txt
[2025-11-25T23:32:39.060727] [INFO ] [sig       ] [647/3639] Completed CDRO in 0.3s | 3.01 sym/s | Total: 3.6m | ETA: 16.5m
[2025-11-25T23:32:39.060788] [INFO ] [sig       ] [648/3639] Forecasting CDTX...
[2025-11-25T23:32:39.060848] [INFO ] [sig       ] Generating forecast for: CDTX
[2025-11-25T23:32:39.060938] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CDTX' from 'https://tdm.silogroup.org/data/derivative_storage/CDTX.csv'.
[2025-11-25T23:32:39.072682] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CDTX'.
[2025-11-25T23:32:39.072996] [INFO ] [FORECASTER] Starting predict_future for CDTX
[2025-11-25T23:32:39.073873] [DEBUG] [LOCAL     ] No optimal features file found for CDTX: ./output/feature-sets/CDTX.txt
[2025-11-25T23:32:39.073944] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:32:39.074008] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:32:39.074051] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:32:39.074122] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:32:39.133973] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:32:39.134659] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:32:39.134757] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:32:39.134804] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:32:39.235825] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:32:39.235955] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:32:39.235998] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:32:39.236032] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:32:39.239311] [DEBUG] [FORECASTER] CDTX: Forecast T+1@11:T+2@11: UP (p=88.57%)
[2025-11-25T23:32:39.239619] [INFO ] [FORECASTER] Completed predict_future for CDTX
[2025-11-25T23:32:39.239801] [INFO ] [sig       ] CDTX: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:32:39.381472] [INFO ] [LOCAL     ] Saved forecast: CDTX	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/CDTX.txt
[2025-11-25T23:32:39.381617] [INFO ] [sig       ] [648/3639] Completed CDTX in 0.3s | 3.01 sym/s | Total: 3.6m | ETA: 16.5m
[2025-11-25T23:32:39.381692] [INFO ] [sig       ] [649/3639] Forecasting CDXS...
[2025-11-25T23:32:39.381811] [INFO ] [sig       ] Generating forecast for: CDXS
[2025-11-25T23:32:39.381857] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CDXS' from 'https://tdm.silogroup.org/data/derivative_storage/CDXS.csv'.
[2025-11-25T23:32:39.393279] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CDXS'.
[2025-11-25T23:32:39.393608] [INFO ] [FORECASTER] Starting predict_future for CDXS
[2025-11-25T23:32:39.394433] [DEBUG] [LOCAL     ] No optimal features file found for CDXS: ./output/feature-sets/CDXS.txt
[2025-11-25T23:32:39.394503] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:32:39.394550] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:32:39.394590] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:32:39.394679] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:32:39.453413] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:32:39.454068] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:32:39.454165] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:32:39.454211] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:32:39.550528] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:32:39.550703] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:32:39.550771] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:32:39.550818] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:32:39.554309] [DEBUG] [FORECASTER] CDXS: Forecast T+1@11:T+2@11: UP (p=72.73%)
[2025-11-25T23:32:39.554615] [INFO ] [FORECASTER] Completed predict_future for CDXS
[2025-11-25T23:32:39.554799] [INFO ] [sig       ] CDXS: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:32:39.697004] [INFO ] [LOCAL     ] Saved forecast: CDXS	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/CDXS.txt
[2025-11-25T23:32:39.697151] [INFO ] [sig       ] [649/3639] Completed CDXS in 0.3s | 3.01 sym/s | Total: 3.6m | ETA: 16.5m
[2025-11-25T23:32:39.697208] [INFO ] [sig       ] [650/3639] Forecasting CDZI...
[2025-11-25T23:32:39.697252] [INFO ] [sig       ] Generating forecast for: CDZI
[2025-11-25T23:32:39.697294] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CDZI' from 'https://tdm.silogroup.org/data/derivative_storage/CDZI.csv'.
[2025-11-25T23:32:39.708937] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CDZI'.
[2025-11-25T23:32:39.709268] [INFO ] [FORECASTER] Starting predict_future for CDZI
[2025-11-25T23:32:39.710109] [DEBUG] [LOCAL     ] No optimal features file found for CDZI: ./output/feature-sets/CDZI.txt
[2025-11-25T23:32:39.710179] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:32:39.710225] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:32:39.710266] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:32:39.710335] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:32:39.769468] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:32:39.770127] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:32:39.770224] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:32:39.770272] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:32:39.865090] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:32:39.865283] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:32:39.865334] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:32:39.865370] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:32:39.868987] [DEBUG] [FORECASTER] CDZI: Forecast T+1@11:T+2@11: DOWN (p=11.67%)
[2025-11-25T23:32:39.869322] [INFO ] [FORECASTER] Completed predict_future for CDZI
[2025-11-25T23:32:39.869493] [INFO ] [sig       ] CDZI: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:32:40.011536] [INFO ] [LOCAL     ] Saved forecast: CDZI	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/CDZI.txt
[2025-11-25T23:32:40.011702] [INFO ] [sig       ] [650/3639] Completed CDZI in 0.3s | 3.01 sym/s | Total: 3.6m | ETA: 16.5m
[2025-11-25T23:32:40.011761] [INFO ] [sig       ] [651/3639] Forecasting CE...
[2025-11-25T23:32:40.011845] [INFO ] [sig       ] Generating forecast for: CE
[2025-11-25T23:32:40.011901] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CE' from 'https://tdm.silogroup.org/data/derivative_storage/CE.csv'.
[2025-11-25T23:32:40.023332] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CE'.
[2025-11-25T23:32:40.023686] [INFO ] [FORECASTER] Starting predict_future for CE
[2025-11-25T23:32:40.024486] [DEBUG] [LOCAL     ] No optimal features file found for CE: ./output/feature-sets/CE.txt
[2025-11-25T23:32:40.024570] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:32:40.024627] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:32:40.024694] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:32:40.024775] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:32:40.083120] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:32:40.083770] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:32:40.083864] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:32:40.083910] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:32:40.180725] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:32:40.180859] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:32:40.180902] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:32:40.180937] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:32:40.184223] [DEBUG] [FORECASTER] CE: Forecast T+1@11:T+2@11: UP (p=83.68%)
[2025-11-25T23:32:40.184511] [INFO ] [FORECASTER] Completed predict_future for CE
[2025-11-25T23:32:40.184674] [INFO ] [sig       ] CE: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:32:40.326788] [INFO ] [LOCAL     ] Saved forecast: CE	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/CE.txt
[2025-11-25T23:32:40.326935] [INFO ] [sig       ] [651/3639] Completed CE in 0.3s | 3.01 sym/s | Total: 3.6m | ETA: 16.5m
[2025-11-25T23:32:40.326989] [INFO ] [sig       ] [652/3639] Forecasting CECO...
[2025-11-25T23:32:40.327117] [INFO ] [sig       ] Generating forecast for: CECO
[2025-11-25T23:32:40.327173] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CECO' from 'https://tdm.silogroup.org/data/derivative_storage/CECO.csv'.
[2025-11-25T23:32:40.338664] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CECO'.
[2025-11-25T23:32:40.338975] [INFO ] [FORECASTER] Starting predict_future for CECO
[2025-11-25T23:32:40.339820] [DEBUG] [LOCAL     ] No optimal features file found for CECO: ./output/feature-sets/CECO.txt
[2025-11-25T23:32:40.339890] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:32:40.339937] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:32:40.339978] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:32:40.340050] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:32:40.398575] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:32:40.399225] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:32:40.399326] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:32:40.399374] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:32:40.495861] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:32:40.496010] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:32:40.496055] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:32:40.496089] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:32:40.499440] [DEBUG] [FORECASTER] CECO: Forecast T+1@11:T+2@11: DOWN (p=25.14%)
[2025-11-25T23:32:40.499751] [INFO ] [FORECASTER] Completed predict_future for CECO
[2025-11-25T23:32:40.499903] [INFO ] [sig       ] CECO: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:32:40.642198] [INFO ] [LOCAL     ] Saved forecast: CECO	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/CECO.txt
[2025-11-25T23:32:40.642337] [INFO ] [sig       ] [652/3639] Completed CECO in 0.3s | 3.01 sym/s | Total: 3.6m | ETA: 16.5m
[2025-11-25T23:32:40.642390] [INFO ] [sig       ] [653/3639] Forecasting CEG...
[2025-11-25T23:32:40.642435] [INFO ] [sig       ] Generating forecast for: CEG
[2025-11-25T23:32:40.642477] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CEG' from 'https://tdm.silogroup.org/data/derivative_storage/CEG.csv'.
[2025-11-25T23:32:40.654187] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CEG'.
[2025-11-25T23:32:40.654506] [INFO ] [FORECASTER] Starting predict_future for CEG
[2025-11-25T23:32:40.655365] [DEBUG] [LOCAL     ] No optimal features file found for CEG: ./output/feature-sets/CEG.txt
[2025-11-25T23:32:40.655436] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:32:40.655493] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:32:40.655543] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:32:40.655632] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:32:40.713817] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:32:40.714508] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:32:40.714617] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:32:40.714683] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:32:40.819150] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:32:40.819282] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:32:40.819328] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:32:40.819362] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:32:40.822705] [DEBUG] [FORECASTER] CEG: Forecast T+1@11:T+2@11: DOWN (p=38.77%)
[2025-11-25T23:32:40.822996] [INFO ] [FORECASTER] Completed predict_future for CEG
[2025-11-25T23:32:40.823141] [INFO ] [sig       ] CEG: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:32:40.965820] [INFO ] [LOCAL     ] Saved forecast: CEG	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/CEG.txt
[2025-11-25T23:32:40.965971] [INFO ] [sig       ] [653/3639] Completed CEG in 0.3s | 3.01 sym/s | Total: 3.6m | ETA: 16.5m
[2025-11-25T23:32:40.966026] [INFO ] [sig       ] [654/3639] Forecasting CELC...
[2025-11-25T23:32:40.966071] [INFO ] [sig       ] Generating forecast for: CELC
[2025-11-25T23:32:40.966137] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CELC' from 'https://tdm.silogroup.org/data/derivative_storage/CELC.csv'.
[2025-11-25T23:32:40.977481] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CELC'.
[2025-11-25T23:32:40.977829] [INFO ] [FORECASTER] Starting predict_future for CELC
[2025-11-25T23:32:40.978676] [DEBUG] [LOCAL     ] No optimal features file found for CELC: ./output/feature-sets/CELC.txt
[2025-11-25T23:32:40.978743] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:32:40.978790] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:32:40.978832] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:32:40.978901] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:32:41.037252] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:32:41.037952] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:32:41.038051] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:32:41.038097] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:32:41.140170] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:32:41.140290] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:32:41.140331] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:32:41.140364] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:32:41.143693] [DEBUG] [FORECASTER] CELC: Forecast T+1@11:T+2@11: UP (p=75.69%)
[2025-11-25T23:32:41.144014] [INFO ] [FORECASTER] Completed predict_future for CELC
[2025-11-25T23:32:41.144165] [INFO ] [sig       ] CELC: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:32:41.286455] [INFO ] [LOCAL     ] Saved forecast: CELC	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/CELC.txt
[2025-11-25T23:32:41.286594] [INFO ] [sig       ] [654/3639] Completed CELC in 0.3s | 3.01 sym/s | Total: 3.6m | ETA: 16.5m
[2025-11-25T23:32:41.286668] [INFO ] [sig       ] [655/3639] Forecasting CELH...
[2025-11-25T23:32:41.286716] [INFO ] [sig       ] Generating forecast for: CELH
[2025-11-25T23:32:41.286758] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CELH' from 'https://tdm.silogroup.org/data/derivative_storage/CELH.csv'.
[2025-11-25T23:32:41.297960] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CELH'.
[2025-11-25T23:32:41.298264] [INFO ] [FORECASTER] Starting predict_future for CELH
[2025-11-25T23:32:41.299124] [DEBUG] [LOCAL     ] No optimal features file found for CELH: ./output/feature-sets/CELH.txt
[2025-11-25T23:32:41.299194] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:32:41.299255] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:32:41.299299] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:32:41.299391] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:32:41.358850] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:32:41.359499] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:32:41.359597] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:32:41.359674] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:32:41.463448] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:32:41.463601] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:32:41.463668] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:32:41.463748] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:32:41.467144] [DEBUG] [FORECASTER] CELH: Forecast T+1@11:T+2@11: UP (p=98.56%)
[2025-11-25T23:32:41.467612] [INFO ] [FORECASTER] Completed predict_future for CELH
[2025-11-25T23:32:41.467849] [INFO ] [sig       ] CELH: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:32:41.654045] [INFO ] [LOCAL     ] Saved forecast: CELH	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/CELH.txt
[2025-11-25T23:32:41.654212] [INFO ] [sig       ] [655/3639] Completed CELH in 0.4s | 3.01 sym/s | Total: 3.6m | ETA: 16.5m
[2025-11-25T23:32:41.654283] [INFO ] [sig       ] [656/3639] Forecasting CELZ...
[2025-11-25T23:32:41.654336] [INFO ] [sig       ] Generating forecast for: CELZ
[2025-11-25T23:32:41.654389] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CELZ' from 'https://tdm.silogroup.org/data/derivative_storage/CELZ.csv'.
[2025-11-25T23:32:41.666564] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CELZ'.
[2025-11-25T23:32:41.667006] [INFO ] [FORECASTER] Starting predict_future for CELZ
[2025-11-25T23:32:41.667975] [DEBUG] [LOCAL     ] No optimal features file found for CELZ: ./output/feature-sets/CELZ.txt
[2025-11-25T23:32:41.668048] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:32:41.668102] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:32:41.668157] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:32:41.668247] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:32:41.727284] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:32:41.727992] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:32:41.728114] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:32:41.728193] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:32:41.840552] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:32:41.840770] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:32:41.840836] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:32:41.840884] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:32:41.844405] [DEBUG] [FORECASTER] CELZ: Forecast T+1@11:T+2@11: DOWN (p=5.19%)
[2025-11-25T23:32:41.844798] [INFO ] [FORECASTER] Completed predict_future for CELZ
[2025-11-25T23:32:41.845017] [INFO ] [sig       ] CELZ: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:32:41.987436] [INFO ] [LOCAL     ] Saved forecast: CELZ	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/CELZ.txt
[2025-11-25T23:32:41.987658] [INFO ] [sig       ] [656/3639] Completed CELZ in 0.3s | 3.01 sym/s | Total: 3.6m | ETA: 16.5m
[2025-11-25T23:32:41.987719] [INFO ] [sig       ] [657/3639] Forecasting CENTA...
[2025-11-25T23:32:41.987764] [INFO ] [sig       ] Generating forecast for: CENTA
[2025-11-25T23:32:41.987804] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CENTA' from 'https://tdm.silogroup.org/data/derivative_storage/CENTA.csv'.
[2025-11-25T23:32:42.000087] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CENTA'.
[2025-11-25T23:32:42.000591] [INFO ] [FORECASTER] Starting predict_future for CENTA
[2025-11-25T23:32:42.001552] [DEBUG] [LOCAL     ] No optimal features file found for CENTA: ./output/feature-sets/CENTA.txt
[2025-11-25T23:32:42.001629] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:32:42.001698] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:32:42.001742] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:32:42.001814] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:32:42.061028] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:32:42.062042] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:32:42.062152] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:32:42.062245] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:32:42.168811] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:32:42.169020] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:32:42.169069] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:32:42.169106] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:32:42.172901] [DEBUG] [FORECASTER] CENTA: Forecast T+1@11:T+2@11: UP (p=70.89%)
[2025-11-25T23:32:42.173404] [INFO ] [FORECASTER] Completed predict_future for CENTA
[2025-11-25T23:32:42.173635] [INFO ] [sig       ] CENTA: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:32:42.318225] [INFO ] [LOCAL     ] Saved forecast: CENTA	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/CENTA.txt
[2025-11-25T23:32:42.318425] [INFO ] [sig       ] [657/3639] Completed CENTA in 0.3s | 3.01 sym/s | Total: 3.6m | ETA: 16.5m
[2025-11-25T23:32:42.318482] [INFO ] [sig       ] [658/3639] Forecasting CENX...
[2025-11-25T23:32:42.318528] [INFO ] [sig       ] Generating forecast for: CENX
[2025-11-25T23:32:42.318571] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CENX' from 'https://tdm.silogroup.org/data/derivative_storage/CENX.csv'.
[2025-11-25T23:32:42.332235] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CENX'.
[2025-11-25T23:32:42.332631] [INFO ] [FORECASTER] Starting predict_future for CENX
[2025-11-25T23:32:42.333513] [DEBUG] [LOCAL     ] No optimal features file found for CENX: ./output/feature-sets/CENX.txt
[2025-11-25T23:32:42.333584] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:32:42.333631] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:32:42.333695] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:32:42.333766] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:32:42.392347] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:32:42.393021] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:32:42.393121] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:32:42.393163] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:32:42.513499] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:32:42.513694] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:32:42.513766] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:32:42.513814] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:32:42.517401] [DEBUG] [FORECASTER] CENX: Forecast T+1@11:T+2@11: DOWN (p=3.38%)
[2025-11-25T23:32:42.517868] [INFO ] [FORECASTER] Completed predict_future for CENX
[2025-11-25T23:32:42.518096] [INFO ] [sig       ] CENX: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:32:42.662784] [INFO ] [LOCAL     ] Saved forecast: CENX	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/CENX.txt
[2025-11-25T23:32:42.662955] [INFO ] [sig       ] [658/3639] Completed CENX in 0.3s | 3.01 sym/s | Total: 3.6m | ETA: 16.5m
[2025-11-25T23:32:42.663014] [INFO ] [sig       ] [659/3639] Forecasting CERS...
[2025-11-25T23:32:42.663060] [INFO ] [sig       ] Generating forecast for: CERS
[2025-11-25T23:32:42.663102] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CERS' from 'https://tdm.silogroup.org/data/derivative_storage/CERS.csv'.
[2025-11-25T23:32:42.675798] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CERS'.
[2025-11-25T23:32:42.676134] [INFO ] [FORECASTER] Starting predict_future for CERS
[2025-11-25T23:32:42.677017] [DEBUG] [LOCAL     ] No optimal features file found for CERS: ./output/feature-sets/CERS.txt
[2025-11-25T23:32:42.677090] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:32:42.677150] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:32:42.677219] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:32:42.677304] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:32:42.736222] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:32:42.737081] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:32:42.737184] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:32:42.737243] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:32:42.857481] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:32:42.857698] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:32:42.857777] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:32:42.857826] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:32:42.861409] [DEBUG] [FORECASTER] CERS: Forecast T+1@11:T+2@11: DOWN (p=17.26%)
[2025-11-25T23:32:42.861755] [INFO ] [FORECASTER] Completed predict_future for CERS
[2025-11-25T23:32:42.861932] [INFO ] [sig       ] CERS: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:32:43.007047] [INFO ] [LOCAL     ] Saved forecast: CERS	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/CERS.txt
[2025-11-25T23:32:43.007234] [INFO ] [sig       ] [659/3639] Completed CERS in 0.3s | 3.01 sym/s | Total: 3.6m | ETA: 16.5m
[2025-11-25T23:32:43.007294] [INFO ] [sig       ] [660/3639] Forecasting CETX...
[2025-11-25T23:32:43.007345] [INFO ] [sig       ] Generating forecast for: CETX
[2025-11-25T23:32:43.007406] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CETX' from 'https://tdm.silogroup.org/data/derivative_storage/CETX.csv'.
[2025-11-25T23:32:43.020501] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CETX'.
[2025-11-25T23:32:43.021001] [INFO ] [FORECASTER] Starting predict_future for CETX
[2025-11-25T23:32:43.021916] [DEBUG] [LOCAL     ] No optimal features file found for CETX: ./output/feature-sets/CETX.txt
[2025-11-25T23:32:43.021995] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:32:43.022044] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:32:43.022085] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:32:43.022155] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:32:43.081318] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:32:43.082208] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:32:43.082309] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:32:43.082353] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:32:43.189860] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:32:43.190056] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:32:43.190102] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:32:43.190137] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:32:43.193605] [DEBUG] [FORECASTER] CETX: Forecast T+1@11:T+2@11: UP (p=91.55%)
[2025-11-25T23:32:43.193926] [INFO ] [FORECASTER] Completed predict_future for CETX
[2025-11-25T23:32:43.194080] [INFO ] [sig       ] CETX: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:32:43.337488] [INFO ] [LOCAL     ] Saved forecast: CETX	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/CETX.txt
[2025-11-25T23:32:43.337697] [INFO ] [sig       ] [660/3639] Completed CETX in 0.3s | 3.01 sym/s | Total: 3.6m | ETA: 16.5m
[2025-11-25T23:32:43.337756] [INFO ] [sig       ] [661/3639] Forecasting CETY...
[2025-11-25T23:32:43.337801] [INFO ] [sig       ] Generating forecast for: CETY
[2025-11-25T23:32:43.337846] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CETY' from 'https://tdm.silogroup.org/data/derivative_storage/CETY.csv'.
[2025-11-25T23:32:43.350170] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CETY'.
[2025-11-25T23:32:43.350526] [INFO ] [FORECASTER] Starting predict_future for CETY
[2025-11-25T23:32:43.351399] [DEBUG] [LOCAL     ] No optimal features file found for CETY: ./output/feature-sets/CETY.txt
[2025-11-25T23:32:43.351471] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:32:43.351520] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:32:43.351563] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:32:43.351633] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:32:43.410973] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:32:43.411626] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:32:43.411743] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:32:43.411793] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:32:43.517900] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:32:43.518049] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:32:43.518094] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:32:43.518128] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:32:43.521519] [DEBUG] [FORECASTER] CETY: Forecast T+1@11:T+2@11: DOWN (p=20.12%)
[2025-11-25T23:32:43.521829] [INFO ] [FORECASTER] Completed predict_future for CETY
[2025-11-25T23:32:43.521988] [INFO ] [sig       ] CETY: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:32:43.665192] [INFO ] [LOCAL     ] Saved forecast: CETY	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/CETY.txt
[2025-11-25T23:32:43.665361] [INFO ] [sig       ] [661/3639] Completed CETY in 0.3s | 3.01 sym/s | Total: 3.7m | ETA: 16.5m
[2025-11-25T23:32:43.665430] [INFO ] [sig       ] [662/3639] Forecasting CEVA...
[2025-11-25T23:32:43.665483] [INFO ] [sig       ] Generating forecast for: CEVA
[2025-11-25T23:32:43.665528] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CEVA' from 'https://tdm.silogroup.org/data/derivative_storage/CEVA.csv'.
[2025-11-25T23:32:43.678229] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CEVA'.
[2025-11-25T23:32:43.678613] [INFO ] [FORECASTER] Starting predict_future for CEVA
[2025-11-25T23:32:43.679503] [DEBUG] [LOCAL     ] No optimal features file found for CEVA: ./output/feature-sets/CEVA.txt
[2025-11-25T23:32:43.679573] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:32:43.679621] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:32:43.679676] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:32:43.679741] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:32:43.739609] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:32:43.740481] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:32:43.740584] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:32:43.740635] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:32:43.849103] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:32:43.849319] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:32:43.849384] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:32:43.849431] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:32:43.853065] [DEBUG] [FORECASTER] CEVA: Forecast T+1@11:T+2@11: DOWN (p=27.31%)
[2025-11-25T23:32:43.853397] [INFO ] [FORECASTER] Completed predict_future for CEVA
[2025-11-25T23:32:43.853683] [INFO ] [sig       ] CEVA: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:32:43.997515] [INFO ] [LOCAL     ] Saved forecast: CEVA	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/CEVA.txt
[2025-11-25T23:32:43.997715] [INFO ] [sig       ] [662/3639] Completed CEVA in 0.3s | 3.01 sym/s | Total: 3.7m | ETA: 16.5m
[2025-11-25T23:32:43.997775] [INFO ] [sig       ] [663/3639] Forecasting CF...
[2025-11-25T23:32:43.997825] [INFO ] [sig       ] Generating forecast for: CF
[2025-11-25T23:32:43.997881] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CF' from 'https://tdm.silogroup.org/data/derivative_storage/CF.csv'.
[2025-11-25T23:32:44.010364] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CF'.
[2025-11-25T23:32:44.010788] [INFO ] [FORECASTER] Starting predict_future for CF
[2025-11-25T23:32:44.011686] [DEBUG] [LOCAL     ] No optimal features file found for CF: ./output/feature-sets/CF.txt
[2025-11-25T23:32:44.011761] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:32:44.011810] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:32:44.011852] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:32:44.011936] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:32:44.073328] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:32:44.074109] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:32:44.074214] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:32:44.074263] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:32:44.181166] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:32:44.181333] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:32:44.181380] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:32:44.181413] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:32:44.184960] [DEBUG] [FORECASTER] CF: Forecast T+1@11:T+2@11: DOWN (p=38.01%)
[2025-11-25T23:32:44.185407] [INFO ] [FORECASTER] Completed predict_future for CF
[2025-11-25T23:32:44.185633] [INFO ] [sig       ] CF: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:32:44.330899] [INFO ] [LOCAL     ] Saved forecast: CF	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/CF.txt
[2025-11-25T23:32:44.331067] [INFO ] [sig       ] [663/3639] Completed CF in 0.3s | 3.01 sym/s | Total: 3.7m | ETA: 16.5m
[2025-11-25T23:32:44.331125] [INFO ] [sig       ] [664/3639] Forecasting CFFN...
[2025-11-25T23:32:44.331171] [INFO ] [sig       ] Generating forecast for: CFFN
[2025-11-25T23:32:44.331217] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CFFN' from 'https://tdm.silogroup.org/data/derivative_storage/CFFN.csv'.
[2025-11-25T23:32:44.342876] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CFFN'.
[2025-11-25T23:32:44.343198] [INFO ] [FORECASTER] Starting predict_future for CFFN
[2025-11-25T23:32:44.344072] [DEBUG] [LOCAL     ] No optimal features file found for CFFN: ./output/feature-sets/CFFN.txt
[2025-11-25T23:32:44.344144] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:32:44.344191] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:32:44.344244] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:32:44.344326] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:32:44.403126] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:32:44.403813] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:32:44.403917] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:32:44.403977] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:32:44.510338] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:32:44.510541] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:32:44.510588] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:32:44.510622] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:32:44.514121] [DEBUG] [FORECASTER] CFFN: Forecast T+1@11:T+2@11: DOWN (p=17.13%)
[2025-11-25T23:32:44.514591] [INFO ] [FORECASTER] Completed predict_future for CFFN
[2025-11-25T23:32:44.514829] [INFO ] [sig       ] CFFN: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:32:44.657575] [INFO ] [LOCAL     ] Saved forecast: CFFN	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/CFFN.txt
[2025-11-25T23:32:44.657767] [INFO ] [sig       ] [664/3639] Completed CFFN in 0.3s | 3.01 sym/s | Total: 3.7m | ETA: 16.5m
[2025-11-25T23:32:44.657832] [INFO ] [sig       ] [665/3639] Forecasting CFG...
[2025-11-25T23:32:44.657880] [INFO ] [sig       ] Generating forecast for: CFG
[2025-11-25T23:32:44.657932] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CFG' from 'https://tdm.silogroup.org/data/derivative_storage/CFG.csv'.
[2025-11-25T23:32:44.670470] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CFG'.
[2025-11-25T23:32:44.670835] [INFO ] [FORECASTER] Starting predict_future for CFG
[2025-11-25T23:32:44.671719] [DEBUG] [LOCAL     ] No optimal features file found for CFG: ./output/feature-sets/CFG.txt
[2025-11-25T23:32:44.671793] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:32:44.671842] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:32:44.671884] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:32:44.671958] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:32:44.734317] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:32:44.735001] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:32:44.735118] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:32:44.735174] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:32:44.842690] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:32:44.842900] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:32:44.842950] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:32:44.842986] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:32:44.846691] [DEBUG] [FORECASTER] CFG: Forecast T+1@11:T+2@11: DOWN (p=2.35%)
[2025-11-25T23:32:44.847049] [INFO ] [FORECASTER] Completed predict_future for CFG
[2025-11-25T23:32:44.847227] [INFO ] [sig       ] CFG: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:32:44.991498] [INFO ] [LOCAL     ] Saved forecast: CFG	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/CFG.txt
[2025-11-25T23:32:44.991694] [INFO ] [sig       ] [665/3639] Completed CFG in 0.3s | 3.01 sym/s | Total: 3.7m | ETA: 16.4m
[2025-11-25T23:32:44.991757] [INFO ] [sig       ] [666/3639] Forecasting CFO...
[2025-11-25T23:32:44.991803] [INFO ] [sig       ] Generating forecast for: CFO
[2025-11-25T23:32:44.991846] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CFO' from 'https://tdm.silogroup.org/data/derivative_storage/CFO.csv'.
[2025-11-25T23:32:45.006751] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CFO'.
[2025-11-25T23:32:45.007240] [INFO ] [FORECASTER] Starting predict_future for CFO
[2025-11-25T23:32:45.008151] [DEBUG] [LOCAL     ] No optimal features file found for CFO: ./output/feature-sets/CFO.txt
[2025-11-25T23:32:45.008223] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:32:45.008272] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:32:45.008315] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:32:45.008439] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:32:45.067953] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:32:45.068899] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:32:45.069001] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:32:45.069045] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:32:45.157857] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:32:45.158049] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:32:45.158096] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:32:45.158131] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:32:45.161681] [DEBUG] [FORECASTER] CFO: Forecast T+1@11:T+2@11: DOWN (p=7.90%)
[2025-11-25T23:32:45.161982] [INFO ] [FORECASTER] Completed predict_future for CFO
[2025-11-25T23:32:45.162122] [INFO ] [sig       ] CFO: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:32:45.304819] [INFO ] [LOCAL     ] Saved forecast: CFO	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/CFO.txt
[2025-11-25T23:32:45.304966] [INFO ] [sig       ] [666/3639] Completed CFO in 0.3s | 3.01 sym/s | Total: 3.7m | ETA: 16.4m
[2025-11-25T23:32:45.305032] [INFO ] [sig       ] [667/3639] Forecasting CG...
[2025-11-25T23:32:45.305085] [INFO ] [sig       ] Generating forecast for: CG
[2025-11-25T23:32:45.305138] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CG' from 'https://tdm.silogroup.org/data/derivative_storage/CG.csv'.
[2025-11-25T23:32:45.316727] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CG'.
[2025-11-25T23:32:45.317063] [INFO ] [FORECASTER] Starting predict_future for CG
[2025-11-25T23:32:45.317962] [DEBUG] [LOCAL     ] No optimal features file found for CG: ./output/feature-sets/CG.txt
[2025-11-25T23:32:45.318033] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:32:45.318081] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:32:45.318123] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:32:45.318192] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:32:45.377022] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:32:45.377723] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:32:45.377820] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:32:45.377868] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:32:45.488291] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:32:45.488438] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:32:45.488482] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:32:45.488516] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:32:45.491953] [DEBUG] [FORECASTER] CG: Forecast T+1@11:T+2@11: UP (p=67.50%)
[2025-11-25T23:32:45.492403] [INFO ] [FORECASTER] Completed predict_future for CG
[2025-11-25T23:32:45.492627] [INFO ] [sig       ] CG: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:32:45.634315] [INFO ] [LOCAL     ] Saved forecast: CG	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/CG.txt
[2025-11-25T23:32:45.634468] [INFO ] [sig       ] [667/3639] Completed CG in 0.3s | 3.01 sym/s | Total: 3.7m | ETA: 16.4m
[2025-11-25T23:32:45.634526] [INFO ] [sig       ] [668/3639] Forecasting CGABL...
[2025-11-25T23:32:45.634572] [INFO ] [sig       ] Generating forecast for: CGABL
[2025-11-25T23:32:45.634629] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CGABL' from 'https://tdm.silogroup.org/data/derivative_storage/CGABL.csv'.
[2025-11-25T23:32:45.647731] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CGABL'.
[2025-11-25T23:32:45.648177] [INFO ] [FORECASTER] Starting predict_future for CGABL
[2025-11-25T23:32:45.649099] [DEBUG] [LOCAL     ] No optimal features file found for CGABL: ./output/feature-sets/CGABL.txt
[2025-11-25T23:32:45.649174] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:32:45.649225] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:32:45.649270] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:32:45.649342] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:32:45.708269] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:32:45.709303] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:32:45.709418] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:32:45.709468] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:32:45.819719] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:32:45.819978] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:32:45.820029] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:32:45.820064] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:32:45.823728] [DEBUG] [FORECASTER] CGABL: Forecast T+1@11:T+2@11: UP (p=95.38%)
[2025-11-25T23:32:45.824043] [INFO ] [FORECASTER] Completed predict_future for CGABL
[2025-11-25T23:32:45.824217] [INFO ] [sig       ] CGABL: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:32:45.969389] [INFO ] [LOCAL     ] Saved forecast: CGABL	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/CGABL.txt
[2025-11-25T23:32:45.969557] [INFO ] [sig       ] [668/3639] Completed CGABL in 0.3s | 3.01 sym/s | Total: 3.7m | ETA: 16.4m
[2025-11-25T23:32:45.969615] [INFO ] [sig       ] [669/3639] Forecasting CGBD...
[2025-11-25T23:32:45.969683] [INFO ] [sig       ] Generating forecast for: CGBD
[2025-11-25T23:32:45.969730] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CGBD' from 'https://tdm.silogroup.org/data/derivative_storage/CGBD.csv'.
[2025-11-25T23:32:45.982673] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CGBD'.
[2025-11-25T23:32:45.983007] [INFO ] [FORECASTER] Starting predict_future for CGBD
[2025-11-25T23:32:45.983866] [DEBUG] [LOCAL     ] No optimal features file found for CGBD: ./output/feature-sets/CGBD.txt
[2025-11-25T23:32:45.983939] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:32:45.983988] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:32:45.984031] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:32:45.984102] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:32:46.045703] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:32:46.046554] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:32:46.046683] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:32:46.046738] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:32:46.151226] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:32:46.151397] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:32:46.151445] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:32:46.151478] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:32:46.154957] [DEBUG] [FORECASTER] CGBD: Forecast T+1@11:T+2@11: DOWN (p=3.54%)
[2025-11-25T23:32:46.155254] [INFO ] [FORECASTER] Completed predict_future for CGBD
[2025-11-25T23:32:46.155415] [INFO ] [sig       ] CGBD: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:32:46.297111] [INFO ] [LOCAL     ] Saved forecast: CGBD	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/CGBD.txt
[2025-11-25T23:32:46.297312] [INFO ] [sig       ] [669/3639] Completed CGBD in 0.3s | 3.01 sym/s | Total: 3.7m | ETA: 16.4m
[2025-11-25T23:32:46.297391] [INFO ] [sig       ] [670/3639] Forecasting CGC...
[2025-11-25T23:32:46.297453] [INFO ] [sig       ] Generating forecast for: CGC
[2025-11-25T23:32:46.297510] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CGC' from 'https://tdm.silogroup.org/data/derivative_storage/CGC.csv'.
[2025-11-25T23:32:46.310171] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CGC'.
[2025-11-25T23:32:46.310504] [INFO ] [FORECASTER] Starting predict_future for CGC
[2025-11-25T23:32:46.311375] [DEBUG] [LOCAL     ] No optimal features file found for CGC: ./output/feature-sets/CGC.txt
[2025-11-25T23:32:46.311448] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:32:46.311498] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:32:46.311539] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:32:46.311609] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:32:46.370059] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:32:46.370783] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:32:46.370886] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:32:46.370937] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:32:46.476247] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:32:46.476411] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:32:46.476461] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:32:46.476496] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:32:46.480077] [DEBUG] [FORECASTER] CGC: Forecast T+1@11:T+2@11: DOWN (p=0.96%)
[2025-11-25T23:32:46.480420] [INFO ] [FORECASTER] Completed predict_future for CGC
[2025-11-25T23:32:46.480610] [INFO ] [sig       ] CGC: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:32:46.627031] [INFO ] [LOCAL     ] Saved forecast: CGC	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/CGC.txt
[2025-11-25T23:32:46.627201] [INFO ] [sig       ] [670/3639] Completed CGC in 0.3s | 3.01 sym/s | Total: 3.7m | ETA: 16.4m
[2025-11-25T23:32:46.627259] [INFO ] [sig       ] [671/3639] Forecasting CGEM...
[2025-11-25T23:32:46.627303] [INFO ] [sig       ] Generating forecast for: CGEM
[2025-11-25T23:32:46.627346] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CGEM' from 'https://tdm.silogroup.org/data/derivative_storage/CGEM.csv'.
[2025-11-25T23:32:46.639896] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CGEM'.
[2025-11-25T23:32:46.640342] [INFO ] [FORECASTER] Starting predict_future for CGEM
[2025-11-25T23:32:46.641270] [DEBUG] [LOCAL     ] No optimal features file found for CGEM: ./output/feature-sets/CGEM.txt
[2025-11-25T23:32:46.641343] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:32:46.641391] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:32:46.641433] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:32:46.641505] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:32:46.700579] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:32:46.701532] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:32:46.701662] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:32:46.701714] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:32:46.807682] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:32:46.807902] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:32:46.807950] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:32:46.807984] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:32:46.811459] [DEBUG] [FORECASTER] CGEM: Forecast T+1@11:T+2@11: UP (p=92.07%)
[2025-11-25T23:32:46.811778] [INFO ] [FORECASTER] Completed predict_future for CGEM
[2025-11-25T23:32:46.811936] [INFO ] [sig       ] CGEM: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:32:46.953205] [INFO ] [LOCAL     ] Saved forecast: CGEM	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/CGEM.txt
[2025-11-25T23:32:46.953375] [INFO ] [sig       ] [671/3639] Completed CGEM in 0.3s | 3.01 sym/s | Total: 3.7m | ETA: 16.4m
[2025-11-25T23:32:46.953434] [INFO ] [sig       ] [672/3639] Forecasting CGEN...
[2025-11-25T23:32:46.953490] [INFO ] [sig       ] Generating forecast for: CGEN
[2025-11-25T23:32:46.953545] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CGEN' from 'https://tdm.silogroup.org/data/derivative_storage/CGEN.csv'.
[2025-11-25T23:32:46.965919] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CGEN'.
[2025-11-25T23:32:46.966326] [INFO ] [FORECASTER] Starting predict_future for CGEN
[2025-11-25T23:32:46.967207] [DEBUG] [LOCAL     ] No optimal features file found for CGEN: ./output/feature-sets/CGEN.txt
[2025-11-25T23:32:46.967279] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:32:46.967381] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:32:46.967429] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:32:46.967503] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:32:47.025433] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:32:47.026127] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:32:47.026229] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:32:47.026271] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:32:47.120167] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:32:47.120357] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:32:47.120404] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:32:47.120440] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:32:47.123884] [DEBUG] [FORECASTER] CGEN: Forecast T+1@11:T+2@11: DOWN (p=14.33%)
[2025-11-25T23:32:47.124183] [INFO ] [FORECASTER] Completed predict_future for CGEN
[2025-11-25T23:32:47.124327] [INFO ] [sig       ] CGEN: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:32:47.265726] [INFO ] [LOCAL     ] Saved forecast: CGEN	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/CGEN.txt
[2025-11-25T23:32:47.265886] [INFO ] [sig       ] [672/3639] Completed CGEN in 0.3s | 3.01 sym/s | Total: 3.7m | ETA: 16.4m
[2025-11-25T23:32:47.265944] [INFO ] [sig       ] [673/3639] Forecasting CGNX...
[2025-11-25T23:32:47.265987] [INFO ] [sig       ] Generating forecast for: CGNX
[2025-11-25T23:32:47.266029] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CGNX' from 'https://tdm.silogroup.org/data/derivative_storage/CGNX.csv'.
[2025-11-25T23:32:47.277770] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CGNX'.
[2025-11-25T23:32:47.278121] [INFO ] [FORECASTER] Starting predict_future for CGNX
[2025-11-25T23:32:47.279023] [DEBUG] [LOCAL     ] No optimal features file found for CGNX: ./output/feature-sets/CGNX.txt
[2025-11-25T23:32:47.279093] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:32:47.279140] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:32:47.279181] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:32:47.279249] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:32:47.337127] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:32:47.337851] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:32:47.337950] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:32:47.337998] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:32:47.437438] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:32:47.437595] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:32:47.437659] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:32:47.437720] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:32:47.441179] [DEBUG] [FORECASTER] CGNX: Forecast T+1@11:T+2@11: UP (p=98.86%)
[2025-11-25T23:32:47.441498] [INFO ] [FORECASTER] Completed predict_future for CGNX
[2025-11-25T23:32:47.441673] [INFO ] [sig       ] CGNX: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:32:47.592950] [INFO ] [LOCAL     ] Saved forecast: CGNX	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/CGNX.txt
[2025-11-25T23:32:47.593158] [INFO ] [sig       ] [673/3639] Completed CGNX in 0.3s | 3.01 sym/s | Total: 3.7m | ETA: 16.4m
[2025-11-25T23:32:47.593249] [INFO ] [sig       ] [674/3639] Forecasting CGO...
[2025-11-25T23:32:47.593322] [INFO ] [sig       ] Generating forecast for: CGO
[2025-11-25T23:32:47.593396] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CGO' from 'https://tdm.silogroup.org/data/derivative_storage/CGO.csv'.
[2025-11-25T23:32:47.606390] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CGO'.
[2025-11-25T23:32:47.606848] [INFO ] [FORECASTER] Starting predict_future for CGO
[2025-11-25T23:32:47.607825] [DEBUG] [LOCAL     ] No optimal features file found for CGO: ./output/feature-sets/CGO.txt
[2025-11-25T23:32:47.607914] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:32:47.607980] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:32:47.608033] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:32:47.608154] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:32:47.670855] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:32:47.671736] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:32:47.671854] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:32:47.671905] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:32:47.765147] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:32:47.765377] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:32:47.765437] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:32:47.765483] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:32:47.769099] [DEBUG] [FORECASTER] CGO: Forecast T+1@11:T+2@11: UP (p=95.82%)
[2025-11-25T23:32:47.769417] [INFO ] [FORECASTER] Completed predict_future for CGO
[2025-11-25T23:32:47.769580] [INFO ] [sig       ] CGO: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:32:47.915839] [INFO ] [LOCAL     ] Saved forecast: CGO	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/CGO.txt
[2025-11-25T23:32:47.916012] [INFO ] [sig       ] [674/3639] Completed CGO in 0.3s | 3.01 sym/s | Total: 3.7m | ETA: 16.4m
[2025-11-25T23:32:47.916069] [INFO ] [sig       ] [675/3639] Forecasting CGON...
[2025-11-25T23:32:47.916191] [INFO ] [sig       ] Generating forecast for: CGON
[2025-11-25T23:32:47.916237] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CGON' from 'https://tdm.silogroup.org/data/derivative_storage/CGON.csv'.
[2025-11-25T23:32:47.928612] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CGON'.
[2025-11-25T23:32:47.929106] [INFO ] [FORECASTER] Starting predict_future for CGON
[2025-11-25T23:32:47.930000] [DEBUG] [LOCAL     ] No optimal features file found for CGON: ./output/feature-sets/CGON.txt
[2025-11-25T23:32:47.930072] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:32:47.930119] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:32:47.930160] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:32:47.930229] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:32:47.990294] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:32:47.991295] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:32:47.991408] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:32:47.991457] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:32:48.100113] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:32:48.100322] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:32:48.100372] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:32:48.100408] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:32:48.104275] [DEBUG] [FORECASTER] CGON: Forecast T+1@11:T+2@11: DOWN (p=35.54%)
[2025-11-25T23:32:48.104614] [INFO ] [FORECASTER] Completed predict_future for CGON
[2025-11-25T23:32:48.104815] [INFO ] [sig       ] CGON: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:32:48.259356] [INFO ] [LOCAL     ] Saved forecast: CGON	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/CGON.txt
[2025-11-25T23:32:48.259552] [INFO ] [sig       ] [675/3639] Completed CGON in 0.3s | 3.01 sym/s | Total: 3.7m | ETA: 16.4m
[2025-11-25T23:32:48.259621] [INFO ] [sig       ] [676/3639] Forecasting CGTX...
[2025-11-25T23:32:48.259699] [INFO ] [sig       ] Generating forecast for: CGTX
[2025-11-25T23:32:48.259744] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CGTX' from 'https://tdm.silogroup.org/data/derivative_storage/CGTX.csv'.
[2025-11-25T23:32:48.271946] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CGTX'.
[2025-11-25T23:32:48.272314] [INFO ] [FORECASTER] Starting predict_future for CGTX
[2025-11-25T23:32:48.273196] [DEBUG] [LOCAL     ] No optimal features file found for CGTX: ./output/feature-sets/CGTX.txt
[2025-11-25T23:32:48.273267] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:32:48.273314] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:32:48.273356] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:32:48.273424] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:32:48.330831] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:32:48.331603] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:32:48.331728] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:32:48.331777] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:32:48.433140] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:32:48.433321] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:32:48.433367] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:32:48.433402] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:32:48.436933] [DEBUG] [FORECASTER] CGTX: Forecast T+1@11:T+2@11: UP (p=77.47%)
[2025-11-25T23:32:48.437237] [INFO ] [FORECASTER] Completed predict_future for CGTX
[2025-11-25T23:32:48.437413] [INFO ] [sig       ] CGTX: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:32:48.579367] [INFO ] [LOCAL     ] Saved forecast: CGTX	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/CGTX.txt
[2025-11-25T23:32:48.579546] [INFO ] [sig       ] [676/3639] Completed CGTX in 0.3s | 3.01 sym/s | Total: 3.7m | ETA: 16.4m
[2025-11-25T23:32:48.579608] [INFO ] [sig       ] [677/3639] Forecasting CHCI...
[2025-11-25T23:32:48.579674] [INFO ] [sig       ] Generating forecast for: CHCI
[2025-11-25T23:32:48.579744] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CHCI' from 'https://tdm.silogroup.org/data/derivative_storage/CHCI.csv'.
[2025-11-25T23:32:48.592302] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CHCI'.
[2025-11-25T23:32:48.592760] [INFO ] [FORECASTER] Starting predict_future for CHCI
[2025-11-25T23:32:48.593672] [DEBUG] [LOCAL     ] No optimal features file found for CHCI: ./output/feature-sets/CHCI.txt
[2025-11-25T23:32:48.593742] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:32:48.593803] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:32:48.593856] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:32:48.593944] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:32:48.655104] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:32:48.655984] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:32:48.656089] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:32:48.656152] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:32:48.751461] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:32:48.751680] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:32:48.751739] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:32:48.751776] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:32:48.755546] [DEBUG] [FORECASTER] CHCI: Forecast T+1@11:T+2@11: UP (p=97.37%)
[2025-11-25T23:32:48.755874] [INFO ] [FORECASTER] Completed predict_future for CHCI
[2025-11-25T23:32:48.756056] [INFO ] [sig       ] CHCI: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:32:48.898978] [INFO ] [LOCAL     ] Saved forecast: CHCI	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/CHCI.txt
[2025-11-25T23:32:48.899148] [INFO ] [sig       ] [677/3639] Completed CHCI in 0.3s | 3.02 sym/s | Total: 3.7m | ETA: 16.4m
[2025-11-25T23:32:48.899206] [INFO ] [sig       ] [678/3639] Forecasting CHCO...
[2025-11-25T23:32:48.899333] [INFO ] [sig       ] Generating forecast for: CHCO
[2025-11-25T23:32:48.899378] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CHCO' from 'https://tdm.silogroup.org/data/derivative_storage/CHCO.csv'.
[2025-11-25T23:32:48.911085] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CHCO'.
[2025-11-25T23:32:48.911429] [INFO ] [FORECASTER] Starting predict_future for CHCO
[2025-11-25T23:32:48.912332] [DEBUG] [LOCAL     ] No optimal features file found for CHCO: ./output/feature-sets/CHCO.txt
[2025-11-25T23:32:48.912405] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:32:48.912452] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:32:48.912490] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:32:48.912562] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:32:48.981824] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:32:48.982997] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:32:48.983133] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:32:48.983203] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:32:49.090190] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:32:49.090379] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:32:49.090426] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:32:49.090461] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:32:49.094029] [DEBUG] [FORECASTER] CHCO: Forecast T+1@11:T+2@11: UP (p=58.75%)
[2025-11-25T23:32:49.094334] [INFO ] [FORECASTER] Completed predict_future for CHCO
[2025-11-25T23:32:49.094484] [INFO ] [sig       ] CHCO: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:32:49.237227] [INFO ] [LOCAL     ] Saved forecast: CHCO	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/CHCO.txt
[2025-11-25T23:32:49.237405] [INFO ] [sig       ] [678/3639] Completed CHCO in 0.3s | 3.02 sym/s | Total: 3.7m | ETA: 16.4m
[2025-11-25T23:32:49.237473] [INFO ] [sig       ] [679/3639] Forecasting CHD...
[2025-11-25T23:32:49.237523] [INFO ] [sig       ] Generating forecast for: CHD
[2025-11-25T23:32:49.237670] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CHD' from 'https://tdm.silogroup.org/data/derivative_storage/CHD.csv'.
[2025-11-25T23:32:49.252136] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CHD'.
[2025-11-25T23:32:49.252854] [INFO ] [FORECASTER] Starting predict_future for CHD
[2025-11-25T23:32:49.253985] [DEBUG] [LOCAL     ] No optimal features file found for CHD: ./output/feature-sets/CHD.txt
[2025-11-25T23:32:49.254064] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:32:49.254117] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:32:49.254169] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:32:49.254245] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:32:49.317505] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:32:49.318746] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:32:49.318870] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:32:49.318922] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:32:49.447337] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:32:49.447635] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:32:49.447752] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:32:49.447824] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:32:49.451906] [DEBUG] [FORECASTER] CHD: Forecast T+1@11:T+2@11: DOWN (p=20.13%)
[2025-11-25T23:32:49.452247] [INFO ] [FORECASTER] Completed predict_future for CHD
[2025-11-25T23:32:49.452411] [INFO ] [sig       ] CHD: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:32:49.601152] [INFO ] [LOCAL     ] Saved forecast: CHD	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/CHD.txt
[2025-11-25T23:32:49.601379] [INFO ] [sig       ] [679/3639] Completed CHD in 0.4s | 3.01 sym/s | Total: 3.8m | ETA: 16.4m
[2025-11-25T23:32:49.601443] [INFO ] [sig       ] [680/3639] Forecasting CHDN...
[2025-11-25T23:32:49.601488] [INFO ] [sig       ] Generating forecast for: CHDN
[2025-11-25T23:32:49.601532] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CHDN' from 'https://tdm.silogroup.org/data/derivative_storage/CHDN.csv'.
[2025-11-25T23:32:49.616249] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CHDN'.
[2025-11-25T23:32:49.616797] [INFO ] [FORECASTER] Starting predict_future for CHDN
[2025-11-25T23:32:49.617851] [DEBUG] [LOCAL     ] No optimal features file found for CHDN: ./output/feature-sets/CHDN.txt
[2025-11-25T23:32:49.617925] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:32:49.617979] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:32:49.618023] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:32:49.618100] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:32:49.680977] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:32:49.682201] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:32:49.682327] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:32:49.682379] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:32:49.808602] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:32:49.809021] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:32:49.809078] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:32:49.809114] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:32:49.813291] [DEBUG] [FORECASTER] CHDN: Forecast T+1@11:T+2@11: DOWN (p=37.51%)
[2025-11-25T23:32:49.813671] [INFO ] [FORECASTER] Completed predict_future for CHDN
[2025-11-25T23:32:49.813897] [INFO ] [sig       ] CHDN: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:32:49.965193] [INFO ] [LOCAL     ] Saved forecast: CHDN	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/CHDN.txt
[2025-11-25T23:32:49.965470] [INFO ] [sig       ] [680/3639] Completed CHDN in 0.4s | 3.01 sym/s | Total: 3.8m | ETA: 16.4m
[2025-11-25T23:32:49.965545] [INFO ] [sig       ] [681/3639] Forecasting CHE...
[2025-11-25T23:32:49.965593] [INFO ] [sig       ] Generating forecast for: CHE
[2025-11-25T23:32:49.965661] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CHE' from 'https://tdm.silogroup.org/data/derivative_storage/CHE.csv'.
[2025-11-25T23:32:49.980164] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CHE'.
[2025-11-25T23:32:49.980704] [INFO ] [FORECASTER] Starting predict_future for CHE
[2025-11-25T23:32:49.981718] [DEBUG] [LOCAL     ] No optimal features file found for CHE: ./output/feature-sets/CHE.txt
[2025-11-25T23:32:49.981791] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:32:49.981842] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:32:49.981883] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:32:49.981964] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:32:50.044726] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:32:50.046000] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:32:50.046165] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:32:50.046226] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:32:50.168319] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:32:50.168587] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:32:50.168657] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:32:50.168705] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:32:50.172788] [DEBUG] [FORECASTER] CHE: Forecast T+1@11:T+2@11: UP (p=76.69%)
[2025-11-25T23:32:50.173178] [INFO ] [FORECASTER] Completed predict_future for CHE
[2025-11-25T23:32:50.173350] [INFO ] [sig       ] CHE: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:32:50.323295] [INFO ] [LOCAL     ] Saved forecast: CHE	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/CHE.txt
[2025-11-25T23:32:50.323550] [INFO ] [sig       ] [681/3639] Completed CHE in 0.4s | 3.01 sym/s | Total: 3.8m | ETA: 16.4m
[2025-11-25T23:32:50.323613] [INFO ] [sig       ] [682/3639] Forecasting CHEF...
[2025-11-25T23:32:50.323690] [INFO ] [sig       ] Generating forecast for: CHEF
[2025-11-25T23:32:50.323739] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CHEF' from 'https://tdm.silogroup.org/data/derivative_storage/CHEF.csv'.
[2025-11-25T23:32:50.339106] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CHEF'.
[2025-11-25T23:32:50.339753] [INFO ] [FORECASTER] Starting predict_future for CHEF
[2025-11-25T23:32:50.340852] [DEBUG] [LOCAL     ] No optimal features file found for CHEF: ./output/feature-sets/CHEF.txt
[2025-11-25T23:32:50.340925] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:32:50.340977] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:32:50.341020] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:32:50.341164] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:32:50.404232] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:32:50.405461] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:32:50.405587] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:32:50.405639] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:32:50.514723] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:32:50.514984] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:32:50.515065] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:32:50.515106] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:32:50.519284] [DEBUG] [FORECASTER] CHEF: Forecast T+1@11:T+2@11: DOWN (p=22.89%)
[2025-11-25T23:32:50.519676] [INFO ] [FORECASTER] Completed predict_future for CHEF
[2025-11-25T23:32:50.519863] [INFO ] [sig       ] CHEF: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:32:50.665661] [INFO ] [LOCAL     ] Saved forecast: CHEF	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/CHEF.txt
[2025-11-25T23:32:50.665895] [INFO ] [sig       ] [682/3639] Completed CHEF in 0.3s | 3.01 sym/s | Total: 3.8m | ETA: 16.4m
[2025-11-25T23:32:50.665982] [INFO ] [sig       ] [683/3639] Forecasting CHH...
[2025-11-25T23:32:50.666040] [INFO ] [sig       ] Generating forecast for: CHH
[2025-11-25T23:32:50.666132] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CHH' from 'https://tdm.silogroup.org/data/derivative_storage/CHH.csv'.
[2025-11-25T23:32:50.680040] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CHH'.
[2025-11-25T23:32:50.680564] [INFO ] [FORECASTER] Starting predict_future for CHH
[2025-11-25T23:32:50.681540] [DEBUG] [LOCAL     ] No optimal features file found for CHH: ./output/feature-sets/CHH.txt
[2025-11-25T23:32:50.681616] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:32:50.681736] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:32:50.681783] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:32:50.681856] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:32:50.743347] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:32:50.744544] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:32:50.744690] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:32:50.744758] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:32:50.868820] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:32:50.869094] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:32:50.869146] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:32:50.869183] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:32:50.873735] [DEBUG] [FORECASTER] CHH: Forecast T+1@11:T+2@11: DOWN (p=22.32%)
[2025-11-25T23:32:50.874265] [INFO ] [FORECASTER] Completed predict_future for CHH
[2025-11-25T23:32:50.874506] [INFO ] [sig       ] CHH: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:32:51.025685] [INFO ] [LOCAL     ] Saved forecast: CHH	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/CHH.txt
[2025-11-25T23:32:51.025944] [INFO ] [sig       ] [683/3639] Completed CHH in 0.4s | 3.01 sym/s | Total: 3.8m | ETA: 16.3m
[2025-11-25T23:32:51.026007] [INFO ] [sig       ] [684/3639] Forecasting CHI...
[2025-11-25T23:32:51.026180] [INFO ] [sig       ] Generating forecast for: CHI
[2025-11-25T23:32:51.026237] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CHI' from 'https://tdm.silogroup.org/data/derivative_storage/CHI.csv'.
[2025-11-25T23:32:51.039929] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CHI'.
[2025-11-25T23:32:51.040443] [INFO ] [FORECASTER] Starting predict_future for CHI
[2025-11-25T23:32:51.041503] [DEBUG] [LOCAL     ] No optimal features file found for CHI: ./output/feature-sets/CHI.txt
[2025-11-25T23:32:51.041579] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:32:51.041630] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:32:51.041699] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:32:51.041777] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:32:51.104316] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:32:51.105958] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:32:51.106085] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:32:51.106151] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:32:51.229437] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:32:51.229742] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:32:51.229802] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:32:51.229852] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:32:51.234385] [DEBUG] [FORECASTER] CHI: Forecast T+1@11:T+2@11: UP (p=50.09%)
[2025-11-25T23:32:51.234855] [INFO ] [FORECASTER] Completed predict_future for CHI
[2025-11-25T23:32:51.235064] [INFO ] [sig       ] CHI: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:32:51.384628] [INFO ] [LOCAL     ] Saved forecast: CHI	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/CHI.txt
[2025-11-25T23:32:51.384893] [INFO ] [sig       ] [684/3639] Completed CHI in 0.4s | 3.01 sym/s | Total: 3.8m | ETA: 16.3m
[2025-11-25T23:32:51.384960] [INFO ] [sig       ] [685/3639] Forecasting CHKP...
[2025-11-25T23:32:51.385008] [INFO ] [sig       ] Generating forecast for: CHKP
[2025-11-25T23:32:51.385054] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CHKP' from 'https://tdm.silogroup.org/data/derivative_storage/CHKP.csv'.
[2025-11-25T23:32:51.398922] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CHKP'.
[2025-11-25T23:32:51.399432] [INFO ] [FORECASTER] Starting predict_future for CHKP
[2025-11-25T23:32:51.400478] [DEBUG] [LOCAL     ] No optimal features file found for CHKP: ./output/feature-sets/CHKP.txt
[2025-11-25T23:32:51.400554] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:32:51.400604] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:32:51.400669] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:32:51.400742] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:32:51.461198] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:32:51.462261] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:32:51.462378] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:32:51.462428] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:32:51.586547] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:32:51.586816] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:32:51.586898] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:32:51.586947] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:32:51.591124] [DEBUG] [FORECASTER] CHKP: Forecast T+1@11:T+2@11: UP (p=94.34%)
[2025-11-25T23:32:51.591480] [INFO ] [FORECASTER] Completed predict_future for CHKP
[2025-11-25T23:32:51.591682] [INFO ] [sig       ] CHKP: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:32:51.746635] [INFO ] [LOCAL     ] Saved forecast: CHKP	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/CHKP.txt
[2025-11-25T23:32:51.746978] [INFO ] [sig       ] [685/3639] Completed CHKP in 0.4s | 3.01 sym/s | Total: 3.8m | ETA: 16.3m
[2025-11-25T23:32:51.747047] [INFO ] [sig       ] [686/3639] Forecasting CHMI...
[2025-11-25T23:32:51.747143] [INFO ] [sig       ] Generating forecast for: CHMI
[2025-11-25T23:32:51.747291] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CHMI' from 'https://tdm.silogroup.org/data/derivative_storage/CHMI.csv'.
[2025-11-25T23:32:51.761635] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CHMI'.
[2025-11-25T23:32:51.762494] [INFO ] [FORECASTER] Starting predict_future for CHMI
[2025-11-25T23:32:51.763675] [DEBUG] [LOCAL     ] No optimal features file found for CHMI: ./output/feature-sets/CHMI.txt
[2025-11-25T23:32:51.763751] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:32:51.764003] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:32:51.764056] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:32:51.764135] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:32:51.827963] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:32:51.829423] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:32:51.829556] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:32:51.829616] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:32:51.950295] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:32:51.950578] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:32:51.950661] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:32:51.950745] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:32:51.955246] [DEBUG] [FORECASTER] CHMI: Forecast T+1@11:T+2@11: DOWN (p=2.43%)
[2025-11-25T23:32:51.955665] [INFO ] [FORECASTER] Completed predict_future for CHMI
[2025-11-25T23:32:51.955879] [INFO ] [sig       ] CHMI: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:32:52.107238] [INFO ] [LOCAL     ] Saved forecast: CHMI	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/CHMI.txt
[2025-11-25T23:32:52.107533] [INFO ] [sig       ] [686/3639] Completed CHMI in 0.4s | 3.01 sym/s | Total: 3.8m | ETA: 16.3m
[2025-11-25T23:32:52.107611] [INFO ] [sig       ] [687/3639] Forecasting CHRD...
[2025-11-25T23:32:52.107688] [INFO ] [sig       ] Generating forecast for: CHRD
[2025-11-25T23:32:52.107840] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CHRD' from 'https://tdm.silogroup.org/data/derivative_storage/CHRD.csv'.
[2025-11-25T23:32:52.121793] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CHRD'.
[2025-11-25T23:32:52.122398] [INFO ] [FORECASTER] Starting predict_future for CHRD
[2025-11-25T23:32:52.123399] [DEBUG] [LOCAL     ] No optimal features file found for CHRD: ./output/feature-sets/CHRD.txt
[2025-11-25T23:32:52.123474] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:32:52.123526] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:32:52.123570] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:32:52.123670] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:32:52.185132] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:32:52.186293] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:32:52.186427] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:32:52.186483] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:32:52.315568] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:32:52.316079] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:32:52.316136] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:32:52.316172] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:32:52.320360] [DEBUG] [FORECASTER] CHRD: Forecast T+1@11:T+2@11: DOWN (p=25.59%)
[2025-11-25T23:32:52.320789] [INFO ] [FORECASTER] Completed predict_future for CHRD
[2025-11-25T23:32:52.320967] [INFO ] [sig       ] CHRD: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:32:52.479491] [INFO ] [LOCAL     ] Saved forecast: CHRD	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/CHRD.txt
[2025-11-25T23:32:52.479812] [INFO ] [sig       ] [687/3639] Completed CHRD in 0.4s | 3.01 sym/s | Total: 3.8m | ETA: 16.3m
[2025-11-25T23:32:52.479891] [INFO ] [sig       ] [688/3639] Forecasting CHRS...
[2025-11-25T23:32:52.479946] [INFO ] [sig       ] Generating forecast for: CHRS
[2025-11-25T23:32:52.479998] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CHRS' from 'https://tdm.silogroup.org/data/derivative_storage/CHRS.csv'.
[2025-11-25T23:32:52.494562] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CHRS'.
[2025-11-25T23:32:52.495208] [INFO ] [FORECASTER] Starting predict_future for CHRS
[2025-11-25T23:32:52.496244] [DEBUG] [LOCAL     ] No optimal features file found for CHRS: ./output/feature-sets/CHRS.txt
[2025-11-25T23:32:52.496320] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:32:52.496371] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:32:52.496415] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:32:52.496493] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:32:52.559285] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:32:52.560474] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:32:52.560597] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:32:52.560671] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:32:52.689838] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:32:52.690047] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:32:52.690096] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:32:52.690132] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:32:52.693904] [DEBUG] [FORECASTER] CHRS: Forecast T+1@11:T+2@11: DOWN (p=6.80%)
[2025-11-25T23:32:52.694240] [INFO ] [FORECASTER] Completed predict_future for CHRS
[2025-11-25T23:32:52.694398] [INFO ] [sig       ] CHRS: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:32:52.840869] [INFO ] [LOCAL     ] Saved forecast: CHRS	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/CHRS.txt
[2025-11-25T23:32:52.841067] [INFO ] [sig       ] [688/3639] Completed CHRS in 0.4s | 3.01 sym/s | Total: 3.8m | ETA: 16.3m
[2025-11-25T23:32:52.841132] [INFO ] [sig       ] [689/3639] Forecasting CHSCL...
[2025-11-25T23:32:52.841180] [INFO ] [sig       ] Generating forecast for: CHSCL
[2025-11-25T23:32:52.841237] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CHSCL' from 'https://tdm.silogroup.org/data/derivative_storage/CHSCL.csv'.
[2025-11-25T23:32:52.853295] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CHSCL'.
[2025-11-25T23:32:52.853719] [INFO ] [FORECASTER] Starting predict_future for CHSCL
[2025-11-25T23:32:52.854548] [DEBUG] [LOCAL     ] No optimal features file found for CHSCL: ./output/feature-sets/CHSCL.txt
[2025-11-25T23:32:52.854621] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:32:52.854690] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:32:52.854733] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:32:52.854800] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:32:52.914394] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:32:52.915203] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:32:52.915303] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:32:52.915351] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:32:53.001098] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:32:53.001283] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:32:53.001329] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:32:53.001364] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:32:53.004879] [DEBUG] [FORECASTER] CHSCL: Forecast T+1@11:T+2@11: UP (p=97.95%)
[2025-11-25T23:32:53.005177] [INFO ] [FORECASTER] Completed predict_future for CHSCL
[2025-11-25T23:32:53.005319] [INFO ] [sig       ] CHSCL: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:32:53.146858] [INFO ] [LOCAL     ] Saved forecast: CHSCL	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/CHSCL.txt
[2025-11-25T23:32:53.147023] [INFO ] [sig       ] [689/3639] Completed CHSCL in 0.3s | 3.01 sym/s | Total: 3.8m | ETA: 16.3m
[2025-11-25T23:32:53.147080] [INFO ] [sig       ] [690/3639] Forecasting CHSCM...
[2025-11-25T23:32:53.147122] [INFO ] [sig       ] Generating forecast for: CHSCM
[2025-11-25T23:32:53.147164] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CHSCM' from 'https://tdm.silogroup.org/data/derivative_storage/CHSCM.csv'.
[2025-11-25T23:32:53.158780] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CHSCM'.
[2025-11-25T23:32:53.159161] [INFO ] [FORECASTER] Starting predict_future for CHSCM
[2025-11-25T23:32:53.160048] [DEBUG] [LOCAL     ] No optimal features file found for CHSCM: ./output/feature-sets/CHSCM.txt
[2025-11-25T23:32:53.160119] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:32:53.160176] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:32:53.160226] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:32:53.160312] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:32:53.220417] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:32:53.221166] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:32:53.221268] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:32:53.221326] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:32:53.310190] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:32:53.310362] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:32:53.310413] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:32:53.310471] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:32:53.313993] [DEBUG] [FORECASTER] CHSCM: Forecast T+1@11:T+2@11: UP (p=89.81%)
[2025-11-25T23:32:53.314294] [INFO ] [FORECASTER] Completed predict_future for CHSCM
[2025-11-25T23:32:53.314441] [INFO ] [sig       ] CHSCM: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:32:53.457711] [INFO ] [LOCAL     ] Saved forecast: CHSCM	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/CHSCM.txt
[2025-11-25T23:32:53.457874] [INFO ] [sig       ] [690/3639] Completed CHSCM in 0.3s | 3.01 sym/s | Total: 3.8m | ETA: 16.3m
[2025-11-25T23:32:53.457930] [INFO ] [sig       ] [691/3639] Forecasting CHSCN...
[2025-11-25T23:32:53.458014] [INFO ] [sig       ] Generating forecast for: CHSCN
[2025-11-25T23:32:53.458060] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CHSCN' from 'https://tdm.silogroup.org/data/derivative_storage/CHSCN.csv'.
[2025-11-25T23:32:53.469517] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CHSCN'.
[2025-11-25T23:32:53.469894] [INFO ] [FORECASTER] Starting predict_future for CHSCN
[2025-11-25T23:32:53.470776] [DEBUG] [LOCAL     ] No optimal features file found for CHSCN: ./output/feature-sets/CHSCN.txt
[2025-11-25T23:32:53.470845] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:32:53.470904] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:32:53.470955] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:32:53.471042] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:32:53.530522] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:32:53.531309] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:32:53.531412] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:32:53.531471] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:32:53.619763] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:32:53.619913] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:32:53.619958] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:32:53.619992] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:32:53.623384] [DEBUG] [FORECASTER] CHSCN: Forecast T+1@11:T+2@11: DOWN (p=2.50%)
[2025-11-25T23:32:53.623715] [INFO ] [FORECASTER] Completed predict_future for CHSCN
[2025-11-25T23:32:53.623868] [INFO ] [sig       ] CHSCN: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:32:53.766155] [INFO ] [LOCAL     ] Saved forecast: CHSCN	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/CHSCN.txt
[2025-11-25T23:32:53.766311] [INFO ] [sig       ] [691/3639] Completed CHSCN in 0.3s | 3.01 sym/s | Total: 3.8m | ETA: 16.3m
[2025-11-25T23:32:53.766369] [INFO ] [sig       ] [692/3639] Forecasting CHSCO...
[2025-11-25T23:32:53.766414] [INFO ] [sig       ] Generating forecast for: CHSCO
[2025-11-25T23:32:53.766456] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CHSCO' from 'https://tdm.silogroup.org/data/derivative_storage/CHSCO.csv'.
[2025-11-25T23:32:53.778132] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CHSCO'.
[2025-11-25T23:32:53.778501] [INFO ] [FORECASTER] Starting predict_future for CHSCO
[2025-11-25T23:32:53.779370] [DEBUG] [LOCAL     ] No optimal features file found for CHSCO: ./output/feature-sets/CHSCO.txt
[2025-11-25T23:32:53.779440] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:32:53.779487] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:32:53.779527] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:32:53.779610] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:32:53.847898] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:32:53.848827] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:32:53.848934] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:32:53.849038] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:32:53.945485] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:32:53.945715] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:32:53.945768] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:32:53.945804] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:32:53.949463] [DEBUG] [FORECASTER] CHSCO: Forecast T+1@11:T+2@11: DOWN (p=23.48%)
[2025-11-25T23:32:53.949848] [INFO ] [FORECASTER] Completed predict_future for CHSCO
[2025-11-25T23:32:53.950007] [INFO ] [sig       ] CHSCO: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:32:54.094636] [INFO ] [LOCAL     ] Saved forecast: CHSCO	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/CHSCO.txt
[2025-11-25T23:32:54.094821] [INFO ] [sig       ] [692/3639] Completed CHSCO in 0.3s | 3.01 sym/s | Total: 3.8m | ETA: 16.3m
[2025-11-25T23:32:54.094879] [INFO ] [sig       ] [693/3639] Forecasting CHSCP...
[2025-11-25T23:32:54.094925] [INFO ] [sig       ] Generating forecast for: CHSCP
[2025-11-25T23:32:54.094967] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CHSCP' from 'https://tdm.silogroup.org/data/derivative_storage/CHSCP.csv'.
[2025-11-25T23:32:54.110627] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CHSCP'.
[2025-11-25T23:32:54.111230] [INFO ] [FORECASTER] Starting predict_future for CHSCP
[2025-11-25T23:32:54.112560] [DEBUG] [LOCAL     ] No optimal features file found for CHSCP: ./output/feature-sets/CHSCP.txt
[2025-11-25T23:32:54.112667] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:32:54.112744] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:32:54.112821] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:32:54.112943] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:32:54.199278] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:32:54.200488] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:32:54.200622] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:32:54.200726] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:32:54.299603] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:32:54.299841] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:32:54.299892] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:32:54.299930] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:32:54.303845] [DEBUG] [FORECASTER] CHSCP: Forecast T+1@11:T+2@11: UP (p=64.39%)
[2025-11-25T23:32:54.304245] [INFO ] [FORECASTER] Completed predict_future for CHSCP
[2025-11-25T23:32:54.304416] [INFO ] [sig       ] CHSCP: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:32:54.451358] [INFO ] [LOCAL     ] Saved forecast: CHSCP	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/CHSCP.txt
[2025-11-25T23:32:54.451542] [INFO ] [sig       ] [693/3639] Completed CHSCP in 0.4s | 3.01 sym/s | Total: 3.8m | ETA: 16.3m
[2025-11-25T23:32:54.451600] [INFO ] [sig       ] [694/3639] Forecasting CHWY...
[2025-11-25T23:32:54.451668] [INFO ] [sig       ] Generating forecast for: CHWY
[2025-11-25T23:32:54.451741] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CHWY' from 'https://tdm.silogroup.org/data/derivative_storage/CHWY.csv'.
[2025-11-25T23:32:54.467232] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CHWY'.
[2025-11-25T23:32:54.467809] [INFO ] [FORECASTER] Starting predict_future for CHWY
[2025-11-25T23:32:54.468866] [DEBUG] [LOCAL     ] No optimal features file found for CHWY: ./output/feature-sets/CHWY.txt
[2025-11-25T23:32:54.468950] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:32:54.469008] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:32:54.469077] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:32:54.469172] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:32:54.530469] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:32:54.531443] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:32:54.531569] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:32:54.531637] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:32:54.639355] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:32:54.639546] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:32:54.639597] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:32:54.639635] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:32:54.643728] [DEBUG] [FORECASTER] CHWY: Forecast T+1@11:T+2@11: UP (p=52.13%)
[2025-11-25T23:32:54.644058] [INFO ] [FORECASTER] Completed predict_future for CHWY
[2025-11-25T23:32:54.644211] [INFO ] [sig       ] CHWY: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:32:54.787926] [INFO ] [LOCAL     ] Saved forecast: CHWY	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/CHWY.txt
[2025-11-25T23:32:54.788099] [INFO ] [sig       ] [694/3639] Completed CHWY in 0.3s | 3.01 sym/s | Total: 3.8m | ETA: 16.3m
[2025-11-25T23:32:54.788178] [INFO ] [sig       ] [695/3639] Forecasting CHY...
[2025-11-25T23:32:54.788248] [INFO ] [sig       ] Generating forecast for: CHY
[2025-11-25T23:32:54.788320] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CHY' from 'https://tdm.silogroup.org/data/derivative_storage/CHY.csv'.
[2025-11-25T23:32:54.799954] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CHY'.
[2025-11-25T23:32:54.800297] [INFO ] [FORECASTER] Starting predict_future for CHY
[2025-11-25T23:32:54.801173] [DEBUG] [LOCAL     ] No optimal features file found for CHY: ./output/feature-sets/CHY.txt
[2025-11-25T23:32:54.801244] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:32:54.801304] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:32:54.801356] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:32:54.801450] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:32:54.860086] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:32:54.860955] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:32:54.861069] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:32:54.861119] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:32:54.955115] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:32:54.955786] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:32:54.955850] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:32:54.955887] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:32:54.959487] [DEBUG] [FORECASTER] CHY: Forecast T+1@11:T+2@11: DOWN (p=3.32%)
[2025-11-25T23:32:54.959828] [INFO ] [FORECASTER] Completed predict_future for CHY
[2025-11-25T23:32:54.959982] [INFO ] [sig       ] CHY: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:32:55.105810] [INFO ] [LOCAL     ] Saved forecast: CHY	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/CHY.txt
[2025-11-25T23:32:55.106011] [INFO ] [sig       ] [695/3639] Completed CHY in 0.3s | 3.01 sym/s | Total: 3.8m | ETA: 16.3m
[2025-11-25T23:32:55.106072] [INFO ] [sig       ] [696/3639] Forecasting CI...
[2025-11-25T23:32:55.106119] [INFO ] [sig       ] Generating forecast for: CI
[2025-11-25T23:32:55.106163] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CI' from 'https://tdm.silogroup.org/data/derivative_storage/CI.csv'.
[2025-11-25T23:32:55.118960] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CI'.
[2025-11-25T23:32:55.119420] [INFO ] [FORECASTER] Starting predict_future for CI
[2025-11-25T23:32:55.120351] [DEBUG] [LOCAL     ] No optimal features file found for CI: ./output/feature-sets/CI.txt
[2025-11-25T23:32:55.120424] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:32:55.120484] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:32:55.120537] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:32:55.120634] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:32:55.182690] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:32:55.183740] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:32:55.183852] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:32:55.183902] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:32:55.292836] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:32:55.293021] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:32:55.293068] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:32:55.293103] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:32:55.296718] [DEBUG] [FORECASTER] CI: Forecast T+1@11:T+2@11: UP (p=95.11%)
[2025-11-25T23:32:55.297016] [INFO ] [FORECASTER] Completed predict_future for CI
[2025-11-25T23:32:55.297162] [INFO ] [sig       ] CI: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:32:55.447229] [INFO ] [LOCAL     ] Saved forecast: CI	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/CI.txt
[2025-11-25T23:32:55.447429] [INFO ] [sig       ] [696/3639] Completed CI in 0.3s | 3.01 sym/s | Total: 3.9m | ETA: 16.3m
[2025-11-25T23:32:55.447506] [INFO ] [sig       ] [697/3639] Forecasting CIA...
[2025-11-25T23:32:55.447684] [INFO ] [sig       ] Generating forecast for: CIA
[2025-11-25T23:32:55.447751] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CIA' from 'https://tdm.silogroup.org/data/derivative_storage/CIA.csv'.
[2025-11-25T23:32:55.459792] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CIA'.
[2025-11-25T23:32:55.460179] [INFO ] [FORECASTER] Starting predict_future for CIA
[2025-11-25T23:32:55.461060] [DEBUG] [LOCAL     ] No optimal features file found for CIA: ./output/feature-sets/CIA.txt
[2025-11-25T23:32:55.461135] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:32:55.461196] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:32:55.461259] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:32:55.461349] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:32:55.525878] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:32:55.526818] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:32:55.526925] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:32:55.526990] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:32:55.626862] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:32:55.627049] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:32:55.627104] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:32:55.627155] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:32:55.634597] [DEBUG] [FORECASTER] CIA: Forecast T+1@11:T+2@11: DOWN (p=18.22%)
[2025-11-25T23:32:55.634999] [INFO ] [FORECASTER] Completed predict_future for CIA
[2025-11-25T23:32:55.635196] [INFO ] [sig       ] CIA: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:32:55.790136] [INFO ] [LOCAL     ] Saved forecast: CIA	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/CIA.txt
[2025-11-25T23:32:55.790339] [INFO ] [sig       ] [697/3639] Completed CIA in 0.3s | 3.01 sym/s | Total: 3.9m | ETA: 16.3m
[2025-11-25T23:32:55.790416] [INFO ] [sig       ] [698/3639] Forecasting CIB...
[2025-11-25T23:32:55.790464] [INFO ] [sig       ] Generating forecast for: CIB
[2025-11-25T23:32:55.790520] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CIB' from 'https://tdm.silogroup.org/data/derivative_storage/CIB.csv'.
[2025-11-25T23:32:55.802819] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CIB'.
[2025-11-25T23:32:55.803207] [INFO ] [FORECASTER] Starting predict_future for CIB
[2025-11-25T23:32:55.804145] [DEBUG] [LOCAL     ] No optimal features file found for CIB: ./output/feature-sets/CIB.txt
[2025-11-25T23:32:55.804221] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:32:55.804271] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:32:55.804314] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:32:55.804453] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:32:55.868547] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:32:55.869439] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:32:55.869560] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:32:55.869629] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:32:55.985435] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:32:55.985635] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:32:55.985743] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:32:55.985795] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:32:55.989617] [DEBUG] [FORECASTER] CIB: Forecast T+1@11:T+2@11: DOWN (p=33.79%)
[2025-11-25T23:32:55.989977] [INFO ] [FORECASTER] Completed predict_future for CIB
[2025-11-25T23:32:55.990166] [INFO ] [sig       ] CIB: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:32:56.136716] [INFO ] [LOCAL     ] Saved forecast: CIB	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/CIB.txt
[2025-11-25T23:32:56.136884] [INFO ] [sig       ] [698/3639] Completed CIB in 0.3s | 3.01 sym/s | Total: 3.9m | ETA: 16.3m
[2025-11-25T23:32:56.136940] [INFO ] [sig       ] [699/3639] Forecasting CIEN...
[2025-11-25T23:32:56.136988] [INFO ] [sig       ] Generating forecast for: CIEN
[2025-11-25T23:32:56.137032] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CIEN' from 'https://tdm.silogroup.org/data/derivative_storage/CIEN.csv'.
[2025-11-25T23:32:56.148522] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CIEN'.
[2025-11-25T23:32:56.148909] [INFO ] [FORECASTER] Starting predict_future for CIEN
[2025-11-25T23:32:56.149745] [DEBUG] [LOCAL     ] No optimal features file found for CIEN: ./output/feature-sets/CIEN.txt
[2025-11-25T23:32:56.149816] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:32:56.149872] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:32:56.149923] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:32:56.150009] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:32:56.208007] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:32:56.208847] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:32:56.208950] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:32:56.209006] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:32:56.307555] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:32:56.307761] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:32:56.307838] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:32:56.307885] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:32:56.311383] [DEBUG] [FORECASTER] CIEN: Forecast T+1@11:T+2@11: UP (p=99.68%)
[2025-11-25T23:32:56.311717] [INFO ] [FORECASTER] Completed predict_future for CIEN
[2025-11-25T23:32:56.311886] [INFO ] [sig       ] CIEN: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:32:56.463159] [INFO ] [LOCAL     ] Saved forecast: CIEN	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/CIEN.txt
[2025-11-25T23:32:56.463403] [INFO ] [sig       ] [699/3639] Completed CIEN in 0.3s | 3.01 sym/s | Total: 3.9m | ETA: 16.3m
[2025-11-25T23:32:56.463469] [INFO ] [sig       ] [700/3639] Forecasting CIF...
[2025-11-25T23:32:56.463506] [INFO ] [sig       ] Generating forecast for: CIF
[2025-11-25T23:32:56.463555] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CIF' from 'https://tdm.silogroup.org/data/derivative_storage/CIF.csv'.
[2025-11-25T23:32:56.476689] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CIF'.
[2025-11-25T23:32:56.477092] [INFO ] [FORECASTER] Starting predict_future for CIF
[2025-11-25T23:32:56.478005] [DEBUG] [LOCAL     ] No optimal features file found for CIF: ./output/feature-sets/CIF.txt
[2025-11-25T23:32:56.478078] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:32:56.478125] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:32:56.478165] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:32:56.478235] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:32:56.546118] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:32:56.547005] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:32:56.547110] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:32:56.547162] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:32:56.648485] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:32:56.648708] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:32:56.648787] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:32:56.648834] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:32:56.653123] [DEBUG] [FORECASTER] CIF: Forecast T+1@11:T+2@11: UP (p=89.48%)
[2025-11-25T23:32:56.653496] [INFO ] [FORECASTER] Completed predict_future for CIF
[2025-11-25T23:32:56.653716] [INFO ] [sig       ] CIF: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:32:56.806665] [INFO ] [LOCAL     ] Saved forecast: CIF	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/CIF.txt
[2025-11-25T23:32:56.806859] [INFO ] [sig       ] [700/3639] Completed CIF in 0.3s | 3.01 sym/s | Total: 3.9m | ETA: 16.3m
[2025-11-25T23:32:56.806920] [INFO ] [sig       ] [701/3639] Forecasting CIG...
[2025-11-25T23:32:56.806958] [INFO ] [sig       ] Generating forecast for: CIG
[2025-11-25T23:32:56.806998] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CIG' from 'https://tdm.silogroup.org/data/derivative_storage/CIG.csv'.
[2025-11-25T23:32:56.819620] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CIG'.
[2025-11-25T23:32:56.820085] [INFO ] [FORECASTER] Starting predict_future for CIG
[2025-11-25T23:32:56.820975] [DEBUG] [LOCAL     ] No optimal features file found for CIG: ./output/feature-sets/CIG.txt
[2025-11-25T23:32:56.821064] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:32:56.821142] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:32:56.821217] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:32:56.821321] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:32:56.886860] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:32:56.887853] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:32:56.887960] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:32:56.888022] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:32:56.997762] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:32:56.997957] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:32:56.998005] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:32:56.998046] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:32:57.001864] [DEBUG] [FORECASTER] CIG: Forecast T+1@11:T+2@11: UP (p=79.12%)
[2025-11-25T23:32:57.002240] [INFO ] [FORECASTER] Completed predict_future for CIG
[2025-11-25T23:32:57.002396] [INFO ] [sig       ] CIG: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:32:57.159940] [INFO ] [LOCAL     ] Saved forecast: CIG	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/CIG.txt
[2025-11-25T23:32:57.160144] [INFO ] [sig       ] [701/3639] Completed CIG in 0.4s | 3.01 sym/s | Total: 3.9m | ETA: 16.3m
[2025-11-25T23:32:57.160205] [INFO ] [sig       ] [702/3639] Forecasting CIGI...
[2025-11-25T23:32:57.160296] [INFO ] [sig       ] Generating forecast for: CIGI
[2025-11-25T23:32:57.160343] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CIGI' from 'https://tdm.silogroup.org/data/derivative_storage/CIGI.csv'.
[2025-11-25T23:32:57.173505] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CIGI'.
[2025-11-25T23:32:57.173985] [INFO ] [FORECASTER] Starting predict_future for CIGI
[2025-11-25T23:32:57.174953] [DEBUG] [LOCAL     ] No optimal features file found for CIGI: ./output/feature-sets/CIGI.txt
[2025-11-25T23:32:57.175025] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:32:57.175074] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:32:57.175115] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:32:57.175187] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:32:57.241121] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:32:57.242116] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:32:57.242224] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:32:57.242290] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:32:57.353403] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:32:57.353607] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:32:57.353686] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:32:57.353790] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:32:57.357878] [DEBUG] [FORECASTER] CIGI: Forecast T+1@11:T+2@11: UP (p=63.17%)
[2025-11-25T23:32:57.358210] [INFO ] [FORECASTER] Completed predict_future for CIGI
[2025-11-25T23:32:57.358418] [INFO ] [sig       ] CIGI: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:32:57.513239] [INFO ] [LOCAL     ] Saved forecast: CIGI	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/CIGI.txt
[2025-11-25T23:32:57.513439] [INFO ] [sig       ] [702/3639] Completed CIGI in 0.4s | 3.01 sym/s | Total: 3.9m | ETA: 16.3m
[2025-11-25T23:32:57.513498] [INFO ] [sig       ] [703/3639] Forecasting CII...
[2025-11-25T23:32:57.513556] [INFO ] [sig       ] Generating forecast for: CII
[2025-11-25T23:32:57.513605] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CII' from 'https://tdm.silogroup.org/data/derivative_storage/CII.csv'.
[2025-11-25T23:32:57.525988] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CII'.
[2025-11-25T23:32:57.526409] [INFO ] [FORECASTER] Starting predict_future for CII
[2025-11-25T23:32:57.527285] [DEBUG] [LOCAL     ] No optimal features file found for CII: ./output/feature-sets/CII.txt
[2025-11-25T23:32:57.527378] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:32:57.527437] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:32:57.527488] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:32:57.527574] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:32:57.587200] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:32:57.588129] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:32:57.588232] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:32:57.588279] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:32:57.692545] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:32:57.692778] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:32:57.692858] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:32:57.692904] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:32:57.696398] [DEBUG] [FORECASTER] CII: Forecast T+1@11:T+2@11: UP (p=84.55%)
[2025-11-25T23:32:57.696893] [INFO ] [FORECASTER] Completed predict_future for CII
[2025-11-25T23:32:57.697123] [INFO ] [sig       ] CII: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:32:57.839428] [INFO ] [LOCAL     ] Saved forecast: CII	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/CII.txt
[2025-11-25T23:32:57.839592] [INFO ] [sig       ] [703/3639] Completed CII in 0.3s | 3.01 sym/s | Total: 3.9m | ETA: 16.3m
[2025-11-25T23:32:57.839669] [INFO ] [sig       ] [704/3639] Forecasting CIM...
[2025-11-25T23:32:57.839715] [INFO ] [sig       ] Generating forecast for: CIM
[2025-11-25T23:32:57.839761] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CIM' from 'https://tdm.silogroup.org/data/derivative_storage/CIM.csv'.
[2025-11-25T23:32:57.852356] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CIM'.
[2025-11-25T23:32:57.852830] [INFO ] [FORECASTER] Starting predict_future for CIM
[2025-11-25T23:32:57.853715] [DEBUG] [LOCAL     ] No optimal features file found for CIM: ./output/feature-sets/CIM.txt
[2025-11-25T23:32:57.853787] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:32:57.853865] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:32:57.853909] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:32:57.853994] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:32:57.912556] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:32:57.913405] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:32:57.913512] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:32:57.913572] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:32:58.012323] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:32:58.012532] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:32:58.012580] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:32:58.012615] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:32:58.016184] [DEBUG] [FORECASTER] CIM: Forecast T+1@11:T+2@11: UP (p=94.15%)
[2025-11-25T23:32:58.016480] [INFO ] [FORECASTER] Completed predict_future for CIM
[2025-11-25T23:32:58.016638] [INFO ] [sig       ] CIM: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:32:58.159298] [INFO ] [LOCAL     ] Saved forecast: CIM	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/CIM.txt
[2025-11-25T23:32:58.159488] [INFO ] [sig       ] [704/3639] Completed CIM in 0.3s | 3.01 sym/s | Total: 3.9m | ETA: 16.2m
[2025-11-25T23:32:58.159546] [INFO ] [sig       ] [705/3639] Forecasting CINF...
[2025-11-25T23:32:58.159592] [INFO ] [sig       ] Generating forecast for: CINF
[2025-11-25T23:32:58.159636] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CINF' from 'https://tdm.silogroup.org/data/derivative_storage/CINF.csv'.
[2025-11-25T23:32:58.172211] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CINF'.
[2025-11-25T23:32:58.172681] [INFO ] [FORECASTER] Starting predict_future for CINF
[2025-11-25T23:32:58.173538] [DEBUG] [LOCAL     ] No optimal features file found for CINF: ./output/feature-sets/CINF.txt
[2025-11-25T23:32:58.173608] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:32:58.173689] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:32:58.173742] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:32:58.173828] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:32:58.235114] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:32:58.236105] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:32:58.236214] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:32:58.236275] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:32:58.336786] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:32:58.336984] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:32:58.337032] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:32:58.337066] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:32:58.341405] [DEBUG] [FORECASTER] CINF: Forecast T+1@11:T+2@11: DOWN (p=2.73%)
[2025-11-25T23:32:58.341840] [INFO ] [FORECASTER] Completed predict_future for CINF
[2025-11-25T23:32:58.342010] [INFO ] [sig       ] CINF: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:32:58.484631] [INFO ] [LOCAL     ] Saved forecast: CINF	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/CINF.txt
[2025-11-25T23:32:58.484845] [INFO ] [sig       ] [705/3639] Completed CINF in 0.3s | 3.01 sym/s | Total: 3.9m | ETA: 16.2m
[2025-11-25T23:32:58.484901] [INFO ] [sig       ] [706/3639] Forecasting CING...
[2025-11-25T23:32:58.484946] [INFO ] [sig       ] Generating forecast for: CING
[2025-11-25T23:32:58.484989] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CING' from 'https://tdm.silogroup.org/data/derivative_storage/CING.csv'.
[2025-11-25T23:32:58.497623] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CING'.
[2025-11-25T23:32:58.498168] [INFO ] [FORECASTER] Starting predict_future for CING
[2025-11-25T23:32:58.499092] [DEBUG] [LOCAL     ] No optimal features file found for CING: ./output/feature-sets/CING.txt
[2025-11-25T23:32:58.499167] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:32:58.499212] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:32:58.499253] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:32:58.499322] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:32:58.558428] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:32:58.559392] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:32:58.559503] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:32:58.559554] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:32:58.653387] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:32:58.653588] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:32:58.653635] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:32:58.653701] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:32:58.657189] [DEBUG] [FORECASTER] CING: Forecast T+1@11:T+2@11: DOWN (p=17.71%)
[2025-11-25T23:32:58.657515] [INFO ] [FORECASTER] Completed predict_future for CING
[2025-11-25T23:32:58.657685] [INFO ] [sig       ] CING: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:32:58.799835] [INFO ] [LOCAL     ] Saved forecast: CING	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/CING.txt
[2025-11-25T23:32:58.799995] [INFO ] [sig       ] [706/3639] Completed CING in 0.3s | 3.01 sym/s | Total: 3.9m | ETA: 16.2m
[2025-11-25T23:32:58.800051] [INFO ] [sig       ] [707/3639] Forecasting CIO...
[2025-11-25T23:32:58.800096] [INFO ] [sig       ] Generating forecast for: CIO
[2025-11-25T23:32:58.800140] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CIO' from 'https://tdm.silogroup.org/data/derivative_storage/CIO.csv'.
[2025-11-25T23:32:58.811857] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CIO'.
[2025-11-25T23:32:58.812200] [INFO ] [FORECASTER] Starting predict_future for CIO
[2025-11-25T23:32:58.813021] [DEBUG] [LOCAL     ] No optimal features file found for CIO: ./output/feature-sets/CIO.txt
[2025-11-25T23:32:58.813091] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:32:58.813153] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:32:58.813196] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:32:58.813266] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:32:58.871356] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:32:58.872124] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:32:58.872222] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:32:58.872269] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:32:58.967930] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:32:58.968091] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:32:58.968136] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:32:58.968170] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:32:58.971571] [DEBUG] [FORECASTER] CIO: Forecast T+1@11:T+2@11: DOWN (p=0.49%)
[2025-11-25T23:32:58.971897] [INFO ] [FORECASTER] Completed predict_future for CIO
[2025-11-25T23:32:58.972053] [INFO ] [sig       ] CIO: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:32:59.116399] [INFO ] [LOCAL     ] Saved forecast: CIO	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/CIO.txt
[2025-11-25T23:32:59.116572] [INFO ] [sig       ] [707/3639] Completed CIO in 0.3s | 3.01 sym/s | Total: 3.9m | ETA: 16.2m
[2025-11-25T23:32:59.116630] [INFO ] [sig       ] [708/3639] Forecasting CION...
[2025-11-25T23:32:59.116694] [INFO ] [sig       ] Generating forecast for: CION
[2025-11-25T23:32:59.116739] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CION' from 'https://tdm.silogroup.org/data/derivative_storage/CION.csv'.
[2025-11-25T23:32:59.128573] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CION'.
[2025-11-25T23:32:59.128962] [INFO ] [FORECASTER] Starting predict_future for CION
[2025-11-25T23:32:59.129795] [DEBUG] [LOCAL     ] No optimal features file found for CION: ./output/feature-sets/CION.txt
[2025-11-25T23:32:59.129865] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:32:59.129912] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:32:59.129952] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:32:59.130020] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:32:59.190717] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:32:59.191705] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:32:59.191815] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:32:59.191863] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:32:59.293050] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:32:59.293234] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:32:59.293298] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:32:59.293337] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:32:59.296919] [DEBUG] [FORECASTER] CION: Forecast T+1@11:T+2@11: DOWN (p=1.34%)
[2025-11-25T23:32:59.297221] [INFO ] [FORECASTER] Completed predict_future for CION
[2025-11-25T23:32:59.297398] [INFO ] [sig       ] CION: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:32:59.444371] [INFO ] [LOCAL     ] Saved forecast: CION	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/CION.txt
[2025-11-25T23:32:59.444561] [INFO ] [sig       ] [708/3639] Completed CION in 0.3s | 3.01 sym/s | Total: 3.9m | ETA: 16.2m
[2025-11-25T23:32:59.444618] [INFO ] [sig       ] [709/3639] Forecasting CISS...
[2025-11-25T23:32:59.444688] [INFO ] [sig       ] Generating forecast for: CISS
[2025-11-25T23:32:59.444738] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CISS' from 'https://tdm.silogroup.org/data/derivative_storage/CISS.csv'.
[2025-11-25T23:32:59.457715] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CISS'.
[2025-11-25T23:32:59.458181] [INFO ] [FORECASTER] Starting predict_future for CISS
[2025-11-25T23:32:59.459089] [DEBUG] [LOCAL     ] No optimal features file found for CISS: ./output/feature-sets/CISS.txt
[2025-11-25T23:32:59.459160] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:32:59.459208] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:32:59.459249] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:32:59.459382] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:32:59.529960] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:32:59.531123] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:32:59.531277] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:32:59.531352] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:32:59.642337] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:32:59.642541] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:32:59.642616] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:32:59.642796] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:32:59.646769] [DEBUG] [FORECASTER] CISS: Forecast T+1@11:T+2@11: DOWN (p=26.35%)
[2025-11-25T23:32:59.647086] [INFO ] [FORECASTER] Completed predict_future for CISS
[2025-11-25T23:32:59.647237] [INFO ] [sig       ] CISS: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:32:59.797967] [INFO ] [LOCAL     ] Saved forecast: CISS	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/CISS.txt
[2025-11-25T23:32:59.798233] [INFO ] [sig       ] [709/3639] Completed CISS in 0.4s | 3.01 sym/s | Total: 3.9m | ETA: 16.2m
[2025-11-25T23:32:59.798319] [INFO ] [sig       ] [710/3639] Forecasting CIVB...
[2025-11-25T23:32:59.798381] [INFO ] [sig       ] Generating forecast for: CIVB
[2025-11-25T23:32:59.798442] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CIVB' from 'https://tdm.silogroup.org/data/derivative_storage/CIVB.csv'.
[2025-11-25T23:32:59.810582] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CIVB'.
[2025-11-25T23:32:59.810977] [INFO ] [FORECASTER] Starting predict_future for CIVB
[2025-11-25T23:32:59.811873] [DEBUG] [LOCAL     ] No optimal features file found for CIVB: ./output/feature-sets/CIVB.txt
[2025-11-25T23:32:59.811948] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:32:59.812011] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:32:59.812063] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:32:59.812148] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:32:59.873274] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:32:59.874224] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:32:59.874335] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:32:59.874386] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:32:59.972112] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:32:59.972305] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:32:59.972354] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:32:59.972389] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:32:59.976171] [DEBUG] [FORECASTER] CIVB: Forecast T+1@11:T+2@11: DOWN (p=4.10%)
[2025-11-25T23:32:59.976500] [INFO ] [FORECASTER] Completed predict_future for CIVB
[2025-11-25T23:32:59.976683] [INFO ] [sig       ] CIVB: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:33:00.150092] [INFO ] [LOCAL     ] Saved forecast: CIVB	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/CIVB.txt
[2025-11-25T23:33:00.150304] [INFO ] [sig       ] [710/3639] Completed CIVB in 0.4s | 3.01 sym/s | Total: 3.9m | ETA: 16.2m
[2025-11-25T23:33:00.150375] [INFO ] [sig       ] [711/3639] Forecasting CIVI...
[2025-11-25T23:33:00.150423] [INFO ] [sig       ] Generating forecast for: CIVI
[2025-11-25T23:33:00.150467] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CIVI' from 'https://tdm.silogroup.org/data/derivative_storage/CIVI.csv'.
[2025-11-25T23:33:00.162935] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CIVI'.
[2025-11-25T23:33:00.163337] [INFO ] [FORECASTER] Starting predict_future for CIVI
[2025-11-25T23:33:00.164261] [DEBUG] [LOCAL     ] No optimal features file found for CIVI: ./output/feature-sets/CIVI.txt
[2025-11-25T23:33:00.164336] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:33:00.164385] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:33:00.164428] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:33:00.164500] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:33:00.233187] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:33:00.234314] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:33:00.234444] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:33:00.234505] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:33:00.916309] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:33:00.916512] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:33:00.916710] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:33:00.916814] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:33:00.920405] [DEBUG] [FORECASTER] CIVI: Forecast T+1@11:T+2@11: UP (p=75.33%)
[2025-11-25T23:33:00.920789] [INFO ] [FORECASTER] Completed predict_future for CIVI
[2025-11-25T23:33:00.921007] [INFO ] [sig       ] CIVI: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:33:01.063702] [INFO ] [LOCAL     ] Saved forecast: CIVI	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/CIVI.txt
[2025-11-25T23:33:01.063905] [INFO ] [sig       ] [711/3639] Completed CIVI in 0.9s | 3.00 sym/s | Total: 3.9m | ETA: 16.2m
[2025-11-25T23:33:01.063967] [INFO ] [sig       ] [712/3639] Forecasting CLB...
[2025-11-25T23:33:01.064016] [INFO ] [sig       ] Generating forecast for: CLB
[2025-11-25T23:33:01.064063] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CLB' from 'https://tdm.silogroup.org/data/derivative_storage/CLB.csv'.
[2025-11-25T23:33:01.076319] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CLB'.
[2025-11-25T23:33:01.076757] [INFO ] [FORECASTER] Starting predict_future for CLB
[2025-11-25T23:33:01.077633] [DEBUG] [LOCAL     ] No optimal features file found for CLB: ./output/feature-sets/CLB.txt
[2025-11-25T23:33:01.077743] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:33:01.077795] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:33:01.077839] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:33:01.077913] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:33:01.137614] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:33:01.138533] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:33:01.138639] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:33:01.138716] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:33:01.263266] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:33:01.263465] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:33:01.263514] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:33:01.263551] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:33:01.267404] [DEBUG] [FORECASTER] CLB: Forecast T+1@11:T+2@11: UP (p=63.42%)
[2025-11-25T23:33:01.267768] [INFO ] [FORECASTER] Completed predict_future for CLB
[2025-11-25T23:33:01.268133] [INFO ] [sig       ] CLB: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:33:01.447296] [INFO ] [LOCAL     ] Saved forecast: CLB	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/CLB.txt
[2025-11-25T23:33:01.447533] [INFO ] [sig       ] [712/3639] Completed CLB in 0.4s | 3.00 sym/s | Total: 4.0m | ETA: 16.2m
[2025-11-25T23:33:01.447597] [INFO ] [sig       ] [713/3639] Forecasting CLBK...
[2025-11-25T23:33:01.447671] [INFO ] [sig       ] Generating forecast for: CLBK
[2025-11-25T23:33:01.447720] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CLBK' from 'https://tdm.silogroup.org/data/derivative_storage/CLBK.csv'.
[2025-11-25T23:33:01.460067] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CLBK'.
[2025-11-25T23:33:01.460609] [INFO ] [FORECASTER] Starting predict_future for CLBK
[2025-11-25T23:33:01.461561] [DEBUG] [LOCAL     ] No optimal features file found for CLBK: ./output/feature-sets/CLBK.txt
[2025-11-25T23:33:01.461635] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:33:01.461712] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:33:01.461755] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:33:01.461826] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:33:01.523824] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:33:01.524782] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:33:01.524890] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:33:01.524938] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:33:01.621466] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:33:01.621672] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:33:01.621734] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:33:01.621780] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:33:01.625408] [DEBUG] [FORECASTER] CLBK: Forecast T+1@11:T+2@11: DOWN (p=1.86%)
[2025-11-25T23:33:01.625755] [INFO ] [FORECASTER] Completed predict_future for CLBK
[2025-11-25T23:33:01.625929] [INFO ] [sig       ] CLBK: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:33:01.776428] [INFO ] [LOCAL     ] Saved forecast: CLBK	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/CLBK.txt
[2025-11-25T23:33:01.776635] [INFO ] [sig       ] [713/3639] Completed CLBK in 0.3s | 3.00 sym/s | Total: 4.0m | ETA: 16.2m
[2025-11-25T23:33:01.776717] [INFO ] [sig       ] [714/3639] Forecasting CLCO...
[2025-11-25T23:33:01.776764] [INFO ] [sig       ] Generating forecast for: CLCO
[2025-11-25T23:33:01.776807] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CLCO' from 'https://tdm.silogroup.org/data/derivative_storage/CLCO.csv'.
[2025-11-25T23:33:01.788956] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CLCO'.
[2025-11-25T23:33:01.789443] [INFO ] [FORECASTER] Starting predict_future for CLCO
[2025-11-25T23:33:01.790392] [DEBUG] [LOCAL     ] No optimal features file found for CLCO: ./output/feature-sets/CLCO.txt
[2025-11-25T23:33:01.790470] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:33:01.790520] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:33:01.790562] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:33:01.790634] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:33:01.853308] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:33:01.854334] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:33:01.854472] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:33:01.854544] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:33:01.945960] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:33:01.946167] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:33:01.946219] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:33:01.946308] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:33:01.950663] [DEBUG] [FORECASTER] CLCO: Forecast T+1@11:T+2@11: UP (p=94.07%)
[2025-11-25T23:33:01.951126] [INFO ] [FORECASTER] Completed predict_future for CLCO
[2025-11-25T23:33:01.951296] [INFO ] [sig       ] CLCO: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:33:02.105154] [INFO ] [LOCAL     ] Saved forecast: CLCO	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/CLCO.txt
[2025-11-25T23:33:02.105367] [INFO ] [sig       ] [714/3639] Completed CLCO in 0.3s | 3.00 sym/s | Total: 4.0m | ETA: 16.2m
[2025-11-25T23:33:02.105430] [INFO ] [sig       ] [715/3639] Forecasting CLDX...
[2025-11-25T23:33:02.105473] [INFO ] [sig       ] Generating forecast for: CLDX
[2025-11-25T23:33:02.105523] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CLDX' from 'https://tdm.silogroup.org/data/derivative_storage/CLDX.csv'.
[2025-11-25T23:33:02.119276] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CLDX'.
[2025-11-25T23:33:02.119823] [INFO ] [FORECASTER] Starting predict_future for CLDX
[2025-11-25T23:33:02.120931] [DEBUG] [LOCAL     ] No optimal features file found for CLDX: ./output/feature-sets/CLDX.txt
[2025-11-25T23:33:02.121008] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:33:02.121067] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:33:02.121119] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:33:02.121207] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:33:02.182999] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:33:02.184021] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:33:02.184167] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:33:02.184228] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:33:02.292666] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:33:02.292900] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:33:02.292959] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:33:02.293006] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:33:02.296636] [DEBUG] [FORECASTER] CLDX: Forecast T+1@11:T+2@11: DOWN (p=40.77%)
[2025-11-25T23:33:02.297007] [INFO ] [FORECASTER] Completed predict_future for CLDX
[2025-11-25T23:33:02.297177] [INFO ] [sig       ] CLDX: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:33:02.445205] [INFO ] [LOCAL     ] Saved forecast: CLDX	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/CLDX.txt
[2025-11-25T23:33:02.445394] [INFO ] [sig       ] [715/3639] Completed CLDX in 0.3s | 3.00 sym/s | Total: 4.0m | ETA: 16.2m
[2025-11-25T23:33:02.445448] [INFO ] [sig       ] [716/3639] Forecasting CLF...
[2025-11-25T23:33:02.445496] [INFO ] [sig       ] Generating forecast for: CLF
[2025-11-25T23:33:02.445539] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CLF' from 'https://tdm.silogroup.org/data/derivative_storage/CLF.csv'.
[2025-11-25T23:33:02.458026] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CLF'.
[2025-11-25T23:33:02.458493] [INFO ] [FORECASTER] Starting predict_future for CLF
[2025-11-25T23:33:02.459328] [DEBUG] [LOCAL     ] No optimal features file found for CLF: ./output/feature-sets/CLF.txt
[2025-11-25T23:33:02.459400] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:33:02.459446] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:33:02.459488] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:33:02.459563] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:33:02.526804] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:33:02.527814] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:33:02.527972] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:33:02.528025] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:33:02.641333] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:33:02.641568] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:33:02.641628] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:33:02.641700] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:33:02.645421] [DEBUG] [FORECASTER] CLF: Forecast T+1@11:T+2@11: DOWN (p=14.01%)
[2025-11-25T23:33:02.645947] [INFO ] [FORECASTER] Completed predict_future for CLF
[2025-11-25T23:33:02.646129] [INFO ] [sig       ] CLF: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:33:02.794662] [INFO ] [LOCAL     ] Saved forecast: CLF	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/CLF.txt
[2025-11-25T23:33:02.794862] [INFO ] [sig       ] [716/3639] Completed CLF in 0.3s | 3.00 sym/s | Total: 4.0m | ETA: 16.2m
[2025-11-25T23:33:02.794923] [INFO ] [sig       ] [717/3639] Forecasting CLFD...
[2025-11-25T23:33:02.794967] [INFO ] [sig       ] Generating forecast for: CLFD
[2025-11-25T23:33:02.795010] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CLFD' from 'https://tdm.silogroup.org/data/derivative_storage/CLFD.csv'.
[2025-11-25T23:33:02.807042] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CLFD'.
[2025-11-25T23:33:02.807437] [INFO ] [FORECASTER] Starting predict_future for CLFD
[2025-11-25T23:33:02.808337] [DEBUG] [LOCAL     ] No optimal features file found for CLFD: ./output/feature-sets/CLFD.txt
[2025-11-25T23:33:02.808411] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:33:02.808462] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:33:02.808508] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:33:02.808594] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:33:02.867580] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:33:02.868300] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:33:02.868399] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:33:02.868447] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:33:02.970998] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:33:02.971233] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:33:02.971286] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:33:02.971323] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:33:02.975008] [DEBUG] [FORECASTER] CLFD: Forecast T+1@11:T+2@11: UP (p=89.60%)
[2025-11-25T23:33:02.975325] [INFO ] [FORECASTER] Completed predict_future for CLFD
[2025-11-25T23:33:02.975473] [INFO ] [sig       ] CLFD: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:33:03.117744] [INFO ] [LOCAL     ] Saved forecast: CLFD	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/CLFD.txt
[2025-11-25T23:33:03.117907] [INFO ] [sig       ] [717/3639] Completed CLFD in 0.3s | 3.00 sym/s | Total: 4.0m | ETA: 16.2m
[2025-11-25T23:33:03.117964] [INFO ] [sig       ] [718/3639] Forecasting CLH...
[2025-11-25T23:33:03.118009] [INFO ] [sig       ] Generating forecast for: CLH
[2025-11-25T23:33:03.118053] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CLH' from 'https://tdm.silogroup.org/data/derivative_storage/CLH.csv'.
[2025-11-25T23:33:03.129368] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CLH'.
[2025-11-25T23:33:03.129716] [INFO ] [FORECASTER] Starting predict_future for CLH
[2025-11-25T23:33:03.130520] [DEBUG] [LOCAL     ] No optimal features file found for CLH: ./output/feature-sets/CLH.txt
[2025-11-25T23:33:03.130592] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:33:03.130639] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:33:03.130731] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:33:03.130806] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:33:03.190099] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:33:03.190922] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:33:03.191021] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:33:03.191072] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:33:03.287499] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:33:03.287702] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:33:03.287761] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:33:03.287805] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:33:03.291298] [DEBUG] [FORECASTER] CLH: Forecast T+1@11:T+2@11: UP (p=73.92%)
[2025-11-25T23:33:03.291596] [INFO ] [FORECASTER] Completed predict_future for CLH
[2025-11-25T23:33:03.291766] [INFO ] [sig       ] CLH: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:33:03.433688] [INFO ] [LOCAL     ] Saved forecast: CLH	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/CLH.txt
[2025-11-25T23:33:03.433879] [INFO ] [sig       ] [718/3639] Completed CLH in 0.3s | 3.00 sym/s | Total: 4.0m | ETA: 16.2m
[2025-11-25T23:33:03.433936] [INFO ] [sig       ] [719/3639] Forecasting CLLS...
[2025-11-25T23:33:03.433980] [INFO ] [sig       ] Generating forecast for: CLLS
[2025-11-25T23:33:03.434024] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CLLS' from 'https://tdm.silogroup.org/data/derivative_storage/CLLS.csv'.
[2025-11-25T23:33:03.445916] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CLLS'.
[2025-11-25T23:33:03.446256] [INFO ] [FORECASTER] Starting predict_future for CLLS
[2025-11-25T23:33:03.447117] [DEBUG] [LOCAL     ] No optimal features file found for CLLS: ./output/feature-sets/CLLS.txt
[2025-11-25T23:33:03.447189] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:33:03.447236] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:33:03.447276] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:33:03.447345] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:33:03.505722] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:33:03.506595] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:33:03.506729] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:33:03.506779] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:33:03.600597] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:33:03.600909] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:33:03.600963] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:33:03.600999] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:33:03.604633] [DEBUG] [FORECASTER] CLLS: Forecast T+1@11:T+2@11: DOWN (p=20.23%)
[2025-11-25T23:33:03.604976] [INFO ] [FORECASTER] Completed predict_future for CLLS
[2025-11-25T23:33:03.605125] [INFO ] [sig       ] CLLS: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:33:03.753089] [INFO ] [LOCAL     ] Saved forecast: CLLS	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/CLLS.txt
[2025-11-25T23:33:03.753289] [INFO ] [sig       ] [719/3639] Completed CLLS in 0.3s | 3.00 sym/s | Total: 4.0m | ETA: 16.2m
[2025-11-25T23:33:03.753361] [INFO ] [sig       ] [720/3639] Forecasting CLMB...
[2025-11-25T23:33:03.753407] [INFO ] [sig       ] Generating forecast for: CLMB
[2025-11-25T23:33:03.753448] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CLMB' from 'https://tdm.silogroup.org/data/derivative_storage/CLMB.csv'.
[2025-11-25T23:33:03.765144] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CLMB'.
[2025-11-25T23:33:03.765545] [INFO ] [FORECASTER] Starting predict_future for CLMB
[2025-11-25T23:33:03.766435] [DEBUG] [LOCAL     ] No optimal features file found for CLMB: ./output/feature-sets/CLMB.txt
[2025-11-25T23:33:03.766507] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:33:03.766556] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:33:03.766608] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:33:03.766754] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:33:03.827824] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:33:03.828685] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:33:03.828790] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:33:03.828843] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:33:03.916940] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:33:03.917118] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:33:03.917166] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:33:03.917203] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:33:03.920829] [DEBUG] [FORECASTER] CLMB: Forecast T+1@11:T+2@11: UP (p=56.57%)
[2025-11-25T23:33:03.921140] [INFO ] [FORECASTER] Completed predict_future for CLMB
[2025-11-25T23:33:03.921288] [INFO ] [sig       ] CLMB: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:33:04.067148] [INFO ] [LOCAL     ] Saved forecast: CLMB	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/CLMB.txt
[2025-11-25T23:33:04.067321] [INFO ] [sig       ] [720/3639] Completed CLMB in 0.3s | 3.00 sym/s | Total: 4.0m | ETA: 16.2m
[2025-11-25T23:33:04.067402] [INFO ] [sig       ] [721/3639] Forecasting CLNE...
[2025-11-25T23:33:04.067541] [INFO ] [sig       ] Generating forecast for: CLNE
[2025-11-25T23:33:04.067587] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CLNE' from 'https://tdm.silogroup.org/data/derivative_storage/CLNE.csv'.
[2025-11-25T23:33:04.080055] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CLNE'.
[2025-11-25T23:33:04.080493] [INFO ] [FORECASTER] Starting predict_future for CLNE
[2025-11-25T23:33:04.081507] [DEBUG] [LOCAL     ] No optimal features file found for CLNE: ./output/feature-sets/CLNE.txt
[2025-11-25T23:33:04.081581] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:33:04.081660] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:33:04.081700] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:33:04.081765] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:33:04.145708] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:33:04.146700] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:33:04.146814] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:33:04.146873] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:33:04.253044] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:33:04.253178] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:33:04.253221] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:33:04.253254] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:33:04.256582] [DEBUG] [FORECASTER] CLNE: Forecast T+1@11:T+2@11: UP (p=85.68%)
[2025-11-25T23:33:04.256904] [INFO ] [FORECASTER] Completed predict_future for CLNE
[2025-11-25T23:33:04.257051] [INFO ] [sig       ] CLNE: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:33:04.399322] [INFO ] [LOCAL     ] Saved forecast: CLNE	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/CLNE.txt
[2025-11-25T23:33:04.399468] [INFO ] [sig       ] [721/3639] Completed CLNE in 0.3s | 3.00 sym/s | Total: 4.0m | ETA: 16.2m
[2025-11-25T23:33:04.399525] [INFO ] [sig       ] [722/3639] Forecasting CLNN...
[2025-11-25T23:33:04.399570] [INFO ] [sig       ] Generating forecast for: CLNN
[2025-11-25T23:33:04.399623] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CLNN' from 'https://tdm.silogroup.org/data/derivative_storage/CLNN.csv'.
[2025-11-25T23:33:04.411427] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CLNN'.
[2025-11-25T23:33:04.411823] [INFO ] [FORECASTER] Starting predict_future for CLNN
[2025-11-25T23:33:04.412682] [DEBUG] [LOCAL     ] No optimal features file found for CLNN: ./output/feature-sets/CLNN.txt
[2025-11-25T23:33:04.412755] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:33:04.412807] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:33:04.412858] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:33:04.412944] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:33:04.471991] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:33:04.472675] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:33:04.472776] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:33:04.472828] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:33:04.575186] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:33:04.575325] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:33:04.575369] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:33:04.575402] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:33:04.578851] [DEBUG] [FORECASTER] CLNN: Forecast T+1@11:T+2@11: DOWN (p=8.50%)
[2025-11-25T23:33:04.579173] [INFO ] [FORECASTER] Completed predict_future for CLNN
[2025-11-25T23:33:04.579322] [INFO ] [sig       ] CLNN: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:33:04.722162] [INFO ] [LOCAL     ] Saved forecast: CLNN	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/CLNN.txt
[2025-11-25T23:33:04.722322] [INFO ] [sig       ] [722/3639] Completed CLNN in 0.3s | 3.00 sym/s | Total: 4.0m | ETA: 16.2m
[2025-11-25T23:33:04.722377] [INFO ] [sig       ] [723/3639] Forecasting CLOA...
[2025-11-25T23:33:04.722421] [INFO ] [sig       ] Generating forecast for: CLOA
[2025-11-25T23:33:04.722461] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CLOA' from 'https://tdm.silogroup.org/data/derivative_storage/CLOA.csv'.
[2025-11-25T23:33:04.733578] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CLOA'.
[2025-11-25T23:33:04.733915] [INFO ] [FORECASTER] Starting predict_future for CLOA
[2025-11-25T23:33:04.734758] [DEBUG] [LOCAL     ] No optimal features file found for CLOA: ./output/feature-sets/CLOA.txt
[2025-11-25T23:33:04.734828] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:33:04.734872] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:33:04.734910] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:33:04.734977] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:33:04.794192] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:33:04.794856] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:33:04.794953] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:33:04.795000] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:33:04.871823] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:33:04.871958] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:33:04.872003] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:33:04.872037] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:33:04.875286] [DEBUG] [FORECASTER] CLOA: Forecast T+1@11:T+2@11: UP (p=95.81%)
[2025-11-25T23:33:04.875574] [INFO ] [FORECASTER] Completed predict_future for CLOA
[2025-11-25T23:33:04.875731] [INFO ] [sig       ] CLOA: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:33:05.017152] [INFO ] [LOCAL     ] Saved forecast: CLOA	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/CLOA.txt
[2025-11-25T23:33:05.017291] [INFO ] [sig       ] [723/3639] Completed CLOA in 0.3s | 3.00 sym/s | Total: 4.0m | ETA: 16.2m
[2025-11-25T23:33:05.017347] [INFO ] [sig       ] [724/3639] Forecasting CLRB...
[2025-11-25T23:33:05.017417] [INFO ] [sig       ] Generating forecast for: CLRB
[2025-11-25T23:33:05.017460] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CLRB' from 'https://tdm.silogroup.org/data/derivative_storage/CLRB.csv'.
[2025-11-25T23:33:05.028529] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CLRB'.
[2025-11-25T23:33:05.028891] [INFO ] [FORECASTER] Starting predict_future for CLRB
[2025-11-25T23:33:05.029756] [DEBUG] [LOCAL     ] No optimal features file found for CLRB: ./output/feature-sets/CLRB.txt
[2025-11-25T23:33:05.029826] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:33:05.029874] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:33:05.029915] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:33:05.030024] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:33:05.089950] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:33:05.090617] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:33:05.090743] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:33:05.090803] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:33:05.167276] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:33:05.167507] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:33:05.167568] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:33:05.167606] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:33:05.171164] [DEBUG] [FORECASTER] CLRB: Forecast T+1@11:T+2@11: UP (p=91.19%)
[2025-11-25T23:33:05.171480] [INFO ] [FORECASTER] Completed predict_future for CLRB
[2025-11-25T23:33:05.171629] [INFO ] [sig       ] CLRB: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:33:05.315987] [INFO ] [LOCAL     ] Saved forecast: CLRB	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/CLRB.txt
[2025-11-25T23:33:05.316175] [INFO ] [sig       ] [724/3639] Completed CLRB in 0.3s | 3.00 sym/s | Total: 4.0m | ETA: 16.2m
[2025-11-25T23:33:05.316233] [INFO ] [sig       ] [725/3639] Forecasting CLRO...
[2025-11-25T23:33:05.316277] [INFO ] [sig       ] Generating forecast for: CLRO
[2025-11-25T23:33:05.316314] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CLRO' from 'https://tdm.silogroup.org/data/derivative_storage/CLRO.csv'.
[2025-11-25T23:33:05.327755] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CLRO'.
[2025-11-25T23:33:05.328074] [INFO ] [FORECASTER] Starting predict_future for CLRO
[2025-11-25T23:33:05.329060] [DEBUG] [LOCAL     ] No optimal features file found for CLRO: ./output/feature-sets/CLRO.txt
[2025-11-25T23:33:05.329132] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:33:05.329190] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:33:05.329244] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:33:05.329353] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:33:05.389065] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:33:05.389726] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:33:05.389836] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:33:05.389886] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:33:05.454471] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:33:05.454606] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-11-25T23:33:05.454670] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:33:05.454730] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:33:05.458015] [DEBUG] [FORECASTER] CLRO: Forecast T+1@11:T+2@11: DOWN (p=19.23%)
[2025-11-25T23:33:05.458311] [INFO ] [FORECASTER] Completed predict_future for CLRO
[2025-11-25T23:33:05.458447] [INFO ] [sig       ] CLRO: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:33:05.601274] [INFO ] [LOCAL     ] Saved forecast: CLRO	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/CLRO.txt
[2025-11-25T23:33:05.601413] [INFO ] [sig       ] [725/3639] Completed CLRO in 0.3s | 3.01 sym/s | Total: 4.0m | ETA: 16.2m
[2025-11-25T23:33:05.601469] [INFO ] [sig       ] [726/3639] Forecasting CLS...
[2025-11-25T23:33:05.601513] [INFO ] [sig       ] Generating forecast for: CLS
[2025-11-25T23:33:05.601557] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CLS' from 'https://tdm.silogroup.org/data/derivative_storage/CLS.csv'.
[2025-11-25T23:33:05.612507] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CLS'.
[2025-11-25T23:33:05.612829] [INFO ] [FORECASTER] Starting predict_future for CLS
[2025-11-25T23:33:05.613667] [DEBUG] [LOCAL     ] No optimal features file found for CLS: ./output/feature-sets/CLS.txt
[2025-11-25T23:33:05.613736] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:33:05.613792] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:33:05.613844] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:33:05.613932] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:33:05.671627] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:33:05.672289] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:33:05.672398] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:33:05.672447] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:33:05.742423] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:33:05.742555] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:33:05.742598] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:33:05.742633] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:33:05.745964] [DEBUG] [FORECASTER] CLS: Forecast T+1@11:T+2@11: DOWN (p=16.75%)
[2025-11-25T23:33:05.746257] [INFO ] [FORECASTER] Completed predict_future for CLS
[2025-11-25T23:33:05.746392] [INFO ] [sig       ] CLS: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:33:05.893506] [INFO ] [LOCAL     ] Saved forecast: CLS	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/CLS.txt
[2025-11-25T23:33:05.893736] [INFO ] [sig       ] [726/3639] Completed CLS in 0.3s | 3.01 sym/s | Total: 4.0m | ETA: 16.2m
[2025-11-25T23:33:05.893823] [INFO ] [sig       ] [727/3639] Forecasting CLSD...
[2025-11-25T23:33:05.893881] [INFO ] [sig       ] Generating forecast for: CLSD
[2025-11-25T23:33:05.893925] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CLSD' from 'https://tdm.silogroup.org/data/derivative_storage/CLSD.csv'.
[2025-11-25T23:33:05.905390] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CLSD'.
[2025-11-25T23:33:05.905754] [INFO ] [FORECASTER] Starting predict_future for CLSD
[2025-11-25T23:33:05.906625] [DEBUG] [LOCAL     ] No optimal features file found for CLSD: ./output/feature-sets/CLSD.txt
[2025-11-25T23:33:05.906713] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:33:05.906769] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:33:05.906818] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:33:05.906927] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:33:05.965198] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:33:05.965884] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:33:05.965993] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:33:05.966043] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:33:06.034170] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:33:06.034309] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:33:06.034353] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:33:06.034387] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:33:06.037700] [DEBUG] [FORECASTER] CLSD: Forecast T+1@11:T+2@11: DOWN (p=7.45%)
[2025-11-25T23:33:06.037996] [INFO ] [FORECASTER] Completed predict_future for CLSD
[2025-11-25T23:33:06.038137] [INFO ] [sig       ] CLSD: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:33:06.179138] [INFO ] [LOCAL     ] Saved forecast: CLSD	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/CLSD.txt
[2025-11-25T23:33:06.179274] [INFO ] [sig       ] [727/3639] Completed CLSD in 0.3s | 3.01 sym/s | Total: 4.0m | ETA: 16.1m
[2025-11-25T23:33:06.179331] [INFO ] [sig       ] [728/3639] Forecasting CLSM...
[2025-11-25T23:33:06.179376] [INFO ] [sig       ] Generating forecast for: CLSM
[2025-11-25T23:33:06.179419] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CLSM' from 'https://tdm.silogroup.org/data/derivative_storage/CLSM.csv'.
[2025-11-25T23:33:06.190705] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CLSM'.
[2025-11-25T23:33:06.191026] [INFO ] [FORECASTER] Starting predict_future for CLSM
[2025-11-25T23:33:06.191893] [DEBUG] [LOCAL     ] No optimal features file found for CLSM: ./output/feature-sets/CLSM.txt
[2025-11-25T23:33:06.191963] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:33:06.192020] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:33:06.192071] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:33:06.192157] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:33:06.250819] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:33:06.251460] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:33:06.251567] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:33:06.251617] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:33:06.348257] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:33:06.348374] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:33:06.348417] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:33:06.348450] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:33:06.351681] [DEBUG] [FORECASTER] CLSM: Forecast T+1@11:T+2@11: UP (p=96.39%)
[2025-11-25T23:33:06.351975] [INFO ] [FORECASTER] Completed predict_future for CLSM
[2025-11-25T23:33:06.352118] [INFO ] [sig       ] CLSM: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:33:06.491746] [INFO ] [LOCAL     ] Saved forecast: CLSM	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/CLSM.txt
[2025-11-25T23:33:06.491877] [INFO ] [sig       ] [728/3639] Completed CLSM in 0.3s | 3.01 sym/s | Total: 4.0m | ETA: 16.1m
[2025-11-25T23:33:06.491937] [INFO ] [sig       ] [729/3639] Forecasting CLX...
[2025-11-25T23:33:06.491979] [INFO ] [sig       ] Generating forecast for: CLX
[2025-11-25T23:33:06.492070] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CLX' from 'https://tdm.silogroup.org/data/derivative_storage/CLX.csv'.
[2025-11-25T23:33:06.503929] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CLX'.
[2025-11-25T23:33:06.504248] [INFO ] [FORECASTER] Starting predict_future for CLX
[2025-11-25T23:33:06.505148] [DEBUG] [LOCAL     ] No optimal features file found for CLX: ./output/feature-sets/CLX.txt
[2025-11-25T23:33:06.505238] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:33:06.505301] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:33:06.505354] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:33:06.505448] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:33:06.563291] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:33:06.563980] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:33:06.564082] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:33:06.564144] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:33:06.676713] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:33:06.676853] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:33:06.676902] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:33:06.676937] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:33:06.680339] [DEBUG] [FORECASTER] CLX: Forecast T+1@11:T+2@11: UP (p=74.87%)
[2025-11-25T23:33:06.680670] [INFO ] [FORECASTER] Completed predict_future for CLX
[2025-11-25T23:33:06.680835] [INFO ] [sig       ] CLX: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:33:06.825073] [INFO ] [LOCAL     ] Saved forecast: CLX	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/CLX.txt
[2025-11-25T23:33:06.825235] [INFO ] [sig       ] [729/3639] Completed CLX in 0.3s | 3.01 sym/s | Total: 4.0m | ETA: 16.1m
[2025-11-25T23:33:06.825309] [INFO ] [sig       ] [730/3639] Forecasting CM...
[2025-11-25T23:33:06.825364] [INFO ] [sig       ] Generating forecast for: CM
[2025-11-25T23:33:06.825409] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CM' from 'https://tdm.silogroup.org/data/derivative_storage/CM.csv'.
[2025-11-25T23:33:06.836060] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CM'.
[2025-11-25T23:33:06.836361] [INFO ] [FORECASTER] Starting predict_future for CM
[2025-11-25T23:33:06.837197] [DEBUG] [LOCAL     ] No optimal features file found for CM: ./output/feature-sets/CM.txt
[2025-11-25T23:33:06.837269] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:33:06.837316] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:33:06.837375] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:33:06.837451] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:33:06.895004] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:33:06.895668] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:33:06.895765] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:33:06.895811] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:33:06.980882] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:33:06.981021] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:33:06.981065] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:33:06.981099] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:33:06.984380] [DEBUG] [FORECASTER] CM: Forecast T+1@11:T+2@11: DOWN (p=18.72%)
[2025-11-25T23:33:06.984693] [INFO ] [FORECASTER] Completed predict_future for CM
[2025-11-25T23:33:06.984845] [INFO ] [sig       ] CM: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:33:07.124794] [INFO ] [LOCAL     ] Saved forecast: CM	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/CM.txt
[2025-11-25T23:33:07.124926] [INFO ] [sig       ] [730/3639] Completed CM in 0.3s | 3.01 sym/s | Total: 4.0m | ETA: 16.1m
[2025-11-25T23:33:07.124982] [INFO ] [sig       ] [731/3639] Forecasting CMA...
[2025-11-25T23:33:07.125025] [INFO ] [sig       ] Generating forecast for: CMA
[2025-11-25T23:33:07.125065] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CMA' from 'https://tdm.silogroup.org/data/derivative_storage/CMA.csv'.
[2025-11-25T23:33:07.137056] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CMA'.
[2025-11-25T23:33:07.137388] [INFO ] [FORECASTER] Starting predict_future for CMA
[2025-11-25T23:33:07.138249] [DEBUG] [LOCAL     ] No optimal features file found for CMA: ./output/feature-sets/CMA.txt
[2025-11-25T23:33:07.138353] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:33:07.138415] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:33:07.138460] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:33:07.138566] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:33:07.196215] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:33:07.196880] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:33:07.196979] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:33:07.197038] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:33:07.307399] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:33:07.307517] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:33:07.307560] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:33:07.307594] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:33:07.310810] [DEBUG] [FORECASTER] CMA: Forecast T+1@11:T+2@11: UP (p=82.95%)
[2025-11-25T23:33:07.311108] [INFO ] [FORECASTER] Completed predict_future for CMA
[2025-11-25T23:33:07.311258] [INFO ] [sig       ] CMA: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:33:07.451715] [INFO ] [LOCAL     ] Saved forecast: CMA	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/CMA.txt
[2025-11-25T23:33:07.451862] [INFO ] [sig       ] [731/3639] Completed CMA in 0.3s | 3.01 sym/s | Total: 4.1m | ETA: 16.1m
[2025-11-25T23:33:07.451929] [INFO ] [sig       ] [732/3639] Forecasting CMC...
[2025-11-25T23:33:07.451980] [INFO ] [sig       ] Generating forecast for: CMC
[2025-11-25T23:33:07.452032] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CMC' from 'https://tdm.silogroup.org/data/derivative_storage/CMC.csv'.
[2025-11-25T23:33:07.462881] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CMC'.
[2025-11-25T23:33:07.463214] [INFO ] [FORECASTER] Starting predict_future for CMC
[2025-11-25T23:33:07.464057] [DEBUG] [LOCAL     ] No optimal features file found for CMC: ./output/feature-sets/CMC.txt
[2025-11-25T23:33:07.464127] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:33:07.464187] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:33:07.464235] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:33:07.464311] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:33:07.522598] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:33:07.523327] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:33:07.523430] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:33:07.523489] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:33:07.642399] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:33:07.642578] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:33:07.642624] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:33:07.642679] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:33:07.646289] [DEBUG] [FORECASTER] CMC: Forecast T+1@11:T+2@11: UP (p=86.93%)
[2025-11-25T23:33:07.646605] [INFO ] [FORECASTER] Completed predict_future for CMC
[2025-11-25T23:33:07.646785] [INFO ] [sig       ] CMC: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:33:07.787314] [INFO ] [LOCAL     ] Saved forecast: CMC	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/CMC.txt
[2025-11-25T23:33:07.787461] [INFO ] [sig       ] [732/3639] Completed CMC in 0.3s | 3.01 sym/s | Total: 4.1m | ETA: 16.1m
[2025-11-25T23:33:07.787518] [INFO ] [sig       ] [733/3639] Forecasting CMCM...
[2025-11-25T23:33:07.787563] [INFO ] [sig       ] Generating forecast for: CMCM
[2025-11-25T23:33:07.787604] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CMCM' from 'https://tdm.silogroup.org/data/derivative_storage/CMCM.csv'.
[2025-11-25T23:33:07.799799] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CMCM'.
[2025-11-25T23:33:07.800134] [INFO ] [FORECASTER] Starting predict_future for CMCM
[2025-11-25T23:33:07.800979] [DEBUG] [LOCAL     ] No optimal features file found for CMCM: ./output/feature-sets/CMCM.txt
[2025-11-25T23:33:07.801050] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:33:07.801099] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:33:07.801140] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:33:07.801210] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:33:07.859315] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:33:07.860037] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:33:07.860137] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:33:07.860186] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:33:07.968101] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:33:07.968235] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:33:07.968279] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:33:07.968313] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:33:07.971748] [DEBUG] [FORECASTER] CMCM: Forecast T+1@11:T+2@11: UP (p=87.06%)
[2025-11-25T23:33:07.972050] [INFO ] [FORECASTER] Completed predict_future for CMCM
[2025-11-25T23:33:07.972199] [INFO ] [sig       ] CMCM: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:33:08.115180] [INFO ] [LOCAL     ] Saved forecast: CMCM	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/CMCM.txt
[2025-11-25T23:33:08.115334] [INFO ] [sig       ] [733/3639] Completed CMCM in 0.3s | 3.01 sym/s | Total: 4.1m | ETA: 16.1m
[2025-11-25T23:33:08.115402] [INFO ] [sig       ] [734/3639] Forecasting CMCO...
[2025-11-25T23:33:08.115450] [INFO ] [sig       ] Generating forecast for: CMCO
[2025-11-25T23:33:08.115493] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CMCO' from 'https://tdm.silogroup.org/data/derivative_storage/CMCO.csv'.
[2025-11-25T23:33:08.127479] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CMCO'.
[2025-11-25T23:33:08.127860] [INFO ] [FORECASTER] Starting predict_future for CMCO
[2025-11-25T23:33:08.128744] [DEBUG] [LOCAL     ] No optimal features file found for CMCO: ./output/feature-sets/CMCO.txt
[2025-11-25T23:33:08.128816] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:33:08.128864] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:33:08.128906] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:33:08.129026] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:33:08.188069] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:33:08.188761] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:33:08.188860] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:33:08.188923] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:33:08.307055] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:33:08.307190] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:33:08.307232] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:33:08.307265] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:33:08.310602] [DEBUG] [FORECASTER] CMCO: Forecast T+1@11:T+2@11: DOWN (p=24.18%)
[2025-11-25T23:33:08.310956] [INFO ] [FORECASTER] Completed predict_future for CMCO
[2025-11-25T23:33:08.311139] [INFO ] [sig       ] CMCO: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:33:08.456584] [INFO ] [LOCAL     ] Saved forecast: CMCO	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/CMCO.txt
[2025-11-25T23:33:08.456752] [INFO ] [sig       ] [734/3639] Completed CMCO in 0.3s | 3.01 sym/s | Total: 4.1m | ETA: 16.1m
[2025-11-25T23:33:08.456818] [INFO ] [sig       ] [735/3639] Forecasting CMCSA...
[2025-11-25T23:33:08.456867] [INFO ] [sig       ] Generating forecast for: CMCSA
[2025-11-25T23:33:08.456920] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CMCSA' from 'https://tdm.silogroup.org/data/derivative_storage/CMCSA.csv'.
[2025-11-25T23:33:08.471240] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CMCSA'.
[2025-11-25T23:33:08.471824] [INFO ] [FORECASTER] Starting predict_future for CMCSA
[2025-11-25T23:33:08.472741] [DEBUG] [LOCAL     ] No optimal features file found for CMCSA: ./output/feature-sets/CMCSA.txt
[2025-11-25T23:33:08.472813] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:33:08.472862] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:33:08.472905] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:33:08.472976] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:33:08.535543] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:33:08.536636] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:33:08.536767] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:33:08.536818] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:33:08.667979] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:33:08.668173] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:33:08.668222] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:33:08.668256] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:33:08.671946] [DEBUG] [FORECASTER] CMCSA: Forecast T+1@11:T+2@11: DOWN (p=30.93%)
[2025-11-25T23:33:08.672333] [INFO ] [FORECASTER] Completed predict_future for CMCSA
[2025-11-25T23:33:08.672565] [INFO ] [sig       ] CMCSA: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:33:08.815613] [INFO ] [LOCAL     ] Saved forecast: CMCSA	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/CMCSA.txt
[2025-11-25T23:33:08.815784] [INFO ] [sig       ] [735/3639] Completed CMCSA in 0.4s | 3.01 sym/s | Total: 4.1m | ETA: 16.1m
[2025-11-25T23:33:08.815844] [INFO ] [sig       ] [736/3639] Forecasting CME...
[2025-11-25T23:33:08.815889] [INFO ] [sig       ] Generating forecast for: CME
[2025-11-25T23:33:08.815942] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CME' from 'https://tdm.silogroup.org/data/derivative_storage/CME.csv'.
[2025-11-25T23:33:08.827670] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CME'.
[2025-11-25T23:33:08.828007] [INFO ] [FORECASTER] Starting predict_future for CME
[2025-11-25T23:33:08.828913] [DEBUG] [LOCAL     ] No optimal features file found for CME: ./output/feature-sets/CME.txt
[2025-11-25T23:33:08.828999] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:33:08.829069] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:33:08.829122] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:33:08.829194] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:33:08.888970] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:33:08.889668] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:33:08.889772] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:33:08.889831] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:33:09.001763] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:33:09.001974] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:33:09.002021] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:33:09.002056] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:33:09.005597] [DEBUG] [FORECASTER] CME: Forecast T+1@11:T+2@11: DOWN (p=45.90%)
[2025-11-25T23:33:09.005995] [INFO ] [FORECASTER] Completed predict_future for CME
[2025-11-25T23:33:09.006370] [INFO ] [sig       ] CME: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:33:09.148683] [INFO ] [LOCAL     ] Saved forecast: CME	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/CME.txt
[2025-11-25T23:33:09.148829] [INFO ] [sig       ] [736/3639] Completed CME in 0.3s | 3.01 sym/s | Total: 4.1m | ETA: 16.1m
[2025-11-25T23:33:09.148888] [INFO ] [sig       ] [737/3639] Forecasting CMG...
[2025-11-25T23:33:09.148934] [INFO ] [sig       ] Generating forecast for: CMG
[2025-11-25T23:33:09.148984] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CMG' from 'https://tdm.silogroup.org/data/derivative_storage/CMG.csv'.
[2025-11-25T23:33:09.160604] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CMG'.
[2025-11-25T23:33:09.160944] [INFO ] [FORECASTER] Starting predict_future for CMG
[2025-11-25T23:33:09.161769] [DEBUG] [LOCAL     ] No optimal features file found for CMG: ./output/feature-sets/CMG.txt
[2025-11-25T23:33:09.161840] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:33:09.161890] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:33:09.161941] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:33:09.162026] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:33:09.222518] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:33:09.223197] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:33:09.223296] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:33:09.223345] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:33:09.347106] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:33:09.347265] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:33:09.347316] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:33:09.347352] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:33:09.350828] [DEBUG] [FORECASTER] CMG: Forecast T+1@11:T+2@11: DOWN (p=7.20%)
[2025-11-25T23:33:09.351199] [INFO ] [FORECASTER] Completed predict_future for CMG
[2025-11-25T23:33:09.351421] [INFO ] [sig       ] CMG: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:33:09.493078] [INFO ] [LOCAL     ] Saved forecast: CMG	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/CMG.txt
[2025-11-25T23:33:09.493226] [INFO ] [sig       ] [737/3639] Completed CMG in 0.3s | 3.01 sym/s | Total: 4.1m | ETA: 16.1m
[2025-11-25T23:33:09.493284] [INFO ] [sig       ] [738/3639] Forecasting CMI...
[2025-11-25T23:33:09.493330] [INFO ] [sig       ] Generating forecast for: CMI
[2025-11-25T23:33:09.493383] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CMI' from 'https://tdm.silogroup.org/data/derivative_storage/CMI.csv'.
[2025-11-25T23:33:09.505079] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CMI'.
[2025-11-25T23:33:09.505398] [INFO ] [FORECASTER] Starting predict_future for CMI
[2025-11-25T23:33:09.506282] [DEBUG] [LOCAL     ] No optimal features file found for CMI: ./output/feature-sets/CMI.txt
[2025-11-25T23:33:09.506356] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:33:09.506405] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:33:09.506448] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:33:09.506519] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:33:09.565051] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:33:09.565717] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:33:09.565816] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:33:09.565866] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:33:09.683344] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:33:09.683505] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:33:09.683572] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:33:09.683608] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:33:09.687063] [DEBUG] [FORECASTER] CMI: Forecast T+1@11:T+2@11: DOWN (p=1.72%)
[2025-11-25T23:33:09.687387] [INFO ] [FORECASTER] Completed predict_future for CMI
[2025-11-25T23:33:09.687543] [INFO ] [sig       ] CMI: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:33:09.829995] [INFO ] [LOCAL     ] Saved forecast: CMI	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/CMI.txt
[2025-11-25T23:33:09.830146] [INFO ] [sig       ] [738/3639] Completed CMI in 0.3s | 3.01 sym/s | Total: 4.1m | ETA: 16.1m
[2025-11-25T23:33:09.830210] [INFO ] [sig       ] [739/3639] Forecasting CMMB...
[2025-11-25T23:33:09.830259] [INFO ] [sig       ] Generating forecast for: CMMB
[2025-11-25T23:33:09.830304] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CMMB' from 'https://tdm.silogroup.org/data/derivative_storage/CMMB.csv'.
[2025-11-25T23:33:09.841954] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CMMB'.
[2025-11-25T23:33:09.842286] [INFO ] [FORECASTER] Starting predict_future for CMMB
[2025-11-25T23:33:09.843181] [DEBUG] [LOCAL     ] No optimal features file found for CMMB: ./output/feature-sets/CMMB.txt
[2025-11-25T23:33:09.843254] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:33:09.843311] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:33:09.843362] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:33:09.843441] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:33:09.902016] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:33:09.902822] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:33:09.902949] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:33:09.903045] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:33:10.030195] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:33:10.030395] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:33:10.030445] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:33:10.030482] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:33:10.034070] [DEBUG] [FORECASTER] CMMB: Forecast T+1@11:T+2@11: UP (p=76.89%)
[2025-11-25T23:33:10.034574] [INFO ] [FORECASTER] Completed predict_future for CMMB
[2025-11-25T23:33:10.034846] [INFO ] [sig       ] CMMB: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:33:10.187899] [INFO ] [LOCAL     ] Saved forecast: CMMB	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/CMMB.txt
[2025-11-25T23:33:10.188091] [INFO ] [sig       ] [739/3639] Completed CMMB in 0.4s | 3.01 sym/s | Total: 4.1m | ETA: 16.1m
[2025-11-25T23:33:10.188154] [INFO ] [sig       ] [740/3639] Forecasting CMP...
[2025-11-25T23:33:10.188206] [INFO ] [sig       ] Generating forecast for: CMP
[2025-11-25T23:33:10.188270] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CMP' from 'https://tdm.silogroup.org/data/derivative_storage/CMP.csv'.
[2025-11-25T23:33:10.200845] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CMP'.
[2025-11-25T23:33:10.201199] [INFO ] [FORECASTER] Starting predict_future for CMP
[2025-11-25T23:33:10.202093] [DEBUG] [LOCAL     ] No optimal features file found for CMP: ./output/feature-sets/CMP.txt
[2025-11-25T23:33:10.202170] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:33:10.202244] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:33:10.202304] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:33:10.202379] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:33:10.270770] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:33:10.271769] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:33:10.271885] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:33:10.271945] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:33:10.393549] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:33:10.393758] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:33:10.393834] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:33:10.393882] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:33:10.397776] [DEBUG] [FORECASTER] CMP: Forecast T+1@11:T+2@11: DOWN (p=15.34%)
[2025-11-25T23:33:10.398182] [INFO ] [FORECASTER] Completed predict_future for CMP
[2025-11-25T23:33:10.398402] [INFO ] [sig       ] CMP: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:33:10.544854] [INFO ] [LOCAL     ] Saved forecast: CMP	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/CMP.txt
[2025-11-25T23:33:10.545026] [INFO ] [sig       ] [740/3639] Completed CMP in 0.4s | 3.01 sym/s | Total: 4.1m | ETA: 16.1m
[2025-11-25T23:33:10.545086] [INFO ] [sig       ] [741/3639] Forecasting CMPO...
[2025-11-25T23:33:10.545130] [INFO ] [sig       ] Generating forecast for: CMPO
[2025-11-25T23:33:10.545173] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CMPO' from 'https://tdm.silogroup.org/data/derivative_storage/CMPO.csv'.
[2025-11-25T23:33:10.557731] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CMPO'.
[2025-11-25T23:33:10.558079] [INFO ] [FORECASTER] Starting predict_future for CMPO
[2025-11-25T23:33:10.558917] [DEBUG] [LOCAL     ] No optimal features file found for CMPO: ./output/feature-sets/CMPO.txt
[2025-11-25T23:33:10.558989] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:33:10.559037] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:33:10.559079] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:33:10.559150] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:33:10.617992] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:33:10.618991] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:33:10.619104] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:33:10.619155] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:33:10.740206] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:33:10.740369] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:33:10.740415] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:33:10.740450] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:33:10.744002] [DEBUG] [FORECASTER] CMPO: Forecast T+1@11:T+2@11: UP (p=95.51%)
[2025-11-25T23:33:10.744491] [INFO ] [FORECASTER] Completed predict_future for CMPO
[2025-11-25T23:33:10.744752] [INFO ] [sig       ] CMPO: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:33:10.903624] [INFO ] [LOCAL     ] Saved forecast: CMPO	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/CMPO.txt
[2025-11-25T23:33:10.903862] [INFO ] [sig       ] [741/3639] Completed CMPO in 0.4s | 3.01 sym/s | Total: 4.1m | ETA: 16.1m
[2025-11-25T23:33:10.903924] [INFO ] [sig       ] [742/3639] Forecasting CMPS...
[2025-11-25T23:33:10.903983] [INFO ] [sig       ] Generating forecast for: CMPS
[2025-11-25T23:33:10.904048] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CMPS' from 'https://tdm.silogroup.org/data/derivative_storage/CMPS.csv'.
[2025-11-25T23:33:10.917464] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CMPS'.
[2025-11-25T23:33:10.917966] [INFO ] [FORECASTER] Starting predict_future for CMPS
[2025-11-25T23:33:10.918877] [DEBUG] [LOCAL     ] No optimal features file found for CMPS: ./output/feature-sets/CMPS.txt
[2025-11-25T23:33:10.918949] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:33:10.919016] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:33:10.919060] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:33:10.919132] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:33:10.980957] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:33:10.982012] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:33:10.982136] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:33:10.982209] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:33:11.107350] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:33:11.107596] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:33:11.107663] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:33:11.107710] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:33:11.111363] [DEBUG] [FORECASTER] CMPS: Forecast T+1@11:T+2@11: UP (p=79.82%)
[2025-11-25T23:33:11.111710] [INFO ] [FORECASTER] Completed predict_future for CMPS
[2025-11-25T23:33:11.111902] [INFO ] [sig       ] CMPS: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:33:11.262686] [INFO ] [LOCAL     ] Saved forecast: CMPS	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/CMPS.txt
[2025-11-25T23:33:11.262851] [INFO ] [sig       ] [742/3639] Completed CMPS in 0.4s | 3.01 sym/s | Total: 4.1m | ETA: 16.1m
[2025-11-25T23:33:11.262910] [INFO ] [sig       ] [743/3639] Forecasting CMPX...
[2025-11-25T23:33:11.262955] [INFO ] [sig       ] Generating forecast for: CMPX
[2025-11-25T23:33:11.263001] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CMPX' from 'https://tdm.silogroup.org/data/derivative_storage/CMPX.csv'.
[2025-11-25T23:33:11.275322] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CMPX'.
[2025-11-25T23:33:11.275635] [INFO ] [FORECASTER] Starting predict_future for CMPX
[2025-11-25T23:33:11.276472] [DEBUG] [LOCAL     ] No optimal features file found for CMPX: ./output/feature-sets/CMPX.txt
[2025-11-25T23:33:11.276547] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:33:11.276595] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:33:11.276638] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:33:11.276731] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:33:11.337826] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:33:11.338586] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:33:11.338709] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:33:11.338761] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:33:11.455301] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:33:11.455497] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:33:11.455543] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:33:11.455579] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:33:11.459184] [DEBUG] [FORECASTER] CMPX: Forecast T+1@11:T+2@11: UP (p=85.21%)
[2025-11-25T23:33:11.459672] [INFO ] [FORECASTER] Completed predict_future for CMPX
[2025-11-25T23:33:11.459897] [INFO ] [sig       ] CMPX: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:33:11.603105] [INFO ] [LOCAL     ] Saved forecast: CMPX	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/CMPX.txt
[2025-11-25T23:33:11.603257] [INFO ] [sig       ] [743/3639] Completed CMPX in 0.3s | 3.01 sym/s | Total: 4.1m | ETA: 16.1m
[2025-11-25T23:33:11.603315] [INFO ] [sig       ] [744/3639] Forecasting CMRE...
[2025-11-25T23:33:11.603362] [INFO ] [sig       ] Generating forecast for: CMRE
[2025-11-25T23:33:11.603405] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CMRE' from 'https://tdm.silogroup.org/data/derivative_storage/CMRE.csv'.
[2025-11-25T23:33:11.616090] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CMRE'.
[2025-11-25T23:33:11.616446] [INFO ] [FORECASTER] Starting predict_future for CMRE
[2025-11-25T23:33:11.617325] [DEBUG] [LOCAL     ] No optimal features file found for CMRE: ./output/feature-sets/CMRE.txt
[2025-11-25T23:33:11.617435] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:33:11.617485] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:33:11.617528] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:33:11.617593] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:33:11.678868] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:33:11.679830] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:33:11.679947] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:33:11.679998] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:33:11.807235] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:33:11.807476] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:33:11.807526] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:33:11.807562] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:33:11.811619] [DEBUG] [FORECASTER] CMRE: Forecast T+1@11:T+2@11: DOWN (p=2.63%)
[2025-11-25T23:33:11.811951] [INFO ] [FORECASTER] Completed predict_future for CMRE
[2025-11-25T23:33:11.812106] [INFO ] [sig       ] CMRE: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:33:11.953931] [INFO ] [LOCAL     ] Saved forecast: CMRE	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/CMRE.txt
[2025-11-25T23:33:11.954111] [INFO ] [sig       ] [744/3639] Completed CMRE in 0.4s | 3.00 sym/s | Total: 4.1m | ETA: 16.1m
[2025-11-25T23:33:11.954165] [INFO ] [sig       ] [745/3639] Forecasting CMS...
[2025-11-25T23:33:11.954212] [INFO ] [sig       ] Generating forecast for: CMS
[2025-11-25T23:33:11.954331] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CMS' from 'https://tdm.silogroup.org/data/derivative_storage/CMS.csv'.
[2025-11-25T23:33:11.967197] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CMS'.
[2025-11-25T23:33:11.967547] [INFO ] [FORECASTER] Starting predict_future for CMS
[2025-11-25T23:33:11.968412] [DEBUG] [LOCAL     ] No optimal features file found for CMS: ./output/feature-sets/CMS.txt
[2025-11-25T23:33:11.968485] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:33:11.968534] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:33:11.968577] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:33:11.968739] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:33:12.026615] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:33:12.027303] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:33:12.027417] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:33:12.027481] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:33:12.148940] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:33:12.149170] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:33:12.149231] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:33:12.149277] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:33:12.153199] [DEBUG] [FORECASTER] CMS: Forecast T+1@11:T+2@11: DOWN (p=39.12%)
[2025-11-25T23:33:12.153533] [INFO ] [FORECASTER] Completed predict_future for CMS
[2025-11-25T23:33:12.153746] [INFO ] [sig       ] CMS: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:33:12.296125] [INFO ] [LOCAL     ] Saved forecast: CMS	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/CMS.txt
[2025-11-25T23:33:12.296295] [INFO ] [sig       ] [745/3639] Completed CMS in 0.3s | 3.00 sym/s | Total: 4.1m | ETA: 16.1m
[2025-11-25T23:33:12.296354] [INFO ] [sig       ] [746/3639] Forecasting CMSA...
[2025-11-25T23:33:12.296513] [INFO ] [sig       ] Generating forecast for: CMSA
[2025-11-25T23:33:12.296573] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CMSA' from 'https://tdm.silogroup.org/data/derivative_storage/CMSA.csv'.
[2025-11-25T23:33:12.309493] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CMSA'.
[2025-11-25T23:33:12.309916] [INFO ] [FORECASTER] Starting predict_future for CMSA
[2025-11-25T23:33:12.310773] [DEBUG] [LOCAL     ] No optimal features file found for CMSA: ./output/feature-sets/CMSA.txt
[2025-11-25T23:33:12.310844] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:33:12.310893] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:33:12.310933] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:33:12.311005] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:33:12.369621] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:33:12.370558] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:33:12.370684] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:33:12.370735] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:33:12.483022] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:33:12.483166] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:33:12.483211] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:33:12.483245] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:33:12.486626] [DEBUG] [FORECASTER] CMSA: Forecast T+1@11:T+2@11: UP (p=56.12%)
[2025-11-25T23:33:12.486957] [INFO ] [FORECASTER] Completed predict_future for CMSA
[2025-11-25T23:33:12.487120] [INFO ] [sig       ] CMSA: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:33:12.630198] [INFO ] [LOCAL     ] Saved forecast: CMSA	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/CMSA.txt
[2025-11-25T23:33:12.630349] [INFO ] [sig       ] [746/3639] Completed CMSA in 0.3s | 3.00 sym/s | Total: 4.1m | ETA: 16.0m
[2025-11-25T23:33:12.630404] [INFO ] [sig       ] [747/3639] Forecasting CMSC...
[2025-11-25T23:33:12.630448] [INFO ] [sig       ] Generating forecast for: CMSC
[2025-11-25T23:33:12.630489] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CMSC' from 'https://tdm.silogroup.org/data/derivative_storage/CMSC.csv'.
[2025-11-25T23:33:12.642815] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CMSC'.
[2025-11-25T23:33:12.643143] [INFO ] [FORECASTER] Starting predict_future for CMSC
[2025-11-25T23:33:12.643966] [DEBUG] [LOCAL     ] No optimal features file found for CMSC: ./output/feature-sets/CMSC.txt
[2025-11-25T23:33:12.644037] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:33:12.644083] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:33:12.644126] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:33:12.644195] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:33:12.701898] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:33:12.702573] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:33:12.702693] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:33:12.702743] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:33:12.806610] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:33:12.806748] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:33:12.806793] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:33:12.806826] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:33:12.810137] [DEBUG] [FORECASTER] CMSC: Forecast T+1@11:T+2@11: UP (p=67.76%)
[2025-11-25T23:33:12.810418] [INFO ] [FORECASTER] Completed predict_future for CMSC
[2025-11-25T23:33:12.810565] [INFO ] [sig       ] CMSC: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:33:12.951847] [INFO ] [LOCAL     ] Saved forecast: CMSC	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/CMSC.txt
[2025-11-25T23:33:12.951990] [INFO ] [sig       ] [747/3639] Completed CMSC in 0.3s | 3.00 sym/s | Total: 4.1m | ETA: 16.0m
[2025-11-25T23:33:12.952046] [INFO ] [sig       ] [748/3639] Forecasting CMSD...
[2025-11-25T23:33:12.952090] [INFO ] [sig       ] Generating forecast for: CMSD
[2025-11-25T23:33:12.952133] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CMSD' from 'https://tdm.silogroup.org/data/derivative_storage/CMSD.csv'.
[2025-11-25T23:33:12.964816] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CMSD'.
[2025-11-25T23:33:12.965312] [INFO ] [FORECASTER] Starting predict_future for CMSD
[2025-11-25T23:33:12.966261] [DEBUG] [LOCAL     ] No optimal features file found for CMSD: ./output/feature-sets/CMSD.txt
[2025-11-25T23:33:12.966337] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:33:12.966397] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:33:12.966443] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:33:12.966525] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:33:13.025143] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:33:13.026223] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:33:13.026341] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:33:13.026415] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:33:13.146997] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:33:13.147194] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:33:13.147256] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:33:13.147309] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:33:13.151168] [DEBUG] [FORECASTER] CMSD: Forecast T+1@11:T+2@11: UP (p=87.62%)
[2025-11-25T23:33:13.151530] [INFO ] [FORECASTER] Completed predict_future for CMSD
[2025-11-25T23:33:13.151733] [INFO ] [sig       ] CMSD: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:33:13.303530] [INFO ] [LOCAL     ] Saved forecast: CMSD	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/CMSD.txt
[2025-11-25T23:33:13.303763] [INFO ] [sig       ] [748/3639] Completed CMSD in 0.4s | 3.00 sym/s | Total: 4.1m | ETA: 16.0m
[2025-11-25T23:33:13.303828] [INFO ] [sig       ] [749/3639] Forecasting CMTG...
[2025-11-25T23:33:13.303877] [INFO ] [sig       ] Generating forecast for: CMTG
[2025-11-25T23:33:13.303922] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CMTG' from 'https://tdm.silogroup.org/data/derivative_storage/CMTG.csv'.
[2025-11-25T23:33:13.316412] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CMTG'.
[2025-11-25T23:33:13.316803] [INFO ] [FORECASTER] Starting predict_future for CMTG
[2025-11-25T23:33:13.317687] [DEBUG] [LOCAL     ] No optimal features file found for CMTG: ./output/feature-sets/CMTG.txt
[2025-11-25T23:33:13.317759] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:33:13.317807] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:33:13.317851] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:33:13.317925] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:33:13.376282] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:33:13.377027] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:33:13.377128] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:33:13.377176] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:33:13.473938] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:33:13.474083] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:33:13.474127] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:33:13.474180] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:33:13.477521] [DEBUG] [FORECASTER] CMTG: Forecast T+1@11:T+2@11: DOWN (p=0.28%)
[2025-11-25T23:33:13.477842] [INFO ] [FORECASTER] Completed predict_future for CMTG
[2025-11-25T23:33:13.477996] [INFO ] [sig       ] CMTG: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:33:13.617768] [INFO ] [LOCAL     ] Saved forecast: CMTG	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/CMTG.txt
[2025-11-25T23:33:13.617915] [INFO ] [sig       ] [749/3639] Completed CMTG in 0.3s | 3.00 sym/s | Total: 4.2m | ETA: 16.0m
[2025-11-25T23:33:13.617971] [INFO ] [sig       ] [750/3639] Forecasting CMTL...
[2025-11-25T23:33:13.618014] [INFO ] [sig       ] Generating forecast for: CMTL
[2025-11-25T23:33:13.618059] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CMTL' from 'https://tdm.silogroup.org/data/derivative_storage/CMTL.csv'.
[2025-11-25T23:33:13.630245] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CMTL'.
[2025-11-25T23:33:13.630696] [INFO ] [FORECASTER] Starting predict_future for CMTL
[2025-11-25T23:33:13.631588] [DEBUG] [LOCAL     ] No optimal features file found for CMTL: ./output/feature-sets/CMTL.txt
[2025-11-25T23:33:13.631683] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:33:13.631744] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:33:13.631797] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:33:13.631886] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:33:13.689725] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:33:13.690720] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:33:13.690847] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:33:13.690898] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:33:13.792423] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:33:13.792633] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:33:13.792786] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:33:13.792824] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:33:13.796437] [DEBUG] [FORECASTER] CMTL: Forecast T+1@11:T+2@11: DOWN (p=35.55%)
[2025-11-25T23:33:13.796768] [INFO ] [FORECASTER] Completed predict_future for CMTL
[2025-11-25T23:33:13.796933] [INFO ] [sig       ] CMTL: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:33:13.939170] [INFO ] [LOCAL     ] Saved forecast: CMTL	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/CMTL.txt
[2025-11-25T23:33:13.939342] [INFO ] [sig       ] [750/3639] Completed CMTL in 0.3s | 3.01 sym/s | Total: 4.2m | ETA: 16.0m
[2025-11-25T23:33:13.939424] [INFO ] [sig       ] [751/3639] Forecasting CNA...
[2025-11-25T23:33:13.939479] [INFO ] [sig       ] Generating forecast for: CNA
[2025-11-25T23:33:13.939533] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CNA' from 'https://tdm.silogroup.org/data/derivative_storage/CNA.csv'.
[2025-11-25T23:33:13.951546] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CNA'.
[2025-11-25T23:33:13.951949] [INFO ] [FORECASTER] Starting predict_future for CNA
[2025-11-25T23:33:13.952810] [DEBUG] [LOCAL     ] No optimal features file found for CNA: ./output/feature-sets/CNA.txt
[2025-11-25T23:33:13.952882] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:33:13.952929] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:33:13.952970] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:33:13.953038] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:33:14.011607] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:33:14.012278] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:33:14.012377] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:33:14.012446] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:33:14.108132] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:33:14.108289] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:33:14.108333] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:33:14.108366] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:33:14.112143] [DEBUG] [FORECASTER] CNA: Forecast T+1@11:T+2@11: DOWN (p=24.21%)
[2025-11-25T23:33:14.112455] [INFO ] [FORECASTER] Completed predict_future for CNA
[2025-11-25T23:33:14.112603] [INFO ] [sig       ] CNA: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:33:14.255217] [INFO ] [LOCAL     ] Saved forecast: CNA	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/CNA.txt
[2025-11-25T23:33:14.255417] [INFO ] [sig       ] [751/3639] Completed CNA in 0.3s | 3.01 sym/s | Total: 4.2m | ETA: 16.0m
[2025-11-25T23:33:14.255480] [INFO ] [sig       ] [752/3639] Forecasting CNC...
[2025-11-25T23:33:14.255524] [INFO ] [sig       ] Generating forecast for: CNC
[2025-11-25T23:33:14.255565] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CNC' from 'https://tdm.silogroup.org/data/derivative_storage/CNC.csv'.
[2025-11-25T23:33:14.267026] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CNC'.
[2025-11-25T23:33:14.267430] [INFO ] [FORECASTER] Starting predict_future for CNC
[2025-11-25T23:33:14.268280] [DEBUG] [LOCAL     ] No optimal features file found for CNC: ./output/feature-sets/CNC.txt
[2025-11-25T23:33:14.268352] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:33:14.268400] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:33:14.268443] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:33:14.268515] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:33:14.327013] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:33:14.327934] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:33:14.328034] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:33:14.328084] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:33:14.432320] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:33:14.432464] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:33:14.432509] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:33:14.432543] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:33:14.435900] [DEBUG] [FORECASTER] CNC: Forecast T+1@11:T+2@11: UP (p=72.33%)
[2025-11-25T23:33:14.436208] [INFO ] [FORECASTER] Completed predict_future for CNC
[2025-11-25T23:33:14.436351] [INFO ] [sig       ] CNC: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:33:14.577833] [INFO ] [LOCAL     ] Saved forecast: CNC	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/CNC.txt
[2025-11-25T23:33:14.577980] [INFO ] [sig       ] [752/3639] Completed CNC in 0.3s | 3.01 sym/s | Total: 4.2m | ETA: 16.0m
[2025-11-25T23:33:14.578035] [INFO ] [sig       ] [753/3639] Forecasting CNEY...
[2025-11-25T23:33:14.578080] [INFO ] [sig       ] Generating forecast for: CNEY
[2025-11-25T23:33:14.578123] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CNEY' from 'https://tdm.silogroup.org/data/derivative_storage/CNEY.csv'.
[2025-11-25T23:33:14.590088] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CNEY'.
[2025-11-25T23:33:14.590424] [INFO ] [FORECASTER] Starting predict_future for CNEY
[2025-11-25T23:33:14.591287] [DEBUG] [LOCAL     ] No optimal features file found for CNEY: ./output/feature-sets/CNEY.txt
[2025-11-25T23:33:14.591358] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:33:14.591403] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:33:14.591474] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:33:14.591547] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:33:14.650795] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:33:14.651460] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:33:14.651561] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:33:14.651608] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:33:14.747957] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:33:14.748073] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:33:14.748115] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:33:14.748152] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:33:14.751357] [DEBUG] [FORECASTER] CNEY: Forecast T+1@11:T+2@11: UP (p=55.01%)
[2025-11-25T23:33:14.751669] [INFO ] [FORECASTER] Completed predict_future for CNEY
[2025-11-25T23:33:14.751823] [INFO ] [sig       ] CNEY: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:33:14.893130] [INFO ] [LOCAL     ] Saved forecast: CNEY	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/CNEY.txt
[2025-11-25T23:33:14.893278] [INFO ] [sig       ] [753/3639] Completed CNEY in 0.3s | 3.01 sym/s | Total: 4.2m | ETA: 16.0m
[2025-11-25T23:33:14.893333] [INFO ] [sig       ] [754/3639] Forecasting CNF...
[2025-11-25T23:33:14.893377] [INFO ] [sig       ] Generating forecast for: CNF
[2025-11-25T23:33:14.893419] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CNF' from 'https://tdm.silogroup.org/data/derivative_storage/CNF.csv'.
[2025-11-25T23:33:14.904905] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CNF'.
[2025-11-25T23:33:14.905222] [INFO ] [FORECASTER] Starting predict_future for CNF
[2025-11-25T23:33:14.906052] [DEBUG] [LOCAL     ] No optimal features file found for CNF: ./output/feature-sets/CNF.txt
[2025-11-25T23:33:14.906127] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:33:14.906174] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:33:14.906216] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:33:14.906286] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:33:14.964921] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:33:14.965817] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:33:14.965918] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:33:14.965973] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:33:15.049467] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:33:15.049633] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:33:15.049701] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:33:15.049737] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:33:15.053122] [DEBUG] [FORECASTER] CNF: Forecast T+1@11:T+2@11: UP (p=64.28%)
[2025-11-25T23:33:15.053419] [INFO ] [FORECASTER] Completed predict_future for CNF
[2025-11-25T23:33:15.053556] [INFO ] [sig       ] CNF: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:33:15.193318] [INFO ] [LOCAL     ] Saved forecast: CNF	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/CNF.txt
[2025-11-25T23:33:15.193458] [INFO ] [sig       ] [754/3639] Completed CNF in 0.3s | 3.01 sym/s | Total: 4.2m | ETA: 16.0m
[2025-11-25T23:33:15.193514] [INFO ] [sig       ] [755/3639] Forecasting CNI...
[2025-11-25T23:33:15.193558] [INFO ] [sig       ] Generating forecast for: CNI
[2025-11-25T23:33:15.193599] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CNI' from 'https://tdm.silogroup.org/data/derivative_storage/CNI.csv'.
[2025-11-25T23:33:15.204616] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CNI'.
[2025-11-25T23:33:15.204956] [INFO ] [FORECASTER] Starting predict_future for CNI
[2025-11-25T23:33:15.205807] [DEBUG] [LOCAL     ] No optimal features file found for CNI: ./output/feature-sets/CNI.txt
[2025-11-25T23:33:15.205878] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:33:15.205926] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:33:15.205969] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:33:15.206038] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:33:15.263733] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:33:15.264368] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:33:15.264467] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:33:15.264513] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:33:15.367602] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:33:15.367822] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:33:15.367870] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:33:15.367906] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:33:15.371405] [DEBUG] [FORECASTER] CNI: Forecast T+1@11:T+2@11: DOWN (p=37.38%)
[2025-11-25T23:33:15.371733] [INFO ] [FORECASTER] Completed predict_future for CNI
[2025-11-25T23:33:15.371902] [INFO ] [sig       ] CNI: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:33:15.513759] [INFO ] [LOCAL     ] Saved forecast: CNI	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/CNI.txt
[2025-11-25T23:33:15.513912] [INFO ] [sig       ] [755/3639] Completed CNI in 0.3s | 3.01 sym/s | Total: 4.2m | ETA: 16.0m
[2025-11-25T23:33:15.513970] [INFO ] [sig       ] [756/3639] Forecasting CNK...
[2025-11-25T23:33:15.514016] [INFO ] [sig       ] Generating forecast for: CNK
[2025-11-25T23:33:15.514058] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CNK' from 'https://tdm.silogroup.org/data/derivative_storage/CNK.csv'.
[2025-11-25T23:33:15.526111] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CNK'.
[2025-11-25T23:33:15.526495] [INFO ] [FORECASTER] Starting predict_future for CNK
[2025-11-25T23:33:15.527403] [DEBUG] [LOCAL     ] No optimal features file found for CNK: ./output/feature-sets/CNK.txt
[2025-11-25T23:33:15.527476] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:33:15.527524] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:33:15.527566] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:33:15.527636] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:33:15.587573] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:33:15.588403] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:33:15.588512] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:33:15.588561] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:33:15.707516] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:33:15.707743] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:33:15.707803] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:33:15.707839] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:33:15.711461] [DEBUG] [FORECASTER] CNK: Forecast T+1@11:T+2@11: UP (p=80.76%)
[2025-11-25T23:33:15.711792] [INFO ] [FORECASTER] Completed predict_future for CNK
[2025-11-25T23:33:15.711960] [INFO ] [sig       ] CNK: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:33:15.855964] [INFO ] [LOCAL     ] Saved forecast: CNK	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/CNK.txt
[2025-11-25T23:33:15.856133] [INFO ] [sig       ] [756/3639] Completed CNK in 0.3s | 3.01 sym/s | Total: 4.2m | ETA: 16.0m
[2025-11-25T23:33:15.856190] [INFO ] [sig       ] [757/3639] Forecasting CNM...
[2025-11-25T23:33:15.856238] [INFO ] [sig       ] Generating forecast for: CNM
[2025-11-25T23:33:15.856282] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CNM' from 'https://tdm.silogroup.org/data/derivative_storage/CNM.csv'.
[2025-11-25T23:33:15.869211] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CNM'.
[2025-11-25T23:33:15.869552] [INFO ] [FORECASTER] Starting predict_future for CNM
[2025-11-25T23:33:15.870404] [DEBUG] [LOCAL     ] No optimal features file found for CNM: ./output/feature-sets/CNM.txt
[2025-11-25T23:33:15.870475] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:33:15.870521] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:33:15.870562] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:33:15.870631] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:33:15.929829] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:33:15.930794] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:33:15.930901] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:33:15.930964] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:33:16.047912] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:33:16.048114] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:33:16.048173] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:33:16.048221] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:33:16.052337] [DEBUG] [FORECASTER] CNM: Forecast T+1@11:T+2@11: DOWN (p=30.28%)
[2025-11-25T23:33:16.052687] [INFO ] [FORECASTER] Completed predict_future for CNM
[2025-11-25T23:33:16.052893] [INFO ] [sig       ] CNM: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:33:16.198844] [INFO ] [LOCAL     ] Saved forecast: CNM	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/CNM.txt
[2025-11-25T23:33:16.199033] [INFO ] [sig       ] [757/3639] Completed CNM in 0.3s | 3.01 sym/s | Total: 4.2m | ETA: 16.0m
[2025-11-25T23:33:16.199116] [INFO ] [sig       ] [758/3639] Forecasting CNMD...
[2025-11-25T23:33:16.199182] [INFO ] [sig       ] Generating forecast for: CNMD
[2025-11-25T23:33:16.199245] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CNMD' from 'https://tdm.silogroup.org/data/derivative_storage/CNMD.csv'.
[2025-11-25T23:33:16.210810] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CNMD'.
[2025-11-25T23:33:16.211240] [INFO ] [FORECASTER] Starting predict_future for CNMD
[2025-11-25T23:33:16.212130] [DEBUG] [LOCAL     ] No optimal features file found for CNMD: ./output/feature-sets/CNMD.txt
[2025-11-25T23:33:16.212206] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:33:16.212257] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:33:16.212307] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:33:16.212378] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:33:16.273439] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:33:16.274346] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:33:16.274455] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:33:16.274506] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:33:16.392465] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:33:16.392682] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:33:16.392760] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:33:16.392826] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:33:16.396499] [DEBUG] [FORECASTER] CNMD: Forecast T+1@11:T+2@11: DOWN (p=37.33%)
[2025-11-25T23:33:16.396861] [INFO ] [FORECASTER] Completed predict_future for CNMD
[2025-11-25T23:33:16.397045] [INFO ] [sig       ] CNMD: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:33:16.546714] [INFO ] [LOCAL     ] Saved forecast: CNMD	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/CNMD.txt
[2025-11-25T23:33:16.546882] [INFO ] [sig       ] [758/3639] Completed CNMD in 0.3s | 3.01 sym/s | Total: 4.2m | ETA: 16.0m
[2025-11-25T23:33:16.546938] [INFO ] [sig       ] [759/3639] Forecasting CNNE...
[2025-11-25T23:33:16.546982] [INFO ] [sig       ] Generating forecast for: CNNE
[2025-11-25T23:33:16.547024] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CNNE' from 'https://tdm.silogroup.org/data/derivative_storage/CNNE.csv'.
[2025-11-25T23:33:16.560335] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CNNE'.
[2025-11-25T23:33:16.560855] [INFO ] [FORECASTER] Starting predict_future for CNNE
[2025-11-25T23:33:16.561943] [DEBUG] [LOCAL     ] No optimal features file found for CNNE: ./output/feature-sets/CNNE.txt
[2025-11-25T23:33:16.562034] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:33:16.562092] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:33:16.562136] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:33:16.562228] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:33:16.632421] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:33:16.633437] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:33:16.633558] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:33:16.633612] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:33:16.755536] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:33:16.755761] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:33:16.755842] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:33:16.755890] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:33:16.759868] [DEBUG] [FORECASTER] CNNE: Forecast T+1@11:T+2@11: DOWN (p=21.80%)
[2025-11-25T23:33:16.760255] [INFO ] [FORECASTER] Completed predict_future for CNNE
[2025-11-25T23:33:16.760446] [INFO ] [sig       ] CNNE: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:33:16.915522] [INFO ] [LOCAL     ] Saved forecast: CNNE	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/CNNE.txt
[2025-11-25T23:33:16.915739] [INFO ] [sig       ] [759/3639] Completed CNNE in 0.4s | 3.01 sym/s | Total: 4.2m | ETA: 16.0m
[2025-11-25T23:33:16.915805] [INFO ] [sig       ] [760/3639] Forecasting CNO...
[2025-11-25T23:33:16.915854] [INFO ] [sig       ] Generating forecast for: CNO
[2025-11-25T23:33:16.915900] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CNO' from 'https://tdm.silogroup.org/data/derivative_storage/CNO.csv'.
[2025-11-25T23:33:16.928231] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CNO'.
[2025-11-25T23:33:16.928677] [INFO ] [FORECASTER] Starting predict_future for CNO
[2025-11-25T23:33:16.929513] [DEBUG] [LOCAL     ] No optimal features file found for CNO: ./output/feature-sets/CNO.txt
[2025-11-25T23:33:16.929585] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:33:16.929632] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:33:16.929692] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:33:16.929763] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:33:16.991195] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:33:16.991972] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:33:16.992079] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:33:16.992133] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:33:17.100510] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:33:17.100722] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:33:17.100801] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:33:17.100849] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:33:17.104329] [DEBUG] [FORECASTER] CNO: Forecast T+1@11:T+2@11: DOWN (p=24.08%)
[2025-11-25T23:33:17.104695] [INFO ] [FORECASTER] Completed predict_future for CNO
[2025-11-25T23:33:17.104876] [INFO ] [sig       ] CNO: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:33:17.247215] [INFO ] [LOCAL     ] Saved forecast: CNO	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/CNO.txt
[2025-11-25T23:33:17.247431] [INFO ] [sig       ] [760/3639] Completed CNO in 0.3s | 3.01 sym/s | Total: 4.2m | ETA: 16.0m
[2025-11-25T23:33:17.247495] [INFO ] [sig       ] [761/3639] Forecasting CNOB...
[2025-11-25T23:33:17.247541] [INFO ] [sig       ] Generating forecast for: CNOB
[2025-11-25T23:33:17.247586] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CNOB' from 'https://tdm.silogroup.org/data/derivative_storage/CNOB.csv'.
[2025-11-25T23:33:17.258988] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CNOB'.
[2025-11-25T23:33:17.259337] [INFO ] [FORECASTER] Starting predict_future for CNOB
[2025-11-25T23:33:17.260200] [DEBUG] [LOCAL     ] No optimal features file found for CNOB: ./output/feature-sets/CNOB.txt
[2025-11-25T23:33:17.260271] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:33:17.260321] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:33:17.260364] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:33:17.260435] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:33:17.319318] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:33:17.320254] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:33:17.320361] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:33:17.320411] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:33:17.426350] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:33:17.426594] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:33:17.426662] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:33:17.426748] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:33:17.430456] [DEBUG] [FORECASTER] CNOB: Forecast T+1@11:T+2@11: DOWN (p=2.65%)
[2025-11-25T23:33:17.430799] [INFO ] [FORECASTER] Completed predict_future for CNOB
[2025-11-25T23:33:17.430974] [INFO ] [sig       ] CNOB: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:33:17.575734] [INFO ] [LOCAL     ] Saved forecast: CNOB	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/CNOB.txt
[2025-11-25T23:33:17.575896] [INFO ] [sig       ] [761/3639] Completed CNOB in 0.3s | 3.01 sym/s | Total: 4.2m | ETA: 16.0m
[2025-11-25T23:33:17.575954] [INFO ] [sig       ] [762/3639] Forecasting CNP...
[2025-11-25T23:33:17.575999] [INFO ] [sig       ] Generating forecast for: CNP
[2025-11-25T23:33:17.576043] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CNP' from 'https://tdm.silogroup.org/data/derivative_storage/CNP.csv'.
[2025-11-25T23:33:17.587543] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CNP'.
[2025-11-25T23:33:17.587933] [INFO ] [FORECASTER] Starting predict_future for CNP
[2025-11-25T23:33:17.588803] [DEBUG] [LOCAL     ] No optimal features file found for CNP: ./output/feature-sets/CNP.txt
[2025-11-25T23:33:17.588873] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:33:17.588920] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:33:17.588963] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:33:17.589100] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:33:17.649840] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:33:17.650664] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:33:17.650769] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:33:17.650836] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:33:17.773331] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:33:17.773552] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:33:17.773600] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:33:17.773634] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:33:17.777179] [DEBUG] [FORECASTER] CNP: Forecast T+1@11:T+2@11: DOWN (p=40.51%)
[2025-11-25T23:33:17.777543] [INFO ] [FORECASTER] Completed predict_future for CNP
[2025-11-25T23:33:17.777723] [INFO ] [sig       ] CNP: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:33:17.921363] [INFO ] [LOCAL     ] Saved forecast: CNP	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/CNP.txt
[2025-11-25T23:33:17.921564] [INFO ] [sig       ] [762/3639] Completed CNP in 0.3s | 3.01 sym/s | Total: 4.2m | ETA: 16.0m
[2025-11-25T23:33:17.921627] [INFO ] [sig       ] [763/3639] Forecasting CNQ...
[2025-11-25T23:33:17.921710] [INFO ] [sig       ] Generating forecast for: CNQ
[2025-11-25T23:33:17.921751] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CNQ' from 'https://tdm.silogroup.org/data/derivative_storage/CNQ.csv'.
[2025-11-25T23:33:17.934263] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CNQ'.
[2025-11-25T23:33:17.934744] [INFO ] [FORECASTER] Starting predict_future for CNQ
[2025-11-25T23:33:17.935601] [DEBUG] [LOCAL     ] No optimal features file found for CNQ: ./output/feature-sets/CNQ.txt
[2025-11-25T23:33:17.935697] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:33:17.935750] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:33:17.935793] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:33:17.935865] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:33:17.995496] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:33:17.996422] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:33:17.996529] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:33:17.996577] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:33:18.121603] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:33:18.121822] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:33:18.121872] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:33:18.121909] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:33:18.125572] [DEBUG] [FORECASTER] CNQ: Forecast T+1@11:T+2@11: DOWN (p=4.53%)
[2025-11-25T23:33:18.125950] [INFO ] [FORECASTER] Completed predict_future for CNQ
[2025-11-25T23:33:18.126124] [INFO ] [sig       ] CNQ: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:33:18.270822] [INFO ] [LOCAL     ] Saved forecast: CNQ	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/CNQ.txt
[2025-11-25T23:33:18.271001] [INFO ] [sig       ] [763/3639] Completed CNQ in 0.3s | 3.01 sym/s | Total: 4.2m | ETA: 16.0m
[2025-11-25T23:33:18.271056] [INFO ] [sig       ] [764/3639] Forecasting CNS...
[2025-11-25T23:33:18.271102] [INFO ] [sig       ] Generating forecast for: CNS
[2025-11-25T23:33:18.271145] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CNS' from 'https://tdm.silogroup.org/data/derivative_storage/CNS.csv'.
[2025-11-25T23:33:18.282934] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CNS'.
[2025-11-25T23:33:18.283304] [INFO ] [FORECASTER] Starting predict_future for CNS
[2025-11-25T23:33:18.284132] [DEBUG] [LOCAL     ] No optimal features file found for CNS: ./output/feature-sets/CNS.txt
[2025-11-25T23:33:18.284203] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:33:18.284250] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:33:18.284290] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:33:18.284361] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:33:18.344837] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:33:18.345805] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:33:18.345914] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:33:18.345965] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:33:18.449184] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:33:18.449385] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:33:18.449433] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:33:18.449469] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:33:18.453114] [DEBUG] [FORECASTER] CNS: Forecast T+1@11:T+2@11: UP (p=99.47%)
[2025-11-25T23:33:18.453427] [INFO ] [FORECASTER] Completed predict_future for CNS
[2025-11-25T23:33:18.453585] [INFO ] [sig       ] CNS: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:33:18.602765] [INFO ] [LOCAL     ] Saved forecast: CNS	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/CNS.txt
[2025-11-25T23:33:18.602962] [INFO ] [sig       ] [764/3639] Completed CNS in 0.3s | 3.01 sym/s | Total: 4.2m | ETA: 15.9m
[2025-11-25T23:33:18.603022] [INFO ] [sig       ] [765/3639] Forecasting CNSP...
[2025-11-25T23:33:18.603065] [INFO ] [sig       ] Generating forecast for: CNSP
[2025-11-25T23:33:18.603107] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CNSP' from 'https://tdm.silogroup.org/data/derivative_storage/CNSP.csv'.
[2025-11-25T23:33:18.615571] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CNSP'.
[2025-11-25T23:33:18.615970] [INFO ] [FORECASTER] Starting predict_future for CNSP
[2025-11-25T23:33:18.616820] [DEBUG] [LOCAL     ] No optimal features file found for CNSP: ./output/feature-sets/CNSP.txt
[2025-11-25T23:33:18.616890] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:33:18.616937] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:33:18.616977] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:33:18.617046] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:33:18.678727] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:33:18.679697] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:33:18.679803] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:33:18.679851] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:33:18.788709] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:33:18.788907] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:33:18.788954] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:33:18.788989] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:33:18.793467] [DEBUG] [FORECASTER] CNSP: Forecast T+1@11:T+2@11: UP (p=97.85%)
[2025-11-25T23:33:18.793864] [INFO ] [FORECASTER] Completed predict_future for CNSP
[2025-11-25T23:33:18.794064] [INFO ] [sig       ] CNSP: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:33:18.939556] [INFO ] [LOCAL     ] Saved forecast: CNSP	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/CNSP.txt
[2025-11-25T23:33:18.939789] [INFO ] [sig       ] [765/3639] Completed CNSP in 0.3s | 3.01 sym/s | Total: 4.2m | ETA: 15.9m
[2025-11-25T23:33:18.939853] [INFO ] [sig       ] [766/3639] Forecasting CNTA...
[2025-11-25T23:33:18.939899] [INFO ] [sig       ] Generating forecast for: CNTA
[2025-11-25T23:33:18.939944] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CNTA' from 'https://tdm.silogroup.org/data/derivative_storage/CNTA.csv'.
[2025-11-25T23:33:18.952368] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CNTA'.
[2025-11-25T23:33:18.952874] [INFO ] [FORECASTER] Starting predict_future for CNTA
[2025-11-25T23:33:18.953784] [DEBUG] [LOCAL     ] No optimal features file found for CNTA: ./output/feature-sets/CNTA.txt
[2025-11-25T23:33:18.953859] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:33:18.953949] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:33:18.953995] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:33:18.954066] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:33:19.016454] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:33:19.017469] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:33:19.017594] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:33:19.017666] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:33:19.126588] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:33:19.126813] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:33:19.126861] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:33:19.126896] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:33:19.130515] [DEBUG] [FORECASTER] CNTA: Forecast T+1@11:T+2@11: UP (p=57.67%)
[2025-11-25T23:33:19.130892] [INFO ] [FORECASTER] Completed predict_future for CNTA
[2025-11-25T23:33:19.131075] [INFO ] [sig       ] CNTA: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:33:19.275360] [INFO ] [LOCAL     ] Saved forecast: CNTA	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/CNTA.txt
[2025-11-25T23:33:19.275551] [INFO ] [sig       ] [766/3639] Completed CNTA in 0.3s | 3.00 sym/s | Total: 4.2m | ETA: 15.9m
[2025-11-25T23:33:19.275609] [INFO ] [sig       ] [767/3639] Forecasting CNTY...
[2025-11-25T23:33:19.275678] [INFO ] [sig       ] Generating forecast for: CNTY
[2025-11-25T23:33:19.275726] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CNTY' from 'https://tdm.silogroup.org/data/derivative_storage/CNTY.csv'.
[2025-11-25T23:33:19.290125] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CNTY'.
[2025-11-25T23:33:19.290679] [INFO ] [FORECASTER] Starting predict_future for CNTY
[2025-11-25T23:33:19.291724] [DEBUG] [LOCAL     ] No optimal features file found for CNTY: ./output/feature-sets/CNTY.txt
[2025-11-25T23:33:19.291800] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:33:19.291875] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:33:19.291934] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:33:19.292031] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:33:19.351618] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:33:19.352771] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:33:19.352905] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:33:19.352960] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:33:19.475711] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:33:19.475991] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:33:19.476071] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:33:19.476129] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:33:19.480899] [DEBUG] [FORECASTER] CNTY: Forecast T+1@11:T+2@11: UP (p=66.00%)
[2025-11-25T23:33:19.481331] [INFO ] [FORECASTER] Completed predict_future for CNTY
[2025-11-25T23:33:19.481530] [INFO ] [sig       ] CNTY: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:33:19.629487] [INFO ] [LOCAL     ] Saved forecast: CNTY	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/CNTY.txt
[2025-11-25T23:33:19.629774] [INFO ] [sig       ] [767/3639] Completed CNTY in 0.4s | 3.00 sym/s | Total: 4.3m | ETA: 15.9m
[2025-11-25T23:33:19.629844] [INFO ] [sig       ] [768/3639] Forecasting CNVS...
[2025-11-25T23:33:19.629894] [INFO ] [sig       ] Generating forecast for: CNVS
[2025-11-25T23:33:19.629942] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CNVS' from 'https://tdm.silogroup.org/data/derivative_storage/CNVS.csv'.
[2025-11-25T23:33:19.644742] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CNVS'.
[2025-11-25T23:33:19.645413] [INFO ] [FORECASTER] Starting predict_future for CNVS
[2025-11-25T23:33:19.646510] [DEBUG] [LOCAL     ] No optimal features file found for CNVS: ./output/feature-sets/CNVS.txt
[2025-11-25T23:33:19.646589] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:33:19.646662] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:33:19.646747] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:33:19.646828] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:33:19.712611] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:33:19.714102] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:33:19.714240] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:33:19.714299] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:33:19.835128] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:33:19.835451] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:33:19.835523] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:33:19.835578] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:33:19.842127] [DEBUG] [FORECASTER] CNVS: Forecast T+1@11:T+2@11: UP (p=91.26%)
[2025-11-25T23:33:19.842877] [INFO ] [FORECASTER] Completed predict_future for CNVS
[2025-11-25T23:33:19.843141] [INFO ] [sig       ] CNVS: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:33:20.021707] [INFO ] [LOCAL     ] Saved forecast: CNVS	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/CNVS.txt
[2025-11-25T23:33:20.021931] [INFO ] [sig       ] [768/3639] Completed CNVS in 0.4s | 3.00 sym/s | Total: 4.3m | ETA: 15.9m
[2025-11-25T23:33:20.021999] [INFO ] [sig       ] [769/3639] Forecasting CNX...
[2025-11-25T23:33:20.022048] [INFO ] [sig       ] Generating forecast for: CNX
[2025-11-25T23:33:20.022093] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CNX' from 'https://tdm.silogroup.org/data/derivative_storage/CNX.csv'.
[2025-11-25T23:33:20.035098] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CNX'.
[2025-11-25T23:33:20.035682] [INFO ] [FORECASTER] Starting predict_future for CNX
[2025-11-25T23:33:20.036812] [DEBUG] [LOCAL     ] No optimal features file found for CNX: ./output/feature-sets/CNX.txt
[2025-11-25T23:33:20.036905] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:33:20.036960] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:33:20.037009] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:33:20.037100] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:33:20.102422] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:33:20.103432] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:33:20.103559] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:33:20.103625] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:33:20.238770] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:33:20.239040] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:33:20.239120] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:33:20.239186] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:33:20.243327] [DEBUG] [FORECASTER] CNX: Forecast T+1@11:T+2@11: DOWN (p=19.46%)
[2025-11-25T23:33:20.243896] [INFO ] [FORECASTER] Completed predict_future for CNX
[2025-11-25T23:33:20.244169] [INFO ] [sig       ] CNX: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:33:20.410292] [INFO ] [LOCAL     ] Saved forecast: CNX	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/CNX.txt
[2025-11-25T23:33:20.410506] [INFO ] [sig       ] [769/3639] Completed CNX in 0.4s | 3.00 sym/s | Total: 4.3m | ETA: 15.9m
[2025-11-25T23:33:20.410580] [INFO ] [sig       ] [770/3639] Forecasting CNXC...
[2025-11-25T23:33:20.410628] [INFO ] [sig       ] Generating forecast for: CNXC
[2025-11-25T23:33:20.410700] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CNXC' from 'https://tdm.silogroup.org/data/derivative_storage/CNXC.csv'.
[2025-11-25T23:33:20.425356] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CNXC'.
[2025-11-25T23:33:20.425984] [INFO ] [FORECASTER] Starting predict_future for CNXC
[2025-11-25T23:33:20.427111] [DEBUG] [LOCAL     ] No optimal features file found for CNXC: ./output/feature-sets/CNXC.txt
[2025-11-25T23:33:20.427206] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:33:20.427286] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:33:20.427335] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:33:20.427447] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:33:20.497246] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:33:20.498334] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:33:20.498463] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:33:20.498518] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:33:20.666817] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:33:20.667072] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:33:20.667153] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:33:20.667223] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:33:20.673018] [DEBUG] [FORECASTER] CNXC: Forecast T+1@11:T+2@11: DOWN (p=38.99%)
[2025-11-25T23:33:20.673607] [INFO ] [FORECASTER] Completed predict_future for CNXC
[2025-11-25T23:33:20.673892] [INFO ] [sig       ] CNXC: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:33:20.881604] [INFO ] [LOCAL     ] Saved forecast: CNXC	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/CNXC.txt
[2025-11-25T23:33:20.881855] [INFO ] [sig       ] [770/3639] Completed CNXC in 0.5s | 3.00 sym/s | Total: 4.3m | ETA: 15.9m
[2025-11-25T23:33:20.881944] [INFO ] [sig       ] [771/3639] Forecasting CNXN...
[2025-11-25T23:33:20.881995] [INFO ] [sig       ] Generating forecast for: CNXN
[2025-11-25T23:33:20.882040] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CNXN' from 'https://tdm.silogroup.org/data/derivative_storage/CNXN.csv'.
[2025-11-25T23:33:20.894489] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CNXN'.
[2025-11-25T23:33:20.895003] [INFO ] [FORECASTER] Starting predict_future for CNXN
[2025-11-25T23:33:20.896050] [DEBUG] [LOCAL     ] No optimal features file found for CNXN: ./output/feature-sets/CNXN.txt
[2025-11-25T23:33:20.896126] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:33:20.896175] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:33:20.896231] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:33:20.896318] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:33:20.963213] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:33:20.964278] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:33:20.964397] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:33:20.964448] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:33:21.066576] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:33:21.066826] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:33:21.066884] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:33:21.066921] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:33:21.070629] [DEBUG] [FORECASTER] CNXN: Forecast T+1@11:T+2@11: UP (p=97.77%)
[2025-11-25T23:33:21.070976] [INFO ] [FORECASTER] Completed predict_future for CNXN
[2025-11-25T23:33:21.071150] [INFO ] [sig       ] CNXN: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:33:21.227893] [INFO ] [LOCAL     ] Saved forecast: CNXN	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/CNXN.txt
[2025-11-25T23:33:21.228096] [INFO ] [sig       ] [771/3639] Completed CNXN in 0.3s | 3.00 sym/s | Total: 4.3m | ETA: 15.9m
[2025-11-25T23:33:21.228161] [INFO ] [sig       ] [772/3639] Forecasting COCO...
[2025-11-25T23:33:21.228206] [INFO ] [sig       ] Generating forecast for: COCO
[2025-11-25T23:33:21.228247] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'COCO' from 'https://tdm.silogroup.org/data/derivative_storage/COCO.csv'.
[2025-11-25T23:33:21.244406] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'COCO'.
[2025-11-25T23:33:21.245024] [INFO ] [FORECASTER] Starting predict_future for COCO
[2025-11-25T23:33:21.246406] [DEBUG] [LOCAL     ] No optimal features file found for COCO: ./output/feature-sets/COCO.txt
[2025-11-25T23:33:21.246527] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:33:21.246609] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:33:21.246705] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:33:21.246822] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:33:21.340438] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:33:21.341703] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:33:21.341867] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:33:21.341938] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:33:21.450890] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:33:21.451089] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:33:21.451139] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:33:21.451178] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:33:21.455272] [DEBUG] [FORECASTER] COCO: Forecast T+1@11:T+2@11: DOWN (p=16.35%)
[2025-11-25T23:33:21.455712] [INFO ] [FORECASTER] Completed predict_future for COCO
[2025-11-25T23:33:21.456064] [INFO ] [sig       ] COCO: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:33:21.610020] [INFO ] [LOCAL     ] Saved forecast: COCO	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/COCO.txt
[2025-11-25T23:33:21.610242] [INFO ] [sig       ] [772/3639] Completed COCO in 0.4s | 3.00 sym/s | Total: 4.3m | ETA: 15.9m
[2025-11-25T23:33:21.610310] [INFO ] [sig       ] [773/3639] Forecasting CODA...
[2025-11-25T23:33:21.610356] [INFO ] [sig       ] Generating forecast for: CODA
[2025-11-25T23:33:21.610401] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CODA' from 'https://tdm.silogroup.org/data/derivative_storage/CODA.csv'.
[2025-11-25T23:33:21.622825] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CODA'.
[2025-11-25T23:33:21.623225] [INFO ] [FORECASTER] Starting predict_future for CODA
[2025-11-25T23:33:21.624113] [DEBUG] [LOCAL     ] No optimal features file found for CODA: ./output/feature-sets/CODA.txt
[2025-11-25T23:33:21.624186] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:33:21.624239] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:33:21.624282] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:33:21.624353] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:33:21.682929] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:33:21.683578] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:33:21.683697] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:33:21.683747] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:33:21.773713] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:33:21.773857] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:33:21.773902] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:33:21.773956] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:33:21.777343] [DEBUG] [FORECASTER] CODA: Forecast T+1@11:T+2@11: DOWN (p=8.50%)
[2025-11-25T23:33:21.777679] [INFO ] [FORECASTER] Completed predict_future for CODA
[2025-11-25T23:33:21.777833] [INFO ] [sig       ] CODA: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:33:21.921122] [INFO ] [LOCAL     ] Saved forecast: CODA	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/CODA.txt
[2025-11-25T23:33:21.921274] [INFO ] [sig       ] [773/3639] Completed CODA in 0.3s | 3.00 sym/s | Total: 4.3m | ETA: 15.9m
[2025-11-25T23:33:21.921331] [INFO ] [sig       ] [774/3639] Forecasting CODI...
[2025-11-25T23:33:21.921378] [INFO ] [sig       ] Generating forecast for: CODI
[2025-11-25T23:33:21.921417] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CODI' from 'https://tdm.silogroup.org/data/derivative_storage/CODI.csv'.
[2025-11-25T23:33:21.932788] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CODI'.
[2025-11-25T23:33:21.933126] [INFO ] [FORECASTER] Starting predict_future for CODI
[2025-11-25T23:33:21.933994] [DEBUG] [LOCAL     ] No optimal features file found for CODI: ./output/feature-sets/CODI.txt
[2025-11-25T23:33:21.934064] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:33:21.934122] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:33:21.934173] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:33:21.934266] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:33:21.992778] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:33:21.993427] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:33:21.993526] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:33:21.993587] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:33:22.098439] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:33:22.098598] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:33:22.098660] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:33:22.098732] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:33:22.102127] [DEBUG] [FORECASTER] CODI: Forecast T+1@11:T+2@11: UP (p=88.19%)
[2025-11-25T23:33:22.102417] [INFO ] [FORECASTER] Completed predict_future for CODI
[2025-11-25T23:33:22.102563] [INFO ] [sig       ] CODI: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:33:22.244493] [INFO ] [LOCAL     ] Saved forecast: CODI	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/CODI.txt
[2025-11-25T23:33:22.244704] [INFO ] [sig       ] [774/3639] Completed CODI in 0.3s | 3.00 sym/s | Total: 4.3m | ETA: 15.9m
[2025-11-25T23:33:22.244765] [INFO ] [sig       ] [775/3639] Forecasting COEP...
[2025-11-25T23:33:22.244811] [INFO ] [sig       ] Generating forecast for: COEP
[2025-11-25T23:33:22.244856] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'COEP' from 'https://tdm.silogroup.org/data/derivative_storage/COEP.csv'.
[2025-11-25T23:33:22.257965] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'COEP'.
[2025-11-25T23:33:22.258373] [INFO ] [FORECASTER] Starting predict_future for COEP
[2025-11-25T23:33:22.259371] [DEBUG] [LOCAL     ] No optimal features file found for COEP: ./output/feature-sets/COEP.txt
[2025-11-25T23:33:22.259462] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:33:22.259519] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:33:22.259563] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:33:22.259636] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:33:22.324457] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:33:22.325474] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:33:22.325606] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:33:22.325674] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:33:22.424478] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:33:22.424695] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:33:22.424751] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:33:22.424787] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:33:22.428390] [DEBUG] [FORECASTER] COEP: Forecast T+1@11:T+2@11: UP (p=84.27%)
[2025-11-25T23:33:22.428741] [INFO ] [FORECASTER] Completed predict_future for COEP
[2025-11-25T23:33:22.428904] [INFO ] [sig       ] COEP: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:33:22.577131] [INFO ] [LOCAL     ] Saved forecast: COEP	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/COEP.txt
[2025-11-25T23:33:22.577323] [INFO ] [sig       ] [775/3639] Completed COEP in 0.3s | 3.00 sym/s | Total: 4.3m | ETA: 15.9m
[2025-11-25T23:33:22.577395] [INFO ] [sig       ] [776/3639] Forecasting COF...
[2025-11-25T23:33:22.577439] [INFO ] [sig       ] Generating forecast for: COF
[2025-11-25T23:33:22.577479] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'COF' from 'https://tdm.silogroup.org/data/derivative_storage/COF.csv'.
[2025-11-25T23:33:22.589163] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'COF'.
[2025-11-25T23:33:22.589468] [INFO ] [FORECASTER] Starting predict_future for COF
[2025-11-25T23:33:22.590298] [DEBUG] [LOCAL     ] No optimal features file found for COF: ./output/feature-sets/COF.txt
[2025-11-25T23:33:22.590369] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:33:22.590416] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:33:22.590461] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:33:22.590533] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:33:22.648355] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:33:22.649211] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:33:22.649315] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:33:22.649365] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:33:22.785831] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:33:22.786049] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:33:22.786244] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:33:22.786339] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:33:22.790193] [DEBUG] [FORECASTER] COF: Forecast T+1@11:T+2@11: DOWN (p=39.97%)
[2025-11-25T23:33:22.790784] [INFO ] [FORECASTER] Completed predict_future for COF
[2025-11-25T23:33:22.791023] [INFO ] [sig       ] COF: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:33:22.932139] [INFO ] [LOCAL     ] Saved forecast: COF	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/COF.txt
[2025-11-25T23:33:22.932297] [INFO ] [sig       ] [776/3639] Completed COF in 0.4s | 3.00 sym/s | Total: 4.3m | ETA: 15.9m
[2025-11-25T23:33:22.932355] [INFO ] [sig       ] [777/3639] Forecasting COFS...
[2025-11-25T23:33:22.932400] [INFO ] [sig       ] Generating forecast for: COFS
[2025-11-25T23:33:22.932442] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'COFS' from 'https://tdm.silogroup.org/data/derivative_storage/COFS.csv'.
[2025-11-25T23:33:22.944868] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'COFS'.
[2025-11-25T23:33:22.945201] [INFO ] [FORECASTER] Starting predict_future for COFS
[2025-11-25T23:33:22.946193] [DEBUG] [LOCAL     ] No optimal features file found for COFS: ./output/feature-sets/COFS.txt
[2025-11-25T23:33:22.946267] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:33:22.946316] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:33:22.946371] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:33:22.946443] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:33:23.005483] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:33:23.006190] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:33:23.006291] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:33:23.006339] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:33:23.092885] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:33:23.093107] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:33:23.093178] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:33:23.093234] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:33:23.098412] [DEBUG] [FORECASTER] COFS: Forecast T+1@11:T+2@11: DOWN (p=31.51%)
[2025-11-25T23:33:23.098863] [INFO ] [FORECASTER] Completed predict_future for COFS
[2025-11-25T23:33:23.099067] [INFO ] [sig       ] COFS: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:33:23.247483] [INFO ] [LOCAL     ] Saved forecast: COFS	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/COFS.txt
[2025-11-25T23:33:23.247674] [INFO ] [sig       ] [777/3639] Completed COFS in 0.3s | 3.00 sym/s | Total: 4.3m | ETA: 15.9m
[2025-11-25T23:33:23.247737] [INFO ] [sig       ] [778/3639] Forecasting COIN...
[2025-11-25T23:33:23.247788] [INFO ] [sig       ] Generating forecast for: COIN
[2025-11-25T23:33:23.247831] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'COIN' from 'https://tdm.silogroup.org/data/derivative_storage/COIN.csv'.
[2025-11-25T23:33:23.259043] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'COIN'.
[2025-11-25T23:33:23.259367] [INFO ] [FORECASTER] Starting predict_future for COIN
[2025-11-25T23:33:23.260216] [DEBUG] [LOCAL     ] No optimal features file found for COIN: ./output/feature-sets/COIN.txt
[2025-11-25T23:33:23.260290] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:33:23.260336] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:33:23.260377] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:33:23.260450] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:33:23.321700] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:33:23.322361] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:33:23.322459] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:33:23.322512] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:33:23.406121] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:33:23.406270] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:33:23.406316] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:33:23.406351] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:33:23.409854] [DEBUG] [FORECASTER] COIN: Forecast T+1@11:T+2@11: UP (p=73.42%)
[2025-11-25T23:33:23.410158] [INFO ] [FORECASTER] Completed predict_future for COIN
[2025-11-25T23:33:23.410305] [INFO ] [sig       ] COIN: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:33:23.576388] [INFO ] [LOCAL     ] Saved forecast: COIN	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/COIN.txt
[2025-11-25T23:33:23.576593] [INFO ] [sig       ] [778/3639] Completed COIN in 0.3s | 3.00 sym/s | Total: 4.3m | ETA: 15.9m
[2025-11-25T23:33:23.576679] [INFO ] [sig       ] [779/3639] Forecasting COKE...
[2025-11-25T23:33:23.576727] [INFO ] [sig       ] Generating forecast for: COKE
[2025-11-25T23:33:23.576776] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'COKE' from 'https://tdm.silogroup.org/data/derivative_storage/COKE.csv'.
[2025-11-25T23:33:23.589972] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'COKE'.
[2025-11-25T23:33:23.590369] [INFO ] [FORECASTER] Starting predict_future for COKE
[2025-11-25T23:33:23.591268] [DEBUG] [LOCAL     ] No optimal features file found for COKE: ./output/feature-sets/COKE.txt
[2025-11-25T23:33:23.591342] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:33:23.591393] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:33:23.591438] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:33:23.591513] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:33:23.654369] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:33:23.655270] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:33:23.655381] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:33:23.655430] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:33:23.768024] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:33:23.768221] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:33:23.768270] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:33:23.768305] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:33:23.771854] [DEBUG] [FORECASTER] COKE: Forecast T+1@11:T+2@11: DOWN (p=25.92%)
[2025-11-25T23:33:23.772156] [INFO ] [FORECASTER] Completed predict_future for COKE
[2025-11-25T23:33:23.772303] [INFO ] [sig       ] COKE: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:33:23.915399] [INFO ] [LOCAL     ] Saved forecast: COKE	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/COKE.txt
[2025-11-25T23:33:23.915810] [INFO ] [sig       ] [779/3639] Completed COKE in 0.3s | 3.00 sym/s | Total: 4.3m | ETA: 15.9m
[2025-11-25T23:33:23.915873] [INFO ] [sig       ] [780/3639] Forecasting COLB...
[2025-11-25T23:33:23.915919] [INFO ] [sig       ] Generating forecast for: COLB
[2025-11-25T23:33:23.915963] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'COLB' from 'https://tdm.silogroup.org/data/derivative_storage/COLB.csv'.
[2025-11-25T23:33:23.928310] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'COLB'.
[2025-11-25T23:33:23.928700] [INFO ] [FORECASTER] Starting predict_future for COLB
[2025-11-25T23:33:23.929535] [DEBUG] [LOCAL     ] No optimal features file found for COLB: ./output/feature-sets/COLB.txt
[2025-11-25T23:33:23.929608] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:33:23.929681] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:33:23.929726] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:33:23.929798] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:33:23.989619] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:33:23.990745] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:33:23.990849] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:33:23.990898] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:33:24.103494] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:33:24.103656] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:33:24.103703] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:33:24.103744] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:33:24.107384] [DEBUG] [FORECASTER] COLB: Forecast T+1@11:T+2@11: DOWN (p=1.78%)
[2025-11-25T23:33:24.107892] [INFO ] [FORECASTER] Completed predict_future for COLB
[2025-11-25T23:33:24.108051] [INFO ] [sig       ] COLB: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:33:24.254371] [INFO ] [LOCAL     ] Saved forecast: COLB	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/COLB.txt
[2025-11-25T23:33:24.254562] [INFO ] [sig       ] [780/3639] Completed COLB in 0.3s | 3.00 sym/s | Total: 4.3m | ETA: 15.9m
[2025-11-25T23:33:24.254619] [INFO ] [sig       ] [781/3639] Forecasting COLD...
[2025-11-25T23:33:24.254702] [INFO ] [sig       ] Generating forecast for: COLD
[2025-11-25T23:33:24.254754] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'COLD' from 'https://tdm.silogroup.org/data/derivative_storage/COLD.csv'.
[2025-11-25T23:33:24.266169] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'COLD'.
[2025-11-25T23:33:24.266787] [INFO ] [FORECASTER] Starting predict_future for COLD
[2025-11-25T23:33:24.267701] [DEBUG] [LOCAL     ] No optimal features file found for COLD: ./output/feature-sets/COLD.txt
[2025-11-25T23:33:24.267774] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:33:24.267824] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:33:24.267866] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:33:24.267934] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:33:24.333493] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:33:24.334597] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:33:24.334720] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:33:24.334770] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:33:24.433508] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:33:24.433730] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:33:24.433813] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:33:24.433867] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:33:24.438787] [DEBUG] [FORECASTER] COLD: Forecast T+1@11:T+2@11: DOWN (p=14.53%)
[2025-11-25T23:33:24.439155] [INFO ] [FORECASTER] Completed predict_future for COLD
[2025-11-25T23:33:24.439356] [INFO ] [sig       ] COLD: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:33:24.586252] [INFO ] [LOCAL     ] Saved forecast: COLD	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/COLD.txt
[2025-11-25T23:33:24.586406] [INFO ] [sig       ] [781/3639] Completed COLD in 0.3s | 3.00 sym/s | Total: 4.3m | ETA: 15.9m
[2025-11-25T23:33:24.586473] [INFO ] [sig       ] [782/3639] Forecasting COLL...
[2025-11-25T23:33:24.586524] [INFO ] [sig       ] Generating forecast for: COLL
[2025-11-25T23:33:24.586571] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'COLL' from 'https://tdm.silogroup.org/data/derivative_storage/COLL.csv'.
[2025-11-25T23:33:24.598880] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'COLL'.
[2025-11-25T23:33:24.599206] [INFO ] [FORECASTER] Starting predict_future for COLL
[2025-11-25T23:33:24.600170] [DEBUG] [LOCAL     ] No optimal features file found for COLL: ./output/feature-sets/COLL.txt
[2025-11-25T23:33:24.600249] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:33:24.600320] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:33:24.600407] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:33:24.600526] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:33:24.661906] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:33:24.662904] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:33:24.663022] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:33:24.663108] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:33:24.765997] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:33:24.766138] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:33:24.766183] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:33:24.766218] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:33:24.769608] [DEBUG] [FORECASTER] COLL: Forecast T+1@11:T+2@11: DOWN (p=8.96%)
[2025-11-25T23:33:24.769942] [INFO ] [FORECASTER] Completed predict_future for COLL
[2025-11-25T23:33:24.770109] [INFO ] [sig       ] COLL: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:33:24.912300] [INFO ] [LOCAL     ] Saved forecast: COLL	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/COLL.txt
[2025-11-25T23:33:24.912444] [INFO ] [sig       ] [782/3639] Completed COLL in 0.3s | 3.00 sym/s | Total: 4.3m | ETA: 15.9m
[2025-11-25T23:33:24.912501] [INFO ] [sig       ] [783/3639] Forecasting COLM...
[2025-11-25T23:33:24.912545] [INFO ] [sig       ] Generating forecast for: COLM
[2025-11-25T23:33:24.912587] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'COLM' from 'https://tdm.silogroup.org/data/derivative_storage/COLM.csv'.
[2025-11-25T23:33:24.923889] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'COLM'.
[2025-11-25T23:33:24.924216] [INFO ] [FORECASTER] Starting predict_future for COLM
[2025-11-25T23:33:24.925061] [DEBUG] [LOCAL     ] No optimal features file found for COLM: ./output/feature-sets/COLM.txt
[2025-11-25T23:33:24.925131] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:33:24.925179] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:33:24.925221] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:33:24.925302] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:33:24.985901] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:33:24.986537] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:33:24.986632] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:33:24.986695] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:33:25.082195] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:33:25.082375] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:33:25.082423] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:33:25.082457] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:33:25.085933] [DEBUG] [FORECASTER] COLM: Forecast T+1@11:T+2@11: UP (p=74.97%)
[2025-11-25T23:33:25.086244] [INFO ] [FORECASTER] Completed predict_future for COLM
[2025-11-25T23:33:25.086390] [INFO ] [sig       ] COLM: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:33:25.229091] [INFO ] [LOCAL     ] Saved forecast: COLM	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/COLM.txt
[2025-11-25T23:33:25.229262] [INFO ] [sig       ] [783/3639] Completed COLM in 0.3s | 3.00 sym/s | Total: 4.3m | ETA: 15.9m
[2025-11-25T23:33:25.229320] [INFO ] [sig       ] [784/3639] Forecasting COMM...
[2025-11-25T23:33:25.229367] [INFO ] [sig       ] Generating forecast for: COMM
[2025-11-25T23:33:25.229410] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'COMM' from 'https://tdm.silogroup.org/data/derivative_storage/COMM.csv'.
[2025-11-25T23:33:25.241039] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'COMM'.
[2025-11-25T23:33:25.241437] [INFO ] [FORECASTER] Starting predict_future for COMM
[2025-11-25T23:33:25.242326] [DEBUG] [LOCAL     ] No optimal features file found for COMM: ./output/feature-sets/COMM.txt
[2025-11-25T23:33:25.242412] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:33:25.242464] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:33:25.242504] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:33:25.242571] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:33:25.302134] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:33:25.302984] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:33:25.303085] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:33:25.303134] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:33:25.384792] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:33:25.384926] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:33:25.384971] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:33:25.385025] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:33:25.388307] [DEBUG] [FORECASTER] COMM: Forecast T+1@11:T+2@11: UP (p=76.81%)
[2025-11-25T23:33:25.388605] [INFO ] [FORECASTER] Completed predict_future for COMM
[2025-11-25T23:33:25.388764] [INFO ] [sig       ] COMM: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:33:25.531316] [INFO ] [LOCAL     ] Saved forecast: COMM	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/COMM.txt
[2025-11-25T23:33:25.531469] [INFO ] [sig       ] [784/3639] Completed COMM in 0.3s | 3.00 sym/s | Total: 4.4m | ETA: 15.9m
[2025-11-25T23:33:25.531527] [INFO ] [sig       ] [785/3639] Forecasting COMP...
[2025-11-25T23:33:25.531571] [INFO ] [sig       ] Generating forecast for: COMP
[2025-11-25T23:33:25.531613] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'COMP' from 'https://tdm.silogroup.org/data/derivative_storage/COMP.csv'.
[2025-11-25T23:33:25.542804] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'COMP'.
[2025-11-25T23:33:25.543110] [INFO ] [FORECASTER] Starting predict_future for COMP
[2025-11-25T23:33:25.543973] [DEBUG] [LOCAL     ] No optimal features file found for COMP: ./output/feature-sets/COMP.txt
[2025-11-25T23:33:25.544044] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:33:25.544090] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:33:25.544131] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:33:25.544201] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:33:25.603713] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:33:25.604380] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:33:25.604477] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:33:25.604526] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:33:25.686940] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:33:25.687075] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:33:25.687119] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:33:25.687154] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:33:25.690487] [DEBUG] [FORECASTER] COMP: Forecast T+1@11:T+2@11: DOWN (p=28.98%)
[2025-11-25T23:33:25.690808] [INFO ] [FORECASTER] Completed predict_future for COMP
[2025-11-25T23:33:25.690955] [INFO ] [sig       ] COMP: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:33:25.834354] [INFO ] [LOCAL     ] Saved forecast: COMP	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/COMP.txt
[2025-11-25T23:33:25.834500] [INFO ] [sig       ] [785/3639] Completed COMP in 0.3s | 3.00 sym/s | Total: 4.4m | ETA: 15.8m
[2025-11-25T23:33:25.834555] [INFO ] [sig       ] [786/3639] Forecasting CONL...
[2025-11-25T23:33:25.834598] [INFO ] [sig       ] Generating forecast for: CONL
[2025-11-25T23:33:25.834657] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CONL' from 'https://tdm.silogroup.org/data/derivative_storage/CONL.csv'.
[2025-11-25T23:33:25.851004] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CONL'.
[2025-11-25T23:33:25.851593] [INFO ] [FORECASTER] Starting predict_future for CONL
[2025-11-25T23:33:25.852932] [DEBUG] [LOCAL     ] No optimal features file found for CONL: ./output/feature-sets/CONL.txt
[2025-11-25T23:33:25.853024] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:33:25.853110] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:33:25.853189] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:33:25.853322] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:33:25.929519] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:33:25.930882] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:33:25.931046] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:33:25.931172] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:33:26.034043] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:33:26.034257] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:33:26.034311] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:33:26.034348] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:33:26.038487] [DEBUG] [FORECASTER] CONL: Forecast T+1@11:T+2@11: DOWN (p=45.10%)
[2025-11-25T23:33:26.038925] [INFO ] [FORECASTER] Completed predict_future for CONL
[2025-11-25T23:33:26.039131] [INFO ] [sig       ] CONL: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:33:26.248699] [INFO ] [LOCAL     ] Saved forecast: CONL	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/CONL.txt
[2025-11-25T23:33:26.248905] [INFO ] [sig       ] [786/3639] Completed CONL in 0.4s | 3.00 sym/s | Total: 4.4m | ETA: 15.8m
[2025-11-25T23:33:26.248966] [INFO ] [sig       ] [787/3639] Forecasting COO...
[2025-11-25T23:33:26.249011] [INFO ] [sig       ] Generating forecast for: COO
[2025-11-25T23:33:26.249054] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'COO' from 'https://tdm.silogroup.org/data/derivative_storage/COO.csv'.
[2025-11-25T23:33:26.261202] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'COO'.
[2025-11-25T23:33:26.261541] [INFO ] [FORECASTER] Starting predict_future for COO
[2025-11-25T23:33:26.262407] [DEBUG] [LOCAL     ] No optimal features file found for COO: ./output/feature-sets/COO.txt
[2025-11-25T23:33:26.262477] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:33:26.262524] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:33:26.262565] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:33:26.262633] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:33:26.323246] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:33:26.323973] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:33:26.324071] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:33:26.324113] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:33:26.416896] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:33:26.417037] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:33:26.417082] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:33:26.417117] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:33:26.420610] [DEBUG] [FORECASTER] COO: Forecast T+1@11:T+2@11: UP (p=96.29%)
[2025-11-25T23:33:26.420946] [INFO ] [FORECASTER] Completed predict_future for COO
[2025-11-25T23:33:26.421102] [INFO ] [sig       ] COO: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:33:26.564344] [INFO ] [LOCAL     ] Saved forecast: COO	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/COO.txt
[2025-11-25T23:33:26.564495] [INFO ] [sig       ] [787/3639] Completed COO in 0.3s | 3.00 sym/s | Total: 4.4m | ETA: 15.8m
[2025-11-25T23:33:26.564552] [INFO ] [sig       ] [788/3639] Forecasting COP...
[2025-11-25T23:33:26.564595] [INFO ] [sig       ] Generating forecast for: COP
[2025-11-25T23:33:26.564636] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'COP' from 'https://tdm.silogroup.org/data/derivative_storage/COP.csv'.
[2025-11-25T23:33:26.577135] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'COP'.
[2025-11-25T23:33:26.577753] [INFO ] [FORECASTER] Starting predict_future for COP
[2025-11-25T23:33:26.578694] [DEBUG] [LOCAL     ] No optimal features file found for COP: ./output/feature-sets/COP.txt
[2025-11-25T23:33:26.578768] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:33:26.578818] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:33:26.578863] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:33:26.578955] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:33:26.641840] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:33:26.642833] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:33:26.642951] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:33:26.643012] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:33:26.732946] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:33:26.733147] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:33:26.733197] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:33:26.733234] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:33:26.736872] [DEBUG] [FORECASTER] COP: Forecast T+1@11:T+2@11: UP (p=99.05%)
[2025-11-25T23:33:26.737203] [INFO ] [FORECASTER] Completed predict_future for COP
[2025-11-25T23:33:26.737396] [INFO ] [sig       ] COP: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:33:26.885636] [INFO ] [LOCAL     ] Saved forecast: COP	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/COP.txt
[2025-11-25T23:33:26.885862] [INFO ] [sig       ] [788/3639] Completed COP in 0.3s | 3.00 sym/s | Total: 4.4m | ETA: 15.8m
[2025-11-25T23:33:26.885922] [INFO ] [sig       ] [789/3639] Forecasting COPP...
[2025-11-25T23:33:26.885967] [INFO ] [sig       ] Generating forecast for: COPP
[2025-11-25T23:33:26.886010] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'COPP' from 'https://tdm.silogroup.org/data/derivative_storage/COPP.csv'.
[2025-11-25T23:33:26.899023] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'COPP'.
[2025-11-25T23:33:26.899547] [INFO ] [FORECASTER] Starting predict_future for COPP
[2025-11-25T23:33:26.900494] [DEBUG] [LOCAL     ] No optimal features file found for COPP: ./output/feature-sets/COPP.txt
[2025-11-25T23:33:26.900565] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:33:26.900612] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:33:26.900678] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:33:26.900751] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:33:26.958147] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:33:26.958867] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:33:26.958968] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:33:26.959016] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:33:27.050314] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:33:27.050505] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:33:27.050550] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:33:27.050584] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:33:27.054081] [DEBUG] [FORECASTER] COPP: Forecast T+1@11:T+2@11: DOWN (p=7.66%)
[2025-11-25T23:33:27.054384] [INFO ] [FORECASTER] Completed predict_future for COPP
[2025-11-25T23:33:27.054531] [INFO ] [sig       ] COPP: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:33:27.200887] [INFO ] [LOCAL     ] Saved forecast: COPP	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/COPP.txt
[2025-11-25T23:33:27.201053] [INFO ] [sig       ] [789/3639] Completed COPP in 0.3s | 3.00 sym/s | Total: 4.4m | ETA: 15.8m
[2025-11-25T23:33:27.201110] [INFO ] [sig       ] [790/3639] Forecasting CORZ...
[2025-11-25T23:33:27.201154] [INFO ] [sig       ] Generating forecast for: CORZ
[2025-11-25T23:33:27.201196] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CORZ' from 'https://tdm.silogroup.org/data/derivative_storage/CORZ.csv'.
[2025-11-25T23:33:27.213923] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CORZ'.
[2025-11-25T23:33:27.214288] [INFO ] [FORECASTER] Starting predict_future for CORZ
[2025-11-25T23:33:27.215136] [DEBUG] [LOCAL     ] No optimal features file found for CORZ: ./output/feature-sets/CORZ.txt
[2025-11-25T23:33:27.215219] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:33:27.215267] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:33:27.215316] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:33:27.215384] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:33:27.273916] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:33:27.274663] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:33:27.274760] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:33:27.274808] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:33:27.374553] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:33:27.374745] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:33:27.374815] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:33:27.374862] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:33:27.378361] [DEBUG] [FORECASTER] CORZ: Forecast T+1@11:T+2@11: DOWN (p=37.79%)
[2025-11-25T23:33:27.378723] [INFO ] [FORECASTER] Completed predict_future for CORZ
[2025-11-25T23:33:27.378897] [INFO ] [sig       ] CORZ: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:33:27.531101] [INFO ] [LOCAL     ] Saved forecast: CORZ	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/CORZ.txt
[2025-11-25T23:33:27.531355] [INFO ] [sig       ] [790/3639] Completed CORZ in 0.3s | 3.00 sym/s | Total: 4.4m | ETA: 15.8m
[2025-11-25T23:33:27.531434] [INFO ] [sig       ] [791/3639] Forecasting CORZZ...
[2025-11-25T23:33:27.531496] [INFO ] [sig       ] Generating forecast for: CORZZ
[2025-11-25T23:33:27.531552] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CORZZ' from 'https://tdm.silogroup.org/data/derivative_storage/CORZZ.csv'.
[2025-11-25T23:33:27.544721] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CORZZ'.
[2025-11-25T23:33:27.545137] [INFO ] [FORECASTER] Starting predict_future for CORZZ
[2025-11-25T23:33:27.545989] [DEBUG] [LOCAL     ] No optimal features file found for CORZZ: ./output/feature-sets/CORZZ.txt
[2025-11-25T23:33:27.546061] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:33:27.546110] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:33:27.546155] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:33:27.546231] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:33:27.604906] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:33:27.605736] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:33:27.605841] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:33:27.605893] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:33:27.707866] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:33:27.708023] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:33:27.708073] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:33:27.708108] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:33:27.711764] [DEBUG] [FORECASTER] CORZZ: Forecast T+1@11:T+2@11: DOWN (p=4.61%)
[2025-11-25T23:33:27.712083] [INFO ] [FORECASTER] Completed predict_future for CORZZ
[2025-11-25T23:33:27.712237] [INFO ] [sig       ] CORZZ: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:33:27.854974] [INFO ] [LOCAL     ] Saved forecast: CORZZ	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/CORZZ.txt
[2025-11-25T23:33:27.855132] [INFO ] [sig       ] [791/3639] Completed CORZZ in 0.3s | 3.00 sym/s | Total: 4.4m | ETA: 15.8m
[2025-11-25T23:33:27.855188] [INFO ] [sig       ] [792/3639] Forecasting COTY...
[2025-11-25T23:33:27.855232] [INFO ] [sig       ] Generating forecast for: COTY
[2025-11-25T23:33:27.855273] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'COTY' from 'https://tdm.silogroup.org/data/derivative_storage/COTY.csv'.
[2025-11-25T23:33:27.867150] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'COTY'.
[2025-11-25T23:33:27.867528] [INFO ] [FORECASTER] Starting predict_future for COTY
[2025-11-25T23:33:27.868360] [DEBUG] [LOCAL     ] No optimal features file found for COTY: ./output/feature-sets/COTY.txt
[2025-11-25T23:33:27.868444] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:33:27.868500] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:33:27.868540] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:33:27.868610] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:33:27.927484] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:33:27.928246] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:33:27.928354] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:33:27.928412] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:33:28.034130] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:33:28.034287] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:33:28.034334] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:33:28.034369] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:33:28.037966] [DEBUG] [FORECASTER] COTY: Forecast T+1@11:T+2@11: UP (p=90.60%)
[2025-11-25T23:33:28.038418] [INFO ] [FORECASTER] Completed predict_future for COTY
[2025-11-25T23:33:28.038667] [INFO ] [sig       ] COTY: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:33:28.187181] [INFO ] [LOCAL     ] Saved forecast: COTY	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/COTY.txt
[2025-11-25T23:33:28.187347] [INFO ] [sig       ] [792/3639] Completed COTY in 0.3s | 3.00 sym/s | Total: 4.4m | ETA: 15.8m
[2025-11-25T23:33:28.187478] [INFO ] [sig       ] [793/3639] Forecasting COWG...
[2025-11-25T23:33:28.187531] [INFO ] [sig       ] Generating forecast for: COWG
[2025-11-25T23:33:28.187573] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'COWG' from 'https://tdm.silogroup.org/data/derivative_storage/COWG.csv'.
[2025-11-25T23:33:28.199177] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'COWG'.
[2025-11-25T23:33:28.199552] [INFO ] [FORECASTER] Starting predict_future for COWG
[2025-11-25T23:33:28.200394] [DEBUG] [LOCAL     ] No optimal features file found for COWG: ./output/feature-sets/COWG.txt
[2025-11-25T23:33:28.200478] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:33:28.200533] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:33:28.200574] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:33:28.200663] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:33:28.260332] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:33:28.261078] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:33:28.261181] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:33:28.261231] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:33:28.364195] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:33:28.364368] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:33:28.364415] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:33:28.364449] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:33:28.367984] [DEBUG] [FORECASTER] COWG: Forecast T+1@11:T+2@11: DOWN (p=11.88%)
[2025-11-25T23:33:28.368288] [INFO ] [FORECASTER] Completed predict_future for COWG
[2025-11-25T23:33:28.368434] [INFO ] [sig       ] COWG: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:33:28.510468] [INFO ] [LOCAL     ] Saved forecast: COWG	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/COWG.txt
[2025-11-25T23:33:28.510669] [INFO ] [sig       ] [793/3639] Completed COWG in 0.3s | 3.00 sym/s | Total: 4.4m | ETA: 15.8m
[2025-11-25T23:33:28.510725] [INFO ] [sig       ] [794/3639] Forecasting COYA...
[2025-11-25T23:33:28.510769] [INFO ] [sig       ] Generating forecast for: COYA
[2025-11-25T23:33:28.510811] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'COYA' from 'https://tdm.silogroup.org/data/derivative_storage/COYA.csv'.
[2025-11-25T23:33:28.523605] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'COYA'.
[2025-11-25T23:33:28.523997] [INFO ] [FORECASTER] Starting predict_future for COYA
[2025-11-25T23:33:28.524912] [DEBUG] [LOCAL     ] No optimal features file found for COYA: ./output/feature-sets/COYA.txt
[2025-11-25T23:33:28.524983] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:33:28.525031] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:33:28.525073] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:33:28.525144] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:33:28.584884] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:33:28.585771] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:33:28.585876] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:33:28.585924] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:33:28.672688] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:33:28.672859] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:33:28.672905] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:33:28.672940] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:33:28.676367] [DEBUG] [FORECASTER] COYA: Forecast T+1@11:T+2@11: UP (p=97.94%)
[2025-11-25T23:33:28.676688] [INFO ] [FORECASTER] Completed predict_future for COYA
[2025-11-25T23:33:28.676839] [INFO ] [sig       ] COYA: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:33:28.824725] [INFO ] [LOCAL     ] Saved forecast: COYA	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/COYA.txt
[2025-11-25T23:33:28.824888] [INFO ] [sig       ] [794/3639] Completed COYA in 0.3s | 3.00 sym/s | Total: 4.4m | ETA: 15.8m
[2025-11-25T23:33:28.824943] [INFO ] [sig       ] [795/3639] Forecasting CP...
[2025-11-25T23:33:28.824986] [INFO ] [sig       ] Generating forecast for: CP
[2025-11-25T23:33:28.825027] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CP' from 'https://tdm.silogroup.org/data/derivative_storage/CP.csv'.
[2025-11-25T23:33:28.837057] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CP'.
[2025-11-25T23:33:28.837429] [INFO ] [FORECASTER] Starting predict_future for CP
[2025-11-25T23:33:28.838498] [DEBUG] [LOCAL     ] No optimal features file found for CP: ./output/feature-sets/CP.txt
[2025-11-25T23:33:28.838578] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:33:28.838624] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:33:28.838688] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:33:28.838764] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:33:28.899300] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:33:28.900255] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:33:28.900357] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:33:28.900409] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:33:29.014936] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:33:29.015111] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:33:29.015157] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:33:29.015192] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:33:29.018621] [DEBUG] [FORECASTER] CP: Forecast T+1@11:T+2@11: DOWN (p=43.30%)
[2025-11-25T23:33:29.018971] [INFO ] [FORECASTER] Completed predict_future for CP
[2025-11-25T23:33:29.019124] [INFO ] [sig       ] CP: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:33:29.162075] [INFO ] [LOCAL     ] Saved forecast: CP	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/CP.txt
[2025-11-25T23:33:29.162247] [INFO ] [sig       ] [795/3639] Completed CP in 0.3s | 3.00 sym/s | Total: 4.4m | ETA: 15.8m
[2025-11-25T23:33:29.162308] [INFO ] [sig       ] [796/3639] Forecasting CPA...
[2025-11-25T23:33:29.162351] [INFO ] [sig       ] Generating forecast for: CPA
[2025-11-25T23:33:29.162398] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CPA' from 'https://tdm.silogroup.org/data/derivative_storage/CPA.csv'.
[2025-11-25T23:33:29.174852] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CPA'.
[2025-11-25T23:33:29.175184] [INFO ] [FORECASTER] Starting predict_future for CPA
[2025-11-25T23:33:29.176037] [DEBUG] [LOCAL     ] No optimal features file found for CPA: ./output/feature-sets/CPA.txt
[2025-11-25T23:33:29.176108] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:33:29.176154] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:33:29.176195] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:33:29.176265] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:33:29.233917] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:33:29.234672] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:33:29.234770] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:33:29.234817] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:33:29.344179] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:33:29.344353] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:33:29.344405] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:33:29.344444] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:33:29.348438] [DEBUG] [FORECASTER] CPA: Forecast T+1@11:T+2@11: DOWN (p=17.15%)
[2025-11-25T23:33:29.348835] [INFO ] [FORECASTER] Completed predict_future for CPA
[2025-11-25T23:33:29.349005] [INFO ] [sig       ] CPA: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:33:29.500657] [INFO ] [LOCAL     ] Saved forecast: CPA	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/CPA.txt
[2025-11-25T23:33:29.500843] [INFO ] [sig       ] [796/3639] Completed CPA in 0.3s | 3.00 sym/s | Total: 4.4m | ETA: 15.8m
[2025-11-25T23:33:29.500904] [INFO ] [sig       ] [797/3639] Forecasting CPB...
[2025-11-25T23:33:29.500949] [INFO ] [sig       ] Generating forecast for: CPB
[2025-11-25T23:33:29.500993] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CPB' from 'https://tdm.silogroup.org/data/derivative_storage/CPB.csv'.
[2025-11-25T23:33:29.513293] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CPB'.
[2025-11-25T23:33:29.513718] [INFO ] [FORECASTER] Starting predict_future for CPB
[2025-11-25T23:33:29.514825] [DEBUG] [LOCAL     ] No optimal features file found for CPB: ./output/feature-sets/CPB.txt
[2025-11-25T23:33:29.514896] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:33:29.514946] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:33:29.514988] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:33:29.515058] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:33:29.578926] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:33:29.579788] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:33:29.579897] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:33:29.579963] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:33:29.690141] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:33:29.690870] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:33:29.690973] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:33:29.691040] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:33:29.695253] [DEBUG] [FORECASTER] CPB: Forecast T+1@11:T+2@11: UP (p=84.47%)
[2025-11-25T23:33:29.695602] [INFO ] [FORECASTER] Completed predict_future for CPB
[2025-11-25T23:33:29.695800] [INFO ] [sig       ] CPB: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:33:29.854876] [INFO ] [LOCAL     ] Saved forecast: CPB	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/CPB.txt
[2025-11-25T23:33:29.855078] [INFO ] [sig       ] [797/3639] Completed CPB in 0.4s | 3.00 sym/s | Total: 4.4m | ETA: 15.8m
[2025-11-25T23:33:29.855137] [INFO ] [sig       ] [798/3639] Forecasting CPF...
[2025-11-25T23:33:29.855183] [INFO ] [sig       ] Generating forecast for: CPF
[2025-11-25T23:33:29.855227] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CPF' from 'https://tdm.silogroup.org/data/derivative_storage/CPF.csv'.
[2025-11-25T23:33:29.868262] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CPF'.
[2025-11-25T23:33:29.868739] [INFO ] [FORECASTER] Starting predict_future for CPF
[2025-11-25T23:33:29.869623] [DEBUG] [LOCAL     ] No optimal features file found for CPF: ./output/feature-sets/CPF.txt
[2025-11-25T23:33:29.869716] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:33:29.869766] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:33:29.869809] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:33:29.869880] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:33:29.933867] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:33:29.934866] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:33:29.934986] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:33:29.935048] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:33:30.033929] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:33:30.034083] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:33:30.034146] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:33:30.034195] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:33:30.037917] [DEBUG] [FORECASTER] CPF: Forecast T+1@11:T+2@11: DOWN (p=7.27%)
[2025-11-25T23:33:30.038251] [INFO ] [FORECASTER] Completed predict_future for CPF
[2025-11-25T23:33:30.038426] [INFO ] [sig       ] CPF: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:33:30.190744] [INFO ] [LOCAL     ] Saved forecast: CPF	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/CPF.txt
[2025-11-25T23:33:30.190901] [INFO ] [sig       ] [798/3639] Completed CPF in 0.3s | 3.00 sym/s | Total: 4.4m | ETA: 15.8m
[2025-11-25T23:33:30.190956] [INFO ] [sig       ] [799/3639] Forecasting CPIX...
[2025-11-25T23:33:30.191003] [INFO ] [sig       ] Generating forecast for: CPIX
[2025-11-25T23:33:30.191046] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CPIX' from 'https://tdm.silogroup.org/data/derivative_storage/CPIX.csv'.
[2025-11-25T23:33:30.203226] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CPIX'.
[2025-11-25T23:33:30.203598] [INFO ] [FORECASTER] Starting predict_future for CPIX
[2025-11-25T23:33:30.204556] [DEBUG] [LOCAL     ] No optimal features file found for CPIX: ./output/feature-sets/CPIX.txt
[2025-11-25T23:33:30.204630] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:33:30.204699] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:33:30.204743] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:33:30.204815] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:33:30.269043] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:33:30.270103] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:33:30.270210] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:33:30.270259] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:33:30.366414] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:33:30.366618] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:33:30.366686] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:33:30.366752] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:33:30.370341] [DEBUG] [FORECASTER] CPIX: Forecast T+1@11:T+2@11: DOWN (p=43.22%)
[2025-11-25T23:33:30.370697] [INFO ] [FORECASTER] Completed predict_future for CPIX
[2025-11-25T23:33:30.370869] [INFO ] [sig       ] CPIX: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:33:30.516983] [INFO ] [LOCAL     ] Saved forecast: CPIX	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/CPIX.txt
[2025-11-25T23:33:30.517178] [INFO ] [sig       ] [799/3639] Completed CPIX in 0.3s | 3.00 sym/s | Total: 4.4m | ETA: 15.8m
[2025-11-25T23:33:30.517237] [INFO ] [sig       ] [800/3639] Forecasting CPK...
[2025-11-25T23:33:30.517280] [INFO ] [sig       ] Generating forecast for: CPK
[2025-11-25T23:33:30.517322] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CPK' from 'https://tdm.silogroup.org/data/derivative_storage/CPK.csv'.
[2025-11-25T23:33:30.529718] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CPK'.
[2025-11-25T23:33:30.530148] [INFO ] [FORECASTER] Starting predict_future for CPK
[2025-11-25T23:33:30.531017] [DEBUG] [LOCAL     ] No optimal features file found for CPK: ./output/feature-sets/CPK.txt
[2025-11-25T23:33:30.531089] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:33:30.531135] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:33:30.531176] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:33:30.531246] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:33:30.593772] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:33:30.594791] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:33:30.594911] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:33:30.594962] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:33:30.686598] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:33:30.686810] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:33:30.686858] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:33:30.686892] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:33:30.690429] [DEBUG] [FORECASTER] CPK: Forecast T+1@11:T+2@11: UP (p=96.43%)
[2025-11-25T23:33:30.690756] [INFO ] [FORECASTER] Completed predict_future for CPK
[2025-11-25T23:33:30.690906] [INFO ] [sig       ] CPK: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:33:30.834985] [INFO ] [LOCAL     ] Saved forecast: CPK	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/CPK.txt
[2025-11-25T23:33:30.835144] [INFO ] [sig       ] [800/3639] Completed CPK in 0.3s | 3.00 sym/s | Total: 4.4m | ETA: 15.8m
[2025-11-25T23:33:30.835201] [INFO ] [sig       ] [801/3639] Forecasting CPNG...
[2025-11-25T23:33:30.835244] [INFO ] [sig       ] Generating forecast for: CPNG
[2025-11-25T23:33:30.835285] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CPNG' from 'https://tdm.silogroup.org/data/derivative_storage/CPNG.csv'.
[2025-11-25T23:33:30.846881] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CPNG'.
[2025-11-25T23:33:30.847198] [INFO ] [FORECASTER] Starting predict_future for CPNG
[2025-11-25T23:33:30.848079] [DEBUG] [LOCAL     ] No optimal features file found for CPNG: ./output/feature-sets/CPNG.txt
[2025-11-25T23:33:30.848150] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:33:30.848211] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:33:30.848253] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:33:30.848323] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:33:30.907965] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:33:30.908676] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:33:30.908775] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:33:30.908822] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:33:31.010717] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:33:31.010912] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:33:31.010957] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:33:31.010992] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:33:31.014443] [DEBUG] [FORECASTER] CPNG: Forecast T+1@11:T+2@11: DOWN (p=32.87%)
[2025-11-25T23:33:31.014759] [INFO ] [FORECASTER] Completed predict_future for CPNG
[2025-11-25T23:33:31.014911] [INFO ] [sig       ] CPNG: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:33:31.160407] [INFO ] [LOCAL     ] Saved forecast: CPNG	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/CPNG.txt
[2025-11-25T23:33:31.160602] [INFO ] [sig       ] [801/3639] Completed CPNG in 0.3s | 3.00 sym/s | Total: 4.4m | ETA: 15.8m
[2025-11-25T23:33:31.160684] [INFO ] [sig       ] [802/3639] Forecasting CPRI...
[2025-11-25T23:33:31.160729] [INFO ] [sig       ] Generating forecast for: CPRI
[2025-11-25T23:33:31.160772] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CPRI' from 'https://tdm.silogroup.org/data/derivative_storage/CPRI.csv'.
[2025-11-25T23:33:31.172479] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CPRI'.
[2025-11-25T23:33:31.172806] [INFO ] [FORECASTER] Starting predict_future for CPRI
[2025-11-25T23:33:31.173602] [DEBUG] [LOCAL     ] No optimal features file found for CPRI: ./output/feature-sets/CPRI.txt
[2025-11-25T23:33:31.173688] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:33:31.173736] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:33:31.173777] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:33:31.173846] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:33:31.232131] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:33:31.232844] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:33:31.232943] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:33:31.232992] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:33:31.341166] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:33:31.341348] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:33:31.341395] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:33:31.341430] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:33:31.344904] [DEBUG] [FORECASTER] CPRI: Forecast T+1@11:T+2@11: UP (p=63.52%)
[2025-11-25T23:33:31.345370] [INFO ] [FORECASTER] Completed predict_future for CPRI
[2025-11-25T23:33:31.345595] [INFO ] [sig       ] CPRI: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:33:31.491849] [INFO ] [LOCAL     ] Saved forecast: CPRI	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/CPRI.txt
[2025-11-25T23:33:31.492042] [INFO ] [sig       ] [802/3639] Completed CPRI in 0.3s | 3.00 sym/s | Total: 4.5m | ETA: 15.7m
[2025-11-25T23:33:31.492099] [INFO ] [sig       ] [803/3639] Forecasting CPRX...
[2025-11-25T23:33:31.492140] [INFO ] [sig       ] Generating forecast for: CPRX
[2025-11-25T23:33:31.492183] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CPRX' from 'https://tdm.silogroup.org/data/derivative_storage/CPRX.csv'.
[2025-11-25T23:33:31.504134] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CPRX'.
[2025-11-25T23:33:31.504511] [INFO ] [FORECASTER] Starting predict_future for CPRX
[2025-11-25T23:33:31.505372] [DEBUG] [LOCAL     ] No optimal features file found for CPRX: ./output/feature-sets/CPRX.txt
[2025-11-25T23:33:31.505442] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:33:31.505489] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:33:31.505529] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:33:31.505600] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:33:31.563173] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:33:31.564027] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:33:31.564214] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:33:31.564269] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:33:31.659778] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:33:31.659944] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:33:31.660015] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:33:31.660061] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:33:31.663486] [DEBUG] [FORECASTER] CPRX: Forecast T+1@11:T+2@11: UP (p=85.65%)
[2025-11-25T23:33:31.663949] [INFO ] [FORECASTER] Completed predict_future for CPRX
[2025-11-25T23:33:31.664180] [INFO ] [sig       ] CPRX: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:33:31.807454] [INFO ] [LOCAL     ] Saved forecast: CPRX	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/CPRX.txt
[2025-11-25T23:33:31.807663] [INFO ] [sig       ] [803/3639] Completed CPRX in 0.3s | 3.00 sym/s | Total: 4.5m | ETA: 15.7m
[2025-11-25T23:33:31.807723] [INFO ] [sig       ] [804/3639] Forecasting CPS...
[2025-11-25T23:33:31.807768] [INFO ] [sig       ] Generating forecast for: CPS
[2025-11-25T23:33:31.807810] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CPS' from 'https://tdm.silogroup.org/data/derivative_storage/CPS.csv'.
[2025-11-25T23:33:31.820183] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CPS'.
[2025-11-25T23:33:31.820681] [INFO ] [FORECASTER] Starting predict_future for CPS
[2025-11-25T23:33:31.821513] [DEBUG] [LOCAL     ] No optimal features file found for CPS: ./output/feature-sets/CPS.txt
[2025-11-25T23:33:31.821603] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:33:31.821676] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:33:31.821721] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:33:31.821790] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:33:31.879947] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:33:31.880898] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:33:31.881005] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:33:31.881054] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:33:31.990346] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:33:31.990540] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:33:31.990587] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:33:31.990623] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:33:31.994174] [DEBUG] [FORECASTER] CPS: Forecast T+1@11:T+2@11: UP (p=69.41%)
[2025-11-25T23:33:31.994480] [INFO ] [FORECASTER] Completed predict_future for CPS
[2025-11-25T23:33:31.994664] [INFO ] [sig       ] CPS: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:33:32.134659] [INFO ] [LOCAL     ] Saved forecast: CPS	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/CPS.txt
[2025-11-25T23:33:32.134827] [INFO ] [sig       ] [804/3639] Completed CPS in 0.3s | 3.00 sym/s | Total: 4.5m | ETA: 15.7m
[2025-11-25T23:33:32.134894] [INFO ] [sig       ] [805/3639] Forecasting CPSH...
[2025-11-25T23:33:32.134939] [INFO ] [sig       ] Generating forecast for: CPSH
[2025-11-25T23:33:32.134985] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CPSH' from 'https://tdm.silogroup.org/data/derivative_storage/CPSH.csv'.
[2025-11-25T23:33:32.147673] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CPSH'.
[2025-11-25T23:33:32.148239] [INFO ] [FORECASTER] Starting predict_future for CPSH
[2025-11-25T23:33:32.149090] [DEBUG] [LOCAL     ] No optimal features file found for CPSH: ./output/feature-sets/CPSH.txt
[2025-11-25T23:33:32.149161] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:33:32.149210] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:33:32.149252] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:33:32.149324] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:33:32.209831] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:33:32.210659] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:33:32.210764] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:33:32.210813] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:33:32.303257] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:33:32.303433] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:33:32.303478] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:33:32.303513] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:33:32.307118] [DEBUG] [FORECASTER] CPSH: Forecast T+1@11:T+2@11: UP (p=95.04%)
[2025-11-25T23:33:32.307446] [INFO ] [FORECASTER] Completed predict_future for CPSH
[2025-11-25T23:33:32.307590] [INFO ] [sig       ] CPSH: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:33:32.448194] [INFO ] [LOCAL     ] Saved forecast: CPSH	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/CPSH.txt
[2025-11-25T23:33:32.448355] [INFO ] [sig       ] [805/3639] Completed CPSH in 0.3s | 3.00 sym/s | Total: 4.5m | ETA: 15.7m
[2025-11-25T23:33:32.448411] [INFO ] [sig       ] [806/3639] Forecasting CPSS...
[2025-11-25T23:33:32.448460] [INFO ] [sig       ] Generating forecast for: CPSS
[2025-11-25T23:33:32.448513] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CPSS' from 'https://tdm.silogroup.org/data/derivative_storage/CPSS.csv'.
[2025-11-25T23:33:32.460208] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CPSS'.
[2025-11-25T23:33:32.460560] [INFO ] [FORECASTER] Starting predict_future for CPSS
[2025-11-25T23:33:32.461403] [DEBUG] [LOCAL     ] No optimal features file found for CPSS: ./output/feature-sets/CPSS.txt
[2025-11-25T23:33:32.461473] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:33:32.461520] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:33:32.461563] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:33:32.461634] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:33:32.519032] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:33:32.519821] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:33:32.519921] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:33:32.519968] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:33:32.602556] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:33:32.602741] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:33:32.602793] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:33:32.602827] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:33:32.606273] [DEBUG] [FORECASTER] CPSS: Forecast T+1@11:T+2@11: UP (p=74.60%)
[2025-11-25T23:33:32.606577] [INFO ] [FORECASTER] Completed predict_future for CPSS
[2025-11-25T23:33:32.606765] [INFO ] [sig       ] CPSS: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:33:32.749861] [INFO ] [LOCAL     ] Saved forecast: CPSS	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/CPSS.txt
[2025-11-25T23:33:32.750010] [INFO ] [sig       ] [806/3639] Completed CPSS in 0.3s | 3.00 sym/s | Total: 4.5m | ETA: 15.7m
[2025-11-25T23:33:32.750065] [INFO ] [sig       ] [807/3639] Forecasting CPZ...
[2025-11-25T23:33:32.750109] [INFO ] [sig       ] Generating forecast for: CPZ
[2025-11-25T23:33:32.750151] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CPZ' from 'https://tdm.silogroup.org/data/derivative_storage/CPZ.csv'.
[2025-11-25T23:33:32.761949] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CPZ'.
[2025-11-25T23:33:32.762260] [INFO ] [FORECASTER] Starting predict_future for CPZ
[2025-11-25T23:33:32.763113] [DEBUG] [LOCAL     ] No optimal features file found for CPZ: ./output/feature-sets/CPZ.txt
[2025-11-25T23:33:32.763185] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:33:32.763233] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:33:32.763277] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:33:32.763349] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:33:32.822354] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:33:32.823074] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:33:32.823172] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:33:32.823220] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:33:32.914693] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:33:32.914844] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:33:32.914891] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:33:32.914927] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:33:32.918381] [DEBUG] [FORECASTER] CPZ: Forecast T+1@11:T+2@11: DOWN (p=33.45%)
[2025-11-25T23:33:32.918710] [INFO ] [FORECASTER] Completed predict_future for CPZ
[2025-11-25T23:33:32.918876] [INFO ] [sig       ] CPZ: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:33:33.062736] [INFO ] [LOCAL     ] Saved forecast: CPZ	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/CPZ.txt
[2025-11-25T23:33:33.062930] [INFO ] [sig       ] [807/3639] Completed CPZ in 0.3s | 3.00 sym/s | Total: 4.5m | ETA: 15.7m
[2025-11-25T23:33:33.062987] [INFO ] [sig       ] [808/3639] Forecasting CQP...
[2025-11-25T23:33:33.063032] [INFO ] [sig       ] Generating forecast for: CQP
[2025-11-25T23:33:33.063075] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CQP' from 'https://tdm.silogroup.org/data/derivative_storage/CQP.csv'.
[2025-11-25T23:33:33.073682] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CQP'.
[2025-11-25T23:33:33.074108] [INFO ] [FORECASTER] Starting predict_future for CQP
[2025-11-25T23:33:33.074968] [DEBUG] [LOCAL     ] No optimal features file found for CQP: ./output/feature-sets/CQP.txt
[2025-11-25T23:33:33.075040] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:33:33.075088] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:33:33.075130] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:33:33.075205] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:33:33.134175] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:33:33.135096] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:33:33.135198] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:33:33.135247] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:33:33.238346] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:33:33.238457] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:33:33.238499] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:33:33.238549] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:33:33.241786] [DEBUG] [FORECASTER] CQP: Forecast T+1@11:T+2@11: UP (p=78.61%)
[2025-11-25T23:33:33.242071] [INFO ] [FORECASTER] Completed predict_future for CQP
[2025-11-25T23:33:33.242225] [INFO ] [sig       ] CQP: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:33:33.384987] [INFO ] [LOCAL     ] Saved forecast: CQP	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/CQP.txt
[2025-11-25T23:33:33.385123] [INFO ] [sig       ] [808/3639] Completed CQP in 0.3s | 3.00 sym/s | Total: 4.5m | ETA: 15.7m
[2025-11-25T23:33:33.385178] [INFO ] [sig       ] [809/3639] Forecasting CRAI...
[2025-11-25T23:33:33.385222] [INFO ] [sig       ] Generating forecast for: CRAI
[2025-11-25T23:33:33.385263] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CRAI' from 'https://tdm.silogroup.org/data/derivative_storage/CRAI.csv'.
[2025-11-25T23:33:33.397525] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CRAI'.
[2025-11-25T23:33:33.397874] [INFO ] [FORECASTER] Starting predict_future for CRAI
[2025-11-25T23:33:33.398767] [DEBUG] [LOCAL     ] No optimal features file found for CRAI: ./output/feature-sets/CRAI.txt
[2025-11-25T23:33:33.398836] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:33:33.398882] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:33:33.398923] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:33:33.398995] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:33:33.457588] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:33:33.458233] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:33:33.458333] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:33:33.458382] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:33:33.557227] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:33:33.557337] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:33:33.557393] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:33:33.557436] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:33:33.560555] [DEBUG] [FORECASTER] CRAI: Forecast T+1@11:T+2@11: UP (p=98.35%)
[2025-11-25T23:33:33.560872] [INFO ] [FORECASTER] Completed predict_future for CRAI
[2025-11-25T23:33:33.561025] [INFO ] [sig       ] CRAI: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:33:33.703064] [INFO ] [LOCAL     ] Saved forecast: CRAI	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/CRAI.txt
[2025-11-25T23:33:33.703201] [INFO ] [sig       ] [809/3639] Completed CRAI in 0.3s | 3.00 sym/s | Total: 4.5m | ETA: 15.7m
[2025-11-25T23:33:33.703252] [INFO ] [sig       ] [810/3639] Forecasting CRBG...
[2025-11-25T23:33:33.703295] [INFO ] [sig       ] Generating forecast for: CRBG
[2025-11-25T23:33:33.703332] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CRBG' from 'https://tdm.silogroup.org/data/derivative_storage/CRBG.csv'.
[2025-11-25T23:33:33.714909] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CRBG'.
[2025-11-25T23:33:33.715215] [INFO ] [FORECASTER] Starting predict_future for CRBG
[2025-11-25T23:33:33.716047] [DEBUG] [LOCAL     ] No optimal features file found for CRBG: ./output/feature-sets/CRBG.txt
[2025-11-25T23:33:33.716117] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:33:33.716163] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:33:33.716203] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:33:33.716272] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:33:33.774226] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:33:33.774901] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:33:33.774998] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:33:33.775058] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:33:33.865524] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:33:33.865699] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:33:33.865755] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:33:33.865792] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:33:33.869272] [DEBUG] [FORECASTER] CRBG: Forecast T+1@11:T+2@11: UP (p=73.49%)
[2025-11-25T23:33:33.869574] [INFO ] [FORECASTER] Completed predict_future for CRBG
[2025-11-25T23:33:33.869749] [INFO ] [sig       ] CRBG: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:33:34.023386] [INFO ] [LOCAL     ] Saved forecast: CRBG	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/CRBG.txt
[2025-11-25T23:33:34.023595] [INFO ] [sig       ] [810/3639] Completed CRBG in 0.3s | 3.00 sym/s | Total: 4.5m | ETA: 15.7m
[2025-11-25T23:33:34.023672] [INFO ] [sig       ] [811/3639] Forecasting CRBP...
[2025-11-25T23:33:34.023725] [INFO ] [sig       ] Generating forecast for: CRBP
[2025-11-25T23:33:34.023767] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CRBP' from 'https://tdm.silogroup.org/data/derivative_storage/CRBP.csv'.
[2025-11-25T23:33:34.035552] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CRBP'.
[2025-11-25T23:33:34.036056] [INFO ] [FORECASTER] Starting predict_future for CRBP
[2025-11-25T23:33:34.036963] [DEBUG] [LOCAL     ] No optimal features file found for CRBP: ./output/feature-sets/CRBP.txt
[2025-11-25T23:33:34.037035] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:33:34.037082] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:33:34.037122] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:33:34.037191] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:33:34.095106] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:33:34.095873] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:33:34.095975] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:33:34.096016] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:33:34.187290] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:33:34.187430] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:33:34.187473] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:33:34.187507] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:33:34.190721] [DEBUG] [FORECASTER] CRBP: Forecast T+1@11:T+2@11: DOWN (p=44.60%)
[2025-11-25T23:33:34.191003] [INFO ] [FORECASTER] Completed predict_future for CRBP
[2025-11-25T23:33:34.191147] [INFO ] [sig       ] CRBP: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:33:34.331955] [INFO ] [LOCAL     ] Saved forecast: CRBP	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/CRBP.txt
[2025-11-25T23:33:34.332094] [INFO ] [sig       ] [811/3639] Completed CRBP in 0.3s | 3.00 sym/s | Total: 4.5m | ETA: 15.7m
[2025-11-25T23:33:34.332148] [INFO ] [sig       ] [812/3639] Forecasting CRC...
[2025-11-25T23:33:34.332192] [INFO ] [sig       ] Generating forecast for: CRC
[2025-11-25T23:33:34.332234] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CRC' from 'https://tdm.silogroup.org/data/derivative_storage/CRC.csv'.
[2025-11-25T23:33:34.343540] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CRC'.
[2025-11-25T23:33:34.343851] [INFO ] [FORECASTER] Starting predict_future for CRC
[2025-11-25T23:33:34.344666] [DEBUG] [LOCAL     ] No optimal features file found for CRC: ./output/feature-sets/CRC.txt
[2025-11-25T23:33:34.344735] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:33:34.344781] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:33:34.344835] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:33:34.344907] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:33:34.402703] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:33:34.403317] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:33:34.403411] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:33:34.403456] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:33:34.500080] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:33:34.500194] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:33:34.500236] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:33:34.500269] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:33:34.503450] [DEBUG] [FORECASTER] CRC: Forecast T+1@11:T+2@11: DOWN (p=10.75%)
[2025-11-25T23:33:34.503764] [INFO ] [FORECASTER] Completed predict_future for CRC
[2025-11-25T23:33:34.503906] [INFO ] [sig       ] CRC: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:33:34.647801] [INFO ] [LOCAL     ] Saved forecast: CRC	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/CRC.txt
[2025-11-25T23:33:34.647946] [INFO ] [sig       ] [812/3639] Completed CRC in 0.3s | 3.00 sym/s | Total: 4.5m | ETA: 15.7m
[2025-11-25T23:33:34.648000] [INFO ] [sig       ] [813/3639] Forecasting CRDF...
[2025-11-25T23:33:34.648045] [INFO ] [sig       ] Generating forecast for: CRDF
[2025-11-25T23:33:34.648087] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CRDF' from 'https://tdm.silogroup.org/data/derivative_storage/CRDF.csv'.
[2025-11-25T23:33:34.659788] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CRDF'.
[2025-11-25T23:33:34.660079] [INFO ] [FORECASTER] Starting predict_future for CRDF
[2025-11-25T23:33:34.660934] [DEBUG] [LOCAL     ] No optimal features file found for CRDF: ./output/feature-sets/CRDF.txt
[2025-11-25T23:33:34.661003] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:33:34.661049] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:33:34.661089] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:33:34.661158] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:33:34.719899] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:33:34.720538] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:33:34.720632] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:33:34.720697] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:33:34.812985] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:33:34.813091] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:33:34.813132] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:33:34.813166] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:33:34.816302] [DEBUG] [FORECASTER] CRDF: Forecast T+1@11:T+2@11: UP (p=99.63%)
[2025-11-25T23:33:34.816593] [INFO ] [FORECASTER] Completed predict_future for CRDF
[2025-11-25T23:33:34.816760] [INFO ] [sig       ] CRDF: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:33:34.959372] [INFO ] [LOCAL     ] Saved forecast: CRDF	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/CRDF.txt
[2025-11-25T23:33:34.959580] [INFO ] [sig       ] [813/3639] Completed CRDF in 0.3s | 3.00 sym/s | Total: 4.5m | ETA: 15.7m
[2025-11-25T23:33:34.959661] [INFO ] [sig       ] [814/3639] Forecasting CRDO...
[2025-11-25T23:33:34.959713] [INFO ] [sig       ] Generating forecast for: CRDO
[2025-11-25T23:33:34.959757] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CRDO' from 'https://tdm.silogroup.org/data/derivative_storage/CRDO.csv'.
[2025-11-25T23:33:34.971630] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CRDO'.
[2025-11-25T23:33:34.972012] [INFO ] [FORECASTER] Starting predict_future for CRDO
[2025-11-25T23:33:34.972874] [DEBUG] [LOCAL     ] No optimal features file found for CRDO: ./output/feature-sets/CRDO.txt
[2025-11-25T23:33:34.972943] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:33:34.972989] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:33:34.973030] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:33:34.973098] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:33:35.031367] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:33:35.032249] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:33:35.032351] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:33:35.032397] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:33:35.124744] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:33:35.124934] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:33:35.124980] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:33:35.125014] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:33:35.128465] [DEBUG] [FORECASTER] CRDO: Forecast T+1@11:T+2@11: DOWN (p=20.88%)
[2025-11-25T23:33:35.128781] [INFO ] [FORECASTER] Completed predict_future for CRDO
[2025-11-25T23:33:35.128933] [INFO ] [sig       ] CRDO: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:33:35.271545] [INFO ] [LOCAL     ] Saved forecast: CRDO	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/CRDO.txt
[2025-11-25T23:33:35.271701] [INFO ] [sig       ] [814/3639] Completed CRDO in 0.3s | 3.00 sym/s | Total: 4.5m | ETA: 15.7m
[2025-11-25T23:33:35.271759] [INFO ] [sig       ] [815/3639] Forecasting CREG...
[2025-11-25T23:33:35.271801] [INFO ] [sig       ] Generating forecast for: CREG
[2025-11-25T23:33:35.271842] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CREG' from 'https://tdm.silogroup.org/data/derivative_storage/CREG.csv'.
[2025-11-25T23:33:35.283557] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CREG'.
[2025-11-25T23:33:35.283886] [INFO ] [FORECASTER] Starting predict_future for CREG
[2025-11-25T23:33:35.284722] [DEBUG] [LOCAL     ] No optimal features file found for CREG: ./output/feature-sets/CREG.txt
[2025-11-25T23:33:35.284789] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:33:35.284835] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:33:35.284875] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:33:35.284943] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:33:35.343821] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:33:35.344445] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:33:35.344542] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:33:35.344590] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:33:35.439915] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:33:35.440041] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:33:35.440084] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:33:35.440118] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:33:35.443391] [DEBUG] [FORECASTER] CREG: Forecast T+1@11:T+2@11: DOWN (p=21.05%)
[2025-11-25T23:33:35.443726] [INFO ] [FORECASTER] Completed predict_future for CREG
[2025-11-25T23:33:35.443889] [INFO ] [sig       ] CREG: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:33:35.585522] [INFO ] [LOCAL     ] Saved forecast: CREG	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/CREG.txt
[2025-11-25T23:33:35.585685] [INFO ] [sig       ] [815/3639] Completed CREG in 0.3s | 3.00 sym/s | Total: 4.5m | ETA: 15.7m
[2025-11-25T23:33:35.585742] [INFO ] [sig       ] [816/3639] Forecasting CRESY...
[2025-11-25T23:33:35.585785] [INFO ] [sig       ] Generating forecast for: CRESY
[2025-11-25T23:33:35.585850] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CRESY' from 'https://tdm.silogroup.org/data/derivative_storage/CRESY.csv'.
[2025-11-25T23:33:35.598063] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CRESY'.
[2025-11-25T23:33:35.598360] [INFO ] [FORECASTER] Starting predict_future for CRESY
[2025-11-25T23:33:35.599223] [DEBUG] [LOCAL     ] No optimal features file found for CRESY: ./output/feature-sets/CRESY.txt
[2025-11-25T23:33:35.599292] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:33:35.599339] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:33:35.599380] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:33:35.599448] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:33:35.658288] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:33:35.658937] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:33:35.659034] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:33:35.659081] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:33:35.753985] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:33:35.754088] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:33:35.754129] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:33:35.754163] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:33:35.757266] [DEBUG] [FORECASTER] CRESY: Forecast T+1@11:T+2@11: DOWN (p=9.08%)
[2025-11-25T23:33:35.757598] [INFO ] [FORECASTER] Completed predict_future for CRESY
[2025-11-25T23:33:35.757772] [INFO ] [sig       ] CRESY: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:33:35.901299] [INFO ] [LOCAL     ] Saved forecast: CRESY	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/CRESY.txt
[2025-11-25T23:33:35.901498] [INFO ] [sig       ] [816/3639] Completed CRESY in 0.3s | 3.01 sym/s | Total: 4.5m | ETA: 15.7m
[2025-11-25T23:33:35.901553] [INFO ] [sig       ] [817/3639] Forecasting CREX...
[2025-11-25T23:33:35.901599] [INFO ] [sig       ] Generating forecast for: CREX
[2025-11-25T23:33:35.901668] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CREX' from 'https://tdm.silogroup.org/data/derivative_storage/CREX.csv'.
[2025-11-25T23:33:35.913533] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CREX'.
[2025-11-25T23:33:35.913874] [INFO ] [FORECASTER] Starting predict_future for CREX
[2025-11-25T23:33:35.914717] [DEBUG] [LOCAL     ] No optimal features file found for CREX: ./output/feature-sets/CREX.txt
[2025-11-25T23:33:35.914785] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:33:35.914830] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:33:35.914869] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:33:35.914938] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:33:35.973748] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:33:35.974358] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:33:35.974452] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:33:35.974499] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:33:36.069632] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:33:36.069835] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:33:36.069881] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:33:36.069916] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:33:36.073340] [DEBUG] [FORECASTER] CREX: Forecast T+1@11:T+2@11: DOWN (p=13.96%)
[2025-11-25T23:33:36.073673] [INFO ] [FORECASTER] Completed predict_future for CREX
[2025-11-25T23:33:36.073822] [INFO ] [sig       ] CREX: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:33:36.216910] [INFO ] [LOCAL     ] Saved forecast: CREX	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/CREX.txt
[2025-11-25T23:33:36.217064] [INFO ] [sig       ] [817/3639] Completed CREX in 0.3s | 3.01 sym/s | Total: 4.5m | ETA: 15.7m
[2025-11-25T23:33:36.217120] [INFO ] [sig       ] [818/3639] Forecasting CRGO...
[2025-11-25T23:33:36.217166] [INFO ] [sig       ] Generating forecast for: CRGO
[2025-11-25T23:33:36.217203] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CRGO' from 'https://tdm.silogroup.org/data/derivative_storage/CRGO.csv'.
[2025-11-25T23:33:36.232569] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CRGO'.
[2025-11-25T23:33:36.232923] [INFO ] [FORECASTER] Starting predict_future for CRGO
[2025-11-25T23:33:36.233782] [DEBUG] [LOCAL     ] No optimal features file found for CRGO: ./output/feature-sets/CRGO.txt
[2025-11-25T23:33:36.233851] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:33:36.233897] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:33:36.233937] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:33:36.234007] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:33:36.293361] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:33:36.294050] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:33:36.294149] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:33:36.294196] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:33:36.386367] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:33:36.386477] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:33:36.386518] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:33:36.386552] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:33:36.389778] [DEBUG] [FORECASTER] CRGO: Forecast T+1@11:T+2@11: UP (p=99.35%)
[2025-11-25T23:33:36.390062] [INFO ] [FORECASTER] Completed predict_future for CRGO
[2025-11-25T23:33:36.390200] [INFO ] [sig       ] CRGO: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:33:36.533714] [INFO ] [LOCAL     ] Saved forecast: CRGO	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/CRGO.txt
[2025-11-25T23:33:36.533854] [INFO ] [sig       ] [818/3639] Completed CRGO in 0.3s | 3.01 sym/s | Total: 4.5m | ETA: 15.6m
[2025-11-25T23:33:36.533910] [INFO ] [sig       ] [819/3639] Forecasting CRGY...
[2025-11-25T23:33:36.533953] [INFO ] [sig       ] Generating forecast for: CRGY
[2025-11-25T23:33:36.533996] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CRGY' from 'https://tdm.silogroup.org/data/derivative_storage/CRGY.csv'.
[2025-11-25T23:33:36.545532] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CRGY'.
[2025-11-25T23:33:36.545883] [INFO ] [FORECASTER] Starting predict_future for CRGY
[2025-11-25T23:33:36.546697] [DEBUG] [LOCAL     ] No optimal features file found for CRGY: ./output/feature-sets/CRGY.txt
[2025-11-25T23:33:36.546765] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:33:36.546812] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:33:36.546853] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:33:36.546923] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:33:36.605466] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:33:36.606108] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:33:36.606204] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:33:36.606251] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:33:36.713764] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:33:36.713930] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:33:36.713976] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:33:36.714031] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:33:36.718049] [DEBUG] [FORECASTER] CRGY: Forecast T+1@11:T+2@11: UP (p=65.65%)
[2025-11-25T23:33:36.718350] [INFO ] [FORECASTER] Completed predict_future for CRGY
[2025-11-25T23:33:36.718499] [INFO ] [sig       ] CRGY: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:33:36.860261] [INFO ] [LOCAL     ] Saved forecast: CRGY	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/CRGY.txt
[2025-11-25T23:33:36.860401] [INFO ] [sig       ] [819/3639] Completed CRGY in 0.3s | 3.01 sym/s | Total: 4.5m | ETA: 15.6m
[2025-11-25T23:33:36.860455] [INFO ] [sig       ] [820/3639] Forecasting CRH...
[2025-11-25T23:33:36.860499] [INFO ] [sig       ] Generating forecast for: CRH
[2025-11-25T23:33:36.860542] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CRH' from 'https://tdm.silogroup.org/data/derivative_storage/CRH.csv'.
[2025-11-25T23:33:36.872244] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CRH'.
[2025-11-25T23:33:36.872546] [INFO ] [FORECASTER] Starting predict_future for CRH
[2025-11-25T23:33:36.873367] [DEBUG] [LOCAL     ] No optimal features file found for CRH: ./output/feature-sets/CRH.txt
[2025-11-25T23:33:36.873439] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:33:36.873487] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:33:36.873529] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:33:36.873599] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:33:36.932345] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:33:36.932990] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:33:36.933087] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:33:36.933135] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:33:37.046025] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:33:37.046245] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:33:37.046293] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:33:37.046328] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:33:37.049973] [DEBUG] [FORECASTER] CRH: Forecast T+1@11:T+2@11: UP (p=71.25%)
[2025-11-25T23:33:37.050454] [INFO ] [FORECASTER] Completed predict_future for CRH
[2025-11-25T23:33:37.050725] [INFO ] [sig       ] CRH: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:33:37.193701] [INFO ] [LOCAL     ] Saved forecast: CRH	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/CRH.txt
[2025-11-25T23:33:37.193883] [INFO ] [sig       ] [820/3639] Completed CRH in 0.3s | 3.01 sym/s | Total: 4.5m | ETA: 15.6m
[2025-11-25T23:33:37.193942] [INFO ] [sig       ] [821/3639] Forecasting CRI...
[2025-11-25T23:33:37.193985] [INFO ] [sig       ] Generating forecast for: CRI
[2025-11-25T23:33:37.194026] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CRI' from 'https://tdm.silogroup.org/data/derivative_storage/CRI.csv'.
[2025-11-25T23:33:37.206211] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CRI'.
[2025-11-25T23:33:37.206496] [INFO ] [FORECASTER] Starting predict_future for CRI
[2025-11-25T23:33:37.207334] [DEBUG] [LOCAL     ] No optimal features file found for CRI: ./output/feature-sets/CRI.txt
[2025-11-25T23:33:37.207435] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:33:37.207484] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:33:37.207525] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:33:37.207596] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:33:37.266516] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:33:37.267165] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:33:37.267266] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:33:37.267315] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:33:37.382408] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:33:37.382597] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:33:37.382661] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:33:37.382707] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:33:37.386340] [DEBUG] [FORECASTER] CRI: Forecast T+1@11:T+2@11: DOWN (p=3.28%)
[2025-11-25T23:33:37.386637] [INFO ] [FORECASTER] Completed predict_future for CRI
[2025-11-25T23:33:37.386809] [INFO ] [sig       ] CRI: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:33:37.529072] [INFO ] [LOCAL     ] Saved forecast: CRI	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/CRI.txt
[2025-11-25T23:33:37.529210] [INFO ] [sig       ] [821/3639] Completed CRI in 0.3s | 3.01 sym/s | Total: 4.6m | ETA: 15.6m
[2025-11-25T23:33:37.529264] [INFO ] [sig       ] [822/3639] Forecasting CRIS...
[2025-11-25T23:33:37.529307] [INFO ] [sig       ] Generating forecast for: CRIS
[2025-11-25T23:33:37.529348] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CRIS' from 'https://tdm.silogroup.org/data/derivative_storage/CRIS.csv'.
[2025-11-25T23:33:37.541700] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CRIS'.
[2025-11-25T23:33:37.541987] [INFO ] [FORECASTER] Starting predict_future for CRIS
[2025-11-25T23:33:37.542810] [DEBUG] [LOCAL     ] No optimal features file found for CRIS: ./output/feature-sets/CRIS.txt
[2025-11-25T23:33:37.542879] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:33:37.542920] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:33:37.542961] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:33:37.543031] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:33:37.601169] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:33:37.601856] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:33:37.601954] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:33:37.602003] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:33:37.711966] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:33:37.712143] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:33:37.712190] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:33:37.712228] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:33:37.716230] [DEBUG] [FORECASTER] CRIS: Forecast T+1@11:T+2@11: DOWN (p=37.56%)
[2025-11-25T23:33:37.716523] [INFO ] [FORECASTER] Completed predict_future for CRIS
[2025-11-25T23:33:37.716686] [INFO ] [sig       ] CRIS: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:33:37.863181] [INFO ] [LOCAL     ] Saved forecast: CRIS	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/CRIS.txt
[2025-11-25T23:33:37.863346] [INFO ] [sig       ] [822/3639] Completed CRIS in 0.3s | 3.01 sym/s | Total: 4.6m | ETA: 15.6m
[2025-11-25T23:33:37.863402] [INFO ] [sig       ] [823/3639] Forecasting CRK...
[2025-11-25T23:33:37.863445] [INFO ] [sig       ] Generating forecast for: CRK
[2025-11-25T23:33:37.863499] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CRK' from 'https://tdm.silogroup.org/data/derivative_storage/CRK.csv'.
[2025-11-25T23:33:37.875611] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CRK'.
[2025-11-25T23:33:37.875952] [INFO ] [FORECASTER] Starting predict_future for CRK
[2025-11-25T23:33:37.876749] [DEBUG] [LOCAL     ] No optimal features file found for CRK: ./output/feature-sets/CRK.txt
[2025-11-25T23:33:37.876818] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:33:37.876864] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:33:37.876904] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:33:37.876998] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:33:37.935958] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:33:37.936630] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:33:37.936755] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:33:37.936803] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:33:38.044046] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:33:38.044219] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:33:38.044264] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:33:38.044299] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:33:38.047731] [DEBUG] [FORECASTER] CRK: Forecast T+1@11:T+2@11: DOWN (p=35.78%)
[2025-11-25T23:33:38.048024] [INFO ] [FORECASTER] Completed predict_future for CRK
[2025-11-25T23:33:38.048170] [INFO ] [sig       ] CRK: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:33:38.191732] [INFO ] [LOCAL     ] Saved forecast: CRK	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/CRK.txt
[2025-11-25T23:33:38.191925] [INFO ] [sig       ] [823/3639] Completed CRK in 0.3s | 3.01 sym/s | Total: 4.6m | ETA: 15.6m
[2025-11-25T23:33:38.191981] [INFO ] [sig       ] [824/3639] Forecasting CRL...
[2025-11-25T23:33:38.192027] [INFO ] [sig       ] Generating forecast for: CRL
[2025-11-25T23:33:38.192068] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CRL' from 'https://tdm.silogroup.org/data/derivative_storage/CRL.csv'.
[2025-11-25T23:33:38.204059] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CRL'.
[2025-11-25T23:33:38.204366] [INFO ] [FORECASTER] Starting predict_future for CRL
[2025-11-25T23:33:38.205180] [DEBUG] [LOCAL     ] No optimal features file found for CRL: ./output/feature-sets/CRL.txt
[2025-11-25T23:33:38.205251] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:33:38.205299] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:33:38.205337] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:33:38.205404] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:33:38.263301] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:33:38.264017] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:33:38.264117] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:33:38.264162] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:33:38.364983] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:33:38.365179] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:33:38.365225] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:33:38.365259] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:33:38.368813] [DEBUG] [FORECASTER] CRL: Forecast T+1@11:T+2@11: UP (p=56.00%)
[2025-11-25T23:33:38.369109] [INFO ] [FORECASTER] Completed predict_future for CRL
[2025-11-25T23:33:38.369251] [INFO ] [sig       ] CRL: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:33:38.509976] [INFO ] [LOCAL     ] Saved forecast: CRL	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/CRL.txt
[2025-11-25T23:33:38.510148] [INFO ] [sig       ] [824/3639] Completed CRL in 0.3s | 3.01 sym/s | Total: 4.6m | ETA: 15.6m
[2025-11-25T23:33:38.510203] [INFO ] [sig       ] [825/3639] Forecasting CRM...
[2025-11-25T23:33:38.510245] [INFO ] [sig       ] Generating forecast for: CRM
[2025-11-25T23:33:38.510285] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CRM' from 'https://tdm.silogroup.org/data/derivative_storage/CRM.csv'.
[2025-11-25T23:33:38.522477] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CRM'.
[2025-11-25T23:33:38.522827] [INFO ] [FORECASTER] Starting predict_future for CRM
[2025-11-25T23:33:38.523612] [DEBUG] [LOCAL     ] No optimal features file found for CRM: ./output/feature-sets/CRM.txt
[2025-11-25T23:33:38.523724] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:33:38.523769] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:33:38.523810] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:33:38.523878] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:33:38.581787] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:33:38.582705] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:33:38.582806] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:33:38.582852] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:33:38.689453] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:33:38.689619] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:33:38.689695] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:33:38.689750] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:33:38.693206] [DEBUG] [FORECASTER] CRM: Forecast T+1@11:T+2@11: UP (p=85.08%)
[2025-11-25T23:33:38.693527] [INFO ] [FORECASTER] Completed predict_future for CRM
[2025-11-25T23:33:38.693712] [INFO ] [sig       ] CRM: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:33:38.835772] [INFO ] [LOCAL     ] Saved forecast: CRM	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/CRM.txt
[2025-11-25T23:33:38.835946] [INFO ] [sig       ] [825/3639] Completed CRM in 0.3s | 3.01 sym/s | Total: 4.6m | ETA: 15.6m
[2025-11-25T23:33:38.836004] [INFO ] [sig       ] [826/3639] Forecasting CRMD...
[2025-11-25T23:33:38.836049] [INFO ] [sig       ] Generating forecast for: CRMD
[2025-11-25T23:33:38.836091] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CRMD' from 'https://tdm.silogroup.org/data/derivative_storage/CRMD.csv'.
[2025-11-25T23:33:38.847885] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CRMD'.
[2025-11-25T23:33:38.848195] [INFO ] [FORECASTER] Starting predict_future for CRMD
[2025-11-25T23:33:38.849088] [DEBUG] [LOCAL     ] No optimal features file found for CRMD: ./output/feature-sets/CRMD.txt
[2025-11-25T23:33:38.849160] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:33:38.849206] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:33:38.849245] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:33:38.849314] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:33:38.906398] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:33:38.907052] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:33:38.907150] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:33:38.907198] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:33:39.001339] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:33:39.001440] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:33:39.001482] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:33:39.001516] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:33:39.004594] [DEBUG] [FORECASTER] CRMD: Forecast T+1@11:T+2@11: DOWN (p=4.23%)
[2025-11-25T23:33:39.004916] [INFO ] [FORECASTER] Completed predict_future for CRMD
[2025-11-25T23:33:39.005089] [INFO ] [sig       ] CRMD: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:33:39.146532] [INFO ] [LOCAL     ] Saved forecast: CRMD	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/CRMD.txt
[2025-11-25T23:33:39.146811] [INFO ] [sig       ] [826/3639] Completed CRMD in 0.3s | 3.01 sym/s | Total: 4.6m | ETA: 15.6m
[2025-11-25T23:33:39.146877] [INFO ] [sig       ] [827/3639] Forecasting CRML...
[2025-11-25T23:33:39.146922] [INFO ] [sig       ] Generating forecast for: CRML
[2025-11-25T23:33:39.146965] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CRML' from 'https://tdm.silogroup.org/data/derivative_storage/CRML.csv'.
[2025-11-25T23:33:39.158310] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CRML'.
[2025-11-25T23:33:39.158635] [INFO ] [FORECASTER] Starting predict_future for CRML
[2025-11-25T23:33:39.159492] [DEBUG] [LOCAL     ] No optimal features file found for CRML: ./output/feature-sets/CRML.txt
[2025-11-25T23:33:39.159562] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:33:39.159609] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:33:39.159692] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:33:39.159781] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:33:39.218156] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:33:39.219121] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:33:39.219226] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:33:39.219273] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:33:39.325239] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:33:39.325441] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:33:39.325489] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:33:39.325524] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:33:39.329202] [DEBUG] [FORECASTER] CRML: Forecast T+1@11:T+2@11: DOWN (p=12.26%)
[2025-11-25T23:33:39.329517] [INFO ] [FORECASTER] Completed predict_future for CRML
[2025-11-25T23:33:39.329700] [INFO ] [sig       ] CRML: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:33:39.476868] [INFO ] [LOCAL     ] Saved forecast: CRML	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/CRML.txt
[2025-11-25T23:33:39.477097] [INFO ] [sig       ] [827/3639] Completed CRML in 0.3s | 3.01 sym/s | Total: 4.6m | ETA: 15.6m
[2025-11-25T23:33:39.477164] [INFO ] [sig       ] [828/3639] Forecasting CRNC...
[2025-11-25T23:33:39.477209] [INFO ] [sig       ] Generating forecast for: CRNC
[2025-11-25T23:33:39.477340] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CRNC' from 'https://tdm.silogroup.org/data/derivative_storage/CRNC.csv'.
[2025-11-25T23:33:39.489693] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CRNC'.
[2025-11-25T23:33:39.490058] [INFO ] [FORECASTER] Starting predict_future for CRNC
[2025-11-25T23:33:39.490918] [DEBUG] [LOCAL     ] No optimal features file found for CRNC: ./output/feature-sets/CRNC.txt
[2025-11-25T23:33:39.490998] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:33:39.491046] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:33:39.491088] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:33:39.491160] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:33:39.552114] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:33:39.553048] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:33:39.553157] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:33:39.553206] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:33:39.650583] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:33:39.650809] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:33:39.650873] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:33:39.650920] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:33:39.654479] [DEBUG] [FORECASTER] CRNC: Forecast T+1@11:T+2@11: UP (p=89.33%)
[2025-11-25T23:33:39.654813] [INFO ] [FORECASTER] Completed predict_future for CRNC
[2025-11-25T23:33:39.654983] [INFO ] [sig       ] CRNC: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:33:39.796460] [INFO ] [LOCAL     ] Saved forecast: CRNC	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/CRNC.txt
[2025-11-25T23:33:39.796660] [INFO ] [sig       ] [828/3639] Completed CRNC in 0.3s | 3.01 sym/s | Total: 4.6m | ETA: 15.6m
[2025-11-25T23:33:39.796736] [INFO ] [sig       ] [829/3639] Forecasting CRNX...
[2025-11-25T23:33:39.796797] [INFO ] [sig       ] Generating forecast for: CRNX
[2025-11-25T23:33:39.796843] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CRNX' from 'https://tdm.silogroup.org/data/derivative_storage/CRNX.csv'.
[2025-11-25T23:33:39.808803] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CRNX'.
[2025-11-25T23:33:39.809133] [INFO ] [FORECASTER] Starting predict_future for CRNX
[2025-11-25T23:33:39.810003] [DEBUG] [LOCAL     ] No optimal features file found for CRNX: ./output/feature-sets/CRNX.txt
[2025-11-25T23:33:39.810076] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:33:39.810123] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:33:39.810165] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:33:39.810236] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:33:39.870883] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:33:39.871829] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:33:39.871939] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:33:39.871993] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:33:39.974052] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:33:39.974228] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:33:39.974273] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:33:39.974313] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:33:39.977839] [DEBUG] [FORECASTER] CRNX: Forecast T+1@11:T+2@11: DOWN (p=0.87%)
[2025-11-25T23:33:39.978140] [INFO ] [FORECASTER] Completed predict_future for CRNX
[2025-11-25T23:33:39.978285] [INFO ] [sig       ] CRNX: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:33:40.138828] [INFO ] [LOCAL     ] Saved forecast: CRNX	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/CRNX.txt
[2025-11-25T23:33:40.139085] [INFO ] [sig       ] [829/3639] Completed CRNX in 0.3s | 3.01 sym/s | Total: 4.6m | ETA: 15.6m
[2025-11-25T23:33:40.139166] [INFO ] [sig       ] [830/3639] Forecasting CRON...
[2025-11-25T23:33:40.139233] [INFO ] [sig       ] Generating forecast for: CRON
[2025-11-25T23:33:40.139297] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CRON' from 'https://tdm.silogroup.org/data/derivative_storage/CRON.csv'.
[2025-11-25T23:33:40.153024] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CRON'.
[2025-11-25T23:33:40.153441] [INFO ] [FORECASTER] Starting predict_future for CRON
[2025-11-25T23:33:40.154301] [DEBUG] [LOCAL     ] No optimal features file found for CRON: ./output/feature-sets/CRON.txt
[2025-11-25T23:33:40.154373] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:33:40.154419] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:33:40.154460] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:33:40.154529] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:33:40.214577] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:33:40.215704] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:33:40.215863] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:33:40.215925] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:33:40.320537] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:33:40.320779] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:33:40.320840] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:33:40.320883] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:33:40.324543] [DEBUG] [FORECASTER] CRON: Forecast T+1@11:T+2@11: UP (p=94.38%)
[2025-11-25T23:33:40.324925] [INFO ] [FORECASTER] Completed predict_future for CRON
[2025-11-25T23:33:40.325088] [INFO ] [sig       ] CRON: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:33:40.469893] [INFO ] [LOCAL     ] Saved forecast: CRON	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/CRON.txt
[2025-11-25T23:33:40.470109] [INFO ] [sig       ] [830/3639] Completed CRON in 0.3s | 3.01 sym/s | Total: 4.6m | ETA: 15.6m
[2025-11-25T23:33:40.470170] [INFO ] [sig       ] [831/3639] Forecasting CROX...
[2025-11-25T23:33:40.470217] [INFO ] [sig       ] Generating forecast for: CROX
[2025-11-25T23:33:40.470261] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CROX' from 'https://tdm.silogroup.org/data/derivative_storage/CROX.csv'.
[2025-11-25T23:33:40.482299] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CROX'.
[2025-11-25T23:33:40.482703] [INFO ] [FORECASTER] Starting predict_future for CROX
[2025-11-25T23:33:40.483522] [DEBUG] [LOCAL     ] No optimal features file found for CROX: ./output/feature-sets/CROX.txt
[2025-11-25T23:33:40.483594] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:33:40.483666] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:33:40.483711] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:33:40.483781] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:33:40.542178] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:33:40.543087] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:33:40.543191] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:33:40.543242] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:33:40.638731] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:33:40.638924] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:33:40.638972] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:33:40.639009] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:33:40.642552] [DEBUG] [FORECASTER] CROX: Forecast T+1@11:T+2@11: UP (p=80.37%)
[2025-11-25T23:33:40.642868] [INFO ] [FORECASTER] Completed predict_future for CROX
[2025-11-25T23:33:40.643016] [INFO ] [sig       ] CROX: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:33:40.787499] [INFO ] [LOCAL     ] Saved forecast: CROX	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/CROX.txt
[2025-11-25T23:33:40.787696] [INFO ] [sig       ] [831/3639] Completed CROX in 0.3s | 3.01 sym/s | Total: 4.6m | ETA: 15.6m
[2025-11-25T23:33:40.787756] [INFO ] [sig       ] [832/3639] Forecasting CRS...
[2025-11-25T23:33:40.787802] [INFO ] [sig       ] Generating forecast for: CRS
[2025-11-25T23:33:40.787844] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CRS' from 'https://tdm.silogroup.org/data/derivative_storage/CRS.csv'.
[2025-11-25T23:33:40.799599] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CRS'.
[2025-11-25T23:33:40.799952] [INFO ] [FORECASTER] Starting predict_future for CRS
[2025-11-25T23:33:40.800797] [DEBUG] [LOCAL     ] No optimal features file found for CRS: ./output/feature-sets/CRS.txt
[2025-11-25T23:33:40.800869] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:33:40.800919] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:33:40.800960] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:33:40.801031] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:33:40.860593] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:33:40.861419] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:33:40.861525] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:33:40.861576] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:33:40.957521] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:33:40.957726] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:33:40.957828] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:33:40.957878] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:33:40.961371] [DEBUG] [FORECASTER] CRS: Forecast T+1@11:T+2@11: DOWN (p=23.67%)
[2025-11-25T23:33:40.961710] [INFO ] [FORECASTER] Completed predict_future for CRS
[2025-11-25T23:33:40.961877] [INFO ] [sig       ] CRS: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:33:41.107512] [INFO ] [LOCAL     ] Saved forecast: CRS	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/CRS.txt
[2025-11-25T23:33:41.107723] [INFO ] [sig       ] [832/3639] Completed CRS in 0.3s | 3.01 sym/s | Total: 4.6m | ETA: 15.6m
[2025-11-25T23:33:41.107787] [INFO ] [sig       ] [833/3639] Forecasting CRSP...
[2025-11-25T23:33:41.107832] [INFO ] [sig       ] Generating forecast for: CRSP
[2025-11-25T23:33:41.107873] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CRSP' from 'https://tdm.silogroup.org/data/derivative_storage/CRSP.csv'.
[2025-11-25T23:33:41.119452] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CRSP'.
[2025-11-25T23:33:41.119810] [INFO ] [FORECASTER] Starting predict_future for CRSP
[2025-11-25T23:33:41.120673] [DEBUG] [LOCAL     ] No optimal features file found for CRSP: ./output/feature-sets/CRSP.txt
[2025-11-25T23:33:41.120745] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:33:41.120791] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:33:41.120831] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:33:41.120902] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:33:41.179730] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:33:41.180525] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:33:41.180628] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:33:41.180699] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:33:41.281453] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:33:41.281718] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:33:41.281803] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:33:41.281865] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:33:41.286918] [DEBUG] [FORECASTER] CRSP: Forecast T+1@11:T+2@11: UP (p=53.07%)
[2025-11-25T23:33:41.287390] [INFO ] [FORECASTER] Completed predict_future for CRSP
[2025-11-25T23:33:41.287592] [INFO ] [sig       ] CRSP: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:33:41.435359] [INFO ] [LOCAL     ] Saved forecast: CRSP	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/CRSP.txt
[2025-11-25T23:33:41.435576] [INFO ] [sig       ] [833/3639] Completed CRSP in 0.3s | 3.01 sym/s | Total: 4.6m | ETA: 15.6m
[2025-11-25T23:33:41.435636] [INFO ] [sig       ] [834/3639] Forecasting CRTO...
[2025-11-25T23:33:41.435709] [INFO ] [sig       ] Generating forecast for: CRTO
[2025-11-25T23:33:41.435753] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CRTO' from 'https://tdm.silogroup.org/data/derivative_storage/CRTO.csv'.
[2025-11-25T23:33:41.448504] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CRTO'.
[2025-11-25T23:33:41.449108] [INFO ] [FORECASTER] Starting predict_future for CRTO
[2025-11-25T23:33:41.450035] [DEBUG] [LOCAL     ] No optimal features file found for CRTO: ./output/feature-sets/CRTO.txt
[2025-11-25T23:33:41.450111] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:33:41.450155] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:33:41.450200] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:33:41.450271] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:33:41.521594] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:33:41.522620] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:33:41.522762] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:33:41.522815] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:33:41.633102] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:33:41.633280] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:33:41.633326] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:33:41.633360] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:33:41.636818] [DEBUG] [FORECASTER] CRTO: Forecast T+1@11:T+2@11: DOWN (p=46.52%)
[2025-11-25T23:33:41.637117] [INFO ] [FORECASTER] Completed predict_future for CRTO
[2025-11-25T23:33:41.637264] [INFO ] [sig       ] CRTO: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:33:41.783956] [INFO ] [LOCAL     ] Saved forecast: CRTO	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/CRTO.txt
[2025-11-25T23:33:41.784127] [INFO ] [sig       ] [834/3639] Completed CRTO in 0.3s | 3.01 sym/s | Total: 4.6m | ETA: 15.6m
[2025-11-25T23:33:41.784181] [INFO ] [sig       ] [835/3639] Forecasting CRUS...
[2025-11-25T23:33:41.784224] [INFO ] [sig       ] Generating forecast for: CRUS
[2025-11-25T23:33:41.784265] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CRUS' from 'https://tdm.silogroup.org/data/derivative_storage/CRUS.csv'.
[2025-11-25T23:33:41.795774] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CRUS'.
[2025-11-25T23:33:41.796079] [INFO ] [FORECASTER] Starting predict_future for CRUS
[2025-11-25T23:33:41.796897] [DEBUG] [LOCAL     ] No optimal features file found for CRUS: ./output/feature-sets/CRUS.txt
[2025-11-25T23:33:41.796966] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:33:41.797013] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:33:41.797053] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:33:41.797121] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:33:41.854995] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:33:41.855631] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:33:41.855750] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:33:41.855798] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:33:41.954518] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:33:41.954709] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:33:41.954768] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:33:41.954808] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:33:41.958242] [DEBUG] [FORECASTER] CRUS: Forecast T+1@11:T+2@11: UP (p=51.14%)
[2025-11-25T23:33:41.958530] [INFO ] [FORECASTER] Completed predict_future for CRUS
[2025-11-25T23:33:41.958703] [INFO ] [sig       ] CRUS: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:33:42.099565] [INFO ] [LOCAL     ] Saved forecast: CRUS	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/CRUS.txt
[2025-11-25T23:33:42.099738] [INFO ] [sig       ] [835/3639] Completed CRUS in 0.3s | 3.01 sym/s | Total: 4.6m | ETA: 15.5m
[2025-11-25T23:33:42.099797] [INFO ] [sig       ] [836/3639] Forecasting CRVL...
[2025-11-25T23:33:42.099841] [INFO ] [sig       ] Generating forecast for: CRVL
[2025-11-25T23:33:42.099883] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CRVL' from 'https://tdm.silogroup.org/data/derivative_storage/CRVL.csv'.
[2025-11-25T23:33:42.111565] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CRVL'.
[2025-11-25T23:33:42.111891] [INFO ] [FORECASTER] Starting predict_future for CRVL
[2025-11-25T23:33:42.112741] [DEBUG] [LOCAL     ] No optimal features file found for CRVL: ./output/feature-sets/CRVL.txt
[2025-11-25T23:33:42.112809] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:33:42.112870] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:33:42.112913] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:33:42.112982] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:33:42.170839] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:33:42.171584] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:33:42.171702] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:33:42.171752] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:33:42.266015] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:33:42.266202] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:33:42.266247] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:33:42.266282] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:33:42.269756] [DEBUG] [FORECASTER] CRVL: Forecast T+1@11:T+2@11: DOWN (p=1.44%)
[2025-11-25T23:33:42.270050] [INFO ] [FORECASTER] Completed predict_future for CRVL
[2025-11-25T23:33:42.270205] [INFO ] [sig       ] CRVL: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:33:42.410993] [INFO ] [LOCAL     ] Saved forecast: CRVL	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/CRVL.txt
[2025-11-25T23:33:42.411152] [INFO ] [sig       ] [836/3639] Completed CRVL in 0.3s | 3.01 sym/s | Total: 4.6m | ETA: 15.5m
[2025-11-25T23:33:42.411208] [INFO ] [sig       ] [837/3639] Forecasting CRVO...
[2025-11-25T23:33:42.411253] [INFO ] [sig       ] Generating forecast for: CRVO
[2025-11-25T23:33:42.411295] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CRVO' from 'https://tdm.silogroup.org/data/derivative_storage/CRVO.csv'.
[2025-11-25T23:33:42.423074] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CRVO'.
[2025-11-25T23:33:42.423396] [INFO ] [FORECASTER] Starting predict_future for CRVO
[2025-11-25T23:33:42.424268] [DEBUG] [LOCAL     ] No optimal features file found for CRVO: ./output/feature-sets/CRVO.txt
[2025-11-25T23:33:42.424341] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:33:42.424387] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:33:42.424428] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:33:42.424500] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:33:42.483480] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:33:42.484227] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:33:42.484330] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:33:42.484376] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:33:42.581900] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:33:42.582072] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:33:42.582118] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:33:42.582153] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:33:42.585611] [DEBUG] [FORECASTER] CRVO: Forecast T+1@11:T+2@11: DOWN (p=11.33%)
[2025-11-25T23:33:42.585963] [INFO ] [FORECASTER] Completed predict_future for CRVO
[2025-11-25T23:33:42.586135] [INFO ] [sig       ] CRVO: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:33:42.732090] [INFO ] [LOCAL     ] Saved forecast: CRVO	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/CRVO.txt
[2025-11-25T23:33:42.732265] [INFO ] [sig       ] [837/3639] Completed CRVO in 0.3s | 3.01 sym/s | Total: 4.6m | ETA: 15.5m
[2025-11-25T23:33:42.732329] [INFO ] [sig       ] [838/3639] Forecasting CRVS...
[2025-11-25T23:33:42.732373] [INFO ] [sig       ] Generating forecast for: CRVS
[2025-11-25T23:33:42.732415] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CRVS' from 'https://tdm.silogroup.org/data/derivative_storage/CRVS.csv'.
[2025-11-25T23:33:42.743897] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CRVS'.
[2025-11-25T23:33:42.744210] [INFO ] [FORECASTER] Starting predict_future for CRVS
[2025-11-25T23:33:42.745038] [DEBUG] [LOCAL     ] No optimal features file found for CRVS: ./output/feature-sets/CRVS.txt
[2025-11-25T23:33:42.745107] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:33:42.745153] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:33:42.745194] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:33:42.745262] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:33:42.804740] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:33:42.805594] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:33:42.805714] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:33:42.805765] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:33:42.912208] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:33:42.912377] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:33:42.912421] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:33:42.912457] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:33:42.915973] [DEBUG] [FORECASTER] CRVS: Forecast T+1@11:T+2@11: DOWN (p=28.73%)
[2025-11-25T23:33:42.916280] [INFO ] [FORECASTER] Completed predict_future for CRVS
[2025-11-25T23:33:42.916425] [INFO ] [sig       ] CRVS: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:33:43.060193] [INFO ] [LOCAL     ] Saved forecast: CRVS	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/CRVS.txt
[2025-11-25T23:33:43.060349] [INFO ] [sig       ] [838/3639] Completed CRVS in 0.3s | 3.01 sym/s | Total: 4.6m | ETA: 15.5m
[2025-11-25T23:33:43.060404] [INFO ] [sig       ] [839/3639] Forecasting CRWD...
[2025-11-25T23:33:43.060448] [INFO ] [sig       ] Generating forecast for: CRWD
[2025-11-25T23:33:43.060489] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CRWD' from 'https://tdm.silogroup.org/data/derivative_storage/CRWD.csv'.
[2025-11-25T23:33:43.072281] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CRWD'.
[2025-11-25T23:33:43.072594] [INFO ] [FORECASTER] Starting predict_future for CRWD
[2025-11-25T23:33:43.073415] [DEBUG] [LOCAL     ] No optimal features file found for CRWD: ./output/feature-sets/CRWD.txt
[2025-11-25T23:33:43.073485] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:33:43.073531] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:33:43.073573] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:33:43.073659] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:33:43.131466] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:33:43.132211] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:33:43.132312] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:33:43.132360] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:33:43.229909] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:33:43.230053] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:33:43.230101] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:33:43.230135] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:33:43.233407] [DEBUG] [FORECASTER] CRWD: Forecast T+1@11:T+2@11: UP (p=93.42%)
[2025-11-25T23:33:43.233712] [INFO ] [FORECASTER] Completed predict_future for CRWD
[2025-11-25T23:33:43.233857] [INFO ] [sig       ] CRWD: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:33:43.374255] [INFO ] [LOCAL     ] Saved forecast: CRWD	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/CRWD.txt
[2025-11-25T23:33:43.374409] [INFO ] [sig       ] [839/3639] Completed CRWD in 0.3s | 3.01 sym/s | Total: 4.7m | ETA: 15.5m
[2025-11-25T23:33:43.374473] [INFO ] [sig       ] [840/3639] Forecasting CRWS...
[2025-11-25T23:33:43.374519] [INFO ] [sig       ] Generating forecast for: CRWS
[2025-11-25T23:33:43.374562] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CRWS' from 'https://tdm.silogroup.org/data/derivative_storage/CRWS.csv'.
[2025-11-25T23:33:43.386122] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CRWS'.
[2025-11-25T23:33:43.386428] [INFO ] [FORECASTER] Starting predict_future for CRWS
[2025-11-25T23:33:43.387257] [DEBUG] [LOCAL     ] No optimal features file found for CRWS: ./output/feature-sets/CRWS.txt
[2025-11-25T23:33:43.387328] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:33:43.387395] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:33:43.387439] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:33:43.387509] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:33:43.444357] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:33:43.445032] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:33:43.445130] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:33:43.445176] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:33:43.537268] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:33:43.537449] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:33:43.537500] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:33:43.537537] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:33:43.540926] [DEBUG] [FORECASTER] CRWS: Forecast T+1@11:T+2@11: DOWN (p=4.38%)
[2025-11-25T23:33:43.541228] [INFO ] [FORECASTER] Completed predict_future for CRWS
[2025-11-25T23:33:43.541374] [INFO ] [sig       ] CRWS: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:33:43.681405] [INFO ] [LOCAL     ] Saved forecast: CRWS	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/CRWS.txt
[2025-11-25T23:33:43.681549] [INFO ] [sig       ] [840/3639] Completed CRWS in 0.3s | 3.01 sym/s | Total: 4.7m | ETA: 15.5m
[2025-11-25T23:33:43.681605] [INFO ] [sig       ] [841/3639] Forecasting CSAN...
[2025-11-25T23:33:43.681667] [INFO ] [sig       ] Generating forecast for: CSAN
[2025-11-25T23:33:43.681710] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CSAN' from 'https://tdm.silogroup.org/data/derivative_storage/CSAN.csv'.
[2025-11-25T23:33:43.693448] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CSAN'.
[2025-11-25T23:33:43.693764] [INFO ] [FORECASTER] Starting predict_future for CSAN
[2025-11-25T23:33:43.694551] [DEBUG] [LOCAL     ] No optimal features file found for CSAN: ./output/feature-sets/CSAN.txt
[2025-11-25T23:33:43.694620] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:33:43.694692] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:33:43.694734] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:33:43.694804] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:33:43.752112] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:33:43.752831] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:33:43.752928] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:33:43.752979] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:33:43.846530] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:33:43.846723] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:33:43.846780] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:33:43.846815] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:33:43.850237] [DEBUG] [FORECASTER] CSAN: Forecast T+1@11:T+2@11: DOWN (p=31.78%)
[2025-11-25T23:33:43.850525] [INFO ] [FORECASTER] Completed predict_future for CSAN
[2025-11-25T23:33:43.850709] [INFO ] [sig       ] CSAN: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:33:43.992747] [INFO ] [LOCAL     ] Saved forecast: CSAN	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/CSAN.txt
[2025-11-25T23:33:43.992911] [INFO ] [sig       ] [841/3639] Completed CSAN in 0.3s | 3.01 sym/s | Total: 4.7m | ETA: 15.5m
[2025-11-25T23:33:43.992967] [INFO ] [sig       ] [842/3639] Forecasting CSB...
[2025-11-25T23:33:43.993009] [INFO ] [sig       ] Generating forecast for: CSB
[2025-11-25T23:33:43.993051] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CSB' from 'https://tdm.silogroup.org/data/derivative_storage/CSB.csv'.
[2025-11-25T23:33:44.005365] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CSB'.
[2025-11-25T23:33:44.005835] [INFO ] [FORECASTER] Starting predict_future for CSB
[2025-11-25T23:33:44.006681] [DEBUG] [LOCAL     ] No optimal features file found for CSB: ./output/feature-sets/CSB.txt
[2025-11-25T23:33:44.006752] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:33:44.006799] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:33:44.006838] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:33:44.006908] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:33:44.064766] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:33:44.065560] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:33:44.065680] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:33:44.065731] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:33:44.152279] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:33:44.152471] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:33:44.152520] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:33:44.152556] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:33:44.156025] [DEBUG] [FORECASTER] CSB: Forecast T+1@11:T+2@11: DOWN (p=18.77%)
[2025-11-25T23:33:44.156330] [INFO ] [FORECASTER] Completed predict_future for CSB
[2025-11-25T23:33:44.156469] [INFO ] [sig       ] CSB: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:33:44.299446] [INFO ] [LOCAL     ] Saved forecast: CSB	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/CSB.txt
[2025-11-25T23:33:44.299627] [INFO ] [sig       ] [842/3639] Completed CSB in 0.3s | 3.01 sym/s | Total: 4.7m | ETA: 15.5m
[2025-11-25T23:33:44.299701] [INFO ] [sig       ] [843/3639] Forecasting CSCO...
[2025-11-25T23:33:44.299749] [INFO ] [sig       ] Generating forecast for: CSCO
[2025-11-25T23:33:44.299795] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CSCO' from 'https://tdm.silogroup.org/data/derivative_storage/CSCO.csv'.
[2025-11-25T23:33:44.311102] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CSCO'.
[2025-11-25T23:33:44.311395] [INFO ] [FORECASTER] Starting predict_future for CSCO
[2025-11-25T23:33:44.312252] [DEBUG] [LOCAL     ] No optimal features file found for CSCO: ./output/feature-sets/CSCO.txt
[2025-11-25T23:33:44.312322] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:33:44.312368] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:33:44.312408] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:33:44.312476] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:33:44.376334] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:33:44.377253] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:33:44.377382] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:33:44.377436] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:33:44.478336] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:33:44.478524] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:33:44.478571] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:33:44.478629] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:33:44.482147] [DEBUG] [FORECASTER] CSCO: Forecast T+1@11:T+2@11: UP (p=72.60%)
[2025-11-25T23:33:44.482613] [INFO ] [FORECASTER] Completed predict_future for CSCO
[2025-11-25T23:33:44.482858] [INFO ] [sig       ] CSCO: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:33:44.628084] [INFO ] [LOCAL     ] Saved forecast: CSCO	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/CSCO.txt
[2025-11-25T23:33:44.628261] [INFO ] [sig       ] [843/3639] Completed CSCO in 0.3s | 3.01 sym/s | Total: 4.7m | ETA: 15.5m
[2025-11-25T23:33:44.628317] [INFO ] [sig       ] [844/3639] Forecasting CSGP...
[2025-11-25T23:33:44.628361] [INFO ] [sig       ] Generating forecast for: CSGP
[2025-11-25T23:33:44.628404] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CSGP' from 'https://tdm.silogroup.org/data/derivative_storage/CSGP.csv'.
[2025-11-25T23:33:44.639811] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CSGP'.
[2025-11-25T23:33:44.640130] [INFO ] [FORECASTER] Starting predict_future for CSGP
[2025-11-25T23:33:44.640968] [DEBUG] [LOCAL     ] No optimal features file found for CSGP: ./output/feature-sets/CSGP.txt
[2025-11-25T23:33:44.641038] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:33:44.641084] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:33:44.641124] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:33:44.641194] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:33:44.700100] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:33:44.700936] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:33:44.701038] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:33:44.701088] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:33:44.795586] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:33:44.795790] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:33:44.795870] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:33:44.795927] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:33:44.799369] [DEBUG] [FORECASTER] CSGP: Forecast T+1@11:T+2@11: DOWN (p=17.13%)
[2025-11-25T23:33:44.799700] [INFO ] [FORECASTER] Completed predict_future for CSGP
[2025-11-25T23:33:44.799866] [INFO ] [sig       ] CSGP: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:33:44.941204] [INFO ] [LOCAL     ] Saved forecast: CSGP	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/CSGP.txt
[2025-11-25T23:33:44.941365] [INFO ] [sig       ] [844/3639] Completed CSGP in 0.3s | 3.01 sym/s | Total: 4.7m | ETA: 15.5m
[2025-11-25T23:33:44.941419] [INFO ] [sig       ] [845/3639] Forecasting CSGS...
[2025-11-25T23:33:44.941465] [INFO ] [sig       ] Generating forecast for: CSGS
[2025-11-25T23:33:44.941507] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CSGS' from 'https://tdm.silogroup.org/data/derivative_storage/CSGS.csv'.
[2025-11-25T23:33:44.953138] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CSGS'.
[2025-11-25T23:33:44.953482] [INFO ] [FORECASTER] Starting predict_future for CSGS
[2025-11-25T23:33:44.954318] [DEBUG] [LOCAL     ] No optimal features file found for CSGS: ./output/feature-sets/CSGS.txt
[2025-11-25T23:33:44.954391] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:33:44.954436] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:33:44.954479] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:33:44.954552] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:33:45.012116] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:33:45.012898] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:33:45.013017] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:33:45.013064] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:33:45.110775] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:33:45.110953] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:33:45.111001] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:33:45.111035] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:33:45.114398] [DEBUG] [FORECASTER] CSGS: Forecast T+1@11:T+2@11: UP (p=74.09%)
[2025-11-25T23:33:45.114856] [INFO ] [FORECASTER] Completed predict_future for CSGS
[2025-11-25T23:33:45.115071] [INFO ] [sig       ] CSGS: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:33:45.260282] [INFO ] [LOCAL     ] Saved forecast: CSGS	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/CSGS.txt
[2025-11-25T23:33:45.260460] [INFO ] [sig       ] [845/3639] Completed CSGS in 0.3s | 3.01 sym/s | Total: 4.7m | ETA: 15.5m
[2025-11-25T23:33:45.260514] [INFO ] [sig       ] [846/3639] Forecasting CSIQ...
[2025-11-25T23:33:45.260557] [INFO ] [sig       ] Generating forecast for: CSIQ
[2025-11-25T23:33:45.260599] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CSIQ' from 'https://tdm.silogroup.org/data/derivative_storage/CSIQ.csv'.
[2025-11-25T23:33:45.273129] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CSIQ'.
[2025-11-25T23:33:45.273476] [INFO ] [FORECASTER] Starting predict_future for CSIQ
[2025-11-25T23:33:45.274312] [DEBUG] [LOCAL     ] No optimal features file found for CSIQ: ./output/feature-sets/CSIQ.txt
[2025-11-25T23:33:45.274381] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:33:45.274428] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:33:45.274469] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:33:45.274539] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:33:45.332462] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:33:45.333144] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:33:45.333242] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:33:45.333290] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:33:45.440453] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:33:45.440633] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:33:45.440707] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:33:45.440768] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:33:45.444355] [DEBUG] [FORECASTER] CSIQ: Forecast T+1@11:T+2@11: DOWN (p=2.51%)
[2025-11-25T23:33:45.444673] [INFO ] [FORECASTER] Completed predict_future for CSIQ
[2025-11-25T23:33:45.444840] [INFO ] [sig       ] CSIQ: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:33:45.586219] [INFO ] [LOCAL     ] Saved forecast: CSIQ	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/CSIQ.txt
[2025-11-25T23:33:45.586385] [INFO ] [sig       ] [846/3639] Completed CSIQ in 0.3s | 3.01 sym/s | Total: 4.7m | ETA: 15.5m
[2025-11-25T23:33:45.586441] [INFO ] [sig       ] [847/3639] Forecasting CSPI...
[2025-11-25T23:33:45.586483] [INFO ] [sig       ] Generating forecast for: CSPI
[2025-11-25T23:33:45.586525] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CSPI' from 'https://tdm.silogroup.org/data/derivative_storage/CSPI.csv'.
[2025-11-25T23:33:45.598876] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CSPI'.
[2025-11-25T23:33:45.599219] [INFO ] [FORECASTER] Starting predict_future for CSPI
[2025-11-25T23:33:45.600053] [DEBUG] [LOCAL     ] No optimal features file found for CSPI: ./output/feature-sets/CSPI.txt
[2025-11-25T23:33:45.600122] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:33:45.600182] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:33:45.600225] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:33:45.600295] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:33:45.659705] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:33:45.660502] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:33:45.660602] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:33:45.660672] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:33:45.747923] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:33:45.748093] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:33:45.748139] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:33:45.748175] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:33:45.751562] [DEBUG] [FORECASTER] CSPI: Forecast T+1@11:T+2@11: UP (p=94.74%)
[2025-11-25T23:33:45.751875] [INFO ] [FORECASTER] Completed predict_future for CSPI
[2025-11-25T23:33:45.752025] [INFO ] [sig       ] CSPI: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:33:45.904036] [INFO ] [LOCAL     ] Saved forecast: CSPI	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/CSPI.txt
[2025-11-25T23:33:45.904235] [INFO ] [sig       ] [847/3639] Completed CSPI in 0.3s | 3.01 sym/s | Total: 4.7m | ETA: 15.5m
[2025-11-25T23:33:45.904295] [INFO ] [sig       ] [848/3639] Forecasting CSQ...
[2025-11-25T23:33:45.904338] [INFO ] [sig       ] Generating forecast for: CSQ
[2025-11-25T23:33:45.904384] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CSQ' from 'https://tdm.silogroup.org/data/derivative_storage/CSQ.csv'.
[2025-11-25T23:33:45.917204] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CSQ'.
[2025-11-25T23:33:45.917694] [INFO ] [FORECASTER] Starting predict_future for CSQ
[2025-11-25T23:33:45.918560] [DEBUG] [LOCAL     ] No optimal features file found for CSQ: ./output/feature-sets/CSQ.txt
[2025-11-25T23:33:45.918632] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:33:45.918703] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:33:45.918745] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:33:45.918815] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:33:45.981080] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:33:45.982177] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:33:45.982307] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:33:45.982357] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:33:46.074935] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:33:46.075133] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:33:46.075180] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:33:46.075215] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:33:46.078719] [DEBUG] [FORECASTER] CSQ: Forecast T+1@11:T+2@11: UP (p=97.40%)
[2025-11-25T23:33:46.079043] [INFO ] [FORECASTER] Completed predict_future for CSQ
[2025-11-25T23:33:46.079223] [INFO ] [sig       ] CSQ: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:33:46.222906] [INFO ] [LOCAL     ] Saved forecast: CSQ	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/CSQ.txt
[2025-11-25T23:33:46.223086] [INFO ] [sig       ] [848/3639] Completed CSQ in 0.3s | 3.01 sym/s | Total: 4.7m | ETA: 15.5m
[2025-11-25T23:33:46.223143] [INFO ] [sig       ] [849/3639] Forecasting CSTL...
[2025-11-25T23:33:46.223189] [INFO ] [sig       ] Generating forecast for: CSTL
[2025-11-25T23:33:46.223225] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CSTL' from 'https://tdm.silogroup.org/data/derivative_storage/CSTL.csv'.
[2025-11-25T23:33:46.236432] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CSTL'.
[2025-11-25T23:33:46.236896] [INFO ] [FORECASTER] Starting predict_future for CSTL
[2025-11-25T23:33:46.237953] [DEBUG] [LOCAL     ] No optimal features file found for CSTL: ./output/feature-sets/CSTL.txt
[2025-11-25T23:33:46.238030] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:33:46.238079] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:33:46.238149] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:33:46.238286] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:33:46.299249] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:33:46.300076] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:33:46.300185] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:33:46.300250] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:33:46.414133] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:33:46.414318] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:33:46.414365] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:33:46.414400] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:33:46.418525] [DEBUG] [FORECASTER] CSTL: Forecast T+1@11:T+2@11: UP (p=84.52%)
[2025-11-25T23:33:46.418874] [INFO ] [FORECASTER] Completed predict_future for CSTL
[2025-11-25T23:33:46.419070] [INFO ] [sig       ] CSTL: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:33:46.571043] [INFO ] [LOCAL     ] Saved forecast: CSTL	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/CSTL.txt
[2025-11-25T23:33:46.571228] [INFO ] [sig       ] [849/3639] Completed CSTL in 0.3s | 3.01 sym/s | Total: 4.7m | ETA: 15.5m
[2025-11-25T23:33:46.571289] [INFO ] [sig       ] [850/3639] Forecasting CSTM...
[2025-11-25T23:33:46.571336] [INFO ] [sig       ] Generating forecast for: CSTM
[2025-11-25T23:33:46.571380] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CSTM' from 'https://tdm.silogroup.org/data/derivative_storage/CSTM.csv'.
[2025-11-25T23:33:46.584475] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CSTM'.
[2025-11-25T23:33:46.584861] [INFO ] [FORECASTER] Starting predict_future for CSTM
[2025-11-25T23:33:46.585720] [DEBUG] [LOCAL     ] No optimal features file found for CSTM: ./output/feature-sets/CSTM.txt
[2025-11-25T23:33:46.585793] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:33:46.585842] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:33:46.585884] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:33:46.585954] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:33:46.649510] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:33:46.650449] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:33:46.650556] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:33:46.650606] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:33:46.752363] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:33:46.752560] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:33:46.752609] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:33:46.752665] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:33:46.756302] [DEBUG] [FORECASTER] CSTM: Forecast T+1@11:T+2@11: UP (p=64.92%)
[2025-11-25T23:33:46.756639] [INFO ] [FORECASTER] Completed predict_future for CSTM
[2025-11-25T23:33:46.756846] [INFO ] [sig       ] CSTM: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:33:46.904084] [INFO ] [LOCAL     ] Saved forecast: CSTM	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/CSTM.txt
[2025-11-25T23:33:46.904269] [INFO ] [sig       ] [850/3639] Completed CSTM in 0.3s | 3.01 sym/s | Total: 4.7m | ETA: 15.5m
[2025-11-25T23:33:46.904343] [INFO ] [sig       ] [851/3639] Forecasting CSWC...
[2025-11-25T23:33:46.904399] [INFO ] [sig       ] Generating forecast for: CSWC
[2025-11-25T23:33:46.904485] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CSWC' from 'https://tdm.silogroup.org/data/derivative_storage/CSWC.csv'.
[2025-11-25T23:33:46.916473] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CSWC'.
[2025-11-25T23:33:46.916948] [INFO ] [FORECASTER] Starting predict_future for CSWC
[2025-11-25T23:33:46.917971] [DEBUG] [LOCAL     ] No optimal features file found for CSWC: ./output/feature-sets/CSWC.txt
[2025-11-25T23:33:46.918048] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:33:46.918098] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:33:46.918158] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:33:46.918311] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:33:46.980147] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:33:46.981068] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:33:46.981169] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:33:46.981230] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:33:47.083879] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:33:47.084071] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:33:47.084119] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:33:47.084154] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:33:47.087693] [DEBUG] [FORECASTER] CSWC: Forecast T+1@11:T+2@11: DOWN (p=8.41%)
[2025-11-25T23:33:47.088001] [INFO ] [FORECASTER] Completed predict_future for CSWC
[2025-11-25T23:33:47.088149] [INFO ] [sig       ] CSWC: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:33:47.229857] [INFO ] [LOCAL     ] Saved forecast: CSWC	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/CSWC.txt
[2025-11-25T23:33:47.230019] [INFO ] [sig       ] [851/3639] Completed CSWC in 0.3s | 3.01 sym/s | Total: 4.7m | ETA: 15.4m
[2025-11-25T23:33:47.230077] [INFO ] [sig       ] [852/3639] Forecasting CSX...
[2025-11-25T23:33:47.230158] [INFO ] [sig       ] Generating forecast for: CSX
[2025-11-25T23:33:47.230213] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CSX' from 'https://tdm.silogroup.org/data/derivative_storage/CSX.csv'.
[2025-11-25T23:33:47.243010] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CSX'.
[2025-11-25T23:33:47.243375] [INFO ] [FORECASTER] Starting predict_future for CSX
[2025-11-25T23:33:47.244271] [DEBUG] [LOCAL     ] No optimal features file found for CSX: ./output/feature-sets/CSX.txt
[2025-11-25T23:33:47.244347] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:33:47.244406] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:33:47.244452] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:33:47.244524] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:33:47.305912] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:33:47.306746] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:33:47.306850] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:33:47.306899] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:33:47.419389] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:33:47.419577] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:33:47.419624] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:33:47.419680] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:33:47.423132] [DEBUG] [FORECASTER] CSX: Forecast T+1@11:T+2@11: DOWN (p=41.38%)
[2025-11-25T23:33:47.423442] [INFO ] [FORECASTER] Completed predict_future for CSX
[2025-11-25T23:33:47.423598] [INFO ] [sig       ] CSX: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:33:47.570987] [INFO ] [LOCAL     ] Saved forecast: CSX	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/CSX.txt
[2025-11-25T23:33:47.571162] [INFO ] [sig       ] [852/3639] Completed CSX in 0.3s | 3.01 sym/s | Total: 4.7m | ETA: 15.4m
[2025-11-25T23:33:47.571220] [INFO ] [sig       ] [853/3639] Forecasting CTAS...
[2025-11-25T23:33:47.571266] [INFO ] [sig       ] Generating forecast for: CTAS
[2025-11-25T23:33:47.571311] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CTAS' from 'https://tdm.silogroup.org/data/derivative_storage/CTAS.csv'.
[2025-11-25T23:33:47.582836] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CTAS'.
[2025-11-25T23:33:47.583181] [INFO ] [FORECASTER] Starting predict_future for CTAS
[2025-11-25T23:33:47.584025] [DEBUG] [LOCAL     ] No optimal features file found for CTAS: ./output/feature-sets/CTAS.txt
[2025-11-25T23:33:47.584098] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:33:47.584145] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:33:47.584188] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:33:47.584259] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:33:47.643792] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:33:47.644672] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:33:47.644773] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:33:47.644823] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:33:47.764876] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:33:47.765074] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:33:47.765122] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:33:47.765157] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:33:47.768914] [DEBUG] [FORECASTER] CTAS: Forecast T+1@11:T+2@11: DOWN (p=30.72%)
[2025-11-25T23:33:47.769227] [INFO ] [FORECASTER] Completed predict_future for CTAS
[2025-11-25T23:33:47.769378] [INFO ] [sig       ] CTAS: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:33:47.918072] [INFO ] [LOCAL     ] Saved forecast: CTAS	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/CTAS.txt
[2025-11-25T23:33:47.918258] [INFO ] [sig       ] [853/3639] Completed CTAS in 0.3s | 3.01 sym/s | Total: 4.7m | ETA: 15.4m
[2025-11-25T23:33:47.918331] [INFO ] [sig       ] [854/3639] Forecasting CTBB...
[2025-11-25T23:33:47.918388] [INFO ] [sig       ] Generating forecast for: CTBB
[2025-11-25T23:33:47.918436] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CTBB' from 'https://tdm.silogroup.org/data/derivative_storage/CTBB.csv'.
[2025-11-25T23:33:47.931115] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CTBB'.
[2025-11-25T23:33:47.931464] [INFO ] [FORECASTER] Starting predict_future for CTBB
[2025-11-25T23:33:47.932302] [DEBUG] [LOCAL     ] No optimal features file found for CTBB: ./output/feature-sets/CTBB.txt
[2025-11-25T23:33:47.932375] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:33:47.932437] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:33:47.932493] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:33:47.932567] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:33:47.993603] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:33:47.994539] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:33:47.994677] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:33:47.994730] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:33:48.101905] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:33:48.102102] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:33:48.102149] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:33:48.102208] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:33:48.106013] [DEBUG] [FORECASTER] CTBB: Forecast T+1@11:T+2@11: UP (p=89.46%)
[2025-11-25T23:33:48.106389] [INFO ] [FORECASTER] Completed predict_future for CTBB
[2025-11-25T23:33:48.106549] [INFO ] [sig       ] CTBB: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:33:48.254691] [INFO ] [LOCAL     ] Saved forecast: CTBB	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/CTBB.txt
[2025-11-25T23:33:48.254889] [INFO ] [sig       ] [854/3639] Completed CTBB in 0.3s | 3.01 sym/s | Total: 4.7m | ETA: 15.4m
[2025-11-25T23:33:48.254948] [INFO ] [sig       ] [855/3639] Forecasting CTBI...
[2025-11-25T23:33:48.254991] [INFO ] [sig       ] Generating forecast for: CTBI
[2025-11-25T23:33:48.255034] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CTBI' from 'https://tdm.silogroup.org/data/derivative_storage/CTBI.csv'.
[2025-11-25T23:33:48.269117] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CTBI'.
[2025-11-25T23:33:48.269555] [INFO ] [FORECASTER] Starting predict_future for CTBI
[2025-11-25T23:33:48.270470] [DEBUG] [LOCAL     ] No optimal features file found for CTBI: ./output/feature-sets/CTBI.txt
[2025-11-25T23:33:48.270542] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:33:48.270589] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:33:48.270631] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:33:48.270725] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:33:48.330421] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:33:48.331277] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:33:48.331385] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:33:48.331435] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:33:48.435594] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:33:48.435814] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:33:48.435863] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:33:48.435904] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:33:48.439475] [DEBUG] [FORECASTER] CTBI: Forecast T+1@11:T+2@11: UP (p=96.42%)
[2025-11-25T23:33:48.439873] [INFO ] [FORECASTER] Completed predict_future for CTBI
[2025-11-25T23:33:48.440072] [INFO ] [sig       ] CTBI: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:33:48.586930] [INFO ] [LOCAL     ] Saved forecast: CTBI	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/CTBI.txt
[2025-11-25T23:33:48.587126] [INFO ] [sig       ] [855/3639] Completed CTBI in 0.3s | 3.01 sym/s | Total: 4.7m | ETA: 15.4m
[2025-11-25T23:33:48.587187] [INFO ] [sig       ] [856/3639] Forecasting CTDD...
[2025-11-25T23:33:48.587229] [INFO ] [sig       ] Generating forecast for: CTDD
[2025-11-25T23:33:48.587268] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CTDD' from 'https://tdm.silogroup.org/data/derivative_storage/CTDD.csv'.
[2025-11-25T23:33:48.599727] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CTDD'.
[2025-11-25T23:33:48.600052] [INFO ] [FORECASTER] Starting predict_future for CTDD
[2025-11-25T23:33:48.600896] [DEBUG] [LOCAL     ] No optimal features file found for CTDD: ./output/feature-sets/CTDD.txt
[2025-11-25T23:33:48.600982] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:33:48.601040] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:33:48.601097] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:33:48.601173] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:33:48.662271] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:33:48.663181] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:33:48.663296] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:33:48.663352] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:33:48.762677] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:33:48.762863] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:33:48.762909] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:33:48.762943] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:33:48.766393] [DEBUG] [FORECASTER] CTDD: Forecast T+1@11:T+2@11: UP (p=94.40%)
[2025-11-25T23:33:48.766709] [INFO ] [FORECASTER] Completed predict_future for CTDD
[2025-11-25T23:33:48.766857] [INFO ] [sig       ] CTDD: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:33:48.920324] [INFO ] [LOCAL     ] Saved forecast: CTDD	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/CTDD.txt
[2025-11-25T23:33:48.920504] [INFO ] [sig       ] [856/3639] Completed CTDD in 0.3s | 3.01 sym/s | Total: 4.7m | ETA: 15.4m
[2025-11-25T23:33:48.920559] [INFO ] [sig       ] [857/3639] Forecasting CTKB...
[2025-11-25T23:33:48.920604] [INFO ] [sig       ] Generating forecast for: CTKB
[2025-11-25T23:33:48.920668] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CTKB' from 'https://tdm.silogroup.org/data/derivative_storage/CTKB.csv'.
[2025-11-25T23:33:48.932477] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CTKB'.
[2025-11-25T23:33:48.932878] [INFO ] [FORECASTER] Starting predict_future for CTKB
[2025-11-25T23:33:48.933722] [DEBUG] [LOCAL     ] No optimal features file found for CTKB: ./output/feature-sets/CTKB.txt
[2025-11-25T23:33:48.933791] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:33:48.933837] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:33:48.933878] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:33:48.933952] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:33:48.991004] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:33:48.991924] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:33:48.992024] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:33:48.992072] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:33:49.084794] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:33:49.084995] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:33:49.085042] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:33:49.085076] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:33:49.088543] [DEBUG] [FORECASTER] CTKB: Forecast T+1@11:T+2@11: DOWN (p=2.78%)
[2025-11-25T23:33:49.088871] [INFO ] [FORECASTER] Completed predict_future for CTKB
[2025-11-25T23:33:49.089031] [INFO ] [sig       ] CTKB: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:33:49.231112] [INFO ] [LOCAL     ] Saved forecast: CTKB	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/CTKB.txt
[2025-11-25T23:33:49.231289] [INFO ] [sig       ] [857/3639] Completed CTKB in 0.3s | 3.01 sym/s | Total: 4.7m | ETA: 15.4m
[2025-11-25T23:33:49.231345] [INFO ] [sig       ] [858/3639] Forecasting CTLP...
[2025-11-25T23:33:49.231390] [INFO ] [sig       ] Generating forecast for: CTLP
[2025-11-25T23:33:49.231431] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CTLP' from 'https://tdm.silogroup.org/data/derivative_storage/CTLP.csv'.
[2025-11-25T23:33:49.242794] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CTLP'.
[2025-11-25T23:33:49.243137] [INFO ] [FORECASTER] Starting predict_future for CTLP
[2025-11-25T23:33:49.243963] [DEBUG] [LOCAL     ] No optimal features file found for CTLP: ./output/feature-sets/CTLP.txt
[2025-11-25T23:33:49.244036] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:33:49.244082] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:33:49.244124] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:33:49.244211] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:33:49.301622] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:33:49.302375] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:33:49.302474] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:33:49.302521] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:33:49.393369] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:33:49.393565] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:33:49.393610] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:33:49.393669] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:33:49.397116] [DEBUG] [FORECASTER] CTLP: Forecast T+1@11:T+2@11: DOWN (p=1.75%)
[2025-11-25T23:33:49.397446] [INFO ] [FORECASTER] Completed predict_future for CTLP
[2025-11-25T23:33:49.397590] [INFO ] [sig       ] CTLP: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:33:49.541430] [INFO ] [LOCAL     ] Saved forecast: CTLP	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/CTLP.txt
[2025-11-25T23:33:49.541621] [INFO ] [sig       ] [858/3639] Completed CTLP in 0.3s | 3.01 sym/s | Total: 4.8m | ETA: 15.4m
[2025-11-25T23:33:49.541703] [INFO ] [sig       ] [859/3639] Forecasting CTMX...
[2025-11-25T23:33:49.541749] [INFO ] [sig       ] Generating forecast for: CTMX
[2025-11-25T23:33:49.541793] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CTMX' from 'https://tdm.silogroup.org/data/derivative_storage/CTMX.csv'.
[2025-11-25T23:33:49.553876] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CTMX'.
[2025-11-25T23:33:49.554233] [INFO ] [FORECASTER] Starting predict_future for CTMX
[2025-11-25T23:33:49.555092] [DEBUG] [LOCAL     ] No optimal features file found for CTMX: ./output/feature-sets/CTMX.txt
[2025-11-25T23:33:49.555161] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:33:49.555217] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:33:49.555264] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:33:49.555344] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:33:49.613154] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:33:49.613885] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:33:49.613988] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:33:49.614048] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:33:49.723273] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:33:49.723464] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:33:49.723523] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:33:49.723569] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:33:49.727045] [DEBUG] [FORECASTER] CTMX: Forecast T+1@11:T+2@11: UP (p=65.42%)
[2025-11-25T23:33:49.727378] [INFO ] [FORECASTER] Completed predict_future for CTMX
[2025-11-25T23:33:49.727558] [INFO ] [sig       ] CTMX: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:33:49.868915] [INFO ] [LOCAL     ] Saved forecast: CTMX	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/CTMX.txt
[2025-11-25T23:33:49.869075] [INFO ] [sig       ] [859/3639] Completed CTMX in 0.3s | 3.01 sym/s | Total: 4.8m | ETA: 15.4m
[2025-11-25T23:33:49.869131] [INFO ] [sig       ] [860/3639] Forecasting CTNM...
[2025-11-25T23:33:49.869175] [INFO ] [sig       ] Generating forecast for: CTNM
[2025-11-25T23:33:49.869232] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CTNM' from 'https://tdm.silogroup.org/data/derivative_storage/CTNM.csv'.
[2025-11-25T23:33:49.880868] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CTNM'.
[2025-11-25T23:33:49.881189] [INFO ] [FORECASTER] Starting predict_future for CTNM
[2025-11-25T23:33:49.882042] [DEBUG] [LOCAL     ] No optimal features file found for CTNM: ./output/feature-sets/CTNM.txt
[2025-11-25T23:33:49.882125] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:33:49.882181] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:33:49.882225] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:33:49.882331] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:33:49.941504] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:33:49.942263] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:33:49.942364] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:33:49.942423] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:33:50.029204] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:33:50.029389] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:33:50.029435] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:33:50.029471] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:33:50.032910] [DEBUG] [FORECASTER] CTNM: Forecast T+1@11:T+2@11: UP (p=98.08%)
[2025-11-25T23:33:50.033202] [INFO ] [FORECASTER] Completed predict_future for CTNM
[2025-11-25T23:33:50.033340] [INFO ] [sig       ] CTNM: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:33:50.181598] [INFO ] [LOCAL     ] Saved forecast: CTNM	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/CTNM.txt
[2025-11-25T23:33:50.181815] [INFO ] [sig       ] [860/3639] Completed CTNM in 0.3s | 3.01 sym/s | Total: 4.8m | ETA: 15.4m
[2025-11-25T23:33:50.181882] [INFO ] [sig       ] [861/3639] Forecasting CTO...
[2025-11-25T23:33:50.181938] [INFO ] [sig       ] Generating forecast for: CTO
[2025-11-25T23:33:50.181990] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CTO' from 'https://tdm.silogroup.org/data/derivative_storage/CTO.csv'.
[2025-11-25T23:33:50.195498] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CTO'.
[2025-11-25T23:33:50.196045] [INFO ] [FORECASTER] Starting predict_future for CTO
[2025-11-25T23:33:50.197231] [DEBUG] [LOCAL     ] No optimal features file found for CTO: ./output/feature-sets/CTO.txt
[2025-11-25T23:33:50.197323] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:33:50.197430] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:33:50.197494] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:33:50.197602] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:33:50.258146] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:33:50.259112] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:33:50.259220] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:33:50.259271] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:33:50.360197] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:33:50.360384] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:33:50.360430] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:33:50.360465] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:33:50.363936] [DEBUG] [FORECASTER] CTO: Forecast T+1@11:T+2@11: UP (p=69.41%)
[2025-11-25T23:33:50.364270] [INFO ] [FORECASTER] Completed predict_future for CTO
[2025-11-25T23:33:50.364427] [INFO ] [sig       ] CTO: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:33:50.507259] [INFO ] [LOCAL     ] Saved forecast: CTO	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/CTO.txt
[2025-11-25T23:33:50.507433] [INFO ] [sig       ] [861/3639] Completed CTO in 0.3s | 3.01 sym/s | Total: 4.8m | ETA: 15.4m
[2025-11-25T23:33:50.507492] [INFO ] [sig       ] [862/3639] Forecasting CTRA...
[2025-11-25T23:33:50.507558] [INFO ] [sig       ] Generating forecast for: CTRA
[2025-11-25T23:33:50.507688] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CTRA' from 'https://tdm.silogroup.org/data/derivative_storage/CTRA.csv'.
[2025-11-25T23:33:50.520025] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CTRA'.
[2025-11-25T23:33:50.520460] [INFO ] [FORECASTER] Starting predict_future for CTRA
[2025-11-25T23:33:50.521369] [DEBUG] [LOCAL     ] No optimal features file found for CTRA: ./output/feature-sets/CTRA.txt
[2025-11-25T23:33:50.521442] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:33:50.521488] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:33:50.521534] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:33:50.521629] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:33:50.582236] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:33:50.583208] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:33:50.583317] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:33:50.583367] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:33:50.677697] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:33:50.677905] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:33:50.677952] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:33:50.677988] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:33:50.681553] [DEBUG] [FORECASTER] CTRA: Forecast T+1@11:T+2@11: UP (p=85.16%)
[2025-11-25T23:33:50.681929] [INFO ] [FORECASTER] Completed predict_future for CTRA
[2025-11-25T23:33:50.682092] [INFO ] [sig       ] CTRA: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:33:50.829077] [INFO ] [LOCAL     ] Saved forecast: CTRA	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/CTRA.txt
[2025-11-25T23:33:50.829300] [INFO ] [sig       ] [862/3639] Completed CTRA in 0.3s | 3.01 sym/s | Total: 4.8m | ETA: 15.4m
[2025-11-25T23:33:50.829362] [INFO ] [sig       ] [863/3639] Forecasting CTRE...
[2025-11-25T23:33:50.829407] [INFO ] [sig       ] Generating forecast for: CTRE
[2025-11-25T23:33:50.829459] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CTRE' from 'https://tdm.silogroup.org/data/derivative_storage/CTRE.csv'.
[2025-11-25T23:33:50.840934] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CTRE'.
[2025-11-25T23:33:50.841333] [INFO ] [FORECASTER] Starting predict_future for CTRE
[2025-11-25T23:33:50.842239] [DEBUG] [LOCAL     ] No optimal features file found for CTRE: ./output/feature-sets/CTRE.txt
[2025-11-25T23:33:50.842311] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:33:50.842360] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:33:50.842401] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:33:50.842471] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:33:50.907023] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:33:50.907842] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:33:50.907947] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:33:50.907995] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:33:51.012772] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:33:51.012957] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:33:51.013003] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:33:51.013038] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:33:51.016776] [DEBUG] [FORECASTER] CTRE: Forecast T+1@11:T+2@11: UP (p=75.18%)
[2025-11-25T23:33:51.017083] [INFO ] [FORECASTER] Completed predict_future for CTRE
[2025-11-25T23:33:51.017230] [INFO ] [sig       ] CTRE: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:33:51.161899] [INFO ] [LOCAL     ] Saved forecast: CTRE	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/CTRE.txt
[2025-11-25T23:33:51.162076] [INFO ] [sig       ] [863/3639] Completed CTRE in 0.3s | 3.01 sym/s | Total: 4.8m | ETA: 15.4m
[2025-11-25T23:33:51.162134] [INFO ] [sig       ] [864/3639] Forecasting CTRM...
[2025-11-25T23:33:51.162177] [INFO ] [sig       ] Generating forecast for: CTRM
[2025-11-25T23:33:51.162219] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CTRM' from 'https://tdm.silogroup.org/data/derivative_storage/CTRM.csv'.
[2025-11-25T23:33:51.174073] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CTRM'.
[2025-11-25T23:33:51.174407] [INFO ] [FORECASTER] Starting predict_future for CTRM
[2025-11-25T23:33:51.175240] [DEBUG] [LOCAL     ] No optimal features file found for CTRM: ./output/feature-sets/CTRM.txt
[2025-11-25T23:33:51.175308] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:33:51.175354] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:33:51.175393] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:33:51.175461] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:33:51.234057] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:33:51.234745] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:33:51.234842] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:33:51.234889] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:33:51.320664] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:33:51.320810] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:33:51.320857] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:33:51.320891] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:33:51.324360] [DEBUG] [FORECASTER] CTRM: Forecast T+1@11:T+2@11: UP (p=55.76%)
[2025-11-25T23:33:51.324695] [INFO ] [FORECASTER] Completed predict_future for CTRM
[2025-11-25T23:33:51.324852] [INFO ] [sig       ] CTRM: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:33:51.466094] [INFO ] [LOCAL     ] Saved forecast: CTRM	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/CTRM.txt
[2025-11-25T23:33:51.466250] [INFO ] [sig       ] [864/3639] Completed CTRM in 0.3s | 3.01 sym/s | Total: 4.8m | ETA: 15.4m
[2025-11-25T23:33:51.466305] [INFO ] [sig       ] [865/3639] Forecasting CTRN...
[2025-11-25T23:33:51.466349] [INFO ] [sig       ] Generating forecast for: CTRN
[2025-11-25T23:33:51.466392] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CTRN' from 'https://tdm.silogroup.org/data/derivative_storage/CTRN.csv'.
[2025-11-25T23:33:51.479142] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CTRN'.
[2025-11-25T23:33:51.479715] [INFO ] [FORECASTER] Starting predict_future for CTRN
[2025-11-25T23:33:51.480630] [DEBUG] [LOCAL     ] No optimal features file found for CTRN: ./output/feature-sets/CTRN.txt
[2025-11-25T23:33:51.480742] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:33:51.480794] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:33:51.480836] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:33:51.480908] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:33:51.539200] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:33:51.539991] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:33:51.540090] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:33:51.540138] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:33:51.642289] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:33:51.642471] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:33:51.642518] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:33:51.642554] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:33:51.646077] [DEBUG] [FORECASTER] CTRN: Forecast T+1@11:T+2@11: UP (p=71.04%)
[2025-11-25T23:33:51.646440] [INFO ] [FORECASTER] Completed predict_future for CTRN
[2025-11-25T23:33:51.646615] [INFO ] [sig       ] CTRN: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:33:51.789474] [INFO ] [LOCAL     ] Saved forecast: CTRN	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/CTRN.txt
[2025-11-25T23:33:51.789662] [INFO ] [sig       ] [865/3639] Completed CTRN in 0.3s | 3.01 sym/s | Total: 4.8m | ETA: 15.4m
[2025-11-25T23:33:51.789722] [INFO ] [sig       ] [866/3639] Forecasting CTS...
[2025-11-25T23:33:51.789766] [INFO ] [sig       ] Generating forecast for: CTS
[2025-11-25T23:33:51.789810] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CTS' from 'https://tdm.silogroup.org/data/derivative_storage/CTS.csv'.
[2025-11-25T23:33:51.802160] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CTS'.
[2025-11-25T23:33:51.802494] [INFO ] [FORECASTER] Starting predict_future for CTS
[2025-11-25T23:33:51.803307] [DEBUG] [LOCAL     ] No optimal features file found for CTS: ./output/feature-sets/CTS.txt
[2025-11-25T23:33:51.803377] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:33:51.803423] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:33:51.803463] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:33:51.803530] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:33:51.861683] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:33:51.862406] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:33:51.862504] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:33:51.862551] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:33:51.960516] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:33:51.960736] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:33:51.960791] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:33:51.960827] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:33:51.964352] [DEBUG] [FORECASTER] CTS: Forecast T+1@11:T+2@11: DOWN (p=24.29%)
[2025-11-25T23:33:51.964690] [INFO ] [FORECASTER] Completed predict_future for CTS
[2025-11-25T23:33:51.964843] [INFO ] [sig       ] CTS: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:33:52.111060] [INFO ] [LOCAL     ] Saved forecast: CTS	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/CTS.txt
[2025-11-25T23:33:52.111233] [INFO ] [sig       ] [866/3639] Completed CTS in 0.3s | 3.01 sym/s | Total: 4.8m | ETA: 15.4m
[2025-11-25T23:33:52.111295] [INFO ] [sig       ] [867/3639] Forecasting CTSH...
[2025-11-25T23:33:52.111342] [INFO ] [sig       ] Generating forecast for: CTSH
[2025-11-25T23:33:52.111385] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CTSH' from 'https://tdm.silogroup.org/data/derivative_storage/CTSH.csv'.
[2025-11-25T23:33:52.122471] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CTSH'.
[2025-11-25T23:33:52.122822] [INFO ] [FORECASTER] Starting predict_future for CTSH
[2025-11-25T23:33:52.123654] [DEBUG] [LOCAL     ] No optimal features file found for CTSH: ./output/feature-sets/CTSH.txt
[2025-11-25T23:33:52.123723] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:33:52.123770] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:33:52.123811] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:33:52.123878] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:33:52.181303] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:33:52.182107] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:33:52.182213] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:33:52.182262] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:33:52.277305] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:33:52.277516] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:33:52.277564] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:33:52.277600] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:33:52.281049] [DEBUG] [FORECASTER] CTSH: Forecast T+1@11:T+2@11: DOWN (p=7.42%)
[2025-11-25T23:33:52.281384] [INFO ] [FORECASTER] Completed predict_future for CTSH
[2025-11-25T23:33:52.281544] [INFO ] [sig       ] CTSH: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:33:52.422699] [INFO ] [LOCAL     ] Saved forecast: CTSH	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/CTSH.txt
[2025-11-25T23:33:52.422892] [INFO ] [sig       ] [867/3639] Completed CTSH in 0.3s | 3.01 sym/s | Total: 4.8m | ETA: 15.3m
[2025-11-25T23:33:52.422944] [INFO ] [sig       ] [868/3639] Forecasting CTVA...
[2025-11-25T23:33:52.422988] [INFO ] [sig       ] Generating forecast for: CTVA
[2025-11-25T23:33:52.423029] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CTVA' from 'https://tdm.silogroup.org/data/derivative_storage/CTVA.csv'.
[2025-11-25T23:33:52.434826] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CTVA'.
[2025-11-25T23:33:52.435206] [INFO ] [FORECASTER] Starting predict_future for CTVA
[2025-11-25T23:33:52.436063] [DEBUG] [LOCAL     ] No optimal features file found for CTVA: ./output/feature-sets/CTVA.txt
[2025-11-25T23:33:52.436134] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:33:52.436182] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:33:52.436240] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:33:52.436326] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:33:52.494792] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:33:52.495676] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:33:52.495779] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:33:52.495827] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:33:52.598205] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:33:52.598402] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:33:52.598448] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:33:52.598483] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:33:52.601956] [DEBUG] [FORECASTER] CTVA: Forecast T+1@11:T+2@11: UP (p=68.74%)
[2025-11-25T23:33:52.602280] [INFO ] [FORECASTER] Completed predict_future for CTVA
[2025-11-25T23:33:52.602433] [INFO ] [sig       ] CTVA: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:33:52.743948] [INFO ] [LOCAL     ] Saved forecast: CTVA	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/CTVA.txt
[2025-11-25T23:33:52.744126] [INFO ] [sig       ] [868/3639] Completed CTVA in 0.3s | 3.01 sym/s | Total: 4.8m | ETA: 15.3m
[2025-11-25T23:33:52.744182] [INFO ] [sig       ] [869/3639] Forecasting CUBE...
[2025-11-25T23:33:52.744223] [INFO ] [sig       ] Generating forecast for: CUBE
[2025-11-25T23:33:52.744268] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CUBE' from 'https://tdm.silogroup.org/data/derivative_storage/CUBE.csv'.
[2025-11-25T23:33:52.755481] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CUBE'.
[2025-11-25T23:33:52.755876] [INFO ] [FORECASTER] Starting predict_future for CUBE
[2025-11-25T23:33:52.756686] [DEBUG] [LOCAL     ] No optimal features file found for CUBE: ./output/feature-sets/CUBE.txt
[2025-11-25T23:33:52.756755] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:33:52.756801] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:33:52.756841] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:33:52.756910] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:33:52.815060] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:33:52.815858] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:33:52.815962] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:33:52.816012] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:33:52.912877] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:33:52.913058] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:33:52.913105] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:33:52.913140] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:33:52.916604] [DEBUG] [FORECASTER] CUBE: Forecast T+1@11:T+2@11: UP (p=51.76%)
[2025-11-25T23:33:52.916929] [INFO ] [FORECASTER] Completed predict_future for CUBE
[2025-11-25T23:33:52.917081] [INFO ] [sig       ] CUBE: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:33:53.060080] [INFO ] [LOCAL     ] Saved forecast: CUBE	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/CUBE.txt
[2025-11-25T23:33:53.060274] [INFO ] [sig       ] [869/3639] Completed CUBE in 0.3s | 3.01 sym/s | Total: 4.8m | ETA: 15.3m
[2025-11-25T23:33:53.060332] [INFO ] [sig       ] [870/3639] Forecasting CUBI...
[2025-11-25T23:33:53.060376] [INFO ] [sig       ] Generating forecast for: CUBI
[2025-11-25T23:33:53.060418] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CUBI' from 'https://tdm.silogroup.org/data/derivative_storage/CUBI.csv'.
[2025-11-25T23:33:53.072133] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CUBI'.
[2025-11-25T23:33:53.072569] [INFO ] [FORECASTER] Starting predict_future for CUBI
[2025-11-25T23:33:53.073412] [DEBUG] [LOCAL     ] No optimal features file found for CUBI: ./output/feature-sets/CUBI.txt
[2025-11-25T23:33:53.073486] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:33:53.073534] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:33:53.073576] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:33:53.073666] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:33:53.132172] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:33:53.133102] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:33:53.133206] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:33:53.133255] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:33:53.229402] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:33:53.229587] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:33:53.229634] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:33:53.229698] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:33:53.233116] [DEBUG] [FORECASTER] CUBI: Forecast T+1@11:T+2@11: DOWN (p=7.16%)
[2025-11-25T23:33:53.233421] [INFO ] [FORECASTER] Completed predict_future for CUBI
[2025-11-25T23:33:53.233573] [INFO ] [sig       ] CUBI: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:33:53.375799] [INFO ] [LOCAL     ] Saved forecast: CUBI	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/CUBI.txt
[2025-11-25T23:33:53.375983] [INFO ] [sig       ] [870/3639] Completed CUBI in 0.3s | 3.01 sym/s | Total: 4.8m | ETA: 15.3m
[2025-11-25T23:33:53.376038] [INFO ] [sig       ] [871/3639] Forecasting CUK...
[2025-11-25T23:33:53.376082] [INFO ] [sig       ] Generating forecast for: CUK
[2025-11-25T23:33:53.376123] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CUK' from 'https://tdm.silogroup.org/data/derivative_storage/CUK.csv'.
[2025-11-25T23:33:53.388390] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CUK'.
[2025-11-25T23:33:53.388703] [INFO ] [FORECASTER] Starting predict_future for CUK
[2025-11-25T23:33:53.389531] [DEBUG] [LOCAL     ] No optimal features file found for CUK: ./output/feature-sets/CUK.txt
[2025-11-25T23:33:53.389610] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:33:53.389710] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:33:53.389771] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:33:53.389872] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:33:53.447659] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:33:53.448336] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:33:53.448433] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:33:53.448480] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:33:53.546526] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:33:53.546746] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:33:53.546818] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:33:53.546864] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:33:53.550341] [DEBUG] [FORECASTER] CUK: Forecast T+1@11:T+2@11: UP (p=75.71%)
[2025-11-25T23:33:53.550808] [INFO ] [FORECASTER] Completed predict_future for CUK
[2025-11-25T23:33:53.551016] [INFO ] [sig       ] CUK: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:33:53.699796] [INFO ] [LOCAL     ] Saved forecast: CUK	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/CUK.txt
[2025-11-25T23:33:53.699976] [INFO ] [sig       ] [871/3639] Completed CUK in 0.3s | 3.01 sym/s | Total: 4.8m | ETA: 15.3m
[2025-11-25T23:33:53.700035] [INFO ] [sig       ] [872/3639] Forecasting CULP...
[2025-11-25T23:33:53.700078] [INFO ] [sig       ] Generating forecast for: CULP
[2025-11-25T23:33:53.700122] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CULP' from 'https://tdm.silogroup.org/data/derivative_storage/CULP.csv'.
[2025-11-25T23:33:53.711665] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CULP'.
[2025-11-25T23:33:53.712005] [INFO ] [FORECASTER] Starting predict_future for CULP
[2025-11-25T23:33:53.712830] [DEBUG] [LOCAL     ] No optimal features file found for CULP: ./output/feature-sets/CULP.txt
[2025-11-25T23:33:53.712900] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:33:53.712945] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:33:53.712993] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:33:53.713061] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:33:53.770372] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:33:53.771092] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:33:53.771190] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:33:53.771238] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:33:53.854799] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:33:53.854964] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:33:53.855015] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:33:53.855049] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:33:53.858491] [DEBUG] [FORECASTER] CULP: Forecast T+1@11:T+2@11: UP (p=53.43%)
[2025-11-25T23:33:53.858814] [INFO ] [FORECASTER] Completed predict_future for CULP
[2025-11-25T23:33:53.858969] [INFO ] [sig       ] CULP: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:33:53.999864] [INFO ] [LOCAL     ] Saved forecast: CULP	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/CULP.txt
[2025-11-25T23:33:54.000032] [INFO ] [sig       ] [872/3639] Completed CULP in 0.3s | 3.01 sym/s | Total: 4.8m | ETA: 15.3m
[2025-11-25T23:33:54.000086] [INFO ] [sig       ] [873/3639] Forecasting CURI...
[2025-11-25T23:33:54.000131] [INFO ] [sig       ] Generating forecast for: CURI
[2025-11-25T23:33:54.000172] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CURI' from 'https://tdm.silogroup.org/data/derivative_storage/CURI.csv'.
[2025-11-25T23:33:54.011794] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CURI'.
[2025-11-25T23:33:54.012131] [INFO ] [FORECASTER] Starting predict_future for CURI
[2025-11-25T23:33:54.012970] [DEBUG] [LOCAL     ] No optimal features file found for CURI: ./output/feature-sets/CURI.txt
[2025-11-25T23:33:54.013054] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:33:54.013108] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:33:54.013157] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:33:54.013227] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:33:54.071333] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:33:54.072138] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:33:54.072238] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:33:54.072285] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:33:54.170922] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:33:54.171121] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:33:54.171167] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:33:54.171202] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:33:54.174629] [DEBUG] [FORECASTER] CURI: Forecast T+1@11:T+2@11: DOWN (p=16.45%)
[2025-11-25T23:33:54.174958] [INFO ] [FORECASTER] Completed predict_future for CURI
[2025-11-25T23:33:54.175102] [INFO ] [sig       ] CURI: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:33:54.319758] [INFO ] [LOCAL     ] Saved forecast: CURI	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/CURI.txt
[2025-11-25T23:33:54.319919] [INFO ] [sig       ] [873/3639] Completed CURI in 0.3s | 3.01 sym/s | Total: 4.8m | ETA: 15.3m
[2025-11-25T23:33:54.319974] [INFO ] [sig       ] [874/3639] Forecasting CUZ...
[2025-11-25T23:33:54.320019] [INFO ] [sig       ] Generating forecast for: CUZ
[2025-11-25T23:33:54.320061] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CUZ' from 'https://tdm.silogroup.org/data/derivative_storage/CUZ.csv'.
[2025-11-25T23:33:54.331459] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CUZ'.
[2025-11-25T23:33:54.331776] [INFO ] [FORECASTER] Starting predict_future for CUZ
[2025-11-25T23:33:54.332563] [DEBUG] [LOCAL     ] No optimal features file found for CUZ: ./output/feature-sets/CUZ.txt
[2025-11-25T23:33:54.332632] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:33:54.332703] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:33:54.332743] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:33:54.332813] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:33:54.391662] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:33:54.392397] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:33:54.392497] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:33:54.392545] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:33:54.487781] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:33:54.487969] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:33:54.488025] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:33:54.488068] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:33:54.491559] [DEBUG] [FORECASTER] CUZ: Forecast T+1@11:T+2@11: DOWN (p=16.80%)
[2025-11-25T23:33:54.491895] [INFO ] [FORECASTER] Completed predict_future for CUZ
[2025-11-25T23:33:54.492053] [INFO ] [sig       ] CUZ: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:33:54.635706] [INFO ] [LOCAL     ] Saved forecast: CUZ	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/CUZ.txt
[2025-11-25T23:33:54.635902] [INFO ] [sig       ] [874/3639] Completed CUZ in 0.3s | 3.01 sym/s | Total: 4.8m | ETA: 15.3m
[2025-11-25T23:33:54.635967] [INFO ] [sig       ] [875/3639] Forecasting CVAC...
[2025-11-25T23:33:54.636021] [INFO ] [sig       ] Generating forecast for: CVAC
[2025-11-25T23:33:54.636071] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CVAC' from 'https://tdm.silogroup.org/data/derivative_storage/CVAC.csv'.
[2025-11-25T23:33:54.647707] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CVAC'.
[2025-11-25T23:33:54.648023] [INFO ] [FORECASTER] Starting predict_future for CVAC
[2025-11-25T23:33:54.648876] [DEBUG] [LOCAL     ] No optimal features file found for CVAC: ./output/feature-sets/CVAC.txt
[2025-11-25T23:33:54.648945] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:33:54.649002] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:33:54.649051] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:33:54.649136] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:33:54.706988] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:33:54.707773] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:33:54.707874] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:33:54.707922] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:33:54.817567] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:33:54.817757] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:33:54.817836] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:33:54.817885] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:33:54.821246] [DEBUG] [FORECASTER] CVAC: Forecast T+1@11:T+2@11: UP (p=77.63%)
[2025-11-25T23:33:54.821574] [INFO ] [FORECASTER] Completed predict_future for CVAC
[2025-11-25T23:33:54.821751] [INFO ] [sig       ] CVAC: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:33:54.961745] [INFO ] [LOCAL     ] Saved forecast: CVAC	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/CVAC.txt
[2025-11-25T23:33:54.961897] [INFO ] [sig       ] [875/3639] Completed CVAC in 0.3s | 3.01 sym/s | Total: 4.8m | ETA: 15.3m
[2025-11-25T23:33:54.961953] [INFO ] [sig       ] [876/3639] Forecasting CVBF...
[2025-11-25T23:33:54.961997] [INFO ] [sig       ] Generating forecast for: CVBF
[2025-11-25T23:33:54.962037] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CVBF' from 'https://tdm.silogroup.org/data/derivative_storage/CVBF.csv'.
[2025-11-25T23:33:54.973613] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CVBF'.
[2025-11-25T23:33:54.973942] [INFO ] [FORECASTER] Starting predict_future for CVBF
[2025-11-25T23:33:54.974780] [DEBUG] [LOCAL     ] No optimal features file found for CVBF: ./output/feature-sets/CVBF.txt
[2025-11-25T23:33:54.974848] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:33:54.974894] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:33:54.974934] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:33:54.975002] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:33:55.032104] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:33:55.032790] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:33:55.032890] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:33:55.032936] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:33:55.151121] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:33:55.151317] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:33:55.151366] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:33:55.151402] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:33:55.155034] [DEBUG] [FORECASTER] CVBF: Forecast T+1@11:T+2@11: UP (p=63.40%)
[2025-11-25T23:33:55.155344] [INFO ] [FORECASTER] Completed predict_future for CVBF
[2025-11-25T23:33:55.155515] [INFO ] [sig       ] CVBF: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:33:55.301569] [INFO ] [LOCAL     ] Saved forecast: CVBF	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/CVBF.txt
[2025-11-25T23:33:55.301782] [INFO ] [sig       ] [876/3639] Completed CVBF in 0.3s | 3.01 sym/s | Total: 4.8m | ETA: 15.3m
[2025-11-25T23:33:55.301841] [INFO ] [sig       ] [877/3639] Forecasting CVCO...
[2025-11-25T23:33:55.301883] [INFO ] [sig       ] Generating forecast for: CVCO
[2025-11-25T23:33:55.301926] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CVCO' from 'https://tdm.silogroup.org/data/derivative_storage/CVCO.csv'.
[2025-11-25T23:33:55.313450] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CVCO'.
[2025-11-25T23:33:55.313863] [INFO ] [FORECASTER] Starting predict_future for CVCO
[2025-11-25T23:33:55.314700] [DEBUG] [LOCAL     ] No optimal features file found for CVCO: ./output/feature-sets/CVCO.txt
[2025-11-25T23:33:55.314770] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:33:55.314815] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:33:55.314856] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:33:55.314925] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:33:55.373175] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:33:55.374061] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:33:55.374159] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:33:55.374207] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:33:55.470616] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:33:55.470793] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:33:55.470839] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:33:55.470874] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:33:55.474272] [DEBUG] [FORECASTER] CVCO: Forecast T+1@11:T+2@11: DOWN (p=17.63%)
[2025-11-25T23:33:55.474568] [INFO ] [FORECASTER] Completed predict_future for CVCO
[2025-11-25T23:33:55.474727] [INFO ] [sig       ] CVCO: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:33:55.616153] [INFO ] [LOCAL     ] Saved forecast: CVCO	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/CVCO.txt
[2025-11-25T23:33:55.616321] [INFO ] [sig       ] [877/3639] Completed CVCO in 0.3s | 3.01 sym/s | Total: 4.9m | ETA: 15.3m
[2025-11-25T23:33:55.616377] [INFO ] [sig       ] [878/3639] Forecasting CVE...
[2025-11-25T23:33:55.616422] [INFO ] [sig       ] Generating forecast for: CVE
[2025-11-25T23:33:55.616465] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CVE' from 'https://tdm.silogroup.org/data/derivative_storage/CVE.csv'.
[2025-11-25T23:33:55.628053] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CVE'.
[2025-11-25T23:33:55.628385] [INFO ] [FORECASTER] Starting predict_future for CVE
[2025-11-25T23:33:55.629193] [DEBUG] [LOCAL     ] No optimal features file found for CVE: ./output/feature-sets/CVE.txt
[2025-11-25T23:33:55.629261] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:33:55.629307] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:33:55.629346] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:33:55.629415] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:33:55.687242] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:33:55.688058] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:33:55.688154] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:33:55.688201] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:33:55.787053] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:33:55.787240] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:33:55.787288] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:33:55.787386] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:33:55.790890] [DEBUG] [FORECASTER] CVE: Forecast T+1@11:T+2@11: UP (p=98.14%)
[2025-11-25T23:33:55.791356] [INFO ] [FORECASTER] Completed predict_future for CVE
[2025-11-25T23:33:55.791575] [INFO ] [sig       ] CVE: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:33:55.932484] [INFO ] [LOCAL     ] Saved forecast: CVE	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/CVE.txt
[2025-11-25T23:33:55.932672] [INFO ] [sig       ] [878/3639] Completed CVE in 0.3s | 3.01 sym/s | Total: 4.9m | ETA: 15.3m
[2025-11-25T23:33:55.932728] [INFO ] [sig       ] [879/3639] Forecasting CVEO...
[2025-11-25T23:33:55.932774] [INFO ] [sig       ] Generating forecast for: CVEO
[2025-11-25T23:33:55.932816] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CVEO' from 'https://tdm.silogroup.org/data/derivative_storage/CVEO.csv'.
[2025-11-25T23:33:55.944924] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CVEO'.
[2025-11-25T23:33:55.945300] [INFO ] [FORECASTER] Starting predict_future for CVEO
[2025-11-25T23:33:55.946127] [DEBUG] [LOCAL     ] No optimal features file found for CVEO: ./output/feature-sets/CVEO.txt
[2025-11-25T23:33:55.946198] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:33:55.946246] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:33:55.946289] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:33:55.946359] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:33:56.004339] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:33:56.005120] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:33:56.005225] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:33:56.005275] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:33:56.107610] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:33:56.107811] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:33:56.107857] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:33:56.107893] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:33:56.111543] [DEBUG] [FORECASTER] CVEO: Forecast T+1@11:T+2@11: DOWN (p=5.84%)
[2025-11-25T23:33:56.111941] [INFO ] [FORECASTER] Completed predict_future for CVEO
[2025-11-25T23:33:56.112123] [INFO ] [sig       ] CVEO: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:33:56.255277] [INFO ] [LOCAL     ] Saved forecast: CVEO	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/CVEO.txt
[2025-11-25T23:33:56.255430] [INFO ] [sig       ] [879/3639] Completed CVEO in 0.3s | 3.01 sym/s | Total: 4.9m | ETA: 15.3m
[2025-11-25T23:33:56.255485] [INFO ] [sig       ] [880/3639] Forecasting CVGI...
[2025-11-25T23:33:56.255530] [INFO ] [sig       ] Generating forecast for: CVGI
[2025-11-25T23:33:56.255573] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CVGI' from 'https://tdm.silogroup.org/data/derivative_storage/CVGI.csv'.
[2025-11-25T23:33:56.267916] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CVGI'.
[2025-11-25T23:33:56.268216] [INFO ] [FORECASTER] Starting predict_future for CVGI
[2025-11-25T23:33:56.269060] [DEBUG] [LOCAL     ] No optimal features file found for CVGI: ./output/feature-sets/CVGI.txt
[2025-11-25T23:33:56.269130] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:33:56.269176] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:33:56.269217] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:33:56.269286] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:33:56.327900] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:33:56.328686] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:33:56.328806] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:33:56.328856] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:33:56.427367] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:33:56.427593] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:33:56.427661] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:33:56.427706] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:33:56.431120] [DEBUG] [FORECASTER] CVGI: Forecast T+1@11:T+2@11: DOWN (p=6.78%)
[2025-11-25T23:33:56.431417] [INFO ] [FORECASTER] Completed predict_future for CVGI
[2025-11-25T23:33:56.431563] [INFO ] [sig       ] CVGI: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:33:56.571854] [INFO ] [LOCAL     ] Saved forecast: CVGI	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/CVGI.txt
[2025-11-25T23:33:56.571998] [INFO ] [sig       ] [880/3639] Completed CVGI in 0.3s | 3.01 sym/s | Total: 4.9m | ETA: 15.3m
[2025-11-25T23:33:56.572055] [INFO ] [sig       ] [881/3639] Forecasting CVI...
[2025-11-25T23:33:56.572099] [INFO ] [sig       ] Generating forecast for: CVI
[2025-11-25T23:33:56.572142] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CVI' from 'https://tdm.silogroup.org/data/derivative_storage/CVI.csv'.
[2025-11-25T23:33:56.583203] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CVI'.
[2025-11-25T23:33:56.583493] [INFO ] [FORECASTER] Starting predict_future for CVI
[2025-11-25T23:33:56.584299] [DEBUG] [LOCAL     ] No optimal features file found for CVI: ./output/feature-sets/CVI.txt
[2025-11-25T23:33:56.584369] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:33:56.584414] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:33:56.584457] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:33:56.584530] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:33:56.641402] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:33:56.642031] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:33:56.642125] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:33:56.642172] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:33:56.739680] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:33:56.739821] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:33:56.739867] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:33:56.739901] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:33:56.743260] [DEBUG] [FORECASTER] CVI: Forecast T+1@11:T+2@11: UP (p=75.74%)
[2025-11-25T23:33:56.743541] [INFO ] [FORECASTER] Completed predict_future for CVI
[2025-11-25T23:33:56.743705] [INFO ] [sig       ] CVI: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:33:56.889622] [INFO ] [LOCAL     ] Saved forecast: CVI	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/CVI.txt
[2025-11-25T23:33:56.889791] [INFO ] [sig       ] [881/3639] Completed CVI in 0.3s | 3.01 sym/s | Total: 4.9m | ETA: 15.3m
[2025-11-25T23:33:56.889846] [INFO ] [sig       ] [882/3639] Forecasting CVKD...
[2025-11-25T23:33:56.889890] [INFO ] [sig       ] Generating forecast for: CVKD
[2025-11-25T23:33:56.889933] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CVKD' from 'https://tdm.silogroup.org/data/derivative_storage/CVKD.csv'.
[2025-11-25T23:33:56.901210] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CVKD'.
[2025-11-25T23:33:56.901519] [INFO ] [FORECASTER] Starting predict_future for CVKD
[2025-11-25T23:33:56.902351] [DEBUG] [LOCAL     ] No optimal features file found for CVKD: ./output/feature-sets/CVKD.txt
[2025-11-25T23:33:56.902420] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:33:56.902465] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:33:56.902545] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:33:56.902617] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:33:56.959442] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:33:56.960119] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:33:56.960216] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:33:56.960264] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:33:57.053874] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:33:57.054071] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:33:57.054121] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:33:57.054157] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:33:57.057814] [DEBUG] [FORECASTER] CVKD: Forecast T+1@11:T+2@11: UP (p=71.68%)
[2025-11-25T23:33:57.058128] [INFO ] [FORECASTER] Completed predict_future for CVKD
[2025-11-25T23:33:57.058275] [INFO ] [sig       ] CVKD: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:33:57.202961] [INFO ] [LOCAL     ] Saved forecast: CVKD	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/CVKD.txt
[2025-11-25T23:33:57.203169] [INFO ] [sig       ] [882/3639] Completed CVKD in 0.3s | 3.01 sym/s | Total: 4.9m | ETA: 15.3m
[2025-11-25T23:33:57.203231] [INFO ] [sig       ] [883/3639] Forecasting CVNA...
[2025-11-25T23:33:57.203276] [INFO ] [sig       ] Generating forecast for: CVNA
[2025-11-25T23:33:57.203321] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CVNA' from 'https://tdm.silogroup.org/data/derivative_storage/CVNA.csv'.
[2025-11-25T23:33:57.215459] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CVNA'.
[2025-11-25T23:33:57.215949] [INFO ] [FORECASTER] Starting predict_future for CVNA
[2025-11-25T23:33:57.216916] [DEBUG] [LOCAL     ] No optimal features file found for CVNA: ./output/feature-sets/CVNA.txt
[2025-11-25T23:33:57.216994] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:33:57.217043] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:33:57.217085] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:33:57.217158] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:33:57.277015] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:33:57.277981] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:33:57.278093] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:33:57.278153] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:33:57.381701] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:33:57.381889] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:33:57.381935] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:33:57.381969] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:33:57.385441] [DEBUG] [FORECASTER] CVNA: Forecast T+1@11:T+2@11: DOWN (p=28.50%)
[2025-11-25T23:33:57.385772] [INFO ] [FORECASTER] Completed predict_future for CVNA
[2025-11-25T23:33:57.385937] [INFO ] [sig       ] CVNA: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:33:57.529990] [INFO ] [LOCAL     ] Saved forecast: CVNA	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/CVNA.txt
[2025-11-25T23:33:57.530158] [INFO ] [sig       ] [883/3639] Completed CVNA in 0.3s | 3.01 sym/s | Total: 4.9m | ETA: 15.3m
[2025-11-25T23:33:57.530214] [INFO ] [sig       ] [884/3639] Forecasting CVRX...
[2025-11-25T23:33:57.530260] [INFO ] [sig       ] Generating forecast for: CVRX
[2025-11-25T23:33:57.530303] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CVRX' from 'https://tdm.silogroup.org/data/derivative_storage/CVRX.csv'.
[2025-11-25T23:33:57.542991] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CVRX'.
[2025-11-25T23:33:57.543407] [INFO ] [FORECASTER] Starting predict_future for CVRX
[2025-11-25T23:33:57.544268] [DEBUG] [LOCAL     ] No optimal features file found for CVRX: ./output/feature-sets/CVRX.txt
[2025-11-25T23:33:57.544340] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:33:57.544387] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:33:57.544428] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:33:57.544499] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:33:57.602729] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:33:57.603416] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:33:57.603513] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:33:57.603561] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:33:57.718123] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:33:57.718287] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:33:57.718350] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:33:57.718397] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:33:57.721797] [DEBUG] [FORECASTER] CVRX: Forecast T+1@11:T+2@11: UP (p=62.18%)
[2025-11-25T23:33:57.722111] [INFO ] [FORECASTER] Completed predict_future for CVRX
[2025-11-25T23:33:57.722271] [INFO ] [sig       ] CVRX: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:33:57.868017] [INFO ] [LOCAL     ] Saved forecast: CVRX	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/CVRX.txt
[2025-11-25T23:33:57.868207] [INFO ] [sig       ] [884/3639] Completed CVRX in 0.3s | 3.01 sym/s | Total: 4.9m | ETA: 15.2m
[2025-11-25T23:33:57.868267] [INFO ] [sig       ] [885/3639] Forecasting CVS...
[2025-11-25T23:33:57.868309] [INFO ] [sig       ] Generating forecast for: CVS
[2025-11-25T23:33:57.868351] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CVS' from 'https://tdm.silogroup.org/data/derivative_storage/CVS.csv'.
[2025-11-25T23:33:57.879854] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CVS'.
[2025-11-25T23:33:57.880162] [INFO ] [FORECASTER] Starting predict_future for CVS
[2025-11-25T23:33:57.881005] [DEBUG] [LOCAL     ] No optimal features file found for CVS: ./output/feature-sets/CVS.txt
[2025-11-25T23:33:57.881076] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:33:57.881122] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:33:57.881162] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:33:57.881231] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:33:57.941189] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:33:57.941995] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:33:57.942100] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:33:57.942150] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:33:58.048609] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:33:58.048779] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:33:58.048822] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:33:58.048856] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:33:58.052171] [DEBUG] [FORECASTER] CVS: Forecast T+1@11:T+2@11: UP (p=89.66%)
[2025-11-25T23:33:58.052482] [INFO ] [FORECASTER] Completed predict_future for CVS
[2025-11-25T23:33:58.052666] [INFO ] [sig       ] CVS: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:33:58.195073] [INFO ] [LOCAL     ] Saved forecast: CVS	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/CVS.txt
[2025-11-25T23:33:58.195220] [INFO ] [sig       ] [885/3639] Completed CVS in 0.3s | 3.01 sym/s | Total: 4.9m | ETA: 15.2m
[2025-11-25T23:33:58.195275] [INFO ] [sig       ] [886/3639] Forecasting CVX...
[2025-11-25T23:33:58.195318] [INFO ] [sig       ] Generating forecast for: CVX
[2025-11-25T23:33:58.195370] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CVX' from 'https://tdm.silogroup.org/data/derivative_storage/CVX.csv'.
[2025-11-25T23:33:58.206879] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CVX'.
[2025-11-25T23:33:58.207182] [INFO ] [FORECASTER] Starting predict_future for CVX
[2025-11-25T23:33:58.207996] [DEBUG] [LOCAL     ] No optimal features file found for CVX: ./output/feature-sets/CVX.txt
[2025-11-25T23:33:58.208066] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:33:58.208112] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:33:58.208152] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:33:58.208220] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:33:58.265732] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:33:58.266493] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:33:58.266599] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:33:58.266670] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:33:58.364706] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:33:58.364907] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:33:58.364955] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:33:58.364992] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:33:58.368700] [DEBUG] [FORECASTER] CVX: Forecast T+1@11:T+2@11: UP (p=56.55%)
[2025-11-25T23:33:58.369027] [INFO ] [FORECASTER] Completed predict_future for CVX
[2025-11-25T23:33:58.369206] [INFO ] [sig       ] CVX: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:33:58.514805] [INFO ] [LOCAL     ] Saved forecast: CVX	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/CVX.txt
[2025-11-25T23:33:58.514992] [INFO ] [sig       ] [886/3639] Completed CVX in 0.3s | 3.01 sym/s | Total: 4.9m | ETA: 15.2m
[2025-11-25T23:33:58.515050] [INFO ] [sig       ] [887/3639] Forecasting CWAN...
[2025-11-25T23:33:58.515093] [INFO ] [sig       ] Generating forecast for: CWAN
[2025-11-25T23:33:58.515135] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CWAN' from 'https://tdm.silogroup.org/data/derivative_storage/CWAN.csv'.
[2025-11-25T23:33:58.526814] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CWAN'.
[2025-11-25T23:33:58.527220] [INFO ] [FORECASTER] Starting predict_future for CWAN
[2025-11-25T23:33:58.528056] [DEBUG] [LOCAL     ] No optimal features file found for CWAN: ./output/feature-sets/CWAN.txt
[2025-11-25T23:33:58.528127] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:33:58.528174] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:33:58.528215] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:33:58.528285] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:33:58.586410] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:33:58.587149] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:33:58.587261] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:33:58.587309] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:33:58.687779] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:33:58.687964] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:33:58.688009] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:33:58.688045] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:33:58.691436] [DEBUG] [FORECASTER] CWAN: Forecast T+1@11:T+2@11: UP (p=93.47%)
[2025-11-25T23:33:58.691742] [INFO ] [FORECASTER] Completed predict_future for CWAN
[2025-11-25T23:33:58.691911] [INFO ] [sig       ] CWAN: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:33:58.834273] [INFO ] [LOCAL     ] Saved forecast: CWAN	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/CWAN.txt
[2025-11-25T23:33:58.834431] [INFO ] [sig       ] [887/3639] Completed CWAN in 0.3s | 3.01 sym/s | Total: 4.9m | ETA: 15.2m
[2025-11-25T23:33:58.834486] [INFO ] [sig       ] [888/3639] Forecasting CWBC...
[2025-11-25T23:33:58.834530] [INFO ] [sig       ] Generating forecast for: CWBC
[2025-11-25T23:33:58.834572] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CWBC' from 'https://tdm.silogroup.org/data/derivative_storage/CWBC.csv'.
[2025-11-25T23:33:58.847069] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CWBC'.
[2025-11-25T23:33:58.847461] [INFO ] [FORECASTER] Starting predict_future for CWBC
[2025-11-25T23:33:58.848362] [DEBUG] [LOCAL     ] No optimal features file found for CWBC: ./output/feature-sets/CWBC.txt
[2025-11-25T23:33:58.848433] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:33:58.848479] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:33:58.848520] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:33:58.848590] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:33:58.906602] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:33:58.907266] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:33:58.907379] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:33:58.907435] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:33:59.001499] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:33:59.001682] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:33:59.001736] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:33:59.001771] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:33:59.005105] [DEBUG] [FORECASTER] CWBC: Forecast T+1@11:T+2@11: UP (p=98.14%)
[2025-11-25T23:33:59.005400] [INFO ] [FORECASTER] Completed predict_future for CWBC
[2025-11-25T23:33:59.005546] [INFO ] [sig       ] CWBC: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:33:59.146103] [INFO ] [LOCAL     ] Saved forecast: CWBC	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/CWBC.txt
[2025-11-25T23:33:59.146273] [INFO ] [sig       ] [888/3639] Completed CWBC in 0.3s | 3.01 sym/s | Total: 4.9m | ETA: 15.2m
[2025-11-25T23:33:59.146327] [INFO ] [sig       ] [889/3639] Forecasting CWCO...
[2025-11-25T23:33:59.146373] [INFO ] [sig       ] Generating forecast for: CWCO
[2025-11-25T23:33:59.146492] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CWCO' from 'https://tdm.silogroup.org/data/derivative_storage/CWCO.csv'.
[2025-11-25T23:33:59.158232] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CWCO'.
[2025-11-25T23:33:59.158542] [INFO ] [FORECASTER] Starting predict_future for CWCO
[2025-11-25T23:33:59.159423] [DEBUG] [LOCAL     ] No optimal features file found for CWCO: ./output/feature-sets/CWCO.txt
[2025-11-25T23:33:59.159493] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:33:59.159540] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:33:59.159580] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:33:59.159667] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:33:59.217456] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:33:59.218167] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:33:59.218265] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:33:59.218312] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:33:59.312351] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:33:59.312540] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:33:59.312586] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:33:59.312621] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:33:59.316137] [DEBUG] [FORECASTER] CWCO: Forecast T+1@11:T+2@11: DOWN (p=20.38%)
[2025-11-25T23:33:59.316468] [INFO ] [FORECASTER] Completed predict_future for CWCO
[2025-11-25T23:33:59.316623] [INFO ] [sig       ] CWCO: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:33:59.459184] [INFO ] [LOCAL     ] Saved forecast: CWCO	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/CWCO.txt
[2025-11-25T23:33:59.459347] [INFO ] [sig       ] [889/3639] Completed CWCO in 0.3s | 3.01 sym/s | Total: 4.9m | ETA: 15.2m
[2025-11-25T23:33:59.459402] [INFO ] [sig       ] [890/3639] Forecasting CWD...
[2025-11-25T23:33:59.459457] [INFO ] [sig       ] Generating forecast for: CWD
[2025-11-25T23:33:59.459572] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CWD' from 'https://tdm.silogroup.org/data/derivative_storage/CWD.csv'.
[2025-11-25T23:33:59.471483] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CWD'.
[2025-11-25T23:33:59.471829] [INFO ] [FORECASTER] Starting predict_future for CWD
[2025-11-25T23:33:59.472667] [DEBUG] [LOCAL     ] No optimal features file found for CWD: ./output/feature-sets/CWD.txt
[2025-11-25T23:33:59.472735] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:33:59.472780] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:33:59.472839] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:33:59.472918] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:33:59.531237] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:33:59.532160] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:33:59.532260] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:33:59.532319] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:33:59.624345] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:33:59.624536] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:33:59.624583] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:33:59.624620] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:33:59.628265] [DEBUG] [FORECASTER] CWD: Forecast T+1@11:T+2@11: UP (p=58.60%)
[2025-11-25T23:33:59.628573] [INFO ] [FORECASTER] Completed predict_future for CWD
[2025-11-25T23:33:59.628742] [INFO ] [sig       ] CWD: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:33:59.773054] [INFO ] [LOCAL     ] Saved forecast: CWD	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/CWD.txt
[2025-11-25T23:33:59.773215] [INFO ] [sig       ] [890/3639] Completed CWD in 0.3s | 3.01 sym/s | Total: 4.9m | ETA: 15.2m
[2025-11-25T23:33:59.773269] [INFO ] [sig       ] [891/3639] Forecasting CWEN...
[2025-11-25T23:33:59.773314] [INFO ] [sig       ] Generating forecast for: CWEN
[2025-11-25T23:33:59.773361] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CWEN' from 'https://tdm.silogroup.org/data/derivative_storage/CWEN.csv'.
[2025-11-25T23:33:59.785273] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CWEN'.
[2025-11-25T23:33:59.785604] [INFO ] [FORECASTER] Starting predict_future for CWEN
[2025-11-25T23:33:59.786425] [DEBUG] [LOCAL     ] No optimal features file found for CWEN: ./output/feature-sets/CWEN.txt
[2025-11-25T23:33:59.786495] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:33:59.786540] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:33:59.786580] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:33:59.786668] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:33:59.847435] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:33:59.848349] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:33:59.848450] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:33:59.848501] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:33:59.945091] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:33:59.945278] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:33:59.945324] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:33:59.945359] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:33:59.948799] [DEBUG] [FORECASTER] CWEN: Forecast T+1@11:T+2@11: UP (p=91.59%)
[2025-11-25T23:33:59.949102] [INFO ] [FORECASTER] Completed predict_future for CWEN
[2025-11-25T23:33:59.949271] [INFO ] [sig       ] CWEN: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:34:00.095657] [INFO ] [LOCAL     ] Saved forecast: CWEN	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/CWEN.txt
[2025-11-25T23:34:00.095823] [INFO ] [sig       ] [891/3639] Completed CWEN in 0.3s | 3.01 sym/s | Total: 4.9m | ETA: 15.2m
[2025-11-25T23:34:00.095878] [INFO ] [sig       ] [892/3639] Forecasting CWH...
[2025-11-25T23:34:00.095922] [INFO ] [sig       ] Generating forecast for: CWH
[2025-11-25T23:34:00.095959] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CWH' from 'https://tdm.silogroup.org/data/derivative_storage/CWH.csv'.
[2025-11-25T23:34:00.108482] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CWH'.
[2025-11-25T23:34:00.108852] [INFO ] [FORECASTER] Starting predict_future for CWH
[2025-11-25T23:34:00.109720] [DEBUG] [LOCAL     ] No optimal features file found for CWH: ./output/feature-sets/CWH.txt
[2025-11-25T23:34:00.109795] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:34:00.109843] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:34:00.109886] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:34:00.110026] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:34:00.171521] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:34:00.172425] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:34:00.172534] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:34:00.172595] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:34:00.925370] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:34:00.925563] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:34:00.925750] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:34:00.925847] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:34:00.929399] [DEBUG] [FORECASTER] CWH: Forecast T+1@11:T+2@11: DOWN (p=35.93%)
[2025-11-25T23:34:00.929739] [INFO ] [FORECASTER] Completed predict_future for CWH
[2025-11-25T23:34:00.929963] [INFO ] [sig       ] CWH: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:34:01.071402] [INFO ] [LOCAL     ] Saved forecast: CWH	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/CWH.txt
[2025-11-25T23:34:01.071555] [INFO ] [sig       ] [892/3639] Completed CWH in 1.0s | 3.01 sym/s | Total: 4.9m | ETA: 15.2m
[2025-11-25T23:34:01.071609] [INFO ] [sig       ] [893/3639] Forecasting CWK...
[2025-11-25T23:34:01.071678] [INFO ] [sig       ] Generating forecast for: CWK
[2025-11-25T23:34:01.071721] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CWK' from 'https://tdm.silogroup.org/data/derivative_storage/CWK.csv'.
[2025-11-25T23:34:01.083286] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CWK'.
[2025-11-25T23:34:01.083599] [INFO ] [FORECASTER] Starting predict_future for CWK
[2025-11-25T23:34:01.084420] [DEBUG] [LOCAL     ] No optimal features file found for CWK: ./output/feature-sets/CWK.txt
[2025-11-25T23:34:01.084492] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:34:01.084540] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:34:01.084581] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:34:01.084671] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:34:01.142315] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:34:01.143201] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:34:01.143300] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:34:01.143346] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:34:01.235467] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:34:01.235694] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:34:01.235766] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:34:01.235809] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:34:01.239314] [DEBUG] [FORECASTER] CWK: Forecast T+1@11:T+2@11: UP (p=63.95%)
[2025-11-25T23:34:01.239663] [INFO ] [FORECASTER] Completed predict_future for CWK
[2025-11-25T23:34:01.239816] [INFO ] [sig       ] CWK: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:34:01.391040] [INFO ] [LOCAL     ] Saved forecast: CWK	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/CWK.txt
[2025-11-25T23:34:01.391346] [INFO ] [sig       ] [893/3639] Completed CWK in 0.3s | 3.01 sym/s | Total: 5.0m | ETA: 15.2m
[2025-11-25T23:34:01.391435] [INFO ] [sig       ] [894/3639] Forecasting CXDO...
[2025-11-25T23:34:01.391506] [INFO ] [sig       ] Generating forecast for: CXDO
[2025-11-25T23:34:01.391574] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CXDO' from 'https://tdm.silogroup.org/data/derivative_storage/CXDO.csv'.
[2025-11-25T23:34:01.408961] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CXDO'.
[2025-11-25T23:34:01.409508] [INFO ] [FORECASTER] Starting predict_future for CXDO
[2025-11-25T23:34:01.410699] [DEBUG] [LOCAL     ] No optimal features file found for CXDO: ./output/feature-sets/CXDO.txt
[2025-11-25T23:34:01.410789] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:34:01.410848] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:34:01.410901] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:34:01.410999] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:34:01.487273] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:34:01.488236] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:34:01.488339] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:34:01.488389] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:34:01.589660] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:34:01.589859] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:34:01.589908] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:34:01.589946] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:34:01.593701] [DEBUG] [FORECASTER] CXDO: Forecast T+1@11:T+2@11: DOWN (p=2.00%)
[2025-11-25T23:34:01.594035] [INFO ] [FORECASTER] Completed predict_future for CXDO
[2025-11-25T23:34:01.594187] [INFO ] [sig       ] CXDO: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:34:01.737467] [INFO ] [LOCAL     ] Saved forecast: CXDO	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/CXDO.txt
[2025-11-25T23:34:01.737683] [INFO ] [sig       ] [894/3639] Completed CXDO in 0.3s | 3.01 sym/s | Total: 5.0m | ETA: 15.2m
[2025-11-25T23:34:01.737743] [INFO ] [sig       ] [895/3639] Forecasting CXE...
[2025-11-25T23:34:01.737791] [INFO ] [sig       ] Generating forecast for: CXE
[2025-11-25T23:34:01.737827] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CXE' from 'https://tdm.silogroup.org/data/derivative_storage/CXE.csv'.
[2025-11-25T23:34:01.750486] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CXE'.
[2025-11-25T23:34:01.750958] [INFO ] [FORECASTER] Starting predict_future for CXE
[2025-11-25T23:34:01.751790] [DEBUG] [LOCAL     ] No optimal features file found for CXE: ./output/feature-sets/CXE.txt
[2025-11-25T23:34:01.751881] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:34:01.751930] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:34:01.751970] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:34:01.752040] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:34:01.812218] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:34:01.813128] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:34:01.813236] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:34:01.813285] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:34:01.919837] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:34:01.920031] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:34:01.920077] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:34:01.920112] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:34:01.923506] [DEBUG] [FORECASTER] CXE: Forecast T+1@11:T+2@11: DOWN (p=2.09%)
[2025-11-25T23:34:01.923824] [INFO ] [FORECASTER] Completed predict_future for CXE
[2025-11-25T23:34:01.923972] [INFO ] [sig       ] CXE: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:34:02.078038] [INFO ] [LOCAL     ] Saved forecast: CXE	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/CXE.txt
[2025-11-25T23:34:02.078229] [INFO ] [sig       ] [895/3639] Completed CXE in 0.3s | 3.01 sym/s | Total: 5.0m | ETA: 15.2m
[2025-11-25T23:34:02.078287] [INFO ] [sig       ] [896/3639] Forecasting CXSE...
[2025-11-25T23:34:02.078334] [INFO ] [sig       ] Generating forecast for: CXSE
[2025-11-25T23:34:02.078378] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CXSE' from 'https://tdm.silogroup.org/data/derivative_storage/CXSE.csv'.
[2025-11-25T23:34:02.090614] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CXSE'.
[2025-11-25T23:34:02.091065] [INFO ] [FORECASTER] Starting predict_future for CXSE
[2025-11-25T23:34:02.091957] [DEBUG] [LOCAL     ] No optimal features file found for CXSE: ./output/feature-sets/CXSE.txt
[2025-11-25T23:34:02.092030] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:34:02.092079] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:34:02.092123] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:34:02.092197] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:34:02.150505] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:34:02.151230] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:34:02.151332] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:34:02.151383] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:34:02.248980] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:34:02.249152] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:34:02.249198] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:34:02.249233] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:34:02.252679] [DEBUG] [FORECASTER] CXSE: Forecast T+1@11:T+2@11: DOWN (p=42.27%)
[2025-11-25T23:34:02.252996] [INFO ] [FORECASTER] Completed predict_future for CXSE
[2025-11-25T23:34:02.253140] [INFO ] [sig       ] CXSE: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:34:02.394794] [INFO ] [LOCAL     ] Saved forecast: CXSE	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/CXSE.txt
[2025-11-25T23:34:02.394972] [INFO ] [sig       ] [896/3639] Completed CXSE in 0.3s | 3.01 sym/s | Total: 5.0m | ETA: 15.2m
[2025-11-25T23:34:02.395030] [INFO ] [sig       ] [897/3639] Forecasting CYD...
[2025-11-25T23:34:02.395073] [INFO ] [sig       ] Generating forecast for: CYD
[2025-11-25T23:34:02.395117] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CYD' from 'https://tdm.silogroup.org/data/derivative_storage/CYD.csv'.
[2025-11-25T23:34:02.406586] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CYD'.
[2025-11-25T23:34:02.406939] [INFO ] [FORECASTER] Starting predict_future for CYD
[2025-11-25T23:34:02.407817] [DEBUG] [LOCAL     ] No optimal features file found for CYD: ./output/feature-sets/CYD.txt
[2025-11-25T23:34:02.407890] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:34:02.407948] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:34:02.407999] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:34:02.408086] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:34:02.466345] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:34:02.467204] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:34:02.467307] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:34:02.467385] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:34:02.583291] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:34:02.583495] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:34:02.583694] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:34:02.583789] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:34:02.587348] [DEBUG] [FORECASTER] CYD: Forecast T+1@11:T+2@11: DOWN (p=34.60%)
[2025-11-25T23:34:02.587778] [INFO ] [FORECASTER] Completed predict_future for CYD
[2025-11-25T23:34:02.587994] [INFO ] [sig       ] CYD: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:34:02.730299] [INFO ] [LOCAL     ] Saved forecast: CYD	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/CYD.txt
[2025-11-25T23:34:02.730477] [INFO ] [sig       ] [897/3639] Completed CYD in 0.3s | 3.01 sym/s | Total: 5.0m | ETA: 15.2m
[2025-11-25T23:34:02.730544] [INFO ] [sig       ] [898/3639] Forecasting CYH...
[2025-11-25T23:34:02.730600] [INFO ] [sig       ] Generating forecast for: CYH
[2025-11-25T23:34:02.730672] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CYH' from 'https://tdm.silogroup.org/data/derivative_storage/CYH.csv'.
[2025-11-25T23:34:02.742214] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CYH'.
[2025-11-25T23:34:02.742572] [INFO ] [FORECASTER] Starting predict_future for CYH
[2025-11-25T23:34:02.743373] [DEBUG] [LOCAL     ] No optimal features file found for CYH: ./output/feature-sets/CYH.txt
[2025-11-25T23:34:02.743445] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:34:02.743491] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:34:02.743535] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:34:02.743606] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:34:02.801263] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:34:02.802019] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:34:02.802120] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:34:02.802168] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:34:02.925402] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:34:02.925702] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:34:02.925757] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:34:02.925796] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:34:02.929445] [DEBUG] [FORECASTER] CYH: Forecast T+1@11:T+2@11: UP (p=59.44%)
[2025-11-25T23:34:02.929768] [INFO ] [FORECASTER] Completed predict_future for CYH
[2025-11-25T23:34:02.929920] [INFO ] [sig       ] CYH: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:34:03.070504] [INFO ] [LOCAL     ] Saved forecast: CYH	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/CYH.txt
[2025-11-25T23:34:03.070675] [INFO ] [sig       ] [898/3639] Completed CYH in 0.3s | 3.01 sym/s | Total: 5.0m | ETA: 15.2m
[2025-11-25T23:34:03.070748] [INFO ] [sig       ] [899/3639] Forecasting CYN...
[2025-11-25T23:34:03.070795] [INFO ] [sig       ] Generating forecast for: CYN
[2025-11-25T23:34:03.070840] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CYN' from 'https://tdm.silogroup.org/data/derivative_storage/CYN.csv'.
[2025-11-25T23:34:03.084027] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CYN'.
[2025-11-25T23:34:03.084389] [INFO ] [FORECASTER] Starting predict_future for CYN
[2025-11-25T23:34:03.085208] [DEBUG] [LOCAL     ] No optimal features file found for CYN: ./output/feature-sets/CYN.txt
[2025-11-25T23:34:03.085279] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:34:03.085330] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:34:03.085373] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:34:03.085444] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:34:03.143004] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:34:03.143681] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:34:03.143778] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:34:03.143826] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:34:03.258878] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:34:03.259075] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:34:03.259122] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:34:03.259157] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:34:03.262615] [DEBUG] [FORECASTER] CYN: Forecast T+1@11:T+2@11: DOWN (p=7.20%)
[2025-11-25T23:34:03.262983] [INFO ] [FORECASTER] Completed predict_future for CYN
[2025-11-25T23:34:03.263145] [INFO ] [sig       ] CYN: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:34:03.403450] [INFO ] [LOCAL     ] Saved forecast: CYN	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/CYN.txt
[2025-11-25T23:34:03.403595] [INFO ] [sig       ] [899/3639] Completed CYN in 0.3s | 3.01 sym/s | Total: 5.0m | ETA: 15.2m
[2025-11-25T23:34:03.403670] [INFO ] [sig       ] [900/3639] Forecasting CYRX...
[2025-11-25T23:34:03.403722] [INFO ] [sig       ] Generating forecast for: CYRX
[2025-11-25T23:34:03.403766] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CYRX' from 'https://tdm.silogroup.org/data/derivative_storage/CYRX.csv'.
[2025-11-25T23:34:03.415965] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CYRX'.
[2025-11-25T23:34:03.416299] [INFO ] [FORECASTER] Starting predict_future for CYRX
[2025-11-25T23:34:03.417123] [DEBUG] [LOCAL     ] No optimal features file found for CYRX: ./output/feature-sets/CYRX.txt
[2025-11-25T23:34:03.417194] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:34:03.417242] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:34:03.417285] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:34:03.417375] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:34:03.475406] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:34:03.476093] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:34:03.476193] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:34:03.476243] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:34:03.589143] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:34:03.589309] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:34:03.589352] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:34:03.589387] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:34:03.592903] [DEBUG] [FORECASTER] CYRX: Forecast T+1@11:T+2@11: DOWN (p=44.31%)
[2025-11-25T23:34:03.593234] [INFO ] [FORECASTER] Completed predict_future for CYRX
[2025-11-25T23:34:03.593418] [INFO ] [sig       ] CYRX: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:34:03.743940] [INFO ] [LOCAL     ] Saved forecast: CYRX	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/CYRX.txt
[2025-11-25T23:34:03.744115] [INFO ] [sig       ] [900/3639] Completed CYRX in 0.3s | 3.01 sym/s | Total: 5.0m | ETA: 15.2m
[2025-11-25T23:34:03.744173] [INFO ] [sig       ] [901/3639] Forecasting CYTK...
[2025-11-25T23:34:03.744218] [INFO ] [sig       ] Generating forecast for: CYTK
[2025-11-25T23:34:03.744261] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CYTK' from 'https://tdm.silogroup.org/data/derivative_storage/CYTK.csv'.
[2025-11-25T23:34:03.758306] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CYTK'.
[2025-11-25T23:34:03.758822] [INFO ] [FORECASTER] Starting predict_future for CYTK
[2025-11-25T23:34:03.759894] [DEBUG] [LOCAL     ] No optimal features file found for CYTK: ./output/feature-sets/CYTK.txt
[2025-11-25T23:34:03.759968] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:34:03.760034] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:34:03.760080] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:34:03.760153] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:34:03.819379] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:34:03.820712] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:34:03.820837] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:34:03.820889] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:34:03.943449] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:34:03.943741] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:34:03.943810] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:34:03.943848] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:34:03.948030] [DEBUG] [FORECASTER] CYTK: Forecast T+1@11:T+2@11: UP (p=88.59%)
[2025-11-25T23:34:03.948383] [INFO ] [FORECASTER] Completed predict_future for CYTK
[2025-11-25T23:34:03.948576] [INFO ] [sig       ] CYTK: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:34:04.095898] [INFO ] [LOCAL     ] Saved forecast: CYTK	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/CYTK.txt
[2025-11-25T23:34:04.096109] [INFO ] [sig       ] [901/3639] Completed CYTK in 0.4s | 3.01 sym/s | Total: 5.0m | ETA: 15.2m
[2025-11-25T23:34:04.096169] [INFO ] [sig       ] [902/3639] Forecasting CZFS...
[2025-11-25T23:34:04.096548] [INFO ] [sig       ] Generating forecast for: CZFS
[2025-11-25T23:34:04.096802] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CZFS' from 'https://tdm.silogroup.org/data/derivative_storage/CZFS.csv'.
[2025-11-25T23:34:04.108731] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CZFS'.
[2025-11-25T23:34:04.109094] [INFO ] [FORECASTER] Starting predict_future for CZFS
[2025-11-25T23:34:04.110167] [DEBUG] [LOCAL     ] No optimal features file found for CZFS: ./output/feature-sets/CZFS.txt
[2025-11-25T23:34:04.110241] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:34:04.110290] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:34:04.110333] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:34:04.110403] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:34:04.167702] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:34:04.168394] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:34:04.168495] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:34:04.168542] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:34:04.279668] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:34:04.279795] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-11-25T23:34:04.279862] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:34:04.279898] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:34:04.283183] [DEBUG] [FORECASTER] CZFS: Forecast T+1@11:T+2@11: DOWN (p=6.59%)
[2025-11-25T23:34:04.283489] [INFO ] [FORECASTER] Completed predict_future for CZFS
[2025-11-25T23:34:04.283684] [INFO ] [sig       ] CZFS: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:34:04.424297] [INFO ] [LOCAL     ] Saved forecast: CZFS	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/CZFS.txt
[2025-11-25T23:34:04.424486] [INFO ] [sig       ] [902/3639] Completed CZFS in 0.3s | 3.01 sym/s | Total: 5.0m | ETA: 15.2m
[2025-11-25T23:34:04.424544] [INFO ] [sig       ] [903/3639] Forecasting CZNC...
[2025-11-25T23:34:04.424590] [INFO ] [sig       ] Generating forecast for: CZNC
[2025-11-25T23:34:04.424635] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CZNC' from 'https://tdm.silogroup.org/data/derivative_storage/CZNC.csv'.
[2025-11-25T23:34:04.437393] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CZNC'.
[2025-11-25T23:34:04.437754] [INFO ] [FORECASTER] Starting predict_future for CZNC
[2025-11-25T23:34:04.438667] [DEBUG] [LOCAL     ] No optimal features file found for CZNC: ./output/feature-sets/CZNC.txt
[2025-11-25T23:34:04.438740] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:34:04.438788] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:34:04.438827] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:34:04.438899] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:34:04.496088] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:34:04.496771] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:34:04.496871] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:34:04.496921] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:34:04.616129] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:34:04.616337] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:34:04.616385] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:34:04.616431] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:34:04.620003] [DEBUG] [FORECASTER] CZNC: Forecast T+1@11:T+2@11: UP (p=90.93%)
[2025-11-25T23:34:04.620343] [INFO ] [FORECASTER] Completed predict_future for CZNC
[2025-11-25T23:34:04.620504] [INFO ] [sig       ] CZNC: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:34:04.761118] [INFO ] [LOCAL     ] Saved forecast: CZNC	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/CZNC.txt
[2025-11-25T23:34:04.761287] [INFO ] [sig       ] [903/3639] Completed CZNC in 0.3s | 3.01 sym/s | Total: 5.0m | ETA: 15.2m
[2025-11-25T23:34:04.761345] [INFO ] [sig       ] [904/3639] Forecasting CZWI...
[2025-11-25T23:34:04.761388] [INFO ] [sig       ] Generating forecast for: CZWI
[2025-11-25T23:34:04.761433] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CZWI' from 'https://tdm.silogroup.org/data/derivative_storage/CZWI.csv'.
[2025-11-25T23:34:04.774480] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CZWI'.
[2025-11-25T23:34:04.774918] [INFO ] [FORECASTER] Starting predict_future for CZWI
[2025-11-25T23:34:04.775914] [DEBUG] [LOCAL     ] No optimal features file found for CZWI: ./output/feature-sets/CZWI.txt
[2025-11-25T23:34:04.775985] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:34:04.776036] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:34:04.776275] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:34:04.776359] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:34:04.833403] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:34:04.834216] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:34:04.834323] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:34:04.834373] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:34:04.935546] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:34:04.935772] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-11-25T23:34:04.935851] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:34:04.935899] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:34:04.939551] [DEBUG] [FORECASTER] CZWI: Forecast T+1@11:T+2@11: DOWN (p=36.38%)
[2025-11-25T23:34:04.939888] [INFO ] [FORECASTER] Completed predict_future for CZWI
[2025-11-25T23:34:04.940061] [INFO ] [sig       ] CZWI: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:34:05.080355] [INFO ] [LOCAL     ] Saved forecast: CZWI	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/CZWI.txt
[2025-11-25T23:34:05.080537] [INFO ] [sig       ] [904/3639] Completed CZWI in 0.3s | 3.01 sym/s | Total: 5.0m | ETA: 15.2m
[2025-11-25T23:34:05.080596] [INFO ] [sig       ] [905/3639] Forecasting DAIO...
[2025-11-25T23:34:05.080661] [INFO ] [sig       ] Generating forecast for: DAIO
[2025-11-25T23:34:05.080708] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DAIO' from 'https://tdm.silogroup.org/data/derivative_storage/DAIO.csv'.
[2025-11-25T23:34:05.093027] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DAIO'.
[2025-11-25T23:34:05.093405] [INFO ] [FORECASTER] Starting predict_future for DAIO
[2025-11-25T23:34:05.094240] [DEBUG] [LOCAL     ] No optimal features file found for DAIO: ./output/feature-sets/DAIO.txt
[2025-11-25T23:34:05.094310] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:34:05.094358] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:34:05.094399] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:34:05.094469] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:34:05.154566] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:34:05.155439] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:34:05.155542] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:34:05.155592] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:34:05.252125] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:34:05.252311] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:34:05.252357] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:34:05.252392] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:34:05.255946] [DEBUG] [FORECASTER] DAIO: Forecast T+1@11:T+2@11: UP (p=71.15%)
[2025-11-25T23:34:05.256256] [INFO ] [FORECASTER] Completed predict_future for DAIO
[2025-11-25T23:34:05.256426] [INFO ] [sig       ] DAIO: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:34:05.397722] [INFO ] [LOCAL     ] Saved forecast: DAIO	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/DAIO.txt
[2025-11-25T23:34:05.397915] [INFO ] [sig       ] [905/3639] Completed DAIO in 0.3s | 3.01 sym/s | Total: 5.0m | ETA: 15.2m
[2025-11-25T23:34:05.397975] [INFO ] [sig       ] [906/3639] Forecasting DAL...
[2025-11-25T23:34:05.398024] [INFO ] [sig       ] Generating forecast for: DAL
[2025-11-25T23:34:05.398068] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DAL' from 'https://tdm.silogroup.org/data/derivative_storage/DAL.csv'.
[2025-11-25T23:34:05.410397] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DAL'.
[2025-11-25T23:34:05.410801] [INFO ] [FORECASTER] Starting predict_future for DAL
[2025-11-25T23:34:05.411747] [DEBUG] [LOCAL     ] No optimal features file found for DAL: ./output/feature-sets/DAL.txt
[2025-11-25T23:34:05.411823] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:34:05.411889] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:34:05.411935] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:34:05.412008] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:34:05.470235] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:34:05.471126] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:34:05.471232] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:34:05.471287] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:34:05.579094] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:34:05.579297] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:34:05.579343] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:34:05.579380] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:34:05.583107] [DEBUG] [FORECASTER] DAL: Forecast T+1@11:T+2@11: DOWN (p=26.41%)
[2025-11-25T23:34:05.583547] [INFO ] [FORECASTER] Completed predict_future for DAL
[2025-11-25T23:34:05.583754] [INFO ] [sig       ] DAL: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:34:05.730680] [INFO ] [LOCAL     ] Saved forecast: DAL	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/DAL.txt
[2025-11-25T23:34:05.730857] [INFO ] [sig       ] [906/3639] Completed DAL in 0.3s | 3.01 sym/s | Total: 5.0m | ETA: 15.2m
[2025-11-25T23:34:05.730913] [INFO ] [sig       ] [907/3639] Forecasting DAN...
[2025-11-25T23:34:05.730958] [INFO ] [sig       ] Generating forecast for: DAN
[2025-11-25T23:34:05.730999] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DAN' from 'https://tdm.silogroup.org/data/derivative_storage/DAN.csv'.
[2025-11-25T23:34:05.744176] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DAN'.
[2025-11-25T23:34:05.744520] [INFO ] [FORECASTER] Starting predict_future for DAN
[2025-11-25T23:34:05.745336] [DEBUG] [LOCAL     ] No optimal features file found for DAN: ./output/feature-sets/DAN.txt
[2025-11-25T23:34:05.745408] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:34:05.745455] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:34:05.745497] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:34:05.745568] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:34:05.808058] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:34:05.809084] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:34:05.809202] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:34:05.809254] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:34:05.914719] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:34:05.914924] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:34:05.914969] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:34:05.915003] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:34:05.918628] [DEBUG] [FORECASTER] DAN: Forecast T+1@11:T+2@11: DOWN (p=47.00%)
[2025-11-25T23:34:05.918978] [INFO ] [FORECASTER] Completed predict_future for DAN
[2025-11-25T23:34:05.919127] [INFO ] [sig       ] DAN: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:34:06.065766] [INFO ] [LOCAL     ] Saved forecast: DAN	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/DAN.txt
[2025-11-25T23:34:06.065965] [INFO ] [sig       ] [907/3639] Completed DAN in 0.3s | 3.01 sym/s | Total: 5.0m | ETA: 15.1m
[2025-11-25T23:34:06.066026] [INFO ] [sig       ] [908/3639] Forecasting DAO...
[2025-11-25T23:34:06.066072] [INFO ] [sig       ] Generating forecast for: DAO
[2025-11-25T23:34:06.066115] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DAO' from 'https://tdm.silogroup.org/data/derivative_storage/DAO.csv'.
[2025-11-25T23:34:06.078561] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DAO'.
[2025-11-25T23:34:06.079116] [INFO ] [FORECASTER] Starting predict_future for DAO
[2025-11-25T23:34:06.080062] [DEBUG] [LOCAL     ] No optimal features file found for DAO: ./output/feature-sets/DAO.txt
[2025-11-25T23:34:06.080155] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:34:06.080216] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:34:06.080268] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:34:06.080373] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:34:06.140950] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:34:06.141880] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:34:06.141984] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:34:06.142034] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:34:06.251287] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:34:06.251493] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:34:06.251540] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:34:06.251574] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:34:06.255030] [DEBUG] [FORECASTER] DAO: Forecast T+1@11:T+2@11: UP (p=78.06%)
[2025-11-25T23:34:06.255320] [INFO ] [FORECASTER] Completed predict_future for DAO
[2025-11-25T23:34:06.255467] [INFO ] [sig       ] DAO: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:34:06.397114] [INFO ] [LOCAL     ] Saved forecast: DAO	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/DAO.txt
[2025-11-25T23:34:06.397302] [INFO ] [sig       ] [908/3639] Completed DAO in 0.3s | 3.01 sym/s | Total: 5.0m | ETA: 15.1m
[2025-11-25T23:34:06.397373] [INFO ] [sig       ] [909/3639] Forecasting DAPP...
[2025-11-25T23:34:06.397421] [INFO ] [sig       ] Generating forecast for: DAPP
[2025-11-25T23:34:06.397462] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DAPP' from 'https://tdm.silogroup.org/data/derivative_storage/DAPP.csv'.
[2025-11-25T23:34:06.410223] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DAPP'.
[2025-11-25T23:34:06.410559] [INFO ] [FORECASTER] Starting predict_future for DAPP
[2025-11-25T23:34:06.411413] [DEBUG] [LOCAL     ] No optimal features file found for DAPP: ./output/feature-sets/DAPP.txt
[2025-11-25T23:34:06.411486] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:34:06.411533] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:34:06.411575] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:34:06.411670] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:34:06.469163] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:34:06.470073] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:34:06.470174] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:34:06.470222] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:34:06.580245] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:34:06.580443] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:34:06.580489] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:34:06.580523] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:34:06.583995] [DEBUG] [FORECASTER] DAPP: Forecast T+1@11:T+2@11: DOWN (p=43.78%)
[2025-11-25T23:34:06.584324] [INFO ] [FORECASTER] Completed predict_future for DAPP
[2025-11-25T23:34:06.584489] [INFO ] [sig       ] DAPP: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:34:06.732804] [INFO ] [LOCAL     ] Saved forecast: DAPP	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/DAPP.txt
[2025-11-25T23:34:06.733039] [INFO ] [sig       ] [909/3639] Completed DAPP in 0.3s | 3.01 sym/s | Total: 5.0m | ETA: 15.1m
[2025-11-25T23:34:06.733099] [INFO ] [sig       ] [910/3639] Forecasting DARE...
[2025-11-25T23:34:06.733161] [INFO ] [sig       ] Generating forecast for: DARE
[2025-11-25T23:34:06.733209] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DARE' from 'https://tdm.silogroup.org/data/derivative_storage/DARE.csv'.
[2025-11-25T23:34:06.746321] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DARE'.
[2025-11-25T23:34:06.746779] [INFO ] [FORECASTER] Starting predict_future for DARE
[2025-11-25T23:34:06.747676] [DEBUG] [LOCAL     ] No optimal features file found for DARE: ./output/feature-sets/DARE.txt
[2025-11-25T23:34:06.747749] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:34:06.747799] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:34:06.747844] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:34:06.747916] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:34:06.807488] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:34:06.808329] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:34:06.808453] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:34:06.808503] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:34:06.919692] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:34:06.919888] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:34:06.919933] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:34:06.919969] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:34:06.923470] [DEBUG] [FORECASTER] DARE: Forecast T+1@11:T+2@11: UP (p=91.53%)
[2025-11-25T23:34:06.923949] [INFO ] [FORECASTER] Completed predict_future for DARE
[2025-11-25T23:34:06.924169] [INFO ] [sig       ] DARE: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:34:07.066794] [INFO ] [LOCAL     ] Saved forecast: DARE	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/DARE.txt
[2025-11-25T23:34:07.066973] [INFO ] [sig       ] [910/3639] Completed DARE in 0.3s | 3.01 sym/s | Total: 5.0m | ETA: 15.1m
[2025-11-25T23:34:07.067029] [INFO ] [sig       ] [911/3639] Forecasting DASH...
[2025-11-25T23:34:07.067073] [INFO ] [sig       ] Generating forecast for: DASH
[2025-11-25T23:34:07.067116] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DASH' from 'https://tdm.silogroup.org/data/derivative_storage/DASH.csv'.
[2025-11-25T23:34:07.079830] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DASH'.
[2025-11-25T23:34:07.080212] [INFO ] [FORECASTER] Starting predict_future for DASH
[2025-11-25T23:34:07.081065] [DEBUG] [LOCAL     ] No optimal features file found for DASH: ./output/feature-sets/DASH.txt
[2025-11-25T23:34:07.081139] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:34:07.081189] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:34:07.081231] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:34:07.081305] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:34:07.139796] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:34:07.140620] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:34:07.140747] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:34:07.140800] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:34:07.262188] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:34:07.262391] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:34:07.262437] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:34:07.262471] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:34:07.265942] [DEBUG] [FORECASTER] DASH: Forecast T+1@11:T+2@11: UP (p=74.75%)
[2025-11-25T23:34:07.266238] [INFO ] [FORECASTER] Completed predict_future for DASH
[2025-11-25T23:34:07.266399] [INFO ] [sig       ] DASH: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:34:07.411219] [INFO ] [LOCAL     ] Saved forecast: DASH	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/DASH.txt
[2025-11-25T23:34:07.411616] [INFO ] [sig       ] [911/3639] Completed DASH in 0.3s | 3.01 sym/s | Total: 5.1m | ETA: 15.1m
[2025-11-25T23:34:07.411728] [INFO ] [sig       ] [912/3639] Forecasting DAVA...
[2025-11-25T23:34:07.411801] [INFO ] [sig       ] Generating forecast for: DAVA
[2025-11-25T23:34:07.411868] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DAVA' from 'https://tdm.silogroup.org/data/derivative_storage/DAVA.csv'.
[2025-11-25T23:34:07.425444] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DAVA'.
[2025-11-25T23:34:07.426151] [INFO ] [FORECASTER] Starting predict_future for DAVA
[2025-11-25T23:34:07.427047] [DEBUG] [LOCAL     ] No optimal features file found for DAVA: ./output/feature-sets/DAVA.txt
[2025-11-25T23:34:07.427148] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:34:07.427211] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:34:07.427254] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:34:07.427327] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:34:07.496858] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:34:07.497994] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:34:07.498141] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:34:07.498216] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:34:07.621327] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:34:07.621539] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:34:07.621804] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:34:07.621858] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:34:07.626452] [DEBUG] [FORECASTER] DAVA: Forecast T+1@11:T+2@11: DOWN (p=25.15%)
[2025-11-25T23:34:07.627249] [INFO ] [FORECASTER] Completed predict_future for DAVA
[2025-11-25T23:34:07.627789] [INFO ] [sig       ] DAVA: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:34:07.799686] [INFO ] [LOCAL     ] Saved forecast: DAVA	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/DAVA.txt
[2025-11-25T23:34:07.799946] [INFO ] [sig       ] [912/3639] Completed DAVA in 0.4s | 3.01 sym/s | Total: 5.1m | ETA: 15.1m
[2025-11-25T23:34:07.800040] [INFO ] [sig       ] [913/3639] Forecasting DAVE...
[2025-11-25T23:34:07.800114] [INFO ] [sig       ] Generating forecast for: DAVE
[2025-11-25T23:34:07.800190] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DAVE' from 'https://tdm.silogroup.org/data/derivative_storage/DAVE.csv'.
[2025-11-25T23:34:07.817732] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DAVE'.
[2025-11-25T23:34:07.818264] [INFO ] [FORECASTER] Starting predict_future for DAVE
[2025-11-25T23:34:07.819297] [DEBUG] [LOCAL     ] No optimal features file found for DAVE: ./output/feature-sets/DAVE.txt
[2025-11-25T23:34:07.819375] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:34:07.819462] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:34:07.819530] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:34:07.819631] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:34:07.890828] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:34:07.892062] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:34:07.892193] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:34:07.892258] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:34:08.048040] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:34:08.048284] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:34:08.048360] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:34:08.048447] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:34:08.054049] [DEBUG] [FORECASTER] DAVE: Forecast T+1@11:T+2@11: UP (p=73.74%)
[2025-11-25T23:34:08.054618] [INFO ] [FORECASTER] Completed predict_future for DAVE
[2025-11-25T23:34:08.054982] [INFO ] [sig       ] DAVE: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:34:08.280434] [INFO ] [LOCAL     ] Saved forecast: DAVE	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/DAVE.txt
[2025-11-25T23:34:08.280722] [INFO ] [sig       ] [913/3639] Completed DAVE in 0.5s | 3.00 sym/s | Total: 5.1m | ETA: 15.1m
[2025-11-25T23:34:08.280827] [INFO ] [sig       ] [914/3639] Forecasting DAWN...
[2025-11-25T23:34:08.280900] [INFO ] [sig       ] Generating forecast for: DAWN
[2025-11-25T23:34:08.280966] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DAWN' from 'https://tdm.silogroup.org/data/derivative_storage/DAWN.csv'.
[2025-11-25T23:34:08.299429] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DAWN'.
[2025-11-25T23:34:08.300084] [INFO ] [FORECASTER] Starting predict_future for DAWN
[2025-11-25T23:34:08.301396] [DEBUG] [LOCAL     ] No optimal features file found for DAWN: ./output/feature-sets/DAWN.txt
[2025-11-25T23:34:08.301511] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:34:08.301573] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:34:08.301626] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:34:08.301746] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:34:08.379930] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:34:08.380953] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:34:08.381061] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:34:08.381110] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:34:08.478433] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:34:08.478686] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:34:08.478769] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:34:08.478831] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:34:08.483881] [DEBUG] [FORECASTER] DAWN: Forecast T+1@11:T+2@11: UP (p=52.12%)
[2025-11-25T23:34:08.484302] [INFO ] [FORECASTER] Completed predict_future for DAWN
[2025-11-25T23:34:08.484498] [INFO ] [sig       ] DAWN: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:34:08.666005] [INFO ] [LOCAL     ] Saved forecast: DAWN	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/DAWN.txt
[2025-11-25T23:34:08.666315] [INFO ] [sig       ] [914/3639] Completed DAWN in 0.4s | 3.00 sym/s | Total: 5.1m | ETA: 15.1m
[2025-11-25T23:34:08.666409] [INFO ] [sig       ] [915/3639] Forecasting DB...
[2025-11-25T23:34:08.666485] [INFO ] [sig       ] Generating forecast for: DB
[2025-11-25T23:34:08.666559] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DB' from 'https://tdm.silogroup.org/data/derivative_storage/DB.csv'.
[2025-11-25T23:34:08.680772] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DB'.
[2025-11-25T23:34:08.681310] [INFO ] [FORECASTER] Starting predict_future for DB
[2025-11-25T23:34:08.682390] [DEBUG] [LOCAL     ] No optimal features file found for DB: ./output/feature-sets/DB.txt
[2025-11-25T23:34:08.682476] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:34:08.682537] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:34:08.682590] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:34:08.682704] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:34:08.748546] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:34:08.749516] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:34:08.749622] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:34:08.749747] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:34:08.871776] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:34:08.871912] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:34:08.871959] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:34:08.871995] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:34:08.875377] [DEBUG] [FORECASTER] DB: Forecast T+1@11:T+2@11: DOWN (p=6.08%)
[2025-11-25T23:34:08.875780] [INFO ] [FORECASTER] Completed predict_future for DB
[2025-11-25T23:34:08.875994] [INFO ] [sig       ] DB: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:34:09.020578] [INFO ] [LOCAL     ] Saved forecast: DB	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/DB.txt
[2025-11-25T23:34:09.020802] [INFO ] [sig       ] [915/3639] Completed DB in 0.4s | 3.00 sym/s | Total: 5.1m | ETA: 15.1m
[2025-11-25T23:34:09.020861] [INFO ] [sig       ] [916/3639] Forecasting DBI...
[2025-11-25T23:34:09.020899] [INFO ] [sig       ] Generating forecast for: DBI
[2025-11-25T23:34:09.020953] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DBI' from 'https://tdm.silogroup.org/data/derivative_storage/DBI.csv'.
[2025-11-25T23:34:09.032244] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DBI'.
[2025-11-25T23:34:09.032544] [INFO ] [FORECASTER] Starting predict_future for DBI
[2025-11-25T23:34:09.033358] [DEBUG] [LOCAL     ] No optimal features file found for DBI: ./output/feature-sets/DBI.txt
[2025-11-25T23:34:09.033429] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:34:09.033474] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:34:09.033515] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:34:09.033582] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:34:09.090502] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:34:09.091142] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:34:09.091236] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:34:09.091283] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:34:09.200402] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:34:09.200574] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:34:09.200620] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:34:09.200675] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:34:09.204205] [DEBUG] [FORECASTER] DBI: Forecast T+1@11:T+2@11: UP (p=98.57%)
[2025-11-25T23:34:09.204515] [INFO ] [FORECASTER] Completed predict_future for DBI
[2025-11-25T23:34:09.204699] [INFO ] [sig       ] DBI: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:34:09.344712] [INFO ] [LOCAL     ] Saved forecast: DBI	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/DBI.txt
[2025-11-25T23:34:09.344847] [INFO ] [sig       ] [916/3639] Completed DBI in 0.3s | 3.00 sym/s | Total: 5.1m | ETA: 15.1m
[2025-11-25T23:34:09.344902] [INFO ] [sig       ] [917/3639] Forecasting DBL...
[2025-11-25T23:34:09.344981] [INFO ] [sig       ] Generating forecast for: DBL
[2025-11-25T23:34:09.345030] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DBL' from 'https://tdm.silogroup.org/data/derivative_storage/DBL.csv'.
[2025-11-25T23:34:09.356112] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DBL'.
[2025-11-25T23:34:09.356403] [INFO ] [FORECASTER] Starting predict_future for DBL
[2025-11-25T23:34:09.357218] [DEBUG] [LOCAL     ] No optimal features file found for DBL: ./output/feature-sets/DBL.txt
[2025-11-25T23:34:09.357289] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:34:09.357337] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:34:09.357394] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:34:09.357477] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:34:09.414617] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:34:09.415245] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:34:09.415341] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:34:09.415390] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:34:09.514221] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:34:09.514336] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:34:09.514378] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:34:09.514411] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:34:09.517576] [DEBUG] [FORECASTER] DBL: Forecast T+1@11:T+2@11: UP (p=77.25%)
[2025-11-25T23:34:09.517873] [INFO ] [FORECASTER] Completed predict_future for DBL
[2025-11-25T23:34:09.518019] [INFO ] [sig       ] DBL: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:34:09.702266] [INFO ] [LOCAL     ] Saved forecast: DBL	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/DBL.txt
[2025-11-25T23:34:09.702437] [INFO ] [sig       ] [917/3639] Completed DBL in 0.4s | 3.00 sym/s | Total: 5.1m | ETA: 15.1m
[2025-11-25T23:34:09.702496] [INFO ] [sig       ] [918/3639] Forecasting DBRG...
[2025-11-25T23:34:09.702543] [INFO ] [sig       ] Generating forecast for: DBRG
[2025-11-25T23:34:09.702587] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DBRG' from 'https://tdm.silogroup.org/data/derivative_storage/DBRG.csv'.
[2025-11-25T23:34:09.714799] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DBRG'.
[2025-11-25T23:34:09.715098] [INFO ] [FORECASTER] Starting predict_future for DBRG
[2025-11-25T23:34:09.715931] [DEBUG] [LOCAL     ] No optimal features file found for DBRG: ./output/feature-sets/DBRG.txt
[2025-11-25T23:34:09.716002] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:34:09.716049] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:34:09.716091] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:34:09.716161] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:34:09.773917] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:34:09.774533] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:34:09.774629] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:34:09.774698] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:34:09.875841] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:34:09.875964] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:34:09.876007] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:34:09.876040] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:34:09.879254] [DEBUG] [FORECASTER] DBRG: Forecast T+1@11:T+2@11: UP (p=76.15%)
[2025-11-25T23:34:09.879573] [INFO ] [FORECASTER] Completed predict_future for DBRG
[2025-11-25T23:34:09.879732] [INFO ] [sig       ] DBRG: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:34:10.021954] [INFO ] [LOCAL     ] Saved forecast: DBRG	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/DBRG.txt
[2025-11-25T23:34:10.022087] [INFO ] [sig       ] [918/3639] Completed DBRG in 0.3s | 3.00 sym/s | Total: 5.1m | ETA: 15.1m
[2025-11-25T23:34:10.022141] [INFO ] [sig       ] [919/3639] Forecasting DBX...
[2025-11-25T23:34:10.022187] [INFO ] [sig       ] Generating forecast for: DBX
[2025-11-25T23:34:10.022229] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DBX' from 'https://tdm.silogroup.org/data/derivative_storage/DBX.csv'.
[2025-11-25T23:34:10.033731] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DBX'.
[2025-11-25T23:34:10.034037] [INFO ] [FORECASTER] Starting predict_future for DBX
[2025-11-25T23:34:10.034881] [DEBUG] [LOCAL     ] No optimal features file found for DBX: ./output/feature-sets/DBX.txt
[2025-11-25T23:34:10.034963] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:34:10.035010] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:34:10.035050] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:34:10.035119] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:34:10.092531] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:34:10.093167] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:34:10.093263] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:34:10.093310] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:34:10.196249] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:34:10.196440] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:34:10.196490] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:34:10.196526] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:34:10.200012] [DEBUG] [FORECASTER] DBX: Forecast T+1@11:T+2@11: DOWN (p=1.24%)
[2025-11-25T23:34:10.200335] [INFO ] [FORECASTER] Completed predict_future for DBX
[2025-11-25T23:34:10.200490] [INFO ] [sig       ] DBX: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:34:10.344264] [INFO ] [LOCAL     ] Saved forecast: DBX	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/DBX.txt
[2025-11-25T23:34:10.344441] [INFO ] [sig       ] [919/3639] Completed DBX in 0.3s | 3.00 sym/s | Total: 5.1m | ETA: 15.1m
[2025-11-25T23:34:10.344496] [INFO ] [sig       ] [920/3639] Forecasting DCBO...
[2025-11-25T23:34:10.344541] [INFO ] [sig       ] Generating forecast for: DCBO
[2025-11-25T23:34:10.344584] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DCBO' from 'https://tdm.silogroup.org/data/derivative_storage/DCBO.csv'.
[2025-11-25T23:34:10.355821] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DCBO'.
[2025-11-25T23:34:10.356133] [INFO ] [FORECASTER] Starting predict_future for DCBO
[2025-11-25T23:34:10.356964] [DEBUG] [LOCAL     ] No optimal features file found for DCBO: ./output/feature-sets/DCBO.txt
[2025-11-25T23:34:10.357033] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:34:10.357079] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:34:10.357120] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:34:10.357188] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:34:10.416601] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:34:10.417606] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:34:10.417757] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:34:10.417825] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:34:10.523044] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:34:10.523228] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:34:10.523275] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:34:10.523309] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:34:10.526725] [DEBUG] [FORECASTER] DCBO: Forecast T+1@11:T+2@11: DOWN (p=20.97%)
[2025-11-25T23:34:10.527032] [INFO ] [FORECASTER] Completed predict_future for DCBO
[2025-11-25T23:34:10.527190] [INFO ] [sig       ] DCBO: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:34:10.669029] [INFO ] [LOCAL     ] Saved forecast: DCBO	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/DCBO.txt
[2025-11-25T23:34:10.669189] [INFO ] [sig       ] [920/3639] Completed DCBO in 0.3s | 3.00 sym/s | Total: 5.1m | ETA: 15.1m
[2025-11-25T23:34:10.669245] [INFO ] [sig       ] [921/3639] Forecasting DCI...
[2025-11-25T23:34:10.669291] [INFO ] [sig       ] Generating forecast for: DCI
[2025-11-25T23:34:10.669334] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DCI' from 'https://tdm.silogroup.org/data/derivative_storage/DCI.csv'.
[2025-11-25T23:34:10.680493] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DCI'.
[2025-11-25T23:34:10.680798] [INFO ] [FORECASTER] Starting predict_future for DCI
[2025-11-25T23:34:10.681581] [DEBUG] [LOCAL     ] No optimal features file found for DCI: ./output/feature-sets/DCI.txt
[2025-11-25T23:34:10.681672] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:34:10.681720] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:34:10.681761] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:34:10.681831] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:34:10.744797] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:34:10.745805] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:34:10.745911] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:34:10.745963] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:34:10.855349] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:34:10.855534] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:34:10.855579] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:34:10.855613] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:34:10.859152] [DEBUG] [FORECASTER] DCI: Forecast T+1@11:T+2@11: UP (p=61.92%)
[2025-11-25T23:34:10.859462] [INFO ] [FORECASTER] Completed predict_future for DCI
[2025-11-25T23:34:10.859618] [INFO ] [sig       ] DCI: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:34:11.003045] [INFO ] [LOCAL     ] Saved forecast: DCI	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/DCI.txt
[2025-11-25T23:34:11.003201] [INFO ] [sig       ] [921/3639] Completed DCI in 0.3s | 3.00 sym/s | Total: 5.1m | ETA: 15.1m
[2025-11-25T23:34:11.003256] [INFO ] [sig       ] [922/3639] Forecasting DCO...
[2025-11-25T23:34:11.003302] [INFO ] [sig       ] Generating forecast for: DCO
[2025-11-25T23:34:11.003345] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DCO' from 'https://tdm.silogroup.org/data/derivative_storage/DCO.csv'.
[2025-11-25T23:34:11.015480] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DCO'.
[2025-11-25T23:34:11.015793] [INFO ] [FORECASTER] Starting predict_future for DCO
[2025-11-25T23:34:11.016578] [DEBUG] [LOCAL     ] No optimal features file found for DCO: ./output/feature-sets/DCO.txt
[2025-11-25T23:34:11.016667] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:34:11.016717] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:34:11.016758] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:34:11.016827] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:34:11.075122] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:34:11.075894] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:34:11.075995] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:34:11.076046] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:34:11.170489] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:34:11.170689] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:34:11.170754] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:34:11.170802] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:34:11.174174] [DEBUG] [FORECASTER] DCO: Forecast T+1@11:T+2@11: DOWN (p=43.81%)
[2025-11-25T23:34:11.174485] [INFO ] [FORECASTER] Completed predict_future for DCO
[2025-11-25T23:34:11.174638] [INFO ] [sig       ] DCO: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:34:11.317734] [INFO ] [LOCAL     ] Saved forecast: DCO	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/DCO.txt
[2025-11-25T23:34:11.317922] [INFO ] [sig       ] [922/3639] Completed DCO in 0.3s | 3.00 sym/s | Total: 5.1m | ETA: 15.1m
[2025-11-25T23:34:11.317990] [INFO ] [sig       ] [923/3639] Forecasting DCOM...
[2025-11-25T23:34:11.318036] [INFO ] [sig       ] Generating forecast for: DCOM
[2025-11-25T23:34:11.318078] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DCOM' from 'https://tdm.silogroup.org/data/derivative_storage/DCOM.csv'.
[2025-11-25T23:34:11.329785] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DCOM'.
[2025-11-25T23:34:11.330203] [INFO ] [FORECASTER] Starting predict_future for DCOM
[2025-11-25T23:34:11.331086] [DEBUG] [LOCAL     ] No optimal features file found for DCOM: ./output/feature-sets/DCOM.txt
[2025-11-25T23:34:11.331158] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:34:11.331206] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:34:11.331250] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:34:11.331322] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:34:11.390307] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:34:11.391148] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:34:11.391250] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:34:11.391299] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:34:11.491632] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:34:11.491830] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:34:11.491878] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:34:11.491913] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:34:11.495331] [DEBUG] [FORECASTER] DCOM: Forecast T+1@11:T+2@11: DOWN (p=49.67%)
[2025-11-25T23:34:11.495624] [INFO ] [FORECASTER] Completed predict_future for DCOM
[2025-11-25T23:34:11.495790] [INFO ] [sig       ] DCOM: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:34:11.643949] [INFO ] [LOCAL     ] Saved forecast: DCOM	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/DCOM.txt
[2025-11-25T23:34:11.644151] [INFO ] [sig       ] [923/3639] Completed DCOM in 0.3s | 3.00 sym/s | Total: 5.1m | ETA: 15.1m
[2025-11-25T23:34:11.644207] [INFO ] [sig       ] [924/3639] Forecasting DCTH...
[2025-11-25T23:34:11.644251] [INFO ] [sig       ] Generating forecast for: DCTH
[2025-11-25T23:34:11.644295] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DCTH' from 'https://tdm.silogroup.org/data/derivative_storage/DCTH.csv'.
[2025-11-25T23:34:11.660400] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DCTH'.
[2025-11-25T23:34:11.660953] [INFO ] [FORECASTER] Starting predict_future for DCTH
[2025-11-25T23:34:11.662176] [DEBUG] [LOCAL     ] No optimal features file found for DCTH: ./output/feature-sets/DCTH.txt
[2025-11-25T23:34:11.662264] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:34:11.662329] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:34:11.662375] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:34:11.662451] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:34:11.724190] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:34:11.725096] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:34:11.725196] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:34:11.725246] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:34:11.848729] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:34:11.848932] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:34:11.848980] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:34:11.849015] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:34:11.852502] [DEBUG] [FORECASTER] DCTH: Forecast T+1@11:T+2@11: DOWN (p=19.18%)
[2025-11-25T23:34:11.852855] [INFO ] [FORECASTER] Completed predict_future for DCTH
[2025-11-25T23:34:11.853009] [INFO ] [sig       ] DCTH: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:34:11.993219] [INFO ] [LOCAL     ] Saved forecast: DCTH	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/DCTH.txt
[2025-11-25T23:34:11.993365] [INFO ] [sig       ] [924/3639] Completed DCTH in 0.3s | 3.00 sym/s | Total: 5.1m | ETA: 15.1m
[2025-11-25T23:34:11.993421] [INFO ] [sig       ] [925/3639] Forecasting DD...
[2025-11-25T23:34:11.993468] [INFO ] [sig       ] Generating forecast for: DD
[2025-11-25T23:34:11.993506] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DD' from 'https://tdm.silogroup.org/data/derivative_storage/DD.csv'.
[2025-11-25T23:34:12.005723] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DD'.
[2025-11-25T23:34:12.006022] [INFO ] [FORECASTER] Starting predict_future for DD
[2025-11-25T23:34:12.006833] [DEBUG] [LOCAL     ] No optimal features file found for DD: ./output/feature-sets/DD.txt
[2025-11-25T23:34:12.006903] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:34:12.006950] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:34:12.006992] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:34:12.007062] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:34:12.063797] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:34:12.064414] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:34:12.064511] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:34:12.064562] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:34:12.186028] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:34:12.186142] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:34:12.186183] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:34:12.186216] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:34:12.189388] [DEBUG] [FORECASTER] DD: Forecast T+1@11:T+2@11: UP (p=87.61%)
[2025-11-25T23:34:12.189740] [INFO ] [FORECASTER] Completed predict_future for DD
[2025-11-25T23:34:12.189907] [INFO ] [sig       ] DD: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:34:12.329522] [INFO ] [LOCAL     ] Saved forecast: DD	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/DD.txt
[2025-11-25T23:34:12.329714] [INFO ] [sig       ] [925/3639] Completed DD in 0.3s | 3.00 sym/s | Total: 5.1m | ETA: 15.1m
[2025-11-25T23:34:12.329782] [INFO ] [sig       ] [926/3639] Forecasting DDD...
[2025-11-25T23:34:12.329829] [INFO ] [sig       ] Generating forecast for: DDD
[2025-11-25T23:34:12.329872] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DDD' from 'https://tdm.silogroup.org/data/derivative_storage/DDD.csv'.
[2025-11-25T23:34:12.342445] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DDD'.
[2025-11-25T23:34:12.342817] [INFO ] [FORECASTER] Starting predict_future for DDD
[2025-11-25T23:34:12.343671] [DEBUG] [LOCAL     ] No optimal features file found for DDD: ./output/feature-sets/DDD.txt
[2025-11-25T23:34:12.343742] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:34:12.343790] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:34:12.343831] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:34:12.343902] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:34:12.403733] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:34:12.404836] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:34:12.404978] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:34:12.405044] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:34:12.529406] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:34:12.529658] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:34:12.529765] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:34:12.529828] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:34:12.533733] [DEBUG] [FORECASTER] DDD: Forecast T+1@11:T+2@11: UP (p=74.19%)
[2025-11-25T23:34:12.534082] [INFO ] [FORECASTER] Completed predict_future for DDD
[2025-11-25T23:34:12.534272] [INFO ] [sig       ] DDD: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:34:12.676893] [INFO ] [LOCAL     ] Saved forecast: DDD	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/DDD.txt
[2025-11-25T23:34:12.677077] [INFO ] [sig       ] [926/3639] Completed DDD in 0.3s | 3.00 sym/s | Total: 5.1m | ETA: 15.1m
[2025-11-25T23:34:12.677135] [INFO ] [sig       ] [927/3639] Forecasting DDI...
[2025-11-25T23:34:12.677184] [INFO ] [sig       ] Generating forecast for: DDI
[2025-11-25T23:34:12.677228] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DDI' from 'https://tdm.silogroup.org/data/derivative_storage/DDI.csv'.
[2025-11-25T23:34:12.689450] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DDI'.
[2025-11-25T23:34:12.689931] [INFO ] [FORECASTER] Starting predict_future for DDI
[2025-11-25T23:34:12.690780] [DEBUG] [LOCAL     ] No optimal features file found for DDI: ./output/feature-sets/DDI.txt
[2025-11-25T23:34:12.690851] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:34:12.690898] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:34:12.690939] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:34:12.691008] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:34:12.748435] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:34:12.749327] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:34:12.749441] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:34:12.749493] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:34:12.855846] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:34:12.856037] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:34:12.856083] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:34:12.856116] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:34:12.859509] [DEBUG] [FORECASTER] DDI: Forecast T+1@11:T+2@11: DOWN (p=35.83%)
[2025-11-25T23:34:12.859825] [INFO ] [FORECASTER] Completed predict_future for DDI
[2025-11-25T23:34:12.859974] [INFO ] [sig       ] DDI: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:34:13.001914] [INFO ] [LOCAL     ] Saved forecast: DDI	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/DDI.txt
[2025-11-25T23:34:13.002104] [INFO ] [sig       ] [927/3639] Completed DDI in 0.3s | 3.00 sym/s | Total: 5.1m | ETA: 15.0m
[2025-11-25T23:34:13.002158] [INFO ] [sig       ] [928/3639] Forecasting DDL...
[2025-11-25T23:34:13.002203] [INFO ] [sig       ] Generating forecast for: DDL
[2025-11-25T23:34:13.002244] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DDL' from 'https://tdm.silogroup.org/data/derivative_storage/DDL.csv'.
[2025-11-25T23:34:13.014085] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DDL'.
[2025-11-25T23:34:13.014379] [INFO ] [FORECASTER] Starting predict_future for DDL
[2025-11-25T23:34:13.015189] [DEBUG] [LOCAL     ] No optimal features file found for DDL: ./output/feature-sets/DDL.txt
[2025-11-25T23:34:13.015258] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:34:13.015303] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:34:13.015343] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:34:13.015412] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:34:13.072369] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:34:13.073246] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:34:13.073343] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:34:13.073389] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:34:13.178730] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:34:13.178878] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:34:13.178925] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:34:13.178959] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:34:13.182339] [DEBUG] [FORECASTER] DDL: Forecast T+1@11:T+2@11: DOWN (p=26.18%)
[2025-11-25T23:34:13.182659] [INFO ] [FORECASTER] Completed predict_future for DDL
[2025-11-25T23:34:13.182820] [INFO ] [sig       ] DDL: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:34:13.326716] [INFO ] [LOCAL     ] Saved forecast: DDL	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/DDL.txt
[2025-11-25T23:34:13.326945] [INFO ] [sig       ] [928/3639] Completed DDL in 0.3s | 3.00 sym/s | Total: 5.1m | ETA: 15.0m
[2025-11-25T23:34:13.327023] [INFO ] [sig       ] [929/3639] Forecasting DDOG...
[2025-11-25T23:34:13.327088] [INFO ] [sig       ] Generating forecast for: DDOG
[2025-11-25T23:34:13.327151] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DDOG' from 'https://tdm.silogroup.org/data/derivative_storage/DDOG.csv'.
[2025-11-25T23:34:13.343039] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DDOG'.
[2025-11-25T23:34:13.343504] [INFO ] [FORECASTER] Starting predict_future for DDOG
[2025-11-25T23:34:13.344633] [DEBUG] [LOCAL     ] No optimal features file found for DDOG: ./output/feature-sets/DDOG.txt
[2025-11-25T23:34:13.344744] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:34:13.344810] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:34:13.344872] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:34:13.344976] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:34:13.407072] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:34:13.408107] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:34:13.408219] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:34:13.408270] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:34:13.516087] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:34:13.516281] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:34:13.516329] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:34:13.516364] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:34:13.519927] [DEBUG] [FORECASTER] DDOG: Forecast T+1@11:T+2@11: UP (p=86.63%)
[2025-11-25T23:34:13.520219] [INFO ] [FORECASTER] Completed predict_future for DDOG
[2025-11-25T23:34:13.520360] [INFO ] [sig       ] DDOG: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:34:13.666694] [INFO ] [LOCAL     ] Saved forecast: DDOG	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/DDOG.txt
[2025-11-25T23:34:13.666917] [INFO ] [sig       ] [929/3639] Completed DDOG in 0.3s | 3.00 sym/s | Total: 5.2m | ETA: 15.0m
[2025-11-25T23:34:13.666983] [INFO ] [sig       ] [930/3639] Forecasting DDS...
[2025-11-25T23:34:13.667030] [INFO ] [sig       ] Generating forecast for: DDS
[2025-11-25T23:34:13.667078] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DDS' from 'https://tdm.silogroup.org/data/derivative_storage/DDS.csv'.
[2025-11-25T23:34:13.679410] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DDS'.
[2025-11-25T23:34:13.679835] [INFO ] [FORECASTER] Starting predict_future for DDS
[2025-11-25T23:34:13.680701] [DEBUG] [LOCAL     ] No optimal features file found for DDS: ./output/feature-sets/DDS.txt
[2025-11-25T23:34:13.680772] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:34:13.680837] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:34:13.680883] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:34:13.680954] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:34:13.741353] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:34:13.742272] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:34:13.742382] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:34:13.742432] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:34:13.843875] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:34:13.844044] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:34:13.844089] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:34:13.844124] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:34:13.847681] [DEBUG] [FORECASTER] DDS: Forecast T+1@11:T+2@11: DOWN (p=42.89%)
[2025-11-25T23:34:13.847995] [INFO ] [FORECASTER] Completed predict_future for DDS
[2025-11-25T23:34:13.848148] [INFO ] [sig       ] DDS: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:34:13.988423] [INFO ] [LOCAL     ] Saved forecast: DDS	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/DDS.txt
[2025-11-25T23:34:13.988583] [INFO ] [sig       ] [930/3639] Completed DDS in 0.3s | 3.00 sym/s | Total: 5.2m | ETA: 15.0m
[2025-11-25T23:34:13.988659] [INFO ] [sig       ] [931/3639] Forecasting DE...
[2025-11-25T23:34:13.988709] [INFO ] [sig       ] Generating forecast for: DE
[2025-11-25T23:34:13.988751] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DE' from 'https://tdm.silogroup.org/data/derivative_storage/DE.csv'.
[2025-11-25T23:34:14.000503] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DE'.
[2025-11-25T23:34:14.000906] [INFO ] [FORECASTER] Starting predict_future for DE
[2025-11-25T23:34:14.001743] [DEBUG] [LOCAL     ] No optimal features file found for DE: ./output/feature-sets/DE.txt
[2025-11-25T23:34:14.001815] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:34:14.001865] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:34:14.001906] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:34:14.001977] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:34:14.058857] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:34:14.059496] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:34:14.059610] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:34:14.059678] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:34:14.162367] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:34:14.162471] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:34:14.162514] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:34:14.162547] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:34:14.165941] [DEBUG] [FORECASTER] DE: Forecast T+1@11:T+2@11: DOWN (p=25.96%)
[2025-11-25T23:34:14.166218] [INFO ] [FORECASTER] Completed predict_future for DE
[2025-11-25T23:34:14.166359] [INFO ] [sig       ] DE: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:34:14.308068] [INFO ] [LOCAL     ] Saved forecast: DE	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/DE.txt
[2025-11-25T23:34:14.308217] [INFO ] [sig       ] [931/3639] Completed DE in 0.3s | 3.00 sym/s | Total: 5.2m | ETA: 15.0m
[2025-11-25T23:34:14.308274] [INFO ] [sig       ] [932/3639] Forecasting DEA...
[2025-11-25T23:34:14.308320] [INFO ] [sig       ] Generating forecast for: DEA
[2025-11-25T23:34:14.308363] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DEA' from 'https://tdm.silogroup.org/data/derivative_storage/DEA.csv'.
[2025-11-25T23:34:14.320129] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DEA'.
[2025-11-25T23:34:14.320440] [INFO ] [FORECASTER] Starting predict_future for DEA
[2025-11-25T23:34:14.321261] [DEBUG] [LOCAL     ] No optimal features file found for DEA: ./output/feature-sets/DEA.txt
[2025-11-25T23:34:14.321333] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:34:14.321384] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:34:14.321426] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:34:14.321496] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:34:14.378542] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:34:14.379189] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:34:14.379288] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:34:14.379337] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:34:14.477633] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:34:14.477767] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:34:14.477808] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:34:14.477841] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:34:14.480999] [DEBUG] [FORECASTER] DEA: Forecast T+1@11:T+2@11: UP (p=81.28%)
[2025-11-25T23:34:14.481278] [INFO ] [FORECASTER] Completed predict_future for DEA
[2025-11-25T23:34:14.481418] [INFO ] [sig       ] DEA: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:34:14.625379] [INFO ] [LOCAL     ] Saved forecast: DEA	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/DEA.txt
[2025-11-25T23:34:14.625535] [INFO ] [sig       ] [932/3639] Completed DEA in 0.3s | 3.00 sym/s | Total: 5.2m | ETA: 15.0m
[2025-11-25T23:34:14.625598] [INFO ] [sig       ] [933/3639] Forecasting DECK...
[2025-11-25T23:34:14.625662] [INFO ] [sig       ] Generating forecast for: DECK
[2025-11-25T23:34:14.625710] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DECK' from 'https://tdm.silogroup.org/data/derivative_storage/DECK.csv'.
[2025-11-25T23:34:14.637674] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DECK'.
[2025-11-25T23:34:14.637969] [INFO ] [FORECASTER] Starting predict_future for DECK
[2025-11-25T23:34:14.638789] [DEBUG] [LOCAL     ] No optimal features file found for DECK: ./output/feature-sets/DECK.txt
[2025-11-25T23:34:14.638860] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:34:14.638907] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:34:14.638947] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:34:14.639017] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:34:14.696251] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:34:14.696923] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:34:14.697020] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:34:14.697069] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:34:14.798705] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:34:14.798844] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:34:14.798888] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:34:14.798922] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:34:14.802219] [DEBUG] [FORECASTER] DECK: Forecast T+1@11:T+2@11: DOWN (p=32.31%)
[2025-11-25T23:34:14.802597] [INFO ] [FORECASTER] Completed predict_future for DECK
[2025-11-25T23:34:14.802783] [INFO ] [sig       ] DECK: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:34:14.944127] [INFO ] [LOCAL     ] Saved forecast: DECK	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/DECK.txt
[2025-11-25T23:34:14.944280] [INFO ] [sig       ] [933/3639] Completed DECK in 0.3s | 3.00 sym/s | Total: 5.2m | ETA: 15.0m
[2025-11-25T23:34:14.944334] [INFO ] [sig       ] [934/3639] Forecasting DEI...
[2025-11-25T23:34:14.944383] [INFO ] [sig       ] Generating forecast for: DEI
[2025-11-25T23:34:14.944436] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DEI' from 'https://tdm.silogroup.org/data/derivative_storage/DEI.csv'.
[2025-11-25T23:34:14.956023] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DEI'.
[2025-11-25T23:34:14.956318] [INFO ] [FORECASTER] Starting predict_future for DEI
[2025-11-25T23:34:14.957136] [DEBUG] [LOCAL     ] No optimal features file found for DEI: ./output/feature-sets/DEI.txt
[2025-11-25T23:34:14.957208] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:34:14.957254] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:34:14.957295] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:34:14.957389] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:34:15.015115] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:34:15.015802] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:34:15.015899] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:34:15.015950] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:34:15.114843] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:34:15.114965] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:34:15.115006] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:34:15.115039] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:34:15.118238] [DEBUG] [FORECASTER] DEI: Forecast T+1@11:T+2@11: UP (p=95.72%)
[2025-11-25T23:34:15.118524] [INFO ] [FORECASTER] Completed predict_future for DEI
[2025-11-25T23:34:15.118685] [INFO ] [sig       ] DEI: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:34:15.263222] [INFO ] [LOCAL     ] Saved forecast: DEI	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/DEI.txt
[2025-11-25T23:34:15.263365] [INFO ] [sig       ] [934/3639] Completed DEI in 0.3s | 3.00 sym/s | Total: 5.2m | ETA: 15.0m
[2025-11-25T23:34:15.263419] [INFO ] [sig       ] [935/3639] Forecasting DELL...
[2025-11-25T23:34:15.263464] [INFO ] [sig       ] Generating forecast for: DELL
[2025-11-25T23:34:15.263504] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DELL' from 'https://tdm.silogroup.org/data/derivative_storage/DELL.csv'.
[2025-11-25T23:34:15.276221] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DELL'.
[2025-11-25T23:34:15.276505] [INFO ] [FORECASTER] Starting predict_future for DELL
[2025-11-25T23:34:15.277339] [DEBUG] [LOCAL     ] No optimal features file found for DELL: ./output/feature-sets/DELL.txt
[2025-11-25T23:34:15.277437] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:34:15.277481] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:34:15.277521] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:34:15.277588] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:34:15.334374] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:34:15.335130] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:34:15.335230] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:34:15.335276] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:34:15.428278] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:34:15.428444] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:34:15.428489] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:34:15.428523] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:34:15.431899] [DEBUG] [FORECASTER] DELL: Forecast T+1@11:T+2@11: DOWN (p=10.57%)
[2025-11-25T23:34:15.432183] [INFO ] [FORECASTER] Completed predict_future for DELL
[2025-11-25T23:34:15.432320] [INFO ] [sig       ] DELL: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:34:15.574358] [INFO ] [LOCAL     ] Saved forecast: DELL	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/DELL.txt
[2025-11-25T23:34:15.574509] [INFO ] [sig       ] [935/3639] Completed DELL in 0.3s | 3.00 sym/s | Total: 5.2m | ETA: 15.0m
[2025-11-25T23:34:15.574563] [INFO ] [sig       ] [936/3639] Forecasting DENN...
[2025-11-25T23:34:15.574606] [INFO ] [sig       ] Generating forecast for: DENN
[2025-11-25T23:34:15.574664] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DENN' from 'https://tdm.silogroup.org/data/derivative_storage/DENN.csv'.
[2025-11-25T23:34:15.586162] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DENN'.
[2025-11-25T23:34:15.586483] [INFO ] [FORECASTER] Starting predict_future for DENN
[2025-11-25T23:34:15.587328] [DEBUG] [LOCAL     ] No optimal features file found for DENN: ./output/feature-sets/DENN.txt
[2025-11-25T23:34:15.587420] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:34:15.587468] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:34:15.587532] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:34:15.587629] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:34:15.645026] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:34:15.645803] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:34:15.645902] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:34:15.645952] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:34:15.752987] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:34:15.753185] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:34:15.753232] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:34:15.753268] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:34:15.756936] [DEBUG] [FORECASTER] DENN: Forecast T+1@11:T+2@11: UP (p=69.85%)
[2025-11-25T23:34:15.757266] [INFO ] [FORECASTER] Completed predict_future for DENN
[2025-11-25T23:34:15.757448] [INFO ] [sig       ] DENN: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:34:15.900395] [INFO ] [LOCAL     ] Saved forecast: DENN	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/DENN.txt
[2025-11-25T23:34:15.900552] [INFO ] [sig       ] [936/3639] Completed DENN in 0.3s | 3.00 sym/s | Total: 5.2m | ETA: 15.0m
[2025-11-25T23:34:15.900607] [INFO ] [sig       ] [937/3639] Forecasting DEO...
[2025-11-25T23:34:15.900671] [INFO ] [sig       ] Generating forecast for: DEO
[2025-11-25T23:34:15.900723] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DEO' from 'https://tdm.silogroup.org/data/derivative_storage/DEO.csv'.
[2025-11-25T23:34:15.912384] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DEO'.
[2025-11-25T23:34:15.912688] [INFO ] [FORECASTER] Starting predict_future for DEO
[2025-11-25T23:34:15.913475] [DEBUG] [LOCAL     ] No optimal features file found for DEO: ./output/feature-sets/DEO.txt
[2025-11-25T23:34:15.913560] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:34:15.913616] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:34:15.913683] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:34:15.913755] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:34:15.972598] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:34:15.973264] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:34:15.973362] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:34:15.973409] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:34:16.069546] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:34:16.069749] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:34:16.069815] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:34:16.069894] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:34:16.073486] [DEBUG] [FORECASTER] DEO: Forecast T+1@11:T+2@11: UP (p=84.83%)
[2025-11-25T23:34:16.073818] [INFO ] [FORECASTER] Completed predict_future for DEO
[2025-11-25T23:34:16.073978] [INFO ] [sig       ] DEO: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:34:16.218624] [INFO ] [LOCAL     ] Saved forecast: DEO	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/DEO.txt
[2025-11-25T23:34:16.218822] [INFO ] [sig       ] [937/3639] Completed DEO in 0.3s | 3.00 sym/s | Total: 5.2m | ETA: 15.0m
[2025-11-25T23:34:16.218878] [INFO ] [sig       ] [938/3639] Forecasting DERM...
[2025-11-25T23:34:16.218915] [INFO ] [sig       ] Generating forecast for: DERM
[2025-11-25T23:34:16.218959] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DERM' from 'https://tdm.silogroup.org/data/derivative_storage/DERM.csv'.
[2025-11-25T23:34:16.230712] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DERM'.
[2025-11-25T23:34:16.231183] [INFO ] [FORECASTER] Starting predict_future for DERM
[2025-11-25T23:34:16.232090] [DEBUG] [LOCAL     ] No optimal features file found for DERM: ./output/feature-sets/DERM.txt
[2025-11-25T23:34:16.232159] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:34:16.232203] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:34:16.232236] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:34:16.232306] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:34:16.291103] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:34:16.291990] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:34:16.292098] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:34:16.292147] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:34:16.404740] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:34:16.404868] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:34:16.404912] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:34:16.404947] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:34:16.408234] [DEBUG] [FORECASTER] DERM: Forecast T+1@11:T+2@11: UP (p=62.89%)
[2025-11-25T23:34:16.408521] [INFO ] [FORECASTER] Completed predict_future for DERM
[2025-11-25T23:34:16.408689] [INFO ] [sig       ] DERM: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:34:16.551782] [INFO ] [LOCAL     ] Saved forecast: DERM	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/DERM.txt
[2025-11-25T23:34:16.551932] [INFO ] [sig       ] [938/3639] Completed DERM in 0.3s | 3.00 sym/s | Total: 5.2m | ETA: 15.0m
[2025-11-25T23:34:16.551992] [INFO ] [sig       ] [939/3639] Forecasting DFGP...
[2025-11-25T23:34:16.552035] [INFO ] [sig       ] Generating forecast for: DFGP
[2025-11-25T23:34:16.552081] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DFGP' from 'https://tdm.silogroup.org/data/derivative_storage/DFGP.csv'.
[2025-11-25T23:34:16.564091] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DFGP'.
[2025-11-25T23:34:16.564379] [INFO ] [FORECASTER] Starting predict_future for DFGP
[2025-11-25T23:34:16.565225] [DEBUG] [LOCAL     ] No optimal features file found for DFGP: ./output/feature-sets/DFGP.txt
[2025-11-25T23:34:16.565301] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:34:16.565351] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:34:16.565397] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:34:16.565469] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:34:16.624937] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:34:16.625604] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:34:16.625726] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:34:16.625780] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:34:16.743508] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:34:16.743706] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:34:16.743867] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:34:16.743964] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:34:16.747379] [DEBUG] [FORECASTER] DFGP: Forecast T+1@11:T+2@11: UP (p=56.23%)
[2025-11-25T23:34:16.747705] [INFO ] [FORECASTER] Completed predict_future for DFGP
[2025-11-25T23:34:16.747923] [INFO ] [sig       ] DFGP: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:34:16.893121] [INFO ] [LOCAL     ] Saved forecast: DFGP	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/DFGP.txt
[2025-11-25T23:34:16.893339] [INFO ] [sig       ] [939/3639] Completed DFGP in 0.3s | 3.00 sym/s | Total: 5.2m | ETA: 15.0m
[2025-11-25T23:34:16.893421] [INFO ] [sig       ] [940/3639] Forecasting DFGX...
[2025-11-25T23:34:16.893483] [INFO ] [sig       ] Generating forecast for: DFGX
[2025-11-25T23:34:16.893554] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DFGX' from 'https://tdm.silogroup.org/data/derivative_storage/DFGX.csv'.
[2025-11-25T23:34:16.908084] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DFGX'.
[2025-11-25T23:34:16.908725] [INFO ] [FORECASTER] Starting predict_future for DFGX
[2025-11-25T23:34:16.909961] [DEBUG] [LOCAL     ] No optimal features file found for DFGX: ./output/feature-sets/DFGX.txt
[2025-11-25T23:34:16.910039] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:34:16.910096] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:34:16.910141] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:34:16.910214] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:34:16.981266] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:34:16.982601] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:34:16.982774] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:34:16.982857] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:34:17.086969] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:34:17.087162] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:34:17.087210] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:34:17.087244] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:34:17.090856] [DEBUG] [FORECASTER] DFGX: Forecast T+1@11:T+2@11: DOWN (p=41.15%)
[2025-11-25T23:34:17.091152] [INFO ] [FORECASTER] Completed predict_future for DFGX
[2025-11-25T23:34:17.091306] [INFO ] [sig       ] DFGX: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:34:17.233352] [INFO ] [LOCAL     ] Saved forecast: DFGX	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/DFGX.txt
[2025-11-25T23:34:17.233501] [INFO ] [sig       ] [940/3639] Completed DFGX in 0.3s | 3.00 sym/s | Total: 5.2m | ETA: 15.0m
[2025-11-25T23:34:17.233562] [INFO ] [sig       ] [941/3639] Forecasting DFH...
[2025-11-25T23:34:17.233606] [INFO ] [sig       ] Generating forecast for: DFH
[2025-11-25T23:34:17.233668] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DFH' from 'https://tdm.silogroup.org/data/derivative_storage/DFH.csv'.
[2025-11-25T23:34:17.246073] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DFH'.
[2025-11-25T23:34:17.246441] [INFO ] [FORECASTER] Starting predict_future for DFH
[2025-11-25T23:34:17.247330] [DEBUG] [LOCAL     ] No optimal features file found for DFH: ./output/feature-sets/DFH.txt
[2025-11-25T23:34:17.247437] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:34:17.247500] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:34:17.247550] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:34:17.247712] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:34:17.305945] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:34:17.306745] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:34:17.306844] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:34:17.306907] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:34:17.410719] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:34:17.410899] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:34:17.410946] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:34:17.410986] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:34:17.414491] [DEBUG] [FORECASTER] DFH: Forecast T+1@11:T+2@11: DOWN (p=23.59%)
[2025-11-25T23:34:17.414971] [INFO ] [FORECASTER] Completed predict_future for DFH
[2025-11-25T23:34:17.415189] [INFO ] [sig       ] DFH: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:34:17.558971] [INFO ] [LOCAL     ] Saved forecast: DFH	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/DFH.txt
[2025-11-25T23:34:17.559138] [INFO ] [sig       ] [941/3639] Completed DFH in 0.3s | 3.00 sym/s | Total: 5.2m | ETA: 15.0m
[2025-11-25T23:34:17.559193] [INFO ] [sig       ] [942/3639] Forecasting DFIN...
[2025-11-25T23:34:17.559236] [INFO ] [sig       ] Generating forecast for: DFIN
[2025-11-25T23:34:17.559302] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DFIN' from 'https://tdm.silogroup.org/data/derivative_storage/DFIN.csv'.
[2025-11-25T23:34:17.571483] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DFIN'.
[2025-11-25T23:34:17.571859] [INFO ] [FORECASTER] Starting predict_future for DFIN
[2025-11-25T23:34:17.572686] [DEBUG] [LOCAL     ] No optimal features file found for DFIN: ./output/feature-sets/DFIN.txt
[2025-11-25T23:34:17.572753] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:34:17.572798] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:34:17.572837] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:34:17.572904] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:34:17.630662] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:34:17.631384] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:34:17.631482] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:34:17.631527] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:34:17.728080] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:34:17.728300] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:34:17.728349] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:34:17.728384] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:34:17.732154] [DEBUG] [FORECASTER] DFIN: Forecast T+1@11:T+2@11: UP (p=53.56%)
[2025-11-25T23:34:17.732475] [INFO ] [FORECASTER] Completed predict_future for DFIN
[2025-11-25T23:34:17.732685] [INFO ] [sig       ] DFIN: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:34:17.874189] [INFO ] [LOCAL     ] Saved forecast: DFIN	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/DFIN.txt
[2025-11-25T23:34:17.874349] [INFO ] [sig       ] [942/3639] Completed DFIN in 0.3s | 3.00 sym/s | Total: 5.2m | ETA: 15.0m
[2025-11-25T23:34:17.874417] [INFO ] [sig       ] [943/3639] Forecasting DFP...
[2025-11-25T23:34:17.874470] [INFO ] [sig       ] Generating forecast for: DFP
[2025-11-25T23:34:17.874524] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DFP' from 'https://tdm.silogroup.org/data/derivative_storage/DFP.csv'.
[2025-11-25T23:34:17.885630] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DFP'.
[2025-11-25T23:34:17.885993] [INFO ] [FORECASTER] Starting predict_future for DFP
[2025-11-25T23:34:17.886811] [DEBUG] [LOCAL     ] No optimal features file found for DFP: ./output/feature-sets/DFP.txt
[2025-11-25T23:34:17.886907] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:34:17.886955] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:34:17.886995] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:34:17.887063] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:34:17.947858] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:34:17.948487] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:34:17.948586] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:34:17.948631] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:34:18.043156] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:34:18.043355] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:34:18.043431] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:34:18.043479] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:34:18.046875] [DEBUG] [FORECASTER] DFP: Forecast T+1@11:T+2@11: UP (p=87.72%)
[2025-11-25T23:34:18.047174] [INFO ] [FORECASTER] Completed predict_future for DFP
[2025-11-25T23:34:18.047328] [INFO ] [sig       ] DFP: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:34:18.188779] [INFO ] [LOCAL     ] Saved forecast: DFP	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/DFP.txt
[2025-11-25T23:34:18.188912] [INFO ] [sig       ] [943/3639] Completed DFP in 0.3s | 3.00 sym/s | Total: 5.2m | ETA: 15.0m
[2025-11-25T23:34:18.188967] [INFO ] [sig       ] [944/3639] Forecasting DG...
[2025-11-25T23:34:18.189010] [INFO ] [sig       ] Generating forecast for: DG
[2025-11-25T23:34:18.189052] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DG' from 'https://tdm.silogroup.org/data/derivative_storage/DG.csv'.
[2025-11-25T23:34:18.200465] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DG'.
[2025-11-25T23:34:18.200794] [INFO ] [FORECASTER] Starting predict_future for DG
[2025-11-25T23:34:18.201578] [DEBUG] [LOCAL     ] No optimal features file found for DG: ./output/feature-sets/DG.txt
[2025-11-25T23:34:18.201685] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:34:18.201737] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:34:18.201779] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:34:18.201849] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:34:18.259030] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:34:18.259701] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:34:18.259793] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:34:18.259841] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:34:18.352828] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:34:18.353031] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:34:18.353078] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:34:18.353113] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:34:18.356520] [DEBUG] [FORECASTER] DG: Forecast T+1@11:T+2@11: UP (p=82.29%)
[2025-11-25T23:34:18.356857] [INFO ] [FORECASTER] Completed predict_future for DG
[2025-11-25T23:34:18.357014] [INFO ] [sig       ] DG: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:34:18.498614] [INFO ] [LOCAL     ] Saved forecast: DG	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/DG.txt
[2025-11-25T23:34:18.498784] [INFO ] [sig       ] [944/3639] Completed DG in 0.3s | 3.01 sym/s | Total: 5.2m | ETA: 14.9m
[2025-11-25T23:34:18.498838] [INFO ] [sig       ] [945/3639] Forecasting DGCB...
[2025-11-25T23:34:18.498882] [INFO ] [sig       ] Generating forecast for: DGCB
[2025-11-25T23:34:18.498923] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DGCB' from 'https://tdm.silogroup.org/data/derivative_storage/DGCB.csv'.
[2025-11-25T23:34:18.510296] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DGCB'.
[2025-11-25T23:34:18.510569] [INFO ] [FORECASTER] Starting predict_future for DGCB
[2025-11-25T23:34:18.511382] [DEBUG] [LOCAL     ] No optimal features file found for DGCB: ./output/feature-sets/DGCB.txt
[2025-11-25T23:34:18.511452] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:34:18.511498] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:34:18.511539] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:34:18.511612] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:34:18.570331] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:34:18.571047] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:34:18.571142] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:34:18.571189] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:34:18.673051] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:34:18.673163] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:34:18.673204] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:34:18.673238] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:34:18.676382] [DEBUG] [FORECASTER] DGCB: Forecast T+1@11:T+2@11: UP (p=89.96%)
[2025-11-25T23:34:18.676702] [INFO ] [FORECASTER] Completed predict_future for DGCB
[2025-11-25T23:34:18.676854] [INFO ] [sig       ] DGCB: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:34:18.820224] [INFO ] [LOCAL     ] Saved forecast: DGCB	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/DGCB.txt
[2025-11-25T23:34:18.820379] [INFO ] [sig       ] [945/3639] Completed DGCB in 0.3s | 3.01 sym/s | Total: 5.2m | ETA: 14.9m
[2025-11-25T23:34:18.820440] [INFO ] [sig       ] [946/3639] Forecasting DGICA...
[2025-11-25T23:34:18.820485] [INFO ] [sig       ] Generating forecast for: DGICA
[2025-11-25T23:34:18.820526] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DGICA' from 'https://tdm.silogroup.org/data/derivative_storage/DGICA.csv'.
[2025-11-25T23:34:18.832150] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DGICA'.
[2025-11-25T23:34:18.832424] [INFO ] [FORECASTER] Starting predict_future for DGICA
[2025-11-25T23:34:18.833253] [DEBUG] [LOCAL     ] No optimal features file found for DGICA: ./output/feature-sets/DGICA.txt
[2025-11-25T23:34:18.833324] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:34:18.833370] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:34:18.833411] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:34:18.833480] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:34:18.890748] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:34:18.891383] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:34:18.891477] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:34:18.891525] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:34:18.986493] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:34:18.986608] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:34:18.986668] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:34:18.986726] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:34:18.989918] [DEBUG] [FORECASTER] DGICA: Forecast T+1@11:T+2@11: DOWN (p=7.40%)
[2025-11-25T23:34:18.990212] [INFO ] [FORECASTER] Completed predict_future for DGICA
[2025-11-25T23:34:18.990368] [INFO ] [sig       ] DGICA: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:34:19.130994] [INFO ] [LOCAL     ] Saved forecast: DGICA	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/DGICA.txt
[2025-11-25T23:34:19.131150] [INFO ] [sig       ] [946/3639] Completed DGICA in 0.3s | 3.01 sym/s | Total: 5.2m | ETA: 14.9m
[2025-11-25T23:34:19.131215] [INFO ] [sig       ] [947/3639] Forecasting DGII...
[2025-11-25T23:34:19.131260] [INFO ] [sig       ] Generating forecast for: DGII
[2025-11-25T23:34:19.131300] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DGII' from 'https://tdm.silogroup.org/data/derivative_storage/DGII.csv'.
[2025-11-25T23:34:19.142503] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DGII'.
[2025-11-25T23:34:19.142838] [INFO ] [FORECASTER] Starting predict_future for DGII
[2025-11-25T23:34:19.143659] [DEBUG] [LOCAL     ] No optimal features file found for DGII: ./output/feature-sets/DGII.txt
[2025-11-25T23:34:19.143728] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:34:19.143774] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:34:19.143815] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:34:19.143884] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:34:19.200441] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:34:19.201100] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:34:19.201222] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:34:19.201270] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:34:19.291858] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:34:19.292052] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:34:19.292099] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:34:19.292135] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:34:19.295755] [DEBUG] [FORECASTER] DGII: Forecast T+1@11:T+2@11: UP (p=76.75%)
[2025-11-25T23:34:19.296053] [INFO ] [FORECASTER] Completed predict_future for DGII
[2025-11-25T23:34:19.296198] [INFO ] [sig       ] DGII: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:34:19.436990] [INFO ] [LOCAL     ] Saved forecast: DGII	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/DGII.txt
[2025-11-25T23:34:19.437164] [INFO ] [sig       ] [947/3639] Completed DGII in 0.3s | 3.01 sym/s | Total: 5.3m | ETA: 14.9m
[2025-11-25T23:34:19.437218] [INFO ] [sig       ] [948/3639] Forecasting DGLY...
[2025-11-25T23:34:19.437262] [INFO ] [sig       ] Generating forecast for: DGLY
[2025-11-25T23:34:19.437304] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DGLY' from 'https://tdm.silogroup.org/data/derivative_storage/DGLY.csv'.
[2025-11-25T23:34:19.449177] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DGLY'.
[2025-11-25T23:34:19.449620] [INFO ] [FORECASTER] Starting predict_future for DGLY
[2025-11-25T23:34:19.450474] [DEBUG] [LOCAL     ] No optimal features file found for DGLY: ./output/feature-sets/DGLY.txt
[2025-11-25T23:34:19.450544] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:34:19.450591] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:34:19.450718] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:34:19.450794] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:34:19.508656] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:34:19.509591] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:34:19.509732] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:34:19.509782] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:34:19.606008] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:34:19.606207] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:34:19.606254] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:34:19.606289] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:34:19.613365] [DEBUG] [FORECASTER] DGLY: Forecast T+1@11:T+2@11: DOWN (p=5.28%)
[2025-11-25T23:34:19.613771] [INFO ] [FORECASTER] Completed predict_future for DGLY
[2025-11-25T23:34:19.613940] [INFO ] [sig       ] DGLY: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:34:19.757736] [INFO ] [LOCAL     ] Saved forecast: DGLY	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/DGLY.txt
[2025-11-25T23:34:19.757925] [INFO ] [sig       ] [948/3639] Completed DGLY in 0.3s | 3.01 sym/s | Total: 5.3m | ETA: 14.9m
[2025-11-25T23:34:19.758016] [INFO ] [sig       ] [949/3639] Forecasting DGRE...
[2025-11-25T23:34:19.758064] [INFO ] [sig       ] Generating forecast for: DGRE
[2025-11-25T23:34:19.758116] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DGRE' from 'https://tdm.silogroup.org/data/derivative_storage/DGRE.csv'.
[2025-11-25T23:34:19.770136] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DGRE'.
[2025-11-25T23:34:19.770529] [INFO ] [FORECASTER] Starting predict_future for DGRE
[2025-11-25T23:34:19.771426] [DEBUG] [LOCAL     ] No optimal features file found for DGRE: ./output/feature-sets/DGRE.txt
[2025-11-25T23:34:19.771499] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:34:19.771547] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:34:19.771612] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:34:19.771723] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:34:19.832302] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:34:19.833193] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:34:19.833295] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:34:19.833345] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:34:19.923343] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:34:19.923539] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:34:19.923586] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:34:19.923623] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:34:19.927175] [DEBUG] [FORECASTER] DGRE: Forecast T+1@11:T+2@11: UP (p=72.10%)
[2025-11-25T23:34:19.927505] [INFO ] [FORECASTER] Completed predict_future for DGRE
[2025-11-25T23:34:19.927678] [INFO ] [sig       ] DGRE: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:34:20.070172] [INFO ] [LOCAL     ] Saved forecast: DGRE	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/DGRE.txt
[2025-11-25T23:34:20.070335] [INFO ] [sig       ] [949/3639] Completed DGRE in 0.3s | 3.01 sym/s | Total: 5.3m | ETA: 14.9m
[2025-11-25T23:34:20.070389] [INFO ] [sig       ] [950/3639] Forecasting DGRS...
[2025-11-25T23:34:20.070432] [INFO ] [sig       ] Generating forecast for: DGRS
[2025-11-25T23:34:20.070475] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DGRS' from 'https://tdm.silogroup.org/data/derivative_storage/DGRS.csv'.
[2025-11-25T23:34:20.081916] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DGRS'.
[2025-11-25T23:34:20.082238] [INFO ] [FORECASTER] Starting predict_future for DGRS
[2025-11-25T23:34:20.083061] [DEBUG] [LOCAL     ] No optimal features file found for DGRS: ./output/feature-sets/DGRS.txt
[2025-11-25T23:34:20.083129] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:34:20.083175] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:34:20.083216] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:34:20.083284] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:34:20.142335] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:34:20.143294] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:34:20.143397] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:34:20.143448] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:34:20.233112] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:34:20.233305] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:34:20.233375] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:34:20.233411] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:34:20.236908] [DEBUG] [FORECASTER] DGRS: Forecast T+1@11:T+2@11: DOWN (p=4.35%)
[2025-11-25T23:34:20.237195] [INFO ] [FORECASTER] Completed predict_future for DGRS
[2025-11-25T23:34:20.237332] [INFO ] [sig       ] DGRS: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:34:20.379973] [INFO ] [LOCAL     ] Saved forecast: DGRS	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/DGRS.txt
[2025-11-25T23:34:20.380156] [INFO ] [sig       ] [950/3639] Completed DGRS in 0.3s | 3.01 sym/s | Total: 5.3m | ETA: 14.9m
[2025-11-25T23:34:20.380210] [INFO ] [sig       ] [951/3639] Forecasting DGX...
[2025-11-25T23:34:20.380255] [INFO ] [sig       ] Generating forecast for: DGX
[2025-11-25T23:34:20.380298] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DGX' from 'https://tdm.silogroup.org/data/derivative_storage/DGX.csv'.
[2025-11-25T23:34:20.392329] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DGX'.
[2025-11-25T23:34:20.392709] [INFO ] [FORECASTER] Starting predict_future for DGX
[2025-11-25T23:34:20.393520] [DEBUG] [LOCAL     ] No optimal features file found for DGX: ./output/feature-sets/DGX.txt
[2025-11-25T23:34:20.393592] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:34:20.393639] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:34:20.393706] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:34:20.393777] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:34:20.452484] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:34:20.453416] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:34:20.453523] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:34:20.453573] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:34:20.558050] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:34:20.558278] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:34:20.558327] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:34:20.558362] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:34:20.562264] [DEBUG] [FORECASTER] DGX: Forecast T+1@11:T+2@11: UP (p=97.34%)
[2025-11-25T23:34:20.562613] [INFO ] [FORECASTER] Completed predict_future for DGX
[2025-11-25T23:34:20.562788] [INFO ] [sig       ] DGX: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:34:20.708801] [INFO ] [LOCAL     ] Saved forecast: DGX	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/DGX.txt
[2025-11-25T23:34:20.708979] [INFO ] [sig       ] [951/3639] Completed DGX in 0.3s | 3.01 sym/s | Total: 5.3m | ETA: 14.9m
[2025-11-25T23:34:20.709034] [INFO ] [sig       ] [952/3639] Forecasting DH...
[2025-11-25T23:34:20.709078] [INFO ] [sig       ] Generating forecast for: DH
[2025-11-25T23:34:20.709120] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DH' from 'https://tdm.silogroup.org/data/derivative_storage/DH.csv'.
[2025-11-25T23:34:20.721042] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DH'.
[2025-11-25T23:34:20.721338] [INFO ] [FORECASTER] Starting predict_future for DH
[2025-11-25T23:34:20.722182] [DEBUG] [LOCAL     ] No optimal features file found for DH: ./output/feature-sets/DH.txt
[2025-11-25T23:34:20.722251] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:34:20.722296] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:34:20.722338] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:34:20.722407] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:34:20.781845] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:34:20.782712] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:34:20.782837] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:34:20.782886] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:34:20.878954] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:34:20.879135] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:34:20.879181] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:34:20.879218] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:34:20.882707] [DEBUG] [FORECASTER] DH: Forecast T+1@11:T+2@11: UP (p=89.53%)
[2025-11-25T23:34:20.883031] [INFO ] [FORECASTER] Completed predict_future for DH
[2025-11-25T23:34:20.883193] [INFO ] [sig       ] DH: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:34:21.025998] [INFO ] [LOCAL     ] Saved forecast: DH	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/DH.txt
[2025-11-25T23:34:21.026176] [INFO ] [sig       ] [952/3639] Completed DH in 0.3s | 3.01 sym/s | Total: 5.3m | ETA: 14.9m
[2025-11-25T23:34:21.026231] [INFO ] [sig       ] [953/3639] Forecasting DHC...
[2025-11-25T23:34:21.026276] [INFO ] [sig       ] Generating forecast for: DHC
[2025-11-25T23:34:21.026317] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DHC' from 'https://tdm.silogroup.org/data/derivative_storage/DHC.csv'.
[2025-11-25T23:34:21.037762] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DHC'.
[2025-11-25T23:34:21.038093] [INFO ] [FORECASTER] Starting predict_future for DHC
[2025-11-25T23:34:21.038932] [DEBUG] [LOCAL     ] No optimal features file found for DHC: ./output/feature-sets/DHC.txt
[2025-11-25T23:34:21.039001] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:34:21.039056] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:34:21.039106] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:34:21.039191] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:34:21.097572] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:34:21.098486] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:34:21.098603] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:34:21.098677] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:34:21.194330] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:34:21.194522] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:34:21.194568] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:34:21.194602] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:34:21.198092] [DEBUG] [FORECASTER] DHC: Forecast T+1@11:T+2@11: UP (p=91.73%)
[2025-11-25T23:34:21.198395] [INFO ] [FORECASTER] Completed predict_future for DHC
[2025-11-25T23:34:21.198543] [INFO ] [sig       ] DHC: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:34:21.343938] [INFO ] [LOCAL     ] Saved forecast: DHC	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/DHC.txt
[2025-11-25T23:34:21.344154] [INFO ] [sig       ] [953/3639] Completed DHC in 0.3s | 3.01 sym/s | Total: 5.3m | ETA: 14.9m
[2025-11-25T23:34:21.344216] [INFO ] [sig       ] [954/3639] Forecasting DHF...
[2025-11-25T23:34:21.344261] [INFO ] [sig       ] Generating forecast for: DHF
[2025-11-25T23:34:21.344369] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DHF' from 'https://tdm.silogroup.org/data/derivative_storage/DHF.csv'.
[2025-11-25T23:34:21.356239] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DHF'.
[2025-11-25T23:34:21.356681] [INFO ] [FORECASTER] Starting predict_future for DHF
[2025-11-25T23:34:21.357519] [DEBUG] [LOCAL     ] No optimal features file found for DHF: ./output/feature-sets/DHF.txt
[2025-11-25T23:34:21.357591] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:34:21.357702] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:34:21.357752] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:34:21.357839] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:34:21.416198] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:34:21.417050] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:34:21.417148] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:34:21.417206] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:34:21.508130] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:34:21.508302] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:34:21.508345] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:34:21.508379] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:34:21.511764] [DEBUG] [FORECASTER] DHF: Forecast T+1@11:T+2@11: DOWN (p=39.62%)
[2025-11-25T23:34:21.512052] [INFO ] [FORECASTER] Completed predict_future for DHF
[2025-11-25T23:34:21.512191] [INFO ] [sig       ] DHF: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:34:21.653162] [INFO ] [LOCAL     ] Saved forecast: DHF	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/DHF.txt
[2025-11-25T23:34:21.653316] [INFO ] [sig       ] [954/3639] Completed DHF in 0.3s | 3.01 sym/s | Total: 5.3m | ETA: 14.9m
[2025-11-25T23:34:21.653395] [INFO ] [sig       ] [955/3639] Forecasting DHI...
[2025-11-25T23:34:21.653444] [INFO ] [sig       ] Generating forecast for: DHI
[2025-11-25T23:34:21.653498] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DHI' from 'https://tdm.silogroup.org/data/derivative_storage/DHI.csv'.
[2025-11-25T23:34:21.665030] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DHI'.
[2025-11-25T23:34:21.665474] [INFO ] [FORECASTER] Starting predict_future for DHI
[2025-11-25T23:34:21.666303] [DEBUG] [LOCAL     ] No optimal features file found for DHI: ./output/feature-sets/DHI.txt
[2025-11-25T23:34:21.666374] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:34:21.666421] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:34:21.666481] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:34:21.666568] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:34:21.726703] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:34:21.727670] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:34:21.727786] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:34:21.727839] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:34:21.830869] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:34:21.831050] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:34:21.831097] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:34:21.831133] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:34:21.834721] [DEBUG] [FORECASTER] DHI: Forecast T+1@11:T+2@11: UP (p=87.01%)
[2025-11-25T23:34:21.835026] [INFO ] [FORECASTER] Completed predict_future for DHI
[2025-11-25T23:34:21.835168] [INFO ] [sig       ] DHI: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:34:21.980358] [INFO ] [LOCAL     ] Saved forecast: DHI	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/DHI.txt
[2025-11-25T23:34:21.980567] [INFO ] [sig       ] [955/3639] Completed DHI in 0.3s | 3.01 sym/s | Total: 5.3m | ETA: 14.9m
[2025-11-25T23:34:21.980636] [INFO ] [sig       ] [956/3639] Forecasting DHX...
[2025-11-25T23:34:21.980713] [INFO ] [sig       ] Generating forecast for: DHX
[2025-11-25T23:34:21.980767] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DHX' from 'https://tdm.silogroup.org/data/derivative_storage/DHX.csv'.
[2025-11-25T23:34:21.992189] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DHX'.
[2025-11-25T23:34:21.992551] [INFO ] [FORECASTER] Starting predict_future for DHX
[2025-11-25T23:34:21.993401] [DEBUG] [LOCAL     ] No optimal features file found for DHX: ./output/feature-sets/DHX.txt
[2025-11-25T23:34:21.993482] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:34:21.993551] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:34:21.993615] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:34:21.993732] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:34:22.054846] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:34:22.055602] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:34:22.055741] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:34:22.055795] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:34:22.147244] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:34:22.147437] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:34:22.147485] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:34:22.147519] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:34:22.151105] [DEBUG] [FORECASTER] DHX: Forecast T+1@11:T+2@11: DOWN (p=11.83%)
[2025-11-25T23:34:22.151459] [INFO ] [FORECASTER] Completed predict_future for DHX
[2025-11-25T23:34:22.151624] [INFO ] [sig       ] DHX: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:34:22.301016] [INFO ] [LOCAL     ] Saved forecast: DHX	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/DHX.txt
[2025-11-25T23:34:22.301212] [INFO ] [sig       ] [956/3639] Completed DHX in 0.3s | 3.01 sym/s | Total: 5.3m | ETA: 14.9m
[2025-11-25T23:34:22.301353] [INFO ] [sig       ] [957/3639] Forecasting DIBS...
[2025-11-25T23:34:22.301402] [INFO ] [sig       ] Generating forecast for: DIBS
[2025-11-25T23:34:22.301472] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DIBS' from 'https://tdm.silogroup.org/data/derivative_storage/DIBS.csv'.
[2025-11-25T23:34:22.313220] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DIBS'.
[2025-11-25T23:34:22.313581] [INFO ] [FORECASTER] Starting predict_future for DIBS
[2025-11-25T23:34:22.314429] [DEBUG] [LOCAL     ] No optimal features file found for DIBS: ./output/feature-sets/DIBS.txt
[2025-11-25T23:34:22.314501] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:34:22.314557] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:34:22.314608] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:34:22.314718] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:34:22.372310] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:34:22.373017] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:34:22.373122] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:34:22.373176] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:34:22.462286] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:34:22.462438] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:34:22.462483] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:34:22.462519] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:34:22.465926] [DEBUG] [FORECASTER] DIBS: Forecast T+1@11:T+2@11: UP (p=95.46%)
[2025-11-25T23:34:22.466229] [INFO ] [FORECASTER] Completed predict_future for DIBS
[2025-11-25T23:34:22.466372] [INFO ] [sig       ] DIBS: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:34:22.614695] [INFO ] [LOCAL     ] Saved forecast: DIBS	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/DIBS.txt
[2025-11-25T23:34:22.614851] [INFO ] [sig       ] [957/3639] Completed DIBS in 0.3s | 3.01 sym/s | Total: 5.3m | ETA: 14.9m
[2025-11-25T23:34:22.614917] [INFO ] [sig       ] [958/3639] Forecasting DIN...
[2025-11-25T23:34:22.614973] [INFO ] [sig       ] Generating forecast for: DIN
[2025-11-25T23:34:22.615018] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DIN' from 'https://tdm.silogroup.org/data/derivative_storage/DIN.csv'.
[2025-11-25T23:34:22.625782] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DIN'.
[2025-11-25T23:34:22.626082] [INFO ] [FORECASTER] Starting predict_future for DIN
[2025-11-25T23:34:22.626889] [DEBUG] [LOCAL     ] No optimal features file found for DIN: ./output/feature-sets/DIN.txt
[2025-11-25T23:34:22.626959] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:34:22.627005] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:34:22.627046] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:34:22.627122] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:34:22.685811] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:34:22.686459] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:34:22.686561] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:34:22.686609] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:34:22.777200] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:34:22.777345] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:34:22.777418] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:34:22.777454] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:34:22.780946] [DEBUG] [FORECASTER] DIN: Forecast T+1@11:T+2@11: DOWN (p=14.26%)
[2025-11-25T23:34:22.781247] [INFO ] [FORECASTER] Completed predict_future for DIN
[2025-11-25T23:34:22.781386] [INFO ] [sig       ] DIN: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:34:22.927164] [INFO ] [LOCAL     ] Saved forecast: DIN	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/DIN.txt
[2025-11-25T23:34:22.927319] [INFO ] [sig       ] [958/3639] Completed DIN in 0.3s | 3.01 sym/s | Total: 5.3m | ETA: 14.9m
[2025-11-25T23:34:22.927390] [INFO ] [sig       ] [959/3639] Forecasting DINO...
[2025-11-25T23:34:22.927436] [INFO ] [sig       ] Generating forecast for: DINO
[2025-11-25T23:34:22.927480] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DINO' from 'https://tdm.silogroup.org/data/derivative_storage/DINO.csv'.
[2025-11-25T23:34:22.939577] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DINO'.
[2025-11-25T23:34:22.939974] [INFO ] [FORECASTER] Starting predict_future for DINO
[2025-11-25T23:34:22.940880] [DEBUG] [LOCAL     ] No optimal features file found for DINO: ./output/feature-sets/DINO.txt
[2025-11-25T23:34:22.940959] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:34:22.941026] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:34:22.941091] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:34:22.941189] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:34:23.001120] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:34:23.002059] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:34:23.002176] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:34:23.002248] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:34:23.117081] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:34:23.117283] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:34:23.117340] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:34:23.117407] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:34:23.120977] [DEBUG] [FORECASTER] DINO: Forecast T+1@11:T+2@11: UP (p=95.32%)
[2025-11-25T23:34:23.121282] [INFO ] [FORECASTER] Completed predict_future for DINO
[2025-11-25T23:34:23.121429] [INFO ] [sig       ] DINO: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:34:23.263615] [INFO ] [LOCAL     ] Saved forecast: DINO	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/DINO.txt
[2025-11-25T23:34:23.263801] [INFO ] [sig       ] [959/3639] Completed DINO in 0.3s | 3.01 sym/s | Total: 5.3m | ETA: 14.9m
[2025-11-25T23:34:23.263858] [INFO ] [sig       ] [960/3639] Forecasting DIOD...
[2025-11-25T23:34:23.263905] [INFO ] [sig       ] Generating forecast for: DIOD
[2025-11-25T23:34:23.263946] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DIOD' from 'https://tdm.silogroup.org/data/derivative_storage/DIOD.csv'.
[2025-11-25T23:34:23.275281] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DIOD'.
[2025-11-25T23:34:23.275617] [INFO ] [FORECASTER] Starting predict_future for DIOD
[2025-11-25T23:34:23.276464] [DEBUG] [LOCAL     ] No optimal features file found for DIOD: ./output/feature-sets/DIOD.txt
[2025-11-25T23:34:23.276538] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:34:23.276585] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:34:23.276625] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:34:23.276723] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:34:23.334730] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:34:23.335434] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:34:23.335529] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:34:23.335577] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:34:23.445079] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:34:23.445269] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:34:23.445314] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:34:23.445348] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:34:23.448846] [DEBUG] [FORECASTER] DIOD: Forecast T+1@11:T+2@11: UP (p=92.61%)
[2025-11-25T23:34:23.449148] [INFO ] [FORECASTER] Completed predict_future for DIOD
[2025-11-25T23:34:23.449291] [INFO ] [sig       ] DIOD: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:34:23.591565] [INFO ] [LOCAL     ] Saved forecast: DIOD	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/DIOD.txt
[2025-11-25T23:34:23.591778] [INFO ] [sig       ] [960/3639] Completed DIOD in 0.3s | 3.01 sym/s | Total: 5.3m | ETA: 14.8m
[2025-11-25T23:34:23.591839] [INFO ] [sig       ] [961/3639] Forecasting DIS...
[2025-11-25T23:34:23.591973] [INFO ] [sig       ] Generating forecast for: DIS
[2025-11-25T23:34:23.592029] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DIS' from 'https://tdm.silogroup.org/data/derivative_storage/DIS.csv'.
[2025-11-25T23:34:23.603918] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DIS'.
[2025-11-25T23:34:23.604281] [INFO ] [FORECASTER] Starting predict_future for DIS
[2025-11-25T23:34:23.605104] [DEBUG] [LOCAL     ] No optimal features file found for DIS: ./output/feature-sets/DIS.txt
[2025-11-25T23:34:23.605177] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:34:23.605225] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:34:23.605267] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:34:23.605336] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:34:23.663856] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:34:23.664587] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:34:23.664703] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:34:23.664752] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:34:23.777109] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:34:23.777337] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:34:23.777424] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:34:23.777489] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:34:23.781110] [DEBUG] [FORECASTER] DIS: Forecast T+1@11:T+2@11: DOWN (p=40.76%)
[2025-11-25T23:34:23.781568] [INFO ] [FORECASTER] Completed predict_future for DIS
[2025-11-25T23:34:23.781813] [INFO ] [sig       ] DIS: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:34:23.923797] [INFO ] [LOCAL     ] Saved forecast: DIS	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/DIS.txt
[2025-11-25T23:34:23.923985] [INFO ] [sig       ] [961/3639] Completed DIS in 0.3s | 3.01 sym/s | Total: 5.3m | ETA: 14.8m
[2025-11-25T23:34:23.924061] [INFO ] [sig       ] [962/3639] Forecasting DJCO...
[2025-11-25T23:34:23.924117] [INFO ] [sig       ] Generating forecast for: DJCO
[2025-11-25T23:34:23.924160] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DJCO' from 'https://tdm.silogroup.org/data/derivative_storage/DJCO.csv'.
[2025-11-25T23:34:23.935704] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DJCO'.
[2025-11-25T23:34:23.936119] [INFO ] [FORECASTER] Starting predict_future for DJCO
[2025-11-25T23:34:23.936965] [DEBUG] [LOCAL     ] No optimal features file found for DJCO: ./output/feature-sets/DJCO.txt
[2025-11-25T23:34:23.937035] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:34:23.937081] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:34:23.937132] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:34:23.937285] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:34:23.995306] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:34:23.996258] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:34:23.996366] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:34:23.996427] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:34:24.093474] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:34:24.093673] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:34:24.093725] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:34:24.093763] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:34:24.097271] [DEBUG] [FORECASTER] DJCO: Forecast T+1@11:T+2@11: UP (p=92.95%)
[2025-11-25T23:34:24.097593] [INFO ] [FORECASTER] Completed predict_future for DJCO
[2025-11-25T23:34:24.097788] [INFO ] [sig       ] DJCO: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:34:24.241182] [INFO ] [LOCAL     ] Saved forecast: DJCO	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/DJCO.txt
[2025-11-25T23:34:24.241370] [INFO ] [sig       ] [962/3639] Completed DJCO in 0.3s | 3.01 sym/s | Total: 5.3m | ETA: 14.8m
[2025-11-25T23:34:24.241436] [INFO ] [sig       ] [963/3639] Forecasting DK...
[2025-11-25T23:34:24.241481] [INFO ] [sig       ] Generating forecast for: DK
[2025-11-25T23:34:24.241524] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DK' from 'https://tdm.silogroup.org/data/derivative_storage/DK.csv'.
[2025-11-25T23:34:24.253455] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DK'.
[2025-11-25T23:34:24.253842] [INFO ] [FORECASTER] Starting predict_future for DK
[2025-11-25T23:34:24.254688] [DEBUG] [LOCAL     ] No optimal features file found for DK: ./output/feature-sets/DK.txt
[2025-11-25T23:34:24.254758] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:34:24.254805] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:34:24.254846] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:34:24.254916] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:34:24.315264] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:34:24.316110] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:34:24.316215] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:34:24.316265] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:34:24.413429] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:34:24.413620] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:34:24.413689] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:34:24.413732] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:34:24.417257] [DEBUG] [FORECASTER] DK: Forecast T+1@11:T+2@11: UP (p=88.44%)
[2025-11-25T23:34:24.417594] [INFO ] [FORECASTER] Completed predict_future for DK
[2025-11-25T23:34:24.417766] [INFO ] [sig       ] DK: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:34:24.561282] [INFO ] [LOCAL     ] Saved forecast: DK	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/DK.txt
[2025-11-25T23:34:24.561453] [INFO ] [sig       ] [963/3639] Completed DK in 0.3s | 3.01 sym/s | Total: 5.3m | ETA: 14.8m
[2025-11-25T23:34:24.561507] [INFO ] [sig       ] [964/3639] Forecasting DKL...
[2025-11-25T23:34:24.561550] [INFO ] [sig       ] Generating forecast for: DKL
[2025-11-25T23:34:24.561592] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DKL' from 'https://tdm.silogroup.org/data/derivative_storage/DKL.csv'.
[2025-11-25T23:34:24.573504] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DKL'.
[2025-11-25T23:34:24.573946] [INFO ] [FORECASTER] Starting predict_future for DKL
[2025-11-25T23:34:24.574794] [DEBUG] [LOCAL     ] No optimal features file found for DKL: ./output/feature-sets/DKL.txt
[2025-11-25T23:34:24.574869] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:34:24.574915] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:34:24.574956] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:34:24.575024] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:34:24.633628] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:34:24.634543] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:34:24.634672] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:34:24.634725] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:34:24.731806] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:34:24.732028] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:34:24.732077] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:34:24.732112] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:34:24.735789] [DEBUG] [FORECASTER] DKL: Forecast T+1@11:T+2@11: UP (p=86.97%)
[2025-11-25T23:34:24.736106] [INFO ] [FORECASTER] Completed predict_future for DKL
[2025-11-25T23:34:24.736253] [INFO ] [sig       ] DKL: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:34:24.879965] [INFO ] [LOCAL     ] Saved forecast: DKL	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/DKL.txt
[2025-11-25T23:34:24.880144] [INFO ] [sig       ] [964/3639] Completed DKL in 0.3s | 3.01 sym/s | Total: 5.3m | ETA: 14.8m
[2025-11-25T23:34:24.880199] [INFO ] [sig       ] [965/3639] Forecasting DKNG...
[2025-11-25T23:34:24.880243] [INFO ] [sig       ] Generating forecast for: DKNG
[2025-11-25T23:34:24.880286] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DKNG' from 'https://tdm.silogroup.org/data/derivative_storage/DKNG.csv'.
[2025-11-25T23:34:24.891703] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DKNG'.
[2025-11-25T23:34:24.892012] [INFO ] [FORECASTER] Starting predict_future for DKNG
[2025-11-25T23:34:24.892847] [DEBUG] [LOCAL     ] No optimal features file found for DKNG: ./output/feature-sets/DKNG.txt
[2025-11-25T23:34:24.892917] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:34:24.892964] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:34:24.893005] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:34:24.893075] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:34:24.951787] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:34:24.952585] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:34:24.952707] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:34:24.952758] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:34:25.045141] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:34:25.045345] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:34:25.045391] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:34:25.045427] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:34:25.048952] [DEBUG] [FORECASTER] DKNG: Forecast T+1@11:T+2@11: UP (p=74.62%)
[2025-11-25T23:34:25.049296] [INFO ] [FORECASTER] Completed predict_future for DKNG
[2025-11-25T23:34:25.049455] [INFO ] [sig       ] DKNG: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:34:25.192987] [INFO ] [LOCAL     ] Saved forecast: DKNG	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/DKNG.txt
[2025-11-25T23:34:25.193156] [INFO ] [sig       ] [965/3639] Completed DKNG in 0.3s | 3.01 sym/s | Total: 5.3m | ETA: 14.8m
[2025-11-25T23:34:25.193211] [INFO ] [sig       ] [966/3639] Forecasting DKS...
[2025-11-25T23:34:25.193249] [INFO ] [sig       ] Generating forecast for: DKS
[2025-11-25T23:34:25.193294] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DKS' from 'https://tdm.silogroup.org/data/derivative_storage/DKS.csv'.
[2025-11-25T23:34:25.204683] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DKS'.
[2025-11-25T23:34:25.205027] [INFO ] [FORECASTER] Starting predict_future for DKS
[2025-11-25T23:34:25.205836] [DEBUG] [LOCAL     ] No optimal features file found for DKS: ./output/feature-sets/DKS.txt
[2025-11-25T23:34:25.205905] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:34:25.205951] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:34:25.205992] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:34:25.206060] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:34:25.265344] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:34:25.266220] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:34:25.266322] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:34:25.266371] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:34:25.362377] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:34:25.362558] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:34:25.362604] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:34:25.362639] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:34:25.366232] [DEBUG] [FORECASTER] DKS: Forecast T+1@11:T+2@11: UP (p=70.67%)
[2025-11-25T23:34:25.366526] [INFO ] [FORECASTER] Completed predict_future for DKS
[2025-11-25T23:34:25.366686] [INFO ] [sig       ] DKS: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:34:25.511805] [INFO ] [LOCAL     ] Saved forecast: DKS	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/DKS.txt
[2025-11-25T23:34:25.511990] [INFO ] [sig       ] [966/3639] Completed DKS in 0.3s | 3.01 sym/s | Total: 5.4m | ETA: 14.8m
[2025-11-25T23:34:25.512041] [INFO ] [sig       ] [967/3639] Forecasting DLB...
[2025-11-25T23:34:25.512086] [INFO ] [sig       ] Generating forecast for: DLB
[2025-11-25T23:34:25.512222] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DLB' from 'https://tdm.silogroup.org/data/derivative_storage/DLB.csv'.
[2025-11-25T23:34:25.524486] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DLB'.
[2025-11-25T23:34:25.524856] [INFO ] [FORECASTER] Starting predict_future for DLB
[2025-11-25T23:34:25.525714] [DEBUG] [LOCAL     ] No optimal features file found for DLB: ./output/feature-sets/DLB.txt
[2025-11-25T23:34:25.525799] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:34:25.525847] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:34:25.525888] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:34:25.525957] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:34:25.585889] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:34:25.586541] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:34:25.586671] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:34:25.586728] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:34:25.681113] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:34:25.681233] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:34:25.681275] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:34:25.681308] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:34:25.684448] [DEBUG] [FORECASTER] DLB: Forecast T+1@11:T+2@11: DOWN (p=18.49%)
[2025-11-25T23:34:25.684762] [INFO ] [FORECASTER] Completed predict_future for DLB
[2025-11-25T23:34:25.684907] [INFO ] [sig       ] DLB: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:34:25.826526] [INFO ] [LOCAL     ] Saved forecast: DLB	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/DLB.txt
[2025-11-25T23:34:25.826695] [INFO ] [sig       ] [967/3639] Completed DLB in 0.3s | 3.01 sym/s | Total: 5.4m | ETA: 14.8m
[2025-11-25T23:34:25.826761] [INFO ] [sig       ] [968/3639] Forecasting DLHC...
[2025-11-25T23:34:25.826805] [INFO ] [sig       ] Generating forecast for: DLHC
[2025-11-25T23:34:25.826849] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DLHC' from 'https://tdm.silogroup.org/data/derivative_storage/DLHC.csv'.
[2025-11-25T23:34:25.838564] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DLHC'.
[2025-11-25T23:34:25.838909] [INFO ] [FORECASTER] Starting predict_future for DLHC
[2025-11-25T23:34:25.839776] [DEBUG] [LOCAL     ] No optimal features file found for DLHC: ./output/feature-sets/DLHC.txt
[2025-11-25T23:34:25.839859] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:34:25.839915] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:34:25.839957] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:34:25.840026] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:34:25.898396] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:34:25.899046] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:34:25.899140] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:34:25.899182] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:34:25.986932] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:34:25.987071] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:34:25.987114] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:34:25.987148] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:34:25.990466] [DEBUG] [FORECASTER] DLHC: Forecast T+1@11:T+2@11: DOWN (p=4.38%)
[2025-11-25T23:34:25.990797] [INFO ] [FORECASTER] Completed predict_future for DLHC
[2025-11-25T23:34:25.990957] [INFO ] [sig       ] DLHC: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:34:26.133721] [INFO ] [LOCAL     ] Saved forecast: DLHC	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/DLHC.txt
[2025-11-25T23:34:26.133913] [INFO ] [sig       ] [968/3639] Completed DLHC in 0.3s | 3.01 sym/s | Total: 5.4m | ETA: 14.8m
[2025-11-25T23:34:26.133970] [INFO ] [sig       ] [969/3639] Forecasting DLNG...
[2025-11-25T23:34:26.134015] [INFO ] [sig       ] Generating forecast for: DLNG
[2025-11-25T23:34:26.134056] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DLNG' from 'https://tdm.silogroup.org/data/derivative_storage/DLNG.csv'.
[2025-11-25T23:34:26.146020] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DLNG'.
[2025-11-25T23:34:26.146361] [INFO ] [FORECASTER] Starting predict_future for DLNG
[2025-11-25T23:34:26.147170] [DEBUG] [LOCAL     ] No optimal features file found for DLNG: ./output/feature-sets/DLNG.txt
[2025-11-25T23:34:26.147240] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:34:26.147286] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:34:26.147327] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:34:26.147424] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:34:26.205489] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:34:26.206139] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:34:26.206233] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:34:26.206281] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:34:26.295351] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:34:26.295542] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:34:26.295588] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:34:26.295624] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:34:26.299055] [DEBUG] [FORECASTER] DLNG: Forecast T+1@11:T+2@11: DOWN (p=10.74%)
[2025-11-25T23:34:26.299377] [INFO ] [FORECASTER] Completed predict_future for DLNG
[2025-11-25T23:34:26.299530] [INFO ] [sig       ] DLNG: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:34:26.439954] [INFO ] [LOCAL     ] Saved forecast: DLNG	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/DLNG.txt
[2025-11-25T23:34:26.440109] [INFO ] [sig       ] [969/3639] Completed DLNG in 0.3s | 3.01 sym/s | Total: 5.4m | ETA: 14.8m
[2025-11-25T23:34:26.440163] [INFO ] [sig       ] [970/3639] Forecasting DLO...
[2025-11-25T23:34:26.440205] [INFO ] [sig       ] Generating forecast for: DLO
[2025-11-25T23:34:26.440246] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DLO' from 'https://tdm.silogroup.org/data/derivative_storage/DLO.csv'.
[2025-11-25T23:34:26.451427] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DLO'.
[2025-11-25T23:34:26.451743] [INFO ] [FORECASTER] Starting predict_future for DLO
[2025-11-25T23:34:26.452554] [DEBUG] [LOCAL     ] No optimal features file found for DLO: ./output/feature-sets/DLO.txt
[2025-11-25T23:34:26.452623] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:34:26.452694] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:34:26.452733] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:34:26.452796] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:34:26.509658] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:34:26.510295] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:34:26.510389] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:34:26.510436] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:34:26.582325] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:34:26.582523] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:34:26.582569] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:34:26.582603] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:34:26.586112] [DEBUG] [FORECASTER] DLO: Forecast T+1@11:T+2@11: UP (p=73.27%)
[2025-11-25T23:34:26.586413] [INFO ] [FORECASTER] Completed predict_future for DLO
[2025-11-25T23:34:26.586553] [INFO ] [sig       ] DLO: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:34:26.725907] [INFO ] [LOCAL     ] Saved forecast: DLO	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/DLO.txt
[2025-11-25T23:34:26.726043] [INFO ] [sig       ] [970/3639] Completed DLO in 0.3s | 3.01 sym/s | Total: 5.4m | ETA: 14.8m
[2025-11-25T23:34:26.726107] [INFO ] [sig       ] [971/3639] Forecasting DLPN...
[2025-11-25T23:34:26.726150] [INFO ] [sig       ] Generating forecast for: DLPN
[2025-11-25T23:34:26.726190] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DLPN' from 'https://tdm.silogroup.org/data/derivative_storage/DLPN.csv'.
[2025-11-25T23:34:26.737658] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DLPN'.
[2025-11-25T23:34:26.737984] [INFO ] [FORECASTER] Starting predict_future for DLPN
[2025-11-25T23:34:26.738801] [DEBUG] [LOCAL     ] No optimal features file found for DLPN: ./output/feature-sets/DLPN.txt
[2025-11-25T23:34:26.738870] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:34:26.738913] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:34:26.738954] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:34:26.739021] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:34:26.795682] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:34:26.796310] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:34:26.796404] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:34:26.796450] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:34:26.859176] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:34:26.859318] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:34:26.859361] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:34:26.859395] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:34:26.862590] [DEBUG] [FORECASTER] DLPN: Forecast T+1@11:T+2@11: DOWN (p=32.61%)
[2025-11-25T23:34:26.862896] [INFO ] [FORECASTER] Completed predict_future for DLPN
[2025-11-25T23:34:26.863030] [INFO ] [sig       ] DLPN: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:34:27.003793] [INFO ] [LOCAL     ] Saved forecast: DLPN	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/DLPN.txt
[2025-11-25T23:34:27.003942] [INFO ] [sig       ] [971/3639] Completed DLPN in 0.3s | 3.01 sym/s | Total: 5.4m | ETA: 14.8m
[2025-11-25T23:34:27.003996] [INFO ] [sig       ] [972/3639] Forecasting DLTH...
[2025-11-25T23:34:27.004040] [INFO ] [sig       ] Generating forecast for: DLTH
[2025-11-25T23:34:27.004081] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DLTH' from 'https://tdm.silogroup.org/data/derivative_storage/DLTH.csv'.
[2025-11-25T23:34:27.015118] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DLTH'.
[2025-11-25T23:34:27.015437] [INFO ] [FORECASTER] Starting predict_future for DLTH
[2025-11-25T23:34:27.016256] [DEBUG] [LOCAL     ] No optimal features file found for DLTH: ./output/feature-sets/DLTH.txt
[2025-11-25T23:34:27.016324] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:34:27.016370] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:34:27.016410] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:34:27.016482] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:34:27.073210] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:34:27.073848] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:34:27.073945] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:34:27.073993] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:34:27.178758] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:34:27.178959] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:34:27.179005] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:34:27.179039] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:34:27.182427] [DEBUG] [FORECASTER] DLTH: Forecast T+1@11:T+2@11: DOWN (p=33.38%)
[2025-11-25T23:34:27.182754] [INFO ] [FORECASTER] Completed predict_future for DLTH
[2025-11-25T23:34:27.182897] [INFO ] [sig       ] DLTH: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:34:27.322806] [INFO ] [LOCAL     ] Saved forecast: DLTH	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/DLTH.txt
[2025-11-25T23:34:27.322952] [INFO ] [sig       ] [972/3639] Completed DLTH in 0.3s | 3.01 sym/s | Total: 5.4m | ETA: 14.8m
[2025-11-25T23:34:27.323008] [INFO ] [sig       ] [973/3639] Forecasting DLX...
[2025-11-25T23:34:27.323056] [INFO ] [sig       ] Generating forecast for: DLX
[2025-11-25T23:34:27.323104] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DLX' from 'https://tdm.silogroup.org/data/derivative_storage/DLX.csv'.
[2025-11-25T23:34:27.334520] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DLX'.
[2025-11-25T23:34:27.334851] [INFO ] [FORECASTER] Starting predict_future for DLX
[2025-11-25T23:34:27.335667] [DEBUG] [LOCAL     ] No optimal features file found for DLX: ./output/feature-sets/DLX.txt
[2025-11-25T23:34:27.335737] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:34:27.335785] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:34:27.335826] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:34:27.335896] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:34:27.397303] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:34:27.398183] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:34:27.398298] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:34:27.398347] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:34:27.507777] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:34:27.507949] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:34:27.507997] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:34:27.508031] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:34:27.511406] [DEBUG] [FORECASTER] DLX: Forecast T+1@11:T+2@11: DOWN (p=8.87%)
[2025-11-25T23:34:27.511736] [INFO ] [FORECASTER] Completed predict_future for DLX
[2025-11-25T23:34:27.512048] [INFO ] [sig       ] DLX: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:34:27.652761] [INFO ] [LOCAL     ] Saved forecast: DLX	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/DLX.txt
[2025-11-25T23:34:27.652917] [INFO ] [sig       ] [973/3639] Completed DLX in 0.3s | 3.01 sym/s | Total: 5.4m | ETA: 14.8m
[2025-11-25T23:34:27.652973] [INFO ] [sig       ] [974/3639] Forecasting DLY...
[2025-11-25T23:34:27.653018] [INFO ] [sig       ] Generating forecast for: DLY
[2025-11-25T23:34:27.653062] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DLY' from 'https://tdm.silogroup.org/data/derivative_storage/DLY.csv'.
[2025-11-25T23:34:27.664596] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DLY'.
[2025-11-25T23:34:27.664955] [INFO ] [FORECASTER] Starting predict_future for DLY
[2025-11-25T23:34:27.665781] [DEBUG] [LOCAL     ] No optimal features file found for DLY: ./output/feature-sets/DLY.txt
[2025-11-25T23:34:27.665849] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:34:27.665894] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:34:27.665933] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:34:27.666001] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:34:27.723040] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:34:27.723816] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:34:27.723916] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:34:27.723963] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:34:27.809603] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:34:27.809803] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:34:27.809870] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:34:27.809906] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:34:27.813423] [DEBUG] [FORECASTER] DLY: Forecast T+1@11:T+2@11: UP (p=93.78%)
[2025-11-25T23:34:27.813752] [INFO ] [FORECASTER] Completed predict_future for DLY
[2025-11-25T23:34:27.813902] [INFO ] [sig       ] DLY: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:34:27.955623] [INFO ] [LOCAL     ] Saved forecast: DLY	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/DLY.txt
[2025-11-25T23:34:27.955841] [INFO ] [sig       ] [974/3639] Completed DLY in 0.3s | 3.01 sym/s | Total: 5.4m | ETA: 14.8m
[2025-11-25T23:34:27.955900] [INFO ] [sig       ] [975/3639] Forecasting DMAC...
[2025-11-25T23:34:27.955944] [INFO ] [sig       ] Generating forecast for: DMAC
[2025-11-25T23:34:27.955988] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DMAC' from 'https://tdm.silogroup.org/data/derivative_storage/DMAC.csv'.
[2025-11-25T23:34:27.967768] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DMAC'.
[2025-11-25T23:34:27.968113] [INFO ] [FORECASTER] Starting predict_future for DMAC
[2025-11-25T23:34:27.969035] [DEBUG] [LOCAL     ] No optimal features file found for DMAC: ./output/feature-sets/DMAC.txt
[2025-11-25T23:34:27.969106] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:34:27.969152] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:34:27.969193] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:34:27.969262] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:34:28.027043] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:34:28.027850] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:34:28.027949] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:34:28.027994] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:34:28.126660] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:34:28.126818] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:34:28.126886] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:34:28.126932] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:34:28.130409] [DEBUG] [FORECASTER] DMAC: Forecast T+1@11:T+2@11: UP (p=95.06%)
[2025-11-25T23:34:28.130743] [INFO ] [FORECASTER] Completed predict_future for DMAC
[2025-11-25T23:34:28.130913] [INFO ] [sig       ] DMAC: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:34:28.274506] [INFO ] [LOCAL     ] Saved forecast: DMAC	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/DMAC.txt
[2025-11-25T23:34:28.274701] [INFO ] [sig       ] [975/3639] Completed DMAC in 0.3s | 3.01 sym/s | Total: 5.4m | ETA: 14.8m
[2025-11-25T23:34:28.274760] [INFO ] [sig       ] [976/3639] Forecasting DMB...
[2025-11-25T23:34:28.274808] [INFO ] [sig       ] Generating forecast for: DMB
[2025-11-25T23:34:28.274861] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DMB' from 'https://tdm.silogroup.org/data/derivative_storage/DMB.csv'.
[2025-11-25T23:34:28.288433] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DMB'.
[2025-11-25T23:34:28.288890] [INFO ] [FORECASTER] Starting predict_future for DMB
[2025-11-25T23:34:28.289745] [DEBUG] [LOCAL     ] No optimal features file found for DMB: ./output/feature-sets/DMB.txt
[2025-11-25T23:34:28.289814] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:34:28.289862] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:34:28.289900] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:34:28.289967] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:34:28.347048] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:34:28.347968] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:34:28.348075] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:34:28.348159] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:34:28.434967] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:34:28.435119] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:34:28.435164] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:34:28.435199] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:34:28.438547] [DEBUG] [FORECASTER] DMB: Forecast T+1@11:T+2@11: DOWN (p=41.30%)
[2025-11-25T23:34:28.438893] [INFO ] [FORECASTER] Completed predict_future for DMB
[2025-11-25T23:34:28.439054] [INFO ] [sig       ] DMB: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:34:28.579553] [INFO ] [LOCAL     ] Saved forecast: DMB	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/DMB.txt
[2025-11-25T23:34:28.579719] [INFO ] [sig       ] [976/3639] Completed DMB in 0.3s | 3.01 sym/s | Total: 5.4m | ETA: 14.7m
[2025-11-25T23:34:28.579787] [INFO ] [sig       ] [977/3639] Forecasting DMLP...
[2025-11-25T23:34:28.579842] [INFO ] [sig       ] Generating forecast for: DMLP
[2025-11-25T23:34:28.579895] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DMLP' from 'https://tdm.silogroup.org/data/derivative_storage/DMLP.csv'.
[2025-11-25T23:34:28.591191] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DMLP'.
[2025-11-25T23:34:28.591519] [INFO ] [FORECASTER] Starting predict_future for DMLP
[2025-11-25T23:34:28.592357] [DEBUG] [LOCAL     ] No optimal features file found for DMLP: ./output/feature-sets/DMLP.txt
[2025-11-25T23:34:28.592426] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:34:28.592471] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:34:28.592510] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:34:28.592578] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:34:28.649763] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:34:28.650711] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:34:28.650814] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:34:28.650859] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:34:28.740073] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:34:28.740264] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:34:28.740310] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:34:28.740344] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:34:28.743913] [DEBUG] [FORECASTER] DMLP: Forecast T+1@11:T+2@11: UP (p=91.23%)
[2025-11-25T23:34:28.744235] [INFO ] [FORECASTER] Completed predict_future for DMLP
[2025-11-25T23:34:28.744395] [INFO ] [sig       ] DMLP: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:34:28.884519] [INFO ] [LOCAL     ] Saved forecast: DMLP	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/DMLP.txt
[2025-11-25T23:34:28.884698] [INFO ] [sig       ] [977/3639] Completed DMLP in 0.3s | 3.01 sym/s | Total: 5.4m | ETA: 14.7m
[2025-11-25T23:34:28.884755] [INFO ] [sig       ] [978/3639] Forecasting DMO...
[2025-11-25T23:34:28.884797] [INFO ] [sig       ] Generating forecast for: DMO
[2025-11-25T23:34:28.884839] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DMO' from 'https://tdm.silogroup.org/data/derivative_storage/DMO.csv'.
[2025-11-25T23:34:28.896717] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DMO'.
[2025-11-25T23:34:28.897018] [INFO ] [FORECASTER] Starting predict_future for DMO
[2025-11-25T23:34:28.897858] [DEBUG] [LOCAL     ] No optimal features file found for DMO: ./output/feature-sets/DMO.txt
[2025-11-25T23:34:28.897931] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:34:28.897991] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:34:28.898033] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:34:28.898100] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:34:28.956525] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:34:28.957521] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:34:28.957628] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:34:28.957702] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:34:29.047109] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:34:29.047303] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:34:29.047350] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:34:29.047405] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:34:29.050903] [DEBUG] [FORECASTER] DMO: Forecast T+1@11:T+2@11: DOWN (p=25.57%)
[2025-11-25T23:34:29.051211] [INFO ] [FORECASTER] Completed predict_future for DMO
[2025-11-25T23:34:29.051362] [INFO ] [sig       ] DMO: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:34:29.197696] [INFO ] [LOCAL     ] Saved forecast: DMO	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/DMO.txt
[2025-11-25T23:34:29.197892] [INFO ] [sig       ] [978/3639] Completed DMO in 0.3s | 3.01 sym/s | Total: 5.4m | ETA: 14.7m
[2025-11-25T23:34:29.197947] [INFO ] [sig       ] [979/3639] Forecasting DMRC...
[2025-11-25T23:34:29.198081] [INFO ] [sig       ] Generating forecast for: DMRC
[2025-11-25T23:34:29.198136] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DMRC' from 'https://tdm.silogroup.org/data/derivative_storage/DMRC.csv'.
[2025-11-25T23:34:29.209970] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DMRC'.
[2025-11-25T23:34:29.210384] [INFO ] [FORECASTER] Starting predict_future for DMRC
[2025-11-25T23:34:29.211283] [DEBUG] [LOCAL     ] No optimal features file found for DMRC: ./output/feature-sets/DMRC.txt
[2025-11-25T23:34:29.211356] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:34:29.211405] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:34:29.211448] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:34:29.211518] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:34:29.271491] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:34:29.272417] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:34:29.272517] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:34:29.272559] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:34:29.367764] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:34:29.367954] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:34:29.368000] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:34:29.368035] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:34:29.371510] [DEBUG] [FORECASTER] DMRC: Forecast T+1@11:T+2@11: UP (p=60.87%)
[2025-11-25T23:34:29.371832] [INFO ] [FORECASTER] Completed predict_future for DMRC
[2025-11-25T23:34:29.371980] [INFO ] [sig       ] DMRC: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:34:29.517808] [INFO ] [LOCAL     ] Saved forecast: DMRC	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/DMRC.txt
[2025-11-25T23:34:29.518009] [INFO ] [sig       ] [979/3639] Completed DMRC in 0.3s | 3.01 sym/s | Total: 5.4m | ETA: 14.7m
[2025-11-25T23:34:29.518086] [INFO ] [sig       ] [980/3639] Forecasting DMXF...
[2025-11-25T23:34:29.518140] [INFO ] [sig       ] Generating forecast for: DMXF
[2025-11-25T23:34:29.518195] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DMXF' from 'https://tdm.silogroup.org/data/derivative_storage/DMXF.csv'.
[2025-11-25T23:34:29.530493] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DMXF'.
[2025-11-25T23:34:29.531006] [INFO ] [FORECASTER] Starting predict_future for DMXF
[2025-11-25T23:34:29.531908] [DEBUG] [LOCAL     ] No optimal features file found for DMXF: ./output/feature-sets/DMXF.txt
[2025-11-25T23:34:29.531986] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:34:29.532035] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:34:29.532078] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:34:29.532149] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:34:29.591778] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:34:29.592768] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:34:29.592888] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:34:29.592939] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:34:29.688085] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:34:29.688292] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:34:29.688341] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:34:29.688378] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:34:29.692040] [DEBUG] [FORECASTER] DMXF: Forecast T+1@11:T+2@11: UP (p=89.05%)
[2025-11-25T23:34:29.692424] [INFO ] [FORECASTER] Completed predict_future for DMXF
[2025-11-25T23:34:29.692586] [INFO ] [sig       ] DMXF: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:34:29.838079] [INFO ] [LOCAL     ] Saved forecast: DMXF	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/DMXF.txt
[2025-11-25T23:34:29.838272] [INFO ] [sig       ] [980/3639] Completed DMXF in 0.3s | 3.01 sym/s | Total: 5.4m | ETA: 14.7m
[2025-11-25T23:34:29.838351] [INFO ] [sig       ] [981/3639] Forecasting DNA...
[2025-11-25T23:34:29.838405] [INFO ] [sig       ] Generating forecast for: DNA
[2025-11-25T23:34:29.838450] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DNA' from 'https://tdm.silogroup.org/data/derivative_storage/DNA.csv'.
[2025-11-25T23:34:29.849309] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DNA'.
[2025-11-25T23:34:29.849754] [INFO ] [FORECASTER] Starting predict_future for DNA
[2025-11-25T23:34:29.850561] [DEBUG] [LOCAL     ] No optimal features file found for DNA: ./output/feature-sets/DNA.txt
[2025-11-25T23:34:29.850631] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:34:29.850699] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:34:29.850743] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:34:29.850812] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:34:29.909207] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:34:29.910120] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:34:29.910221] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:34:29.910269] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:34:30.004975] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:34:30.005176] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:34:30.005223] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:34:30.005258] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:34:30.008779] [DEBUG] [FORECASTER] DNA: Forecast T+1@11:T+2@11: UP (p=63.02%)
[2025-11-25T23:34:30.009108] [INFO ] [FORECASTER] Completed predict_future for DNA
[2025-11-25T23:34:30.009257] [INFO ] [sig       ] DNA: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:34:30.149972] [INFO ] [LOCAL     ] Saved forecast: DNA	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/DNA.txt
[2025-11-25T23:34:30.150130] [INFO ] [sig       ] [981/3639] Completed DNA in 0.3s | 3.01 sym/s | Total: 5.4m | ETA: 14.7m
[2025-11-25T23:34:30.150185] [INFO ] [sig       ] [982/3639] Forecasting DNLI...
[2025-11-25T23:34:30.150239] [INFO ] [sig       ] Generating forecast for: DNLI
[2025-11-25T23:34:30.150285] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DNLI' from 'https://tdm.silogroup.org/data/derivative_storage/DNLI.csv'.
[2025-11-25T23:34:30.161764] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DNLI'.
[2025-11-25T23:34:30.162080] [INFO ] [FORECASTER] Starting predict_future for DNLI
[2025-11-25T23:34:30.163070] [DEBUG] [LOCAL     ] No optimal features file found for DNLI: ./output/feature-sets/DNLI.txt
[2025-11-25T23:34:30.163139] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:34:30.163185] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:34:30.163225] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:34:30.163293] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:34:30.223190] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:34:30.224102] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:34:30.224210] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:34:30.224260] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:34:30.320217] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:34:30.320420] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:34:30.320466] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:34:30.320501] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:34:30.323998] [DEBUG] [FORECASTER] DNLI: Forecast T+1@11:T+2@11: DOWN (p=17.95%)
[2025-11-25T23:34:30.324336] [INFO ] [FORECASTER] Completed predict_future for DNLI
[2025-11-25T23:34:30.324499] [INFO ] [sig       ] DNLI: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:34:30.469749] [INFO ] [LOCAL     ] Saved forecast: DNLI	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/DNLI.txt
[2025-11-25T23:34:30.469911] [INFO ] [sig       ] [982/3639] Completed DNLI in 0.3s | 3.01 sym/s | Total: 5.4m | ETA: 14.7m
[2025-11-25T23:34:30.469966] [INFO ] [sig       ] [983/3639] Forecasting DNP...
[2025-11-25T23:34:30.470009] [INFO ] [sig       ] Generating forecast for: DNP
[2025-11-25T23:34:30.470050] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DNP' from 'https://tdm.silogroup.org/data/derivative_storage/DNP.csv'.
[2025-11-25T23:34:30.481259] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DNP'.
[2025-11-25T23:34:30.481585] [INFO ] [FORECASTER] Starting predict_future for DNP
[2025-11-25T23:34:30.482386] [DEBUG] [LOCAL     ] No optimal features file found for DNP: ./output/feature-sets/DNP.txt
[2025-11-25T23:34:30.482457] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:34:30.482503] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:34:30.482544] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:34:30.482612] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:34:30.540064] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:34:30.540833] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:34:30.540931] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:34:30.540978] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:34:30.644820] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:34:30.645033] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:34:30.645084] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:34:30.645118] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:34:30.648920] [DEBUG] [FORECASTER] DNP: Forecast T+1@11:T+2@11: UP (p=81.66%)
[2025-11-25T23:34:30.649394] [INFO ] [FORECASTER] Completed predict_future for DNP
[2025-11-25T23:34:30.649623] [INFO ] [sig       ] DNP: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:34:30.799020] [INFO ] [LOCAL     ] Saved forecast: DNP	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/DNP.txt
[2025-11-25T23:34:30.799204] [INFO ] [sig       ] [983/3639] Completed DNP in 0.3s | 3.01 sym/s | Total: 5.4m | ETA: 14.7m
[2025-11-25T23:34:30.799288] [INFO ] [sig       ] [984/3639] Forecasting DNTH...
[2025-11-25T23:34:30.799344] [INFO ] [sig       ] Generating forecast for: DNTH
[2025-11-25T23:34:30.799390] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DNTH' from 'https://tdm.silogroup.org/data/derivative_storage/DNTH.csv'.
[2025-11-25T23:34:30.810980] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DNTH'.
[2025-11-25T23:34:30.811337] [INFO ] [FORECASTER] Starting predict_future for DNTH
[2025-11-25T23:34:30.812195] [DEBUG] [LOCAL     ] No optimal features file found for DNTH: ./output/feature-sets/DNTH.txt
[2025-11-25T23:34:30.812264] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:34:30.812323] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:34:30.812373] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:34:30.812459] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:34:30.869588] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:34:30.870489] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:34:30.870589] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:34:30.870636] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:34:30.980290] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:34:30.980479] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:34:30.980526] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:34:30.980562] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:34:30.984066] [DEBUG] [FORECASTER] DNTH: Forecast T+1@11:T+2@11: UP (p=53.51%)
[2025-11-25T23:34:30.984371] [INFO ] [FORECASTER] Completed predict_future for DNTH
[2025-11-25T23:34:30.984527] [INFO ] [sig       ] DNTH: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:34:31.124872] [INFO ] [LOCAL     ] Saved forecast: DNTH	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/DNTH.txt
[2025-11-25T23:34:31.125037] [INFO ] [sig       ] [984/3639] Completed DNTH in 0.3s | 3.01 sym/s | Total: 5.4m | ETA: 14.7m
[2025-11-25T23:34:31.125093] [INFO ] [sig       ] [985/3639] Forecasting DOCN...
[2025-11-25T23:34:31.125136] [INFO ] [sig       ] Generating forecast for: DOCN
[2025-11-25T23:34:31.125177] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DOCN' from 'https://tdm.silogroup.org/data/derivative_storage/DOCN.csv'.
[2025-11-25T23:34:31.136785] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DOCN'.
[2025-11-25T23:34:31.137060] [INFO ] [FORECASTER] Starting predict_future for DOCN
[2025-11-25T23:34:31.137897] [DEBUG] [LOCAL     ] No optimal features file found for DOCN: ./output/feature-sets/DOCN.txt
[2025-11-25T23:34:31.137966] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:34:31.138011] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:34:31.138052] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:34:31.138120] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:34:31.194794] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:34:31.195397] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:34:31.195494] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:34:31.195551] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:34:31.290587] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:34:31.290715] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:34:31.290762] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:34:31.290816] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:34:31.293886] [DEBUG] [FORECASTER] DOCN: Forecast T+1@11:T+2@11: DOWN (p=36.80%)
[2025-11-25T23:34:31.294160] [INFO ] [FORECASTER] Completed predict_future for DOCN
[2025-11-25T23:34:31.294300] [INFO ] [sig       ] DOCN: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:34:31.434131] [INFO ] [LOCAL     ] Saved forecast: DOCN	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/DOCN.txt
[2025-11-25T23:34:31.434260] [INFO ] [sig       ] [985/3639] Completed DOCN in 0.3s | 3.01 sym/s | Total: 5.5m | ETA: 14.7m
[2025-11-25T23:34:31.434314] [INFO ] [sig       ] [986/3639] Forecasting DOCS...
[2025-11-25T23:34:31.434357] [INFO ] [sig       ] Generating forecast for: DOCS
[2025-11-25T23:34:31.434399] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DOCS' from 'https://tdm.silogroup.org/data/derivative_storage/DOCS.csv'.
[2025-11-25T23:34:31.445749] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DOCS'.
[2025-11-25T23:34:31.446029] [INFO ] [FORECASTER] Starting predict_future for DOCS
[2025-11-25T23:34:31.446826] [DEBUG] [LOCAL     ] No optimal features file found for DOCS: ./output/feature-sets/DOCS.txt
[2025-11-25T23:34:31.446900] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:34:31.446945] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:34:31.446983] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:34:31.447053] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:34:31.503715] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:34:31.504311] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:34:31.504406] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:34:31.504454] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:34:31.600271] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:34:31.600371] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:34:31.600413] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:34:31.600446] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:34:31.603524] [DEBUG] [FORECASTER] DOCS: Forecast T+1@11:T+2@11: UP (p=98.07%)
[2025-11-25T23:34:31.603825] [INFO ] [FORECASTER] Completed predict_future for DOCS
[2025-11-25T23:34:31.603971] [INFO ] [sig       ] DOCS: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:34:31.745979] [INFO ] [LOCAL     ] Saved forecast: DOCS	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/DOCS.txt
[2025-11-25T23:34:31.746114] [INFO ] [sig       ] [986/3639] Completed DOCS in 0.3s | 3.01 sym/s | Total: 5.5m | ETA: 14.7m
[2025-11-25T23:34:31.746169] [INFO ] [sig       ] [987/3639] Forecasting DOGZ...
[2025-11-25T23:34:31.746212] [INFO ] [sig       ] Generating forecast for: DOGZ
[2025-11-25T23:34:31.746253] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DOGZ' from 'https://tdm.silogroup.org/data/derivative_storage/DOGZ.csv'.
[2025-11-25T23:34:31.757293] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DOGZ'.
[2025-11-25T23:34:31.757609] [INFO ] [FORECASTER] Starting predict_future for DOGZ
[2025-11-25T23:34:31.758418] [DEBUG] [LOCAL     ] No optimal features file found for DOGZ: ./output/feature-sets/DOGZ.txt
[2025-11-25T23:34:31.758488] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:34:31.758534] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:34:31.758573] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:34:31.758663] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:34:31.817350] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:34:31.818238] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:34:31.818331] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:34:31.818392] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:34:31.912899] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:34:31.913016] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:34:31.913062] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:34:31.913097] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:34:31.916270] [DEBUG] [FORECASTER] DOGZ: Forecast T+1@11:T+2@11: UP (p=85.49%)
[2025-11-25T23:34:31.916547] [INFO ] [FORECASTER] Completed predict_future for DOGZ
[2025-11-25T23:34:31.916710] [INFO ] [sig       ] DOGZ: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:34:32.056731] [INFO ] [LOCAL     ] Saved forecast: DOGZ	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/DOGZ.txt
[2025-11-25T23:34:32.056859] [INFO ] [sig       ] [987/3639] Completed DOGZ in 0.3s | 3.01 sym/s | Total: 5.5m | ETA: 14.7m
[2025-11-25T23:34:32.056912] [INFO ] [sig       ] [988/3639] Forecasting DOLE...
[2025-11-25T23:34:32.056956] [INFO ] [sig       ] Generating forecast for: DOLE
[2025-11-25T23:34:32.056997] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DOLE' from 'https://tdm.silogroup.org/data/derivative_storage/DOLE.csv'.
[2025-11-25T23:34:32.068538] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DOLE'.
[2025-11-25T23:34:32.068842] [INFO ] [FORECASTER] Starting predict_future for DOLE
[2025-11-25T23:34:32.069629] [DEBUG] [LOCAL     ] No optimal features file found for DOLE: ./output/feature-sets/DOLE.txt
[2025-11-25T23:34:32.069720] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:34:32.069766] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:34:32.069807] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:34:32.069875] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:34:32.127075] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:34:32.127710] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:34:32.127802] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:34:32.127848] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:34:32.232807] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:34:32.232938] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:34:32.232982] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:34:32.233016] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:34:32.236224] [DEBUG] [FORECASTER] DOLE: Forecast T+1@11:T+2@11: UP (p=68.63%)
[2025-11-25T23:34:32.236507] [INFO ] [FORECASTER] Completed predict_future for DOLE
[2025-11-25T23:34:32.236669] [INFO ] [sig       ] DOLE: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:34:32.376672] [INFO ] [LOCAL     ] Saved forecast: DOLE	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/DOLE.txt
[2025-11-25T23:34:32.376801] [INFO ] [sig       ] [988/3639] Completed DOLE in 0.3s | 3.01 sym/s | Total: 5.5m | ETA: 14.7m
[2025-11-25T23:34:32.376855] [INFO ] [sig       ] [989/3639] Forecasting DOMO...
[2025-11-25T23:34:32.376903] [INFO ] [sig       ] Generating forecast for: DOMO
[2025-11-25T23:34:32.376946] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DOMO' from 'https://tdm.silogroup.org/data/derivative_storage/DOMO.csv'.
[2025-11-25T23:34:32.388265] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DOMO'.
[2025-11-25T23:34:32.388536] [INFO ] [FORECASTER] Starting predict_future for DOMO
[2025-11-25T23:34:32.389373] [DEBUG] [LOCAL     ] No optimal features file found for DOMO: ./output/feature-sets/DOMO.txt
[2025-11-25T23:34:32.389442] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:34:32.389499] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:34:32.389549] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:34:32.389666] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:34:32.446820] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:34:32.447478] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:34:32.447578] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:34:32.447624] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:34:32.537870] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:34:32.537974] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:34:32.538014] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:34:32.538047] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:34:32.541110] [DEBUG] [FORECASTER] DOMO: Forecast T+1@11:T+2@11: DOWN (p=38.64%)
[2025-11-25T23:34:32.541397] [INFO ] [FORECASTER] Completed predict_future for DOMO
[2025-11-25T23:34:32.541551] [INFO ] [sig       ] DOMO: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:34:32.681357] [INFO ] [LOCAL     ] Saved forecast: DOMO	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/DOMO.txt
[2025-11-25T23:34:32.681490] [INFO ] [sig       ] [989/3639] Completed DOMO in 0.3s | 3.01 sym/s | Total: 5.5m | ETA: 14.7m
[2025-11-25T23:34:32.681544] [INFO ] [sig       ] [990/3639] Forecasting DOOO...
[2025-11-25T23:34:32.681587] [INFO ] [sig       ] Generating forecast for: DOOO
[2025-11-25T23:34:32.681628] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DOOO' from 'https://tdm.silogroup.org/data/derivative_storage/DOOO.csv'.
[2025-11-25T23:34:32.693026] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DOOO'.
[2025-11-25T23:34:32.693404] [INFO ] [FORECASTER] Starting predict_future for DOOO
[2025-11-25T23:34:32.694255] [DEBUG] [LOCAL     ] No optimal features file found for DOOO: ./output/feature-sets/DOOO.txt
[2025-11-25T23:34:32.694325] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:34:32.694371] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:34:32.694412] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:34:32.694483] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:34:32.751061] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:34:32.751752] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:34:32.751847] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:34:32.751899] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:34:32.842946] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:34:32.843046] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:34:32.843087] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:34:32.843122] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:34:32.846235] [DEBUG] [FORECASTER] DOOO: Forecast T+1@11:T+2@11: DOWN (p=34.76%)
[2025-11-25T23:34:32.846508] [INFO ] [FORECASTER] Completed predict_future for DOOO
[2025-11-25T23:34:32.846662] [INFO ] [sig       ] DOOO: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:34:32.987176] [INFO ] [LOCAL     ] Saved forecast: DOOO	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/DOOO.txt
[2025-11-25T23:34:32.987322] [INFO ] [sig       ] [990/3639] Completed DOOO in 0.3s | 3.01 sym/s | Total: 5.5m | ETA: 14.7m
[2025-11-25T23:34:32.987386] [INFO ] [sig       ] [991/3639] Forecasting DORM...
[2025-11-25T23:34:32.987429] [INFO ] [sig       ] Generating forecast for: DORM
[2025-11-25T23:34:32.987470] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DORM' from 'https://tdm.silogroup.org/data/derivative_storage/DORM.csv'.
[2025-11-25T23:34:32.999059] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DORM'.
[2025-11-25T23:34:32.999346] [INFO ] [FORECASTER] Starting predict_future for DORM
[2025-11-25T23:34:33.000190] [DEBUG] [LOCAL     ] No optimal features file found for DORM: ./output/feature-sets/DORM.txt
[2025-11-25T23:34:33.000259] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:34:33.000305] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:34:33.000345] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:34:33.000413] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:34:33.057722] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:34:33.058354] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:34:33.058447] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:34:33.058495] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:34:33.149076] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:34:33.149195] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:34:33.149236] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:34:33.149270] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:34:33.152392] [DEBUG] [FORECASTER] DORM: Forecast T+1@11:T+2@11: UP (p=72.30%)
[2025-11-25T23:34:33.152722] [INFO ] [FORECASTER] Completed predict_future for DORM
[2025-11-25T23:34:33.152874] [INFO ] [sig       ] DORM: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:34:33.293323] [INFO ] [LOCAL     ] Saved forecast: DORM	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/DORM.txt
[2025-11-25T23:34:33.293456] [INFO ] [sig       ] [991/3639] Completed DORM in 0.3s | 3.01 sym/s | Total: 5.5m | ETA: 14.6m
[2025-11-25T23:34:33.293513] [INFO ] [sig       ] [992/3639] Forecasting DOUG...
[2025-11-25T23:34:33.293555] [INFO ] [sig       ] Generating forecast for: DOUG
[2025-11-25T23:34:33.293600] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DOUG' from 'https://tdm.silogroup.org/data/derivative_storage/DOUG.csv'.
[2025-11-25T23:34:33.306235] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DOUG'.
[2025-11-25T23:34:33.306693] [INFO ] [FORECASTER] Starting predict_future for DOUG
[2025-11-25T23:34:33.307697] [DEBUG] [LOCAL     ] No optimal features file found for DOUG: ./output/feature-sets/DOUG.txt
[2025-11-25T23:34:33.307771] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:34:33.307821] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:34:33.307864] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:34:33.307937] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:34:33.370672] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:34:33.371486] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:34:33.371594] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:34:33.371665] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:34:33.470216] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:34:33.470431] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:34:33.470480] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:34:33.470517] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:34:33.474378] [DEBUG] [FORECASTER] DOUG: Forecast T+1@11:T+2@11: DOWN (p=49.72%)
[2025-11-25T23:34:33.474757] [INFO ] [FORECASTER] Completed predict_future for DOUG
[2025-11-25T23:34:33.474939] [INFO ] [sig       ] DOUG: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:34:33.640310] [INFO ] [LOCAL     ] Saved forecast: DOUG	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/DOUG.txt
[2025-11-25T23:34:33.640547] [INFO ] [sig       ] [992/3639] Completed DOUG in 0.3s | 3.01 sym/s | Total: 5.5m | ETA: 14.6m
[2025-11-25T23:34:33.640626] [INFO ] [sig       ] [993/3639] Forecasting DOX...
[2025-11-25T23:34:33.640698] [INFO ] [sig       ] Generating forecast for: DOX
[2025-11-25T23:34:33.640755] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DOX' from 'https://tdm.silogroup.org/data/derivative_storage/DOX.csv'.
[2025-11-25T23:34:33.652899] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DOX'.
[2025-11-25T23:34:33.653302] [INFO ] [FORECASTER] Starting predict_future for DOX
[2025-11-25T23:34:33.654266] [DEBUG] [LOCAL     ] No optimal features file found for DOX: ./output/feature-sets/DOX.txt
[2025-11-25T23:34:33.654340] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:34:33.654389] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:34:33.654433] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:34:33.654522] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:34:33.713633] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:34:33.714584] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:34:33.714713] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:34:33.714762] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:34:33.807309] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:34:33.807532] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:34:33.807580] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:34:33.807615] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:34:33.811055] [DEBUG] [FORECASTER] DOX: Forecast T+1@11:T+2@11: UP (p=73.89%)
[2025-11-25T23:34:33.811369] [INFO ] [FORECASTER] Completed predict_future for DOX
[2025-11-25T23:34:33.811514] [INFO ] [sig       ] DOX: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:34:33.953053] [INFO ] [LOCAL     ] Saved forecast: DOX	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/DOX.txt
[2025-11-25T23:34:33.953235] [INFO ] [sig       ] [993/3639] Completed DOX in 0.3s | 3.01 sym/s | Total: 5.5m | ETA: 14.6m
[2025-11-25T23:34:33.953290] [INFO ] [sig       ] [994/3639] Forecasting DPG...
[2025-11-25T23:34:33.953334] [INFO ] [sig       ] Generating forecast for: DPG
[2025-11-25T23:34:33.953380] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DPG' from 'https://tdm.silogroup.org/data/derivative_storage/DPG.csv'.
[2025-11-25T23:34:33.965050] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DPG'.
[2025-11-25T23:34:33.965364] [INFO ] [FORECASTER] Starting predict_future for DPG
[2025-11-25T23:34:33.966211] [DEBUG] [LOCAL     ] No optimal features file found for DPG: ./output/feature-sets/DPG.txt
[2025-11-25T23:34:33.966280] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:34:33.966327] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:34:33.966367] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:34:33.966435] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:34:34.024402] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:34:34.025188] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:34:34.025290] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:34:34.025337] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:34:34.115664] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:34:34.115855] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:34:34.115901] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:34:34.115936] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:34:34.119313] [DEBUG] [FORECASTER] DPG: Forecast T+1@11:T+2@11: UP (p=67.07%)
[2025-11-25T23:34:34.119623] [INFO ] [FORECASTER] Completed predict_future for DPG
[2025-11-25T23:34:34.119809] [INFO ] [sig       ] DPG: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:34:34.262347] [INFO ] [LOCAL     ] Saved forecast: DPG	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/DPG.txt
[2025-11-25T23:34:34.262532] [INFO ] [sig       ] [994/3639] Completed DPG in 0.3s | 3.01 sym/s | Total: 5.5m | ETA: 14.6m
[2025-11-25T23:34:34.262588] [INFO ] [sig       ] [995/3639] Forecasting DPRO...
[2025-11-25T23:34:34.262632] [INFO ] [sig       ] Generating forecast for: DPRO
[2025-11-25T23:34:34.262697] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DPRO' from 'https://tdm.silogroup.org/data/derivative_storage/DPRO.csv'.
[2025-11-25T23:34:34.273757] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DPRO'.
[2025-11-25T23:34:34.274067] [INFO ] [FORECASTER] Starting predict_future for DPRO
[2025-11-25T23:34:34.274903] [DEBUG] [LOCAL     ] No optimal features file found for DPRO: ./output/feature-sets/DPRO.txt
[2025-11-25T23:34:34.274972] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:34:34.275019] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:34:34.275060] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:34:34.275129] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:34:34.332210] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:34:34.332953] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:34:34.333051] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:34:34.333098] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:34:34.428332] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:34:34.428518] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:34:34.428563] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:34:34.428598] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:34:34.431966] [DEBUG] [FORECASTER] DPRO: Forecast T+1@11:T+2@11: DOWN (p=12.62%)
[2025-11-25T23:34:34.432291] [INFO ] [FORECASTER] Completed predict_future for DPRO
[2025-11-25T23:34:34.432458] [INFO ] [sig       ] DPRO: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:34:34.575180] [INFO ] [LOCAL     ] Saved forecast: DPRO	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/DPRO.txt
[2025-11-25T23:34:34.575350] [INFO ] [sig       ] [995/3639] Completed DPRO in 0.3s | 3.01 sym/s | Total: 5.5m | ETA: 14.6m
[2025-11-25T23:34:34.575401] [INFO ] [sig       ] [996/3639] Forecasting DPZ...
[2025-11-25T23:34:34.575446] [INFO ] [sig       ] Generating forecast for: DPZ
[2025-11-25T23:34:34.575490] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DPZ' from 'https://tdm.silogroup.org/data/derivative_storage/DPZ.csv'.
[2025-11-25T23:34:34.586890] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DPZ'.
[2025-11-25T23:34:34.587223] [INFO ] [FORECASTER] Starting predict_future for DPZ
[2025-11-25T23:34:34.588091] [DEBUG] [LOCAL     ] No optimal features file found for DPZ: ./output/feature-sets/DPZ.txt
[2025-11-25T23:34:34.588161] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:34:34.588208] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:34:34.588249] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:34:34.588321] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:34:34.644939] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:34:34.645631] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:34:34.645749] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:34:34.645797] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:34:34.741987] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:34:34.742170] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:34:34.742216] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:34:34.742251] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:34:34.745675] [DEBUG] [FORECASTER] DPZ: Forecast T+1@11:T+2@11: UP (p=74.94%)
[2025-11-25T23:34:34.746030] [INFO ] [FORECASTER] Completed predict_future for DPZ
[2025-11-25T23:34:34.746174] [INFO ] [sig       ] DPZ: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:34:34.887554] [INFO ] [LOCAL     ] Saved forecast: DPZ	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/DPZ.txt
[2025-11-25T23:34:34.887744] [INFO ] [sig       ] [996/3639] Completed DPZ in 0.3s | 3.01 sym/s | Total: 5.5m | ETA: 14.6m
[2025-11-25T23:34:34.887801] [INFO ] [sig       ] [997/3639] Forecasting DQ...
[2025-11-25T23:34:34.887845] [INFO ] [sig       ] Generating forecast for: DQ
[2025-11-25T23:34:34.887887] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DQ' from 'https://tdm.silogroup.org/data/derivative_storage/DQ.csv'.
[2025-11-25T23:34:34.899765] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DQ'.
[2025-11-25T23:34:34.900107] [INFO ] [FORECASTER] Starting predict_future for DQ
[2025-11-25T23:34:34.900930] [DEBUG] [LOCAL     ] No optimal features file found for DQ: ./output/feature-sets/DQ.txt
[2025-11-25T23:34:34.901000] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:34:34.901045] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:34:34.901084] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:34:34.901153] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:34:34.957946] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:34:34.958687] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:34:34.958784] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:34:34.958831] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:34:35.054450] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:34:35.054635] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:34:35.054729] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:34:35.054776] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:34:35.058234] [DEBUG] [FORECASTER] DQ: Forecast T+1@11:T+2@11: DOWN (p=39.87%)
[2025-11-25T23:34:35.058537] [INFO ] [FORECASTER] Completed predict_future for DQ
[2025-11-25T23:34:35.058721] [INFO ] [sig       ] DQ: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:34:35.199124] [INFO ] [LOCAL     ] Saved forecast: DQ	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/DQ.txt
[2025-11-25T23:34:35.199277] [INFO ] [sig       ] [997/3639] Completed DQ in 0.3s | 3.01 sym/s | Total: 5.5m | ETA: 14.6m
[2025-11-25T23:34:35.199332] [INFO ] [sig       ] [998/3639] Forecasting DRD...
[2025-11-25T23:34:35.199375] [INFO ] [sig       ] Generating forecast for: DRD
[2025-11-25T23:34:35.199417] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DRD' from 'https://tdm.silogroup.org/data/derivative_storage/DRD.csv'.
[2025-11-25T23:34:35.210443] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DRD'.
[2025-11-25T23:34:35.210797] [INFO ] [FORECASTER] Starting predict_future for DRD
[2025-11-25T23:34:35.211587] [DEBUG] [LOCAL     ] No optimal features file found for DRD: ./output/feature-sets/DRD.txt
[2025-11-25T23:34:35.211677] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:34:35.211724] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:34:35.211764] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:34:35.211834] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:34:35.271461] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:34:35.272178] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:34:35.272282] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:34:35.272329] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:34:35.364272] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:34:35.364421] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:34:35.364484] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:34:35.364520] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:34:35.367767] [DEBUG] [FORECASTER] DRD: Forecast T+1@11:T+2@11: DOWN (p=17.68%)
[2025-11-25T23:34:35.368078] [INFO ] [FORECASTER] Completed predict_future for DRD
[2025-11-25T23:34:35.368252] [INFO ] [sig       ] DRD: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:34:35.508041] [INFO ] [LOCAL     ] Saved forecast: DRD	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/DRD.txt
[2025-11-25T23:34:35.508197] [INFO ] [sig       ] [998/3639] Completed DRD in 0.3s | 3.01 sym/s | Total: 5.5m | ETA: 14.6m
[2025-11-25T23:34:35.508251] [INFO ] [sig       ] [999/3639] Forecasting DRH...
[2025-11-25T23:34:35.508294] [INFO ] [sig       ] Generating forecast for: DRH
[2025-11-25T23:34:35.508336] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DRH' from 'https://tdm.silogroup.org/data/derivative_storage/DRH.csv'.
[2025-11-25T23:34:35.519789] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DRH'.
[2025-11-25T23:34:35.520117] [INFO ] [FORECASTER] Starting predict_future for DRH
[2025-11-25T23:34:35.520964] [DEBUG] [LOCAL     ] No optimal features file found for DRH: ./output/feature-sets/DRH.txt
[2025-11-25T23:34:35.521033] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:34:35.521078] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:34:35.521118] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:34:35.521186] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:34:35.577944] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:34:35.578624] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:34:35.578737] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:34:35.578785] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:34:35.672925] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:34:35.673115] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:34:35.673164] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:34:35.673199] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:34:35.676595] [DEBUG] [FORECASTER] DRH: Forecast T+1@11:T+2@11: DOWN (p=3.88%)
[2025-11-25T23:34:35.676922] [INFO ] [FORECASTER] Completed predict_future for DRH
[2025-11-25T23:34:35.677080] [INFO ] [sig       ] DRH: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:34:35.816915] [INFO ] [LOCAL     ] Saved forecast: DRH	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/DRH.txt
[2025-11-25T23:34:35.817082] [INFO ] [sig       ] [999/3639] Completed DRH in 0.3s | 3.01 sym/s | Total: 5.5m | ETA: 14.6m
[2025-11-25T23:34:35.817135] [INFO ] [sig       ] [1000/3639] Forecasting DRI...
[2025-11-25T23:34:35.817178] [INFO ] [sig       ] Generating forecast for: DRI
[2025-11-25T23:34:35.817221] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DRI' from 'https://tdm.silogroup.org/data/derivative_storage/DRI.csv'.
[2025-11-25T23:34:35.829586] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DRI'.
[2025-11-25T23:34:35.829944] [INFO ] [FORECASTER] Starting predict_future for DRI
[2025-11-25T23:34:35.830773] [DEBUG] [LOCAL     ] No optimal features file found for DRI: ./output/feature-sets/DRI.txt
[2025-11-25T23:34:35.830842] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:34:35.830888] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:34:35.830928] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:34:35.830998] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:34:35.887753] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:34:35.888438] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:34:35.888535] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:34:35.888578] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:34:35.985367] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:34:35.985518] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:34:35.985561] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:34:35.985595] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:34:35.988902] [DEBUG] [FORECASTER] DRI: Forecast T+1@11:T+2@11: UP (p=73.05%)
[2025-11-25T23:34:35.989208] [INFO ] [FORECASTER] Completed predict_future for DRI
[2025-11-25T23:34:35.989359] [INFO ] [sig       ] DRI: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:34:36.132071] [INFO ] [LOCAL     ] Saved forecast: DRI	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/DRI.txt
[2025-11-25T23:34:36.132243] [INFO ] [sig       ] [1000/3639] Completed DRI in 0.3s | 3.01 sym/s | Total: 5.5m | ETA: 14.6m
[2025-11-25T23:34:36.132298] [INFO ] [sig       ] [1001/3639] Forecasting DRIO...
[2025-11-25T23:34:36.132340] [INFO ] [sig       ] Generating forecast for: DRIO
[2025-11-25T23:34:36.132382] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DRIO' from 'https://tdm.silogroup.org/data/derivative_storage/DRIO.csv'.
[2025-11-25T23:34:36.144680] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DRIO'.
[2025-11-25T23:34:36.145051] [INFO ] [FORECASTER] Starting predict_future for DRIO
[2025-11-25T23:34:36.145907] [DEBUG] [LOCAL     ] No optimal features file found for DRIO: ./output/feature-sets/DRIO.txt
[2025-11-25T23:34:36.145977] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:34:36.146022] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:34:36.146061] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:34:36.146129] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:34:36.203526] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:34:36.204261] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:34:36.204357] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:34:36.204406] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:34:36.291534] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:34:36.291711] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:34:36.291762] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:34:36.291797] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:34:36.295072] [DEBUG] [FORECASTER] DRIO: Forecast T+1@11:T+2@11: DOWN (p=2.05%)
[2025-11-25T23:34:36.295366] [INFO ] [FORECASTER] Completed predict_future for DRIO
[2025-11-25T23:34:36.295508] [INFO ] [sig       ] DRIO: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:34:36.435179] [INFO ] [LOCAL     ] Saved forecast: DRIO	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/DRIO.txt
[2025-11-25T23:34:36.435344] [INFO ] [sig       ] [1001/3639] Completed DRIO in 0.3s | 3.01 sym/s | Total: 5.5m | ETA: 14.6m
[2025-11-25T23:34:36.435395] [INFO ] [sig       ] [1002/3639] Forecasting DRLL...
[2025-11-25T23:34:36.435440] [INFO ] [sig       ] Generating forecast for: DRLL
[2025-11-25T23:34:36.435484] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DRLL' from 'https://tdm.silogroup.org/data/derivative_storage/DRLL.csv'.
[2025-11-25T23:34:36.446999] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DRLL'.
[2025-11-25T23:34:36.447348] [INFO ] [FORECASTER] Starting predict_future for DRLL
[2025-11-25T23:34:36.448196] [DEBUG] [LOCAL     ] No optimal features file found for DRLL: ./output/feature-sets/DRLL.txt
[2025-11-25T23:34:36.448268] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:34:36.448330] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:34:36.448372] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:34:36.448441] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:34:36.505257] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:34:36.505940] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:34:36.506040] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:34:36.506089] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:34:36.595273] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:34:36.595436] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:34:36.595481] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:34:36.595516] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:34:36.598932] [DEBUG] [FORECASTER] DRLL: Forecast T+1@11:T+2@11: UP (p=71.21%)
[2025-11-25T23:34:36.599231] [INFO ] [FORECASTER] Completed predict_future for DRLL
[2025-11-25T23:34:36.599373] [INFO ] [sig       ] DRLL: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:34:36.740242] [INFO ] [LOCAL     ] Saved forecast: DRLL	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/DRLL.txt
[2025-11-25T23:34:36.740407] [INFO ] [sig       ] [1002/3639] Completed DRLL in 0.3s | 3.01 sym/s | Total: 5.5m | ETA: 14.6m
[2025-11-25T23:34:36.740457] [INFO ] [sig       ] [1003/3639] Forecasting DRMA...
[2025-11-25T23:34:36.740501] [INFO ] [sig       ] Generating forecast for: DRMA
[2025-11-25T23:34:36.740544] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DRMA' from 'https://tdm.silogroup.org/data/derivative_storage/DRMA.csv'.
[2025-11-25T23:34:36.752068] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DRMA'.
[2025-11-25T23:34:36.752411] [INFO ] [FORECASTER] Starting predict_future for DRMA
[2025-11-25T23:34:36.753246] [DEBUG] [LOCAL     ] No optimal features file found for DRMA: ./output/feature-sets/DRMA.txt
[2025-11-25T23:34:36.753315] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:34:36.753362] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:34:36.753401] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:34:36.753474] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:34:36.812819] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:34:36.813523] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:34:36.813620] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:34:36.813681] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:34:36.902140] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:34:36.902291] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:34:36.902335] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:34:36.902370] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:34:36.905611] [DEBUG] [FORECASTER] DRMA: Forecast T+1@11:T+2@11: DOWN (p=4.04%)
[2025-11-25T23:34:36.905927] [INFO ] [FORECASTER] Completed predict_future for DRMA
[2025-11-25T23:34:36.906075] [INFO ] [sig       ] DRMA: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:34:37.046017] [INFO ] [LOCAL     ] Saved forecast: DRMA	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/DRMA.txt
[2025-11-25T23:34:37.046180] [INFO ] [sig       ] [1003/3639] Completed DRMA in 0.3s | 3.01 sym/s | Total: 5.5m | ETA: 14.6m
[2025-11-25T23:34:37.046235] [INFO ] [sig       ] [1004/3639] Forecasting DRS...
[2025-11-25T23:34:37.046280] [INFO ] [sig       ] Generating forecast for: DRS
[2025-11-25T23:34:37.046323] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DRS' from 'https://tdm.silogroup.org/data/derivative_storage/DRS.csv'.
[2025-11-25T23:34:37.057836] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DRS'.
[2025-11-25T23:34:37.058208] [INFO ] [FORECASTER] Starting predict_future for DRS
[2025-11-25T23:34:37.059043] [DEBUG] [LOCAL     ] No optimal features file found for DRS: ./output/feature-sets/DRS.txt
[2025-11-25T23:34:37.059112] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:34:37.059157] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:34:37.059196] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:34:37.059264] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:34:37.116475] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:34:37.117191] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:34:37.117290] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:34:37.117336] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:34:37.203409] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:34:37.203550] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:34:37.203598] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:34:37.203632] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:34:37.206994] [DEBUG] [FORECASTER] DRS: Forecast T+1@11:T+2@11: UP (p=73.55%)
[2025-11-25T23:34:37.207291] [INFO ] [FORECASTER] Completed predict_future for DRS
[2025-11-25T23:34:37.207452] [INFO ] [sig       ] DRS: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:34:37.347677] [INFO ] [LOCAL     ] Saved forecast: DRS	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/DRS.txt
[2025-11-25T23:34:37.347845] [INFO ] [sig       ] [1004/3639] Completed DRS in 0.3s | 3.02 sym/s | Total: 5.5m | ETA: 14.6m
[2025-11-25T23:34:37.347900] [INFO ] [sig       ] [1005/3639] Forecasting DRTS...
[2025-11-25T23:34:37.347946] [INFO ] [sig       ] Generating forecast for: DRTS
[2025-11-25T23:34:37.347989] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DRTS' from 'https://tdm.silogroup.org/data/derivative_storage/DRTS.csv'.
[2025-11-25T23:34:37.359388] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DRTS'.
[2025-11-25T23:34:37.359787] [INFO ] [FORECASTER] Starting predict_future for DRTS
[2025-11-25T23:34:37.360598] [DEBUG] [LOCAL     ] No optimal features file found for DRTS: ./output/feature-sets/DRTS.txt
[2025-11-25T23:34:37.360687] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:34:37.360736] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:34:37.360779] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:34:37.360849] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:34:37.417938] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:34:37.418670] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:34:37.418771] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:34:37.418819] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:34:37.513348] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:34:37.513532] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:34:37.513588] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:34:37.513626] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:34:37.517318] [DEBUG] [FORECASTER] DRTS: Forecast T+1@11:T+2@11: DOWN (p=30.88%)
[2025-11-25T23:34:37.517691] [INFO ] [FORECASTER] Completed predict_future for DRTS
[2025-11-25T23:34:37.517855] [INFO ] [sig       ] DRTS: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:34:37.677010] [INFO ] [LOCAL     ] Saved forecast: DRTS	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/DRTS.txt
[2025-11-25T23:34:37.677210] [INFO ] [sig       ] [1005/3639] Completed DRTS in 0.3s | 3.02 sym/s | Total: 5.6m | ETA: 14.6m
[2025-11-25T23:34:37.677350] [INFO ] [sig       ] [1006/3639] Forecasting DRUG...
[2025-11-25T23:34:37.677423] [INFO ] [sig       ] Generating forecast for: DRUG
[2025-11-25T23:34:37.677468] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DRUG' from 'https://tdm.silogroup.org/data/derivative_storage/DRUG.csv'.
[2025-11-25T23:34:37.690028] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DRUG'.
[2025-11-25T23:34:37.690435] [INFO ] [FORECASTER] Starting predict_future for DRUG
[2025-11-25T23:34:37.691407] [DEBUG] [LOCAL     ] No optimal features file found for DRUG: ./output/feature-sets/DRUG.txt
[2025-11-25T23:34:37.691480] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:34:37.691528] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:34:37.691569] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:34:37.691659] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:34:37.754196] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:34:37.755101] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:34:37.755206] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:34:37.755254] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:34:37.861627] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:34:37.861826] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:34:37.861872] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:34:37.861908] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:34:37.865498] [DEBUG] [FORECASTER] DRUG: Forecast T+1@11:T+2@11: DOWN (p=45.35%)
[2025-11-25T23:34:37.865965] [INFO ] [FORECASTER] Completed predict_future for DRUG
[2025-11-25T23:34:37.866189] [INFO ] [sig       ] DRUG: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:34:38.019087] [INFO ] [LOCAL     ] Saved forecast: DRUG	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/DRUG.txt
[2025-11-25T23:34:38.019277] [INFO ] [sig       ] [1006/3639] Completed DRUG in 0.3s | 3.02 sym/s | Total: 5.6m | ETA: 14.6m
[2025-11-25T23:34:38.019337] [INFO ] [sig       ] [1007/3639] Forecasting DRVN...
[2025-11-25T23:34:38.019398] [INFO ] [sig       ] Generating forecast for: DRVN
[2025-11-25T23:34:38.019448] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DRVN' from 'https://tdm.silogroup.org/data/derivative_storage/DRVN.csv'.
[2025-11-25T23:34:38.031882] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DRVN'.
[2025-11-25T23:34:38.032231] [INFO ] [FORECASTER] Starting predict_future for DRVN
[2025-11-25T23:34:38.033242] [DEBUG] [LOCAL     ] No optimal features file found for DRVN: ./output/feature-sets/DRVN.txt
[2025-11-25T23:34:38.033315] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:34:38.033363] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:34:38.033406] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:34:38.033476] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:34:38.098436] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:34:38.099310] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:34:38.099413] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:34:38.099461] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:34:38.201758] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:34:38.201950] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:34:38.201998] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:34:38.202040] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:34:38.205604] [DEBUG] [FORECASTER] DRVN: Forecast T+1@11:T+2@11: UP (p=98.68%)
[2025-11-25T23:34:38.205927] [INFO ] [FORECASTER] Completed predict_future for DRVN
[2025-11-25T23:34:38.206105] [INFO ] [sig       ] DRVN: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:34:38.356571] [INFO ] [LOCAL     ] Saved forecast: DRVN	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/DRVN.txt
[2025-11-25T23:34:38.356764] [INFO ] [sig       ] [1007/3639] Completed DRVN in 0.3s | 3.02 sym/s | Total: 5.6m | ETA: 14.5m
[2025-11-25T23:34:38.356820] [INFO ] [sig       ] [1008/3639] Forecasting DSGN...
[2025-11-25T23:34:38.356856] [INFO ] [sig       ] Generating forecast for: DSGN
[2025-11-25T23:34:38.356892] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DSGN' from 'https://tdm.silogroup.org/data/derivative_storage/DSGN.csv'.
[2025-11-25T23:34:38.368730] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DSGN'.
[2025-11-25T23:34:38.369087] [INFO ] [FORECASTER] Starting predict_future for DSGN
[2025-11-25T23:34:38.369930] [DEBUG] [LOCAL     ] No optimal features file found for DSGN: ./output/feature-sets/DSGN.txt
[2025-11-25T23:34:38.370001] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:34:38.370051] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:34:38.370092] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:34:38.370161] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:34:38.426863] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:34:38.427634] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:34:38.427750] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:34:38.427797] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:34:38.536004] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:34:38.536196] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:34:38.536242] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:34:38.536276] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:34:38.540040] [DEBUG] [FORECASTER] DSGN: Forecast T+1@11:T+2@11: UP (p=87.84%)
[2025-11-25T23:34:38.540348] [INFO ] [FORECASTER] Completed predict_future for DSGN
[2025-11-25T23:34:38.540496] [INFO ] [sig       ] DSGN: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:34:38.680263] [INFO ] [LOCAL     ] Saved forecast: DSGN	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/DSGN.txt
[2025-11-25T23:34:38.680434] [INFO ] [sig       ] [1008/3639] Completed DSGN in 0.3s | 3.02 sym/s | Total: 5.6m | ETA: 14.5m
[2025-11-25T23:34:38.680487] [INFO ] [sig       ] [1009/3639] Forecasting DSGX...
[2025-11-25T23:34:38.680534] [INFO ] [sig       ] Generating forecast for: DSGX
[2025-11-25T23:34:38.680577] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DSGX' from 'https://tdm.silogroup.org/data/derivative_storage/DSGX.csv'.
[2025-11-25T23:34:38.692846] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DSGX'.
[2025-11-25T23:34:38.693230] [INFO ] [FORECASTER] Starting predict_future for DSGX
[2025-11-25T23:34:38.694099] [DEBUG] [LOCAL     ] No optimal features file found for DSGX: ./output/feature-sets/DSGX.txt
[2025-11-25T23:34:38.694172] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:34:38.694219] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:34:38.694266] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:34:38.694349] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:34:38.753401] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:34:38.754349] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:34:38.754461] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:34:38.754513] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:34:38.873686] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:34:38.873890] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:34:38.873939] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:34:38.874018] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:34:38.877750] [DEBUG] [FORECASTER] DSGX: Forecast T+1@11:T+2@11: UP (p=94.57%)
[2025-11-25T23:34:38.878106] [INFO ] [FORECASTER] Completed predict_future for DSGX
[2025-11-25T23:34:38.878266] [INFO ] [sig       ] DSGX: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:34:39.023604] [INFO ] [LOCAL     ] Saved forecast: DSGX	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/DSGX.txt
[2025-11-25T23:34:39.023827] [INFO ] [sig       ] [1009/3639] Completed DSGX in 0.3s | 3.02 sym/s | Total: 5.6m | ETA: 14.5m
[2025-11-25T23:34:39.023888] [INFO ] [sig       ] [1010/3639] Forecasting DSL...
[2025-11-25T23:34:39.023937] [INFO ] [sig       ] Generating forecast for: DSL
[2025-11-25T23:34:39.023982] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DSL' from 'https://tdm.silogroup.org/data/derivative_storage/DSL.csv'.
[2025-11-25T23:34:39.036914] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DSL'.
[2025-11-25T23:34:39.037348] [INFO ] [FORECASTER] Starting predict_future for DSL
[2025-11-25T23:34:39.038255] [DEBUG] [LOCAL     ] No optimal features file found for DSL: ./output/feature-sets/DSL.txt
[2025-11-25T23:34:39.038328] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:34:39.038388] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:34:39.038440] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:34:39.038528] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:34:39.098969] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:34:39.099878] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:34:39.099978] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:34:39.100037] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:34:39.218097] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:34:39.218229] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:34:39.218273] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:34:39.218306] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:34:39.221506] [DEBUG] [FORECASTER] DSL: Forecast T+1@11:T+2@11: DOWN (p=38.03%)
[2025-11-25T23:34:39.221818] [INFO ] [FORECASTER] Completed predict_future for DSL
[2025-11-25T23:34:39.222048] [INFO ] [sig       ] DSL: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:34:39.362504] [INFO ] [LOCAL     ] Saved forecast: DSL	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/DSL.txt
[2025-11-25T23:34:39.362668] [INFO ] [sig       ] [1010/3639] Completed DSL in 0.3s | 3.01 sym/s | Total: 5.6m | ETA: 14.5m
[2025-11-25T23:34:39.362733] [INFO ] [sig       ] [1011/3639] Forecasting DSM...
[2025-11-25T23:34:39.362786] [INFO ] [sig       ] Generating forecast for: DSM
[2025-11-25T23:34:39.362837] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DSM' from 'https://tdm.silogroup.org/data/derivative_storage/DSM.csv'.
[2025-11-25T23:34:39.374073] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DSM'.
[2025-11-25T23:34:39.374401] [INFO ] [FORECASTER] Starting predict_future for DSM
[2025-11-25T23:34:39.375206] [DEBUG] [LOCAL     ] No optimal features file found for DSM: ./output/feature-sets/DSM.txt
[2025-11-25T23:34:39.375277] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:34:39.375323] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:34:39.375363] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:34:39.375429] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:34:39.432387] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:34:39.433050] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:34:39.433163] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:34:39.433209] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:34:39.503536] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:34:39.503691] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:34:39.503741] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:34:39.503775] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:34:39.506926] [DEBUG] [FORECASTER] DSM: Forecast T+1@11:T+2@11: DOWN (p=47.72%)
[2025-11-25T23:34:39.507234] [INFO ] [FORECASTER] Completed predict_future for DSM
[2025-11-25T23:34:39.507385] [INFO ] [sig       ] DSM: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:34:39.648657] [INFO ] [LOCAL     ] Saved forecast: DSM	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/DSM.txt
[2025-11-25T23:34:39.648792] [INFO ] [sig       ] [1011/3639] Completed DSM in 0.3s | 3.02 sym/s | Total: 5.6m | ETA: 14.5m
[2025-11-25T23:34:39.648845] [INFO ] [sig       ] [1012/3639] Forecasting DSP...
[2025-11-25T23:34:39.648888] [INFO ] [sig       ] Generating forecast for: DSP
[2025-11-25T23:34:39.648929] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DSP' from 'https://tdm.silogroup.org/data/derivative_storage/DSP.csv'.
[2025-11-25T23:34:39.660032] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DSP'.
[2025-11-25T23:34:39.660348] [INFO ] [FORECASTER] Starting predict_future for DSP
[2025-11-25T23:34:39.661181] [DEBUG] [LOCAL     ] No optimal features file found for DSP: ./output/feature-sets/DSP.txt
[2025-11-25T23:34:39.661250] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:34:39.661295] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:34:39.661335] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:34:39.661402] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:34:39.719377] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:34:39.720031] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:34:39.720126] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:34:39.720170] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:34:39.804824] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:34:39.804952] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:34:39.804994] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:34:39.805028] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:34:39.808236] [DEBUG] [FORECASTER] DSP: Forecast T+1@11:T+2@11: DOWN (p=0.90%)
[2025-11-25T23:34:39.808519] [INFO ] [FORECASTER] Completed predict_future for DSP
[2025-11-25T23:34:39.808704] [INFO ] [sig       ] DSP: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:34:39.982246] [INFO ] [LOCAL     ] Saved forecast: DSP	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/DSP.txt
[2025-11-25T23:34:39.982402] [INFO ] [sig       ] [1012/3639] Completed DSP in 0.3s | 3.02 sym/s | Total: 5.6m | ETA: 14.5m
[2025-11-25T23:34:39.982457] [INFO ] [sig       ] [1013/3639] Forecasting DSX...
[2025-11-25T23:34:39.982498] [INFO ] [sig       ] Generating forecast for: DSX
[2025-11-25T23:34:39.982540] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DSX' from 'https://tdm.silogroup.org/data/derivative_storage/DSX.csv'.
[2025-11-25T23:34:39.993476] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DSX'.
[2025-11-25T23:34:39.993788] [INFO ] [FORECASTER] Starting predict_future for DSX
[2025-11-25T23:34:39.994570] [DEBUG] [LOCAL     ] No optimal features file found for DSX: ./output/feature-sets/DSX.txt
[2025-11-25T23:34:39.994657] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:34:39.994706] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:34:39.994759] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:34:39.994827] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:34:40.051791] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:34:40.052415] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:34:40.052526] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:34:40.052593] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:34:40.130667] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:34:40.130815] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:34:40.130860] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:34:40.130895] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:34:40.134134] [DEBUG] [FORECASTER] DSX: Forecast T+1@11:T+2@11: DOWN (p=35.73%)
[2025-11-25T23:34:40.134422] [INFO ] [FORECASTER] Completed predict_future for DSX
[2025-11-25T23:34:40.134551] [INFO ] [sig       ] DSX: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:34:40.274426] [INFO ] [LOCAL     ] Saved forecast: DSX	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/DSX.txt
[2025-11-25T23:34:40.274561] [INFO ] [sig       ] [1013/3639] Completed DSX in 0.3s | 3.02 sym/s | Total: 5.6m | ETA: 14.5m
[2025-11-25T23:34:40.274614] [INFO ] [sig       ] [1014/3639] Forecasting DTB...
[2025-11-25T23:34:40.274675] [INFO ] [sig       ] Generating forecast for: DTB
[2025-11-25T23:34:40.274717] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DTB' from 'https://tdm.silogroup.org/data/derivative_storage/DTB.csv'.
[2025-11-25T23:34:40.285968] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DTB'.
[2025-11-25T23:34:40.286278] [INFO ] [FORECASTER] Starting predict_future for DTB
[2025-11-25T23:34:40.287097] [DEBUG] [LOCAL     ] No optimal features file found for DTB: ./output/feature-sets/DTB.txt
[2025-11-25T23:34:40.287166] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:34:40.287241] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:34:40.287312] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:34:40.287435] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:34:40.345266] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:34:40.345934] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:34:40.346040] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:34:40.346105] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:34:40.434105] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:34:40.434238] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:34:40.434282] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:34:40.434316] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:34:40.437560] [DEBUG] [FORECASTER] DTB: Forecast T+1@11:T+2@11: DOWN (p=39.09%)
[2025-11-25T23:34:40.437868] [INFO ] [FORECASTER] Completed predict_future for DTB
[2025-11-25T23:34:40.438007] [INFO ] [sig       ] DTB: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:34:40.579070] [INFO ] [LOCAL     ] Saved forecast: DTB	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/DTB.txt
[2025-11-25T23:34:40.579209] [INFO ] [sig       ] [1014/3639] Completed DTB in 0.3s | 3.02 sym/s | Total: 5.6m | ETA: 14.5m
[2025-11-25T23:34:40.579262] [INFO ] [sig       ] [1015/3639] Forecasting DTE...
[2025-11-25T23:34:40.579303] [INFO ] [sig       ] Generating forecast for: DTE
[2025-11-25T23:34:40.579339] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DTE' from 'https://tdm.silogroup.org/data/derivative_storage/DTE.csv'.
[2025-11-25T23:34:40.590329] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DTE'.
[2025-11-25T23:34:40.590628] [INFO ] [FORECASTER] Starting predict_future for DTE
[2025-11-25T23:34:40.591433] [DEBUG] [LOCAL     ] No optimal features file found for DTE: ./output/feature-sets/DTE.txt
[2025-11-25T23:34:40.591504] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:34:40.591551] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:34:40.591589] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:34:40.591679] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:34:40.648970] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:34:40.649597] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:34:40.649708] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:34:40.649756] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:34:40.730653] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:34:40.730782] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:34:40.730826] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:34:40.730859] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:34:40.734139] [DEBUG] [FORECASTER] DTE: Forecast T+1@11:T+2@11: UP (p=92.29%)
[2025-11-25T23:34:40.734467] [INFO ] [FORECASTER] Completed predict_future for DTE
[2025-11-25T23:34:40.734605] [INFO ] [sig       ] DTE: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:34:40.875707] [INFO ] [LOCAL     ] Saved forecast: DTE	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/DTE.txt
[2025-11-25T23:34:40.875843] [INFO ] [sig       ] [1015/3639] Completed DTE in 0.3s | 3.02 sym/s | Total: 5.6m | ETA: 14.5m
[2025-11-25T23:34:40.875896] [INFO ] [sig       ] [1016/3639] Forecasting DTG...
[2025-11-25T23:34:40.875939] [INFO ] [sig       ] Generating forecast for: DTG
[2025-11-25T23:34:40.875980] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DTG' from 'https://tdm.silogroup.org/data/derivative_storage/DTG.csv'.
[2025-11-25T23:34:40.888226] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DTG'.
[2025-11-25T23:34:40.888686] [INFO ] [FORECASTER] Starting predict_future for DTG
[2025-11-25T23:34:40.889487] [DEBUG] [LOCAL     ] No optimal features file found for DTG: ./output/feature-sets/DTG.txt
[2025-11-25T23:34:40.889559] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:34:40.889605] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:34:40.889666] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:34:40.889733] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:34:40.947778] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:34:40.948677] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:34:40.948780] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:34:40.948829] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:34:41.030098] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:34:41.030382] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:34:41.030432] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:34:41.030468] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:34:41.033935] [DEBUG] [FORECASTER] DTG: Forecast T+1@11:T+2@11: DOWN (p=4.33%)
[2025-11-25T23:34:41.034221] [INFO ] [FORECASTER] Completed predict_future for DTG
[2025-11-25T23:34:41.034357] [INFO ] [sig       ] DTG: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:34:41.175693] [INFO ] [LOCAL     ] Saved forecast: DTG	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/DTG.txt
[2025-11-25T23:34:41.175837] [INFO ] [sig       ] [1016/3639] Completed DTG in 0.3s | 3.02 sym/s | Total: 5.6m | ETA: 14.5m
[2025-11-25T23:34:41.175891] [INFO ] [sig       ] [1017/3639] Forecasting DTIL...
[2025-11-25T23:34:41.175934] [INFO ] [sig       ] Generating forecast for: DTIL
[2025-11-25T23:34:41.175994] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DTIL' from 'https://tdm.silogroup.org/data/derivative_storage/DTIL.csv'.
[2025-11-25T23:34:41.187042] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DTIL'.
[2025-11-25T23:34:41.187401] [INFO ] [FORECASTER] Starting predict_future for DTIL
[2025-11-25T23:34:41.188219] [DEBUG] [LOCAL     ] No optimal features file found for DTIL: ./output/feature-sets/DTIL.txt
[2025-11-25T23:34:41.188289] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:34:41.188335] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:34:41.188376] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:34:41.188444] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:34:41.245959] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:34:41.246614] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:34:41.246733] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:34:41.246778] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:34:41.332911] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:34:41.333045] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:34:41.333087] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:34:41.333125] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:34:41.336315] [DEBUG] [FORECASTER] DTIL: Forecast T+1@11:T+2@11: UP (p=75.54%)
[2025-11-25T23:34:41.336602] [INFO ] [FORECASTER] Completed predict_future for DTIL
[2025-11-25T23:34:41.336755] [INFO ] [sig       ] DTIL: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:34:41.477131] [INFO ] [LOCAL     ] Saved forecast: DTIL	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/DTIL.txt
[2025-11-25T23:34:41.477269] [INFO ] [sig       ] [1017/3639] Completed DTIL in 0.3s | 3.02 sym/s | Total: 5.6m | ETA: 14.5m
[2025-11-25T23:34:41.477323] [INFO ] [sig       ] [1018/3639] Forecasting DTM...
[2025-11-25T23:34:41.477374] [INFO ] [sig       ] Generating forecast for: DTM
[2025-11-25T23:34:41.477418] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DTM' from 'https://tdm.silogroup.org/data/derivative_storage/DTM.csv'.
[2025-11-25T23:34:41.491022] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DTM'.
[2025-11-25T23:34:41.491503] [INFO ] [FORECASTER] Starting predict_future for DTM
[2025-11-25T23:34:41.492415] [DEBUG] [LOCAL     ] No optimal features file found for DTM: ./output/feature-sets/DTM.txt
[2025-11-25T23:34:41.492487] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:34:41.492534] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:34:41.492576] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:34:41.492670] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:34:41.551233] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:34:41.551973] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:34:41.552072] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:34:41.552120] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:34:41.643018] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:34:41.643219] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:34:41.643266] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:34:41.643301] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:34:41.646858] [DEBUG] [FORECASTER] DTM: Forecast T+1@11:T+2@11: DOWN (p=48.15%)
[2025-11-25T23:34:41.647179] [INFO ] [FORECASTER] Completed predict_future for DTM
[2025-11-25T23:34:41.647320] [INFO ] [sig       ] DTM: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:34:41.789704] [INFO ] [LOCAL     ] Saved forecast: DTM	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/DTM.txt
[2025-11-25T23:34:41.789873] [INFO ] [sig       ] [1018/3639] Completed DTM in 0.3s | 3.02 sym/s | Total: 5.6m | ETA: 14.5m
[2025-11-25T23:34:41.789928] [INFO ] [sig       ] [1019/3639] Forecasting DTSS...
[2025-11-25T23:34:41.789972] [INFO ] [sig       ] Generating forecast for: DTSS
[2025-11-25T23:34:41.790014] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DTSS' from 'https://tdm.silogroup.org/data/derivative_storage/DTSS.csv'.
[2025-11-25T23:34:41.802735] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DTSS'.
[2025-11-25T23:34:41.803088] [INFO ] [FORECASTER] Starting predict_future for DTSS
[2025-11-25T23:34:41.803980] [DEBUG] [LOCAL     ] No optimal features file found for DTSS: ./output/feature-sets/DTSS.txt
[2025-11-25T23:34:41.804054] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:34:41.804102] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:34:41.804148] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:34:41.804211] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:34:41.865979] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:34:41.866900] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:34:41.867000] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:34:41.867047] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:34:41.961384] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:34:41.961567] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:34:41.961615] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:34:41.961670] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:34:41.965220] [DEBUG] [FORECASTER] DTSS: Forecast T+1@11:T+2@11: DOWN (p=17.76%)
[2025-11-25T23:34:41.965523] [INFO ] [FORECASTER] Completed predict_future for DTSS
[2025-11-25T23:34:41.965684] [INFO ] [sig       ] DTSS: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:34:42.108736] [INFO ] [LOCAL     ] Saved forecast: DTSS	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/DTSS.txt
[2025-11-25T23:34:42.108922] [INFO ] [sig       ] [1019/3639] Completed DTSS in 0.3s | 3.02 sym/s | Total: 5.6m | ETA: 14.5m
[2025-11-25T23:34:42.108979] [INFO ] [sig       ] [1020/3639] Forecasting DUK...
[2025-11-25T23:34:42.109024] [INFO ] [sig       ] Generating forecast for: DUK
[2025-11-25T23:34:42.109070] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DUK' from 'https://tdm.silogroup.org/data/derivative_storage/DUK.csv'.
[2025-11-25T23:34:42.120600] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DUK'.
[2025-11-25T23:34:42.120975] [INFO ] [FORECASTER] Starting predict_future for DUK
[2025-11-25T23:34:42.121784] [DEBUG] [LOCAL     ] No optimal features file found for DUK: ./output/feature-sets/DUK.txt
[2025-11-25T23:34:42.121854] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:34:42.121900] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:34:42.121941] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:34:42.122010] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:34:42.179998] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:34:42.180879] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:34:42.180984] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:34:42.181032] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:34:42.269060] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:34:42.269256] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:34:42.269303] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:34:42.269339] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:34:42.272816] [DEBUG] [FORECASTER] DUK: Forecast T+1@11:T+2@11: UP (p=74.07%)
[2025-11-25T23:34:42.273148] [INFO ] [FORECASTER] Completed predict_future for DUK
[2025-11-25T23:34:42.273293] [INFO ] [sig       ] DUK: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:34:42.415397] [INFO ] [LOCAL     ] Saved forecast: DUK	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/DUK.txt
[2025-11-25T23:34:42.415549] [INFO ] [sig       ] [1020/3639] Completed DUK in 0.3s | 3.02 sym/s | Total: 5.6m | ETA: 14.5m
[2025-11-25T23:34:42.415604] [INFO ] [sig       ] [1021/3639] Forecasting DUKB...
[2025-11-25T23:34:42.415668] [INFO ] [sig       ] Generating forecast for: DUKB
[2025-11-25T23:34:42.415713] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DUKB' from 'https://tdm.silogroup.org/data/derivative_storage/DUKB.csv'.
[2025-11-25T23:34:42.426590] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DUKB'.
[2025-11-25T23:34:42.426893] [INFO ] [FORECASTER] Starting predict_future for DUKB
[2025-11-25T23:34:42.427745] [DEBUG] [LOCAL     ] No optimal features file found for DUKB: ./output/feature-sets/DUKB.txt
[2025-11-25T23:34:42.427813] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:34:42.427858] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:34:42.427899] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:34:42.427967] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:34:42.486798] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:34:42.487423] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:34:42.487520] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:34:42.487566] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:34:42.585758] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:34:42.585878] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:34:42.585920] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:34:42.585953] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:34:42.589158] [DEBUG] [FORECASTER] DUKB: Forecast T+1@11:T+2@11: UP (p=98.38%)
[2025-11-25T23:34:42.589594] [INFO ] [FORECASTER] Completed predict_future for DUKB
[2025-11-25T23:34:42.589817] [INFO ] [sig       ] DUKB: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:34:42.733151] [INFO ] [LOCAL     ] Saved forecast: DUKB	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/DUKB.txt
[2025-11-25T23:34:42.733347] [INFO ] [sig       ] [1021/3639] Completed DUKB in 0.3s | 3.02 sym/s | Total: 5.6m | ETA: 14.5m
[2025-11-25T23:34:42.733402] [INFO ] [sig       ] [1022/3639] Forecasting DUOL...
[2025-11-25T23:34:42.733446] [INFO ] [sig       ] Generating forecast for: DUOL
[2025-11-25T23:34:42.733488] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DUOL' from 'https://tdm.silogroup.org/data/derivative_storage/DUOL.csv'.
[2025-11-25T23:34:42.746048] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DUOL'.
[2025-11-25T23:34:42.746415] [INFO ] [FORECASTER] Starting predict_future for DUOL
[2025-11-25T23:34:42.747319] [DEBUG] [LOCAL     ] No optimal features file found for DUOL: ./output/feature-sets/DUOL.txt
[2025-11-25T23:34:42.747411] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:34:42.747463] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:34:42.747507] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:34:42.747583] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:34:42.807926] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:34:42.808578] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:34:42.808743] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:34:42.808823] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:34:42.926854] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:34:42.927011] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:34:42.927150] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:34:42.927244] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:34:42.931682] [DEBUG] [FORECASTER] DUOL: Forecast T+1@11:T+2@11: DOWN (p=39.24%)
[2025-11-25T23:34:42.932107] [INFO ] [FORECASTER] Completed predict_future for DUOL
[2025-11-25T23:34:42.932524] [INFO ] [sig       ] DUOL: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:34:43.074536] [INFO ] [LOCAL     ] Saved forecast: DUOL	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/DUOL.txt
[2025-11-25T23:34:43.074729] [INFO ] [sig       ] [1022/3639] Completed DUOL in 0.3s | 3.02 sym/s | Total: 5.6m | ETA: 14.5m
[2025-11-25T23:34:43.074788] [INFO ] [sig       ] [1023/3639] Forecasting DVA...
[2025-11-25T23:34:43.074836] [INFO ] [sig       ] Generating forecast for: DVA
[2025-11-25T23:34:43.074873] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DVA' from 'https://tdm.silogroup.org/data/derivative_storage/DVA.csv'.
[2025-11-25T23:34:43.086826] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DVA'.
[2025-11-25T23:34:43.087114] [INFO ] [FORECASTER] Starting predict_future for DVA
[2025-11-25T23:34:43.088149] [DEBUG] [LOCAL     ] No optimal features file found for DVA: ./output/feature-sets/DVA.txt
[2025-11-25T23:34:43.088225] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:34:43.088273] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:34:43.088314] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:34:43.088384] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:34:43.146284] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:34:43.147012] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:34:43.147110] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:34:43.147158] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:34:43.258321] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:34:43.258490] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:34:43.258534] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:34:43.258567] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:34:43.261924] [DEBUG] [FORECASTER] DVA: Forecast T+1@11:T+2@11: DOWN (p=3.35%)
[2025-11-25T23:34:43.262234] [INFO ] [FORECASTER] Completed predict_future for DVA
[2025-11-25T23:34:43.262378] [INFO ] [sig       ] DVA: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:34:43.406426] [INFO ] [LOCAL     ] Saved forecast: DVA	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/DVA.txt
[2025-11-25T23:34:43.406597] [INFO ] [sig       ] [1023/3639] Completed DVA in 0.3s | 3.02 sym/s | Total: 5.7m | ETA: 14.4m
[2025-11-25T23:34:43.406673] [INFO ] [sig       ] [1024/3639] Forecasting DVAX...
[2025-11-25T23:34:43.406719] [INFO ] [sig       ] Generating forecast for: DVAX
[2025-11-25T23:34:43.406759] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DVAX' from 'https://tdm.silogroup.org/data/derivative_storage/DVAX.csv'.
[2025-11-25T23:34:43.419977] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DVAX'.
[2025-11-25T23:34:43.420295] [INFO ] [FORECASTER] Starting predict_future for DVAX
[2025-11-25T23:34:43.421160] [DEBUG] [LOCAL     ] No optimal features file found for DVAX: ./output/feature-sets/DVAX.txt
[2025-11-25T23:34:43.421245] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:34:43.421303] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:34:43.421346] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:34:43.421415] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:34:43.479889] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:34:43.480676] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:34:43.480775] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:34:43.480822] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:34:43.600737] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:34:43.600940] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:34:43.600986] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:34:43.601021] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:34:43.604528] [DEBUG] [FORECASTER] DVAX: Forecast T+1@11:T+2@11: DOWN (p=1.33%)
[2025-11-25T23:34:43.604874] [INFO ] [FORECASTER] Completed predict_future for DVAX
[2025-11-25T23:34:43.605039] [INFO ] [sig       ] DVAX: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:34:43.749193] [INFO ] [LOCAL     ] Saved forecast: DVAX	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/DVAX.txt
[2025-11-25T23:34:43.749397] [INFO ] [sig       ] [1024/3639] Completed DVAX in 0.3s | 3.02 sym/s | Total: 5.7m | ETA: 14.4m
[2025-11-25T23:34:43.749455] [INFO ] [sig       ] [1025/3639] Forecasting DVN...
[2025-11-25T23:34:43.749516] [INFO ] [sig       ] Generating forecast for: DVN
[2025-11-25T23:34:43.749561] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DVN' from 'https://tdm.silogroup.org/data/derivative_storage/DVN.csv'.
[2025-11-25T23:34:43.762039] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DVN'.
[2025-11-25T23:34:43.762460] [INFO ] [FORECASTER] Starting predict_future for DVN
[2025-11-25T23:34:43.763293] [DEBUG] [LOCAL     ] No optimal features file found for DVN: ./output/feature-sets/DVN.txt
[2025-11-25T23:34:43.763365] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:34:43.763411] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:34:43.763454] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:34:43.763525] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:34:43.821754] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:34:43.822702] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:34:43.822837] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:34:43.822885] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:34:43.922357] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:34:43.922563] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:34:43.922610] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:34:43.922667] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:34:43.926150] [DEBUG] [FORECASTER] DVN: Forecast T+1@11:T+2@11: DOWN (p=31.87%)
[2025-11-25T23:34:43.926470] [INFO ] [FORECASTER] Completed predict_future for DVN
[2025-11-25T23:34:43.926630] [INFO ] [sig       ] DVN: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:34:44.072476] [INFO ] [LOCAL     ] Saved forecast: DVN	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/DVN.txt
[2025-11-25T23:34:44.072658] [INFO ] [sig       ] [1025/3639] Completed DVN in 0.3s | 3.02 sym/s | Total: 5.7m | ETA: 14.4m
[2025-11-25T23:34:44.072717] [INFO ] [sig       ] [1026/3639] Forecasting DVY...
[2025-11-25T23:34:44.072765] [INFO ] [sig       ] Generating forecast for: DVY
[2025-11-25T23:34:44.072809] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DVY' from 'https://tdm.silogroup.org/data/derivative_storage/DVY.csv'.
[2025-11-25T23:34:44.084843] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DVY'.
[2025-11-25T23:34:44.085188] [INFO ] [FORECASTER] Starting predict_future for DVY
[2025-11-25T23:34:44.086037] [DEBUG] [LOCAL     ] No optimal features file found for DVY: ./output/feature-sets/DVY.txt
[2025-11-25T23:34:44.086120] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:34:44.086167] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:34:44.086207] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:34:44.086276] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:34:44.145690] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:34:44.146436] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:34:44.146539] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:34:44.146585] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:34:44.247720] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:34:44.247898] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:34:44.247942] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:34:44.247977] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:34:44.251411] [DEBUG] [FORECASTER] DVY: Forecast T+1@11:T+2@11: DOWN (p=47.32%)
[2025-11-25T23:34:44.251726] [INFO ] [FORECASTER] Completed predict_future for DVY
[2025-11-25T23:34:44.251874] [INFO ] [sig       ] DVY: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:34:44.401518] [INFO ] [LOCAL     ] Saved forecast: DVY	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/DVY.txt
[2025-11-25T23:34:44.401735] [INFO ] [sig       ] [1026/3639] Completed DVY in 0.3s | 3.02 sym/s | Total: 5.7m | ETA: 14.4m
[2025-11-25T23:34:44.401796] [INFO ] [sig       ] [1027/3639] Forecasting DWAS...
[2025-11-25T23:34:44.401842] [INFO ] [sig       ] Generating forecast for: DWAS
[2025-11-25T23:34:44.401895] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DWAS' from 'https://tdm.silogroup.org/data/derivative_storage/DWAS.csv'.
[2025-11-25T23:34:44.414155] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DWAS'.
[2025-11-25T23:34:44.414569] [INFO ] [FORECASTER] Starting predict_future for DWAS
[2025-11-25T23:34:44.415640] [DEBUG] [LOCAL     ] No optimal features file found for DWAS: ./output/feature-sets/DWAS.txt
[2025-11-25T23:34:44.415736] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:34:44.415783] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:34:44.415825] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:34:44.415897] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:34:44.473583] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:34:44.474334] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:34:44.474431] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:34:44.474478] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:34:44.564078] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:34:44.564221] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:34:44.564264] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:34:44.564299] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:34:44.567616] [DEBUG] [FORECASTER] DWAS: Forecast T+1@11:T+2@11: UP (p=58.21%)
[2025-11-25T23:34:44.567944] [INFO ] [FORECASTER] Completed predict_future for DWAS
[2025-11-25T23:34:44.568087] [INFO ] [sig       ] DWAS: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:34:44.713467] [INFO ] [LOCAL     ] Saved forecast: DWAS	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/DWAS.txt
[2025-11-25T23:34:44.713687] [INFO ] [sig       ] [1027/3639] Completed DWAS in 0.3s | 3.02 sym/s | Total: 5.7m | ETA: 14.4m
[2025-11-25T23:34:44.713751] [INFO ] [sig       ] [1028/3639] Forecasting DWSH...
[2025-11-25T23:34:44.713798] [INFO ] [sig       ] Generating forecast for: DWSH
[2025-11-25T23:34:44.713842] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DWSH' from 'https://tdm.silogroup.org/data/derivative_storage/DWSH.csv'.
[2025-11-25T23:34:44.726206] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DWSH'.
[2025-11-25T23:34:44.726619] [INFO ] [FORECASTER] Starting predict_future for DWSH
[2025-11-25T23:34:44.727525] [DEBUG] [LOCAL     ] No optimal features file found for DWSH: ./output/feature-sets/DWSH.txt
[2025-11-25T23:34:44.727599] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:34:44.727671] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:34:44.727717] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:34:44.727789] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:34:44.788368] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:34:44.789330] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:34:44.789439] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:34:44.789489] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:34:44.878658] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:34:44.879405] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:34:44.879461] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:34:44.879498] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:34:44.883104] [DEBUG] [FORECASTER] DWSH: Forecast T+1@11:T+2@11: DOWN (p=15.98%)
[2025-11-25T23:34:44.883435] [INFO ] [FORECASTER] Completed predict_future for DWSH
[2025-11-25T23:34:44.883595] [INFO ] [sig       ] DWSH: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:34:45.029114] [INFO ] [LOCAL     ] Saved forecast: DWSH	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/DWSH.txt
[2025-11-25T23:34:45.029301] [INFO ] [sig       ] [1028/3639] Completed DWSH in 0.3s | 3.02 sym/s | Total: 5.7m | ETA: 14.4m
[2025-11-25T23:34:45.029357] [INFO ] [sig       ] [1029/3639] Forecasting DX...
[2025-11-25T23:34:45.029403] [INFO ] [sig       ] Generating forecast for: DX
[2025-11-25T23:34:45.029445] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DX' from 'https://tdm.silogroup.org/data/derivative_storage/DX.csv'.
[2025-11-25T23:34:45.042419] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DX'.
[2025-11-25T23:34:45.042876] [INFO ] [FORECASTER] Starting predict_future for DX
[2025-11-25T23:34:45.043719] [DEBUG] [LOCAL     ] No optimal features file found for DX: ./output/feature-sets/DX.txt
[2025-11-25T23:34:45.043790] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:34:45.043837] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:34:45.043878] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:34:45.043948] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:34:45.103614] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:34:45.104543] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:34:45.104791] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:34:45.104852] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:34:45.208118] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:34:45.208299] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:34:45.208343] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:34:45.208377] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:34:45.211768] [DEBUG] [FORECASTER] DX: Forecast T+1@11:T+2@11: UP (p=91.08%)
[2025-11-25T23:34:45.212060] [INFO ] [FORECASTER] Completed predict_future for DX
[2025-11-25T23:34:45.212200] [INFO ] [sig       ] DX: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:34:45.357829] [INFO ] [LOCAL     ] Saved forecast: DX	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/DX.txt
[2025-11-25T23:34:45.358032] [INFO ] [sig       ] [1029/3639] Completed DX in 0.3s | 3.02 sym/s | Total: 5.7m | ETA: 14.4m
[2025-11-25T23:34:45.358130] [INFO ] [sig       ] [1030/3639] Forecasting DXC...
[2025-11-25T23:34:45.358185] [INFO ] [sig       ] Generating forecast for: DXC
[2025-11-25T23:34:45.358232] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DXC' from 'https://tdm.silogroup.org/data/derivative_storage/DXC.csv'.
[2025-11-25T23:34:45.369812] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DXC'.
[2025-11-25T23:34:45.370154] [INFO ] [FORECASTER] Starting predict_future for DXC
[2025-11-25T23:34:45.370992] [DEBUG] [LOCAL     ] No optimal features file found for DXC: ./output/feature-sets/DXC.txt
[2025-11-25T23:34:45.371064] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:34:45.371112] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:34:45.371154] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:34:45.371245] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:34:45.430591] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:34:45.431351] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:34:45.431451] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:34:45.431498] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:34:45.528439] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:34:45.528623] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:34:45.528690] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:34:45.528751] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:34:45.532200] [DEBUG] [FORECASTER] DXC: Forecast T+1@11:T+2@11: UP (p=65.11%)
[2025-11-25T23:34:45.532529] [INFO ] [FORECASTER] Completed predict_future for DXC
[2025-11-25T23:34:45.532706] [INFO ] [sig       ] DXC: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:34:45.677878] [INFO ] [LOCAL     ] Saved forecast: DXC	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/DXC.txt
[2025-11-25T23:34:45.678062] [INFO ] [sig       ] [1030/3639] Completed DXC in 0.3s | 3.02 sym/s | Total: 5.7m | ETA: 14.4m
[2025-11-25T23:34:45.678120] [INFO ] [sig       ] [1031/3639] Forecasting DXCM...
[2025-11-25T23:34:45.678166] [INFO ] [sig       ] Generating forecast for: DXCM
[2025-11-25T23:34:45.678207] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DXCM' from 'https://tdm.silogroup.org/data/derivative_storage/DXCM.csv'.
[2025-11-25T23:34:45.689605] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DXCM'.
[2025-11-25T23:34:45.689963] [INFO ] [FORECASTER] Starting predict_future for DXCM
[2025-11-25T23:34:45.690830] [DEBUG] [LOCAL     ] No optimal features file found for DXCM: ./output/feature-sets/DXCM.txt
[2025-11-25T23:34:45.690898] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:34:45.690944] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:34:45.690984] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:34:45.691053] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:34:45.749249] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:34:45.750229] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:34:45.750358] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:34:45.750424] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:34:45.852793] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:34:45.852999] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:34:45.853048] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:34:45.853085] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:34:45.856679] [DEBUG] [FORECASTER] DXCM: Forecast T+1@11:T+2@11: UP (p=88.87%)
[2025-11-25T23:34:45.857020] [INFO ] [FORECASTER] Completed predict_future for DXCM
[2025-11-25T23:34:45.857197] [INFO ] [sig       ] DXCM: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:34:46.001498] [INFO ] [LOCAL     ] Saved forecast: DXCM	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/DXCM.txt
[2025-11-25T23:34:46.001712] [INFO ] [sig       ] [1031/3639] Completed DXCM in 0.3s | 3.02 sym/s | Total: 5.7m | ETA: 14.4m
[2025-11-25T23:34:46.001770] [INFO ] [sig       ] [1032/3639] Forecasting DXPE...
[2025-11-25T23:34:46.001813] [INFO ] [sig       ] Generating forecast for: DXPE
[2025-11-25T23:34:46.001850] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DXPE' from 'https://tdm.silogroup.org/data/derivative_storage/DXPE.csv'.
[2025-11-25T23:34:46.013305] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DXPE'.
[2025-11-25T23:34:46.013699] [INFO ] [FORECASTER] Starting predict_future for DXPE
[2025-11-25T23:34:46.014502] [DEBUG] [LOCAL     ] No optimal features file found for DXPE: ./output/feature-sets/DXPE.txt
[2025-11-25T23:34:46.014572] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:34:46.014618] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:34:46.014680] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:34:46.014752] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:34:46.072539] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:34:46.073462] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:34:46.073564] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:34:46.073611] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:34:46.174331] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:34:46.174525] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:34:46.174571] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:34:46.174606] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:34:46.178054] [DEBUG] [FORECASTER] DXPE: Forecast T+1@11:T+2@11: UP (p=93.83%)
[2025-11-25T23:34:46.178397] [INFO ] [FORECASTER] Completed predict_future for DXPE
[2025-11-25T23:34:46.178556] [INFO ] [sig       ] DXPE: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:34:46.320813] [INFO ] [LOCAL     ] Saved forecast: DXPE	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/DXPE.txt
[2025-11-25T23:34:46.320999] [INFO ] [sig       ] [1032/3639] Completed DXPE in 0.3s | 3.02 sym/s | Total: 5.7m | ETA: 14.4m
[2025-11-25T23:34:46.321054] [INFO ] [sig       ] [1033/3639] Forecasting DY...
[2025-11-25T23:34:46.321098] [INFO ] [sig       ] Generating forecast for: DY
[2025-11-25T23:34:46.321140] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DY' from 'https://tdm.silogroup.org/data/derivative_storage/DY.csv'.
[2025-11-25T23:34:46.333104] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DY'.
[2025-11-25T23:34:46.333502] [INFO ] [FORECASTER] Starting predict_future for DY
[2025-11-25T23:34:46.334299] [DEBUG] [LOCAL     ] No optimal features file found for DY: ./output/feature-sets/DY.txt
[2025-11-25T23:34:46.334370] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:34:46.334415] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:34:46.334456] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:34:46.334525] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:34:46.395333] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:34:46.396128] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:34:46.396235] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:34:46.396283] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:34:46.489704] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:34:46.489826] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:34:46.489899] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:34:46.489940] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:34:46.493219] [DEBUG] [FORECASTER] DY: Forecast T+1@11:T+2@11: UP (p=79.16%)
[2025-11-25T23:34:46.493557] [INFO ] [FORECASTER] Completed predict_future for DY
[2025-11-25T23:34:46.493735] [INFO ] [sig       ] DY: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:34:46.635868] [INFO ] [LOCAL     ] Saved forecast: DY	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/DY.txt
[2025-11-25T23:34:46.636011] [INFO ] [sig       ] [1033/3639] Completed DY in 0.3s | 3.02 sym/s | Total: 5.7m | ETA: 14.4m
[2025-11-25T23:34:46.636065] [INFO ] [sig       ] [1034/3639] Forecasting DYN...
[2025-11-25T23:34:46.636110] [INFO ] [sig       ] Generating forecast for: DYN
[2025-11-25T23:34:46.636153] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DYN' from 'https://tdm.silogroup.org/data/derivative_storage/DYN.csv'.
[2025-11-25T23:34:46.647557] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DYN'.
[2025-11-25T23:34:46.647864] [INFO ] [FORECASTER] Starting predict_future for DYN
[2025-11-25T23:34:46.648679] [DEBUG] [LOCAL     ] No optimal features file found for DYN: ./output/feature-sets/DYN.txt
[2025-11-25T23:34:46.648746] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:34:46.648791] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:34:46.648831] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:34:46.648900] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:34:46.708116] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:34:46.708940] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:34:46.709041] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:34:46.709090] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:34:46.825252] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:34:46.825453] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:34:46.825497] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:34:46.825532] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:34:46.829047] [DEBUG] [FORECASTER] DYN: Forecast T+1@11:T+2@11: UP (p=50.46%)
[2025-11-25T23:34:46.829375] [INFO ] [FORECASTER] Completed predict_future for DYN
[2025-11-25T23:34:46.829522] [INFO ] [sig       ] DYN: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:34:46.974060] [INFO ] [LOCAL     ] Saved forecast: DYN	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/DYN.txt
[2025-11-25T23:34:46.974213] [INFO ] [sig       ] [1034/3639] Completed DYN in 0.3s | 3.02 sym/s | Total: 5.7m | ETA: 14.4m
[2025-11-25T23:34:46.974271] [INFO ] [sig       ] [1035/3639] Forecasting E...
[2025-11-25T23:34:46.974314] [INFO ] [sig       ] Generating forecast for: E
[2025-11-25T23:34:46.974355] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'E' from 'https://tdm.silogroup.org/data/derivative_storage/E.csv'.
[2025-11-25T23:34:46.986311] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'E'.
[2025-11-25T23:34:46.986657] [INFO ] [FORECASTER] Starting predict_future for E
[2025-11-25T23:34:46.987457] [DEBUG] [LOCAL     ] No optimal features file found for E: ./output/feature-sets/E.txt
[2025-11-25T23:34:46.987533] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:34:46.987580] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:34:46.987621] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:34:46.987714] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:34:47.045297] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:34:47.045997] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:34:47.046114] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:34:47.046162] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:34:47.168406] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:34:47.168584] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:34:47.168629] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:34:47.168686] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:34:47.172165] [DEBUG] [FORECASTER] E: Forecast T+1@11:T+2@11: DOWN (p=9.96%)
[2025-11-25T23:34:47.172467] [INFO ] [FORECASTER] Completed predict_future for E
[2025-11-25T23:34:47.172610] [INFO ] [sig       ] E: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:34:47.314914] [INFO ] [LOCAL     ] Saved forecast: E	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/E.txt
[2025-11-25T23:34:47.315081] [INFO ] [sig       ] [1035/3639] Completed E in 0.3s | 3.02 sym/s | Total: 5.7m | ETA: 14.4m
[2025-11-25T23:34:47.315137] [INFO ] [sig       ] [1036/3639] Forecasting EA...
[2025-11-25T23:34:47.315182] [INFO ] [sig       ] Generating forecast for: EA
[2025-11-25T23:34:47.315225] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EA' from 'https://tdm.silogroup.org/data/derivative_storage/EA.csv'.
[2025-11-25T23:34:47.327700] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EA'.
[2025-11-25T23:34:47.328050] [INFO ] [FORECASTER] Starting predict_future for EA
[2025-11-25T23:34:47.328887] [DEBUG] [LOCAL     ] No optimal features file found for EA: ./output/feature-sets/EA.txt
[2025-11-25T23:34:47.328957] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:34:47.329006] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:34:47.329039] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:34:47.329114] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:34:47.386773] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:34:47.387490] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:34:47.387594] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:34:47.387661] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:34:47.506174] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:34:47.506327] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:34:47.506373] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:34:47.506407] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:34:47.509747] [DEBUG] [FORECASTER] EA: Forecast T+1@11:T+2@11: DOWN (p=29.45%)
[2025-11-25T23:34:47.510051] [INFO ] [FORECASTER] Completed predict_future for EA
[2025-11-25T23:34:47.510198] [INFO ] [sig       ] EA: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:34:47.651902] [INFO ] [LOCAL     ] Saved forecast: EA	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/EA.txt
[2025-11-25T23:34:47.652058] [INFO ] [sig       ] [1036/3639] Completed EA in 0.3s | 3.02 sym/s | Total: 5.7m | ETA: 14.4m
[2025-11-25T23:34:47.652108] [INFO ] [sig       ] [1037/3639] Forecasting EAF...
[2025-11-25T23:34:47.652155] [INFO ] [sig       ] Generating forecast for: EAF
[2025-11-25T23:34:47.652197] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EAF' from 'https://tdm.silogroup.org/data/derivative_storage/EAF.csv'.
[2025-11-25T23:34:47.663862] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EAF'.
[2025-11-25T23:34:47.664162] [INFO ] [FORECASTER] Starting predict_future for EAF
[2025-11-25T23:34:47.664973] [DEBUG] [LOCAL     ] No optimal features file found for EAF: ./output/feature-sets/EAF.txt
[2025-11-25T23:34:47.665043] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:34:47.665089] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:34:47.665144] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:34:47.665215] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:34:47.722998] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:34:47.723627] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:34:47.723740] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:34:47.723788] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:34:47.837615] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:34:47.837779] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:34:47.837823] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:34:47.837857] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:34:47.841146] [DEBUG] [FORECASTER] EAF: Forecast T+1@11:T+2@11: UP (p=98.57%)
[2025-11-25T23:34:47.841444] [INFO ] [FORECASTER] Completed predict_future for EAF
[2025-11-25T23:34:47.841590] [INFO ] [sig       ] EAF: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:34:47.985528] [INFO ] [LOCAL     ] Saved forecast: EAF	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/EAF.txt
[2025-11-25T23:34:47.985708] [INFO ] [sig       ] [1037/3639] Completed EAF in 0.3s | 3.02 sym/s | Total: 5.7m | ETA: 14.4m
[2025-11-25T23:34:47.985767] [INFO ] [sig       ] [1038/3639] Forecasting EAI...
[2025-11-25T23:34:47.985813] [INFO ] [sig       ] Generating forecast for: EAI
[2025-11-25T23:34:47.985858] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EAI' from 'https://tdm.silogroup.org/data/derivative_storage/EAI.csv'.
[2025-11-25T23:34:47.997919] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EAI'.
[2025-11-25T23:34:47.998257] [INFO ] [FORECASTER] Starting predict_future for EAI
[2025-11-25T23:34:47.999059] [DEBUG] [LOCAL     ] No optimal features file found for EAI: ./output/feature-sets/EAI.txt
[2025-11-25T23:34:47.999130] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:34:47.999176] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:34:47.999216] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:34:47.999285] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:34:48.058118] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:34:48.058797] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:34:48.058893] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:34:48.058941] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:34:48.166396] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:34:48.166539] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:34:48.166582] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:34:48.166616] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:34:48.169936] [DEBUG] [FORECASTER] EAI: Forecast T+1@11:T+2@11: DOWN (p=7.28%)
[2025-11-25T23:34:48.170233] [INFO ] [FORECASTER] Completed predict_future for EAI
[2025-11-25T23:34:48.170381] [INFO ] [sig       ] EAI: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:34:48.312881] [INFO ] [LOCAL     ] Saved forecast: EAI	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/EAI.txt
[2025-11-25T23:34:48.313028] [INFO ] [sig       ] [1038/3639] Completed EAI in 0.3s | 3.02 sym/s | Total: 5.7m | ETA: 14.4m
[2025-11-25T23:34:48.313082] [INFO ] [sig       ] [1039/3639] Forecasting EARN...
[2025-11-25T23:34:48.313126] [INFO ] [sig       ] Generating forecast for: EARN
[2025-11-25T23:34:48.313168] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EARN' from 'https://tdm.silogroup.org/data/derivative_storage/EARN.csv'.
[2025-11-25T23:34:48.325217] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EARN'.
[2025-11-25T23:34:48.325570] [INFO ] [FORECASTER] Starting predict_future for EARN
[2025-11-25T23:34:48.326394] [DEBUG] [LOCAL     ] No optimal features file found for EARN: ./output/feature-sets/EARN.txt
[2025-11-25T23:34:48.326466] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:34:48.326514] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:34:48.326557] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:34:48.326629] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:34:48.383910] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:34:48.384755] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:34:48.384858] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:34:48.384907] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:34:48.501944] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:34:48.502128] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:34:48.502175] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:34:48.502209] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:34:48.505734] [DEBUG] [FORECASTER] EARN: Forecast T+1@11:T+2@11: UP (p=90.13%)
[2025-11-25T23:34:48.506103] [INFO ] [FORECASTER] Completed predict_future for EARN
[2025-11-25T23:34:48.506259] [INFO ] [sig       ] EARN: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:34:48.646791] [INFO ] [LOCAL     ] Saved forecast: EARN	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/EARN.txt
[2025-11-25T23:34:48.646959] [INFO ] [sig       ] [1039/3639] Completed EARN in 0.3s | 3.02 sym/s | Total: 5.7m | ETA: 14.4m
[2025-11-25T23:34:48.647015] [INFO ] [sig       ] [1040/3639] Forecasting EB...
[2025-11-25T23:34:48.647059] [INFO ] [sig       ] Generating forecast for: EB
[2025-11-25T23:34:48.647101] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EB' from 'https://tdm.silogroup.org/data/derivative_storage/EB.csv'.
[2025-11-25T23:34:48.658965] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EB'.
[2025-11-25T23:34:48.659336] [INFO ] [FORECASTER] Starting predict_future for EB
[2025-11-25T23:34:48.660156] [DEBUG] [LOCAL     ] No optimal features file found for EB: ./output/feature-sets/EB.txt
[2025-11-25T23:34:48.660227] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:34:48.660276] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:34:48.660318] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:34:48.660387] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:34:48.717470] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:34:48.718157] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:34:48.718273] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:34:48.718321] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:34:48.832378] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:34:48.832573] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:34:48.832623] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:34:48.832679] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:34:48.836259] [DEBUG] [FORECASTER] EB: Forecast T+1@11:T+2@11: UP (p=85.13%)
[2025-11-25T23:34:48.836717] [INFO ] [FORECASTER] Completed predict_future for EB
[2025-11-25T23:34:48.836931] [INFO ] [sig       ] EB: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:34:48.977889] [INFO ] [LOCAL     ] Saved forecast: EB	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/EB.txt
[2025-11-25T23:34:48.978047] [INFO ] [sig       ] [1040/3639] Completed EB in 0.3s | 3.02 sym/s | Total: 5.7m | ETA: 14.4m
[2025-11-25T23:34:48.978106] [INFO ] [sig       ] [1041/3639] Forecasting EBAY...
[2025-11-25T23:34:48.978152] [INFO ] [sig       ] Generating forecast for: EBAY
[2025-11-25T23:34:48.978195] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EBAY' from 'https://tdm.silogroup.org/data/derivative_storage/EBAY.csv'.
[2025-11-25T23:34:48.990484] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EBAY'.
[2025-11-25T23:34:48.990838] [INFO ] [FORECASTER] Starting predict_future for EBAY
[2025-11-25T23:34:48.991660] [DEBUG] [LOCAL     ] No optimal features file found for EBAY: ./output/feature-sets/EBAY.txt
[2025-11-25T23:34:48.991731] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:34:48.991779] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:34:48.991823] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:34:48.991892] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:34:49.049506] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:34:49.050195] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:34:49.050308] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:34:49.050368] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:34:49.170411] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:34:49.170575] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:34:49.170620] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:34:49.170675] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:34:49.174077] [DEBUG] [FORECASTER] EBAY: Forecast T+1@11:T+2@11: UP (p=86.49%)
[2025-11-25T23:34:49.174384] [INFO ] [FORECASTER] Completed predict_future for EBAY
[2025-11-25T23:34:49.174552] [INFO ] [sig       ] EBAY: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:34:49.318385] [INFO ] [LOCAL     ] Saved forecast: EBAY	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/EBAY.txt
[2025-11-25T23:34:49.318560] [INFO ] [sig       ] [1041/3639] Completed EBAY in 0.3s | 3.02 sym/s | Total: 5.7m | ETA: 14.3m
[2025-11-25T23:34:49.318615] [INFO ] [sig       ] [1042/3639] Forecasting EBC...
[2025-11-25T23:34:49.318683] [INFO ] [sig       ] Generating forecast for: EBC
[2025-11-25T23:34:49.318729] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EBC' from 'https://tdm.silogroup.org/data/derivative_storage/EBC.csv'.
[2025-11-25T23:34:49.331442] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EBC'.
[2025-11-25T23:34:49.331888] [INFO ] [FORECASTER] Starting predict_future for EBC
[2025-11-25T23:34:49.332734] [DEBUG] [LOCAL     ] No optimal features file found for EBC: ./output/feature-sets/EBC.txt
[2025-11-25T23:34:49.332804] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:34:49.332851] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:34:49.332889] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:34:49.332958] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:34:49.390660] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:34:49.391573] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:34:49.391726] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:34:49.391774] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:34:49.506130] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:34:49.506357] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:34:49.506411] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:34:49.506448] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:34:49.510215] [DEBUG] [FORECASTER] EBC: Forecast T+1@11:T+2@11: UP (p=81.30%)
[2025-11-25T23:34:49.510570] [INFO ] [FORECASTER] Completed predict_future for EBC
[2025-11-25T23:34:49.510761] [INFO ] [sig       ] EBC: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:34:49.653225] [INFO ] [LOCAL     ] Saved forecast: EBC	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/EBC.txt
[2025-11-25T23:34:49.653448] [INFO ] [sig       ] [1042/3639] Completed EBC in 0.3s | 3.02 sym/s | Total: 5.8m | ETA: 14.3m
[2025-11-25T23:34:49.653506] [INFO ] [sig       ] [1043/3639] Forecasting EBF...
[2025-11-25T23:34:49.653550] [INFO ] [sig       ] Generating forecast for: EBF
[2025-11-25T23:34:49.653592] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EBF' from 'https://tdm.silogroup.org/data/derivative_storage/EBF.csv'.
[2025-11-25T23:34:49.666588] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EBF'.
[2025-11-25T23:34:49.667015] [INFO ] [FORECASTER] Starting predict_future for EBF
[2025-11-25T23:34:49.667929] [DEBUG] [LOCAL     ] No optimal features file found for EBF: ./output/feature-sets/EBF.txt
[2025-11-25T23:34:49.668002] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:34:49.668059] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:34:49.668101] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:34:49.668172] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:34:49.728899] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:34:49.729917] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:34:49.730045] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:34:49.730096] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:34:49.845866] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:34:49.846060] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:34:49.846108] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:34:49.846144] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:34:49.849680] [DEBUG] [FORECASTER] EBF: Forecast T+1@11:T+2@11: UP (p=59.55%)
[2025-11-25T23:34:49.850011] [INFO ] [FORECASTER] Completed predict_future for EBF
[2025-11-25T23:34:49.850179] [INFO ] [sig       ] EBF: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:34:50.000830] [INFO ] [LOCAL     ] Saved forecast: EBF	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/EBF.txt
[2025-11-25T23:34:50.001013] [INFO ] [sig       ] [1043/3639] Completed EBF in 0.3s | 3.02 sym/s | Total: 5.8m | ETA: 14.3m
[2025-11-25T23:34:50.001077] [INFO ] [sig       ] [1044/3639] Forecasting EBON...
[2025-11-25T23:34:50.001122] [INFO ] [sig       ] Generating forecast for: EBON
[2025-11-25T23:34:50.001164] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EBON' from 'https://tdm.silogroup.org/data/derivative_storage/EBON.csv'.
[2025-11-25T23:34:50.013347] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EBON'.
[2025-11-25T23:34:50.013921] [INFO ] [FORECASTER] Starting predict_future for EBON
[2025-11-25T23:34:50.014893] [DEBUG] [LOCAL     ] No optimal features file found for EBON: ./output/feature-sets/EBON.txt
[2025-11-25T23:34:50.014965] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:34:50.015012] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:34:50.015053] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:34:50.015124] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:34:50.072993] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:34:50.073916] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:34:50.074019] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:34:50.074067] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:34:50.165990] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:34:50.166188] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-11-25T23:34:50.166235] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:34:50.166270] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:34:50.169767] [DEBUG] [FORECASTER] EBON: Forecast T+1@11:T+2@11: DOWN (p=14.59%)
[2025-11-25T23:34:50.170187] [INFO ] [FORECASTER] Completed predict_future for EBON
[2025-11-25T23:34:50.170356] [INFO ] [sig       ] EBON: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:34:50.331522] [INFO ] [LOCAL     ] Saved forecast: EBON	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/EBON.txt
[2025-11-25T23:34:50.331745] [INFO ] [sig       ] [1044/3639] Completed EBON in 0.3s | 3.02 sym/s | Total: 5.8m | ETA: 14.3m
[2025-11-25T23:34:50.331805] [INFO ] [sig       ] [1045/3639] Forecasting EBS...
[2025-11-25T23:34:50.331852] [INFO ] [sig       ] Generating forecast for: EBS
[2025-11-25T23:34:50.331896] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EBS' from 'https://tdm.silogroup.org/data/derivative_storage/EBS.csv'.
[2025-11-25T23:34:50.345175] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EBS'.
[2025-11-25T23:34:50.345587] [INFO ] [FORECASTER] Starting predict_future for EBS
[2025-11-25T23:34:50.346412] [DEBUG] [LOCAL     ] No optimal features file found for EBS: ./output/feature-sets/EBS.txt
[2025-11-25T23:34:50.346483] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:34:50.346531] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:34:50.346573] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:34:50.346666] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:34:50.421783] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:34:50.422880] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:34:50.423003] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:34:50.423053] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:34:50.537823] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:34:50.538022] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:34:50.538070] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:34:50.538106] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:34:50.541631] [DEBUG] [FORECASTER] EBS: Forecast T+1@11:T+2@11: UP (p=73.14%)
[2025-11-25T23:34:50.541985] [INFO ] [FORECASTER] Completed predict_future for EBS
[2025-11-25T23:34:50.542153] [INFO ] [sig       ] EBS: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:34:50.686776] [INFO ] [LOCAL     ] Saved forecast: EBS	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/EBS.txt
[2025-11-25T23:34:50.686933] [INFO ] [sig       ] [1045/3639] Completed EBS in 0.4s | 3.02 sym/s | Total: 5.8m | ETA: 14.3m
[2025-11-25T23:34:50.686999] [INFO ] [sig       ] [1046/3639] Forecasting EC...
[2025-11-25T23:34:50.687045] [INFO ] [sig       ] Generating forecast for: EC
[2025-11-25T23:34:50.687087] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EC' from 'https://tdm.silogroup.org/data/derivative_storage/EC.csv'.
[2025-11-25T23:34:50.698716] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EC'.
[2025-11-25T23:34:50.699020] [INFO ] [FORECASTER] Starting predict_future for EC
[2025-11-25T23:34:50.699876] [DEBUG] [LOCAL     ] No optimal features file found for EC: ./output/feature-sets/EC.txt
[2025-11-25T23:34:50.699947] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:34:50.700005] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:34:50.700056] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:34:50.700142] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:34:50.760931] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:34:50.761820] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:34:50.761925] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:34:50.761987] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:34:50.876177] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:34:50.876351] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:34:50.876421] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:34:50.876457] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:34:50.879925] [DEBUG] [FORECASTER] EC: Forecast T+1@11:T+2@11: DOWN (p=0.30%)
[2025-11-25T23:34:50.880234] [INFO ] [FORECASTER] Completed predict_future for EC
[2025-11-25T23:34:50.880406] [INFO ] [sig       ] EC: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:34:51.024513] [INFO ] [LOCAL     ] Saved forecast: EC	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/EC.txt
[2025-11-25T23:34:51.024692] [INFO ] [sig       ] [1046/3639] Completed EC in 0.3s | 3.02 sym/s | Total: 5.8m | ETA: 14.3m
[2025-11-25T23:34:51.024773] [INFO ] [sig       ] [1047/3639] Forecasting ECC...
[2025-11-25T23:34:51.024821] [INFO ] [sig       ] Generating forecast for: ECC
[2025-11-25T23:34:51.024906] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ECC' from 'https://tdm.silogroup.org/data/derivative_storage/ECC.csv'.
[2025-11-25T23:34:51.036460] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ECC'.
[2025-11-25T23:34:51.036815] [INFO ] [FORECASTER] Starting predict_future for ECC
[2025-11-25T23:34:51.037683] [DEBUG] [LOCAL     ] No optimal features file found for ECC: ./output/feature-sets/ECC.txt
[2025-11-25T23:34:51.037757] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:34:51.037816] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:34:51.037869] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:34:51.037958] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:34:51.104905] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:34:51.106324] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:34:51.106447] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:34:51.106518] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:34:51.232519] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:34:51.232837] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:34:51.232892] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:34:51.232927] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:34:51.237420] [DEBUG] [FORECASTER] ECC: Forecast T+1@11:T+2@11: UP (p=54.47%)
[2025-11-25T23:34:51.237808] [INFO ] [FORECASTER] Completed predict_future for ECC
[2025-11-25T23:34:51.237982] [INFO ] [sig       ] ECC: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:34:51.384479] [INFO ] [LOCAL     ] Saved forecast: ECC	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/ECC.txt
[2025-11-25T23:34:51.384745] [INFO ] [sig       ] [1047/3639] Completed ECC in 0.4s | 3.02 sym/s | Total: 5.8m | ETA: 14.3m
[2025-11-25T23:34:51.384819] [INFO ] [sig       ] [1048/3639] Forecasting ECL...
[2025-11-25T23:34:51.384874] [INFO ] [sig       ] Generating forecast for: ECL
[2025-11-25T23:34:51.384922] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ECL' from 'https://tdm.silogroup.org/data/derivative_storage/ECL.csv'.
[2025-11-25T23:34:51.405902] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ECL'.
[2025-11-25T23:34:51.406483] [INFO ] [FORECASTER] Starting predict_future for ECL
[2025-11-25T23:34:51.407579] [DEBUG] [LOCAL     ] No optimal features file found for ECL: ./output/feature-sets/ECL.txt
[2025-11-25T23:34:51.407674] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:34:51.407726] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:34:51.407768] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:34:51.407839] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:34:51.469052] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:34:51.470147] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:34:51.470280] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:34:51.470342] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:34:51.588808] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:34:51.589066] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:34:51.589119] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:34:51.589155] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:34:51.593073] [DEBUG] [FORECASTER] ECL: Forecast T+1@11:T+2@11: UP (p=95.86%)
[2025-11-25T23:34:51.593478] [INFO ] [FORECASTER] Completed predict_future for ECL
[2025-11-25T23:34:51.593684] [INFO ] [sig       ] ECL: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:34:51.817027] [INFO ] [LOCAL     ] Saved forecast: ECL	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/ECL.txt
[2025-11-25T23:34:51.817256] [INFO ] [sig       ] [1048/3639] Completed ECL in 0.4s | 3.02 sym/s | Total: 5.8m | ETA: 14.3m
[2025-11-25T23:34:51.817320] [INFO ] [sig       ] [1049/3639] Forecasting ECPG...
[2025-11-25T23:34:51.817396] [INFO ] [sig       ] Generating forecast for: ECPG
[2025-11-25T23:34:51.817446] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ECPG' from 'https://tdm.silogroup.org/data/derivative_storage/ECPG.csv'.
[2025-11-25T23:34:51.830829] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ECPG'.
[2025-11-25T23:34:51.831247] [INFO ] [FORECASTER] Starting predict_future for ECPG
[2025-11-25T23:34:51.832178] [DEBUG] [LOCAL     ] No optimal features file found for ECPG: ./output/feature-sets/ECPG.txt
[2025-11-25T23:34:51.832255] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:34:51.832303] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:34:51.832357] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:34:51.832439] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:34:51.894438] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:34:51.895825] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:34:51.895955] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:34:51.896010] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:34:52.023537] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:34:52.023826] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:34:52.023915] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:34:52.023966] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:34:52.028046] [DEBUG] [FORECASTER] ECPG: Forecast T+1@11:T+2@11: DOWN (p=23.75%)
[2025-11-25T23:34:52.028437] [INFO ] [FORECASTER] Completed predict_future for ECPG
[2025-11-25T23:34:52.028636] [INFO ] [sig       ] ECPG: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:34:52.177234] [INFO ] [LOCAL     ] Saved forecast: ECPG	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/ECPG.txt
[2025-11-25T23:34:52.177461] [INFO ] [sig       ] [1049/3639] Completed ECPG in 0.4s | 3.02 sym/s | Total: 5.8m | ETA: 14.3m
[2025-11-25T23:34:52.177520] [INFO ] [sig       ] [1050/3639] Forecasting ECX...
[2025-11-25T23:34:52.177564] [INFO ] [sig       ] Generating forecast for: ECX
[2025-11-25T23:34:52.177614] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ECX' from 'https://tdm.silogroup.org/data/derivative_storage/ECX.csv'.
[2025-11-25T23:34:52.189912] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ECX'.
[2025-11-25T23:34:52.190222] [INFO ] [FORECASTER] Starting predict_future for ECX
[2025-11-25T23:34:52.191142] [DEBUG] [LOCAL     ] No optimal features file found for ECX: ./output/feature-sets/ECX.txt
[2025-11-25T23:34:52.191213] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:34:52.191293] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:34:52.191335] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:34:52.191408] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:34:52.248154] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:34:52.248825] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:34:52.248923] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:34:52.248969] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:34:52.355981] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:34:52.356146] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:34:52.356192] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:34:52.356227] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:34:52.359731] [DEBUG] [FORECASTER] ECX: Forecast T+1@11:T+2@11: UP (p=94.11%)
[2025-11-25T23:34:52.360207] [INFO ] [FORECASTER] Completed predict_future for ECX
[2025-11-25T23:34:52.360479] [INFO ] [sig       ] ECX: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:34:52.502171] [INFO ] [LOCAL     ] Saved forecast: ECX	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/ECX.txt
[2025-11-25T23:34:52.502363] [INFO ] [sig       ] [1050/3639] Completed ECX in 0.3s | 3.02 sym/s | Total: 5.8m | ETA: 14.3m
[2025-11-25T23:34:52.502418] [INFO ] [sig       ] [1051/3639] Forecasting ED...
[2025-11-25T23:34:52.502462] [INFO ] [sig       ] Generating forecast for: ED
[2025-11-25T23:34:52.502505] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ED' from 'https://tdm.silogroup.org/data/derivative_storage/ED.csv'.
[2025-11-25T23:34:52.514501] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ED'.
[2025-11-25T23:34:52.514945] [INFO ] [FORECASTER] Starting predict_future for ED
[2025-11-25T23:34:52.515819] [DEBUG] [LOCAL     ] No optimal features file found for ED: ./output/feature-sets/ED.txt
[2025-11-25T23:34:52.515888] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:34:52.515935] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:34:52.515975] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:34:52.516044] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:34:52.572902] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:34:52.573793] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:34:52.573897] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:34:52.573944] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:34:52.689856] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:34:52.690075] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:34:52.690124] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:34:52.690158] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:34:52.693613] [DEBUG] [FORECASTER] ED: Forecast T+1@11:T+2@11: UP (p=76.54%)
[2025-11-25T23:34:52.693944] [INFO ] [FORECASTER] Completed predict_future for ED
[2025-11-25T23:34:52.694108] [INFO ] [sig       ] ED: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:34:52.838151] [INFO ] [LOCAL     ] Saved forecast: ED	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/ED.txt
[2025-11-25T23:34:52.838350] [INFO ] [sig       ] [1051/3639] Completed ED in 0.3s | 3.02 sym/s | Total: 5.8m | ETA: 14.3m
[2025-11-25T23:34:52.838409] [INFO ] [sig       ] [1052/3639] Forecasting EDAP...
[2025-11-25T23:34:52.838456] [INFO ] [sig       ] Generating forecast for: EDAP
[2025-11-25T23:34:52.838505] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EDAP' from 'https://tdm.silogroup.org/data/derivative_storage/EDAP.csv'.
[2025-11-25T23:34:52.850571] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EDAP'.
[2025-11-25T23:34:52.851024] [INFO ] [FORECASTER] Starting predict_future for EDAP
[2025-11-25T23:34:52.851879] [DEBUG] [LOCAL     ] No optimal features file found for EDAP: ./output/feature-sets/EDAP.txt
[2025-11-25T23:34:52.851950] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:34:52.851997] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:34:52.852038] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:34:52.852114] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:34:52.909591] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:34:52.910350] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:34:52.910449] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:34:52.910497] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:34:53.029067] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:34:53.029259] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:34:53.029307] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:34:53.029341] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:34:53.032969] [DEBUG] [FORECASTER] EDAP: Forecast T+1@11:T+2@11: DOWN (p=8.00%)
[2025-11-25T23:34:53.033279] [INFO ] [FORECASTER] Completed predict_future for EDAP
[2025-11-25T23:34:53.033442] [INFO ] [sig       ] EDAP: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:34:53.174762] [INFO ] [LOCAL     ] Saved forecast: EDAP	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/EDAP.txt
[2025-11-25T23:34:53.174939] [INFO ] [sig       ] [1052/3639] Completed EDAP in 0.3s | 3.02 sym/s | Total: 5.8m | ETA: 14.3m
[2025-11-25T23:34:53.175000] [INFO ] [sig       ] [1053/3639] Forecasting EDBL...
[2025-11-25T23:34:53.175064] [INFO ] [sig       ] Generating forecast for: EDBL
[2025-11-25T23:34:53.175115] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EDBL' from 'https://tdm.silogroup.org/data/derivative_storage/EDBL.csv'.
[2025-11-25T23:34:53.187035] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EDBL'.
[2025-11-25T23:34:53.187341] [INFO ] [FORECASTER] Starting predict_future for EDBL
[2025-11-25T23:34:53.188213] [DEBUG] [LOCAL     ] No optimal features file found for EDBL: ./output/feature-sets/EDBL.txt
[2025-11-25T23:34:53.188285] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:34:53.188332] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:34:53.188373] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:34:53.188443] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:34:53.246127] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:34:53.246980] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:34:53.247080] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:34:53.247127] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:34:53.357488] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:34:53.357707] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:34:53.357781] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:34:53.357827] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:34:53.361284] [DEBUG] [FORECASTER] EDBL: Forecast T+1@11:T+2@11: DOWN (p=15.35%)
[2025-11-25T23:34:53.361597] [INFO ] [FORECASTER] Completed predict_future for EDBL
[2025-11-25T23:34:53.361804] [INFO ] [sig       ] EDBL: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:34:53.513187] [INFO ] [LOCAL     ] Saved forecast: EDBL	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/EDBL.txt
[2025-11-25T23:34:53.513414] [INFO ] [sig       ] [1053/3639] Completed EDBL in 0.3s | 3.02 sym/s | Total: 5.8m | ETA: 14.3m
[2025-11-25T23:34:53.513490] [INFO ] [sig       ] [1054/3639] Forecasting EDD...
[2025-11-25T23:34:53.513564] [INFO ] [sig       ] Generating forecast for: EDD
[2025-11-25T23:34:53.513674] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EDD' from 'https://tdm.silogroup.org/data/derivative_storage/EDD.csv'.
[2025-11-25T23:34:53.527521] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EDD'.
[2025-11-25T23:34:53.527977] [INFO ] [FORECASTER] Starting predict_future for EDD
[2025-11-25T23:34:53.528976] [DEBUG] [LOCAL     ] No optimal features file found for EDD: ./output/feature-sets/EDD.txt
[2025-11-25T23:34:53.529060] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:34:53.529129] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:34:53.529191] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:34:53.529293] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:34:53.604919] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:34:53.606234] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:34:53.606389] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:34:53.606461] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:34:53.740102] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:34:53.740302] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:34:53.740359] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:34:53.740417] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:34:53.744593] [DEBUG] [FORECASTER] EDD: Forecast T+1@11:T+2@11: UP (p=69.80%)
[2025-11-25T23:34:53.744958] [INFO ] [FORECASTER] Completed predict_future for EDD
[2025-11-25T23:34:53.745162] [INFO ] [sig       ] EDD: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:34:53.909503] [INFO ] [LOCAL     ] Saved forecast: EDD	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/EDD.txt
[2025-11-25T23:34:53.909768] [INFO ] [sig       ] [1054/3639] Completed EDD in 0.4s | 3.02 sym/s | Total: 5.8m | ETA: 14.3m
[2025-11-25T23:34:53.909859] [INFO ] [sig       ] [1055/3639] Forecasting EDF...
[2025-11-25T23:34:53.909931] [INFO ] [sig       ] Generating forecast for: EDF
[2025-11-25T23:34:53.910001] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EDF' from 'https://tdm.silogroup.org/data/derivative_storage/EDF.csv'.
[2025-11-25T23:34:53.924813] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EDF'.
[2025-11-25T23:34:53.925270] [INFO ] [FORECASTER] Starting predict_future for EDF
[2025-11-25T23:34:53.926126] [DEBUG] [LOCAL     ] No optimal features file found for EDF: ./output/feature-sets/EDF.txt
[2025-11-25T23:34:53.926201] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:34:53.926251] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:34:53.926294] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:34:53.926367] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:34:53.985589] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:34:53.986439] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:34:53.986552] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:34:53.986603] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:34:54.101211] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:34:54.101402] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:34:54.101453] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:34:54.101488] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:34:54.105063] [DEBUG] [FORECASTER] EDF: Forecast T+1@11:T+2@11: UP (p=66.21%)
[2025-11-25T23:34:54.105394] [INFO ] [FORECASTER] Completed predict_future for EDF
[2025-11-25T23:34:54.105566] [INFO ] [sig       ] EDF: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:34:54.253020] [INFO ] [LOCAL     ] Saved forecast: EDF	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/EDF.txt
[2025-11-25T23:34:54.253198] [INFO ] [sig       ] [1055/3639] Completed EDF in 0.3s | 3.02 sym/s | Total: 5.8m | ETA: 14.3m
[2025-11-25T23:34:54.253256] [INFO ] [sig       ] [1056/3639] Forecasting EDN...
[2025-11-25T23:34:54.253300] [INFO ] [sig       ] Generating forecast for: EDN
[2025-11-25T23:34:54.253343] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EDN' from 'https://tdm.silogroup.org/data/derivative_storage/EDN.csv'.
[2025-11-25T23:34:54.265768] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EDN'.
[2025-11-25T23:34:54.266088] [INFO ] [FORECASTER] Starting predict_future for EDN
[2025-11-25T23:34:54.266902] [DEBUG] [LOCAL     ] No optimal features file found for EDN: ./output/feature-sets/EDN.txt
[2025-11-25T23:34:54.266973] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:34:54.267022] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:34:54.267064] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:34:54.267134] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:34:54.324178] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:34:54.324838] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:34:54.324934] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:34:54.324983] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:34:54.443299] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:34:54.443525] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:34:54.443586] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:34:54.443622] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:34:54.447235] [DEBUG] [FORECASTER] EDN: Forecast T+1@11:T+2@11: UP (p=78.76%)
[2025-11-25T23:34:54.447831] [INFO ] [FORECASTER] Completed predict_future for EDN
[2025-11-25T23:34:54.448075] [INFO ] [sig       ] EDN: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:34:54.590103] [INFO ] [LOCAL     ] Saved forecast: EDN	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/EDN.txt
[2025-11-25T23:34:54.590269] [INFO ] [sig       ] [1056/3639] Completed EDN in 0.3s | 3.02 sym/s | Total: 5.8m | ETA: 14.3m
[2025-11-25T23:34:54.590328] [INFO ] [sig       ] [1057/3639] Forecasting EE...
[2025-11-25T23:34:54.590373] [INFO ] [sig       ] Generating forecast for: EE
[2025-11-25T23:34:54.590417] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EE' from 'https://tdm.silogroup.org/data/derivative_storage/EE.csv'.
[2025-11-25T23:34:54.602582] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EE'.
[2025-11-25T23:34:54.602931] [INFO ] [FORECASTER] Starting predict_future for EE
[2025-11-25T23:34:54.603788] [DEBUG] [LOCAL     ] No optimal features file found for EE: ./output/feature-sets/EE.txt
[2025-11-25T23:34:54.603860] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:34:54.603909] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:34:54.603966] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:34:54.604098] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:34:54.661657] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:34:54.662349] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:34:54.662457] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:34:54.662519] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:34:54.771253] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:34:54.771442] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:34:54.771489] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:34:54.771548] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:34:54.775173] [DEBUG] [FORECASTER] EE: Forecast T+1@11:T+2@11: UP (p=84.78%)
[2025-11-25T23:34:54.775492] [INFO ] [FORECASTER] Completed predict_future for EE
[2025-11-25T23:34:54.775684] [INFO ] [sig       ] EE: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:34:54.922162] [INFO ] [LOCAL     ] Saved forecast: EE	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/EE.txt
[2025-11-25T23:34:54.922319] [INFO ] [sig       ] [1057/3639] Completed EE in 0.3s | 3.02 sym/s | Total: 5.8m | ETA: 14.3m
[2025-11-25T23:34:54.922373] [INFO ] [sig       ] [1058/3639] Forecasting EEMA...
[2025-11-25T23:34:54.922419] [INFO ] [sig       ] Generating forecast for: EEMA
[2025-11-25T23:34:54.922465] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EEMA' from 'https://tdm.silogroup.org/data/derivative_storage/EEMA.csv'.
[2025-11-25T23:34:54.934944] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EEMA'.
[2025-11-25T23:34:54.935299] [INFO ] [FORECASTER] Starting predict_future for EEMA
[2025-11-25T23:34:54.936148] [DEBUG] [LOCAL     ] No optimal features file found for EEMA: ./output/feature-sets/EEMA.txt
[2025-11-25T23:34:54.936220] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:34:54.936268] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:34:54.936311] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:34:54.936381] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:34:54.993077] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:34:54.993750] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:34:54.993846] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:34:54.993895] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:34:55.113308] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:34:55.113472] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:34:55.113516] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:34:55.113550] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:34:55.117089] [DEBUG] [FORECASTER] EEMA: Forecast T+1@11:T+2@11: UP (p=85.42%)
[2025-11-25T23:34:55.120967] [INFO ] [FORECASTER] Completed predict_future for EEMA
[2025-11-25T23:34:55.121199] [INFO ] [sig       ] EEMA: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:34:55.262303] [INFO ] [LOCAL     ] Saved forecast: EEMA	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/EEMA.txt
[2025-11-25T23:34:55.262471] [INFO ] [sig       ] [1058/3639] Completed EEMA in 0.3s | 3.02 sym/s | Total: 5.8m | ETA: 14.3m
[2025-11-25T23:34:55.262536] [INFO ] [sig       ] [1059/3639] Forecasting EEX...
[2025-11-25T23:34:55.262582] [INFO ] [sig       ] Generating forecast for: EEX
[2025-11-25T23:34:55.262625] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EEX' from 'https://tdm.silogroup.org/data/derivative_storage/EEX.csv'.
[2025-11-25T23:34:55.277725] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EEX'.
[2025-11-25T23:34:55.278314] [INFO ] [FORECASTER] Starting predict_future for EEX
[2025-11-25T23:34:55.279302] [DEBUG] [LOCAL     ] No optimal features file found for EEX: ./output/feature-sets/EEX.txt
[2025-11-25T23:34:55.279380] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:34:55.279433] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:34:55.279478] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:34:55.279553] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:34:55.339677] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:34:55.340816] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:34:55.340939] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:34:55.340993] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:34:55.451233] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:34:55.451436] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:34:55.451489] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:34:55.451524] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:34:55.455202] [DEBUG] [FORECASTER] EEX: Forecast T+1@11:T+2@11: DOWN (p=33.13%)
[2025-11-25T23:34:55.455694] [INFO ] [FORECASTER] Completed predict_future for EEX
[2025-11-25T23:34:55.455937] [INFO ] [sig       ] EEX: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:34:55.601810] [INFO ] [LOCAL     ] Saved forecast: EEX	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/EEX.txt
[2025-11-25T23:34:55.601972] [INFO ] [sig       ] [1059/3639] Completed EEX in 0.3s | 3.02 sym/s | Total: 5.9m | ETA: 14.3m
[2025-11-25T23:34:55.602027] [INFO ] [sig       ] [1060/3639] Forecasting EFC...
[2025-11-25T23:34:55.602072] [INFO ] [sig       ] Generating forecast for: EFC
[2025-11-25T23:34:55.602116] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EFC' from 'https://tdm.silogroup.org/data/derivative_storage/EFC.csv'.
[2025-11-25T23:34:55.614380] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EFC'.
[2025-11-25T23:34:55.614697] [INFO ] [FORECASTER] Starting predict_future for EFC
[2025-11-25T23:34:55.615550] [DEBUG] [LOCAL     ] No optimal features file found for EFC: ./output/feature-sets/EFC.txt
[2025-11-25T23:34:55.615624] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:34:55.615701] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:34:55.615748] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:34:55.615822] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:34:55.674991] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:34:55.675714] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:34:55.675825] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:34:55.675879] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:34:55.793380] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:34:55.793592] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:34:55.793658] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:34:55.793700] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:34:55.797428] [DEBUG] [FORECASTER] EFC: Forecast T+1@11:T+2@11: DOWN (p=28.14%)
[2025-11-25T23:34:55.797783] [INFO ] [FORECASTER] Completed predict_future for EFC
[2025-11-25T23:34:55.797977] [INFO ] [sig       ] EFC: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:34:55.943754] [INFO ] [LOCAL     ] Saved forecast: EFC	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/EFC.txt
[2025-11-25T23:34:55.943915] [INFO ] [sig       ] [1060/3639] Completed EFC in 0.3s | 3.01 sym/s | Total: 5.9m | ETA: 14.3m
[2025-11-25T23:34:55.943973] [INFO ] [sig       ] [1061/3639] Forecasting EFSC...
[2025-11-25T23:34:55.944019] [INFO ] [sig       ] Generating forecast for: EFSC
[2025-11-25T23:34:55.944062] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EFSC' from 'https://tdm.silogroup.org/data/derivative_storage/EFSC.csv'.
[2025-11-25T23:34:55.958581] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EFSC'.
[2025-11-25T23:34:55.959174] [INFO ] [FORECASTER] Starting predict_future for EFSC
[2025-11-25T23:34:55.960231] [DEBUG] [LOCAL     ] No optimal features file found for EFSC: ./output/feature-sets/EFSC.txt
[2025-11-25T23:34:55.960308] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:34:55.960358] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:34:55.960400] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:34:55.960500] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:34:56.021240] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:34:56.022570] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:34:56.022714] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:34:56.022767] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:34:56.145140] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:34:56.145420] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:34:56.145476] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:34:56.145534] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:34:56.149999] [DEBUG] [FORECASTER] EFSC: Forecast T+1@11:T+2@11: DOWN (p=21.22%)
[2025-11-25T23:34:56.150521] [INFO ] [FORECASTER] Completed predict_future for EFSC
[2025-11-25T23:34:56.150948] [INFO ] [sig       ] EFSC: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:34:56.311177] [INFO ] [LOCAL     ] Saved forecast: EFSC	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/EFSC.txt
[2025-11-25T23:34:56.311453] [INFO ] [sig       ] [1061/3639] Completed EFSC in 0.4s | 3.01 sym/s | Total: 5.9m | ETA: 14.3m
[2025-11-25T23:34:56.311515] [INFO ] [sig       ] [1062/3639] Forecasting EFX...
[2025-11-25T23:34:56.311564] [INFO ] [sig       ] Generating forecast for: EFX
[2025-11-25T23:34:56.311659] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EFX' from 'https://tdm.silogroup.org/data/derivative_storage/EFX.csv'.
[2025-11-25T23:34:56.325286] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EFX'.
[2025-11-25T23:34:56.325701] [INFO ] [FORECASTER] Starting predict_future for EFX
[2025-11-25T23:34:56.326562] [DEBUG] [LOCAL     ] No optimal features file found for EFX: ./output/feature-sets/EFX.txt
[2025-11-25T23:34:56.326634] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:34:56.326704] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:34:56.326747] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:34:56.326817] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:34:56.384443] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:34:56.385170] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:34:56.385271] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:34:56.385322] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:34:56.491394] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:34:56.491566] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:34:56.491614] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:34:56.491672] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:34:56.495136] [DEBUG] [FORECASTER] EFX: Forecast T+1@11:T+2@11: UP (p=98.49%)
[2025-11-25T23:34:56.495446] [INFO ] [FORECASTER] Completed predict_future for EFX
[2025-11-25T23:34:56.495605] [INFO ] [sig       ] EFX: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:34:56.639483] [INFO ] [LOCAL     ] Saved forecast: EFX	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/EFX.txt
[2025-11-25T23:34:56.639658] [INFO ] [sig       ] [1062/3639] Completed EFX in 0.3s | 3.01 sym/s | Total: 5.9m | ETA: 14.2m
[2025-11-25T23:34:56.639716] [INFO ] [sig       ] [1063/3639] Forecasting EG...
[2025-11-25T23:34:56.639761] [INFO ] [sig       ] Generating forecast for: EG
[2025-11-25T23:34:56.639807] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EG' from 'https://tdm.silogroup.org/data/derivative_storage/EG.csv'.
[2025-11-25T23:34:56.651388] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EG'.
[2025-11-25T23:34:56.651739] [INFO ] [FORECASTER] Starting predict_future for EG
[2025-11-25T23:34:56.652548] [DEBUG] [LOCAL     ] No optimal features file found for EG: ./output/feature-sets/EG.txt
[2025-11-25T23:34:56.652712] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:34:56.652767] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:34:56.652807] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:34:56.652876] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:34:56.710845] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:34:56.711841] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:34:56.711957] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:34:56.712007] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:34:56.827188] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:34:56.827421] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:34:56.827473] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:34:56.827508] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:34:56.831130] [DEBUG] [FORECASTER] EG: Forecast T+1@11:T+2@11: DOWN (p=36.18%)
[2025-11-25T23:34:56.831431] [INFO ] [FORECASTER] Completed predict_future for EG
[2025-11-25T23:34:56.831603] [INFO ] [sig       ] EG: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:34:56.972989] [INFO ] [LOCAL     ] Saved forecast: EG	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/EG.txt
[2025-11-25T23:34:56.973142] [INFO ] [sig       ] [1063/3639] Completed EG in 0.3s | 3.01 sym/s | Total: 5.9m | ETA: 14.2m
[2025-11-25T23:34:56.973198] [INFO ] [sig       ] [1064/3639] Forecasting EGAN...
[2025-11-25T23:34:56.973243] [INFO ] [sig       ] Generating forecast for: EGAN
[2025-11-25T23:34:56.973287] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EGAN' from 'https://tdm.silogroup.org/data/derivative_storage/EGAN.csv'.
[2025-11-25T23:34:56.986560] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EGAN'.
[2025-11-25T23:34:56.986991] [INFO ] [FORECASTER] Starting predict_future for EGAN
[2025-11-25T23:34:56.987940] [DEBUG] [LOCAL     ] No optimal features file found for EGAN: ./output/feature-sets/EGAN.txt
[2025-11-25T23:34:56.988014] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:34:56.988063] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:34:56.988105] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:34:56.988177] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:34:57.047372] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:34:57.048212] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:34:57.048320] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:34:57.048370] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:34:57.162672] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:34:57.162936] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:34:57.162994] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:34:57.163031] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:34:57.166796] [DEBUG] [FORECASTER] EGAN: Forecast T+1@11:T+2@11: UP (p=99.11%)
[2025-11-25T23:34:57.167140] [INFO ] [FORECASTER] Completed predict_future for EGAN
[2025-11-25T23:34:57.167303] [INFO ] [sig       ] EGAN: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:34:57.313056] [INFO ] [LOCAL     ] Saved forecast: EGAN	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/EGAN.txt
[2025-11-25T23:34:57.313294] [INFO ] [sig       ] [1064/3639] Completed EGAN in 0.3s | 3.01 sym/s | Total: 5.9m | ETA: 14.2m
[2025-11-25T23:34:57.313354] [INFO ] [sig       ] [1065/3639] Forecasting EGBN...
[2025-11-25T23:34:57.313401] [INFO ] [sig       ] Generating forecast for: EGBN
[2025-11-25T23:34:57.313444] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EGBN' from 'https://tdm.silogroup.org/data/derivative_storage/EGBN.csv'.
[2025-11-25T23:34:57.327147] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EGBN'.
[2025-11-25T23:34:57.327460] [INFO ] [FORECASTER] Starting predict_future for EGBN
[2025-11-25T23:34:57.328320] [DEBUG] [LOCAL     ] No optimal features file found for EGBN: ./output/feature-sets/EGBN.txt
[2025-11-25T23:34:57.328393] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:34:57.328442] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:34:57.328492] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:34:57.328574] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:34:57.385752] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:34:57.386409] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:34:57.386508] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:34:57.386557] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:34:57.498025] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:34:57.498180] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:34:57.498223] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:34:57.498257] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:34:57.501547] [DEBUG] [FORECASTER] EGBN: Forecast T+1@11:T+2@11: DOWN (p=33.30%)
[2025-11-25T23:34:57.501999] [INFO ] [FORECASTER] Completed predict_future for EGBN
[2025-11-25T23:34:57.502238] [INFO ] [sig       ] EGBN: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:34:57.642994] [INFO ] [LOCAL     ] Saved forecast: EGBN	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/EGBN.txt
[2025-11-25T23:34:57.643180] [INFO ] [sig       ] [1065/3639] Completed EGBN in 0.3s | 3.01 sym/s | Total: 5.9m | ETA: 14.2m
[2025-11-25T23:34:57.643235] [INFO ] [sig       ] [1066/3639] Forecasting EGP...
[2025-11-25T23:34:57.643280] [INFO ] [sig       ] Generating forecast for: EGP
[2025-11-25T23:34:57.643322] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EGP' from 'https://tdm.silogroup.org/data/derivative_storage/EGP.csv'.
[2025-11-25T23:34:57.656380] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EGP'.
[2025-11-25T23:34:57.656704] [INFO ] [FORECASTER] Starting predict_future for EGP
[2025-11-25T23:34:57.657533] [DEBUG] [LOCAL     ] No optimal features file found for EGP: ./output/feature-sets/EGP.txt
[2025-11-25T23:34:57.657603] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:34:57.657669] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:34:57.657713] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:34:57.657781] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:34:57.715214] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:34:57.716042] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:34:57.716147] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:34:57.716202] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:34:57.837895] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:34:57.838084] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:34:57.838131] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:34:57.838165] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:34:57.841708] [DEBUG] [FORECASTER] EGP: Forecast T+1@11:T+2@11: DOWN (p=42.72%)
[2025-11-25T23:34:57.842134] [INFO ] [FORECASTER] Completed predict_future for EGP
[2025-11-25T23:34:57.842369] [INFO ] [sig       ] EGP: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:34:57.984480] [INFO ] [LOCAL     ] Saved forecast: EGP	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/EGP.txt
[2025-11-25T23:34:57.984685] [INFO ] [sig       ] [1066/3639] Completed EGP in 0.3s | 3.01 sym/s | Total: 5.9m | ETA: 14.2m
[2025-11-25T23:34:57.984755] [INFO ] [sig       ] [1067/3639] Forecasting EGY...
[2025-11-25T23:34:57.984799] [INFO ] [sig       ] Generating forecast for: EGY
[2025-11-25T23:34:57.984843] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EGY' from 'https://tdm.silogroup.org/data/derivative_storage/EGY.csv'.
[2025-11-25T23:34:57.997513] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EGY'.
[2025-11-25T23:34:57.997899] [INFO ] [FORECASTER] Starting predict_future for EGY
[2025-11-25T23:34:57.998703] [DEBUG] [LOCAL     ] No optimal features file found for EGY: ./output/feature-sets/EGY.txt
[2025-11-25T23:34:57.998774] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:34:57.998812] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:34:57.998855] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:34:57.998925] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:34:58.060388] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:34:58.061477] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:34:58.061585] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:34:58.061635] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:34:58.175737] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:34:58.175872] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:34:58.175916] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:34:58.175950] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:34:58.179258] [DEBUG] [FORECASTER] EGY: Forecast T+1@11:T+2@11: DOWN (p=4.99%)
[2025-11-25T23:34:58.179571] [INFO ] [FORECASTER] Completed predict_future for EGY
[2025-11-25T23:34:58.179761] [INFO ] [sig       ] EGY: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:34:58.320161] [INFO ] [LOCAL     ] Saved forecast: EGY	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/EGY.txt
[2025-11-25T23:34:58.320312] [INFO ] [sig       ] [1067/3639] Completed EGY in 0.3s | 3.01 sym/s | Total: 5.9m | ETA: 14.2m
[2025-11-25T23:34:58.320367] [INFO ] [sig       ] [1068/3639] Forecasting EH...
[2025-11-25T23:34:58.320411] [INFO ] [sig       ] Generating forecast for: EH
[2025-11-25T23:34:58.320455] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EH' from 'https://tdm.silogroup.org/data/derivative_storage/EH.csv'.
[2025-11-25T23:34:58.333231] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EH'.
[2025-11-25T23:34:58.333717] [INFO ] [FORECASTER] Starting predict_future for EH
[2025-11-25T23:34:58.334616] [DEBUG] [LOCAL     ] No optimal features file found for EH: ./output/feature-sets/EH.txt
[2025-11-25T23:34:58.334713] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:34:58.334762] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:34:58.334808] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:34:58.334879] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:34:58.393021] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:34:58.394069] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:34:58.394180] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:34:58.394232] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:34:58.494829] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:34:58.495046] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:34:58.495095] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:34:58.495130] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:34:58.498884] [DEBUG] [FORECASTER] EH: Forecast T+1@11:T+2@11: DOWN (p=26.43%)
[2025-11-25T23:34:58.499230] [INFO ] [FORECASTER] Completed predict_future for EH
[2025-11-25T23:34:58.499384] [INFO ] [sig       ] EH: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:34:58.642207] [INFO ] [LOCAL     ] Saved forecast: EH	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/EH.txt
[2025-11-25T23:34:58.642410] [INFO ] [sig       ] [1068/3639] Completed EH in 0.3s | 3.01 sym/s | Total: 5.9m | ETA: 14.2m
[2025-11-25T23:34:58.642468] [INFO ] [sig       ] [1069/3639] Forecasting EHAB...
[2025-11-25T23:34:58.642514] [INFO ] [sig       ] Generating forecast for: EHAB
[2025-11-25T23:34:58.642556] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EHAB' from 'https://tdm.silogroup.org/data/derivative_storage/EHAB.csv'.
[2025-11-25T23:34:58.653820] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EHAB'.
[2025-11-25T23:34:58.654226] [INFO ] [FORECASTER] Starting predict_future for EHAB
[2025-11-25T23:34:58.655083] [DEBUG] [LOCAL     ] No optimal features file found for EHAB: ./output/feature-sets/EHAB.txt
[2025-11-25T23:34:58.655153] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:34:58.655200] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:34:58.655240] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:34:58.655310] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:34:58.712487] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:34:58.713459] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:34:58.713567] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:34:58.713615] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:34:58.803752] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:34:58.803953] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:34:58.803999] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:34:58.804034] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:34:58.811050] [DEBUG] [FORECASTER] EHAB: Forecast T+1@11:T+2@11: UP (p=70.49%)
[2025-11-25T23:34:58.811496] [INFO ] [FORECASTER] Completed predict_future for EHAB
[2025-11-25T23:34:58.811687] [INFO ] [sig       ] EHAB: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:34:58.953498] [INFO ] [LOCAL     ] Saved forecast: EHAB	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/EHAB.txt
[2025-11-25T23:34:58.953712] [INFO ] [sig       ] [1069/3639] Completed EHAB in 0.3s | 3.01 sym/s | Total: 5.9m | ETA: 14.2m
[2025-11-25T23:34:58.953770] [INFO ] [sig       ] [1070/3639] Forecasting EHC...
[2025-11-25T23:34:58.953814] [INFO ] [sig       ] Generating forecast for: EHC
[2025-11-25T23:34:58.953856] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EHC' from 'https://tdm.silogroup.org/data/derivative_storage/EHC.csv'.
[2025-11-25T23:34:58.967055] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EHC'.
[2025-11-25T23:34:58.967513] [INFO ] [FORECASTER] Starting predict_future for EHC
[2025-11-25T23:34:58.968354] [DEBUG] [LOCAL     ] No optimal features file found for EHC: ./output/feature-sets/EHC.txt
[2025-11-25T23:34:58.968428] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:34:58.968474] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:34:58.968514] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:34:58.968586] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:34:59.025986] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:34:59.026890] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:34:59.026995] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:34:59.027044] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:34:59.139174] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:34:59.139372] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:34:59.139443] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:34:59.139480] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:34:59.142958] [DEBUG] [FORECASTER] EHC: Forecast T+1@11:T+2@11: UP (p=76.95%)
[2025-11-25T23:34:59.143251] [INFO ] [FORECASTER] Completed predict_future for EHC
[2025-11-25T23:34:59.143391] [INFO ] [sig       ] EHC: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:34:59.285404] [INFO ] [LOCAL     ] Saved forecast: EHC	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/EHC.txt
[2025-11-25T23:34:59.285611] [INFO ] [sig       ] [1070/3639] Completed EHC in 0.3s | 3.01 sym/s | Total: 5.9m | ETA: 14.2m
[2025-11-25T23:34:59.285708] [INFO ] [sig       ] [1071/3639] Forecasting EHI...
[2025-11-25T23:34:59.285755] [INFO ] [sig       ] Generating forecast for: EHI
[2025-11-25T23:34:59.285799] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EHI' from 'https://tdm.silogroup.org/data/derivative_storage/EHI.csv'.
[2025-11-25T23:34:59.297973] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EHI'.
[2025-11-25T23:34:59.298348] [INFO ] [FORECASTER] Starting predict_future for EHI
[2025-11-25T23:34:59.299188] [DEBUG] [LOCAL     ] No optimal features file found for EHI: ./output/feature-sets/EHI.txt
[2025-11-25T23:34:59.299263] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:34:59.299308] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:34:59.299348] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:34:59.299416] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:34:59.356485] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:34:59.357311] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:34:59.357447] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:34:59.357506] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:34:59.444854] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:34:59.445060] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:34:59.445104] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:34:59.445138] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:34:59.448607] [DEBUG] [FORECASTER] EHI: Forecast T+1@11:T+2@11: UP (p=70.37%)
[2025-11-25T23:34:59.448936] [INFO ] [FORECASTER] Completed predict_future for EHI
[2025-11-25T23:34:59.449098] [INFO ] [sig       ] EHI: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:34:59.593919] [INFO ] [LOCAL     ] Saved forecast: EHI	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/EHI.txt
[2025-11-25T23:34:59.594124] [INFO ] [sig       ] [1071/3639] Completed EHI in 0.3s | 3.01 sym/s | Total: 5.9m | ETA: 14.2m
[2025-11-25T23:34:59.594182] [INFO ] [sig       ] [1072/3639] Forecasting EHTH...
[2025-11-25T23:34:59.594226] [INFO ] [sig       ] Generating forecast for: EHTH
[2025-11-25T23:34:59.594269] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EHTH' from 'https://tdm.silogroup.org/data/derivative_storage/EHTH.csv'.
[2025-11-25T23:34:59.606803] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EHTH'.
[2025-11-25T23:34:59.607152] [INFO ] [FORECASTER] Starting predict_future for EHTH
[2025-11-25T23:34:59.608045] [DEBUG] [LOCAL     ] No optimal features file found for EHTH: ./output/feature-sets/EHTH.txt
[2025-11-25T23:34:59.608116] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:34:59.608162] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:34:59.608203] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:34:59.608271] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:34:59.666491] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:34:59.667158] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:34:59.667257] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:34:59.667304] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:34:59.761364] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:34:59.761487] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:34:59.761532] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:34:59.761568] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:34:59.764703] [DEBUG] [FORECASTER] EHTH: Forecast T+1@11:T+2@11: UP (p=76.66%)
[2025-11-25T23:34:59.764981] [INFO ] [FORECASTER] Completed predict_future for EHTH
[2025-11-25T23:34:59.765116] [INFO ] [sig       ] EHTH: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:34:59.905886] [INFO ] [LOCAL     ] Saved forecast: EHTH	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/EHTH.txt
[2025-11-25T23:34:59.906037] [INFO ] [sig       ] [1072/3639] Completed EHTH in 0.3s | 3.02 sym/s | Total: 5.9m | ETA: 14.2m
[2025-11-25T23:34:59.906092] [INFO ] [sig       ] [1073/3639] Forecasting EIC...
[2025-11-25T23:34:59.906137] [INFO ] [sig       ] Generating forecast for: EIC
[2025-11-25T23:34:59.906180] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EIC' from 'https://tdm.silogroup.org/data/derivative_storage/EIC.csv'.
[2025-11-25T23:34:59.917550] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EIC'.
[2025-11-25T23:34:59.917950] [INFO ] [FORECASTER] Starting predict_future for EIC
[2025-11-25T23:34:59.918811] [DEBUG] [LOCAL     ] No optimal features file found for EIC: ./output/feature-sets/EIC.txt
[2025-11-25T23:34:59.918882] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:34:59.918929] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:34:59.918989] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:34:59.919072] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:34:59.976324] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:34:59.977007] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:34:59.977106] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:34:59.977155] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:35:00.076236] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:35:00.076435] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:35:00.076486] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:35:00.076521] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:35:00.079980] [DEBUG] [FORECASTER] EIC: Forecast T+1@11:T+2@11: UP (p=59.94%)
[2025-11-25T23:35:00.080271] [INFO ] [FORECASTER] Completed predict_future for EIC
[2025-11-25T23:35:00.080410] [INFO ] [sig       ] EIC: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:35:00.227935] [INFO ] [LOCAL     ] Saved forecast: EIC	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/EIC.txt
[2025-11-25T23:35:00.228108] [INFO ] [sig       ] [1073/3639] Completed EIC in 0.3s | 3.02 sym/s | Total: 5.9m | ETA: 14.2m
[2025-11-25T23:35:00.228164] [INFO ] [sig       ] [1074/3639] Forecasting EIG...
[2025-11-25T23:35:00.228208] [INFO ] [sig       ] Generating forecast for: EIG
[2025-11-25T23:35:00.228250] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EIG' from 'https://tdm.silogroup.org/data/derivative_storage/EIG.csv'.
[2025-11-25T23:35:00.240562] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EIG'.
[2025-11-25T23:35:00.241211] [INFO ] [FORECASTER] Starting predict_future for EIG
[2025-11-25T23:35:00.242050] [DEBUG] [LOCAL     ] No optimal features file found for EIG: ./output/feature-sets/EIG.txt
[2025-11-25T23:35:00.242121] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:35:00.242183] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:35:00.242225] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:35:00.242294] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:35:00.303279] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:35:00.304455] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:35:00.304563] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:35:00.304609] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:35:01.109560] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:35:01.109850] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:35:01.109911] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:35:01.109959] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:35:01.113664] [DEBUG] [FORECASTER] EIG: Forecast T+1@11:T+2@11: DOWN (p=27.06%)
[2025-11-25T23:35:01.114252] [INFO ] [FORECASTER] Completed predict_future for EIG
[2025-11-25T23:35:01.114492] [INFO ] [sig       ] EIG: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:35:01.328815] [INFO ] [LOCAL     ] Saved forecast: EIG	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/EIG.txt
[2025-11-25T23:35:01.329076] [INFO ] [sig       ] [1074/3639] Completed EIG in 1.1s | 3.01 sym/s | Total: 5.9m | ETA: 14.2m
[2025-11-25T23:35:01.329161] [INFO ] [sig       ] [1075/3639] Forecasting EIX...
[2025-11-25T23:35:01.329231] [INFO ] [sig       ] Generating forecast for: EIX
[2025-11-25T23:35:01.329299] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EIX' from 'https://tdm.silogroup.org/data/derivative_storage/EIX.csv'.
[2025-11-25T23:35:01.344916] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EIX'.
[2025-11-25T23:35:01.345453] [INFO ] [FORECASTER] Starting predict_future for EIX
[2025-11-25T23:35:01.346673] [DEBUG] [LOCAL     ] No optimal features file found for EIX: ./output/feature-sets/EIX.txt
[2025-11-25T23:35:01.346767] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:35:01.346840] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:35:01.346904] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:35:01.347024] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:35:01.439987] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:35:01.441454] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:35:01.441636] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:35:01.441741] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:35:01.551160] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:35:01.551399] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:35:01.551476] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:35:01.551539] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:35:01.556898] [DEBUG] [FORECASTER] EIX: Forecast T+1@11:T+2@11: UP (p=97.84%)
[2025-11-25T23:35:01.557347] [INFO ] [FORECASTER] Completed predict_future for EIX
[2025-11-25T23:35:01.557554] [INFO ] [sig       ] EIX: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:35:01.705291] [INFO ] [LOCAL     ] Saved forecast: EIX	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/EIX.txt
[2025-11-25T23:35:01.705481] [INFO ] [sig       ] [1075/3639] Completed EIX in 0.4s | 3.01 sym/s | Total: 6.0m | ETA: 14.2m
[2025-11-25T23:35:01.705538] [INFO ] [sig       ] [1076/3639] Forecasting EKSO...
[2025-11-25T23:35:01.705583] [INFO ] [sig       ] Generating forecast for: EKSO
[2025-11-25T23:35:01.705629] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EKSO' from 'https://tdm.silogroup.org/data/derivative_storage/EKSO.csv'.
[2025-11-25T23:35:01.718495] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EKSO'.
[2025-11-25T23:35:01.718959] [INFO ] [FORECASTER] Starting predict_future for EKSO
[2025-11-25T23:35:01.719847] [DEBUG] [LOCAL     ] No optimal features file found for EKSO: ./output/feature-sets/EKSO.txt
[2025-11-25T23:35:01.719921] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:35:01.719969] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:35:01.720009] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:35:01.720080] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:35:01.782290] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:35:01.783289] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:35:01.783418] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:35:01.783469] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:35:01.906388] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:35:01.906583] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:35:01.906631] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:35:01.906699] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:35:01.910870] [DEBUG] [FORECASTER] EKSO: Forecast T+1@11:T+2@11: DOWN (p=12.98%)
[2025-11-25T23:35:01.911337] [INFO ] [FORECASTER] Completed predict_future for EKSO
[2025-11-25T23:35:01.911577] [INFO ] [sig       ] EKSO: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:35:02.063179] [INFO ] [LOCAL     ] Saved forecast: EKSO	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/EKSO.txt
[2025-11-25T23:35:02.063355] [INFO ] [sig       ] [1076/3639] Completed EKSO in 0.4s | 3.01 sym/s | Total: 6.0m | ETA: 14.2m
[2025-11-25T23:35:02.063411] [INFO ] [sig       ] [1077/3639] Forecasting EL...
[2025-11-25T23:35:02.063455] [INFO ] [sig       ] Generating forecast for: EL
[2025-11-25T23:35:02.063499] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EL' from 'https://tdm.silogroup.org/data/derivative_storage/EL.csv'.
[2025-11-25T23:35:02.075513] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EL'.
[2025-11-25T23:35:02.075910] [INFO ] [FORECASTER] Starting predict_future for EL
[2025-11-25T23:35:02.076894] [DEBUG] [LOCAL     ] No optimal features file found for EL: ./output/feature-sets/EL.txt
[2025-11-25T23:35:02.076974] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:35:02.077024] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:35:02.077066] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:35:02.077137] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:35:02.136748] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:35:02.137682] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:35:02.137973] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:35:02.138022] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:35:02.243180] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:35:02.243379] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:35:02.243426] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:35:02.243462] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:35:02.246993] [DEBUG] [FORECASTER] EL: Forecast T+1@11:T+2@11: DOWN (p=5.07%)
[2025-11-25T23:35:02.247337] [INFO ] [FORECASTER] Completed predict_future for EL
[2025-11-25T23:35:02.247529] [INFO ] [sig       ] EL: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:35:02.391610] [INFO ] [LOCAL     ] Saved forecast: EL	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/EL.txt
[2025-11-25T23:35:02.391826] [INFO ] [sig       ] [1077/3639] Completed EL in 0.3s | 3.01 sym/s | Total: 6.0m | ETA: 14.2m
[2025-11-25T23:35:02.391884] [INFO ] [sig       ] [1078/3639] Forecasting ELAB...
[2025-11-25T23:35:02.391938] [INFO ] [sig       ] Generating forecast for: ELAB
[2025-11-25T23:35:02.391983] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ELAB' from 'https://tdm.silogroup.org/data/derivative_storage/ELAB.csv'.
[2025-11-25T23:35:02.403499] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ELAB'.
[2025-11-25T23:35:02.403985] [INFO ] [FORECASTER] Starting predict_future for ELAB
[2025-11-25T23:35:02.404949] [DEBUG] [LOCAL     ] No optimal features file found for ELAB: ./output/feature-sets/ELAB.txt
[2025-11-25T23:35:02.405023] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:35:02.405071] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:35:02.405113] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:35:02.405184] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:35:02.465510] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:35:02.466478] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:35:02.466589] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:35:02.466660] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:35:02.594538] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:35:02.594756] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:35:02.594832] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:35:02.594881] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:35:02.598437] [DEBUG] [FORECASTER] ELAB: Forecast T+1@11:T+2@11: DOWN (p=10.07%)
[2025-11-25T23:35:02.598834] [INFO ] [FORECASTER] Completed predict_future for ELAB
[2025-11-25T23:35:02.599009] [INFO ] [sig       ] ELAB: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:35:02.745764] [INFO ] [LOCAL     ] Saved forecast: ELAB	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/ELAB.txt
[2025-11-25T23:35:02.745953] [INFO ] [sig       ] [1078/3639] Completed ELAB in 0.4s | 3.01 sym/s | Total: 6.0m | ETA: 14.2m
[2025-11-25T23:35:02.746011] [INFO ] [sig       ] [1079/3639] Forecasting ELAN...
[2025-11-25T23:35:02.746057] [INFO ] [sig       ] Generating forecast for: ELAN
[2025-11-25T23:35:02.746099] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ELAN' from 'https://tdm.silogroup.org/data/derivative_storage/ELAN.csv'.
[2025-11-25T23:35:02.758470] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ELAN'.
[2025-11-25T23:35:02.758969] [INFO ] [FORECASTER] Starting predict_future for ELAN
[2025-11-25T23:35:02.759842] [DEBUG] [LOCAL     ] No optimal features file found for ELAN: ./output/feature-sets/ELAN.txt
[2025-11-25T23:35:02.759914] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:35:02.759962] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:35:02.760004] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:35:02.760076] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:35:02.825199] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:35:02.826136] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:35:02.826240] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:35:02.826290] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:35:02.964191] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:35:02.964583] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:35:02.964722] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:35:02.964833] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:35:02.969342] [DEBUG] [FORECASTER] ELAN: Forecast T+1@11:T+2@11: DOWN (p=5.54%)
[2025-11-25T23:35:02.969963] [INFO ] [FORECASTER] Completed predict_future for ELAN
[2025-11-25T23:35:02.970234] [INFO ] [sig       ] ELAN: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:35:03.117424] [INFO ] [LOCAL     ] Saved forecast: ELAN	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/ELAN.txt
[2025-11-25T23:35:03.117623] [INFO ] [sig       ] [1079/3639] Completed ELAN in 0.4s | 3.01 sym/s | Total: 6.0m | ETA: 14.2m
[2025-11-25T23:35:03.117709] [INFO ] [sig       ] [1080/3639] Forecasting ELC...
[2025-11-25T23:35:03.117751] [INFO ] [sig       ] Generating forecast for: ELC
[2025-11-25T23:35:03.117787] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ELC' from 'https://tdm.silogroup.org/data/derivative_storage/ELC.csv'.
[2025-11-25T23:35:03.130781] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ELC'.
[2025-11-25T23:35:03.131206] [INFO ] [FORECASTER] Starting predict_future for ELC
[2025-11-25T23:35:03.132191] [DEBUG] [LOCAL     ] No optimal features file found for ELC: ./output/feature-sets/ELC.txt
[2025-11-25T23:35:03.132268] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:35:03.132316] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:35:03.132358] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:35:03.132428] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:35:03.192976] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:35:03.193907] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:35:03.194008] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:35:03.194057] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:35:03.290018] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:35:03.290253] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:35:03.290300] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:35:03.290336] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:35:03.293898] [DEBUG] [FORECASTER] ELC: Forecast T+1@11:T+2@11: UP (p=89.65%)
[2025-11-25T23:35:03.294246] [INFO ] [FORECASTER] Completed predict_future for ELC
[2025-11-25T23:35:03.294393] [INFO ] [sig       ] ELC: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:35:03.440282] [INFO ] [LOCAL     ] Saved forecast: ELC	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/ELC.txt
[2025-11-25T23:35:03.440464] [INFO ] [sig       ] [1080/3639] Completed ELC in 0.3s | 3.01 sym/s | Total: 6.0m | ETA: 14.2m
[2025-11-25T23:35:03.440520] [INFO ] [sig       ] [1081/3639] Forecasting ELDN...
[2025-11-25T23:35:03.440564] [INFO ] [sig       ] Generating forecast for: ELDN
[2025-11-25T23:35:03.440606] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ELDN' from 'https://tdm.silogroup.org/data/derivative_storage/ELDN.csv'.
[2025-11-25T23:35:03.451833] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ELDN'.
[2025-11-25T23:35:03.452177] [INFO ] [FORECASTER] Starting predict_future for ELDN
[2025-11-25T23:35:03.453038] [DEBUG] [LOCAL     ] No optimal features file found for ELDN: ./output/feature-sets/ELDN.txt
[2025-11-25T23:35:03.453110] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:35:03.453156] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:35:03.453197] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:35:03.453266] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:35:03.514480] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:35:03.515446] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:35:03.515553] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:35:03.515603] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:35:03.608312] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:35:03.608512] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:35:03.608558] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:35:03.608616] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:35:03.612086] [DEBUG] [FORECASTER] ELDN: Forecast T+1@11:T+2@11: DOWN (p=49.32%)
[2025-11-25T23:35:03.612380] [INFO ] [FORECASTER] Completed predict_future for ELDN
[2025-11-25T23:35:03.612523] [INFO ] [sig       ] ELDN: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:35:03.757941] [INFO ] [LOCAL     ] Saved forecast: ELDN	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/ELDN.txt
[2025-11-25T23:35:03.758129] [INFO ] [sig       ] [1081/3639] Completed ELDN in 0.3s | 3.01 sym/s | Total: 6.0m | ETA: 14.2m
[2025-11-25T23:35:03.758186] [INFO ] [sig       ] [1082/3639] Forecasting ELF...
[2025-11-25T23:35:03.758233] [INFO ] [sig       ] Generating forecast for: ELF
[2025-11-25T23:35:03.758277] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ELF' from 'https://tdm.silogroup.org/data/derivative_storage/ELF.csv'.
[2025-11-25T23:35:03.769970] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ELF'.
[2025-11-25T23:35:03.770420] [INFO ] [FORECASTER] Starting predict_future for ELF
[2025-11-25T23:35:03.771311] [DEBUG] [LOCAL     ] No optimal features file found for ELF: ./output/feature-sets/ELF.txt
[2025-11-25T23:35:03.771388] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:35:03.771442] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:35:03.771495] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:35:03.771579] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:35:03.828868] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:35:03.829757] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:35:03.829862] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:35:03.829917] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:35:03.909305] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:35:03.909500] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:35:03.909546] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:35:03.909583] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:35:03.913057] [DEBUG] [FORECASTER] ELF: Forecast T+1@11:T+2@11: DOWN (p=49.79%)
[2025-11-25T23:35:03.913406] [INFO ] [FORECASTER] Completed predict_future for ELF
[2025-11-25T23:35:03.913549] [INFO ] [sig       ] ELF: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:35:04.058317] [INFO ] [LOCAL     ] Saved forecast: ELF	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/ELF.txt
[2025-11-25T23:35:04.058498] [INFO ] [sig       ] [1082/3639] Completed ELF in 0.3s | 3.01 sym/s | Total: 6.0m | ETA: 14.2m
[2025-11-25T23:35:04.058556] [INFO ] [sig       ] [1083/3639] Forecasting ELME...
[2025-11-25T23:35:04.058661] [INFO ] [sig       ] Generating forecast for: ELME
[2025-11-25T23:35:04.058713] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ELME' from 'https://tdm.silogroup.org/data/derivative_storage/ELME.csv'.
[2025-11-25T23:35:04.069978] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ELME'.
[2025-11-25T23:35:04.070328] [INFO ] [FORECASTER] Starting predict_future for ELME
[2025-11-25T23:35:04.071142] [DEBUG] [LOCAL     ] No optimal features file found for ELME: ./output/feature-sets/ELME.txt
[2025-11-25T23:35:04.071211] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:35:04.071266] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:35:04.071306] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:35:04.071382] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:35:04.129282] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:35:04.130219] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:35:04.130323] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:35:04.130402] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:35:04.204806] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:35:04.205002] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:35:04.205050] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:35:04.205087] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:35:04.208618] [DEBUG] [FORECASTER] ELME: Forecast T+1@11:T+2@11: DOWN (p=13.49%)
[2025-11-25T23:35:04.208970] [INFO ] [FORECASTER] Completed predict_future for ELME
[2025-11-25T23:35:04.209133] [INFO ] [sig       ] ELME: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:35:04.353094] [INFO ] [LOCAL     ] Saved forecast: ELME	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/ELME.txt
[2025-11-25T23:35:04.353277] [INFO ] [sig       ] [1083/3639] Completed ELME in 0.3s | 3.01 sym/s | Total: 6.0m | ETA: 14.2m
[2025-11-25T23:35:04.353334] [INFO ] [sig       ] [1084/3639] Forecasting ELP...
[2025-11-25T23:35:04.353423] [INFO ] [sig       ] Generating forecast for: ELP
[2025-11-25T23:35:04.353467] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ELP' from 'https://tdm.silogroup.org/data/derivative_storage/ELP.csv'.
[2025-11-25T23:35:04.364547] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ELP'.
[2025-11-25T23:35:04.364893] [INFO ] [FORECASTER] Starting predict_future for ELP
[2025-11-25T23:35:04.365728] [DEBUG] [LOCAL     ] No optimal features file found for ELP: ./output/feature-sets/ELP.txt
[2025-11-25T23:35:04.365800] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:35:04.365848] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:35:04.365892] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:35:04.365961] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:35:04.426737] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:35:04.427663] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:35:04.427779] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:35:04.427829] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:35:04.518934] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:35:04.519117] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:35:04.519163] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:35:04.519197] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:35:04.522675] [DEBUG] [FORECASTER] ELP: Forecast T+1@11:T+2@11: UP (p=95.24%)
[2025-11-25T23:35:04.522972] [INFO ] [FORECASTER] Completed predict_future for ELP
[2025-11-25T23:35:04.523110] [INFO ] [sig       ] ELP: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:35:04.665805] [INFO ] [LOCAL     ] Saved forecast: ELP	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/ELP.txt
[2025-11-25T23:35:04.665974] [INFO ] [sig       ] [1084/3639] Completed ELP in 0.3s | 3.01 sym/s | Total: 6.0m | ETA: 14.2m
[2025-11-25T23:35:04.666030] [INFO ] [sig       ] [1085/3639] Forecasting ELS...
[2025-11-25T23:35:04.666076] [INFO ] [sig       ] Generating forecast for: ELS
[2025-11-25T23:35:04.666119] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ELS' from 'https://tdm.silogroup.org/data/derivative_storage/ELS.csv'.
[2025-11-25T23:35:04.679482] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ELS'.
[2025-11-25T23:35:04.679961] [INFO ] [FORECASTER] Starting predict_future for ELS
[2025-11-25T23:35:04.680869] [DEBUG] [LOCAL     ] No optimal features file found for ELS: ./output/feature-sets/ELS.txt
[2025-11-25T23:35:04.680940] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:35:04.680988] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:35:04.681028] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:35:04.681115] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:35:04.739240] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:35:04.740196] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:35:04.740304] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:35:04.740352] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:35:04.831718] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:35:04.831905] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:35:04.831951] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:35:04.831987] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:35:04.835541] [DEBUG] [FORECASTER] ELS: Forecast T+1@11:T+2@11: DOWN (p=19.23%)
[2025-11-25T23:35:04.835880] [INFO ] [FORECASTER] Completed predict_future for ELS
[2025-11-25T23:35:04.836031] [INFO ] [sig       ] ELS: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:35:04.985817] [INFO ] [LOCAL     ] Saved forecast: ELS	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/ELS.txt
[2025-11-25T23:35:04.986008] [INFO ] [sig       ] [1085/3639] Completed ELS in 0.3s | 3.01 sym/s | Total: 6.0m | ETA: 14.1m
[2025-11-25T23:35:04.986063] [INFO ] [sig       ] [1086/3639] Forecasting ELTX...
[2025-11-25T23:35:04.986109] [INFO ] [sig       ] Generating forecast for: ELTX
[2025-11-25T23:35:04.986154] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ELTX' from 'https://tdm.silogroup.org/data/derivative_storage/ELTX.csv'.
[2025-11-25T23:35:04.997819] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ELTX'.
[2025-11-25T23:35:04.998146] [INFO ] [FORECASTER] Starting predict_future for ELTX
[2025-11-25T23:35:04.998979] [DEBUG] [LOCAL     ] No optimal features file found for ELTX: ./output/feature-sets/ELTX.txt
[2025-11-25T23:35:04.999049] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:35:04.999096] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:35:04.999136] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:35:04.999206] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:35:05.059118] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:35:05.060024] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:35:05.060133] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:35:05.060183] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:35:05.171136] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:35:05.171397] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:35:05.171447] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:35:05.171483] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:35:05.175256] [DEBUG] [FORECASTER] ELTX: Forecast T+1@11:T+2@11: DOWN (p=16.18%)
[2025-11-25T23:35:05.175586] [INFO ] [FORECASTER] Completed predict_future for ELTX
[2025-11-25T23:35:05.175757] [INFO ] [sig       ] ELTX: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:35:05.322737] [INFO ] [LOCAL     ] Saved forecast: ELTX	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/ELTX.txt
[2025-11-25T23:35:05.322928] [INFO ] [sig       ] [1086/3639] Completed ELTX in 0.3s | 3.01 sym/s | Total: 6.0m | ETA: 14.1m
[2025-11-25T23:35:05.322990] [INFO ] [sig       ] [1087/3639] Forecasting ELVA...
[2025-11-25T23:35:05.323034] [INFO ] [sig       ] Generating forecast for: ELVA
[2025-11-25T23:35:05.323077] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ELVA' from 'https://tdm.silogroup.org/data/derivative_storage/ELVA.csv'.
[2025-11-25T23:35:05.335320] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ELVA'.
[2025-11-25T23:35:05.335749] [INFO ] [FORECASTER] Starting predict_future for ELVA
[2025-11-25T23:35:05.336587] [DEBUG] [LOCAL     ] No optimal features file found for ELVA: ./output/feature-sets/ELVA.txt
[2025-11-25T23:35:05.336717] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:35:05.336768] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:35:05.336809] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:35:05.336879] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:35:05.399016] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:35:05.399935] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:35:05.400048] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:35:05.400099] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:35:05.507758] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:35:05.507957] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:35:05.508004] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:35:05.508038] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:35:05.511595] [DEBUG] [FORECASTER] ELVA: Forecast T+1@11:T+2@11: DOWN (p=21.48%)
[2025-11-25T23:35:05.511948] [INFO ] [FORECASTER] Completed predict_future for ELVA
[2025-11-25T23:35:05.512097] [INFO ] [sig       ] ELVA: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:35:05.666611] [INFO ] [LOCAL     ] Saved forecast: ELVA	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/ELVA.txt
[2025-11-25T23:35:05.666895] [INFO ] [sig       ] [1087/3639] Completed ELVA in 0.3s | 3.01 sym/s | Total: 6.0m | ETA: 14.1m
[2025-11-25T23:35:05.666985] [INFO ] [sig       ] [1088/3639] Forecasting ELVN...
[2025-11-25T23:35:05.667055] [INFO ] [sig       ] Generating forecast for: ELVN
[2025-11-25T23:35:05.667129] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ELVN' from 'https://tdm.silogroup.org/data/derivative_storage/ELVN.csv'.
[2025-11-25T23:35:05.680225] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ELVN'.
[2025-11-25T23:35:05.680752] [INFO ] [FORECASTER] Starting predict_future for ELVN
[2025-11-25T23:35:05.681691] [DEBUG] [LOCAL     ] No optimal features file found for ELVN: ./output/feature-sets/ELVN.txt
[2025-11-25T23:35:05.681768] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:35:05.681827] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:35:05.681873] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:35:05.681944] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:35:05.747565] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:35:05.748551] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:35:05.748705] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:35:05.748769] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:35:05.861630] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:35:05.861841] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:35:05.861888] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:35:05.861923] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:35:05.865382] [DEBUG] [FORECASTER] ELVN: Forecast T+1@11:T+2@11: DOWN (p=5.51%)
[2025-11-25T23:35:05.865748] [INFO ] [FORECASTER] Completed predict_future for ELVN
[2025-11-25T23:35:05.865918] [INFO ] [sig       ] ELVN: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:35:06.009550] [INFO ] [LOCAL     ] Saved forecast: ELVN	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/ELVN.txt
[2025-11-25T23:35:06.009753] [INFO ] [sig       ] [1088/3639] Completed ELVN in 0.3s | 3.01 sym/s | Total: 6.0m | ETA: 14.1m
[2025-11-25T23:35:06.009811] [INFO ] [sig       ] [1089/3639] Forecasting ELWS...
[2025-11-25T23:35:06.009855] [INFO ] [sig       ] Generating forecast for: ELWS
[2025-11-25T23:35:06.009900] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ELWS' from 'https://tdm.silogroup.org/data/derivative_storage/ELWS.csv'.
[2025-11-25T23:35:06.182076] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ELWS'.
[2025-11-25T23:35:06.182430] [INFO ] [FORECASTER] Starting predict_future for ELWS
[2025-11-25T23:35:06.183296] [DEBUG] [LOCAL     ] No optimal features file found for ELWS: ./output/feature-sets/ELWS.txt
[2025-11-25T23:35:06.183366] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:35:06.183412] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:35:06.183453] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:35:06.183523] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:35:06.241625] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:35:06.242559] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:35:06.242701] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:35:06.242765] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:35:06.346780] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:35:06.346984] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:35:06.347032] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:35:06.347068] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:35:06.350840] [DEBUG] [FORECASTER] ELWS: Forecast T+1@11:T+2@11: DOWN (p=11.58%)
[2025-11-25T23:35:06.351266] [INFO ] [FORECASTER] Completed predict_future for ELWS
[2025-11-25T23:35:06.351449] [INFO ] [sig       ] ELWS: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:35:06.503182] [INFO ] [LOCAL     ] Saved forecast: ELWS	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/ELWS.txt
[2025-11-25T23:35:06.503369] [INFO ] [sig       ] [1089/3639] Completed ELWS in 0.5s | 3.01 sym/s | Total: 6.0m | ETA: 14.1m
[2025-11-25T23:35:06.503420] [INFO ] [sig       ] [1090/3639] Forecasting EM...
[2025-11-25T23:35:06.503467] [INFO ] [sig       ] Generating forecast for: EM
[2025-11-25T23:35:06.503509] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EM' from 'https://tdm.silogroup.org/data/derivative_storage/EM.csv'.
[2025-11-25T23:35:06.515326] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EM'.
[2025-11-25T23:35:06.515765] [INFO ] [FORECASTER] Starting predict_future for EM
[2025-11-25T23:35:06.516577] [DEBUG] [LOCAL     ] No optimal features file found for EM: ./output/feature-sets/EM.txt
[2025-11-25T23:35:06.516667] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:35:06.516716] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:35:06.516756] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:35:06.516825] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:35:06.574800] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:35:06.575629] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:35:06.575749] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:35:06.575798] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:35:06.681830] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:35:06.682031] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:35:06.682077] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:35:06.682112] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:35:06.685772] [DEBUG] [FORECASTER] EM: Forecast T+1@11:T+2@11: DOWN (p=12.28%)
[2025-11-25T23:35:06.686120] [INFO ] [FORECASTER] Completed predict_future for EM
[2025-11-25T23:35:06.686270] [INFO ] [sig       ] EM: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:35:06.829138] [INFO ] [LOCAL     ] Saved forecast: EM	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/EM.txt
[2025-11-25T23:35:06.829340] [INFO ] [sig       ] [1090/3639] Completed EM in 0.3s | 3.01 sym/s | Total: 6.0m | ETA: 14.1m
[2025-11-25T23:35:06.829400] [INFO ] [sig       ] [1091/3639] Forecasting EMB...
[2025-11-25T23:35:06.829445] [INFO ] [sig       ] Generating forecast for: EMB
[2025-11-25T23:35:06.829490] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EMB' from 'https://tdm.silogroup.org/data/derivative_storage/EMB.csv'.
[2025-11-25T23:35:06.844840] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EMB'.
[2025-11-25T23:35:06.845348] [INFO ] [FORECASTER] Starting predict_future for EMB
[2025-11-25T23:35:06.846400] [DEBUG] [LOCAL     ] No optimal features file found for EMB: ./output/feature-sets/EMB.txt
[2025-11-25T23:35:06.846485] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:35:06.846552] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:35:06.846605] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:35:06.846724] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:35:06.904980] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:35:06.905934] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:35:06.906063] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:35:06.906116] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:35:07.011088] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:35:07.011284] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:35:07.011330] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:35:07.011365] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:35:07.014926] [DEBUG] [FORECASTER] EMB: Forecast T+1@11:T+2@11: UP (p=81.20%)
[2025-11-25T23:35:07.015220] [INFO ] [FORECASTER] Completed predict_future for EMB
[2025-11-25T23:35:07.015369] [INFO ] [sig       ] EMB: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:35:07.156850] [INFO ] [LOCAL     ] Saved forecast: EMB	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/EMB.txt
[2025-11-25T23:35:07.157003] [INFO ] [sig       ] [1091/3639] Completed EMB in 0.3s | 3.01 sym/s | Total: 6.0m | ETA: 14.1m
[2025-11-25T23:35:07.157060] [INFO ] [sig       ] [1092/3639] Forecasting EMBC...
[2025-11-25T23:35:07.157104] [INFO ] [sig       ] Generating forecast for: EMBC
[2025-11-25T23:35:07.157148] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EMBC' from 'https://tdm.silogroup.org/data/derivative_storage/EMBC.csv'.
[2025-11-25T23:35:07.169586] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EMBC'.
[2025-11-25T23:35:07.169956] [INFO ] [FORECASTER] Starting predict_future for EMBC
[2025-11-25T23:35:07.170834] [DEBUG] [LOCAL     ] No optimal features file found for EMBC: ./output/feature-sets/EMBC.txt
[2025-11-25T23:35:07.170903] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:35:07.170951] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:35:07.170991] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:35:07.171071] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:35:07.229735] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:35:07.230467] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:35:07.230571] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:35:07.230621] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:35:07.338920] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:35:07.339124] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:35:07.339173] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:35:07.339210] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:35:07.343026] [DEBUG] [FORECASTER] EMBC: Forecast T+1@11:T+2@11: UP (p=97.82%)
[2025-11-25T23:35:07.343414] [INFO ] [FORECASTER] Completed predict_future for EMBC
[2025-11-25T23:35:07.343587] [INFO ] [sig       ] EMBC: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:35:07.506196] [INFO ] [LOCAL     ] Saved forecast: EMBC	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/EMBC.txt
[2025-11-25T23:35:07.506381] [INFO ] [sig       ] [1092/3639] Completed EMBC in 0.3s | 3.01 sym/s | Total: 6.1m | ETA: 14.1m
[2025-11-25T23:35:07.506438] [INFO ] [sig       ] [1093/3639] Forecasting EMD...
[2025-11-25T23:35:07.506486] [INFO ] [sig       ] Generating forecast for: EMD
[2025-11-25T23:35:07.506531] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EMD' from 'https://tdm.silogroup.org/data/derivative_storage/EMD.csv'.
[2025-11-25T23:35:07.522143] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EMD'.
[2025-11-25T23:35:07.522860] [INFO ] [FORECASTER] Starting predict_future for EMD
[2025-11-25T23:35:07.524032] [DEBUG] [LOCAL     ] No optimal features file found for EMD: ./output/feature-sets/EMD.txt
[2025-11-25T23:35:07.524119] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:35:07.524172] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:35:07.524222] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:35:07.524338] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:35:07.593514] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:35:07.594686] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:35:07.594801] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:35:07.594853] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:35:07.700863] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:35:07.701080] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:35:07.701128] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:35:07.701163] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:35:07.704741] [DEBUG] [FORECASTER] EMD: Forecast T+1@11:T+2@11: UP (p=70.62%)
[2025-11-25T23:35:07.705267] [INFO ] [FORECASTER] Completed predict_future for EMD
[2025-11-25T23:35:07.705496] [INFO ] [sig       ] EMD: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:35:07.848850] [INFO ] [LOCAL     ] Saved forecast: EMD	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/EMD.txt
[2025-11-25T23:35:07.849046] [INFO ] [sig       ] [1093/3639] Completed EMD in 0.3s | 3.01 sym/s | Total: 6.1m | ETA: 14.1m
[2025-11-25T23:35:07.849105] [INFO ] [sig       ] [1094/3639] Forecasting EME...
[2025-11-25T23:35:07.849151] [INFO ] [sig       ] Generating forecast for: EME
[2025-11-25T23:35:07.849198] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EME' from 'https://tdm.silogroup.org/data/derivative_storage/EME.csv'.
[2025-11-25T23:35:07.861405] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EME'.
[2025-11-25T23:35:07.861880] [INFO ] [FORECASTER] Starting predict_future for EME
[2025-11-25T23:35:07.862737] [DEBUG] [LOCAL     ] No optimal features file found for EME: ./output/feature-sets/EME.txt
[2025-11-25T23:35:07.862821] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:35:07.862874] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:35:07.862915] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:35:07.862985] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:35:07.922340] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:35:07.923252] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:35:07.923355] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:35:07.923404] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:35:08.039580] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:35:08.039791] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:35:08.039883] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:35:08.039932] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:35:08.043496] [DEBUG] [FORECASTER] EME: Forecast T+1@11:T+2@11: DOWN (p=34.43%)
[2025-11-25T23:35:08.043899] [INFO ] [FORECASTER] Completed predict_future for EME
[2025-11-25T23:35:08.044076] [INFO ] [sig       ] EME: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:35:08.189894] [INFO ] [LOCAL     ] Saved forecast: EME	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/EME.txt
[2025-11-25T23:35:08.190081] [INFO ] [sig       ] [1094/3639] Completed EME in 0.3s | 3.01 sym/s | Total: 6.1m | ETA: 14.1m
[2025-11-25T23:35:08.190137] [INFO ] [sig       ] [1095/3639] Forecasting EMF...
[2025-11-25T23:35:08.190182] [INFO ] [sig       ] Generating forecast for: EMF
[2025-11-25T23:35:08.190225] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EMF' from 'https://tdm.silogroup.org/data/derivative_storage/EMF.csv'.
[2025-11-25T23:35:08.205424] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EMF'.
[2025-11-25T23:35:08.206069] [INFO ] [FORECASTER] Starting predict_future for EMF
[2025-11-25T23:35:08.207090] [DEBUG] [LOCAL     ] No optimal features file found for EMF: ./output/feature-sets/EMF.txt
[2025-11-25T23:35:08.207166] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:35:08.207219] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:35:08.207277] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:35:08.207478] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:35:08.269406] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:35:08.270702] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:35:08.270830] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:35:08.270883] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:35:08.378899] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:35:08.379209] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:35:08.379261] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:35:08.379297] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:35:08.383522] [DEBUG] [FORECASTER] EMF: Forecast T+1@11:T+2@11: UP (p=90.94%)
[2025-11-25T23:35:08.383917] [INFO ] [FORECASTER] Completed predict_future for EMF
[2025-11-25T23:35:08.384110] [INFO ] [sig       ] EMF: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:35:08.533599] [INFO ] [LOCAL     ] Saved forecast: EMF	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/EMF.txt
[2025-11-25T23:35:08.533862] [INFO ] [sig       ] [1095/3639] Completed EMF in 0.3s | 3.01 sym/s | Total: 6.1m | ETA: 14.1m
[2025-11-25T23:35:08.533923] [INFO ] [sig       ] [1096/3639] Forecasting EML...
[2025-11-25T23:35:08.533972] [INFO ] [sig       ] Generating forecast for: EML
[2025-11-25T23:35:08.534027] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EML' from 'https://tdm.silogroup.org/data/derivative_storage/EML.csv'.
[2025-11-25T23:35:08.548355] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EML'.
[2025-11-25T23:35:08.548942] [INFO ] [FORECASTER] Starting predict_future for EML
[2025-11-25T23:35:08.549948] [DEBUG] [LOCAL     ] No optimal features file found for EML: ./output/feature-sets/EML.txt
[2025-11-25T23:35:08.550021] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:35:08.550072] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:35:08.550114] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:35:08.550189] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:35:08.615111] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:35:08.616331] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:35:08.616460] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:35:08.616511] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:35:08.715930] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:35:08.716216] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:35:08.716269] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:35:08.716306] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:35:08.720389] [DEBUG] [FORECASTER] EML: Forecast T+1@11:T+2@11: UP (p=97.12%)
[2025-11-25T23:35:08.720780] [INFO ] [FORECASTER] Completed predict_future for EML
[2025-11-25T23:35:08.720982] [INFO ] [sig       ] EML: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:35:08.877957] [INFO ] [LOCAL     ] Saved forecast: EML	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/EML.txt
[2025-11-25T23:35:08.878234] [INFO ] [sig       ] [1096/3639] Completed EML in 0.3s | 3.01 sym/s | Total: 6.1m | ETA: 14.1m
[2025-11-25T23:35:08.878306] [INFO ] [sig       ] [1097/3639] Forecasting EMN...
[2025-11-25T23:35:08.878354] [INFO ] [sig       ] Generating forecast for: EMN
[2025-11-25T23:35:08.878402] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EMN' from 'https://tdm.silogroup.org/data/derivative_storage/EMN.csv'.
[2025-11-25T23:35:08.894172] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EMN'.
[2025-11-25T23:35:08.894818] [INFO ] [FORECASTER] Starting predict_future for EMN
[2025-11-25T23:35:08.895952] [DEBUG] [LOCAL     ] No optimal features file found for EMN: ./output/feature-sets/EMN.txt
[2025-11-25T23:35:08.896040] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:35:08.896110] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:35:08.896173] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:35:08.896281] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:35:08.962515] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:35:08.963883] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:35:08.964012] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:35:08.964281] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:35:09.057965] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:35:09.058139] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:35:09.058186] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:35:09.058221] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:35:09.061744] [DEBUG] [FORECASTER] EMN: Forecast T+1@11:T+2@11: DOWN (p=38.95%)
[2025-11-25T23:35:09.062050] [INFO ] [FORECASTER] Completed predict_future for EMN
[2025-11-25T23:35:09.062199] [INFO ] [sig       ] EMN: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:35:09.205393] [INFO ] [LOCAL     ] Saved forecast: EMN	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/EMN.txt
[2025-11-25T23:35:09.205555] [INFO ] [sig       ] [1097/3639] Completed EMN in 0.3s | 3.01 sym/s | Total: 6.1m | ETA: 14.1m
[2025-11-25T23:35:09.205611] [INFO ] [sig       ] [1098/3639] Forecasting EMO...
[2025-11-25T23:35:09.205675] [INFO ] [sig       ] Generating forecast for: EMO
[2025-11-25T23:35:09.205720] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EMO' from 'https://tdm.silogroup.org/data/derivative_storage/EMO.csv'.
[2025-11-25T23:35:09.216190] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EMO'.
[2025-11-25T23:35:09.216519] [INFO ] [FORECASTER] Starting predict_future for EMO
[2025-11-25T23:35:09.217406] [DEBUG] [LOCAL     ] No optimal features file found for EMO: ./output/feature-sets/EMO.txt
[2025-11-25T23:35:09.217475] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:35:09.217556] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:35:09.217601] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:35:09.217691] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:35:09.274999] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:35:09.275711] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:35:09.275814] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:35:09.275862] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:35:09.364544] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:35:09.364718] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:35:09.364771] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:35:09.364806] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:35:09.368178] [DEBUG] [FORECASTER] EMO: Forecast T+1@11:T+2@11: UP (p=94.56%)
[2025-11-25T23:35:09.368469] [INFO ] [FORECASTER] Completed predict_future for EMO
[2025-11-25T23:35:09.368621] [INFO ] [sig       ] EMO: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:35:09.510557] [INFO ] [LOCAL     ] Saved forecast: EMO	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/EMO.txt
[2025-11-25T23:35:09.510803] [INFO ] [sig       ] [1098/3639] Completed EMO in 0.3s | 3.01 sym/s | Total: 6.1m | ETA: 14.1m
[2025-11-25T23:35:09.510864] [INFO ] [sig       ] [1099/3639] Forecasting EMXC...
[2025-11-25T23:35:09.510910] [INFO ] [sig       ] Generating forecast for: EMXC
[2025-11-25T23:35:09.510951] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EMXC' from 'https://tdm.silogroup.org/data/derivative_storage/EMXC.csv'.
[2025-11-25T23:35:09.522574] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EMXC'.
[2025-11-25T23:35:09.523041] [INFO ] [FORECASTER] Starting predict_future for EMXC
[2025-11-25T23:35:09.524032] [DEBUG] [LOCAL     ] No optimal features file found for EMXC: ./output/feature-sets/EMXC.txt
[2025-11-25T23:35:09.524104] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:35:09.524151] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:35:09.524246] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:35:09.524328] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:35:09.582804] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:35:09.583803] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:35:09.583909] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:35:09.583971] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:35:09.684236] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:35:09.684359] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:35:09.684402] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:35:09.684437] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:35:09.687696] [DEBUG] [FORECASTER] EMXC: Forecast T+1@11:T+2@11: UP (p=69.54%)
[2025-11-25T23:35:09.687988] [INFO ] [FORECASTER] Completed predict_future for EMXC
[2025-11-25T23:35:09.688140] [INFO ] [sig       ] EMXC: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:35:09.832864] [INFO ] [LOCAL     ] Saved forecast: EMXC	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/EMXC.txt
[2025-11-25T23:35:09.833010] [INFO ] [sig       ] [1099/3639] Completed EMXC in 0.3s | 3.01 sym/s | Total: 6.1m | ETA: 14.1m
[2025-11-25T23:35:09.833064] [INFO ] [sig       ] [1100/3639] Forecasting ENB...
[2025-11-25T23:35:09.833108] [INFO ] [sig       ] Generating forecast for: ENB
[2025-11-25T23:35:09.833152] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ENB' from 'https://tdm.silogroup.org/data/derivative_storage/ENB.csv'.
[2025-11-25T23:35:09.845914] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ENB'.
[2025-11-25T23:35:09.846426] [INFO ] [FORECASTER] Starting predict_future for ENB
[2025-11-25T23:35:09.847414] [DEBUG] [LOCAL     ] No optimal features file found for ENB: ./output/feature-sets/ENB.txt
[2025-11-25T23:35:09.847494] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:35:09.847548] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:35:09.847590] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:35:09.847675] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:35:09.909927] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:35:09.910742] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:35:09.910854] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:35:09.910904] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:35:10.015005] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:35:10.015220] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:35:10.015271] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:35:10.015307] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:35:10.019349] [DEBUG] [FORECASTER] ENB: Forecast T+1@11:T+2@11: DOWN (p=6.02%)
[2025-11-25T23:35:10.019738] [INFO ] [FORECASTER] Completed predict_future for ENB
[2025-11-25T23:35:10.019959] [INFO ] [sig       ] ENB: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:35:10.172982] [INFO ] [LOCAL     ] Saved forecast: ENB	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/ENB.txt
[2025-11-25T23:35:10.173180] [INFO ] [sig       ] [1100/3639] Completed ENB in 0.3s | 3.01 sym/s | Total: 6.1m | ETA: 14.1m
[2025-11-25T23:35:10.173240] [INFO ] [sig       ] [1101/3639] Forecasting ENGN...
[2025-11-25T23:35:10.173287] [INFO ] [sig       ] Generating forecast for: ENGN
[2025-11-25T23:35:10.173329] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ENGN' from 'https://tdm.silogroup.org/data/derivative_storage/ENGN.csv'.
[2025-11-25T23:35:10.187065] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ENGN'.
[2025-11-25T23:35:10.187552] [INFO ] [FORECASTER] Starting predict_future for ENGN
[2025-11-25T23:35:10.188466] [DEBUG] [LOCAL     ] No optimal features file found for ENGN: ./output/feature-sets/ENGN.txt
[2025-11-25T23:35:10.188538] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:35:10.188586] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:35:10.188628] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:35:10.188724] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:35:10.251231] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:35:10.252187] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:35:10.252295] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:35:10.252344] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:35:10.349756] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:35:10.349957] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:35:10.350006] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:35:10.350041] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:35:10.353561] [DEBUG] [FORECASTER] ENGN: Forecast T+1@11:T+2@11: DOWN (p=16.40%)
[2025-11-25T23:35:10.353896] [INFO ] [FORECASTER] Completed predict_future for ENGN
[2025-11-25T23:35:10.354079] [INFO ] [sig       ] ENGN: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:35:10.496150] [INFO ] [LOCAL     ] Saved forecast: ENGN	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/ENGN.txt
[2025-11-25T23:35:10.496339] [INFO ] [sig       ] [1101/3639] Completed ENGN in 0.3s | 3.01 sym/s | Total: 6.1m | ETA: 14.1m
[2025-11-25T23:35:10.496396] [INFO ] [sig       ] [1102/3639] Forecasting ENIC...
[2025-11-25T23:35:10.496452] [INFO ] [sig       ] Generating forecast for: ENIC
[2025-11-25T23:35:10.496497] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ENIC' from 'https://tdm.silogroup.org/data/derivative_storage/ENIC.csv'.
[2025-11-25T23:35:10.508719] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ENIC'.
[2025-11-25T23:35:10.509015] [INFO ] [FORECASTER] Starting predict_future for ENIC
[2025-11-25T23:35:10.509862] [DEBUG] [LOCAL     ] No optimal features file found for ENIC: ./output/feature-sets/ENIC.txt
[2025-11-25T23:35:10.509931] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:35:10.509977] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:35:10.510018] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:35:10.510085] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:35:10.568627] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:35:10.569281] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:35:10.569378] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:35:10.569424] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:35:10.665758] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:35:10.665913] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:35:10.665958] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:35:10.665992] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:35:10.669376] [DEBUG] [FORECASTER] ENIC: Forecast T+1@11:T+2@11: UP (p=55.67%)
[2025-11-25T23:35:10.669707] [INFO ] [FORECASTER] Completed predict_future for ENIC
[2025-11-25T23:35:10.669876] [INFO ] [sig       ] ENIC: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:35:10.813806] [INFO ] [LOCAL     ] Saved forecast: ENIC	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/ENIC.txt
[2025-11-25T23:35:10.813967] [INFO ] [sig       ] [1102/3639] Completed ENIC in 0.3s | 3.01 sym/s | Total: 6.1m | ETA: 14.1m
[2025-11-25T23:35:10.814024] [INFO ] [sig       ] [1103/3639] Forecasting ENPH...
[2025-11-25T23:35:10.814086] [INFO ] [sig       ] Generating forecast for: ENPH
[2025-11-25T23:35:10.814136] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ENPH' from 'https://tdm.silogroup.org/data/derivative_storage/ENPH.csv'.
[2025-11-25T23:35:10.826905] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ENPH'.
[2025-11-25T23:35:10.827321] [INFO ] [FORECASTER] Starting predict_future for ENPH
[2025-11-25T23:35:10.828324] [DEBUG] [LOCAL     ] No optimal features file found for ENPH: ./output/feature-sets/ENPH.txt
[2025-11-25T23:35:10.828399] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:35:10.828449] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:35:10.828493] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:35:10.828565] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:35:10.903359] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:35:10.904611] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:35:10.904780] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:35:10.904855] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:35:11.023977] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:35:11.024254] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:35:11.024310] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:35:11.024348] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:35:11.028639] [DEBUG] [FORECASTER] ENPH: Forecast T+1@11:T+2@11: UP (p=99.39%)
[2025-11-25T23:35:11.029014] [INFO ] [FORECASTER] Completed predict_future for ENPH
[2025-11-25T23:35:11.029187] [INFO ] [sig       ] ENPH: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:35:11.191582] [INFO ] [LOCAL     ] Saved forecast: ENPH	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/ENPH.txt
[2025-11-25T23:35:11.191832] [INFO ] [sig       ] [1103/3639] Completed ENPH in 0.4s | 3.01 sym/s | Total: 6.1m | ETA: 14.1m
[2025-11-25T23:35:11.191892] [INFO ] [sig       ] [1104/3639] Forecasting ENS...
[2025-11-25T23:35:11.191937] [INFO ] [sig       ] Generating forecast for: ENS
[2025-11-25T23:35:11.191980] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ENS' from 'https://tdm.silogroup.org/data/derivative_storage/ENS.csv'.
[2025-11-25T23:35:11.204044] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ENS'.
[2025-11-25T23:35:11.204474] [INFO ] [FORECASTER] Starting predict_future for ENS
[2025-11-25T23:35:11.205354] [DEBUG] [LOCAL     ] No optimal features file found for ENS: ./output/feature-sets/ENS.txt
[2025-11-25T23:35:11.205428] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:35:11.205475] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:35:11.205514] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:35:11.205583] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:35:11.263023] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:35:11.263990] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:35:11.264098] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:35:11.264146] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:35:11.355018] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:35:11.355226] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:35:11.355273] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:35:11.355309] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:35:11.358862] [DEBUG] [FORECASTER] ENS: Forecast T+1@11:T+2@11: UP (p=64.88%)
[2025-11-25T23:35:11.359182] [INFO ] [FORECASTER] Completed predict_future for ENS
[2025-11-25T23:35:11.359330] [INFO ] [sig       ] ENS: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:35:11.500706] [INFO ] [LOCAL     ] Saved forecast: ENS	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/ENS.txt
[2025-11-25T23:35:11.500881] [INFO ] [sig       ] [1104/3639] Completed ENS in 0.3s | 3.01 sym/s | Total: 6.1m | ETA: 14.1m
[2025-11-25T23:35:11.500937] [INFO ] [sig       ] [1105/3639] Forecasting ENSC...
[2025-11-25T23:35:11.500982] [INFO ] [sig       ] Generating forecast for: ENSC
[2025-11-25T23:35:11.501024] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ENSC' from 'https://tdm.silogroup.org/data/derivative_storage/ENSC.csv'.
[2025-11-25T23:35:11.513216] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ENSC'.
[2025-11-25T23:35:11.513681] [INFO ] [FORECASTER] Starting predict_future for ENSC
[2025-11-25T23:35:11.514543] [DEBUG] [LOCAL     ] No optimal features file found for ENSC: ./output/feature-sets/ENSC.txt
[2025-11-25T23:35:11.514614] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:35:11.514684] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:35:11.514728] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:35:11.514795] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:35:11.572850] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:35:11.573775] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:35:11.573887] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:35:11.573934] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:35:11.671010] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:35:11.671219] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:35:11.671265] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:35:11.671324] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:35:11.674743] [DEBUG] [FORECASTER] ENSC: Forecast T+1@11:T+2@11: DOWN (p=1.01%)
[2025-11-25T23:35:11.675031] [INFO ] [FORECASTER] Completed predict_future for ENSC
[2025-11-25T23:35:11.675179] [INFO ] [sig       ] ENSC: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:35:11.820223] [INFO ] [LOCAL     ] Saved forecast: ENSC	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/ENSC.txt
[2025-11-25T23:35:11.820413] [INFO ] [sig       ] [1105/3639] Completed ENSC in 0.3s | 3.01 sym/s | Total: 6.1m | ETA: 14.0m
[2025-11-25T23:35:11.820470] [INFO ] [sig       ] [1106/3639] Forecasting ENSG...
[2025-11-25T23:35:11.820516] [INFO ] [sig       ] Generating forecast for: ENSG
[2025-11-25T23:35:11.820560] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ENSG' from 'https://tdm.silogroup.org/data/derivative_storage/ENSG.csv'.
[2025-11-25T23:35:11.832212] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ENSG'.
[2025-11-25T23:35:11.832530] [INFO ] [FORECASTER] Starting predict_future for ENSG
[2025-11-25T23:35:11.833360] [DEBUG] [LOCAL     ] No optimal features file found for ENSG: ./output/feature-sets/ENSG.txt
[2025-11-25T23:35:11.833430] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:35:11.833477] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:35:11.833518] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:35:11.833588] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:35:11.891063] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:35:11.892004] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:35:11.892109] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:35:11.892156] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:35:11.987264] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:35:11.987495] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:35:11.987548] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:35:11.987585] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:35:11.991502] [DEBUG] [FORECASTER] ENSG: Forecast T+1@11:T+2@11: DOWN (p=41.43%)
[2025-11-25T23:35:11.991916] [INFO ] [FORECASTER] Completed predict_future for ENSG
[2025-11-25T23:35:11.992084] [INFO ] [sig       ] ENSG: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:35:12.146849] [INFO ] [LOCAL     ] Saved forecast: ENSG	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/ENSG.txt
[2025-11-25T23:35:12.147215] [INFO ] [sig       ] [1106/3639] Completed ENSG in 0.3s | 3.01 sym/s | Total: 6.1m | ETA: 14.0m
[2025-11-25T23:35:12.147282] [INFO ] [sig       ] [1107/3639] Forecasting ENTA...
[2025-11-25T23:35:12.147336] [INFO ] [sig       ] Generating forecast for: ENTA
[2025-11-25T23:35:12.147417] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ENTA' from 'https://tdm.silogroup.org/data/derivative_storage/ENTA.csv'.
[2025-11-25T23:35:12.159056] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ENTA'.
[2025-11-25T23:35:12.159386] [INFO ] [FORECASTER] Starting predict_future for ENTA
[2025-11-25T23:35:12.160242] [DEBUG] [LOCAL     ] No optimal features file found for ENTA: ./output/feature-sets/ENTA.txt
[2025-11-25T23:35:12.160312] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:35:12.160358] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:35:12.160399] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:35:12.160465] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:35:12.223683] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:35:12.224740] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:35:12.224852] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:35:12.224925] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:35:12.329705] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:35:12.329905] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:35:12.329956] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:35:12.329991] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:35:12.333591] [DEBUG] [FORECASTER] ENTA: Forecast T+1@11:T+2@11: UP (p=68.50%)
[2025-11-25T23:35:12.333919] [INFO ] [FORECASTER] Completed predict_future for ENTA
[2025-11-25T23:35:12.334102] [INFO ] [sig       ] ENTA: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:35:12.488778] [INFO ] [LOCAL     ] Saved forecast: ENTA	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/ENTA.txt
[2025-11-25T23:35:12.488961] [INFO ] [sig       ] [1107/3639] Completed ENTA in 0.3s | 3.01 sym/s | Total: 6.1m | ETA: 14.0m
[2025-11-25T23:35:12.489019] [INFO ] [sig       ] [1108/3639] Forecasting ENTG...
[2025-11-25T23:35:12.489064] [INFO ] [sig       ] Generating forecast for: ENTG
[2025-11-25T23:35:12.489110] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ENTG' from 'https://tdm.silogroup.org/data/derivative_storage/ENTG.csv'.
[2025-11-25T23:35:12.501369] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ENTG'.
[2025-11-25T23:35:12.501757] [INFO ] [FORECASTER] Starting predict_future for ENTG
[2025-11-25T23:35:12.502691] [DEBUG] [LOCAL     ] No optimal features file found for ENTG: ./output/feature-sets/ENTG.txt
[2025-11-25T23:35:12.502769] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:35:12.502818] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:35:12.502871] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:35:12.502961] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:35:12.568855] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:35:12.569785] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:35:12.569890] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:35:12.569952] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:35:12.675706] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:35:12.675916] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:35:12.675984] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:35:12.676042] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:35:12.679963] [DEBUG] [FORECASTER] ENTG: Forecast T+1@11:T+2@11: DOWN (p=18.79%)
[2025-11-25T23:35:12.680419] [INFO ] [FORECASTER] Completed predict_future for ENTG
[2025-11-25T23:35:12.680704] [INFO ] [sig       ] ENTG: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:35:12.833059] [INFO ] [LOCAL     ] Saved forecast: ENTG	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/ENTG.txt
[2025-11-25T23:35:12.833239] [INFO ] [sig       ] [1108/3639] Completed ENTG in 0.3s | 3.01 sym/s | Total: 6.1m | ETA: 14.0m
[2025-11-25T23:35:12.833296] [INFO ] [sig       ] [1109/3639] Forecasting ENTO...
[2025-11-25T23:35:12.833347] [INFO ] [sig       ] Generating forecast for: ENTO
[2025-11-25T23:35:12.833398] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ENTO' from 'https://tdm.silogroup.org/data/derivative_storage/ENTO.csv'.
[2025-11-25T23:35:12.844495] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ENTO'.
[2025-11-25T23:35:12.844847] [INFO ] [FORECASTER] Starting predict_future for ENTO
[2025-11-25T23:35:12.845722] [DEBUG] [LOCAL     ] No optimal features file found for ENTO: ./output/feature-sets/ENTO.txt
[2025-11-25T23:35:12.845790] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:35:12.845843] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:35:12.845921] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:35:12.846009] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:35:12.904089] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:35:12.904896] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:35:12.905002] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:35:12.905056] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:35:12.996225] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:35:12.996365] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:35:12.996411] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:35:12.996445] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:35:13.000386] [DEBUG] [FORECASTER] ENTO: Forecast T+1@11:T+2@11: DOWN (p=16.74%)
[2025-11-25T23:35:13.000767] [INFO ] [FORECASTER] Completed predict_future for ENTO
[2025-11-25T23:35:13.000937] [INFO ] [sig       ] ENTO: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:35:13.146695] [INFO ] [LOCAL     ] Saved forecast: ENTO	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/ENTO.txt
[2025-11-25T23:35:13.146896] [INFO ] [sig       ] [1109/3639] Completed ENTO in 0.3s | 3.01 sym/s | Total: 6.1m | ETA: 14.0m
[2025-11-25T23:35:13.146960] [INFO ] [sig       ] [1110/3639] Forecasting ENTX...
[2025-11-25T23:35:13.147012] [INFO ] [sig       ] Generating forecast for: ENTX
[2025-11-25T23:35:13.147067] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ENTX' from 'https://tdm.silogroup.org/data/derivative_storage/ENTX.csv'.
[2025-11-25T23:35:13.159548] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ENTX'.
[2025-11-25T23:35:13.159944] [INFO ] [FORECASTER] Starting predict_future for ENTX
[2025-11-25T23:35:13.160806] [DEBUG] [LOCAL     ] No optimal features file found for ENTX: ./output/feature-sets/ENTX.txt
[2025-11-25T23:35:13.160895] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:35:13.160976] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:35:13.161041] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:35:13.161117] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:35:13.221531] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:35:13.222261] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:35:13.222361] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:35:13.222409] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:35:13.308314] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:35:13.308478] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:35:13.308526] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:35:13.308563] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:35:13.312132] [DEBUG] [FORECASTER] ENTX: Forecast T+1@11:T+2@11: UP (p=62.45%)
[2025-11-25T23:35:13.312445] [INFO ] [FORECASTER] Completed predict_future for ENTX
[2025-11-25T23:35:13.312587] [INFO ] [sig       ] ENTX: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:35:13.461755] [INFO ] [LOCAL     ] Saved forecast: ENTX	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/ENTX.txt
[2025-11-25T23:35:13.461908] [INFO ] [sig       ] [1110/3639] Completed ENTX in 0.3s | 3.01 sym/s | Total: 6.2m | ETA: 14.0m
[2025-11-25T23:35:13.461965] [INFO ] [sig       ] [1111/3639] Forecasting ENVA...
[2025-11-25T23:35:13.462009] [INFO ] [sig       ] Generating forecast for: ENVA
[2025-11-25T23:35:13.462048] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ENVA' from 'https://tdm.silogroup.org/data/derivative_storage/ENVA.csv'.
[2025-11-25T23:35:13.473410] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ENVA'.
[2025-11-25T23:35:13.473748] [INFO ] [FORECASTER] Starting predict_future for ENVA
[2025-11-25T23:35:13.474665] [DEBUG] [LOCAL     ] No optimal features file found for ENVA: ./output/feature-sets/ENVA.txt
[2025-11-25T23:35:13.474738] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:35:13.474785] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:35:13.474828] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:35:13.474899] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:35:13.534311] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:35:13.535007] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:35:13.535106] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:35:13.535154] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:35:13.605268] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:35:13.605437] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:35:13.605496] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:35:13.605544] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:35:13.609072] [DEBUG] [FORECASTER] ENVA: Forecast T+1@11:T+2@11: UP (p=97.48%)
[2025-11-25T23:35:13.609374] [INFO ] [FORECASTER] Completed predict_future for ENVA
[2025-11-25T23:35:13.609512] [INFO ] [sig       ] ENVA: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:35:13.758099] [INFO ] [LOCAL     ] Saved forecast: ENVA	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/ENVA.txt
[2025-11-25T23:35:13.758267] [INFO ] [sig       ] [1111/3639] Completed ENVA in 0.3s | 3.01 sym/s | Total: 6.2m | ETA: 14.0m
[2025-11-25T23:35:13.758325] [INFO ] [sig       ] [1112/3639] Forecasting ENVB...
[2025-11-25T23:35:13.758371] [INFO ] [sig       ] Generating forecast for: ENVB
[2025-11-25T23:35:13.758414] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ENVB' from 'https://tdm.silogroup.org/data/derivative_storage/ENVB.csv'.
[2025-11-25T23:35:13.769531] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ENVB'.
[2025-11-25T23:35:13.769880] [INFO ] [FORECASTER] Starting predict_future for ENVB
[2025-11-25T23:35:13.770749] [DEBUG] [LOCAL     ] No optimal features file found for ENVB: ./output/feature-sets/ENVB.txt
[2025-11-25T23:35:13.770821] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:35:13.770870] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:35:13.770915] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:35:13.770986] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:35:13.831081] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:35:13.831792] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:35:13.831890] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:35:13.831938] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:35:13.904561] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:35:13.904749] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:35:13.904801] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:35:13.904838] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:35:13.908341] [DEBUG] [FORECASTER] ENVB: Forecast T+1@11:T+2@11: UP (p=54.94%)
[2025-11-25T23:35:13.908660] [INFO ] [FORECASTER] Completed predict_future for ENVB
[2025-11-25T23:35:13.908809] [INFO ] [sig       ] ENVB: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:35:14.058504] [INFO ] [LOCAL     ] Saved forecast: ENVB	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/ENVB.txt
[2025-11-25T23:35:14.058679] [INFO ] [sig       ] [1112/3639] Completed ENVB in 0.3s | 3.01 sym/s | Total: 6.2m | ETA: 14.0m
[2025-11-25T23:35:14.058736] [INFO ] [sig       ] [1113/3639] Forecasting ENVX...
[2025-11-25T23:35:14.058780] [INFO ] [sig       ] Generating forecast for: ENVX
[2025-11-25T23:35:14.058830] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ENVX' from 'https://tdm.silogroup.org/data/derivative_storage/ENVX.csv'.
[2025-11-25T23:35:14.070958] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ENVX'.
[2025-11-25T23:35:14.071337] [INFO ] [FORECASTER] Starting predict_future for ENVX
[2025-11-25T23:35:14.072215] [DEBUG] [LOCAL     ] No optimal features file found for ENVX: ./output/feature-sets/ENVX.txt
[2025-11-25T23:35:14.072288] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:35:14.072336] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:35:14.072380] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:35:14.072451] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:35:14.132595] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:35:14.133351] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:35:14.133455] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:35:14.133511] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:35:14.231333] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:35:14.231512] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:35:14.231558] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:35:14.231594] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:35:14.235440] [DEBUG] [FORECASTER] ENVX: Forecast T+1@11:T+2@11: UP (p=71.67%)
[2025-11-25T23:35:14.235755] [INFO ] [FORECASTER] Completed predict_future for ENVX
[2025-11-25T23:35:14.235911] [INFO ] [sig       ] ENVX: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:35:14.383339] [INFO ] [LOCAL     ] Saved forecast: ENVX	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/ENVX.txt
[2025-11-25T23:35:14.383539] [INFO ] [sig       ] [1113/3639] Completed ENVX in 0.3s | 3.01 sym/s | Total: 6.2m | ETA: 14.0m
[2025-11-25T23:35:14.383596] [INFO ] [sig       ] [1114/3639] Forecasting EOD...
[2025-11-25T23:35:14.383663] [INFO ] [sig       ] Generating forecast for: EOD
[2025-11-25T23:35:14.383709] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EOD' from 'https://tdm.silogroup.org/data/derivative_storage/EOD.csv'.
[2025-11-25T23:35:14.395336] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EOD'.
[2025-11-25T23:35:14.395635] [INFO ] [FORECASTER] Starting predict_future for EOD
[2025-11-25T23:35:14.396487] [DEBUG] [LOCAL     ] No optimal features file found for EOD: ./output/feature-sets/EOD.txt
[2025-11-25T23:35:14.396556] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:35:14.396610] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:35:14.396674] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:35:14.396746] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:35:14.457285] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:35:14.458239] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:35:14.458349] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:35:14.458404] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:35:14.553378] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:35:14.553570] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:35:14.553617] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:35:14.553669] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:35:14.557145] [DEBUG] [FORECASTER] EOD: Forecast T+1@11:T+2@11: UP (p=55.37%)
[2025-11-25T23:35:14.557454] [INFO ] [FORECASTER] Completed predict_future for EOD
[2025-11-25T23:35:14.557624] [INFO ] [sig       ] EOD: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:35:14.700418] [INFO ] [LOCAL     ] Saved forecast: EOD	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/EOD.txt
[2025-11-25T23:35:14.700587] [INFO ] [sig       ] [1114/3639] Completed EOD in 0.3s | 3.01 sym/s | Total: 6.2m | ETA: 14.0m
[2025-11-25T23:35:14.700662] [INFO ] [sig       ] [1115/3639] Forecasting EOG...
[2025-11-25T23:35:14.700708] [INFO ] [sig       ] Generating forecast for: EOG
[2025-11-25T23:35:14.700751] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EOG' from 'https://tdm.silogroup.org/data/derivative_storage/EOG.csv'.
[2025-11-25T23:35:14.712276] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EOG'.
[2025-11-25T23:35:14.712603] [INFO ] [FORECASTER] Starting predict_future for EOG
[2025-11-25T23:35:14.713405] [DEBUG] [LOCAL     ] No optimal features file found for EOG: ./output/feature-sets/EOG.txt
[2025-11-25T23:35:14.713476] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:35:14.713529] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:35:14.713571] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:35:14.713664] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:35:14.771055] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:35:14.771902] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:35:14.772006] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:35:14.772053] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:35:14.865809] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:35:14.865992] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:35:14.866038] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:35:14.866073] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:35:14.869512] [DEBUG] [FORECASTER] EOG: Forecast T+1@11:T+2@11: UP (p=97.82%)
[2025-11-25T23:35:14.869815] [INFO ] [FORECASTER] Completed predict_future for EOG
[2025-11-25T23:35:14.869965] [INFO ] [sig       ] EOG: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:35:15.016009] [INFO ] [LOCAL     ] Saved forecast: EOG	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/EOG.txt
[2025-11-25T23:35:15.016203] [INFO ] [sig       ] [1115/3639] Completed EOG in 0.3s | 3.01 sym/s | Total: 6.2m | ETA: 14.0m
[2025-11-25T23:35:15.016265] [INFO ] [sig       ] [1116/3639] Forecasting EOI...
[2025-11-25T23:35:15.016309] [INFO ] [sig       ] Generating forecast for: EOI
[2025-11-25T23:35:15.016352] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EOI' from 'https://tdm.silogroup.org/data/derivative_storage/EOI.csv'.
[2025-11-25T23:35:15.029065] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EOI'.
[2025-11-25T23:35:15.029486] [INFO ] [FORECASTER] Starting predict_future for EOI
[2025-11-25T23:35:15.030337] [DEBUG] [LOCAL     ] No optimal features file found for EOI: ./output/feature-sets/EOI.txt
[2025-11-25T23:35:15.030407] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:35:15.030454] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:35:15.030494] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:35:15.030568] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:35:15.088968] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:35:15.089911] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:35:15.090025] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:35:15.090072] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:35:15.185575] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:35:15.185796] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:35:15.185848] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:35:15.185882] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:35:15.189420] [DEBUG] [FORECASTER] EOI: Forecast T+1@11:T+2@11: UP (p=77.41%)
[2025-11-25T23:35:15.189772] [INFO ] [FORECASTER] Completed predict_future for EOI
[2025-11-25T23:35:15.189962] [INFO ] [sig       ] EOI: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:35:15.336377] [INFO ] [LOCAL     ] Saved forecast: EOI	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/EOI.txt
[2025-11-25T23:35:15.336600] [INFO ] [sig       ] [1116/3639] Completed EOI in 0.3s | 3.01 sym/s | Total: 6.2m | ETA: 14.0m
[2025-11-25T23:35:15.336694] [INFO ] [sig       ] [1117/3639] Forecasting EOLS...
[2025-11-25T23:35:15.336743] [INFO ] [sig       ] Generating forecast for: EOLS
[2025-11-25T23:35:15.336787] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EOLS' from 'https://tdm.silogroup.org/data/derivative_storage/EOLS.csv'.
[2025-11-25T23:35:15.348566] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EOLS'.
[2025-11-25T23:35:15.348949] [INFO ] [FORECASTER] Starting predict_future for EOLS
[2025-11-25T23:35:15.349803] [DEBUG] [LOCAL     ] No optimal features file found for EOLS: ./output/feature-sets/EOLS.txt
[2025-11-25T23:35:15.349873] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:35:15.349925] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:35:15.349966] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:35:15.350035] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:35:15.410995] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:35:15.411887] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:35:15.411989] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:35:15.412040] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:35:15.525473] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:35:15.525663] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:35:15.525720] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:35:15.525779] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:35:15.529237] [DEBUG] [FORECASTER] EOLS: Forecast T+1@11:T+2@11: DOWN (p=21.48%)
[2025-11-25T23:35:15.529563] [INFO ] [FORECASTER] Completed predict_future for EOLS
[2025-11-25T23:35:15.529750] [INFO ] [sig       ] EOLS: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:35:15.673791] [INFO ] [LOCAL     ] Saved forecast: EOLS	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/EOLS.txt
[2025-11-25T23:35:15.673972] [INFO ] [sig       ] [1117/3639] Completed EOLS in 0.3s | 3.01 sym/s | Total: 6.2m | ETA: 14.0m
[2025-11-25T23:35:15.674029] [INFO ] [sig       ] [1118/3639] Forecasting EOS...
[2025-11-25T23:35:15.674076] [INFO ] [sig       ] Generating forecast for: EOS
[2025-11-25T23:35:15.674119] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EOS' from 'https://tdm.silogroup.org/data/derivative_storage/EOS.csv'.
[2025-11-25T23:35:15.685782] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EOS'.
[2025-11-25T23:35:15.686220] [INFO ] [FORECASTER] Starting predict_future for EOS
[2025-11-25T23:35:15.687057] [DEBUG] [LOCAL     ] No optimal features file found for EOS: ./output/feature-sets/EOS.txt
[2025-11-25T23:35:15.687128] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:35:15.687174] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:35:15.687215] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:35:15.687284] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:35:15.745789] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:35:15.746715] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:35:15.746830] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:35:15.746880] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:35:15.871889] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:35:15.872543] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:35:15.872604] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:35:15.872662] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:35:15.876307] [DEBUG] [FORECASTER] EOS: Forecast T+1@11:T+2@11: UP (p=80.73%)
[2025-11-25T23:35:15.876788] [INFO ] [FORECASTER] Completed predict_future for EOS
[2025-11-25T23:35:15.877014] [INFO ] [sig       ] EOS: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:35:16.020587] [INFO ] [LOCAL     ] Saved forecast: EOS	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/EOS.txt
[2025-11-25T23:35:16.020796] [INFO ] [sig       ] [1118/3639] Completed EOS in 0.3s | 3.01 sym/s | Total: 6.2m | ETA: 14.0m
[2025-11-25T23:35:16.020853] [INFO ] [sig       ] [1119/3639] Forecasting EOSE...
[2025-11-25T23:35:16.020897] [INFO ] [sig       ] Generating forecast for: EOSE
[2025-11-25T23:35:16.020943] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EOSE' from 'https://tdm.silogroup.org/data/derivative_storage/EOSE.csv'.
[2025-11-25T23:35:16.033996] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EOSE'.
[2025-11-25T23:35:16.034322] [INFO ] [FORECASTER] Starting predict_future for EOSE
[2025-11-25T23:35:16.035149] [DEBUG] [LOCAL     ] No optimal features file found for EOSE: ./output/feature-sets/EOSE.txt
[2025-11-25T23:35:16.035217] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:35:16.035262] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:35:16.035303] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:35:16.035378] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:35:16.092942] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:35:16.093747] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:35:16.093846] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:35:16.093888] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:35:16.211892] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:35:16.212063] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:35:16.212107] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:35:16.212144] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:35:16.215632] [DEBUG] [FORECASTER] EOSE: Forecast T+1@11:T+2@11: DOWN (p=36.51%)
[2025-11-25T23:35:16.215949] [INFO ] [FORECASTER] Completed predict_future for EOSE
[2025-11-25T23:35:16.216093] [INFO ] [sig       ] EOSE: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:35:16.358243] [INFO ] [LOCAL     ] Saved forecast: EOSE	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/EOSE.txt
[2025-11-25T23:35:16.358400] [INFO ] [sig       ] [1119/3639] Completed EOSE in 0.3s | 3.01 sym/s | Total: 6.2m | ETA: 14.0m
[2025-11-25T23:35:16.358454] [INFO ] [sig       ] [1120/3639] Forecasting EPAC...
[2025-11-25T23:35:16.358498] [INFO ] [sig       ] Generating forecast for: EPAC
[2025-11-25T23:35:16.358540] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EPAC' from 'https://tdm.silogroup.org/data/derivative_storage/EPAC.csv'.
[2025-11-25T23:35:16.370075] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EPAC'.
[2025-11-25T23:35:16.370409] [INFO ] [FORECASTER] Starting predict_future for EPAC
[2025-11-25T23:35:16.371216] [DEBUG] [LOCAL     ] No optimal features file found for EPAC: ./output/feature-sets/EPAC.txt
[2025-11-25T23:35:16.371285] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:35:16.371331] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:35:16.371371] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:35:16.371453] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:35:16.428905] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:35:16.429631] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:35:16.429748] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:35:16.429795] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:35:16.546723] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:35:16.546922] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:35:16.546969] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:35:16.547004] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:35:16.550542] [DEBUG] [FORECASTER] EPAC: Forecast T+1@11:T+2@11: UP (p=97.32%)
[2025-11-25T23:35:16.550872] [INFO ] [FORECASTER] Completed predict_future for EPAC
[2025-11-25T23:35:16.551034] [INFO ] [sig       ] EPAC: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:35:16.693602] [INFO ] [LOCAL     ] Saved forecast: EPAC	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/EPAC.txt
[2025-11-25T23:35:16.693809] [INFO ] [sig       ] [1120/3639] Completed EPAC in 0.3s | 3.01 sym/s | Total: 6.2m | ETA: 14.0m
[2025-11-25T23:35:16.693868] [INFO ] [sig       ] [1121/3639] Forecasting EPAM...
[2025-11-25T23:35:16.693913] [INFO ] [sig       ] Generating forecast for: EPAM
[2025-11-25T23:35:16.693961] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EPAM' from 'https://tdm.silogroup.org/data/derivative_storage/EPAM.csv'.
[2025-11-25T23:35:16.706338] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EPAM'.
[2025-11-25T23:35:16.706734] [INFO ] [FORECASTER] Starting predict_future for EPAM
[2025-11-25T23:35:16.707605] [DEBUG] [LOCAL     ] No optimal features file found for EPAM: ./output/feature-sets/EPAM.txt
[2025-11-25T23:35:16.707695] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:35:16.707745] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:35:16.707786] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:35:16.707857] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:35:16.764674] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:35:16.765369] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:35:16.765467] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:35:16.765508] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:35:16.877816] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:35:16.877981] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:35:16.878026] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:35:16.878059] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:35:16.881394] [DEBUG] [FORECASTER] EPAM: Forecast T+1@11:T+2@11: UP (p=73.39%)
[2025-11-25T23:35:16.881851] [INFO ] [FORECASTER] Completed predict_future for EPAM
[2025-11-25T23:35:16.882064] [INFO ] [sig       ] EPAM: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:35:17.022453] [INFO ] [LOCAL     ] Saved forecast: EPAM	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/EPAM.txt
[2025-11-25T23:35:17.022596] [INFO ] [sig       ] [1121/3639] Completed EPAM in 0.3s | 3.01 sym/s | Total: 6.2m | ETA: 14.0m
[2025-11-25T23:35:17.022671] [INFO ] [sig       ] [1122/3639] Forecasting EPC...
[2025-11-25T23:35:17.022719] [INFO ] [sig       ] Generating forecast for: EPC
[2025-11-25T23:35:17.022761] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EPC' from 'https://tdm.silogroup.org/data/derivative_storage/EPC.csv'.
[2025-11-25T23:35:17.034240] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EPC'.
[2025-11-25T23:35:17.034565] [INFO ] [FORECASTER] Starting predict_future for EPC
[2025-11-25T23:35:17.035393] [DEBUG] [LOCAL     ] No optimal features file found for EPC: ./output/feature-sets/EPC.txt
[2025-11-25T23:35:17.035477] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:35:17.035537] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:35:17.035588] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:35:17.035687] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:35:17.092790] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:35:17.093518] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:35:17.093616] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:35:17.093696] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:35:17.206558] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:35:17.206743] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:35:17.206801] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:35:17.206875] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:35:17.212125] [DEBUG] [FORECASTER] EPC: Forecast T+1@11:T+2@11: DOWN (p=31.85%)
[2025-11-25T23:35:17.212469] [INFO ] [FORECASTER] Completed predict_future for EPC
[2025-11-25T23:35:17.212664] [INFO ] [sig       ] EPC: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:35:17.354873] [INFO ] [LOCAL     ] Saved forecast: EPC	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/EPC.txt
[2025-11-25T23:35:17.355038] [INFO ] [sig       ] [1122/3639] Completed EPC in 0.3s | 3.01 sym/s | Total: 6.2m | ETA: 13.9m
[2025-11-25T23:35:17.355094] [INFO ] [sig       ] [1123/3639] Forecasting EPD...
[2025-11-25T23:35:17.355141] [INFO ] [sig       ] Generating forecast for: EPD
[2025-11-25T23:35:17.355184] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EPD' from 'https://tdm.silogroup.org/data/derivative_storage/EPD.csv'.
[2025-11-25T23:35:17.369294] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EPD'.
[2025-11-25T23:35:17.369925] [INFO ] [FORECASTER] Starting predict_future for EPD
[2025-11-25T23:35:17.370939] [DEBUG] [LOCAL     ] No optimal features file found for EPD: ./output/feature-sets/EPD.txt
[2025-11-25T23:35:17.371017] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:35:17.371069] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:35:17.371115] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:35:17.371212] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:35:17.433068] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:35:17.434382] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:35:17.434557] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:35:17.434617] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:35:17.553058] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:35:17.553376] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:35:17.553433] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:35:17.553470] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:35:17.557609] [DEBUG] [FORECASTER] EPD: Forecast T+1@11:T+2@11: DOWN (p=9.20%)
[2025-11-25T23:35:17.558028] [INFO ] [FORECASTER] Completed predict_future for EPD
[2025-11-25T23:35:17.558212] [INFO ] [sig       ] EPD: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:35:17.706428] [INFO ] [LOCAL     ] Saved forecast: EPD	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/EPD.txt
[2025-11-25T23:35:17.706685] [INFO ] [sig       ] [1123/3639] Completed EPD in 0.4s | 3.01 sym/s | Total: 6.2m | ETA: 13.9m
[2025-11-25T23:35:17.706748] [INFO ] [sig       ] [1124/3639] Forecasting EPSN...
[2025-11-25T23:35:17.706794] [INFO ] [sig       ] Generating forecast for: EPSN
[2025-11-25T23:35:17.706839] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EPSN' from 'https://tdm.silogroup.org/data/derivative_storage/EPSN.csv'.
[2025-11-25T23:35:17.720886] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EPSN'.
[2025-11-25T23:35:17.721412] [INFO ] [FORECASTER] Starting predict_future for EPSN
[2025-11-25T23:35:17.722470] [DEBUG] [LOCAL     ] No optimal features file found for EPSN: ./output/feature-sets/EPSN.txt
[2025-11-25T23:35:17.722544] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:35:17.722593] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:35:17.722636] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:35:17.722735] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:35:17.783024] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:35:17.784252] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:35:17.784374] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:35:17.784424] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:35:17.902954] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:35:17.903223] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:35:17.903277] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:35:17.903314] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:35:17.907270] [DEBUG] [FORECASTER] EPSN: Forecast T+1@11:T+2@11: DOWN (p=6.96%)
[2025-11-25T23:35:17.907678] [INFO ] [FORECASTER] Completed predict_future for EPSN
[2025-11-25T23:35:17.907847] [INFO ] [sig       ] EPSN: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:35:18.053084] [INFO ] [LOCAL     ] Saved forecast: EPSN	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/EPSN.txt
[2025-11-25T23:35:18.053283] [INFO ] [sig       ] [1124/3639] Completed EPSN in 0.3s | 3.01 sym/s | Total: 6.2m | ETA: 13.9m
[2025-11-25T23:35:18.053337] [INFO ] [sig       ] [1125/3639] Forecasting EQBK...
[2025-11-25T23:35:18.053382] [INFO ] [sig       ] Generating forecast for: EQBK
[2025-11-25T23:35:18.053422] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EQBK' from 'https://tdm.silogroup.org/data/derivative_storage/EQBK.csv'.
[2025-11-25T23:35:18.066734] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EQBK'.
[2025-11-25T23:35:18.067256] [INFO ] [FORECASTER] Starting predict_future for EQBK
[2025-11-25T23:35:18.068237] [DEBUG] [LOCAL     ] No optimal features file found for EQBK: ./output/feature-sets/EQBK.txt
[2025-11-25T23:35:18.068313] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:35:18.068363] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:35:18.068407] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:35:18.068485] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:35:18.130861] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:35:18.132085] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:35:18.132204] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:35:18.132254] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:35:18.246887] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:35:18.247169] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:35:18.247243] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:35:18.247307] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:35:18.252400] [DEBUG] [FORECASTER] EQBK: Forecast T+1@11:T+2@11: DOWN (p=0.96%)
[2025-11-25T23:35:18.252853] [INFO ] [FORECASTER] Completed predict_future for EQBK
[2025-11-25T23:35:18.253047] [INFO ] [sig       ] EQBK: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:35:18.433243] [INFO ] [LOCAL     ] Saved forecast: EQBK	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/EQBK.txt
[2025-11-25T23:35:18.433539] [INFO ] [sig       ] [1125/3639] Completed EQBK in 0.4s | 3.01 sym/s | Total: 6.2m | ETA: 13.9m
[2025-11-25T23:35:18.433637] [INFO ] [sig       ] [1126/3639] Forecasting EQH...
[2025-11-25T23:35:18.433723] [INFO ] [sig       ] Generating forecast for: EQH
[2025-11-25T23:35:18.433771] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EQH' from 'https://tdm.silogroup.org/data/derivative_storage/EQH.csv'.
[2025-11-25T23:35:18.447492] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EQH'.
[2025-11-25T23:35:18.448144] [INFO ] [FORECASTER] Starting predict_future for EQH
[2025-11-25T23:35:18.449153] [DEBUG] [LOCAL     ] No optimal features file found for EQH: ./output/feature-sets/EQH.txt
[2025-11-25T23:35:18.449238] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:35:18.449299] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:35:18.449353] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:35:18.449440] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:35:18.515272] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:35:18.516433] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:35:18.516554] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:35:18.516607] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:35:18.627981] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:35:18.628275] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:35:18.628327] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:35:18.628362] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:35:18.632366] [DEBUG] [FORECASTER] EQH: Forecast T+1@11:T+2@11: DOWN (p=9.52%)
[2025-11-25T23:35:18.632770] [INFO ] [FORECASTER] Completed predict_future for EQH
[2025-11-25T23:35:18.632962] [INFO ] [sig       ] EQH: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:35:18.784610] [INFO ] [LOCAL     ] Saved forecast: EQH	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/EQH.txt
[2025-11-25T23:35:18.784847] [INFO ] [sig       ] [1126/3639] Completed EQH in 0.4s | 3.01 sym/s | Total: 6.2m | ETA: 13.9m
[2025-11-25T23:35:18.784914] [INFO ] [sig       ] [1127/3639] Forecasting EQIX...
[2025-11-25T23:35:18.784960] [INFO ] [sig       ] Generating forecast for: EQIX
[2025-11-25T23:35:18.785006] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EQIX' from 'https://tdm.silogroup.org/data/derivative_storage/EQIX.csv'.
[2025-11-25T23:35:18.798860] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EQIX'.
[2025-11-25T23:35:18.799382] [INFO ] [FORECASTER] Starting predict_future for EQIX
[2025-11-25T23:35:18.800401] [DEBUG] [LOCAL     ] No optimal features file found for EQIX: ./output/feature-sets/EQIX.txt
[2025-11-25T23:35:18.800474] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:35:18.800523] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:35:18.800565] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:35:18.800819] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:35:18.859820] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:35:18.860964] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:35:18.861076] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:35:18.861125] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:35:18.978183] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:35:18.978449] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:35:18.978500] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:35:18.978539] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:35:18.982544] [DEBUG] [FORECASTER] EQIX: Forecast T+1@11:T+2@11: UP (p=99.36%)
[2025-11-25T23:35:18.982942] [INFO ] [FORECASTER] Completed predict_future for EQIX
[2025-11-25T23:35:18.983130] [INFO ] [sig       ] EQIX: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:35:19.135932] [INFO ] [LOCAL     ] Saved forecast: EQIX	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/EQIX.txt
[2025-11-25T23:35:19.136136] [INFO ] [sig       ] [1127/3639] Completed EQIX in 0.4s | 3.01 sym/s | Total: 6.2m | ETA: 13.9m
[2025-11-25T23:35:19.136192] [INFO ] [sig       ] [1128/3639] Forecasting ERAS...
[2025-11-25T23:35:19.136235] [INFO ] [sig       ] Generating forecast for: ERAS
[2025-11-25T23:35:19.136276] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ERAS' from 'https://tdm.silogroup.org/data/derivative_storage/ERAS.csv'.
[2025-11-25T23:35:19.148471] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ERAS'.
[2025-11-25T23:35:19.148844] [INFO ] [FORECASTER] Starting predict_future for ERAS
[2025-11-25T23:35:19.149693] [DEBUG] [LOCAL     ] No optimal features file found for ERAS: ./output/feature-sets/ERAS.txt
[2025-11-25T23:35:19.149761] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:35:19.149807] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:35:19.149846] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:35:19.149912] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:35:19.210396] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:35:19.211331] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:35:19.211441] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:35:19.211492] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:35:19.323611] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:35:19.323836] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:35:19.323890] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:35:19.323927] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:35:19.327679] [DEBUG] [FORECASTER] ERAS: Forecast T+1@11:T+2@11: UP (p=98.61%)
[2025-11-25T23:35:19.328047] [INFO ] [FORECASTER] Completed predict_future for ERAS
[2025-11-25T23:35:19.328206] [INFO ] [sig       ] ERAS: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:35:19.472681] [INFO ] [LOCAL     ] Saved forecast: ERAS	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/ERAS.txt
[2025-11-25T23:35:19.472861] [INFO ] [sig       ] [1128/3639] Completed ERAS in 0.3s | 3.01 sym/s | Total: 6.3m | ETA: 13.9m
[2025-11-25T23:35:19.472919] [INFO ] [sig       ] [1129/3639] Forecasting ERIC...
[2025-11-25T23:35:19.472965] [INFO ] [sig       ] Generating forecast for: ERIC
[2025-11-25T23:35:19.473012] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ERIC' from 'https://tdm.silogroup.org/data/derivative_storage/ERIC.csv'.
[2025-11-25T23:35:19.487381] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ERIC'.
[2025-11-25T23:35:19.488056] [INFO ] [FORECASTER] Starting predict_future for ERIC
[2025-11-25T23:35:19.489109] [DEBUG] [LOCAL     ] No optimal features file found for ERIC: ./output/feature-sets/ERIC.txt
[2025-11-25T23:35:19.489198] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:35:19.489269] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:35:19.489332] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:35:19.489443] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:35:19.552994] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:35:19.554279] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:35:19.554443] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:35:19.554500] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:35:19.677710] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:35:19.678006] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:35:19.678099] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:35:19.678138] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:35:19.682762] [DEBUG] [FORECASTER] ERIC: Forecast T+1@11:T+2@11: DOWN (p=2.05%)
[2025-11-25T23:35:19.683318] [INFO ] [FORECASTER] Completed predict_future for ERIC
[2025-11-25T23:35:19.683522] [INFO ] [sig       ] ERIC: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:35:19.835743] [INFO ] [LOCAL     ] Saved forecast: ERIC	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/ERIC.txt
[2025-11-25T23:35:19.835987] [INFO ] [sig       ] [1129/3639] Completed ERIC in 0.4s | 3.01 sym/s | Total: 6.3m | ETA: 13.9m
[2025-11-25T23:35:19.836050] [INFO ] [sig       ] [1130/3639] Forecasting ERIE...
[2025-11-25T23:35:19.836099] [INFO ] [sig       ] Generating forecast for: ERIE
[2025-11-25T23:35:19.836144] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ERIE' from 'https://tdm.silogroup.org/data/derivative_storage/ERIE.csv'.
[2025-11-25T23:35:19.850123] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ERIE'.
[2025-11-25T23:35:19.850661] [INFO ] [FORECASTER] Starting predict_future for ERIE
[2025-11-25T23:35:19.851602] [DEBUG] [LOCAL     ] No optimal features file found for ERIE: ./output/feature-sets/ERIE.txt
[2025-11-25T23:35:19.851695] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:35:19.851746] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:35:19.851788] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:35:19.851862] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:35:19.910341] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:35:19.911524] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:35:19.911672] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:35:19.911727] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:35:20.030837] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:35:20.031118] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:35:20.031208] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:35:20.031246] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:35:20.035400] [DEBUG] [FORECASTER] ERIE: Forecast T+1@11:T+2@11: DOWN (p=3.48%)
[2025-11-25T23:35:20.036021] [INFO ] [FORECASTER] Completed predict_future for ERIE
[2025-11-25T23:35:20.036259] [INFO ] [sig       ] ERIE: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:35:20.183459] [INFO ] [LOCAL     ] Saved forecast: ERIE	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/ERIE.txt
[2025-11-25T23:35:20.183731] [INFO ] [sig       ] [1130/3639] Completed ERIE in 0.3s | 3.01 sym/s | Total: 6.3m | ETA: 13.9m
[2025-11-25T23:35:20.183803] [INFO ] [sig       ] [1131/3639] Forecasting ERII...
[2025-11-25T23:35:20.183858] [INFO ] [sig       ] Generating forecast for: ERII
[2025-11-25T23:35:20.183916] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ERII' from 'https://tdm.silogroup.org/data/derivative_storage/ERII.csv'.
[2025-11-25T23:35:20.197789] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ERII'.
[2025-11-25T23:35:20.198239] [INFO ] [FORECASTER] Starting predict_future for ERII
[2025-11-25T23:35:20.199143] [DEBUG] [LOCAL     ] No optimal features file found for ERII: ./output/feature-sets/ERII.txt
[2025-11-25T23:35:20.199215] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:35:20.199262] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:35:20.199302] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:35:20.199371] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:35:20.255765] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:35:20.256442] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:35:20.256543] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:35:20.256591] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:35:20.376678] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:35:20.376839] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:35:20.376883] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:35:20.376918] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:35:20.380274] [DEBUG] [FORECASTER] ERII: Forecast T+1@11:T+2@11: UP (p=53.80%)
[2025-11-25T23:35:20.380578] [INFO ] [FORECASTER] Completed predict_future for ERII
[2025-11-25T23:35:20.380757] [INFO ] [sig       ] ERII: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:35:20.522525] [INFO ] [LOCAL     ] Saved forecast: ERII	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/ERII.txt
[2025-11-25T23:35:20.522800] [INFO ] [sig       ] [1131/3639] Completed ERII in 0.3s | 3.01 sym/s | Total: 6.3m | ETA: 13.9m
[2025-11-25T23:35:20.522893] [INFO ] [sig       ] [1132/3639] Forecasting ERNA...
[2025-11-25T23:35:20.522955] [INFO ] [sig       ] Generating forecast for: ERNA
[2025-11-25T23:35:20.523028] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ERNA' from 'https://tdm.silogroup.org/data/derivative_storage/ERNA.csv'.
[2025-11-25T23:35:20.535748] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ERNA'.
[2025-11-25T23:35:20.536115] [INFO ] [FORECASTER] Starting predict_future for ERNA
[2025-11-25T23:35:20.537011] [DEBUG] [LOCAL     ] No optimal features file found for ERNA: ./output/feature-sets/ERNA.txt
[2025-11-25T23:35:20.537088] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:35:20.537141] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:35:20.537205] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:35:20.537328] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:35:20.595217] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:35:20.596182] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:35:20.596286] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:35:20.596349] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:35:20.707018] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:35:20.707242] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:35:20.707507] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:35:20.707544] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:35:20.711380] [DEBUG] [FORECASTER] ERNA: Forecast T+1@11:T+2@11: UP (p=80.60%)
[2025-11-25T23:35:20.711751] [INFO ] [FORECASTER] Completed predict_future for ERNA
[2025-11-25T23:35:20.711928] [INFO ] [sig       ] ERNA: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:35:20.852267] [INFO ] [LOCAL     ] Saved forecast: ERNA	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/ERNA.txt
[2025-11-25T23:35:20.852412] [INFO ] [sig       ] [1132/3639] Completed ERNA in 0.3s | 3.01 sym/s | Total: 6.3m | ETA: 13.9m
[2025-11-25T23:35:20.852467] [INFO ] [sig       ] [1133/3639] Forecasting ERO...
[2025-11-25T23:35:20.852511] [INFO ] [sig       ] Generating forecast for: ERO
[2025-11-25T23:35:20.852552] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ERO' from 'https://tdm.silogroup.org/data/derivative_storage/ERO.csv'.
[2025-11-25T23:35:20.865622] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ERO'.
[2025-11-25T23:35:20.865967] [INFO ] [FORECASTER] Starting predict_future for ERO
[2025-11-25T23:35:20.866989] [DEBUG] [LOCAL     ] No optimal features file found for ERO: ./output/feature-sets/ERO.txt
[2025-11-25T23:35:20.867060] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:35:20.867120] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:35:20.867164] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:35:20.867476] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:35:20.926099] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:35:20.926802] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:35:20.926898] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:35:20.926961] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:35:21.039658] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:35:21.039819] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:35:21.039863] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:35:21.039898] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:35:21.043198] [DEBUG] [FORECASTER] ERO: Forecast T+1@11:T+2@11: DOWN (p=14.27%)
[2025-11-25T23:35:21.043497] [INFO ] [FORECASTER] Completed predict_future for ERO
[2025-11-25T23:35:21.043660] [INFO ] [sig       ] ERO: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:35:21.186758] [INFO ] [LOCAL     ] Saved forecast: ERO	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/ERO.txt
[2025-11-25T23:35:21.186909] [INFO ] [sig       ] [1133/3639] Completed ERO in 0.3s | 3.01 sym/s | Total: 6.3m | ETA: 13.9m
[2025-11-25T23:35:21.186966] [INFO ] [sig       ] [1134/3639] Forecasting ES...
[2025-11-25T23:35:21.187012] [INFO ] [sig       ] Generating forecast for: ES
[2025-11-25T23:35:21.187078] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ES' from 'https://tdm.silogroup.org/data/derivative_storage/ES.csv'.
[2025-11-25T23:35:21.199608] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ES'.
[2025-11-25T23:35:21.199921] [INFO ] [FORECASTER] Starting predict_future for ES
[2025-11-25T23:35:21.200741] [DEBUG] [LOCAL     ] No optimal features file found for ES: ./output/feature-sets/ES.txt
[2025-11-25T23:35:21.200813] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:35:21.200859] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:35:21.200901] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:35:21.200970] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:35:21.259748] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:35:21.260411] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:35:21.260508] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:35:21.260556] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:35:21.374906] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:35:21.375076] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:35:21.375121] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:35:21.375162] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:35:21.378599] [DEBUG] [FORECASTER] ES: Forecast T+1@11:T+2@11: UP (p=98.32%)
[2025-11-25T23:35:21.378940] [INFO ] [FORECASTER] Completed predict_future for ES
[2025-11-25T23:35:21.379097] [INFO ] [sig       ] ES: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:35:21.519821] [INFO ] [LOCAL     ] Saved forecast: ES	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/ES.txt
[2025-11-25T23:35:21.519971] [INFO ] [sig       ] [1134/3639] Completed ES in 0.3s | 3.01 sym/s | Total: 6.3m | ETA: 13.9m
[2025-11-25T23:35:21.520035] [INFO ] [sig       ] [1135/3639] Forecasting ESAB...
[2025-11-25T23:35:21.520091] [INFO ] [sig       ] Generating forecast for: ESAB
[2025-11-25T23:35:21.520134] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ESAB' from 'https://tdm.silogroup.org/data/derivative_storage/ESAB.csv'.
[2025-11-25T23:35:21.532541] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ESAB'.
[2025-11-25T23:35:21.532909] [INFO ] [FORECASTER] Starting predict_future for ESAB
[2025-11-25T23:35:21.533742] [DEBUG] [LOCAL     ] No optimal features file found for ESAB: ./output/feature-sets/ESAB.txt
[2025-11-25T23:35:21.533810] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:35:21.533867] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:35:21.533918] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:35:21.533990] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:35:21.592631] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:35:21.593580] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:35:21.593714] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:35:21.593765] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:35:21.715521] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:35:21.715754] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:35:21.715816] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:35:21.715861] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:35:21.719369] [DEBUG] [FORECASTER] ESAB: Forecast T+1@11:T+2@11: UP (p=57.20%)
[2025-11-25T23:35:21.719725] [INFO ] [FORECASTER] Completed predict_future for ESAB
[2025-11-25T23:35:21.719906] [INFO ] [sig       ] ESAB: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:35:21.862332] [INFO ] [LOCAL     ] Saved forecast: ESAB	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/ESAB.txt
[2025-11-25T23:35:21.862489] [INFO ] [sig       ] [1135/3639] Completed ESAB in 0.3s | 3.01 sym/s | Total: 6.3m | ETA: 13.9m
[2025-11-25T23:35:21.862546] [INFO ] [sig       ] [1136/3639] Forecasting ESCA...
[2025-11-25T23:35:21.862592] [INFO ] [sig       ] Generating forecast for: ESCA
[2025-11-25T23:35:21.862636] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ESCA' from 'https://tdm.silogroup.org/data/derivative_storage/ESCA.csv'.
[2025-11-25T23:35:21.877624] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ESCA'.
[2025-11-25T23:35:21.878317] [INFO ] [FORECASTER] Starting predict_future for ESCA
[2025-11-25T23:35:21.879392] [DEBUG] [LOCAL     ] No optimal features file found for ESCA: ./output/feature-sets/ESCA.txt
[2025-11-25T23:35:21.879473] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:35:21.879530] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:35:21.879581] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:35:21.879701] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:35:21.941907] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:35:21.943177] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:35:21.943306] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:35:21.943364] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:35:22.056190] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:35:22.056739] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:35:22.056829] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:35:22.056877] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:35:22.061996] [DEBUG] [FORECASTER] ESCA: Forecast T+1@11:T+2@11: UP (p=62.12%)
[2025-11-25T23:35:22.062474] [INFO ] [FORECASTER] Completed predict_future for ESCA
[2025-11-25T23:35:22.062681] [INFO ] [sig       ] ESCA: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:35:22.213952] [INFO ] [LOCAL     ] Saved forecast: ESCA	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/ESCA.txt
[2025-11-25T23:35:22.214242] [INFO ] [sig       ] [1136/3639] Completed ESCA in 0.4s | 3.01 sym/s | Total: 6.3m | ETA: 13.9m
[2025-11-25T23:35:22.214318] [INFO ] [sig       ] [1137/3639] Forecasting ESE...
[2025-11-25T23:35:22.214407] [INFO ] [sig       ] Generating forecast for: ESE
[2025-11-25T23:35:22.214471] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ESE' from 'https://tdm.silogroup.org/data/derivative_storage/ESE.csv'.
[2025-11-25T23:35:22.230509] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ESE'.
[2025-11-25T23:35:22.231300] [INFO ] [FORECASTER] Starting predict_future for ESE
[2025-11-25T23:35:22.232445] [DEBUG] [LOCAL     ] No optimal features file found for ESE: ./output/feature-sets/ESE.txt
[2025-11-25T23:35:22.232532] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:35:22.232590] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:35:22.232638] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:35:22.232759] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:35:22.305563] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:35:22.306845] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:35:22.306969] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:35:22.307020] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:35:22.423539] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:35:22.423848] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:35:22.423912] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:35:22.423949] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:35:22.428205] [DEBUG] [FORECASTER] ESE: Forecast T+1@11:T+2@11: DOWN (p=3.54%)
[2025-11-25T23:35:22.428557] [INFO ] [FORECASTER] Completed predict_future for ESE
[2025-11-25T23:35:22.428748] [INFO ] [sig       ] ESE: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:35:22.580412] [INFO ] [LOCAL     ] Saved forecast: ESE	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/ESE.txt
[2025-11-25T23:35:22.580711] [INFO ] [sig       ] [1137/3639] Completed ESE in 0.4s | 3.01 sym/s | Total: 6.3m | ETA: 13.9m
[2025-11-25T23:35:22.580779] [INFO ] [sig       ] [1138/3639] Forecasting ESEA...
[2025-11-25T23:35:22.580833] [INFO ] [sig       ] Generating forecast for: ESEA
[2025-11-25T23:35:22.580882] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ESEA' from 'https://tdm.silogroup.org/data/derivative_storage/ESEA.csv'.
[2025-11-25T23:35:22.595566] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ESEA'.
[2025-11-25T23:35:22.596189] [INFO ] [FORECASTER] Starting predict_future for ESEA
[2025-11-25T23:35:22.597425] [DEBUG] [LOCAL     ] No optimal features file found for ESEA: ./output/feature-sets/ESEA.txt
[2025-11-25T23:35:22.597517] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:35:22.597590] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:35:22.597678] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:35:22.597783] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:35:22.661670] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:35:22.662877] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:35:22.663005] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:35:22.663058] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:35:22.796277] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:35:22.796573] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:35:22.796629] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:35:22.796692] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:35:22.801314] [DEBUG] [FORECASTER] ESEA: Forecast T+1@11:T+2@11: DOWN (p=13.69%)
[2025-11-25T23:35:22.801874] [INFO ] [FORECASTER] Completed predict_future for ESEA
[2025-11-25T23:35:22.802129] [INFO ] [sig       ] ESEA: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:35:22.995248] [INFO ] [LOCAL     ] Saved forecast: ESEA	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/ESEA.txt
[2025-11-25T23:35:22.995584] [INFO ] [sig       ] [1138/3639] Completed ESEA in 0.4s | 3.01 sym/s | Total: 6.3m | ETA: 13.9m
[2025-11-25T23:35:22.995697] [INFO ] [sig       ] [1139/3639] Forecasting ESGD...
[2025-11-25T23:35:22.995758] [INFO ] [sig       ] Generating forecast for: ESGD
[2025-11-25T23:35:22.995824] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ESGD' from 'https://tdm.silogroup.org/data/derivative_storage/ESGD.csv'.
[2025-11-25T23:35:23.013739] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ESGD'.
[2025-11-25T23:35:23.014492] [INFO ] [FORECASTER] Starting predict_future for ESGD
[2025-11-25T23:35:23.015809] [DEBUG] [LOCAL     ] No optimal features file found for ESGD: ./output/feature-sets/ESGD.txt
[2025-11-25T23:35:23.015895] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:35:23.015956] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:35:23.016009] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:35:23.016113] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:35:23.091639] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:35:23.092957] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:35:23.093086] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:35:23.093138] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:35:23.207313] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:35:23.207639] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:35:23.207753] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:35:23.207805] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:35:23.212086] [DEBUG] [FORECASTER] ESGD: Forecast T+1@11:T+2@11: UP (p=91.43%)
[2025-11-25T23:35:23.212482] [INFO ] [FORECASTER] Completed predict_future for ESGD
[2025-11-25T23:35:23.212700] [INFO ] [sig       ] ESGD: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:35:23.365909] [INFO ] [LOCAL     ] Saved forecast: ESGD	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/ESGD.txt
[2025-11-25T23:35:23.366176] [INFO ] [sig       ] [1139/3639] Completed ESGD in 0.4s | 3.01 sym/s | Total: 6.3m | ETA: 13.9m
[2025-11-25T23:35:23.366241] [INFO ] [sig       ] [1140/3639] Forecasting ESGE...
[2025-11-25T23:35:23.366291] [INFO ] [sig       ] Generating forecast for: ESGE
[2025-11-25T23:35:23.366341] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ESGE' from 'https://tdm.silogroup.org/data/derivative_storage/ESGE.csv'.
[2025-11-25T23:35:23.379687] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ESGE'.
[2025-11-25T23:35:23.380222] [INFO ] [FORECASTER] Starting predict_future for ESGE
[2025-11-25T23:35:23.381199] [DEBUG] [LOCAL     ] No optimal features file found for ESGE: ./output/feature-sets/ESGE.txt
[2025-11-25T23:35:23.381273] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:35:23.381322] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:35:23.381364] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:35:23.381464] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:35:23.445579] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:35:23.447011] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:35:23.447132] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:35:23.447187] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:35:23.569771] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:35:23.570035] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:35:23.570089] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:35:23.570181] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:35:23.575117] [DEBUG] [FORECASTER] ESGE: Forecast T+1@11:T+2@11: UP (p=93.55%)
[2025-11-25T23:35:23.575552] [INFO ] [FORECASTER] Completed predict_future for ESGE
[2025-11-25T23:35:23.575752] [INFO ] [sig       ] ESGE: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:35:23.728883] [INFO ] [LOCAL     ] Saved forecast: ESGE	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/ESGE.txt
[2025-11-25T23:35:23.729125] [INFO ] [sig       ] [1140/3639] Completed ESGE in 0.4s | 3.01 sym/s | Total: 6.3m | ETA: 13.9m
[2025-11-25T23:35:23.729188] [INFO ] [sig       ] [1141/3639] Forecasting ESI...
[2025-11-25T23:35:23.729236] [INFO ] [sig       ] Generating forecast for: ESI
[2025-11-25T23:35:23.729279] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ESI' from 'https://tdm.silogroup.org/data/derivative_storage/ESI.csv'.
[2025-11-25T23:35:23.742500] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ESI'.
[2025-11-25T23:35:23.742904] [INFO ] [FORECASTER] Starting predict_future for ESI
[2025-11-25T23:35:23.743755] [DEBUG] [LOCAL     ] No optimal features file found for ESI: ./output/feature-sets/ESI.txt
[2025-11-25T23:35:23.743826] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:35:23.743874] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:35:23.743915] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:35:23.743985] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:35:23.802056] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:35:23.802999] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:35:23.803104] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:35:23.803157] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:35:23.905293] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:35:23.905473] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:35:23.905519] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:35:23.905553] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:35:23.908960] [DEBUG] [FORECASTER] ESI: Forecast T+1@11:T+2@11: UP (p=62.01%)
[2025-11-25T23:35:23.909275] [INFO ] [FORECASTER] Completed predict_future for ESI
[2025-11-25T23:35:23.909415] [INFO ] [sig       ] ESI: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:35:24.051593] [INFO ] [LOCAL     ] Saved forecast: ESI	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/ESI.txt
[2025-11-25T23:35:24.051755] [INFO ] [sig       ] [1141/3639] Completed ESI in 0.3s | 3.01 sym/s | Total: 6.3m | ETA: 13.9m
[2025-11-25T23:35:24.051811] [INFO ] [sig       ] [1142/3639] Forecasting ESOA...
[2025-11-25T23:35:24.051854] [INFO ] [sig       ] Generating forecast for: ESOA
[2025-11-25T23:35:24.051895] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ESOA' from 'https://tdm.silogroup.org/data/derivative_storage/ESOA.csv'.
[2025-11-25T23:35:24.063045] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ESOA'.
[2025-11-25T23:35:24.063363] [INFO ] [FORECASTER] Starting predict_future for ESOA
[2025-11-25T23:35:24.064232] [DEBUG] [LOCAL     ] No optimal features file found for ESOA: ./output/feature-sets/ESOA.txt
[2025-11-25T23:35:24.064300] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:35:24.064345] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:35:24.064395] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:35:24.064481] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:35:24.123556] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:35:24.124265] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:35:24.124362] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:35:24.124435] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:35:24.215667] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:35:24.215842] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:35:24.215898] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:35:24.215934] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:35:24.219407] [DEBUG] [FORECASTER] ESOA: Forecast T+1@11:T+2@11: UP (p=94.64%)
[2025-11-25T23:35:24.219729] [INFO ] [FORECASTER] Completed predict_future for ESOA
[2025-11-25T23:35:24.219878] [INFO ] [sig       ] ESOA: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:35:24.360704] [INFO ] [LOCAL     ] Saved forecast: ESOA	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/ESOA.txt
[2025-11-25T23:35:24.360848] [INFO ] [sig       ] [1142/3639] Completed ESOA in 0.3s | 3.01 sym/s | Total: 6.3m | ETA: 13.8m
[2025-11-25T23:35:24.360903] [INFO ] [sig       ] [1143/3639] Forecasting ESPO...
[2025-11-25T23:35:24.360963] [INFO ] [sig       ] Generating forecast for: ESPO
[2025-11-25T23:35:24.361007] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ESPO' from 'https://tdm.silogroup.org/data/derivative_storage/ESPO.csv'.
[2025-11-25T23:35:24.372462] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ESPO'.
[2025-11-25T23:35:24.372809] [INFO ] [FORECASTER] Starting predict_future for ESPO
[2025-11-25T23:35:24.373619] [DEBUG] [LOCAL     ] No optimal features file found for ESPO: ./output/feature-sets/ESPO.txt
[2025-11-25T23:35:24.373711] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:35:24.373758] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:35:24.373797] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:35:24.373862] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:35:24.431371] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:35:24.432050] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:35:24.432154] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:35:24.432200] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:35:24.518893] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:35:24.519033] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:35:24.519076] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:35:24.519115] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:35:24.522375] [DEBUG] [FORECASTER] ESPO: Forecast T+1@11:T+2@11: UP (p=96.00%)
[2025-11-25T23:35:24.522681] [INFO ] [FORECASTER] Completed predict_future for ESPO
[2025-11-25T23:35:24.522824] [INFO ] [sig       ] ESPO: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:35:24.667599] [INFO ] [LOCAL     ] Saved forecast: ESPO	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/ESPO.txt
[2025-11-25T23:35:24.667802] [INFO ] [sig       ] [1143/3639] Completed ESPO in 0.3s | 3.01 sym/s | Total: 6.3m | ETA: 13.8m
[2025-11-25T23:35:24.667862] [INFO ] [sig       ] [1144/3639] Forecasting ESQ...
[2025-11-25T23:35:24.667945] [INFO ] [sig       ] Generating forecast for: ESQ
[2025-11-25T23:35:24.667997] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ESQ' from 'https://tdm.silogroup.org/data/derivative_storage/ESQ.csv'.
[2025-11-25T23:35:24.679048] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ESQ'.
[2025-11-25T23:35:24.679425] [INFO ] [FORECASTER] Starting predict_future for ESQ
[2025-11-25T23:35:24.680260] [DEBUG] [LOCAL     ] No optimal features file found for ESQ: ./output/feature-sets/ESQ.txt
[2025-11-25T23:35:24.680329] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:35:24.680376] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:35:24.680431] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:35:24.680501] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:35:24.738251] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:35:24.739157] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:35:24.739266] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:35:24.739314] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:35:24.841388] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:35:24.841588] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:35:24.841634] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:35:24.841713] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:35:24.845125] [DEBUG] [FORECASTER] ESQ: Forecast T+1@11:T+2@11: DOWN (p=2.33%)
[2025-11-25T23:35:24.845413] [INFO ] [FORECASTER] Completed predict_future for ESQ
[2025-11-25T23:35:24.845553] [INFO ] [sig       ] ESQ: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:35:24.987770] [INFO ] [LOCAL     ] Saved forecast: ESQ	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/ESQ.txt
[2025-11-25T23:35:24.987936] [INFO ] [sig       ] [1144/3639] Completed ESQ in 0.3s | 3.01 sym/s | Total: 6.3m | ETA: 13.8m
[2025-11-25T23:35:24.987993] [INFO ] [sig       ] [1145/3639] Forecasting ESTA...
[2025-11-25T23:35:24.988038] [INFO ] [sig       ] Generating forecast for: ESTA
[2025-11-25T23:35:24.988082] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ESTA' from 'https://tdm.silogroup.org/data/derivative_storage/ESTA.csv'.
[2025-11-25T23:35:24.999994] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ESTA'.
[2025-11-25T23:35:25.000328] [INFO ] [FORECASTER] Starting predict_future for ESTA
[2025-11-25T23:35:25.001190] [DEBUG] [LOCAL     ] No optimal features file found for ESTA: ./output/feature-sets/ESTA.txt
[2025-11-25T23:35:25.001261] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:35:25.001308] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:35:25.001349] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:35:25.001418] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:35:25.058278] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:35:25.058926] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:35:25.059020] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:35:25.059068] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:35:25.166990] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:35:25.167111] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:35:25.167153] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:35:25.167188] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:35:25.170465] [DEBUG] [FORECASTER] ESTA: Forecast T+1@11:T+2@11: UP (p=62.18%)
[2025-11-25T23:35:25.170775] [INFO ] [FORECASTER] Completed predict_future for ESTA
[2025-11-25T23:35:25.170931] [INFO ] [sig       ] ESTA: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:35:25.314710] [INFO ] [LOCAL     ] Saved forecast: ESTA	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/ESTA.txt
[2025-11-25T23:35:25.314874] [INFO ] [sig       ] [1145/3639] Completed ESTA in 0.3s | 3.01 sym/s | Total: 6.3m | ETA: 13.8m
[2025-11-25T23:35:25.314930] [INFO ] [sig       ] [1146/3639] Forecasting ESTC...
[2025-11-25T23:35:25.314975] [INFO ] [sig       ] Generating forecast for: ESTC
[2025-11-25T23:35:25.315017] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ESTC' from 'https://tdm.silogroup.org/data/derivative_storage/ESTC.csv'.
[2025-11-25T23:35:25.327446] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ESTC'.
[2025-11-25T23:35:25.327855] [INFO ] [FORECASTER] Starting predict_future for ESTC
[2025-11-25T23:35:25.328751] [DEBUG] [LOCAL     ] No optimal features file found for ESTC: ./output/feature-sets/ESTC.txt
[2025-11-25T23:35:25.328820] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:35:25.328865] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:35:25.328905] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:35:25.328973] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:35:25.386299] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:35:25.387268] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:35:25.387390] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:35:25.387441] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:35:25.497610] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:35:25.497844] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:35:25.497892] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:35:25.497927] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:35:25.501456] [DEBUG] [FORECASTER] ESTC: Forecast T+1@11:T+2@11: DOWN (p=5.58%)
[2025-11-25T23:35:25.501803] [INFO ] [FORECASTER] Completed predict_future for ESTC
[2025-11-25T23:35:25.501964] [INFO ] [sig       ] ESTC: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:35:25.646057] [INFO ] [LOCAL     ] Saved forecast: ESTC	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/ESTC.txt
[2025-11-25T23:35:25.646246] [INFO ] [sig       ] [1146/3639] Completed ESTC in 0.3s | 3.01 sym/s | Total: 6.4m | ETA: 13.8m
[2025-11-25T23:35:25.646302] [INFO ] [sig       ] [1147/3639] Forecasting ETB...
[2025-11-25T23:35:25.646345] [INFO ] [sig       ] Generating forecast for: ETB
[2025-11-25T23:35:25.646389] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ETB' from 'https://tdm.silogroup.org/data/derivative_storage/ETB.csv'.
[2025-11-25T23:35:25.659702] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ETB'.
[2025-11-25T23:35:25.660251] [INFO ] [FORECASTER] Starting predict_future for ETB
[2025-11-25T23:35:25.661184] [DEBUG] [LOCAL     ] No optimal features file found for ETB: ./output/feature-sets/ETB.txt
[2025-11-25T23:35:25.661260] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:35:25.661323] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:35:25.661378] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:35:25.661468] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:35:25.721376] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:35:25.722331] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:35:25.722437] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:35:25.722502] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:35:25.830240] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:35:25.830467] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:35:25.830529] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:35:25.830574] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:35:25.834234] [DEBUG] [FORECASTER] ETB: Forecast T+1@11:T+2@11: UP (p=89.46%)
[2025-11-25T23:35:25.834573] [INFO ] [FORECASTER] Completed predict_future for ETB
[2025-11-25T23:35:25.834759] [INFO ] [sig       ] ETB: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:35:25.979895] [INFO ] [LOCAL     ] Saved forecast: ETB	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/ETB.txt
[2025-11-25T23:35:25.980057] [INFO ] [sig       ] [1147/3639] Completed ETB in 0.3s | 3.01 sym/s | Total: 6.4m | ETA: 13.8m
[2025-11-25T23:35:25.980112] [INFO ] [sig       ] [1148/3639] Forecasting ETD...
[2025-11-25T23:35:25.980161] [INFO ] [sig       ] Generating forecast for: ETD
[2025-11-25T23:35:25.980215] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ETD' from 'https://tdm.silogroup.org/data/derivative_storage/ETD.csv'.
[2025-11-25T23:35:25.991801] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ETD'.
[2025-11-25T23:35:25.992120] [INFO ] [FORECASTER] Starting predict_future for ETD
[2025-11-25T23:35:25.992930] [DEBUG] [LOCAL     ] No optimal features file found for ETD: ./output/feature-sets/ETD.txt
[2025-11-25T23:35:25.993001] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:35:25.993047] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:35:25.993088] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:35:25.993157] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:35:26.052036] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:35:26.052857] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:35:26.052956] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:35:26.053003] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:35:26.167804] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:35:26.168023] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:35:26.168080] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:35:26.168118] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:35:26.171839] [DEBUG] [FORECASTER] ETD: Forecast T+1@11:T+2@11: DOWN (p=24.37%)
[2025-11-25T23:35:26.172153] [INFO ] [FORECASTER] Completed predict_future for ETD
[2025-11-25T23:35:26.172301] [INFO ] [sig       ] ETD: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:35:26.314026] [INFO ] [LOCAL     ] Saved forecast: ETD	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/ETD.txt
[2025-11-25T23:35:26.314187] [INFO ] [sig       ] [1148/3639] Completed ETD in 0.3s | 3.01 sym/s | Total: 6.4m | ETA: 13.8m
[2025-11-25T23:35:26.314242] [INFO ] [sig       ] [1149/3639] Forecasting ETG...
[2025-11-25T23:35:26.314287] [INFO ] [sig       ] Generating forecast for: ETG
[2025-11-25T23:35:26.314329] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ETG' from 'https://tdm.silogroup.org/data/derivative_storage/ETG.csv'.
[2025-11-25T23:35:26.327309] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ETG'.
[2025-11-25T23:35:26.327676] [INFO ] [FORECASTER] Starting predict_future for ETG
[2025-11-25T23:35:26.328516] [DEBUG] [LOCAL     ] No optimal features file found for ETG: ./output/feature-sets/ETG.txt
[2025-11-25T23:35:26.328588] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:35:26.328635] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:35:26.328699] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:35:26.328770] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:35:26.391515] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:35:26.392510] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:35:26.392637] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:35:26.392710] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:35:26.488870] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:35:26.489063] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:35:26.489109] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:35:26.489143] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:35:26.492599] [DEBUG] [FORECASTER] ETG: Forecast T+1@11:T+2@11: DOWN (p=16.56%)
[2025-11-25T23:35:26.493078] [INFO ] [FORECASTER] Completed predict_future for ETG
[2025-11-25T23:35:26.493294] [INFO ] [sig       ] ETG: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:35:26.635277] [INFO ] [LOCAL     ] Saved forecast: ETG	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/ETG.txt
[2025-11-25T23:35:26.635471] [INFO ] [sig       ] [1149/3639] Completed ETG in 0.3s | 3.01 sym/s | Total: 6.4m | ETA: 13.8m
[2025-11-25T23:35:26.635527] [INFO ] [sig       ] [1150/3639] Forecasting ETHA...
[2025-11-25T23:35:26.635571] [INFO ] [sig       ] Generating forecast for: ETHA
[2025-11-25T23:35:26.635613] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ETHA' from 'https://tdm.silogroup.org/data/derivative_storage/ETHA.csv'.
[2025-11-25T23:35:26.651247] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ETHA'.
[2025-11-25T23:35:26.651683] [INFO ] [FORECASTER] Starting predict_future for ETHA
[2025-11-25T23:35:26.652534] [DEBUG] [LOCAL     ] No optimal features file found for ETHA: ./output/feature-sets/ETHA.txt
[2025-11-25T23:35:26.652610] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:35:26.652682] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:35:26.652728] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:35:26.652803] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:35:26.711529] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:35:26.712433] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:35:26.712540] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:35:26.712588] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:35:26.831350] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:35:26.831595] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:35:26.831662] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:35:26.831711] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:35:26.835364] [DEBUG] [FORECASTER] ETHA: Forecast T+1@11:T+2@11: UP (p=61.73%)
[2025-11-25T23:35:26.835705] [INFO ] [FORECASTER] Completed predict_future for ETHA
[2025-11-25T23:35:26.835887] [INFO ] [sig       ] ETHA: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:35:26.977849] [INFO ] [LOCAL     ] Saved forecast: ETHA	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/ETHA.txt
[2025-11-25T23:35:26.978019] [INFO ] [sig       ] [1150/3639] Completed ETHA in 0.3s | 3.01 sym/s | Total: 6.4m | ETA: 13.8m
[2025-11-25T23:35:26.978070] [INFO ] [sig       ] [1151/3639] Forecasting ETJ...
[2025-11-25T23:35:26.978117] [INFO ] [sig       ] Generating forecast for: ETJ
[2025-11-25T23:35:26.978159] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ETJ' from 'https://tdm.silogroup.org/data/derivative_storage/ETJ.csv'.
[2025-11-25T23:35:26.989886] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ETJ'.
[2025-11-25T23:35:26.990179] [INFO ] [FORECASTER] Starting predict_future for ETJ
[2025-11-25T23:35:26.990997] [DEBUG] [LOCAL     ] No optimal features file found for ETJ: ./output/feature-sets/ETJ.txt
[2025-11-25T23:35:26.991067] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:35:26.991115] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:35:26.991157] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:35:26.991232] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:35:27.049354] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:35:27.050120] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:35:27.050238] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:35:27.050297] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:35:27.157618] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:35:27.157829] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:35:27.157879] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:35:27.157914] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:35:27.161526] [DEBUG] [FORECASTER] ETJ: Forecast T+1@11:T+2@11: DOWN (p=9.34%)
[2025-11-25T23:35:27.161854] [INFO ] [FORECASTER] Completed predict_future for ETJ
[2025-11-25T23:35:27.162013] [INFO ] [sig       ] ETJ: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:35:27.303389] [INFO ] [LOCAL     ] Saved forecast: ETJ	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/ETJ.txt
[2025-11-25T23:35:27.303546] [INFO ] [sig       ] [1151/3639] Completed ETJ in 0.3s | 3.01 sym/s | Total: 6.4m | ETA: 13.8m
[2025-11-25T23:35:27.303594] [INFO ] [sig       ] [1152/3639] Forecasting ETN...
[2025-11-25T23:35:27.303631] [INFO ] [sig       ] Generating forecast for: ETN
[2025-11-25T23:35:27.303692] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ETN' from 'https://tdm.silogroup.org/data/derivative_storage/ETN.csv'.
[2025-11-25T23:35:27.315933] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ETN'.
[2025-11-25T23:35:27.316310] [INFO ] [FORECASTER] Starting predict_future for ETN
[2025-11-25T23:35:27.317143] [DEBUG] [LOCAL     ] No optimal features file found for ETN: ./output/feature-sets/ETN.txt
[2025-11-25T23:35:27.317218] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:35:27.317264] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:35:27.317305] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:35:27.317394] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:35:27.375611] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:35:27.376457] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:35:27.376555] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:35:27.376602] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:35:27.494134] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:35:27.494378] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:35:27.494442] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:35:27.494490] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:35:27.498073] [DEBUG] [FORECASTER] ETN: Forecast T+1@11:T+2@11: UP (p=91.70%)
[2025-11-25T23:35:27.498402] [INFO ] [FORECASTER] Completed predict_future for ETN
[2025-11-25T23:35:27.498562] [INFO ] [sig       ] ETN: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:35:27.640716] [INFO ] [LOCAL     ] Saved forecast: ETN	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/ETN.txt
[2025-11-25T23:35:27.640914] [INFO ] [sig       ] [1152/3639] Completed ETN in 0.3s | 3.01 sym/s | Total: 6.4m | ETA: 13.8m
[2025-11-25T23:35:27.640971] [INFO ] [sig       ] [1153/3639] Forecasting ETO...
[2025-11-25T23:35:27.641016] [INFO ] [sig       ] Generating forecast for: ETO
[2025-11-25T23:35:27.641063] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ETO' from 'https://tdm.silogroup.org/data/derivative_storage/ETO.csv'.
[2025-11-25T23:35:27.653079] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ETO'.
[2025-11-25T23:35:27.653447] [INFO ] [FORECASTER] Starting predict_future for ETO
[2025-11-25T23:35:27.654260] [DEBUG] [LOCAL     ] No optimal features file found for ETO: ./output/feature-sets/ETO.txt
[2025-11-25T23:35:27.654331] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:35:27.654377] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:35:27.654419] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:35:27.654487] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:35:27.714187] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:35:27.714968] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:35:27.715068] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:35:27.715118] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:35:27.805077] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:35:27.805295] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:35:27.805343] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:35:27.805379] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:35:27.808943] [DEBUG] [FORECASTER] ETO: Forecast T+1@11:T+2@11: UP (p=92.23%)
[2025-11-25T23:35:27.809273] [INFO ] [FORECASTER] Completed predict_future for ETO
[2025-11-25T23:35:27.809429] [INFO ] [sig       ] ETO: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:35:27.953830] [INFO ] [LOCAL     ] Saved forecast: ETO	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/ETO.txt
[2025-11-25T23:35:27.954022] [INFO ] [sig       ] [1153/3639] Completed ETO in 0.3s | 3.01 sym/s | Total: 6.4m | ETA: 13.8m
[2025-11-25T23:35:27.954079] [INFO ] [sig       ] [1154/3639] Forecasting ETON...
[2025-11-25T23:35:27.954122] [INFO ] [sig       ] Generating forecast for: ETON
[2025-11-25T23:35:27.954179] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ETON' from 'https://tdm.silogroup.org/data/derivative_storage/ETON.csv'.
[2025-11-25T23:35:27.968186] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ETON'.
[2025-11-25T23:35:27.968817] [INFO ] [FORECASTER] Starting predict_future for ETON
[2025-11-25T23:35:27.969814] [DEBUG] [LOCAL     ] No optimal features file found for ETON: ./output/feature-sets/ETON.txt
[2025-11-25T23:35:27.969888] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:35:27.969937] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:35:27.969979] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:35:27.970054] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:35:28.040253] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:35:28.041475] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:35:28.041604] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:35:28.041895] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:35:28.120685] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:35:28.120872] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:35:28.120918] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:35:28.120952] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:35:28.124435] [DEBUG] [FORECASTER] ETON: Forecast T+1@11:T+2@11: UP (p=69.55%)
[2025-11-25T23:35:28.124769] [INFO ] [FORECASTER] Completed predict_future for ETON
[2025-11-25T23:35:28.124913] [INFO ] [sig       ] ETON: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:35:28.269167] [INFO ] [LOCAL     ] Saved forecast: ETON	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/ETON.txt
[2025-11-25T23:35:28.269375] [INFO ] [sig       ] [1154/3639] Completed ETON in 0.3s | 3.01 sym/s | Total: 6.4m | ETA: 13.8m
[2025-11-25T23:35:28.269431] [INFO ] [sig       ] [1155/3639] Forecasting ETSY...
[2025-11-25T23:35:28.269476] [INFO ] [sig       ] Generating forecast for: ETSY
[2025-11-25T23:35:28.269520] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ETSY' from 'https://tdm.silogroup.org/data/derivative_storage/ETSY.csv'.
[2025-11-25T23:35:28.281930] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ETSY'.
[2025-11-25T23:35:28.282265] [INFO ] [FORECASTER] Starting predict_future for ETSY
[2025-11-25T23:35:28.283100] [DEBUG] [LOCAL     ] No optimal features file found for ETSY: ./output/feature-sets/ETSY.txt
[2025-11-25T23:35:28.283174] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:35:28.283229] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:35:28.283277] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:35:28.283355] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:35:28.340658] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:35:28.341359] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:35:28.341459] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:35:28.341510] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:35:28.456840] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:35:28.457056] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:35:28.457105] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:35:28.457142] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:35:28.460875] [DEBUG] [FORECASTER] ETSY: Forecast T+1@11:T+2@11: UP (p=60.27%)
[2025-11-25T23:35:28.461201] [INFO ] [FORECASTER] Completed predict_future for ETSY
[2025-11-25T23:35:28.461352] [INFO ] [sig       ] ETSY: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:35:28.604702] [INFO ] [LOCAL     ] Saved forecast: ETSY	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/ETSY.txt
[2025-11-25T23:35:28.604876] [INFO ] [sig       ] [1155/3639] Completed ETSY in 0.3s | 3.01 sym/s | Total: 6.4m | ETA: 13.8m
[2025-11-25T23:35:28.604932] [INFO ] [sig       ] [1156/3639] Forecasting ETY...
[2025-11-25T23:35:28.604976] [INFO ] [sig       ] Generating forecast for: ETY
[2025-11-25T23:35:28.605019] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ETY' from 'https://tdm.silogroup.org/data/derivative_storage/ETY.csv'.
[2025-11-25T23:35:28.617622] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ETY'.
[2025-11-25T23:35:28.618030] [INFO ] [FORECASTER] Starting predict_future for ETY
[2025-11-25T23:35:28.618963] [DEBUG] [LOCAL     ] No optimal features file found for ETY: ./output/feature-sets/ETY.txt
[2025-11-25T23:35:28.619035] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:35:28.619084] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:35:28.619118] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:35:28.619258] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:35:28.676760] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:35:28.677637] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:35:28.677761] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:35:28.677806] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:35:28.791157] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:35:28.791351] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:35:28.791398] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:35:28.791433] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:35:28.794987] [DEBUG] [FORECASTER] ETY: Forecast T+1@11:T+2@11: DOWN (p=9.23%)
[2025-11-25T23:35:28.795301] [INFO ] [FORECASTER] Completed predict_future for ETY
[2025-11-25T23:35:28.795465] [INFO ] [sig       ] ETY: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:35:28.935483] [INFO ] [LOCAL     ] Saved forecast: ETY	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/ETY.txt
[2025-11-25T23:35:28.935705] [INFO ] [sig       ] [1156/3639] Completed ETY in 0.3s | 3.01 sym/s | Total: 6.4m | ETA: 13.8m
[2025-11-25T23:35:28.935762] [INFO ] [sig       ] [1157/3639] Forecasting EUDA...
[2025-11-25T23:35:28.935831] [INFO ] [sig       ] Generating forecast for: EUDA
[2025-11-25T23:35:28.935940] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EUDA' from 'https://tdm.silogroup.org/data/derivative_storage/EUDA.csv'.
[2025-11-25T23:35:28.948313] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EUDA'.
[2025-11-25T23:35:28.948727] [INFO ] [FORECASTER] Starting predict_future for EUDA
[2025-11-25T23:35:28.949748] [DEBUG] [LOCAL     ] No optimal features file found for EUDA: ./output/feature-sets/EUDA.txt
[2025-11-25T23:35:28.949833] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:35:28.949883] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:35:28.949925] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:35:28.949995] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:35:29.008439] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:35:29.009209] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:35:29.009309] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:35:29.009355] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:35:29.104062] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:35:29.104267] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:35:29.104323] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:35:29.104359] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:35:29.107944] [DEBUG] [FORECASTER] EUDA: Forecast T+1@11:T+2@11: DOWN (p=4.20%)
[2025-11-25T23:35:29.108287] [INFO ] [FORECASTER] Completed predict_future for EUDA
[2025-11-25T23:35:29.108449] [INFO ] [sig       ] EUDA: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:35:29.251185] [INFO ] [LOCAL     ] Saved forecast: EUDA	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/EUDA.txt
[2025-11-25T23:35:29.251368] [INFO ] [sig       ] [1157/3639] Completed EUDA in 0.3s | 3.01 sym/s | Total: 6.4m | ETA: 13.8m
[2025-11-25T23:35:29.251424] [INFO ] [sig       ] [1158/3639] Forecasting EUFN...
[2025-11-25T23:35:29.251469] [INFO ] [sig       ] Generating forecast for: EUFN
[2025-11-25T23:35:29.251510] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EUFN' from 'https://tdm.silogroup.org/data/derivative_storage/EUFN.csv'.
[2025-11-25T23:35:29.263325] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EUFN'.
[2025-11-25T23:35:29.263740] [INFO ] [FORECASTER] Starting predict_future for EUFN
[2025-11-25T23:35:29.264565] [DEBUG] [LOCAL     ] No optimal features file found for EUFN: ./output/feature-sets/EUFN.txt
[2025-11-25T23:35:29.264635] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:35:29.264704] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:35:29.264746] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:35:29.264816] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:35:29.322679] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:35:29.323571] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:35:29.323697] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:35:29.323748] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:35:29.415978] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:35:29.416176] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:35:29.416224] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:35:29.416262] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:35:29.419785] [DEBUG] [FORECASTER] EUFN: Forecast T+1@11:T+2@11: DOWN (p=9.46%)
[2025-11-25T23:35:29.420144] [INFO ] [FORECASTER] Completed predict_future for EUFN
[2025-11-25T23:35:29.420296] [INFO ] [sig       ] EUFN: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:35:29.561667] [INFO ] [LOCAL     ] Saved forecast: EUFN	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/EUFN.txt
[2025-11-25T23:35:29.561858] [INFO ] [sig       ] [1158/3639] Completed EUFN in 0.3s | 3.01 sym/s | Total: 6.4m | ETA: 13.8m
[2025-11-25T23:35:29.561915] [INFO ] [sig       ] [1159/3639] Forecasting EVAX...
[2025-11-25T23:35:29.561960] [INFO ] [sig       ] Generating forecast for: EVAX
[2025-11-25T23:35:29.562002] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EVAX' from 'https://tdm.silogroup.org/data/derivative_storage/EVAX.csv'.
[2025-11-25T23:35:29.574780] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EVAX'.
[2025-11-25T23:35:29.575170] [INFO ] [FORECASTER] Starting predict_future for EVAX
[2025-11-25T23:35:29.576051] [DEBUG] [LOCAL     ] No optimal features file found for EVAX: ./output/feature-sets/EVAX.txt
[2025-11-25T23:35:29.576132] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:35:29.576181] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:35:29.576224] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:35:29.576297] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:35:29.637578] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:35:29.638412] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:35:29.638521] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:35:29.638570] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:35:29.739428] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:35:29.739677] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:35:29.739732] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:35:29.739767] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:35:29.743419] [DEBUG] [FORECASTER] EVAX: Forecast T+1@11:T+2@11: DOWN (p=8.19%)
[2025-11-25T23:35:29.743785] [INFO ] [FORECASTER] Completed predict_future for EVAX
[2025-11-25T23:35:29.743948] [INFO ] [sig       ] EVAX: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:35:29.888633] [INFO ] [LOCAL     ] Saved forecast: EVAX	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/EVAX.txt
[2025-11-25T23:35:29.888837] [INFO ] [sig       ] [1159/3639] Completed EVAX in 0.3s | 3.01 sym/s | Total: 6.4m | ETA: 13.7m
[2025-11-25T23:35:29.888893] [INFO ] [sig       ] [1160/3639] Forecasting EVC...
[2025-11-25T23:35:29.888937] [INFO ] [sig       ] Generating forecast for: EVC
[2025-11-25T23:35:29.888982] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EVC' from 'https://tdm.silogroup.org/data/derivative_storage/EVC.csv'.
[2025-11-25T23:35:29.900460] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EVC'.
[2025-11-25T23:35:29.900840] [INFO ] [FORECASTER] Starting predict_future for EVC
[2025-11-25T23:35:29.901627] [DEBUG] [LOCAL     ] No optimal features file found for EVC: ./output/feature-sets/EVC.txt
[2025-11-25T23:35:29.901717] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:35:29.901764] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:35:29.901804] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:35:29.901875] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:35:29.958943] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:35:29.959691] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:35:29.959808] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:35:29.959856] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:35:30.060791] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:35:30.060960] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:35:30.061004] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:35:30.061038] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:35:30.064378] [DEBUG] [FORECASTER] EVC: Forecast T+1@11:T+2@11: UP (p=67.46%)
[2025-11-25T23:35:30.064716] [INFO ] [FORECASTER] Completed predict_future for EVC
[2025-11-25T23:35:30.064886] [INFO ] [sig       ] EVC: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:35:30.204606] [INFO ] [LOCAL     ] Saved forecast: EVC	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/EVC.txt
[2025-11-25T23:35:30.204790] [INFO ] [sig       ] [1160/3639] Completed EVC in 0.3s | 3.01 sym/s | Total: 6.4m | ETA: 13.7m
[2025-11-25T23:35:30.204857] [INFO ] [sig       ] [1161/3639] Forecasting EVCM...
[2025-11-25T23:35:30.204903] [INFO ] [sig       ] Generating forecast for: EVCM
[2025-11-25T23:35:30.204946] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EVCM' from 'https://tdm.silogroup.org/data/derivative_storage/EVCM.csv'.
[2025-11-25T23:35:30.217442] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EVCM'.
[2025-11-25T23:35:30.217874] [INFO ] [FORECASTER] Starting predict_future for EVCM
[2025-11-25T23:35:30.218778] [DEBUG] [LOCAL     ] No optimal features file found for EVCM: ./output/feature-sets/EVCM.txt
[2025-11-25T23:35:30.218847] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:35:30.218904] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:35:30.218955] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:35:30.219042] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:35:30.276247] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:35:30.277110] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:35:30.277212] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:35:30.277263] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:35:30.371455] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:35:30.371634] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:35:30.371706] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:35:30.371741] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:35:30.375159] [DEBUG] [FORECASTER] EVCM: Forecast T+1@11:T+2@11: UP (p=66.67%)
[2025-11-25T23:35:30.375462] [INFO ] [FORECASTER] Completed predict_future for EVCM
[2025-11-25T23:35:30.375616] [INFO ] [sig       ] EVCM: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:35:30.515768] [INFO ] [LOCAL     ] Saved forecast: EVCM	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/EVCM.txt
[2025-11-25T23:35:30.515943] [INFO ] [sig       ] [1161/3639] Completed EVCM in 0.3s | 3.01 sym/s | Total: 6.4m | ETA: 13.7m
[2025-11-25T23:35:30.516000] [INFO ] [sig       ] [1162/3639] Forecasting EVEX...
[2025-11-25T23:35:30.516044] [INFO ] [sig       ] Generating forecast for: EVEX
[2025-11-25T23:35:30.516088] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EVEX' from 'https://tdm.silogroup.org/data/derivative_storage/EVEX.csv'.
[2025-11-25T23:35:30.527768] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EVEX'.
[2025-11-25T23:35:30.528088] [INFO ] [FORECASTER] Starting predict_future for EVEX
[2025-11-25T23:35:30.528927] [DEBUG] [LOCAL     ] No optimal features file found for EVEX: ./output/feature-sets/EVEX.txt
[2025-11-25T23:35:30.528997] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:35:30.529044] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:35:30.529085] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:35:30.529154] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:35:30.589440] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:35:30.590307] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:35:30.590424] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:35:30.590473] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:35:30.684973] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:35:30.685155] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:35:30.685201] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:35:30.685236] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:35:30.688737] [DEBUG] [FORECASTER] EVEX: Forecast T+1@11:T+2@11: UP (p=87.48%)
[2025-11-25T23:35:30.689086] [INFO ] [FORECASTER] Completed predict_future for EVEX
[2025-11-25T23:35:30.689277] [INFO ] [sig       ] EVEX: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:35:30.830425] [INFO ] [LOCAL     ] Saved forecast: EVEX	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/EVEX.txt
[2025-11-25T23:35:30.830597] [INFO ] [sig       ] [1162/3639] Completed EVEX in 0.3s | 3.01 sym/s | Total: 6.4m | ETA: 13.7m
[2025-11-25T23:35:30.830686] [INFO ] [sig       ] [1163/3639] Forecasting EVF...
[2025-11-25T23:35:30.830742] [INFO ] [sig       ] Generating forecast for: EVF
[2025-11-25T23:35:30.830785] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EVF' from 'https://tdm.silogroup.org/data/derivative_storage/EVF.csv'.
[2025-11-25T23:35:30.843757] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EVF'.
[2025-11-25T23:35:30.844162] [INFO ] [FORECASTER] Starting predict_future for EVF
[2025-11-25T23:35:30.844968] [DEBUG] [LOCAL     ] No optimal features file found for EVF: ./output/feature-sets/EVF.txt
[2025-11-25T23:35:30.845038] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:35:30.845084] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:35:30.845124] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:35:30.845193] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:35:30.903301] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:35:30.904136] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:35:30.904238] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:35:30.904290] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:35:31.000956] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:35:31.001161] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:35:31.001208] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:35:31.001245] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:35:31.004736] [DEBUG] [FORECASTER] EVF: Forecast T+1@11:T+2@11: DOWN (p=48.65%)
[2025-11-25T23:35:31.005098] [INFO ] [FORECASTER] Completed predict_future for EVF
[2025-11-25T23:35:31.005265] [INFO ] [sig       ] EVF: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:35:31.149448] [INFO ] [LOCAL     ] Saved forecast: EVF	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/EVF.txt
[2025-11-25T23:35:31.149665] [INFO ] [sig       ] [1163/3639] Completed EVF in 0.3s | 3.01 sym/s | Total: 6.4m | ETA: 13.7m
[2025-11-25T23:35:31.149724] [INFO ] [sig       ] [1164/3639] Forecasting EVG...
[2025-11-25T23:35:31.149767] [INFO ] [sig       ] Generating forecast for: EVG
[2025-11-25T23:35:31.149810] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EVG' from 'https://tdm.silogroup.org/data/derivative_storage/EVG.csv'.
[2025-11-25T23:35:31.161812] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EVG'.
[2025-11-25T23:35:31.162164] [INFO ] [FORECASTER] Starting predict_future for EVG
[2025-11-25T23:35:31.162966] [DEBUG] [LOCAL     ] No optimal features file found for EVG: ./output/feature-sets/EVG.txt
[2025-11-25T23:35:31.163034] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:35:31.163079] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:35:31.163119] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:35:31.163188] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:35:31.223493] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:35:31.224373] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:35:31.224482] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:35:31.224530] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:35:31.317711] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:35:31.317883] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:35:31.318005] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:35:31.318046] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:35:31.321444] [DEBUG] [FORECASTER] EVG: Forecast T+1@11:T+2@11: UP (p=53.30%)
[2025-11-25T23:35:31.321779] [INFO ] [FORECASTER] Completed predict_future for EVG
[2025-11-25T23:35:31.321938] [INFO ] [sig       ] EVG: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:35:31.462123] [INFO ] [LOCAL     ] Saved forecast: EVG	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/EVG.txt
[2025-11-25T23:35:31.462290] [INFO ] [sig       ] [1164/3639] Completed EVG in 0.3s | 3.01 sym/s | Total: 6.5m | ETA: 13.7m
[2025-11-25T23:35:31.462345] [INFO ] [sig       ] [1165/3639] Forecasting EVGN...
[2025-11-25T23:35:31.462389] [INFO ] [sig       ] Generating forecast for: EVGN
[2025-11-25T23:35:31.462431] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EVGN' from 'https://tdm.silogroup.org/data/derivative_storage/EVGN.csv'.
[2025-11-25T23:35:31.474601] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EVGN'.
[2025-11-25T23:35:31.475003] [INFO ] [FORECASTER] Starting predict_future for EVGN
[2025-11-25T23:35:31.475833] [DEBUG] [LOCAL     ] No optimal features file found for EVGN: ./output/feature-sets/EVGN.txt
[2025-11-25T23:35:31.475902] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:35:31.475947] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:35:31.475987] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:35:31.476055] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:35:31.533032] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:35:31.533731] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:35:31.533828] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:35:31.533875] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:35:31.624297] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:35:31.624492] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:35:31.624539] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:35:31.624573] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:35:31.627993] [DEBUG] [FORECASTER] EVGN: Forecast T+1@11:T+2@11: DOWN (p=40.27%)
[2025-11-25T23:35:31.628280] [INFO ] [FORECASTER] Completed predict_future for EVGN
[2025-11-25T23:35:31.628424] [INFO ] [sig       ] EVGN: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:35:31.769313] [INFO ] [LOCAL     ] Saved forecast: EVGN	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/EVGN.txt
[2025-11-25T23:35:31.769524] [INFO ] [sig       ] [1165/3639] Completed EVGN in 0.3s | 3.01 sym/s | Total: 6.5m | ETA: 13.7m
[2025-11-25T23:35:31.769583] [INFO ] [sig       ] [1166/3639] Forecasting EVGO...
[2025-11-25T23:35:31.769628] [INFO ] [sig       ] Generating forecast for: EVGO
[2025-11-25T23:35:31.769702] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EVGO' from 'https://tdm.silogroup.org/data/derivative_storage/EVGO.csv'.
[2025-11-25T23:35:31.781405] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EVGO'.
[2025-11-25T23:35:31.781726] [INFO ] [FORECASTER] Starting predict_future for EVGO
[2025-11-25T23:35:31.782545] [DEBUG] [LOCAL     ] No optimal features file found for EVGO: ./output/feature-sets/EVGO.txt
[2025-11-25T23:35:31.782615] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:35:31.782686] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:35:31.782728] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:35:31.782797] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:35:31.843816] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:35:31.844718] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:35:31.844818] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:35:31.844866] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:35:31.946601] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:35:31.946810] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:35:31.946859] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:35:31.946894] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:35:31.950660] [DEBUG] [FORECASTER] EVGO: Forecast T+1@11:T+2@11: DOWN (p=10.40%)
[2025-11-25T23:35:31.950960] [INFO ] [FORECASTER] Completed predict_future for EVGO
[2025-11-25T23:35:31.951111] [INFO ] [sig       ] EVGO: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:35:32.112141] [INFO ] [LOCAL     ] Saved forecast: EVGO	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/EVGO.txt
[2025-11-25T23:35:32.112299] [INFO ] [sig       ] [1166/3639] Completed EVGO in 0.3s | 3.01 sym/s | Total: 6.5m | ETA: 13.7m
[2025-11-25T23:35:32.112356] [INFO ] [sig       ] [1167/3639] Forecasting EVH...
[2025-11-25T23:35:32.112395] [INFO ] [sig       ] Generating forecast for: EVH
[2025-11-25T23:35:32.112438] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EVH' from 'https://tdm.silogroup.org/data/derivative_storage/EVH.csv'.
[2025-11-25T23:35:32.124243] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EVH'.
[2025-11-25T23:35:32.124581] [INFO ] [FORECASTER] Starting predict_future for EVH
[2025-11-25T23:35:32.125399] [DEBUG] [LOCAL     ] No optimal features file found for EVH: ./output/feature-sets/EVH.txt
[2025-11-25T23:35:32.125470] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:35:32.125523] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:35:32.125563] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:35:32.125632] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:35:32.186059] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:35:32.186770] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:35:32.186869] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:35:32.186918] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:35:32.281403] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:35:32.281593] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:35:32.281661] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:35:32.281709] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:35:32.285308] [DEBUG] [FORECASTER] EVH: Forecast T+1@11:T+2@11: UP (p=56.11%)
[2025-11-25T23:35:32.285638] [INFO ] [FORECASTER] Completed predict_future for EVH
[2025-11-25T23:35:32.285824] [INFO ] [sig       ] EVH: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:35:32.439489] [INFO ] [LOCAL     ] Saved forecast: EVH	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/EVH.txt
[2025-11-25T23:35:32.439663] [INFO ] [sig       ] [1167/3639] Completed EVH in 0.3s | 3.01 sym/s | Total: 6.5m | ETA: 13.7m
[2025-11-25T23:35:32.439721] [INFO ] [sig       ] [1168/3639] Forecasting EVN...
[2025-11-25T23:35:32.439764] [INFO ] [sig       ] Generating forecast for: EVN
[2025-11-25T23:35:32.439807] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EVN' from 'https://tdm.silogroup.org/data/derivative_storage/EVN.csv'.
[2025-11-25T23:35:32.451600] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EVN'.
[2025-11-25T23:35:32.451933] [INFO ] [FORECASTER] Starting predict_future for EVN
[2025-11-25T23:35:32.452734] [DEBUG] [LOCAL     ] No optimal features file found for EVN: ./output/feature-sets/EVN.txt
[2025-11-25T23:35:32.452803] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:35:32.452863] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:35:32.452906] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:35:32.452974] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:35:32.511137] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:35:32.511805] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:35:32.511910] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:35:32.511959] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:35:32.603049] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:35:32.603238] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:35:32.603285] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:35:32.603321] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:35:32.606768] [DEBUG] [FORECASTER] EVN: Forecast T+1@11:T+2@11: UP (p=97.88%)
[2025-11-25T23:35:32.607055] [INFO ] [FORECASTER] Completed predict_future for EVN
[2025-11-25T23:35:32.607195] [INFO ] [sig       ] EVN: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:35:32.756530] [INFO ] [LOCAL     ] Saved forecast: EVN	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/EVN.txt
[2025-11-25T23:35:32.756715] [INFO ] [sig       ] [1168/3639] Completed EVN in 0.3s | 3.01 sym/s | Total: 6.5m | ETA: 13.7m
[2025-11-25T23:35:32.756774] [INFO ] [sig       ] [1169/3639] Forecasting EVO...
[2025-11-25T23:35:32.756821] [INFO ] [sig       ] Generating forecast for: EVO
[2025-11-25T23:35:32.756865] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EVO' from 'https://tdm.silogroup.org/data/derivative_storage/EVO.csv'.
[2025-11-25T23:35:32.768899] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EVO'.
[2025-11-25T23:35:32.769270] [INFO ] [FORECASTER] Starting predict_future for EVO
[2025-11-25T23:35:32.770126] [DEBUG] [LOCAL     ] No optimal features file found for EVO: ./output/feature-sets/EVO.txt
[2025-11-25T23:35:32.770195] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:35:32.770241] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:35:32.770281] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:35:32.770355] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:35:32.829599] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:35:32.830452] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:35:32.830554] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:35:32.830603] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:35:32.930153] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:35:32.930342] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:35:32.930390] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:35:32.930426] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:35:32.933988] [DEBUG] [FORECASTER] EVO: Forecast T+1@11:T+2@11: DOWN (p=2.68%)
[2025-11-25T23:35:32.934293] [INFO ] [FORECASTER] Completed predict_future for EVO
[2025-11-25T23:35:32.934441] [INFO ] [sig       ] EVO: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:35:33.086985] [INFO ] [LOCAL     ] Saved forecast: EVO	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/EVO.txt
[2025-11-25T23:35:33.087142] [INFO ] [sig       ] [1169/3639] Completed EVO in 0.3s | 3.01 sym/s | Total: 6.5m | ETA: 13.7m
[2025-11-25T23:35:33.087197] [INFO ] [sig       ] [1170/3639] Forecasting EVOK...
[2025-11-25T23:35:33.087243] [INFO ] [sig       ] Generating forecast for: EVOK
[2025-11-25T23:35:33.087287] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EVOK' from 'https://tdm.silogroup.org/data/derivative_storage/EVOK.csv'.
[2025-11-25T23:35:33.099067] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EVOK'.
[2025-11-25T23:35:33.099448] [INFO ] [FORECASTER] Starting predict_future for EVOK
[2025-11-25T23:35:33.100326] [DEBUG] [LOCAL     ] No optimal features file found for EVOK: ./output/feature-sets/EVOK.txt
[2025-11-25T23:35:33.100398] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:35:33.100459] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:35:33.100512] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:35:33.100603] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:35:33.160721] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:35:33.161471] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:35:33.161581] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:35:33.161633] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:35:33.267956] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:35:33.268127] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:35:33.268173] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:35:33.268208] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:35:33.271752] [DEBUG] [FORECASTER] EVOK: Forecast T+1@11:T+2@11: DOWN (p=3.95%)
[2025-11-25T23:35:33.272047] [INFO ] [FORECASTER] Completed predict_future for EVOK
[2025-11-25T23:35:33.272188] [INFO ] [sig       ] EVOK: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:35:33.418091] [INFO ] [LOCAL     ] Saved forecast: EVOK	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/EVOK.txt
[2025-11-25T23:35:33.418250] [INFO ] [sig       ] [1170/3639] Completed EVOK in 0.3s | 3.01 sym/s | Total: 6.5m | ETA: 13.7m
[2025-11-25T23:35:33.418308] [INFO ] [sig       ] [1171/3639] Forecasting EVRG...
[2025-11-25T23:35:33.418356] [INFO ] [sig       ] Generating forecast for: EVRG
[2025-11-25T23:35:33.418403] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EVRG' from 'https://tdm.silogroup.org/data/derivative_storage/EVRG.csv'.
[2025-11-25T23:35:33.429524] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EVRG'.
[2025-11-25T23:35:33.429860] [INFO ] [FORECASTER] Starting predict_future for EVRG
[2025-11-25T23:35:33.430718] [DEBUG] [LOCAL     ] No optimal features file found for EVRG: ./output/feature-sets/EVRG.txt
[2025-11-25T23:35:33.430788] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:35:33.430836] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:35:33.430878] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:35:33.430949] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:35:33.492186] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:35:33.493267] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:35:33.493387] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:35:33.493443] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:35:33.604530] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:35:33.604738] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:35:33.604812] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:35:33.604858] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:35:33.608310] [DEBUG] [FORECASTER] EVRG: Forecast T+1@11:T+2@11: UP (p=88.11%)
[2025-11-25T23:35:33.608665] [INFO ] [FORECASTER] Completed predict_future for EVRG
[2025-11-25T23:35:33.608965] [INFO ] [sig       ] EVRG: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:35:33.751172] [INFO ] [LOCAL     ] Saved forecast: EVRG	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/EVRG.txt
[2025-11-25T23:35:33.751334] [INFO ] [sig       ] [1171/3639] Completed EVRG in 0.3s | 3.01 sym/s | Total: 6.5m | ETA: 13.7m
[2025-11-25T23:35:33.751390] [INFO ] [sig       ] [1172/3639] Forecasting EVSD...
[2025-11-25T23:35:33.751446] [INFO ] [sig       ] Generating forecast for: EVSD
[2025-11-25T23:35:33.751489] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EVSD' from 'https://tdm.silogroup.org/data/derivative_storage/EVSD.csv'.
[2025-11-25T23:35:33.763896] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EVSD'.
[2025-11-25T23:35:33.764297] [INFO ] [FORECASTER] Starting predict_future for EVSD
[2025-11-25T23:35:33.765139] [DEBUG] [LOCAL     ] No optimal features file found for EVSD: ./output/feature-sets/EVSD.txt
[2025-11-25T23:35:33.765210] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:35:33.765255] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:35:33.765304] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:35:33.765387] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:35:33.824237] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:35:33.825258] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:35:33.825390] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:35:33.825449] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:35:33.926259] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:35:33.926451] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:35:33.926497] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:35:33.926531] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:35:33.929935] [DEBUG] [FORECASTER] EVSD: Forecast T+1@11:T+2@11: UP (p=95.09%)
[2025-11-25T23:35:33.930230] [INFO ] [FORECASTER] Completed predict_future for EVSD
[2025-11-25T23:35:33.930375] [INFO ] [sig       ] EVSD: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:35:34.079260] [INFO ] [LOCAL     ] Saved forecast: EVSD	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/EVSD.txt
[2025-11-25T23:35:34.079480] [INFO ] [sig       ] [1172/3639] Completed EVSD in 0.3s | 3.01 sym/s | Total: 6.5m | ETA: 13.7m
[2025-11-25T23:35:34.079557] [INFO ] [sig       ] [1173/3639] Forecasting EVTC...
[2025-11-25T23:35:34.079609] [INFO ] [sig       ] Generating forecast for: EVTC
[2025-11-25T23:35:34.079673] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EVTC' from 'https://tdm.silogroup.org/data/derivative_storage/EVTC.csv'.
[2025-11-25T23:35:34.091930] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EVTC'.
[2025-11-25T23:35:34.092275] [INFO ] [FORECASTER] Starting predict_future for EVTC
[2025-11-25T23:35:34.093125] [DEBUG] [LOCAL     ] No optimal features file found for EVTC: ./output/feature-sets/EVTC.txt
[2025-11-25T23:35:34.093196] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:35:34.093243] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:35:34.093285] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:35:34.093354] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:35:34.156815] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:35:34.157619] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:35:34.157744] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:35:34.157793] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:35:34.291027] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:35:34.291208] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:35:34.291256] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:35:34.291290] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:35:34.295152] [DEBUG] [FORECASTER] EVTC: Forecast T+1@11:T+2@11: UP (p=54.95%)
[2025-11-25T23:35:34.295693] [INFO ] [FORECASTER] Completed predict_future for EVTC
[2025-11-25T23:35:34.295928] [INFO ] [sig       ] EVTC: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:35:34.452338] [INFO ] [LOCAL     ] Saved forecast: EVTC	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/EVTC.txt
[2025-11-25T23:35:34.452512] [INFO ] [sig       ] [1173/3639] Completed EVTC in 0.4s | 3.01 sym/s | Total: 6.5m | ETA: 13.7m
[2025-11-25T23:35:34.452569] [INFO ] [sig       ] [1174/3639] Forecasting EVTL...
[2025-11-25T23:35:34.452616] [INFO ] [sig       ] Generating forecast for: EVTL
[2025-11-25T23:35:34.452683] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EVTL' from 'https://tdm.silogroup.org/data/derivative_storage/EVTL.csv'.
[2025-11-25T23:35:34.465796] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EVTL'.
[2025-11-25T23:35:34.466158] [INFO ] [FORECASTER] Starting predict_future for EVTL
[2025-11-25T23:35:34.466990] [DEBUG] [LOCAL     ] No optimal features file found for EVTL: ./output/feature-sets/EVTL.txt
[2025-11-25T23:35:34.467062] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:35:34.467113] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:35:34.467167] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:35:34.467241] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:35:34.529926] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:35:34.530735] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:35:34.530848] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:35:34.530918] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:35:34.637617] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:35:34.637831] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:35:34.637894] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:35:34.637934] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:35:34.641670] [DEBUG] [FORECASTER] EVTL: Forecast T+1@11:T+2@11: DOWN (p=14.09%)
[2025-11-25T23:35:34.642010] [INFO ] [FORECASTER] Completed predict_future for EVTL
[2025-11-25T23:35:34.642209] [INFO ] [sig       ] EVTL: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:35:34.793595] [INFO ] [LOCAL     ] Saved forecast: EVTL	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/EVTL.txt
[2025-11-25T23:35:34.793799] [INFO ] [sig       ] [1174/3639] Completed EVTL in 0.3s | 3.01 sym/s | Total: 6.5m | ETA: 13.7m
[2025-11-25T23:35:34.793856] [INFO ] [sig       ] [1175/3639] Forecasting EWBC...
[2025-11-25T23:35:34.793901] [INFO ] [sig       ] Generating forecast for: EWBC
[2025-11-25T23:35:34.793942] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EWBC' from 'https://tdm.silogroup.org/data/derivative_storage/EWBC.csv'.
[2025-11-25T23:35:34.805490] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EWBC'.
[2025-11-25T23:35:34.805906] [INFO ] [FORECASTER] Starting predict_future for EWBC
[2025-11-25T23:35:34.806809] [DEBUG] [LOCAL     ] No optimal features file found for EWBC: ./output/feature-sets/EWBC.txt
[2025-11-25T23:35:34.806881] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:35:34.806930] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:35:34.806972] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:35:34.807044] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:35:34.865427] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:35:34.866252] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:35:34.866353] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:35:34.866405] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:35:34.963709] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:35:34.963889] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:35:34.963935] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:35:34.963991] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:35:34.967457] [DEBUG] [FORECASTER] EWBC: Forecast T+1@11:T+2@11: DOWN (p=2.22%)
[2025-11-25T23:35:34.967786] [INFO ] [FORECASTER] Completed predict_future for EWBC
[2025-11-25T23:35:34.967953] [INFO ] [sig       ] EWBC: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:35:35.112027] [INFO ] [LOCAL     ] Saved forecast: EWBC	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/EWBC.txt
[2025-11-25T23:35:35.112223] [INFO ] [sig       ] [1175/3639] Completed EWBC in 0.3s | 3.01 sym/s | Total: 6.5m | ETA: 13.7m
[2025-11-25T23:35:35.112281] [INFO ] [sig       ] [1176/3639] Forecasting EWCZ...
[2025-11-25T23:35:35.112325] [INFO ] [sig       ] Generating forecast for: EWCZ
[2025-11-25T23:35:35.112368] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EWCZ' from 'https://tdm.silogroup.org/data/derivative_storage/EWCZ.csv'.
[2025-11-25T23:35:35.124028] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EWCZ'.
[2025-11-25T23:35:35.124427] [INFO ] [FORECASTER] Starting predict_future for EWCZ
[2025-11-25T23:35:35.125294] [DEBUG] [LOCAL     ] No optimal features file found for EWCZ: ./output/feature-sets/EWCZ.txt
[2025-11-25T23:35:35.125364] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:35:35.125423] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:35:35.125473] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:35:35.125543] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:35:35.184663] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:35:35.185512] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:35:35.185620] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:35:35.185699] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:35:35.279855] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:35:35.280052] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:35:35.280098] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:35:35.280134] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:35:35.283562] [DEBUG] [FORECASTER] EWCZ: Forecast T+1@11:T+2@11: UP (p=80.53%)
[2025-11-25T23:35:35.283896] [INFO ] [FORECASTER] Completed predict_future for EWCZ
[2025-11-25T23:35:35.284049] [INFO ] [sig       ] EWCZ: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:35:35.428491] [INFO ] [LOCAL     ] Saved forecast: EWCZ	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/EWCZ.txt
[2025-11-25T23:35:35.428705] [INFO ] [sig       ] [1176/3639] Completed EWCZ in 0.3s | 3.01 sym/s | Total: 6.5m | ETA: 13.7m
[2025-11-25T23:35:35.428764] [INFO ] [sig       ] [1177/3639] Forecasting EWTX...
[2025-11-25T23:35:35.428809] [INFO ] [sig       ] Generating forecast for: EWTX
[2025-11-25T23:35:35.428852] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EWTX' from 'https://tdm.silogroup.org/data/derivative_storage/EWTX.csv'.
[2025-11-25T23:35:35.440341] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EWTX'.
[2025-11-25T23:35:35.440866] [INFO ] [FORECASTER] Starting predict_future for EWTX
[2025-11-25T23:35:35.441707] [DEBUG] [LOCAL     ] No optimal features file found for EWTX: ./output/feature-sets/EWTX.txt
[2025-11-25T23:35:35.441776] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:35:35.441822] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:35:35.441861] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:35:35.441929] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:35:35.498775] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:35:35.499496] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:35:35.499597] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:35:35.499682] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:35:35.597422] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:35:35.597612] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:35:35.597677] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:35:35.597739] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:35:35.601221] [DEBUG] [FORECASTER] EWTX: Forecast T+1@11:T+2@11: DOWN (p=36.54%)
[2025-11-25T23:35:35.601554] [INFO ] [FORECASTER] Completed predict_future for EWTX
[2025-11-25T23:35:35.601747] [INFO ] [sig       ] EWTX: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:35:35.743378] [INFO ] [LOCAL     ] Saved forecast: EWTX	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/EWTX.txt
[2025-11-25T23:35:35.743586] [INFO ] [sig       ] [1177/3639] Completed EWTX in 0.3s | 3.01 sym/s | Total: 6.5m | ETA: 13.6m
[2025-11-25T23:35:35.743664] [INFO ] [sig       ] [1178/3639] Forecasting EWZS...
[2025-11-25T23:35:35.743712] [INFO ] [sig       ] Generating forecast for: EWZS
[2025-11-25T23:35:35.743756] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EWZS' from 'https://tdm.silogroup.org/data/derivative_storage/EWZS.csv'.
[2025-11-25T23:35:35.755573] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EWZS'.
[2025-11-25T23:35:35.755965] [INFO ] [FORECASTER] Starting predict_future for EWZS
[2025-11-25T23:35:35.757007] [DEBUG] [LOCAL     ] No optimal features file found for EWZS: ./output/feature-sets/EWZS.txt
[2025-11-25T23:35:35.757097] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:35:35.757184] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:35:35.757264] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:35:35.757401] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:35:35.816481] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:35:35.817264] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:35:35.817397] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:35:35.817467] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:35:35.909208] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:35:35.909390] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:35:35.909437] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:35:35.909473] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:35:35.912923] [DEBUG] [FORECASTER] EWZS: Forecast T+1@11:T+2@11: UP (p=64.56%)
[2025-11-25T23:35:35.913222] [INFO ] [FORECASTER] Completed predict_future for EWZS
[2025-11-25T23:35:35.913359] [INFO ] [sig       ] EWZS: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:35:36.056565] [INFO ] [LOCAL     ] Saved forecast: EWZS	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/EWZS.txt
[2025-11-25T23:35:36.056761] [INFO ] [sig       ] [1178/3639] Completed EWZS in 0.3s | 3.01 sym/s | Total: 6.5m | ETA: 13.6m
[2025-11-25T23:35:36.056820] [INFO ] [sig       ] [1179/3639] Forecasting EXAS...
[2025-11-25T23:35:36.056863] [INFO ] [sig       ] Generating forecast for: EXAS
[2025-11-25T23:35:36.056926] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EXAS' from 'https://tdm.silogroup.org/data/derivative_storage/EXAS.csv'.
[2025-11-25T23:35:36.068260] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EXAS'.
[2025-11-25T23:35:36.068601] [INFO ] [FORECASTER] Starting predict_future for EXAS
[2025-11-25T23:35:36.069425] [DEBUG] [LOCAL     ] No optimal features file found for EXAS: ./output/feature-sets/EXAS.txt
[2025-11-25T23:35:36.069494] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:35:36.069539] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:35:36.069592] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:35:36.069684] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:35:36.127496] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:35:36.128179] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:35:36.128277] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:35:36.128324] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:35:36.210833] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:35:36.210980] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:35:36.211025] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:35:36.211059] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:35:36.214401] [DEBUG] [FORECASTER] EXAS: Forecast T+1@11:T+2@11: UP (p=86.95%)
[2025-11-25T23:35:36.214728] [INFO ] [FORECASTER] Completed predict_future for EXAS
[2025-11-25T23:35:36.214887] [INFO ] [sig       ] EXAS: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:35:36.405611] [INFO ] [LOCAL     ] Saved forecast: EXAS	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/EXAS.txt
[2025-11-25T23:35:36.405832] [INFO ] [sig       ] [1179/3639] Completed EXAS in 0.3s | 3.01 sym/s | Total: 6.5m | ETA: 13.6m
[2025-11-25T23:35:36.405890] [INFO ] [sig       ] [1180/3639] Forecasting EXC...
[2025-11-25T23:35:36.405935] [INFO ] [sig       ] Generating forecast for: EXC
[2025-11-25T23:35:36.405983] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EXC' from 'https://tdm.silogroup.org/data/derivative_storage/EXC.csv'.
[2025-11-25T23:35:36.418341] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EXC'.
[2025-11-25T23:35:36.418784] [INFO ] [FORECASTER] Starting predict_future for EXC
[2025-11-25T23:35:36.419621] [DEBUG] [LOCAL     ] No optimal features file found for EXC: ./output/feature-sets/EXC.txt
[2025-11-25T23:35:36.419714] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:35:36.419787] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:35:36.419847] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:35:36.419953] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:35:36.477092] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:35:36.478061] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:35:36.478176] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:35:36.478246] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:35:36.580721] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:35:36.580921] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:35:36.580969] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:35:36.581005] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:35:36.584552] [DEBUG] [FORECASTER] EXC: Forecast T+1@11:T+2@11: UP (p=85.02%)
[2025-11-25T23:35:36.584871] [INFO ] [FORECASTER] Completed predict_future for EXC
[2025-11-25T23:35:36.585035] [INFO ] [sig       ] EXC: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:35:36.727812] [INFO ] [LOCAL     ] Saved forecast: EXC	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/EXC.txt
[2025-11-25T23:35:36.727976] [INFO ] [sig       ] [1180/3639] Completed EXC in 0.3s | 3.01 sym/s | Total: 6.5m | ETA: 13.6m
[2025-11-25T23:35:36.728031] [INFO ] [sig       ] [1181/3639] Forecasting EXEL...
[2025-11-25T23:35:36.728075] [INFO ] [sig       ] Generating forecast for: EXEL
[2025-11-25T23:35:36.728118] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EXEL' from 'https://tdm.silogroup.org/data/derivative_storage/EXEL.csv'.
[2025-11-25T23:35:36.740916] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EXEL'.
[2025-11-25T23:35:36.741390] [INFO ] [FORECASTER] Starting predict_future for EXEL
[2025-11-25T23:35:36.742451] [DEBUG] [LOCAL     ] No optimal features file found for EXEL: ./output/feature-sets/EXEL.txt
[2025-11-25T23:35:36.742532] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:35:36.742581] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:35:36.742621] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:35:36.742715] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:35:36.800028] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:35:36.800848] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:35:36.800945] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:35:36.800993] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:35:36.898308] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:35:36.898451] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:35:36.898494] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:35:36.898529] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:35:36.901791] [DEBUG] [FORECASTER] EXEL: Forecast T+1@11:T+2@11: UP (p=67.43%)
[2025-11-25T23:35:36.902080] [INFO ] [FORECASTER] Completed predict_future for EXEL
[2025-11-25T23:35:36.902221] [INFO ] [sig       ] EXEL: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:35:37.046447] [INFO ] [LOCAL     ] Saved forecast: EXEL	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/EXEL.txt
[2025-11-25T23:35:37.046605] [INFO ] [sig       ] [1181/3639] Completed EXEL in 0.3s | 3.01 sym/s | Total: 6.5m | ETA: 13.6m
[2025-11-25T23:35:37.046679] [INFO ] [sig       ] [1182/3639] Forecasting EXFY...
[2025-11-25T23:35:37.046725] [INFO ] [sig       ] Generating forecast for: EXFY
[2025-11-25T23:35:37.046774] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EXFY' from 'https://tdm.silogroup.org/data/derivative_storage/EXFY.csv'.
[2025-11-25T23:35:37.061996] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EXFY'.
[2025-11-25T23:35:37.062306] [INFO ] [FORECASTER] Starting predict_future for EXFY
[2025-11-25T23:35:37.063135] [DEBUG] [LOCAL     ] No optimal features file found for EXFY: ./output/feature-sets/EXFY.txt
[2025-11-25T23:35:37.063205] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:35:37.063251] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:35:37.063292] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:35:37.063368] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:35:37.121484] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:35:37.122288] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:35:37.122389] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:35:37.122445] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:35:37.222285] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:35:37.222486] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:35:37.222535] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:35:37.222571] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:35:37.226135] [DEBUG] [FORECASTER] EXFY: Forecast T+1@11:T+2@11: UP (p=98.47%)
[2025-11-25T23:35:37.226533] [INFO ] [FORECASTER] Completed predict_future for EXFY
[2025-11-25T23:35:37.226711] [INFO ] [sig       ] EXFY: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:35:37.369217] [INFO ] [LOCAL     ] Saved forecast: EXFY	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/EXFY.txt
[2025-11-25T23:35:37.369369] [INFO ] [sig       ] [1182/3639] Completed EXFY in 0.3s | 3.01 sym/s | Total: 6.6m | ETA: 13.6m
[2025-11-25T23:35:37.369429] [INFO ] [sig       ] [1183/3639] Forecasting EXG...
[2025-11-25T23:35:37.369473] [INFO ] [sig       ] Generating forecast for: EXG
[2025-11-25T23:35:37.369530] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EXG' from 'https://tdm.silogroup.org/data/derivative_storage/EXG.csv'.
[2025-11-25T23:35:37.380756] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EXG'.
[2025-11-25T23:35:37.381065] [INFO ] [FORECASTER] Starting predict_future for EXG
[2025-11-25T23:35:37.381863] [DEBUG] [LOCAL     ] No optimal features file found for EXG: ./output/feature-sets/EXG.txt
[2025-11-25T23:35:37.381933] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:35:37.381979] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:35:37.382021] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:35:37.382091] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:35:37.439852] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:35:37.440755] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:35:37.440857] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:35:37.440905] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:35:37.536508] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:35:37.536719] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:35:37.536772] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:35:37.536806] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:35:37.540200] [DEBUG] [FORECASTER] EXG: Forecast T+1@11:T+2@11: DOWN (p=15.42%)
[2025-11-25T23:35:37.540482] [INFO ] [FORECASTER] Completed predict_future for EXG
[2025-11-25T23:35:37.540618] [INFO ] [sig       ] EXG: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:35:37.684954] [INFO ] [LOCAL     ] Saved forecast: EXG	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/EXG.txt
[2025-11-25T23:35:37.685115] [INFO ] [sig       ] [1183/3639] Completed EXG in 0.3s | 3.01 sym/s | Total: 6.6m | ETA: 13.6m
[2025-11-25T23:35:37.685171] [INFO ] [sig       ] [1184/3639] Forecasting EXK...
[2025-11-25T23:35:37.685215] [INFO ] [sig       ] Generating forecast for: EXK
[2025-11-25T23:35:37.685258] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EXK' from 'https://tdm.silogroup.org/data/derivative_storage/EXK.csv'.
[2025-11-25T23:35:37.697288] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EXK'.
[2025-11-25T23:35:37.697685] [INFO ] [FORECASTER] Starting predict_future for EXK
[2025-11-25T23:35:37.698502] [DEBUG] [LOCAL     ] No optimal features file found for EXK: ./output/feature-sets/EXK.txt
[2025-11-25T23:35:37.698573] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:35:37.698620] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:35:37.698694] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:35:37.698766] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:35:37.756356] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:35:37.757044] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:35:37.757144] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:35:37.757193] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:35:37.849390] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:35:37.849564] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:35:37.849610] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:35:37.849666] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:35:37.853134] [DEBUG] [FORECASTER] EXK: Forecast T+1@11:T+2@11: DOWN (p=24.37%)
[2025-11-25T23:35:37.853430] [INFO ] [FORECASTER] Completed predict_future for EXK
[2025-11-25T23:35:37.853573] [INFO ] [sig       ] EXK: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:35:37.998240] [INFO ] [LOCAL     ] Saved forecast: EXK	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/EXK.txt
[2025-11-25T23:35:37.998407] [INFO ] [sig       ] [1184/3639] Completed EXK in 0.3s | 3.01 sym/s | Total: 6.6m | ETA: 13.6m
[2025-11-25T23:35:37.998462] [INFO ] [sig       ] [1185/3639] Forecasting EXLS...
[2025-11-25T23:35:37.998508] [INFO ] [sig       ] Generating forecast for: EXLS
[2025-11-25T23:35:37.998551] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EXLS' from 'https://tdm.silogroup.org/data/derivative_storage/EXLS.csv'.
[2025-11-25T23:35:38.011726] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EXLS'.
[2025-11-25T23:35:38.012297] [INFO ] [FORECASTER] Starting predict_future for EXLS
[2025-11-25T23:35:38.013370] [DEBUG] [LOCAL     ] No optimal features file found for EXLS: ./output/feature-sets/EXLS.txt
[2025-11-25T23:35:38.013447] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:35:38.013493] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:35:38.013554] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:35:38.013667] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:35:38.081196] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:35:38.082424] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:35:38.082548] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:35:38.082616] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:35:38.193450] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:35:38.193710] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:35:38.193811] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:35:38.193864] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:35:38.198147] [DEBUG] [FORECASTER] EXLS: Forecast T+1@11:T+2@11: UP (p=83.79%)
[2025-11-25T23:35:38.198565] [INFO ] [FORECASTER] Completed predict_future for EXLS
[2025-11-25T23:35:38.198776] [INFO ] [sig       ] EXLS: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:35:38.356694] [INFO ] [LOCAL     ] Saved forecast: EXLS	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/EXLS.txt
[2025-11-25T23:35:38.356926] [INFO ] [sig       ] [1185/3639] Completed EXLS in 0.4s | 3.01 sym/s | Total: 6.6m | ETA: 13.6m
[2025-11-25T23:35:38.356997] [INFO ] [sig       ] [1186/3639] Forecasting EXP...
[2025-11-25T23:35:38.357056] [INFO ] [sig       ] Generating forecast for: EXP
[2025-11-25T23:35:38.357114] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EXP' from 'https://tdm.silogroup.org/data/derivative_storage/EXP.csv'.
[2025-11-25T23:35:38.370040] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EXP'.
[2025-11-25T23:35:38.370412] [INFO ] [FORECASTER] Starting predict_future for EXP
[2025-11-25T23:35:38.371319] [DEBUG] [LOCAL     ] No optimal features file found for EXP: ./output/feature-sets/EXP.txt
[2025-11-25T23:35:38.371398] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:35:38.371449] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:35:38.371495] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:35:38.371586] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:35:38.438134] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:35:38.438910] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:35:38.439014] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:35:38.439066] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:35:38.538209] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:35:38.538409] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:35:38.538462] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:35:38.538499] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:35:38.542271] [DEBUG] [FORECASTER] EXP: Forecast T+1@11:T+2@11: DOWN (p=32.25%)
[2025-11-25T23:35:38.542585] [INFO ] [FORECASTER] Completed predict_future for EXP
[2025-11-25T23:35:38.542767] [INFO ] [sig       ] EXP: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:35:38.712908] [INFO ] [LOCAL     ] Saved forecast: EXP	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/EXP.txt
[2025-11-25T23:35:38.713113] [INFO ] [sig       ] [1186/3639] Completed EXP in 0.4s | 3.01 sym/s | Total: 6.6m | ETA: 13.6m
[2025-11-25T23:35:38.713171] [INFO ] [sig       ] [1187/3639] Forecasting EXPD...
[2025-11-25T23:35:38.713298] [INFO ] [sig       ] Generating forecast for: EXPD
[2025-11-25T23:35:38.713346] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EXPD' from 'https://tdm.silogroup.org/data/derivative_storage/EXPD.csv'.
[2025-11-25T23:35:38.725794] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EXPD'.
[2025-11-25T23:35:38.726229] [INFO ] [FORECASTER] Starting predict_future for EXPD
[2025-11-25T23:35:38.727087] [DEBUG] [LOCAL     ] No optimal features file found for EXPD: ./output/feature-sets/EXPD.txt
[2025-11-25T23:35:38.727158] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:35:38.727206] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:35:38.727248] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:35:38.727317] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:35:38.785872] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:35:38.786824] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:35:38.786930] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:35:38.786979] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:35:38.881173] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:35:38.881376] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:35:38.881423] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:35:38.881458] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:35:38.884982] [DEBUG] [FORECASTER] EXPD: Forecast T+1@11:T+2@11: DOWN (p=3.13%)
[2025-11-25T23:35:38.885281] [INFO ] [FORECASTER] Completed predict_future for EXPD
[2025-11-25T23:35:38.885433] [INFO ] [sig       ] EXPD: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:35:39.029817] [INFO ] [LOCAL     ] Saved forecast: EXPD	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/EXPD.txt
[2025-11-25T23:35:39.030003] [INFO ] [sig       ] [1187/3639] Completed EXPD in 0.3s | 3.01 sym/s | Total: 6.6m | ETA: 13.6m
[2025-11-25T23:35:39.030059] [INFO ] [sig       ] [1188/3639] Forecasting EXPE...
[2025-11-25T23:35:39.030105] [INFO ] [sig       ] Generating forecast for: EXPE
[2025-11-25T23:35:39.030155] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EXPE' from 'https://tdm.silogroup.org/data/derivative_storage/EXPE.csv'.
[2025-11-25T23:35:39.044103] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EXPE'.
[2025-11-25T23:35:39.044738] [INFO ] [FORECASTER] Starting predict_future for EXPE
[2025-11-25T23:35:39.045771] [DEBUG] [LOCAL     ] No optimal features file found for EXPE: ./output/feature-sets/EXPE.txt
[2025-11-25T23:35:39.045845] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:35:39.045897] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:35:39.045940] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:35:39.046013] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:35:39.110398] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:35:39.111403] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:35:39.111514] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:35:39.111563] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:35:39.206088] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:35:39.206240] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:35:39.206288] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:35:39.206323] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:35:39.209793] [DEBUG] [FORECASTER] EXPE: Forecast T+1@11:T+2@11: UP (p=55.27%)
[2025-11-25T23:35:39.210111] [INFO ] [FORECASTER] Completed predict_future for EXPE
[2025-11-25T23:35:39.210270] [INFO ] [sig       ] EXPE: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:35:39.355804] [INFO ] [LOCAL     ] Saved forecast: EXPE	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/EXPE.txt
[2025-11-25T23:35:39.355993] [INFO ] [sig       ] [1188/3639] Completed EXPE in 0.3s | 3.01 sym/s | Total: 6.6m | ETA: 13.6m
[2025-11-25T23:35:39.356051] [INFO ] [sig       ] [1189/3639] Forecasting EXPI...
[2025-11-25T23:35:39.356098] [INFO ] [sig       ] Generating forecast for: EXPI
[2025-11-25T23:35:39.356142] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EXPI' from 'https://tdm.silogroup.org/data/derivative_storage/EXPI.csv'.
[2025-11-25T23:35:39.368349] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EXPI'.
[2025-11-25T23:35:39.368811] [INFO ] [FORECASTER] Starting predict_future for EXPI
[2025-11-25T23:35:39.369745] [DEBUG] [LOCAL     ] No optimal features file found for EXPI: ./output/feature-sets/EXPI.txt
[2025-11-25T23:35:39.369816] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:35:39.369875] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:35:39.369929] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:35:39.370017] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:35:39.431247] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:35:39.432190] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:35:39.432316] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:35:39.432368] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:35:39.524833] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:35:39.525022] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:35:39.525071] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:35:39.525108] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:35:39.528696] [DEBUG] [FORECASTER] EXPI: Forecast T+1@11:T+2@11: UP (p=56.53%)
[2025-11-25T23:35:39.529011] [INFO ] [FORECASTER] Completed predict_future for EXPI
[2025-11-25T23:35:39.529165] [INFO ] [sig       ] EXPI: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:35:39.673958] [INFO ] [LOCAL     ] Saved forecast: EXPI	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/EXPI.txt
[2025-11-25T23:35:39.674114] [INFO ] [sig       ] [1189/3639] Completed EXPI in 0.3s | 3.01 sym/s | Total: 6.6m | ETA: 13.6m
[2025-11-25T23:35:39.674171] [INFO ] [sig       ] [1190/3639] Forecasting EXPO...
[2025-11-25T23:35:39.674216] [INFO ] [sig       ] Generating forecast for: EXPO
[2025-11-25T23:35:39.674262] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EXPO' from 'https://tdm.silogroup.org/data/derivative_storage/EXPO.csv'.
[2025-11-25T23:35:39.686215] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EXPO'.
[2025-11-25T23:35:39.686581] [INFO ] [FORECASTER] Starting predict_future for EXPO
[2025-11-25T23:35:39.687474] [DEBUG] [LOCAL     ] No optimal features file found for EXPO: ./output/feature-sets/EXPO.txt
[2025-11-25T23:35:39.687549] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:35:39.687608] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:35:39.687679] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:35:39.687764] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:35:39.747593] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:35:39.748552] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:35:39.748688] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:35:39.748741] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:35:39.848580] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:35:39.848792] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:35:39.848862] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:35:39.848911] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:35:39.852448] [DEBUG] [FORECASTER] EXPO: Forecast T+1@11:T+2@11: DOWN (p=0.34%)
[2025-11-25T23:35:39.852792] [INFO ] [FORECASTER] Completed predict_future for EXPO
[2025-11-25T23:35:39.852962] [INFO ] [sig       ] EXPO: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:35:39.997139] [INFO ] [LOCAL     ] Saved forecast: EXPO	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/EXPO.txt
[2025-11-25T23:35:39.997283] [INFO ] [sig       ] [1190/3639] Completed EXPO in 0.3s | 3.01 sym/s | Total: 6.6m | ETA: 13.6m
[2025-11-25T23:35:39.997339] [INFO ] [sig       ] [1191/3639] Forecasting EYE...
[2025-11-25T23:35:39.997401] [INFO ] [sig       ] Generating forecast for: EYE
[2025-11-25T23:35:39.997444] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EYE' from 'https://tdm.silogroup.org/data/derivative_storage/EYE.csv'.
[2025-11-25T23:35:40.009286] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EYE'.
[2025-11-25T23:35:40.009671] [INFO ] [FORECASTER] Starting predict_future for EYE
[2025-11-25T23:35:40.010469] [DEBUG] [LOCAL     ] No optimal features file found for EYE: ./output/feature-sets/EYE.txt
[2025-11-25T23:35:40.010539] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:35:40.010586] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:35:40.010626] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:35:40.010718] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:35:40.068397] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:35:40.069041] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:35:40.069135] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:35:40.069182] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:35:40.164247] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:35:40.164388] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:35:40.164431] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:35:40.164465] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:35:40.167896] [DEBUG] [FORECASTER] EYE: Forecast T+1@11:T+2@11: UP (p=73.07%)
[2025-11-25T23:35:40.168180] [INFO ] [FORECASTER] Completed predict_future for EYE
[2025-11-25T23:35:40.168318] [INFO ] [sig       ] EYE: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:35:40.310728] [INFO ] [LOCAL     ] Saved forecast: EYE	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/EYE.txt
[2025-11-25T23:35:40.310871] [INFO ] [sig       ] [1191/3639] Completed EYE in 0.3s | 3.01 sym/s | Total: 6.6m | ETA: 13.6m
[2025-11-25T23:35:40.310925] [INFO ] [sig       ] [1192/3639] Forecasting EZGO...
[2025-11-25T23:35:40.310971] [INFO ] [sig       ] Generating forecast for: EZGO
[2025-11-25T23:35:40.311039] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EZGO' from 'https://tdm.silogroup.org/data/derivative_storage/EZGO.csv'.
[2025-11-25T23:35:40.322526] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EZGO'.
[2025-11-25T23:35:40.322916] [INFO ] [FORECASTER] Starting predict_future for EZGO
[2025-11-25T23:35:40.323761] [DEBUG] [LOCAL     ] No optimal features file found for EZGO: ./output/feature-sets/EZGO.txt
[2025-11-25T23:35:40.323870] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:35:40.323922] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:35:40.323971] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:35:40.324057] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:35:40.380556] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:35:40.381198] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:35:40.381302] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:35:40.381351] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:35:40.475060] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:35:40.475204] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:35:40.475248] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:35:40.475282] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:35:40.478547] [DEBUG] [FORECASTER] EZGO: Forecast T+1@11:T+2@11: UP (p=71.55%)
[2025-11-25T23:35:40.478851] [INFO ] [FORECASTER] Completed predict_future for EZGO
[2025-11-25T23:35:40.478998] [INFO ] [sig       ] EZGO: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:35:40.620785] [INFO ] [LOCAL     ] Saved forecast: EZGO	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/EZGO.txt
[2025-11-25T23:35:40.620925] [INFO ] [sig       ] [1192/3639] Completed EZGO in 0.3s | 3.01 sym/s | Total: 6.6m | ETA: 13.6m
[2025-11-25T23:35:40.620980] [INFO ] [sig       ] [1193/3639] Forecasting F...
[2025-11-25T23:35:40.621023] [INFO ] [sig       ] Generating forecast for: F
[2025-11-25T23:35:40.621139] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'F' from 'https://tdm.silogroup.org/data/derivative_storage/F.csv'.
[2025-11-25T23:35:40.632462] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'F'.
[2025-11-25T23:35:40.632799] [INFO ] [FORECASTER] Starting predict_future for F
[2025-11-25T23:35:40.633582] [DEBUG] [LOCAL     ] No optimal features file found for F: ./output/feature-sets/F.txt
[2025-11-25T23:35:40.633672] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:35:40.633720] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:35:40.633761] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:35:40.633830] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:35:40.694718] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:35:40.695371] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:35:40.695466] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:35:40.695517] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:35:40.783987] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:35:40.784126] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:35:40.784174] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:35:40.784209] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:35:40.787517] [DEBUG] [FORECASTER] F: Forecast T+1@11:T+2@11: UP (p=65.78%)
[2025-11-25T23:35:40.787828] [INFO ] [FORECASTER] Completed predict_future for F
[2025-11-25T23:35:40.787967] [INFO ] [sig       ] F: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:35:40.930080] [INFO ] [LOCAL     ] Saved forecast: F	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/F.txt
[2025-11-25T23:35:40.930220] [INFO ] [sig       ] [1193/3639] Completed F in 0.3s | 3.01 sym/s | Total: 6.6m | ETA: 13.6m
[2025-11-25T23:35:40.930275] [INFO ] [sig       ] [1194/3639] Forecasting FA...
[2025-11-25T23:35:40.930319] [INFO ] [sig       ] Generating forecast for: FA
[2025-11-25T23:35:40.930362] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FA' from 'https://tdm.silogroup.org/data/derivative_storage/FA.csv'.
[2025-11-25T23:35:40.942634] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FA'.
[2025-11-25T23:35:40.943056] [INFO ] [FORECASTER] Starting predict_future for FA
[2025-11-25T23:35:40.943947] [DEBUG] [LOCAL     ] No optimal features file found for FA: ./output/feature-sets/FA.txt
[2025-11-25T23:35:40.944021] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:35:40.944068] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:35:40.944108] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:35:40.944176] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:35:41.002788] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:35:41.003767] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:35:41.003876] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:35:41.003924] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:35:41.098666] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:35:41.098875] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:35:41.098922] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:35:41.098958] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:35:41.102494] [DEBUG] [FORECASTER] FA: Forecast T+1@11:T+2@11: DOWN (p=7.73%)
[2025-11-25T23:35:41.102885] [INFO ] [FORECASTER] Completed predict_future for FA
[2025-11-25T23:35:41.103048] [INFO ] [sig       ] FA: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:35:41.247715] [INFO ] [LOCAL     ] Saved forecast: FA	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/FA.txt
[2025-11-25T23:35:41.247915] [INFO ] [sig       ] [1194/3639] Completed FA in 0.3s | 3.01 sym/s | Total: 6.6m | ETA: 13.5m
[2025-11-25T23:35:41.247971] [INFO ] [sig       ] [1195/3639] Forecasting FAF...
[2025-11-25T23:35:41.248017] [INFO ] [sig       ] Generating forecast for: FAF
[2025-11-25T23:35:41.248061] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FAF' from 'https://tdm.silogroup.org/data/derivative_storage/FAF.csv'.
[2025-11-25T23:35:41.261512] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FAF'.
[2025-11-25T23:35:41.261917] [INFO ] [FORECASTER] Starting predict_future for FAF
[2025-11-25T23:35:41.262771] [DEBUG] [LOCAL     ] No optimal features file found for FAF: ./output/feature-sets/FAF.txt
[2025-11-25T23:35:41.262841] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:35:41.262888] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:35:41.262928] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:35:41.263000] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:35:41.321690] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:35:41.322347] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:35:41.322444] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:35:41.322489] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:35:41.409275] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:35:41.409426] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:35:41.409471] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:35:41.409507] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:35:41.412886] [DEBUG] [FORECASTER] FAF: Forecast T+1@11:T+2@11: UP (p=96.34%)
[2025-11-25T23:35:41.413175] [INFO ] [FORECASTER] Completed predict_future for FAF
[2025-11-25T23:35:41.413309] [INFO ] [sig       ] FAF: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:35:41.557216] [INFO ] [LOCAL     ] Saved forecast: FAF	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/FAF.txt
[2025-11-25T23:35:41.557386] [INFO ] [sig       ] [1195/3639] Completed FAF in 0.3s | 3.01 sym/s | Total: 6.6m | ETA: 13.5m
[2025-11-25T23:35:41.557457] [INFO ] [sig       ] [1196/3639] Forecasting FALN...
[2025-11-25T23:35:41.557511] [INFO ] [sig       ] Generating forecast for: FALN
[2025-11-25T23:35:41.557569] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FALN' from 'https://tdm.silogroup.org/data/derivative_storage/FALN.csv'.
[2025-11-25T23:35:41.568981] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FALN'.
[2025-11-25T23:35:41.569316] [INFO ] [FORECASTER] Starting predict_future for FALN
[2025-11-25T23:35:41.570177] [DEBUG] [LOCAL     ] No optimal features file found for FALN: ./output/feature-sets/FALN.txt
[2025-11-25T23:35:41.570247] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:35:41.570292] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:35:41.570333] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:35:41.570401] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:35:41.627727] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:35:41.628427] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:35:41.628523] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:35:41.628575] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:35:41.716500] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:35:41.716684] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:35:41.716736] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:35:41.716770] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:35:41.720209] [DEBUG] [FORECASTER] FALN: Forecast T+1@11:T+2@11: DOWN (p=1.49%)
[2025-11-25T23:35:41.720503] [INFO ] [FORECASTER] Completed predict_future for FALN
[2025-11-25T23:35:41.720685] [INFO ] [sig       ] FALN: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:35:41.860960] [INFO ] [LOCAL     ] Saved forecast: FALN	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/FALN.txt
[2025-11-25T23:35:41.861140] [INFO ] [sig       ] [1196/3639] Completed FALN in 0.3s | 3.01 sym/s | Total: 6.6m | ETA: 13.5m
[2025-11-25T23:35:41.861195] [INFO ] [sig       ] [1197/3639] Forecasting FANG...
[2025-11-25T23:35:41.861239] [INFO ] [sig       ] Generating forecast for: FANG
[2025-11-25T23:35:41.861281] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FANG' from 'https://tdm.silogroup.org/data/derivative_storage/FANG.csv'.
[2025-11-25T23:35:41.873111] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FANG'.
[2025-11-25T23:35:41.873460] [INFO ] [FORECASTER] Starting predict_future for FANG
[2025-11-25T23:35:41.874302] [DEBUG] [LOCAL     ] No optimal features file found for FANG: ./output/feature-sets/FANG.txt
[2025-11-25T23:35:41.874374] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:35:41.874422] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:35:41.874463] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:35:41.874533] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:35:41.931909] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:35:41.932629] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:35:41.932743] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:35:41.932789] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:35:42.022007] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:35:42.022160] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:35:42.022204] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:35:42.022238] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:35:42.025521] [DEBUG] [FORECASTER] FANG: Forecast T+1@11:T+2@11: DOWN (p=6.57%)
[2025-11-25T23:35:42.025840] [INFO ] [FORECASTER] Completed predict_future for FANG
[2025-11-25T23:35:42.026017] [INFO ] [sig       ] FANG: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:35:42.169950] [INFO ] [LOCAL     ] Saved forecast: FANG	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/FANG.txt
[2025-11-25T23:35:42.170128] [INFO ] [sig       ] [1197/3639] Completed FANG in 0.3s | 3.01 sym/s | Total: 6.6m | ETA: 13.5m
[2025-11-25T23:35:42.170183] [INFO ] [sig       ] [1198/3639] Forecasting FARM...
[2025-11-25T23:35:42.170226] [INFO ] [sig       ] Generating forecast for: FARM
[2025-11-25T23:35:42.170269] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FARM' from 'https://tdm.silogroup.org/data/derivative_storage/FARM.csv'.
[2025-11-25T23:35:42.181442] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FARM'.
[2025-11-25T23:35:42.181812] [INFO ] [FORECASTER] Starting predict_future for FARM
[2025-11-25T23:35:42.182615] [DEBUG] [LOCAL     ] No optimal features file found for FARM: ./output/feature-sets/FARM.txt
[2025-11-25T23:35:42.182706] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:35:42.182751] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:35:42.182792] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:35:42.182859] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:35:42.239701] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:35:42.240365] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:35:42.240459] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:35:42.240505] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:35:42.327230] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:35:42.327406] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:35:42.327453] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:35:42.327487] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:35:42.330886] [DEBUG] [FORECASTER] FARM: Forecast T+1@11:T+2@11: DOWN (p=13.15%)
[2025-11-25T23:35:42.331168] [INFO ] [FORECASTER] Completed predict_future for FARM
[2025-11-25T23:35:42.331306] [INFO ] [sig       ] FARM: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:35:42.473003] [INFO ] [LOCAL     ] Saved forecast: FARM	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/FARM.txt
[2025-11-25T23:35:42.473145] [INFO ] [sig       ] [1198/3639] Completed FARM in 0.3s | 3.01 sym/s | Total: 6.6m | ETA: 13.5m
[2025-11-25T23:35:42.473197] [INFO ] [sig       ] [1199/3639] Forecasting FATBP...
[2025-11-25T23:35:42.473240] [INFO ] [sig       ] Generating forecast for: FATBP
[2025-11-25T23:35:42.473278] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FATBP' from 'https://tdm.silogroup.org/data/derivative_storage/FATBP.csv'.
[2025-11-25T23:35:42.484705] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FATBP'.
[2025-11-25T23:35:42.485031] [INFO ] [FORECASTER] Starting predict_future for FATBP
[2025-11-25T23:35:42.485848] [DEBUG] [LOCAL     ] No optimal features file found for FATBP: ./output/feature-sets/FATBP.txt
[2025-11-25T23:35:42.485917] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:35:42.485962] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:35:42.486002] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:35:42.486069] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:35:42.544053] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:35:42.544731] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:35:42.544825] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:35:42.544874] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:35:42.633340] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:35:42.633471] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:35:42.633537] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:35:42.633578] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:35:42.636884] [DEBUG] [FORECASTER] FATBP: Forecast T+1@11:T+2@11: DOWN (p=46.38%)
[2025-11-25T23:35:42.637164] [INFO ] [FORECASTER] Completed predict_future for FATBP
[2025-11-25T23:35:42.637299] [INFO ] [sig       ] FATBP: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:35:42.779279] [INFO ] [LOCAL     ] Saved forecast: FATBP	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/FATBP.txt
[2025-11-25T23:35:42.779433] [INFO ] [sig       ] [1199/3639] Completed FATBP in 0.3s | 3.01 sym/s | Total: 6.6m | ETA: 13.5m
[2025-11-25T23:35:42.779487] [INFO ] [sig       ] [1200/3639] Forecasting FBIN...
[2025-11-25T23:35:42.779534] [INFO ] [sig       ] Generating forecast for: FBIN
[2025-11-25T23:35:42.779576] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FBIN' from 'https://tdm.silogroup.org/data/derivative_storage/FBIN.csv'.
[2025-11-25T23:35:42.790576] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FBIN'.
[2025-11-25T23:35:42.790920] [INFO ] [FORECASTER] Starting predict_future for FBIN
[2025-11-25T23:35:42.791728] [DEBUG] [LOCAL     ] No optimal features file found for FBIN: ./output/feature-sets/FBIN.txt
[2025-11-25T23:35:42.791797] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:35:42.791842] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:35:42.791880] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:35:42.791948] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:35:42.853242] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:35:42.854097] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:35:42.854194] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:35:42.854242] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:35:42.952605] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:35:42.952749] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:35:42.952795] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:35:42.952830] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:35:42.956128] [DEBUG] [FORECASTER] FBIN: Forecast T+1@11:T+2@11: UP (p=72.04%)
[2025-11-25T23:35:42.956411] [INFO ] [FORECASTER] Completed predict_future for FBIN
[2025-11-25T23:35:42.956547] [INFO ] [sig       ] FBIN: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:35:43.098014] [INFO ] [LOCAL     ] Saved forecast: FBIN	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/FBIN.txt
[2025-11-25T23:35:43.098162] [INFO ] [sig       ] [1200/3639] Completed FBIN in 0.3s | 3.01 sym/s | Total: 6.6m | ETA: 13.5m
[2025-11-25T23:35:43.098217] [INFO ] [sig       ] [1201/3639] Forecasting FBIO...
[2025-11-25T23:35:43.098260] [INFO ] [sig       ] Generating forecast for: FBIO
[2025-11-25T23:35:43.098301] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FBIO' from 'https://tdm.silogroup.org/data/derivative_storage/FBIO.csv'.
[2025-11-25T23:35:43.110102] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FBIO'.
[2025-11-25T23:35:43.110410] [INFO ] [FORECASTER] Starting predict_future for FBIO
[2025-11-25T23:35:43.111275] [DEBUG] [LOCAL     ] No optimal features file found for FBIO: ./output/feature-sets/FBIO.txt
[2025-11-25T23:35:43.111345] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:35:43.111391] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:35:43.111431] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:35:43.111500] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:35:43.169338] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:35:43.170034] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:35:43.170131] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:35:43.170177] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:35:43.248261] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:35:43.248402] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:35:43.248446] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:35:43.248480] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:35:43.251829] [DEBUG] [FORECASTER] FBIO: Forecast T+1@11:T+2@11: DOWN (p=35.91%)
[2025-11-25T23:35:43.252114] [INFO ] [FORECASTER] Completed predict_future for FBIO
[2025-11-25T23:35:43.252246] [INFO ] [sig       ] FBIO: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:35:43.393565] [INFO ] [LOCAL     ] Saved forecast: FBIO	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/FBIO.txt
[2025-11-25T23:35:43.393736] [INFO ] [sig       ] [1201/3639] Completed FBIO in 0.3s | 3.01 sym/s | Total: 6.7m | ETA: 13.5m
[2025-11-25T23:35:43.393793] [INFO ] [sig       ] [1202/3639] Forecasting FBIZ...
[2025-11-25T23:35:43.393837] [INFO ] [sig       ] Generating forecast for: FBIZ
[2025-11-25T23:35:43.393879] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FBIZ' from 'https://tdm.silogroup.org/data/derivative_storage/FBIZ.csv'.
[2025-11-25T23:35:43.405166] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FBIZ'.
[2025-11-25T23:35:43.405499] [INFO ] [FORECASTER] Starting predict_future for FBIZ
[2025-11-25T23:35:43.406498] [DEBUG] [LOCAL     ] No optimal features file found for FBIZ: ./output/feature-sets/FBIZ.txt
[2025-11-25T23:35:43.406570] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:35:43.406620] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:35:43.406682] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:35:43.406753] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:35:43.464434] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:35:43.465082] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:35:43.465176] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:35:43.465224] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:35:43.558193] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:35:43.558315] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:35:43.558357] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:35:43.558391] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:35:43.561602] [DEBUG] [FORECASTER] FBIZ: Forecast T+1@11:T+2@11: UP (p=89.56%)
[2025-11-25T23:35:43.561901] [INFO ] [FORECASTER] Completed predict_future for FBIZ
[2025-11-25T23:35:43.562044] [INFO ] [sig       ] FBIZ: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:35:43.702853] [INFO ] [LOCAL     ] Saved forecast: FBIZ	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/FBIZ.txt
[2025-11-25T23:35:43.702997] [INFO ] [sig       ] [1202/3639] Completed FBIZ in 0.3s | 3.01 sym/s | Total: 6.7m | ETA: 13.5m
[2025-11-25T23:35:43.703052] [INFO ] [sig       ] [1203/3639] Forecasting FBK...
[2025-11-25T23:35:43.703096] [INFO ] [sig       ] Generating forecast for: FBK
[2025-11-25T23:35:43.703137] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FBK' from 'https://tdm.silogroup.org/data/derivative_storage/FBK.csv'.
[2025-11-25T23:35:43.715778] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FBK'.
[2025-11-25T23:35:43.716211] [INFO ] [FORECASTER] Starting predict_future for FBK
[2025-11-25T23:35:43.717196] [DEBUG] [LOCAL     ] No optimal features file found for FBK: ./output/feature-sets/FBK.txt
[2025-11-25T23:35:43.717283] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:35:43.717415] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:35:43.717477] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:35:43.717597] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:35:43.774271] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:35:43.775090] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:35:43.775201] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:35:43.775278] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:35:43.880840] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:35:43.881026] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:35:43.881077] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:35:43.881113] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:35:43.884871] [DEBUG] [FORECASTER] FBK: Forecast T+1@11:T+2@11: DOWN (p=47.96%)
[2025-11-25T23:35:43.885204] [INFO ] [FORECASTER] Completed predict_future for FBK
[2025-11-25T23:35:43.885359] [INFO ] [sig       ] FBK: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:35:44.038961] [INFO ] [LOCAL     ] Saved forecast: FBK	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/FBK.txt
[2025-11-25T23:35:44.039175] [INFO ] [sig       ] [1203/3639] Completed FBK in 0.3s | 3.01 sym/s | Total: 6.7m | ETA: 13.5m
[2025-11-25T23:35:44.039238] [INFO ] [sig       ] [1204/3639] Forecasting FBL...
[2025-11-25T23:35:44.039363] [INFO ] [sig       ] Generating forecast for: FBL
[2025-11-25T23:35:44.039412] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FBL' from 'https://tdm.silogroup.org/data/derivative_storage/FBL.csv'.
[2025-11-25T23:35:44.051742] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FBL'.
[2025-11-25T23:35:44.052156] [INFO ] [FORECASTER] Starting predict_future for FBL
[2025-11-25T23:35:44.053111] [DEBUG] [LOCAL     ] No optimal features file found for FBL: ./output/feature-sets/FBL.txt
[2025-11-25T23:35:44.053185] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:35:44.053246] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:35:44.053300] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:35:44.053393] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:35:44.112224] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:35:44.113031] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:35:44.113130] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:35:44.113194] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:35:44.219107] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:35:44.219307] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:35:44.219357] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:35:44.219393] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:35:44.223022] [DEBUG] [FORECASTER] FBL: Forecast T+1@11:T+2@11: DOWN (p=40.04%)
[2025-11-25T23:35:44.223483] [INFO ] [FORECASTER] Completed predict_future for FBL
[2025-11-25T23:35:44.223726] [INFO ] [sig       ] FBL: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:35:44.376397] [INFO ] [LOCAL     ] Saved forecast: FBL	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/FBL.txt
[2025-11-25T23:35:44.376612] [INFO ] [sig       ] [1204/3639] Completed FBL in 0.3s | 3.01 sym/s | Total: 6.7m | ETA: 13.5m
[2025-11-25T23:35:44.376703] [INFO ] [sig       ] [1205/3639] Forecasting FBNC...
[2025-11-25T23:35:44.376751] [INFO ] [sig       ] Generating forecast for: FBNC
[2025-11-25T23:35:44.376794] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FBNC' from 'https://tdm.silogroup.org/data/derivative_storage/FBNC.csv'.
[2025-11-25T23:35:44.389908] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FBNC'.
[2025-11-25T23:35:44.390321] [INFO ] [FORECASTER] Starting predict_future for FBNC
[2025-11-25T23:35:44.391257] [DEBUG] [LOCAL     ] No optimal features file found for FBNC: ./output/feature-sets/FBNC.txt
[2025-11-25T23:35:44.391338] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:35:44.391405] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:35:44.391466] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:35:44.391545] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:35:44.454013] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:35:44.455056] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:35:44.455163] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:35:44.455214] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:35:44.558165] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:35:44.558365] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:35:44.558414] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:35:44.558448] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:35:44.562347] [DEBUG] [FORECASTER] FBNC: Forecast T+1@11:T+2@11: UP (p=70.58%)
[2025-11-25T23:35:44.562721] [INFO ] [FORECASTER] Completed predict_future for FBNC
[2025-11-25T23:35:44.562896] [INFO ] [sig       ] FBNC: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:35:44.714980] [INFO ] [LOCAL     ] Saved forecast: FBNC	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/FBNC.txt
[2025-11-25T23:35:44.715222] [INFO ] [sig       ] [1205/3639] Completed FBNC in 0.3s | 3.01 sym/s | Total: 6.7m | ETA: 13.5m
[2025-11-25T23:35:44.715301] [INFO ] [sig       ] [1206/3639] Forecasting FBP...
[2025-11-25T23:35:44.715350] [INFO ] [sig       ] Generating forecast for: FBP
[2025-11-25T23:35:44.715393] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FBP' from 'https://tdm.silogroup.org/data/derivative_storage/FBP.csv'.
[2025-11-25T23:35:44.728087] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FBP'.
[2025-11-25T23:35:44.728575] [INFO ] [FORECASTER] Starting predict_future for FBP
[2025-11-25T23:35:44.729509] [DEBUG] [LOCAL     ] No optimal features file found for FBP: ./output/feature-sets/FBP.txt
[2025-11-25T23:35:44.729594] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:35:44.729678] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:35:44.729732] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:35:44.729822] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:35:44.794066] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:35:44.795050] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:35:44.795160] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:35:44.795245] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:35:44.897490] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:35:44.897809] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:35:44.897892] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:35:44.897940] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:35:44.901900] [DEBUG] [FORECASTER] FBP: Forecast T+1@11:T+2@11: DOWN (p=43.35%)
[2025-11-25T23:35:44.902329] [INFO ] [FORECASTER] Completed predict_future for FBP
[2025-11-25T23:35:44.902508] [INFO ] [sig       ] FBP: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:35:45.053878] [INFO ] [LOCAL     ] Saved forecast: FBP	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/FBP.txt
[2025-11-25T23:35:45.054078] [INFO ] [sig       ] [1206/3639] Completed FBP in 0.3s | 3.01 sym/s | Total: 6.7m | ETA: 13.5m
[2025-11-25T23:35:45.054133] [INFO ] [sig       ] [1207/3639] Forecasting FC...
[2025-11-25T23:35:45.054188] [INFO ] [sig       ] Generating forecast for: FC
[2025-11-25T23:35:45.054234] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FC' from 'https://tdm.silogroup.org/data/derivative_storage/FC.csv'.
[2025-11-25T23:35:45.065707] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FC'.
[2025-11-25T23:35:45.065998] [INFO ] [FORECASTER] Starting predict_future for FC
[2025-11-25T23:35:45.066815] [DEBUG] [LOCAL     ] No optimal features file found for FC: ./output/feature-sets/FC.txt
[2025-11-25T23:35:45.066885] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:35:45.066932] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:35:45.066973] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:35:45.067042] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:35:45.124757] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:35:45.125401] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:35:45.125496] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:35:45.125543] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:35:45.230204] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:35:45.230370] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:35:45.230415] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:35:45.230448] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:35:45.233908] [DEBUG] [FORECASTER] FC: Forecast T+1@11:T+2@11: UP (p=83.08%)
[2025-11-25T23:35:45.234347] [INFO ] [FORECASTER] Completed predict_future for FC
[2025-11-25T23:35:45.234561] [INFO ] [sig       ] FC: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:35:45.374506] [INFO ] [LOCAL     ] Saved forecast: FC	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/FC.txt
[2025-11-25T23:35:45.374668] [INFO ] [sig       ] [1207/3639] Completed FC in 0.3s | 3.01 sym/s | Total: 6.7m | ETA: 13.5m
[2025-11-25T23:35:45.374724] [INFO ] [sig       ] [1208/3639] Forecasting FCAL...
[2025-11-25T23:35:45.374767] [INFO ] [sig       ] Generating forecast for: FCAL
[2025-11-25T23:35:45.374810] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FCAL' from 'https://tdm.silogroup.org/data/derivative_storage/FCAL.csv'.
[2025-11-25T23:35:45.386334] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FCAL'.
[2025-11-25T23:35:45.386685] [INFO ] [FORECASTER] Starting predict_future for FCAL
[2025-11-25T23:35:45.387519] [DEBUG] [LOCAL     ] No optimal features file found for FCAL: ./output/feature-sets/FCAL.txt
[2025-11-25T23:35:45.387593] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:35:45.387658] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:35:45.387705] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:35:45.387773] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:35:45.445037] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:35:45.445699] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:35:45.445793] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:35:45.445841] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:35:45.532818] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:35:45.533007] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:35:45.533053] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:35:45.533087] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:35:45.536474] [DEBUG] [FORECASTER] FCAL: Forecast T+1@11:T+2@11: UP (p=88.51%)
[2025-11-25T23:35:45.536810] [INFO ] [FORECASTER] Completed predict_future for FCAL
[2025-11-25T23:35:45.536959] [INFO ] [sig       ] FCAL: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:35:45.678835] [INFO ] [LOCAL     ] Saved forecast: FCAL	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/FCAL.txt
[2025-11-25T23:35:45.678995] [INFO ] [sig       ] [1208/3639] Completed FCAL in 0.3s | 3.01 sym/s | Total: 6.7m | ETA: 13.5m
[2025-11-25T23:35:45.679049] [INFO ] [sig       ] [1209/3639] Forecasting FCBC...
[2025-11-25T23:35:45.679095] [INFO ] [sig       ] Generating forecast for: FCBC
[2025-11-25T23:35:45.679138] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FCBC' from 'https://tdm.silogroup.org/data/derivative_storage/FCBC.csv'.
[2025-11-25T23:35:45.690977] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FCBC'.
[2025-11-25T23:35:45.691277] [INFO ] [FORECASTER] Starting predict_future for FCBC
[2025-11-25T23:35:45.692120] [DEBUG] [LOCAL     ] No optimal features file found for FCBC: ./output/feature-sets/FCBC.txt
[2025-11-25T23:35:45.692190] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:35:45.692236] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:35:45.692288] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:35:45.692383] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:35:45.751212] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:35:45.752168] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:35:45.752271] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:35:45.752336] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:35:45.863572] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:35:45.864211] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:35:45.864273] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:35:45.864310] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:35:45.868228] [DEBUG] [FORECASTER] FCBC: Forecast T+1@11:T+2@11: DOWN (p=11.86%)
[2025-11-25T23:35:45.868538] [INFO ] [FORECASTER] Completed predict_future for FCBC
[2025-11-25T23:35:45.868725] [INFO ] [sig       ] FCBC: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:35:46.015021] [INFO ] [LOCAL     ] Saved forecast: FCBC	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/FCBC.txt
[2025-11-25T23:35:46.015181] [INFO ] [sig       ] [1209/3639] Completed FCBC in 0.3s | 3.01 sym/s | Total: 6.7m | ETA: 13.5m
[2025-11-25T23:35:46.015236] [INFO ] [sig       ] [1210/3639] Forecasting FCCO...
[2025-11-25T23:35:46.015292] [INFO ] [sig       ] Generating forecast for: FCCO
[2025-11-25T23:35:46.015345] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FCCO' from 'https://tdm.silogroup.org/data/derivative_storage/FCCO.csv'.
[2025-11-25T23:35:46.028854] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FCCO'.
[2025-11-25T23:35:46.029278] [INFO ] [FORECASTER] Starting predict_future for FCCO
[2025-11-25T23:35:46.030153] [DEBUG] [LOCAL     ] No optimal features file found for FCCO: ./output/feature-sets/FCCO.txt
[2025-11-25T23:35:46.030224] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:35:46.030271] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:35:46.030311] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:35:46.030380] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:35:46.087874] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:35:46.088582] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:35:46.088699] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:35:46.088747] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:35:46.187295] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:35:46.187520] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:35:46.187568] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:35:46.187626] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:35:46.191093] [DEBUG] [FORECASTER] FCCO: Forecast T+1@11:T+2@11: DOWN (p=33.42%)
[2025-11-25T23:35:46.191389] [INFO ] [FORECASTER] Completed predict_future for FCCO
[2025-11-25T23:35:46.191535] [INFO ] [sig       ] FCCO: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:35:46.333475] [INFO ] [LOCAL     ] Saved forecast: FCCO	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/FCCO.txt
[2025-11-25T23:35:46.333662] [INFO ] [sig       ] [1210/3639] Completed FCCO in 0.3s | 3.01 sym/s | Total: 6.7m | ETA: 13.4m
[2025-11-25T23:35:46.333720] [INFO ] [sig       ] [1211/3639] Forecasting FCEL...
[2025-11-25T23:35:46.333763] [INFO ] [sig       ] Generating forecast for: FCEL
[2025-11-25T23:35:46.333805] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FCEL' from 'https://tdm.silogroup.org/data/derivative_storage/FCEL.csv'.
[2025-11-25T23:35:46.345843] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FCEL'.
[2025-11-25T23:35:46.346183] [INFO ] [FORECASTER] Starting predict_future for FCEL
[2025-11-25T23:35:46.347006] [DEBUG] [LOCAL     ] No optimal features file found for FCEL: ./output/feature-sets/FCEL.txt
[2025-11-25T23:35:46.347076] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:35:46.347123] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:35:46.347163] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:35:46.347233] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:35:46.404145] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:35:46.404994] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:35:46.405098] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:35:46.405140] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:35:46.501094] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:35:46.501291] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:35:46.501338] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:35:46.501372] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:35:46.505130] [DEBUG] [FORECASTER] FCEL: Forecast T+1@11:T+2@11: DOWN (p=45.67%)
[2025-11-25T23:35:46.505501] [INFO ] [FORECASTER] Completed predict_future for FCEL
[2025-11-25T23:35:46.505710] [INFO ] [sig       ] FCEL: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:35:46.662262] [INFO ] [LOCAL     ] Saved forecast: FCEL	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/FCEL.txt
[2025-11-25T23:35:46.662487] [INFO ] [sig       ] [1211/3639] Completed FCEL in 0.3s | 3.01 sym/s | Total: 6.7m | ETA: 13.4m
[2025-11-25T23:35:46.662560] [INFO ] [sig       ] [1212/3639] Forecasting FCF...
[2025-11-25T23:35:46.662609] [INFO ] [sig       ] Generating forecast for: FCF
[2025-11-25T23:35:46.662677] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FCF' from 'https://tdm.silogroup.org/data/derivative_storage/FCF.csv'.
[2025-11-25T23:35:46.675260] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FCF'.
[2025-11-25T23:35:46.675693] [INFO ] [FORECASTER] Starting predict_future for FCF
[2025-11-25T23:35:46.676509] [DEBUG] [LOCAL     ] No optimal features file found for FCF: ./output/feature-sets/FCF.txt
[2025-11-25T23:35:46.676581] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:35:46.676630] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:35:46.676699] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:35:46.676773] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:35:46.735454] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:35:46.736271] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:35:46.736376] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:35:46.736446] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:35:46.834793] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:35:46.834986] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:35:46.835035] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:35:46.835087] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:35:46.838710] [DEBUG] [FORECASTER] FCF: Forecast T+1@11:T+2@11: DOWN (p=46.02%)
[2025-11-25T23:35:46.839010] [INFO ] [FORECASTER] Completed predict_future for FCF
[2025-11-25T23:35:46.839164] [INFO ] [sig       ] FCF: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:35:46.990392] [INFO ] [LOCAL     ] Saved forecast: FCF	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/FCF.txt
[2025-11-25T23:35:46.990589] [INFO ] [sig       ] [1212/3639] Completed FCF in 0.3s | 3.01 sym/s | Total: 6.7m | ETA: 13.4m
[2025-11-25T23:35:46.990676] [INFO ] [sig       ] [1213/3639] Forecasting FCFS...
[2025-11-25T23:35:46.990723] [INFO ] [sig       ] Generating forecast for: FCFS
[2025-11-25T23:35:46.990770] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FCFS' from 'https://tdm.silogroup.org/data/derivative_storage/FCFS.csv'.
[2025-11-25T23:35:47.002870] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FCFS'.
[2025-11-25T23:35:47.003191] [INFO ] [FORECASTER] Starting predict_future for FCFS
[2025-11-25T23:35:47.004092] [DEBUG] [LOCAL     ] No optimal features file found for FCFS: ./output/feature-sets/FCFS.txt
[2025-11-25T23:35:47.004164] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:35:47.004211] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:35:47.004254] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:35:47.004325] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:35:47.066472] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:35:47.067301] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:35:47.067448] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:35:47.067514] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:35:47.165712] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:35:47.165881] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:35:47.165927] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:35:47.165962] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:35:47.169715] [DEBUG] [FORECASTER] FCFS: Forecast T+1@11:T+2@11: DOWN (p=3.36%)
[2025-11-25T23:35:47.170025] [INFO ] [FORECASTER] Completed predict_future for FCFS
[2025-11-25T23:35:47.170171] [INFO ] [sig       ] FCFS: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:35:47.317412] [INFO ] [LOCAL     ] Saved forecast: FCFS	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/FCFS.txt
[2025-11-25T23:35:47.317602] [INFO ] [sig       ] [1213/3639] Completed FCFS in 0.3s | 3.01 sym/s | Total: 6.7m | ETA: 13.4m
[2025-11-25T23:35:47.317679] [INFO ] [sig       ] [1214/3639] Forecasting FCN...
[2025-11-25T23:35:47.317728] [INFO ] [sig       ] Generating forecast for: FCN
[2025-11-25T23:35:47.317771] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FCN' from 'https://tdm.silogroup.org/data/derivative_storage/FCN.csv'.
[2025-11-25T23:35:47.328371] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FCN'.
[2025-11-25T23:35:47.328707] [INFO ] [FORECASTER] Starting predict_future for FCN
[2025-11-25T23:35:47.329508] [DEBUG] [LOCAL     ] No optimal features file found for FCN: ./output/feature-sets/FCN.txt
[2025-11-25T23:35:47.329580] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:35:47.329629] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:35:47.329693] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:35:47.329779] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:35:47.389165] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:35:47.389858] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:35:47.389956] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:35:47.390005] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:35:47.483872] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:35:47.484222] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:35:47.484266] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:35:47.484301] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:35:47.487619] [DEBUG] [FORECASTER] FCN: Forecast T+1@11:T+2@11: UP (p=75.15%)
[2025-11-25T23:35:47.487964] [INFO ] [FORECASTER] Completed predict_future for FCN
[2025-11-25T23:35:47.488137] [INFO ] [sig       ] FCN: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:35:47.636844] [INFO ] [LOCAL     ] Saved forecast: FCN	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/FCN.txt
[2025-11-25T23:35:47.637006] [INFO ] [sig       ] [1214/3639] Completed FCN in 0.3s | 3.01 sym/s | Total: 6.7m | ETA: 13.4m
[2025-11-25T23:35:47.637060] [INFO ] [sig       ] [1215/3639] Forecasting FCNCA...
[2025-11-25T23:35:47.637104] [INFO ] [sig       ] Generating forecast for: FCNCA
[2025-11-25T23:35:47.637146] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FCNCA' from 'https://tdm.silogroup.org/data/derivative_storage/FCNCA.csv'.
[2025-11-25T23:35:47.652136] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FCNCA'.
[2025-11-25T23:35:47.652478] [INFO ] [FORECASTER] Starting predict_future for FCNCA
[2025-11-25T23:35:47.653301] [DEBUG] [LOCAL     ] No optimal features file found for FCNCA: ./output/feature-sets/FCNCA.txt
[2025-11-25T23:35:47.653370] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:35:47.653417] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:35:47.653458] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:35:47.653527] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:35:47.713028] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:35:47.713785] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:35:47.713880] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:35:47.713926] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:35:47.813082] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:35:47.813312] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:35:47.813393] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:35:47.813456] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:35:47.819230] [DEBUG] [FORECASTER] FCNCA: Forecast T+1@11:T+2@11: UP (p=60.62%)
[2025-11-25T23:35:47.819756] [INFO ] [FORECASTER] Completed predict_future for FCNCA
[2025-11-25T23:35:47.819957] [INFO ] [sig       ] FCNCA: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:35:47.968153] [INFO ] [LOCAL     ] Saved forecast: FCNCA	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/FCNCA.txt
[2025-11-25T23:35:47.968408] [INFO ] [sig       ] [1215/3639] Completed FCNCA in 0.3s | 3.01 sym/s | Total: 6.7m | ETA: 13.4m
[2025-11-25T23:35:47.968497] [INFO ] [sig       ] [1216/3639] Forecasting FCNCO...
[2025-11-25T23:35:47.968574] [INFO ] [sig       ] Generating forecast for: FCNCO
[2025-11-25T23:35:47.968632] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FCNCO' from 'https://tdm.silogroup.org/data/derivative_storage/FCNCO.csv'.
[2025-11-25T23:35:47.981809] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FCNCO'.
[2025-11-25T23:35:47.982277] [INFO ] [FORECASTER] Starting predict_future for FCNCO
[2025-11-25T23:35:47.983202] [DEBUG] [LOCAL     ] No optimal features file found for FCNCO: ./output/feature-sets/FCNCO.txt
[2025-11-25T23:35:47.983276] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:35:47.983325] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:35:47.983366] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:35:47.983435] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:35:48.063510] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:35:48.064746] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:35:48.064881] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:35:48.066410] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:35:48.212448] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:35:48.212720] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:35:48.212811] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:35:48.212874] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:35:48.218236] [DEBUG] [FORECASTER] FCNCO: Forecast T+1@11:T+2@11: DOWN (p=31.34%)
[2025-11-25T23:35:48.218739] [INFO ] [FORECASTER] Completed predict_future for FCNCO
[2025-11-25T23:35:48.218982] [INFO ] [sig       ] FCNCO: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:35:48.456430] [INFO ] [LOCAL     ] Saved forecast: FCNCO	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/FCNCO.txt
[2025-11-25T23:35:48.456732] [INFO ] [sig       ] [1216/3639] Completed FCNCO in 0.5s | 3.01 sym/s | Total: 6.7m | ETA: 13.4m
[2025-11-25T23:35:48.456819] [INFO ] [sig       ] [1217/3639] Forecasting FCNCP...
[2025-11-25T23:35:48.456884] [INFO ] [sig       ] Generating forecast for: FCNCP
[2025-11-25T23:35:48.456949] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FCNCP' from 'https://tdm.silogroup.org/data/derivative_storage/FCNCP.csv'.
[2025-11-25T23:35:48.474125] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FCNCP'.
[2025-11-25T23:35:48.474699] [INFO ] [FORECASTER] Starting predict_future for FCNCP
[2025-11-25T23:35:48.476065] [DEBUG] [LOCAL     ] No optimal features file found for FCNCP: ./output/feature-sets/FCNCP.txt
[2025-11-25T23:35:48.476171] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:35:48.476232] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:35:48.476284] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:35:48.476382] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:35:48.557078] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:35:48.558349] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:35:48.558562] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:35:48.558637] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:35:48.641968] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:35:48.642183] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:35:48.642269] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:35:48.642326] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:35:48.646462] [DEBUG] [FORECASTER] FCNCP: Forecast T+1@11:T+2@11: UP (p=96.57%)
[2025-11-25T23:35:48.646958] [INFO ] [FORECASTER] Completed predict_future for FCNCP
[2025-11-25T23:35:48.647175] [INFO ] [sig       ] FCNCP: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:35:48.794561] [INFO ] [LOCAL     ] Saved forecast: FCNCP	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/FCNCP.txt
[2025-11-25T23:35:48.794776] [INFO ] [sig       ] [1217/3639] Completed FCNCP in 0.3s | 3.01 sym/s | Total: 6.7m | ETA: 13.4m
[2025-11-25T23:35:48.794835] [INFO ] [sig       ] [1218/3639] Forecasting FCTE...
[2025-11-25T23:35:48.794879] [INFO ] [sig       ] Generating forecast for: FCTE
[2025-11-25T23:35:48.794933] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FCTE' from 'https://tdm.silogroup.org/data/derivative_storage/FCTE.csv'.
[2025-11-25T23:35:48.807394] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FCTE'.
[2025-11-25T23:35:48.807895] [INFO ] [FORECASTER] Starting predict_future for FCTE
[2025-11-25T23:35:48.808881] [DEBUG] [LOCAL     ] No optimal features file found for FCTE: ./output/feature-sets/FCTE.txt
[2025-11-25T23:35:48.808960] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:35:48.809007] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:35:48.809049] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:35:48.809121] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:35:48.868474] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:35:48.869744] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:35:48.869874] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:35:48.869928] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:35:48.981683] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:35:48.981887] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:35:48.981961] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:35:48.982003] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:35:48.985981] [DEBUG] [FORECASTER] FCTE: Forecast T+1@11:T+2@11: UP (p=68.09%)
[2025-11-25T23:35:48.986514] [INFO ] [FORECASTER] Completed predict_future for FCTE
[2025-11-25T23:35:48.986759] [INFO ] [sig       ] FCTE: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:35:49.143477] [INFO ] [LOCAL     ] Saved forecast: FCTE	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/FCTE.txt
[2025-11-25T23:35:49.143685] [INFO ] [sig       ] [1218/3639] Completed FCTE in 0.3s | 3.01 sym/s | Total: 6.7m | ETA: 13.4m
[2025-11-25T23:35:49.143744] [INFO ] [sig       ] [1219/3639] Forecasting FCX...
[2025-11-25T23:35:49.143792] [INFO ] [sig       ] Generating forecast for: FCX
[2025-11-25T23:35:49.143835] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FCX' from 'https://tdm.silogroup.org/data/derivative_storage/FCX.csv'.
[2025-11-25T23:35:49.156196] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FCX'.
[2025-11-25T23:35:49.156609] [INFO ] [FORECASTER] Starting predict_future for FCX
[2025-11-25T23:35:49.157486] [DEBUG] [LOCAL     ] No optimal features file found for FCX: ./output/feature-sets/FCX.txt
[2025-11-25T23:35:49.157558] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:35:49.157605] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:35:49.157663] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:35:49.157736] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:35:49.219334] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:35:49.220249] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:35:49.220354] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:35:49.220405] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:35:49.324451] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:35:49.324661] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:35:49.324745] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:35:49.324795] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:35:49.328345] [DEBUG] [FORECASTER] FCX: Forecast T+1@11:T+2@11: DOWN (p=23.42%)
[2025-11-25T23:35:49.328713] [INFO ] [FORECASTER] Completed predict_future for FCX
[2025-11-25T23:35:49.328887] [INFO ] [sig       ] FCX: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:35:49.471221] [INFO ] [LOCAL     ] Saved forecast: FCX	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/FCX.txt
[2025-11-25T23:35:49.471388] [INFO ] [sig       ] [1219/3639] Completed FCX in 0.3s | 3.01 sym/s | Total: 6.8m | ETA: 13.4m
[2025-11-25T23:35:49.471439] [INFO ] [sig       ] [1220/3639] Forecasting FDBC...
[2025-11-25T23:35:49.471491] [INFO ] [sig       ] Generating forecast for: FDBC
[2025-11-25T23:35:49.471544] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FDBC' from 'https://tdm.silogroup.org/data/derivative_storage/FDBC.csv'.
[2025-11-25T23:35:49.481535] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FDBC'.
[2025-11-25T23:35:49.481877] [INFO ] [FORECASTER] Starting predict_future for FDBC
[2025-11-25T23:35:49.482832] [DEBUG] [LOCAL     ] No optimal features file found for FDBC: ./output/feature-sets/FDBC.txt
[2025-11-25T23:35:49.482903] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:35:49.482960] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:35:49.483012] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:35:49.483097] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:35:49.541687] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:35:49.542452] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:35:49.542556] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:35:49.542606] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:35:49.620531] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:35:49.620691] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:35:49.620744] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:35:49.620781] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:35:49.624142] [DEBUG] [FORECASTER] FDBC: Forecast T+1@11:T+2@11: DOWN (p=18.80%)
[2025-11-25T23:35:49.624432] [INFO ] [FORECASTER] Completed predict_future for FDBC
[2025-11-25T23:35:49.624574] [INFO ] [sig       ] FDBC: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:35:49.768524] [INFO ] [LOCAL     ] Saved forecast: FDBC	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/FDBC.txt
[2025-11-25T23:35:49.768739] [INFO ] [sig       ] [1220/3639] Completed FDBC in 0.3s | 3.01 sym/s | Total: 6.8m | ETA: 13.4m
[2025-11-25T23:35:49.768814] [INFO ] [sig       ] [1221/3639] Forecasting FDIF...
[2025-11-25T23:35:49.768878] [INFO ] [sig       ] Generating forecast for: FDIF
[2025-11-25T23:35:49.768943] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FDIF' from 'https://tdm.silogroup.org/data/derivative_storage/FDIF.csv'.
[2025-11-25T23:35:49.780674] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FDIF'.
[2025-11-25T23:35:49.781015] [INFO ] [FORECASTER] Starting predict_future for FDIF
[2025-11-25T23:35:49.781874] [DEBUG] [LOCAL     ] No optimal features file found for FDIF: ./output/feature-sets/FDIF.txt
[2025-11-25T23:35:49.781944] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:35:49.781991] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:35:49.782033] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:35:49.782105] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:35:49.841588] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:35:49.842468] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:35:49.842581] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:35:49.842631] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:35:49.926794] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:35:49.926980] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:35:49.927026] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:35:49.927062] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:35:49.930616] [DEBUG] [FORECASTER] FDIF: Forecast T+1@11:T+2@11: UP (p=95.97%)
[2025-11-25T23:35:49.930978] [INFO ] [FORECASTER] Completed predict_future for FDIF
[2025-11-25T23:35:49.931140] [INFO ] [sig       ] FDIF: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:35:50.084993] [INFO ] [LOCAL     ] Saved forecast: FDIF	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/FDIF.txt
[2025-11-25T23:35:50.085201] [INFO ] [sig       ] [1221/3639] Completed FDIF in 0.3s | 3.01 sym/s | Total: 6.8m | ETA: 13.4m
[2025-11-25T23:35:50.085259] [INFO ] [sig       ] [1222/3639] Forecasting FDIG...
[2025-11-25T23:35:50.085304] [INFO ] [sig       ] Generating forecast for: FDIG
[2025-11-25T23:35:50.085348] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FDIG' from 'https://tdm.silogroup.org/data/derivative_storage/FDIG.csv'.
[2025-11-25T23:35:50.097252] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FDIG'.
[2025-11-25T23:35:50.097660] [INFO ] [FORECASTER] Starting predict_future for FDIG
[2025-11-25T23:35:50.098513] [DEBUG] [LOCAL     ] No optimal features file found for FDIG: ./output/feature-sets/FDIG.txt
[2025-11-25T23:35:50.098585] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:35:50.098633] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:35:50.098699] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:35:50.098773] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:35:50.156944] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:35:50.157809] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:35:50.157912] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:35:50.157963] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:35:50.248448] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:35:50.248616] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:35:50.248683] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:35:50.248729] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:35:50.252163] [DEBUG] [FORECASTER] FDIG: Forecast T+1@11:T+2@11: UP (p=98.52%)
[2025-11-25T23:35:50.252456] [INFO ] [FORECASTER] Completed predict_future for FDIG
[2025-11-25T23:35:50.252593] [INFO ] [sig       ] FDIG: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:35:50.394396] [INFO ] [LOCAL     ] Saved forecast: FDIG	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/FDIG.txt
[2025-11-25T23:35:50.394605] [INFO ] [sig       ] [1222/3639] Completed FDIG in 0.3s | 3.01 sym/s | Total: 6.8m | ETA: 13.4m
[2025-11-25T23:35:50.394696] [INFO ] [sig       ] [1223/3639] Forecasting FDP...
[2025-11-25T23:35:50.394759] [INFO ] [sig       ] Generating forecast for: FDP
[2025-11-25T23:35:50.394815] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FDP' from 'https://tdm.silogroup.org/data/derivative_storage/FDP.csv'.
[2025-11-25T23:35:50.406982] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FDP'.
[2025-11-25T23:35:50.407441] [INFO ] [FORECASTER] Starting predict_future for FDP
[2025-11-25T23:35:50.408305] [DEBUG] [LOCAL     ] No optimal features file found for FDP: ./output/feature-sets/FDP.txt
[2025-11-25T23:35:50.408378] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:35:50.408438] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:35:50.408492] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:35:50.408580] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:35:50.468920] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:35:50.471090] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:35:50.471187] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:35:50.471246] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:35:50.567496] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:35:50.567664] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:35:50.567734] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:35:50.567782] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:35:50.571082] [DEBUG] [FORECASTER] FDP: Forecast T+1@11:T+2@11: UP (p=92.16%)
[2025-11-25T23:35:50.571381] [INFO ] [FORECASTER] Completed predict_future for FDP
[2025-11-25T23:35:50.571562] [INFO ] [sig       ] FDP: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:35:50.714876] [INFO ] [LOCAL     ] Saved forecast: FDP	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/FDP.txt
[2025-11-25T23:35:50.715040] [INFO ] [sig       ] [1223/3639] Completed FDP in 0.3s | 3.01 sym/s | Total: 6.8m | ETA: 13.4m
[2025-11-25T23:35:50.715097] [INFO ] [sig       ] [1224/3639] Forecasting FDS...
[2025-11-25T23:35:50.715141] [INFO ] [sig       ] Generating forecast for: FDS
[2025-11-25T23:35:50.715186] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FDS' from 'https://tdm.silogroup.org/data/derivative_storage/FDS.csv'.
[2025-11-25T23:35:50.727953] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FDS'.
[2025-11-25T23:35:50.728384] [INFO ] [FORECASTER] Starting predict_future for FDS
[2025-11-25T23:35:50.729261] [DEBUG] [LOCAL     ] No optimal features file found for FDS: ./output/feature-sets/FDS.txt
[2025-11-25T23:35:50.729335] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:35:50.729384] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:35:50.729427] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:35:50.729496] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:35:50.792924] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:35:50.794132] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:35:50.794246] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:35:50.794308] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:35:50.908913] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:35:50.909120] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:35:50.909167] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:35:50.909205] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:35:50.912805] [DEBUG] [FORECASTER] FDS: Forecast T+1@11:T+2@11: UP (p=94.16%)
[2025-11-25T23:35:50.913132] [INFO ] [FORECASTER] Completed predict_future for FDS
[2025-11-25T23:35:50.913286] [INFO ] [sig       ] FDS: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:35:51.060914] [INFO ] [LOCAL     ] Saved forecast: FDS	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/FDS.txt
[2025-11-25T23:35:51.061107] [INFO ] [sig       ] [1224/3639] Completed FDS in 0.3s | 3.01 sym/s | Total: 6.8m | ETA: 13.4m
[2025-11-25T23:35:51.061158] [INFO ] [sig       ] [1225/3639] Forecasting FDTX...
[2025-11-25T23:35:51.061204] [INFO ] [sig       ] Generating forecast for: FDTX
[2025-11-25T23:35:51.061246] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FDTX' from 'https://tdm.silogroup.org/data/derivative_storage/FDTX.csv'.
[2025-11-25T23:35:51.074065] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FDTX'.
[2025-11-25T23:35:51.074463] [INFO ] [FORECASTER] Starting predict_future for FDTX
[2025-11-25T23:35:51.075308] [DEBUG] [LOCAL     ] No optimal features file found for FDTX: ./output/feature-sets/FDTX.txt
[2025-11-25T23:35:51.075379] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:35:51.075424] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:35:51.075464] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:35:51.075541] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:35:51.134877] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:35:51.135858] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:35:51.135978] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:35:51.136027] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:35:51.234128] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:35:51.234320] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:35:51.234367] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:35:51.234404] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:35:51.237934] [DEBUG] [FORECASTER] FDTX: Forecast T+1@11:T+2@11: DOWN (p=43.95%)
[2025-11-25T23:35:51.238275] [INFO ] [FORECASTER] Completed predict_future for FDTX
[2025-11-25T23:35:51.238440] [INFO ] [sig       ] FDTX: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:35:51.383713] [INFO ] [LOCAL     ] Saved forecast: FDTX	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/FDTX.txt
[2025-11-25T23:35:51.383901] [INFO ] [sig       ] [1225/3639] Completed FDTX in 0.3s | 3.01 sym/s | Total: 6.8m | ETA: 13.4m
[2025-11-25T23:35:51.383959] [INFO ] [sig       ] [1226/3639] Forecasting FDUS...
[2025-11-25T23:35:51.384006] [INFO ] [sig       ] Generating forecast for: FDUS
[2025-11-25T23:35:51.384049] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FDUS' from 'https://tdm.silogroup.org/data/derivative_storage/FDUS.csv'.
[2025-11-25T23:35:51.395716] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FDUS'.
[2025-11-25T23:35:51.396132] [INFO ] [FORECASTER] Starting predict_future for FDUS
[2025-11-25T23:35:51.397024] [DEBUG] [LOCAL     ] No optimal features file found for FDUS: ./output/feature-sets/FDUS.txt
[2025-11-25T23:35:51.397096] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:35:51.397143] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:35:51.397185] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:35:51.397256] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:35:51.456305] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:35:51.457591] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:35:51.457748] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:35:51.457808] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:35:51.561549] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:35:51.561763] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:35:51.561838] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:35:51.561887] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:35:51.565520] [DEBUG] [FORECASTER] FDUS: Forecast T+1@11:T+2@11: UP (p=84.36%)
[2025-11-25T23:35:51.565936] [INFO ] [FORECASTER] Completed predict_future for FDUS
[2025-11-25T23:35:51.566134] [INFO ] [sig       ] FDUS: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:35:51.725630] [INFO ] [LOCAL     ] Saved forecast: FDUS	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/FDUS.txt
[2025-11-25T23:35:51.725837] [INFO ] [sig       ] [1226/3639] Completed FDUS in 0.3s | 3.01 sym/s | Total: 6.8m | ETA: 13.4m
[2025-11-25T23:35:51.725893] [INFO ] [sig       ] [1227/3639] Forecasting FDX...
[2025-11-25T23:35:51.725936] [INFO ] [sig       ] Generating forecast for: FDX
[2025-11-25T23:35:51.725984] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FDX' from 'https://tdm.silogroup.org/data/derivative_storage/FDX.csv'.
[2025-11-25T23:35:51.738020] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FDX'.
[2025-11-25T23:35:51.738442] [INFO ] [FORECASTER] Starting predict_future for FDX
[2025-11-25T23:35:51.739285] [DEBUG] [LOCAL     ] No optimal features file found for FDX: ./output/feature-sets/FDX.txt
[2025-11-25T23:35:51.739373] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:35:51.739435] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:35:51.739501] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:35:51.739613] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:35:51.800981] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:35:51.801911] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:35:51.802013] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:35:51.802061] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:35:51.897987] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:35:51.898168] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:35:51.898215] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:35:51.898252] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:35:51.901786] [DEBUG] [FORECASTER] FDX: Forecast T+1@11:T+2@11: DOWN (p=37.15%)
[2025-11-25T23:35:51.902114] [INFO ] [FORECASTER] Completed predict_future for FDX
[2025-11-25T23:35:51.902302] [INFO ] [sig       ] FDX: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:35:52.054956] [INFO ] [LOCAL     ] Saved forecast: FDX	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/FDX.txt
[2025-11-25T23:35:52.055378] [INFO ] [sig       ] [1227/3639] Completed FDX in 0.3s | 3.01 sym/s | Total: 6.8m | ETA: 13.4m
[2025-11-25T23:35:52.055469] [INFO ] [sig       ] [1228/3639] Forecasting FE...
[2025-11-25T23:35:52.055538] [INFO ] [sig       ] Generating forecast for: FE
[2025-11-25T23:35:52.055604] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FE' from 'https://tdm.silogroup.org/data/derivative_storage/FE.csv'.
[2025-11-25T23:35:52.067701] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FE'.
[2025-11-25T23:35:52.068142] [INFO ] [FORECASTER] Starting predict_future for FE
[2025-11-25T23:35:52.069040] [DEBUG] [LOCAL     ] No optimal features file found for FE: ./output/feature-sets/FE.txt
[2025-11-25T23:35:52.069122] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:35:52.069192] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:35:52.069253] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:35:52.069360] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:35:52.131698] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:35:52.132610] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:35:52.132748] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:35:52.132815] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:35:52.222040] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:35:52.222212] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:35:52.222257] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:35:52.222291] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:35:52.225599] [DEBUG] [FORECASTER] FE: Forecast T+1@11:T+2@11: DOWN (p=9.78%)
[2025-11-25T23:35:52.225905] [INFO ] [FORECASTER] Completed predict_future for FE
[2025-11-25T23:35:52.226044] [INFO ] [sig       ] FE: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:35:52.370983] [INFO ] [LOCAL     ] Saved forecast: FE	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/FE.txt
[2025-11-25T23:35:52.371135] [INFO ] [sig       ] [1228/3639] Completed FE in 0.3s | 3.01 sym/s | Total: 6.8m | ETA: 13.4m
[2025-11-25T23:35:52.371189] [INFO ] [sig       ] [1229/3639] Forecasting FEIM...
[2025-11-25T23:35:52.371233] [INFO ] [sig       ] Generating forecast for: FEIM
[2025-11-25T23:35:52.371274] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FEIM' from 'https://tdm.silogroup.org/data/derivative_storage/FEIM.csv'.
[2025-11-25T23:35:52.381946] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FEIM'.
[2025-11-25T23:35:52.382232] [INFO ] [FORECASTER] Starting predict_future for FEIM
[2025-11-25T23:35:52.383052] [DEBUG] [LOCAL     ] No optimal features file found for FEIM: ./output/feature-sets/FEIM.txt
[2025-11-25T23:35:52.383121] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:35:52.383164] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:35:52.383204] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:35:52.383270] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:35:52.439802] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:35:52.440425] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:35:52.440517] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:35:52.440562] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:35:52.547234] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:35:52.547521] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:35:52.547589] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:35:52.547629] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:35:52.552561] [DEBUG] [FORECASTER] FEIM: Forecast T+1@11:T+2@11: DOWN (p=19.47%)
[2025-11-25T23:35:52.553017] [INFO ] [FORECASTER] Completed predict_future for FEIM
[2025-11-25T23:35:52.553255] [INFO ] [sig       ] FEIM: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:35:52.704185] [INFO ] [LOCAL     ] Saved forecast: FEIM	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/FEIM.txt
[2025-11-25T23:35:52.704445] [INFO ] [sig       ] [1229/3639] Completed FEIM in 0.3s | 3.01 sym/s | Total: 6.8m | ETA: 13.3m
[2025-11-25T23:35:52.704516] [INFO ] [sig       ] [1230/3639] Forecasting FELE...
[2025-11-25T23:35:52.704564] [INFO ] [sig       ] Generating forecast for: FELE
[2025-11-25T23:35:52.704612] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FELE' from 'https://tdm.silogroup.org/data/derivative_storage/FELE.csv'.
[2025-11-25T23:35:52.718778] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FELE'.
[2025-11-25T23:35:52.719191] [INFO ] [FORECASTER] Starting predict_future for FELE
[2025-11-25T23:35:52.720077] [DEBUG] [LOCAL     ] No optimal features file found for FELE: ./output/feature-sets/FELE.txt
[2025-11-25T23:35:52.720147] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:35:52.720193] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:35:52.720234] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:35:52.720303] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:35:52.780618] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:35:52.781581] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:35:52.781708] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:35:52.781759] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:35:52.883931] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:35:52.884106] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:35:52.884152] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:35:52.884186] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:35:52.887588] [DEBUG] [FORECASTER] FELE: Forecast T+1@11:T+2@11: DOWN (p=32.93%)
[2025-11-25T23:35:52.888079] [INFO ] [FORECASTER] Completed predict_future for FELE
[2025-11-25T23:35:52.888300] [INFO ] [sig       ] FELE: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:35:53.034201] [INFO ] [LOCAL     ] Saved forecast: FELE	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/FELE.txt
[2025-11-25T23:35:53.034401] [INFO ] [sig       ] [1230/3639] Completed FELE in 0.3s | 3.01 sym/s | Total: 6.8m | ETA: 13.3m
[2025-11-25T23:35:53.034469] [INFO ] [sig       ] [1231/3639] Forecasting FEM...
[2025-11-25T23:35:53.034517] [INFO ] [sig       ] Generating forecast for: FEM
[2025-11-25T23:35:53.034559] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FEM' from 'https://tdm.silogroup.org/data/derivative_storage/FEM.csv'.
[2025-11-25T23:35:53.049229] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FEM'.
[2025-11-25T23:35:53.049941] [INFO ] [FORECASTER] Starting predict_future for FEM
[2025-11-25T23:35:53.051038] [DEBUG] [LOCAL     ] No optimal features file found for FEM: ./output/feature-sets/FEM.txt
[2025-11-25T23:35:53.051120] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:35:53.051180] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:35:53.051229] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:35:53.051303] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:35:53.110657] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:35:53.111870] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:35:53.111986] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:35:53.112038] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:35:53.232349] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:35:53.232683] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:35:53.232760] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:35:53.232814] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:35:53.237205] [DEBUG] [FORECASTER] FEM: Forecast T+1@11:T+2@11: UP (p=97.13%)
[2025-11-25T23:35:53.237620] [INFO ] [FORECASTER] Completed predict_future for FEM
[2025-11-25T23:35:53.237909] [INFO ] [sig       ] FEM: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:35:53.390102] [INFO ] [LOCAL     ] Saved forecast: FEM	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/FEM.txt
[2025-11-25T23:35:53.390358] [INFO ] [sig       ] [1231/3639] Completed FEM in 0.4s | 3.01 sym/s | Total: 6.8m | ETA: 13.3m
[2025-11-25T23:35:53.390423] [INFO ] [sig       ] [1232/3639] Forecasting FEMB...
[2025-11-25T23:35:53.390470] [INFO ] [sig       ] Generating forecast for: FEMB
[2025-11-25T23:35:53.390519] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FEMB' from 'https://tdm.silogroup.org/data/derivative_storage/FEMB.csv'.
[2025-11-25T23:35:53.403566] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FEMB'.
[2025-11-25T23:35:53.404113] [INFO ] [FORECASTER] Starting predict_future for FEMB
[2025-11-25T23:35:53.405176] [DEBUG] [LOCAL     ] No optimal features file found for FEMB: ./output/feature-sets/FEMB.txt
[2025-11-25T23:35:53.405248] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:35:53.405296] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:35:53.405335] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:35:53.405403] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:35:53.464985] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:35:53.465980] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:35:53.466087] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:35:53.466138] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:35:53.571383] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:35:53.571599] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:35:53.571671] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:35:53.571718] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:35:53.575621] [DEBUG] [FORECASTER] FEMB: Forecast T+1@11:T+2@11: UP (p=71.04%)
[2025-11-25T23:35:53.576060] [INFO ] [FORECASTER] Completed predict_future for FEMB
[2025-11-25T23:35:53.576231] [INFO ] [sig       ] FEMB: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:35:53.729507] [INFO ] [LOCAL     ] Saved forecast: FEMB	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/FEMB.txt
[2025-11-25T23:35:53.729734] [INFO ] [sig       ] [1232/3639] Completed FEMB in 0.3s | 3.01 sym/s | Total: 6.8m | ETA: 13.3m
[2025-11-25T23:35:53.729797] [INFO ] [sig       ] [1233/3639] Forecasting FEMS...
[2025-11-25T23:35:53.729847] [INFO ] [sig       ] Generating forecast for: FEMS
[2025-11-25T23:35:53.729890] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FEMS' from 'https://tdm.silogroup.org/data/derivative_storage/FEMS.csv'.
[2025-11-25T23:35:53.742246] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FEMS'.
[2025-11-25T23:35:53.742626] [INFO ] [FORECASTER] Starting predict_future for FEMS
[2025-11-25T23:35:53.743469] [DEBUG] [LOCAL     ] No optimal features file found for FEMS: ./output/feature-sets/FEMS.txt
[2025-11-25T23:35:53.743542] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:35:53.743590] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:35:53.743631] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:35:53.743726] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:35:53.802128] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:35:53.803062] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:35:53.803166] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:35:53.803214] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:35:53.908610] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:35:53.908859] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:35:53.908920] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:35:53.908968] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:35:53.913594] [DEBUG] [FORECASTER] FEMS: Forecast T+1@11:T+2@11: UP (p=85.23%)
[2025-11-25T23:35:53.914046] [INFO ] [FORECASTER] Completed predict_future for FEMS
[2025-11-25T23:35:53.914274] [INFO ] [sig       ] FEMS: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:35:54.089738] [INFO ] [LOCAL     ] Saved forecast: FEMS	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/FEMS.txt
[2025-11-25T23:35:54.089935] [INFO ] [sig       ] [1233/3639] Completed FEMS in 0.4s | 3.01 sym/s | Total: 6.8m | ETA: 13.3m
[2025-11-25T23:35:54.089993] [INFO ] [sig       ] [1234/3639] Forecasting FENC...
[2025-11-25T23:35:54.090039] [INFO ] [sig       ] Generating forecast for: FENC
[2025-11-25T23:35:54.090081] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FENC' from 'https://tdm.silogroup.org/data/derivative_storage/FENC.csv'.
[2025-11-25T23:35:54.102006] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FENC'.
[2025-11-25T23:35:54.102431] [INFO ] [FORECASTER] Starting predict_future for FENC
[2025-11-25T23:35:54.103276] [DEBUG] [LOCAL     ] No optimal features file found for FENC: ./output/feature-sets/FENC.txt
[2025-11-25T23:35:54.103346] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:35:54.103392] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:35:54.103431] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:35:54.103504] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:35:54.162317] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:35:54.163401] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:35:54.163507] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:35:54.163553] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:35:54.278100] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:35:54.278310] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:35:54.278381] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:35:54.278425] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:35:54.281970] [DEBUG] [FORECASTER] FENC: Forecast T+1@11:T+2@11: UP (p=60.45%)
[2025-11-25T23:35:54.282295] [INFO ] [FORECASTER] Completed predict_future for FENC
[2025-11-25T23:35:54.282517] [INFO ] [sig       ] FENC: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:35:54.423530] [INFO ] [LOCAL     ] Saved forecast: FENC	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/FENC.txt
[2025-11-25T23:35:54.423732] [INFO ] [sig       ] [1234/3639] Completed FENC in 0.3s | 3.01 sym/s | Total: 6.8m | ETA: 13.3m
[2025-11-25T23:35:54.423792] [INFO ] [sig       ] [1235/3639] Forecasting FEP...
[2025-11-25T23:35:54.423840] [INFO ] [sig       ] Generating forecast for: FEP
[2025-11-25T23:35:54.423882] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FEP' from 'https://tdm.silogroup.org/data/derivative_storage/FEP.csv'.
[2025-11-25T23:35:54.435694] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FEP'.
[2025-11-25T23:35:54.436033] [INFO ] [FORECASTER] Starting predict_future for FEP
[2025-11-25T23:35:54.436873] [DEBUG] [LOCAL     ] No optimal features file found for FEP: ./output/feature-sets/FEP.txt
[2025-11-25T23:35:54.436955] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:35:54.437001] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:35:54.437042] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:35:54.437111] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:35:54.493805] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:35:54.494610] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:35:54.494729] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:35:54.494777] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:35:54.596468] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:35:54.596674] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:35:54.596743] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:35:54.596790] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:35:54.600200] [DEBUG] [FORECASTER] FEP: Forecast T+1@11:T+2@11: UP (p=95.05%)
[2025-11-25T23:35:54.600501] [INFO ] [FORECASTER] Completed predict_future for FEP
[2025-11-25T23:35:54.600681] [INFO ] [sig       ] FEP: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:35:54.740493] [INFO ] [LOCAL     ] Saved forecast: FEP	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/FEP.txt
[2025-11-25T23:35:54.740681] [INFO ] [sig       ] [1235/3639] Completed FEP in 0.3s | 3.01 sym/s | Total: 6.8m | ETA: 13.3m
[2025-11-25T23:35:54.740738] [INFO ] [sig       ] [1236/3639] Forecasting FEPI...
[2025-11-25T23:35:54.740785] [INFO ] [sig       ] Generating forecast for: FEPI
[2025-11-25T23:35:54.740826] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FEPI' from 'https://tdm.silogroup.org/data/derivative_storage/FEPI.csv'.
[2025-11-25T23:35:54.754577] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FEPI'.
[2025-11-25T23:35:54.755120] [INFO ] [FORECASTER] Starting predict_future for FEPI
[2025-11-25T23:35:54.756161] [DEBUG] [LOCAL     ] No optimal features file found for FEPI: ./output/feature-sets/FEPI.txt
[2025-11-25T23:35:54.756242] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:35:54.756297] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:35:54.756341] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:35:54.756417] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:35:54.817664] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:35:54.818914] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:35:54.819032] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:35:54.819084] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:35:54.937792] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:35:54.938044] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:35:54.938094] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:35:54.938131] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:35:54.942229] [DEBUG] [FORECASTER] FEPI: Forecast T+1@11:T+2@11: DOWN (p=7.03%)
[2025-11-25T23:35:54.942566] [INFO ] [FORECASTER] Completed predict_future for FEPI
[2025-11-25T23:35:54.942758] [INFO ] [sig       ] FEPI: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:35:55.095440] [INFO ] [LOCAL     ] Saved forecast: FEPI	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/FEPI.txt
[2025-11-25T23:35:55.095683] [INFO ] [sig       ] [1236/3639] Completed FEPI in 0.4s | 3.01 sym/s | Total: 6.8m | ETA: 13.3m
[2025-11-25T23:35:55.095752] [INFO ] [sig       ] [1237/3639] Forecasting FERG...
[2025-11-25T23:35:55.095800] [INFO ] [sig       ] Generating forecast for: FERG
[2025-11-25T23:35:55.095846] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FERG' from 'https://tdm.silogroup.org/data/derivative_storage/FERG.csv'.
[2025-11-25T23:35:55.108810] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FERG'.
[2025-11-25T23:35:55.109268] [INFO ] [FORECASTER] Starting predict_future for FERG
[2025-11-25T23:35:55.110239] [DEBUG] [LOCAL     ] No optimal features file found for FERG: ./output/feature-sets/FERG.txt
[2025-11-25T23:35:55.110317] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:35:55.110368] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:35:55.110413] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:35:55.110487] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:35:55.170412] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:35:55.171431] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:35:55.171554] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:35:55.171616] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:35:55.292340] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:35:55.292693] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:35:55.292787] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:35:55.292838] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:35:55.297518] [DEBUG] [FORECASTER] FERG: Forecast T+1@11:T+2@11: UP (p=89.52%)
[2025-11-25T23:35:55.297966] [INFO ] [FORECASTER] Completed predict_future for FERG
[2025-11-25T23:35:55.298354] [INFO ] [sig       ] FERG: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:35:55.450971] [INFO ] [LOCAL     ] Saved forecast: FERG	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/FERG.txt
[2025-11-25T23:35:55.451200] [INFO ] [sig       ] [1237/3639] Completed FERG in 0.4s | 3.01 sym/s | Total: 6.9m | ETA: 13.3m
[2025-11-25T23:35:55.451266] [INFO ] [sig       ] [1238/3639] Forecasting FEX...
[2025-11-25T23:35:55.451413] [INFO ] [sig       ] Generating forecast for: FEX
[2025-11-25T23:35:55.451459] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FEX' from 'https://tdm.silogroup.org/data/derivative_storage/FEX.csv'.
[2025-11-25T23:35:55.465133] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FEX'.
[2025-11-25T23:35:55.465719] [INFO ] [FORECASTER] Starting predict_future for FEX
[2025-11-25T23:35:55.466792] [DEBUG] [LOCAL     ] No optimal features file found for FEX: ./output/feature-sets/FEX.txt
[2025-11-25T23:35:55.466869] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:35:55.466961] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:35:55.467008] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:35:55.467099] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:35:55.527554] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:35:55.528751] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:35:55.528884] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:35:55.528939] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:35:55.638782] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:35:55.639058] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:35:55.639111] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:35:55.639148] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:35:55.643746] [DEBUG] [FORECASTER] FEX: Forecast T+1@11:T+2@11: DOWN (p=13.81%)
[2025-11-25T23:35:55.644106] [INFO ] [FORECASTER] Completed predict_future for FEX
[2025-11-25T23:35:55.644299] [INFO ] [sig       ] FEX: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:35:55.796017] [INFO ] [LOCAL     ] Saved forecast: FEX	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/FEX.txt
[2025-11-25T23:35:55.796291] [INFO ] [sig       ] [1238/3639] Completed FEX in 0.3s | 3.01 sym/s | Total: 6.9m | ETA: 13.3m
[2025-11-25T23:35:55.796360] [INFO ] [sig       ] [1239/3639] Forecasting FF...
[2025-11-25T23:35:55.796510] [INFO ] [sig       ] Generating forecast for: FF
[2025-11-25T23:35:55.796566] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FF' from 'https://tdm.silogroup.org/data/derivative_storage/FF.csv'.
[2025-11-25T23:35:55.811117] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FF'.
[2025-11-25T23:35:55.811876] [INFO ] [FORECASTER] Starting predict_future for FF
[2025-11-25T23:35:55.812927] [DEBUG] [LOCAL     ] No optimal features file found for FF: ./output/feature-sets/FF.txt
[2025-11-25T23:35:55.813006] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:35:55.813060] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:35:55.813105] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:35:55.813183] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:35:55.873988] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:35:55.875226] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:35:55.875370] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:35:55.875429] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:35:55.986929] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:35:55.987196] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:35:55.987248] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:35:55.987286] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:35:55.991330] [DEBUG] [FORECASTER] FF: Forecast T+1@11:T+2@11: DOWN (p=12.47%)
[2025-11-25T23:35:55.991729] [INFO ] [FORECASTER] Completed predict_future for FF
[2025-11-25T23:35:55.991897] [INFO ] [sig       ] FF: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:35:56.137740] [INFO ] [LOCAL     ] Saved forecast: FF	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/FF.txt
[2025-11-25T23:35:56.138009] [INFO ] [sig       ] [1239/3639] Completed FF in 0.3s | 3.01 sym/s | Total: 6.9m | ETA: 13.3m
[2025-11-25T23:35:56.138078] [INFO ] [sig       ] [1240/3639] Forecasting FFA...
[2025-11-25T23:35:56.138126] [INFO ] [sig       ] Generating forecast for: FFA
[2025-11-25T23:35:56.138179] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FFA' from 'https://tdm.silogroup.org/data/derivative_storage/FFA.csv'.
[2025-11-25T23:35:56.153402] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FFA'.
[2025-11-25T23:35:56.154036] [INFO ] [FORECASTER] Starting predict_future for FFA
[2025-11-25T23:35:56.155058] [DEBUG] [LOCAL     ] No optimal features file found for FFA: ./output/feature-sets/FFA.txt
[2025-11-25T23:35:56.155135] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:35:56.155190] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:35:56.155238] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:35:56.155314] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:35:56.216349] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:35:56.217605] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:35:56.217763] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:35:56.217817] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:35:56.338828] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:35:56.339166] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:35:56.339221] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:35:56.339272] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:35:56.343558] [DEBUG] [FORECASTER] FFA: Forecast T+1@11:T+2@11: DOWN (p=8.62%)
[2025-11-25T23:35:56.343977] [INFO ] [FORECASTER] Completed predict_future for FFA
[2025-11-25T23:35:56.344157] [INFO ] [sig       ] FFA: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:35:56.493012] [INFO ] [LOCAL     ] Saved forecast: FFA	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/FFA.txt
[2025-11-25T23:35:56.493264] [INFO ] [sig       ] [1240/3639] Completed FFA in 0.4s | 3.01 sym/s | Total: 6.9m | ETA: 13.3m
[2025-11-25T23:35:56.493331] [INFO ] [sig       ] [1241/3639] Forecasting FFBC...
[2025-11-25T23:35:56.493396] [INFO ] [sig       ] Generating forecast for: FFBC
[2025-11-25T23:35:56.493450] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FFBC' from 'https://tdm.silogroup.org/data/derivative_storage/FFBC.csv'.
[2025-11-25T23:35:56.507607] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FFBC'.
[2025-11-25T23:35:56.508226] [INFO ] [FORECASTER] Starting predict_future for FFBC
[2025-11-25T23:35:56.509253] [DEBUG] [LOCAL     ] No optimal features file found for FFBC: ./output/feature-sets/FFBC.txt
[2025-11-25T23:35:56.509329] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:35:56.509379] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:35:56.509421] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:35:56.509499] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:35:56.569361] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:35:56.570534] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:35:56.570689] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:35:56.570745] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:35:56.690430] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:35:56.690713] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:35:56.690810] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:35:56.690861] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:35:56.695301] [DEBUG] [FORECASTER] FFBC: Forecast T+1@11:T+2@11: UP (p=59.90%)
[2025-11-25T23:35:56.695733] [INFO ] [FORECASTER] Completed predict_future for FFBC
[2025-11-25T23:35:56.695958] [INFO ] [sig       ] FFBC: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:35:56.848256] [INFO ] [LOCAL     ] Saved forecast: FFBC	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/FFBC.txt
[2025-11-25T23:35:56.848526] [INFO ] [sig       ] [1241/3639] Completed FFBC in 0.4s | 3.01 sym/s | Total: 6.9m | ETA: 13.3m
[2025-11-25T23:35:56.848608] [INFO ] [sig       ] [1242/3639] Forecasting FFC...
[2025-11-25T23:35:56.848855] [INFO ] [sig       ] Generating forecast for: FFC
[2025-11-25T23:35:56.848930] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FFC' from 'https://tdm.silogroup.org/data/derivative_storage/FFC.csv'.
[2025-11-25T23:35:56.864592] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FFC'.
[2025-11-25T23:35:56.865277] [INFO ] [FORECASTER] Starting predict_future for FFC
[2025-11-25T23:35:56.866424] [DEBUG] [LOCAL     ] No optimal features file found for FFC: ./output/feature-sets/FFC.txt
[2025-11-25T23:35:56.866515] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:35:56.866577] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:35:56.866632] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:35:56.866766] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:35:56.937214] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:35:56.938236] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:35:56.938335] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:35:56.938382] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:35:57.037010] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:35:57.037183] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:35:57.037227] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:35:57.037262] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:35:57.040639] [DEBUG] [FORECASTER] FFC: Forecast T+1@11:T+2@11: DOWN (p=31.10%)
[2025-11-25T23:35:57.041106] [INFO ] [FORECASTER] Completed predict_future for FFC
[2025-11-25T23:35:57.041326] [INFO ] [sig       ] FFC: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:35:57.181888] [INFO ] [LOCAL     ] Saved forecast: FFC	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/FFC.txt
[2025-11-25T23:35:57.182040] [INFO ] [sig       ] [1242/3639] Completed FFC in 0.3s | 3.01 sym/s | Total: 6.9m | ETA: 13.3m
[2025-11-25T23:35:57.182093] [INFO ] [sig       ] [1243/3639] Forecasting FFIC...
[2025-11-25T23:35:57.182137] [INFO ] [sig       ] Generating forecast for: FFIC
[2025-11-25T23:35:57.182179] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FFIC' from 'https://tdm.silogroup.org/data/derivative_storage/FFIC.csv'.
[2025-11-25T23:35:57.193934] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FFIC'.
[2025-11-25T23:35:57.194221] [INFO ] [FORECASTER] Starting predict_future for FFIC
[2025-11-25T23:35:57.195034] [DEBUG] [LOCAL     ] No optimal features file found for FFIC: ./output/feature-sets/FFIC.txt
[2025-11-25T23:35:57.195104] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:35:57.195149] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:35:57.195189] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:35:57.195258] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:35:57.252490] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:35:57.253225] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:35:57.253318] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:35:57.253365] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:35:57.351987] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:35:57.352176] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:35:57.352224] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:35:57.352259] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:35:57.355673] [DEBUG] [FORECASTER] FFIC: Forecast T+1@11:T+2@11: DOWN (p=9.41%)
[2025-11-25T23:35:57.355977] [INFO ] [FORECASTER] Completed predict_future for FFIC
[2025-11-25T23:35:57.356128] [INFO ] [sig       ] FFIC: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:35:57.497040] [INFO ] [LOCAL     ] Saved forecast: FFIC	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/FFIC.txt
[2025-11-25T23:35:57.497213] [INFO ] [sig       ] [1243/3639] Completed FFIC in 0.3s | 3.01 sym/s | Total: 6.9m | ETA: 13.3m
[2025-11-25T23:35:57.497270] [INFO ] [sig       ] [1244/3639] Forecasting FFIN...
[2025-11-25T23:35:57.497313] [INFO ] [sig       ] Generating forecast for: FFIN
[2025-11-25T23:35:57.497371] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FFIN' from 'https://tdm.silogroup.org/data/derivative_storage/FFIN.csv'.
[2025-11-25T23:35:57.508610] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FFIN'.
[2025-11-25T23:35:57.508911] [INFO ] [FORECASTER] Starting predict_future for FFIN
[2025-11-25T23:35:57.509747] [DEBUG] [LOCAL     ] No optimal features file found for FFIN: ./output/feature-sets/FFIN.txt
[2025-11-25T23:35:57.509815] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:35:57.509861] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:35:57.509901] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:35:57.509971] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:35:57.567062] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:35:57.568003] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:35:57.568105] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:35:57.568152] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:35:57.662043] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:35:57.662249] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:35:57.662309] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:35:57.662346] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:35:57.665953] [DEBUG] [FORECASTER] FFIN: Forecast T+1@11:T+2@11: UP (p=97.73%)
[2025-11-25T23:35:57.666261] [INFO ] [FORECASTER] Completed predict_future for FFIN
[2025-11-25T23:35:57.666437] [INFO ] [sig       ] FFIN: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:35:57.807385] [INFO ] [LOCAL     ] Saved forecast: FFIN	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/FFIN.txt
[2025-11-25T23:35:57.807549] [INFO ] [sig       ] [1244/3639] Completed FFIN in 0.3s | 3.01 sym/s | Total: 6.9m | ETA: 13.3m
[2025-11-25T23:35:57.807605] [INFO ] [sig       ] [1245/3639] Forecasting FFWM...
[2025-11-25T23:35:57.807669] [INFO ] [sig       ] Generating forecast for: FFWM
[2025-11-25T23:35:57.807715] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FFWM' from 'https://tdm.silogroup.org/data/derivative_storage/FFWM.csv'.
[2025-11-25T23:35:57.819107] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FFWM'.
[2025-11-25T23:35:57.819427] [INFO ] [FORECASTER] Starting predict_future for FFWM
[2025-11-25T23:35:57.820259] [DEBUG] [LOCAL     ] No optimal features file found for FFWM: ./output/feature-sets/FFWM.txt
[2025-11-25T23:35:57.820329] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:35:57.820374] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:35:57.820413] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:35:57.820481] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:35:57.877614] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:35:57.878330] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:35:57.878426] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:35:57.878472] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:35:57.967924] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:35:57.968076] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:35:57.968122] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:35:57.968168] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:35:57.971529] [DEBUG] [FORECASTER] FFWM: Forecast T+1@11:T+2@11: DOWN (p=7.27%)
[2025-11-25T23:35:57.971834] [INFO ] [FORECASTER] Completed predict_future for FFWM
[2025-11-25T23:35:57.971974] [INFO ] [sig       ] FFWM: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:35:58.113355] [INFO ] [LOCAL     ] Saved forecast: FFWM	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/FFWM.txt
[2025-11-25T23:35:58.113509] [INFO ] [sig       ] [1245/3639] Completed FFWM in 0.3s | 3.01 sym/s | Total: 6.9m | ETA: 13.3m
[2025-11-25T23:35:58.113565] [INFO ] [sig       ] [1246/3639] Forecasting FG...
[2025-11-25T23:35:58.113610] [INFO ] [sig       ] Generating forecast for: FG
[2025-11-25T23:35:58.113674] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FG' from 'https://tdm.silogroup.org/data/derivative_storage/FG.csv'.
[2025-11-25T23:35:58.125461] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FG'.
[2025-11-25T23:35:58.125775] [INFO ] [FORECASTER] Starting predict_future for FG
[2025-11-25T23:35:58.126556] [DEBUG] [LOCAL     ] No optimal features file found for FG: ./output/feature-sets/FG.txt
[2025-11-25T23:35:58.126626] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:35:58.126691] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:35:58.126731] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:35:58.126801] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:35:58.185330] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:35:58.186111] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:35:58.186208] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:35:58.186254] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:35:58.281569] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:35:58.281764] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:35:58.281839] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:35:58.281889] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:35:58.285332] [DEBUG] [FORECASTER] FG: Forecast T+1@11:T+2@11: DOWN (p=15.05%)
[2025-11-25T23:35:58.285671] [INFO ] [FORECASTER] Completed predict_future for FG
[2025-11-25T23:35:58.285841] [INFO ] [sig       ] FG: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:35:58.428303] [INFO ] [LOCAL     ] Saved forecast: FG	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/FG.txt
[2025-11-25T23:35:58.428456] [INFO ] [sig       ] [1246/3639] Completed FG in 0.3s | 3.01 sym/s | Total: 6.9m | ETA: 13.3m
[2025-11-25T23:35:58.428511] [INFO ] [sig       ] [1247/3639] Forecasting FGEN...
[2025-11-25T23:35:58.428554] [INFO ] [sig       ] Generating forecast for: FGEN
[2025-11-25T23:35:58.428600] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FGEN' from 'https://tdm.silogroup.org/data/derivative_storage/FGEN.csv'.
[2025-11-25T23:35:58.439320] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FGEN'.
[2025-11-25T23:35:58.439610] [INFO ] [FORECASTER] Starting predict_future for FGEN
[2025-11-25T23:35:58.440447] [DEBUG] [LOCAL     ] No optimal features file found for FGEN: ./output/feature-sets/FGEN.txt
[2025-11-25T23:35:58.440517] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:35:58.440564] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:35:58.440607] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:35:58.440694] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:35:58.498287] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:35:58.498915] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:35:58.499010] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:35:58.499072] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:35:58.591887] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:35:58.592036] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:35:58.592080] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:35:58.592116] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:35:58.595411] [DEBUG] [FORECASTER] FGEN: Forecast T+1@11:T+2@11: UP (p=50.11%)
[2025-11-25T23:35:58.595725] [INFO ] [FORECASTER] Completed predict_future for FGEN
[2025-11-25T23:35:58.595865] [INFO ] [sig       ] FGEN: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:35:58.738869] [INFO ] [LOCAL     ] Saved forecast: FGEN	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/FGEN.txt
[2025-11-25T23:35:58.739076] [INFO ] [sig       ] [1247/3639] Completed FGEN in 0.3s | 3.01 sym/s | Total: 6.9m | ETA: 13.2m
[2025-11-25T23:35:58.739133] [INFO ] [sig       ] [1248/3639] Forecasting FHB...
[2025-11-25T23:35:58.739178] [INFO ] [sig       ] Generating forecast for: FHB
[2025-11-25T23:35:58.739220] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FHB' from 'https://tdm.silogroup.org/data/derivative_storage/FHB.csv'.
[2025-11-25T23:35:58.750472] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FHB'.
[2025-11-25T23:35:58.750821] [INFO ] [FORECASTER] Starting predict_future for FHB
[2025-11-25T23:35:58.751620] [DEBUG] [LOCAL     ] No optimal features file found for FHB: ./output/feature-sets/FHB.txt
[2025-11-25T23:35:58.751708] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:35:58.751755] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:35:58.751795] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:35:58.751862] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:35:58.809890] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:35:58.810536] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:35:58.810630] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:35:58.810697] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:35:58.884417] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:35:58.884618] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:35:58.884686] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:35:58.884730] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:35:58.888379] [DEBUG] [FORECASTER] FHB: Forecast T+1@11:T+2@11: DOWN (p=1.14%)
[2025-11-25T23:35:58.888732] [INFO ] [FORECASTER] Completed predict_future for FHB
[2025-11-25T23:35:58.888891] [INFO ] [sig       ] FHB: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:35:59.035289] [INFO ] [LOCAL     ] Saved forecast: FHB	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/FHB.txt
[2025-11-25T23:35:59.035455] [INFO ] [sig       ] [1248/3639] Completed FHB in 0.3s | 3.01 sym/s | Total: 6.9m | ETA: 13.2m
[2025-11-25T23:35:59.035510] [INFO ] [sig       ] [1249/3639] Forecasting FHI...
[2025-11-25T23:35:59.035553] [INFO ] [sig       ] Generating forecast for: FHI
[2025-11-25T23:35:59.035594] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FHI' from 'https://tdm.silogroup.org/data/derivative_storage/FHI.csv'.
[2025-11-25T23:35:59.047126] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FHI'.
[2025-11-25T23:35:59.047447] [INFO ] [FORECASTER] Starting predict_future for FHI
[2025-11-25T23:35:59.048297] [DEBUG] [LOCAL     ] No optimal features file found for FHI: ./output/feature-sets/FHI.txt
[2025-11-25T23:35:59.048365] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:35:59.048411] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:35:59.048451] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:35:59.048535] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:35:59.105855] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:35:59.106473] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:35:59.106567] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:35:59.106611] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:35:59.207346] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:35:59.207538] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:35:59.207583] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:35:59.207617] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:35:59.211045] [DEBUG] [FORECASTER] FHI: Forecast T+1@11:T+2@11: DOWN (p=37.82%)
[2025-11-25T23:35:59.211365] [INFO ] [FORECASTER] Completed predict_future for FHI
[2025-11-25T23:35:59.211535] [INFO ] [sig       ] FHI: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:35:59.355326] [INFO ] [LOCAL     ] Saved forecast: FHI	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/FHI.txt
[2025-11-25T23:35:59.355500] [INFO ] [sig       ] [1249/3639] Completed FHI in 0.3s | 3.01 sym/s | Total: 6.9m | ETA: 13.2m
[2025-11-25T23:35:59.355578] [INFO ] [sig       ] [1250/3639] Forecasting FHN...
[2025-11-25T23:35:59.355632] [INFO ] [sig       ] Generating forecast for: FHN
[2025-11-25T23:35:59.355704] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FHN' from 'https://tdm.silogroup.org/data/derivative_storage/FHN.csv'.
[2025-11-25T23:35:59.367496] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FHN'.
[2025-11-25T23:35:59.367890] [INFO ] [FORECASTER] Starting predict_future for FHN
[2025-11-25T23:35:59.368711] [DEBUG] [LOCAL     ] No optimal features file found for FHN: ./output/feature-sets/FHN.txt
[2025-11-25T23:35:59.368780] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:35:59.368827] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:35:59.368866] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:35:59.368943] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:35:59.427169] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:35:59.427829] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:35:59.427930] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:35:59.427984] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:35:59.509135] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:35:59.509266] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:35:59.509310] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:35:59.509345] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:35:59.512574] [DEBUG] [FORECASTER] FHN: Forecast T+1@11:T+2@11: UP (p=92.38%)
[2025-11-25T23:35:59.512870] [INFO ] [FORECASTER] Completed predict_future for FHN
[2025-11-25T23:35:59.513014] [INFO ] [sig       ] FHN: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:35:59.655158] [INFO ] [LOCAL     ] Saved forecast: FHN	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/FHN.txt
[2025-11-25T23:35:59.655314] [INFO ] [sig       ] [1250/3639] Completed FHN in 0.3s | 3.01 sym/s | Total: 6.9m | ETA: 13.2m
[2025-11-25T23:35:59.655370] [INFO ] [sig       ] [1251/3639] Forecasting FHTX...
[2025-11-25T23:35:59.655413] [INFO ] [sig       ] Generating forecast for: FHTX
[2025-11-25T23:35:59.655452] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FHTX' from 'https://tdm.silogroup.org/data/derivative_storage/FHTX.csv'.
[2025-11-25T23:35:59.666862] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FHTX'.
[2025-11-25T23:35:59.667176] [INFO ] [FORECASTER] Starting predict_future for FHTX
[2025-11-25T23:35:59.668057] [DEBUG] [LOCAL     ] No optimal features file found for FHTX: ./output/feature-sets/FHTX.txt
[2025-11-25T23:35:59.668143] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:35:59.668194] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:35:59.668238] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:35:59.668309] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:35:59.727109] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:35:59.727837] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:35:59.727935] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:35:59.727978] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:35:59.815475] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:35:59.815604] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:35:59.815669] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:35:59.815711] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:35:59.818949] [DEBUG] [FORECASTER] FHTX: Forecast T+1@11:T+2@11: DOWN (p=26.75%)
[2025-11-25T23:35:59.819227] [INFO ] [FORECASTER] Completed predict_future for FHTX
[2025-11-25T23:35:59.819362] [INFO ] [sig       ] FHTX: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:35:59.966408] [INFO ] [LOCAL     ] Saved forecast: FHTX	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/FHTX.txt
[2025-11-25T23:35:59.966561] [INFO ] [sig       ] [1251/3639] Completed FHTX in 0.3s | 3.01 sym/s | Total: 6.9m | ETA: 13.2m
[2025-11-25T23:35:59.966620] [INFO ] [sig       ] [1252/3639] Forecasting FIBK...
[2025-11-25T23:35:59.966692] [INFO ] [sig       ] Generating forecast for: FIBK
[2025-11-25T23:35:59.966736] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FIBK' from 'https://tdm.silogroup.org/data/derivative_storage/FIBK.csv'.
[2025-11-25T23:35:59.978077] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FIBK'.
[2025-11-25T23:35:59.978384] [INFO ] [FORECASTER] Starting predict_future for FIBK
[2025-11-25T23:35:59.979236] [DEBUG] [LOCAL     ] No optimal features file found for FIBK: ./output/feature-sets/FIBK.txt
[2025-11-25T23:35:59.979308] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:35:59.979356] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:35:59.979398] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:35:59.979469] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:36:00.038293] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:36:00.039187] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:36:00.039287] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:36:00.039335] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:36:00.129319] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:36:00.129507] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:36:00.129551] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:36:00.129586] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:36:00.132957] [DEBUG] [FORECASTER] FIBK: Forecast T+1@11:T+2@11: DOWN (p=36.55%)
[2025-11-25T23:36:00.133241] [INFO ] [FORECASTER] Completed predict_future for FIBK
[2025-11-25T23:36:00.133374] [INFO ] [sig       ] FIBK: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:36:00.280824] [INFO ] [LOCAL     ] Saved forecast: FIBK	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/FIBK.txt
[2025-11-25T23:36:00.281735] [INFO ] [sig       ] [1252/3639] Completed FIBK in 0.3s | 3.01 sym/s | Total: 6.9m | ETA: 13.2m
[2025-11-25T23:36:00.281795] [INFO ] [sig       ] [1253/3639] Forecasting FICO...
[2025-11-25T23:36:00.281840] [INFO ] [sig       ] Generating forecast for: FICO
[2025-11-25T23:36:00.281881] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FICO' from 'https://tdm.silogroup.org/data/derivative_storage/FICO.csv'.
[2025-11-25T23:36:00.292950] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FICO'.
[2025-11-25T23:36:00.293265] [INFO ] [FORECASTER] Starting predict_future for FICO
[2025-11-25T23:36:00.294077] [DEBUG] [LOCAL     ] No optimal features file found for FICO: ./output/feature-sets/FICO.txt
[2025-11-25T23:36:00.294147] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:36:00.294194] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:36:00.294236] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:36:00.294305] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:36:00.353089] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:36:00.353842] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:36:00.353939] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:36:00.353986] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:36:01.159486] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:36:01.159677] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:36:01.159842] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:36:01.159936] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:36:01.163374] [DEBUG] [FORECASTER] FICO: Forecast T+1@11:T+2@11: UP (p=67.79%)
[2025-11-25T23:36:01.163693] [INFO ] [FORECASTER] Completed predict_future for FICO
[2025-11-25T23:36:01.163899] [INFO ] [sig       ] FICO: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:36:01.305624] [INFO ] [LOCAL     ] Saved forecast: FICO	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/FICO.txt
[2025-11-25T23:36:01.305816] [INFO ] [sig       ] [1253/3639] Completed FICO in 1.0s | 3.01 sym/s | Total: 6.9m | ETA: 13.2m
[2025-11-25T23:36:01.305873] [INFO ] [sig       ] [1254/3639] Forecasting FICS...
[2025-11-25T23:36:01.305916] [INFO ] [sig       ] Generating forecast for: FICS
[2025-11-25T23:36:01.305965] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FICS' from 'https://tdm.silogroup.org/data/derivative_storage/FICS.csv'.
[2025-11-25T23:36:01.318091] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FICS'.
[2025-11-25T23:36:01.318438] [INFO ] [FORECASTER] Starting predict_future for FICS
[2025-11-25T23:36:01.319293] [DEBUG] [LOCAL     ] No optimal features file found for FICS: ./output/feature-sets/FICS.txt
[2025-11-25T23:36:01.319365] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:36:01.319415] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:36:01.319456] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:36:01.319528] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:36:01.381817] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:36:01.382510] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:36:01.382608] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:36:01.382677] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:36:01.563462] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:36:01.563681] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:36:01.563754] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:36:01.563802] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:36:01.567478] [DEBUG] [FORECASTER] FICS: Forecast T+1@11:T+2@11: DOWN (p=38.25%)
[2025-11-25T23:36:01.567880] [INFO ] [FORECASTER] Completed predict_future for FICS
[2025-11-25T23:36:01.568063] [INFO ] [sig       ] FICS: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:36:01.710998] [INFO ] [LOCAL     ] Saved forecast: FICS	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/FICS.txt
[2025-11-25T23:36:01.711193] [INFO ] [sig       ] [1254/3639] Completed FICS in 0.4s | 3.00 sym/s | Total: 7.0m | ETA: 13.2m
[2025-11-25T23:36:01.711252] [INFO ] [sig       ] [1255/3639] Forecasting FID...
[2025-11-25T23:36:01.711321] [INFO ] [sig       ] Generating forecast for: FID
[2025-11-25T23:36:01.711375] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FID' from 'https://tdm.silogroup.org/data/derivative_storage/FID.csv'.
[2025-11-25T23:36:01.723033] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FID'.
[2025-11-25T23:36:01.723457] [INFO ] [FORECASTER] Starting predict_future for FID
[2025-11-25T23:36:01.724314] [DEBUG] [LOCAL     ] No optimal features file found for FID: ./output/feature-sets/FID.txt
[2025-11-25T23:36:01.724386] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:36:01.724434] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:36:01.724476] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:36:01.724547] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:36:01.783372] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:36:01.784296] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:36:01.784396] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:36:01.784445] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:36:01.883166] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:36:01.883388] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:36:01.883457] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:36:01.883522] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:36:01.887119] [DEBUG] [FORECASTER] FID: Forecast T+1@11:T+2@11: DOWN (p=16.95%)
[2025-11-25T23:36:01.887473] [INFO ] [FORECASTER] Completed predict_future for FID
[2025-11-25T23:36:01.887624] [INFO ] [sig       ] FID: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:36:02.037796] [INFO ] [LOCAL     ] Saved forecast: FID	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/FID.txt
[2025-11-25T23:36:02.037982] [INFO ] [sig       ] [1255/3639] Completed FID in 0.3s | 3.00 sym/s | Total: 7.0m | ETA: 13.2m
[2025-11-25T23:36:02.038044] [INFO ] [sig       ] [1256/3639] Forecasting FIGS...
[2025-11-25T23:36:02.038105] [INFO ] [sig       ] Generating forecast for: FIGS
[2025-11-25T23:36:02.038150] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FIGS' from 'https://tdm.silogroup.org/data/derivative_storage/FIGS.csv'.
[2025-11-25T23:36:02.053191] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FIGS'.
[2025-11-25T23:36:02.053801] [INFO ] [FORECASTER] Starting predict_future for FIGS
[2025-11-25T23:36:02.054898] [DEBUG] [LOCAL     ] No optimal features file found for FIGS: ./output/feature-sets/FIGS.txt
[2025-11-25T23:36:02.054992] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:36:02.055074] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:36:02.055147] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:36:02.055279] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:36:02.116365] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:36:02.117289] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:36:02.117424] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:36:02.117481] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:36:02.213497] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:36:02.213616] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:36:02.213679] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:36:02.213736] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:36:02.216911] [DEBUG] [FORECASTER] FIGS: Forecast T+1@11:T+2@11: DOWN (p=25.97%)
[2025-11-25T23:36:02.217231] [INFO ] [FORECASTER] Completed predict_future for FIGS
[2025-11-25T23:36:02.217400] [INFO ] [sig       ] FIGS: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:36:02.361562] [INFO ] [LOCAL     ] Saved forecast: FIGS	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/FIGS.txt
[2025-11-25T23:36:02.361747] [INFO ] [sig       ] [1256/3639] Completed FIGS in 0.3s | 3.00 sym/s | Total: 7.0m | ETA: 13.2m
[2025-11-25T23:36:02.361815] [INFO ] [sig       ] [1257/3639] Forecasting FIHL...
[2025-11-25T23:36:02.361870] [INFO ] [sig       ] Generating forecast for: FIHL
[2025-11-25T23:36:02.361928] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FIHL' from 'https://tdm.silogroup.org/data/derivative_storage/FIHL.csv'.
[2025-11-25T23:36:02.373349] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FIHL'.
[2025-11-25T23:36:02.373668] [INFO ] [FORECASTER] Starting predict_future for FIHL
[2025-11-25T23:36:02.374456] [DEBUG] [LOCAL     ] No optimal features file found for FIHL: ./output/feature-sets/FIHL.txt
[2025-11-25T23:36:02.374525] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:36:02.374571] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:36:02.374611] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:36:02.374700] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:36:02.431416] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:36:02.432042] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:36:02.432133] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:36:02.432180] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:36:02.526060] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:36:02.526251] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:36:02.526297] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:36:02.526332] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:36:02.529847] [DEBUG] [FORECASTER] FIHL: Forecast T+1@11:T+2@11: DOWN (p=9.55%)
[2025-11-25T23:36:02.530209] [INFO ] [FORECASTER] Completed predict_future for FIHL
[2025-11-25T23:36:02.530356] [INFO ] [sig       ] FIHL: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:36:02.672476] [INFO ] [LOCAL     ] Saved forecast: FIHL	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/FIHL.txt
[2025-11-25T23:36:02.672626] [INFO ] [sig       ] [1257/3639] Completed FIHL in 0.3s | 3.00 sym/s | Total: 7.0m | ETA: 13.2m
[2025-11-25T23:36:02.672701] [INFO ] [sig       ] [1258/3639] Forecasting FINS...
[2025-11-25T23:36:02.672745] [INFO ] [sig       ] Generating forecast for: FINS
[2025-11-25T23:36:02.672787] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FINS' from 'https://tdm.silogroup.org/data/derivative_storage/FINS.csv'.
[2025-11-25T23:36:02.683845] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FINS'.
[2025-11-25T23:36:02.684120] [INFO ] [FORECASTER] Starting predict_future for FINS
[2025-11-25T23:36:02.684932] [DEBUG] [LOCAL     ] No optimal features file found for FINS: ./output/feature-sets/FINS.txt
[2025-11-25T23:36:02.685001] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:36:02.685057] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:36:02.685108] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:36:02.685193] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:36:02.742968] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:36:02.743576] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:36:02.743688] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:36:02.743746] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:36:02.839428] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:36:02.839581] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:36:02.839625] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:36:02.839679] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:36:02.842896] [DEBUG] [FORECASTER] FINS: Forecast T+1@11:T+2@11: UP (p=72.31%)
[2025-11-25T23:36:02.843175] [INFO ] [FORECASTER] Completed predict_future for FINS
[2025-11-25T23:36:02.843309] [INFO ] [sig       ] FINS: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:36:02.986216] [INFO ] [LOCAL     ] Saved forecast: FINS	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/FINS.txt
[2025-11-25T23:36:02.986400] [INFO ] [sig       ] [1258/3639] Completed FINS in 0.3s | 3.01 sym/s | Total: 7.0m | ETA: 13.2m
[2025-11-25T23:36:02.986455] [INFO ] [sig       ] [1259/3639] Forecasting FINX...
[2025-11-25T23:36:02.986499] [INFO ] [sig       ] Generating forecast for: FINX
[2025-11-25T23:36:02.986543] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FINX' from 'https://tdm.silogroup.org/data/derivative_storage/FINX.csv'.
[2025-11-25T23:36:02.999155] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FINX'.
[2025-11-25T23:36:02.999562] [INFO ] [FORECASTER] Starting predict_future for FINX
[2025-11-25T23:36:03.000432] [DEBUG] [LOCAL     ] No optimal features file found for FINX: ./output/feature-sets/FINX.txt
[2025-11-25T23:36:03.000506] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:36:03.000552] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:36:03.000592] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:36:03.000679] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:36:03.060699] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:36:03.061690] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:36:03.061799] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:36:03.061850] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:36:03.174435] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:36:03.174691] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:36:03.174746] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:36:03.174782] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:36:03.178413] [DEBUG] [FORECASTER] FINX: Forecast T+1@11:T+2@11: UP (p=91.89%)
[2025-11-25T23:36:03.178739] [INFO ] [FORECASTER] Completed predict_future for FINX
[2025-11-25T23:36:03.178906] [INFO ] [sig       ] FINX: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:36:03.320317] [INFO ] [LOCAL     ] Saved forecast: FINX	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/FINX.txt
[2025-11-25T23:36:03.320526] [INFO ] [sig       ] [1259/3639] Completed FINX in 0.3s | 3.01 sym/s | Total: 7.0m | ETA: 13.2m
[2025-11-25T23:36:03.320584] [INFO ] [sig       ] [1260/3639] Forecasting FIP...
[2025-11-25T23:36:03.320628] [INFO ] [sig       ] Generating forecast for: FIP
[2025-11-25T23:36:03.320704] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FIP' from 'https://tdm.silogroup.org/data/derivative_storage/FIP.csv'.
[2025-11-25T23:36:03.333013] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FIP'.
[2025-11-25T23:36:03.333407] [INFO ] [FORECASTER] Starting predict_future for FIP
[2025-11-25T23:36:03.334263] [DEBUG] [LOCAL     ] No optimal features file found for FIP: ./output/feature-sets/FIP.txt
[2025-11-25T23:36:03.334333] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:36:03.334379] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:36:03.334419] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:36:03.334493] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:36:03.393081] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:36:03.393894] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:36:03.393994] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:36:03.394045] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:36:03.510261] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:36:03.510434] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:36:03.510479] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:36:03.510513] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:36:03.513952] [DEBUG] [FORECASTER] FIP: Forecast T+1@11:T+2@11: UP (p=73.95%)
[2025-11-25T23:36:03.514381] [INFO ] [FORECASTER] Completed predict_future for FIP
[2025-11-25T23:36:03.514613] [INFO ] [sig       ] FIP: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:36:03.655587] [INFO ] [LOCAL     ] Saved forecast: FIP	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/FIP.txt
[2025-11-25T23:36:03.655777] [INFO ] [sig       ] [1260/3639] Completed FIP in 0.3s | 3.01 sym/s | Total: 7.0m | ETA: 13.2m
[2025-11-25T23:36:03.655834] [INFO ] [sig       ] [1261/3639] Forecasting FIS...
[2025-11-25T23:36:03.655881] [INFO ] [sig       ] Generating forecast for: FIS
[2025-11-25T23:36:03.655924] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FIS' from 'https://tdm.silogroup.org/data/derivative_storage/FIS.csv'.
[2025-11-25T23:36:03.670034] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FIS'.
[2025-11-25T23:36:03.670636] [INFO ] [FORECASTER] Starting predict_future for FIS
[2025-11-25T23:36:03.671703] [DEBUG] [LOCAL     ] No optimal features file found for FIS: ./output/feature-sets/FIS.txt
[2025-11-25T23:36:03.671787] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:36:03.671851] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:36:03.671901] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:36:03.672020] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:36:03.732577] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:36:03.733850] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:36:03.733978] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:36:03.734042] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:36:03.863373] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:36:03.863728] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:36:03.863849] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:36:03.863902] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:36:03.868279] [DEBUG] [FORECASTER] FIS: Forecast T+1@11:T+2@11: UP (p=95.64%)
[2025-11-25T23:36:03.868636] [INFO ] [FORECASTER] Completed predict_future for FIS
[2025-11-25T23:36:03.868892] [INFO ] [sig       ] FIS: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:36:04.016225] [INFO ] [LOCAL     ] Saved forecast: FIS	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/FIS.txt
[2025-11-25T23:36:04.016424] [INFO ] [sig       ] [1261/3639] Completed FIS in 0.4s | 3.00 sym/s | Total: 7.0m | ETA: 13.2m
[2025-11-25T23:36:04.016480] [INFO ] [sig       ] [1262/3639] Forecasting FISI...
[2025-11-25T23:36:04.016526] [INFO ] [sig       ] Generating forecast for: FISI
[2025-11-25T23:36:04.016566] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FISI' from 'https://tdm.silogroup.org/data/derivative_storage/FISI.csv'.
[2025-11-25T23:36:04.028222] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FISI'.
[2025-11-25T23:36:04.028540] [INFO ] [FORECASTER] Starting predict_future for FISI
[2025-11-25T23:36:04.029399] [DEBUG] [LOCAL     ] No optimal features file found for FISI: ./output/feature-sets/FISI.txt
[2025-11-25T23:36:04.029493] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:36:04.029551] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:36:04.029600] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:36:04.029706] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:36:04.086947] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:36:04.088082] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:36:04.088199] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:36:04.088272] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:36:04.180348] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:36:04.180529] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:36:04.180577] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:36:04.180612] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:36:04.184040] [DEBUG] [FORECASTER] FISI: Forecast T+1@11:T+2@11: DOWN (p=10.35%)
[2025-11-25T23:36:04.184331] [INFO ] [FORECASTER] Completed predict_future for FISI
[2025-11-25T23:36:04.184500] [INFO ] [sig       ] FISI: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:36:04.325399] [INFO ] [LOCAL     ] Saved forecast: FISI	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/FISI.txt
[2025-11-25T23:36:04.325577] [INFO ] [sig       ] [1262/3639] Completed FISI in 0.3s | 3.01 sym/s | Total: 7.0m | ETA: 13.2m
[2025-11-25T23:36:04.325631] [INFO ] [sig       ] [1263/3639] Forecasting FITB...
[2025-11-25T23:36:04.325733] [INFO ] [sig       ] Generating forecast for: FITB
[2025-11-25T23:36:04.325777] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FITB' from 'https://tdm.silogroup.org/data/derivative_storage/FITB.csv'.
[2025-11-25T23:36:04.337384] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FITB'.
[2025-11-25T23:36:04.337702] [INFO ] [FORECASTER] Starting predict_future for FITB
[2025-11-25T23:36:04.338553] [DEBUG] [LOCAL     ] No optimal features file found for FITB: ./output/feature-sets/FITB.txt
[2025-11-25T23:36:04.338623] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:36:04.338697] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:36:04.338748] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:36:04.338828] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:36:04.397550] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:36:04.398361] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:36:04.398461] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:36:04.398517] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:36:04.491200] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:36:04.491383] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:36:04.491431] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:36:04.491466] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:36:04.494956] [DEBUG] [FORECASTER] FITB: Forecast T+1@11:T+2@11: DOWN (p=2.77%)
[2025-11-25T23:36:04.495252] [INFO ] [FORECASTER] Completed predict_future for FITB
[2025-11-25T23:36:04.495393] [INFO ] [sig       ] FITB: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:36:04.638984] [INFO ] [LOCAL     ] Saved forecast: FITB	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/FITB.txt
[2025-11-25T23:36:04.639207] [INFO ] [sig       ] [1263/3639] Completed FITB in 0.3s | 3.01 sym/s | Total: 7.0m | ETA: 13.2m
[2025-11-25T23:36:04.639263] [INFO ] [sig       ] [1264/3639] Forecasting FITBI...
[2025-11-25T23:36:04.639351] [INFO ] [sig       ] Generating forecast for: FITBI
[2025-11-25T23:36:04.639401] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FITBI' from 'https://tdm.silogroup.org/data/derivative_storage/FITBI.csv'.
[2025-11-25T23:36:04.651191] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FITBI'.
[2025-11-25T23:36:04.651528] [INFO ] [FORECASTER] Starting predict_future for FITBI
[2025-11-25T23:36:04.652368] [DEBUG] [LOCAL     ] No optimal features file found for FITBI: ./output/feature-sets/FITBI.txt
[2025-11-25T23:36:04.652437] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:36:04.652482] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:36:04.652541] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:36:04.652627] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:36:04.717129] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:36:04.718045] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:36:04.718142] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:36:04.718190] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:36:04.815522] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:36:04.815745] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:36:04.815798] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:36:04.815832] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:36:04.819365] [DEBUG] [FORECASTER] FITBI: Forecast T+1@11:T+2@11: DOWN (p=30.66%)
[2025-11-25T23:36:04.819673] [INFO ] [FORECASTER] Completed predict_future for FITBI
[2025-11-25T23:36:04.819815] [INFO ] [sig       ] FITBI: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:36:04.964777] [INFO ] [LOCAL     ] Saved forecast: FITBI	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/FITBI.txt
[2025-11-25T23:36:04.964970] [INFO ] [sig       ] [1264/3639] Completed FITBI in 0.3s | 3.01 sym/s | Total: 7.0m | ETA: 13.2m
[2025-11-25T23:36:04.965029] [INFO ] [sig       ] [1265/3639] Forecasting FITBO...
[2025-11-25T23:36:04.965070] [INFO ] [sig       ] Generating forecast for: FITBO
[2025-11-25T23:36:04.965114] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FITBO' from 'https://tdm.silogroup.org/data/derivative_storage/FITBO.csv'.
[2025-11-25T23:36:04.977207] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FITBO'.
[2025-11-25T23:36:04.977604] [INFO ] [FORECASTER] Starting predict_future for FITBO
[2025-11-25T23:36:04.978432] [DEBUG] [LOCAL     ] No optimal features file found for FITBO: ./output/feature-sets/FITBO.txt
[2025-11-25T23:36:04.978504] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:36:04.978551] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:36:04.978592] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:36:04.978709] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:36:05.035863] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:36:05.036721] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:36:05.036819] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:36:05.036866] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:36:05.129482] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:36:05.129687] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:36:05.129738] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:36:05.129773] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:36:05.133190] [DEBUG] [FORECASTER] FITBO: Forecast T+1@11:T+2@11: UP (p=86.04%)
[2025-11-25T23:36:05.133485] [INFO ] [FORECASTER] Completed predict_future for FITBO
[2025-11-25T23:36:05.133621] [INFO ] [sig       ] FITBO: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:36:05.275498] [INFO ] [LOCAL     ] Saved forecast: FITBO	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/FITBO.txt
[2025-11-25T23:36:05.275712] [INFO ] [sig       ] [1265/3639] Completed FITBO in 0.3s | 3.01 sym/s | Total: 7.0m | ETA: 13.2m
[2025-11-25T23:36:05.275782] [INFO ] [sig       ] [1266/3639] Forecasting FITBP...
[2025-11-25T23:36:05.275828] [INFO ] [sig       ] Generating forecast for: FITBP
[2025-11-25T23:36:05.275870] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FITBP' from 'https://tdm.silogroup.org/data/derivative_storage/FITBP.csv'.
[2025-11-25T23:36:05.287256] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FITBP'.
[2025-11-25T23:36:05.287674] [INFO ] [FORECASTER] Starting predict_future for FITBP
[2025-11-25T23:36:05.288490] [DEBUG] [LOCAL     ] No optimal features file found for FITBP: ./output/feature-sets/FITBP.txt
[2025-11-25T23:36:05.288559] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:36:05.288605] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:36:05.288664] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:36:05.288736] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:36:05.345240] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:36:05.346018] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:36:05.346115] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:36:05.346162] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:36:05.429307] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:36:05.429488] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:36:05.429534] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:36:05.429569] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:36:05.433033] [DEBUG] [FORECASTER] FITBP: Forecast T+1@11:T+2@11: UP (p=91.85%)
[2025-11-25T23:36:05.433383] [INFO ] [FORECASTER] Completed predict_future for FITBP
[2025-11-25T23:36:05.433534] [INFO ] [sig       ] FITBP: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:36:05.576965] [INFO ] [LOCAL     ] Saved forecast: FITBP	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/FITBP.txt
[2025-11-25T23:36:05.577149] [INFO ] [sig       ] [1266/3639] Completed FITBP in 0.3s | 3.01 sym/s | Total: 7.0m | ETA: 13.2m
[2025-11-25T23:36:05.577211] [INFO ] [sig       ] [1267/3639] Forecasting FIVE...
[2025-11-25T23:36:05.577255] [INFO ] [sig       ] Generating forecast for: FIVE
[2025-11-25T23:36:05.577297] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FIVE' from 'https://tdm.silogroup.org/data/derivative_storage/FIVE.csv'.
[2025-11-25T23:36:05.588879] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FIVE'.
[2025-11-25T23:36:05.589221] [INFO ] [FORECASTER] Starting predict_future for FIVE
[2025-11-25T23:36:05.590115] [DEBUG] [LOCAL     ] No optimal features file found for FIVE: ./output/feature-sets/FIVE.txt
[2025-11-25T23:36:05.590188] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:36:05.590235] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:36:05.590278] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:36:05.590347] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:36:05.650502] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:36:05.651452] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:36:05.651554] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:36:05.651603] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:36:05.740398] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:36:05.740588] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:36:05.740636] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:36:05.740700] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:36:05.744171] [DEBUG] [FORECASTER] FIVE: Forecast T+1@11:T+2@11: DOWN (p=1.97%)
[2025-11-25T23:36:05.744495] [INFO ] [FORECASTER] Completed predict_future for FIVE
[2025-11-25T23:36:05.744635] [INFO ] [sig       ] FIVE: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:36:05.893142] [INFO ] [LOCAL     ] Saved forecast: FIVE	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/FIVE.txt
[2025-11-25T23:36:05.893304] [INFO ] [sig       ] [1267/3639] Completed FIVE in 0.3s | 3.01 sym/s | Total: 7.0m | ETA: 13.2m
[2025-11-25T23:36:05.893358] [INFO ] [sig       ] [1268/3639] Forecasting FIVN...
[2025-11-25T23:36:05.893401] [INFO ] [sig       ] Generating forecast for: FIVN
[2025-11-25T23:36:05.893443] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FIVN' from 'https://tdm.silogroup.org/data/derivative_storage/FIVN.csv'.
[2025-11-25T23:36:05.904585] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FIVN'.
[2025-11-25T23:36:05.904924] [INFO ] [FORECASTER] Starting predict_future for FIVN
[2025-11-25T23:36:05.905856] [DEBUG] [LOCAL     ] No optimal features file found for FIVN: ./output/feature-sets/FIVN.txt
[2025-11-25T23:36:05.905928] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:36:05.905977] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:36:05.906021] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:36:05.906101] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:36:05.966086] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:36:05.966749] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:36:05.966846] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:36:05.966896] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:36:06.054761] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:36:06.054903] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:36:06.054946] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:36:06.054981] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:36:06.058260] [DEBUG] [FORECASTER] FIVN: Forecast T+1@11:T+2@11: DOWN (p=23.42%)
[2025-11-25T23:36:06.058555] [INFO ] [FORECASTER] Completed predict_future for FIVN
[2025-11-25T23:36:06.058721] [INFO ] [sig       ] FIVN: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:36:06.202027] [INFO ] [LOCAL     ] Saved forecast: FIVN	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/FIVN.txt
[2025-11-25T23:36:06.202171] [INFO ] [sig       ] [1268/3639] Completed FIVN in 0.3s | 3.01 sym/s | Total: 7.0m | ETA: 13.1m
[2025-11-25T23:36:06.202224] [INFO ] [sig       ] [1269/3639] Forecasting FIX...
[2025-11-25T23:36:06.202311] [INFO ] [sig       ] Generating forecast for: FIX
[2025-11-25T23:36:06.202354] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FIX' from 'https://tdm.silogroup.org/data/derivative_storage/FIX.csv'.
[2025-11-25T23:36:06.213385] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FIX'.
[2025-11-25T23:36:06.213709] [INFO ] [FORECASTER] Starting predict_future for FIX
[2025-11-25T23:36:06.214500] [DEBUG] [LOCAL     ] No optimal features file found for FIX: ./output/feature-sets/FIX.txt
[2025-11-25T23:36:06.214570] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:36:06.214628] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:36:06.214700] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:36:06.214784] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:36:06.271982] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:36:06.272608] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:36:06.272718] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:36:06.272766] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:36:06.359676] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:36:06.359817] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:36:06.359879] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:36:06.359915] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:36:06.363208] [DEBUG] [FORECASTER] FIX: Forecast T+1@11:T+2@11: DOWN (p=42.19%)
[2025-11-25T23:36:06.363493] [INFO ] [FORECASTER] Completed predict_future for FIX
[2025-11-25T23:36:06.363628] [INFO ] [sig       ] FIX: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:36:06.505997] [INFO ] [LOCAL     ] Saved forecast: FIX	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/FIX.txt
[2025-11-25T23:36:06.506151] [INFO ] [sig       ] [1269/3639] Completed FIX in 0.3s | 3.01 sym/s | Total: 7.0m | ETA: 13.1m
[2025-11-25T23:36:06.506214] [INFO ] [sig       ] [1270/3639] Forecasting FIXD...
[2025-11-25T23:36:06.506260] [INFO ] [sig       ] Generating forecast for: FIXD
[2025-11-25T23:36:06.506304] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FIXD' from 'https://tdm.silogroup.org/data/derivative_storage/FIXD.csv'.
[2025-11-25T23:36:06.517769] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FIXD'.
[2025-11-25T23:36:06.518081] [INFO ] [FORECASTER] Starting predict_future for FIXD
[2025-11-25T23:36:06.518907] [DEBUG] [LOCAL     ] No optimal features file found for FIXD: ./output/feature-sets/FIXD.txt
[2025-11-25T23:36:06.518977] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:36:06.519034] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:36:06.519103] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:36:06.519207] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:36:06.579462] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:36:06.580356] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:36:06.580460] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:36:06.580524] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:36:06.671558] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:36:06.671759] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:36:06.671810] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:36:06.671846] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:36:06.675228] [DEBUG] [FORECASTER] FIXD: Forecast T+1@11:T+2@11: DOWN (p=45.41%)
[2025-11-25T23:36:06.675521] [INFO ] [FORECASTER] Completed predict_future for FIXD
[2025-11-25T23:36:06.675681] [INFO ] [sig       ] FIXD: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:36:06.816163] [INFO ] [LOCAL     ] Saved forecast: FIXD	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/FIXD.txt
[2025-11-25T23:36:06.816333] [INFO ] [sig       ] [1270/3639] Completed FIXD in 0.3s | 3.01 sym/s | Total: 7.0m | ETA: 13.1m
[2025-11-25T23:36:06.816388] [INFO ] [sig       ] [1271/3639] Forecasting FIZZ...
[2025-11-25T23:36:06.816430] [INFO ] [sig       ] Generating forecast for: FIZZ
[2025-11-25T23:36:06.816515] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FIZZ' from 'https://tdm.silogroup.org/data/derivative_storage/FIZZ.csv'.
[2025-11-25T23:36:06.827836] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FIZZ'.
[2025-11-25T23:36:06.828136] [INFO ] [FORECASTER] Starting predict_future for FIZZ
[2025-11-25T23:36:06.828967] [DEBUG] [LOCAL     ] No optimal features file found for FIZZ: ./output/feature-sets/FIZZ.txt
[2025-11-25T23:36:06.829035] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:36:06.829080] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:36:06.829140] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:36:06.829223] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:36:06.887116] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:36:06.887793] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:36:06.887885] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:36:06.887942] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:36:06.981092] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:36:06.981240] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:36:06.981284] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:36:06.981318] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:36:06.984602] [DEBUG] [FORECASTER] FIZZ: Forecast T+1@11:T+2@11: UP (p=72.05%)
[2025-11-25T23:36:06.984931] [INFO ] [FORECASTER] Completed predict_future for FIZZ
[2025-11-25T23:36:06.985087] [INFO ] [sig       ] FIZZ: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:36:07.142675] [INFO ] [LOCAL     ] Saved forecast: FIZZ	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/FIZZ.txt
[2025-11-25T23:36:07.142879] [INFO ] [sig       ] [1271/3639] Completed FIZZ in 0.3s | 3.01 sym/s | Total: 7.0m | ETA: 13.1m
[2025-11-25T23:36:07.142958] [INFO ] [sig       ] [1272/3639] Forecasting FJP...
[2025-11-25T23:36:07.143076] [INFO ] [sig       ] Generating forecast for: FJP
[2025-11-25T23:36:07.143134] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FJP' from 'https://tdm.silogroup.org/data/derivative_storage/FJP.csv'.
[2025-11-25T23:36:07.155114] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FJP'.
[2025-11-25T23:36:07.155536] [INFO ] [FORECASTER] Starting predict_future for FJP
[2025-11-25T23:36:07.156462] [DEBUG] [LOCAL     ] No optimal features file found for FJP: ./output/feature-sets/FJP.txt
[2025-11-25T23:36:07.156540] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:36:07.156611] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:36:07.156717] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:36:07.156835] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:36:07.215851] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:36:07.216811] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:36:07.216924] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:36:07.217008] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:36:07.317052] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:36:07.317237] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:36:07.317287] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:36:07.317325] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:36:07.321116] [DEBUG] [FORECASTER] FJP: Forecast T+1@11:T+2@11: UP (p=52.16%)
[2025-11-25T23:36:07.321460] [INFO ] [FORECASTER] Completed predict_future for FJP
[2025-11-25T23:36:07.321607] [INFO ] [sig       ] FJP: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:36:07.473301] [INFO ] [LOCAL     ] Saved forecast: FJP	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/FJP.txt
[2025-11-25T23:36:07.473481] [INFO ] [sig       ] [1272/3639] Completed FJP in 0.3s | 3.01 sym/s | Total: 7.1m | ETA: 13.1m
[2025-11-25T23:36:07.473561] [INFO ] [sig       ] [1273/3639] Forecasting FLEX...
[2025-11-25T23:36:07.473615] [INFO ] [sig       ] Generating forecast for: FLEX
[2025-11-25T23:36:07.473681] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FLEX' from 'https://tdm.silogroup.org/data/derivative_storage/FLEX.csv'.
[2025-11-25T23:36:07.485441] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FLEX'.
[2025-11-25T23:36:07.485873] [INFO ] [FORECASTER] Starting predict_future for FLEX
[2025-11-25T23:36:07.486788] [DEBUG] [LOCAL     ] No optimal features file found for FLEX: ./output/feature-sets/FLEX.txt
[2025-11-25T23:36:07.486858] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:36:07.486929] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:36:07.486982] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:36:07.487072] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:36:07.544117] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:36:07.545037] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:36:07.545137] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:36:07.545198] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:36:07.643179] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:36:07.643379] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:36:07.643425] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:36:07.643460] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:36:07.646981] [DEBUG] [FORECASTER] FLEX: Forecast T+1@11:T+2@11: UP (p=98.33%)
[2025-11-25T23:36:07.647273] [INFO ] [FORECASTER] Completed predict_future for FLEX
[2025-11-25T23:36:07.647430] [INFO ] [sig       ] FLEX: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:36:07.792556] [INFO ] [LOCAL     ] Saved forecast: FLEX	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/FLEX.txt
[2025-11-25T23:36:07.792765] [INFO ] [sig       ] [1273/3639] Completed FLEX in 0.3s | 3.01 sym/s | Total: 7.1m | ETA: 13.1m
[2025-11-25T23:36:07.792847] [INFO ] [sig       ] [1274/3639] Forecasting FLGC...
[2025-11-25T23:36:07.792900] [INFO ] [sig       ] Generating forecast for: FLGC
[2025-11-25T23:36:07.793006] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FLGC' from 'https://tdm.silogroup.org/data/derivative_storage/FLGC.csv'.
[2025-11-25T23:36:07.804354] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FLGC'.
[2025-11-25T23:36:07.804739] [INFO ] [FORECASTER] Starting predict_future for FLGC
[2025-11-25T23:36:07.805552] [DEBUG] [LOCAL     ] No optimal features file found for FLGC: ./output/feature-sets/FLGC.txt
[2025-11-25T23:36:07.805622] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:36:07.805707] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:36:07.805792] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:36:07.805878] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:36:07.864082] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:36:07.864983] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:36:07.865084] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:36:07.865147] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:36:07.957731] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:36:07.957911] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:36:07.957958] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:36:07.957993] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:36:07.961565] [DEBUG] [FORECASTER] FLGC: Forecast T+1@11:T+2@11: UP (p=53.87%)
[2025-11-25T23:36:07.961893] [INFO ] [FORECASTER] Completed predict_future for FLGC
[2025-11-25T23:36:07.962039] [INFO ] [sig       ] FLGC: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:36:08.113516] [INFO ] [LOCAL     ] Saved forecast: FLGC	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/FLGC.txt
[2025-11-25T23:36:08.113730] [INFO ] [sig       ] [1274/3639] Completed FLGC in 0.3s | 3.01 sym/s | Total: 7.1m | ETA: 13.1m
[2025-11-25T23:36:08.113790] [INFO ] [sig       ] [1275/3639] Forecasting FLL...
[2025-11-25T23:36:08.113836] [INFO ] [sig       ] Generating forecast for: FLL
[2025-11-25T23:36:08.113880] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FLL' from 'https://tdm.silogroup.org/data/derivative_storage/FLL.csv'.
[2025-11-25T23:36:08.125888] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FLL'.
[2025-11-25T23:36:08.126341] [INFO ] [FORECASTER] Starting predict_future for FLL
[2025-11-25T23:36:08.127200] [DEBUG] [LOCAL     ] No optimal features file found for FLL: ./output/feature-sets/FLL.txt
[2025-11-25T23:36:08.127276] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:36:08.127529] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:36:08.127573] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:36:08.127676] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:36:08.188147] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:36:08.189171] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:36:08.189348] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:36:08.189414] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:36:08.299315] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:36:08.299508] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:36:08.299554] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:36:08.299590] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:36:08.303092] [DEBUG] [FORECASTER] FLL: Forecast T+1@11:T+2@11: UP (p=55.17%)
[2025-11-25T23:36:08.303406] [INFO ] [FORECASTER] Completed predict_future for FLL
[2025-11-25T23:36:08.303557] [INFO ] [sig       ] FLL: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:36:08.451076] [INFO ] [LOCAL     ] Saved forecast: FLL	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/FLL.txt
[2025-11-25T23:36:08.451235] [INFO ] [sig       ] [1275/3639] Completed FLL in 0.3s | 3.01 sym/s | Total: 7.1m | ETA: 13.1m
[2025-11-25T23:36:08.451290] [INFO ] [sig       ] [1276/3639] Forecasting FLNC...
[2025-11-25T23:36:08.451333] [INFO ] [sig       ] Generating forecast for: FLNC
[2025-11-25T23:36:08.451436] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FLNC' from 'https://tdm.silogroup.org/data/derivative_storage/FLNC.csv'.
[2025-11-25T23:36:08.462672] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FLNC'.
[2025-11-25T23:36:08.462963] [INFO ] [FORECASTER] Starting predict_future for FLNC
[2025-11-25T23:36:08.463808] [DEBUG] [LOCAL     ] No optimal features file found for FLNC: ./output/feature-sets/FLNC.txt
[2025-11-25T23:36:08.463876] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:36:08.463932] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:36:08.463983] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:36:08.464070] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:36:08.522467] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:36:08.523267] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:36:08.523375] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:36:08.523425] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:36:08.623899] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:36:08.624082] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:36:08.624130] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:36:08.624167] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:36:08.627999] [DEBUG] [FORECASTER] FLNC: Forecast T+1@11:T+2@11: UP (p=88.33%)
[2025-11-25T23:36:08.628298] [INFO ] [FORECASTER] Completed predict_future for FLNC
[2025-11-25T23:36:08.628449] [INFO ] [sig       ] FLNC: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:36:08.771280] [INFO ] [LOCAL     ] Saved forecast: FLNC	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/FLNC.txt
[2025-11-25T23:36:08.771438] [INFO ] [sig       ] [1276/3639] Completed FLNC in 0.3s | 3.01 sym/s | Total: 7.1m | ETA: 13.1m
[2025-11-25T23:36:08.771578] [INFO ] [sig       ] [1277/3639] Forecasting FLNG...
[2025-11-25T23:36:08.771630] [INFO ] [sig       ] Generating forecast for: FLNG
[2025-11-25T23:36:08.771698] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FLNG' from 'https://tdm.silogroup.org/data/derivative_storage/FLNG.csv'.
[2025-11-25T23:36:08.782852] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FLNG'.
[2025-11-25T23:36:08.783173] [INFO ] [FORECASTER] Starting predict_future for FLNG
[2025-11-25T23:36:08.784010] [DEBUG] [LOCAL     ] No optimal features file found for FLNG: ./output/feature-sets/FLNG.txt
[2025-11-25T23:36:08.784080] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:36:08.784141] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:36:08.784194] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:36:08.784281] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:36:08.842593] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:36:08.843305] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:36:08.843405] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:36:08.843466] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:36:08.942778] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:36:08.942962] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:36:08.943009] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:36:08.943044] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:36:08.946724] [DEBUG] [FORECASTER] FLNG: Forecast T+1@11:T+2@11: UP (p=80.86%)
[2025-11-25T23:36:08.947021] [INFO ] [FORECASTER] Completed predict_future for FLNG
[2025-11-25T23:36:08.947210] [INFO ] [sig       ] FLNG: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:36:09.094780] [INFO ] [LOCAL     ] Saved forecast: FLNG	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/FLNG.txt
[2025-11-25T23:36:09.094964] [INFO ] [sig       ] [1277/3639] Completed FLNG in 0.3s | 3.01 sym/s | Total: 7.1m | ETA: 13.1m
[2025-11-25T23:36:09.095045] [INFO ] [sig       ] [1278/3639] Forecasting FLO...
[2025-11-25T23:36:09.095092] [INFO ] [sig       ] Generating forecast for: FLO
[2025-11-25T23:36:09.095207] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FLO' from 'https://tdm.silogroup.org/data/derivative_storage/FLO.csv'.
[2025-11-25T23:36:09.107272] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FLO'.
[2025-11-25T23:36:09.107691] [INFO ] [FORECASTER] Starting predict_future for FLO
[2025-11-25T23:36:09.108562] [DEBUG] [LOCAL     ] No optimal features file found for FLO: ./output/feature-sets/FLO.txt
[2025-11-25T23:36:09.108637] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:36:09.108723] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:36:09.108788] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:36:09.108873] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:36:09.170155] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:36:09.170947] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:36:09.171048] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:36:09.171098] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:36:09.273510] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:36:09.273760] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:36:09.273827] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:36:09.273872] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:36:09.277615] [DEBUG] [FORECASTER] FLO: Forecast T+1@11:T+2@11: DOWN (p=36.17%)
[2025-11-25T23:36:09.277959] [INFO ] [FORECASTER] Completed predict_future for FLO
[2025-11-25T23:36:09.278161] [INFO ] [sig       ] FLO: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:36:09.426826] [INFO ] [LOCAL     ] Saved forecast: FLO	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/FLO.txt
[2025-11-25T23:36:09.427045] [INFO ] [sig       ] [1278/3639] Completed FLO in 0.3s | 3.01 sym/s | Total: 7.1m | ETA: 13.1m
[2025-11-25T23:36:09.427106] [INFO ] [sig       ] [1279/3639] Forecasting FLS...
[2025-11-25T23:36:09.427151] [INFO ] [sig       ] Generating forecast for: FLS
[2025-11-25T23:36:09.427264] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FLS' from 'https://tdm.silogroup.org/data/derivative_storage/FLS.csv'.
[2025-11-25T23:36:09.439757] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FLS'.
[2025-11-25T23:36:09.440176] [INFO ] [FORECASTER] Starting predict_future for FLS
[2025-11-25T23:36:09.441072] [DEBUG] [LOCAL     ] No optimal features file found for FLS: ./output/feature-sets/FLS.txt
[2025-11-25T23:36:09.441158] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:36:09.441234] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:36:09.441324] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:36:09.441414] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:36:09.502554] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:36:09.503434] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:36:09.503543] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:36:09.503602] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:36:09.599900] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:36:09.600099] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:36:09.600147] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:36:09.600183] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:36:09.603728] [DEBUG] [FORECASTER] FLS: Forecast T+1@11:T+2@11: DOWN (p=2.94%)
[2025-11-25T23:36:09.604043] [INFO ] [FORECASTER] Completed predict_future for FLS
[2025-11-25T23:36:09.604202] [INFO ] [sig       ] FLS: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:36:09.748126] [INFO ] [LOCAL     ] Saved forecast: FLS	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/FLS.txt
[2025-11-25T23:36:09.748297] [INFO ] [sig       ] [1279/3639] Completed FLS in 0.3s | 3.01 sym/s | Total: 7.1m | ETA: 13.1m
[2025-11-25T23:36:09.748354] [INFO ] [sig       ] [1280/3639] Forecasting FLUX...
[2025-11-25T23:36:09.748397] [INFO ] [sig       ] Generating forecast for: FLUX
[2025-11-25T23:36:09.748433] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FLUX' from 'https://tdm.silogroup.org/data/derivative_storage/FLUX.csv'.
[2025-11-25T23:36:09.759939] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FLUX'.
[2025-11-25T23:36:09.760305] [INFO ] [FORECASTER] Starting predict_future for FLUX
[2025-11-25T23:36:09.761328] [DEBUG] [LOCAL     ] No optimal features file found for FLUX: ./output/feature-sets/FLUX.txt
[2025-11-25T23:36:09.761399] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:36:09.761457] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:36:09.761509] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:36:09.761598] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:36:09.819474] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:36:09.820321] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:36:09.820424] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:36:09.820485] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:36:09.915361] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:36:09.915521] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:36:09.915564] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:36:09.915620] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:36:09.919039] [DEBUG] [FORECASTER] FLUX: Forecast T+1@11:T+2@11: UP (p=90.62%)
[2025-11-25T23:36:09.919340] [INFO ] [FORECASTER] Completed predict_future for FLUX
[2025-11-25T23:36:09.919484] [INFO ] [sig       ] FLUX: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:36:10.060050] [INFO ] [LOCAL     ] Saved forecast: FLUX	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/FLUX.txt
[2025-11-25T23:36:10.060222] [INFO ] [sig       ] [1280/3639] Completed FLUX in 0.3s | 3.01 sym/s | Total: 7.1m | ETA: 13.1m
[2025-11-25T23:36:10.060277] [INFO ] [sig       ] [1281/3639] Forecasting FLWS...
[2025-11-25T23:36:10.060321] [INFO ] [sig       ] Generating forecast for: FLWS
[2025-11-25T23:36:10.060399] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FLWS' from 'https://tdm.silogroup.org/data/derivative_storage/FLWS.csv'.
[2025-11-25T23:36:10.072270] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FLWS'.
[2025-11-25T23:36:10.072697] [INFO ] [FORECASTER] Starting predict_future for FLWS
[2025-11-25T23:36:10.073559] [DEBUG] [LOCAL     ] No optimal features file found for FLWS: ./output/feature-sets/FLWS.txt
[2025-11-25T23:36:10.073633] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:36:10.073702] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:36:10.073745] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:36:10.073820] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:36:10.135992] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:36:10.136804] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:36:10.136925] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:36:10.136983] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:36:10.226758] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:36:10.226937] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:36:10.226985] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:36:10.227024] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:36:10.230538] [DEBUG] [FORECASTER] FLWS: Forecast T+1@11:T+2@11: UP (p=82.37%)
[2025-11-25T23:36:10.230862] [INFO ] [FORECASTER] Completed predict_future for FLWS
[2025-11-25T23:36:10.231017] [INFO ] [sig       ] FLWS: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:36:10.380405] [INFO ] [LOCAL     ] Saved forecast: FLWS	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/FLWS.txt
[2025-11-25T23:36:10.380583] [INFO ] [sig       ] [1281/3639] Completed FLWS in 0.3s | 3.01 sym/s | Total: 7.1m | ETA: 13.1m
[2025-11-25T23:36:10.380660] [INFO ] [sig       ] [1282/3639] Forecasting FLXS...
[2025-11-25T23:36:10.380708] [INFO ] [sig       ] Generating forecast for: FLXS
[2025-11-25T23:36:10.380752] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FLXS' from 'https://tdm.silogroup.org/data/derivative_storage/FLXS.csv'.
[2025-11-25T23:36:10.392218] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FLXS'.
[2025-11-25T23:36:10.392580] [INFO ] [FORECASTER] Starting predict_future for FLXS
[2025-11-25T23:36:10.393447] [DEBUG] [LOCAL     ] No optimal features file found for FLXS: ./output/feature-sets/FLXS.txt
[2025-11-25T23:36:10.393518] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:36:10.393564] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:36:10.393605] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:36:10.393690] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:36:10.451568] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:36:10.452360] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:36:10.452475] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:36:10.452523] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:36:10.540807] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:36:10.540987] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:36:10.541033] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:36:10.541068] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:36:10.544447] [DEBUG] [FORECASTER] FLXS: Forecast T+1@11:T+2@11: DOWN (p=32.62%)
[2025-11-25T23:36:10.544784] [INFO ] [FORECASTER] Completed predict_future for FLXS
[2025-11-25T23:36:10.544964] [INFO ] [sig       ] FLXS: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:36:10.685615] [INFO ] [LOCAL     ] Saved forecast: FLXS	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/FLXS.txt
[2025-11-25T23:36:10.685797] [INFO ] [sig       ] [1282/3639] Completed FLXS in 0.3s | 3.01 sym/s | Total: 7.1m | ETA: 13.1m
[2025-11-25T23:36:10.685852] [INFO ] [sig       ] [1283/3639] Forecasting FLYE...
[2025-11-25T23:36:10.685895] [INFO ] [sig       ] Generating forecast for: FLYE
[2025-11-25T23:36:10.685966] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FLYE' from 'https://tdm.silogroup.org/data/derivative_storage/FLYE.csv'.
[2025-11-25T23:36:10.697518] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FLYE'.
[2025-11-25T23:36:10.697930] [INFO ] [FORECASTER] Starting predict_future for FLYE
[2025-11-25T23:36:10.698775] [DEBUG] [LOCAL     ] No optimal features file found for FLYE: ./output/feature-sets/FLYE.txt
[2025-11-25T23:36:10.698855] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:36:10.698930] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:36:10.698999] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:36:10.699115] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:36:10.757526] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:36:10.758379] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:36:10.758490] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:36:10.758568] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:36:10.858481] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:36:10.858678] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:36:10.858741] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:36:10.858788] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:36:10.862142] [DEBUG] [FORECASTER] FLYE: Forecast T+1@11:T+2@11: UP (p=75.37%)
[2025-11-25T23:36:10.862453] [INFO ] [FORECASTER] Completed predict_future for FLYE
[2025-11-25T23:36:10.862611] [INFO ] [sig       ] FLYE: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:36:11.003190] [INFO ] [LOCAL     ] Saved forecast: FLYE	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/FLYE.txt
[2025-11-25T23:36:11.003345] [INFO ] [sig       ] [1283/3639] Completed FLYE in 0.3s | 3.01 sym/s | Total: 7.1m | ETA: 13.1m
[2025-11-25T23:36:11.003399] [INFO ] [sig       ] [1284/3639] Forecasting FMAO...
[2025-11-25T23:36:11.003510] [INFO ] [sig       ] Generating forecast for: FMAO
[2025-11-25T23:36:11.003555] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FMAO' from 'https://tdm.silogroup.org/data/derivative_storage/FMAO.csv'.
[2025-11-25T23:36:11.015121] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FMAO'.
[2025-11-25T23:36:11.015447] [INFO ] [FORECASTER] Starting predict_future for FMAO
[2025-11-25T23:36:11.016271] [DEBUG] [LOCAL     ] No optimal features file found for FMAO: ./output/feature-sets/FMAO.txt
[2025-11-25T23:36:11.016342] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:36:11.016388] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:36:11.016442] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:36:11.016511] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:36:11.073272] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:36:11.073898] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:36:11.073992] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:36:11.074040] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:36:11.153762] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:36:11.153906] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:36:11.153948] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:36:11.153982] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:36:11.157192] [DEBUG] [FORECASTER] FMAO: Forecast T+1@11:T+2@11: UP (p=93.29%)
[2025-11-25T23:36:11.157511] [INFO ] [FORECASTER] Completed predict_future for FMAO
[2025-11-25T23:36:11.157676] [INFO ] [sig       ] FMAO: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:36:11.297858] [INFO ] [LOCAL     ] Saved forecast: FMAO	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/FMAO.txt
[2025-11-25T23:36:11.298033] [INFO ] [sig       ] [1284/3639] Completed FMAO in 0.3s | 3.01 sym/s | Total: 7.1m | ETA: 13.1m
[2025-11-25T23:36:11.298091] [INFO ] [sig       ] [1285/3639] Forecasting FMB...
[2025-11-25T23:36:11.298137] [INFO ] [sig       ] Generating forecast for: FMB
[2025-11-25T23:36:11.298181] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FMB' from 'https://tdm.silogroup.org/data/derivative_storage/FMB.csv'.
[2025-11-25T23:36:11.309956] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FMB'.
[2025-11-25T23:36:11.310307] [INFO ] [FORECASTER] Starting predict_future for FMB
[2025-11-25T23:36:11.311128] [DEBUG] [LOCAL     ] No optimal features file found for FMB: ./output/feature-sets/FMB.txt
[2025-11-25T23:36:11.311197] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:36:11.311247] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:36:11.311286] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:36:11.311354] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:36:11.368655] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:36:11.369298] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:36:11.369394] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:36:11.369443] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:36:11.455573] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:36:11.455760] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:36:11.455811] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:36:11.455846] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:36:11.461294] [DEBUG] [FORECASTER] FMB: Forecast T+1@11:T+2@11: UP (p=96.51%)
[2025-11-25T23:36:11.461620] [INFO ] [FORECASTER] Completed predict_future for FMB
[2025-11-25T23:36:11.461778] [INFO ] [sig       ] FMB: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:36:11.601212] [INFO ] [LOCAL     ] Saved forecast: FMB	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/FMB.txt
[2025-11-25T23:36:11.601361] [INFO ] [sig       ] [1285/3639] Completed FMB in 0.3s | 3.01 sym/s | Total: 7.1m | ETA: 13.0m
[2025-11-25T23:36:11.601415] [INFO ] [sig       ] [1286/3639] Forecasting FMBH...
[2025-11-25T23:36:11.601458] [INFO ] [sig       ] Generating forecast for: FMBH
[2025-11-25T23:36:11.601499] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FMBH' from 'https://tdm.silogroup.org/data/derivative_storage/FMBH.csv'.
[2025-11-25T23:36:11.612735] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FMBH'.
[2025-11-25T23:36:11.613051] [INFO ] [FORECASTER] Starting predict_future for FMBH
[2025-11-25T23:36:11.613891] [DEBUG] [LOCAL     ] No optimal features file found for FMBH: ./output/feature-sets/FMBH.txt
[2025-11-25T23:36:11.613959] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:36:11.614003] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:36:11.614042] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:36:11.614109] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:36:11.670780] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:36:11.671480] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:36:11.671575] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:36:11.671619] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:36:11.756177] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:36:11.756352] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:36:11.756398] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:36:11.756432] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:36:11.759815] [DEBUG] [FORECASTER] FMBH: Forecast T+1@11:T+2@11: DOWN (p=5.71%)
[2025-11-25T23:36:11.760100] [INFO ] [FORECASTER] Completed predict_future for FMBH
[2025-11-25T23:36:11.760231] [INFO ] [sig       ] FMBH: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:36:11.900593] [INFO ] [LOCAL     ] Saved forecast: FMBH	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/FMBH.txt
[2025-11-25T23:36:11.900777] [INFO ] [sig       ] [1286/3639] Completed FMBH in 0.3s | 3.01 sym/s | Total: 7.1m | ETA: 13.0m
[2025-11-25T23:36:11.900833] [INFO ] [sig       ] [1287/3639] Forecasting FMC...
[2025-11-25T23:36:11.900875] [INFO ] [sig       ] Generating forecast for: FMC
[2025-11-25T23:36:11.900914] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FMC' from 'https://tdm.silogroup.org/data/derivative_storage/FMC.csv'.
[2025-11-25T23:36:11.912101] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FMC'.
[2025-11-25T23:36:11.912456] [INFO ] [FORECASTER] Starting predict_future for FMC
[2025-11-25T23:36:11.913310] [DEBUG] [LOCAL     ] No optimal features file found for FMC: ./output/feature-sets/FMC.txt
[2025-11-25T23:36:11.913381] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:36:11.913429] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:36:11.913467] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:36:11.913533] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:36:11.971259] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:36:11.972108] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:36:11.972205] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:36:11.972254] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:36:12.065404] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:36:12.065555] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:36:12.065601] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:36:12.065635] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:36:12.069051] [DEBUG] [FORECASTER] FMC: Forecast T+1@11:T+2@11: DOWN (p=5.72%)
[2025-11-25T23:36:12.069355] [INFO ] [FORECASTER] Completed predict_future for FMC
[2025-11-25T23:36:12.069489] [INFO ] [sig       ] FMC: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:36:12.209419] [INFO ] [LOCAL     ] Saved forecast: FMC	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/FMC.txt
[2025-11-25T23:36:12.209563] [INFO ] [sig       ] [1287/3639] Completed FMC in 0.3s | 3.01 sym/s | Total: 7.1m | ETA: 13.0m
[2025-11-25T23:36:12.209616] [INFO ] [sig       ] [1288/3639] Forecasting FMHI...
[2025-11-25T23:36:12.209678] [INFO ] [sig       ] Generating forecast for: FMHI
[2025-11-25T23:36:12.209730] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FMHI' from 'https://tdm.silogroup.org/data/derivative_storage/FMHI.csv'.
[2025-11-25T23:36:12.221045] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FMHI'.
[2025-11-25T23:36:12.221331] [INFO ] [FORECASTER] Starting predict_future for FMHI
[2025-11-25T23:36:12.222167] [DEBUG] [LOCAL     ] No optimal features file found for FMHI: ./output/feature-sets/FMHI.txt
[2025-11-25T23:36:12.222236] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:36:12.222281] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:36:12.222321] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:36:12.222389] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:36:12.280832] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:36:12.281473] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:36:12.281570] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:36:12.281618] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:36:12.373340] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:36:12.373484] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:36:12.373527] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:36:12.373563] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:36:12.376779] [DEBUG] [FORECASTER] FMHI: Forecast T+1@11:T+2@11: DOWN (p=45.38%)
[2025-11-25T23:36:12.377069] [INFO ] [FORECASTER] Completed predict_future for FMHI
[2025-11-25T23:36:12.377202] [INFO ] [sig       ] FMHI: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:36:12.516131] [INFO ] [LOCAL     ] Saved forecast: FMHI	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/FMHI.txt
[2025-11-25T23:36:12.516280] [INFO ] [sig       ] [1288/3639] Completed FMHI in 0.3s | 3.01 sym/s | Total: 7.1m | ETA: 13.0m
[2025-11-25T23:36:12.516335] [INFO ] [sig       ] [1289/3639] Forecasting FMN...
[2025-11-25T23:36:12.516378] [INFO ] [sig       ] Generating forecast for: FMN
[2025-11-25T23:36:12.516419] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FMN' from 'https://tdm.silogroup.org/data/derivative_storage/FMN.csv'.
[2025-11-25T23:36:12.529260] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FMN'.
[2025-11-25T23:36:12.529719] [INFO ] [FORECASTER] Starting predict_future for FMN
[2025-11-25T23:36:12.530566] [DEBUG] [LOCAL     ] No optimal features file found for FMN: ./output/feature-sets/FMN.txt
[2025-11-25T23:36:12.530657] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:36:12.530716] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:36:12.530768] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:36:12.530852] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:36:12.588468] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:36:12.589388] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:36:12.589507] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:36:12.589556] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:36:12.685663] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:36:12.685862] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:36:12.685909] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:36:12.685943] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:36:12.689431] [DEBUG] [FORECASTER] FMN: Forecast T+1@11:T+2@11: UP (p=92.90%)
[2025-11-25T23:36:12.689736] [INFO ] [FORECASTER] Completed predict_future for FMN
[2025-11-25T23:36:12.689883] [INFO ] [sig       ] FMN: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:36:12.830254] [INFO ] [LOCAL     ] Saved forecast: FMN	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/FMN.txt
[2025-11-25T23:36:12.830406] [INFO ] [sig       ] [1289/3639] Completed FMN in 0.3s | 3.01 sym/s | Total: 7.1m | ETA: 13.0m
[2025-11-25T23:36:12.830460] [INFO ] [sig       ] [1290/3639] Forecasting FMNB...
[2025-11-25T23:36:12.830546] [INFO ] [sig       ] Generating forecast for: FMNB
[2025-11-25T23:36:12.830590] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FMNB' from 'https://tdm.silogroup.org/data/derivative_storage/FMNB.csv'.
[2025-11-25T23:36:12.842534] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FMNB'.
[2025-11-25T23:36:12.842914] [INFO ] [FORECASTER] Starting predict_future for FMNB
[2025-11-25T23:36:12.843755] [DEBUG] [LOCAL     ] No optimal features file found for FMNB: ./output/feature-sets/FMNB.txt
[2025-11-25T23:36:12.843821] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:36:12.843877] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:36:12.843927] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:36:12.844011] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:36:12.901703] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:36:12.902551] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:36:12.902678] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:36:12.902729] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:36:13.000354] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:36:13.000506] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:36:13.000552] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:36:13.000586] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:36:13.004028] [DEBUG] [FORECASTER] FMNB: Forecast T+1@11:T+2@11: UP (p=52.57%)
[2025-11-25T23:36:13.004338] [INFO ] [FORECASTER] Completed predict_future for FMNB
[2025-11-25T23:36:13.004493] [INFO ] [sig       ] FMNB: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:36:13.145669] [INFO ] [LOCAL     ] Saved forecast: FMNB	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/FMNB.txt
[2025-11-25T23:36:13.145846] [INFO ] [sig       ] [1290/3639] Completed FMNB in 0.3s | 3.01 sym/s | Total: 7.1m | ETA: 13.0m
[2025-11-25T23:36:13.145912] [INFO ] [sig       ] [1291/3639] Forecasting FMS...
[2025-11-25T23:36:13.145967] [INFO ] [sig       ] Generating forecast for: FMS
[2025-11-25T23:36:13.146019] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FMS' from 'https://tdm.silogroup.org/data/derivative_storage/FMS.csv'.
[2025-11-25T23:36:13.157869] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FMS'.
[2025-11-25T23:36:13.158334] [INFO ] [FORECASTER] Starting predict_future for FMS
[2025-11-25T23:36:13.159339] [DEBUG] [LOCAL     ] No optimal features file found for FMS: ./output/feature-sets/FMS.txt
[2025-11-25T23:36:13.159413] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:36:13.159463] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:36:13.159517] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:36:13.159631] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:36:13.218717] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:36:13.219464] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:36:13.219569] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:36:13.219633] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:36:13.327440] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:36:13.327608] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:36:13.327673] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:36:13.327717] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:36:13.331489] [DEBUG] [FORECASTER] FMS: Forecast T+1@11:T+2@11: DOWN (p=22.89%)
[2025-11-25T23:36:13.331819] [INFO ] [FORECASTER] Completed predict_future for FMS
[2025-11-25T23:36:13.331973] [INFO ] [sig       ] FMS: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:36:13.475127] [INFO ] [LOCAL     ] Saved forecast: FMS	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/FMS.txt
[2025-11-25T23:36:13.475287] [INFO ] [sig       ] [1291/3639] Completed FMS in 0.3s | 3.01 sym/s | Total: 7.2m | ETA: 13.0m
[2025-11-25T23:36:13.475345] [INFO ] [sig       ] [1292/3639] Forecasting FMX...
[2025-11-25T23:36:13.475438] [INFO ] [sig       ] Generating forecast for: FMX
[2025-11-25T23:36:13.475482] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FMX' from 'https://tdm.silogroup.org/data/derivative_storage/FMX.csv'.
[2025-11-25T23:36:13.487221] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FMX'.
[2025-11-25T23:36:13.487573] [INFO ] [FORECASTER] Starting predict_future for FMX
[2025-11-25T23:36:13.488406] [DEBUG] [LOCAL     ] No optimal features file found for FMX: ./output/feature-sets/FMX.txt
[2025-11-25T23:36:13.488478] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:36:13.488527] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:36:13.488569] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:36:13.488710] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:36:13.548337] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:36:13.549084] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:36:13.549181] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:36:13.549241] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:36:13.652107] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:36:13.652231] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:36:13.652274] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:36:13.652319] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:36:13.655579] [DEBUG] [FORECASTER] FMX: Forecast T+1@11:T+2@11: UP (p=90.88%)
[2025-11-25T23:36:13.655906] [INFO ] [FORECASTER] Completed predict_future for FMX
[2025-11-25T23:36:13.656067] [INFO ] [sig       ] FMX: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:36:13.797830] [INFO ] [LOCAL     ] Saved forecast: FMX	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/FMX.txt
[2025-11-25T23:36:13.797985] [INFO ] [sig       ] [1292/3639] Completed FMX in 0.3s | 3.01 sym/s | Total: 7.2m | ETA: 13.0m
[2025-11-25T23:36:13.798056] [INFO ] [sig       ] [1293/3639] Forecasting FN...
[2025-11-25T23:36:13.798111] [INFO ] [sig       ] Generating forecast for: FN
[2025-11-25T23:36:13.798163] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FN' from 'https://tdm.silogroup.org/data/derivative_storage/FN.csv'.
[2025-11-25T23:36:13.810414] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FN'.
[2025-11-25T23:36:13.810742] [INFO ] [FORECASTER] Starting predict_future for FN
[2025-11-25T23:36:13.811544] [DEBUG] [LOCAL     ] No optimal features file found for FN: ./output/feature-sets/FN.txt
[2025-11-25T23:36:13.811615] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:36:13.811690] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:36:13.811741] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:36:13.811827] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:36:13.869753] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:36:13.870410] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:36:13.870514] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:36:13.870571] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:36:13.972779] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:36:13.972933] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:36:13.972976] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:36:13.973010] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:36:13.976315] [DEBUG] [FORECASTER] FN: Forecast T+1@11:T+2@11: UP (p=97.90%)
[2025-11-25T23:36:13.976598] [INFO ] [FORECASTER] Completed predict_future for FN
[2025-11-25T23:36:13.976768] [INFO ] [sig       ] FN: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:36:14.118464] [INFO ] [LOCAL     ] Saved forecast: FN	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/FN.txt
[2025-11-25T23:36:14.118687] [INFO ] [sig       ] [1293/3639] Completed FN in 0.3s | 3.01 sym/s | Total: 7.2m | ETA: 13.0m
[2025-11-25T23:36:14.118745] [INFO ] [sig       ] [1294/3639] Forecasting FNB...
[2025-11-25T23:36:14.118792] [INFO ] [sig       ] Generating forecast for: FNB
[2025-11-25T23:36:14.118836] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FNB' from 'https://tdm.silogroup.org/data/derivative_storage/FNB.csv'.
[2025-11-25T23:36:14.131351] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FNB'.
[2025-11-25T23:36:14.131785] [INFO ] [FORECASTER] Starting predict_future for FNB
[2025-11-25T23:36:14.132585] [DEBUG] [LOCAL     ] No optimal features file found for FNB: ./output/feature-sets/FNB.txt
[2025-11-25T23:36:14.132678] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:36:14.132737] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:36:14.132786] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:36:14.132864] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:36:14.190979] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:36:14.191871] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:36:14.191970] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:36:14.192027] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:36:14.297223] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:36:14.297377] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:36:14.297423] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:36:14.297456] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:36:14.300719] [DEBUG] [FORECASTER] FNB: Forecast T+1@11:T+2@11: DOWN (p=1.51%)
[2025-11-25T23:36:14.300996] [INFO ] [FORECASTER] Completed predict_future for FNB
[2025-11-25T23:36:14.301134] [INFO ] [sig       ] FNB: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:36:14.442246] [INFO ] [LOCAL     ] Saved forecast: FNB	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/FNB.txt
[2025-11-25T23:36:14.442393] [INFO ] [sig       ] [1294/3639] Completed FNB in 0.3s | 3.01 sym/s | Total: 7.2m | ETA: 13.0m
[2025-11-25T23:36:14.442449] [INFO ] [sig       ] [1295/3639] Forecasting FND...
[2025-11-25T23:36:14.442495] [INFO ] [sig       ] Generating forecast for: FND
[2025-11-25T23:36:14.442537] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FND' from 'https://tdm.silogroup.org/data/derivative_storage/FND.csv'.
[2025-11-25T23:36:14.454696] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FND'.
[2025-11-25T23:36:14.455052] [INFO ] [FORECASTER] Starting predict_future for FND
[2025-11-25T23:36:14.455887] [DEBUG] [LOCAL     ] No optimal features file found for FND: ./output/feature-sets/FND.txt
[2025-11-25T23:36:14.455957] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:36:14.456005] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:36:14.456048] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:36:14.456117] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:36:14.513449] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:36:14.514087] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:36:14.514185] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:36:14.514232] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:36:14.614262] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:36:14.614379] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:36:14.614421] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:36:14.614455] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:36:14.620856] [DEBUG] [FORECASTER] FND: Forecast T+1@11:T+2@11: UP (p=92.89%)
[2025-11-25T23:36:14.621257] [INFO ] [FORECASTER] Completed predict_future for FND
[2025-11-25T23:36:14.621470] [INFO ] [sig       ] FND: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:36:14.762367] [INFO ] [LOCAL     ] Saved forecast: FND	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/FND.txt
[2025-11-25T23:36:14.762519] [INFO ] [sig       ] [1295/3639] Completed FND in 0.3s | 3.01 sym/s | Total: 7.2m | ETA: 13.0m
[2025-11-25T23:36:14.762581] [INFO ] [sig       ] [1296/3639] Forecasting FNF...
[2025-11-25T23:36:14.762633] [INFO ] [sig       ] Generating forecast for: FNF
[2025-11-25T23:36:14.762698] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FNF' from 'https://tdm.silogroup.org/data/derivative_storage/FNF.csv'.
[2025-11-25T23:36:14.774360] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FNF'.
[2025-11-25T23:36:14.774684] [INFO ] [FORECASTER] Starting predict_future for FNF
[2025-11-25T23:36:14.775514] [DEBUG] [LOCAL     ] No optimal features file found for FNF: ./output/feature-sets/FNF.txt
[2025-11-25T23:36:14.775585] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:36:14.775657] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:36:14.775715] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:36:14.775795] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:36:14.833214] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:36:14.833899] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:36:14.833996] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:36:14.834054] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:36:14.933723] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:36:14.933858] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:36:14.933901] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:36:14.933935] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:36:14.937199] [DEBUG] [FORECASTER] FNF: Forecast T+1@11:T+2@11: DOWN (p=17.10%)
[2025-11-25T23:36:14.937535] [INFO ] [FORECASTER] Completed predict_future for FNF
[2025-11-25T23:36:14.937717] [INFO ] [sig       ] FNF: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:36:15.077496] [INFO ] [LOCAL     ] Saved forecast: FNF	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/FNF.txt
[2025-11-25T23:36:15.077655] [INFO ] [sig       ] [1296/3639] Completed FNF in 0.3s | 3.01 sym/s | Total: 7.2m | ETA: 13.0m
[2025-11-25T23:36:15.077710] [INFO ] [sig       ] [1297/3639] Forecasting FNKO...
[2025-11-25T23:36:15.077756] [INFO ] [sig       ] Generating forecast for: FNKO
[2025-11-25T23:36:15.077812] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FNKO' from 'https://tdm.silogroup.org/data/derivative_storage/FNKO.csv'.
[2025-11-25T23:36:15.088858] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FNKO'.
[2025-11-25T23:36:15.089172] [INFO ] [FORECASTER] Starting predict_future for FNKO
[2025-11-25T23:36:15.090011] [DEBUG] [LOCAL     ] No optimal features file found for FNKO: ./output/feature-sets/FNKO.txt
[2025-11-25T23:36:15.090094] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:36:15.090141] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:36:15.090182] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:36:15.090249] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:36:15.147342] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:36:15.148017] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:36:15.148113] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:36:15.148158] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:36:15.235159] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:36:15.235282] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:36:15.235324] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:36:15.235358] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:36:15.238538] [DEBUG] [FORECASTER] FNKO: Forecast T+1@11:T+2@11: DOWN (p=37.87%)
[2025-11-25T23:36:15.238836] [INFO ] [FORECASTER] Completed predict_future for FNKO
[2025-11-25T23:36:15.238976] [INFO ] [sig       ] FNKO: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:36:15.378460] [INFO ] [LOCAL     ] Saved forecast: FNKO	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/FNKO.txt
[2025-11-25T23:36:15.378592] [INFO ] [sig       ] [1297/3639] Completed FNKO in 0.3s | 3.01 sym/s | Total: 7.2m | ETA: 13.0m
[2025-11-25T23:36:15.378664] [INFO ] [sig       ] [1298/3639] Forecasting FNLC...
[2025-11-25T23:36:15.378709] [INFO ] [sig       ] Generating forecast for: FNLC
[2025-11-25T23:36:15.378744] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FNLC' from 'https://tdm.silogroup.org/data/derivative_storage/FNLC.csv'.
[2025-11-25T23:36:15.389978] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FNLC'.
[2025-11-25T23:36:15.390283] [INFO ] [FORECASTER] Starting predict_future for FNLC
[2025-11-25T23:36:15.391128] [DEBUG] [LOCAL     ] No optimal features file found for FNLC: ./output/feature-sets/FNLC.txt
[2025-11-25T23:36:15.391197] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:36:15.391243] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:36:15.391283] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:36:15.391350] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:36:15.451308] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:36:15.451947] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:36:15.452040] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:36:15.452086] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:36:15.531989] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:36:15.532109] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:36:15.532151] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:36:15.532185] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:36:15.535358] [DEBUG] [FORECASTER] FNLC: Forecast T+1@11:T+2@11: UP (p=98.16%)
[2025-11-25T23:36:15.535685] [INFO ] [FORECASTER] Completed predict_future for FNLC
[2025-11-25T23:36:15.535839] [INFO ] [sig       ] FNLC: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:36:15.676893] [INFO ] [LOCAL     ] Saved forecast: FNLC	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/FNLC.txt
[2025-11-25T23:36:15.677036] [INFO ] [sig       ] [1298/3639] Completed FNLC in 0.3s | 3.01 sym/s | Total: 7.2m | ETA: 13.0m
[2025-11-25T23:36:15.677091] [INFO ] [sig       ] [1299/3639] Forecasting FNX...
[2025-11-25T23:36:15.677138] [INFO ] [sig       ] Generating forecast for: FNX
[2025-11-25T23:36:15.677194] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FNX' from 'https://tdm.silogroup.org/data/derivative_storage/FNX.csv'.
[2025-11-25T23:36:15.688737] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FNX'.
[2025-11-25T23:36:15.689041] [INFO ] [FORECASTER] Starting predict_future for FNX
[2025-11-25T23:36:15.689889] [DEBUG] [LOCAL     ] No optimal features file found for FNX: ./output/feature-sets/FNX.txt
[2025-11-25T23:36:15.689958] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:36:15.690012] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:36:15.690060] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:36:15.690144] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:36:15.747316] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:36:15.747976] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:36:15.748071] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:36:15.748115] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:36:15.837173] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:36:15.837319] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:36:15.837386] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:36:15.837427] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:36:15.840866] [DEBUG] [FORECASTER] FNX: Forecast T+1@11:T+2@11: DOWN (p=35.92%)
[2025-11-25T23:36:15.841168] [INFO ] [FORECASTER] Completed predict_future for FNX
[2025-11-25T23:36:15.841324] [INFO ] [sig       ] FNX: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:36:15.982257] [INFO ] [LOCAL     ] Saved forecast: FNX	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/FNX.txt
[2025-11-25T23:36:15.982395] [INFO ] [sig       ] [1299/3639] Completed FNX in 0.3s | 3.01 sym/s | Total: 7.2m | ETA: 13.0m
[2025-11-25T23:36:15.982452] [INFO ] [sig       ] [1300/3639] Forecasting FNY...
[2025-11-25T23:36:15.982498] [INFO ] [sig       ] Generating forecast for: FNY
[2025-11-25T23:36:15.982542] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FNY' from 'https://tdm.silogroup.org/data/derivative_storage/FNY.csv'.
[2025-11-25T23:36:15.994037] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FNY'.
[2025-11-25T23:36:15.994352] [INFO ] [FORECASTER] Starting predict_future for FNY
[2025-11-25T23:36:15.995172] [DEBUG] [LOCAL     ] No optimal features file found for FNY: ./output/feature-sets/FNY.txt
[2025-11-25T23:36:15.995241] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:36:15.995285] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:36:15.995324] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:36:15.995391] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:36:16.052247] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:36:16.052889] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:36:16.052982] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:36:16.053027] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:36:16.119910] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:36:16.120043] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:36:16.120086] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:36:16.120120] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:36:16.123286] [DEBUG] [FORECASTER] FNY: Forecast T+1@11:T+2@11: DOWN (p=20.11%)
[2025-11-25T23:36:16.123573] [INFO ] [FORECASTER] Completed predict_future for FNY
[2025-11-25T23:36:16.123722] [INFO ] [sig       ] FNY: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:36:16.266000] [INFO ] [LOCAL     ] Saved forecast: FNY	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/FNY.txt
[2025-11-25T23:36:16.266138] [INFO ] [sig       ] [1300/3639] Completed FNY in 0.3s | 3.01 sym/s | Total: 7.2m | ETA: 13.0m
[2025-11-25T23:36:16.266197] [INFO ] [sig       ] [1301/3639] Forecasting FOA...
[2025-11-25T23:36:16.266239] [INFO ] [sig       ] Generating forecast for: FOA
[2025-11-25T23:36:16.266278] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FOA' from 'https://tdm.silogroup.org/data/derivative_storage/FOA.csv'.
[2025-11-25T23:36:16.277205] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FOA'.
[2025-11-25T23:36:16.277506] [INFO ] [FORECASTER] Starting predict_future for FOA
[2025-11-25T23:36:16.278303] [DEBUG] [LOCAL     ] No optimal features file found for FOA: ./output/feature-sets/FOA.txt
[2025-11-25T23:36:16.278377] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:36:16.278424] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:36:16.278467] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:36:16.278534] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:36:16.335068] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:36:16.335722] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:36:16.335813] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:36:16.335860] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:36:16.404266] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:36:16.404392] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:36:16.404440] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:36:16.404474] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:36:16.407696] [DEBUG] [FORECASTER] FOA: Forecast T+1@11:T+2@11: DOWN (p=1.13%)
[2025-11-25T23:36:16.407978] [INFO ] [FORECASTER] Completed predict_future for FOA
[2025-11-25T23:36:16.408110] [INFO ] [sig       ] FOA: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:36:16.548001] [INFO ] [LOCAL     ] Saved forecast: FOA	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/FOA.txt
[2025-11-25T23:36:16.548131] [INFO ] [sig       ] [1301/3639] Completed FOA in 0.3s | 3.01 sym/s | Total: 7.2m | ETA: 12.9m
[2025-11-25T23:36:16.548184] [INFO ] [sig       ] [1302/3639] Forecasting FOF...
[2025-11-25T23:36:16.548227] [INFO ] [sig       ] Generating forecast for: FOF
[2025-11-25T23:36:16.548269] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FOF' from 'https://tdm.silogroup.org/data/derivative_storage/FOF.csv'.
[2025-11-25T23:36:16.559586] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FOF'.
[2025-11-25T23:36:16.559878] [INFO ] [FORECASTER] Starting predict_future for FOF
[2025-11-25T23:36:16.560666] [DEBUG] [LOCAL     ] No optimal features file found for FOF: ./output/feature-sets/FOF.txt
[2025-11-25T23:36:16.560734] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:36:16.560779] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:36:16.560819] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:36:16.560888] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:36:16.618425] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:36:16.619068] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:36:16.619162] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:36:16.619206] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:36:16.716167] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:36:16.716320] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:36:16.716366] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:36:16.716400] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:36:16.719788] [DEBUG] [FORECASTER] FOF: Forecast T+1@11:T+2@11: DOWN (p=41.97%)
[2025-11-25T23:36:16.720070] [INFO ] [FORECASTER] Completed predict_future for FOF
[2025-11-25T23:36:16.720237] [INFO ] [sig       ] FOF: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:36:16.863766] [INFO ] [LOCAL     ] Saved forecast: FOF	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/FOF.txt
[2025-11-25T23:36:16.863907] [INFO ] [sig       ] [1302/3639] Completed FOF in 0.3s | 3.01 sym/s | Total: 7.2m | ETA: 12.9m
[2025-11-25T23:36:16.863961] [INFO ] [sig       ] [1303/3639] Forecasting FOLD...
[2025-11-25T23:36:16.864004] [INFO ] [sig       ] Generating forecast for: FOLD
[2025-11-25T23:36:16.864044] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FOLD' from 'https://tdm.silogroup.org/data/derivative_storage/FOLD.csv'.
[2025-11-25T23:36:16.876250] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FOLD'.
[2025-11-25T23:36:16.876546] [INFO ] [FORECASTER] Starting predict_future for FOLD
[2025-11-25T23:36:16.877381] [DEBUG] [LOCAL     ] No optimal features file found for FOLD: ./output/feature-sets/FOLD.txt
[2025-11-25T23:36:16.877453] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:36:16.877500] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:36:16.877541] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:36:16.877611] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:36:16.934693] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:36:16.935307] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:36:16.935405] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:36:16.935451] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:36:17.028026] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:36:17.028151] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:36:17.028192] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:36:17.028226] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:36:17.031427] [DEBUG] [FORECASTER] FOLD: Forecast T+1@11:T+2@11: UP (p=99.87%)
[2025-11-25T23:36:17.031776] [INFO ] [FORECASTER] Completed predict_future for FOLD
[2025-11-25T23:36:17.031935] [INFO ] [sig       ] FOLD: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:36:17.174702] [INFO ] [LOCAL     ] Saved forecast: FOLD	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/FOLD.txt
[2025-11-25T23:36:17.174847] [INFO ] [sig       ] [1303/3639] Completed FOLD in 0.3s | 3.01 sym/s | Total: 7.2m | ETA: 12.9m
[2025-11-25T23:36:17.174900] [INFO ] [sig       ] [1304/3639] Forecasting FORM...
[2025-11-25T23:36:17.174942] [INFO ] [sig       ] Generating forecast for: FORM
[2025-11-25T23:36:17.174984] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FORM' from 'https://tdm.silogroup.org/data/derivative_storage/FORM.csv'.
[2025-11-25T23:36:17.186534] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FORM'.
[2025-11-25T23:36:17.186834] [INFO ] [FORECASTER] Starting predict_future for FORM
[2025-11-25T23:36:17.187672] [DEBUG] [LOCAL     ] No optimal features file found for FORM: ./output/feature-sets/FORM.txt
[2025-11-25T23:36:17.187740] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:36:17.187786] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:36:17.187827] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:36:17.187895] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:36:17.246144] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:36:17.246815] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:36:17.246910] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:36:17.246956] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:36:17.341004] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:36:17.341137] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:36:17.341199] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:36:17.341234] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:36:17.344412] [DEBUG] [FORECASTER] FORM: Forecast T+1@11:T+2@11: DOWN (p=0.94%)
[2025-11-25T23:36:17.344711] [INFO ] [FORECASTER] Completed predict_future for FORM
[2025-11-25T23:36:17.344855] [INFO ] [sig       ] FORM: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:36:17.485169] [INFO ] [LOCAL     ] Saved forecast: FORM	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/FORM.txt
[2025-11-25T23:36:17.485310] [INFO ] [sig       ] [1304/3639] Completed FORM in 0.3s | 3.01 sym/s | Total: 7.2m | ETA: 12.9m
[2025-11-25T23:36:17.485367] [INFO ] [sig       ] [1305/3639] Forecasting FOSL...
[2025-11-25T23:36:17.485411] [INFO ] [sig       ] Generating forecast for: FOSL
[2025-11-25T23:36:17.485453] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FOSL' from 'https://tdm.silogroup.org/data/derivative_storage/FOSL.csv'.
[2025-11-25T23:36:17.496878] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FOSL'.
[2025-11-25T23:36:17.497174] [INFO ] [FORECASTER] Starting predict_future for FOSL
[2025-11-25T23:36:17.498014] [DEBUG] [LOCAL     ] No optimal features file found for FOSL: ./output/feature-sets/FOSL.txt
[2025-11-25T23:36:17.498083] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:36:17.498130] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:36:17.498170] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:36:17.498246] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:36:17.559246] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:36:17.560024] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:36:17.560118] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:36:17.560164] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:36:17.652931] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:36:17.653041] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:36:17.653081] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:36:17.653115] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:36:17.656224] [DEBUG] [FORECASTER] FOSL: Forecast T+1@11:T+2@11: UP (p=77.64%)
[2025-11-25T23:36:17.656503] [INFO ] [FORECASTER] Completed predict_future for FOSL
[2025-11-25T23:36:17.656638] [INFO ] [sig       ] FOSL: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:36:17.800130] [INFO ] [LOCAL     ] Saved forecast: FOSL	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/FOSL.txt
[2025-11-25T23:36:17.800307] [INFO ] [sig       ] [1305/3639] Completed FOSL in 0.3s | 3.01 sym/s | Total: 7.2m | ETA: 12.9m
[2025-11-25T23:36:17.800363] [INFO ] [sig       ] [1306/3639] Forecasting FOX...
[2025-11-25T23:36:17.800408] [INFO ] [sig       ] Generating forecast for: FOX
[2025-11-25T23:36:17.800450] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FOX' from 'https://tdm.silogroup.org/data/derivative_storage/FOX.csv'.
[2025-11-25T23:36:17.813791] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FOX'.
[2025-11-25T23:36:17.814259] [INFO ] [FORECASTER] Starting predict_future for FOX
[2025-11-25T23:36:17.815130] [DEBUG] [LOCAL     ] No optimal features file found for FOX: ./output/feature-sets/FOX.txt
[2025-11-25T23:36:17.815202] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:36:17.815252] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:36:17.815294] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:36:17.815365] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:36:17.873109] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:36:17.874012] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:36:17.874144] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:36:17.874192] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:36:17.973782] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:36:17.973932] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:36:17.973976] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:36:17.974010] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:36:17.977226] [DEBUG] [FORECASTER] FOX: Forecast T+1@11:T+2@11: DOWN (p=39.13%)
[2025-11-25T23:36:17.977532] [INFO ] [FORECASTER] Completed predict_future for FOX
[2025-11-25T23:36:17.977696] [INFO ] [sig       ] FOX: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:36:18.119636] [INFO ] [LOCAL     ] Saved forecast: FOX	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/FOX.txt
[2025-11-25T23:36:18.119842] [INFO ] [sig       ] [1306/3639] Completed FOX in 0.3s | 3.01 sym/s | Total: 7.2m | ETA: 12.9m
[2025-11-25T23:36:18.119898] [INFO ] [sig       ] [1307/3639] Forecasting FOXA...
[2025-11-25T23:36:18.119944] [INFO ] [sig       ] Generating forecast for: FOXA
[2025-11-25T23:36:18.119986] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FOXA' from 'https://tdm.silogroup.org/data/derivative_storage/FOXA.csv'.
[2025-11-25T23:36:18.131929] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FOXA'.
[2025-11-25T23:36:18.132319] [INFO ] [FORECASTER] Starting predict_future for FOXA
[2025-11-25T23:36:18.133185] [DEBUG] [LOCAL     ] No optimal features file found for FOXA: ./output/feature-sets/FOXA.txt
[2025-11-25T23:36:18.133255] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:36:18.133302] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:36:18.133345] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:36:18.133442] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:36:18.192369] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:36:18.193033] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:36:18.193127] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:36:18.193175] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:36:18.286922] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:36:18.287109] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:36:18.287155] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:36:18.287190] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:36:18.290838] [DEBUG] [FORECASTER] FOXA: Forecast T+1@11:T+2@11: UP (p=89.90%)
[2025-11-25T23:36:18.291126] [INFO ] [FORECASTER] Completed predict_future for FOXA
[2025-11-25T23:36:18.291260] [INFO ] [sig       ] FOXA: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:36:18.433080] [INFO ] [LOCAL     ] Saved forecast: FOXA	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/FOXA.txt
[2025-11-25T23:36:18.433229] [INFO ] [sig       ] [1307/3639] Completed FOXA in 0.3s | 3.01 sym/s | Total: 7.2m | ETA: 12.9m
[2025-11-25T23:36:18.433283] [INFO ] [sig       ] [1308/3639] Forecasting FOXF...
[2025-11-25T23:36:18.433329] [INFO ] [sig       ] Generating forecast for: FOXF
[2025-11-25T23:36:18.433379] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FOXF' from 'https://tdm.silogroup.org/data/derivative_storage/FOXF.csv'.
[2025-11-25T23:36:18.446578] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FOXF'.
[2025-11-25T23:36:18.446995] [INFO ] [FORECASTER] Starting predict_future for FOXF
[2025-11-25T23:36:18.448064] [DEBUG] [LOCAL     ] No optimal features file found for FOXF: ./output/feature-sets/FOXF.txt
[2025-11-25T23:36:18.448139] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:36:18.448203] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:36:18.448244] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:36:18.448314] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:36:18.510343] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:36:18.511243] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:36:18.511353] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:36:18.511402] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:36:18.613069] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:36:18.613266] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:36:18.613314] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:36:18.613348] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:36:18.616941] [DEBUG] [FORECASTER] FOXF: Forecast T+1@11:T+2@11: DOWN (p=13.22%)
[2025-11-25T23:36:18.617238] [INFO ] [FORECASTER] Completed predict_future for FOXF
[2025-11-25T23:36:18.617411] [INFO ] [sig       ] FOXF: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:36:18.772706] [INFO ] [LOCAL     ] Saved forecast: FOXF	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/FOXF.txt
[2025-11-25T23:36:18.772913] [INFO ] [sig       ] [1308/3639] Completed FOXF in 0.3s | 3.01 sym/s | Total: 7.2m | ETA: 12.9m
[2025-11-25T23:36:18.772971] [INFO ] [sig       ] [1309/3639] Forecasting FPF...
[2025-11-25T23:36:18.773018] [INFO ] [sig       ] Generating forecast for: FPF
[2025-11-25T23:36:18.773062] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FPF' from 'https://tdm.silogroup.org/data/derivative_storage/FPF.csv'.
[2025-11-25T23:36:18.785610] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FPF'.
[2025-11-25T23:36:18.786081] [INFO ] [FORECASTER] Starting predict_future for FPF
[2025-11-25T23:36:18.787059] [DEBUG] [LOCAL     ] No optimal features file found for FPF: ./output/feature-sets/FPF.txt
[2025-11-25T23:36:18.787143] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:36:18.787193] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:36:18.787235] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:36:18.787305] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:36:18.846611] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:36:18.847554] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:36:18.847679] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:36:18.847732] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:36:18.956241] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:36:18.956434] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:36:18.956480] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:36:18.956513] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:36:18.959981] [DEBUG] [FORECASTER] FPF: Forecast T+1@11:T+2@11: UP (p=62.55%)
[2025-11-25T23:36:18.960278] [INFO ] [FORECASTER] Completed predict_future for FPF
[2025-11-25T23:36:18.960423] [INFO ] [sig       ] FPF: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:36:19.103693] [INFO ] [LOCAL     ] Saved forecast: FPF	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/FPF.txt
[2025-11-25T23:36:19.103850] [INFO ] [sig       ] [1309/3639] Completed FPF in 0.3s | 3.01 sym/s | Total: 7.2m | ETA: 12.9m
[2025-11-25T23:36:19.103906] [INFO ] [sig       ] [1310/3639] Forecasting FPH...
[2025-11-25T23:36:19.103950] [INFO ] [sig       ] Generating forecast for: FPH
[2025-11-25T23:36:19.103994] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FPH' from 'https://tdm.silogroup.org/data/derivative_storage/FPH.csv'.
[2025-11-25T23:36:19.115662] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FPH'.
[2025-11-25T23:36:19.115962] [INFO ] [FORECASTER] Starting predict_future for FPH
[2025-11-25T23:36:19.116761] [DEBUG] [LOCAL     ] No optimal features file found for FPH: ./output/feature-sets/FPH.txt
[2025-11-25T23:36:19.116831] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:36:19.116878] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:36:19.116921] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:36:19.116992] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:36:19.176037] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:36:19.176749] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:36:19.176845] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:36:19.176894] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:36:19.283916] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:36:19.284091] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:36:19.284138] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:36:19.284173] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:36:19.287583] [DEBUG] [FORECASTER] FPH: Forecast T+1@11:T+2@11: UP (p=60.43%)
[2025-11-25T23:36:19.288043] [INFO ] [FORECASTER] Completed predict_future for FPH
[2025-11-25T23:36:19.288264] [INFO ] [sig       ] FPH: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:36:19.479298] [INFO ] [LOCAL     ] Saved forecast: FPH	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/FPH.txt
[2025-11-25T23:36:19.479481] [INFO ] [sig       ] [1310/3639] Completed FPH in 0.4s | 3.01 sym/s | Total: 7.3m | ETA: 12.9m
[2025-11-25T23:36:19.479538] [INFO ] [sig       ] [1311/3639] Forecasting FPI...
[2025-11-25T23:36:19.479583] [INFO ] [sig       ] Generating forecast for: FPI
[2025-11-25T23:36:19.479627] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FPI' from 'https://tdm.silogroup.org/data/derivative_storage/FPI.csv'.
[2025-11-25T23:36:19.492553] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FPI'.
[2025-11-25T23:36:19.492879] [INFO ] [FORECASTER] Starting predict_future for FPI
[2025-11-25T23:36:19.493679] [DEBUG] [LOCAL     ] No optimal features file found for FPI: ./output/feature-sets/FPI.txt
[2025-11-25T23:36:19.493748] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:36:19.493789] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:36:19.493831] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:36:19.493904] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:36:19.552675] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:36:19.553659] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:36:19.553759] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:36:19.553807] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:36:19.627632] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:36:19.627847] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:36:19.627896] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:36:19.627932] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:36:19.631476] [DEBUG] [FORECASTER] FPI: Forecast T+1@11:T+2@11: UP (p=92.25%)
[2025-11-25T23:36:19.631801] [INFO ] [FORECASTER] Completed predict_future for FPI
[2025-11-25T23:36:19.631971] [INFO ] [sig       ] FPI: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:36:19.776260] [INFO ] [LOCAL     ] Saved forecast: FPI	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/FPI.txt
[2025-11-25T23:36:19.776467] [INFO ] [sig       ] [1311/3639] Completed FPI in 0.3s | 3.01 sym/s | Total: 7.3m | ETA: 12.9m
[2025-11-25T23:36:19.776523] [INFO ] [sig       ] [1312/3639] Forecasting FPXI...
[2025-11-25T23:36:19.776580] [INFO ] [sig       ] Generating forecast for: FPXI
[2025-11-25T23:36:19.776625] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FPXI' from 'https://tdm.silogroup.org/data/derivative_storage/FPXI.csv'.
[2025-11-25T23:36:19.788842] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FPXI'.
[2025-11-25T23:36:19.789261] [INFO ] [FORECASTER] Starting predict_future for FPXI
[2025-11-25T23:36:19.790125] [DEBUG] [LOCAL     ] No optimal features file found for FPXI: ./output/feature-sets/FPXI.txt
[2025-11-25T23:36:19.790195] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:36:19.790241] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:36:19.790281] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:36:19.790351] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:36:19.847525] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:36:19.848342] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:36:19.848458] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:36:19.848516] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:36:19.942380] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:36:19.942573] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:36:19.942620] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:36:19.942680] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:36:19.946192] [DEBUG] [FORECASTER] FPXI: Forecast T+1@11:T+2@11: UP (p=68.84%)
[2025-11-25T23:36:19.946537] [INFO ] [FORECASTER] Completed predict_future for FPXI
[2025-11-25T23:36:19.946711] [INFO ] [sig       ] FPXI: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:36:20.099031] [INFO ] [LOCAL     ] Saved forecast: FPXI	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/FPXI.txt
[2025-11-25T23:36:20.099227] [INFO ] [sig       ] [1312/3639] Completed FPXI in 0.3s | 3.01 sym/s | Total: 7.3m | ETA: 12.9m
[2025-11-25T23:36:20.099292] [INFO ] [sig       ] [1313/3639] Forecasting FRA...
[2025-11-25T23:36:20.099335] [INFO ] [sig       ] Generating forecast for: FRA
[2025-11-25T23:36:20.099381] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FRA' from 'https://tdm.silogroup.org/data/derivative_storage/FRA.csv'.
[2025-11-25T23:36:20.111786] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FRA'.
[2025-11-25T23:36:20.112158] [INFO ] [FORECASTER] Starting predict_future for FRA
[2025-11-25T23:36:20.112999] [DEBUG] [LOCAL     ] No optimal features file found for FRA: ./output/feature-sets/FRA.txt
[2025-11-25T23:36:20.113069] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:36:20.113126] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:36:20.113176] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:36:20.113261] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:36:20.170496] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:36:20.171231] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:36:20.171351] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:36:20.171401] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:36:20.265039] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:36:20.265225] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:36:20.265272] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:36:20.265308] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:36:20.268778] [DEBUG] [FORECASTER] FRA: Forecast T+1@11:T+2@11: DOWN (p=40.60%)
[2025-11-25T23:36:20.269088] [INFO ] [FORECASTER] Completed predict_future for FRA
[2025-11-25T23:36:20.269227] [INFO ] [sig       ] FRA: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:36:20.409681] [INFO ] [LOCAL     ] Saved forecast: FRA	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/FRA.txt
[2025-11-25T23:36:20.409847] [INFO ] [sig       ] [1313/3639] Completed FRA in 0.3s | 3.01 sym/s | Total: 7.3m | ETA: 12.9m
[2025-11-25T23:36:20.409903] [INFO ] [sig       ] [1314/3639] Forecasting FRBA...
[2025-11-25T23:36:20.409947] [INFO ] [sig       ] Generating forecast for: FRBA
[2025-11-25T23:36:20.409989] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FRBA' from 'https://tdm.silogroup.org/data/derivative_storage/FRBA.csv'.
[2025-11-25T23:36:20.421107] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FRBA'.
[2025-11-25T23:36:20.421443] [INFO ] [FORECASTER] Starting predict_future for FRBA
[2025-11-25T23:36:20.422350] [DEBUG] [LOCAL     ] No optimal features file found for FRBA: ./output/feature-sets/FRBA.txt
[2025-11-25T23:36:20.422422] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:36:20.422484] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:36:20.422533] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:36:20.422603] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:36:20.479321] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:36:20.480054] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:36:20.480150] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:36:20.480209] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:36:20.567313] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:36:20.567510] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:36:20.567556] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:36:20.567591] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:36:20.571040] [DEBUG] [FORECASTER] FRBA: Forecast T+1@11:T+2@11: UP (p=51.47%)
[2025-11-25T23:36:20.571327] [INFO ] [FORECASTER] Completed predict_future for FRBA
[2025-11-25T23:36:20.571465] [INFO ] [sig       ] FRBA: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:36:20.711251] [INFO ] [LOCAL     ] Saved forecast: FRBA	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/FRBA.txt
[2025-11-25T23:36:20.711414] [INFO ] [sig       ] [1314/3639] Completed FRBA in 0.3s | 3.01 sym/s | Total: 7.3m | ETA: 12.9m
[2025-11-25T23:36:20.711468] [INFO ] [sig       ] [1315/3639] Forecasting FRGE...
[2025-11-25T23:36:20.711512] [INFO ] [sig       ] Generating forecast for: FRGE
[2025-11-25T23:36:20.711599] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FRGE' from 'https://tdm.silogroup.org/data/derivative_storage/FRGE.csv'.
[2025-11-25T23:36:20.723022] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FRGE'.
[2025-11-25T23:36:20.723364] [INFO ] [FORECASTER] Starting predict_future for FRGE
[2025-11-25T23:36:20.724178] [DEBUG] [LOCAL     ] No optimal features file found for FRGE: ./output/feature-sets/FRGE.txt
[2025-11-25T23:36:20.724247] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:36:20.724302] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:36:20.724353] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:36:20.724437] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:36:20.784311] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:36:20.785513] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:36:20.785625] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:36:20.785707] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:36:20.905677] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:36:20.905885] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:36:20.905933] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:36:20.905991] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:36:20.914364] [DEBUG] [FORECASTER] FRGE: Forecast T+1@11:T+2@11: DOWN (p=22.93%)
[2025-11-25T23:36:20.915080] [INFO ] [FORECASTER] Completed predict_future for FRGE
[2025-11-25T23:36:20.915253] [INFO ] [sig       ] FRGE: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:36:21.058472] [INFO ] [LOCAL     ] Saved forecast: FRGE	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/FRGE.txt
[2025-11-25T23:36:21.058698] [INFO ] [sig       ] [1315/3639] Completed FRGE in 0.3s | 3.01 sym/s | Total: 7.3m | ETA: 12.9m
[2025-11-25T23:36:21.058756] [INFO ] [sig       ] [1316/3639] Forecasting FRHC...
[2025-11-25T23:36:21.058799] [INFO ] [sig       ] Generating forecast for: FRHC
[2025-11-25T23:36:21.058843] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FRHC' from 'https://tdm.silogroup.org/data/derivative_storage/FRHC.csv'.
[2025-11-25T23:36:21.071618] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FRHC'.
[2025-11-25T23:36:21.072105] [INFO ] [FORECASTER] Starting predict_future for FRHC
[2025-11-25T23:36:21.072988] [DEBUG] [LOCAL     ] No optimal features file found for FRHC: ./output/feature-sets/FRHC.txt
[2025-11-25T23:36:21.073064] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:36:21.073121] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:36:21.073162] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:36:21.073246] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:36:21.133024] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:36:21.134121] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:36:21.134228] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:36:21.134292] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:36:21.230945] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:36:21.231134] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:36:21.231182] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:36:21.231220] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:36:21.235077] [DEBUG] [FORECASTER] FRHC: Forecast T+1@11:T+2@11: UP (p=79.30%)
[2025-11-25T23:36:21.235388] [INFO ] [FORECASTER] Completed predict_future for FRHC
[2025-11-25T23:36:21.235537] [INFO ] [sig       ] FRHC: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:36:21.384045] [INFO ] [LOCAL     ] Saved forecast: FRHC	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/FRHC.txt
[2025-11-25T23:36:21.384208] [INFO ] [sig       ] [1316/3639] Completed FRHC in 0.3s | 3.01 sym/s | Total: 7.3m | ETA: 12.9m
[2025-11-25T23:36:21.384265] [INFO ] [sig       ] [1317/3639] Forecasting FRME...
[2025-11-25T23:36:21.384309] [INFO ] [sig       ] Generating forecast for: FRME
[2025-11-25T23:36:21.384354] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FRME' from 'https://tdm.silogroup.org/data/derivative_storage/FRME.csv'.
[2025-11-25T23:36:21.396162] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FRME'.
[2025-11-25T23:36:21.396543] [INFO ] [FORECASTER] Starting predict_future for FRME
[2025-11-25T23:36:21.397453] [DEBUG] [LOCAL     ] No optimal features file found for FRME: ./output/feature-sets/FRME.txt
[2025-11-25T23:36:21.397532] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:36:21.397599] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:36:21.397671] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:36:21.397762] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:36:21.458869] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:36:21.459696] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:36:21.459796] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:36:21.459880] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:36:21.561803] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:36:21.561975] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:36:21.562022] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:36:21.562059] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:36:21.565534] [DEBUG] [FORECASTER] FRME: Forecast T+1@11:T+2@11: UP (p=87.50%)
[2025-11-25T23:36:21.565861] [INFO ] [FORECASTER] Completed predict_future for FRME
[2025-11-25T23:36:21.566018] [INFO ] [sig       ] FRME: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:36:21.719093] [INFO ] [LOCAL     ] Saved forecast: FRME	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/FRME.txt
[2025-11-25T23:36:21.719278] [INFO ] [sig       ] [1317/3639] Completed FRME in 0.3s | 3.01 sym/s | Total: 7.3m | ETA: 12.9m
[2025-11-25T23:36:21.719337] [INFO ] [sig       ] [1318/3639] Forecasting FRO...
[2025-11-25T23:36:21.719413] [INFO ] [sig       ] Generating forecast for: FRO
[2025-11-25T23:36:21.719551] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FRO' from 'https://tdm.silogroup.org/data/derivative_storage/FRO.csv'.
[2025-11-25T23:36:21.731773] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FRO'.
[2025-11-25T23:36:21.732127] [INFO ] [FORECASTER] Starting predict_future for FRO
[2025-11-25T23:36:21.732963] [DEBUG] [LOCAL     ] No optimal features file found for FRO: ./output/feature-sets/FRO.txt
[2025-11-25T23:36:21.733032] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:36:21.733078] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:36:21.733117] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:36:21.733190] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:36:21.789829] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:36:21.790462] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:36:21.790581] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:36:21.790629] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:36:21.887448] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:36:21.887607] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:36:21.887671] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:36:21.887714] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:36:21.891061] [DEBUG] [FORECASTER] FRO: Forecast T+1@11:T+2@11: DOWN (p=9.51%)
[2025-11-25T23:36:21.891343] [INFO ] [FORECASTER] Completed predict_future for FRO
[2025-11-25T23:36:21.891489] [INFO ] [sig       ] FRO: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:36:22.031582] [INFO ] [LOCAL     ] Saved forecast: FRO	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/FRO.txt
[2025-11-25T23:36:22.031746] [INFO ] [sig       ] [1318/3639] Completed FRO in 0.3s | 3.01 sym/s | Total: 7.3m | ETA: 12.8m
[2025-11-25T23:36:22.031802] [INFO ] [sig       ] [1319/3639] Forecasting FROG...
[2025-11-25T23:36:22.031844] [INFO ] [sig       ] Generating forecast for: FROG
[2025-11-25T23:36:22.031887] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FROG' from 'https://tdm.silogroup.org/data/derivative_storage/FROG.csv'.
[2025-11-25T23:36:22.045599] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FROG'.
[2025-11-25T23:36:22.046068] [INFO ] [FORECASTER] Starting predict_future for FROG
[2025-11-25T23:36:22.046966] [DEBUG] [LOCAL     ] No optimal features file found for FROG: ./output/feature-sets/FROG.txt
[2025-11-25T23:36:22.047048] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:36:22.047112] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:36:22.047164] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:36:22.047268] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:36:22.105828] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:36:22.106527] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:36:22.106658] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:36:22.106712] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:36:22.203849] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:36:22.204037] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:36:22.204089] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:36:22.204124] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:36:22.207527] [DEBUG] [FORECASTER] FROG: Forecast T+1@11:T+2@11: DOWN (p=11.02%)
[2025-11-25T23:36:22.207891] [INFO ] [FORECASTER] Completed predict_future for FROG
[2025-11-25T23:36:22.208064] [INFO ] [sig       ] FROG: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:36:22.350628] [INFO ] [LOCAL     ] Saved forecast: FROG	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/FROG.txt
[2025-11-25T23:36:22.350835] [INFO ] [sig       ] [1319/3639] Completed FROG in 0.3s | 3.01 sym/s | Total: 7.3m | ETA: 12.8m
[2025-11-25T23:36:22.350893] [INFO ] [sig       ] [1320/3639] Forecasting FRPH...
[2025-11-25T23:36:22.350939] [INFO ] [sig       ] Generating forecast for: FRPH
[2025-11-25T23:36:22.351074] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FRPH' from 'https://tdm.silogroup.org/data/derivative_storage/FRPH.csv'.
[2025-11-25T23:36:22.363022] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FRPH'.
[2025-11-25T23:36:22.363350] [INFO ] [FORECASTER] Starting predict_future for FRPH
[2025-11-25T23:36:22.364183] [DEBUG] [LOCAL     ] No optimal features file found for FRPH: ./output/feature-sets/FRPH.txt
[2025-11-25T23:36:22.364252] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:36:22.364299] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:36:22.364340] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:36:22.364436] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:36:22.423118] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:36:22.424062] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:36:22.424167] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:36:22.424228] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:36:22.521190] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:36:22.521341] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:36:22.521386] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:36:22.521421] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:36:22.524704] [DEBUG] [FORECASTER] FRPH: Forecast T+1@11:T+2@11: UP (p=66.89%)
[2025-11-25T23:36:22.524986] [INFO ] [FORECASTER] Completed predict_future for FRPH
[2025-11-25T23:36:22.525127] [INFO ] [sig       ] FRPH: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:36:22.666406] [INFO ] [LOCAL     ] Saved forecast: FRPH	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/FRPH.txt
[2025-11-25T23:36:22.666560] [INFO ] [sig       ] [1320/3639] Completed FRPH in 0.3s | 3.01 sym/s | Total: 7.3m | ETA: 12.8m
[2025-11-25T23:36:22.666617] [INFO ] [sig       ] [1321/3639] Forecasting FRSH...
[2025-11-25T23:36:22.666755] [INFO ] [sig       ] Generating forecast for: FRSH
[2025-11-25T23:36:22.666811] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FRSH' from 'https://tdm.silogroup.org/data/derivative_storage/FRSH.csv'.
[2025-11-25T23:36:22.678698] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FRSH'.
[2025-11-25T23:36:22.679025] [INFO ] [FORECASTER] Starting predict_future for FRSH
[2025-11-25T23:36:22.679854] [DEBUG] [LOCAL     ] No optimal features file found for FRSH: ./output/feature-sets/FRSH.txt
[2025-11-25T23:36:22.679944] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:36:22.680004] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:36:22.680057] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:36:22.680128] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:36:22.745235] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:36:22.746185] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:36:22.746304] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:36:22.746357] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:36:22.844538] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:36:22.844779] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:36:22.844866] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:36:22.844916] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:36:22.848478] [DEBUG] [FORECASTER] FRSH: Forecast T+1@11:T+2@11: DOWN (p=22.73%)
[2025-11-25T23:36:22.848815] [INFO ] [FORECASTER] Completed predict_future for FRSH
[2025-11-25T23:36:22.848985] [INFO ] [sig       ] FRSH: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:36:22.994377] [INFO ] [LOCAL     ] Saved forecast: FRSH	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/FRSH.txt
[2025-11-25T23:36:22.994636] [INFO ] [sig       ] [1321/3639] Completed FRSH in 0.3s | 3.01 sym/s | Total: 7.3m | ETA: 12.8m
[2025-11-25T23:36:22.994733] [INFO ] [sig       ] [1322/3639] Forecasting FRSX...
[2025-11-25T23:36:22.994805] [INFO ] [sig       ] Generating forecast for: FRSX
[2025-11-25T23:36:22.994876] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FRSX' from 'https://tdm.silogroup.org/data/derivative_storage/FRSX.csv'.
[2025-11-25T23:36:23.007285] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FRSX'.
[2025-11-25T23:36:23.007772] [INFO ] [FORECASTER] Starting predict_future for FRSX
[2025-11-25T23:36:23.008592] [DEBUG] [LOCAL     ] No optimal features file found for FRSX: ./output/feature-sets/FRSX.txt
[2025-11-25T23:36:23.008682] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:36:23.008730] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:36:23.008770] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:36:23.008839] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:36:23.068481] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:36:23.069443] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:36:23.069553] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:36:23.069602] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:36:23.169427] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:36:23.169632] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:36:23.169703] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:36:23.169796] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:36:23.173430] [DEBUG] [FORECASTER] FRSX: Forecast T+1@11:T+2@11: UP (p=61.06%)
[2025-11-25T23:36:23.173826] [INFO ] [FORECASTER] Completed predict_future for FRSX
[2025-11-25T23:36:23.174002] [INFO ] [sig       ] FRSX: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:36:23.318706] [INFO ] [LOCAL     ] Saved forecast: FRSX	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/FRSX.txt
[2025-11-25T23:36:23.318900] [INFO ] [sig       ] [1322/3639] Completed FRSX in 0.3s | 3.01 sym/s | Total: 7.3m | ETA: 12.8m
[2025-11-25T23:36:23.318957] [INFO ] [sig       ] [1323/3639] Forecasting FSBC...
[2025-11-25T23:36:23.319003] [INFO ] [sig       ] Generating forecast for: FSBC
[2025-11-25T23:36:23.319046] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FSBC' from 'https://tdm.silogroup.org/data/derivative_storage/FSBC.csv'.
[2025-11-25T23:36:23.330664] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FSBC'.
[2025-11-25T23:36:23.331067] [INFO ] [FORECASTER] Starting predict_future for FSBC
[2025-11-25T23:36:23.331969] [DEBUG] [LOCAL     ] No optimal features file found for FSBC: ./output/feature-sets/FSBC.txt
[2025-11-25T23:36:23.332039] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:36:23.332085] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:36:23.332125] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:36:23.332192] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:36:23.392226] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:36:23.393179] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:36:23.393283] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:36:23.393331] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:36:23.490656] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:36:23.490860] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:36:23.490906] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:36:23.490942] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:36:23.494516] [DEBUG] [FORECASTER] FSBC: Forecast T+1@11:T+2@11: DOWN (p=20.17%)
[2025-11-25T23:36:23.494848] [INFO ] [FORECASTER] Completed predict_future for FSBC
[2025-11-25T23:36:23.495010] [INFO ] [sig       ] FSBC: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:36:23.635604] [INFO ] [LOCAL     ] Saved forecast: FSBC	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/FSBC.txt
[2025-11-25T23:36:23.635782] [INFO ] [sig       ] [1323/3639] Completed FSBC in 0.3s | 3.01 sym/s | Total: 7.3m | ETA: 12.8m
[2025-11-25T23:36:23.635837] [INFO ] [sig       ] [1324/3639] Forecasting FSCO...
[2025-11-25T23:36:23.635880] [INFO ] [sig       ] Generating forecast for: FSCO
[2025-11-25T23:36:23.635921] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FSCO' from 'https://tdm.silogroup.org/data/derivative_storage/FSCO.csv'.
[2025-11-25T23:36:23.648123] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FSCO'.
[2025-11-25T23:36:23.648520] [INFO ] [FORECASTER] Starting predict_future for FSCO
[2025-11-25T23:36:23.649412] [DEBUG] [LOCAL     ] No optimal features file found for FSCO: ./output/feature-sets/FSCO.txt
[2025-11-25T23:36:23.649484] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:36:23.649542] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:36:23.649605] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:36:23.649719] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:36:23.712495] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:36:23.713438] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:36:23.713554] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:36:23.713611] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:36:23.814676] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:36:23.814899] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:36:23.814958] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:36:23.815006] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:36:23.818704] [DEBUG] [FORECASTER] FSCO: Forecast T+1@11:T+2@11: DOWN (p=11.11%)
[2025-11-25T23:36:23.819031] [INFO ] [FORECASTER] Completed predict_future for FSCO
[2025-11-25T23:36:23.819221] [INFO ] [sig       ] FSCO: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:36:23.981257] [INFO ] [LOCAL     ] Saved forecast: FSCO	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/FSCO.txt
[2025-11-25T23:36:23.981455] [INFO ] [sig       ] [1324/3639] Completed FSCO in 0.3s | 3.01 sym/s | Total: 7.3m | ETA: 12.8m
[2025-11-25T23:36:23.981512] [INFO ] [sig       ] [1325/3639] Forecasting FSK...
[2025-11-25T23:36:23.981557] [INFO ] [sig       ] Generating forecast for: FSK
[2025-11-25T23:36:23.981697] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FSK' from 'https://tdm.silogroup.org/data/derivative_storage/FSK.csv'.
[2025-11-25T23:36:23.994267] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FSK'.
[2025-11-25T23:36:23.994707] [INFO ] [FORECASTER] Starting predict_future for FSK
[2025-11-25T23:36:23.995529] [DEBUG] [LOCAL     ] No optimal features file found for FSK: ./output/feature-sets/FSK.txt
[2025-11-25T23:36:23.995602] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:36:23.995679] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:36:23.995730] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:36:23.995815] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:36:24.053001] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:36:24.054012] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:36:24.054119] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:36:24.054181] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:36:24.159823] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:36:24.160026] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:36:24.160083] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:36:24.160119] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:36:24.163988] [DEBUG] [FORECASTER] FSK: Forecast T+1@11:T+2@11: DOWN (p=6.89%)
[2025-11-25T23:36:24.164291] [INFO ] [FORECASTER] Completed predict_future for FSK
[2025-11-25T23:36:24.164448] [INFO ] [sig       ] FSK: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:36:24.324270] [INFO ] [LOCAL     ] Saved forecast: FSK	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/FSK.txt
[2025-11-25T23:36:24.324469] [INFO ] [sig       ] [1325/3639] Completed FSK in 0.3s | 3.01 sym/s | Total: 7.3m | ETA: 12.8m
[2025-11-25T23:36:24.324533] [INFO ] [sig       ] [1326/3639] Forecasting FSLY...
[2025-11-25T23:36:24.324601] [INFO ] [sig       ] Generating forecast for: FSLY
[2025-11-25T23:36:24.324686] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FSLY' from 'https://tdm.silogroup.org/data/derivative_storage/FSLY.csv'.
[2025-11-25T23:36:24.336904] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FSLY'.
[2025-11-25T23:36:24.337339] [INFO ] [FORECASTER] Starting predict_future for FSLY
[2025-11-25T23:36:24.338225] [DEBUG] [LOCAL     ] No optimal features file found for FSLY: ./output/feature-sets/FSLY.txt
[2025-11-25T23:36:24.338297] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:36:24.338345] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:36:24.338386] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:36:24.338515] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:36:24.397294] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:36:24.398227] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:36:24.398335] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:36:24.398385] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:36:24.504024] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:36:24.504225] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:36:24.504270] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:36:24.504306] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:36:24.507961] [DEBUG] [FORECASTER] FSLY: Forecast T+1@11:T+2@11: DOWN (p=6.25%)
[2025-11-25T23:36:24.508424] [INFO ] [FORECASTER] Completed predict_future for FSLY
[2025-11-25T23:36:24.508639] [INFO ] [sig       ] FSLY: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:36:24.656517] [INFO ] [LOCAL     ] Saved forecast: FSLY	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/FSLY.txt
[2025-11-25T23:36:24.656724] [INFO ] [sig       ] [1326/3639] Completed FSLY in 0.3s | 3.01 sym/s | Total: 7.3m | ETA: 12.8m
[2025-11-25T23:36:24.656784] [INFO ] [sig       ] [1327/3639] Forecasting FSM...
[2025-11-25T23:36:24.656829] [INFO ] [sig       ] Generating forecast for: FSM
[2025-11-25T23:36:24.656871] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FSM' from 'https://tdm.silogroup.org/data/derivative_storage/FSM.csv'.
[2025-11-25T23:36:24.668592] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FSM'.
[2025-11-25T23:36:24.669062] [INFO ] [FORECASTER] Starting predict_future for FSM
[2025-11-25T23:36:24.669926] [DEBUG] [LOCAL     ] No optimal features file found for FSM: ./output/feature-sets/FSM.txt
[2025-11-25T23:36:24.669998] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:36:24.670056] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:36:24.670107] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:36:24.670195] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:36:24.730553] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:36:24.731533] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:36:24.731694] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:36:24.731752] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:36:24.848737] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:36:24.848945] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:36:24.848998] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:36:24.849038] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:36:24.853021] [DEBUG] [FORECASTER] FSM: Forecast T+1@11:T+2@11: DOWN (p=5.06%)
[2025-11-25T23:36:24.853453] [INFO ] [FORECASTER] Completed predict_future for FSM
[2025-11-25T23:36:24.853620] [INFO ] [sig       ] FSM: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:36:25.002026] [INFO ] [LOCAL     ] Saved forecast: FSM	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/FSM.txt
[2025-11-25T23:36:25.002217] [INFO ] [sig       ] [1327/3639] Completed FSM in 0.3s | 3.01 sym/s | Total: 7.3m | ETA: 12.8m
[2025-11-25T23:36:25.002279] [INFO ] [sig       ] [1328/3639] Forecasting FSS...
[2025-11-25T23:36:25.002317] [INFO ] [sig       ] Generating forecast for: FSS
[2025-11-25T23:36:25.002363] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FSS' from 'https://tdm.silogroup.org/data/derivative_storage/FSS.csv'.
[2025-11-25T23:36:25.013974] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FSS'.
[2025-11-25T23:36:25.014397] [INFO ] [FORECASTER] Starting predict_future for FSS
[2025-11-25T23:36:25.015216] [DEBUG] [LOCAL     ] No optimal features file found for FSS: ./output/feature-sets/FSS.txt
[2025-11-25T23:36:25.015286] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:36:25.015333] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:36:25.015385] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:36:25.015465] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:36:25.075458] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:36:25.076395] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:36:25.076501] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:36:25.076547] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:36:25.174096] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:36:25.174255] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:36:25.174304] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:36:25.174341] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:36:25.177885] [DEBUG] [FORECASTER] FSS: Forecast T+1@11:T+2@11: UP (p=98.32%)
[2025-11-25T23:36:25.178173] [INFO ] [FORECASTER] Completed predict_future for FSS
[2025-11-25T23:36:25.178313] [INFO ] [sig       ] FSS: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:36:25.324313] [INFO ] [LOCAL     ] Saved forecast: FSS	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/FSS.txt
[2025-11-25T23:36:25.324483] [INFO ] [sig       ] [1328/3639] Completed FSS in 0.3s | 3.01 sym/s | Total: 7.3m | ETA: 12.8m
[2025-11-25T23:36:25.324548] [INFO ] [sig       ] [1329/3639] Forecasting FTA...
[2025-11-25T23:36:25.324599] [INFO ] [sig       ] Generating forecast for: FTA
[2025-11-25T23:36:25.324663] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FTA' from 'https://tdm.silogroup.org/data/derivative_storage/FTA.csv'.
[2025-11-25T23:36:25.336722] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FTA'.
[2025-11-25T23:36:25.337177] [INFO ] [FORECASTER] Starting predict_future for FTA
[2025-11-25T23:36:25.338155] [DEBUG] [LOCAL     ] No optimal features file found for FTA: ./output/feature-sets/FTA.txt
[2025-11-25T23:36:25.338228] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:36:25.338288] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:36:25.338341] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:36:25.338431] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:36:25.398808] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:36:25.399674] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:36:25.399776] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:36:25.399837] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:36:25.506750] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:36:25.506947] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:36:25.506993] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:36:25.507027] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:36:25.510543] [DEBUG] [FORECASTER] FTA: Forecast T+1@11:T+2@11: DOWN (p=6.80%)
[2025-11-25T23:36:25.510855] [INFO ] [FORECASTER] Completed predict_future for FTA
[2025-11-25T23:36:25.511013] [INFO ] [sig       ] FTA: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:36:25.656733] [INFO ] [LOCAL     ] Saved forecast: FTA	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/FTA.txt
[2025-11-25T23:36:25.656915] [INFO ] [sig       ] [1329/3639] Completed FTA in 0.3s | 3.01 sym/s | Total: 7.4m | ETA: 12.8m
[2025-11-25T23:36:25.656972] [INFO ] [sig       ] [1330/3639] Forecasting FTAI...
[2025-11-25T23:36:25.657040] [INFO ] [sig       ] Generating forecast for: FTAI
[2025-11-25T23:36:25.657093] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FTAI' from 'https://tdm.silogroup.org/data/derivative_storage/FTAI.csv'.
[2025-11-25T23:36:25.670513] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FTAI'.
[2025-11-25T23:36:25.670951] [INFO ] [FORECASTER] Starting predict_future for FTAI
[2025-11-25T23:36:25.671832] [DEBUG] [LOCAL     ] No optimal features file found for FTAI: ./output/feature-sets/FTAI.txt
[2025-11-25T23:36:25.671902] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:36:25.671952] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:36:25.671994] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:36:25.672064] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:36:25.731863] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:36:25.732784] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:36:25.732890] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:36:25.732941] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:36:25.856121] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:36:25.856314] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:36:25.856361] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:36:25.856397] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:36:25.859962] [DEBUG] [FORECASTER] FTAI: Forecast T+1@11:T+2@11: DOWN (p=13.65%)
[2025-11-25T23:36:25.860263] [INFO ] [FORECASTER] Completed predict_future for FTAI
[2025-11-25T23:36:25.860431] [INFO ] [sig       ] FTAI: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:36:26.006592] [INFO ] [LOCAL     ] Saved forecast: FTAI	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/FTAI.txt
[2025-11-25T23:36:26.006781] [INFO ] [sig       ] [1330/3639] Completed FTAI in 0.3s | 3.01 sym/s | Total: 7.4m | ETA: 12.8m
[2025-11-25T23:36:26.006838] [INFO ] [sig       ] [1331/3639] Forecasting FTC...
[2025-11-25T23:36:26.006885] [INFO ] [sig       ] Generating forecast for: FTC
[2025-11-25T23:36:26.006928] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FTC' from 'https://tdm.silogroup.org/data/derivative_storage/FTC.csv'.
[2025-11-25T23:36:26.019429] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FTC'.
[2025-11-25T23:36:26.019828] [INFO ] [FORECASTER] Starting predict_future for FTC
[2025-11-25T23:36:26.020703] [DEBUG] [LOCAL     ] No optimal features file found for FTC: ./output/feature-sets/FTC.txt
[2025-11-25T23:36:26.020771] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:36:26.020819] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:36:26.020860] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:36:26.020978] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:36:26.077931] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:36:26.078773] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:36:26.078876] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:36:26.078936] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:36:26.196988] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:36:26.197175] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:36:26.197221] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:36:26.197255] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:36:26.200740] [DEBUG] [FORECASTER] FTC: Forecast T+1@11:T+2@11: UP (p=81.03%)
[2025-11-25T23:36:26.201035] [INFO ] [FORECASTER] Completed predict_future for FTC
[2025-11-25T23:36:26.201186] [INFO ] [sig       ] FTC: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:36:26.341257] [INFO ] [LOCAL     ] Saved forecast: FTC	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/FTC.txt
[2025-11-25T23:36:26.341417] [INFO ] [sig       ] [1331/3639] Completed FTC in 0.3s | 3.01 sym/s | Total: 7.4m | ETA: 12.8m
[2025-11-25T23:36:26.341473] [INFO ] [sig       ] [1332/3639] Forecasting FTCI...
[2025-11-25T23:36:26.341518] [INFO ] [sig       ] Generating forecast for: FTCI
[2025-11-25T23:36:26.341560] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FTCI' from 'https://tdm.silogroup.org/data/derivative_storage/FTCI.csv'.
[2025-11-25T23:36:26.353618] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FTCI'.
[2025-11-25T23:36:26.353999] [INFO ] [FORECASTER] Starting predict_future for FTCI
[2025-11-25T23:36:26.354845] [DEBUG] [LOCAL     ] No optimal features file found for FTCI: ./output/feature-sets/FTCI.txt
[2025-11-25T23:36:26.354914] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:36:26.354974] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:36:26.355030] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:36:26.355115] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:36:26.411924] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:36:26.412612] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:36:26.412728] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:36:26.412787] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:36:26.525561] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:36:26.525766] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:36:26.525817] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:36:26.525852] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:36:26.529430] [DEBUG] [FORECASTER] FTCI: Forecast T+1@11:T+2@11: DOWN (p=3.60%)
[2025-11-25T23:36:26.529762] [INFO ] [FORECASTER] Completed predict_future for FTCI
[2025-11-25T23:36:26.529925] [INFO ] [sig       ] FTCI: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:36:26.670773] [INFO ] [LOCAL     ] Saved forecast: FTCI	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/FTCI.txt
[2025-11-25T23:36:26.670966] [INFO ] [sig       ] [1332/3639] Completed FTCI in 0.3s | 3.01 sym/s | Total: 7.4m | ETA: 12.8m
[2025-11-25T23:36:26.671023] [INFO ] [sig       ] [1333/3639] Forecasting FTCS...
[2025-11-25T23:36:26.671066] [INFO ] [sig       ] Generating forecast for: FTCS
[2025-11-25T23:36:26.671106] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FTCS' from 'https://tdm.silogroup.org/data/derivative_storage/FTCS.csv'.
[2025-11-25T23:36:26.682786] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FTCS'.
[2025-11-25T23:36:26.683168] [INFO ] [FORECASTER] Starting predict_future for FTCS
[2025-11-25T23:36:26.684025] [DEBUG] [LOCAL     ] No optimal features file found for FTCS: ./output/feature-sets/FTCS.txt
[2025-11-25T23:36:26.684094] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:36:26.684150] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:36:26.684200] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:36:26.684272] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:36:26.741478] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:36:26.742413] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:36:26.742519] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:36:26.742579] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:36:26.851124] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:36:26.851323] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:36:26.851368] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:36:26.851403] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:36:26.854899] [DEBUG] [FORECASTER] FTCS: Forecast T+1@11:T+2@11: DOWN (p=1.01%)
[2025-11-25T23:36:26.855198] [INFO ] [FORECASTER] Completed predict_future for FTCS
[2025-11-25T23:36:26.855355] [INFO ] [sig       ] FTCS: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:36:27.002132] [INFO ] [LOCAL     ] Saved forecast: FTCS	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/FTCS.txt
[2025-11-25T23:36:27.002320] [INFO ] [sig       ] [1333/3639] Completed FTCS in 0.3s | 3.01 sym/s | Total: 7.4m | ETA: 12.8m
[2025-11-25T23:36:27.002379] [INFO ] [sig       ] [1334/3639] Forecasting FTEK...
[2025-11-25T23:36:27.002427] [INFO ] [sig       ] Generating forecast for: FTEK
[2025-11-25T23:36:27.002472] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FTEK' from 'https://tdm.silogroup.org/data/derivative_storage/FTEK.csv'.
[2025-11-25T23:36:27.014396] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FTEK'.
[2025-11-25T23:36:27.014810] [INFO ] [FORECASTER] Starting predict_future for FTEK
[2025-11-25T23:36:27.015697] [DEBUG] [LOCAL     ] No optimal features file found for FTEK: ./output/feature-sets/FTEK.txt
[2025-11-25T23:36:27.015769] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:36:27.015825] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:36:27.015887] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:36:27.015961] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:36:27.077957] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:36:27.078832] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:36:27.078934] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:36:27.078982] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:36:27.193773] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:36:27.193998] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:36:27.194046] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:36:27.194088] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:36:27.197838] [DEBUG] [FORECASTER] FTEK: Forecast T+1@11:T+2@11: UP (p=53.93%)
[2025-11-25T23:36:27.198151] [INFO ] [FORECASTER] Completed predict_future for FTEK
[2025-11-25T23:36:27.198310] [INFO ] [sig       ] FTEK: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:36:27.346568] [INFO ] [LOCAL     ] Saved forecast: FTEK	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/FTEK.txt
[2025-11-25T23:36:27.346782] [INFO ] [sig       ] [1334/3639] Completed FTEK in 0.3s | 3.01 sym/s | Total: 7.4m | ETA: 12.8m
[2025-11-25T23:36:27.346843] [INFO ] [sig       ] [1335/3639] Forecasting FTGC...
[2025-11-25T23:36:27.346889] [INFO ] [sig       ] Generating forecast for: FTGC
[2025-11-25T23:36:27.346945] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FTGC' from 'https://tdm.silogroup.org/data/derivative_storage/FTGC.csv'.
[2025-11-25T23:36:27.359320] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FTGC'.
[2025-11-25T23:36:27.359740] [INFO ] [FORECASTER] Starting predict_future for FTGC
[2025-11-25T23:36:27.360590] [DEBUG] [LOCAL     ] No optimal features file found for FTGC: ./output/feature-sets/FTGC.txt
[2025-11-25T23:36:27.360680] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:36:27.360739] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:36:27.360790] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:36:27.360887] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:36:27.418109] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:36:27.418871] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:36:27.418971] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:36:27.419031] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:36:27.522058] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:36:27.522241] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:36:27.522287] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:36:27.522322] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:36:27.525763] [DEBUG] [FORECASTER] FTGC: Forecast T+1@11:T+2@11: DOWN (p=32.83%)
[2025-11-25T23:36:27.526061] [INFO ] [FORECASTER] Completed predict_future for FTGC
[2025-11-25T23:36:27.526206] [INFO ] [sig       ] FTGC: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:36:27.668071] [INFO ] [LOCAL     ] Saved forecast: FTGC	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/FTGC.txt
[2025-11-25T23:36:27.668240] [INFO ] [sig       ] [1335/3639] Completed FTGC in 0.3s | 3.01 sym/s | Total: 7.4m | ETA: 12.8m
[2025-11-25T23:36:27.668303] [INFO ] [sig       ] [1336/3639] Forecasting FTGS...
[2025-11-25T23:36:27.668352] [INFO ] [sig       ] Generating forecast for: FTGS
[2025-11-25T23:36:27.668395] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FTGS' from 'https://tdm.silogroup.org/data/derivative_storage/FTGS.csv'.
[2025-11-25T23:36:27.680590] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FTGS'.
[2025-11-25T23:36:27.680944] [INFO ] [FORECASTER] Starting predict_future for FTGS
[2025-11-25T23:36:27.681805] [DEBUG] [LOCAL     ] No optimal features file found for FTGS: ./output/feature-sets/FTGS.txt
[2025-11-25T23:36:27.681876] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:36:27.681933] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:36:27.681984] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:36:27.682073] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:36:27.742308] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:36:27.743110] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:36:27.743224] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:36:27.743275] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:36:27.833275] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:36:27.833446] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:36:27.833490] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:36:27.833524] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:36:27.836875] [DEBUG] [FORECASTER] FTGS: Forecast T+1@11:T+2@11: UP (p=89.49%)
[2025-11-25T23:36:27.837163] [INFO ] [FORECASTER] Completed predict_future for FTGS
[2025-11-25T23:36:27.837299] [INFO ] [sig       ] FTGS: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:36:27.982346] [INFO ] [LOCAL     ] Saved forecast: FTGS	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/FTGS.txt
[2025-11-25T23:36:27.982549] [INFO ] [sig       ] [1336/3639] Completed FTGS in 0.3s | 3.01 sym/s | Total: 7.4m | ETA: 12.7m
[2025-11-25T23:36:27.982611] [INFO ] [sig       ] [1337/3639] Forecasting FTHI...
[2025-11-25T23:36:27.982676] [INFO ] [sig       ] Generating forecast for: FTHI
[2025-11-25T23:36:27.982721] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FTHI' from 'https://tdm.silogroup.org/data/derivative_storage/FTHI.csv'.
[2025-11-25T23:36:27.994416] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FTHI'.
[2025-11-25T23:36:27.994872] [INFO ] [FORECASTER] Starting predict_future for FTHI
[2025-11-25T23:36:27.995722] [DEBUG] [LOCAL     ] No optimal features file found for FTHI: ./output/feature-sets/FTHI.txt
[2025-11-25T23:36:27.995793] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:36:27.995839] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:36:27.995904] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:36:27.995984] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:36:28.053728] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:36:28.054605] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:36:28.054724] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:36:28.054784] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:36:28.151593] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:36:28.151987] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:36:28.152033] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:36:28.152067] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:36:28.155449] [DEBUG] [FORECASTER] FTHI: Forecast T+1@11:T+2@11: DOWN (p=39.19%)
[2025-11-25T23:36:28.155756] [INFO ] [FORECASTER] Completed predict_future for FTHI
[2025-11-25T23:36:28.155927] [INFO ] [sig       ] FTHI: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:36:28.298253] [INFO ] [LOCAL     ] Saved forecast: FTHI	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/FTHI.txt
[2025-11-25T23:36:28.298430] [INFO ] [sig       ] [1337/3639] Completed FTHI in 0.3s | 3.01 sym/s | Total: 7.4m | ETA: 12.7m
[2025-11-25T23:36:28.298504] [INFO ] [sig       ] [1338/3639] Forecasting FTHM...
[2025-11-25T23:36:28.298548] [INFO ] [sig       ] Generating forecast for: FTHM
[2025-11-25T23:36:28.298603] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FTHM' from 'https://tdm.silogroup.org/data/derivative_storage/FTHM.csv'.
[2025-11-25T23:36:28.310882] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FTHM'.
[2025-11-25T23:36:28.311236] [INFO ] [FORECASTER] Starting predict_future for FTHM
[2025-11-25T23:36:28.312073] [DEBUG] [LOCAL     ] No optimal features file found for FTHM: ./output/feature-sets/FTHM.txt
[2025-11-25T23:36:28.312142] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:36:28.312206] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:36:28.312249] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:36:28.312333] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:36:28.372007] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:36:28.372759] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:36:28.372857] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:36:28.372917] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:36:28.460854] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:36:28.461005] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:36:28.461050] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:36:28.461084] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:36:28.464330] [DEBUG] [FORECASTER] FTHM: Forecast T+1@11:T+2@11: UP (p=50.66%)
[2025-11-25T23:36:28.464617] [INFO ] [FORECASTER] Completed predict_future for FTHM
[2025-11-25T23:36:28.464781] [INFO ] [sig       ] FTHM: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:36:28.609461] [INFO ] [LOCAL     ] Saved forecast: FTHM	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/FTHM.txt
[2025-11-25T23:36:28.609619] [INFO ] [sig       ] [1338/3639] Completed FTHM in 0.3s | 3.01 sym/s | Total: 7.4m | ETA: 12.7m
[2025-11-25T23:36:28.609701] [INFO ] [sig       ] [1339/3639] Forecasting FTHY...
[2025-11-25T23:36:28.609745] [INFO ] [sig       ] Generating forecast for: FTHY
[2025-11-25T23:36:28.609786] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FTHY' from 'https://tdm.silogroup.org/data/derivative_storage/FTHY.csv'.
[2025-11-25T23:36:28.622341] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FTHY'.
[2025-11-25T23:36:28.622727] [INFO ] [FORECASTER] Starting predict_future for FTHY
[2025-11-25T23:36:28.623559] [DEBUG] [LOCAL     ] No optimal features file found for FTHY: ./output/feature-sets/FTHY.txt
[2025-11-25T23:36:28.623628] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:36:28.623697] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:36:28.623739] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:36:28.623807] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:36:28.681193] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:36:28.682002] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:36:28.682126] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:36:28.682174] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:36:28.773749] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:36:28.773909] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:36:28.773991] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:36:28.774029] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:36:28.777338] [DEBUG] [FORECASTER] FTHY: Forecast T+1@11:T+2@11: UP (p=95.55%)
[2025-11-25T23:36:28.777683] [INFO ] [FORECASTER] Completed predict_future for FTHY
[2025-11-25T23:36:28.777838] [INFO ] [sig       ] FTHY: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:36:28.919623] [INFO ] [LOCAL     ] Saved forecast: FTHY	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/FTHY.txt
[2025-11-25T23:36:28.919803] [INFO ] [sig       ] [1339/3639] Completed FTHY in 0.3s | 3.01 sym/s | Total: 7.4m | ETA: 12.7m
[2025-11-25T23:36:28.919854] [INFO ] [sig       ] [1340/3639] Forecasting FTI...
[2025-11-25T23:36:28.919898] [INFO ] [sig       ] Generating forecast for: FTI
[2025-11-25T23:36:28.919940] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FTI' from 'https://tdm.silogroup.org/data/derivative_storage/FTI.csv'.
[2025-11-25T23:36:28.932205] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FTI'.
[2025-11-25T23:36:28.932560] [INFO ] [FORECASTER] Starting predict_future for FTI
[2025-11-25T23:36:28.933390] [DEBUG] [LOCAL     ] No optimal features file found for FTI: ./output/feature-sets/FTI.txt
[2025-11-25T23:36:28.933461] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:36:28.933507] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:36:28.933548] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:36:28.933676] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:36:28.994342] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:36:28.995299] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:36:28.995404] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:36:28.995464] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:36:29.092278] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:36:29.092482] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:36:29.092531] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:36:29.092567] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:36:29.096268] [DEBUG] [FORECASTER] FTI: Forecast T+1@11:T+2@11: DOWN (p=35.77%)
[2025-11-25T23:36:29.096575] [INFO ] [FORECASTER] Completed predict_future for FTI
[2025-11-25T23:36:29.096739] [INFO ] [sig       ] FTI: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:36:29.241500] [INFO ] [LOCAL     ] Saved forecast: FTI	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/FTI.txt
[2025-11-25T23:36:29.241681] [INFO ] [sig       ] [1340/3639] Completed FTI in 0.3s | 3.01 sym/s | Total: 7.4m | ETA: 12.7m
[2025-11-25T23:36:29.241737] [INFO ] [sig       ] [1341/3639] Forecasting FTK...
[2025-11-25T23:36:29.241779] [INFO ] [sig       ] Generating forecast for: FTK
[2025-11-25T23:36:29.241820] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FTK' from 'https://tdm.silogroup.org/data/derivative_storage/FTK.csv'.
[2025-11-25T23:36:29.253119] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FTK'.
[2025-11-25T23:36:29.253420] [INFO ] [FORECASTER] Starting predict_future for FTK
[2025-11-25T23:36:29.254210] [DEBUG] [LOCAL     ] No optimal features file found for FTK: ./output/feature-sets/FTK.txt
[2025-11-25T23:36:29.254279] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:36:29.254325] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:36:29.254365] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:36:29.254435] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:36:29.311412] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:36:29.312115] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:36:29.312213] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:36:29.312261] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:36:29.407668] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:36:29.407858] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:36:29.407906] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:36:29.407942] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:36:29.411435] [DEBUG] [FORECASTER] FTK: Forecast T+1@11:T+2@11: DOWN (p=2.96%)
[2025-11-25T23:36:29.411754] [INFO ] [FORECASTER] Completed predict_future for FTK
[2025-11-25T23:36:29.411907] [INFO ] [sig       ] FTK: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:36:29.556903] [INFO ] [LOCAL     ] Saved forecast: FTK	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/FTK.txt
[2025-11-25T23:36:29.557054] [INFO ] [sig       ] [1341/3639] Completed FTK in 0.3s | 3.01 sym/s | Total: 7.4m | ETA: 12.7m
[2025-11-25T23:36:29.557107] [INFO ] [sig       ] [1342/3639] Forecasting FTLF...
[2025-11-25T23:36:29.557150] [INFO ] [sig       ] Generating forecast for: FTLF
[2025-11-25T23:36:29.557191] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FTLF' from 'https://tdm.silogroup.org/data/derivative_storage/FTLF.csv'.
[2025-11-25T23:36:29.568831] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FTLF'.
[2025-11-25T23:36:29.569139] [INFO ] [FORECASTER] Starting predict_future for FTLF
[2025-11-25T23:36:29.569966] [DEBUG] [LOCAL     ] No optimal features file found for FTLF: ./output/feature-sets/FTLF.txt
[2025-11-25T23:36:29.570036] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:36:29.570081] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:36:29.570121] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:36:29.570192] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:36:29.628913] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:36:29.629614] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:36:29.629733] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:36:29.629784] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:36:29.707575] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:36:29.707780] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:36:29.707831] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:36:29.707866] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:36:29.711285] [DEBUG] [FORECASTER] FTLF: Forecast T+1@11:T+2@11: UP (p=78.20%)
[2025-11-25T23:36:29.711589] [INFO ] [FORECASTER] Completed predict_future for FTLF
[2025-11-25T23:36:29.711761] [INFO ] [sig       ] FTLF: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:36:29.851532] [INFO ] [LOCAL     ] Saved forecast: FTLF	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/FTLF.txt
[2025-11-25T23:36:29.851685] [INFO ] [sig       ] [1342/3639] Completed FTLF in 0.3s | 3.01 sym/s | Total: 7.4m | ETA: 12.7m
[2025-11-25T23:36:29.851739] [INFO ] [sig       ] [1343/3639] Forecasting FTQI...
[2025-11-25T23:36:29.851783] [INFO ] [sig       ] Generating forecast for: FTQI
[2025-11-25T23:36:29.851825] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FTQI' from 'https://tdm.silogroup.org/data/derivative_storage/FTQI.csv'.
[2025-11-25T23:36:29.862991] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FTQI'.
[2025-11-25T23:36:29.863297] [INFO ] [FORECASTER] Starting predict_future for FTQI
[2025-11-25T23:36:29.864101] [DEBUG] [LOCAL     ] No optimal features file found for FTQI: ./output/feature-sets/FTQI.txt
[2025-11-25T23:36:29.864170] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:36:29.864241] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:36:29.864282] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:36:29.864353] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:36:29.921092] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:36:29.921726] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:36:29.921819] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:36:29.921865] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:36:29.997855] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:36:29.997982] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:36:29.998023] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:36:29.998057] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:36:30.001229] [DEBUG] [FORECASTER] FTQI: Forecast T+1@11:T+2@11: UP (p=91.97%)
[2025-11-25T23:36:30.001508] [INFO ] [FORECASTER] Completed predict_future for FTQI
[2025-11-25T23:36:30.001639] [INFO ] [sig       ] FTQI: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:36:30.145633] [INFO ] [LOCAL     ] Saved forecast: FTQI	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/FTQI.txt
[2025-11-25T23:36:30.145869] [INFO ] [sig       ] [1343/3639] Completed FTQI in 0.3s | 3.01 sym/s | Total: 7.4m | ETA: 12.7m
[2025-11-25T23:36:30.145931] [INFO ] [sig       ] [1344/3639] Forecasting FTRE...
[2025-11-25T23:36:30.145976] [INFO ] [sig       ] Generating forecast for: FTRE
[2025-11-25T23:36:30.146016] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FTRE' from 'https://tdm.silogroup.org/data/derivative_storage/FTRE.csv'.
[2025-11-25T23:36:30.158021] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FTRE'.
[2025-11-25T23:36:30.158430] [INFO ] [FORECASTER] Starting predict_future for FTRE
[2025-11-25T23:36:30.159293] [DEBUG] [LOCAL     ] No optimal features file found for FTRE: ./output/feature-sets/FTRE.txt
[2025-11-25T23:36:30.159363] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:36:30.159424] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:36:30.159464] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:36:30.159553] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:36:30.216513] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:36:30.217460] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:36:30.217567] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:36:30.217626] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:36:30.313577] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:36:30.313764] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:36:30.313810] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:36:30.313844] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:36:30.317201] [DEBUG] [FORECASTER] FTRE: Forecast T+1@11:T+2@11: UP (p=68.93%)
[2025-11-25T23:36:30.317503] [INFO ] [FORECASTER] Completed predict_future for FTRE
[2025-11-25T23:36:30.317657] [INFO ] [sig       ] FTRE: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:36:30.457386] [INFO ] [LOCAL     ] Saved forecast: FTRE	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/FTRE.txt
[2025-11-25T23:36:30.457529] [INFO ] [sig       ] [1344/3639] Completed FTRE in 0.3s | 3.01 sym/s | Total: 7.4m | ETA: 12.7m
[2025-11-25T23:36:30.457583] [INFO ] [sig       ] [1345/3639] Forecasting FTRI...
[2025-11-25T23:36:30.457626] [INFO ] [sig       ] Generating forecast for: FTRI
[2025-11-25T23:36:30.457693] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FTRI' from 'https://tdm.silogroup.org/data/derivative_storage/FTRI.csv'.
[2025-11-25T23:36:30.468981] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FTRI'.
[2025-11-25T23:36:30.469293] [INFO ] [FORECASTER] Starting predict_future for FTRI
[2025-11-25T23:36:30.470110] [DEBUG] [LOCAL     ] No optimal features file found for FTRI: ./output/feature-sets/FTRI.txt
[2025-11-25T23:36:30.470178] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:36:30.470224] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:36:30.470286] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:36:30.470372] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:36:30.527076] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:36:30.527878] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:36:30.527971] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:36:30.528028] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:36:30.616345] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:36:30.616461] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:36:30.616503] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:36:30.616537] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:36:30.619735] [DEBUG] [FORECASTER] FTRI: Forecast T+1@11:T+2@11: UP (p=77.10%)
[2025-11-25T23:36:30.620021] [INFO ] [FORECASTER] Completed predict_future for FTRI
[2025-11-25T23:36:30.620153] [INFO ] [sig       ] FTRI: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:36:30.760185] [INFO ] [LOCAL     ] Saved forecast: FTRI	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/FTRI.txt
[2025-11-25T23:36:30.760320] [INFO ] [sig       ] [1345/3639] Completed FTRI in 0.3s | 3.01 sym/s | Total: 7.4m | ETA: 12.7m
[2025-11-25T23:36:30.760374] [INFO ] [sig       ] [1346/3639] Forecasting FTS...
[2025-11-25T23:36:30.760417] [INFO ] [sig       ] Generating forecast for: FTS
[2025-11-25T23:36:30.760457] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FTS' from 'https://tdm.silogroup.org/data/derivative_storage/FTS.csv'.
[2025-11-25T23:36:30.772004] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FTS'.
[2025-11-25T23:36:30.772295] [INFO ] [FORECASTER] Starting predict_future for FTS
[2025-11-25T23:36:30.773108] [DEBUG] [LOCAL     ] No optimal features file found for FTS: ./output/feature-sets/FTS.txt
[2025-11-25T23:36:30.773177] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:36:30.773233] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:36:30.773282] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:36:30.773361] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:36:30.833197] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:36:30.833939] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:36:30.834046] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:36:30.834106] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:36:30.927178] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:36:30.927314] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:36:30.927374] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:36:30.927410] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:36:30.930657] [DEBUG] [FORECASTER] FTS: Forecast T+1@11:T+2@11: DOWN (p=4.76%)
[2025-11-25T23:36:30.930946] [INFO ] [FORECASTER] Completed predict_future for FTS
[2025-11-25T23:36:30.931092] [INFO ] [sig       ] FTS: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:36:31.071574] [INFO ] [LOCAL     ] Saved forecast: FTS	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/FTS.txt
[2025-11-25T23:36:31.071752] [INFO ] [sig       ] [1346/3639] Completed FTS in 0.3s | 3.01 sym/s | Total: 7.4m | ETA: 12.7m
[2025-11-25T23:36:31.071809] [INFO ] [sig       ] [1347/3639] Forecasting FTSL...
[2025-11-25T23:36:31.071863] [INFO ] [sig       ] Generating forecast for: FTSL
[2025-11-25T23:36:31.071908] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FTSL' from 'https://tdm.silogroup.org/data/derivative_storage/FTSL.csv'.
[2025-11-25T23:36:31.083073] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FTSL'.
[2025-11-25T23:36:31.083412] [INFO ] [FORECASTER] Starting predict_future for FTSL
[2025-11-25T23:36:31.084238] [DEBUG] [LOCAL     ] No optimal features file found for FTSL: ./output/feature-sets/FTSL.txt
[2025-11-25T23:36:31.084309] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:36:31.084364] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:36:31.084412] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:36:31.084493] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:36:31.141004] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:36:31.141705] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:36:31.141807] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:36:31.141855] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:36:31.230193] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:36:31.230379] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:36:31.230425] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:36:31.230460] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:36:31.233858] [DEBUG] [FORECASTER] FTSL: Forecast T+1@11:T+2@11: DOWN (p=20.43%)
[2025-11-25T23:36:31.234153] [INFO ] [FORECASTER] Completed predict_future for FTSL
[2025-11-25T23:36:31.234290] [INFO ] [sig       ] FTSL: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:36:31.377561] [INFO ] [LOCAL     ] Saved forecast: FTSL	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/FTSL.txt
[2025-11-25T23:36:31.377761] [INFO ] [sig       ] [1347/3639] Completed FTSL in 0.3s | 3.01 sym/s | Total: 7.5m | ETA: 12.7m
[2025-11-25T23:36:31.377820] [INFO ] [sig       ] [1348/3639] Forecasting FTXG...
[2025-11-25T23:36:31.377864] [INFO ] [sig       ] Generating forecast for: FTXG
[2025-11-25T23:36:31.377906] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FTXG' from 'https://tdm.silogroup.org/data/derivative_storage/FTXG.csv'.
[2025-11-25T23:36:31.390428] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FTXG'.
[2025-11-25T23:36:31.390893] [INFO ] [FORECASTER] Starting predict_future for FTXG
[2025-11-25T23:36:31.391820] [DEBUG] [LOCAL     ] No optimal features file found for FTXG: ./output/feature-sets/FTXG.txt
[2025-11-25T23:36:31.391900] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:36:31.391941] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:36:31.391986] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:36:31.392084] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:36:31.451990] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:36:31.452949] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:36:31.453067] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:36:31.453117] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:36:31.535838] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:36:31.536062] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:36:31.536119] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:36:31.536158] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:36:31.539928] [DEBUG] [FORECASTER] FTXG: Forecast T+1@11:T+2@11: UP (p=50.23%)
[2025-11-25T23:36:31.540282] [INFO ] [FORECASTER] Completed predict_future for FTXG
[2025-11-25T23:36:31.540439] [INFO ] [sig       ] FTXG: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:36:31.690234] [INFO ] [LOCAL     ] Saved forecast: FTXG	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/FTXG.txt
[2025-11-25T23:36:31.690434] [INFO ] [sig       ] [1348/3639] Completed FTXG in 0.3s | 3.01 sym/s | Total: 7.5m | ETA: 12.7m
[2025-11-25T23:36:31.690491] [INFO ] [sig       ] [1349/3639] Forecasting FTXL...
[2025-11-25T23:36:31.690536] [INFO ] [sig       ] Generating forecast for: FTXL
[2025-11-25T23:36:31.690579] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FTXL' from 'https://tdm.silogroup.org/data/derivative_storage/FTXL.csv'.
[2025-11-25T23:36:31.702967] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FTXL'.
[2025-11-25T23:36:31.703416] [INFO ] [FORECASTER] Starting predict_future for FTXL
[2025-11-25T23:36:31.704326] [DEBUG] [LOCAL     ] No optimal features file found for FTXL: ./output/feature-sets/FTXL.txt
[2025-11-25T23:36:31.704397] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:36:31.704444] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:36:31.704484] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:36:31.704553] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:36:31.764295] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:36:31.765283] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:36:31.765399] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:36:31.765448] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:36:31.865758] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:36:31.865961] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:36:31.866015] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:36:31.866066] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:36:31.869892] [DEBUG] [FORECASTER] FTXL: Forecast T+1@11:T+2@11: DOWN (p=30.07%)
[2025-11-25T23:36:31.870272] [INFO ] [FORECASTER] Completed predict_future for FTXL
[2025-11-25T23:36:31.870453] [INFO ] [sig       ] FTXL: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:36:32.021067] [INFO ] [LOCAL     ] Saved forecast: FTXL	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/FTXL.txt
[2025-11-25T23:36:32.021295] [INFO ] [sig       ] [1349/3639] Completed FTXL in 0.3s | 3.01 sym/s | Total: 7.5m | ETA: 12.7m
[2025-11-25T23:36:32.021368] [INFO ] [sig       ] [1350/3639] Forecasting FTXN...
[2025-11-25T23:36:32.021413] [INFO ] [sig       ] Generating forecast for: FTXN
[2025-11-25T23:36:32.021457] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FTXN' from 'https://tdm.silogroup.org/data/derivative_storage/FTXN.csv'.
[2025-11-25T23:36:32.033161] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FTXN'.
[2025-11-25T23:36:32.033536] [INFO ] [FORECASTER] Starting predict_future for FTXN
[2025-11-25T23:36:32.034401] [DEBUG] [LOCAL     ] No optimal features file found for FTXN: ./output/feature-sets/FTXN.txt
[2025-11-25T23:36:32.034473] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:36:32.034522] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:36:32.034565] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:36:32.034636] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:36:32.096125] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:36:32.097062] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:36:32.097167] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:36:32.097215] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:36:32.187559] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:36:32.187742] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:36:32.187795] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:36:32.187853] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:36:32.191242] [DEBUG] [FORECASTER] FTXN: Forecast T+1@11:T+2@11: UP (p=83.35%)
[2025-11-25T23:36:32.191543] [INFO ] [FORECASTER] Completed predict_future for FTXN
[2025-11-25T23:36:32.191715] [INFO ] [sig       ] FTXN: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:36:32.340204] [INFO ] [LOCAL     ] Saved forecast: FTXN	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/FTXN.txt
[2025-11-25T23:36:32.340370] [INFO ] [sig       ] [1350/3639] Completed FTXN in 0.3s | 3.01 sym/s | Total: 7.5m | ETA: 12.7m
[2025-11-25T23:36:32.340424] [INFO ] [sig       ] [1351/3639] Forecasting FTXO...
[2025-11-25T23:36:32.340471] [INFO ] [sig       ] Generating forecast for: FTXO
[2025-11-25T23:36:32.340513] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FTXO' from 'https://tdm.silogroup.org/data/derivative_storage/FTXO.csv'.
[2025-11-25T23:36:32.355811] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FTXO'.
[2025-11-25T23:36:32.356382] [INFO ] [FORECASTER] Starting predict_future for FTXO
[2025-11-25T23:36:32.357630] [DEBUG] [LOCAL     ] No optimal features file found for FTXO: ./output/feature-sets/FTXO.txt
[2025-11-25T23:36:32.357734] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:36:32.357791] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:36:32.357852] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:36:32.357959] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:36:32.421594] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:36:32.422534] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:36:32.422683] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:36:32.422752] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:36:32.516668] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:36:32.516859] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:36:32.516905] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:36:32.516940] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:36:32.520354] [DEBUG] [FORECASTER] FTXO: Forecast T+1@11:T+2@11: UP (p=96.68%)
[2025-11-25T23:36:32.520665] [INFO ] [FORECASTER] Completed predict_future for FTXO
[2025-11-25T23:36:32.520842] [INFO ] [sig       ] FTXO: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:36:32.662074] [INFO ] [LOCAL     ] Saved forecast: FTXO	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/FTXO.txt
[2025-11-25T23:36:32.662215] [INFO ] [sig       ] [1351/3639] Completed FTXO in 0.3s | 3.01 sym/s | Total: 7.5m | ETA: 12.7m
[2025-11-25T23:36:32.662269] [INFO ] [sig       ] [1352/3639] Forecasting FUBO...
[2025-11-25T23:36:32.662314] [INFO ] [sig       ] Generating forecast for: FUBO
[2025-11-25T23:36:32.662355] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FUBO' from 'https://tdm.silogroup.org/data/derivative_storage/FUBO.csv'.
[2025-11-25T23:36:32.674164] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FUBO'.
[2025-11-25T23:36:32.674466] [INFO ] [FORECASTER] Starting predict_future for FUBO
[2025-11-25T23:36:32.675264] [DEBUG] [LOCAL     ] No optimal features file found for FUBO: ./output/feature-sets/FUBO.txt
[2025-11-25T23:36:32.675335] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:36:32.675382] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:36:32.675433] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:36:32.675526] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:36:32.732672] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:36:32.733285] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:36:32.733381] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:36:32.733483] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:36:32.826177] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:36:32.826276] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:36:32.826316] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:36:32.826349] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:36:32.829385] [DEBUG] [FORECASTER] FUBO: Forecast T+1@11:T+2@11: DOWN (p=3.16%)
[2025-11-25T23:36:32.829679] [INFO ] [FORECASTER] Completed predict_future for FUBO
[2025-11-25T23:36:32.829825] [INFO ] [sig       ] FUBO: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:36:32.971081] [INFO ] [LOCAL     ] Saved forecast: FUBO	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/FUBO.txt
[2025-11-25T23:36:32.971209] [INFO ] [sig       ] [1352/3639] Completed FUBO in 0.3s | 3.01 sym/s | Total: 7.5m | ETA: 12.6m
[2025-11-25T23:36:32.971276] [INFO ] [sig       ] [1353/3639] Forecasting FUL...
[2025-11-25T23:36:32.971330] [INFO ] [sig       ] Generating forecast for: FUL
[2025-11-25T23:36:32.971383] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FUL' from 'https://tdm.silogroup.org/data/derivative_storage/FUL.csv'.
[2025-11-25T23:36:32.982717] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FUL'.
[2025-11-25T23:36:32.983010] [INFO ] [FORECASTER] Starting predict_future for FUL
[2025-11-25T23:36:32.983819] [DEBUG] [LOCAL     ] No optimal features file found for FUL: ./output/feature-sets/FUL.txt
[2025-11-25T23:36:32.983888] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:36:32.983946] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:36:32.983997] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:36:32.984083] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:36:33.041978] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:36:33.042592] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:36:33.042713] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:36:33.042764] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:36:33.140496] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:36:33.140631] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:36:33.140703] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:36:33.140768] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:36:33.143898] [DEBUG] [FORECASTER] FUL: Forecast T+1@11:T+2@11: UP (p=91.15%)
[2025-11-25T23:36:33.144187] [INFO ] [FORECASTER] Completed predict_future for FUL
[2025-11-25T23:36:33.144333] [INFO ] [sig       ] FUL: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:36:33.285117] [INFO ] [LOCAL     ] Saved forecast: FUL	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/FUL.txt
[2025-11-25T23:36:33.285252] [INFO ] [sig       ] [1353/3639] Completed FUL in 0.3s | 3.01 sym/s | Total: 7.5m | ETA: 12.6m
[2025-11-25T23:36:33.285317] [INFO ] [sig       ] [1354/3639] Forecasting FULC...
[2025-11-25T23:36:33.285370] [INFO ] [sig       ] Generating forecast for: FULC
[2025-11-25T23:36:33.285422] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FULC' from 'https://tdm.silogroup.org/data/derivative_storage/FULC.csv'.
[2025-11-25T23:36:33.297000] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FULC'.
[2025-11-25T23:36:33.297297] [INFO ] [FORECASTER] Starting predict_future for FULC
[2025-11-25T23:36:33.298156] [DEBUG] [LOCAL     ] No optimal features file found for FULC: ./output/feature-sets/FULC.txt
[2025-11-25T23:36:33.298226] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:36:33.298283] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:36:33.298347] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:36:33.298442] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:36:33.355799] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:36:33.356421] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:36:33.356515] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:36:33.356574] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:36:33.452603] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:36:33.452818] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:36:33.452864] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:36:33.452898] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:36:33.456333] [DEBUG] [FORECASTER] FULC: Forecast T+1@11:T+2@11: UP (p=78.28%)
[2025-11-25T23:36:33.456698] [INFO ] [FORECASTER] Completed predict_future for FULC
[2025-11-25T23:36:33.456862] [INFO ] [sig       ] FULC: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:36:33.602149] [INFO ] [LOCAL     ] Saved forecast: FULC	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/FULC.txt
[2025-11-25T23:36:33.602318] [INFO ] [sig       ] [1354/3639] Completed FULC in 0.3s | 3.01 sym/s | Total: 7.5m | ETA: 12.6m
[2025-11-25T23:36:33.602372] [INFO ] [sig       ] [1355/3639] Forecasting FUN...
[2025-11-25T23:36:33.602417] [INFO ] [sig       ] Generating forecast for: FUN
[2025-11-25T23:36:33.602499] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FUN' from 'https://tdm.silogroup.org/data/derivative_storage/FUN.csv'.
[2025-11-25T23:36:33.614067] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FUN'.
[2025-11-25T23:36:33.614371] [INFO ] [FORECASTER] Starting predict_future for FUN
[2025-11-25T23:36:33.615167] [DEBUG] [LOCAL     ] No optimal features file found for FUN: ./output/feature-sets/FUN.txt
[2025-11-25T23:36:33.615235] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:36:33.615292] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:36:33.615343] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:36:33.615432] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:36:33.672578] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:36:33.673239] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:36:33.673333] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:36:33.673380] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:36:33.773977] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:36:33.774096] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:36:33.774137] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:36:33.774171] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:36:33.777287] [DEBUG] [FORECASTER] FUN: Forecast T+1@11:T+2@11: DOWN (p=2.68%)
[2025-11-25T23:36:33.777599] [INFO ] [FORECASTER] Completed predict_future for FUN
[2025-11-25T23:36:33.777892] [INFO ] [sig       ] FUN: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:36:33.917249] [INFO ] [LOCAL     ] Saved forecast: FUN	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/FUN.txt
[2025-11-25T23:36:33.917428] [INFO ] [sig       ] [1355/3639] Completed FUN in 0.3s | 3.01 sym/s | Total: 7.5m | ETA: 12.6m
[2025-11-25T23:36:33.917487] [INFO ] [sig       ] [1356/3639] Forecasting FUNC...
[2025-11-25T23:36:33.917535] [INFO ] [sig       ] Generating forecast for: FUNC
[2025-11-25T23:36:33.917579] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FUNC' from 'https://tdm.silogroup.org/data/derivative_storage/FUNC.csv'.
[2025-11-25T23:36:33.930741] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FUNC'.
[2025-11-25T23:36:33.931137] [INFO ] [FORECASTER] Starting predict_future for FUNC
[2025-11-25T23:36:33.932022] [DEBUG] [LOCAL     ] No optimal features file found for FUNC: ./output/feature-sets/FUNC.txt
[2025-11-25T23:36:33.932092] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:36:33.932141] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:36:33.932182] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:36:33.932253] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:36:33.992166] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:36:33.992990] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:36:33.993091] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:36:33.993138] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:36:34.081257] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:36:34.081458] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:36:34.081504] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:36:34.081538] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:36:34.084941] [DEBUG] [FORECASTER] FUNC: Forecast T+1@11:T+2@11: DOWN (p=5.36%)
[2025-11-25T23:36:34.085227] [INFO ] [FORECASTER] Completed predict_future for FUNC
[2025-11-25T23:36:34.085373] [INFO ] [sig       ] FUNC: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:36:34.232151] [INFO ] [LOCAL     ] Saved forecast: FUNC	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/FUNC.txt
[2025-11-25T23:36:34.232345] [INFO ] [sig       ] [1356/3639] Completed FUNC in 0.3s | 3.01 sym/s | Total: 7.5m | ETA: 12.6m
[2025-11-25T23:36:34.232399] [INFO ] [sig       ] [1357/3639] Forecasting FUND...
[2025-11-25T23:36:34.232443] [INFO ] [sig       ] Generating forecast for: FUND
[2025-11-25T23:36:34.232484] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FUND' from 'https://tdm.silogroup.org/data/derivative_storage/FUND.csv'.
[2025-11-25T23:36:34.244289] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FUND'.
[2025-11-25T23:36:34.244622] [INFO ] [FORECASTER] Starting predict_future for FUND
[2025-11-25T23:36:34.245446] [DEBUG] [LOCAL     ] No optimal features file found for FUND: ./output/feature-sets/FUND.txt
[2025-11-25T23:36:34.245514] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:36:34.245559] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:36:34.245602] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:36:34.245692] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:36:34.304946] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:36:34.305834] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:36:34.305934] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:36:34.305981] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:36:34.380992] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:36:34.381116] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:36:34.381159] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:36:34.381193] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:36:34.384357] [DEBUG] [FORECASTER] FUND: Forecast T+1@11:T+2@11: DOWN (p=29.16%)
[2025-11-25T23:36:34.384657] [INFO ] [FORECASTER] Completed predict_future for FUND
[2025-11-25T23:36:34.384796] [INFO ] [sig       ] FUND: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:36:34.524432] [INFO ] [LOCAL     ] Saved forecast: FUND	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/FUND.txt
[2025-11-25T23:36:34.524562] [INFO ] [sig       ] [1357/3639] Completed FUND in 0.3s | 3.01 sym/s | Total: 7.5m | ETA: 12.6m
[2025-11-25T23:36:34.524616] [INFO ] [sig       ] [1358/3639] Forecasting FVCB...
[2025-11-25T23:36:34.524679] [INFO ] [sig       ] Generating forecast for: FVCB
[2025-11-25T23:36:34.524776] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FVCB' from 'https://tdm.silogroup.org/data/derivative_storage/FVCB.csv'.
[2025-11-25T23:36:34.535818] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FVCB'.
[2025-11-25T23:36:34.536137] [INFO ] [FORECASTER] Starting predict_future for FVCB
[2025-11-25T23:36:34.536966] [DEBUG] [LOCAL     ] No optimal features file found for FVCB: ./output/feature-sets/FVCB.txt
[2025-11-25T23:36:34.537033] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:36:34.537078] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:36:34.537119] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:36:34.537187] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:36:34.594061] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:36:34.594693] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:36:34.594790] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:36:34.594836] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:36:34.667541] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:36:34.667677] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:36:34.667727] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:36:34.667764] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:36:34.670899] [DEBUG] [FORECASTER] FVCB: Forecast T+1@11:T+2@11: DOWN (p=43.57%)
[2025-11-25T23:36:34.671175] [INFO ] [FORECASTER] Completed predict_future for FVCB
[2025-11-25T23:36:34.671306] [INFO ] [sig       ] FVCB: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:36:34.845853] [INFO ] [LOCAL     ] Saved forecast: FVCB	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/FVCB.txt
[2025-11-25T23:36:34.846034] [INFO ] [sig       ] [1358/3639] Completed FVCB in 0.3s | 3.01 sym/s | Total: 7.5m | ETA: 12.6m
[2025-11-25T23:36:34.846088] [INFO ] [sig       ] [1359/3639] Forecasting FWONA...
[2025-11-25T23:36:34.846131] [INFO ] [sig       ] Generating forecast for: FWONA
[2025-11-25T23:36:34.846171] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FWONA' from 'https://tdm.silogroup.org/data/derivative_storage/FWONA.csv'.
[2025-11-25T23:36:34.857956] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FWONA'.
[2025-11-25T23:36:34.858342] [INFO ] [FORECASTER] Starting predict_future for FWONA
[2025-11-25T23:36:34.859251] [DEBUG] [LOCAL     ] No optimal features file found for FWONA: ./output/feature-sets/FWONA.txt
[2025-11-25T23:36:34.859322] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:36:34.859381] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:36:34.859434] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:36:34.859523] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:36:34.920956] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:36:34.921908] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:36:34.922015] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:36:34.922088] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:36:35.018010] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:36:35.018199] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:36:35.018246] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:36:35.018280] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:36:35.021937] [DEBUG] [FORECASTER] FWONA: Forecast T+1@11:T+2@11: UP (p=52.79%)
[2025-11-25T23:36:35.022262] [INFO ] [FORECASTER] Completed predict_future for FWONA
[2025-11-25T23:36:35.022425] [INFO ] [sig       ] FWONA: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:36:35.163921] [INFO ] [LOCAL     ] Saved forecast: FWONA	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/FWONA.txt
[2025-11-25T23:36:35.164093] [INFO ] [sig       ] [1359/3639] Completed FWONA in 0.3s | 3.01 sym/s | Total: 7.5m | ETA: 12.6m
[2025-11-25T23:36:35.164152] [INFO ] [sig       ] [1360/3639] Forecasting FWONK...
[2025-11-25T23:36:35.164235] [INFO ] [sig       ] Generating forecast for: FWONK
[2025-11-25T23:36:35.164281] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FWONK' from 'https://tdm.silogroup.org/data/derivative_storage/FWONK.csv'.
[2025-11-25T23:36:35.175363] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FWONK'.
[2025-11-25T23:36:35.175683] [INFO ] [FORECASTER] Starting predict_future for FWONK
[2025-11-25T23:36:35.176503] [DEBUG] [LOCAL     ] No optimal features file found for FWONK: ./output/feature-sets/FWONK.txt
[2025-11-25T23:36:35.176573] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:36:35.176618] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:36:35.176689] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:36:35.176775] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:36:35.233560] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:36:35.234223] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:36:35.234318] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:36:35.234373] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:36:35.310608] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:36:35.310755] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:36:35.310799] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:36:35.310832] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:36:35.314038] [DEBUG] [FORECASTER] FWONK: Forecast T+1@11:T+2@11: DOWN (p=24.35%)
[2025-11-25T23:36:35.314317] [INFO ] [FORECASTER] Completed predict_future for FWONK
[2025-11-25T23:36:35.314448] [INFO ] [sig       ] FWONK: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:36:35.454633] [INFO ] [LOCAL     ] Saved forecast: FWONK	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/FWONK.txt
[2025-11-25T23:36:35.454789] [INFO ] [sig       ] [1360/3639] Completed FWONK in 0.3s | 3.01 sym/s | Total: 7.5m | ETA: 12.6m
[2025-11-25T23:36:35.454855] [INFO ] [sig       ] [1361/3639] Forecasting FWRD...
[2025-11-25T23:36:35.454906] [INFO ] [sig       ] Generating forecast for: FWRD
[2025-11-25T23:36:35.454958] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FWRD' from 'https://tdm.silogroup.org/data/derivative_storage/FWRD.csv'.
[2025-11-25T23:36:35.465987] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FWRD'.
[2025-11-25T23:36:35.466283] [INFO ] [FORECASTER] Starting predict_future for FWRD
[2025-11-25T23:36:35.467117] [DEBUG] [LOCAL     ] No optimal features file found for FWRD: ./output/feature-sets/FWRD.txt
[2025-11-25T23:36:35.467185] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:36:35.467239] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:36:35.467287] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:36:35.467391] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:36:35.523798] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:36:35.524416] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:36:35.524521] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:36:35.524569] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:36:35.608947] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:36:35.609116] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:36:35.609175] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:36:35.609229] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:36:35.612621] [DEBUG] [FORECASTER] FWRD: Forecast T+1@11:T+2@11: DOWN (p=7.77%)
[2025-11-25T23:36:35.612933] [INFO ] [FORECASTER] Completed predict_future for FWRD
[2025-11-25T23:36:35.613067] [INFO ] [sig       ] FWRD: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:36:35.753143] [INFO ] [LOCAL     ] Saved forecast: FWRD	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/FWRD.txt
[2025-11-25T23:36:35.753276] [INFO ] [sig       ] [1361/3639] Completed FWRD in 0.3s | 3.02 sym/s | Total: 7.5m | ETA: 12.6m
[2025-11-25T23:36:35.753340] [INFO ] [sig       ] [1362/3639] Forecasting FWRG...
[2025-11-25T23:36:35.753390] [INFO ] [sig       ] Generating forecast for: FWRG
[2025-11-25T23:36:35.753440] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FWRG' from 'https://tdm.silogroup.org/data/derivative_storage/FWRG.csv'.
[2025-11-25T23:36:35.764523] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FWRG'.
[2025-11-25T23:36:35.764848] [INFO ] [FORECASTER] Starting predict_future for FWRG
[2025-11-25T23:36:35.765671] [DEBUG] [LOCAL     ] No optimal features file found for FWRG: ./output/feature-sets/FWRG.txt
[2025-11-25T23:36:35.765739] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:36:35.765793] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:36:35.765840] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:36:35.765922] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:36:35.822465] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:36:35.823124] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:36:35.823228] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:36:35.823286] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:36:35.906066] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:36:35.906204] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:36:35.906248] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:36:35.906281] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:36:35.909520] [DEBUG] [FORECASTER] FWRG: Forecast T+1@11:T+2@11: DOWN (p=4.92%)
[2025-11-25T23:36:35.909832] [INFO ] [FORECASTER] Completed predict_future for FWRG
[2025-11-25T23:36:35.909984] [INFO ] [sig       ] FWRG: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:36:36.049629] [INFO ] [LOCAL     ] Saved forecast: FWRG	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/FWRG.txt
[2025-11-25T23:36:36.049776] [INFO ] [sig       ] [1362/3639] Completed FWRG in 0.3s | 3.02 sym/s | Total: 7.5m | ETA: 12.6m
[2025-11-25T23:36:36.049829] [INFO ] [sig       ] [1363/3639] Forecasting FYC...
[2025-11-25T23:36:36.049872] [INFO ] [sig       ] Generating forecast for: FYC
[2025-11-25T23:36:36.049912] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FYC' from 'https://tdm.silogroup.org/data/derivative_storage/FYC.csv'.
[2025-11-25T23:36:36.061091] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FYC'.
[2025-11-25T23:36:36.061421] [INFO ] [FORECASTER] Starting predict_future for FYC
[2025-11-25T23:36:36.062265] [DEBUG] [LOCAL     ] No optimal features file found for FYC: ./output/feature-sets/FYC.txt
[2025-11-25T23:36:36.062334] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:36:36.062381] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:36:36.062420] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:36:36.062516] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:36:36.119319] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:36:36.119952] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:36:36.120046] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:36:36.120119] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:36:36.201731] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:36:36.201866] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:36:36.201910] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:36:36.201943] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:36:36.205114] [DEBUG] [FORECASTER] FYC: Forecast T+1@11:T+2@11: UP (p=68.99%)
[2025-11-25T23:36:36.205389] [INFO ] [FORECASTER] Completed predict_future for FYC
[2025-11-25T23:36:36.205517] [INFO ] [sig       ] FYC: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:36:36.349116] [INFO ] [LOCAL     ] Saved forecast: FYC	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/FYC.txt
[2025-11-25T23:36:36.349249] [INFO ] [sig       ] [1363/3639] Completed FYC in 0.3s | 3.02 sym/s | Total: 7.5m | ETA: 12.6m
[2025-11-25T23:36:36.349302] [INFO ] [sig       ] [1364/3639] Forecasting FYX...
[2025-11-25T23:36:36.349346] [INFO ] [sig       ] Generating forecast for: FYX
[2025-11-25T23:36:36.349386] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FYX' from 'https://tdm.silogroup.org/data/derivative_storage/FYX.csv'.
[2025-11-25T23:36:36.361020] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FYX'.
[2025-11-25T23:36:36.361359] [INFO ] [FORECASTER] Starting predict_future for FYX
[2025-11-25T23:36:36.362175] [DEBUG] [LOCAL     ] No optimal features file found for FYX: ./output/feature-sets/FYX.txt
[2025-11-25T23:36:36.362245] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:36:36.362291] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:36:36.362331] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:36:36.362411] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:36:36.418919] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:36:36.419538] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:36:36.419659] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:36:36.419708] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:36:36.504882] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:36:36.505004] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:36:36.505046] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:36:36.505080] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:36:36.508262] [DEBUG] [FORECASTER] FYX: Forecast T+1@11:T+2@11: DOWN (p=41.19%)
[2025-11-25T23:36:36.508536] [INFO ] [FORECASTER] Completed predict_future for FYX
[2025-11-25T23:36:36.508685] [INFO ] [sig       ] FYX: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:36:36.648251] [INFO ] [LOCAL     ] Saved forecast: FYX	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/FYX.txt
[2025-11-25T23:36:36.648377] [INFO ] [sig       ] [1364/3639] Completed FYX in 0.3s | 3.02 sym/s | Total: 7.5m | ETA: 12.6m
[2025-11-25T23:36:36.648430] [INFO ] [sig       ] [1365/3639] Forecasting G...
[2025-11-25T23:36:36.648475] [INFO ] [sig       ] Generating forecast for: G
[2025-11-25T23:36:36.648519] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'G' from 'https://tdm.silogroup.org/data/derivative_storage/G.csv'.
[2025-11-25T23:36:36.660142] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'G'.
[2025-11-25T23:36:36.660453] [INFO ] [FORECASTER] Starting predict_future for G
[2025-11-25T23:36:36.661280] [DEBUG] [LOCAL     ] No optimal features file found for G: ./output/feature-sets/G.txt
[2025-11-25T23:36:36.661349] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:36:36.661408] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:36:36.661457] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:36:36.661555] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:36:36.718699] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:36:36.719324] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:36:36.719418] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:36:36.719459] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:36:36.788627] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:36:36.788784] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:36:36.788827] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:36:36.788862] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:36:36.792089] [DEBUG] [FORECASTER] G: Forecast T+1@11:T+2@11: DOWN (p=0.39%)
[2025-11-25T23:36:36.792369] [INFO ] [FORECASTER] Completed predict_future for G
[2025-11-25T23:36:36.792499] [INFO ] [sig       ] G: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:36:36.932245] [INFO ] [LOCAL     ] Saved forecast: G	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/G.txt
[2025-11-25T23:36:36.932378] [INFO ] [sig       ] [1365/3639] Completed G in 0.3s | 3.02 sym/s | Total: 7.5m | ETA: 12.6m
[2025-11-25T23:36:36.932442] [INFO ] [sig       ] [1366/3639] Forecasting GAB...
[2025-11-25T23:36:36.932495] [INFO ] [sig       ] Generating forecast for: GAB
[2025-11-25T23:36:36.932546] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GAB' from 'https://tdm.silogroup.org/data/derivative_storage/GAB.csv'.
[2025-11-25T23:36:36.943334] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GAB'.
[2025-11-25T23:36:36.943632] [INFO ] [FORECASTER] Starting predict_future for GAB
[2025-11-25T23:36:36.944425] [DEBUG] [LOCAL     ] No optimal features file found for GAB: ./output/feature-sets/GAB.txt
[2025-11-25T23:36:36.944493] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:36:36.944539] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:36:36.944577] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:36:36.944664] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:36:37.001516] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:36:37.002200] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:36:37.002293] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:36:37.002337] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:36:37.073385] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:36:37.073548] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:36:37.073591] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:36:37.073625] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:36:37.076982] [DEBUG] [FORECASTER] GAB: Forecast T+1@11:T+2@11: DOWN (p=20.61%)
[2025-11-25T23:36:37.077269] [INFO ] [FORECASTER] Completed predict_future for GAB
[2025-11-25T23:36:37.077415] [INFO ] [sig       ] GAB: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:36:37.217419] [INFO ] [LOCAL     ] Saved forecast: GAB	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/GAB.txt
[2025-11-25T23:36:37.217560] [INFO ] [sig       ] [1366/3639] Completed GAB in 0.3s | 3.02 sym/s | Total: 7.5m | ETA: 12.6m
[2025-11-25T23:36:37.217613] [INFO ] [sig       ] [1367/3639] Forecasting GABC...
[2025-11-25T23:36:37.217673] [INFO ] [sig       ] Generating forecast for: GABC
[2025-11-25T23:36:37.217714] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GABC' from 'https://tdm.silogroup.org/data/derivative_storage/GABC.csv'.
[2025-11-25T23:36:37.228287] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GABC'.
[2025-11-25T23:36:37.228579] [INFO ] [FORECASTER] Starting predict_future for GABC
[2025-11-25T23:36:37.229404] [DEBUG] [LOCAL     ] No optimal features file found for GABC: ./output/feature-sets/GABC.txt
[2025-11-25T23:36:37.229484] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:36:37.229531] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:36:37.229571] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:36:37.229661] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:36:37.286210] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:36:37.286837] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:36:37.286932] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:36:37.286977] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:36:37.351136] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:36:37.351258] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:36:37.351301] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:36:37.351335] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:36:37.354507] [DEBUG] [FORECASTER] GABC: Forecast T+1@11:T+2@11: UP (p=54.04%)
[2025-11-25T23:36:37.354819] [INFO ] [FORECASTER] Completed predict_future for GABC
[2025-11-25T23:36:37.354953] [INFO ] [sig       ] GABC: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:36:37.494615] [INFO ] [LOCAL     ] Saved forecast: GABC	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/GABC.txt
[2025-11-25T23:36:37.494766] [INFO ] [sig       ] [1367/3639] Completed GABC in 0.3s | 3.02 sym/s | Total: 7.6m | ETA: 12.6m
[2025-11-25T23:36:37.494819] [INFO ] [sig       ] [1368/3639] Forecasting GAIA...
[2025-11-25T23:36:37.494862] [INFO ] [sig       ] Generating forecast for: GAIA
[2025-11-25T23:36:37.494902] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GAIA' from 'https://tdm.silogroup.org/data/derivative_storage/GAIA.csv'.
[2025-11-25T23:36:37.505960] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GAIA'.
[2025-11-25T23:36:37.506272] [INFO ] [FORECASTER] Starting predict_future for GAIA
[2025-11-25T23:36:37.507115] [DEBUG] [LOCAL     ] No optimal features file found for GAIA: ./output/feature-sets/GAIA.txt
[2025-11-25T23:36:37.507186] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:36:37.507234] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:36:37.507276] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:36:37.507345] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:36:37.564165] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:36:37.564796] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:36:37.564891] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:36:37.564937] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:36:37.632342] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:36:37.632462] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:36:37.632504] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:36:37.632538] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:36:37.635847] [DEBUG] [FORECASTER] GAIA: Forecast T+1@11:T+2@11: DOWN (p=45.53%)
[2025-11-25T23:36:37.636129] [INFO ] [FORECASTER] Completed predict_future for GAIA
[2025-11-25T23:36:37.636258] [INFO ] [sig       ] GAIA: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:36:37.776450] [INFO ] [LOCAL     ] Saved forecast: GAIA	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/GAIA.txt
[2025-11-25T23:36:37.776578] [INFO ] [sig       ] [1368/3639] Completed GAIA in 0.3s | 3.02 sym/s | Total: 7.6m | ETA: 12.5m
[2025-11-25T23:36:37.776630] [INFO ] [sig       ] [1369/3639] Forecasting GAIN...
[2025-11-25T23:36:37.776693] [INFO ] [sig       ] Generating forecast for: GAIN
[2025-11-25T23:36:37.776735] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GAIN' from 'https://tdm.silogroup.org/data/derivative_storage/GAIN.csv'.
[2025-11-25T23:36:37.787696] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GAIN'.
[2025-11-25T23:36:37.788019] [INFO ] [FORECASTER] Starting predict_future for GAIN
[2025-11-25T23:36:37.788838] [DEBUG] [LOCAL     ] No optimal features file found for GAIN: ./output/feature-sets/GAIN.txt
[2025-11-25T23:36:37.788907] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:36:37.788952] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:36:37.788993] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:36:37.789059] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:36:37.845585] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:36:37.846215] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:36:37.846311] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:36:37.846357] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:36:37.921875] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:36:37.922064] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:36:37.922109] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:36:37.922144] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:36:37.925537] [DEBUG] [FORECASTER] GAIN: Forecast T+1@11:T+2@11: DOWN (p=45.08%)
[2025-11-25T23:36:37.925848] [INFO ] [FORECASTER] Completed predict_future for GAIN
[2025-11-25T23:36:37.926002] [INFO ] [sig       ] GAIN: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:36:38.068381] [INFO ] [LOCAL     ] Saved forecast: GAIN	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/GAIN.txt
[2025-11-25T23:36:38.068530] [INFO ] [sig       ] [1369/3639] Completed GAIN in 0.3s | 3.02 sym/s | Total: 7.6m | ETA: 12.5m
[2025-11-25T23:36:38.068585] [INFO ] [sig       ] [1370/3639] Forecasting GAM...
[2025-11-25T23:36:38.068628] [INFO ] [sig       ] Generating forecast for: GAM
[2025-11-25T23:36:38.068688] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GAM' from 'https://tdm.silogroup.org/data/derivative_storage/GAM.csv'.
[2025-11-25T23:36:38.079490] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GAM'.
[2025-11-25T23:36:38.079816] [INFO ] [FORECASTER] Starting predict_future for GAM
[2025-11-25T23:36:38.080609] [DEBUG] [LOCAL     ] No optimal features file found for GAM: ./output/feature-sets/GAM.txt
[2025-11-25T23:36:38.080738] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:36:38.080789] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:36:38.080842] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:36:38.080932] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:36:38.137782] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:36:38.138417] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:36:38.138515] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:36:38.138561] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:36:38.202385] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:36:38.202502] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:36:38.202544] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:36:38.202579] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:36:38.205702] [DEBUG] [FORECASTER] GAM: Forecast T+1@11:T+2@11: DOWN (p=7.90%)
[2025-11-25T23:36:38.205998] [INFO ] [FORECASTER] Completed predict_future for GAM
[2025-11-25T23:36:38.206126] [INFO ] [sig       ] GAM: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:36:38.346366] [INFO ] [LOCAL     ] Saved forecast: GAM	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/GAM.txt
[2025-11-25T23:36:38.346504] [INFO ] [sig       ] [1370/3639] Completed GAM in 0.3s | 3.02 sym/s | Total: 7.6m | ETA: 12.5m
[2025-11-25T23:36:38.346558] [INFO ] [sig       ] [1371/3639] Forecasting GAMB...
[2025-11-25T23:36:38.346599] [INFO ] [sig       ] Generating forecast for: GAMB
[2025-11-25T23:36:38.346654] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GAMB' from 'https://tdm.silogroup.org/data/derivative_storage/GAMB.csv'.
[2025-11-25T23:36:38.357519] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GAMB'.
[2025-11-25T23:36:38.357826] [INFO ] [FORECASTER] Starting predict_future for GAMB
[2025-11-25T23:36:38.358635] [DEBUG] [LOCAL     ] No optimal features file found for GAMB: ./output/feature-sets/GAMB.txt
[2025-11-25T23:36:38.358724] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:36:38.358781] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:36:38.358836] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:36:38.358926] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:36:38.416199] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:36:38.416837] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:36:38.416939] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:36:38.416992] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:36:38.486939] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:36:38.487070] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:36:38.487113] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:36:38.487146] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:36:38.490400] [DEBUG] [FORECASTER] GAMB: Forecast T+1@11:T+2@11: DOWN (p=30.38%)
[2025-11-25T23:36:38.490709] [INFO ] [FORECASTER] Completed predict_future for GAMB
[2025-11-25T23:36:38.490846] [INFO ] [sig       ] GAMB: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:36:38.630623] [INFO ] [LOCAL     ] Saved forecast: GAMB	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/GAMB.txt
[2025-11-25T23:36:38.630768] [INFO ] [sig       ] [1371/3639] Completed GAMB in 0.3s | 3.02 sym/s | Total: 7.6m | ETA: 12.5m
[2025-11-25T23:36:38.630821] [INFO ] [sig       ] [1372/3639] Forecasting GANX...
[2025-11-25T23:36:38.630864] [INFO ] [sig       ] Generating forecast for: GANX
[2025-11-25T23:36:38.630905] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GANX' from 'https://tdm.silogroup.org/data/derivative_storage/GANX.csv'.
[2025-11-25T23:36:38.641812] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GANX'.
[2025-11-25T23:36:38.642106] [INFO ] [FORECASTER] Starting predict_future for GANX
[2025-11-25T23:36:38.642923] [DEBUG] [LOCAL     ] No optimal features file found for GANX: ./output/feature-sets/GANX.txt
[2025-11-25T23:36:38.642992] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:36:38.643036] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:36:38.643077] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:36:38.643144] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:36:38.701862] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:36:38.702749] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:36:38.702843] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:36:38.702889] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:36:38.781432] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:36:38.781573] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:36:38.781618] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:36:38.781672] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:36:38.785005] [DEBUG] [FORECASTER] GANX: Forecast T+1@11:T+2@11: UP (p=66.89%)
[2025-11-25T23:36:38.785305] [INFO ] [FORECASTER] Completed predict_future for GANX
[2025-11-25T23:36:38.785433] [INFO ] [sig       ] GANX: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:36:38.927955] [INFO ] [LOCAL     ] Saved forecast: GANX	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/GANX.txt
[2025-11-25T23:36:38.928106] [INFO ] [sig       ] [1372/3639] Completed GANX in 0.3s | 3.02 sym/s | Total: 7.6m | ETA: 12.5m
[2025-11-25T23:36:38.928160] [INFO ] [sig       ] [1373/3639] Forecasting GASS...
[2025-11-25T23:36:38.928203] [INFO ] [sig       ] Generating forecast for: GASS
[2025-11-25T23:36:38.928242] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GASS' from 'https://tdm.silogroup.org/data/derivative_storage/GASS.csv'.
[2025-11-25T23:36:38.939448] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GASS'.
[2025-11-25T23:36:38.939806] [INFO ] [FORECASTER] Starting predict_future for GASS
[2025-11-25T23:36:38.940659] [DEBUG] [LOCAL     ] No optimal features file found for GASS: ./output/feature-sets/GASS.txt
[2025-11-25T23:36:38.940739] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:36:38.940815] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:36:38.940883] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:36:38.940996] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:36:38.998596] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:36:38.999257] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:36:38.999374] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:36:38.999438] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:36:39.076463] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:36:39.076597] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:36:39.076656] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:36:39.076698] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:36:39.079897] [DEBUG] [FORECASTER] GASS: Forecast T+1@11:T+2@11: DOWN (p=12.35%)
[2025-11-25T23:36:39.080173] [INFO ] [FORECASTER] Completed predict_future for GASS
[2025-11-25T23:36:39.080304] [INFO ] [sig       ] GASS: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:36:39.220725] [INFO ] [LOCAL     ] Saved forecast: GASS	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/GASS.txt
[2025-11-25T23:36:39.220876] [INFO ] [sig       ] [1373/3639] Completed GASS in 0.3s | 3.02 sym/s | Total: 7.6m | ETA: 12.5m
[2025-11-25T23:36:39.220954] [INFO ] [sig       ] [1374/3639] Forecasting GATX...
[2025-11-25T23:36:39.221012] [INFO ] [sig       ] Generating forecast for: GATX
[2025-11-25T23:36:39.221064] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GATX' from 'https://tdm.silogroup.org/data/derivative_storage/GATX.csv'.
[2025-11-25T23:36:39.232015] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GATX'.
[2025-11-25T23:36:39.232311] [INFO ] [FORECASTER] Starting predict_future for GATX
[2025-11-25T23:36:39.233136] [DEBUG] [LOCAL     ] No optimal features file found for GATX: ./output/feature-sets/GATX.txt
[2025-11-25T23:36:39.233205] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:36:39.233261] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:36:39.233311] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:36:39.233396] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:36:39.290227] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:36:39.290917] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:36:39.291021] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:36:39.291070] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:36:39.360422] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:36:39.360567] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:36:39.360612] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:36:39.360665] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:36:39.363958] [DEBUG] [FORECASTER] GATX: Forecast T+1@11:T+2@11: UP (p=85.49%)
[2025-11-25T23:36:39.364239] [INFO ] [FORECASTER] Completed predict_future for GATX
[2025-11-25T23:36:39.364367] [INFO ] [sig       ] GATX: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:36:39.538575] [INFO ] [LOCAL     ] Saved forecast: GATX	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/GATX.txt
[2025-11-25T23:36:39.538792] [INFO ] [sig       ] [1374/3639] Completed GATX in 0.3s | 3.02 sym/s | Total: 7.6m | ETA: 12.5m
[2025-11-25T23:36:39.538860] [INFO ] [sig       ] [1375/3639] Forecasting GAUZ...
[2025-11-25T23:36:39.538912] [INFO ] [sig       ] Generating forecast for: GAUZ
[2025-11-25T23:36:39.538961] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GAUZ' from 'https://tdm.silogroup.org/data/derivative_storage/GAUZ.csv'.
[2025-11-25T23:36:39.551257] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GAUZ'.
[2025-11-25T23:36:39.551721] [INFO ] [FORECASTER] Starting predict_future for GAUZ
[2025-11-25T23:36:39.552605] [DEBUG] [LOCAL     ] No optimal features file found for GAUZ: ./output/feature-sets/GAUZ.txt
[2025-11-25T23:36:39.552726] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:36:39.552790] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:36:39.552841] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:36:39.552947] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:36:39.610928] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:36:39.611569] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:36:39.611683] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:36:39.611745] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:36:39.711544] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:36:39.711720] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:36:39.711788] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:36:39.711835] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:36:39.715306] [DEBUG] [FORECASTER] GAUZ: Forecast T+1@11:T+2@11: DOWN (p=2.10%)
[2025-11-25T23:36:39.715604] [INFO ] [FORECASTER] Completed predict_future for GAUZ
[2025-11-25T23:36:39.715786] [INFO ] [sig       ] GAUZ: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:36:39.857883] [INFO ] [LOCAL     ] Saved forecast: GAUZ	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/GAUZ.txt
[2025-11-25T23:36:39.858041] [INFO ] [sig       ] [1375/3639] Completed GAUZ in 0.3s | 3.02 sym/s | Total: 7.6m | ETA: 12.5m
[2025-11-25T23:36:39.858097] [INFO ] [sig       ] [1376/3639] Forecasting GBAB...
[2025-11-25T23:36:39.858175] [INFO ] [sig       ] Generating forecast for: GBAB
[2025-11-25T23:36:39.858231] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GBAB' from 'https://tdm.silogroup.org/data/derivative_storage/GBAB.csv'.
[2025-11-25T23:36:39.869547] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GBAB'.
[2025-11-25T23:36:39.869917] [INFO ] [FORECASTER] Starting predict_future for GBAB
[2025-11-25T23:36:39.870736] [DEBUG] [LOCAL     ] No optimal features file found for GBAB: ./output/feature-sets/GBAB.txt
[2025-11-25T23:36:39.870806] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:36:39.870859] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:36:39.870908] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:36:39.870990] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:36:39.928224] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:36:39.928897] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:36:39.928991] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:36:39.929046] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:36:40.031075] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:36:40.031264] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:36:40.031311] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:36:40.031344] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:36:40.034801] [DEBUG] [FORECASTER] GBAB: Forecast T+1@11:T+2@11: DOWN (p=27.19%)
[2025-11-25T23:36:40.035107] [INFO ] [FORECASTER] Completed predict_future for GBAB
[2025-11-25T23:36:40.035252] [INFO ] [sig       ] GBAB: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:36:40.176232] [INFO ] [LOCAL     ] Saved forecast: GBAB	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/GBAB.txt
[2025-11-25T23:36:40.176422] [INFO ] [sig       ] [1376/3639] Completed GBAB in 0.3s | 3.02 sym/s | Total: 7.6m | ETA: 12.5m
[2025-11-25T23:36:40.176480] [INFO ] [sig       ] [1377/3639] Forecasting GBCI...
[2025-11-25T23:36:40.176524] [INFO ] [sig       ] Generating forecast for: GBCI
[2025-11-25T23:36:40.176563] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GBCI' from 'https://tdm.silogroup.org/data/derivative_storage/GBCI.csv'.
[2025-11-25T23:36:40.188249] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GBCI'.
[2025-11-25T23:36:40.188629] [INFO ] [FORECASTER] Starting predict_future for GBCI
[2025-11-25T23:36:40.189461] [DEBUG] [LOCAL     ] No optimal features file found for GBCI: ./output/feature-sets/GBCI.txt
[2025-11-25T23:36:40.189533] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:36:40.189590] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:36:40.189633] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:36:40.189776] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:36:40.246333] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:36:40.247217] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:36:40.247320] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:36:40.247399] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:36:40.339482] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:36:40.339690] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:36:40.339738] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:36:40.339773] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:36:40.343213] [DEBUG] [FORECASTER] GBCI: Forecast T+1@11:T+2@11: UP (p=94.92%)
[2025-11-25T23:36:40.343531] [INFO ] [FORECASTER] Completed predict_future for GBCI
[2025-11-25T23:36:40.343693] [INFO ] [sig       ] GBCI: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:36:40.484535] [INFO ] [LOCAL     ] Saved forecast: GBCI	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/GBCI.txt
[2025-11-25T23:36:40.484712] [INFO ] [sig       ] [1377/3639] Completed GBCI in 0.3s | 3.02 sym/s | Total: 7.6m | ETA: 12.5m
[2025-11-25T23:36:40.484771] [INFO ] [sig       ] [1378/3639] Forecasting GBDC...
[2025-11-25T23:36:40.484837] [INFO ] [sig       ] Generating forecast for: GBDC
[2025-11-25T23:36:40.484893] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GBDC' from 'https://tdm.silogroup.org/data/derivative_storage/GBDC.csv'.
[2025-11-25T23:36:40.496892] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GBDC'.
[2025-11-25T23:36:40.497284] [INFO ] [FORECASTER] Starting predict_future for GBDC
[2025-11-25T23:36:40.498233] [DEBUG] [LOCAL     ] No optimal features file found for GBDC: ./output/feature-sets/GBDC.txt
[2025-11-25T23:36:40.498306] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:36:40.498380] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:36:40.498434] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:36:40.498520] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:36:40.556102] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:36:40.557084] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:36:40.557195] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:36:40.557245] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:36:40.646264] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:36:40.646442] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:36:40.646488] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:36:40.646523] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:36:40.650084] [DEBUG] [FORECASTER] GBDC: Forecast T+1@11:T+2@11: DOWN (p=10.88%)
[2025-11-25T23:36:40.650383] [INFO ] [FORECASTER] Completed predict_future for GBDC
[2025-11-25T23:36:40.650521] [INFO ] [sig       ] GBDC: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:36:40.792130] [INFO ] [LOCAL     ] Saved forecast: GBDC	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/GBDC.txt
[2025-11-25T23:36:40.792320] [INFO ] [sig       ] [1378/3639] Completed GBDC in 0.3s | 3.02 sym/s | Total: 7.6m | ETA: 12.5m
[2025-11-25T23:36:40.792378] [INFO ] [sig       ] [1379/3639] Forecasting GBIO...
[2025-11-25T23:36:40.792421] [INFO ] [sig       ] Generating forecast for: GBIO
[2025-11-25T23:36:40.792462] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GBIO' from 'https://tdm.silogroup.org/data/derivative_storage/GBIO.csv'.
[2025-11-25T23:36:40.803595] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GBIO'.
[2025-11-25T23:36:40.804013] [INFO ] [FORECASTER] Starting predict_future for GBIO
[2025-11-25T23:36:40.804864] [DEBUG] [LOCAL     ] No optimal features file found for GBIO: ./output/feature-sets/GBIO.txt
[2025-11-25T23:36:40.804937] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:36:40.804996] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:36:40.805047] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:36:40.805134] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:36:40.862477] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:36:40.863287] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:36:40.863387] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:36:40.863447] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:36:40.942591] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:36:40.942800] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:36:40.942845] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:36:40.942880] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:36:40.946259] [DEBUG] [FORECASTER] GBIO: Forecast T+1@11:T+2@11: UP (p=91.97%)
[2025-11-25T23:36:40.946542] [INFO ] [FORECASTER] Completed predict_future for GBIO
[2025-11-25T23:36:40.946694] [INFO ] [sig       ] GBIO: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:36:41.086389] [INFO ] [LOCAL     ] Saved forecast: GBIO	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/GBIO.txt
[2025-11-25T23:36:41.086527] [INFO ] [sig       ] [1379/3639] Completed GBIO in 0.3s | 3.02 sym/s | Total: 7.6m | ETA: 12.5m
[2025-11-25T23:36:41.086582] [INFO ] [sig       ] [1380/3639] Forecasting GBTG...
[2025-11-25T23:36:41.086625] [INFO ] [sig       ] Generating forecast for: GBTG
[2025-11-25T23:36:41.086685] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GBTG' from 'https://tdm.silogroup.org/data/derivative_storage/GBTG.csv'.
[2025-11-25T23:36:41.097521] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GBTG'.
[2025-11-25T23:36:41.097854] [INFO ] [FORECASTER] Starting predict_future for GBTG
[2025-11-25T23:36:41.098630] [DEBUG] [LOCAL     ] No optimal features file found for GBTG: ./output/feature-sets/GBTG.txt
[2025-11-25T23:36:41.098717] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:36:41.098764] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:36:41.098803] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:36:41.098871] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:36:41.156812] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:36:41.157537] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:36:41.157637] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:36:41.157704] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:36:41.237761] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:36:41.237940] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:36:41.237985] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:36:41.238020] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:36:41.241425] [DEBUG] [FORECASTER] GBTG: Forecast T+1@11:T+2@11: UP (p=79.57%)
[2025-11-25T23:36:41.241750] [INFO ] [FORECASTER] Completed predict_future for GBTG
[2025-11-25T23:36:41.241905] [INFO ] [sig       ] GBTG: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:36:41.384340] [INFO ] [LOCAL     ] Saved forecast: GBTG	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/GBTG.txt
[2025-11-25T23:36:41.384524] [INFO ] [sig       ] [1380/3639] Completed GBTG in 0.3s | 3.02 sym/s | Total: 7.6m | ETA: 12.5m
[2025-11-25T23:36:41.384580] [INFO ] [sig       ] [1381/3639] Forecasting GBX...
[2025-11-25T23:36:41.384624] [INFO ] [sig       ] Generating forecast for: GBX
[2025-11-25T23:36:41.384689] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GBX' from 'https://tdm.silogroup.org/data/derivative_storage/GBX.csv'.
[2025-11-25T23:36:41.396256] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GBX'.
[2025-11-25T23:36:41.396629] [INFO ] [FORECASTER] Starting predict_future for GBX
[2025-11-25T23:36:41.397477] [DEBUG] [LOCAL     ] No optimal features file found for GBX: ./output/feature-sets/GBX.txt
[2025-11-25T23:36:41.397548] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:36:41.397593] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:36:41.397633] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:36:41.397720] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:36:41.454881] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:36:41.455800] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:36:41.455908] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:36:41.455953] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:36:41.534935] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:36:41.535113] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:36:41.535159] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:36:41.535193] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:36:41.538704] [DEBUG] [FORECASTER] GBX: Forecast T+1@11:T+2@11: UP (p=71.13%)
[2025-11-25T23:36:41.539018] [INFO ] [FORECASTER] Completed predict_future for GBX
[2025-11-25T23:36:41.539156] [INFO ] [sig       ] GBX: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:36:41.690132] [INFO ] [LOCAL     ] Saved forecast: GBX	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/GBX.txt
[2025-11-25T23:36:41.690324] [INFO ] [sig       ] [1381/3639] Completed GBX in 0.3s | 3.02 sym/s | Total: 7.6m | ETA: 12.5m
[2025-11-25T23:36:41.690403] [INFO ] [sig       ] [1382/3639] Forecasting GCBC...
[2025-11-25T23:36:41.690476] [INFO ] [sig       ] Generating forecast for: GCBC
[2025-11-25T23:36:41.690522] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GCBC' from 'https://tdm.silogroup.org/data/derivative_storage/GCBC.csv'.
[2025-11-25T23:36:41.702473] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GCBC'.
[2025-11-25T23:36:41.702902] [INFO ] [FORECASTER] Starting predict_future for GCBC
[2025-11-25T23:36:41.703757] [DEBUG] [LOCAL     ] No optimal features file found for GCBC: ./output/feature-sets/GCBC.txt
[2025-11-25T23:36:41.703827] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:36:41.703874] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:36:41.703915] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:36:41.703994] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:36:41.765052] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:36:41.765984] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:36:41.766088] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:36:41.766137] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:36:41.863967] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:36:41.864167] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:36:41.864214] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:36:41.864249] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:36:41.868592] [DEBUG] [FORECASTER] GCBC: Forecast T+1@11:T+2@11: UP (p=59.25%)
[2025-11-25T23:36:41.869100] [INFO ] [FORECASTER] Completed predict_future for GCBC
[2025-11-25T23:36:41.869306] [INFO ] [sig       ] GCBC: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:36:42.016612] [INFO ] [LOCAL     ] Saved forecast: GCBC	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/GCBC.txt
[2025-11-25T23:36:42.016809] [INFO ] [sig       ] [1382/3639] Completed GCBC in 0.3s | 3.02 sym/s | Total: 7.6m | ETA: 12.5m
[2025-11-25T23:36:42.016890] [INFO ] [sig       ] [1383/3639] Forecasting GCMG...
[2025-11-25T23:36:42.016949] [INFO ] [sig       ] Generating forecast for: GCMG
[2025-11-25T23:36:42.017003] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GCMG' from 'https://tdm.silogroup.org/data/derivative_storage/GCMG.csv'.
[2025-11-25T23:36:42.029724] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GCMG'.
[2025-11-25T23:36:42.030105] [INFO ] [FORECASTER] Starting predict_future for GCMG
[2025-11-25T23:36:42.030964] [DEBUG] [LOCAL     ] No optimal features file found for GCMG: ./output/feature-sets/GCMG.txt
[2025-11-25T23:36:42.031035] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:36:42.031081] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:36:42.031124] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:36:42.031193] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:36:42.091231] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:36:42.092082] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:36:42.092184] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:36:42.092233] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:36:42.194322] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:36:42.194513] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:36:42.194561] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:36:42.194598] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:36:42.198316] [DEBUG] [FORECASTER] GCMG: Forecast T+1@11:T+2@11: DOWN (p=20.99%)
[2025-11-25T23:36:42.198691] [INFO ] [FORECASTER] Completed predict_future for GCMG
[2025-11-25T23:36:42.198874] [INFO ] [sig       ] GCMG: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:36:42.346993] [INFO ] [LOCAL     ] Saved forecast: GCMG	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/GCMG.txt
[2025-11-25T23:36:42.347158] [INFO ] [sig       ] [1383/3639] Completed GCMG in 0.3s | 3.02 sym/s | Total: 7.6m | ETA: 12.5m
[2025-11-25T23:36:42.347222] [INFO ] [sig       ] [1384/3639] Forecasting GCO...
[2025-11-25T23:36:42.347270] [INFO ] [sig       ] Generating forecast for: GCO
[2025-11-25T23:36:42.347312] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GCO' from 'https://tdm.silogroup.org/data/derivative_storage/GCO.csv'.
[2025-11-25T23:36:42.360071] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GCO'.
[2025-11-25T23:36:42.360476] [INFO ] [FORECASTER] Starting predict_future for GCO
[2025-11-25T23:36:42.361315] [DEBUG] [LOCAL     ] No optimal features file found for GCO: ./output/feature-sets/GCO.txt
[2025-11-25T23:36:42.361386] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:36:42.361432] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:36:42.361473] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:36:42.361549] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:36:42.422878] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:36:42.423713] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:36:42.423815] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:36:42.423876] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:36:42.522100] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:36:42.522280] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:36:42.522326] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:36:42.522360] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:36:42.525765] [DEBUG] [FORECASTER] GCO: Forecast T+1@11:T+2@11: DOWN (p=9.03%)
[2025-11-25T23:36:42.526230] [INFO ] [FORECASTER] Completed predict_future for GCO
[2025-11-25T23:36:42.526439] [INFO ] [sig       ] GCO: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:36:42.674631] [INFO ] [LOCAL     ] Saved forecast: GCO	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/GCO.txt
[2025-11-25T23:36:42.674832] [INFO ] [sig       ] [1384/3639] Completed GCO in 0.3s | 3.02 sym/s | Total: 7.6m | ETA: 12.4m
[2025-11-25T23:36:42.674912] [INFO ] [sig       ] [1385/3639] Forecasting GD...
[2025-11-25T23:36:42.674959] [INFO ] [sig       ] Generating forecast for: GD
[2025-11-25T23:36:42.675014] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GD' from 'https://tdm.silogroup.org/data/derivative_storage/GD.csv'.
[2025-11-25T23:36:42.686455] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GD'.
[2025-11-25T23:36:42.686806] [INFO ] [FORECASTER] Starting predict_future for GD
[2025-11-25T23:36:42.687604] [DEBUG] [LOCAL     ] No optimal features file found for GD: ./output/feature-sets/GD.txt
[2025-11-25T23:36:42.687692] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:36:42.687740] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:36:42.687781] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:36:42.687847] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:36:42.745752] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:36:42.746561] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:36:42.746679] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:36:42.746729] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:36:42.838086] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:36:42.838264] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:36:42.838330] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:36:42.838366] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:36:42.841737] [DEBUG] [FORECASTER] GD: Forecast T+1@11:T+2@11: UP (p=90.37%)
[2025-11-25T23:36:42.842023] [INFO ] [FORECASTER] Completed predict_future for GD
[2025-11-25T23:36:42.842159] [INFO ] [sig       ] GD: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:36:42.983406] [INFO ] [LOCAL     ] Saved forecast: GD	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/GD.txt
[2025-11-25T23:36:42.983564] [INFO ] [sig       ] [1385/3639] Completed GD in 0.3s | 3.02 sym/s | Total: 7.6m | ETA: 12.4m
[2025-11-25T23:36:42.983621] [INFO ] [sig       ] [1386/3639] Forecasting GDC...
[2025-11-25T23:36:42.983686] [INFO ] [sig       ] Generating forecast for: GDC
[2025-11-25T23:36:42.983729] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GDC' from 'https://tdm.silogroup.org/data/derivative_storage/GDC.csv'.
[2025-11-25T23:36:42.995876] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GDC'.
[2025-11-25T23:36:42.996267] [INFO ] [FORECASTER] Starting predict_future for GDC
[2025-11-25T23:36:42.997099] [DEBUG] [LOCAL     ] No optimal features file found for GDC: ./output/feature-sets/GDC.txt
[2025-11-25T23:36:42.997168] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:36:42.997214] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:36:42.997255] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:36:42.997323] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:36:43.055291] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:36:43.056086] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:36:43.056182] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:36:43.056228] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:36:43.152962] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:36:43.153121] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:36:43.153164] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:36:43.153198] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:36:43.156506] [DEBUG] [FORECASTER] GDC: Forecast T+1@11:T+2@11: UP (p=94.33%)
[2025-11-25T23:36:43.156811] [INFO ] [FORECASTER] Completed predict_future for GDC
[2025-11-25T23:36:43.156953] [INFO ] [sig       ] GDC: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:36:43.298685] [INFO ] [LOCAL     ] Saved forecast: GDC	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/GDC.txt
[2025-11-25T23:36:43.298846] [INFO ] [sig       ] [1386/3639] Completed GDC in 0.3s | 3.02 sym/s | Total: 7.6m | ETA: 12.4m
[2025-11-25T23:36:43.298902] [INFO ] [sig       ] [1387/3639] Forecasting GDDY...
[2025-11-25T23:36:43.298948] [INFO ] [sig       ] Generating forecast for: GDDY
[2025-11-25T23:36:43.298992] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GDDY' from 'https://tdm.silogroup.org/data/derivative_storage/GDDY.csv'.
[2025-11-25T23:36:43.311485] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GDDY'.
[2025-11-25T23:36:43.311875] [INFO ] [FORECASTER] Starting predict_future for GDDY
[2025-11-25T23:36:43.312744] [DEBUG] [LOCAL     ] No optimal features file found for GDDY: ./output/feature-sets/GDDY.txt
[2025-11-25T23:36:43.312814] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:36:43.312861] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:36:43.312919] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:36:43.313038] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:36:43.369876] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:36:43.370538] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:36:43.370685] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:36:43.370740] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:36:43.468798] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:36:43.468939] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:36:43.468982] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:36:43.469017] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:36:43.472293] [DEBUG] [FORECASTER] GDDY: Forecast T+1@11:T+2@11: UP (p=69.71%)
[2025-11-25T23:36:43.472577] [INFO ] [FORECASTER] Completed predict_future for GDDY
[2025-11-25T23:36:43.472761] [INFO ] [sig       ] GDDY: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:36:43.614076] [INFO ] [LOCAL     ] Saved forecast: GDDY	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/GDDY.txt
[2025-11-25T23:36:43.614231] [INFO ] [sig       ] [1387/3639] Completed GDDY in 0.3s | 3.02 sym/s | Total: 7.7m | ETA: 12.4m
[2025-11-25T23:36:43.614287] [INFO ] [sig       ] [1388/3639] Forecasting GDEN...
[2025-11-25T23:36:43.614331] [INFO ] [sig       ] Generating forecast for: GDEN
[2025-11-25T23:36:43.614404] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GDEN' from 'https://tdm.silogroup.org/data/derivative_storage/GDEN.csv'.
[2025-11-25T23:36:43.626593] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GDEN'.
[2025-11-25T23:36:43.626967] [INFO ] [FORECASTER] Starting predict_future for GDEN
[2025-11-25T23:36:43.627880] [DEBUG] [LOCAL     ] No optimal features file found for GDEN: ./output/feature-sets/GDEN.txt
[2025-11-25T23:36:43.627949] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:36:43.628006] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:36:43.628058] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:36:43.628145] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:36:43.685581] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:36:43.686601] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:36:43.686723] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:36:43.686786] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:36:43.792505] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:36:43.792727] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:36:43.792805] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:36:43.792853] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:36:43.796412] [DEBUG] [FORECASTER] GDEN: Forecast T+1@11:T+2@11: DOWN (p=19.25%)
[2025-11-25T23:36:43.796765] [INFO ] [FORECASTER] Completed predict_future for GDEN
[2025-11-25T23:36:43.796938] [INFO ] [sig       ] GDEN: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:36:43.941439] [INFO ] [LOCAL     ] Saved forecast: GDEN	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/GDEN.txt
[2025-11-25T23:36:43.941689] [INFO ] [sig       ] [1388/3639] Completed GDEN in 0.3s | 3.02 sym/s | Total: 7.7m | ETA: 12.4m
[2025-11-25T23:36:43.941754] [INFO ] [sig       ] [1389/3639] Forecasting GDHG...
[2025-11-25T23:36:43.941806] [INFO ] [sig       ] Generating forecast for: GDHG
[2025-11-25T23:36:43.941842] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GDHG' from 'https://tdm.silogroup.org/data/derivative_storage/GDHG.csv'.
[2025-11-25T23:36:43.953785] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GDHG'.
[2025-11-25T23:36:43.954155] [INFO ] [FORECASTER] Starting predict_future for GDHG
[2025-11-25T23:36:43.955018] [DEBUG] [LOCAL     ] No optimal features file found for GDHG: ./output/feature-sets/GDHG.txt
[2025-11-25T23:36:43.955086] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:36:43.955147] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:36:43.955190] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:36:43.955262] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:36:44.012402] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:36:44.013062] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:36:44.013158] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:36:44.013206] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:36:44.110319] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:36:44.110508] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:36:44.110553] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:36:44.110588] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:36:44.113989] [DEBUG] [FORECASTER] GDHG: Forecast T+1@11:T+2@11: UP (p=99.47%)
[2025-11-25T23:36:44.114285] [INFO ] [FORECASTER] Completed predict_future for GDHG
[2025-11-25T23:36:44.114432] [INFO ] [sig       ] GDHG: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:36:44.256179] [INFO ] [LOCAL     ] Saved forecast: GDHG	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/GDHG.txt
[2025-11-25T23:36:44.256339] [INFO ] [sig       ] [1389/3639] Completed GDHG in 0.3s | 3.02 sym/s | Total: 7.7m | ETA: 12.4m
[2025-11-25T23:36:44.256394] [INFO ] [sig       ] [1390/3639] Forecasting GDRX...
[2025-11-25T23:36:44.256437] [INFO ] [sig       ] Generating forecast for: GDRX
[2025-11-25T23:36:44.256479] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GDRX' from 'https://tdm.silogroup.org/data/derivative_storage/GDRX.csv'.
[2025-11-25T23:36:44.267966] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GDRX'.
[2025-11-25T23:36:44.268296] [INFO ] [FORECASTER] Starting predict_future for GDRX
[2025-11-25T23:36:44.269125] [DEBUG] [LOCAL     ] No optimal features file found for GDRX: ./output/feature-sets/GDRX.txt
[2025-11-25T23:36:44.269193] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:36:44.269239] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:36:44.269280] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:36:44.269349] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:36:44.326264] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:36:44.327103] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:36:44.327203] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:36:44.327250] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:36:44.424223] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:36:44.424403] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:36:44.424448] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:36:44.424482] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:36:44.427955] [DEBUG] [FORECASTER] GDRX: Forecast T+1@11:T+2@11: UP (p=75.21%)
[2025-11-25T23:36:44.428257] [INFO ] [FORECASTER] Completed predict_future for GDRX
[2025-11-25T23:36:44.428403] [INFO ] [sig       ] GDRX: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:36:44.572097] [INFO ] [LOCAL     ] Saved forecast: GDRX	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/GDRX.txt
[2025-11-25T23:36:44.572270] [INFO ] [sig       ] [1390/3639] Completed GDRX in 0.3s | 3.02 sym/s | Total: 7.7m | ETA: 12.4m
[2025-11-25T23:36:44.572326] [INFO ] [sig       ] [1391/3639] Forecasting GDS...
[2025-11-25T23:36:44.572371] [INFO ] [sig       ] Generating forecast for: GDS
[2025-11-25T23:36:44.572448] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GDS' from 'https://tdm.silogroup.org/data/derivative_storage/GDS.csv'.
[2025-11-25T23:36:44.584771] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GDS'.
[2025-11-25T23:36:44.585280] [INFO ] [FORECASTER] Starting predict_future for GDS
[2025-11-25T23:36:44.586193] [DEBUG] [LOCAL     ] No optimal features file found for GDS: ./output/feature-sets/GDS.txt
[2025-11-25T23:36:44.586267] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:36:44.586318] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:36:44.586363] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:36:44.586435] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:36:44.645414] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:36:44.646513] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:36:44.646682] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:36:44.646750] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:36:44.748271] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:36:44.748473] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:36:44.748520] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:36:44.748555] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:36:44.752088] [DEBUG] [FORECASTER] GDS: Forecast T+1@11:T+2@11: UP (p=71.34%)
[2025-11-25T23:36:44.752409] [INFO ] [FORECASTER] Completed predict_future for GDS
[2025-11-25T23:36:44.752563] [INFO ] [sig       ] GDS: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:36:44.900013] [INFO ] [LOCAL     ] Saved forecast: GDS	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/GDS.txt
[2025-11-25T23:36:44.900222] [INFO ] [sig       ] [1391/3639] Completed GDS in 0.3s | 3.02 sym/s | Total: 7.7m | ETA: 12.4m
[2025-11-25T23:36:44.900285] [INFO ] [sig       ] [1392/3639] Forecasting GDYN...
[2025-11-25T23:36:44.900329] [INFO ] [sig       ] Generating forecast for: GDYN
[2025-11-25T23:36:44.900373] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GDYN' from 'https://tdm.silogroup.org/data/derivative_storage/GDYN.csv'.
[2025-11-25T23:36:44.912427] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GDYN'.
[2025-11-25T23:36:44.912855] [INFO ] [FORECASTER] Starting predict_future for GDYN
[2025-11-25T23:36:44.913728] [DEBUG] [LOCAL     ] No optimal features file found for GDYN: ./output/feature-sets/GDYN.txt
[2025-11-25T23:36:44.913805] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:36:44.913855] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:36:44.913897] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:36:44.913968] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:36:44.973217] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:36:44.974107] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:36:44.974216] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:36:44.974266] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:36:45.079982] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:36:45.080181] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:36:45.080228] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:36:45.080265] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:36:45.083930] [DEBUG] [FORECASTER] GDYN: Forecast T+1@11:T+2@11: DOWN (p=15.09%)
[2025-11-25T23:36:45.084301] [INFO ] [FORECASTER] Completed predict_future for GDYN
[2025-11-25T23:36:45.084465] [INFO ] [sig       ] GDYN: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:36:45.230409] [INFO ] [LOCAL     ] Saved forecast: GDYN	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/GDYN.txt
[2025-11-25T23:36:45.230588] [INFO ] [sig       ] [1392/3639] Completed GDYN in 0.3s | 3.02 sym/s | Total: 7.7m | ETA: 12.4m
[2025-11-25T23:36:45.230690] [INFO ] [sig       ] [1393/3639] Forecasting GE...
[2025-11-25T23:36:45.230758] [INFO ] [sig       ] Generating forecast for: GE
[2025-11-25T23:36:45.230814] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GE' from 'https://tdm.silogroup.org/data/derivative_storage/GE.csv'.
[2025-11-25T23:36:45.242384] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GE'.
[2025-11-25T23:36:45.242766] [INFO ] [FORECASTER] Starting predict_future for GE
[2025-11-25T23:36:45.243762] [DEBUG] [LOCAL     ] No optimal features file found for GE: ./output/feature-sets/GE.txt
[2025-11-25T23:36:45.243846] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:36:45.243929] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:36:45.243993] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:36:45.244142] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:36:45.302619] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:36:45.303545] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:36:45.303663] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:36:45.303715] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:36:45.396335] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:36:45.396512] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:36:45.396558] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:36:45.396593] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:36:45.401380] [DEBUG] [FORECASTER] GE: Forecast T+1@11:T+2@11: UP (p=89.70%)
[2025-11-25T23:36:45.401686] [INFO ] [FORECASTER] Completed predict_future for GE
[2025-11-25T23:36:45.401859] [INFO ] [sig       ] GE: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:36:45.544341] [INFO ] [LOCAL     ] Saved forecast: GE	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/GE.txt
[2025-11-25T23:36:45.544515] [INFO ] [sig       ] [1393/3639] Completed GE in 0.3s | 3.02 sym/s | Total: 7.7m | ETA: 12.4m
[2025-11-25T23:36:45.544571] [INFO ] [sig       ] [1394/3639] Forecasting GECC...
[2025-11-25T23:36:45.544612] [INFO ] [sig       ] Generating forecast for: GECC
[2025-11-25T23:36:45.544675] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GECC' from 'https://tdm.silogroup.org/data/derivative_storage/GECC.csv'.
[2025-11-25T23:36:45.556242] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GECC'.
[2025-11-25T23:36:45.556557] [INFO ] [FORECASTER] Starting predict_future for GECC
[2025-11-25T23:36:45.557395] [DEBUG] [LOCAL     ] No optimal features file found for GECC: ./output/feature-sets/GECC.txt
[2025-11-25T23:36:45.557465] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:36:45.557511] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:36:45.557551] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:36:45.557620] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:36:45.615118] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:36:45.615773] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:36:45.615864] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:36:45.615924] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:36:45.716810] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:36:45.716925] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:36:45.716966] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:36:45.716999] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:36:45.720148] [DEBUG] [FORECASTER] GECC: Forecast T+1@11:T+2@11: DOWN (p=41.72%)
[2025-11-25T23:36:45.720447] [INFO ] [FORECASTER] Completed predict_future for GECC
[2025-11-25T23:36:45.720606] [INFO ] [sig       ] GECC: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:36:45.862310] [INFO ] [LOCAL     ] Saved forecast: GECC	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/GECC.txt
[2025-11-25T23:36:45.862485] [INFO ] [sig       ] [1394/3639] Completed GECC in 0.3s | 3.02 sym/s | Total: 7.7m | ETA: 12.4m
[2025-11-25T23:36:45.862542] [INFO ] [sig       ] [1395/3639] Forecasting GEF...
[2025-11-25T23:36:45.862592] [INFO ] [sig       ] Generating forecast for: GEF
[2025-11-25T23:36:45.862633] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GEF' from 'https://tdm.silogroup.org/data/derivative_storage/GEF.csv'.
[2025-11-25T23:36:45.874104] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GEF'.
[2025-11-25T23:36:45.874392] [INFO ] [FORECASTER] Starting predict_future for GEF
[2025-11-25T23:36:45.875204] [DEBUG] [LOCAL     ] No optimal features file found for GEF: ./output/feature-sets/GEF.txt
[2025-11-25T23:36:45.875273] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:36:45.875331] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:36:45.875382] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:36:45.875471] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:36:45.933186] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:36:45.933850] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:36:45.933942] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:36:45.934002] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:36:46.027796] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:36:46.027929] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:36:46.027971] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:36:46.028006] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:36:46.031228] [DEBUG] [FORECASTER] GEF: Forecast T+1@11:T+2@11: UP (p=57.74%)
[2025-11-25T23:36:46.031510] [INFO ] [FORECASTER] Completed predict_future for GEF
[2025-11-25T23:36:46.031670] [INFO ] [sig       ] GEF: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:36:46.172479] [INFO ] [LOCAL     ] Saved forecast: GEF	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/GEF.txt
[2025-11-25T23:36:46.172637] [INFO ] [sig       ] [1395/3639] Completed GEF in 0.3s | 3.02 sym/s | Total: 7.7m | ETA: 12.4m
[2025-11-25T23:36:46.172713] [INFO ] [sig       ] [1396/3639] Forecasting GEHC...
[2025-11-25T23:36:46.172787] [INFO ] [sig       ] Generating forecast for: GEHC
[2025-11-25T23:36:46.172844] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GEHC' from 'https://tdm.silogroup.org/data/derivative_storage/GEHC.csv'.
[2025-11-25T23:36:46.184276] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GEHC'.
[2025-11-25T23:36:46.184608] [INFO ] [FORECASTER] Starting predict_future for GEHC
[2025-11-25T23:36:46.185435] [DEBUG] [LOCAL     ] No optimal features file found for GEHC: ./output/feature-sets/GEHC.txt
[2025-11-25T23:36:46.185505] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:36:46.185562] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:36:46.185614] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:36:46.185727] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:36:46.242910] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:36:46.243580] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:36:46.243705] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:36:46.243755] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:36:46.340681] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:36:46.340859] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:36:46.340905] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:36:46.340939] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:36:46.344265] [DEBUG] [FORECASTER] GEHC: Forecast T+1@11:T+2@11: DOWN (p=42.77%)
[2025-11-25T23:36:46.344546] [INFO ] [FORECASTER] Completed predict_future for GEHC
[2025-11-25T23:36:46.344704] [INFO ] [sig       ] GEHC: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:36:46.485432] [INFO ] [LOCAL     ] Saved forecast: GEHC	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/GEHC.txt
[2025-11-25T23:36:46.485574] [INFO ] [sig       ] [1396/3639] Completed GEHC in 0.3s | 3.02 sym/s | Total: 7.7m | ETA: 12.4m
[2025-11-25T23:36:46.485661] [INFO ] [sig       ] [1397/3639] Forecasting GEL...
[2025-11-25T23:36:46.485717] [INFO ] [sig       ] Generating forecast for: GEL
[2025-11-25T23:36:46.485770] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GEL' from 'https://tdm.silogroup.org/data/derivative_storage/GEL.csv'.
[2025-11-25T23:36:46.496325] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GEL'.
[2025-11-25T23:36:46.496656] [INFO ] [FORECASTER] Starting predict_future for GEL
[2025-11-25T23:36:46.497468] [DEBUG] [LOCAL     ] No optimal features file found for GEL: ./output/feature-sets/GEL.txt
[2025-11-25T23:36:46.497537] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:36:46.497592] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:36:46.497661] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:36:46.497758] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:36:46.554830] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:36:46.555466] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:36:46.555562] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:36:46.555604] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:36:46.650655] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:36:46.650769] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:36:46.650809] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:36:46.650842] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:36:46.653962] [DEBUG] [FORECASTER] GEL: Forecast T+1@11:T+2@11: DOWN (p=9.43%)
[2025-11-25T23:36:46.654235] [INFO ] [FORECASTER] Completed predict_future for GEL
[2025-11-25T23:36:46.654367] [INFO ] [sig       ] GEL: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:36:46.795730] [INFO ] [LOCAL     ] Saved forecast: GEL	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/GEL.txt
[2025-11-25T23:36:46.795876] [INFO ] [sig       ] [1397/3639] Completed GEL in 0.3s | 3.02 sym/s | Total: 7.7m | ETA: 12.4m
[2025-11-25T23:36:46.795931] [INFO ] [sig       ] [1398/3639] Forecasting GEN...
[2025-11-25T23:36:46.795976] [INFO ] [sig       ] Generating forecast for: GEN
[2025-11-25T23:36:46.796018] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GEN' from 'https://tdm.silogroup.org/data/derivative_storage/GEN.csv'.
[2025-11-25T23:36:46.807341] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GEN'.
[2025-11-25T23:36:46.807689] [INFO ] [FORECASTER] Starting predict_future for GEN
[2025-11-25T23:36:46.808494] [DEBUG] [LOCAL     ] No optimal features file found for GEN: ./output/feature-sets/GEN.txt
[2025-11-25T23:36:46.808564] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:36:46.808611] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:36:46.808686] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:36:46.808806] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:36:46.867243] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:36:46.868028] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:36:46.868129] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:36:46.868187] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:36:46.965655] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:36:46.965830] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:36:46.965875] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:36:46.965909] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:36:46.969324] [DEBUG] [FORECASTER] GEN: Forecast T+1@11:T+2@11: UP (p=50.74%)
[2025-11-25T23:36:46.969616] [INFO ] [FORECASTER] Completed predict_future for GEN
[2025-11-25T23:36:46.969777] [INFO ] [sig       ] GEN: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:36:47.111929] [INFO ] [LOCAL     ] Saved forecast: GEN	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/GEN.txt
[2025-11-25T23:36:47.112069] [INFO ] [sig       ] [1398/3639] Completed GEN in 0.3s | 3.02 sym/s | Total: 7.7m | ETA: 12.4m
[2025-11-25T23:36:47.112131] [INFO ] [sig       ] [1399/3639] Forecasting GENI...
[2025-11-25T23:36:47.112174] [INFO ] [sig       ] Generating forecast for: GENI
[2025-11-25T23:36:47.112217] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GENI' from 'https://tdm.silogroup.org/data/derivative_storage/GENI.csv'.
[2025-11-25T23:36:47.123818] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GENI'.
[2025-11-25T23:36:47.124134] [INFO ] [FORECASTER] Starting predict_future for GENI
[2025-11-25T23:36:47.124942] [DEBUG] [LOCAL     ] No optimal features file found for GENI: ./output/feature-sets/GENI.txt
[2025-11-25T23:36:47.125011] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:36:47.125058] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:36:47.125108] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:36:47.125194] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:36:47.183728] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:36:47.184429] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:36:47.184527] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:36:47.184586] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:36:47.282751] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:36:47.282935] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:36:47.282980] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:36:47.283013] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:36:47.286382] [DEBUG] [FORECASTER] GENI: Forecast T+1@11:T+2@11: DOWN (p=9.85%)
[2025-11-25T23:36:47.286685] [INFO ] [FORECASTER] Completed predict_future for GENI
[2025-11-25T23:36:47.286860] [INFO ] [sig       ] GENI: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:36:47.432776] [INFO ] [LOCAL     ] Saved forecast: GENI	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/GENI.txt
[2025-11-25T23:36:47.432942] [INFO ] [sig       ] [1399/3639] Completed GENI in 0.3s | 3.02 sym/s | Total: 7.7m | ETA: 12.4m
[2025-11-25T23:36:47.432998] [INFO ] [sig       ] [1400/3639] Forecasting GENK...
[2025-11-25T23:36:47.433041] [INFO ] [sig       ] Generating forecast for: GENK
[2025-11-25T23:36:47.433082] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GENK' from 'https://tdm.silogroup.org/data/derivative_storage/GENK.csv'.
[2025-11-25T23:36:47.444996] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GENK'.
[2025-11-25T23:36:47.445320] [INFO ] [FORECASTER] Starting predict_future for GENK
[2025-11-25T23:36:47.446204] [DEBUG] [LOCAL     ] No optimal features file found for GENK: ./output/feature-sets/GENK.txt
[2025-11-25T23:36:47.446272] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:36:47.446328] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:36:47.446378] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:36:47.446487] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:36:47.503526] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:36:47.504207] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:36:47.504314] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:36:47.504363] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:36:47.591290] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:36:47.591423] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:36:47.591464] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:36:47.591497] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:36:47.594736] [DEBUG] [FORECASTER] GENK: Forecast T+1@11:T+2@11: UP (p=74.50%)
[2025-11-25T23:36:47.595016] [INFO ] [FORECASTER] Completed predict_future for GENK
[2025-11-25T23:36:47.595160] [INFO ] [sig       ] GENK: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:36:47.735275] [INFO ] [LOCAL     ] Saved forecast: GENK	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/GENK.txt
[2025-11-25T23:36:47.735450] [INFO ] [sig       ] [1400/3639] Completed GENK in 0.3s | 3.02 sym/s | Total: 7.7m | ETA: 12.4m
[2025-11-25T23:36:47.735504] [INFO ] [sig       ] [1401/3639] Forecasting GEOS...
[2025-11-25T23:36:47.735549] [INFO ] [sig       ] Generating forecast for: GEOS
[2025-11-25T23:36:47.735591] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GEOS' from 'https://tdm.silogroup.org/data/derivative_storage/GEOS.csv'.
[2025-11-25T23:36:47.747061] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GEOS'.
[2025-11-25T23:36:47.747336] [INFO ] [FORECASTER] Starting predict_future for GEOS
[2025-11-25T23:36:47.748234] [DEBUG] [LOCAL     ] No optimal features file found for GEOS: ./output/feature-sets/GEOS.txt
[2025-11-25T23:36:47.748309] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:36:47.748367] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:36:47.748417] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:36:47.748504] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:36:47.805828] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:36:47.806483] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:36:47.806579] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:36:47.806638] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:36:47.898756] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:36:47.898930] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:36:47.898974] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:36:47.899008] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:36:47.902476] [DEBUG] [FORECASTER] GEOS: Forecast T+1@11:T+2@11: UP (p=58.01%)
[2025-11-25T23:36:47.902786] [INFO ] [FORECASTER] Completed predict_future for GEOS
[2025-11-25T23:36:47.902945] [INFO ] [sig       ] GEOS: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:36:48.044133] [INFO ] [LOCAL     ] Saved forecast: GEOS	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/GEOS.txt
[2025-11-25T23:36:48.044285] [INFO ] [sig       ] [1401/3639] Completed GEOS in 0.3s | 3.02 sym/s | Total: 7.7m | ETA: 12.3m
[2025-11-25T23:36:48.044375] [INFO ] [sig       ] [1402/3639] Forecasting GERN...
[2025-11-25T23:36:48.044427] [INFO ] [sig       ] Generating forecast for: GERN
[2025-11-25T23:36:48.044472] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GERN' from 'https://tdm.silogroup.org/data/derivative_storage/GERN.csv'.
[2025-11-25T23:36:48.055568] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GERN'.
[2025-11-25T23:36:48.055908] [INFO ] [FORECASTER] Starting predict_future for GERN
[2025-11-25T23:36:48.056762] [DEBUG] [LOCAL     ] No optimal features file found for GERN: ./output/feature-sets/GERN.txt
[2025-11-25T23:36:48.056843] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:36:48.056892] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:36:48.056948] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:36:48.057032] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:36:48.114892] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:36:48.115584] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:36:48.115698] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:36:48.115756] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:36:48.202095] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:36:48.202271] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:36:48.202315] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:36:48.202350] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:36:48.205743] [DEBUG] [FORECASTER] GERN: Forecast T+1@11:T+2@11: UP (p=97.57%)
[2025-11-25T23:36:48.206026] [INFO ] [FORECASTER] Completed predict_future for GERN
[2025-11-25T23:36:48.206164] [INFO ] [sig       ] GERN: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:36:48.346602] [INFO ] [LOCAL     ] Saved forecast: GERN	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/GERN.txt
[2025-11-25T23:36:48.346794] [INFO ] [sig       ] [1402/3639] Completed GERN in 0.3s | 3.02 sym/s | Total: 7.7m | ETA: 12.3m
[2025-11-25T23:36:48.346883] [INFO ] [sig       ] [1403/3639] Forecasting GES...
[2025-11-25T23:36:48.346938] [INFO ] [sig       ] Generating forecast for: GES
[2025-11-25T23:36:48.346980] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GES' from 'https://tdm.silogroup.org/data/derivative_storage/GES.csv'.
[2025-11-25T23:36:48.358434] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GES'.
[2025-11-25T23:36:48.358809] [INFO ] [FORECASTER] Starting predict_future for GES
[2025-11-25T23:36:48.359625] [DEBUG] [LOCAL     ] No optimal features file found for GES: ./output/feature-sets/GES.txt
[2025-11-25T23:36:48.359714] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:36:48.359761] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:36:48.359811] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:36:48.359896] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:36:48.417702] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:36:48.418359] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:36:48.418454] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:36:48.418513] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:36:48.502552] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:36:48.502747] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:36:48.502798] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:36:48.502832] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:36:48.506133] [DEBUG] [FORECASTER] GES: Forecast T+1@11:T+2@11: DOWN (p=2.98%)
[2025-11-25T23:36:48.506415] [INFO ] [FORECASTER] Completed predict_future for GES
[2025-11-25T23:36:48.506554] [INFO ] [sig       ] GES: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:36:48.647584] [INFO ] [LOCAL     ] Saved forecast: GES	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/GES.txt
[2025-11-25T23:36:48.647753] [INFO ] [sig       ] [1403/3639] Completed GES in 0.3s | 3.02 sym/s | Total: 7.7m | ETA: 12.3m
[2025-11-25T23:36:48.647810] [INFO ] [sig       ] [1404/3639] Forecasting GEVO...
[2025-11-25T23:36:48.647894] [INFO ] [sig       ] Generating forecast for: GEVO
[2025-11-25T23:36:48.647942] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GEVO' from 'https://tdm.silogroup.org/data/derivative_storage/GEVO.csv'.
[2025-11-25T23:36:48.659002] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GEVO'.
[2025-11-25T23:36:48.659344] [INFO ] [FORECASTER] Starting predict_future for GEVO
[2025-11-25T23:36:48.660174] [DEBUG] [LOCAL     ] No optimal features file found for GEVO: ./output/feature-sets/GEVO.txt
[2025-11-25T23:36:48.660242] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:36:48.660296] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:36:48.660344] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:36:48.660428] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:36:48.718680] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:36:48.719357] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:36:48.719460] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:36:48.719508] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:36:48.812504] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:36:48.812673] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:36:48.812730] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:36:48.812765] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:36:48.816145] [DEBUG] [FORECASTER] GEVO: Forecast T+1@11:T+2@11: UP (p=76.85%)
[2025-11-25T23:36:48.816440] [INFO ] [FORECASTER] Completed predict_future for GEVO
[2025-11-25T23:36:48.816577] [INFO ] [sig       ] GEVO: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:36:48.958545] [INFO ] [LOCAL     ] Saved forecast: GEVO	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/GEVO.txt
[2025-11-25T23:36:48.958718] [INFO ] [sig       ] [1404/3639] Completed GEVO in 0.3s | 3.02 sym/s | Total: 7.7m | ETA: 12.3m
[2025-11-25T23:36:48.958778] [INFO ] [sig       ] [1405/3639] Forecasting GFF...
[2025-11-25T23:36:48.958823] [INFO ] [sig       ] Generating forecast for: GFF
[2025-11-25T23:36:48.958866] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GFF' from 'https://tdm.silogroup.org/data/derivative_storage/GFF.csv'.
[2025-11-25T23:36:48.970888] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GFF'.
[2025-11-25T23:36:48.971218] [INFO ] [FORECASTER] Starting predict_future for GFF
[2025-11-25T23:36:48.972030] [DEBUG] [LOCAL     ] No optimal features file found for GFF: ./output/feature-sets/GFF.txt
[2025-11-25T23:36:48.972114] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:36:48.972183] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:36:48.972242] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:36:48.972329] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:36:49.031386] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:36:49.032055] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:36:49.032152] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:36:49.032212] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:36:49.131950] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:36:49.132137] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:36:49.132184] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:36:49.132220] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:36:49.135717] [DEBUG] [FORECASTER] GFF: Forecast T+1@11:T+2@11: DOWN (p=0.58%)
[2025-11-25T23:36:49.136013] [INFO ] [FORECASTER] Completed predict_future for GFF
[2025-11-25T23:36:49.136156] [INFO ] [sig       ] GFF: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:36:49.282491] [INFO ] [LOCAL     ] Saved forecast: GFF	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/GFF.txt
[2025-11-25T23:36:49.282665] [INFO ] [sig       ] [1405/3639] Completed GFF in 0.3s | 3.02 sym/s | Total: 7.7m | ETA: 12.3m
[2025-11-25T23:36:49.282850] [INFO ] [sig       ] [1406/3639] Forecasting GFI...
[2025-11-25T23:36:49.282900] [INFO ] [sig       ] Generating forecast for: GFI
[2025-11-25T23:36:49.282942] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GFI' from 'https://tdm.silogroup.org/data/derivative_storage/GFI.csv'.
[2025-11-25T23:36:49.294768] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GFI'.
[2025-11-25T23:36:49.295078] [INFO ] [FORECASTER] Starting predict_future for GFI
[2025-11-25T23:36:49.295894] [DEBUG] [LOCAL     ] No optimal features file found for GFI: ./output/feature-sets/GFI.txt
[2025-11-25T23:36:49.295963] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:36:49.296020] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:36:49.296072] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:36:49.296164] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:36:49.354242] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:36:49.355021] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:36:49.355118] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:36:49.355180] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:36:49.451044] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:36:49.451198] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:36:49.451241] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:36:49.451275] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:36:49.454562] [DEBUG] [FORECASTER] GFI: Forecast T+1@11:T+2@11: UP (p=50.97%)
[2025-11-25T23:36:49.455007] [INFO ] [FORECASTER] Completed predict_future for GFI
[2025-11-25T23:36:49.455222] [INFO ] [sig       ] GFI: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:36:49.596847] [INFO ] [LOCAL     ] Saved forecast: GFI	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/GFI.txt
[2025-11-25T23:36:49.596994] [INFO ] [sig       ] [1406/3639] Completed GFI in 0.3s | 3.02 sym/s | Total: 7.8m | ETA: 12.3m
[2025-11-25T23:36:49.597048] [INFO ] [sig       ] [1407/3639] Forecasting GFL...
[2025-11-25T23:36:49.597159] [INFO ] [sig       ] Generating forecast for: GFL
[2025-11-25T23:36:49.597206] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GFL' from 'https://tdm.silogroup.org/data/derivative_storage/GFL.csv'.
[2025-11-25T23:36:49.608629] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GFL'.
[2025-11-25T23:36:49.608998] [INFO ] [FORECASTER] Starting predict_future for GFL
[2025-11-25T23:36:49.609845] [DEBUG] [LOCAL     ] No optimal features file found for GFL: ./output/feature-sets/GFL.txt
[2025-11-25T23:36:49.609914] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:36:49.609961] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:36:49.610029] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:36:49.610109] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:36:49.667751] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:36:49.668391] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:36:49.668486] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:36:49.668532] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:36:49.765118] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:36:49.765297] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:36:49.765342] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:36:49.765375] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:36:49.768835] [DEBUG] [FORECASTER] GFL: Forecast T+1@11:T+2@11: DOWN (p=19.01%)
[2025-11-25T23:36:49.769164] [INFO ] [FORECASTER] Completed predict_future for GFL
[2025-11-25T23:36:49.769311] [INFO ] [sig       ] GFL: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:36:49.910514] [INFO ] [LOCAL     ] Saved forecast: GFL	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/GFL.txt
[2025-11-25T23:36:49.910688] [INFO ] [sig       ] [1407/3639] Completed GFL in 0.3s | 3.02 sym/s | Total: 7.8m | ETA: 12.3m
[2025-11-25T23:36:49.910765] [INFO ] [sig       ] [1408/3639] Forecasting GFS...
[2025-11-25T23:36:49.910810] [INFO ] [sig       ] Generating forecast for: GFS
[2025-11-25T23:36:49.910851] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GFS' from 'https://tdm.silogroup.org/data/derivative_storage/GFS.csv'.
[2025-11-25T23:36:49.922574] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GFS'.
[2025-11-25T23:36:49.922929] [INFO ] [FORECASTER] Starting predict_future for GFS
[2025-11-25T23:36:49.923771] [DEBUG] [LOCAL     ] No optimal features file found for GFS: ./output/feature-sets/GFS.txt
[2025-11-25T23:36:49.923840] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:36:49.923887] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:36:49.923927] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:36:49.924002] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:36:49.984036] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:36:49.984734] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:36:49.984841] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:36:49.984891] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:36:50.092750] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:36:50.092901] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:36:50.092944] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:36:50.092979] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:36:50.096246] [DEBUG] [FORECASTER] GFS: Forecast T+1@11:T+2@11: DOWN (p=47.65%)
[2025-11-25T23:36:50.096531] [INFO ] [FORECASTER] Completed predict_future for GFS
[2025-11-25T23:36:50.096697] [INFO ] [sig       ] GFS: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:36:50.238868] [INFO ] [LOCAL     ] Saved forecast: GFS	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/GFS.txt
[2025-11-25T23:36:50.239024] [INFO ] [sig       ] [1408/3639] Completed GFS in 0.3s | 3.02 sym/s | Total: 7.8m | ETA: 12.3m
[2025-11-25T23:36:50.239080] [INFO ] [sig       ] [1409/3639] Forecasting GGAL...
[2025-11-25T23:36:50.239133] [INFO ] [sig       ] Generating forecast for: GGAL
[2025-11-25T23:36:50.239181] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GGAL' from 'https://tdm.silogroup.org/data/derivative_storage/GGAL.csv'.
[2025-11-25T23:36:50.251036] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GGAL'.
[2025-11-25T23:36:50.251361] [INFO ] [FORECASTER] Starting predict_future for GGAL
[2025-11-25T23:36:50.252186] [DEBUG] [LOCAL     ] No optimal features file found for GGAL: ./output/feature-sets/GGAL.txt
[2025-11-25T23:36:50.252257] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:36:50.252313] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:36:50.252364] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:36:50.252445] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:36:50.311202] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:36:50.311863] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:36:50.311958] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:36:50.312018] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:36:50.420860] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:36:50.421014] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:36:50.421100] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:36:50.421138] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:36:50.424428] [DEBUG] [FORECASTER] GGAL: Forecast T+1@11:T+2@11: DOWN (p=45.78%)
[2025-11-25T23:36:50.424744] [INFO ] [FORECASTER] Completed predict_future for GGAL
[2025-11-25T23:36:50.424895] [INFO ] [sig       ] GGAL: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:36:50.566723] [INFO ] [LOCAL     ] Saved forecast: GGAL	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/GGAL.txt
[2025-11-25T23:36:50.566875] [INFO ] [sig       ] [1409/3639] Completed GGAL in 0.3s | 3.02 sym/s | Total: 7.8m | ETA: 12.3m
[2025-11-25T23:36:50.566928] [INFO ] [sig       ] [1410/3639] Forecasting GGB...
[2025-11-25T23:36:50.566966] [INFO ] [sig       ] Generating forecast for: GGB
[2025-11-25T23:36:50.567010] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GGB' from 'https://tdm.silogroup.org/data/derivative_storage/GGB.csv'.
[2025-11-25T23:36:50.578811] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GGB'.
[2025-11-25T23:36:50.579108] [INFO ] [FORECASTER] Starting predict_future for GGB
[2025-11-25T23:36:50.579941] [DEBUG] [LOCAL     ] No optimal features file found for GGB: ./output/feature-sets/GGB.txt
[2025-11-25T23:36:50.580011] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:36:50.580060] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:36:50.580102] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:36:50.580203] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:36:50.637897] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:36:50.638562] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:36:50.638679] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:36:50.638730] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:36:50.745467] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:36:50.745664] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:36:50.745718] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:36:50.745753] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:36:50.749214] [DEBUG] [FORECASTER] GGB: Forecast T+1@11:T+2@11: UP (p=91.26%)
[2025-11-25T23:36:50.749506] [INFO ] [FORECASTER] Completed predict_future for GGB
[2025-11-25T23:36:50.749667] [INFO ] [sig       ] GGB: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:36:50.891761] [INFO ] [LOCAL     ] Saved forecast: GGB	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/GGB.txt
[2025-11-25T23:36:50.891916] [INFO ] [sig       ] [1410/3639] Completed GGB in 0.3s | 3.02 sym/s | Total: 7.8m | ETA: 12.3m
[2025-11-25T23:36:50.891972] [INFO ] [sig       ] [1411/3639] Forecasting GGG...
[2025-11-25T23:36:50.892016] [INFO ] [sig       ] Generating forecast for: GGG
[2025-11-25T23:36:50.892058] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GGG' from 'https://tdm.silogroup.org/data/derivative_storage/GGG.csv'.
[2025-11-25T23:36:50.906358] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GGG'.
[2025-11-25T23:36:50.907174] [INFO ] [FORECASTER] Starting predict_future for GGG
[2025-11-25T23:36:50.908337] [DEBUG] [LOCAL     ] No optimal features file found for GGG: ./output/feature-sets/GGG.txt
[2025-11-25T23:36:50.908415] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:36:50.908477] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:36:50.908535] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:36:50.908635] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:36:50.972064] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:36:50.973310] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:36:50.973437] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:36:50.973491] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:36:51.070486] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:36:51.070734] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:36:51.070791] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:36:51.070829] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:36:51.074578] [DEBUG] [FORECASTER] GGG: Forecast T+1@11:T+2@11: UP (p=84.46%)
[2025-11-25T23:36:51.074944] [INFO ] [FORECASTER] Completed predict_future for GGG
[2025-11-25T23:36:51.075112] [INFO ] [sig       ] GGG: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:36:51.218016] [INFO ] [LOCAL     ] Saved forecast: GGG	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/GGG.txt
[2025-11-25T23:36:51.218213] [INFO ] [sig       ] [1411/3639] Completed GGG in 0.3s | 3.02 sym/s | Total: 7.8m | ETA: 12.3m
[2025-11-25T23:36:51.218296] [INFO ] [sig       ] [1412/3639] Forecasting GGLL...
[2025-11-25T23:36:51.218351] [INFO ] [sig       ] Generating forecast for: GGLL
[2025-11-25T23:36:51.218394] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GGLL' from 'https://tdm.silogroup.org/data/derivative_storage/GGLL.csv'.
[2025-11-25T23:36:51.230351] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GGLL'.
[2025-11-25T23:36:51.230771] [INFO ] [FORECASTER] Starting predict_future for GGLL
[2025-11-25T23:36:51.231606] [DEBUG] [LOCAL     ] No optimal features file found for GGLL: ./output/feature-sets/GGLL.txt
[2025-11-25T23:36:51.231699] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:36:51.231757] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:36:51.231799] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:36:51.231921] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:36:51.289256] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:36:51.290016] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:36:51.290112] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:36:51.290176] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:36:51.379450] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:36:51.379580] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:36:51.379622] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:36:51.379676] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:36:51.382843] [DEBUG] [FORECASTER] GGLL: Forecast T+1@11:T+2@11: UP (p=50.64%)
[2025-11-25T23:36:51.383122] [INFO ] [FORECASTER] Completed predict_future for GGLL
[2025-11-25T23:36:51.383263] [INFO ] [sig       ] GGLL: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:36:51.524044] [INFO ] [LOCAL     ] Saved forecast: GGLL	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/GGLL.txt
[2025-11-25T23:36:51.524191] [INFO ] [sig       ] [1412/3639] Completed GGLL in 0.3s | 3.02 sym/s | Total: 7.8m | ETA: 12.3m
[2025-11-25T23:36:51.524240] [INFO ] [sig       ] [1413/3639] Forecasting GGLS...
[2025-11-25T23:36:51.524287] [INFO ] [sig       ] Generating forecast for: GGLS
[2025-11-25T23:36:51.524330] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GGLS' from 'https://tdm.silogroup.org/data/derivative_storage/GGLS.csv'.
[2025-11-25T23:36:51.536028] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GGLS'.
[2025-11-25T23:36:51.536329] [INFO ] [FORECASTER] Starting predict_future for GGLS
[2025-11-25T23:36:51.537151] [DEBUG] [LOCAL     ] No optimal features file found for GGLS: ./output/feature-sets/GGLS.txt
[2025-11-25T23:36:51.537221] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:36:51.537291] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:36:51.537345] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:36:51.537453] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:36:51.595286] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:36:51.595975] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:36:51.596073] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:36:51.596134] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:36:51.718313] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:36:51.718501] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:36:51.718546] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:36:51.718579] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:36:51.722075] [DEBUG] [FORECASTER] GGLS: Forecast T+1@11:T+2@11: DOWN (p=15.94%)
[2025-11-25T23:36:51.722365] [INFO ] [FORECASTER] Completed predict_future for GGLS
[2025-11-25T23:36:51.722518] [INFO ] [sig       ] GGLS: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:36:51.865381] [INFO ] [LOCAL     ] Saved forecast: GGLS	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/GGLS.txt
[2025-11-25T23:36:51.865541] [INFO ] [sig       ] [1413/3639] Completed GGLS in 0.3s | 3.02 sym/s | Total: 7.8m | ETA: 12.3m
[2025-11-25T23:36:51.865597] [INFO ] [sig       ] [1414/3639] Forecasting GH...
[2025-11-25T23:36:51.865664] [INFO ] [sig       ] Generating forecast for: GH
[2025-11-25T23:36:51.865711] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GH' from 'https://tdm.silogroup.org/data/derivative_storage/GH.csv'.
[2025-11-25T23:36:51.878022] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GH'.
[2025-11-25T23:36:51.878367] [INFO ] [FORECASTER] Starting predict_future for GH
[2025-11-25T23:36:51.879212] [DEBUG] [LOCAL     ] No optimal features file found for GH: ./output/feature-sets/GH.txt
[2025-11-25T23:36:51.879283] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:36:51.879331] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:36:51.879373] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:36:51.879520] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:36:51.936935] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:36:51.937630] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:36:51.937744] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:36:51.937805] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:36:52.049873] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:36:52.050031] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:36:52.050076] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:36:52.050110] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:36:52.053443] [DEBUG] [FORECASTER] GH: Forecast T+1@11:T+2@11: DOWN (p=10.00%)
[2025-11-25T23:36:52.053752] [INFO ] [FORECASTER] Completed predict_future for GH
[2025-11-25T23:36:52.053910] [INFO ] [sig       ] GH: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:36:52.194767] [INFO ] [LOCAL     ] Saved forecast: GH	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/GH.txt
[2025-11-25T23:36:52.194922] [INFO ] [sig       ] [1414/3639] Completed GH in 0.3s | 3.02 sym/s | Total: 7.8m | ETA: 12.3m
[2025-11-25T23:36:52.194978] [INFO ] [sig       ] [1415/3639] Forecasting GHI...
[2025-11-25T23:36:52.195024] [INFO ] [sig       ] Generating forecast for: GHI
[2025-11-25T23:36:52.195065] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GHI' from 'https://tdm.silogroup.org/data/derivative_storage/GHI.csv'.
[2025-11-25T23:36:52.207935] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GHI'.
[2025-11-25T23:36:52.208389] [INFO ] [FORECASTER] Starting predict_future for GHI
[2025-11-25T23:36:52.209257] [DEBUG] [LOCAL     ] No optimal features file found for GHI: ./output/feature-sets/GHI.txt
[2025-11-25T23:36:52.209330] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:36:52.209388] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:36:52.209441] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:36:52.209531] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:36:52.270314] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:36:52.271298] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:36:52.271409] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:36:52.271472] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:36:52.384512] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:36:52.384744] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:36:52.384822] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:36:52.384870] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:36:52.388416] [DEBUG] [FORECASTER] GHI: Forecast T+1@11:T+2@11: DOWN (p=5.78%)
[2025-11-25T23:36:52.388745] [INFO ] [FORECASTER] Completed predict_future for GHI
[2025-11-25T23:36:52.388916] [INFO ] [sig       ] GHI: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:36:52.532748] [INFO ] [LOCAL     ] Saved forecast: GHI	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/GHI.txt
[2025-11-25T23:36:52.532918] [INFO ] [sig       ] [1415/3639] Completed GHI in 0.3s | 3.02 sym/s | Total: 7.8m | ETA: 12.3m
[2025-11-25T23:36:52.532977] [INFO ] [sig       ] [1416/3639] Forecasting GHM...
[2025-11-25T23:36:52.533023] [INFO ] [sig       ] Generating forecast for: GHM
[2025-11-25T23:36:52.533065] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GHM' from 'https://tdm.silogroup.org/data/derivative_storage/GHM.csv'.
[2025-11-25T23:36:52.545090] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GHM'.
[2025-11-25T23:36:52.545408] [INFO ] [FORECASTER] Starting predict_future for GHM
[2025-11-25T23:36:52.546251] [DEBUG] [LOCAL     ] No optimal features file found for GHM: ./output/feature-sets/GHM.txt
[2025-11-25T23:36:52.546337] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:36:52.546385] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:36:52.546428] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:36:52.546526] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:36:52.604788] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:36:52.605481] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:36:52.605578] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:36:52.605637] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:36:52.727503] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:36:52.727819] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:36:52.727894] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:36:52.727940] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:36:52.731632] [DEBUG] [FORECASTER] GHM: Forecast T+1@11:T+2@11: UP (p=93.85%)
[2025-11-25T23:36:52.731987] [INFO ] [FORECASTER] Completed predict_future for GHM
[2025-11-25T23:36:52.732177] [INFO ] [sig       ] GHM: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:36:52.873545] [INFO ] [LOCAL     ] Saved forecast: GHM	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/GHM.txt
[2025-11-25T23:36:52.873720] [INFO ] [sig       ] [1416/3639] Completed GHM in 0.3s | 3.02 sym/s | Total: 7.8m | ETA: 12.3m
[2025-11-25T23:36:52.873778] [INFO ] [sig       ] [1417/3639] Forecasting GHRS...
[2025-11-25T23:36:52.873844] [INFO ] [sig       ] Generating forecast for: GHRS
[2025-11-25T23:36:52.873889] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GHRS' from 'https://tdm.silogroup.org/data/derivative_storage/GHRS.csv'.
[2025-11-25T23:36:52.886985] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GHRS'.
[2025-11-25T23:36:52.887324] [INFO ] [FORECASTER] Starting predict_future for GHRS
[2025-11-25T23:36:52.888211] [DEBUG] [LOCAL     ] No optimal features file found for GHRS: ./output/feature-sets/GHRS.txt
[2025-11-25T23:36:52.888299] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:36:52.888361] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:36:52.888416] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:36:52.888507] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:36:52.946940] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:36:52.947692] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:36:52.947793] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:36:52.947859] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:36:53.070424] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:36:53.070586] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:36:53.070634] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:36:53.070691] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:36:53.074268] [DEBUG] [FORECASTER] GHRS: Forecast T+1@11:T+2@11: UP (p=74.24%)
[2025-11-25T23:36:53.074588] [INFO ] [FORECASTER] Completed predict_future for GHRS
[2025-11-25T23:36:53.074799] [INFO ] [sig       ] GHRS: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:36:53.216996] [INFO ] [LOCAL     ] Saved forecast: GHRS	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/GHRS.txt
[2025-11-25T23:36:53.217161] [INFO ] [sig       ] [1417/3639] Completed GHRS in 0.3s | 3.02 sym/s | Total: 7.8m | ETA: 12.3m
[2025-11-25T23:36:53.217222] [INFO ] [sig       ] [1418/3639] Forecasting GHY...
[2025-11-25T23:36:53.217267] [INFO ] [sig       ] Generating forecast for: GHY
[2025-11-25T23:36:53.217313] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GHY' from 'https://tdm.silogroup.org/data/derivative_storage/GHY.csv'.
[2025-11-25T23:36:53.229943] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GHY'.
[2025-11-25T23:36:53.230275] [INFO ] [FORECASTER] Starting predict_future for GHY
[2025-11-25T23:36:53.231120] [DEBUG] [LOCAL     ] No optimal features file found for GHY: ./output/feature-sets/GHY.txt
[2025-11-25T23:36:53.231194] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:36:53.231242] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:36:53.231282] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:36:53.231355] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:36:53.288332] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:36:53.289009] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:36:53.289109] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:36:53.289156] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:36:53.403330] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:36:53.403515] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:36:53.403564] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:36:53.403598] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:36:53.407026] [DEBUG] [FORECASTER] GHY: Forecast T+1@11:T+2@11: UP (p=73.48%)
[2025-11-25T23:36:53.407314] [INFO ] [FORECASTER] Completed predict_future for GHY
[2025-11-25T23:36:53.407503] [INFO ] [sig       ] GHY: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:36:53.548898] [INFO ] [LOCAL     ] Saved forecast: GHY	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/GHY.txt
[2025-11-25T23:36:53.549091] [INFO ] [sig       ] [1418/3639] Completed GHY in 0.3s | 3.02 sym/s | Total: 7.8m | ETA: 12.2m
[2025-11-25T23:36:53.549148] [INFO ] [sig       ] [1419/3639] Forecasting GIB...
[2025-11-25T23:36:53.549197] [INFO ] [sig       ] Generating forecast for: GIB
[2025-11-25T23:36:53.549246] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GIB' from 'https://tdm.silogroup.org/data/derivative_storage/GIB.csv'.
[2025-11-25T23:36:53.561487] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GIB'.
[2025-11-25T23:36:53.561805] [INFO ] [FORECASTER] Starting predict_future for GIB
[2025-11-25T23:36:53.562577] [DEBUG] [LOCAL     ] No optimal features file found for GIB: ./output/feature-sets/GIB.txt
[2025-11-25T23:36:53.562668] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:36:53.562712] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:36:53.562756] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:36:53.562828] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:36:53.619882] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:36:53.620494] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:36:53.620592] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:36:53.620659] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:36:53.745184] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:36:53.745354] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:36:53.745399] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:36:53.745434] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:36:53.748845] [DEBUG] [FORECASTER] GIB: Forecast T+1@11:T+2@11: UP (p=98.35%)
[2025-11-25T23:36:53.749134] [INFO ] [FORECASTER] Completed predict_future for GIB
[2025-11-25T23:36:53.749282] [INFO ] [sig       ] GIB: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:36:53.890429] [INFO ] [LOCAL     ] Saved forecast: GIB	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/GIB.txt
[2025-11-25T23:36:53.890584] [INFO ] [sig       ] [1419/3639] Completed GIB in 0.3s | 3.02 sym/s | Total: 7.8m | ETA: 12.2m
[2025-11-25T23:36:53.890661] [INFO ] [sig       ] [1420/3639] Forecasting GIFI...
[2025-11-25T23:36:53.890705] [INFO ] [sig       ] Generating forecast for: GIFI
[2025-11-25T23:36:53.890751] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GIFI' from 'https://tdm.silogroup.org/data/derivative_storage/GIFI.csv'.
[2025-11-25T23:36:53.903525] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GIFI'.
[2025-11-25T23:36:53.903874] [INFO ] [FORECASTER] Starting predict_future for GIFI
[2025-11-25T23:36:53.904709] [DEBUG] [LOCAL     ] No optimal features file found for GIFI: ./output/feature-sets/GIFI.txt
[2025-11-25T23:36:53.904779] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:36:53.904827] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:36:53.904870] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:36:53.905009] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:36:53.967014] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:36:53.967698] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:36:53.967795] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:36:53.967844] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:36:54.087048] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:36:54.087440] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:36:54.087513] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:36:54.087583] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:36:54.092809] [DEBUG] [FORECASTER] GIFI: Forecast T+1@11:T+2@11: DOWN (p=26.12%)
[2025-11-25T23:36:54.093413] [INFO ] [FORECASTER] Completed predict_future for GIFI
[2025-11-25T23:36:54.093631] [INFO ] [sig       ] GIFI: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:36:54.243782] [INFO ] [LOCAL     ] Saved forecast: GIFI	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/GIFI.txt
[2025-11-25T23:36:54.244008] [INFO ] [sig       ] [1420/3639] Completed GIFI in 0.4s | 3.02 sym/s | Total: 7.8m | ETA: 12.2m
[2025-11-25T23:36:54.244070] [INFO ] [sig       ] [1421/3639] Forecasting GIII...
[2025-11-25T23:36:54.244115] [INFO ] [sig       ] Generating forecast for: GIII
[2025-11-25T23:36:54.244157] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GIII' from 'https://tdm.silogroup.org/data/derivative_storage/GIII.csv'.
[2025-11-25T23:36:54.257476] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GIII'.
[2025-11-25T23:36:54.257886] [INFO ] [FORECASTER] Starting predict_future for GIII
[2025-11-25T23:36:54.258782] [DEBUG] [LOCAL     ] No optimal features file found for GIII: ./output/feature-sets/GIII.txt
[2025-11-25T23:36:54.258852] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:36:54.258899] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:36:54.258939] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:36:54.259006] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:36:54.316448] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:36:54.317305] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:36:54.317424] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:36:54.317474] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:36:54.417099] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:36:54.417296] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:36:54.417342] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:36:54.417390] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:36:54.420956] [DEBUG] [FORECASTER] GIII: Forecast T+1@11:T+2@11: DOWN (p=14.82%)
[2025-11-25T23:36:54.421323] [INFO ] [FORECASTER] Completed predict_future for GIII
[2025-11-25T23:36:54.421488] [INFO ] [sig       ] GIII: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:36:54.562540] [INFO ] [LOCAL     ] Saved forecast: GIII	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/GIII.txt
[2025-11-25T23:36:54.562764] [INFO ] [sig       ] [1421/3639] Completed GIII in 0.3s | 3.02 sym/s | Total: 7.8m | ETA: 12.2m
[2025-11-25T23:36:54.562825] [INFO ] [sig       ] [1422/3639] Forecasting GIL...
[2025-11-25T23:36:54.562877] [INFO ] [sig       ] Generating forecast for: GIL
[2025-11-25T23:36:54.562919] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GIL' from 'https://tdm.silogroup.org/data/derivative_storage/GIL.csv'.
[2025-11-25T23:36:54.574790] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GIL'.
[2025-11-25T23:36:54.575114] [INFO ] [FORECASTER] Starting predict_future for GIL
[2025-11-25T23:36:54.575953] [DEBUG] [LOCAL     ] No optimal features file found for GIL: ./output/feature-sets/GIL.txt
[2025-11-25T23:36:54.576023] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:36:54.576070] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:36:54.576113] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:36:54.576183] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:36:54.637671] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:36:54.638744] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:36:54.638868] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:36:54.638949] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:36:54.756905] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:36:54.757122] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:36:54.757176] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:36:54.757211] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:36:54.761596] [DEBUG] [FORECASTER] GIL: Forecast T+1@11:T+2@11: DOWN (p=2.37%)
[2025-11-25T23:36:54.761927] [INFO ] [FORECASTER] Completed predict_future for GIL
[2025-11-25T23:36:54.762107] [INFO ] [sig       ] GIL: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:36:54.907396] [INFO ] [LOCAL     ] Saved forecast: GIL	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/GIL.txt
[2025-11-25T23:36:54.907585] [INFO ] [sig       ] [1422/3639] Completed GIL in 0.3s | 3.02 sym/s | Total: 7.8m | ETA: 12.2m
[2025-11-25T23:36:54.907676] [INFO ] [sig       ] [1423/3639] Forecasting GILD...
[2025-11-25T23:36:54.907724] [INFO ] [sig       ] Generating forecast for: GILD
[2025-11-25T23:36:54.907767] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GILD' from 'https://tdm.silogroup.org/data/derivative_storage/GILD.csv'.
[2025-11-25T23:36:54.921059] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GILD'.
[2025-11-25T23:36:54.921383] [INFO ] [FORECASTER] Starting predict_future for GILD
[2025-11-25T23:36:54.922261] [DEBUG] [LOCAL     ] No optimal features file found for GILD: ./output/feature-sets/GILD.txt
[2025-11-25T23:36:54.922337] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:36:54.922387] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:36:54.922432] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:36:54.922505] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:36:54.982775] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:36:54.983568] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:36:54.983697] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:36:54.983751] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:36:55.103267] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:36:55.103467] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:36:55.103514] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:36:55.103547] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:36:55.107249] [DEBUG] [FORECASTER] GILD: Forecast T+1@11:T+2@11: DOWN (p=10.49%)
[2025-11-25T23:36:55.107572] [INFO ] [FORECASTER] Completed predict_future for GILD
[2025-11-25T23:36:55.107757] [INFO ] [sig       ] GILD: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:36:55.253383] [INFO ] [LOCAL     ] Saved forecast: GILD	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/GILD.txt
[2025-11-25T23:36:55.253584] [INFO ] [sig       ] [1423/3639] Completed GILD in 0.3s | 3.02 sym/s | Total: 7.8m | ETA: 12.2m
[2025-11-25T23:36:55.253665] [INFO ] [sig       ] [1424/3639] Forecasting GIS...
[2025-11-25T23:36:55.253715] [INFO ] [sig       ] Generating forecast for: GIS
[2025-11-25T23:36:55.253758] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GIS' from 'https://tdm.silogroup.org/data/derivative_storage/GIS.csv'.
[2025-11-25T23:36:55.266098] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GIS'.
[2025-11-25T23:36:55.266505] [INFO ] [FORECASTER] Starting predict_future for GIS
[2025-11-25T23:36:55.267395] [DEBUG] [LOCAL     ] No optimal features file found for GIS: ./output/feature-sets/GIS.txt
[2025-11-25T23:36:55.267469] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:36:55.267519] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:36:55.267563] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:36:55.267672] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:36:55.327421] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:36:55.328393] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:36:55.328503] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:36:55.328553] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:36:55.447857] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:36:55.448069] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:36:55.448117] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:36:55.448151] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:36:55.451774] [DEBUG] [FORECASTER] GIS: Forecast T+1@11:T+2@11: DOWN (p=31.25%)
[2025-11-25T23:36:55.452075] [INFO ] [FORECASTER] Completed predict_future for GIS
[2025-11-25T23:36:55.452239] [INFO ] [sig       ] GIS: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:36:55.595394] [INFO ] [LOCAL     ] Saved forecast: GIS	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/GIS.txt
[2025-11-25T23:36:55.595574] [INFO ] [sig       ] [1424/3639] Completed GIS in 0.3s | 3.02 sym/s | Total: 7.9m | ETA: 12.2m
[2025-11-25T23:36:55.595631] [INFO ] [sig       ] [1425/3639] Forecasting GKOS...
[2025-11-25T23:36:55.595698] [INFO ] [sig       ] Generating forecast for: GKOS
[2025-11-25T23:36:55.595743] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GKOS' from 'https://tdm.silogroup.org/data/derivative_storage/GKOS.csv'.
[2025-11-25T23:36:55.607732] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GKOS'.
[2025-11-25T23:36:55.608022] [INFO ] [FORECASTER] Starting predict_future for GKOS
[2025-11-25T23:36:55.608862] [DEBUG] [LOCAL     ] No optimal features file found for GKOS: ./output/feature-sets/GKOS.txt
[2025-11-25T23:36:55.608932] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:36:55.608979] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:36:55.609020] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:36:55.609088] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:36:55.665918] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:36:55.666584] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:36:55.666702] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:36:55.666752] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:36:55.782797] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:36:55.782998] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:36:55.783044] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:36:55.783079] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:36:55.786536] [DEBUG] [FORECASTER] GKOS: Forecast T+1@11:T+2@11: UP (p=76.54%)
[2025-11-25T23:36:55.786849] [INFO ] [FORECASTER] Completed predict_future for GKOS
[2025-11-25T23:36:55.787010] [INFO ] [sig       ] GKOS: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:36:55.929617] [INFO ] [LOCAL     ] Saved forecast: GKOS	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/GKOS.txt
[2025-11-25T23:36:55.929803] [INFO ] [sig       ] [1425/3639] Completed GKOS in 0.3s | 3.02 sym/s | Total: 7.9m | ETA: 12.2m
[2025-11-25T23:36:55.929861] [INFO ] [sig       ] [1426/3639] Forecasting GL...
[2025-11-25T23:36:55.929906] [INFO ] [sig       ] Generating forecast for: GL
[2025-11-25T23:36:55.929949] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GL' from 'https://tdm.silogroup.org/data/derivative_storage/GL.csv'.
[2025-11-25T23:36:55.942182] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GL'.
[2025-11-25T23:36:55.942517] [INFO ] [FORECASTER] Starting predict_future for GL
[2025-11-25T23:36:55.943339] [DEBUG] [LOCAL     ] No optimal features file found for GL: ./output/feature-sets/GL.txt
[2025-11-25T23:36:55.943427] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:36:55.943477] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:36:55.943519] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:36:55.943590] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:36:56.000224] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:36:56.001014] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:36:56.001120] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:36:56.001173] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:36:56.129608] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:36:56.130278] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:36:56.130339] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:36:56.130375] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:36:56.133888] [DEBUG] [FORECASTER] GL: Forecast T+1@11:T+2@11: UP (p=60.04%)
[2025-11-25T23:36:56.134209] [INFO ] [FORECASTER] Completed predict_future for GL
[2025-11-25T23:36:56.134376] [INFO ] [sig       ] GL: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:36:56.276668] [INFO ] [LOCAL     ] Saved forecast: GL	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/GL.txt
[2025-11-25T23:36:56.276834] [INFO ] [sig       ] [1426/3639] Completed GL in 0.3s | 3.02 sym/s | Total: 7.9m | ETA: 12.2m
[2025-11-25T23:36:56.276891] [INFO ] [sig       ] [1427/3639] Forecasting GLAD...
[2025-11-25T23:36:56.276937] [INFO ] [sig       ] Generating forecast for: GLAD
[2025-11-25T23:36:56.276981] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GLAD' from 'https://tdm.silogroup.org/data/derivative_storage/GLAD.csv'.
[2025-11-25T23:36:56.292517] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GLAD'.
[2025-11-25T23:36:56.293265] [INFO ] [FORECASTER] Starting predict_future for GLAD
[2025-11-25T23:36:56.294531] [DEBUG] [LOCAL     ] No optimal features file found for GLAD: ./output/feature-sets/GLAD.txt
[2025-11-25T23:36:56.294669] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:36:56.294736] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:36:56.294783] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:36:56.294871] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:36:56.358507] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:36:56.359967] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:36:56.360098] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:36:56.360162] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:36:56.474622] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:36:56.474966] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:36:56.475030] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:36:56.475078] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:36:56.479143] [DEBUG] [FORECASTER] GLAD: Forecast T+1@11:T+2@11: DOWN (p=8.84%)
[2025-11-25T23:36:56.479535] [INFO ] [FORECASTER] Completed predict_future for GLAD
[2025-11-25T23:36:56.479770] [INFO ] [sig       ] GLAD: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:36:56.625906] [INFO ] [LOCAL     ] Saved forecast: GLAD	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/GLAD.txt
[2025-11-25T23:36:56.626139] [INFO ] [sig       ] [1427/3639] Completed GLAD in 0.3s | 3.02 sym/s | Total: 7.9m | ETA: 12.2m
[2025-11-25T23:36:56.626202] [INFO ] [sig       ] [1428/3639] Forecasting GLBE...
[2025-11-25T23:36:56.626248] [INFO ] [sig       ] Generating forecast for: GLBE
[2025-11-25T23:36:56.626293] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GLBE' from 'https://tdm.silogroup.org/data/derivative_storage/GLBE.csv'.
[2025-11-25T23:36:56.641107] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GLBE'.
[2025-11-25T23:36:56.641752] [INFO ] [FORECASTER] Starting predict_future for GLBE
[2025-11-25T23:36:56.642784] [DEBUG] [LOCAL     ] No optimal features file found for GLBE: ./output/feature-sets/GLBE.txt
[2025-11-25T23:36:56.642859] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:36:56.642919] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:36:56.642972] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:36:56.643060] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:36:56.702200] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:36:56.703376] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:36:56.703515] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:36:56.703567] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:36:56.822364] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:36:56.822639] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:36:56.822765] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:36:56.822818] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:36:56.827097] [DEBUG] [FORECASTER] GLBE: Forecast T+1@11:T+2@11: DOWN (p=2.38%)
[2025-11-25T23:36:56.827586] [INFO ] [FORECASTER] Completed predict_future for GLBE
[2025-11-25T23:36:56.827887] [INFO ] [sig       ] GLBE: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:36:56.983811] [INFO ] [LOCAL     ] Saved forecast: GLBE	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/GLBE.txt
[2025-11-25T23:36:56.984057] [INFO ] [sig       ] [1428/3639] Completed GLBE in 0.4s | 3.02 sym/s | Total: 7.9m | ETA: 12.2m
[2025-11-25T23:36:56.984124] [INFO ] [sig       ] [1429/3639] Forecasting GLBS...
[2025-11-25T23:36:56.984228] [INFO ] [sig       ] Generating forecast for: GLBS
[2025-11-25T23:36:56.984276] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GLBS' from 'https://tdm.silogroup.org/data/derivative_storage/GLBS.csv'.
[2025-11-25T23:36:56.998891] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GLBS'.
[2025-11-25T23:36:56.999488] [INFO ] [FORECASTER] Starting predict_future for GLBS
[2025-11-25T23:36:57.000601] [DEBUG] [LOCAL     ] No optimal features file found for GLBS: ./output/feature-sets/GLBS.txt
[2025-11-25T23:36:57.000701] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:36:57.000766] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:36:57.000826] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:36:57.000917] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:36:57.063382] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:36:57.064717] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:36:57.064864] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:36:57.064918] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:36:57.188540] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:36:57.188766] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:36:57.188827] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:36:57.188863] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:36:57.192941] [DEBUG] [FORECASTER] GLBS: Forecast T+1@11:T+2@11: DOWN (p=28.11%)
[2025-11-25T23:36:57.193261] [INFO ] [FORECASTER] Completed predict_future for GLBS
[2025-11-25T23:36:57.193417] [INFO ] [sig       ] GLBS: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:36:57.343827] [INFO ] [LOCAL     ] Saved forecast: GLBS	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/GLBS.txt
[2025-11-25T23:36:57.344035] [INFO ] [sig       ] [1429/3639] Completed GLBS in 0.4s | 3.02 sym/s | Total: 7.9m | ETA: 12.2m
[2025-11-25T23:36:57.344094] [INFO ] [sig       ] [1430/3639] Forecasting GLDD...
[2025-11-25T23:36:57.344142] [INFO ] [sig       ] Generating forecast for: GLDD
[2025-11-25T23:36:57.344184] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GLDD' from 'https://tdm.silogroup.org/data/derivative_storage/GLDD.csv'.
[2025-11-25T23:36:57.357022] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GLDD'.
[2025-11-25T23:36:57.357480] [INFO ] [FORECASTER] Starting predict_future for GLDD
[2025-11-25T23:36:57.358407] [DEBUG] [LOCAL     ] No optimal features file found for GLDD: ./output/feature-sets/GLDD.txt
[2025-11-25T23:36:57.358486] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:36:57.358749] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:36:57.358785] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:36:57.358894] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:36:57.419520] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:36:57.420461] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:36:57.420568] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:36:57.420630] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:36:57.522777] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:36:57.522973] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:36:57.523020] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:36:57.523056] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:36:57.527095] [DEBUG] [FORECASTER] GLDD: Forecast T+1@11:T+2@11: UP (p=94.09%)
[2025-11-25T23:36:57.527443] [INFO ] [FORECASTER] Completed predict_future for GLDD
[2025-11-25T23:36:57.527592] [INFO ] [sig       ] GLDD: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:36:57.684286] [INFO ] [LOCAL     ] Saved forecast: GLDD	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/GLDD.txt
[2025-11-25T23:36:57.684485] [INFO ] [sig       ] [1430/3639] Completed GLDD in 0.3s | 3.02 sym/s | Total: 7.9m | ETA: 12.2m
[2025-11-25T23:36:57.684541] [INFO ] [sig       ] [1431/3639] Forecasting GLNG...
[2025-11-25T23:36:57.684584] [INFO ] [sig       ] Generating forecast for: GLNG
[2025-11-25T23:36:57.684626] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GLNG' from 'https://tdm.silogroup.org/data/derivative_storage/GLNG.csv'.
[2025-11-25T23:36:57.697152] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GLNG'.
[2025-11-25T23:36:57.697697] [INFO ] [FORECASTER] Starting predict_future for GLNG
[2025-11-25T23:36:57.698596] [DEBUG] [LOCAL     ] No optimal features file found for GLNG: ./output/feature-sets/GLNG.txt
[2025-11-25T23:36:57.698714] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:36:57.698784] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:36:57.698837] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:36:57.698938] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:36:57.776036] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:36:57.777282] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:36:57.777449] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:36:57.777527] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:36:57.917225] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:36:57.917495] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:36:57.917574] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:36:57.917638] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:36:57.923255] [DEBUG] [FORECASTER] GLNG: Forecast T+1@11:T+2@11: UP (p=79.88%)
[2025-11-25T23:36:57.924115] [INFO ] [FORECASTER] Completed predict_future for GLNG
[2025-11-25T23:36:57.924443] [INFO ] [sig       ] GLNG: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:36:58.095605] [INFO ] [LOCAL     ] Saved forecast: GLNG	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/GLNG.txt
[2025-11-25T23:36:58.095850] [INFO ] [sig       ] [1431/3639] Completed GLNG in 0.4s | 3.02 sym/s | Total: 7.9m | ETA: 12.2m
[2025-11-25T23:36:58.095913] [INFO ] [sig       ] [1432/3639] Forecasting GLOB...
[2025-11-25T23:36:58.095959] [INFO ] [sig       ] Generating forecast for: GLOB
[2025-11-25T23:36:58.096003] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GLOB' from 'https://tdm.silogroup.org/data/derivative_storage/GLOB.csv'.
[2025-11-25T23:36:58.115683] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GLOB'.
[2025-11-25T23:36:58.116473] [INFO ] [FORECASTER] Starting predict_future for GLOB
[2025-11-25T23:36:58.118251] [DEBUG] [LOCAL     ] No optimal features file found for GLOB: ./output/feature-sets/GLOB.txt
[2025-11-25T23:36:58.118359] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:36:58.118439] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:36:58.118511] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:36:58.118632] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:36:58.189189] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:36:58.190277] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:36:58.190391] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:36:58.190442] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:36:58.319119] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:36:58.319373] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:36:58.319443] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:36:58.319675] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:36:58.324810] [DEBUG] [FORECASTER] GLOB: Forecast T+1@11:T+2@11: UP (p=80.43%)
[2025-11-25T23:36:58.325238] [INFO ] [FORECASTER] Completed predict_future for GLOB
[2025-11-25T23:36:58.325452] [INFO ] [sig       ] GLOB: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:36:58.489441] [INFO ] [LOCAL     ] Saved forecast: GLOB	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/GLOB.txt
[2025-11-25T23:36:58.489720] [INFO ] [sig       ] [1432/3639] Completed GLOB in 0.4s | 3.02 sym/s | Total: 7.9m | ETA: 12.2m
[2025-11-25T23:36:58.489812] [INFO ] [sig       ] [1433/3639] Forecasting GLP...
[2025-11-25T23:36:58.489863] [INFO ] [sig       ] Generating forecast for: GLP
[2025-11-25T23:36:58.489908] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GLP' from 'https://tdm.silogroup.org/data/derivative_storage/GLP.csv'.
[2025-11-25T23:36:58.502440] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GLP'.
[2025-11-25T23:36:58.502910] [INFO ] [FORECASTER] Starting predict_future for GLP
[2025-11-25T23:36:58.503787] [DEBUG] [LOCAL     ] No optimal features file found for GLP: ./output/feature-sets/GLP.txt
[2025-11-25T23:36:58.503859] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:36:58.503905] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:36:58.503944] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:36:58.504012] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:36:58.565092] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:36:58.566115] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:36:58.566221] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:36:58.566269] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:36:58.660324] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:36:58.660560] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:36:58.660615] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:36:58.660672] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:36:58.664130] [DEBUG] [FORECASTER] GLP: Forecast T+1@11:T+2@11: UP (p=98.92%)
[2025-11-25T23:36:58.664430] [INFO ] [FORECASTER] Completed predict_future for GLP
[2025-11-25T23:36:58.664572] [INFO ] [sig       ] GLP: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:36:58.812442] [INFO ] [LOCAL     ] Saved forecast: GLP	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/GLP.txt
[2025-11-25T23:36:58.812608] [INFO ] [sig       ] [1433/3639] Completed GLP in 0.3s | 3.02 sym/s | Total: 7.9m | ETA: 12.2m
[2025-11-25T23:36:58.812706] [INFO ] [sig       ] [1434/3639] Forecasting GLPG...
[2025-11-25T23:36:58.812759] [INFO ] [sig       ] Generating forecast for: GLPG
[2025-11-25T23:36:58.812803] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GLPG' from 'https://tdm.silogroup.org/data/derivative_storage/GLPG.csv'.
[2025-11-25T23:36:58.826584] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GLPG'.
[2025-11-25T23:36:58.827169] [INFO ] [FORECASTER] Starting predict_future for GLPG
[2025-11-25T23:36:58.828240] [DEBUG] [LOCAL     ] No optimal features file found for GLPG: ./output/feature-sets/GLPG.txt
[2025-11-25T23:36:58.828318] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:36:58.828372] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:36:58.828415] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:36:58.828502] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:36:58.889593] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:36:58.890771] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:36:58.890891] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:36:58.890941] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:36:59.009240] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:36:59.009526] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:36:59.009577] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:36:59.009613] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:36:59.013568] [DEBUG] [FORECASTER] GLPG: Forecast T+1@11:T+2@11: UP (p=93.54%)
[2025-11-25T23:36:59.013971] [INFO ] [FORECASTER] Completed predict_future for GLPG
[2025-11-25T23:36:59.014159] [INFO ] [sig       ] GLPG: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:36:59.158561] [INFO ] [LOCAL     ] Saved forecast: GLPG	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/GLPG.txt
[2025-11-25T23:36:59.158798] [INFO ] [sig       ] [1434/3639] Completed GLPG in 0.3s | 3.02 sym/s | Total: 7.9m | ETA: 12.2m
[2025-11-25T23:36:59.158859] [INFO ] [sig       ] [1435/3639] Forecasting GLPI...
[2025-11-25T23:36:59.158905] [INFO ] [sig       ] Generating forecast for: GLPI
[2025-11-25T23:36:59.158950] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GLPI' from 'https://tdm.silogroup.org/data/derivative_storage/GLPI.csv'.
[2025-11-25T23:36:59.172258] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GLPI'.
[2025-11-25T23:36:59.172846] [INFO ] [FORECASTER] Starting predict_future for GLPI
[2025-11-25T23:36:59.173804] [DEBUG] [LOCAL     ] No optimal features file found for GLPI: ./output/feature-sets/GLPI.txt
[2025-11-25T23:36:59.173876] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:36:59.173925] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:36:59.173966] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:36:59.174037] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:36:59.234695] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:36:59.235949] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:36:59.236070] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:36:59.236125] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:36:59.358784] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:36:59.359057] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:36:59.359111] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:36:59.359149] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:36:59.363558] [DEBUG] [FORECASTER] GLPI: Forecast T+1@11:T+2@11: UP (p=65.00%)
[2025-11-25T23:36:59.363949] [INFO ] [FORECASTER] Completed predict_future for GLPI
[2025-11-25T23:36:59.364149] [INFO ] [sig       ] GLPI: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:36:59.514870] [INFO ] [LOCAL     ] Saved forecast: GLPI	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/GLPI.txt
[2025-11-25T23:36:59.515109] [INFO ] [sig       ] [1435/3639] Completed GLPI in 0.4s | 3.02 sym/s | Total: 7.9m | ETA: 12.2m
[2025-11-25T23:36:59.515164] [INFO ] [sig       ] [1436/3639] Forecasting GLRE...
[2025-11-25T23:36:59.515206] [INFO ] [sig       ] Generating forecast for: GLRE
[2025-11-25T23:36:59.515248] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GLRE' from 'https://tdm.silogroup.org/data/derivative_storage/GLRE.csv'.
[2025-11-25T23:36:59.528684] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GLRE'.
[2025-11-25T23:36:59.529216] [INFO ] [FORECASTER] Starting predict_future for GLRE
[2025-11-25T23:36:59.530149] [DEBUG] [LOCAL     ] No optimal features file found for GLRE: ./output/feature-sets/GLRE.txt
[2025-11-25T23:36:59.530220] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:36:59.530269] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:36:59.530310] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:36:59.530379] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:36:59.589555] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:36:59.590725] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:36:59.590839] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:36:59.590891] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:36:59.696418] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:36:59.696701] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:36:59.696758] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:36:59.696796] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:36:59.700852] [DEBUG] [FORECASTER] GLRE: Forecast T+1@11:T+2@11: UP (p=61.83%)
[2025-11-25T23:36:59.701195] [INFO ] [FORECASTER] Completed predict_future for GLRE
[2025-11-25T23:36:59.701368] [INFO ] [sig       ] GLRE: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:36:59.867222] [INFO ] [LOCAL     ] Saved forecast: GLRE	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/GLRE.txt
[2025-11-25T23:36:59.867495] [INFO ] [sig       ] [1436/3639] Completed GLRE in 0.4s | 3.02 sym/s | Total: 7.9m | ETA: 12.2m
[2025-11-25T23:36:59.867559] [INFO ] [sig       ] [1437/3639] Forecasting GLSI...
[2025-11-25T23:36:59.867606] [INFO ] [sig       ] Generating forecast for: GLSI
[2025-11-25T23:36:59.867670] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GLSI' from 'https://tdm.silogroup.org/data/derivative_storage/GLSI.csv'.
[2025-11-25T23:36:59.881243] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GLSI'.
[2025-11-25T23:36:59.881813] [INFO ] [FORECASTER] Starting predict_future for GLSI
[2025-11-25T23:36:59.882978] [DEBUG] [LOCAL     ] No optimal features file found for GLSI: ./output/feature-sets/GLSI.txt
[2025-11-25T23:36:59.883051] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:36:59.883117] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:36:59.883160] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:36:59.883229] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:36:59.943151] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:36:59.944093] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:36:59.944205] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:36:59.944251] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:37:00.048825] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:37:00.049096] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:37:00.049148] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:37:00.049183] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:37:00.053229] [DEBUG] [FORECASTER] GLSI: Forecast T+1@11:T+2@11: DOWN (p=17.22%)
[2025-11-25T23:37:00.053600] [INFO ] [FORECASTER] Completed predict_future for GLSI
[2025-11-25T23:37:00.053790] [INFO ] [sig       ] GLSI: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:37:00.206036] [INFO ] [LOCAL     ] Saved forecast: GLSI	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/GLSI.txt
[2025-11-25T23:37:00.206264] [INFO ] [sig       ] [1437/3639] Completed GLSI in 0.3s | 3.02 sym/s | Total: 7.9m | ETA: 12.2m
[2025-11-25T23:37:00.206324] [INFO ] [sig       ] [1438/3639] Forecasting GLTO...
[2025-11-25T23:37:00.206368] [INFO ] [sig       ] Generating forecast for: GLTO
[2025-11-25T23:37:00.206413] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GLTO' from 'https://tdm.silogroup.org/data/derivative_storage/GLTO.csv'.
[2025-11-25T23:37:00.219534] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GLTO'.
[2025-11-25T23:37:00.220056] [INFO ] [FORECASTER] Starting predict_future for GLTO
[2025-11-25T23:37:00.221042] [DEBUG] [LOCAL     ] No optimal features file found for GLTO: ./output/feature-sets/GLTO.txt
[2025-11-25T23:37:00.221116] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:37:00.221166] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:37:00.221210] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:37:00.221281] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:37:00.281028] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:37:00.282195] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:37:00.282322] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:37:00.282386] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:37:00.397534] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:37:00.397851] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:37:00.397941] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:37:00.397989] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:37:00.402223] [DEBUG] [FORECASTER] GLTO: Forecast T+1@11:T+2@11: DOWN (p=0.36%)
[2025-11-25T23:37:00.402687] [INFO ] [FORECASTER] Completed predict_future for GLTO
[2025-11-25T23:37:00.403072] [INFO ] [sig       ] GLTO: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:37:00.553623] [INFO ] [LOCAL     ] Saved forecast: GLTO	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/GLTO.txt
[2025-11-25T23:37:00.553887] [INFO ] [sig       ] [1438/3639] Completed GLTO in 0.3s | 3.02 sym/s | Total: 7.9m | ETA: 12.1m
[2025-11-25T23:37:00.553952] [INFO ] [sig       ] [1439/3639] Forecasting GLUE...
[2025-11-25T23:37:00.553998] [INFO ] [sig       ] Generating forecast for: GLUE
[2025-11-25T23:37:00.554042] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GLUE' from 'https://tdm.silogroup.org/data/derivative_storage/GLUE.csv'.
[2025-11-25T23:37:00.566821] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GLUE'.
[2025-11-25T23:37:00.567254] [INFO ] [FORECASTER] Starting predict_future for GLUE
[2025-11-25T23:37:00.568237] [DEBUG] [LOCAL     ] No optimal features file found for GLUE: ./output/feature-sets/GLUE.txt
[2025-11-25T23:37:00.568311] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:37:00.568361] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:37:00.568404] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:37:00.568476] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:37:00.630043] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:37:00.631248] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:37:00.631380] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:37:00.631442] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:37:01.339965] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:37:01.340175] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:37:01.340241] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:37:01.340288] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:37:01.346033] [DEBUG] [FORECASTER] GLUE: Forecast T+1@11:T+2@11: UP (p=97.55%)
[2025-11-25T23:37:01.346349] [INFO ] [FORECASTER] Completed predict_future for GLUE
[2025-11-25T23:37:01.346516] [INFO ] [sig       ] GLUE: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:37:01.492270] [INFO ] [LOCAL     ] Saved forecast: GLUE	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/GLUE.txt
[2025-11-25T23:37:01.492438] [INFO ] [sig       ] [1439/3639] Completed GLUE in 0.9s | 3.02 sym/s | Total: 8.0m | ETA: 12.2m
[2025-11-25T23:37:01.492496] [INFO ] [sig       ] [1440/3639] Forecasting GMAB...
[2025-11-25T23:37:01.492541] [INFO ] [sig       ] Generating forecast for: GMAB
[2025-11-25T23:37:01.492585] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GMAB' from 'https://tdm.silogroup.org/data/derivative_storage/GMAB.csv'.
[2025-11-25T23:37:01.505024] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GMAB'.
[2025-11-25T23:37:01.505358] [INFO ] [FORECASTER] Starting predict_future for GMAB
[2025-11-25T23:37:01.506250] [DEBUG] [LOCAL     ] No optimal features file found for GMAB: ./output/feature-sets/GMAB.txt
[2025-11-25T23:37:01.506322] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:37:01.506384] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:37:01.506439] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:37:01.506529] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:37:01.567970] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:37:01.568734] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:37:01.568835] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:37:01.568898] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:37:01.752527] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:37:01.752962] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:37:01.753033] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:37:01.753136] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:37:01.757786] [DEBUG] [FORECASTER] GMAB: Forecast T+1@11:T+2@11: UP (p=82.88%)
[2025-11-25T23:37:01.758114] [INFO ] [FORECASTER] Completed predict_future for GMAB
[2025-11-25T23:37:01.758473] [INFO ] [sig       ] GMAB: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:37:01.909210] [INFO ] [LOCAL     ] Saved forecast: GMAB	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/GMAB.txt
[2025-11-25T23:37:01.909422] [INFO ] [sig       ] [1440/3639] Completed GMAB in 0.4s | 3.02 sym/s | Total: 8.0m | ETA: 12.2m
[2025-11-25T23:37:01.909498] [INFO ] [sig       ] [1441/3639] Forecasting GME...
[2025-11-25T23:37:01.909548] [INFO ] [sig       ] Generating forecast for: GME
[2025-11-25T23:37:01.909593] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GME' from 'https://tdm.silogroup.org/data/derivative_storage/GME.csv'.
[2025-11-25T23:37:01.922037] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GME'.
[2025-11-25T23:37:01.922417] [INFO ] [FORECASTER] Starting predict_future for GME
[2025-11-25T23:37:01.923268] [DEBUG] [LOCAL     ] No optimal features file found for GME: ./output/feature-sets/GME.txt
[2025-11-25T23:37:01.923345] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:37:01.923410] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:37:01.923459] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:37:01.923532] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:37:01.981982] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:37:01.982743] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:37:01.982842] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:37:01.982890] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:37:02.113440] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:37:02.113685] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:37:02.113846] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:37:02.113945] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:37:02.117570] [DEBUG] [FORECASTER] GME: Forecast T+1@11:T+2@11: DOWN (p=2.58%)
[2025-11-25T23:37:02.117955] [INFO ] [FORECASTER] Completed predict_future for GME
[2025-11-25T23:37:02.118139] [INFO ] [sig       ] GME: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:37:02.307809] [INFO ] [LOCAL     ] Saved forecast: GME	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/GME.txt
[2025-11-25T23:37:02.307970] [INFO ] [sig       ] [1441/3639] Completed GME in 0.4s | 3.02 sym/s | Total: 8.0m | ETA: 12.2m
[2025-11-25T23:37:02.308029] [INFO ] [sig       ] [1442/3639] Forecasting GMED...
[2025-11-25T23:37:02.308075] [INFO ] [sig       ] Generating forecast for: GMED
[2025-11-25T23:37:02.308117] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GMED' from 'https://tdm.silogroup.org/data/derivative_storage/GMED.csv'.
[2025-11-25T23:37:02.319834] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GMED'.
[2025-11-25T23:37:02.320178] [INFO ] [FORECASTER] Starting predict_future for GMED
[2025-11-25T23:37:02.321011] [DEBUG] [LOCAL     ] No optimal features file found for GMED: ./output/feature-sets/GMED.txt
[2025-11-25T23:37:02.321083] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:37:02.321130] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:37:02.321172] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:37:02.321241] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:37:02.380509] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:37:02.381242] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:37:02.381342] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:37:02.381391] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:37:02.503318] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:37:02.503524] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:37:02.503574] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:37:02.503610] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:37:02.507190] [DEBUG] [FORECASTER] GMED: Forecast T+1@11:T+2@11: DOWN (p=3.21%)
[2025-11-25T23:37:02.507696] [INFO ] [FORECASTER] Completed predict_future for GMED
[2025-11-25T23:37:02.507946] [INFO ] [sig       ] GMED: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:37:02.655776] [INFO ] [LOCAL     ] Saved forecast: GMED	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/GMED.txt
[2025-11-25T23:37:02.655942] [INFO ] [sig       ] [1442/3639] Completed GMED in 0.3s | 3.01 sym/s | Total: 8.0m | ETA: 12.1m
[2025-11-25T23:37:02.656002] [INFO ] [sig       ] [1443/3639] Forecasting GMM...
[2025-11-25T23:37:02.656048] [INFO ] [sig       ] Generating forecast for: GMM
[2025-11-25T23:37:02.656093] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GMM' from 'https://tdm.silogroup.org/data/derivative_storage/GMM.csv'.
[2025-11-25T23:37:02.668182] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GMM'.
[2025-11-25T23:37:02.668578] [INFO ] [FORECASTER] Starting predict_future for GMM
[2025-11-25T23:37:02.669576] [DEBUG] [LOCAL     ] No optimal features file found for GMM: ./output/feature-sets/GMM.txt
[2025-11-25T23:37:02.669679] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:37:02.669742] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:37:02.669809] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:37:02.669990] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:37:02.728449] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:37:02.729361] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:37:02.729463] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:37:02.729529] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:37:02.843901] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:37:02.844098] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:37:02.844147] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:37:02.844182] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:37:02.847666] [DEBUG] [FORECASTER] GMM: Forecast T+1@11:T+2@11: DOWN (p=0.95%)
[2025-11-25T23:37:02.847961] [INFO ] [FORECASTER] Completed predict_future for GMM
[2025-11-25T23:37:02.848108] [INFO ] [sig       ] GMM: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:37:02.989831] [INFO ] [LOCAL     ] Saved forecast: GMM	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/GMM.txt
[2025-11-25T23:37:02.990017] [INFO ] [sig       ] [1443/3639] Completed GMM in 0.3s | 3.01 sym/s | Total: 8.0m | ETA: 12.1m
[2025-11-25T23:37:02.990068] [INFO ] [sig       ] [1444/3639] Forecasting GMRE...
[2025-11-25T23:37:02.990118] [INFO ] [sig       ] Generating forecast for: GMRE
[2025-11-25T23:37:02.990164] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GMRE' from 'https://tdm.silogroup.org/data/derivative_storage/GMRE.csv'.
[2025-11-25T23:37:03.004664] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GMRE'.
[2025-11-25T23:37:03.005076] [INFO ] [FORECASTER] Starting predict_future for GMRE
[2025-11-25T23:37:03.005906] [DEBUG] [LOCAL     ] No optimal features file found for GMRE: ./output/feature-sets/GMRE.txt
[2025-11-25T23:37:03.005979] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:37:03.006040] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:37:03.006095] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:37:03.006186] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:37:03.064304] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:37:03.065128] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:37:03.065227] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:37:03.065299] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:37:03.187158] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:37:03.187397] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:37:03.187612] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:37:03.187735] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:37:03.191350] [DEBUG] [FORECASTER] GMRE: Forecast T+1@11:T+2@11: UP (p=58.77%)
[2025-11-25T23:37:03.191689] [INFO ] [FORECASTER] Completed predict_future for GMRE
[2025-11-25T23:37:03.191932] [INFO ] [sig       ] GMRE: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:37:03.334629] [INFO ] [LOCAL     ] Saved forecast: GMRE	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/GMRE.txt
[2025-11-25T23:37:03.334807] [INFO ] [sig       ] [1444/3639] Completed GMRE in 0.3s | 3.01 sym/s | Total: 8.0m | ETA: 12.1m
[2025-11-25T23:37:03.334865] [INFO ] [sig       ] [1445/3639] Forecasting GNE...
[2025-11-25T23:37:03.334910] [INFO ] [sig       ] Generating forecast for: GNE
[2025-11-25T23:37:03.334954] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GNE' from 'https://tdm.silogroup.org/data/derivative_storage/GNE.csv'.
[2025-11-25T23:37:03.347508] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GNE'.
[2025-11-25T23:37:03.347847] [INFO ] [FORECASTER] Starting predict_future for GNE
[2025-11-25T23:37:03.348664] [DEBUG] [LOCAL     ] No optimal features file found for GNE: ./output/feature-sets/GNE.txt
[2025-11-25T23:37:03.348735] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:37:03.348794] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:37:03.348845] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:37:03.348917] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:37:03.409117] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:37:03.409858] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:37:03.409954] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:37:03.410016] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:37:03.516361] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:37:03.516493] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:37:03.516537] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:37:03.516572] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:37:03.519829] [DEBUG] [FORECASTER] GNE: Forecast T+1@11:T+2@11: UP (p=77.49%)
[2025-11-25T23:37:03.520117] [INFO ] [FORECASTER] Completed predict_future for GNE
[2025-11-25T23:37:03.520263] [INFO ] [sig       ] GNE: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:37:03.660959] [INFO ] [LOCAL     ] Saved forecast: GNE	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/GNE.txt
[2025-11-25T23:37:03.661102] [INFO ] [sig       ] [1445/3639] Completed GNE in 0.3s | 3.01 sym/s | Total: 8.0m | ETA: 12.1m
[2025-11-25T23:37:03.661158] [INFO ] [sig       ] [1446/3639] Forecasting GNK...
[2025-11-25T23:37:03.661268] [INFO ] [sig       ] Generating forecast for: GNK
[2025-11-25T23:37:03.661325] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GNK' from 'https://tdm.silogroup.org/data/derivative_storage/GNK.csv'.
[2025-11-25T23:37:03.672840] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GNK'.
[2025-11-25T23:37:03.673158] [INFO ] [FORECASTER] Starting predict_future for GNK
[2025-11-25T23:37:03.673984] [DEBUG] [LOCAL     ] No optimal features file found for GNK: ./output/feature-sets/GNK.txt
[2025-11-25T23:37:03.674054] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:37:03.674102] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:37:03.674144] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:37:03.674287] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:37:03.731183] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:37:03.731862] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:37:03.731975] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:37:03.732037] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:37:03.839853] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:37:03.839988] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:37:03.840033] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:37:03.840067] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:37:03.843452] [DEBUG] [FORECASTER] GNK: Forecast T+1@11:T+2@11: DOWN (p=14.72%)
[2025-11-25T23:37:03.843760] [INFO ] [FORECASTER] Completed predict_future for GNK
[2025-11-25T23:37:03.843914] [INFO ] [sig       ] GNK: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:37:03.986976] [INFO ] [LOCAL     ] Saved forecast: GNK	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/GNK.txt
[2025-11-25T23:37:03.987167] [INFO ] [sig       ] [1446/3639] Completed GNK in 0.3s | 3.01 sym/s | Total: 8.0m | ETA: 12.1m
[2025-11-25T23:37:03.987226] [INFO ] [sig       ] [1447/3639] Forecasting GNL...
[2025-11-25T23:37:03.987274] [INFO ] [sig       ] Generating forecast for: GNL
[2025-11-25T23:37:03.987317] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GNL' from 'https://tdm.silogroup.org/data/derivative_storage/GNL.csv'.
[2025-11-25T23:37:04.000269] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GNL'.
[2025-11-25T23:37:04.000739] [INFO ] [FORECASTER] Starting predict_future for GNL
[2025-11-25T23:37:04.001589] [DEBUG] [LOCAL     ] No optimal features file found for GNL: ./output/feature-sets/GNL.txt
[2025-11-25T23:37:04.001688] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:37:04.001752] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:37:04.001810] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:37:04.001918] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:37:04.060521] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:37:04.061375] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:37:04.061493] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:37:04.061567] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:37:04.185951] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:37:04.186120] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:37:04.186165] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:37:04.186199] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:37:04.189818] [DEBUG] [FORECASTER] GNL: Forecast T+1@11:T+2@11: DOWN (p=26.73%)
[2025-11-25T23:37:04.190113] [INFO ] [FORECASTER] Completed predict_future for GNL
[2025-11-25T23:37:04.190262] [INFO ] [sig       ] GNL: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:37:04.332995] [INFO ] [LOCAL     ] Saved forecast: GNL	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/GNL.txt
[2025-11-25T23:37:04.333194] [INFO ] [sig       ] [1447/3639] Completed GNL in 0.3s | 3.01 sym/s | Total: 8.0m | ETA: 12.1m
[2025-11-25T23:37:04.333274] [INFO ] [sig       ] [1448/3639] Forecasting GNLN...
[2025-11-25T23:37:04.333324] [INFO ] [sig       ] Generating forecast for: GNLN
[2025-11-25T23:37:04.333376] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GNLN' from 'https://tdm.silogroup.org/data/derivative_storage/GNLN.csv'.
[2025-11-25T23:37:04.345815] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GNLN'.
[2025-11-25T23:37:04.346238] [INFO ] [FORECASTER] Starting predict_future for GNLN
[2025-11-25T23:37:04.347087] [DEBUG] [LOCAL     ] No optimal features file found for GNLN: ./output/feature-sets/GNLN.txt
[2025-11-25T23:37:04.347158] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:37:04.347231] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:37:04.347288] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:37:04.347382] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:37:04.405904] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:37:04.406558] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:37:04.406671] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:37:04.406722] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:37:04.507750] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:37:04.507942] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:37:04.507988] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:37:04.508024] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:37:04.511522] [DEBUG] [FORECASTER] GNLN: Forecast T+1@11:T+2@11: DOWN (p=7.74%)
[2025-11-25T23:37:04.511850] [INFO ] [FORECASTER] Completed predict_future for GNLN
[2025-11-25T23:37:04.512002] [INFO ] [sig       ] GNLN: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:37:04.657165] [INFO ] [LOCAL     ] Saved forecast: GNLN	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/GNLN.txt
[2025-11-25T23:37:04.657404] [INFO ] [sig       ] [1448/3639] Completed GNLN in 0.3s | 3.01 sym/s | Total: 8.0m | ETA: 12.1m
[2025-11-25T23:37:04.657483] [INFO ] [sig       ] [1449/3639] Forecasting GNLX...
[2025-11-25T23:37:04.657541] [INFO ] [sig       ] Generating forecast for: GNLX
[2025-11-25T23:37:04.657587] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GNLX' from 'https://tdm.silogroup.org/data/derivative_storage/GNLX.csv'.
[2025-11-25T23:37:04.669440] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GNLX'.
[2025-11-25T23:37:04.669889] [INFO ] [FORECASTER] Starting predict_future for GNLX
[2025-11-25T23:37:04.670758] [DEBUG] [LOCAL     ] No optimal features file found for GNLX: ./output/feature-sets/GNLX.txt
[2025-11-25T23:37:04.670837] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:37:04.670889] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:37:04.670945] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:37:04.671029] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:37:04.732918] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:37:04.733909] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:37:04.734018] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:37:04.734069] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:37:04.838913] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:37:04.839042] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:37:04.839085] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:37:04.839119] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:37:04.842341] [DEBUG] [FORECASTER] GNLX: Forecast T+1@11:T+2@11: UP (p=66.16%)
[2025-11-25T23:37:04.842627] [INFO ] [FORECASTER] Completed predict_future for GNLX
[2025-11-25T23:37:04.842808] [INFO ] [sig       ] GNLX: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:37:04.989361] [INFO ] [LOCAL     ] Saved forecast: GNLX	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/GNLX.txt
[2025-11-25T23:37:04.989566] [INFO ] [sig       ] [1449/3639] Completed GNLX in 0.3s | 3.01 sym/s | Total: 8.0m | ETA: 12.1m
[2025-11-25T23:37:04.989634] [INFO ] [sig       ] [1450/3639] Forecasting GNMA...
[2025-11-25T23:37:04.989712] [INFO ] [sig       ] Generating forecast for: GNMA
[2025-11-25T23:37:04.989757] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GNMA' from 'https://tdm.silogroup.org/data/derivative_storage/GNMA.csv'.
[2025-11-25T23:37:05.002133] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GNMA'.
[2025-11-25T23:37:05.002575] [INFO ] [FORECASTER] Starting predict_future for GNMA
[2025-11-25T23:37:05.003481] [DEBUG] [LOCAL     ] No optimal features file found for GNMA: ./output/feature-sets/GNMA.txt
[2025-11-25T23:37:05.003552] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:37:05.003614] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:37:05.003690] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:37:05.003761] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:37:05.062735] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:37:05.063660] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:37:05.063775] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:37:05.063835] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:37:05.163600] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:37:05.163823] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:37:05.163872] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:37:05.163908] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:37:05.167437] [DEBUG] [FORECASTER] GNMA: Forecast T+1@11:T+2@11: UP (p=85.05%)
[2025-11-25T23:37:05.167775] [INFO ] [FORECASTER] Completed predict_future for GNMA
[2025-11-25T23:37:05.167930] [INFO ] [sig       ] GNMA: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:37:05.311464] [INFO ] [LOCAL     ] Saved forecast: GNMA	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/GNMA.txt
[2025-11-25T23:37:05.311621] [INFO ] [sig       ] [1450/3639] Completed GNMA in 0.3s | 3.01 sym/s | Total: 8.0m | ETA: 12.1m
[2025-11-25T23:37:05.311702] [INFO ] [sig       ] [1451/3639] Forecasting GNOM...
[2025-11-25T23:37:05.311749] [INFO ] [sig       ] Generating forecast for: GNOM
[2025-11-25T23:37:05.311792] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GNOM' from 'https://tdm.silogroup.org/data/derivative_storage/GNOM.csv'.
[2025-11-25T23:37:05.323834] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GNOM'.
[2025-11-25T23:37:05.324171] [INFO ] [FORECASTER] Starting predict_future for GNOM
[2025-11-25T23:37:05.324993] [DEBUG] [LOCAL     ] No optimal features file found for GNOM: ./output/feature-sets/GNOM.txt
[2025-11-25T23:37:05.325063] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:37:05.325110] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:37:05.325153] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:37:05.325225] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:37:05.384101] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:37:05.384967] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:37:05.385067] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:37:05.385117] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:37:05.492089] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:37:05.492280] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:37:05.492325] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:37:05.492360] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:37:05.495832] [DEBUG] [FORECASTER] GNOM: Forecast T+1@11:T+2@11: DOWN (p=14.81%)
[2025-11-25T23:37:05.496121] [INFO ] [FORECASTER] Completed predict_future for GNOM
[2025-11-25T23:37:05.496266] [INFO ] [sig       ] GNOM: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:37:05.638908] [INFO ] [LOCAL     ] Saved forecast: GNOM	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/GNOM.txt
[2025-11-25T23:37:05.639074] [INFO ] [sig       ] [1451/3639] Completed GNOM in 0.3s | 3.01 sym/s | Total: 8.0m | ETA: 12.1m
[2025-11-25T23:37:05.639130] [INFO ] [sig       ] [1452/3639] Forecasting GNPX...
[2025-11-25T23:37:05.639184] [INFO ] [sig       ] Generating forecast for: GNPX
[2025-11-25T23:37:05.639229] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GNPX' from 'https://tdm.silogroup.org/data/derivative_storage/GNPX.csv'.
[2025-11-25T23:37:05.654381] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GNPX'.
[2025-11-25T23:37:05.654818] [INFO ] [FORECASTER] Starting predict_future for GNPX
[2025-11-25T23:37:05.655731] [DEBUG] [LOCAL     ] No optimal features file found for GNPX: ./output/feature-sets/GNPX.txt
[2025-11-25T23:37:05.655801] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:37:05.655861] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:37:05.655914] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:37:05.656003] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:37:05.714594] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:37:05.715517] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:37:05.715616] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:37:05.715703] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:37:05.819434] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:37:05.819580] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:37:05.819629] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:37:05.819691] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:37:05.822908] [DEBUG] [FORECASTER] GNPX: Forecast T+1@11:T+2@11: DOWN (p=37.86%)
[2025-11-25T23:37:05.823186] [INFO ] [FORECASTER] Completed predict_future for GNPX
[2025-11-25T23:37:05.823325] [INFO ] [sig       ] GNPX: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:37:05.970309] [INFO ] [LOCAL     ] Saved forecast: GNPX	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/GNPX.txt
[2025-11-25T23:37:05.970511] [INFO ] [sig       ] [1452/3639] Completed GNPX in 0.3s | 3.01 sym/s | Total: 8.0m | ETA: 12.1m
[2025-11-25T23:37:05.970588] [INFO ] [sig       ] [1453/3639] Forecasting GNRC...
[2025-11-25T23:37:05.970670] [INFO ] [sig       ] Generating forecast for: GNRC
[2025-11-25T23:37:05.970722] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GNRC' from 'https://tdm.silogroup.org/data/derivative_storage/GNRC.csv'.
[2025-11-25T23:37:05.984775] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GNRC'.
[2025-11-25T23:37:05.985255] [INFO ] [FORECASTER] Starting predict_future for GNRC
[2025-11-25T23:37:05.986277] [DEBUG] [LOCAL     ] No optimal features file found for GNRC: ./output/feature-sets/GNRC.txt
[2025-11-25T23:37:05.986352] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:37:05.986421] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:37:05.986487] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:37:05.986596] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:37:06.048364] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:37:06.049566] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:37:06.049708] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:37:06.049780] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:37:06.159540] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:37:06.159960] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:37:06.160013] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:37:06.160048] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:37:06.163914] [DEBUG] [FORECASTER] GNRC: Forecast T+1@11:T+2@11: UP (p=97.81%)
[2025-11-25T23:37:06.164290] [INFO ] [FORECASTER] Completed predict_future for GNRC
[2025-11-25T23:37:06.164445] [INFO ] [sig       ] GNRC: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:37:06.308096] [INFO ] [LOCAL     ] Saved forecast: GNRC	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/GNRC.txt
[2025-11-25T23:37:06.308279] [INFO ] [sig       ] [1453/3639] Completed GNRC in 0.3s | 3.01 sym/s | Total: 8.0m | ETA: 12.1m
[2025-11-25T23:37:06.308336] [INFO ] [sig       ] [1454/3639] Forecasting GNSS...
[2025-11-25T23:37:06.308379] [INFO ] [sig       ] Generating forecast for: GNSS
[2025-11-25T23:37:06.308421] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GNSS' from 'https://tdm.silogroup.org/data/derivative_storage/GNSS.csv'.
[2025-11-25T23:37:06.320665] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GNSS'.
[2025-11-25T23:37:06.321010] [INFO ] [FORECASTER] Starting predict_future for GNSS
[2025-11-25T23:37:06.321893] [DEBUG] [LOCAL     ] No optimal features file found for GNSS: ./output/feature-sets/GNSS.txt
[2025-11-25T23:37:06.321963] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:37:06.322011] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:37:06.322051] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:37:06.322121] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:37:06.381667] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:37:06.382504] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:37:06.382623] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:37:06.382706] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:37:06.475780] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:37:06.475970] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:37:06.476016] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:37:06.476050] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:37:06.479661] [DEBUG] [FORECASTER] GNSS: Forecast T+1@11:T+2@11: DOWN (p=9.44%)
[2025-11-25T23:37:06.479969] [INFO ] [FORECASTER] Completed predict_future for GNSS
[2025-11-25T23:37:06.480108] [INFO ] [sig       ] GNSS: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:37:06.625136] [INFO ] [LOCAL     ] Saved forecast: GNSS	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/GNSS.txt
[2025-11-25T23:37:06.625341] [INFO ] [sig       ] [1454/3639] Completed GNSS in 0.3s | 3.01 sym/s | Total: 8.0m | ETA: 12.1m
[2025-11-25T23:37:06.625404] [INFO ] [sig       ] [1455/3639] Forecasting GNTX...
[2025-11-25T23:37:06.625449] [INFO ] [sig       ] Generating forecast for: GNTX
[2025-11-25T23:37:06.625493] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GNTX' from 'https://tdm.silogroup.org/data/derivative_storage/GNTX.csv'.
[2025-11-25T23:37:06.637336] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GNTX'.
[2025-11-25T23:37:06.637693] [INFO ] [FORECASTER] Starting predict_future for GNTX
[2025-11-25T23:37:06.638566] [DEBUG] [LOCAL     ] No optimal features file found for GNTX: ./output/feature-sets/GNTX.txt
[2025-11-25T23:37:06.638638] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:37:06.638720] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:37:06.638775] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:37:06.638864] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:37:06.697736] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:37:06.698474] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:37:06.698594] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:37:06.698678] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:37:06.787252] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:37:06.787448] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:37:06.787499] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:37:06.787587] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:37:06.791012] [DEBUG] [FORECASTER] GNTX: Forecast T+1@11:T+2@11: UP (p=78.56%)
[2025-11-25T23:37:06.791317] [INFO ] [FORECASTER] Completed predict_future for GNTX
[2025-11-25T23:37:06.791459] [INFO ] [sig       ] GNTX: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:37:06.933251] [INFO ] [LOCAL     ] Saved forecast: GNTX	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/GNTX.txt
[2025-11-25T23:37:06.933418] [INFO ] [sig       ] [1455/3639] Completed GNTX in 0.3s | 3.02 sym/s | Total: 8.0m | ETA: 12.1m
[2025-11-25T23:37:06.933477] [INFO ] [sig       ] [1456/3639] Forecasting GO...
[2025-11-25T23:37:06.933525] [INFO ] [sig       ] Generating forecast for: GO
[2025-11-25T23:37:06.933581] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GO' from 'https://tdm.silogroup.org/data/derivative_storage/GO.csv'.
[2025-11-25T23:37:06.945826] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GO'.
[2025-11-25T23:37:06.946168] [INFO ] [FORECASTER] Starting predict_future for GO
[2025-11-25T23:37:06.947028] [DEBUG] [LOCAL     ] No optimal features file found for GO: ./output/feature-sets/GO.txt
[2025-11-25T23:37:06.947101] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:37:06.947164] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:37:06.947217] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:37:06.947306] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:37:07.006128] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:37:07.006845] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:37:07.006943] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:37:07.006992] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:37:07.096434] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:37:07.096615] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:37:07.096679] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:37:07.096719] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:37:07.100145] [DEBUG] [FORECASTER] GO: Forecast T+1@11:T+2@11: UP (p=82.88%)
[2025-11-25T23:37:07.100440] [INFO ] [FORECASTER] Completed predict_future for GO
[2025-11-25T23:37:07.100579] [INFO ] [sig       ] GO: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:37:07.243683] [INFO ] [LOCAL     ] Saved forecast: GO	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/GO.txt
[2025-11-25T23:37:07.243839] [INFO ] [sig       ] [1456/3639] Completed GO in 0.3s | 3.02 sym/s | Total: 8.0m | ETA: 12.1m
[2025-11-25T23:37:07.243895] [INFO ] [sig       ] [1457/3639] Forecasting GOCO...
[2025-11-25T23:37:07.243938] [INFO ] [sig       ] Generating forecast for: GOCO
[2025-11-25T23:37:07.244053] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GOCO' from 'https://tdm.silogroup.org/data/derivative_storage/GOCO.csv'.
[2025-11-25T23:37:07.255712] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GOCO'.
[2025-11-25T23:37:07.256062] [INFO ] [FORECASTER] Starting predict_future for GOCO
[2025-11-25T23:37:07.256924] [DEBUG] [LOCAL     ] No optimal features file found for GOCO: ./output/feature-sets/GOCO.txt
[2025-11-25T23:37:07.256995] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:37:07.257055] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:37:07.257107] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:37:07.257196] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:37:07.316670] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:37:07.317388] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:37:07.317486] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:37:07.317566] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:37:07.411069] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:37:07.411308] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:37:07.411359] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:37:07.411394] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:37:07.415065] [DEBUG] [FORECASTER] GOCO: Forecast T+1@11:T+2@11: DOWN (p=2.57%)
[2025-11-25T23:37:07.415363] [INFO ] [FORECASTER] Completed predict_future for GOCO
[2025-11-25T23:37:07.415510] [INFO ] [sig       ] GOCO: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:37:07.556213] [INFO ] [LOCAL     ] Saved forecast: GOCO	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/GOCO.txt
[2025-11-25T23:37:07.556363] [INFO ] [sig       ] [1457/3639] Completed GOCO in 0.3s | 3.02 sym/s | Total: 8.1m | ETA: 12.1m
[2025-11-25T23:37:07.556441] [INFO ] [sig       ] [1458/3639] Forecasting GOF...
[2025-11-25T23:37:07.556494] [INFO ] [sig       ] Generating forecast for: GOF
[2025-11-25T23:37:07.556545] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GOF' from 'https://tdm.silogroup.org/data/derivative_storage/GOF.csv'.
[2025-11-25T23:37:07.568519] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GOF'.
[2025-11-25T23:37:07.568887] [INFO ] [FORECASTER] Starting predict_future for GOF
[2025-11-25T23:37:07.569757] [DEBUG] [LOCAL     ] No optimal features file found for GOF: ./output/feature-sets/GOF.txt
[2025-11-25T23:37:07.569825] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:37:07.569880] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:37:07.569931] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:37:07.570016] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:37:07.627962] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:37:07.628715] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:37:07.628811] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:37:07.628854] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:37:07.720719] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:37:07.720862] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:37:07.720906] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:37:07.720941] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:37:07.724123] [DEBUG] [FORECASTER] GOF: Forecast T+1@11:T+2@11: UP (p=88.89%)
[2025-11-25T23:37:07.724437] [INFO ] [FORECASTER] Completed predict_future for GOF
[2025-11-25T23:37:07.724592] [INFO ] [sig       ] GOF: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:37:07.866966] [INFO ] [LOCAL     ] Saved forecast: GOF	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/GOF.txt
[2025-11-25T23:37:07.867103] [INFO ] [sig       ] [1458/3639] Completed GOF in 0.3s | 3.02 sym/s | Total: 8.1m | ETA: 12.1m
[2025-11-25T23:37:07.867155] [INFO ] [sig       ] [1459/3639] Forecasting GOGO...
[2025-11-25T23:37:07.867199] [INFO ] [sig       ] Generating forecast for: GOGO
[2025-11-25T23:37:07.867240] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GOGO' from 'https://tdm.silogroup.org/data/derivative_storage/GOGO.csv'.
[2025-11-25T23:37:07.879546] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GOGO'.
[2025-11-25T23:37:07.879983] [INFO ] [FORECASTER] Starting predict_future for GOGO
[2025-11-25T23:37:07.880909] [DEBUG] [LOCAL     ] No optimal features file found for GOGO: ./output/feature-sets/GOGO.txt
[2025-11-25T23:37:07.880979] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:37:07.881026] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:37:07.881067] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:37:07.881167] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:37:07.940835] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:37:07.941788] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:37:07.941890] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:37:07.941937] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:37:08.029705] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:37:08.029909] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:37:08.029955] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:37:08.029990] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:37:08.033426] [DEBUG] [FORECASTER] GOGO: Forecast T+1@11:T+2@11: DOWN (p=24.19%)
[2025-11-25T23:37:08.033788] [INFO ] [FORECASTER] Completed predict_future for GOGO
[2025-11-25T23:37:08.033934] [INFO ] [sig       ] GOGO: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:37:08.177519] [INFO ] [LOCAL     ] Saved forecast: GOGO	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/GOGO.txt
[2025-11-25T23:37:08.177748] [INFO ] [sig       ] [1459/3639] Completed GOGO in 0.3s | 3.02 sym/s | Total: 8.1m | ETA: 12.0m
[2025-11-25T23:37:08.177808] [INFO ] [sig       ] [1460/3639] Forecasting GOLF...
[2025-11-25T23:37:08.177853] [INFO ] [sig       ] Generating forecast for: GOLF
[2025-11-25T23:37:08.177889] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GOLF' from 'https://tdm.silogroup.org/data/derivative_storage/GOLF.csv'.
[2025-11-25T23:37:08.189446] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GOLF'.
[2025-11-25T23:37:08.190044] [INFO ] [FORECASTER] Starting predict_future for GOLF
[2025-11-25T23:37:08.190884] [DEBUG] [LOCAL     ] No optimal features file found for GOLF: ./output/feature-sets/GOLF.txt
[2025-11-25T23:37:08.190952] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:37:08.190998] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:37:08.191038] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:37:08.191106] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:37:08.249412] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:37:08.250295] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:37:08.250393] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:37:08.250441] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:37:08.347023] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:37:08.347209] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:37:08.347267] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:37:08.347304] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:37:08.350778] [DEBUG] [FORECASTER] GOLF: Forecast T+1@11:T+2@11: DOWN (p=27.99%)
[2025-11-25T23:37:08.351093] [INFO ] [FORECASTER] Completed predict_future for GOLF
[2025-11-25T23:37:08.351240] [INFO ] [sig       ] GOLF: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:37:08.492302] [INFO ] [LOCAL     ] Saved forecast: GOLF	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/GOLF.txt
[2025-11-25T23:37:08.492501] [INFO ] [sig       ] [1460/3639] Completed GOLF in 0.3s | 3.02 sym/s | Total: 8.1m | ETA: 12.0m
[2025-11-25T23:37:08.492558] [INFO ] [sig       ] [1461/3639] Forecasting GOOD...
[2025-11-25T23:37:08.492602] [INFO ] [sig       ] Generating forecast for: GOOD
[2025-11-25T23:37:08.492662] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GOOD' from 'https://tdm.silogroup.org/data/derivative_storage/GOOD.csv'.
[2025-11-25T23:37:08.504280] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GOOD'.
[2025-11-25T23:37:08.504713] [INFO ] [FORECASTER] Starting predict_future for GOOD
[2025-11-25T23:37:08.505572] [DEBUG] [LOCAL     ] No optimal features file found for GOOD: ./output/feature-sets/GOOD.txt
[2025-11-25T23:37:08.505659] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:37:08.505718] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:37:08.505765] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:37:08.505847] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:37:08.564252] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:37:08.565166] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:37:08.565266] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:37:08.565313] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:37:08.663915] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:37:08.664113] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:37:08.664158] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:37:08.664192] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:37:08.668038] [DEBUG] [FORECASTER] GOOD: Forecast T+1@11:T+2@11: UP (p=98.85%)
[2025-11-25T23:37:08.668373] [INFO ] [FORECASTER] Completed predict_future for GOOD
[2025-11-25T23:37:08.668519] [INFO ] [sig       ] GOOD: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:37:08.811965] [INFO ] [LOCAL     ] Saved forecast: GOOD	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/GOOD.txt
[2025-11-25T23:37:08.812121] [INFO ] [sig       ] [1461/3639] Completed GOOD in 0.3s | 3.02 sym/s | Total: 8.1m | ETA: 12.0m
[2025-11-25T23:37:08.812176] [INFO ] [sig       ] [1462/3639] Forecasting GOOG...
[2025-11-25T23:37:08.812219] [INFO ] [sig       ] Generating forecast for: GOOG
[2025-11-25T23:37:08.812286] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GOOG' from 'https://tdm.silogroup.org/data/derivative_storage/GOOG.csv'.
[2025-11-25T23:37:08.823470] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GOOG'.
[2025-11-25T23:37:08.823822] [INFO ] [FORECASTER] Starting predict_future for GOOG
[2025-11-25T23:37:08.824635] [DEBUG] [LOCAL     ] No optimal features file found for GOOG: ./output/feature-sets/GOOG.txt
[2025-11-25T23:37:08.824722] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:37:08.824786] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:37:08.824828] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:37:08.824903] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:37:08.883990] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:37:08.884750] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:37:08.884846] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:37:08.884902] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:37:08.977899] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:37:08.978066] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:37:08.978109] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:37:08.978144] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:37:08.981446] [DEBUG] [FORECASTER] GOOG: Forecast T+1@11:T+2@11: DOWN (p=14.05%)
[2025-11-25T23:37:08.981780] [INFO ] [FORECASTER] Completed predict_future for GOOG
[2025-11-25T23:37:08.981942] [INFO ] [sig       ] GOOG: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:37:09.123505] [INFO ] [LOCAL     ] Saved forecast: GOOG	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/GOOG.txt
[2025-11-25T23:37:09.123717] [INFO ] [sig       ] [1462/3639] Completed GOOG in 0.3s | 3.02 sym/s | Total: 8.1m | ETA: 12.0m
[2025-11-25T23:37:09.123965] [INFO ] [sig       ] [1463/3639] Forecasting GOOGL...
[2025-11-25T23:37:09.124009] [INFO ] [sig       ] Generating forecast for: GOOGL
[2025-11-25T23:37:09.124061] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GOOGL' from 'https://tdm.silogroup.org/data/derivative_storage/GOOGL.csv'.
[2025-11-25T23:37:09.135601] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GOOGL'.
[2025-11-25T23:37:09.135991] [INFO ] [FORECASTER] Starting predict_future for GOOGL
[2025-11-25T23:37:09.136868] [DEBUG] [LOCAL     ] No optimal features file found for GOOGL: ./output/feature-sets/GOOGL.txt
[2025-11-25T23:37:09.136937] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:37:09.136990] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:37:09.137039] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:37:09.137120] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:37:09.196158] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:37:09.197120] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:37:09.197226] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:37:09.197281] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:37:09.292323] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:37:09.292512] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:37:09.292560] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:37:09.292594] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:37:09.296190] [DEBUG] [FORECASTER] GOOGL: Forecast T+1@11:T+2@11: DOWN (p=34.94%)
[2025-11-25T23:37:09.296493] [INFO ] [FORECASTER] Completed predict_future for GOOGL
[2025-11-25T23:37:09.296683] [INFO ] [sig       ] GOOGL: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:37:09.439796] [INFO ] [LOCAL     ] Saved forecast: GOOGL	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/GOOGL.txt
[2025-11-25T23:37:09.439948] [INFO ] [sig       ] [1463/3639] Completed GOOGL in 0.3s | 3.02 sym/s | Total: 8.1m | ETA: 12.0m
[2025-11-25T23:37:09.440001] [INFO ] [sig       ] [1464/3639] Forecasting GOOS...
[2025-11-25T23:37:09.440080] [INFO ] [sig       ] Generating forecast for: GOOS
[2025-11-25T23:37:09.440145] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GOOS' from 'https://tdm.silogroup.org/data/derivative_storage/GOOS.csv'.
[2025-11-25T23:37:09.451340] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GOOS'.
[2025-11-25T23:37:09.451670] [INFO ] [FORECASTER] Starting predict_future for GOOS
[2025-11-25T23:37:09.452479] [DEBUG] [LOCAL     ] No optimal features file found for GOOS: ./output/feature-sets/GOOS.txt
[2025-11-25T23:37:09.452560] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:37:09.452629] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:37:09.452709] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:37:09.452794] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:37:09.511458] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:37:09.512144] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:37:09.512246] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:37:09.512295] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:37:09.582832] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:37:09.582987] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:37:09.583033] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:37:09.583069] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:37:09.586441] [DEBUG] [FORECASTER] GOOS: Forecast T+1@11:T+2@11: DOWN (p=0.99%)
[2025-11-25T23:37:09.586773] [INFO ] [FORECASTER] Completed predict_future for GOOS
[2025-11-25T23:37:09.586914] [INFO ] [sig       ] GOOS: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:37:09.731839] [INFO ] [LOCAL     ] Saved forecast: GOOS	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/GOOS.txt
[2025-11-25T23:37:09.732018] [INFO ] [sig       ] [1464/3639] Completed GOOS in 0.3s | 3.02 sym/s | Total: 8.1m | ETA: 12.0m
[2025-11-25T23:37:09.732075] [INFO ] [sig       ] [1465/3639] Forecasting GOSS...
[2025-11-25T23:37:09.732117] [INFO ] [sig       ] Generating forecast for: GOSS
[2025-11-25T23:37:09.732211] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GOSS' from 'https://tdm.silogroup.org/data/derivative_storage/GOSS.csv'.
[2025-11-25T23:37:09.743626] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GOSS'.
[2025-11-25T23:37:09.743981] [INFO ] [FORECASTER] Starting predict_future for GOSS
[2025-11-25T23:37:09.744855] [DEBUG] [LOCAL     ] No optimal features file found for GOSS: ./output/feature-sets/GOSS.txt
[2025-11-25T23:37:09.744923] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:37:09.744968] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:37:09.745008] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:37:09.745101] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:37:09.804570] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:37:09.805520] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:37:09.805637] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:37:09.805717] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:37:09.901218] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:37:09.901385] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:37:09.901431] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:37:09.901466] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:37:09.904893] [DEBUG] [FORECASTER] GOSS: Forecast T+1@11:T+2@11: UP (p=75.03%)
[2025-11-25T23:37:09.905192] [INFO ] [FORECASTER] Completed predict_future for GOSS
[2025-11-25T23:37:09.905339] [INFO ] [sig       ] GOSS: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:37:10.046440] [INFO ] [LOCAL     ] Saved forecast: GOSS	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/GOSS.txt
[2025-11-25T23:37:10.046596] [INFO ] [sig       ] [1465/3639] Completed GOSS in 0.3s | 3.02 sym/s | Total: 8.1m | ETA: 12.0m
[2025-11-25T23:37:10.046689] [INFO ] [sig       ] [1466/3639] Forecasting GOVI...
[2025-11-25T23:37:10.046744] [INFO ] [sig       ] Generating forecast for: GOVI
[2025-11-25T23:37:10.046786] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GOVI' from 'https://tdm.silogroup.org/data/derivative_storage/GOVI.csv'.
[2025-11-25T23:37:10.058135] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GOVI'.
[2025-11-25T23:37:10.058437] [INFO ] [FORECASTER] Starting predict_future for GOVI
[2025-11-25T23:37:10.059272] [DEBUG] [LOCAL     ] No optimal features file found for GOVI: ./output/feature-sets/GOVI.txt
[2025-11-25T23:37:10.059340] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:37:10.059386] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:37:10.059424] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:37:10.059494] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:37:10.116533] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:37:10.117183] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:37:10.117282] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:37:10.117327] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:37:10.208421] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:37:10.208537] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:37:10.208579] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:37:10.208613] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:37:10.211793] [DEBUG] [FORECASTER] GOVI: Forecast T+1@11:T+2@11: DOWN (p=5.05%)
[2025-11-25T23:37:10.212067] [INFO ] [FORECASTER] Completed predict_future for GOVI
[2025-11-25T23:37:10.212203] [INFO ] [sig       ] GOVI: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:37:10.356738] [INFO ] [LOCAL     ] Saved forecast: GOVI	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/GOVI.txt
[2025-11-25T23:37:10.356933] [INFO ] [sig       ] [1466/3639] Completed GOVI in 0.3s | 3.02 sym/s | Total: 8.1m | ETA: 12.0m
[2025-11-25T23:37:10.356999] [INFO ] [sig       ] [1467/3639] Forecasting GP...
[2025-11-25T23:37:10.357043] [INFO ] [sig       ] Generating forecast for: GP
[2025-11-25T23:37:10.357085] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GP' from 'https://tdm.silogroup.org/data/derivative_storage/GP.csv'.
[2025-11-25T23:37:10.369577] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GP'.
[2025-11-25T23:37:10.370036] [INFO ] [FORECASTER] Starting predict_future for GP
[2025-11-25T23:37:10.370976] [DEBUG] [LOCAL     ] No optimal features file found for GP: ./output/feature-sets/GP.txt
[2025-11-25T23:37:10.371046] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:37:10.371115] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:37:10.371175] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:37:10.371275] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:37:10.429781] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:37:10.430490] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:37:10.430596] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:37:10.430682] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:37:10.521698] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:37:10.521902] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:37:10.521949] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:37:10.521984] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:37:10.525477] [DEBUG] [FORECASTER] GP: Forecast T+1@11:T+2@11: DOWN (p=17.52%)
[2025-11-25T23:37:10.525796] [INFO ] [FORECASTER] Completed predict_future for GP
[2025-11-25T23:37:10.525952] [INFO ] [sig       ] GP: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:37:10.668401] [INFO ] [LOCAL     ] Saved forecast: GP	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/GP.txt
[2025-11-25T23:37:10.668559] [INFO ] [sig       ] [1467/3639] Completed GP in 0.3s | 3.02 sym/s | Total: 8.1m | ETA: 12.0m
[2025-11-25T23:37:10.668623] [INFO ] [sig       ] [1468/3639] Forecasting GPC...
[2025-11-25T23:37:10.668801] [INFO ] [sig       ] Generating forecast for: GPC
[2025-11-25T23:37:10.668856] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GPC' from 'https://tdm.silogroup.org/data/derivative_storage/GPC.csv'.
[2025-11-25T23:37:10.680457] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GPC'.
[2025-11-25T23:37:10.680829] [INFO ] [FORECASTER] Starting predict_future for GPC
[2025-11-25T23:37:10.681671] [DEBUG] [LOCAL     ] No optimal features file found for GPC: ./output/feature-sets/GPC.txt
[2025-11-25T23:37:10.681738] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:37:10.681785] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:37:10.681831] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:37:10.681937] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:37:10.741015] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:37:10.741747] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:37:10.741843] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:37:10.741910] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:37:10.840956] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:37:10.841122] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:37:10.841166] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:37:10.841200] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:37:10.844561] [DEBUG] [FORECASTER] GPC: Forecast T+1@11:T+2@11: UP (p=67.95%)
[2025-11-25T23:37:10.844876] [INFO ] [FORECASTER] Completed predict_future for GPC
[2025-11-25T23:37:10.845026] [INFO ] [sig       ] GPC: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:37:10.988103] [INFO ] [LOCAL     ] Saved forecast: GPC	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/GPC.txt
[2025-11-25T23:37:10.988258] [INFO ] [sig       ] [1468/3639] Completed GPC in 0.3s | 3.02 sym/s | Total: 8.1m | ETA: 12.0m
[2025-11-25T23:37:10.988316] [INFO ] [sig       ] [1469/3639] Forecasting GPI...
[2025-11-25T23:37:10.988364] [INFO ] [sig       ] Generating forecast for: GPI
[2025-11-25T23:37:10.988416] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GPI' from 'https://tdm.silogroup.org/data/derivative_storage/GPI.csv'.
[2025-11-25T23:37:11.000010] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GPI'.
[2025-11-25T23:37:11.000351] [INFO ] [FORECASTER] Starting predict_future for GPI
[2025-11-25T23:37:11.001212] [DEBUG] [LOCAL     ] No optimal features file found for GPI: ./output/feature-sets/GPI.txt
[2025-11-25T23:37:11.001285] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:37:11.001334] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:37:11.001384] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:37:11.001523] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:37:11.060430] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:37:11.061130] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:37:11.061230] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:37:11.061298] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:37:11.153490] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:37:11.153630] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:37:11.153693] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:37:11.153733] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:37:11.156987] [DEBUG] [FORECASTER] GPI: Forecast T+1@11:T+2@11: UP (p=71.15%)
[2025-11-25T23:37:11.157268] [INFO ] [FORECASTER] Completed predict_future for GPI
[2025-11-25T23:37:11.157426] [INFO ] [sig       ] GPI: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:37:11.303527] [INFO ] [LOCAL     ] Saved forecast: GPI	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/GPI.txt
[2025-11-25T23:37:11.303723] [INFO ] [sig       ] [1469/3639] Completed GPI in 0.3s | 3.02 sym/s | Total: 8.1m | ETA: 12.0m
[2025-11-25T23:37:11.303784] [INFO ] [sig       ] [1470/3639] Forecasting GPIQ...
[2025-11-25T23:37:11.303920] [INFO ] [sig       ] Generating forecast for: GPIQ
[2025-11-25T23:37:11.303971] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GPIQ' from 'https://tdm.silogroup.org/data/derivative_storage/GPIQ.csv'.
[2025-11-25T23:37:11.315277] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GPIQ'.
[2025-11-25T23:37:11.315591] [INFO ] [FORECASTER] Starting predict_future for GPIQ
[2025-11-25T23:37:11.316445] [DEBUG] [LOCAL     ] No optimal features file found for GPIQ: ./output/feature-sets/GPIQ.txt
[2025-11-25T23:37:11.316514] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:37:11.316579] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:37:11.316639] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:37:11.316761] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:37:11.376279] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:37:11.377023] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:37:11.377121] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:37:11.377186] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:37:11.470700] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:37:11.470851] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:37:11.470896] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:37:11.470931] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:37:11.474293] [DEBUG] [FORECASTER] GPIQ: Forecast T+1@11:T+2@11: UP (p=53.87%)
[2025-11-25T23:37:11.474624] [INFO ] [FORECASTER] Completed predict_future for GPIQ
[2025-11-25T23:37:11.474864] [INFO ] [sig       ] GPIQ: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:37:11.616674] [INFO ] [LOCAL     ] Saved forecast: GPIQ	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/GPIQ.txt
[2025-11-25T23:37:11.616842] [INFO ] [sig       ] [1470/3639] Completed GPIQ in 0.3s | 3.02 sym/s | Total: 8.1m | ETA: 12.0m
[2025-11-25T23:37:11.616906] [INFO ] [sig       ] [1471/3639] Forecasting GPIX...
[2025-11-25T23:37:11.616951] [INFO ] [sig       ] Generating forecast for: GPIX
[2025-11-25T23:37:11.616995] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GPIX' from 'https://tdm.silogroup.org/data/derivative_storage/GPIX.csv'.
[2025-11-25T23:37:11.629476] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GPIX'.
[2025-11-25T23:37:11.629907] [INFO ] [FORECASTER] Starting predict_future for GPIX
[2025-11-25T23:37:11.630813] [DEBUG] [LOCAL     ] No optimal features file found for GPIX: ./output/feature-sets/GPIX.txt
[2025-11-25T23:37:11.630883] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:37:11.630941] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:37:11.630991] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:37:11.631097] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:37:11.690516] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:37:11.691476] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:37:11.691582] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:37:11.691664] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:37:11.787627] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:37:11.787844] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:37:11.787894] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:37:11.787930] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:37:11.791413] [DEBUG] [FORECASTER] GPIX: Forecast T+1@11:T+2@11: UP (p=83.95%)
[2025-11-25T23:37:11.791758] [INFO ] [FORECASTER] Completed predict_future for GPIX
[2025-11-25T23:37:11.791913] [INFO ] [sig       ] GPIX: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:37:11.932804] [INFO ] [LOCAL     ] Saved forecast: GPIX	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/GPIX.txt
[2025-11-25T23:37:11.932975] [INFO ] [sig       ] [1471/3639] Completed GPIX in 0.3s | 3.02 sym/s | Total: 8.1m | ETA: 12.0m
[2025-11-25T23:37:11.933032] [INFO ] [sig       ] [1472/3639] Forecasting GPJA...
[2025-11-25T23:37:11.933076] [INFO ] [sig       ] Generating forecast for: GPJA
[2025-11-25T23:37:11.933117] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GPJA' from 'https://tdm.silogroup.org/data/derivative_storage/GPJA.csv'.
[2025-11-25T23:37:11.944905] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GPJA'.
[2025-11-25T23:37:11.945283] [INFO ] [FORECASTER] Starting predict_future for GPJA
[2025-11-25T23:37:11.946123] [DEBUG] [LOCAL     ] No optimal features file found for GPJA: ./output/feature-sets/GPJA.txt
[2025-11-25T23:37:11.946222] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:37:11.946270] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:37:11.946312] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:37:11.946380] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:37:12.004593] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:37:12.005344] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:37:12.005442] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:37:12.005489] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:37:12.100197] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:37:12.100359] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:37:12.100403] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:37:12.100436] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:37:12.103853] [DEBUG] [FORECASTER] GPJA: Forecast T+1@11:T+2@11: UP (p=97.87%)
[2025-11-25T23:37:12.104157] [INFO ] [FORECASTER] Completed predict_future for GPJA
[2025-11-25T23:37:12.104305] [INFO ] [sig       ] GPJA: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:37:12.250048] [INFO ] [LOCAL     ] Saved forecast: GPJA	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/GPJA.txt
[2025-11-25T23:37:12.250222] [INFO ] [sig       ] [1472/3639] Completed GPJA in 0.3s | 3.02 sym/s | Total: 8.1m | ETA: 12.0m
[2025-11-25T23:37:12.250278] [INFO ] [sig       ] [1473/3639] Forecasting GPK...
[2025-11-25T23:37:12.250321] [INFO ] [sig       ] Generating forecast for: GPK
[2025-11-25T23:37:12.250362] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GPK' from 'https://tdm.silogroup.org/data/derivative_storage/GPK.csv'.
[2025-11-25T23:37:12.262863] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GPK'.
[2025-11-25T23:37:12.263296] [INFO ] [FORECASTER] Starting predict_future for GPK
[2025-11-25T23:37:12.264339] [DEBUG] [LOCAL     ] No optimal features file found for GPK: ./output/feature-sets/GPK.txt
[2025-11-25T23:37:12.264422] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:37:12.264481] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:37:12.264548] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:37:12.264682] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:37:12.330581] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:37:12.331679] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:37:12.331797] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:37:12.331875] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:37:12.440514] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:37:12.440751] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:37:12.440836] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:37:12.440886] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:37:12.444731] [DEBUG] [FORECASTER] GPK: Forecast T+1@11:T+2@11: UP (p=52.69%)
[2025-11-25T23:37:12.445057] [INFO ] [FORECASTER] Completed predict_future for GPK
[2025-11-25T23:37:12.445218] [INFO ] [sig       ] GPK: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:37:12.610338] [INFO ] [LOCAL     ] Saved forecast: GPK	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/GPK.txt
[2025-11-25T23:37:12.610538] [INFO ] [sig       ] [1473/3639] Completed GPK in 0.4s | 3.02 sym/s | Total: 8.1m | ETA: 12.0m
[2025-11-25T23:37:12.610598] [INFO ] [sig       ] [1474/3639] Forecasting GPN...
[2025-11-25T23:37:12.610691] [INFO ] [sig       ] Generating forecast for: GPN
[2025-11-25T23:37:12.610751] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GPN' from 'https://tdm.silogroup.org/data/derivative_storage/GPN.csv'.
[2025-11-25T23:37:12.623426] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GPN'.
[2025-11-25T23:37:12.623904] [INFO ] [FORECASTER] Starting predict_future for GPN
[2025-11-25T23:37:12.624755] [DEBUG] [LOCAL     ] No optimal features file found for GPN: ./output/feature-sets/GPN.txt
[2025-11-25T23:37:12.624827] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:37:12.624887] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:37:12.624940] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:37:12.625012] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:37:12.685890] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:37:12.686774] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:37:12.686886] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:37:12.686940] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:37:12.790105] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:37:12.790292] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:37:12.790339] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:37:12.790374] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:37:12.793903] [DEBUG] [FORECASTER] GPN: Forecast T+1@11:T+2@11: DOWN (p=48.80%)
[2025-11-25T23:37:12.794209] [INFO ] [FORECASTER] Completed predict_future for GPN
[2025-11-25T23:37:12.794351] [INFO ] [sig       ] GPN: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:37:12.937487] [INFO ] [LOCAL     ] Saved forecast: GPN	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/GPN.txt
[2025-11-25T23:37:12.937719] [INFO ] [sig       ] [1474/3639] Completed GPN in 0.3s | 3.02 sym/s | Total: 8.1m | ETA: 12.0m
[2025-11-25T23:37:12.937791] [INFO ] [sig       ] [1475/3639] Forecasting GPRE...
[2025-11-25T23:37:12.937840] [INFO ] [sig       ] Generating forecast for: GPRE
[2025-11-25T23:37:12.937883] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GPRE' from 'https://tdm.silogroup.org/data/derivative_storage/GPRE.csv'.
[2025-11-25T23:37:12.949608] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GPRE'.
[2025-11-25T23:37:12.950093] [INFO ] [FORECASTER] Starting predict_future for GPRE
[2025-11-25T23:37:12.951010] [DEBUG] [LOCAL     ] No optimal features file found for GPRE: ./output/feature-sets/GPRE.txt
[2025-11-25T23:37:12.951085] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:37:12.951133] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:37:12.951174] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:37:12.951246] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:37:13.009611] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:37:13.010494] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:37:13.010598] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:37:13.010666] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:37:13.109059] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:37:13.109251] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:37:13.109297] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:37:13.109332] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:37:13.112745] [DEBUG] [FORECASTER] GPRE: Forecast T+1@11:T+2@11: UP (p=99.20%)
[2025-11-25T23:37:13.113045] [INFO ] [FORECASTER] Completed predict_future for GPRE
[2025-11-25T23:37:13.113187] [INFO ] [sig       ] GPRE: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:37:13.254614] [INFO ] [LOCAL     ] Saved forecast: GPRE	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/GPRE.txt
[2025-11-25T23:37:13.254837] [INFO ] [sig       ] [1475/3639] Completed GPRE in 0.3s | 3.02 sym/s | Total: 8.1m | ETA: 12.0m
[2025-11-25T23:37:13.254905] [INFO ] [sig       ] [1476/3639] Forecasting GPRK...
[2025-11-25T23:37:13.254950] [INFO ] [sig       ] Generating forecast for: GPRK
[2025-11-25T23:37:13.254991] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GPRK' from 'https://tdm.silogroup.org/data/derivative_storage/GPRK.csv'.
[2025-11-25T23:37:13.266399] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GPRK'.
[2025-11-25T23:37:13.266848] [INFO ] [FORECASTER] Starting predict_future for GPRK
[2025-11-25T23:37:13.267682] [DEBUG] [LOCAL     ] No optimal features file found for GPRK: ./output/feature-sets/GPRK.txt
[2025-11-25T23:37:13.267752] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:37:13.267797] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:37:13.267837] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:37:13.267905] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:37:13.326071] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:37:13.326987] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:37:13.327089] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:37:13.327136] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:37:13.423796] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:37:13.424008] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:37:13.424060] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:37:13.424102] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:37:13.427771] [DEBUG] [FORECASTER] GPRK: Forecast T+1@11:T+2@11: DOWN (p=22.90%)
[2025-11-25T23:37:13.428102] [INFO ] [FORECASTER] Completed predict_future for GPRK
[2025-11-25T23:37:13.428247] [INFO ] [sig       ] GPRK: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:37:13.573935] [INFO ] [LOCAL     ] Saved forecast: GPRK	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/GPRK.txt
[2025-11-25T23:37:13.574093] [INFO ] [sig       ] [1476/3639] Completed GPRK in 0.3s | 3.02 sym/s | Total: 8.2m | ETA: 11.9m
[2025-11-25T23:37:13.574148] [INFO ] [sig       ] [1477/3639] Forecasting GPRO...
[2025-11-25T23:37:13.574190] [INFO ] [sig       ] Generating forecast for: GPRO
[2025-11-25T23:37:13.574232] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GPRO' from 'https://tdm.silogroup.org/data/derivative_storage/GPRO.csv'.
[2025-11-25T23:37:13.585801] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GPRO'.
[2025-11-25T23:37:13.586114] [INFO ] [FORECASTER] Starting predict_future for GPRO
[2025-11-25T23:37:13.586932] [DEBUG] [LOCAL     ] No optimal features file found for GPRO: ./output/feature-sets/GPRO.txt
[2025-11-25T23:37:13.587001] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:37:13.587047] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:37:13.587087] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:37:13.587156] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:37:13.646542] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:37:13.647410] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:37:13.647514] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:37:13.647562] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:37:13.751863] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:37:13.752034] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:37:13.752081] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:37:13.752117] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:37:13.755636] [DEBUG] [FORECASTER] GPRO: Forecast T+1@11:T+2@11: DOWN (p=7.18%)
[2025-11-25T23:37:13.755995] [INFO ] [FORECASTER] Completed predict_future for GPRO
[2025-11-25T23:37:13.756136] [INFO ] [sig       ] GPRO: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:37:13.901186] [INFO ] [LOCAL     ] Saved forecast: GPRO	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/GPRO.txt
[2025-11-25T23:37:13.901342] [INFO ] [sig       ] [1477/3639] Completed GPRO in 0.3s | 3.02 sym/s | Total: 8.2m | ETA: 11.9m
[2025-11-25T23:37:13.901397] [INFO ] [sig       ] [1478/3639] Forecasting GRAB...
[2025-11-25T23:37:13.901440] [INFO ] [sig       ] Generating forecast for: GRAB
[2025-11-25T23:37:13.901482] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GRAB' from 'https://tdm.silogroup.org/data/derivative_storage/GRAB.csv'.
[2025-11-25T23:37:13.913073] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GRAB'.
[2025-11-25T23:37:13.913424] [INFO ] [FORECASTER] Starting predict_future for GRAB
[2025-11-25T23:37:13.914335] [DEBUG] [LOCAL     ] No optimal features file found for GRAB: ./output/feature-sets/GRAB.txt
[2025-11-25T23:37:13.914405] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:37:13.914460] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:37:13.914509] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:37:13.914595] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:37:13.971901] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:37:13.972542] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:37:13.972639] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:37:13.972717] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:37:14.066600] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:37:14.066768] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:37:14.066818] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:37:14.066853] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:37:14.070247] [DEBUG] [FORECASTER] GRAB: Forecast T+1@11:T+2@11: DOWN (p=33.85%)
[2025-11-25T23:37:14.070530] [INFO ] [FORECASTER] Completed predict_future for GRAB
[2025-11-25T23:37:14.070692] [INFO ] [sig       ] GRAB: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:37:14.211623] [INFO ] [LOCAL     ] Saved forecast: GRAB	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/GRAB.txt
[2025-11-25T23:37:14.211803] [INFO ] [sig       ] [1478/3639] Completed GRAB in 0.3s | 3.02 sym/s | Total: 8.2m | ETA: 11.9m
[2025-11-25T23:37:14.211860] [INFO ] [sig       ] [1479/3639] Forecasting GRAL...
[2025-11-25T23:37:14.211904] [INFO ] [sig       ] Generating forecast for: GRAL
[2025-11-25T23:37:14.211945] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GRAL' from 'https://tdm.silogroup.org/data/derivative_storage/GRAL.csv'.
[2025-11-25T23:37:14.223481] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GRAL'.
[2025-11-25T23:37:14.223824] [INFO ] [FORECASTER] Starting predict_future for GRAL
[2025-11-25T23:37:14.224669] [DEBUG] [LOCAL     ] No optimal features file found for GRAL: ./output/feature-sets/GRAL.txt
[2025-11-25T23:37:14.224736] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:37:14.224783] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:37:14.224824] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:37:14.224903] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:37:14.282597] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:37:14.283281] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:37:14.283378] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:37:14.283426] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:37:14.381041] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:37:14.381176] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:37:14.381240] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:37:14.381276] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:37:14.384478] [DEBUG] [FORECASTER] GRAL: Forecast T+1@11:T+2@11: UP (p=53.50%)
[2025-11-25T23:37:14.384802] [INFO ] [FORECASTER] Completed predict_future for GRAL
[2025-11-25T23:37:14.384985] [INFO ] [sig       ] GRAL: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:37:14.525382] [INFO ] [LOCAL     ] Saved forecast: GRAL	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/GRAL.txt
[2025-11-25T23:37:14.525515] [INFO ] [sig       ] [1479/3639] Completed GRAL in 0.3s | 3.02 sym/s | Total: 8.2m | ETA: 11.9m
[2025-11-25T23:37:14.525562] [INFO ] [sig       ] [1480/3639] Forecasting GRBK...
[2025-11-25T23:37:14.525605] [INFO ] [sig       ] Generating forecast for: GRBK
[2025-11-25T23:37:14.525664] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GRBK' from 'https://tdm.silogroup.org/data/derivative_storage/GRBK.csv'.
[2025-11-25T23:37:14.538017] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GRBK'.
[2025-11-25T23:37:14.538398] [INFO ] [FORECASTER] Starting predict_future for GRBK
[2025-11-25T23:37:14.539320] [DEBUG] [LOCAL     ] No optimal features file found for GRBK: ./output/feature-sets/GRBK.txt
[2025-11-25T23:37:14.539393] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:37:14.539442] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:37:14.539503] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:37:14.539632] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:37:14.598268] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:37:14.598976] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:37:14.599073] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:37:14.599119] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:37:14.694570] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:37:14.694765] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:37:14.694816] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:37:14.694853] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:37:14.701169] [DEBUG] [FORECASTER] GRBK: Forecast T+1@11:T+2@11: DOWN (p=6.05%)
[2025-11-25T23:37:14.701595] [INFO ] [FORECASTER] Completed predict_future for GRBK
[2025-11-25T23:37:14.701817] [INFO ] [sig       ] GRBK: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:37:14.845259] [INFO ] [LOCAL     ] Saved forecast: GRBK	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/GRBK.txt
[2025-11-25T23:37:14.845418] [INFO ] [sig       ] [1480/3639] Completed GRBK in 0.3s | 3.02 sym/s | Total: 8.2m | ETA: 11.9m
[2025-11-25T23:37:14.845473] [INFO ] [sig       ] [1481/3639] Forecasting GRC...
[2025-11-25T23:37:14.845517] [INFO ] [sig       ] Generating forecast for: GRC
[2025-11-25T23:37:14.845553] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GRC' from 'https://tdm.silogroup.org/data/derivative_storage/GRC.csv'.
[2025-11-25T23:37:14.856954] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GRC'.
[2025-11-25T23:37:14.857303] [INFO ] [FORECASTER] Starting predict_future for GRC
[2025-11-25T23:37:14.858161] [DEBUG] [LOCAL     ] No optimal features file found for GRC: ./output/feature-sets/GRC.txt
[2025-11-25T23:37:14.858234] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:37:14.858282] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:37:14.858325] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:37:14.858397] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:37:14.917092] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:37:14.917929] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:37:14.918031] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:37:14.918082] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:37:15.011610] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:37:15.011821] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:37:15.011868] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:37:15.011906] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:37:15.015629] [DEBUG] [FORECASTER] GRC: Forecast T+1@11:T+2@11: UP (p=98.04%)
[2025-11-25T23:37:15.015956] [INFO ] [FORECASTER] Completed predict_future for GRC
[2025-11-25T23:37:15.016100] [INFO ] [sig       ] GRC: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:37:15.161789] [INFO ] [LOCAL     ] Saved forecast: GRC	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/GRC.txt
[2025-11-25T23:37:15.161956] [INFO ] [sig       ] [1481/3639] Completed GRC in 0.3s | 3.02 sym/s | Total: 8.2m | ETA: 11.9m
[2025-11-25T23:37:15.162031] [INFO ] [sig       ] [1482/3639] Forecasting GREE...
[2025-11-25T23:37:15.162082] [INFO ] [sig       ] Generating forecast for: GREE
[2025-11-25T23:37:15.162126] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GREE' from 'https://tdm.silogroup.org/data/derivative_storage/GREE.csv'.
[2025-11-25T23:37:15.174129] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GREE'.
[2025-11-25T23:37:15.174497] [INFO ] [FORECASTER] Starting predict_future for GREE
[2025-11-25T23:37:15.175363] [DEBUG] [LOCAL     ] No optimal features file found for GREE: ./output/feature-sets/GREE.txt
[2025-11-25T23:37:15.175435] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:37:15.175484] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:37:15.175526] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:37:15.175598] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:37:15.235613] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:37:15.236323] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:37:15.236423] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:37:15.236471] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:37:15.333304] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:37:15.333484] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:37:15.333531] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:37:15.333567] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:37:15.337077] [DEBUG] [FORECASTER] GREE: Forecast T+1@11:T+2@11: DOWN (p=4.68%)
[2025-11-25T23:37:15.337438] [INFO ] [FORECASTER] Completed predict_future for GREE
[2025-11-25T23:37:15.337590] [INFO ] [sig       ] GREE: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:37:15.485101] [INFO ] [LOCAL     ] Saved forecast: GREE	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/GREE.txt
[2025-11-25T23:37:15.485288] [INFO ] [sig       ] [1482/3639] Completed GREE in 0.3s | 3.02 sym/s | Total: 8.2m | ETA: 11.9m
[2025-11-25T23:37:15.485343] [INFO ] [sig       ] [1483/3639] Forecasting GRFS...
[2025-11-25T23:37:15.485387] [INFO ] [sig       ] Generating forecast for: GRFS
[2025-11-25T23:37:15.485424] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GRFS' from 'https://tdm.silogroup.org/data/derivative_storage/GRFS.csv'.
[2025-11-25T23:37:15.496791] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GRFS'.
[2025-11-25T23:37:15.497128] [INFO ] [FORECASTER] Starting predict_future for GRFS
[2025-11-25T23:37:15.497996] [DEBUG] [LOCAL     ] No optimal features file found for GRFS: ./output/feature-sets/GRFS.txt
[2025-11-25T23:37:15.498064] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:37:15.498124] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:37:15.498177] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:37:15.498257] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:37:15.555045] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:37:15.555766] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:37:15.555863] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:37:15.555920] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:37:15.652041] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:37:15.652212] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:37:15.652264] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:37:15.652300] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:37:15.655850] [DEBUG] [FORECASTER] GRFS: Forecast T+1@11:T+2@11: UP (p=93.16%)
[2025-11-25T23:37:15.656149] [INFO ] [FORECASTER] Completed predict_future for GRFS
[2025-11-25T23:37:15.656318] [INFO ] [sig       ] GRFS: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:37:15.801438] [INFO ] [LOCAL     ] Saved forecast: GRFS	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/GRFS.txt
[2025-11-25T23:37:15.801605] [INFO ] [sig       ] [1483/3639] Completed GRFS in 0.3s | 3.02 sym/s | Total: 8.2m | ETA: 11.9m
[2025-11-25T23:37:15.801687] [INFO ] [sig       ] [1484/3639] Forecasting GRI...
[2025-11-25T23:37:15.801734] [INFO ] [sig       ] Generating forecast for: GRI
[2025-11-25T23:37:15.801844] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GRI' from 'https://tdm.silogroup.org/data/derivative_storage/GRI.csv'.
[2025-11-25T23:37:15.813313] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GRI'.
[2025-11-25T23:37:15.813666] [INFO ] [FORECASTER] Starting predict_future for GRI
[2025-11-25T23:37:15.814500] [DEBUG] [LOCAL     ] No optimal features file found for GRI: ./output/feature-sets/GRI.txt
[2025-11-25T23:37:15.814572] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:37:15.814664] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:37:15.814728] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:37:15.814816] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:37:15.873928] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:37:15.874620] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:37:15.874747] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:37:15.874797] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:37:15.972940] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:37:15.973114] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:37:15.973159] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:37:15.973193] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:37:15.976587] [DEBUG] [FORECASTER] GRI: Forecast T+1@11:T+2@11: UP (p=67.83%)
[2025-11-25T23:37:15.976923] [INFO ] [FORECASTER] Completed predict_future for GRI
[2025-11-25T23:37:15.977073] [INFO ] [sig       ] GRI: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:37:16.117727] [INFO ] [LOCAL     ] Saved forecast: GRI	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/GRI.txt
[2025-11-25T23:37:16.117880] [INFO ] [sig       ] [1484/3639] Completed GRI in 0.3s | 3.02 sym/s | Total: 8.2m | ETA: 11.9m
[2025-11-25T23:37:16.117935] [INFO ] [sig       ] [1485/3639] Forecasting GRID...
[2025-11-25T23:37:16.117979] [INFO ] [sig       ] Generating forecast for: GRID
[2025-11-25T23:37:16.118021] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GRID' from 'https://tdm.silogroup.org/data/derivative_storage/GRID.csv'.
[2025-11-25T23:37:16.130783] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GRID'.
[2025-11-25T23:37:16.131114] [INFO ] [FORECASTER] Starting predict_future for GRID
[2025-11-25T23:37:16.131931] [DEBUG] [LOCAL     ] No optimal features file found for GRID: ./output/feature-sets/GRID.txt
[2025-11-25T23:37:16.132000] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:37:16.132045] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:37:16.132085] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:37:16.132153] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:37:16.189231] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:37:16.189877] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:37:16.189972] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:37:16.190018] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:37:16.291142] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:37:16.291371] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:37:16.291418] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:37:16.291452] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:37:16.295009] [DEBUG] [FORECASTER] GRID: Forecast T+1@11:T+2@11: UP (p=65.56%)
[2025-11-25T23:37:16.295459] [INFO ] [FORECASTER] Completed predict_future for GRID
[2025-11-25T23:37:16.295692] [INFO ] [sig       ] GRID: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:37:16.447470] [INFO ] [LOCAL     ] Saved forecast: GRID	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/GRID.txt
[2025-11-25T23:37:16.447703] [INFO ] [sig       ] [1485/3639] Completed GRID in 0.3s | 3.02 sym/s | Total: 8.2m | ETA: 11.9m
[2025-11-25T23:37:16.447771] [INFO ] [sig       ] [1486/3639] Forecasting GRMN...
[2025-11-25T23:37:16.447827] [INFO ] [sig       ] Generating forecast for: GRMN
[2025-11-25T23:37:16.447900] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GRMN' from 'https://tdm.silogroup.org/data/derivative_storage/GRMN.csv'.
[2025-11-25T23:37:16.459479] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GRMN'.
[2025-11-25T23:37:16.459822] [INFO ] [FORECASTER] Starting predict_future for GRMN
[2025-11-25T23:37:16.460628] [DEBUG] [LOCAL     ] No optimal features file found for GRMN: ./output/feature-sets/GRMN.txt
[2025-11-25T23:37:16.460716] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:37:16.460777] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:37:16.460827] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:37:16.460915] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:37:16.520878] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:37:16.521637] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:37:16.521766] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:37:16.521818] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:37:16.617728] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:37:16.617889] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:37:16.617935] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:37:16.617972] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:37:16.621519] [DEBUG] [FORECASTER] GRMN: Forecast T+1@11:T+2@11: DOWN (p=7.03%)
[2025-11-25T23:37:16.621851] [INFO ] [FORECASTER] Completed predict_future for GRMN
[2025-11-25T23:37:16.622014] [INFO ] [sig       ] GRMN: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:37:16.762935] [INFO ] [LOCAL     ] Saved forecast: GRMN	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/GRMN.txt
[2025-11-25T23:37:16.763113] [INFO ] [sig       ] [1486/3639] Completed GRMN in 0.3s | 3.02 sym/s | Total: 8.2m | ETA: 11.9m
[2025-11-25T23:37:16.763243] [INFO ] [sig       ] [1487/3639] Forecasting GRND...
[2025-11-25T23:37:16.763305] [INFO ] [sig       ] Generating forecast for: GRND
[2025-11-25T23:37:16.763361] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GRND' from 'https://tdm.silogroup.org/data/derivative_storage/GRND.csv'.
[2025-11-25T23:37:16.774736] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GRND'.
[2025-11-25T23:37:16.775080] [INFO ] [FORECASTER] Starting predict_future for GRND
[2025-11-25T23:37:16.775911] [DEBUG] [LOCAL     ] No optimal features file found for GRND: ./output/feature-sets/GRND.txt
[2025-11-25T23:37:16.775981] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:37:16.776042] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:37:16.776095] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:37:16.776186] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:37:16.835905] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:37:16.836726] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:37:16.836834] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:37:16.836885] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:37:16.939354] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:37:16.939514] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:37:16.939558] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:37:16.939594] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:37:16.942964] [DEBUG] [FORECASTER] GRND: Forecast T+1@11:T+2@11: DOWN (p=17.58%)
[2025-11-25T23:37:16.943255] [INFO ] [FORECASTER] Completed predict_future for GRND
[2025-11-25T23:37:16.943395] [INFO ] [sig       ] GRND: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:37:17.090283] [INFO ] [LOCAL     ] Saved forecast: GRND	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/GRND.txt
[2025-11-25T23:37:17.090450] [INFO ] [sig       ] [1487/3639] Completed GRND in 0.3s | 3.02 sym/s | Total: 8.2m | ETA: 11.9m
[2025-11-25T23:37:17.090537] [INFO ] [sig       ] [1488/3639] Forecasting GRPN...
[2025-11-25T23:37:17.090600] [INFO ] [sig       ] Generating forecast for: GRPN
[2025-11-25T23:37:17.090670] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GRPN' from 'https://tdm.silogroup.org/data/derivative_storage/GRPN.csv'.
[2025-11-25T23:37:17.102881] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GRPN'.
[2025-11-25T23:37:17.103233] [INFO ] [FORECASTER] Starting predict_future for GRPN
[2025-11-25T23:37:17.104112] [DEBUG] [LOCAL     ] No optimal features file found for GRPN: ./output/feature-sets/GRPN.txt
[2025-11-25T23:37:17.104182] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:37:17.104241] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:37:17.104297] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:37:17.104390] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:37:17.160894] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:37:17.161529] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:37:17.161635] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:37:17.161703] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:37:17.242695] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:37:17.242838] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:37:17.242882] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:37:17.242916] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:37:17.246238] [DEBUG] [FORECASTER] GRPN: Forecast T+1@11:T+2@11: DOWN (p=4.54%)
[2025-11-25T23:37:17.246523] [INFO ] [FORECASTER] Completed predict_future for GRPN
[2025-11-25T23:37:17.246676] [INFO ] [sig       ] GRPN: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:37:17.387671] [INFO ] [LOCAL     ] Saved forecast: GRPN	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/GRPN.txt
[2025-11-25T23:37:17.387858] [INFO ] [sig       ] [1488/3639] Completed GRPN in 0.3s | 3.02 sym/s | Total: 8.2m | ETA: 11.9m
[2025-11-25T23:37:17.387928] [INFO ] [sig       ] [1489/3639] Forecasting GRVY...
[2025-11-25T23:37:17.387972] [INFO ] [sig       ] Generating forecast for: GRVY
[2025-11-25T23:37:17.388023] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GRVY' from 'https://tdm.silogroup.org/data/derivative_storage/GRVY.csv'.
[2025-11-25T23:37:17.399270] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GRVY'.
[2025-11-25T23:37:17.399613] [INFO ] [FORECASTER] Starting predict_future for GRVY
[2025-11-25T23:37:17.400449] [DEBUG] [LOCAL     ] No optimal features file found for GRVY: ./output/feature-sets/GRVY.txt
[2025-11-25T23:37:17.400520] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:37:17.400566] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:37:17.400619] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:37:17.400728] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:37:17.457599] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:37:17.458267] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:37:17.458363] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:37:17.458422] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:37:17.539410] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:37:17.539531] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:37:17.539573] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:37:17.539608] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:37:17.542752] [DEBUG] [FORECASTER] GRVY: Forecast T+1@11:T+2@11: DOWN (p=34.27%)
[2025-11-25T23:37:17.543029] [INFO ] [FORECASTER] Completed predict_future for GRVY
[2025-11-25T23:37:17.543164] [INFO ] [sig       ] GRVY: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:37:17.683972] [INFO ] [LOCAL     ] Saved forecast: GRVY	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/GRVY.txt
[2025-11-25T23:37:17.684103] [INFO ] [sig       ] [1489/3639] Completed GRVY in 0.3s | 3.02 sym/s | Total: 8.2m | ETA: 11.9m
[2025-11-25T23:37:17.684156] [INFO ] [sig       ] [1490/3639] Forecasting GRWG...
[2025-11-25T23:37:17.684198] [INFO ] [sig       ] Generating forecast for: GRWG
[2025-11-25T23:37:17.684241] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GRWG' from 'https://tdm.silogroup.org/data/derivative_storage/GRWG.csv'.
[2025-11-25T23:37:17.695537] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GRWG'.
[2025-11-25T23:37:17.695864] [INFO ] [FORECASTER] Starting predict_future for GRWG
[2025-11-25T23:37:17.696711] [DEBUG] [LOCAL     ] No optimal features file found for GRWG: ./output/feature-sets/GRWG.txt
[2025-11-25T23:37:17.696801] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:37:17.696858] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:37:17.696936] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:37:17.697011] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:37:17.754903] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:37:17.755848] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:37:17.755962] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:37:17.756012] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:37:17.843878] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:37:17.844105] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:37:17.844152] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:37:17.844235] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:37:17.847745] [DEBUG] [FORECASTER] GRWG: Forecast T+1@11:T+2@11: DOWN (p=12.85%)
[2025-11-25T23:37:17.848049] [INFO ] [FORECASTER] Completed predict_future for GRWG
[2025-11-25T23:37:17.848187] [INFO ] [sig       ] GRWG: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:37:17.989291] [INFO ] [LOCAL     ] Saved forecast: GRWG	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/GRWG.txt
[2025-11-25T23:37:17.989441] [INFO ] [sig       ] [1490/3639] Completed GRWG in 0.3s | 3.02 sym/s | Total: 8.2m | ETA: 11.9m
[2025-11-25T23:37:17.989497] [INFO ] [sig       ] [1491/3639] Forecasting GRX...
[2025-11-25T23:37:17.989540] [INFO ] [sig       ] Generating forecast for: GRX
[2025-11-25T23:37:17.989581] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GRX' from 'https://tdm.silogroup.org/data/derivative_storage/GRX.csv'.
[2025-11-25T23:37:18.002018] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GRX'.
[2025-11-25T23:37:18.002402] [INFO ] [FORECASTER] Starting predict_future for GRX
[2025-11-25T23:37:18.003245] [DEBUG] [LOCAL     ] No optimal features file found for GRX: ./output/feature-sets/GRX.txt
[2025-11-25T23:37:18.003315] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:37:18.003362] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:37:18.003404] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:37:18.003475] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:37:18.060498] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:37:18.061148] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:37:18.061243] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:37:18.061290] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:37:18.159931] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:37:18.160103] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:37:18.160148] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:37:18.160195] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:37:18.163559] [DEBUG] [FORECASTER] GRX: Forecast T+1@11:T+2@11: UP (p=70.32%)
[2025-11-25T23:37:18.163875] [INFO ] [FORECASTER] Completed predict_future for GRX
[2025-11-25T23:37:18.164025] [INFO ] [sig       ] GRX: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:37:18.307263] [INFO ] [LOCAL     ] Saved forecast: GRX	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/GRX.txt
[2025-11-25T23:37:18.307448] [INFO ] [sig       ] [1491/3639] Completed GRX in 0.3s | 3.02 sym/s | Total: 8.2m | ETA: 11.9m
[2025-11-25T23:37:18.307518] [INFO ] [sig       ] [1492/3639] Forecasting GS...
[2025-11-25T23:37:18.307575] [INFO ] [sig       ] Generating forecast for: GS
[2025-11-25T23:37:18.307621] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GS' from 'https://tdm.silogroup.org/data/derivative_storage/GS.csv'.
[2025-11-25T23:37:18.319660] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GS'.
[2025-11-25T23:37:18.320119] [INFO ] [FORECASTER] Starting predict_future for GS
[2025-11-25T23:37:18.320966] [DEBUG] [LOCAL     ] No optimal features file found for GS: ./output/feature-sets/GS.txt
[2025-11-25T23:37:18.321036] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:37:18.321082] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:37:18.321122] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:37:18.321190] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:37:18.379175] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:37:18.380118] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:37:18.380229] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:37:18.380300] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:37:18.481111] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:37:18.481315] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:37:18.481361] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:37:18.481396] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:37:18.484969] [DEBUG] [FORECASTER] GS: Forecast T+1@11:T+2@11: DOWN (p=10.01%)
[2025-11-25T23:37:18.485469] [INFO ] [FORECASTER] Completed predict_future for GS
[2025-11-25T23:37:18.485717] [INFO ] [sig       ] GS: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:37:18.633915] [INFO ] [LOCAL     ] Saved forecast: GS	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/GS.txt
[2025-11-25T23:37:18.634114] [INFO ] [sig       ] [1492/3639] Completed GS in 0.3s | 3.02 sym/s | Total: 8.2m | ETA: 11.9m
[2025-11-25T23:37:18.634173] [INFO ] [sig       ] [1493/3639] Forecasting GSBC...
[2025-11-25T23:37:18.634217] [INFO ] [sig       ] Generating forecast for: GSBC
[2025-11-25T23:37:18.634260] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GSBC' from 'https://tdm.silogroup.org/data/derivative_storage/GSBC.csv'.
[2025-11-25T23:37:18.646852] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GSBC'.
[2025-11-25T23:37:18.647310] [INFO ] [FORECASTER] Starting predict_future for GSBC
[2025-11-25T23:37:18.648286] [DEBUG] [LOCAL     ] No optimal features file found for GSBC: ./output/feature-sets/GSBC.txt
[2025-11-25T23:37:18.648360] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:37:18.648408] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:37:18.648450] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:37:18.648560] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:37:18.710060] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:37:18.711105] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:37:18.711224] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:37:18.711284] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:37:18.814145] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:37:18.814340] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:37:18.814385] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:37:18.814420] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:37:18.817976] [DEBUG] [FORECASTER] GSBC: Forecast T+1@11:T+2@11: DOWN (p=40.49%)
[2025-11-25T23:37:18.818262] [INFO ] [FORECASTER] Completed predict_future for GSBC
[2025-11-25T23:37:18.818402] [INFO ] [sig       ] GSBC: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:37:18.960759] [INFO ] [LOCAL     ] Saved forecast: GSBC	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/GSBC.txt
[2025-11-25T23:37:18.960926] [INFO ] [sig       ] [1493/3639] Completed GSBC in 0.3s | 3.02 sym/s | Total: 8.2m | ETA: 11.8m
[2025-11-25T23:37:18.960982] [INFO ] [sig       ] [1494/3639] Forecasting GSBD...
[2025-11-25T23:37:18.961032] [INFO ] [sig       ] Generating forecast for: GSBD
[2025-11-25T23:37:18.961082] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GSBD' from 'https://tdm.silogroup.org/data/derivative_storage/GSBD.csv'.
[2025-11-25T23:37:18.972064] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GSBD'.
[2025-11-25T23:37:18.972382] [INFO ] [FORECASTER] Starting predict_future for GSBD
[2025-11-25T23:37:18.973200] [DEBUG] [LOCAL     ] No optimal features file found for GSBD: ./output/feature-sets/GSBD.txt
[2025-11-25T23:37:18.973268] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:37:18.973324] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:37:18.973387] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:37:18.973476] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:37:19.032847] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:37:19.033540] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:37:19.033667] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:37:19.033722] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:37:19.135398] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:37:19.135540] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:37:19.135582] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:37:19.135617] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:37:19.138908] [DEBUG] [FORECASTER] GSBD: Forecast T+1@11:T+2@11: UP (p=99.05%)
[2025-11-25T23:37:19.139190] [INFO ] [FORECASTER] Completed predict_future for GSBD
[2025-11-25T23:37:19.139328] [INFO ] [sig       ] GSBD: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:37:19.278977] [INFO ] [LOCAL     ] Saved forecast: GSBD	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/GSBD.txt
[2025-11-25T23:37:19.279147] [INFO ] [sig       ] [1494/3639] Completed GSBD in 0.3s | 3.02 sym/s | Total: 8.2m | ETA: 11.8m
[2025-11-25T23:37:19.279202] [INFO ] [sig       ] [1495/3639] Forecasting GSHD...
[2025-11-25T23:37:19.279248] [INFO ] [sig       ] Generating forecast for: GSHD
[2025-11-25T23:37:19.279293] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GSHD' from 'https://tdm.silogroup.org/data/derivative_storage/GSHD.csv'.
[2025-11-25T23:37:19.290704] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GSHD'.
[2025-11-25T23:37:19.291048] [INFO ] [FORECASTER] Starting predict_future for GSHD
[2025-11-25T23:37:19.291889] [DEBUG] [LOCAL     ] No optimal features file found for GSHD: ./output/feature-sets/GSHD.txt
[2025-11-25T23:37:19.291960] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:37:19.292007] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:37:19.292049] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:37:19.292148] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:37:19.350847] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:37:19.351548] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:37:19.351667] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:37:19.351729] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:37:19.455201] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:37:19.455326] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:37:19.455368] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:37:19.455402] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:37:19.458606] [DEBUG] [FORECASTER] GSHD: Forecast T+1@11:T+2@11: DOWN (p=4.79%)
[2025-11-25T23:37:19.459027] [INFO ] [FORECASTER] Completed predict_future for GSHD
[2025-11-25T23:37:19.459233] [INFO ] [sig       ] GSHD: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:37:19.598636] [INFO ] [LOCAL     ] Saved forecast: GSHD	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/GSHD.txt
[2025-11-25T23:37:19.598792] [INFO ] [sig       ] [1495/3639] Completed GSHD in 0.3s | 3.02 sym/s | Total: 8.3m | ETA: 11.8m
[2025-11-25T23:37:19.598846] [INFO ] [sig       ] [1496/3639] Forecasting GSK...
[2025-11-25T23:37:19.598888] [INFO ] [sig       ] Generating forecast for: GSK
[2025-11-25T23:37:19.598932] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GSK' from 'https://tdm.silogroup.org/data/derivative_storage/GSK.csv'.
[2025-11-25T23:37:19.610324] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GSK'.
[2025-11-25T23:37:19.610623] [INFO ] [FORECASTER] Starting predict_future for GSK
[2025-11-25T23:37:19.611480] [DEBUG] [LOCAL     ] No optimal features file found for GSK: ./output/feature-sets/GSK.txt
[2025-11-25T23:37:19.611551] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:37:19.611598] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:37:19.611668] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:37:19.611781] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:37:19.668715] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:37:19.669366] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:37:19.669461] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:37:19.669521] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:37:19.739664] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:37:19.739806] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:37:19.739850] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:37:19.739885] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:37:19.743092] [DEBUG] [FORECASTER] GSK: Forecast T+1@11:T+2@11: UP (p=68.69%)
[2025-11-25T23:37:19.743373] [INFO ] [FORECASTER] Completed predict_future for GSK
[2025-11-25T23:37:19.743503] [INFO ] [sig       ] GSK: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:37:19.889690] [INFO ] [LOCAL     ] Saved forecast: GSK	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/GSK.txt
[2025-11-25T23:37:19.889847] [INFO ] [sig       ] [1496/3639] Completed GSK in 0.3s | 3.02 sym/s | Total: 8.3m | ETA: 11.8m
[2025-11-25T23:37:19.889938] [INFO ] [sig       ] [1497/3639] Forecasting GSL...
[2025-11-25T23:37:19.889987] [INFO ] [sig       ] Generating forecast for: GSL
[2025-11-25T23:37:19.890052] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GSL' from 'https://tdm.silogroup.org/data/derivative_storage/GSL.csv'.
[2025-11-25T23:37:19.900986] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GSL'.
[2025-11-25T23:37:19.901311] [INFO ] [FORECASTER] Starting predict_future for GSL
[2025-11-25T23:37:19.902118] [DEBUG] [LOCAL     ] No optimal features file found for GSL: ./output/feature-sets/GSL.txt
[2025-11-25T23:37:19.902186] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:37:19.902230] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:37:19.902277] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:37:19.902361] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:37:19.959312] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:37:19.960229] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:37:19.960329] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:37:19.960376] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:37:20.046053] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:37:20.046202] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:37:20.046246] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:37:20.046281] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:37:20.049490] [DEBUG] [FORECASTER] GSL: Forecast T+1@11:T+2@11: DOWN (p=2.67%)
[2025-11-25T23:37:20.049819] [INFO ] [FORECASTER] Completed predict_future for GSL
[2025-11-25T23:37:20.049973] [INFO ] [sig       ] GSL: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:37:20.189419] [INFO ] [LOCAL     ] Saved forecast: GSL	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/GSL.txt
[2025-11-25T23:37:20.189553] [INFO ] [sig       ] [1497/3639] Completed GSL in 0.3s | 3.02 sym/s | Total: 8.3m | ETA: 11.8m
[2025-11-25T23:37:20.189604] [INFO ] [sig       ] [1498/3639] Forecasting GSM...
[2025-11-25T23:37:20.189665] [INFO ] [sig       ] Generating forecast for: GSM
[2025-11-25T23:37:20.189717] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GSM' from 'https://tdm.silogroup.org/data/derivative_storage/GSM.csv'.
[2025-11-25T23:37:20.200551] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GSM'.
[2025-11-25T23:37:20.200869] [INFO ] [FORECASTER] Starting predict_future for GSM
[2025-11-25T23:37:20.201750] [DEBUG] [LOCAL     ] No optimal features file found for GSM: ./output/feature-sets/GSM.txt
[2025-11-25T23:37:20.201825] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:37:20.201892] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:37:20.201948] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:37:20.202040] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:37:20.260671] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:37:20.261320] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:37:20.261433] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:37:20.261487] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:37:20.332716] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:37:20.332877] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:37:20.332921] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:37:20.332956] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:37:20.336208] [DEBUG] [FORECASTER] GSM: Forecast T+1@11:T+2@11: DOWN (p=15.39%)
[2025-11-25T23:37:20.336489] [INFO ] [FORECASTER] Completed predict_future for GSM
[2025-11-25T23:37:20.336620] [INFO ] [sig       ] GSM: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:37:20.475391] [INFO ] [LOCAL     ] Saved forecast: GSM	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/GSM.txt
[2025-11-25T23:37:20.475526] [INFO ] [sig       ] [1498/3639] Completed GSM in 0.3s | 3.02 sym/s | Total: 8.3m | ETA: 11.8m
[2025-11-25T23:37:20.475600] [INFO ] [sig       ] [1499/3639] Forecasting GTES...
[2025-11-25T23:37:20.475682] [INFO ] [sig       ] Generating forecast for: GTES
[2025-11-25T23:37:20.475767] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GTES' from 'https://tdm.silogroup.org/data/derivative_storage/GTES.csv'.
[2025-11-25T23:37:20.486840] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GTES'.
[2025-11-25T23:37:20.487164] [INFO ] [FORECASTER] Starting predict_future for GTES
[2025-11-25T23:37:20.488002] [DEBUG] [LOCAL     ] No optimal features file found for GTES: ./output/feature-sets/GTES.txt
[2025-11-25T23:37:20.488072] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:37:20.488118] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:37:20.488157] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:37:20.488223] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:37:20.545079] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:37:20.545715] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:37:20.545808] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:37:20.545859] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:37:20.612452] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:37:20.612587] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:37:20.612631] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:37:20.612692] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:37:20.615916] [DEBUG] [FORECASTER] GTES: Forecast T+1@11:T+2@11: UP (p=99.22%)
[2025-11-25T23:37:20.616196] [INFO ] [FORECASTER] Completed predict_future for GTES
[2025-11-25T23:37:20.616324] [INFO ] [sig       ] GTES: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:37:20.755659] [INFO ] [LOCAL     ] Saved forecast: GTES	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/GTES.txt
[2025-11-25T23:37:20.755804] [INFO ] [sig       ] [1499/3639] Completed GTES in 0.3s | 3.02 sym/s | Total: 8.3m | ETA: 11.8m
[2025-11-25T23:37:20.755859] [INFO ] [sig       ] [1500/3639] Forecasting GTLB...
[2025-11-25T23:37:20.755902] [INFO ] [sig       ] Generating forecast for: GTLB
[2025-11-25T23:37:20.755941] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GTLB' from 'https://tdm.silogroup.org/data/derivative_storage/GTLB.csv'.
[2025-11-25T23:37:20.767676] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GTLB'.
[2025-11-25T23:37:20.767976] [INFO ] [FORECASTER] Starting predict_future for GTLB
[2025-11-25T23:37:20.768833] [DEBUG] [LOCAL     ] No optimal features file found for GTLB: ./output/feature-sets/GTLB.txt
[2025-11-25T23:37:20.768904] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:37:20.768950] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:37:20.768991] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:37:20.769296] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:37:20.826488] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:37:20.827150] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:37:20.827256] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:37:20.827306] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:37:20.905684] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:37:20.905875] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:37:20.905921] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:37:20.905955] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:37:20.909277] [DEBUG] [FORECASTER] GTLB: Forecast T+1@11:T+2@11: UP (p=97.77%)
[2025-11-25T23:37:20.909560] [INFO ] [FORECASTER] Completed predict_future for GTLB
[2025-11-25T23:37:20.909712] [INFO ] [sig       ] GTLB: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:37:21.053683] [INFO ] [LOCAL     ] Saved forecast: GTLB	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/GTLB.txt
[2025-11-25T23:37:21.053838] [INFO ] [sig       ] [1500/3639] Completed GTLB in 0.3s | 3.02 sym/s | Total: 8.3m | ETA: 11.8m
[2025-11-25T23:37:21.053917] [INFO ] [sig       ] [1501/3639] Forecasting GTLS...
[2025-11-25T23:37:21.053963] [INFO ] [sig       ] Generating forecast for: GTLS
[2025-11-25T23:37:21.054012] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GTLS' from 'https://tdm.silogroup.org/data/derivative_storage/GTLS.csv'.
[2025-11-25T23:37:21.064908] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GTLS'.
[2025-11-25T23:37:21.065207] [INFO ] [FORECASTER] Starting predict_future for GTLS
[2025-11-25T23:37:21.066027] [DEBUG] [LOCAL     ] No optimal features file found for GTLS: ./output/feature-sets/GTLS.txt
[2025-11-25T23:37:21.066097] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:37:21.066152] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:37:21.066200] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:37:21.066281] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:37:21.124539] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:37:21.125206] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:37:21.125317] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:37:21.125372] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:37:21.200599] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:37:21.200752] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:37:21.200799] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:37:21.200834] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:37:21.204020] [DEBUG] [FORECASTER] GTLS: Forecast T+1@11:T+2@11: DOWN (p=3.42%)
[2025-11-25T23:37:21.204301] [INFO ] [FORECASTER] Completed predict_future for GTLS
[2025-11-25T23:37:21.204428] [INFO ] [sig       ] GTLS: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:37:21.346217] [INFO ] [LOCAL     ] Saved forecast: GTLS	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/GTLS.txt
[2025-11-25T23:37:21.346357] [INFO ] [sig       ] [1501/3639] Completed GTLS in 0.3s | 3.02 sym/s | Total: 8.3m | ETA: 11.8m
[2025-11-25T23:37:21.346413] [INFO ] [sig       ] [1502/3639] Forecasting GTN...
[2025-11-25T23:37:21.346463] [INFO ] [sig       ] Generating forecast for: GTN
[2025-11-25T23:37:21.346515] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GTN' from 'https://tdm.silogroup.org/data/derivative_storage/GTN.csv'.
[2025-11-25T23:37:21.357170] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GTN'.
[2025-11-25T23:37:21.357492] [INFO ] [FORECASTER] Starting predict_future for GTN
[2025-11-25T23:37:21.358289] [DEBUG] [LOCAL     ] No optimal features file found for GTN: ./output/feature-sets/GTN.txt
[2025-11-25T23:37:21.358358] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:37:21.358414] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:37:21.358463] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:37:21.358545] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:37:21.415366] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:37:21.416008] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:37:21.416110] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:37:21.416159] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:37:21.492332] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:37:21.492535] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:37:21.492606] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:37:21.492691] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:37:21.497427] [DEBUG] [FORECASTER] GTN: Forecast T+1@11:T+2@11: UP (p=83.72%)
[2025-11-25T23:37:21.497853] [INFO ] [FORECASTER] Completed predict_future for GTN
[2025-11-25T23:37:21.498041] [INFO ] [sig       ] GTN: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:37:21.658891] [INFO ] [LOCAL     ] Saved forecast: GTN	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/GTN.txt
[2025-11-25T23:37:21.659043] [INFO ] [sig       ] [1502/3639] Completed GTN in 0.3s | 3.02 sym/s | Total: 8.3m | ETA: 11.8m
[2025-11-25T23:37:21.659097] [INFO ] [sig       ] [1503/3639] Forecasting GTX...
[2025-11-25T23:37:21.659137] [INFO ] [sig       ] Generating forecast for: GTX
[2025-11-25T23:37:21.659172] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GTX' from 'https://tdm.silogroup.org/data/derivative_storage/GTX.csv'.
[2025-11-25T23:37:21.670104] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GTX'.
[2025-11-25T23:37:21.670416] [INFO ] [FORECASTER] Starting predict_future for GTX
[2025-11-25T23:37:21.671265] [DEBUG] [LOCAL     ] No optimal features file found for GTX: ./output/feature-sets/GTX.txt
[2025-11-25T23:37:21.671334] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:37:21.671400] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:37:21.671460] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:37:21.671563] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:37:21.729707] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:37:21.730414] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:37:21.730512] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:37:21.730576] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:37:21.804617] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:37:21.804796] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:37:21.804840] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:37:21.804875] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:37:21.811492] [DEBUG] [FORECASTER] GTX: Forecast T+1@11:T+2@11: DOWN (p=4.58%)
[2025-11-25T23:37:21.811831] [INFO ] [FORECASTER] Completed predict_future for GTX
[2025-11-25T23:37:21.811971] [INFO ] [sig       ] GTX: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:37:21.953669] [INFO ] [LOCAL     ] Saved forecast: GTX	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/GTX.txt
[2025-11-25T23:37:21.953812] [INFO ] [sig       ] [1503/3639] Completed GTX in 0.3s | 3.02 sym/s | Total: 8.3m | ETA: 11.8m
[2025-11-25T23:37:21.953878] [INFO ] [sig       ] [1504/3639] Forecasting GTY...
[2025-11-25T23:37:21.953931] [INFO ] [sig       ] Generating forecast for: GTY
[2025-11-25T23:37:21.953980] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GTY' from 'https://tdm.silogroup.org/data/derivative_storage/GTY.csv'.
[2025-11-25T23:37:21.964994] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GTY'.
[2025-11-25T23:37:21.965307] [INFO ] [FORECASTER] Starting predict_future for GTY
[2025-11-25T23:37:21.966149] [DEBUG] [LOCAL     ] No optimal features file found for GTY: ./output/feature-sets/GTY.txt
[2025-11-25T23:37:21.966219] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:37:21.966307] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:37:21.966379] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:37:21.966486] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:37:22.023639] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:37:22.024354] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:37:22.024472] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:37:22.024538] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:37:22.125775] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:37:22.126012] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:37:22.126078] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:37:22.126125] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:37:22.130069] [DEBUG] [FORECASTER] GTY: Forecast T+1@11:T+2@11: UP (p=84.02%)
[2025-11-25T23:37:22.130430] [INFO ] [FORECASTER] Completed predict_future for GTY
[2025-11-25T23:37:22.130594] [INFO ] [sig       ] GTY: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:37:22.278406] [INFO ] [LOCAL     ] Saved forecast: GTY	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/GTY.txt
[2025-11-25T23:37:22.278661] [INFO ] [sig       ] [1504/3639] Completed GTY in 0.3s | 3.02 sym/s | Total: 8.3m | ETA: 11.8m
[2025-11-25T23:37:22.278747] [INFO ] [sig       ] [1505/3639] Forecasting GUG...
[2025-11-25T23:37:22.278821] [INFO ] [sig       ] Generating forecast for: GUG
[2025-11-25T23:37:22.278896] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GUG' from 'https://tdm.silogroup.org/data/derivative_storage/GUG.csv'.
[2025-11-25T23:37:22.291596] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GUG'.
[2025-11-25T23:37:22.292075] [INFO ] [FORECASTER] Starting predict_future for GUG
[2025-11-25T23:37:22.292934] [DEBUG] [LOCAL     ] No optimal features file found for GUG: ./output/feature-sets/GUG.txt
[2025-11-25T23:37:22.293005] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:37:22.293064] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:37:22.293116] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:37:22.293205] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:37:22.353803] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:37:22.354723] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:37:22.354828] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:37:22.354887] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:37:22.446291] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:37:22.446450] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:37:22.446498] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:37:22.446533] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:37:22.450092] [DEBUG] [FORECASTER] GUG: Forecast T+1@11:T+2@11: DOWN (p=22.85%)
[2025-11-25T23:37:22.450382] [INFO ] [FORECASTER] Completed predict_future for GUG
[2025-11-25T23:37:22.450529] [INFO ] [sig       ] GUG: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:37:22.598614] [INFO ] [LOCAL     ] Saved forecast: GUG	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/GUG.txt
[2025-11-25T23:37:22.598838] [INFO ] [sig       ] [1505/3639] Completed GUG in 0.3s | 3.02 sym/s | Total: 8.3m | ETA: 11.8m
[2025-11-25T23:37:22.598906] [INFO ] [sig       ] [1506/3639] Forecasting GVA...
[2025-11-25T23:37:22.598959] [INFO ] [sig       ] Generating forecast for: GVA
[2025-11-25T23:37:22.599009] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GVA' from 'https://tdm.silogroup.org/data/derivative_storage/GVA.csv'.
[2025-11-25T23:37:22.610878] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GVA'.
[2025-11-25T23:37:22.611248] [INFO ] [FORECASTER] Starting predict_future for GVA
[2025-11-25T23:37:22.612056] [DEBUG] [LOCAL     ] No optimal features file found for GVA: ./output/feature-sets/GVA.txt
[2025-11-25T23:37:22.612125] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:37:22.612171] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:37:22.612213] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:37:22.612280] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:37:22.670321] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:37:22.671084] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:37:22.671181] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:37:22.671228] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:37:22.761712] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:37:22.761957] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:37:22.762006] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:37:22.762041] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:37:22.765461] [DEBUG] [FORECASTER] GVA: Forecast T+1@11:T+2@11: UP (p=94.65%)
[2025-11-25T23:37:22.765792] [INFO ] [FORECASTER] Completed predict_future for GVA
[2025-11-25T23:37:22.765941] [INFO ] [sig       ] GVA: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:37:22.906696] [INFO ] [LOCAL     ] Saved forecast: GVA	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/GVA.txt
[2025-11-25T23:37:22.906892] [INFO ] [sig       ] [1506/3639] Completed GVA in 0.3s | 3.02 sym/s | Total: 8.3m | ETA: 11.8m
[2025-11-25T23:37:22.906949] [INFO ] [sig       ] [1507/3639] Forecasting GWH...
[2025-11-25T23:37:22.906993] [INFO ] [sig       ] Generating forecast for: GWH
[2025-11-25T23:37:22.907035] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GWH' from 'https://tdm.silogroup.org/data/derivative_storage/GWH.csv'.
[2025-11-25T23:37:22.919607] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GWH'.
[2025-11-25T23:37:22.920039] [INFO ] [FORECASTER] Starting predict_future for GWH
[2025-11-25T23:37:22.920865] [DEBUG] [LOCAL     ] No optimal features file found for GWH: ./output/feature-sets/GWH.txt
[2025-11-25T23:37:22.920950] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:37:22.921012] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:37:22.921055] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:37:22.921141] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:37:22.979130] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:37:22.980084] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:37:22.980193] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:37:22.980253] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:37:23.078155] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:37:23.078351] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:37:23.078397] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:37:23.078432] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:37:23.081864] [DEBUG] [FORECASTER] GWH: Forecast T+1@11:T+2@11: DOWN (p=4.29%)
[2025-11-25T23:37:23.082148] [INFO ] [FORECASTER] Completed predict_future for GWH
[2025-11-25T23:37:23.082287] [INFO ] [sig       ] GWH: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:37:23.223433] [INFO ] [LOCAL     ] Saved forecast: GWH	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/GWH.txt
[2025-11-25T23:37:23.223585] [INFO ] [sig       ] [1507/3639] Completed GWH in 0.3s | 3.02 sym/s | Total: 8.3m | ETA: 11.8m
[2025-11-25T23:37:23.223657] [INFO ] [sig       ] [1508/3639] Forecasting GWRE...
[2025-11-25T23:37:23.223714] [INFO ] [sig       ] Generating forecast for: GWRE
[2025-11-25T23:37:23.223769] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GWRE' from 'https://tdm.silogroup.org/data/derivative_storage/GWRE.csv'.
[2025-11-25T23:37:23.235055] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GWRE'.
[2025-11-25T23:37:23.235355] [INFO ] [FORECASTER] Starting predict_future for GWRE
[2025-11-25T23:37:23.236160] [DEBUG] [LOCAL     ] No optimal features file found for GWRE: ./output/feature-sets/GWRE.txt
[2025-11-25T23:37:23.236229] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:37:23.236286] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:37:23.236337] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:37:23.236425] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:37:23.293960] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:37:23.294575] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:37:23.294688] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:37:23.294749] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:37:23.394504] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:37:23.394712] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:37:23.394765] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:37:23.394800] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:37:23.398341] [DEBUG] [FORECASTER] GWRE: Forecast T+1@11:T+2@11: DOWN (p=11.30%)
[2025-11-25T23:37:23.398674] [INFO ] [FORECASTER] Completed predict_future for GWRE
[2025-11-25T23:37:23.398833] [INFO ] [sig       ] GWRE: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:37:23.542243] [INFO ] [LOCAL     ] Saved forecast: GWRE	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/GWRE.txt
[2025-11-25T23:37:23.542433] [INFO ] [sig       ] [1508/3639] Completed GWRE in 0.3s | 3.02 sym/s | Total: 8.3m | ETA: 11.8m
[2025-11-25T23:37:23.542489] [INFO ] [sig       ] [1509/3639] Forecasting GWRS...
[2025-11-25T23:37:23.542534] [INFO ] [sig       ] Generating forecast for: GWRS
[2025-11-25T23:37:23.542580] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GWRS' from 'https://tdm.silogroup.org/data/derivative_storage/GWRS.csv'.
[2025-11-25T23:37:23.554242] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GWRS'.
[2025-11-25T23:37:23.554605] [INFO ] [FORECASTER] Starting predict_future for GWRS
[2025-11-25T23:37:23.555451] [DEBUG] [LOCAL     ] No optimal features file found for GWRS: ./output/feature-sets/GWRS.txt
[2025-11-25T23:37:23.555521] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:37:23.555568] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:37:23.555621] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:37:23.555735] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:37:23.613998] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:37:23.614882] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:37:23.614984] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:37:23.615041] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:37:23.703330] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:37:23.703522] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:37:23.703572] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:37:23.703607] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:37:23.707040] [DEBUG] [FORECASTER] GWRS: Forecast T+1@11:T+2@11: DOWN (p=37.42%)
[2025-11-25T23:37:23.707384] [INFO ] [FORECASTER] Completed predict_future for GWRS
[2025-11-25T23:37:23.707531] [INFO ] [sig       ] GWRS: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:37:23.848556] [INFO ] [LOCAL     ] Saved forecast: GWRS	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/GWRS.txt
[2025-11-25T23:37:23.848749] [INFO ] [sig       ] [1509/3639] Completed GWRS in 0.3s | 3.02 sym/s | Total: 8.3m | ETA: 11.8m
[2025-11-25T23:37:23.848830] [INFO ] [sig       ] [1510/3639] Forecasting GXAI...
[2025-11-25T23:37:23.848883] [INFO ] [sig       ] Generating forecast for: GXAI
[2025-11-25T23:37:23.848927] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GXAI' from 'https://tdm.silogroup.org/data/derivative_storage/GXAI.csv'.
[2025-11-25T23:37:23.861157] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GXAI'.
[2025-11-25T23:37:23.861538] [INFO ] [FORECASTER] Starting predict_future for GXAI
[2025-11-25T23:37:23.862373] [DEBUG] [LOCAL     ] No optimal features file found for GXAI: ./output/feature-sets/GXAI.txt
[2025-11-25T23:37:23.862443] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:37:23.862489] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:37:23.862529] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:37:23.862598] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:37:23.921286] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:37:23.921995] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:37:23.922091] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:37:23.922139] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:37:24.018216] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:37:24.018401] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:37:24.018447] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:37:24.018483] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:37:24.022010] [DEBUG] [FORECASTER] GXAI: Forecast T+1@11:T+2@11: DOWN (p=8.49%)
[2025-11-25T23:37:24.022299] [INFO ] [FORECASTER] Completed predict_future for GXAI
[2025-11-25T23:37:24.022443] [INFO ] [sig       ] GXAI: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:37:24.164794] [INFO ] [LOCAL     ] Saved forecast: GXAI	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/GXAI.txt
[2025-11-25T23:37:24.164960] [INFO ] [sig       ] [1510/3639] Completed GXAI in 0.3s | 3.02 sym/s | Total: 8.3m | ETA: 11.7m
[2025-11-25T23:37:24.165025] [INFO ] [sig       ] [1511/3639] Forecasting GYRE...
[2025-11-25T23:37:24.165070] [INFO ] [sig       ] Generating forecast for: GYRE
[2025-11-25T23:37:24.165111] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GYRE' from 'https://tdm.silogroup.org/data/derivative_storage/GYRE.csv'.
[2025-11-25T23:37:24.176744] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GYRE'.
[2025-11-25T23:37:24.177045] [INFO ] [FORECASTER] Starting predict_future for GYRE
[2025-11-25T23:37:24.177910] [DEBUG] [LOCAL     ] No optimal features file found for GYRE: ./output/feature-sets/GYRE.txt
[2025-11-25T23:37:24.177986] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:37:24.178035] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:37:24.178077] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:37:24.178150] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:37:24.240591] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:37:24.241495] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:37:24.241593] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:37:24.241663] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:37:24.343350] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:37:24.343536] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:37:24.343582] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:37:24.343617] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:37:24.347049] [DEBUG] [FORECASTER] GYRE: Forecast T+1@11:T+2@11: DOWN (p=1.74%)
[2025-11-25T23:37:24.347393] [INFO ] [FORECASTER] Completed predict_future for GYRE
[2025-11-25T23:37:24.347558] [INFO ] [sig       ] GYRE: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:37:24.491681] [INFO ] [LOCAL     ] Saved forecast: GYRE	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/GYRE.txt
[2025-11-25T23:37:24.491834] [INFO ] [sig       ] [1511/3639] Completed GYRE in 0.3s | 3.02 sym/s | Total: 8.3m | ETA: 11.7m
[2025-11-25T23:37:24.491900] [INFO ] [sig       ] [1512/3639] Forecasting H...
[2025-11-25T23:37:24.492028] [INFO ] [sig       ] Generating forecast for: H
[2025-11-25T23:37:24.492073] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'H' from 'https://tdm.silogroup.org/data/derivative_storage/H.csv'.
[2025-11-25T23:37:24.504067] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'H'.
[2025-11-25T23:37:24.504462] [INFO ] [FORECASTER] Starting predict_future for H
[2025-11-25T23:37:24.505313] [DEBUG] [LOCAL     ] No optimal features file found for H: ./output/feature-sets/H.txt
[2025-11-25T23:37:24.505382] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:37:24.505429] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:37:24.505497] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:37:24.505586] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:37:24.562702] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:37:24.563563] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:37:24.563687] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:37:24.563750] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:37:24.658686] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:37:24.658878] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:37:24.658924] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:37:24.658959] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:37:24.662351] [DEBUG] [FORECASTER] H: Forecast T+1@11:T+2@11: UP (p=50.35%)
[2025-11-25T23:37:24.662636] [INFO ] [FORECASTER] Completed predict_future for H
[2025-11-25T23:37:24.662826] [INFO ] [sig       ] H: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:37:24.805347] [INFO ] [LOCAL     ] Saved forecast: H	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/H.txt
[2025-11-25T23:37:24.805530] [INFO ] [sig       ] [1512/3639] Completed H in 0.3s | 3.02 sym/s | Total: 8.3m | ETA: 11.7m
[2025-11-25T23:37:24.805585] [INFO ] [sig       ] [1513/3639] Forecasting HAE...
[2025-11-25T23:37:24.805630] [INFO ] [sig       ] Generating forecast for: HAE
[2025-11-25T23:37:24.805715] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HAE' from 'https://tdm.silogroup.org/data/derivative_storage/HAE.csv'.
[2025-11-25T23:37:24.816873] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HAE'.
[2025-11-25T23:37:24.817208] [INFO ] [FORECASTER] Starting predict_future for HAE
[2025-11-25T23:37:24.818044] [DEBUG] [LOCAL     ] No optimal features file found for HAE: ./output/feature-sets/HAE.txt
[2025-11-25T23:37:24.818114] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:37:24.818171] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:37:24.818222] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:37:24.818311] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:37:24.877208] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:37:24.877907] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:37:24.878002] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:37:24.878060] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:37:24.972081] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:37:24.972261] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:37:24.972307] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:37:24.972342] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:37:24.975745] [DEBUG] [FORECASTER] HAE: Forecast T+1@11:T+2@11: DOWN (p=3.79%)
[2025-11-25T23:37:24.976065] [INFO ] [FORECASTER] Completed predict_future for HAE
[2025-11-25T23:37:24.976204] [INFO ] [sig       ] HAE: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:37:25.119496] [INFO ] [LOCAL     ] Saved forecast: HAE	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/HAE.txt
[2025-11-25T23:37:25.119662] [INFO ] [sig       ] [1513/3639] Completed HAE in 0.3s | 3.02 sym/s | Total: 8.3m | ETA: 11.7m
[2025-11-25T23:37:25.119720] [INFO ] [sig       ] [1514/3639] Forecasting HAFC...
[2025-11-25T23:37:25.119764] [INFO ] [sig       ] Generating forecast for: HAFC
[2025-11-25T23:37:25.119805] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HAFC' from 'https://tdm.silogroup.org/data/derivative_storage/HAFC.csv'.
[2025-11-25T23:37:25.130787] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HAFC'.
[2025-11-25T23:37:25.131066] [INFO ] [FORECASTER] Starting predict_future for HAFC
[2025-11-25T23:37:25.131899] [DEBUG] [LOCAL     ] No optimal features file found for HAFC: ./output/feature-sets/HAFC.txt
[2025-11-25T23:37:25.131966] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:37:25.132023] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:37:25.132074] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:37:25.132161] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:37:25.190748] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:37:25.191586] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:37:25.191706] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:37:25.191764] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:37:25.288997] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:37:25.289173] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:37:25.289250] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:37:25.289288] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:37:25.292719] [DEBUG] [FORECASTER] HAFC: Forecast T+1@11:T+2@11: DOWN (p=3.49%)
[2025-11-25T23:37:25.293030] [INFO ] [FORECASTER] Completed predict_future for HAFC
[2025-11-25T23:37:25.293175] [INFO ] [sig       ] HAFC: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:37:25.436197] [INFO ] [LOCAL     ] Saved forecast: HAFC	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/HAFC.txt
[2025-11-25T23:37:25.436378] [INFO ] [sig       ] [1514/3639] Completed HAFC in 0.3s | 3.02 sym/s | Total: 8.4m | ETA: 11.7m
[2025-11-25T23:37:25.436433] [INFO ] [sig       ] [1515/3639] Forecasting HAIN...
[2025-11-25T23:37:25.436509] [INFO ] [sig       ] Generating forecast for: HAIN
[2025-11-25T23:37:25.436557] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HAIN' from 'https://tdm.silogroup.org/data/derivative_storage/HAIN.csv'.
[2025-11-25T23:37:25.448578] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HAIN'.
[2025-11-25T23:37:25.448994] [INFO ] [FORECASTER] Starting predict_future for HAIN
[2025-11-25T23:37:25.449869] [DEBUG] [LOCAL     ] No optimal features file found for HAIN: ./output/feature-sets/HAIN.txt
[2025-11-25T23:37:25.449941] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:37:25.449999] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:37:25.450048] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:37:25.450136] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:37:25.508569] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:37:25.509297] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:37:25.509395] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:37:25.509454] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:37:25.618704] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:37:25.618854] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:37:25.618898] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:37:25.618933] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:37:25.622204] [DEBUG] [FORECASTER] HAIN: Forecast T+1@11:T+2@11: DOWN (p=46.67%)
[2025-11-25T23:37:25.622662] [INFO ] [FORECASTER] Completed predict_future for HAIN
[2025-11-25T23:37:25.622876] [INFO ] [sig       ] HAIN: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:37:25.766491] [INFO ] [LOCAL     ] Saved forecast: HAIN	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/HAIN.txt
[2025-11-25T23:37:25.766714] [INFO ] [sig       ] [1515/3639] Completed HAIN in 0.3s | 3.02 sym/s | Total: 8.4m | ETA: 11.7m
[2025-11-25T23:37:25.766789] [INFO ] [sig       ] [1516/3639] Forecasting HAL...
[2025-11-25T23:37:25.766836] [INFO ] [sig       ] Generating forecast for: HAL
[2025-11-25T23:37:25.766889] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HAL' from 'https://tdm.silogroup.org/data/derivative_storage/HAL.csv'.
[2025-11-25T23:37:25.779374] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HAL'.
[2025-11-25T23:37:25.779781] [INFO ] [FORECASTER] Starting predict_future for HAL
[2025-11-25T23:37:25.780622] [DEBUG] [LOCAL     ] No optimal features file found for HAL: ./output/feature-sets/HAL.txt
[2025-11-25T23:37:25.780709] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:37:25.780756] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:37:25.780795] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:37:25.780876] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:37:25.838665] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:37:25.839500] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:37:25.839615] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:37:25.839692] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:37:25.937047] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:37:25.937206] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:37:25.937249] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:37:25.937283] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:37:25.940710] [DEBUG] [FORECASTER] HAL: Forecast T+1@11:T+2@11: UP (p=68.00%)
[2025-11-25T23:37:25.941000] [INFO ] [FORECASTER] Completed predict_future for HAL
[2025-11-25T23:37:25.941140] [INFO ] [sig       ] HAL: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:37:26.082690] [INFO ] [LOCAL     ] Saved forecast: HAL	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/HAL.txt
[2025-11-25T23:37:26.082844] [INFO ] [sig       ] [1516/3639] Completed HAL in 0.3s | 3.02 sym/s | Total: 8.4m | ETA: 11.7m
[2025-11-25T23:37:26.082899] [INFO ] [sig       ] [1517/3639] Forecasting HALO...
[2025-11-25T23:37:26.082944] [INFO ] [sig       ] Generating forecast for: HALO
[2025-11-25T23:37:26.083056] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HALO' from 'https://tdm.silogroup.org/data/derivative_storage/HALO.csv'.
[2025-11-25T23:37:26.093840] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HALO'.
[2025-11-25T23:37:26.094168] [INFO ] [FORECASTER] Starting predict_future for HALO
[2025-11-25T23:37:26.094986] [DEBUG] [LOCAL     ] No optimal features file found for HALO: ./output/feature-sets/HALO.txt
[2025-11-25T23:37:26.095054] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:37:26.095102] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:37:26.095141] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:37:26.095215] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:37:26.152751] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:37:26.153620] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:37:26.153744] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:37:26.153793] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:37:26.245988] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:37:26.246151] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:37:26.246198] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:37:26.246232] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:37:26.249550] [DEBUG] [FORECASTER] HALO: Forecast T+1@11:T+2@11: DOWN (p=34.35%)
[2025-11-25T23:37:26.249886] [INFO ] [FORECASTER] Completed predict_future for HALO
[2025-11-25T23:37:26.250046] [INFO ] [sig       ] HALO: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:37:26.391118] [INFO ] [LOCAL     ] Saved forecast: HALO	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/HALO.txt
[2025-11-25T23:37:26.391270] [INFO ] [sig       ] [1517/3639] Completed HALO in 0.3s | 3.02 sym/s | Total: 8.4m | ETA: 11.7m
[2025-11-25T23:37:26.391335] [INFO ] [sig       ] [1518/3639] Forecasting HAS...
[2025-11-25T23:37:26.391388] [INFO ] [sig       ] Generating forecast for: HAS
[2025-11-25T23:37:26.391437] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HAS' from 'https://tdm.silogroup.org/data/derivative_storage/HAS.csv'.
[2025-11-25T23:37:26.402119] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HAS'.
[2025-11-25T23:37:26.402432] [INFO ] [FORECASTER] Starting predict_future for HAS
[2025-11-25T23:37:26.403248] [DEBUG] [LOCAL     ] No optimal features file found for HAS: ./output/feature-sets/HAS.txt
[2025-11-25T23:37:26.403316] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:37:26.403384] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:37:26.403437] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:37:26.403523] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:37:26.461809] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:37:26.462728] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:37:26.462825] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:37:26.462882] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:37:26.557306] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:37:26.557491] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:37:26.557536] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:37:26.557571] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:37:26.560920] [DEBUG] [FORECASTER] HAS: Forecast T+1@11:T+2@11: DOWN (p=33.36%)
[2025-11-25T23:37:26.561202] [INFO ] [FORECASTER] Completed predict_future for HAS
[2025-11-25T23:37:26.561339] [INFO ] [sig       ] HAS: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:37:26.705742] [INFO ] [LOCAL     ] Saved forecast: HAS	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/HAS.txt
[2025-11-25T23:37:26.705909] [INFO ] [sig       ] [1518/3639] Completed HAS in 0.3s | 3.02 sym/s | Total: 8.4m | ETA: 11.7m
[2025-11-25T23:37:26.705965] [INFO ] [sig       ] [1519/3639] Forecasting HASI...
[2025-11-25T23:37:26.706026] [INFO ] [sig       ] Generating forecast for: HASI
[2025-11-25T23:37:26.706078] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HASI' from 'https://tdm.silogroup.org/data/derivative_storage/HASI.csv'.
[2025-11-25T23:37:26.717034] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HASI'.
[2025-11-25T23:37:26.717380] [INFO ] [FORECASTER] Starting predict_future for HASI
[2025-11-25T23:37:26.718234] [DEBUG] [LOCAL     ] No optimal features file found for HASI: ./output/feature-sets/HASI.txt
[2025-11-25T23:37:26.718316] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:37:26.718389] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:37:26.718457] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:37:26.718573] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:37:26.777797] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:37:26.778460] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:37:26.778578] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:37:26.778664] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:37:26.885253] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:37:26.885449] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:37:26.885497] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:37:26.885543] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:37:26.889368] [DEBUG] [FORECASTER] HASI: Forecast T+1@11:T+2@11: DOWN (p=24.87%)
[2025-11-25T23:37:26.889755] [INFO ] [FORECASTER] Completed predict_future for HASI
[2025-11-25T23:37:26.889933] [INFO ] [sig       ] HASI: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:37:27.042225] [INFO ] [LOCAL     ] Saved forecast: HASI	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/HASI.txt
[2025-11-25T23:37:27.042405] [INFO ] [sig       ] [1519/3639] Completed HASI in 0.3s | 3.02 sym/s | Total: 8.4m | ETA: 11.7m
[2025-11-25T23:37:27.042545] [INFO ] [sig       ] [1520/3639] Forecasting HBAN...
[2025-11-25T23:37:27.042599] [INFO ] [sig       ] Generating forecast for: HBAN
[2025-11-25T23:37:27.042666] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HBAN' from 'https://tdm.silogroup.org/data/derivative_storage/HBAN.csv'.
[2025-11-25T23:37:27.055057] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HBAN'.
[2025-11-25T23:37:27.055482] [INFO ] [FORECASTER] Starting predict_future for HBAN
[2025-11-25T23:37:27.056333] [DEBUG] [LOCAL     ] No optimal features file found for HBAN: ./output/feature-sets/HBAN.txt
[2025-11-25T23:37:27.056405] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:37:27.056453] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:37:27.056496] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:37:27.056581] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:37:27.114812] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:37:27.115814] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:37:27.115929] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:37:27.116000] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:37:27.220416] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:37:27.220611] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:37:27.220679] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:37:27.220745] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:37:27.224375] [DEBUG] [FORECASTER] HBAN: Forecast T+1@11:T+2@11: UP (p=91.49%)
[2025-11-25T23:37:27.224836] [INFO ] [FORECASTER] Completed predict_future for HBAN
[2025-11-25T23:37:27.225029] [INFO ] [sig       ] HBAN: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:37:27.370265] [INFO ] [LOCAL     ] Saved forecast: HBAN	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/HBAN.txt
[2025-11-25T23:37:27.370477] [INFO ] [sig       ] [1520/3639] Completed HBAN in 0.3s | 3.02 sym/s | Total: 8.4m | ETA: 11.7m
[2025-11-25T23:37:27.370539] [INFO ] [sig       ] [1521/3639] Forecasting HBANL...
[2025-11-25T23:37:27.370584] [INFO ] [sig       ] Generating forecast for: HBANL
[2025-11-25T23:37:27.370677] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HBANL' from 'https://tdm.silogroup.org/data/derivative_storage/HBANL.csv'.
[2025-11-25T23:37:27.382533] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HBANL'.
[2025-11-25T23:37:27.382977] [INFO ] [FORECASTER] Starting predict_future for HBANL
[2025-11-25T23:37:27.383865] [DEBUG] [LOCAL     ] No optimal features file found for HBANL: ./output/feature-sets/HBANL.txt
[2025-11-25T23:37:27.383934] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:37:27.383992] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:37:27.384044] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:37:27.384123] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:37:27.443176] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:37:27.444069] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:37:27.444170] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:37:27.444233] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:37:27.533793] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:37:27.533979] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:37:27.534026] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:37:27.534063] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:37:27.537595] [DEBUG] [FORECASTER] HBANL: Forecast T+1@11:T+2@11: DOWN (p=6.72%)
[2025-11-25T23:37:27.537925] [INFO ] [FORECASTER] Completed predict_future for HBANL
[2025-11-25T23:37:27.538093] [INFO ] [sig       ] HBANL: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:37:27.680734] [INFO ] [LOCAL     ] Saved forecast: HBANL	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/HBANL.txt
[2025-11-25T23:37:27.680910] [INFO ] [sig       ] [1521/3639] Completed HBANL in 0.3s | 3.02 sym/s | Total: 8.4m | ETA: 11.7m
[2025-11-25T23:37:27.680967] [INFO ] [sig       ] [1522/3639] Forecasting HBANP...
[2025-11-25T23:37:27.681025] [INFO ] [sig       ] Generating forecast for: HBANP
[2025-11-25T23:37:27.681071] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HBANP' from 'https://tdm.silogroup.org/data/derivative_storage/HBANP.csv'.
[2025-11-25T23:37:27.692989] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HBANP'.
[2025-11-25T23:37:27.693334] [INFO ] [FORECASTER] Starting predict_future for HBANP
[2025-11-25T23:37:27.694172] [DEBUG] [LOCAL     ] No optimal features file found for HBANP: ./output/feature-sets/HBANP.txt
[2025-11-25T23:37:27.694242] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:37:27.694300] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:37:27.694350] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:37:27.694436] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:37:27.753525] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:37:27.754448] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:37:27.754553] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:37:27.754602] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:37:27.848704] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:37:27.848898] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:37:27.848944] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:37:27.848980] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:37:27.852456] [DEBUG] [FORECASTER] HBANP: Forecast T+1@11:T+2@11: UP (p=50.50%)
[2025-11-25T23:37:27.852782] [INFO ] [FORECASTER] Completed predict_future for HBANP
[2025-11-25T23:37:27.852940] [INFO ] [sig       ] HBANP: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:37:27.996231] [INFO ] [LOCAL     ] Saved forecast: HBANP	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/HBANP.txt
[2025-11-25T23:37:27.996416] [INFO ] [sig       ] [1522/3639] Completed HBANP in 0.3s | 3.02 sym/s | Total: 8.4m | ETA: 11.7m
[2025-11-25T23:37:27.996477] [INFO ] [sig       ] [1523/3639] Forecasting HBB...
[2025-11-25T23:37:27.996522] [INFO ] [sig       ] Generating forecast for: HBB
[2025-11-25T23:37:27.996589] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HBB' from 'https://tdm.silogroup.org/data/derivative_storage/HBB.csv'.
[2025-11-25T23:37:28.008997] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HBB'.
[2025-11-25T23:37:28.009403] [INFO ] [FORECASTER] Starting predict_future for HBB
[2025-11-25T23:37:28.010227] [DEBUG] [LOCAL     ] No optimal features file found for HBB: ./output/feature-sets/HBB.txt
[2025-11-25T23:37:28.010297] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:37:28.010344] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:37:28.010404] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:37:28.010483] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:37:28.068236] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:37:28.069155] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:37:28.069257] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:37:28.069315] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:37:28.160146] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:37:28.160338] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:37:28.160385] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:37:28.160420] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:37:28.163884] [DEBUG] [FORECASTER] HBB: Forecast T+1@11:T+2@11: DOWN (p=0.67%)
[2025-11-25T23:37:28.164206] [INFO ] [FORECASTER] Completed predict_future for HBB
[2025-11-25T23:37:28.164374] [INFO ] [sig       ] HBB: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:37:28.308783] [INFO ] [LOCAL     ] Saved forecast: HBB	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/HBB.txt
[2025-11-25T23:37:28.308969] [INFO ] [sig       ] [1523/3639] Completed HBB in 0.3s | 3.02 sym/s | Total: 8.4m | ETA: 11.7m
[2025-11-25T23:37:28.309027] [INFO ] [sig       ] [1524/3639] Forecasting HBCP...
[2025-11-25T23:37:28.309070] [INFO ] [sig       ] Generating forecast for: HBCP
[2025-11-25T23:37:28.309110] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HBCP' from 'https://tdm.silogroup.org/data/derivative_storage/HBCP.csv'.
[2025-11-25T23:37:28.321052] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HBCP'.
[2025-11-25T23:37:28.321493] [INFO ] [FORECASTER] Starting predict_future for HBCP
[2025-11-25T23:37:28.322334] [DEBUG] [LOCAL     ] No optimal features file found for HBCP: ./output/feature-sets/HBCP.txt
[2025-11-25T23:37:28.322403] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:37:28.322449] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:37:28.322513] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:37:28.322592] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:37:28.379909] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:37:28.380873] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:37:28.380976] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:37:28.381025] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:37:28.473222] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:37:28.473410] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:37:28.473471] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:37:28.473517] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:37:28.477047] [DEBUG] [FORECASTER] HBCP: Forecast T+1@11:T+2@11: UP (p=92.40%)
[2025-11-25T23:37:28.477399] [INFO ] [FORECASTER] Completed predict_future for HBCP
[2025-11-25T23:37:28.477560] [INFO ] [sig       ] HBCP: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:37:28.620211] [INFO ] [LOCAL     ] Saved forecast: HBCP	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/HBCP.txt
[2025-11-25T23:37:28.620368] [INFO ] [sig       ] [1524/3639] Completed HBCP in 0.3s | 3.02 sym/s | Total: 8.4m | ETA: 11.7m
[2025-11-25T23:37:28.620424] [INFO ] [sig       ] [1525/3639] Forecasting HBI...
[2025-11-25T23:37:28.620466] [INFO ] [sig       ] Generating forecast for: HBI
[2025-11-25T23:37:28.620514] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HBI' from 'https://tdm.silogroup.org/data/derivative_storage/HBI.csv'.
[2025-11-25T23:37:28.631635] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HBI'.
[2025-11-25T23:37:28.631982] [INFO ] [FORECASTER] Starting predict_future for HBI
[2025-11-25T23:37:28.632808] [DEBUG] [LOCAL     ] No optimal features file found for HBI: ./output/feature-sets/HBI.txt
[2025-11-25T23:37:28.632876] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:37:28.632942] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:37:28.633011] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:37:28.633105] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:37:28.691256] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:37:28.692207] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:37:28.692307] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:37:28.692357] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:37:28.803510] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:37:28.803693] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:37:28.803745] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:37:28.803802] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:37:28.807177] [DEBUG] [FORECASTER] HBI: Forecast T+1@11:T+2@11: DOWN (p=10.70%)
[2025-11-25T23:37:28.807512] [INFO ] [FORECASTER] Completed predict_future for HBI
[2025-11-25T23:37:28.807680] [INFO ] [sig       ] HBI: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:37:28.960577] [INFO ] [LOCAL     ] Saved forecast: HBI	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/HBI.txt
[2025-11-25T23:37:28.960809] [INFO ] [sig       ] [1525/3639] Completed HBI in 0.3s | 3.02 sym/s | Total: 8.4m | ETA: 11.7m
[2025-11-25T23:37:28.960883] [INFO ] [sig       ] [1526/3639] Forecasting HBM...
[2025-11-25T23:37:28.960941] [INFO ] [sig       ] Generating forecast for: HBM
[2025-11-25T23:37:28.961080] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HBM' from 'https://tdm.silogroup.org/data/derivative_storage/HBM.csv'.
[2025-11-25T23:37:28.973037] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HBM'.
[2025-11-25T23:37:28.973405] [INFO ] [FORECASTER] Starting predict_future for HBM
[2025-11-25T23:37:28.974326] [DEBUG] [LOCAL     ] No optimal features file found for HBM: ./output/feature-sets/HBM.txt
[2025-11-25T23:37:28.974400] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:37:28.974462] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:37:28.974516] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:37:28.974609] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:37:29.037865] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:37:29.038801] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:37:29.038924] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:37:29.038976] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:37:29.144462] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:37:29.144674] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:37:29.144727] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:37:29.144762] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:37:29.148435] [DEBUG] [FORECASTER] HBM: Forecast T+1@11:T+2@11: DOWN (p=27.99%)
[2025-11-25T23:37:29.148774] [INFO ] [FORECASTER] Completed predict_future for HBM
[2025-11-25T23:37:29.148935] [INFO ] [sig       ] HBM: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:37:29.310720] [INFO ] [LOCAL     ] Saved forecast: HBM	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/HBM.txt
[2025-11-25T23:37:29.310906] [INFO ] [sig       ] [1526/3639] Completed HBM in 0.3s | 3.02 sym/s | Total: 8.4m | ETA: 11.7m
[2025-11-25T23:37:29.310988] [INFO ] [sig       ] [1527/3639] Forecasting HBNC...
[2025-11-25T23:37:29.311043] [INFO ] [sig       ] Generating forecast for: HBNC
[2025-11-25T23:37:29.311097] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HBNC' from 'https://tdm.silogroup.org/data/derivative_storage/HBNC.csv'.
[2025-11-25T23:37:29.323218] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HBNC'.
[2025-11-25T23:37:29.323584] [INFO ] [FORECASTER] Starting predict_future for HBNC
[2025-11-25T23:37:29.324441] [DEBUG] [LOCAL     ] No optimal features file found for HBNC: ./output/feature-sets/HBNC.txt
[2025-11-25T23:37:29.324515] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:37:29.324573] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:37:29.324624] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:37:29.324741] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:37:29.382506] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:37:29.383151] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:37:29.383247] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:37:29.383320] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:37:29.471150] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:37:29.471300] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:37:29.471345] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:37:29.471380] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:37:29.474686] [DEBUG] [FORECASTER] HBNC: Forecast T+1@11:T+2@11: UP (p=61.97%)
[2025-11-25T23:37:29.475004] [INFO ] [FORECASTER] Completed predict_future for HBNC
[2025-11-25T23:37:29.475163] [INFO ] [sig       ] HBNC: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:37:29.617953] [INFO ] [LOCAL     ] Saved forecast: HBNC	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/HBNC.txt
[2025-11-25T23:37:29.618116] [INFO ] [sig       ] [1527/3639] Completed HBNC in 0.3s | 3.02 sym/s | Total: 8.4m | ETA: 11.6m
[2025-11-25T23:37:29.618172] [INFO ] [sig       ] [1528/3639] Forecasting HCA...
[2025-11-25T23:37:29.618216] [INFO ] [sig       ] Generating forecast for: HCA
[2025-11-25T23:37:29.618258] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HCA' from 'https://tdm.silogroup.org/data/derivative_storage/HCA.csv'.
[2025-11-25T23:37:29.629982] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HCA'.
[2025-11-25T23:37:29.630283] [INFO ] [FORECASTER] Starting predict_future for HCA
[2025-11-25T23:37:29.631119] [DEBUG] [LOCAL     ] No optimal features file found for HCA: ./output/feature-sets/HCA.txt
[2025-11-25T23:37:29.631188] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:37:29.631234] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:37:29.631284] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:37:29.631365] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:37:29.690456] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:37:29.691225] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:37:29.691327] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:37:29.691384] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:37:29.784052] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:37:29.784226] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:37:29.784271] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:37:29.784306] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:37:29.787742] [DEBUG] [FORECASTER] HCA: Forecast T+1@11:T+2@11: DOWN (p=45.11%)
[2025-11-25T23:37:29.788026] [INFO ] [FORECASTER] Completed predict_future for HCA
[2025-11-25T23:37:29.788185] [INFO ] [sig       ] HCA: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:37:29.931009] [INFO ] [LOCAL     ] Saved forecast: HCA	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/HCA.txt
[2025-11-25T23:37:29.931193] [INFO ] [sig       ] [1528/3639] Completed HCA in 0.3s | 3.02 sym/s | Total: 8.4m | ETA: 11.6m
[2025-11-25T23:37:29.931253] [INFO ] [sig       ] [1529/3639] Forecasting HCC...
[2025-11-25T23:37:29.931305] [INFO ] [sig       ] Generating forecast for: HCC
[2025-11-25T23:37:29.931353] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HCC' from 'https://tdm.silogroup.org/data/derivative_storage/HCC.csv'.
[2025-11-25T23:37:29.942912] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HCC'.
[2025-11-25T23:37:29.943286] [INFO ] [FORECASTER] Starting predict_future for HCC
[2025-11-25T23:37:29.944108] [DEBUG] [LOCAL     ] No optimal features file found for HCC: ./output/feature-sets/HCC.txt
[2025-11-25T23:37:29.944178] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:37:29.944234] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:37:29.944286] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:37:29.944391] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:37:30.005063] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:37:30.005946] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:37:30.006052] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:37:30.006106] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:37:30.102072] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:37:30.102251] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:37:30.102297] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:37:30.102331] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:37:30.106072] [DEBUG] [FORECASTER] HCC: Forecast T+1@11:T+2@11: DOWN (p=9.31%)
[2025-11-25T23:37:30.106564] [INFO ] [FORECASTER] Completed predict_future for HCC
[2025-11-25T23:37:30.106717] [INFO ] [sig       ] HCC: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:37:30.250269] [INFO ] [LOCAL     ] Saved forecast: HCC	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/HCC.txt
[2025-11-25T23:37:30.250458] [INFO ] [sig       ] [1529/3639] Completed HCC in 0.3s | 3.02 sym/s | Total: 8.4m | ETA: 11.6m
[2025-11-25T23:37:30.250517] [INFO ] [sig       ] [1530/3639] Forecasting HCI...
[2025-11-25T23:37:30.250560] [INFO ] [sig       ] Generating forecast for: HCI
[2025-11-25T23:37:30.250608] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HCI' from 'https://tdm.silogroup.org/data/derivative_storage/HCI.csv'.
[2025-11-25T23:37:30.263420] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HCI'.
[2025-11-25T23:37:30.263900] [INFO ] [FORECASTER] Starting predict_future for HCI
[2025-11-25T23:37:30.264805] [DEBUG] [LOCAL     ] No optimal features file found for HCI: ./output/feature-sets/HCI.txt
[2025-11-25T23:37:30.264876] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:37:30.264923] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:37:30.264964] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:37:30.265035] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:37:30.324817] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:37:30.325756] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:37:30.325865] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:37:30.325915] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:37:30.427141] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:37:30.427330] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:37:30.427404] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:37:30.427443] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:37:30.430952] [DEBUG] [FORECASTER] HCI: Forecast T+1@11:T+2@11: UP (p=88.72%)
[2025-11-25T23:37:30.431256] [INFO ] [FORECASTER] Completed predict_future for HCI
[2025-11-25T23:37:30.431416] [INFO ] [sig       ] HCI: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:37:30.574013] [INFO ] [LOCAL     ] Saved forecast: HCI	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/HCI.txt
[2025-11-25T23:37:30.574174] [INFO ] [sig       ] [1530/3639] Completed HCI in 0.3s | 3.02 sym/s | Total: 8.4m | ETA: 11.6m
[2025-11-25T23:37:30.574230] [INFO ] [sig       ] [1531/3639] Forecasting HCM...
[2025-11-25T23:37:30.574272] [INFO ] [sig       ] Generating forecast for: HCM
[2025-11-25T23:37:30.574315] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HCM' from 'https://tdm.silogroup.org/data/derivative_storage/HCM.csv'.
[2025-11-25T23:37:30.585790] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HCM'.
[2025-11-25T23:37:30.586125] [INFO ] [FORECASTER] Starting predict_future for HCM
[2025-11-25T23:37:30.586958] [DEBUG] [LOCAL     ] No optimal features file found for HCM: ./output/feature-sets/HCM.txt
[2025-11-25T23:37:30.587041] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:37:30.587088] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:37:30.587132] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:37:30.587205] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:37:30.648232] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:37:30.649213] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:37:30.649312] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:37:30.649359] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:37:30.749250] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:37:30.749430] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:37:30.749476] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:37:30.749510] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:37:30.752861] [DEBUG] [FORECASTER] HCM: Forecast T+1@11:T+2@11: DOWN (p=2.31%)
[2025-11-25T23:37:30.753163] [INFO ] [FORECASTER] Completed predict_future for HCM
[2025-11-25T23:37:30.753305] [INFO ] [sig       ] HCM: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:37:30.894320] [INFO ] [LOCAL     ] Saved forecast: HCM	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/HCM.txt
[2025-11-25T23:37:30.894496] [INFO ] [sig       ] [1531/3639] Completed HCM in 0.3s | 3.02 sym/s | Total: 8.4m | ETA: 11.6m
[2025-11-25T23:37:30.894553] [INFO ] [sig       ] [1532/3639] Forecasting HCSG...
[2025-11-25T23:37:30.894597] [INFO ] [sig       ] Generating forecast for: HCSG
[2025-11-25T23:37:30.894658] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HCSG' from 'https://tdm.silogroup.org/data/derivative_storage/HCSG.csv'.
[2025-11-25T23:37:30.908062] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HCSG'.
[2025-11-25T23:37:30.908547] [INFO ] [FORECASTER] Starting predict_future for HCSG
[2025-11-25T23:37:30.909456] [DEBUG] [LOCAL     ] No optimal features file found for HCSG: ./output/feature-sets/HCSG.txt
[2025-11-25T23:37:30.909545] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:37:30.909607] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:37:30.909680] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:37:30.909771] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:37:30.967731] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:37:30.968709] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:37:30.968808] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:37:30.968870] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:37:31.060591] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:37:31.060811] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:37:31.060859] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:37:31.060894] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:37:31.064335] [DEBUG] [FORECASTER] HCSG: Forecast T+1@11:T+2@11: UP (p=60.27%)
[2025-11-25T23:37:31.064634] [INFO ] [FORECASTER] Completed predict_future for HCSG
[2025-11-25T23:37:31.064803] [INFO ] [sig       ] HCSG: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:37:31.210431] [INFO ] [LOCAL     ] Saved forecast: HCSG	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/HCSG.txt
[2025-11-25T23:37:31.210585] [INFO ] [sig       ] [1532/3639] Completed HCSG in 0.3s | 3.02 sym/s | Total: 8.4m | ETA: 11.6m
[2025-11-25T23:37:31.210658] [INFO ] [sig       ] [1533/3639] Forecasting HCTI...
[2025-11-25T23:37:31.210705] [INFO ] [sig       ] Generating forecast for: HCTI
[2025-11-25T23:37:31.210823] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HCTI' from 'https://tdm.silogroup.org/data/derivative_storage/HCTI.csv'.
[2025-11-25T23:37:31.222579] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HCTI'.
[2025-11-25T23:37:31.223034] [INFO ] [FORECASTER] Starting predict_future for HCTI
[2025-11-25T23:37:31.223886] [DEBUG] [LOCAL     ] No optimal features file found for HCTI: ./output/feature-sets/HCTI.txt
[2025-11-25T23:37:31.223954] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:37:31.224000] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:37:31.224041] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:37:31.224178] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:37:31.281146] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:37:31.281890] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:37:31.281984] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:37:31.282041] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:37:31.382081] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:37:31.382184] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:37:31.382225] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:37:31.382259] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:37:31.385331] [DEBUG] [FORECASTER] HCTI: Forecast T+1@11:T+2@11: DOWN (p=6.35%)
[2025-11-25T23:37:31.385636] [INFO ] [FORECASTER] Completed predict_future for HCTI
[2025-11-25T23:37:31.385830] [INFO ] [sig       ] HCTI: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:37:31.526016] [INFO ] [LOCAL     ] Saved forecast: HCTI	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/HCTI.txt
[2025-11-25T23:37:31.526141] [INFO ] [sig       ] [1533/3639] Completed HCTI in 0.3s | 3.02 sym/s | Total: 8.5m | ETA: 11.6m
[2025-11-25T23:37:31.526194] [INFO ] [sig       ] [1534/3639] Forecasting HD...
[2025-11-25T23:37:31.526297] [INFO ] [sig       ] Generating forecast for: HD
[2025-11-25T23:37:31.526342] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HD' from 'https://tdm.silogroup.org/data/derivative_storage/HD.csv'.
[2025-11-25T23:37:31.537311] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HD'.
[2025-11-25T23:37:31.537629] [INFO ] [FORECASTER] Starting predict_future for HD
[2025-11-25T23:37:31.538439] [DEBUG] [LOCAL     ] No optimal features file found for HD: ./output/feature-sets/HD.txt
[2025-11-25T23:37:31.538510] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:37:31.538570] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:37:31.538620] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:37:31.538730] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:37:31.596498] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:37:31.597127] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:37:31.597220] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:37:31.597280] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:37:31.688743] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:37:31.688836] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:37:31.688876] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:37:31.688910] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:37:31.691892] [DEBUG] [FORECASTER] HD: Forecast T+1@11:T+2@11: UP (p=99.25%)
[2025-11-25T23:37:31.692186] [INFO ] [FORECASTER] Completed predict_future for HD
[2025-11-25T23:37:31.692338] [INFO ] [sig       ] HD: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:37:31.832539] [INFO ] [LOCAL     ] Saved forecast: HD	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/HD.txt
[2025-11-25T23:37:31.832689] [INFO ] [sig       ] [1534/3639] Completed HD in 0.3s | 3.02 sym/s | Total: 8.5m | ETA: 11.6m
[2025-11-25T23:37:31.832748] [INFO ] [sig       ] [1535/3639] Forecasting HDB...
[2025-11-25T23:37:31.832787] [INFO ] [sig       ] Generating forecast for: HDB
[2025-11-25T23:37:31.832829] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HDB' from 'https://tdm.silogroup.org/data/derivative_storage/HDB.csv'.
[2025-11-25T23:37:31.844069] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HDB'.
[2025-11-25T23:37:31.844364] [INFO ] [FORECASTER] Starting predict_future for HDB
[2025-11-25T23:37:31.845169] [DEBUG] [LOCAL     ] No optimal features file found for HDB: ./output/feature-sets/HDB.txt
[2025-11-25T23:37:31.845239] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:37:31.845295] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:37:31.845347] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:37:31.845433] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:37:31.903218] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:37:31.903854] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:37:31.903947] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:37:31.904007] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:37:31.997685] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:37:31.997779] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:37:31.997819] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:37:31.997852] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:37:32.000875] [DEBUG] [FORECASTER] HDB: Forecast T+1@11:T+2@11: UP (p=58.89%)
[2025-11-25T23:37:32.001152] [INFO ] [FORECASTER] Completed predict_future for HDB
[2025-11-25T23:37:32.001289] [INFO ] [sig       ] HDB: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:37:32.141334] [INFO ] [LOCAL     ] Saved forecast: HDB	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/HDB.txt
[2025-11-25T23:37:32.141460] [INFO ] [sig       ] [1535/3639] Completed HDB in 0.3s | 3.02 sym/s | Total: 8.5m | ETA: 11.6m
[2025-11-25T23:37:32.141514] [INFO ] [sig       ] [1536/3639] Forecasting HDSN...
[2025-11-25T23:37:32.141556] [INFO ] [sig       ] Generating forecast for: HDSN
[2025-11-25T23:37:32.141597] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HDSN' from 'https://tdm.silogroup.org/data/derivative_storage/HDSN.csv'.
[2025-11-25T23:37:32.152574] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HDSN'.
[2025-11-25T23:37:32.152859] [INFO ] [FORECASTER] Starting predict_future for HDSN
[2025-11-25T23:37:32.153682] [DEBUG] [LOCAL     ] No optimal features file found for HDSN: ./output/feature-sets/HDSN.txt
[2025-11-25T23:37:32.153749] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:37:32.153805] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:37:32.153855] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:37:32.153942] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:37:32.211746] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:37:32.212354] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:37:32.212447] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:37:32.212505] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:37:32.300368] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:37:32.300474] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:37:32.300514] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:37:32.300548] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:37:32.303637] [DEBUG] [FORECASTER] HDSN: Forecast T+1@11:T+2@11: UP (p=62.56%)
[2025-11-25T23:37:32.303954] [INFO ] [FORECASTER] Completed predict_future for HDSN
[2025-11-25T23:37:32.304088] [INFO ] [sig       ] HDSN: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:37:32.448485] [INFO ] [LOCAL     ] Saved forecast: HDSN	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/HDSN.txt
[2025-11-25T23:37:32.448627] [INFO ] [sig       ] [1536/3639] Completed HDSN in 0.3s | 3.02 sym/s | Total: 8.5m | ETA: 11.6m
[2025-11-25T23:37:32.448702] [INFO ] [sig       ] [1537/3639] Forecasting HE...
[2025-11-25T23:37:32.448747] [INFO ] [sig       ] Generating forecast for: HE
[2025-11-25T23:37:32.448788] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HE' from 'https://tdm.silogroup.org/data/derivative_storage/HE.csv'.
[2025-11-25T23:37:32.460293] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HE'.
[2025-11-25T23:37:32.460578] [INFO ] [FORECASTER] Starting predict_future for HE
[2025-11-25T23:37:32.461378] [DEBUG] [LOCAL     ] No optimal features file found for HE: ./output/feature-sets/HE.txt
[2025-11-25T23:37:32.461447] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:37:32.461499] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:37:32.461540] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:37:32.461608] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:37:32.519418] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:37:32.520039] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:37:32.520143] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:37:32.520191] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:37:32.617275] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:37:32.617399] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:37:32.617440] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:37:32.617474] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:37:32.620546] [DEBUG] [FORECASTER] HE: Forecast T+1@11:T+2@11: DOWN (p=2.76%)
[2025-11-25T23:37:32.620857] [INFO ] [FORECASTER] Completed predict_future for HE
[2025-11-25T23:37:32.620998] [INFO ] [sig       ] HE: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:37:32.762104] [INFO ] [LOCAL     ] Saved forecast: HE	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/HE.txt
[2025-11-25T23:37:32.762227] [INFO ] [sig       ] [1537/3639] Completed HE in 0.3s | 3.02 sym/s | Total: 8.5m | ETA: 11.6m
[2025-11-25T23:37:32.762279] [INFO ] [sig       ] [1538/3639] Forecasting HEI...
[2025-11-25T23:37:32.762321] [INFO ] [sig       ] Generating forecast for: HEI
[2025-11-25T23:37:32.762362] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HEI' from 'https://tdm.silogroup.org/data/derivative_storage/HEI.csv'.
[2025-11-25T23:37:32.772626] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HEI'.
[2025-11-25T23:37:32.772906] [INFO ] [FORECASTER] Starting predict_future for HEI
[2025-11-25T23:37:32.773715] [DEBUG] [LOCAL     ] No optimal features file found for HEI: ./output/feature-sets/HEI.txt
[2025-11-25T23:37:32.773785] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:37:32.773840] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:37:32.773890] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:37:32.773977] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:37:32.831689] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:37:32.832299] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:37:32.832392] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:37:32.832451] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:37:32.928682] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:37:32.928781] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:37:32.928838] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:37:32.928873] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:37:32.931902] [DEBUG] [FORECASTER] HEI: Forecast T+1@11:T+2@11: UP (p=97.65%)
[2025-11-25T23:37:32.932181] [INFO ] [FORECASTER] Completed predict_future for HEI
[2025-11-25T23:37:32.932313] [INFO ] [sig       ] HEI: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:37:33.072608] [INFO ] [LOCAL     ] Saved forecast: HEI	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/HEI.txt
[2025-11-25T23:37:33.072751] [INFO ] [sig       ] [1538/3639] Completed HEI in 0.3s | 3.02 sym/s | Total: 8.5m | ETA: 11.6m
[2025-11-25T23:37:33.072815] [INFO ] [sig       ] [1539/3639] Forecasting HELE...
[2025-11-25T23:37:33.072869] [INFO ] [sig       ] Generating forecast for: HELE
[2025-11-25T23:37:33.072921] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HELE' from 'https://tdm.silogroup.org/data/derivative_storage/HELE.csv'.
[2025-11-25T23:37:33.083925] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HELE'.
[2025-11-25T23:37:33.084207] [INFO ] [FORECASTER] Starting predict_future for HELE
[2025-11-25T23:37:33.085037] [DEBUG] [LOCAL     ] No optimal features file found for HELE: ./output/feature-sets/HELE.txt
[2025-11-25T23:37:33.085105] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:37:33.085160] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:37:33.085210] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:37:33.085281] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:37:33.143139] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:37:33.143767] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:37:33.143858] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:37:33.143916] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:37:33.238676] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:37:33.238765] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:37:33.238804] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:37:33.238838] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:37:33.241841] [DEBUG] [FORECASTER] HELE: Forecast T+1@11:T+2@11: UP (p=93.65%)
[2025-11-25T23:37:33.242130] [INFO ] [FORECASTER] Completed predict_future for HELE
[2025-11-25T23:37:33.242266] [INFO ] [sig       ] HELE: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:37:33.382584] [INFO ] [LOCAL     ] Saved forecast: HELE	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/HELE.txt
[2025-11-25T23:37:33.382725] [INFO ] [sig       ] [1539/3639] Completed HELE in 0.3s | 3.02 sym/s | Total: 8.5m | ETA: 11.6m
[2025-11-25T23:37:33.382790] [INFO ] [sig       ] [1540/3639] Forecasting HEPS...
[2025-11-25T23:37:33.382843] [INFO ] [sig       ] Generating forecast for: HEPS
[2025-11-25T23:37:33.382893] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HEPS' from 'https://tdm.silogroup.org/data/derivative_storage/HEPS.csv'.
[2025-11-25T23:37:33.393880] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HEPS'.
[2025-11-25T23:37:33.394158] [INFO ] [FORECASTER] Starting predict_future for HEPS
[2025-11-25T23:37:33.394988] [DEBUG] [LOCAL     ] No optimal features file found for HEPS: ./output/feature-sets/HEPS.txt
[2025-11-25T23:37:33.395055] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:37:33.395100] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:37:33.395140] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:37:33.395209] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:37:33.452368] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:37:33.453007] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:37:33.453099] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:37:33.453144] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:37:33.547947] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:37:33.548034] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:37:33.548074] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:37:33.548107] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:37:33.551097] [DEBUG] [FORECASTER] HEPS: Forecast T+1@11:T+2@11: UP (p=98.27%)
[2025-11-25T23:37:33.551362] [INFO ] [FORECASTER] Completed predict_future for HEPS
[2025-11-25T23:37:33.551505] [INFO ] [sig       ] HEPS: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:37:33.692620] [INFO ] [LOCAL     ] Saved forecast: HEPS	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/HEPS.txt
[2025-11-25T23:37:33.692761] [INFO ] [sig       ] [1540/3639] Completed HEPS in 0.3s | 3.02 sym/s | Total: 8.5m | ETA: 11.6m
[2025-11-25T23:37:33.692815] [INFO ] [sig       ] [1541/3639] Forecasting HEQ...
[2025-11-25T23:37:33.692858] [INFO ] [sig       ] Generating forecast for: HEQ
[2025-11-25T23:37:33.692893] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HEQ' from 'https://tdm.silogroup.org/data/derivative_storage/HEQ.csv'.
[2025-11-25T23:37:33.704513] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HEQ'.
[2025-11-25T23:37:33.704833] [INFO ] [FORECASTER] Starting predict_future for HEQ
[2025-11-25T23:37:33.705620] [DEBUG] [LOCAL     ] No optimal features file found for HEQ: ./output/feature-sets/HEQ.txt
[2025-11-25T23:37:33.705709] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:37:33.705755] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:37:33.705795] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:37:33.705896] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:37:33.763019] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:37:33.763665] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:37:33.763756] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:37:33.763803] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:37:33.848345] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:37:33.848444] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:37:33.848484] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:37:33.848517] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:37:33.851572] [DEBUG] [FORECASTER] HEQ: Forecast T+1@11:T+2@11: DOWN (p=8.69%)
[2025-11-25T23:37:33.851878] [INFO ] [FORECASTER] Completed predict_future for HEQ
[2025-11-25T23:37:33.852016] [INFO ] [sig       ] HEQ: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:37:33.996170] [INFO ] [LOCAL     ] Saved forecast: HEQ	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/HEQ.txt
[2025-11-25T23:37:33.996313] [INFO ] [sig       ] [1541/3639] Completed HEQ in 0.3s | 3.02 sym/s | Total: 8.5m | ETA: 11.6m
[2025-11-25T23:37:33.996373] [INFO ] [sig       ] [1542/3639] Forecasting HERO...
[2025-11-25T23:37:33.996418] [INFO ] [sig       ] Generating forecast for: HERO
[2025-11-25T23:37:33.996459] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HERO' from 'https://tdm.silogroup.org/data/derivative_storage/HERO.csv'.
[2025-11-25T23:37:34.007585] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HERO'.
[2025-11-25T23:37:34.007934] [INFO ] [FORECASTER] Starting predict_future for HERO
[2025-11-25T23:37:34.008771] [DEBUG] [LOCAL     ] No optimal features file found for HERO: ./output/feature-sets/HERO.txt
[2025-11-25T23:37:34.008838] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:37:34.008916] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:37:34.008961] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:37:34.009028] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:37:34.066319] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:37:34.066966] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:37:34.067064] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:37:34.067123] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:37:34.161795] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:37:34.161905] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:37:34.161946] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:37:34.161979] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:37:34.165116] [DEBUG] [FORECASTER] HERO: Forecast T+1@11:T+2@11: UP (p=99.80%)
[2025-11-25T23:37:34.165406] [INFO ] [FORECASTER] Completed predict_future for HERO
[2025-11-25T23:37:34.165535] [INFO ] [sig       ] HERO: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:37:34.306808] [INFO ] [LOCAL     ] Saved forecast: HERO	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/HERO.txt
[2025-11-25T23:37:34.306933] [INFO ] [sig       ] [1542/3639] Completed HERO in 0.3s | 3.02 sym/s | Total: 8.5m | ETA: 11.6m
[2025-11-25T23:37:34.306987] [INFO ] [sig       ] [1543/3639] Forecasting HESM...
[2025-11-25T23:37:34.307030] [INFO ] [sig       ] Generating forecast for: HESM
[2025-11-25T23:37:34.307089] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HESM' from 'https://tdm.silogroup.org/data/derivative_storage/HESM.csv'.
[2025-11-25T23:37:34.318040] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HESM'.
[2025-11-25T23:37:34.318341] [INFO ] [FORECASTER] Starting predict_future for HESM
[2025-11-25T23:37:34.319137] [DEBUG] [LOCAL     ] No optimal features file found for HESM: ./output/feature-sets/HESM.txt
[2025-11-25T23:37:34.319205] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:37:34.319263] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:37:34.319313] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:37:34.319397] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:37:34.375956] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:37:34.376564] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:37:34.376685] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:37:34.376736] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:37:34.474083] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:37:34.474183] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:37:34.474224] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:37:34.474257] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:37:34.477295] [DEBUG] [FORECASTER] HESM: Forecast T+1@11:T+2@11: DOWN (p=16.51%)
[2025-11-25T23:37:34.477717] [INFO ] [FORECASTER] Completed predict_future for HESM
[2025-11-25T23:37:34.477926] [INFO ] [sig       ] HESM: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:37:34.617771] [INFO ] [LOCAL     ] Saved forecast: HESM	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/HESM.txt
[2025-11-25T23:37:34.617894] [INFO ] [sig       ] [1543/3639] Completed HESM in 0.3s | 3.02 sym/s | Total: 8.5m | ETA: 11.6m
[2025-11-25T23:37:34.617948] [INFO ] [sig       ] [1544/3639] Forecasting HFFG...
[2025-11-25T23:37:34.617999] [INFO ] [sig       ] Generating forecast for: HFFG
[2025-11-25T23:37:34.618049] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HFFG' from 'https://tdm.silogroup.org/data/derivative_storage/HFFG.csv'.
[2025-11-25T23:37:34.629541] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HFFG'.
[2025-11-25T23:37:34.629891] [INFO ] [FORECASTER] Starting predict_future for HFFG
[2025-11-25T23:37:34.630725] [DEBUG] [LOCAL     ] No optimal features file found for HFFG: ./output/feature-sets/HFFG.txt
[2025-11-25T23:37:34.630793] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:37:34.630849] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:37:34.630900] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:37:34.630987] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:37:34.687921] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:37:34.688535] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:37:34.688630] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:37:34.688707] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:37:34.776681] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:37:34.776822] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:37:34.776876] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:37:34.776922] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:37:34.780113] [DEBUG] [FORECASTER] HFFG: Forecast T+1@11:T+2@11: UP (p=80.78%)
[2025-11-25T23:37:34.780403] [INFO ] [FORECASTER] Completed predict_future for HFFG
[2025-11-25T23:37:34.780549] [INFO ] [sig       ] HFFG: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:37:34.921873] [INFO ] [LOCAL     ] Saved forecast: HFFG	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/HFFG.txt
[2025-11-25T23:37:34.921997] [INFO ] [sig       ] [1544/3639] Completed HFFG in 0.3s | 3.02 sym/s | Total: 8.5m | ETA: 11.5m
[2025-11-25T23:37:34.922051] [INFO ] [sig       ] [1545/3639] Forecasting HFRO...
[2025-11-25T23:37:34.922093] [INFO ] [sig       ] Generating forecast for: HFRO
[2025-11-25T23:37:34.922133] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HFRO' from 'https://tdm.silogroup.org/data/derivative_storage/HFRO.csv'.
[2025-11-25T23:37:34.933157] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HFRO'.
[2025-11-25T23:37:34.933443] [INFO ] [FORECASTER] Starting predict_future for HFRO
[2025-11-25T23:37:34.934262] [DEBUG] [LOCAL     ] No optimal features file found for HFRO: ./output/feature-sets/HFRO.txt
[2025-11-25T23:37:34.934333] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:37:34.934378] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:37:34.934433] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:37:34.934512] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:37:34.991361] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:37:34.992006] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:37:34.992099] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:37:34.992153] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:37:35.087309] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:37:35.087427] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:37:35.087474] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:37:35.087511] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:37:35.090528] [DEBUG] [FORECASTER] HFRO: Forecast T+1@11:T+2@11: UP (p=93.61%)
[2025-11-25T23:37:35.090828] [INFO ] [FORECASTER] Completed predict_future for HFRO
[2025-11-25T23:37:35.090980] [INFO ] [sig       ] HFRO: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:37:35.232108] [INFO ] [LOCAL     ] Saved forecast: HFRO	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/HFRO.txt
[2025-11-25T23:37:35.232233] [INFO ] [sig       ] [1545/3639] Completed HFRO in 0.3s | 3.02 sym/s | Total: 8.5m | ETA: 11.5m
[2025-11-25T23:37:35.232296] [INFO ] [sig       ] [1546/3639] Forecasting HFWA...
[2025-11-25T23:37:35.232340] [INFO ] [sig       ] Generating forecast for: HFWA
[2025-11-25T23:37:35.232381] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HFWA' from 'https://tdm.silogroup.org/data/derivative_storage/HFWA.csv'.
[2025-11-25T23:37:35.243450] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HFWA'.
[2025-11-25T23:37:35.243750] [INFO ] [FORECASTER] Starting predict_future for HFWA
[2025-11-25T23:37:35.244540] [DEBUG] [LOCAL     ] No optimal features file found for HFWA: ./output/feature-sets/HFWA.txt
[2025-11-25T23:37:35.244609] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:37:35.244678] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:37:35.244721] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:37:35.244789] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:37:35.302560] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:37:35.303175] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:37:35.303267] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:37:35.303313] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:37:35.394886] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:37:35.394982] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:37:35.395022] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:37:35.395055] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:37:35.398097] [DEBUG] [FORECASTER] HFWA: Forecast T+1@11:T+2@11: UP (p=92.57%)
[2025-11-25T23:37:35.398368] [INFO ] [FORECASTER] Completed predict_future for HFWA
[2025-11-25T23:37:35.398506] [INFO ] [sig       ] HFWA: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:37:35.538452] [INFO ] [LOCAL     ] Saved forecast: HFWA	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/HFWA.txt
[2025-11-25T23:37:35.538579] [INFO ] [sig       ] [1546/3639] Completed HFWA in 0.3s | 3.02 sym/s | Total: 8.5m | ETA: 11.5m
[2025-11-25T23:37:35.538633] [INFO ] [sig       ] [1547/3639] Forecasting HG...
[2025-11-25T23:37:35.538694] [INFO ] [sig       ] Generating forecast for: HG
[2025-11-25T23:37:35.538736] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HG' from 'https://tdm.silogroup.org/data/derivative_storage/HG.csv'.
[2025-11-25T23:37:35.550014] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HG'.
[2025-11-25T23:37:35.550299] [INFO ] [FORECASTER] Starting predict_future for HG
[2025-11-25T23:37:35.551077] [DEBUG] [LOCAL     ] No optimal features file found for HG: ./output/feature-sets/HG.txt
[2025-11-25T23:37:35.551146] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:37:35.551193] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:37:35.551232] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:37:35.551306] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:37:35.608998] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:37:35.609586] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:37:35.609699] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:37:35.609745] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:37:35.706444] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:37:35.706550] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:37:35.706592] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:37:35.706626] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:37:35.709750] [DEBUG] [FORECASTER] HG: Forecast T+1@11:T+2@11: UP (p=75.67%)
[2025-11-25T23:37:35.710022] [INFO ] [FORECASTER] Completed predict_future for HG
[2025-11-25T23:37:35.710152] [INFO ] [sig       ] HG: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:37:35.854752] [INFO ] [LOCAL     ] Saved forecast: HG	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/HG.txt
[2025-11-25T23:37:35.854985] [INFO ] [sig       ] [1547/3639] Completed HG in 0.3s | 3.02 sym/s | Total: 8.5m | ETA: 11.5m
[2025-11-25T23:37:35.855041] [INFO ] [sig       ] [1548/3639] Forecasting HGBL...
[2025-11-25T23:37:35.855084] [INFO ] [sig       ] Generating forecast for: HGBL
[2025-11-25T23:37:35.855124] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HGBL' from 'https://tdm.silogroup.org/data/derivative_storage/HGBL.csv'.
[2025-11-25T23:37:35.867942] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HGBL'.
[2025-11-25T23:37:35.868293] [INFO ] [FORECASTER] Starting predict_future for HGBL
[2025-11-25T23:37:35.869118] [DEBUG] [LOCAL     ] No optimal features file found for HGBL: ./output/feature-sets/HGBL.txt
[2025-11-25T23:37:35.869200] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:37:35.869255] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:37:35.869304] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:37:35.869377] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:37:35.926244] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:37:35.926866] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:37:35.926966] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:37:35.927013] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:37:36.014365] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:37:36.014458] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:37:36.014498] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:37:36.014532] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:37:36.017619] [DEBUG] [FORECASTER] HGBL: Forecast T+1@11:T+2@11: DOWN (p=4.68%)
[2025-11-25T23:37:36.017911] [INFO ] [FORECASTER] Completed predict_future for HGBL
[2025-11-25T23:37:36.018050] [INFO ] [sig       ] HGBL: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:37:36.158382] [INFO ] [LOCAL     ] Saved forecast: HGBL	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/HGBL.txt
[2025-11-25T23:37:36.158508] [INFO ] [sig       ] [1548/3639] Completed HGBL in 0.3s | 3.02 sym/s | Total: 8.5m | ETA: 11.5m
[2025-11-25T23:37:36.158561] [INFO ] [sig       ] [1549/3639] Forecasting HGLB...
[2025-11-25T23:37:36.158604] [INFO ] [sig       ] Generating forecast for: HGLB
[2025-11-25T23:37:36.158665] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HGLB' from 'https://tdm.silogroup.org/data/derivative_storage/HGLB.csv'.
[2025-11-25T23:37:36.177119] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HGLB'.
[2025-11-25T23:37:36.177516] [INFO ] [FORECASTER] Starting predict_future for HGLB
[2025-11-25T23:37:36.178305] [DEBUG] [LOCAL     ] No optimal features file found for HGLB: ./output/feature-sets/HGLB.txt
[2025-11-25T23:37:36.178373] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:37:36.178603] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:37:36.178659] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:37:36.178734] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:37:36.235720] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:37:36.236313] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:37:36.236405] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:37:36.236449] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:37:36.334683] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:37:36.334796] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:37:36.334963] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:37:36.335030] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:37:36.338188] [DEBUG] [FORECASTER] HGLB: Forecast T+1@11:T+2@11: DOWN (p=25.26%)
[2025-11-25T23:37:36.338525] [INFO ] [FORECASTER] Completed predict_future for HGLB
[2025-11-25T23:37:36.338695] [INFO ] [sig       ] HGLB: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:37:36.478406] [INFO ] [LOCAL     ] Saved forecast: HGLB	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/HGLB.txt
[2025-11-25T23:37:36.478531] [INFO ] [sig       ] [1549/3639] Completed HGLB in 0.3s | 3.02 sym/s | Total: 8.5m | ETA: 11.5m
[2025-11-25T23:37:36.478583] [INFO ] [sig       ] [1550/3639] Forecasting HGTY...
[2025-11-25T23:37:36.478659] [INFO ] [sig       ] Generating forecast for: HGTY
[2025-11-25T23:37:36.478715] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HGTY' from 'https://tdm.silogroup.org/data/derivative_storage/HGTY.csv'.
[2025-11-25T23:37:36.492761] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HGTY'.
[2025-11-25T23:37:36.493093] [INFO ] [FORECASTER] Starting predict_future for HGTY
[2025-11-25T23:37:36.493884] [DEBUG] [LOCAL     ] No optimal features file found for HGTY: ./output/feature-sets/HGTY.txt
[2025-11-25T23:37:36.493952] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:37:36.493997] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:37:36.494037] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:37:36.494105] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:37:36.551469] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:37:36.552107] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:37:36.552213] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:37:36.552260] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:37:36.639963] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:37:36.640062] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:37:36.640102] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:37:36.640136] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:37:36.643173] [DEBUG] [FORECASTER] HGTY: Forecast T+1@11:T+2@11: DOWN (p=5.71%)
[2025-11-25T23:37:36.643452] [INFO ] [FORECASTER] Completed predict_future for HGTY
[2025-11-25T23:37:36.643581] [INFO ] [sig       ] HGTY: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:37:36.784019] [INFO ] [LOCAL     ] Saved forecast: HGTY	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/HGTY.txt
[2025-11-25T23:37:36.784143] [INFO ] [sig       ] [1550/3639] Completed HGTY in 0.3s | 3.02 sym/s | Total: 8.5m | ETA: 11.5m
[2025-11-25T23:37:36.784195] [INFO ] [sig       ] [1551/3639] Forecasting HHH...
[2025-11-25T23:37:36.784238] [INFO ] [sig       ] Generating forecast for: HHH
[2025-11-25T23:37:36.784272] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HHH' from 'https://tdm.silogroup.org/data/derivative_storage/HHH.csv'.
[2025-11-25T23:37:36.794993] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HHH'.
[2025-11-25T23:37:36.795263] [INFO ] [FORECASTER] Starting predict_future for HHH
[2025-11-25T23:37:36.796041] [DEBUG] [LOCAL     ] No optimal features file found for HHH: ./output/feature-sets/HHH.txt
[2025-11-25T23:37:36.796109] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:37:36.796154] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:37:36.796198] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:37:36.796266] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:37:36.854148] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:37:36.854796] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:37:36.854905] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:37:36.854953] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:37:36.945982] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:37:36.946076] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:37:36.946124] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:37:36.946158] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:37:36.949205] [DEBUG] [FORECASTER] HHH: Forecast T+1@11:T+2@11: UP (p=60.13%)
[2025-11-25T23:37:36.949474] [INFO ] [FORECASTER] Completed predict_future for HHH
[2025-11-25T23:37:36.949609] [INFO ] [sig       ] HHH: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:37:37.090401] [INFO ] [LOCAL     ] Saved forecast: HHH	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/HHH.txt
[2025-11-25T23:37:37.090528] [INFO ] [sig       ] [1551/3639] Completed HHH in 0.3s | 3.03 sym/s | Total: 8.5m | ETA: 11.5m
[2025-11-25T23:37:37.090581] [INFO ] [sig       ] [1552/3639] Forecasting HI...
[2025-11-25T23:37:37.090623] [INFO ] [sig       ] Generating forecast for: HI
[2025-11-25T23:37:37.090682] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HI' from 'https://tdm.silogroup.org/data/derivative_storage/HI.csv'.
[2025-11-25T23:37:37.134729] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HI'.
[2025-11-25T23:37:37.135030] [INFO ] [FORECASTER] Starting predict_future for HI
[2025-11-25T23:37:37.135841] [DEBUG] [LOCAL     ] No optimal features file found for HI: ./output/feature-sets/HI.txt
[2025-11-25T23:37:37.135910] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:37:37.135966] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:37:37.136016] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:37:37.136102] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:37:37.193991] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:37:37.194607] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:37:37.194729] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:37:37.194779] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:37:37.298087] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:37:37.298237] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:37:37.298283] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:37:37.298317] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:37:37.302032] [DEBUG] [FORECASTER] HI: Forecast T+1@11:T+2@11: UP (p=62.09%)
[2025-11-25T23:37:37.302325] [INFO ] [FORECASTER] Completed predict_future for HI
[2025-11-25T23:37:37.302475] [INFO ] [sig       ] HI: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:37:37.442663] [INFO ] [LOCAL     ] Saved forecast: HI	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/HI.txt
[2025-11-25T23:37:37.442794] [INFO ] [sig       ] [1552/3639] Completed HI in 0.4s | 3.02 sym/s | Total: 8.6m | ETA: 11.5m
[2025-11-25T23:37:37.442858] [INFO ] [sig       ] [1553/3639] Forecasting HIFS...
[2025-11-25T23:37:37.442908] [INFO ] [sig       ] Generating forecast for: HIFS
[2025-11-25T23:37:37.442957] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HIFS' from 'https://tdm.silogroup.org/data/derivative_storage/HIFS.csv'.
[2025-11-25T23:37:37.454226] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HIFS'.
[2025-11-25T23:37:37.454557] [INFO ] [FORECASTER] Starting predict_future for HIFS
[2025-11-25T23:37:37.455359] [DEBUG] [LOCAL     ] No optimal features file found for HIFS: ./output/feature-sets/HIFS.txt
[2025-11-25T23:37:37.455428] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:37:37.455474] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:37:37.455528] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:37:37.455600] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:37:37.512536] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:37:37.513161] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:37:37.513258] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:37:37.513304] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:37:37.598718] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:37:37.598841] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:37:37.598883] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:37:37.598917] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:37:37.602138] [DEBUG] [FORECASTER] HIFS: Forecast T+1@11:T+2@11: DOWN (p=3.16%)
[2025-11-25T23:37:37.602425] [INFO ] [FORECASTER] Completed predict_future for HIFS
[2025-11-25T23:37:37.602563] [INFO ] [sig       ] HIFS: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:37:37.742081] [INFO ] [LOCAL     ] Saved forecast: HIFS	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/HIFS.txt
[2025-11-25T23:37:37.742208] [INFO ] [sig       ] [1553/3639] Completed HIFS in 0.3s | 3.03 sym/s | Total: 8.6m | ETA: 11.5m
[2025-11-25T23:37:37.742260] [INFO ] [sig       ] [1554/3639] Forecasting HIG...
[2025-11-25T23:37:37.742303] [INFO ] [sig       ] Generating forecast for: HIG
[2025-11-25T23:37:37.742345] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HIG' from 'https://tdm.silogroup.org/data/derivative_storage/HIG.csv'.
[2025-11-25T23:37:37.753737] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HIG'.
[2025-11-25T23:37:37.754057] [INFO ] [FORECASTER] Starting predict_future for HIG
[2025-11-25T23:37:37.754864] [DEBUG] [LOCAL     ] No optimal features file found for HIG: ./output/feature-sets/HIG.txt
[2025-11-25T23:37:37.754932] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:37:37.754978] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:37:37.755018] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:37:37.755132] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:37:37.811481] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:37:37.812119] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:37:37.812212] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:37:37.812266] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:37:37.900730] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:37:37.900857] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:37:37.900899] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:37:37.900933] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:37:37.904081] [DEBUG] [FORECASTER] HIG: Forecast T+1@11:T+2@11: UP (p=90.35%)
[2025-11-25T23:37:37.904372] [INFO ] [FORECASTER] Completed predict_future for HIG
[2025-11-25T23:37:37.904520] [INFO ] [sig       ] HIG: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:37:38.045454] [INFO ] [LOCAL     ] Saved forecast: HIG	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/HIG.txt
[2025-11-25T23:37:38.045577] [INFO ] [sig       ] [1554/3639] Completed HIG in 0.3s | 3.03 sym/s | Total: 8.6m | ETA: 11.5m
[2025-11-25T23:37:38.045630] [INFO ] [sig       ] [1555/3639] Forecasting HII...
[2025-11-25T23:37:38.045693] [INFO ] [sig       ] Generating forecast for: HII
[2025-11-25T23:37:38.045734] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HII' from 'https://tdm.silogroup.org/data/derivative_storage/HII.csv'.
[2025-11-25T23:37:38.056976] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HII'.
[2025-11-25T23:37:38.057259] [INFO ] [FORECASTER] Starting predict_future for HII
[2025-11-25T23:37:38.058100] [DEBUG] [LOCAL     ] No optimal features file found for HII: ./output/feature-sets/HII.txt
[2025-11-25T23:37:38.058169] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:37:38.058226] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:37:38.058284] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:37:38.058370] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:37:38.116021] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:37:38.116634] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:37:38.116746] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:37:38.116805] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:37:38.221535] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:37:38.221779] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:37:38.221857] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:37:38.221908] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:37:38.226124] [DEBUG] [FORECASTER] HII: Forecast T+1@11:T+2@11: UP (p=76.23%)
[2025-11-25T23:37:38.226475] [INFO ] [FORECASTER] Completed predict_future for HII
[2025-11-25T23:37:38.226664] [INFO ] [sig       ] HII: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:37:38.370950] [INFO ] [LOCAL     ] Saved forecast: HII	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/HII.txt
[2025-11-25T23:37:38.371115] [INFO ] [sig       ] [1555/3639] Completed HII in 0.3s | 3.03 sym/s | Total: 8.6m | ETA: 11.5m
[2025-11-25T23:37:38.371170] [INFO ] [sig       ] [1556/3639] Forecasting HIMS...
[2025-11-25T23:37:38.371213] [INFO ] [sig       ] Generating forecast for: HIMS
[2025-11-25T23:37:38.371256] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HIMS' from 'https://tdm.silogroup.org/data/derivative_storage/HIMS.csv'.
[2025-11-25T23:37:38.382579] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HIMS'.
[2025-11-25T23:37:38.382952] [INFO ] [FORECASTER] Starting predict_future for HIMS
[2025-11-25T23:37:38.383827] [DEBUG] [LOCAL     ] No optimal features file found for HIMS: ./output/feature-sets/HIMS.txt
[2025-11-25T23:37:38.383898] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:37:38.383958] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:37:38.384011] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:37:38.384091] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:37:38.441688] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:37:38.442541] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:37:38.442670] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:37:38.442723] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:37:38.549291] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:37:38.549446] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:37:38.549519] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:37:38.549570] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:37:38.553494] [DEBUG] [FORECASTER] HIMS: Forecast T+1@11:T+2@11: UP (p=97.38%)
[2025-11-25T23:37:38.553851] [INFO ] [FORECASTER] Completed predict_future for HIMS
[2025-11-25T23:37:38.554027] [INFO ] [sig       ] HIMS: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:37:38.709871] [INFO ] [LOCAL     ] Saved forecast: HIMS	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/HIMS.txt
[2025-11-25T23:37:38.710029] [INFO ] [sig       ] [1556/3639] Completed HIMS in 0.3s | 3.03 sym/s | Total: 8.6m | ETA: 11.5m
[2025-11-25T23:37:38.710083] [INFO ] [sig       ] [1557/3639] Forecasting HIMX...
[2025-11-25T23:37:38.710204] [INFO ] [sig       ] Generating forecast for: HIMX
[2025-11-25T23:37:38.710266] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HIMX' from 'https://tdm.silogroup.org/data/derivative_storage/HIMX.csv'.
[2025-11-25T23:37:38.722415] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HIMX'.
[2025-11-25T23:37:38.722777] [INFO ] [FORECASTER] Starting predict_future for HIMX
[2025-11-25T23:37:38.723587] [DEBUG] [LOCAL     ] No optimal features file found for HIMX: ./output/feature-sets/HIMX.txt
[2025-11-25T23:37:38.723673] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:37:38.723723] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:37:38.723766] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:37:38.723834] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:37:38.780705] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:37:38.781315] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:37:38.781407] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:37:38.781453] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:37:38.900375] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:37:38.900555] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:37:38.900601] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:37:38.900635] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:37:38.904196] [DEBUG] [FORECASTER] HIMX: Forecast T+1@11:T+2@11: UP (p=55.15%)
[2025-11-25T23:37:38.904481] [INFO ] [FORECASTER] Completed predict_future for HIMX
[2025-11-25T23:37:38.904620] [INFO ] [sig       ] HIMX: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:37:39.047770] [INFO ] [LOCAL     ] Saved forecast: HIMX	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/HIMX.txt
[2025-11-25T23:37:39.047966] [INFO ] [sig       ] [1557/3639] Completed HIMX in 0.3s | 3.03 sym/s | Total: 8.6m | ETA: 11.5m
[2025-11-25T23:37:39.048023] [INFO ] [sig       ] [1558/3639] Forecasting HIO...
[2025-11-25T23:37:39.048066] [INFO ] [sig       ] Generating forecast for: HIO
[2025-11-25T23:37:39.048107] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HIO' from 'https://tdm.silogroup.org/data/derivative_storage/HIO.csv'.
[2025-11-25T23:37:39.059454] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HIO'.
[2025-11-25T23:37:39.059874] [INFO ] [FORECASTER] Starting predict_future for HIO
[2025-11-25T23:37:39.060691] [DEBUG] [LOCAL     ] No optimal features file found for HIO: ./output/feature-sets/HIO.txt
[2025-11-25T23:37:39.060759] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:37:39.060804] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:37:39.060855] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:37:39.060937] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:37:39.118606] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:37:39.119470] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:37:39.119570] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:37:39.119616] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:37:39.209325] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:37:39.209488] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:37:39.209531] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:37:39.209566] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:37:39.212837] [DEBUG] [FORECASTER] HIO: Forecast T+1@11:T+2@11: UP (p=92.50%)
[2025-11-25T23:37:39.213124] [INFO ] [FORECASTER] Completed predict_future for HIO
[2025-11-25T23:37:39.213259] [INFO ] [sig       ] HIO: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:37:39.356764] [INFO ] [LOCAL     ] Saved forecast: HIO	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/HIO.txt
[2025-11-25T23:37:39.356900] [INFO ] [sig       ] [1558/3639] Completed HIO in 0.3s | 3.03 sym/s | Total: 8.6m | ETA: 11.5m
[2025-11-25T23:37:39.356954] [INFO ] [sig       ] [1559/3639] Forecasting HIPO...
[2025-11-25T23:37:39.356996] [INFO ] [sig       ] Generating forecast for: HIPO
[2025-11-25T23:37:39.357035] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HIPO' from 'https://tdm.silogroup.org/data/derivative_storage/HIPO.csv'.
[2025-11-25T23:37:39.369527] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HIPO'.
[2025-11-25T23:37:39.369961] [INFO ] [FORECASTER] Starting predict_future for HIPO
[2025-11-25T23:37:39.370868] [DEBUG] [LOCAL     ] No optimal features file found for HIPO: ./output/feature-sets/HIPO.txt
[2025-11-25T23:37:39.370939] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:37:39.370997] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:37:39.371050] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:37:39.371138] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:37:39.428826] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:37:39.429598] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:37:39.429720] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:37:39.429778] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:37:39.528630] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:37:39.528901] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:37:39.528973] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:37:39.529021] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:37:39.532749] [DEBUG] [FORECASTER] HIPO: Forecast T+1@11:T+2@11: DOWN (p=26.30%)
[2025-11-25T23:37:39.533071] [INFO ] [FORECASTER] Completed predict_future for HIPO
[2025-11-25T23:37:39.533228] [INFO ] [sig       ] HIPO: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:37:39.674405] [INFO ] [LOCAL     ] Saved forecast: HIPO	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/HIPO.txt
[2025-11-25T23:37:39.674605] [INFO ] [sig       ] [1559/3639] Completed HIPO in 0.3s | 3.03 sym/s | Total: 8.6m | ETA: 11.5m
[2025-11-25T23:37:39.674686] [INFO ] [sig       ] [1560/3639] Forecasting HITI...
[2025-11-25T23:37:39.674734] [INFO ] [sig       ] Generating forecast for: HITI
[2025-11-25T23:37:39.674788] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HITI' from 'https://tdm.silogroup.org/data/derivative_storage/HITI.csv'.
[2025-11-25T23:37:39.686585] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HITI'.
[2025-11-25T23:37:39.687093] [INFO ] [FORECASTER] Starting predict_future for HITI
[2025-11-25T23:37:39.688040] [DEBUG] [LOCAL     ] No optimal features file found for HITI: ./output/feature-sets/HITI.txt
[2025-11-25T23:37:39.688113] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:37:39.688171] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:37:39.688222] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:37:39.688309] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:37:39.745565] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:37:39.746570] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:37:39.746720] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:37:39.746772] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:37:39.849984] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:37:39.850200] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:37:39.850253] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:37:39.850294] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:37:39.854035] [DEBUG] [FORECASTER] HITI: Forecast T+1@11:T+2@11: UP (p=79.03%)
[2025-11-25T23:37:39.854363] [INFO ] [FORECASTER] Completed predict_future for HITI
[2025-11-25T23:37:39.854541] [INFO ] [sig       ] HITI: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:37:39.995052] [INFO ] [LOCAL     ] Saved forecast: HITI	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/HITI.txt
[2025-11-25T23:37:39.995236] [INFO ] [sig       ] [1560/3639] Completed HITI in 0.3s | 3.03 sym/s | Total: 8.6m | ETA: 11.5m
[2025-11-25T23:37:39.995320] [INFO ] [sig       ] [1561/3639] Forecasting HIVE...
[2025-11-25T23:37:39.995367] [INFO ] [sig       ] Generating forecast for: HIVE
[2025-11-25T23:37:39.995476] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HIVE' from 'https://tdm.silogroup.org/data/derivative_storage/HIVE.csv'.
[2025-11-25T23:37:40.007487] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HIVE'.
[2025-11-25T23:37:40.007844] [INFO ] [FORECASTER] Starting predict_future for HIVE
[2025-11-25T23:37:40.008686] [DEBUG] [LOCAL     ] No optimal features file found for HIVE: ./output/feature-sets/HIVE.txt
[2025-11-25T23:37:40.008753] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:37:40.008812] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:37:40.008861] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:37:40.008948] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:37:40.066077] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:37:40.066717] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:37:40.066810] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:37:40.066870] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:37:40.163731] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:37:40.163843] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:37:40.163890] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:37:40.163925] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:37:40.167102] [DEBUG] [FORECASTER] HIVE: Forecast T+1@11:T+2@11: DOWN (p=27.22%)
[2025-11-25T23:37:40.167398] [INFO ] [FORECASTER] Completed predict_future for HIVE
[2025-11-25T23:37:40.167546] [INFO ] [sig       ] HIVE: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:37:40.306780] [INFO ] [LOCAL     ] Saved forecast: HIVE	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/HIVE.txt
[2025-11-25T23:37:40.306908] [INFO ] [sig       ] [1561/3639] Completed HIVE in 0.3s | 3.03 sym/s | Total: 8.6m | ETA: 11.4m
[2025-11-25T23:37:40.306960] [INFO ] [sig       ] [1562/3639] Forecasting HIX...
[2025-11-25T23:37:40.307006] [INFO ] [sig       ] Generating forecast for: HIX
[2025-11-25T23:37:40.307041] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HIX' from 'https://tdm.silogroup.org/data/derivative_storage/HIX.csv'.
[2025-11-25T23:37:40.319278] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HIX'.
[2025-11-25T23:37:40.319770] [INFO ] [FORECASTER] Starting predict_future for HIX
[2025-11-25T23:37:40.320670] [DEBUG] [LOCAL     ] No optimal features file found for HIX: ./output/feature-sets/HIX.txt
[2025-11-25T23:37:40.320739] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:37:40.320796] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:37:40.320848] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:37:40.320934] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:37:40.378628] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:37:40.379714] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:37:40.379834] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:37:40.379887] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:37:40.478338] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:37:40.478567] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:37:40.478615] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:37:40.478671] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:37:40.482236] [DEBUG] [FORECASTER] HIX: Forecast T+1@11:T+2@11: UP (p=74.75%)
[2025-11-25T23:37:40.482526] [INFO ] [FORECASTER] Completed predict_future for HIX
[2025-11-25T23:37:40.482693] [INFO ] [sig       ] HIX: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:37:40.623667] [INFO ] [LOCAL     ] Saved forecast: HIX	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/HIX.txt
[2025-11-25T23:37:40.623827] [INFO ] [sig       ] [1562/3639] Completed HIX in 0.3s | 3.03 sym/s | Total: 8.6m | ETA: 11.4m
[2025-11-25T23:37:40.623883] [INFO ] [sig       ] [1563/3639] Forecasting HL...
[2025-11-25T23:37:40.623926] [INFO ] [sig       ] Generating forecast for: HL
[2025-11-25T23:37:40.623967] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HL' from 'https://tdm.silogroup.org/data/derivative_storage/HL.csv'.
[2025-11-25T23:37:40.635580] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HL'.
[2025-11-25T23:37:40.635908] [INFO ] [FORECASTER] Starting predict_future for HL
[2025-11-25T23:37:40.636738] [DEBUG] [LOCAL     ] No optimal features file found for HL: ./output/feature-sets/HL.txt
[2025-11-25T23:37:40.636807] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:37:40.636863] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:37:40.636915] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:37:40.637006] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:37:40.698346] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:37:40.699493] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:37:40.699635] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:37:40.699722] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:37:40.801310] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:37:40.801520] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:37:40.801567] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:37:40.801601] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:37:40.805159] [DEBUG] [FORECASTER] HL: Forecast T+1@11:T+2@11: DOWN (p=6.94%)
[2025-11-25T23:37:40.805470] [INFO ] [FORECASTER] Completed predict_future for HL
[2025-11-25T23:37:40.805622] [INFO ] [sig       ] HL: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:37:40.946631] [INFO ] [LOCAL     ] Saved forecast: HL	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/HL.txt
[2025-11-25T23:37:40.946814] [INFO ] [sig       ] [1563/3639] Completed HL in 0.3s | 3.03 sym/s | Total: 8.6m | ETA: 11.4m
[2025-11-25T23:37:40.946881] [INFO ] [sig       ] [1564/3639] Forecasting HLAL...
[2025-11-25T23:37:40.946935] [INFO ] [sig       ] Generating forecast for: HLAL
[2025-11-25T23:37:40.946989] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HLAL' from 'https://tdm.silogroup.org/data/derivative_storage/HLAL.csv'.
[2025-11-25T23:37:40.958242] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HLAL'.
[2025-11-25T23:37:40.958536] [INFO ] [FORECASTER] Starting predict_future for HLAL
[2025-11-25T23:37:40.959376] [DEBUG] [LOCAL     ] No optimal features file found for HLAL: ./output/feature-sets/HLAL.txt
[2025-11-25T23:37:40.959445] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:37:40.959501] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:37:40.959552] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:37:40.959658] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:37:41.016011] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:37:41.016668] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:37:41.016766] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:37:41.016826] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:37:41.116249] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:37:41.116390] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:37:41.116434] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:37:41.116468] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:37:41.119848] [DEBUG] [FORECASTER] HLAL: Forecast T+1@11:T+2@11: DOWN (p=9.08%)
[2025-11-25T23:37:41.120137] [INFO ] [FORECASTER] Completed predict_future for HLAL
[2025-11-25T23:37:41.120282] [INFO ] [sig       ] HLAL: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:37:41.260462] [INFO ] [LOCAL     ] Saved forecast: HLAL	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/HLAL.txt
[2025-11-25T23:37:41.260610] [INFO ] [sig       ] [1564/3639] Completed HLAL in 0.3s | 3.03 sym/s | Total: 8.6m | ETA: 11.4m
[2025-11-25T23:37:41.260684] [INFO ] [sig       ] [1565/3639] Forecasting HLF...
[2025-11-25T23:37:41.260767] [INFO ] [sig       ] Generating forecast for: HLF
[2025-11-25T23:37:41.260810] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HLF' from 'https://tdm.silogroup.org/data/derivative_storage/HLF.csv'.
[2025-11-25T23:37:41.272062] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HLF'.
[2025-11-25T23:37:41.272372] [INFO ] [FORECASTER] Starting predict_future for HLF
[2025-11-25T23:37:41.273194] [DEBUG] [LOCAL     ] No optimal features file found for HLF: ./output/feature-sets/HLF.txt
[2025-11-25T23:37:41.273263] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:37:41.273312] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:37:41.273353] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:37:41.273421] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:37:41.330202] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:37:41.330853] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:37:41.330948] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:37:41.330995] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:37:41.426150] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:37:41.426337] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:37:41.426391] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:37:41.426427] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:37:41.429930] [DEBUG] [FORECASTER] HLF: Forecast T+1@11:T+2@11: DOWN (p=1.32%)
[2025-11-25T23:37:41.430245] [INFO ] [FORECASTER] Completed predict_future for HLF
[2025-11-25T23:37:41.430407] [INFO ] [sig       ] HLF: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:37:41.569855] [INFO ] [LOCAL     ] Saved forecast: HLF	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/HLF.txt
[2025-11-25T23:37:41.569988] [INFO ] [sig       ] [1565/3639] Completed HLF in 0.3s | 3.03 sym/s | Total: 8.6m | ETA: 11.4m
[2025-11-25T23:37:41.570041] [INFO ] [sig       ] [1566/3639] Forecasting HLI...
[2025-11-25T23:37:41.570157] [INFO ] [sig       ] Generating forecast for: HLI
[2025-11-25T23:37:41.570203] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HLI' from 'https://tdm.silogroup.org/data/derivative_storage/HLI.csv'.
[2025-11-25T23:37:41.581634] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HLI'.
[2025-11-25T23:37:41.581955] [INFO ] [FORECASTER] Starting predict_future for HLI
[2025-11-25T23:37:41.582771] [DEBUG] [LOCAL     ] No optimal features file found for HLI: ./output/feature-sets/HLI.txt
[2025-11-25T23:37:41.582840] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:37:41.582910] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:37:41.582962] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:37:41.583048] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:37:41.639956] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:37:41.640635] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:37:41.640764] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:37:41.640813] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:37:41.731327] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:37:41.731454] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:37:41.731497] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:37:41.731530] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:37:41.734752] [DEBUG] [FORECASTER] HLI: Forecast T+1@11:T+2@11: DOWN (p=11.98%)
[2025-11-25T23:37:41.735029] [INFO ] [FORECASTER] Completed predict_future for HLI
[2025-11-25T23:37:41.735167] [INFO ] [sig       ] HLI: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:37:41.879118] [INFO ] [LOCAL     ] Saved forecast: HLI	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/HLI.txt
[2025-11-25T23:37:41.879268] [INFO ] [sig       ] [1566/3639] Completed HLI in 0.3s | 3.03 sym/s | Total: 8.6m | ETA: 11.4m
[2025-11-25T23:37:41.879324] [INFO ] [sig       ] [1567/3639] Forecasting HLIO...
[2025-11-25T23:37:41.879372] [INFO ] [sig       ] Generating forecast for: HLIO
[2025-11-25T23:37:41.879443] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HLIO' from 'https://tdm.silogroup.org/data/derivative_storage/HLIO.csv'.
[2025-11-25T23:37:41.891037] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HLIO'.
[2025-11-25T23:37:41.891344] [INFO ] [FORECASTER] Starting predict_future for HLIO
[2025-11-25T23:37:41.892167] [DEBUG] [LOCAL     ] No optimal features file found for HLIO: ./output/feature-sets/HLIO.txt
[2025-11-25T23:37:41.892236] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:37:41.892283] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:37:41.892335] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:37:41.892424] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:37:41.949290] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:37:41.949961] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:37:41.950070] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:37:41.950129] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:37:42.046052] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:37:42.046167] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:37:42.046208] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:37:42.046242] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:37:42.049438] [DEBUG] [FORECASTER] HLIO: Forecast T+1@11:T+2@11: DOWN (p=2.83%)
[2025-11-25T23:37:42.049737] [INFO ] [FORECASTER] Completed predict_future for HLIO
[2025-11-25T23:37:42.049885] [INFO ] [sig       ] HLIO: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:37:42.189347] [INFO ] [LOCAL     ] Saved forecast: HLIO	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/HLIO.txt
[2025-11-25T23:37:42.189494] [INFO ] [sig       ] [1567/3639] Completed HLIO in 0.3s | 3.03 sym/s | Total: 8.6m | ETA: 11.4m
[2025-11-25T23:37:42.189564] [INFO ] [sig       ] [1568/3639] Forecasting HLLY...
[2025-11-25T23:37:42.189618] [INFO ] [sig       ] Generating forecast for: HLLY
[2025-11-25T23:37:42.189682] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HLLY' from 'https://tdm.silogroup.org/data/derivative_storage/HLLY.csv'.
[2025-11-25T23:37:42.201277] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HLLY'.
[2025-11-25T23:37:42.201570] [INFO ] [FORECASTER] Starting predict_future for HLLY
[2025-11-25T23:37:42.202381] [DEBUG] [LOCAL     ] No optimal features file found for HLLY: ./output/feature-sets/HLLY.txt
[2025-11-25T23:37:42.202451] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:37:42.202507] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:37:42.202557] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:37:42.202669] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:37:42.259250] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:37:42.259916] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:37:42.260013] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:37:42.260073] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:37:42.350352] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:37:42.350504] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:37:42.350548] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:37:42.350582] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:37:42.353875] [DEBUG] [FORECASTER] HLLY: Forecast T+1@11:T+2@11: UP (p=95.86%)
[2025-11-25T23:37:42.354160] [INFO ] [FORECASTER] Completed predict_future for HLLY
[2025-11-25T23:37:42.354303] [INFO ] [sig       ] HLLY: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:37:42.497578] [INFO ] [LOCAL     ] Saved forecast: HLLY	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/HLLY.txt
[2025-11-25T23:37:42.497758] [INFO ] [sig       ] [1568/3639] Completed HLLY in 0.3s | 3.03 sym/s | Total: 8.6m | ETA: 11.4m
[2025-11-25T23:37:42.497831] [INFO ] [sig       ] [1569/3639] Forecasting HLMN...
[2025-11-25T23:37:42.497883] [INFO ] [sig       ] Generating forecast for: HLMN
[2025-11-25T23:37:42.497936] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HLMN' from 'https://tdm.silogroup.org/data/derivative_storage/HLMN.csv'.
[2025-11-25T23:37:42.509675] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HLMN'.
[2025-11-25T23:37:42.509981] [INFO ] [FORECASTER] Starting predict_future for HLMN
[2025-11-25T23:37:42.510826] [DEBUG] [LOCAL     ] No optimal features file found for HLMN: ./output/feature-sets/HLMN.txt
[2025-11-25T23:37:42.510894] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:37:42.510941] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:37:42.510982] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:37:42.511050] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:37:42.567740] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:37:42.568362] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:37:42.568456] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:37:42.568503] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:37:42.663430] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:37:42.663548] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:37:42.663590] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:37:42.663624] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:37:42.666731] [DEBUG] [FORECASTER] HLMN: Forecast T+1@11:T+2@11: DOWN (p=26.60%)
[2025-11-25T23:37:42.667006] [INFO ] [FORECASTER] Completed predict_future for HLMN
[2025-11-25T23:37:42.667145] [INFO ] [sig       ] HLMN: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:37:42.807658] [INFO ] [LOCAL     ] Saved forecast: HLMN	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/HLMN.txt
[2025-11-25T23:37:42.807818] [INFO ] [sig       ] [1569/3639] Completed HLMN in 0.3s | 3.03 sym/s | Total: 8.6m | ETA: 11.4m
[2025-11-25T23:37:42.807881] [INFO ] [sig       ] [1570/3639] Forecasting HLN...
[2025-11-25T23:37:42.807927] [INFO ] [sig       ] Generating forecast for: HLN
[2025-11-25T23:37:42.807969] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HLN' from 'https://tdm.silogroup.org/data/derivative_storage/HLN.csv'.
[2025-11-25T23:37:42.819289] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HLN'.
[2025-11-25T23:37:42.819592] [INFO ] [FORECASTER] Starting predict_future for HLN
[2025-11-25T23:37:42.820378] [DEBUG] [LOCAL     ] No optimal features file found for HLN: ./output/feature-sets/HLN.txt
[2025-11-25T23:37:42.820448] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:37:42.820494] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:37:42.820535] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:37:42.820604] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:37:42.877051] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:37:42.877714] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:37:42.877809] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:37:42.877855] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:37:42.971836] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:37:42.971966] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:37:42.972008] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:37:42.972042] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:37:42.975212] [DEBUG] [FORECASTER] HLN: Forecast T+1@11:T+2@11: UP (p=83.80%)
[2025-11-25T23:37:42.975511] [INFO ] [FORECASTER] Completed predict_future for HLN
[2025-11-25T23:37:42.975686] [INFO ] [sig       ] HLN: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:37:43.119304] [INFO ] [LOCAL     ] Saved forecast: HLN	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/HLN.txt
[2025-11-25T23:37:43.119468] [INFO ] [sig       ] [1570/3639] Completed HLN in 0.3s | 3.03 sym/s | Total: 8.6m | ETA: 11.4m
[2025-11-25T23:37:43.119535] [INFO ] [sig       ] [1571/3639] Forecasting HLNE...
[2025-11-25T23:37:43.119581] [INFO ] [sig       ] Generating forecast for: HLNE
[2025-11-25T23:37:43.119702] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HLNE' from 'https://tdm.silogroup.org/data/derivative_storage/HLNE.csv'.
[2025-11-25T23:37:43.131457] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HLNE'.
[2025-11-25T23:37:43.131784] [INFO ] [FORECASTER] Starting predict_future for HLNE
[2025-11-25T23:37:43.132619] [DEBUG] [LOCAL     ] No optimal features file found for HLNE: ./output/feature-sets/HLNE.txt
[2025-11-25T23:37:43.132705] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:37:43.132762] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:37:43.132813] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:37:43.132893] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:37:43.189623] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:37:43.190348] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:37:43.190449] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:37:43.190508] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:37:43.282491] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:37:43.282632] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:37:43.282701] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:37:43.282741] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:37:43.285939] [DEBUG] [FORECASTER] HLNE: Forecast T+1@11:T+2@11: UP (p=89.25%)
[2025-11-25T23:37:43.286222] [INFO ] [FORECASTER] Completed predict_future for HLNE
[2025-11-25T23:37:43.286407] [INFO ] [sig       ] HLNE: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:37:43.426086] [INFO ] [LOCAL     ] Saved forecast: HLNE	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/HLNE.txt
[2025-11-25T23:37:43.426239] [INFO ] [sig       ] [1571/3639] Completed HLNE in 0.3s | 3.03 sym/s | Total: 8.7m | ETA: 11.4m
[2025-11-25T23:37:43.426309] [INFO ] [sig       ] [1572/3639] Forecasting HLX...
[2025-11-25T23:37:43.426355] [INFO ] [sig       ] Generating forecast for: HLX
[2025-11-25T23:37:43.426464] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HLX' from 'https://tdm.silogroup.org/data/derivative_storage/HLX.csv'.
[2025-11-25T23:37:43.437727] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HLX'.
[2025-11-25T23:37:43.438032] [INFO ] [FORECASTER] Starting predict_future for HLX
[2025-11-25T23:37:43.438868] [DEBUG] [LOCAL     ] No optimal features file found for HLX: ./output/feature-sets/HLX.txt
[2025-11-25T23:37:43.438935] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:37:43.438982] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:37:43.439042] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:37:43.439121] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:37:43.496702] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:37:43.497338] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:37:43.497452] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:37:43.497510] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:37:43.596791] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:37:43.596952] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:37:43.596996] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:37:43.597035] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:37:43.600370] [DEBUG] [FORECASTER] HLX: Forecast T+1@11:T+2@11: DOWN (p=11.11%)
[2025-11-25T23:37:43.600674] [INFO ] [FORECASTER] Completed predict_future for HLX
[2025-11-25T23:37:43.600825] [INFO ] [sig       ] HLX: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:37:43.789294] [INFO ] [LOCAL     ] Saved forecast: HLX	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/HLX.txt
[2025-11-25T23:37:43.789507] [INFO ] [sig       ] [1572/3639] Completed HLX in 0.4s | 3.03 sym/s | Total: 8.7m | ETA: 11.4m
[2025-11-25T23:37:43.789565] [INFO ] [sig       ] [1573/3639] Forecasting HMC...
[2025-11-25T23:37:43.789609] [INFO ] [sig       ] Generating forecast for: HMC
[2025-11-25T23:37:43.789733] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HMC' from 'https://tdm.silogroup.org/data/derivative_storage/HMC.csv'.
[2025-11-25T23:37:43.801362] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HMC'.
[2025-11-25T23:37:43.801689] [INFO ] [FORECASTER] Starting predict_future for HMC
[2025-11-25T23:37:43.802469] [DEBUG] [LOCAL     ] No optimal features file found for HMC: ./output/feature-sets/HMC.txt
[2025-11-25T23:37:43.802539] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:37:43.802584] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:37:43.802624] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:37:43.802722] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:37:43.860401] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:37:43.861042] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:37:43.861138] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:37:43.861184] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:37:43.963311] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:37:43.963443] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:37:43.963534] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:37:43.963572] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:37:43.966744] [DEBUG] [FORECASTER] HMC: Forecast T+1@11:T+2@11: DOWN (p=20.21%)
[2025-11-25T23:37:43.967023] [INFO ] [FORECASTER] Completed predict_future for HMC
[2025-11-25T23:37:43.967161] [INFO ] [sig       ] HMC: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:37:44.108697] [INFO ] [LOCAL     ] Saved forecast: HMC	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/HMC.txt
[2025-11-25T23:37:44.108833] [INFO ] [sig       ] [1573/3639] Completed HMC in 0.3s | 3.03 sym/s | Total: 8.7m | ETA: 11.4m
[2025-11-25T23:37:44.108888] [INFO ] [sig       ] [1574/3639] Forecasting HMN...
[2025-11-25T23:37:44.108931] [INFO ] [sig       ] Generating forecast for: HMN
[2025-11-25T23:37:44.108973] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HMN' from 'https://tdm.silogroup.org/data/derivative_storage/HMN.csv'.
[2025-11-25T23:37:44.120339] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HMN'.
[2025-11-25T23:37:44.120625] [INFO ] [FORECASTER] Starting predict_future for HMN
[2025-11-25T23:37:44.121455] [DEBUG] [LOCAL     ] No optimal features file found for HMN: ./output/feature-sets/HMN.txt
[2025-11-25T23:37:44.121526] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:37:44.121583] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:37:44.121634] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:37:44.121747] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:37:44.178763] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:37:44.179398] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:37:44.179513] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:37:44.179563] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:37:44.289908] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:37:44.290043] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:37:44.290085] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:37:44.290119] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:37:44.293284] [DEBUG] [FORECASTER] HMN: Forecast T+1@11:T+2@11: DOWN (p=0.93%)
[2025-11-25T23:37:44.293582] [INFO ] [FORECASTER] Completed predict_future for HMN
[2025-11-25T23:37:44.293760] [INFO ] [sig       ] HMN: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:37:44.438846] [INFO ] [LOCAL     ] Saved forecast: HMN	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/HMN.txt
[2025-11-25T23:37:44.439013] [INFO ] [sig       ] [1574/3639] Completed HMN in 0.3s | 3.03 sym/s | Total: 8.7m | ETA: 11.4m
[2025-11-25T23:37:44.439080] [INFO ] [sig       ] [1575/3639] Forecasting HMY...
[2025-11-25T23:37:44.439121] [INFO ] [sig       ] Generating forecast for: HMY
[2025-11-25T23:37:44.439164] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HMY' from 'https://tdm.silogroup.org/data/derivative_storage/HMY.csv'.
[2025-11-25T23:37:44.452164] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HMY'.
[2025-11-25T23:37:44.452552] [INFO ] [FORECASTER] Starting predict_future for HMY
[2025-11-25T23:37:44.453400] [DEBUG] [LOCAL     ] No optimal features file found for HMY: ./output/feature-sets/HMY.txt
[2025-11-25T23:37:44.453471] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:37:44.453518] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:37:44.453559] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:37:44.453682] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:37:44.511227] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:37:44.511950] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:37:44.512069] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:37:44.512117] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:37:44.605995] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:37:44.606104] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:37:44.606146] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:37:44.606179] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:37:44.609282] [DEBUG] [FORECASTER] HMY: Forecast T+1@11:T+2@11: UP (p=82.93%)
[2025-11-25T23:37:44.609555] [INFO ] [FORECASTER] Completed predict_future for HMY
[2025-11-25T23:37:44.609717] [INFO ] [sig       ] HMY: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:37:44.749749] [INFO ] [LOCAL     ] Saved forecast: HMY	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/HMY.txt
[2025-11-25T23:37:44.749895] [INFO ] [sig       ] [1575/3639] Completed HMY in 0.3s | 3.03 sym/s | Total: 8.7m | ETA: 11.4m
[2025-11-25T23:37:44.749951] [INFO ] [sig       ] [1576/3639] Forecasting HNDL...
[2025-11-25T23:37:44.749994] [INFO ] [sig       ] Generating forecast for: HNDL
[2025-11-25T23:37:44.750035] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HNDL' from 'https://tdm.silogroup.org/data/derivative_storage/HNDL.csv'.
[2025-11-25T23:37:44.761266] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HNDL'.
[2025-11-25T23:37:44.761560] [INFO ] [FORECASTER] Starting predict_future for HNDL
[2025-11-25T23:37:44.762429] [DEBUG] [LOCAL     ] No optimal features file found for HNDL: ./output/feature-sets/HNDL.txt
[2025-11-25T23:37:44.762499] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:37:44.762569] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:37:44.762629] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:37:44.762759] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:37:44.819844] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:37:44.820497] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:37:44.820592] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:37:44.820667] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:37:44.915394] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:37:44.915544] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:37:44.915590] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:37:44.915623] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:37:44.918971] [DEBUG] [FORECASTER] HNDL: Forecast T+1@11:T+2@11: DOWN (p=5.01%)
[2025-11-25T23:37:44.919253] [INFO ] [FORECASTER] Completed predict_future for HNDL
[2025-11-25T23:37:44.919394] [INFO ] [sig       ] HNDL: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:37:45.062588] [INFO ] [LOCAL     ] Saved forecast: HNDL	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/HNDL.txt
[2025-11-25T23:37:45.062804] [INFO ] [sig       ] [1576/3639] Completed HNDL in 0.3s | 3.03 sym/s | Total: 8.7m | ETA: 11.4m
[2025-11-25T23:37:45.062866] [INFO ] [sig       ] [1577/3639] Forecasting HNI...
[2025-11-25T23:37:45.062907] [INFO ] [sig       ] Generating forecast for: HNI
[2025-11-25T23:37:45.062946] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HNI' from 'https://tdm.silogroup.org/data/derivative_storage/HNI.csv'.
[2025-11-25T23:37:45.074926] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HNI'.
[2025-11-25T23:37:45.075336] [INFO ] [FORECASTER] Starting predict_future for HNI
[2025-11-25T23:37:45.076184] [DEBUG] [LOCAL     ] No optimal features file found for HNI: ./output/feature-sets/HNI.txt
[2025-11-25T23:37:45.076256] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:37:45.076320] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:37:45.076366] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:37:45.076492] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:37:45.135934] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:37:45.136954] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:37:45.137083] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:37:45.137159] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:37:45.233583] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:37:45.233815] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:37:45.233866] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:37:45.233905] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:37:45.238229] [DEBUG] [FORECASTER] HNI: Forecast T+1@11:T+2@11: UP (p=89.68%)
[2025-11-25T23:37:45.238669] [INFO ] [FORECASTER] Completed predict_future for HNI
[2025-11-25T23:37:45.238867] [INFO ] [sig       ] HNI: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:37:45.435512] [INFO ] [LOCAL     ] Saved forecast: HNI	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/HNI.txt
[2025-11-25T23:37:45.435787] [INFO ] [sig       ] [1577/3639] Completed HNI in 0.4s | 3.03 sym/s | Total: 8.7m | ETA: 11.4m
[2025-11-25T23:37:45.435877] [INFO ] [sig       ] [1578/3639] Forecasting HNRG...
[2025-11-25T23:37:45.435932] [INFO ] [sig       ] Generating forecast for: HNRG
[2025-11-25T23:37:45.435972] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HNRG' from 'https://tdm.silogroup.org/data/derivative_storage/HNRG.csv'.
[2025-11-25T23:37:45.449788] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HNRG'.
[2025-11-25T23:37:45.450313] [INFO ] [FORECASTER] Starting predict_future for HNRG
[2025-11-25T23:37:45.451445] [DEBUG] [LOCAL     ] No optimal features file found for HNRG: ./output/feature-sets/HNRG.txt
[2025-11-25T23:37:45.451531] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:37:45.451592] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:37:45.451637] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:37:45.451753] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:37:45.531316] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:37:45.532304] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:37:45.532421] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:37:45.532474] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:37:45.658534] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:37:45.658777] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:37:45.658883] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:37:45.658962] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:37:45.664241] [DEBUG] [FORECASTER] HNRG: Forecast T+1@11:T+2@11: UP (p=63.11%)
[2025-11-25T23:37:45.664736] [INFO ] [FORECASTER] Completed predict_future for HNRG
[2025-11-25T23:37:45.665119] [INFO ] [sig       ] HNRG: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:37:45.833919] [INFO ] [LOCAL     ] Saved forecast: HNRG	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/HNRG.txt
[2025-11-25T23:37:45.834124] [INFO ] [sig       ] [1578/3639] Completed HNRG in 0.4s | 3.03 sym/s | Total: 8.7m | ETA: 11.4m
[2025-11-25T23:37:45.834185] [INFO ] [sig       ] [1579/3639] Forecasting HOG...
[2025-11-25T23:37:45.834229] [INFO ] [sig       ] Generating forecast for: HOG
[2025-11-25T23:37:45.834273] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HOG' from 'https://tdm.silogroup.org/data/derivative_storage/HOG.csv'.
[2025-11-25T23:37:45.847268] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HOG'.
[2025-11-25T23:37:45.847760] [INFO ] [FORECASTER] Starting predict_future for HOG
[2025-11-25T23:37:45.848597] [DEBUG] [LOCAL     ] No optimal features file found for HOG: ./output/feature-sets/HOG.txt
[2025-11-25T23:37:45.848797] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:37:45.848850] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:37:45.848893] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:37:45.848969] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:37:45.907143] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:37:45.908129] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:37:45.908235] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:37:45.908285] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:37:46.016022] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:37:46.016221] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:37:46.016273] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:37:46.016326] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:37:46.020308] [DEBUG] [FORECASTER] HOG: Forecast T+1@11:T+2@11: DOWN (p=39.77%)
[2025-11-25T23:37:46.020619] [INFO ] [FORECASTER] Completed predict_future for HOG
[2025-11-25T23:37:46.020794] [INFO ] [sig       ] HOG: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:37:46.177241] [INFO ] [LOCAL     ] Saved forecast: HOG	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/HOG.txt
[2025-11-25T23:37:46.177475] [INFO ] [sig       ] [1579/3639] Completed HOG in 0.3s | 3.03 sym/s | Total: 8.7m | ETA: 11.3m
[2025-11-25T23:37:46.177594] [INFO ] [sig       ] [1580/3639] Forecasting HOLO...
[2025-11-25T23:37:46.177665] [INFO ] [sig       ] Generating forecast for: HOLO
[2025-11-25T23:37:46.177721] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HOLO' from 'https://tdm.silogroup.org/data/derivative_storage/HOLO.csv'.
[2025-11-25T23:37:46.189945] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HOLO'.
[2025-11-25T23:37:46.190339] [INFO ] [FORECASTER] Starting predict_future for HOLO
[2025-11-25T23:37:46.191289] [DEBUG] [LOCAL     ] No optimal features file found for HOLO: ./output/feature-sets/HOLO.txt
[2025-11-25T23:37:46.191361] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:37:46.191410] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:37:46.191463] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:37:46.191579] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:37:46.251001] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:37:46.251692] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:37:46.251800] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:37:46.251851] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:37:46.355086] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:37:46.355276] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:37:46.355324] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:37:46.355359] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:37:46.359006] [DEBUG] [FORECASTER] HOLO: Forecast T+1@11:T+2@11: DOWN (p=20.61%)
[2025-11-25T23:37:46.359313] [INFO ] [FORECASTER] Completed predict_future for HOLO
[2025-11-25T23:37:46.359475] [INFO ] [sig       ] HOLO: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:37:46.502566] [INFO ] [LOCAL     ] Saved forecast: HOLO	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/HOLO.txt
[2025-11-25T23:37:46.502740] [INFO ] [sig       ] [1580/3639] Completed HOLO in 0.3s | 3.03 sym/s | Total: 8.7m | ETA: 11.3m
[2025-11-25T23:37:46.502796] [INFO ] [sig       ] [1581/3639] Forecasting HOLX...
[2025-11-25T23:37:46.502848] [INFO ] [sig       ] Generating forecast for: HOLX
[2025-11-25T23:37:46.502890] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HOLX' from 'https://tdm.silogroup.org/data/derivative_storage/HOLX.csv'.
[2025-11-25T23:37:46.514048] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HOLX'.
[2025-11-25T23:37:46.514403] [INFO ] [FORECASTER] Starting predict_future for HOLX
[2025-11-25T23:37:46.515238] [DEBUG] [LOCAL     ] No optimal features file found for HOLX: ./output/feature-sets/HOLX.txt
[2025-11-25T23:37:46.515307] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:37:46.515352] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:37:46.515393] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:37:46.515461] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:37:46.573595] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:37:46.574452] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:37:46.574554] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:37:46.574600] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:37:46.670117] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:37:46.670313] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:37:46.670361] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:37:46.670397] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:37:46.673839] [DEBUG] [FORECASTER] HOLX: Forecast T+1@11:T+2@11: DOWN (p=13.66%)
[2025-11-25T23:37:46.674144] [INFO ] [FORECASTER] Completed predict_future for HOLX
[2025-11-25T23:37:46.674294] [INFO ] [sig       ] HOLX: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:37:46.816054] [INFO ] [LOCAL     ] Saved forecast: HOLX	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/HOLX.txt
[2025-11-25T23:37:46.816215] [INFO ] [sig       ] [1581/3639] Completed HOLX in 0.3s | 3.03 sym/s | Total: 8.7m | ETA: 11.3m
[2025-11-25T23:37:46.816273] [INFO ] [sig       ] [1582/3639] Forecasting HOMB...
[2025-11-25T23:37:46.816318] [INFO ] [sig       ] Generating forecast for: HOMB
[2025-11-25T23:37:46.816360] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HOMB' from 'https://tdm.silogroup.org/data/derivative_storage/HOMB.csv'.
[2025-11-25T23:37:46.829474] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HOMB'.
[2025-11-25T23:37:46.829927] [INFO ] [FORECASTER] Starting predict_future for HOMB
[2025-11-25T23:37:46.830845] [DEBUG] [LOCAL     ] No optimal features file found for HOMB: ./output/feature-sets/HOMB.txt
[2025-11-25T23:37:46.830916] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:37:46.830963] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:37:46.831003] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:37:46.831071] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:37:46.887890] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:37:46.888558] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:37:46.888683] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:37:46.888734] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:37:46.982547] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:37:46.982731] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:37:46.982802] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:37:46.982849] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:37:46.986226] [DEBUG] [FORECASTER] HOMB: Forecast T+1@11:T+2@11: UP (p=59.89%)
[2025-11-25T23:37:46.986570] [INFO ] [FORECASTER] Completed predict_future for HOMB
[2025-11-25T23:37:46.986750] [INFO ] [sig       ] HOMB: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:37:47.131895] [INFO ] [LOCAL     ] Saved forecast: HOMB	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/HOMB.txt
[2025-11-25T23:37:47.132048] [INFO ] [sig       ] [1582/3639] Completed HOMB in 0.3s | 3.03 sym/s | Total: 8.7m | ETA: 11.3m
[2025-11-25T23:37:47.132103] [INFO ] [sig       ] [1583/3639] Forecasting HON...
[2025-11-25T23:37:47.132147] [INFO ] [sig       ] Generating forecast for: HON
[2025-11-25T23:37:47.132189] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HON' from 'https://tdm.silogroup.org/data/derivative_storage/HON.csv'.
[2025-11-25T23:37:47.147206] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HON'.
[2025-11-25T23:37:47.147973] [INFO ] [FORECASTER] Starting predict_future for HON
[2025-11-25T23:37:47.149035] [DEBUG] [LOCAL     ] No optimal features file found for HON: ./output/feature-sets/HON.txt
[2025-11-25T23:37:47.149111] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:37:47.149164] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:37:47.149209] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:37:47.149287] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:37:47.210332] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:37:47.211581] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:37:47.211730] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:37:47.211786] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:37:47.328898] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:37:47.329184] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:37:47.329241] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:37:47.329279] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:37:47.333498] [DEBUG] [FORECASTER] HON: Forecast T+1@11:T+2@11: UP (p=84.05%)
[2025-11-25T23:37:47.333924] [INFO ] [FORECASTER] Completed predict_future for HON
[2025-11-25T23:37:47.334131] [INFO ] [sig       ] HON: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:37:47.485779] [INFO ] [LOCAL     ] Saved forecast: HON	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/HON.txt
[2025-11-25T23:37:47.486125] [INFO ] [sig       ] [1583/3639] Completed HON in 0.4s | 3.03 sym/s | Total: 8.7m | ETA: 11.3m
[2025-11-25T23:37:47.486205] [INFO ] [sig       ] [1584/3639] Forecasting HOOD...
[2025-11-25T23:37:47.486277] [INFO ] [sig       ] Generating forecast for: HOOD
[2025-11-25T23:37:47.486346] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HOOD' from 'https://tdm.silogroup.org/data/derivative_storage/HOOD.csv'.
[2025-11-25T23:37:47.501869] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HOOD'.
[2025-11-25T23:37:47.502508] [INFO ] [FORECASTER] Starting predict_future for HOOD
[2025-11-25T23:37:47.503551] [DEBUG] [LOCAL     ] No optimal features file found for HOOD: ./output/feature-sets/HOOD.txt
[2025-11-25T23:37:47.503623] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:37:47.503707] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:37:47.503796] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:37:47.503872] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:37:47.561500] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:37:47.562292] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:37:47.562394] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:37:47.562450] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:37:47.664596] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:37:47.664847] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:37:47.664899] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:37:47.664973] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:37:47.668771] [DEBUG] [FORECASTER] HOOD: Forecast T+1@11:T+2@11: DOWN (p=2.53%)
[2025-11-25T23:37:47.669089] [INFO ] [FORECASTER] Completed predict_future for HOOD
[2025-11-25T23:37:47.669249] [INFO ] [sig       ] HOOD: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:37:47.820807] [INFO ] [LOCAL     ] Saved forecast: HOOD	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/HOOD.txt
[2025-11-25T23:37:47.821002] [INFO ] [sig       ] [1584/3639] Completed HOOD in 0.3s | 3.03 sym/s | Total: 8.7m | ETA: 11.3m
[2025-11-25T23:37:47.821086] [INFO ] [sig       ] [1585/3639] Forecasting HOPE...
[2025-11-25T23:37:47.821144] [INFO ] [sig       ] Generating forecast for: HOPE
[2025-11-25T23:37:47.821214] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HOPE' from 'https://tdm.silogroup.org/data/derivative_storage/HOPE.csv'.
[2025-11-25T23:37:47.833831] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HOPE'.
[2025-11-25T23:37:47.834167] [INFO ] [FORECASTER] Starting predict_future for HOPE
[2025-11-25T23:37:47.835036] [DEBUG] [LOCAL     ] No optimal features file found for HOPE: ./output/feature-sets/HOPE.txt
[2025-11-25T23:37:47.835109] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:37:47.835170] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:37:47.835225] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:37:47.835318] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:37:47.894307] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:37:47.895046] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:37:47.895147] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:37:47.895210] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:37:48.000939] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:37:48.001147] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:37:48.001196] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:37:48.001233] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:37:48.004999] [DEBUG] [FORECASTER] HOPE: Forecast T+1@11:T+2@11: UP (p=92.76%)
[2025-11-25T23:37:48.005401] [INFO ] [FORECASTER] Completed predict_future for HOPE
[2025-11-25T23:37:48.005568] [INFO ] [sig       ] HOPE: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:37:48.147957] [INFO ] [LOCAL     ] Saved forecast: HOPE	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/HOPE.txt
[2025-11-25T23:37:48.148158] [INFO ] [sig       ] [1585/3639] Completed HOPE in 0.3s | 3.03 sym/s | Total: 8.7m | ETA: 11.3m
[2025-11-25T23:37:48.148244] [INFO ] [sig       ] [1586/3639] Forecasting HOTH...
[2025-11-25T23:37:48.148292] [INFO ] [sig       ] Generating forecast for: HOTH
[2025-11-25T23:37:48.148348] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HOTH' from 'https://tdm.silogroup.org/data/derivative_storage/HOTH.csv'.
[2025-11-25T23:37:48.160556] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HOTH'.
[2025-11-25T23:37:48.161101] [INFO ] [FORECASTER] Starting predict_future for HOTH
[2025-11-25T23:37:48.161971] [DEBUG] [LOCAL     ] No optimal features file found for HOTH: ./output/feature-sets/HOTH.txt
[2025-11-25T23:37:48.162042] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:37:48.162080] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:37:48.162121] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:37:48.162244] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:37:48.221722] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:37:48.222545] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:37:48.222670] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:37:48.222741] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:37:48.321189] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:37:48.321414] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:37:48.321471] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:37:48.321513] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:37:48.325219] [DEBUG] [FORECASTER] HOTH: Forecast T+1@11:T+2@11: DOWN (p=21.38%)
[2025-11-25T23:37:48.325535] [INFO ] [FORECASTER] Completed predict_future for HOTH
[2025-11-25T23:37:48.325723] [INFO ] [sig       ] HOTH: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:37:48.468539] [INFO ] [LOCAL     ] Saved forecast: HOTH	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/HOTH.txt
[2025-11-25T23:37:48.468773] [INFO ] [sig       ] [1586/3639] Completed HOTH in 0.3s | 3.03 sym/s | Total: 8.7m | ETA: 11.3m
[2025-11-25T23:37:48.468834] [INFO ] [sig       ] [1587/3639] Forecasting HOUS...
[2025-11-25T23:37:48.468889] [INFO ] [sig       ] Generating forecast for: HOUS
[2025-11-25T23:37:48.468945] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HOUS' from 'https://tdm.silogroup.org/data/derivative_storage/HOUS.csv'.
[2025-11-25T23:37:48.481505] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HOUS'.
[2025-11-25T23:37:48.481924] [INFO ] [FORECASTER] Starting predict_future for HOUS
[2025-11-25T23:37:48.482795] [DEBUG] [LOCAL     ] No optimal features file found for HOUS: ./output/feature-sets/HOUS.txt
[2025-11-25T23:37:48.482860] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:37:48.482901] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:37:48.482936] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:37:48.483012] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:37:48.541323] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:37:48.542062] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:37:48.542161] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:37:48.542219] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:37:48.657214] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:37:48.657420] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:37:48.657471] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:37:48.657510] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:37:48.661155] [DEBUG] [FORECASTER] HOUS: Forecast T+1@11:T+2@11: DOWN (p=38.88%)
[2025-11-25T23:37:48.661667] [INFO ] [FORECASTER] Completed predict_future for HOUS
[2025-11-25T23:37:48.661899] [INFO ] [sig       ] HOUS: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:37:48.805818] [INFO ] [LOCAL     ] Saved forecast: HOUS	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/HOUS.txt
[2025-11-25T23:37:48.805987] [INFO ] [sig       ] [1587/3639] Completed HOUS in 0.3s | 3.03 sym/s | Total: 8.7m | ETA: 11.3m
[2025-11-25T23:37:48.806044] [INFO ] [sig       ] [1588/3639] Forecasting HP...
[2025-11-25T23:37:48.806089] [INFO ] [sig       ] Generating forecast for: HP
[2025-11-25T23:37:48.806147] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HP' from 'https://tdm.silogroup.org/data/derivative_storage/HP.csv'.
[2025-11-25T23:37:48.817873] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HP'.
[2025-11-25T23:37:48.818250] [INFO ] [FORECASTER] Starting predict_future for HP
[2025-11-25T23:37:48.819084] [DEBUG] [LOCAL     ] No optimal features file found for HP: ./output/feature-sets/HP.txt
[2025-11-25T23:37:48.819153] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:37:48.819201] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:37:48.819243] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:37:48.819348] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:37:48.876512] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:37:48.877563] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:37:48.877696] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:37:48.877749] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:37:48.989483] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:37:48.989681] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:37:48.989757] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:37:48.989815] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:37:48.993368] [DEBUG] [FORECASTER] HP: Forecast T+1@11:T+2@11: UP (p=93.24%)
[2025-11-25T23:37:48.993705] [INFO ] [FORECASTER] Completed predict_future for HP
[2025-11-25T23:37:48.993890] [INFO ] [sig       ] HP: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:37:49.135021] [INFO ] [LOCAL     ] Saved forecast: HP	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/HP.txt
[2025-11-25T23:37:49.135161] [INFO ] [sig       ] [1588/3639] Completed HP in 0.3s | 3.03 sym/s | Total: 8.7m | ETA: 11.3m
[2025-11-25T23:37:49.135216] [INFO ] [sig       ] [1589/3639] Forecasting HPE...
[2025-11-25T23:37:49.135259] [INFO ] [sig       ] Generating forecast for: HPE
[2025-11-25T23:37:49.135299] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HPE' from 'https://tdm.silogroup.org/data/derivative_storage/HPE.csv'.
[2025-11-25T23:37:49.146899] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HPE'.
[2025-11-25T23:37:49.147191] [INFO ] [FORECASTER] Starting predict_future for HPE
[2025-11-25T23:37:49.148055] [DEBUG] [LOCAL     ] No optimal features file found for HPE: ./output/feature-sets/HPE.txt
[2025-11-25T23:37:49.148126] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:37:49.148173] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:37:49.148214] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:37:49.148320] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:37:49.207193] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:37:49.207907] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:37:49.208009] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:37:49.208059] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:37:49.311308] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:37:49.311494] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:37:49.311541] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:37:49.311575] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:37:49.315024] [DEBUG] [FORECASTER] HPE: Forecast T+1@11:T+2@11: UP (p=55.00%)
[2025-11-25T23:37:49.315317] [INFO ] [FORECASTER] Completed predict_future for HPE
[2025-11-25T23:37:49.315460] [INFO ] [sig       ] HPE: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:37:49.458132] [INFO ] [LOCAL     ] Saved forecast: HPE	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/HPE.txt
[2025-11-25T23:37:49.458304] [INFO ] [sig       ] [1589/3639] Completed HPE in 0.3s | 3.03 sym/s | Total: 8.8m | ETA: 11.3m
[2025-11-25T23:37:49.458360] [INFO ] [sig       ] [1590/3639] Forecasting HPF...
[2025-11-25T23:37:49.458403] [INFO ] [sig       ] Generating forecast for: HPF
[2025-11-25T23:37:49.458447] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HPF' from 'https://tdm.silogroup.org/data/derivative_storage/HPF.csv'.
[2025-11-25T23:37:49.470879] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HPF'.
[2025-11-25T23:37:49.471182] [INFO ] [FORECASTER] Starting predict_future for HPF
[2025-11-25T23:37:49.472020] [DEBUG] [LOCAL     ] No optimal features file found for HPF: ./output/feature-sets/HPF.txt
[2025-11-25T23:37:49.472104] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:37:49.472152] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:37:49.472191] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:37:49.472269] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:37:49.530067] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:37:49.530749] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:37:49.530845] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:37:49.530891] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:37:49.633678] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:37:49.633858] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:37:49.633908] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:37:49.633944] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:37:49.637260] [DEBUG] [FORECASTER] HPF: Forecast T+1@11:T+2@11: UP (p=83.35%)
[2025-11-25T23:37:49.637581] [INFO ] [FORECASTER] Completed predict_future for HPF
[2025-11-25T23:37:49.637758] [INFO ] [sig       ] HPF: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:37:49.778182] [INFO ] [LOCAL     ] Saved forecast: HPF	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/HPF.txt
[2025-11-25T23:37:49.778318] [INFO ] [sig       ] [1590/3639] Completed HPF in 0.3s | 3.03 sym/s | Total: 8.8m | ETA: 11.3m
[2025-11-25T23:37:49.778374] [INFO ] [sig       ] [1591/3639] Forecasting HPI...
[2025-11-25T23:37:49.778417] [INFO ] [sig       ] Generating forecast for: HPI
[2025-11-25T23:37:49.778455] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HPI' from 'https://tdm.silogroup.org/data/derivative_storage/HPI.csv'.
[2025-11-25T23:37:49.790304] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HPI'.
[2025-11-25T23:37:49.790630] [INFO ] [FORECASTER] Starting predict_future for HPI
[2025-11-25T23:37:49.791519] [DEBUG] [LOCAL     ] No optimal features file found for HPI: ./output/feature-sets/HPI.txt
[2025-11-25T23:37:49.791597] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:37:49.791679] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:37:49.791733] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:37:49.791806] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:37:49.850057] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:37:49.850721] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:37:49.850819] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:37:49.850867] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:37:49.954762] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:37:49.954866] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:37:49.954907] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:37:49.954940] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:37:49.958074] [DEBUG] [FORECASTER] HPI: Forecast T+1@11:T+2@11: UP (p=62.35%)
[2025-11-25T23:37:49.958370] [INFO ] [FORECASTER] Completed predict_future for HPI
[2025-11-25T23:37:49.958533] [INFO ] [sig       ] HPI: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:37:50.098576] [INFO ] [LOCAL     ] Saved forecast: HPI	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/HPI.txt
[2025-11-25T23:37:50.098727] [INFO ] [sig       ] [1591/3639] Completed HPI in 0.3s | 3.03 sym/s | Total: 8.8m | ETA: 11.3m
[2025-11-25T23:37:50.098785] [INFO ] [sig       ] [1592/3639] Forecasting HPK...
[2025-11-25T23:37:50.098828] [INFO ] [sig       ] Generating forecast for: HPK
[2025-11-25T23:37:50.098868] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HPK' from 'https://tdm.silogroup.org/data/derivative_storage/HPK.csv'.
[2025-11-25T23:37:50.110690] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HPK'.
[2025-11-25T23:37:50.111015] [INFO ] [FORECASTER] Starting predict_future for HPK
[2025-11-25T23:37:50.111902] [DEBUG] [LOCAL     ] No optimal features file found for HPK: ./output/feature-sets/HPK.txt
[2025-11-25T23:37:50.111975] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:37:50.112033] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:37:50.112084] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:37:50.112165] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:37:50.169283] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:37:50.170040] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:37:50.170144] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:37:50.170203] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:37:50.279620] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:37:50.279784] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:37:50.279827] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:37:50.279860] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:37:50.283132] [DEBUG] [FORECASTER] HPK: Forecast T+1@11:T+2@11: DOWN (p=24.74%)
[2025-11-25T23:37:50.283414] [INFO ] [FORECASTER] Completed predict_future for HPK
[2025-11-25T23:37:50.283576] [INFO ] [sig       ] HPK: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:37:50.427954] [INFO ] [LOCAL     ] Saved forecast: HPK	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/HPK.txt
[2025-11-25T23:37:50.428100] [INFO ] [sig       ] [1592/3639] Completed HPK in 0.3s | 3.03 sym/s | Total: 8.8m | ETA: 11.3m
[2025-11-25T23:37:50.428168] [INFO ] [sig       ] [1593/3639] Forecasting HPP...
[2025-11-25T23:37:50.428222] [INFO ] [sig       ] Generating forecast for: HPP
[2025-11-25T23:37:50.428274] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HPP' from 'https://tdm.silogroup.org/data/derivative_storage/HPP.csv'.
[2025-11-25T23:37:50.440257] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HPP'.
[2025-11-25T23:37:50.440581] [INFO ] [FORECASTER] Starting predict_future for HPP
[2025-11-25T23:37:50.441407] [DEBUG] [LOCAL     ] No optimal features file found for HPP: ./output/feature-sets/HPP.txt
[2025-11-25T23:37:50.441479] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:37:50.441525] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:37:50.441580] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:37:50.441703] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:37:50.499128] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:37:50.499821] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:37:50.499919] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:37:50.499966] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:37:50.606564] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:37:50.606722] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:37:50.606787] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:37:50.606832] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:37:50.610163] [DEBUG] [FORECASTER] HPP: Forecast T+1@11:T+2@11: UP (p=88.98%)
[2025-11-25T23:37:50.610460] [INFO ] [FORECASTER] Completed predict_future for HPP
[2025-11-25T23:37:50.610626] [INFO ] [sig       ] HPP: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:37:50.753583] [INFO ] [LOCAL     ] Saved forecast: HPP	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/HPP.txt
[2025-11-25T23:37:50.753766] [INFO ] [sig       ] [1593/3639] Completed HPP in 0.3s | 3.03 sym/s | Total: 8.8m | ETA: 11.3m
[2025-11-25T23:37:50.753833] [INFO ] [sig       ] [1594/3639] Forecasting HPQ...
[2025-11-25T23:37:50.753878] [INFO ] [sig       ] Generating forecast for: HPQ
[2025-11-25T23:37:50.753997] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HPQ' from 'https://tdm.silogroup.org/data/derivative_storage/HPQ.csv'.
[2025-11-25T23:37:50.766702] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HPQ'.
[2025-11-25T23:37:50.767030] [INFO ] [FORECASTER] Starting predict_future for HPQ
[2025-11-25T23:37:50.767928] [DEBUG] [LOCAL     ] No optimal features file found for HPQ: ./output/feature-sets/HPQ.txt
[2025-11-25T23:37:50.767999] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:37:50.768045] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:37:50.768084] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:37:50.768163] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:37:50.826764] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:37:50.827458] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:37:50.827564] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:37:50.827626] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:37:50.941055] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:37:50.941206] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:37:50.941249] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:37:50.941283] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:37:50.944592] [DEBUG] [FORECASTER] HPQ: Forecast T+1@11:T+2@11: UP (p=95.44%)
[2025-11-25T23:37:50.945067] [INFO ] [FORECASTER] Completed predict_future for HPQ
[2025-11-25T23:37:50.945293] [INFO ] [sig       ] HPQ: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:37:51.089046] [INFO ] [LOCAL     ] Saved forecast: HPQ	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/HPQ.txt
[2025-11-25T23:37:51.089209] [INFO ] [sig       ] [1594/3639] Completed HPQ in 0.3s | 3.03 sym/s | Total: 8.8m | ETA: 11.3m
[2025-11-25T23:37:51.089261] [INFO ] [sig       ] [1595/3639] Forecasting HPS...
[2025-11-25T23:37:51.089306] [INFO ] [sig       ] Generating forecast for: HPS
[2025-11-25T23:37:51.089350] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HPS' from 'https://tdm.silogroup.org/data/derivative_storage/HPS.csv'.
[2025-11-25T23:37:51.101166] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HPS'.
[2025-11-25T23:37:51.101488] [INFO ] [FORECASTER] Starting predict_future for HPS
[2025-11-25T23:37:51.102323] [DEBUG] [LOCAL     ] No optimal features file found for HPS: ./output/feature-sets/HPS.txt
[2025-11-25T23:37:51.102394] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:37:51.102453] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:37:51.102506] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:37:51.102597] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:37:51.159610] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:37:51.160379] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:37:51.160480] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:37:51.160543] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:37:51.263382] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:37:51.263535] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:37:51.263577] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:37:51.263610] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:37:51.266996] [DEBUG] [FORECASTER] HPS: Forecast T+1@11:T+2@11: UP (p=97.60%)
[2025-11-25T23:37:51.267281] [INFO ] [FORECASTER] Completed predict_future for HPS
[2025-11-25T23:37:51.267481] [INFO ] [sig       ] HPS: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:37:51.406886] [INFO ] [LOCAL     ] Saved forecast: HPS	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/HPS.txt
[2025-11-25T23:37:51.407056] [INFO ] [sig       ] [1595/3639] Completed HPS in 0.3s | 3.03 sym/s | Total: 8.8m | ETA: 11.3m
[2025-11-25T23:37:51.407116] [INFO ] [sig       ] [1596/3639] Forecasting HQI...
[2025-11-25T23:37:51.407233] [INFO ] [sig       ] Generating forecast for: HQI
[2025-11-25T23:37:51.407282] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HQI' from 'https://tdm.silogroup.org/data/derivative_storage/HQI.csv'.
[2025-11-25T23:37:51.420077] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HQI'.
[2025-11-25T23:37:51.420429] [INFO ] [FORECASTER] Starting predict_future for HQI
[2025-11-25T23:37:51.421322] [DEBUG] [LOCAL     ] No optimal features file found for HQI: ./output/feature-sets/HQI.txt
[2025-11-25T23:37:51.421396] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:37:51.421459] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:37:51.421514] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:37:51.421613] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:37:51.481172] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:37:51.481859] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:37:51.481962] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:37:51.482013] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:37:51.588002] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:37:51.588145] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:37:51.588189] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:37:51.588223] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:37:51.591672] [DEBUG] [FORECASTER] HQI: Forecast T+1@11:T+2@11: DOWN (p=40.61%)
[2025-11-25T23:37:51.591979] [INFO ] [FORECASTER] Completed predict_future for HQI
[2025-11-25T23:37:51.592156] [INFO ] [sig       ] HQI: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:37:51.738966] [INFO ] [LOCAL     ] Saved forecast: HQI	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/HQI.txt
[2025-11-25T23:37:51.739159] [INFO ] [sig       ] [1596/3639] Completed HQI in 0.3s | 3.03 sym/s | Total: 8.8m | ETA: 11.3m
[2025-11-25T23:37:51.739228] [INFO ] [sig       ] [1597/3639] Forecasting HQL...
[2025-11-25T23:37:51.739275] [INFO ] [sig       ] Generating forecast for: HQL
[2025-11-25T23:37:51.739318] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HQL' from 'https://tdm.silogroup.org/data/derivative_storage/HQL.csv'.
[2025-11-25T23:37:51.751819] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HQL'.
[2025-11-25T23:37:51.752151] [INFO ] [FORECASTER] Starting predict_future for HQL
[2025-11-25T23:37:51.753016] [DEBUG] [LOCAL     ] No optimal features file found for HQL: ./output/feature-sets/HQL.txt
[2025-11-25T23:37:51.753089] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:37:51.753149] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:37:51.753195] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:37:51.753304] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:37:51.813027] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:37:51.814026] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:37:51.814143] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:37:51.814218] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:37:51.939713] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:37:51.939924] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:37:51.940016] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:37:51.940056] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:37:51.943740] [DEBUG] [FORECASTER] HQL: Forecast T+1@11:T+2@11: UP (p=96.71%)
[2025-11-25T23:37:51.944092] [INFO ] [FORECASTER] Completed predict_future for HQL
[2025-11-25T23:37:51.944268] [INFO ] [sig       ] HQL: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:37:52.087667] [INFO ] [LOCAL     ] Saved forecast: HQL	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/HQL.txt
[2025-11-25T23:37:52.087863] [INFO ] [sig       ] [1597/3639] Completed HQL in 0.3s | 3.03 sym/s | Total: 8.8m | ETA: 11.2m
[2025-11-25T23:37:52.087918] [INFO ] [sig       ] [1598/3639] Forecasting HQY...
[2025-11-25T23:37:52.087966] [INFO ] [sig       ] Generating forecast for: HQY
[2025-11-25T23:37:52.088012] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HQY' from 'https://tdm.silogroup.org/data/derivative_storage/HQY.csv'.
[2025-11-25T23:37:52.100107] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HQY'.
[2025-11-25T23:37:52.100480] [INFO ] [FORECASTER] Starting predict_future for HQY
[2025-11-25T23:37:52.101366] [DEBUG] [LOCAL     ] No optimal features file found for HQY: ./output/feature-sets/HQY.txt
[2025-11-25T23:37:52.101439] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:37:52.101489] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:37:52.101544] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:37:52.101627] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:37:52.161442] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:37:52.162378] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:37:52.162487] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:37:52.162557] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:37:52.279848] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:37:52.280071] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:37:52.280119] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:37:52.280154] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:37:52.283675] [DEBUG] [FORECASTER] HQY: Forecast T+1@11:T+2@11: UP (p=97.44%)
[2025-11-25T23:37:52.283963] [INFO ] [FORECASTER] Completed predict_future for HQY
[2025-11-25T23:37:52.284115] [INFO ] [sig       ] HQY: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:37:52.425771] [INFO ] [LOCAL     ] Saved forecast: HQY	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/HQY.txt
[2025-11-25T23:37:52.425953] [INFO ] [sig       ] [1598/3639] Completed HQY in 0.3s | 3.03 sym/s | Total: 8.8m | ETA: 11.2m
[2025-11-25T23:37:52.426013] [INFO ] [sig       ] [1599/3639] Forecasting HRB...
[2025-11-25T23:37:52.426059] [INFO ] [sig       ] Generating forecast for: HRB
[2025-11-25T23:37:52.426130] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HRB' from 'https://tdm.silogroup.org/data/derivative_storage/HRB.csv'.
[2025-11-25T23:37:52.440871] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HRB'.
[2025-11-25T23:37:52.441562] [INFO ] [FORECASTER] Starting predict_future for HRB
[2025-11-25T23:37:52.442678] [DEBUG] [LOCAL     ] No optimal features file found for HRB: ./output/feature-sets/HRB.txt
[2025-11-25T23:37:52.442763] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:37:52.442815] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:37:52.442860] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:37:52.442933] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:37:52.503713] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:37:52.504923] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:37:52.505134] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:37:52.505191] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:37:52.602476] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:37:52.602804] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:37:52.602913] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:37:52.602995] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:37:52.608727] [DEBUG] [FORECASTER] HRB: Forecast T+1@11:T+2@11: UP (p=88.04%)
[2025-11-25T23:37:52.609377] [INFO ] [FORECASTER] Completed predict_future for HRB
[2025-11-25T23:37:52.609668] [INFO ] [sig       ] HRB: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:37:52.760220] [INFO ] [LOCAL     ] Saved forecast: HRB	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/HRB.txt
[2025-11-25T23:37:52.760457] [INFO ] [sig       ] [1599/3639] Completed HRB in 0.3s | 3.03 sym/s | Total: 8.8m | ETA: 11.2m
[2025-11-25T23:37:52.760520] [INFO ] [sig       ] [1600/3639] Forecasting HRL...
[2025-11-25T23:37:52.760567] [INFO ] [sig       ] Generating forecast for: HRL
[2025-11-25T23:37:52.760614] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HRL' from 'https://tdm.silogroup.org/data/derivative_storage/HRL.csv'.
[2025-11-25T23:37:52.774112] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HRL'.
[2025-11-25T23:37:52.774571] [INFO ] [FORECASTER] Starting predict_future for HRL
[2025-11-25T23:37:52.775490] [DEBUG] [LOCAL     ] No optimal features file found for HRL: ./output/feature-sets/HRL.txt
[2025-11-25T23:37:52.775570] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:37:52.775622] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:37:52.775755] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:37:52.775920] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:37:52.835847] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:37:52.837026] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:37:52.837146] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:37:52.837204] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:37:52.959003] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:37:52.959262] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:37:52.959314] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:37:52.959351] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:37:52.963483] [DEBUG] [FORECASTER] HRL: Forecast T+1@11:T+2@11: UP (p=84.35%)
[2025-11-25T23:37:52.963887] [INFO ] [FORECASTER] Completed predict_future for HRL
[2025-11-25T23:37:52.964115] [INFO ] [sig       ] HRL: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:37:53.111353] [INFO ] [LOCAL     ] Saved forecast: HRL	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/HRL.txt
[2025-11-25T23:37:53.111614] [INFO ] [sig       ] [1600/3639] Completed HRL in 0.4s | 3.03 sym/s | Total: 8.8m | ETA: 11.2m
[2025-11-25T23:37:53.111705] [INFO ] [sig       ] [1601/3639] Forecasting HRMY...
[2025-11-25T23:37:53.111754] [INFO ] [sig       ] Generating forecast for: HRMY
[2025-11-25T23:37:53.111809] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HRMY' from 'https://tdm.silogroup.org/data/derivative_storage/HRMY.csv'.
[2025-11-25T23:37:53.125613] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HRMY'.
[2025-11-25T23:37:53.126168] [INFO ] [FORECASTER] Starting predict_future for HRMY
[2025-11-25T23:37:53.127248] [DEBUG] [LOCAL     ] No optimal features file found for HRMY: ./output/feature-sets/HRMY.txt
[2025-11-25T23:37:53.127325] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:37:53.127420] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:37:53.127481] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:37:53.127626] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:37:53.190161] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:37:53.191390] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:37:53.191509] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:37:53.191574] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:37:53.305730] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:37:53.306038] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:37:53.306106] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:37:53.306156] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:37:53.310300] [DEBUG] [FORECASTER] HRMY: Forecast T+1@11:T+2@11: DOWN (p=15.97%)
[2025-11-25T23:37:53.310715] [INFO ] [FORECASTER] Completed predict_future for HRMY
[2025-11-25T23:37:53.311080] [INFO ] [sig       ] HRMY: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:37:53.458352] [INFO ] [LOCAL     ] Saved forecast: HRMY	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/HRMY.txt
[2025-11-25T23:37:53.458597] [INFO ] [sig       ] [1601/3639] Completed HRMY in 0.3s | 3.03 sym/s | Total: 8.8m | ETA: 11.2m
[2025-11-25T23:37:53.458680] [INFO ] [sig       ] [1602/3639] Forecasting HRTG...
[2025-11-25T23:37:53.458728] [INFO ] [sig       ] Generating forecast for: HRTG
[2025-11-25T23:37:53.458777] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HRTG' from 'https://tdm.silogroup.org/data/derivative_storage/HRTG.csv'.
[2025-11-25T23:37:53.473029] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HRTG'.
[2025-11-25T23:37:53.473488] [INFO ] [FORECASTER] Starting predict_future for HRTG
[2025-11-25T23:37:53.474416] [DEBUG] [LOCAL     ] No optimal features file found for HRTG: ./output/feature-sets/HRTG.txt
[2025-11-25T23:37:53.474490] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:37:53.474541] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:37:53.474585] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:37:53.474730] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:37:53.535630] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:37:53.536887] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:37:53.537000] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:37:53.537050] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:37:53.652875] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:37:53.653182] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:37:53.653244] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:37:53.653282] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:37:53.657450] [DEBUG] [FORECASTER] HRTG: Forecast T+1@11:T+2@11: DOWN (p=13.34%)
[2025-11-25T23:37:53.657987] [INFO ] [FORECASTER] Completed predict_future for HRTG
[2025-11-25T23:37:53.658205] [INFO ] [sig       ] HRTG: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:37:53.804193] [INFO ] [LOCAL     ] Saved forecast: HRTG	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/HRTG.txt
[2025-11-25T23:37:53.804413] [INFO ] [sig       ] [1602/3639] Completed HRTG in 0.3s | 3.03 sym/s | Total: 8.8m | ETA: 11.2m
[2025-11-25T23:37:53.804476] [INFO ] [sig       ] [1603/3639] Forecasting HRTX...
[2025-11-25T23:37:53.804532] [INFO ] [sig       ] Generating forecast for: HRTX
[2025-11-25T23:37:53.804589] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HRTX' from 'https://tdm.silogroup.org/data/derivative_storage/HRTX.csv'.
[2025-11-25T23:37:53.818450] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HRTX'.
[2025-11-25T23:37:53.818961] [INFO ] [FORECASTER] Starting predict_future for HRTX
[2025-11-25T23:37:53.820008] [DEBUG] [LOCAL     ] No optimal features file found for HRTX: ./output/feature-sets/HRTX.txt
[2025-11-25T23:37:53.820085] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:37:53.820137] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:37:53.820180] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:37:53.820252] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:37:53.881199] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:37:53.882375] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:37:53.882508] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:37:53.882558] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:37:54.015107] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:37:54.015400] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:37:54.015466] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:37:54.015510] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:37:54.019828] [DEBUG] [FORECASTER] HRTX: Forecast T+1@11:T+2@11: UP (p=58.41%)
[2025-11-25T23:37:54.020532] [INFO ] [FORECASTER] Completed predict_future for HRTX
[2025-11-25T23:37:54.020837] [INFO ] [sig       ] HRTX: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:37:54.166703] [INFO ] [LOCAL     ] Saved forecast: HRTX	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/HRTX.txt
[2025-11-25T23:37:54.166934] [INFO ] [sig       ] [1603/3639] Completed HRTX in 0.4s | 3.03 sym/s | Total: 8.8m | ETA: 11.2m
[2025-11-25T23:37:54.166997] [INFO ] [sig       ] [1604/3639] Forecasting HRZN...
[2025-11-25T23:37:54.167046] [INFO ] [sig       ] Generating forecast for: HRZN
[2025-11-25T23:37:54.167089] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HRZN' from 'https://tdm.silogroup.org/data/derivative_storage/HRZN.csv'.
[2025-11-25T23:37:54.184231] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HRZN'.
[2025-11-25T23:37:54.185007] [INFO ] [FORECASTER] Starting predict_future for HRZN
[2025-11-25T23:37:54.186364] [DEBUG] [LOCAL     ] No optimal features file found for HRZN: ./output/feature-sets/HRZN.txt
[2025-11-25T23:37:54.186487] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:37:54.186564] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:37:54.186623] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:37:54.186831] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:37:54.250150] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:37:54.251834] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:37:54.252018] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:37:54.252076] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:37:54.369501] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:37:54.369844] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:37:54.369948] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:37:54.370002] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:37:54.375236] [DEBUG] [FORECASTER] HRZN: Forecast T+1@11:T+2@11: DOWN (p=44.54%)
[2025-11-25T23:37:54.375732] [INFO ] [FORECASTER] Completed predict_future for HRZN
[2025-11-25T23:37:54.376143] [INFO ] [sig       ] HRZN: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:37:54.566377] [INFO ] [LOCAL     ] Saved forecast: HRZN	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/HRZN.txt
[2025-11-25T23:37:54.566683] [INFO ] [sig       ] [1604/3639] Completed HRZN in 0.4s | 3.03 sym/s | Total: 8.8m | ETA: 11.2m
[2025-11-25T23:37:54.566762] [INFO ] [sig       ] [1605/3639] Forecasting HSAI...
[2025-11-25T23:37:54.566862] [INFO ] [sig       ] Generating forecast for: HSAI
[2025-11-25T23:37:54.566946] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HSAI' from 'https://tdm.silogroup.org/data/derivative_storage/HSAI.csv'.
[2025-11-25T23:37:54.583129] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HSAI'.
[2025-11-25T23:37:54.583858] [INFO ] [FORECASTER] Starting predict_future for HSAI
[2025-11-25T23:37:54.585209] [DEBUG] [LOCAL     ] No optimal features file found for HSAI: ./output/feature-sets/HSAI.txt
[2025-11-25T23:37:54.585291] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:37:54.585356] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:37:54.585433] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:37:54.585593] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:37:54.665752] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:37:54.667222] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:37:54.667373] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:37:54.667462] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:37:54.812039] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:37:54.812347] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:37:54.812418] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:37:54.812482] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:37:54.817400] [DEBUG] [FORECASTER] HSAI: Forecast T+1@11:T+2@11: UP (p=64.81%)
[2025-11-25T23:37:54.818099] [INFO ] [FORECASTER] Completed predict_future for HSAI
[2025-11-25T23:37:54.818412] [INFO ] [sig       ] HSAI: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:37:54.994403] [INFO ] [LOCAL     ] Saved forecast: HSAI	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/HSAI.txt
[2025-11-25T23:37:54.994743] [INFO ] [sig       ] [1605/3639] Completed HSAI in 0.4s | 3.02 sym/s | Total: 8.8m | ETA: 11.2m
[2025-11-25T23:37:54.994816] [INFO ] [sig       ] [1606/3639] Forecasting HSBC...
[2025-11-25T23:37:54.994869] [INFO ] [sig       ] Generating forecast for: HSBC
[2025-11-25T23:37:54.994917] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HSBC' from 'https://tdm.silogroup.org/data/derivative_storage/HSBC.csv'.
[2025-11-25T23:37:55.009457] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HSBC'.
[2025-11-25T23:37:55.010132] [INFO ] [FORECASTER] Starting predict_future for HSBC
[2025-11-25T23:37:55.011165] [DEBUG] [LOCAL     ] No optimal features file found for HSBC: ./output/feature-sets/HSBC.txt
[2025-11-25T23:37:55.011249] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:37:55.011298] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:37:55.011359] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:37:55.011441] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:37:55.071618] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:37:55.072839] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:37:55.072968] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:37:55.073028] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:37:55.197916] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:37:55.198186] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:37:55.198235] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:37:55.198270] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:37:55.202492] [DEBUG] [FORECASTER] HSBC: Forecast T+1@11:T+2@11: UP (p=58.26%)
[2025-11-25T23:37:55.203122] [INFO ] [FORECASTER] Completed predict_future for HSBC
[2025-11-25T23:37:55.203398] [INFO ] [sig       ] HSBC: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:37:55.354550] [INFO ] [LOCAL     ] Saved forecast: HSBC	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/HSBC.txt
[2025-11-25T23:37:55.354837] [INFO ] [sig       ] [1606/3639] Completed HSBC in 0.4s | 3.02 sym/s | Total: 8.8m | ETA: 11.2m
[2025-11-25T23:37:55.354902] [INFO ] [sig       ] [1607/3639] Forecasting HSCS...
[2025-11-25T23:37:55.354949] [INFO ] [sig       ] Generating forecast for: HSCS
[2025-11-25T23:37:55.354996] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HSCS' from 'https://tdm.silogroup.org/data/derivative_storage/HSCS.csv'.
[2025-11-25T23:37:55.370205] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HSCS'.
[2025-11-25T23:37:55.370835] [INFO ] [FORECASTER] Starting predict_future for HSCS
[2025-11-25T23:37:55.371937] [DEBUG] [LOCAL     ] No optimal features file found for HSCS: ./output/feature-sets/HSCS.txt
[2025-11-25T23:37:55.372025] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:37:55.372097] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:37:55.372146] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:37:55.372245] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:37:55.438516] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:37:55.439672] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:37:55.439787] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:37:55.439848] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:37:55.556665] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:37:55.556912] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:37:55.556997] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:37:55.557053] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:37:55.561460] [DEBUG] [FORECASTER] HSCS: Forecast T+1@11:T+2@11: UP (p=79.72%)
[2025-11-25T23:37:55.561920] [INFO ] [FORECASTER] Completed predict_future for HSCS
[2025-11-25T23:37:55.562159] [INFO ] [sig       ] HSCS: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:37:55.710879] [INFO ] [LOCAL     ] Saved forecast: HSCS	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/HSCS.txt
[2025-11-25T23:37:55.711069] [INFO ] [sig       ] [1607/3639] Completed HSCS in 0.4s | 3.02 sym/s | Total: 8.9m | ETA: 11.2m
[2025-11-25T23:37:55.711130] [INFO ] [sig       ] [1608/3639] Forecasting HSHP...
[2025-11-25T23:37:55.711178] [INFO ] [sig       ] Generating forecast for: HSHP
[2025-11-25T23:37:55.711221] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HSHP' from 'https://tdm.silogroup.org/data/derivative_storage/HSHP.csv'.
[2025-11-25T23:37:55.723783] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HSHP'.
[2025-11-25T23:37:55.724180] [INFO ] [FORECASTER] Starting predict_future for HSHP
[2025-11-25T23:37:55.725060] [DEBUG] [LOCAL     ] No optimal features file found for HSHP: ./output/feature-sets/HSHP.txt
[2025-11-25T23:37:55.725135] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:37:55.725185] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:37:55.725238] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:37:55.725322] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:37:55.788216] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:37:55.788987] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:37:55.789089] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:37:55.789152] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:37:55.908929] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:37:55.909126] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:37:55.909174] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:37:55.909233] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:37:55.912905] [DEBUG] [FORECASTER] HSHP: Forecast T+1@11:T+2@11: DOWN (p=6.29%)
[2025-11-25T23:37:55.913244] [INFO ] [FORECASTER] Completed predict_future for HSHP
[2025-11-25T23:37:55.913447] [INFO ] [sig       ] HSHP: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:37:56.061496] [INFO ] [LOCAL     ] Saved forecast: HSHP	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/HSHP.txt
[2025-11-25T23:37:56.061723] [INFO ] [sig       ] [1608/3639] Completed HSHP in 0.4s | 3.02 sym/s | Total: 8.9m | ETA: 11.2m
[2025-11-25T23:37:56.061787] [INFO ] [sig       ] [1609/3639] Forecasting HSIC...
[2025-11-25T23:37:56.061834] [INFO ] [sig       ] Generating forecast for: HSIC
[2025-11-25T23:37:56.061877] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HSIC' from 'https://tdm.silogroup.org/data/derivative_storage/HSIC.csv'.
[2025-11-25T23:37:56.074668] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HSIC'.
[2025-11-25T23:37:56.075025] [INFO ] [FORECASTER] Starting predict_future for HSIC
[2025-11-25T23:37:56.075896] [DEBUG] [LOCAL     ] No optimal features file found for HSIC: ./output/feature-sets/HSIC.txt
[2025-11-25T23:37:56.075969] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:37:56.076021] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:37:56.076065] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:37:56.076153] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:37:56.135038] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:37:56.135795] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:37:56.135895] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:37:56.135947] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:37:56.262221] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:37:56.262429] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:37:56.262478] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:37:56.262512] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:37:56.266155] [DEBUG] [FORECASTER] HSIC: Forecast T+1@11:T+2@11: DOWN (p=44.71%)
[2025-11-25T23:37:56.266454] [INFO ] [FORECASTER] Completed predict_future for HSIC
[2025-11-25T23:37:56.266611] [INFO ] [sig       ] HSIC: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:37:56.407707] [INFO ] [LOCAL     ] Saved forecast: HSIC	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/HSIC.txt
[2025-11-25T23:37:56.407839] [INFO ] [sig       ] [1609/3639] Completed HSIC in 0.3s | 3.02 sym/s | Total: 8.9m | ETA: 11.2m
[2025-11-25T23:37:56.407896] [INFO ] [sig       ] [1610/3639] Forecasting HSII...
[2025-11-25T23:37:56.407939] [INFO ] [sig       ] Generating forecast for: HSII
[2025-11-25T23:37:56.407983] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HSII' from 'https://tdm.silogroup.org/data/derivative_storage/HSII.csv'.
[2025-11-25T23:37:56.420082] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HSII'.
[2025-11-25T23:37:56.420357] [INFO ] [FORECASTER] Starting predict_future for HSII
[2025-11-25T23:37:56.421186] [DEBUG] [LOCAL     ] No optimal features file found for HSII: ./output/feature-sets/HSII.txt
[2025-11-25T23:37:56.421255] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:37:56.421301] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:37:56.421353] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:37:56.421432] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:37:56.478253] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:37:56.478900] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:37:56.478995] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:37:56.479081] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:37:56.587364] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:37:56.587450] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:37:56.587490] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:37:56.587524] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:37:56.590593] [DEBUG] [FORECASTER] HSII: Forecast T+1@11:T+2@11: UP (p=94.80%)
[2025-11-25T23:37:56.590881] [INFO ] [FORECASTER] Completed predict_future for HSII
[2025-11-25T23:37:56.591043] [INFO ] [sig       ] HSII: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:37:56.730477] [INFO ] [LOCAL     ] Saved forecast: HSII	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/HSII.txt
[2025-11-25T23:37:56.730600] [INFO ] [sig       ] [1610/3639] Completed HSII in 0.3s | 3.02 sym/s | Total: 8.9m | ETA: 11.2m
[2025-11-25T23:37:56.730675] [INFO ] [sig       ] [1611/3639] Forecasting HSTM...
[2025-11-25T23:37:56.730786] [INFO ] [sig       ] Generating forecast for: HSTM
[2025-11-25T23:37:56.730830] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HSTM' from 'https://tdm.silogroup.org/data/derivative_storage/HSTM.csv'.
[2025-11-25T23:37:56.743367] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HSTM'.
[2025-11-25T23:37:56.743700] [INFO ] [FORECASTER] Starting predict_future for HSTM
[2025-11-25T23:37:56.744499] [DEBUG] [LOCAL     ] No optimal features file found for HSTM: ./output/feature-sets/HSTM.txt
[2025-11-25T23:37:56.744568] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:37:56.744615] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:37:56.744675] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:37:56.744747] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:37:56.805192] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:37:56.805838] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:37:56.805932] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:37:56.805989] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:37:56.899893] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:37:56.899977] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:37:56.900017] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:37:56.900050] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:37:56.903041] [DEBUG] [FORECASTER] HSTM: Forecast T+1@11:T+2@11: DOWN (p=5.04%)
[2025-11-25T23:37:56.903306] [INFO ] [FORECASTER] Completed predict_future for HSTM
[2025-11-25T23:37:56.903440] [INFO ] [sig       ] HSTM: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:37:57.045154] [INFO ] [LOCAL     ] Saved forecast: HSTM	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/HSTM.txt
[2025-11-25T23:37:57.045280] [INFO ] [sig       ] [1611/3639] Completed HSTM in 0.3s | 3.02 sym/s | Total: 8.9m | ETA: 11.2m
[2025-11-25T23:37:57.045385] [INFO ] [sig       ] [1612/3639] Forecasting HSY...
[2025-11-25T23:37:57.045434] [INFO ] [sig       ] Generating forecast for: HSY
[2025-11-25T23:37:57.045476] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HSY' from 'https://tdm.silogroup.org/data/derivative_storage/HSY.csv'.
[2025-11-25T23:37:57.057133] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HSY'.
[2025-11-25T23:37:57.057442] [INFO ] [FORECASTER] Starting predict_future for HSY
[2025-11-25T23:37:57.058251] [DEBUG] [LOCAL     ] No optimal features file found for HSY: ./output/feature-sets/HSY.txt
[2025-11-25T23:37:57.058319] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:37:57.058374] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:37:57.058458] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:37:57.058541] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:37:57.115400] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:37:57.116040] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:37:57.116132] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:37:57.116189] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:37:57.215296] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:37:57.215379] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:37:57.215419] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:37:57.215452] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:37:57.218481] [DEBUG] [FORECASTER] HSY: Forecast T+1@11:T+2@11: DOWN (p=19.01%)
[2025-11-25T23:37:57.218779] [INFO ] [FORECASTER] Completed predict_future for HSY
[2025-11-25T23:37:57.218924] [INFO ] [sig       ] HSY: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:37:57.366366] [INFO ] [LOCAL     ] Saved forecast: HSY	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/HSY.txt
[2025-11-25T23:37:57.366603] [INFO ] [sig       ] [1612/3639] Completed HSY in 0.3s | 3.02 sym/s | Total: 8.9m | ETA: 11.2m
[2025-11-25T23:37:57.366706] [INFO ] [sig       ] [1613/3639] Forecasting HTBK...
[2025-11-25T23:37:57.366762] [INFO ] [sig       ] Generating forecast for: HTBK
[2025-11-25T23:37:57.366813] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HTBK' from 'https://tdm.silogroup.org/data/derivative_storage/HTBK.csv'.
[2025-11-25T23:37:57.382620] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HTBK'.
[2025-11-25T23:37:57.383159] [INFO ] [FORECASTER] Starting predict_future for HTBK
[2025-11-25T23:37:57.384370] [DEBUG] [LOCAL     ] No optimal features file found for HTBK: ./output/feature-sets/HTBK.txt
[2025-11-25T23:37:57.384455] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:37:57.384511] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:37:57.384565] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:37:57.384688] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:37:57.446204] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:37:57.447195] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:37:57.447303] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:37:57.447375] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:37:57.555065] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:37:57.555290] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:37:57.555338] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:37:57.555373] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:37:57.559071] [DEBUG] [FORECASTER] HTBK: Forecast T+1@11:T+2@11: DOWN (p=21.33%)
[2025-11-25T23:37:57.559421] [INFO ] [FORECASTER] Completed predict_future for HTBK
[2025-11-25T23:37:57.559596] [INFO ] [sig       ] HTBK: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:37:57.701882] [INFO ] [LOCAL     ] Saved forecast: HTBK	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/HTBK.txt
[2025-11-25T23:37:57.702060] [INFO ] [sig       ] [1613/3639] Completed HTBK in 0.3s | 3.02 sym/s | Total: 8.9m | ETA: 11.2m
[2025-11-25T23:37:57.702118] [INFO ] [sig       ] [1614/3639] Forecasting HTD...
[2025-11-25T23:37:57.702162] [INFO ] [sig       ] Generating forecast for: HTD
[2025-11-25T23:37:57.702203] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HTD' from 'https://tdm.silogroup.org/data/derivative_storage/HTD.csv'.
[2025-11-25T23:37:57.714694] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HTD'.
[2025-11-25T23:37:57.715084] [INFO ] [FORECASTER] Starting predict_future for HTD
[2025-11-25T23:37:57.715976] [DEBUG] [LOCAL     ] No optimal features file found for HTD: ./output/feature-sets/HTD.txt
[2025-11-25T23:37:57.716046] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:37:57.716093] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:37:57.716134] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:37:57.716247] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:37:57.773504] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:37:57.774279] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:37:57.774382] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:37:57.774423] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:37:57.867991] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:37:57.868200] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:37:57.868248] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:37:57.868281] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:37:57.871896] [DEBUG] [FORECASTER] HTD: Forecast T+1@11:T+2@11: DOWN (p=23.46%)
[2025-11-25T23:37:57.872227] [INFO ] [FORECASTER] Completed predict_future for HTD
[2025-11-25T23:37:57.872404] [INFO ] [sig       ] HTD: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:37:58.013259] [INFO ] [LOCAL     ] Saved forecast: HTD	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/HTD.txt
[2025-11-25T23:37:58.013426] [INFO ] [sig       ] [1614/3639] Completed HTD in 0.3s | 3.02 sym/s | Total: 8.9m | ETA: 11.2m
[2025-11-25T23:37:58.013483] [INFO ] [sig       ] [1615/3639] Forecasting HTGC...
[2025-11-25T23:37:58.013526] [INFO ] [sig       ] Generating forecast for: HTGC
[2025-11-25T23:37:58.013668] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HTGC' from 'https://tdm.silogroup.org/data/derivative_storage/HTGC.csv'.
[2025-11-25T23:37:58.025225] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HTGC'.
[2025-11-25T23:37:58.025592] [INFO ] [FORECASTER] Starting predict_future for HTGC
[2025-11-25T23:37:58.026494] [DEBUG] [LOCAL     ] No optimal features file found for HTGC: ./output/feature-sets/HTGC.txt
[2025-11-25T23:37:58.026565] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:37:58.026611] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:37:58.026681] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:37:58.026771] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:37:58.086424] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:37:58.087194] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:37:58.087297] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:37:58.087371] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:37:58.182395] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:37:58.182606] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:37:58.182673] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:37:58.182718] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:37:58.186276] [DEBUG] [FORECASTER] HTGC: Forecast T+1@11:T+2@11: UP (p=98.51%)
[2025-11-25T23:37:58.186574] [INFO ] [FORECASTER] Completed predict_future for HTGC
[2025-11-25T23:37:58.186760] [INFO ] [sig       ] HTGC: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:37:58.327785] [INFO ] [LOCAL     ] Saved forecast: HTGC	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/HTGC.txt
[2025-11-25T23:37:58.327973] [INFO ] [sig       ] [1615/3639] Completed HTGC in 0.3s | 3.02 sym/s | Total: 8.9m | ETA: 11.2m
[2025-11-25T23:37:58.328032] [INFO ] [sig       ] [1616/3639] Forecasting HTH...
[2025-11-25T23:37:58.328080] [INFO ] [sig       ] Generating forecast for: HTH
[2025-11-25T23:37:58.328134] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HTH' from 'https://tdm.silogroup.org/data/derivative_storage/HTH.csv'.
[2025-11-25T23:37:58.340507] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HTH'.
[2025-11-25T23:37:58.340875] [INFO ] [FORECASTER] Starting predict_future for HTH
[2025-11-25T23:37:58.341714] [DEBUG] [LOCAL     ] No optimal features file found for HTH: ./output/feature-sets/HTH.txt
[2025-11-25T23:37:58.341791] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:37:58.341848] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:37:58.341900] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:37:58.341987] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:37:58.399026] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:37:58.400029] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:37:58.400136] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:37:58.400184] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:37:58.493506] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:37:58.493725] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:37:58.493779] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:37:58.493813] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:37:58.497466] [DEBUG] [FORECASTER] HTH: Forecast T+1@11:T+2@11: UP (p=66.07%)
[2025-11-25T23:37:58.497791] [INFO ] [FORECASTER] Completed predict_future for HTH
[2025-11-25T23:37:58.497952] [INFO ] [sig       ] HTH: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:37:58.640635] [INFO ] [LOCAL     ] Saved forecast: HTH	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/HTH.txt
[2025-11-25T23:37:58.640918] [INFO ] [sig       ] [1616/3639] Completed HTH in 0.3s | 3.02 sym/s | Total: 8.9m | ETA: 11.1m
[2025-11-25T23:37:58.640977] [INFO ] [sig       ] [1617/3639] Forecasting HTLD...
[2025-11-25T23:37:58.641013] [INFO ] [sig       ] Generating forecast for: HTLD
[2025-11-25T23:37:58.641051] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HTLD' from 'https://tdm.silogroup.org/data/derivative_storage/HTLD.csv'.
[2025-11-25T23:37:58.653033] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HTLD'.
[2025-11-25T23:37:58.653430] [INFO ] [FORECASTER] Starting predict_future for HTLD
[2025-11-25T23:37:58.654304] [DEBUG] [LOCAL     ] No optimal features file found for HTLD: ./output/feature-sets/HTLD.txt
[2025-11-25T23:37:58.654373] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:37:58.654420] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:37:58.654460] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:37:58.654526] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:37:58.712049] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:37:58.712953] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:37:58.713054] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:37:58.713105] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:37:58.808773] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:37:58.808982] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:37:58.809027] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:37:58.809061] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:37:58.812480] [DEBUG] [FORECASTER] HTLD: Forecast T+1@11:T+2@11: DOWN (p=13.21%)
[2025-11-25T23:37:58.812789] [INFO ] [FORECASTER] Completed predict_future for HTLD
[2025-11-25T23:37:58.812941] [INFO ] [sig       ] HTLD: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:37:58.955696] [INFO ] [LOCAL     ] Saved forecast: HTLD	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/HTLD.txt
[2025-11-25T23:37:58.955863] [INFO ] [sig       ] [1617/3639] Completed HTLD in 0.3s | 3.02 sym/s | Total: 8.9m | ETA: 11.1m
[2025-11-25T23:37:58.955919] [INFO ] [sig       ] [1618/3639] Forecasting HTOO...
[2025-11-25T23:37:58.955963] [INFO ] [sig       ] Generating forecast for: HTOO
[2025-11-25T23:37:58.956002] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HTOO' from 'https://tdm.silogroup.org/data/derivative_storage/HTOO.csv'.
[2025-11-25T23:37:58.966759] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HTOO'.
[2025-11-25T23:37:58.967037] [INFO ] [FORECASTER] Starting predict_future for HTOO
[2025-11-25T23:37:58.967876] [DEBUG] [LOCAL     ] No optimal features file found for HTOO: ./output/feature-sets/HTOO.txt
[2025-11-25T23:37:58.967945] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:37:58.967990] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:37:58.968030] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:37:58.968099] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:37:59.024965] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:37:59.025566] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:37:59.025679] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:37:59.025733] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:37:59.114330] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:37:59.114435] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:37:59.114477] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:37:59.114513] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:37:59.117629] [DEBUG] [FORECASTER] HTOO: Forecast T+1@11:T+2@11: DOWN (p=4.06%)
[2025-11-25T23:37:59.117920] [INFO ] [FORECASTER] Completed predict_future for HTOO
[2025-11-25T23:37:59.118052] [INFO ] [sig       ] HTOO: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:37:59.259683] [INFO ] [LOCAL     ] Saved forecast: HTOO	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/HTOO.txt
[2025-11-25T23:37:59.259811] [INFO ] [sig       ] [1618/3639] Completed HTOO in 0.3s | 3.02 sym/s | Total: 8.9m | ETA: 11.1m
[2025-11-25T23:37:59.259864] [INFO ] [sig       ] [1619/3639] Forecasting HTZ...
[2025-11-25T23:37:59.259908] [INFO ] [sig       ] Generating forecast for: HTZ
[2025-11-25T23:37:59.259949] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HTZ' from 'https://tdm.silogroup.org/data/derivative_storage/HTZ.csv'.
[2025-11-25T23:37:59.271660] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HTZ'.
[2025-11-25T23:37:59.271967] [INFO ] [FORECASTER] Starting predict_future for HTZ
[2025-11-25T23:37:59.272780] [DEBUG] [LOCAL     ] No optimal features file found for HTZ: ./output/feature-sets/HTZ.txt
[2025-11-25T23:37:59.272847] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:37:59.272893] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:37:59.272933] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:37:59.273001] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:37:59.330442] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:37:59.331055] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:37:59.331149] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:37:59.331196] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:37:59.424332] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:37:59.424434] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:37:59.424475] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:37:59.424508] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:37:59.427630] [DEBUG] [FORECASTER] HTZ: Forecast T+1@11:T+2@11: DOWN (p=1.17%)
[2025-11-25T23:37:59.427923] [INFO ] [FORECASTER] Completed predict_future for HTZ
[2025-11-25T23:37:59.428059] [INFO ] [sig       ] HTZ: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:37:59.572965] [INFO ] [LOCAL     ] Saved forecast: HTZ	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/HTZ.txt
[2025-11-25T23:37:59.573138] [INFO ] [sig       ] [1619/3639] Completed HTZ in 0.3s | 3.02 sym/s | Total: 8.9m | ETA: 11.1m
[2025-11-25T23:37:59.573199] [INFO ] [sig       ] [1620/3639] Forecasting HUBB...
[2025-11-25T23:37:59.573244] [INFO ] [sig       ] Generating forecast for: HUBB
[2025-11-25T23:37:59.573284] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HUBB' from 'https://tdm.silogroup.org/data/derivative_storage/HUBB.csv'.
[2025-11-25T23:37:59.586659] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HUBB'.
[2025-11-25T23:37:59.587076] [INFO ] [FORECASTER] Starting predict_future for HUBB
[2025-11-25T23:37:59.587959] [DEBUG] [LOCAL     ] No optimal features file found for HUBB: ./output/feature-sets/HUBB.txt
[2025-11-25T23:37:59.588029] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:37:59.588084] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:37:59.588134] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:37:59.588221] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:37:59.645472] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:37:59.646460] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:37:59.646566] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:37:59.646623] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:37:59.737860] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:37:59.738062] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:37:59.738107] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:37:59.738141] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:37:59.741639] [DEBUG] [FORECASTER] HUBB: Forecast T+1@11:T+2@11: DOWN (p=45.58%)
[2025-11-25T23:37:59.741949] [INFO ] [FORECASTER] Completed predict_future for HUBB
[2025-11-25T23:37:59.742092] [INFO ] [sig       ] HUBB: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:37:59.882940] [INFO ] [LOCAL     ] Saved forecast: HUBB	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/HUBB.txt
[2025-11-25T23:37:59.883101] [INFO ] [sig       ] [1620/3639] Completed HUBB in 0.3s | 3.03 sym/s | Total: 8.9m | ETA: 11.1m
[2025-11-25T23:37:59.883156] [INFO ] [sig       ] [1621/3639] Forecasting HUBG...
[2025-11-25T23:37:59.883198] [INFO ] [sig       ] Generating forecast for: HUBG
[2025-11-25T23:37:59.883332] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HUBG' from 'https://tdm.silogroup.org/data/derivative_storage/HUBG.csv'.
[2025-11-25T23:37:59.895496] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HUBG'.
[2025-11-25T23:37:59.895907] [INFO ] [FORECASTER] Starting predict_future for HUBG
[2025-11-25T23:37:59.896762] [DEBUG] [LOCAL     ] No optimal features file found for HUBG: ./output/feature-sets/HUBG.txt
[2025-11-25T23:37:59.896830] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:37:59.896880] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:37:59.896944] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:37:59.897016] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:37:59.954378] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:37:59.955058] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:37:59.955155] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:37:59.955202] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:38:00.048036] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:38:00.048229] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:38:00.048276] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:38:00.048310] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:38:00.051778] [DEBUG] [FORECASTER] HUBG: Forecast T+1@11:T+2@11: DOWN (p=44.99%)
[2025-11-25T23:38:00.052074] [INFO ] [FORECASTER] Completed predict_future for HUBG
[2025-11-25T23:38:00.052228] [INFO ] [sig       ] HUBG: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:38:00.194237] [INFO ] [LOCAL     ] Saved forecast: HUBG	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/HUBG.txt
[2025-11-25T23:38:00.194402] [INFO ] [sig       ] [1621/3639] Completed HUBG in 0.3s | 3.03 sym/s | Total: 8.9m | ETA: 11.1m
[2025-11-25T23:38:00.194458] [INFO ] [sig       ] [1622/3639] Forecasting HUBS...
[2025-11-25T23:38:00.194502] [INFO ] [sig       ] Generating forecast for: HUBS
[2025-11-25T23:38:00.194542] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HUBS' from 'https://tdm.silogroup.org/data/derivative_storage/HUBS.csv'.
[2025-11-25T23:38:00.206696] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HUBS'.
[2025-11-25T23:38:00.207042] [INFO ] [FORECASTER] Starting predict_future for HUBS
[2025-11-25T23:38:00.207899] [DEBUG] [LOCAL     ] No optimal features file found for HUBS: ./output/feature-sets/HUBS.txt
[2025-11-25T23:38:00.207970] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:38:00.208016] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:38:00.208107] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:38:00.208184] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:38:00.265747] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:38:00.266421] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:38:00.266519] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:38:00.266565] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:38:00.368237] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:38:00.368423] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:38:00.368468] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:38:00.368503] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:38:00.371907] [DEBUG] [FORECASTER] HUBS: Forecast T+1@11:T+2@11: UP (p=54.27%)
[2025-11-25T23:38:00.372191] [INFO ] [FORECASTER] Completed predict_future for HUBS
[2025-11-25T23:38:00.372328] [INFO ] [sig       ] HUBS: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:38:00.513627] [INFO ] [LOCAL     ] Saved forecast: HUBS	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/HUBS.txt
[2025-11-25T23:38:00.513884] [INFO ] [sig       ] [1622/3639] Completed HUBS in 0.3s | 3.03 sym/s | Total: 8.9m | ETA: 11.1m
[2025-11-25T23:38:00.513944] [INFO ] [sig       ] [1623/3639] Forecasting HUM...
[2025-11-25T23:38:00.513989] [INFO ] [sig       ] Generating forecast for: HUM
[2025-11-25T23:38:00.514033] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HUM' from 'https://tdm.silogroup.org/data/derivative_storage/HUM.csv'.
[2025-11-25T23:38:00.525796] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HUM'.
[2025-11-25T23:38:00.526195] [INFO ] [FORECASTER] Starting predict_future for HUM
[2025-11-25T23:38:00.527068] [DEBUG] [LOCAL     ] No optimal features file found for HUM: ./output/feature-sets/HUM.txt
[2025-11-25T23:38:00.527140] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:38:00.527197] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:38:00.527249] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:38:00.527336] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:38:00.586594] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:38:00.587493] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:38:00.587596] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:38:00.587674] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:38:00.782581] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:38:00.782802] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:38:00.782860] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:38:00.782915] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:38:00.805803] [DEBUG] [FORECASTER] HUM: Forecast T+1@11:T+2@11: UP (p=58.39%)
[2025-11-25T23:38:00.806186] [INFO ] [FORECASTER] Completed predict_future for HUM
[2025-11-25T23:38:00.806354] [INFO ] [sig       ] HUM: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:38:00.947050] [INFO ] [LOCAL     ] Saved forecast: HUM	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/HUM.txt
[2025-11-25T23:38:00.947217] [INFO ] [sig       ] [1623/3639] Completed HUM in 0.4s | 3.02 sym/s | Total: 8.9m | ETA: 11.1m
[2025-11-25T23:38:00.947266] [INFO ] [sig       ] [1624/3639] Forecasting HUMA...
[2025-11-25T23:38:00.947302] [INFO ] [sig       ] Generating forecast for: HUMA
[2025-11-25T23:38:00.947339] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HUMA' from 'https://tdm.silogroup.org/data/derivative_storage/HUMA.csv'.
[2025-11-25T23:38:00.963066] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HUMA'.
[2025-11-25T23:38:00.963422] [INFO ] [FORECASTER] Starting predict_future for HUMA
[2025-11-25T23:38:00.964246] [DEBUG] [LOCAL     ] No optimal features file found for HUMA: ./output/feature-sets/HUMA.txt
[2025-11-25T23:38:00.964312] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:38:00.964351] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:38:00.964385] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:38:00.964448] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:38:01.022096] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:38:01.022849] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:38:01.022944] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:38:01.022989] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:38:01.506194] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:38:01.506393] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:38:01.506440] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:38:01.506476] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:38:01.509955] [DEBUG] [FORECASTER] HUMA: Forecast T+1@11:T+2@11: UP (p=57.34%)
[2025-11-25T23:38:01.510261] [INFO ] [FORECASTER] Completed predict_future for HUMA
[2025-11-25T23:38:01.510413] [INFO ] [sig       ] HUMA: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:38:01.662354] [INFO ] [LOCAL     ] Saved forecast: HUMA	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/HUMA.txt
[2025-11-25T23:38:01.662581] [INFO ] [sig       ] [1624/3639] Completed HUMA in 0.7s | 3.02 sym/s | Total: 9.0m | ETA: 11.1m
[2025-11-25T23:38:01.662675] [INFO ] [sig       ] [1625/3639] Forecasting HUN...
[2025-11-25T23:38:01.662724] [INFO ] [sig       ] Generating forecast for: HUN
[2025-11-25T23:38:01.662770] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HUN' from 'https://tdm.silogroup.org/data/derivative_storage/HUN.csv'.
[2025-11-25T23:38:01.677503] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HUN'.
[2025-11-25T23:38:01.677996] [INFO ] [FORECASTER] Starting predict_future for HUN
[2025-11-25T23:38:01.678907] [DEBUG] [LOCAL     ] No optimal features file found for HUN: ./output/feature-sets/HUN.txt
[2025-11-25T23:38:01.679008] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:38:01.679056] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:38:01.679102] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:38:01.679186] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:38:01.745426] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:38:01.746309] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:38:01.746412] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:38:01.746459] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:38:01.847200] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:38:01.847441] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:38:01.847491] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:38:01.847526] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:38:01.851320] [DEBUG] [FORECASTER] HUN: Forecast T+1@11:T+2@11: UP (p=56.64%)
[2025-11-25T23:38:01.851841] [INFO ] [FORECASTER] Completed predict_future for HUN
[2025-11-25T23:38:01.852063] [INFO ] [sig       ] HUN: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:38:01.997664] [INFO ] [LOCAL     ] Saved forecast: HUN	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/HUN.txt
[2025-11-25T23:38:01.997827] [INFO ] [sig       ] [1625/3639] Completed HUN in 0.3s | 3.02 sym/s | Total: 9.0m | ETA: 11.1m
[2025-11-25T23:38:01.997882] [INFO ] [sig       ] [1626/3639] Forecasting HURC...
[2025-11-25T23:38:01.997926] [INFO ] [sig       ] Generating forecast for: HURC
[2025-11-25T23:38:01.997967] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HURC' from 'https://tdm.silogroup.org/data/derivative_storage/HURC.csv'.
[2025-11-25T23:38:02.009478] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HURC'.
[2025-11-25T23:38:02.009859] [INFO ] [FORECASTER] Starting predict_future for HURC
[2025-11-25T23:38:02.010708] [DEBUG] [LOCAL     ] No optimal features file found for HURC: ./output/feature-sets/HURC.txt
[2025-11-25T23:38:02.010777] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:38:02.010824] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:38:02.010872] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:38:02.010976] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:38:02.068258] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:38:02.069021] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:38:02.069120] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:38:02.069180] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:38:02.154978] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:38:02.155168] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:38:02.155214] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:38:02.155249] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:38:02.158880] [DEBUG] [FORECASTER] HURC: Forecast T+1@11:T+2@11: UP (p=82.40%)
[2025-11-25T23:38:02.159213] [INFO ] [FORECASTER] Completed predict_future for HURC
[2025-11-25T23:38:02.159368] [INFO ] [sig       ] HURC: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:38:02.304169] [INFO ] [LOCAL     ] Saved forecast: HURC	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/HURC.txt
[2025-11-25T23:38:02.304333] [INFO ] [sig       ] [1626/3639] Completed HURC in 0.3s | 3.02 sym/s | Total: 9.0m | ETA: 11.1m
[2025-11-25T23:38:02.304388] [INFO ] [sig       ] [1627/3639] Forecasting HURN...
[2025-11-25T23:38:02.304433] [INFO ] [sig       ] Generating forecast for: HURN
[2025-11-25T23:38:02.304476] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HURN' from 'https://tdm.silogroup.org/data/derivative_storage/HURN.csv'.
[2025-11-25T23:38:02.317420] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HURN'.
[2025-11-25T23:38:02.317887] [INFO ] [FORECASTER] Starting predict_future for HURN
[2025-11-25T23:38:02.318781] [DEBUG] [LOCAL     ] No optimal features file found for HURN: ./output/feature-sets/HURN.txt
[2025-11-25T23:38:02.318852] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:38:02.318900] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:38:02.318943] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:38:02.319046] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:38:02.379239] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:38:02.380030] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:38:02.380130] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:38:02.380192] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:38:02.479274] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:38:02.480033] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:38:02.480109] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:38:02.480148] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:38:02.483832] [DEBUG] [FORECASTER] HURN: Forecast T+1@11:T+2@11: DOWN (p=4.33%)
[2025-11-25T23:38:02.484132] [INFO ] [FORECASTER] Completed predict_future for HURN
[2025-11-25T23:38:02.484283] [INFO ] [sig       ] HURN: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:38:02.637624] [INFO ] [LOCAL     ] Saved forecast: HURN	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/HURN.txt
[2025-11-25T23:38:02.637848] [INFO ] [sig       ] [1627/3639] Completed HURN in 0.3s | 3.02 sym/s | Total: 9.0m | ETA: 11.1m
[2025-11-25T23:38:02.637919] [INFO ] [sig       ] [1628/3639] Forecasting HUYA...
[2025-11-25T23:38:02.637975] [INFO ] [sig       ] Generating forecast for: HUYA
[2025-11-25T23:38:02.638027] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HUYA' from 'https://tdm.silogroup.org/data/derivative_storage/HUYA.csv'.
[2025-11-25T23:38:02.650313] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HUYA'.
[2025-11-25T23:38:02.650665] [INFO ] [FORECASTER] Starting predict_future for HUYA
[2025-11-25T23:38:02.651455] [DEBUG] [LOCAL     ] No optimal features file found for HUYA: ./output/feature-sets/HUYA.txt
[2025-11-25T23:38:02.651526] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:38:02.651574] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:38:02.651614] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:38:02.651760] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:38:02.713080] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:38:02.713974] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:38:02.714096] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:38:02.714148] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:38:02.812976] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:38:02.813185] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:38:02.813232] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:38:02.813269] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:38:02.817213] [DEBUG] [FORECASTER] HUYA: Forecast T+1@11:T+2@11: DOWN (p=19.27%)
[2025-11-25T23:38:02.817606] [INFO ] [FORECASTER] Completed predict_future for HUYA
[2025-11-25T23:38:02.817794] [INFO ] [sig       ] HUYA: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:38:02.961890] [INFO ] [LOCAL     ] Saved forecast: HUYA	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/HUYA.txt
[2025-11-25T23:38:02.962060] [INFO ] [sig       ] [1628/3639] Completed HUYA in 0.3s | 3.02 sym/s | Total: 9.0m | ETA: 11.1m
[2025-11-25T23:38:02.962126] [INFO ] [sig       ] [1629/3639] Forecasting HWC...
[2025-11-25T23:38:02.962170] [INFO ] [sig       ] Generating forecast for: HWC
[2025-11-25T23:38:02.962205] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HWC' from 'https://tdm.silogroup.org/data/derivative_storage/HWC.csv'.
[2025-11-25T23:38:02.973756] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HWC'.
[2025-11-25T23:38:02.974170] [INFO ] [FORECASTER] Starting predict_future for HWC
[2025-11-25T23:38:02.975019] [DEBUG] [LOCAL     ] No optimal features file found for HWC: ./output/feature-sets/HWC.txt
[2025-11-25T23:38:02.975088] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:38:02.975135] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:38:02.975186] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:38:02.975272] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:38:03.032869] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:38:03.033782] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:38:03.033881] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:38:03.033929] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:38:03.125415] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:38:03.125600] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:38:03.125664] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:38:03.125708] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:38:03.129114] [DEBUG] [FORECASTER] HWC: Forecast T+1@11:T+2@11: UP (p=87.94%)
[2025-11-25T23:38:03.129400] [INFO ] [FORECASTER] Completed predict_future for HWC
[2025-11-25T23:38:03.129541] [INFO ] [sig       ] HWC: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:38:03.271250] [INFO ] [LOCAL     ] Saved forecast: HWC	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/HWC.txt
[2025-11-25T23:38:03.271406] [INFO ] [sig       ] [1629/3639] Completed HWC in 0.3s | 3.02 sym/s | Total: 9.0m | ETA: 11.1m
[2025-11-25T23:38:03.271460] [INFO ] [sig       ] [1630/3639] Forecasting HWH...
[2025-11-25T23:38:03.271582] [INFO ] [sig       ] Generating forecast for: HWH
[2025-11-25T23:38:03.271628] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HWH' from 'https://tdm.silogroup.org/data/derivative_storage/HWH.csv'.
[2025-11-25T23:38:03.283413] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HWH'.
[2025-11-25T23:38:03.283810] [INFO ] [FORECASTER] Starting predict_future for HWH
[2025-11-25T23:38:03.284658] [DEBUG] [LOCAL     ] No optimal features file found for HWH: ./output/feature-sets/HWH.txt
[2025-11-25T23:38:03.284727] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:38:03.284773] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:38:03.284823] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:38:03.284902] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:38:03.342941] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:38:03.343834] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:38:03.343933] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:38:03.344002] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:38:03.443031] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:38:03.443227] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:38:03.443273] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:38:03.443308] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:38:03.446847] [DEBUG] [FORECASTER] HWH: Forecast T+1@11:T+2@11: DOWN (p=8.69%)
[2025-11-25T23:38:03.447170] [INFO ] [FORECASTER] Completed predict_future for HWH
[2025-11-25T23:38:03.447311] [INFO ] [sig       ] HWH: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:38:03.598433] [INFO ] [LOCAL     ] Saved forecast: HWH	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/HWH.txt
[2025-11-25T23:38:03.598731] [INFO ] [sig       ] [1630/3639] Completed HWH in 0.3s | 3.02 sym/s | Total: 9.0m | ETA: 11.1m
[2025-11-25T23:38:03.598826] [INFO ] [sig       ] [1631/3639] Forecasting HWKN...
[2025-11-25T23:38:03.598919] [INFO ] [sig       ] Generating forecast for: HWKN
[2025-11-25T23:38:03.599010] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HWKN' from 'https://tdm.silogroup.org/data/derivative_storage/HWKN.csv'.
[2025-11-25T23:38:03.614636] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HWKN'.
[2025-11-25T23:38:03.615194] [INFO ] [FORECASTER] Starting predict_future for HWKN
[2025-11-25T23:38:03.616391] [DEBUG] [LOCAL     ] No optimal features file found for HWKN: ./output/feature-sets/HWKN.txt
[2025-11-25T23:38:03.616485] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:38:03.616574] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:38:03.616639] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:38:03.616783] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:38:03.676896] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:38:03.677869] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:38:03.677969] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:38:03.678029] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:38:03.781320] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:38:03.781509] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:38:03.781554] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:38:03.781589] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:38:03.785119] [DEBUG] [FORECASTER] HWKN: Forecast T+1@11:T+2@11: UP (p=52.31%)
[2025-11-25T23:38:03.785409] [INFO ] [FORECASTER] Completed predict_future for HWKN
[2025-11-25T23:38:03.785548] [INFO ] [sig       ] HWKN: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:38:03.930301] [INFO ] [LOCAL     ] Saved forecast: HWKN	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/HWKN.txt
[2025-11-25T23:38:03.930490] [INFO ] [sig       ] [1631/3639] Completed HWKN in 0.3s | 3.02 sym/s | Total: 9.0m | ETA: 11.1m
[2025-11-25T23:38:03.930547] [INFO ] [sig       ] [1632/3639] Forecasting HWM...
[2025-11-25T23:38:03.930594] [INFO ] [sig       ] Generating forecast for: HWM
[2025-11-25T23:38:03.930656] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HWM' from 'https://tdm.silogroup.org/data/derivative_storage/HWM.csv'.
[2025-11-25T23:38:03.942532] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HWM'.
[2025-11-25T23:38:03.942917] [INFO ] [FORECASTER] Starting predict_future for HWM
[2025-11-25T23:38:03.943765] [DEBUG] [LOCAL     ] No optimal features file found for HWM: ./output/feature-sets/HWM.txt
[2025-11-25T23:38:03.943846] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:38:03.943903] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:38:03.943954] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:38:03.944095] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:38:04.004075] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:38:04.004997] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:38:04.005104] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:38:04.005177] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:38:04.102232] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:38:04.102447] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:38:04.102517] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:38:04.102556] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:38:04.106204] [DEBUG] [FORECASTER] HWM: Forecast T+1@11:T+2@11: DOWN (p=20.33%)
[2025-11-25T23:38:04.106515] [INFO ] [FORECASTER] Completed predict_future for HWM
[2025-11-25T23:38:04.106684] [INFO ] [sig       ] HWM: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:38:04.252940] [INFO ] [LOCAL     ] Saved forecast: HWM	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/HWM.txt
[2025-11-25T23:38:04.253132] [INFO ] [sig       ] [1632/3639] Completed HWM in 0.3s | 3.02 sym/s | Total: 9.0m | ETA: 11.1m
[2025-11-25T23:38:04.253215] [INFO ] [sig       ] [1633/3639] Forecasting HXL...
[2025-11-25T23:38:04.253261] [INFO ] [sig       ] Generating forecast for: HXL
[2025-11-25T23:38:04.253383] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HXL' from 'https://tdm.silogroup.org/data/derivative_storage/HXL.csv'.
[2025-11-25T23:38:04.266352] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HXL'.
[2025-11-25T23:38:04.266737] [INFO ] [FORECASTER] Starting predict_future for HXL
[2025-11-25T23:38:04.267627] [DEBUG] [LOCAL     ] No optimal features file found for HXL: ./output/feature-sets/HXL.txt
[2025-11-25T23:38:04.267718] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:38:04.267777] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:38:04.267836] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:38:04.267941] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:38:04.328046] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:38:04.328880] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:38:04.328985] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:38:04.329054] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:38:04.426882] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:38:04.427078] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:38:04.427126] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:38:04.427163] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:38:04.430733] [DEBUG] [FORECASTER] HXL: Forecast T+1@11:T+2@11: UP (p=58.54%)
[2025-11-25T23:38:04.431041] [INFO ] [FORECASTER] Completed predict_future for HXL
[2025-11-25T23:38:04.431191] [INFO ] [sig       ] HXL: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:38:04.578562] [INFO ] [LOCAL     ] Saved forecast: HXL	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/HXL.txt
[2025-11-25T23:38:04.578768] [INFO ] [sig       ] [1633/3639] Completed HXL in 0.3s | 3.02 sym/s | Total: 9.0m | ETA: 11.1m
[2025-11-25T23:38:04.578830] [INFO ] [sig       ] [1634/3639] Forecasting HY...
[2025-11-25T23:38:04.578879] [INFO ] [sig       ] Generating forecast for: HY
[2025-11-25T23:38:04.578931] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HY' from 'https://tdm.silogroup.org/data/derivative_storage/HY.csv'.
[2025-11-25T23:38:04.591409] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HY'.
[2025-11-25T23:38:04.591779] [INFO ] [FORECASTER] Starting predict_future for HY
[2025-11-25T23:38:04.592589] [DEBUG] [LOCAL     ] No optimal features file found for HY: ./output/feature-sets/HY.txt
[2025-11-25T23:38:04.592690] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:38:04.592749] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:38:04.592802] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:38:04.592896] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:38:04.656922] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:38:04.657892] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:38:04.658032] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:38:04.658088] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:38:04.764341] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:38:04.764508] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:38:04.764554] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:38:04.764591] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:38:04.768122] [DEBUG] [FORECASTER] HY: Forecast T+1@11:T+2@11: DOWN (p=19.41%)
[2025-11-25T23:38:04.768422] [INFO ] [FORECASTER] Completed predict_future for HY
[2025-11-25T23:38:04.768571] [INFO ] [sig       ] HY: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:38:04.911629] [INFO ] [LOCAL     ] Saved forecast: HY	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/HY.txt
[2025-11-25T23:38:04.911802] [INFO ] [sig       ] [1634/3639] Completed HY in 0.3s | 3.02 sym/s | Total: 9.0m | ETA: 11.1m
[2025-11-25T23:38:04.911878] [INFO ] [sig       ] [1635/3639] Forecasting HYFM...
[2025-11-25T23:38:04.911933] [INFO ] [sig       ] Generating forecast for: HYFM
[2025-11-25T23:38:04.912040] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HYFM' from 'https://tdm.silogroup.org/data/derivative_storage/HYFM.csv'.
[2025-11-25T23:38:04.923622] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HYFM'.
[2025-11-25T23:38:04.923992] [INFO ] [FORECASTER] Starting predict_future for HYFM
[2025-11-25T23:38:04.924847] [DEBUG] [LOCAL     ] No optimal features file found for HYFM: ./output/feature-sets/HYFM.txt
[2025-11-25T23:38:04.924919] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:38:04.924977] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:38:04.925031] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:38:04.925120] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:38:04.984740] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:38:04.985504] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:38:04.985615] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:38:04.985725] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:38:05.076803] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:38:05.076999] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:38:05.077045] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:38:05.077080] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:38:05.080628] [DEBUG] [FORECASTER] HYFM: Forecast T+1@11:T+2@11: UP (p=69.76%)
[2025-11-25T23:38:05.080968] [INFO ] [FORECASTER] Completed predict_future for HYFM
[2025-11-25T23:38:05.081120] [INFO ] [sig       ] HYFM: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:38:05.224019] [INFO ] [LOCAL     ] Saved forecast: HYFM	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/HYFM.txt
[2025-11-25T23:38:05.224233] [INFO ] [sig       ] [1635/3639] Completed HYFM in 0.3s | 3.02 sym/s | Total: 9.0m | ETA: 11.0m
[2025-11-25T23:38:05.224312] [INFO ] [sig       ] [1636/3639] Forecasting HYI...
[2025-11-25T23:38:05.224360] [INFO ] [sig       ] Generating forecast for: HYI
[2025-11-25T23:38:05.224470] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HYI' from 'https://tdm.silogroup.org/data/derivative_storage/HYI.csv'.
[2025-11-25T23:38:05.237039] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HYI'.
[2025-11-25T23:38:05.237453] [INFO ] [FORECASTER] Starting predict_future for HYI
[2025-11-25T23:38:05.238318] [DEBUG] [LOCAL     ] No optimal features file found for HYI: ./output/feature-sets/HYI.txt
[2025-11-25T23:38:05.238391] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:38:05.238473] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:38:05.238522] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:38:05.238607] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:38:05.299667] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:38:05.300464] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:38:05.300559] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:38:05.300615] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:38:05.387005] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:38:05.387163] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:38:05.387207] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:38:05.387242] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:38:05.390555] [DEBUG] [FORECASTER] HYI: Forecast T+1@11:T+2@11: UP (p=92.89%)
[2025-11-25T23:38:05.390900] [INFO ] [FORECASTER] Completed predict_future for HYI
[2025-11-25T23:38:05.391061] [INFO ] [sig       ] HYI: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:38:05.534551] [INFO ] [LOCAL     ] Saved forecast: HYI	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/HYI.txt
[2025-11-25T23:38:05.534750] [INFO ] [sig       ] [1636/3639] Completed HYI in 0.3s | 3.02 sym/s | Total: 9.0m | ETA: 11.0m
[2025-11-25T23:38:05.534809] [INFO ] [sig       ] [1637/3639] Forecasting HYLS...
[2025-11-25T23:38:05.534854] [INFO ] [sig       ] Generating forecast for: HYLS
[2025-11-25T23:38:05.534968] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HYLS' from 'https://tdm.silogroup.org/data/derivative_storage/HYLS.csv'.
[2025-11-25T23:38:05.547450] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HYLS'.
[2025-11-25T23:38:05.547827] [INFO ] [FORECASTER] Starting predict_future for HYLS
[2025-11-25T23:38:05.548668] [DEBUG] [LOCAL     ] No optimal features file found for HYLS: ./output/feature-sets/HYLS.txt
[2025-11-25T23:38:05.548737] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:38:05.548793] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:38:05.548844] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:38:05.548934] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:38:05.606505] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:38:05.607203] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:38:05.607309] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:38:05.607378] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:38:05.699331] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:38:05.699485] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:38:05.699530] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:38:05.699564] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:38:05.702866] [DEBUG] [FORECASTER] HYLS: Forecast T+1@11:T+2@11: DOWN (p=18.17%)
[2025-11-25T23:38:05.703180] [INFO ] [FORECASTER] Completed predict_future for HYLS
[2025-11-25T23:38:05.703332] [INFO ] [sig       ] HYLS: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:38:05.851446] [INFO ] [LOCAL     ] Saved forecast: HYLS	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/HYLS.txt
[2025-11-25T23:38:05.851633] [INFO ] [sig       ] [1637/3639] Completed HYLS in 0.3s | 3.02 sym/s | Total: 9.0m | ETA: 11.0m
[2025-11-25T23:38:05.851735] [INFO ] [sig       ] [1638/3639] Forecasting HYMC...
[2025-11-25T23:38:05.851785] [INFO ] [sig       ] Generating forecast for: HYMC
[2025-11-25T23:38:05.851838] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HYMC' from 'https://tdm.silogroup.org/data/derivative_storage/HYMC.csv'.
[2025-11-25T23:38:05.863924] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HYMC'.
[2025-11-25T23:38:05.864270] [INFO ] [FORECASTER] Starting predict_future for HYMC
[2025-11-25T23:38:05.865146] [DEBUG] [LOCAL     ] No optimal features file found for HYMC: ./output/feature-sets/HYMC.txt
[2025-11-25T23:38:05.865217] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:38:05.865276] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:38:05.865331] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:38:05.865412] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:38:05.940382] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:38:05.941851] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:38:05.942046] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:38:05.942122] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:38:06.038257] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:38:06.038479] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:38:06.038538] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:38:06.038586] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:38:06.042143] [DEBUG] [FORECASTER] HYMC: Forecast T+1@11:T+2@11: DOWN (p=36.58%)
[2025-11-25T23:38:06.042484] [INFO ] [FORECASTER] Completed predict_future for HYMC
[2025-11-25T23:38:06.042673] [INFO ] [sig       ] HYMC: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:38:06.188203] [INFO ] [LOCAL     ] Saved forecast: HYMC	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/HYMC.txt
[2025-11-25T23:38:06.188406] [INFO ] [sig       ] [1638/3639] Completed HYMC in 0.3s | 3.02 sym/s | Total: 9.0m | ETA: 11.0m
[2025-11-25T23:38:06.188465] [INFO ] [sig       ] [1639/3639] Forecasting HYXF...
[2025-11-25T23:38:06.188509] [INFO ] [sig       ] Generating forecast for: HYXF
[2025-11-25T23:38:06.188550] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HYXF' from 'https://tdm.silogroup.org/data/derivative_storage/HYXF.csv'.
[2025-11-25T23:38:06.200564] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HYXF'.
[2025-11-25T23:38:06.201044] [INFO ] [FORECASTER] Starting predict_future for HYXF
[2025-11-25T23:38:06.201908] [DEBUG] [LOCAL     ] No optimal features file found for HYXF: ./output/feature-sets/HYXF.txt
[2025-11-25T23:38:06.201977] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:38:06.202024] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:38:06.202064] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:38:06.202132] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:38:06.260341] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:38:06.261379] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:38:06.261498] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:38:06.261555] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:38:06.348736] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:38:06.348937] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:38:06.348983] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:38:06.349019] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:38:06.352452] [DEBUG] [FORECASTER] HYXF: Forecast T+1@11:T+2@11: DOWN (p=1.67%)
[2025-11-25T23:38:06.352785] [INFO ] [FORECASTER] Completed predict_future for HYXF
[2025-11-25T23:38:06.352940] [INFO ] [sig       ] HYXF: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:38:06.494200] [INFO ] [LOCAL     ] Saved forecast: HYXF	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/HYXF.txt
[2025-11-25T23:38:06.494370] [INFO ] [sig       ] [1639/3639] Completed HYXF in 0.3s | 3.02 sym/s | Total: 9.0m | ETA: 11.0m
[2025-11-25T23:38:06.494425] [INFO ] [sig       ] [1640/3639] Forecasting HYZD...
[2025-11-25T23:38:06.494479] [INFO ] [sig       ] Generating forecast for: HYZD
[2025-11-25T23:38:06.494524] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HYZD' from 'https://tdm.silogroup.org/data/derivative_storage/HYZD.csv'.
[2025-11-25T23:38:06.506075] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HYZD'.
[2025-11-25T23:38:06.506426] [INFO ] [FORECASTER] Starting predict_future for HYZD
[2025-11-25T23:38:06.507267] [DEBUG] [LOCAL     ] No optimal features file found for HYZD: ./output/feature-sets/HYZD.txt
[2025-11-25T23:38:06.507337] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:38:06.507419] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:38:06.507471] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:38:06.507556] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:38:06.568460] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:38:06.569274] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:38:06.569376] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:38:06.569434] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:38:06.660936] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:38:06.661099] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:38:06.661143] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:38:06.661178] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:38:06.664536] [DEBUG] [FORECASTER] HYZD: Forecast T+1@11:T+2@11: DOWN (p=4.74%)
[2025-11-25T23:38:06.664854] [INFO ] [FORECASTER] Completed predict_future for HYZD
[2025-11-25T23:38:06.665001] [INFO ] [sig       ] HYZD: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:38:06.806608] [INFO ] [LOCAL     ] Saved forecast: HYZD	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/HYZD.txt
[2025-11-25T23:38:06.806818] [INFO ] [sig       ] [1640/3639] Completed HYZD in 0.3s | 3.02 sym/s | Total: 9.0m | ETA: 11.0m
[2025-11-25T23:38:06.806874] [INFO ] [sig       ] [1641/3639] Forecasting HZO...
[2025-11-25T23:38:06.806918] [INFO ] [sig       ] Generating forecast for: HZO
[2025-11-25T23:38:06.806953] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HZO' from 'https://tdm.silogroup.org/data/derivative_storage/HZO.csv'.
[2025-11-25T23:38:06.818403] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HZO'.
[2025-11-25T23:38:06.818784] [INFO ] [FORECASTER] Starting predict_future for HZO
[2025-11-25T23:38:06.819580] [DEBUG] [LOCAL     ] No optimal features file found for HZO: ./output/feature-sets/HZO.txt
[2025-11-25T23:38:06.819676] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:38:06.819725] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:38:06.819767] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:38:06.819836] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:38:06.878392] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:38:06.879105] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:38:06.879204] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:38:06.879251] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:38:06.973257] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:38:06.973453] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:38:06.973501] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:38:06.973537] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:38:06.977042] [DEBUG] [FORECASTER] HZO: Forecast T+1@11:T+2@11: DOWN (p=35.88%)
[2025-11-25T23:38:06.977384] [INFO ] [FORECASTER] Completed predict_future for HZO
[2025-11-25T23:38:06.977536] [INFO ] [sig       ] HZO: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:38:07.118592] [INFO ] [LOCAL     ] Saved forecast: HZO	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/HZO.txt
[2025-11-25T23:38:07.118779] [INFO ] [sig       ] [1641/3639] Completed HZO in 0.3s | 3.02 sym/s | Total: 9.0m | ETA: 11.0m
[2025-11-25T23:38:07.118837] [INFO ] [sig       ] [1642/3639] Forecasting IAC...
[2025-11-25T23:38:07.118880] [INFO ] [sig       ] Generating forecast for: IAC
[2025-11-25T23:38:07.118921] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IAC' from 'https://tdm.silogroup.org/data/derivative_storage/IAC.csv'.
[2025-11-25T23:38:07.131207] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IAC'.
[2025-11-25T23:38:07.131571] [INFO ] [FORECASTER] Starting predict_future for IAC
[2025-11-25T23:38:07.132404] [DEBUG] [LOCAL     ] No optimal features file found for IAC: ./output/feature-sets/IAC.txt
[2025-11-25T23:38:07.132474] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:38:07.132530] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:38:07.132583] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:38:07.132687] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:38:07.191425] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:38:07.192357] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:38:07.192472] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:38:07.192524] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:38:07.289801] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:38:07.289999] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:38:07.290044] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:38:07.290087] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:38:07.293531] [DEBUG] [FORECASTER] IAC: Forecast T+1@11:T+2@11: UP (p=97.20%)
[2025-11-25T23:38:07.293875] [INFO ] [FORECASTER] Completed predict_future for IAC
[2025-11-25T23:38:07.294040] [INFO ] [sig       ] IAC: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:38:07.436606] [INFO ] [LOCAL     ] Saved forecast: IAC	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/IAC.txt
[2025-11-25T23:38:07.436794] [INFO ] [sig       ] [1642/3639] Completed IAC in 0.3s | 3.02 sym/s | Total: 9.1m | ETA: 11.0m
[2025-11-25T23:38:07.436862] [INFO ] [sig       ] [1643/3639] Forecasting IAE...
[2025-11-25T23:38:07.436913] [INFO ] [sig       ] Generating forecast for: IAE
[2025-11-25T23:38:07.436958] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IAE' from 'https://tdm.silogroup.org/data/derivative_storage/IAE.csv'.
[2025-11-25T23:38:07.449944] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IAE'.
[2025-11-25T23:38:07.450432] [INFO ] [FORECASTER] Starting predict_future for IAE
[2025-11-25T23:38:07.451281] [DEBUG] [LOCAL     ] No optimal features file found for IAE: ./output/feature-sets/IAE.txt
[2025-11-25T23:38:07.451352] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:38:07.451409] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:38:07.451460] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:38:07.451546] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:38:07.510963] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:38:07.511958] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:38:07.512090] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:38:07.512161] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:38:07.601606] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:38:07.601808] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:38:07.601857] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:38:07.601915] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:38:07.605428] [DEBUG] [FORECASTER] IAE: Forecast T+1@11:T+2@11: UP (p=97.73%)
[2025-11-25T23:38:07.605745] [INFO ] [FORECASTER] Completed predict_future for IAE
[2025-11-25T23:38:07.605899] [INFO ] [sig       ] IAE: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:38:07.750800] [INFO ] [LOCAL     ] Saved forecast: IAE	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/IAE.txt
[2025-11-25T23:38:07.750999] [INFO ] [sig       ] [1643/3639] Completed IAE in 0.3s | 3.02 sym/s | Total: 9.1m | ETA: 11.0m
[2025-11-25T23:38:07.751081] [INFO ] [sig       ] [1644/3639] Forecasting IAG...
[2025-11-25T23:38:07.751135] [INFO ] [sig       ] Generating forecast for: IAG
[2025-11-25T23:38:07.751180] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IAG' from 'https://tdm.silogroup.org/data/derivative_storage/IAG.csv'.
[2025-11-25T23:38:07.764142] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IAG'.
[2025-11-25T23:38:07.764555] [INFO ] [FORECASTER] Starting predict_future for IAG
[2025-11-25T23:38:07.765443] [DEBUG] [LOCAL     ] No optimal features file found for IAG: ./output/feature-sets/IAG.txt
[2025-11-25T23:38:07.765516] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:38:07.765575] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:38:07.765629] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:38:07.765750] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:38:07.827866] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:38:07.828772] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:38:07.828891] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:38:07.828953] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:38:07.930049] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:38:07.930266] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:38:07.930318] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:38:07.930371] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:38:07.934469] [DEBUG] [FORECASTER] IAG: Forecast T+1@11:T+2@11: UP (p=92.68%)
[2025-11-25T23:38:07.934831] [INFO ] [FORECASTER] Completed predict_future for IAG
[2025-11-25T23:38:07.935025] [INFO ] [sig       ] IAG: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:38:08.080238] [INFO ] [LOCAL     ] Saved forecast: IAG	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/IAG.txt
[2025-11-25T23:38:08.080410] [INFO ] [sig       ] [1644/3639] Completed IAG in 0.3s | 3.02 sym/s | Total: 9.1m | ETA: 11.0m
[2025-11-25T23:38:08.080490] [INFO ] [sig       ] [1645/3639] Forecasting IAS...
[2025-11-25T23:38:08.080537] [INFO ] [sig       ] Generating forecast for: IAS
[2025-11-25T23:38:08.080664] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IAS' from 'https://tdm.silogroup.org/data/derivative_storage/IAS.csv'.
[2025-11-25T23:38:08.092820] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IAS'.
[2025-11-25T23:38:08.093154] [INFO ] [FORECASTER] Starting predict_future for IAS
[2025-11-25T23:38:08.094050] [DEBUG] [LOCAL     ] No optimal features file found for IAS: ./output/feature-sets/IAS.txt
[2025-11-25T23:38:08.094120] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:38:08.094184] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:38:08.094235] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:38:08.094323] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:38:08.152332] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:38:08.153006] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:38:08.153121] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:38:08.153179] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:38:08.242940] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:38:08.243100] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:38:08.243147] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:38:08.243181] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:38:08.246477] [DEBUG] [FORECASTER] IAS: Forecast T+1@11:T+2@11: DOWN (p=10.02%)
[2025-11-25T23:38:08.246792] [INFO ] [FORECASTER] Completed predict_future for IAS
[2025-11-25T23:38:08.246943] [INFO ] [sig       ] IAS: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:38:08.390087] [INFO ] [LOCAL     ] Saved forecast: IAS	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/IAS.txt
[2025-11-25T23:38:08.390225] [INFO ] [sig       ] [1645/3639] Completed IAS in 0.3s | 3.02 sym/s | Total: 9.1m | ETA: 11.0m
[2025-11-25T23:38:08.390278] [INFO ] [sig       ] [1646/3639] Forecasting IBB...
[2025-11-25T23:38:08.390321] [INFO ] [sig       ] Generating forecast for: IBB
[2025-11-25T23:38:08.390371] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IBB' from 'https://tdm.silogroup.org/data/derivative_storage/IBB.csv'.
[2025-11-25T23:38:08.403149] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IBB'.
[2025-11-25T23:38:08.403573] [INFO ] [FORECASTER] Starting predict_future for IBB
[2025-11-25T23:38:08.404479] [DEBUG] [LOCAL     ] No optimal features file found for IBB: ./output/feature-sets/IBB.txt
[2025-11-25T23:38:08.404553] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:38:08.404612] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:38:08.404691] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:38:08.404808] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:38:08.466766] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:38:08.467688] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:38:08.467796] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:38:08.467857] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:38:08.570555] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:38:08.570767] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:38:08.570840] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:38:08.570888] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:38:08.574575] [DEBUG] [FORECASTER] IBB: Forecast T+1@11:T+2@11: DOWN (p=48.71%)
[2025-11-25T23:38:08.575044] [INFO ] [FORECASTER] Completed predict_future for IBB
[2025-11-25T23:38:08.575263] [INFO ] [sig       ] IBB: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:38:08.725255] [INFO ] [LOCAL     ] Saved forecast: IBB	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/IBB.txt
[2025-11-25T23:38:08.725447] [INFO ] [sig       ] [1646/3639] Completed IBB in 0.3s | 3.02 sym/s | Total: 9.1m | ETA: 11.0m
[2025-11-25T23:38:08.725533] [INFO ] [sig       ] [1647/3639] Forecasting IBBQ...
[2025-11-25T23:38:08.725594] [INFO ] [sig       ] Generating forecast for: IBBQ
[2025-11-25T23:38:08.725672] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IBBQ' from 'https://tdm.silogroup.org/data/derivative_storage/IBBQ.csv'.
[2025-11-25T23:38:08.739717] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IBBQ'.
[2025-11-25T23:38:08.740187] [INFO ] [FORECASTER] Starting predict_future for IBBQ
[2025-11-25T23:38:08.741282] [DEBUG] [LOCAL     ] No optimal features file found for IBBQ: ./output/feature-sets/IBBQ.txt
[2025-11-25T23:38:08.741367] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:38:08.741440] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:38:08.741512] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:38:08.741690] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:38:08.803478] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:38:08.804371] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:38:08.804474] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:38:08.804525] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:38:08.891586] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:38:08.891785] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:38:08.891859] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:38:08.891905] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:38:08.895363] [DEBUG] [FORECASTER] IBBQ: Forecast T+1@11:T+2@11: DOWN (p=40.40%)
[2025-11-25T23:38:08.895707] [INFO ] [FORECASTER] Completed predict_future for IBBQ
[2025-11-25T23:38:08.895872] [INFO ] [sig       ] IBBQ: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:38:09.039617] [INFO ] [LOCAL     ] Saved forecast: IBBQ	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/IBBQ.txt
[2025-11-25T23:38:09.039824] [INFO ] [sig       ] [1647/3639] Completed IBBQ in 0.3s | 3.02 sym/s | Total: 9.1m | ETA: 11.0m
[2025-11-25T23:38:09.039883] [INFO ] [sig       ] [1648/3639] Forecasting IBCP...
[2025-11-25T23:38:09.039972] [INFO ] [sig       ] Generating forecast for: IBCP
[2025-11-25T23:38:09.040020] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IBCP' from 'https://tdm.silogroup.org/data/derivative_storage/IBCP.csv'.
[2025-11-25T23:38:09.051464] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IBCP'.
[2025-11-25T23:38:09.051823] [INFO ] [FORECASTER] Starting predict_future for IBCP
[2025-11-25T23:38:09.052627] [DEBUG] [LOCAL     ] No optimal features file found for IBCP: ./output/feature-sets/IBCP.txt
[2025-11-25T23:38:09.052725] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:38:09.052771] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:38:09.052811] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:38:09.052879] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:38:09.110868] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:38:09.111742] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:38:09.111844] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:38:09.111892] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:38:09.203954] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:38:09.204136] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:38:09.204183] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:38:09.204219] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:38:09.207765] [DEBUG] [FORECASTER] IBCP: Forecast T+1@11:T+2@11: DOWN (p=14.35%)
[2025-11-25T23:38:09.208059] [INFO ] [FORECASTER] Completed predict_future for IBCP
[2025-11-25T23:38:09.208210] [INFO ] [sig       ] IBCP: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:38:09.356506] [INFO ] [LOCAL     ] Saved forecast: IBCP	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/IBCP.txt
[2025-11-25T23:38:09.356765] [INFO ] [sig       ] [1648/3639] Completed IBCP in 0.3s | 3.02 sym/s | Total: 9.1m | ETA: 11.0m
[2025-11-25T23:38:09.356829] [INFO ] [sig       ] [1649/3639] Forecasting IBEX...
[2025-11-25T23:38:09.356884] [INFO ] [sig       ] Generating forecast for: IBEX
[2025-11-25T23:38:09.356938] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IBEX' from 'https://tdm.silogroup.org/data/derivative_storage/IBEX.csv'.
[2025-11-25T23:38:09.369699] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IBEX'.
[2025-11-25T23:38:09.370100] [INFO ] [FORECASTER] Starting predict_future for IBEX
[2025-11-25T23:38:09.370996] [DEBUG] [LOCAL     ] No optimal features file found for IBEX: ./output/feature-sets/IBEX.txt
[2025-11-25T23:38:09.371092] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:38:09.371153] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:38:09.371205] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:38:09.371307] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:38:09.427964] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:38:09.428966] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:38:09.429070] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:38:09.429130] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:38:09.526798] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:38:09.527000] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:38:09.527046] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:38:09.527080] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:38:09.530560] [DEBUG] [FORECASTER] IBEX: Forecast T+1@11:T+2@11: UP (p=95.47%)
[2025-11-25T23:38:09.530907] [INFO ] [FORECASTER] Completed predict_future for IBEX
[2025-11-25T23:38:09.531080] [INFO ] [sig       ] IBEX: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:38:09.672253] [INFO ] [LOCAL     ] Saved forecast: IBEX	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/IBEX.txt
[2025-11-25T23:38:09.672425] [INFO ] [sig       ] [1649/3639] Completed IBEX in 0.3s | 3.02 sym/s | Total: 9.1m | ETA: 11.0m
[2025-11-25T23:38:09.672504] [INFO ] [sig       ] [1650/3639] Forecasting IBM...
[2025-11-25T23:38:09.672551] [INFO ] [sig       ] Generating forecast for: IBM
[2025-11-25T23:38:09.672682] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IBM' from 'https://tdm.silogroup.org/data/derivative_storage/IBM.csv'.
[2025-11-25T23:38:09.684128] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IBM'.
[2025-11-25T23:38:09.684507] [INFO ] [FORECASTER] Starting predict_future for IBM
[2025-11-25T23:38:09.685318] [DEBUG] [LOCAL     ] No optimal features file found for IBM: ./output/feature-sets/IBM.txt
[2025-11-25T23:38:09.685388] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:38:09.685446] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:38:09.685497] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:38:09.685577] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:38:09.742704] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:38:09.743495] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:38:09.743595] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:38:09.743675] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:38:09.836667] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:38:09.836846] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:38:09.836892] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:38:09.836927] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:38:09.840315] [DEBUG] [FORECASTER] IBM: Forecast T+1@11:T+2@11: DOWN (p=1.20%)
[2025-11-25T23:38:09.840618] [INFO ] [FORECASTER] Completed predict_future for IBM
[2025-11-25T23:38:09.840787] [INFO ] [sig       ] IBM: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:38:09.988434] [INFO ] [LOCAL     ] Saved forecast: IBM	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/IBM.txt
[2025-11-25T23:38:09.988690] [INFO ] [sig       ] [1650/3639] Completed IBM in 0.3s | 3.02 sym/s | Total: 9.1m | ETA: 11.0m
[2025-11-25T23:38:09.988766] [INFO ] [sig       ] [1651/3639] Forecasting IBN...
[2025-11-25T23:38:09.988852] [INFO ] [sig       ] Generating forecast for: IBN
[2025-11-25T23:38:09.988937] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IBN' from 'https://tdm.silogroup.org/data/derivative_storage/IBN.csv'.
[2025-11-25T23:38:10.003386] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IBN'.
[2025-11-25T23:38:10.003885] [INFO ] [FORECASTER] Starting predict_future for IBN
[2025-11-25T23:38:10.004835] [DEBUG] [LOCAL     ] No optimal features file found for IBN: ./output/feature-sets/IBN.txt
[2025-11-25T23:38:10.004915] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:38:10.004978] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:38:10.005032] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:38:10.005123] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:38:10.065096] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:38:10.065817] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:38:10.065926] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:38:10.065977] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:38:10.158603] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:38:10.158822] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:38:10.158869] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:38:10.158905] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:38:10.162506] [DEBUG] [FORECASTER] IBN: Forecast T+1@11:T+2@11: DOWN (p=1.75%)
[2025-11-25T23:38:10.162844] [INFO ] [FORECASTER] Completed predict_future for IBN
[2025-11-25T23:38:10.163011] [INFO ] [sig       ] IBN: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:38:10.314347] [INFO ] [LOCAL     ] Saved forecast: IBN	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/IBN.txt
[2025-11-25T23:38:10.314519] [INFO ] [sig       ] [1651/3639] Completed IBN in 0.3s | 3.02 sym/s | Total: 9.1m | ETA: 11.0m
[2025-11-25T23:38:10.314595] [INFO ] [sig       ] [1652/3639] Forecasting IBOC...
[2025-11-25T23:38:10.314666] [INFO ] [sig       ] Generating forecast for: IBOC
[2025-11-25T23:38:10.314728] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IBOC' from 'https://tdm.silogroup.org/data/derivative_storage/IBOC.csv'.
[2025-11-25T23:38:10.327407] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IBOC'.
[2025-11-25T23:38:10.327850] [INFO ] [FORECASTER] Starting predict_future for IBOC
[2025-11-25T23:38:10.328750] [DEBUG] [LOCAL     ] No optimal features file found for IBOC: ./output/feature-sets/IBOC.txt
[2025-11-25T23:38:10.328821] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:38:10.328879] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:38:10.328930] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:38:10.329022] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:38:10.389980] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:38:10.390732] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:38:10.390851] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:38:10.390902] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:38:10.487037] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:38:10.487210] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:38:10.487256] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:38:10.487291] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:38:10.490875] [DEBUG] [FORECASTER] IBOC: Forecast T+1@11:T+2@11: UP (p=70.73%)
[2025-11-25T23:38:10.491200] [INFO ] [FORECASTER] Completed predict_future for IBOC
[2025-11-25T23:38:10.491353] [INFO ] [sig       ] IBOC: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:38:10.640383] [INFO ] [LOCAL     ] Saved forecast: IBOC	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/IBOC.txt
[2025-11-25T23:38:10.640616] [INFO ] [sig       ] [1652/3639] Completed IBOC in 0.3s | 3.02 sym/s | Total: 9.1m | ETA: 11.0m
[2025-11-25T23:38:10.640715] [INFO ] [sig       ] [1653/3639] Forecasting IBP...
[2025-11-25T23:38:10.640780] [INFO ] [sig       ] Generating forecast for: IBP
[2025-11-25T23:38:10.640843] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IBP' from 'https://tdm.silogroup.org/data/derivative_storage/IBP.csv'.
[2025-11-25T23:38:10.653352] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IBP'.
[2025-11-25T23:38:10.653751] [INFO ] [FORECASTER] Starting predict_future for IBP
[2025-11-25T23:38:10.654584] [DEBUG] [LOCAL     ] No optimal features file found for IBP: ./output/feature-sets/IBP.txt
[2025-11-25T23:38:10.654686] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:38:10.654750] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:38:10.654803] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:38:10.654893] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:38:10.715316] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:38:10.716160] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:38:10.716260] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:38:10.716319] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:38:10.810220] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:38:10.810427] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:38:10.810474] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:38:10.810508] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:38:10.813918] [DEBUG] [FORECASTER] IBP: Forecast T+1@11:T+2@11: UP (p=65.29%)
[2025-11-25T23:38:10.814206] [INFO ] [FORECASTER] Completed predict_future for IBP
[2025-11-25T23:38:10.814356] [INFO ] [sig       ] IBP: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:38:10.958464] [INFO ] [LOCAL     ] Saved forecast: IBP	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/IBP.txt
[2025-11-25T23:38:10.958684] [INFO ] [sig       ] [1653/3639] Completed IBP in 0.3s | 3.02 sym/s | Total: 9.1m | ETA: 10.9m
[2025-11-25T23:38:10.958743] [INFO ] [sig       ] [1654/3639] Forecasting IBRX...
[2025-11-25T23:38:10.958851] [INFO ] [sig       ] Generating forecast for: IBRX
[2025-11-25T23:38:10.958897] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IBRX' from 'https://tdm.silogroup.org/data/derivative_storage/IBRX.csv'.
[2025-11-25T23:38:10.971142] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IBRX'.
[2025-11-25T23:38:10.971547] [INFO ] [FORECASTER] Starting predict_future for IBRX
[2025-11-25T23:38:10.972399] [DEBUG] [LOCAL     ] No optimal features file found for IBRX: ./output/feature-sets/IBRX.txt
[2025-11-25T23:38:10.972469] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:38:10.972528] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:38:10.972582] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:38:10.972689] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:38:11.032108] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:38:11.032949] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:38:11.033051] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:38:11.033112] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:38:11.129803] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:38:11.129985] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:38:11.130032] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:38:11.130068] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:38:11.133711] [DEBUG] [FORECASTER] IBRX: Forecast T+1@11:T+2@11: DOWN (p=42.92%)
[2025-11-25T23:38:11.134038] [INFO ] [FORECASTER] Completed predict_future for IBRX
[2025-11-25T23:38:11.134185] [INFO ] [sig       ] IBRX: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:38:11.286715] [INFO ] [LOCAL     ] Saved forecast: IBRX	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/IBRX.txt
[2025-11-25T23:38:11.286897] [INFO ] [sig       ] [1654/3639] Completed IBRX in 0.3s | 3.02 sym/s | Total: 9.1m | ETA: 10.9m
[2025-11-25T23:38:11.286977] [INFO ] [sig       ] [1655/3639] Forecasting IBTF...
[2025-11-25T23:38:11.287035] [INFO ] [sig       ] Generating forecast for: IBTF
[2025-11-25T23:38:11.287091] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IBTF' from 'https://tdm.silogroup.org/data/derivative_storage/IBTF.csv'.
[2025-11-25T23:38:11.299289] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IBTF'.
[2025-11-25T23:38:11.299742] [INFO ] [FORECASTER] Starting predict_future for IBTF
[2025-11-25T23:38:11.300598] [DEBUG] [LOCAL     ] No optimal features file found for IBTF: ./output/feature-sets/IBTF.txt
[2025-11-25T23:38:11.300690] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:38:11.300750] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:38:11.300802] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:38:11.300892] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:38:11.360855] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:38:11.361675] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:38:11.361774] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:38:11.361835] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:38:11.451569] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:38:11.451764] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:38:11.451817] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:38:11.451854] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:38:11.455321] [DEBUG] [FORECASTER] IBTF: Forecast T+1@11:T+2@11: DOWN (p=34.18%)
[2025-11-25T23:38:11.455615] [INFO ] [FORECASTER] Completed predict_future for IBTF
[2025-11-25T23:38:11.455792] [INFO ] [sig       ] IBTF: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:38:11.600616] [INFO ] [LOCAL     ] Saved forecast: IBTF	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/IBTF.txt
[2025-11-25T23:38:11.600822] [INFO ] [sig       ] [1655/3639] Completed IBTF in 0.3s | 3.02 sym/s | Total: 9.1m | ETA: 10.9m
[2025-11-25T23:38:11.600880] [INFO ] [sig       ] [1656/3639] Forecasting IBTG...
[2025-11-25T23:38:11.600934] [INFO ] [sig       ] Generating forecast for: IBTG
[2025-11-25T23:38:11.600988] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IBTG' from 'https://tdm.silogroup.org/data/derivative_storage/IBTG.csv'.
[2025-11-25T23:38:11.612665] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IBTG'.
[2025-11-25T23:38:11.613050] [INFO ] [FORECASTER] Starting predict_future for IBTG
[2025-11-25T23:38:11.613970] [DEBUG] [LOCAL     ] No optimal features file found for IBTG: ./output/feature-sets/IBTG.txt
[2025-11-25T23:38:11.614040] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:38:11.614099] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:38:11.614152] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:38:11.614241] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:38:11.675137] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:38:11.675938] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:38:11.676041] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:38:11.676104] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:38:11.768186] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:38:11.768403] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:38:11.768470] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:38:11.768510] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:38:11.772145] [DEBUG] [FORECASTER] IBTG: Forecast T+1@11:T+2@11: UP (p=60.30%)
[2025-11-25T23:38:11.772449] [INFO ] [FORECASTER] Completed predict_future for IBTG
[2025-11-25T23:38:11.772605] [INFO ] [sig       ] IBTG: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:38:11.921276] [INFO ] [LOCAL     ] Saved forecast: IBTG	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/IBTG.txt
[2025-11-25T23:38:11.921463] [INFO ] [sig       ] [1656/3639] Completed IBTG in 0.3s | 3.02 sym/s | Total: 9.1m | ETA: 10.9m
[2025-11-25T23:38:11.921521] [INFO ] [sig       ] [1657/3639] Forecasting IBTH...
[2025-11-25T23:38:11.921576] [INFO ] [sig       ] Generating forecast for: IBTH
[2025-11-25T23:38:11.921628] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IBTH' from 'https://tdm.silogroup.org/data/derivative_storage/IBTH.csv'.
[2025-11-25T23:38:11.933910] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IBTH'.
[2025-11-25T23:38:11.934323] [INFO ] [FORECASTER] Starting predict_future for IBTH
[2025-11-25T23:38:11.935216] [DEBUG] [LOCAL     ] No optimal features file found for IBTH: ./output/feature-sets/IBTH.txt
[2025-11-25T23:38:11.935286] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:38:11.935343] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:38:11.935393] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:38:11.935480] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:38:11.992765] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:38:11.993763] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:38:11.993884] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:38:11.993944] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:38:12.081787] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:38:12.081980] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:38:12.082026] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:38:12.082060] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:38:12.085511] [DEBUG] [FORECASTER] IBTH: Forecast T+1@11:T+2@11: UP (p=70.50%)
[2025-11-25T23:38:12.085864] [INFO ] [FORECASTER] Completed predict_future for IBTH
[2025-11-25T23:38:12.086030] [INFO ] [sig       ] IBTH: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:38:12.229666] [INFO ] [LOCAL     ] Saved forecast: IBTH	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/IBTH.txt
[2025-11-25T23:38:12.229863] [INFO ] [sig       ] [1657/3639] Completed IBTH in 0.3s | 3.02 sym/s | Total: 9.1m | ETA: 10.9m
[2025-11-25T23:38:12.229920] [INFO ] [sig       ] [1658/3639] Forecasting IBTI...
[2025-11-25T23:38:12.229964] [INFO ] [sig       ] Generating forecast for: IBTI
[2025-11-25T23:38:12.230029] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IBTI' from 'https://tdm.silogroup.org/data/derivative_storage/IBTI.csv'.
[2025-11-25T23:38:12.242422] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IBTI'.
[2025-11-25T23:38:12.242851] [INFO ] [FORECASTER] Starting predict_future for IBTI
[2025-11-25T23:38:12.243812] [DEBUG] [LOCAL     ] No optimal features file found for IBTI: ./output/feature-sets/IBTI.txt
[2025-11-25T23:38:12.243882] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:38:12.243939] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:38:12.243989] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:38:12.244072] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:38:12.302209] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:38:12.303093] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:38:12.303191] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:38:12.303249] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:38:12.395260] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:38:12.395468] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:38:12.395534] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:38:12.395581] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:38:12.400601] [DEBUG] [FORECASTER] IBTI: Forecast T+1@11:T+2@11: DOWN (p=13.99%)
[2025-11-25T23:38:12.401064] [INFO ] [FORECASTER] Completed predict_future for IBTI
[2025-11-25T23:38:12.401443] [INFO ] [sig       ] IBTI: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:38:12.549408] [INFO ] [LOCAL     ] Saved forecast: IBTI	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/IBTI.txt
[2025-11-25T23:38:12.549607] [INFO ] [sig       ] [1658/3639] Completed IBTI in 0.3s | 3.02 sym/s | Total: 9.1m | ETA: 10.9m
[2025-11-25T23:38:12.549689] [INFO ] [sig       ] [1659/3639] Forecasting IBTJ...
[2025-11-25T23:38:12.549734] [INFO ] [sig       ] Generating forecast for: IBTJ
[2025-11-25T23:38:12.549776] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IBTJ' from 'https://tdm.silogroup.org/data/derivative_storage/IBTJ.csv'.
[2025-11-25T23:38:12.562327] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IBTJ'.
[2025-11-25T23:38:12.562768] [INFO ] [FORECASTER] Starting predict_future for IBTJ
[2025-11-25T23:38:12.563666] [DEBUG] [LOCAL     ] No optimal features file found for IBTJ: ./output/feature-sets/IBTJ.txt
[2025-11-25T23:38:12.563739] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:38:12.563785] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:38:12.563825] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:38:12.563895] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:38:12.624094] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:38:12.625020] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:38:12.625128] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:38:12.625177] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:38:12.718462] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:38:12.718677] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:38:12.718731] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:38:12.718768] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:38:12.722306] [DEBUG] [FORECASTER] IBTJ: Forecast T+1@11:T+2@11: DOWN (p=20.96%)
[2025-11-25T23:38:12.722601] [INFO ] [FORECASTER] Completed predict_future for IBTJ
[2025-11-25T23:38:12.722760] [INFO ] [sig       ] IBTJ: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:38:12.865718] [INFO ] [LOCAL     ] Saved forecast: IBTJ	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/IBTJ.txt
[2025-11-25T23:38:12.865879] [INFO ] [sig       ] [1659/3639] Completed IBTJ in 0.3s | 3.02 sym/s | Total: 9.1m | ETA: 10.9m
[2025-11-25T23:38:12.865937] [INFO ] [sig       ] [1660/3639] Forecasting IBTK...
[2025-11-25T23:38:12.865982] [INFO ] [sig       ] Generating forecast for: IBTK
[2025-11-25T23:38:12.866024] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IBTK' from 'https://tdm.silogroup.org/data/derivative_storage/IBTK.csv'.
[2025-11-25T23:38:12.878171] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IBTK'.
[2025-11-25T23:38:12.878484] [INFO ] [FORECASTER] Starting predict_future for IBTK
[2025-11-25T23:38:12.879341] [DEBUG] [LOCAL     ] No optimal features file found for IBTK: ./output/feature-sets/IBTK.txt
[2025-11-25T23:38:12.879413] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:38:12.879485] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:38:12.879538] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:38:12.879625] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:38:12.938822] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:38:12.939582] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:38:12.939702] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:38:12.939753] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:38:13.052082] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:38:13.052231] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:38:13.052276] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:38:13.052310] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:38:13.055539] [DEBUG] [FORECASTER] IBTK: Forecast T+1@11:T+2@11: DOWN (p=20.06%)
[2025-11-25T23:38:13.055850] [INFO ] [FORECASTER] Completed predict_future for IBTK
[2025-11-25T23:38:13.056000] [INFO ] [sig       ] IBTK: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:38:13.200969] [INFO ] [LOCAL     ] Saved forecast: IBTK	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/IBTK.txt
[2025-11-25T23:38:13.201117] [INFO ] [sig       ] [1660/3639] Completed IBTK in 0.3s | 3.02 sym/s | Total: 9.1m | ETA: 10.9m
[2025-11-25T23:38:13.201170] [INFO ] [sig       ] [1661/3639] Forecasting IBTL...
[2025-11-25T23:38:13.201213] [INFO ] [sig       ] Generating forecast for: IBTL
[2025-11-25T23:38:13.201279] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IBTL' from 'https://tdm.silogroup.org/data/derivative_storage/IBTL.csv'.
[2025-11-25T23:38:13.212815] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IBTL'.
[2025-11-25T23:38:13.213118] [INFO ] [FORECASTER] Starting predict_future for IBTL
[2025-11-25T23:38:13.213966] [DEBUG] [LOCAL     ] No optimal features file found for IBTL: ./output/feature-sets/IBTL.txt
[2025-11-25T23:38:13.214036] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:38:13.214086] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:38:13.214135] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:38:13.214255] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:38:13.271794] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:38:13.272760] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:38:13.272870] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:38:13.272929] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:38:13.367270] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:38:13.367489] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:38:13.367535] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:38:13.367569] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:38:13.371016] [DEBUG] [FORECASTER] IBTL: Forecast T+1@11:T+2@11: UP (p=88.59%)
[2025-11-25T23:38:13.371314] [INFO ] [FORECASTER] Completed predict_future for IBTL
[2025-11-25T23:38:13.371453] [INFO ] [sig       ] IBTL: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:38:13.512912] [INFO ] [LOCAL     ] Saved forecast: IBTL	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/IBTL.txt
[2025-11-25T23:38:13.513058] [INFO ] [sig       ] [1661/3639] Completed IBTL in 0.3s | 3.02 sym/s | Total: 9.2m | ETA: 10.9m
[2025-11-25T23:38:13.513112] [INFO ] [sig       ] [1662/3639] Forecasting IBTM...
[2025-11-25T23:38:13.513156] [INFO ] [sig       ] Generating forecast for: IBTM
[2025-11-25T23:38:13.513197] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IBTM' from 'https://tdm.silogroup.org/data/derivative_storage/IBTM.csv'.
[2025-11-25T23:38:13.525754] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IBTM'.
[2025-11-25T23:38:13.526269] [INFO ] [FORECASTER] Starting predict_future for IBTM
[2025-11-25T23:38:13.527214] [DEBUG] [LOCAL     ] No optimal features file found for IBTM: ./output/feature-sets/IBTM.txt
[2025-11-25T23:38:13.527288] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:38:13.527349] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:38:13.527436] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:38:13.527527] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:38:13.588555] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:38:13.589552] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:38:13.589690] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:38:13.589745] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:38:13.692462] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:38:13.692686] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:38:13.692742] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:38:13.692779] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:38:13.696404] [DEBUG] [FORECASTER] IBTM: Forecast T+1@11:T+2@11: DOWN (p=31.09%)
[2025-11-25T23:38:13.696734] [INFO ] [FORECASTER] Completed predict_future for IBTM
[2025-11-25T23:38:13.696890] [INFO ] [sig       ] IBTM: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:38:13.845684] [INFO ] [LOCAL     ] Saved forecast: IBTM	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/IBTM.txt
[2025-11-25T23:38:13.845903] [INFO ] [sig       ] [1662/3639] Completed IBTM in 0.3s | 3.02 sym/s | Total: 9.2m | ETA: 10.9m
[2025-11-25T23:38:13.845963] [INFO ] [sig       ] [1663/3639] Forecasting IBTO...
[2025-11-25T23:38:13.846008] [INFO ] [sig       ] Generating forecast for: IBTO
[2025-11-25T23:38:13.846051] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IBTO' from 'https://tdm.silogroup.org/data/derivative_storage/IBTO.csv'.
[2025-11-25T23:38:13.857628] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IBTO'.
[2025-11-25T23:38:13.858040] [INFO ] [FORECASTER] Starting predict_future for IBTO
[2025-11-25T23:38:13.858870] [DEBUG] [LOCAL     ] No optimal features file found for IBTO: ./output/feature-sets/IBTO.txt
[2025-11-25T23:38:13.858939] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:38:13.858984] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:38:13.859025] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:38:13.859094] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:38:13.919481] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:38:13.920403] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:38:13.920511] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:38:13.920560] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:38:14.015039] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:38:14.015258] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:38:14.015316] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:38:14.015363] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:38:14.019086] [DEBUG] [FORECASTER] IBTO: Forecast T+1@11:T+2@11: UP (p=51.47%)
[2025-11-25T23:38:14.019460] [INFO ] [FORECASTER] Completed predict_future for IBTO
[2025-11-25T23:38:14.019621] [INFO ] [sig       ] IBTO: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:38:14.168112] [INFO ] [LOCAL     ] Saved forecast: IBTO	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/IBTO.txt
[2025-11-25T23:38:14.168303] [INFO ] [sig       ] [1663/3639] Completed IBTO in 0.3s | 3.02 sym/s | Total: 9.2m | ETA: 10.9m
[2025-11-25T23:38:14.168367] [INFO ] [sig       ] [1664/3639] Forecasting ICE...
[2025-11-25T23:38:14.168438] [INFO ] [sig       ] Generating forecast for: ICE
[2025-11-25T23:38:14.168491] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ICE' from 'https://tdm.silogroup.org/data/derivative_storage/ICE.csv'.
[2025-11-25T23:38:14.181760] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ICE'.
[2025-11-25T23:38:14.182208] [INFO ] [FORECASTER] Starting predict_future for ICE
[2025-11-25T23:38:14.183207] [DEBUG] [LOCAL     ] No optimal features file found for ICE: ./output/feature-sets/ICE.txt
[2025-11-25T23:38:14.183277] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:38:14.183323] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:38:14.183362] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:38:14.183431] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:38:14.241215] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:38:14.242144] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:38:14.242244] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:38:14.242292] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:38:14.330589] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:38:14.330804] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:38:14.330851] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:38:14.330885] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:38:14.334284] [DEBUG] [FORECASTER] ICE: Forecast T+1@11:T+2@11: UP (p=98.51%)
[2025-11-25T23:38:14.334572] [INFO ] [FORECASTER] Completed predict_future for ICE
[2025-11-25T23:38:14.334730] [INFO ] [sig       ] ICE: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:38:14.474880] [INFO ] [LOCAL     ] Saved forecast: ICE	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/ICE.txt
[2025-11-25T23:38:14.475079] [INFO ] [sig       ] [1664/3639] Completed ICE in 0.3s | 3.02 sym/s | Total: 9.2m | ETA: 10.9m
[2025-11-25T23:38:14.475134] [INFO ] [sig       ] [1665/3639] Forecasting ICFI...
[2025-11-25T23:38:14.475179] [INFO ] [sig       ] Generating forecast for: ICFI
[2025-11-25T23:38:14.475219] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ICFI' from 'https://tdm.silogroup.org/data/derivative_storage/ICFI.csv'.
[2025-11-25T23:38:14.490335] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ICFI'.
[2025-11-25T23:38:14.490784] [INFO ] [FORECASTER] Starting predict_future for ICFI
[2025-11-25T23:38:14.491613] [DEBUG] [LOCAL     ] No optimal features file found for ICFI: ./output/feature-sets/ICFI.txt
[2025-11-25T23:38:14.491705] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:38:14.491752] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:38:14.491791] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:38:14.491859] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:38:14.548340] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:38:14.549245] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:38:14.549345] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:38:14.549393] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:38:14.638164] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:38:14.638357] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:38:14.638403] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:38:14.638438] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:38:14.641864] [DEBUG] [FORECASTER] ICFI: Forecast T+1@11:T+2@11: UP (p=78.29%)
[2025-11-25T23:38:14.642335] [INFO ] [FORECASTER] Completed predict_future for ICFI
[2025-11-25T23:38:14.642580] [INFO ] [sig       ] ICFI: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:38:14.783475] [INFO ] [LOCAL     ] Saved forecast: ICFI	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/ICFI.txt
[2025-11-25T23:38:14.783698] [INFO ] [sig       ] [1665/3639] Completed ICFI in 0.3s | 3.02 sym/s | Total: 9.2m | ETA: 10.9m
[2025-11-25T23:38:14.783757] [INFO ] [sig       ] [1666/3639] Forecasting ICL...
[2025-11-25T23:38:14.783809] [INFO ] [sig       ] Generating forecast for: ICL
[2025-11-25T23:38:14.783852] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ICL' from 'https://tdm.silogroup.org/data/derivative_storage/ICL.csv'.
[2025-11-25T23:38:14.795427] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ICL'.
[2025-11-25T23:38:14.795860] [INFO ] [FORECASTER] Starting predict_future for ICL
[2025-11-25T23:38:14.796688] [DEBUG] [LOCAL     ] No optimal features file found for ICL: ./output/feature-sets/ICL.txt
[2025-11-25T23:38:14.796756] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:38:14.796813] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:38:14.796862] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:38:14.796948] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:38:14.854078] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:38:14.854984] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:38:14.855094] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:38:14.855143] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:38:14.940435] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:38:14.940656] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:38:14.940709] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:38:14.940744] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:38:14.944186] [DEBUG] [FORECASTER] ICL: Forecast T+1@11:T+2@11: UP (p=55.81%)
[2025-11-25T23:38:14.944500] [INFO ] [FORECASTER] Completed predict_future for ICL
[2025-11-25T23:38:14.944663] [INFO ] [sig       ] ICL: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:38:15.086228] [INFO ] [LOCAL     ] Saved forecast: ICL	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/ICL.txt
[2025-11-25T23:38:15.086441] [INFO ] [sig       ] [1666/3639] Completed ICL in 0.3s | 3.03 sym/s | Total: 9.2m | ETA: 10.9m
[2025-11-25T23:38:15.086501] [INFO ] [sig       ] [1667/3639] Forecasting ICLN...
[2025-11-25T23:38:15.086555] [INFO ] [sig       ] Generating forecast for: ICLN
[2025-11-25T23:38:15.086607] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ICLN' from 'https://tdm.silogroup.org/data/derivative_storage/ICLN.csv'.
[2025-11-25T23:38:15.102413] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ICLN'.
[2025-11-25T23:38:15.102895] [INFO ] [FORECASTER] Starting predict_future for ICLN
[2025-11-25T23:38:15.103834] [DEBUG] [LOCAL     ] No optimal features file found for ICLN: ./output/feature-sets/ICLN.txt
[2025-11-25T23:38:15.103902] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:38:15.103960] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:38:15.104010] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:38:15.104098] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:38:15.164186] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:38:15.165131] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:38:15.165233] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:38:15.165294] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:38:15.260435] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:38:15.260628] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:38:15.260723] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:38:15.260765] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:38:15.264156] [DEBUG] [FORECASTER] ICLN: Forecast T+1@11:T+2@11: UP (p=63.94%)
[2025-11-25T23:38:15.264449] [INFO ] [FORECASTER] Completed predict_future for ICLN
[2025-11-25T23:38:15.264590] [INFO ] [sig       ] ICLN: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:38:15.407184] [INFO ] [LOCAL     ] Saved forecast: ICLN	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/ICLN.txt
[2025-11-25T23:38:15.407404] [INFO ] [sig       ] [1667/3639] Completed ICLN in 0.3s | 3.03 sym/s | Total: 9.2m | ETA: 10.9m
[2025-11-25T23:38:15.407465] [INFO ] [sig       ] [1668/3639] Forecasting ICMB...
[2025-11-25T23:38:15.407517] [INFO ] [sig       ] Generating forecast for: ICMB
[2025-11-25T23:38:15.407568] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ICMB' from 'https://tdm.silogroup.org/data/derivative_storage/ICMB.csv'.
[2025-11-25T23:38:15.419823] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ICMB'.
[2025-11-25T23:38:15.420183] [INFO ] [FORECASTER] Starting predict_future for ICMB
[2025-11-25T23:38:15.421071] [DEBUG] [LOCAL     ] No optimal features file found for ICMB: ./output/feature-sets/ICMB.txt
[2025-11-25T23:38:15.421144] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:38:15.421205] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:38:15.421257] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:38:15.421347] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:38:15.482456] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:38:15.483265] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:38:15.483367] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:38:15.483430] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:38:15.568616] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:38:15.568817] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:38:15.568869] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:38:15.568904] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:38:15.572476] [DEBUG] [FORECASTER] ICMB: Forecast T+1@11:T+2@11: UP (p=86.81%)
[2025-11-25T23:38:15.572826] [INFO ] [FORECASTER] Completed predict_future for ICMB
[2025-11-25T23:38:15.572984] [INFO ] [sig       ] ICMB: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:38:15.714626] [INFO ] [LOCAL     ] Saved forecast: ICMB	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/ICMB.txt
[2025-11-25T23:38:15.714847] [INFO ] [sig       ] [1668/3639] Completed ICMB in 0.3s | 3.03 sym/s | Total: 9.2m | ETA: 10.9m
[2025-11-25T23:38:15.714903] [INFO ] [sig       ] [1669/3639] Forecasting ICOP...
[2025-11-25T23:38:15.714948] [INFO ] [sig       ] Generating forecast for: ICOP
[2025-11-25T23:38:15.715025] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ICOP' from 'https://tdm.silogroup.org/data/derivative_storage/ICOP.csv'.
[2025-11-25T23:38:15.727011] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ICOP'.
[2025-11-25T23:38:15.727454] [INFO ] [FORECASTER] Starting predict_future for ICOP
[2025-11-25T23:38:15.728294] [DEBUG] [LOCAL     ] No optimal features file found for ICOP: ./output/feature-sets/ICOP.txt
[2025-11-25T23:38:15.728362] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:38:15.728408] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:38:15.728448] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:38:15.728516] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:38:15.785334] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:38:15.786133] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:38:15.786251] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:38:15.786299] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:38:15.874418] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:38:15.874605] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:38:15.874671] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:38:15.874715] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:38:15.878129] [DEBUG] [FORECASTER] ICOP: Forecast T+1@11:T+2@11: DOWN (p=12.56%)
[2025-11-25T23:38:15.878429] [INFO ] [FORECASTER] Completed predict_future for ICOP
[2025-11-25T23:38:15.878568] [INFO ] [sig       ] ICOP: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:38:16.023046] [INFO ] [LOCAL     ] Saved forecast: ICOP	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/ICOP.txt
[2025-11-25T23:38:16.023213] [INFO ] [sig       ] [1669/3639] Completed ICOP in 0.3s | 3.03 sym/s | Total: 9.2m | ETA: 10.9m
[2025-11-25T23:38:16.023268] [INFO ] [sig       ] [1670/3639] Forecasting ICUI...
[2025-11-25T23:38:16.023313] [INFO ] [sig       ] Generating forecast for: ICUI
[2025-11-25T23:38:16.023355] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ICUI' from 'https://tdm.silogroup.org/data/derivative_storage/ICUI.csv'.
[2025-11-25T23:38:16.036805] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ICUI'.
[2025-11-25T23:38:16.037202] [INFO ] [FORECASTER] Starting predict_future for ICUI
[2025-11-25T23:38:16.038067] [DEBUG] [LOCAL     ] No optimal features file found for ICUI: ./output/feature-sets/ICUI.txt
[2025-11-25T23:38:16.038136] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:38:16.038182] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:38:16.038222] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:38:16.038338] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:38:16.095391] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:38:16.096226] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:38:16.096326] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:38:16.096383] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:38:16.189328] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:38:16.189523] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:38:16.189570] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:38:16.189606] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:38:16.193153] [DEBUG] [FORECASTER] ICUI: Forecast T+1@11:T+2@11: UP (p=61.27%)
[2025-11-25T23:38:16.193484] [INFO ] [FORECASTER] Completed predict_future for ICUI
[2025-11-25T23:38:16.193628] [INFO ] [sig       ] ICUI: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:38:16.336099] [INFO ] [LOCAL     ] Saved forecast: ICUI	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/ICUI.txt
[2025-11-25T23:38:16.336284] [INFO ] [sig       ] [1670/3639] Completed ICUI in 0.3s | 3.03 sym/s | Total: 9.2m | ETA: 10.8m
[2025-11-25T23:38:16.336341] [INFO ] [sig       ] [1671/3639] Forecasting IDA...
[2025-11-25T23:38:16.336385] [INFO ] [sig       ] Generating forecast for: IDA
[2025-11-25T23:38:16.336426] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IDA' from 'https://tdm.silogroup.org/data/derivative_storage/IDA.csv'.
[2025-11-25T23:38:16.348451] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IDA'.
[2025-11-25T23:38:16.348941] [INFO ] [FORECASTER] Starting predict_future for IDA
[2025-11-25T23:38:16.349796] [DEBUG] [LOCAL     ] No optimal features file found for IDA: ./output/feature-sets/IDA.txt
[2025-11-25T23:38:16.349864] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:38:16.349955] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:38:16.350022] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:38:16.350103] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:38:16.412084] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:38:16.413044] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:38:16.413179] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:38:16.413263] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:38:16.514761] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:38:16.514956] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:38:16.515003] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:38:16.515038] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:38:16.518564] [DEBUG] [FORECASTER] IDA: Forecast T+1@11:T+2@11: DOWN (p=12.02%)
[2025-11-25T23:38:16.518873] [INFO ] [FORECASTER] Completed predict_future for IDA
[2025-11-25T23:38:16.519022] [INFO ] [sig       ] IDA: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:38:16.664728] [INFO ] [LOCAL     ] Saved forecast: IDA	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/IDA.txt
[2025-11-25T23:38:16.664921] [INFO ] [sig       ] [1671/3639] Completed IDA in 0.3s | 3.03 sym/s | Total: 9.2m | ETA: 10.8m
[2025-11-25T23:38:16.664976] [INFO ] [sig       ] [1672/3639] Forecasting IDAI...
[2025-11-25T23:38:16.665023] [INFO ] [sig       ] Generating forecast for: IDAI
[2025-11-25T23:38:16.665064] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IDAI' from 'https://tdm.silogroup.org/data/derivative_storage/IDAI.csv'.
[2025-11-25T23:38:16.677094] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IDAI'.
[2025-11-25T23:38:16.677480] [INFO ] [FORECASTER] Starting predict_future for IDAI
[2025-11-25T23:38:16.678332] [DEBUG] [LOCAL     ] No optimal features file found for IDAI: ./output/feature-sets/IDAI.txt
[2025-11-25T23:38:16.678401] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:38:16.678446] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:38:16.678487] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:38:16.678556] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:38:16.738581] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:38:16.739574] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:38:16.739701] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:38:16.739752] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:38:16.838632] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:38:16.838855] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:38:16.838903] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:38:16.838938] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:38:16.842636] [DEBUG] [FORECASTER] IDAI: Forecast T+1@11:T+2@11: DOWN (p=29.21%)
[2025-11-25T23:38:16.842975] [INFO ] [FORECASTER] Completed predict_future for IDAI
[2025-11-25T23:38:16.843122] [INFO ] [sig       ] IDAI: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:38:16.991531] [INFO ] [LOCAL     ] Saved forecast: IDAI	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/IDAI.txt
[2025-11-25T23:38:16.991749] [INFO ] [sig       ] [1672/3639] Completed IDAI in 0.3s | 3.03 sym/s | Total: 9.2m | ETA: 10.8m
[2025-11-25T23:38:16.991810] [INFO ] [sig       ] [1673/3639] Forecasting IDCC...
[2025-11-25T23:38:16.991856] [INFO ] [sig       ] Generating forecast for: IDCC
[2025-11-25T23:38:16.991932] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IDCC' from 'https://tdm.silogroup.org/data/derivative_storage/IDCC.csv'.
[2025-11-25T23:38:17.004810] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IDCC'.
[2025-11-25T23:38:17.005223] [INFO ] [FORECASTER] Starting predict_future for IDCC
[2025-11-25T23:38:17.006089] [DEBUG] [LOCAL     ] No optimal features file found for IDCC: ./output/feature-sets/IDCC.txt
[2025-11-25T23:38:17.006163] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:38:17.006224] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:38:17.006275] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:38:17.006363] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:38:17.064399] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:38:17.065180] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:38:17.065281] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:38:17.065339] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:38:17.162341] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:38:17.162473] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:38:17.162517] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:38:17.162551] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:38:17.165771] [DEBUG] [FORECASTER] IDCC: Forecast T+1@11:T+2@11: UP (p=76.21%)
[2025-11-25T23:38:17.166060] [INFO ] [FORECASTER] Completed predict_future for IDCC
[2025-11-25T23:38:17.166197] [INFO ] [sig       ] IDCC: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:38:17.319168] [INFO ] [LOCAL     ] Saved forecast: IDCC	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/IDCC.txt
[2025-11-25T23:38:17.319348] [INFO ] [sig       ] [1673/3639] Completed IDCC in 0.3s | 3.03 sym/s | Total: 9.2m | ETA: 10.8m
[2025-11-25T23:38:17.319403] [INFO ] [sig       ] [1674/3639] Forecasting IDE...
[2025-11-25T23:38:17.319447] [INFO ] [sig       ] Generating forecast for: IDE
[2025-11-25T23:38:17.319489] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IDE' from 'https://tdm.silogroup.org/data/derivative_storage/IDE.csv'.
[2025-11-25T23:38:17.331185] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IDE'.
[2025-11-25T23:38:17.331551] [INFO ] [FORECASTER] Starting predict_future for IDE
[2025-11-25T23:38:17.332359] [DEBUG] [LOCAL     ] No optimal features file found for IDE: ./output/feature-sets/IDE.txt
[2025-11-25T23:38:17.332430] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:38:17.332476] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:38:17.332516] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:38:17.332582] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:38:17.389976] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:38:17.390861] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:38:17.390960] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:38:17.391003] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:38:17.481159] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:38:17.481324] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:38:17.481369] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:38:17.481404] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:38:17.484771] [DEBUG] [FORECASTER] IDE: Forecast T+1@11:T+2@11: UP (p=91.69%)
[2025-11-25T23:38:17.485056] [INFO ] [FORECASTER] Completed predict_future for IDE
[2025-11-25T23:38:17.485197] [INFO ] [sig       ] IDE: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:38:17.626892] [INFO ] [LOCAL     ] Saved forecast: IDE	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/IDE.txt
[2025-11-25T23:38:17.627054] [INFO ] [sig       ] [1674/3639] Completed IDE in 0.3s | 3.03 sym/s | Total: 9.2m | ETA: 10.8m
[2025-11-25T23:38:17.627108] [INFO ] [sig       ] [1675/3639] Forecasting IDN...
[2025-11-25T23:38:17.627160] [INFO ] [sig       ] Generating forecast for: IDN
[2025-11-25T23:38:17.627203] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IDN' from 'https://tdm.silogroup.org/data/derivative_storage/IDN.csv'.
[2025-11-25T23:38:17.638576] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IDN'.
[2025-11-25T23:38:17.638932] [INFO ] [FORECASTER] Starting predict_future for IDN
[2025-11-25T23:38:17.639780] [DEBUG] [LOCAL     ] No optimal features file found for IDN: ./output/feature-sets/IDN.txt
[2025-11-25T23:38:17.639849] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:38:17.639905] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:38:17.639956] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:38:17.640042] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:38:17.697623] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:38:17.698347] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:38:17.698443] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:38:17.698502] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:38:17.789908] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:38:17.790076] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:38:17.790121] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:38:17.790158] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:38:17.793462] [DEBUG] [FORECASTER] IDN: Forecast T+1@11:T+2@11: DOWN (p=10.12%)
[2025-11-25T23:38:17.793770] [INFO ] [FORECASTER] Completed predict_future for IDN
[2025-11-25T23:38:17.793914] [INFO ] [sig       ] IDN: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:38:17.935369] [INFO ] [LOCAL     ] Saved forecast: IDN	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/IDN.txt
[2025-11-25T23:38:17.935530] [INFO ] [sig       ] [1675/3639] Completed IDN in 0.3s | 3.03 sym/s | Total: 9.2m | ETA: 10.8m
[2025-11-25T23:38:17.935586] [INFO ] [sig       ] [1676/3639] Forecasting IDXX...
[2025-11-25T23:38:17.935664] [INFO ] [sig       ] Generating forecast for: IDXX
[2025-11-25T23:38:17.935719] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IDXX' from 'https://tdm.silogroup.org/data/derivative_storage/IDXX.csv'.
[2025-11-25T23:38:17.947407] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IDXX'.
[2025-11-25T23:38:17.947809] [INFO ] [FORECASTER] Starting predict_future for IDXX
[2025-11-25T23:38:17.948613] [DEBUG] [LOCAL     ] No optimal features file found for IDXX: ./output/feature-sets/IDXX.txt
[2025-11-25T23:38:17.948710] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:38:17.948808] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:38:17.948851] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:38:17.948920] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:38:18.006549] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:38:18.007300] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:38:18.007444] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:38:18.007503] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:38:18.102946] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:38:18.103109] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:38:18.103154] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:38:18.103194] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:38:18.106550] [DEBUG] [FORECASTER] IDXX: Forecast T+1@11:T+2@11: DOWN (p=36.15%)
[2025-11-25T23:38:18.106854] [INFO ] [FORECASTER] Completed predict_future for IDXX
[2025-11-25T23:38:18.107000] [INFO ] [sig       ] IDXX: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:38:18.248180] [INFO ] [LOCAL     ] Saved forecast: IDXX	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/IDXX.txt
[2025-11-25T23:38:18.248344] [INFO ] [sig       ] [1676/3639] Completed IDXX in 0.3s | 3.03 sym/s | Total: 9.2m | ETA: 10.8m
[2025-11-25T23:38:18.248399] [INFO ] [sig       ] [1677/3639] Forecasting IDYA...
[2025-11-25T23:38:18.248500] [INFO ] [sig       ] Generating forecast for: IDYA
[2025-11-25T23:38:18.248544] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IDYA' from 'https://tdm.silogroup.org/data/derivative_storage/IDYA.csv'.
[2025-11-25T23:38:18.260001] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IDYA'.
[2025-11-25T23:38:18.260316] [INFO ] [FORECASTER] Starting predict_future for IDYA
[2025-11-25T23:38:18.261327] [DEBUG] [LOCAL     ] No optimal features file found for IDYA: ./output/feature-sets/IDYA.txt
[2025-11-25T23:38:18.261570] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:38:18.261616] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:38:18.261701] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:38:18.261789] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:38:18.320366] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:38:18.321158] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:38:18.321261] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:38:18.321321] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:38:18.414480] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:38:18.414675] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:38:18.414727] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:38:18.414761] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:38:18.418252] [DEBUG] [FORECASTER] IDYA: Forecast T+1@11:T+2@11: DOWN (p=37.31%)
[2025-11-25T23:38:18.418547] [INFO ] [FORECASTER] Completed predict_future for IDYA
[2025-11-25T23:38:18.418711] [INFO ] [sig       ] IDYA: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:38:18.562946] [INFO ] [LOCAL     ] Saved forecast: IDYA	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/IDYA.txt
[2025-11-25T23:38:18.563138] [INFO ] [sig       ] [1677/3639] Completed IDYA in 0.3s | 3.03 sym/s | Total: 9.2m | ETA: 10.8m
[2025-11-25T23:38:18.563236] [INFO ] [sig       ] [1678/3639] Forecasting IEF...
[2025-11-25T23:38:18.563308] [INFO ] [sig       ] Generating forecast for: IEF
[2025-11-25T23:38:18.563381] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IEF' from 'https://tdm.silogroup.org/data/derivative_storage/IEF.csv'.
[2025-11-25T23:38:18.575004] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IEF'.
[2025-11-25T23:38:18.575368] [INFO ] [FORECASTER] Starting predict_future for IEF
[2025-11-25T23:38:18.576204] [DEBUG] [LOCAL     ] No optimal features file found for IEF: ./output/feature-sets/IEF.txt
[2025-11-25T23:38:18.576274] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:38:18.576331] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:38:18.576382] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:38:18.576468] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:38:18.633500] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:38:18.634388] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:38:18.634493] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:38:18.634551] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:38:18.761684] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:38:18.761902] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:38:18.761964] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:38:18.762048] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:38:18.765584] [DEBUG] [FORECASTER] IEF: Forecast T+1@11:T+2@11: DOWN (p=41.15%)
[2025-11-25T23:38:18.765936] [INFO ] [FORECASTER] Completed predict_future for IEF
[2025-11-25T23:38:18.766131] [INFO ] [sig       ] IEF: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:38:18.907863] [INFO ] [LOCAL     ] Saved forecast: IEF	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/IEF.txt
[2025-11-25T23:38:18.908052] [INFO ] [sig       ] [1678/3639] Completed IEF in 0.3s | 3.03 sym/s | Total: 9.2m | ETA: 10.8m
[2025-11-25T23:38:18.908113] [INFO ] [sig       ] [1679/3639] Forecasting IEI...
[2025-11-25T23:38:18.908152] [INFO ] [sig       ] Generating forecast for: IEI
[2025-11-25T23:38:18.908271] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IEI' from 'https://tdm.silogroup.org/data/derivative_storage/IEI.csv'.
[2025-11-25T23:38:18.922676] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IEI'.
[2025-11-25T23:38:18.923349] [INFO ] [FORECASTER] Starting predict_future for IEI
[2025-11-25T23:38:18.924430] [DEBUG] [LOCAL     ] No optimal features file found for IEI: ./output/feature-sets/IEI.txt
[2025-11-25T23:38:18.924507] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:38:18.924559] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:38:18.924603] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:38:18.924699] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:38:18.983306] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:38:18.984889] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:38:18.985013] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:38:18.985066] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:38:19.115257] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:38:19.115533] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:38:19.115584] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:38:19.115619] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:38:19.119726] [DEBUG] [FORECASTER] IEI: Forecast T+1@11:T+2@11: DOWN (p=2.38%)
[2025-11-25T23:38:19.120286] [INFO ] [FORECASTER] Completed predict_future for IEI
[2025-11-25T23:38:19.120551] [INFO ] [sig       ] IEI: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:38:19.268473] [INFO ] [LOCAL     ] Saved forecast: IEI	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/IEI.txt
[2025-11-25T23:38:19.268726] [INFO ] [sig       ] [1679/3639] Completed IEI in 0.4s | 3.03 sym/s | Total: 9.2m | ETA: 10.8m
[2025-11-25T23:38:19.268790] [INFO ] [sig       ] [1680/3639] Forecasting IEP...
[2025-11-25T23:38:19.268838] [INFO ] [sig       ] Generating forecast for: IEP
[2025-11-25T23:38:19.268884] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IEP' from 'https://tdm.silogroup.org/data/derivative_storage/IEP.csv'.
[2025-11-25T23:38:19.282178] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IEP'.
[2025-11-25T23:38:19.282632] [INFO ] [FORECASTER] Starting predict_future for IEP
[2025-11-25T23:38:19.283614] [DEBUG] [LOCAL     ] No optimal features file found for IEP: ./output/feature-sets/IEP.txt
[2025-11-25T23:38:19.283719] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:38:19.283769] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:38:19.283816] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:38:19.283887] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:38:19.343728] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:38:19.344928] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:38:19.345049] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:38:19.345131] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:38:19.466120] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:38:19.466395] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:38:19.466446] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:38:19.466481] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:38:19.470501] [DEBUG] [FORECASTER] IEP: Forecast T+1@11:T+2@11: UP (p=77.35%)
[2025-11-25T23:38:19.471051] [INFO ] [FORECASTER] Completed predict_future for IEP
[2025-11-25T23:38:19.471281] [INFO ] [sig       ] IEP: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:38:19.620365] [INFO ] [LOCAL     ] Saved forecast: IEP	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/IEP.txt
[2025-11-25T23:38:19.620610] [INFO ] [sig       ] [1680/3639] Completed IEP in 0.4s | 3.03 sym/s | Total: 9.3m | ETA: 10.8m
[2025-11-25T23:38:19.620699] [INFO ] [sig       ] [1681/3639] Forecasting IESC...
[2025-11-25T23:38:19.620746] [INFO ] [sig       ] Generating forecast for: IESC
[2025-11-25T23:38:19.620791] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IESC' from 'https://tdm.silogroup.org/data/derivative_storage/IESC.csv'.
[2025-11-25T23:38:19.635563] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IESC'.
[2025-11-25T23:38:19.636243] [INFO ] [FORECASTER] Starting predict_future for IESC
[2025-11-25T23:38:19.637333] [DEBUG] [LOCAL     ] No optimal features file found for IESC: ./output/feature-sets/IESC.txt
[2025-11-25T23:38:19.637441] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:38:19.637491] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:38:19.637551] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:38:19.637663] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:38:19.698400] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:38:19.699615] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:38:19.699776] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:38:19.699831] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:38:19.826481] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:38:19.826796] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:38:19.826886] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:38:19.826934] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:38:19.831123] [DEBUG] [FORECASTER] IESC: Forecast T+1@11:T+2@11: DOWN (p=18.15%)
[2025-11-25T23:38:19.831552] [INFO ] [FORECASTER] Completed predict_future for IESC
[2025-11-25T23:38:19.831772] [INFO ] [sig       ] IESC: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:38:19.977191] [INFO ] [LOCAL     ] Saved forecast: IESC	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/IESC.txt
[2025-11-25T23:38:19.977406] [INFO ] [sig       ] [1681/3639] Completed IESC in 0.4s | 3.03 sym/s | Total: 9.3m | ETA: 10.8m
[2025-11-25T23:38:19.977469] [INFO ] [sig       ] [1682/3639] Forecasting IEX...
[2025-11-25T23:38:19.977512] [INFO ] [sig       ] Generating forecast for: IEX
[2025-11-25T23:38:19.977555] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IEX' from 'https://tdm.silogroup.org/data/derivative_storage/IEX.csv'.
[2025-11-25T23:38:19.990548] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IEX'.
[2025-11-25T23:38:19.990997] [INFO ] [FORECASTER] Starting predict_future for IEX
[2025-11-25T23:38:19.991930] [DEBUG] [LOCAL     ] No optimal features file found for IEX: ./output/feature-sets/IEX.txt
[2025-11-25T23:38:19.992002] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:38:19.992050] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:38:19.992114] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:38:19.992222] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:38:20.049399] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:38:20.050315] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:38:20.050422] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:38:20.050481] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:38:20.148336] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:38:20.148537] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:38:20.148583] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:38:20.148619] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:38:20.152338] [DEBUG] [FORECASTER] IEX: Forecast T+1@11:T+2@11: UP (p=71.96%)
[2025-11-25T23:38:20.152852] [INFO ] [FORECASTER] Completed predict_future for IEX
[2025-11-25T23:38:20.153075] [INFO ] [sig       ] IEX: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:38:20.292799] [INFO ] [LOCAL     ] Saved forecast: IEX	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/IEX.txt
[2025-11-25T23:38:20.292963] [INFO ] [sig       ] [1682/3639] Completed IEX in 0.3s | 3.03 sym/s | Total: 9.3m | ETA: 10.8m
[2025-11-25T23:38:20.293019] [INFO ] [sig       ] [1683/3639] Forecasting IFF...
[2025-11-25T23:38:20.293064] [INFO ] [sig       ] Generating forecast for: IFF
[2025-11-25T23:38:20.293105] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IFF' from 'https://tdm.silogroup.org/data/derivative_storage/IFF.csv'.
[2025-11-25T23:38:20.305138] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IFF'.
[2025-11-25T23:38:20.305542] [INFO ] [FORECASTER] Starting predict_future for IFF
[2025-11-25T23:38:20.306435] [DEBUG] [LOCAL     ] No optimal features file found for IFF: ./output/feature-sets/IFF.txt
[2025-11-25T23:38:20.306507] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:38:20.306564] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:38:20.306615] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:38:20.306715] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:38:20.367102] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:38:20.367922] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:38:20.368018] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:38:20.368063] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:38:20.461128] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:38:20.461325] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:38:20.461385] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:38:20.461422] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:38:20.464811] [DEBUG] [FORECASTER] IFF: Forecast T+1@11:T+2@11: DOWN (p=24.73%)
[2025-11-25T23:38:20.465097] [INFO ] [FORECASTER] Completed predict_future for IFF
[2025-11-25T23:38:20.465235] [INFO ] [sig       ] IFF: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:38:20.607058] [INFO ] [LOCAL     ] Saved forecast: IFF	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/IFF.txt
[2025-11-25T23:38:20.607223] [INFO ] [sig       ] [1683/3639] Completed IFF in 0.3s | 3.03 sym/s | Total: 9.3m | ETA: 10.8m
[2025-11-25T23:38:20.607279] [INFO ] [sig       ] [1684/3639] Forecasting IFN...
[2025-11-25T23:38:20.607321] [INFO ] [sig       ] Generating forecast for: IFN
[2025-11-25T23:38:20.607463] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IFN' from 'https://tdm.silogroup.org/data/derivative_storage/IFN.csv'.
[2025-11-25T23:38:20.619588] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IFN'.
[2025-11-25T23:38:20.620021] [INFO ] [FORECASTER] Starting predict_future for IFN
[2025-11-25T23:38:20.620833] [DEBUG] [LOCAL     ] No optimal features file found for IFN: ./output/feature-sets/IFN.txt
[2025-11-25T23:38:20.620917] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:38:20.620964] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:38:20.621004] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:38:20.621072] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:38:20.677639] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:38:20.678425] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:38:20.678528] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:38:20.678575] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:38:20.783612] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:38:20.783821] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:38:20.783869] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:38:20.783904] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:38:20.787812] [DEBUG] [FORECASTER] IFN: Forecast T+1@11:T+2@11: DOWN (p=38.71%)
[2025-11-25T23:38:20.788130] [INFO ] [FORECASTER] Completed predict_future for IFN
[2025-11-25T23:38:20.788292] [INFO ] [sig       ] IFN: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:38:20.929369] [INFO ] [LOCAL     ] Saved forecast: IFN	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/IFN.txt
[2025-11-25T23:38:20.929544] [INFO ] [sig       ] [1684/3639] Completed IFN in 0.3s | 3.03 sym/s | Total: 9.3m | ETA: 10.8m
[2025-11-25T23:38:20.929600] [INFO ] [sig       ] [1685/3639] Forecasting IFRX...
[2025-11-25T23:38:20.929666] [INFO ] [sig       ] Generating forecast for: IFRX
[2025-11-25T23:38:20.929708] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IFRX' from 'https://tdm.silogroup.org/data/derivative_storage/IFRX.csv'.
[2025-11-25T23:38:20.941696] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IFRX'.
[2025-11-25T23:38:20.942069] [INFO ] [FORECASTER] Starting predict_future for IFRX
[2025-11-25T23:38:20.942912] [DEBUG] [LOCAL     ] No optimal features file found for IFRX: ./output/feature-sets/IFRX.txt
[2025-11-25T23:38:20.942983] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:38:20.943030] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:38:20.943073] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:38:20.943144] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:38:21.003541] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:38:21.004427] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:38:21.004527] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:38:21.004576] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:38:21.132271] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:38:21.132482] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:38:21.132531] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:38:21.132566] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:38:21.136256] [DEBUG] [FORECASTER] IFRX: Forecast T+1@11:T+2@11: UP (p=93.67%)
[2025-11-25T23:38:21.136580] [INFO ] [FORECASTER] Completed predict_future for IFRX
[2025-11-25T23:38:21.136774] [INFO ] [sig       ] IFRX: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:38:21.281321] [INFO ] [LOCAL     ] Saved forecast: IFRX	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/IFRX.txt
[2025-11-25T23:38:21.281495] [INFO ] [sig       ] [1685/3639] Completed IFRX in 0.4s | 3.03 sym/s | Total: 9.3m | ETA: 10.8m
[2025-11-25T23:38:21.281563] [INFO ] [sig       ] [1686/3639] Forecasting IFS...
[2025-11-25T23:38:21.281612] [INFO ] [sig       ] Generating forecast for: IFS
[2025-11-25T23:38:21.281678] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IFS' from 'https://tdm.silogroup.org/data/derivative_storage/IFS.csv'.
[2025-11-25T23:38:21.296424] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IFS'.
[2025-11-25T23:38:21.297560] [INFO ] [FORECASTER] Starting predict_future for IFS
[2025-11-25T23:38:21.299523] [DEBUG] [LOCAL     ] No optimal features file found for IFS: ./output/feature-sets/IFS.txt
[2025-11-25T23:38:21.299608] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:38:21.299690] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:38:21.299747] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:38:21.299819] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:38:21.358166] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:38:21.359074] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:38:21.359185] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:38:21.359248] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:38:21.474924] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:38:21.475123] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:38:21.475172] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:38:21.475206] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:38:21.478905] [DEBUG] [FORECASTER] IFS: Forecast T+1@11:T+2@11: DOWN (p=35.77%)
[2025-11-25T23:38:21.479220] [INFO ] [FORECASTER] Completed predict_future for IFS
[2025-11-25T23:38:21.479402] [INFO ] [sig       ] IFS: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:38:21.621871] [INFO ] [LOCAL     ] Saved forecast: IFS	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/IFS.txt
[2025-11-25T23:38:21.622057] [INFO ] [sig       ] [1686/3639] Completed IFS in 0.3s | 3.03 sym/s | Total: 9.3m | ETA: 10.8m
[2025-11-25T23:38:21.622111] [INFO ] [sig       ] [1687/3639] Forecasting IGA...
[2025-11-25T23:38:21.622155] [INFO ] [sig       ] Generating forecast for: IGA
[2025-11-25T23:38:21.622197] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IGA' from 'https://tdm.silogroup.org/data/derivative_storage/IGA.csv'.
[2025-11-25T23:38:21.634227] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IGA'.
[2025-11-25T23:38:21.634598] [INFO ] [FORECASTER] Starting predict_future for IGA
[2025-11-25T23:38:21.635426] [DEBUG] [LOCAL     ] No optimal features file found for IGA: ./output/feature-sets/IGA.txt
[2025-11-25T23:38:21.635498] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:38:21.635554] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:38:21.635605] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:38:21.635712] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:38:21.696180] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:38:21.697197] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:38:21.697314] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:38:21.697391] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:38:21.806170] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:38:21.806375] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:38:21.806421] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:38:21.806456] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:38:21.810141] [DEBUG] [FORECASTER] IGA: Forecast T+1@11:T+2@11: UP (p=95.67%)
[2025-11-25T23:38:21.810444] [INFO ] [FORECASTER] Completed predict_future for IGA
[2025-11-25T23:38:21.810586] [INFO ] [sig       ] IGA: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:38:21.952080] [INFO ] [LOCAL     ] Saved forecast: IGA	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/IGA.txt
[2025-11-25T23:38:21.952298] [INFO ] [sig       ] [1687/3639] Completed IGA in 0.3s | 3.03 sym/s | Total: 9.3m | ETA: 10.8m
[2025-11-25T23:38:21.952357] [INFO ] [sig       ] [1688/3639] Forecasting IGD...
[2025-11-25T23:38:21.952401] [INFO ] [sig       ] Generating forecast for: IGD
[2025-11-25T23:38:21.952441] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IGD' from 'https://tdm.silogroup.org/data/derivative_storage/IGD.csv'.
[2025-11-25T23:38:21.963984] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IGD'.
[2025-11-25T23:38:21.964355] [INFO ] [FORECASTER] Starting predict_future for IGD
[2025-11-25T23:38:21.965159] [DEBUG] [LOCAL     ] No optimal features file found for IGD: ./output/feature-sets/IGD.txt
[2025-11-25T23:38:21.965231] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:38:21.965277] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:38:21.965319] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:38:21.965390] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:38:22.021801] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:38:22.022718] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:38:22.022824] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:38:22.022884] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:38:22.135379] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:38:22.135584] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:38:22.135630] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:38:22.135686] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:38:22.139215] [DEBUG] [FORECASTER] IGD: Forecast T+1@11:T+2@11: UP (p=91.42%)
[2025-11-25T23:38:22.139532] [INFO ] [FORECASTER] Completed predict_future for IGD
[2025-11-25T23:38:22.139714] [INFO ] [sig       ] IGD: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:38:22.282247] [INFO ] [LOCAL     ] Saved forecast: IGD	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/IGD.txt
[2025-11-25T23:38:22.282439] [INFO ] [sig       ] [1688/3639] Completed IGD in 0.3s | 3.03 sym/s | Total: 9.3m | ETA: 10.7m
[2025-11-25T23:38:22.282496] [INFO ] [sig       ] [1689/3639] Forecasting IGF...
[2025-11-25T23:38:22.282540] [INFO ] [sig       ] Generating forecast for: IGF
[2025-11-25T23:38:22.282583] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IGF' from 'https://tdm.silogroup.org/data/derivative_storage/IGF.csv'.
[2025-11-25T23:38:22.294561] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IGF'.
[2025-11-25T23:38:22.295006] [INFO ] [FORECASTER] Starting predict_future for IGF
[2025-11-25T23:38:22.295869] [DEBUG] [LOCAL     ] No optimal features file found for IGF: ./output/feature-sets/IGF.txt
[2025-11-25T23:38:22.295938] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:38:22.295995] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:38:22.296046] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:38:22.296126] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:38:22.355624] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:38:22.356662] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:38:22.356777] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:38:22.356837] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:38:22.469323] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:38:22.469525] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:38:22.469572] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:38:22.469607] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:38:22.473206] [DEBUG] [FORECASTER] IGF: Forecast T+1@11:T+2@11: DOWN (p=48.48%)
[2025-11-25T23:38:22.473781] [INFO ] [FORECASTER] Completed predict_future for IGF
[2025-11-25T23:38:22.474030] [INFO ] [sig       ] IGF: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:38:22.614953] [INFO ] [LOCAL     ] Saved forecast: IGF	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/IGF.txt
[2025-11-25T23:38:22.615140] [INFO ] [sig       ] [1689/3639] Completed IGF in 0.3s | 3.03 sym/s | Total: 9.3m | ETA: 10.7m
[2025-11-25T23:38:22.615194] [INFO ] [sig       ] [1690/3639] Forecasting IGI...
[2025-11-25T23:38:22.615240] [INFO ] [sig       ] Generating forecast for: IGI
[2025-11-25T23:38:22.615285] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IGI' from 'https://tdm.silogroup.org/data/derivative_storage/IGI.csv'.
[2025-11-25T23:38:22.627034] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IGI'.
[2025-11-25T23:38:22.627463] [INFO ] [FORECASTER] Starting predict_future for IGI
[2025-11-25T23:38:22.628294] [DEBUG] [LOCAL     ] No optimal features file found for IGI: ./output/feature-sets/IGI.txt
[2025-11-25T23:38:22.628380] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:38:22.628444] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:38:22.628496] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:38:22.628582] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:38:22.685849] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:38:22.686802] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:38:22.686910] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:38:22.686972] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:38:22.782767] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:38:22.782984] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:38:22.783031] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:38:22.783066] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:38:22.786711] [DEBUG] [FORECASTER] IGI: Forecast T+1@11:T+2@11: DOWN (p=21.78%)
[2025-11-25T23:38:22.787118] [INFO ] [FORECASTER] Completed predict_future for IGI
[2025-11-25T23:38:22.787283] [INFO ] [sig       ] IGI: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:38:22.934354] [INFO ] [LOCAL     ] Saved forecast: IGI	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/IGI.txt
[2025-11-25T23:38:22.934535] [INFO ] [sig       ] [1690/3639] Completed IGI in 0.3s | 3.03 sym/s | Total: 9.3m | ETA: 10.7m
[2025-11-25T23:38:22.934598] [INFO ] [sig       ] [1691/3639] Forecasting IGIB...
[2025-11-25T23:38:22.934666] [INFO ] [sig       ] Generating forecast for: IGIB
[2025-11-25T23:38:22.934718] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IGIB' from 'https://tdm.silogroup.org/data/derivative_storage/IGIB.csv'.
[2025-11-25T23:38:22.946843] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IGIB'.
[2025-11-25T23:38:22.947300] [INFO ] [FORECASTER] Starting predict_future for IGIB
[2025-11-25T23:38:22.948329] [DEBUG] [LOCAL     ] No optimal features file found for IGIB: ./output/feature-sets/IGIB.txt
[2025-11-25T23:38:22.948420] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:38:22.948502] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:38:22.948573] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:38:22.948711] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:38:23.009079] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:38:23.010025] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:38:23.010127] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:38:23.010196] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:38:23.120654] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:38:23.120836] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:38:23.120908] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:38:23.120946] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:38:23.124463] [DEBUG] [FORECASTER] IGIB: Forecast T+1@11:T+2@11: UP (p=94.02%)
[2025-11-25T23:38:23.124799] [INFO ] [FORECASTER] Completed predict_future for IGIB
[2025-11-25T23:38:23.124956] [INFO ] [sig       ] IGIB: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:38:23.265608] [INFO ] [LOCAL     ] Saved forecast: IGIB	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/IGIB.txt
[2025-11-25T23:38:23.265784] [INFO ] [sig       ] [1691/3639] Completed IGIB in 0.3s | 3.03 sym/s | Total: 9.3m | ETA: 10.7m
[2025-11-25T23:38:23.265842] [INFO ] [sig       ] [1692/3639] Forecasting IGIC...
[2025-11-25T23:38:23.265888] [INFO ] [sig       ] Generating forecast for: IGIC
[2025-11-25T23:38:23.265931] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IGIC' from 'https://tdm.silogroup.org/data/derivative_storage/IGIC.csv'.
[2025-11-25T23:38:23.277723] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IGIC'.
[2025-11-25T23:38:23.278177] [INFO ] [FORECASTER] Starting predict_future for IGIC
[2025-11-25T23:38:23.279061] [DEBUG] [LOCAL     ] No optimal features file found for IGIC: ./output/feature-sets/IGIC.txt
[2025-11-25T23:38:23.279132] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:38:23.279187] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:38:23.279237] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:38:23.279314] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:38:23.338686] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:38:23.339625] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:38:23.339756] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:38:23.339818] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:38:23.441002] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:38:23.441188] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:38:23.441237] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:38:23.441275] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:38:23.444771] [DEBUG] [FORECASTER] IGIC: Forecast T+1@11:T+2@11: UP (p=51.89%)
[2025-11-25T23:38:23.445100] [INFO ] [FORECASTER] Completed predict_future for IGIC
[2025-11-25T23:38:23.445257] [INFO ] [sig       ] IGIC: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:38:23.588191] [INFO ] [LOCAL     ] Saved forecast: IGIC	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/IGIC.txt
[2025-11-25T23:38:23.588337] [INFO ] [sig       ] [1692/3639] Completed IGIC in 0.3s | 3.03 sym/s | Total: 9.3m | ETA: 10.7m
[2025-11-25T23:38:23.588393] [INFO ] [sig       ] [1693/3639] Forecasting IGSB...
[2025-11-25T23:38:23.588440] [INFO ] [sig       ] Generating forecast for: IGSB
[2025-11-25T23:38:23.588508] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IGSB' from 'https://tdm.silogroup.org/data/derivative_storage/IGSB.csv'.
[2025-11-25T23:38:23.600118] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IGSB'.
[2025-11-25T23:38:23.600485] [INFO ] [FORECASTER] Starting predict_future for IGSB
[2025-11-25T23:38:23.601356] [DEBUG] [LOCAL     ] No optimal features file found for IGSB: ./output/feature-sets/IGSB.txt
[2025-11-25T23:38:23.601429] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:38:23.601497] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:38:23.601555] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:38:23.601676] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:38:23.660017] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:38:23.660815] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:38:23.660927] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:38:23.660978] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:38:23.764128] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:38:23.764298] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:38:23.764344] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:38:23.764378] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:38:23.771612] [DEBUG] [FORECASTER] IGSB: Forecast T+1@11:T+2@11: DOWN (p=22.69%)
[2025-11-25T23:38:23.771935] [INFO ] [FORECASTER] Completed predict_future for IGSB
[2025-11-25T23:38:23.772081] [INFO ] [sig       ] IGSB: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:38:23.914367] [INFO ] [LOCAL     ] Saved forecast: IGSB	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/IGSB.txt
[2025-11-25T23:38:23.914526] [INFO ] [sig       ] [1693/3639] Completed IGSB in 0.3s | 3.03 sym/s | Total: 9.3m | ETA: 10.7m
[2025-11-25T23:38:23.914581] [INFO ] [sig       ] [1694/3639] Forecasting IHD...
[2025-11-25T23:38:23.914625] [INFO ] [sig       ] Generating forecast for: IHD
[2025-11-25T23:38:23.914691] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IHD' from 'https://tdm.silogroup.org/data/derivative_storage/IHD.csv'.
[2025-11-25T23:38:23.925975] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IHD'.
[2025-11-25T23:38:23.926317] [INFO ] [FORECASTER] Starting predict_future for IHD
[2025-11-25T23:38:23.927132] [DEBUG] [LOCAL     ] No optimal features file found for IHD: ./output/feature-sets/IHD.txt
[2025-11-25T23:38:23.927201] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:38:23.927264] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:38:23.927319] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:38:23.927424] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:38:23.985911] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:38:23.986584] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:38:23.986713] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:38:23.986768] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:38:24.091574] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:38:24.091794] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:38:24.091873] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:38:24.091920] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:38:24.095494] [DEBUG] [FORECASTER] IHD: Forecast T+1@11:T+2@11: DOWN (p=4.79%)
[2025-11-25T23:38:24.095877] [INFO ] [FORECASTER] Completed predict_future for IHD
[2025-11-25T23:38:24.096055] [INFO ] [sig       ] IHD: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:38:24.241821] [INFO ] [LOCAL     ] Saved forecast: IHD	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/IHD.txt
[2025-11-25T23:38:24.242012] [INFO ] [sig       ] [1694/3639] Completed IHD in 0.3s | 3.03 sym/s | Total: 9.3m | ETA: 10.7m
[2025-11-25T23:38:24.242073] [INFO ] [sig       ] [1695/3639] Forecasting IHG...
[2025-11-25T23:38:24.242204] [INFO ] [sig       ] Generating forecast for: IHG
[2025-11-25T23:38:24.242256] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IHG' from 'https://tdm.silogroup.org/data/derivative_storage/IHG.csv'.
[2025-11-25T23:38:24.254033] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IHG'.
[2025-11-25T23:38:24.254356] [INFO ] [FORECASTER] Starting predict_future for IHG
[2025-11-25T23:38:24.255182] [DEBUG] [LOCAL     ] No optimal features file found for IHG: ./output/feature-sets/IHG.txt
[2025-11-25T23:38:24.255254] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:38:24.255327] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:38:24.255380] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:38:24.255470] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:38:24.313798] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:38:24.314737] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:38:24.314847] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:38:24.314907] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:38:24.433895] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:38:24.434274] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:38:24.434351] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:38:24.434393] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:38:24.438248] [DEBUG] [FORECASTER] IHG: Forecast T+1@11:T+2@11: DOWN (p=3.55%)
[2025-11-25T23:38:24.438806] [INFO ] [FORECASTER] Completed predict_future for IHG
[2025-11-25T23:38:24.439034] [INFO ] [sig       ] IHG: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:38:24.586083] [INFO ] [LOCAL     ] Saved forecast: IHG	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/IHG.txt
[2025-11-25T23:38:24.586249] [INFO ] [sig       ] [1695/3639] Completed IHG in 0.3s | 3.03 sym/s | Total: 9.3m | ETA: 10.7m
[2025-11-25T23:38:24.586307] [INFO ] [sig       ] [1696/3639] Forecasting IHS...
[2025-11-25T23:38:24.586357] [INFO ] [sig       ] Generating forecast for: IHS
[2025-11-25T23:38:24.586400] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IHS' from 'https://tdm.silogroup.org/data/derivative_storage/IHS.csv'.
[2025-11-25T23:38:24.599021] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IHS'.
[2025-11-25T23:38:24.599398] [INFO ] [FORECASTER] Starting predict_future for IHS
[2025-11-25T23:38:24.600256] [DEBUG] [LOCAL     ] No optimal features file found for IHS: ./output/feature-sets/IHS.txt
[2025-11-25T23:38:24.600328] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:38:24.600375] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:38:24.600432] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:38:24.600516] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:38:24.660372] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:38:24.661219] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:38:24.661319] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:38:24.661369] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:38:24.774832] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:38:24.775019] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:38:24.775065] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:38:24.775098] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:38:24.778719] [DEBUG] [FORECASTER] IHS: Forecast T+1@11:T+2@11: UP (p=98.99%)
[2025-11-25T23:38:24.779032] [INFO ] [FORECASTER] Completed predict_future for IHS
[2025-11-25T23:38:24.779183] [INFO ] [sig       ] IHS: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:38:24.925415] [INFO ] [LOCAL     ] Saved forecast: IHS	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/IHS.txt
[2025-11-25T23:38:24.925611] [INFO ] [sig       ] [1696/3639] Completed IHS in 0.3s | 3.03 sym/s | Total: 9.3m | ETA: 10.7m
[2025-11-25T23:38:24.925717] [INFO ] [sig       ] [1697/3639] Forecasting IIF...
[2025-11-25T23:38:24.925763] [INFO ] [sig       ] Generating forecast for: IIF
[2025-11-25T23:38:24.925872] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IIF' from 'https://tdm.silogroup.org/data/derivative_storage/IIF.csv'.
[2025-11-25T23:38:24.939385] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IIF'.
[2025-11-25T23:38:24.939830] [INFO ] [FORECASTER] Starting predict_future for IIF
[2025-11-25T23:38:24.940782] [DEBUG] [LOCAL     ] No optimal features file found for IIF: ./output/feature-sets/IIF.txt
[2025-11-25T23:38:24.940853] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:38:24.940911] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:38:24.940962] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:38:24.941050] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:38:25.002286] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:38:25.003133] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:38:25.003236] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:38:25.003285] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:38:25.114206] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:38:25.114406] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:38:25.114453] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:38:25.114488] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:38:25.118119] [DEBUG] [FORECASTER] IIF: Forecast T+1@11:T+2@11: DOWN (p=29.08%)
[2025-11-25T23:38:25.118535] [INFO ] [FORECASTER] Completed predict_future for IIF
[2025-11-25T23:38:25.118721] [INFO ] [sig       ] IIF: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:38:25.263854] [INFO ] [LOCAL     ] Saved forecast: IIF	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/IIF.txt
[2025-11-25T23:38:25.264015] [INFO ] [sig       ] [1697/3639] Completed IIF in 0.3s | 3.03 sym/s | Total: 9.3m | ETA: 10.7m
[2025-11-25T23:38:25.264089] [INFO ] [sig       ] [1698/3639] Forecasting III...
[2025-11-25T23:38:25.264142] [INFO ] [sig       ] Generating forecast for: III
[2025-11-25T23:38:25.264194] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'III' from 'https://tdm.silogroup.org/data/derivative_storage/III.csv'.
[2025-11-25T23:38:25.276934] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'III'.
[2025-11-25T23:38:25.277299] [INFO ] [FORECASTER] Starting predict_future for III
[2025-11-25T23:38:25.278234] [DEBUG] [LOCAL     ] No optimal features file found for III: ./output/feature-sets/III.txt
[2025-11-25T23:38:25.278306] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:38:25.278365] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:38:25.278417] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:38:25.278502] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:38:25.338817] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:38:25.339799] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:38:25.339914] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:38:25.339966] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:38:25.448227] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:38:25.448416] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:38:25.448466] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:38:25.448511] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:38:25.452349] [DEBUG] [FORECASTER] III: Forecast T+1@11:T+2@11: DOWN (p=49.20%)
[2025-11-25T23:38:25.452703] [INFO ] [FORECASTER] Completed predict_future for III
[2025-11-25T23:38:25.452875] [INFO ] [sig       ] III: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:38:25.599656] [INFO ] [LOCAL     ] Saved forecast: III	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/III.txt
[2025-11-25T23:38:25.599821] [INFO ] [sig       ] [1698/3639] Completed III in 0.3s | 3.03 sym/s | Total: 9.4m | ETA: 10.7m
[2025-11-25T23:38:25.599877] [INFO ] [sig       ] [1699/3639] Forecasting IIIN...
[2025-11-25T23:38:25.599930] [INFO ] [sig       ] Generating forecast for: IIIN
[2025-11-25T23:38:25.600007] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IIIN' from 'https://tdm.silogroup.org/data/derivative_storage/IIIN.csv'.
[2025-11-25T23:38:25.612718] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IIIN'.
[2025-11-25T23:38:25.613089] [INFO ] [FORECASTER] Starting predict_future for IIIN
[2025-11-25T23:38:25.613922] [DEBUG] [LOCAL     ] No optimal features file found for IIIN: ./output/feature-sets/IIIN.txt
[2025-11-25T23:38:25.613992] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:38:25.614050] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:38:25.614101] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:38:25.614188] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:38:25.673749] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:38:25.674415] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:38:25.674511] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:38:25.674570] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:38:25.784866] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:38:25.784995] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:38:25.785037] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:38:25.785070] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:38:25.788277] [DEBUG] [FORECASTER] IIIN: Forecast T+1@11:T+2@11: DOWN (p=3.67%)
[2025-11-25T23:38:25.788578] [INFO ] [FORECASTER] Completed predict_future for IIIN
[2025-11-25T23:38:25.788753] [INFO ] [sig       ] IIIN: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:38:25.929101] [INFO ] [LOCAL     ] Saved forecast: IIIN	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/IIIN.txt
[2025-11-25T23:38:25.929256] [INFO ] [sig       ] [1699/3639] Completed IIIN in 0.3s | 3.03 sym/s | Total: 9.4m | ETA: 10.7m
[2025-11-25T23:38:25.929313] [INFO ] [sig       ] [1700/3639] Forecasting IIM...
[2025-11-25T23:38:25.929379] [INFO ] [sig       ] Generating forecast for: IIM
[2025-11-25T23:38:25.929432] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IIM' from 'https://tdm.silogroup.org/data/derivative_storage/IIM.csv'.
[2025-11-25T23:38:25.941666] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IIM'.
[2025-11-25T23:38:25.941993] [INFO ] [FORECASTER] Starting predict_future for IIM
[2025-11-25T23:38:25.942811] [DEBUG] [LOCAL     ] No optimal features file found for IIM: ./output/feature-sets/IIM.txt
[2025-11-25T23:38:25.942881] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:38:25.942940] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:38:25.942993] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:38:25.943089] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:38:26.000116] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:38:26.000893] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:38:26.000989] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:38:26.001049] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:38:26.106855] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:38:26.106979] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:38:26.107022] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:38:26.107055] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:38:26.110302] [DEBUG] [FORECASTER] IIM: Forecast T+1@11:T+2@11: UP (p=84.14%)
[2025-11-25T23:38:26.110582] [INFO ] [FORECASTER] Completed predict_future for IIM
[2025-11-25T23:38:26.110742] [INFO ] [sig       ] IIM: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:38:26.251780] [INFO ] [LOCAL     ] Saved forecast: IIM	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/IIM.txt
[2025-11-25T23:38:26.251943] [INFO ] [sig       ] [1700/3639] Completed IIM in 0.3s | 3.03 sym/s | Total: 9.4m | ETA: 10.7m
[2025-11-25T23:38:26.251999] [INFO ] [sig       ] [1701/3639] Forecasting ILMN...
[2025-11-25T23:38:26.252119] [INFO ] [sig       ] Generating forecast for: ILMN
[2025-11-25T23:38:26.252160] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ILMN' from 'https://tdm.silogroup.org/data/derivative_storage/ILMN.csv'.
[2025-11-25T23:38:26.265058] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ILMN'.
[2025-11-25T23:38:26.265459] [INFO ] [FORECASTER] Starting predict_future for ILMN
[2025-11-25T23:38:26.266343] [DEBUG] [LOCAL     ] No optimal features file found for ILMN: ./output/feature-sets/ILMN.txt
[2025-11-25T23:38:26.266417] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:38:26.266478] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:38:26.266534] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:38:26.266627] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:38:26.325622] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:38:26.326340] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:38:26.326438] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:38:26.326498] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:38:26.442760] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:38:26.442956] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:38:26.443002] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:38:26.443037] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:38:26.446949] [DEBUG] [FORECASTER] ILMN: Forecast T+1@11:T+2@11: DOWN (p=3.59%)
[2025-11-25T23:38:26.447252] [INFO ] [FORECASTER] Completed predict_future for ILMN
[2025-11-25T23:38:26.447417] [INFO ] [sig       ] ILMN: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:38:26.590672] [INFO ] [LOCAL     ] Saved forecast: ILMN	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/ILMN.txt
[2025-11-25T23:38:26.590856] [INFO ] [sig       ] [1701/3639] Completed ILMN in 0.3s | 3.03 sym/s | Total: 9.4m | ETA: 10.7m
[2025-11-25T23:38:26.590918] [INFO ] [sig       ] [1702/3639] Forecasting IMAX...
[2025-11-25T23:38:26.590964] [INFO ] [sig       ] Generating forecast for: IMAX
[2025-11-25T23:38:26.591007] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IMAX' from 'https://tdm.silogroup.org/data/derivative_storage/IMAX.csv'.
[2025-11-25T23:38:26.604003] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IMAX'.
[2025-11-25T23:38:26.604462] [INFO ] [FORECASTER] Starting predict_future for IMAX
[2025-11-25T23:38:26.605305] [DEBUG] [LOCAL     ] No optimal features file found for IMAX: ./output/feature-sets/IMAX.txt
[2025-11-25T23:38:26.605377] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:38:26.605426] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:38:26.605469] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:38:26.605559] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:38:26.664444] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:38:26.665409] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:38:26.665515] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:38:26.665576] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:38:26.780292] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:38:26.780521] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:38:26.780586] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:38:26.780693] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:38:26.785720] [DEBUG] [FORECASTER] IMAX: Forecast T+1@11:T+2@11: DOWN (p=13.62%)
[2025-11-25T23:38:26.786147] [INFO ] [FORECASTER] Completed predict_future for IMAX
[2025-11-25T23:38:26.786365] [INFO ] [sig       ] IMAX: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:38:26.933883] [INFO ] [LOCAL     ] Saved forecast: IMAX	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/IMAX.txt
[2025-11-25T23:38:26.934046] [INFO ] [sig       ] [1702/3639] Completed IMAX in 0.3s | 3.03 sym/s | Total: 9.4m | ETA: 10.7m
[2025-11-25T23:38:26.934102] [INFO ] [sig       ] [1703/3639] Forecasting IMKTA...
[2025-11-25T23:38:26.934147] [INFO ] [sig       ] Generating forecast for: IMKTA
[2025-11-25T23:38:26.934190] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IMKTA' from 'https://tdm.silogroup.org/data/derivative_storage/IMKTA.csv'.
[2025-11-25T23:38:26.948036] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IMKTA'.
[2025-11-25T23:38:26.948506] [INFO ] [FORECASTER] Starting predict_future for IMKTA
[2025-11-25T23:38:26.949585] [DEBUG] [LOCAL     ] No optimal features file found for IMKTA: ./output/feature-sets/IMKTA.txt
[2025-11-25T23:38:26.949693] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:38:26.949762] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:38:26.949825] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:38:26.949929] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:38:27.010836] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:38:27.011738] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:38:27.011840] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:38:27.011892] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:38:27.116781] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:38:27.116963] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:38:27.117010] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:38:27.117046] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:38:27.120950] [DEBUG] [FORECASTER] IMKTA: Forecast T+1@11:T+2@11: UP (p=94.96%)
[2025-11-25T23:38:27.121273] [INFO ] [FORECASTER] Completed predict_future for IMKTA
[2025-11-25T23:38:27.121422] [INFO ] [sig       ] IMKTA: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:38:27.311748] [INFO ] [LOCAL     ] Saved forecast: IMKTA	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/IMKTA.txt
[2025-11-25T23:38:27.311959] [INFO ] [sig       ] [1703/3639] Completed IMKTA in 0.4s | 3.03 sym/s | Total: 9.4m | ETA: 10.7m
[2025-11-25T23:38:27.312032] [INFO ] [sig       ] [1704/3639] Forecasting IMMP...
[2025-11-25T23:38:27.312094] [INFO ] [sig       ] Generating forecast for: IMMP
[2025-11-25T23:38:27.312155] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IMMP' from 'https://tdm.silogroup.org/data/derivative_storage/IMMP.csv'.
[2025-11-25T23:38:27.325291] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IMMP'.
[2025-11-25T23:38:27.325698] [INFO ] [FORECASTER] Starting predict_future for IMMP
[2025-11-25T23:38:27.326527] [DEBUG] [LOCAL     ] No optimal features file found for IMMP: ./output/feature-sets/IMMP.txt
[2025-11-25T23:38:27.326599] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:38:27.326666] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:38:27.326721] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:38:27.326814] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:38:27.387000] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:38:27.388061] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:38:27.388200] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:38:27.388289] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:38:27.498720] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:38:27.498920] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:38:27.498969] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:38:27.499004] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:38:27.502588] [DEBUG] [FORECASTER] IMMP: Forecast T+1@11:T+2@11: UP (p=66.03%)
[2025-11-25T23:38:27.503013] [INFO ] [FORECASTER] Completed predict_future for IMMP
[2025-11-25T23:38:27.503200] [INFO ] [sig       ] IMMP: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:38:27.647375] [INFO ] [LOCAL     ] Saved forecast: IMMP	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/IMMP.txt
[2025-11-25T23:38:27.647557] [INFO ] [sig       ] [1704/3639] Completed IMMP in 0.3s | 3.03 sym/s | Total: 9.4m | ETA: 10.7m
[2025-11-25T23:38:27.647614] [INFO ] [sig       ] [1705/3639] Forecasting IMMX...
[2025-11-25T23:38:27.647683] [INFO ] [sig       ] Generating forecast for: IMMX
[2025-11-25T23:38:27.647730] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IMMX' from 'https://tdm.silogroup.org/data/derivative_storage/IMMX.csv'.
[2025-11-25T23:38:27.660193] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IMMX'.
[2025-11-25T23:38:27.660582] [INFO ] [FORECASTER] Starting predict_future for IMMX
[2025-11-25T23:38:27.661427] [DEBUG] [LOCAL     ] No optimal features file found for IMMX: ./output/feature-sets/IMMX.txt
[2025-11-25T23:38:27.661500] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:38:27.661548] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:38:27.661590] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:38:27.661723] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:38:27.719047] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:38:27.719953] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:38:27.720071] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:38:27.720138] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:38:27.830951] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:38:27.831149] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:38:27.831209] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:38:27.831246] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:38:27.834846] [DEBUG] [FORECASTER] IMMX: Forecast T+1@11:T+2@11: DOWN (p=20.99%)
[2025-11-25T23:38:27.835143] [INFO ] [FORECASTER] Completed predict_future for IMMX
[2025-11-25T23:38:27.835300] [INFO ] [sig       ] IMMX: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:38:27.983128] [INFO ] [LOCAL     ] Saved forecast: IMMX	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/IMMX.txt
[2025-11-25T23:38:27.983322] [INFO ] [sig       ] [1705/3639] Completed IMMX in 0.3s | 3.03 sym/s | Total: 9.4m | ETA: 10.7m
[2025-11-25T23:38:27.983403] [INFO ] [sig       ] [1706/3639] Forecasting IMNM...
[2025-11-25T23:38:27.983452] [INFO ] [sig       ] Generating forecast for: IMNM
[2025-11-25T23:38:27.983511] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IMNM' from 'https://tdm.silogroup.org/data/derivative_storage/IMNM.csv'.
[2025-11-25T23:38:28.000293] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IMNM'.
[2025-11-25T23:38:28.000731] [INFO ] [FORECASTER] Starting predict_future for IMNM
[2025-11-25T23:38:28.001597] [DEBUG] [LOCAL     ] No optimal features file found for IMNM: ./output/feature-sets/IMNM.txt
[2025-11-25T23:38:28.001688] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:38:28.001750] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:38:28.001862] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:38:28.001951] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:38:28.063176] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:38:28.064044] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:38:28.064196] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:38:28.064261] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:38:28.176715] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:38:28.176922] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:38:28.176981] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:38:28.177030] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:38:28.180589] [DEBUG] [FORECASTER] IMNM: Forecast T+1@11:T+2@11: DOWN (p=17.93%)
[2025-11-25T23:38:28.180940] [INFO ] [FORECASTER] Completed predict_future for IMNM
[2025-11-25T23:38:28.181116] [INFO ] [sig       ] IMNM: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:38:28.326369] [INFO ] [LOCAL     ] Saved forecast: IMNM	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/IMNM.txt
[2025-11-25T23:38:28.326550] [INFO ] [sig       ] [1706/3639] Completed IMNM in 0.3s | 3.03 sym/s | Total: 9.4m | ETA: 10.7m
[2025-11-25T23:38:28.326612] [INFO ] [sig       ] [1707/3639] Forecasting IMNN...
[2025-11-25T23:38:28.326690] [INFO ] [sig       ] Generating forecast for: IMNN
[2025-11-25T23:38:28.326751] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IMNN' from 'https://tdm.silogroup.org/data/derivative_storage/IMNN.csv'.
[2025-11-25T23:38:28.339514] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IMNN'.
[2025-11-25T23:38:28.339907] [INFO ] [FORECASTER] Starting predict_future for IMNN
[2025-11-25T23:38:28.340763] [DEBUG] [LOCAL     ] No optimal features file found for IMNN: ./output/feature-sets/IMNN.txt
[2025-11-25T23:38:28.340832] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:38:28.340890] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:38:28.340942] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:38:28.341027] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:38:28.401958] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:38:28.402946] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:38:28.403076] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:38:28.403162] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:38:28.507332] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:38:28.507869] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:38:28.508035] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:38:28.508126] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:38:28.512064] [DEBUG] [FORECASTER] IMNN: Forecast T+1@11:T+2@11: UP (p=64.49%)
[2025-11-25T23:38:28.512384] [INFO ] [FORECASTER] Completed predict_future for IMNN
[2025-11-25T23:38:28.512579] [INFO ] [sig       ] IMNN: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:38:28.657930] [INFO ] [LOCAL     ] Saved forecast: IMNN	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/IMNN.txt
[2025-11-25T23:38:28.658161] [INFO ] [sig       ] [1707/3639] Completed IMNN in 0.3s | 3.03 sym/s | Total: 9.4m | ETA: 10.6m
[2025-11-25T23:38:28.658242] [INFO ] [sig       ] [1708/3639] Forecasting IMOS...
[2025-11-25T23:38:28.658298] [INFO ] [sig       ] Generating forecast for: IMOS
[2025-11-25T23:38:28.658351] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IMOS' from 'https://tdm.silogroup.org/data/derivative_storage/IMOS.csv'.
[2025-11-25T23:38:28.671934] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IMOS'.
[2025-11-25T23:38:28.672335] [INFO ] [FORECASTER] Starting predict_future for IMOS
[2025-11-25T23:38:28.673238] [DEBUG] [LOCAL     ] No optimal features file found for IMOS: ./output/feature-sets/IMOS.txt
[2025-11-25T23:38:28.673308] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:38:28.673355] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:38:28.673396] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:38:28.673518] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:38:28.731072] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:38:28.731725] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:38:28.731829] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:38:28.731878] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:38:28.847624] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:38:28.847826] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:38:28.847882] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:38:28.847927] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:38:28.851302] [DEBUG] [FORECASTER] IMOS: Forecast T+1@11:T+2@11: UP (p=74.14%)
[2025-11-25T23:38:28.851605] [INFO ] [FORECASTER] Completed predict_future for IMOS
[2025-11-25T23:38:28.851802] [INFO ] [sig       ] IMOS: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:38:28.992756] [INFO ] [LOCAL     ] Saved forecast: IMOS	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/IMOS.txt
[2025-11-25T23:38:28.992910] [INFO ] [sig       ] [1708/3639] Completed IMOS in 0.3s | 3.02 sym/s | Total: 9.4m | ETA: 10.6m
[2025-11-25T23:38:28.992964] [INFO ] [sig       ] [1709/3639] Forecasting IMPP...
[2025-11-25T23:38:28.993007] [INFO ] [sig       ] Generating forecast for: IMPP
[2025-11-25T23:38:28.993048] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IMPP' from 'https://tdm.silogroup.org/data/derivative_storage/IMPP.csv'.
[2025-11-25T23:38:29.004125] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IMPP'.
[2025-11-25T23:38:29.004426] [INFO ] [FORECASTER] Starting predict_future for IMPP
[2025-11-25T23:38:29.005253] [DEBUG] [LOCAL     ] No optimal features file found for IMPP: ./output/feature-sets/IMPP.txt
[2025-11-25T23:38:29.005322] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:38:29.005368] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:38:29.005423] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:38:29.005503] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:38:29.063476] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:38:29.064124] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:38:29.064220] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:38:29.064266] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:38:29.153466] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:38:29.153624] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:38:29.153690] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:38:29.153733] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:38:29.157121] [DEBUG] [FORECASTER] IMPP: Forecast T+1@11:T+2@11: UP (p=87.04%)
[2025-11-25T23:38:29.157435] [INFO ] [FORECASTER] Completed predict_future for IMPP
[2025-11-25T23:38:29.157579] [INFO ] [sig       ] IMPP: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:38:29.300291] [INFO ] [LOCAL     ] Saved forecast: IMPP	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/IMPP.txt
[2025-11-25T23:38:29.300470] [INFO ] [sig       ] [1709/3639] Completed IMPP in 0.3s | 3.03 sym/s | Total: 9.4m | ETA: 10.6m
[2025-11-25T23:38:29.300526] [INFO ] [sig       ] [1710/3639] Forecasting IMRX...
[2025-11-25T23:38:29.300570] [INFO ] [sig       ] Generating forecast for: IMRX
[2025-11-25T23:38:29.300621] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IMRX' from 'https://tdm.silogroup.org/data/derivative_storage/IMRX.csv'.
[2025-11-25T23:38:29.312488] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IMRX'.
[2025-11-25T23:38:29.312805] [INFO ] [FORECASTER] Starting predict_future for IMRX
[2025-11-25T23:38:29.313625] [DEBUG] [LOCAL     ] No optimal features file found for IMRX: ./output/feature-sets/IMRX.txt
[2025-11-25T23:38:29.313718] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:38:29.313777] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:38:29.313827] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:38:29.313897] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:38:29.375445] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:38:29.376289] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:38:29.376415] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:38:29.376467] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:38:29.483856] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:38:29.483982] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:38:29.484024] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:38:29.484057] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:38:29.487292] [DEBUG] [FORECASTER] IMRX: Forecast T+1@11:T+2@11: UP (p=90.60%)
[2025-11-25T23:38:29.487592] [INFO ] [FORECASTER] Completed predict_future for IMRX
[2025-11-25T23:38:29.487761] [INFO ] [sig       ] IMRX: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:38:29.628555] [INFO ] [LOCAL     ] Saved forecast: IMRX	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/IMRX.txt
[2025-11-25T23:38:29.628733] [INFO ] [sig       ] [1710/3639] Completed IMRX in 0.3s | 3.03 sym/s | Total: 9.4m | ETA: 10.6m
[2025-11-25T23:38:29.628791] [INFO ] [sig       ] [1711/3639] Forecasting IMTX...
[2025-11-25T23:38:29.628927] [INFO ] [sig       ] Generating forecast for: IMTX
[2025-11-25T23:38:29.629009] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IMTX' from 'https://tdm.silogroup.org/data/derivative_storage/IMTX.csv'.
[2025-11-25T23:38:29.640881] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IMTX'.
[2025-11-25T23:38:29.641196] [INFO ] [FORECASTER] Starting predict_future for IMTX
[2025-11-25T23:38:29.642042] [DEBUG] [LOCAL     ] No optimal features file found for IMTX: ./output/feature-sets/IMTX.txt
[2025-11-25T23:38:29.642112] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:38:29.642174] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:38:29.642225] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:38:29.642314] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:38:29.700975] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:38:29.701810] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:38:29.701909] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:38:29.701958] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:38:29.812744] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:38:29.812874] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:38:29.812917] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:38:29.812951] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:38:29.816168] [DEBUG] [FORECASTER] IMTX: Forecast T+1@11:T+2@11: DOWN (p=1.00%)
[2025-11-25T23:38:29.816447] [INFO ] [FORECASTER] Completed predict_future for IMTX
[2025-11-25T23:38:29.816597] [INFO ] [sig       ] IMTX: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:38:29.960830] [INFO ] [LOCAL     ] Saved forecast: IMTX	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/IMTX.txt
[2025-11-25T23:38:29.960991] [INFO ] [sig       ] [1711/3639] Completed IMTX in 0.3s | 3.03 sym/s | Total: 9.4m | ETA: 10.6m
[2025-11-25T23:38:29.961049] [INFO ] [sig       ] [1712/3639] Forecasting IMXI...
[2025-11-25T23:38:29.961095] [INFO ] [sig       ] Generating forecast for: IMXI
[2025-11-25T23:38:29.961137] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IMXI' from 'https://tdm.silogroup.org/data/derivative_storage/IMXI.csv'.
[2025-11-25T23:38:29.974484] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IMXI'.
[2025-11-25T23:38:29.974927] [INFO ] [FORECASTER] Starting predict_future for IMXI
[2025-11-25T23:38:29.975791] [DEBUG] [LOCAL     ] No optimal features file found for IMXI: ./output/feature-sets/IMXI.txt
[2025-11-25T23:38:29.975866] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:38:29.975916] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:38:29.975971] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:38:29.976101] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:38:30.034191] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:38:30.034895] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:38:30.034994] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:38:30.035050] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:38:30.137506] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:38:30.137689] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:38:30.137752] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:38:30.137798] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:38:30.141128] [DEBUG] [FORECASTER] IMXI: Forecast T+1@11:T+2@11: DOWN (p=10.61%)
[2025-11-25T23:38:30.141423] [INFO ] [FORECASTER] Completed predict_future for IMXI
[2025-11-25T23:38:30.141577] [INFO ] [sig       ] IMXI: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:38:30.285831] [INFO ] [LOCAL     ] Saved forecast: IMXI	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/IMXI.txt
[2025-11-25T23:38:30.285994] [INFO ] [sig       ] [1712/3639] Completed IMXI in 0.3s | 3.03 sym/s | Total: 9.4m | ETA: 10.6m
[2025-11-25T23:38:30.286049] [INFO ] [sig       ] [1713/3639] Forecasting INAB...
[2025-11-25T23:38:30.286162] [INFO ] [sig       ] Generating forecast for: INAB
[2025-11-25T23:38:30.286209] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'INAB' from 'https://tdm.silogroup.org/data/derivative_storage/INAB.csv'.
[2025-11-25T23:38:30.298180] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'INAB'.
[2025-11-25T23:38:30.298549] [INFO ] [FORECASTER] Starting predict_future for INAB
[2025-11-25T23:38:30.299385] [DEBUG] [LOCAL     ] No optimal features file found for INAB: ./output/feature-sets/INAB.txt
[2025-11-25T23:38:30.299455] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:38:30.299517] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:38:30.299568] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:38:30.299675] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:38:30.357268] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:38:30.358296] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:38:30.358399] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:38:30.358459] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:38:30.453477] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:38:30.453702] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:38:30.453777] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:38:30.453849] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:38:30.457312] [DEBUG] [FORECASTER] INAB: Forecast T+1@11:T+2@11: DOWN (p=17.20%)
[2025-11-25T23:38:30.457666] [INFO ] [FORECASTER] Completed predict_future for INAB
[2025-11-25T23:38:30.457840] [INFO ] [sig       ] INAB: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:38:30.603794] [INFO ] [LOCAL     ] Saved forecast: INAB	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/INAB.txt
[2025-11-25T23:38:30.603991] [INFO ] [sig       ] [1713/3639] Completed INAB in 0.3s | 3.03 sym/s | Total: 9.4m | ETA: 10.6m
[2025-11-25T23:38:30.604049] [INFO ] [sig       ] [1714/3639] Forecasting INBK...
[2025-11-25T23:38:30.604093] [INFO ] [sig       ] Generating forecast for: INBK
[2025-11-25T23:38:30.604136] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'INBK' from 'https://tdm.silogroup.org/data/derivative_storage/INBK.csv'.
[2025-11-25T23:38:30.615419] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'INBK'.
[2025-11-25T23:38:30.615852] [INFO ] [FORECASTER] Starting predict_future for INBK
[2025-11-25T23:38:30.616703] [DEBUG] [LOCAL     ] No optimal features file found for INBK: ./output/feature-sets/INBK.txt
[2025-11-25T23:38:30.616772] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:38:30.616828] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:38:30.616879] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:38:30.616967] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:38:30.674533] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:38:30.675504] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:38:30.675613] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:38:30.675704] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:38:30.771290] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:38:30.771487] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:38:30.771534] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:38:30.771569] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:38:30.775026] [DEBUG] [FORECASTER] INBK: Forecast T+1@11:T+2@11: UP (p=58.87%)
[2025-11-25T23:38:30.775336] [INFO ] [FORECASTER] Completed predict_future for INBK
[2025-11-25T23:38:30.775473] [INFO ] [sig       ] INBK: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:38:30.917169] [INFO ] [LOCAL     ] Saved forecast: INBK	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/INBK.txt
[2025-11-25T23:38:30.917384] [INFO ] [sig       ] [1714/3639] Completed INBK in 0.3s | 3.03 sym/s | Total: 9.4m | ETA: 10.6m
[2025-11-25T23:38:30.917441] [INFO ] [sig       ] [1715/3639] Forecasting INBX...
[2025-11-25T23:38:30.917508] [INFO ] [sig       ] Generating forecast for: INBX
[2025-11-25T23:38:30.917632] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'INBX' from 'https://tdm.silogroup.org/data/derivative_storage/INBX.csv'.
[2025-11-25T23:38:30.929033] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'INBX'.
[2025-11-25T23:38:30.929453] [INFO ] [FORECASTER] Starting predict_future for INBX
[2025-11-25T23:38:30.930301] [DEBUG] [LOCAL     ] No optimal features file found for INBX: ./output/feature-sets/INBX.txt
[2025-11-25T23:38:30.930371] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:38:30.930429] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:38:30.930480] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:38:30.930567] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:38:30.988199] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:38:30.989138] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:38:30.989249] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:38:30.989322] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:38:31.084696] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:38:31.084920] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:38:31.084977] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:38:31.085022] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:38:31.088490] [DEBUG] [FORECASTER] INBX: Forecast T+1@11:T+2@11: UP (p=58.93%)
[2025-11-25T23:38:31.088821] [INFO ] [FORECASTER] Completed predict_future for INBX
[2025-11-25T23:38:31.088984] [INFO ] [sig       ] INBX: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:38:31.233807] [INFO ] [LOCAL     ] Saved forecast: INBX	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/INBX.txt
[2025-11-25T23:38:31.233994] [INFO ] [sig       ] [1715/3639] Completed INBX in 0.3s | 3.03 sym/s | Total: 9.4m | ETA: 10.6m
[2025-11-25T23:38:31.234049] [INFO ] [sig       ] [1716/3639] Forecasting INCY...
[2025-11-25T23:38:31.234094] [INFO ] [sig       ] Generating forecast for: INCY
[2025-11-25T23:38:31.234137] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'INCY' from 'https://tdm.silogroup.org/data/derivative_storage/INCY.csv'.
[2025-11-25T23:38:31.247308] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'INCY'.
[2025-11-25T23:38:31.247786] [INFO ] [FORECASTER] Starting predict_future for INCY
[2025-11-25T23:38:31.248667] [DEBUG] [LOCAL     ] No optimal features file found for INCY: ./output/feature-sets/INCY.txt
[2025-11-25T23:38:31.248736] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:38:31.248792] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:38:31.248845] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:38:31.248931] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:38:31.306192] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:38:31.307047] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:38:31.307157] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:38:31.307207] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:38:31.401591] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:38:31.401836] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:38:31.401884] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:38:31.401918] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:38:31.405373] [DEBUG] [FORECASTER] INCY: Forecast T+1@11:T+2@11: DOWN (p=10.05%)
[2025-11-25T23:38:31.405718] [INFO ] [FORECASTER] Completed predict_future for INCY
[2025-11-25T23:38:31.405868] [INFO ] [sig       ] INCY: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:38:31.551338] [INFO ] [LOCAL     ] Saved forecast: INCY	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/INCY.txt
[2025-11-25T23:38:31.551518] [INFO ] [sig       ] [1716/3639] Completed INCY in 0.3s | 3.03 sym/s | Total: 9.5m | ETA: 10.6m
[2025-11-25T23:38:31.551574] [INFO ] [sig       ] [1717/3639] Forecasting INDB...
[2025-11-25T23:38:31.551620] [INFO ] [sig       ] Generating forecast for: INDB
[2025-11-25T23:38:31.551686] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'INDB' from 'https://tdm.silogroup.org/data/derivative_storage/INDB.csv'.
[2025-11-25T23:38:31.563743] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'INDB'.
[2025-11-25T23:38:31.564033] [INFO ] [FORECASTER] Starting predict_future for INDB
[2025-11-25T23:38:31.564840] [DEBUG] [LOCAL     ] No optimal features file found for INDB: ./output/feature-sets/INDB.txt
[2025-11-25T23:38:31.564908] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:38:31.564954] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:38:31.565010] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:38:31.565082] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:38:31.622914] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:38:31.623810] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:38:31.623907] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:38:31.623954] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:38:31.716907] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:38:31.717100] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:38:31.717146] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:38:31.717182] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:38:31.720594] [DEBUG] [FORECASTER] INDB: Forecast T+1@11:T+2@11: DOWN (p=9.68%)
[2025-11-25T23:38:31.720897] [INFO ] [FORECASTER] Completed predict_future for INDB
[2025-11-25T23:38:31.721043] [INFO ] [sig       ] INDB: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:38:31.866505] [INFO ] [LOCAL     ] Saved forecast: INDB	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/INDB.txt
[2025-11-25T23:38:31.866724] [INFO ] [sig       ] [1717/3639] Completed INDB in 0.3s | 3.03 sym/s | Total: 9.5m | ETA: 10.6m
[2025-11-25T23:38:31.866783] [INFO ] [sig       ] [1718/3639] Forecasting INDI...
[2025-11-25T23:38:31.866827] [INFO ] [sig       ] Generating forecast for: INDI
[2025-11-25T23:38:31.866945] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'INDI' from 'https://tdm.silogroup.org/data/derivative_storage/INDI.csv'.
[2025-11-25T23:38:31.878573] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'INDI'.
[2025-11-25T23:38:31.879020] [INFO ] [FORECASTER] Starting predict_future for INDI
[2025-11-25T23:38:31.879881] [DEBUG] [LOCAL     ] No optimal features file found for INDI: ./output/feature-sets/INDI.txt
[2025-11-25T23:38:31.879950] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:38:31.879995] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:38:31.880036] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:38:31.880155] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:38:31.938198] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:38:31.939052] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:38:31.939147] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:38:31.939195] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:38:32.030450] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:38:32.030662] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:38:32.030715] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:38:32.030751] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:38:32.034380] [DEBUG] [FORECASTER] INDI: Forecast T+1@11:T+2@11: DOWN (p=3.64%)
[2025-11-25T23:38:32.034747] [INFO ] [FORECASTER] Completed predict_future for INDI
[2025-11-25T23:38:32.034896] [INFO ] [sig       ] INDI: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:38:32.179356] [INFO ] [LOCAL     ] Saved forecast: INDI	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/INDI.txt
[2025-11-25T23:38:32.179578] [INFO ] [sig       ] [1718/3639] Completed INDI in 0.3s | 3.03 sym/s | Total: 9.5m | ETA: 10.6m
[2025-11-25T23:38:32.179657] [INFO ] [sig       ] [1719/3639] Forecasting INDP...
[2025-11-25T23:38:32.179705] [INFO ] [sig       ] Generating forecast for: INDP
[2025-11-25T23:38:32.179756] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'INDP' from 'https://tdm.silogroup.org/data/derivative_storage/INDP.csv'.
[2025-11-25T23:38:32.191791] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'INDP'.
[2025-11-25T23:38:32.192178] [INFO ] [FORECASTER] Starting predict_future for INDP
[2025-11-25T23:38:32.193185] [DEBUG] [LOCAL     ] No optimal features file found for INDP: ./output/feature-sets/INDP.txt
[2025-11-25T23:38:32.193255] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:38:32.193301] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:38:32.193341] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:38:32.193440] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:38:32.250387] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:38:32.251129] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:38:32.251226] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:38:32.251273] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:38:32.339311] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:38:32.339487] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-11-25T23:38:32.339536] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:38:32.339570] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:38:32.342938] [DEBUG] [FORECASTER] INDP: Forecast T+1@11:T+2@11: UP (p=80.78%)
[2025-11-25T23:38:32.343221] [INFO ] [FORECASTER] Completed predict_future for INDP
[2025-11-25T23:38:32.343361] [INFO ] [sig       ] INDP: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:38:32.488768] [INFO ] [LOCAL     ] Saved forecast: INDP	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/INDP.txt
[2025-11-25T23:38:32.488958] [INFO ] [sig       ] [1719/3639] Completed INDP in 0.3s | 3.03 sym/s | Total: 9.5m | ETA: 10.6m
[2025-11-25T23:38:32.489019] [INFO ] [sig       ] [1720/3639] Forecasting INDY...
[2025-11-25T23:38:32.489129] [INFO ] [sig       ] Generating forecast for: INDY
[2025-11-25T23:38:32.489174] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'INDY' from 'https://tdm.silogroup.org/data/derivative_storage/INDY.csv'.
[2025-11-25T23:38:32.500691] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'INDY'.
[2025-11-25T23:38:32.501021] [INFO ] [FORECASTER] Starting predict_future for INDY
[2025-11-25T23:38:32.501885] [DEBUG] [LOCAL     ] No optimal features file found for INDY: ./output/feature-sets/INDY.txt
[2025-11-25T23:38:32.501952] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:38:32.501998] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:38:32.502038] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:38:32.502106] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:38:32.559297] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:38:32.560207] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:38:32.560300] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:38:32.560345] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:38:32.652302] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:38:32.652461] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:38:32.652506] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:38:32.652541] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:38:32.656227] [DEBUG] [FORECASTER] INDY: Forecast T+1@11:T+2@11: UP (p=59.96%)
[2025-11-25T23:38:32.656511] [INFO ] [FORECASTER] Completed predict_future for INDY
[2025-11-25T23:38:32.656797] [INFO ] [sig       ] INDY: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:38:32.800931] [INFO ] [LOCAL     ] Saved forecast: INDY	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/INDY.txt
[2025-11-25T23:38:32.801101] [INFO ] [sig       ] [1720/3639] Completed INDY in 0.3s | 3.03 sym/s | Total: 9.5m | ETA: 10.6m
[2025-11-25T23:38:32.801156] [INFO ] [sig       ] [1721/3639] Forecasting INFY...
[2025-11-25T23:38:32.801199] [INFO ] [sig       ] Generating forecast for: INFY
[2025-11-25T23:38:32.801250] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'INFY' from 'https://tdm.silogroup.org/data/derivative_storage/INFY.csv'.
[2025-11-25T23:38:32.813625] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'INFY'.
[2025-11-25T23:38:32.813969] [INFO ] [FORECASTER] Starting predict_future for INFY
[2025-11-25T23:38:32.814764] [DEBUG] [LOCAL     ] No optimal features file found for INFY: ./output/feature-sets/INFY.txt
[2025-11-25T23:38:32.814832] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:38:32.814877] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:38:32.814917] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:38:32.814989] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:38:32.874015] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:38:32.874693] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:38:32.874789] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:38:32.874836] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:38:32.969916] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:38:32.970103] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:38:32.970160] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:38:32.970206] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:38:32.973699] [DEBUG] [FORECASTER] INFY: Forecast T+1@11:T+2@11: DOWN (p=0.09%)
[2025-11-25T23:38:32.974001] [INFO ] [FORECASTER] Completed predict_future for INFY
[2025-11-25T23:38:32.974156] [INFO ] [sig       ] INFY: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:38:33.118382] [INFO ] [LOCAL     ] Saved forecast: INFY	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/INFY.txt
[2025-11-25T23:38:33.118579] [INFO ] [sig       ] [1721/3639] Completed INFY in 0.3s | 3.03 sym/s | Total: 9.5m | ETA: 10.6m
[2025-11-25T23:38:33.118637] [INFO ] [sig       ] [1722/3639] Forecasting ING...
[2025-11-25T23:38:33.118743] [INFO ] [sig       ] Generating forecast for: ING
[2025-11-25T23:38:33.118787] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ING' from 'https://tdm.silogroup.org/data/derivative_storage/ING.csv'.
[2025-11-25T23:38:33.130810] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ING'.
[2025-11-25T23:38:33.131152] [INFO ] [FORECASTER] Starting predict_future for ING
[2025-11-25T23:38:33.131982] [DEBUG] [LOCAL     ] No optimal features file found for ING: ./output/feature-sets/ING.txt
[2025-11-25T23:38:33.132052] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:38:33.132097] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:38:33.132141] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:38:33.132228] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:38:33.189448] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:38:33.190228] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:38:33.190336] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:38:33.190385] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:38:33.276888] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:38:33.277063] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:38:33.277107] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:38:33.277141] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:38:33.280498] [DEBUG] [FORECASTER] ING: Forecast T+1@11:T+2@11: DOWN (p=4.27%)
[2025-11-25T23:38:33.280946] [INFO ] [FORECASTER] Completed predict_future for ING
[2025-11-25T23:38:33.281100] [INFO ] [sig       ] ING: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:38:33.422902] [INFO ] [LOCAL     ] Saved forecast: ING	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/ING.txt
[2025-11-25T23:38:33.423073] [INFO ] [sig       ] [1722/3639] Completed ING in 0.3s | 3.03 sym/s | Total: 9.5m | ETA: 10.6m
[2025-11-25T23:38:33.423128] [INFO ] [sig       ] [1723/3639] Forecasting INGN...
[2025-11-25T23:38:33.423214] [INFO ] [sig       ] Generating forecast for: INGN
[2025-11-25T23:38:33.423263] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'INGN' from 'https://tdm.silogroup.org/data/derivative_storage/INGN.csv'.
[2025-11-25T23:38:33.434630] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'INGN'.
[2025-11-25T23:38:33.434965] [INFO ] [FORECASTER] Starting predict_future for INGN
[2025-11-25T23:38:33.435867] [DEBUG] [LOCAL     ] No optimal features file found for INGN: ./output/feature-sets/INGN.txt
[2025-11-25T23:38:33.435936] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:38:33.435990] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:38:33.436038] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:38:33.436121] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:38:33.495797] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:38:33.496549] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:38:33.496670] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:38:33.496724] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:38:33.589501] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:38:33.589693] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:38:33.589753] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:38:33.589788] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:38:33.593204] [DEBUG] [FORECASTER] INGN: Forecast T+1@11:T+2@11: DOWN (p=8.52%)
[2025-11-25T23:38:33.593496] [INFO ] [FORECASTER] Completed predict_future for INGN
[2025-11-25T23:38:33.593636] [INFO ] [sig       ] INGN: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:38:33.737091] [INFO ] [LOCAL     ] Saved forecast: INGN	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/INGN.txt
[2025-11-25T23:38:33.737246] [INFO ] [sig       ] [1723/3639] Completed INGN in 0.3s | 3.03 sym/s | Total: 9.5m | ETA: 10.6m
[2025-11-25T23:38:33.737313] [INFO ] [sig       ] [1724/3639] Forecasting INM...
[2025-11-25T23:38:33.737386] [INFO ] [sig       ] Generating forecast for: INM
[2025-11-25T23:38:33.737444] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'INM' from 'https://tdm.silogroup.org/data/derivative_storage/INM.csv'.
[2025-11-25T23:38:33.749210] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'INM'.
[2025-11-25T23:38:33.749569] [INFO ] [FORECASTER] Starting predict_future for INM
[2025-11-25T23:38:33.750393] [DEBUG] [LOCAL     ] No optimal features file found for INM: ./output/feature-sets/INM.txt
[2025-11-25T23:38:33.750462] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:38:33.750516] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:38:33.750566] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:38:33.750682] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:38:33.810169] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:38:33.811042] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:38:33.811147] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:38:33.811197] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:38:33.895978] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:38:33.896168] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:38:33.896215] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:38:33.896252] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:38:33.899842] [DEBUG] [FORECASTER] INM: Forecast T+1@11:T+2@11: DOWN (p=40.48%)
[2025-11-25T23:38:33.900150] [INFO ] [FORECASTER] Completed predict_future for INM
[2025-11-25T23:38:33.900294] [INFO ] [sig       ] INM: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:38:34.058793] [INFO ] [LOCAL     ] Saved forecast: INM	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/INM.txt
[2025-11-25T23:38:34.058980] [INFO ] [sig       ] [1724/3639] Completed INM in 0.3s | 3.03 sym/s | Total: 9.5m | ETA: 10.5m
[2025-11-25T23:38:34.059039] [INFO ] [sig       ] [1725/3639] Forecasting INMB...
[2025-11-25T23:38:34.059083] [INFO ] [sig       ] Generating forecast for: INMB
[2025-11-25T23:38:34.059150] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'INMB' from 'https://tdm.silogroup.org/data/derivative_storage/INMB.csv'.
[2025-11-25T23:38:34.070696] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'INMB'.
[2025-11-25T23:38:34.071123] [INFO ] [FORECASTER] Starting predict_future for INMB
[2025-11-25T23:38:34.071985] [DEBUG] [LOCAL     ] No optimal features file found for INMB: ./output/feature-sets/INMB.txt
[2025-11-25T23:38:34.072055] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:38:34.072102] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:38:34.072159] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:38:34.072290] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:38:34.133432] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:38:34.134341] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:38:34.134439] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:38:34.134482] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:38:34.247126] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:38:34.247241] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:38:34.247284] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:38:34.247317] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:38:34.250524] [DEBUG] [FORECASTER] INMB: Forecast T+1@11:T+2@11: DOWN (p=37.69%)
[2025-11-25T23:38:34.250828] [INFO ] [FORECASTER] Completed predict_future for INMB
[2025-11-25T23:38:34.250980] [INFO ] [sig       ] INMB: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:38:34.390668] [INFO ] [LOCAL     ] Saved forecast: INMB	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/INMB.txt
[2025-11-25T23:38:34.390800] [INFO ] [sig       ] [1725/3639] Completed INMB in 0.3s | 3.03 sym/s | Total: 9.5m | ETA: 10.5m
[2025-11-25T23:38:34.390853] [INFO ] [sig       ] [1726/3639] Forecasting INMD...
[2025-11-25T23:38:34.390916] [INFO ] [sig       ] Generating forecast for: INMD
[2025-11-25T23:38:34.390969] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'INMD' from 'https://tdm.silogroup.org/data/derivative_storage/INMD.csv'.
[2025-11-25T23:38:34.402558] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'INMD'.
[2025-11-25T23:38:34.402869] [INFO ] [FORECASTER] Starting predict_future for INMD
[2025-11-25T23:38:34.403711] [DEBUG] [LOCAL     ] No optimal features file found for INMD: ./output/feature-sets/INMD.txt
[2025-11-25T23:38:34.403779] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:38:34.403836] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:38:34.403887] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:38:34.403973] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:38:34.460989] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:38:34.461608] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:38:34.461732] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:38:34.461783] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:38:34.569939] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:38:34.570033] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:38:34.570074] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:38:34.570107] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:38:34.573142] [DEBUG] [FORECASTER] INMD: Forecast T+1@11:T+2@11: DOWN (p=1.75%)
[2025-11-25T23:38:34.573540] [INFO ] [FORECASTER] Completed predict_future for INMD
[2025-11-25T23:38:34.573774] [INFO ] [sig       ] INMD: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:38:34.713774] [INFO ] [LOCAL     ] Saved forecast: INMD	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/INMD.txt
[2025-11-25T23:38:34.713899] [INFO ] [sig       ] [1726/3639] Completed INMD in 0.3s | 3.03 sym/s | Total: 9.5m | ETA: 10.5m
[2025-11-25T23:38:34.713948] [INFO ] [sig       ] [1727/3639] Forecasting INN...
[2025-11-25T23:38:34.713994] [INFO ] [sig       ] Generating forecast for: INN
[2025-11-25T23:38:34.714039] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'INN' from 'https://tdm.silogroup.org/data/derivative_storage/INN.csv'.
[2025-11-25T23:38:34.725146] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'INN'.
[2025-11-25T23:38:34.725438] [INFO ] [FORECASTER] Starting predict_future for INN
[2025-11-25T23:38:34.726241] [DEBUG] [LOCAL     ] No optimal features file found for INN: ./output/feature-sets/INN.txt
[2025-11-25T23:38:34.726309] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:38:34.726355] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:38:34.726395] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:38:34.726462] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:38:34.783956] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:38:34.784595] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:38:34.784708] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:38:34.784757] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:38:34.896378] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:38:34.896492] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:38:34.896543] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:38:34.896584] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:38:34.899891] [DEBUG] [FORECASTER] INN: Forecast T+1@11:T+2@11: UP (p=71.79%)
[2025-11-25T23:38:34.900172] [INFO ] [FORECASTER] Completed predict_future for INN
[2025-11-25T23:38:34.900309] [INFO ] [sig       ] INN: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:38:35.040211] [INFO ] [LOCAL     ] Saved forecast: INN	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/INN.txt
[2025-11-25T23:38:35.040336] [INFO ] [sig       ] [1727/3639] Completed INN in 0.3s | 3.03 sym/s | Total: 9.5m | ETA: 10.5m
[2025-11-25T23:38:35.040387] [INFO ] [sig       ] [1728/3639] Forecasting INO...
[2025-11-25T23:38:35.040429] [INFO ] [sig       ] Generating forecast for: INO
[2025-11-25T23:38:35.040472] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'INO' from 'https://tdm.silogroup.org/data/derivative_storage/INO.csv'.
[2025-11-25T23:38:35.053206] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'INO'.
[2025-11-25T23:38:35.053509] [INFO ] [FORECASTER] Starting predict_future for INO
[2025-11-25T23:38:35.054322] [DEBUG] [LOCAL     ] No optimal features file found for INO: ./output/feature-sets/INO.txt
[2025-11-25T23:38:35.054391] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:38:35.054438] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:38:35.054479] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:38:35.054548] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:38:35.110925] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:38:35.111534] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:38:35.111627] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:38:35.111694] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:38:35.213125] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:38:35.213249] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:38:35.213290] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:38:35.213324] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:38:35.216545] [DEBUG] [FORECASTER] INO: Forecast T+1@11:T+2@11: DOWN (p=22.58%)
[2025-11-25T23:38:35.216963] [INFO ] [FORECASTER] Completed predict_future for INO
[2025-11-25T23:38:35.217172] [INFO ] [sig       ] INO: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:38:35.356217] [INFO ] [LOCAL     ] Saved forecast: INO	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/INO.txt
[2025-11-25T23:38:35.356343] [INFO ] [sig       ] [1728/3639] Completed INO in 0.3s | 3.03 sym/s | Total: 9.5m | ETA: 10.5m
[2025-11-25T23:38:35.356399] [INFO ] [sig       ] [1729/3639] Forecasting INOD...
[2025-11-25T23:38:35.356443] [INFO ] [sig       ] Generating forecast for: INOD
[2025-11-25T23:38:35.356486] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'INOD' from 'https://tdm.silogroup.org/data/derivative_storage/INOD.csv'.
[2025-11-25T23:38:35.370464] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'INOD'.
[2025-11-25T23:38:35.370808] [INFO ] [FORECASTER] Starting predict_future for INOD
[2025-11-25T23:38:35.371605] [DEBUG] [LOCAL     ] No optimal features file found for INOD: ./output/feature-sets/INOD.txt
[2025-11-25T23:38:35.371693] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:38:35.371740] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:38:35.371780] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:38:35.371849] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:38:35.428584] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:38:35.429196] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:38:35.429289] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:38:35.429334] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:38:35.526968] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:38:35.527100] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:38:35.527143] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:38:35.527176] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:38:35.530416] [DEBUG] [FORECASTER] INOD: Forecast T+1@11:T+2@11: DOWN (p=40.84%)
[2025-11-25T23:38:35.530857] [INFO ] [FORECASTER] Completed predict_future for INOD
[2025-11-25T23:38:35.531068] [INFO ] [sig       ] INOD: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:38:35.672339] [INFO ] [LOCAL     ] Saved forecast: INOD	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/INOD.txt
[2025-11-25T23:38:35.672463] [INFO ] [sig       ] [1729/3639] Completed INOD in 0.3s | 3.03 sym/s | Total: 9.5m | ETA: 10.5m
[2025-11-25T23:38:35.672519] [INFO ] [sig       ] [1730/3639] Forecasting INSE...
[2025-11-25T23:38:35.672565] [INFO ] [sig       ] Generating forecast for: INSE
[2025-11-25T23:38:35.672607] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'INSE' from 'https://tdm.silogroup.org/data/derivative_storage/INSE.csv'.
[2025-11-25T23:38:35.684267] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'INSE'.
[2025-11-25T23:38:35.684589] [INFO ] [FORECASTER] Starting predict_future for INSE
[2025-11-25T23:38:35.685403] [DEBUG] [LOCAL     ] No optimal features file found for INSE: ./output/feature-sets/INSE.txt
[2025-11-25T23:38:35.685500] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:38:35.685551] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:38:35.685600] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:38:35.685709] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:38:35.743004] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:38:35.743614] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:38:35.743744] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:38:35.743793] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:38:35.849211] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:38:35.849300] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:38:35.849340] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:38:35.849373] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:38:35.852432] [DEBUG] [FORECASTER] INSE: Forecast T+1@11:T+2@11: DOWN (p=5.12%)
[2025-11-25T23:38:35.852889] [INFO ] [FORECASTER] Completed predict_future for INSE
[2025-11-25T23:38:35.853108] [INFO ] [sig       ] INSE: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:38:35.994543] [INFO ] [LOCAL     ] Saved forecast: INSE	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/INSE.txt
[2025-11-25T23:38:35.994707] [INFO ] [sig       ] [1730/3639] Completed INSE in 0.3s | 3.03 sym/s | Total: 9.5m | ETA: 10.5m
[2025-11-25T23:38:35.994765] [INFO ] [sig       ] [1731/3639] Forecasting INSG...
[2025-11-25T23:38:35.994810] [INFO ] [sig       ] Generating forecast for: INSG
[2025-11-25T23:38:35.994852] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'INSG' from 'https://tdm.silogroup.org/data/derivative_storage/INSG.csv'.
[2025-11-25T23:38:36.007416] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'INSG'.
[2025-11-25T23:38:36.007753] [INFO ] [FORECASTER] Starting predict_future for INSG
[2025-11-25T23:38:36.008556] [DEBUG] [LOCAL     ] No optimal features file found for INSG: ./output/feature-sets/INSG.txt
[2025-11-25T23:38:36.008627] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:38:36.008695] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:38:36.008738] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:38:36.008806] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:38:36.065611] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:38:36.066220] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:38:36.066314] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:38:36.066362] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:38:36.164166] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:38:36.164290] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:38:36.164340] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:38:36.164375] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:38:36.167522] [DEBUG] [FORECASTER] INSG: Forecast T+1@11:T+2@11: UP (p=89.51%)
[2025-11-25T23:38:36.167854] [INFO ] [FORECASTER] Completed predict_future for INSG
[2025-11-25T23:38:36.168017] [INFO ] [sig       ] INSG: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:38:36.308558] [INFO ] [LOCAL     ] Saved forecast: INSG	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/INSG.txt
[2025-11-25T23:38:36.308709] [INFO ] [sig       ] [1731/3639] Completed INSG in 0.3s | 3.03 sym/s | Total: 9.5m | ETA: 10.5m
[2025-11-25T23:38:36.308766] [INFO ] [sig       ] [1732/3639] Forecasting INSM...
[2025-11-25T23:38:36.308809] [INFO ] [sig       ] Generating forecast for: INSM
[2025-11-25T23:38:36.308849] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'INSM' from 'https://tdm.silogroup.org/data/derivative_storage/INSM.csv'.
[2025-11-25T23:38:36.320780] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'INSM'.
[2025-11-25T23:38:36.321103] [INFO ] [FORECASTER] Starting predict_future for INSM
[2025-11-25T23:38:36.321919] [DEBUG] [LOCAL     ] No optimal features file found for INSM: ./output/feature-sets/INSM.txt
[2025-11-25T23:38:36.321987] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:38:36.322032] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:38:36.322073] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:38:36.322145] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:38:36.378442] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:38:36.379065] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:38:36.379158] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:38:36.379204] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:38:36.469225] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:38:36.469314] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:38:36.469354] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:38:36.469387] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:38:36.472355] [DEBUG] [FORECASTER] INSM: Forecast T+1@11:T+2@11: UP (p=86.25%)
[2025-11-25T23:38:36.472621] [INFO ] [FORECASTER] Completed predict_future for INSM
[2025-11-25T23:38:36.472779] [INFO ] [sig       ] INSM: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:38:36.612552] [INFO ] [LOCAL     ] Saved forecast: INSM	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/INSM.txt
[2025-11-25T23:38:36.612694] [INFO ] [sig       ] [1732/3639] Completed INSM in 0.3s | 3.03 sym/s | Total: 9.5m | ETA: 10.5m
[2025-11-25T23:38:36.612749] [INFO ] [sig       ] [1733/3639] Forecasting INSP...
[2025-11-25T23:38:36.612791] [INFO ] [sig       ] Generating forecast for: INSP
[2025-11-25T23:38:36.612909] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'INSP' from 'https://tdm.silogroup.org/data/derivative_storage/INSP.csv'.
[2025-11-25T23:38:36.624935] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'INSP'.
[2025-11-25T23:38:36.625251] [INFO ] [FORECASTER] Starting predict_future for INSP
[2025-11-25T23:38:36.626051] [DEBUG] [LOCAL     ] No optimal features file found for INSP: ./output/feature-sets/INSP.txt
[2025-11-25T23:38:36.626120] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:38:36.626166] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:38:36.626206] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:38:36.626274] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:38:36.683533] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:38:36.684155] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:38:36.684250] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:38:36.684297] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:38:36.778681] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:38:36.778767] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:38:36.778807] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:38:36.778840] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:38:36.781895] [DEBUG] [FORECASTER] INSP: Forecast T+1@11:T+2@11: UP (p=85.38%)
[2025-11-25T23:38:36.782178] [INFO ] [FORECASTER] Completed predict_future for INSP
[2025-11-25T23:38:36.782340] [INFO ] [sig       ] INSP: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:38:36.925516] [INFO ] [LOCAL     ] Saved forecast: INSP	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/INSP.txt
[2025-11-25T23:38:36.925671] [INFO ] [sig       ] [1733/3639] Completed INSP in 0.3s | 3.03 sym/s | Total: 9.5m | ETA: 10.5m
[2025-11-25T23:38:36.925736] [INFO ] [sig       ] [1734/3639] Forecasting INTA...
[2025-11-25T23:38:36.925782] [INFO ] [sig       ] Generating forecast for: INTA
[2025-11-25T23:38:36.925824] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'INTA' from 'https://tdm.silogroup.org/data/derivative_storage/INTA.csv'.
[2025-11-25T23:38:36.938484] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'INTA'.
[2025-11-25T23:38:36.938931] [INFO ] [FORECASTER] Starting predict_future for INTA
[2025-11-25T23:38:36.939848] [DEBUG] [LOCAL     ] No optimal features file found for INTA: ./output/feature-sets/INTA.txt
[2025-11-25T23:38:36.939918] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:38:36.939973] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:38:36.940024] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:38:36.940108] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:38:36.996203] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:38:36.996979] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:38:36.997102] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:38:36.997157] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:38:37.095523] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:38:37.095727] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:38:37.095795] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:38:37.095841] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:38:37.099363] [DEBUG] [FORECASTER] INTA: Forecast T+1@11:T+2@11: UP (p=76.48%)
[2025-11-25T23:38:37.099711] [INFO ] [FORECASTER] Completed predict_future for INTA
[2025-11-25T23:38:37.099886] [INFO ] [sig       ] INTA: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:38:37.240272] [INFO ] [LOCAL     ] Saved forecast: INTA	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/INTA.txt
[2025-11-25T23:38:37.240465] [INFO ] [sig       ] [1734/3639] Completed INTA in 0.3s | 3.03 sym/s | Total: 9.5m | ETA: 10.5m
[2025-11-25T23:38:37.240520] [INFO ] [sig       ] [1735/3639] Forecasting INTC...
[2025-11-25T23:38:37.240599] [INFO ] [sig       ] Generating forecast for: INTC
[2025-11-25T23:38:37.240670] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'INTC' from 'https://tdm.silogroup.org/data/derivative_storage/INTC.csv'.
[2025-11-25T23:38:37.253189] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'INTC'.
[2025-11-25T23:38:37.253633] [INFO ] [FORECASTER] Starting predict_future for INTC
[2025-11-25T23:38:37.254483] [DEBUG] [LOCAL     ] No optimal features file found for INTC: ./output/feature-sets/INTC.txt
[2025-11-25T23:38:37.254554] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:38:37.254601] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:38:37.254673] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:38:37.254810] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:38:37.314186] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:38:37.315089] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:38:37.315187] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:38:37.315249] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:38:37.417540] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:38:37.417755] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:38:37.417807] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:38:37.417843] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:38:37.421409] [DEBUG] [FORECASTER] INTC: Forecast T+1@11:T+2@11: DOWN (p=9.10%)
[2025-11-25T23:38:37.421735] [INFO ] [FORECASTER] Completed predict_future for INTC
[2025-11-25T23:38:37.421886] [INFO ] [sig       ] INTC: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:38:37.567480] [INFO ] [LOCAL     ] Saved forecast: INTC	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/INTC.txt
[2025-11-25T23:38:37.567699] [INFO ] [sig       ] [1735/3639] Completed INTC in 0.3s | 3.03 sym/s | Total: 9.6m | ETA: 10.5m
[2025-11-25T23:38:37.567758] [INFO ] [sig       ] [1736/3639] Forecasting INTZ...
[2025-11-25T23:38:37.567801] [INFO ] [sig       ] Generating forecast for: INTZ
[2025-11-25T23:38:37.567843] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'INTZ' from 'https://tdm.silogroup.org/data/derivative_storage/INTZ.csv'.
[2025-11-25T23:38:37.582175] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'INTZ'.
[2025-11-25T23:38:37.582600] [INFO ] [FORECASTER] Starting predict_future for INTZ
[2025-11-25T23:38:37.583471] [DEBUG] [LOCAL     ] No optimal features file found for INTZ: ./output/feature-sets/INTZ.txt
[2025-11-25T23:38:37.583542] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:38:37.583587] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:38:37.583620] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:38:37.583711] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:38:37.644002] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:38:37.645027] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:38:37.645143] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:38:37.645202] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:38:37.759015] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:38:37.759244] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:38:37.759314] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:38:37.759372] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:38:37.764838] [DEBUG] [FORECASTER] INTZ: Forecast T+1@11:T+2@11: DOWN (p=3.32%)
[2025-11-25T23:38:37.765345] [INFO ] [FORECASTER] Completed predict_future for INTZ
[2025-11-25T23:38:37.765553] [INFO ] [sig       ] INTZ: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:38:37.986754] [INFO ] [LOCAL     ] Saved forecast: INTZ	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/INTZ.txt
[2025-11-25T23:38:37.987009] [INFO ] [sig       ] [1736/3639] Completed INTZ in 0.4s | 3.03 sym/s | Total: 9.6m | ETA: 10.5m
[2025-11-25T23:38:37.987092] [INFO ] [sig       ] [1737/3639] Forecasting INVA...
[2025-11-25T23:38:37.987154] [INFO ] [sig       ] Generating forecast for: INVA
[2025-11-25T23:38:37.987209] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'INVA' from 'https://tdm.silogroup.org/data/derivative_storage/INVA.csv'.
[2025-11-25T23:38:38.004038] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'INVA'.
[2025-11-25T23:38:38.004543] [INFO ] [FORECASTER] Starting predict_future for INVA
[2025-11-25T23:38:38.005491] [DEBUG] [LOCAL     ] No optimal features file found for INVA: ./output/feature-sets/INVA.txt
[2025-11-25T23:38:38.005566] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:38:38.005615] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:38:38.005679] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:38:38.005749] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:38:38.075354] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:38:38.076378] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:38:38.076508] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:38:38.076569] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:38:38.198886] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:38:38.199107] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:38:38.199185] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:38:38.199227] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:38:38.203574] [DEBUG] [FORECASTER] INVA: Forecast T+1@11:T+2@11: DOWN (p=16.95%)
[2025-11-25T23:38:38.204082] [INFO ] [FORECASTER] Completed predict_future for INVA
[2025-11-25T23:38:38.204297] [INFO ] [sig       ] INVA: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:38:38.365748] [INFO ] [LOCAL     ] Saved forecast: INVA	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/INVA.txt
[2025-11-25T23:38:38.365983] [INFO ] [sig       ] [1737/3639] Completed INVA in 0.4s | 3.03 sym/s | Total: 9.6m | ETA: 10.5m
[2025-11-25T23:38:38.366096] [INFO ] [sig       ] [1738/3639] Forecasting INVE...
[2025-11-25T23:38:38.366162] [INFO ] [sig       ] Generating forecast for: INVE
[2025-11-25T23:38:38.366211] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'INVE' from 'https://tdm.silogroup.org/data/derivative_storage/INVE.csv'.
[2025-11-25T23:38:38.379201] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'INVE'.
[2025-11-25T23:38:38.379670] [INFO ] [FORECASTER] Starting predict_future for INVE
[2025-11-25T23:38:38.380574] [DEBUG] [LOCAL     ] No optimal features file found for INVE: ./output/feature-sets/INVE.txt
[2025-11-25T23:38:38.380670] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:38:38.380724] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:38:38.380765] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:38:38.380829] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:38:38.442701] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:38:38.443721] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:38:38.443851] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:38:38.443913] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:38:38.542019] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:38:38.542228] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:38:38.542294] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:38:38.542341] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:38:38.546293] [DEBUG] [FORECASTER] INVE: Forecast T+1@11:T+2@11: DOWN (p=11.97%)
[2025-11-25T23:38:38.547077] [INFO ] [FORECASTER] Completed predict_future for INVE
[2025-11-25T23:38:38.547335] [INFO ] [sig       ] INVE: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:38:38.700349] [INFO ] [LOCAL     ] Saved forecast: INVE	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/INVE.txt
[2025-11-25T23:38:38.700575] [INFO ] [sig       ] [1738/3639] Completed INVE in 0.3s | 3.03 sym/s | Total: 9.6m | ETA: 10.5m
[2025-11-25T23:38:38.700733] [INFO ] [sig       ] [1739/3639] Forecasting INVH...
[2025-11-25T23:38:38.700789] [INFO ] [sig       ] Generating forecast for: INVH
[2025-11-25T23:38:38.700833] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'INVH' from 'https://tdm.silogroup.org/data/derivative_storage/INVH.csv'.
[2025-11-25T23:38:38.714322] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'INVH'.
[2025-11-25T23:38:38.714995] [INFO ] [FORECASTER] Starting predict_future for INVH
[2025-11-25T23:38:38.715901] [DEBUG] [LOCAL     ] No optimal features file found for INVH: ./output/feature-sets/INVH.txt
[2025-11-25T23:38:38.715974] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:38:38.716041] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:38:38.716121] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:38:38.716243] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:38:38.780852] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:38:38.781895] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:38:38.782220] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:38:38.782279] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:38:38.875726] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:38:38.875917] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:38:38.875965] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:38:38.875999] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:38:38.879481] [DEBUG] [FORECASTER] INVH: Forecast T+1@11:T+2@11: UP (p=66.63%)
[2025-11-25T23:38:38.879842] [INFO ] [FORECASTER] Completed predict_future for INVH
[2025-11-25T23:38:38.879996] [INFO ] [sig       ] INVH: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:38:39.029854] [INFO ] [LOCAL     ] Saved forecast: INVH	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/INVH.txt
[2025-11-25T23:38:39.030026] [INFO ] [sig       ] [1739/3639] Completed INVH in 0.3s | 3.03 sym/s | Total: 9.6m | ETA: 10.5m
[2025-11-25T23:38:39.030094] [INFO ] [sig       ] [1740/3639] Forecasting INVZ...
[2025-11-25T23:38:39.030150] [INFO ] [sig       ] Generating forecast for: INVZ
[2025-11-25T23:38:39.030212] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'INVZ' from 'https://tdm.silogroup.org/data/derivative_storage/INVZ.csv'.
[2025-11-25T23:38:39.041954] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'INVZ'.
[2025-11-25T23:38:39.042320] [INFO ] [FORECASTER] Starting predict_future for INVZ
[2025-11-25T23:38:39.043239] [DEBUG] [LOCAL     ] No optimal features file found for INVZ: ./output/feature-sets/INVZ.txt
[2025-11-25T23:38:39.043312] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:38:39.043372] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:38:39.043427] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:38:39.043548] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:38:39.105605] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:38:39.106415] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:38:39.106517] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:38:39.106577] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:38:39.210605] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:38:39.210812] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:38:39.210870] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:38:39.210907] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:38:39.214721] [DEBUG] [FORECASTER] INVZ: Forecast T+1@11:T+2@11: UP (p=65.78%)
[2025-11-25T23:38:39.215073] [INFO ] [FORECASTER] Completed predict_future for INVZ
[2025-11-25T23:38:39.215223] [INFO ] [sig       ] INVZ: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:38:39.364400] [INFO ] [LOCAL     ] Saved forecast: INVZ	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/INVZ.txt
[2025-11-25T23:38:39.364566] [INFO ] [sig       ] [1740/3639] Completed INVZ in 0.3s | 3.03 sym/s | Total: 9.6m | ETA: 10.5m
[2025-11-25T23:38:39.364616] [INFO ] [sig       ] [1741/3639] Forecasting IONS...
[2025-11-25T23:38:39.364684] [INFO ] [sig       ] Generating forecast for: IONS
[2025-11-25T23:38:39.364733] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IONS' from 'https://tdm.silogroup.org/data/derivative_storage/IONS.csv'.
[2025-11-25T23:38:39.376954] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IONS'.
[2025-11-25T23:38:39.377305] [INFO ] [FORECASTER] Starting predict_future for IONS
[2025-11-25T23:38:39.378218] [DEBUG] [LOCAL     ] No optimal features file found for IONS: ./output/feature-sets/IONS.txt
[2025-11-25T23:38:39.378289] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:38:39.378352] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:38:39.378396] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:38:39.378478] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:38:39.437804] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:38:39.438493] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:38:39.438589] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:38:39.438639] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:38:39.535673] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:38:39.535842] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:38:39.535887] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:38:39.535922] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:38:39.539355] [DEBUG] [FORECASTER] IONS: Forecast T+1@11:T+2@11: UP (p=51.69%)
[2025-11-25T23:38:39.539639] [INFO ] [FORECASTER] Completed predict_future for IONS
[2025-11-25T23:38:39.539807] [INFO ] [sig       ] IONS: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:38:39.681190] [INFO ] [LOCAL     ] Saved forecast: IONS	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/IONS.txt
[2025-11-25T23:38:39.681349] [INFO ] [sig       ] [1741/3639] Completed IONS in 0.3s | 3.03 sym/s | Total: 9.6m | ETA: 10.5m
[2025-11-25T23:38:39.681436] [INFO ] [sig       ] [1742/3639] Forecasting IOSP...
[2025-11-25T23:38:39.681480] [INFO ] [sig       ] Generating forecast for: IOSP
[2025-11-25T23:38:39.681531] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IOSP' from 'https://tdm.silogroup.org/data/derivative_storage/IOSP.csv'.
[2025-11-25T23:38:39.693904] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IOSP'.
[2025-11-25T23:38:39.694267] [INFO ] [FORECASTER] Starting predict_future for IOSP
[2025-11-25T23:38:39.695101] [DEBUG] [LOCAL     ] No optimal features file found for IOSP: ./output/feature-sets/IOSP.txt
[2025-11-25T23:38:39.695170] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:38:39.695215] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:38:39.695283] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:38:39.695355] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:38:39.753085] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:38:39.753867] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:38:39.753963] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:38:39.754020] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:38:39.845867] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:38:39.846029] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:38:39.846073] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:38:39.846108] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:38:39.849565] [DEBUG] [FORECASTER] IOSP: Forecast T+1@11:T+2@11: UP (p=94.72%)
[2025-11-25T23:38:39.849903] [INFO ] [FORECASTER] Completed predict_future for IOSP
[2025-11-25T23:38:39.850052] [INFO ] [sig       ] IOSP: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:38:39.991631] [INFO ] [LOCAL     ] Saved forecast: IOSP	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/IOSP.txt
[2025-11-25T23:38:39.991826] [INFO ] [sig       ] [1742/3639] Completed IOSP in 0.3s | 3.03 sym/s | Total: 9.6m | ETA: 10.4m
[2025-11-25T23:38:39.991881] [INFO ] [sig       ] [1743/3639] Forecasting IOVA...
[2025-11-25T23:38:39.992002] [INFO ] [sig       ] Generating forecast for: IOVA
[2025-11-25T23:38:39.992048] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IOVA' from 'https://tdm.silogroup.org/data/derivative_storage/IOVA.csv'.
[2025-11-25T23:38:40.003505] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IOVA'.
[2025-11-25T23:38:40.003909] [INFO ] [FORECASTER] Starting predict_future for IOVA
[2025-11-25T23:38:40.004732] [DEBUG] [LOCAL     ] No optimal features file found for IOVA: ./output/feature-sets/IOVA.txt
[2025-11-25T23:38:40.004800] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:38:40.004846] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:38:40.004886] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:38:40.004954] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:38:40.062048] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:38:40.062922] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:38:40.063022] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:38:40.063072] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:38:40.160153] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:38:40.160366] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:38:40.160420] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:38:40.160456] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:38:40.164011] [DEBUG] [FORECASTER] IOVA: Forecast T+1@11:T+2@11: DOWN (p=0.45%)
[2025-11-25T23:38:40.164310] [INFO ] [FORECASTER] Completed predict_future for IOVA
[2025-11-25T23:38:40.164449] [INFO ] [sig       ] IOVA: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:38:40.319172] [INFO ] [LOCAL     ] Saved forecast: IOVA	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/IOVA.txt
[2025-11-25T23:38:40.319334] [INFO ] [sig       ] [1743/3639] Completed IOVA in 0.3s | 3.03 sym/s | Total: 9.6m | ETA: 10.4m
[2025-11-25T23:38:40.319394] [INFO ] [sig       ] [1744/3639] Forecasting IPG...
[2025-11-25T23:38:40.319448] [INFO ] [sig       ] Generating forecast for: IPG
[2025-11-25T23:38:40.319491] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IPG' from 'https://tdm.silogroup.org/data/derivative_storage/IPG.csv'.
[2025-11-25T23:38:40.330751] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IPG'.
[2025-11-25T23:38:40.331076] [INFO ] [FORECASTER] Starting predict_future for IPG
[2025-11-25T23:38:40.331887] [DEBUG] [LOCAL     ] No optimal features file found for IPG: ./output/feature-sets/IPG.txt
[2025-11-25T23:38:40.331955] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:38:40.332000] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:38:40.332050] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:38:40.332139] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:38:40.389631] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:38:40.390296] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:38:40.390392] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:38:40.390447] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:38:40.473546] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:38:40.473751] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:38:40.473811] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:38:40.473853] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:38:40.477202] [DEBUG] [FORECASTER] IPG: Forecast T+1@11:T+2@11: UP (p=54.67%)
[2025-11-25T23:38:40.477501] [INFO ] [FORECASTER] Completed predict_future for IPG
[2025-11-25T23:38:40.477636] [INFO ] [sig       ] IPG: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:38:40.619080] [INFO ] [LOCAL     ] Saved forecast: IPG	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/IPG.txt
[2025-11-25T23:38:40.619243] [INFO ] [sig       ] [1744/3639] Completed IPG in 0.3s | 3.03 sym/s | Total: 9.6m | ETA: 10.4m
[2025-11-25T23:38:40.619314] [INFO ] [sig       ] [1745/3639] Forecasting IPGP...
[2025-11-25T23:38:40.619368] [INFO ] [sig       ] Generating forecast for: IPGP
[2025-11-25T23:38:40.619408] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IPGP' from 'https://tdm.silogroup.org/data/derivative_storage/IPGP.csv'.
[2025-11-25T23:38:40.630375] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IPGP'.
[2025-11-25T23:38:40.630692] [INFO ] [FORECASTER] Starting predict_future for IPGP
[2025-11-25T23:38:40.631499] [DEBUG] [LOCAL     ] No optimal features file found for IPGP: ./output/feature-sets/IPGP.txt
[2025-11-25T23:38:40.631569] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:38:40.631615] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:38:40.631691] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:38:40.631819] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:38:40.689617] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:38:40.690277] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:38:40.690372] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:38:40.690428] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:38:40.773436] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:38:40.773606] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:38:40.773671] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:38:40.773721] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:38:40.777132] [DEBUG] [FORECASTER] IPGP: Forecast T+1@11:T+2@11: DOWN (p=26.22%)
[2025-11-25T23:38:40.777454] [INFO ] [FORECASTER] Completed predict_future for IPGP
[2025-11-25T23:38:40.777590] [INFO ] [sig       ] IPGP: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:38:40.918831] [INFO ] [LOCAL     ] Saved forecast: IPGP	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/IPGP.txt
[2025-11-25T23:38:40.918981] [INFO ] [sig       ] [1745/3639] Completed IPGP in 0.3s | 3.03 sym/s | Total: 9.6m | ETA: 10.4m
[2025-11-25T23:38:40.919034] [INFO ] [sig       ] [1746/3639] Forecasting IPI...
[2025-11-25T23:38:40.919113] [INFO ] [sig       ] Generating forecast for: IPI
[2025-11-25T23:38:40.919159] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IPI' from 'https://tdm.silogroup.org/data/derivative_storage/IPI.csv'.
[2025-11-25T23:38:40.930068] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IPI'.
[2025-11-25T23:38:40.930454] [INFO ] [FORECASTER] Starting predict_future for IPI
[2025-11-25T23:38:40.931269] [DEBUG] [LOCAL     ] No optimal features file found for IPI: ./output/feature-sets/IPI.txt
[2025-11-25T23:38:40.931339] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:38:40.931384] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:38:40.931443] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:38:40.931527] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:38:40.989323] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:38:40.989986] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:38:40.990077] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:38:40.990133] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:38:41.074194] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:38:41.074418] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:38:41.074472] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:38:41.074513] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:38:41.078065] [DEBUG] [FORECASTER] IPI: Forecast T+1@11:T+2@11: DOWN (p=37.24%)
[2025-11-25T23:38:41.078351] [INFO ] [FORECASTER] Completed predict_future for IPI
[2025-11-25T23:38:41.078504] [INFO ] [sig       ] IPI: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:38:41.219730] [INFO ] [LOCAL     ] Saved forecast: IPI	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/IPI.txt
[2025-11-25T23:38:41.219881] [INFO ] [sig       ] [1746/3639] Completed IPI in 0.3s | 3.03 sym/s | Total: 9.6m | ETA: 10.4m
[2025-11-25T23:38:41.219934] [INFO ] [sig       ] [1747/3639] Forecasting IQ...
[2025-11-25T23:38:41.219976] [INFO ] [sig       ] Generating forecast for: IQ
[2025-11-25T23:38:41.220030] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IQ' from 'https://tdm.silogroup.org/data/derivative_storage/IQ.csv'.
[2025-11-25T23:38:41.231748] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IQ'.
[2025-11-25T23:38:41.232071] [INFO ] [FORECASTER] Starting predict_future for IQ
[2025-11-25T23:38:41.232886] [DEBUG] [LOCAL     ] No optimal features file found for IQ: ./output/feature-sets/IQ.txt
[2025-11-25T23:38:41.232953] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:38:41.233001] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:38:41.233039] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:38:41.233109] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:38:41.293294] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:38:41.294269] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:38:41.294375] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:38:41.294427] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:38:41.381854] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:38:41.382051] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:38:41.382099] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:38:41.382137] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:38:41.386134] [DEBUG] [FORECASTER] IQ: Forecast T+1@11:T+2@11: UP (p=72.06%)
[2025-11-25T23:38:41.386506] [INFO ] [FORECASTER] Completed predict_future for IQ
[2025-11-25T23:38:41.386683] [INFO ] [sig       ] IQ: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:38:41.533966] [INFO ] [LOCAL     ] Saved forecast: IQ	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/IQ.txt
[2025-11-25T23:38:41.534129] [INFO ] [sig       ] [1747/3639] Completed IQ in 0.3s | 3.03 sym/s | Total: 9.6m | ETA: 10.4m
[2025-11-25T23:38:41.534184] [INFO ] [sig       ] [1748/3639] Forecasting IQI...
[2025-11-25T23:38:41.534227] [INFO ] [sig       ] Generating forecast for: IQI
[2025-11-25T23:38:41.534269] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IQI' from 'https://tdm.silogroup.org/data/derivative_storage/IQI.csv'.
[2025-11-25T23:38:41.545560] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IQI'.
[2025-11-25T23:38:41.545939] [INFO ] [FORECASTER] Starting predict_future for IQI
[2025-11-25T23:38:41.546747] [DEBUG] [LOCAL     ] No optimal features file found for IQI: ./output/feature-sets/IQI.txt
[2025-11-25T23:38:41.546816] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:38:41.546863] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:38:41.546904] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:38:41.546973] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:38:41.603727] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:38:41.604361] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:38:41.604456] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:38:41.604502] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:38:41.696835] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:38:41.697002] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:38:41.697052] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:38:41.697107] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:38:41.700520] [DEBUG] [FORECASTER] IQI: Forecast T+1@11:T+2@11: DOWN (p=12.16%)
[2025-11-25T23:38:41.700861] [INFO ] [FORECASTER] Completed predict_future for IQI
[2025-11-25T23:38:41.701021] [INFO ] [sig       ] IQI: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:38:41.843819] [INFO ] [LOCAL     ] Saved forecast: IQI	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/IQI.txt
[2025-11-25T23:38:41.843963] [INFO ] [sig       ] [1748/3639] Completed IQI in 0.3s | 3.03 sym/s | Total: 9.6m | ETA: 10.4m
[2025-11-25T23:38:41.844024] [INFO ] [sig       ] [1749/3639] Forecasting IQQQ...
[2025-11-25T23:38:41.844070] [INFO ] [sig       ] Generating forecast for: IQQQ
[2025-11-25T23:38:41.844111] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IQQQ' from 'https://tdm.silogroup.org/data/derivative_storage/IQQQ.csv'.
[2025-11-25T23:38:41.856050] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IQQQ'.
[2025-11-25T23:38:41.856405] [INFO ] [FORECASTER] Starting predict_future for IQQQ
[2025-11-25T23:38:41.857242] [DEBUG] [LOCAL     ] No optimal features file found for IQQQ: ./output/feature-sets/IQQQ.txt
[2025-11-25T23:38:41.857316] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:38:41.857397] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:38:41.857443] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:38:41.857513] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:38:41.914193] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:38:41.914815] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:38:41.914906] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:38:41.914952] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:38:42.004753] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:38:42.004861] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:38:42.004903] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:38:42.004936] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:38:42.008084] [DEBUG] [FORECASTER] IQQQ: Forecast T+1@11:T+2@11: UP (p=60.41%)
[2025-11-25T23:38:42.008358] [INFO ] [FORECASTER] Completed predict_future for IQQQ
[2025-11-25T23:38:42.008495] [INFO ] [sig       ] IQQQ: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:38:42.149979] [INFO ] [LOCAL     ] Saved forecast: IQQQ	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/IQQQ.txt
[2025-11-25T23:38:42.150109] [INFO ] [sig       ] [1749/3639] Completed IQQQ in 0.3s | 3.03 sym/s | Total: 9.6m | ETA: 10.4m
[2025-11-25T23:38:42.150162] [INFO ] [sig       ] [1750/3639] Forecasting IRDM...
[2025-11-25T23:38:42.150206] [INFO ] [sig       ] Generating forecast for: IRDM
[2025-11-25T23:38:42.150247] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IRDM' from 'https://tdm.silogroup.org/data/derivative_storage/IRDM.csv'.
[2025-11-25T23:38:42.163140] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IRDM'.
[2025-11-25T23:38:42.163517] [INFO ] [FORECASTER] Starting predict_future for IRDM
[2025-11-25T23:38:42.164407] [DEBUG] [LOCAL     ] No optimal features file found for IRDM: ./output/feature-sets/IRDM.txt
[2025-11-25T23:38:42.164480] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:38:42.164528] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:38:42.164568] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:38:42.164694] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:38:42.226928] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:38:42.227904] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:38:42.228030] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:38:42.228091] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:38:42.326693] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:38:42.326932] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:38:42.326981] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:38:42.327016] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:38:42.331062] [DEBUG] [FORECASTER] IRDM: Forecast T+1@11:T+2@11: UP (p=96.01%)
[2025-11-25T23:38:42.331383] [INFO ] [FORECASTER] Completed predict_future for IRDM
[2025-11-25T23:38:42.331545] [INFO ] [sig       ] IRDM: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:38:42.475414] [INFO ] [LOCAL     ] Saved forecast: IRDM	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/IRDM.txt
[2025-11-25T23:38:42.475617] [INFO ] [sig       ] [1750/3639] Completed IRDM in 0.3s | 3.03 sym/s | Total: 9.6m | ETA: 10.4m
[2025-11-25T23:38:42.475693] [INFO ] [sig       ] [1751/3639] Forecasting IREN...
[2025-11-25T23:38:42.475737] [INFO ] [sig       ] Generating forecast for: IREN
[2025-11-25T23:38:42.475778] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IREN' from 'https://tdm.silogroup.org/data/derivative_storage/IREN.csv'.
[2025-11-25T23:38:42.488805] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IREN'.
[2025-11-25T23:38:42.489156] [INFO ] [FORECASTER] Starting predict_future for IREN
[2025-11-25T23:38:42.489977] [DEBUG] [LOCAL     ] No optimal features file found for IREN: ./output/feature-sets/IREN.txt
[2025-11-25T23:38:42.490046] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:38:42.490092] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:38:42.490132] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:38:42.490202] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:38:42.547895] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:38:42.548495] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:38:42.548588] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:38:42.548634] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:38:42.646568] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:38:42.646684] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:38:42.646734] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:38:42.646772] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:38:42.649835] [DEBUG] [FORECASTER] IREN: Forecast T+1@11:T+2@11: UP (p=88.84%)
[2025-11-25T23:38:42.650106] [INFO ] [FORECASTER] Completed predict_future for IREN
[2025-11-25T23:38:42.650243] [INFO ] [sig       ] IREN: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:38:42.791792] [INFO ] [LOCAL     ] Saved forecast: IREN	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/IREN.txt
[2025-11-25T23:38:42.791923] [INFO ] [sig       ] [1751/3639] Completed IREN in 0.3s | 3.03 sym/s | Total: 9.6m | ETA: 10.4m
[2025-11-25T23:38:42.791976] [INFO ] [sig       ] [1752/3639] Forecasting IRM...
[2025-11-25T23:38:42.792020] [INFO ] [sig       ] Generating forecast for: IRM
[2025-11-25T23:38:42.792062] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IRM' from 'https://tdm.silogroup.org/data/derivative_storage/IRM.csv'.
[2025-11-25T23:38:42.804430] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IRM'.
[2025-11-25T23:38:42.804764] [INFO ] [FORECASTER] Starting predict_future for IRM
[2025-11-25T23:38:42.805554] [DEBUG] [LOCAL     ] No optimal features file found for IRM: ./output/feature-sets/IRM.txt
[2025-11-25T23:38:42.805624] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:38:42.805706] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:38:42.805777] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:38:42.805866] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:38:42.862637] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:38:42.863272] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:38:42.863365] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:38:42.863422] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:38:42.957655] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:38:42.957762] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:38:42.957807] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:38:42.957840] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:38:42.960902] [DEBUG] [FORECASTER] IRM: Forecast T+1@11:T+2@11: UP (p=82.63%)
[2025-11-25T23:38:42.961175] [INFO ] [FORECASTER] Completed predict_future for IRM
[2025-11-25T23:38:42.961309] [INFO ] [sig       ] IRM: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:38:43.101325] [INFO ] [LOCAL     ] Saved forecast: IRM	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/IRM.txt
[2025-11-25T23:38:43.101459] [INFO ] [sig       ] [1752/3639] Completed IRM in 0.3s | 3.03 sym/s | Total: 9.6m | ETA: 10.4m
[2025-11-25T23:38:43.101513] [INFO ] [sig       ] [1753/3639] Forecasting IRMD...
[2025-11-25T23:38:43.101558] [INFO ] [sig       ] Generating forecast for: IRMD
[2025-11-25T23:38:43.101599] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IRMD' from 'https://tdm.silogroup.org/data/derivative_storage/IRMD.csv'.
[2025-11-25T23:38:43.116208] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IRMD'.
[2025-11-25T23:38:43.116567] [INFO ] [FORECASTER] Starting predict_future for IRMD
[2025-11-25T23:38:43.117427] [DEBUG] [LOCAL     ] No optimal features file found for IRMD: ./output/feature-sets/IRMD.txt
[2025-11-25T23:38:43.117496] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:38:43.117541] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:38:43.117581] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:38:43.117668] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:38:43.175211] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:38:43.176186] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:38:43.176289] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:38:43.176340] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:38:43.269872] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:38:43.270056] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:38:43.270101] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:38:43.270135] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:38:43.273491] [DEBUG] [FORECASTER] IRMD: Forecast T+1@11:T+2@11: DOWN (p=21.05%)
[2025-11-25T23:38:43.273797] [INFO ] [FORECASTER] Completed predict_future for IRMD
[2025-11-25T23:38:43.273962] [INFO ] [sig       ] IRMD: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:38:43.414692] [INFO ] [LOCAL     ] Saved forecast: IRMD	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/IRMD.txt
[2025-11-25T23:38:43.414847] [INFO ] [sig       ] [1753/3639] Completed IRMD in 0.3s | 3.03 sym/s | Total: 9.7m | ETA: 10.4m
[2025-11-25T23:38:43.414900] [INFO ] [sig       ] [1754/3639] Forecasting IRON...
[2025-11-25T23:38:43.414944] [INFO ] [sig       ] Generating forecast for: IRON
[2025-11-25T23:38:43.414985] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IRON' from 'https://tdm.silogroup.org/data/derivative_storage/IRON.csv'.
[2025-11-25T23:38:43.426604] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IRON'.
[2025-11-25T23:38:43.426928] [INFO ] [FORECASTER] Starting predict_future for IRON
[2025-11-25T23:38:43.427778] [DEBUG] [LOCAL     ] No optimal features file found for IRON: ./output/feature-sets/IRON.txt
[2025-11-25T23:38:43.427848] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:38:43.427894] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:38:43.427934] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:38:43.428002] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:38:43.486288] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:38:43.486925] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:38:43.487015] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:38:43.487062] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:38:43.582022] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:38:43.582129] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:38:43.582170] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:38:43.582204] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:38:43.585281] [DEBUG] [FORECASTER] IRON: Forecast T+1@11:T+2@11: DOWN (p=32.45%)
[2025-11-25T23:38:43.585567] [INFO ] [FORECASTER] Completed predict_future for IRON
[2025-11-25T23:38:43.585733] [INFO ] [sig       ] IRON: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:38:43.726838] [INFO ] [LOCAL     ] Saved forecast: IRON	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/IRON.txt
[2025-11-25T23:38:43.726973] [INFO ] [sig       ] [1754/3639] Completed IRON in 0.3s | 3.03 sym/s | Total: 9.7m | ETA: 10.4m
[2025-11-25T23:38:43.727026] [INFO ] [sig       ] [1755/3639] Forecasting IRTC...
[2025-11-25T23:38:43.727069] [INFO ] [sig       ] Generating forecast for: IRTC
[2025-11-25T23:38:43.727111] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IRTC' from 'https://tdm.silogroup.org/data/derivative_storage/IRTC.csv'.
[2025-11-25T23:38:43.738549] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IRTC'.
[2025-11-25T23:38:43.738903] [INFO ] [FORECASTER] Starting predict_future for IRTC
[2025-11-25T23:38:43.739714] [DEBUG] [LOCAL     ] No optimal features file found for IRTC: ./output/feature-sets/IRTC.txt
[2025-11-25T23:38:43.739784] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:38:43.739830] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:38:43.739869] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:38:43.739939] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:38:43.801427] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:38:43.802149] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:38:43.802254] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:38:43.802300] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:38:43.896433] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:38:43.896533] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:38:43.896573] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:38:43.896607] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:38:43.899741] [DEBUG] [FORECASTER] IRTC: Forecast T+1@11:T+2@11: UP (p=92.30%)
[2025-11-25T23:38:43.900026] [INFO ] [FORECASTER] Completed predict_future for IRTC
[2025-11-25T23:38:43.900163] [INFO ] [sig       ] IRTC: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:38:44.041335] [INFO ] [LOCAL     ] Saved forecast: IRTC	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/IRTC.txt
[2025-11-25T23:38:44.041469] [INFO ] [sig       ] [1755/3639] Completed IRTC in 0.3s | 3.03 sym/s | Total: 9.7m | ETA: 10.4m
[2025-11-25T23:38:44.041523] [INFO ] [sig       ] [1756/3639] Forecasting IRWD...
[2025-11-25T23:38:44.041569] [INFO ] [sig       ] Generating forecast for: IRWD
[2025-11-25T23:38:44.041617] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IRWD' from 'https://tdm.silogroup.org/data/derivative_storage/IRWD.csv'.
[2025-11-25T23:38:44.052708] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IRWD'.
[2025-11-25T23:38:44.052995] [INFO ] [FORECASTER] Starting predict_future for IRWD
[2025-11-25T23:38:44.053808] [DEBUG] [LOCAL     ] No optimal features file found for IRWD: ./output/feature-sets/IRWD.txt
[2025-11-25T23:38:44.053876] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:38:44.053923] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:38:44.053964] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:38:44.054032] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:38:44.111946] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:38:44.112670] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:38:44.112765] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:38:44.112815] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:38:44.211947] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:38:44.212079] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:38:44.212122] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:38:44.212155] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:38:44.215397] [DEBUG] [FORECASTER] IRWD: Forecast T+1@11:T+2@11: DOWN (p=17.70%)
[2025-11-25T23:38:44.215697] [INFO ] [FORECASTER] Completed predict_future for IRWD
[2025-11-25T23:38:44.215841] [INFO ] [sig       ] IRWD: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:38:44.357088] [INFO ] [LOCAL     ] Saved forecast: IRWD	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/IRWD.txt
[2025-11-25T23:38:44.357216] [INFO ] [sig       ] [1756/3639] Completed IRWD in 0.3s | 3.03 sym/s | Total: 9.7m | ETA: 10.4m
[2025-11-25T23:38:44.357270] [INFO ] [sig       ] [1757/3639] Forecasting ISD...
[2025-11-25T23:38:44.357314] [INFO ] [sig       ] Generating forecast for: ISD
[2025-11-25T23:38:44.357368] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ISD' from 'https://tdm.silogroup.org/data/derivative_storage/ISD.csv'.
[2025-11-25T23:38:44.369299] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ISD'.
[2025-11-25T23:38:44.369583] [INFO ] [FORECASTER] Starting predict_future for ISD
[2025-11-25T23:38:44.370368] [DEBUG] [LOCAL     ] No optimal features file found for ISD: ./output/feature-sets/ISD.txt
[2025-11-25T23:38:44.370438] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:38:44.370484] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:38:44.370517] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:38:44.370588] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:38:44.429359] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:38:44.430018] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:38:44.430119] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:38:44.430167] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:38:44.520858] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:38:44.520970] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:38:44.521011] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:38:44.521046] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:38:44.524215] [DEBUG] [FORECASTER] ISD: Forecast T+1@11:T+2@11: DOWN (p=19.97%)
[2025-11-25T23:38:44.524490] [INFO ] [FORECASTER] Completed predict_future for ISD
[2025-11-25T23:38:44.524624] [INFO ] [sig       ] ISD: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:38:44.666414] [INFO ] [LOCAL     ] Saved forecast: ISD	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/ISD.txt
[2025-11-25T23:38:44.666544] [INFO ] [sig       ] [1757/3639] Completed ISD in 0.3s | 3.03 sym/s | Total: 9.7m | ETA: 10.4m
[2025-11-25T23:38:44.666592] [INFO ] [sig       ] [1758/3639] Forecasting ISPO...
[2025-11-25T23:38:44.666636] [INFO ] [sig       ] Generating forecast for: ISPO
[2025-11-25T23:38:44.666698] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ISPO' from 'https://tdm.silogroup.org/data/derivative_storage/ISPO.csv'.
[2025-11-25T23:38:44.678323] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ISPO'.
[2025-11-25T23:38:44.678625] [INFO ] [FORECASTER] Starting predict_future for ISPO
[2025-11-25T23:38:44.679443] [DEBUG] [LOCAL     ] No optimal features file found for ISPO: ./output/feature-sets/ISPO.txt
[2025-11-25T23:38:44.679512] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:38:44.679557] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:38:44.679598] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:38:44.679685] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:38:44.737425] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:38:44.738054] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:38:44.738149] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:38:44.738190] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:38:44.821350] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:38:44.821456] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:38:44.821497] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:38:44.821531] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:38:44.824574] [DEBUG] [FORECASTER] ISPO: Forecast T+1@11:T+2@11: UP (p=87.37%)
[2025-11-25T23:38:44.824866] [INFO ] [FORECASTER] Completed predict_future for ISPO
[2025-11-25T23:38:44.825008] [INFO ] [sig       ] ISPO: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:38:44.966469] [INFO ] [LOCAL     ] Saved forecast: ISPO	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/ISPO.txt
[2025-11-25T23:38:44.966600] [INFO ] [sig       ] [1758/3639] Completed ISPO in 0.3s | 3.03 sym/s | Total: 9.7m | ETA: 10.4m
[2025-11-25T23:38:44.966671] [INFO ] [sig       ] [1759/3639] Forecasting ISRG...
[2025-11-25T23:38:44.966717] [INFO ] [sig       ] Generating forecast for: ISRG
[2025-11-25T23:38:44.966759] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ISRG' from 'https://tdm.silogroup.org/data/derivative_storage/ISRG.csv'.
[2025-11-25T23:38:44.978678] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ISRG'.
[2025-11-25T23:38:44.978981] [INFO ] [FORECASTER] Starting predict_future for ISRG
[2025-11-25T23:38:44.979813] [DEBUG] [LOCAL     ] No optimal features file found for ISRG: ./output/feature-sets/ISRG.txt
[2025-11-25T23:38:44.979886] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:38:44.979931] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:38:44.979972] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:38:44.980044] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:38:45.037219] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:38:45.037858] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:38:45.037952] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:38:45.037999] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:38:45.133383] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:38:45.133486] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:38:45.133527] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:38:45.133597] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:38:45.136848] [DEBUG] [FORECASTER] ISRG: Forecast T+1@11:T+2@11: DOWN (p=47.50%)
[2025-11-25T23:38:45.137145] [INFO ] [FORECASTER] Completed predict_future for ISRG
[2025-11-25T23:38:45.137295] [INFO ] [sig       ] ISRG: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:38:45.277787] [INFO ] [LOCAL     ] Saved forecast: ISRG	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/ISRG.txt
[2025-11-25T23:38:45.277917] [INFO ] [sig       ] [1759/3639] Completed ISRG in 0.3s | 3.03 sym/s | Total: 9.7m | ETA: 10.3m
[2025-11-25T23:38:45.278015] [INFO ] [sig       ] [1760/3639] Forecasting ISSC...
[2025-11-25T23:38:45.278063] [INFO ] [sig       ] Generating forecast for: ISSC
[2025-11-25T23:38:45.278105] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ISSC' from 'https://tdm.silogroup.org/data/derivative_storage/ISSC.csv'.
[2025-11-25T23:38:45.289287] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ISSC'.
[2025-11-25T23:38:45.289593] [INFO ] [FORECASTER] Starting predict_future for ISSC
[2025-11-25T23:38:45.290410] [DEBUG] [LOCAL     ] No optimal features file found for ISSC: ./output/feature-sets/ISSC.txt
[2025-11-25T23:38:45.290479] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:38:45.290524] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:38:45.290564] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:38:45.290631] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:38:45.348338] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:38:45.348968] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:38:45.349062] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:38:45.349108] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:38:45.455018] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:38:45.455129] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:38:45.455169] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:38:45.455202] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:38:45.458299] [DEBUG] [FORECASTER] ISSC: Forecast T+1@11:T+2@11: DOWN (p=34.60%)
[2025-11-25T23:38:45.458573] [INFO ] [FORECASTER] Completed predict_future for ISSC
[2025-11-25T23:38:45.458727] [INFO ] [sig       ] ISSC: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:38:45.599018] [INFO ] [LOCAL     ] Saved forecast: ISSC	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/ISSC.txt
[2025-11-25T23:38:45.599150] [INFO ] [sig       ] [1760/3639] Completed ISSC in 0.3s | 3.03 sym/s | Total: 9.7m | ETA: 10.3m
[2025-11-25T23:38:45.599203] [INFO ] [sig       ] [1761/3639] Forecasting ISTB...
[2025-11-25T23:38:45.599247] [INFO ] [sig       ] Generating forecast for: ISTB
[2025-11-25T23:38:45.599288] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ISTB' from 'https://tdm.silogroup.org/data/derivative_storage/ISTB.csv'.
[2025-11-25T23:38:45.610575] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ISTB'.
[2025-11-25T23:38:45.610880] [INFO ] [FORECASTER] Starting predict_future for ISTB
[2025-11-25T23:38:45.611687] [DEBUG] [LOCAL     ] No optimal features file found for ISTB: ./output/feature-sets/ISTB.txt
[2025-11-25T23:38:45.611756] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:38:45.611802] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:38:45.611842] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:38:45.611912] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:38:45.670066] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:38:45.670685] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:38:45.670779] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:38:45.670841] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:38:45.771841] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:38:45.771948] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:38:45.771988] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:38:45.772021] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:38:45.775100] [DEBUG] [FORECASTER] ISTB: Forecast T+1@11:T+2@11: UP (p=61.74%)
[2025-11-25T23:38:45.775378] [INFO ] [FORECASTER] Completed predict_future for ISTB
[2025-11-25T23:38:45.775512] [INFO ] [sig       ] ISTB: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:38:45.917284] [INFO ] [LOCAL     ] Saved forecast: ISTB	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/ISTB.txt
[2025-11-25T23:38:45.917433] [INFO ] [sig       ] [1761/3639] Completed ISTB in 0.3s | 3.03 sym/s | Total: 9.7m | ETA: 10.3m
[2025-11-25T23:38:45.917485] [INFO ] [sig       ] [1762/3639] Forecasting ITIC...
[2025-11-25T23:38:45.917529] [INFO ] [sig       ] Generating forecast for: ITIC
[2025-11-25T23:38:45.917570] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ITIC' from 'https://tdm.silogroup.org/data/derivative_storage/ITIC.csv'.
[2025-11-25T23:38:45.928913] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ITIC'.
[2025-11-25T23:38:45.929211] [INFO ] [FORECASTER] Starting predict_future for ITIC
[2025-11-25T23:38:45.930033] [DEBUG] [LOCAL     ] No optimal features file found for ITIC: ./output/feature-sets/ITIC.txt
[2025-11-25T23:38:45.930101] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:38:45.930146] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:38:45.930187] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:38:45.930256] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:38:45.987884] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:38:45.988490] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:38:45.988582] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:38:45.988629] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:38:46.082101] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:38:46.082200] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:38:46.082240] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:38:46.082273] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:38:46.085300] [DEBUG] [FORECASTER] ITIC: Forecast T+1@11:T+2@11: UP (p=65.18%)
[2025-11-25T23:38:46.085572] [INFO ] [FORECASTER] Completed predict_future for ITIC
[2025-11-25T23:38:46.085748] [INFO ] [sig       ] ITIC: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:38:46.232224] [INFO ] [LOCAL     ] Saved forecast: ITIC	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/ITIC.txt
[2025-11-25T23:38:46.232363] [INFO ] [sig       ] [1762/3639] Completed ITIC in 0.3s | 3.03 sym/s | Total: 9.7m | ETA: 10.3m
[2025-11-25T23:38:46.232416] [INFO ] [sig       ] [1763/3639] Forecasting ITRI...
[2025-11-25T23:38:46.232459] [INFO ] [sig       ] Generating forecast for: ITRI
[2025-11-25T23:38:46.232500] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ITRI' from 'https://tdm.silogroup.org/data/derivative_storage/ITRI.csv'.
[2025-11-25T23:38:46.244006] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ITRI'.
[2025-11-25T23:38:46.244308] [INFO ] [FORECASTER] Starting predict_future for ITRI
[2025-11-25T23:38:46.245140] [DEBUG] [LOCAL     ] No optimal features file found for ITRI: ./output/feature-sets/ITRI.txt
[2025-11-25T23:38:46.245209] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:38:46.245254] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:38:46.245295] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:38:46.245378] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:38:46.302991] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:38:46.303590] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:38:46.303702] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:38:46.303751] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:38:46.403830] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:38:46.403937] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:38:46.403978] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:38:46.404011] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:38:46.407344] [DEBUG] [FORECASTER] ITRI: Forecast T+1@11:T+2@11: DOWN (p=16.14%)
[2025-11-25T23:38:46.407670] [INFO ] [FORECASTER] Completed predict_future for ITRI
[2025-11-25T23:38:46.407815] [INFO ] [sig       ] ITRI: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:38:46.548315] [INFO ] [LOCAL     ] Saved forecast: ITRI	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/ITRI.txt
[2025-11-25T23:38:46.548446] [INFO ] [sig       ] [1763/3639] Completed ITRI in 0.3s | 3.03 sym/s | Total: 9.7m | ETA: 10.3m
[2025-11-25T23:38:46.548503] [INFO ] [sig       ] [1764/3639] Forecasting ITRN...
[2025-11-25T23:38:46.548547] [INFO ] [sig       ] Generating forecast for: ITRN
[2025-11-25T23:38:46.548588] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ITRN' from 'https://tdm.silogroup.org/data/derivative_storage/ITRN.csv'.
[2025-11-25T23:38:46.559503] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ITRN'.
[2025-11-25T23:38:46.559808] [INFO ] [FORECASTER] Starting predict_future for ITRN
[2025-11-25T23:38:46.560591] [DEBUG] [LOCAL     ] No optimal features file found for ITRN: ./output/feature-sets/ITRN.txt
[2025-11-25T23:38:46.560681] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:38:46.560728] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:38:46.560769] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:38:46.560837] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:38:46.618547] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:38:46.619178] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:38:46.619274] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:38:46.619321] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:38:46.714088] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:38:46.714212] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:38:46.714254] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:38:46.714288] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:38:46.717460] [DEBUG] [FORECASTER] ITRN: Forecast T+1@11:T+2@11: DOWN (p=22.24%)
[2025-11-25T23:38:46.717760] [INFO ] [FORECASTER] Completed predict_future for ITRN
[2025-11-25T23:38:46.717909] [INFO ] [sig       ] ITRN: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:38:46.858711] [INFO ] [LOCAL     ] Saved forecast: ITRN	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/ITRN.txt
[2025-11-25T23:38:46.858839] [INFO ] [sig       ] [1764/3639] Completed ITRN in 0.3s | 3.03 sym/s | Total: 9.7m | ETA: 10.3m
[2025-11-25T23:38:46.858896] [INFO ] [sig       ] [1765/3639] Forecasting ITUB...
[2025-11-25T23:38:46.858939] [INFO ] [sig       ] Generating forecast for: ITUB
[2025-11-25T23:38:46.858980] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ITUB' from 'https://tdm.silogroup.org/data/derivative_storage/ITUB.csv'.
[2025-11-25T23:38:46.871770] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ITUB'.
[2025-11-25T23:38:46.872254] [INFO ] [FORECASTER] Starting predict_future for ITUB
[2025-11-25T23:38:46.873139] [DEBUG] [LOCAL     ] No optimal features file found for ITUB: ./output/feature-sets/ITUB.txt
[2025-11-25T23:38:46.873209] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:38:46.873267] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:38:46.873319] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:38:46.873407] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:38:46.930779] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:38:46.931781] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:38:46.931902] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:38:46.931952] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:38:47.028225] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:38:47.028432] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:38:47.028479] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:38:47.028515] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:38:47.031981] [DEBUG] [FORECASTER] ITUB: Forecast T+1@11:T+2@11: UP (p=63.27%)
[2025-11-25T23:38:47.032295] [INFO ] [FORECASTER] Completed predict_future for ITUB
[2025-11-25T23:38:47.032438] [INFO ] [sig       ] ITUB: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:38:47.175156] [INFO ] [LOCAL     ] Saved forecast: ITUB	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/ITUB.txt
[2025-11-25T23:38:47.175350] [INFO ] [sig       ] [1765/3639] Completed ITUB in 0.3s | 3.03 sym/s | Total: 9.7m | ETA: 10.3m
[2025-11-25T23:38:47.175406] [INFO ] [sig       ] [1766/3639] Forecasting IUS...
[2025-11-25T23:38:47.175449] [INFO ] [sig       ] Generating forecast for: IUS
[2025-11-25T23:38:47.175534] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IUS' from 'https://tdm.silogroup.org/data/derivative_storage/IUS.csv'.
[2025-11-25T23:38:47.187165] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IUS'.
[2025-11-25T23:38:47.187462] [INFO ] [FORECASTER] Starting predict_future for IUS
[2025-11-25T23:38:47.188306] [DEBUG] [LOCAL     ] No optimal features file found for IUS: ./output/feature-sets/IUS.txt
[2025-11-25T23:38:47.188375] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:38:47.188420] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:38:47.188482] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:38:47.188563] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:38:47.246697] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:38:47.247619] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:38:47.247743] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:38:47.247804] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:38:47.346264] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:38:47.346459] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:38:47.346505] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:38:47.346540] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:38:47.350012] [DEBUG] [FORECASTER] IUS: Forecast T+1@11:T+2@11: DOWN (p=3.59%)
[2025-11-25T23:38:47.350296] [INFO ] [FORECASTER] Completed predict_future for IUS
[2025-11-25T23:38:47.350436] [INFO ] [sig       ] IUS: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:38:47.493117] [INFO ] [LOCAL     ] Saved forecast: IUS	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/IUS.txt
[2025-11-25T23:38:47.493305] [INFO ] [sig       ] [1766/3639] Completed IUS in 0.3s | 3.03 sym/s | Total: 9.7m | ETA: 10.3m
[2025-11-25T23:38:47.493360] [INFO ] [sig       ] [1767/3639] Forecasting IUSB...
[2025-11-25T23:38:47.493406] [INFO ] [sig       ] Generating forecast for: IUSB
[2025-11-25T23:38:47.493449] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IUSB' from 'https://tdm.silogroup.org/data/derivative_storage/IUSB.csv'.
[2025-11-25T23:38:47.505272] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IUSB'.
[2025-11-25T23:38:47.505719] [INFO ] [FORECASTER] Starting predict_future for IUSB
[2025-11-25T23:38:47.506533] [DEBUG] [LOCAL     ] No optimal features file found for IUSB: ./output/feature-sets/IUSB.txt
[2025-11-25T23:38:47.506604] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:38:47.506680] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:38:47.506734] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:38:47.506820] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:38:47.564866] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:38:47.565786] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:38:47.565885] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:38:47.565947] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:38:47.669493] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:38:47.669709] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:38:47.669784] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:38:47.669831] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:38:47.673240] [DEBUG] [FORECASTER] IUSB: Forecast T+1@11:T+2@11: UP (p=73.49%)
[2025-11-25T23:38:47.673564] [INFO ] [FORECASTER] Completed predict_future for IUSB
[2025-11-25T23:38:47.673738] [INFO ] [sig       ] IUSB: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:38:47.816087] [INFO ] [LOCAL     ] Saved forecast: IUSB	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/IUSB.txt
[2025-11-25T23:38:47.816267] [INFO ] [sig       ] [1767/3639] Completed IUSB in 0.3s | 3.03 sym/s | Total: 9.7m | ETA: 10.3m
[2025-11-25T23:38:47.816323] [INFO ] [sig       ] [1768/3639] Forecasting IUSG...
[2025-11-25T23:38:47.816367] [INFO ] [sig       ] Generating forecast for: IUSG
[2025-11-25T23:38:47.816408] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IUSG' from 'https://tdm.silogroup.org/data/derivative_storage/IUSG.csv'.
[2025-11-25T23:38:47.828051] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IUSG'.
[2025-11-25T23:38:47.828351] [INFO ] [FORECASTER] Starting predict_future for IUSG
[2025-11-25T23:38:47.829189] [DEBUG] [LOCAL     ] No optimal features file found for IUSG: ./output/feature-sets/IUSG.txt
[2025-11-25T23:38:47.829259] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:38:47.829315] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:38:47.829365] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:38:47.829451] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:38:47.887751] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:38:47.888629] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:38:47.888758] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:38:47.888807] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:38:47.985045] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:38:47.985246] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:38:47.985292] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:38:47.985327] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:38:47.988792] [DEBUG] [FORECASTER] IUSG: Forecast T+1@11:T+2@11: DOWN (p=17.65%)
[2025-11-25T23:38:47.989104] [INFO ] [FORECASTER] Completed predict_future for IUSG
[2025-11-25T23:38:47.989247] [INFO ] [sig       ] IUSG: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:38:48.132431] [INFO ] [LOCAL     ] Saved forecast: IUSG	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/IUSG.txt
[2025-11-25T23:38:48.132628] [INFO ] [sig       ] [1768/3639] Completed IUSG in 0.3s | 3.03 sym/s | Total: 9.7m | ETA: 10.3m
[2025-11-25T23:38:48.132713] [INFO ] [sig       ] [1769/3639] Forecasting IVAL...
[2025-11-25T23:38:48.132752] [INFO ] [sig       ] Generating forecast for: IVAL
[2025-11-25T23:38:48.132787] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IVAL' from 'https://tdm.silogroup.org/data/derivative_storage/IVAL.csv'.
[2025-11-25T23:38:48.145060] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IVAL'.
[2025-11-25T23:38:48.145549] [INFO ] [FORECASTER] Starting predict_future for IVAL
[2025-11-25T23:38:48.146424] [DEBUG] [LOCAL     ] No optimal features file found for IVAL: ./output/feature-sets/IVAL.txt
[2025-11-25T23:38:48.146495] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:38:48.146541] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:38:48.146582] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:38:48.146673] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:38:48.205317] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:38:48.206203] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:38:48.206305] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:38:48.206354] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:38:48.296140] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:38:48.296393] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:38:48.296478] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:38:48.296535] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:38:48.300051] [DEBUG] [FORECASTER] IVAL: Forecast T+1@11:T+2@11: DOWN (p=2.29%)
[2025-11-25T23:38:48.300377] [INFO ] [FORECASTER] Completed predict_future for IVAL
[2025-11-25T23:38:48.300536] [INFO ] [sig       ] IVAL: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:38:48.442971] [INFO ] [LOCAL     ] Saved forecast: IVAL	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/IVAL.txt
[2025-11-25T23:38:48.443186] [INFO ] [sig       ] [1769/3639] Completed IVAL in 0.3s | 3.03 sym/s | Total: 9.7m | ETA: 10.3m
[2025-11-25T23:38:48.443255] [INFO ] [sig       ] [1770/3639] Forecasting IVZ...
[2025-11-25T23:38:48.443311] [INFO ] [sig       ] Generating forecast for: IVZ
[2025-11-25T23:38:48.443366] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IVZ' from 'https://tdm.silogroup.org/data/derivative_storage/IVZ.csv'.
[2025-11-25T23:38:48.455554] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IVZ'.
[2025-11-25T23:38:48.455986] [INFO ] [FORECASTER] Starting predict_future for IVZ
[2025-11-25T23:38:48.456806] [DEBUG] [LOCAL     ] No optimal features file found for IVZ: ./output/feature-sets/IVZ.txt
[2025-11-25T23:38:48.456875] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:38:48.456926] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:38:48.456966] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:38:48.457037] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:38:48.514815] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:38:48.515694] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:38:48.515792] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:38:48.515839] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:38:48.617516] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:38:48.617618] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:38:48.617677] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:38:48.617734] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:38:48.620857] [DEBUG] [FORECASTER] IVZ: Forecast T+1@11:T+2@11: DOWN (p=3.19%)
[2025-11-25T23:38:48.621154] [INFO ] [FORECASTER] Completed predict_future for IVZ
[2025-11-25T23:38:48.621309] [INFO ] [sig       ] IVZ: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:38:48.763616] [INFO ] [LOCAL     ] Saved forecast: IVZ	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/IVZ.txt
[2025-11-25T23:38:48.763789] [INFO ] [sig       ] [1770/3639] Completed IVZ in 0.3s | 3.03 sym/s | Total: 9.7m | ETA: 10.3m
[2025-11-25T23:38:48.763844] [INFO ] [sig       ] [1771/3639] Forecasting IX...
[2025-11-25T23:38:48.763888] [INFO ] [sig       ] Generating forecast for: IX
[2025-11-25T23:38:48.763932] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IX' from 'https://tdm.silogroup.org/data/derivative_storage/IX.csv'.
[2025-11-25T23:38:48.774804] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IX'.
[2025-11-25T23:38:48.775121] [INFO ] [FORECASTER] Starting predict_future for IX
[2025-11-25T23:38:48.775922] [DEBUG] [LOCAL     ] No optimal features file found for IX: ./output/feature-sets/IX.txt
[2025-11-25T23:38:48.775993] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:38:48.776040] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:38:48.776083] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:38:48.776156] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:38:48.833968] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:38:48.834573] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:38:48.834686] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:38:48.834736] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:38:48.939708] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:38:48.939855] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:38:48.939900] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:38:48.939935] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:38:48.943191] [DEBUG] [FORECASTER] IX: Forecast T+1@11:T+2@11: DOWN (p=7.92%)
[2025-11-25T23:38:48.943474] [INFO ] [FORECASTER] Completed predict_future for IX
[2025-11-25T23:38:48.943612] [INFO ] [sig       ] IX: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:38:49.088471] [INFO ] [LOCAL     ] Saved forecast: IX	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/IX.txt
[2025-11-25T23:38:49.088618] [INFO ] [sig       ] [1771/3639] Completed IX in 0.3s | 3.03 sym/s | Total: 9.7m | ETA: 10.3m
[2025-11-25T23:38:49.088811] [INFO ] [sig       ] [1772/3639] Forecasting IXUS...
[2025-11-25T23:38:49.088862] [INFO ] [sig       ] Generating forecast for: IXUS
[2025-11-25T23:38:49.088905] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IXUS' from 'https://tdm.silogroup.org/data/derivative_storage/IXUS.csv'.
[2025-11-25T23:38:49.099486] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IXUS'.
[2025-11-25T23:38:49.099812] [INFO ] [FORECASTER] Starting predict_future for IXUS
[2025-11-25T23:38:49.100603] [DEBUG] [LOCAL     ] No optimal features file found for IXUS: ./output/feature-sets/IXUS.txt
[2025-11-25T23:38:49.100692] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:38:49.100740] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:38:49.100781] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:38:49.100855] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:38:49.159014] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:38:49.159623] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:38:49.159735] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:38:49.159783] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:38:49.249041] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:38:49.249167] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:38:49.249209] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:38:49.249243] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:38:49.252325] [DEBUG] [FORECASTER] IXUS: Forecast T+1@11:T+2@11: DOWN (p=19.47%)
[2025-11-25T23:38:49.252761] [INFO ] [FORECASTER] Completed predict_future for IXUS
[2025-11-25T23:38:49.252968] [INFO ] [sig       ] IXUS: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:38:49.394190] [INFO ] [LOCAL     ] Saved forecast: IXUS	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/IXUS.txt
[2025-11-25T23:38:49.394325] [INFO ] [sig       ] [1772/3639] Completed IXUS in 0.3s | 3.03 sym/s | Total: 9.8m | ETA: 10.3m
[2025-11-25T23:38:49.394379] [INFO ] [sig       ] [1773/3639] Forecasting IZEA...
[2025-11-25T23:38:49.394477] [INFO ] [sig       ] Generating forecast for: IZEA
[2025-11-25T23:38:49.394526] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IZEA' from 'https://tdm.silogroup.org/data/derivative_storage/IZEA.csv'.
[2025-11-25T23:38:49.405806] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IZEA'.
[2025-11-25T23:38:49.406140] [INFO ] [FORECASTER] Starting predict_future for IZEA
[2025-11-25T23:38:49.406970] [DEBUG] [LOCAL     ] No optimal features file found for IZEA: ./output/feature-sets/IZEA.txt
[2025-11-25T23:38:49.407039] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:38:49.407085] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:38:49.407127] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:38:49.407196] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:38:49.476814] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:38:49.477725] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:38:49.477826] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:38:49.477874] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:38:49.564408] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:38:49.564603] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:38:49.564671] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:38:49.564715] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:38:49.568287] [DEBUG] [FORECASTER] IZEA: Forecast T+1@11:T+2@11: DOWN (p=44.33%)
[2025-11-25T23:38:49.568626] [INFO ] [FORECASTER] Completed predict_future for IZEA
[2025-11-25T23:38:49.568889] [INFO ] [sig       ] IZEA: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:38:49.711309] [INFO ] [LOCAL     ] Saved forecast: IZEA	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/IZEA.txt
[2025-11-25T23:38:49.711461] [INFO ] [sig       ] [1773/3639] Completed IZEA in 0.3s | 3.03 sym/s | Total: 9.8m | ETA: 10.3m
[2025-11-25T23:38:49.711516] [INFO ] [sig       ] [1774/3639] Forecasting J...
[2025-11-25T23:38:49.711560] [INFO ] [sig       ] Generating forecast for: J
[2025-11-25T23:38:49.711602] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'J' from 'https://tdm.silogroup.org/data/derivative_storage/J.csv'.
[2025-11-25T23:38:49.723947] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'J'.
[2025-11-25T23:38:49.724412] [INFO ] [FORECASTER] Starting predict_future for J
[2025-11-25T23:38:49.725292] [DEBUG] [LOCAL     ] No optimal features file found for J: ./output/feature-sets/J.txt
[2025-11-25T23:38:49.725367] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:38:49.725428] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:38:49.725485] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:38:49.725575] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:38:49.784949] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:38:49.785951] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:38:49.786068] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:38:49.786117] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:38:49.880810] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:38:49.881044] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:38:49.881106] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:38:49.881155] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:38:49.884825] [DEBUG] [FORECASTER] J: Forecast T+1@11:T+2@11: UP (p=85.07%)
[2025-11-25T23:38:49.885175] [INFO ] [FORECASTER] Completed predict_future for J
[2025-11-25T23:38:49.885349] [INFO ] [sig       ] J: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:38:50.030194] [INFO ] [LOCAL     ] Saved forecast: J	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/J.txt
[2025-11-25T23:38:50.030372] [INFO ] [sig       ] [1774/3639] Completed J in 0.3s | 3.03 sym/s | Total: 9.8m | ETA: 10.3m
[2025-11-25T23:38:50.030427] [INFO ] [sig       ] [1775/3639] Forecasting JACK...
[2025-11-25T23:38:50.030518] [INFO ] [sig       ] Generating forecast for: JACK
[2025-11-25T23:38:50.030568] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JACK' from 'https://tdm.silogroup.org/data/derivative_storage/JACK.csv'.
[2025-11-25T23:38:50.041894] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JACK'.
[2025-11-25T23:38:50.042237] [INFO ] [FORECASTER] Starting predict_future for JACK
[2025-11-25T23:38:50.043097] [DEBUG] [LOCAL     ] No optimal features file found for JACK: ./output/feature-sets/JACK.txt
[2025-11-25T23:38:50.043168] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:38:50.043216] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:38:50.043258] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:38:50.043376] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:38:50.102166] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:38:50.102846] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:38:50.102942] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:38:50.103001] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:38:50.198078] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:38:50.198220] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:38:50.198266] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:38:50.198302] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:38:50.201775] [DEBUG] [FORECASTER] JACK: Forecast T+1@11:T+2@11: UP (p=80.28%)
[2025-11-25T23:38:50.202074] [INFO ] [FORECASTER] Completed predict_future for JACK
[2025-11-25T23:38:50.202217] [INFO ] [sig       ] JACK: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:38:50.346465] [INFO ] [LOCAL     ] Saved forecast: JACK	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/JACK.txt
[2025-11-25T23:38:50.346614] [INFO ] [sig       ] [1775/3639] Completed JACK in 0.3s | 3.03 sym/s | Total: 9.8m | ETA: 10.3m
[2025-11-25T23:38:50.346687] [INFO ] [sig       ] [1776/3639] Forecasting JAGX...
[2025-11-25T23:38:50.346730] [INFO ] [sig       ] Generating forecast for: JAGX
[2025-11-25T23:38:50.346799] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JAGX' from 'https://tdm.silogroup.org/data/derivative_storage/JAGX.csv'.
[2025-11-25T23:38:50.358089] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JAGX'.
[2025-11-25T23:38:50.358418] [INFO ] [FORECASTER] Starting predict_future for JAGX
[2025-11-25T23:38:50.359280] [DEBUG] [LOCAL     ] No optimal features file found for JAGX: ./output/feature-sets/JAGX.txt
[2025-11-25T23:38:50.359349] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:38:50.359443] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:38:50.359491] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:38:50.359573] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:38:50.416373] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:38:50.417037] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:38:50.417140] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:38:50.417189] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:38:50.491562] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:38:50.491717] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:38:50.491767] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:38:50.491802] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:38:50.495022] [DEBUG] [FORECASTER] JAGX: Forecast T+1@11:T+2@11: UP (p=70.91%)
[2025-11-25T23:38:50.495299] [INFO ] [FORECASTER] Completed predict_future for JAGX
[2025-11-25T23:38:50.495427] [INFO ] [sig       ] JAGX: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:38:50.636615] [INFO ] [LOCAL     ] Saved forecast: JAGX	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/JAGX.txt
[2025-11-25T23:38:50.636771] [INFO ] [sig       ] [1776/3639] Completed JAGX in 0.3s | 3.03 sym/s | Total: 9.8m | ETA: 10.2m
[2025-11-25T23:38:50.636825] [INFO ] [sig       ] [1777/3639] Forecasting JAKK...
[2025-11-25T23:38:50.636867] [INFO ] [sig       ] Generating forecast for: JAKK
[2025-11-25T23:38:50.636908] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JAKK' from 'https://tdm.silogroup.org/data/derivative_storage/JAKK.csv'.
[2025-11-25T23:38:50.647966] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JAKK'.
[2025-11-25T23:38:50.648271] [INFO ] [FORECASTER] Starting predict_future for JAKK
[2025-11-25T23:38:50.649148] [DEBUG] [LOCAL     ] No optimal features file found for JAKK: ./output/feature-sets/JAKK.txt
[2025-11-25T23:38:50.649217] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:38:50.649272] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:38:50.649321] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:38:50.649404] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:38:50.706392] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:38:50.707041] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:38:50.707143] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:38:50.707191] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:38:50.775266] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:38:50.775406] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:38:50.775450] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:38:50.775485] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:38:50.778897] [DEBUG] [FORECASTER] JAKK: Forecast T+1@11:T+2@11: DOWN (p=48.00%)
[2025-11-25T23:38:50.779193] [INFO ] [FORECASTER] Completed predict_future for JAKK
[2025-11-25T23:38:50.779326] [INFO ] [sig       ] JAKK: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:38:50.920485] [INFO ] [LOCAL     ] Saved forecast: JAKK	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/JAKK.txt
[2025-11-25T23:38:50.920621] [INFO ] [sig       ] [1777/3639] Completed JAKK in 0.3s | 3.03 sym/s | Total: 9.8m | ETA: 10.2m
[2025-11-25T23:38:50.920711] [INFO ] [sig       ] [1778/3639] Forecasting JAMF...
[2025-11-25T23:38:50.920757] [INFO ] [sig       ] Generating forecast for: JAMF
[2025-11-25T23:38:50.920831] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JAMF' from 'https://tdm.silogroup.org/data/derivative_storage/JAMF.csv'.
[2025-11-25T23:38:50.931868] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JAMF'.
[2025-11-25T23:38:50.932171] [INFO ] [FORECASTER] Starting predict_future for JAMF
[2025-11-25T23:38:50.933003] [DEBUG] [LOCAL     ] No optimal features file found for JAMF: ./output/feature-sets/JAMF.txt
[2025-11-25T23:38:50.933071] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:38:50.933126] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:38:50.933175] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:38:50.933260] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:38:50.989953] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:38:50.990584] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:38:50.990694] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:38:50.990743] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:38:51.069476] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:38:51.069612] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:38:51.069673] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:38:51.069714] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:38:51.072939] [DEBUG] [FORECASTER] JAMF: Forecast T+1@11:T+2@11: DOWN (p=32.47%)
[2025-11-25T23:38:51.073226] [INFO ] [FORECASTER] Completed predict_future for JAMF
[2025-11-25T23:38:51.073356] [INFO ] [sig       ] JAMF: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:38:51.213251] [INFO ] [LOCAL     ] Saved forecast: JAMF	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/JAMF.txt
[2025-11-25T23:38:51.213390] [INFO ] [sig       ] [1778/3639] Completed JAMF in 0.3s | 3.03 sym/s | Total: 9.8m | ETA: 10.2m
[2025-11-25T23:38:51.213479] [INFO ] [sig       ] [1779/3639] Forecasting JANX...
[2025-11-25T23:38:51.213531] [INFO ] [sig       ] Generating forecast for: JANX
[2025-11-25T23:38:51.213573] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JANX' from 'https://tdm.silogroup.org/data/derivative_storage/JANX.csv'.
[2025-11-25T23:38:51.224300] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JANX'.
[2025-11-25T23:38:51.224602] [INFO ] [FORECASTER] Starting predict_future for JANX
[2025-11-25T23:38:51.225424] [DEBUG] [LOCAL     ] No optimal features file found for JANX: ./output/feature-sets/JANX.txt
[2025-11-25T23:38:51.225494] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:38:51.225541] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:38:51.225606] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:38:51.225708] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:38:51.282298] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:38:51.282951] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:38:51.283044] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:38:51.283091] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:38:51.376854] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:38:51.377000] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:38:51.377045] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:38:51.377078] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:38:51.380352] [DEBUG] [FORECASTER] JANX: Forecast T+1@11:T+2@11: UP (p=60.15%)
[2025-11-25T23:38:51.380634] [INFO ] [FORECASTER] Completed predict_future for JANX
[2025-11-25T23:38:51.380794] [INFO ] [sig       ] JANX: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:38:51.521631] [INFO ] [LOCAL     ] Saved forecast: JANX	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/JANX.txt
[2025-11-25T23:38:51.521788] [INFO ] [sig       ] [1779/3639] Completed JANX in 0.3s | 3.03 sym/s | Total: 9.8m | ETA: 10.2m
[2025-11-25T23:38:51.521852] [INFO ] [sig       ] [1780/3639] Forecasting JAZZ...
[2025-11-25T23:38:51.521896] [INFO ] [sig       ] Generating forecast for: JAZZ
[2025-11-25T23:38:51.521939] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JAZZ' from 'https://tdm.silogroup.org/data/derivative_storage/JAZZ.csv'.
[2025-11-25T23:38:51.533622] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JAZZ'.
[2025-11-25T23:38:51.533977] [INFO ] [FORECASTER] Starting predict_future for JAZZ
[2025-11-25T23:38:51.534828] [DEBUG] [LOCAL     ] No optimal features file found for JAZZ: ./output/feature-sets/JAZZ.txt
[2025-11-25T23:38:51.534896] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:38:51.534942] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:38:51.534996] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:38:51.535075] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:38:51.595656] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:38:51.596329] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:38:51.596425] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:38:51.596481] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:38:51.685566] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:38:51.685739] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:38:51.685790] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:38:51.685825] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:38:51.689161] [DEBUG] [FORECASTER] JAZZ: Forecast T+1@11:T+2@11: UP (p=74.30%)
[2025-11-25T23:38:51.689443] [INFO ] [FORECASTER] Completed predict_future for JAZZ
[2025-11-25T23:38:51.689577] [INFO ] [sig       ] JAZZ: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:38:51.830502] [INFO ] [LOCAL     ] Saved forecast: JAZZ	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/JAZZ.txt
[2025-11-25T23:38:51.830660] [INFO ] [sig       ] [1780/3639] Completed JAZZ in 0.3s | 3.03 sym/s | Total: 9.8m | ETA: 10.2m
[2025-11-25T23:38:51.830726] [INFO ] [sig       ] [1781/3639] Forecasting JBGS...
[2025-11-25T23:38:51.830777] [INFO ] [sig       ] Generating forecast for: JBGS
[2025-11-25T23:38:51.830829] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JBGS' from 'https://tdm.silogroup.org/data/derivative_storage/JBGS.csv'.
[2025-11-25T23:38:51.843063] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JBGS'.
[2025-11-25T23:38:51.843404] [INFO ] [FORECASTER] Starting predict_future for JBGS
[2025-11-25T23:38:51.844220] [DEBUG] [LOCAL     ] No optimal features file found for JBGS: ./output/feature-sets/JBGS.txt
[2025-11-25T23:38:51.844291] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:38:51.844347] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:38:51.844397] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:38:51.844486] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:38:51.901716] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:38:51.902373] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:38:51.902479] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:38:51.902528] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:38:51.971799] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:38:51.971954] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:38:51.971999] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:38:51.972033] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:38:51.975419] [DEBUG] [FORECASTER] JBGS: Forecast T+1@11:T+2@11: UP (p=50.46%)
[2025-11-25T23:38:51.975733] [INFO ] [FORECASTER] Completed predict_future for JBGS
[2025-11-25T23:38:51.975918] [INFO ] [sig       ] JBGS: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:38:52.115665] [INFO ] [LOCAL     ] Saved forecast: JBGS	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/JBGS.txt
[2025-11-25T23:38:52.115807] [INFO ] [sig       ] [1781/3639] Completed JBGS in 0.3s | 3.03 sym/s | Total: 9.8m | ETA: 10.2m
[2025-11-25T23:38:52.115861] [INFO ] [sig       ] [1782/3639] Forecasting JBI...
[2025-11-25T23:38:52.115946] [INFO ] [sig       ] Generating forecast for: JBI
[2025-11-25T23:38:52.115989] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JBI' from 'https://tdm.silogroup.org/data/derivative_storage/JBI.csv'.
[2025-11-25T23:38:52.126709] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JBI'.
[2025-11-25T23:38:52.127041] [INFO ] [FORECASTER] Starting predict_future for JBI
[2025-11-25T23:38:52.127896] [DEBUG] [LOCAL     ] No optimal features file found for JBI: ./output/feature-sets/JBI.txt
[2025-11-25T23:38:52.127965] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:38:52.128014] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:38:52.128053] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:38:52.128121] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:38:52.184693] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:38:52.185314] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:38:52.185407] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:38:52.185454] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:38:52.253467] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:38:52.253632] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:38:52.253706] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:38:52.253746] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:38:52.257027] [DEBUG] [FORECASTER] JBI: Forecast T+1@11:T+2@11: UP (p=74.63%)
[2025-11-25T23:38:52.257308] [INFO ] [FORECASTER] Completed predict_future for JBI
[2025-11-25T23:38:52.257469] [INFO ] [sig       ] JBI: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:38:52.398853] [INFO ] [LOCAL     ] Saved forecast: JBI	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/JBI.txt
[2025-11-25T23:38:52.399005] [INFO ] [sig       ] [1782/3639] Completed JBI in 0.3s | 3.03 sym/s | Total: 9.8m | ETA: 10.2m
[2025-11-25T23:38:52.399061] [INFO ] [sig       ] [1783/3639] Forecasting JBL...
[2025-11-25T23:38:52.399103] [INFO ] [sig       ] Generating forecast for: JBL
[2025-11-25T23:38:52.399143] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JBL' from 'https://tdm.silogroup.org/data/derivative_storage/JBL.csv'.
[2025-11-25T23:38:52.410178] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JBL'.
[2025-11-25T23:38:52.410474] [INFO ] [FORECASTER] Starting predict_future for JBL
[2025-11-25T23:38:52.411320] [DEBUG] [LOCAL     ] No optimal features file found for JBL: ./output/feature-sets/JBL.txt
[2025-11-25T23:38:52.411389] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:38:52.411445] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:38:52.411495] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:38:52.411581] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:38:52.468990] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:38:52.469636] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:38:52.469749] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:38:52.469806] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:38:52.541984] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:38:52.542143] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:38:52.542207] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:38:52.542243] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:38:52.545528] [DEBUG] [FORECASTER] JBL: Forecast T+1@11:T+2@11: DOWN (p=2.04%)
[2025-11-25T23:38:52.545831] [INFO ] [FORECASTER] Completed predict_future for JBL
[2025-11-25T23:38:52.545967] [INFO ] [sig       ] JBL: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:38:52.688619] [INFO ] [LOCAL     ] Saved forecast: JBL	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/JBL.txt
[2025-11-25T23:38:52.688780] [INFO ] [sig       ] [1783/3639] Completed JBL in 0.3s | 3.03 sym/s | Total: 9.8m | ETA: 10.2m
[2025-11-25T23:38:52.688835] [INFO ] [sig       ] [1784/3639] Forecasting JBND...
[2025-11-25T23:38:52.688878] [INFO ] [sig       ] Generating forecast for: JBND
[2025-11-25T23:38:52.688919] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JBND' from 'https://tdm.silogroup.org/data/derivative_storage/JBND.csv'.
[2025-11-25T23:38:52.699908] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JBND'.
[2025-11-25T23:38:52.700202] [INFO ] [FORECASTER] Starting predict_future for JBND
[2025-11-25T23:38:52.701004] [DEBUG] [LOCAL     ] No optimal features file found for JBND: ./output/feature-sets/JBND.txt
[2025-11-25T23:38:52.701072] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:38:52.701126] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:38:52.701175] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:38:52.701260] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:38:52.758947] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:38:52.759606] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:38:52.759728] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:38:52.759779] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:38:52.827240] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:38:52.827414] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:38:52.827462] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:38:52.827498] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:38:52.830934] [DEBUG] [FORECASTER] JBND: Forecast T+1@11:T+2@11: DOWN (p=39.88%)
[2025-11-25T23:38:52.831227] [INFO ] [FORECASTER] Completed predict_future for JBND
[2025-11-25T23:38:52.831363] [INFO ] [sig       ] JBND: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:38:52.973114] [INFO ] [LOCAL     ] Saved forecast: JBND	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/JBND.txt
[2025-11-25T23:38:52.973258] [INFO ] [sig       ] [1784/3639] Completed JBND in 0.3s | 3.03 sym/s | Total: 9.8m | ETA: 10.2m
[2025-11-25T23:38:52.973322] [INFO ] [sig       ] [1785/3639] Forecasting JBSS...
[2025-11-25T23:38:52.973387] [INFO ] [sig       ] Generating forecast for: JBSS
[2025-11-25T23:38:52.973442] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JBSS' from 'https://tdm.silogroup.org/data/derivative_storage/JBSS.csv'.
[2025-11-25T23:38:52.984089] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JBSS'.
[2025-11-25T23:38:52.984404] [INFO ] [FORECASTER] Starting predict_future for JBSS
[2025-11-25T23:38:52.985231] [DEBUG] [LOCAL     ] No optimal features file found for JBSS: ./output/feature-sets/JBSS.txt
[2025-11-25T23:38:52.985301] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:38:52.985357] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:38:52.985405] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:38:52.985488] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:38:53.043131] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:38:53.043808] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:38:53.043929] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:38:53.043981] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:38:53.110783] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:38:53.110918] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:38:53.110962] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:38:53.111001] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:38:53.114211] [DEBUG] [FORECASTER] JBSS: Forecast T+1@11:T+2@11: DOWN (p=41.76%)
[2025-11-25T23:38:53.114497] [INFO ] [FORECASTER] Completed predict_future for JBSS
[2025-11-25T23:38:53.114627] [INFO ] [sig       ] JBSS: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:38:53.254839] [INFO ] [LOCAL     ] Saved forecast: JBSS	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/JBSS.txt
[2025-11-25T23:38:53.254988] [INFO ] [sig       ] [1785/3639] Completed JBSS in 0.3s | 3.03 sym/s | Total: 9.8m | ETA: 10.2m
[2025-11-25T23:38:53.255042] [INFO ] [sig       ] [1786/3639] Forecasting JCE...
[2025-11-25T23:38:53.255097] [INFO ] [sig       ] Generating forecast for: JCE
[2025-11-25T23:38:53.255147] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JCE' from 'https://tdm.silogroup.org/data/derivative_storage/JCE.csv'.
[2025-11-25T23:38:53.267072] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JCE'.
[2025-11-25T23:38:53.267430] [INFO ] [FORECASTER] Starting predict_future for JCE
[2025-11-25T23:38:53.268243] [DEBUG] [LOCAL     ] No optimal features file found for JCE: ./output/feature-sets/JCE.txt
[2025-11-25T23:38:53.268312] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:38:53.268357] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:38:53.268406] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:38:53.268519] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:38:53.328963] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:38:53.329877] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:38:53.329986] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:38:53.330037] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:38:53.415683] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:38:53.415805] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:38:53.415847] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:38:53.415880] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:38:53.419056] [DEBUG] [FORECASTER] JCE: Forecast T+1@11:T+2@11: DOWN (p=11.08%)
[2025-11-25T23:38:53.419334] [INFO ] [FORECASTER] Completed predict_future for JCE
[2025-11-25T23:38:53.419463] [INFO ] [sig       ] JCE: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:38:53.560055] [INFO ] [LOCAL     ] Saved forecast: JCE	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/JCE.txt
[2025-11-25T23:38:53.560193] [INFO ] [sig       ] [1786/3639] Completed JCE in 0.3s | 3.03 sym/s | Total: 9.8m | ETA: 10.2m
[2025-11-25T23:38:53.560247] [INFO ] [sig       ] [1787/3639] Forecasting JCI...
[2025-11-25T23:38:53.560289] [INFO ] [sig       ] Generating forecast for: JCI
[2025-11-25T23:38:53.560331] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JCI' from 'https://tdm.silogroup.org/data/derivative_storage/JCI.csv'.
[2025-11-25T23:38:53.571777] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JCI'.
[2025-11-25T23:38:53.572120] [INFO ] [FORECASTER] Starting predict_future for JCI
[2025-11-25T23:38:53.572926] [DEBUG] [LOCAL     ] No optimal features file found for JCI: ./output/feature-sets/JCI.txt
[2025-11-25T23:38:53.572995] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:38:53.573097] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:38:53.573143] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:38:53.573227] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:38:53.631546] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:38:53.632200] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:38:53.632304] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:38:53.632353] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:38:53.727166] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:38:53.727300] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:38:53.727343] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:38:53.727393] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:38:53.730667] [DEBUG] [FORECASTER] JCI: Forecast T+1@11:T+2@11: UP (p=92.61%)
[2025-11-25T23:38:53.730961] [INFO ] [FORECASTER] Completed predict_future for JCI
[2025-11-25T23:38:53.731115] [INFO ] [sig       ] JCI: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:38:53.871945] [INFO ] [LOCAL     ] Saved forecast: JCI	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/JCI.txt
[2025-11-25T23:38:53.872092] [INFO ] [sig       ] [1787/3639] Completed JCI in 0.3s | 3.03 sym/s | Total: 9.8m | ETA: 10.2m
[2025-11-25T23:38:53.872145] [INFO ] [sig       ] [1788/3639] Forecasting JD...
[2025-11-25T23:38:53.872192] [INFO ] [sig       ] Generating forecast for: JD
[2025-11-25T23:38:53.872267] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JD' from 'https://tdm.silogroup.org/data/derivative_storage/JD.csv'.
[2025-11-25T23:38:53.883246] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JD'.
[2025-11-25T23:38:53.883560] [INFO ] [FORECASTER] Starting predict_future for JD
[2025-11-25T23:38:53.884383] [DEBUG] [LOCAL     ] No optimal features file found for JD: ./output/feature-sets/JD.txt
[2025-11-25T23:38:53.884452] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:38:53.884515] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:38:53.884570] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:38:53.884676] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:38:53.943244] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:38:53.943937] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:38:53.944038] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:38:53.944101] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:38:54.026559] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:38:54.026704] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:38:54.026754] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:38:54.026789] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:38:54.030185] [DEBUG] [FORECASTER] JD: Forecast T+1@11:T+2@11: UP (p=84.04%)
[2025-11-25T23:38:54.030477] [INFO ] [FORECASTER] Completed predict_future for JD
[2025-11-25T23:38:54.030612] [INFO ] [sig       ] JD: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:38:54.172607] [INFO ] [LOCAL     ] Saved forecast: JD	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/JD.txt
[2025-11-25T23:38:54.172780] [INFO ] [sig       ] [1788/3639] Completed JD in 0.3s | 3.03 sym/s | Total: 9.8m | ETA: 10.2m
[2025-11-25T23:38:54.172835] [INFO ] [sig       ] [1789/3639] Forecasting JDZG...
[2025-11-25T23:38:54.172908] [INFO ] [sig       ] Generating forecast for: JDZG
[2025-11-25T23:38:54.172957] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JDZG' from 'https://tdm.silogroup.org/data/derivative_storage/JDZG.csv'.
[2025-11-25T23:38:54.184841] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JDZG'.
[2025-11-25T23:38:54.185167] [INFO ] [FORECASTER] Starting predict_future for JDZG
[2025-11-25T23:38:54.186014] [DEBUG] [LOCAL     ] No optimal features file found for JDZG: ./output/feature-sets/JDZG.txt
[2025-11-25T23:38:54.186084] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:38:54.186140] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:38:54.186189] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:38:54.186274] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:38:54.246276] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:38:54.246945] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:38:54.247040] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:38:54.247100] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:38:54.323021] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:38:54.323199] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:38:54.323435] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:38:54.323469] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:38:54.327058] [DEBUG] [FORECASTER] JDZG: Forecast T+1@11:T+2@11: DOWN (p=40.86%)
[2025-11-25T23:38:54.327574] [INFO ] [FORECASTER] Completed predict_future for JDZG
[2025-11-25T23:38:54.327732] [INFO ] [sig       ] JDZG: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:38:54.469587] [INFO ] [LOCAL     ] Saved forecast: JDZG	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/JDZG.txt
[2025-11-25T23:38:54.469754] [INFO ] [sig       ] [1789/3639] Completed JDZG in 0.3s | 3.03 sym/s | Total: 9.8m | ETA: 10.2m
[2025-11-25T23:38:54.469809] [INFO ] [sig       ] [1790/3639] Forecasting JEF...
[2025-11-25T23:38:54.469895] [INFO ] [sig       ] Generating forecast for: JEF
[2025-11-25T23:38:54.469948] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JEF' from 'https://tdm.silogroup.org/data/derivative_storage/JEF.csv'.
[2025-11-25T23:38:54.481164] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JEF'.
[2025-11-25T23:38:54.481580] [INFO ] [FORECASTER] Starting predict_future for JEF
[2025-11-25T23:38:54.482459] [DEBUG] [LOCAL     ] No optimal features file found for JEF: ./output/feature-sets/JEF.txt
[2025-11-25T23:38:54.482531] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:38:54.482588] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:38:54.482639] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:38:54.482743] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:38:54.544579] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:38:54.545319] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:38:54.545419] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:38:54.545470] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:38:54.629124] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:38:54.629303] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:38:54.629351] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:38:54.629387] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:38:54.633112] [DEBUG] [FORECASTER] JEF: Forecast T+1@11:T+2@11: UP (p=55.47%)
[2025-11-25T23:38:54.633443] [INFO ] [FORECASTER] Completed predict_future for JEF
[2025-11-25T23:38:54.633595] [INFO ] [sig       ] JEF: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:38:54.781155] [INFO ] [LOCAL     ] Saved forecast: JEF	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/JEF.txt
[2025-11-25T23:38:54.781304] [INFO ] [sig       ] [1790/3639] Completed JEF in 0.3s | 3.03 sym/s | Total: 9.8m | ETA: 10.2m
[2025-11-25T23:38:54.781369] [INFO ] [sig       ] [1791/3639] Forecasting JELD...
[2025-11-25T23:38:54.781421] [INFO ] [sig       ] Generating forecast for: JELD
[2025-11-25T23:38:54.781482] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JELD' from 'https://tdm.silogroup.org/data/derivative_storage/JELD.csv'.
[2025-11-25T23:38:54.792208] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JELD'.
[2025-11-25T23:38:54.792578] [INFO ] [FORECASTER] Starting predict_future for JELD
[2025-11-25T23:38:54.793388] [DEBUG] [LOCAL     ] No optimal features file found for JELD: ./output/feature-sets/JELD.txt
[2025-11-25T23:38:54.793459] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:38:54.793513] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:38:54.793561] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:38:54.793666] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:38:54.854270] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:38:54.855008] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:38:54.855105] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:38:54.855163] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:38:54.925715] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:38:54.925860] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:38:54.925905] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:38:54.925939] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:38:54.929232] [DEBUG] [FORECASTER] JELD: Forecast T+1@11:T+2@11: UP (p=77.74%)
[2025-11-25T23:38:54.929514] [INFO ] [FORECASTER] Completed predict_future for JELD
[2025-11-25T23:38:54.929661] [INFO ] [sig       ] JELD: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:38:55.069850] [INFO ] [LOCAL     ] Saved forecast: JELD	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/JELD.txt
[2025-11-25T23:38:55.069990] [INFO ] [sig       ] [1791/3639] Completed JELD in 0.3s | 3.03 sym/s | Total: 9.8m | ETA: 10.2m
[2025-11-25T23:38:55.070055] [INFO ] [sig       ] [1792/3639] Forecasting JEPQ...
[2025-11-25T23:38:55.070107] [INFO ] [sig       ] Generating forecast for: JEPQ
[2025-11-25T23:38:55.070154] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JEPQ' from 'https://tdm.silogroup.org/data/derivative_storage/JEPQ.csv'.
[2025-11-25T23:38:55.081435] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JEPQ'.
[2025-11-25T23:38:55.081784] [INFO ] [FORECASTER] Starting predict_future for JEPQ
[2025-11-25T23:38:55.082616] [DEBUG] [LOCAL     ] No optimal features file found for JEPQ: ./output/feature-sets/JEPQ.txt
[2025-11-25T23:38:55.082709] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:38:55.082792] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:38:55.082841] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:38:55.082921] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:38:55.140173] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:38:55.140851] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:38:55.140954] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:38:55.141002] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:38:55.215913] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:38:55.216078] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:38:55.216132] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:38:55.216173] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:38:55.219515] [DEBUG] [FORECASTER] JEPQ: Forecast T+1@11:T+2@11: UP (p=90.31%)
[2025-11-25T23:38:55.219819] [INFO ] [FORECASTER] Completed predict_future for JEPQ
[2025-11-25T23:38:55.219953] [INFO ] [sig       ] JEPQ: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:38:55.362016] [INFO ] [LOCAL     ] Saved forecast: JEPQ	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/JEPQ.txt
[2025-11-25T23:38:55.362170] [INFO ] [sig       ] [1792/3639] Completed JEPQ in 0.3s | 3.03 sym/s | Total: 9.8m | ETA: 10.2m
[2025-11-25T23:38:55.362228] [INFO ] [sig       ] [1793/3639] Forecasting JFIN...
[2025-11-25T23:38:55.362279] [INFO ] [sig       ] Generating forecast for: JFIN
[2025-11-25T23:38:55.362329] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JFIN' from 'https://tdm.silogroup.org/data/derivative_storage/JFIN.csv'.
[2025-11-25T23:38:55.373703] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JFIN'.
[2025-11-25T23:38:55.374040] [INFO ] [FORECASTER] Starting predict_future for JFIN
[2025-11-25T23:38:55.374883] [DEBUG] [LOCAL     ] No optimal features file found for JFIN: ./output/feature-sets/JFIN.txt
[2025-11-25T23:38:55.374950] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:38:55.375016] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:38:55.375072] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:38:55.375168] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:38:55.432260] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:38:55.432947] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:38:55.433055] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:38:55.433132] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:38:55.515415] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:38:55.515604] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:38:55.515669] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:38:55.515713] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:38:55.519318] [DEBUG] [FORECASTER] JFIN: Forecast T+1@11:T+2@11: UP (p=71.88%)
[2025-11-25T23:38:55.519615] [INFO ] [FORECASTER] Completed predict_future for JFIN
[2025-11-25T23:38:55.519784] [INFO ] [sig       ] JFIN: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:38:55.663954] [INFO ] [LOCAL     ] Saved forecast: JFIN	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/JFIN.txt
[2025-11-25T23:38:55.664160] [INFO ] [sig       ] [1793/3639] Completed JFIN in 0.3s | 3.03 sym/s | Total: 9.9m | ETA: 10.1m
[2025-11-25T23:38:55.664217] [INFO ] [sig       ] [1794/3639] Forecasting JGLO...
[2025-11-25T23:38:55.664270] [INFO ] [sig       ] Generating forecast for: JGLO
[2025-11-25T23:38:55.664322] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JGLO' from 'https://tdm.silogroup.org/data/derivative_storage/JGLO.csv'.
[2025-11-25T23:38:55.676231] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JGLO'.
[2025-11-25T23:38:55.676550] [INFO ] [FORECASTER] Starting predict_future for JGLO
[2025-11-25T23:38:55.677441] [DEBUG] [LOCAL     ] No optimal features file found for JGLO: ./output/feature-sets/JGLO.txt
[2025-11-25T23:38:55.677517] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:38:55.677576] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:38:55.677626] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:38:55.677763] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:38:55.735720] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:38:55.736350] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:38:55.736454] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:38:55.736503] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:38:55.827583] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:38:55.827801] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:38:55.827848] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:38:55.827906] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:38:55.831536] [DEBUG] [FORECASTER] JGLO: Forecast T+1@11:T+2@11: UP (p=97.46%)
[2025-11-25T23:38:55.831872] [INFO ] [FORECASTER] Completed predict_future for JGLO
[2025-11-25T23:38:55.832035] [INFO ] [sig       ] JGLO: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:38:55.980034] [INFO ] [LOCAL     ] Saved forecast: JGLO	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/JGLO.txt
[2025-11-25T23:38:55.980189] [INFO ] [sig       ] [1794/3639] Completed JGLO in 0.3s | 3.03 sym/s | Total: 9.9m | ETA: 10.1m
[2025-11-25T23:38:55.980265] [INFO ] [sig       ] [1795/3639] Forecasting JHG...
[2025-11-25T23:38:55.980317] [INFO ] [sig       ] Generating forecast for: JHG
[2025-11-25T23:38:55.980363] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JHG' from 'https://tdm.silogroup.org/data/derivative_storage/JHG.csv'.
[2025-11-25T23:38:55.992280] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JHG'.
[2025-11-25T23:38:55.992611] [INFO ] [FORECASTER] Starting predict_future for JHG
[2025-11-25T23:38:55.993447] [DEBUG] [LOCAL     ] No optimal features file found for JHG: ./output/feature-sets/JHG.txt
[2025-11-25T23:38:55.993520] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:38:55.993579] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:38:55.993631] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:38:55.993734] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:38:56.052824] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:38:56.053669] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:38:56.053771] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:38:56.053821] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:38:56.142087] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:38:56.142287] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:38:56.142333] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:38:56.142367] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:38:56.146179] [DEBUG] [FORECASTER] JHG: Forecast T+1@11:T+2@11: DOWN (p=14.17%)
[2025-11-25T23:38:56.146536] [INFO ] [FORECASTER] Completed predict_future for JHG
[2025-11-25T23:38:56.146734] [INFO ] [sig       ] JHG: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:38:56.288902] [INFO ] [LOCAL     ] Saved forecast: JHG	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/JHG.txt
[2025-11-25T23:38:56.289115] [INFO ] [sig       ] [1795/3639] Completed JHG in 0.3s | 3.03 sym/s | Total: 9.9m | ETA: 10.1m
[2025-11-25T23:38:56.289172] [INFO ] [sig       ] [1796/3639] Forecasting JHI...
[2025-11-25T23:38:56.289225] [INFO ] [sig       ] Generating forecast for: JHI
[2025-11-25T23:38:56.289276] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JHI' from 'https://tdm.silogroup.org/data/derivative_storage/JHI.csv'.
[2025-11-25T23:38:56.300970] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JHI'.
[2025-11-25T23:38:56.301379] [INFO ] [FORECASTER] Starting predict_future for JHI
[2025-11-25T23:38:56.302191] [DEBUG] [LOCAL     ] No optimal features file found for JHI: ./output/feature-sets/JHI.txt
[2025-11-25T23:38:56.302260] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:38:56.302316] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:38:56.302367] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:38:56.302454] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:38:56.359714] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:38:56.360616] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:38:56.360884] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:38:56.360939] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:38:56.446065] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:38:56.446264] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:38:56.446309] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:38:56.446344] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:38:56.449847] [DEBUG] [FORECASTER] JHI: Forecast T+1@11:T+2@11: DOWN (p=46.11%)
[2025-11-25T23:38:56.450186] [INFO ] [FORECASTER] Completed predict_future for JHI
[2025-11-25T23:38:56.450335] [INFO ] [sig       ] JHI: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:38:56.591210] [INFO ] [LOCAL     ] Saved forecast: JHI	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/JHI.txt
[2025-11-25T23:38:56.591361] [INFO ] [sig       ] [1796/3639] Completed JHI in 0.3s | 3.03 sym/s | Total: 9.9m | ETA: 10.1m
[2025-11-25T23:38:56.591415] [INFO ] [sig       ] [1797/3639] Forecasting JHX...
[2025-11-25T23:38:56.591459] [INFO ] [sig       ] Generating forecast for: JHX
[2025-11-25T23:38:56.591500] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JHX' from 'https://tdm.silogroup.org/data/derivative_storage/JHX.csv'.
[2025-11-25T23:38:56.602337] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JHX'.
[2025-11-25T23:38:56.602615] [INFO ] [FORECASTER] Starting predict_future for JHX
[2025-11-25T23:38:56.603406] [DEBUG] [LOCAL     ] No optimal features file found for JHX: ./output/feature-sets/JHX.txt
[2025-11-25T23:38:56.603474] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:38:56.603519] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:38:56.603559] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:38:56.603626] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:38:56.660656] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:38:56.661281] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:38:56.661373] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:38:56.661419] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:38:56.758101] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:38:56.758281] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:38:56.758328] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:38:56.758362] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:38:56.761737] [DEBUG] [FORECASTER] JHX: Forecast T+1@11:T+2@11: UP (p=94.53%)
[2025-11-25T23:38:56.762066] [INFO ] [FORECASTER] Completed predict_future for JHX
[2025-11-25T23:38:56.762220] [INFO ] [sig       ] JHX: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:38:56.909683] [INFO ] [LOCAL     ] Saved forecast: JHX	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/JHX.txt
[2025-11-25T23:38:56.909854] [INFO ] [sig       ] [1797/3639] Completed JHX in 0.3s | 3.03 sym/s | Total: 9.9m | ETA: 10.1m
[2025-11-25T23:38:56.909909] [INFO ] [sig       ] [1798/3639] Forecasting JILL...
[2025-11-25T23:38:56.909952] [INFO ] [sig       ] Generating forecast for: JILL
[2025-11-25T23:38:56.909987] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JILL' from 'https://tdm.silogroup.org/data/derivative_storage/JILL.csv'.
[2025-11-25T23:38:56.921005] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JILL'.
[2025-11-25T23:38:56.921290] [INFO ] [FORECASTER] Starting predict_future for JILL
[2025-11-25T23:38:56.922105] [DEBUG] [LOCAL     ] No optimal features file found for JILL: ./output/feature-sets/JILL.txt
[2025-11-25T23:38:56.922173] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:38:56.922218] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:38:56.922257] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:38:56.922340] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:38:56.980131] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:38:56.980763] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:38:56.980855] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:38:56.980899] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:38:57.067728] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:38:57.067860] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:38:57.067903] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:38:57.067937] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:38:57.071174] [DEBUG] [FORECASTER] JILL: Forecast T+1@11:T+2@11: UP (p=98.12%)
[2025-11-25T23:38:57.071456] [INFO ] [FORECASTER] Completed predict_future for JILL
[2025-11-25T23:38:57.071587] [INFO ] [sig       ] JILL: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:38:57.214400] [INFO ] [LOCAL     ] Saved forecast: JILL	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/JILL.txt
[2025-11-25T23:38:57.214528] [INFO ] [sig       ] [1798/3639] Completed JILL in 0.3s | 3.03 sym/s | Total: 9.9m | ETA: 10.1m
[2025-11-25T23:38:57.214580] [INFO ] [sig       ] [1799/3639] Forecasting JIVE...
[2025-11-25T23:38:57.214623] [INFO ] [sig       ] Generating forecast for: JIVE
[2025-11-25T23:38:57.214687] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JIVE' from 'https://tdm.silogroup.org/data/derivative_storage/JIVE.csv'.
[2025-11-25T23:38:57.226155] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JIVE'.
[2025-11-25T23:38:57.226468] [INFO ] [FORECASTER] Starting predict_future for JIVE
[2025-11-25T23:38:57.227334] [DEBUG] [LOCAL     ] No optimal features file found for JIVE: ./output/feature-sets/JIVE.txt
[2025-11-25T23:38:57.227431] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:38:57.227476] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:38:57.227516] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:38:57.227582] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:38:57.284536] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:38:57.285158] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:38:57.285250] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:38:57.285295] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:38:57.371845] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:38:57.371958] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:38:57.371999] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:38:57.372033] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:38:57.375186] [DEBUG] [FORECASTER] JIVE: Forecast T+1@11:T+2@11: UP (p=63.27%)
[2025-11-25T23:38:57.375463] [INFO ] [FORECASTER] Completed predict_future for JIVE
[2025-11-25T23:38:57.375594] [INFO ] [sig       ] JIVE: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:38:57.522134] [INFO ] [LOCAL     ] Saved forecast: JIVE	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/JIVE.txt
[2025-11-25T23:38:57.522288] [INFO ] [sig       ] [1799/3639] Completed JIVE in 0.3s | 3.03 sym/s | Total: 9.9m | ETA: 10.1m
[2025-11-25T23:38:57.522348] [INFO ] [sig       ] [1800/3639] Forecasting JJSF...
[2025-11-25T23:38:57.522391] [INFO ] [sig       ] Generating forecast for: JJSF
[2025-11-25T23:38:57.522433] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JJSF' from 'https://tdm.silogroup.org/data/derivative_storage/JJSF.csv'.
[2025-11-25T23:38:57.535064] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JJSF'.
[2025-11-25T23:38:57.535430] [INFO ] [FORECASTER] Starting predict_future for JJSF
[2025-11-25T23:38:57.536301] [DEBUG] [LOCAL     ] No optimal features file found for JJSF: ./output/feature-sets/JJSF.txt
[2025-11-25T23:38:57.536393] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:38:57.536440] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:38:57.536483] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:38:57.536554] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:38:57.593918] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:38:57.594549] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:38:57.594659] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:38:57.594709] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:38:57.670599] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:38:57.670777] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:38:57.670822] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:38:57.670858] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:38:57.674194] [DEBUG] [FORECASTER] JJSF: Forecast T+1@11:T+2@11: UP (p=80.10%)
[2025-11-25T23:38:57.674477] [INFO ] [FORECASTER] Completed predict_future for JJSF
[2025-11-25T23:38:57.674606] [INFO ] [sig       ] JJSF: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:38:57.816408] [INFO ] [LOCAL     ] Saved forecast: JJSF	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/JJSF.txt
[2025-11-25T23:38:57.816546] [INFO ] [sig       ] [1800/3639] Completed JJSF in 0.3s | 3.03 sym/s | Total: 9.9m | ETA: 10.1m
[2025-11-25T23:38:57.816607] [INFO ] [sig       ] [1801/3639] Forecasting JKHY...
[2025-11-25T23:38:57.816679] [INFO ] [sig       ] Generating forecast for: JKHY
[2025-11-25T23:38:57.816733] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JKHY' from 'https://tdm.silogroup.org/data/derivative_storage/JKHY.csv'.
[2025-11-25T23:38:57.827872] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JKHY'.
[2025-11-25T23:38:57.828244] [INFO ] [FORECASTER] Starting predict_future for JKHY
[2025-11-25T23:38:57.829079] [DEBUG] [LOCAL     ] No optimal features file found for JKHY: ./output/feature-sets/JKHY.txt
[2025-11-25T23:38:57.829148] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:38:57.829205] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:38:57.829256] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:38:57.829342] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:38:57.887896] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:38:57.888523] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:38:57.888623] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:38:57.888699] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:38:57.957867] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:38:57.958016] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:38:57.958059] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:38:57.958100] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:38:57.961426] [DEBUG] [FORECASTER] JKHY: Forecast T+1@11:T+2@11: DOWN (p=1.09%)
[2025-11-25T23:38:57.961727] [INFO ] [FORECASTER] Completed predict_future for JKHY
[2025-11-25T23:38:57.961861] [INFO ] [sig       ] JKHY: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:38:58.103711] [INFO ] [LOCAL     ] Saved forecast: JKHY	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/JKHY.txt
[2025-11-25T23:38:58.103843] [INFO ] [sig       ] [1801/3639] Completed JKHY in 0.3s | 3.03 sym/s | Total: 9.9m | ETA: 10.1m
[2025-11-25T23:38:58.103909] [INFO ] [sig       ] [1802/3639] Forecasting JKS...
[2025-11-25T23:38:58.103962] [INFO ] [sig       ] Generating forecast for: JKS
[2025-11-25T23:38:58.104013] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JKS' from 'https://tdm.silogroup.org/data/derivative_storage/JKS.csv'.
[2025-11-25T23:38:58.114693] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JKS'.
[2025-11-25T23:38:58.115040] [INFO ] [FORECASTER] Starting predict_future for JKS
[2025-11-25T23:38:58.115850] [DEBUG] [LOCAL     ] No optimal features file found for JKS: ./output/feature-sets/JKS.txt
[2025-11-25T23:38:58.115918] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:38:58.115963] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:38:58.116003] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:38:58.116080] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:38:58.173586] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:38:58.174209] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:38:58.174303] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:38:58.174349] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:38:58.265618] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:38:58.265817] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:38:58.265867] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:38:58.265902] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:38:58.269546] [DEBUG] [FORECASTER] JKS: Forecast T+1@11:T+2@11: UP (p=74.76%)
[2025-11-25T23:38:58.269873] [INFO ] [FORECASTER] Completed predict_future for JKS
[2025-11-25T23:38:58.270057] [INFO ] [sig       ] JKS: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:38:58.412801] [INFO ] [LOCAL     ] Saved forecast: JKS	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/JKS.txt
[2025-11-25T23:38:58.412975] [INFO ] [sig       ] [1802/3639] Completed JKS in 0.3s | 3.03 sym/s | Total: 9.9m | ETA: 10.1m
[2025-11-25T23:38:58.413029] [INFO ] [sig       ] [1803/3639] Forecasting JLL...
[2025-11-25T23:38:58.413072] [INFO ] [sig       ] Generating forecast for: JLL
[2025-11-25T23:38:58.413114] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JLL' from 'https://tdm.silogroup.org/data/derivative_storage/JLL.csv'.
[2025-11-25T23:38:58.425698] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JLL'.
[2025-11-25T23:38:58.426140] [INFO ] [FORECASTER] Starting predict_future for JLL
[2025-11-25T23:38:58.426990] [DEBUG] [LOCAL     ] No optimal features file found for JLL: ./output/feature-sets/JLL.txt
[2025-11-25T23:38:58.427060] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:38:58.427106] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:38:58.427147] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:38:58.427216] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:38:58.485692] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:38:58.486486] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:38:58.486587] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:38:58.486633] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:38:58.586414] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:38:58.586590] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:38:58.586638] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:38:58.586700] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:38:58.590254] [DEBUG] [FORECASTER] JLL: Forecast T+1@11:T+2@11: UP (p=55.01%)
[2025-11-25T23:38:58.590559] [INFO ] [FORECASTER] Completed predict_future for JLL
[2025-11-25T23:38:58.590751] [INFO ] [sig       ] JLL: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:38:58.736123] [INFO ] [LOCAL     ] Saved forecast: JLL	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/JLL.txt
[2025-11-25T23:38:58.736273] [INFO ] [sig       ] [1803/3639] Completed JLL in 0.3s | 3.03 sym/s | Total: 9.9m | ETA: 10.1m
[2025-11-25T23:38:58.736338] [INFO ] [sig       ] [1804/3639] Forecasting JLS...
[2025-11-25T23:38:58.736383] [INFO ] [sig       ] Generating forecast for: JLS
[2025-11-25T23:38:58.736425] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JLS' from 'https://tdm.silogroup.org/data/derivative_storage/JLS.csv'.
[2025-11-25T23:38:58.748181] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JLS'.
[2025-11-25T23:38:58.748516] [INFO ] [FORECASTER] Starting predict_future for JLS
[2025-11-25T23:38:58.749378] [DEBUG] [LOCAL     ] No optimal features file found for JLS: ./output/feature-sets/JLS.txt
[2025-11-25T23:38:58.749451] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:38:58.749500] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:38:58.749544] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:38:58.749615] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:38:58.810726] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:38:58.811400] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:38:58.811499] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:38:58.811543] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:38:58.902725] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:38:58.902873] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:38:58.902920] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:38:58.902956] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:38:58.906471] [DEBUG] [FORECASTER] JLS: Forecast T+1@11:T+2@11: DOWN (p=34.09%)
[2025-11-25T23:38:58.906784] [INFO ] [FORECASTER] Completed predict_future for JLS
[2025-11-25T23:38:58.906950] [INFO ] [sig       ] JLS: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:38:59.051789] [INFO ] [LOCAL     ] Saved forecast: JLS	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/JLS.txt
[2025-11-25T23:38:59.051943] [INFO ] [sig       ] [1804/3639] Completed JLS in 0.3s | 3.03 sym/s | Total: 9.9m | ETA: 10.1m
[2025-11-25T23:38:59.051997] [INFO ] [sig       ] [1805/3639] Forecasting JMIA...
[2025-11-25T23:38:59.052043] [INFO ] [sig       ] Generating forecast for: JMIA
[2025-11-25T23:38:59.052088] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JMIA' from 'https://tdm.silogroup.org/data/derivative_storage/JMIA.csv'.
[2025-11-25T23:38:59.064289] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JMIA'.
[2025-11-25T23:38:59.064634] [INFO ] [FORECASTER] Starting predict_future for JMIA
[2025-11-25T23:38:59.065511] [DEBUG] [LOCAL     ] No optimal features file found for JMIA: ./output/feature-sets/JMIA.txt
[2025-11-25T23:38:59.065583] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:38:59.065630] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:38:59.065695] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:38:59.065766] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:38:59.124568] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:38:59.125239] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:38:59.125339] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:38:59.125388] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:38:59.239442] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:38:59.239574] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:38:59.239619] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:38:59.239675] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:38:59.243021] [DEBUG] [FORECASTER] JMIA: Forecast T+1@11:T+2@11: UP (p=67.53%)
[2025-11-25T23:38:59.243345] [INFO ] [FORECASTER] Completed predict_future for JMIA
[2025-11-25T23:38:59.243496] [INFO ] [sig       ] JMIA: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:38:59.388472] [INFO ] [LOCAL     ] Saved forecast: JMIA	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/JMIA.txt
[2025-11-25T23:38:59.388614] [INFO ] [sig       ] [1805/3639] Completed JMIA in 0.3s | 3.03 sym/s | Total: 9.9m | ETA: 10.1m
[2025-11-25T23:38:59.388690] [INFO ] [sig       ] [1806/3639] Forecasting JMSB...
[2025-11-25T23:38:59.388735] [INFO ] [sig       ] Generating forecast for: JMSB
[2025-11-25T23:38:59.388776] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JMSB' from 'https://tdm.silogroup.org/data/derivative_storage/JMSB.csv'.
[2025-11-25T23:38:59.400665] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JMSB'.
[2025-11-25T23:38:59.400974] [INFO ] [FORECASTER] Starting predict_future for JMSB
[2025-11-25T23:38:59.401794] [DEBUG] [LOCAL     ] No optimal features file found for JMSB: ./output/feature-sets/JMSB.txt
[2025-11-25T23:38:59.401863] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:38:59.401909] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:38:59.401949] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:38:59.402018] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:38:59.460870] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:38:59.461540] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:38:59.461639] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:38:59.461709] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:38:59.545950] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:38:59.546087] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:38:59.546135] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:38:59.546173] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:38:59.549555] [DEBUG] [FORECASTER] JMSB: Forecast T+1@11:T+2@11: DOWN (p=15.28%)
[2025-11-25T23:38:59.549862] [INFO ] [FORECASTER] Completed predict_future for JMSB
[2025-11-25T23:38:59.550018] [INFO ] [sig       ] JMSB: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:38:59.696899] [INFO ] [LOCAL     ] Saved forecast: JMSB	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/JMSB.txt
[2025-11-25T23:38:59.697053] [INFO ] [sig       ] [1806/3639] Completed JMSB in 0.3s | 3.03 sym/s | Total: 9.9m | ETA: 10.1m
[2025-11-25T23:38:59.697106] [INFO ] [sig       ] [1807/3639] Forecasting JNJ...
[2025-11-25T23:38:59.697150] [INFO ] [sig       ] Generating forecast for: JNJ
[2025-11-25T23:38:59.697192] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JNJ' from 'https://tdm.silogroup.org/data/derivative_storage/JNJ.csv'.
[2025-11-25T23:38:59.709225] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JNJ'.
[2025-11-25T23:38:59.709545] [INFO ] [FORECASTER] Starting predict_future for JNJ
[2025-11-25T23:38:59.710391] [DEBUG] [LOCAL     ] No optimal features file found for JNJ: ./output/feature-sets/JNJ.txt
[2025-11-25T23:38:59.710472] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:38:59.710525] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:38:59.710567] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:38:59.710637] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:38:59.769829] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:38:59.770499] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:38:59.770595] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:38:59.770663] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:38:59.868127] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:38:59.868259] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:38:59.868330] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:38:59.868367] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:38:59.871569] [DEBUG] [FORECASTER] JNJ: Forecast T+1@11:T+2@11: UP (p=98.79%)
[2025-11-25T23:38:59.871906] [INFO ] [FORECASTER] Completed predict_future for JNJ
[2025-11-25T23:38:59.872084] [INFO ] [sig       ] JNJ: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:39:00.018540] [INFO ] [LOCAL     ] Saved forecast: JNJ	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/JNJ.txt
[2025-11-25T23:39:00.018750] [INFO ] [sig       ] [1807/3639] Completed JNJ in 0.3s | 3.03 sym/s | Total: 9.9m | ETA: 10.1m
[2025-11-25T23:39:00.018808] [INFO ] [sig       ] [1808/3639] Forecasting JOBY...
[2025-11-25T23:39:00.018853] [INFO ] [sig       ] Generating forecast for: JOBY
[2025-11-25T23:39:00.018897] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JOBY' from 'https://tdm.silogroup.org/data/derivative_storage/JOBY.csv'.
[2025-11-25T23:39:00.030758] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JOBY'.
[2025-11-25T23:39:00.031130] [INFO ] [FORECASTER] Starting predict_future for JOBY
[2025-11-25T23:39:00.031956] [DEBUG] [LOCAL     ] No optimal features file found for JOBY: ./output/feature-sets/JOBY.txt
[2025-11-25T23:39:00.032025] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:39:00.032070] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:39:00.032110] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:39:00.032180] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:39:00.089931] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:39:00.090753] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:39:00.090854] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:39:00.090902] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:39:00.189963] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:39:00.190149] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:39:00.190198] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:39:00.190234] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:39:00.193774] [DEBUG] [FORECASTER] JOBY: Forecast T+1@11:T+2@11: UP (p=51.45%)
[2025-11-25T23:39:00.194096] [INFO ] [FORECASTER] Completed predict_future for JOBY
[2025-11-25T23:39:00.194251] [INFO ] [sig       ] JOBY: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:39:00.334797] [INFO ] [LOCAL     ] Saved forecast: JOBY	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/JOBY.txt
[2025-11-25T23:39:00.334975] [INFO ] [sig       ] [1808/3639] Completed JOBY in 0.3s | 3.03 sym/s | Total: 9.9m | ETA: 10.1m
[2025-11-25T23:39:00.335032] [INFO ] [sig       ] [1809/3639] Forecasting JOE...
[2025-11-25T23:39:00.335075] [INFO ] [sig       ] Generating forecast for: JOE
[2025-11-25T23:39:00.335115] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JOE' from 'https://tdm.silogroup.org/data/derivative_storage/JOE.csv'.
[2025-11-25T23:39:00.347290] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JOE'.
[2025-11-25T23:39:00.347715] [INFO ] [FORECASTER] Starting predict_future for JOE
[2025-11-25T23:39:00.348505] [DEBUG] [LOCAL     ] No optimal features file found for JOE: ./output/feature-sets/JOE.txt
[2025-11-25T23:39:00.348576] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:39:00.348624] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:39:00.348685] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:39:00.348756] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:39:00.405875] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:39:00.406673] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:39:00.406769] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:39:00.406815] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:39:00.504255] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:39:00.505043] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:39:00.505129] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:39:00.505180] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:39:00.508708] [DEBUG] [FORECASTER] JOE: Forecast T+1@11:T+2@11: DOWN (p=32.97%)
[2025-11-25T23:39:00.509010] [INFO ] [FORECASTER] Completed predict_future for JOE
[2025-11-25T23:39:00.509167] [INFO ] [sig       ] JOE: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:39:00.650307] [INFO ] [LOCAL     ] Saved forecast: JOE	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/JOE.txt
[2025-11-25T23:39:00.650485] [INFO ] [sig       ] [1809/3639] Completed JOE in 0.3s | 3.03 sym/s | Total: 9.9m | ETA: 10.1m
[2025-11-25T23:39:00.650540] [INFO ] [sig       ] [1810/3639] Forecasting JOF...
[2025-11-25T23:39:00.650582] [INFO ] [sig       ] Generating forecast for: JOF
[2025-11-25T23:39:00.650626] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JOF' from 'https://tdm.silogroup.org/data/derivative_storage/JOF.csv'.
[2025-11-25T23:39:00.663316] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JOF'.
[2025-11-25T23:39:00.663796] [INFO ] [FORECASTER] Starting predict_future for JOF
[2025-11-25T23:39:00.664590] [DEBUG] [LOCAL     ] No optimal features file found for JOF: ./output/feature-sets/JOF.txt
[2025-11-25T23:39:00.664679] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:39:00.664727] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:39:00.664767] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:39:00.664835] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:39:00.721699] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:39:00.722583] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:39:00.722707] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:39:00.722757] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:39:01.503836] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:39:01.504045] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:39:01.504106] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:39:01.504155] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:39:01.507822] [DEBUG] [FORECASTER] JOF: Forecast T+1@11:T+2@11: UP (p=72.41%)
[2025-11-25T23:39:01.508168] [INFO ] [FORECASTER] Completed predict_future for JOF
[2025-11-25T23:39:01.508345] [INFO ] [sig       ] JOF: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:39:01.660381] [INFO ] [LOCAL     ] Saved forecast: JOF	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/JOF.txt
[2025-11-25T23:39:01.660580] [INFO ] [sig       ] [1810/3639] Completed JOF in 1.0s | 3.03 sym/s | Total: 10.0m | ETA: 10.1m
[2025-11-25T23:39:01.660679] [INFO ] [sig       ] [1811/3639] Forecasting JPC...
[2025-11-25T23:39:01.660735] [INFO ] [sig       ] Generating forecast for: JPC
[2025-11-25T23:39:01.660787] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JPC' from 'https://tdm.silogroup.org/data/derivative_storage/JPC.csv'.
[2025-11-25T23:39:01.689181] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JPC'.
[2025-11-25T23:39:01.689672] [INFO ] [FORECASTER] Starting predict_future for JPC
[2025-11-25T23:39:01.690489] [DEBUG] [LOCAL     ] No optimal features file found for JPC: ./output/feature-sets/JPC.txt
[2025-11-25T23:39:01.690560] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:39:01.690624] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:39:01.690695] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:39:01.690766] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:39:01.747979] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:39:01.748950] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:39:01.749050] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:39:01.749093] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:39:01.844842] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:39:01.845038] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:39:01.845084] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:39:01.845119] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:39:01.848529] [DEBUG] [FORECASTER] JPC: Forecast T+1@11:T+2@11: UP (p=96.45%)
[2025-11-25T23:39:01.848829] [INFO ] [FORECASTER] Completed predict_future for JPC
[2025-11-25T23:39:01.848979] [INFO ] [sig       ] JPC: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:39:01.990470] [INFO ] [LOCAL     ] Saved forecast: JPC	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/JPC.txt
[2025-11-25T23:39:01.990688] [INFO ] [sig       ] [1811/3639] Completed JPC in 0.3s | 3.03 sym/s | Total: 10.0m | ETA: 10.1m
[2025-11-25T23:39:01.990745] [INFO ] [sig       ] [1812/3639] Forecasting JPEF...
[2025-11-25T23:39:01.990787] [INFO ] [sig       ] Generating forecast for: JPEF
[2025-11-25T23:39:01.990868] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JPEF' from 'https://tdm.silogroup.org/data/derivative_storage/JPEF.csv'.
[2025-11-25T23:39:02.003108] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JPEF'.
[2025-11-25T23:39:02.003544] [INFO ] [FORECASTER] Starting predict_future for JPEF
[2025-11-25T23:39:02.004406] [DEBUG] [LOCAL     ] No optimal features file found for JPEF: ./output/feature-sets/JPEF.txt
[2025-11-25T23:39:02.004475] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:39:02.004521] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:39:02.004562] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:39:02.004631] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:39:02.060884] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:39:02.061607] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:39:02.061723] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:39:02.061772] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:39:02.153165] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:39:02.153357] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:39:02.153402] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:39:02.153436] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:39:02.156875] [DEBUG] [FORECASTER] JPEF: Forecast T+1@11:T+2@11: DOWN (p=1.55%)
[2025-11-25T23:39:02.157171] [INFO ] [FORECASTER] Completed predict_future for JPEF
[2025-11-25T23:39:02.157321] [INFO ] [sig       ] JPEF: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:39:02.298933] [INFO ] [LOCAL     ] Saved forecast: JPEF	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/JPEF.txt
[2025-11-25T23:39:02.299125] [INFO ] [sig       ] [1812/3639] Completed JPEF in 0.3s | 3.03 sym/s | Total: 10.0m | ETA: 10.0m
[2025-11-25T23:39:02.299182] [INFO ] [sig       ] [1813/3639] Forecasting JPM...
[2025-11-25T23:39:02.299226] [INFO ] [sig       ] Generating forecast for: JPM
[2025-11-25T23:39:02.299270] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JPM' from 'https://tdm.silogroup.org/data/derivative_storage/JPM.csv'.
[2025-11-25T23:39:02.311368] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JPM'.
[2025-11-25T23:39:02.311793] [INFO ] [FORECASTER] Starting predict_future for JPM
[2025-11-25T23:39:02.312583] [DEBUG] [LOCAL     ] No optimal features file found for JPM: ./output/feature-sets/JPM.txt
[2025-11-25T23:39:02.312673] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:39:02.312722] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:39:02.312763] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:39:02.312831] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:39:02.369380] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:39:02.370032] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:39:02.370128] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:39:02.370176] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:39:02.463610] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:39:02.463837] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:39:02.463885] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:39:02.463947] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:39:02.467461] [DEBUG] [FORECASTER] JPM: Forecast T+1@11:T+2@11: UP (p=72.18%)
[2025-11-25T23:39:02.467816] [INFO ] [FORECASTER] Completed predict_future for JPM
[2025-11-25T23:39:02.467974] [INFO ] [sig       ] JPM: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:39:02.611085] [INFO ] [LOCAL     ] Saved forecast: JPM	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/JPM.txt
[2025-11-25T23:39:02.611267] [INFO ] [sig       ] [1813/3639] Completed JPM in 0.3s | 3.03 sym/s | Total: 10.0m | ETA: 10.0m
[2025-11-25T23:39:02.611321] [INFO ] [sig       ] [1814/3639] Forecasting JQC...
[2025-11-25T23:39:02.611367] [INFO ] [sig       ] Generating forecast for: JQC
[2025-11-25T23:39:02.611408] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JQC' from 'https://tdm.silogroup.org/data/derivative_storage/JQC.csv'.
[2025-11-25T23:39:02.623316] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JQC'.
[2025-11-25T23:39:02.623716] [INFO ] [FORECASTER] Starting predict_future for JQC
[2025-11-25T23:39:02.624493] [DEBUG] [LOCAL     ] No optimal features file found for JQC: ./output/feature-sets/JQC.txt
[2025-11-25T23:39:02.624563] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:39:02.624608] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:39:02.624669] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:39:02.624742] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:39:02.682347] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:39:02.683292] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:39:02.683407] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:39:02.683455] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:39:02.780398] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:39:02.780593] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:39:02.780660] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:39:02.780708] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:39:02.784141] [DEBUG] [FORECASTER] JQC: Forecast T+1@11:T+2@11: DOWN (p=1.78%)
[2025-11-25T23:39:02.784438] [INFO ] [FORECASTER] Completed predict_future for JQC
[2025-11-25T23:39:02.784580] [INFO ] [sig       ] JQC: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:39:02.925431] [INFO ] [LOCAL     ] Saved forecast: JQC	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/JQC.txt
[2025-11-25T23:39:02.925600] [INFO ] [sig       ] [1814/3639] Completed JQC in 0.3s | 3.03 sym/s | Total: 10.0m | ETA: 10.0m
[2025-11-25T23:39:02.925703] [INFO ] [sig       ] [1815/3639] Forecasting JRI...
[2025-11-25T23:39:02.925769] [INFO ] [sig       ] Generating forecast for: JRI
[2025-11-25T23:39:02.925823] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JRI' from 'https://tdm.silogroup.org/data/derivative_storage/JRI.csv'.
[2025-11-25T23:39:02.941170] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JRI'.
[2025-11-25T23:39:02.941598] [INFO ] [FORECASTER] Starting predict_future for JRI
[2025-11-25T23:39:02.942413] [DEBUG] [LOCAL     ] No optimal features file found for JRI: ./output/feature-sets/JRI.txt
[2025-11-25T23:39:02.942484] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:39:02.942531] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:39:02.942572] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:39:02.942665] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:39:02.999392] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:39:03.000098] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:39:03.000194] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:39:03.000244] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:39:03.086151] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:39:03.086346] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:39:03.086391] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:39:03.086426] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:39:03.089836] [DEBUG] [FORECASTER] JRI: Forecast T+1@11:T+2@11: UP (p=99.05%)
[2025-11-25T23:39:03.090133] [INFO ] [FORECASTER] Completed predict_future for JRI
[2025-11-25T23:39:03.090274] [INFO ] [sig       ] JRI: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:39:03.231335] [INFO ] [LOCAL     ] Saved forecast: JRI	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/JRI.txt
[2025-11-25T23:39:03.231518] [INFO ] [sig       ] [1815/3639] Completed JRI in 0.3s | 3.03 sym/s | Total: 10.0m | ETA: 10.0m
[2025-11-25T23:39:03.231597] [INFO ] [sig       ] [1816/3639] Forecasting JRS...
[2025-11-25T23:39:03.231670] [INFO ] [sig       ] Generating forecast for: JRS
[2025-11-25T23:39:03.231726] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JRS' from 'https://tdm.silogroup.org/data/derivative_storage/JRS.csv'.
[2025-11-25T23:39:03.243456] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JRS'.
[2025-11-25T23:39:03.243888] [INFO ] [FORECASTER] Starting predict_future for JRS
[2025-11-25T23:39:03.244710] [DEBUG] [LOCAL     ] No optimal features file found for JRS: ./output/feature-sets/JRS.txt
[2025-11-25T23:39:03.244778] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:39:03.244835] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:39:03.244885] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:39:03.244971] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:39:03.301686] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:39:03.302564] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:39:03.302698] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:39:03.302749] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:39:03.389050] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:39:03.389250] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:39:03.389304] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:39:03.389348] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:39:03.392849] [DEBUG] [FORECASTER] JRS: Forecast T+1@11:T+2@11: UP (p=52.05%)
[2025-11-25T23:39:03.393167] [INFO ] [FORECASTER] Completed predict_future for JRS
[2025-11-25T23:39:03.393312] [INFO ] [sig       ] JRS: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:39:03.535219] [INFO ] [LOCAL     ] Saved forecast: JRS	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/JRS.txt
[2025-11-25T23:39:03.535408] [INFO ] [sig       ] [1816/3639] Completed JRS in 0.3s | 3.03 sym/s | Total: 10.0m | ETA: 10.0m
[2025-11-25T23:39:03.535465] [INFO ] [sig       ] [1817/3639] Forecasting JSM...
[2025-11-25T23:39:03.535508] [INFO ] [sig       ] Generating forecast for: JSM
[2025-11-25T23:39:03.535552] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JSM' from 'https://tdm.silogroup.org/data/derivative_storage/JSM.csv'.
[2025-11-25T23:39:03.547477] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JSM'.
[2025-11-25T23:39:03.547825] [INFO ] [FORECASTER] Starting predict_future for JSM
[2025-11-25T23:39:03.548630] [DEBUG] [LOCAL     ] No optimal features file found for JSM: ./output/feature-sets/JSM.txt
[2025-11-25T23:39:03.548716] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:39:03.548772] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:39:03.548821] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:39:03.548911] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:39:03.609369] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:39:03.610312] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:39:03.610408] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:39:03.610466] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:39:03.702396] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:39:03.702551] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:39:03.702595] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:39:03.702628] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:39:03.705961] [DEBUG] [FORECASTER] JSM: Forecast T+1@11:T+2@11: UP (p=70.73%)
[2025-11-25T23:39:03.706275] [INFO ] [FORECASTER] Completed predict_future for JSM
[2025-11-25T23:39:03.706425] [INFO ] [sig       ] JSM: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:39:03.848514] [INFO ] [LOCAL     ] Saved forecast: JSM	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/JSM.txt
[2025-11-25T23:39:03.848704] [INFO ] [sig       ] [1817/3639] Completed JSM in 0.3s | 3.03 sym/s | Total: 10.0m | ETA: 10.0m
[2025-11-25T23:39:03.848800] [INFO ] [sig       ] [1818/3639] Forecasting JSMD...
[2025-11-25T23:39:03.848845] [INFO ] [sig       ] Generating forecast for: JSMD
[2025-11-25T23:39:03.848888] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JSMD' from 'https://tdm.silogroup.org/data/derivative_storage/JSMD.csv'.
[2025-11-25T23:39:03.860611] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JSMD'.
[2025-11-25T23:39:03.860963] [INFO ] [FORECASTER] Starting predict_future for JSMD
[2025-11-25T23:39:03.861772] [DEBUG] [LOCAL     ] No optimal features file found for JSMD: ./output/feature-sets/JSMD.txt
[2025-11-25T23:39:03.861841] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:39:03.861886] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:39:03.861927] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:39:03.861996] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:39:03.918689] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:39:03.919358] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:39:03.919452] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:39:03.919499] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:39:04.010863] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:39:04.011021] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:39:04.011065] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:39:04.011121] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:39:04.014573] [DEBUG] [FORECASTER] JSMD: Forecast T+1@11:T+2@11: UP (p=70.06%)
[2025-11-25T23:39:04.014877] [INFO ] [FORECASTER] Completed predict_future for JSMD
[2025-11-25T23:39:04.015020] [INFO ] [sig       ] JSMD: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:39:04.156291] [INFO ] [LOCAL     ] Saved forecast: JSMD	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/JSMD.txt
[2025-11-25T23:39:04.156464] [INFO ] [sig       ] [1818/3639] Completed JSMD in 0.3s | 3.03 sym/s | Total: 10.0m | ETA: 10.0m
[2025-11-25T23:39:04.156723] [INFO ] [sig       ] [1819/3639] Forecasting JSML...
[2025-11-25T23:39:04.156767] [INFO ] [sig       ] Generating forecast for: JSML
[2025-11-25T23:39:04.156811] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JSML' from 'https://tdm.silogroup.org/data/derivative_storage/JSML.csv'.
[2025-11-25T23:39:04.168965] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JSML'.
[2025-11-25T23:39:04.169352] [INFO ] [FORECASTER] Starting predict_future for JSML
[2025-11-25T23:39:04.170177] [DEBUG] [LOCAL     ] No optimal features file found for JSML: ./output/feature-sets/JSML.txt
[2025-11-25T23:39:04.170245] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:39:04.170290] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:39:04.170333] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:39:04.170403] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:39:04.230254] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:39:04.231219] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:39:04.231315] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:39:04.231363] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:39:04.316918] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:39:04.317093] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:39:04.317137] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:39:04.317171] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:39:04.320607] [DEBUG] [FORECASTER] JSML: Forecast T+1@11:T+2@11: UP (p=78.85%)
[2025-11-25T23:39:04.320923] [INFO ] [FORECASTER] Completed predict_future for JSML
[2025-11-25T23:39:04.321069] [INFO ] [sig       ] JSML: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:39:04.463714] [INFO ] [LOCAL     ] Saved forecast: JSML	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/JSML.txt
[2025-11-25T23:39:04.463888] [INFO ] [sig       ] [1819/3639] Completed JSML in 0.3s | 3.03 sym/s | Total: 10.0m | ETA: 10.0m
[2025-11-25T23:39:04.463944] [INFO ] [sig       ] [1820/3639] Forecasting JTAI...
[2025-11-25T23:39:04.463988] [INFO ] [sig       ] Generating forecast for: JTAI
[2025-11-25T23:39:04.464029] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JTAI' from 'https://tdm.silogroup.org/data/derivative_storage/JTAI.csv'.
[2025-11-25T23:39:04.477022] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JTAI'.
[2025-11-25T23:39:04.477450] [INFO ] [FORECASTER] Starting predict_future for JTAI
[2025-11-25T23:39:04.478328] [DEBUG] [LOCAL     ] No optimal features file found for JTAI: ./output/feature-sets/JTAI.txt
[2025-11-25T23:39:04.478400] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:39:04.478448] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:39:04.478490] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:39:04.478562] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:39:04.538220] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:39:04.539050] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:39:04.539149] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:39:04.539216] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:39:04.632452] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:39:04.632629] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:39:04.632723] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:39:04.632770] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:39:04.636213] [DEBUG] [FORECASTER] JTAI: Forecast T+1@11:T+2@11: DOWN (p=29.48%)
[2025-11-25T23:39:04.636553] [INFO ] [FORECASTER] Completed predict_future for JTAI
[2025-11-25T23:39:04.636737] [INFO ] [sig       ] JTAI: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:39:04.784480] [INFO ] [LOCAL     ] Saved forecast: JTAI	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/JTAI.txt
[2025-11-25T23:39:04.784697] [INFO ] [sig       ] [1820/3639] Completed JTAI in 0.3s | 3.03 sym/s | Total: 10.0m | ETA: 10.0m
[2025-11-25T23:39:04.784779] [INFO ] [sig       ] [1821/3639] Forecasting JTEK...
[2025-11-25T23:39:04.784825] [INFO ] [sig       ] Generating forecast for: JTEK
[2025-11-25T23:39:04.784869] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JTEK' from 'https://tdm.silogroup.org/data/derivative_storage/JTEK.csv'.
[2025-11-25T23:39:04.796807] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JTEK'.
[2025-11-25T23:39:04.797140] [INFO ] [FORECASTER] Starting predict_future for JTEK
[2025-11-25T23:39:04.798066] [DEBUG] [LOCAL     ] No optimal features file found for JTEK: ./output/feature-sets/JTEK.txt
[2025-11-25T23:39:04.798138] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:39:04.798185] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:39:04.798232] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:39:04.798316] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:39:04.861559] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:39:04.862484] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:39:04.862583] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:39:04.862634] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:39:04.954339] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:39:04.954531] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:39:04.954577] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:39:04.954612] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:39:04.958360] [DEBUG] [FORECASTER] JTEK: Forecast T+1@11:T+2@11: DOWN (p=48.61%)
[2025-11-25T23:39:04.958708] [INFO ] [FORECASTER] Completed predict_future for JTEK
[2025-11-25T23:39:04.958857] [INFO ] [sig       ] JTEK: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:39:05.106355] [INFO ] [LOCAL     ] Saved forecast: JTEK	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/JTEK.txt
[2025-11-25T23:39:05.106546] [INFO ] [sig       ] [1821/3639] Completed JTEK in 0.3s | 3.03 sym/s | Total: 10.0m | ETA: 10.0m
[2025-11-25T23:39:05.106603] [INFO ] [sig       ] [1822/3639] Forecasting JVA...
[2025-11-25T23:39:05.106678] [INFO ] [sig       ] Generating forecast for: JVA
[2025-11-25T23:39:05.106722] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JVA' from 'https://tdm.silogroup.org/data/derivative_storage/JVA.csv'.
[2025-11-25T23:39:05.118545] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JVA'.
[2025-11-25T23:39:05.118971] [INFO ] [FORECASTER] Starting predict_future for JVA
[2025-11-25T23:39:05.119940] [DEBUG] [LOCAL     ] No optimal features file found for JVA: ./output/feature-sets/JVA.txt
[2025-11-25T23:39:05.120013] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:39:05.120071] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:39:05.120122] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:39:05.120225] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:39:05.181063] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:39:05.181934] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:39:05.182045] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:39:05.182098] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:39:05.273188] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:39:05.273379] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:39:05.273425] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:39:05.273465] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:39:05.277048] [DEBUG] [FORECASTER] JVA: Forecast T+1@11:T+2@11: UP (p=86.27%)
[2025-11-25T23:39:05.277463] [INFO ] [FORECASTER] Completed predict_future for JVA
[2025-11-25T23:39:05.277676] [INFO ] [sig       ] JVA: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:39:05.419061] [INFO ] [LOCAL     ] Saved forecast: JVA	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/JVA.txt
[2025-11-25T23:39:05.419268] [INFO ] [sig       ] [1822/3639] Completed JVA in 0.3s | 3.03 sym/s | Total: 10.0m | ETA: 10.0m
[2025-11-25T23:39:05.419330] [INFO ] [sig       ] [1823/3639] Forecasting JXN...
[2025-11-25T23:39:05.419382] [INFO ] [sig       ] Generating forecast for: JXN
[2025-11-25T23:39:05.419434] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JXN' from 'https://tdm.silogroup.org/data/derivative_storage/JXN.csv'.
[2025-11-25T23:39:05.430960] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JXN'.
[2025-11-25T23:39:05.431449] [INFO ] [FORECASTER] Starting predict_future for JXN
[2025-11-25T23:39:05.432294] [DEBUG] [LOCAL     ] No optimal features file found for JXN: ./output/feature-sets/JXN.txt
[2025-11-25T23:39:05.432366] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:39:05.432421] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:39:05.432471] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:39:05.432557] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:39:05.492556] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:39:05.493542] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:39:05.493675] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:39:05.493727] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:39:05.586305] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:39:05.586469] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:39:05.586514] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:39:05.586548] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:39:05.590032] [DEBUG] [FORECASTER] JXN: Forecast T+1@11:T+2@11: DOWN (p=5.64%)
[2025-11-25T23:39:05.590325] [INFO ] [FORECASTER] Completed predict_future for JXN
[2025-11-25T23:39:05.590464] [INFO ] [sig       ] JXN: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:39:05.731775] [INFO ] [LOCAL     ] Saved forecast: JXN	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/JXN.txt
[2025-11-25T23:39:05.731922] [INFO ] [sig       ] [1823/3639] Completed JXN in 0.3s | 3.03 sym/s | Total: 10.0m | ETA: 10.0m
[2025-11-25T23:39:05.731975] [INFO ] [sig       ] [1824/3639] Forecasting K...
[2025-11-25T23:39:05.732042] [INFO ] [sig       ] Generating forecast for: K
[2025-11-25T23:39:05.732145] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'K' from 'https://tdm.silogroup.org/data/derivative_storage/K.csv'.
[2025-11-25T23:39:05.743494] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'K'.
[2025-11-25T23:39:05.743861] [INFO ] [FORECASTER] Starting predict_future for K
[2025-11-25T23:39:05.744673] [DEBUG] [LOCAL     ] No optimal features file found for K: ./output/feature-sets/K.txt
[2025-11-25T23:39:05.744757] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:39:05.744821] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:39:05.744869] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:39:05.744955] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:39:05.803339] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:39:05.804050] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:39:05.804161] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:39:05.804212] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:39:05.893234] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:39:05.893403] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:39:05.893447] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:39:05.893482] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:39:05.896928] [DEBUG] [FORECASTER] K: Forecast T+1@11:T+2@11: UP (p=66.43%)
[2025-11-25T23:39:05.897248] [INFO ] [FORECASTER] Completed predict_future for K
[2025-11-25T23:39:05.897418] [INFO ] [sig       ] K: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:39:06.038541] [INFO ] [LOCAL     ] Saved forecast: K	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/K.txt
[2025-11-25T23:39:06.038742] [INFO ] [sig       ] [1824/3639] Completed K in 0.3s | 3.03 sym/s | Total: 10.0m | ETA: 10.0m
[2025-11-25T23:39:06.038800] [INFO ] [sig       ] [1825/3639] Forecasting KAI...
[2025-11-25T23:39:06.038853] [INFO ] [sig       ] Generating forecast for: KAI
[2025-11-25T23:39:06.038906] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KAI' from 'https://tdm.silogroup.org/data/derivative_storage/KAI.csv'.
[2025-11-25T23:39:06.050179] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KAI'.
[2025-11-25T23:39:06.050534] [INFO ] [FORECASTER] Starting predict_future for KAI
[2025-11-25T23:39:06.051336] [DEBUG] [LOCAL     ] No optimal features file found for KAI: ./output/feature-sets/KAI.txt
[2025-11-25T23:39:06.051406] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:39:06.051452] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:39:06.051492] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:39:06.051560] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:39:06.111787] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:39:06.112614] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:39:06.112745] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:39:06.112794] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:39:06.199774] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:39:06.199935] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:39:06.199980] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:39:06.200014] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:39:06.203300] [DEBUG] [FORECASTER] KAI: Forecast T+1@11:T+2@11: DOWN (p=38.37%)
[2025-11-25T23:39:06.203582] [INFO ] [FORECASTER] Completed predict_future for KAI
[2025-11-25T23:39:06.203743] [INFO ] [sig       ] KAI: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:39:06.343132] [INFO ] [LOCAL     ] Saved forecast: KAI	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/KAI.txt
[2025-11-25T23:39:06.343293] [INFO ] [sig       ] [1825/3639] Completed KAI in 0.3s | 3.03 sym/s | Total: 10.0m | ETA: 10.0m
[2025-11-25T23:39:06.343346] [INFO ] [sig       ] [1826/3639] Forecasting KARO...
[2025-11-25T23:39:06.343389] [INFO ] [sig       ] Generating forecast for: KARO
[2025-11-25T23:39:06.343431] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KARO' from 'https://tdm.silogroup.org/data/derivative_storage/KARO.csv'.
[2025-11-25T23:39:06.355294] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KARO'.
[2025-11-25T23:39:06.355661] [INFO ] [FORECASTER] Starting predict_future for KARO
[2025-11-25T23:39:06.356452] [DEBUG] [LOCAL     ] No optimal features file found for KARO: ./output/feature-sets/KARO.txt
[2025-11-25T23:39:06.356521] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:39:06.356566] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:39:06.356607] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:39:06.356702] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:39:06.413633] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:39:06.414292] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:39:06.414392] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:39:06.414437] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:39:06.508631] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:39:06.508796] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:39:06.508840] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:39:06.508873] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:39:06.512179] [DEBUG] [FORECASTER] KARO: Forecast T+1@11:T+2@11: UP (p=83.50%)
[2025-11-25T23:39:06.512512] [INFO ] [FORECASTER] Completed predict_future for KARO
[2025-11-25T23:39:06.512685] [INFO ] [sig       ] KARO: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:39:06.652216] [INFO ] [LOCAL     ] Saved forecast: KARO	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/KARO.txt
[2025-11-25T23:39:06.652367] [INFO ] [sig       ] [1826/3639] Completed KARO in 0.3s | 3.03 sym/s | Total: 10.0m | ETA: 10.0m
[2025-11-25T23:39:06.652421] [INFO ] [sig       ] [1827/3639] Forecasting KB...
[2025-11-25T23:39:06.652465] [INFO ] [sig       ] Generating forecast for: KB
[2025-11-25T23:39:06.652506] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KB' from 'https://tdm.silogroup.org/data/derivative_storage/KB.csv'.
[2025-11-25T23:39:06.663985] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KB'.
[2025-11-25T23:39:06.664276] [INFO ] [FORECASTER] Starting predict_future for KB
[2025-11-25T23:39:06.665061] [DEBUG] [LOCAL     ] No optimal features file found for KB: ./output/feature-sets/KB.txt
[2025-11-25T23:39:06.665131] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:39:06.665176] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:39:06.665216] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:39:06.665284] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:39:06.721706] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:39:06.722358] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:39:06.722459] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:39:06.722507] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:39:06.818536] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:39:06.818709] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:39:06.818761] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:39:06.818796] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:39:06.822138] [DEBUG] [FORECASTER] KB: Forecast T+1@11:T+2@11: UP (p=68.76%)
[2025-11-25T23:39:06.822433] [INFO ] [FORECASTER] Completed predict_future for KB
[2025-11-25T23:39:06.822586] [INFO ] [sig       ] KB: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:39:06.963794] [INFO ] [LOCAL     ] Saved forecast: KB	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/KB.txt
[2025-11-25T23:39:06.963968] [INFO ] [sig       ] [1827/3639] Completed KB in 0.3s | 3.03 sym/s | Total: 10.0m | ETA: 10.0m
[2025-11-25T23:39:06.964051] [INFO ] [sig       ] [1828/3639] Forecasting KBH...
[2025-11-25T23:39:06.964098] [INFO ] [sig       ] Generating forecast for: KBH
[2025-11-25T23:39:06.964140] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KBH' from 'https://tdm.silogroup.org/data/derivative_storage/KBH.csv'.
[2025-11-25T23:39:06.975318] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KBH'.
[2025-11-25T23:39:06.975619] [INFO ] [FORECASTER] Starting predict_future for KBH
[2025-11-25T23:39:06.976410] [DEBUG] [LOCAL     ] No optimal features file found for KBH: ./output/feature-sets/KBH.txt
[2025-11-25T23:39:06.976480] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:39:06.976526] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:39:06.976567] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:39:06.976634] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:39:07.033171] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:39:07.033814] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:39:07.033908] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:39:07.033955] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:39:07.145756] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:39:07.145926] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:39:07.145970] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:39:07.146005] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:39:07.149317] [DEBUG] [FORECASTER] KBH: Forecast T+1@11:T+2@11: DOWN (p=49.32%)
[2025-11-25T23:39:07.149605] [INFO ] [FORECASTER] Completed predict_future for KBH
[2025-11-25T23:39:07.149769] [INFO ] [sig       ] KBH: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:39:07.290715] [INFO ] [LOCAL     ] Saved forecast: KBH	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/KBH.txt
[2025-11-25T23:39:07.290901] [INFO ] [sig       ] [1828/3639] Completed KBH in 0.3s | 3.03 sym/s | Total: 10.0m | ETA: 10.0m
[2025-11-25T23:39:07.290958] [INFO ] [sig       ] [1829/3639] Forecasting KBWB...
[2025-11-25T23:39:07.291002] [INFO ] [sig       ] Generating forecast for: KBWB
[2025-11-25T23:39:07.291043] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KBWB' from 'https://tdm.silogroup.org/data/derivative_storage/KBWB.csv'.
[2025-11-25T23:39:07.303152] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KBWB'.
[2025-11-25T23:39:07.303569] [INFO ] [FORECASTER] Starting predict_future for KBWB
[2025-11-25T23:39:07.304419] [DEBUG] [LOCAL     ] No optimal features file found for KBWB: ./output/feature-sets/KBWB.txt
[2025-11-25T23:39:07.304490] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:39:07.304537] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:39:07.304580] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:39:07.304668] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:39:07.362135] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:39:07.363055] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:39:07.363161] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:39:07.363209] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:39:07.490318] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:39:07.490563] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:39:07.490613] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:39:07.490667] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:39:07.494490] [DEBUG] [FORECASTER] KBWB: Forecast T+1@11:T+2@11: DOWN (p=2.11%)
[2025-11-25T23:39:07.494856] [INFO ] [FORECASTER] Completed predict_future for KBWB
[2025-11-25T23:39:07.495041] [INFO ] [sig       ] KBWB: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:39:07.642855] [INFO ] [LOCAL     ] Saved forecast: KBWB	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/KBWB.txt
[2025-11-25T23:39:07.643047] [INFO ] [sig       ] [1829/3639] Completed KBWB in 0.4s | 3.03 sym/s | Total: 10.1m | ETA: 10.0m
[2025-11-25T23:39:07.643106] [INFO ] [sig       ] [1830/3639] Forecasting KBWD...
[2025-11-25T23:39:07.643162] [INFO ] [sig       ] Generating forecast for: KBWD
[2025-11-25T23:39:07.643216] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KBWD' from 'https://tdm.silogroup.org/data/derivative_storage/KBWD.csv'.
[2025-11-25T23:39:07.656591] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KBWD'.
[2025-11-25T23:39:07.657004] [INFO ] [FORECASTER] Starting predict_future for KBWD
[2025-11-25T23:39:07.657917] [DEBUG] [LOCAL     ] No optimal features file found for KBWD: ./output/feature-sets/KBWD.txt
[2025-11-25T23:39:07.657986] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:39:07.658036] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:39:07.658076] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:39:07.658145] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:39:07.719426] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:39:07.720429] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:39:07.720531] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:39:07.720580] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:39:07.815410] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:39:07.815602] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:39:07.815669] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:39:07.815713] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:39:07.819338] [DEBUG] [FORECASTER] KBWD: Forecast T+1@11:T+2@11: DOWN (p=0.90%)
[2025-11-25T23:39:07.819720] [INFO ] [FORECASTER] Completed predict_future for KBWD
[2025-11-25T23:39:07.819911] [INFO ] [sig       ] KBWD: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:39:07.966909] [INFO ] [LOCAL     ] Saved forecast: KBWD	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/KBWD.txt
[2025-11-25T23:39:07.967076] [INFO ] [sig       ] [1830/3639] Completed KBWD in 0.3s | 3.03 sym/s | Total: 10.1m | ETA: 9.9m
[2025-11-25T23:39:07.967132] [INFO ] [sig       ] [1831/3639] Forecasting KBWP...
[2025-11-25T23:39:07.967174] [INFO ] [sig       ] Generating forecast for: KBWP
[2025-11-25T23:39:07.967209] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KBWP' from 'https://tdm.silogroup.org/data/derivative_storage/KBWP.csv'.
[2025-11-25T23:39:07.979167] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KBWP'.
[2025-11-25T23:39:07.979503] [INFO ] [FORECASTER] Starting predict_future for KBWP
[2025-11-25T23:39:07.980362] [DEBUG] [LOCAL     ] No optimal features file found for KBWP: ./output/feature-sets/KBWP.txt
[2025-11-25T23:39:07.980433] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:39:07.980490] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:39:07.980541] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:39:07.980629] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:39:08.045914] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:39:08.046908] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:39:08.047007] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:39:08.047062] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:39:08.141433] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:39:08.141629] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:39:08.141753] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:39:08.141820] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:39:08.145610] [DEBUG] [FORECASTER] KBWP: Forecast T+1@11:T+2@11: UP (p=54.94%)
[2025-11-25T23:39:08.145924] [INFO ] [FORECASTER] Completed predict_future for KBWP
[2025-11-25T23:39:08.146074] [INFO ] [sig       ] KBWP: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:39:08.290872] [INFO ] [LOCAL     ] Saved forecast: KBWP	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/KBWP.txt
[2025-11-25T23:39:08.291029] [INFO ] [sig       ] [1831/3639] Completed KBWP in 0.3s | 3.03 sym/s | Total: 10.1m | ETA: 9.9m
[2025-11-25T23:39:08.291084] [INFO ] [sig       ] [1832/3639] Forecasting KBWY...
[2025-11-25T23:39:08.291129] [INFO ] [sig       ] Generating forecast for: KBWY
[2025-11-25T23:39:08.291172] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KBWY' from 'https://tdm.silogroup.org/data/derivative_storage/KBWY.csv'.
[2025-11-25T23:39:08.303165] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KBWY'.
[2025-11-25T23:39:08.303480] [INFO ] [FORECASTER] Starting predict_future for KBWY
[2025-11-25T23:39:08.304299] [DEBUG] [LOCAL     ] No optimal features file found for KBWY: ./output/feature-sets/KBWY.txt
[2025-11-25T23:39:08.304367] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:39:08.304412] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:39:08.304452] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:39:08.304522] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:39:08.361290] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:39:08.362175] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:39:08.362270] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:39:08.362323] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:39:08.453486] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:39:08.453685] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:39:08.453736] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:39:08.453772] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:39:08.457114] [DEBUG] [FORECASTER] KBWY: Forecast T+1@11:T+2@11: DOWN (p=0.55%)
[2025-11-25T23:39:08.457432] [INFO ] [FORECASTER] Completed predict_future for KBWY
[2025-11-25T23:39:08.457570] [INFO ] [sig       ] KBWY: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:39:08.602296] [INFO ] [LOCAL     ] Saved forecast: KBWY	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/KBWY.txt
[2025-11-25T23:39:08.602491] [INFO ] [sig       ] [1832/3639] Completed KBWY in 0.3s | 3.03 sym/s | Total: 10.1m | ETA: 9.9m
[2025-11-25T23:39:08.602549] [INFO ] [sig       ] [1833/3639] Forecasting KC...
[2025-11-25T23:39:08.602595] [INFO ] [sig       ] Generating forecast for: KC
[2025-11-25T23:39:08.602659] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KC' from 'https://tdm.silogroup.org/data/derivative_storage/KC.csv'.
[2025-11-25T23:39:08.615681] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KC'.
[2025-11-25T23:39:08.616116] [INFO ] [FORECASTER] Starting predict_future for KC
[2025-11-25T23:39:08.616977] [DEBUG] [LOCAL     ] No optimal features file found for KC: ./output/feature-sets/KC.txt
[2025-11-25T23:39:08.617050] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:39:08.617099] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:39:08.617140] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:39:08.617212] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:39:08.680062] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:39:08.680967] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:39:08.681074] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:39:08.681122] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:39:08.779995] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:39:08.780097] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:39:08.780137] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:39:08.780170] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:39:08.783220] [DEBUG] [FORECASTER] KC: Forecast T+1@11:T+2@11: DOWN (p=4.16%)
[2025-11-25T23:39:08.783604] [INFO ] [FORECASTER] Completed predict_future for KC
[2025-11-25T23:39:08.783834] [INFO ] [sig       ] KC: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:39:08.924670] [INFO ] [LOCAL     ] Saved forecast: KC	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/KC.txt
[2025-11-25T23:39:08.924828] [INFO ] [sig       ] [1833/3639] Completed KC in 0.3s | 3.03 sym/s | Total: 10.1m | ETA: 9.9m
[2025-11-25T23:39:08.924881] [INFO ] [sig       ] [1834/3639] Forecasting KD...
[2025-11-25T23:39:08.924989] [INFO ] [sig       ] Generating forecast for: KD
[2025-11-25T23:39:08.925033] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KD' from 'https://tdm.silogroup.org/data/derivative_storage/KD.csv'.
[2025-11-25T23:39:08.936419] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KD'.
[2025-11-25T23:39:08.936729] [INFO ] [FORECASTER] Starting predict_future for KD
[2025-11-25T23:39:08.937585] [DEBUG] [LOCAL     ] No optimal features file found for KD: ./output/feature-sets/KD.txt
[2025-11-25T23:39:08.937678] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:39:08.937737] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:39:08.937778] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:39:08.937866] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:39:08.995308] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:39:08.996041] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:39:08.996136] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:39:08.996195] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:39:09.097301] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:39:09.097462] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:39:09.097514] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:39:09.097556] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:39:09.100861] [DEBUG] [FORECASTER] KD: Forecast T+1@11:T+2@11: DOWN (p=1.31%)
[2025-11-25T23:39:09.101257] [INFO ] [FORECASTER] Completed predict_future for KD
[2025-11-25T23:39:09.101491] [INFO ] [sig       ] KD: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:39:09.286719] [INFO ] [LOCAL     ] Saved forecast: KD	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/KD.txt
[2025-11-25T23:39:09.286891] [INFO ] [sig       ] [1834/3639] Completed KD in 0.4s | 3.03 sym/s | Total: 10.1m | ETA: 9.9m
[2025-11-25T23:39:09.286947] [INFO ] [sig       ] [1835/3639] Forecasting KDP...
[2025-11-25T23:39:09.286992] [INFO ] [sig       ] Generating forecast for: KDP
[2025-11-25T23:39:09.287035] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KDP' from 'https://tdm.silogroup.org/data/derivative_storage/KDP.csv'.
[2025-11-25T23:39:09.302311] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KDP'.
[2025-11-25T23:39:09.302732] [INFO ] [FORECASTER] Starting predict_future for KDP
[2025-11-25T23:39:09.303568] [DEBUG] [LOCAL     ] No optimal features file found for KDP: ./output/feature-sets/KDP.txt
[2025-11-25T23:39:09.303656] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:39:09.303722] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:39:09.303764] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:39:09.303834] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:39:09.360776] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:39:09.361413] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:39:09.361515] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:39:09.361563] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:39:09.455391] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:39:09.455501] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:39:09.455542] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:39:09.455576] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:39:09.458720] [DEBUG] [FORECASTER] KDP: Forecast T+1@11:T+2@11: UP (p=75.79%)
[2025-11-25T23:39:09.458997] [INFO ] [FORECASTER] Completed predict_future for KDP
[2025-11-25T23:39:09.459159] [INFO ] [sig       ] KDP: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:39:09.600578] [INFO ] [LOCAL     ] Saved forecast: KDP	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/KDP.txt
[2025-11-25T23:39:09.600761] [INFO ] [sig       ] [1835/3639] Completed KDP in 0.3s | 3.03 sym/s | Total: 10.1m | ETA: 9.9m
[2025-11-25T23:39:09.600814] [INFO ] [sig       ] [1836/3639] Forecasting KE...
[2025-11-25T23:39:09.600862] [INFO ] [sig       ] Generating forecast for: KE
[2025-11-25T23:39:09.600904] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KE' from 'https://tdm.silogroup.org/data/derivative_storage/KE.csv'.
[2025-11-25T23:39:09.612347] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KE'.
[2025-11-25T23:39:09.612657] [INFO ] [FORECASTER] Starting predict_future for KE
[2025-11-25T23:39:09.613450] [DEBUG] [LOCAL     ] No optimal features file found for KE: ./output/feature-sets/KE.txt
[2025-11-25T23:39:09.613518] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:39:09.613564] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:39:09.613604] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:39:09.613692] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:39:09.671804] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:39:09.672401] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:39:09.672494] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:39:09.672541] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:39:09.766732] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:39:09.766826] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:39:09.766868] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:39:09.766901] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:39:09.769975] [DEBUG] [FORECASTER] KE: Forecast T+1@11:T+2@11: UP (p=61.01%)
[2025-11-25T23:39:09.770251] [INFO ] [FORECASTER] Completed predict_future for KE
[2025-11-25T23:39:09.770384] [INFO ] [sig       ] KE: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:39:09.911293] [INFO ] [LOCAL     ] Saved forecast: KE	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/KE.txt
[2025-11-25T23:39:09.911424] [INFO ] [sig       ] [1836/3639] Completed KE in 0.3s | 3.03 sym/s | Total: 10.1m | ETA: 9.9m
[2025-11-25T23:39:09.911476] [INFO ] [sig       ] [1837/3639] Forecasting KELYA...
[2025-11-25T23:39:09.911518] [INFO ] [sig       ] Generating forecast for: KELYA
[2025-11-25T23:39:09.911559] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KELYA' from 'https://tdm.silogroup.org/data/derivative_storage/KELYA.csv'.
[2025-11-25T23:39:09.926405] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KELYA'.
[2025-11-25T23:39:09.926831] [INFO ] [FORECASTER] Starting predict_future for KELYA
[2025-11-25T23:39:09.927685] [DEBUG] [LOCAL     ] No optimal features file found for KELYA: ./output/feature-sets/KELYA.txt
[2025-11-25T23:39:09.927754] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:39:09.927800] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:39:09.927839] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:39:09.927908] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:39:09.986101] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:39:09.986790] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:39:09.986895] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:39:09.986941] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:39:10.078894] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:39:10.078999] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:39:10.079039] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:39:10.079072] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:39:10.082131] [DEBUG] [FORECASTER] KELYA: Forecast T+1@11:T+2@11: DOWN (p=7.64%)
[2025-11-25T23:39:10.082402] [INFO ] [FORECASTER] Completed predict_future for KELYA
[2025-11-25T23:39:10.082537] [INFO ] [sig       ] KELYA: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:39:10.225961] [INFO ] [LOCAL     ] Saved forecast: KELYA	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/KELYA.txt
[2025-11-25T23:39:10.226088] [INFO ] [sig       ] [1837/3639] Completed KELYA in 0.3s | 3.03 sym/s | Total: 10.1m | ETA: 9.9m
[2025-11-25T23:39:10.226143] [INFO ] [sig       ] [1838/3639] Forecasting KEN...
[2025-11-25T23:39:10.226189] [INFO ] [sig       ] Generating forecast for: KEN
[2025-11-25T23:39:10.226233] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KEN' from 'https://tdm.silogroup.org/data/derivative_storage/KEN.csv'.
[2025-11-25T23:39:10.238587] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KEN'.
[2025-11-25T23:39:10.239001] [INFO ] [FORECASTER] Starting predict_future for KEN
[2025-11-25T23:39:10.239880] [DEBUG] [LOCAL     ] No optimal features file found for KEN: ./output/feature-sets/KEN.txt
[2025-11-25T23:39:10.239953] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:39:10.240002] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:39:10.240045] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:39:10.240115] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:39:10.299141] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:39:10.300137] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:39:10.300242] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:39:10.300292] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:39:10.403194] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:39:10.403384] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:39:10.403431] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:39:10.403465] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:39:10.406943] [DEBUG] [FORECASTER] KEN: Forecast T+1@11:T+2@11: DOWN (p=32.16%)
[2025-11-25T23:39:10.407243] [INFO ] [FORECASTER] Completed predict_future for KEN
[2025-11-25T23:39:10.407416] [INFO ] [sig       ] KEN: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:39:10.549353] [INFO ] [LOCAL     ] Saved forecast: KEN	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/KEN.txt
[2025-11-25T23:39:10.549503] [INFO ] [sig       ] [1838/3639] Completed KEN in 0.3s | 3.03 sym/s | Total: 10.1m | ETA: 9.9m
[2025-11-25T23:39:10.549558] [INFO ] [sig       ] [1839/3639] Forecasting KEP...
[2025-11-25T23:39:10.549615] [INFO ] [sig       ] Generating forecast for: KEP
[2025-11-25T23:39:10.549683] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KEP' from 'https://tdm.silogroup.org/data/derivative_storage/KEP.csv'.
[2025-11-25T23:39:10.561306] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KEP'.
[2025-11-25T23:39:10.561631] [INFO ] [FORECASTER] Starting predict_future for KEP
[2025-11-25T23:39:10.562450] [DEBUG] [LOCAL     ] No optimal features file found for KEP: ./output/feature-sets/KEP.txt
[2025-11-25T23:39:10.562522] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:39:10.562570] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:39:10.562612] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:39:10.562703] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:39:10.619876] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:39:10.620488] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:39:10.620583] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:39:10.620630] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:39:10.732517] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:39:10.732710] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:39:10.732761] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:39:10.732795] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:39:10.736194] [DEBUG] [FORECASTER] KEP: Forecast T+1@11:T+2@11: UP (p=99.73%)
[2025-11-25T23:39:10.736491] [INFO ] [FORECASTER] Completed predict_future for KEP
[2025-11-25T23:39:10.736666] [INFO ] [sig       ] KEP: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:39:10.876344] [INFO ] [LOCAL     ] Saved forecast: KEP	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/KEP.txt
[2025-11-25T23:39:10.876488] [INFO ] [sig       ] [1839/3639] Completed KEP in 0.3s | 3.03 sym/s | Total: 10.1m | ETA: 9.9m
[2025-11-25T23:39:10.876537] [INFO ] [sig       ] [1840/3639] Forecasting KEX...
[2025-11-25T23:39:10.876584] [INFO ] [sig       ] Generating forecast for: KEX
[2025-11-25T23:39:10.876629] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KEX' from 'https://tdm.silogroup.org/data/derivative_storage/KEX.csv'.
[2025-11-25T23:39:10.888435] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KEX'.
[2025-11-25T23:39:10.888757] [INFO ] [FORECASTER] Starting predict_future for KEX
[2025-11-25T23:39:10.889537] [DEBUG] [LOCAL     ] No optimal features file found for KEX: ./output/feature-sets/KEX.txt
[2025-11-25T23:39:10.889608] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:39:10.889684] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:39:10.889728] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:39:10.889799] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:39:10.946675] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:39:10.947299] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:39:10.947413] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:39:10.947468] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:39:11.055448] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:39:11.055619] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:39:11.055682] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:39:11.055727] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:39:11.059097] [DEBUG] [FORECASTER] KEX: Forecast T+1@11:T+2@11: DOWN (p=42.21%)
[2025-11-25T23:39:11.059383] [INFO ] [FORECASTER] Completed predict_future for KEX
[2025-11-25T23:39:11.059530] [INFO ] [sig       ] KEX: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:39:11.199273] [INFO ] [LOCAL     ] Saved forecast: KEX	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/KEX.txt
[2025-11-25T23:39:11.199428] [INFO ] [sig       ] [1840/3639] Completed KEX in 0.3s | 3.03 sym/s | Total: 10.1m | ETA: 9.9m
[2025-11-25T23:39:11.199480] [INFO ] [sig       ] [1841/3639] Forecasting KEYS...
[2025-11-25T23:39:11.199529] [INFO ] [sig       ] Generating forecast for: KEYS
[2025-11-25T23:39:11.199573] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KEYS' from 'https://tdm.silogroup.org/data/derivative_storage/KEYS.csv'.
[2025-11-25T23:39:11.211419] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KEYS'.
[2025-11-25T23:39:11.211739] [INFO ] [FORECASTER] Starting predict_future for KEYS
[2025-11-25T23:39:11.212534] [DEBUG] [LOCAL     ] No optimal features file found for KEYS: ./output/feature-sets/KEYS.txt
[2025-11-25T23:39:11.212607] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:39:11.212688] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:39:11.212735] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:39:11.212815] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:39:11.270335] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:39:11.271003] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:39:11.271099] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:39:11.271147] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:39:11.379145] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:39:11.379265] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:39:11.379307] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:39:11.379340] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:39:11.382526] [DEBUG] [FORECASTER] KEYS: Forecast T+1@11:T+2@11: DOWN (p=6.38%)
[2025-11-25T23:39:11.382866] [INFO ] [FORECASTER] Completed predict_future for KEYS
[2025-11-25T23:39:11.383040] [INFO ] [sig       ] KEYS: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:39:11.522633] [INFO ] [LOCAL     ] Saved forecast: KEYS	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/KEYS.txt
[2025-11-25T23:39:11.522824] [INFO ] [sig       ] [1841/3639] Completed KEYS in 0.3s | 3.03 sym/s | Total: 10.1m | ETA: 9.9m
[2025-11-25T23:39:11.522878] [INFO ] [sig       ] [1842/3639] Forecasting KFS...
[2025-11-25T23:39:11.522921] [INFO ] [sig       ] Generating forecast for: KFS
[2025-11-25T23:39:11.522963] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KFS' from 'https://tdm.silogroup.org/data/derivative_storage/KFS.csv'.
[2025-11-25T23:39:11.535048] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KFS'.
[2025-11-25T23:39:11.535495] [INFO ] [FORECASTER] Starting predict_future for KFS
[2025-11-25T23:39:11.536313] [DEBUG] [LOCAL     ] No optimal features file found for KFS: ./output/feature-sets/KFS.txt
[2025-11-25T23:39:11.536384] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:39:11.536432] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:39:11.536475] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:39:11.536543] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:39:11.593353] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:39:11.594121] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:39:11.594220] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:39:11.594266] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:39:11.700064] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:39:11.700253] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:39:11.700305] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:39:11.700369] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:39:11.703834] [DEBUG] [FORECASTER] KFS: Forecast T+1@11:T+2@11: UP (p=75.28%)
[2025-11-25T23:39:11.704154] [INFO ] [FORECASTER] Completed predict_future for KFS
[2025-11-25T23:39:11.704304] [INFO ] [sig       ] KFS: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:39:11.845788] [INFO ] [LOCAL     ] Saved forecast: KFS	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/KFS.txt
[2025-11-25T23:39:11.845943] [INFO ] [sig       ] [1842/3639] Completed KFS in 0.3s | 3.03 sym/s | Total: 10.1m | ETA: 9.9m
[2025-11-25T23:39:11.845998] [INFO ] [sig       ] [1843/3639] Forecasting KFY...
[2025-11-25T23:39:11.846040] [INFO ] [sig       ] Generating forecast for: KFY
[2025-11-25T23:39:11.846080] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KFY' from 'https://tdm.silogroup.org/data/derivative_storage/KFY.csv'.
[2025-11-25T23:39:11.857216] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KFY'.
[2025-11-25T23:39:11.857557] [INFO ] [FORECASTER] Starting predict_future for KFY
[2025-11-25T23:39:11.858358] [DEBUG] [LOCAL     ] No optimal features file found for KFY: ./output/feature-sets/KFY.txt
[2025-11-25T23:39:11.858429] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:39:11.858476] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:39:11.858517] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:39:11.858586] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:39:11.915916] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:39:11.916597] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:39:11.916713] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:39:11.916762] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:39:12.018429] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:39:12.018631] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:39:12.018705] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:39:12.018748] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:39:12.022116] [DEBUG] [FORECASTER] KFY: Forecast T+1@11:T+2@11: UP (p=99.63%)
[2025-11-25T23:39:12.022405] [INFO ] [FORECASTER] Completed predict_future for KFY
[2025-11-25T23:39:12.022546] [INFO ] [sig       ] KFY: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:39:12.162999] [INFO ] [LOCAL     ] Saved forecast: KFY	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/KFY.txt
[2025-11-25T23:39:12.163159] [INFO ] [sig       ] [1843/3639] Completed KFY in 0.3s | 3.03 sym/s | Total: 10.1m | ETA: 9.9m
[2025-11-25T23:39:12.163217] [INFO ] [sig       ] [1844/3639] Forecasting KGS...
[2025-11-25T23:39:12.163264] [INFO ] [sig       ] Generating forecast for: KGS
[2025-11-25T23:39:12.163307] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KGS' from 'https://tdm.silogroup.org/data/derivative_storage/KGS.csv'.
[2025-11-25T23:39:12.175793] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KGS'.
[2025-11-25T23:39:12.176119] [INFO ] [FORECASTER] Starting predict_future for KGS
[2025-11-25T23:39:12.177036] [DEBUG] [LOCAL     ] No optimal features file found for KGS: ./output/feature-sets/KGS.txt
[2025-11-25T23:39:12.177106] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:39:12.177154] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:39:12.177194] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:39:12.177263] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:39:12.234164] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:39:12.234814] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:39:12.234906] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:39:12.234958] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:39:12.344748] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:39:12.344936] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:39:12.344986] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:39:12.345026] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:39:12.348538] [DEBUG] [FORECASTER] KGS: Forecast T+1@11:T+2@11: DOWN (p=40.20%)
[2025-11-25T23:39:12.348879] [INFO ] [FORECASTER] Completed predict_future for KGS
[2025-11-25T23:39:12.349053] [INFO ] [sig       ] KGS: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:39:12.490874] [INFO ] [LOCAL     ] Saved forecast: KGS	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/KGS.txt
[2025-11-25T23:39:12.491025] [INFO ] [sig       ] [1844/3639] Completed KGS in 0.3s | 3.03 sym/s | Total: 10.1m | ETA: 9.9m
[2025-11-25T23:39:12.491079] [INFO ] [sig       ] [1845/3639] Forecasting KHC...
[2025-11-25T23:39:12.491122] [INFO ] [sig       ] Generating forecast for: KHC
[2025-11-25T23:39:12.491180] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KHC' from 'https://tdm.silogroup.org/data/derivative_storage/KHC.csv'.
[2025-11-25T23:39:12.502210] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KHC'.
[2025-11-25T23:39:12.502524] [INFO ] [FORECASTER] Starting predict_future for KHC
[2025-11-25T23:39:12.503333] [DEBUG] [LOCAL     ] No optimal features file found for KHC: ./output/feature-sets/KHC.txt
[2025-11-25T23:39:12.503402] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:39:12.503453] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:39:12.503495] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:39:12.503564] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:39:12.560832] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:39:12.561449] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:39:12.561542] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:39:12.561587] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:39:12.667252] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:39:12.667443] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:39:12.667487] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:39:12.667522] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:39:12.670898] [DEBUG] [FORECASTER] KHC: Forecast T+1@11:T+2@11: UP (p=91.87%)
[2025-11-25T23:39:12.671181] [INFO ] [FORECASTER] Completed predict_future for KHC
[2025-11-25T23:39:12.671318] [INFO ] [sig       ] KHC: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:39:12.811907] [INFO ] [LOCAL     ] Saved forecast: KHC	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/KHC.txt
[2025-11-25T23:39:12.812068] [INFO ] [sig       ] [1845/3639] Completed KHC in 0.3s | 3.03 sym/s | Total: 10.1m | ETA: 9.9m
[2025-11-25T23:39:12.812122] [INFO ] [sig       ] [1846/3639] Forecasting KIDS...
[2025-11-25T23:39:12.812166] [INFO ] [sig       ] Generating forecast for: KIDS
[2025-11-25T23:39:12.812209] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KIDS' from 'https://tdm.silogroup.org/data/derivative_storage/KIDS.csv'.
[2025-11-25T23:39:12.823306] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KIDS'.
[2025-11-25T23:39:12.823612] [INFO ] [FORECASTER] Starting predict_future for KIDS
[2025-11-25T23:39:12.824447] [DEBUG] [LOCAL     ] No optimal features file found for KIDS: ./output/feature-sets/KIDS.txt
[2025-11-25T23:39:12.824516] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:39:12.824569] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:39:12.824618] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:39:12.824746] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:39:12.881615] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:39:12.882247] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:39:12.882341] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:39:12.882395] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:39:12.994096] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:39:12.994324] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:39:12.994381] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:39:12.994417] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:39:12.998101] [DEBUG] [FORECASTER] KIDS: Forecast T+1@11:T+2@11: DOWN (p=18.32%)
[2025-11-25T23:39:12.998555] [INFO ] [FORECASTER] Completed predict_future for KIDS
[2025-11-25T23:39:12.998797] [INFO ] [sig       ] KIDS: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:39:13.138390] [INFO ] [LOCAL     ] Saved forecast: KIDS	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/KIDS.txt
[2025-11-25T23:39:13.138544] [INFO ] [sig       ] [1846/3639] Completed KIDS in 0.3s | 3.03 sym/s | Total: 10.1m | ETA: 9.9m
[2025-11-25T23:39:13.138599] [INFO ] [sig       ] [1847/3639] Forecasting KIM...
[2025-11-25T23:39:13.138661] [INFO ] [sig       ] Generating forecast for: KIM
[2025-11-25T23:39:13.138707] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KIM' from 'https://tdm.silogroup.org/data/derivative_storage/KIM.csv'.
[2025-11-25T23:39:13.150585] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KIM'.
[2025-11-25T23:39:13.150967] [INFO ] [FORECASTER] Starting predict_future for KIM
[2025-11-25T23:39:13.151784] [DEBUG] [LOCAL     ] No optimal features file found for KIM: ./output/feature-sets/KIM.txt
[2025-11-25T23:39:13.151854] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:39:13.151900] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:39:13.151943] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:39:13.152011] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:39:13.209010] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:39:13.209708] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:39:13.209803] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:39:13.209850] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:39:13.316149] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:39:13.316319] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:39:13.316364] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:39:13.316398] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:39:13.320020] [DEBUG] [FORECASTER] KIM: Forecast T+1@11:T+2@11: UP (p=57.59%)
[2025-11-25T23:39:13.320458] [INFO ] [FORECASTER] Completed predict_future for KIM
[2025-11-25T23:39:13.320705] [INFO ] [sig       ] KIM: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:39:13.465768] [INFO ] [LOCAL     ] Saved forecast: KIM	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/KIM.txt
[2025-11-25T23:39:13.465921] [INFO ] [sig       ] [1847/3639] Completed KIM in 0.3s | 3.03 sym/s | Total: 10.2m | ETA: 9.8m
[2025-11-25T23:39:13.465980] [INFO ] [sig       ] [1848/3639] Forecasting KINS...
[2025-11-25T23:39:13.466039] [INFO ] [sig       ] Generating forecast for: KINS
[2025-11-25T23:39:13.466087] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KINS' from 'https://tdm.silogroup.org/data/derivative_storage/KINS.csv'.
[2025-11-25T23:39:13.478358] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KINS'.
[2025-11-25T23:39:13.478772] [INFO ] [FORECASTER] Starting predict_future for KINS
[2025-11-25T23:39:13.479681] [DEBUG] [LOCAL     ] No optimal features file found for KINS: ./output/feature-sets/KINS.txt
[2025-11-25T23:39:13.479766] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:39:13.479827] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:39:13.479881] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:39:13.479970] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:39:13.538175] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:39:13.538922] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:39:13.539017] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:39:13.539080] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:39:13.642886] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:39:13.643066] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:39:13.643128] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:39:13.643174] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:39:13.646619] [DEBUG] [FORECASTER] KINS: Forecast T+1@11:T+2@11: DOWN (p=13.52%)
[2025-11-25T23:39:13.646947] [INFO ] [FORECASTER] Completed predict_future for KINS
[2025-11-25T23:39:13.647116] [INFO ] [sig       ] KINS: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:39:13.790157] [INFO ] [LOCAL     ] Saved forecast: KINS	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/KINS.txt
[2025-11-25T23:39:13.790344] [INFO ] [sig       ] [1848/3639] Completed KINS in 0.3s | 3.03 sym/s | Total: 10.2m | ETA: 9.8m
[2025-11-25T23:39:13.790404] [INFO ] [sig       ] [1849/3639] Forecasting KIO...
[2025-11-25T23:39:13.790449] [INFO ] [sig       ] Generating forecast for: KIO
[2025-11-25T23:39:13.790489] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KIO' from 'https://tdm.silogroup.org/data/derivative_storage/KIO.csv'.
[2025-11-25T23:39:13.803025] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KIO'.
[2025-11-25T23:39:13.803340] [INFO ] [FORECASTER] Starting predict_future for KIO
[2025-11-25T23:39:13.804196] [DEBUG] [LOCAL     ] No optimal features file found for KIO: ./output/feature-sets/KIO.txt
[2025-11-25T23:39:13.804265] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:39:13.804311] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:39:13.804351] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:39:13.804420] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:39:13.862012] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:39:13.862701] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:39:13.862798] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:39:13.862846] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:39:13.975821] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:39:13.976020] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:39:13.976072] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:39:13.976105] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:39:13.979770] [DEBUG] [FORECASTER] KIO: Forecast T+1@11:T+2@11: UP (p=72.70%)
[2025-11-25T23:39:13.980062] [INFO ] [FORECASTER] Completed predict_future for KIO
[2025-11-25T23:39:13.980207] [INFO ] [sig       ] KIO: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:39:14.121915] [INFO ] [LOCAL     ] Saved forecast: KIO	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/KIO.txt
[2025-11-25T23:39:14.122073] [INFO ] [sig       ] [1849/3639] Completed KIO in 0.3s | 3.03 sym/s | Total: 10.2m | ETA: 9.8m
[2025-11-25T23:39:14.122129] [INFO ] [sig       ] [1850/3639] Forecasting KKRS...
[2025-11-25T23:39:14.122172] [INFO ] [sig       ] Generating forecast for: KKRS
[2025-11-25T23:39:14.122213] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KKRS' from 'https://tdm.silogroup.org/data/derivative_storage/KKRS.csv'.
[2025-11-25T23:39:14.134384] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KKRS'.
[2025-11-25T23:39:14.134736] [INFO ] [FORECASTER] Starting predict_future for KKRS
[2025-11-25T23:39:14.135520] [DEBUG] [LOCAL     ] No optimal features file found for KKRS: ./output/feature-sets/KKRS.txt
[2025-11-25T23:39:14.135603] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:39:14.135677] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:39:14.135720] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:39:14.135788] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:39:14.195052] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:39:14.195741] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:39:14.195838] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:39:14.195883] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:39:14.292465] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:39:14.292686] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:39:14.292737] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:39:14.292772] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:39:14.296251] [DEBUG] [FORECASTER] KKRS: Forecast T+1@11:T+2@11: DOWN (p=26.73%)
[2025-11-25T23:39:14.296537] [INFO ] [FORECASTER] Completed predict_future for KKRS
[2025-11-25T23:39:14.296719] [INFO ] [sig       ] KKRS: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:39:14.439998] [INFO ] [LOCAL     ] Saved forecast: KKRS	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/KKRS.txt
[2025-11-25T23:39:14.440175] [INFO ] [sig       ] [1850/3639] Completed KKRS in 0.3s | 3.03 sym/s | Total: 10.2m | ETA: 9.8m
[2025-11-25T23:39:14.440238] [INFO ] [sig       ] [1851/3639] Forecasting KLAC...
[2025-11-25T23:39:14.440282] [INFO ] [sig       ] Generating forecast for: KLAC
[2025-11-25T23:39:14.440323] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KLAC' from 'https://tdm.silogroup.org/data/derivative_storage/KLAC.csv'.
[2025-11-25T23:39:14.452714] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KLAC'.
[2025-11-25T23:39:14.453049] [INFO ] [FORECASTER] Starting predict_future for KLAC
[2025-11-25T23:39:14.453877] [DEBUG] [LOCAL     ] No optimal features file found for KLAC: ./output/feature-sets/KLAC.txt
[2025-11-25T23:39:14.453945] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:39:14.453990] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:39:14.454032] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:39:14.454101] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:39:14.512562] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:39:14.513223] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:39:14.513320] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:39:14.513366] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:39:14.627005] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:39:14.627163] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:39:14.627217] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:39:14.627262] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:39:14.630593] [DEBUG] [FORECASTER] KLAC: Forecast T+1@11:T+2@11: UP (p=95.44%)
[2025-11-25T23:39:14.631021] [INFO ] [FORECASTER] Completed predict_future for KLAC
[2025-11-25T23:39:14.631228] [INFO ] [sig       ] KLAC: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:39:14.773536] [INFO ] [LOCAL     ] Saved forecast: KLAC	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/KLAC.txt
[2025-11-25T23:39:14.773759] [INFO ] [sig       ] [1851/3639] Completed KLAC in 0.3s | 3.03 sym/s | Total: 10.2m | ETA: 9.8m
[2025-11-25T23:39:14.773835] [INFO ] [sig       ] [1852/3639] Forecasting KLIC...
[2025-11-25T23:39:14.773893] [INFO ] [sig       ] Generating forecast for: KLIC
[2025-11-25T23:39:14.773946] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KLIC' from 'https://tdm.silogroup.org/data/derivative_storage/KLIC.csv'.
[2025-11-25T23:39:14.785618] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KLIC'.
[2025-11-25T23:39:14.785959] [INFO ] [FORECASTER] Starting predict_future for KLIC
[2025-11-25T23:39:14.786777] [DEBUG] [LOCAL     ] No optimal features file found for KLIC: ./output/feature-sets/KLIC.txt
[2025-11-25T23:39:14.786846] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:39:14.786891] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:39:14.786932] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:39:14.787000] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:39:14.844300] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:39:14.844943] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:39:14.845038] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:39:14.845085] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:39:14.937735] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:39:14.937937] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:39:14.937982] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:39:14.938017] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:39:14.941458] [DEBUG] [FORECASTER] KLIC: Forecast T+1@11:T+2@11: DOWN (p=26.99%)
[2025-11-25T23:39:14.942001] [INFO ] [FORECASTER] Completed predict_future for KLIC
[2025-11-25T23:39:14.942226] [INFO ] [sig       ] KLIC: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:39:15.089036] [INFO ] [LOCAL     ] Saved forecast: KLIC	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/KLIC.txt
[2025-11-25T23:39:15.089216] [INFO ] [sig       ] [1852/3639] Completed KLIC in 0.3s | 3.03 sym/s | Total: 10.2m | ETA: 9.8m
[2025-11-25T23:39:15.089299] [INFO ] [sig       ] [1853/3639] Forecasting KLXE...
[2025-11-25T23:39:15.089354] [INFO ] [sig       ] Generating forecast for: KLXE
[2025-11-25T23:39:15.089460] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KLXE' from 'https://tdm.silogroup.org/data/derivative_storage/KLXE.csv'.
[2025-11-25T23:39:15.101614] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KLXE'.
[2025-11-25T23:39:15.101998] [INFO ] [FORECASTER] Starting predict_future for KLXE
[2025-11-25T23:39:15.102881] [DEBUG] [LOCAL     ] No optimal features file found for KLXE: ./output/feature-sets/KLXE.txt
[2025-11-25T23:39:15.102961] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:39:15.103009] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:39:15.103049] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:39:15.103120] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:39:15.161621] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:39:15.162388] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:39:15.162491] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:39:15.162550] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:39:15.251727] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:39:15.251916] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:39:15.251964] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:39:15.252000] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:39:15.255484] [DEBUG] [FORECASTER] KLXE: Forecast T+1@11:T+2@11: UP (p=92.18%)
[2025-11-25T23:39:15.255874] [INFO ] [FORECASTER] Completed predict_future for KLXE
[2025-11-25T23:39:15.256025] [INFO ] [sig       ] KLXE: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:39:15.402766] [INFO ] [LOCAL     ] Saved forecast: KLXE	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/KLXE.txt
[2025-11-25T23:39:15.402943] [INFO ] [sig       ] [1853/3639] Completed KLXE in 0.3s | 3.03 sym/s | Total: 10.2m | ETA: 9.8m
[2025-11-25T23:39:15.402997] [INFO ] [sig       ] [1854/3639] Forecasting KMB...
[2025-11-25T23:39:15.403042] [INFO ] [sig       ] Generating forecast for: KMB
[2025-11-25T23:39:15.403084] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KMB' from 'https://tdm.silogroup.org/data/derivative_storage/KMB.csv'.
[2025-11-25T23:39:15.415003] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KMB'.
[2025-11-25T23:39:15.415318] [INFO ] [FORECASTER] Starting predict_future for KMB
[2025-11-25T23:39:15.416187] [DEBUG] [LOCAL     ] No optimal features file found for KMB: ./output/feature-sets/KMB.txt
[2025-11-25T23:39:15.416256] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:39:15.416303] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:39:15.416344] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:39:15.416411] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:39:15.474566] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:39:15.475282] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:39:15.475378] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:39:15.475426] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:39:15.566237] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:39:15.566391] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:39:15.566438] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:39:15.566476] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:39:15.569946] [DEBUG] [FORECASTER] KMB: Forecast T+1@11:T+2@11: UP (p=50.65%)
[2025-11-25T23:39:15.570238] [INFO ] [FORECASTER] Completed predict_future for KMB
[2025-11-25T23:39:15.570378] [INFO ] [sig       ] KMB: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:39:15.715858] [INFO ] [LOCAL     ] Saved forecast: KMB	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/KMB.txt
[2025-11-25T23:39:15.716016] [INFO ] [sig       ] [1854/3639] Completed KMB in 0.3s | 3.03 sym/s | Total: 10.2m | ETA: 9.8m
[2025-11-25T23:39:15.716091] [INFO ] [sig       ] [1855/3639] Forecasting KMDA...
[2025-11-25T23:39:15.716146] [INFO ] [sig       ] Generating forecast for: KMDA
[2025-11-25T23:39:15.716193] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KMDA' from 'https://tdm.silogroup.org/data/derivative_storage/KMDA.csv'.
[2025-11-25T23:39:15.728254] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KMDA'.
[2025-11-25T23:39:15.728667] [INFO ] [FORECASTER] Starting predict_future for KMDA
[2025-11-25T23:39:15.729469] [DEBUG] [LOCAL     ] No optimal features file found for KMDA: ./output/feature-sets/KMDA.txt
[2025-11-25T23:39:15.729538] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:39:15.729584] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:39:15.729625] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:39:15.729719] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:39:15.786918] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:39:15.787715] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:39:15.787817] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:39:15.787865] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:39:15.886073] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:39:15.886284] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:39:15.886333] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:39:15.886369] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:39:15.890379] [DEBUG] [FORECASTER] KMDA: Forecast T+1@11:T+2@11: DOWN (p=10.69%)
[2025-11-25T23:39:15.890780] [INFO ] [FORECASTER] Completed predict_future for KMDA
[2025-11-25T23:39:15.890963] [INFO ] [sig       ] KMDA: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:39:16.034269] [INFO ] [LOCAL     ] Saved forecast: KMDA	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/KMDA.txt
[2025-11-25T23:39:16.034451] [INFO ] [sig       ] [1855/3639] Completed KMDA in 0.3s | 3.03 sym/s | Total: 10.2m | ETA: 9.8m
[2025-11-25T23:39:16.034510] [INFO ] [sig       ] [1856/3639] Forecasting KMI...
[2025-11-25T23:39:16.034559] [INFO ] [sig       ] Generating forecast for: KMI
[2025-11-25T23:39:16.034601] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KMI' from 'https://tdm.silogroup.org/data/derivative_storage/KMI.csv'.
[2025-11-25T23:39:16.046175] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KMI'.
[2025-11-25T23:39:16.046518] [INFO ] [FORECASTER] Starting predict_future for KMI
[2025-11-25T23:39:16.047330] [DEBUG] [LOCAL     ] No optimal features file found for KMI: ./output/feature-sets/KMI.txt
[2025-11-25T23:39:16.047419] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:39:16.047467] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:39:16.047508] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:39:16.047576] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:39:16.106957] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:39:16.107859] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:39:16.107962] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:39:16.108013] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:39:16.201897] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:39:16.202092] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:39:16.202141] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:39:16.202181] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:39:16.205925] [DEBUG] [FORECASTER] KMI: Forecast T+1@11:T+2@11: DOWN (p=15.11%)
[2025-11-25T23:39:16.206230] [INFO ] [FORECASTER] Completed predict_future for KMI
[2025-11-25T23:39:16.206377] [INFO ] [sig       ] KMI: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:39:16.367306] [INFO ] [LOCAL     ] Saved forecast: KMI	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/KMI.txt
[2025-11-25T23:39:16.367705] [INFO ] [sig       ] [1856/3639] Completed KMI in 0.3s | 3.03 sym/s | Total: 10.2m | ETA: 9.8m
[2025-11-25T23:39:16.367783] [INFO ] [sig       ] [1857/3639] Forecasting KMPB...
[2025-11-25T23:39:16.367850] [INFO ] [sig       ] Generating forecast for: KMPB
[2025-11-25T23:39:16.367913] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KMPB' from 'https://tdm.silogroup.org/data/derivative_storage/KMPB.csv'.
[2025-11-25T23:39:16.379964] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KMPB'.
[2025-11-25T23:39:16.380339] [INFO ] [FORECASTER] Starting predict_future for KMPB
[2025-11-25T23:39:16.381219] [DEBUG] [LOCAL     ] No optimal features file found for KMPB: ./output/feature-sets/KMPB.txt
[2025-11-25T23:39:16.381292] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:39:16.381339] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:39:16.381379] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:39:16.381450] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:39:16.442517] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:39:16.443478] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:39:16.443588] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:39:16.443637] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:39:16.531766] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:39:16.531963] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:39:16.532014] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:39:16.532048] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:39:16.535671] [DEBUG] [FORECASTER] KMPB: Forecast T+1@11:T+2@11: DOWN (p=35.08%)
[2025-11-25T23:39:16.535973] [INFO ] [FORECASTER] Completed predict_future for KMPB
[2025-11-25T23:39:16.536120] [INFO ] [sig       ] KMPB: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:39:16.681922] [INFO ] [LOCAL     ] Saved forecast: KMPB	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/KMPB.txt
[2025-11-25T23:39:16.682090] [INFO ] [sig       ] [1857/3639] Completed KMPB in 0.3s | 3.03 sym/s | Total: 10.2m | ETA: 9.8m
[2025-11-25T23:39:16.682146] [INFO ] [sig       ] [1858/3639] Forecasting KMX...
[2025-11-25T23:39:16.682189] [INFO ] [sig       ] Generating forecast for: KMX
[2025-11-25T23:39:16.682232] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KMX' from 'https://tdm.silogroup.org/data/derivative_storage/KMX.csv'.
[2025-11-25T23:39:16.694001] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KMX'.
[2025-11-25T23:39:16.694384] [INFO ] [FORECASTER] Starting predict_future for KMX
[2025-11-25T23:39:16.695255] [DEBUG] [LOCAL     ] No optimal features file found for KMX: ./output/feature-sets/KMX.txt
[2025-11-25T23:39:16.695327] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:39:16.695375] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:39:16.695418] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:39:16.695487] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:39:16.756161] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:39:16.756999] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:39:16.757101] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:39:16.757151] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:39:16.860492] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:39:16.860720] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:39:16.860799] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:39:16.860848] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:39:16.864679] [DEBUG] [FORECASTER] KMX: Forecast T+1@11:T+2@11: UP (p=64.70%)
[2025-11-25T23:39:16.865012] [INFO ] [FORECASTER] Completed predict_future for KMX
[2025-11-25T23:39:16.865195] [INFO ] [sig       ] KMX: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:39:17.013190] [INFO ] [LOCAL     ] Saved forecast: KMX	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/KMX.txt
[2025-11-25T23:39:17.013389] [INFO ] [sig       ] [1858/3639] Completed KMX in 0.3s | 3.03 sym/s | Total: 10.2m | ETA: 9.8m
[2025-11-25T23:39:17.013457] [INFO ] [sig       ] [1859/3639] Forecasting KN...
[2025-11-25T23:39:17.013504] [INFO ] [sig       ] Generating forecast for: KN
[2025-11-25T23:39:17.013561] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KN' from 'https://tdm.silogroup.org/data/derivative_storage/KN.csv'.
[2025-11-25T23:39:17.027118] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KN'.
[2025-11-25T23:39:17.027704] [INFO ] [FORECASTER] Starting predict_future for KN
[2025-11-25T23:39:17.028768] [DEBUG] [LOCAL     ] No optimal features file found for KN: ./output/feature-sets/KN.txt
[2025-11-25T23:39:17.028855] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:39:17.028938] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:39:17.028999] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:39:17.029096] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:39:17.094795] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:39:17.095738] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:39:17.095841] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:39:17.095890] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:39:17.203867] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:39:17.204063] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:39:17.204110] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:39:17.204144] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:39:17.207726] [DEBUG] [FORECASTER] KN: Forecast T+1@11:T+2@11: DOWN (p=2.87%)
[2025-11-25T23:39:17.208083] [INFO ] [FORECASTER] Completed predict_future for KN
[2025-11-25T23:39:17.208257] [INFO ] [sig       ] KN: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:39:17.351394] [INFO ] [LOCAL     ] Saved forecast: KN	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/KN.txt
[2025-11-25T23:39:17.351581] [INFO ] [sig       ] [1859/3639] Completed KN in 0.3s | 3.03 sym/s | Total: 10.2m | ETA: 9.8m
[2025-11-25T23:39:17.351659] [INFO ] [sig       ] [1860/3639] Forecasting KNF...
[2025-11-25T23:39:17.351709] [INFO ] [sig       ] Generating forecast for: KNF
[2025-11-25T23:39:17.351753] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KNF' from 'https://tdm.silogroup.org/data/derivative_storage/KNF.csv'.
[2025-11-25T23:39:17.363871] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KNF'.
[2025-11-25T23:39:17.364256] [INFO ] [FORECASTER] Starting predict_future for KNF
[2025-11-25T23:39:17.365103] [DEBUG] [LOCAL     ] No optimal features file found for KNF: ./output/feature-sets/KNF.txt
[2025-11-25T23:39:17.365173] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:39:17.365218] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:39:17.365260] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:39:17.365332] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:39:17.423609] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:39:17.424442] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:39:17.424545] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:39:17.424596] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:39:17.520759] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:39:17.520946] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:39:17.520991] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:39:17.521026] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:39:17.524436] [DEBUG] [FORECASTER] KNF: Forecast T+1@11:T+2@11: UP (p=58.70%)
[2025-11-25T23:39:17.524762] [INFO ] [FORECASTER] Completed predict_future for KNF
[2025-11-25T23:39:17.524920] [INFO ] [sig       ] KNF: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:39:17.666068] [INFO ] [LOCAL     ] Saved forecast: KNF	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/KNF.txt
[2025-11-25T23:39:17.666239] [INFO ] [sig       ] [1860/3639] Completed KNF in 0.3s | 3.03 sym/s | Total: 10.2m | ETA: 9.8m
[2025-11-25T23:39:17.666294] [INFO ] [sig       ] [1861/3639] Forecasting KNOP...
[2025-11-25T23:39:17.666339] [INFO ] [sig       ] Generating forecast for: KNOP
[2025-11-25T23:39:17.666453] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KNOP' from 'https://tdm.silogroup.org/data/derivative_storage/KNOP.csv'.
[2025-11-25T23:39:17.677791] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KNOP'.
[2025-11-25T23:39:17.678174] [INFO ] [FORECASTER] Starting predict_future for KNOP
[2025-11-25T23:39:17.678989] [DEBUG] [LOCAL     ] No optimal features file found for KNOP: ./output/feature-sets/KNOP.txt
[2025-11-25T23:39:17.679058] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:39:17.679105] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:39:17.679145] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:39:17.679212] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:39:17.736865] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:39:17.737667] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:39:17.737770] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:39:17.737820] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:39:17.851756] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:39:17.851926] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:39:17.851971] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:39:17.852006] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:39:17.855562] [DEBUG] [FORECASTER] KNOP: Forecast T+1@11:T+2@11: DOWN (p=7.26%)
[2025-11-25T23:39:17.856038] [INFO ] [FORECASTER] Completed predict_future for KNOP
[2025-11-25T23:39:17.856253] [INFO ] [sig       ] KNOP: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:39:17.996891] [INFO ] [LOCAL     ] Saved forecast: KNOP	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/KNOP.txt
[2025-11-25T23:39:17.997052] [INFO ] [sig       ] [1861/3639] Completed KNOP in 0.3s | 3.03 sym/s | Total: 10.2m | ETA: 9.8m
[2025-11-25T23:39:17.997107] [INFO ] [sig       ] [1862/3639] Forecasting KNSA...
[2025-11-25T23:39:17.997153] [INFO ] [sig       ] Generating forecast for: KNSA
[2025-11-25T23:39:17.997194] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KNSA' from 'https://tdm.silogroup.org/data/derivative_storage/KNSA.csv'.
[2025-11-25T23:39:18.011455] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KNSA'.
[2025-11-25T23:39:18.012114] [INFO ] [FORECASTER] Starting predict_future for KNSA
[2025-11-25T23:39:18.013171] [DEBUG] [LOCAL     ] No optimal features file found for KNSA: ./output/feature-sets/KNSA.txt
[2025-11-25T23:39:18.013245] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:39:18.013304] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:39:18.013355] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:39:18.013442] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:39:18.072397] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:39:18.073807] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:39:18.073944] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:39:18.074007] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:39:18.193212] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:39:18.193453] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:39:18.193515] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:39:18.193563] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:39:18.198570] [DEBUG] [FORECASTER] KNSA: Forecast T+1@11:T+2@11: UP (p=72.50%)
[2025-11-25T23:39:18.199069] [INFO ] [FORECASTER] Completed predict_future for KNSA
[2025-11-25T23:39:18.199290] [INFO ] [sig       ] KNSA: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:39:18.354865] [INFO ] [LOCAL     ] Saved forecast: KNSA	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/KNSA.txt
[2025-11-25T23:39:18.355069] [INFO ] [sig       ] [1862/3639] Completed KNSA in 0.4s | 3.03 sym/s | Total: 10.2m | ETA: 9.8m
[2025-11-25T23:39:18.355127] [INFO ] [sig       ] [1863/3639] Forecasting KNSL...
[2025-11-25T23:39:18.355181] [INFO ] [sig       ] Generating forecast for: KNSL
[2025-11-25T23:39:18.355225] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KNSL' from 'https://tdm.silogroup.org/data/derivative_storage/KNSL.csv'.
[2025-11-25T23:39:18.367219] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KNSL'.
[2025-11-25T23:39:18.367724] [INFO ] [FORECASTER] Starting predict_future for KNSL
[2025-11-25T23:39:18.368557] [DEBUG] [LOCAL     ] No optimal features file found for KNSL: ./output/feature-sets/KNSL.txt
[2025-11-25T23:39:18.368637] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:39:18.368739] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:39:18.368796] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:39:18.368883] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:39:18.427096] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:39:18.428064] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:39:18.428170] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:39:18.428232] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:39:18.535564] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:39:18.535796] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:39:18.535867] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:39:18.535913] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:39:18.539561] [DEBUG] [FORECASTER] KNSL: Forecast T+1@11:T+2@11: DOWN (p=19.98%)
[2025-11-25T23:39:18.539930] [INFO ] [FORECASTER] Completed predict_future for KNSL
[2025-11-25T23:39:18.540102] [INFO ] [sig       ] KNSL: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:39:18.684535] [INFO ] [LOCAL     ] Saved forecast: KNSL	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/KNSL.txt
[2025-11-25T23:39:18.684750] [INFO ] [sig       ] [1863/3639] Completed KNSL in 0.3s | 3.03 sym/s | Total: 10.2m | ETA: 9.8m
[2025-11-25T23:39:18.684807] [INFO ] [sig       ] [1864/3639] Forecasting KNTK...
[2025-11-25T23:39:18.684853] [INFO ] [sig       ] Generating forecast for: KNTK
[2025-11-25T23:39:18.684897] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KNTK' from 'https://tdm.silogroup.org/data/derivative_storage/KNTK.csv'.
[2025-11-25T23:39:18.696485] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KNTK'.
[2025-11-25T23:39:18.696934] [INFO ] [FORECASTER] Starting predict_future for KNTK
[2025-11-25T23:39:18.697858] [DEBUG] [LOCAL     ] No optimal features file found for KNTK: ./output/feature-sets/KNTK.txt
[2025-11-25T23:39:18.697930] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:39:18.697978] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:39:18.698021] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:39:18.698089] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:39:18.756589] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:39:18.757508] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:39:18.757609] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:39:18.757680] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:39:18.865562] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:39:18.865743] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:39:18.865807] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:39:18.865854] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:39:18.869228] [DEBUG] [FORECASTER] KNTK: Forecast T+1@11:T+2@11: UP (p=61.33%)
[2025-11-25T23:39:18.869548] [INFO ] [FORECASTER] Completed predict_future for KNTK
[2025-11-25T23:39:18.869777] [INFO ] [sig       ] KNTK: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:39:19.011773] [INFO ] [LOCAL     ] Saved forecast: KNTK	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/KNTK.txt
[2025-11-25T23:39:19.011933] [INFO ] [sig       ] [1864/3639] Completed KNTK in 0.3s | 3.03 sym/s | Total: 10.2m | ETA: 9.8m
[2025-11-25T23:39:19.011987] [INFO ] [sig       ] [1865/3639] Forecasting KNX...
[2025-11-25T23:39:19.012031] [INFO ] [sig       ] Generating forecast for: KNX
[2025-11-25T23:39:19.012073] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KNX' from 'https://tdm.silogroup.org/data/derivative_storage/KNX.csv'.
[2025-11-25T23:39:19.023869] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KNX'.
[2025-11-25T23:39:19.024197] [INFO ] [FORECASTER] Starting predict_future for KNX
[2025-11-25T23:39:19.025003] [DEBUG] [LOCAL     ] No optimal features file found for KNX: ./output/feature-sets/KNX.txt
[2025-11-25T23:39:19.025074] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:39:19.025122] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:39:19.025164] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:39:19.025233] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:39:19.084716] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:39:19.085536] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:39:19.085635] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:39:19.085705] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:39:19.211447] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:39:19.211688] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:39:19.211881] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:39:19.211976] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:39:19.215556] [DEBUG] [FORECASTER] KNX: Forecast T+1@11:T+2@11: DOWN (p=1.01%)
[2025-11-25T23:39:19.215883] [INFO ] [FORECASTER] Completed predict_future for KNX
[2025-11-25T23:39:19.216110] [INFO ] [sig       ] KNX: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:39:19.358295] [INFO ] [LOCAL     ] Saved forecast: KNX	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/KNX.txt
[2025-11-25T23:39:19.358461] [INFO ] [sig       ] [1865/3639] Completed KNX in 0.3s | 3.03 sym/s | Total: 10.2m | ETA: 9.7m
[2025-11-25T23:39:19.358518] [INFO ] [sig       ] [1866/3639] Forecasting KOD...
[2025-11-25T23:39:19.358563] [INFO ] [sig       ] Generating forecast for: KOD
[2025-11-25T23:39:19.358607] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KOD' from 'https://tdm.silogroup.org/data/derivative_storage/KOD.csv'.
[2025-11-25T23:39:19.370328] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KOD'.
[2025-11-25T23:39:19.370743] [INFO ] [FORECASTER] Starting predict_future for KOD
[2025-11-25T23:39:19.371544] [DEBUG] [LOCAL     ] No optimal features file found for KOD: ./output/feature-sets/KOD.txt
[2025-11-25T23:39:19.371615] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:39:19.371684] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:39:19.371728] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:39:19.371800] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:39:19.429519] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:39:19.430375] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:39:19.430473] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:39:19.430521] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:39:19.529491] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:39:19.529700] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:39:19.529771] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:39:19.529841] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:39:19.533230] [DEBUG] [FORECASTER] KOD: Forecast T+1@11:T+2@11: UP (p=54.90%)
[2025-11-25T23:39:19.533542] [INFO ] [FORECASTER] Completed predict_future for KOD
[2025-11-25T23:39:19.533730] [INFO ] [sig       ] KOD: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:39:19.674522] [INFO ] [LOCAL     ] Saved forecast: KOD	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/KOD.txt
[2025-11-25T23:39:19.674694] [INFO ] [sig       ] [1866/3639] Completed KOD in 0.3s | 3.03 sym/s | Total: 10.3m | ETA: 9.7m
[2025-11-25T23:39:19.674771] [INFO ] [sig       ] [1867/3639] Forecasting KODK...
[2025-11-25T23:39:19.674825] [INFO ] [sig       ] Generating forecast for: KODK
[2025-11-25T23:39:19.674878] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KODK' from 'https://tdm.silogroup.org/data/derivative_storage/KODK.csv'.
[2025-11-25T23:39:19.686877] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KODK'.
[2025-11-25T23:39:19.687208] [INFO ] [FORECASTER] Starting predict_future for KODK
[2025-11-25T23:39:19.688041] [DEBUG] [LOCAL     ] No optimal features file found for KODK: ./output/feature-sets/KODK.txt
[2025-11-25T23:39:19.688110] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:39:19.688155] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:39:19.688196] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:39:19.688264] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:39:19.746054] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:39:19.746823] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:39:19.746917] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:39:19.746965] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:39:19.841972] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:39:19.842127] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:39:19.842170] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:39:19.842204] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:39:19.845487] [DEBUG] [FORECASTER] KODK: Forecast T+1@11:T+2@11: DOWN (p=16.08%)
[2025-11-25T23:39:19.845794] [INFO ] [FORECASTER] Completed predict_future for KODK
[2025-11-25T23:39:19.845942] [INFO ] [sig       ] KODK: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:39:19.986848] [INFO ] [LOCAL     ] Saved forecast: KODK	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/KODK.txt
[2025-11-25T23:39:19.986999] [INFO ] [sig       ] [1867/3639] Completed KODK in 0.3s | 3.03 sym/s | Total: 10.3m | ETA: 9.7m
[2025-11-25T23:39:19.987055] [INFO ] [sig       ] [1868/3639] Forecasting KOF...
[2025-11-25T23:39:19.987099] [INFO ] [sig       ] Generating forecast for: KOF
[2025-11-25T23:39:19.987142] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KOF' from 'https://tdm.silogroup.org/data/derivative_storage/KOF.csv'.
[2025-11-25T23:39:19.998754] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KOF'.
[2025-11-25T23:39:19.999244] [INFO ] [FORECASTER] Starting predict_future for KOF
[2025-11-25T23:39:20.000042] [DEBUG] [LOCAL     ] No optimal features file found for KOF: ./output/feature-sets/KOF.txt
[2025-11-25T23:39:20.000112] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:39:20.000158] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:39:20.000198] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:39:20.000267] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:39:20.059035] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:39:20.059850] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:39:20.059948] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:39:20.060017] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:39:20.160617] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:39:20.160842] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:39:20.160889] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:39:20.160923] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:39:20.164305] [DEBUG] [FORECASTER] KOF: Forecast T+1@11:T+2@11: DOWN (p=1.46%)
[2025-11-25T23:39:20.164595] [INFO ] [FORECASTER] Completed predict_future for KOF
[2025-11-25T23:39:20.164790] [INFO ] [sig       ] KOF: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:39:20.307484] [INFO ] [LOCAL     ] Saved forecast: KOF	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/KOF.txt
[2025-11-25T23:39:20.307664] [INFO ] [sig       ] [1868/3639] Completed KOF in 0.3s | 3.03 sym/s | Total: 10.3m | ETA: 9.7m
[2025-11-25T23:39:20.307723] [INFO ] [sig       ] [1869/3639] Forecasting KOP...
[2025-11-25T23:39:20.307768] [INFO ] [sig       ] Generating forecast for: KOP
[2025-11-25T23:39:20.307811] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KOP' from 'https://tdm.silogroup.org/data/derivative_storage/KOP.csv'.
[2025-11-25T23:39:20.319052] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KOP'.
[2025-11-25T23:39:20.319350] [INFO ] [FORECASTER] Starting predict_future for KOP
[2025-11-25T23:39:20.320153] [DEBUG] [LOCAL     ] No optimal features file found for KOP: ./output/feature-sets/KOP.txt
[2025-11-25T23:39:20.320224] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:39:20.320270] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:39:20.320312] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:39:20.320381] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:39:20.378248] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:39:20.379012] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:39:20.379107] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:39:20.379154] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:39:20.472927] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:39:20.473103] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:39:20.473147] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:39:20.473182] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:39:20.476585] [DEBUG] [FORECASTER] KOP: Forecast T+1@11:T+2@11: DOWN (p=11.24%)
[2025-11-25T23:39:20.476928] [INFO ] [FORECASTER] Completed predict_future for KOP
[2025-11-25T23:39:20.477089] [INFO ] [sig       ] KOP: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:39:20.619694] [INFO ] [LOCAL     ] Saved forecast: KOP	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/KOP.txt
[2025-11-25T23:39:20.619878] [INFO ] [sig       ] [1869/3639] Completed KOP in 0.3s | 3.03 sym/s | Total: 10.3m | ETA: 9.7m
[2025-11-25T23:39:20.619932] [INFO ] [sig       ] [1870/3639] Forecasting KOPN...
[2025-11-25T23:39:20.619978] [INFO ] [sig       ] Generating forecast for: KOPN
[2025-11-25T23:39:20.620022] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KOPN' from 'https://tdm.silogroup.org/data/derivative_storage/KOPN.csv'.
[2025-11-25T23:39:20.631173] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KOPN'.
[2025-11-25T23:39:20.631480] [INFO ] [FORECASTER] Starting predict_future for KOPN
[2025-11-25T23:39:20.632307] [DEBUG] [LOCAL     ] No optimal features file found for KOPN: ./output/feature-sets/KOPN.txt
[2025-11-25T23:39:20.632375] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:39:20.632421] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:39:20.632475] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:39:20.632543] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:39:20.690037] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:39:20.690735] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:39:20.690829] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:39:20.690875] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:39:20.785955] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:39:20.786105] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:39:20.786147] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:39:20.786182] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:39:20.789528] [DEBUG] [FORECASTER] KOPN: Forecast T+1@11:T+2@11: UP (p=87.39%)
[2025-11-25T23:39:20.789880] [INFO ] [FORECASTER] Completed predict_future for KOPN
[2025-11-25T23:39:20.790026] [INFO ] [sig       ] KOPN: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:39:20.936737] [INFO ] [LOCAL     ] Saved forecast: KOPN	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/KOPN.txt
[2025-11-25T23:39:20.936929] [INFO ] [sig       ] [1870/3639] Completed KOPN in 0.3s | 3.03 sym/s | Total: 10.3m | ETA: 9.7m
[2025-11-25T23:39:20.936986] [INFO ] [sig       ] [1871/3639] Forecasting KOS...
[2025-11-25T23:39:20.937030] [INFO ] [sig       ] Generating forecast for: KOS
[2025-11-25T23:39:20.937072] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KOS' from 'https://tdm.silogroup.org/data/derivative_storage/KOS.csv'.
[2025-11-25T23:39:20.949141] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KOS'.
[2025-11-25T23:39:20.949429] [INFO ] [FORECASTER] Starting predict_future for KOS
[2025-11-25T23:39:20.950272] [DEBUG] [LOCAL     ] No optimal features file found for KOS: ./output/feature-sets/KOS.txt
[2025-11-25T23:39:20.950343] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:39:20.950390] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:39:20.950429] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:39:20.950497] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:39:21.010026] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:39:21.011016] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:39:21.011120] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:39:21.011167] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:39:21.105704] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:39:21.105867] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:39:21.105913] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:39:21.105948] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:39:21.109311] [DEBUG] [FORECASTER] KOS: Forecast T+1@11:T+2@11: DOWN (p=48.95%)
[2025-11-25T23:39:21.109626] [INFO ] [FORECASTER] Completed predict_future for KOS
[2025-11-25T23:39:21.109807] [INFO ] [sig       ] KOS: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:39:21.251303] [INFO ] [LOCAL     ] Saved forecast: KOS	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/KOS.txt
[2025-11-25T23:39:21.251457] [INFO ] [sig       ] [1871/3639] Completed KOS in 0.3s | 3.03 sym/s | Total: 10.3m | ETA: 9.7m
[2025-11-25T23:39:21.251511] [INFO ] [sig       ] [1872/3639] Forecasting KOSS...
[2025-11-25T23:39:21.251555] [INFO ] [sig       ] Generating forecast for: KOSS
[2025-11-25T23:39:21.251597] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KOSS' from 'https://tdm.silogroup.org/data/derivative_storage/KOSS.csv'.
[2025-11-25T23:39:21.263361] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KOSS'.
[2025-11-25T23:39:21.263742] [INFO ] [FORECASTER] Starting predict_future for KOSS
[2025-11-25T23:39:21.264620] [DEBUG] [LOCAL     ] No optimal features file found for KOSS: ./output/feature-sets/KOSS.txt
[2025-11-25T23:39:21.264711] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:39:21.264760] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:39:21.264803] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:39:21.264873] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:39:21.323070] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:39:21.323889] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:39:21.323992] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:39:21.324041] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:39:21.416304] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:39:21.416481] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:39:21.416529] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:39:21.416564] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:39:21.420067] [DEBUG] [FORECASTER] KOSS: Forecast T+1@11:T+2@11: DOWN (p=3.38%)
[2025-11-25T23:39:21.420386] [INFO ] [FORECASTER] Completed predict_future for KOSS
[2025-11-25T23:39:21.420544] [INFO ] [sig       ] KOSS: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:39:21.563374] [INFO ] [LOCAL     ] Saved forecast: KOSS	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/KOSS.txt
[2025-11-25T23:39:21.563585] [INFO ] [sig       ] [1872/3639] Completed KOSS in 0.3s | 3.03 sym/s | Total: 10.3m | ETA: 9.7m
[2025-11-25T23:39:21.563668] [INFO ] [sig       ] [1873/3639] Forecasting KPRX...
[2025-11-25T23:39:21.563716] [INFO ] [sig       ] Generating forecast for: KPRX
[2025-11-25T23:39:21.563759] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KPRX' from 'https://tdm.silogroup.org/data/derivative_storage/KPRX.csv'.
[2025-11-25T23:39:21.575612] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KPRX'.
[2025-11-25T23:39:21.576060] [INFO ] [FORECASTER] Starting predict_future for KPRX
[2025-11-25T23:39:21.576926] [DEBUG] [LOCAL     ] No optimal features file found for KPRX: ./output/feature-sets/KPRX.txt
[2025-11-25T23:39:21.576996] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:39:21.577042] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:39:21.577084] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:39:21.577153] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:39:21.635756] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:39:21.636746] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:39:21.636849] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:39:21.636896] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:39:21.730119] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:39:21.730230] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:39:21.730273] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:39:21.730307] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:39:21.733385] [DEBUG] [FORECASTER] KPRX: Forecast T+1@11:T+2@11: UP (p=65.56%)
[2025-11-25T23:39:21.733690] [INFO ] [FORECASTER] Completed predict_future for KPRX
[2025-11-25T23:39:21.733847] [INFO ] [sig       ] KPRX: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:39:21.877548] [INFO ] [LOCAL     ] Saved forecast: KPRX	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/KPRX.txt
[2025-11-25T23:39:21.877708] [INFO ] [sig       ] [1873/3639] Completed KPRX in 0.3s | 3.03 sym/s | Total: 10.3m | ETA: 9.7m
[2025-11-25T23:39:21.877763] [INFO ] [sig       ] [1874/3639] Forecasting KPTI...
[2025-11-25T23:39:21.877799] [INFO ] [sig       ] Generating forecast for: KPTI
[2025-11-25T23:39:21.877857] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KPTI' from 'https://tdm.silogroup.org/data/derivative_storage/KPTI.csv'.
[2025-11-25T23:39:21.889067] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KPTI'.
[2025-11-25T23:39:21.889450] [INFO ] [FORECASTER] Starting predict_future for KPTI
[2025-11-25T23:39:21.890316] [DEBUG] [LOCAL     ] No optimal features file found for KPTI: ./output/feature-sets/KPTI.txt
[2025-11-25T23:39:21.890385] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:39:21.890431] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:39:21.890471] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:39:21.890539] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:39:21.948126] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:39:21.949092] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:39:21.949193] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:39:21.949241] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:39:22.045444] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:39:22.045775] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:39:22.045849] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:39:22.045895] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:39:22.049355] [DEBUG] [FORECASTER] KPTI: Forecast T+1@11:T+2@11: DOWN (p=0.30%)
[2025-11-25T23:39:22.049690] [INFO ] [FORECASTER] Completed predict_future for KPTI
[2025-11-25T23:39:22.049846] [INFO ] [sig       ] KPTI: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:39:22.191208] [INFO ] [LOCAL     ] Saved forecast: KPTI	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/KPTI.txt
[2025-11-25T23:39:22.191366] [INFO ] [sig       ] [1874/3639] Completed KPTI in 0.3s | 3.03 sym/s | Total: 10.3m | ETA: 9.7m
[2025-11-25T23:39:22.191424] [INFO ] [sig       ] [1875/3639] Forecasting KRC...
[2025-11-25T23:39:22.191472] [INFO ] [sig       ] Generating forecast for: KRC
[2025-11-25T23:39:22.191528] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KRC' from 'https://tdm.silogroup.org/data/derivative_storage/KRC.csv'.
[2025-11-25T23:39:22.203382] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KRC'.
[2025-11-25T23:39:22.203740] [INFO ] [FORECASTER] Starting predict_future for KRC
[2025-11-25T23:39:22.204529] [DEBUG] [LOCAL     ] No optimal features file found for KRC: ./output/feature-sets/KRC.txt
[2025-11-25T23:39:22.204600] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:39:22.204670] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:39:22.204716] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:39:22.204788] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:39:22.262375] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:39:22.263080] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:39:22.263173] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:39:22.263219] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:39:22.359368] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:39:22.359504] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:39:22.359548] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:39:22.359583] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:39:22.362860] [DEBUG] [FORECASTER] KRC: Forecast T+1@11:T+2@11: DOWN (p=36.08%)
[2025-11-25T23:39:22.363141] [INFO ] [FORECASTER] Completed predict_future for KRC
[2025-11-25T23:39:22.363278] [INFO ] [sig       ] KRC: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:39:22.504229] [INFO ] [LOCAL     ] Saved forecast: KRC	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/KRC.txt
[2025-11-25T23:39:22.504394] [INFO ] [sig       ] [1875/3639] Completed KRC in 0.3s | 3.03 sym/s | Total: 10.3m | ETA: 9.7m
[2025-11-25T23:39:22.504450] [INFO ] [sig       ] [1876/3639] Forecasting KREF...
[2025-11-25T23:39:22.504494] [INFO ] [sig       ] Generating forecast for: KREF
[2025-11-25T23:39:22.504537] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KREF' from 'https://tdm.silogroup.org/data/derivative_storage/KREF.csv'.
[2025-11-25T23:39:22.516178] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KREF'.
[2025-11-25T23:39:22.516516] [INFO ] [FORECASTER] Starting predict_future for KREF
[2025-11-25T23:39:22.517321] [DEBUG] [LOCAL     ] No optimal features file found for KREF: ./output/feature-sets/KREF.txt
[2025-11-25T23:39:22.517418] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:39:22.517466] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:39:22.517507] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:39:22.517576] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:39:22.577671] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:39:22.578378] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:39:22.578473] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:39:22.578519] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:39:22.671552] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:39:22.671738] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:39:22.671812] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:39:22.671858] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:39:22.675216] [DEBUG] [FORECASTER] KREF: Forecast T+1@11:T+2@11: UP (p=86.74%)
[2025-11-25T23:39:22.675500] [INFO ] [FORECASTER] Completed predict_future for KREF
[2025-11-25T23:39:22.675660] [INFO ] [sig       ] KREF: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:39:22.815387] [INFO ] [LOCAL     ] Saved forecast: KREF	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/KREF.txt
[2025-11-25T23:39:22.815540] [INFO ] [sig       ] [1876/3639] Completed KREF in 0.3s | 3.03 sym/s | Total: 10.3m | ETA: 9.7m
[2025-11-25T23:39:22.815593] [INFO ] [sig       ] [1877/3639] Forecasting KRG...
[2025-11-25T23:39:22.815636] [INFO ] [sig       ] Generating forecast for: KRG
[2025-11-25T23:39:22.815706] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KRG' from 'https://tdm.silogroup.org/data/derivative_storage/KRG.csv'.
[2025-11-25T23:39:22.827239] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KRG'.
[2025-11-25T23:39:22.827595] [INFO ] [FORECASTER] Starting predict_future for KRG
[2025-11-25T23:39:22.828393] [DEBUG] [LOCAL     ] No optimal features file found for KRG: ./output/feature-sets/KRG.txt
[2025-11-25T23:39:22.828463] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:39:22.828509] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:39:22.828549] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:39:22.828618] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:39:22.885689] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:39:22.886400] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:39:22.886496] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:39:22.886543] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:39:22.994835] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:39:22.995010] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:39:22.995060] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:39:22.995096] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:39:22.998764] [DEBUG] [FORECASTER] KRG: Forecast T+1@11:T+2@11: UP (p=70.47%)
[2025-11-25T23:39:22.999057] [INFO ] [FORECASTER] Completed predict_future for KRG
[2025-11-25T23:39:22.999217] [INFO ] [sig       ] KRG: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:39:23.147774] [INFO ] [LOCAL     ] Saved forecast: KRG	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/KRG.txt
[2025-11-25T23:39:23.147969] [INFO ] [sig       ] [1877/3639] Completed KRG in 0.3s | 3.03 sym/s | Total: 10.3m | ETA: 9.7m
[2025-11-25T23:39:23.148026] [INFO ] [sig       ] [1878/3639] Forecasting KRMD...
[2025-11-25T23:39:23.148086] [INFO ] [sig       ] Generating forecast for: KRMD
[2025-11-25T23:39:23.148144] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KRMD' from 'https://tdm.silogroup.org/data/derivative_storage/KRMD.csv'.
[2025-11-25T23:39:23.160488] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KRMD'.
[2025-11-25T23:39:23.160864] [INFO ] [FORECASTER] Starting predict_future for KRMD
[2025-11-25T23:39:23.161822] [DEBUG] [LOCAL     ] No optimal features file found for KRMD: ./output/feature-sets/KRMD.txt
[2025-11-25T23:39:23.161893] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:39:23.161942] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:39:23.161984] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:39:23.162072] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:39:23.223784] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:39:23.224459] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:39:23.224568] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:39:23.224635] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:39:23.343588] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:39:23.343796] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:39:23.343863] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:39:23.343910] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:39:23.347314] [DEBUG] [FORECASTER] KRMD: Forecast T+1@11:T+2@11: UP (p=97.30%)
[2025-11-25T23:39:23.347619] [INFO ] [FORECASTER] Completed predict_future for KRMD
[2025-11-25T23:39:23.347797] [INFO ] [sig       ] KRMD: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:39:23.488408] [INFO ] [LOCAL     ] Saved forecast: KRMD	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/KRMD.txt
[2025-11-25T23:39:23.488564] [INFO ] [sig       ] [1878/3639] Completed KRMD in 0.3s | 3.03 sym/s | Total: 10.3m | ETA: 9.7m
[2025-11-25T23:39:23.488621] [INFO ] [sig       ] [1879/3639] Forecasting KRNY...
[2025-11-25T23:39:23.488688] [INFO ] [sig       ] Generating forecast for: KRNY
[2025-11-25T23:39:23.488733] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KRNY' from 'https://tdm.silogroup.org/data/derivative_storage/KRNY.csv'.
[2025-11-25T23:39:23.500439] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KRNY'.
[2025-11-25T23:39:23.500771] [INFO ] [FORECASTER] Starting predict_future for KRNY
[2025-11-25T23:39:23.501579] [DEBUG] [LOCAL     ] No optimal features file found for KRNY: ./output/feature-sets/KRNY.txt
[2025-11-25T23:39:23.501674] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:39:23.501722] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:39:23.501765] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:39:23.501837] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:39:23.558976] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:39:23.559666] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:39:23.559764] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:39:23.559812] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:39:23.667563] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:39:23.667723] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:39:23.667789] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:39:23.667835] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:39:23.671069] [DEBUG] [FORECASTER] KRNY: Forecast T+1@11:T+2@11: DOWN (p=8.19%)
[2025-11-25T23:39:23.671369] [INFO ] [FORECASTER] Completed predict_future for KRNY
[2025-11-25T23:39:23.671525] [INFO ] [sig       ] KRNY: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:39:23.812522] [INFO ] [LOCAL     ] Saved forecast: KRNY	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/KRNY.txt
[2025-11-25T23:39:23.812700] [INFO ] [sig       ] [1879/3639] Completed KRNY in 0.3s | 3.03 sym/s | Total: 10.3m | ETA: 9.7m
[2025-11-25T23:39:23.812753] [INFO ] [sig       ] [1880/3639] Forecasting KRO...
[2025-11-25T23:39:23.812805] [INFO ] [sig       ] Generating forecast for: KRO
[2025-11-25T23:39:23.812850] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KRO' from 'https://tdm.silogroup.org/data/derivative_storage/KRO.csv'.
[2025-11-25T23:39:23.824866] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KRO'.
[2025-11-25T23:39:23.825185] [INFO ] [FORECASTER] Starting predict_future for KRO
[2025-11-25T23:39:23.825998] [DEBUG] [LOCAL     ] No optimal features file found for KRO: ./output/feature-sets/KRO.txt
[2025-11-25T23:39:23.826067] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:39:23.826115] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:39:23.826157] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:39:23.826227] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:39:23.883523] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:39:23.884181] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:39:23.884277] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:39:23.884325] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:39:24.002364] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:39:24.002592] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:39:24.002825] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:39:24.002934] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:39:24.006474] [DEBUG] [FORECASTER] KRO: Forecast T+1@11:T+2@11: UP (p=60.94%)
[2025-11-25T23:39:24.006808] [INFO ] [FORECASTER] Completed predict_future for KRO
[2025-11-25T23:39:24.007035] [INFO ] [sig       ] KRO: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:39:24.153168] [INFO ] [LOCAL     ] Saved forecast: KRO	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/KRO.txt
[2025-11-25T23:39:24.153360] [INFO ] [sig       ] [1880/3639] Completed KRO in 0.3s | 3.03 sym/s | Total: 10.3m | ETA: 9.7m
[2025-11-25T23:39:24.153419] [INFO ] [sig       ] [1881/3639] Forecasting KROS...
[2025-11-25T23:39:24.153466] [INFO ] [sig       ] Generating forecast for: KROS
[2025-11-25T23:39:24.153510] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KROS' from 'https://tdm.silogroup.org/data/derivative_storage/KROS.csv'.
[2025-11-25T23:39:24.166320] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KROS'.
[2025-11-25T23:39:24.166768] [INFO ] [FORECASTER] Starting predict_future for KROS
[2025-11-25T23:39:24.167621] [DEBUG] [LOCAL     ] No optimal features file found for KROS: ./output/feature-sets/KROS.txt
[2025-11-25T23:39:24.167720] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:39:24.167777] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:39:24.167827] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:39:24.167903] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:39:24.230005] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:39:24.231128] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:39:24.231236] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:39:24.231288] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:39:24.359271] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:39:24.359443] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:39:24.359489] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:39:24.359524] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:39:24.362943] [DEBUG] [FORECASTER] KROS: Forecast T+1@11:T+2@11: DOWN (p=8.38%)
[2025-11-25T23:39:24.363230] [INFO ] [FORECASTER] Completed predict_future for KROS
[2025-11-25T23:39:24.363373] [INFO ] [sig       ] KROS: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:39:24.506252] [INFO ] [LOCAL     ] Saved forecast: KROS	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/KROS.txt
[2025-11-25T23:39:24.506423] [INFO ] [sig       ] [1881/3639] Completed KROS in 0.4s | 3.03 sym/s | Total: 10.3m | ETA: 9.7m
[2025-11-25T23:39:24.506479] [INFO ] [sig       ] [1882/3639] Forecasting KRP...
[2025-11-25T23:39:24.506528] [INFO ] [sig       ] Generating forecast for: KRP
[2025-11-25T23:39:24.506572] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KRP' from 'https://tdm.silogroup.org/data/derivative_storage/KRP.csv'.
[2025-11-25T23:39:24.518753] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KRP'.
[2025-11-25T23:39:24.519136] [INFO ] [FORECASTER] Starting predict_future for KRP
[2025-11-25T23:39:24.519944] [DEBUG] [LOCAL     ] No optimal features file found for KRP: ./output/feature-sets/KRP.txt
[2025-11-25T23:39:24.520015] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:39:24.520062] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:39:24.520104] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:39:24.520172] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:39:24.577334] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:39:24.578049] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:39:24.578144] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:39:24.578193] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:39:24.693375] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:39:24.693577] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:39:24.693627] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:39:24.693684] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:39:24.697820] [DEBUG] [FORECASTER] KRP: Forecast T+1@11:T+2@11: DOWN (p=18.59%)
[2025-11-25T23:39:24.698162] [INFO ] [FORECASTER] Completed predict_future for KRP
[2025-11-25T23:39:24.698352] [INFO ] [sig       ] KRP: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:39:24.873464] [INFO ] [LOCAL     ] Saved forecast: KRP	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/KRP.txt
[2025-11-25T23:39:24.873694] [INFO ] [sig       ] [1882/3639] Completed KRP in 0.4s | 3.03 sym/s | Total: 10.3m | ETA: 9.7m
[2025-11-25T23:39:24.873754] [INFO ] [sig       ] [1883/3639] Forecasting KRRO...
[2025-11-25T23:39:24.873796] [INFO ] [sig       ] Generating forecast for: KRRO
[2025-11-25T23:39:24.873874] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KRRO' from 'https://tdm.silogroup.org/data/derivative_storage/KRRO.csv'.
[2025-11-25T23:39:24.886907] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KRRO'.
[2025-11-25T23:39:24.887390] [INFO ] [FORECASTER] Starting predict_future for KRRO
[2025-11-25T23:39:24.888456] [DEBUG] [LOCAL     ] No optimal features file found for KRRO: ./output/feature-sets/KRRO.txt
[2025-11-25T23:39:24.888560] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:39:24.888611] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:39:24.888671] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:39:24.888745] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:39:24.951618] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:39:24.952765] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:39:24.952875] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:39:24.953126] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:39:25.044966] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:39:25.045166] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:39:25.045222] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:39:25.045259] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:39:25.049144] [DEBUG] [FORECASTER] KRRO: Forecast T+1@11:T+2@11: DOWN (p=11.66%)
[2025-11-25T23:39:25.049489] [INFO ] [FORECASTER] Completed predict_future for KRRO
[2025-11-25T23:39:25.049681] [INFO ] [sig       ] KRRO: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:39:25.250767] [INFO ] [LOCAL     ] Saved forecast: KRRO	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/KRRO.txt
[2025-11-25T23:39:25.250971] [INFO ] [sig       ] [1883/3639] Completed KRRO in 0.4s | 3.03 sym/s | Total: 10.3m | ETA: 9.7m
[2025-11-25T23:39:25.251029] [INFO ] [sig       ] [1884/3639] Forecasting KRUS...
[2025-11-25T23:39:25.251073] [INFO ] [sig       ] Generating forecast for: KRUS
[2025-11-25T23:39:25.251118] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KRUS' from 'https://tdm.silogroup.org/data/derivative_storage/KRUS.csv'.
[2025-11-25T23:39:25.265436] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KRUS'.
[2025-11-25T23:39:25.265969] [INFO ] [FORECASTER] Starting predict_future for KRUS
[2025-11-25T23:39:25.266992] [DEBUG] [LOCAL     ] No optimal features file found for KRUS: ./output/feature-sets/KRUS.txt
[2025-11-25T23:39:25.267081] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:39:25.267130] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:39:25.267174] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:39:25.267239] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:39:25.344717] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:39:25.345853] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:39:25.345995] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:39:25.346051] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:39:25.470070] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:39:25.470306] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:39:25.470368] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:39:25.470420] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:39:25.475802] [DEBUG] [FORECASTER] KRUS: Forecast T+1@11:T+2@11: DOWN (p=6.39%)
[2025-11-25T23:39:25.476359] [INFO ] [FORECASTER] Completed predict_future for KRUS
[2025-11-25T23:39:25.476591] [INFO ] [sig       ] KRUS: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:39:25.708366] [INFO ] [LOCAL     ] Saved forecast: KRUS	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/KRUS.txt
[2025-11-25T23:39:25.708636] [INFO ] [sig       ] [1884/3639] Completed KRUS in 0.5s | 3.03 sym/s | Total: 10.4m | ETA: 9.6m
[2025-11-25T23:39:25.708746] [INFO ] [sig       ] [1885/3639] Forecasting KRYS...
[2025-11-25T23:39:25.708815] [INFO ] [sig       ] Generating forecast for: KRYS
[2025-11-25T23:39:25.708881] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KRYS' from 'https://tdm.silogroup.org/data/derivative_storage/KRYS.csv'.
[2025-11-25T23:39:25.726105] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KRYS'.
[2025-11-25T23:39:25.726675] [INFO ] [FORECASTER] Starting predict_future for KRYS
[2025-11-25T23:39:25.727972] [DEBUG] [LOCAL     ] No optimal features file found for KRYS: ./output/feature-sets/KRYS.txt
[2025-11-25T23:39:25.728065] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:39:25.728133] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:39:25.728189] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:39:25.728293] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:39:25.801364] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:39:25.802382] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:39:25.802494] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:39:25.802551] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:39:25.906846] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:39:25.907038] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:39:25.907085] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:39:25.907120] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:39:25.910724] [DEBUG] [FORECASTER] KRYS: Forecast T+1@11:T+2@11: DOWN (p=20.49%)
[2025-11-25T23:39:25.911032] [INFO ] [FORECASTER] Completed predict_future for KRYS
[2025-11-25T23:39:25.911181] [INFO ] [sig       ] KRYS: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:39:26.053526] [INFO ] [LOCAL     ] Saved forecast: KRYS	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/KRYS.txt
[2025-11-25T23:39:26.053738] [INFO ] [sig       ] [1885/3639] Completed KRYS in 0.3s | 3.03 sym/s | Total: 10.4m | ETA: 9.6m
[2025-11-25T23:39:26.053801] [INFO ] [sig       ] [1886/3639] Forecasting KSCP...
[2025-11-25T23:39:26.053838] [INFO ] [sig       ] Generating forecast for: KSCP
[2025-11-25T23:39:26.053882] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KSCP' from 'https://tdm.silogroup.org/data/derivative_storage/KSCP.csv'.
[2025-11-25T23:39:26.070373] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KSCP'.
[2025-11-25T23:39:26.071242] [INFO ] [FORECASTER] Starting predict_future for KSCP
[2025-11-25T23:39:26.072366] [DEBUG] [LOCAL     ] No optimal features file found for KSCP: ./output/feature-sets/KSCP.txt
[2025-11-25T23:39:26.072448] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:39:26.072501] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:39:26.072585] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:39:26.072689] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:39:26.134202] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:39:26.135296] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:39:26.135412] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:39:26.135461] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:39:26.239382] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:39:26.239579] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:39:26.239637] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:39:26.239737] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:39:26.243528] [DEBUG] [FORECASTER] KSCP: Forecast T+1@11:T+2@11: DOWN (p=8.36%)
[2025-11-25T23:39:26.243894] [INFO ] [FORECASTER] Completed predict_future for KSCP
[2025-11-25T23:39:26.244066] [INFO ] [sig       ] KSCP: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:39:26.396907] [INFO ] [LOCAL     ] Saved forecast: KSCP	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/KSCP.txt
[2025-11-25T23:39:26.397104] [INFO ] [sig       ] [1886/3639] Completed KSCP in 0.3s | 3.03 sym/s | Total: 10.4m | ETA: 9.6m
[2025-11-25T23:39:26.397166] [INFO ] [sig       ] [1887/3639] Forecasting KSPI...
[2025-11-25T23:39:26.397211] [INFO ] [sig       ] Generating forecast for: KSPI
[2025-11-25T23:39:26.397260] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KSPI' from 'https://tdm.silogroup.org/data/derivative_storage/KSPI.csv'.
[2025-11-25T23:39:26.409280] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KSPI'.
[2025-11-25T23:39:26.409690] [INFO ] [FORECASTER] Starting predict_future for KSPI
[2025-11-25T23:39:26.410532] [DEBUG] [LOCAL     ] No optimal features file found for KSPI: ./output/feature-sets/KSPI.txt
[2025-11-25T23:39:26.410605] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:39:26.410672] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:39:26.410718] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:39:26.410806] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:39:26.488704] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:39:26.489669] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:39:26.489783] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:39:26.489832] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:39:26.586015] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:39:26.586208] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:39:26.586254] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:39:26.586289] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:39:26.589749] [DEBUG] [FORECASTER] KSPI: Forecast T+1@11:T+2@11: DOWN (p=5.69%)
[2025-11-25T23:39:26.590040] [INFO ] [FORECASTER] Completed predict_future for KSPI
[2025-11-25T23:39:26.590179] [INFO ] [sig       ] KSPI: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:39:26.731541] [INFO ] [LOCAL     ] Saved forecast: KSPI	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/KSPI.txt
[2025-11-25T23:39:26.731747] [INFO ] [sig       ] [1887/3639] Completed KSPI in 0.3s | 3.03 sym/s | Total: 10.4m | ETA: 9.6m
[2025-11-25T23:39:26.731834] [INFO ] [sig       ] [1888/3639] Forecasting KSS...
[2025-11-25T23:39:26.731889] [INFO ] [sig       ] Generating forecast for: KSS
[2025-11-25T23:39:26.731935] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KSS' from 'https://tdm.silogroup.org/data/derivative_storage/KSS.csv'.
[2025-11-25T23:39:26.743406] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KSS'.
[2025-11-25T23:39:26.743733] [INFO ] [FORECASTER] Starting predict_future for KSS
[2025-11-25T23:39:26.744533] [DEBUG] [LOCAL     ] No optimal features file found for KSS: ./output/feature-sets/KSS.txt
[2025-11-25T23:39:26.744605] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:39:26.744677] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:39:26.744722] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:39:26.744793] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:39:26.802468] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:39:26.803101] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:39:26.803195] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:39:26.803242] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:39:26.905573] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:39:26.905821] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:39:26.905882] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:39:26.905926] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:39:26.910465] [DEBUG] [FORECASTER] KSS: Forecast T+1@11:T+2@11: DOWN (p=32.22%)
[2025-11-25T23:39:26.910889] [INFO ] [FORECASTER] Completed predict_future for KSS
[2025-11-25T23:39:26.911066] [INFO ] [sig       ] KSS: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:39:27.055635] [INFO ] [LOCAL     ] Saved forecast: KSS	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/KSS.txt
[2025-11-25T23:39:27.055814] [INFO ] [sig       ] [1888/3639] Completed KSS in 0.3s | 3.03 sym/s | Total: 10.4m | ETA: 9.6m
[2025-11-25T23:39:27.055871] [INFO ] [sig       ] [1889/3639] Forecasting KTB...
[2025-11-25T23:39:27.055918] [INFO ] [sig       ] Generating forecast for: KTB
[2025-11-25T23:39:27.055955] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KTB' from 'https://tdm.silogroup.org/data/derivative_storage/KTB.csv'.
[2025-11-25T23:39:27.068391] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KTB'.
[2025-11-25T23:39:27.068871] [INFO ] [FORECASTER] Starting predict_future for KTB
[2025-11-25T23:39:27.069763] [DEBUG] [LOCAL     ] No optimal features file found for KTB: ./output/feature-sets/KTB.txt
[2025-11-25T23:39:27.069835] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:39:27.069882] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:39:27.069944] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:39:27.070026] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:39:27.128910] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:39:27.129896] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:39:27.130004] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:39:27.130068] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:39:27.230369] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:39:27.230567] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:39:27.230614] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:39:27.230668] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:39:27.234197] [DEBUG] [FORECASTER] KTB: Forecast T+1@11:T+2@11: DOWN (p=23.16%)
[2025-11-25T23:39:27.234486] [INFO ] [FORECASTER] Completed predict_future for KTB
[2025-11-25T23:39:27.234628] [INFO ] [sig       ] KTB: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:39:27.380195] [INFO ] [LOCAL     ] Saved forecast: KTB	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/KTB.txt
[2025-11-25T23:39:27.380381] [INFO ] [sig       ] [1889/3639] Completed KTB in 0.3s | 3.03 sym/s | Total: 10.4m | ETA: 9.6m
[2025-11-25T23:39:27.380438] [INFO ] [sig       ] [1890/3639] Forecasting KTCC...
[2025-11-25T23:39:27.380482] [INFO ] [sig       ] Generating forecast for: KTCC
[2025-11-25T23:39:27.380524] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KTCC' from 'https://tdm.silogroup.org/data/derivative_storage/KTCC.csv'.
[2025-11-25T23:39:27.392334] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KTCC'.
[2025-11-25T23:39:27.392758] [INFO ] [FORECASTER] Starting predict_future for KTCC
[2025-11-25T23:39:27.393557] [DEBUG] [LOCAL     ] No optimal features file found for KTCC: ./output/feature-sets/KTCC.txt
[2025-11-25T23:39:27.393626] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:39:27.393695] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:39:27.393738] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:39:27.393812] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:39:27.452385] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:39:27.453079] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:39:27.453172] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:39:27.453220] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:39:27.540796] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:39:27.540944] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:39:27.541007] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:39:27.541044] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:39:27.544284] [DEBUG] [FORECASTER] KTCC: Forecast T+1@11:T+2@11: DOWN (p=18.96%)
[2025-11-25T23:39:27.544576] [INFO ] [FORECASTER] Completed predict_future for KTCC
[2025-11-25T23:39:27.544734] [INFO ] [sig       ] KTCC: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:39:27.689686] [INFO ] [LOCAL     ] Saved forecast: KTCC	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/KTCC.txt
[2025-11-25T23:39:27.689843] [INFO ] [sig       ] [1890/3639] Completed KTCC in 0.3s | 3.03 sym/s | Total: 10.4m | ETA: 9.6m
[2025-11-25T23:39:27.689902] [INFO ] [sig       ] [1891/3639] Forecasting KTF...
[2025-11-25T23:39:27.689947] [INFO ] [sig       ] Generating forecast for: KTF
[2025-11-25T23:39:27.689989] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KTF' from 'https://tdm.silogroup.org/data/derivative_storage/KTF.csv'.
[2025-11-25T23:39:27.702206] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KTF'.
[2025-11-25T23:39:27.702553] [INFO ] [FORECASTER] Starting predict_future for KTF
[2025-11-25T23:39:27.703368] [DEBUG] [LOCAL     ] No optimal features file found for KTF: ./output/feature-sets/KTF.txt
[2025-11-25T23:39:27.703438] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:39:27.703485] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:39:27.703525] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:39:27.703591] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:39:27.761471] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:39:27.762355] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:39:27.762460] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:39:27.762506] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:39:27.853996] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:39:27.854184] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:39:27.854230] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:39:27.854265] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:39:27.857808] [DEBUG] [FORECASTER] KTF: Forecast T+1@11:T+2@11: UP (p=86.13%)
[2025-11-25T23:39:27.858154] [INFO ] [FORECASTER] Completed predict_future for KTF
[2025-11-25T23:39:27.858305] [INFO ] [sig       ] KTF: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:39:28.002507] [INFO ] [LOCAL     ] Saved forecast: KTF	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/KTF.txt
[2025-11-25T23:39:28.002705] [INFO ] [sig       ] [1891/3639] Completed KTF in 0.3s | 3.03 sym/s | Total: 10.4m | ETA: 9.6m
[2025-11-25T23:39:28.002766] [INFO ] [sig       ] [1892/3639] Forecasting KTOS...
[2025-11-25T23:39:28.002809] [INFO ] [sig       ] Generating forecast for: KTOS
[2025-11-25T23:39:28.002849] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KTOS' from 'https://tdm.silogroup.org/data/derivative_storage/KTOS.csv'.
[2025-11-25T23:39:28.013927] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KTOS'.
[2025-11-25T23:39:28.014349] [INFO ] [FORECASTER] Starting predict_future for KTOS
[2025-11-25T23:39:28.015210] [DEBUG] [LOCAL     ] No optimal features file found for KTOS: ./output/feature-sets/KTOS.txt
[2025-11-25T23:39:28.015281] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:39:28.015339] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:39:28.015421] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:39:28.015546] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:39:28.073151] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:39:28.073975] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:39:28.074072] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:39:28.074128] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:39:28.173140] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:39:28.173343] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:39:28.173400] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:39:28.173446] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:39:28.176854] [DEBUG] [FORECASTER] KTOS: Forecast T+1@11:T+2@11: DOWN (p=3.15%)
[2025-11-25T23:39:28.177158] [INFO ] [FORECASTER] Completed predict_future for KTOS
[2025-11-25T23:39:28.177308] [INFO ] [sig       ] KTOS: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:39:28.318339] [INFO ] [LOCAL     ] Saved forecast: KTOS	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/KTOS.txt
[2025-11-25T23:39:28.318509] [INFO ] [sig       ] [1892/3639] Completed KTOS in 0.3s | 3.03 sym/s | Total: 10.4m | ETA: 9.6m
[2025-11-25T23:39:28.318564] [INFO ] [sig       ] [1893/3639] Forecasting KURA...
[2025-11-25T23:39:28.318608] [INFO ] [sig       ] Generating forecast for: KURA
[2025-11-25T23:39:28.318718] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KURA' from 'https://tdm.silogroup.org/data/derivative_storage/KURA.csv'.
[2025-11-25T23:39:28.329728] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KURA'.
[2025-11-25T23:39:28.330081] [INFO ] [FORECASTER] Starting predict_future for KURA
[2025-11-25T23:39:28.330910] [DEBUG] [LOCAL     ] No optimal features file found for KURA: ./output/feature-sets/KURA.txt
[2025-11-25T23:39:28.330979] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:39:28.331025] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:39:28.331067] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:39:28.331136] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:39:28.387816] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:39:28.388463] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:39:28.388558] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:39:28.388606] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:39:28.489694] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:39:28.489895] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:39:28.489943] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:39:28.489979] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:39:28.493538] [DEBUG] [FORECASTER] KURA: Forecast T+1@11:T+2@11: DOWN (p=31.72%)
[2025-11-25T23:39:28.493862] [INFO ] [FORECASTER] Completed predict_future for KURA
[2025-11-25T23:39:28.494017] [INFO ] [sig       ] KURA: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:39:28.637546] [INFO ] [LOCAL     ] Saved forecast: KURA	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/KURA.txt
[2025-11-25T23:39:28.637755] [INFO ] [sig       ] [1893/3639] Completed KURA in 0.3s | 3.03 sym/s | Total: 10.4m | ETA: 9.6m
[2025-11-25T23:39:28.637813] [INFO ] [sig       ] [1894/3639] Forecasting KVHI...
[2025-11-25T23:39:28.637857] [INFO ] [sig       ] Generating forecast for: KVHI
[2025-11-25T23:39:28.637899] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KVHI' from 'https://tdm.silogroup.org/data/derivative_storage/KVHI.csv'.
[2025-11-25T23:39:28.649111] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KVHI'.
[2025-11-25T23:39:28.649466] [INFO ] [FORECASTER] Starting predict_future for KVHI
[2025-11-25T23:39:28.650296] [DEBUG] [LOCAL     ] No optimal features file found for KVHI: ./output/feature-sets/KVHI.txt
[2025-11-25T23:39:28.650365] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:39:28.650425] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:39:28.650468] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:39:28.650536] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:39:28.709109] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:39:28.710018] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:39:28.710121] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:39:28.710170] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:39:28.811380] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:39:28.811579] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:39:28.811625] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:39:28.811687] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:39:28.815363] [DEBUG] [FORECASTER] KVHI: Forecast T+1@11:T+2@11: DOWN (p=12.81%)
[2025-11-25T23:39:28.815787] [INFO ] [FORECASTER] Completed predict_future for KVHI
[2025-11-25T23:39:28.815957] [INFO ] [sig       ] KVHI: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:39:28.961064] [INFO ] [LOCAL     ] Saved forecast: KVHI	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/KVHI.txt
[2025-11-25T23:39:28.961222] [INFO ] [sig       ] [1894/3639] Completed KVHI in 0.3s | 3.03 sym/s | Total: 10.4m | ETA: 9.6m
[2025-11-25T23:39:28.961278] [INFO ] [sig       ] [1895/3639] Forecasting KVUE...
[2025-11-25T23:39:28.961323] [INFO ] [sig       ] Generating forecast for: KVUE
[2025-11-25T23:39:28.961366] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KVUE' from 'https://tdm.silogroup.org/data/derivative_storage/KVUE.csv'.
[2025-11-25T23:39:28.972631] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KVUE'.
[2025-11-25T23:39:28.972969] [INFO ] [FORECASTER] Starting predict_future for KVUE
[2025-11-25T23:39:28.973765] [DEBUG] [LOCAL     ] No optimal features file found for KVUE: ./output/feature-sets/KVUE.txt
[2025-11-25T23:39:28.973835] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:39:28.973885] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:39:28.973927] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:39:28.973996] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:39:29.033029] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:39:29.033718] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:39:29.033815] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:39:29.033871] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:39:29.139236] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:39:29.139412] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:39:29.139470] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:39:29.139517] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:39:29.143018] [DEBUG] [FORECASTER] KVUE: Forecast T+1@11:T+2@11: DOWN (p=27.29%)
[2025-11-25T23:39:29.143458] [INFO ] [FORECASTER] Completed predict_future for KVUE
[2025-11-25T23:39:29.143690] [INFO ] [sig       ] KVUE: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:39:29.287915] [INFO ] [LOCAL     ] Saved forecast: KVUE	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/KVUE.txt
[2025-11-25T23:39:29.288086] [INFO ] [sig       ] [1895/3639] Completed KVUE in 0.3s | 3.03 sym/s | Total: 10.4m | ETA: 9.6m
[2025-11-25T23:39:29.288141] [INFO ] [sig       ] [1896/3639] Forecasting KVYO...
[2025-11-25T23:39:29.288185] [INFO ] [sig       ] Generating forecast for: KVYO
[2025-11-25T23:39:29.288228] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KVYO' from 'https://tdm.silogroup.org/data/derivative_storage/KVYO.csv'.
[2025-11-25T23:39:29.300137] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KVYO'.
[2025-11-25T23:39:29.300477] [INFO ] [FORECASTER] Starting predict_future for KVYO
[2025-11-25T23:39:29.301303] [DEBUG] [LOCAL     ] No optimal features file found for KVYO: ./output/feature-sets/KVYO.txt
[2025-11-25T23:39:29.301374] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:39:29.301421] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:39:29.301461] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:39:29.301530] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:39:29.360927] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:39:29.361800] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:39:29.361929] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:39:29.361986] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:39:29.458814] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:39:29.459010] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:39:29.459057] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:39:29.459092] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:39:29.462617] [DEBUG] [FORECASTER] KVYO: Forecast T+1@11:T+2@11: DOWN (p=20.32%)
[2025-11-25T23:39:29.462978] [INFO ] [FORECASTER] Completed predict_future for KVYO
[2025-11-25T23:39:29.463131] [INFO ] [sig       ] KVYO: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:39:29.610901] [INFO ] [LOCAL     ] Saved forecast: KVYO	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/KVYO.txt
[2025-11-25T23:39:29.611088] [INFO ] [sig       ] [1896/3639] Completed KVYO in 0.3s | 3.03 sym/s | Total: 10.4m | ETA: 9.6m
[2025-11-25T23:39:29.611151] [INFO ] [sig       ] [1897/3639] Forecasting KYN...
[2025-11-25T23:39:29.611197] [INFO ] [sig       ] Generating forecast for: KYN
[2025-11-25T23:39:29.611232] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KYN' from 'https://tdm.silogroup.org/data/derivative_storage/KYN.csv'.
[2025-11-25T23:39:29.624352] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KYN'.
[2025-11-25T23:39:29.624695] [INFO ] [FORECASTER] Starting predict_future for KYN
[2025-11-25T23:39:29.625534] [DEBUG] [LOCAL     ] No optimal features file found for KYN: ./output/feature-sets/KYN.txt
[2025-11-25T23:39:29.625607] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:39:29.625684] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:39:29.625738] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:39:29.625835] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:39:29.685346] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:39:29.686060] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:39:29.686163] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:39:29.686221] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:39:29.778817] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:39:29.778958] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:39:29.779008] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:39:29.779044] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:39:29.782218] [DEBUG] [FORECASTER] KYN: Forecast T+1@11:T+2@11: DOWN (p=7.59%)
[2025-11-25T23:39:29.782500] [INFO ] [FORECASTER] Completed predict_future for KYN
[2025-11-25T23:39:29.782636] [INFO ] [sig       ] KYN: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:39:29.927442] [INFO ] [LOCAL     ] Saved forecast: KYN	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/KYN.txt
[2025-11-25T23:39:29.927632] [INFO ] [sig       ] [1897/3639] Completed KYN in 0.3s | 3.03 sym/s | Total: 10.4m | ETA: 9.6m
[2025-11-25T23:39:29.927755] [INFO ] [sig       ] [1898/3639] Forecasting KYTX...
[2025-11-25T23:39:29.927813] [INFO ] [sig       ] Generating forecast for: KYTX
[2025-11-25T23:39:29.927874] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KYTX' from 'https://tdm.silogroup.org/data/derivative_storage/KYTX.csv'.
[2025-11-25T23:39:29.939607] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KYTX'.
[2025-11-25T23:39:29.940044] [INFO ] [FORECASTER] Starting predict_future for KYTX
[2025-11-25T23:39:29.940896] [DEBUG] [LOCAL     ] No optimal features file found for KYTX: ./output/feature-sets/KYTX.txt
[2025-11-25T23:39:29.940981] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:39:29.941040] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:39:29.941092] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:39:29.941178] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:39:30.002184] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:39:30.003123] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:39:30.003221] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:39:30.003281] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:39:30.094254] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:39:30.094451] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:39:30.094497] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:39:30.094533] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:39:30.098015] [DEBUG] [FORECASTER] KYTX: Forecast T+1@11:T+2@11: UP (p=56.43%)
[2025-11-25T23:39:30.098348] [INFO ] [FORECASTER] Completed predict_future for KYTX
[2025-11-25T23:39:30.098505] [INFO ] [sig       ] KYTX: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:39:30.240896] [INFO ] [LOCAL     ] Saved forecast: KYTX	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/KYTX.txt
[2025-11-25T23:39:30.241087] [INFO ] [sig       ] [1898/3639] Completed KYTX in 0.3s | 3.03 sym/s | Total: 10.4m | ETA: 9.6m
[2025-11-25T23:39:30.241145] [INFO ] [sig       ] [1899/3639] Forecasting KZIA...
[2025-11-25T23:39:30.241190] [INFO ] [sig       ] Generating forecast for: KZIA
[2025-11-25T23:39:30.241233] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KZIA' from 'https://tdm.silogroup.org/data/derivative_storage/KZIA.csv'.
[2025-11-25T23:39:30.253491] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KZIA'.
[2025-11-25T23:39:30.253936] [INFO ] [FORECASTER] Starting predict_future for KZIA
[2025-11-25T23:39:30.254769] [DEBUG] [LOCAL     ] No optimal features file found for KZIA: ./output/feature-sets/KZIA.txt
[2025-11-25T23:39:30.254837] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:39:30.254883] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:39:30.254922] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:39:30.254991] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:39:30.312977] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:39:30.313879] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:39:30.313979] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:39:30.314027] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:39:30.404622] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:39:30.404840] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:39:30.404887] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:39:30.404921] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:39:30.408413] [DEBUG] [FORECASTER] KZIA: Forecast T+1@11:T+2@11: DOWN (p=6.33%)
[2025-11-25T23:39:30.408748] [INFO ] [FORECASTER] Completed predict_future for KZIA
[2025-11-25T23:39:30.408917] [INFO ] [sig       ] KZIA: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:39:30.551496] [INFO ] [LOCAL     ] Saved forecast: KZIA	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/KZIA.txt
[2025-11-25T23:39:30.551681] [INFO ] [sig       ] [1899/3639] Completed KZIA in 0.3s | 3.03 sym/s | Total: 10.4m | ETA: 9.6m
[2025-11-25T23:39:30.551740] [INFO ] [sig       ] [1900/3639] Forecasting L...
[2025-11-25T23:39:30.551785] [INFO ] [sig       ] Generating forecast for: L
[2025-11-25T23:39:30.551826] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'L' from 'https://tdm.silogroup.org/data/derivative_storage/L.csv'.
[2025-11-25T23:39:30.563233] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'L'.
[2025-11-25T23:39:30.563619] [INFO ] [FORECASTER] Starting predict_future for L
[2025-11-25T23:39:30.564431] [DEBUG] [LOCAL     ] No optimal features file found for L: ./output/feature-sets/L.txt
[2025-11-25T23:39:30.564501] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:39:30.564548] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:39:30.564588] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:39:30.564678] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:39:30.622211] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:39:30.623111] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:39:30.623206] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:39:30.623254] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:39:30.716047] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:39:30.716252] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:39:30.716299] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:39:30.716333] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:39:30.719933] [DEBUG] [FORECASTER] L: Forecast T+1@11:T+2@11: DOWN (p=30.14%)
[2025-11-25T23:39:30.720309] [INFO ] [FORECASTER] Completed predict_future for L
[2025-11-25T23:39:30.720460] [INFO ] [sig       ] L: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:39:30.862498] [INFO ] [LOCAL     ] Saved forecast: L	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/L.txt
[2025-11-25T23:39:30.862706] [INFO ] [sig       ] [1900/3639] Completed L in 0.3s | 3.03 sym/s | Total: 10.4m | ETA: 9.6m
[2025-11-25T23:39:30.862766] [INFO ] [sig       ] [1901/3639] Forecasting LAB...
[2025-11-25T23:39:30.862812] [INFO ] [sig       ] Generating forecast for: LAB
[2025-11-25T23:39:30.862935] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LAB' from 'https://tdm.silogroup.org/data/derivative_storage/LAB.csv'.
[2025-11-25T23:39:30.874882] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LAB'.
[2025-11-25T23:39:30.875252] [INFO ] [FORECASTER] Starting predict_future for LAB
[2025-11-25T23:39:30.876092] [DEBUG] [LOCAL     ] No optimal features file found for LAB: ./output/feature-sets/LAB.txt
[2025-11-25T23:39:30.876160] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:39:30.876217] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:39:30.876268] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:39:30.876356] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:39:30.934343] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:39:30.935262] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:39:30.935368] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:39:30.935429] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:39:31.027783] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:39:31.027981] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:39:31.028029] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:39:31.028086] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:39:31.031487] [DEBUG] [FORECASTER] LAB: Forecast T+1@11:T+2@11: UP (p=73.59%)
[2025-11-25T23:39:31.031801] [INFO ] [FORECASTER] Completed predict_future for LAB
[2025-11-25T23:39:31.031953] [INFO ] [sig       ] LAB: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:39:31.174166] [INFO ] [LOCAL     ] Saved forecast: LAB	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/LAB.txt
[2025-11-25T23:39:31.174344] [INFO ] [sig       ] [1901/3639] Completed LAB in 0.3s | 3.03 sym/s | Total: 10.4m | ETA: 9.6m
[2025-11-25T23:39:31.174401] [INFO ] [sig       ] [1902/3639] Forecasting LAC...
[2025-11-25T23:39:31.174445] [INFO ] [sig       ] Generating forecast for: LAC
[2025-11-25T23:39:31.174484] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LAC' from 'https://tdm.silogroup.org/data/derivative_storage/LAC.csv'.
[2025-11-25T23:39:31.186470] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LAC'.
[2025-11-25T23:39:31.186910] [INFO ] [FORECASTER] Starting predict_future for LAC
[2025-11-25T23:39:31.187754] [DEBUG] [LOCAL     ] No optimal features file found for LAC: ./output/feature-sets/LAC.txt
[2025-11-25T23:39:31.187822] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:39:31.187881] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:39:31.187932] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:39:31.188019] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:39:31.245340] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:39:31.246197] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:39:31.246296] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:39:31.246355] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:39:31.341256] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:39:31.341442] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:39:31.341488] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:39:31.341523] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:39:31.344957] [DEBUG] [FORECASTER] LAC: Forecast T+1@11:T+2@11: DOWN (p=3.34%)
[2025-11-25T23:39:31.345263] [INFO ] [FORECASTER] Completed predict_future for LAC
[2025-11-25T23:39:31.345407] [INFO ] [sig       ] LAC: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:39:31.488037] [INFO ] [LOCAL     ] Saved forecast: LAC	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/LAC.txt
[2025-11-25T23:39:31.488233] [INFO ] [sig       ] [1902/3639] Completed LAC in 0.3s | 3.03 sym/s | Total: 10.5m | ETA: 9.5m
[2025-11-25T23:39:31.488373] [INFO ] [sig       ] [1903/3639] Forecasting LAD...
[2025-11-25T23:39:31.488421] [INFO ] [sig       ] Generating forecast for: LAD
[2025-11-25T23:39:31.488462] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LAD' from 'https://tdm.silogroup.org/data/derivative_storage/LAD.csv'.
[2025-11-25T23:39:31.500762] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LAD'.
[2025-11-25T23:39:31.501186] [INFO ] [FORECASTER] Starting predict_future for LAD
[2025-11-25T23:39:31.502018] [DEBUG] [LOCAL     ] No optimal features file found for LAD: ./output/feature-sets/LAD.txt
[2025-11-25T23:39:31.502089] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:39:31.502136] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:39:31.502178] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:39:31.502263] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:39:31.562860] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:39:31.563577] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:39:31.563699] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:39:31.563769] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:39:31.652267] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:39:31.652449] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:39:31.652495] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:39:31.652531] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:39:31.656095] [DEBUG] [FORECASTER] LAD: Forecast T+1@11:T+2@11: DOWN (p=5.57%)
[2025-11-25T23:39:31.656417] [INFO ] [FORECASTER] Completed predict_future for LAD
[2025-11-25T23:39:31.656564] [INFO ] [sig       ] LAD: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:39:31.799769] [INFO ] [LOCAL     ] Saved forecast: LAD	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/LAD.txt
[2025-11-25T23:39:31.799929] [INFO ] [sig       ] [1903/3639] Completed LAD in 0.3s | 3.03 sym/s | Total: 10.5m | ETA: 9.5m
[2025-11-25T23:39:31.799984] [INFO ] [sig       ] [1904/3639] Forecasting LAES...
[2025-11-25T23:39:31.800027] [INFO ] [sig       ] Generating forecast for: LAES
[2025-11-25T23:39:31.800070] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LAES' from 'https://tdm.silogroup.org/data/derivative_storage/LAES.csv'.
[2025-11-25T23:39:31.812390] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LAES'.
[2025-11-25T23:39:31.812733] [INFO ] [FORECASTER] Starting predict_future for LAES
[2025-11-25T23:39:31.813521] [DEBUG] [LOCAL     ] No optimal features file found for LAES: ./output/feature-sets/LAES.txt
[2025-11-25T23:39:31.813590] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:39:31.813636] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:39:31.813703] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:39:31.813772] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:39:31.871867] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:39:31.872465] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:39:31.872559] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:39:31.872602] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:39:31.965698] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:39:31.965817] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:39:31.965858] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:39:31.965892] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:39:31.969137] [DEBUG] [FORECASTER] LAES: Forecast T+1@11:T+2@11: DOWN (p=0.21%)
[2025-11-25T23:39:31.969414] [INFO ] [FORECASTER] Completed predict_future for LAES
[2025-11-25T23:39:31.969556] [INFO ] [sig       ] LAES: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:39:32.110631] [INFO ] [LOCAL     ] Saved forecast: LAES	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/LAES.txt
[2025-11-25T23:39:32.110834] [INFO ] [sig       ] [1904/3639] Completed LAES in 0.3s | 3.03 sym/s | Total: 10.5m | ETA: 9.5m
[2025-11-25T23:39:32.110891] [INFO ] [sig       ] [1905/3639] Forecasting LAKE...
[2025-11-25T23:39:32.110935] [INFO ] [sig       ] Generating forecast for: LAKE
[2025-11-25T23:39:32.110980] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LAKE' from 'https://tdm.silogroup.org/data/derivative_storage/LAKE.csv'.
[2025-11-25T23:39:32.123087] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LAKE'.
[2025-11-25T23:39:32.123490] [INFO ] [FORECASTER] Starting predict_future for LAKE
[2025-11-25T23:39:32.124335] [DEBUG] [LOCAL     ] No optimal features file found for LAKE: ./output/feature-sets/LAKE.txt
[2025-11-25T23:39:32.124405] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:39:32.124464] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:39:32.124532] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:39:32.124620] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:39:32.182609] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:39:32.183508] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:39:32.183617] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:39:32.183691] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:39:32.276556] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:39:32.276770] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:39:32.276823] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:39:32.276859] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:39:32.280302] [DEBUG] [FORECASTER] LAKE: Forecast T+1@11:T+2@11: DOWN (p=4.05%)
[2025-11-25T23:39:32.280595] [INFO ] [FORECASTER] Completed predict_future for LAKE
[2025-11-25T23:39:32.280760] [INFO ] [sig       ] LAKE: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:39:32.422852] [INFO ] [LOCAL     ] Saved forecast: LAKE	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/LAKE.txt
[2025-11-25T23:39:32.423040] [INFO ] [sig       ] [1905/3639] Completed LAKE in 0.3s | 3.03 sym/s | Total: 10.5m | ETA: 9.5m
[2025-11-25T23:39:32.423098] [INFO ] [sig       ] [1906/3639] Forecasting LAND...
[2025-11-25T23:39:32.423226] [INFO ] [sig       ] Generating forecast for: LAND
[2025-11-25T23:39:32.423274] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LAND' from 'https://tdm.silogroup.org/data/derivative_storage/LAND.csv'.
[2025-11-25T23:39:32.435827] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LAND'.
[2025-11-25T23:39:32.436262] [INFO ] [FORECASTER] Starting predict_future for LAND
[2025-11-25T23:39:32.437105] [DEBUG] [LOCAL     ] No optimal features file found for LAND: ./output/feature-sets/LAND.txt
[2025-11-25T23:39:32.437176] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:39:32.437232] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:39:32.437283] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:39:32.437388] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:39:32.495303] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:39:32.496208] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:39:32.496313] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:39:32.496373] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:39:32.595911] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:39:32.596125] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:39:32.596174] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:39:32.596209] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:39:32.599818] [DEBUG] [FORECASTER] LAND: Forecast T+1@11:T+2@11: DOWN (p=15.02%)
[2025-11-25T23:39:32.600118] [INFO ] [FORECASTER] Completed predict_future for LAND
[2025-11-25T23:39:32.600262] [INFO ] [sig       ] LAND: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:39:32.745578] [INFO ] [LOCAL     ] Saved forecast: LAND	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/LAND.txt
[2025-11-25T23:39:32.745834] [INFO ] [sig       ] [1906/3639] Completed LAND in 0.3s | 3.03 sym/s | Total: 10.5m | ETA: 9.5m
[2025-11-25T23:39:32.746004] [INFO ] [sig       ] [1907/3639] Forecasting LANDO...
[2025-11-25T23:39:32.746071] [INFO ] [sig       ] Generating forecast for: LANDO
[2025-11-25T23:39:32.746163] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LANDO' from 'https://tdm.silogroup.org/data/derivative_storage/LANDO.csv'.
[2025-11-25T23:39:32.758689] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LANDO'.
[2025-11-25T23:39:32.759080] [INFO ] [FORECASTER] Starting predict_future for LANDO
[2025-11-25T23:39:32.760005] [DEBUG] [LOCAL     ] No optimal features file found for LANDO: ./output/feature-sets/LANDO.txt
[2025-11-25T23:39:32.760078] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:39:32.760136] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:39:32.760188] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:39:32.760276] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:39:32.822267] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:39:32.823191] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:39:32.823297] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:39:32.823358] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:39:32.906704] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:39:32.906891] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:39:32.906938] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:39:32.906974] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:39:32.910524] [DEBUG] [FORECASTER] LANDO: Forecast T+1@11:T+2@11: DOWN (p=4.90%)
[2025-11-25T23:39:32.910843] [INFO ] [FORECASTER] Completed predict_future for LANDO
[2025-11-25T23:39:32.910989] [INFO ] [sig       ] LANDO: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:39:33.059937] [INFO ] [LOCAL     ] Saved forecast: LANDO	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/LANDO.txt
[2025-11-25T23:39:33.060094] [INFO ] [sig       ] [1907/3639] Completed LANDO in 0.3s | 3.03 sym/s | Total: 10.5m | ETA: 9.5m
[2025-11-25T23:39:33.060151] [INFO ] [sig       ] [1908/3639] Forecasting LANDP...
[2025-11-25T23:39:33.060195] [INFO ] [sig       ] Generating forecast for: LANDP
[2025-11-25T23:39:33.060282] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LANDP' from 'https://tdm.silogroup.org/data/derivative_storage/LANDP.csv'.
[2025-11-25T23:39:33.071835] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LANDP'.
[2025-11-25T23:39:33.072187] [INFO ] [FORECASTER] Starting predict_future for LANDP
[2025-11-25T23:39:33.073070] [DEBUG] [LOCAL     ] No optimal features file found for LANDP: ./output/feature-sets/LANDP.txt
[2025-11-25T23:39:33.073142] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:39:33.073202] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:39:33.073254] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:39:33.073340] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:39:33.131775] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:39:33.132603] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:39:33.132737] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:39:33.132792] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:39:33.224740] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:39:33.224901] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:39:33.224951] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:39:33.224986] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:39:33.228574] [DEBUG] [FORECASTER] LANDP: Forecast T+1@11:T+2@11: UP (p=87.36%)
[2025-11-25T23:39:33.228935] [INFO ] [FORECASTER] Completed predict_future for LANDP
[2025-11-25T23:39:33.229092] [INFO ] [sig       ] LANDP: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:39:33.374873] [INFO ] [LOCAL     ] Saved forecast: LANDP	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/LANDP.txt
[2025-11-25T23:39:33.375047] [INFO ] [sig       ] [1908/3639] Completed LANDP in 0.3s | 3.03 sym/s | Total: 10.5m | ETA: 9.5m
[2025-11-25T23:39:33.375110] [INFO ] [sig       ] [1909/3639] Forecasting LASE...
[2025-11-25T23:39:33.375202] [INFO ] [sig       ] Generating forecast for: LASE
[2025-11-25T23:39:33.375258] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LASE' from 'https://tdm.silogroup.org/data/derivative_storage/LASE.csv'.
[2025-11-25T23:39:33.386441] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LASE'.
[2025-11-25T23:39:33.386783] [INFO ] [FORECASTER] Starting predict_future for LASE
[2025-11-25T23:39:33.387631] [DEBUG] [LOCAL     ] No optimal features file found for LASE: ./output/feature-sets/LASE.txt
[2025-11-25T23:39:33.387727] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:39:33.387773] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:39:33.387812] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:39:33.387915] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:39:33.446104] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:39:33.446840] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:39:33.446964] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:39:33.447045] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:39:33.527481] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:39:33.527668] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:39:33.527722] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:39:33.527759] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:39:33.531189] [DEBUG] [FORECASTER] LASE: Forecast T+1@11:T+2@11: DOWN (p=8.56%)
[2025-11-25T23:39:33.531482] [INFO ] [FORECASTER] Completed predict_future for LASE
[2025-11-25T23:39:33.531622] [INFO ] [sig       ] LASE: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:39:33.676989] [INFO ] [LOCAL     ] Saved forecast: LASE	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/LASE.txt
[2025-11-25T23:39:33.677153] [INFO ] [sig       ] [1909/3639] Completed LASE in 0.3s | 3.03 sym/s | Total: 10.5m | ETA: 9.5m
[2025-11-25T23:39:33.677208] [INFO ] [sig       ] [1910/3639] Forecasting LAZ...
[2025-11-25T23:39:33.677254] [INFO ] [sig       ] Generating forecast for: LAZ
[2025-11-25T23:39:33.677314] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LAZ' from 'https://tdm.silogroup.org/data/derivative_storage/LAZ.csv'.
[2025-11-25T23:39:33.689683] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LAZ'.
[2025-11-25T23:39:33.690051] [INFO ] [FORECASTER] Starting predict_future for LAZ
[2025-11-25T23:39:33.691259] [DEBUG] [LOCAL     ] No optimal features file found for LAZ: ./output/feature-sets/LAZ.txt
[2025-11-25T23:39:33.691328] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:39:33.691375] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:39:33.691423] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:39:33.691536] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:39:33.752736] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:39:33.753696] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:39:33.753801] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:39:33.753846] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:39:33.847027] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:39:33.847227] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:39:33.847275] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:39:33.847311] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:39:33.850946] [DEBUG] [FORECASTER] LAZ: Forecast T+1@11:T+2@11: DOWN (p=49.82%)
[2025-11-25T23:39:33.851268] [INFO ] [FORECASTER] Completed predict_future for LAZ
[2025-11-25T23:39:33.851454] [INFO ] [sig       ] LAZ: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:39:33.997050] [INFO ] [LOCAL     ] Saved forecast: LAZ	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/LAZ.txt
[2025-11-25T23:39:33.997334] [INFO ] [sig       ] [1910/3639] Completed LAZ in 0.3s | 3.03 sym/s | Total: 10.5m | ETA: 9.5m
[2025-11-25T23:39:33.997400] [INFO ] [sig       ] [1911/3639] Forecasting LBRDA...
[2025-11-25T23:39:33.997444] [INFO ] [sig       ] Generating forecast for: LBRDA
[2025-11-25T23:39:33.997484] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LBRDA' from 'https://tdm.silogroup.org/data/derivative_storage/LBRDA.csv'.
[2025-11-25T23:39:34.010040] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LBRDA'.
[2025-11-25T23:39:34.010389] [INFO ] [FORECASTER] Starting predict_future for LBRDA
[2025-11-25T23:39:34.011285] [DEBUG] [LOCAL     ] No optimal features file found for LBRDA: ./output/feature-sets/LBRDA.txt
[2025-11-25T23:39:34.011364] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:39:34.011436] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:39:34.011501] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:39:34.011609] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:39:34.069066] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:39:34.069734] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:39:34.069853] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:39:34.069918] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:39:34.147122] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:39:34.147317] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:39:34.147385] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:39:34.147421] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:39:34.151070] [DEBUG] [FORECASTER] LBRDA: Forecast T+1@11:T+2@11: UP (p=77.12%)
[2025-11-25T23:39:34.151421] [INFO ] [FORECASTER] Completed predict_future for LBRDA
[2025-11-25T23:39:34.151583] [INFO ] [sig       ] LBRDA: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:39:34.295534] [INFO ] [LOCAL     ] Saved forecast: LBRDA	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/LBRDA.txt
[2025-11-25T23:39:34.295767] [INFO ] [sig       ] [1911/3639] Completed LBRDA in 0.3s | 3.03 sym/s | Total: 10.5m | ETA: 9.5m
[2025-11-25T23:39:34.295827] [INFO ] [sig       ] [1912/3639] Forecasting LBRDK...
[2025-11-25T23:39:34.295880] [INFO ] [sig       ] Generating forecast for: LBRDK
[2025-11-25T23:39:34.295933] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LBRDK' from 'https://tdm.silogroup.org/data/derivative_storage/LBRDK.csv'.
[2025-11-25T23:39:34.307297] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LBRDK'.
[2025-11-25T23:39:34.307752] [INFO ] [FORECASTER] Starting predict_future for LBRDK
[2025-11-25T23:39:34.308585] [DEBUG] [LOCAL     ] No optimal features file found for LBRDK: ./output/feature-sets/LBRDK.txt
[2025-11-25T23:39:34.308676] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:39:34.308736] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:39:34.308787] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:39:34.308870] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:39:34.367082] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:39:34.368017] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:39:34.368141] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:39:34.368222] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:39:34.485277] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:39:34.485488] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:39:34.485537] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:39:34.485599] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:39:34.489678] [DEBUG] [FORECASTER] LBRDK: Forecast T+1@11:T+2@11: UP (p=88.71%)
[2025-11-25T23:39:34.490021] [INFO ] [FORECASTER] Completed predict_future for LBRDK
[2025-11-25T23:39:34.490181] [INFO ] [sig       ] LBRDK: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:39:34.635452] [INFO ] [LOCAL     ] Saved forecast: LBRDK	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/LBRDK.txt
[2025-11-25T23:39:34.635659] [INFO ] [sig       ] [1912/3639] Completed LBRDK in 0.3s | 3.03 sym/s | Total: 10.5m | ETA: 9.5m
[2025-11-25T23:39:34.635738] [INFO ] [sig       ] [1913/3639] Forecasting LBTYA...
[2025-11-25T23:39:34.635780] [INFO ] [sig       ] Generating forecast for: LBTYA
[2025-11-25T23:39:34.635824] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LBTYA' from 'https://tdm.silogroup.org/data/derivative_storage/LBTYA.csv'.
[2025-11-25T23:39:34.647505] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LBTYA'.
[2025-11-25T23:39:34.647889] [INFO ] [FORECASTER] Starting predict_future for LBTYA
[2025-11-25T23:39:34.648719] [DEBUG] [LOCAL     ] No optimal features file found for LBTYA: ./output/feature-sets/LBTYA.txt
[2025-11-25T23:39:34.648787] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:39:34.648833] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:39:34.648873] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:39:34.648939] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:39:34.705408] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:39:34.706041] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:39:34.706134] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:39:34.706180] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:39:34.798940] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:39:34.799083] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:39:34.799132] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:39:34.799168] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:39:34.802433] [DEBUG] [FORECASTER] LBTYA: Forecast T+1@11:T+2@11: UP (p=60.80%)
[2025-11-25T23:39:34.802731] [INFO ] [FORECASTER] Completed predict_future for LBTYA
[2025-11-25T23:39:34.802870] [INFO ] [sig       ] LBTYA: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:39:34.942946] [INFO ] [LOCAL     ] Saved forecast: LBTYA	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/LBTYA.txt
[2025-11-25T23:39:34.943079] [INFO ] [sig       ] [1913/3639] Completed LBTYA in 0.3s | 3.03 sym/s | Total: 10.5m | ETA: 9.5m
[2025-11-25T23:39:34.943132] [INFO ] [sig       ] [1914/3639] Forecasting LBTYK...
[2025-11-25T23:39:34.943175] [INFO ] [sig       ] Generating forecast for: LBTYK
[2025-11-25T23:39:34.943214] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LBTYK' from 'https://tdm.silogroup.org/data/derivative_storage/LBTYK.csv'.
[2025-11-25T23:39:34.954371] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LBTYK'.
[2025-11-25T23:39:34.954670] [INFO ] [FORECASTER] Starting predict_future for LBTYK
[2025-11-25T23:39:34.955457] [DEBUG] [LOCAL     ] No optimal features file found for LBTYK: ./output/feature-sets/LBTYK.txt
[2025-11-25T23:39:34.955525] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:39:34.955570] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:39:34.955610] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:39:34.955698] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:39:35.012164] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:39:35.012800] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:39:35.012892] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:39:35.012949] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:39:35.099601] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:39:35.099743] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:39:35.099791] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:39:35.099825] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:39:35.103132] [DEBUG] [FORECASTER] LBTYK: Forecast T+1@11:T+2@11: DOWN (p=20.62%)
[2025-11-25T23:39:35.103596] [INFO ] [FORECASTER] Completed predict_future for LBTYK
[2025-11-25T23:39:35.103748] [INFO ] [sig       ] LBTYK: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:39:35.243541] [INFO ] [LOCAL     ] Saved forecast: LBTYK	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/LBTYK.txt
[2025-11-25T23:39:35.243685] [INFO ] [sig       ] [1914/3639] Completed LBTYK in 0.3s | 3.03 sym/s | Total: 10.5m | ETA: 9.5m
[2025-11-25T23:39:35.243741] [INFO ] [sig       ] [1915/3639] Forecasting LC...
[2025-11-25T23:39:35.243783] [INFO ] [sig       ] Generating forecast for: LC
[2025-11-25T23:39:35.243822] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LC' from 'https://tdm.silogroup.org/data/derivative_storage/LC.csv'.
[2025-11-25T23:39:35.254829] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LC'.
[2025-11-25T23:39:35.255117] [INFO ] [FORECASTER] Starting predict_future for LC
[2025-11-25T23:39:35.255917] [DEBUG] [LOCAL     ] No optimal features file found for LC: ./output/feature-sets/LC.txt
[2025-11-25T23:39:35.255990] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:39:35.256036] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:39:35.256077] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:39:35.256143] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:39:35.313141] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:39:35.313777] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:39:35.313868] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:39:35.313914] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:39:35.399328] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:39:35.399433] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:39:35.399473] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:39:35.399507] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:39:35.402615] [DEBUG] [FORECASTER] LC: Forecast T+1@11:T+2@11: DOWN (p=15.88%)
[2025-11-25T23:39:35.402924] [INFO ] [FORECASTER] Completed predict_future for LC
[2025-11-25T23:39:35.403068] [INFO ] [sig       ] LC: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:39:35.542599] [INFO ] [LOCAL     ] Saved forecast: LC	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/LC.txt
[2025-11-25T23:39:35.542742] [INFO ] [sig       ] [1915/3639] Completed LC in 0.3s | 3.03 sym/s | Total: 10.5m | ETA: 9.5m
[2025-11-25T23:39:35.542797] [INFO ] [sig       ] [1916/3639] Forecasting LCFY...
[2025-11-25T23:39:35.542840] [INFO ] [sig       ] Generating forecast for: LCFY
[2025-11-25T23:39:35.542880] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LCFY' from 'https://tdm.silogroup.org/data/derivative_storage/LCFY.csv'.
[2025-11-25T23:39:35.554274] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LCFY'.
[2025-11-25T23:39:35.554681] [INFO ] [FORECASTER] Starting predict_future for LCFY
[2025-11-25T23:39:35.555486] [DEBUG] [LOCAL     ] No optimal features file found for LCFY: ./output/feature-sets/LCFY.txt
[2025-11-25T23:39:35.555554] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:39:35.555600] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:39:35.555675] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:39:35.555749] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:39:35.612390] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:39:35.613040] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:39:35.613135] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:39:35.613181] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:39:35.702309] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:39:35.702412] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:39:35.702454] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:39:35.702488] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:39:35.705526] [DEBUG] [FORECASTER] LCFY: Forecast T+1@11:T+2@11: DOWN (p=1.16%)
[2025-11-25T23:39:35.705844] [INFO ] [FORECASTER] Completed predict_future for LCFY
[2025-11-25T23:39:35.706000] [INFO ] [sig       ] LCFY: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:39:35.845655] [INFO ] [LOCAL     ] Saved forecast: LCFY	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/LCFY.txt
[2025-11-25T23:39:35.845806] [INFO ] [sig       ] [1916/3639] Completed LCFY in 0.3s | 3.03 sym/s | Total: 10.5m | ETA: 9.5m
[2025-11-25T23:39:35.845861] [INFO ] [sig       ] [1917/3639] Forecasting LCID...
[2025-11-25T23:39:35.845905] [INFO ] [sig       ] Generating forecast for: LCID
[2025-11-25T23:39:35.845947] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LCID' from 'https://tdm.silogroup.org/data/derivative_storage/LCID.csv'.
[2025-11-25T23:39:35.857741] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LCID'.
[2025-11-25T23:39:35.858092] [INFO ] [FORECASTER] Starting predict_future for LCID
[2025-11-25T23:39:35.858937] [DEBUG] [LOCAL     ] No optimal features file found for LCID: ./output/feature-sets/LCID.txt
[2025-11-25T23:39:35.859007] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:39:35.859062] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:39:35.859109] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:39:35.859189] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:39:35.916215] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:39:35.916866] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:39:35.916957] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:39:35.917016] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:39:36.012112] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:39:36.012261] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:39:36.012304] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:39:36.012338] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:39:36.015622] [DEBUG] [FORECASTER] LCID: Forecast T+1@11:T+2@11: UP (p=71.44%)
[2025-11-25T23:39:36.015924] [INFO ] [FORECASTER] Completed predict_future for LCID
[2025-11-25T23:39:36.016059] [INFO ] [sig       ] LCID: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:39:36.159434] [INFO ] [LOCAL     ] Saved forecast: LCID	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/LCID.txt
[2025-11-25T23:39:36.159581] [INFO ] [sig       ] [1917/3639] Completed LCID in 0.3s | 3.03 sym/s | Total: 10.5m | ETA: 9.5m
[2025-11-25T23:39:36.159634] [INFO ] [sig       ] [1918/3639] Forecasting LCII...
[2025-11-25T23:39:36.159708] [INFO ] [sig       ] Generating forecast for: LCII
[2025-11-25T23:39:36.159751] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LCII' from 'https://tdm.silogroup.org/data/derivative_storage/LCII.csv'.
[2025-11-25T23:39:36.172309] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LCII'.
[2025-11-25T23:39:36.172749] [INFO ] [FORECASTER] Starting predict_future for LCII
[2025-11-25T23:39:36.173584] [DEBUG] [LOCAL     ] No optimal features file found for LCII: ./output/feature-sets/LCII.txt
[2025-11-25T23:39:36.173678] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:39:36.173736] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:39:36.173786] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:39:36.173872] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:39:36.231615] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:39:36.232606] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:39:36.232728] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:39:36.232790] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:39:36.323712] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:39:36.323869] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:39:36.323914] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:39:36.323948] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:39:36.327430] [DEBUG] [FORECASTER] LCII: Forecast T+1@11:T+2@11: DOWN (p=1.80%)
[2025-11-25T23:39:36.327767] [INFO ] [FORECASTER] Completed predict_future for LCII
[2025-11-25T23:39:36.327918] [INFO ] [sig       ] LCII: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:39:36.477178] [INFO ] [LOCAL     ] Saved forecast: LCII	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/LCII.txt
[2025-11-25T23:39:36.477332] [INFO ] [sig       ] [1918/3639] Completed LCII in 0.3s | 3.03 sym/s | Total: 10.5m | ETA: 9.5m
[2025-11-25T23:39:36.477408] [INFO ] [sig       ] [1919/3639] Forecasting LCNB...
[2025-11-25T23:39:36.477459] [INFO ] [sig       ] Generating forecast for: LCNB
[2025-11-25T23:39:36.477584] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LCNB' from 'https://tdm.silogroup.org/data/derivative_storage/LCNB.csv'.
[2025-11-25T23:39:36.489454] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LCNB'.
[2025-11-25T23:39:36.489866] [INFO ] [FORECASTER] Starting predict_future for LCNB
[2025-11-25T23:39:36.490769] [DEBUG] [LOCAL     ] No optimal features file found for LCNB: ./output/feature-sets/LCNB.txt
[2025-11-25T23:39:36.490847] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:39:36.490936] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:39:36.491002] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:39:36.491121] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:39:36.550486] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:39:36.551331] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:39:36.551445] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:39:36.551527] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:39:36.624775] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:39:36.624949] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:39:36.624997] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:39:36.625032] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:39:36.628621] [DEBUG] [FORECASTER] LCNB: Forecast T+1@11:T+2@11: UP (p=80.14%)
[2025-11-25T23:39:36.628952] [INFO ] [FORECASTER] Completed predict_future for LCNB
[2025-11-25T23:39:36.629099] [INFO ] [sig       ] LCNB: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:39:36.783604] [INFO ] [LOCAL     ] Saved forecast: LCNB	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/LCNB.txt
[2025-11-25T23:39:36.783804] [INFO ] [sig       ] [1919/3639] Completed LCNB in 0.3s | 3.03 sym/s | Total: 10.5m | ETA: 9.4m
[2025-11-25T23:39:36.783863] [INFO ] [sig       ] [1920/3639] Forecasting LDI...
[2025-11-25T23:39:36.783951] [INFO ] [sig       ] Generating forecast for: LDI
[2025-11-25T23:39:36.784004] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LDI' from 'https://tdm.silogroup.org/data/derivative_storage/LDI.csv'.
[2025-11-25T23:39:36.795185] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LDI'.
[2025-11-25T23:39:36.795507] [INFO ] [FORECASTER] Starting predict_future for LDI
[2025-11-25T23:39:36.796322] [DEBUG] [LOCAL     ] No optimal features file found for LDI: ./output/feature-sets/LDI.txt
[2025-11-25T23:39:36.796393] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:39:36.796448] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:39:36.796496] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:39:36.796579] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:39:36.853543] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:39:36.854264] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:39:36.854367] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:39:36.854416] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:39:36.956321] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:39:36.956506] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:39:36.956554] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:39:36.956589] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:39:36.960099] [DEBUG] [FORECASTER] LDI: Forecast T+1@11:T+2@11: UP (p=67.52%)
[2025-11-25T23:39:36.960388] [INFO ] [FORECASTER] Completed predict_future for LDI
[2025-11-25T23:39:36.960523] [INFO ] [sig       ] LDI: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:39:37.101156] [INFO ] [LOCAL     ] Saved forecast: LDI	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/LDI.txt
[2025-11-25T23:39:37.101290] [INFO ] [sig       ] [1920/3639] Completed LDI in 0.3s | 3.03 sym/s | Total: 10.5m | ETA: 9.4m
[2025-11-25T23:39:37.101354] [INFO ] [sig       ] [1921/3639] Forecasting LDOS...
[2025-11-25T23:39:37.101410] [INFO ] [sig       ] Generating forecast for: LDOS
[2025-11-25T23:39:37.101463] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LDOS' from 'https://tdm.silogroup.org/data/derivative_storage/LDOS.csv'.
[2025-11-25T23:39:37.112902] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LDOS'.
[2025-11-25T23:39:37.113208] [INFO ] [FORECASTER] Starting predict_future for LDOS
[2025-11-25T23:39:37.114007] [DEBUG] [LOCAL     ] No optimal features file found for LDOS: ./output/feature-sets/LDOS.txt
[2025-11-25T23:39:37.114076] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:39:37.114131] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:39:37.114181] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:39:37.114265] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:39:37.171110] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:39:37.171744] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:39:37.171837] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:39:37.171894] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:39:37.268361] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:39:37.268453] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:39:37.268493] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:39:37.268526] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:39:37.271555] [DEBUG] [FORECASTER] LDOS: Forecast T+1@11:T+2@11: DOWN (p=36.19%)
[2025-11-25T23:39:37.271845] [INFO ] [FORECASTER] Completed predict_future for LDOS
[2025-11-25T23:39:37.271983] [INFO ] [sig       ] LDOS: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:39:37.412472] [INFO ] [LOCAL     ] Saved forecast: LDOS	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/LDOS.txt
[2025-11-25T23:39:37.412607] [INFO ] [sig       ] [1921/3639] Completed LDOS in 0.3s | 3.03 sym/s | Total: 10.6m | ETA: 9.4m
[2025-11-25T23:39:37.412680] [INFO ] [sig       ] [1922/3639] Forecasting LDP...
[2025-11-25T23:39:37.412726] [INFO ] [sig       ] Generating forecast for: LDP
[2025-11-25T23:39:37.412772] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LDP' from 'https://tdm.silogroup.org/data/derivative_storage/LDP.csv'.
[2025-11-25T23:39:37.424070] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LDP'.
[2025-11-25T23:39:37.424366] [INFO ] [FORECASTER] Starting predict_future for LDP
[2025-11-25T23:39:37.425164] [DEBUG] [LOCAL     ] No optimal features file found for LDP: ./output/feature-sets/LDP.txt
[2025-11-25T23:39:37.425234] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:39:37.425288] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:39:37.425336] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:39:37.425419] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:39:37.481848] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:39:37.482473] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:39:37.482566] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:39:37.482612] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:39:37.569743] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:39:37.569850] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:39:37.569889] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:39:37.569922] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:39:37.572953] [DEBUG] [FORECASTER] LDP: Forecast T+1@11:T+2@11: UP (p=97.29%)
[2025-11-25T23:39:37.573233] [INFO ] [FORECASTER] Completed predict_future for LDP
[2025-11-25T23:39:37.573365] [INFO ] [sig       ] LDP: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:39:37.712836] [INFO ] [LOCAL     ] Saved forecast: LDP	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/LDP.txt
[2025-11-25T23:39:37.712961] [INFO ] [sig       ] [1922/3639] Completed LDP in 0.3s | 3.03 sym/s | Total: 10.6m | ETA: 9.4m
[2025-11-25T23:39:37.713015] [INFO ] [sig       ] [1923/3639] Forecasting LDSF...
[2025-11-25T23:39:37.713104] [INFO ] [sig       ] Generating forecast for: LDSF
[2025-11-25T23:39:37.713149] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LDSF' from 'https://tdm.silogroup.org/data/derivative_storage/LDSF.csv'.
[2025-11-25T23:39:37.725192] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LDSF'.
[2025-11-25T23:39:37.725498] [INFO ] [FORECASTER] Starting predict_future for LDSF
[2025-11-25T23:39:37.726321] [DEBUG] [LOCAL     ] No optimal features file found for LDSF: ./output/feature-sets/LDSF.txt
[2025-11-25T23:39:37.726388] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:39:37.726441] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:39:37.726490] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:39:37.726577] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:39:37.783410] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:39:37.784054] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:39:37.784147] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:39:37.784193] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:39:37.860469] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:39:37.860580] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:39:37.860621] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:39:37.860674] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:39:37.863796] [DEBUG] [FORECASTER] LDSF: Forecast T+1@11:T+2@11: DOWN (p=46.50%)
[2025-11-25T23:39:37.864077] [INFO ] [FORECASTER] Completed predict_future for LDSF
[2025-11-25T23:39:37.864207] [INFO ] [sig       ] LDSF: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:39:38.008062] [INFO ] [LOCAL     ] Saved forecast: LDSF	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/LDSF.txt
[2025-11-25T23:39:38.008191] [INFO ] [sig       ] [1923/3639] Completed LDSF in 0.3s | 3.03 sym/s | Total: 10.6m | ETA: 9.4m
[2025-11-25T23:39:38.008244] [INFO ] [sig       ] [1924/3639] Forecasting LE...
[2025-11-25T23:39:38.008304] [INFO ] [sig       ] Generating forecast for: LE
[2025-11-25T23:39:38.008348] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LE' from 'https://tdm.silogroup.org/data/derivative_storage/LE.csv'.
[2025-11-25T23:39:38.019353] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LE'.
[2025-11-25T23:39:38.019673] [INFO ] [FORECASTER] Starting predict_future for LE
[2025-11-25T23:39:38.020491] [DEBUG] [LOCAL     ] No optimal features file found for LE: ./output/feature-sets/LE.txt
[2025-11-25T23:39:38.020559] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:39:38.020614] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:39:38.020689] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:39:38.020769] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:39:38.078355] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:39:38.079000] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:39:38.079096] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:39:38.079153] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:39:38.165475] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:39:38.165587] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:39:38.165633] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:39:38.165696] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:39:38.168974] [DEBUG] [FORECASTER] LE: Forecast T+1@11:T+2@11: UP (p=95.58%)
[2025-11-25T23:39:38.169254] [INFO ] [FORECASTER] Completed predict_future for LE
[2025-11-25T23:39:38.169383] [INFO ] [sig       ] LE: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:39:38.309666] [INFO ] [LOCAL     ] Saved forecast: LE	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/LE.txt
[2025-11-25T23:39:38.309793] [INFO ] [sig       ] [1924/3639] Completed LE in 0.3s | 3.03 sym/s | Total: 10.6m | ETA: 9.4m
[2025-11-25T23:39:38.309845] [INFO ] [sig       ] [1925/3639] Forecasting LEA...
[2025-11-25T23:39:38.309887] [INFO ] [sig       ] Generating forecast for: LEA
[2025-11-25T23:39:38.309929] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LEA' from 'https://tdm.silogroup.org/data/derivative_storage/LEA.csv'.
[2025-11-25T23:39:38.320905] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LEA'.
[2025-11-25T23:39:38.321205] [INFO ] [FORECASTER] Starting predict_future for LEA
[2025-11-25T23:39:38.322011] [DEBUG] [LOCAL     ] No optimal features file found for LEA: ./output/feature-sets/LEA.txt
[2025-11-25T23:39:38.322080] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:39:38.322125] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:39:38.322165] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:39:38.322233] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:39:38.378809] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:39:38.379458] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:39:38.379551] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:39:38.379598] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:39:38.461350] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:39:38.461478] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:39:38.461521] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:39:38.461555] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:39:38.464663] [DEBUG] [FORECASTER] LEA: Forecast T+1@11:T+2@11: DOWN (p=27.62%)
[2025-11-25T23:39:38.464943] [INFO ] [FORECASTER] Completed predict_future for LEA
[2025-11-25T23:39:38.465069] [INFO ] [sig       ] LEA: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:39:38.605821] [INFO ] [LOCAL     ] Saved forecast: LEA	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/LEA.txt
[2025-11-25T23:39:38.605947] [INFO ] [sig       ] [1925/3639] Completed LEA in 0.3s | 3.04 sym/s | Total: 10.6m | ETA: 9.4m
[2025-11-25T23:39:38.606001] [INFO ] [sig       ] [1926/3639] Forecasting LECO...
[2025-11-25T23:39:38.606069] [INFO ] [sig       ] Generating forecast for: LECO
[2025-11-25T23:39:38.606123] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LECO' from 'https://tdm.silogroup.org/data/derivative_storage/LECO.csv'.
[2025-11-25T23:39:38.617200] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LECO'.
[2025-11-25T23:39:38.620481] [INFO ] [FORECASTER] Starting predict_future for LECO
[2025-11-25T23:39:38.621423] [DEBUG] [LOCAL     ] No optimal features file found for LECO: ./output/feature-sets/LECO.txt
[2025-11-25T23:39:38.621491] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:39:38.621537] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:39:38.621585] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:39:38.621689] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:39:38.678902] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:39:38.679559] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:39:38.679668] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:39:38.679717] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:39:38.762889] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:39:38.762992] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:39:38.763033] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:39:38.763067] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:39:38.766213] [DEBUG] [FORECASTER] LECO: Forecast T+1@11:T+2@11: UP (p=87.89%)
[2025-11-25T23:39:38.766487] [INFO ] [FORECASTER] Completed predict_future for LECO
[2025-11-25T23:39:38.766614] [INFO ] [sig       ] LECO: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:39:38.907804] [INFO ] [LOCAL     ] Saved forecast: LECO	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/LECO.txt
[2025-11-25T23:39:38.907930] [INFO ] [sig       ] [1926/3639] Completed LECO in 0.3s | 3.04 sym/s | Total: 10.6m | ETA: 9.4m
[2025-11-25T23:39:38.907984] [INFO ] [sig       ] [1927/3639] Forecasting LEG...
[2025-11-25T23:39:38.908074] [INFO ] [sig       ] Generating forecast for: LEG
[2025-11-25T23:39:38.908120] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LEG' from 'https://tdm.silogroup.org/data/derivative_storage/LEG.csv'.
[2025-11-25T23:39:38.919133] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LEG'.
[2025-11-25T23:39:38.919437] [INFO ] [FORECASTER] Starting predict_future for LEG
[2025-11-25T23:39:38.920239] [DEBUG] [LOCAL     ] No optimal features file found for LEG: ./output/feature-sets/LEG.txt
[2025-11-25T23:39:38.920308] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:39:38.920361] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:39:38.920408] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:39:38.920492] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:39:38.978658] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:39:38.979284] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:39:38.979378] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:39:38.979433] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:39:39.065495] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:39:39.065601] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:39:39.065660] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:39:39.065706] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:39:39.068843] [DEBUG] [FORECASTER] LEG: Forecast T+1@11:T+2@11: UP (p=67.86%)
[2025-11-25T23:39:39.069127] [INFO ] [FORECASTER] Completed predict_future for LEG
[2025-11-25T23:39:39.069258] [INFO ] [sig       ] LEG: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:39:39.213352] [INFO ] [LOCAL     ] Saved forecast: LEG	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/LEG.txt
[2025-11-25T23:39:39.213564] [INFO ] [sig       ] [1927/3639] Completed LEG in 0.3s | 3.04 sym/s | Total: 10.6m | ETA: 9.4m
[2025-11-25T23:39:39.213635] [INFO ] [sig       ] [1928/3639] Forecasting LEGH...
[2025-11-25T23:39:39.213711] [INFO ] [sig       ] Generating forecast for: LEGH
[2025-11-25T23:39:39.213758] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LEGH' from 'https://tdm.silogroup.org/data/derivative_storage/LEGH.csv'.
[2025-11-25T23:39:39.227016] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LEGH'.
[2025-11-25T23:39:39.227299] [INFO ] [FORECASTER] Starting predict_future for LEGH
[2025-11-25T23:39:39.228233] [DEBUG] [LOCAL     ] No optimal features file found for LEGH: ./output/feature-sets/LEGH.txt
[2025-11-25T23:39:39.228306] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:39:39.228354] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:39:39.228548] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:39:39.228687] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:39:39.287270] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:39:39.287962] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:39:39.288063] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:39:39.288113] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:39:39.390669] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:39:39.390802] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:39:39.390851] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:39:39.390887] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:39:39.394219] [DEBUG] [FORECASTER] LEGH: Forecast T+1@11:T+2@11: UP (p=95.87%)
[2025-11-25T23:39:39.394509] [INFO ] [FORECASTER] Completed predict_future for LEGH
[2025-11-25T23:39:39.394681] [INFO ] [sig       ] LEGH: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:39:39.536250] [INFO ] [LOCAL     ] Saved forecast: LEGH	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/LEGH.txt
[2025-11-25T23:39:39.536380] [INFO ] [sig       ] [1928/3639] Completed LEGH in 0.3s | 3.04 sym/s | Total: 10.6m | ETA: 9.4m
[2025-11-25T23:39:39.536436] [INFO ] [sig       ] [1929/3639] Forecasting LEGN...
[2025-11-25T23:39:39.536546] [INFO ] [sig       ] Generating forecast for: LEGN
[2025-11-25T23:39:39.536589] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LEGN' from 'https://tdm.silogroup.org/data/derivative_storage/LEGN.csv'.
[2025-11-25T23:39:39.548265] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LEGN'.
[2025-11-25T23:39:39.548557] [INFO ] [FORECASTER] Starting predict_future for LEGN
[2025-11-25T23:39:39.549432] [DEBUG] [LOCAL     ] No optimal features file found for LEGN: ./output/feature-sets/LEGN.txt
[2025-11-25T23:39:39.549515] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:39:39.549572] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:39:39.549622] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:39:39.549738] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:39:39.606787] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:39:39.607451] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:39:39.607551] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:39:39.607592] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:39:39.700324] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:39:39.700421] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:39:39.700462] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:39:39.700495] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:39:39.703580] [DEBUG] [FORECASTER] LEGN: Forecast T+1@11:T+2@11: DOWN (p=8.47%)
[2025-11-25T23:39:39.703880] [INFO ] [FORECASTER] Completed predict_future for LEGN
[2025-11-25T23:39:39.704029] [INFO ] [sig       ] LEGN: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:39:39.844016] [INFO ] [LOCAL     ] Saved forecast: LEGN	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/LEGN.txt
[2025-11-25T23:39:39.844161] [INFO ] [sig       ] [1929/3639] Completed LEGN in 0.3s | 3.04 sym/s | Total: 10.6m | ETA: 9.4m
[2025-11-25T23:39:39.844214] [INFO ] [sig       ] [1930/3639] Forecasting LEN...
[2025-11-25T23:39:39.844258] [INFO ] [sig       ] Generating forecast for: LEN
[2025-11-25T23:39:39.844344] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LEN' from 'https://tdm.silogroup.org/data/derivative_storage/LEN.csv'.
[2025-11-25T23:39:39.856210] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LEN'.
[2025-11-25T23:39:39.856503] [INFO ] [FORECASTER] Starting predict_future for LEN
[2025-11-25T23:39:39.857322] [DEBUG] [LOCAL     ] No optimal features file found for LEN: ./output/feature-sets/LEN.txt
[2025-11-25T23:39:39.857412] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:39:39.857474] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:39:39.857524] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:39:39.857611] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:39:39.914166] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:39:39.914823] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:39:39.914921] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:39:39.914979] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:39:40.010406] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:39:40.010577] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:39:40.010621] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:39:40.010675] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:39:40.014045] [DEBUG] [FORECASTER] LEN: Forecast T+1@11:T+2@11: UP (p=87.28%)
[2025-11-25T23:39:40.014359] [INFO ] [FORECASTER] Completed predict_future for LEN
[2025-11-25T23:39:40.014529] [INFO ] [sig       ] LEN: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:39:40.159589] [INFO ] [LOCAL     ] Saved forecast: LEN	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/LEN.txt
[2025-11-25T23:39:40.159776] [INFO ] [sig       ] [1930/3639] Completed LEN in 0.3s | 3.04 sym/s | Total: 10.6m | ETA: 9.4m
[2025-11-25T23:39:40.159832] [INFO ] [sig       ] [1931/3639] Forecasting LENZ...
[2025-11-25T23:39:40.159876] [INFO ] [sig       ] Generating forecast for: LENZ
[2025-11-25T23:39:40.159918] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LENZ' from 'https://tdm.silogroup.org/data/derivative_storage/LENZ.csv'.
[2025-11-25T23:39:40.171400] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LENZ'.
[2025-11-25T23:39:40.171713] [INFO ] [FORECASTER] Starting predict_future for LENZ
[2025-11-25T23:39:40.172528] [DEBUG] [LOCAL     ] No optimal features file found for LENZ: ./output/feature-sets/LENZ.txt
[2025-11-25T23:39:40.172596] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:39:40.172665] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:39:40.172727] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:39:40.172802] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:39:40.231217] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:39:40.231873] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:39:40.231975] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:39:40.232033] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:39:40.323626] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:39:40.323774] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:39:40.323817] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:39:40.323852] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:39:40.327189] [DEBUG] [FORECASTER] LENZ: Forecast T+1@11:T+2@11: UP (p=51.51%)
[2025-11-25T23:39:40.327485] [INFO ] [FORECASTER] Completed predict_future for LENZ
[2025-11-25T23:39:40.327620] [INFO ] [sig       ] LENZ: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:39:40.469660] [INFO ] [LOCAL     ] Saved forecast: LENZ	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/LENZ.txt
[2025-11-25T23:39:40.469811] [INFO ] [sig       ] [1931/3639] Completed LENZ in 0.3s | 3.04 sym/s | Total: 10.6m | ETA: 9.4m
[2025-11-25T23:39:40.469867] [INFO ] [sig       ] [1932/3639] Forecasting LEO...
[2025-11-25T23:39:40.469905] [INFO ] [sig       ] Generating forecast for: LEO
[2025-11-25T23:39:40.469942] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LEO' from 'https://tdm.silogroup.org/data/derivative_storage/LEO.csv'.
[2025-11-25T23:39:40.482245] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LEO'.
[2025-11-25T23:39:40.482576] [INFO ] [FORECASTER] Starting predict_future for LEO
[2025-11-25T23:39:40.483379] [DEBUG] [LOCAL     ] No optimal features file found for LEO: ./output/feature-sets/LEO.txt
[2025-11-25T23:39:40.483448] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:39:40.483494] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:39:40.483534] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:39:40.483605] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:39:40.540605] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:39:40.541254] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:39:40.541352] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:39:40.541399] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:39:40.626787] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:39:40.626962] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:39:40.627008] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:39:40.627043] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:39:40.630496] [DEBUG] [FORECASTER] LEO: Forecast T+1@11:T+2@11: UP (p=51.32%)
[2025-11-25T23:39:40.630808] [INFO ] [FORECASTER] Completed predict_future for LEO
[2025-11-25T23:39:40.630952] [INFO ] [sig       ] LEO: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:39:40.774778] [INFO ] [LOCAL     ] Saved forecast: LEO	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/LEO.txt
[2025-11-25T23:39:40.774921] [INFO ] [sig       ] [1932/3639] Completed LEO in 0.3s | 3.04 sym/s | Total: 10.6m | ETA: 9.4m
[2025-11-25T23:39:40.774985] [INFO ] [sig       ] [1933/3639] Forecasting LESL...
[2025-11-25T23:39:40.775031] [INFO ] [sig       ] Generating forecast for: LESL
[2025-11-25T23:39:40.775079] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LESL' from 'https://tdm.silogroup.org/data/derivative_storage/LESL.csv'.
[2025-11-25T23:39:40.786690] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LESL'.
[2025-11-25T23:39:40.787017] [INFO ] [FORECASTER] Starting predict_future for LESL
[2025-11-25T23:39:40.788005] [DEBUG] [LOCAL     ] No optimal features file found for LESL: ./output/feature-sets/LESL.txt
[2025-11-25T23:39:40.788089] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:39:40.788160] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:39:40.788230] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:39:40.788329] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:39:40.852498] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:39:40.853412] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:39:40.853522] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:39:40.853576] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:39:40.944633] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:39:40.944804] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:39:40.944848] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:39:40.944882] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:39:40.948212] [DEBUG] [FORECASTER] LESL: Forecast T+1@11:T+2@11: UP (p=51.39%)
[2025-11-25T23:39:40.948505] [INFO ] [FORECASTER] Completed predict_future for LESL
[2025-11-25T23:39:40.948657] [INFO ] [sig       ] LESL: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:39:41.089253] [INFO ] [LOCAL     ] Saved forecast: LESL	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/LESL.txt
[2025-11-25T23:39:41.089401] [INFO ] [sig       ] [1933/3639] Completed LESL in 0.3s | 3.04 sym/s | Total: 10.6m | ETA: 9.4m
[2025-11-25T23:39:41.089458] [INFO ] [sig       ] [1934/3639] Forecasting LEVI...
[2025-11-25T23:39:41.089501] [INFO ] [sig       ] Generating forecast for: LEVI
[2025-11-25T23:39:41.089539] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LEVI' from 'https://tdm.silogroup.org/data/derivative_storage/LEVI.csv'.
[2025-11-25T23:39:41.100898] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LEVI'.
[2025-11-25T23:39:41.101194] [INFO ] [FORECASTER] Starting predict_future for LEVI
[2025-11-25T23:39:41.102027] [DEBUG] [LOCAL     ] No optimal features file found for LEVI: ./output/feature-sets/LEVI.txt
[2025-11-25T23:39:41.102097] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:39:41.102136] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:39:41.102179] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:39:41.102268] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:39:41.158919] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:39:41.159573] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:39:41.159694] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:39:41.159754] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:39:41.247169] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:39:41.247295] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:39:41.247337] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:39:41.247386] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:39:41.250590] [DEBUG] [FORECASTER] LEVI: Forecast T+1@11:T+2@11: DOWN (p=5.98%)
[2025-11-25T23:39:41.250918] [INFO ] [FORECASTER] Completed predict_future for LEVI
[2025-11-25T23:39:41.251095] [INFO ] [sig       ] LEVI: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:39:41.391797] [INFO ] [LOCAL     ] Saved forecast: LEVI	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/LEVI.txt
[2025-11-25T23:39:41.391950] [INFO ] [sig       ] [1934/3639] Completed LEVI in 0.3s | 3.04 sym/s | Total: 10.6m | ETA: 9.4m
[2025-11-25T23:39:41.392005] [INFO ] [sig       ] [1935/3639] Forecasting LFMD...
[2025-11-25T23:39:41.392056] [INFO ] [sig       ] Generating forecast for: LFMD
[2025-11-25T23:39:41.392107] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LFMD' from 'https://tdm.silogroup.org/data/derivative_storage/LFMD.csv'.
[2025-11-25T23:39:41.403210] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LFMD'.
[2025-11-25T23:39:41.403531] [INFO ] [FORECASTER] Starting predict_future for LFMD
[2025-11-25T23:39:41.404384] [DEBUG] [LOCAL     ] No optimal features file found for LFMD: ./output/feature-sets/LFMD.txt
[2025-11-25T23:39:41.404456] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:39:41.404502] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:39:41.404542] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:39:41.404620] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:39:41.461813] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:39:41.462438] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:39:41.462539] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:39:41.462594] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:39:41.552998] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:39:41.553114] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:39:41.553156] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:39:41.553192] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:39:41.556271] [DEBUG] [FORECASTER] LFMD: Forecast T+1@11:T+2@11: UP (p=95.26%)
[2025-11-25T23:39:41.556565] [INFO ] [FORECASTER] Completed predict_future for LFMD
[2025-11-25T23:39:41.556732] [INFO ] [sig       ] LFMD: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:39:41.700749] [INFO ] [LOCAL     ] Saved forecast: LFMD	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/LFMD.txt
[2025-11-25T23:39:41.700943] [INFO ] [sig       ] [1935/3639] Completed LFMD in 0.3s | 3.04 sym/s | Total: 10.6m | ETA: 9.4m
[2025-11-25T23:39:41.701014] [INFO ] [sig       ] [1936/3639] Forecasting LFUS...
[2025-11-25T23:39:41.701070] [INFO ] [sig       ] Generating forecast for: LFUS
[2025-11-25T23:39:41.701124] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LFUS' from 'https://tdm.silogroup.org/data/derivative_storage/LFUS.csv'.
[2025-11-25T23:39:41.713444] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LFUS'.
[2025-11-25T23:39:41.713810] [INFO ] [FORECASTER] Starting predict_future for LFUS
[2025-11-25T23:39:41.714665] [DEBUG] [LOCAL     ] No optimal features file found for LFUS: ./output/feature-sets/LFUS.txt
[2025-11-25T23:39:41.714733] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:39:41.714788] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:39:41.714838] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:39:41.714923] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:39:41.773261] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:39:41.773926] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:39:41.774039] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:39:41.774087] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:39:41.869009] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:39:41.869185] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:39:41.869290] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:39:41.869329] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:39:41.872637] [DEBUG] [FORECASTER] LFUS: Forecast T+1@11:T+2@11: DOWN (p=2.74%)
[2025-11-25T23:39:41.872939] [INFO ] [FORECASTER] Completed predict_future for LFUS
[2025-11-25T23:39:41.873080] [INFO ] [sig       ] LFUS: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:39:42.014001] [INFO ] [LOCAL     ] Saved forecast: LFUS	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/LFUS.txt
[2025-11-25T23:39:42.014200] [INFO ] [sig       ] [1936/3639] Completed LFUS in 0.3s | 3.04 sym/s | Total: 10.6m | ETA: 9.3m
[2025-11-25T23:39:42.014257] [INFO ] [sig       ] [1937/3639] Forecasting LFVN...
[2025-11-25T23:39:42.014303] [INFO ] [sig       ] Generating forecast for: LFVN
[2025-11-25T23:39:42.014346] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LFVN' from 'https://tdm.silogroup.org/data/derivative_storage/LFVN.csv'.
[2025-11-25T23:39:42.025712] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LFVN'.
[2025-11-25T23:39:42.026031] [INFO ] [FORECASTER] Starting predict_future for LFVN
[2025-11-25T23:39:42.026860] [DEBUG] [LOCAL     ] No optimal features file found for LFVN: ./output/feature-sets/LFVN.txt
[2025-11-25T23:39:42.026929] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:39:42.026975] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:39:42.027015] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:39:42.027131] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:39:42.084538] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:39:42.085426] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:39:42.085525] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:39:42.085584] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:39:42.177461] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:39:42.177633] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:39:42.177703] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:39:42.177743] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:39:42.181067] [DEBUG] [FORECASTER] LFVN: Forecast T+1@11:T+2@11: DOWN (p=11.86%)
[2025-11-25T23:39:42.181357] [INFO ] [FORECASTER] Completed predict_future for LFVN
[2025-11-25T23:39:42.181493] [INFO ] [sig       ] LFVN: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:39:42.325133] [INFO ] [LOCAL     ] Saved forecast: LFVN	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/LFVN.txt
[2025-11-25T23:39:42.325292] [INFO ] [sig       ] [1937/3639] Completed LFVN in 0.3s | 3.04 sym/s | Total: 10.6m | ETA: 9.3m
[2025-11-25T23:39:42.325354] [INFO ] [sig       ] [1938/3639] Forecasting LGCL...
[2025-11-25T23:39:42.325399] [INFO ] [sig       ] Generating forecast for: LGCL
[2025-11-25T23:39:42.325446] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LGCL' from 'https://tdm.silogroup.org/data/derivative_storage/LGCL.csv'.
[2025-11-25T23:39:42.337270] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LGCL'.
[2025-11-25T23:39:42.337619] [INFO ] [FORECASTER] Starting predict_future for LGCL
[2025-11-25T23:39:42.338481] [DEBUG] [LOCAL     ] No optimal features file found for LGCL: ./output/feature-sets/LGCL.txt
[2025-11-25T23:39:42.338552] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:39:42.338600] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:39:42.338835] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:39:42.338916] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:39:42.397584] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:39:42.398272] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:39:42.398368] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:39:42.398414] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:39:42.487547] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:39:42.487696] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:39:42.487766] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:39:42.487812] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:39:42.491066] [DEBUG] [FORECASTER] LGCL: Forecast T+1@11:T+2@11: DOWN (p=45.59%)
[2025-11-25T23:39:42.491362] [INFO ] [FORECASTER] Completed predict_future for LGCL
[2025-11-25T23:39:42.491513] [INFO ] [sig       ] LGCL: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:39:42.634155] [INFO ] [LOCAL     ] Saved forecast: LGCL	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/LGCL.txt
[2025-11-25T23:39:42.634310] [INFO ] [sig       ] [1938/3639] Completed LGCL in 0.3s | 3.04 sym/s | Total: 10.6m | ETA: 9.3m
[2025-11-25T23:39:42.634364] [INFO ] [sig       ] [1939/3639] Forecasting LGI...
[2025-11-25T23:39:42.634408] [INFO ] [sig       ] Generating forecast for: LGI
[2025-11-25T23:39:42.634450] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LGI' from 'https://tdm.silogroup.org/data/derivative_storage/LGI.csv'.
[2025-11-25T23:39:42.646219] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LGI'.
[2025-11-25T23:39:42.646497] [INFO ] [FORECASTER] Starting predict_future for LGI
[2025-11-25T23:39:42.647318] [DEBUG] [LOCAL     ] No optimal features file found for LGI: ./output/feature-sets/LGI.txt
[2025-11-25T23:39:42.647413] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:39:42.647477] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:39:42.647521] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:39:42.647606] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:39:42.706296] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:39:42.706991] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:39:42.707086] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:39:42.707142] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:39:42.801340] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:39:42.801464] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:39:42.801504] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:39:42.801539] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:39:42.804748] [DEBUG] [FORECASTER] LGI: Forecast T+1@11:T+2@11: UP (p=99.32%)
[2025-11-25T23:39:42.805023] [INFO ] [FORECASTER] Completed predict_future for LGI
[2025-11-25T23:39:42.805164] [INFO ] [sig       ] LGI: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:39:42.948311] [INFO ] [LOCAL     ] Saved forecast: LGI	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/LGI.txt
[2025-11-25T23:39:42.948457] [INFO ] [sig       ] [1939/3639] Completed LGI in 0.3s | 3.04 sym/s | Total: 10.6m | ETA: 9.3m
[2025-11-25T23:39:42.948511] [INFO ] [sig       ] [1940/3639] Forecasting LGND...
[2025-11-25T23:39:42.948555] [INFO ] [sig       ] Generating forecast for: LGND
[2025-11-25T23:39:42.948596] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LGND' from 'https://tdm.silogroup.org/data/derivative_storage/LGND.csv'.
[2025-11-25T23:39:42.960926] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LGND'.
[2025-11-25T23:39:42.961290] [INFO ] [FORECASTER] Starting predict_future for LGND
[2025-11-25T23:39:42.962144] [DEBUG] [LOCAL     ] No optimal features file found for LGND: ./output/feature-sets/LGND.txt
[2025-11-25T23:39:42.962214] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:39:42.962276] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:39:42.962318] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:39:42.962387] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:39:43.020598] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:39:43.021499] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:39:43.021600] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:39:43.021668] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:39:43.115431] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:39:43.115633] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:39:43.115725] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:39:43.115776] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:39:43.119521] [DEBUG] [FORECASTER] LGND: Forecast T+1@11:T+2@11: DOWN (p=41.76%)
[2025-11-25T23:39:43.119914] [INFO ] [FORECASTER] Completed predict_future for LGND
[2025-11-25T23:39:43.120093] [INFO ] [sig       ] LGND: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:39:43.273170] [INFO ] [LOCAL     ] Saved forecast: LGND	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/LGND.txt
[2025-11-25T23:39:43.273387] [INFO ] [sig       ] [1940/3639] Completed LGND in 0.3s | 3.04 sym/s | Total: 10.6m | ETA: 9.3m
[2025-11-25T23:39:43.273450] [INFO ] [sig       ] [1941/3639] Forecasting LH...
[2025-11-25T23:39:43.273493] [INFO ] [sig       ] Generating forecast for: LH
[2025-11-25T23:39:43.273535] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LH' from 'https://tdm.silogroup.org/data/derivative_storage/LH.csv'.
[2025-11-25T23:39:43.286239] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LH'.
[2025-11-25T23:39:43.286580] [INFO ] [FORECASTER] Starting predict_future for LH
[2025-11-25T23:39:43.287465] [DEBUG] [LOCAL     ] No optimal features file found for LH: ./output/feature-sets/LH.txt
[2025-11-25T23:39:43.287537] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:39:43.287585] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:39:43.287627] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:39:43.287722] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:39:43.346867] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:39:43.347848] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:39:43.347955] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:39:43.348004] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:39:43.448367] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:39:43.448556] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:39:43.448605] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:39:43.448663] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:39:43.452145] [DEBUG] [FORECASTER] LH: Forecast T+1@11:T+2@11: UP (p=60.64%)
[2025-11-25T23:39:43.452437] [INFO ] [FORECASTER] Completed predict_future for LH
[2025-11-25T23:39:43.452577] [INFO ] [sig       ] LH: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:39:43.601142] [INFO ] [LOCAL     ] Saved forecast: LH	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/LH.txt
[2025-11-25T23:39:43.601305] [INFO ] [sig       ] [1941/3639] Completed LH in 0.3s | 3.04 sym/s | Total: 10.7m | ETA: 9.3m
[2025-11-25T23:39:43.601361] [INFO ] [sig       ] [1942/3639] Forecasting LHX...
[2025-11-25T23:39:43.601405] [INFO ] [sig       ] Generating forecast for: LHX
[2025-11-25T23:39:43.601449] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LHX' from 'https://tdm.silogroup.org/data/derivative_storage/LHX.csv'.
[2025-11-25T23:39:43.613336] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LHX'.
[2025-11-25T23:39:43.613728] [INFO ] [FORECASTER] Starting predict_future for LHX
[2025-11-25T23:39:43.614547] [DEBUG] [LOCAL     ] No optimal features file found for LHX: ./output/feature-sets/LHX.txt
[2025-11-25T23:39:43.614617] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:39:43.614685] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:39:43.614728] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:39:43.614801] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:39:43.673684] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:39:43.674487] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:39:43.674587] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:39:43.674637] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:39:43.769913] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:39:43.770095] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:39:43.770141] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:39:43.770175] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:39:43.773543] [DEBUG] [FORECASTER] LHX: Forecast T+1@11:T+2@11: DOWN (p=4.29%)
[2025-11-25T23:39:43.773857] [INFO ] [FORECASTER] Completed predict_future for LHX
[2025-11-25T23:39:43.774004] [INFO ] [sig       ] LHX: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:39:43.917762] [INFO ] [LOCAL     ] Saved forecast: LHX	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/LHX.txt
[2025-11-25T23:39:43.917946] [INFO ] [sig       ] [1942/3639] Completed LHX in 0.3s | 3.04 sym/s | Total: 10.7m | ETA: 9.3m
[2025-11-25T23:39:43.918003] [INFO ] [sig       ] [1943/3639] Forecasting LI...
[2025-11-25T23:39:43.918069] [INFO ] [sig       ] Generating forecast for: LI
[2025-11-25T23:39:43.918112] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LI' from 'https://tdm.silogroup.org/data/derivative_storage/LI.csv'.
[2025-11-25T23:39:43.929956] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LI'.
[2025-11-25T23:39:43.930353] [INFO ] [FORECASTER] Starting predict_future for LI
[2025-11-25T23:39:43.931185] [DEBUG] [LOCAL     ] No optimal features file found for LI: ./output/feature-sets/LI.txt
[2025-11-25T23:39:43.931254] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:39:43.931300] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:39:43.931341] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:39:43.931415] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:39:43.988299] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:39:43.989146] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:39:43.989249] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:39:43.989297] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:39:44.082988] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:39:44.083173] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:39:44.083217] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:39:44.083253] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:39:44.086731] [DEBUG] [FORECASTER] LI: Forecast T+1@11:T+2@11: DOWN (p=17.10%)
[2025-11-25T23:39:44.087040] [INFO ] [FORECASTER] Completed predict_future for LI
[2025-11-25T23:39:44.087232] [INFO ] [sig       ] LI: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:39:44.236305] [INFO ] [LOCAL     ] Saved forecast: LI	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/LI.txt
[2025-11-25T23:39:44.236486] [INFO ] [sig       ] [1943/3639] Completed LI in 0.3s | 3.04 sym/s | Total: 10.7m | ETA: 9.3m
[2025-11-25T23:39:44.236542] [INFO ] [sig       ] [1944/3639] Forecasting LICN...
[2025-11-25T23:39:44.236595] [INFO ] [sig       ] Generating forecast for: LICN
[2025-11-25T23:39:44.236655] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LICN' from 'https://tdm.silogroup.org/data/derivative_storage/LICN.csv'.
[2025-11-25T23:39:44.248099] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LICN'.
[2025-11-25T23:39:44.248441] [INFO ] [FORECASTER] Starting predict_future for LICN
[2025-11-25T23:39:44.249269] [DEBUG] [LOCAL     ] No optimal features file found for LICN: ./output/feature-sets/LICN.txt
[2025-11-25T23:39:44.249339] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:39:44.249385] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:39:44.249427] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:39:44.249495] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:39:44.307767] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:39:44.308525] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:39:44.308622] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:39:44.308690] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:39:44.399601] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:39:44.399776] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:39:44.399822] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:39:44.399857] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:39:44.403214] [DEBUG] [FORECASTER] LICN: Forecast T+1@11:T+2@11: DOWN (p=10.07%)
[2025-11-25T23:39:44.403516] [INFO ] [FORECASTER] Completed predict_future for LICN
[2025-11-25T23:39:44.403676] [INFO ] [sig       ] LICN: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:39:44.552579] [INFO ] [LOCAL     ] Saved forecast: LICN	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/LICN.txt
[2025-11-25T23:39:44.552794] [INFO ] [sig       ] [1944/3639] Completed LICN in 0.3s | 3.04 sym/s | Total: 10.7m | ETA: 9.3m
[2025-11-25T23:39:44.552855] [INFO ] [sig       ] [1945/3639] Forecasting LIF...
[2025-11-25T23:39:44.552899] [INFO ] [sig       ] Generating forecast for: LIF
[2025-11-25T23:39:44.552975] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LIF' from 'https://tdm.silogroup.org/data/derivative_storage/LIF.csv'.
[2025-11-25T23:39:44.564378] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LIF'.
[2025-11-25T23:39:44.564779] [INFO ] [FORECASTER] Starting predict_future for LIF
[2025-11-25T23:39:44.565744] [DEBUG] [LOCAL     ] No optimal features file found for LIF: ./output/feature-sets/LIF.txt
[2025-11-25T23:39:44.565815] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:39:44.565864] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:39:44.565907] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:39:44.565977] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:39:44.626398] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:39:44.627281] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:39:44.627397] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:39:44.627449] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:39:44.726686] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:39:44.726865] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:39:44.726912] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:39:44.726948] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:39:44.730586] [DEBUG] [FORECASTER] LIF: Forecast T+1@11:T+2@11: DOWN (p=19.02%)
[2025-11-25T23:39:44.730924] [INFO ] [FORECASTER] Completed predict_future for LIF
[2025-11-25T23:39:44.731075] [INFO ] [sig       ] LIF: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:39:44.882911] [INFO ] [LOCAL     ] Saved forecast: LIF	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/LIF.txt
[2025-11-25T23:39:44.883105] [INFO ] [sig       ] [1945/3639] Completed LIF in 0.3s | 3.04 sym/s | Total: 10.7m | ETA: 9.3m
[2025-11-25T23:39:44.883162] [INFO ] [sig       ] [1946/3639] Forecasting LII...
[2025-11-25T23:39:44.883205] [INFO ] [sig       ] Generating forecast for: LII
[2025-11-25T23:39:44.883257] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LII' from 'https://tdm.silogroup.org/data/derivative_storage/LII.csv'.
[2025-11-25T23:39:44.895594] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LII'.
[2025-11-25T23:39:44.896093] [INFO ] [FORECASTER] Starting predict_future for LII
[2025-11-25T23:39:44.896984] [DEBUG] [LOCAL     ] No optimal features file found for LII: ./output/feature-sets/LII.txt
[2025-11-25T23:39:44.897059] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:39:44.897129] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:39:44.897180] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:39:44.897272] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:39:44.955347] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:39:44.956270] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:39:44.956373] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:39:44.956433] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:39:45.054046] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:39:45.054269] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:39:45.054325] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:39:45.054362] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:39:45.058029] [DEBUG] [FORECASTER] LII: Forecast T+1@11:T+2@11: UP (p=96.13%)
[2025-11-25T23:39:45.058380] [INFO ] [FORECASTER] Completed predict_future for LII
[2025-11-25T23:39:45.058534] [INFO ] [sig       ] LII: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:39:45.202758] [INFO ] [LOCAL     ] Saved forecast: LII	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/LII.txt
[2025-11-25T23:39:45.202944] [INFO ] [sig       ] [1946/3639] Completed LII in 0.3s | 3.04 sym/s | Total: 10.7m | ETA: 9.3m
[2025-11-25T23:39:45.203001] [INFO ] [sig       ] [1947/3639] Forecasting LILA...
[2025-11-25T23:39:45.203085] [INFO ] [sig       ] Generating forecast for: LILA
[2025-11-25T23:39:45.203134] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LILA' from 'https://tdm.silogroup.org/data/derivative_storage/LILA.csv'.
[2025-11-25T23:39:45.214231] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LILA'.
[2025-11-25T23:39:45.214633] [INFO ] [FORECASTER] Starting predict_future for LILA
[2025-11-25T23:39:45.215473] [DEBUG] [LOCAL     ] No optimal features file found for LILA: ./output/feature-sets/LILA.txt
[2025-11-25T23:39:45.215545] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:39:45.215603] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:39:45.215673] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:39:45.215761] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:39:45.273961] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:39:45.274865] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:39:45.274981] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:39:45.275030] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:39:45.368137] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:39:45.368326] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:39:45.368372] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:39:45.368430] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:39:45.371865] [DEBUG] [FORECASTER] LILA: Forecast T+1@11:T+2@11: DOWN (p=16.75%)
[2025-11-25T23:39:45.372167] [INFO ] [FORECASTER] Completed predict_future for LILA
[2025-11-25T23:39:45.372308] [INFO ] [sig       ] LILA: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:39:45.515844] [INFO ] [LOCAL     ] Saved forecast: LILA	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/LILA.txt
[2025-11-25T23:39:45.516027] [INFO ] [sig       ] [1947/3639] Completed LILA in 0.3s | 3.04 sym/s | Total: 10.7m | ETA: 9.3m
[2025-11-25T23:39:45.516082] [INFO ] [sig       ] [1948/3639] Forecasting LILAK...
[2025-11-25T23:39:45.516127] [INFO ] [sig       ] Generating forecast for: LILAK
[2025-11-25T23:39:45.516191] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LILAK' from 'https://tdm.silogroup.org/data/derivative_storage/LILAK.csv'.
[2025-11-25T23:39:45.527874] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LILAK'.
[2025-11-25T23:39:45.528237] [INFO ] [FORECASTER] Starting predict_future for LILAK
[2025-11-25T23:39:45.529077] [DEBUG] [LOCAL     ] No optimal features file found for LILAK: ./output/feature-sets/LILAK.txt
[2025-11-25T23:39:45.529148] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:39:45.529205] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:39:45.529255] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:39:45.529341] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:39:45.587224] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:39:45.587984] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:39:45.588082] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:39:45.588143] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:39:45.685678] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:39:45.685817] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:39:45.685860] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:39:45.685894] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:39:45.689174] [DEBUG] [FORECASTER] LILAK: Forecast T+1@11:T+2@11: UP (p=96.26%)
[2025-11-25T23:39:45.689466] [INFO ] [FORECASTER] Completed predict_future for LILAK
[2025-11-25T23:39:45.689610] [INFO ] [sig       ] LILAK: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:39:45.832354] [INFO ] [LOCAL     ] Saved forecast: LILAK	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/LILAK.txt
[2025-11-25T23:39:45.832512] [INFO ] [sig       ] [1948/3639] Completed LILAK in 0.3s | 3.04 sym/s | Total: 10.7m | ETA: 9.3m
[2025-11-25T23:39:45.832567] [INFO ] [sig       ] [1949/3639] Forecasting LIN...
[2025-11-25T23:39:45.832612] [INFO ] [sig       ] Generating forecast for: LIN
[2025-11-25T23:39:45.832677] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LIN' from 'https://tdm.silogroup.org/data/derivative_storage/LIN.csv'.
[2025-11-25T23:39:45.844553] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LIN'.
[2025-11-25T23:39:45.844955] [INFO ] [FORECASTER] Starting predict_future for LIN
[2025-11-25T23:39:45.845791] [DEBUG] [LOCAL     ] No optimal features file found for LIN: ./output/feature-sets/LIN.txt
[2025-11-25T23:39:45.845860] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:39:45.845906] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:39:45.845947] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:39:45.846015] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:39:45.902754] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:39:45.903433] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:39:45.903528] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:39:45.903593] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:39:46.000852] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:39:46.001063] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:39:46.001110] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:39:46.001143] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:39:46.004664] [DEBUG] [FORECASTER] LIN: Forecast T+1@11:T+2@11: DOWN (p=46.81%)
[2025-11-25T23:39:46.004977] [INFO ] [FORECASTER] Completed predict_future for LIN
[2025-11-25T23:39:46.005129] [INFO ] [sig       ] LIN: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:39:46.147905] [INFO ] [LOCAL     ] Saved forecast: LIN	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/LIN.txt
[2025-11-25T23:39:46.148112] [INFO ] [sig       ] [1949/3639] Completed LIN in 0.3s | 3.04 sym/s | Total: 10.7m | ETA: 9.3m
[2025-11-25T23:39:46.148205] [INFO ] [sig       ] [1950/3639] Forecasting LINC...
[2025-11-25T23:39:46.148261] [INFO ] [sig       ] Generating forecast for: LINC
[2025-11-25T23:39:46.148305] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LINC' from 'https://tdm.silogroup.org/data/derivative_storage/LINC.csv'.
[2025-11-25T23:39:46.159927] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LINC'.
[2025-11-25T23:39:46.160301] [INFO ] [FORECASTER] Starting predict_future for LINC
[2025-11-25T23:39:46.161150] [DEBUG] [LOCAL     ] No optimal features file found for LINC: ./output/feature-sets/LINC.txt
[2025-11-25T23:39:46.161219] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:39:46.161279] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:39:46.161330] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:39:46.161418] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:39:46.218217] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:39:46.219100] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:39:46.219197] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:39:46.219247] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:39:46.311354] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:39:46.311533] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:39:46.311579] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:39:46.311614] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:39:46.315156] [DEBUG] [FORECASTER] LINC: Forecast T+1@11:T+2@11: UP (p=93.10%)
[2025-11-25T23:39:46.315471] [INFO ] [FORECASTER] Completed predict_future for LINC
[2025-11-25T23:39:46.315609] [INFO ] [sig       ] LINC: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:39:46.462005] [INFO ] [LOCAL     ] Saved forecast: LINC	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/LINC.txt
[2025-11-25T23:39:46.462162] [INFO ] [sig       ] [1950/3639] Completed LINC in 0.3s | 3.04 sym/s | Total: 10.7m | ETA: 9.3m
[2025-11-25T23:39:46.462216] [INFO ] [sig       ] [1951/3639] Forecasting LIND...
[2025-11-25T23:39:46.462261] [INFO ] [sig       ] Generating forecast for: LIND
[2025-11-25T23:39:46.462302] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LIND' from 'https://tdm.silogroup.org/data/derivative_storage/LIND.csv'.
[2025-11-25T23:39:46.474754] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LIND'.
[2025-11-25T23:39:46.475190] [INFO ] [FORECASTER] Starting predict_future for LIND
[2025-11-25T23:39:46.476044] [DEBUG] [LOCAL     ] No optimal features file found for LIND: ./output/feature-sets/LIND.txt
[2025-11-25T23:39:46.476115] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:39:46.476161] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:39:46.476201] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:39:46.476304] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:39:46.534539] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:39:46.535475] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:39:46.535584] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:39:46.535631] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:39:46.630866] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:39:46.631056] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:39:46.631104] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:39:46.631138] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:39:46.634564] [DEBUG] [FORECASTER] LIND: Forecast T+1@11:T+2@11: DOWN (p=2.24%)
[2025-11-25T23:39:46.634881] [INFO ] [FORECASTER] Completed predict_future for LIND
[2025-11-25T23:39:46.635026] [INFO ] [sig       ] LIND: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:39:46.778196] [INFO ] [LOCAL     ] Saved forecast: LIND	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/LIND.txt
[2025-11-25T23:39:46.778381] [INFO ] [sig       ] [1951/3639] Completed LIND in 0.3s | 3.04 sym/s | Total: 10.7m | ETA: 9.3m
[2025-11-25T23:39:46.778437] [INFO ] [sig       ] [1952/3639] Forecasting LINE...
[2025-11-25T23:39:46.778481] [INFO ] [sig       ] Generating forecast for: LINE
[2025-11-25T23:39:46.778523] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LINE' from 'https://tdm.silogroup.org/data/derivative_storage/LINE.csv'.
[2025-11-25T23:39:46.794877] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LINE'.
[2025-11-25T23:39:46.795303] [INFO ] [FORECASTER] Starting predict_future for LINE
[2025-11-25T23:39:46.796145] [DEBUG] [LOCAL     ] No optimal features file found for LINE: ./output/feature-sets/LINE.txt
[2025-11-25T23:39:46.796216] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:39:46.796271] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:39:46.796321] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:39:46.796409] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:39:46.853071] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:39:46.853965] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:39:46.854074] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:39:46.854134] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:39:46.956507] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:39:46.956740] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:39:46.956822] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:39:46.956872] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:39:46.960563] [DEBUG] [FORECASTER] LINE: Forecast T+1@11:T+2@11: DOWN (p=28.53%)
[2025-11-25T23:39:46.960910] [INFO ] [FORECASTER] Completed predict_future for LINE
[2025-11-25T23:39:46.961077] [INFO ] [sig       ] LINE: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:39:47.154695] [INFO ] [LOCAL     ] Saved forecast: LINE	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/LINE.txt
[2025-11-25T23:39:47.154890] [INFO ] [sig       ] [1952/3639] Completed LINE in 0.4s | 3.04 sym/s | Total: 10.7m | ETA: 9.3m
[2025-11-25T23:39:47.154949] [INFO ] [sig       ] [1953/3639] Forecasting LINK...
[2025-11-25T23:39:47.154992] [INFO ] [sig       ] Generating forecast for: LINK
[2025-11-25T23:39:47.155034] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LINK' from 'https://tdm.silogroup.org/data/derivative_storage/LINK.csv'.
[2025-11-25T23:39:47.166293] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LINK'.
[2025-11-25T23:39:47.166692] [INFO ] [FORECASTER] Starting predict_future for LINK
[2025-11-25T23:39:47.167574] [DEBUG] [LOCAL     ] No optimal features file found for LINK: ./output/feature-sets/LINK.txt
[2025-11-25T23:39:47.167667] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:39:47.167719] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:39:47.167760] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:39:47.167832] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:39:47.225331] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:39:47.226233] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:39:47.226342] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:39:47.226392] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:39:47.339167] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:39:47.339352] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:39:47.339398] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:39:47.339433] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:39:47.342981] [DEBUG] [FORECASTER] LINK: Forecast T+1@11:T+2@11: UP (p=98.43%)
[2025-11-25T23:39:47.343328] [INFO ] [FORECASTER] Completed predict_future for LINK
[2025-11-25T23:39:47.343502] [INFO ] [sig       ] LINK: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:39:47.486358] [INFO ] [LOCAL     ] Saved forecast: LINK	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/LINK.txt
[2025-11-25T23:39:47.486546] [INFO ] [sig       ] [1953/3639] Completed LINK in 0.3s | 3.04 sym/s | Total: 10.7m | ETA: 9.3m
[2025-11-25T23:39:47.486604] [INFO ] [sig       ] [1954/3639] Forecasting LITE...
[2025-11-25T23:39:47.486672] [INFO ] [sig       ] Generating forecast for: LITE
[2025-11-25T23:39:47.486718] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LITE' from 'https://tdm.silogroup.org/data/derivative_storage/LITE.csv'.
[2025-11-25T23:39:47.499617] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LITE'.
[2025-11-25T23:39:47.500132] [INFO ] [FORECASTER] Starting predict_future for LITE
[2025-11-25T23:39:47.501125] [DEBUG] [LOCAL     ] No optimal features file found for LITE: ./output/feature-sets/LITE.txt
[2025-11-25T23:39:47.501200] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:39:47.501251] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:39:47.501304] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:39:47.501471] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:39:47.562430] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:39:47.563303] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:39:47.563412] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:39:47.563463] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:39:47.691550] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:39:47.691807] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:39:47.691908] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:39:47.691967] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:39:47.695918] [DEBUG] [FORECASTER] LITE: Forecast T+1@11:T+2@11: UP (p=89.18%)
[2025-11-25T23:39:47.696236] [INFO ] [FORECASTER] Completed predict_future for LITE
[2025-11-25T23:39:47.696421] [INFO ] [sig       ] LITE: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:39:47.840397] [INFO ] [LOCAL     ] Saved forecast: LITE	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/LITE.txt
[2025-11-25T23:39:47.840569] [INFO ] [sig       ] [1954/3639] Completed LITE in 0.4s | 3.04 sym/s | Total: 10.7m | ETA: 9.2m
[2025-11-25T23:39:47.840634] [INFO ] [sig       ] [1955/3639] Forecasting LITM...
[2025-11-25T23:39:47.840701] [INFO ] [sig       ] Generating forecast for: LITM
[2025-11-25T23:39:47.840766] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LITM' from 'https://tdm.silogroup.org/data/derivative_storage/LITM.csv'.
[2025-11-25T23:39:47.852202] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LITM'.
[2025-11-25T23:39:47.852497] [INFO ] [FORECASTER] Starting predict_future for LITM
[2025-11-25T23:39:47.853712] [DEBUG] [LOCAL     ] No optimal features file found for LITM: ./output/feature-sets/LITM.txt
[2025-11-25T23:39:47.853780] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:39:47.853826] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:39:47.853866] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:39:47.853933] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:39:47.911354] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:39:47.912026] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:39:47.912122] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:39:47.912180] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:39:48.011737] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:39:48.011900] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:39:48.011945] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:39:48.011979] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:39:48.015341] [DEBUG] [FORECASTER] LITM: Forecast T+1@11:T+2@11: DOWN (p=33.62%)
[2025-11-25T23:39:48.015625] [INFO ] [FORECASTER] Completed predict_future for LITM
[2025-11-25T23:39:48.015807] [INFO ] [sig       ] LITM: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:39:48.155871] [INFO ] [LOCAL     ] Saved forecast: LITM	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/LITM.txt
[2025-11-25T23:39:48.156036] [INFO ] [sig       ] [1955/3639] Completed LITM in 0.3s | 3.04 sym/s | Total: 10.7m | ETA: 9.2m
[2025-11-25T23:39:48.156092] [INFO ] [sig       ] [1956/3639] Forecasting LIVN...
[2025-11-25T23:39:48.156136] [INFO ] [sig       ] Generating forecast for: LIVN
[2025-11-25T23:39:48.156180] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LIVN' from 'https://tdm.silogroup.org/data/derivative_storage/LIVN.csv'.
[2025-11-25T23:39:48.167572] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LIVN'.
[2025-11-25T23:39:48.167903] [INFO ] [FORECASTER] Starting predict_future for LIVN
[2025-11-25T23:39:48.168729] [DEBUG] [LOCAL     ] No optimal features file found for LIVN: ./output/feature-sets/LIVN.txt
[2025-11-25T23:39:48.168797] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:39:48.168854] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:39:48.168905] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:39:48.168991] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:39:48.227106] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:39:48.227771] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:39:48.227862] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:39:48.227919] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:39:48.328908] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:39:48.329025] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:39:48.329067] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:39:48.329101] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:39:48.332237] [DEBUG] [FORECASTER] LIVN: Forecast T+1@11:T+2@11: DOWN (p=9.43%)
[2025-11-25T23:39:48.332665] [INFO ] [FORECASTER] Completed predict_future for LIVN
[2025-11-25T23:39:48.332870] [INFO ] [sig       ] LIVN: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:39:48.477754] [INFO ] [LOCAL     ] Saved forecast: LIVN	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/LIVN.txt
[2025-11-25T23:39:48.477927] [INFO ] [sig       ] [1956/3639] Completed LIVN in 0.3s | 3.04 sym/s | Total: 10.7m | ETA: 9.2m
[2025-11-25T23:39:48.477983] [INFO ] [sig       ] [1957/3639] Forecasting LKFN...
[2025-11-25T23:39:48.478026] [INFO ] [sig       ] Generating forecast for: LKFN
[2025-11-25T23:39:48.478067] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LKFN' from 'https://tdm.silogroup.org/data/derivative_storage/LKFN.csv'.
[2025-11-25T23:39:48.489292] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LKFN'.
[2025-11-25T23:39:48.489625] [INFO ] [FORECASTER] Starting predict_future for LKFN
[2025-11-25T23:39:48.490433] [DEBUG] [LOCAL     ] No optimal features file found for LKFN: ./output/feature-sets/LKFN.txt
[2025-11-25T23:39:48.490502] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:39:48.490547] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:39:48.490588] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:39:48.490681] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:39:48.549793] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:39:48.550424] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:39:48.550517] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:39:48.550575] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:39:48.647697] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:39:48.647807] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:39:48.647848] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:39:48.647882] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:39:48.651029] [DEBUG] [FORECASTER] LKFN: Forecast T+1@11:T+2@11: UP (p=65.60%)
[2025-11-25T23:39:48.651310] [INFO ] [FORECASTER] Completed predict_future for LKFN
[2025-11-25T23:39:48.651444] [INFO ] [sig       ] LKFN: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:39:48.793037] [INFO ] [LOCAL     ] Saved forecast: LKFN	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/LKFN.txt
[2025-11-25T23:39:48.793167] [INFO ] [sig       ] [1957/3639] Completed LKFN in 0.3s | 3.04 sym/s | Total: 10.7m | ETA: 9.2m
[2025-11-25T23:39:48.793221] [INFO ] [sig       ] [1958/3639] Forecasting LKQ...
[2025-11-25T23:39:48.793263] [INFO ] [sig       ] Generating forecast for: LKQ
[2025-11-25T23:39:48.793304] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LKQ' from 'https://tdm.silogroup.org/data/derivative_storage/LKQ.csv'.
[2025-11-25T23:39:48.805221] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LKQ'.
[2025-11-25T23:39:48.805585] [INFO ] [FORECASTER] Starting predict_future for LKQ
[2025-11-25T23:39:48.806413] [DEBUG] [LOCAL     ] No optimal features file found for LKQ: ./output/feature-sets/LKQ.txt
[2025-11-25T23:39:48.806483] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:39:48.806528] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:39:48.806586] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:39:48.806690] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:39:48.864197] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:39:48.864847] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:39:48.864939] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:39:48.864996] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:39:48.960829] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:39:48.960942] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:39:48.960984] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:39:48.961017] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:39:48.964203] [DEBUG] [FORECASTER] LKQ: Forecast T+1@11:T+2@11: UP (p=89.61%)
[2025-11-25T23:39:48.964505] [INFO ] [FORECASTER] Completed predict_future for LKQ
[2025-11-25T23:39:48.964681] [INFO ] [sig       ] LKQ: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:39:49.108260] [INFO ] [LOCAL     ] Saved forecast: LKQ	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/LKQ.txt
[2025-11-25T23:39:49.108425] [INFO ] [sig       ] [1958/3639] Completed LKQ in 0.3s | 3.04 sym/s | Total: 10.7m | ETA: 9.2m
[2025-11-25T23:39:49.108485] [INFO ] [sig       ] [1959/3639] Forecasting LLY...
[2025-11-25T23:39:49.108528] [INFO ] [sig       ] Generating forecast for: LLY
[2025-11-25T23:39:49.108568] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LLY' from 'https://tdm.silogroup.org/data/derivative_storage/LLY.csv'.
[2025-11-25T23:39:49.119894] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LLY'.
[2025-11-25T23:39:49.120175] [INFO ] [FORECASTER] Starting predict_future for LLY
[2025-11-25T23:39:49.121034] [DEBUG] [LOCAL     ] No optimal features file found for LLY: ./output/feature-sets/LLY.txt
[2025-11-25T23:39:49.121104] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:39:49.121149] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:39:49.121237] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:39:49.121315] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:39:49.182923] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:39:49.183663] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:39:49.183758] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:39:49.183813] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:39:49.288078] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:39:49.288195] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:39:49.288238] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:39:49.288271] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:39:49.291514] [DEBUG] [FORECASTER] LLY: Forecast T+1@11:T+2@11: DOWN (p=48.11%)
[2025-11-25T23:39:49.291828] [INFO ] [FORECASTER] Completed predict_future for LLY
[2025-11-25T23:39:49.291967] [INFO ] [sig       ] LLY: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:39:49.434752] [INFO ] [LOCAL     ] Saved forecast: LLY	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/LLY.txt
[2025-11-25T23:39:49.434890] [INFO ] [sig       ] [1959/3639] Completed LLY in 0.3s | 3.04 sym/s | Total: 10.8m | ETA: 9.2m
[2025-11-25T23:39:49.434946] [INFO ] [sig       ] [1960/3639] Forecasting LLYVA...
[2025-11-25T23:39:49.434990] [INFO ] [sig       ] Generating forecast for: LLYVA
[2025-11-25T23:39:49.435033] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LLYVA' from 'https://tdm.silogroup.org/data/derivative_storage/LLYVA.csv'.
[2025-11-25T23:39:49.449004] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LLYVA'.
[2025-11-25T23:39:49.449573] [INFO ] [FORECASTER] Starting predict_future for LLYVA
[2025-11-25T23:39:49.450684] [DEBUG] [LOCAL     ] No optimal features file found for LLYVA: ./output/feature-sets/LLYVA.txt
[2025-11-25T23:39:49.450762] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:39:49.450816] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:39:49.450878] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:39:49.450968] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:39:49.521329] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:39:49.522719] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:39:49.522868] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:39:49.522937] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:39:49.639455] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:39:49.639777] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:39:49.639860] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:39:49.639909] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:39:49.643927] [DEBUG] [FORECASTER] LLYVA: Forecast T+1@11:T+2@11: DOWN (p=48.79%)
[2025-11-25T23:39:49.644311] [INFO ] [FORECASTER] Completed predict_future for LLYVA
[2025-11-25T23:39:49.644488] [INFO ] [sig       ] LLYVA: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:39:49.794422] [INFO ] [LOCAL     ] Saved forecast: LLYVA	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/LLYVA.txt
[2025-11-25T23:39:49.794682] [INFO ] [sig       ] [1960/3639] Completed LLYVA in 0.4s | 3.04 sym/s | Total: 10.8m | ETA: 9.2m
[2025-11-25T23:39:49.794745] [INFO ] [sig       ] [1961/3639] Forecasting LLYVK...
[2025-11-25T23:39:49.794793] [INFO ] [sig       ] Generating forecast for: LLYVK
[2025-11-25T23:39:49.794836] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LLYVK' from 'https://tdm.silogroup.org/data/derivative_storage/LLYVK.csv'.
[2025-11-25T23:39:49.808445] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LLYVK'.
[2025-11-25T23:39:49.809082] [INFO ] [FORECASTER] Starting predict_future for LLYVK
[2025-11-25T23:39:49.810163] [DEBUG] [LOCAL     ] No optimal features file found for LLYVK: ./output/feature-sets/LLYVK.txt
[2025-11-25T23:39:49.810238] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:39:49.810289] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:39:49.810332] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:39:49.810425] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:39:49.873123] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:39:49.874339] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:39:49.874458] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:39:49.874510] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:39:49.996381] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:39:49.996686] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:39:49.996779] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:39:49.996828] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:39:50.000992] [DEBUG] [FORECASTER] LLYVK: Forecast T+1@11:T+2@11: UP (p=72.84%)
[2025-11-25T23:39:50.001575] [INFO ] [FORECASTER] Completed predict_future for LLYVK
[2025-11-25T23:39:50.001837] [INFO ] [sig       ] LLYVK: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:39:50.153051] [INFO ] [LOCAL     ] Saved forecast: LLYVK	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/LLYVK.txt
[2025-11-25T23:39:50.153291] [INFO ] [sig       ] [1961/3639] Completed LLYVK in 0.4s | 3.04 sym/s | Total: 10.8m | ETA: 9.2m
[2025-11-25T23:39:50.153357] [INFO ] [sig       ] [1962/3639] Forecasting LMB...
[2025-11-25T23:39:50.153411] [INFO ] [sig       ] Generating forecast for: LMB
[2025-11-25T23:39:50.153474] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LMB' from 'https://tdm.silogroup.org/data/derivative_storage/LMB.csv'.
[2025-11-25T23:39:50.166938] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LMB'.
[2025-11-25T23:39:50.167522] [INFO ] [FORECASTER] Starting predict_future for LMB
[2025-11-25T23:39:50.168525] [DEBUG] [LOCAL     ] No optimal features file found for LMB: ./output/feature-sets/LMB.txt
[2025-11-25T23:39:50.168603] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:39:50.168699] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:39:50.168759] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:39:50.168839] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:39:50.227941] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:39:50.229114] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:39:50.229235] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:39:50.229301] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:39:50.348193] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:39:50.348485] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:39:50.348539] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:39:50.348577] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:39:50.353380] [DEBUG] [FORECASTER] LMB: Forecast T+1@11:T+2@11: UP (p=99.76%)
[2025-11-25T23:39:50.353813] [INFO ] [FORECASTER] Completed predict_future for LMB
[2025-11-25T23:39:50.353991] [INFO ] [sig       ] LMB: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:39:50.507907] [INFO ] [LOCAL     ] Saved forecast: LMB	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/LMB.txt
[2025-11-25T23:39:50.508185] [INFO ] [sig       ] [1962/3639] Completed LMB in 0.4s | 3.04 sym/s | Total: 10.8m | ETA: 9.2m
[2025-11-25T23:39:50.508252] [INFO ] [sig       ] [1963/3639] Forecasting LMBS...
[2025-11-25T23:39:50.508303] [INFO ] [sig       ] Generating forecast for: LMBS
[2025-11-25T23:39:50.508356] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LMBS' from 'https://tdm.silogroup.org/data/derivative_storage/LMBS.csv'.
[2025-11-25T23:39:50.523192] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LMBS'.
[2025-11-25T23:39:50.523852] [INFO ] [FORECASTER] Starting predict_future for LMBS
[2025-11-25T23:39:50.524929] [DEBUG] [LOCAL     ] No optimal features file found for LMBS: ./output/feature-sets/LMBS.txt
[2025-11-25T23:39:50.525007] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:39:50.525068] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:39:50.525120] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:39:50.525196] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:39:50.584388] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:39:50.585697] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:39:50.585823] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:39:50.585873] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:39:50.676907] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:39:50.677128] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:39:50.677177] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:39:50.677213] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:39:50.681129] [DEBUG] [FORECASTER] LMBS: Forecast T+1@11:T+2@11: UP (p=69.32%)
[2025-11-25T23:39:50.681500] [INFO ] [FORECASTER] Completed predict_future for LMBS
[2025-11-25T23:39:50.681679] [INFO ] [sig       ] LMBS: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:39:50.827956] [INFO ] [LOCAL     ] Saved forecast: LMBS	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/LMBS.txt
[2025-11-25T23:39:50.828154] [INFO ] [sig       ] [1963/3639] Completed LMBS in 0.3s | 3.04 sym/s | Total: 10.8m | ETA: 9.2m
[2025-11-25T23:39:50.828211] [INFO ] [sig       ] [1964/3639] Forecasting LMND...
[2025-11-25T23:39:50.828255] [INFO ] [sig       ] Generating forecast for: LMND
[2025-11-25T23:39:50.828296] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LMND' from 'https://tdm.silogroup.org/data/derivative_storage/LMND.csv'.
[2025-11-25T23:39:50.839868] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LMND'.
[2025-11-25T23:39:50.840347] [INFO ] [FORECASTER] Starting predict_future for LMND
[2025-11-25T23:39:50.841212] [DEBUG] [LOCAL     ] No optimal features file found for LMND: ./output/feature-sets/LMND.txt
[2025-11-25T23:39:50.841303] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:39:50.841364] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:39:50.841406] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:39:50.841485] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:39:50.901333] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:39:50.902280] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:39:50.902389] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:39:50.902462] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:39:51.000562] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:39:51.000788] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:39:51.000867] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:39:51.000916] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:39:51.004590] [DEBUG] [FORECASTER] LMND: Forecast T+1@11:T+2@11: DOWN (p=47.03%)
[2025-11-25T23:39:51.004927] [INFO ] [FORECASTER] Completed predict_future for LMND
[2025-11-25T23:39:51.005094] [INFO ] [sig       ] LMND: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:39:51.150596] [INFO ] [LOCAL     ] Saved forecast: LMND	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/LMND.txt
[2025-11-25T23:39:51.150817] [INFO ] [sig       ] [1964/3639] Completed LMND in 0.3s | 3.04 sym/s | Total: 10.8m | ETA: 9.2m
[2025-11-25T23:39:51.150875] [INFO ] [sig       ] [1965/3639] Forecasting LNC...
[2025-11-25T23:39:51.151001] [INFO ] [sig       ] Generating forecast for: LNC
[2025-11-25T23:39:51.151048] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LNC' from 'https://tdm.silogroup.org/data/derivative_storage/LNC.csv'.
[2025-11-25T23:39:51.165449] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LNC'.
[2025-11-25T23:39:51.165939] [INFO ] [FORECASTER] Starting predict_future for LNC
[2025-11-25T23:39:51.166765] [DEBUG] [LOCAL     ] No optimal features file found for LNC: ./output/feature-sets/LNC.txt
[2025-11-25T23:39:51.166836] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:39:51.166893] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:39:51.166944] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:39:51.167033] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:39:51.224881] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:39:51.225798] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:39:51.225896] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:39:51.225958] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:39:51.335947] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:39:51.336201] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:39:51.336255] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:39:51.336290] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:39:51.339945] [DEBUG] [FORECASTER] LNC: Forecast T+1@11:T+2@11: DOWN (p=12.42%)
[2025-11-25T23:39:51.340421] [INFO ] [FORECASTER] Completed predict_future for LNC
[2025-11-25T23:39:51.340632] [INFO ] [sig       ] LNC: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:39:51.529056] [INFO ] [LOCAL     ] Saved forecast: LNC	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/LNC.txt
[2025-11-25T23:39:51.529226] [INFO ] [sig       ] [1965/3639] Completed LNC in 0.4s | 3.04 sym/s | Total: 10.8m | ETA: 9.2m
[2025-11-25T23:39:51.529281] [INFO ] [sig       ] [1966/3639] Forecasting LND...
[2025-11-25T23:39:51.529323] [INFO ] [sig       ] Generating forecast for: LND
[2025-11-25T23:39:51.529367] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LND' from 'https://tdm.silogroup.org/data/derivative_storage/LND.csv'.
[2025-11-25T23:39:51.541545] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LND'.
[2025-11-25T23:39:51.541933] [INFO ] [FORECASTER] Starting predict_future for LND
[2025-11-25T23:39:51.542756] [DEBUG] [LOCAL     ] No optimal features file found for LND: ./output/feature-sets/LND.txt
[2025-11-25T23:39:51.542824] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:39:51.542870] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:39:51.542924] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:39:51.543011] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:39:51.602176] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:39:51.603092] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:39:51.603205] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:39:51.603255] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:39:51.686955] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:39:51.687105] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:39:51.687151] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:39:51.687186] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:39:51.690583] [DEBUG] [FORECASTER] LND: Forecast T+1@11:T+2@11: UP (p=56.99%)
[2025-11-25T23:39:51.690918] [INFO ] [FORECASTER] Completed predict_future for LND
[2025-11-25T23:39:51.691067] [INFO ] [sig       ] LND: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:39:51.837020] [INFO ] [LOCAL     ] Saved forecast: LND	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/LND.txt
[2025-11-25T23:39:51.837172] [INFO ] [sig       ] [1966/3639] Completed LND in 0.3s | 3.04 sym/s | Total: 10.8m | ETA: 9.2m
[2025-11-25T23:39:51.837227] [INFO ] [sig       ] [1967/3639] Forecasting LNG...
[2025-11-25T23:39:51.837271] [INFO ] [sig       ] Generating forecast for: LNG
[2025-11-25T23:39:51.837317] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LNG' from 'https://tdm.silogroup.org/data/derivative_storage/LNG.csv'.
[2025-11-25T23:39:51.853797] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LNG'.
[2025-11-25T23:39:51.854329] [INFO ] [FORECASTER] Starting predict_future for LNG
[2025-11-25T23:39:51.855484] [DEBUG] [LOCAL     ] No optimal features file found for LNG: ./output/feature-sets/LNG.txt
[2025-11-25T23:39:51.855578] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:39:51.855681] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:39:51.855744] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:39:51.855855] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:39:51.921837] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:39:51.922771] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:39:51.922880] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:39:51.922929] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:39:52.026841] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:39:52.027040] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:39:52.027085] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:39:52.027121] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:39:52.030548] [DEBUG] [FORECASTER] LNG: Forecast T+1@11:T+2@11: DOWN (p=22.11%)
[2025-11-25T23:39:52.030859] [INFO ] [FORECASTER] Completed predict_future for LNG
[2025-11-25T23:39:52.031009] [INFO ] [sig       ] LNG: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:39:52.172297] [INFO ] [LOCAL     ] Saved forecast: LNG	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/LNG.txt
[2025-11-25T23:39:52.172469] [INFO ] [sig       ] [1967/3639] Completed LNG in 0.3s | 3.04 sym/s | Total: 10.8m | ETA: 9.2m
[2025-11-25T23:39:52.172534] [INFO ] [sig       ] [1968/3639] Forecasting LNKB...
[2025-11-25T23:39:52.172581] [INFO ] [sig       ] Generating forecast for: LNKB
[2025-11-25T23:39:52.172625] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LNKB' from 'https://tdm.silogroup.org/data/derivative_storage/LNKB.csv'.
[2025-11-25T23:39:52.184079] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LNKB'.
[2025-11-25T23:39:52.184458] [INFO ] [FORECASTER] Starting predict_future for LNKB
[2025-11-25T23:39:52.185311] [DEBUG] [LOCAL     ] No optimal features file found for LNKB: ./output/feature-sets/LNKB.txt
[2025-11-25T23:39:52.185384] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:39:52.185431] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:39:52.185474] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:39:52.185559] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:39:52.243089] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:39:52.244002] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:39:52.244108] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:39:52.244167] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:39:52.331982] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:39:52.332151] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:39:52.332194] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:39:52.332228] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:39:52.335628] [DEBUG] [FORECASTER] LNKB: Forecast T+1@11:T+2@11: DOWN (p=14.29%)
[2025-11-25T23:39:52.335952] [INFO ] [FORECASTER] Completed predict_future for LNKB
[2025-11-25T23:39:52.336098] [INFO ] [sig       ] LNKB: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:39:52.476263] [INFO ] [LOCAL     ] Saved forecast: LNKB	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/LNKB.txt
[2025-11-25T23:39:52.476413] [INFO ] [sig       ] [1968/3639] Completed LNKB in 0.3s | 3.04 sym/s | Total: 10.8m | ETA: 9.2m
[2025-11-25T23:39:52.476467] [INFO ] [sig       ] [1969/3639] Forecasting LNN...
[2025-11-25T23:39:52.476511] [INFO ] [sig       ] Generating forecast for: LNN
[2025-11-25T23:39:52.476567] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LNN' from 'https://tdm.silogroup.org/data/derivative_storage/LNN.csv'.
[2025-11-25T23:39:52.487983] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LNN'.
[2025-11-25T23:39:52.488334] [INFO ] [FORECASTER] Starting predict_future for LNN
[2025-11-25T23:39:52.489150] [DEBUG] [LOCAL     ] No optimal features file found for LNN: ./output/feature-sets/LNN.txt
[2025-11-25T23:39:52.489222] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:39:52.489277] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:39:52.489326] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:39:52.489414] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:39:52.548180] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:39:52.548926] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:39:52.549027] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:39:52.549088] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:39:52.641390] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:39:52.641519] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:39:52.641560] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:39:52.641594] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:39:52.644859] [DEBUG] [FORECASTER] LNN: Forecast T+1@11:T+2@11: DOWN (p=5.85%)
[2025-11-25T23:39:52.645189] [INFO ] [FORECASTER] Completed predict_future for LNN
[2025-11-25T23:39:52.645327] [INFO ] [sig       ] LNN: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:39:52.785375] [INFO ] [LOCAL     ] Saved forecast: LNN	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/LNN.txt
[2025-11-25T23:39:52.785524] [INFO ] [sig       ] [1969/3639] Completed LNN in 0.3s | 3.04 sym/s | Total: 10.8m | ETA: 9.2m
[2025-11-25T23:39:52.785580] [INFO ] [sig       ] [1970/3639] Forecasting LNTH...
[2025-11-25T23:39:52.785622] [INFO ] [sig       ] Generating forecast for: LNTH
[2025-11-25T23:39:52.785680] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LNTH' from 'https://tdm.silogroup.org/data/derivative_storage/LNTH.csv'.
[2025-11-25T23:39:52.797441] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LNTH'.
[2025-11-25T23:39:52.797786] [INFO ] [FORECASTER] Starting predict_future for LNTH
[2025-11-25T23:39:52.798583] [DEBUG] [LOCAL     ] No optimal features file found for LNTH: ./output/feature-sets/LNTH.txt
[2025-11-25T23:39:52.798670] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:39:52.798718] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:39:52.798758] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:39:52.798831] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:39:52.855454] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:39:52.856098] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:39:52.856193] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:39:52.856240] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:39:52.950385] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:39:52.950576] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:39:52.950621] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:39:52.950679] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:39:52.954120] [DEBUG] [FORECASTER] LNTH: Forecast T+1@11:T+2@11: UP (p=97.06%)
[2025-11-25T23:39:52.954446] [INFO ] [FORECASTER] Completed predict_future for LNTH
[2025-11-25T23:39:52.954594] [INFO ] [sig       ] LNTH: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:39:53.096825] [INFO ] [LOCAL     ] Saved forecast: LNTH	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/LNTH.txt
[2025-11-25T23:39:53.096980] [INFO ] [sig       ] [1970/3639] Completed LNTH in 0.3s | 3.04 sym/s | Total: 10.8m | ETA: 9.2m
[2025-11-25T23:39:53.097035] [INFO ] [sig       ] [1971/3639] Forecasting LNZA...
[2025-11-25T23:39:53.097079] [INFO ] [sig       ] Generating forecast for: LNZA
[2025-11-25T23:39:53.097122] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LNZA' from 'https://tdm.silogroup.org/data/derivative_storage/LNZA.csv'.
[2025-11-25T23:39:53.108129] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LNZA'.
[2025-11-25T23:39:53.108429] [INFO ] [FORECASTER] Starting predict_future for LNZA
[2025-11-25T23:39:53.109260] [DEBUG] [LOCAL     ] No optimal features file found for LNZA: ./output/feature-sets/LNZA.txt
[2025-11-25T23:39:53.109330] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:39:53.109386] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:39:53.109437] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:39:53.109525] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:39:53.166689] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:39:53.167345] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:39:53.167472] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:39:53.167530] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:39:53.258090] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:39:53.258228] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:39:53.258293] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:39:53.258329] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:39:53.261575] [DEBUG] [FORECASTER] LNZA: Forecast T+1@11:T+2@11: UP (p=77.62%)
[2025-11-25T23:39:53.261900] [INFO ] [FORECASTER] Completed predict_future for LNZA
[2025-11-25T23:39:53.262043] [INFO ] [sig       ] LNZA: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:39:53.402937] [INFO ] [LOCAL     ] Saved forecast: LNZA	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/LNZA.txt
[2025-11-25T23:39:53.403090] [INFO ] [sig       ] [1971/3639] Completed LNZA in 0.3s | 3.04 sym/s | Total: 10.8m | ETA: 9.2m
[2025-11-25T23:39:53.403144] [INFO ] [sig       ] [1972/3639] Forecasting LOAN...
[2025-11-25T23:39:53.403196] [INFO ] [sig       ] Generating forecast for: LOAN
[2025-11-25T23:39:53.403248] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LOAN' from 'https://tdm.silogroup.org/data/derivative_storage/LOAN.csv'.
[2025-11-25T23:39:53.414725] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LOAN'.
[2025-11-25T23:39:53.415053] [INFO ] [FORECASTER] Starting predict_future for LOAN
[2025-11-25T23:39:53.415867] [DEBUG] [LOCAL     ] No optimal features file found for LOAN: ./output/feature-sets/LOAN.txt
[2025-11-25T23:39:53.415936] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:39:53.415982] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:39:53.416022] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:39:53.416092] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:39:53.473163] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:39:53.473801] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:39:53.473894] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:39:53.473942] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:39:53.551369] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:39:53.551539] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:39:53.551583] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:39:53.551617] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:39:53.554972] [DEBUG] [FORECASTER] LOAN: Forecast T+1@11:T+2@11: UP (p=98.48%)
[2025-11-25T23:39:53.555264] [INFO ] [FORECASTER] Completed predict_future for LOAN
[2025-11-25T23:39:53.555397] [INFO ] [sig       ] LOAN: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:39:53.697701] [INFO ] [LOCAL     ] Saved forecast: LOAN	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/LOAN.txt
[2025-11-25T23:39:53.697851] [INFO ] [sig       ] [1972/3639] Completed LOAN in 0.3s | 3.04 sym/s | Total: 10.8m | ETA: 9.1m
[2025-11-25T23:39:53.697907] [INFO ] [sig       ] [1973/3639] Forecasting LOB...
[2025-11-25T23:39:53.697950] [INFO ] [sig       ] Generating forecast for: LOB
[2025-11-25T23:39:53.697991] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LOB' from 'https://tdm.silogroup.org/data/derivative_storage/LOB.csv'.
[2025-11-25T23:39:53.709311] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LOB'.
[2025-11-25T23:39:53.709617] [INFO ] [FORECASTER] Starting predict_future for LOB
[2025-11-25T23:39:53.710405] [DEBUG] [LOCAL     ] No optimal features file found for LOB: ./output/feature-sets/LOB.txt
[2025-11-25T23:39:53.710474] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:39:53.710520] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:39:53.710560] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:39:53.710628] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:39:53.767613] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:39:53.768275] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:39:53.768368] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:39:53.768413] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:39:53.859124] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:39:53.859284] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:39:53.859329] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:39:53.859363] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:39:53.862686] [DEBUG] [FORECASTER] LOB: Forecast T+1@11:T+2@11: UP (p=65.62%)
[2025-11-25T23:39:53.862969] [INFO ] [FORECASTER] Completed predict_future for LOB
[2025-11-25T23:39:53.863106] [INFO ] [sig       ] LOB: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:39:54.002989] [INFO ] [LOCAL     ] Saved forecast: LOB	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/LOB.txt
[2025-11-25T23:39:54.003132] [INFO ] [sig       ] [1973/3639] Completed LOB in 0.3s | 3.04 sym/s | Total: 10.8m | ETA: 9.1m
[2025-11-25T23:39:54.003188] [INFO ] [sig       ] [1974/3639] Forecasting LOCO...
[2025-11-25T23:39:54.003230] [INFO ] [sig       ] Generating forecast for: LOCO
[2025-11-25T23:39:54.003270] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LOCO' from 'https://tdm.silogroup.org/data/derivative_storage/LOCO.csv'.
[2025-11-25T23:39:54.014610] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LOCO'.
[2025-11-25T23:39:54.014930] [INFO ] [FORECASTER] Starting predict_future for LOCO
[2025-11-25T23:39:54.015757] [DEBUG] [LOCAL     ] No optimal features file found for LOCO: ./output/feature-sets/LOCO.txt
[2025-11-25T23:39:54.015825] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:39:54.015880] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:39:54.015928] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:39:54.016011] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:39:54.073715] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:39:54.074609] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:39:54.074728] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:39:54.074788] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:39:54.174513] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:39:54.174715] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:39:54.174783] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:39:54.174831] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:39:54.178214] [DEBUG] [FORECASTER] LOCO: Forecast T+1@11:T+2@11: DOWN (p=10.69%)
[2025-11-25T23:39:54.178521] [INFO ] [FORECASTER] Completed predict_future for LOCO
[2025-11-25T23:39:54.178683] [INFO ] [sig       ] LOCO: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:39:54.319716] [INFO ] [LOCAL     ] Saved forecast: LOCO	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/LOCO.txt
[2025-11-25T23:39:54.319875] [INFO ] [sig       ] [1974/3639] Completed LOCO in 0.3s | 3.04 sym/s | Total: 10.8m | ETA: 9.1m
[2025-11-25T23:39:54.319932] [INFO ] [sig       ] [1975/3639] Forecasting LOGI...
[2025-11-25T23:39:54.319975] [INFO ] [sig       ] Generating forecast for: LOGI
[2025-11-25T23:39:54.320016] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LOGI' from 'https://tdm.silogroup.org/data/derivative_storage/LOGI.csv'.
[2025-11-25T23:39:54.331330] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LOGI'.
[2025-11-25T23:39:54.331680] [INFO ] [FORECASTER] Starting predict_future for LOGI
[2025-11-25T23:39:54.332486] [DEBUG] [LOCAL     ] No optimal features file found for LOGI: ./output/feature-sets/LOGI.txt
[2025-11-25T23:39:54.332556] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:39:54.332662] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:39:54.332704] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:39:54.332773] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:39:54.389736] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:39:54.390400] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:39:54.390495] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:39:54.390560] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:39:54.485201] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:39:54.485361] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:39:54.485405] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:39:54.485440] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:39:54.488892] [DEBUG] [FORECASTER] LOGI: Forecast T+1@11:T+2@11: DOWN (p=20.37%)
[2025-11-25T23:39:54.489209] [INFO ] [FORECASTER] Completed predict_future for LOGI
[2025-11-25T23:39:54.489369] [INFO ] [sig       ] LOGI: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:39:54.630456] [INFO ] [LOCAL     ] Saved forecast: LOGI	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/LOGI.txt
[2025-11-25T23:39:54.630636] [INFO ] [sig       ] [1975/3639] Completed LOGI in 0.3s | 3.04 sym/s | Total: 10.8m | ETA: 9.1m
[2025-11-25T23:39:54.630719] [INFO ] [sig       ] [1976/3639] Forecasting LOMA...
[2025-11-25T23:39:54.630775] [INFO ] [sig       ] Generating forecast for: LOMA
[2025-11-25T23:39:54.630833] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LOMA' from 'https://tdm.silogroup.org/data/derivative_storage/LOMA.csv'.
[2025-11-25T23:39:54.643428] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LOMA'.
[2025-11-25T23:39:54.643832] [INFO ] [FORECASTER] Starting predict_future for LOMA
[2025-11-25T23:39:54.644620] [DEBUG] [LOCAL     ] No optimal features file found for LOMA: ./output/feature-sets/LOMA.txt
[2025-11-25T23:39:54.644710] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:39:54.644768] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:39:54.644820] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:39:54.644893] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:39:54.702059] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:39:54.702812] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:39:54.702911] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:39:54.702972] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:39:54.813938] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:39:54.814131] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:39:54.814188] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:39:54.814225] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:39:54.818113] [DEBUG] [FORECASTER] LOMA: Forecast T+1@11:T+2@11: UP (p=52.47%)
[2025-11-25T23:39:54.818412] [INFO ] [FORECASTER] Completed predict_future for LOMA
[2025-11-25T23:39:54.818587] [INFO ] [sig       ] LOMA: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:39:54.961384] [INFO ] [LOCAL     ] Saved forecast: LOMA	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/LOMA.txt
[2025-11-25T23:39:54.961540] [INFO ] [sig       ] [1976/3639] Completed LOMA in 0.3s | 3.04 sym/s | Total: 10.8m | ETA: 9.1m
[2025-11-25T23:39:54.961595] [INFO ] [sig       ] [1977/3639] Forecasting LOPE...
[2025-11-25T23:39:54.961693] [INFO ] [sig       ] Generating forecast for: LOPE
[2025-11-25T23:39:54.961746] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LOPE' from 'https://tdm.silogroup.org/data/derivative_storage/LOPE.csv'.
[2025-11-25T23:39:54.974180] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LOPE'.
[2025-11-25T23:39:54.974532] [INFO ] [FORECASTER] Starting predict_future for LOPE
[2025-11-25T23:39:54.975355] [DEBUG] [LOCAL     ] No optimal features file found for LOPE: ./output/feature-sets/LOPE.txt
[2025-11-25T23:39:54.975427] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:39:54.975473] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:39:54.975516] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:39:54.975587] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:39:55.032955] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:39:55.033671] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:39:55.033769] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:39:55.033817] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:39:55.145654] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:39:55.145827] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:39:55.145873] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:39:55.145909] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:39:55.149440] [DEBUG] [FORECASTER] LOPE: Forecast T+1@11:T+2@11: UP (p=93.68%)
[2025-11-25T23:39:55.149813] [INFO ] [FORECASTER] Completed predict_future for LOPE
[2025-11-25T23:39:55.149977] [INFO ] [sig       ] LOPE: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:39:55.294462] [INFO ] [LOCAL     ] Saved forecast: LOPE	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/LOPE.txt
[2025-11-25T23:39:55.294628] [INFO ] [sig       ] [1977/3639] Completed LOPE in 0.3s | 3.04 sym/s | Total: 10.8m | ETA: 9.1m
[2025-11-25T23:39:55.294704] [INFO ] [sig       ] [1978/3639] Forecasting LOVE...
[2025-11-25T23:39:55.294834] [INFO ] [sig       ] Generating forecast for: LOVE
[2025-11-25T23:39:55.294878] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LOVE' from 'https://tdm.silogroup.org/data/derivative_storage/LOVE.csv'.
[2025-11-25T23:39:55.307175] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LOVE'.
[2025-11-25T23:39:55.307542] [INFO ] [FORECASTER] Starting predict_future for LOVE
[2025-11-25T23:39:55.308374] [DEBUG] [LOCAL     ] No optimal features file found for LOVE: ./output/feature-sets/LOVE.txt
[2025-11-25T23:39:55.308453] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:39:55.308510] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:39:55.308561] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:39:55.308666] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:39:55.365883] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:39:55.366544] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:39:55.366640] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:39:55.366709] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:39:55.473654] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:39:55.473799] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:39:55.473842] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:39:55.473876] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:39:55.477151] [DEBUG] [FORECASTER] LOVE: Forecast T+1@11:T+2@11: DOWN (p=28.85%)
[2025-11-25T23:39:55.477466] [INFO ] [FORECASTER] Completed predict_future for LOVE
[2025-11-25T23:39:55.477609] [INFO ] [sig       ] LOVE: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:39:55.619840] [INFO ] [LOCAL     ] Saved forecast: LOVE	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/LOVE.txt
[2025-11-25T23:39:55.620001] [INFO ] [sig       ] [1978/3639] Completed LOVE in 0.3s | 3.04 sym/s | Total: 10.9m | ETA: 9.1m
[2025-11-25T23:39:55.620067] [INFO ] [sig       ] [1979/3639] Forecasting LPCN...
[2025-11-25T23:39:55.620114] [INFO ] [sig       ] Generating forecast for: LPCN
[2025-11-25T23:39:55.620156] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LPCN' from 'https://tdm.silogroup.org/data/derivative_storage/LPCN.csv'.
[2025-11-25T23:39:55.631926] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LPCN'.
[2025-11-25T23:39:55.632253] [INFO ] [FORECASTER] Starting predict_future for LPCN
[2025-11-25T23:39:55.633080] [DEBUG] [LOCAL     ] No optimal features file found for LPCN: ./output/feature-sets/LPCN.txt
[2025-11-25T23:39:55.633149] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:39:55.633196] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:39:55.633238] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:39:55.633312] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:39:55.690815] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:39:55.691493] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:39:55.691589] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:39:55.691636] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:39:55.796368] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:39:55.796565] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:39:55.796610] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:39:55.796664] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:39:55.800159] [DEBUG] [FORECASTER] LPCN: Forecast T+1@11:T+2@11: UP (p=55.35%)
[2025-11-25T23:39:55.800445] [INFO ] [FORECASTER] Completed predict_future for LPCN
[2025-11-25T23:39:55.800592] [INFO ] [sig       ] LPCN: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:39:55.940755] [INFO ] [LOCAL     ] Saved forecast: LPCN	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/LPCN.txt
[2025-11-25T23:39:55.940909] [INFO ] [sig       ] [1979/3639] Completed LPCN in 0.3s | 3.04 sym/s | Total: 10.9m | ETA: 9.1m
[2025-11-25T23:39:55.940965] [INFO ] [sig       ] [1980/3639] Forecasting LPG...
[2025-11-25T23:39:55.941008] [INFO ] [sig       ] Generating forecast for: LPG
[2025-11-25T23:39:55.941052] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LPG' from 'https://tdm.silogroup.org/data/derivative_storage/LPG.csv'.
[2025-11-25T23:39:55.953468] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LPG'.
[2025-11-25T23:39:55.953964] [INFO ] [FORECASTER] Starting predict_future for LPG
[2025-11-25T23:39:55.954857] [DEBUG] [LOCAL     ] No optimal features file found for LPG: ./output/feature-sets/LPG.txt
[2025-11-25T23:39:55.954932] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:39:55.954999] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:39:55.955065] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:39:55.955171] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:39:56.011840] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:39:56.012569] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:39:56.012704] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:39:56.012773] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:39:56.118073] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:39:56.118243] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:39:56.118288] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:39:56.118322] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:39:56.121715] [DEBUG] [FORECASTER] LPG: Forecast T+1@11:T+2@11: UP (p=73.82%)
[2025-11-25T23:39:56.121998] [INFO ] [FORECASTER] Completed predict_future for LPG
[2025-11-25T23:39:56.122135] [INFO ] [sig       ] LPG: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:39:56.263337] [INFO ] [LOCAL     ] Saved forecast: LPG	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/LPG.txt
[2025-11-25T23:39:56.263525] [INFO ] [sig       ] [1980/3639] Completed LPG in 0.3s | 3.04 sym/s | Total: 10.9m | ETA: 9.1m
[2025-11-25T23:39:56.263582] [INFO ] [sig       ] [1981/3639] Forecasting LPL...
[2025-11-25T23:39:56.263624] [INFO ] [sig       ] Generating forecast for: LPL
[2025-11-25T23:39:56.263688] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LPL' from 'https://tdm.silogroup.org/data/derivative_storage/LPL.csv'.
[2025-11-25T23:39:56.275420] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LPL'.
[2025-11-25T23:39:56.275837] [INFO ] [FORECASTER] Starting predict_future for LPL
[2025-11-25T23:39:56.276634] [DEBUG] [LOCAL     ] No optimal features file found for LPL: ./output/feature-sets/LPL.txt
[2025-11-25T23:39:56.276723] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:39:56.276770] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:39:56.276811] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:39:56.276879] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:39:56.334951] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:39:56.335850] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:39:56.335952] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:39:56.336001] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:39:56.436094] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:39:56.436275] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:39:56.436320] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:39:56.436355] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:39:56.439773] [DEBUG] [FORECASTER] LPL: Forecast T+1@11:T+2@11: UP (p=72.18%)
[2025-11-25T23:39:56.440066] [INFO ] [FORECASTER] Completed predict_future for LPL
[2025-11-25T23:39:56.440210] [INFO ] [sig       ] LPL: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:39:56.580292] [INFO ] [LOCAL     ] Saved forecast: LPL	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/LPL.txt
[2025-11-25T23:39:56.580426] [INFO ] [sig       ] [1981/3639] Completed LPL in 0.3s | 3.04 sym/s | Total: 10.9m | ETA: 9.1m
[2025-11-25T23:39:56.580480] [INFO ] [sig       ] [1982/3639] Forecasting LPLA...
[2025-11-25T23:39:56.580524] [INFO ] [sig       ] Generating forecast for: LPLA
[2025-11-25T23:39:56.580566] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LPLA' from 'https://tdm.silogroup.org/data/derivative_storage/LPLA.csv'.
[2025-11-25T23:39:56.592273] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LPLA'.
[2025-11-25T23:39:56.592602] [INFO ] [FORECASTER] Starting predict_future for LPLA
[2025-11-25T23:39:56.593438] [DEBUG] [LOCAL     ] No optimal features file found for LPLA: ./output/feature-sets/LPLA.txt
[2025-11-25T23:39:56.593507] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:39:56.593553] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:39:56.593591] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:39:56.593679] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:39:56.650309] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:39:56.650949] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:39:56.651046] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:39:56.651093] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:39:56.753655] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:39:56.753799] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:39:56.753843] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:39:56.753899] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:39:56.757153] [DEBUG] [FORECASTER] LPLA: Forecast T+1@11:T+2@11: UP (p=98.93%)
[2025-11-25T23:39:56.757449] [INFO ] [FORECASTER] Completed predict_future for LPLA
[2025-11-25T23:39:56.757587] [INFO ] [sig       ] LPLA: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:39:56.900768] [INFO ] [LOCAL     ] Saved forecast: LPLA	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/LPLA.txt
[2025-11-25T23:39:56.900918] [INFO ] [sig       ] [1982/3639] Completed LPLA in 0.3s | 3.04 sym/s | Total: 10.9m | ETA: 9.1m
[2025-11-25T23:39:56.900972] [INFO ] [sig       ] [1983/3639] Forecasting LPRO...
[2025-11-25T23:39:56.901015] [INFO ] [sig       ] Generating forecast for: LPRO
[2025-11-25T23:39:56.901057] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LPRO' from 'https://tdm.silogroup.org/data/derivative_storage/LPRO.csv'.
[2025-11-25T23:39:56.912270] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LPRO'.
[2025-11-25T23:39:56.912568] [INFO ] [FORECASTER] Starting predict_future for LPRO
[2025-11-25T23:39:56.913409] [DEBUG] [LOCAL     ] No optimal features file found for LPRO: ./output/feature-sets/LPRO.txt
[2025-11-25T23:39:56.913480] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:39:56.913525] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:39:56.913565] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:39:56.913633] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:39:56.970626] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:39:56.971282] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:39:56.971376] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:39:56.971423] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:39:57.073356] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:39:57.073499] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:39:57.073541] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:39:57.073576] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:39:57.076888] [DEBUG] [FORECASTER] LPRO: Forecast T+1@11:T+2@11: UP (p=50.74%)
[2025-11-25T23:39:57.077169] [INFO ] [FORECASTER] Completed predict_future for LPRO
[2025-11-25T23:39:57.077309] [INFO ] [sig       ] LPRO: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:39:57.218449] [INFO ] [LOCAL     ] Saved forecast: LPRO	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/LPRO.txt
[2025-11-25T23:39:57.218615] [INFO ] [sig       ] [1983/3639] Completed LPRO in 0.3s | 3.04 sym/s | Total: 10.9m | ETA: 9.1m
[2025-11-25T23:39:57.218707] [INFO ] [sig       ] [1984/3639] Forecasting LPSN...
[2025-11-25T23:39:57.218756] [INFO ] [sig       ] Generating forecast for: LPSN
[2025-11-25T23:39:57.218798] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LPSN' from 'https://tdm.silogroup.org/data/derivative_storage/LPSN.csv'.
[2025-11-25T23:39:57.230264] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LPSN'.
[2025-11-25T23:39:57.230600] [INFO ] [FORECASTER] Starting predict_future for LPSN
[2025-11-25T23:39:57.231477] [DEBUG] [LOCAL     ] No optimal features file found for LPSN: ./output/feature-sets/LPSN.txt
[2025-11-25T23:39:57.231552] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:39:57.231600] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:39:57.231704] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:39:57.231792] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:39:57.289169] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:39:57.289826] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:39:57.289918] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:39:57.289992] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:39:57.376195] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:39:57.376386] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:39:57.376432] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:39:57.376466] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:39:57.380084] [DEBUG] [FORECASTER] LPSN: Forecast T+1@11:T+2@11: DOWN (p=1.48%)
[2025-11-25T23:39:57.380441] [INFO ] [FORECASTER] Completed predict_future for LPSN
[2025-11-25T23:39:57.380603] [INFO ] [sig       ] LPSN: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:39:57.524676] [INFO ] [LOCAL     ] Saved forecast: LPSN	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/LPSN.txt
[2025-11-25T23:39:57.524830] [INFO ] [sig       ] [1984/3639] Completed LPSN in 0.3s | 3.04 sym/s | Total: 10.9m | ETA: 9.1m
[2025-11-25T23:39:57.524884] [INFO ] [sig       ] [1985/3639] Forecasting LPTH...
[2025-11-25T23:39:57.524928] [INFO ] [sig       ] Generating forecast for: LPTH
[2025-11-25T23:39:57.524969] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LPTH' from 'https://tdm.silogroup.org/data/derivative_storage/LPTH.csv'.
[2025-11-25T23:39:57.536398] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LPTH'.
[2025-11-25T23:39:57.536754] [INFO ] [FORECASTER] Starting predict_future for LPTH
[2025-11-25T23:39:57.537601] [DEBUG] [LOCAL     ] No optimal features file found for LPTH: ./output/feature-sets/LPTH.txt
[2025-11-25T23:39:57.537694] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:39:57.537741] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:39:57.537784] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:39:57.537853] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:39:57.596936] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:39:57.597589] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:39:57.597703] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:39:57.597754] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:39:57.684943] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:39:57.685095] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:39:57.685139] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:39:57.685175] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:39:57.688788] [DEBUG] [FORECASTER] LPTH: Forecast T+1@11:T+2@11: DOWN (p=27.19%)
[2025-11-25T23:39:57.689079] [INFO ] [FORECASTER] Completed predict_future for LPTH
[2025-11-25T23:39:57.689218] [INFO ] [sig       ] LPTH: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:39:57.833667] [INFO ] [LOCAL     ] Saved forecast: LPTH	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/LPTH.txt
[2025-11-25T23:39:57.833821] [INFO ] [sig       ] [1985/3639] Completed LPTH in 0.3s | 3.04 sym/s | Total: 10.9m | ETA: 9.1m
[2025-11-25T23:39:57.833895] [INFO ] [sig       ] [1986/3639] Forecasting LPX...
[2025-11-25T23:39:57.833941] [INFO ] [sig       ] Generating forecast for: LPX
[2025-11-25T23:39:57.833985] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LPX' from 'https://tdm.silogroup.org/data/derivative_storage/LPX.csv'.
[2025-11-25T23:39:57.844992] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LPX'.
[2025-11-25T23:39:57.845299] [INFO ] [FORECASTER] Starting predict_future for LPX
[2025-11-25T23:39:57.846112] [DEBUG] [LOCAL     ] No optimal features file found for LPX: ./output/feature-sets/LPX.txt
[2025-11-25T23:39:57.846181] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:39:57.846226] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:39:57.846281] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:39:57.846353] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:39:57.904891] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:39:57.905544] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:39:57.905657] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:39:57.905708] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:39:57.987700] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:39:57.987848] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:39:57.987892] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:39:57.987926] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:39:57.991279] [DEBUG] [FORECASTER] LPX: Forecast T+1@11:T+2@11: UP (p=85.27%)
[2025-11-25T23:39:57.991559] [INFO ] [FORECASTER] Completed predict_future for LPX
[2025-11-25T23:39:57.991712] [INFO ] [sig       ] LPX: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:39:58.132606] [INFO ] [LOCAL     ] Saved forecast: LPX	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/LPX.txt
[2025-11-25T23:39:58.132774] [INFO ] [sig       ] [1986/3639] Completed LPX in 0.3s | 3.04 sym/s | Total: 10.9m | ETA: 9.1m
[2025-11-25T23:39:58.132831] [INFO ] [sig       ] [1987/3639] Forecasting LQDA...
[2025-11-25T23:39:58.132877] [INFO ] [sig       ] Generating forecast for: LQDA
[2025-11-25T23:39:58.132924] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LQDA' from 'https://tdm.silogroup.org/data/derivative_storage/LQDA.csv'.
[2025-11-25T23:39:58.144323] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LQDA'.
[2025-11-25T23:39:58.144620] [INFO ] [FORECASTER] Starting predict_future for LQDA
[2025-11-25T23:39:58.145624] [DEBUG] [LOCAL     ] No optimal features file found for LQDA: ./output/feature-sets/LQDA.txt
[2025-11-25T23:39:58.145713] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:39:58.145761] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:39:58.145804] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:39:58.145874] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:39:58.205797] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:39:58.206600] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:39:58.206712] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:39:58.206760] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:39:58.280918] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:39:58.281090] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:39:58.281136] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:39:58.281172] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:39:58.284706] [DEBUG] [FORECASTER] LQDA: Forecast T+1@11:T+2@11: UP (p=70.50%)
[2025-11-25T23:39:58.284998] [INFO ] [FORECASTER] Completed predict_future for LQDA
[2025-11-25T23:39:58.285132] [INFO ] [sig       ] LQDA: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:39:58.426389] [INFO ] [LOCAL     ] Saved forecast: LQDA	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/LQDA.txt
[2025-11-25T23:39:58.426533] [INFO ] [sig       ] [1987/3639] Completed LQDA in 0.3s | 3.04 sym/s | Total: 10.9m | ETA: 9.1m
[2025-11-25T23:39:58.426587] [INFO ] [sig       ] [1988/3639] Forecasting LRCX...
[2025-11-25T23:39:58.426629] [INFO ] [sig       ] Generating forecast for: LRCX
[2025-11-25T23:39:58.426690] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LRCX' from 'https://tdm.silogroup.org/data/derivative_storage/LRCX.csv'.
[2025-11-25T23:39:58.437670] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LRCX'.
[2025-11-25T23:39:58.437979] [INFO ] [FORECASTER] Starting predict_future for LRCX
[2025-11-25T23:39:58.438926] [DEBUG] [LOCAL     ] No optimal features file found for LRCX: ./output/feature-sets/LRCX.txt
[2025-11-25T23:39:58.438998] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:39:58.439045] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:39:58.439087] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:39:58.439158] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:39:58.499482] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:39:58.500319] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:39:58.500418] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:39:58.500468] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:39:58.573136] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:39:58.573277] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:39:58.573323] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:39:58.573358] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:39:58.576742] [DEBUG] [FORECASTER] LRCX: Forecast T+1@11:T+2@11: UP (p=97.18%)
[2025-11-25T23:39:58.577028] [INFO ] [FORECASTER] Completed predict_future for LRCX
[2025-11-25T23:39:58.577158] [INFO ] [sig       ] LRCX: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:39:58.719334] [INFO ] [LOCAL     ] Saved forecast: LRCX	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/LRCX.txt
[2025-11-25T23:39:58.719514] [INFO ] [sig       ] [1988/3639] Completed LRCX in 0.3s | 3.04 sym/s | Total: 10.9m | ETA: 9.1m
[2025-11-25T23:39:58.719582] [INFO ] [sig       ] [1989/3639] Forecasting LRGE...
[2025-11-25T23:39:58.719636] [INFO ] [sig       ] Generating forecast for: LRGE
[2025-11-25T23:39:58.719723] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LRGE' from 'https://tdm.silogroup.org/data/derivative_storage/LRGE.csv'.
[2025-11-25T23:39:58.731190] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LRGE'.
[2025-11-25T23:39:58.731503] [INFO ] [FORECASTER] Starting predict_future for LRGE
[2025-11-25T23:39:58.732353] [DEBUG] [LOCAL     ] No optimal features file found for LRGE: ./output/feature-sets/LRGE.txt
[2025-11-25T23:39:58.732425] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:39:58.732472] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:39:58.732514] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:39:58.732586] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:39:58.790968] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:39:58.791608] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:39:58.791720] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:39:58.791769] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:39:58.869877] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:39:58.870018] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:39:58.870062] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:39:58.870095] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:39:58.873365] [DEBUG] [FORECASTER] LRGE: Forecast T+1@11:T+2@11: UP (p=78.96%)
[2025-11-25T23:39:58.873662] [INFO ] [FORECASTER] Completed predict_future for LRGE
[2025-11-25T23:39:58.873799] [INFO ] [sig       ] LRGE: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:39:59.014175] [INFO ] [LOCAL     ] Saved forecast: LRGE	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/LRGE.txt
[2025-11-25T23:39:59.014322] [INFO ] [sig       ] [1989/3639] Completed LRGE in 0.3s | 3.04 sym/s | Total: 10.9m | ETA: 9.1m
[2025-11-25T23:39:59.014376] [INFO ] [sig       ] [1990/3639] Forecasting LRHC...
[2025-11-25T23:39:59.014418] [INFO ] [sig       ] Generating forecast for: LRHC
[2025-11-25T23:39:59.014468] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LRHC' from 'https://tdm.silogroup.org/data/derivative_storage/LRHC.csv'.
[2025-11-25T23:39:59.025947] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LRHC'.
[2025-11-25T23:39:59.026271] [INFO ] [FORECASTER] Starting predict_future for LRHC
[2025-11-25T23:39:59.027099] [DEBUG] [LOCAL     ] No optimal features file found for LRHC: ./output/feature-sets/LRHC.txt
[2025-11-25T23:39:59.027168] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:39:59.027213] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:39:59.027253] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:39:59.027319] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:39:59.085196] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:39:59.085849] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:39:59.085943] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:39:59.085990] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:39:59.176542] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:39:59.176719] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:39:59.176784] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:39:59.176833] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:39:59.180513] [DEBUG] [FORECASTER] LRHC: Forecast T+1@11:T+2@11: DOWN (p=38.79%)
[2025-11-25T23:39:59.180866] [INFO ] [FORECASTER] Completed predict_future for LRHC
[2025-11-25T23:39:59.181010] [INFO ] [sig       ] LRHC: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:39:59.324099] [INFO ] [LOCAL     ] Saved forecast: LRHC	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/LRHC.txt
[2025-11-25T23:39:59.324255] [INFO ] [sig       ] [1990/3639] Completed LRHC in 0.3s | 3.04 sym/s | Total: 10.9m | ETA: 9.0m
[2025-11-25T23:39:59.324317] [INFO ] [sig       ] [1991/3639] Forecasting LSCC...
[2025-11-25T23:39:59.324363] [INFO ] [sig       ] Generating forecast for: LSCC
[2025-11-25T23:39:59.324408] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LSCC' from 'https://tdm.silogroup.org/data/derivative_storage/LSCC.csv'.
[2025-11-25T23:39:59.335898] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LSCC'.
[2025-11-25T23:39:59.336200] [INFO ] [FORECASTER] Starting predict_future for LSCC
[2025-11-25T23:39:59.337062] [DEBUG] [LOCAL     ] No optimal features file found for LSCC: ./output/feature-sets/LSCC.txt
[2025-11-25T23:39:59.337132] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:39:59.337179] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:39:59.337219] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:39:59.337288] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:39:59.396739] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:39:59.397551] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:39:59.397677] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:39:59.397731] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:39:59.496023] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:39:59.496167] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:39:59.496214] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:39:59.496250] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:39:59.499714] [DEBUG] [FORECASTER] LSCC: Forecast T+1@11:T+2@11: UP (p=72.92%)
[2025-11-25T23:39:59.500009] [INFO ] [FORECASTER] Completed predict_future for LSCC
[2025-11-25T23:39:59.500145] [INFO ] [sig       ] LSCC: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:39:59.642178] [INFO ] [LOCAL     ] Saved forecast: LSCC	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/LSCC.txt
[2025-11-25T23:39:59.642342] [INFO ] [sig       ] [1991/3639] Completed LSCC in 0.3s | 3.04 sym/s | Total: 10.9m | ETA: 9.0m
[2025-11-25T23:39:59.642397] [INFO ] [sig       ] [1992/3639] Forecasting LSPD...
[2025-11-25T23:39:59.642481] [INFO ] [sig       ] Generating forecast for: LSPD
[2025-11-25T23:39:59.642524] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LSPD' from 'https://tdm.silogroup.org/data/derivative_storage/LSPD.csv'.
[2025-11-25T23:39:59.654057] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LSPD'.
[2025-11-25T23:39:59.654371] [INFO ] [FORECASTER] Starting predict_future for LSPD
[2025-11-25T23:39:59.655167] [DEBUG] [LOCAL     ] No optimal features file found for LSPD: ./output/feature-sets/LSPD.txt
[2025-11-25T23:39:59.655235] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:39:59.655281] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:39:59.655321] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:39:59.655388] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:39:59.714233] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:39:59.714895] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:39:59.714991] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:39:59.715040] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:39:59.821492] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:39:59.821666] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:39:59.821730] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:39:59.821779] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:39:59.825197] [DEBUG] [FORECASTER] LSPD: Forecast T+1@11:T+2@11: UP (p=77.90%)
[2025-11-25T23:39:59.825502] [INFO ] [FORECASTER] Completed predict_future for LSPD
[2025-11-25T23:39:59.825675] [INFO ] [sig       ] LSPD: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:39:59.965883] [INFO ] [LOCAL     ] Saved forecast: LSPD	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/LSPD.txt
[2025-11-25T23:39:59.966023] [INFO ] [sig       ] [1992/3639] Completed LSPD in 0.3s | 3.04 sym/s | Total: 10.9m | ETA: 9.0m
[2025-11-25T23:39:59.966076] [INFO ] [sig       ] [1993/3639] Forecasting LTC...
[2025-11-25T23:39:59.966118] [INFO ] [sig       ] Generating forecast for: LTC
[2025-11-25T23:39:59.966160] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LTC' from 'https://tdm.silogroup.org/data/derivative_storage/LTC.csv'.
[2025-11-25T23:39:59.977659] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LTC'.
[2025-11-25T23:39:59.977978] [INFO ] [FORECASTER] Starting predict_future for LTC
[2025-11-25T23:39:59.978824] [DEBUG] [LOCAL     ] No optimal features file found for LTC: ./output/feature-sets/LTC.txt
[2025-11-25T23:39:59.978903] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:39:59.978960] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:39:59.979008] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:39:59.979094] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:40:00.036071] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:40:00.036756] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:40:00.036860] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:40:00.036908] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:40:00.134488] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:40:00.134656] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:40:00.134707] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:40:00.134742] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:40:00.138091] [DEBUG] [FORECASTER] LTC: Forecast T+1@11:T+2@11: DOWN (p=11.39%)
[2025-11-25T23:40:00.138372] [INFO ] [FORECASTER] Completed predict_future for LTC
[2025-11-25T23:40:00.138503] [INFO ] [sig       ] LTC: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:40:00.280306] [INFO ] [LOCAL     ] Saved forecast: LTC	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/LTC.txt
[2025-11-25T23:40:00.280471] [INFO ] [sig       ] [1993/3639] Completed LTC in 0.3s | 3.04 sym/s | Total: 10.9m | ETA: 9.0m
[2025-11-25T23:40:00.280528] [INFO ] [sig       ] [1994/3639] Forecasting LTH...
[2025-11-25T23:40:00.280572] [INFO ] [sig       ] Generating forecast for: LTH
[2025-11-25T23:40:00.280618] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LTH' from 'https://tdm.silogroup.org/data/derivative_storage/LTH.csv'.
[2025-11-25T23:40:00.292191] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LTH'.
[2025-11-25T23:40:00.292529] [INFO ] [FORECASTER] Starting predict_future for LTH
[2025-11-25T23:40:00.293365] [DEBUG] [LOCAL     ] No optimal features file found for LTH: ./output/feature-sets/LTH.txt
[2025-11-25T23:40:00.293437] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:40:00.293496] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:40:00.293548] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:40:00.293637] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:40:00.352433] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:40:00.353110] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:40:00.353208] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:40:00.353257] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:40:00.454664] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:40:00.454807] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:40:00.454850] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:40:00.454886] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:40:00.458236] [DEBUG] [FORECASTER] LTH: Forecast T+1@11:T+2@11: UP (p=98.11%)
[2025-11-25T23:40:00.458597] [INFO ] [FORECASTER] Completed predict_future for LTH
[2025-11-25T23:40:00.458822] [INFO ] [sig       ] LTH: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:40:00.598150] [INFO ] [LOCAL     ] Saved forecast: LTH	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/LTH.txt
[2025-11-25T23:40:00.598283] [INFO ] [sig       ] [1994/3639] Completed LTH in 0.3s | 3.04 sym/s | Total: 10.9m | ETA: 9.0m
[2025-11-25T23:40:00.598336] [INFO ] [sig       ] [1995/3639] Forecasting LTRN...
[2025-11-25T23:40:00.598413] [INFO ] [sig       ] Generating forecast for: LTRN
[2025-11-25T23:40:00.598458] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LTRN' from 'https://tdm.silogroup.org/data/derivative_storage/LTRN.csv'.
[2025-11-25T23:40:00.609764] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LTRN'.
[2025-11-25T23:40:00.610095] [INFO ] [FORECASTER] Starting predict_future for LTRN
[2025-11-25T23:40:00.610940] [DEBUG] [LOCAL     ] No optimal features file found for LTRN: ./output/feature-sets/LTRN.txt
[2025-11-25T23:40:00.611009] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:40:00.611070] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:40:00.611117] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:40:00.611197] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:40:00.671253] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:40:00.671931] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:40:00.672024] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:40:00.672080] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:40:00.743892] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:40:00.744051] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:40:00.744095] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:40:00.744130] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:40:00.747458] [DEBUG] [FORECASTER] LTRN: Forecast T+1@11:T+2@11: UP (p=97.67%)
[2025-11-25T23:40:00.747766] [INFO ] [FORECASTER] Completed predict_future for LTRN
[2025-11-25T23:40:00.747901] [INFO ] [sig       ] LTRN: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:40:00.890664] [INFO ] [LOCAL     ] Saved forecast: LTRN	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/LTRN.txt
[2025-11-25T23:40:00.890838] [INFO ] [sig       ] [1995/3639] Completed LTRN in 0.3s | 3.04 sym/s | Total: 10.9m | ETA: 9.0m
[2025-11-25T23:40:00.890895] [INFO ] [sig       ] [1996/3639] Forecasting LTRX...
[2025-11-25T23:40:00.890938] [INFO ] [sig       ] Generating forecast for: LTRX
[2025-11-25T23:40:00.890982] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LTRX' from 'https://tdm.silogroup.org/data/derivative_storage/LTRX.csv'.
[2025-11-25T23:40:00.903061] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LTRX'.
[2025-11-25T23:40:00.903404] [INFO ] [FORECASTER] Starting predict_future for LTRX
[2025-11-25T23:40:00.904239] [DEBUG] [LOCAL     ] No optimal features file found for LTRX: ./output/feature-sets/LTRX.txt
[2025-11-25T23:40:00.904308] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:40:00.904353] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:40:00.904392] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:40:00.904506] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:40:00.962172] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:40:00.963012] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:40:00.963110] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:40:00.963166] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:40:01.620380] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:40:01.620530] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:40:01.620578] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:40:01.620613] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:40:01.624083] [DEBUG] [FORECASTER] LTRX: Forecast T+1@11:T+2@11: DOWN (p=4.89%)
[2025-11-25T23:40:01.624377] [INFO ] [FORECASTER] Completed predict_future for LTRX
[2025-11-25T23:40:01.624527] [INFO ] [sig       ] LTRX: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:40:01.774211] [INFO ] [LOCAL     ] Saved forecast: LTRX	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/LTRX.txt
[2025-11-25T23:40:01.774414] [INFO ] [sig       ] [1996/3639] Completed LTRX in 0.9s | 3.04 sym/s | Total: 11.0m | ETA: 9.0m
[2025-11-25T23:40:01.774473] [INFO ] [sig       ] [1997/3639] Forecasting LUCD...
[2025-11-25T23:40:01.774518] [INFO ] [sig       ] Generating forecast for: LUCD
[2025-11-25T23:40:01.774562] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LUCD' from 'https://tdm.silogroup.org/data/derivative_storage/LUCD.csv'.
[2025-11-25T23:40:01.786248] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LUCD'.
[2025-11-25T23:40:01.786676] [INFO ] [FORECASTER] Starting predict_future for LUCD
[2025-11-25T23:40:01.787576] [DEBUG] [LOCAL     ] No optimal features file found for LUCD: ./output/feature-sets/LUCD.txt
[2025-11-25T23:40:01.787666] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:40:01.787717] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:40:01.787759] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:40:01.787843] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:40:01.862306] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:40:01.863358] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:40:01.863489] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:40:01.863546] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:40:01.970087] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:40:01.970287] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:40:01.970337] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:40:01.970376] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:40:01.974013] [DEBUG] [FORECASTER] LUCD: Forecast T+1@11:T+2@11: UP (p=92.57%)
[2025-11-25T23:40:01.974418] [INFO ] [FORECASTER] Completed predict_future for LUCD
[2025-11-25T23:40:01.974628] [INFO ] [sig       ] LUCD: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:40:02.127247] [INFO ] [LOCAL     ] Saved forecast: LUCD	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/LUCD.txt
[2025-11-25T23:40:02.127471] [INFO ] [sig       ] [1997/3639] Completed LUCD in 0.4s | 3.04 sym/s | Total: 11.0m | ETA: 9.0m
[2025-11-25T23:40:02.127534] [INFO ] [sig       ] [1998/3639] Forecasting LUCY...
[2025-11-25T23:40:02.127581] [INFO ] [sig       ] Generating forecast for: LUCY
[2025-11-25T23:40:02.127625] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LUCY' from 'https://tdm.silogroup.org/data/derivative_storage/LUCY.csv'.
[2025-11-25T23:40:02.143805] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LUCY'.
[2025-11-25T23:40:02.144254] [INFO ] [FORECASTER] Starting predict_future for LUCY
[2025-11-25T23:40:02.145179] [DEBUG] [LOCAL     ] No optimal features file found for LUCY: ./output/feature-sets/LUCY.txt
[2025-11-25T23:40:02.145264] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:40:02.145518] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:40:02.145572] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:40:02.145666] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:40:02.210029] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:40:02.211402] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:40:02.211518] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:40:02.211569] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:40:02.298549] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:40:02.298835] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:40:02.298892] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:40:02.298930] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:40:02.302666] [DEBUG] [FORECASTER] LUCY: Forecast T+1@11:T+2@11: UP (p=78.37%)
[2025-11-25T23:40:02.303000] [INFO ] [FORECASTER] Completed predict_future for LUCY
[2025-11-25T23:40:02.303149] [INFO ] [sig       ] LUCY: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:40:02.448742] [INFO ] [LOCAL     ] Saved forecast: LUCY	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/LUCY.txt
[2025-11-25T23:40:02.448948] [INFO ] [sig       ] [1998/3639] Completed LUCY in 0.3s | 3.04 sym/s | Total: 11.0m | ETA: 9.0m
[2025-11-25T23:40:02.449009] [INFO ] [sig       ] [1999/3639] Forecasting LUMN...
[2025-11-25T23:40:02.449056] [INFO ] [sig       ] Generating forecast for: LUMN
[2025-11-25T23:40:02.449147] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LUMN' from 'https://tdm.silogroup.org/data/derivative_storage/LUMN.csv'.
[2025-11-25T23:40:02.460984] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LUMN'.
[2025-11-25T23:40:02.461429] [INFO ] [FORECASTER] Starting predict_future for LUMN
[2025-11-25T23:40:02.462341] [DEBUG] [LOCAL     ] No optimal features file found for LUMN: ./output/feature-sets/LUMN.txt
[2025-11-25T23:40:02.462436] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:40:02.462486] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:40:02.462531] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:40:02.462604] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:40:02.523861] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:40:02.524771] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:40:02.524882] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:40:02.524931] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:40:02.607882] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:40:02.608072] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:40:02.608121] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:40:02.608159] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:40:02.611787] [DEBUG] [FORECASTER] LUMN: Forecast T+1@11:T+2@11: UP (p=86.30%)
[2025-11-25T23:40:02.612127] [INFO ] [FORECASTER] Completed predict_future for LUMN
[2025-11-25T23:40:02.612277] [INFO ] [sig       ] LUMN: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:40:02.762734] [INFO ] [LOCAL     ] Saved forecast: LUMN	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/LUMN.txt
[2025-11-25T23:40:02.762950] [INFO ] [sig       ] [1999/3639] Completed LUMN in 0.3s | 3.04 sym/s | Total: 11.0m | ETA: 9.0m
[2025-11-25T23:40:02.763046] [INFO ] [sig       ] [2000/3639] Forecasting LUNG...
[2025-11-25T23:40:02.763156] [INFO ] [sig       ] Generating forecast for: LUNG
[2025-11-25T23:40:02.763223] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LUNG' from 'https://tdm.silogroup.org/data/derivative_storage/LUNG.csv'.
[2025-11-25T23:40:02.775796] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LUNG'.
[2025-11-25T23:40:02.776312] [INFO ] [FORECASTER] Starting predict_future for LUNG
[2025-11-25T23:40:02.777392] [DEBUG] [LOCAL     ] No optimal features file found for LUNG: ./output/feature-sets/LUNG.txt
[2025-11-25T23:40:02.777492] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:40:02.777557] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:40:02.777618] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:40:02.777796] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:40:02.840407] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:40:02.841435] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:40:02.841601] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:40:02.841717] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:40:02.937174] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:40:02.937389] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:40:02.937442] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:40:02.937478] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:40:02.941021] [DEBUG] [FORECASTER] LUNG: Forecast T+1@11:T+2@11: DOWN (p=5.72%)
[2025-11-25T23:40:02.941325] [INFO ] [FORECASTER] Completed predict_future for LUNG
[2025-11-25T23:40:02.941466] [INFO ] [sig       ] LUNG: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:40:03.099687] [INFO ] [LOCAL     ] Saved forecast: LUNG	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/LUNG.txt
[2025-11-25T23:40:03.099905] [INFO ] [sig       ] [2000/3639] Completed LUNG in 0.3s | 3.04 sym/s | Total: 11.0m | ETA: 9.0m
[2025-11-25T23:40:03.099973] [INFO ] [sig       ] [2001/3639] Forecasting LVHD...
[2025-11-25T23:40:03.100021] [INFO ] [sig       ] Generating forecast for: LVHD
[2025-11-25T23:40:03.100087] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LVHD' from 'https://tdm.silogroup.org/data/derivative_storage/LVHD.csv'.
[2025-11-25T23:40:03.111521] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LVHD'.
[2025-11-25T23:40:03.111952] [INFO ] [FORECASTER] Starting predict_future for LVHD
[2025-11-25T23:40:03.112831] [DEBUG] [LOCAL     ] No optimal features file found for LVHD: ./output/feature-sets/LVHD.txt
[2025-11-25T23:40:03.112904] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:40:03.112950] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:40:03.112991] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:40:03.113063] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:40:03.171402] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:40:03.172273] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:40:03.172372] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:40:03.172419] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:40:03.250310] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:40:03.250484] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:40:03.250530] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:40:03.250564] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:40:03.253926] [DEBUG] [FORECASTER] LVHD: Forecast T+1@11:T+2@11: UP (p=68.46%)
[2025-11-25T23:40:03.254209] [INFO ] [FORECASTER] Completed predict_future for LVHD
[2025-11-25T23:40:03.254341] [INFO ] [sig       ] LVHD: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:40:03.396222] [INFO ] [LOCAL     ] Saved forecast: LVHD	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/LVHD.txt
[2025-11-25T23:40:03.396371] [INFO ] [sig       ] [2001/3639] Completed LVHD in 0.3s | 3.04 sym/s | Total: 11.0m | ETA: 9.0m
[2025-11-25T23:40:03.396426] [INFO ] [sig       ] [2002/3639] Forecasting LVO...
[2025-11-25T23:40:03.396468] [INFO ] [sig       ] Generating forecast for: LVO
[2025-11-25T23:40:03.396509] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LVO' from 'https://tdm.silogroup.org/data/derivative_storage/LVO.csv'.
[2025-11-25T23:40:03.407559] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LVO'.
[2025-11-25T23:40:03.407881] [INFO ] [FORECASTER] Starting predict_future for LVO
[2025-11-25T23:40:03.408729] [DEBUG] [LOCAL     ] No optimal features file found for LVO: ./output/feature-sets/LVO.txt
[2025-11-25T23:40:03.408811] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:40:03.408868] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:40:03.408918] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:40:03.408995] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:40:03.465969] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:40:03.466598] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:40:03.466720] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:40:03.466769] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:40:03.556403] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:40:03.556572] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:40:03.556618] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:40:03.556679] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:40:03.560141] [DEBUG] [FORECASTER] LVO: Forecast T+1@11:T+2@11: UP (p=66.39%)
[2025-11-25T23:40:03.560425] [INFO ] [FORECASTER] Completed predict_future for LVO
[2025-11-25T23:40:03.560562] [INFO ] [sig       ] LVO: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:40:03.703284] [INFO ] [LOCAL     ] Saved forecast: LVO	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/LVO.txt
[2025-11-25T23:40:03.703440] [INFO ] [sig       ] [2002/3639] Completed LVO in 0.3s | 3.04 sym/s | Total: 11.0m | ETA: 9.0m
[2025-11-25T23:40:03.703495] [INFO ] [sig       ] [2003/3639] Forecasting LVS...
[2025-11-25T23:40:03.703539] [INFO ] [sig       ] Generating forecast for: LVS
[2025-11-25T23:40:03.703582] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LVS' from 'https://tdm.silogroup.org/data/derivative_storage/LVS.csv'.
[2025-11-25T23:40:03.718477] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LVS'.
[2025-11-25T23:40:03.718836] [INFO ] [FORECASTER] Starting predict_future for LVS
[2025-11-25T23:40:03.719617] [DEBUG] [LOCAL     ] No optimal features file found for LVS: ./output/feature-sets/LVS.txt
[2025-11-25T23:40:03.719724] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:40:03.719778] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:40:03.719858] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:40:03.719934] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:40:03.779002] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:40:03.779689] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:40:03.779798] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:40:03.779856] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:40:03.882104] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:40:03.882406] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:40:03.882456] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:40:03.882493] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:40:03.886313] [DEBUG] [FORECASTER] LVS: Forecast T+1@11:T+2@11: UP (p=62.13%)
[2025-11-25T23:40:03.886685] [INFO ] [FORECASTER] Completed predict_future for LVS
[2025-11-25T23:40:03.886843] [INFO ] [sig       ] LVS: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:40:04.039629] [INFO ] [LOCAL     ] Saved forecast: LVS	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/LVS.txt
[2025-11-25T23:40:04.039844] [INFO ] [sig       ] [2003/3639] Completed LVS in 0.3s | 3.04 sym/s | Total: 11.0m | ETA: 9.0m
[2025-11-25T23:40:04.039911] [INFO ] [sig       ] [2004/3639] Forecasting LWAY...
[2025-11-25T23:40:04.040058] [INFO ] [sig       ] Generating forecast for: LWAY
[2025-11-25T23:40:04.040105] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LWAY' from 'https://tdm.silogroup.org/data/derivative_storage/LWAY.csv'.
[2025-11-25T23:40:04.052540] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LWAY'.
[2025-11-25T23:40:04.052914] [INFO ] [FORECASTER] Starting predict_future for LWAY
[2025-11-25T23:40:04.053780] [DEBUG] [LOCAL     ] No optimal features file found for LWAY: ./output/feature-sets/LWAY.txt
[2025-11-25T23:40:04.053854] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:40:04.053916] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:40:04.053972] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:40:04.054061] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:40:04.114173] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:40:04.114865] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:40:04.114961] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:40:04.115012] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:40:04.223927] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:40:04.224066] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:40:04.224116] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:40:04.224152] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:40:04.227775] [DEBUG] [FORECASTER] LWAY: Forecast T+1@11:T+2@11: DOWN (p=1.18%)
[2025-11-25T23:40:04.228090] [INFO ] [FORECASTER] Completed predict_future for LWAY
[2025-11-25T23:40:04.228252] [INFO ] [sig       ] LWAY: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:40:04.377979] [INFO ] [LOCAL     ] Saved forecast: LWAY	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/LWAY.txt
[2025-11-25T23:40:04.378121] [INFO ] [sig       ] [2004/3639] Completed LWAY in 0.3s | 3.04 sym/s | Total: 11.0m | ETA: 9.0m
[2025-11-25T23:40:04.378175] [INFO ] [sig       ] [2005/3639] Forecasting LWLG...
[2025-11-25T23:40:04.378231] [INFO ] [sig       ] Generating forecast for: LWLG
[2025-11-25T23:40:04.378282] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LWLG' from 'https://tdm.silogroup.org/data/derivative_storage/LWLG.csv'.
[2025-11-25T23:40:04.390824] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LWLG'.
[2025-11-25T23:40:04.391156] [INFO ] [FORECASTER] Starting predict_future for LWLG
[2025-11-25T23:40:04.392041] [DEBUG] [LOCAL     ] No optimal features file found for LWLG: ./output/feature-sets/LWLG.txt
[2025-11-25T23:40:04.392112] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:40:04.392170] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:40:04.392223] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:40:04.392310] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:40:04.450262] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:40:04.450932] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:40:04.451027] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:40:04.451083] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:40:04.545052] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:40:04.545187] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:40:04.545232] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:40:04.545268] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:40:04.548587] [DEBUG] [FORECASTER] LWLG: Forecast T+1@11:T+2@11: DOWN (p=45.25%)
[2025-11-25T23:40:04.548931] [INFO ] [FORECASTER] Completed predict_future for LWLG
[2025-11-25T23:40:04.549086] [INFO ] [sig       ] LWLG: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:40:04.693586] [INFO ] [LOCAL     ] Saved forecast: LWLG	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/LWLG.txt
[2025-11-25T23:40:04.693742] [INFO ] [sig       ] [2005/3639] Completed LWLG in 0.3s | 3.04 sym/s | Total: 11.0m | ETA: 9.0m
[2025-11-25T23:40:04.693798] [INFO ] [sig       ] [2006/3639] Forecasting LX...
[2025-11-25T23:40:04.693841] [INFO ] [sig       ] Generating forecast for: LX
[2025-11-25T23:40:04.693882] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LX' from 'https://tdm.silogroup.org/data/derivative_storage/LX.csv'.
[2025-11-25T23:40:04.705259] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LX'.
[2025-11-25T23:40:04.705584] [INFO ] [FORECASTER] Starting predict_future for LX
[2025-11-25T23:40:04.706409] [DEBUG] [LOCAL     ] No optimal features file found for LX: ./output/feature-sets/LX.txt
[2025-11-25T23:40:04.706479] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:40:04.706535] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:40:04.706582] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:40:04.706691] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:40:04.764233] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:40:04.764923] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:40:04.765021] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:40:04.765082] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:40:04.860501] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:40:04.860669] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:40:04.860758] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:40:04.860804] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:40:04.864268] [DEBUG] [FORECASTER] LX: Forecast T+1@11:T+2@11: DOWN (p=38.40%)
[2025-11-25T23:40:04.864583] [INFO ] [FORECASTER] Completed predict_future for LX
[2025-11-25T23:40:04.864752] [INFO ] [sig       ] LX: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:40:05.012392] [INFO ] [LOCAL     ] Saved forecast: LX	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/LX.txt
[2025-11-25T23:40:05.012570] [INFO ] [sig       ] [2006/3639] Completed LX in 0.3s | 3.04 sym/s | Total: 11.0m | ETA: 9.0m
[2025-11-25T23:40:05.012628] [INFO ] [sig       ] [2007/3639] Forecasting LXEO...
[2025-11-25T23:40:05.012751] [INFO ] [sig       ] Generating forecast for: LXEO
[2025-11-25T23:40:05.012828] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LXEO' from 'https://tdm.silogroup.org/data/derivative_storage/LXEO.csv'.
[2025-11-25T23:40:05.024633] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LXEO'.
[2025-11-25T23:40:05.025009] [INFO ] [FORECASTER] Starting predict_future for LXEO
[2025-11-25T23:40:05.025834] [DEBUG] [LOCAL     ] No optimal features file found for LXEO: ./output/feature-sets/LXEO.txt
[2025-11-25T23:40:05.025903] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:40:05.025958] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:40:05.026007] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:40:05.026093] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:40:05.084623] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:40:05.085529] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:40:05.085631] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:40:05.085704] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:40:05.169606] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:40:05.169810] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:40:05.169855] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:40:05.169890] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:40:05.173266] [DEBUG] [FORECASTER] LXEO: Forecast T+1@11:T+2@11: DOWN (p=7.02%)
[2025-11-25T23:40:05.173553] [INFO ] [FORECASTER] Completed predict_future for LXEO
[2025-11-25T23:40:05.173713] [INFO ] [sig       ] LXEO: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:40:05.314299] [INFO ] [LOCAL     ] Saved forecast: LXEO	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/LXEO.txt
[2025-11-25T23:40:05.314440] [INFO ] [sig       ] [2007/3639] Completed LXEO in 0.3s | 3.04 sym/s | Total: 11.0m | ETA: 9.0m
[2025-11-25T23:40:05.314530] [INFO ] [sig       ] [2008/3639] Forecasting LXP...
[2025-11-25T23:40:05.314580] [INFO ] [sig       ] Generating forecast for: LXP
[2025-11-25T23:40:05.314623] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LXP' from 'https://tdm.silogroup.org/data/derivative_storage/LXP.csv'.
[2025-11-25T23:40:05.325146] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LXP'.
[2025-11-25T23:40:05.325470] [INFO ] [FORECASTER] Starting predict_future for LXP
[2025-11-25T23:40:05.326282] [DEBUG] [LOCAL     ] No optimal features file found for LXP: ./output/feature-sets/LXP.txt
[2025-11-25T23:40:05.326352] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:40:05.326407] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:40:05.326460] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:40:05.326545] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:40:05.384315] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:40:05.384993] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:40:05.385086] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:40:05.385133] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:40:05.460188] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:40:05.460325] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:40:05.460369] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:40:05.460405] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:40:05.463684] [DEBUG] [FORECASTER] LXP: Forecast T+1@11:T+2@11: DOWN (p=41.13%)
[2025-11-25T23:40:05.463974] [INFO ] [FORECASTER] Completed predict_future for LXP
[2025-11-25T23:40:05.464104] [INFO ] [sig       ] LXP: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:40:05.605874] [INFO ] [LOCAL     ] Saved forecast: LXP	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/LXP.txt
[2025-11-25T23:40:05.606019] [INFO ] [sig       ] [2008/3639] Completed LXP in 0.3s | 3.04 sym/s | Total: 11.0m | ETA: 9.0m
[2025-11-25T23:40:05.606073] [INFO ] [sig       ] [2009/3639] Forecasting LYB...
[2025-11-25T23:40:05.606117] [INFO ] [sig       ] Generating forecast for: LYB
[2025-11-25T23:40:05.606157] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LYB' from 'https://tdm.silogroup.org/data/derivative_storage/LYB.csv'.
[2025-11-25T23:40:05.617463] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LYB'.
[2025-11-25T23:40:05.617814] [INFO ] [FORECASTER] Starting predict_future for LYB
[2025-11-25T23:40:05.618704] [DEBUG] [LOCAL     ] No optimal features file found for LYB: ./output/feature-sets/LYB.txt
[2025-11-25T23:40:05.618792] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:40:05.618861] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:40:05.618921] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:40:05.619015] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:40:05.677493] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:40:05.678230] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:40:05.678327] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:40:05.678386] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:40:05.769004] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:40:05.769162] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:40:05.769206] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:40:05.769240] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:40:05.772684] [DEBUG] [FORECASTER] LYB: Forecast T+1@11:T+2@11: DOWN (p=38.02%)
[2025-11-25T23:40:05.772967] [INFO ] [FORECASTER] Completed predict_future for LYB
[2025-11-25T23:40:05.773102] [INFO ] [sig       ] LYB: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:40:05.914406] [INFO ] [LOCAL     ] Saved forecast: LYB	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/LYB.txt
[2025-11-25T23:40:05.914568] [INFO ] [sig       ] [2009/3639] Completed LYB in 0.3s | 3.04 sym/s | Total: 11.0m | ETA: 8.9m
[2025-11-25T23:40:05.914624] [INFO ] [sig       ] [2010/3639] Forecasting LYEL...
[2025-11-25T23:40:05.914687] [INFO ] [sig       ] Generating forecast for: LYEL
[2025-11-25T23:40:05.914732] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LYEL' from 'https://tdm.silogroup.org/data/derivative_storage/LYEL.csv'.
[2025-11-25T23:40:05.925629] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LYEL'.
[2025-11-25T23:40:05.926062] [INFO ] [FORECASTER] Starting predict_future for LYEL
[2025-11-25T23:40:05.926926] [DEBUG] [LOCAL     ] No optimal features file found for LYEL: ./output/feature-sets/LYEL.txt
[2025-11-25T23:40:05.927003] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:40:05.927117] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:40:05.927180] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:40:05.927298] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:40:05.986985] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:40:05.987921] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:40:05.988032] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:40:05.988116] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:40:06.085870] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:40:06.086064] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:40:06.086112] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:40:06.086147] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:40:06.089952] [DEBUG] [FORECASTER] LYEL: Forecast T+1@11:T+2@11: DOWN (p=40.21%)
[2025-11-25T23:40:06.090260] [INFO ] [FORECASTER] Completed predict_future for LYEL
[2025-11-25T23:40:06.090412] [INFO ] [sig       ] LYEL: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:40:06.230952] [INFO ] [LOCAL     ] Saved forecast: LYEL	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/LYEL.txt
[2025-11-25T23:40:06.231108] [INFO ] [sig       ] [2010/3639] Completed LYEL in 0.3s | 3.04 sym/s | Total: 11.0m | ETA: 8.9m
[2025-11-25T23:40:06.231163] [INFO ] [sig       ] [2011/3639] Forecasting LYG...
[2025-11-25T23:40:06.231207] [INFO ] [sig       ] Generating forecast for: LYG
[2025-11-25T23:40:06.231249] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LYG' from 'https://tdm.silogroup.org/data/derivative_storage/LYG.csv'.
[2025-11-25T23:40:06.242753] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LYG'.
[2025-11-25T23:40:06.243144] [INFO ] [FORECASTER] Starting predict_future for LYG
[2025-11-25T23:40:06.243982] [DEBUG] [LOCAL     ] No optimal features file found for LYG: ./output/feature-sets/LYG.txt
[2025-11-25T23:40:06.244052] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:40:06.244099] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:40:06.244139] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:40:06.244209] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:40:06.301455] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:40:06.302158] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:40:06.302253] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:40:06.302299] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:40:06.398805] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:40:06.398971] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:40:06.399015] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:40:06.399049] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:40:06.402357] [DEBUG] [FORECASTER] LYG: Forecast T+1@11:T+2@11: UP (p=60.78%)
[2025-11-25T23:40:06.402669] [INFO ] [FORECASTER] Completed predict_future for LYG
[2025-11-25T23:40:06.402837] [INFO ] [sig       ] LYG: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:40:06.542817] [INFO ] [LOCAL     ] Saved forecast: LYG	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/LYG.txt
[2025-11-25T23:40:06.542976] [INFO ] [sig       ] [2011/3639] Completed LYG in 0.3s | 3.04 sym/s | Total: 11.0m | ETA: 8.9m
[2025-11-25T23:40:06.543030] [INFO ] [sig       ] [2012/3639] Forecasting LYRA...
[2025-11-25T23:40:06.543071] [INFO ] [sig       ] Generating forecast for: LYRA
[2025-11-25T23:40:06.543113] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LYRA' from 'https://tdm.silogroup.org/data/derivative_storage/LYRA.csv'.
[2025-11-25T23:40:06.555047] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LYRA'.
[2025-11-25T23:40:06.555434] [INFO ] [FORECASTER] Starting predict_future for LYRA
[2025-11-25T23:40:06.556255] [DEBUG] [LOCAL     ] No optimal features file found for LYRA: ./output/feature-sets/LYRA.txt
[2025-11-25T23:40:06.556325] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:40:06.556371] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:40:06.556411] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:40:06.556480] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:40:06.613467] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:40:06.614152] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:40:06.614244] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:40:06.614290] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:40:06.711522] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:40:06.711711] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:40:06.711763] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:40:06.711798] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:40:06.715249] [DEBUG] [FORECASTER] LYRA: Forecast T+1@11:T+2@11: UP (p=57.60%)
[2025-11-25T23:40:06.715574] [INFO ] [FORECASTER] Completed predict_future for LYRA
[2025-11-25T23:40:06.715798] [INFO ] [sig       ] LYRA: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:40:06.862821] [INFO ] [LOCAL     ] Saved forecast: LYRA	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/LYRA.txt
[2025-11-25T23:40:06.862978] [INFO ] [sig       ] [2012/3639] Completed LYRA in 0.3s | 3.04 sym/s | Total: 11.0m | ETA: 8.9m
[2025-11-25T23:40:06.863033] [INFO ] [sig       ] [2013/3639] Forecasting LYTS...
[2025-11-25T23:40:06.863077] [INFO ] [sig       ] Generating forecast for: LYTS
[2025-11-25T23:40:06.863119] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LYTS' from 'https://tdm.silogroup.org/data/derivative_storage/LYTS.csv'.
[2025-11-25T23:40:06.875428] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LYTS'.
[2025-11-25T23:40:06.875794] [INFO ] [FORECASTER] Starting predict_future for LYTS
[2025-11-25T23:40:06.876639] [DEBUG] [LOCAL     ] No optimal features file found for LYTS: ./output/feature-sets/LYTS.txt
[2025-11-25T23:40:06.876735] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:40:06.876794] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:40:06.876847] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:40:06.876932] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:40:06.940877] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:40:06.941842] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:40:06.941966] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:40:06.942017] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:40:07.031317] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:40:07.031498] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:40:07.031561] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:40:07.031603] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:40:07.035367] [DEBUG] [FORECASTER] LYTS: Forecast T+1@11:T+2@11: DOWN (p=5.19%)
[2025-11-25T23:40:07.035677] [INFO ] [FORECASTER] Completed predict_future for LYTS
[2025-11-25T23:40:07.035862] [INFO ] [sig       ] LYTS: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:40:07.184020] [INFO ] [LOCAL     ] Saved forecast: LYTS	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/LYTS.txt
[2025-11-25T23:40:07.184216] [INFO ] [sig       ] [2013/3639] Completed LYTS in 0.3s | 3.04 sym/s | Total: 11.0m | ETA: 8.9m
[2025-11-25T23:40:07.184293] [INFO ] [sig       ] [2014/3639] Forecasting LZ...
[2025-11-25T23:40:07.184342] [INFO ] [sig       ] Generating forecast for: LZ
[2025-11-25T23:40:07.184449] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LZ' from 'https://tdm.silogroup.org/data/derivative_storage/LZ.csv'.
[2025-11-25T23:40:07.195771] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LZ'.
[2025-11-25T23:40:07.196108] [INFO ] [FORECASTER] Starting predict_future for LZ
[2025-11-25T23:40:07.196965] [DEBUG] [LOCAL     ] No optimal features file found for LZ: ./output/feature-sets/LZ.txt
[2025-11-25T23:40:07.197036] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:40:07.197096] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:40:07.197154] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:40:07.197244] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:40:07.256772] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:40:07.257487] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:40:07.257618] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:40:07.257704] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:40:07.350481] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:40:07.350680] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:40:07.350733] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:40:07.350769] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:40:07.354210] [DEBUG] [FORECASTER] LZ: Forecast T+1@11:T+2@11: UP (p=94.44%)
[2025-11-25T23:40:07.354500] [INFO ] [FORECASTER] Completed predict_future for LZ
[2025-11-25T23:40:07.354638] [INFO ] [sig       ] LZ: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:40:07.500137] [INFO ] [LOCAL     ] Saved forecast: LZ	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/LZ.txt
[2025-11-25T23:40:07.500292] [INFO ] [sig       ] [2014/3639] Completed LZ in 0.3s | 3.04 sym/s | Total: 11.1m | ETA: 8.9m
[2025-11-25T23:40:07.500357] [INFO ] [sig       ] [2015/3639] Forecasting LZB...
[2025-11-25T23:40:07.500410] [INFO ] [sig       ] Generating forecast for: LZB
[2025-11-25T23:40:07.500463] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LZB' from 'https://tdm.silogroup.org/data/derivative_storage/LZB.csv'.
[2025-11-25T23:40:07.511388] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LZB'.
[2025-11-25T23:40:07.511742] [INFO ] [FORECASTER] Starting predict_future for LZB
[2025-11-25T23:40:07.512555] [DEBUG] [LOCAL     ] No optimal features file found for LZB: ./output/feature-sets/LZB.txt
[2025-11-25T23:40:07.512626] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:40:07.512709] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:40:07.512760] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:40:07.512847] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:40:07.570353] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:40:07.571281] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:40:07.571383] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:40:07.571442] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:40:07.665180] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:40:07.665374] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:40:07.665421] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:40:07.665457] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:40:07.668906] [DEBUG] [FORECASTER] LZB: Forecast T+1@11:T+2@11: UP (p=67.51%)
[2025-11-25T23:40:07.669198] [INFO ] [FORECASTER] Completed predict_future for LZB
[2025-11-25T23:40:07.669339] [INFO ] [sig       ] LZB: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:40:07.816381] [INFO ] [LOCAL     ] Saved forecast: LZB	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/LZB.txt
[2025-11-25T23:40:07.816607] [INFO ] [sig       ] [2015/3639] Completed LZB in 0.3s | 3.04 sym/s | Total: 11.1m | ETA: 8.9m
[2025-11-25T23:40:07.816750] [INFO ] [sig       ] [2016/3639] Forecasting LZM...
[2025-11-25T23:40:07.816800] [INFO ] [sig       ] Generating forecast for: LZM
[2025-11-25T23:40:07.816852] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LZM' from 'https://tdm.silogroup.org/data/derivative_storage/LZM.csv'.
[2025-11-25T23:40:07.829549] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LZM'.
[2025-11-25T23:40:07.829903] [INFO ] [FORECASTER] Starting predict_future for LZM
[2025-11-25T23:40:07.830703] [DEBUG] [LOCAL     ] No optimal features file found for LZM: ./output/feature-sets/LZM.txt
[2025-11-25T23:40:07.830776] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:40:07.830832] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:40:07.830883] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:40:07.831005] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:40:07.887772] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:40:07.888448] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:40:07.888561] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:40:07.888611] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:40:07.977414] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:40:07.977549] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:40:07.977591] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:40:07.977626] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:40:07.980876] [DEBUG] [FORECASTER] LZM: Forecast T+1@11:T+2@11: DOWN (p=31.33%)
[2025-11-25T23:40:07.981162] [INFO ] [FORECASTER] Completed predict_future for LZM
[2025-11-25T23:40:07.981301] [INFO ] [sig       ] LZM: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:40:08.121444] [INFO ] [LOCAL     ] Saved forecast: LZM	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/LZM.txt
[2025-11-25T23:40:08.121599] [INFO ] [sig       ] [2016/3639] Completed LZM in 0.3s | 3.04 sym/s | Total: 11.1m | ETA: 8.9m
[2025-11-25T23:40:08.121753] [INFO ] [sig       ] [2017/3639] Forecasting M...
[2025-11-25T23:40:08.121805] [INFO ] [sig       ] Generating forecast for: M
[2025-11-25T23:40:08.121847] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'M' from 'https://tdm.silogroup.org/data/derivative_storage/M.csv'.
[2025-11-25T23:40:08.134737] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'M'.
[2025-11-25T23:40:08.135126] [INFO ] [FORECASTER] Starting predict_future for M
[2025-11-25T23:40:08.135993] [DEBUG] [LOCAL     ] No optimal features file found for M: ./output/feature-sets/M.txt
[2025-11-25T23:40:08.136072] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:40:08.136145] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:40:08.136219] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:40:08.136314] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:40:08.193225] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:40:08.193911] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:40:08.194022] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:40:08.194071] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:40:08.291456] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:40:08.291615] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:40:08.291680] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:40:08.291755] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:40:08.295330] [DEBUG] [FORECASTER] M: Forecast T+1@11:T+2@11: UP (p=85.36%)
[2025-11-25T23:40:08.295658] [INFO ] [FORECASTER] Completed predict_future for M
[2025-11-25T23:40:08.295833] [INFO ] [sig       ] M: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:40:08.441059] [INFO ] [LOCAL     ] Saved forecast: M	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/M.txt
[2025-11-25T23:40:08.441233] [INFO ] [sig       ] [2017/3639] Completed M in 0.3s | 3.04 sym/s | Total: 11.1m | ETA: 8.9m
[2025-11-25T23:40:08.441290] [INFO ] [sig       ] [2018/3639] Forecasting MA...
[2025-11-25T23:40:08.441335] [INFO ] [sig       ] Generating forecast for: MA
[2025-11-25T23:40:08.441377] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MA' from 'https://tdm.silogroup.org/data/derivative_storage/MA.csv'.
[2025-11-25T23:40:08.452755] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MA'.
[2025-11-25T23:40:08.453159] [INFO ] [FORECASTER] Starting predict_future for MA
[2025-11-25T23:40:08.453995] [DEBUG] [LOCAL     ] No optimal features file found for MA: ./output/feature-sets/MA.txt
[2025-11-25T23:40:08.454065] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:40:08.454126] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:40:08.454169] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:40:08.454249] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:40:08.514192] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:40:08.515135] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:40:08.515246] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:40:08.515306] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:40:08.608867] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:40:08.609063] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:40:08.609109] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:40:08.609145] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:40:08.612634] [DEBUG] [FORECASTER] MA: Forecast T+1@11:T+2@11: UP (p=93.95%)
[2025-11-25T23:40:08.612962] [INFO ] [FORECASTER] Completed predict_future for MA
[2025-11-25T23:40:08.613109] [INFO ] [sig       ] MA: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:40:08.758275] [INFO ] [LOCAL     ] Saved forecast: MA	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/MA.txt
[2025-11-25T23:40:08.758440] [INFO ] [sig       ] [2018/3639] Completed MA in 0.3s | 3.04 sym/s | Total: 11.1m | ETA: 8.9m
[2025-11-25T23:40:08.758498] [INFO ] [sig       ] [2019/3639] Forecasting MAA...
[2025-11-25T23:40:08.758543] [INFO ] [sig       ] Generating forecast for: MAA
[2025-11-25T23:40:08.758667] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MAA' from 'https://tdm.silogroup.org/data/derivative_storage/MAA.csv'.
[2025-11-25T23:40:08.770408] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MAA'.
[2025-11-25T23:40:08.770752] [INFO ] [FORECASTER] Starting predict_future for MAA
[2025-11-25T23:40:08.771570] [DEBUG] [LOCAL     ] No optimal features file found for MAA: ./output/feature-sets/MAA.txt
[2025-11-25T23:40:08.771661] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:40:08.771721] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:40:08.771774] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:40:08.771860] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:40:08.830614] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:40:08.831351] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:40:08.831449] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:40:08.831498] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:40:08.937382] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:40:08.937600] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:40:08.937673] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:40:08.937743] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:40:08.941664] [DEBUG] [FORECASTER] MAA: Forecast T+1@11:T+2@11: DOWN (p=48.68%)
[2025-11-25T23:40:08.942030] [INFO ] [FORECASTER] Completed predict_future for MAA
[2025-11-25T23:40:08.942206] [INFO ] [sig       ] MAA: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:40:09.091983] [INFO ] [LOCAL     ] Saved forecast: MAA	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/MAA.txt
[2025-11-25T23:40:09.092206] [INFO ] [sig       ] [2019/3639] Completed MAA in 0.3s | 3.04 sym/s | Total: 11.1m | ETA: 8.9m
[2025-11-25T23:40:09.092266] [INFO ] [sig       ] [2020/3639] Forecasting MAC...
[2025-11-25T23:40:09.092322] [INFO ] [sig       ] Generating forecast for: MAC
[2025-11-25T23:40:09.092377] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MAC' from 'https://tdm.silogroup.org/data/derivative_storage/MAC.csv'.
[2025-11-25T23:40:09.104541] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MAC'.
[2025-11-25T23:40:09.105030] [INFO ] [FORECASTER] Starting predict_future for MAC
[2025-11-25T23:40:09.105976] [DEBUG] [LOCAL     ] No optimal features file found for MAC: ./output/feature-sets/MAC.txt
[2025-11-25T23:40:09.106051] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:40:09.106111] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:40:09.106163] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:40:09.106253] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:40:09.166573] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:40:09.167563] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:40:09.167687] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:40:09.167735] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:40:09.270288] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:40:09.270484] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:40:09.270531] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:40:09.270567] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:40:09.274102] [DEBUG] [FORECASTER] MAC: Forecast T+1@11:T+2@11: DOWN (p=4.08%)
[2025-11-25T23:40:09.274409] [INFO ] [FORECASTER] Completed predict_future for MAC
[2025-11-25T23:40:09.274557] [INFO ] [sig       ] MAC: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:40:09.425375] [INFO ] [LOCAL     ] Saved forecast: MAC	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/MAC.txt
[2025-11-25T23:40:09.425572] [INFO ] [sig       ] [2020/3639] Completed MAC in 0.3s | 3.04 sym/s | Total: 11.1m | ETA: 8.9m
[2025-11-25T23:40:09.425670] [INFO ] [sig       ] [2021/3639] Forecasting MAMA...
[2025-11-25T23:40:09.425722] [INFO ] [sig       ] Generating forecast for: MAMA
[2025-11-25T23:40:09.425777] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MAMA' from 'https://tdm.silogroup.org/data/derivative_storage/MAMA.csv'.
[2025-11-25T23:40:09.438679] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MAMA'.
[2025-11-25T23:40:09.439053] [INFO ] [FORECASTER] Starting predict_future for MAMA
[2025-11-25T23:40:09.439961] [DEBUG] [LOCAL     ] No optimal features file found for MAMA: ./output/feature-sets/MAMA.txt
[2025-11-25T23:40:09.440033] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:40:09.440080] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:40:09.440132] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:40:09.440228] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:40:09.497394] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:40:09.498361] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:40:09.498465] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:40:09.498513] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:40:09.592355] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:40:09.592557] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:40:09.592605] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:40:09.592661] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:40:09.596172] [DEBUG] [FORECASTER] MAMA: Forecast T+1@11:T+2@11: UP (p=99.77%)
[2025-11-25T23:40:09.596536] [INFO ] [FORECASTER] Completed predict_future for MAMA
[2025-11-25T23:40:09.596710] [INFO ] [sig       ] MAMA: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:40:09.736975] [INFO ] [LOCAL     ] Saved forecast: MAMA	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/MAMA.txt
[2025-11-25T23:40:09.737130] [INFO ] [sig       ] [2021/3639] Completed MAMA in 0.3s | 3.04 sym/s | Total: 11.1m | ETA: 8.9m
[2025-11-25T23:40:09.737185] [INFO ] [sig       ] [2022/3639] Forecasting MAN...
[2025-11-25T23:40:09.737229] [INFO ] [sig       ] Generating forecast for: MAN
[2025-11-25T23:40:09.737272] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MAN' from 'https://tdm.silogroup.org/data/derivative_storage/MAN.csv'.
[2025-11-25T23:40:09.748962] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MAN'.
[2025-11-25T23:40:09.749285] [INFO ] [FORECASTER] Starting predict_future for MAN
[2025-11-25T23:40:09.750101] [DEBUG] [LOCAL     ] No optimal features file found for MAN: ./output/feature-sets/MAN.txt
[2025-11-25T23:40:09.750170] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:40:09.750216] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:40:09.750258] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:40:09.750327] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:40:09.808331] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:40:09.809038] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:40:09.809134] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:40:09.809183] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:40:09.934749] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:40:09.934943] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:40:09.934990] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:40:09.935025] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:40:09.938982] [DEBUG] [FORECASTER] MAN: Forecast T+1@11:T+2@11: UP (p=87.24%)
[2025-11-25T23:40:09.939363] [INFO ] [FORECASTER] Completed predict_future for MAN
[2025-11-25T23:40:09.939535] [INFO ] [sig       ] MAN: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:40:10.080178] [INFO ] [LOCAL     ] Saved forecast: MAN	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/MAN.txt
[2025-11-25T23:40:10.080336] [INFO ] [sig       ] [2022/3639] Completed MAN in 0.3s | 3.04 sym/s | Total: 11.1m | ETA: 8.9m
[2025-11-25T23:40:10.080390] [INFO ] [sig       ] [2023/3639] Forecasting MANH...
[2025-11-25T23:40:10.080433] [INFO ] [sig       ] Generating forecast for: MANH
[2025-11-25T23:40:10.080475] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MANH' from 'https://tdm.silogroup.org/data/derivative_storage/MANH.csv'.
[2025-11-25T23:40:10.092344] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MANH'.
[2025-11-25T23:40:10.092673] [INFO ] [FORECASTER] Starting predict_future for MANH
[2025-11-25T23:40:10.093533] [DEBUG] [LOCAL     ] No optimal features file found for MANH: ./output/feature-sets/MANH.txt
[2025-11-25T23:40:10.093618] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:40:10.093688] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:40:10.093731] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:40:10.093800] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:40:10.151189] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:40:10.151940] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:40:10.152035] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:40:10.152082] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:40:10.246699] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:40:10.246838] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:40:10.246882] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:40:10.246916] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:40:10.250178] [DEBUG] [FORECASTER] MANH: Forecast T+1@11:T+2@11: UP (p=72.93%)
[2025-11-25T23:40:10.250460] [INFO ] [FORECASTER] Completed predict_future for MANH
[2025-11-25T23:40:10.250600] [INFO ] [sig       ] MANH: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:40:10.409913] [INFO ] [LOCAL     ] Saved forecast: MANH	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/MANH.txt
[2025-11-25T23:40:10.410101] [INFO ] [sig       ] [2023/3639] Completed MANH in 0.3s | 3.04 sym/s | Total: 11.1m | ETA: 8.9m
[2025-11-25T23:40:10.410162] [INFO ] [sig       ] [2024/3639] Forecasting MARA...
[2025-11-25T23:40:10.410205] [INFO ] [sig       ] Generating forecast for: MARA
[2025-11-25T23:40:10.410246] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MARA' from 'https://tdm.silogroup.org/data/derivative_storage/MARA.csv'.
[2025-11-25T23:40:10.422259] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MARA'.
[2025-11-25T23:40:10.422739] [INFO ] [FORECASTER] Starting predict_future for MARA
[2025-11-25T23:40:10.423589] [DEBUG] [LOCAL     ] No optimal features file found for MARA: ./output/feature-sets/MARA.txt
[2025-11-25T23:40:10.423682] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:40:10.423740] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:40:10.423791] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:40:10.423872] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:40:10.484240] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:40:10.485206] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:40:10.485308] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:40:10.485356] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:40:10.582165] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:40:10.582368] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:40:10.582415] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:40:10.582449] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:40:10.586022] [DEBUG] [FORECASTER] MARA: Forecast T+1@11:T+2@11: UP (p=95.62%)
[2025-11-25T23:40:10.586363] [INFO ] [FORECASTER] Completed predict_future for MARA
[2025-11-25T23:40:10.586515] [INFO ] [sig       ] MARA: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:40:10.732210] [INFO ] [LOCAL     ] Saved forecast: MARA	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/MARA.txt
[2025-11-25T23:40:10.732395] [INFO ] [sig       ] [2024/3639] Completed MARA in 0.3s | 3.04 sym/s | Total: 11.1m | ETA: 8.9m
[2025-11-25T23:40:10.732452] [INFO ] [sig       ] [2025/3639] Forecasting MAS...
[2025-11-25T23:40:10.732495] [INFO ] [sig       ] Generating forecast for: MAS
[2025-11-25T23:40:10.732580] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MAS' from 'https://tdm.silogroup.org/data/derivative_storage/MAS.csv'.
[2025-11-25T23:40:10.745206] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MAS'.
[2025-11-25T23:40:10.745624] [INFO ] [FORECASTER] Starting predict_future for MAS
[2025-11-25T23:40:10.746477] [DEBUG] [LOCAL     ] No optimal features file found for MAS: ./output/feature-sets/MAS.txt
[2025-11-25T23:40:10.746548] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:40:10.746596] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:40:10.746667] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:40:10.746794] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:40:10.805672] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:40:10.806543] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:40:10.806673] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:40:10.806725] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:40:10.906934] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:40:10.907129] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:40:10.907174] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:40:10.907209] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:40:10.910705] [DEBUG] [FORECASTER] MAS: Forecast T+1@11:T+2@11: DOWN (p=3.18%)
[2025-11-25T23:40:10.911001] [INFO ] [FORECASTER] Completed predict_future for MAS
[2025-11-25T23:40:10.911146] [INFO ] [sig       ] MAS: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:40:11.054320] [INFO ] [LOCAL     ] Saved forecast: MAS	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/MAS.txt
[2025-11-25T23:40:11.054498] [INFO ] [sig       ] [2025/3639] Completed MAS in 0.3s | 3.04 sym/s | Total: 11.1m | ETA: 8.9m
[2025-11-25T23:40:11.054575] [INFO ] [sig       ] [2026/3639] Forecasting MASI...
[2025-11-25T23:40:11.054628] [INFO ] [sig       ] Generating forecast for: MASI
[2025-11-25T23:40:11.054693] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MASI' from 'https://tdm.silogroup.org/data/derivative_storage/MASI.csv'.
[2025-11-25T23:40:11.066378] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MASI'.
[2025-11-25T23:40:11.066776] [INFO ] [FORECASTER] Starting predict_future for MASI
[2025-11-25T23:40:11.067618] [DEBUG] [LOCAL     ] No optimal features file found for MASI: ./output/feature-sets/MASI.txt
[2025-11-25T23:40:11.067740] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:40:11.067789] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:40:11.067839] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:40:11.067931] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:40:11.126123] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:40:11.127007] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:40:11.127108] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:40:11.127168] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:40:11.216948] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:40:11.217130] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:40:11.217175] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:40:11.217210] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:40:11.220632] [DEBUG] [FORECASTER] MASI: Forecast T+1@11:T+2@11: UP (p=83.83%)
[2025-11-25T23:40:11.220939] [INFO ] [FORECASTER] Completed predict_future for MASI
[2025-11-25T23:40:11.221074] [INFO ] [sig       ] MASI: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:40:11.361505] [INFO ] [LOCAL     ] Saved forecast: MASI	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/MASI.txt
[2025-11-25T23:40:11.361712] [INFO ] [sig       ] [2026/3639] Completed MASI in 0.3s | 3.04 sym/s | Total: 11.1m | ETA: 8.9m
[2025-11-25T23:40:11.361780] [INFO ] [sig       ] [2027/3639] Forecasting MASS...
[2025-11-25T23:40:11.361826] [INFO ] [sig       ] Generating forecast for: MASS
[2025-11-25T23:40:11.361890] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MASS' from 'https://tdm.silogroup.org/data/derivative_storage/MASS.csv'.
[2025-11-25T23:40:11.373954] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MASS'.
[2025-11-25T23:40:11.374370] [INFO ] [FORECASTER] Starting predict_future for MASS
[2025-11-25T23:40:11.375259] [DEBUG] [LOCAL     ] No optimal features file found for MASS: ./output/feature-sets/MASS.txt
[2025-11-25T23:40:11.375331] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:40:11.375378] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:40:11.375464] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:40:11.375545] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:40:11.432600] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:40:11.433475] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:40:11.433573] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:40:11.433620] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:40:11.516461] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:40:11.516657] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:40:11.516706] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:40:11.516745] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:40:11.521711] [DEBUG] [FORECASTER] MASS: Forecast T+1@11:T+2@11: DOWN (p=8.75%)
[2025-11-25T23:40:11.522219] [INFO ] [FORECASTER] Completed predict_future for MASS
[2025-11-25T23:40:11.522397] [INFO ] [sig       ] MASS: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:40:11.671956] [INFO ] [LOCAL     ] Saved forecast: MASS	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/MASS.txt
[2025-11-25T23:40:11.672139] [INFO ] [sig       ] [2027/3639] Completed MASS in 0.3s | 3.04 sym/s | Total: 11.1m | ETA: 8.8m
[2025-11-25T23:40:11.672200] [INFO ] [sig       ] [2028/3639] Forecasting MATX...
[2025-11-25T23:40:11.672246] [INFO ] [sig       ] Generating forecast for: MATX
[2025-11-25T23:40:11.672289] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MATX' from 'https://tdm.silogroup.org/data/derivative_storage/MATX.csv'.
[2025-11-25T23:40:11.684734] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MATX'.
[2025-11-25T23:40:11.685127] [INFO ] [FORECASTER] Starting predict_future for MATX
[2025-11-25T23:40:11.685989] [DEBUG] [LOCAL     ] No optimal features file found for MATX: ./output/feature-sets/MATX.txt
[2025-11-25T23:40:11.686063] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:40:11.686110] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:40:11.686163] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:40:11.686257] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:40:11.748116] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:40:11.749070] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:40:11.749177] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:40:11.749237] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:40:11.847528] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:40:11.847738] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:40:11.847815] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:40:11.847864] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:40:11.851693] [DEBUG] [FORECASTER] MATX: Forecast T+1@11:T+2@11: DOWN (p=8.15%)
[2025-11-25T23:40:11.852059] [INFO ] [FORECASTER] Completed predict_future for MATX
[2025-11-25T23:40:11.852222] [INFO ] [sig       ] MATX: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:40:11.997101] [INFO ] [LOCAL     ] Saved forecast: MATX	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/MATX.txt
[2025-11-25T23:40:11.997278] [INFO ] [sig       ] [2028/3639] Completed MATX in 0.3s | 3.04 sym/s | Total: 11.1m | ETA: 8.8m
[2025-11-25T23:40:11.997335] [INFO ] [sig       ] [2029/3639] Forecasting MAX...
[2025-11-25T23:40:11.997401] [INFO ] [sig       ] Generating forecast for: MAX
[2025-11-25T23:40:11.997482] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MAX' from 'https://tdm.silogroup.org/data/derivative_storage/MAX.csv'.
[2025-11-25T23:40:12.009534] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MAX'.
[2025-11-25T23:40:12.009943] [INFO ] [FORECASTER] Starting predict_future for MAX
[2025-11-25T23:40:12.010818] [DEBUG] [LOCAL     ] No optimal features file found for MAX: ./output/feature-sets/MAX.txt
[2025-11-25T23:40:12.010889] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:40:12.010948] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:40:12.011000] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:40:12.011089] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:40:12.070878] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:40:12.071811] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:40:12.071913] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:40:12.072025] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:40:12.163268] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:40:12.163459] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:40:12.163506] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:40:12.163542] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:40:12.167205] [DEBUG] [FORECASTER] MAX: Forecast T+1@11:T+2@11: DOWN (p=23.00%)
[2025-11-25T23:40:12.167526] [INFO ] [FORECASTER] Completed predict_future for MAX
[2025-11-25T23:40:12.167693] [INFO ] [sig       ] MAX: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:40:12.314039] [INFO ] [LOCAL     ] Saved forecast: MAX	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/MAX.txt
[2025-11-25T23:40:12.314215] [INFO ] [sig       ] [2029/3639] Completed MAX in 0.3s | 3.04 sym/s | Total: 11.1m | ETA: 8.8m
[2025-11-25T23:40:12.314272] [INFO ] [sig       ] [2030/3639] Forecasting MAXI...
[2025-11-25T23:40:12.314338] [INFO ] [sig       ] Generating forecast for: MAXI
[2025-11-25T23:40:12.314394] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MAXI' from 'https://tdm.silogroup.org/data/derivative_storage/MAXI.csv'.
[2025-11-25T23:40:12.326873] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MAXI'.
[2025-11-25T23:40:12.327265] [INFO ] [FORECASTER] Starting predict_future for MAXI
[2025-11-25T23:40:12.328205] [DEBUG] [LOCAL     ] No optimal features file found for MAXI: ./output/feature-sets/MAXI.txt
[2025-11-25T23:40:12.328277] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:40:12.328335] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:40:12.328387] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:40:12.328475] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:40:12.388914] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:40:12.389915] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:40:12.390033] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:40:12.390083] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:40:12.487218] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:40:12.487467] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:40:12.487552] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:40:12.487598] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:40:12.491363] [DEBUG] [FORECASTER] MAXI: Forecast T+1@11:T+2@11: UP (p=79.66%)
[2025-11-25T23:40:12.491713] [INFO ] [FORECASTER] Completed predict_future for MAXI
[2025-11-25T23:40:12.491886] [INFO ] [sig       ] MAXI: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:40:12.642496] [INFO ] [LOCAL     ] Saved forecast: MAXI	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/MAXI.txt
[2025-11-25T23:40:12.642718] [INFO ] [sig       ] [2030/3639] Completed MAXI in 0.3s | 3.04 sym/s | Total: 11.1m | ETA: 8.8m
[2025-11-25T23:40:12.642865] [INFO ] [sig       ] [2031/3639] Forecasting MAXN...
[2025-11-25T23:40:12.642928] [INFO ] [sig       ] Generating forecast for: MAXN
[2025-11-25T23:40:12.642982] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MAXN' from 'https://tdm.silogroup.org/data/derivative_storage/MAXN.csv'.
[2025-11-25T23:40:12.655848] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MAXN'.
[2025-11-25T23:40:12.656313] [INFO ] [FORECASTER] Starting predict_future for MAXN
[2025-11-25T23:40:12.657198] [DEBUG] [LOCAL     ] No optimal features file found for MAXN: ./output/feature-sets/MAXN.txt
[2025-11-25T23:40:12.657268] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:40:12.657325] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:40:12.657406] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:40:12.657495] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:40:12.718502] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:40:12.719405] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:40:12.719520] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:40:12.719571] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:40:12.810336] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:40:12.810530] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:40:12.810579] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:40:12.810615] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:40:12.814211] [DEBUG] [FORECASTER] MAXN: Forecast T+1@11:T+2@11: UP (p=90.83%)
[2025-11-25T23:40:12.814528] [INFO ] [FORECASTER] Completed predict_future for MAXN
[2025-11-25T23:40:12.814694] [INFO ] [sig       ] MAXN: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:40:12.969098] [INFO ] [LOCAL     ] Saved forecast: MAXN	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/MAXN.txt
[2025-11-25T23:40:12.969289] [INFO ] [sig       ] [2031/3639] Completed MAXN in 0.3s | 3.04 sym/s | Total: 11.1m | ETA: 8.8m
[2025-11-25T23:40:12.969345] [INFO ] [sig       ] [2032/3639] Forecasting MBB...
[2025-11-25T23:40:12.969478] [INFO ] [sig       ] Generating forecast for: MBB
[2025-11-25T23:40:12.969522] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MBB' from 'https://tdm.silogroup.org/data/derivative_storage/MBB.csv'.
[2025-11-25T23:40:12.981841] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MBB'.
[2025-11-25T23:40:12.982253] [INFO ] [FORECASTER] Starting predict_future for MBB
[2025-11-25T23:40:12.983085] [DEBUG] [LOCAL     ] No optimal features file found for MBB: ./output/feature-sets/MBB.txt
[2025-11-25T23:40:12.983154] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:40:12.983210] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:40:12.983260] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:40:12.983346] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:40:13.044487] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:40:13.045445] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:40:13.045552] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:40:13.045614] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:40:13.145249] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:40:13.145443] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:40:13.145488] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:40:13.145523] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:40:13.148919] [DEBUG] [FORECASTER] MBB: Forecast T+1@11:T+2@11: DOWN (p=24.41%)
[2025-11-25T23:40:13.149219] [INFO ] [FORECASTER] Completed predict_future for MBB
[2025-11-25T23:40:13.149359] [INFO ] [sig       ] MBB: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:40:13.295241] [INFO ] [LOCAL     ] Saved forecast: MBB	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/MBB.txt
[2025-11-25T23:40:13.295476] [INFO ] [sig       ] [2032/3639] Completed MBB in 0.3s | 3.04 sym/s | Total: 11.1m | ETA: 8.8m
[2025-11-25T23:40:13.295545] [INFO ] [sig       ] [2033/3639] Forecasting MBC...
[2025-11-25T23:40:13.295602] [INFO ] [sig       ] Generating forecast for: MBC
[2025-11-25T23:40:13.295681] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MBC' from 'https://tdm.silogroup.org/data/derivative_storage/MBC.csv'.
[2025-11-25T23:40:13.309040] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MBC'.
[2025-11-25T23:40:13.309428] [INFO ] [FORECASTER] Starting predict_future for MBC
[2025-11-25T23:40:13.310268] [DEBUG] [LOCAL     ] No optimal features file found for MBC: ./output/feature-sets/MBC.txt
[2025-11-25T23:40:13.310337] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:40:13.310393] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:40:13.310443] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:40:13.310528] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:40:13.368763] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:40:13.369712] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:40:13.369821] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:40:13.369869] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:40:13.464945] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:40:13.465145] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:40:13.465191] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:40:13.465226] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:40:13.468706] [DEBUG] [FORECASTER] MBC: Forecast T+1@11:T+2@11: DOWN (p=1.51%)
[2025-11-25T23:40:13.469000] [INFO ] [FORECASTER] Completed predict_future for MBC
[2025-11-25T23:40:13.469138] [INFO ] [sig       ] MBC: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:40:13.613135] [INFO ] [LOCAL     ] Saved forecast: MBC	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/MBC.txt
[2025-11-25T23:40:13.613325] [INFO ] [sig       ] [2033/3639] Completed MBC in 0.3s | 3.04 sym/s | Total: 11.2m | ETA: 8.8m
[2025-11-25T23:40:13.613407] [INFO ] [sig       ] [2034/3639] Forecasting MBCN...
[2025-11-25T23:40:13.613462] [INFO ] [sig       ] Generating forecast for: MBCN
[2025-11-25T23:40:13.613513] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MBCN' from 'https://tdm.silogroup.org/data/derivative_storage/MBCN.csv'.
[2025-11-25T23:40:13.624439] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MBCN'.
[2025-11-25T23:40:13.624858] [INFO ] [FORECASTER] Starting predict_future for MBCN
[2025-11-25T23:40:13.625685] [DEBUG] [LOCAL     ] No optimal features file found for MBCN: ./output/feature-sets/MBCN.txt
[2025-11-25T23:40:13.625755] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:40:13.625830] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:40:13.625882] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:40:13.625953] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:40:13.686801] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:40:13.687826] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:40:13.687940] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:40:13.688006] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:40:13.785613] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:40:13.785837] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:40:13.785884] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:40:13.785923] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:40:13.789474] [DEBUG] [FORECASTER] MBCN: Forecast T+1@11:T+2@11: UP (p=57.32%)
[2025-11-25T23:40:13.789800] [INFO ] [FORECASTER] Completed predict_future for MBCN
[2025-11-25T23:40:13.789966] [INFO ] [sig       ] MBCN: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:40:13.934405] [INFO ] [LOCAL     ] Saved forecast: MBCN	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/MBCN.txt
[2025-11-25T23:40:13.934718] [INFO ] [sig       ] [2034/3639] Completed MBCN in 0.3s | 3.04 sym/s | Total: 11.2m | ETA: 8.8m
[2025-11-25T23:40:13.934786] [INFO ] [sig       ] [2035/3639] Forecasting MBI...
[2025-11-25T23:40:13.934841] [INFO ] [sig       ] Generating forecast for: MBI
[2025-11-25T23:40:13.934907] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MBI' from 'https://tdm.silogroup.org/data/derivative_storage/MBI.csv'.
[2025-11-25T23:40:13.949664] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MBI'.
[2025-11-25T23:40:13.950164] [INFO ] [FORECASTER] Starting predict_future for MBI
[2025-11-25T23:40:13.951077] [DEBUG] [LOCAL     ] No optimal features file found for MBI: ./output/feature-sets/MBI.txt
[2025-11-25T23:40:13.951150] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:40:13.951208] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:40:13.951259] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:40:13.951347] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:40:14.009987] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:40:14.010918] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:40:14.011019] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:40:14.011079] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:40:14.123727] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:40:14.123968] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:40:14.124023] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:40:14.124067] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:40:14.127775] [DEBUG] [FORECASTER] MBI: Forecast T+1@11:T+2@11: DOWN (p=0.60%)
[2025-11-25T23:40:14.128129] [INFO ] [FORECASTER] Completed predict_future for MBI
[2025-11-25T23:40:14.128280] [INFO ] [sig       ] MBI: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:40:14.273244] [INFO ] [LOCAL     ] Saved forecast: MBI	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/MBI.txt
[2025-11-25T23:40:14.273442] [INFO ] [sig       ] [2035/3639] Completed MBI in 0.3s | 3.04 sym/s | Total: 11.2m | ETA: 8.8m
[2025-11-25T23:40:14.273525] [INFO ] [sig       ] [2036/3639] Forecasting MBIN...
[2025-11-25T23:40:14.273573] [INFO ] [sig       ] Generating forecast for: MBIN
[2025-11-25T23:40:14.273624] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MBIN' from 'https://tdm.silogroup.org/data/derivative_storage/MBIN.csv'.
[2025-11-25T23:40:14.287220] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MBIN'.
[2025-11-25T23:40:14.287599] [INFO ] [FORECASTER] Starting predict_future for MBIN
[2025-11-25T23:40:14.288507] [DEBUG] [LOCAL     ] No optimal features file found for MBIN: ./output/feature-sets/MBIN.txt
[2025-11-25T23:40:14.288576] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:40:14.288633] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:40:14.288703] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:40:14.288791] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:40:14.346903] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:40:14.347554] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:40:14.347677] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:40:14.347728] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:40:14.458708] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:40:14.458817] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:40:14.458860] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:40:14.458903] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:40:14.462138] [DEBUG] [FORECASTER] MBIN: Forecast T+1@11:T+2@11: DOWN (p=22.49%)
[2025-11-25T23:40:14.462424] [INFO ] [FORECASTER] Completed predict_future for MBIN
[2025-11-25T23:40:14.462567] [INFO ] [sig       ] MBIN: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:40:14.603792] [INFO ] [LOCAL     ] Saved forecast: MBIN	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/MBIN.txt
[2025-11-25T23:40:14.603920] [INFO ] [sig       ] [2036/3639] Completed MBIN in 0.3s | 3.04 sym/s | Total: 11.2m | ETA: 8.8m
[2025-11-25T23:40:14.603976] [INFO ] [sig       ] [2037/3639] Forecasting MBIO...
[2025-11-25T23:40:14.604022] [INFO ] [sig       ] Generating forecast for: MBIO
[2025-11-25T23:40:14.604065] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MBIO' from 'https://tdm.silogroup.org/data/derivative_storage/MBIO.csv'.
[2025-11-25T23:40:14.615960] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MBIO'.
[2025-11-25T23:40:14.616289] [INFO ] [FORECASTER] Starting predict_future for MBIO
[2025-11-25T23:40:14.617124] [DEBUG] [LOCAL     ] No optimal features file found for MBIO: ./output/feature-sets/MBIO.txt
[2025-11-25T23:40:14.617195] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:40:14.617241] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:40:14.617285] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:40:14.617379] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:40:14.674920] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:40:14.675561] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:40:14.675677] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:40:14.675729] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:40:14.782017] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:40:14.782119] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:40:14.782159] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:40:14.782192] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:40:14.785394] [DEBUG] [FORECASTER] MBIO: Forecast T+1@11:T+2@11: UP (p=73.93%)
[2025-11-25T23:40:14.785696] [INFO ] [FORECASTER] Completed predict_future for MBIO
[2025-11-25T23:40:14.785841] [INFO ] [sig       ] MBIO: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:40:14.926154] [INFO ] [LOCAL     ] Saved forecast: MBIO	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/MBIO.txt
[2025-11-25T23:40:14.926282] [INFO ] [sig       ] [2037/3639] Completed MBIO in 0.3s | 3.04 sym/s | Total: 11.2m | ETA: 8.8m
[2025-11-25T23:40:14.926347] [INFO ] [sig       ] [2038/3639] Forecasting MBLY...
[2025-11-25T23:40:14.926392] [INFO ] [sig       ] Generating forecast for: MBLY
[2025-11-25T23:40:14.926440] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MBLY' from 'https://tdm.silogroup.org/data/derivative_storage/MBLY.csv'.
[2025-11-25T23:40:14.939237] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MBLY'.
[2025-11-25T23:40:14.939556] [INFO ] [FORECASTER] Starting predict_future for MBLY
[2025-11-25T23:40:14.940380] [DEBUG] [LOCAL     ] No optimal features file found for MBLY: ./output/feature-sets/MBLY.txt
[2025-11-25T23:40:14.940451] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:40:14.940496] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:40:14.940537] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:40:14.940606] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:40:14.997301] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:40:14.997952] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:40:14.998051] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:40:14.998099] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:40:15.105742] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:40:15.105845] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:40:15.105886] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:40:15.105920] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:40:15.109013] [DEBUG] [FORECASTER] MBLY: Forecast T+1@11:T+2@11: UP (p=95.93%)
[2025-11-25T23:40:15.109302] [INFO ] [FORECASTER] Completed predict_future for MBLY
[2025-11-25T23:40:15.109446] [INFO ] [sig       ] MBLY: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:40:15.254328] [INFO ] [LOCAL     ] Saved forecast: MBLY	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/MBLY.txt
[2025-11-25T23:40:15.254463] [INFO ] [sig       ] [2038/3639] Completed MBLY in 0.3s | 3.04 sym/s | Total: 11.2m | ETA: 8.8m
[2025-11-25T23:40:15.254513] [INFO ] [sig       ] [2039/3639] Forecasting MBS...
[2025-11-25T23:40:15.254559] [INFO ] [sig       ] Generating forecast for: MBS
[2025-11-25T23:40:15.254602] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MBS' from 'https://tdm.silogroup.org/data/derivative_storage/MBS.csv'.
[2025-11-25T23:40:15.266865] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MBS'.
[2025-11-25T23:40:15.267174] [INFO ] [FORECASTER] Starting predict_future for MBS
[2025-11-25T23:40:15.268069] [DEBUG] [LOCAL     ] No optimal features file found for MBS: ./output/feature-sets/MBS.txt
[2025-11-25T23:40:15.268140] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:40:15.268188] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:40:15.268229] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:40:15.268329] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:40:15.325821] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:40:15.326476] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:40:15.326573] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:40:15.326621] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:40:15.432397] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:40:15.432507] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:40:15.432549] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:40:15.432583] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:40:15.435741] [DEBUG] [FORECASTER] MBS: Forecast T+1@11:T+2@11: UP (p=94.96%)
[2025-11-25T23:40:15.436074] [INFO ] [FORECASTER] Completed predict_future for MBS
[2025-11-25T23:40:15.436226] [INFO ] [sig       ] MBS: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:40:15.577226] [INFO ] [LOCAL     ] Saved forecast: MBS	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/MBS.txt
[2025-11-25T23:40:15.577371] [INFO ] [sig       ] [2039/3639] Completed MBS in 0.3s | 3.04 sym/s | Total: 11.2m | ETA: 8.8m
[2025-11-25T23:40:15.577424] [INFO ] [sig       ] [2040/3639] Forecasting MBWM...
[2025-11-25T23:40:15.577463] [INFO ] [sig       ] Generating forecast for: MBWM
[2025-11-25T23:40:15.577506] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MBWM' from 'https://tdm.silogroup.org/data/derivative_storage/MBWM.csv'.
[2025-11-25T23:40:15.588997] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MBWM'.
[2025-11-25T23:40:15.589286] [INFO ] [FORECASTER] Starting predict_future for MBWM
[2025-11-25T23:40:15.590121] [DEBUG] [LOCAL     ] No optimal features file found for MBWM: ./output/feature-sets/MBWM.txt
[2025-11-25T23:40:15.590191] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:40:15.590250] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:40:15.590292] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:40:15.590384] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:40:15.648198] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:40:15.648849] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:40:15.648943] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:40:15.649002] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:40:15.753176] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:40:15.753278] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:40:15.753319] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:40:15.753353] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:40:15.756448] [DEBUG] [FORECASTER] MBWM: Forecast T+1@11:T+2@11: DOWN (p=22.55%)
[2025-11-25T23:40:15.756768] [INFO ] [FORECASTER] Completed predict_future for MBWM
[2025-11-25T23:40:15.756940] [INFO ] [sig       ] MBWM: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:40:15.898300] [INFO ] [LOCAL     ] Saved forecast: MBWM	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/MBWM.txt
[2025-11-25T23:40:15.898428] [INFO ] [sig       ] [2040/3639] Completed MBWM in 0.3s | 3.04 sym/s | Total: 11.2m | ETA: 8.8m
[2025-11-25T23:40:15.898482] [INFO ] [sig       ] [2041/3639] Forecasting MBX...
[2025-11-25T23:40:15.898525] [INFO ] [sig       ] Generating forecast for: MBX
[2025-11-25T23:40:15.898567] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MBX' from 'https://tdm.silogroup.org/data/derivative_storage/MBX.csv'.
[2025-11-25T23:40:15.913716] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MBX'.
[2025-11-25T23:40:15.914072] [INFO ] [FORECASTER] Starting predict_future for MBX
[2025-11-25T23:40:15.914949] [DEBUG] [LOCAL     ] No optimal features file found for MBX: ./output/feature-sets/MBX.txt
[2025-11-25T23:40:15.915030] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:40:15.915091] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:40:15.915142] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:40:15.915229] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:40:15.972555] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:40:15.973199] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:40:15.973293] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:40:15.973350] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:40:16.067108] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:40:16.067204] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:40:16.067244] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:40:16.067309] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:40:16.070395] [DEBUG] [FORECASTER] MBX: Forecast T+1@11:T+2@11: DOWN (p=11.78%)
[2025-11-25T23:40:16.070716] [INFO ] [FORECASTER] Completed predict_future for MBX
[2025-11-25T23:40:16.070878] [INFO ] [sig       ] MBX: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:40:16.212262] [INFO ] [LOCAL     ] Saved forecast: MBX	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/MBX.txt
[2025-11-25T23:40:16.212388] [INFO ] [sig       ] [2041/3639] Completed MBX in 0.3s | 3.04 sym/s | Total: 11.2m | ETA: 8.8m
[2025-11-25T23:40:16.212438] [INFO ] [sig       ] [2042/3639] Forecasting MC...
[2025-11-25T23:40:16.212490] [INFO ] [sig       ] Generating forecast for: MC
[2025-11-25T23:40:16.212576] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MC' from 'https://tdm.silogroup.org/data/derivative_storage/MC.csv'.
[2025-11-25T23:40:16.224403] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MC'.
[2025-11-25T23:40:16.224754] [INFO ] [FORECASTER] Starting predict_future for MC
[2025-11-25T23:40:16.225564] [DEBUG] [LOCAL     ] No optimal features file found for MC: ./output/feature-sets/MC.txt
[2025-11-25T23:40:16.225633] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:40:16.225697] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:40:16.225738] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:40:16.225805] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:40:16.283025] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:40:16.283659] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:40:16.283751] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:40:16.283798] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:40:16.371168] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:40:16.371271] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:40:16.371311] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:40:16.371344] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:40:16.374482] [DEBUG] [FORECASTER] MC: Forecast T+1@11:T+2@11: UP (p=68.90%)
[2025-11-25T23:40:16.374790] [INFO ] [FORECASTER] Completed predict_future for MC
[2025-11-25T23:40:16.374930] [INFO ] [sig       ] MC: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:40:16.515588] [INFO ] [LOCAL     ] Saved forecast: MC	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/MC.txt
[2025-11-25T23:40:16.515730] [INFO ] [sig       ] [2042/3639] Completed MC in 0.3s | 3.04 sym/s | Total: 11.2m | ETA: 8.8m
[2025-11-25T23:40:16.515785] [INFO ] [sig       ] [2043/3639] Forecasting MCBS...
[2025-11-25T23:40:16.515828] [INFO ] [sig       ] Generating forecast for: MCBS
[2025-11-25T23:40:16.515867] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MCBS' from 'https://tdm.silogroup.org/data/derivative_storage/MCBS.csv'.
[2025-11-25T23:40:16.527375] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MCBS'.
[2025-11-25T23:40:16.527713] [INFO ] [FORECASTER] Starting predict_future for MCBS
[2025-11-25T23:40:16.528540] [DEBUG] [LOCAL     ] No optimal features file found for MCBS: ./output/feature-sets/MCBS.txt
[2025-11-25T23:40:16.528623] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:40:16.528698] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:40:16.528741] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:40:16.528813] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:40:16.585918] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:40:16.586537] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:40:16.586629] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:40:16.586710] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:40:16.668965] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:40:16.669070] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:40:16.669112] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:40:16.669145] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:40:16.672252] [DEBUG] [FORECASTER] MCBS: Forecast T+1@11:T+2@11: UP (p=88.91%)
[2025-11-25T23:40:16.672534] [INFO ] [FORECASTER] Completed predict_future for MCBS
[2025-11-25T23:40:16.672686] [INFO ] [sig       ] MCBS: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:40:16.815682] [INFO ] [LOCAL     ] Saved forecast: MCBS	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/MCBS.txt
[2025-11-25T23:40:16.815819] [INFO ] [sig       ] [2043/3639] Completed MCBS in 0.3s | 3.04 sym/s | Total: 11.2m | ETA: 8.8m
[2025-11-25T23:40:16.815872] [INFO ] [sig       ] [2044/3639] Forecasting MCHI...
[2025-11-25T23:40:16.815915] [INFO ] [sig       ] Generating forecast for: MCHI
[2025-11-25T23:40:16.815955] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MCHI' from 'https://tdm.silogroup.org/data/derivative_storage/MCHI.csv'.
[2025-11-25T23:40:16.827123] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MCHI'.
[2025-11-25T23:40:16.827428] [INFO ] [FORECASTER] Starting predict_future for MCHI
[2025-11-25T23:40:16.828250] [DEBUG] [LOCAL     ] No optimal features file found for MCHI: ./output/feature-sets/MCHI.txt
[2025-11-25T23:40:16.828319] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:40:16.828365] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:40:16.828406] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:40:16.828481] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:40:16.885335] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:40:16.885968] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:40:16.886061] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:40:16.886109] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:40:16.974439] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:40:16.974542] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:40:16.974584] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:40:16.974618] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:40:16.977709] [DEBUG] [FORECASTER] MCHI: Forecast T+1@11:T+2@11: UP (p=99.41%)
[2025-11-25T23:40:16.977985] [INFO ] [FORECASTER] Completed predict_future for MCHI
[2025-11-25T23:40:16.978115] [INFO ] [sig       ] MCHI: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:40:17.118702] [INFO ] [LOCAL     ] Saved forecast: MCHI	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/MCHI.txt
[2025-11-25T23:40:17.118838] [INFO ] [sig       ] [2044/3639] Completed MCHI in 0.3s | 3.04 sym/s | Total: 11.2m | ETA: 8.7m
[2025-11-25T23:40:17.118893] [INFO ] [sig       ] [2045/3639] Forecasting MCHP...
[2025-11-25T23:40:17.118941] [INFO ] [sig       ] Generating forecast for: MCHP
[2025-11-25T23:40:17.118992] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MCHP' from 'https://tdm.silogroup.org/data/derivative_storage/MCHP.csv'.
[2025-11-25T23:40:17.130385] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MCHP'.
[2025-11-25T23:40:17.130731] [INFO ] [FORECASTER] Starting predict_future for MCHP
[2025-11-25T23:40:17.131553] [DEBUG] [LOCAL     ] No optimal features file found for MCHP: ./output/feature-sets/MCHP.txt
[2025-11-25T23:40:17.131626] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:40:17.131694] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:40:17.131763] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:40:17.131837] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:40:17.188933] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:40:17.189566] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:40:17.189677] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:40:17.189725] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:40:17.265589] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:40:17.265728] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:40:17.265775] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:40:17.265808] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:40:17.268979] [DEBUG] [FORECASTER] MCHP: Forecast T+1@11:T+2@11: UP (p=58.20%)
[2025-11-25T23:40:17.269261] [INFO ] [FORECASTER] Completed predict_future for MCHP
[2025-11-25T23:40:17.269389] [INFO ] [sig       ] MCHP: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:40:17.410415] [INFO ] [LOCAL     ] Saved forecast: MCHP	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/MCHP.txt
[2025-11-25T23:40:17.410546] [INFO ] [sig       ] [2045/3639] Completed MCHP in 0.3s | 3.04 sym/s | Total: 11.2m | ETA: 8.7m
[2025-11-25T23:40:17.410600] [INFO ] [sig       ] [2046/3639] Forecasting MCHX...
[2025-11-25T23:40:17.410659] [INFO ] [sig       ] Generating forecast for: MCHX
[2025-11-25T23:40:17.410703] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MCHX' from 'https://tdm.silogroup.org/data/derivative_storage/MCHX.csv'.
[2025-11-25T23:40:17.421669] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MCHX'.
[2025-11-25T23:40:17.421972] [INFO ] [FORECASTER] Starting predict_future for MCHX
[2025-11-25T23:40:17.422803] [DEBUG] [LOCAL     ] No optimal features file found for MCHX: ./output/feature-sets/MCHX.txt
[2025-11-25T23:40:17.422870] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:40:17.422915] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:40:17.422953] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:40:17.423024] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:40:17.480855] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:40:17.481498] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:40:17.481593] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:40:17.481639] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:40:17.553196] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:40:17.553349] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:40:17.553403] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:40:17.553439] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:40:17.556802] [DEBUG] [FORECASTER] MCHX: Forecast T+1@11:T+2@11: DOWN (p=26.28%)
[2025-11-25T23:40:17.557121] [INFO ] [FORECASTER] Completed predict_future for MCHX
[2025-11-25T23:40:17.557260] [INFO ] [sig       ] MCHX: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:40:17.697667] [INFO ] [LOCAL     ] Saved forecast: MCHX	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/MCHX.txt
[2025-11-25T23:40:17.697800] [INFO ] [sig       ] [2046/3639] Completed MCHX in 0.3s | 3.04 sym/s | Total: 11.2m | ETA: 8.7m
[2025-11-25T23:40:17.697856] [INFO ] [sig       ] [2047/3639] Forecasting MCI...
[2025-11-25T23:40:17.697901] [INFO ] [sig       ] Generating forecast for: MCI
[2025-11-25T23:40:17.697942] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MCI' from 'https://tdm.silogroup.org/data/derivative_storage/MCI.csv'.
[2025-11-25T23:40:17.709234] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MCI'.
[2025-11-25T23:40:17.709537] [INFO ] [FORECASTER] Starting predict_future for MCI
[2025-11-25T23:40:17.710343] [DEBUG] [LOCAL     ] No optimal features file found for MCI: ./output/feature-sets/MCI.txt
[2025-11-25T23:40:17.710414] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:40:17.710460] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:40:17.710501] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:40:17.710570] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:40:17.767925] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:40:17.768579] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:40:17.768696] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:40:17.768746] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:40:17.874607] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:40:17.874729] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:40:17.874788] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:40:17.874833] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:40:17.877965] [DEBUG] [FORECASTER] MCI: Forecast T+1@11:T+2@11: UP (p=84.62%)
[2025-11-25T23:40:17.878255] [INFO ] [FORECASTER] Completed predict_future for MCI
[2025-11-25T23:40:17.878409] [INFO ] [sig       ] MCI: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:40:18.019981] [INFO ] [LOCAL     ] Saved forecast: MCI	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/MCI.txt
[2025-11-25T23:40:18.020110] [INFO ] [sig       ] [2047/3639] Completed MCI in 0.3s | 3.04 sym/s | Total: 11.2m | ETA: 8.7m
[2025-11-25T23:40:18.020164] [INFO ] [sig       ] [2048/3639] Forecasting MCK...
[2025-11-25T23:40:18.020206] [INFO ] [sig       ] Generating forecast for: MCK
[2025-11-25T23:40:18.020247] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MCK' from 'https://tdm.silogroup.org/data/derivative_storage/MCK.csv'.
[2025-11-25T23:40:18.031765] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MCK'.
[2025-11-25T23:40:18.032068] [INFO ] [FORECASTER] Starting predict_future for MCK
[2025-11-25T23:40:18.032881] [DEBUG] [LOCAL     ] No optimal features file found for MCK: ./output/feature-sets/MCK.txt
[2025-11-25T23:40:18.032953] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:40:18.033007] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:40:18.033067] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:40:18.033178] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:40:18.090341] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:40:18.091004] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:40:18.091098] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:40:18.091152] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:40:18.192033] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:40:18.192134] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:40:18.192175] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:40:18.192209] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:40:18.195355] [DEBUG] [FORECASTER] MCK: Forecast T+1@11:T+2@11: DOWN (p=8.84%)
[2025-11-25T23:40:18.195664] [INFO ] [FORECASTER] Completed predict_future for MCK
[2025-11-25T23:40:18.195809] [INFO ] [sig       ] MCK: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:40:18.339972] [INFO ] [LOCAL     ] Saved forecast: MCK	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/MCK.txt
[2025-11-25T23:40:18.340136] [INFO ] [sig       ] [2048/3639] Completed MCK in 0.3s | 3.04 sym/s | Total: 11.2m | ETA: 8.7m
[2025-11-25T23:40:18.340191] [INFO ] [sig       ] [2049/3639] Forecasting MCN...
[2025-11-25T23:40:18.340268] [INFO ] [sig       ] Generating forecast for: MCN
[2025-11-25T23:40:18.340354] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MCN' from 'https://tdm.silogroup.org/data/derivative_storage/MCN.csv'.
[2025-11-25T23:40:18.352868] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MCN'.
[2025-11-25T23:40:18.353206] [INFO ] [FORECASTER] Starting predict_future for MCN
[2025-11-25T23:40:18.354022] [DEBUG] [LOCAL     ] No optimal features file found for MCN: ./output/feature-sets/MCN.txt
[2025-11-25T23:40:18.354090] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:40:18.354135] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:40:18.354188] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:40:18.354292] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:40:18.412496] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:40:18.413147] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:40:18.413252] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:40:18.413306] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:40:18.518861] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:40:18.518966] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:40:18.519008] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:40:18.519042] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:40:18.522182] [DEBUG] [FORECASTER] MCN: Forecast T+1@11:T+2@11: DOWN (p=2.36%)
[2025-11-25T23:40:18.522460] [INFO ] [FORECASTER] Completed predict_future for MCN
[2025-11-25T23:40:18.522601] [INFO ] [sig       ] MCN: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:40:18.663050] [INFO ] [LOCAL     ] Saved forecast: MCN	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/MCN.txt
[2025-11-25T23:40:18.663174] [INFO ] [sig       ] [2049/3639] Completed MCN in 0.3s | 3.04 sym/s | Total: 11.2m | ETA: 8.7m
[2025-11-25T23:40:18.663232] [INFO ] [sig       ] [2050/3639] Forecasting MCO...
[2025-11-25T23:40:18.663272] [INFO ] [sig       ] Generating forecast for: MCO
[2025-11-25T23:40:18.663326] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MCO' from 'https://tdm.silogroup.org/data/derivative_storage/MCO.csv'.
[2025-11-25T23:40:18.675229] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MCO'.
[2025-11-25T23:40:18.675549] [INFO ] [FORECASTER] Starting predict_future for MCO
[2025-11-25T23:40:18.676371] [DEBUG] [LOCAL     ] No optimal features file found for MCO: ./output/feature-sets/MCO.txt
[2025-11-25T23:40:18.676441] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:40:18.676487] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:40:18.676528] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:40:18.676595] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:40:18.733971] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:40:18.734622] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:40:18.734745] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:40:18.734793] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:40:18.844943] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:40:18.845041] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:40:18.845081] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:40:18.845114] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:40:18.848251] [DEBUG] [FORECASTER] MCO: Forecast T+1@11:T+2@11: UP (p=51.35%)
[2025-11-25T23:40:18.848523] [INFO ] [FORECASTER] Completed predict_future for MCO
[2025-11-25T23:40:18.848693] [INFO ] [sig       ] MCO: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:40:18.989841] [INFO ] [LOCAL     ] Saved forecast: MCO	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/MCO.txt
[2025-11-25T23:40:18.990001] [INFO ] [sig       ] [2050/3639] Completed MCO in 0.3s | 3.04 sym/s | Total: 11.2m | ETA: 8.7m
[2025-11-25T23:40:18.990059] [INFO ] [sig       ] [2051/3639] Forecasting MCRB...
[2025-11-25T23:40:18.990104] [INFO ] [sig       ] Generating forecast for: MCRB
[2025-11-25T23:40:18.990148] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MCRB' from 'https://tdm.silogroup.org/data/derivative_storage/MCRB.csv'.
[2025-11-25T23:40:19.003217] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MCRB'.
[2025-11-25T23:40:19.003524] [INFO ] [FORECASTER] Starting predict_future for MCRB
[2025-11-25T23:40:19.004387] [DEBUG] [LOCAL     ] No optimal features file found for MCRB: ./output/feature-sets/MCRB.txt
[2025-11-25T23:40:19.004459] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:40:19.004506] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:40:19.004549] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:40:19.004619] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:40:19.064902] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:40:19.065606] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:40:19.065733] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:40:19.065785] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:40:19.175101] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:40:19.175190] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:40:19.175229] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:40:19.175262] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:40:19.178320] [DEBUG] [FORECASTER] MCRB: Forecast T+1@11:T+2@11: UP (p=80.48%)
[2025-11-25T23:40:19.178735] [INFO ] [FORECASTER] Completed predict_future for MCRB
[2025-11-25T23:40:19.178960] [INFO ] [sig       ] MCRB: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:40:19.320660] [INFO ] [LOCAL     ] Saved forecast: MCRB	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/MCRB.txt
[2025-11-25T23:40:19.320800] [INFO ] [sig       ] [2051/3639] Completed MCRB in 0.3s | 3.04 sym/s | Total: 11.2m | ETA: 8.7m
[2025-11-25T23:40:19.320856] [INFO ] [sig       ] [2052/3639] Forecasting MCRI...
[2025-11-25T23:40:19.320902] [INFO ] [sig       ] Generating forecast for: MCRI
[2025-11-25T23:40:19.320958] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MCRI' from 'https://tdm.silogroup.org/data/derivative_storage/MCRI.csv'.
[2025-11-25T23:40:19.333609] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MCRI'.
[2025-11-25T23:40:19.334008] [INFO ] [FORECASTER] Starting predict_future for MCRI
[2025-11-25T23:40:19.334920] [DEBUG] [LOCAL     ] No optimal features file found for MCRI: ./output/feature-sets/MCRI.txt
[2025-11-25T23:40:19.334992] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:40:19.335040] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:40:19.335082] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:40:19.335153] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:40:19.395139] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:40:19.395884] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:40:19.395990] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:40:19.396038] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:40:19.489360] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:40:19.489549] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:40:19.489597] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:40:19.489632] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:40:19.493177] [DEBUG] [FORECASTER] MCRI: Forecast T+1@11:T+2@11: UP (p=52.91%)
[2025-11-25T23:40:19.493474] [INFO ] [FORECASTER] Completed predict_future for MCRI
[2025-11-25T23:40:19.493624] [INFO ] [sig       ] MCRI: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:40:19.636204] [INFO ] [LOCAL     ] Saved forecast: MCRI	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/MCRI.txt
[2025-11-25T23:40:19.636366] [INFO ] [sig       ] [2052/3639] Completed MCRI in 0.3s | 3.04 sym/s | Total: 11.3m | ETA: 8.7m
[2025-11-25T23:40:19.636423] [INFO ] [sig       ] [2053/3639] Forecasting MCS...
[2025-11-25T23:40:19.636466] [INFO ] [sig       ] Generating forecast for: MCS
[2025-11-25T23:40:19.636508] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MCS' from 'https://tdm.silogroup.org/data/derivative_storage/MCS.csv'.
[2025-11-25T23:40:19.649041] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MCS'.
[2025-11-25T23:40:19.649421] [INFO ] [FORECASTER] Starting predict_future for MCS
[2025-11-25T23:40:19.650229] [DEBUG] [LOCAL     ] No optimal features file found for MCS: ./output/feature-sets/MCS.txt
[2025-11-25T23:40:19.650298] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:40:19.650344] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:40:19.650385] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:40:19.650454] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:40:19.708680] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:40:19.709451] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:40:19.709549] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:40:19.709594] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:40:19.807035] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:40:19.807224] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:40:19.807269] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:40:19.807302] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:40:19.810763] [DEBUG] [FORECASTER] MCS: Forecast T+1@11:T+2@11: DOWN (p=6.79%)
[2025-11-25T23:40:19.811049] [INFO ] [FORECASTER] Completed predict_future for MCS
[2025-11-25T23:40:19.811203] [INFO ] [sig       ] MCS: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:40:19.957145] [INFO ] [LOCAL     ] Saved forecast: MCS	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/MCS.txt
[2025-11-25T23:40:19.957335] [INFO ] [sig       ] [2053/3639] Completed MCS in 0.3s | 3.04 sym/s | Total: 11.3m | ETA: 8.7m
[2025-11-25T23:40:19.957718] [INFO ] [sig       ] [2054/3639] Forecasting MCY...
[2025-11-25T23:40:19.957893] [INFO ] [sig       ] Generating forecast for: MCY
[2025-11-25T23:40:19.957980] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MCY' from 'https://tdm.silogroup.org/data/derivative_storage/MCY.csv'.
[2025-11-25T23:40:19.970475] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MCY'.
[2025-11-25T23:40:19.970845] [INFO ] [FORECASTER] Starting predict_future for MCY
[2025-11-25T23:40:19.971633] [DEBUG] [LOCAL     ] No optimal features file found for MCY: ./output/feature-sets/MCY.txt
[2025-11-25T23:40:19.971722] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:40:19.971768] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:40:19.971807] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:40:19.971876] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:40:20.029338] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:40:20.030065] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:40:20.030164] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:40:20.030210] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:40:20.118202] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:40:20.118381] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:40:20.118426] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:40:20.118461] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:40:20.121788] [DEBUG] [FORECASTER] MCY: Forecast T+1@11:T+2@11: UP (p=67.87%)
[2025-11-25T23:40:20.122077] [INFO ] [FORECASTER] Completed predict_future for MCY
[2025-11-25T23:40:20.122219] [INFO ] [sig       ] MCY: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:40:20.264172] [INFO ] [LOCAL     ] Saved forecast: MCY	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/MCY.txt
[2025-11-25T23:40:20.264337] [INFO ] [sig       ] [2054/3639] Completed MCY in 0.3s | 3.04 sym/s | Total: 11.3m | ETA: 8.7m
[2025-11-25T23:40:20.264391] [INFO ] [sig       ] [2055/3639] Forecasting MD...
[2025-11-25T23:40:20.264433] [INFO ] [sig       ] Generating forecast for: MD
[2025-11-25T23:40:20.264471] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MD' from 'https://tdm.silogroup.org/data/derivative_storage/MD.csv'.
[2025-11-25T23:40:20.276267] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MD'.
[2025-11-25T23:40:20.276589] [INFO ] [FORECASTER] Starting predict_future for MD
[2025-11-25T23:40:20.277458] [DEBUG] [LOCAL     ] No optimal features file found for MD: ./output/feature-sets/MD.txt
[2025-11-25T23:40:20.277527] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:40:20.277571] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:40:20.277609] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:40:20.277699] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:40:20.334805] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:40:20.335432] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:40:20.335526] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:40:20.335573] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:40:20.428468] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:40:20.428683] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:40:20.428737] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:40:20.428772] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:40:20.432302] [DEBUG] [FORECASTER] MD: Forecast T+1@11:T+2@11: UP (p=83.20%)
[2025-11-25T23:40:20.432603] [INFO ] [FORECASTER] Completed predict_future for MD
[2025-11-25T23:40:20.432811] [INFO ] [sig       ] MD: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:40:20.574938] [INFO ] [LOCAL     ] Saved forecast: MD	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/MD.txt
[2025-11-25T23:40:20.575131] [INFO ] [sig       ] [2055/3639] Completed MD in 0.3s | 3.04 sym/s | Total: 11.3m | ETA: 8.7m
[2025-11-25T23:40:20.575188] [INFO ] [sig       ] [2056/3639] Forecasting MDAI...
[2025-11-25T23:40:20.575232] [INFO ] [sig       ] Generating forecast for: MDAI
[2025-11-25T23:40:20.575274] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MDAI' from 'https://tdm.silogroup.org/data/derivative_storage/MDAI.csv'.
[2025-11-25T23:40:20.587570] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MDAI'.
[2025-11-25T23:40:20.587924] [INFO ] [FORECASTER] Starting predict_future for MDAI
[2025-11-25T23:40:20.588800] [DEBUG] [LOCAL     ] No optimal features file found for MDAI: ./output/feature-sets/MDAI.txt
[2025-11-25T23:40:20.588870] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:40:20.588917] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:40:20.588957] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:40:20.589026] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:40:20.649565] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:40:20.650498] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:40:20.650621] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:40:20.650691] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:40:20.747776] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:40:20.747984] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:40:20.748041] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:40:20.748084] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:40:20.751712] [DEBUG] [FORECASTER] MDAI: Forecast T+1@11:T+2@11: DOWN (p=0.30%)
[2025-11-25T23:40:20.752020] [INFO ] [FORECASTER] Completed predict_future for MDAI
[2025-11-25T23:40:20.752173] [INFO ] [sig       ] MDAI: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:40:20.896603] [INFO ] [LOCAL     ] Saved forecast: MDAI	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/MDAI.txt
[2025-11-25T23:40:20.896804] [INFO ] [sig       ] [2056/3639] Completed MDAI in 0.3s | 3.04 sym/s | Total: 11.3m | ETA: 8.7m
[2025-11-25T23:40:20.896861] [INFO ] [sig       ] [2057/3639] Forecasting MDB...
[2025-11-25T23:40:20.896906] [INFO ] [sig       ] Generating forecast for: MDB
[2025-11-25T23:40:20.896949] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MDB' from 'https://tdm.silogroup.org/data/derivative_storage/MDB.csv'.
[2025-11-25T23:40:20.909305] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MDB'.
[2025-11-25T23:40:20.909623] [INFO ] [FORECASTER] Starting predict_future for MDB
[2025-11-25T23:40:20.910453] [DEBUG] [LOCAL     ] No optimal features file found for MDB: ./output/feature-sets/MDB.txt
[2025-11-25T23:40:20.910522] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:40:20.910569] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:40:20.910609] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:40:20.910697] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:40:20.967721] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:40:20.968503] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:40:20.968604] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:40:20.968671] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:40:21.064859] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:40:21.064976] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:40:21.065018] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:40:21.065055] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:40:21.068206] [DEBUG] [FORECASTER] MDB: Forecast T+1@11:T+2@11: UP (p=88.24%)
[2025-11-25T23:40:21.068489] [INFO ] [FORECASTER] Completed predict_future for MDB
[2025-11-25T23:40:21.068630] [INFO ] [sig       ] MDB: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:40:21.208866] [INFO ] [LOCAL     ] Saved forecast: MDB	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/MDB.txt
[2025-11-25T23:40:21.209018] [INFO ] [sig       ] [2057/3639] Completed MDB in 0.3s | 3.04 sym/s | Total: 11.3m | ETA: 8.7m
[2025-11-25T23:40:21.209073] [INFO ] [sig       ] [2058/3639] Forecasting MDGL...
[2025-11-25T23:40:21.209118] [INFO ] [sig       ] Generating forecast for: MDGL
[2025-11-25T23:40:21.209160] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MDGL' from 'https://tdm.silogroup.org/data/derivative_storage/MDGL.csv'.
[2025-11-25T23:40:21.221147] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MDGL'.
[2025-11-25T23:40:21.221564] [INFO ] [FORECASTER] Starting predict_future for MDGL
[2025-11-25T23:40:21.222404] [DEBUG] [LOCAL     ] No optimal features file found for MDGL: ./output/feature-sets/MDGL.txt
[2025-11-25T23:40:21.222474] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:40:21.222536] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:40:21.222578] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:40:21.222667] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:40:21.279579] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:40:21.280333] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:40:21.280433] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:40:21.280480] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:40:21.368836] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:40:21.369041] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:40:21.369087] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:40:21.369121] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:40:21.372549] [DEBUG] [FORECASTER] MDGL: Forecast T+1@11:T+2@11: UP (p=68.21%)
[2025-11-25T23:40:21.372880] [INFO ] [FORECASTER] Completed predict_future for MDGL
[2025-11-25T23:40:21.373032] [INFO ] [sig       ] MDGL: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:40:21.517526] [INFO ] [LOCAL     ] Saved forecast: MDGL	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/MDGL.txt
[2025-11-25T23:40:21.517709] [INFO ] [sig       ] [2058/3639] Completed MDGL in 0.3s | 3.04 sym/s | Total: 11.3m | ETA: 8.7m
[2025-11-25T23:40:21.517767] [INFO ] [sig       ] [2059/3639] Forecasting MDLZ...
[2025-11-25T23:40:21.517811] [INFO ] [sig       ] Generating forecast for: MDLZ
[2025-11-25T23:40:21.517853] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MDLZ' from 'https://tdm.silogroup.org/data/derivative_storage/MDLZ.csv'.
[2025-11-25T23:40:21.530229] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MDLZ'.
[2025-11-25T23:40:21.530584] [INFO ] [FORECASTER] Starting predict_future for MDLZ
[2025-11-25T23:40:21.531402] [DEBUG] [LOCAL     ] No optimal features file found for MDLZ: ./output/feature-sets/MDLZ.txt
[2025-11-25T23:40:21.531472] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:40:21.531520] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:40:21.531561] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:40:21.531631] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:40:21.589612] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:40:21.590391] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:40:21.590488] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:40:21.590536] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:40:21.683522] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:40:21.683705] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:40:21.683772] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:40:21.683818] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:40:21.687237] [DEBUG] [FORECASTER] MDLZ: Forecast T+1@11:T+2@11: UP (p=84.26%)
[2025-11-25T23:40:21.687571] [INFO ] [FORECASTER] Completed predict_future for MDLZ
[2025-11-25T23:40:21.687743] [INFO ] [sig       ] MDLZ: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:40:21.830206] [INFO ] [LOCAL     ] Saved forecast: MDLZ	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/MDLZ.txt
[2025-11-25T23:40:21.830379] [INFO ] [sig       ] [2059/3639] Completed MDLZ in 0.3s | 3.04 sym/s | Total: 11.3m | ETA: 8.7m
[2025-11-25T23:40:21.830433] [INFO ] [sig       ] [2060/3639] Forecasting MDWD...
[2025-11-25T23:40:21.830478] [INFO ] [sig       ] Generating forecast for: MDWD
[2025-11-25T23:40:21.830519] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MDWD' from 'https://tdm.silogroup.org/data/derivative_storage/MDWD.csv'.
[2025-11-25T23:40:21.842018] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MDWD'.
[2025-11-25T23:40:21.842369] [INFO ] [FORECASTER] Starting predict_future for MDWD
[2025-11-25T23:40:21.843211] [DEBUG] [LOCAL     ] No optimal features file found for MDWD: ./output/feature-sets/MDWD.txt
[2025-11-25T23:40:21.843280] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:40:21.843326] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:40:21.843367] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:40:21.843436] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:40:21.900988] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:40:21.901781] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:40:21.901878] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:40:21.901925] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:40:21.992306] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:40:21.992401] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:40:21.992442] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:40:21.992475] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:40:21.995473] [DEBUG] [FORECASTER] MDWD: Forecast T+1@11:T+2@11: UP (p=90.43%)
[2025-11-25T23:40:21.995774] [INFO ] [FORECASTER] Completed predict_future for MDWD
[2025-11-25T23:40:21.995912] [INFO ] [sig       ] MDWD: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:40:22.135388] [INFO ] [LOCAL     ] Saved forecast: MDWD	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/MDWD.txt
[2025-11-25T23:40:22.135512] [INFO ] [sig       ] [2060/3639] Completed MDWD in 0.3s | 3.04 sym/s | Total: 11.3m | ETA: 8.7m
[2025-11-25T23:40:22.135565] [INFO ] [sig       ] [2061/3639] Forecasting MDXG...
[2025-11-25T23:40:22.135608] [INFO ] [sig       ] Generating forecast for: MDXG
[2025-11-25T23:40:22.135669] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MDXG' from 'https://tdm.silogroup.org/data/derivative_storage/MDXG.csv'.
[2025-11-25T23:40:22.146765] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MDXG'.
[2025-11-25T23:40:22.147031] [INFO ] [FORECASTER] Starting predict_future for MDXG
[2025-11-25T23:40:22.147873] [DEBUG] [LOCAL     ] No optimal features file found for MDXG: ./output/feature-sets/MDXG.txt
[2025-11-25T23:40:22.147942] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:40:22.147998] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:40:22.148049] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:40:22.148141] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:40:22.205760] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:40:22.206375] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:40:22.206481] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:40:22.206530] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:40:22.297747] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:40:22.297893] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:40:22.297942] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:40:22.297977] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:40:22.301182] [DEBUG] [FORECASTER] MDXG: Forecast T+1@11:T+2@11: UP (p=84.98%)
[2025-11-25T23:40:22.301460] [INFO ] [FORECASTER] Completed predict_future for MDXG
[2025-11-25T23:40:22.301592] [INFO ] [sig       ] MDXG: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:40:22.441694] [INFO ] [LOCAL     ] Saved forecast: MDXG	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/MDXG.txt
[2025-11-25T23:40:22.441822] [INFO ] [sig       ] [2061/3639] Completed MDXG in 0.3s | 3.04 sym/s | Total: 11.3m | ETA: 8.7m
[2025-11-25T23:40:22.441884] [INFO ] [sig       ] [2062/3639] Forecasting MDXH...
[2025-11-25T23:40:22.441930] [INFO ] [sig       ] Generating forecast for: MDXH
[2025-11-25T23:40:22.441971] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MDXH' from 'https://tdm.silogroup.org/data/derivative_storage/MDXH.csv'.
[2025-11-25T23:40:22.453616] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MDXH'.
[2025-11-25T23:40:22.453939] [INFO ] [FORECASTER] Starting predict_future for MDXH
[2025-11-25T23:40:22.454744] [DEBUG] [LOCAL     ] No optimal features file found for MDXH: ./output/feature-sets/MDXH.txt
[2025-11-25T23:40:22.454813] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:40:22.454857] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:40:22.454897] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:40:22.454990] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:40:22.513291] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:40:22.513911] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:40:22.514005] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:40:22.514052] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:40:22.598594] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:40:22.598712] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:40:22.598759] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:40:22.598792] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:40:22.601858] [DEBUG] [FORECASTER] MDXH: Forecast T+1@11:T+2@11: UP (p=97.50%)
[2025-11-25T23:40:22.602138] [INFO ] [FORECASTER] Completed predict_future for MDXH
[2025-11-25T23:40:22.602274] [INFO ] [sig       ] MDXH: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:40:22.743440] [INFO ] [LOCAL     ] Saved forecast: MDXH	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/MDXH.txt
[2025-11-25T23:40:22.743575] [INFO ] [sig       ] [2062/3639] Completed MDXH in 0.3s | 3.04 sym/s | Total: 11.3m | ETA: 8.6m
[2025-11-25T23:40:22.743628] [INFO ] [sig       ] [2063/3639] Forecasting MEC...
[2025-11-25T23:40:22.743701] [INFO ] [sig       ] Generating forecast for: MEC
[2025-11-25T23:40:22.743742] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MEC' from 'https://tdm.silogroup.org/data/derivative_storage/MEC.csv'.
[2025-11-25T23:40:22.754478] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MEC'.
[2025-11-25T23:40:22.754780] [INFO ] [FORECASTER] Starting predict_future for MEC
[2025-11-25T23:40:22.755543] [DEBUG] [LOCAL     ] No optimal features file found for MEC: ./output/feature-sets/MEC.txt
[2025-11-25T23:40:22.755612] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:40:22.755675] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:40:22.755716] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:40:22.755788] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:40:22.813120] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:40:22.813765] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:40:22.813861] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:40:22.813914] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:40:22.899422] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:40:22.899532] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:40:22.899574] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:40:22.899609] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:40:22.902848] [DEBUG] [FORECASTER] MEC: Forecast T+1@11:T+2@11: DOWN (p=18.91%)
[2025-11-25T23:40:22.903137] [INFO ] [FORECASTER] Completed predict_future for MEC
[2025-11-25T23:40:22.903286] [INFO ] [sig       ] MEC: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:40:23.046442] [INFO ] [LOCAL     ] Saved forecast: MEC	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/MEC.txt
[2025-11-25T23:40:23.046594] [INFO ] [sig       ] [2063/3639] Completed MEC in 0.3s | 3.04 sym/s | Total: 11.3m | ETA: 8.6m
[2025-11-25T23:40:23.046664] [INFO ] [sig       ] [2064/3639] Forecasting MED...
[2025-11-25T23:40:23.046709] [INFO ] [sig       ] Generating forecast for: MED
[2025-11-25T23:40:23.046751] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MED' from 'https://tdm.silogroup.org/data/derivative_storage/MED.csv'.
[2025-11-25T23:40:23.058792] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MED'.
[2025-11-25T23:40:23.059101] [INFO ] [FORECASTER] Starting predict_future for MED
[2025-11-25T23:40:23.059904] [DEBUG] [LOCAL     ] No optimal features file found for MED: ./output/feature-sets/MED.txt
[2025-11-25T23:40:23.059972] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:40:23.060018] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:40:23.060059] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:40:23.060126] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:40:23.117543] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:40:23.118161] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:40:23.118255] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:40:23.118301] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:40:23.209226] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:40:23.209328] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:40:23.209368] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:40:23.209401] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:40:23.212494] [DEBUG] [FORECASTER] MED: Forecast T+1@11:T+2@11: DOWN (p=1.40%)
[2025-11-25T23:40:23.212797] [INFO ] [FORECASTER] Completed predict_future for MED
[2025-11-25T23:40:23.212951] [INFO ] [sig       ] MED: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:40:23.352624] [INFO ] [LOCAL     ] Saved forecast: MED	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/MED.txt
[2025-11-25T23:40:23.352768] [INFO ] [sig       ] [2064/3639] Completed MED in 0.3s | 3.04 sym/s | Total: 11.3m | ETA: 8.6m
[2025-11-25T23:40:23.352821] [INFO ] [sig       ] [2065/3639] Forecasting MEDP...
[2025-11-25T23:40:23.352864] [INFO ] [sig       ] Generating forecast for: MEDP
[2025-11-25T23:40:23.352905] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MEDP' from 'https://tdm.silogroup.org/data/derivative_storage/MEDP.csv'.
[2025-11-25T23:40:23.363767] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MEDP'.
[2025-11-25T23:40:23.364048] [INFO ] [FORECASTER] Starting predict_future for MEDP
[2025-11-25T23:40:23.364855] [DEBUG] [LOCAL     ] No optimal features file found for MEDP: ./output/feature-sets/MEDP.txt
[2025-11-25T23:40:23.364924] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:40:23.364971] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:40:23.365012] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:40:23.365079] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:40:23.422477] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:40:23.423120] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:40:23.423217] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:40:23.423263] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:40:23.524509] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:40:23.524609] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:40:23.524668] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:40:23.524726] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:40:23.527821] [DEBUG] [FORECASTER] MEDP: Forecast T+1@11:T+2@11: DOWN (p=19.17%)
[2025-11-25T23:40:23.528091] [INFO ] [FORECASTER] Completed predict_future for MEDP
[2025-11-25T23:40:23.528225] [INFO ] [sig       ] MEDP: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:40:23.669204] [INFO ] [LOCAL     ] Saved forecast: MEDP	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/MEDP.txt
[2025-11-25T23:40:23.669329] [INFO ] [sig       ] [2065/3639] Completed MEDP in 0.3s | 3.04 sym/s | Total: 11.3m | ETA: 8.6m
[2025-11-25T23:40:23.669381] [INFO ] [sig       ] [2066/3639] Forecasting MEG...
[2025-11-25T23:40:23.669424] [INFO ] [sig       ] Generating forecast for: MEG
[2025-11-25T23:40:23.669464] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MEG' from 'https://tdm.silogroup.org/data/derivative_storage/MEG.csv'.
[2025-11-25T23:40:23.680568] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MEG'.
[2025-11-25T23:40:23.680875] [INFO ] [FORECASTER] Starting predict_future for MEG
[2025-11-25T23:40:23.681680] [DEBUG] [LOCAL     ] No optimal features file found for MEG: ./output/feature-sets/MEG.txt
[2025-11-25T23:40:23.681748] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:40:23.681794] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:40:23.681833] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:40:23.681903] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:40:23.739098] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:40:23.739752] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:40:23.739847] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:40:23.739894] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:40:23.842541] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:40:23.842656] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:40:23.842708] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:40:23.842748] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:40:23.845795] [DEBUG] [FORECASTER] MEG: Forecast T+1@11:T+2@11: DOWN (p=10.95%)
[2025-11-25T23:40:23.846075] [INFO ] [FORECASTER] Completed predict_future for MEG
[2025-11-25T23:40:23.846208] [INFO ] [sig       ] MEG: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:40:23.987665] [INFO ] [LOCAL     ] Saved forecast: MEG	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/MEG.txt
[2025-11-25T23:40:23.987790] [INFO ] [sig       ] [2066/3639] Completed MEG in 0.3s | 3.04 sym/s | Total: 11.3m | ETA: 8.6m
[2025-11-25T23:40:23.987843] [INFO ] [sig       ] [2067/3639] Forecasting MEGI...
[2025-11-25T23:40:23.987886] [INFO ] [sig       ] Generating forecast for: MEGI
[2025-11-25T23:40:23.987928] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MEGI' from 'https://tdm.silogroup.org/data/derivative_storage/MEGI.csv'.
[2025-11-25T23:40:24.002457] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MEGI'.
[2025-11-25T23:40:24.002822] [INFO ] [FORECASTER] Starting predict_future for MEGI
[2025-11-25T23:40:24.003845] [DEBUG] [LOCAL     ] No optimal features file found for MEGI: ./output/feature-sets/MEGI.txt
[2025-11-25T23:40:24.003915] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:40:24.003960] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:40:24.004007] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:40:24.004129] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:40:24.061574] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:40:24.062231] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:40:24.062340] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:40:24.062400] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:40:24.155583] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:40:24.155708] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:40:24.155756] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:40:24.155791] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:40:24.158916] [DEBUG] [FORECASTER] MEGI: Forecast T+1@11:T+2@11: DOWN (p=30.37%)
[2025-11-25T23:40:24.159191] [INFO ] [FORECASTER] Completed predict_future for MEGI
[2025-11-25T23:40:24.159324] [INFO ] [sig       ] MEGI: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:40:24.300478] [INFO ] [LOCAL     ] Saved forecast: MEGI	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/MEGI.txt
[2025-11-25T23:40:24.300615] [INFO ] [sig       ] [2067/3639] Completed MEGI in 0.3s | 3.04 sym/s | Total: 11.3m | ETA: 8.6m
[2025-11-25T23:40:24.300695] [INFO ] [sig       ] [2068/3639] Forecasting MEGL...
[2025-11-25T23:40:24.300754] [INFO ] [sig       ] Generating forecast for: MEGL
[2025-11-25T23:40:24.300797] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MEGL' from 'https://tdm.silogroup.org/data/derivative_storage/MEGL.csv'.
[2025-11-25T23:40:24.312201] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MEGL'.
[2025-11-25T23:40:24.312536] [INFO ] [FORECASTER] Starting predict_future for MEGL
[2025-11-25T23:40:24.313392] [DEBUG] [LOCAL     ] No optimal features file found for MEGL: ./output/feature-sets/MEGL.txt
[2025-11-25T23:40:24.313461] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:40:24.313514] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:40:24.313564] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:40:24.313662] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:40:24.371657] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:40:24.372312] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:40:24.372418] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:40:24.372469] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:40:24.461201] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:40:24.461315] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:40:24.461359] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:40:24.461394] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:40:24.464802] [DEBUG] [FORECASTER] MEGL: Forecast T+1@11:T+2@11: DOWN (p=17.49%)
[2025-11-25T23:40:24.465089] [INFO ] [FORECASTER] Completed predict_future for MEGL
[2025-11-25T23:40:24.465229] [INFO ] [sig       ] MEGL: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:40:24.607170] [INFO ] [LOCAL     ] Saved forecast: MEGL	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/MEGL.txt
[2025-11-25T23:40:24.607298] [INFO ] [sig       ] [2068/3639] Completed MEGL in 0.3s | 3.04 sym/s | Total: 11.3m | ETA: 8.6m
[2025-11-25T23:40:24.607350] [INFO ] [sig       ] [2069/3639] Forecasting MEI...
[2025-11-25T23:40:24.607412] [INFO ] [sig       ] Generating forecast for: MEI
[2025-11-25T23:40:24.607495] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MEI' from 'https://tdm.silogroup.org/data/derivative_storage/MEI.csv'.
[2025-11-25T23:40:24.619084] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MEI'.
[2025-11-25T23:40:24.619416] [INFO ] [FORECASTER] Starting predict_future for MEI
[2025-11-25T23:40:24.620256] [DEBUG] [LOCAL     ] No optimal features file found for MEI: ./output/feature-sets/MEI.txt
[2025-11-25T23:40:24.620325] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:40:24.620394] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:40:24.620446] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:40:24.620531] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:40:24.678157] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:40:24.678983] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:40:24.679081] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:40:24.679145] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:40:24.773662] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:40:24.773838] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:40:24.773883] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:40:24.773918] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:40:24.777317] [DEBUG] [FORECASTER] MEI: Forecast T+1@11:T+2@11: UP (p=61.81%)
[2025-11-25T23:40:24.777627] [INFO ] [FORECASTER] Completed predict_future for MEI
[2025-11-25T23:40:24.777793] [INFO ] [sig       ] MEI: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:40:24.919613] [INFO ] [LOCAL     ] Saved forecast: MEI	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/MEI.txt
[2025-11-25T23:40:24.919790] [INFO ] [sig       ] [2069/3639] Completed MEI in 0.3s | 3.04 sym/s | Total: 11.3m | ETA: 8.6m
[2025-11-25T23:40:24.919849] [INFO ] [sig       ] [2070/3639] Forecasting MELI...
[2025-11-25T23:40:24.919936] [INFO ] [sig       ] Generating forecast for: MELI
[2025-11-25T23:40:24.919983] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MELI' from 'https://tdm.silogroup.org/data/derivative_storage/MELI.csv'.
[2025-11-25T23:40:24.931332] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MELI'.
[2025-11-25T23:40:24.931685] [INFO ] [FORECASTER] Starting predict_future for MELI
[2025-11-25T23:40:24.932499] [DEBUG] [LOCAL     ] No optimal features file found for MELI: ./output/feature-sets/MELI.txt
[2025-11-25T23:40:24.932569] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:40:24.932615] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:40:24.932685] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:40:24.932796] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:40:24.989952] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:40:24.990598] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:40:24.990709] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:40:24.990756] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:40:25.083770] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:40:25.083993] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:40:25.084038] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:40:25.084073] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:40:25.087598] [DEBUG] [FORECASTER] MELI: Forecast T+1@11:T+2@11: UP (p=87.50%)
[2025-11-25T23:40:25.088031] [INFO ] [FORECASTER] Completed predict_future for MELI
[2025-11-25T23:40:25.088242] [INFO ] [sig       ] MELI: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:40:25.228138] [INFO ] [LOCAL     ] Saved forecast: MELI	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/MELI.txt
[2025-11-25T23:40:25.228283] [INFO ] [sig       ] [2070/3639] Completed MELI in 0.3s | 3.04 sym/s | Total: 11.3m | ETA: 8.6m
[2025-11-25T23:40:25.228340] [INFO ] [sig       ] [2071/3639] Forecasting MEOH...
[2025-11-25T23:40:25.228399] [INFO ] [sig       ] Generating forecast for: MEOH
[2025-11-25T23:40:25.228482] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MEOH' from 'https://tdm.silogroup.org/data/derivative_storage/MEOH.csv'.
[2025-11-25T23:40:25.240045] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MEOH'.
[2025-11-25T23:40:25.240398] [INFO ] [FORECASTER] Starting predict_future for MEOH
[2025-11-25T23:40:25.241226] [DEBUG] [LOCAL     ] No optimal features file found for MEOH: ./output/feature-sets/MEOH.txt
[2025-11-25T23:40:25.241296] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:40:25.241343] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:40:25.241400] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:40:25.241487] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:40:25.298563] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:40:25.299215] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:40:25.299309] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:40:25.299366] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:40:25.390737] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:40:25.390893] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:40:25.390937] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:40:25.390971] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:40:25.394265] [DEBUG] [FORECASTER] MEOH: Forecast T+1@11:T+2@11: UP (p=66.60%)
[2025-11-25T23:40:25.394548] [INFO ] [FORECASTER] Completed predict_future for MEOH
[2025-11-25T23:40:25.394704] [INFO ] [sig       ] MEOH: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:40:25.535305] [INFO ] [LOCAL     ] Saved forecast: MEOH	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/MEOH.txt
[2025-11-25T23:40:25.535450] [INFO ] [sig       ] [2071/3639] Completed MEOH in 0.3s | 3.04 sym/s | Total: 11.4m | ETA: 8.6m
[2025-11-25T23:40:25.535504] [INFO ] [sig       ] [2072/3639] Forecasting MERC...
[2025-11-25T23:40:25.535587] [INFO ] [sig       ] Generating forecast for: MERC
[2025-11-25T23:40:25.535656] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MERC' from 'https://tdm.silogroup.org/data/derivative_storage/MERC.csv'.
[2025-11-25T23:40:25.546706] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MERC'.
[2025-11-25T23:40:25.547004] [INFO ] [FORECASTER] Starting predict_future for MERC
[2025-11-25T23:40:25.547846] [DEBUG] [LOCAL     ] No optimal features file found for MERC: ./output/feature-sets/MERC.txt
[2025-11-25T23:40:25.547915] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:40:25.547959] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:40:25.547998] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:40:25.548077] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:40:25.606304] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:40:25.607014] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:40:25.607111] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:40:25.607162] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:40:25.698030] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:40:25.698187] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:40:25.698231] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:40:25.698265] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:40:25.701661] [DEBUG] [FORECASTER] MERC: Forecast T+1@11:T+2@11: DOWN (p=1.04%)
[2025-11-25T23:40:25.701953] [INFO ] [FORECASTER] Completed predict_future for MERC
[2025-11-25T23:40:25.702086] [INFO ] [sig       ] MERC: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:40:25.842402] [INFO ] [LOCAL     ] Saved forecast: MERC	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/MERC.txt
[2025-11-25T23:40:25.842559] [INFO ] [sig       ] [2072/3639] Completed MERC in 0.3s | 3.04 sym/s | Total: 11.4m | ETA: 8.6m
[2025-11-25T23:40:25.842614] [INFO ] [sig       ] [2073/3639] Forecasting META...
[2025-11-25T23:40:25.842687] [INFO ] [sig       ] Generating forecast for: META
[2025-11-25T23:40:25.842733] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'META' from 'https://tdm.silogroup.org/data/derivative_storage/META.csv'.
[2025-11-25T23:40:25.853680] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'META'.
[2025-11-25T23:40:25.853965] [INFO ] [FORECASTER] Starting predict_future for META
[2025-11-25T23:40:25.854777] [DEBUG] [LOCAL     ] No optimal features file found for META: ./output/feature-sets/META.txt
[2025-11-25T23:40:25.854843] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:40:25.854888] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:40:25.854927] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:40:25.854995] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:40:25.912840] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:40:25.913479] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:40:25.913571] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:40:25.913617] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:40:25.986471] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:40:25.986635] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:40:25.986702] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:40:25.986738] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:40:25.990053] [DEBUG] [FORECASTER] META: Forecast T+1@11:T+2@11: UP (p=92.20%)
[2025-11-25T23:40:25.990337] [INFO ] [FORECASTER] Completed predict_future for META
[2025-11-25T23:40:25.990464] [INFO ] [sig       ] META: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:40:26.131756] [INFO ] [LOCAL     ] Saved forecast: META	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/META.txt
[2025-11-25T23:40:26.131899] [INFO ] [sig       ] [2073/3639] Completed META in 0.3s | 3.04 sym/s | Total: 11.4m | ETA: 8.6m
[2025-11-25T23:40:26.131953] [INFO ] [sig       ] [2074/3639] Forecasting METC...
[2025-11-25T23:40:26.131997] [INFO ] [sig       ] Generating forecast for: METC
[2025-11-25T23:40:26.132040] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'METC' from 'https://tdm.silogroup.org/data/derivative_storage/METC.csv'.
[2025-11-25T23:40:26.143512] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'METC'.
[2025-11-25T23:40:26.143873] [INFO ] [FORECASTER] Starting predict_future for METC
[2025-11-25T23:40:26.144693] [DEBUG] [LOCAL     ] No optimal features file found for METC: ./output/feature-sets/METC.txt
[2025-11-25T23:40:26.144763] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:40:26.144822] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:40:26.144872] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:40:26.144958] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:40:26.202036] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:40:26.202694] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:40:26.202795] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:40:26.202848] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:40:26.276273] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:40:26.276433] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:40:26.276477] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:40:26.276512] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:40:26.279936] [DEBUG] [FORECASTER] METC: Forecast T+1@11:T+2@11: UP (p=96.83%)
[2025-11-25T23:40:26.280223] [INFO ] [FORECASTER] Completed predict_future for METC
[2025-11-25T23:40:26.280352] [INFO ] [sig       ] METC: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:40:26.421488] [INFO ] [LOCAL     ] Saved forecast: METC	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/METC.txt
[2025-11-25T23:40:26.421632] [INFO ] [sig       ] [2074/3639] Completed METC in 0.3s | 3.04 sym/s | Total: 11.4m | ETA: 8.6m
[2025-11-25T23:40:26.421718] [INFO ] [sig       ] [2075/3639] Forecasting METCB...
[2025-11-25T23:40:26.421772] [INFO ] [sig       ] Generating forecast for: METCB
[2025-11-25T23:40:26.421825] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'METCB' from 'https://tdm.silogroup.org/data/derivative_storage/METCB.csv'.
[2025-11-25T23:40:26.433501] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'METCB'.
[2025-11-25T23:40:26.433864] [INFO ] [FORECASTER] Starting predict_future for METCB
[2025-11-25T23:40:26.434696] [DEBUG] [LOCAL     ] No optimal features file found for METCB: ./output/feature-sets/METCB.txt
[2025-11-25T23:40:26.434763] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:40:26.434829] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:40:26.434886] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:40:26.434981] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:40:26.493980] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:40:26.494711] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:40:26.494822] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:40:26.494877] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:40:26.566460] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:40:26.566622] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:40:26.566688] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:40:26.566731] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:40:26.570185] [DEBUG] [FORECASTER] METCB: Forecast T+1@11:T+2@11: DOWN (p=41.66%)
[2025-11-25T23:40:26.570482] [INFO ] [FORECASTER] Completed predict_future for METCB
[2025-11-25T23:40:26.570614] [INFO ] [sig       ] METCB: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:40:26.712235] [INFO ] [LOCAL     ] Saved forecast: METCB	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/METCB.txt
[2025-11-25T23:40:26.712377] [INFO ] [sig       ] [2075/3639] Completed METCB in 0.3s | 3.04 sym/s | Total: 11.4m | ETA: 8.6m
[2025-11-25T23:40:26.712430] [INFO ] [sig       ] [2076/3639] Forecasting METD...
[2025-11-25T23:40:26.712474] [INFO ] [sig       ] Generating forecast for: METD
[2025-11-25T23:40:26.712514] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'METD' from 'https://tdm.silogroup.org/data/derivative_storage/METD.csv'.
[2025-11-25T23:40:26.723600] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'METD'.
[2025-11-25T23:40:26.723959] [INFO ] [FORECASTER] Starting predict_future for METD
[2025-11-25T23:40:26.724796] [DEBUG] [LOCAL     ] No optimal features file found for METD: ./output/feature-sets/METD.txt
[2025-11-25T23:40:26.724866] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:40:26.724914] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:40:26.724956] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:40:26.725024] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:40:26.785309] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:40:26.786213] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:40:26.786317] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:40:26.786365] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:40:26.886714] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:40:26.886894] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:40:26.886943] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:40:26.887002] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:40:26.890512] [DEBUG] [FORECASTER] METD: Forecast T+1@11:T+2@11: DOWN (p=42.53%)
[2025-11-25T23:40:26.890831] [INFO ] [FORECASTER] Completed predict_future for METD
[2025-11-25T23:40:26.890983] [INFO ] [sig       ] METD: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:40:27.034239] [INFO ] [LOCAL     ] Saved forecast: METD	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/METD.txt
[2025-11-25T23:40:27.034427] [INFO ] [sig       ] [2076/3639] Completed METD in 0.3s | 3.04 sym/s | Total: 11.4m | ETA: 8.6m
[2025-11-25T23:40:27.034483] [INFO ] [sig       ] [2077/3639] Forecasting MFA...
[2025-11-25T23:40:27.034527] [INFO ] [sig       ] Generating forecast for: MFA
[2025-11-25T23:40:27.034568] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MFA' from 'https://tdm.silogroup.org/data/derivative_storage/MFA.csv'.
[2025-11-25T23:40:27.046831] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MFA'.
[2025-11-25T23:40:27.047257] [INFO ] [FORECASTER] Starting predict_future for MFA
[2025-11-25T23:40:27.048305] [DEBUG] [LOCAL     ] No optimal features file found for MFA: ./output/feature-sets/MFA.txt
[2025-11-25T23:40:27.048375] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:40:27.048423] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:40:27.048464] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:40:27.048534] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:40:27.120122] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:40:27.121071] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:40:27.121177] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:40:27.121227] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:40:27.236048] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:40:27.236238] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:40:27.236284] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:40:27.236319] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:40:27.239767] [DEBUG] [FORECASTER] MFA: Forecast T+1@11:T+2@11: DOWN (p=26.17%)
[2025-11-25T23:40:27.240064] [INFO ] [FORECASTER] Completed predict_future for MFA
[2025-11-25T23:40:27.240210] [INFO ] [sig       ] MFA: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:40:27.382632] [INFO ] [LOCAL     ] Saved forecast: MFA	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/MFA.txt
[2025-11-25T23:40:27.382802] [INFO ] [sig       ] [2077/3639] Completed MFA in 0.3s | 3.04 sym/s | Total: 11.4m | ETA: 8.6m
[2025-11-25T23:40:27.382856] [INFO ] [sig       ] [2078/3639] Forecasting MFC...
[2025-11-25T23:40:27.382900] [INFO ] [sig       ] Generating forecast for: MFC
[2025-11-25T23:40:27.382942] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MFC' from 'https://tdm.silogroup.org/data/derivative_storage/MFC.csv'.
[2025-11-25T23:40:27.394836] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MFC'.
[2025-11-25T23:40:27.395134] [INFO ] [FORECASTER] Starting predict_future for MFC
[2025-11-25T23:40:27.395939] [DEBUG] [LOCAL     ] No optimal features file found for MFC: ./output/feature-sets/MFC.txt
[2025-11-25T23:40:27.396008] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:40:27.396055] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:40:27.396097] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:40:27.396166] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:40:27.456010] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:40:27.456694] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:40:27.456785] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:40:27.456861] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:40:27.549392] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:40:27.549507] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:40:27.549549] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:40:27.549582] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:40:27.552728] [DEBUG] [FORECASTER] MFC: Forecast T+1@11:T+2@11: UP (p=72.71%)
[2025-11-25T23:40:27.553022] [INFO ] [FORECASTER] Completed predict_future for MFC
[2025-11-25T23:40:27.553168] [INFO ] [sig       ] MFC: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:40:27.695944] [INFO ] [LOCAL     ] Saved forecast: MFC	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/MFC.txt
[2025-11-25T23:40:27.696100] [INFO ] [sig       ] [2078/3639] Completed MFC in 0.3s | 3.04 sym/s | Total: 11.4m | ETA: 8.6m
[2025-11-25T23:40:27.696154] [INFO ] [sig       ] [2079/3639] Forecasting MFG...
[2025-11-25T23:40:27.696203] [INFO ] [sig       ] Generating forecast for: MFG
[2025-11-25T23:40:27.696254] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MFG' from 'https://tdm.silogroup.org/data/derivative_storage/MFG.csv'.
[2025-11-25T23:40:27.708039] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MFG'.
[2025-11-25T23:40:27.708369] [INFO ] [FORECASTER] Starting predict_future for MFG
[2025-11-25T23:40:27.709178] [DEBUG] [LOCAL     ] No optimal features file found for MFG: ./output/feature-sets/MFG.txt
[2025-11-25T23:40:27.709248] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:40:27.709294] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:40:27.709333] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:40:27.709401] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:40:27.768494] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:40:27.769435] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:40:27.769537] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:40:27.769588] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:40:27.877584] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:40:27.877785] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:40:27.877854] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:40:27.877901] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:40:27.881366] [DEBUG] [FORECASTER] MFG: Forecast T+1@11:T+2@11: DOWN (p=42.27%)
[2025-11-25T23:40:27.881804] [INFO ] [FORECASTER] Completed predict_future for MFG
[2025-11-25T23:40:27.882005] [INFO ] [sig       ] MFG: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:40:28.025416] [INFO ] [LOCAL     ] Saved forecast: MFG	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/MFG.txt
[2025-11-25T23:40:28.025599] [INFO ] [sig       ] [2079/3639] Completed MFG in 0.3s | 3.04 sym/s | Total: 11.4m | ETA: 8.5m
[2025-11-25T23:40:28.025675] [INFO ] [sig       ] [2080/3639] Forecasting MFI...
[2025-11-25T23:40:28.025719] [INFO ] [sig       ] Generating forecast for: MFI
[2025-11-25T23:40:28.025835] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MFI' from 'https://tdm.silogroup.org/data/derivative_storage/MFI.csv'.
[2025-11-25T23:40:28.037456] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MFI'.
[2025-11-25T23:40:28.037834] [INFO ] [FORECASTER] Starting predict_future for MFI
[2025-11-25T23:40:28.038695] [DEBUG] [LOCAL     ] No optimal features file found for MFI: ./output/feature-sets/MFI.txt
[2025-11-25T23:40:28.038763] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:40:28.038809] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:40:28.038849] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:40:28.038943] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:40:28.096943] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:40:28.097826] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:40:28.097935] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:40:28.097985] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:40:28.198540] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:40:28.198739] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:40:28.198810] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:40:28.198857] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:40:28.202264] [DEBUG] [FORECASTER] MFI: Forecast T+1@11:T+2@11: UP (p=83.14%)
[2025-11-25T23:40:28.202579] [INFO ] [FORECASTER] Completed predict_future for MFI
[2025-11-25T23:40:28.202752] [INFO ] [sig       ] MFI: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:40:28.346437] [INFO ] [LOCAL     ] Saved forecast: MFI	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/MFI.txt
[2025-11-25T23:40:28.346585] [INFO ] [sig       ] [2080/3639] Completed MFI in 0.3s | 3.04 sym/s | Total: 11.4m | ETA: 8.5m
[2025-11-25T23:40:28.346656] [INFO ] [sig       ] [2081/3639] Forecasting MFIC...
[2025-11-25T23:40:28.346719] [INFO ] [sig       ] Generating forecast for: MFIC
[2025-11-25T23:40:28.346824] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MFIC' from 'https://tdm.silogroup.org/data/derivative_storage/MFIC.csv'.
[2025-11-25T23:40:28.359207] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MFIC'.
[2025-11-25T23:40:28.359704] [INFO ] [FORECASTER] Starting predict_future for MFIC
[2025-11-25T23:40:28.360589] [DEBUG] [LOCAL     ] No optimal features file found for MFIC: ./output/feature-sets/MFIC.txt
[2025-11-25T23:40:28.360682] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:40:28.360741] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:40:28.360784] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:40:28.360864] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:40:28.420627] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:40:28.421578] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:40:28.421702] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:40:28.421757] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:40:28.507022] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:40:28.507199] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:40:28.507248] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:40:28.507283] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:40:28.510925] [DEBUG] [FORECASTER] MFIC: Forecast T+1@11:T+2@11: UP (p=92.64%)
[2025-11-25T23:40:28.511221] [INFO ] [FORECASTER] Completed predict_future for MFIC
[2025-11-25T23:40:28.511359] [INFO ] [sig       ] MFIC: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:40:28.654273] [INFO ] [LOCAL     ] Saved forecast: MFIC	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/MFIC.txt
[2025-11-25T23:40:28.654445] [INFO ] [sig       ] [2081/3639] Completed MFIC in 0.3s | 3.04 sym/s | Total: 11.4m | ETA: 8.5m
[2025-11-25T23:40:28.654513] [INFO ] [sig       ] [2082/3639] Forecasting MFIN...
[2025-11-25T23:40:28.654565] [INFO ] [sig       ] Generating forecast for: MFIN
[2025-11-25T23:40:28.654614] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MFIN' from 'https://tdm.silogroup.org/data/derivative_storage/MFIN.csv'.
[2025-11-25T23:40:28.665773] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MFIN'.
[2025-11-25T23:40:28.666240] [INFO ] [FORECASTER] Starting predict_future for MFIN
[2025-11-25T23:40:28.667195] [DEBUG] [LOCAL     ] No optimal features file found for MFIN: ./output/feature-sets/MFIN.txt
[2025-11-25T23:40:28.667300] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:40:28.667392] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:40:28.667446] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:40:28.667534] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:40:28.729171] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:40:28.730009] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:40:28.730110] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:40:28.730171] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:40:28.810341] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:40:28.810526] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:40:28.810573] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:40:28.810608] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:40:28.814086] [DEBUG] [FORECASTER] MFIN: Forecast T+1@11:T+2@11: UP (p=95.24%)
[2025-11-25T23:40:28.814372] [INFO ] [FORECASTER] Completed predict_future for MFIN
[2025-11-25T23:40:28.814506] [INFO ] [sig       ] MFIN: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:40:28.957913] [INFO ] [LOCAL     ] Saved forecast: MFIN	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/MFIN.txt
[2025-11-25T23:40:28.958104] [INFO ] [sig       ] [2082/3639] Completed MFIN in 0.3s | 3.04 sym/s | Total: 11.4m | ETA: 8.5m
[2025-11-25T23:40:28.958161] [INFO ] [sig       ] [2083/3639] Forecasting MFM...
[2025-11-25T23:40:28.958243] [INFO ] [sig       ] Generating forecast for: MFM
[2025-11-25T23:40:28.958286] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MFM' from 'https://tdm.silogroup.org/data/derivative_storage/MFM.csv'.
[2025-11-25T23:40:28.970313] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MFM'.
[2025-11-25T23:40:28.970776] [INFO ] [FORECASTER] Starting predict_future for MFM
[2025-11-25T23:40:28.971716] [DEBUG] [LOCAL     ] No optimal features file found for MFM: ./output/feature-sets/MFM.txt
[2025-11-25T23:40:28.971797] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:40:28.971879] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:40:28.971951] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:40:28.972071] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:40:29.031829] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:40:29.032760] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:40:29.032876] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:40:29.032958] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:40:29.108882] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:40:29.109063] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:40:29.109110] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:40:29.109146] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:40:29.112616] [DEBUG] [FORECASTER] MFM: Forecast T+1@11:T+2@11: DOWN (p=44.41%)
[2025-11-25T23:40:29.112957] [INFO ] [FORECASTER] Completed predict_future for MFM
[2025-11-25T23:40:29.113103] [INFO ] [sig       ] MFM: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:40:29.257614] [INFO ] [LOCAL     ] Saved forecast: MFM	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/MFM.txt
[2025-11-25T23:40:29.257822] [INFO ] [sig       ] [2083/3639] Completed MFM in 0.3s | 3.04 sym/s | Total: 11.4m | ETA: 8.5m
[2025-11-25T23:40:29.257890] [INFO ] [sig       ] [2084/3639] Forecasting MG...
[2025-11-25T23:40:29.257984] [INFO ] [sig       ] Generating forecast for: MG
[2025-11-25T23:40:29.258032] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MG' from 'https://tdm.silogroup.org/data/derivative_storage/MG.csv'.
[2025-11-25T23:40:29.269628] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MG'.
[2025-11-25T23:40:29.269999] [INFO ] [FORECASTER] Starting predict_future for MG
[2025-11-25T23:40:29.270815] [DEBUG] [LOCAL     ] No optimal features file found for MG: ./output/feature-sets/MG.txt
[2025-11-25T23:40:29.270884] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:40:29.270943] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:40:29.271020] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:40:29.271098] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:40:29.331668] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:40:29.332914] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:40:29.333020] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:40:29.333085] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:40:29.447226] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:40:29.447408] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:40:29.447460] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:40:29.447495] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:40:29.452141] [DEBUG] [FORECASTER] MG: Forecast T+1@11:T+2@11: DOWN (p=33.04%)
[2025-11-25T23:40:29.452527] [INFO ] [FORECASTER] Completed predict_future for MG
[2025-11-25T23:40:29.452714] [INFO ] [sig       ] MG: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:40:29.604491] [INFO ] [LOCAL     ] Saved forecast: MG	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/MG.txt
[2025-11-25T23:40:29.604696] [INFO ] [sig       ] [2084/3639] Completed MG in 0.3s | 3.04 sym/s | Total: 11.4m | ETA: 8.5m
[2025-11-25T23:40:29.604759] [INFO ] [sig       ] [2085/3639] Forecasting MGA...
[2025-11-25T23:40:29.604798] [INFO ] [sig       ] Generating forecast for: MGA
[2025-11-25T23:40:29.604842] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MGA' from 'https://tdm.silogroup.org/data/derivative_storage/MGA.csv'.
[2025-11-25T23:40:29.620727] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MGA'.
[2025-11-25T23:40:29.621191] [INFO ] [FORECASTER] Starting predict_future for MGA
[2025-11-25T23:40:29.622401] [DEBUG] [LOCAL     ] No optimal features file found for MGA: ./output/feature-sets/MGA.txt
[2025-11-25T23:40:29.622492] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:40:29.622568] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:40:29.622631] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:40:29.622767] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:40:29.685362] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:40:29.686261] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:40:29.686377] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:40:29.686429] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:40:29.783382] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:40:29.783573] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:40:29.783621] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:40:29.783680] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:40:29.787171] [DEBUG] [FORECASTER] MGA: Forecast T+1@11:T+2@11: UP (p=59.46%)
[2025-11-25T23:40:29.787490] [INFO ] [FORECASTER] Completed predict_future for MGA
[2025-11-25T23:40:29.787637] [INFO ] [sig       ] MGA: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:40:29.930581] [INFO ] [LOCAL     ] Saved forecast: MGA	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/MGA.txt
[2025-11-25T23:40:29.930780] [INFO ] [sig       ] [2085/3639] Completed MGA in 0.3s | 3.04 sym/s | Total: 11.4m | ETA: 8.5m
[2025-11-25T23:40:29.930837] [INFO ] [sig       ] [2086/3639] Forecasting MGEE...
[2025-11-25T23:40:29.930880] [INFO ] [sig       ] Generating forecast for: MGEE
[2025-11-25T23:40:29.930922] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MGEE' from 'https://tdm.silogroup.org/data/derivative_storage/MGEE.csv'.
[2025-11-25T23:40:29.942424] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MGEE'.
[2025-11-25T23:40:29.942767] [INFO ] [FORECASTER] Starting predict_future for MGEE
[2025-11-25T23:40:29.943559] [DEBUG] [LOCAL     ] No optimal features file found for MGEE: ./output/feature-sets/MGEE.txt
[2025-11-25T23:40:29.943628] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:40:29.943695] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:40:29.943738] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:40:29.943807] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:40:30.002022] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:40:30.002743] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:40:30.002838] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:40:30.002885] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:40:30.097276] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:40:30.097494] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:40:30.097540] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:40:30.097575] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:40:30.101023] [DEBUG] [FORECASTER] MGEE: Forecast T+1@11:T+2@11: UP (p=92.75%)
[2025-11-25T23:40:30.101309] [INFO ] [FORECASTER] Completed predict_future for MGEE
[2025-11-25T23:40:30.101467] [INFO ] [sig       ] MGEE: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:40:30.243854] [INFO ] [LOCAL     ] Saved forecast: MGEE	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/MGEE.txt
[2025-11-25T23:40:30.244003] [INFO ] [sig       ] [2086/3639] Completed MGEE in 0.3s | 3.04 sym/s | Total: 11.4m | ETA: 8.5m
[2025-11-25T23:40:30.244056] [INFO ] [sig       ] [2087/3639] Forecasting MGIC...
[2025-11-25T23:40:30.244113] [INFO ] [sig       ] Generating forecast for: MGIC
[2025-11-25T23:40:30.244167] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MGIC' from 'https://tdm.silogroup.org/data/derivative_storage/MGIC.csv'.
[2025-11-25T23:40:30.256035] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MGIC'.
[2025-11-25T23:40:30.256386] [INFO ] [FORECASTER] Starting predict_future for MGIC
[2025-11-25T23:40:30.257213] [DEBUG] [LOCAL     ] No optimal features file found for MGIC: ./output/feature-sets/MGIC.txt
[2025-11-25T23:40:30.257283] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:40:30.257332] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:40:30.257401] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:40:30.257473] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:40:30.315368] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:40:30.316027] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:40:30.316120] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:40:30.316165] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:40:30.410840] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:40:30.410965] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:40:30.411008] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:40:30.411043] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:40:30.414283] [DEBUG] [FORECASTER] MGIC: Forecast T+1@11:T+2@11: DOWN (p=40.39%)
[2025-11-25T23:40:30.414580] [INFO ] [FORECASTER] Completed predict_future for MGIC
[2025-11-25T23:40:30.414737] [INFO ] [sig       ] MGIC: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:40:30.560219] [INFO ] [LOCAL     ] Saved forecast: MGIC	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/MGIC.txt
[2025-11-25T23:40:30.560373] [INFO ] [sig       ] [2087/3639] Completed MGIC in 0.3s | 3.04 sym/s | Total: 11.4m | ETA: 8.5m
[2025-11-25T23:40:30.560427] [INFO ] [sig       ] [2088/3639] Forecasting MGM...
[2025-11-25T23:40:30.560471] [INFO ] [sig       ] Generating forecast for: MGM
[2025-11-25T23:40:30.560513] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MGM' from 'https://tdm.silogroup.org/data/derivative_storage/MGM.csv'.
[2025-11-25T23:40:30.571987] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MGM'.
[2025-11-25T23:40:30.572289] [INFO ] [FORECASTER] Starting predict_future for MGM
[2025-11-25T23:40:30.573091] [DEBUG] [LOCAL     ] No optimal features file found for MGM: ./output/feature-sets/MGM.txt
[2025-11-25T23:40:30.573159] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:40:30.573216] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:40:30.573264] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:40:30.573348] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:40:30.631948] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:40:30.632580] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:40:30.632692] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:40:30.632741] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:40:30.726851] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:40:30.726996] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:40:30.727040] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:40:30.727075] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:40:30.730346] [DEBUG] [FORECASTER] MGM: Forecast T+1@11:T+2@11: UP (p=80.29%)
[2025-11-25T23:40:30.730630] [INFO ] [FORECASTER] Completed predict_future for MGM
[2025-11-25T23:40:30.730794] [INFO ] [sig       ] MGM: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:40:30.872954] [INFO ] [LOCAL     ] Saved forecast: MGM	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/MGM.txt
[2025-11-25T23:40:30.873104] [INFO ] [sig       ] [2088/3639] Completed MGM in 0.3s | 3.04 sym/s | Total: 11.4m | ETA: 8.5m
[2025-11-25T23:40:30.873158] [INFO ] [sig       ] [2089/3639] Forecasting MGNI...
[2025-11-25T23:40:30.873202] [INFO ] [sig       ] Generating forecast for: MGNI
[2025-11-25T23:40:30.873244] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MGNI' from 'https://tdm.silogroup.org/data/derivative_storage/MGNI.csv'.
[2025-11-25T23:40:30.884698] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MGNI'.
[2025-11-25T23:40:30.885125] [INFO ] [FORECASTER] Starting predict_future for MGNI
[2025-11-25T23:40:30.885977] [DEBUG] [LOCAL     ] No optimal features file found for MGNI: ./output/feature-sets/MGNI.txt
[2025-11-25T23:40:30.886046] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:40:30.886092] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:40:30.886134] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:40:30.886202] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:40:30.943145] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:40:30.943885] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:40:30.943981] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:40:30.944027] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:40:31.039814] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:40:31.040023] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:40:31.040072] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:40:31.040108] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:40:31.043711] [DEBUG] [FORECASTER] MGNI: Forecast T+1@11:T+2@11: DOWN (p=45.19%)
[2025-11-25T23:40:31.044020] [INFO ] [FORECASTER] Completed predict_future for MGNI
[2025-11-25T23:40:31.044174] [INFO ] [sig       ] MGNI: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:40:31.186068] [INFO ] [LOCAL     ] Saved forecast: MGNI	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/MGNI.txt
[2025-11-25T23:40:31.186229] [INFO ] [sig       ] [2089/3639] Completed MGNI in 0.3s | 3.04 sym/s | Total: 11.4m | ETA: 8.5m
[2025-11-25T23:40:31.186283] [INFO ] [sig       ] [2090/3639] Forecasting MGNX...
[2025-11-25T23:40:31.186328] [INFO ] [sig       ] Generating forecast for: MGNX
[2025-11-25T23:40:31.186369] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MGNX' from 'https://tdm.silogroup.org/data/derivative_storage/MGNX.csv'.
[2025-11-25T23:40:31.198096] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MGNX'.
[2025-11-25T23:40:31.198401] [INFO ] [FORECASTER] Starting predict_future for MGNX
[2025-11-25T23:40:31.199205] [DEBUG] [LOCAL     ] No optimal features file found for MGNX: ./output/feature-sets/MGNX.txt
[2025-11-25T23:40:31.199276] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:40:31.199322] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:40:31.199363] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:40:31.199432] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:40:31.257136] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:40:31.257887] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:40:31.257985] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:40:31.258032] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:40:31.354039] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:40:31.354238] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:40:31.354285] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:40:31.354320] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:40:31.357707] [DEBUG] [FORECASTER] MGNX: Forecast T+1@11:T+2@11: DOWN (p=33.93%)
[2025-11-25T23:40:31.358001] [INFO ] [FORECASTER] Completed predict_future for MGNX
[2025-11-25T23:40:31.358143] [INFO ] [sig       ] MGNX: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:40:31.498036] [INFO ] [LOCAL     ] Saved forecast: MGNX	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/MGNX.txt
[2025-11-25T23:40:31.498195] [INFO ] [sig       ] [2090/3639] Completed MGNX in 0.3s | 3.04 sym/s | Total: 11.5m | ETA: 8.5m
[2025-11-25T23:40:31.498251] [INFO ] [sig       ] [2091/3639] Forecasting MGPI...
[2025-11-25T23:40:31.498294] [INFO ] [sig       ] Generating forecast for: MGPI
[2025-11-25T23:40:31.498335] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MGPI' from 'https://tdm.silogroup.org/data/derivative_storage/MGPI.csv'.
[2025-11-25T23:40:31.510230] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MGPI'.
[2025-11-25T23:40:31.510558] [INFO ] [FORECASTER] Starting predict_future for MGPI
[2025-11-25T23:40:31.511379] [DEBUG] [LOCAL     ] No optimal features file found for MGPI: ./output/feature-sets/MGPI.txt
[2025-11-25T23:40:31.511448] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:40:31.511494] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:40:31.511535] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:40:31.511603] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:40:31.568942] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:40:31.569638] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:40:31.569753] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:40:31.569802] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:40:31.665385] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:40:31.665576] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:40:31.665622] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:40:31.665684] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:40:31.669120] [DEBUG] [FORECASTER] MGPI: Forecast T+1@11:T+2@11: UP (p=78.48%)
[2025-11-25T23:40:31.669426] [INFO ] [FORECASTER] Completed predict_future for MGPI
[2025-11-25T23:40:31.669570] [INFO ] [sig       ] MGPI: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:40:31.817100] [INFO ] [LOCAL     ] Saved forecast: MGPI	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/MGPI.txt
[2025-11-25T23:40:31.817283] [INFO ] [sig       ] [2091/3639] Completed MGPI in 0.3s | 3.04 sym/s | Total: 11.5m | ETA: 8.5m
[2025-11-25T23:40:31.817340] [INFO ] [sig       ] [2092/3639] Forecasting MGRC...
[2025-11-25T23:40:31.817405] [INFO ] [sig       ] Generating forecast for: MGRC
[2025-11-25T23:40:31.817450] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MGRC' from 'https://tdm.silogroup.org/data/derivative_storage/MGRC.csv'.
[2025-11-25T23:40:31.830683] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MGRC'.
[2025-11-25T23:40:31.831031] [INFO ] [FORECASTER] Starting predict_future for MGRC
[2025-11-25T23:40:31.831872] [DEBUG] [LOCAL     ] No optimal features file found for MGRC: ./output/feature-sets/MGRC.txt
[2025-11-25T23:40:31.831941] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:40:31.831999] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:40:31.832052] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:40:31.832154] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:40:31.891983] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:40:31.892862] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:40:31.892976] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:40:31.893027] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:40:31.986000] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:40:31.986186] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:40:31.986233] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:40:31.986270] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:40:31.990692] [DEBUG] [FORECASTER] MGRC: Forecast T+1@11:T+2@11: UP (p=77.17%)
[2025-11-25T23:40:31.991158] [INFO ] [FORECASTER] Completed predict_future for MGRC
[2025-11-25T23:40:31.991321] [INFO ] [sig       ] MGRC: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:40:32.136059] [INFO ] [LOCAL     ] Saved forecast: MGRC	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/MGRC.txt
[2025-11-25T23:40:32.136247] [INFO ] [sig       ] [2092/3639] Completed MGRC in 0.3s | 3.04 sym/s | Total: 11.5m | ETA: 8.5m
[2025-11-25T23:40:32.136303] [INFO ] [sig       ] [2093/3639] Forecasting MGRX...
[2025-11-25T23:40:32.136348] [INFO ] [sig       ] Generating forecast for: MGRX
[2025-11-25T23:40:32.136391] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MGRX' from 'https://tdm.silogroup.org/data/derivative_storage/MGRX.csv'.
[2025-11-25T23:40:32.148634] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MGRX'.
[2025-11-25T23:40:32.148998] [INFO ] [FORECASTER] Starting predict_future for MGRX
[2025-11-25T23:40:32.149824] [DEBUG] [LOCAL     ] No optimal features file found for MGRX: ./output/feature-sets/MGRX.txt
[2025-11-25T23:40:32.149895] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:40:32.149967] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:40:32.150012] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:40:32.150083] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:40:32.206938] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:40:32.207865] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:40:32.207968] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:40:32.208027] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:40:32.305976] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:40:32.306160] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:40:32.306208] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:40:32.306243] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:40:32.309900] [DEBUG] [FORECASTER] MGRX: Forecast T+1@11:T+2@11: DOWN (p=10.90%)
[2025-11-25T23:40:32.310212] [INFO ] [FORECASTER] Completed predict_future for MGRX
[2025-11-25T23:40:32.310399] [INFO ] [sig       ] MGRX: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:40:32.452038] [INFO ] [LOCAL     ] Saved forecast: MGRX	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/MGRX.txt
[2025-11-25T23:40:32.452203] [INFO ] [sig       ] [2093/3639] Completed MGRX in 0.3s | 3.04 sym/s | Total: 11.5m | ETA: 8.5m
[2025-11-25T23:40:32.452259] [INFO ] [sig       ] [2094/3639] Forecasting MGTX...
[2025-11-25T23:40:32.452302] [INFO ] [sig       ] Generating forecast for: MGTX
[2025-11-25T23:40:32.452343] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MGTX' from 'https://tdm.silogroup.org/data/derivative_storage/MGTX.csv'.
[2025-11-25T23:40:32.464894] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MGTX'.
[2025-11-25T23:40:32.465212] [INFO ] [FORECASTER] Starting predict_future for MGTX
[2025-11-25T23:40:32.466036] [DEBUG] [LOCAL     ] No optimal features file found for MGTX: ./output/feature-sets/MGTX.txt
[2025-11-25T23:40:32.466105] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:40:32.466151] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:40:32.466191] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:40:32.466259] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:40:32.524930] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:40:32.525585] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:40:32.525697] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:40:32.525745] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:40:32.613979] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:40:32.614131] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:40:32.614175] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:40:32.614209] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:40:32.617551] [DEBUG] [FORECASTER] MGTX: Forecast T+1@11:T+2@11: UP (p=86.05%)
[2025-11-25T23:40:32.617866] [INFO ] [FORECASTER] Completed predict_future for MGTX
[2025-11-25T23:40:32.618030] [INFO ] [sig       ] MGTX: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:40:32.760411] [INFO ] [LOCAL     ] Saved forecast: MGTX	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/MGTX.txt
[2025-11-25T23:40:32.760577] [INFO ] [sig       ] [2094/3639] Completed MGTX in 0.3s | 3.04 sym/s | Total: 11.5m | ETA: 8.5m
[2025-11-25T23:40:32.760631] [INFO ] [sig       ] [2095/3639] Forecasting MGX...
[2025-11-25T23:40:32.760696] [INFO ] [sig       ] Generating forecast for: MGX
[2025-11-25T23:40:32.760739] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MGX' from 'https://tdm.silogroup.org/data/derivative_storage/MGX.csv'.
[2025-11-25T23:40:32.772254] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MGX'.
[2025-11-25T23:40:32.772571] [INFO ] [FORECASTER] Starting predict_future for MGX
[2025-11-25T23:40:32.773397] [DEBUG] [LOCAL     ] No optimal features file found for MGX: ./output/feature-sets/MGX.txt
[2025-11-25T23:40:32.773476] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:40:32.773521] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:40:32.773562] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:40:32.773630] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:40:32.834710] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:40:32.835400] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:40:32.835509] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:40:32.835556] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:40:32.943099] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:40:32.943242] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:40:32.943287] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:40:32.943324] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:40:32.946812] [DEBUG] [FORECASTER] MGX: Forecast T+1@11:T+2@11: DOWN (p=49.53%)
[2025-11-25T23:40:32.947125] [INFO ] [FORECASTER] Completed predict_future for MGX
[2025-11-25T23:40:32.947272] [INFO ] [sig       ] MGX: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:40:33.088423] [INFO ] [LOCAL     ] Saved forecast: MGX	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/MGX.txt
[2025-11-25T23:40:33.088576] [INFO ] [sig       ] [2095/3639] Completed MGX in 0.3s | 3.04 sym/s | Total: 11.5m | ETA: 8.5m
[2025-11-25T23:40:33.088628] [INFO ] [sig       ] [2096/3639] Forecasting MGY...
[2025-11-25T23:40:33.088893] [INFO ] [sig       ] Generating forecast for: MGY
[2025-11-25T23:40:33.088942] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MGY' from 'https://tdm.silogroup.org/data/derivative_storage/MGY.csv'.
[2025-11-25T23:40:33.100158] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MGY'.
[2025-11-25T23:40:33.100499] [INFO ] [FORECASTER] Starting predict_future for MGY
[2025-11-25T23:40:33.101306] [DEBUG] [LOCAL     ] No optimal features file found for MGY: ./output/feature-sets/MGY.txt
[2025-11-25T23:40:33.101380] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:40:33.101439] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:40:33.101489] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:40:33.101556] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:40:33.161717] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:40:33.162436] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:40:33.162535] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:40:33.162786] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:40:33.272342] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:40:33.272500] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:40:33.272543] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:40:33.272577] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:40:33.275933] [DEBUG] [FORECASTER] MGY: Forecast T+1@11:T+2@11: DOWN (p=44.64%)
[2025-11-25T23:40:33.276225] [INFO ] [FORECASTER] Completed predict_future for MGY
[2025-11-25T23:40:33.276377] [INFO ] [sig       ] MGY: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:40:33.467629] [INFO ] [LOCAL     ] Saved forecast: MGY	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/MGY.txt
[2025-11-25T23:40:33.467848] [INFO ] [sig       ] [2096/3639] Completed MGY in 0.4s | 3.04 sym/s | Total: 11.5m | ETA: 8.5m
[2025-11-25T23:40:33.467931] [INFO ] [sig       ] [2097/3639] Forecasting MHD...
[2025-11-25T23:40:33.467982] [INFO ] [sig       ] Generating forecast for: MHD
[2025-11-25T23:40:33.468021] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MHD' from 'https://tdm.silogroup.org/data/derivative_storage/MHD.csv'.
[2025-11-25T23:40:33.487124] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MHD'.
[2025-11-25T23:40:33.487905] [INFO ] [FORECASTER] Starting predict_future for MHD
[2025-11-25T23:40:33.489239] [DEBUG] [LOCAL     ] No optimal features file found for MHD: ./output/feature-sets/MHD.txt
[2025-11-25T23:40:33.489336] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:40:33.489410] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:40:33.489477] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:40:33.489806] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:40:33.561174] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:40:33.562819] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:40:33.562988] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:40:33.563072] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:40:33.697864] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:40:33.698094] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:40:33.698147] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:40:33.698186] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:40:33.702659] [DEBUG] [FORECASTER] MHD: Forecast T+1@11:T+2@11: UP (p=95.34%)
[2025-11-25T23:40:33.703164] [INFO ] [FORECASTER] Completed predict_future for MHD
[2025-11-25T23:40:33.703382] [INFO ] [sig       ] MHD: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:40:33.877175] [INFO ] [LOCAL     ] Saved forecast: MHD	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/MHD.txt
[2025-11-25T23:40:33.877403] [INFO ] [sig       ] [2097/3639] Completed MHD in 0.4s | 3.04 sym/s | Total: 11.5m | ETA: 8.5m
[2025-11-25T23:40:33.877466] [INFO ] [sig       ] [2098/3639] Forecasting MHF...
[2025-11-25T23:40:33.877528] [INFO ] [sig       ] Generating forecast for: MHF
[2025-11-25T23:40:33.877617] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MHF' from 'https://tdm.silogroup.org/data/derivative_storage/MHF.csv'.
[2025-11-25T23:40:33.896225] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MHF'.
[2025-11-25T23:40:33.896820] [INFO ] [FORECASTER] Starting predict_future for MHF
[2025-11-25T23:40:33.898206] [DEBUG] [LOCAL     ] No optimal features file found for MHF: ./output/feature-sets/MHF.txt
[2025-11-25T23:40:33.898321] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:40:33.898403] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:40:33.898478] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:40:33.898668] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:40:33.972331] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:40:33.973518] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:40:33.973691] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:40:33.973760] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:40:34.113488] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:40:34.113733] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:40:34.113834] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:40:34.113914] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:40:34.119410] [DEBUG] [FORECASTER] MHF: Forecast T+1@11:T+2@11: UP (p=84.57%)
[2025-11-25T23:40:34.120068] [INFO ] [FORECASTER] Completed predict_future for MHF
[2025-11-25T23:40:34.120374] [INFO ] [sig       ] MHF: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:40:34.349749] [INFO ] [LOCAL     ] Saved forecast: MHF	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/MHF.txt
[2025-11-25T23:40:34.350012] [INFO ] [sig       ] [2098/3639] Completed MHF in 0.5s | 3.04 sym/s | Total: 11.5m | ETA: 8.4m
[2025-11-25T23:40:34.350116] [INFO ] [sig       ] [2099/3639] Forecasting MHK...
[2025-11-25T23:40:34.350186] [INFO ] [sig       ] Generating forecast for: MHK
[2025-11-25T23:40:34.350251] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MHK' from 'https://tdm.silogroup.org/data/derivative_storage/MHK.csv'.
[2025-11-25T23:40:34.367488] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MHK'.
[2025-11-25T23:40:34.368072] [INFO ] [FORECASTER] Starting predict_future for MHK
[2025-11-25T23:40:34.369257] [DEBUG] [LOCAL     ] No optimal features file found for MHK: ./output/feature-sets/MHK.txt
[2025-11-25T23:40:34.369353] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:40:34.369416] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:40:34.369471] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:40:34.369573] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:40:34.456197] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:40:34.457232] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:40:34.457374] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:40:34.457430] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:40:34.564517] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:40:34.564782] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:40:34.564866] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:40:34.564928] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:40:34.570528] [DEBUG] [FORECASTER] MHK: Forecast T+1@11:T+2@11: UP (p=74.91%)
[2025-11-25T23:40:34.571127] [INFO ] [FORECASTER] Completed predict_future for MHK
[2025-11-25T23:40:34.571347] [INFO ] [sig       ] MHK: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:40:34.811207] [INFO ] [LOCAL     ] Saved forecast: MHK	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/MHK.txt
[2025-11-25T23:40:34.811483] [INFO ] [sig       ] [2099/3639] Completed MHK in 0.5s | 3.04 sym/s | Total: 11.5m | ETA: 8.4m
[2025-11-25T23:40:34.811581] [INFO ] [sig       ] [2100/3639] Forecasting MHN...
[2025-11-25T23:40:34.811677] [INFO ] [sig       ] Generating forecast for: MHN
[2025-11-25T23:40:34.811753] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MHN' from 'https://tdm.silogroup.org/data/derivative_storage/MHN.csv'.
[2025-11-25T23:40:34.826218] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MHN'.
[2025-11-25T23:40:34.826750] [INFO ] [FORECASTER] Starting predict_future for MHN
[2025-11-25T23:40:34.827756] [DEBUG] [LOCAL     ] No optimal features file found for MHN: ./output/feature-sets/MHN.txt
[2025-11-25T23:40:34.827838] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:40:34.827888] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:40:34.827931] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:40:34.828000] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:40:34.888531] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:40:34.889694] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:40:34.889808] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:40:34.889856] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:40:34.965215] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:40:34.965393] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:40:34.965441] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:40:34.965499] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:40:34.968965] [DEBUG] [FORECASTER] MHN: Forecast T+1@11:T+2@11: DOWN (p=0.74%)
[2025-11-25T23:40:34.969315] [INFO ] [FORECASTER] Completed predict_future for MHN
[2025-11-25T23:40:34.969481] [INFO ] [sig       ] MHN: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:40:35.114107] [INFO ] [LOCAL     ] Saved forecast: MHN	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/MHN.txt
[2025-11-25T23:40:35.114272] [INFO ] [sig       ] [2100/3639] Completed MHN in 0.3s | 3.04 sym/s | Total: 11.5m | ETA: 8.4m
[2025-11-25T23:40:35.114328] [INFO ] [sig       ] [2101/3639] Forecasting MHO...
[2025-11-25T23:40:35.114372] [INFO ] [sig       ] Generating forecast for: MHO
[2025-11-25T23:40:35.114413] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MHO' from 'https://tdm.silogroup.org/data/derivative_storage/MHO.csv'.
[2025-11-25T23:40:35.126304] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MHO'.
[2025-11-25T23:40:35.126665] [INFO ] [FORECASTER] Starting predict_future for MHO
[2025-11-25T23:40:35.127542] [DEBUG] [LOCAL     ] No optimal features file found for MHO: ./output/feature-sets/MHO.txt
[2025-11-25T23:40:35.127613] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:40:35.127679] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:40:35.127722] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:40:35.127790] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:40:35.188886] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:40:35.189714] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:40:35.189814] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:40:35.189861] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:40:35.264667] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:40:35.264848] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:40:35.264895] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:40:35.264929] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:40:35.268480] [DEBUG] [FORECASTER] MHO: Forecast T+1@11:T+2@11: DOWN (p=45.72%)
[2025-11-25T23:40:35.268799] [INFO ] [FORECASTER] Completed predict_future for MHO
[2025-11-25T23:40:35.268943] [INFO ] [sig       ] MHO: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:40:35.414777] [INFO ] [LOCAL     ] Saved forecast: MHO	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/MHO.txt
[2025-11-25T23:40:35.414956] [INFO ] [sig       ] [2101/3639] Completed MHO in 0.3s | 3.04 sym/s | Total: 11.5m | ETA: 8.4m
[2025-11-25T23:40:35.415018] [INFO ] [sig       ] [2102/3639] Forecasting MIDD...
[2025-11-25T23:40:35.415073] [INFO ] [sig       ] Generating forecast for: MIDD
[2025-11-25T23:40:35.415117] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MIDD' from 'https://tdm.silogroup.org/data/derivative_storage/MIDD.csv'.
[2025-11-25T23:40:35.427087] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MIDD'.
[2025-11-25T23:40:35.427503] [INFO ] [FORECASTER] Starting predict_future for MIDD
[2025-11-25T23:40:35.428408] [DEBUG] [LOCAL     ] No optimal features file found for MIDD: ./output/feature-sets/MIDD.txt
[2025-11-25T23:40:35.428488] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:40:35.428570] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:40:35.428659] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:40:35.428783] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:40:35.485290] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:40:35.486064] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:40:35.486207] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:40:35.486276] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:40:35.587779] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:40:35.587936] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:40:35.587983] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:40:35.588019] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:40:35.591582] [DEBUG] [FORECASTER] MIDD: Forecast T+1@11:T+2@11: UP (p=87.64%)
[2025-11-25T23:40:35.591910] [INFO ] [FORECASTER] Completed predict_future for MIDD
[2025-11-25T23:40:35.592067] [INFO ] [sig       ] MIDD: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:40:35.738042] [INFO ] [LOCAL     ] Saved forecast: MIDD	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/MIDD.txt
[2025-11-25T23:40:35.738224] [INFO ] [sig       ] [2102/3639] Completed MIDD in 0.3s | 3.04 sym/s | Total: 11.5m | ETA: 8.4m
[2025-11-25T23:40:35.738279] [INFO ] [sig       ] [2103/3639] Forecasting MIGI...
[2025-11-25T23:40:35.738339] [INFO ] [sig       ] Generating forecast for: MIGI
[2025-11-25T23:40:35.738391] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MIGI' from 'https://tdm.silogroup.org/data/derivative_storage/MIGI.csv'.
[2025-11-25T23:40:35.750087] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MIGI'.
[2025-11-25T23:40:35.750419] [INFO ] [FORECASTER] Starting predict_future for MIGI
[2025-11-25T23:40:35.751264] [DEBUG] [LOCAL     ] No optimal features file found for MIGI: ./output/feature-sets/MIGI.txt
[2025-11-25T23:40:35.751331] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:40:35.751389] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:40:35.751439] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:40:35.751517] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:40:35.810002] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:40:35.810690] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:40:35.810787] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:40:35.810844] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:40:35.898872] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:40:35.899035] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:40:35.899083] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:40:35.899118] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:40:35.902561] [DEBUG] [FORECASTER] MIGI: Forecast T+1@11:T+2@11: DOWN (p=11.94%)
[2025-11-25T23:40:35.902876] [INFO ] [FORECASTER] Completed predict_future for MIGI
[2025-11-25T23:40:35.903019] [INFO ] [sig       ] MIGI: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:40:36.044442] [INFO ] [LOCAL     ] Saved forecast: MIGI	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/MIGI.txt
[2025-11-25T23:40:36.044587] [INFO ] [sig       ] [2103/3639] Completed MIGI in 0.3s | 3.04 sym/s | Total: 11.5m | ETA: 8.4m
[2025-11-25T23:40:36.044658] [INFO ] [sig       ] [2104/3639] Forecasting MILN...
[2025-11-25T23:40:36.044714] [INFO ] [sig       ] Generating forecast for: MILN
[2025-11-25T23:40:36.044761] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MILN' from 'https://tdm.silogroup.org/data/derivative_storage/MILN.csv'.
[2025-11-25T23:40:36.056014] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MILN'.
[2025-11-25T23:40:36.056334] [INFO ] [FORECASTER] Starting predict_future for MILN
[2025-11-25T23:40:36.057178] [DEBUG] [LOCAL     ] No optimal features file found for MILN: ./output/feature-sets/MILN.txt
[2025-11-25T23:40:36.057248] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:40:36.057293] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:40:36.057383] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:40:36.057468] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:40:36.115689] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:40:36.116368] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:40:36.116465] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:40:36.116514] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:40:36.206241] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:40:36.206399] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:40:36.206445] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:40:36.206480] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:40:36.210029] [DEBUG] [FORECASTER] MILN: Forecast T+1@11:T+2@11: UP (p=88.10%)
[2025-11-25T23:40:36.210338] [INFO ] [FORECASTER] Completed predict_future for MILN
[2025-11-25T23:40:36.210492] [INFO ] [sig       ] MILN: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:40:36.355466] [INFO ] [LOCAL     ] Saved forecast: MILN	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/MILN.txt
[2025-11-25T23:40:36.355670] [INFO ] [sig       ] [2104/3639] Completed MILN in 0.3s | 3.04 sym/s | Total: 11.5m | ETA: 8.4m
[2025-11-25T23:40:36.355763] [INFO ] [sig       ] [2105/3639] Forecasting MIND...
[2025-11-25T23:40:36.355809] [INFO ] [sig       ] Generating forecast for: MIND
[2025-11-25T23:40:36.355861] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MIND' from 'https://tdm.silogroup.org/data/derivative_storage/MIND.csv'.
[2025-11-25T23:40:36.368626] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MIND'.
[2025-11-25T23:40:36.369074] [INFO ] [FORECASTER] Starting predict_future for MIND
[2025-11-25T23:40:36.369934] [DEBUG] [LOCAL     ] No optimal features file found for MIND: ./output/feature-sets/MIND.txt
[2025-11-25T23:40:36.370004] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:40:36.370063] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:40:36.370115] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:40:36.370204] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:40:36.440436] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:40:36.441381] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:40:36.441489] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:40:36.441552] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:40:36.538861] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:40:36.539009] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:40:36.539053] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:40:36.539090] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:40:36.542497] [DEBUG] [FORECASTER] MIND: Forecast T+1@11:T+2@11: DOWN (p=12.06%)
[2025-11-25T23:40:36.542851] [INFO ] [FORECASTER] Completed predict_future for MIND
[2025-11-25T23:40:36.543036] [INFO ] [sig       ] MIND: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:40:36.684133] [INFO ] [LOCAL     ] Saved forecast: MIND	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/MIND.txt
[2025-11-25T23:40:36.684289] [INFO ] [sig       ] [2105/3639] Completed MIND in 0.3s | 3.04 sym/s | Total: 11.5m | ETA: 8.4m
[2025-11-25T23:40:36.684344] [INFO ] [sig       ] [2106/3639] Forecasting MIRA...
[2025-11-25T23:40:36.684431] [INFO ] [sig       ] Generating forecast for: MIRA
[2025-11-25T23:40:36.684475] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MIRA' from 'https://tdm.silogroup.org/data/derivative_storage/MIRA.csv'.
[2025-11-25T23:40:36.695707] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MIRA'.
[2025-11-25T23:40:36.696020] [INFO ] [FORECASTER] Starting predict_future for MIRA
[2025-11-25T23:40:36.696859] [DEBUG] [LOCAL     ] No optimal features file found for MIRA: ./output/feature-sets/MIRA.txt
[2025-11-25T23:40:36.696926] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:40:36.696973] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:40:36.697024] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:40:36.697110] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:40:36.754833] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:40:36.755834] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:40:36.755935] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:40:36.755995] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:40:36.847310] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:40:36.847488] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:40:36.847534] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:40:36.847568] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:40:36.850967] [DEBUG] [FORECASTER] MIRA: Forecast T+1@11:T+2@11: DOWN (p=1.67%)
[2025-11-25T23:40:36.851256] [INFO ] [FORECASTER] Completed predict_future for MIRA
[2025-11-25T23:40:36.851402] [INFO ] [sig       ] MIRA: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:40:36.995300] [INFO ] [LOCAL     ] Saved forecast: MIRA	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/MIRA.txt
[2025-11-25T23:40:36.995463] [INFO ] [sig       ] [2106/3639] Completed MIRA in 0.3s | 3.04 sym/s | Total: 11.5m | ETA: 8.4m
[2025-11-25T23:40:36.995530] [INFO ] [sig       ] [2107/3639] Forecasting MIRM...
[2025-11-25T23:40:36.995577] [INFO ] [sig       ] Generating forecast for: MIRM
[2025-11-25T23:40:36.995656] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MIRM' from 'https://tdm.silogroup.org/data/derivative_storage/MIRM.csv'.
[2025-11-25T23:40:37.006530] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MIRM'.
[2025-11-25T23:40:37.006853] [INFO ] [FORECASTER] Starting predict_future for MIRM
[2025-11-25T23:40:37.007766] [DEBUG] [LOCAL     ] No optimal features file found for MIRM: ./output/feature-sets/MIRM.txt
[2025-11-25T23:40:37.007835] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:40:37.007881] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:40:37.007931] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:40:37.008016] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:40:37.065858] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:40:37.066531] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:40:37.066626] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:40:37.066695] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:40:37.136389] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:40:37.136563] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:40:37.136610] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:40:37.136666] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:40:37.140166] [DEBUG] [FORECASTER] MIRM: Forecast T+1@11:T+2@11: UP (p=75.48%)
[2025-11-25T23:40:37.140480] [INFO ] [FORECASTER] Completed predict_future for MIRM
[2025-11-25T23:40:37.140670] [INFO ] [sig       ] MIRM: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:40:37.286878] [INFO ] [LOCAL     ] Saved forecast: MIRM	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/MIRM.txt
[2025-11-25T23:40:37.287074] [INFO ] [sig       ] [2107/3639] Completed MIRM in 0.3s | 3.04 sym/s | Total: 11.5m | ETA: 8.4m
[2025-11-25T23:40:37.287133] [INFO ] [sig       ] [2108/3639] Forecasting MITK...
[2025-11-25T23:40:37.287179] [INFO ] [sig       ] Generating forecast for: MITK
[2025-11-25T23:40:37.287230] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MITK' from 'https://tdm.silogroup.org/data/derivative_storage/MITK.csv'.
[2025-11-25T23:40:37.298443] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MITK'.
[2025-11-25T23:40:37.298877] [INFO ] [FORECASTER] Starting predict_future for MITK
[2025-11-25T23:40:37.299771] [DEBUG] [LOCAL     ] No optimal features file found for MITK: ./output/feature-sets/MITK.txt
[2025-11-25T23:40:37.299840] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:40:37.299896] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:40:37.299947] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:40:37.300036] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:40:37.360617] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:40:37.361547] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:40:37.361667] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:40:37.361719] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:40:37.431449] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:40:37.431605] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:40:37.431670] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:40:37.431712] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:40:37.434978] [DEBUG] [FORECASTER] MITK: Forecast T+1@11:T+2@11: UP (p=92.62%)
[2025-11-25T23:40:37.435262] [INFO ] [FORECASTER] Completed predict_future for MITK
[2025-11-25T23:40:37.435391] [INFO ] [sig       ] MITK: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:40:37.576483] [INFO ] [LOCAL     ] Saved forecast: MITK	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/MITK.txt
[2025-11-25T23:40:37.576633] [INFO ] [sig       ] [2108/3639] Completed MITK in 0.3s | 3.04 sym/s | Total: 11.6m | ETA: 8.4m
[2025-11-25T23:40:37.576706] [INFO ] [sig       ] [2109/3639] Forecasting MIY...
[2025-11-25T23:40:37.576751] [INFO ] [sig       ] Generating forecast for: MIY
[2025-11-25T23:40:37.576788] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MIY' from 'https://tdm.silogroup.org/data/derivative_storage/MIY.csv'.
[2025-11-25T23:40:37.588539] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MIY'.
[2025-11-25T23:40:37.589088] [INFO ] [FORECASTER] Starting predict_future for MIY
[2025-11-25T23:40:37.589931] [DEBUG] [LOCAL     ] No optimal features file found for MIY: ./output/feature-sets/MIY.txt
[2025-11-25T23:40:37.590000] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:40:37.590045] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:40:37.590102] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:40:37.590191] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:40:37.651763] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:40:37.652762] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:40:37.652861] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:40:37.652916] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:40:37.724210] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:40:37.724374] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:40:37.724419] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:40:37.724458] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:40:37.727922] [DEBUG] [FORECASTER] MIY: Forecast T+1@11:T+2@11: DOWN (p=41.91%)
[2025-11-25T23:40:37.728215] [INFO ] [FORECASTER] Completed predict_future for MIY
[2025-11-25T23:40:37.728341] [INFO ] [sig       ] MIY: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:40:37.870999] [INFO ] [LOCAL     ] Saved forecast: MIY	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/MIY.txt
[2025-11-25T23:40:37.871156] [INFO ] [sig       ] [2109/3639] Completed MIY in 0.3s | 3.04 sym/s | Total: 11.6m | ETA: 8.4m
[2025-11-25T23:40:37.871215] [INFO ] [sig       ] [2110/3639] Forecasting MKC...
[2025-11-25T23:40:37.871259] [INFO ] [sig       ] Generating forecast for: MKC
[2025-11-25T23:40:37.871298] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MKC' from 'https://tdm.silogroup.org/data/derivative_storage/MKC.csv'.
[2025-11-25T23:40:37.883536] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MKC'.
[2025-11-25T23:40:37.883894] [INFO ] [FORECASTER] Starting predict_future for MKC
[2025-11-25T23:40:37.884750] [DEBUG] [LOCAL     ] No optimal features file found for MKC: ./output/feature-sets/MKC.txt
[2025-11-25T23:40:37.884820] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:40:37.884877] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:40:37.884924] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:40:37.885005] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:40:37.942486] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:40:37.943175] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:40:37.943271] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:40:37.943326] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:40:38.036378] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:40:38.036583] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:40:38.036629] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:40:38.036688] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:40:38.040223] [DEBUG] [FORECASTER] MKC: Forecast T+1@11:T+2@11: UP (p=56.80%)
[2025-11-25T23:40:38.040519] [INFO ] [FORECASTER] Completed predict_future for MKC
[2025-11-25T23:40:38.040681] [INFO ] [sig       ] MKC: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:40:38.183376] [INFO ] [LOCAL     ] Saved forecast: MKC	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/MKC.txt
[2025-11-25T23:40:38.183536] [INFO ] [sig       ] [2110/3639] Completed MKC in 0.3s | 3.04 sym/s | Total: 11.6m | ETA: 8.4m
[2025-11-25T23:40:38.183590] [INFO ] [sig       ] [2111/3639] Forecasting MKL...
[2025-11-25T23:40:38.183634] [INFO ] [sig       ] Generating forecast for: MKL
[2025-11-25T23:40:38.183698] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MKL' from 'https://tdm.silogroup.org/data/derivative_storage/MKL.csv'.
[2025-11-25T23:40:38.195128] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MKL'.
[2025-11-25T23:40:38.195443] [INFO ] [FORECASTER] Starting predict_future for MKL
[2025-11-25T23:40:38.196248] [DEBUG] [LOCAL     ] No optimal features file found for MKL: ./output/feature-sets/MKL.txt
[2025-11-25T23:40:38.196318] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:40:38.196363] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:40:38.196402] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:40:38.196472] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:40:38.256346] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:40:38.257104] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:40:38.257201] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:40:38.257249] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:40:38.345729] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:40:38.345923] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:40:38.345968] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:40:38.346004] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:40:38.349669] [DEBUG] [FORECASTER] MKL: Forecast T+1@11:T+2@11: DOWN (p=14.76%)
[2025-11-25T23:40:38.350045] [INFO ] [FORECASTER] Completed predict_future for MKL
[2025-11-25T23:40:38.350202] [INFO ] [sig       ] MKL: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:40:38.495616] [INFO ] [LOCAL     ] Saved forecast: MKL	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/MKL.txt
[2025-11-25T23:40:38.495788] [INFO ] [sig       ] [2111/3639] Completed MKL in 0.3s | 3.04 sym/s | Total: 11.6m | ETA: 8.4m
[2025-11-25T23:40:38.495843] [INFO ] [sig       ] [2112/3639] Forecasting MKSI...
[2025-11-25T23:40:38.495890] [INFO ] [sig       ] Generating forecast for: MKSI
[2025-11-25T23:40:38.495946] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MKSI' from 'https://tdm.silogroup.org/data/derivative_storage/MKSI.csv'.
[2025-11-25T23:40:38.507321] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MKSI'.
[2025-11-25T23:40:38.507699] [INFO ] [FORECASTER] Starting predict_future for MKSI
[2025-11-25T23:40:38.508511] [DEBUG] [LOCAL     ] No optimal features file found for MKSI: ./output/feature-sets/MKSI.txt
[2025-11-25T23:40:38.508582] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:40:38.508666] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:40:38.508716] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:40:38.508802] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:40:38.568755] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:40:38.569529] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:40:38.569655] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:40:38.569709] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:40:38.665247] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:40:38.665424] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:40:38.665469] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:40:38.665506] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:40:38.669033] [DEBUG] [FORECASTER] MKSI: Forecast T+1@11:T+2@11: DOWN (p=45.14%)
[2025-11-25T23:40:38.669328] [INFO ] [FORECASTER] Completed predict_future for MKSI
[2025-11-25T23:40:38.669470] [INFO ] [sig       ] MKSI: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:40:38.813346] [INFO ] [LOCAL     ] Saved forecast: MKSI	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/MKSI.txt
[2025-11-25T23:40:38.813518] [INFO ] [sig       ] [2112/3639] Completed MKSI in 0.3s | 3.04 sym/s | Total: 11.6m | ETA: 8.4m
[2025-11-25T23:40:38.813588] [INFO ] [sig       ] [2113/3639] Forecasting MKTX...
[2025-11-25T23:40:38.813635] [INFO ] [sig       ] Generating forecast for: MKTX
[2025-11-25T23:40:38.813702] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MKTX' from 'https://tdm.silogroup.org/data/derivative_storage/MKTX.csv'.
[2025-11-25T23:40:38.825317] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MKTX'.
[2025-11-25T23:40:38.825624] [INFO ] [FORECASTER] Starting predict_future for MKTX
[2025-11-25T23:40:38.826462] [DEBUG] [LOCAL     ] No optimal features file found for MKTX: ./output/feature-sets/MKTX.txt
[2025-11-25T23:40:38.826547] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:40:38.826618] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:40:38.826685] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:40:38.826773] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:40:38.886667] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:40:38.887305] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:40:38.887428] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:40:38.887492] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:40:38.989016] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:40:38.989191] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:40:38.989235] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:40:38.989269] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:40:38.992665] [DEBUG] [FORECASTER] MKTX: Forecast T+1@11:T+2@11: UP (p=71.85%)
[2025-11-25T23:40:38.992946] [INFO ] [FORECASTER] Completed predict_future for MKTX
[2025-11-25T23:40:38.993107] [INFO ] [sig       ] MKTX: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:40:39.136915] [INFO ] [LOCAL     ] Saved forecast: MKTX	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/MKTX.txt
[2025-11-25T23:40:39.137058] [INFO ] [sig       ] [2113/3639] Completed MKTX in 0.3s | 3.04 sym/s | Total: 11.6m | ETA: 8.4m
[2025-11-25T23:40:39.137112] [INFO ] [sig       ] [2114/3639] Forecasting MLAB...
[2025-11-25T23:40:39.137155] [INFO ] [sig       ] Generating forecast for: MLAB
[2025-11-25T23:40:39.137197] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MLAB' from 'https://tdm.silogroup.org/data/derivative_storage/MLAB.csv'.
[2025-11-25T23:40:39.148792] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MLAB'.
[2025-11-25T23:40:39.149080] [INFO ] [FORECASTER] Starting predict_future for MLAB
[2025-11-25T23:40:39.149960] [DEBUG] [LOCAL     ] No optimal features file found for MLAB: ./output/feature-sets/MLAB.txt
[2025-11-25T23:40:39.150029] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:40:39.150085] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:40:39.150137] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:40:39.150223] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:40:39.208103] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:40:39.208785] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:40:39.208880] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:40:39.208938] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:40:39.303519] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:40:39.303733] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:40:39.303808] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:40:39.303855] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:40:39.307245] [DEBUG] [FORECASTER] MLAB: Forecast T+1@11:T+2@11: DOWN (p=49.74%)
[2025-11-25T23:40:39.307578] [INFO ] [FORECASTER] Completed predict_future for MLAB
[2025-11-25T23:40:39.307768] [INFO ] [sig       ] MLAB: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:40:39.452206] [INFO ] [LOCAL     ] Saved forecast: MLAB	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/MLAB.txt
[2025-11-25T23:40:39.452385] [INFO ] [sig       ] [2114/3639] Completed MLAB in 0.3s | 3.04 sym/s | Total: 11.6m | ETA: 8.4m
[2025-11-25T23:40:39.452441] [INFO ] [sig       ] [2115/3639] Forecasting MLCO...
[2025-11-25T23:40:39.452495] [INFO ] [sig       ] Generating forecast for: MLCO
[2025-11-25T23:40:39.452553] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MLCO' from 'https://tdm.silogroup.org/data/derivative_storage/MLCO.csv'.
[2025-11-25T23:40:39.465939] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MLCO'.
[2025-11-25T23:40:39.466493] [INFO ] [FORECASTER] Starting predict_future for MLCO
[2025-11-25T23:40:39.467515] [DEBUG] [LOCAL     ] No optimal features file found for MLCO: ./output/feature-sets/MLCO.txt
[2025-11-25T23:40:39.467589] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:40:39.467667] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:40:39.467721] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:40:39.467824] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:40:39.527552] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:40:39.528759] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:40:39.528920] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:40:39.528973] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:40:39.645084] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:40:39.645354] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:40:39.645406] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:40:39.645443] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:40:39.649735] [DEBUG] [FORECASTER] MLCO: Forecast T+1@11:T+2@11: DOWN (p=7.18%)
[2025-11-25T23:40:39.650170] [INFO ] [FORECASTER] Completed predict_future for MLCO
[2025-11-25T23:40:39.650337] [INFO ] [sig       ] MLCO: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:40:39.800811] [INFO ] [LOCAL     ] Saved forecast: MLCO	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/MLCO.txt
[2025-11-25T23:40:39.801010] [INFO ] [sig       ] [2115/3639] Completed MLCO in 0.3s | 3.04 sym/s | Total: 11.6m | ETA: 8.4m
[2025-11-25T23:40:39.801072] [INFO ] [sig       ] [2116/3639] Forecasting MLGO...
[2025-11-25T23:40:39.801117] [INFO ] [sig       ] Generating forecast for: MLGO
[2025-11-25T23:40:39.801159] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MLGO' from 'https://tdm.silogroup.org/data/derivative_storage/MLGO.csv'.
[2025-11-25T23:40:39.813593] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MLGO'.
[2025-11-25T23:40:39.814023] [INFO ] [FORECASTER] Starting predict_future for MLGO
[2025-11-25T23:40:39.814913] [DEBUG] [LOCAL     ] No optimal features file found for MLGO: ./output/feature-sets/MLGO.txt
[2025-11-25T23:40:39.814995] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:40:39.815059] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:40:39.815115] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:40:39.815212] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:40:39.876181] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:40:39.877184] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:40:39.877313] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:40:39.877396] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:40:39.972209] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:40:39.972394] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:40:39.972442] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:40:39.972477] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:40:39.975959] [DEBUG] [FORECASTER] MLGO: Forecast T+1@11:T+2@11: UP (p=74.99%)
[2025-11-25T23:40:39.976273] [INFO ] [FORECASTER] Completed predict_future for MLGO
[2025-11-25T23:40:39.976422] [INFO ] [sig       ] MLGO: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:40:40.117319] [INFO ] [LOCAL     ] Saved forecast: MLGO	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/MLGO.txt
[2025-11-25T23:40:40.117559] [INFO ] [sig       ] [2116/3639] Completed MLGO in 0.3s | 3.04 sym/s | Total: 11.6m | ETA: 8.3m
[2025-11-25T23:40:40.117616] [INFO ] [sig       ] [2117/3639] Forecasting MLI...
[2025-11-25T23:40:40.117681] [INFO ] [sig       ] Generating forecast for: MLI
[2025-11-25T23:40:40.117723] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MLI' from 'https://tdm.silogroup.org/data/derivative_storage/MLI.csv'.
[2025-11-25T23:40:40.129494] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MLI'.
[2025-11-25T23:40:40.129805] [INFO ] [FORECASTER] Starting predict_future for MLI
[2025-11-25T23:40:40.130582] [DEBUG] [LOCAL     ] No optimal features file found for MLI: ./output/feature-sets/MLI.txt
[2025-11-25T23:40:40.130684] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:40:40.130733] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:40:40.130770] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:40:40.130836] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:40:40.188047] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:40:40.188679] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:40:40.188772] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:40:40.188817] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:40:40.280308] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:40:40.280451] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:40:40.280493] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:40:40.280527] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:40:40.283820] [DEBUG] [FORECASTER] MLI: Forecast T+1@11:T+2@11: UP (p=98.15%)
[2025-11-25T23:40:40.284118] [INFO ] [FORECASTER] Completed predict_future for MLI
[2025-11-25T23:40:40.284255] [INFO ] [sig       ] MLI: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:40:40.424161] [INFO ] [LOCAL     ] Saved forecast: MLI	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/MLI.txt
[2025-11-25T23:40:40.424300] [INFO ] [sig       ] [2117/3639] Completed MLI in 0.3s | 3.04 sym/s | Total: 11.6m | ETA: 8.3m
[2025-11-25T23:40:40.424355] [INFO ] [sig       ] [2118/3639] Forecasting MLKN...
[2025-11-25T23:40:40.424400] [INFO ] [sig       ] Generating forecast for: MLKN
[2025-11-25T23:40:40.424443] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MLKN' from 'https://tdm.silogroup.org/data/derivative_storage/MLKN.csv'.
[2025-11-25T23:40:40.436884] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MLKN'.
[2025-11-25T23:40:40.437392] [INFO ] [FORECASTER] Starting predict_future for MLKN
[2025-11-25T23:40:40.438282] [DEBUG] [LOCAL     ] No optimal features file found for MLKN: ./output/feature-sets/MLKN.txt
[2025-11-25T23:40:40.438355] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:40:40.438403] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:40:40.438444] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:40:40.438517] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:40:40.497165] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:40:40.498181] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:40:40.498293] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:40:40.498340] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:40:40.611193] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:40:40.611420] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:40:40.611468] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:40:40.611503] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:40:40.615149] [DEBUG] [FORECASTER] MLKN: Forecast T+1@11:T+2@11: DOWN (p=24.79%)
[2025-11-25T23:40:40.615481] [INFO ] [FORECASTER] Completed predict_future for MLKN
[2025-11-25T23:40:40.615635] [INFO ] [sig       ] MLKN: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:40:40.769327] [INFO ] [LOCAL     ] Saved forecast: MLKN	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/MLKN.txt
[2025-11-25T23:40:40.769544] [INFO ] [sig       ] [2118/3639] Completed MLKN in 0.3s | 3.04 sym/s | Total: 11.6m | ETA: 8.3m
[2025-11-25T23:40:40.769613] [INFO ] [sig       ] [2119/3639] Forecasting MLM...
[2025-11-25T23:40:40.769690] [INFO ] [sig       ] Generating forecast for: MLM
[2025-11-25T23:40:40.769738] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MLM' from 'https://tdm.silogroup.org/data/derivative_storage/MLM.csv'.
[2025-11-25T23:40:40.782713] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MLM'.
[2025-11-25T23:40:40.783200] [INFO ] [FORECASTER] Starting predict_future for MLM
[2025-11-25T23:40:40.784042] [DEBUG] [LOCAL     ] No optimal features file found for MLM: ./output/feature-sets/MLM.txt
[2025-11-25T23:40:40.784114] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:40:40.784161] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:40:40.784202] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:40:40.784270] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:40:40.842513] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:40:40.843469] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:40:40.843583] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:40:40.843632] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:40:40.959218] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:40:40.959451] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:40:40.959501] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:40:40.959537] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:40:40.963452] [DEBUG] [FORECASTER] MLM: Forecast T+1@11:T+2@11: UP (p=75.14%)
[2025-11-25T23:40:40.964009] [INFO ] [FORECASTER] Completed predict_future for MLM
[2025-11-25T23:40:40.964245] [INFO ] [sig       ] MLM: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:40:41.114872] [INFO ] [LOCAL     ] Saved forecast: MLM	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/MLM.txt
[2025-11-25T23:40:41.115031] [INFO ] [sig       ] [2119/3639] Completed MLM in 0.3s | 3.04 sym/s | Total: 11.6m | ETA: 8.3m
[2025-11-25T23:40:41.115097] [INFO ] [sig       ] [2120/3639] Forecasting MLP...
[2025-11-25T23:40:41.115151] [INFO ] [sig       ] Generating forecast for: MLP
[2025-11-25T23:40:41.115206] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MLP' from 'https://tdm.silogroup.org/data/derivative_storage/MLP.csv'.
[2025-11-25T23:40:41.127308] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MLP'.
[2025-11-25T23:40:41.127703] [INFO ] [FORECASTER] Starting predict_future for MLP
[2025-11-25T23:40:41.128515] [DEBUG] [LOCAL     ] No optimal features file found for MLP: ./output/feature-sets/MLP.txt
[2025-11-25T23:40:41.128587] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:40:41.128674] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:40:41.128723] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:40:41.128816] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:40:41.190480] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:40:41.191234] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:40:41.191340] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:40:41.191393] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:40:41.292685] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:40:41.292878] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:40:41.292939] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:40:41.292987] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:40:41.296479] [DEBUG] [FORECASTER] MLP: Forecast T+1@11:T+2@11: DOWN (p=10.44%)
[2025-11-25T23:40:41.296834] [INFO ] [FORECASTER] Completed predict_future for MLP
[2025-11-25T23:40:41.297037] [INFO ] [sig       ] MLP: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:40:41.449465] [INFO ] [LOCAL     ] Saved forecast: MLP	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/MLP.txt
[2025-11-25T23:40:41.449750] [INFO ] [sig       ] [2120/3639] Completed MLP in 0.3s | 3.04 sym/s | Total: 11.6m | ETA: 8.3m
[2025-11-25T23:40:41.449821] [INFO ] [sig       ] [2121/3639] Forecasting MLTX...
[2025-11-25T23:40:41.449880] [INFO ] [sig       ] Generating forecast for: MLTX
[2025-11-25T23:40:41.449935] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MLTX' from 'https://tdm.silogroup.org/data/derivative_storage/MLTX.csv'.
[2025-11-25T23:40:41.462113] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MLTX'.
[2025-11-25T23:40:41.462526] [INFO ] [FORECASTER] Starting predict_future for MLTX
[2025-11-25T23:40:41.463473] [DEBUG] [LOCAL     ] No optimal features file found for MLTX: ./output/feature-sets/MLTX.txt
[2025-11-25T23:40:41.463545] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:40:41.463605] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:40:41.463679] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:40:41.463770] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:40:41.524393] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:40:41.525367] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:40:41.525482] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:40:41.525553] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:40:41.623179] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:40:41.623388] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:40:41.623436] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:40:41.623473] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:40:41.627474] [DEBUG] [FORECASTER] MLTX: Forecast T+1@11:T+2@11: UP (p=61.20%)
[2025-11-25T23:40:41.627822] [INFO ] [FORECASTER] Completed predict_future for MLTX
[2025-11-25T23:40:41.627984] [INFO ] [sig       ] MLTX: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:40:41.771968] [INFO ] [LOCAL     ] Saved forecast: MLTX	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/MLTX.txt
[2025-11-25T23:40:41.772155] [INFO ] [sig       ] [2121/3639] Completed MLTX in 0.3s | 3.04 sym/s | Total: 11.6m | ETA: 8.3m
[2025-11-25T23:40:41.772211] [INFO ] [sig       ] [2122/3639] Forecasting MLYS...
[2025-11-25T23:40:41.772254] [INFO ] [sig       ] Generating forecast for: MLYS
[2025-11-25T23:40:41.772296] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MLYS' from 'https://tdm.silogroup.org/data/derivative_storage/MLYS.csv'.
[2025-11-25T23:40:41.784032] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MLYS'.
[2025-11-25T23:40:41.784424] [INFO ] [FORECASTER] Starting predict_future for MLYS
[2025-11-25T23:40:41.785282] [DEBUG] [LOCAL     ] No optimal features file found for MLYS: ./output/feature-sets/MLYS.txt
[2025-11-25T23:40:41.785351] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:40:41.785396] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:40:41.785458] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:40:41.785544] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:40:41.843483] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:40:41.844249] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:40:41.844347] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:40:41.844406] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:40:41.940429] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:40:41.941096] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:40:41.941157] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:40:41.941194] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:40:41.944702] [DEBUG] [FORECASTER] MLYS: Forecast T+1@11:T+2@11: DOWN (p=37.43%)
[2025-11-25T23:40:41.945089] [INFO ] [FORECASTER] Completed predict_future for MLYS
[2025-11-25T23:40:41.945230] [INFO ] [sig       ] MLYS: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:40:42.086043] [INFO ] [LOCAL     ] Saved forecast: MLYS	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/MLYS.txt
[2025-11-25T23:40:42.086211] [INFO ] [sig       ] [2122/3639] Completed MLYS in 0.3s | 3.04 sym/s | Total: 11.6m | ETA: 8.3m
[2025-11-25T23:40:42.086268] [INFO ] [sig       ] [2123/3639] Forecasting MMC...
[2025-11-25T23:40:42.086312] [INFO ] [sig       ] Generating forecast for: MMC
[2025-11-25T23:40:42.086354] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MMC' from 'https://tdm.silogroup.org/data/derivative_storage/MMC.csv'.
[2025-11-25T23:40:42.098911] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MMC'.
[2025-11-25T23:40:42.099323] [INFO ] [FORECASTER] Starting predict_future for MMC
[2025-11-25T23:40:42.100134] [DEBUG] [LOCAL     ] No optimal features file found for MMC: ./output/feature-sets/MMC.txt
[2025-11-25T23:40:42.100203] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:40:42.100249] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:40:42.100289] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:40:42.100359] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:40:42.157341] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:40:42.158302] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:40:42.158416] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:40:42.158464] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:40:42.256877] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:40:42.257063] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:40:42.257110] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:40:42.257145] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:40:42.260617] [DEBUG] [FORECASTER] MMC: Forecast T+1@11:T+2@11: UP (p=75.46%)
[2025-11-25T23:40:42.260969] [INFO ] [FORECASTER] Completed predict_future for MMC
[2025-11-25T23:40:42.261125] [INFO ] [sig       ] MMC: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:40:42.404665] [INFO ] [LOCAL     ] Saved forecast: MMC	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/MMC.txt
[2025-11-25T23:40:42.404826] [INFO ] [sig       ] [2123/3639] Completed MMC in 0.3s | 3.04 sym/s | Total: 11.6m | ETA: 8.3m
[2025-11-25T23:40:42.404901] [INFO ] [sig       ] [2124/3639] Forecasting MMD...
[2025-11-25T23:40:42.404953] [INFO ] [sig       ] Generating forecast for: MMD
[2025-11-25T23:40:42.405005] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MMD' from 'https://tdm.silogroup.org/data/derivative_storage/MMD.csv'.
[2025-11-25T23:40:42.417139] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MMD'.
[2025-11-25T23:40:42.417556] [INFO ] [FORECASTER] Starting predict_future for MMD
[2025-11-25T23:40:42.418400] [DEBUG] [LOCAL     ] No optimal features file found for MMD: ./output/feature-sets/MMD.txt
[2025-11-25T23:40:42.418472] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:40:42.418518] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:40:42.418559] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:40:42.418626] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:40:42.476088] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:40:42.476826] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:40:42.476924] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:40:42.476971] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:40:42.568510] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:40:42.568701] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:40:42.568773] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:40:42.568808] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:40:42.572227] [DEBUG] [FORECASTER] MMD: Forecast T+1@11:T+2@11: UP (p=86.38%)
[2025-11-25T23:40:42.572530] [INFO ] [FORECASTER] Completed predict_future for MMD
[2025-11-25T23:40:42.572708] [INFO ] [sig       ] MMD: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:40:42.720577] [INFO ] [LOCAL     ] Saved forecast: MMD	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/MMD.txt
[2025-11-25T23:40:42.720781] [INFO ] [sig       ] [2124/3639] Completed MMD in 0.3s | 3.04 sym/s | Total: 11.6m | ETA: 8.3m
[2025-11-25T23:40:42.720835] [INFO ] [sig       ] [2125/3639] Forecasting MMLP...
[2025-11-25T23:40:42.720880] [INFO ] [sig       ] Generating forecast for: MMLP
[2025-11-25T23:40:42.720922] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MMLP' from 'https://tdm.silogroup.org/data/derivative_storage/MMLP.csv'.
[2025-11-25T23:40:42.732802] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MMLP'.
[2025-11-25T23:40:42.733194] [INFO ] [FORECASTER] Starting predict_future for MMLP
[2025-11-25T23:40:42.734031] [DEBUG] [LOCAL     ] No optimal features file found for MMLP: ./output/feature-sets/MMLP.txt
[2025-11-25T23:40:42.734100] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:40:42.734148] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:40:42.734190] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:40:42.734258] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:40:42.792470] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:40:42.793397] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:40:42.793514] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:40:42.793562] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:40:42.886431] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:40:42.886621] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:40:42.886688] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:40:42.886730] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:40:42.890172] [DEBUG] [FORECASTER] MMLP: Forecast T+1@11:T+2@11: UP (p=78.40%)
[2025-11-25T23:40:42.890474] [INFO ] [FORECASTER] Completed predict_future for MMLP
[2025-11-25T23:40:42.890616] [INFO ] [sig       ] MMLP: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:40:43.034059] [INFO ] [LOCAL     ] Saved forecast: MMLP	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/MMLP.txt
[2025-11-25T23:40:43.034273] [INFO ] [sig       ] [2125/3639] Completed MMLP in 0.3s | 3.04 sym/s | Total: 11.6m | ETA: 8.3m
[2025-11-25T23:40:43.034334] [INFO ] [sig       ] [2126/3639] Forecasting MMS...
[2025-11-25T23:40:43.034382] [INFO ] [sig       ] Generating forecast for: MMS
[2025-11-25T23:40:43.034425] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MMS' from 'https://tdm.silogroup.org/data/derivative_storage/MMS.csv'.
[2025-11-25T23:40:43.046374] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MMS'.
[2025-11-25T23:40:43.046809] [INFO ] [FORECASTER] Starting predict_future for MMS
[2025-11-25T23:40:43.047679] [DEBUG] [LOCAL     ] No optimal features file found for MMS: ./output/feature-sets/MMS.txt
[2025-11-25T23:40:43.047746] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:40:43.047803] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:40:43.047853] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:40:43.047943] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:40:43.106797] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:40:43.107688] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:40:43.107786] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:40:43.107845] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:40:43.209714] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:40:43.209897] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:40:43.209944] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:40:43.209979] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:40:43.213559] [DEBUG] [FORECASTER] MMS: Forecast T+1@11:T+2@11: DOWN (p=14.40%)
[2025-11-25T23:40:43.213898] [INFO ] [FORECASTER] Completed predict_future for MMS
[2025-11-25T23:40:43.214053] [INFO ] [sig       ] MMS: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:40:43.360396] [INFO ] [LOCAL     ] Saved forecast: MMS	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/MMS.txt
[2025-11-25T23:40:43.360600] [INFO ] [sig       ] [2126/3639] Completed MMS in 0.3s | 3.04 sym/s | Total: 11.6m | ETA: 8.3m
[2025-11-25T23:40:43.360699] [INFO ] [sig       ] [2127/3639] Forecasting MMSI...
[2025-11-25T23:40:43.360755] [INFO ] [sig       ] Generating forecast for: MMSI
[2025-11-25T23:40:43.360798] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MMSI' from 'https://tdm.silogroup.org/data/derivative_storage/MMSI.csv'.
[2025-11-25T23:40:43.373257] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MMSI'.
[2025-11-25T23:40:43.373720] [INFO ] [FORECASTER] Starting predict_future for MMSI
[2025-11-25T23:40:43.374568] [DEBUG] [LOCAL     ] No optimal features file found for MMSI: ./output/feature-sets/MMSI.txt
[2025-11-25T23:40:43.374640] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:40:43.374704] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:40:43.374757] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:40:43.374850] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:40:43.433508] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:40:43.434393] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:40:43.434493] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:40:43.434554] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:40:43.534871] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:40:43.535028] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:40:43.535087] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:40:43.535126] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:40:43.538600] [DEBUG] [FORECASTER] MMSI: Forecast T+1@11:T+2@11: DOWN (p=13.56%)
[2025-11-25T23:40:43.538902] [INFO ] [FORECASTER] Completed predict_future for MMSI
[2025-11-25T23:40:43.539050] [INFO ] [sig       ] MMSI: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:40:43.680271] [INFO ] [LOCAL     ] Saved forecast: MMSI	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/MMSI.txt
[2025-11-25T23:40:43.680426] [INFO ] [sig       ] [2127/3639] Completed MMSI in 0.3s | 3.04 sym/s | Total: 11.7m | ETA: 8.3m
[2025-11-25T23:40:43.680480] [INFO ] [sig       ] [2128/3639] Forecasting MNDO...
[2025-11-25T23:40:43.680522] [INFO ] [sig       ] Generating forecast for: MNDO
[2025-11-25T23:40:43.680565] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MNDO' from 'https://tdm.silogroup.org/data/derivative_storage/MNDO.csv'.
[2025-11-25T23:40:43.692321] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MNDO'.
[2025-11-25T23:40:43.692699] [INFO ] [FORECASTER] Starting predict_future for MNDO
[2025-11-25T23:40:43.693495] [DEBUG] [LOCAL     ] No optimal features file found for MNDO: ./output/feature-sets/MNDO.txt
[2025-11-25T23:40:43.693563] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:40:43.693627] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:40:43.693690] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:40:43.693765] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:40:43.753311] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:40:43.754216] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:40:43.754321] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:40:43.754379] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:40:43.846740] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:40:43.846927] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:40:43.846973] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:40:43.847007] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:40:43.850587] [DEBUG] [FORECASTER] MNDO: Forecast T+1@11:T+2@11: DOWN (p=46.98%)
[2025-11-25T23:40:43.850988] [INFO ] [FORECASTER] Completed predict_future for MNDO
[2025-11-25T23:40:43.851157] [INFO ] [sig       ] MNDO: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:40:43.993585] [INFO ] [LOCAL     ] Saved forecast: MNDO	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/MNDO.txt
[2025-11-25T23:40:43.993757] [INFO ] [sig       ] [2128/3639] Completed MNDO in 0.3s | 3.04 sym/s | Total: 11.7m | ETA: 8.3m
[2025-11-25T23:40:43.993813] [INFO ] [sig       ] [2129/3639] Forecasting MNDY...
[2025-11-25T23:40:43.993858] [INFO ] [sig       ] Generating forecast for: MNDY
[2025-11-25T23:40:43.993969] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MNDY' from 'https://tdm.silogroup.org/data/derivative_storage/MNDY.csv'.
[2025-11-25T23:40:44.005174] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MNDY'.
[2025-11-25T23:40:44.005476] [INFO ] [FORECASTER] Starting predict_future for MNDY
[2025-11-25T23:40:44.006289] [DEBUG] [LOCAL     ] No optimal features file found for MNDY: ./output/feature-sets/MNDY.txt
[2025-11-25T23:40:44.006357] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:40:44.006404] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:40:44.006446] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:40:44.006572] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:40:44.066051] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:40:44.066740] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:40:44.066832] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:40:44.066890] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:40:44.171724] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:40:44.172118] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:40:44.172165] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:40:44.172199] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:40:44.175731] [DEBUG] [FORECASTER] MNDY: Forecast T+1@11:T+2@11: DOWN (p=32.87%)
[2025-11-25T23:40:44.176061] [INFO ] [FORECASTER] Completed predict_future for MNDY
[2025-11-25T23:40:44.176213] [INFO ] [sig       ] MNDY: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:40:44.318664] [INFO ] [LOCAL     ] Saved forecast: MNDY	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/MNDY.txt
[2025-11-25T23:40:44.318864] [INFO ] [sig       ] [2129/3639] Completed MNDY in 0.3s | 3.04 sym/s | Total: 11.7m | ETA: 8.3m
[2025-11-25T23:40:44.318934] [INFO ] [sig       ] [2130/3639] Forecasting MNKD...
[2025-11-25T23:40:44.318979] [INFO ] [sig       ] Generating forecast for: MNKD
[2025-11-25T23:40:44.319024] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MNKD' from 'https://tdm.silogroup.org/data/derivative_storage/MNKD.csv'.
[2025-11-25T23:40:44.330923] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MNKD'.
[2025-11-25T23:40:44.331258] [INFO ] [FORECASTER] Starting predict_future for MNKD
[2025-11-25T23:40:44.332118] [DEBUG] [LOCAL     ] No optimal features file found for MNKD: ./output/feature-sets/MNKD.txt
[2025-11-25T23:40:44.332189] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:40:44.332237] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:40:44.332278] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:40:44.332348] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:40:44.392688] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:40:44.393387] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:40:44.393488] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:40:44.393537] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:40:44.492737] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:40:44.492904] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:40:44.492950] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:40:44.492986] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:40:44.496473] [DEBUG] [FORECASTER] MNKD: Forecast T+1@11:T+2@11: DOWN (p=6.34%)
[2025-11-25T23:40:44.496853] [INFO ] [FORECASTER] Completed predict_future for MNKD
[2025-11-25T23:40:44.497024] [INFO ] [sig       ] MNKD: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:40:44.641722] [INFO ] [LOCAL     ] Saved forecast: MNKD	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/MNKD.txt
[2025-11-25T23:40:44.641874] [INFO ] [sig       ] [2130/3639] Completed MNKD in 0.3s | 3.04 sym/s | Total: 11.7m | ETA: 8.3m
[2025-11-25T23:40:44.641944] [INFO ] [sig       ] [2131/3639] Forecasting MNMD...
[2025-11-25T23:40:44.641999] [INFO ] [sig       ] Generating forecast for: MNMD
[2025-11-25T23:40:44.642044] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MNMD' from 'https://tdm.silogroup.org/data/derivative_storage/MNMD.csv'.
[2025-11-25T23:40:44.655971] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MNMD'.
[2025-11-25T23:40:44.656526] [INFO ] [FORECASTER] Starting predict_future for MNMD
[2025-11-25T23:40:44.657550] [DEBUG] [LOCAL     ] No optimal features file found for MNMD: ./output/feature-sets/MNMD.txt
[2025-11-25T23:40:44.657636] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:40:44.657708] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:40:44.657752] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:40:44.657822] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:40:44.729688] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:40:44.731147] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:40:44.731298] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:40:44.731376] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:40:44.831936] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:40:44.832181] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:40:44.832242] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:40:44.832290] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:40:44.836080] [DEBUG] [FORECASTER] MNMD: Forecast T+1@11:T+2@11: DOWN (p=48.35%)
[2025-11-25T23:40:44.836491] [INFO ] [FORECASTER] Completed predict_future for MNMD
[2025-11-25T23:40:44.836683] [INFO ] [sig       ] MNMD: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:40:44.981404] [INFO ] [LOCAL     ] Saved forecast: MNMD	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/MNMD.txt
[2025-11-25T23:40:44.981601] [INFO ] [sig       ] [2131/3639] Completed MNMD in 0.3s | 3.04 sym/s | Total: 11.7m | ETA: 8.3m
[2025-11-25T23:40:44.981692] [INFO ] [sig       ] [2132/3639] Forecasting MNRO...
[2025-11-25T23:40:44.981740] [INFO ] [sig       ] Generating forecast for: MNRO
[2025-11-25T23:40:44.981782] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MNRO' from 'https://tdm.silogroup.org/data/derivative_storage/MNRO.csv'.
[2025-11-25T23:40:44.994180] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MNRO'.
[2025-11-25T23:40:44.994599] [INFO ] [FORECASTER] Starting predict_future for MNRO
[2025-11-25T23:40:44.995430] [DEBUG] [LOCAL     ] No optimal features file found for MNRO: ./output/feature-sets/MNRO.txt
[2025-11-25T23:40:44.995499] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:40:44.995545] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:40:44.995592] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:40:44.995696] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:40:45.054390] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:40:45.055273] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:40:45.055390] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:40:45.055457] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:40:45.156534] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:40:45.156740] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:40:45.156793] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:40:45.156828] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:40:45.160216] [DEBUG] [FORECASTER] MNRO: Forecast T+1@11:T+2@11: DOWN (p=46.42%)
[2025-11-25T23:40:45.160499] [INFO ] [FORECASTER] Completed predict_future for MNRO
[2025-11-25T23:40:45.160678] [INFO ] [sig       ] MNRO: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:40:45.304705] [INFO ] [LOCAL     ] Saved forecast: MNRO	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/MNRO.txt
[2025-11-25T23:40:45.304861] [INFO ] [sig       ] [2132/3639] Completed MNRO in 0.3s | 3.04 sym/s | Total: 11.7m | ETA: 8.3m
[2025-11-25T23:40:45.304915] [INFO ] [sig       ] [2133/3639] Forecasting MNSO...
[2025-11-25T23:40:45.304955] [INFO ] [sig       ] Generating forecast for: MNSO
[2025-11-25T23:40:45.304995] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MNSO' from 'https://tdm.silogroup.org/data/derivative_storage/MNSO.csv'.
[2025-11-25T23:40:45.316763] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MNSO'.
[2025-11-25T23:40:45.317077] [INFO ] [FORECASTER] Starting predict_future for MNSO
[2025-11-25T23:40:45.317950] [DEBUG] [LOCAL     ] No optimal features file found for MNSO: ./output/feature-sets/MNSO.txt
[2025-11-25T23:40:45.318021] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:40:45.318067] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:40:45.318108] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:40:45.318178] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:40:45.377343] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:40:45.378073] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:40:45.378167] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:40:45.378213] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:40:45.476268] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:40:45.476435] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:40:45.476480] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:40:45.476514] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:40:45.479988] [DEBUG] [FORECASTER] MNSO: Forecast T+1@11:T+2@11: UP (p=99.62%)
[2025-11-25T23:40:45.480277] [INFO ] [FORECASTER] Completed predict_future for MNSO
[2025-11-25T23:40:45.480437] [INFO ] [sig       ] MNSO: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:40:45.622765] [INFO ] [LOCAL     ] Saved forecast: MNSO	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/MNSO.txt
[2025-11-25T23:40:45.622913] [INFO ] [sig       ] [2133/3639] Completed MNSO in 0.3s | 3.04 sym/s | Total: 11.7m | ETA: 8.3m
[2025-11-25T23:40:45.622966] [INFO ] [sig       ] [2134/3639] Forecasting MNTK...
[2025-11-25T23:40:45.623010] [INFO ] [sig       ] Generating forecast for: MNTK
[2025-11-25T23:40:45.623053] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MNTK' from 'https://tdm.silogroup.org/data/derivative_storage/MNTK.csv'.
[2025-11-25T23:40:45.634468] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MNTK'.
[2025-11-25T23:40:45.634874] [INFO ] [FORECASTER] Starting predict_future for MNTK
[2025-11-25T23:40:45.635729] [DEBUG] [LOCAL     ] No optimal features file found for MNTK: ./output/feature-sets/MNTK.txt
[2025-11-25T23:40:45.635807] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:40:45.635852] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:40:45.635893] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:40:45.635965] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:40:45.694146] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:40:45.695014] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:40:45.695116] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:40:45.695163] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:40:45.794662] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:40:45.794858] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:40:45.794905] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:40:45.794939] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:40:45.802004] [DEBUG] [FORECASTER] MNTK: Forecast T+1@11:T+2@11: UP (p=68.61%)
[2025-11-25T23:40:45.802419] [INFO ] [FORECASTER] Completed predict_future for MNTK
[2025-11-25T23:40:45.802591] [INFO ] [sig       ] MNTK: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:40:45.945539] [INFO ] [LOCAL     ] Saved forecast: MNTK	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/MNTK.txt
[2025-11-25T23:40:45.945729] [INFO ] [sig       ] [2134/3639] Completed MNTK in 0.3s | 3.04 sym/s | Total: 11.7m | ETA: 8.2m
[2025-11-25T23:40:45.945787] [INFO ] [sig       ] [2135/3639] Forecasting MNY...
[2025-11-25T23:40:45.945829] [INFO ] [sig       ] Generating forecast for: MNY
[2025-11-25T23:40:45.945871] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MNY' from 'https://tdm.silogroup.org/data/derivative_storage/MNY.csv'.
[2025-11-25T23:40:45.959284] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MNY'.
[2025-11-25T23:40:45.959752] [INFO ] [FORECASTER] Starting predict_future for MNY
[2025-11-25T23:40:45.960584] [DEBUG] [LOCAL     ] No optimal features file found for MNY: ./output/feature-sets/MNY.txt
[2025-11-25T23:40:45.960678] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:40:45.960727] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:40:45.960768] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:40:45.960836] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:40:46.018254] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:40:46.019009] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:40:46.019107] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:40:46.019154] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:40:46.112380] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:40:46.112532] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:40:46.112598] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:40:46.112634] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:40:46.116027] [DEBUG] [FORECASTER] MNY: Forecast T+1@11:T+2@11: DOWN (p=6.54%)
[2025-11-25T23:40:46.116314] [INFO ] [FORECASTER] Completed predict_future for MNY
[2025-11-25T23:40:46.116453] [INFO ] [sig       ] MNY: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:40:46.258000] [INFO ] [LOCAL     ] Saved forecast: MNY	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/MNY.txt
[2025-11-25T23:40:46.258147] [INFO ] [sig       ] [2135/3639] Completed MNY in 0.3s | 3.04 sym/s | Total: 11.7m | ETA: 8.2m
[2025-11-25T23:40:46.258202] [INFO ] [sig       ] [2136/3639] Forecasting MOB...
[2025-11-25T23:40:46.258245] [INFO ] [sig       ] Generating forecast for: MOB
[2025-11-25T23:40:46.258288] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MOB' from 'https://tdm.silogroup.org/data/derivative_storage/MOB.csv'.
[2025-11-25T23:40:46.270229] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MOB'.
[2025-11-25T23:40:46.270531] [INFO ] [FORECASTER] Starting predict_future for MOB
[2025-11-25T23:40:46.271351] [DEBUG] [LOCAL     ] No optimal features file found for MOB: ./output/feature-sets/MOB.txt
[2025-11-25T23:40:46.271421] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:40:46.271478] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:40:46.271529] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:40:46.271618] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:40:46.329565] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:40:46.330292] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:40:46.330388] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:40:46.330448] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:40:46.427514] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:40:46.427738] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:40:46.427792] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:40:46.427827] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:40:46.431327] [DEBUG] [FORECASTER] MOB: Forecast T+1@11:T+2@11: UP (p=62.81%)
[2025-11-25T23:40:46.431614] [INFO ] [FORECASTER] Completed predict_future for MOB
[2025-11-25T23:40:46.431779] [INFO ] [sig       ] MOB: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:40:46.573834] [INFO ] [LOCAL     ] Saved forecast: MOB	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/MOB.txt
[2025-11-25T23:40:46.573995] [INFO ] [sig       ] [2136/3639] Completed MOB in 0.3s | 3.04 sym/s | Total: 11.7m | ETA: 8.2m
[2025-11-25T23:40:46.574048] [INFO ] [sig       ] [2137/3639] Forecasting MOD...
[2025-11-25T23:40:46.574092] [INFO ] [sig       ] Generating forecast for: MOD
[2025-11-25T23:40:46.574190] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MOD' from 'https://tdm.silogroup.org/data/derivative_storage/MOD.csv'.
[2025-11-25T23:40:46.586310] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MOD'.
[2025-11-25T23:40:46.586684] [INFO ] [FORECASTER] Starting predict_future for MOD
[2025-11-25T23:40:46.587518] [DEBUG] [LOCAL     ] No optimal features file found for MOD: ./output/feature-sets/MOD.txt
[2025-11-25T23:40:46.587587] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:40:46.587633] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:40:46.587691] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:40:46.587760] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:40:46.644562] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:40:46.645213] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:40:46.645324] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:40:46.645372] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:40:46.730338] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:40:46.730527] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:40:46.730573] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:40:46.730608] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:40:46.733988] [DEBUG] [FORECASTER] MOD: Forecast T+1@11:T+2@11: DOWN (p=43.38%)
[2025-11-25T23:40:46.734283] [INFO ] [FORECASTER] Completed predict_future for MOD
[2025-11-25T23:40:46.734418] [INFO ] [sig       ] MOD: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:40:46.873396] [INFO ] [LOCAL     ] Saved forecast: MOD	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/MOD.txt
[2025-11-25T23:40:46.873548] [INFO ] [sig       ] [2137/3639] Completed MOD in 0.3s | 3.04 sym/s | Total: 11.7m | ETA: 8.2m
[2025-11-25T23:40:46.873601] [INFO ] [sig       ] [2138/3639] Forecasting MODG...
[2025-11-25T23:40:46.873661] [INFO ] [sig       ] Generating forecast for: MODG
[2025-11-25T23:40:46.873702] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MODG' from 'https://tdm.silogroup.org/data/derivative_storage/MODG.csv'.
[2025-11-25T23:40:46.884554] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MODG'.
[2025-11-25T23:40:46.884875] [INFO ] [FORECASTER] Starting predict_future for MODG
[2025-11-25T23:40:46.885674] [DEBUG] [LOCAL     ] No optimal features file found for MODG: ./output/feature-sets/MODG.txt
[2025-11-25T23:40:46.885741] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:40:46.885787] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:40:46.885827] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:40:46.885894] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:40:46.942232] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:40:46.942911] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:40:46.943011] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:40:46.943056] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:40:47.029582] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:40:47.029801] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:40:47.029852] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:40:47.029887] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:40:47.033271] [DEBUG] [FORECASTER] MODG: Forecast T+1@11:T+2@11: UP (p=86.12%)
[2025-11-25T23:40:47.033567] [INFO ] [FORECASTER] Completed predict_future for MODG
[2025-11-25T23:40:47.033741] [INFO ] [sig       ] MODG: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:40:47.174280] [INFO ] [LOCAL     ] Saved forecast: MODG	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/MODG.txt
[2025-11-25T23:40:47.174436] [INFO ] [sig       ] [2138/3639] Completed MODG in 0.3s | 3.04 sym/s | Total: 11.7m | ETA: 8.2m
[2025-11-25T23:40:47.174486] [INFO ] [sig       ] [2139/3639] Forecasting MODL...
[2025-11-25T23:40:47.174532] [INFO ] [sig       ] Generating forecast for: MODL
[2025-11-25T23:40:47.174576] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MODL' from 'https://tdm.silogroup.org/data/derivative_storage/MODL.csv'.
[2025-11-25T23:40:47.185802] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MODL'.
[2025-11-25T23:40:47.186102] [INFO ] [FORECASTER] Starting predict_future for MODL
[2025-11-25T23:40:47.186924] [DEBUG] [LOCAL     ] No optimal features file found for MODL: ./output/feature-sets/MODL.txt
[2025-11-25T23:40:47.186992] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:40:47.187055] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:40:47.187098] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:40:47.187168] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:40:47.243926] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:40:47.244565] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:40:47.244676] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:40:47.244726] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:40:47.343859] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:40:47.344011] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:40:47.344057] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:40:47.344091] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:40:47.347723] [DEBUG] [FORECASTER] MODL: Forecast T+1@11:T+2@11: DOWN (p=2.87%)
[2025-11-25T23:40:47.348025] [INFO ] [FORECASTER] Completed predict_future for MODL
[2025-11-25T23:40:47.348168] [INFO ] [sig       ] MODL: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:40:47.492246] [INFO ] [LOCAL     ] Saved forecast: MODL	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/MODL.txt
[2025-11-25T23:40:47.492407] [INFO ] [sig       ] [2139/3639] Completed MODL in 0.3s | 3.04 sym/s | Total: 11.7m | ETA: 8.2m
[2025-11-25T23:40:47.492466] [INFO ] [sig       ] [2140/3639] Forecasting MOFG...
[2025-11-25T23:40:47.492512] [INFO ] [sig       ] Generating forecast for: MOFG
[2025-11-25T23:40:47.492556] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MOFG' from 'https://tdm.silogroup.org/data/derivative_storage/MOFG.csv'.
[2025-11-25T23:40:47.506384] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MOFG'.
[2025-11-25T23:40:47.506953] [INFO ] [FORECASTER] Starting predict_future for MOFG
[2025-11-25T23:40:47.507941] [DEBUG] [LOCAL     ] No optimal features file found for MOFG: ./output/feature-sets/MOFG.txt
[2025-11-25T23:40:47.508013] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:40:47.508099] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:40:47.508149] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:40:47.508242] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:40:47.570754] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:40:47.571598] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:40:47.571731] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:40:47.571784] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:40:47.658493] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:40:47.658713] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:40:47.658779] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:40:47.658823] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:40:47.662374] [DEBUG] [FORECASTER] MOFG: Forecast T+1@11:T+2@11: UP (p=61.70%)
[2025-11-25T23:40:47.662724] [INFO ] [FORECASTER] Completed predict_future for MOFG
[2025-11-25T23:40:47.662901] [INFO ] [sig       ] MOFG: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:40:47.809918] [INFO ] [LOCAL     ] Saved forecast: MOFG	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/MOFG.txt
[2025-11-25T23:40:47.810124] [INFO ] [sig       ] [2140/3639] Completed MOFG in 0.3s | 3.04 sym/s | Total: 11.7m | ETA: 8.2m
[2025-11-25T23:40:47.810185] [INFO ] [sig       ] [2141/3639] Forecasting MOGO...
[2025-11-25T23:40:47.810262] [INFO ] [sig       ] Generating forecast for: MOGO
[2025-11-25T23:40:47.810315] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MOGO' from 'https://tdm.silogroup.org/data/derivative_storage/MOGO.csv'.
[2025-11-25T23:40:47.822080] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MOGO'.
[2025-11-25T23:40:47.822546] [INFO ] [FORECASTER] Starting predict_future for MOGO
[2025-11-25T23:40:47.823460] [DEBUG] [LOCAL     ] No optimal features file found for MOGO: ./output/feature-sets/MOGO.txt
[2025-11-25T23:40:47.823539] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:40:47.823599] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:40:47.823682] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:40:47.823789] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:40:47.883315] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:40:47.884270] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:40:47.884375] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:40:47.884423] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:40:47.981212] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:40:47.981436] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:40:47.981484] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:40:47.981528] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:40:47.985460] [DEBUG] [FORECASTER] MOGO: Forecast T+1@11:T+2@11: DOWN (p=8.41%)
[2025-11-25T23:40:47.985890] [INFO ] [FORECASTER] Completed predict_future for MOGO
[2025-11-25T23:40:47.986059] [INFO ] [sig       ] MOGO: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:40:48.137275] [INFO ] [LOCAL     ] Saved forecast: MOGO	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/MOGO.txt
[2025-11-25T23:40:48.137548] [INFO ] [sig       ] [2141/3639] Completed MOGO in 0.3s | 3.04 sym/s | Total: 11.7m | ETA: 8.2m
[2025-11-25T23:40:48.137615] [INFO ] [sig       ] [2142/3639] Forecasting MOH...
[2025-11-25T23:40:48.137763] [INFO ] [sig       ] Generating forecast for: MOH
[2025-11-25T23:40:48.137816] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MOH' from 'https://tdm.silogroup.org/data/derivative_storage/MOH.csv'.
[2025-11-25T23:40:48.150160] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MOH'.
[2025-11-25T23:40:48.150626] [INFO ] [FORECASTER] Starting predict_future for MOH
[2025-11-25T23:40:48.151523] [DEBUG] [LOCAL     ] No optimal features file found for MOH: ./output/feature-sets/MOH.txt
[2025-11-25T23:40:48.151596] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:40:48.151676] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:40:48.151732] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:40:48.151819] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:40:48.212838] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:40:48.213917] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:40:48.214026] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:40:48.214088] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:40:48.314498] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:40:48.314744] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:40:48.314830] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:40:48.314878] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:40:48.318509] [DEBUG] [FORECASTER] MOH: Forecast T+1@11:T+2@11: DOWN (p=8.51%)
[2025-11-25T23:40:48.319005] [INFO ] [FORECASTER] Completed predict_future for MOH
[2025-11-25T23:40:48.319233] [INFO ] [sig       ] MOH: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:40:48.471014] [INFO ] [LOCAL     ] Saved forecast: MOH	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/MOH.txt
[2025-11-25T23:40:48.471212] [INFO ] [sig       ] [2142/3639] Completed MOH in 0.3s | 3.04 sym/s | Total: 11.7m | ETA: 8.2m
[2025-11-25T23:40:48.471269] [INFO ] [sig       ] [2143/3639] Forecasting MOMO...
[2025-11-25T23:40:48.471409] [INFO ] [sig       ] Generating forecast for: MOMO
[2025-11-25T23:40:48.471503] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MOMO' from 'https://tdm.silogroup.org/data/derivative_storage/MOMO.csv'.
[2025-11-25T23:40:48.484007] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MOMO'.
[2025-11-25T23:40:48.484446] [INFO ] [FORECASTER] Starting predict_future for MOMO
[2025-11-25T23:40:48.485318] [DEBUG] [LOCAL     ] No optimal features file found for MOMO: ./output/feature-sets/MOMO.txt
[2025-11-25T23:40:48.485389] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:40:48.485448] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:40:48.485499] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:40:48.485581] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:40:48.546703] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:40:48.547635] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:40:48.547773] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:40:48.547839] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:40:48.648954] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:40:48.649144] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:40:48.649191] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:40:48.649226] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:40:48.652602] [DEBUG] [FORECASTER] MOMO: Forecast T+1@11:T+2@11: UP (p=54.74%)
[2025-11-25T23:40:48.652936] [INFO ] [FORECASTER] Completed predict_future for MOMO
[2025-11-25T23:40:48.653088] [INFO ] [sig       ] MOMO: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:40:48.797520] [INFO ] [LOCAL     ] Saved forecast: MOMO	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/MOMO.txt
[2025-11-25T23:40:48.797707] [INFO ] [sig       ] [2143/3639] Completed MOMO in 0.3s | 3.04 sym/s | Total: 11.7m | ETA: 8.2m
[2025-11-25T23:40:48.797765] [INFO ] [sig       ] [2144/3639] Forecasting MORN...
[2025-11-25T23:40:48.797870] [INFO ] [sig       ] Generating forecast for: MORN
[2025-11-25T23:40:48.797918] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MORN' from 'https://tdm.silogroup.org/data/derivative_storage/MORN.csv'.
[2025-11-25T23:40:48.808911] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MORN'.
[2025-11-25T23:40:48.809336] [INFO ] [FORECASTER] Starting predict_future for MORN
[2025-11-25T23:40:48.810193] [DEBUG] [LOCAL     ] No optimal features file found for MORN: ./output/feature-sets/MORN.txt
[2025-11-25T23:40:48.810262] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:40:48.810307] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:40:48.810353] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:40:48.810422] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:40:48.867231] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:40:48.868170] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:40:48.868278] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:40:48.868326] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:40:48.968740] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:40:48.968973] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:40:48.969021] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:40:48.969056] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:40:48.972672] [DEBUG] [FORECASTER] MORN: Forecast T+1@11:T+2@11: DOWN (p=37.64%)
[2025-11-25T23:40:48.973008] [INFO ] [FORECASTER] Completed predict_future for MORN
[2025-11-25T23:40:48.973164] [INFO ] [sig       ] MORN: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:40:49.116926] [INFO ] [LOCAL     ] Saved forecast: MORN	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/MORN.txt
[2025-11-25T23:40:49.117108] [INFO ] [sig       ] [2144/3639] Completed MORN in 0.3s | 3.04 sym/s | Total: 11.7m | ETA: 8.2m
[2025-11-25T23:40:49.117164] [INFO ] [sig       ] [2145/3639] Forecasting MOS...
[2025-11-25T23:40:49.117209] [INFO ] [sig       ] Generating forecast for: MOS
[2025-11-25T23:40:49.117289] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MOS' from 'https://tdm.silogroup.org/data/derivative_storage/MOS.csv'.
[2025-11-25T23:40:49.129875] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MOS'.
[2025-11-25T23:40:49.130260] [INFO ] [FORECASTER] Starting predict_future for MOS
[2025-11-25T23:40:49.131100] [DEBUG] [LOCAL     ] No optimal features file found for MOS: ./output/feature-sets/MOS.txt
[2025-11-25T23:40:49.131170] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:40:49.131235] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:40:49.131279] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:40:49.131346] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:40:49.190501] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:40:49.191283] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:40:49.191380] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:40:49.191425] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:40:49.284393] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:40:49.284535] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:40:49.284582] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:40:49.284618] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:40:49.289777] [DEBUG] [FORECASTER] MOS: Forecast T+1@11:T+2@11: DOWN (p=28.33%)
[2025-11-25T23:40:49.290106] [INFO ] [FORECASTER] Completed predict_future for MOS
[2025-11-25T23:40:49.290254] [INFO ] [sig       ] MOS: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:40:49.435199] [INFO ] [LOCAL     ] Saved forecast: MOS	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/MOS.txt
[2025-11-25T23:40:49.435363] [INFO ] [sig       ] [2145/3639] Completed MOS in 0.3s | 3.04 sym/s | Total: 11.8m | ETA: 8.2m
[2025-11-25T23:40:49.435454] [INFO ] [sig       ] [2146/3639] Forecasting MP...
[2025-11-25T23:40:49.435507] [INFO ] [sig       ] Generating forecast for: MP
[2025-11-25T23:40:49.435562] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MP' from 'https://tdm.silogroup.org/data/derivative_storage/MP.csv'.
[2025-11-25T23:40:49.449197] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MP'.
[2025-11-25T23:40:49.449752] [INFO ] [FORECASTER] Starting predict_future for MP
[2025-11-25T23:40:49.450623] [DEBUG] [LOCAL     ] No optimal features file found for MP: ./output/feature-sets/MP.txt
[2025-11-25T23:40:49.450712] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:40:49.450760] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:40:49.450817] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:40:49.450887] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:40:49.511710] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:40:49.512806] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:40:49.512942] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:40:49.513004] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:40:49.611757] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:40:49.611974] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:40:49.612021] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:40:49.612080] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:40:49.615595] [DEBUG] [FORECASTER] MP: Forecast T+1@11:T+2@11: UP (p=55.65%)
[2025-11-25T23:40:49.615970] [INFO ] [FORECASTER] Completed predict_future for MP
[2025-11-25T23:40:49.616142] [INFO ] [sig       ] MP: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:40:49.761219] [INFO ] [LOCAL     ] Saved forecast: MP	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/MP.txt
[2025-11-25T23:40:49.761393] [INFO ] [sig       ] [2146/3639] Completed MP in 0.3s | 3.04 sym/s | Total: 11.8m | ETA: 8.2m
[2025-11-25T23:40:49.761463] [INFO ] [sig       ] [2147/3639] Forecasting MPA...
[2025-11-25T23:40:49.761516] [INFO ] [sig       ] Generating forecast for: MPA
[2025-11-25T23:40:49.761570] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MPA' from 'https://tdm.silogroup.org/data/derivative_storage/MPA.csv'.
[2025-11-25T23:40:49.773364] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MPA'.
[2025-11-25T23:40:49.773793] [INFO ] [FORECASTER] Starting predict_future for MPA
[2025-11-25T23:40:49.774631] [DEBUG] [LOCAL     ] No optimal features file found for MPA: ./output/feature-sets/MPA.txt
[2025-11-25T23:40:49.774723] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:40:49.774791] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:40:49.774845] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:40:49.774934] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:40:49.833131] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:40:49.834085] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:40:49.834199] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:40:49.834249] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:40:49.923697] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:40:49.923918] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:40:49.923966] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:40:49.924002] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:40:49.927796] [DEBUG] [FORECASTER] MPA: Forecast T+1@11:T+2@11: UP (p=63.01%)
[2025-11-25T23:40:49.928139] [INFO ] [FORECASTER] Completed predict_future for MPA
[2025-11-25T23:40:49.928312] [INFO ] [sig       ] MPA: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:40:50.072167] [INFO ] [LOCAL     ] Saved forecast: MPA	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/MPA.txt
[2025-11-25T23:40:50.072344] [INFO ] [sig       ] [2147/3639] Completed MPA in 0.3s | 3.04 sym/s | Total: 11.8m | ETA: 8.2m
[2025-11-25T23:40:50.072404] [INFO ] [sig       ] [2148/3639] Forecasting MPAA...
[2025-11-25T23:40:50.072446] [INFO ] [sig       ] Generating forecast for: MPAA
[2025-11-25T23:40:50.072490] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MPAA' from 'https://tdm.silogroup.org/data/derivative_storage/MPAA.csv'.
[2025-11-25T23:40:50.088397] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MPAA'.
[2025-11-25T23:40:50.088940] [INFO ] [FORECASTER] Starting predict_future for MPAA
[2025-11-25T23:40:50.090096] [DEBUG] [LOCAL     ] No optimal features file found for MPAA: ./output/feature-sets/MPAA.txt
[2025-11-25T23:40:50.090183] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:40:50.090244] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:40:50.090299] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:40:50.090399] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:40:50.155368] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:40:50.156298] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:40:50.156402] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:40:50.156450] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:40:50.276265] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:40:50.276454] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:40:50.276502] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:40:50.276537] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:40:50.280138] [DEBUG] [FORECASTER] MPAA: Forecast T+1@11:T+2@11: UP (p=96.55%)
[2025-11-25T23:40:50.280432] [INFO ] [FORECASTER] Completed predict_future for MPAA
[2025-11-25T23:40:50.280579] [INFO ] [sig       ] MPAA: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:40:50.422431] [INFO ] [LOCAL     ] Saved forecast: MPAA	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/MPAA.txt
[2025-11-25T23:40:50.422594] [INFO ] [sig       ] [2148/3639] Completed MPAA in 0.4s | 3.04 sym/s | Total: 11.8m | ETA: 8.2m
[2025-11-25T23:40:50.422667] [INFO ] [sig       ] [2149/3639] Forecasting MPB...
[2025-11-25T23:40:50.422719] [INFO ] [sig       ] Generating forecast for: MPB
[2025-11-25T23:40:50.422770] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MPB' from 'https://tdm.silogroup.org/data/derivative_storage/MPB.csv'.
[2025-11-25T23:40:50.433971] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MPB'.
[2025-11-25T23:40:50.434293] [INFO ] [FORECASTER] Starting predict_future for MPB
[2025-11-25T23:40:50.435132] [DEBUG] [LOCAL     ] No optimal features file found for MPB: ./output/feature-sets/MPB.txt
[2025-11-25T23:40:50.435201] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:40:50.435247] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:40:50.435287] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:40:50.435355] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:40:50.492745] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:40:50.493631] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:40:50.493754] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:40:50.493805] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:40:50.599228] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:40:50.599433] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:40:50.599479] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:40:50.599514] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:40:50.603015] [DEBUG] [FORECASTER] MPB: Forecast T+1@11:T+2@11: UP (p=63.04%)
[2025-11-25T23:40:50.603320] [INFO ] [FORECASTER] Completed predict_future for MPB
[2025-11-25T23:40:50.603468] [INFO ] [sig       ] MPB: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:40:50.745355] [INFO ] [LOCAL     ] Saved forecast: MPB	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/MPB.txt
[2025-11-25T23:40:50.745541] [INFO ] [sig       ] [2149/3639] Completed MPB in 0.3s | 3.04 sym/s | Total: 11.8m | ETA: 8.2m
[2025-11-25T23:40:50.745596] [INFO ] [sig       ] [2150/3639] Forecasting MPC...
[2025-11-25T23:40:50.745661] [INFO ] [sig       ] Generating forecast for: MPC
[2025-11-25T23:40:50.745710] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MPC' from 'https://tdm.silogroup.org/data/derivative_storage/MPC.csv'.
[2025-11-25T23:40:50.758563] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MPC'.
[2025-11-25T23:40:50.759022] [INFO ] [FORECASTER] Starting predict_future for MPC
[2025-11-25T23:40:50.759860] [DEBUG] [LOCAL     ] No optimal features file found for MPC: ./output/feature-sets/MPC.txt
[2025-11-25T23:40:50.759931] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:40:50.759987] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:40:50.760033] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:40:50.760119] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:40:50.822341] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:40:50.823357] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:40:50.823462] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:40:50.823510] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:40:50.917304] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:40:50.917494] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:40:50.917544] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:40:50.917580] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:40:50.921666] [DEBUG] [FORECASTER] MPC: Forecast T+1@11:T+2@11: UP (p=58.67%)
[2025-11-25T23:40:50.922165] [INFO ] [FORECASTER] Completed predict_future for MPC
[2025-11-25T23:40:50.922303] [INFO ] [sig       ] MPC: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:40:51.069252] [INFO ] [LOCAL     ] Saved forecast: MPC	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/MPC.txt
[2025-11-25T23:40:51.069405] [INFO ] [sig       ] [2150/3639] Completed MPC in 0.3s | 3.04 sym/s | Total: 11.8m | ETA: 8.2m
[2025-11-25T23:40:51.069459] [INFO ] [sig       ] [2151/3639] Forecasting MPX...
[2025-11-25T23:40:51.069503] [INFO ] [sig       ] Generating forecast for: MPX
[2025-11-25T23:40:51.069543] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MPX' from 'https://tdm.silogroup.org/data/derivative_storage/MPX.csv'.
[2025-11-25T23:40:51.080778] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MPX'.
[2025-11-25T23:40:51.081152] [INFO ] [FORECASTER] Starting predict_future for MPX
[2025-11-25T23:40:51.082014] [DEBUG] [LOCAL     ] No optimal features file found for MPX: ./output/feature-sets/MPX.txt
[2025-11-25T23:40:51.082095] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:40:51.082157] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:40:51.082201] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:40:51.082290] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:40:51.141161] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:40:51.141902] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:40:51.142009] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:40:51.142065] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:40:51.228159] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:40:51.228356] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:40:51.228404] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:40:51.228439] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:40:51.231946] [DEBUG] [FORECASTER] MPX: Forecast T+1@11:T+2@11: DOWN (p=1.96%)
[2025-11-25T23:40:51.232282] [INFO ] [FORECASTER] Completed predict_future for MPX
[2025-11-25T23:40:51.232443] [INFO ] [sig       ] MPX: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:40:51.373040] [INFO ] [LOCAL     ] Saved forecast: MPX	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/MPX.txt
[2025-11-25T23:40:51.373218] [INFO ] [sig       ] [2151/3639] Completed MPX in 0.3s | 3.04 sym/s | Total: 11.8m | ETA: 8.2m
[2025-11-25T23:40:51.373274] [INFO ] [sig       ] [2152/3639] Forecasting MQ...
[2025-11-25T23:40:51.373316] [INFO ] [sig       ] Generating forecast for: MQ
[2025-11-25T23:40:51.373359] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MQ' from 'https://tdm.silogroup.org/data/derivative_storage/MQ.csv'.
[2025-11-25T23:40:51.384551] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MQ'.
[2025-11-25T23:40:51.384907] [INFO ] [FORECASTER] Starting predict_future for MQ
[2025-11-25T23:40:51.385739] [DEBUG] [LOCAL     ] No optimal features file found for MQ: ./output/feature-sets/MQ.txt
[2025-11-25T23:40:51.385846] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:40:51.385892] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:40:51.385933] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:40:51.385999] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:40:51.443758] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:40:51.444498] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:40:51.444593] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:40:51.444639] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:40:51.541523] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:40:51.541785] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:40:51.541852] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:40:51.541890] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:40:51.545439] [DEBUG] [FORECASTER] MQ: Forecast T+1@11:T+2@11: DOWN (p=3.43%)
[2025-11-25T23:40:51.545773] [INFO ] [FORECASTER] Completed predict_future for MQ
[2025-11-25T23:40:51.545934] [INFO ] [sig       ] MQ: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:40:51.690983] [INFO ] [LOCAL     ] Saved forecast: MQ	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/MQ.txt
[2025-11-25T23:40:51.691178] [INFO ] [sig       ] [2152/3639] Completed MQ in 0.3s | 3.04 sym/s | Total: 11.8m | ETA: 8.1m
[2025-11-25T23:40:51.691234] [INFO ] [sig       ] [2153/3639] Forecasting MQY...
[2025-11-25T23:40:51.691280] [INFO ] [sig       ] Generating forecast for: MQY
[2025-11-25T23:40:51.691324] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MQY' from 'https://tdm.silogroup.org/data/derivative_storage/MQY.csv'.
[2025-11-25T23:40:51.702977] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MQY'.
[2025-11-25T23:40:51.703364] [INFO ] [FORECASTER] Starting predict_future for MQY
[2025-11-25T23:40:51.704202] [DEBUG] [LOCAL     ] No optimal features file found for MQY: ./output/feature-sets/MQY.txt
[2025-11-25T23:40:51.704273] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:40:51.704320] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:40:51.704361] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:40:51.704430] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:40:51.762982] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:40:51.763918] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:40:51.764021] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:40:51.764070] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:40:51.861214] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:40:51.861412] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:40:51.861457] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:40:51.861492] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:40:51.864921] [DEBUG] [FORECASTER] MQY: Forecast T+1@11:T+2@11: DOWN (p=2.21%)
[2025-11-25T23:40:51.865264] [INFO ] [FORECASTER] Completed predict_future for MQY
[2025-11-25T23:40:51.865410] [INFO ] [sig       ] MQY: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:40:52.009768] [INFO ] [LOCAL     ] Saved forecast: MQY	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/MQY.txt
[2025-11-25T23:40:52.009937] [INFO ] [sig       ] [2153/3639] Completed MQY in 0.3s | 3.04 sym/s | Total: 11.8m | ETA: 8.1m
[2025-11-25T23:40:52.009994] [INFO ] [sig       ] [2154/3639] Forecasting MRAM...
[2025-11-25T23:40:52.010038] [INFO ] [sig       ] Generating forecast for: MRAM
[2025-11-25T23:40:52.010082] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MRAM' from 'https://tdm.silogroup.org/data/derivative_storage/MRAM.csv'.
[2025-11-25T23:40:52.021279] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MRAM'.
[2025-11-25T23:40:52.021609] [INFO ] [FORECASTER] Starting predict_future for MRAM
[2025-11-25T23:40:52.022437] [DEBUG] [LOCAL     ] No optimal features file found for MRAM: ./output/feature-sets/MRAM.txt
[2025-11-25T23:40:52.022508] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:40:52.022554] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:40:52.022595] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:40:52.022685] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:40:52.080597] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:40:52.081259] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:40:52.081354] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:40:52.081400] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:40:52.180167] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:40:52.180315] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:40:52.180360] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:40:52.180395] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:40:52.183716] [DEBUG] [FORECASTER] MRAM: Forecast T+1@11:T+2@11: DOWN (p=21.24%)
[2025-11-25T23:40:52.184006] [INFO ] [FORECASTER] Completed predict_future for MRAM
[2025-11-25T23:40:52.184145] [INFO ] [sig       ] MRAM: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:40:52.327932] [INFO ] [LOCAL     ] Saved forecast: MRAM	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/MRAM.txt
[2025-11-25T23:40:52.328103] [INFO ] [sig       ] [2154/3639] Completed MRAM in 0.3s | 3.04 sym/s | Total: 11.8m | ETA: 8.1m
[2025-11-25T23:40:52.328160] [INFO ] [sig       ] [2155/3639] Forecasting MRBK...
[2025-11-25T23:40:52.328204] [INFO ] [sig       ] Generating forecast for: MRBK
[2025-11-25T23:40:52.328265] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MRBK' from 'https://tdm.silogroup.org/data/derivative_storage/MRBK.csv'.
[2025-11-25T23:40:52.339843] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MRBK'.
[2025-11-25T23:40:52.340158] [INFO ] [FORECASTER] Starting predict_future for MRBK
[2025-11-25T23:40:52.340981] [DEBUG] [LOCAL     ] No optimal features file found for MRBK: ./output/feature-sets/MRBK.txt
[2025-11-25T23:40:52.341051] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:40:52.341097] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:40:52.341138] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:40:52.341206] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:40:52.399450] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:40:52.400178] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:40:52.400292] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:40:52.400340] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:40:52.495331] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:40:52.495511] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:40:52.495556] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:40:52.495592] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:40:52.498987] [DEBUG] [FORECASTER] MRBK: Forecast T+1@11:T+2@11: UP (p=54.31%)
[2025-11-25T23:40:52.499279] [INFO ] [FORECASTER] Completed predict_future for MRBK
[2025-11-25T23:40:52.499447] [INFO ] [sig       ] MRBK: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:40:52.641588] [INFO ] [LOCAL     ] Saved forecast: MRBK	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/MRBK.txt
[2025-11-25T23:40:52.641759] [INFO ] [sig       ] [2155/3639] Completed MRBK in 0.3s | 3.04 sym/s | Total: 11.8m | ETA: 8.1m
[2025-11-25T23:40:52.641827] [INFO ] [sig       ] [2156/3639] Forecasting MRCC...
[2025-11-25T23:40:52.641875] [INFO ] [sig       ] Generating forecast for: MRCC
[2025-11-25T23:40:52.641919] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MRCC' from 'https://tdm.silogroup.org/data/derivative_storage/MRCC.csv'.
[2025-11-25T23:40:52.653978] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MRCC'.
[2025-11-25T23:40:52.654316] [INFO ] [FORECASTER] Starting predict_future for MRCC
[2025-11-25T23:40:52.655198] [DEBUG] [LOCAL     ] No optimal features file found for MRCC: ./output/feature-sets/MRCC.txt
[2025-11-25T23:40:52.655270] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:40:52.655318] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:40:52.655358] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:40:52.655432] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:40:52.713684] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:40:52.714325] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:40:52.714422] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:40:52.714469] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:40:52.810998] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:40:52.811139] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:40:52.811184] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:40:52.811218] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:40:52.814557] [DEBUG] [FORECASTER] MRCC: Forecast T+1@11:T+2@11: DOWN (p=34.91%)
[2025-11-25T23:40:52.814882] [INFO ] [FORECASTER] Completed predict_future for MRCC
[2025-11-25T23:40:52.815033] [INFO ] [sig       ] MRCC: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:40:52.955751] [INFO ] [LOCAL     ] Saved forecast: MRCC	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/MRCC.txt
[2025-11-25T23:40:52.955917] [INFO ] [sig       ] [2156/3639] Completed MRCC in 0.3s | 3.04 sym/s | Total: 11.8m | ETA: 8.1m
[2025-11-25T23:40:52.955973] [INFO ] [sig       ] [2157/3639] Forecasting MRCY...
[2025-11-25T23:40:52.956018] [INFO ] [sig       ] Generating forecast for: MRCY
[2025-11-25T23:40:52.956061] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MRCY' from 'https://tdm.silogroup.org/data/derivative_storage/MRCY.csv'.
[2025-11-25T23:40:52.967079] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MRCY'.
[2025-11-25T23:40:52.967453] [INFO ] [FORECASTER] Starting predict_future for MRCY
[2025-11-25T23:40:52.968295] [DEBUG] [LOCAL     ] No optimal features file found for MRCY: ./output/feature-sets/MRCY.txt
[2025-11-25T23:40:52.968367] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:40:52.968414] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:40:52.968457] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:40:52.968531] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:40:53.030595] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:40:53.031563] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:40:53.031696] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:40:53.031750] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:40:53.126535] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:40:53.126717] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:40:53.126784] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:40:53.126831] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:40:53.130247] [DEBUG] [FORECASTER] MRCY: Forecast T+1@11:T+2@11: DOWN (p=2.31%)
[2025-11-25T23:40:53.130634] [INFO ] [FORECASTER] Completed predict_future for MRCY
[2025-11-25T23:40:53.130942] [INFO ] [sig       ] MRCY: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:40:53.272314] [INFO ] [LOCAL     ] Saved forecast: MRCY	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/MRCY.txt
[2025-11-25T23:40:53.272463] [INFO ] [sig       ] [2157/3639] Completed MRCY in 0.3s | 3.04 sym/s | Total: 11.8m | ETA: 8.1m
[2025-11-25T23:40:53.272517] [INFO ] [sig       ] [2158/3639] Forecasting MREO...
[2025-11-25T23:40:53.272606] [INFO ] [sig       ] Generating forecast for: MREO
[2025-11-25T23:40:53.272671] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MREO' from 'https://tdm.silogroup.org/data/derivative_storage/MREO.csv'.
[2025-11-25T23:40:53.283614] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MREO'.
[2025-11-25T23:40:53.283973] [INFO ] [FORECASTER] Starting predict_future for MREO
[2025-11-25T23:40:53.284815] [DEBUG] [LOCAL     ] No optimal features file found for MREO: ./output/feature-sets/MREO.txt
[2025-11-25T23:40:53.284888] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:40:53.284934] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:40:53.284974] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:40:53.285044] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:40:53.342817] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:40:53.343439] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:40:53.343534] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:40:53.343582] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:40:53.443940] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:40:53.444081] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:40:53.444129] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:40:53.444165] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:40:53.447553] [DEBUG] [FORECASTER] MREO: Forecast T+1@11:T+2@11: UP (p=98.08%)
[2025-11-25T23:40:53.447878] [INFO ] [FORECASTER] Completed predict_future for MREO
[2025-11-25T23:40:53.448033] [INFO ] [sig       ] MREO: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:40:53.590331] [INFO ] [LOCAL     ] Saved forecast: MREO	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/MREO.txt
[2025-11-25T23:40:53.590477] [INFO ] [sig       ] [2158/3639] Completed MREO in 0.3s | 3.04 sym/s | Total: 11.8m | ETA: 8.1m
[2025-11-25T23:40:53.590533] [INFO ] [sig       ] [2159/3639] Forecasting MRK...
[2025-11-25T23:40:53.590578] [INFO ] [sig       ] Generating forecast for: MRK
[2025-11-25T23:40:53.590620] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MRK' from 'https://tdm.silogroup.org/data/derivative_storage/MRK.csv'.
[2025-11-25T23:40:53.602972] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MRK'.
[2025-11-25T23:40:53.603356] [INFO ] [FORECASTER] Starting predict_future for MRK
[2025-11-25T23:40:53.604308] [DEBUG] [LOCAL     ] No optimal features file found for MRK: ./output/feature-sets/MRK.txt
[2025-11-25T23:40:53.604381] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:40:53.604440] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:40:53.604492] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:40:53.604581] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:40:53.664521] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:40:53.665532] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:40:53.665669] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:40:53.665722] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:40:53.775918] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:40:53.776160] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:40:53.776247] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:40:53.776293] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:40:53.781241] [DEBUG] [FORECASTER] MRK: Forecast T+1@11:T+2@11: UP (p=58.21%)
[2025-11-25T23:40:53.781710] [INFO ] [FORECASTER] Completed predict_future for MRK
[2025-11-25T23:40:53.781918] [INFO ] [sig       ] MRK: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:40:53.941086] [INFO ] [LOCAL     ] Saved forecast: MRK	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/MRK.txt
[2025-11-25T23:40:53.941247] [INFO ] [sig       ] [2159/3639] Completed MRK in 0.4s | 3.04 sym/s | Total: 11.8m | ETA: 8.1m
[2025-11-25T23:40:53.941307] [INFO ] [sig       ] [2160/3639] Forecasting MRM...
[2025-11-25T23:40:53.941352] [INFO ] [sig       ] Generating forecast for: MRM
[2025-11-25T23:40:53.941393] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MRM' from 'https://tdm.silogroup.org/data/derivative_storage/MRM.csv'.
[2025-11-25T23:40:53.953221] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MRM'.
[2025-11-25T23:40:53.953577] [INFO ] [FORECASTER] Starting predict_future for MRM
[2025-11-25T23:40:53.954419] [DEBUG] [LOCAL     ] No optimal features file found for MRM: ./output/feature-sets/MRM.txt
[2025-11-25T23:40:53.954488] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:40:53.954542] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:40:53.954591] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:40:53.954691] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:40:54.013511] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:40:54.014445] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:40:54.014557] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:40:54.014609] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:40:54.111584] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:40:54.111821] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:40:54.111884] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:40:54.111928] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:40:54.115553] [DEBUG] [FORECASTER] MRM: Forecast T+1@11:T+2@11: UP (p=66.86%)
[2025-11-25T23:40:54.115913] [INFO ] [FORECASTER] Completed predict_future for MRM
[2025-11-25T23:40:54.116072] [INFO ] [sig       ] MRM: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:40:54.264110] [INFO ] [LOCAL     ] Saved forecast: MRM	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/MRM.txt
[2025-11-25T23:40:54.264290] [INFO ] [sig       ] [2160/3639] Completed MRM in 0.3s | 3.04 sym/s | Total: 11.8m | ETA: 8.1m
[2025-11-25T23:40:54.264345] [INFO ] [sig       ] [2161/3639] Forecasting MRNA...
[2025-11-25T23:40:54.264391] [INFO ] [sig       ] Generating forecast for: MRNA
[2025-11-25T23:40:54.264435] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MRNA' from 'https://tdm.silogroup.org/data/derivative_storage/MRNA.csv'.
[2025-11-25T23:40:54.277965] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MRNA'.
[2025-11-25T23:40:54.278372] [INFO ] [FORECASTER] Starting predict_future for MRNA
[2025-11-25T23:40:54.279475] [DEBUG] [LOCAL     ] No optimal features file found for MRNA: ./output/feature-sets/MRNA.txt
[2025-11-25T23:40:54.279559] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:40:54.279625] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:40:54.279709] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:40:54.279862] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:40:54.348485] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:40:54.349416] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:40:54.349518] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:40:54.349569] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:40:54.459407] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:40:54.459569] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:40:54.459622] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:40:54.459680] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:40:54.463412] [DEBUG] [FORECASTER] MRNA: Forecast T+1@11:T+2@11: UP (p=57.63%)
[2025-11-25T23:40:54.463759] [INFO ] [FORECASTER] Completed predict_future for MRNA
[2025-11-25T23:40:54.463929] [INFO ] [sig       ] MRNA: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:40:54.611183] [INFO ] [LOCAL     ] Saved forecast: MRNA	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/MRNA.txt
[2025-11-25T23:40:54.611324] [INFO ] [sig       ] [2161/3639] Completed MRNA in 0.3s | 3.04 sym/s | Total: 11.8m | ETA: 8.1m
[2025-11-25T23:40:54.611387] [INFO ] [sig       ] [2162/3639] Forecasting MRSN...
[2025-11-25T23:40:54.611436] [INFO ] [sig       ] Generating forecast for: MRSN
[2025-11-25T23:40:54.611488] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MRSN' from 'https://tdm.silogroup.org/data/derivative_storage/MRSN.csv'.
[2025-11-25T23:40:54.622730] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MRSN'.
[2025-11-25T23:40:54.623039] [INFO ] [FORECASTER] Starting predict_future for MRSN
[2025-11-25T23:40:54.623880] [DEBUG] [LOCAL     ] No optimal features file found for MRSN: ./output/feature-sets/MRSN.txt
[2025-11-25T23:40:54.623948] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:40:54.624001] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:40:54.624049] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:40:54.624131] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:40:54.681875] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:40:54.682515] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:40:54.682611] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:40:54.682688] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:40:54.779671] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:40:54.779828] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:40:54.779872] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:40:54.779906] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:40:54.783377] [DEBUG] [FORECASTER] MRSN: Forecast T+1@11:T+2@11: DOWN (p=6.47%)
[2025-11-25T23:40:54.783683] [INFO ] [FORECASTER] Completed predict_future for MRSN
[2025-11-25T23:40:54.783825] [INFO ] [sig       ] MRSN: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:40:54.924892] [INFO ] [LOCAL     ] Saved forecast: MRSN	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/MRSN.txt
[2025-11-25T23:40:54.925058] [INFO ] [sig       ] [2162/3639] Completed MRSN in 0.3s | 3.04 sym/s | Total: 11.8m | ETA: 8.1m
[2025-11-25T23:40:54.925113] [INFO ] [sig       ] [2163/3639] Forecasting MRTN...
[2025-11-25T23:40:54.925194] [INFO ] [sig       ] Generating forecast for: MRTN
[2025-11-25T23:40:54.925243] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MRTN' from 'https://tdm.silogroup.org/data/derivative_storage/MRTN.csv'.
[2025-11-25T23:40:54.938283] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MRTN'.
[2025-11-25T23:40:54.938663] [INFO ] [FORECASTER] Starting predict_future for MRTN
[2025-11-25T23:40:54.939485] [DEBUG] [LOCAL     ] No optimal features file found for MRTN: ./output/feature-sets/MRTN.txt
[2025-11-25T23:40:54.939555] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:40:54.939623] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:40:54.939694] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:40:54.939764] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:40:54.997343] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:40:54.998078] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:40:54.998176] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:40:54.998237] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:40:55.102745] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:40:55.102979] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:40:55.103032] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:40:55.103069] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:40:55.106741] [DEBUG] [FORECASTER] MRTN: Forecast T+1@11:T+2@11: DOWN (p=19.46%)
[2025-11-25T23:40:55.107062] [INFO ] [FORECASTER] Completed predict_future for MRTN
[2025-11-25T23:40:55.107216] [INFO ] [sig       ] MRTN: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:40:55.248631] [INFO ] [LOCAL     ] Saved forecast: MRTN	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/MRTN.txt
[2025-11-25T23:40:55.248813] [INFO ] [sig       ] [2163/3639] Completed MRTN in 0.3s | 3.04 sym/s | Total: 11.8m | ETA: 8.1m
[2025-11-25T23:40:55.248866] [INFO ] [sig       ] [2164/3639] Forecasting MRUS...
[2025-11-25T23:40:55.248945] [INFO ] [sig       ] Generating forecast for: MRUS
[2025-11-25T23:40:55.248991] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MRUS' from 'https://tdm.silogroup.org/data/derivative_storage/MRUS.csv'.
[2025-11-25T23:40:55.259805] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MRUS'.
[2025-11-25T23:40:55.260143] [INFO ] [FORECASTER] Starting predict_future for MRUS
[2025-11-25T23:40:55.260990] [DEBUG] [LOCAL     ] No optimal features file found for MRUS: ./output/feature-sets/MRUS.txt
[2025-11-25T23:40:55.261060] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:40:55.261114] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:40:55.261163] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:40:55.261245] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:40:55.318127] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:40:55.318804] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:40:55.318899] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:40:55.318945] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:40:55.411835] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:40:55.411961] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:40:55.412003] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:40:55.412037] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:40:55.415211] [DEBUG] [FORECASTER] MRUS: Forecast T+1@11:T+2@11: UP (p=82.60%)
[2025-11-25T23:40:55.415491] [INFO ] [FORECASTER] Completed predict_future for MRUS
[2025-11-25T23:40:55.415628] [INFO ] [sig       ] MRUS: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:40:55.556526] [INFO ] [LOCAL     ] Saved forecast: MRUS	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/MRUS.txt
[2025-11-25T23:40:55.556674] [INFO ] [sig       ] [2164/3639] Completed MRUS in 0.3s | 3.04 sym/s | Total: 11.9m | ETA: 8.1m
[2025-11-25T23:40:55.556730] [INFO ] [sig       ] [2165/3639] Forecasting MRVI...
[2025-11-25T23:40:55.556780] [INFO ] [sig       ] Generating forecast for: MRVI
[2025-11-25T23:40:55.556821] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MRVI' from 'https://tdm.silogroup.org/data/derivative_storage/MRVI.csv'.
[2025-11-25T23:40:55.568148] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MRVI'.
[2025-11-25T23:40:55.568441] [INFO ] [FORECASTER] Starting predict_future for MRVI
[2025-11-25T23:40:55.569270] [DEBUG] [LOCAL     ] No optimal features file found for MRVI: ./output/feature-sets/MRVI.txt
[2025-11-25T23:40:55.569340] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:40:55.569386] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:40:55.569426] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:40:55.569527] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:40:55.627233] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:40:55.627923] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:40:55.628030] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:40:55.628078] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:40:55.726845] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:40:55.726955] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:40:55.726996] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:40:55.727029] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:40:55.730186] [DEBUG] [FORECASTER] MRVI: Forecast T+1@11:T+2@11: DOWN (p=15.00%)
[2025-11-25T23:40:55.730458] [INFO ] [FORECASTER] Completed predict_future for MRVI
[2025-11-25T23:40:55.730590] [INFO ] [sig       ] MRVI: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:40:55.877060] [INFO ] [LOCAL     ] Saved forecast: MRVI	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/MRVI.txt
[2025-11-25T23:40:55.877210] [INFO ] [sig       ] [2165/3639] Completed MRVI in 0.3s | 3.04 sym/s | Total: 11.9m | ETA: 8.1m
[2025-11-25T23:40:55.877263] [INFO ] [sig       ] [2166/3639] Forecasting MRVL...
[2025-11-25T23:40:55.877307] [INFO ] [sig       ] Generating forecast for: MRVL
[2025-11-25T23:40:55.877350] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MRVL' from 'https://tdm.silogroup.org/data/derivative_storage/MRVL.csv'.
[2025-11-25T23:40:55.889300] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MRVL'.
[2025-11-25T23:40:55.889608] [INFO ] [FORECASTER] Starting predict_future for MRVL
[2025-11-25T23:40:55.890447] [DEBUG] [LOCAL     ] No optimal features file found for MRVL: ./output/feature-sets/MRVL.txt
[2025-11-25T23:40:55.890516] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:40:55.890564] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:40:55.890614] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:40:55.890751] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:40:55.948665] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:40:55.949358] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:40:55.949452] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:40:55.949510] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:40:56.061702] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:40:56.061855] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:40:56.061909] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:40:56.061951] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:40:56.065409] [DEBUG] [FORECASTER] MRVL: Forecast T+1@11:T+2@11: UP (p=83.87%)
[2025-11-25T23:40:56.065751] [INFO ] [FORECASTER] Completed predict_future for MRVL
[2025-11-25T23:40:56.066493] [INFO ] [sig       ] MRVL: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:40:56.213796] [INFO ] [LOCAL     ] Saved forecast: MRVL	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/MRVL.txt
[2025-11-25T23:40:56.213933] [INFO ] [sig       ] [2166/3639] Completed MRVL in 0.3s | 3.04 sym/s | Total: 11.9m | ETA: 8.1m
[2025-11-25T23:40:56.213990] [INFO ] [sig       ] [2167/3639] Forecasting MRX...
[2025-11-25T23:40:56.214046] [INFO ] [sig       ] Generating forecast for: MRX
[2025-11-25T23:40:56.214093] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MRX' from 'https://tdm.silogroup.org/data/derivative_storage/MRX.csv'.
[2025-11-25T23:40:56.225812] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MRX'.
[2025-11-25T23:40:56.226116] [INFO ] [FORECASTER] Starting predict_future for MRX
[2025-11-25T23:40:56.226971] [DEBUG] [LOCAL     ] No optimal features file found for MRX: ./output/feature-sets/MRX.txt
[2025-11-25T23:40:56.227047] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:40:56.227096] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:40:56.227138] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:40:56.227208] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:40:56.285183] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:40:56.285841] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:40:56.285939] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:40:56.285987] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:40:56.390096] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:40:56.390235] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:40:56.390281] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:40:56.390315] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:40:56.393565] [DEBUG] [FORECASTER] MRX: Forecast T+1@11:T+2@11: DOWN (p=4.38%)
[2025-11-25T23:40:56.393870] [INFO ] [FORECASTER] Completed predict_future for MRX
[2025-11-25T23:40:56.394027] [INFO ] [sig       ] MRX: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:40:56.541249] [INFO ] [LOCAL     ] Saved forecast: MRX	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/MRX.txt
[2025-11-25T23:40:56.541532] [INFO ] [sig       ] [2167/3639] Completed MRX in 0.3s | 3.04 sym/s | Total: 11.9m | ETA: 8.1m
[2025-11-25T23:40:56.541626] [INFO ] [sig       ] [2168/3639] Forecasting MS...
[2025-11-25T23:40:56.541709] [INFO ] [sig       ] Generating forecast for: MS
[2025-11-25T23:40:56.541759] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MS' from 'https://tdm.silogroup.org/data/derivative_storage/MS.csv'.
[2025-11-25T23:40:56.554374] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MS'.
[2025-11-25T23:40:56.554736] [INFO ] [FORECASTER] Starting predict_future for MS
[2025-11-25T23:40:56.555541] [DEBUG] [LOCAL     ] No optimal features file found for MS: ./output/feature-sets/MS.txt
[2025-11-25T23:40:56.555610] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:40:56.555677] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:40:56.555719] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:40:56.555788] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:40:56.613420] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:40:56.614357] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:40:56.614457] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:40:56.614505] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:40:56.712508] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:40:56.712725] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:40:56.712779] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:40:56.712814] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:40:56.716263] [DEBUG] [FORECASTER] MS: Forecast T+1@11:T+2@11: DOWN (p=17.10%)
[2025-11-25T23:40:56.716554] [INFO ] [FORECASTER] Completed predict_future for MS
[2025-11-25T23:40:56.716718] [INFO ] [sig       ] MS: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:40:56.859448] [INFO ] [LOCAL     ] Saved forecast: MS	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/MS.txt
[2025-11-25T23:40:56.859604] [INFO ] [sig       ] [2168/3639] Completed MS in 0.3s | 3.04 sym/s | Total: 11.9m | ETA: 8.1m
[2025-11-25T23:40:56.859677] [INFO ] [sig       ] [2169/3639] Forecasting MSA...
[2025-11-25T23:40:56.859723] [INFO ] [sig       ] Generating forecast for: MSA
[2025-11-25T23:40:56.859765] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MSA' from 'https://tdm.silogroup.org/data/derivative_storage/MSA.csv'.
[2025-11-25T23:40:56.871533] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MSA'.
[2025-11-25T23:40:56.871863] [INFO ] [FORECASTER] Starting predict_future for MSA
[2025-11-25T23:40:56.872638] [DEBUG] [LOCAL     ] No optimal features file found for MSA: ./output/feature-sets/MSA.txt
[2025-11-25T23:40:56.872725] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:40:56.872771] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:40:56.872812] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:40:56.872880] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:40:56.931894] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:40:56.932772] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:40:56.932870] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:40:56.932917] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:40:57.023782] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:40:57.023960] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:40:57.024006] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:40:57.024040] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:40:57.027464] [DEBUG] [FORECASTER] MSA: Forecast T+1@11:T+2@11: DOWN (p=29.01%)
[2025-11-25T23:40:57.027769] [INFO ] [FORECASTER] Completed predict_future for MSA
[2025-11-25T23:40:57.027916] [INFO ] [sig       ] MSA: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:40:57.171468] [INFO ] [LOCAL     ] Saved forecast: MSA	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/MSA.txt
[2025-11-25T23:40:57.171668] [INFO ] [sig       ] [2169/3639] Completed MSA in 0.3s | 3.04 sym/s | Total: 11.9m | ETA: 8.1m
[2025-11-25T23:40:57.171724] [INFO ] [sig       ] [2170/3639] Forecasting MSB...
[2025-11-25T23:40:57.171767] [INFO ] [sig       ] Generating forecast for: MSB
[2025-11-25T23:40:57.171811] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MSB' from 'https://tdm.silogroup.org/data/derivative_storage/MSB.csv'.
[2025-11-25T23:40:57.182967] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MSB'.
[2025-11-25T23:40:57.183275] [INFO ] [FORECASTER] Starting predict_future for MSB
[2025-11-25T23:40:57.184093] [DEBUG] [LOCAL     ] No optimal features file found for MSB: ./output/feature-sets/MSB.txt
[2025-11-25T23:40:57.184164] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:40:57.184210] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:40:57.184252] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:40:57.184323] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:40:57.243463] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:40:57.244175] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:40:57.244279] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:40:57.244327] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:40:57.355277] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:40:57.355503] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:40:57.355552] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:40:57.355610] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:40:57.359297] [DEBUG] [FORECASTER] MSB: Forecast T+1@11:T+2@11: DOWN (p=47.25%)
[2025-11-25T23:40:57.359663] [INFO ] [FORECASTER] Completed predict_future for MSB
[2025-11-25T23:40:57.359835] [INFO ] [sig       ] MSB: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:40:57.506985] [INFO ] [LOCAL     ] Saved forecast: MSB	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/MSB.txt
[2025-11-25T23:40:57.507170] [INFO ] [sig       ] [2170/3639] Completed MSB in 0.3s | 3.04 sym/s | Total: 11.9m | ETA: 8.0m
[2025-11-25T23:40:57.507227] [INFO ] [sig       ] [2171/3639] Forecasting MSBI...
[2025-11-25T23:40:57.507271] [INFO ] [sig       ] Generating forecast for: MSBI
[2025-11-25T23:40:57.507314] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MSBI' from 'https://tdm.silogroup.org/data/derivative_storage/MSBI.csv'.
[2025-11-25T23:40:57.518820] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MSBI'.
[2025-11-25T23:40:57.519236] [INFO ] [FORECASTER] Starting predict_future for MSBI
[2025-11-25T23:40:57.520071] [DEBUG] [LOCAL     ] No optimal features file found for MSBI: ./output/feature-sets/MSBI.txt
[2025-11-25T23:40:57.520140] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:40:57.520185] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:40:57.520226] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:40:57.520295] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:40:57.578930] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:40:57.579838] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:40:57.579945] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:40:57.579992] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:40:57.676079] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:40:57.676277] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:40:57.676322] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:40:57.676356] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:40:57.679847] [DEBUG] [FORECASTER] MSBI: Forecast T+1@11:T+2@11: DOWN (p=38.92%)
[2025-11-25T23:40:57.680177] [INFO ] [FORECASTER] Completed predict_future for MSBI
[2025-11-25T23:40:57.680324] [INFO ] [sig       ] MSBI: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:40:57.826035] [INFO ] [LOCAL     ] Saved forecast: MSBI	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/MSBI.txt
[2025-11-25T23:40:57.826221] [INFO ] [sig       ] [2171/3639] Completed MSBI in 0.3s | 3.04 sym/s | Total: 11.9m | ETA: 8.0m
[2025-11-25T23:40:57.826276] [INFO ] [sig       ] [2172/3639] Forecasting MSCI...
[2025-11-25T23:40:57.826320] [INFO ] [sig       ] Generating forecast for: MSCI
[2025-11-25T23:40:57.826364] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MSCI' from 'https://tdm.silogroup.org/data/derivative_storage/MSCI.csv'.
[2025-11-25T23:40:57.837968] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MSCI'.
[2025-11-25T23:40:57.838391] [INFO ] [FORECASTER] Starting predict_future for MSCI
[2025-11-25T23:40:57.839243] [DEBUG] [LOCAL     ] No optimal features file found for MSCI: ./output/feature-sets/MSCI.txt
[2025-11-25T23:40:57.839312] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:40:57.839358] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:40:57.839398] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:40:57.839469] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:40:57.897720] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:40:57.898595] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:40:57.898726] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:40:57.898799] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:40:57.996868] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:40:57.997098] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:40:57.997147] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:40:57.997183] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:40:58.000941] [DEBUG] [FORECASTER] MSCI: Forecast T+1@11:T+2@11: UP (p=51.61%)
[2025-11-25T23:40:58.001414] [INFO ] [FORECASTER] Completed predict_future for MSCI
[2025-11-25T23:40:58.001676] [INFO ] [sig       ] MSCI: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:40:58.147888] [INFO ] [LOCAL     ] Saved forecast: MSCI	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/MSCI.txt
[2025-11-25T23:40:58.148069] [INFO ] [sig       ] [2172/3639] Completed MSCI in 0.3s | 3.04 sym/s | Total: 11.9m | ETA: 8.0m
[2025-11-25T23:40:58.148147] [INFO ] [sig       ] [2173/3639] Forecasting MSD...
[2025-11-25T23:40:58.148201] [INFO ] [sig       ] Generating forecast for: MSD
[2025-11-25T23:40:58.148256] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MSD' from 'https://tdm.silogroup.org/data/derivative_storage/MSD.csv'.
[2025-11-25T23:40:58.162838] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MSD'.
[2025-11-25T23:40:58.163428] [INFO ] [FORECASTER] Starting predict_future for MSD
[2025-11-25T23:40:58.164671] [DEBUG] [LOCAL     ] No optimal features file found for MSD: ./output/feature-sets/MSD.txt
[2025-11-25T23:40:58.164776] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:40:58.164852] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:40:58.164921] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:40:58.165046] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:40:58.224405] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:40:58.225373] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:40:58.225473] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:40:58.225534] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:40:58.316735] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:40:58.316936] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:40:58.316988] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:40:58.317036] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:40:58.321169] [DEBUG] [FORECASTER] MSD: Forecast T+1@11:T+2@11: DOWN (p=47.94%)
[2025-11-25T23:40:58.321598] [INFO ] [FORECASTER] Completed predict_future for MSD
[2025-11-25T23:40:58.321799] [INFO ] [sig       ] MSD: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:40:58.464806] [INFO ] [LOCAL     ] Saved forecast: MSD	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/MSD.txt
[2025-11-25T23:40:58.464996] [INFO ] [sig       ] [2173/3639] Completed MSD in 0.3s | 3.04 sym/s | Total: 11.9m | ETA: 8.0m
[2025-11-25T23:40:58.465073] [INFO ] [sig       ] [2174/3639] Forecasting MSEX...
[2025-11-25T23:40:58.465127] [INFO ] [sig       ] Generating forecast for: MSEX
[2025-11-25T23:40:58.465181] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MSEX' from 'https://tdm.silogroup.org/data/derivative_storage/MSEX.csv'.
[2025-11-25T23:40:58.476432] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MSEX'.
[2025-11-25T23:40:58.476904] [INFO ] [FORECASTER] Starting predict_future for MSEX
[2025-11-25T23:40:58.477828] [DEBUG] [LOCAL     ] No optimal features file found for MSEX: ./output/feature-sets/MSEX.txt
[2025-11-25T23:40:58.477903] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:40:58.477962] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:40:58.478030] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:40:58.478112] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:40:58.536278] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:40:58.537182] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:40:58.537280] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:40:58.537338] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:40:58.630832] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:40:58.631003] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:40:58.631048] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:40:58.631083] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:40:58.634428] [DEBUG] [FORECASTER] MSEX: Forecast T+1@11:T+2@11: DOWN (p=19.59%)
[2025-11-25T23:40:58.634733] [INFO ] [FORECASTER] Completed predict_future for MSEX
[2025-11-25T23:40:58.634874] [INFO ] [sig       ] MSEX: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:40:58.779928] [INFO ] [LOCAL     ] Saved forecast: MSEX	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/MSEX.txt
[2025-11-25T23:40:58.780091] [INFO ] [sig       ] [2174/3639] Completed MSEX in 0.3s | 3.04 sym/s | Total: 11.9m | ETA: 8.0m
[2025-11-25T23:40:58.780147] [INFO ] [sig       ] [2175/3639] Forecasting MSFD...
[2025-11-25T23:40:58.780191] [INFO ] [sig       ] Generating forecast for: MSFD
[2025-11-25T23:40:58.780233] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MSFD' from 'https://tdm.silogroup.org/data/derivative_storage/MSFD.csv'.
[2025-11-25T23:40:58.792163] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MSFD'.
[2025-11-25T23:40:58.792507] [INFO ] [FORECASTER] Starting predict_future for MSFD
[2025-11-25T23:40:58.793349] [DEBUG] [LOCAL     ] No optimal features file found for MSFD: ./output/feature-sets/MSFD.txt
[2025-11-25T23:40:58.793418] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:40:58.793477] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:40:58.793528] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:40:58.793615] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:40:58.851962] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:40:58.852728] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:40:58.852822] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:40:58.852868] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:40:58.946091] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:40:58.946248] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:40:58.946293] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:40:58.946328] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:40:58.949689] [DEBUG] [FORECASTER] MSFD: Forecast T+1@11:T+2@11: DOWN (p=39.00%)
[2025-11-25T23:40:58.949972] [INFO ] [FORECASTER] Completed predict_future for MSFD
[2025-11-25T23:40:58.950109] [INFO ] [sig       ] MSFD: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:40:59.091483] [INFO ] [LOCAL     ] Saved forecast: MSFD	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/MSFD.txt
[2025-11-25T23:40:59.091666] [INFO ] [sig       ] [2175/3639] Completed MSFD in 0.3s | 3.04 sym/s | Total: 11.9m | ETA: 8.0m
[2025-11-25T23:40:59.091725] [INFO ] [sig       ] [2176/3639] Forecasting MSFL...
[2025-11-25T23:40:59.091768] [INFO ] [sig       ] Generating forecast for: MSFL
[2025-11-25T23:40:59.091810] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MSFL' from 'https://tdm.silogroup.org/data/derivative_storage/MSFL.csv'.
[2025-11-25T23:40:59.103117] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MSFL'.
[2025-11-25T23:40:59.103449] [INFO ] [FORECASTER] Starting predict_future for MSFL
[2025-11-25T23:40:59.104291] [DEBUG] [LOCAL     ] No optimal features file found for MSFL: ./output/feature-sets/MSFL.txt
[2025-11-25T23:40:59.104360] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:40:59.104416] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:40:59.104468] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:40:59.104557] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:40:59.163351] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:40:59.164137] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:40:59.164242] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:40:59.164291] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:40:59.253597] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:40:59.253789] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:40:59.253839] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:40:59.253873] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:40:59.257226] [DEBUG] [FORECASTER] MSFL: Forecast T+1@11:T+2@11: UP (p=98.27%)
[2025-11-25T23:40:59.257559] [INFO ] [FORECASTER] Completed predict_future for MSFL
[2025-11-25T23:40:59.257718] [INFO ] [sig       ] MSFL: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:40:59.402501] [INFO ] [LOCAL     ] Saved forecast: MSFL	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/MSFL.txt
[2025-11-25T23:40:59.402687] [INFO ] [sig       ] [2176/3639] Completed MSFL in 0.3s | 3.04 sym/s | Total: 11.9m | ETA: 8.0m
[2025-11-25T23:40:59.402745] [INFO ] [sig       ] [2177/3639] Forecasting MSGE...
[2025-11-25T23:40:59.402821] [INFO ] [sig       ] Generating forecast for: MSGE
[2025-11-25T23:40:59.402870] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MSGE' from 'https://tdm.silogroup.org/data/derivative_storage/MSGE.csv'.
[2025-11-25T23:40:59.413809] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MSGE'.
[2025-11-25T23:40:59.414182] [INFO ] [FORECASTER] Starting predict_future for MSGE
[2025-11-25T23:40:59.414991] [DEBUG] [LOCAL     ] No optimal features file found for MSGE: ./output/feature-sets/MSGE.txt
[2025-11-25T23:40:59.415060] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:40:59.415125] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:40:59.415175] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:40:59.415259] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:40:59.473496] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:40:59.474212] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:40:59.474329] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:40:59.474377] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:40:59.582667] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:40:59.582900] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:40:59.582952] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:40:59.582987] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:40:59.586414] [DEBUG] [FORECASTER] MSGE: Forecast T+1@11:T+2@11: UP (p=82.53%)
[2025-11-25T23:40:59.586747] [INFO ] [FORECASTER] Completed predict_future for MSGE
[2025-11-25T23:40:59.586909] [INFO ] [sig       ] MSGE: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:40:59.737496] [INFO ] [LOCAL     ] Saved forecast: MSGE	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/MSGE.txt
[2025-11-25T23:40:59.737712] [INFO ] [sig       ] [2177/3639] Completed MSGE in 0.3s | 3.04 sym/s | Total: 11.9m | ETA: 8.0m
[2025-11-25T23:40:59.737769] [INFO ] [sig       ] [2178/3639] Forecasting MSGM...
[2025-11-25T23:40:59.737814] [INFO ] [sig       ] Generating forecast for: MSGM
[2025-11-25T23:40:59.737875] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MSGM' from 'https://tdm.silogroup.org/data/derivative_storage/MSGM.csv'.
[2025-11-25T23:40:59.749778] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MSGM'.
[2025-11-25T23:40:59.750200] [INFO ] [FORECASTER] Starting predict_future for MSGM
[2025-11-25T23:40:59.751093] [DEBUG] [LOCAL     ] No optimal features file found for MSGM: ./output/feature-sets/MSGM.txt
[2025-11-25T23:40:59.751163] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:40:59.751221] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:40:59.751273] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:40:59.751359] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:40:59.810329] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:40:59.811358] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:40:59.811466] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:40:59.811528] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:40:59.903927] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:40:59.904127] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:40:59.904191] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:40:59.904233] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:40:59.907925] [DEBUG] [FORECASTER] MSGM: Forecast T+1@11:T+2@11: DOWN (p=20.84%)
[2025-11-25T23:40:59.908281] [INFO ] [FORECASTER] Completed predict_future for MSGM
[2025-11-25T23:40:59.908444] [INFO ] [sig       ] MSGM: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:41:00.060756] [INFO ] [LOCAL     ] Saved forecast: MSGM	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/MSGM.txt
[2025-11-25T23:41:00.060946] [INFO ] [sig       ] [2178/3639] Completed MSGM in 0.3s | 3.04 sym/s | Total: 11.9m | ETA: 8.0m
[2025-11-25T23:41:00.061027] [INFO ] [sig       ] [2179/3639] Forecasting MSGS...
[2025-11-25T23:41:00.061079] [INFO ] [sig       ] Generating forecast for: MSGS
[2025-11-25T23:41:00.061197] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MSGS' from 'https://tdm.silogroup.org/data/derivative_storage/MSGS.csv'.
[2025-11-25T23:41:00.073549] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MSGS'.
[2025-11-25T23:41:00.074019] [INFO ] [FORECASTER] Starting predict_future for MSGS
[2025-11-25T23:41:00.074864] [DEBUG] [LOCAL     ] No optimal features file found for MSGS: ./output/feature-sets/MSGS.txt
[2025-11-25T23:41:00.074933] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:41:00.074989] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:41:00.075040] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:41:00.075127] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:41:00.138706] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:41:00.139612] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:41:00.139733] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:41:00.139786] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:41:00.235270] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:41:00.235467] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:41:00.235518] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:41:00.235557] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:41:00.239234] [DEBUG] [FORECASTER] MSGS: Forecast T+1@11:T+2@11: DOWN (p=48.90%)
[2025-11-25T23:41:00.239548] [INFO ] [FORECASTER] Completed predict_future for MSGS
[2025-11-25T23:41:00.239718] [INFO ] [sig       ] MSGS: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:41:00.393140] [INFO ] [LOCAL     ] Saved forecast: MSGS	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/MSGS.txt
[2025-11-25T23:41:00.393339] [INFO ] [sig       ] [2179/3639] Completed MSGS in 0.3s | 3.04 sym/s | Total: 11.9m | ETA: 8.0m
[2025-11-25T23:41:00.393399] [INFO ] [sig       ] [2180/3639] Forecasting MSI...
[2025-11-25T23:41:00.393444] [INFO ] [sig       ] Generating forecast for: MSI
[2025-11-25T23:41:00.393489] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MSI' from 'https://tdm.silogroup.org/data/derivative_storage/MSI.csv'.
[2025-11-25T23:41:00.405346] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MSI'.
[2025-11-25T23:41:00.405802] [INFO ] [FORECASTER] Starting predict_future for MSI
[2025-11-25T23:41:00.406638] [DEBUG] [LOCAL     ] No optimal features file found for MSI: ./output/feature-sets/MSI.txt
[2025-11-25T23:41:00.406735] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:41:00.406795] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:41:00.406849] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:41:00.406937] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:41:00.467930] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:41:00.468899] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:41:00.469012] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:41:00.469066] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:41:00.564357] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:41:00.564563] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:41:00.564609] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:41:00.564665] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:41:00.568147] [DEBUG] [FORECASTER] MSI: Forecast T+1@11:T+2@11: DOWN (p=25.80%)
[2025-11-25T23:41:00.568459] [INFO ] [FORECASTER] Completed predict_future for MSI
[2025-11-25T23:41:00.568601] [INFO ] [sig       ] MSI: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:41:00.727067] [INFO ] [LOCAL     ] Saved forecast: MSI	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/MSI.txt
[2025-11-25T23:41:00.727262] [INFO ] [sig       ] [2180/3639] Completed MSI in 0.3s | 3.04 sym/s | Total: 11.9m | ETA: 8.0m
[2025-11-25T23:41:00.727532] [INFO ] [sig       ] [2181/3639] Forecasting MSM...
[2025-11-25T23:41:00.727577] [INFO ] [sig       ] Generating forecast for: MSM
[2025-11-25T23:41:00.727727] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MSM' from 'https://tdm.silogroup.org/data/derivative_storage/MSM.csv'.
[2025-11-25T23:41:00.739597] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MSM'.
[2025-11-25T23:41:00.739994] [INFO ] [FORECASTER] Starting predict_future for MSM
[2025-11-25T23:41:00.740809] [DEBUG] [LOCAL     ] No optimal features file found for MSM: ./output/feature-sets/MSM.txt
[2025-11-25T23:41:00.740879] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:41:00.740937] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:41:00.740998] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:41:00.741101] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:41:00.802606] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:41:00.803590] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:41:00.803726] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:41:00.803780] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:41:01.627684] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:41:01.627855] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:41:01.627903] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:41:01.627939] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:41:01.631769] [DEBUG] [FORECASTER] MSM: Forecast T+1@11:T+2@11: UP (p=93.79%)
[2025-11-25T23:41:01.632193] [INFO ] [FORECASTER] Completed predict_future for MSM
[2025-11-25T23:41:01.632394] [INFO ] [sig       ] MSM: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:41:01.810312] [INFO ] [LOCAL     ] Saved forecast: MSM	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/MSM.txt
[2025-11-25T23:41:01.810503] [INFO ] [sig       ] [2181/3639] Completed MSM in 1.1s | 3.04 sym/s | Total: 12.0m | ETA: 8.0m
[2025-11-25T23:41:01.810558] [INFO ] [sig       ] [2182/3639] Forecasting MSTX...
[2025-11-25T23:41:01.810596] [INFO ] [sig       ] Generating forecast for: MSTX
[2025-11-25T23:41:01.810660] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MSTX' from 'https://tdm.silogroup.org/data/derivative_storage/MSTX.csv'.
[2025-11-25T23:41:01.822325] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MSTX'.
[2025-11-25T23:41:01.822825] [INFO ] [FORECASTER] Starting predict_future for MSTX
[2025-11-25T23:41:01.823755] [DEBUG] [LOCAL     ] No optimal features file found for MSTX: ./output/feature-sets/MSTX.txt
[2025-11-25T23:41:01.823830] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:41:01.823890] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:41:01.823945] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:41:01.824034] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:41:01.887134] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:41:01.888119] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:41:01.888234] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:41:01.888286] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:41:02.078814] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:41:02.079027] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:41:02.079079] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:41:02.079120] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:41:02.082857] [DEBUG] [FORECASTER] MSTX: Forecast T+1@11:T+2@11: UP (p=78.72%)
[2025-11-25T23:41:02.083275] [INFO ] [FORECASTER] Completed predict_future for MSTX
[2025-11-25T23:41:02.083439] [INFO ] [sig       ] MSTX: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:41:02.233993] [INFO ] [LOCAL     ] Saved forecast: MSTX	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/MSTX.txt
[2025-11-25T23:41:02.234182] [INFO ] [sig       ] [2182/3639] Completed MSTX in 0.4s | 3.04 sym/s | Total: 12.0m | ETA: 8.0m
[2025-11-25T23:41:02.234237] [INFO ] [sig       ] [2183/3639] Forecasting MTB...
[2025-11-25T23:41:02.234281] [INFO ] [sig       ] Generating forecast for: MTB
[2025-11-25T23:41:02.234323] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MTB' from 'https://tdm.silogroup.org/data/derivative_storage/MTB.csv'.
[2025-11-25T23:41:02.247149] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MTB'.
[2025-11-25T23:41:02.247682] [INFO ] [FORECASTER] Starting predict_future for MTB
[2025-11-25T23:41:02.248698] [DEBUG] [LOCAL     ] No optimal features file found for MTB: ./output/feature-sets/MTB.txt
[2025-11-25T23:41:02.248781] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:41:02.248835] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:41:02.248884] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:41:02.248968] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:41:02.309801] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:41:02.310780] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:41:02.310883] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:41:02.310934] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:41:02.409460] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:41:02.409694] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:41:02.409759] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:41:02.409805] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:41:02.413426] [DEBUG] [FORECASTER] MTB: Forecast T+1@11:T+2@11: DOWN (p=3.97%)
[2025-11-25T23:41:02.413789] [INFO ] [FORECASTER] Completed predict_future for MTB
[2025-11-25T23:41:02.413959] [INFO ] [sig       ] MTB: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:41:02.568135] [INFO ] [LOCAL     ] Saved forecast: MTB	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/MTB.txt
[2025-11-25T23:41:02.568321] [INFO ] [sig       ] [2183/3639] Completed MTB in 0.3s | 3.04 sym/s | Total: 12.0m | ETA: 8.0m
[2025-11-25T23:41:02.568378] [INFO ] [sig       ] [2184/3639] Forecasting MTCH...
[2025-11-25T23:41:02.568423] [INFO ] [sig       ] Generating forecast for: MTCH
[2025-11-25T23:41:02.568552] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MTCH' from 'https://tdm.silogroup.org/data/derivative_storage/MTCH.csv'.
[2025-11-25T23:41:02.580207] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MTCH'.
[2025-11-25T23:41:02.580629] [INFO ] [FORECASTER] Starting predict_future for MTCH
[2025-11-25T23:41:02.581461] [DEBUG] [LOCAL     ] No optimal features file found for MTCH: ./output/feature-sets/MTCH.txt
[2025-11-25T23:41:02.581533] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:41:02.581579] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:41:02.581615] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:41:02.581708] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:41:02.641954] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:41:02.642877] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:41:02.642980] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:41:02.643031] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:41:02.737241] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:41:02.737454] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:41:02.737502] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:41:02.737537] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:41:02.740992] [DEBUG] [FORECASTER] MTCH: Forecast T+1@11:T+2@11: DOWN (p=15.09%)
[2025-11-25T23:41:02.741315] [INFO ] [FORECASTER] Completed predict_future for MTCH
[2025-11-25T23:41:02.741457] [INFO ] [sig       ] MTCH: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:41:02.892410] [INFO ] [LOCAL     ] Saved forecast: MTCH	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/MTCH.txt
[2025-11-25T23:41:02.892569] [INFO ] [sig       ] [2184/3639] Completed MTCH in 0.3s | 3.04 sym/s | Total: 12.0m | ETA: 8.0m
[2025-11-25T23:41:02.892622] [INFO ] [sig       ] [2185/3639] Forecasting MTD...
[2025-11-25T23:41:02.892687] [INFO ] [sig       ] Generating forecast for: MTD
[2025-11-25T23:41:02.892730] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MTD' from 'https://tdm.silogroup.org/data/derivative_storage/MTD.csv'.
[2025-11-25T23:41:02.904525] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MTD'.
[2025-11-25T23:41:02.904837] [INFO ] [FORECASTER] Starting predict_future for MTD
[2025-11-25T23:41:02.905600] [DEBUG] [LOCAL     ] No optimal features file found for MTD: ./output/feature-sets/MTD.txt
[2025-11-25T23:41:02.905688] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:41:02.905736] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:41:02.905776] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:41:02.905846] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:41:02.966637] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:41:02.967615] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:41:02.967746] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:41:02.967792] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:41:03.067302] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:41:03.067499] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:41:03.067545] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:41:03.067579] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:41:03.071115] [DEBUG] [FORECASTER] MTD: Forecast T+1@11:T+2@11: DOWN (p=10.43%)
[2025-11-25T23:41:03.071406] [INFO ] [FORECASTER] Completed predict_future for MTD
[2025-11-25T23:41:03.071546] [INFO ] [sig       ] MTD: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:41:03.212253] [INFO ] [LOCAL     ] Saved forecast: MTD	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/MTD.txt
[2025-11-25T23:41:03.212414] [INFO ] [sig       ] [2185/3639] Completed MTD in 0.3s | 3.04 sym/s | Total: 12.0m | ETA: 8.0m
[2025-11-25T23:41:03.212470] [INFO ] [sig       ] [2186/3639] Forecasting MTEN...
[2025-11-25T23:41:03.212515] [INFO ] [sig       ] Generating forecast for: MTEN
[2025-11-25T23:41:03.212556] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MTEN' from 'https://tdm.silogroup.org/data/derivative_storage/MTEN.csv'.
[2025-11-25T23:41:03.224723] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MTEN'.
[2025-11-25T23:41:03.225095] [INFO ] [FORECASTER] Starting predict_future for MTEN
[2025-11-25T23:41:03.225952] [DEBUG] [LOCAL     ] No optimal features file found for MTEN: ./output/feature-sets/MTEN.txt
[2025-11-25T23:41:03.226024] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:41:03.226077] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:41:03.226119] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:41:03.226187] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:41:03.284752] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:41:03.285574] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:41:03.285698] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:41:03.285753] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:41:03.399784] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:41:03.399947] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:41:03.399992] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:41:03.400026] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:41:03.403320] [DEBUG] [FORECASTER] MTEN: Forecast T+1@11:T+2@11: DOWN (p=1.29%)
[2025-11-25T23:41:03.403624] [INFO ] [FORECASTER] Completed predict_future for MTEN
[2025-11-25T23:41:03.403789] [INFO ] [sig       ] MTEN: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:41:03.545369] [INFO ] [LOCAL     ] Saved forecast: MTEN	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/MTEN.txt
[2025-11-25T23:41:03.545544] [INFO ] [sig       ] [2186/3639] Completed MTEN in 0.3s | 3.04 sym/s | Total: 12.0m | ETA: 8.0m
[2025-11-25T23:41:03.545605] [INFO ] [sig       ] [2187/3639] Forecasting MTG...
[2025-11-25T23:41:03.545672] [INFO ] [sig       ] Generating forecast for: MTG
[2025-11-25T23:41:03.545719] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MTG' from 'https://tdm.silogroup.org/data/derivative_storage/MTG.csv'.
[2025-11-25T23:41:03.558695] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MTG'.
[2025-11-25T23:41:03.559083] [INFO ] [FORECASTER] Starting predict_future for MTG
[2025-11-25T23:41:03.559925] [DEBUG] [LOCAL     ] No optimal features file found for MTG: ./output/feature-sets/MTG.txt
[2025-11-25T23:41:03.560012] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:41:03.560067] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:41:03.560110] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:41:03.560184] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:41:03.620222] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:41:03.621094] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:41:03.621201] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:41:03.621275] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:41:03.726063] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:41:03.726279] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:41:03.726328] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:41:03.726364] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:41:03.729984] [DEBUG] [FORECASTER] MTG: Forecast T+1@11:T+2@11: DOWN (p=6.68%)
[2025-11-25T23:41:03.730288] [INFO ] [FORECASTER] Completed predict_future for MTG
[2025-11-25T23:41:03.730435] [INFO ] [sig       ] MTG: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:41:03.894432] [INFO ] [LOCAL     ] Saved forecast: MTG	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/MTG.txt
[2025-11-25T23:41:03.894632] [INFO ] [sig       ] [2187/3639] Completed MTG in 0.3s | 3.04 sym/s | Total: 12.0m | ETA: 8.0m
[2025-11-25T23:41:03.894715] [INFO ] [sig       ] [2188/3639] Forecasting MTH...
[2025-11-25T23:41:03.894761] [INFO ] [sig       ] Generating forecast for: MTH
[2025-11-25T23:41:03.894807] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MTH' from 'https://tdm.silogroup.org/data/derivative_storage/MTH.csv'.
[2025-11-25T23:41:03.909085] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MTH'.
[2025-11-25T23:41:03.909665] [INFO ] [FORECASTER] Starting predict_future for MTH
[2025-11-25T23:41:03.910605] [DEBUG] [LOCAL     ] No optimal features file found for MTH: ./output/feature-sets/MTH.txt
[2025-11-25T23:41:03.910699] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:41:03.910752] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:41:03.910804] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:41:03.910894] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:41:03.970117] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:41:03.971205] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:41:03.971317] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:41:03.971368] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:41:04.075800] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:41:04.075999] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:41:04.076048] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:41:04.076087] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:41:04.079730] [DEBUG] [FORECASTER] MTH: Forecast T+1@11:T+2@11: DOWN (p=39.97%)
[2025-11-25T23:41:04.080055] [INFO ] [FORECASTER] Completed predict_future for MTH
[2025-11-25T23:41:04.080222] [INFO ] [sig       ] MTH: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:41:04.224029] [INFO ] [LOCAL     ] Saved forecast: MTH	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/MTH.txt
[2025-11-25T23:41:04.224193] [INFO ] [sig       ] [2188/3639] Completed MTH in 0.3s | 3.04 sym/s | Total: 12.0m | ETA: 8.0m
[2025-11-25T23:41:04.224249] [INFO ] [sig       ] [2189/3639] Forecasting MTLS...
[2025-11-25T23:41:04.224295] [INFO ] [sig       ] Generating forecast for: MTLS
[2025-11-25T23:41:04.224338] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MTLS' from 'https://tdm.silogroup.org/data/derivative_storage/MTLS.csv'.
[2025-11-25T23:41:04.237190] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MTLS'.
[2025-11-25T23:41:04.237841] [INFO ] [FORECASTER] Starting predict_future for MTLS
[2025-11-25T23:41:04.238932] [DEBUG] [LOCAL     ] No optimal features file found for MTLS: ./output/feature-sets/MTLS.txt
[2025-11-25T23:41:04.239006] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:41:04.239057] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:41:04.239101] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:41:04.239172] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:41:04.303085] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:41:04.304021] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:41:04.304130] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:41:04.304181] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:41:04.419089] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:41:04.419285] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:41:04.419333] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:41:04.419370] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:41:04.423014] [DEBUG] [FORECASTER] MTLS: Forecast T+1@11:T+2@11: UP (p=78.48%)
[2025-11-25T23:41:04.423473] [INFO ] [FORECASTER] Completed predict_future for MTLS
[2025-11-25T23:41:04.423723] [INFO ] [sig       ] MTLS: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:41:04.574336] [INFO ] [LOCAL     ] Saved forecast: MTLS	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/MTLS.txt
[2025-11-25T23:41:04.574509] [INFO ] [sig       ] [2189/3639] Completed MTLS in 0.4s | 3.04 sym/s | Total: 12.0m | ETA: 8.0m
[2025-11-25T23:41:04.574565] [INFO ] [sig       ] [2190/3639] Forecasting MTN...
[2025-11-25T23:41:04.574608] [INFO ] [sig       ] Generating forecast for: MTN
[2025-11-25T23:41:04.574670] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MTN' from 'https://tdm.silogroup.org/data/derivative_storage/MTN.csv'.
[2025-11-25T23:41:04.618549] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MTN'.
[2025-11-25T23:41:04.618913] [INFO ] [FORECASTER] Starting predict_future for MTN
[2025-11-25T23:41:04.619720] [DEBUG] [LOCAL     ] No optimal features file found for MTN: ./output/feature-sets/MTN.txt
[2025-11-25T23:41:04.619788] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:41:04.619835] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:41:04.619874] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:41:04.619943] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:41:04.679493] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:41:04.680238] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:41:04.680338] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:41:04.680386] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:41:04.775222] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:41:04.775371] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:41:04.775416] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:41:04.775451] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:41:04.778859] [DEBUG] [FORECASTER] MTN: Forecast T+1@11:T+2@11: UP (p=58.60%)
[2025-11-25T23:41:04.779146] [INFO ] [FORECASTER] Completed predict_future for MTN
[2025-11-25T23:41:04.779293] [INFO ] [sig       ] MTN: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:41:04.922938] [INFO ] [LOCAL     ] Saved forecast: MTN	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/MTN.txt
[2025-11-25T23:41:04.923100] [INFO ] [sig       ] [2190/3639] Completed MTN in 0.3s | 3.04 sym/s | Total: 12.0m | ETA: 7.9m
[2025-11-25T23:41:04.923179] [INFO ] [sig       ] [2191/3639] Forecasting MTRN...
[2025-11-25T23:41:04.923225] [INFO ] [sig       ] Generating forecast for: MTRN
[2025-11-25T23:41:04.923267] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MTRN' from 'https://tdm.silogroup.org/data/derivative_storage/MTRN.csv'.
[2025-11-25T23:41:04.935733] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MTRN'.
[2025-11-25T23:41:04.936076] [INFO ] [FORECASTER] Starting predict_future for MTRN
[2025-11-25T23:41:04.936984] [DEBUG] [LOCAL     ] No optimal features file found for MTRN: ./output/feature-sets/MTRN.txt
[2025-11-25T23:41:04.937055] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:41:04.937103] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:41:04.937149] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:41:04.937222] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:41:04.995985] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:41:04.996841] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:41:04.996937] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:41:04.996984] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:41:05.096015] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:41:05.096201] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:41:05.096250] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:41:05.096286] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:41:05.099738] [DEBUG] [FORECASTER] MTRN: Forecast T+1@11:T+2@11: DOWN (p=19.03%)
[2025-11-25T23:41:05.100041] [INFO ] [FORECASTER] Completed predict_future for MTRN
[2025-11-25T23:41:05.100183] [INFO ] [sig       ] MTRN: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:41:05.245388] [INFO ] [LOCAL     ] Saved forecast: MTRN	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/MTRN.txt
[2025-11-25T23:41:05.245566] [INFO ] [sig       ] [2191/3639] Completed MTRN in 0.3s | 3.04 sym/s | Total: 12.0m | ETA: 7.9m
[2025-11-25T23:41:05.245621] [INFO ] [sig       ] [2192/3639] Forecasting MTRX...
[2025-11-25T23:41:05.245686] [INFO ] [sig       ] Generating forecast for: MTRX
[2025-11-25T23:41:05.245758] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MTRX' from 'https://tdm.silogroup.org/data/derivative_storage/MTRX.csv'.
[2025-11-25T23:41:05.260180] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MTRX'.
[2025-11-25T23:41:05.260539] [INFO ] [FORECASTER] Starting predict_future for MTRX
[2025-11-25T23:41:05.261371] [DEBUG] [LOCAL     ] No optimal features file found for MTRX: ./output/feature-sets/MTRX.txt
[2025-11-25T23:41:05.261442] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:41:05.261500] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:41:05.261543] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:41:05.261614] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:41:05.321707] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:41:05.322551] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:41:05.322672] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:41:05.322735] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:41:05.427128] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:41:05.427379] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:41:05.427432] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:41:05.427467] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:41:05.430930] [DEBUG] [FORECASTER] MTRX: Forecast T+1@11:T+2@11: DOWN (p=7.64%)
[2025-11-25T23:41:05.431407] [INFO ] [FORECASTER] Completed predict_future for MTRX
[2025-11-25T23:41:05.431622] [INFO ] [sig       ] MTRX: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:41:05.574673] [INFO ] [LOCAL     ] Saved forecast: MTRX	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/MTRX.txt
[2025-11-25T23:41:05.574838] [INFO ] [sig       ] [2192/3639] Completed MTRX in 0.3s | 3.04 sym/s | Total: 12.0m | ETA: 7.9m
[2025-11-25T23:41:05.574911] [INFO ] [sig       ] [2193/3639] Forecasting MTSI...
[2025-11-25T23:41:05.574964] [INFO ] [sig       ] Generating forecast for: MTSI
[2025-11-25T23:41:05.575010] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MTSI' from 'https://tdm.silogroup.org/data/derivative_storage/MTSI.csv'.
[2025-11-25T23:41:05.589785] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MTSI'.
[2025-11-25T23:41:05.590178] [INFO ] [FORECASTER] Starting predict_future for MTSI
[2025-11-25T23:41:05.591019] [DEBUG] [LOCAL     ] No optimal features file found for MTSI: ./output/feature-sets/MTSI.txt
[2025-11-25T23:41:05.591095] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:41:05.591153] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:41:05.591197] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:41:05.591267] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:41:05.658431] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:41:05.659355] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:41:05.659467] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:41:05.659517] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:41:05.765089] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:41:05.765276] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:41:05.765323] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:41:05.765358] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:41:05.768937] [DEBUG] [FORECASTER] MTSI: Forecast T+1@11:T+2@11: DOWN (p=43.71%)
[2025-11-25T23:41:05.769236] [INFO ] [FORECASTER] Completed predict_future for MTSI
[2025-11-25T23:41:05.769382] [INFO ] [sig       ] MTSI: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:41:05.912200] [INFO ] [LOCAL     ] Saved forecast: MTSI	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/MTSI.txt
[2025-11-25T23:41:05.912358] [INFO ] [sig       ] [2193/3639] Completed MTSI in 0.3s | 3.04 sym/s | Total: 12.0m | ETA: 7.9m
[2025-11-25T23:41:05.912412] [INFO ] [sig       ] [2194/3639] Forecasting MTX...
[2025-11-25T23:41:05.912455] [INFO ] [sig       ] Generating forecast for: MTX
[2025-11-25T23:41:05.912497] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MTX' from 'https://tdm.silogroup.org/data/derivative_storage/MTX.csv'.
[2025-11-25T23:41:05.924175] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MTX'.
[2025-11-25T23:41:05.924502] [INFO ] [FORECASTER] Starting predict_future for MTX
[2025-11-25T23:41:05.925307] [DEBUG] [LOCAL     ] No optimal features file found for MTX: ./output/feature-sets/MTX.txt
[2025-11-25T23:41:05.925377] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:41:05.925423] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:41:05.925465] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:41:05.925534] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:41:05.984096] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:41:05.984866] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:41:05.984970] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:41:05.985018] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:41:06.076343] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:41:06.076509] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:41:06.076577] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:41:06.076613] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:41:06.080147] [DEBUG] [FORECASTER] MTX: Forecast T+1@11:T+2@11: DOWN (p=33.81%)
[2025-11-25T23:41:06.080447] [INFO ] [FORECASTER] Completed predict_future for MTX
[2025-11-25T23:41:06.080596] [INFO ] [sig       ] MTX: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:41:06.226512] [INFO ] [LOCAL     ] Saved forecast: MTX	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/MTX.txt
[2025-11-25T23:41:06.226698] [INFO ] [sig       ] [2194/3639] Completed MTX in 0.3s | 3.04 sym/s | Total: 12.0m | ETA: 7.9m
[2025-11-25T23:41:06.226756] [INFO ] [sig       ] [2195/3639] Forecasting MTZ...
[2025-11-25T23:41:06.226801] [INFO ] [sig       ] Generating forecast for: MTZ
[2025-11-25T23:41:06.226845] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MTZ' from 'https://tdm.silogroup.org/data/derivative_storage/MTZ.csv'.
[2025-11-25T23:41:06.241947] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MTZ'.
[2025-11-25T23:41:06.242324] [INFO ] [FORECASTER] Starting predict_future for MTZ
[2025-11-25T23:41:06.243157] [DEBUG] [LOCAL     ] No optimal features file found for MTZ: ./output/feature-sets/MTZ.txt
[2025-11-25T23:41:06.243228] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:41:06.243277] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:41:06.243319] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:41:06.243389] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:41:06.303564] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:41:06.304404] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:41:06.304506] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:41:06.304554] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:41:06.404583] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:41:06.404805] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:41:06.404852] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:41:06.404886] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:41:06.408961] [DEBUG] [FORECASTER] MTZ: Forecast T+1@11:T+2@11: DOWN (p=41.46%)
[2025-11-25T23:41:06.409297] [INFO ] [FORECASTER] Completed predict_future for MTZ
[2025-11-25T23:41:06.409446] [INFO ] [sig       ] MTZ: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:41:06.554592] [INFO ] [LOCAL     ] Saved forecast: MTZ	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/MTZ.txt
[2025-11-25T23:41:06.554764] [INFO ] [sig       ] [2195/3639] Completed MTZ in 0.3s | 3.04 sym/s | Total: 12.0m | ETA: 7.9m
[2025-11-25T23:41:06.554820] [INFO ] [sig       ] [2196/3639] Forecasting MUA...
[2025-11-25T23:41:06.554862] [INFO ] [sig       ] Generating forecast for: MUA
[2025-11-25T23:41:06.554905] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MUA' from 'https://tdm.silogroup.org/data/derivative_storage/MUA.csv'.
[2025-11-25T23:41:06.567326] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MUA'.
[2025-11-25T23:41:06.567637] [INFO ] [FORECASTER] Starting predict_future for MUA
[2025-11-25T23:41:06.568429] [DEBUG] [LOCAL     ] No optimal features file found for MUA: ./output/feature-sets/MUA.txt
[2025-11-25T23:41:06.568498] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:41:06.568544] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:41:06.568585] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:41:06.568675] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:41:06.627875] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:41:06.628575] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:41:06.628691] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:41:06.628743] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:41:06.723133] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:41:06.723283] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:41:06.723328] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:41:06.723363] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:41:06.726771] [DEBUG] [FORECASTER] MUA: Forecast T+1@11:T+2@11: UP (p=63.93%)
[2025-11-25T23:41:06.727065] [INFO ] [FORECASTER] Completed predict_future for MUA
[2025-11-25T23:41:06.727215] [INFO ] [sig       ] MUA: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:41:06.870173] [INFO ] [LOCAL     ] Saved forecast: MUA	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/MUA.txt
[2025-11-25T23:41:06.870329] [INFO ] [sig       ] [2196/3639] Completed MUA in 0.3s | 3.04 sym/s | Total: 12.0m | ETA: 7.9m
[2025-11-25T23:41:06.870383] [INFO ] [sig       ] [2197/3639] Forecasting MUC...
[2025-11-25T23:41:06.870426] [INFO ] [sig       ] Generating forecast for: MUC
[2025-11-25T23:41:06.870468] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MUC' from 'https://tdm.silogroup.org/data/derivative_storage/MUC.csv'.
[2025-11-25T23:41:06.881946] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MUC'.
[2025-11-25T23:41:06.882321] [INFO ] [FORECASTER] Starting predict_future for MUC
[2025-11-25T23:41:06.883164] [DEBUG] [LOCAL     ] No optimal features file found for MUC: ./output/feature-sets/MUC.txt
[2025-11-25T23:41:06.883236] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:41:06.883294] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:41:06.883346] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:41:06.883436] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:41:06.946102] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:41:06.947029] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:41:06.947127] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:41:06.947190] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:41:07.043054] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:41:07.043241] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:41:07.043291] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:41:07.043325] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:41:07.046715] [DEBUG] [FORECASTER] MUC: Forecast T+1@11:T+2@11: DOWN (p=11.83%)
[2025-11-25T23:41:07.047050] [INFO ] [FORECASTER] Completed predict_future for MUC
[2025-11-25T23:41:07.047203] [INFO ] [sig       ] MUC: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:41:07.189632] [INFO ] [LOCAL     ] Saved forecast: MUC	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/MUC.txt
[2025-11-25T23:41:07.189818] [INFO ] [sig       ] [2197/3639] Completed MUC in 0.3s | 3.04 sym/s | Total: 12.0m | ETA: 7.9m
[2025-11-25T23:41:07.189872] [INFO ] [sig       ] [2198/3639] Forecasting MUE...
[2025-11-25T23:41:07.189916] [INFO ] [sig       ] Generating forecast for: MUE
[2025-11-25T23:41:07.189957] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MUE' from 'https://tdm.silogroup.org/data/derivative_storage/MUE.csv'.
[2025-11-25T23:41:07.205134] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MUE'.
[2025-11-25T23:41:07.205478] [INFO ] [FORECASTER] Starting predict_future for MUE
[2025-11-25T23:41:07.206283] [DEBUG] [LOCAL     ] No optimal features file found for MUE: ./output/feature-sets/MUE.txt
[2025-11-25T23:41:07.206353] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:41:07.206414] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:41:07.206457] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:41:07.206526] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:41:07.265713] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:41:07.266469] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:41:07.266569] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:41:07.266618] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:41:07.359248] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:41:07.359437] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:41:07.359484] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:41:07.359520] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:41:07.363040] [DEBUG] [FORECASTER] MUE: Forecast T+1@11:T+2@11: UP (p=89.24%)
[2025-11-25T23:41:07.363366] [INFO ] [FORECASTER] Completed predict_future for MUE
[2025-11-25T23:41:07.363508] [INFO ] [sig       ] MUE: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:41:07.509420] [INFO ] [LOCAL     ] Saved forecast: MUE	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/MUE.txt
[2025-11-25T23:41:07.509597] [INFO ] [sig       ] [2198/3639] Completed MUE in 0.3s | 3.04 sym/s | Total: 12.1m | ETA: 7.9m
[2025-11-25T23:41:07.509673] [INFO ] [sig       ] [2199/3639] Forecasting MUFG...
[2025-11-25T23:41:07.509720] [INFO ] [sig       ] Generating forecast for: MUFG
[2025-11-25T23:41:07.509764] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MUFG' from 'https://tdm.silogroup.org/data/derivative_storage/MUFG.csv'.
[2025-11-25T23:41:07.521391] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MUFG'.
[2025-11-25T23:41:07.521726] [INFO ] [FORECASTER] Starting predict_future for MUFG
[2025-11-25T23:41:07.522498] [DEBUG] [LOCAL     ] No optimal features file found for MUFG: ./output/feature-sets/MUFG.txt
[2025-11-25T23:41:07.522569] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:41:07.522614] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:41:07.522693] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:41:07.522766] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:41:07.580432] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:41:07.581168] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:41:07.581269] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:41:07.581317] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:41:07.676599] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:41:07.676799] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:41:07.676846] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:41:07.676880] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:41:07.680288] [DEBUG] [FORECASTER] MUFG: Forecast T+1@11:T+2@11: DOWN (p=10.30%)
[2025-11-25T23:41:07.680581] [INFO ] [FORECASTER] Completed predict_future for MUFG
[2025-11-25T23:41:07.680736] [INFO ] [sig       ] MUFG: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:41:07.829079] [INFO ] [LOCAL     ] Saved forecast: MUFG	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/MUFG.txt
[2025-11-25T23:41:07.829261] [INFO ] [sig       ] [2199/3639] Completed MUFG in 0.3s | 3.04 sym/s | Total: 12.1m | ETA: 7.9m
[2025-11-25T23:41:07.829319] [INFO ] [sig       ] [2200/3639] Forecasting MUJ...
[2025-11-25T23:41:07.829366] [INFO ] [sig       ] Generating forecast for: MUJ
[2025-11-25T23:41:07.829410] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MUJ' from 'https://tdm.silogroup.org/data/derivative_storage/MUJ.csv'.
[2025-11-25T23:41:07.840505] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MUJ'.
[2025-11-25T23:41:07.840875] [INFO ] [FORECASTER] Starting predict_future for MUJ
[2025-11-25T23:41:07.841696] [DEBUG] [LOCAL     ] No optimal features file found for MUJ: ./output/feature-sets/MUJ.txt
[2025-11-25T23:41:07.841764] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:41:07.841810] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:41:07.841858] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:41:07.841970] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:41:07.898560] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:41:07.899225] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:41:07.899331] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:41:07.899378] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:41:07.989186] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:41:07.989289] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:41:07.989329] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:41:07.989363] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:41:07.992384] [DEBUG] [FORECASTER] MUJ: Forecast T+1@11:T+2@11: DOWN (p=28.39%)
[2025-11-25T23:41:07.992678] [INFO ] [FORECASTER] Completed predict_future for MUJ
[2025-11-25T23:41:07.992824] [INFO ] [sig       ] MUJ: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:41:08.132461] [INFO ] [LOCAL     ] Saved forecast: MUJ	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/MUJ.txt
[2025-11-25T23:41:08.132589] [INFO ] [sig       ] [2200/3639] Completed MUJ in 0.3s | 3.04 sym/s | Total: 12.1m | ETA: 7.9m
[2025-11-25T23:41:08.132661] [INFO ] [sig       ] [2201/3639] Forecasting MURA...
[2025-11-25T23:41:08.132707] [INFO ] [sig       ] Generating forecast for: MURA
[2025-11-25T23:41:08.132796] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MURA' from 'https://tdm.silogroup.org/data/derivative_storage/MURA.csv'.
[2025-11-25T23:41:08.238608] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MURA'.
[2025-11-25T23:41:08.238922] [INFO ] [FORECASTER] Starting predict_future for MURA
[2025-11-25T23:41:08.239753] [DEBUG] [LOCAL     ] No optimal features file found for MURA: ./output/feature-sets/MURA.txt
[2025-11-25T23:41:08.239820] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:41:08.239865] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:41:08.239904] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:41:08.239973] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:41:08.297759] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:41:08.298359] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:41:08.298453] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:41:08.298498] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:41:08.389118] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:41:08.389214] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:41:08.389254] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:41:08.389287] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:41:08.392326] [DEBUG] [FORECASTER] MURA: Forecast T+1@11:T+2@11: DOWN (p=22.91%)
[2025-11-25T23:41:08.392595] [INFO ] [FORECASTER] Completed predict_future for MURA
[2025-11-25T23:41:08.392749] [INFO ] [sig       ] MURA: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:41:08.533365] [INFO ] [LOCAL     ] Saved forecast: MURA	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/MURA.txt
[2025-11-25T23:41:08.533494] [INFO ] [sig       ] [2201/3639] Completed MURA in 0.4s | 3.04 sym/s | Total: 12.1m | ETA: 7.9m
[2025-11-25T23:41:08.533548] [INFO ] [sig       ] [2202/3639] Forecasting MUSA...
[2025-11-25T23:41:08.533600] [INFO ] [sig       ] Generating forecast for: MUSA
[2025-11-25T23:41:08.533661] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MUSA' from 'https://tdm.silogroup.org/data/derivative_storage/MUSA.csv'.
[2025-11-25T23:41:08.545687] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MUSA'.
[2025-11-25T23:41:08.546205] [INFO ] [FORECASTER] Starting predict_future for MUSA
[2025-11-25T23:41:08.547141] [DEBUG] [LOCAL     ] No optimal features file found for MUSA: ./output/feature-sets/MUSA.txt
[2025-11-25T23:41:08.547214] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:41:08.547279] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:41:08.547375] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:41:08.547493] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:41:08.609134] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:41:08.610181] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:41:08.610300] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:41:08.610393] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:41:08.717676] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:41:08.718064] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:41:08.718115] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:41:08.718157] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:41:08.721753] [DEBUG] [FORECASTER] MUSA: Forecast T+1@11:T+2@11: UP (p=97.83%)
[2025-11-25T23:41:08.722045] [INFO ] [FORECASTER] Completed predict_future for MUSA
[2025-11-25T23:41:08.722182] [INFO ] [sig       ] MUSA: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:41:08.863273] [INFO ] [LOCAL     ] Saved forecast: MUSA	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/MUSA.txt
[2025-11-25T23:41:08.863429] [INFO ] [sig       ] [2202/3639] Completed MUSA in 0.3s | 3.04 sym/s | Total: 12.1m | ETA: 7.9m
[2025-11-25T23:41:08.863497] [INFO ] [sig       ] [2203/3639] Forecasting MUX...
[2025-11-25T23:41:08.863549] [INFO ] [sig       ] Generating forecast for: MUX
[2025-11-25T23:41:08.863600] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MUX' from 'https://tdm.silogroup.org/data/derivative_storage/MUX.csv'.
[2025-11-25T23:41:08.875785] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MUX'.
[2025-11-25T23:41:08.876096] [INFO ] [FORECASTER] Starting predict_future for MUX
[2025-11-25T23:41:08.876920] [DEBUG] [LOCAL     ] No optimal features file found for MUX: ./output/feature-sets/MUX.txt
[2025-11-25T23:41:08.876989] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:41:08.877035] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:41:08.877076] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:41:08.877143] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:41:08.934714] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:41:08.935366] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:41:08.935461] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:41:08.935507] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:41:09.030477] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:41:09.030664] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:41:09.030716] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:41:09.030751] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:41:09.034133] [DEBUG] [FORECASTER] MUX: Forecast T+1@11:T+2@11: DOWN (p=30.68%)
[2025-11-25T23:41:09.034419] [INFO ] [FORECASTER] Completed predict_future for MUX
[2025-11-25T23:41:09.034561] [INFO ] [sig       ] MUX: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:41:09.181844] [INFO ] [LOCAL     ] Saved forecast: MUX	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/MUX.txt
[2025-11-25T23:41:09.181998] [INFO ] [sig       ] [2203/3639] Completed MUX in 0.3s | 3.04 sym/s | Total: 12.1m | ETA: 7.9m
[2025-11-25T23:41:09.182054] [INFO ] [sig       ] [2204/3639] Forecasting MVBF...
[2025-11-25T23:41:09.182123] [INFO ] [sig       ] Generating forecast for: MVBF
[2025-11-25T23:41:09.182176] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MVBF' from 'https://tdm.silogroup.org/data/derivative_storage/MVBF.csv'.
[2025-11-25T23:41:09.194329] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MVBF'.
[2025-11-25T23:41:09.194735] [INFO ] [FORECASTER] Starting predict_future for MVBF
[2025-11-25T23:41:09.195578] [DEBUG] [LOCAL     ] No optimal features file found for MVBF: ./output/feature-sets/MVBF.txt
[2025-11-25T23:41:09.195670] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:41:09.195728] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:41:09.195779] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:41:09.195865] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:41:09.253442] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:41:09.254408] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:41:09.254515] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:41:09.254574] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:41:09.328233] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:41:09.328395] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:41:09.328441] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:41:09.328477] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:41:09.332186] [DEBUG] [FORECASTER] MVBF: Forecast T+1@11:T+2@11: DOWN (p=28.52%)
[2025-11-25T23:41:09.332500] [INFO ] [FORECASTER] Completed predict_future for MVBF
[2025-11-25T23:41:09.332635] [INFO ] [sig       ] MVBF: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:41:09.490185] [INFO ] [LOCAL     ] Saved forecast: MVBF	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/MVBF.txt
[2025-11-25T23:41:09.490377] [INFO ] [sig       ] [2204/3639] Completed MVBF in 0.3s | 3.04 sym/s | Total: 12.1m | ETA: 7.9m
[2025-11-25T23:41:09.490449] [INFO ] [sig       ] [2205/3639] Forecasting MVF...
[2025-11-25T23:41:09.490508] [INFO ] [sig       ] Generating forecast for: MVF
[2025-11-25T23:41:09.490576] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MVF' from 'https://tdm.silogroup.org/data/derivative_storage/MVF.csv'.
[2025-11-25T23:41:09.502190] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MVF'.
[2025-11-25T23:41:09.502594] [INFO ] [FORECASTER] Starting predict_future for MVF
[2025-11-25T23:41:09.503465] [DEBUG] [LOCAL     ] No optimal features file found for MVF: ./output/feature-sets/MVF.txt
[2025-11-25T23:41:09.503538] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:41:09.503587] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:41:09.503629] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:41:09.503739] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:41:09.574369] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:41:09.575315] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:41:09.575417] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:41:09.575465] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:41:09.668950] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:41:09.669161] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:41:09.669208] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:41:09.669289] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:41:09.672790] [DEBUG] [FORECASTER] MVF: Forecast T+1@11:T+2@11: UP (p=51.17%)
[2025-11-25T23:41:09.673107] [INFO ] [FORECASTER] Completed predict_future for MVF
[2025-11-25T23:41:09.673260] [INFO ] [sig       ] MVF: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:41:09.815479] [INFO ] [LOCAL     ] Saved forecast: MVF	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/MVF.txt
[2025-11-25T23:41:09.815697] [INFO ] [sig       ] [2205/3639] Completed MVF in 0.3s | 3.04 sym/s | Total: 12.1m | ETA: 7.9m
[2025-11-25T23:41:09.815758] [INFO ] [sig       ] [2206/3639] Forecasting MVO...
[2025-11-25T23:41:09.815801] [INFO ] [sig       ] Generating forecast for: MVO
[2025-11-25T23:41:09.815845] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MVO' from 'https://tdm.silogroup.org/data/derivative_storage/MVO.csv'.
[2025-11-25T23:41:09.827621] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MVO'.
[2025-11-25T23:41:09.828040] [INFO ] [FORECASTER] Starting predict_future for MVO
[2025-11-25T23:41:09.828862] [DEBUG] [LOCAL     ] No optimal features file found for MVO: ./output/feature-sets/MVO.txt
[2025-11-25T23:41:09.828932] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:41:09.828978] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:41:09.829018] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:41:09.829087] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:41:09.886687] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:41:09.887583] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:41:09.887706] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:41:09.887755] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:41:09.980348] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:41:09.980572] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:41:09.980631] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:41:09.980700] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:41:09.984173] [DEBUG] [FORECASTER] MVO: Forecast T+1@11:T+2@11: UP (p=83.73%)
[2025-11-25T23:41:09.984517] [INFO ] [FORECASTER] Completed predict_future for MVO
[2025-11-25T23:41:09.984696] [INFO ] [sig       ] MVO: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:41:10.126772] [INFO ] [LOCAL     ] Saved forecast: MVO	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/MVO.txt
[2025-11-25T23:41:10.126926] [INFO ] [sig       ] [2206/3639] Completed MVO in 0.3s | 3.04 sym/s | Total: 12.1m | ETA: 7.9m
[2025-11-25T23:41:10.126980] [INFO ] [sig       ] [2207/3639] Forecasting MWA...
[2025-11-25T23:41:10.127023] [INFO ] [sig       ] Generating forecast for: MWA
[2025-11-25T23:41:10.127066] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MWA' from 'https://tdm.silogroup.org/data/derivative_storage/MWA.csv'.
[2025-11-25T23:41:10.138007] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MWA'.
[2025-11-25T23:41:10.138301] [INFO ] [FORECASTER] Starting predict_future for MWA
[2025-11-25T23:41:10.139087] [DEBUG] [LOCAL     ] No optimal features file found for MWA: ./output/feature-sets/MWA.txt
[2025-11-25T23:41:10.139156] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:41:10.139202] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:41:10.139241] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:41:10.139314] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:41:10.196857] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:41:10.197732] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:41:10.197829] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:41:10.197896] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:41:10.291832] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:41:10.292004] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:41:10.292049] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:41:10.292083] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:41:10.295439] [DEBUG] [FORECASTER] MWA: Forecast T+1@11:T+2@11: UP (p=79.69%)
[2025-11-25T23:41:10.295757] [INFO ] [FORECASTER] Completed predict_future for MWA
[2025-11-25T23:41:10.295903] [INFO ] [sig       ] MWA: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:41:10.436573] [INFO ] [LOCAL     ] Saved forecast: MWA	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/MWA.txt
[2025-11-25T23:41:10.436786] [INFO ] [sig       ] [2207/3639] Completed MWA in 0.3s | 3.04 sym/s | Total: 12.1m | ETA: 7.9m
[2025-11-25T23:41:10.436847] [INFO ] [sig       ] [2208/3639] Forecasting MX...
[2025-11-25T23:41:10.436883] [INFO ] [sig       ] Generating forecast for: MX
[2025-11-25T23:41:10.436929] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MX' from 'https://tdm.silogroup.org/data/derivative_storage/MX.csv'.
[2025-11-25T23:41:10.448557] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MX'.
[2025-11-25T23:41:10.448964] [INFO ] [FORECASTER] Starting predict_future for MX
[2025-11-25T23:41:10.449779] [DEBUG] [LOCAL     ] No optimal features file found for MX: ./output/feature-sets/MX.txt
[2025-11-25T23:41:10.449847] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:41:10.449893] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:41:10.449934] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:41:10.450003] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:41:10.509044] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:41:10.509915] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:41:10.510010] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:41:10.510057] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:41:10.607629] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:41:10.607825] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:41:10.607869] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:41:10.607904] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:41:10.611365] [DEBUG] [FORECASTER] MX: Forecast T+1@11:T+2@11: DOWN (p=30.19%)
[2025-11-25T23:41:10.611688] [INFO ] [FORECASTER] Completed predict_future for MX
[2025-11-25T23:41:10.611848] [INFO ] [sig       ] MX: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:41:10.757617] [INFO ] [LOCAL     ] Saved forecast: MX	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/MX.txt
[2025-11-25T23:41:10.757838] [INFO ] [sig       ] [2208/3639] Completed MX in 0.3s | 3.04 sym/s | Total: 12.1m | ETA: 7.8m
[2025-11-25T23:41:10.757897] [INFO ] [sig       ] [2209/3639] Forecasting MXF...
[2025-11-25T23:41:10.757951] [INFO ] [sig       ] Generating forecast for: MXF
[2025-11-25T23:41:10.758003] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MXF' from 'https://tdm.silogroup.org/data/derivative_storage/MXF.csv'.
[2025-11-25T23:41:10.770732] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MXF'.
[2025-11-25T23:41:10.771160] [INFO ] [FORECASTER] Starting predict_future for MXF
[2025-11-25T23:41:10.771966] [DEBUG] [LOCAL     ] No optimal features file found for MXF: ./output/feature-sets/MXF.txt
[2025-11-25T23:41:10.772035] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:41:10.772081] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:41:10.772122] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:41:10.772208] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:41:10.829927] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:41:10.830788] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:41:10.830884] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:41:10.830931] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:41:10.923528] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:41:10.923724] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:41:10.923776] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:41:10.923812] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:41:10.927199] [DEBUG] [FORECASTER] MXF: Forecast T+1@11:T+2@11: UP (p=97.57%)
[2025-11-25T23:41:10.927546] [INFO ] [FORECASTER] Completed predict_future for MXF
[2025-11-25T23:41:10.927724] [INFO ] [sig       ] MXF: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:41:11.070446] [INFO ] [LOCAL     ] Saved forecast: MXF	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/MXF.txt
[2025-11-25T23:41:11.070664] [INFO ] [sig       ] [2209/3639] Completed MXF in 0.3s | 3.04 sym/s | Total: 12.1m | ETA: 7.8m
[2025-11-25T23:41:11.070725] [INFO ] [sig       ] [2210/3639] Forecasting MXL...
[2025-11-25T23:41:11.070768] [INFO ] [sig       ] Generating forecast for: MXL
[2025-11-25T23:41:11.070810] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MXL' from 'https://tdm.silogroup.org/data/derivative_storage/MXL.csv'.
[2025-11-25T23:41:11.082602] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MXL'.
[2025-11-25T23:41:11.083053] [INFO ] [FORECASTER] Starting predict_future for MXL
[2025-11-25T23:41:11.083888] [DEBUG] [LOCAL     ] No optimal features file found for MXL: ./output/feature-sets/MXL.txt
[2025-11-25T23:41:11.083957] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:41:11.084004] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:41:11.084044] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:41:11.084112] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:41:11.141157] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:41:11.142031] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:41:11.142129] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:41:11.142176] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:41:11.235710] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:41:11.235869] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:41:11.235912] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:41:11.235946] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:41:11.239274] [DEBUG] [FORECASTER] MXL: Forecast T+1@11:T+2@11: DOWN (p=8.68%)
[2025-11-25T23:41:11.239573] [INFO ] [FORECASTER] Completed predict_future for MXL
[2025-11-25T23:41:11.239745] [INFO ] [sig       ] MXL: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:41:11.387826] [INFO ] [LOCAL     ] Saved forecast: MXL	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/MXL.txt
[2025-11-25T23:41:11.387985] [INFO ] [sig       ] [2210/3639] Completed MXL in 0.3s | 3.04 sym/s | Total: 12.1m | ETA: 7.8m
[2025-11-25T23:41:11.388046] [INFO ] [sig       ] [2211/3639] Forecasting MYE...
[2025-11-25T23:41:11.388091] [INFO ] [sig       ] Generating forecast for: MYE
[2025-11-25T23:41:11.388133] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MYE' from 'https://tdm.silogroup.org/data/derivative_storage/MYE.csv'.
[2025-11-25T23:41:11.399623] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MYE'.
[2025-11-25T23:41:11.400007] [INFO ] [FORECASTER] Starting predict_future for MYE
[2025-11-25T23:41:11.400810] [DEBUG] [LOCAL     ] No optimal features file found for MYE: ./output/feature-sets/MYE.txt
[2025-11-25T23:41:11.400894] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:41:11.400941] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:41:11.400981] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:41:11.401054] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:41:11.459374] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:41:11.460197] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:41:11.460305] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:41:11.460357] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:41:11.554980] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:41:11.555135] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:41:11.555179] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:41:11.555214] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:41:11.558508] [DEBUG] [FORECASTER] MYE: Forecast T+1@11:T+2@11: DOWN (p=19.40%)
[2025-11-25T23:41:11.558825] [INFO ] [FORECASTER] Completed predict_future for MYE
[2025-11-25T23:41:11.558985] [INFO ] [sig       ] MYE: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:41:11.702685] [INFO ] [LOCAL     ] Saved forecast: MYE	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/MYE.txt
[2025-11-25T23:41:11.702870] [INFO ] [sig       ] [2211/3639] Completed MYE in 0.3s | 3.04 sym/s | Total: 12.1m | ETA: 7.8m
[2025-11-25T23:41:11.702924] [INFO ] [sig       ] [2212/3639] Forecasting MYGN...
[2025-11-25T23:41:11.702968] [INFO ] [sig       ] Generating forecast for: MYGN
[2025-11-25T23:41:11.703011] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MYGN' from 'https://tdm.silogroup.org/data/derivative_storage/MYGN.csv'.
[2025-11-25T23:41:11.714684] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MYGN'.
[2025-11-25T23:41:11.714989] [INFO ] [FORECASTER] Starting predict_future for MYGN
[2025-11-25T23:41:11.715810] [DEBUG] [LOCAL     ] No optimal features file found for MYGN: ./output/feature-sets/MYGN.txt
[2025-11-25T23:41:11.715878] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:41:11.715924] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:41:11.715964] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:41:11.716033] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:41:11.774891] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:41:11.775566] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:41:11.775683] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:41:11.775735] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:41:11.871525] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:41:11.871722] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:41:11.871796] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:41:11.871842] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:41:11.875237] [DEBUG] [FORECASTER] MYGN: Forecast T+1@11:T+2@11: UP (p=83.17%)
[2025-11-25T23:41:11.875537] [INFO ] [FORECASTER] Completed predict_future for MYGN
[2025-11-25T23:41:11.875718] [INFO ] [sig       ] MYGN: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:41:12.019746] [INFO ] [LOCAL     ] Saved forecast: MYGN	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/MYGN.txt
[2025-11-25T23:41:12.019945] [INFO ] [sig       ] [2212/3639] Completed MYGN in 0.3s | 3.04 sym/s | Total: 12.1m | ETA: 7.8m
[2025-11-25T23:41:12.020003] [INFO ] [sig       ] [2213/3639] Forecasting MYI...
[2025-11-25T23:41:12.020046] [INFO ] [sig       ] Generating forecast for: MYI
[2025-11-25T23:41:12.020158] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MYI' from 'https://tdm.silogroup.org/data/derivative_storage/MYI.csv'.
[2025-11-25T23:41:12.031715] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MYI'.
[2025-11-25T23:41:12.032012] [INFO ] [FORECASTER] Starting predict_future for MYI
[2025-11-25T23:41:12.032824] [DEBUG] [LOCAL     ] No optimal features file found for MYI: ./output/feature-sets/MYI.txt
[2025-11-25T23:41:12.032894] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:41:12.032950] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:41:12.033000] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:41:12.033086] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:41:12.091583] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:41:12.092479] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:41:12.092582] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:41:12.092659] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:41:12.193691] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:41:12.194348] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:41:12.194410] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:41:12.194446] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:41:12.198022] [DEBUG] [FORECASTER] MYI: Forecast T+1@11:T+2@11: UP (p=93.34%)
[2025-11-25T23:41:12.198316] [INFO ] [FORECASTER] Completed predict_future for MYI
[2025-11-25T23:41:12.198460] [INFO ] [sig       ] MYI: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:41:12.341727] [INFO ] [LOCAL     ] Saved forecast: MYI	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/MYI.txt
[2025-11-25T23:41:12.341907] [INFO ] [sig       ] [2213/3639] Completed MYI in 0.3s | 3.04 sym/s | Total: 12.1m | ETA: 7.8m
[2025-11-25T23:41:12.341963] [INFO ] [sig       ] [2214/3639] Forecasting MYN...
[2025-11-25T23:41:12.342007] [INFO ] [sig       ] Generating forecast for: MYN
[2025-11-25T23:41:12.342050] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MYN' from 'https://tdm.silogroup.org/data/derivative_storage/MYN.csv'.
[2025-11-25T23:41:12.355402] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MYN'.
[2025-11-25T23:41:12.355818] [INFO ] [FORECASTER] Starting predict_future for MYN
[2025-11-25T23:41:12.356607] [DEBUG] [LOCAL     ] No optimal features file found for MYN: ./output/feature-sets/MYN.txt
[2025-11-25T23:41:12.356699] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:41:12.356747] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:41:12.356787] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:41:12.356855] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:41:12.413562] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:41:12.414199] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:41:12.414294] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:41:12.414340] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:41:12.508687] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:41:12.508788] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:41:12.508829] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:41:12.508863] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:41:12.511898] [DEBUG] [FORECASTER] MYN: Forecast T+1@11:T+2@11: DOWN (p=1.30%)
[2025-11-25T23:41:12.512200] [INFO ] [FORECASTER] Completed predict_future for MYN
[2025-11-25T23:41:12.512422] [INFO ] [sig       ] MYN: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:41:12.653018] [INFO ] [LOCAL     ] Saved forecast: MYN	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/MYN.txt
[2025-11-25T23:41:12.653168] [INFO ] [sig       ] [2214/3639] Completed MYN in 0.3s | 3.04 sym/s | Total: 12.1m | ETA: 7.8m
[2025-11-25T23:41:12.653264] [INFO ] [sig       ] [2215/3639] Forecasting MYRG...
[2025-11-25T23:41:12.653315] [INFO ] [sig       ] Generating forecast for: MYRG
[2025-11-25T23:41:12.653357] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MYRG' from 'https://tdm.silogroup.org/data/derivative_storage/MYRG.csv'.
[2025-11-25T23:41:12.665166] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MYRG'.
[2025-11-25T23:41:12.665508] [INFO ] [FORECASTER] Starting predict_future for MYRG
[2025-11-25T23:41:12.666340] [DEBUG] [LOCAL     ] No optimal features file found for MYRG: ./output/feature-sets/MYRG.txt
[2025-11-25T23:41:12.666409] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:41:12.666465] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:41:12.666515] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:41:12.666603] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:41:12.723619] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:41:12.724289] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:41:12.724386] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:41:12.724433] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:41:12.815394] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:41:12.815521] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:41:12.815563] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:41:12.815597] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:41:12.818927] [DEBUG] [FORECASTER] MYRG: Forecast T+1@11:T+2@11: UP (p=94.76%)
[2025-11-25T23:41:12.819209] [INFO ] [FORECASTER] Completed predict_future for MYRG
[2025-11-25T23:41:12.819351] [INFO ] [sig       ] MYRG: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:41:12.958856] [INFO ] [LOCAL     ] Saved forecast: MYRG	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/MYRG.txt
[2025-11-25T23:41:12.959006] [INFO ] [sig       ] [2215/3639] Completed MYRG in 0.3s | 3.04 sym/s | Total: 12.1m | ETA: 7.8m
[2025-11-25T23:41:12.959077] [INFO ] [sig       ] [2216/3639] Forecasting NA...
[2025-11-25T23:41:12.959131] [INFO ] [sig       ] Generating forecast for: NA
[2025-11-25T23:41:12.959187] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NA' from 'https://tdm.silogroup.org/data/derivative_storage/NA.csv'.
[2025-11-25T23:41:12.970983] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NA'.
[2025-11-25T23:41:12.971326] [INFO ] [FORECASTER] Starting predict_future for NA
[2025-11-25T23:41:12.972145] [DEBUG] [LOCAL     ] No optimal features file found for NA: ./output/feature-sets/NA.txt
[2025-11-25T23:41:12.972214] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:41:12.972261] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:41:12.972301] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:41:12.972372] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:41:13.029210] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:41:13.029880] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:41:13.029975] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:41:13.030021] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:41:13.120251] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:41:13.120443] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:41:13.120488] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:41:13.120523] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:41:13.123923] [DEBUG] [FORECASTER] NA: Forecast T+1@11:T+2@11: UP (p=50.78%)
[2025-11-25T23:41:13.124208] [INFO ] [FORECASTER] Completed predict_future for NA
[2025-11-25T23:41:13.124370] [INFO ] [sig       ] NA: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:41:13.263879] [INFO ] [LOCAL     ] Saved forecast: NA	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/NA.txt
[2025-11-25T23:41:13.264025] [INFO ] [sig       ] [2216/3639] Completed NA in 0.3s | 3.04 sym/s | Total: 12.1m | ETA: 7.8m
[2025-11-25T23:41:13.264078] [INFO ] [sig       ] [2217/3639] Forecasting NAAS...
[2025-11-25T23:41:13.264121] [INFO ] [sig       ] Generating forecast for: NAAS
[2025-11-25T23:41:13.264163] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NAAS' from 'https://tdm.silogroup.org/data/derivative_storage/NAAS.csv'.
[2025-11-25T23:41:13.275516] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NAAS'.
[2025-11-25T23:41:13.275834] [INFO ] [FORECASTER] Starting predict_future for NAAS
[2025-11-25T23:41:13.276624] [DEBUG] [LOCAL     ] No optimal features file found for NAAS: ./output/feature-sets/NAAS.txt
[2025-11-25T23:41:13.276713] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:41:13.276759] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:41:13.276800] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:41:13.276869] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:41:13.337523] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:41:13.338304] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:41:13.338416] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:41:13.338463] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:41:13.426626] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:41:13.426831] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:41:13.426877] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:41:13.426912] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:41:13.430326] [DEBUG] [FORECASTER] NAAS: Forecast T+1@11:T+2@11: UP (p=94.03%)
[2025-11-25T23:41:13.430683] [INFO ] [FORECASTER] Completed predict_future for NAAS
[2025-11-25T23:41:13.430831] [INFO ] [sig       ] NAAS: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:41:13.572883] [INFO ] [LOCAL     ] Saved forecast: NAAS	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/NAAS.txt
[2025-11-25T23:41:13.573044] [INFO ] [sig       ] [2217/3639] Completed NAAS in 0.3s | 3.04 sym/s | Total: 12.2m | ETA: 7.8m
[2025-11-25T23:41:13.573099] [INFO ] [sig       ] [2218/3639] Forecasting NABL...
[2025-11-25T23:41:13.573143] [INFO ] [sig       ] Generating forecast for: NABL
[2025-11-25T23:41:13.573186] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NABL' from 'https://tdm.silogroup.org/data/derivative_storage/NABL.csv'.
[2025-11-25T23:41:13.584582] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NABL'.
[2025-11-25T23:41:13.584945] [INFO ] [FORECASTER] Starting predict_future for NABL
[2025-11-25T23:41:13.585750] [DEBUG] [LOCAL     ] No optimal features file found for NABL: ./output/feature-sets/NABL.txt
[2025-11-25T23:41:13.585818] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:41:13.585862] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:41:13.585901] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:41:13.585968] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:41:13.643766] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:41:13.644779] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:41:13.644880] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:41:13.644928] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:41:13.737132] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:41:13.737262] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:41:13.737327] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:41:13.737497] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:41:13.740782] [DEBUG] [FORECASTER] NABL: Forecast T+1@11:T+2@11: DOWN (p=3.96%)
[2025-11-25T23:41:13.741078] [INFO ] [FORECASTER] Completed predict_future for NABL
[2025-11-25T23:41:13.741222] [INFO ] [sig       ] NABL: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:41:13.884044] [INFO ] [LOCAL     ] Saved forecast: NABL	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/NABL.txt
[2025-11-25T23:41:13.884191] [INFO ] [sig       ] [2218/3639] Completed NABL in 0.3s | 3.04 sym/s | Total: 12.2m | ETA: 7.8m
[2025-11-25T23:41:13.884245] [INFO ] [sig       ] [2219/3639] Forecasting NAC...
[2025-11-25T23:41:13.884287] [INFO ] [sig       ] Generating forecast for: NAC
[2025-11-25T23:41:13.884329] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NAC' from 'https://tdm.silogroup.org/data/derivative_storage/NAC.csv'.
[2025-11-25T23:41:13.895082] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NAC'.
[2025-11-25T23:41:13.895407] [INFO ] [FORECASTER] Starting predict_future for NAC
[2025-11-25T23:41:13.896211] [DEBUG] [LOCAL     ] No optimal features file found for NAC: ./output/feature-sets/NAC.txt
[2025-11-25T23:41:13.896292] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:41:13.896347] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:41:13.896396] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:41:13.896472] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:41:13.953291] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:41:13.953991] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:41:13.954085] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:41:13.954131] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:41:14.041663] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:41:14.041863] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:41:14.041909] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:41:14.041946] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:41:14.045308] [DEBUG] [FORECASTER] NAC: Forecast T+1@11:T+2@11: DOWN (p=27.44%)
[2025-11-25T23:41:14.045590] [INFO ] [FORECASTER] Completed predict_future for NAC
[2025-11-25T23:41:14.045746] [INFO ] [sig       ] NAC: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:41:14.191910] [INFO ] [LOCAL     ] Saved forecast: NAC	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/NAC.txt
[2025-11-25T23:41:14.192104] [INFO ] [sig       ] [2219/3639] Completed NAC in 0.3s | 3.04 sym/s | Total: 12.2m | ETA: 7.8m
[2025-11-25T23:41:14.192160] [INFO ] [sig       ] [2220/3639] Forecasting NAD...
[2025-11-25T23:41:14.192204] [INFO ] [sig       ] Generating forecast for: NAD
[2025-11-25T23:41:14.192247] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NAD' from 'https://tdm.silogroup.org/data/derivative_storage/NAD.csv'.
[2025-11-25T23:41:14.203987] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NAD'.
[2025-11-25T23:41:14.204278] [INFO ] [FORECASTER] Starting predict_future for NAD
[2025-11-25T23:41:14.205073] [DEBUG] [LOCAL     ] No optimal features file found for NAD: ./output/feature-sets/NAD.txt
[2025-11-25T23:41:14.205142] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:41:14.205188] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:41:14.205229] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:41:14.205297] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:41:14.264117] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:41:14.265067] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:41:14.265168] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:41:14.265216] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:41:14.357913] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:41:14.358100] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:41:14.358145] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:41:14.358180] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:41:14.361614] [DEBUG] [FORECASTER] NAD: Forecast T+1@11:T+2@11: UP (p=90.53%)
[2025-11-25T23:41:14.361960] [INFO ] [FORECASTER] Completed predict_future for NAD
[2025-11-25T23:41:14.362123] [INFO ] [sig       ] NAD: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:41:14.505151] [INFO ] [LOCAL     ] Saved forecast: NAD	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/NAD.txt
[2025-11-25T23:41:14.505311] [INFO ] [sig       ] [2220/3639] Completed NAD in 0.3s | 3.04 sym/s | Total: 12.2m | ETA: 7.8m
[2025-11-25T23:41:14.505367] [INFO ] [sig       ] [2221/3639] Forecasting NAMS...
[2025-11-25T23:41:14.505411] [INFO ] [sig       ] Generating forecast for: NAMS
[2025-11-25T23:41:14.505455] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NAMS' from 'https://tdm.silogroup.org/data/derivative_storage/NAMS.csv'.
[2025-11-25T23:41:14.517229] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NAMS'.
[2025-11-25T23:41:14.517624] [INFO ] [FORECASTER] Starting predict_future for NAMS
[2025-11-25T23:41:14.518479] [DEBUG] [LOCAL     ] No optimal features file found for NAMS: ./output/feature-sets/NAMS.txt
[2025-11-25T23:41:14.518551] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:41:14.518599] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:41:14.518660] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:41:14.518741] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:41:14.577054] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:41:14.577986] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:41:14.578086] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:41:14.578133] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:41:14.685283] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:41:14.685475] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:41:14.685522] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:41:14.685557] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:41:14.689329] [DEBUG] [FORECASTER] NAMS: Forecast T+1@11:T+2@11: UP (p=90.51%)
[2025-11-25T23:41:14.689873] [INFO ] [FORECASTER] Completed predict_future for NAMS
[2025-11-25T23:41:14.690100] [INFO ] [sig       ] NAMS: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:41:14.833686] [INFO ] [LOCAL     ] Saved forecast: NAMS	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/NAMS.txt
[2025-11-25T23:41:14.833847] [INFO ] [sig       ] [2221/3639] Completed NAMS in 0.3s | 3.04 sym/s | Total: 12.2m | ETA: 7.8m
[2025-11-25T23:41:14.833902] [INFO ] [sig       ] [2222/3639] Forecasting NATH...
[2025-11-25T23:41:14.833944] [INFO ] [sig       ] Generating forecast for: NATH
[2025-11-25T23:41:14.833985] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NATH' from 'https://tdm.silogroup.org/data/derivative_storage/NATH.csv'.
[2025-11-25T23:41:14.845661] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NATH'.
[2025-11-25T23:41:14.845979] [INFO ] [FORECASTER] Starting predict_future for NATH
[2025-11-25T23:41:14.846801] [DEBUG] [LOCAL     ] No optimal features file found for NATH: ./output/feature-sets/NATH.txt
[2025-11-25T23:41:14.846870] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:41:14.846928] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:41:14.846970] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:41:14.847038] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:41:14.907249] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:41:14.908049] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:41:14.908144] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:41:14.908189] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:41:14.993534] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:41:14.993834] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:41:14.993888] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:41:14.993924] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:41:14.997323] [DEBUG] [FORECASTER] NATH: Forecast T+1@11:T+2@11: DOWN (p=10.73%)
[2025-11-25T23:41:14.997635] [INFO ] [FORECASTER] Completed predict_future for NATH
[2025-11-25T23:41:14.997809] [INFO ] [sig       ] NATH: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:41:15.141380] [INFO ] [LOCAL     ] Saved forecast: NATH	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/NATH.txt
[2025-11-25T23:41:15.141539] [INFO ] [sig       ] [2222/3639] Completed NATH in 0.3s | 3.04 sym/s | Total: 12.2m | ETA: 7.8m
[2025-11-25T23:41:15.141592] [INFO ] [sig       ] [2223/3639] Forecasting NATL...
[2025-11-25T23:41:15.141635] [INFO ] [sig       ] Generating forecast for: NATL
[2025-11-25T23:41:15.141710] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NATL' from 'https://tdm.silogroup.org/data/derivative_storage/NATL.csv'.
[2025-11-25T23:41:15.153428] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NATL'.
[2025-11-25T23:41:15.153737] [INFO ] [FORECASTER] Starting predict_future for NATL
[2025-11-25T23:41:15.154565] [DEBUG] [LOCAL     ] No optimal features file found for NATL: ./output/feature-sets/NATL.txt
[2025-11-25T23:41:15.154635] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:41:15.154705] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:41:15.154746] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:41:15.154849] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:41:15.213305] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:41:15.214302] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:41:15.214412] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:41:15.214485] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:41:15.309042] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:41:15.309241] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:41:15.309287] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:41:15.309321] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:41:15.312954] [DEBUG] [FORECASTER] NATL: Forecast T+1@11:T+2@11: DOWN (p=32.54%)
[2025-11-25T23:41:15.313282] [INFO ] [FORECASTER] Completed predict_future for NATL
[2025-11-25T23:41:15.313433] [INFO ] [sig       ] NATL: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:41:15.457571] [INFO ] [LOCAL     ] Saved forecast: NATL	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/NATL.txt
[2025-11-25T23:41:15.457783] [INFO ] [sig       ] [2223/3639] Completed NATL in 0.3s | 3.04 sym/s | Total: 12.2m | ETA: 7.8m
[2025-11-25T23:41:15.457840] [INFO ] [sig       ] [2224/3639] Forecasting NAVI...
[2025-11-25T23:41:15.457963] [INFO ] [sig       ] Generating forecast for: NAVI
[2025-11-25T23:41:15.458009] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NAVI' from 'https://tdm.silogroup.org/data/derivative_storage/NAVI.csv'.
[2025-11-25T23:41:15.470165] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NAVI'.
[2025-11-25T23:41:15.470515] [INFO ] [FORECASTER] Starting predict_future for NAVI
[2025-11-25T23:41:15.471352] [DEBUG] [LOCAL     ] No optimal features file found for NAVI: ./output/feature-sets/NAVI.txt
[2025-11-25T23:41:15.471424] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:41:15.471481] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:41:15.471531] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:41:15.471619] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:41:15.529873] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:41:15.530513] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:41:15.530611] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:41:15.530701] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:41:15.626828] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:41:15.626978] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:41:15.627022] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:41:15.627056] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:41:15.630327] [DEBUG] [FORECASTER] NAVI: Forecast T+1@11:T+2@11: DOWN (p=21.41%)
[2025-11-25T23:41:15.630799] [INFO ] [FORECASTER] Completed predict_future for NAVI
[2025-11-25T23:41:15.631009] [INFO ] [sig       ] NAVI: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:41:15.789561] [INFO ] [LOCAL     ] Saved forecast: NAVI	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/NAVI.txt
[2025-11-25T23:41:15.789747] [INFO ] [sig       ] [2224/3639] Completed NAVI in 0.3s | 3.04 sym/s | Total: 12.2m | ETA: 7.8m
[2025-11-25T23:41:15.789804] [INFO ] [sig       ] [2225/3639] Forecasting NAZ...
[2025-11-25T23:41:15.789847] [INFO ] [sig       ] Generating forecast for: NAZ
[2025-11-25T23:41:15.789967] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NAZ' from 'https://tdm.silogroup.org/data/derivative_storage/NAZ.csv'.
[2025-11-25T23:41:15.802025] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NAZ'.
[2025-11-25T23:41:15.802330] [INFO ] [FORECASTER] Starting predict_future for NAZ
[2025-11-25T23:41:15.803131] [DEBUG] [LOCAL     ] No optimal features file found for NAZ: ./output/feature-sets/NAZ.txt
[2025-11-25T23:41:15.803199] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:41:15.803245] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:41:15.803286] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:41:15.803353] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:41:15.861420] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:41:15.862068] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:41:15.862159] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:41:15.862206] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:41:15.949518] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:41:15.949703] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:41:15.949755] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:41:15.949791] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:41:15.953151] [DEBUG] [FORECASTER] NAZ: Forecast T+1@11:T+2@11: UP (p=65.09%)
[2025-11-25T23:41:15.953431] [INFO ] [FORECASTER] Completed predict_future for NAZ
[2025-11-25T23:41:15.953567] [INFO ] [sig       ] NAZ: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:41:16.095217] [INFO ] [LOCAL     ] Saved forecast: NAZ	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/NAZ.txt
[2025-11-25T23:41:16.095358] [INFO ] [sig       ] [2225/3639] Completed NAZ in 0.3s | 3.04 sym/s | Total: 12.2m | ETA: 7.8m
[2025-11-25T23:41:16.095413] [INFO ] [sig       ] [2226/3639] Forecasting NB...
[2025-11-25T23:41:16.095466] [INFO ] [sig       ] Generating forecast for: NB
[2025-11-25T23:41:16.095511] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NB' from 'https://tdm.silogroup.org/data/derivative_storage/NB.csv'.
[2025-11-25T23:41:16.107056] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NB'.
[2025-11-25T23:41:16.107345] [INFO ] [FORECASTER] Starting predict_future for NB
[2025-11-25T23:41:16.108278] [DEBUG] [LOCAL     ] No optimal features file found for NB: ./output/feature-sets/NB.txt
[2025-11-25T23:41:16.108354] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:41:16.108411] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:41:16.108460] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:41:16.108547] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:41:16.168727] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:41:16.169409] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:41:16.169504] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:41:16.169551] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:41:16.270672] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:41:16.270828] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:41:16.270870] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:41:16.270905] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:41:16.274184] [DEBUG] [FORECASTER] NB: Forecast T+1@11:T+2@11: DOWN (p=19.69%)
[2025-11-25T23:41:16.274465] [INFO ] [FORECASTER] Completed predict_future for NB
[2025-11-25T23:41:16.274659] [INFO ] [sig       ] NB: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:41:16.418810] [INFO ] [LOCAL     ] Saved forecast: NB	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/NB.txt
[2025-11-25T23:41:16.418960] [INFO ] [sig       ] [2226/3639] Completed NB in 0.3s | 3.04 sym/s | Total: 12.2m | ETA: 7.7m
[2025-11-25T23:41:16.419014] [INFO ] [sig       ] [2227/3639] Forecasting NBB...
[2025-11-25T23:41:16.419058] [INFO ] [sig       ] Generating forecast for: NBB
[2025-11-25T23:41:16.419099] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NBB' from 'https://tdm.silogroup.org/data/derivative_storage/NBB.csv'.
[2025-11-25T23:41:16.430939] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NBB'.
[2025-11-25T23:41:16.431233] [INFO ] [FORECASTER] Starting predict_future for NBB
[2025-11-25T23:41:16.432045] [DEBUG] [LOCAL     ] No optimal features file found for NBB: ./output/feature-sets/NBB.txt
[2025-11-25T23:41:16.432112] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:41:16.432158] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:41:16.432197] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:41:16.432265] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:41:16.489580] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:41:16.490207] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:41:16.490300] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:41:16.490346] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:41:16.581707] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:41:16.581809] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:41:16.581850] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:41:16.581883] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:41:16.584928] [DEBUG] [FORECASTER] NBB: Forecast T+1@11:T+2@11: DOWN (p=5.15%)
[2025-11-25T23:41:16.585212] [INFO ] [FORECASTER] Completed predict_future for NBB
[2025-11-25T23:41:16.585363] [INFO ] [sig       ] NBB: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:41:16.768960] [INFO ] [LOCAL     ] Saved forecast: NBB	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/NBB.txt
[2025-11-25T23:41:16.769131] [INFO ] [sig       ] [2227/3639] Completed NBB in 0.4s | 3.04 sym/s | Total: 12.2m | ETA: 7.7m
[2025-11-25T23:41:16.769189] [INFO ] [sig       ] [2228/3639] Forecasting NBBK...
[2025-11-25T23:41:16.769232] [INFO ] [sig       ] Generating forecast for: NBBK
[2025-11-25T23:41:16.769275] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NBBK' from 'https://tdm.silogroup.org/data/derivative_storage/NBBK.csv'.
[2025-11-25T23:41:16.780768] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NBBK'.
[2025-11-25T23:41:16.781071] [INFO ] [FORECASTER] Starting predict_future for NBBK
[2025-11-25T23:41:16.781923] [DEBUG] [LOCAL     ] No optimal features file found for NBBK: ./output/feature-sets/NBBK.txt
[2025-11-25T23:41:16.781993] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:41:16.782043] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:41:16.782095] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:41:16.782176] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:41:16.839117] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:41:16.839764] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:41:16.839863] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:41:16.839905] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:41:16.934773] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:41:16.934883] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:41:16.934926] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:41:16.934961] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:41:16.938179] [DEBUG] [FORECASTER] NBBK: Forecast T+1@11:T+2@11: DOWN (p=10.89%)
[2025-11-25T23:41:16.938457] [INFO ] [FORECASTER] Completed predict_future for NBBK
[2025-11-25T23:41:16.938598] [INFO ] [sig       ] NBBK: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:41:17.079503] [INFO ] [LOCAL     ] Saved forecast: NBBK	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/NBBK.txt
[2025-11-25T23:41:17.079668] [INFO ] [sig       ] [2228/3639] Completed NBBK in 0.3s | 3.04 sym/s | Total: 12.2m | ETA: 7.7m
[2025-11-25T23:41:17.079725] [INFO ] [sig       ] [2229/3639] Forecasting NBHC...
[2025-11-25T23:41:17.079764] [INFO ] [sig       ] Generating forecast for: NBHC
[2025-11-25T23:41:17.079807] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NBHC' from 'https://tdm.silogroup.org/data/derivative_storage/NBHC.csv'.
[2025-11-25T23:41:17.091433] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NBHC'.
[2025-11-25T23:41:17.091770] [INFO ] [FORECASTER] Starting predict_future for NBHC
[2025-11-25T23:41:17.092539] [DEBUG] [LOCAL     ] No optimal features file found for NBHC: ./output/feature-sets/NBHC.txt
[2025-11-25T23:41:17.092608] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:41:17.092676] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:41:17.092719] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:41:17.092789] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:41:17.150192] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:41:17.150878] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:41:17.150972] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:41:17.151021] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:41:17.257317] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:41:17.257520] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:41:17.257566] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:41:17.257624] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:41:17.261294] [DEBUG] [FORECASTER] NBHC: Forecast T+1@11:T+2@11: DOWN (p=8.22%)
[2025-11-25T23:41:17.261616] [INFO ] [FORECASTER] Completed predict_future for NBHC
[2025-11-25T23:41:17.261798] [INFO ] [sig       ] NBHC: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:41:17.404245] [INFO ] [LOCAL     ] Saved forecast: NBHC	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/NBHC.txt
[2025-11-25T23:41:17.404432] [INFO ] [sig       ] [2229/3639] Completed NBHC in 0.3s | 3.04 sym/s | Total: 12.2m | ETA: 7.7m
[2025-11-25T23:41:17.404488] [INFO ] [sig       ] [2230/3639] Forecasting NBIX...
[2025-11-25T23:41:17.404531] [INFO ] [sig       ] Generating forecast for: NBIX
[2025-11-25T23:41:17.404575] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NBIX' from 'https://tdm.silogroup.org/data/derivative_storage/NBIX.csv'.
[2025-11-25T23:41:17.416395] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NBIX'.
[2025-11-25T23:41:17.416880] [INFO ] [FORECASTER] Starting predict_future for NBIX
[2025-11-25T23:41:17.417795] [DEBUG] [LOCAL     ] No optimal features file found for NBIX: ./output/feature-sets/NBIX.txt
[2025-11-25T23:41:17.417870] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:41:17.417915] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:41:17.417969] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:41:17.418103] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:41:17.476016] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:41:17.476923] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:41:17.477023] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:41:17.477085] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:41:17.575258] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:41:17.575449] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:41:17.575505] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:41:17.575540] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:41:17.579025] [DEBUG] [FORECASTER] NBIX: Forecast T+1@11:T+2@11: DOWN (p=28.40%)
[2025-11-25T23:41:17.579468] [INFO ] [FORECASTER] Completed predict_future for NBIX
[2025-11-25T23:41:17.579701] [INFO ] [sig       ] NBIX: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:41:17.721574] [INFO ] [LOCAL     ] Saved forecast: NBIX	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/NBIX.txt
[2025-11-25T23:41:17.721749] [INFO ] [sig       ] [2230/3639] Completed NBIX in 0.3s | 3.04 sym/s | Total: 12.2m | ETA: 7.7m
[2025-11-25T23:41:17.721818] [INFO ] [sig       ] [2231/3639] Forecasting NBN...
[2025-11-25T23:41:17.721862] [INFO ] [sig       ] Generating forecast for: NBN
[2025-11-25T23:41:17.721946] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NBN' from 'https://tdm.silogroup.org/data/derivative_storage/NBN.csv'.
[2025-11-25T23:41:17.733431] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NBN'.
[2025-11-25T23:41:17.733749] [INFO ] [FORECASTER] Starting predict_future for NBN
[2025-11-25T23:41:17.734550] [DEBUG] [LOCAL     ] No optimal features file found for NBN: ./output/feature-sets/NBN.txt
[2025-11-25T23:41:17.734619] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:41:17.734710] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:41:17.734754] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:41:17.734823] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:41:17.792181] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:41:17.792837] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:41:17.792930] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:41:17.793002] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:41:17.885469] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:41:17.885656] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:41:17.885708] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:41:17.885743] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:41:17.889127] [DEBUG] [FORECASTER] NBN: Forecast T+1@11:T+2@11: DOWN (p=33.91%)
[2025-11-25T23:41:17.889431] [INFO ] [FORECASTER] Completed predict_future for NBN
[2025-11-25T23:41:17.889598] [INFO ] [sig       ] NBN: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:41:18.036401] [INFO ] [LOCAL     ] Saved forecast: NBN	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/NBN.txt
[2025-11-25T23:41:18.036594] [INFO ] [sig       ] [2231/3639] Completed NBN in 0.3s | 3.04 sym/s | Total: 12.2m | ETA: 7.7m
[2025-11-25T23:41:18.036739] [INFO ] [sig       ] [2232/3639] Forecasting NBTB...
[2025-11-25T23:41:18.036790] [INFO ] [sig       ] Generating forecast for: NBTB
[2025-11-25T23:41:18.036835] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NBTB' from 'https://tdm.silogroup.org/data/derivative_storage/NBTB.csv'.
[2025-11-25T23:41:18.048793] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NBTB'.
[2025-11-25T23:41:18.049114] [INFO ] [FORECASTER] Starting predict_future for NBTB
[2025-11-25T23:41:18.049985] [DEBUG] [LOCAL     ] No optimal features file found for NBTB: ./output/feature-sets/NBTB.txt
[2025-11-25T23:41:18.050056] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:41:18.050103] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:41:18.050144] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:41:18.050214] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:41:18.107956] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:41:18.108676] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:41:18.108772] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:41:18.108833] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:41:18.205488] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:41:18.205629] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:41:18.205704] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:41:18.205760] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:41:18.209051] [DEBUG] [FORECASTER] NBTB: Forecast T+1@11:T+2@11: UP (p=64.06%)
[2025-11-25T23:41:18.209368] [INFO ] [FORECASTER] Completed predict_future for NBTB
[2025-11-25T23:41:18.209560] [INFO ] [sig       ] NBTB: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:41:18.354775] [INFO ] [LOCAL     ] Saved forecast: NBTB	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/NBTB.txt
[2025-11-25T23:41:18.354929] [INFO ] [sig       ] [2232/3639] Completed NBTB in 0.3s | 3.04 sym/s | Total: 12.2m | ETA: 7.7m
[2025-11-25T23:41:18.354985] [INFO ] [sig       ] [2233/3639] Forecasting NBXG...
[2025-11-25T23:41:18.355028] [INFO ] [sig       ] Generating forecast for: NBXG
[2025-11-25T23:41:18.355117] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NBXG' from 'https://tdm.silogroup.org/data/derivative_storage/NBXG.csv'.
[2025-11-25T23:41:18.367450] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NBXG'.
[2025-11-25T23:41:18.367803] [INFO ] [FORECASTER] Starting predict_future for NBXG
[2025-11-25T23:41:18.368633] [DEBUG] [LOCAL     ] No optimal features file found for NBXG: ./output/feature-sets/NBXG.txt
[2025-11-25T23:41:18.368721] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:41:18.368779] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:41:18.368847] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:41:18.368929] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:41:18.428508] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:41:18.429208] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:41:18.429316] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:41:18.429365] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:41:18.529388] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:41:18.529543] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:41:18.529586] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:41:18.529623] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:41:18.533154] [DEBUG] [FORECASTER] NBXG: Forecast T+1@11:T+2@11: UP (p=86.21%)
[2025-11-25T23:41:18.533513] [INFO ] [FORECASTER] Completed predict_future for NBXG
[2025-11-25T23:41:18.533735] [INFO ] [sig       ] NBXG: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:41:18.682302] [INFO ] [LOCAL     ] Saved forecast: NBXG	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/NBXG.txt
[2025-11-25T23:41:18.682468] [INFO ] [sig       ] [2233/3639] Completed NBXG in 0.3s | 3.04 sym/s | Total: 12.2m | ETA: 7.7m
[2025-11-25T23:41:18.682521] [INFO ] [sig       ] [2234/3639] Forecasting NC...
[2025-11-25T23:41:18.682564] [INFO ] [sig       ] Generating forecast for: NC
[2025-11-25T23:41:18.682607] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NC' from 'https://tdm.silogroup.org/data/derivative_storage/NC.csv'.
[2025-11-25T23:41:18.694290] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NC'.
[2025-11-25T23:41:18.694619] [INFO ] [FORECASTER] Starting predict_future for NC
[2025-11-25T23:41:18.695437] [DEBUG] [LOCAL     ] No optimal features file found for NC: ./output/feature-sets/NC.txt
[2025-11-25T23:41:18.695507] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:41:18.695553] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:41:18.695594] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:41:18.695688] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:41:18.755775] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:41:18.756499] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:41:18.756602] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:41:18.756669] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:41:18.841718] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:41:18.841910] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:41:18.841956] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:41:18.841992] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:41:18.845336] [DEBUG] [FORECASTER] NC: Forecast T+1@11:T+2@11: DOWN (p=10.11%)
[2025-11-25T23:41:18.845627] [INFO ] [FORECASTER] Completed predict_future for NC
[2025-11-25T23:41:18.845827] [INFO ] [sig       ] NC: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:41:18.985471] [INFO ] [LOCAL     ] Saved forecast: NC	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/NC.txt
[2025-11-25T23:41:18.985616] [INFO ] [sig       ] [2234/3639] Completed NC in 0.3s | 3.04 sym/s | Total: 12.2m | ETA: 7.7m
[2025-11-25T23:41:18.985702] [INFO ] [sig       ] [2235/3639] Forecasting NCA...
[2025-11-25T23:41:18.985759] [INFO ] [sig       ] Generating forecast for: NCA
[2025-11-25T23:41:18.985810] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NCA' from 'https://tdm.silogroup.org/data/derivative_storage/NCA.csv'.
[2025-11-25T23:41:18.997521] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NCA'.
[2025-11-25T23:41:18.997889] [INFO ] [FORECASTER] Starting predict_future for NCA
[2025-11-25T23:41:18.998749] [DEBUG] [LOCAL     ] No optimal features file found for NCA: ./output/feature-sets/NCA.txt
[2025-11-25T23:41:18.998847] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:41:18.998895] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:41:18.998935] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:41:18.999002] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:41:19.055313] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:41:19.056003] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:41:19.056099] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:41:19.056146] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:41:19.147993] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:41:19.148140] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:41:19.148184] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:41:19.148218] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:41:19.151609] [DEBUG] [FORECASTER] NCA: Forecast T+1@11:T+2@11: DOWN (p=45.78%)
[2025-11-25T23:41:19.151908] [INFO ] [FORECASTER] Completed predict_future for NCA
[2025-11-25T23:41:19.152061] [INFO ] [sig       ] NCA: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:41:19.293715] [INFO ] [LOCAL     ] Saved forecast: NCA	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/NCA.txt
[2025-11-25T23:41:19.293863] [INFO ] [sig       ] [2235/3639] Completed NCA in 0.3s | 3.04 sym/s | Total: 12.2m | ETA: 7.7m
[2025-11-25T23:41:19.293928] [INFO ] [sig       ] [2236/3639] Forecasting NCLH...
[2025-11-25T23:41:19.293981] [INFO ] [sig       ] Generating forecast for: NCLH
[2025-11-25T23:41:19.294059] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NCLH' from 'https://tdm.silogroup.org/data/derivative_storage/NCLH.csv'.
[2025-11-25T23:41:19.305456] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NCLH'.
[2025-11-25T23:41:19.305775] [INFO ] [FORECASTER] Starting predict_future for NCLH
[2025-11-25T23:41:19.306577] [DEBUG] [LOCAL     ] No optimal features file found for NCLH: ./output/feature-sets/NCLH.txt
[2025-11-25T23:41:19.306668] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:41:19.306717] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:41:19.306761] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:41:19.306830] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:41:19.364000] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:41:19.364689] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:41:19.364786] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:41:19.364834] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:41:19.475241] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:41:19.475389] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:41:19.475436] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:41:19.475471] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:41:19.478834] [DEBUG] [FORECASTER] NCLH: Forecast T+1@11:T+2@11: DOWN (p=15.54%)
[2025-11-25T23:41:19.479120] [INFO ] [FORECASTER] Completed predict_future for NCLH
[2025-11-25T23:41:19.479265] [INFO ] [sig       ] NCLH: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:41:19.623535] [INFO ] [LOCAL     ] Saved forecast: NCLH	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/NCLH.txt
[2025-11-25T23:41:19.623741] [INFO ] [sig       ] [2236/3639] Completed NCLH in 0.3s | 3.04 sym/s | Total: 12.3m | ETA: 7.7m
[2025-11-25T23:41:19.623799] [INFO ] [sig       ] [2237/3639] Forecasting NCMI...
[2025-11-25T23:41:19.623842] [INFO ] [sig       ] Generating forecast for: NCMI
[2025-11-25T23:41:19.623886] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NCMI' from 'https://tdm.silogroup.org/data/derivative_storage/NCMI.csv'.
[2025-11-25T23:41:19.637515] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NCMI'.
[2025-11-25T23:41:19.637868] [INFO ] [FORECASTER] Starting predict_future for NCMI
[2025-11-25T23:41:19.638720] [DEBUG] [LOCAL     ] No optimal features file found for NCMI: ./output/feature-sets/NCMI.txt
[2025-11-25T23:41:19.638787] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:41:19.638833] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:41:19.638873] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:41:19.638942] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:41:19.696549] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:41:19.697318] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:41:19.697444] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:41:19.697492] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:41:19.792552] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:41:19.792735] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:41:19.792786] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:41:19.792821] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:41:19.796189] [DEBUG] [FORECASTER] NCMI: Forecast T+1@11:T+2@11: UP (p=89.51%)
[2025-11-25T23:41:19.796488] [INFO ] [FORECASTER] Completed predict_future for NCMI
[2025-11-25T23:41:19.796632] [INFO ] [sig       ] NCMI: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:41:19.939023] [INFO ] [LOCAL     ] Saved forecast: NCMI	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/NCMI.txt
[2025-11-25T23:41:19.939212] [INFO ] [sig       ] [2237/3639] Completed NCMI in 0.3s | 3.04 sym/s | Total: 12.3m | ETA: 7.7m
[2025-11-25T23:41:19.939284] [INFO ] [sig       ] [2238/3639] Forecasting NCNA...
[2025-11-25T23:41:19.939343] [INFO ] [sig       ] Generating forecast for: NCNA
[2025-11-25T23:41:19.939402] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NCNA' from 'https://tdm.silogroup.org/data/derivative_storage/NCNA.csv'.
[2025-11-25T23:41:19.951267] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NCNA'.
[2025-11-25T23:41:19.951681] [INFO ] [FORECASTER] Starting predict_future for NCNA
[2025-11-25T23:41:19.952567] [DEBUG] [LOCAL     ] No optimal features file found for NCNA: ./output/feature-sets/NCNA.txt
[2025-11-25T23:41:19.952677] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:41:19.952815] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:41:19.952875] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:41:19.952968] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:41:20.011971] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:41:20.012932] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:41:20.013048] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:41:20.013112] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:41:20.114390] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:41:20.114568] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:41:20.114615] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:41:20.114668] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:41:20.118151] [DEBUG] [FORECASTER] NCNA: Forecast T+1@11:T+2@11: UP (p=62.72%)
[2025-11-25T23:41:20.118465] [INFO ] [FORECASTER] Completed predict_future for NCNA
[2025-11-25T23:41:20.118632] [INFO ] [sig       ] NCNA: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:41:20.259590] [INFO ] [LOCAL     ] Saved forecast: NCNA	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/NCNA.txt
[2025-11-25T23:41:20.259807] [INFO ] [sig       ] [2238/3639] Completed NCNA in 0.3s | 3.04 sym/s | Total: 12.3m | ETA: 7.7m
[2025-11-25T23:41:20.259876] [INFO ] [sig       ] [2239/3639] Forecasting NCNO...
[2025-11-25T23:41:20.259922] [INFO ] [sig       ] Generating forecast for: NCNO
[2025-11-25T23:41:20.259963] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NCNO' from 'https://tdm.silogroup.org/data/derivative_storage/NCNO.csv'.
[2025-11-25T23:41:20.271765] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NCNO'.
[2025-11-25T23:41:20.272212] [INFO ] [FORECASTER] Starting predict_future for NCNO
[2025-11-25T23:41:20.273066] [DEBUG] [LOCAL     ] No optimal features file found for NCNO: ./output/feature-sets/NCNO.txt
[2025-11-25T23:41:20.273135] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:41:20.273182] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:41:20.273221] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:41:20.273290] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:41:20.336277] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:41:20.337339] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:41:20.337463] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:41:20.337514] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:41:20.434017] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:41:20.434229] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:41:20.434279] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:41:20.434315] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:41:20.438013] [DEBUG] [FORECASTER] NCNO: Forecast T+1@11:T+2@11: DOWN (p=16.85%)
[2025-11-25T23:41:20.438351] [INFO ] [FORECASTER] Completed predict_future for NCNO
[2025-11-25T23:41:20.438509] [INFO ] [sig       ] NCNO: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:41:20.585888] [INFO ] [LOCAL     ] Saved forecast: NCNO	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/NCNO.txt
[2025-11-25T23:41:20.586061] [INFO ] [sig       ] [2239/3639] Completed NCNO in 0.3s | 3.04 sym/s | Total: 12.3m | ETA: 7.7m
[2025-11-25T23:41:20.586117] [INFO ] [sig       ] [2240/3639] Forecasting NCTY...
[2025-11-25T23:41:20.586162] [INFO ] [sig       ] Generating forecast for: NCTY
[2025-11-25T23:41:20.586206] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NCTY' from 'https://tdm.silogroup.org/data/derivative_storage/NCTY.csv'.
[2025-11-25T23:41:20.598382] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NCTY'.
[2025-11-25T23:41:20.598765] [INFO ] [FORECASTER] Starting predict_future for NCTY
[2025-11-25T23:41:20.599626] [DEBUG] [LOCAL     ] No optimal features file found for NCTY: ./output/feature-sets/NCTY.txt
[2025-11-25T23:41:20.599717] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:41:20.599765] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:41:20.599805] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:41:20.599896] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:41:20.659414] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:41:20.660140] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:41:20.660240] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:41:20.660288] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:41:20.764120] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:41:20.764303] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:41:20.764348] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:41:20.764384] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:41:20.768019] [DEBUG] [FORECASTER] NCTY: Forecast T+1@11:T+2@11: DOWN (p=28.73%)
[2025-11-25T23:41:20.768498] [INFO ] [FORECASTER] Completed predict_future for NCTY
[2025-11-25T23:41:20.768767] [INFO ] [sig       ] NCTY: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:41:20.917184] [INFO ] [LOCAL     ] Saved forecast: NCTY	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/NCTY.txt
[2025-11-25T23:41:20.917345] [INFO ] [sig       ] [2240/3639] Completed NCTY in 0.3s | 3.04 sym/s | Total: 12.3m | ETA: 7.7m
[2025-11-25T23:41:20.917426] [INFO ] [sig       ] [2241/3639] Forecasting NCZ...
[2025-11-25T23:41:20.917476] [INFO ] [sig       ] Generating forecast for: NCZ
[2025-11-25T23:41:20.917600] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NCZ' from 'https://tdm.silogroup.org/data/derivative_storage/NCZ.csv'.
[2025-11-25T23:41:20.930207] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NCZ'.
[2025-11-25T23:41:20.930572] [INFO ] [FORECASTER] Starting predict_future for NCZ
[2025-11-25T23:41:20.931533] [DEBUG] [LOCAL     ] No optimal features file found for NCZ: ./output/feature-sets/NCZ.txt
[2025-11-25T23:41:20.931605] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:41:20.931693] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:41:20.931741] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:41:20.931814] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:41:20.993467] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:41:20.994268] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:41:20.994367] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:41:20.994411] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:41:21.090056] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:41:21.090218] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:41:21.090264] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:41:21.090299] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:41:21.093779] [DEBUG] [FORECASTER] NCZ: Forecast T+1@11:T+2@11: UP (p=74.35%)
[2025-11-25T23:41:21.094076] [INFO ] [FORECASTER] Completed predict_future for NCZ
[2025-11-25T23:41:21.094217] [INFO ] [sig       ] NCZ: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:41:21.246869] [INFO ] [LOCAL     ] Saved forecast: NCZ	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/NCZ.txt
[2025-11-25T23:41:21.247054] [INFO ] [sig       ] [2241/3639] Completed NCZ in 0.3s | 3.04 sym/s | Total: 12.3m | ETA: 7.7m
[2025-11-25T23:41:21.247114] [INFO ] [sig       ] [2242/3639] Forecasting NDAQ...
[2025-11-25T23:41:21.247163] [INFO ] [sig       ] Generating forecast for: NDAQ
[2025-11-25T23:41:21.247207] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NDAQ' from 'https://tdm.silogroup.org/data/derivative_storage/NDAQ.csv'.
[2025-11-25T23:41:21.259127] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NDAQ'.
[2025-11-25T23:41:21.259469] [INFO ] [FORECASTER] Starting predict_future for NDAQ
[2025-11-25T23:41:21.260342] [DEBUG] [LOCAL     ] No optimal features file found for NDAQ: ./output/feature-sets/NDAQ.txt
[2025-11-25T23:41:21.260412] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:41:21.260458] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:41:21.260500] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:41:21.260570] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:41:21.319707] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:41:21.320519] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:41:21.320621] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:41:21.320691] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:41:21.421320] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:41:21.421515] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:41:21.421562] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:41:21.421596] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:41:21.424988] [DEBUG] [FORECASTER] NDAQ: Forecast T+1@11:T+2@11: UP (p=85.05%)
[2025-11-25T23:41:21.425430] [INFO ] [FORECASTER] Completed predict_future for NDAQ
[2025-11-25T23:41:21.425659] [INFO ] [sig       ] NDAQ: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:41:21.569866] [INFO ] [LOCAL     ] Saved forecast: NDAQ	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/NDAQ.txt
[2025-11-25T23:41:21.570219] [INFO ] [sig       ] [2242/3639] Completed NDAQ in 0.3s | 3.04 sym/s | Total: 12.3m | ETA: 7.7m
[2025-11-25T23:41:21.570283] [INFO ] [sig       ] [2243/3639] Forecasting NDMO...
[2025-11-25T23:41:21.570342] [INFO ] [sig       ] Generating forecast for: NDMO
[2025-11-25T23:41:21.570389] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NDMO' from 'https://tdm.silogroup.org/data/derivative_storage/NDMO.csv'.
[2025-11-25T23:41:21.582123] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NDMO'.
[2025-11-25T23:41:21.582491] [INFO ] [FORECASTER] Starting predict_future for NDMO
[2025-11-25T23:41:21.583375] [DEBUG] [LOCAL     ] No optimal features file found for NDMO: ./output/feature-sets/NDMO.txt
[2025-11-25T23:41:21.583447] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:41:21.583494] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:41:21.583535] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:41:21.583606] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:41:21.649599] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:41:21.650741] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:41:21.650844] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:41:21.650892] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:41:21.756619] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:41:21.756831] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:41:21.756880] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:41:21.756917] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:41:21.760616] [DEBUG] [FORECASTER] NDMO: Forecast T+1@11:T+2@11: UP (p=71.53%)
[2025-11-25T23:41:21.761099] [INFO ] [FORECASTER] Completed predict_future for NDMO
[2025-11-25T23:41:21.761254] [INFO ] [sig       ] NDMO: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:41:21.973635] [INFO ] [LOCAL     ] Saved forecast: NDMO	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/NDMO.txt
[2025-11-25T23:41:21.973881] [INFO ] [sig       ] [2243/3639] Completed NDMO in 0.4s | 3.04 sym/s | Total: 12.3m | ETA: 7.7m
[2025-11-25T23:41:21.973940] [INFO ] [sig       ] [2244/3639] Forecasting NDRA...
[2025-11-25T23:41:21.973984] [INFO ] [sig       ] Generating forecast for: NDRA
[2025-11-25T23:41:21.974027] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NDRA' from 'https://tdm.silogroup.org/data/derivative_storage/NDRA.csv'.
[2025-11-25T23:41:21.989895] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NDRA'.
[2025-11-25T23:41:21.990446] [INFO ] [FORECASTER] Starting predict_future for NDRA
[2025-11-25T23:41:21.991780] [DEBUG] [LOCAL     ] No optimal features file found for NDRA: ./output/feature-sets/NDRA.txt
[2025-11-25T23:41:21.991873] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:41:21.991953] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:41:21.992021] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:41:21.992132] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:41:22.056184] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:41:22.057163] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:41:22.057292] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:41:22.057344] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:41:22.150434] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:41:22.150706] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:41:22.150813] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:41:22.150898] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:41:22.154913] [DEBUG] [FORECASTER] NDRA: Forecast T+1@11:T+2@11: UP (p=70.17%)
[2025-11-25T23:41:22.155323] [INFO ] [FORECASTER] Completed predict_future for NDRA
[2025-11-25T23:41:22.155507] [INFO ] [sig       ] NDRA: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:41:22.307715] [INFO ] [LOCAL     ] Saved forecast: NDRA	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/NDRA.txt
[2025-11-25T23:41:22.307934] [INFO ] [sig       ] [2244/3639] Completed NDRA in 0.3s | 3.04 sym/s | Total: 12.3m | ETA: 7.6m
[2025-11-25T23:41:22.307996] [INFO ] [sig       ] [2245/3639] Forecasting NDSN...
[2025-11-25T23:41:22.308042] [INFO ] [sig       ] Generating forecast for: NDSN
[2025-11-25T23:41:22.308087] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NDSN' from 'https://tdm.silogroup.org/data/derivative_storage/NDSN.csv'.
[2025-11-25T23:41:22.324200] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NDSN'.
[2025-11-25T23:41:22.324783] [INFO ] [FORECASTER] Starting predict_future for NDSN
[2025-11-25T23:41:22.326157] [DEBUG] [LOCAL     ] No optimal features file found for NDSN: ./output/feature-sets/NDSN.txt
[2025-11-25T23:41:22.326257] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:41:22.326346] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:41:22.326430] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:41:22.326550] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:41:22.401600] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:41:22.402754] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:41:22.402880] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:41:22.402969] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:41:22.497465] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:41:22.497711] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:41:22.497773] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:41:22.497813] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:41:22.501968] [DEBUG] [FORECASTER] NDSN: Forecast T+1@11:T+2@11: DOWN (p=4.89%)
[2025-11-25T23:41:22.502358] [INFO ] [FORECASTER] Completed predict_future for NDSN
[2025-11-25T23:41:22.502523] [INFO ] [sig       ] NDSN: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:41:22.651856] [INFO ] [LOCAL     ] Saved forecast: NDSN	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/NDSN.txt
[2025-11-25T23:41:22.652122] [INFO ] [sig       ] [2245/3639] Completed NDSN in 0.3s | 3.04 sym/s | Total: 12.3m | ETA: 7.6m
[2025-11-25T23:41:22.652248] [INFO ] [sig       ] [2246/3639] Forecasting NE...
[2025-11-25T23:41:22.652316] [INFO ] [sig       ] Generating forecast for: NE
[2025-11-25T23:41:22.652382] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NE' from 'https://tdm.silogroup.org/data/derivative_storage/NE.csv'.
[2025-11-25T23:41:22.668438] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NE'.
[2025-11-25T23:41:22.669013] [INFO ] [FORECASTER] Starting predict_future for NE
[2025-11-25T23:41:22.670322] [DEBUG] [LOCAL     ] No optimal features file found for NE: ./output/feature-sets/NE.txt
[2025-11-25T23:41:22.670445] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:41:22.670526] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:41:22.670598] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:41:22.670739] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:41:22.744780] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:41:22.745806] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:41:22.745937] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:41:22.746001] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:41:22.831688] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:41:22.831865] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:41:22.831911] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:41:22.831946] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:41:22.835370] [DEBUG] [FORECASTER] NE: Forecast T+1@11:T+2@11: DOWN (p=3.21%)
[2025-11-25T23:41:22.835703] [INFO ] [FORECASTER] Completed predict_future for NE
[2025-11-25T23:41:22.835852] [INFO ] [sig       ] NE: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:41:22.984393] [INFO ] [LOCAL     ] Saved forecast: NE	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/NE.txt
[2025-11-25T23:41:22.984587] [INFO ] [sig       ] [2246/3639] Completed NE in 0.3s | 3.04 sym/s | Total: 12.3m | ETA: 7.6m
[2025-11-25T23:41:22.984664] [INFO ] [sig       ] [2247/3639] Forecasting NEA...
[2025-11-25T23:41:22.984705] [INFO ] [sig       ] Generating forecast for: NEA
[2025-11-25T23:41:22.984746] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NEA' from 'https://tdm.silogroup.org/data/derivative_storage/NEA.csv'.
[2025-11-25T23:41:22.996960] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NEA'.
[2025-11-25T23:41:22.997428] [INFO ] [FORECASTER] Starting predict_future for NEA
[2025-11-25T23:41:22.998333] [DEBUG] [LOCAL     ] No optimal features file found for NEA: ./output/feature-sets/NEA.txt
[2025-11-25T23:41:22.998417] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:41:22.998481] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:41:22.998540] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:41:22.998654] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:41:23.057908] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:41:23.058838] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:41:23.058939] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:41:23.058988] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:41:23.138811] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:41:23.138989] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:41:23.139034] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:41:23.139071] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:41:23.142836] [DEBUG] [FORECASTER] NEA: Forecast T+1@11:T+2@11: UP (p=52.10%)
[2025-11-25T23:41:23.143183] [INFO ] [FORECASTER] Completed predict_future for NEA
[2025-11-25T23:41:23.143337] [INFO ] [sig       ] NEA: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:41:23.284674] [INFO ] [LOCAL     ] Saved forecast: NEA	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/NEA.txt
[2025-11-25T23:41:23.284826] [INFO ] [sig       ] [2247/3639] Completed NEA in 0.3s | 3.04 sym/s | Total: 12.3m | ETA: 7.6m
[2025-11-25T23:41:23.284911] [INFO ] [sig       ] [2248/3639] Forecasting NECB...
[2025-11-25T23:41:23.284961] [INFO ] [sig       ] Generating forecast for: NECB
[2025-11-25T23:41:23.285013] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NECB' from 'https://tdm.silogroup.org/data/derivative_storage/NECB.csv'.
[2025-11-25T23:41:23.295600] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NECB'.
[2025-11-25T23:41:23.295920] [INFO ] [FORECASTER] Starting predict_future for NECB
[2025-11-25T23:41:23.296760] [DEBUG] [LOCAL     ] No optimal features file found for NECB: ./output/feature-sets/NECB.txt
[2025-11-25T23:41:23.296827] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:41:23.296886] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:41:23.296935] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:41:23.297018] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:41:23.354316] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:41:23.355137] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:41:23.355234] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:41:23.355294] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:41:23.449036] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:41:23.449229] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:41:23.449277] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:41:23.449313] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:41:23.452793] [DEBUG] [FORECASTER] NECB: Forecast T+1@11:T+2@11: DOWN (p=15.66%)
[2025-11-25T23:41:23.453088] [INFO ] [FORECASTER] Completed predict_future for NECB
[2025-11-25T23:41:23.453233] [INFO ] [sig       ] NECB: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:41:23.610020] [INFO ] [LOCAL     ] Saved forecast: NECB	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/NECB.txt
[2025-11-25T23:41:23.610202] [INFO ] [sig       ] [2248/3639] Completed NECB in 0.3s | 3.04 sym/s | Total: 12.3m | ETA: 7.6m
[2025-11-25T23:41:23.610258] [INFO ] [sig       ] [2249/3639] Forecasting NEE...
[2025-11-25T23:41:23.610389] [INFO ] [sig       ] Generating forecast for: NEE
[2025-11-25T23:41:23.610433] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NEE' from 'https://tdm.silogroup.org/data/derivative_storage/NEE.csv'.
[2025-11-25T23:41:23.622599] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NEE'.
[2025-11-25T23:41:23.622984] [INFO ] [FORECASTER] Starting predict_future for NEE
[2025-11-25T23:41:23.623947] [DEBUG] [LOCAL     ] No optimal features file found for NEE: ./output/feature-sets/NEE.txt
[2025-11-25T23:41:23.624023] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:41:23.624093] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:41:23.624154] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:41:23.624254] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:41:23.682384] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:41:23.683114] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:41:23.683209] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:41:23.683267] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:41:23.770859] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:41:23.771051] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:41:23.771095] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:41:23.771130] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:41:23.774562] [DEBUG] [FORECASTER] NEE: Forecast T+1@11:T+2@11: UP (p=62.65%)
[2025-11-25T23:41:23.774871] [INFO ] [FORECASTER] Completed predict_future for NEE
[2025-11-25T23:41:23.775019] [INFO ] [sig       ] NEE: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:41:23.917304] [INFO ] [LOCAL     ] Saved forecast: NEE	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/NEE.txt
[2025-11-25T23:41:23.917509] [INFO ] [sig       ] [2249/3639] Completed NEE in 0.3s | 3.04 sym/s | Total: 12.3m | ETA: 7.6m
[2025-11-25T23:41:23.917574] [INFO ] [sig       ] [2250/3639] Forecasting NEGG...
[2025-11-25T23:41:23.917617] [INFO ] [sig       ] Generating forecast for: NEGG
[2025-11-25T23:41:23.917681] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NEGG' from 'https://tdm.silogroup.org/data/derivative_storage/NEGG.csv'.
[2025-11-25T23:41:23.929134] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NEGG'.
[2025-11-25T23:41:23.929514] [INFO ] [FORECASTER] Starting predict_future for NEGG
[2025-11-25T23:41:23.930365] [DEBUG] [LOCAL     ] No optimal features file found for NEGG: ./output/feature-sets/NEGG.txt
[2025-11-25T23:41:23.930435] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:41:23.930490] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:41:23.930546] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:41:23.930631] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:41:23.988657] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:41:23.989538] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:41:23.989639] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:41:23.989715] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:41:24.078572] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:41:24.078952] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:41:24.079002] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:41:24.079036] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:41:24.082450] [DEBUG] [FORECASTER] NEGG: Forecast T+1@11:T+2@11: DOWN (p=5.20%)
[2025-11-25T23:41:24.082794] [INFO ] [FORECASTER] Completed predict_future for NEGG
[2025-11-25T23:41:24.082937] [INFO ] [sig       ] NEGG: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:41:24.228288] [INFO ] [LOCAL     ] Saved forecast: NEGG	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/NEGG.txt
[2025-11-25T23:41:24.228451] [INFO ] [sig       ] [2250/3639] Completed NEGG in 0.3s | 3.04 sym/s | Total: 12.3m | ETA: 7.6m
[2025-11-25T23:41:24.228503] [INFO ] [sig       ] [2251/3639] Forecasting NEM...
[2025-11-25T23:41:24.228589] [INFO ] [sig       ] Generating forecast for: NEM
[2025-11-25T23:41:24.228635] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NEM' from 'https://tdm.silogroup.org/data/derivative_storage/NEM.csv'.
[2025-11-25T23:41:24.239483] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NEM'.
[2025-11-25T23:41:24.239798] [INFO ] [FORECASTER] Starting predict_future for NEM
[2025-11-25T23:41:24.240595] [DEBUG] [LOCAL     ] No optimal features file found for NEM: ./output/feature-sets/NEM.txt
[2025-11-25T23:41:24.240682] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:41:24.240737] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:41:24.240786] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:41:24.240868] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:41:24.313348] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:41:24.314419] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:41:24.314551] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:41:24.314620] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:41:24.397469] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:41:24.397624] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:41:24.397689] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:41:24.397729] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:41:24.401085] [DEBUG] [FORECASTER] NEM: Forecast T+1@11:T+2@11: DOWN (p=14.38%)
[2025-11-25T23:41:24.401371] [INFO ] [FORECASTER] Completed predict_future for NEM
[2025-11-25T23:41:24.401524] [INFO ] [sig       ] NEM: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:41:24.542798] [INFO ] [LOCAL     ] Saved forecast: NEM	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/NEM.txt
[2025-11-25T23:41:24.542951] [INFO ] [sig       ] [2251/3639] Completed NEM in 0.3s | 3.04 sym/s | Total: 12.3m | ETA: 7.6m
[2025-11-25T23:41:24.543003] [INFO ] [sig       ] [2252/3639] Forecasting NEO...
[2025-11-25T23:41:24.543082] [INFO ] [sig       ] Generating forecast for: NEO
[2025-11-25T23:41:24.543129] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NEO' from 'https://tdm.silogroup.org/data/derivative_storage/NEO.csv'.
[2025-11-25T23:41:24.553990] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NEO'.
[2025-11-25T23:41:24.554309] [INFO ] [FORECASTER] Starting predict_future for NEO
[2025-11-25T23:41:24.555128] [DEBUG] [LOCAL     ] No optimal features file found for NEO: ./output/feature-sets/NEO.txt
[2025-11-25T23:41:24.555195] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:41:24.555240] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:41:24.555279] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:41:24.555343] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:41:24.626337] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:41:24.627252] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:41:24.627410] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:41:24.627461] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:41:24.711502] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:41:24.711653] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:41:24.711705] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:41:24.711740] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:41:24.715065] [DEBUG] [FORECASTER] NEO: Forecast T+1@11:T+2@11: UP (p=84.22%)
[2025-11-25T23:41:24.715347] [INFO ] [FORECASTER] Completed predict_future for NEO
[2025-11-25T23:41:24.715474] [INFO ] [sig       ] NEO: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:41:24.857780] [INFO ] [LOCAL     ] Saved forecast: NEO	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/NEO.txt
[2025-11-25T23:41:24.857927] [INFO ] [sig       ] [2252/3639] Completed NEO in 0.3s | 3.04 sym/s | Total: 12.3m | ETA: 7.6m
[2025-11-25T23:41:24.857990] [INFO ] [sig       ] [2253/3639] Forecasting NEOG...
[2025-11-25T23:41:24.858042] [INFO ] [sig       ] Generating forecast for: NEOG
[2025-11-25T23:41:24.858093] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NEOG' from 'https://tdm.silogroup.org/data/derivative_storage/NEOG.csv'.
[2025-11-25T23:41:24.868837] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NEOG'.
[2025-11-25T23:41:24.869127] [INFO ] [FORECASTER] Starting predict_future for NEOG
[2025-11-25T23:41:24.869953] [DEBUG] [LOCAL     ] No optimal features file found for NEOG: ./output/feature-sets/NEOG.txt
[2025-11-25T23:41:24.870021] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:41:24.870075] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:41:24.870125] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:41:24.870209] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:41:24.928213] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:41:24.928913] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:41:24.929005] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:41:24.929061] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:41:25.010958] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:41:25.011127] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:41:25.011193] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:41:25.011229] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:41:25.014622] [DEBUG] [FORECASTER] NEOG: Forecast T+1@11:T+2@11: UP (p=98.41%)
[2025-11-25T23:41:25.014955] [INFO ] [FORECASTER] Completed predict_future for NEOG
[2025-11-25T23:41:25.015099] [INFO ] [sig       ] NEOG: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:41:25.159361] [INFO ] [LOCAL     ] Saved forecast: NEOG	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/NEOG.txt
[2025-11-25T23:41:25.159543] [INFO ] [sig       ] [2253/3639] Completed NEOG in 0.3s | 3.04 sym/s | Total: 12.3m | ETA: 7.6m
[2025-11-25T23:41:25.159609] [INFO ] [sig       ] [2254/3639] Forecasting NEON...
[2025-11-25T23:41:25.159686] [INFO ] [sig       ] Generating forecast for: NEON
[2025-11-25T23:41:25.159737] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NEON' from 'https://tdm.silogroup.org/data/derivative_storage/NEON.csv'.
[2025-11-25T23:41:25.171411] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NEON'.
[2025-11-25T23:41:25.171753] [INFO ] [FORECASTER] Starting predict_future for NEON
[2025-11-25T23:41:25.172559] [DEBUG] [LOCAL     ] No optimal features file found for NEON: ./output/feature-sets/NEON.txt
[2025-11-25T23:41:25.172665] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:41:25.172728] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:41:25.172767] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:41:25.172843] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:41:25.230950] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:41:25.231613] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:41:25.231745] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:41:25.231793] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:41:25.328759] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:41:25.328912] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:41:25.328955] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:41:25.328989] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:41:25.332332] [DEBUG] [FORECASTER] NEON: Forecast T+1@11:T+2@11: DOWN (p=7.55%)
[2025-11-25T23:41:25.332629] [INFO ] [FORECASTER] Completed predict_future for NEON
[2025-11-25T23:41:25.332802] [INFO ] [sig       ] NEON: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:41:25.501135] [INFO ] [LOCAL     ] Saved forecast: NEON	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/NEON.txt
[2025-11-25T23:41:25.501356] [INFO ] [sig       ] [2254/3639] Completed NEON in 0.3s | 3.04 sym/s | Total: 12.4m | ETA: 7.6m
[2025-11-25T23:41:25.501430] [INFO ] [sig       ] [2255/3639] Forecasting NEXA...
[2025-11-25T23:41:25.501489] [INFO ] [sig       ] Generating forecast for: NEXA
[2025-11-25T23:41:25.501548] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NEXA' from 'https://tdm.silogroup.org/data/derivative_storage/NEXA.csv'.
[2025-11-25T23:41:25.515588] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NEXA'.
[2025-11-25T23:41:25.516074] [INFO ] [FORECASTER] Starting predict_future for NEXA
[2025-11-25T23:41:25.517084] [DEBUG] [LOCAL     ] No optimal features file found for NEXA: ./output/feature-sets/NEXA.txt
[2025-11-25T23:41:25.517167] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:41:25.517227] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:41:25.517281] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:41:25.517391] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:41:25.593423] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:41:25.594255] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:41:25.594387] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:41:25.594451] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:41:25.702258] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:41:25.702451] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:41:25.702501] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:41:25.702536] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:41:25.706133] [DEBUG] [FORECASTER] NEXA: Forecast T+1@11:T+2@11: UP (p=86.08%)
[2025-11-25T23:41:25.706485] [INFO ] [FORECASTER] Completed predict_future for NEXA
[2025-11-25T23:41:25.706681] [INFO ] [sig       ] NEXA: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:41:25.848666] [INFO ] [LOCAL     ] Saved forecast: NEXA	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/NEXA.txt
[2025-11-25T23:41:25.848833] [INFO ] [sig       ] [2255/3639] Completed NEXA in 0.3s | 3.04 sym/s | Total: 12.4m | ETA: 7.6m
[2025-11-25T23:41:25.848888] [INFO ] [sig       ] [2256/3639] Forecasting NEXN...
[2025-11-25T23:41:25.848931] [INFO ] [sig       ] Generating forecast for: NEXN
[2025-11-25T23:41:25.849009] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NEXN' from 'https://tdm.silogroup.org/data/derivative_storage/NEXN.csv'.
[2025-11-25T23:41:25.860795] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NEXN'.
[2025-11-25T23:41:25.861154] [INFO ] [FORECASTER] Starting predict_future for NEXN
[2025-11-25T23:41:25.862001] [DEBUG] [LOCAL     ] No optimal features file found for NEXN: ./output/feature-sets/NEXN.txt
[2025-11-25T23:41:25.862070] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:41:25.862116] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:41:25.862157] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:41:25.862225] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:41:25.919405] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:41:25.920130] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:41:25.920226] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:41:25.920273] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:41:26.012759] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:41:26.012946] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:41:26.012991] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:41:26.013025] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:41:26.016457] [DEBUG] [FORECASTER] NEXN: Forecast T+1@11:T+2@11: UP (p=87.87%)
[2025-11-25T23:41:26.016795] [INFO ] [FORECASTER] Completed predict_future for NEXN
[2025-11-25T23:41:26.016946] [INFO ] [sig       ] NEXN: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:41:26.158239] [INFO ] [LOCAL     ] Saved forecast: NEXN	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/NEXN.txt
[2025-11-25T23:41:26.158426] [INFO ] [sig       ] [2256/3639] Completed NEXN in 0.3s | 3.04 sym/s | Total: 12.4m | ETA: 7.6m
[2025-11-25T23:41:26.158502] [INFO ] [sig       ] [2257/3639] Forecasting NFBK...
[2025-11-25T23:41:26.158565] [INFO ] [sig       ] Generating forecast for: NFBK
[2025-11-25T23:41:26.158625] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NFBK' from 'https://tdm.silogroup.org/data/derivative_storage/NFBK.csv'.
[2025-11-25T23:41:26.170795] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NFBK'.
[2025-11-25T23:41:26.171235] [INFO ] [FORECASTER] Starting predict_future for NFBK
[2025-11-25T23:41:26.172095] [DEBUG] [LOCAL     ] No optimal features file found for NFBK: ./output/feature-sets/NFBK.txt
[2025-11-25T23:41:26.172167] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:41:26.172240] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:41:26.172294] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:41:26.172383] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:41:26.230416] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:41:26.231339] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:41:26.231439] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:41:26.231498] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:41:26.322202] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:41:26.322328] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:41:26.322371] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:41:26.322405] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:41:26.325569] [DEBUG] [FORECASTER] NFBK: Forecast T+1@11:T+2@11: UP (p=89.69%)
[2025-11-25T23:41:26.325867] [INFO ] [FORECASTER] Completed predict_future for NFBK
[2025-11-25T23:41:26.326010] [INFO ] [sig       ] NFBK: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:41:26.466357] [INFO ] [LOCAL     ] Saved forecast: NFBK	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/NFBK.txt
[2025-11-25T23:41:26.466502] [INFO ] [sig       ] [2257/3639] Completed NFBK in 0.3s | 3.04 sym/s | Total: 12.4m | ETA: 7.6m
[2025-11-25T23:41:26.466556] [INFO ] [sig       ] [2258/3639] Forecasting NFE...
[2025-11-25T23:41:26.466599] [INFO ] [sig       ] Generating forecast for: NFE
[2025-11-25T23:41:26.466665] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NFE' from 'https://tdm.silogroup.org/data/derivative_storage/NFE.csv'.
[2025-11-25T23:41:26.478409] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NFE'.
[2025-11-25T23:41:26.478765] [INFO ] [FORECASTER] Starting predict_future for NFE
[2025-11-25T23:41:26.479596] [DEBUG] [LOCAL     ] No optimal features file found for NFE: ./output/feature-sets/NFE.txt
[2025-11-25T23:41:26.479687] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:41:26.479734] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:41:26.479775] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:41:26.479838] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:41:26.540606] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:41:26.541396] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:41:26.541501] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:41:26.541548] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:41:26.638247] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:41:26.638393] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:41:26.638436] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:41:26.638469] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:41:26.641750] [DEBUG] [FORECASTER] NFE: Forecast T+1@11:T+2@11: DOWN (p=4.50%)
[2025-11-25T23:41:26.642066] [INFO ] [FORECASTER] Completed predict_future for NFE
[2025-11-25T23:41:26.642205] [INFO ] [sig       ] NFE: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:41:26.784409] [INFO ] [LOCAL     ] Saved forecast: NFE	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/NFE.txt
[2025-11-25T23:41:26.784559] [INFO ] [sig       ] [2258/3639] Completed NFE in 0.3s | 3.04 sym/s | Total: 12.4m | ETA: 7.6m
[2025-11-25T23:41:26.784619] [INFO ] [sig       ] [2259/3639] Forecasting NFG...
[2025-11-25T23:41:26.784685] [INFO ] [sig       ] Generating forecast for: NFG
[2025-11-25T23:41:26.784728] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NFG' from 'https://tdm.silogroup.org/data/derivative_storage/NFG.csv'.
[2025-11-25T23:41:26.796455] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NFG'.
[2025-11-25T23:41:26.796820] [INFO ] [FORECASTER] Starting predict_future for NFG
[2025-11-25T23:41:26.797694] [DEBUG] [LOCAL     ] No optimal features file found for NFG: ./output/feature-sets/NFG.txt
[2025-11-25T23:41:26.797764] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:41:26.797820] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:41:26.797869] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:41:26.797951] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:41:26.854485] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:41:26.855163] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:41:26.855259] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:41:26.855306] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:41:26.943684] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:41:26.943791] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:41:26.943834] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:41:26.943867] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:41:26.946947] [DEBUG] [FORECASTER] NFG: Forecast T+1@11:T+2@11: DOWN (p=14.95%)
[2025-11-25T23:41:26.947247] [INFO ] [FORECASTER] Completed predict_future for NFG
[2025-11-25T23:41:26.947409] [INFO ] [sig       ] NFG: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:41:27.087614] [INFO ] [LOCAL     ] Saved forecast: NFG	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/NFG.txt
[2025-11-25T23:41:27.087784] [INFO ] [sig       ] [2259/3639] Completed NFG in 0.3s | 3.04 sym/s | Total: 12.4m | ETA: 7.6m
[2025-11-25T23:41:27.087838] [INFO ] [sig       ] [2260/3639] Forecasting NFJ...
[2025-11-25T23:41:27.087882] [INFO ] [sig       ] Generating forecast for: NFJ
[2025-11-25T23:41:27.087922] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NFJ' from 'https://tdm.silogroup.org/data/derivative_storage/NFJ.csv'.
[2025-11-25T23:41:27.099319] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NFJ'.
[2025-11-25T23:41:27.099618] [INFO ] [FORECASTER] Starting predict_future for NFJ
[2025-11-25T23:41:27.100441] [DEBUG] [LOCAL     ] No optimal features file found for NFJ: ./output/feature-sets/NFJ.txt
[2025-11-25T23:41:27.100513] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:41:27.100567] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:41:27.100615] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:41:27.100719] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:41:27.157698] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:41:27.158372] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:41:27.158469] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:41:27.158527] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:41:27.245656] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:41:27.245853] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:41:27.245901] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:41:27.245935] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:41:27.249508] [DEBUG] [FORECASTER] NFJ: Forecast T+1@11:T+2@11: UP (p=64.12%)
[2025-11-25T23:41:27.249895] [INFO ] [FORECASTER] Completed predict_future for NFJ
[2025-11-25T23:41:27.250049] [INFO ] [sig       ] NFJ: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:41:27.391659] [INFO ] [LOCAL     ] Saved forecast: NFJ	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/NFJ.txt
[2025-11-25T23:41:27.391827] [INFO ] [sig       ] [2260/3639] Completed NFJ in 0.3s | 3.04 sym/s | Total: 12.4m | ETA: 7.6m
[2025-11-25T23:41:27.391882] [INFO ] [sig       ] [2261/3639] Forecasting NFLX...
[2025-11-25T23:41:27.391937] [INFO ] [sig       ] Generating forecast for: NFLX
[2025-11-25T23:41:27.391983] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NFLX' from 'https://tdm.silogroup.org/data/derivative_storage/NFLX.csv'.
[2025-11-25T23:41:27.404142] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NFLX'.
[2025-11-25T23:41:27.404522] [INFO ] [FORECASTER] Starting predict_future for NFLX
[2025-11-25T23:41:27.405369] [DEBUG] [LOCAL     ] No optimal features file found for NFLX: ./output/feature-sets/NFLX.txt
[2025-11-25T23:41:27.405437] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:41:27.405483] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:41:27.405524] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:41:27.405593] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:41:27.463131] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:41:27.463906] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:41:27.464002] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:41:27.464049] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:41:27.559356] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:41:27.559497] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:41:27.559542] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:41:27.559576] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:41:27.562845] [DEBUG] [FORECASTER] NFLX: Forecast T+1@11:T+2@11: DOWN (p=8.20%)
[2025-11-25T23:41:27.563158] [INFO ] [FORECASTER] Completed predict_future for NFLX
[2025-11-25T23:41:27.563310] [INFO ] [sig       ] NFLX: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:41:27.718035] [INFO ] [LOCAL     ] Saved forecast: NFLX	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/NFLX.txt
[2025-11-25T23:41:27.718308] [INFO ] [sig       ] [2261/3639] Completed NFLX in 0.3s | 3.04 sym/s | Total: 12.4m | ETA: 7.6m
[2025-11-25T23:41:27.718531] [INFO ] [sig       ] [2262/3639] Forecasting NFTY...
[2025-11-25T23:41:27.718609] [INFO ] [sig       ] Generating forecast for: NFTY
[2025-11-25T23:41:27.718670] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NFTY' from 'https://tdm.silogroup.org/data/derivative_storage/NFTY.csv'.
[2025-11-25T23:41:27.730698] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NFTY'.
[2025-11-25T23:41:27.731066] [INFO ] [FORECASTER] Starting predict_future for NFTY
[2025-11-25T23:41:27.731906] [DEBUG] [LOCAL     ] No optimal features file found for NFTY: ./output/feature-sets/NFTY.txt
[2025-11-25T23:41:27.731974] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:41:27.732020] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:41:27.732061] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:41:27.732130] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:41:27.789474] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:41:27.790259] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:41:27.790355] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:41:27.790402] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:41:27.878132] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:41:27.878344] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:41:27.878394] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:41:27.878430] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:41:27.881937] [DEBUG] [FORECASTER] NFTY: Forecast T+1@11:T+2@11: UP (p=83.36%)
[2025-11-25T23:41:27.882304] [INFO ] [FORECASTER] Completed predict_future for NFTY
[2025-11-25T23:41:27.882473] [INFO ] [sig       ] NFTY: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:41:28.026958] [INFO ] [LOCAL     ] Saved forecast: NFTY	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/NFTY.txt
[2025-11-25T23:41:28.027137] [INFO ] [sig       ] [2262/3639] Completed NFTY in 0.3s | 3.04 sym/s | Total: 12.4m | ETA: 7.5m
[2025-11-25T23:41:28.027205] [INFO ] [sig       ] [2263/3639] Forecasting NGG...
[2025-11-25T23:41:28.027264] [INFO ] [sig       ] Generating forecast for: NGG
[2025-11-25T23:41:28.027316] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NGG' from 'https://tdm.silogroup.org/data/derivative_storage/NGG.csv'.
[2025-11-25T23:41:28.038755] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NGG'.
[2025-11-25T23:41:28.039069] [INFO ] [FORECASTER] Starting predict_future for NGG
[2025-11-25T23:41:28.039931] [DEBUG] [LOCAL     ] No optimal features file found for NGG: ./output/feature-sets/NGG.txt
[2025-11-25T23:41:28.040002] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:41:28.040048] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:41:28.040089] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:41:28.040158] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:41:28.098559] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:41:28.099348] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:41:28.099446] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:41:28.099493] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:41:28.200266] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:41:28.200462] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:41:28.200510] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:41:28.200544] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:41:28.204088] [DEBUG] [FORECASTER] NGG: Forecast T+1@11:T+2@11: UP (p=87.69%)
[2025-11-25T23:41:28.204468] [INFO ] [FORECASTER] Completed predict_future for NGG
[2025-11-25T23:41:28.204628] [INFO ] [sig       ] NGG: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:41:28.348337] [INFO ] [LOCAL     ] Saved forecast: NGG	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/NGG.txt
[2025-11-25T23:41:28.348489] [INFO ] [sig       ] [2263/3639] Completed NGG in 0.3s | 3.04 sym/s | Total: 12.4m | ETA: 7.5m
[2025-11-25T23:41:28.348542] [INFO ] [sig       ] [2264/3639] Forecasting NGL...
[2025-11-25T23:41:28.348590] [INFO ] [sig       ] Generating forecast for: NGL
[2025-11-25T23:41:28.348666] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NGL' from 'https://tdm.silogroup.org/data/derivative_storage/NGL.csv'.
[2025-11-25T23:41:28.360088] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NGL'.
[2025-11-25T23:41:28.360366] [INFO ] [FORECASTER] Starting predict_future for NGL
[2025-11-25T23:41:28.361174] [DEBUG] [LOCAL     ] No optimal features file found for NGL: ./output/feature-sets/NGL.txt
[2025-11-25T23:41:28.361242] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:41:28.361289] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:41:28.361329] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:41:28.361397] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:41:28.419985] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:41:28.420722] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:41:28.420818] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:41:28.420864] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:41:28.521158] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:41:28.521387] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:41:28.521441] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:41:28.521505] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:41:28.525100] [DEBUG] [FORECASTER] NGL: Forecast T+1@11:T+2@11: DOWN (p=43.77%)
[2025-11-25T23:41:28.525397] [INFO ] [FORECASTER] Completed predict_future for NGL
[2025-11-25T23:41:28.525541] [INFO ] [sig       ] NGL: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:41:28.671339] [INFO ] [LOCAL     ] Saved forecast: NGL	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/NGL.txt
[2025-11-25T23:41:28.671524] [INFO ] [sig       ] [2264/3639] Completed NGL in 0.3s | 3.04 sym/s | Total: 12.4m | ETA: 7.5m
[2025-11-25T23:41:28.671579] [INFO ] [sig       ] [2265/3639] Forecasting NGNE...
[2025-11-25T23:41:28.671627] [INFO ] [sig       ] Generating forecast for: NGNE
[2025-11-25T23:41:28.671702] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NGNE' from 'https://tdm.silogroup.org/data/derivative_storage/NGNE.csv'.
[2025-11-25T23:41:28.683733] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NGNE'.
[2025-11-25T23:41:28.684148] [INFO ] [FORECASTER] Starting predict_future for NGNE
[2025-11-25T23:41:28.684982] [DEBUG] [LOCAL     ] No optimal features file found for NGNE: ./output/feature-sets/NGNE.txt
[2025-11-25T23:41:28.685051] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:41:28.685097] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:41:28.685137] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:41:28.685206] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:41:28.743777] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:41:28.744678] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:41:28.744777] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:41:28.744825] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:41:28.846637] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:41:28.846851] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:41:28.846897] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:41:28.846932] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:41:28.850500] [DEBUG] [FORECASTER] NGNE: Forecast T+1@11:T+2@11: DOWN (p=3.87%)
[2025-11-25T23:41:28.850878] [INFO ] [FORECASTER] Completed predict_future for NGNE
[2025-11-25T23:41:28.851043] [INFO ] [sig       ] NGNE: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:41:28.997425] [INFO ] [LOCAL     ] Saved forecast: NGNE	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/NGNE.txt
[2025-11-25T23:41:28.997620] [INFO ] [sig       ] [2265/3639] Completed NGNE in 0.3s | 3.04 sym/s | Total: 12.4m | ETA: 7.5m
[2025-11-25T23:41:28.997709] [INFO ] [sig       ] [2266/3639] Forecasting NGS...
[2025-11-25T23:41:28.997760] [INFO ] [sig       ] Generating forecast for: NGS
[2025-11-25T23:41:28.997804] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NGS' from 'https://tdm.silogroup.org/data/derivative_storage/NGS.csv'.
[2025-11-25T23:41:29.010515] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NGS'.
[2025-11-25T23:41:29.010940] [INFO ] [FORECASTER] Starting predict_future for NGS
[2025-11-25T23:41:29.011787] [DEBUG] [LOCAL     ] No optimal features file found for NGS: ./output/feature-sets/NGS.txt
[2025-11-25T23:41:29.011859] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:41:29.011905] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:41:29.011947] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:41:29.012019] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:41:29.071756] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:41:29.072753] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:41:29.072851] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:41:29.072898] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:41:29.172303] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:41:29.172433] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:41:29.172478] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:41:29.172511] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:41:29.175864] [DEBUG] [FORECASTER] NGS: Forecast T+1@11:T+2@11: DOWN (p=43.30%)
[2025-11-25T23:41:29.176152] [INFO ] [FORECASTER] Completed predict_future for NGS
[2025-11-25T23:41:29.176300] [INFO ] [sig       ] NGS: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:41:29.322353] [INFO ] [LOCAL     ] Saved forecast: NGS	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/NGS.txt
[2025-11-25T23:41:29.322518] [INFO ] [sig       ] [2266/3639] Completed NGS in 0.3s | 3.04 sym/s | Total: 12.4m | ETA: 7.5m
[2025-11-25T23:41:29.322597] [INFO ] [sig       ] [2267/3639] Forecasting NGVC...
[2025-11-25T23:41:29.322696] [INFO ] [sig       ] Generating forecast for: NGVC
[2025-11-25T23:41:29.322765] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NGVC' from 'https://tdm.silogroup.org/data/derivative_storage/NGVC.csv'.
[2025-11-25T23:41:29.334767] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NGVC'.
[2025-11-25T23:41:29.335091] [INFO ] [FORECASTER] Starting predict_future for NGVC
[2025-11-25T23:41:29.336094] [DEBUG] [LOCAL     ] No optimal features file found for NGVC: ./output/feature-sets/NGVC.txt
[2025-11-25T23:41:29.336161] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:41:29.336207] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:41:29.336250] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:41:29.336319] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:41:29.398577] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:41:29.399356] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:41:29.399459] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:41:29.399505] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:41:29.513411] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:41:29.513596] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:41:29.513663] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:41:29.513725] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:41:29.517419] [DEBUG] [FORECASTER] NGVC: Forecast T+1@11:T+2@11: UP (p=98.99%)
[2025-11-25T23:41:29.517788] [INFO ] [FORECASTER] Completed predict_future for NGVC
[2025-11-25T23:41:29.518088] [INFO ] [sig       ] NGVC: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:41:29.664505] [INFO ] [LOCAL     ] Saved forecast: NGVC	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/NGVC.txt
[2025-11-25T23:41:29.664845] [INFO ] [sig       ] [2267/3639] Completed NGVC in 0.3s | 3.04 sym/s | Total: 12.4m | ETA: 7.5m
[2025-11-25T23:41:29.664914] [INFO ] [sig       ] [2268/3639] Forecasting NHI...
[2025-11-25T23:41:29.664968] [INFO ] [sig       ] Generating forecast for: NHI
[2025-11-25T23:41:29.665025] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NHI' from 'https://tdm.silogroup.org/data/derivative_storage/NHI.csv'.
[2025-11-25T23:41:29.676554] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NHI'.
[2025-11-25T23:41:29.676968] [INFO ] [FORECASTER] Starting predict_future for NHI
[2025-11-25T23:41:29.678102] [DEBUG] [LOCAL     ] No optimal features file found for NHI: ./output/feature-sets/NHI.txt
[2025-11-25T23:41:29.678171] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:41:29.678219] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:41:29.678259] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:41:29.678342] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:41:29.737486] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:41:29.738398] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:41:29.738499] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:41:29.738550] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:41:29.834287] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:41:29.834437] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:41:29.834483] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:41:29.834518] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:41:29.837992] [DEBUG] [FORECASTER] NHI: Forecast T+1@11:T+2@11: DOWN (p=3.87%)
[2025-11-25T23:41:29.838330] [INFO ] [FORECASTER] Completed predict_future for NHI
[2025-11-25T23:41:29.838488] [INFO ] [sig       ] NHI: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:41:29.987855] [INFO ] [LOCAL     ] Saved forecast: NHI	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/NHI.txt
[2025-11-25T23:41:29.988062] [INFO ] [sig       ] [2268/3639] Completed NHI in 0.3s | 3.04 sym/s | Total: 12.4m | ETA: 7.5m
[2025-11-25T23:41:29.988121] [INFO ] [sig       ] [2269/3639] Forecasting NHTC...
[2025-11-25T23:41:29.988167] [INFO ] [sig       ] Generating forecast for: NHTC
[2025-11-25T23:41:29.988210] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NHTC' from 'https://tdm.silogroup.org/data/derivative_storage/NHTC.csv'.
[2025-11-25T23:41:30.000370] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NHTC'.
[2025-11-25T23:41:30.000784] [INFO ] [FORECASTER] Starting predict_future for NHTC
[2025-11-25T23:41:30.001741] [DEBUG] [LOCAL     ] No optimal features file found for NHTC: ./output/feature-sets/NHTC.txt
[2025-11-25T23:41:30.001835] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:41:30.001889] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:41:30.001932] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:41:30.002023] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:41:30.061460] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:41:30.062235] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:41:30.062333] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:41:30.062381] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:41:30.146257] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:41:30.146461] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:41:30.146508] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:41:30.146542] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:41:30.150251] [DEBUG] [FORECASTER] NHTC: Forecast T+1@11:T+2@11: UP (p=55.15%)
[2025-11-25T23:41:30.150628] [INFO ] [FORECASTER] Completed predict_future for NHTC
[2025-11-25T23:41:30.150867] [INFO ] [sig       ] NHTC: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:41:30.299524] [INFO ] [LOCAL     ] Saved forecast: NHTC	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/NHTC.txt
[2025-11-25T23:41:30.299786] [INFO ] [sig       ] [2269/3639] Completed NHTC in 0.3s | 3.04 sym/s | Total: 12.4m | ETA: 7.5m
[2025-11-25T23:41:30.299864] [INFO ] [sig       ] [2270/3639] Forecasting NI...
[2025-11-25T23:41:30.299923] [INFO ] [sig       ] Generating forecast for: NI
[2025-11-25T23:41:30.299984] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NI' from 'https://tdm.silogroup.org/data/derivative_storage/NI.csv'.
[2025-11-25T23:41:30.312165] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NI'.
[2025-11-25T23:41:30.312599] [INFO ] [FORECASTER] Starting predict_future for NI
[2025-11-25T23:41:30.313438] [DEBUG] [LOCAL     ] No optimal features file found for NI: ./output/feature-sets/NI.txt
[2025-11-25T23:41:30.313529] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:41:30.313578] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:41:30.313618] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:41:30.313715] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:41:30.375160] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:41:30.376159] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:41:30.376267] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:41:30.376318] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:41:30.481155] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:41:30.481393] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:41:30.481458] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:41:30.481497] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:41:30.485377] [DEBUG] [FORECASTER] NI: Forecast T+1@11:T+2@11: DOWN (p=10.36%)
[2025-11-25T23:41:30.485836] [INFO ] [FORECASTER] Completed predict_future for NI
[2025-11-25T23:41:30.486025] [INFO ] [sig       ] NI: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:41:30.633115] [INFO ] [LOCAL     ] Saved forecast: NI	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/NI.txt
[2025-11-25T23:41:30.633274] [INFO ] [sig       ] [2270/3639] Completed NI in 0.3s | 3.04 sym/s | Total: 12.4m | ETA: 7.5m
[2025-11-25T23:41:30.633330] [INFO ] [sig       ] [2271/3639] Forecasting NIC...
[2025-11-25T23:41:30.633374] [INFO ] [sig       ] Generating forecast for: NIC
[2025-11-25T23:41:30.633415] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NIC' from 'https://tdm.silogroup.org/data/derivative_storage/NIC.csv'.
[2025-11-25T23:41:30.645031] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NIC'.
[2025-11-25T23:41:30.645296] [INFO ] [FORECASTER] Starting predict_future for NIC
[2025-11-25T23:41:30.646107] [DEBUG] [LOCAL     ] No optimal features file found for NIC: ./output/feature-sets/NIC.txt
[2025-11-25T23:41:30.646177] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:41:30.646222] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:41:30.646274] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:41:30.646361] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:41:30.703836] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:41:30.704486] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:41:30.704582] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:41:30.704622] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:41:30.801141] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:41:30.801329] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:41:30.801374] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:41:30.801408] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:41:30.804891] [DEBUG] [FORECASTER] NIC: Forecast T+1@11:T+2@11: DOWN (p=9.33%)
[2025-11-25T23:41:30.805185] [INFO ] [FORECASTER] Completed predict_future for NIC
[2025-11-25T23:41:30.805332] [INFO ] [sig       ] NIC: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:41:30.944977] [INFO ] [LOCAL     ] Saved forecast: NIC	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/NIC.txt
[2025-11-25T23:41:30.945123] [INFO ] [sig       ] [2271/3639] Completed NIC in 0.3s | 3.04 sym/s | Total: 12.4m | ETA: 7.5m
[2025-11-25T23:41:30.945178] [INFO ] [sig       ] [2272/3639] Forecasting NICE...
[2025-11-25T23:41:30.945229] [INFO ] [sig       ] Generating forecast for: NICE
[2025-11-25T23:41:30.945280] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NICE' from 'https://tdm.silogroup.org/data/derivative_storage/NICE.csv'.
[2025-11-25T23:41:30.956548] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NICE'.
[2025-11-25T23:41:30.956905] [INFO ] [FORECASTER] Starting predict_future for NICE
[2025-11-25T23:41:30.957758] [DEBUG] [LOCAL     ] No optimal features file found for NICE: ./output/feature-sets/NICE.txt
[2025-11-25T23:41:30.957826] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:41:30.957875] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:41:30.957915] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:41:30.957985] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:41:31.015247] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:41:31.015954] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:41:31.016048] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:41:31.016094] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:41:31.110317] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:41:31.110484] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:41:31.110527] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:41:31.110560] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:41:31.113924] [DEBUG] [FORECASTER] NICE: Forecast T+1@11:T+2@11: UP (p=73.26%)
[2025-11-25T23:41:31.114223] [INFO ] [FORECASTER] Completed predict_future for NICE
[2025-11-25T23:41:31.114369] [INFO ] [sig       ] NICE: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:41:31.255181] [INFO ] [LOCAL     ] Saved forecast: NICE	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/NICE.txt
[2025-11-25T23:41:31.255344] [INFO ] [sig       ] [2272/3639] Completed NICE in 0.3s | 3.04 sym/s | Total: 12.4m | ETA: 7.5m
[2025-11-25T23:41:31.255397] [INFO ] [sig       ] [2273/3639] Forecasting NIE...
[2025-11-25T23:41:31.255440] [INFO ] [sig       ] Generating forecast for: NIE
[2025-11-25T23:41:31.255480] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NIE' from 'https://tdm.silogroup.org/data/derivative_storage/NIE.csv'.
[2025-11-25T23:41:31.266718] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NIE'.
[2025-11-25T23:41:31.267020] [INFO ] [FORECASTER] Starting predict_future for NIE
[2025-11-25T23:41:31.267879] [DEBUG] [LOCAL     ] No optimal features file found for NIE: ./output/feature-sets/NIE.txt
[2025-11-25T23:41:31.267946] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:41:31.267991] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:41:31.268032] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:41:31.268100] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:41:31.325165] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:41:31.325995] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:41:31.326092] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:41:31.326139] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:41:31.416787] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:41:31.416973] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:41:31.417017] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:41:31.417052] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:41:31.420442] [DEBUG] [FORECASTER] NIE: Forecast T+1@11:T+2@11: DOWN (p=25.15%)
[2025-11-25T23:41:31.420786] [INFO ] [FORECASTER] Completed predict_future for NIE
[2025-11-25T23:41:31.420954] [INFO ] [sig       ] NIE: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:41:31.565093] [INFO ] [LOCAL     ] Saved forecast: NIE	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/NIE.txt
[2025-11-25T23:41:31.565275] [INFO ] [sig       ] [2273/3639] Completed NIE in 0.3s | 3.04 sym/s | Total: 12.5m | ETA: 7.5m
[2025-11-25T23:41:31.565346] [INFO ] [sig       ] [2274/3639] Forecasting NIKL...
[2025-11-25T23:41:31.565392] [INFO ] [sig       ] Generating forecast for: NIKL
[2025-11-25T23:41:31.565433] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NIKL' from 'https://tdm.silogroup.org/data/derivative_storage/NIKL.csv'.
[2025-11-25T23:41:31.576783] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NIKL'.
[2025-11-25T23:41:31.577138] [INFO ] [FORECASTER] Starting predict_future for NIKL
[2025-11-25T23:41:31.577994] [DEBUG] [LOCAL     ] No optimal features file found for NIKL: ./output/feature-sets/NIKL.txt
[2025-11-25T23:41:31.578063] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:41:31.578109] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:41:31.578150] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:41:31.578219] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:41:31.635609] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:41:31.636438] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:41:31.636536] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:41:31.636583] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:41:31.706770] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:41:31.706958] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:41:31.707005] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:41:31.707040] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:41:31.710632] [DEBUG] [FORECASTER] NIKL: Forecast T+1@11:T+2@11: UP (p=94.43%)
[2025-11-25T23:41:31.710967] [INFO ] [FORECASTER] Completed predict_future for NIKL
[2025-11-25T23:41:31.711136] [INFO ] [sig       ] NIKL: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:41:31.854251] [INFO ] [LOCAL     ] Saved forecast: NIKL	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/NIKL.txt
[2025-11-25T23:41:31.854415] [INFO ] [sig       ] [2274/3639] Completed NIKL in 0.3s | 3.04 sym/s | Total: 12.5m | ETA: 7.5m
[2025-11-25T23:41:31.854469] [INFO ] [sig       ] [2275/3639] Forecasting NIM...
[2025-11-25T23:41:31.854532] [INFO ] [sig       ] Generating forecast for: NIM
[2025-11-25T23:41:31.854585] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NIM' from 'https://tdm.silogroup.org/data/derivative_storage/NIM.csv'.
[2025-11-25T23:41:31.865681] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NIM'.
[2025-11-25T23:41:31.866074] [INFO ] [FORECASTER] Starting predict_future for NIM
[2025-11-25T23:41:31.866885] [DEBUG] [LOCAL     ] No optimal features file found for NIM: ./output/feature-sets/NIM.txt
[2025-11-25T23:41:31.866954] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:41:31.867010] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:41:31.867058] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:41:31.867142] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:41:31.924903] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:41:31.925623] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:41:31.925770] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:41:31.925830] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:41:31.989176] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:41:31.989335] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:41:31.989380] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:41:31.989415] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:41:31.992809] [DEBUG] [FORECASTER] NIM: Forecast T+1@11:T+2@11: UP (p=90.63%)
[2025-11-25T23:41:31.993123] [INFO ] [FORECASTER] Completed predict_future for NIM
[2025-11-25T23:41:31.993254] [INFO ] [sig       ] NIM: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:41:32.136107] [INFO ] [LOCAL     ] Saved forecast: NIM	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/NIM.txt
[2025-11-25T23:41:32.136265] [INFO ] [sig       ] [2275/3639] Completed NIM in 0.3s | 3.04 sym/s | Total: 12.5m | ETA: 7.5m
[2025-11-25T23:41:32.136317] [INFO ] [sig       ] [2276/3639] Forecasting NIO...
[2025-11-25T23:41:32.136361] [INFO ] [sig       ] Generating forecast for: NIO
[2025-11-25T23:41:32.136401] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NIO' from 'https://tdm.silogroup.org/data/derivative_storage/NIO.csv'.
[2025-11-25T23:41:32.147390] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NIO'.
[2025-11-25T23:41:32.147712] [INFO ] [FORECASTER] Starting predict_future for NIO
[2025-11-25T23:41:32.148765] [DEBUG] [LOCAL     ] No optimal features file found for NIO: ./output/feature-sets/NIO.txt
[2025-11-25T23:41:32.148853] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:41:32.148921] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:41:32.148984] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:41:32.149091] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:41:32.207374] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:41:32.208090] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:41:32.208187] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:41:32.208233] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:41:32.299740] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:41:32.299935] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:41:32.299982] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:41:32.300017] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:41:32.303457] [DEBUG] [FORECASTER] NIO: Forecast T+1@11:T+2@11: DOWN (p=33.67%)
[2025-11-25T23:41:32.303779] [INFO ] [FORECASTER] Completed predict_future for NIO
[2025-11-25T23:41:32.303931] [INFO ] [sig       ] NIO: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:41:32.445039] [INFO ] [LOCAL     ] Saved forecast: NIO	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/NIO.txt
[2025-11-25T23:41:32.445172] [INFO ] [sig       ] [2276/3639] Completed NIO in 0.3s | 3.04 sym/s | Total: 12.5m | ETA: 7.5m
[2025-11-25T23:41:32.445226] [INFO ] [sig       ] [2277/3639] Forecasting NIPG...
[2025-11-25T23:41:32.445270] [INFO ] [sig       ] Generating forecast for: NIPG
[2025-11-25T23:41:32.445312] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NIPG' from 'https://tdm.silogroup.org/data/derivative_storage/NIPG.csv'.
[2025-11-25T23:41:32.457530] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NIPG'.
[2025-11-25T23:41:32.457901] [INFO ] [FORECASTER] Starting predict_future for NIPG
[2025-11-25T23:41:32.458731] [DEBUG] [LOCAL     ] No optimal features file found for NIPG: ./output/feature-sets/NIPG.txt
[2025-11-25T23:41:32.458798] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:41:32.458844] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:41:32.458882] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:41:32.458951] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:41:32.516264] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:41:32.516898] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:41:32.516991] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:41:32.517037] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:41:32.607940] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:41:32.608046] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:41:32.608105] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:41:32.608140] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:41:32.611184] [DEBUG] [FORECASTER] NIPG: Forecast T+1@11:T+2@11: DOWN (p=30.53%)
[2025-11-25T23:41:32.611453] [INFO ] [FORECASTER] Completed predict_future for NIPG
[2025-11-25T23:41:32.611586] [INFO ] [sig       ] NIPG: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:41:32.752066] [INFO ] [LOCAL     ] Saved forecast: NIPG	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/NIPG.txt
[2025-11-25T23:41:32.752193] [INFO ] [sig       ] [2277/3639] Completed NIPG in 0.3s | 3.04 sym/s | Total: 12.5m | ETA: 7.5m
[2025-11-25T23:41:32.752246] [INFO ] [sig       ] [2278/3639] Forecasting NISN...
[2025-11-25T23:41:32.752289] [INFO ] [sig       ] Generating forecast for: NISN
[2025-11-25T23:41:32.752329] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NISN' from 'https://tdm.silogroup.org/data/derivative_storage/NISN.csv'.
[2025-11-25T23:41:32.763868] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NISN'.
[2025-11-25T23:41:32.764188] [INFO ] [FORECASTER] Starting predict_future for NISN
[2025-11-25T23:41:32.765047] [DEBUG] [LOCAL     ] No optimal features file found for NISN: ./output/feature-sets/NISN.txt
[2025-11-25T23:41:32.765116] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:41:32.765163] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:41:32.765204] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:41:32.765276] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:41:32.823063] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:41:32.823701] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:41:32.823795] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:41:32.823842] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:41:32.909707] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:41:32.909826] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:41:32.909868] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:41:32.909901] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:41:32.913000] [DEBUG] [FORECASTER] NISN: Forecast T+1@11:T+2@11: DOWN (p=27.99%)
[2025-11-25T23:41:32.913274] [INFO ] [FORECASTER] Completed predict_future for NISN
[2025-11-25T23:41:32.913407] [INFO ] [sig       ] NISN: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:41:33.057441] [INFO ] [LOCAL     ] Saved forecast: NISN	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/NISN.txt
[2025-11-25T23:41:33.057598] [INFO ] [sig       ] [2278/3639] Completed NISN in 0.3s | 3.04 sym/s | Total: 12.5m | ETA: 7.5m
[2025-11-25T23:41:33.057673] [INFO ] [sig       ] [2279/3639] Forecasting NITO...
[2025-11-25T23:41:33.057722] [INFO ] [sig       ] Generating forecast for: NITO
[2025-11-25T23:41:33.057772] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NITO' from 'https://tdm.silogroup.org/data/derivative_storage/NITO.csv'.
[2025-11-25T23:41:33.069109] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NITO'.
[2025-11-25T23:41:33.069410] [INFO ] [FORECASTER] Starting predict_future for NITO
[2025-11-25T23:41:33.070267] [DEBUG] [LOCAL     ] No optimal features file found for NITO: ./output/feature-sets/NITO.txt
[2025-11-25T23:41:33.070337] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:41:33.070385] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:41:33.070438] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:41:33.070533] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:41:33.128529] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:41:33.129195] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:41:33.129294] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:41:33.129353] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:41:33.221230] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:41:33.221327] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:41:33.221367] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:41:33.221400] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:41:33.224431] [DEBUG] [FORECASTER] NITO: Forecast T+1@11:T+2@11: DOWN (p=6.47%)
[2025-11-25T23:41:33.224746] [INFO ] [FORECASTER] Completed predict_future for NITO
[2025-11-25T23:41:33.224944] [INFO ] [sig       ] NITO: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:41:33.366763] [INFO ] [LOCAL     ] Saved forecast: NITO	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/NITO.txt
[2025-11-25T23:41:33.366900] [INFO ] [sig       ] [2279/3639] Completed NITO in 0.3s | 3.04 sym/s | Total: 12.5m | ETA: 7.4m
[2025-11-25T23:41:33.366953] [INFO ] [sig       ] [2280/3639] Forecasting NKSH...
[2025-11-25T23:41:33.366997] [INFO ] [sig       ] Generating forecast for: NKSH
[2025-11-25T23:41:33.367038] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NKSH' from 'https://tdm.silogroup.org/data/derivative_storage/NKSH.csv'.
[2025-11-25T23:41:33.379009] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NKSH'.
[2025-11-25T23:41:33.379315] [INFO ] [FORECASTER] Starting predict_future for NKSH
[2025-11-25T23:41:33.380133] [DEBUG] [LOCAL     ] No optimal features file found for NKSH: ./output/feature-sets/NKSH.txt
[2025-11-25T23:41:33.380202] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:41:33.380258] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:41:33.380309] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:41:33.380393] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:41:33.438140] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:41:33.438784] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:41:33.438878] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:41:33.438937] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:41:33.523754] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:41:33.523859] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:41:33.523899] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:41:33.523933] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:41:33.526977] [DEBUG] [FORECASTER] NKSH: Forecast T+1@11:T+2@11: UP (p=56.71%)
[2025-11-25T23:41:33.527247] [INFO ] [FORECASTER] Completed predict_future for NKSH
[2025-11-25T23:41:33.527420] [INFO ] [sig       ] NKSH: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:41:33.668679] [INFO ] [LOCAL     ] Saved forecast: NKSH	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/NKSH.txt
[2025-11-25T23:41:33.668813] [INFO ] [sig       ] [2280/3639] Completed NKSH in 0.3s | 3.04 sym/s | Total: 12.5m | ETA: 7.4m
[2025-11-25T23:41:33.668867] [INFO ] [sig       ] [2281/3639] Forecasting NKTX...
[2025-11-25T23:41:33.668912] [INFO ] [sig       ] Generating forecast for: NKTX
[2025-11-25T23:41:33.668955] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NKTX' from 'https://tdm.silogroup.org/data/derivative_storage/NKTX.csv'.
[2025-11-25T23:41:33.680388] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NKTX'.
[2025-11-25T23:41:33.680690] [INFO ] [FORECASTER] Starting predict_future for NKTX
[2025-11-25T23:41:33.681484] [DEBUG] [LOCAL     ] No optimal features file found for NKTX: ./output/feature-sets/NKTX.txt
[2025-11-25T23:41:33.681553] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:41:33.681624] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:41:33.681705] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:41:33.681832] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:41:33.739181] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:41:33.739824] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:41:33.739917] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:41:33.739975] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:41:33.833281] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:41:33.833396] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:41:33.833437] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:41:33.833471] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:41:33.836611] [DEBUG] [FORECASTER] NKTX: Forecast T+1@11:T+2@11: UP (p=97.41%)
[2025-11-25T23:41:33.836911] [INFO ] [FORECASTER] Completed predict_future for NKTX
[2025-11-25T23:41:33.837050] [INFO ] [sig       ] NKTX: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:41:33.977890] [INFO ] [LOCAL     ] Saved forecast: NKTX	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/NKTX.txt
[2025-11-25T23:41:33.978035] [INFO ] [sig       ] [2281/3639] Completed NKTX in 0.3s | 3.04 sym/s | Total: 12.5m | ETA: 7.4m
[2025-11-25T23:41:33.978084] [INFO ] [sig       ] [2282/3639] Forecasting NKX...
[2025-11-25T23:41:33.978129] [INFO ] [sig       ] Generating forecast for: NKX
[2025-11-25T23:41:33.978189] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NKX' from 'https://tdm.silogroup.org/data/derivative_storage/NKX.csv'.
[2025-11-25T23:41:33.989716] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NKX'.
[2025-11-25T23:41:33.990043] [INFO ] [FORECASTER] Starting predict_future for NKX
[2025-11-25T23:41:33.991040] [DEBUG] [LOCAL     ] No optimal features file found for NKX: ./output/feature-sets/NKX.txt
[2025-11-25T23:41:33.991123] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:41:33.991184] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:41:33.991239] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:41:33.991334] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:41:34.051528] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:41:34.052263] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:41:34.052362] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:41:34.052412] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:41:34.139145] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:41:34.139284] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:41:34.139328] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:41:34.139362] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:41:34.142629] [DEBUG] [FORECASTER] NKX: Forecast T+1@11:T+2@11: DOWN (p=5.84%)
[2025-11-25T23:41:34.142930] [INFO ] [FORECASTER] Completed predict_future for NKX
[2025-11-25T23:41:34.143067] [INFO ] [sig       ] NKX: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:41:34.288132] [INFO ] [LOCAL     ] Saved forecast: NKX	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/NKX.txt
[2025-11-25T23:41:34.288319] [INFO ] [sig       ] [2282/3639] Completed NKX in 0.3s | 3.04 sym/s | Total: 12.5m | ETA: 7.4m
[2025-11-25T23:41:34.288374] [INFO ] [sig       ] [2283/3639] Forecasting NLOP...
[2025-11-25T23:41:34.288417] [INFO ] [sig       ] Generating forecast for: NLOP
[2025-11-25T23:41:34.288459] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NLOP' from 'https://tdm.silogroup.org/data/derivative_storage/NLOP.csv'.
[2025-11-25T23:41:34.299745] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NLOP'.
[2025-11-25T23:41:34.300133] [INFO ] [FORECASTER] Starting predict_future for NLOP
[2025-11-25T23:41:34.300961] [DEBUG] [LOCAL     ] No optimal features file found for NLOP: ./output/feature-sets/NLOP.txt
[2025-11-25T23:41:34.301030] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:41:34.301075] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:41:34.301117] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:41:34.301186] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:41:34.360711] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:41:34.361623] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:41:34.361743] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:41:34.361791] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:41:34.455938] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:41:34.456119] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:41:34.456166] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:41:34.456203] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:41:34.459683] [DEBUG] [FORECASTER] NLOP: Forecast T+1@11:T+2@11: DOWN (p=31.18%)
[2025-11-25T23:41:34.459992] [INFO ] [FORECASTER] Completed predict_future for NLOP
[2025-11-25T23:41:34.460148] [INFO ] [sig       ] NLOP: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:41:34.604943] [INFO ] [LOCAL     ] Saved forecast: NLOP	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/NLOP.txt
[2025-11-25T23:41:34.605363] [INFO ] [sig       ] [2283/3639] Completed NLOP in 0.3s | 3.04 sym/s | Total: 12.5m | ETA: 7.4m
[2025-11-25T23:41:34.605427] [INFO ] [sig       ] [2284/3639] Forecasting NLY...
[2025-11-25T23:41:34.605470] [INFO ] [sig       ] Generating forecast for: NLY
[2025-11-25T23:41:34.605525] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NLY' from 'https://tdm.silogroup.org/data/derivative_storage/NLY.csv'.
[2025-11-25T23:41:34.621555] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NLY'.
[2025-11-25T23:41:34.622105] [INFO ] [FORECASTER] Starting predict_future for NLY
[2025-11-25T23:41:34.623114] [DEBUG] [LOCAL     ] No optimal features file found for NLY: ./output/feature-sets/NLY.txt
[2025-11-25T23:41:34.623196] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:41:34.623252] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:41:34.623302] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:41:34.623391] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:41:34.681303] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:41:34.682193] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:41:34.682296] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:41:34.682341] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:41:34.773727] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:41:34.773897] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:41:34.773941] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:41:34.773975] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:41:34.777365] [DEBUG] [FORECASTER] NLY: Forecast T+1@11:T+2@11: UP (p=89.85%)
[2025-11-25T23:41:34.777688] [INFO ] [FORECASTER] Completed predict_future for NLY
[2025-11-25T23:41:34.777837] [INFO ] [sig       ] NLY: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:41:34.918395] [INFO ] [LOCAL     ] Saved forecast: NLY	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/NLY.txt
[2025-11-25T23:41:34.918553] [INFO ] [sig       ] [2284/3639] Completed NLY in 0.3s | 3.04 sym/s | Total: 12.5m | ETA: 7.4m
[2025-11-25T23:41:34.918616] [INFO ] [sig       ] [2285/3639] Forecasting NMAI...
[2025-11-25T23:41:34.918681] [INFO ] [sig       ] Generating forecast for: NMAI
[2025-11-25T23:41:34.918727] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NMAI' from 'https://tdm.silogroup.org/data/derivative_storage/NMAI.csv'.
[2025-11-25T23:41:34.929627] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NMAI'.
[2025-11-25T23:41:34.929978] [INFO ] [FORECASTER] Starting predict_future for NMAI
[2025-11-25T23:41:34.930788] [DEBUG] [LOCAL     ] No optimal features file found for NMAI: ./output/feature-sets/NMAI.txt
[2025-11-25T23:41:34.930860] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:41:34.930904] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:41:34.930943] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:41:34.931012] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:41:34.988310] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:41:34.988994] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:41:34.989089] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:41:34.989136] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:41:35.100919] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:41:35.101066] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:41:35.101111] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:41:35.101145] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:41:35.104803] [DEBUG] [FORECASTER] NMAI: Forecast T+1@11:T+2@11: UP (p=68.83%)
[2025-11-25T23:41:35.105092] [INFO ] [FORECASTER] Completed predict_future for NMAI
[2025-11-25T23:41:35.105228] [INFO ] [sig       ] NMAI: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:41:35.252756] [INFO ] [LOCAL     ] Saved forecast: NMAI	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/NMAI.txt
[2025-11-25T23:41:35.252916] [INFO ] [sig       ] [2285/3639] Completed NMAI in 0.3s | 3.04 sym/s | Total: 12.5m | ETA: 7.4m
[2025-11-25T23:41:35.252968] [INFO ] [sig       ] [2286/3639] Forecasting NMCO...
[2025-11-25T23:41:35.253011] [INFO ] [sig       ] Generating forecast for: NMCO
[2025-11-25T23:41:35.253054] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NMCO' from 'https://tdm.silogroup.org/data/derivative_storage/NMCO.csv'.
[2025-11-25T23:41:35.264605] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NMCO'.
[2025-11-25T23:41:35.264940] [INFO ] [FORECASTER] Starting predict_future for NMCO
[2025-11-25T23:41:35.265740] [DEBUG] [LOCAL     ] No optimal features file found for NMCO: ./output/feature-sets/NMCO.txt
[2025-11-25T23:41:35.265807] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:41:35.265857] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:41:35.265899] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:41:35.265970] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:41:35.326082] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:41:35.326771] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:41:35.326865] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:41:35.326911] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:41:35.424973] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:41:35.425143] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:41:35.425212] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:41:35.425259] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:41:35.428790] [DEBUG] [FORECASTER] NMCO: Forecast T+1@11:T+2@11: UP (p=52.96%)
[2025-11-25T23:41:35.429147] [INFO ] [FORECASTER] Completed predict_future for NMCO
[2025-11-25T23:41:35.429351] [INFO ] [sig       ] NMCO: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:41:35.575558] [INFO ] [LOCAL     ] Saved forecast: NMCO	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/NMCO.txt
[2025-11-25T23:41:35.575757] [INFO ] [sig       ] [2286/3639] Completed NMCO in 0.3s | 3.04 sym/s | Total: 12.5m | ETA: 7.4m
[2025-11-25T23:41:35.575816] [INFO ] [sig       ] [2287/3639] Forecasting NMFC...
[2025-11-25T23:41:35.575859] [INFO ] [sig       ] Generating forecast for: NMFC
[2025-11-25T23:41:35.575902] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NMFC' from 'https://tdm.silogroup.org/data/derivative_storage/NMFC.csv'.
[2025-11-25T23:41:35.588467] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NMFC'.
[2025-11-25T23:41:35.588773] [INFO ] [FORECASTER] Starting predict_future for NMFC
[2025-11-25T23:41:35.589819] [DEBUG] [LOCAL     ] No optimal features file found for NMFC: ./output/feature-sets/NMFC.txt
[2025-11-25T23:41:35.589890] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:41:35.589936] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:41:35.589976] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:41:35.590046] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:41:35.648961] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:41:35.649698] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:41:35.649793] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:41:35.649841] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:41:35.760139] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:41:35.760316] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:41:35.760361] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:41:35.760394] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:41:35.763973] [DEBUG] [FORECASTER] NMFC: Forecast T+1@11:T+2@11: UP (p=99.41%)
[2025-11-25T23:41:35.764420] [INFO ] [FORECASTER] Completed predict_future for NMFC
[2025-11-25T23:41:35.764637] [INFO ] [sig       ] NMFC: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:41:35.906285] [INFO ] [LOCAL     ] Saved forecast: NMFC	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/NMFC.txt
[2025-11-25T23:41:35.906442] [INFO ] [sig       ] [2287/3639] Completed NMFC in 0.3s | 3.04 sym/s | Total: 12.5m | ETA: 7.4m
[2025-11-25T23:41:35.906497] [INFO ] [sig       ] [2288/3639] Forecasting NMG...
[2025-11-25T23:41:35.906540] [INFO ] [sig       ] Generating forecast for: NMG
[2025-11-25T23:41:35.906581] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NMG' from 'https://tdm.silogroup.org/data/derivative_storage/NMG.csv'.
[2025-11-25T23:41:35.920333] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NMG'.
[2025-11-25T23:41:35.920900] [INFO ] [FORECASTER] Starting predict_future for NMG
[2025-11-25T23:41:35.921873] [DEBUG] [LOCAL     ] No optimal features file found for NMG: ./output/feature-sets/NMG.txt
[2025-11-25T23:41:35.921945] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:41:35.921996] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:41:35.922038] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:41:35.922111] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:41:35.982025] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:41:35.983210] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:41:35.983338] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:41:35.983395] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:41:36.092360] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:41:36.092678] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:41:36.092744] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:41:36.092821] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:41:36.096766] [DEBUG] [FORECASTER] NMG: Forecast T+1@11:T+2@11: UP (p=99.05%)
[2025-11-25T23:41:36.097116] [INFO ] [FORECASTER] Completed predict_future for NMG
[2025-11-25T23:41:36.097370] [INFO ] [sig       ] NMG: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:41:36.247346] [INFO ] [LOCAL     ] Saved forecast: NMG	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/NMG.txt
[2025-11-25T23:41:36.247904] [INFO ] [sig       ] [2288/3639] Completed NMG in 0.3s | 3.04 sym/s | Total: 12.5m | ETA: 7.4m
[2025-11-25T23:41:36.247974] [INFO ] [sig       ] [2289/3639] Forecasting NMI...
[2025-11-25T23:41:36.248019] [INFO ] [sig       ] Generating forecast for: NMI
[2025-11-25T23:41:36.248065] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NMI' from 'https://tdm.silogroup.org/data/derivative_storage/NMI.csv'.
[2025-11-25T23:41:36.262068] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NMI'.
[2025-11-25T23:41:36.262476] [INFO ] [FORECASTER] Starting predict_future for NMI
[2025-11-25T23:41:36.263315] [DEBUG] [LOCAL     ] No optimal features file found for NMI: ./output/feature-sets/NMI.txt
[2025-11-25T23:41:36.263390] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:41:36.263439] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:41:36.263481] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:41:36.263553] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:41:36.320685] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:41:36.321358] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:41:36.321456] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:41:36.321507] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:41:36.413691] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:41:36.413859] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:41:36.413904] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:41:36.413938] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:41:36.417549] [DEBUG] [FORECASTER] NMI: Forecast T+1@11:T+2@11: UP (p=83.81%)
[2025-11-25T23:41:36.417877] [INFO ] [FORECASTER] Completed predict_future for NMI
[2025-11-25T23:41:36.418265] [INFO ] [sig       ] NMI: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:41:36.562468] [INFO ] [LOCAL     ] Saved forecast: NMI	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/NMI.txt
[2025-11-25T23:41:36.562661] [INFO ] [sig       ] [2289/3639] Completed NMI in 0.3s | 3.04 sym/s | Total: 12.5m | ETA: 7.4m
[2025-11-25T23:41:36.562713] [INFO ] [sig       ] [2290/3639] Forecasting NMIH...
[2025-11-25T23:41:36.562758] [INFO ] [sig       ] Generating forecast for: NMIH
[2025-11-25T23:41:36.562804] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NMIH' from 'https://tdm.silogroup.org/data/derivative_storage/NMIH.csv'.
[2025-11-25T23:41:36.574743] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NMIH'.
[2025-11-25T23:41:36.575060] [INFO ] [FORECASTER] Starting predict_future for NMIH
[2025-11-25T23:41:36.575920] [DEBUG] [LOCAL     ] No optimal features file found for NMIH: ./output/feature-sets/NMIH.txt
[2025-11-25T23:41:36.576000] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:41:36.576048] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:41:36.576089] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:41:36.576159] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:41:36.633597] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:41:36.634292] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:41:36.634388] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:41:36.634452] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:41:36.726355] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:41:36.726520] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:41:36.726565] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:41:36.726599] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:41:36.730015] [DEBUG] [FORECASTER] NMIH: Forecast T+1@11:T+2@11: DOWN (p=21.96%)
[2025-11-25T23:41:36.730314] [INFO ] [FORECASTER] Completed predict_future for NMIH
[2025-11-25T23:41:36.730465] [INFO ] [sig       ] NMIH: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:41:36.873256] [INFO ] [LOCAL     ] Saved forecast: NMIH	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/NMIH.txt
[2025-11-25T23:41:36.873459] [INFO ] [sig       ] [2290/3639] Completed NMIH in 0.3s | 3.04 sym/s | Total: 12.5m | ETA: 7.4m
[2025-11-25T23:41:36.873515] [INFO ] [sig       ] [2291/3639] Forecasting NMM...
[2025-11-25T23:41:36.873558] [INFO ] [sig       ] Generating forecast for: NMM
[2025-11-25T23:41:36.873603] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NMM' from 'https://tdm.silogroup.org/data/derivative_storage/NMM.csv'.
[2025-11-25T23:41:36.885062] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NMM'.
[2025-11-25T23:41:36.885401] [INFO ] [FORECASTER] Starting predict_future for NMM
[2025-11-25T23:41:36.886206] [DEBUG] [LOCAL     ] No optimal features file found for NMM: ./output/feature-sets/NMM.txt
[2025-11-25T23:41:36.886283] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:41:36.886329] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:41:36.886370] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:41:36.886438] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:41:36.943242] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:41:36.944203] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:41:36.944305] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:41:36.944352] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:41:37.042464] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:41:37.042690] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:41:37.042803] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:41:37.042840] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:41:37.046296] [DEBUG] [FORECASTER] NMM: Forecast T+1@11:T+2@11: DOWN (p=19.50%)
[2025-11-25T23:41:37.046617] [INFO ] [FORECASTER] Completed predict_future for NMM
[2025-11-25T23:41:37.046792] [INFO ] [sig       ] NMM: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:41:37.190917] [INFO ] [LOCAL     ] Saved forecast: NMM	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/NMM.txt
[2025-11-25T23:41:37.191074] [INFO ] [sig       ] [2291/3639] Completed NMM in 0.3s | 3.04 sym/s | Total: 12.5m | ETA: 7.4m
[2025-11-25T23:41:37.191129] [INFO ] [sig       ] [2292/3639] Forecasting NMRA...
[2025-11-25T23:41:37.191172] [INFO ] [sig       ] Generating forecast for: NMRA
[2025-11-25T23:41:37.191215] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NMRA' from 'https://tdm.silogroup.org/data/derivative_storage/NMRA.csv'.
[2025-11-25T23:41:37.202553] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NMRA'.
[2025-11-25T23:41:37.202870] [INFO ] [FORECASTER] Starting predict_future for NMRA
[2025-11-25T23:41:37.203761] [DEBUG] [LOCAL     ] No optimal features file found for NMRA: ./output/feature-sets/NMRA.txt
[2025-11-25T23:41:37.203829] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:41:37.203889] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:41:37.203984] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:41:37.204068] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:41:37.263067] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:41:37.263770] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:41:37.263866] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:41:37.263935] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:41:37.361962] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:41:37.362151] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:41:37.362196] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:41:37.362231] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:41:37.365768] [DEBUG] [FORECASTER] NMRA: Forecast T+1@11:T+2@11: DOWN (p=2.15%)
[2025-11-25T23:41:37.366091] [INFO ] [FORECASTER] Completed predict_future for NMRA
[2025-11-25T23:41:37.366236] [INFO ] [sig       ] NMRA: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:41:37.507476] [INFO ] [LOCAL     ] Saved forecast: NMRA	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/NMRA.txt
[2025-11-25T23:41:37.507633] [INFO ] [sig       ] [2292/3639] Completed NMRA in 0.3s | 3.04 sym/s | Total: 12.6m | ETA: 7.4m
[2025-11-25T23:41:37.507706] [INFO ] [sig       ] [2293/3639] Forecasting NMRK...
[2025-11-25T23:41:37.507826] [INFO ] [sig       ] Generating forecast for: NMRK
[2025-11-25T23:41:37.507873] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NMRK' from 'https://tdm.silogroup.org/data/derivative_storage/NMRK.csv'.
[2025-11-25T23:41:37.519386] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NMRK'.
[2025-11-25T23:41:37.519805] [INFO ] [FORECASTER] Starting predict_future for NMRK
[2025-11-25T23:41:37.520900] [DEBUG] [LOCAL     ] No optimal features file found for NMRK: ./output/feature-sets/NMRK.txt
[2025-11-25T23:41:37.520984] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:41:37.521060] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:41:37.521134] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:41:37.521258] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:41:37.592270] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:41:37.593168] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:41:37.593269] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:41:37.593344] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:41:37.704627] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:41:37.704859] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:41:37.704918] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:41:37.704965] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:41:37.708395] [DEBUG] [FORECASTER] NMRK: Forecast T+1@11:T+2@11: UP (p=67.11%)
[2025-11-25T23:41:37.708740] [INFO ] [FORECASTER] Completed predict_future for NMRK
[2025-11-25T23:41:37.708909] [INFO ] [sig       ] NMRK: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:41:37.851581] [INFO ] [LOCAL     ] Saved forecast: NMRK	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/NMRK.txt
[2025-11-25T23:41:37.851765] [INFO ] [sig       ] [2293/3639] Completed NMRK in 0.3s | 3.04 sym/s | Total: 12.6m | ETA: 7.4m
[2025-11-25T23:41:37.851891] [INFO ] [sig       ] [2294/3639] Forecasting NN...
[2025-11-25T23:41:37.851939] [INFO ] [sig       ] Generating forecast for: NN
[2025-11-25T23:41:37.851982] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NN' from 'https://tdm.silogroup.org/data/derivative_storage/NN.csv'.
[2025-11-25T23:41:37.863503] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NN'.
[2025-11-25T23:41:37.863829] [INFO ] [FORECASTER] Starting predict_future for NN
[2025-11-25T23:41:37.864672] [DEBUG] [LOCAL     ] No optimal features file found for NN: ./output/feature-sets/NN.txt
[2025-11-25T23:41:37.864741] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:41:37.864787] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:41:37.864826] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:41:37.864894] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:41:37.924098] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:41:37.924782] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:41:37.924875] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:41:37.924920] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:41:38.018927] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:41:38.019100] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:41:38.019146] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:41:38.019181] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:41:38.022561] [DEBUG] [FORECASTER] NN: Forecast T+1@11:T+2@11: DOWN (p=30.16%)
[2025-11-25T23:41:38.022897] [INFO ] [FORECASTER] Completed predict_future for NN
[2025-11-25T23:41:38.023061] [INFO ] [sig       ] NN: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:41:38.183229] [INFO ] [LOCAL     ] Saved forecast: NN	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/NN.txt
[2025-11-25T23:41:38.183396] [INFO ] [sig       ] [2294/3639] Completed NN in 0.3s | 3.04 sym/s | Total: 12.6m | ETA: 7.4m
[2025-11-25T23:41:38.183450] [INFO ] [sig       ] [2295/3639] Forecasting NNDM...
[2025-11-25T23:41:38.183491] [INFO ] [sig       ] Generating forecast for: NNDM
[2025-11-25T23:41:38.183532] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NNDM' from 'https://tdm.silogroup.org/data/derivative_storage/NNDM.csv'.
[2025-11-25T23:41:38.195318] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NNDM'.
[2025-11-25T23:41:38.195672] [INFO ] [FORECASTER] Starting predict_future for NNDM
[2025-11-25T23:41:38.196507] [DEBUG] [LOCAL     ] No optimal features file found for NNDM: ./output/feature-sets/NNDM.txt
[2025-11-25T23:41:38.196578] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:41:38.196625] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:41:38.196689] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:41:38.196762] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:41:38.256756] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:41:38.257429] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:41:38.257527] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:41:38.257575] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:41:38.355023] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:41:38.355183] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:41:38.355227] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:41:38.355261] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:41:38.358568] [DEBUG] [FORECASTER] NNDM: Forecast T+1@11:T+2@11: DOWN (p=7.41%)
[2025-11-25T23:41:38.358884] [INFO ] [FORECASTER] Completed predict_future for NNDM
[2025-11-25T23:41:38.359033] [INFO ] [sig       ] NNDM: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:41:38.500725] [INFO ] [LOCAL     ] Saved forecast: NNDM	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/NNDM.txt
[2025-11-25T23:41:38.500893] [INFO ] [sig       ] [2295/3639] Completed NNDM in 0.3s | 3.04 sym/s | Total: 12.6m | ETA: 7.4m
[2025-11-25T23:41:38.500948] [INFO ] [sig       ] [2296/3639] Forecasting NNE...
[2025-11-25T23:41:38.500991] [INFO ] [sig       ] Generating forecast for: NNE
[2025-11-25T23:41:38.501120] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NNE' from 'https://tdm.silogroup.org/data/derivative_storage/NNE.csv'.
[2025-11-25T23:41:38.513085] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NNE'.
[2025-11-25T23:41:38.513411] [INFO ] [FORECASTER] Starting predict_future for NNE
[2025-11-25T23:41:38.514236] [DEBUG] [LOCAL     ] No optimal features file found for NNE: ./output/feature-sets/NNE.txt
[2025-11-25T23:41:38.514304] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:41:38.514351] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:41:38.514392] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:41:38.514462] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:41:38.576213] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:41:38.576991] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:41:38.577090] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:41:38.577139] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:41:38.678201] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:41:38.678382] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:41:38.678428] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:41:38.678464] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:41:38.681936] [DEBUG] [FORECASTER] NNE: Forecast T+1@11:T+2@11: UP (p=98.37%)
[2025-11-25T23:41:38.682279] [INFO ] [FORECASTER] Completed predict_future for NNE
[2025-11-25T23:41:38.682442] [INFO ] [sig       ] NNE: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:41:38.824337] [INFO ] [LOCAL     ] Saved forecast: NNE	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/NNE.txt
[2025-11-25T23:41:38.824487] [INFO ] [sig       ] [2296/3639] Completed NNE in 0.3s | 3.04 sym/s | Total: 12.6m | ETA: 7.4m
[2025-11-25T23:41:38.824542] [INFO ] [sig       ] [2297/3639] Forecasting NNI...
[2025-11-25T23:41:38.824585] [INFO ] [sig       ] Generating forecast for: NNI
[2025-11-25T23:41:38.824627] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NNI' from 'https://tdm.silogroup.org/data/derivative_storage/NNI.csv'.
[2025-11-25T23:41:38.836212] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NNI'.
[2025-11-25T23:41:38.836542] [INFO ] [FORECASTER] Starting predict_future for NNI
[2025-11-25T23:41:38.837342] [DEBUG] [LOCAL     ] No optimal features file found for NNI: ./output/feature-sets/NNI.txt
[2025-11-25T23:41:38.837438] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:41:38.837497] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:41:38.837547] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:41:38.837634] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:41:38.895157] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:41:38.895833] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:41:38.895927] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:41:38.895987] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:41:38.989170] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:41:38.989356] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:41:38.989405] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:41:38.989439] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:41:38.992832] [DEBUG] [FORECASTER] NNI: Forecast T+1@11:T+2@11: DOWN (p=5.86%)
[2025-11-25T23:41:38.993121] [INFO ] [FORECASTER] Completed predict_future for NNI
[2025-11-25T23:41:38.993254] [INFO ] [sig       ] NNI: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:41:39.134396] [INFO ] [LOCAL     ] Saved forecast: NNI	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/NNI.txt
[2025-11-25T23:41:39.134554] [INFO ] [sig       ] [2297/3639] Completed NNI in 0.3s | 3.04 sym/s | Total: 12.6m | ETA: 7.3m
[2025-11-25T23:41:39.134609] [INFO ] [sig       ] [2298/3639] Forecasting NNN...
[2025-11-25T23:41:39.134673] [INFO ] [sig       ] Generating forecast for: NNN
[2025-11-25T23:41:39.134720] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NNN' from 'https://tdm.silogroup.org/data/derivative_storage/NNN.csv'.
[2025-11-25T23:41:39.145533] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NNN'.
[2025-11-25T23:41:39.145889] [INFO ] [FORECASTER] Starting predict_future for NNN
[2025-11-25T23:41:39.146739] [DEBUG] [LOCAL     ] No optimal features file found for NNN: ./output/feature-sets/NNN.txt
[2025-11-25T23:41:39.146818] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:41:39.146879] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:41:39.146934] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:41:39.147026] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:41:39.207153] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:41:39.207907] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:41:39.208036] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:41:39.208099] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:41:39.314698] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:41:39.314878] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:41:39.314940] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:41:39.314986] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:41:39.318372] [DEBUG] [FORECASTER] NNN: Forecast T+1@11:T+2@11: DOWN (p=1.81%)
[2025-11-25T23:41:39.318710] [INFO ] [FORECASTER] Completed predict_future for NNN
[2025-11-25T23:41:39.318873] [INFO ] [sig       ] NNN: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:41:39.461044] [INFO ] [LOCAL     ] Saved forecast: NNN	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/NNN.txt
[2025-11-25T23:41:39.461193] [INFO ] [sig       ] [2298/3639] Completed NNN in 0.3s | 3.04 sym/s | Total: 12.6m | ETA: 7.3m
[2025-11-25T23:41:39.461248] [INFO ] [sig       ] [2299/3639] Forecasting NNOX...
[2025-11-25T23:41:39.461292] [INFO ] [sig       ] Generating forecast for: NNOX
[2025-11-25T23:41:39.461334] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NNOX' from 'https://tdm.silogroup.org/data/derivative_storage/NNOX.csv'.
[2025-11-25T23:41:39.472165] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NNOX'.
[2025-11-25T23:41:39.472465] [INFO ] [FORECASTER] Starting predict_future for NNOX
[2025-11-25T23:41:39.473297] [DEBUG] [LOCAL     ] No optimal features file found for NNOX: ./output/feature-sets/NNOX.txt
[2025-11-25T23:41:39.473366] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:41:39.473412] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:41:39.473471] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:41:39.473556] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:41:39.531302] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:41:39.531963] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:41:39.532058] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:41:39.532115] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:41:39.641899] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:41:39.642054] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:41:39.642099] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:41:39.642132] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:41:39.645505] [DEBUG] [FORECASTER] NNOX: Forecast T+1@11:T+2@11: UP (p=70.54%)
[2025-11-25T23:41:39.645905] [INFO ] [FORECASTER] Completed predict_future for NNOX
[2025-11-25T23:41:39.646125] [INFO ] [sig       ] NNOX: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:41:39.787191] [INFO ] [LOCAL     ] Saved forecast: NNOX	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/NNOX.txt
[2025-11-25T23:41:39.787371] [INFO ] [sig       ] [2299/3639] Completed NNOX in 0.3s | 3.04 sym/s | Total: 12.6m | ETA: 7.3m
[2025-11-25T23:41:39.787422] [INFO ] [sig       ] [2300/3639] Forecasting NNY...
[2025-11-25T23:41:39.787466] [INFO ] [sig       ] Generating forecast for: NNY
[2025-11-25T23:41:39.787508] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NNY' from 'https://tdm.silogroup.org/data/derivative_storage/NNY.csv'.
[2025-11-25T23:41:39.799011] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NNY'.
[2025-11-25T23:41:39.799326] [INFO ] [FORECASTER] Starting predict_future for NNY
[2025-11-25T23:41:39.800156] [DEBUG] [LOCAL     ] No optimal features file found for NNY: ./output/feature-sets/NNY.txt
[2025-11-25T23:41:39.800228] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:41:39.800276] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:41:39.800320] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:41:39.800392] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:41:39.859475] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:41:39.860178] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:41:39.860278] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:41:39.860327] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:41:39.943152] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:41:39.943313] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:41:39.943357] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:41:39.943392] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:41:39.946784] [DEBUG] [FORECASTER] NNY: Forecast T+1@11:T+2@11: DOWN (p=13.04%)
[2025-11-25T23:41:39.947105] [INFO ] [FORECASTER] Completed predict_future for NNY
[2025-11-25T23:41:39.947254] [INFO ] [sig       ] NNY: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:41:40.093410] [INFO ] [LOCAL     ] Saved forecast: NNY	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/NNY.txt
[2025-11-25T23:41:40.093601] [INFO ] [sig       ] [2300/3639] Completed NNY in 0.3s | 3.04 sym/s | Total: 12.6m | ETA: 7.3m
[2025-11-25T23:41:40.093679] [INFO ] [sig       ] [2301/3639] Forecasting NOA...
[2025-11-25T23:41:40.093726] [INFO ] [sig       ] Generating forecast for: NOA
[2025-11-25T23:41:40.093770] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NOA' from 'https://tdm.silogroup.org/data/derivative_storage/NOA.csv'.
[2025-11-25T23:41:40.105395] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NOA'.
[2025-11-25T23:41:40.105807] [INFO ] [FORECASTER] Starting predict_future for NOA
[2025-11-25T23:41:40.106598] [DEBUG] [LOCAL     ] No optimal features file found for NOA: ./output/feature-sets/NOA.txt
[2025-11-25T23:41:40.106691] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:41:40.106739] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:41:40.106779] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:41:40.106848] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:41:40.164376] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:41:40.165317] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:41:40.165425] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:41:40.165473] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:41:40.265371] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:41:40.265627] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:41:40.265745] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:41:40.265791] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:41:40.269337] [DEBUG] [FORECASTER] NOA: Forecast T+1@11:T+2@11: UP (p=52.84%)
[2025-11-25T23:41:40.269735] [INFO ] [FORECASTER] Completed predict_future for NOA
[2025-11-25T23:41:40.269908] [INFO ] [sig       ] NOA: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:41:40.415057] [INFO ] [LOCAL     ] Saved forecast: NOA	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/NOA.txt
[2025-11-25T23:41:40.415270] [INFO ] [sig       ] [2301/3639] Completed NOA in 0.3s | 3.04 sym/s | Total: 12.6m | ETA: 7.3m
[2025-11-25T23:41:40.415362] [INFO ] [sig       ] [2302/3639] Forecasting NOAH...
[2025-11-25T23:41:40.415430] [INFO ] [sig       ] Generating forecast for: NOAH
[2025-11-25T23:41:40.415512] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NOAH' from 'https://tdm.silogroup.org/data/derivative_storage/NOAH.csv'.
[2025-11-25T23:41:40.430459] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NOAH'.
[2025-11-25T23:41:40.431016] [INFO ] [FORECASTER] Starting predict_future for NOAH
[2025-11-25T23:41:40.432057] [DEBUG] [LOCAL     ] No optimal features file found for NOAH: ./output/feature-sets/NOAH.txt
[2025-11-25T23:41:40.432135] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:41:40.432202] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:41:40.432259] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:41:40.432356] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:41:40.492447] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:41:40.493738] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:41:40.493868] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:41:40.493921] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:41:40.611008] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:41:40.611286] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:41:40.611337] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:41:40.611373] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:41:40.615308] [DEBUG] [FORECASTER] NOAH: Forecast T+1@11:T+2@11: DOWN (p=1.94%)
[2025-11-25T23:41:40.615659] [INFO ] [FORECASTER] Completed predict_future for NOAH
[2025-11-25T23:41:40.615832] [INFO ] [sig       ] NOAH: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:41:40.762141] [INFO ] [LOCAL     ] Saved forecast: NOAH	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/NOAH.txt
[2025-11-25T23:41:40.762379] [INFO ] [sig       ] [2302/3639] Completed NOAH in 0.3s | 3.04 sym/s | Total: 12.6m | ETA: 7.3m
[2025-11-25T23:41:40.762441] [INFO ] [sig       ] [2303/3639] Forecasting NODK...
[2025-11-25T23:41:40.762519] [INFO ] [sig       ] Generating forecast for: NODK
[2025-11-25T23:41:40.762580] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NODK' from 'https://tdm.silogroup.org/data/derivative_storage/NODK.csv'.
[2025-11-25T23:41:40.774616] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NODK'.
[2025-11-25T23:41:40.775111] [INFO ] [FORECASTER] Starting predict_future for NODK
[2025-11-25T23:41:40.776301] [DEBUG] [LOCAL     ] No optimal features file found for NODK: ./output/feature-sets/NODK.txt
[2025-11-25T23:41:40.776374] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:41:40.776435] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:41:40.776490] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:41:40.776583] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:41:40.835206] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:41:40.836316] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:41:40.836429] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:41:40.836493] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:41:40.937516] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:41:40.937827] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-11-25T23:41:40.937920] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:41:40.937972] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:41:40.942013] [DEBUG] [FORECASTER] NODK: Forecast T+1@11:T+2@11: DOWN (p=8.82%)
[2025-11-25T23:41:40.942408] [INFO ] [FORECASTER] Completed predict_future for NODK
[2025-11-25T23:41:40.942606] [INFO ] [sig       ] NODK: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:41:41.086230] [INFO ] [LOCAL     ] Saved forecast: NODK	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/NODK.txt
[2025-11-25T23:41:41.086478] [INFO ] [sig       ] [2303/3639] Completed NODK in 0.3s | 3.04 sym/s | Total: 12.6m | ETA: 7.3m
[2025-11-25T23:41:41.086539] [INFO ] [sig       ] [2304/3639] Forecasting NOG...
[2025-11-25T23:41:41.086585] [INFO ] [sig       ] Generating forecast for: NOG
[2025-11-25T23:41:41.086630] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NOG' from 'https://tdm.silogroup.org/data/derivative_storage/NOG.csv'.
[2025-11-25T23:41:41.099595] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NOG'.
[2025-11-25T23:41:41.100102] [INFO ] [FORECASTER] Starting predict_future for NOG
[2025-11-25T23:41:41.101031] [DEBUG] [LOCAL     ] No optimal features file found for NOG: ./output/feature-sets/NOG.txt
[2025-11-25T23:41:41.101103] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:41:41.101153] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:41:41.101196] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:41:41.101268] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:41:41.159186] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:41:41.160343] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:41:41.160467] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:41:41.160520] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:41:41.284289] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:41:41.284581] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:41:41.284657] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:41:41.284710] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:41:41.289841] [DEBUG] [FORECASTER] NOG: Forecast T+1@11:T+2@11: UP (p=98.44%)
[2025-11-25T23:41:41.290300] [INFO ] [FORECASTER] Completed predict_future for NOG
[2025-11-25T23:41:41.290497] [INFO ] [sig       ] NOG: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:41:41.449022] [INFO ] [LOCAL     ] Saved forecast: NOG	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/NOG.txt
[2025-11-25T23:41:41.449287] [INFO ] [sig       ] [2304/3639] Completed NOG in 0.4s | 3.04 sym/s | Total: 12.6m | ETA: 7.3m
[2025-11-25T23:41:41.449349] [INFO ] [sig       ] [2305/3639] Forecasting NOMD...
[2025-11-25T23:41:41.449403] [INFO ] [sig       ] Generating forecast for: NOMD
[2025-11-25T23:41:41.449454] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NOMD' from 'https://tdm.silogroup.org/data/derivative_storage/NOMD.csv'.
[2025-11-25T23:41:41.462347] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NOMD'.
[2025-11-25T23:41:41.462994] [INFO ] [FORECASTER] Starting predict_future for NOMD
[2025-11-25T23:41:41.463985] [DEBUG] [LOCAL     ] No optimal features file found for NOMD: ./output/feature-sets/NOMD.txt
[2025-11-25T23:41:41.464084] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:41:41.464135] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:41:41.464180] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:41:41.464252] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:41:41.523070] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:41:41.524229] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:41:41.524346] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:41:41.524395] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:41:41.640548] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:41:41.640852] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:41:41.640937] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:41:41.640985] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:41:41.645104] [DEBUG] [FORECASTER] NOMD: Forecast T+1@11:T+2@11: DOWN (p=0.40%)
[2025-11-25T23:41:41.645536] [INFO ] [FORECASTER] Completed predict_future for NOMD
[2025-11-25T23:41:41.645770] [INFO ] [sig       ] NOMD: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:41:41.801851] [INFO ] [LOCAL     ] Saved forecast: NOMD	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/NOMD.txt
[2025-11-25T23:41:41.802168] [INFO ] [sig       ] [2305/3639] Completed NOMD in 0.4s | 3.04 sym/s | Total: 12.6m | ETA: 7.3m
[2025-11-25T23:41:41.802250] [INFO ] [sig       ] [2306/3639] Forecasting NOTE...
[2025-11-25T23:41:41.802315] [INFO ] [sig       ] Generating forecast for: NOTE
[2025-11-25T23:41:41.802450] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NOTE' from 'https://tdm.silogroup.org/data/derivative_storage/NOTE.csv'.
[2025-11-25T23:41:41.819590] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NOTE'.
[2025-11-25T23:41:41.820313] [INFO ] [FORECASTER] Starting predict_future for NOTE
[2025-11-25T23:41:41.821317] [DEBUG] [LOCAL     ] No optimal features file found for NOTE: ./output/feature-sets/NOTE.txt
[2025-11-25T23:41:41.821391] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:41:41.821444] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:41:41.821491] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:41:41.821567] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:41:41.883914] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:41:41.885244] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:41:41.885369] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:41:41.885420] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:41:42.019959] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:41:42.020250] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:41:42.020300] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:41:42.020335] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:41:42.024270] [DEBUG] [FORECASTER] NOTE: Forecast T+1@11:T+2@11: DOWN (p=17.71%)
[2025-11-25T23:41:42.024620] [INFO ] [FORECASTER] Completed predict_future for NOTE
[2025-11-25T23:41:42.024809] [INFO ] [sig       ] NOTE: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:41:42.174468] [INFO ] [LOCAL     ] Saved forecast: NOTE	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/NOTE.txt
[2025-11-25T23:41:42.174773] [INFO ] [sig       ] [2306/3639] Completed NOTE in 0.4s | 3.04 sym/s | Total: 12.6m | ETA: 7.3m
[2025-11-25T23:41:42.174845] [INFO ] [sig       ] [2307/3639] Forecasting NPCE...
[2025-11-25T23:41:42.174886] [INFO ] [sig       ] Generating forecast for: NPCE
[2025-11-25T23:41:42.174935] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NPCE' from 'https://tdm.silogroup.org/data/derivative_storage/NPCE.csv'.
[2025-11-25T23:41:42.189152] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NPCE'.
[2025-11-25T23:41:42.189680] [INFO ] [FORECASTER] Starting predict_future for NPCE
[2025-11-25T23:41:42.190704] [DEBUG] [LOCAL     ] No optimal features file found for NPCE: ./output/feature-sets/NPCE.txt
[2025-11-25T23:41:42.190791] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:41:42.190864] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:41:42.190929] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:41:42.191039] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:41:42.252406] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:41:42.253557] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:41:42.253698] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:41:42.253752] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:41:42.372761] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:41:42.373035] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:41:42.373086] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:41:42.373121] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:41:42.377084] [DEBUG] [FORECASTER] NPCE: Forecast T+1@11:T+2@11: DOWN (p=23.32%)
[2025-11-25T23:41:42.377458] [INFO ] [FORECASTER] Completed predict_future for NPCE
[2025-11-25T23:41:42.377675] [INFO ] [sig       ] NPCE: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:41:42.530403] [INFO ] [LOCAL     ] Saved forecast: NPCE	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/NPCE.txt
[2025-11-25T23:41:42.530672] [INFO ] [sig       ] [2307/3639] Completed NPCE in 0.4s | 3.04 sym/s | Total: 12.6m | ETA: 7.3m
[2025-11-25T23:41:42.530741] [INFO ] [sig       ] [2308/3639] Forecasting NPFD...
[2025-11-25T23:41:42.530790] [INFO ] [sig       ] Generating forecast for: NPFD
[2025-11-25T23:41:42.530840] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NPFD' from 'https://tdm.silogroup.org/data/derivative_storage/NPFD.csv'.
[2025-11-25T23:41:42.544398] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NPFD'.
[2025-11-25T23:41:42.545044] [INFO ] [FORECASTER] Starting predict_future for NPFD
[2025-11-25T23:41:42.546028] [DEBUG] [LOCAL     ] No optimal features file found for NPFD: ./output/feature-sets/NPFD.txt
[2025-11-25T23:41:42.546118] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:41:42.546170] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:41:42.546216] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:41:42.546288] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:41:42.606771] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:41:42.608032] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:41:42.608154] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:41:42.608204] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:41:42.733545] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:41:42.733840] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:41:42.733896] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:41:42.733932] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:41:42.737931] [DEBUG] [FORECASTER] NPFD: Forecast T+1@11:T+2@11: UP (p=77.86%)
[2025-11-25T23:41:42.738309] [INFO ] [FORECASTER] Completed predict_future for NPFD
[2025-11-25T23:41:42.738470] [INFO ] [sig       ] NPFD: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:41:42.893829] [INFO ] [LOCAL     ] Saved forecast: NPFD	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/NPFD.txt
[2025-11-25T23:41:42.894114] [INFO ] [sig       ] [2308/3639] Completed NPFD in 0.4s | 3.04 sym/s | Total: 12.6m | ETA: 7.3m
[2025-11-25T23:41:42.894205] [INFO ] [sig       ] [2309/3639] Forecasting NPK...
[2025-11-25T23:41:42.894266] [INFO ] [sig       ] Generating forecast for: NPK
[2025-11-25T23:41:42.894330] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NPK' from 'https://tdm.silogroup.org/data/derivative_storage/NPK.csv'.
[2025-11-25T23:41:42.908562] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NPK'.
[2025-11-25T23:41:42.909159] [INFO ] [FORECASTER] Starting predict_future for NPK
[2025-11-25T23:41:42.910101] [DEBUG] [LOCAL     ] No optimal features file found for NPK: ./output/feature-sets/NPK.txt
[2025-11-25T23:41:42.910177] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:41:42.910229] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:41:42.910274] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:41:42.910350] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:41:42.969783] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:41:42.971025] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:41:42.971142] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:41:42.971193] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:41:43.086910] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:41:43.087194] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:41:43.087245] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:41:43.087281] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:41:43.091433] [DEBUG] [FORECASTER] NPK: Forecast T+1@11:T+2@11: UP (p=80.47%)
[2025-11-25T23:41:43.091939] [INFO ] [FORECASTER] Completed predict_future for NPK
[2025-11-25T23:41:43.092117] [INFO ] [sig       ] NPK: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:41:43.244756] [INFO ] [LOCAL     ] Saved forecast: NPK	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/NPK.txt
[2025-11-25T23:41:43.245010] [INFO ] [sig       ] [2309/3639] Completed NPK in 0.4s | 3.04 sym/s | Total: 12.6m | ETA: 7.3m
[2025-11-25T23:41:43.245074] [INFO ] [sig       ] [2310/3639] Forecasting NPO...
[2025-11-25T23:41:43.245113] [INFO ] [sig       ] Generating forecast for: NPO
[2025-11-25T23:41:43.245159] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NPO' from 'https://tdm.silogroup.org/data/derivative_storage/NPO.csv'.
[2025-11-25T23:41:43.259127] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NPO'.
[2025-11-25T23:41:43.259614] [INFO ] [FORECASTER] Starting predict_future for NPO
[2025-11-25T23:41:43.260521] [DEBUG] [LOCAL     ] No optimal features file found for NPO: ./output/feature-sets/NPO.txt
[2025-11-25T23:41:43.260596] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:41:43.260678] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:41:43.260740] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:41:43.260821] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:41:43.320229] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:41:43.321521] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:41:43.321671] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:41:43.321726] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:41:43.436617] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:41:43.436909] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:41:43.436959] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:41:43.436994] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:41:43.441180] [DEBUG] [FORECASTER] NPO: Forecast T+1@11:T+2@11: DOWN (p=8.46%)
[2025-11-25T23:41:43.441588] [INFO ] [FORECASTER] Completed predict_future for NPO
[2025-11-25T23:41:43.441828] [INFO ] [sig       ] NPO: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:41:43.592559] [INFO ] [LOCAL     ] Saved forecast: NPO	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/NPO.txt
[2025-11-25T23:41:43.592799] [INFO ] [sig       ] [2310/3639] Completed NPO in 0.3s | 3.04 sym/s | Total: 12.7m | ETA: 7.3m
[2025-11-25T23:41:43.592861] [INFO ] [sig       ] [2311/3639] Forecasting NQP...
[2025-11-25T23:41:43.592908] [INFO ] [sig       ] Generating forecast for: NQP
[2025-11-25T23:41:43.592946] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NQP' from 'https://tdm.silogroup.org/data/derivative_storage/NQP.csv'.
[2025-11-25T23:41:43.606135] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NQP'.
[2025-11-25T23:41:43.606661] [INFO ] [FORECASTER] Starting predict_future for NQP
[2025-11-25T23:41:43.607607] [DEBUG] [LOCAL     ] No optimal features file found for NQP: ./output/feature-sets/NQP.txt
[2025-11-25T23:41:43.607700] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:41:43.607752] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:41:43.607818] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:41:43.607915] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:41:43.667082] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:41:43.668224] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:41:43.668337] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:41:43.668400] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:41:43.786807] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:41:43.787083] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:41:43.787133] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:41:43.787167] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:41:43.791273] [DEBUG] [FORECASTER] NQP: Forecast T+1@11:T+2@11: DOWN (p=10.35%)
[2025-11-25T23:41:43.791678] [INFO ] [FORECASTER] Completed predict_future for NQP
[2025-11-25T23:41:43.791871] [INFO ] [sig       ] NQP: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:41:43.941736] [INFO ] [LOCAL     ] Saved forecast: NQP	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/NQP.txt
[2025-11-25T23:41:43.941978] [INFO ] [sig       ] [2311/3639] Completed NQP in 0.3s | 3.04 sym/s | Total: 12.7m | ETA: 7.3m
[2025-11-25T23:41:43.942040] [INFO ] [sig       ] [2312/3639] Forecasting NRC...
[2025-11-25T23:41:43.942088] [INFO ] [sig       ] Generating forecast for: NRC
[2025-11-25T23:41:43.942137] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NRC' from 'https://tdm.silogroup.org/data/derivative_storage/NRC.csv'.
[2025-11-25T23:41:43.956176] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NRC'.
[2025-11-25T23:41:43.956773] [INFO ] [FORECASTER] Starting predict_future for NRC
[2025-11-25T23:41:43.957804] [DEBUG] [LOCAL     ] No optimal features file found for NRC: ./output/feature-sets/NRC.txt
[2025-11-25T23:41:43.957887] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:41:43.957954] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:41:43.958017] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:41:43.958116] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:41:44.018311] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:41:44.019498] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:41:44.019626] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:41:44.019702] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:41:44.135666] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:41:44.135936] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:41:44.136021] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:41:44.136060] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:41:44.140205] [DEBUG] [FORECASTER] NRC: Forecast T+1@11:T+2@11: DOWN (p=38.93%)
[2025-11-25T23:41:44.140627] [INFO ] [FORECASTER] Completed predict_future for NRC
[2025-11-25T23:41:44.140880] [INFO ] [sig       ] NRC: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:41:44.284626] [INFO ] [LOCAL     ] Saved forecast: NRC	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/NRC.txt
[2025-11-25T23:41:44.284863] [INFO ] [sig       ] [2312/3639] Completed NRC in 0.3s | 3.04 sym/s | Total: 12.7m | ETA: 7.3m
[2025-11-25T23:41:44.284923] [INFO ] [sig       ] [2313/3639] Forecasting NRDS...
[2025-11-25T23:41:44.285024] [INFO ] [sig       ] Generating forecast for: NRDS
[2025-11-25T23:41:44.285086] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NRDS' from 'https://tdm.silogroup.org/data/derivative_storage/NRDS.csv'.
[2025-11-25T23:41:44.298712] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NRDS'.
[2025-11-25T23:41:44.299230] [INFO ] [FORECASTER] Starting predict_future for NRDS
[2025-11-25T23:41:44.300198] [DEBUG] [LOCAL     ] No optimal features file found for NRDS: ./output/feature-sets/NRDS.txt
[2025-11-25T23:41:44.300271] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:41:44.300332] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:41:44.300386] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:41:44.300478] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:41:44.359854] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:41:44.361152] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:41:44.361287] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:41:44.361341] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:41:44.480652] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:41:44.480913] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:41:44.480962] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:41:44.480998] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:41:44.485130] [DEBUG] [FORECASTER] NRDS: Forecast T+1@11:T+2@11: UP (p=58.66%)
[2025-11-25T23:41:44.485487] [INFO ] [FORECASTER] Completed predict_future for NRDS
[2025-11-25T23:41:44.485676] [INFO ] [sig       ] NRDS: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:41:44.629936] [INFO ] [LOCAL     ] Saved forecast: NRDS	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/NRDS.txt
[2025-11-25T23:41:44.630162] [INFO ] [sig       ] [2313/3639] Completed NRDS in 0.3s | 3.04 sym/s | Total: 12.7m | ETA: 7.3m
[2025-11-25T23:41:44.630312] [INFO ] [sig       ] [2314/3639] Forecasting NREF...
[2025-11-25T23:41:44.630363] [INFO ] [sig       ] Generating forecast for: NREF
[2025-11-25T23:41:44.630409] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NREF' from 'https://tdm.silogroup.org/data/derivative_storage/NREF.csv'.
[2025-11-25T23:41:44.643941] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NREF'.
[2025-11-25T23:41:44.644472] [INFO ] [FORECASTER] Starting predict_future for NREF
[2025-11-25T23:41:44.645351] [DEBUG] [LOCAL     ] No optimal features file found for NREF: ./output/feature-sets/NREF.txt
[2025-11-25T23:41:44.645423] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:41:44.645470] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:41:44.645511] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:41:44.645579] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:41:44.703430] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:41:44.704376] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:41:44.704513] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:41:44.704562] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:41:44.790753] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:41:44.790956] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:41:44.791011] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:41:44.791053] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:41:44.794473] [DEBUG] [FORECASTER] NREF: Forecast T+1@11:T+2@11: UP (p=93.04%)
[2025-11-25T23:41:44.794800] [INFO ] [FORECASTER] Completed predict_future for NREF
[2025-11-25T23:41:44.794943] [INFO ] [sig       ] NREF: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:41:44.935315] [INFO ] [LOCAL     ] Saved forecast: NREF	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/NREF.txt
[2025-11-25T23:41:44.935466] [INFO ] [sig       ] [2314/3639] Completed NREF in 0.3s | 3.04 sym/s | Total: 12.7m | ETA: 7.3m
[2025-11-25T23:41:44.935516] [INFO ] [sig       ] [2315/3639] Forecasting NRG...
[2025-11-25T23:41:44.935560] [INFO ] [sig       ] Generating forecast for: NRG
[2025-11-25T23:41:44.935604] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NRG' from 'https://tdm.silogroup.org/data/derivative_storage/NRG.csv'.
[2025-11-25T23:41:44.946860] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NRG'.
[2025-11-25T23:41:44.947137] [INFO ] [FORECASTER] Starting predict_future for NRG
[2025-11-25T23:41:44.947954] [DEBUG] [LOCAL     ] No optimal features file found for NRG: ./output/feature-sets/NRG.txt
[2025-11-25T23:41:44.948023] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:41:44.948069] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:41:44.948109] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:41:44.948177] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:41:45.006322] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:41:45.007206] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:41:45.007303] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:41:45.007349] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:41:45.104056] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:41:45.104346] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:41:45.104391] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:41:45.104425] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:41:45.107847] [DEBUG] [FORECASTER] NRG: Forecast T+1@11:T+2@11: UP (p=89.93%)
[2025-11-25T23:41:45.108188] [INFO ] [FORECASTER] Completed predict_future for NRG
[2025-11-25T23:41:45.108491] [INFO ] [sig       ] NRG: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:41:45.252295] [INFO ] [LOCAL     ] Saved forecast: NRG	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/NRG.txt
[2025-11-25T23:41:45.252462] [INFO ] [sig       ] [2315/3639] Completed NRG in 0.3s | 3.04 sym/s | Total: 12.7m | ETA: 7.3m
[2025-11-25T23:41:45.252529] [INFO ] [sig       ] [2316/3639] Forecasting NRIM...
[2025-11-25T23:41:45.252582] [INFO ] [sig       ] Generating forecast for: NRIM
[2025-11-25T23:41:45.252636] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NRIM' from 'https://tdm.silogroup.org/data/derivative_storage/NRIM.csv'.
[2025-11-25T23:41:45.265364] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NRIM'.
[2025-11-25T23:41:45.265735] [INFO ] [FORECASTER] Starting predict_future for NRIM
[2025-11-25T23:41:45.266625] [DEBUG] [LOCAL     ] No optimal features file found for NRIM: ./output/feature-sets/NRIM.txt
[2025-11-25T23:41:45.266712] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:41:45.266798] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:41:45.266844] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:41:45.266914] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:41:45.326854] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:41:45.327574] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:41:45.327694] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:41:45.327758] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:41:45.424388] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:41:45.424524] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:41:45.424569] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:41:45.424604] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:41:45.427979] [DEBUG] [FORECASTER] NRIM: Forecast T+1@11:T+2@11: UP (p=95.93%)
[2025-11-25T23:41:45.428313] [INFO ] [FORECASTER] Completed predict_future for NRIM
[2025-11-25T23:41:45.428460] [INFO ] [sig       ] NRIM: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:41:45.570053] [INFO ] [LOCAL     ] Saved forecast: NRIM	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/NRIM.txt
[2025-11-25T23:41:45.570245] [INFO ] [sig       ] [2316/3639] Completed NRIM in 0.3s | 3.04 sym/s | Total: 12.7m | ETA: 7.2m
[2025-11-25T23:41:45.570301] [INFO ] [sig       ] [2317/3639] Forecasting NRIX...
[2025-11-25T23:41:45.570347] [INFO ] [sig       ] Generating forecast for: NRIX
[2025-11-25T23:41:45.570382] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NRIX' from 'https://tdm.silogroup.org/data/derivative_storage/NRIX.csv'.
[2025-11-25T23:41:45.582554] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NRIX'.
[2025-11-25T23:41:45.582931] [INFO ] [FORECASTER] Starting predict_future for NRIX
[2025-11-25T23:41:45.583808] [DEBUG] [LOCAL     ] No optimal features file found for NRIX: ./output/feature-sets/NRIX.txt
[2025-11-25T23:41:45.583878] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:41:45.583925] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:41:45.583969] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:41:45.584047] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:41:45.644691] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:41:45.645539] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:41:45.645668] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:41:45.645716] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:41:45.744318] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:41:45.744441] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:41:45.744483] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:41:45.744518] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:41:45.747928] [DEBUG] [FORECASTER] NRIX: Forecast T+1@11:T+2@11: DOWN (p=0.52%)
[2025-11-25T23:41:45.748284] [INFO ] [FORECASTER] Completed predict_future for NRIX
[2025-11-25T23:41:45.748442] [INFO ] [sig       ] NRIX: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:41:45.891577] [INFO ] [LOCAL     ] Saved forecast: NRIX	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/NRIX.txt
[2025-11-25T23:41:45.891740] [INFO ] [sig       ] [2317/3639] Completed NRIX in 0.3s | 3.04 sym/s | Total: 12.7m | ETA: 7.2m
[2025-11-25T23:41:45.891796] [INFO ] [sig       ] [2318/3639] Forecasting NRK...
[2025-11-25T23:41:45.891840] [INFO ] [sig       ] Generating forecast for: NRK
[2025-11-25T23:41:45.891886] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NRK' from 'https://tdm.silogroup.org/data/derivative_storage/NRK.csv'.
[2025-11-25T23:41:45.903265] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NRK'.
[2025-11-25T23:41:45.903557] [INFO ] [FORECASTER] Starting predict_future for NRK
[2025-11-25T23:41:45.904347] [DEBUG] [LOCAL     ] No optimal features file found for NRK: ./output/feature-sets/NRK.txt
[2025-11-25T23:41:45.904416] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:41:45.904462] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:41:45.904502] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:41:45.904572] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:41:45.963428] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:41:45.964098] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:41:45.964195] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:41:45.964243] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:41:46.069609] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:41:46.069791] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:41:46.069838] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:41:46.069874] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:41:46.073353] [DEBUG] [FORECASTER] NRK: Forecast T+1@11:T+2@11: UP (p=82.17%)
[2025-11-25T23:41:46.073676] [INFO ] [FORECASTER] Completed predict_future for NRK
[2025-11-25T23:41:46.073830] [INFO ] [sig       ] NRK: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:41:46.216039] [INFO ] [LOCAL     ] Saved forecast: NRK	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/NRK.txt
[2025-11-25T23:41:46.216178] [INFO ] [sig       ] [2318/3639] Completed NRK in 0.3s | 3.04 sym/s | Total: 12.7m | ETA: 7.2m
[2025-11-25T23:41:46.216232] [INFO ] [sig       ] [2319/3639] Forecasting NRP...
[2025-11-25T23:41:46.216276] [INFO ] [sig       ] Generating forecast for: NRP
[2025-11-25T23:41:46.216318] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NRP' from 'https://tdm.silogroup.org/data/derivative_storage/NRP.csv'.
[2025-11-25T23:41:46.228235] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NRP'.
[2025-11-25T23:41:46.228578] [INFO ] [FORECASTER] Starting predict_future for NRP
[2025-11-25T23:41:46.229411] [DEBUG] [LOCAL     ] No optimal features file found for NRP: ./output/feature-sets/NRP.txt
[2025-11-25T23:41:46.229483] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:41:46.229532] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:41:46.229574] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:41:46.229666] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:41:46.290074] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:41:46.290778] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:41:46.290877] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:41:46.290926] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:41:46.382878] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:41:46.383026] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:41:46.383073] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:41:46.383108] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:41:46.386367] [DEBUG] [FORECASTER] NRP: Forecast T+1@11:T+2@11: UP (p=97.82%)
[2025-11-25T23:41:46.386691] [INFO ] [FORECASTER] Completed predict_future for NRP
[2025-11-25T23:41:46.386850] [INFO ] [sig       ] NRP: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:41:46.533450] [INFO ] [LOCAL     ] Saved forecast: NRP	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/NRP.txt
[2025-11-25T23:41:46.533608] [INFO ] [sig       ] [2319/3639] Completed NRP in 0.3s | 3.04 sym/s | Total: 12.7m | ETA: 7.2m
[2025-11-25T23:41:46.533686] [INFO ] [sig       ] [2320/3639] Forecasting NRUC...
[2025-11-25T23:41:46.533754] [INFO ] [sig       ] Generating forecast for: NRUC
[2025-11-25T23:41:46.533835] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NRUC' from 'https://tdm.silogroup.org/data/derivative_storage/NRUC.csv'.
[2025-11-25T23:41:46.546087] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NRUC'.
[2025-11-25T23:41:46.546437] [INFO ] [FORECASTER] Starting predict_future for NRUC
[2025-11-25T23:41:46.547250] [DEBUG] [LOCAL     ] No optimal features file found for NRUC: ./output/feature-sets/NRUC.txt
[2025-11-25T23:41:46.547320] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:41:46.547385] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:41:46.547428] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:41:46.547496] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:41:46.605177] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:41:46.606109] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:41:46.606209] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:41:46.606256] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:41:46.692727] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:41:46.692931] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:41:46.692979] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:41:46.693013] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:41:46.696540] [DEBUG] [FORECASTER] NRUC: Forecast T+1@11:T+2@11: DOWN (p=10.66%)
[2025-11-25T23:41:46.696861] [INFO ] [FORECASTER] Completed predict_future for NRUC
[2025-11-25T23:41:46.697005] [INFO ] [sig       ] NRUC: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:41:46.837530] [INFO ] [LOCAL     ] Saved forecast: NRUC	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/NRUC.txt
[2025-11-25T23:41:46.837701] [INFO ] [sig       ] [2320/3639] Completed NRUC in 0.3s | 3.04 sym/s | Total: 12.7m | ETA: 7.2m
[2025-11-25T23:41:46.837757] [INFO ] [sig       ] [2321/3639] Forecasting NRXP...
[2025-11-25T23:41:46.837800] [INFO ] [sig       ] Generating forecast for: NRXP
[2025-11-25T23:41:46.837841] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NRXP' from 'https://tdm.silogroup.org/data/derivative_storage/NRXP.csv'.
[2025-11-25T23:41:46.849804] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NRXP'.
[2025-11-25T23:41:46.850188] [INFO ] [FORECASTER] Starting predict_future for NRXP
[2025-11-25T23:41:46.851052] [DEBUG] [LOCAL     ] No optimal features file found for NRXP: ./output/feature-sets/NRXP.txt
[2025-11-25T23:41:46.851125] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:41:46.851182] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:41:46.851235] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:41:46.851324] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:41:46.910630] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:41:46.911345] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:41:46.911445] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:41:46.911507] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:41:47.007141] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:41:47.007328] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:41:47.007397] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:41:47.007438] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:41:47.010965] [DEBUG] [FORECASTER] NRXP: Forecast T+1@11:T+2@11: UP (p=98.11%)
[2025-11-25T23:41:47.011280] [INFO ] [FORECASTER] Completed predict_future for NRXP
[2025-11-25T23:41:47.011429] [INFO ] [sig       ] NRXP: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:41:47.155854] [INFO ] [LOCAL     ] Saved forecast: NRXP	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/NRXP.txt
[2025-11-25T23:41:47.156003] [INFO ] [sig       ] [2321/3639] Completed NRXP in 0.3s | 3.04 sym/s | Total: 12.7m | ETA: 7.2m
[2025-11-25T23:41:47.156056] [INFO ] [sig       ] [2322/3639] Forecasting NSC...
[2025-11-25T23:41:47.156101] [INFO ] [sig       ] Generating forecast for: NSC
[2025-11-25T23:41:47.156143] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NSC' from 'https://tdm.silogroup.org/data/derivative_storage/NSC.csv'.
[2025-11-25T23:41:47.168080] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NSC'.
[2025-11-25T23:41:47.168416] [INFO ] [FORECASTER] Starting predict_future for NSC
[2025-11-25T23:41:47.169239] [DEBUG] [LOCAL     ] No optimal features file found for NSC: ./output/feature-sets/NSC.txt
[2025-11-25T23:41:47.169309] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:41:47.169355] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:41:47.169396] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:41:47.169465] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:41:47.226459] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:41:47.227179] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:41:47.227276] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:41:47.227323] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:41:47.318257] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:41:47.318410] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:41:47.318454] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:41:47.318487] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:41:47.321778] [DEBUG] [FORECASTER] NSC: Forecast T+1@11:T+2@11: DOWN (p=1.84%)
[2025-11-25T23:41:47.322118] [INFO ] [FORECASTER] Completed predict_future for NSC
[2025-11-25T23:41:47.322270] [INFO ] [sig       ] NSC: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:41:47.463757] [INFO ] [LOCAL     ] Saved forecast: NSC	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/NSC.txt
[2025-11-25T23:41:47.463899] [INFO ] [sig       ] [2322/3639] Completed NSC in 0.3s | 3.04 sym/s | Total: 12.7m | ETA: 7.2m
[2025-11-25T23:41:47.463954] [INFO ] [sig       ] [2323/3639] Forecasting NSP...
[2025-11-25T23:41:47.464000] [INFO ] [sig       ] Generating forecast for: NSP
[2025-11-25T23:41:47.464041] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NSP' from 'https://tdm.silogroup.org/data/derivative_storage/NSP.csv'.
[2025-11-25T23:41:47.475555] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NSP'.
[2025-11-25T23:41:47.475872] [INFO ] [FORECASTER] Starting predict_future for NSP
[2025-11-25T23:41:47.476694] [DEBUG] [LOCAL     ] No optimal features file found for NSP: ./output/feature-sets/NSP.txt
[2025-11-25T23:41:47.476760] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:41:47.476806] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:41:47.476856] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:41:47.476940] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:41:47.534477] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:41:47.535126] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:41:47.535234] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:41:47.535283] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:41:47.627669] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:41:47.627811] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:41:47.627854] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:41:47.627909] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:41:47.631121] [DEBUG] [FORECASTER] NSP: Forecast T+1@11:T+2@11: DOWN (p=10.79%)
[2025-11-25T23:41:47.631414] [INFO ] [FORECASTER] Completed predict_future for NSP
[2025-11-25T23:41:47.631553] [INFO ] [sig       ] NSP: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:41:47.776744] [INFO ] [LOCAL     ] Saved forecast: NSP	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/NSP.txt
[2025-11-25T23:41:47.776885] [INFO ] [sig       ] [2323/3639] Completed NSP in 0.3s | 3.04 sym/s | Total: 12.7m | ETA: 7.2m
[2025-11-25T23:41:47.776944] [INFO ] [sig       ] [2324/3639] Forecasting NSSC...
[2025-11-25T23:41:47.776988] [INFO ] [sig       ] Generating forecast for: NSSC
[2025-11-25T23:41:47.777028] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NSSC' from 'https://tdm.silogroup.org/data/derivative_storage/NSSC.csv'.
[2025-11-25T23:41:47.788457] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NSSC'.
[2025-11-25T23:41:47.788861] [INFO ] [FORECASTER] Starting predict_future for NSSC
[2025-11-25T23:41:47.789707] [DEBUG] [LOCAL     ] No optimal features file found for NSSC: ./output/feature-sets/NSSC.txt
[2025-11-25T23:41:47.789773] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:41:47.789839] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:41:47.789881] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:41:47.789970] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:41:47.847866] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:41:47.848639] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:41:47.848772] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:41:47.848822] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:41:47.943911] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:41:47.944058] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:41:47.944104] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:41:47.944141] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:41:47.947573] [DEBUG] [FORECASTER] NSSC: Forecast T+1@11:T+2@11: UP (p=81.95%)
[2025-11-25T23:41:47.947955] [INFO ] [FORECASTER] Completed predict_future for NSSC
[2025-11-25T23:41:47.948107] [INFO ] [sig       ] NSSC: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:41:48.089136] [INFO ] [LOCAL     ] Saved forecast: NSSC	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/NSSC.txt
[2025-11-25T23:41:48.089298] [INFO ] [sig       ] [2324/3639] Completed NSSC in 0.3s | 3.04 sym/s | Total: 12.7m | ETA: 7.2m
[2025-11-25T23:41:48.089351] [INFO ] [sig       ] [2325/3639] Forecasting NTAP...
[2025-11-25T23:41:48.089392] [INFO ] [sig       ] Generating forecast for: NTAP
[2025-11-25T23:41:48.089430] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NTAP' from 'https://tdm.silogroup.org/data/derivative_storage/NTAP.csv'.
[2025-11-25T23:41:48.100901] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NTAP'.
[2025-11-25T23:41:48.101232] [INFO ] [FORECASTER] Starting predict_future for NTAP
[2025-11-25T23:41:48.102119] [DEBUG] [LOCAL     ] No optimal features file found for NTAP: ./output/feature-sets/NTAP.txt
[2025-11-25T23:41:48.102199] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:41:48.102262] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:41:48.102318] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:41:48.102414] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:41:48.160449] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:41:48.161127] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:41:48.161232] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:41:48.161329] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:41:48.274784] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:41:48.274998] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:41:48.275051] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:41:48.275088] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:41:48.279063] [DEBUG] [FORECASTER] NTAP: Forecast T+1@11:T+2@11: DOWN (p=42.21%)
[2025-11-25T23:41:48.279393] [INFO ] [FORECASTER] Completed predict_future for NTAP
[2025-11-25T23:41:48.279542] [INFO ] [sig       ] NTAP: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:41:48.422422] [INFO ] [LOCAL     ] Saved forecast: NTAP	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/NTAP.txt
[2025-11-25T23:41:48.422585] [INFO ] [sig       ] [2325/3639] Completed NTAP in 0.3s | 3.04 sym/s | Total: 12.7m | ETA: 7.2m
[2025-11-25T23:41:48.422660] [INFO ] [sig       ] [2326/3639] Forecasting NTB...
[2025-11-25T23:41:48.422706] [INFO ] [sig       ] Generating forecast for: NTB
[2025-11-25T23:41:48.422750] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NTB' from 'https://tdm.silogroup.org/data/derivative_storage/NTB.csv'.
[2025-11-25T23:41:48.434682] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NTB'.
[2025-11-25T23:41:48.434972] [INFO ] [FORECASTER] Starting predict_future for NTB
[2025-11-25T23:41:48.435774] [DEBUG] [LOCAL     ] No optimal features file found for NTB: ./output/feature-sets/NTB.txt
[2025-11-25T23:41:48.435844] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:41:48.435891] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:41:48.435932] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:41:48.436000] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:41:48.493573] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:41:48.494218] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:41:48.494313] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:41:48.494360] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:41:48.585511] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:41:48.585659] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:41:48.585744] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:41:48.585792] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:41:48.589084] [DEBUG] [FORECASTER] NTB: Forecast T+1@11:T+2@11: UP (p=62.05%)
[2025-11-25T23:41:48.589395] [INFO ] [FORECASTER] Completed predict_future for NTB
[2025-11-25T23:41:48.589549] [INFO ] [sig       ] NTB: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:41:48.731113] [INFO ] [LOCAL     ] Saved forecast: NTB	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/NTB.txt
[2025-11-25T23:41:48.731251] [INFO ] [sig       ] [2326/3639] Completed NTB in 0.3s | 3.04 sym/s | Total: 12.7m | ETA: 7.2m
[2025-11-25T23:41:48.731316] [INFO ] [sig       ] [2327/3639] Forecasting NTES...
[2025-11-25T23:41:48.731415] [INFO ] [sig       ] Generating forecast for: NTES
[2025-11-25T23:41:48.731473] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NTES' from 'https://tdm.silogroup.org/data/derivative_storage/NTES.csv'.
[2025-11-25T23:41:48.743456] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NTES'.
[2025-11-25T23:41:48.743785] [INFO ] [FORECASTER] Starting predict_future for NTES
[2025-11-25T23:41:48.744582] [DEBUG] [LOCAL     ] No optimal features file found for NTES: ./output/feature-sets/NTES.txt
[2025-11-25T23:41:48.744672] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:41:48.744721] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:41:48.744765] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:41:48.744851] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:41:48.806526] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:41:48.807736] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:41:48.807842] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:41:48.807891] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:41:48.920023] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:41:48.920209] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:41:48.920255] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:41:48.920290] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:41:48.923717] [DEBUG] [FORECASTER] NTES: Forecast T+1@11:T+2@11: DOWN (p=9.30%)
[2025-11-25T23:41:48.924006] [INFO ] [FORECASTER] Completed predict_future for NTES
[2025-11-25T23:41:48.924150] [INFO ] [sig       ] NTES: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:41:49.065605] [INFO ] [LOCAL     ] Saved forecast: NTES	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/NTES.txt
[2025-11-25T23:41:49.065783] [INFO ] [sig       ] [2327/3639] Completed NTES in 0.3s | 3.04 sym/s | Total: 12.7m | ETA: 7.2m
[2025-11-25T23:41:49.065839] [INFO ] [sig       ] [2328/3639] Forecasting NTIC...
[2025-11-25T23:41:49.065883] [INFO ] [sig       ] Generating forecast for: NTIC
[2025-11-25T23:41:49.065925] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NTIC' from 'https://tdm.silogroup.org/data/derivative_storage/NTIC.csv'.
[2025-11-25T23:41:49.078813] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NTIC'.
[2025-11-25T23:41:49.079225] [INFO ] [FORECASTER] Starting predict_future for NTIC
[2025-11-25T23:41:49.080142] [DEBUG] [LOCAL     ] No optimal features file found for NTIC: ./output/feature-sets/NTIC.txt
[2025-11-25T23:41:49.080215] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:41:49.080270] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:41:49.080318] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:41:49.080410] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:41:49.138038] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:41:49.138678] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:41:49.138772] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:41:49.138828] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:41:49.238240] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:41:49.238442] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:41:49.238492] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:41:49.238530] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:41:49.242417] [DEBUG] [FORECASTER] NTIC: Forecast T+1@11:T+2@11: DOWN (p=2.26%)
[2025-11-25T23:41:49.242770] [INFO ] [FORECASTER] Completed predict_future for NTIC
[2025-11-25T23:41:49.242930] [INFO ] [sig       ] NTIC: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:41:49.386252] [INFO ] [LOCAL     ] Saved forecast: NTIC	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/NTIC.txt
[2025-11-25T23:41:49.386415] [INFO ] [sig       ] [2328/3639] Completed NTIC in 0.3s | 3.04 sym/s | Total: 12.8m | ETA: 7.2m
[2025-11-25T23:41:49.386469] [INFO ] [sig       ] [2329/3639] Forecasting NTLA...
[2025-11-25T23:41:49.386514] [INFO ] [sig       ] Generating forecast for: NTLA
[2025-11-25T23:41:49.386557] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NTLA' from 'https://tdm.silogroup.org/data/derivative_storage/NTLA.csv'.
[2025-11-25T23:41:49.397588] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NTLA'.
[2025-11-25T23:41:49.397912] [INFO ] [FORECASTER] Starting predict_future for NTLA
[2025-11-25T23:41:49.398723] [DEBUG] [LOCAL     ] No optimal features file found for NTLA: ./output/feature-sets/NTLA.txt
[2025-11-25T23:41:49.398805] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:41:49.398853] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:41:49.398894] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:41:49.398961] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:41:49.459749] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:41:49.460495] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:41:49.460618] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:41:49.460709] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:41:49.585365] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:41:49.585510] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:41:49.585554] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:41:49.585588] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:41:49.588952] [DEBUG] [FORECASTER] NTLA: Forecast T+1@11:T+2@11: DOWN (p=42.40%)
[2025-11-25T23:41:49.589263] [INFO ] [FORECASTER] Completed predict_future for NTLA
[2025-11-25T23:41:49.589424] [INFO ] [sig       ] NTLA: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:41:49.730847] [INFO ] [LOCAL     ] Saved forecast: NTLA	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/NTLA.txt
[2025-11-25T23:41:49.730997] [INFO ] [sig       ] [2329/3639] Completed NTLA in 0.3s | 3.04 sym/s | Total: 12.8m | ETA: 7.2m
[2025-11-25T23:41:49.731051] [INFO ] [sig       ] [2330/3639] Forecasting NTNX...
[2025-11-25T23:41:49.731134] [INFO ] [sig       ] Generating forecast for: NTNX
[2025-11-25T23:41:49.731192] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NTNX' from 'https://tdm.silogroup.org/data/derivative_storage/NTNX.csv'.
[2025-11-25T23:41:49.742569] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NTNX'.
[2025-11-25T23:41:49.742890] [INFO ] [FORECASTER] Starting predict_future for NTNX
[2025-11-25T23:41:49.743724] [DEBUG] [LOCAL     ] No optimal features file found for NTNX: ./output/feature-sets/NTNX.txt
[2025-11-25T23:41:49.743792] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:41:49.743842] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:41:49.743884] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:41:49.743984] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:41:49.801768] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:41:49.802394] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:41:49.802489] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:41:49.802535] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:41:49.911161] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:41:49.911282] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:41:49.911324] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:41:49.911359] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:41:49.914549] [DEBUG] [FORECASTER] NTNX: Forecast T+1@11:T+2@11: UP (p=93.68%)
[2025-11-25T23:41:49.914996] [INFO ] [FORECASTER] Completed predict_future for NTNX
[2025-11-25T23:41:49.915214] [INFO ] [sig       ] NTNX: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:41:50.058797] [INFO ] [LOCAL     ] Saved forecast: NTNX	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/NTNX.txt
[2025-11-25T23:41:50.058994] [INFO ] [sig       ] [2330/3639] Completed NTNX in 0.3s | 3.04 sym/s | Total: 12.8m | ETA: 7.2m
[2025-11-25T23:41:50.059053] [INFO ] [sig       ] [2331/3639] Forecasting NTRA...
[2025-11-25T23:41:50.059098] [INFO ] [sig       ] Generating forecast for: NTRA
[2025-11-25T23:41:50.059143] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NTRA' from 'https://tdm.silogroup.org/data/derivative_storage/NTRA.csv'.
[2025-11-25T23:41:50.071592] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NTRA'.
[2025-11-25T23:41:50.071931] [INFO ] [FORECASTER] Starting predict_future for NTRA
[2025-11-25T23:41:50.072761] [DEBUG] [LOCAL     ] No optimal features file found for NTRA: ./output/feature-sets/NTRA.txt
[2025-11-25T23:41:50.072832] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:41:50.072892] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:41:50.072945] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:41:50.073018] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:41:50.133979] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:41:50.134709] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:41:50.134805] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:41:50.134870] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:41:50.246596] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:41:50.246741] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:41:50.246807] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:41:50.246854] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:41:50.250361] [DEBUG] [FORECASTER] NTRA: Forecast T+1@11:T+2@11: UP (p=96.08%)
[2025-11-25T23:41:50.250680] [INFO ] [FORECASTER] Completed predict_future for NTRA
[2025-11-25T23:41:50.250854] [INFO ] [sig       ] NTRA: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:41:50.394292] [INFO ] [LOCAL     ] Saved forecast: NTRA	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/NTRA.txt
[2025-11-25T23:41:50.394438] [INFO ] [sig       ] [2331/3639] Completed NTRA in 0.3s | 3.04 sym/s | Total: 12.8m | ETA: 7.2m
[2025-11-25T23:41:50.394492] [INFO ] [sig       ] [2332/3639] Forecasting NTRB...
[2025-11-25T23:41:50.394536] [INFO ] [sig       ] Generating forecast for: NTRB
[2025-11-25T23:41:50.394583] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NTRB' from 'https://tdm.silogroup.org/data/derivative_storage/NTRB.csv'.
[2025-11-25T23:41:50.408053] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NTRB'.
[2025-11-25T23:41:50.408525] [INFO ] [FORECASTER] Starting predict_future for NTRB
[2025-11-25T23:41:50.409459] [DEBUG] [LOCAL     ] No optimal features file found for NTRB: ./output/feature-sets/NTRB.txt
[2025-11-25T23:41:50.409538] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:41:50.409592] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:41:50.409636] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:41:50.409757] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:41:50.469792] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:41:50.470807] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:41:50.470918] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:41:50.470969] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:41:50.580479] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:41:50.580694] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:41:50.580760] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:41:50.580811] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:41:50.584594] [DEBUG] [FORECASTER] NTRB: Forecast T+1@11:T+2@11: DOWN (p=29.54%)
[2025-11-25T23:41:50.584980] [INFO ] [FORECASTER] Completed predict_future for NTRB
[2025-11-25T23:41:50.585157] [INFO ] [sig       ] NTRB: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:41:50.730748] [INFO ] [LOCAL     ] Saved forecast: NTRB	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/NTRB.txt
[2025-11-25T23:41:50.730937] [INFO ] [sig       ] [2332/3639] Completed NTRB in 0.3s | 3.04 sym/s | Total: 12.8m | ETA: 7.2m
[2025-11-25T23:41:50.730994] [INFO ] [sig       ] [2333/3639] Forecasting NTRS...
[2025-11-25T23:41:50.731068] [INFO ] [sig       ] Generating forecast for: NTRS
[2025-11-25T23:41:50.731116] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NTRS' from 'https://tdm.silogroup.org/data/derivative_storage/NTRS.csv'.
[2025-11-25T23:41:50.744173] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NTRS'.
[2025-11-25T23:41:50.744541] [INFO ] [FORECASTER] Starting predict_future for NTRS
[2025-11-25T23:41:50.745382] [DEBUG] [LOCAL     ] No optimal features file found for NTRS: ./output/feature-sets/NTRS.txt
[2025-11-25T23:41:50.745453] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:41:50.745500] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:41:50.745543] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:41:50.745612] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:41:50.803056] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:41:50.803766] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:41:50.803863] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:41:50.803911] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:41:50.914685] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:41:50.914877] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:41:50.914924] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:41:50.914960] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:41:50.918536] [DEBUG] [FORECASTER] NTRS: Forecast T+1@11:T+2@11: UP (p=56.11%)
[2025-11-25T23:41:50.918882] [INFO ] [FORECASTER] Completed predict_future for NTRS
[2025-11-25T23:41:50.919039] [INFO ] [sig       ] NTRS: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:41:51.059065] [INFO ] [LOCAL     ] Saved forecast: NTRS	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/NTRS.txt
[2025-11-25T23:41:51.059241] [INFO ] [sig       ] [2333/3639] Completed NTRS in 0.3s | 3.04 sym/s | Total: 12.8m | ETA: 7.2m
[2025-11-25T23:41:51.059295] [INFO ] [sig       ] [2334/3639] Forecasting NTRSO...
[2025-11-25T23:41:51.059339] [INFO ] [sig       ] Generating forecast for: NTRSO
[2025-11-25T23:41:51.059380] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NTRSO' from 'https://tdm.silogroup.org/data/derivative_storage/NTRSO.csv'.
[2025-11-25T23:41:51.071378] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NTRSO'.
[2025-11-25T23:41:51.071702] [INFO ] [FORECASTER] Starting predict_future for NTRSO
[2025-11-25T23:41:51.072524] [DEBUG] [LOCAL     ] No optimal features file found for NTRSO: ./output/feature-sets/NTRSO.txt
[2025-11-25T23:41:51.072593] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:41:51.072670] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:41:51.072723] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:41:51.072808] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:41:51.132630] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:41:51.133473] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:41:51.133579] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:41:51.133628] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:41:51.241266] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:41:51.241425] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:41:51.241469] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:41:51.241502] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:41:51.244930] [DEBUG] [FORECASTER] NTRSO: Forecast T+1@11:T+2@11: DOWN (p=8.88%)
[2025-11-25T23:41:51.245381] [INFO ] [FORECASTER] Completed predict_future for NTRSO
[2025-11-25T23:41:51.245591] [INFO ] [sig       ] NTRSO: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:41:51.385822] [INFO ] [LOCAL     ] Saved forecast: NTRSO	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/NTRSO.txt
[2025-11-25T23:41:51.385982] [INFO ] [sig       ] [2334/3639] Completed NTRSO in 0.3s | 3.04 sym/s | Total: 12.8m | ETA: 7.1m
[2025-11-25T23:41:51.386035] [INFO ] [sig       ] [2335/3639] Forecasting NUKK...
[2025-11-25T23:41:51.386078] [INFO ] [sig       ] Generating forecast for: NUKK
[2025-11-25T23:41:51.386118] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NUKK' from 'https://tdm.silogroup.org/data/derivative_storage/NUKK.csv'.
[2025-11-25T23:41:51.398276] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NUKK'.
[2025-11-25T23:41:51.398620] [INFO ] [FORECASTER] Starting predict_future for NUKK
[2025-11-25T23:41:51.399478] [DEBUG] [LOCAL     ] No optimal features file found for NUKK: ./output/feature-sets/NUKK.txt
[2025-11-25T23:41:51.399552] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:41:51.399603] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:41:51.399681] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:41:51.399798] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:41:51.457155] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:41:51.457948] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:41:51.458048] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:41:51.458106] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:41:51.571581] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:41:51.571800] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:41:51.571872] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:41:51.571939] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:41:51.575915] [DEBUG] [FORECASTER] NUKK: Forecast T+1@11:T+2@11: UP (p=51.49%)
[2025-11-25T23:41:51.576259] [INFO ] [FORECASTER] Completed predict_future for NUKK
[2025-11-25T23:41:51.576429] [INFO ] [sig       ] NUKK: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:41:51.723541] [INFO ] [LOCAL     ] Saved forecast: NUKK	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/NUKK.txt
[2025-11-25T23:41:51.723719] [INFO ] [sig       ] [2335/3639] Completed NUKK in 0.3s | 3.04 sym/s | Total: 12.8m | ETA: 7.1m
[2025-11-25T23:41:51.723775] [INFO ] [sig       ] [2336/3639] Forecasting NUS...
[2025-11-25T23:41:51.723820] [INFO ] [sig       ] Generating forecast for: NUS
[2025-11-25T23:41:51.723862] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NUS' from 'https://tdm.silogroup.org/data/derivative_storage/NUS.csv'.
[2025-11-25T23:41:51.735922] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NUS'.
[2025-11-25T23:41:51.736262] [INFO ] [FORECASTER] Starting predict_future for NUS
[2025-11-25T23:41:51.737163] [DEBUG] [LOCAL     ] No optimal features file found for NUS: ./output/feature-sets/NUS.txt
[2025-11-25T23:41:51.737237] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:41:51.737286] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:41:51.737329] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:41:51.737426] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:41:51.797796] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:41:51.798551] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:41:51.798670] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:41:51.798719] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:41:51.911227] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:41:51.911424] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:41:51.911479] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:41:51.911517] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:41:51.915148] [DEBUG] [FORECASTER] NUS: Forecast T+1@11:T+2@11: UP (p=69.50%)
[2025-11-25T23:41:51.915448] [INFO ] [FORECASTER] Completed predict_future for NUS
[2025-11-25T23:41:51.915590] [INFO ] [sig       ] NUS: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:41:52.061993] [INFO ] [LOCAL     ] Saved forecast: NUS	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/NUS.txt
[2025-11-25T23:41:52.062176] [INFO ] [sig       ] [2336/3639] Completed NUS in 0.3s | 3.04 sym/s | Total: 12.8m | ETA: 7.1m
[2025-11-25T23:41:52.062234] [INFO ] [sig       ] [2337/3639] Forecasting NUTX...
[2025-11-25T23:41:52.062279] [INFO ] [sig       ] Generating forecast for: NUTX
[2025-11-25T23:41:52.062321] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NUTX' from 'https://tdm.silogroup.org/data/derivative_storage/NUTX.csv'.
[2025-11-25T23:41:52.075056] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NUTX'.
[2025-11-25T23:41:52.075497] [INFO ] [FORECASTER] Starting predict_future for NUTX
[2025-11-25T23:41:52.076406] [DEBUG] [LOCAL     ] No optimal features file found for NUTX: ./output/feature-sets/NUTX.txt
[2025-11-25T23:41:52.076478] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:41:52.076527] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:41:52.076569] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:41:52.076638] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:41:52.136243] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:41:52.137045] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:41:52.137143] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:41:52.137191] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:41:52.244062] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:41:52.244249] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:41:52.244296] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:41:52.244331] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:41:52.247860] [DEBUG] [FORECASTER] NUTX: Forecast T+1@11:T+2@11: DOWN (p=17.65%)
[2025-11-25T23:41:52.248176] [INFO ] [FORECASTER] Completed predict_future for NUTX
[2025-11-25T23:41:52.248320] [INFO ] [sig       ] NUTX: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:41:52.400835] [INFO ] [LOCAL     ] Saved forecast: NUTX	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/NUTX.txt
[2025-11-25T23:41:52.401071] [INFO ] [sig       ] [2337/3639] Completed NUTX in 0.3s | 3.04 sym/s | Total: 12.8m | ETA: 7.1m
[2025-11-25T23:41:52.401144] [INFO ] [sig       ] [2338/3639] Forecasting NUVB...
[2025-11-25T23:41:52.401190] [INFO ] [sig       ] Generating forecast for: NUVB
[2025-11-25T23:41:52.401233] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NUVB' from 'https://tdm.silogroup.org/data/derivative_storage/NUVB.csv'.
[2025-11-25T23:41:52.413450] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NUVB'.
[2025-11-25T23:41:52.413911] [INFO ] [FORECASTER] Starting predict_future for NUVB
[2025-11-25T23:41:52.414777] [DEBUG] [LOCAL     ] No optimal features file found for NUVB: ./output/feature-sets/NUVB.txt
[2025-11-25T23:41:52.414859] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:41:52.414923] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:41:52.414983] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:41:52.415078] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:41:52.472972] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:41:52.473972] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:41:52.474088] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:41:52.474150] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:41:52.580950] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:41:52.581142] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:41:52.581194] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:41:52.581232] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:41:52.584751] [DEBUG] [FORECASTER] NUVB: Forecast T+1@11:T+2@11: UP (p=79.98%)
[2025-11-25T23:41:52.585090] [INFO ] [FORECASTER] Completed predict_future for NUVB
[2025-11-25T23:41:52.585247] [INFO ] [sig       ] NUVB: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:41:52.727852] [INFO ] [LOCAL     ] Saved forecast: NUVB	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/NUVB.txt
[2025-11-25T23:41:52.728038] [INFO ] [sig       ] [2338/3639] Completed NUVB in 0.3s | 3.04 sym/s | Total: 12.8m | ETA: 7.1m
[2025-11-25T23:41:52.728095] [INFO ] [sig       ] [2339/3639] Forecasting NUVL...
[2025-11-25T23:41:52.728140] [INFO ] [sig       ] Generating forecast for: NUVL
[2025-11-25T23:41:52.728264] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NUVL' from 'https://tdm.silogroup.org/data/derivative_storage/NUVL.csv'.
[2025-11-25T23:41:52.739958] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NUVL'.
[2025-11-25T23:41:52.740307] [INFO ] [FORECASTER] Starting predict_future for NUVL
[2025-11-25T23:41:52.741144] [DEBUG] [LOCAL     ] No optimal features file found for NUVL: ./output/feature-sets/NUVL.txt
[2025-11-25T23:41:52.741215] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:41:52.741263] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:41:52.741303] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:41:52.741371] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:41:52.799321] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:41:52.799994] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:41:52.800090] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:41:52.800136] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:41:52.894418] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:41:52.894612] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:41:52.894679] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:41:52.894722] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:41:52.898138] [DEBUG] [FORECASTER] NUVL: Forecast T+1@11:T+2@11: DOWN (p=46.81%)
[2025-11-25T23:41:52.898431] [INFO ] [FORECASTER] Completed predict_future for NUVL
[2025-11-25T23:41:52.898599] [INFO ] [sig       ] NUVL: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:41:53.038897] [INFO ] [LOCAL     ] Saved forecast: NUVL	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/NUVL.txt
[2025-11-25T23:41:53.039058] [INFO ] [sig       ] [2339/3639] Completed NUVL in 0.3s | 3.04 sym/s | Total: 12.8m | ETA: 7.1m
[2025-11-25T23:41:53.039113] [INFO ] [sig       ] [2340/3639] Forecasting NUWE...
[2025-11-25T23:41:53.039158] [INFO ] [sig       ] Generating forecast for: NUWE
[2025-11-25T23:41:53.039201] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NUWE' from 'https://tdm.silogroup.org/data/derivative_storage/NUWE.csv'.
[2025-11-25T23:41:53.050948] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NUWE'.
[2025-11-25T23:41:53.051424] [INFO ] [FORECASTER] Starting predict_future for NUWE
[2025-11-25T23:41:53.052285] [DEBUG] [LOCAL     ] No optimal features file found for NUWE: ./output/feature-sets/NUWE.txt
[2025-11-25T23:41:53.052374] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:41:53.052434] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:41:53.052487] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:41:53.052577] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:41:53.110820] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:41:53.111736] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:41:53.111837] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:41:53.111887] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:41:53.206111] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:41:53.206263] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:41:53.206308] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:41:53.206343] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:41:53.209673] [DEBUG] [FORECASTER] NUWE: Forecast T+1@11:T+2@11: DOWN (p=6.77%)
[2025-11-25T23:41:53.209971] [INFO ] [FORECASTER] Completed predict_future for NUWE
[2025-11-25T23:41:53.210117] [INFO ] [sig       ] NUWE: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:41:53.350164] [INFO ] [LOCAL     ] Saved forecast: NUWE	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/NUWE.txt
[2025-11-25T23:41:53.350316] [INFO ] [sig       ] [2340/3639] Completed NUWE in 0.3s | 3.04 sym/s | Total: 12.8m | ETA: 7.1m
[2025-11-25T23:41:53.350389] [INFO ] [sig       ] [2341/3639] Forecasting NVA...
[2025-11-25T23:41:53.350443] [INFO ] [sig       ] Generating forecast for: NVA
[2025-11-25T23:41:53.350496] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NVA' from 'https://tdm.silogroup.org/data/derivative_storage/NVA.csv'.
[2025-11-25T23:41:53.362556] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NVA'.
[2025-11-25T23:41:53.362894] [INFO ] [FORECASTER] Starting predict_future for NVA
[2025-11-25T23:41:53.363720] [DEBUG] [LOCAL     ] No optimal features file found for NVA: ./output/feature-sets/NVA.txt
[2025-11-25T23:41:53.363789] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:41:53.363835] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:41:53.363876] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:41:53.363946] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:41:53.421298] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:41:53.421931] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:41:53.422024] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:41:53.422070] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:41:53.519601] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:41:53.519793] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:41:53.519839] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:41:53.519874] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:41:53.523364] [DEBUG] [FORECASTER] NVA: Forecast T+1@11:T+2@11: UP (p=84.58%)
[2025-11-25T23:41:53.523688] [INFO ] [FORECASTER] Completed predict_future for NVA
[2025-11-25T23:41:53.523840] [INFO ] [sig       ] NVA: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:41:53.665292] [INFO ] [LOCAL     ] Saved forecast: NVA	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/NVA.txt
[2025-11-25T23:41:53.665465] [INFO ] [sig       ] [2341/3639] Completed NVA in 0.3s | 3.04 sym/s | Total: 12.8m | ETA: 7.1m
[2025-11-25T23:41:53.665538] [INFO ] [sig       ] [2342/3639] Forecasting NVAX...
[2025-11-25T23:41:53.665598] [INFO ] [sig       ] Generating forecast for: NVAX
[2025-11-25T23:41:53.665679] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NVAX' from 'https://tdm.silogroup.org/data/derivative_storage/NVAX.csv'.
[2025-11-25T23:41:53.677784] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NVAX'.
[2025-11-25T23:41:53.678140] [INFO ] [FORECASTER] Starting predict_future for NVAX
[2025-11-25T23:41:53.679017] [DEBUG] [LOCAL     ] No optimal features file found for NVAX: ./output/feature-sets/NVAX.txt
[2025-11-25T23:41:53.679097] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:41:53.679157] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:41:53.679212] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:41:53.679306] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:41:53.737489] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:41:53.738224] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:41:53.738352] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:41:53.738418] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:41:53.863707] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:41:53.863908] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:41:53.863959] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:41:53.863997] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:41:53.868027] [DEBUG] [FORECASTER] NVAX: Forecast T+1@11:T+2@11: DOWN (p=8.94%)
[2025-11-25T23:41:53.868376] [INFO ] [FORECASTER] Completed predict_future for NVAX
[2025-11-25T23:41:53.868540] [INFO ] [sig       ] NVAX: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:41:54.013380] [INFO ] [LOCAL     ] Saved forecast: NVAX	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/NVAX.txt
[2025-11-25T23:41:54.013585] [INFO ] [sig       ] [2342/3639] Completed NVAX in 0.3s | 3.04 sym/s | Total: 12.8m | ETA: 7.1m
[2025-11-25T23:41:54.013678] [INFO ] [sig       ] [2343/3639] Forecasting NVD...
[2025-11-25T23:41:54.013741] [INFO ] [sig       ] Generating forecast for: NVD
[2025-11-25T23:41:54.013803] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NVD' from 'https://tdm.silogroup.org/data/derivative_storage/NVD.csv'.
[2025-11-25T23:41:54.025488] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NVD'.
[2025-11-25T23:41:54.025942] [INFO ] [FORECASTER] Starting predict_future for NVD
[2025-11-25T23:41:54.026820] [DEBUG] [LOCAL     ] No optimal features file found for NVD: ./output/feature-sets/NVD.txt
[2025-11-25T23:41:54.026900] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:41:54.026963] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:41:54.027022] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:41:54.027117] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:41:54.086212] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:41:54.087102] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:41:54.087218] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:41:54.087283] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:41:54.189784] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:41:54.189971] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:41:54.190017] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:41:54.190052] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:41:54.193465] [DEBUG] [FORECASTER] NVD: Forecast T+1@11:T+2@11: UP (p=92.14%)
[2025-11-25T23:41:54.193835] [INFO ] [FORECASTER] Completed predict_future for NVD
[2025-11-25T23:41:54.193995] [INFO ] [sig       ] NVD: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:41:54.339872] [INFO ] [LOCAL     ] Saved forecast: NVD	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/NVD.txt
[2025-11-25T23:41:54.340055] [INFO ] [sig       ] [2343/3639] Completed NVD in 0.3s | 3.04 sym/s | Total: 12.8m | ETA: 7.1m
[2025-11-25T23:41:54.340120] [INFO ] [sig       ] [2344/3639] Forecasting NVDA...
[2025-11-25T23:41:54.340166] [INFO ] [sig       ] Generating forecast for: NVDA
[2025-11-25T23:41:54.340210] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NVDA' from 'https://tdm.silogroup.org/data/derivative_storage/NVDA.csv'.
[2025-11-25T23:41:54.352048] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NVDA'.
[2025-11-25T23:41:54.352458] [INFO ] [FORECASTER] Starting predict_future for NVDA
[2025-11-25T23:41:54.353306] [DEBUG] [LOCAL     ] No optimal features file found for NVDA: ./output/feature-sets/NVDA.txt
[2025-11-25T23:41:54.353377] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:41:54.353433] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:41:54.353485] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:41:54.353574] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:41:54.411962] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:41:54.412828] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:41:54.412960] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:41:54.413036] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:41:54.515721] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:41:54.515908] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:41:54.515953] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:41:54.515987] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:41:54.519410] [DEBUG] [FORECASTER] NVDA: Forecast T+1@11:T+2@11: UP (p=90.71%)
[2025-11-25T23:41:54.519734] [INFO ] [FORECASTER] Completed predict_future for NVDA
[2025-11-25T23:41:54.519881] [INFO ] [sig       ] NVDA: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:41:54.662670] [INFO ] [LOCAL     ] Saved forecast: NVDA	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/NVDA.txt
[2025-11-25T23:41:54.662856] [INFO ] [sig       ] [2344/3639] Completed NVDA in 0.3s | 3.04 sym/s | Total: 12.8m | ETA: 7.1m
[2025-11-25T23:41:54.662911] [INFO ] [sig       ] [2345/3639] Forecasting NVDD...
[2025-11-25T23:41:54.662955] [INFO ] [sig       ] Generating forecast for: NVDD
[2025-11-25T23:41:54.662996] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NVDD' from 'https://tdm.silogroup.org/data/derivative_storage/NVDD.csv'.
[2025-11-25T23:41:54.674373] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NVDD'.
[2025-11-25T23:41:54.674754] [INFO ] [FORECASTER] Starting predict_future for NVDD
[2025-11-25T23:41:54.675569] [DEBUG] [LOCAL     ] No optimal features file found for NVDD: ./output/feature-sets/NVDD.txt
[2025-11-25T23:41:54.675658] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:41:54.675707] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:41:54.675747] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:41:54.675844] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:41:54.733953] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:41:54.734805] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:41:54.734909] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:41:54.734970] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:41:54.826998] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:41:54.827174] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:41:54.827221] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:41:54.827256] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:41:54.830789] [DEBUG] [FORECASTER] NVDD: Forecast T+1@11:T+2@11: DOWN (p=0.61%)
[2025-11-25T23:41:54.831164] [INFO ] [FORECASTER] Completed predict_future for NVDD
[2025-11-25T23:41:54.831308] [INFO ] [sig       ] NVDD: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:41:54.976544] [INFO ] [LOCAL     ] Saved forecast: NVDD	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/NVDD.txt
[2025-11-25T23:41:54.976784] [INFO ] [sig       ] [2345/3639] Completed NVDD in 0.3s | 3.04 sym/s | Total: 12.8m | ETA: 7.1m
[2025-11-25T23:41:54.976848] [INFO ] [sig       ] [2346/3639] Forecasting NVDL...
[2025-11-25T23:41:54.976893] [INFO ] [sig       ] Generating forecast for: NVDL
[2025-11-25T23:41:54.976934] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NVDL' from 'https://tdm.silogroup.org/data/derivative_storage/NVDL.csv'.
[2025-11-25T23:41:54.988582] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NVDL'.
[2025-11-25T23:41:54.989024] [INFO ] [FORECASTER] Starting predict_future for NVDL
[2025-11-25T23:41:54.989887] [DEBUG] [LOCAL     ] No optimal features file found for NVDL: ./output/feature-sets/NVDL.txt
[2025-11-25T23:41:54.989956] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:41:54.990002] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:41:54.990043] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:41:54.990111] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:41:55.047881] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:41:55.048749] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:41:55.048845] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:41:55.048893] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:41:55.145086] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:41:55.145230] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:41:55.145275] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:41:55.145310] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:41:55.148664] [DEBUG] [FORECASTER] NVDL: Forecast T+1@11:T+2@11: DOWN (p=20.20%)
[2025-11-25T23:41:55.148958] [INFO ] [FORECASTER] Completed predict_future for NVDL
[2025-11-25T23:41:55.149098] [INFO ] [sig       ] NVDL: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:41:55.292657] [INFO ] [LOCAL     ] Saved forecast: NVDL	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/NVDL.txt
[2025-11-25T23:41:55.292819] [INFO ] [sig       ] [2346/3639] Completed NVDL in 0.3s | 3.04 sym/s | Total: 12.8m | ETA: 7.1m
[2025-11-25T23:41:55.292891] [INFO ] [sig       ] [2347/3639] Forecasting NVDS...
[2025-11-25T23:41:55.292961] [INFO ] [sig       ] Generating forecast for: NVDS
[2025-11-25T23:41:55.293025] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NVDS' from 'https://tdm.silogroup.org/data/derivative_storage/NVDS.csv'.
[2025-11-25T23:41:55.304678] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NVDS'.
[2025-11-25T23:41:55.305036] [INFO ] [FORECASTER] Starting predict_future for NVDS
[2025-11-25T23:41:55.305882] [DEBUG] [LOCAL     ] No optimal features file found for NVDS: ./output/feature-sets/NVDS.txt
[2025-11-25T23:41:55.305961] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:41:55.306024] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:41:55.306083] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:41:55.306181] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:41:55.365209] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:41:55.365890] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:41:55.365996] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:41:55.366059] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:41:55.480265] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:41:55.480445] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:41:55.480515] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:41:55.480554] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:41:55.484459] [DEBUG] [FORECASTER] NVDS: Forecast T+1@11:T+2@11: DOWN (p=33.14%)
[2025-11-25T23:41:55.484820] [INFO ] [FORECASTER] Completed predict_future for NVDS
[2025-11-25T23:41:55.484980] [INFO ] [sig       ] NVDS: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:41:55.631392] [INFO ] [LOCAL     ] Saved forecast: NVDS	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/NVDS.txt
[2025-11-25T23:41:55.631591] [INFO ] [sig       ] [2347/3639] Completed NVDS in 0.3s | 3.04 sym/s | Total: 12.9m | ETA: 7.1m
[2025-11-25T23:41:55.631686] [INFO ] [sig       ] [2348/3639] Forecasting NVEC...
[2025-11-25T23:41:55.631748] [INFO ] [sig       ] Generating forecast for: NVEC
[2025-11-25T23:41:55.631807] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NVEC' from 'https://tdm.silogroup.org/data/derivative_storage/NVEC.csv'.
[2025-11-25T23:41:55.643382] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NVEC'.
[2025-11-25T23:41:55.643742] [INFO ] [FORECASTER] Starting predict_future for NVEC
[2025-11-25T23:41:55.644595] [DEBUG] [LOCAL     ] No optimal features file found for NVEC: ./output/feature-sets/NVEC.txt
[2025-11-25T23:41:55.644693] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:41:55.644757] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:41:55.644820] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:41:55.644918] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:41:55.703367] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:41:55.704041] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:41:55.704145] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:41:55.704206] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:41:55.811810] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:41:55.812023] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:41:55.812073] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:41:55.812111] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:41:55.816164] [DEBUG] [FORECASTER] NVEC: Forecast T+1@11:T+2@11: UP (p=82.99%)
[2025-11-25T23:41:55.816564] [INFO ] [FORECASTER] Completed predict_future for NVEC
[2025-11-25T23:41:55.816748] [INFO ] [sig       ] NVEC: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:41:55.962816] [INFO ] [LOCAL     ] Saved forecast: NVEC	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/NVEC.txt
[2025-11-25T23:41:55.963010] [INFO ] [sig       ] [2348/3639] Completed NVEC in 0.3s | 3.04 sym/s | Total: 12.9m | ETA: 7.1m
[2025-11-25T23:41:55.963074] [INFO ] [sig       ] [2349/3639] Forecasting NVG...
[2025-11-25T23:41:55.963119] [INFO ] [sig       ] Generating forecast for: NVG
[2025-11-25T23:41:55.963163] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NVG' from 'https://tdm.silogroup.org/data/derivative_storage/NVG.csv'.
[2025-11-25T23:41:55.974975] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NVG'.
[2025-11-25T23:41:55.975353] [INFO ] [FORECASTER] Starting predict_future for NVG
[2025-11-25T23:41:55.976193] [DEBUG] [LOCAL     ] No optimal features file found for NVG: ./output/feature-sets/NVG.txt
[2025-11-25T23:41:55.976264] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:41:55.976322] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:41:55.976373] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:41:55.976461] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:41:56.033599] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:41:56.034409] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:41:56.034510] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:41:56.034570] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:41:56.128729] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:41:56.128941] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:41:56.128990] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:41:56.129025] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:41:56.132412] [DEBUG] [FORECASTER] NVG: Forecast T+1@11:T+2@11: UP (p=55.49%)
[2025-11-25T23:41:56.132886] [INFO ] [FORECASTER] Completed predict_future for NVG
[2025-11-25T23:41:56.133098] [INFO ] [sig       ] NVG: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:41:56.273885] [INFO ] [LOCAL     ] Saved forecast: NVG	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/NVG.txt
[2025-11-25T23:41:56.274048] [INFO ] [sig       ] [2349/3639] Completed NVG in 0.3s | 3.04 sym/s | Total: 12.9m | ETA: 7.1m
[2025-11-25T23:41:56.274105] [INFO ] [sig       ] [2350/3639] Forecasting NVGS...
[2025-11-25T23:41:56.274149] [INFO ] [sig       ] Generating forecast for: NVGS
[2025-11-25T23:41:56.274245] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NVGS' from 'https://tdm.silogroup.org/data/derivative_storage/NVGS.csv'.
[2025-11-25T23:41:56.285373] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NVGS'.
[2025-11-25T23:41:56.285755] [INFO ] [FORECASTER] Starting predict_future for NVGS
[2025-11-25T23:41:56.286543] [DEBUG] [LOCAL     ] No optimal features file found for NVGS: ./output/feature-sets/NVGS.txt
[2025-11-25T23:41:56.286613] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:41:56.286682] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:41:56.286724] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:41:56.286794] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:41:56.347703] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:41:56.348794] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:41:56.348893] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:41:56.348944] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:41:56.464805] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:41:56.464906] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:41:56.464949] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:41:56.464983] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:41:56.468113] [DEBUG] [FORECASTER] NVGS: Forecast T+1@11:T+2@11: DOWN (p=7.21%)
[2025-11-25T23:41:56.468461] [INFO ] [FORECASTER] Completed predict_future for NVGS
[2025-11-25T23:41:56.468630] [INFO ] [sig       ] NVGS: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:41:56.611025] [INFO ] [LOCAL     ] Saved forecast: NVGS	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/NVGS.txt
[2025-11-25T23:41:56.611160] [INFO ] [sig       ] [2350/3639] Completed NVGS in 0.3s | 3.04 sym/s | Total: 12.9m | ETA: 7.1m
[2025-11-25T23:41:56.611215] [INFO ] [sig       ] [2351/3639] Forecasting NVMI...
[2025-11-25T23:41:56.611264] [INFO ] [sig       ] Generating forecast for: NVMI
[2025-11-25T23:41:56.611300] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NVMI' from 'https://tdm.silogroup.org/data/derivative_storage/NVMI.csv'.
[2025-11-25T23:41:56.623219] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NVMI'.
[2025-11-25T23:41:56.623533] [INFO ] [FORECASTER] Starting predict_future for NVMI
[2025-11-25T23:41:56.624368] [DEBUG] [LOCAL     ] No optimal features file found for NVMI: ./output/feature-sets/NVMI.txt
[2025-11-25T23:41:56.624440] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:41:56.624514] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:41:56.624559] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:41:56.624629] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:41:56.681779] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:41:56.682407] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:41:56.682502] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:41:56.682551] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:41:56.798651] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:41:56.798841] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:41:56.798911] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:41:56.798956] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:41:56.802769] [DEBUG] [FORECASTER] NVMI: Forecast T+1@11:T+2@11: UP (p=79.00%)
[2025-11-25T23:41:56.803139] [INFO ] [FORECASTER] Completed predict_future for NVMI
[2025-11-25T23:41:56.803301] [INFO ] [sig       ] NVMI: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:41:56.949070] [INFO ] [LOCAL     ] Saved forecast: NVMI	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/NVMI.txt
[2025-11-25T23:41:56.949249] [INFO ] [sig       ] [2351/3639] Completed NVMI in 0.3s | 3.04 sym/s | Total: 12.9m | ETA: 7.1m
[2025-11-25T23:41:56.949317] [INFO ] [sig       ] [2352/3639] Forecasting NVO...
[2025-11-25T23:41:56.949373] [INFO ] [sig       ] Generating forecast for: NVO
[2025-11-25T23:41:56.949426] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NVO' from 'https://tdm.silogroup.org/data/derivative_storage/NVO.csv'.
[2025-11-25T23:41:56.962255] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NVO'.
[2025-11-25T23:41:56.962636] [INFO ] [FORECASTER] Starting predict_future for NVO
[2025-11-25T23:41:56.963488] [DEBUG] [LOCAL     ] No optimal features file found for NVO: ./output/feature-sets/NVO.txt
[2025-11-25T23:41:56.963557] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:41:56.963604] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:41:56.963661] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:41:56.963735] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:41:57.034375] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:41:57.035753] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:41:57.035892] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:41:57.035950] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:41:57.161096] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:41:57.161290] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:41:57.161346] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:41:57.161388] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:41:57.164925] [DEBUG] [FORECASTER] NVO: Forecast T+1@11:T+2@11: UP (p=56.83%)
[2025-11-25T23:41:57.165249] [INFO ] [FORECASTER] Completed predict_future for NVO
[2025-11-25T23:41:57.165409] [INFO ] [sig       ] NVO: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:41:57.307315] [INFO ] [LOCAL     ] Saved forecast: NVO	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/NVO.txt
[2025-11-25T23:41:57.307514] [INFO ] [sig       ] [2352/3639] Completed NVO in 0.4s | 3.04 sym/s | Total: 12.9m | ETA: 7.0m
[2025-11-25T23:41:57.307574] [INFO ] [sig       ] [2353/3639] Forecasting NVRI...
[2025-11-25T23:41:57.307635] [INFO ] [sig       ] Generating forecast for: NVRI
[2025-11-25T23:41:57.307710] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NVRI' from 'https://tdm.silogroup.org/data/derivative_storage/NVRI.csv'.
[2025-11-25T23:41:57.319474] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NVRI'.
[2025-11-25T23:41:57.319834] [INFO ] [FORECASTER] Starting predict_future for NVRI
[2025-11-25T23:41:57.320677] [DEBUG] [LOCAL     ] No optimal features file found for NVRI: ./output/feature-sets/NVRI.txt
[2025-11-25T23:41:57.320770] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:41:57.320816] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:41:57.320856] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:41:57.320925] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:41:57.379577] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:41:57.380581] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:41:57.380711] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:41:57.380762] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:41:57.477330] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:41:57.477566] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:41:57.477614] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:41:57.477669] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:41:57.481312] [DEBUG] [FORECASTER] NVRI: Forecast T+1@11:T+2@11: UP (p=84.16%)
[2025-11-25T23:41:57.481626] [INFO ] [FORECASTER] Completed predict_future for NVRI
[2025-11-25T23:41:57.481806] [INFO ] [sig       ] NVRI: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:41:57.625433] [INFO ] [LOCAL     ] Saved forecast: NVRI	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/NVRI.txt
[2025-11-25T23:41:57.625607] [INFO ] [sig       ] [2353/3639] Completed NVRI in 0.3s | 3.04 sym/s | Total: 12.9m | ETA: 7.0m
[2025-11-25T23:41:57.625684] [INFO ] [sig       ] [2354/3639] Forecasting NVS...
[2025-11-25T23:41:57.625730] [INFO ] [sig       ] Generating forecast for: NVS
[2025-11-25T23:41:57.625772] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NVS' from 'https://tdm.silogroup.org/data/derivative_storage/NVS.csv'.
[2025-11-25T23:41:57.636844] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NVS'.
[2025-11-25T23:41:57.637140] [INFO ] [FORECASTER] Starting predict_future for NVS
[2025-11-25T23:41:57.637974] [DEBUG] [LOCAL     ] No optimal features file found for NVS: ./output/feature-sets/NVS.txt
[2025-11-25T23:41:57.638045] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:41:57.638091] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:41:57.638131] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:41:57.638203] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:41:57.698544] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:41:57.699333] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:41:57.699439] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:41:57.699487] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:41:57.789684] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:41:57.789876] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:41:57.789922] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:41:57.789957] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:41:57.793402] [DEBUG] [FORECASTER] NVS: Forecast T+1@11:T+2@11: DOWN (p=43.52%)
[2025-11-25T23:41:57.793725] [INFO ] [FORECASTER] Completed predict_future for NVS
[2025-11-25T23:41:57.793928] [INFO ] [sig       ] NVS: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:41:57.934483] [INFO ] [LOCAL     ] Saved forecast: NVS	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/NVS.txt
[2025-11-25T23:41:57.934667] [INFO ] [sig       ] [2354/3639] Completed NVS in 0.3s | 3.04 sym/s | Total: 12.9m | ETA: 7.0m
[2025-11-25T23:41:57.934735] [INFO ] [sig       ] [2355/3639] Forecasting NVTS...
[2025-11-25T23:41:57.934780] [INFO ] [sig       ] Generating forecast for: NVTS
[2025-11-25T23:41:57.934823] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NVTS' from 'https://tdm.silogroup.org/data/derivative_storage/NVTS.csv'.
[2025-11-25T23:41:57.946526] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NVTS'.
[2025-11-25T23:41:57.946845] [INFO ] [FORECASTER] Starting predict_future for NVTS
[2025-11-25T23:41:57.947683] [DEBUG] [LOCAL     ] No optimal features file found for NVTS: ./output/feature-sets/NVTS.txt
[2025-11-25T23:41:57.947751] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:41:57.947796] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:41:57.947835] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:41:57.947902] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:41:58.005522] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:41:58.006235] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:41:58.006333] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:41:58.006389] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:41:58.114945] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:41:58.115122] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:41:58.115169] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:41:58.115204] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:41:58.118818] [DEBUG] [FORECASTER] NVTS: Forecast T+1@11:T+2@11: DOWN (p=17.84%)
[2025-11-25T23:41:58.119113] [INFO ] [FORECASTER] Completed predict_future for NVTS
[2025-11-25T23:41:58.119255] [INFO ] [sig       ] NVTS: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:41:58.264030] [INFO ] [LOCAL     ] Saved forecast: NVTS	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/NVTS.txt
[2025-11-25T23:41:58.264214] [INFO ] [sig       ] [2355/3639] Completed NVTS in 0.3s | 3.04 sym/s | Total: 12.9m | ETA: 7.0m
[2025-11-25T23:41:58.264279] [INFO ] [sig       ] [2356/3639] Forecasting NVX...
[2025-11-25T23:41:58.264335] [INFO ] [sig       ] Generating forecast for: NVX
[2025-11-25T23:41:58.264388] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NVX' from 'https://tdm.silogroup.org/data/derivative_storage/NVX.csv'.
[2025-11-25T23:41:58.276354] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NVX'.
[2025-11-25T23:41:58.276706] [INFO ] [FORECASTER] Starting predict_future for NVX
[2025-11-25T23:41:58.277557] [DEBUG] [LOCAL     ] No optimal features file found for NVX: ./output/feature-sets/NVX.txt
[2025-11-25T23:41:58.277630] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:41:58.277706] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:41:58.277758] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:41:58.277842] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:41:58.338780] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:41:58.339485] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:41:58.339582] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:41:58.339630] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:41:58.435799] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:41:58.436017] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:41:58.436072] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:41:58.436109] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:41:58.440087] [DEBUG] [FORECASTER] NVX: Forecast T+1@11:T+2@11: UP (p=77.33%)
[2025-11-25T23:41:58.440420] [INFO ] [FORECASTER] Completed predict_future for NVX
[2025-11-25T23:41:58.440592] [INFO ] [sig       ] NVX: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:41:58.587038] [INFO ] [LOCAL     ] Saved forecast: NVX	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/NVX.txt
[2025-11-25T23:41:58.587196] [INFO ] [sig       ] [2356/3639] Completed NVX in 0.3s | 3.04 sym/s | Total: 12.9m | ETA: 7.0m
[2025-11-25T23:41:58.587249] [INFO ] [sig       ] [2357/3639] Forecasting NWBI...
[2025-11-25T23:41:58.587294] [INFO ] [sig       ] Generating forecast for: NWBI
[2025-11-25T23:41:58.587335] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NWBI' from 'https://tdm.silogroup.org/data/derivative_storage/NWBI.csv'.
[2025-11-25T23:41:58.599673] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NWBI'.
[2025-11-25T23:41:58.599988] [INFO ] [FORECASTER] Starting predict_future for NWBI
[2025-11-25T23:41:58.600990] [DEBUG] [LOCAL     ] No optimal features file found for NWBI: ./output/feature-sets/NWBI.txt
[2025-11-25T23:41:58.601080] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:41:58.601146] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:41:58.601207] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:41:58.601310] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:41:58.661594] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:41:58.662267] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:41:58.662369] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:41:58.662416] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:41:58.752551] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:41:58.752743] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:41:58.752816] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:41:58.752874] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:41:58.756576] [DEBUG] [FORECASTER] NWBI: Forecast T+1@11:T+2@11: DOWN (p=4.45%)
[2025-11-25T23:41:58.756913] [INFO ] [FORECASTER] Completed predict_future for NWBI
[2025-11-25T23:41:58.757089] [INFO ] [sig       ] NWBI: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:41:58.904498] [INFO ] [LOCAL     ] Saved forecast: NWBI	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/NWBI.txt
[2025-11-25T23:41:58.904729] [INFO ] [sig       ] [2357/3639] Completed NWBI in 0.3s | 3.04 sym/s | Total: 12.9m | ETA: 7.0m
[2025-11-25T23:41:58.904789] [INFO ] [sig       ] [2358/3639] Forecasting NWE...
[2025-11-25T23:41:58.904835] [INFO ] [sig       ] Generating forecast for: NWE
[2025-11-25T23:41:58.904877] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NWE' from 'https://tdm.silogroup.org/data/derivative_storage/NWE.csv'.
[2025-11-25T23:41:58.916449] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NWE'.
[2025-11-25T23:41:58.916842] [INFO ] [FORECASTER] Starting predict_future for NWE
[2025-11-25T23:41:58.917746] [DEBUG] [LOCAL     ] No optimal features file found for NWE: ./output/feature-sets/NWE.txt
[2025-11-25T23:41:58.917816] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:41:58.917863] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:41:58.917904] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:41:58.917973] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:41:58.974507] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:41:58.975170] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:41:58.975266] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:41:58.975313] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:41:59.073216] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:41:59.073426] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:41:59.073477] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:41:59.073544] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:41:59.077109] [DEBUG] [FORECASTER] NWE: Forecast T+1@11:T+2@11: UP (p=97.52%)
[2025-11-25T23:41:59.077464] [INFO ] [FORECASTER] Completed predict_future for NWE
[2025-11-25T23:41:59.077633] [INFO ] [sig       ] NWE: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:41:59.265571] [INFO ] [LOCAL     ] Saved forecast: NWE	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/NWE.txt
[2025-11-25T23:41:59.265756] [INFO ] [sig       ] [2358/3639] Completed NWE in 0.4s | 3.04 sym/s | Total: 12.9m | ETA: 7.0m
[2025-11-25T23:41:59.265812] [INFO ] [sig       ] [2359/3639] Forecasting NWFL...
[2025-11-25T23:41:59.265856] [INFO ] [sig       ] Generating forecast for: NWFL
[2025-11-25T23:41:59.265898] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NWFL' from 'https://tdm.silogroup.org/data/derivative_storage/NWFL.csv'.
[2025-11-25T23:41:59.276865] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NWFL'.
[2025-11-25T23:41:59.277168] [INFO ] [FORECASTER] Starting predict_future for NWFL
[2025-11-25T23:41:59.278007] [DEBUG] [LOCAL     ] No optimal features file found for NWFL: ./output/feature-sets/NWFL.txt
[2025-11-25T23:41:59.278076] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:41:59.278122] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:41:59.278162] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:41:59.278232] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:41:59.335256] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:41:59.335942] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:41:59.336036] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:41:59.336083] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:41:59.426263] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:41:59.426421] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:41:59.426465] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:41:59.426499] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:41:59.429873] [DEBUG] [FORECASTER] NWFL: Forecast T+1@11:T+2@11: DOWN (p=4.73%)
[2025-11-25T23:41:59.430157] [INFO ] [FORECASTER] Completed predict_future for NWFL
[2025-11-25T23:41:59.430298] [INFO ] [sig       ] NWFL: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:41:59.571182] [INFO ] [LOCAL     ] Saved forecast: NWFL	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/NWFL.txt
[2025-11-25T23:41:59.571334] [INFO ] [sig       ] [2359/3639] Completed NWFL in 0.3s | 3.04 sym/s | Total: 12.9m | ETA: 7.0m
[2025-11-25T23:41:59.571387] [INFO ] [sig       ] [2360/3639] Forecasting NWG...
[2025-11-25T23:41:59.571431] [INFO ] [sig       ] Generating forecast for: NWG
[2025-11-25T23:41:59.571474] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NWG' from 'https://tdm.silogroup.org/data/derivative_storage/NWG.csv'.
[2025-11-25T23:41:59.582735] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NWG'.
[2025-11-25T23:41:59.583068] [INFO ] [FORECASTER] Starting predict_future for NWG
[2025-11-25T23:41:59.583879] [DEBUG] [LOCAL     ] No optimal features file found for NWG: ./output/feature-sets/NWG.txt
[2025-11-25T23:41:59.583950] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:41:59.583996] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:41:59.584036] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:41:59.584106] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:41:59.640950] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:41:59.641618] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:41:59.641743] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:41:59.641808] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:41:59.741689] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:41:59.741898] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:41:59.741949] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:41:59.741986] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:41:59.745515] [DEBUG] [FORECASTER] NWG: Forecast T+1@11:T+2@11: UP (p=56.81%)
[2025-11-25T23:41:59.745824] [INFO ] [FORECASTER] Completed predict_future for NWG
[2025-11-25T23:41:59.745968] [INFO ] [sig       ] NWG: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:41:59.886347] [INFO ] [LOCAL     ] Saved forecast: NWG	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/NWG.txt
[2025-11-25T23:41:59.886523] [INFO ] [sig       ] [2360/3639] Completed NWG in 0.3s | 3.04 sym/s | Total: 12.9m | ETA: 7.0m
[2025-11-25T23:41:59.886578] [INFO ] [sig       ] [2361/3639] Forecasting NWL...
[2025-11-25T23:41:59.886622] [INFO ] [sig       ] Generating forecast for: NWL
[2025-11-25T23:41:59.886686] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NWL' from 'https://tdm.silogroup.org/data/derivative_storage/NWL.csv'.
[2025-11-25T23:41:59.898000] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NWL'.
[2025-11-25T23:41:59.898406] [INFO ] [FORECASTER] Starting predict_future for NWL
[2025-11-25T23:41:59.899239] [DEBUG] [LOCAL     ] No optimal features file found for NWL: ./output/feature-sets/NWL.txt
[2025-11-25T23:41:59.899309] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:41:59.899356] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:41:59.899397] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:41:59.899465] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:41:59.956977] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:41:59.957797] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:41:59.957896] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:41:59.957942] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:42:00.769078] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:42:00.769265] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:42:00.769322] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:42:00.769367] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:42:00.772783] [DEBUG] [FORECASTER] NWL: Forecast T+1@11:T+2@11: UP (p=61.91%)
[2025-11-25T23:42:00.773080] [INFO ] [FORECASTER] Completed predict_future for NWL
[2025-11-25T23:42:00.773234] [INFO ] [sig       ] NWL: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:42:00.914764] [INFO ] [LOCAL     ] Saved forecast: NWL	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/NWL.txt
[2025-11-25T23:42:00.914912] [INFO ] [sig       ] [2361/3639] Completed NWL in 1.0s | 3.04 sym/s | Total: 12.9m | ETA: 7.0m
[2025-11-25T23:42:00.914966] [INFO ] [sig       ] [2362/3639] Forecasting NWPX...
[2025-11-25T23:42:00.915009] [INFO ] [sig       ] Generating forecast for: NWPX
[2025-11-25T23:42:00.915051] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NWPX' from 'https://tdm.silogroup.org/data/derivative_storage/NWPX.csv'.
[2025-11-25T23:42:00.926227] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NWPX'.
[2025-11-25T23:42:00.926524] [INFO ] [FORECASTER] Starting predict_future for NWPX
[2025-11-25T23:42:00.927333] [DEBUG] [LOCAL     ] No optimal features file found for NWPX: ./output/feature-sets/NWPX.txt
[2025-11-25T23:42:00.927544] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:42:00.927606] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:42:00.927684] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:42:00.927758] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:42:00.984336] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:42:00.984981] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:42:00.985074] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:42:00.985119] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:42:01.133476] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:42:01.133694] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:42:01.133751] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:42:01.133787] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:42:01.137259] [DEBUG] [FORECASTER] NWPX: Forecast T+1@11:T+2@11: DOWN (p=16.76%)
[2025-11-25T23:42:01.137590] [INFO ] [FORECASTER] Completed predict_future for NWPX
[2025-11-25T23:42:01.137785] [INFO ] [sig       ] NWPX: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:42:01.290170] [INFO ] [LOCAL     ] Saved forecast: NWPX	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/NWPX.txt
[2025-11-25T23:42:01.290327] [INFO ] [sig       ] [2362/3639] Completed NWPX in 0.4s | 3.04 sym/s | Total: 12.9m | ETA: 7.0m
[2025-11-25T23:42:01.290385] [INFO ] [sig       ] [2363/3639] Forecasting NWS...
[2025-11-25T23:42:01.290431] [INFO ] [sig       ] Generating forecast for: NWS
[2025-11-25T23:42:01.290515] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NWS' from 'https://tdm.silogroup.org/data/derivative_storage/NWS.csv'.
[2025-11-25T23:42:01.302111] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NWS'.
[2025-11-25T23:42:01.302425] [INFO ] [FORECASTER] Starting predict_future for NWS
[2025-11-25T23:42:01.303253] [DEBUG] [LOCAL     ] No optimal features file found for NWS: ./output/feature-sets/NWS.txt
[2025-11-25T23:42:01.303323] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:42:01.303369] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:42:01.303415] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:42:01.303485] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:42:01.360473] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:42:01.361420] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:42:01.361518] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:42:01.361566] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:42:01.457475] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:42:01.457696] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:42:01.457750] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:42:01.457786] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:42:01.461227] [DEBUG] [FORECASTER] NWS: Forecast T+1@11:T+2@11: UP (p=85.70%)
[2025-11-25T23:42:01.461534] [INFO ] [FORECASTER] Completed predict_future for NWS
[2025-11-25T23:42:01.461697] [INFO ] [sig       ] NWS: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:42:01.604394] [INFO ] [LOCAL     ] Saved forecast: NWS	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/NWS.txt
[2025-11-25T23:42:01.604579] [INFO ] [sig       ] [2363/3639] Completed NWS in 0.3s | 3.04 sym/s | Total: 13.0m | ETA: 7.0m
[2025-11-25T23:42:01.604677] [INFO ] [sig       ] [2364/3639] Forecasting NWSA...
[2025-11-25T23:42:01.604727] [INFO ] [sig       ] Generating forecast for: NWSA
[2025-11-25T23:42:01.604839] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NWSA' from 'https://tdm.silogroup.org/data/derivative_storage/NWSA.csv'.
[2025-11-25T23:42:01.616195] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NWSA'.
[2025-11-25T23:42:01.616565] [INFO ] [FORECASTER] Starting predict_future for NWSA
[2025-11-25T23:42:01.617437] [DEBUG] [LOCAL     ] No optimal features file found for NWSA: ./output/feature-sets/NWSA.txt
[2025-11-25T23:42:01.617507] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:42:01.617553] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:42:01.617593] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:42:01.617682] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:42:01.674307] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:42:01.674990] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:42:01.675083] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:42:01.675128] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:42:01.765904] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:42:01.766005] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:42:01.766046] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:42:01.766080] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:42:01.769135] [DEBUG] [FORECASTER] NWSA: Forecast T+1@11:T+2@11: UP (p=60.10%)
[2025-11-25T23:42:01.769421] [INFO ] [FORECASTER] Completed predict_future for NWSA
[2025-11-25T23:42:01.769556] [INFO ] [sig       ] NWSA: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:42:01.911363] [INFO ] [LOCAL     ] Saved forecast: NWSA	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/NWSA.txt
[2025-11-25T23:42:01.911546] [INFO ] [sig       ] [2364/3639] Completed NWSA in 0.3s | 3.04 sym/s | Total: 13.0m | ETA: 7.0m
[2025-11-25T23:42:01.911600] [INFO ] [sig       ] [2365/3639] Forecasting NX...
[2025-11-25T23:42:01.911664] [INFO ] [sig       ] Generating forecast for: NX
[2025-11-25T23:42:01.911709] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NX' from 'https://tdm.silogroup.org/data/derivative_storage/NX.csv'.
[2025-11-25T23:42:01.923534] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NX'.
[2025-11-25T23:42:01.923916] [INFO ] [FORECASTER] Starting predict_future for NX
[2025-11-25T23:42:01.924721] [DEBUG] [LOCAL     ] No optimal features file found for NX: ./output/feature-sets/NX.txt
[2025-11-25T23:42:01.924788] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:42:01.924834] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:42:01.924873] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:42:01.924942] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:42:01.988241] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:42:01.989852] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:42:01.990015] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:42:01.990081] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:42:02.089130] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:42:02.089319] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:42:02.089365] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:42:02.089400] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:42:02.092864] [DEBUG] [FORECASTER] NX: Forecast T+1@11:T+2@11: DOWN (p=12.98%)
[2025-11-25T23:42:02.093159] [INFO ] [FORECASTER] Completed predict_future for NX
[2025-11-25T23:42:02.093295] [INFO ] [sig       ] NX: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:42:02.235691] [INFO ] [LOCAL     ] Saved forecast: NX	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/NX.txt
[2025-11-25T23:42:02.235857] [INFO ] [sig       ] [2365/3639] Completed NX in 0.3s | 3.04 sym/s | Total: 13.0m | ETA: 7.0m
[2025-11-25T23:42:02.235911] [INFO ] [sig       ] [2366/3639] Forecasting NXC...
[2025-11-25T23:42:02.236029] [INFO ] [sig       ] Generating forecast for: NXC
[2025-11-25T23:42:02.236108] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NXC' from 'https://tdm.silogroup.org/data/derivative_storage/NXC.csv'.
[2025-11-25T23:42:02.248521] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NXC'.
[2025-11-25T23:42:02.248903] [INFO ] [FORECASTER] Starting predict_future for NXC
[2025-11-25T23:42:02.249711] [DEBUG] [LOCAL     ] No optimal features file found for NXC: ./output/feature-sets/NXC.txt
[2025-11-25T23:42:02.249779] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:42:02.249827] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:42:02.249868] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:42:02.249936] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:42:02.307914] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:42:02.308695] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:42:02.308788] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:42:02.308837] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:42:02.404471] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:42:02.404685] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:42:02.404737] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:42:02.404772] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:42:02.408225] [DEBUG] [FORECASTER] NXC: Forecast T+1@11:T+2@11: UP (p=99.44%)
[2025-11-25T23:42:02.408512] [INFO ] [FORECASTER] Completed predict_future for NXC
[2025-11-25T23:42:02.408675] [INFO ] [sig       ] NXC: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:42:02.551923] [INFO ] [LOCAL     ] Saved forecast: NXC	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/NXC.txt
[2025-11-25T23:42:02.552110] [INFO ] [sig       ] [2366/3639] Completed NXC in 0.3s | 3.04 sym/s | Total: 13.0m | ETA: 7.0m
[2025-11-25T23:42:02.552164] [INFO ] [sig       ] [2367/3639] Forecasting NXE...
[2025-11-25T23:42:02.552210] [INFO ] [sig       ] Generating forecast for: NXE
[2025-11-25T23:42:02.552253] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NXE' from 'https://tdm.silogroup.org/data/derivative_storage/NXE.csv'.
[2025-11-25T23:42:02.564597] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NXE'.
[2025-11-25T23:42:02.564949] [INFO ] [FORECASTER] Starting predict_future for NXE
[2025-11-25T23:42:02.565755] [DEBUG] [LOCAL     ] No optimal features file found for NXE: ./output/feature-sets/NXE.txt
[2025-11-25T23:42:02.565824] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:42:02.565869] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:42:02.565909] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:42:02.565978] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:42:02.623783] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:42:02.624503] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:42:02.624600] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:42:02.624676] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:42:02.735863] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:42:02.736067] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:42:02.736112] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:42:02.736146] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:42:02.739792] [DEBUG] [FORECASTER] NXE: Forecast T+1@11:T+2@11: UP (p=62.37%)
[2025-11-25T23:42:02.740102] [INFO ] [FORECASTER] Completed predict_future for NXE
[2025-11-25T23:42:02.740257] [INFO ] [sig       ] NXE: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:42:02.880602] [INFO ] [LOCAL     ] Saved forecast: NXE	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/NXE.txt
[2025-11-25T23:42:02.880768] [INFO ] [sig       ] [2367/3639] Completed NXE in 0.3s | 3.04 sym/s | Total: 13.0m | ETA: 7.0m
[2025-11-25T23:42:02.880824] [INFO ] [sig       ] [2368/3639] Forecasting NXG...
[2025-11-25T23:42:02.880871] [INFO ] [sig       ] Generating forecast for: NXG
[2025-11-25T23:42:02.880916] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NXG' from 'https://tdm.silogroup.org/data/derivative_storage/NXG.csv'.
[2025-11-25T23:42:02.892659] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NXG'.
[2025-11-25T23:42:02.892958] [INFO ] [FORECASTER] Starting predict_future for NXG
[2025-11-25T23:42:02.893759] [DEBUG] [LOCAL     ] No optimal features file found for NXG: ./output/feature-sets/NXG.txt
[2025-11-25T23:42:02.893830] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:42:02.893877] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:42:02.893919] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:42:02.893987] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:42:02.951274] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:42:02.951922] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:42:02.952021] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:42:02.952069] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:42:03.062511] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:42:03.062720] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:42:03.062773] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:42:03.062806] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:42:03.066194] [DEBUG] [FORECASTER] NXG: Forecast T+1@11:T+2@11: DOWN (p=49.48%)
[2025-11-25T23:42:03.066487] [INFO ] [FORECASTER] Completed predict_future for NXG
[2025-11-25T23:42:03.066627] [INFO ] [sig       ] NXG: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:42:03.207691] [INFO ] [LOCAL     ] Saved forecast: NXG	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/NXG.txt
[2025-11-25T23:42:03.207851] [INFO ] [sig       ] [2368/3639] Completed NXG in 0.3s | 3.04 sym/s | Total: 13.0m | ETA: 7.0m
[2025-11-25T23:42:03.207907] [INFO ] [sig       ] [2369/3639] Forecasting NXGL...
[2025-11-25T23:42:03.207951] [INFO ] [sig       ] Generating forecast for: NXGL
[2025-11-25T23:42:03.207995] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NXGL' from 'https://tdm.silogroup.org/data/derivative_storage/NXGL.csv'.
[2025-11-25T23:42:03.221270] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NXGL'.
[2025-11-25T23:42:03.221765] [INFO ] [FORECASTER] Starting predict_future for NXGL
[2025-11-25T23:42:03.222953] [DEBUG] [LOCAL     ] No optimal features file found for NXGL: ./output/feature-sets/NXGL.txt
[2025-11-25T23:42:03.223048] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:42:03.223126] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:42:03.223200] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:42:03.223315] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:42:03.281691] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:42:03.282611] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:42:03.282742] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:42:03.282790] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:42:03.389780] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:42:03.390007] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:42:03.390054] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:42:03.390089] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:42:03.393571] [DEBUG] [FORECASTER] NXGL: Forecast T+1@11:T+2@11: UP (p=79.44%)
[2025-11-25T23:42:03.393937] [INFO ] [FORECASTER] Completed predict_future for NXGL
[2025-11-25T23:42:03.394107] [INFO ] [sig       ] NXGL: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:42:03.534819] [INFO ] [LOCAL     ] Saved forecast: NXGL	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/NXGL.txt
[2025-11-25T23:42:03.535007] [INFO ] [sig       ] [2369/3639] Completed NXGL in 0.3s | 3.04 sym/s | Total: 13.0m | ETA: 7.0m
[2025-11-25T23:42:03.535063] [INFO ] [sig       ] [2370/3639] Forecasting NXP...
[2025-11-25T23:42:03.535107] [INFO ] [sig       ] Generating forecast for: NXP
[2025-11-25T23:42:03.535149] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NXP' from 'https://tdm.silogroup.org/data/derivative_storage/NXP.csv'.
[2025-11-25T23:42:03.547917] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NXP'.
[2025-11-25T23:42:03.548378] [INFO ] [FORECASTER] Starting predict_future for NXP
[2025-11-25T23:42:03.549313] [DEBUG] [LOCAL     ] No optimal features file found for NXP: ./output/feature-sets/NXP.txt
[2025-11-25T23:42:03.549385] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:42:03.549449] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:42:03.549500] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:42:03.549603] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:42:03.608412] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:42:03.609240] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:42:03.609343] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:42:03.609404] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:42:03.714010] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:42:03.714197] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:42:03.714244] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:42:03.714278] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:42:03.717791] [DEBUG] [FORECASTER] NXP: Forecast T+1@11:T+2@11: DOWN (p=8.80%)
[2025-11-25T23:42:03.718081] [INFO ] [FORECASTER] Completed predict_future for NXP
[2025-11-25T23:42:03.718224] [INFO ] [sig       ] NXP: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:42:03.858669] [INFO ] [LOCAL     ] Saved forecast: NXP	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/NXP.txt
[2025-11-25T23:42:03.858819] [INFO ] [sig       ] [2370/3639] Completed NXP in 0.3s | 3.04 sym/s | Total: 13.0m | ETA: 7.0m
[2025-11-25T23:42:03.858891] [INFO ] [sig       ] [2371/3639] Forecasting NXPI...
[2025-11-25T23:42:03.858945] [INFO ] [sig       ] Generating forecast for: NXPI
[2025-11-25T23:42:03.858996] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NXPI' from 'https://tdm.silogroup.org/data/derivative_storage/NXPI.csv'.
[2025-11-25T23:42:03.871709] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NXPI'.
[2025-11-25T23:42:03.872060] [INFO ] [FORECASTER] Starting predict_future for NXPI
[2025-11-25T23:42:03.872939] [DEBUG] [LOCAL     ] No optimal features file found for NXPI: ./output/feature-sets/NXPI.txt
[2025-11-25T23:42:03.873009] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:42:03.873056] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:42:03.873096] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:42:03.873163] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:42:03.930634] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:42:03.931306] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:42:03.931402] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:42:03.931450] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:42:04.043142] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:42:04.043365] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:42:04.043416] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:42:04.043452] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:42:04.046972] [DEBUG] [FORECASTER] NXPI: Forecast T+1@11:T+2@11: DOWN (p=11.87%)
[2025-11-25T23:42:04.047267] [INFO ] [FORECASTER] Completed predict_future for NXPI
[2025-11-25T23:42:04.047440] [INFO ] [sig       ] NXPI: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:42:04.189667] [INFO ] [LOCAL     ] Saved forecast: NXPI	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/NXPI.txt
[2025-11-25T23:42:04.189856] [INFO ] [sig       ] [2371/3639] Completed NXPI in 0.3s | 3.04 sym/s | Total: 13.0m | ETA: 7.0m
[2025-11-25T23:42:04.189927] [INFO ] [sig       ] [2372/3639] Forecasting NXTG...
[2025-11-25T23:42:04.189980] [INFO ] [sig       ] Generating forecast for: NXTG
[2025-11-25T23:42:04.190066] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NXTG' from 'https://tdm.silogroup.org/data/derivative_storage/NXTG.csv'.
[2025-11-25T23:42:04.203600] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NXTG'.
[2025-11-25T23:42:04.204016] [INFO ] [FORECASTER] Starting predict_future for NXTG
[2025-11-25T23:42:04.204840] [DEBUG] [LOCAL     ] No optimal features file found for NXTG: ./output/feature-sets/NXTG.txt
[2025-11-25T23:42:04.204909] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:42:04.204955] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:42:04.204996] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:42:04.205064] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:42:04.265003] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:42:04.265876] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:42:04.265979] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:42:04.266028] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:42:04.356954] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:42:04.357105] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:42:04.357148] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:42:04.357183] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:42:04.360573] [DEBUG] [FORECASTER] NXTG: Forecast T+1@11:T+2@11: UP (p=90.86%)
[2025-11-25T23:42:04.360895] [INFO ] [FORECASTER] Completed predict_future for NXTG
[2025-11-25T23:42:04.361040] [INFO ] [sig       ] NXTG: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:42:04.502797] [INFO ] [LOCAL     ] Saved forecast: NXTG	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/NXTG.txt
[2025-11-25T23:42:04.502948] [INFO ] [sig       ] [2372/3639] Completed NXTG in 0.3s | 3.04 sym/s | Total: 13.0m | ETA: 6.9m
[2025-11-25T23:42:04.503002] [INFO ] [sig       ] [2373/3639] Forecasting NYXH...
[2025-11-25T23:42:04.503117] [INFO ] [sig       ] Generating forecast for: NYXH
[2025-11-25T23:42:04.503162] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NYXH' from 'https://tdm.silogroup.org/data/derivative_storage/NYXH.csv'.
[2025-11-25T23:42:04.514688] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NYXH'.
[2025-11-25T23:42:04.515032] [INFO ] [FORECASTER] Starting predict_future for NYXH
[2025-11-25T23:42:04.515849] [DEBUG] [LOCAL     ] No optimal features file found for NYXH: ./output/feature-sets/NYXH.txt
[2025-11-25T23:42:04.515917] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:42:04.515962] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:42:04.516002] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:42:04.516070] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:42:04.573114] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:42:04.574007] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:42:04.574103] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:42:04.574150] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:42:04.660272] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:42:04.660373] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:42:04.660417] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:42:04.660451] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:42:04.663468] [DEBUG] [FORECASTER] NYXH: Forecast T+1@11:T+2@11: UP (p=97.19%)
[2025-11-25T23:42:04.663808] [INFO ] [FORECASTER] Completed predict_future for NYXH
[2025-11-25T23:42:04.663963] [INFO ] [sig       ] NYXH: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:42:04.804418] [INFO ] [LOCAL     ] Saved forecast: NYXH	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/NYXH.txt
[2025-11-25T23:42:04.804549] [INFO ] [sig       ] [2373/3639] Completed NYXH in 0.3s | 3.04 sym/s | Total: 13.0m | ETA: 6.9m
[2025-11-25T23:42:04.804602] [INFO ] [sig       ] [2374/3639] Forecasting NZF...
[2025-11-25T23:42:04.804727] [INFO ] [sig       ] Generating forecast for: NZF
[2025-11-25T23:42:04.804773] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NZF' from 'https://tdm.silogroup.org/data/derivative_storage/NZF.csv'.
[2025-11-25T23:42:04.816391] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NZF'.
[2025-11-25T23:42:04.816698] [INFO ] [FORECASTER] Starting predict_future for NZF
[2025-11-25T23:42:04.817476] [DEBUG] [LOCAL     ] No optimal features file found for NZF: ./output/feature-sets/NZF.txt
[2025-11-25T23:42:04.817545] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:42:04.817592] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:42:04.817665] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:42:04.817755] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:42:04.874662] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:42:04.875286] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:42:04.875379] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:42:04.875436] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:42:04.965013] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:42:04.965152] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:42:04.965194] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:42:04.965227] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:42:04.968423] [DEBUG] [FORECASTER] NZF: Forecast T+1@11:T+2@11: UP (p=51.94%)
[2025-11-25T23:42:04.968731] [INFO ] [FORECASTER] Completed predict_future for NZF
[2025-11-25T23:42:04.968875] [INFO ] [sig       ] NZF: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:42:05.110062] [INFO ] [LOCAL     ] Saved forecast: NZF	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/NZF.txt
[2025-11-25T23:42:05.110202] [INFO ] [sig       ] [2374/3639] Completed NZF in 0.3s | 3.04 sym/s | Total: 13.0m | ETA: 6.9m
[2025-11-25T23:42:05.110255] [INFO ] [sig       ] [2375/3639] Forecasting OABI...
[2025-11-25T23:42:05.110366] [INFO ] [sig       ] Generating forecast for: OABI
[2025-11-25T23:42:05.110412] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OABI' from 'https://tdm.silogroup.org/data/derivative_storage/OABI.csv'.
[2025-11-25T23:42:05.122445] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OABI'.
[2025-11-25T23:42:05.122911] [INFO ] [FORECASTER] Starting predict_future for OABI
[2025-11-25T23:42:05.123781] [DEBUG] [LOCAL     ] No optimal features file found for OABI: ./output/feature-sets/OABI.txt
[2025-11-25T23:42:05.123849] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:42:05.123920] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:42:05.123972] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:42:05.124058] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:42:05.180809] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:42:05.181742] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:42:05.181855] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:42:05.181905] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:42:05.275892] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:42:05.276099] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:42:05.276146] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:42:05.276181] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:42:05.279674] [DEBUG] [FORECASTER] OABI: Forecast T+1@11:T+2@11: DOWN (p=19.76%)
[2025-11-25T23:42:05.279984] [INFO ] [FORECASTER] Completed predict_future for OABI
[2025-11-25T23:42:05.280131] [INFO ] [sig       ] OABI: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:42:05.425144] [INFO ] [LOCAL     ] Saved forecast: OABI	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/OABI.txt
[2025-11-25T23:42:05.425373] [INFO ] [sig       ] [2375/3639] Completed OABI in 0.3s | 3.04 sym/s | Total: 13.0m | ETA: 6.9m
[2025-11-25T23:42:05.425458] [INFO ] [sig       ] [2376/3639] Forecasting OBDC...
[2025-11-25T23:42:05.425530] [INFO ] [sig       ] Generating forecast for: OBDC
[2025-11-25T23:42:05.425578] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OBDC' from 'https://tdm.silogroup.org/data/derivative_storage/OBDC.csv'.
[2025-11-25T23:42:05.438227] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OBDC'.
[2025-11-25T23:42:05.438690] [INFO ] [FORECASTER] Starting predict_future for OBDC
[2025-11-25T23:42:05.439558] [DEBUG] [LOCAL     ] No optimal features file found for OBDC: ./output/feature-sets/OBDC.txt
[2025-11-25T23:42:05.439633] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:42:05.439707] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:42:05.439760] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:42:05.439836] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:42:05.501245] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:42:05.502187] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:42:05.502289] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:42:05.502341] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:42:05.606894] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:42:05.607087] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:42:05.607135] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:42:05.607172] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:42:05.610861] [DEBUG] [FORECASTER] OBDC: Forecast T+1@11:T+2@11: UP (p=96.64%)
[2025-11-25T23:42:05.611195] [INFO ] [FORECASTER] Completed predict_future for OBDC
[2025-11-25T23:42:05.611353] [INFO ] [sig       ] OBDC: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:42:05.757070] [INFO ] [LOCAL     ] Saved forecast: OBDC	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/OBDC.txt
[2025-11-25T23:42:05.757269] [INFO ] [sig       ] [2376/3639] Completed OBDC in 0.3s | 3.04 sym/s | Total: 13.0m | ETA: 6.9m
[2025-11-25T23:42:05.757327] [INFO ] [sig       ] [2377/3639] Forecasting OBIL...
[2025-11-25T23:42:05.757389] [INFO ] [sig       ] Generating forecast for: OBIL
[2025-11-25T23:42:05.757434] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OBIL' from 'https://tdm.silogroup.org/data/derivative_storage/OBIL.csv'.
[2025-11-25T23:42:05.769817] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OBIL'.
[2025-11-25T23:42:05.770260] [INFO ] [FORECASTER] Starting predict_future for OBIL
[2025-11-25T23:42:05.771123] [DEBUG] [LOCAL     ] No optimal features file found for OBIL: ./output/feature-sets/OBIL.txt
[2025-11-25T23:42:05.771194] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:42:05.771242] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:42:05.771284] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:42:05.771356] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:42:05.831555] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:42:05.832440] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:42:05.832547] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:42:05.832597] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:42:05.927388] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:42:05.927597] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:42:05.927666] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:42:05.927736] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:42:05.931401] [DEBUG] [FORECASTER] OBIL: Forecast T+1@11:T+2@11: DOWN (p=13.49%)
[2025-11-25T23:42:05.931773] [INFO ] [FORECASTER] Completed predict_future for OBIL
[2025-11-25T23:42:05.931953] [INFO ] [sig       ] OBIL: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:42:06.079050] [INFO ] [LOCAL     ] Saved forecast: OBIL	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/OBIL.txt
[2025-11-25T23:42:06.079251] [INFO ] [sig       ] [2377/3639] Completed OBIL in 0.3s | 3.04 sym/s | Total: 13.0m | ETA: 6.9m
[2025-11-25T23:42:06.079309] [INFO ] [sig       ] [2378/3639] Forecasting OBIO...
[2025-11-25T23:42:06.079357] [INFO ] [sig       ] Generating forecast for: OBIO
[2025-11-25T23:42:06.079396] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OBIO' from 'https://tdm.silogroup.org/data/derivative_storage/OBIO.csv'.
[2025-11-25T23:42:06.091747] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OBIO'.
[2025-11-25T23:42:06.092140] [INFO ] [FORECASTER] Starting predict_future for OBIO
[2025-11-25T23:42:06.093014] [DEBUG] [LOCAL     ] No optimal features file found for OBIO: ./output/feature-sets/OBIO.txt
[2025-11-25T23:42:06.093099] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:42:06.093152] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:42:06.093196] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:42:06.093268] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:42:06.150747] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:42:06.151694] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:42:06.151794] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:42:06.151843] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:42:06.258173] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:42:06.258308] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:42:06.258351] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:42:06.258386] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:42:06.261683] [DEBUG] [FORECASTER] OBIO: Forecast T+1@11:T+2@11: DOWN (p=9.15%)
[2025-11-25T23:42:06.261968] [INFO ] [FORECASTER] Completed predict_future for OBIO
[2025-11-25T23:42:06.262126] [INFO ] [sig       ] OBIO: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:42:06.402657] [INFO ] [LOCAL     ] Saved forecast: OBIO	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/OBIO.txt
[2025-11-25T23:42:06.402806] [INFO ] [sig       ] [2378/3639] Completed OBIO in 0.3s | 3.04 sym/s | Total: 13.0m | ETA: 6.9m
[2025-11-25T23:42:06.402872] [INFO ] [sig       ] [2379/3639] Forecasting OBK...
[2025-11-25T23:42:06.402919] [INFO ] [sig       ] Generating forecast for: OBK
[2025-11-25T23:42:06.402960] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OBK' from 'https://tdm.silogroup.org/data/derivative_storage/OBK.csv'.
[2025-11-25T23:42:06.414825] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OBK'.
[2025-11-25T23:42:06.415141] [INFO ] [FORECASTER] Starting predict_future for OBK
[2025-11-25T23:42:06.415964] [DEBUG] [LOCAL     ] No optimal features file found for OBK: ./output/feature-sets/OBK.txt
[2025-11-25T23:42:06.416035] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:42:06.416081] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:42:06.416123] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:42:06.416193] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:42:06.474001] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:42:06.474983] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:42:06.475085] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:42:06.475133] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:42:06.584380] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:42:06.584567] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:42:06.584611] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:42:06.584665] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:42:06.588116] [DEBUG] [FORECASTER] OBK: Forecast T+1@11:T+2@11: DOWN (p=11.91%)
[2025-11-25T23:42:06.588402] [INFO ] [FORECASTER] Completed predict_future for OBK
[2025-11-25T23:42:06.588548] [INFO ] [sig       ] OBK: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:42:06.730380] [INFO ] [LOCAL     ] Saved forecast: OBK	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/OBK.txt
[2025-11-25T23:42:06.730565] [INFO ] [sig       ] [2379/3639] Completed OBK in 0.3s | 3.04 sym/s | Total: 13.0m | ETA: 6.9m
[2025-11-25T23:42:06.730623] [INFO ] [sig       ] [2380/3639] Forecasting OBLG...
[2025-11-25T23:42:06.730697] [INFO ] [sig       ] Generating forecast for: OBLG
[2025-11-25T23:42:06.730743] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OBLG' from 'https://tdm.silogroup.org/data/derivative_storage/OBLG.csv'.
[2025-11-25T23:42:06.743338] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OBLG'.
[2025-11-25T23:42:06.743688] [INFO ] [FORECASTER] Starting predict_future for OBLG
[2025-11-25T23:42:06.744532] [DEBUG] [LOCAL     ] No optimal features file found for OBLG: ./output/feature-sets/OBLG.txt
[2025-11-25T23:42:06.744604] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:42:06.744676] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:42:06.744722] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:42:06.744793] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:42:06.801288] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:42:06.802016] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:42:06.802115] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:42:06.802163] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:42:06.914787] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:42:06.914964] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:42:06.915009] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:42:06.915044] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:42:06.918493] [DEBUG] [FORECASTER] OBLG: Forecast T+1@11:T+2@11: UP (p=63.01%)
[2025-11-25T23:42:06.918854] [INFO ] [FORECASTER] Completed predict_future for OBLG
[2025-11-25T23:42:06.919033] [INFO ] [sig       ] OBLG: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:42:07.059345] [INFO ] [LOCAL     ] Saved forecast: OBLG	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/OBLG.txt
[2025-11-25T23:42:07.059523] [INFO ] [sig       ] [2380/3639] Completed OBLG in 0.3s | 3.04 sym/s | Total: 13.0m | ETA: 6.9m
[2025-11-25T23:42:07.059584] [INFO ] [sig       ] [2381/3639] Forecasting OC...
[2025-11-25T23:42:07.059663] [INFO ] [sig       ] Generating forecast for: OC
[2025-11-25T23:42:07.059716] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OC' from 'https://tdm.silogroup.org/data/derivative_storage/OC.csv'.
[2025-11-25T23:42:07.071402] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OC'.
[2025-11-25T23:42:07.071761] [INFO ] [FORECASTER] Starting predict_future for OC
[2025-11-25T23:42:07.072545] [DEBUG] [LOCAL     ] No optimal features file found for OC: ./output/feature-sets/OC.txt
[2025-11-25T23:42:07.072621] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:42:07.072702] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:42:07.072746] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:42:07.072815] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:42:07.130681] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:42:07.131346] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:42:07.131442] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:42:07.131491] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:42:07.243034] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:42:07.243196] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:42:07.243239] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:42:07.243273] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:42:07.246673] [DEBUG] [FORECASTER] OC: Forecast T+1@11:T+2@11: DOWN (p=40.08%)
[2025-11-25T23:42:07.246985] [INFO ] [FORECASTER] Completed predict_future for OC
[2025-11-25T23:42:07.247146] [INFO ] [sig       ] OC: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:42:07.388708] [INFO ] [LOCAL     ] Saved forecast: OC	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/OC.txt
[2025-11-25T23:42:07.388863] [INFO ] [sig       ] [2381/3639] Completed OC in 0.3s | 3.04 sym/s | Total: 13.1m | ETA: 6.9m
[2025-11-25T23:42:07.388917] [INFO ] [sig       ] [2382/3639] Forecasting OCFC...
[2025-11-25T23:42:07.388962] [INFO ] [sig       ] Generating forecast for: OCFC
[2025-11-25T23:42:07.389036] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OCFC' from 'https://tdm.silogroup.org/data/derivative_storage/OCFC.csv'.
[2025-11-25T23:42:07.401747] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OCFC'.
[2025-11-25T23:42:07.402142] [INFO ] [FORECASTER] Starting predict_future for OCFC
[2025-11-25T23:42:07.402999] [DEBUG] [LOCAL     ] No optimal features file found for OCFC: ./output/feature-sets/OCFC.txt
[2025-11-25T23:42:07.403070] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:42:07.403118] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:42:07.403160] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:42:07.403230] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:42:07.459807] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:42:07.460437] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:42:07.460533] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:42:07.460581] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:42:07.568192] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:42:07.568314] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:42:07.568377] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:42:07.568412] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:42:07.571571] [DEBUG] [FORECASTER] OCFC: Forecast T+1@11:T+2@11: DOWN (p=6.12%)
[2025-11-25T23:42:07.571870] [INFO ] [FORECASTER] Completed predict_future for OCFC
[2025-11-25T23:42:07.572020] [INFO ] [sig       ] OCFC: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:42:07.713091] [INFO ] [LOCAL     ] Saved forecast: OCFC	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/OCFC.txt
[2025-11-25T23:42:07.713243] [INFO ] [sig       ] [2382/3639] Completed OCFC in 0.3s | 3.04 sym/s | Total: 13.1m | ETA: 6.9m
[2025-11-25T23:42:07.713300] [INFO ] [sig       ] [2383/3639] Forecasting OCGN...
[2025-11-25T23:42:07.713345] [INFO ] [sig       ] Generating forecast for: OCGN
[2025-11-25T23:42:07.713390] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OCGN' from 'https://tdm.silogroup.org/data/derivative_storage/OCGN.csv'.
[2025-11-25T23:42:07.725248] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OCGN'.
[2025-11-25T23:42:07.725566] [INFO ] [FORECASTER] Starting predict_future for OCGN
[2025-11-25T23:42:07.726378] [DEBUG] [LOCAL     ] No optimal features file found for OCGN: ./output/feature-sets/OCGN.txt
[2025-11-25T23:42:07.726448] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:42:07.726486] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:42:07.726527] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:42:07.726599] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:42:07.783436] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:42:07.784154] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:42:07.784248] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:42:07.784290] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:42:07.877018] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:42:07.877162] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:42:07.877204] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:42:07.877238] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:42:07.880521] [DEBUG] [FORECASTER] OCGN: Forecast T+1@11:T+2@11: DOWN (p=15.27%)
[2025-11-25T23:42:07.880837] [INFO ] [FORECASTER] Completed predict_future for OCGN
[2025-11-25T23:42:07.880990] [INFO ] [sig       ] OCGN: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:42:08.021705] [INFO ] [LOCAL     ] Saved forecast: OCGN	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/OCGN.txt
[2025-11-25T23:42:08.021859] [INFO ] [sig       ] [2383/3639] Completed OCGN in 0.3s | 3.04 sym/s | Total: 13.1m | ETA: 6.9m
[2025-11-25T23:42:08.021914] [INFO ] [sig       ] [2384/3639] Forecasting OCSL...
[2025-11-25T23:42:08.021957] [INFO ] [sig       ] Generating forecast for: OCSL
[2025-11-25T23:42:08.021999] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OCSL' from 'https://tdm.silogroup.org/data/derivative_storage/OCSL.csv'.
[2025-11-25T23:42:08.033830] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OCSL'.
[2025-11-25T23:42:08.034130] [INFO ] [FORECASTER] Starting predict_future for OCSL
[2025-11-25T23:42:08.034966] [DEBUG] [LOCAL     ] No optimal features file found for OCSL: ./output/feature-sets/OCSL.txt
[2025-11-25T23:42:08.035035] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:42:08.035080] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:42:08.035121] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:42:08.035189] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:42:08.092393] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:42:08.093053] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:42:08.093161] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:42:08.093208] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:42:08.204182] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:42:08.204319] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:42:08.204362] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:42:08.204396] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:42:08.207617] [DEBUG] [FORECASTER] OCSL: Forecast T+1@11:T+2@11: DOWN (p=37.19%)
[2025-11-25T23:42:08.207968] [INFO ] [FORECASTER] Completed predict_future for OCSL
[2025-11-25T23:42:08.208135] [INFO ] [sig       ] OCSL: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:42:08.348100] [INFO ] [LOCAL     ] Saved forecast: OCSL	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/OCSL.txt
[2025-11-25T23:42:08.348236] [INFO ] [sig       ] [2384/3639] Completed OCSL in 0.3s | 3.04 sym/s | Total: 13.1m | ETA: 6.9m
[2025-11-25T23:42:08.348289] [INFO ] [sig       ] [2385/3639] Forecasting OCUL...
[2025-11-25T23:42:08.348330] [INFO ] [sig       ] Generating forecast for: OCUL
[2025-11-25T23:42:08.348371] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OCUL' from 'https://tdm.silogroup.org/data/derivative_storage/OCUL.csv'.
[2025-11-25T23:42:08.359858] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OCUL'.
[2025-11-25T23:42:08.360146] [INFO ] [FORECASTER] Starting predict_future for OCUL
[2025-11-25T23:42:08.360973] [DEBUG] [LOCAL     ] No optimal features file found for OCUL: ./output/feature-sets/OCUL.txt
[2025-11-25T23:42:08.361040] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:42:08.361086] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:42:08.361127] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:42:08.361195] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:42:08.417768] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:42:08.418405] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:42:08.418500] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:42:08.418547] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:42:08.509926] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:42:08.510037] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:42:08.510079] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:42:08.510111] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:42:08.513223] [DEBUG] [FORECASTER] OCUL: Forecast T+1@11:T+2@11: UP (p=98.48%)
[2025-11-25T23:42:08.513512] [INFO ] [FORECASTER] Completed predict_future for OCUL
[2025-11-25T23:42:08.513679] [INFO ] [sig       ] OCUL: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:42:08.653376] [INFO ] [LOCAL     ] Saved forecast: OCUL	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/OCUL.txt
[2025-11-25T23:42:08.653514] [INFO ] [sig       ] [2385/3639] Completed OCUL in 0.3s | 3.04 sym/s | Total: 13.1m | ETA: 6.9m
[2025-11-25T23:42:08.653567] [INFO ] [sig       ] [2386/3639] Forecasting ODC...
[2025-11-25T23:42:08.653613] [INFO ] [sig       ] Generating forecast for: ODC
[2025-11-25T23:42:08.653672] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ODC' from 'https://tdm.silogroup.org/data/derivative_storage/ODC.csv'.
[2025-11-25T23:42:08.665421] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ODC'.
[2025-11-25T23:42:08.665760] [INFO ] [FORECASTER] Starting predict_future for ODC
[2025-11-25T23:42:08.666541] [DEBUG] [LOCAL     ] No optimal features file found for ODC: ./output/feature-sets/ODC.txt
[2025-11-25T23:42:08.666613] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:42:08.666704] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:42:08.666748] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:42:08.666817] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:42:08.723400] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:42:08.724035] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:42:08.724131] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:42:08.724181] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:42:08.847742] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:42:08.847845] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:42:08.847886] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:42:08.847919] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:42:08.851046] [DEBUG] [FORECASTER] ODC: Forecast T+1@11:T+2@11: UP (p=72.98%)
[2025-11-25T23:42:08.851453] [INFO ] [FORECASTER] Completed predict_future for ODC
[2025-11-25T23:42:08.851684] [INFO ] [sig       ] ODC: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:42:08.991387] [INFO ] [LOCAL     ] Saved forecast: ODC	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/ODC.txt
[2025-11-25T23:42:08.991516] [INFO ] [sig       ] [2386/3639] Completed ODC in 0.3s | 3.04 sym/s | Total: 13.1m | ETA: 6.9m
[2025-11-25T23:42:08.991570] [INFO ] [sig       ] [2387/3639] Forecasting ODD...
[2025-11-25T23:42:08.991611] [INFO ] [sig       ] Generating forecast for: ODD
[2025-11-25T23:42:08.991671] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ODD' from 'https://tdm.silogroup.org/data/derivative_storage/ODD.csv'.
[2025-11-25T23:42:09.002993] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ODD'.
[2025-11-25T23:42:09.003284] [INFO ] [FORECASTER] Starting predict_future for ODD
[2025-11-25T23:42:09.004097] [DEBUG] [LOCAL     ] No optimal features file found for ODD: ./output/feature-sets/ODD.txt
[2025-11-25T23:42:09.004166] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:42:09.004213] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:42:09.004253] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:42:09.004322] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:42:09.060852] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:42:09.061458] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:42:09.061551] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:42:09.061601] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:42:09.155854] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:42:09.155953] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:42:09.155993] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:42:09.156027] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:42:09.159062] [DEBUG] [FORECASTER] ODD: Forecast T+1@11:T+2@11: DOWN (p=33.79%)
[2025-11-25T23:42:09.159341] [INFO ] [FORECASTER] Completed predict_future for ODD
[2025-11-25T23:42:09.159476] [INFO ] [sig       ] ODD: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:42:09.299477] [INFO ] [LOCAL     ] Saved forecast: ODD	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/ODD.txt
[2025-11-25T23:42:09.299627] [INFO ] [sig       ] [2387/3639] Completed ODD in 0.3s | 3.04 sym/s | Total: 13.1m | ETA: 6.9m
[2025-11-25T23:42:09.299703] [INFO ] [sig       ] [2388/3639] Forecasting ODFL...
[2025-11-25T23:42:09.299748] [INFO ] [sig       ] Generating forecast for: ODFL
[2025-11-25T23:42:09.299790] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ODFL' from 'https://tdm.silogroup.org/data/derivative_storage/ODFL.csv'.
[2025-11-25T23:42:09.311341] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ODFL'.
[2025-11-25T23:42:09.311633] [INFO ] [FORECASTER] Starting predict_future for ODFL
[2025-11-25T23:42:09.312441] [DEBUG] [LOCAL     ] No optimal features file found for ODFL: ./output/feature-sets/ODFL.txt
[2025-11-25T23:42:09.312510] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:42:09.312555] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:42:09.312595] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:42:09.312683] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:42:09.369914] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:42:09.370564] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:42:09.370677] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:42:09.370726] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:42:09.468748] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:42:09.468884] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:42:09.468926] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:42:09.468960] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:42:09.472205] [DEBUG] [FORECASTER] ODFL: Forecast T+1@11:T+2@11: UP (p=93.05%)
[2025-11-25T23:42:09.472521] [INFO ] [FORECASTER] Completed predict_future for ODFL
[2025-11-25T23:42:09.472702] [INFO ] [sig       ] ODFL: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:42:09.612807] [INFO ] [LOCAL     ] Saved forecast: ODFL	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/ODFL.txt
[2025-11-25T23:42:09.612953] [INFO ] [sig       ] [2388/3639] Completed ODFL in 0.3s | 3.04 sym/s | Total: 13.1m | ETA: 6.9m
[2025-11-25T23:42:09.613008] [INFO ] [sig       ] [2389/3639] Forecasting ODP...
[2025-11-25T23:42:09.613051] [INFO ] [sig       ] Generating forecast for: ODP
[2025-11-25T23:42:09.613092] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ODP' from 'https://tdm.silogroup.org/data/derivative_storage/ODP.csv'.
[2025-11-25T23:42:09.624462] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ODP'.
[2025-11-25T23:42:09.624807] [INFO ] [FORECASTER] Starting predict_future for ODP
[2025-11-25T23:42:09.625611] [DEBUG] [LOCAL     ] No optimal features file found for ODP: ./output/feature-sets/ODP.txt
[2025-11-25T23:42:09.625705] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:42:09.625751] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:42:09.625792] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:42:09.625862] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:42:09.682869] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:42:09.683513] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:42:09.683607] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:42:09.683672] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:42:09.780837] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:42:09.780977] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:42:09.781020] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:42:09.781055] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:42:09.784333] [DEBUG] [FORECASTER] ODP: Forecast T+1@11:T+2@11: DOWN (p=8.09%)
[2025-11-25T23:42:09.784660] [INFO ] [FORECASTER] Completed predict_future for ODP
[2025-11-25T23:42:09.784817] [INFO ] [sig       ] ODP: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:42:09.925020] [INFO ] [LOCAL     ] Saved forecast: ODP	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/ODP.txt
[2025-11-25T23:42:09.925161] [INFO ] [sig       ] [2389/3639] Completed ODP in 0.3s | 3.04 sym/s | Total: 13.1m | ETA: 6.9m
[2025-11-25T23:42:09.925215] [INFO ] [sig       ] [2390/3639] Forecasting OEC...
[2025-11-25T23:42:09.925269] [INFO ] [sig       ] Generating forecast for: OEC
[2025-11-25T23:42:09.925313] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OEC' from 'https://tdm.silogroup.org/data/derivative_storage/OEC.csv'.
[2025-11-25T23:42:09.936594] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OEC'.
[2025-11-25T23:42:09.937067] [INFO ] [FORECASTER] Starting predict_future for OEC
[2025-11-25T23:42:09.938512] [DEBUG] [LOCAL     ] No optimal features file found for OEC: ./output/feature-sets/OEC.txt
[2025-11-25T23:42:09.938705] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:42:09.938771] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:42:09.938826] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:42:09.938927] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:42:09.997492] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:42:09.998398] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:42:09.998499] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:42:09.998547] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:42:10.089604] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:42:10.089815] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:42:10.089862] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:42:10.089925] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:42:10.093353] [DEBUG] [FORECASTER] OEC: Forecast T+1@11:T+2@11: UP (p=98.31%)
[2025-11-25T23:42:10.093666] [INFO ] [FORECASTER] Completed predict_future for OEC
[2025-11-25T23:42:10.093816] [INFO ] [sig       ] OEC: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:42:10.234957] [INFO ] [LOCAL     ] Saved forecast: OEC	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/OEC.txt
[2025-11-25T23:42:10.235144] [INFO ] [sig       ] [2390/3639] Completed OEC in 0.3s | 3.04 sym/s | Total: 13.1m | ETA: 6.8m
[2025-11-25T23:42:10.235203] [INFO ] [sig       ] [2391/3639] Forecasting OESX...
[2025-11-25T23:42:10.235259] [INFO ] [sig       ] Generating forecast for: OESX
[2025-11-25T23:42:10.235310] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OESX' from 'https://tdm.silogroup.org/data/derivative_storage/OESX.csv'.
[2025-11-25T23:42:10.246892] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OESX'.
[2025-11-25T23:42:10.247277] [INFO ] [FORECASTER] Starting predict_future for OESX
[2025-11-25T23:42:10.248172] [DEBUG] [LOCAL     ] No optimal features file found for OESX: ./output/feature-sets/OESX.txt
[2025-11-25T23:42:10.248241] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:42:10.248295] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:42:10.248337] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:42:10.248435] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:42:10.306325] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:42:10.307193] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:42:10.307294] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:42:10.307352] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:42:10.399368] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:42:10.399554] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:42:10.399600] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:42:10.399634] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:42:10.403197] [DEBUG] [FORECASTER] OESX: Forecast T+1@11:T+2@11: UP (p=65.53%)
[2025-11-25T23:42:10.403524] [INFO ] [FORECASTER] Completed predict_future for OESX
[2025-11-25T23:42:10.403706] [INFO ] [sig       ] OESX: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:42:10.545599] [INFO ] [LOCAL     ] Saved forecast: OESX	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/OESX.txt
[2025-11-25T23:42:10.545786] [INFO ] [sig       ] [2391/3639] Completed OESX in 0.3s | 3.04 sym/s | Total: 13.1m | ETA: 6.8m
[2025-11-25T23:42:10.545842] [INFO ] [sig       ] [2392/3639] Forecasting OFG...
[2025-11-25T23:42:10.545906] [INFO ] [sig       ] Generating forecast for: OFG
[2025-11-25T23:42:10.545958] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OFG' from 'https://tdm.silogroup.org/data/derivative_storage/OFG.csv'.
[2025-11-25T23:42:10.557486] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OFG'.
[2025-11-25T23:42:10.557826] [INFO ] [FORECASTER] Starting predict_future for OFG
[2025-11-25T23:42:10.558632] [DEBUG] [LOCAL     ] No optimal features file found for OFG: ./output/feature-sets/OFG.txt
[2025-11-25T23:42:10.560004] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:42:10.560066] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:42:10.560106] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:42:10.560182] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:42:10.616950] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:42:10.617594] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:42:10.617709] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:42:10.617756] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:42:10.707970] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:42:10.708099] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:42:10.708142] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:42:10.708176] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:42:10.711388] [DEBUG] [FORECASTER] OFG: Forecast T+1@11:T+2@11: UP (p=88.98%)
[2025-11-25T23:42:10.711688] [INFO ] [FORECASTER] Completed predict_future for OFG
[2025-11-25T23:42:10.711836] [INFO ] [sig       ] OFG: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:42:10.851400] [INFO ] [LOCAL     ] Saved forecast: OFG	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/OFG.txt
[2025-11-25T23:42:10.851544] [INFO ] [sig       ] [2392/3639] Completed OFG in 0.3s | 3.04 sym/s | Total: 13.1m | ETA: 6.8m
[2025-11-25T23:42:10.851597] [INFO ] [sig       ] [2393/3639] Forecasting OFIX...
[2025-11-25T23:42:10.851636] [INFO ] [sig       ] Generating forecast for: OFIX
[2025-11-25T23:42:10.851699] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OFIX' from 'https://tdm.silogroup.org/data/derivative_storage/OFIX.csv'.
[2025-11-25T23:42:10.864718] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OFIX'.
[2025-11-25T23:42:10.865136] [INFO ] [FORECASTER] Starting predict_future for OFIX
[2025-11-25T23:42:10.866042] [DEBUG] [LOCAL     ] No optimal features file found for OFIX: ./output/feature-sets/OFIX.txt
[2025-11-25T23:42:10.866112] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:42:10.866159] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:42:10.866199] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:42:10.866269] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:42:10.927568] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:42:10.928552] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:42:10.928697] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:42:10.928757] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:42:11.024491] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:42:11.024688] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:42:11.024763] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:42:11.024834] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:42:11.028361] [DEBUG] [FORECASTER] OFIX: Forecast T+1@11:T+2@11: UP (p=96.55%)
[2025-11-25T23:42:11.028702] [INFO ] [FORECASTER] Completed predict_future for OFIX
[2025-11-25T23:42:11.028869] [INFO ] [sig       ] OFIX: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:42:11.169953] [INFO ] [LOCAL     ] Saved forecast: OFIX	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/OFIX.txt
[2025-11-25T23:42:11.170125] [INFO ] [sig       ] [2393/3639] Completed OFIX in 0.3s | 3.04 sym/s | Total: 13.1m | ETA: 6.8m
[2025-11-25T23:42:11.170181] [INFO ] [sig       ] [2394/3639] Forecasting OFLX...
[2025-11-25T23:42:11.170300] [INFO ] [sig       ] Generating forecast for: OFLX
[2025-11-25T23:42:11.170354] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OFLX' from 'https://tdm.silogroup.org/data/derivative_storage/OFLX.csv'.
[2025-11-25T23:42:11.182696] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OFLX'.
[2025-11-25T23:42:11.183118] [INFO ] [FORECASTER] Starting predict_future for OFLX
[2025-11-25T23:42:11.183948] [DEBUG] [LOCAL     ] No optimal features file found for OFLX: ./output/feature-sets/OFLX.txt
[2025-11-25T23:42:11.184016] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:42:11.184062] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:42:11.184103] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:42:11.184171] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:42:11.243299] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:42:11.244264] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:42:11.244367] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:42:11.244415] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:42:11.325432] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:42:11.325633] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:42:11.325708] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:42:11.325750] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:42:11.329306] [DEBUG] [FORECASTER] OFLX: Forecast T+1@11:T+2@11: DOWN (p=4.44%)
[2025-11-25T23:42:11.329629] [INFO ] [FORECASTER] Completed predict_future for OFLX
[2025-11-25T23:42:11.329825] [INFO ] [sig       ] OFLX: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:42:11.479621] [INFO ] [LOCAL     ] Saved forecast: OFLX	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/OFLX.txt
[2025-11-25T23:42:11.479808] [INFO ] [sig       ] [2394/3639] Completed OFLX in 0.3s | 3.04 sym/s | Total: 13.1m | ETA: 6.8m
[2025-11-25T23:42:11.479868] [INFO ] [sig       ] [2395/3639] Forecasting OFS...
[2025-11-25T23:42:11.479915] [INFO ] [sig       ] Generating forecast for: OFS
[2025-11-25T23:42:11.480001] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OFS' from 'https://tdm.silogroup.org/data/derivative_storage/OFS.csv'.
[2025-11-25T23:42:11.494409] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OFS'.
[2025-11-25T23:42:11.494852] [INFO ] [FORECASTER] Starting predict_future for OFS
[2025-11-25T23:42:11.495736] [DEBUG] [LOCAL     ] No optimal features file found for OFS: ./output/feature-sets/OFS.txt
[2025-11-25T23:42:11.495805] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:42:11.495851] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:42:11.495892] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:42:11.495962] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:42:11.556053] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:42:11.556854] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:42:11.556956] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:42:11.557004] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:42:11.645003] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:42:11.645191] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:42:11.645241] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:42:11.645278] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:42:11.648906] [DEBUG] [FORECASTER] OFS: Forecast T+1@11:T+2@11: UP (p=95.69%)
[2025-11-25T23:42:11.649244] [INFO ] [FORECASTER] Completed predict_future for OFS
[2025-11-25T23:42:11.649408] [INFO ] [sig       ] OFS: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:42:11.801307] [INFO ] [LOCAL     ] Saved forecast: OFS	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/OFS.txt
[2025-11-25T23:42:11.801489] [INFO ] [sig       ] [2395/3639] Completed OFS in 0.3s | 3.04 sym/s | Total: 13.1m | ETA: 6.8m
[2025-11-25T23:42:11.801566] [INFO ] [sig       ] [2396/3639] Forecasting OGE...
[2025-11-25T23:42:11.801622] [INFO ] [sig       ] Generating forecast for: OGE
[2025-11-25T23:42:11.801764] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OGE' from 'https://tdm.silogroup.org/data/derivative_storage/OGE.csv'.
[2025-11-25T23:42:11.814261] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OGE'.
[2025-11-25T23:42:11.814699] [INFO ] [FORECASTER] Starting predict_future for OGE
[2025-11-25T23:42:11.815516] [DEBUG] [LOCAL     ] No optimal features file found for OGE: ./output/feature-sets/OGE.txt
[2025-11-25T23:42:11.815588] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:42:11.815659] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:42:11.815706] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:42:11.815778] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:42:11.875806] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:42:11.876750] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:42:11.876848] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:42:11.876895] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:42:11.967122] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:42:11.967291] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:42:11.967337] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:42:11.967393] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:42:11.970850] [DEBUG] [FORECASTER] OGE: Forecast T+1@11:T+2@11: DOWN (p=25.95%)
[2025-11-25T23:42:11.971148] [INFO ] [FORECASTER] Completed predict_future for OGE
[2025-11-25T23:42:11.971286] [INFO ] [sig       ] OGE: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:42:12.114150] [INFO ] [LOCAL     ] Saved forecast: OGE	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/OGE.txt
[2025-11-25T23:42:12.114345] [INFO ] [sig       ] [2396/3639] Completed OGE in 0.3s | 3.04 sym/s | Total: 13.1m | ETA: 6.8m
[2025-11-25T23:42:12.114403] [INFO ] [sig       ] [2397/3639] Forecasting OGI...
[2025-11-25T23:42:12.114448] [INFO ] [sig       ] Generating forecast for: OGI
[2025-11-25T23:42:12.114490] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OGI' from 'https://tdm.silogroup.org/data/derivative_storage/OGI.csv'.
[2025-11-25T23:42:12.126391] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OGI'.
[2025-11-25T23:42:12.126749] [INFO ] [FORECASTER] Starting predict_future for OGI
[2025-11-25T23:42:12.127593] [DEBUG] [LOCAL     ] No optimal features file found for OGI: ./output/feature-sets/OGI.txt
[2025-11-25T23:42:12.127683] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:42:12.127733] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:42:12.127776] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:42:12.127859] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:42:12.185729] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:42:12.186491] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:42:12.186586] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:42:12.186634] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:42:12.288962] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:42:12.289129] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:42:12.289174] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:42:12.289208] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:42:12.292548] [DEBUG] [FORECASTER] OGI: Forecast T+1@11:T+2@11: UP (p=55.06%)
[2025-11-25T23:42:12.292937] [INFO ] [FORECASTER] Completed predict_future for OGI
[2025-11-25T23:42:12.293141] [INFO ] [sig       ] OGI: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:42:12.438821] [INFO ] [LOCAL     ] Saved forecast: OGI	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/OGI.txt
[2025-11-25T23:42:12.439003] [INFO ] [sig       ] [2397/3639] Completed OGI in 0.3s | 3.04 sym/s | Total: 13.1m | ETA: 6.8m
[2025-11-25T23:42:12.439067] [INFO ] [sig       ] [2398/3639] Forecasting OGN...
[2025-11-25T23:42:12.439119] [INFO ] [sig       ] Generating forecast for: OGN
[2025-11-25T23:42:12.439161] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OGN' from 'https://tdm.silogroup.org/data/derivative_storage/OGN.csv'.
[2025-11-25T23:42:12.450462] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OGN'.
[2025-11-25T23:42:12.450801] [INFO ] [FORECASTER] Starting predict_future for OGN
[2025-11-25T23:42:12.451581] [DEBUG] [LOCAL     ] No optimal features file found for OGN: ./output/feature-sets/OGN.txt
[2025-11-25T23:42:12.451672] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:42:12.451724] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:42:12.451766] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:42:12.451838] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:42:12.509915] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:42:12.510740] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:42:12.510839] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:42:12.510888] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:42:12.630451] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:42:12.630591] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:42:12.630633] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:42:12.630694] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:42:12.633943] [DEBUG] [FORECASTER] OGN: Forecast T+1@11:T+2@11: UP (p=67.80%)
[2025-11-25T23:42:12.634239] [INFO ] [FORECASTER] Completed predict_future for OGN
[2025-11-25T23:42:12.634392] [INFO ] [sig       ] OGN: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:42:12.776386] [INFO ] [LOCAL     ] Saved forecast: OGN	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/OGN.txt
[2025-11-25T23:42:12.776535] [INFO ] [sig       ] [2398/3639] Completed OGN in 0.3s | 3.04 sym/s | Total: 13.1m | ETA: 6.8m
[2025-11-25T23:42:12.776592] [INFO ] [sig       ] [2399/3639] Forecasting OHI...
[2025-11-25T23:42:12.776631] [INFO ] [sig       ] Generating forecast for: OHI
[2025-11-25T23:42:12.776692] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OHI' from 'https://tdm.silogroup.org/data/derivative_storage/OHI.csv'.
[2025-11-25T23:42:12.787758] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OHI'.
[2025-11-25T23:42:12.788061] [INFO ] [FORECASTER] Starting predict_future for OHI
[2025-11-25T23:42:12.788865] [DEBUG] [LOCAL     ] No optimal features file found for OHI: ./output/feature-sets/OHI.txt
[2025-11-25T23:42:12.788946] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:42:12.788993] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:42:12.789031] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:42:12.789101] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:42:12.847895] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:42:12.848593] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:42:12.848709] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:42:12.848763] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:42:12.928988] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:42:12.929182] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:42:12.929230] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:42:12.929265] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:42:12.932983] [DEBUG] [FORECASTER] OHI: Forecast T+1@11:T+2@11: UP (p=66.19%)
[2025-11-25T23:42:12.933333] [INFO ] [FORECASTER] Completed predict_future for OHI
[2025-11-25T23:42:12.933497] [INFO ] [sig       ] OHI: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:42:13.081081] [INFO ] [LOCAL     ] Saved forecast: OHI	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/OHI.txt
[2025-11-25T23:42:13.081248] [INFO ] [sig       ] [2399/3639] Completed OHI in 0.3s | 3.04 sym/s | Total: 13.1m | ETA: 6.8m
[2025-11-25T23:42:13.081347] [INFO ] [sig       ] [2400/3639] Forecasting OI...
[2025-11-25T23:42:13.081406] [INFO ] [sig       ] Generating forecast for: OI
[2025-11-25T23:42:13.081448] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OI' from 'https://tdm.silogroup.org/data/derivative_storage/OI.csv'.
[2025-11-25T23:42:13.093705] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OI'.
[2025-11-25T23:42:13.094051] [INFO ] [FORECASTER] Starting predict_future for OI
[2025-11-25T23:42:13.094896] [DEBUG] [LOCAL     ] No optimal features file found for OI: ./output/feature-sets/OI.txt
[2025-11-25T23:42:13.094967] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:42:13.095014] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:42:13.095055] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:42:13.095124] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:42:13.156063] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:42:13.156972] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:42:13.157076] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:42:13.157126] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:42:13.253706] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:42:13.253900] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:42:13.253945] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:42:13.253980] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:42:13.257459] [DEBUG] [FORECASTER] OI: Forecast T+1@11:T+2@11: UP (p=82.79%)
[2025-11-25T23:42:13.257801] [INFO ] [FORECASTER] Completed predict_future for OI
[2025-11-25T23:42:13.257959] [INFO ] [sig       ] OI: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:42:13.401568] [INFO ] [LOCAL     ] Saved forecast: OI	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/OI.txt
[2025-11-25T23:42:13.401750] [INFO ] [sig       ] [2400/3639] Completed OI in 0.3s | 3.04 sym/s | Total: 13.2m | ETA: 6.8m
[2025-11-25T23:42:13.401810] [INFO ] [sig       ] [2401/3639] Forecasting OIA...
[2025-11-25T23:42:13.401854] [INFO ] [sig       ] Generating forecast for: OIA
[2025-11-25T23:42:13.401895] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OIA' from 'https://tdm.silogroup.org/data/derivative_storage/OIA.csv'.
[2025-11-25T23:42:13.414321] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OIA'.
[2025-11-25T23:42:13.414713] [INFO ] [FORECASTER] Starting predict_future for OIA
[2025-11-25T23:42:13.415589] [DEBUG] [LOCAL     ] No optimal features file found for OIA: ./output/feature-sets/OIA.txt
[2025-11-25T23:42:13.415682] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:42:13.415734] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:42:13.415775] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:42:13.415845] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:42:13.476056] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:42:13.476869] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:42:13.476970] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:42:13.477017] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:42:13.572212] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:42:13.572405] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:42:13.572453] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:42:13.572488] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:42:13.576174] [DEBUG] [FORECASTER] OIA: Forecast T+1@11:T+2@11: UP (p=80.11%)
[2025-11-25T23:42:13.576544] [INFO ] [FORECASTER] Completed predict_future for OIA
[2025-11-25T23:42:13.576739] [INFO ] [sig       ] OIA: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:42:13.719500] [INFO ] [LOCAL     ] Saved forecast: OIA	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/OIA.txt
[2025-11-25T23:42:13.719710] [INFO ] [sig       ] [2401/3639] Completed OIA in 0.3s | 3.04 sym/s | Total: 13.2m | ETA: 6.8m
[2025-11-25T23:42:13.719800] [INFO ] [sig       ] [2402/3639] Forecasting OII...
[2025-11-25T23:42:13.719857] [INFO ] [sig       ] Generating forecast for: OII
[2025-11-25T23:42:13.719910] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OII' from 'https://tdm.silogroup.org/data/derivative_storage/OII.csv'.
[2025-11-25T23:42:13.731731] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OII'.
[2025-11-25T23:42:13.732076] [INFO ] [FORECASTER] Starting predict_future for OII
[2025-11-25T23:42:13.732917] [DEBUG] [LOCAL     ] No optimal features file found for OII: ./output/feature-sets/OII.txt
[2025-11-25T23:42:13.732985] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:42:13.733041] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:42:13.733090] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:42:13.733176] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:42:13.791950] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:42:13.792616] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:42:13.792744] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:42:13.792794] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:42:13.882803] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:42:13.882992] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:42:13.883038] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:42:13.883073] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:42:13.886592] [DEBUG] [FORECASTER] OII: Forecast T+1@11:T+2@11: UP (p=74.08%)
[2025-11-25T23:42:13.886913] [INFO ] [FORECASTER] Completed predict_future for OII
[2025-11-25T23:42:13.887062] [INFO ] [sig       ] OII: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:42:14.031527] [INFO ] [LOCAL     ] Saved forecast: OII	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/OII.txt
[2025-11-25T23:42:14.031722] [INFO ] [sig       ] [2402/3639] Completed OII in 0.3s | 3.04 sym/s | Total: 13.2m | ETA: 6.8m
[2025-11-25T23:42:14.031791] [INFO ] [sig       ] [2403/3639] Forecasting OIS...
[2025-11-25T23:42:14.031848] [INFO ] [sig       ] Generating forecast for: OIS
[2025-11-25T23:42:14.031900] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OIS' from 'https://tdm.silogroup.org/data/derivative_storage/OIS.csv'.
[2025-11-25T23:42:14.043527] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OIS'.
[2025-11-25T23:42:14.043896] [INFO ] [FORECASTER] Starting predict_future for OIS
[2025-11-25T23:42:14.044706] [DEBUG] [LOCAL     ] No optimal features file found for OIS: ./output/feature-sets/OIS.txt
[2025-11-25T23:42:14.044776] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:42:14.044832] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:42:14.044881] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:42:14.044960] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:42:14.103985] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:42:14.104674] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:42:14.104771] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:42:14.104830] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:42:14.200976] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:42:14.201207] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:42:14.201268] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:42:14.201317] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:42:14.204918] [DEBUG] [FORECASTER] OIS: Forecast T+1@11:T+2@11: UP (p=55.01%)
[2025-11-25T23:42:14.205231] [INFO ] [FORECASTER] Completed predict_future for OIS
[2025-11-25T23:42:14.205385] [INFO ] [sig       ] OIS: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:42:14.356895] [INFO ] [LOCAL     ] Saved forecast: OIS	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/OIS.txt
[2025-11-25T23:42:14.357090] [INFO ] [sig       ] [2403/3639] Completed OIS in 0.3s | 3.04 sym/s | Total: 13.2m | ETA: 6.8m
[2025-11-25T23:42:14.357146] [INFO ] [sig       ] [2404/3639] Forecasting OKE...
[2025-11-25T23:42:14.357188] [INFO ] [sig       ] Generating forecast for: OKE
[2025-11-25T23:42:14.357229] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OKE' from 'https://tdm.silogroup.org/data/derivative_storage/OKE.csv'.
[2025-11-25T23:42:14.370891] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OKE'.
[2025-11-25T23:42:14.371332] [INFO ] [FORECASTER] Starting predict_future for OKE
[2025-11-25T23:42:14.372445] [DEBUG] [LOCAL     ] No optimal features file found for OKE: ./output/feature-sets/OKE.txt
[2025-11-25T23:42:14.372520] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:42:14.372567] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:42:14.372607] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:42:14.372690] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:42:14.440383] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:42:14.441358] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:42:14.441464] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:42:14.441517] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:42:14.552865] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:42:14.553076] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:42:14.553123] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:42:14.553158] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:42:14.557169] [DEBUG] [FORECASTER] OKE: Forecast T+1@11:T+2@11: DOWN (p=42.21%)
[2025-11-25T23:42:14.557568] [INFO ] [FORECASTER] Completed predict_future for OKE
[2025-11-25T23:42:14.557777] [INFO ] [sig       ] OKE: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:42:14.716161] [INFO ] [LOCAL     ] Saved forecast: OKE	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/OKE.txt
[2025-11-25T23:42:14.716389] [INFO ] [sig       ] [2404/3639] Completed OKE in 0.4s | 3.04 sym/s | Total: 13.2m | ETA: 6.8m
[2025-11-25T23:42:14.716453] [INFO ] [sig       ] [2405/3639] Forecasting OKTA...
[2025-11-25T23:42:14.716498] [INFO ] [sig       ] Generating forecast for: OKTA
[2025-11-25T23:42:14.716534] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OKTA' from 'https://tdm.silogroup.org/data/derivative_storage/OKTA.csv'.
[2025-11-25T23:42:14.730237] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OKTA'.
[2025-11-25T23:42:14.730730] [INFO ] [FORECASTER] Starting predict_future for OKTA
[2025-11-25T23:42:14.731668] [DEBUG] [LOCAL     ] No optimal features file found for OKTA: ./output/feature-sets/OKTA.txt
[2025-11-25T23:42:14.731795] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:42:14.731845] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:42:14.731880] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:42:14.731944] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:42:14.797341] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:42:14.798443] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:42:14.798569] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:42:14.798620] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:42:14.921516] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:42:14.921779] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:42:14.921879] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:42:14.921958] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:42:14.927240] [DEBUG] [FORECASTER] OKTA: Forecast T+1@11:T+2@11: DOWN (p=6.97%)
[2025-11-25T23:42:14.927993] [INFO ] [FORECASTER] Completed predict_future for OKTA
[2025-11-25T23:42:14.928253] [INFO ] [sig       ] OKTA: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:42:15.120714] [INFO ] [LOCAL     ] Saved forecast: OKTA	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/OKTA.txt
[2025-11-25T23:42:15.120931] [INFO ] [sig       ] [2405/3639] Completed OKTA in 0.4s | 3.04 sym/s | Total: 13.2m | ETA: 6.8m
[2025-11-25T23:42:15.121022] [INFO ] [sig       ] [2406/3639] Forecasting OKYO...
[2025-11-25T23:42:15.121092] [INFO ] [sig       ] Generating forecast for: OKYO
[2025-11-25T23:42:15.121154] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OKYO' from 'https://tdm.silogroup.org/data/derivative_storage/OKYO.csv'.
[2025-11-25T23:42:15.134382] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OKYO'.
[2025-11-25T23:42:15.134856] [INFO ] [FORECASTER] Starting predict_future for OKYO
[2025-11-25T23:42:15.135774] [DEBUG] [LOCAL     ] No optimal features file found for OKYO: ./output/feature-sets/OKYO.txt
[2025-11-25T23:42:15.135857] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:42:15.135921] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:42:15.135966] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:42:15.136037] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:42:15.199581] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:42:15.200540] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:42:15.200673] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:42:15.200739] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:42:15.289113] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:42:15.289316] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:42:15.289414] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:42:15.289457] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:42:15.293451] [DEBUG] [FORECASTER] OKYO: Forecast T+1@11:T+2@11: DOWN (p=26.94%)
[2025-11-25T23:42:15.293810] [INFO ] [FORECASTER] Completed predict_future for OKYO
[2025-11-25T23:42:15.293973] [INFO ] [sig       ] OKYO: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:42:15.441710] [INFO ] [LOCAL     ] Saved forecast: OKYO	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/OKYO.txt
[2025-11-25T23:42:15.441898] [INFO ] [sig       ] [2406/3639] Completed OKYO in 0.3s | 3.04 sym/s | Total: 13.2m | ETA: 6.8m
[2025-11-25T23:42:15.441958] [INFO ] [sig       ] [2407/3639] Forecasting OLED...
[2025-11-25T23:42:15.442010] [INFO ] [sig       ] Generating forecast for: OLED
[2025-11-25T23:42:15.442060] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OLED' from 'https://tdm.silogroup.org/data/derivative_storage/OLED.csv'.
[2025-11-25T23:42:15.454039] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OLED'.
[2025-11-25T23:42:15.454460] [INFO ] [FORECASTER] Starting predict_future for OLED
[2025-11-25T23:42:15.455346] [DEBUG] [LOCAL     ] No optimal features file found for OLED: ./output/feature-sets/OLED.txt
[2025-11-25T23:42:15.455418] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:42:15.455474] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:42:15.455526] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:42:15.455616] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:42:15.517224] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:42:15.518282] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:42:15.518406] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:42:15.518463] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:42:15.610309] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:42:15.610496] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:42:15.610546] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:42:15.610586] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:42:15.615070] [DEBUG] [FORECASTER] OLED: Forecast T+1@11:T+2@11: UP (p=61.43%)
[2025-11-25T23:42:15.615599] [INFO ] [FORECASTER] Completed predict_future for OLED
[2025-11-25T23:42:15.615895] [INFO ] [sig       ] OLED: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:42:15.768671] [INFO ] [LOCAL     ] Saved forecast: OLED	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/OLED.txt
[2025-11-25T23:42:15.768878] [INFO ] [sig       ] [2407/3639] Completed OLED in 0.3s | 3.04 sym/s | Total: 13.2m | ETA: 6.8m
[2025-11-25T23:42:15.768959] [INFO ] [sig       ] [2408/3639] Forecasting OLLI...
[2025-11-25T23:42:15.769069] [INFO ] [sig       ] Generating forecast for: OLLI
[2025-11-25T23:42:15.769136] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OLLI' from 'https://tdm.silogroup.org/data/derivative_storage/OLLI.csv'.
[2025-11-25T23:42:15.781491] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OLLI'.
[2025-11-25T23:42:15.781984] [INFO ] [FORECASTER] Starting predict_future for OLLI
[2025-11-25T23:42:15.782928] [DEBUG] [LOCAL     ] No optimal features file found for OLLI: ./output/feature-sets/OLLI.txt
[2025-11-25T23:42:15.783011] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:42:15.783073] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:42:15.783128] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:42:15.783223] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:42:15.841228] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:42:15.842172] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:42:15.842311] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:42:15.842377] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:42:15.949262] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:42:15.949460] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:42:15.949505] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:42:15.949540] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:42:15.953015] [DEBUG] [FORECASTER] OLLI: Forecast T+1@11:T+2@11: UP (p=51.26%)
[2025-11-25T23:42:15.953356] [INFO ] [FORECASTER] Completed predict_future for OLLI
[2025-11-25T23:42:15.953501] [INFO ] [sig       ] OLLI: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:42:16.095365] [INFO ] [LOCAL     ] Saved forecast: OLLI	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/OLLI.txt
[2025-11-25T23:42:16.095554] [INFO ] [sig       ] [2408/3639] Completed OLLI in 0.3s | 3.04 sym/s | Total: 13.2m | ETA: 6.7m
[2025-11-25T23:42:16.095608] [INFO ] [sig       ] [2409/3639] Forecasting OLMA...
[2025-11-25T23:42:16.095677] [INFO ] [sig       ] Generating forecast for: OLMA
[2025-11-25T23:42:16.095720] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OLMA' from 'https://tdm.silogroup.org/data/derivative_storage/OLMA.csv'.
[2025-11-25T23:42:16.107242] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OLMA'.
[2025-11-25T23:42:16.107631] [INFO ] [FORECASTER] Starting predict_future for OLMA
[2025-11-25T23:42:16.108459] [DEBUG] [LOCAL     ] No optimal features file found for OLMA: ./output/feature-sets/OLMA.txt
[2025-11-25T23:42:16.108529] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:42:16.108576] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:42:16.108618] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:42:16.108712] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:42:16.165856] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:42:16.166502] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:42:16.166595] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:42:16.166663] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:42:16.271602] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:42:16.271767] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:42:16.271811] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:42:16.271845] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:42:16.275132] [DEBUG] [FORECASTER] OLMA: Forecast T+1@11:T+2@11: UP (p=61.36%)
[2025-11-25T23:42:16.275416] [INFO ] [FORECASTER] Completed predict_future for OLMA
[2025-11-25T23:42:16.275548] [INFO ] [sig       ] OLMA: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:42:16.416221] [INFO ] [LOCAL     ] Saved forecast: OLMA	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/OLMA.txt
[2025-11-25T23:42:16.416360] [INFO ] [sig       ] [2409/3639] Completed OLMA in 0.3s | 3.04 sym/s | Total: 13.2m | ETA: 6.7m
[2025-11-25T23:42:16.416415] [INFO ] [sig       ] [2410/3639] Forecasting OLN...
[2025-11-25T23:42:16.416461] [INFO ] [sig       ] Generating forecast for: OLN
[2025-11-25T23:42:16.416504] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OLN' from 'https://tdm.silogroup.org/data/derivative_storage/OLN.csv'.
[2025-11-25T23:42:16.427816] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OLN'.
[2025-11-25T23:42:16.428124] [INFO ] [FORECASTER] Starting predict_future for OLN
[2025-11-25T23:42:16.428931] [DEBUG] [LOCAL     ] No optimal features file found for OLN: ./output/feature-sets/OLN.txt
[2025-11-25T23:42:16.429001] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:42:16.429073] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:42:16.429118] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:42:16.429186] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:42:16.486573] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:42:16.487192] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:42:16.487285] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:42:16.487332] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:42:16.593914] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:42:16.594028] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:42:16.594069] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:42:16.594102] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:42:16.597249] [DEBUG] [FORECASTER] OLN: Forecast T+1@11:T+2@11: UP (p=90.00%)
[2025-11-25T23:42:16.597551] [INFO ] [FORECASTER] Completed predict_future for OLN
[2025-11-25T23:42:16.597713] [INFO ] [sig       ] OLN: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:42:16.736792] [INFO ] [LOCAL     ] Saved forecast: OLN	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/OLN.txt
[2025-11-25T23:42:16.736926] [INFO ] [sig       ] [2410/3639] Completed OLN in 0.3s | 3.04 sym/s | Total: 13.2m | ETA: 6.7m
[2025-11-25T23:42:16.736981] [INFO ] [sig       ] [2411/3639] Forecasting OLP...
[2025-11-25T23:42:16.737023] [INFO ] [sig       ] Generating forecast for: OLP
[2025-11-25T23:42:16.737064] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OLP' from 'https://tdm.silogroup.org/data/derivative_storage/OLP.csv'.
[2025-11-25T23:42:16.748147] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OLP'.
[2025-11-25T23:42:16.748432] [INFO ] [FORECASTER] Starting predict_future for OLP
[2025-11-25T23:42:16.749239] [DEBUG] [LOCAL     ] No optimal features file found for OLP: ./output/feature-sets/OLP.txt
[2025-11-25T23:42:16.749308] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:42:16.749354] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:42:16.749394] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:42:16.749460] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:42:16.806045] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:42:16.806673] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:42:16.806766] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:42:16.806813] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:42:16.910130] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:42:16.910231] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:42:16.910272] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:42:16.910305] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:42:16.913375] [DEBUG] [FORECASTER] OLP: Forecast T+1@11:T+2@11: DOWN (p=48.40%)
[2025-11-25T23:42:16.913676] [INFO ] [FORECASTER] Completed predict_future for OLP
[2025-11-25T23:42:16.913829] [INFO ] [sig       ] OLP: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:42:17.053952] [INFO ] [LOCAL     ] Saved forecast: OLP	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/OLP.txt
[2025-11-25T23:42:17.054094] [INFO ] [sig       ] [2411/3639] Completed OLP in 0.3s | 3.04 sym/s | Total: 13.2m | ETA: 6.7m
[2025-11-25T23:42:17.054147] [INFO ] [sig       ] [2412/3639] Forecasting OLPX...
[2025-11-25T23:42:17.054192] [INFO ] [sig       ] Generating forecast for: OLPX
[2025-11-25T23:42:17.054232] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OLPX' from 'https://tdm.silogroup.org/data/derivative_storage/OLPX.csv'.
[2025-11-25T23:42:17.065953] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OLPX'.
[2025-11-25T23:42:17.066257] [INFO ] [FORECASTER] Starting predict_future for OLPX
[2025-11-25T23:42:17.067080] [DEBUG] [LOCAL     ] No optimal features file found for OLPX: ./output/feature-sets/OLPX.txt
[2025-11-25T23:42:17.067149] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:42:17.067195] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:42:17.067236] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:42:17.067303] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:42:17.123948] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:42:17.124568] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:42:17.124680] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:42:17.124730] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:42:17.208789] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:42:17.208941] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:42:17.208986] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:42:17.209020] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:42:17.212275] [DEBUG] [FORECASTER] OLPX: Forecast T+1@11:T+2@11: DOWN (p=7.62%)
[2025-11-25T23:42:17.212564] [INFO ] [FORECASTER] Completed predict_future for OLPX
[2025-11-25T23:42:17.212724] [INFO ] [sig       ] OLPX: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:42:17.354360] [INFO ] [LOCAL     ] Saved forecast: OLPX	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/OLPX.txt
[2025-11-25T23:42:17.354501] [INFO ] [sig       ] [2412/3639] Completed OLPX in 0.3s | 3.04 sym/s | Total: 13.2m | ETA: 6.7m
[2025-11-25T23:42:17.354556] [INFO ] [sig       ] [2413/3639] Forecasting OM...
[2025-11-25T23:42:17.354598] [INFO ] [sig       ] Generating forecast for: OM
[2025-11-25T23:42:17.354656] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OM' from 'https://tdm.silogroup.org/data/derivative_storage/OM.csv'.
[2025-11-25T23:42:17.365851] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OM'.
[2025-11-25T23:42:17.366156] [INFO ] [FORECASTER] Starting predict_future for OM
[2025-11-25T23:42:17.366971] [DEBUG] [LOCAL     ] No optimal features file found for OM: ./output/feature-sets/OM.txt
[2025-11-25T23:42:17.367038] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:42:17.367085] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:42:17.367126] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:42:17.367192] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:42:17.425197] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:42:17.425848] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:42:17.425942] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:42:17.425987] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:42:17.501407] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:42:17.501533] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:42:17.501576] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:42:17.501611] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:42:17.504909] [DEBUG] [FORECASTER] OM: Forecast T+1@11:T+2@11: UP (p=99.47%)
[2025-11-25T23:42:17.505192] [INFO ] [FORECASTER] Completed predict_future for OM
[2025-11-25T23:42:17.505321] [INFO ] [sig       ] OM: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:42:17.647613] [INFO ] [LOCAL     ] Saved forecast: OM	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/OM.txt
[2025-11-25T23:42:17.647791] [INFO ] [sig       ] [2413/3639] Completed OM in 0.3s | 3.04 sym/s | Total: 13.2m | ETA: 6.7m
[2025-11-25T23:42:17.647846] [INFO ] [sig       ] [2414/3639] Forecasting OMAB...
[2025-11-25T23:42:17.647920] [INFO ] [sig       ] Generating forecast for: OMAB
[2025-11-25T23:42:17.647964] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OMAB' from 'https://tdm.silogroup.org/data/derivative_storage/OMAB.csv'.
[2025-11-25T23:42:17.659462] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OMAB'.
[2025-11-25T23:42:17.659775] [INFO ] [FORECASTER] Starting predict_future for OMAB
[2025-11-25T23:42:17.660562] [DEBUG] [LOCAL     ] No optimal features file found for OMAB: ./output/feature-sets/OMAB.txt
[2025-11-25T23:42:17.660630] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:42:17.660696] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:42:17.660737] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:42:17.660807] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:42:17.718043] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:42:17.718678] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:42:17.718773] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:42:17.718821] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:42:17.793265] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:42:17.793410] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:42:17.793455] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:42:17.793490] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:42:17.796721] [DEBUG] [FORECASTER] OMAB: Forecast T+1@11:T+2@11: DOWN (p=0.44%)
[2025-11-25T23:42:17.797023] [INFO ] [FORECASTER] Completed predict_future for OMAB
[2025-11-25T23:42:17.797152] [INFO ] [sig       ] OMAB: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:42:17.937550] [INFO ] [LOCAL     ] Saved forecast: OMAB	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/OMAB.txt
[2025-11-25T23:42:17.937704] [INFO ] [sig       ] [2414/3639] Completed OMAB in 0.3s | 3.04 sym/s | Total: 13.2m | ETA: 6.7m
[2025-11-25T23:42:17.937760] [INFO ] [sig       ] [2415/3639] Forecasting OMC...
[2025-11-25T23:42:17.937804] [INFO ] [sig       ] Generating forecast for: OMC
[2025-11-25T23:42:17.937846] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OMC' from 'https://tdm.silogroup.org/data/derivative_storage/OMC.csv'.
[2025-11-25T23:42:17.949162] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OMC'.
[2025-11-25T23:42:17.949468] [INFO ] [FORECASTER] Starting predict_future for OMC
[2025-11-25T23:42:17.950286] [DEBUG] [LOCAL     ] No optimal features file found for OMC: ./output/feature-sets/OMC.txt
[2025-11-25T23:42:17.950355] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:42:17.950401] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:42:17.950440] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:42:17.950508] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:42:18.007575] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:42:18.008246] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:42:18.008339] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:42:18.008385] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:42:18.096738] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:42:18.096873] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:42:18.096923] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:42:18.096960] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:42:18.100145] [DEBUG] [FORECASTER] OMC: Forecast T+1@11:T+2@11: DOWN (p=1.11%)
[2025-11-25T23:42:18.100438] [INFO ] [FORECASTER] Completed predict_future for OMC
[2025-11-25T23:42:18.100582] [INFO ] [sig       ] OMC: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:42:18.242086] [INFO ] [LOCAL     ] Saved forecast: OMC	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/OMC.txt
[2025-11-25T23:42:18.242246] [INFO ] [sig       ] [2415/3639] Completed OMC in 0.3s | 3.04 sym/s | Total: 13.2m | ETA: 6.7m
[2025-11-25T23:42:18.242302] [INFO ] [sig       ] [2416/3639] Forecasting OMCL...
[2025-11-25T23:42:18.242394] [INFO ] [sig       ] Generating forecast for: OMCL
[2025-11-25T23:42:18.242460] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OMCL' from 'https://tdm.silogroup.org/data/derivative_storage/OMCL.csv'.
[2025-11-25T23:42:18.253852] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OMCL'.
[2025-11-25T23:42:18.254201] [INFO ] [FORECASTER] Starting predict_future for OMCL
[2025-11-25T23:42:18.255030] [DEBUG] [LOCAL     ] No optimal features file found for OMCL: ./output/feature-sets/OMCL.txt
[2025-11-25T23:42:18.255100] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:42:18.255145] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:42:18.255187] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:42:18.255257] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:42:18.312517] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:42:18.313241] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:42:18.313337] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:42:18.313384] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:42:18.402241] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:42:18.402411] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:42:18.402458] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:42:18.402492] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:42:18.405929] [DEBUG] [FORECASTER] OMCL: Forecast T+1@11:T+2@11: DOWN (p=29.44%)
[2025-11-25T23:42:18.406221] [INFO ] [FORECASTER] Completed predict_future for OMCL
[2025-11-25T23:42:18.406354] [INFO ] [sig       ] OMCL: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:42:18.547483] [INFO ] [LOCAL     ] Saved forecast: OMCL	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/OMCL.txt
[2025-11-25T23:42:18.547624] [INFO ] [sig       ] [2416/3639] Completed OMCL in 0.3s | 3.04 sym/s | Total: 13.2m | ETA: 6.7m
[2025-11-25T23:42:18.547739] [INFO ] [sig       ] [2417/3639] Forecasting OMEX...
[2025-11-25T23:42:18.547786] [INFO ] [sig       ] Generating forecast for: OMEX
[2025-11-25T23:42:18.547836] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OMEX' from 'https://tdm.silogroup.org/data/derivative_storage/OMEX.csv'.
[2025-11-25T23:42:18.559471] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OMEX'.
[2025-11-25T23:42:18.559791] [INFO ] [FORECASTER] Starting predict_future for OMEX
[2025-11-25T23:42:18.560572] [DEBUG] [LOCAL     ] No optimal features file found for OMEX: ./output/feature-sets/OMEX.txt
[2025-11-25T23:42:18.560711] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:42:18.560763] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:42:18.560804] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:42:18.560872] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:42:18.619007] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:42:18.619666] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:42:18.619762] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:42:18.619808] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:42:18.709379] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:42:18.709570] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:42:18.709616] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:42:18.709693] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:42:18.713200] [DEBUG] [FORECASTER] OMEX: Forecast T+1@11:T+2@11: DOWN (p=2.15%)
[2025-11-25T23:42:18.713510] [INFO ] [FORECASTER] Completed predict_future for OMEX
[2025-11-25T23:42:18.713673] [INFO ] [sig       ] OMEX: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:42:18.855357] [INFO ] [LOCAL     ] Saved forecast: OMEX	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/OMEX.txt
[2025-11-25T23:42:18.855542] [INFO ] [sig       ] [2417/3639] Completed OMEX in 0.3s | 3.04 sym/s | Total: 13.2m | ETA: 6.7m
[2025-11-25T23:42:18.855598] [INFO ] [sig       ] [2418/3639] Forecasting OMF...
[2025-11-25T23:42:18.855666] [INFO ] [sig       ] Generating forecast for: OMF
[2025-11-25T23:42:18.855711] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OMF' from 'https://tdm.silogroup.org/data/derivative_storage/OMF.csv'.
[2025-11-25T23:42:18.866739] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OMF'.
[2025-11-25T23:42:18.867104] [INFO ] [FORECASTER] Starting predict_future for OMF
[2025-11-25T23:42:18.867993] [DEBUG] [LOCAL     ] No optimal features file found for OMF: ./output/feature-sets/OMF.txt
[2025-11-25T23:42:18.868065] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:42:18.868112] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:42:18.868154] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:42:18.868224] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:42:18.925507] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:42:18.926316] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:42:18.926421] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:42:18.926470] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:42:19.033294] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:42:19.033525] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:42:19.033582] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:42:19.033624] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:42:19.038278] [DEBUG] [FORECASTER] OMF: Forecast T+1@11:T+2@11: DOWN (p=4.07%)
[2025-11-25T23:42:19.038852] [INFO ] [FORECASTER] Completed predict_future for OMF
[2025-11-25T23:42:19.039117] [INFO ] [sig       ] OMF: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:42:19.188718] [INFO ] [LOCAL     ] Saved forecast: OMF	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/OMF.txt
[2025-11-25T23:42:19.188888] [INFO ] [sig       ] [2418/3639] Completed OMF in 0.3s | 3.04 sym/s | Total: 13.2m | ETA: 6.7m
[2025-11-25T23:42:19.188943] [INFO ] [sig       ] [2419/3639] Forecasting OMI...
[2025-11-25T23:42:19.188985] [INFO ] [sig       ] Generating forecast for: OMI
[2025-11-25T23:42:19.189026] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OMI' from 'https://tdm.silogroup.org/data/derivative_storage/OMI.csv'.
[2025-11-25T23:42:19.202796] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OMI'.
[2025-11-25T23:42:19.203472] [INFO ] [FORECASTER] Starting predict_future for OMI
[2025-11-25T23:42:19.204537] [DEBUG] [LOCAL     ] No optimal features file found for OMI: ./output/feature-sets/OMI.txt
[2025-11-25T23:42:19.204612] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:42:19.204711] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:42:19.204812] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:42:19.204914] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:42:19.263215] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:42:19.264405] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:42:19.264526] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:42:19.264598] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:42:19.384512] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:42:19.384806] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:42:19.384897] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:42:19.384948] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:42:19.390072] [DEBUG] [FORECASTER] OMI: Forecast T+1@11:T+2@11: DOWN (p=28.38%)
[2025-11-25T23:42:19.390885] [INFO ] [FORECASTER] Completed predict_future for OMI
[2025-11-25T23:42:19.391238] [INFO ] [sig       ] OMI: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:42:19.543257] [INFO ] [LOCAL     ] Saved forecast: OMI	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/OMI.txt
[2025-11-25T23:42:19.543491] [INFO ] [sig       ] [2419/3639] Completed OMI in 0.4s | 3.04 sym/s | Total: 13.3m | ETA: 6.7m
[2025-11-25T23:42:19.543552] [INFO ] [sig       ] [2420/3639] Forecasting ON...
[2025-11-25T23:42:19.543598] [INFO ] [sig       ] Generating forecast for: ON
[2025-11-25T23:42:19.543660] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ON' from 'https://tdm.silogroup.org/data/derivative_storage/ON.csv'.
[2025-11-25T23:42:19.556732] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ON'.
[2025-11-25T23:42:19.557206] [INFO ] [FORECASTER] Starting predict_future for ON
[2025-11-25T23:42:19.558181] [DEBUG] [LOCAL     ] No optimal features file found for ON: ./output/feature-sets/ON.txt
[2025-11-25T23:42:19.558256] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:42:19.558308] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:42:19.558353] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:42:19.558430] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:42:19.617916] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:42:19.619100] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:42:19.619219] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:42:19.619269] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:42:19.739271] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:42:19.739549] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:42:19.739600] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:42:19.739637] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:42:19.743874] [DEBUG] [FORECASTER] ON: Forecast T+1@11:T+2@11: UP (p=58.80%)
[2025-11-25T23:42:19.744342] [INFO ] [FORECASTER] Completed predict_future for ON
[2025-11-25T23:42:19.744523] [INFO ] [sig       ] ON: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:42:19.887868] [INFO ] [LOCAL     ] Saved forecast: ON	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/ON.txt
[2025-11-25T23:42:19.888089] [INFO ] [sig       ] [2420/3639] Completed ON in 0.3s | 3.04 sym/s | Total: 13.3m | ETA: 6.7m
[2025-11-25T23:42:19.888150] [INFO ] [sig       ] [2421/3639] Forecasting ONB...
[2025-11-25T23:42:19.888196] [INFO ] [sig       ] Generating forecast for: ONB
[2025-11-25T23:42:19.888240] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ONB' from 'https://tdm.silogroup.org/data/derivative_storage/ONB.csv'.
[2025-11-25T23:42:19.901404] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ONB'.
[2025-11-25T23:42:19.901934] [INFO ] [FORECASTER] Starting predict_future for ONB
[2025-11-25T23:42:19.902881] [DEBUG] [LOCAL     ] No optimal features file found for ONB: ./output/feature-sets/ONB.txt
[2025-11-25T23:42:19.902952] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:42:19.903001] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:42:19.903042] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:42:19.903142] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:42:19.961403] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:42:19.962484] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:42:19.962596] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:42:19.962664] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:42:20.077303] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:42:20.077603] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:42:20.077677] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:42:20.077755] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:42:20.081811] [DEBUG] [FORECASTER] ONB: Forecast T+1@11:T+2@11: UP (p=98.08%)
[2025-11-25T23:42:20.082196] [INFO ] [FORECASTER] Completed predict_future for ONB
[2025-11-25T23:42:20.082414] [INFO ] [sig       ] ONB: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:42:20.231979] [INFO ] [LOCAL     ] Saved forecast: ONB	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/ONB.txt
[2025-11-25T23:42:20.232227] [INFO ] [sig       ] [2421/3639] Completed ONB in 0.3s | 3.04 sym/s | Total: 13.3m | ETA: 6.7m
[2025-11-25T23:42:20.232288] [INFO ] [sig       ] [2422/3639] Forecasting ONCO...
[2025-11-25T23:42:20.232355] [INFO ] [sig       ] Generating forecast for: ONCO
[2025-11-25T23:42:20.232413] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ONCO' from 'https://tdm.silogroup.org/data/derivative_storage/ONCO.csv'.
[2025-11-25T23:42:20.245982] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ONCO'.
[2025-11-25T23:42:20.246555] [INFO ] [FORECASTER] Starting predict_future for ONCO
[2025-11-25T23:42:20.247609] [DEBUG] [LOCAL     ] No optimal features file found for ONCO: ./output/feature-sets/ONCO.txt
[2025-11-25T23:42:20.247706] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:42:20.247756] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:42:20.247803] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:42:20.247895] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:42:20.306633] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:42:20.307927] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:42:20.308046] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:42:20.308098] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:42:20.426047] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:42:20.426314] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:42:20.426364] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:42:20.426401] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:42:20.430448] [DEBUG] [FORECASTER] ONCO: Forecast T+1@11:T+2@11: DOWN (p=13.19%)
[2025-11-25T23:42:20.431037] [INFO ] [FORECASTER] Completed predict_future for ONCO
[2025-11-25T23:42:20.431290] [INFO ] [sig       ] ONCO: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:42:20.578011] [INFO ] [LOCAL     ] Saved forecast: ONCO	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/ONCO.txt
[2025-11-25T23:42:20.578234] [INFO ] [sig       ] [2422/3639] Completed ONCO in 0.3s | 3.04 sym/s | Total: 13.3m | ETA: 6.7m
[2025-11-25T23:42:20.578296] [INFO ] [sig       ] [2423/3639] Forecasting ONDS...
[2025-11-25T23:42:20.578430] [INFO ] [sig       ] Generating forecast for: ONDS
[2025-11-25T23:42:20.578484] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ONDS' from 'https://tdm.silogroup.org/data/derivative_storage/ONDS.csv'.
[2025-11-25T23:42:20.592617] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ONDS'.
[2025-11-25T23:42:20.593208] [INFO ] [FORECASTER] Starting predict_future for ONDS
[2025-11-25T23:42:20.594248] [DEBUG] [LOCAL     ] No optimal features file found for ONDS: ./output/feature-sets/ONDS.txt
[2025-11-25T23:42:20.594344] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:42:20.594408] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:42:20.594465] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:42:20.594559] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:42:20.655028] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:42:20.656232] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:42:20.656375] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:42:20.656434] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:42:20.769003] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:42:20.769217] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:42:20.769287] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:42:20.769354] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:42:20.773621] [DEBUG] [FORECASTER] ONDS: Forecast T+1@11:T+2@11: DOWN (p=35.87%)
[2025-11-25T23:42:20.773987] [INFO ] [FORECASTER] Completed predict_future for ONDS
[2025-11-25T23:42:20.774163] [INFO ] [sig       ] ONDS: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:42:20.919391] [INFO ] [LOCAL     ] Saved forecast: ONDS	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/ONDS.txt
[2025-11-25T23:42:20.919551] [INFO ] [sig       ] [2423/3639] Completed ONDS in 0.3s | 3.04 sym/s | Total: 13.3m | ETA: 6.7m
[2025-11-25T23:42:20.919605] [INFO ] [sig       ] [2424/3639] Forecasting ONEQ...
[2025-11-25T23:42:20.919667] [INFO ] [sig       ] Generating forecast for: ONEQ
[2025-11-25T23:42:20.919712] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ONEQ' from 'https://tdm.silogroup.org/data/derivative_storage/ONEQ.csv'.
[2025-11-25T23:42:20.931324] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ONEQ'.
[2025-11-25T23:42:20.931660] [INFO ] [FORECASTER] Starting predict_future for ONEQ
[2025-11-25T23:42:20.932534] [DEBUG] [LOCAL     ] No optimal features file found for ONEQ: ./output/feature-sets/ONEQ.txt
[2025-11-25T23:42:20.932608] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:42:20.932690] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:42:20.932746] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:42:20.932836] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:42:20.992228] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:42:20.993133] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:42:20.993238] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:42:20.993300] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:42:21.087113] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:42:21.087278] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:42:21.087322] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:42:21.087371] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:42:21.090787] [DEBUG] [FORECASTER] ONEQ: Forecast T+1@11:T+2@11: UP (p=62.81%)
[2025-11-25T23:42:21.091085] [INFO ] [FORECASTER] Completed predict_future for ONEQ
[2025-11-25T23:42:21.091233] [INFO ] [sig       ] ONEQ: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:42:21.233184] [INFO ] [LOCAL     ] Saved forecast: ONEQ	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/ONEQ.txt
[2025-11-25T23:42:21.233341] [INFO ] [sig       ] [2424/3639] Completed ONEQ in 0.3s | 3.04 sym/s | Total: 13.3m | ETA: 6.7m
[2025-11-25T23:42:21.233397] [INFO ] [sig       ] [2425/3639] Forecasting ONL...
[2025-11-25T23:42:21.233514] [INFO ] [sig       ] Generating forecast for: ONL
[2025-11-25T23:42:21.233563] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ONL' from 'https://tdm.silogroup.org/data/derivative_storage/ONL.csv'.
[2025-11-25T23:42:21.245460] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ONL'.
[2025-11-25T23:42:21.245797] [INFO ] [FORECASTER] Starting predict_future for ONL
[2025-11-25T23:42:21.246602] [DEBUG] [LOCAL     ] No optimal features file found for ONL: ./output/feature-sets/ONL.txt
[2025-11-25T23:42:21.246694] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:42:21.246756] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:42:21.246810] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:42:21.246908] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:42:21.307053] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:42:21.307878] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:42:21.307993] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:42:21.308046] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:42:21.406115] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:42:21.406269] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:42:21.406312] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:42:21.406346] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:42:21.409662] [DEBUG] [FORECASTER] ONL: Forecast T+1@11:T+2@11: DOWN (p=47.78%)
[2025-11-25T23:42:21.409989] [INFO ] [FORECASTER] Completed predict_future for ONL
[2025-11-25T23:42:21.410158] [INFO ] [sig       ] ONL: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:42:21.552479] [INFO ] [LOCAL     ] Saved forecast: ONL	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/ONL.txt
[2025-11-25T23:42:21.552625] [INFO ] [sig       ] [2425/3639] Completed ONL in 0.3s | 3.04 sym/s | Total: 13.3m | ETA: 6.7m
[2025-11-25T23:42:21.552729] [INFO ] [sig       ] [2426/3639] Forecasting ONON...
[2025-11-25T23:42:21.552775] [INFO ] [sig       ] Generating forecast for: ONON
[2025-11-25T23:42:21.552817] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ONON' from 'https://tdm.silogroup.org/data/derivative_storage/ONON.csv'.
[2025-11-25T23:42:21.565204] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ONON'.
[2025-11-25T23:42:21.565588] [INFO ] [FORECASTER] Starting predict_future for ONON
[2025-11-25T23:42:21.566490] [DEBUG] [LOCAL     ] No optimal features file found for ONON: ./output/feature-sets/ONON.txt
[2025-11-25T23:42:21.566564] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:42:21.566623] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:42:21.566704] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:42:21.566838] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:42:21.624482] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:42:21.625384] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:42:21.625487] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:42:21.625548] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:42:21.728880] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:42:21.729078] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:42:21.729126] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:42:21.729162] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:42:21.732800] [DEBUG] [FORECASTER] ONON: Forecast T+1@11:T+2@11: UP (p=92.15%)
[2025-11-25T23:42:21.733112] [INFO ] [FORECASTER] Completed predict_future for ONON
[2025-11-25T23:42:21.733267] [INFO ] [sig       ] ONON: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:42:21.877128] [INFO ] [LOCAL     ] Saved forecast: ONON	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/ONON.txt
[2025-11-25T23:42:21.877332] [INFO ] [sig       ] [2426/3639] Completed ONON in 0.3s | 3.04 sym/s | Total: 13.3m | ETA: 6.6m
[2025-11-25T23:42:21.877439] [INFO ] [sig       ] [2427/3639] Forecasting ONTF...
[2025-11-25T23:42:21.877495] [INFO ] [sig       ] Generating forecast for: ONTF
[2025-11-25T23:42:21.877539] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ONTF' from 'https://tdm.silogroup.org/data/derivative_storage/ONTF.csv'.
[2025-11-25T23:42:21.889420] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ONTF'.
[2025-11-25T23:42:21.889791] [INFO ] [FORECASTER] Starting predict_future for ONTF
[2025-11-25T23:42:21.890663] [DEBUG] [LOCAL     ] No optimal features file found for ONTF: ./output/feature-sets/ONTF.txt
[2025-11-25T23:42:21.890741] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:42:21.890813] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:42:21.890870] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:42:21.890960] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:42:21.950268] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:42:21.951151] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:42:21.951253] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:42:21.951303] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:42:22.067043] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:42:22.067244] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:42:22.067290] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:42:22.067327] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:42:22.070949] [DEBUG] [FORECASTER] ONTF: Forecast T+1@11:T+2@11: DOWN (p=44.09%)
[2025-11-25T23:42:22.071257] [INFO ] [FORECASTER] Completed predict_future for ONTF
[2025-11-25T23:42:22.071405] [INFO ] [sig       ] ONTF: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:42:22.216291] [INFO ] [LOCAL     ] Saved forecast: ONTF	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/ONTF.txt
[2025-11-25T23:42:22.216481] [INFO ] [sig       ] [2427/3639] Completed ONTF in 0.3s | 3.04 sym/s | Total: 13.3m | ETA: 6.6m
[2025-11-25T23:42:22.216542] [INFO ] [sig       ] [2428/3639] Forecasting ONTO...
[2025-11-25T23:42:22.216704] [INFO ] [sig       ] Generating forecast for: ONTO
[2025-11-25T23:42:22.216754] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ONTO' from 'https://tdm.silogroup.org/data/derivative_storage/ONTO.csv'.
[2025-11-25T23:42:22.229331] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ONTO'.
[2025-11-25T23:42:22.229741] [INFO ] [FORECASTER] Starting predict_future for ONTO
[2025-11-25T23:42:22.230540] [DEBUG] [LOCAL     ] No optimal features file found for ONTO: ./output/feature-sets/ONTO.txt
[2025-11-25T23:42:22.230610] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:42:22.230684] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:42:22.230738] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:42:22.230809] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:42:22.287195] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:42:22.288048] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:42:22.288149] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:42:22.288199] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:42:22.385414] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:42:22.385606] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:42:22.385671] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:42:22.385791] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:42:22.389337] [DEBUG] [FORECASTER] ONTO: Forecast T+1@11:T+2@11: DOWN (p=29.24%)
[2025-11-25T23:42:22.389690] [INFO ] [FORECASTER] Completed predict_future for ONTO
[2025-11-25T23:42:22.389855] [INFO ] [sig       ] ONTO: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:42:22.537300] [INFO ] [LOCAL     ] Saved forecast: ONTO	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/ONTO.txt
[2025-11-25T23:42:22.537504] [INFO ] [sig       ] [2428/3639] Completed ONTO in 0.3s | 3.04 sym/s | Total: 13.3m | ETA: 6.6m
[2025-11-25T23:42:22.537561] [INFO ] [sig       ] [2429/3639] Forecasting OOMA...
[2025-11-25T23:42:22.537607] [INFO ] [sig       ] Generating forecast for: OOMA
[2025-11-25T23:42:22.537671] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OOMA' from 'https://tdm.silogroup.org/data/derivative_storage/OOMA.csv'.
[2025-11-25T23:42:22.549803] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OOMA'.
[2025-11-25T23:42:22.550154] [INFO ] [FORECASTER] Starting predict_future for OOMA
[2025-11-25T23:42:22.550984] [DEBUG] [LOCAL     ] No optimal features file found for OOMA: ./output/feature-sets/OOMA.txt
[2025-11-25T23:42:22.551055] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:42:22.551102] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:42:22.551141] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:42:22.551211] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:42:22.608819] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:42:22.609600] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:42:22.609716] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:42:22.609764] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:42:22.704050] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:42:22.704255] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:42:22.704325] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:42:22.704367] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:42:22.708230] [DEBUG] [FORECASTER] OOMA: Forecast T+1@11:T+2@11: DOWN (p=10.61%)
[2025-11-25T23:42:22.708583] [INFO ] [FORECASTER] Completed predict_future for OOMA
[2025-11-25T23:42:22.708769] [INFO ] [sig       ] OOMA: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:42:22.857322] [INFO ] [LOCAL     ] Saved forecast: OOMA	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/OOMA.txt
[2025-11-25T23:42:22.857504] [INFO ] [sig       ] [2429/3639] Completed OOMA in 0.3s | 3.04 sym/s | Total: 13.3m | ETA: 6.6m
[2025-11-25T23:42:22.857559] [INFO ] [sig       ] [2430/3639] Forecasting OPAD...
[2025-11-25T23:42:22.857604] [INFO ] [sig       ] Generating forecast for: OPAD
[2025-11-25T23:42:22.857664] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OPAD' from 'https://tdm.silogroup.org/data/derivative_storage/OPAD.csv'.
[2025-11-25T23:42:22.868883] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OPAD'.
[2025-11-25T23:42:22.869217] [INFO ] [FORECASTER] Starting predict_future for OPAD
[2025-11-25T23:42:22.870019] [DEBUG] [LOCAL     ] No optimal features file found for OPAD: ./output/feature-sets/OPAD.txt
[2025-11-25T23:42:22.870089] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:42:22.870135] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:42:22.870175] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:42:22.870244] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:42:22.927081] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:42:22.927804] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:42:22.927904] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:42:22.927952] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:42:23.025713] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:42:23.025927] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:42:23.025976] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:42:23.026010] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:42:23.029415] [DEBUG] [FORECASTER] OPAD: Forecast T+1@11:T+2@11: UP (p=72.33%)
[2025-11-25T23:42:23.029730] [INFO ] [FORECASTER] Completed predict_future for OPAD
[2025-11-25T23:42:23.029876] [INFO ] [sig       ] OPAD: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:42:23.169710] [INFO ] [LOCAL     ] Saved forecast: OPAD	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/OPAD.txt
[2025-11-25T23:42:23.169878] [INFO ] [sig       ] [2430/3639] Completed OPAD in 0.3s | 3.04 sym/s | Total: 13.3m | ETA: 6.6m
[2025-11-25T23:42:23.169934] [INFO ] [sig       ] [2431/3639] Forecasting OPAL...
[2025-11-25T23:42:23.169977] [INFO ] [sig       ] Generating forecast for: OPAL
[2025-11-25T23:42:23.170018] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OPAL' from 'https://tdm.silogroup.org/data/derivative_storage/OPAL.csv'.
[2025-11-25T23:42:23.181359] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OPAL'.
[2025-11-25T23:42:23.181738] [INFO ] [FORECASTER] Starting predict_future for OPAL
[2025-11-25T23:42:23.182552] [DEBUG] [LOCAL     ] No optimal features file found for OPAL: ./output/feature-sets/OPAL.txt
[2025-11-25T23:42:23.182620] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:42:23.182699] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:42:23.182743] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:42:23.182812] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:42:23.239694] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:42:23.240631] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:42:23.240752] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:42:23.240810] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:42:23.334362] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:42:23.334516] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:42:23.334560] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:42:23.334594] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:42:23.337915] [DEBUG] [FORECASTER] OPAL: Forecast T+1@11:T+2@11: DOWN (p=33.79%)
[2025-11-25T23:42:23.338213] [INFO ] [FORECASTER] Completed predict_future for OPAL
[2025-11-25T23:42:23.338359] [INFO ] [sig       ] OPAL: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:42:23.482729] [INFO ] [LOCAL     ] Saved forecast: OPAL	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/OPAL.txt
[2025-11-25T23:42:23.482923] [INFO ] [sig       ] [2431/3639] Completed OPAL in 0.3s | 3.04 sym/s | Total: 13.3m | ETA: 6.6m
[2025-11-25T23:42:23.482987] [INFO ] [sig       ] [2432/3639] Forecasting OPBK...
[2025-11-25T23:42:23.483033] [INFO ] [sig       ] Generating forecast for: OPBK
[2025-11-25T23:42:23.483074] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OPBK' from 'https://tdm.silogroup.org/data/derivative_storage/OPBK.csv'.
[2025-11-25T23:42:23.495384] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OPBK'.
[2025-11-25T23:42:23.495803] [INFO ] [FORECASTER] Starting predict_future for OPBK
[2025-11-25T23:42:23.496685] [DEBUG] [LOCAL     ] No optimal features file found for OPBK: ./output/feature-sets/OPBK.txt
[2025-11-25T23:42:23.496756] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:42:23.496815] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:42:23.496869] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:42:23.496969] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:42:23.554539] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:42:23.555377] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:42:23.555477] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:42:23.555538] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:42:23.648942] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:42:23.649119] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:42:23.649165] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:42:23.649200] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:42:23.652586] [DEBUG] [FORECASTER] OPBK: Forecast T+1@11:T+2@11: UP (p=60.40%)
[2025-11-25T23:42:23.652894] [INFO ] [FORECASTER] Completed predict_future for OPBK
[2025-11-25T23:42:23.653041] [INFO ] [sig       ] OPBK: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:42:23.795139] [INFO ] [LOCAL     ] Saved forecast: OPBK	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/OPBK.txt
[2025-11-25T23:42:23.795297] [INFO ] [sig       ] [2432/3639] Completed OPBK in 0.3s | 3.04 sym/s | Total: 13.3m | ETA: 6.6m
[2025-11-25T23:42:23.795353] [INFO ] [sig       ] [2433/3639] Forecasting OPCH...
[2025-11-25T23:42:23.795397] [INFO ] [sig       ] Generating forecast for: OPCH
[2025-11-25T23:42:23.795441] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OPCH' from 'https://tdm.silogroup.org/data/derivative_storage/OPCH.csv'.
[2025-11-25T23:42:23.807031] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OPCH'.
[2025-11-25T23:42:23.807340] [INFO ] [FORECASTER] Starting predict_future for OPCH
[2025-11-25T23:42:23.808185] [DEBUG] [LOCAL     ] No optimal features file found for OPCH: ./output/feature-sets/OPCH.txt
[2025-11-25T23:42:23.808254] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:42:23.808301] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:42:23.808341] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:42:23.808412] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:42:23.865982] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:42:23.866683] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:42:23.866780] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:42:23.866829] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:42:23.962266] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:42:23.962428] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:42:23.962474] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:42:23.962511] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:42:23.965909] [DEBUG] [FORECASTER] OPCH: Forecast T+1@11:T+2@11: UP (p=57.30%)
[2025-11-25T23:42:23.966201] [INFO ] [FORECASTER] Completed predict_future for OPCH
[2025-11-25T23:42:23.966345] [INFO ] [sig       ] OPCH: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:42:24.107283] [INFO ] [LOCAL     ] Saved forecast: OPCH	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/OPCH.txt
[2025-11-25T23:42:24.107466] [INFO ] [sig       ] [2433/3639] Completed OPCH in 0.3s | 3.04 sym/s | Total: 13.3m | ETA: 6.6m
[2025-11-25T23:42:24.107524] [INFO ] [sig       ] [2434/3639] Forecasting OPEN...
[2025-11-25T23:42:24.107572] [INFO ] [sig       ] Generating forecast for: OPEN
[2025-11-25T23:42:24.107616] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OPEN' from 'https://tdm.silogroup.org/data/derivative_storage/OPEN.csv'.
[2025-11-25T23:42:24.119351] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OPEN'.
[2025-11-25T23:42:24.119684] [INFO ] [FORECASTER] Starting predict_future for OPEN
[2025-11-25T23:42:24.120523] [DEBUG] [LOCAL     ] No optimal features file found for OPEN: ./output/feature-sets/OPEN.txt
[2025-11-25T23:42:24.120626] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:42:24.120717] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:42:24.120769] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:42:24.120860] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:42:24.179168] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:42:24.179915] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:42:24.180012] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:42:24.180071] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:42:24.277458] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:42:24.277658] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:42:24.277711] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:42:24.277745] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:42:24.281120] [DEBUG] [FORECASTER] OPEN: Forecast T+1@11:T+2@11: DOWN (p=1.32%)
[2025-11-25T23:42:24.281402] [INFO ] [FORECASTER] Completed predict_future for OPEN
[2025-11-25T23:42:24.281539] [INFO ] [sig       ] OPEN: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:42:24.420917] [INFO ] [LOCAL     ] Saved forecast: OPEN	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/OPEN.txt
[2025-11-25T23:42:24.421068] [INFO ] [sig       ] [2434/3639] Completed OPEN in 0.3s | 3.04 sym/s | Total: 13.3m | ETA: 6.6m
[2025-11-25T23:42:24.421125] [INFO ] [sig       ] [2435/3639] Forecasting OPFI...
[2025-11-25T23:42:24.421167] [INFO ] [sig       ] Generating forecast for: OPFI
[2025-11-25T23:42:24.421208] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OPFI' from 'https://tdm.silogroup.org/data/derivative_storage/OPFI.csv'.
[2025-11-25T23:42:24.432659] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OPFI'.
[2025-11-25T23:42:24.432958] [INFO ] [FORECASTER] Starting predict_future for OPFI
[2025-11-25T23:42:24.433763] [DEBUG] [LOCAL     ] No optimal features file found for OPFI: ./output/feature-sets/OPFI.txt
[2025-11-25T23:42:24.433830] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:42:24.433875] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:42:24.433915] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:42:24.433988] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:42:24.491729] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:42:24.492395] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:42:24.492489] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:42:24.492537] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:42:24.592629] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:42:24.592820] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:42:24.592902] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:42:24.592942] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:42:24.596369] [DEBUG] [FORECASTER] OPFI: Forecast T+1@11:T+2@11: UP (p=58.98%)
[2025-11-25T23:42:24.596678] [INFO ] [FORECASTER] Completed predict_future for OPFI
[2025-11-25T23:42:24.596849] [INFO ] [sig       ] OPFI: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:42:24.738082] [INFO ] [LOCAL     ] Saved forecast: OPFI	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/OPFI.txt
[2025-11-25T23:42:24.738265] [INFO ] [sig       ] [2435/3639] Completed OPFI in 0.3s | 3.04 sym/s | Total: 13.3m | ETA: 6.6m
[2025-11-25T23:42:24.738321] [INFO ] [sig       ] [2436/3639] Forecasting OPK...
[2025-11-25T23:42:24.738368] [INFO ] [sig       ] Generating forecast for: OPK
[2025-11-25T23:42:24.738411] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OPK' from 'https://tdm.silogroup.org/data/derivative_storage/OPK.csv'.
[2025-11-25T23:42:24.750573] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OPK'.
[2025-11-25T23:42:24.750997] [INFO ] [FORECASTER] Starting predict_future for OPK
[2025-11-25T23:42:24.751848] [DEBUG] [LOCAL     ] No optimal features file found for OPK: ./output/feature-sets/OPK.txt
[2025-11-25T23:42:24.751917] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:42:24.751963] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:42:24.752004] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:42:24.752072] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:42:24.810190] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:42:24.811078] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:42:24.811179] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:42:24.811225] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:42:24.904055] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:42:24.904263] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:42:24.904310] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:42:24.904344] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:42:24.907868] [DEBUG] [FORECASTER] OPK: Forecast T+1@11:T+2@11: DOWN (p=37.24%)
[2025-11-25T23:42:24.908170] [INFO ] [FORECASTER] Completed predict_future for OPK
[2025-11-25T23:42:24.908311] [INFO ] [sig       ] OPK: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:42:25.051171] [INFO ] [LOCAL     ] Saved forecast: OPK	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/OPK.txt
[2025-11-25T23:42:25.051363] [INFO ] [sig       ] [2436/3639] Completed OPK in 0.3s | 3.04 sym/s | Total: 13.3m | ETA: 6.6m
[2025-11-25T23:42:25.051420] [INFO ] [sig       ] [2437/3639] Forecasting OPP...
[2025-11-25T23:42:25.051463] [INFO ] [sig       ] Generating forecast for: OPP
[2025-11-25T23:42:25.051506] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OPP' from 'https://tdm.silogroup.org/data/derivative_storage/OPP.csv'.
[2025-11-25T23:42:25.062931] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OPP'.
[2025-11-25T23:42:25.063338] [INFO ] [FORECASTER] Starting predict_future for OPP
[2025-11-25T23:42:25.064154] [DEBUG] [LOCAL     ] No optimal features file found for OPP: ./output/feature-sets/OPP.txt
[2025-11-25T23:42:25.064224] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:42:25.064270] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:42:25.064310] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:42:25.064378] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:42:25.123310] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:42:25.124208] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:42:25.124311] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:42:25.124360] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:42:25.215780] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:42:25.215972] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:42:25.216020] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:42:25.216056] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:42:25.219580] [DEBUG] [FORECASTER] OPP: Forecast T+1@11:T+2@11: UP (p=56.15%)
[2025-11-25T23:42:25.219914] [INFO ] [FORECASTER] Completed predict_future for OPP
[2025-11-25T23:42:25.220063] [INFO ] [sig       ] OPP: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:42:25.363734] [INFO ] [LOCAL     ] Saved forecast: OPP	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/OPP.txt
[2025-11-25T23:42:25.363923] [INFO ] [sig       ] [2437/3639] Completed OPP in 0.3s | 3.04 sym/s | Total: 13.3m | ETA: 6.6m
[2025-11-25T23:42:25.363985] [INFO ] [sig       ] [2438/3639] Forecasting OPRA...
[2025-11-25T23:42:25.364035] [INFO ] [sig       ] Generating forecast for: OPRA
[2025-11-25T23:42:25.364079] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OPRA' from 'https://tdm.silogroup.org/data/derivative_storage/OPRA.csv'.
[2025-11-25T23:42:25.375602] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OPRA'.
[2025-11-25T23:42:25.376029] [INFO ] [FORECASTER] Starting predict_future for OPRA
[2025-11-25T23:42:25.376872] [DEBUG] [LOCAL     ] No optimal features file found for OPRA: ./output/feature-sets/OPRA.txt
[2025-11-25T23:42:25.376951] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:42:25.377006] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:42:25.377053] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:42:25.377131] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:42:25.436169] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:42:25.437056] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:42:25.437158] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:42:25.437205] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:42:25.532388] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:42:25.532584] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:42:25.532629] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:42:25.532696] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:42:25.536147] [DEBUG] [FORECASTER] OPRA: Forecast T+1@11:T+2@11: UP (p=69.95%)
[2025-11-25T23:42:25.536444] [INFO ] [FORECASTER] Completed predict_future for OPRA
[2025-11-25T23:42:25.536587] [INFO ] [sig       ] OPRA: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:42:25.681324] [INFO ] [LOCAL     ] Saved forecast: OPRA	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/OPRA.txt
[2025-11-25T23:42:25.681489] [INFO ] [sig       ] [2438/3639] Completed OPRA in 0.3s | 3.04 sym/s | Total: 13.4m | ETA: 6.6m
[2025-11-25T23:42:25.681547] [INFO ] [sig       ] [2439/3639] Forecasting OPRX...
[2025-11-25T23:42:25.681673] [INFO ] [sig       ] Generating forecast for: OPRX
[2025-11-25T23:42:25.681719] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OPRX' from 'https://tdm.silogroup.org/data/derivative_storage/OPRX.csv'.
[2025-11-25T23:42:25.693164] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OPRX'.
[2025-11-25T23:42:25.693542] [INFO ] [FORECASTER] Starting predict_future for OPRX
[2025-11-25T23:42:25.694376] [DEBUG] [LOCAL     ] No optimal features file found for OPRX: ./output/feature-sets/OPRX.txt
[2025-11-25T23:42:25.694448] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:42:25.694506] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:42:25.694558] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:42:25.694662] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:42:25.752487] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:42:25.753349] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:42:25.753452] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:42:25.753499] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:42:25.868202] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:42:25.868422] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:42:25.868472] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:42:25.868506] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:42:25.872076] [DEBUG] [FORECASTER] OPRX: Forecast T+1@11:T+2@11: UP (p=80.23%)
[2025-11-25T23:42:25.872365] [INFO ] [FORECASTER] Completed predict_future for OPRX
[2025-11-25T23:42:25.872537] [INFO ] [sig       ] OPRX: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:42:26.015812] [INFO ] [LOCAL     ] Saved forecast: OPRX	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/OPRX.txt
[2025-11-25T23:42:26.016003] [INFO ] [sig       ] [2439/3639] Completed OPRX in 0.3s | 3.04 sym/s | Total: 13.4m | ETA: 6.6m
[2025-11-25T23:42:26.016062] [INFO ] [sig       ] [2440/3639] Forecasting OPTX...
[2025-11-25T23:42:26.016110] [INFO ] [sig       ] Generating forecast for: OPTX
[2025-11-25T23:42:26.016153] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OPTX' from 'https://tdm.silogroup.org/data/derivative_storage/OPTX.csv'.
[2025-11-25T23:42:26.028433] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OPTX'.
[2025-11-25T23:42:26.028875] [INFO ] [FORECASTER] Starting predict_future for OPTX
[2025-11-25T23:42:26.029715] [DEBUG] [LOCAL     ] No optimal features file found for OPTX: ./output/feature-sets/OPTX.txt
[2025-11-25T23:42:26.029784] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:42:26.029830] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:42:26.029871] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:42:26.029940] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:42:26.087666] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:42:26.088568] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:42:26.088697] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:42:26.088747] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:42:26.194632] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:42:26.194857] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:42:26.194905] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:42:26.194940] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:42:26.198394] [DEBUG] [FORECASTER] OPTX: Forecast T+1@11:T+2@11: DOWN (p=22.24%)
[2025-11-25T23:42:26.198707] [INFO ] [FORECASTER] Completed predict_future for OPTX
[2025-11-25T23:42:26.198863] [INFO ] [sig       ] OPTX: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:42:26.343123] [INFO ] [LOCAL     ] Saved forecast: OPTX	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/OPTX.txt
[2025-11-25T23:42:26.343318] [INFO ] [sig       ] [2440/3639] Completed OPTX in 0.3s | 3.04 sym/s | Total: 13.4m | ETA: 6.6m
[2025-11-25T23:42:26.343378] [INFO ] [sig       ] [2441/3639] Forecasting OPXS...
[2025-11-25T23:42:26.343424] [INFO ] [sig       ] Generating forecast for: OPXS
[2025-11-25T23:42:26.343477] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OPXS' from 'https://tdm.silogroup.org/data/derivative_storage/OPXS.csv'.
[2025-11-25T23:42:26.355849] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OPXS'.
[2025-11-25T23:42:26.356284] [INFO ] [FORECASTER] Starting predict_future for OPXS
[2025-11-25T23:42:26.357128] [DEBUG] [LOCAL     ] No optimal features file found for OPXS: ./output/feature-sets/OPXS.txt
[2025-11-25T23:42:26.357198] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:42:26.357245] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:42:26.357287] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:42:26.357386] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:42:26.416161] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:42:26.417054] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:42:26.417160] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:42:26.417208] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:42:26.524031] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:42:26.524226] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:42:26.524323] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:42:26.524363] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:42:26.528105] [DEBUG] [FORECASTER] OPXS: Forecast T+1@11:T+2@11: DOWN (p=22.23%)
[2025-11-25T23:42:26.528463] [INFO ] [FORECASTER] Completed predict_future for OPXS
[2025-11-25T23:42:26.528663] [INFO ] [sig       ] OPXS: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:42:26.675546] [INFO ] [LOCAL     ] Saved forecast: OPXS	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/OPXS.txt
[2025-11-25T23:42:26.675744] [INFO ] [sig       ] [2441/3639] Completed OPXS in 0.3s | 3.04 sym/s | Total: 13.4m | ETA: 6.6m
[2025-11-25T23:42:26.675803] [INFO ] [sig       ] [2442/3639] Forecasting ORA...
[2025-11-25T23:42:26.675849] [INFO ] [sig       ] Generating forecast for: ORA
[2025-11-25T23:42:26.675892] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ORA' from 'https://tdm.silogroup.org/data/derivative_storage/ORA.csv'.
[2025-11-25T23:42:26.687960] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ORA'.
[2025-11-25T23:42:26.688303] [INFO ] [FORECASTER] Starting predict_future for ORA
[2025-11-25T23:42:26.689212] [DEBUG] [LOCAL     ] No optimal features file found for ORA: ./output/feature-sets/ORA.txt
[2025-11-25T23:42:26.689289] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:42:26.689352] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:42:26.689387] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:42:26.689476] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:42:26.750137] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:42:26.750931] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:42:26.751041] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:42:26.751093] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:42:26.864979] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:42:26.865167] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:42:26.865214] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:42:26.865249] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:42:26.868834] [DEBUG] [FORECASTER] ORA: Forecast T+1@11:T+2@11: DOWN (p=48.62%)
[2025-11-25T23:42:26.869135] [INFO ] [FORECASTER] Completed predict_future for ORA
[2025-11-25T23:42:26.869290] [INFO ] [sig       ] ORA: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:42:27.013320] [INFO ] [LOCAL     ] Saved forecast: ORA	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/ORA.txt
[2025-11-25T23:42:27.013524] [INFO ] [sig       ] [2442/3639] Completed ORA in 0.3s | 3.04 sym/s | Total: 13.4m | ETA: 6.6m
[2025-11-25T23:42:27.013608] [INFO ] [sig       ] [2443/3639] Forecasting ORC...
[2025-11-25T23:42:27.013686] [INFO ] [sig       ] Generating forecast for: ORC
[2025-11-25T23:42:27.013742] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ORC' from 'https://tdm.silogroup.org/data/derivative_storage/ORC.csv'.
[2025-11-25T23:42:27.025068] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ORC'.
[2025-11-25T23:42:27.025418] [INFO ] [FORECASTER] Starting predict_future for ORC
[2025-11-25T23:42:27.026287] [DEBUG] [LOCAL     ] No optimal features file found for ORC: ./output/feature-sets/ORC.txt
[2025-11-25T23:42:27.026362] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:42:27.026431] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:42:27.026481] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:42:27.026553] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:42:27.090357] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:42:27.092028] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:42:27.092224] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:42:27.092278] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:42:27.205172] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:42:27.205359] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:42:27.205405] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:42:27.205440] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:42:27.209144] [DEBUG] [FORECASTER] ORC: Forecast T+1@11:T+2@11: UP (p=62.69%)
[2025-11-25T23:42:27.209443] [INFO ] [FORECASTER] Completed predict_future for ORC
[2025-11-25T23:42:27.209601] [INFO ] [sig       ] ORC: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:42:27.356152] [INFO ] [LOCAL     ] Saved forecast: ORC	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/ORC.txt
[2025-11-25T23:42:27.356338] [INFO ] [sig       ] [2443/3639] Completed ORC in 0.3s | 3.04 sym/s | Total: 13.4m | ETA: 6.6m
[2025-11-25T23:42:27.356395] [INFO ] [sig       ] [2444/3639] Forecasting ORGO...
[2025-11-25T23:42:27.356439] [INFO ] [sig       ] Generating forecast for: ORGO
[2025-11-25T23:42:27.356473] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ORGO' from 'https://tdm.silogroup.org/data/derivative_storage/ORGO.csv'.
[2025-11-25T23:42:27.372096] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ORGO'.
[2025-11-25T23:42:27.372555] [INFO ] [FORECASTER] Starting predict_future for ORGO
[2025-11-25T23:42:27.373413] [DEBUG] [LOCAL     ] No optimal features file found for ORGO: ./output/feature-sets/ORGO.txt
[2025-11-25T23:42:27.373485] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:42:27.373544] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:42:27.373602] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:42:27.373699] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:42:27.434843] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:42:27.435753] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:42:27.435852] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:42:27.435902] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:42:27.548809] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:42:27.549013] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:42:27.549071] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:42:27.549114] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:42:27.552705] [DEBUG] [FORECASTER] ORGO: Forecast T+1@11:T+2@11: DOWN (p=0.52%)
[2025-11-25T23:42:27.553014] [INFO ] [FORECASTER] Completed predict_future for ORGO
[2025-11-25T23:42:27.553177] [INFO ] [sig       ] ORGO: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:42:27.698223] [INFO ] [LOCAL     ] Saved forecast: ORGO	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/ORGO.txt
[2025-11-25T23:42:27.698392] [INFO ] [sig       ] [2444/3639] Completed ORGO in 0.3s | 3.04 sym/s | Total: 13.4m | ETA: 6.5m
[2025-11-25T23:42:27.698449] [INFO ] [sig       ] [2445/3639] Forecasting ORIC...
[2025-11-25T23:42:27.698511] [INFO ] [sig       ] Generating forecast for: ORIC
[2025-11-25T23:42:27.698570] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ORIC' from 'https://tdm.silogroup.org/data/derivative_storage/ORIC.csv'.
[2025-11-25T23:42:27.710801] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ORIC'.
[2025-11-25T23:42:27.711129] [INFO ] [FORECASTER] Starting predict_future for ORIC
[2025-11-25T23:42:27.712027] [DEBUG] [LOCAL     ] No optimal features file found for ORIC: ./output/feature-sets/ORIC.txt
[2025-11-25T23:42:27.712098] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:42:27.712160] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:42:27.712202] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:42:27.712274] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:42:27.775809] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:42:27.776758] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:42:27.776890] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:42:27.776943] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:42:27.875839] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:42:27.876034] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:42:27.876082] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:42:27.876117] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:42:27.879685] [DEBUG] [FORECASTER] ORIC: Forecast T+1@11:T+2@11: UP (p=57.26%)
[2025-11-25T23:42:27.879983] [INFO ] [FORECASTER] Completed predict_future for ORIC
[2025-11-25T23:42:27.880135] [INFO ] [sig       ] ORIC: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:42:28.028470] [INFO ] [LOCAL     ] Saved forecast: ORIC	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/ORIC.txt
[2025-11-25T23:42:28.028670] [INFO ] [sig       ] [2445/3639] Completed ORIC in 0.3s | 3.04 sym/s | Total: 13.4m | ETA: 6.5m
[2025-11-25T23:42:28.028730] [INFO ] [sig       ] [2446/3639] Forecasting ORKA...
[2025-11-25T23:42:28.028776] [INFO ] [sig       ] Generating forecast for: ORKA
[2025-11-25T23:42:28.028816] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ORKA' from 'https://tdm.silogroup.org/data/derivative_storage/ORKA.csv'.
[2025-11-25T23:42:28.041326] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ORKA'.
[2025-11-25T23:42:28.041747] [INFO ] [FORECASTER] Starting predict_future for ORKA
[2025-11-25T23:42:28.042593] [DEBUG] [LOCAL     ] No optimal features file found for ORKA: ./output/feature-sets/ORKA.txt
[2025-11-25T23:42:28.042681] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:42:28.042729] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:42:28.042771] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:42:28.042840] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:42:28.100206] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:42:28.100916] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:42:28.101011] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:42:28.101060] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:42:28.220321] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:42:28.220522] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:42:28.220575] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:42:28.220611] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:42:28.224232] [DEBUG] [FORECASTER] ORKA: Forecast T+1@11:T+2@11: UP (p=70.89%)
[2025-11-25T23:42:28.224539] [INFO ] [FORECASTER] Completed predict_future for ORKA
[2025-11-25T23:42:28.224723] [INFO ] [sig       ] ORKA: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:42:28.368620] [INFO ] [LOCAL     ] Saved forecast: ORKA	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/ORKA.txt
[2025-11-25T23:42:28.368802] [INFO ] [sig       ] [2446/3639] Completed ORKA in 0.3s | 3.04 sym/s | Total: 13.4m | ETA: 6.5m
[2025-11-25T23:42:28.368858] [INFO ] [sig       ] [2447/3639] Forecasting ORLY...
[2025-11-25T23:42:28.368903] [INFO ] [sig       ] Generating forecast for: ORLY
[2025-11-25T23:42:28.368948] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ORLY' from 'https://tdm.silogroup.org/data/derivative_storage/ORLY.csv'.
[2025-11-25T23:42:28.380157] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ORLY'.
[2025-11-25T23:42:28.380489] [INFO ] [FORECASTER] Starting predict_future for ORLY
[2025-11-25T23:42:28.381313] [DEBUG] [LOCAL     ] No optimal features file found for ORLY: ./output/feature-sets/ORLY.txt
[2025-11-25T23:42:28.381383] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:42:28.381428] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:42:28.381467] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:42:28.381535] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:42:28.440385] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:42:28.441204] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:42:28.441306] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:42:28.441355] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:42:28.553953] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:42:28.554136] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:42:28.554184] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:42:28.554220] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:42:28.557979] [DEBUG] [FORECASTER] ORLY: Forecast T+1@11:T+2@11: DOWN (p=5.46%)
[2025-11-25T23:42:28.558323] [INFO ] [FORECASTER] Completed predict_future for ORLY
[2025-11-25T23:42:28.558492] [INFO ] [sig       ] ORLY: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:42:28.702042] [INFO ] [LOCAL     ] Saved forecast: ORLY	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/ORLY.txt
[2025-11-25T23:42:28.702235] [INFO ] [sig       ] [2447/3639] Completed ORLY in 0.3s | 3.04 sym/s | Total: 13.4m | ETA: 6.5m
[2025-11-25T23:42:28.702294] [INFO ] [sig       ] [2448/3639] Forecasting ORMP...
[2025-11-25T23:42:28.702341] [INFO ] [sig       ] Generating forecast for: ORMP
[2025-11-25T23:42:28.702385] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ORMP' from 'https://tdm.silogroup.org/data/derivative_storage/ORMP.csv'.
[2025-11-25T23:42:28.714601] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ORMP'.
[2025-11-25T23:42:28.715003] [INFO ] [FORECASTER] Starting predict_future for ORMP
[2025-11-25T23:42:28.715837] [DEBUG] [LOCAL     ] No optimal features file found for ORMP: ./output/feature-sets/ORMP.txt
[2025-11-25T23:42:28.715904] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:42:28.715949] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:42:28.715990] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:42:28.716062] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:42:28.778796] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:42:28.779600] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:42:28.779723] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:42:28.779773] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:42:28.886191] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:42:28.886385] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:42:28.886430] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:42:28.886464] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:42:28.890098] [DEBUG] [FORECASTER] ORMP: Forecast T+1@11:T+2@11: DOWN (p=1.12%)
[2025-11-25T23:42:28.890407] [INFO ] [FORECASTER] Completed predict_future for ORMP
[2025-11-25T23:42:28.890563] [INFO ] [sig       ] ORMP: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:42:29.033314] [INFO ] [LOCAL     ] Saved forecast: ORMP	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/ORMP.txt
[2025-11-25T23:42:29.033484] [INFO ] [sig       ] [2448/3639] Completed ORMP in 0.3s | 3.04 sym/s | Total: 13.4m | ETA: 6.5m
[2025-11-25T23:42:29.033540] [INFO ] [sig       ] [2449/3639] Forecasting ORN...
[2025-11-25T23:42:29.033595] [INFO ] [sig       ] Generating forecast for: ORN
[2025-11-25T23:42:29.033657] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ORN' from 'https://tdm.silogroup.org/data/derivative_storage/ORN.csv'.
[2025-11-25T23:42:29.045202] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ORN'.
[2025-11-25T23:42:29.045474] [INFO ] [FORECASTER] Starting predict_future for ORN
[2025-11-25T23:42:29.046301] [DEBUG] [LOCAL     ] No optimal features file found for ORN: ./output/feature-sets/ORN.txt
[2025-11-25T23:42:29.046372] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:42:29.046418] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:42:29.046457] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:42:29.046528] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:42:29.103911] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:42:29.104518] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:42:29.104614] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:42:29.104684] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:42:29.213300] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:42:29.213392] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:42:29.213433] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:42:29.213467] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:42:29.216486] [DEBUG] [FORECASTER] ORN: Forecast T+1@11:T+2@11: UP (p=59.21%)
[2025-11-25T23:42:29.216787] [INFO ] [FORECASTER] Completed predict_future for ORN
[2025-11-25T23:42:29.216937] [INFO ] [sig       ] ORN: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:42:29.358204] [INFO ] [LOCAL     ] Saved forecast: ORN	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/ORN.txt
[2025-11-25T23:42:29.358367] [INFO ] [sig       ] [2449/3639] Completed ORN in 0.3s | 3.04 sym/s | Total: 13.4m | ETA: 6.5m
[2025-11-25T23:42:29.358422] [INFO ] [sig       ] [2450/3639] Forecasting ORRF...
[2025-11-25T23:42:29.358466] [INFO ] [sig       ] Generating forecast for: ORRF
[2025-11-25T23:42:29.358509] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ORRF' from 'https://tdm.silogroup.org/data/derivative_storage/ORRF.csv'.
[2025-11-25T23:42:29.370367] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ORRF'.
[2025-11-25T23:42:29.370680] [INFO ] [FORECASTER] Starting predict_future for ORRF
[2025-11-25T23:42:29.371488] [DEBUG] [LOCAL     ] No optimal features file found for ORRF: ./output/feature-sets/ORRF.txt
[2025-11-25T23:42:29.371557] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:42:29.371603] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:42:29.371664] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:42:29.371741] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:42:29.432425] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:42:29.433386] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:42:29.433488] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:42:29.433536] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:42:29.556332] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:42:29.556507] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:42:29.556552] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:42:29.556586] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:42:29.560044] [DEBUG] [FORECASTER] ORRF: Forecast T+1@11:T+2@11: DOWN (p=15.01%)
[2025-11-25T23:42:29.560333] [INFO ] [FORECASTER] Completed predict_future for ORRF
[2025-11-25T23:42:29.560482] [INFO ] [sig       ] ORRF: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:42:29.702687] [INFO ] [LOCAL     ] Saved forecast: ORRF	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/ORRF.txt
[2025-11-25T23:42:29.702850] [INFO ] [sig       ] [2450/3639] Completed ORRF in 0.3s | 3.04 sym/s | Total: 13.4m | ETA: 6.5m
[2025-11-25T23:42:29.702908] [INFO ] [sig       ] [2451/3639] Forecasting OS...
[2025-11-25T23:42:29.703003] [INFO ] [sig       ] Generating forecast for: OS
[2025-11-25T23:42:29.703059] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OS' from 'https://tdm.silogroup.org/data/derivative_storage/OS.csv'.
[2025-11-25T23:42:29.714771] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OS'.
[2025-11-25T23:42:29.715196] [INFO ] [FORECASTER] Starting predict_future for OS
[2025-11-25T23:42:29.716032] [DEBUG] [LOCAL     ] No optimal features file found for OS: ./output/feature-sets/OS.txt
[2025-11-25T23:42:29.716102] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:42:29.716150] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:42:29.716192] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:42:29.716262] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:42:29.773895] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:42:29.774543] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:42:29.774661] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:42:29.774712] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:42:29.890922] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:42:29.891015] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:42:29.891058] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:42:29.891098] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:42:29.894166] [DEBUG] [FORECASTER] OS: Forecast T+1@11:T+2@11: DOWN (p=40.42%)
[2025-11-25T23:42:29.894444] [INFO ] [FORECASTER] Completed predict_future for OS
[2025-11-25T23:42:29.894586] [INFO ] [sig       ] OS: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:42:30.035932] [INFO ] [LOCAL     ] Saved forecast: OS	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/OS.txt
[2025-11-25T23:42:30.036064] [INFO ] [sig       ] [2451/3639] Completed OS in 0.3s | 3.04 sym/s | Total: 13.4m | ETA: 6.5m
[2025-11-25T23:42:30.036118] [INFO ] [sig       ] [2452/3639] Forecasting OSBC...
[2025-11-25T23:42:30.036163] [INFO ] [sig       ] Generating forecast for: OSBC
[2025-11-25T23:42:30.036206] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OSBC' from 'https://tdm.silogroup.org/data/derivative_storage/OSBC.csv'.
[2025-11-25T23:42:30.051119] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OSBC'.
[2025-11-25T23:42:30.051442] [INFO ] [FORECASTER] Starting predict_future for OSBC
[2025-11-25T23:42:30.052280] [DEBUG] [LOCAL     ] No optimal features file found for OSBC: ./output/feature-sets/OSBC.txt
[2025-11-25T23:42:30.052351] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:42:30.052398] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:42:30.052439] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:42:30.052509] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:42:30.109565] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:42:30.110421] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:42:30.110521] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:42:30.110570] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:42:30.217993] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:42:30.218165] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:42:30.218218] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:42:30.218275] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:42:30.221580] [DEBUG] [FORECASTER] OSBC: Forecast T+1@11:T+2@11: UP (p=64.51%)
[2025-11-25T23:42:30.221893] [INFO ] [FORECASTER] Completed predict_future for OSBC
[2025-11-25T23:42:30.222060] [INFO ] [sig       ] OSBC: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:42:30.364204] [INFO ] [LOCAL     ] Saved forecast: OSBC	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/OSBC.txt
[2025-11-25T23:42:30.364355] [INFO ] [sig       ] [2452/3639] Completed OSBC in 0.3s | 3.04 sym/s | Total: 13.4m | ETA: 6.5m
[2025-11-25T23:42:30.364408] [INFO ] [sig       ] [2453/3639] Forecasting OSIS...
[2025-11-25T23:42:30.364456] [INFO ] [sig       ] Generating forecast for: OSIS
[2025-11-25T23:42:30.364501] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OSIS' from 'https://tdm.silogroup.org/data/derivative_storage/OSIS.csv'.
[2025-11-25T23:42:30.378470] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OSIS'.
[2025-11-25T23:42:30.379100] [INFO ] [FORECASTER] Starting predict_future for OSIS
[2025-11-25T23:42:30.380124] [DEBUG] [LOCAL     ] No optimal features file found for OSIS: ./output/feature-sets/OSIS.txt
[2025-11-25T23:42:30.380198] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:42:30.380265] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:42:30.380325] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:42:30.380430] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:42:30.439028] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:42:30.440270] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:42:30.440407] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:42:30.440464] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:42:30.558262] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:42:30.558529] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:42:30.558583] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:42:30.558619] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:42:30.562780] [DEBUG] [FORECASTER] OSIS: Forecast T+1@11:T+2@11: DOWN (p=8.75%)
[2025-11-25T23:42:30.563128] [INFO ] [FORECASTER] Completed predict_future for OSIS
[2025-11-25T23:42:30.563306] [INFO ] [sig       ] OSIS: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:42:30.711297] [INFO ] [LOCAL     ] Saved forecast: OSIS	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/OSIS.txt
[2025-11-25T23:42:30.711533] [INFO ] [sig       ] [2453/3639] Completed OSIS in 0.3s | 3.04 sym/s | Total: 13.4m | ETA: 6.5m
[2025-11-25T23:42:30.711635] [INFO ] [sig       ] [2454/3639] Forecasting OSPN...
[2025-11-25T23:42:30.711785] [INFO ] [sig       ] Generating forecast for: OSPN
[2025-11-25T23:42:30.711843] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OSPN' from 'https://tdm.silogroup.org/data/derivative_storage/OSPN.csv'.
[2025-11-25T23:42:30.726351] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OSPN'.
[2025-11-25T23:42:30.726974] [INFO ] [FORECASTER] Starting predict_future for OSPN
[2025-11-25T23:42:30.728041] [DEBUG] [LOCAL     ] No optimal features file found for OSPN: ./output/feature-sets/OSPN.txt
[2025-11-25T23:42:30.728117] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:42:30.728184] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:42:30.728241] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:42:30.728323] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:42:30.789313] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:42:30.790362] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:42:30.790485] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:42:30.790582] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:42:30.912288] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:42:30.912580] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:42:30.912727] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:42:30.912812] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:42:30.917060] [DEBUG] [FORECASTER] OSPN: Forecast T+1@11:T+2@11: UP (p=94.90%)
[2025-11-25T23:42:30.917453] [INFO ] [FORECASTER] Completed predict_future for OSPN
[2025-11-25T23:42:30.917683] [INFO ] [sig       ] OSPN: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:42:31.074042] [INFO ] [LOCAL     ] Saved forecast: OSPN	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/OSPN.txt
[2025-11-25T23:42:31.074382] [INFO ] [sig       ] [2454/3639] Completed OSPN in 0.4s | 3.04 sym/s | Total: 13.4m | ETA: 6.5m
[2025-11-25T23:42:31.074477] [INFO ] [sig       ] [2455/3639] Forecasting OSS...
[2025-11-25T23:42:31.074567] [INFO ] [sig       ] Generating forecast for: OSS
[2025-11-25T23:42:31.074679] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OSS' from 'https://tdm.silogroup.org/data/derivative_storage/OSS.csv'.
[2025-11-25T23:42:31.091952] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OSS'.
[2025-11-25T23:42:31.092611] [INFO ] [FORECASTER] Starting predict_future for OSS
[2025-11-25T23:42:31.093884] [DEBUG] [LOCAL     ] No optimal features file found for OSS: ./output/feature-sets/OSS.txt
[2025-11-25T23:42:31.093971] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:42:31.094048] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:42:31.094117] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:42:31.094246] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:42:31.160321] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:42:31.161708] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:42:31.161838] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:42:31.161897] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:42:31.255875] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:42:31.256148] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:42:31.256199] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:42:31.256234] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:42:31.260327] [DEBUG] [FORECASTER] OSS: Forecast T+1@11:T+2@11: DOWN (p=6.28%)
[2025-11-25T23:42:31.260673] [INFO ] [FORECASTER] Completed predict_future for OSS
[2025-11-25T23:42:31.260830] [INFO ] [sig       ] OSS: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:42:31.414435] [INFO ] [LOCAL     ] Saved forecast: OSS	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/OSS.txt
[2025-11-25T23:42:31.414713] [INFO ] [sig       ] [2455/3639] Completed OSS in 0.3s | 3.04 sym/s | Total: 13.5m | ETA: 6.5m
[2025-11-25T23:42:31.414778] [INFO ] [sig       ] [2456/3639] Forecasting OTEX...
[2025-11-25T23:42:31.414825] [INFO ] [sig       ] Generating forecast for: OTEX
[2025-11-25T23:42:31.414868] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OTEX' from 'https://tdm.silogroup.org/data/derivative_storage/OTEX.csv'.
[2025-11-25T23:42:31.429240] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OTEX'.
[2025-11-25T23:42:31.429916] [INFO ] [FORECASTER] Starting predict_future for OTEX
[2025-11-25T23:42:31.430949] [DEBUG] [LOCAL     ] No optimal features file found for OTEX: ./output/feature-sets/OTEX.txt
[2025-11-25T23:42:31.431026] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:42:31.431083] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:42:31.431120] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:42:31.431224] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:42:31.492389] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:42:31.493693] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:42:31.493816] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:42:31.493868] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:42:31.619393] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:42:31.619684] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:42:31.619776] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:42:31.619826] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:42:31.624020] [DEBUG] [FORECASTER] OTEX: Forecast T+1@11:T+2@11: DOWN (p=1.16%)
[2025-11-25T23:42:31.624383] [INFO ] [FORECASTER] Completed predict_future for OTEX
[2025-11-25T23:42:31.624608] [INFO ] [sig       ] OTEX: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:42:31.772859] [INFO ] [LOCAL     ] Saved forecast: OTEX	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/OTEX.txt
[2025-11-25T23:42:31.773144] [INFO ] [sig       ] [2456/3639] Completed OTEX in 0.4s | 3.04 sym/s | Total: 13.5m | ETA: 6.5m
[2025-11-25T23:42:31.773212] [INFO ] [sig       ] [2457/3639] Forecasting OTIS...
[2025-11-25T23:42:31.773262] [INFO ] [sig       ] Generating forecast for: OTIS
[2025-11-25T23:42:31.773307] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OTIS' from 'https://tdm.silogroup.org/data/derivative_storage/OTIS.csv'.
[2025-11-25T23:42:31.787257] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OTIS'.
[2025-11-25T23:42:31.787989] [INFO ] [FORECASTER] Starting predict_future for OTIS
[2025-11-25T23:42:31.789017] [DEBUG] [LOCAL     ] No optimal features file found for OTIS: ./output/feature-sets/OTIS.txt
[2025-11-25T23:42:31.789093] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:42:31.789146] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:42:31.789225] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:42:31.789316] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:42:31.852108] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:42:31.853320] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:42:31.853445] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:42:31.853515] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:42:31.976563] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:42:31.976862] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:42:31.976921] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:42:31.976961] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:42:31.981038] [DEBUG] [FORECASTER] OTIS: Forecast T+1@11:T+2@11: UP (p=92.08%)
[2025-11-25T23:42:31.981393] [INFO ] [FORECASTER] Completed predict_future for OTIS
[2025-11-25T23:42:31.981567] [INFO ] [sig       ] OTIS: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:42:32.125676] [INFO ] [LOCAL     ] Saved forecast: OTIS	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/OTIS.txt
[2025-11-25T23:42:32.125905] [INFO ] [sig       ] [2457/3639] Completed OTIS in 0.4s | 3.04 sym/s | Total: 13.5m | ETA: 6.5m
[2025-11-25T23:42:32.125970] [INFO ] [sig       ] [2458/3639] Forecasting OTLY...
[2025-11-25T23:42:32.126017] [INFO ] [sig       ] Generating forecast for: OTLY
[2025-11-25T23:42:32.126062] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OTLY' from 'https://tdm.silogroup.org/data/derivative_storage/OTLY.csv'.
[2025-11-25T23:42:32.139709] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OTLY'.
[2025-11-25T23:42:32.140140] [INFO ] [FORECASTER] Starting predict_future for OTLY
[2025-11-25T23:42:32.141098] [DEBUG] [LOCAL     ] No optimal features file found for OTLY: ./output/feature-sets/OTLY.txt
[2025-11-25T23:42:32.141168] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:42:32.141216] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:42:32.141257] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:42:32.141344] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:42:32.198631] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:42:32.199489] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:42:32.199600] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:42:32.199682] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:42:32.314749] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:42:32.315012] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:42:32.315061] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:42:32.315096] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:42:32.319029] [DEBUG] [FORECASTER] OTLY: Forecast T+1@11:T+2@11: DOWN (p=39.17%)
[2025-11-25T23:42:32.319350] [INFO ] [FORECASTER] Completed predict_future for OTLY
[2025-11-25T23:42:32.319517] [INFO ] [sig       ] OTLY: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:42:32.466113] [INFO ] [LOCAL     ] Saved forecast: OTLY	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/OTLY.txt
[2025-11-25T23:42:32.466341] [INFO ] [sig       ] [2458/3639] Completed OTLY in 0.3s | 3.04 sym/s | Total: 13.5m | ETA: 6.5m
[2025-11-25T23:42:32.466402] [INFO ] [sig       ] [2459/3639] Forecasting OVID...
[2025-11-25T23:42:32.466447] [INFO ] [sig       ] Generating forecast for: OVID
[2025-11-25T23:42:32.466493] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OVID' from 'https://tdm.silogroup.org/data/derivative_storage/OVID.csv'.
[2025-11-25T23:42:32.479887] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OVID'.
[2025-11-25T23:42:32.480381] [INFO ] [FORECASTER] Starting predict_future for OVID
[2025-11-25T23:42:32.481473] [DEBUG] [LOCAL     ] No optimal features file found for OVID: ./output/feature-sets/OVID.txt
[2025-11-25T23:42:32.481543] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:42:32.481604] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:42:32.481679] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:42:32.481779] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:42:32.539527] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:42:32.540494] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:42:32.540635] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:42:32.540714] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:42:32.660625] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:42:32.660909] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:42:32.660959] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:42:32.660995] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:42:32.665078] [DEBUG] [FORECASTER] OVID: Forecast T+1@11:T+2@11: UP (p=95.96%)
[2025-11-25T23:42:32.665418] [INFO ] [FORECASTER] Completed predict_future for OVID
[2025-11-25T23:42:32.665584] [INFO ] [sig       ] OVID: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:42:32.816291] [INFO ] [LOCAL     ] Saved forecast: OVID	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/OVID.txt
[2025-11-25T23:42:32.816533] [INFO ] [sig       ] [2459/3639] Completed OVID in 0.4s | 3.04 sym/s | Total: 13.5m | ETA: 6.5m
[2025-11-25T23:42:32.816593] [INFO ] [sig       ] [2460/3639] Forecasting OVLY...
[2025-11-25T23:42:32.816770] [INFO ] [sig       ] Generating forecast for: OVLY
[2025-11-25T23:42:32.816837] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OVLY' from 'https://tdm.silogroup.org/data/derivative_storage/OVLY.csv'.
[2025-11-25T23:42:32.830586] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OVLY'.
[2025-11-25T23:42:32.831176] [INFO ] [FORECASTER] Starting predict_future for OVLY
[2025-11-25T23:42:32.832268] [DEBUG] [LOCAL     ] No optimal features file found for OVLY: ./output/feature-sets/OVLY.txt
[2025-11-25T23:42:32.832342] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:42:32.832390] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:42:32.832431] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:42:32.832502] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:42:32.890898] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:42:32.892124] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:42:32.892236] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:42:32.892284] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:42:32.992960] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:42:32.993233] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-11-25T23:42:32.993316] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:42:32.993358] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:42:32.997477] [DEBUG] [FORECASTER] OVLY: Forecast T+1@11:T+2@11: UP (p=61.15%)
[2025-11-25T23:42:32.997829] [INFO ] [FORECASTER] Completed predict_future for OVLY
[2025-11-25T23:42:32.998002] [INFO ] [sig       ] OVLY: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:42:33.146608] [INFO ] [LOCAL     ] Saved forecast: OVLY	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/OVLY.txt
[2025-11-25T23:42:33.146896] [INFO ] [sig       ] [2460/3639] Completed OVLY in 0.3s | 3.04 sym/s | Total: 13.5m | ETA: 6.5m
[2025-11-25T23:42:33.146993] [INFO ] [sig       ] [2461/3639] Forecasting OWL...
[2025-11-25T23:42:33.147041] [INFO ] [sig       ] Generating forecast for: OWL
[2025-11-25T23:42:33.147098] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OWL' from 'https://tdm.silogroup.org/data/derivative_storage/OWL.csv'.
[2025-11-25T23:42:33.160603] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OWL'.
[2025-11-25T23:42:33.161264] [INFO ] [FORECASTER] Starting predict_future for OWL
[2025-11-25T23:42:33.162249] [DEBUG] [LOCAL     ] No optimal features file found for OWL: ./output/feature-sets/OWL.txt
[2025-11-25T23:42:33.162327] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:42:33.162399] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:42:33.162458] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:42:33.162557] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:42:33.219679] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:42:33.220730] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:42:33.220852] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:42:33.220903] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:42:33.342523] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:42:33.342839] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:42:33.342925] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:42:33.342975] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:42:33.347188] [DEBUG] [FORECASTER] OWL: Forecast T+1@11:T+2@11: DOWN (p=12.15%)
[2025-11-25T23:42:33.347659] [INFO ] [FORECASTER] Completed predict_future for OWL
[2025-11-25T23:42:33.347868] [INFO ] [sig       ] OWL: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:42:33.493396] [INFO ] [LOCAL     ] Saved forecast: OWL	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/OWL.txt
[2025-11-25T23:42:33.493762] [INFO ] [sig       ] [2461/3639] Completed OWL in 0.3s | 3.04 sym/s | Total: 13.5m | ETA: 6.5m
[2025-11-25T23:42:33.493837] [INFO ] [sig       ] [2462/3639] Forecasting OXLC...
[2025-11-25T23:42:33.493885] [INFO ] [sig       ] Generating forecast for: OXLC
[2025-11-25T23:42:33.493975] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OXLC' from 'https://tdm.silogroup.org/data/derivative_storage/OXLC.csv'.
[2025-11-25T23:42:33.508305] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OXLC'.
[2025-11-25T23:42:33.508822] [INFO ] [FORECASTER] Starting predict_future for OXLC
[2025-11-25T23:42:33.509812] [DEBUG] [LOCAL     ] No optimal features file found for OXLC: ./output/feature-sets/OXLC.txt
[2025-11-25T23:42:33.509885] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:42:33.509936] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:42:33.509979] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:42:33.510055] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:42:33.568923] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:42:33.570041] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:42:33.570158] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:42:33.570208] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:42:33.683911] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:42:33.684201] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:42:33.684259] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:42:33.684305] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:42:33.688528] [DEBUG] [FORECASTER] OXLC: Forecast T+1@11:T+2@11: DOWN (p=15.46%)
[2025-11-25T23:42:33.688963] [INFO ] [FORECASTER] Completed predict_future for OXLC
[2025-11-25T23:42:33.689161] [INFO ] [sig       ] OXLC: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:42:33.837838] [INFO ] [LOCAL     ] Saved forecast: OXLC	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/OXLC.txt
[2025-11-25T23:42:33.838083] [INFO ] [sig       ] [2462/3639] Completed OXLC in 0.3s | 3.04 sym/s | Total: 13.5m | ETA: 6.4m
[2025-11-25T23:42:33.838143] [INFO ] [sig       ] [2463/3639] Forecasting OXM...
[2025-11-25T23:42:33.838189] [INFO ] [sig       ] Generating forecast for: OXM
[2025-11-25T23:42:33.838235] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OXM' from 'https://tdm.silogroup.org/data/derivative_storage/OXM.csv'.
[2025-11-25T23:42:33.851625] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OXM'.
[2025-11-25T23:42:33.852125] [INFO ] [FORECASTER] Starting predict_future for OXM
[2025-11-25T23:42:33.852996] [DEBUG] [LOCAL     ] No optimal features file found for OXM: ./output/feature-sets/OXM.txt
[2025-11-25T23:42:33.853069] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:42:33.853117] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:42:33.853159] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:42:33.853229] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:42:33.910601] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:42:33.911503] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:42:33.911612] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:42:33.911685] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:42:34.029759] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:42:34.029963] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:42:34.030009] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:42:34.030045] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:42:34.033587] [DEBUG] [FORECASTER] OXM: Forecast T+1@11:T+2@11: UP (p=91.96%)
[2025-11-25T23:42:34.034009] [INFO ] [FORECASTER] Completed predict_future for OXM
[2025-11-25T23:42:34.034178] [INFO ] [sig       ] OXM: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:42:34.180843] [INFO ] [LOCAL     ] Saved forecast: OXM	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/OXM.txt
[2025-11-25T23:42:34.181031] [INFO ] [sig       ] [2463/3639] Completed OXM in 0.3s | 3.04 sym/s | Total: 13.5m | ETA: 6.4m
[2025-11-25T23:42:34.181093] [INFO ] [sig       ] [2464/3639] Forecasting OXSQ...
[2025-11-25T23:42:34.181153] [INFO ] [sig       ] Generating forecast for: OXSQ
[2025-11-25T23:42:34.181204] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OXSQ' from 'https://tdm.silogroup.org/data/derivative_storage/OXSQ.csv'.
[2025-11-25T23:42:34.193444] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OXSQ'.
[2025-11-25T23:42:34.193938] [INFO ] [FORECASTER] Starting predict_future for OXSQ
[2025-11-25T23:42:34.194825] [DEBUG] [LOCAL     ] No optimal features file found for OXSQ: ./output/feature-sets/OXSQ.txt
[2025-11-25T23:42:34.194898] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:42:34.194948] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:42:34.194996] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:42:34.195071] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:42:34.257168] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:42:34.258165] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:42:34.258302] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:42:34.258358] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:42:34.378539] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:42:34.378795] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:42:34.378877] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:42:34.378924] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:42:34.382552] [DEBUG] [FORECASTER] OXSQ: Forecast T+1@11:T+2@11: DOWN (p=4.16%)
[2025-11-25T23:42:34.382892] [INFO ] [FORECASTER] Completed predict_future for OXSQ
[2025-11-25T23:42:34.383067] [INFO ] [sig       ] OXSQ: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:42:34.525461] [INFO ] [LOCAL     ] Saved forecast: OXSQ	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/OXSQ.txt
[2025-11-25T23:42:34.525623] [INFO ] [sig       ] [2464/3639] Completed OXSQ in 0.3s | 3.04 sym/s | Total: 13.5m | ETA: 6.4m
[2025-11-25T23:42:34.525762] [INFO ] [sig       ] [2465/3639] Forecasting OZEM...
[2025-11-25T23:42:34.525812] [INFO ] [sig       ] Generating forecast for: OZEM
[2025-11-25T23:42:34.525854] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OZEM' from 'https://tdm.silogroup.org/data/derivative_storage/OZEM.csv'.
[2025-11-25T23:42:34.537906] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OZEM'.
[2025-11-25T23:42:34.538316] [INFO ] [FORECASTER] Starting predict_future for OZEM
[2025-11-25T23:42:34.539164] [DEBUG] [LOCAL     ] No optimal features file found for OZEM: ./output/feature-sets/OZEM.txt
[2025-11-25T23:42:34.539249] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:42:34.539305] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:42:34.539347] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:42:34.539417] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:42:34.597476] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:42:34.598150] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:42:34.598250] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:42:34.598299] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:42:34.707115] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:42:34.707340] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:42:34.707399] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:42:34.707434] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:42:34.710923] [DEBUG] [FORECASTER] OZEM: Forecast T+1@11:T+2@11: UP (p=58.20%)
[2025-11-25T23:42:34.711227] [INFO ] [FORECASTER] Completed predict_future for OZEM
[2025-11-25T23:42:34.711378] [INFO ] [sig       ] OZEM: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:42:34.853766] [INFO ] [LOCAL     ] Saved forecast: OZEM	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/OZEM.txt
[2025-11-25T23:42:34.853942] [INFO ] [sig       ] [2465/3639] Completed OZEM in 0.3s | 3.04 sym/s | Total: 13.5m | ETA: 6.4m
[2025-11-25T23:42:34.854002] [INFO ] [sig       ] [2466/3639] Forecasting OZK...
[2025-11-25T23:42:34.854048] [INFO ] [sig       ] Generating forecast for: OZK
[2025-11-25T23:42:34.854090] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OZK' from 'https://tdm.silogroup.org/data/derivative_storage/OZK.csv'.
[2025-11-25T23:42:34.866296] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OZK'.
[2025-11-25T23:42:34.866671] [INFO ] [FORECASTER] Starting predict_future for OZK
[2025-11-25T23:42:34.867514] [DEBUG] [LOCAL     ] No optimal features file found for OZK: ./output/feature-sets/OZK.txt
[2025-11-25T23:42:34.867586] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:42:34.867669] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:42:34.867729] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:42:34.867819] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:42:34.926326] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:42:34.927429] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:42:34.927538] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:42:34.927603] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:42:35.050210] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:42:35.050414] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:42:35.050463] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:42:35.050498] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:42:35.054087] [DEBUG] [FORECASTER] OZK: Forecast T+1@11:T+2@11: DOWN (p=23.38%)
[2025-11-25T23:42:35.054388] [INFO ] [FORECASTER] Completed predict_future for OZK
[2025-11-25T23:42:35.054560] [INFO ] [sig       ] OZK: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:42:35.199805] [INFO ] [LOCAL     ] Saved forecast: OZK	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/OZK.txt
[2025-11-25T23:42:35.199993] [INFO ] [sig       ] [2466/3639] Completed OZK in 0.3s | 3.04 sym/s | Total: 13.5m | ETA: 6.4m
[2025-11-25T23:42:35.200059] [INFO ] [sig       ] [2467/3639] Forecasting OZKAP...
[2025-11-25T23:42:35.200105] [INFO ] [sig       ] Generating forecast for: OZKAP
[2025-11-25T23:42:35.200148] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OZKAP' from 'https://tdm.silogroup.org/data/derivative_storage/OZKAP.csv'.
[2025-11-25T23:42:35.212960] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OZKAP'.
[2025-11-25T23:42:35.213310] [INFO ] [FORECASTER] Starting predict_future for OZKAP
[2025-11-25T23:42:35.214190] [DEBUG] [LOCAL     ] No optimal features file found for OZKAP: ./output/feature-sets/OZKAP.txt
[2025-11-25T23:42:35.214263] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:42:35.214323] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:42:35.214378] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:42:35.214468] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:42:35.272073] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:42:35.272892] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:42:35.272993] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:42:35.273044] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:42:35.389993] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:42:35.390183] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:42:35.390233] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:42:35.390272] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:42:35.393983] [DEBUG] [FORECASTER] OZKAP: Forecast T+1@11:T+2@11: UP (p=90.67%)
[2025-11-25T23:42:35.394419] [INFO ] [FORECASTER] Completed predict_future for OZKAP
[2025-11-25T23:42:35.394638] [INFO ] [sig       ] OZKAP: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:42:35.537069] [INFO ] [LOCAL     ] Saved forecast: OZKAP	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/OZKAP.txt
[2025-11-25T23:42:35.537261] [INFO ] [sig       ] [2467/3639] Completed OZKAP in 0.3s | 3.04 sym/s | Total: 13.5m | ETA: 6.4m
[2025-11-25T23:42:35.537330] [INFO ] [sig       ] [2468/3639] Forecasting PAA...
[2025-11-25T23:42:35.537387] [INFO ] [sig       ] Generating forecast for: PAA
[2025-11-25T23:42:35.537431] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PAA' from 'https://tdm.silogroup.org/data/derivative_storage/PAA.csv'.
[2025-11-25T23:42:35.551431] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PAA'.
[2025-11-25T23:42:35.552047] [INFO ] [FORECASTER] Starting predict_future for PAA
[2025-11-25T23:42:35.553084] [DEBUG] [LOCAL     ] No optimal features file found for PAA: ./output/feature-sets/PAA.txt
[2025-11-25T23:42:35.553166] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:42:35.553219] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:42:35.553265] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:42:35.553339] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:42:35.613460] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:42:35.614681] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:42:35.614799] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:42:35.614849] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:42:35.748169] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:42:35.748435] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:42:35.748487] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:42:35.748522] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:42:35.752941] [DEBUG] [FORECASTER] PAA: Forecast T+1@11:T+2@11: UP (p=98.43%)
[2025-11-25T23:42:35.753361] [INFO ] [FORECASTER] Completed predict_future for PAA
[2025-11-25T23:42:35.753551] [INFO ] [sig       ] PAA: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:42:35.899866] [INFO ] [LOCAL     ] Saved forecast: PAA	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/PAA.txt
[2025-11-25T23:42:35.900121] [INFO ] [sig       ] [2468/3639] Completed PAA in 0.4s | 3.04 sym/s | Total: 13.5m | ETA: 6.4m
[2025-11-25T23:42:35.900181] [INFO ] [sig       ] [2469/3639] Forecasting PAAS...
[2025-11-25T23:42:35.900226] [INFO ] [sig       ] Generating forecast for: PAAS
[2025-11-25T23:42:35.900267] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PAAS' from 'https://tdm.silogroup.org/data/derivative_storage/PAAS.csv'.
[2025-11-25T23:42:35.913582] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PAAS'.
[2025-11-25T23:42:35.914128] [INFO ] [FORECASTER] Starting predict_future for PAAS
[2025-11-25T23:42:35.915149] [DEBUG] [LOCAL     ] No optimal features file found for PAAS: ./output/feature-sets/PAAS.txt
[2025-11-25T23:42:35.915243] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:42:35.915294] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:42:35.915338] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:42:35.915412] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:42:35.977072] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:42:35.978310] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:42:35.978426] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:42:35.978474] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:42:36.097189] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:42:36.097481] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:42:36.097545] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:42:36.097582] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:42:36.101795] [DEBUG] [FORECASTER] PAAS: Forecast T+1@11:T+2@11: DOWN (p=20.33%)
[2025-11-25T23:42:36.102128] [INFO ] [FORECASTER] Completed predict_future for PAAS
[2025-11-25T23:42:36.102288] [INFO ] [sig       ] PAAS: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:42:36.247072] [INFO ] [LOCAL     ] Saved forecast: PAAS	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/PAAS.txt
[2025-11-25T23:42:36.247303] [INFO ] [sig       ] [2469/3639] Completed PAAS in 0.3s | 3.04 sym/s | Total: 13.5m | ETA: 6.4m
[2025-11-25T23:42:36.247392] [INFO ] [sig       ] [2470/3639] Forecasting PAC...
[2025-11-25T23:42:36.247449] [INFO ] [sig       ] Generating forecast for: PAC
[2025-11-25T23:42:36.247495] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PAC' from 'https://tdm.silogroup.org/data/derivative_storage/PAC.csv'.
[2025-11-25T23:42:36.260605] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PAC'.
[2025-11-25T23:42:36.261170] [INFO ] [FORECASTER] Starting predict_future for PAC
[2025-11-25T23:42:36.262137] [DEBUG] [LOCAL     ] No optimal features file found for PAC: ./output/feature-sets/PAC.txt
[2025-11-25T23:42:36.262212] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:42:36.262261] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:42:36.262303] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:42:36.262373] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:42:36.321382] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:42:36.322596] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:42:36.322806] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:42:36.322861] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:42:36.427773] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:42:36.428062] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:42:36.428152] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:42:36.428191] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:42:36.432232] [DEBUG] [FORECASTER] PAC: Forecast T+1@11:T+2@11: UP (p=67.10%)
[2025-11-25T23:42:36.432567] [INFO ] [FORECASTER] Completed predict_future for PAC
[2025-11-25T23:42:36.432899] [INFO ] [sig       ] PAC: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:42:36.575711] [INFO ] [LOCAL     ] Saved forecast: PAC	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/PAC.txt
[2025-11-25T23:42:36.575902] [INFO ] [sig       ] [2470/3639] Completed PAC in 0.3s | 3.04 sym/s | Total: 13.5m | ETA: 6.4m
[2025-11-25T23:42:36.575959] [INFO ] [sig       ] [2471/3639] Forecasting PACB...
[2025-11-25T23:42:36.576004] [INFO ] [sig       ] Generating forecast for: PACB
[2025-11-25T23:42:36.576048] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PACB' from 'https://tdm.silogroup.org/data/derivative_storage/PACB.csv'.
[2025-11-25T23:42:36.590184] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PACB'.
[2025-11-25T23:42:36.590663] [INFO ] [FORECASTER] Starting predict_future for PACB
[2025-11-25T23:42:36.591637] [DEBUG] [LOCAL     ] No optimal features file found for PACB: ./output/feature-sets/PACB.txt
[2025-11-25T23:42:36.591743] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:42:36.591808] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:42:36.591865] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:42:36.591964] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:42:36.651889] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:42:36.652899] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:42:36.653015] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:42:36.653067] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:42:36.768148] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:42:36.768375] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:42:36.768434] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:42:36.768472] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:42:36.772311] [DEBUG] [FORECASTER] PACB: Forecast T+1@11:T+2@11: DOWN (p=2.04%)
[2025-11-25T23:42:36.772671] [INFO ] [FORECASTER] Completed predict_future for PACB
[2025-11-25T23:42:36.772905] [INFO ] [sig       ] PACB: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:42:36.914354] [INFO ] [LOCAL     ] Saved forecast: PACB	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/PACB.txt
[2025-11-25T23:42:36.914510] [INFO ] [sig       ] [2471/3639] Completed PACB in 0.3s | 3.04 sym/s | Total: 13.5m | ETA: 6.4m
[2025-11-25T23:42:36.914569] [INFO ] [sig       ] [2472/3639] Forecasting PACK...
[2025-11-25T23:42:36.914614] [INFO ] [sig       ] Generating forecast for: PACK
[2025-11-25T23:42:36.914676] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PACK' from 'https://tdm.silogroup.org/data/derivative_storage/PACK.csv'.
[2025-11-25T23:42:36.928702] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PACK'.
[2025-11-25T23:42:36.929250] [INFO ] [FORECASTER] Starting predict_future for PACK
[2025-11-25T23:42:36.930280] [DEBUG] [LOCAL     ] No optimal features file found for PACK: ./output/feature-sets/PACK.txt
[2025-11-25T23:42:36.930354] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:42:36.930405] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:42:36.930448] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:42:36.930526] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:42:36.991333] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:42:36.992624] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:42:36.992892] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:42:36.992957] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:42:37.117104] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:42:37.117429] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:42:37.117486] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:42:37.117524] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:42:37.121749] [DEBUG] [FORECASTER] PACK: Forecast T+1@11:T+2@11: UP (p=69.18%)
[2025-11-25T23:42:37.122165] [INFO ] [FORECASTER] Completed predict_future for PACK
[2025-11-25T23:42:37.122347] [INFO ] [sig       ] PACK: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:42:37.270553] [INFO ] [LOCAL     ] Saved forecast: PACK	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/PACK.txt
[2025-11-25T23:42:37.270788] [INFO ] [sig       ] [2472/3639] Completed PACK in 0.4s | 3.04 sym/s | Total: 13.5m | ETA: 6.4m
[2025-11-25T23:42:37.270862] [INFO ] [sig       ] [2473/3639] Forecasting PAGP...
[2025-11-25T23:42:37.270910] [INFO ] [sig       ] Generating forecast for: PAGP
[2025-11-25T23:42:37.270947] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PAGP' from 'https://tdm.silogroup.org/data/derivative_storage/PAGP.csv'.
[2025-11-25T23:42:37.285172] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PAGP'.
[2025-11-25T23:42:37.285750] [INFO ] [FORECASTER] Starting predict_future for PAGP
[2025-11-25T23:42:37.286760] [DEBUG] [LOCAL     ] No optimal features file found for PAGP: ./output/feature-sets/PAGP.txt
[2025-11-25T23:42:37.286829] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:42:37.286876] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:42:37.286915] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:42:37.286986] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:42:37.346365] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:42:37.347865] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:42:37.348003] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:42:37.348055] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:42:37.458916] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:42:37.459204] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:42:37.459275] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:42:37.459315] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:42:37.463394] [DEBUG] [FORECASTER] PAGP: Forecast T+1@11:T+2@11: UP (p=78.72%)
[2025-11-25T23:42:37.463780] [INFO ] [FORECASTER] Completed predict_future for PAGP
[2025-11-25T23:42:37.463960] [INFO ] [sig       ] PAGP: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:42:37.611483] [INFO ] [LOCAL     ] Saved forecast: PAGP	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/PAGP.txt
[2025-11-25T23:42:37.611750] [INFO ] [sig       ] [2473/3639] Completed PAGP in 0.3s | 3.04 sym/s | Total: 13.6m | ETA: 6.4m
[2025-11-25T23:42:37.611819] [INFO ] [sig       ] [2474/3639] Forecasting PAGS...
[2025-11-25T23:42:37.611866] [INFO ] [sig       ] Generating forecast for: PAGS
[2025-11-25T23:42:37.611910] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PAGS' from 'https://tdm.silogroup.org/data/derivative_storage/PAGS.csv'.
[2025-11-25T23:42:37.625458] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PAGS'.
[2025-11-25T23:42:37.625992] [INFO ] [FORECASTER] Starting predict_future for PAGS
[2025-11-25T23:42:37.626939] [DEBUG] [LOCAL     ] No optimal features file found for PAGS: ./output/feature-sets/PAGS.txt
[2025-11-25T23:42:37.627012] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:42:37.627062] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:42:37.627105] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:42:37.627177] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:42:37.684540] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:42:37.685744] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:42:37.685858] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:42:37.685909] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:42:37.802859] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:42:37.803152] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:42:37.803207] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:42:37.803242] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:42:37.807333] [DEBUG] [FORECASTER] PAGS: Forecast T+1@11:T+2@11: DOWN (p=4.25%)
[2025-11-25T23:42:37.807810] [INFO ] [FORECASTER] Completed predict_future for PAGS
[2025-11-25T23:42:37.807993] [INFO ] [sig       ] PAGS: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:42:37.957349] [INFO ] [LOCAL     ] Saved forecast: PAGS	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/PAGS.txt
[2025-11-25T23:42:37.957660] [INFO ] [sig       ] [2474/3639] Completed PAGS in 0.3s | 3.04 sym/s | Total: 13.6m | ETA: 6.4m
[2025-11-25T23:42:37.957729] [INFO ] [sig       ] [2475/3639] Forecasting PAHC...
[2025-11-25T23:42:37.957779] [INFO ] [sig       ] Generating forecast for: PAHC
[2025-11-25T23:42:37.957828] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PAHC' from 'https://tdm.silogroup.org/data/derivative_storage/PAHC.csv'.
[2025-11-25T23:42:37.973142] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PAHC'.
[2025-11-25T23:42:37.973741] [INFO ] [FORECASTER] Starting predict_future for PAHC
[2025-11-25T23:42:37.974946] [DEBUG] [LOCAL     ] No optimal features file found for PAHC: ./output/feature-sets/PAHC.txt
[2025-11-25T23:42:37.975018] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:42:37.975068] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:42:37.975111] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:42:37.975189] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:42:38.037243] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:42:38.038422] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:42:38.038541] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:42:38.038592] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:42:38.162025] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:42:38.162314] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:42:38.162365] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:42:38.162400] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:42:38.166383] [DEBUG] [FORECASTER] PAHC: Forecast T+1@11:T+2@11: DOWN (p=12.60%)
[2025-11-25T23:42:38.166789] [INFO ] [FORECASTER] Completed predict_future for PAHC
[2025-11-25T23:42:38.166961] [INFO ] [sig       ] PAHC: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:42:38.318397] [INFO ] [LOCAL     ] Saved forecast: PAHC	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/PAHC.txt
[2025-11-25T23:42:38.318689] [INFO ] [sig       ] [2475/3639] Completed PAHC in 0.4s | 3.04 sym/s | Total: 13.6m | ETA: 6.4m
[2025-11-25T23:42:38.318756] [INFO ] [sig       ] [2476/3639] Forecasting PAL...
[2025-11-25T23:42:38.318803] [INFO ] [sig       ] Generating forecast for: PAL
[2025-11-25T23:42:38.318849] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PAL' from 'https://tdm.silogroup.org/data/derivative_storage/PAL.csv'.
[2025-11-25T23:42:38.332485] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PAL'.
[2025-11-25T23:42:38.333020] [INFO ] [FORECASTER] Starting predict_future for PAL
[2025-11-25T23:42:38.333972] [DEBUG] [LOCAL     ] No optimal features file found for PAL: ./output/feature-sets/PAL.txt
[2025-11-25T23:42:38.334044] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:42:38.334094] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:42:38.334136] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:42:38.334208] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:42:38.394452] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:42:38.395691] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:42:38.395800] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:42:38.395849] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:42:38.509481] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:42:38.509692] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:42:38.509770] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:42:38.509807] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:42:38.513465] [DEBUG] [FORECASTER] PAL: Forecast T+1@11:T+2@11: DOWN (p=12.82%)
[2025-11-25T23:42:38.513781] [INFO ] [FORECASTER] Completed predict_future for PAL
[2025-11-25T23:42:38.513930] [INFO ] [sig       ] PAL: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:42:38.655801] [INFO ] [LOCAL     ] Saved forecast: PAL	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/PAL.txt
[2025-11-25T23:42:38.656006] [INFO ] [sig       ] [2476/3639] Completed PAL in 0.3s | 3.04 sym/s | Total: 13.6m | ETA: 6.4m
[2025-11-25T23:42:38.656066] [INFO ] [sig       ] [2477/3639] Forecasting PAM...
[2025-11-25T23:42:38.656111] [INFO ] [sig       ] Generating forecast for: PAM
[2025-11-25T23:42:38.656154] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PAM' from 'https://tdm.silogroup.org/data/derivative_storage/PAM.csv'.
[2025-11-25T23:42:38.669733] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PAM'.
[2025-11-25T23:42:38.670056] [INFO ] [FORECASTER] Starting predict_future for PAM
[2025-11-25T23:42:38.670864] [DEBUG] [LOCAL     ] No optimal features file found for PAM: ./output/feature-sets/PAM.txt
[2025-11-25T23:42:38.670933] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:42:38.670978] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:42:38.671018] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:42:38.671084] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:42:38.730436] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:42:38.731176] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:42:38.731286] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:42:38.731345] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:42:38.819105] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:42:38.819311] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:42:38.819365] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:42:38.819407] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:42:38.822848] [DEBUG] [FORECASTER] PAM: Forecast T+1@11:T+2@11: UP (p=53.38%)
[2025-11-25T23:42:38.823133] [INFO ] [FORECASTER] Completed predict_future for PAM
[2025-11-25T23:42:38.823272] [INFO ] [sig       ] PAM: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:42:38.969201] [INFO ] [LOCAL     ] Saved forecast: PAM	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/PAM.txt
[2025-11-25T23:42:38.969399] [INFO ] [sig       ] [2477/3639] Completed PAM in 0.3s | 3.04 sym/s | Total: 13.6m | ETA: 6.4m
[2025-11-25T23:42:38.969457] [INFO ] [sig       ] [2478/3639] Forecasting PANL...
[2025-11-25T23:42:38.969500] [INFO ] [sig       ] Generating forecast for: PANL
[2025-11-25T23:42:38.969543] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PANL' from 'https://tdm.silogroup.org/data/derivative_storage/PANL.csv'.
[2025-11-25T23:42:38.981185] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PANL'.
[2025-11-25T23:42:38.981562] [INFO ] [FORECASTER] Starting predict_future for PANL
[2025-11-25T23:42:38.982457] [DEBUG] [LOCAL     ] No optimal features file found for PANL: ./output/feature-sets/PANL.txt
[2025-11-25T23:42:38.982529] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:42:38.982576] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:42:38.982617] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:42:38.982712] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:42:39.040441] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:42:39.041440] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:42:39.041545] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:42:39.041594] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:42:39.127614] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:42:39.127820] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:42:39.127871] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:42:39.127907] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:42:39.131313] [DEBUG] [FORECASTER] PANL: Forecast T+1@11:T+2@11: UP (p=78.92%)
[2025-11-25T23:42:39.131610] [INFO ] [FORECASTER] Completed predict_future for PANL
[2025-11-25T23:42:39.131772] [INFO ] [sig       ] PANL: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:42:39.273111] [INFO ] [LOCAL     ] Saved forecast: PANL	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/PANL.txt
[2025-11-25T23:42:39.273294] [INFO ] [sig       ] [2478/3639] Completed PANL in 0.3s | 3.04 sym/s | Total: 13.6m | ETA: 6.4m
[2025-11-25T23:42:39.273352] [INFO ] [sig       ] [2479/3639] Forecasting PASG...
[2025-11-25T23:42:39.273395] [INFO ] [sig       ] Generating forecast for: PASG
[2025-11-25T23:42:39.273436] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PASG' from 'https://tdm.silogroup.org/data/derivative_storage/PASG.csv'.
[2025-11-25T23:42:39.285260] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PASG'.
[2025-11-25T23:42:39.285680] [INFO ] [FORECASTER] Starting predict_future for PASG
[2025-11-25T23:42:39.286491] [DEBUG] [LOCAL     ] No optimal features file found for PASG: ./output/feature-sets/PASG.txt
[2025-11-25T23:42:39.286561] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:42:39.286605] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:42:39.286666] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:42:39.286738] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:42:39.344458] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:42:39.345364] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:42:39.345465] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:42:39.345513] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:42:39.448296] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:42:39.448482] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:42:39.448527] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:42:39.448561] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:42:39.451947] [DEBUG] [FORECASTER] PASG: Forecast T+1@11:T+2@11: DOWN (p=42.80%)
[2025-11-25T23:42:39.452232] [INFO ] [FORECASTER] Completed predict_future for PASG
[2025-11-25T23:42:39.452379] [INFO ] [sig       ] PASG: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:42:39.598184] [INFO ] [LOCAL     ] Saved forecast: PASG	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/PASG.txt
[2025-11-25T23:42:39.598356] [INFO ] [sig       ] [2479/3639] Completed PASG in 0.3s | 3.04 sym/s | Total: 13.6m | ETA: 6.4m
[2025-11-25T23:42:39.598412] [INFO ] [sig       ] [2480/3639] Forecasting PATH...
[2025-11-25T23:42:39.598455] [INFO ] [sig       ] Generating forecast for: PATH
[2025-11-25T23:42:39.598496] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PATH' from 'https://tdm.silogroup.org/data/derivative_storage/PATH.csv'.
[2025-11-25T23:42:39.609371] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PATH'.
[2025-11-25T23:42:39.609724] [INFO ] [FORECASTER] Starting predict_future for PATH
[2025-11-25T23:42:39.610510] [DEBUG] [LOCAL     ] No optimal features file found for PATH: ./output/feature-sets/PATH.txt
[2025-11-25T23:42:39.610581] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:42:39.610668] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:42:39.610713] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:42:39.610789] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:42:39.668127] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:42:39.668828] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:42:39.668929] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:42:39.668979] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:42:39.778902] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:42:39.779096] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:42:39.779146] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:42:39.779182] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:42:39.782826] [DEBUG] [FORECASTER] PATH: Forecast T+1@11:T+2@11: UP (p=78.49%)
[2025-11-25T23:42:39.783135] [INFO ] [FORECASTER] Completed predict_future for PATH
[2025-11-25T23:42:39.783288] [INFO ] [sig       ] PATH: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:42:39.927210] [INFO ] [LOCAL     ] Saved forecast: PATH	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/PATH.txt
[2025-11-25T23:42:39.927424] [INFO ] [sig       ] [2480/3639] Completed PATH in 0.3s | 3.04 sym/s | Total: 13.6m | ETA: 6.4m
[2025-11-25T23:42:39.927482] [INFO ] [sig       ] [2481/3639] Forecasting PATK...
[2025-11-25T23:42:39.927530] [INFO ] [sig       ] Generating forecast for: PATK
[2025-11-25T23:42:39.927572] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PATK' from 'https://tdm.silogroup.org/data/derivative_storage/PATK.csv'.
[2025-11-25T23:42:39.939989] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PATK'.
[2025-11-25T23:42:39.940344] [INFO ] [FORECASTER] Starting predict_future for PATK
[2025-11-25T23:42:39.941208] [DEBUG] [LOCAL     ] No optimal features file found for PATK: ./output/feature-sets/PATK.txt
[2025-11-25T23:42:39.941277] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:42:39.941323] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:42:39.941363] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:42:39.941492] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:42:40.001169] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:42:40.001907] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:42:40.002005] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:42:40.002051] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:42:40.098824] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:42:40.099012] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:42:40.099057] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:42:40.099090] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:42:40.102540] [DEBUG] [FORECASTER] PATK: Forecast T+1@11:T+2@11: DOWN (p=25.52%)
[2025-11-25T23:42:40.103003] [INFO ] [FORECASTER] Completed predict_future for PATK
[2025-11-25T23:42:40.103214] [INFO ] [sig       ] PATK: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:42:40.249839] [INFO ] [LOCAL     ] Saved forecast: PATK	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/PATK.txt
[2025-11-25T23:42:40.249995] [INFO ] [sig       ] [2481/3639] Completed PATK in 0.3s | 3.04 sym/s | Total: 13.6m | ETA: 6.3m
[2025-11-25T23:42:40.250050] [INFO ] [sig       ] [2482/3639] Forecasting PAX...
[2025-11-25T23:42:40.250094] [INFO ] [sig       ] Generating forecast for: PAX
[2025-11-25T23:42:40.250157] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PAX' from 'https://tdm.silogroup.org/data/derivative_storage/PAX.csv'.
[2025-11-25T23:42:40.261849] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PAX'.
[2025-11-25T23:42:40.262163] [INFO ] [FORECASTER] Starting predict_future for PAX
[2025-11-25T23:42:40.262988] [DEBUG] [LOCAL     ] No optimal features file found for PAX: ./output/feature-sets/PAX.txt
[2025-11-25T23:42:40.263056] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:42:40.263113] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:42:40.263162] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:42:40.263250] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:42:40.320372] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:42:40.321046] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:42:40.321141] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:42:40.321199] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:42:40.422558] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:42:40.422717] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:42:40.422767] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:42:40.422801] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:42:40.426078] [DEBUG] [FORECASTER] PAX: Forecast T+1@11:T+2@11: UP (p=97.43%)
[2025-11-25T23:42:40.426372] [INFO ] [FORECASTER] Completed predict_future for PAX
[2025-11-25T23:42:40.426509] [INFO ] [sig       ] PAX: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:42:40.569127] [INFO ] [LOCAL     ] Saved forecast: PAX	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/PAX.txt
[2025-11-25T23:42:40.569293] [INFO ] [sig       ] [2482/3639] Completed PAX in 0.3s | 3.04 sym/s | Total: 13.6m | ETA: 6.3m
[2025-11-25T23:42:40.569360] [INFO ] [sig       ] [2483/3639] Forecasting PAXS...
[2025-11-25T23:42:40.569425] [INFO ] [sig       ] Generating forecast for: PAXS
[2025-11-25T23:42:40.569479] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PAXS' from 'https://tdm.silogroup.org/data/derivative_storage/PAXS.csv'.
[2025-11-25T23:42:40.580084] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PAXS'.
[2025-11-25T23:42:40.580389] [INFO ] [FORECASTER] Starting predict_future for PAXS
[2025-11-25T23:42:40.581208] [DEBUG] [LOCAL     ] No optimal features file found for PAXS: ./output/feature-sets/PAXS.txt
[2025-11-25T23:42:40.581279] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:42:40.581347] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:42:40.581399] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:42:40.581486] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:42:40.640052] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:42:40.640725] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:42:40.640820] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:42:40.640878] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:42:40.745857] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:42:40.746026] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:42:40.746071] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:42:40.746106] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:42:40.749478] [DEBUG] [FORECASTER] PAXS: Forecast T+1@11:T+2@11: UP (p=99.56%)
[2025-11-25T23:42:40.749790] [INFO ] [FORECASTER] Completed predict_future for PAXS
[2025-11-25T23:42:40.749953] [INFO ] [sig       ] PAXS: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:42:40.897276] [INFO ] [LOCAL     ] Saved forecast: PAXS	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/PAXS.txt
[2025-11-25T23:42:40.897494] [INFO ] [sig       ] [2483/3639] Completed PAXS in 0.3s | 3.04 sym/s | Total: 13.6m | ETA: 6.3m
[2025-11-25T23:42:40.897556] [INFO ] [sig       ] [2484/3639] Forecasting PAY...
[2025-11-25T23:42:40.897613] [INFO ] [sig       ] Generating forecast for: PAY
[2025-11-25T23:42:40.897677] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PAY' from 'https://tdm.silogroup.org/data/derivative_storage/PAY.csv'.
[2025-11-25T23:42:40.909064] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PAY'.
[2025-11-25T23:42:40.909348] [INFO ] [FORECASTER] Starting predict_future for PAY
[2025-11-25T23:42:40.910145] [DEBUG] [LOCAL     ] No optimal features file found for PAY: ./output/feature-sets/PAY.txt
[2025-11-25T23:42:40.910214] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:42:40.910252] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:42:40.910295] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:42:40.910365] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:42:40.969574] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:42:40.970485] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:42:40.970595] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:42:40.970667] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:42:41.069234] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:42:41.069367] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:42:41.069409] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:42:41.069443] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:42:41.072632] [DEBUG] [FORECASTER] PAY: Forecast T+1@11:T+2@11: DOWN (p=34.61%)
[2025-11-25T23:42:41.072928] [INFO ] [FORECASTER] Completed predict_future for PAY
[2025-11-25T23:42:41.073062] [INFO ] [sig       ] PAY: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:42:41.216294] [INFO ] [LOCAL     ] Saved forecast: PAY	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/PAY.txt
[2025-11-25T23:42:41.216446] [INFO ] [sig       ] [2484/3639] Completed PAY in 0.3s | 3.04 sym/s | Total: 13.6m | ETA: 6.3m
[2025-11-25T23:42:41.216500] [INFO ] [sig       ] [2485/3639] Forecasting PAYC...
[2025-11-25T23:42:41.216544] [INFO ] [sig       ] Generating forecast for: PAYC
[2025-11-25T23:42:41.216586] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PAYC' from 'https://tdm.silogroup.org/data/derivative_storage/PAYC.csv'.
[2025-11-25T23:42:41.228283] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PAYC'.
[2025-11-25T23:42:41.228612] [INFO ] [FORECASTER] Starting predict_future for PAYC
[2025-11-25T23:42:41.229423] [DEBUG] [LOCAL     ] No optimal features file found for PAYC: ./output/feature-sets/PAYC.txt
[2025-11-25T23:42:41.229497] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:42:41.229545] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:42:41.229589] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:42:41.229678] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:42:41.287532] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:42:41.288207] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:42:41.288305] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:42:41.288358] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:42:41.405713] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:42:41.405857] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:42:41.405900] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:42:41.405934] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:42:41.409426] [DEBUG] [FORECASTER] PAYC: Forecast T+1@11:T+2@11: UP (p=85.96%)
[2025-11-25T23:42:41.409745] [INFO ] [FORECASTER] Completed predict_future for PAYC
[2025-11-25T23:42:41.409931] [INFO ] [sig       ] PAYC: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:42:41.554734] [INFO ] [LOCAL     ] Saved forecast: PAYC	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/PAYC.txt
[2025-11-25T23:42:41.554892] [INFO ] [sig       ] [2485/3639] Completed PAYC in 0.3s | 3.04 sym/s | Total: 13.6m | ETA: 6.3m
[2025-11-25T23:42:41.554946] [INFO ] [sig       ] [2486/3639] Forecasting PAYO...
[2025-11-25T23:42:41.554989] [INFO ] [sig       ] Generating forecast for: PAYO
[2025-11-25T23:42:41.555028] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PAYO' from 'https://tdm.silogroup.org/data/derivative_storage/PAYO.csv'.
[2025-11-25T23:42:41.566503] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PAYO'.
[2025-11-25T23:42:41.566804] [INFO ] [FORECASTER] Starting predict_future for PAYO
[2025-11-25T23:42:41.567608] [DEBUG] [LOCAL     ] No optimal features file found for PAYO: ./output/feature-sets/PAYO.txt
[2025-11-25T23:42:41.567701] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:42:41.567749] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:42:41.567782] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:42:41.567857] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:42:41.625816] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:42:41.626497] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:42:41.626592] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:42:41.626639] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:42:41.719104] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:42:41.719294] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:42:41.719360] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:42:41.719419] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:42:41.724251] [DEBUG] [FORECASTER] PAYO: Forecast T+1@11:T+2@11: UP (p=86.16%)
[2025-11-25T23:42:41.724733] [INFO ] [FORECASTER] Completed predict_future for PAYO
[2025-11-25T23:42:41.724948] [INFO ] [sig       ] PAYO: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:42:41.879092] [INFO ] [LOCAL     ] Saved forecast: PAYO	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/PAYO.txt
[2025-11-25T23:42:41.879285] [INFO ] [sig       ] [2486/3639] Completed PAYO in 0.3s | 3.04 sym/s | Total: 13.6m | ETA: 6.3m
[2025-11-25T23:42:41.879342] [INFO ] [sig       ] [2487/3639] Forecasting PAYS...
[2025-11-25T23:42:41.879384] [INFO ] [sig       ] Generating forecast for: PAYS
[2025-11-25T23:42:41.879427] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PAYS' from 'https://tdm.silogroup.org/data/derivative_storage/PAYS.csv'.
[2025-11-25T23:42:41.891186] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PAYS'.
[2025-11-25T23:42:41.891501] [INFO ] [FORECASTER] Starting predict_future for PAYS
[2025-11-25T23:42:41.892325] [DEBUG] [LOCAL     ] No optimal features file found for PAYS: ./output/feature-sets/PAYS.txt
[2025-11-25T23:42:41.892394] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:42:41.892440] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:42:41.892480] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:42:41.892549] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:42:41.950876] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:42:41.951588] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:42:41.951710] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:42:41.951760] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:42:42.042141] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:42:42.042371] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:42:42.042435] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:42:42.042517] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:42:42.045956] [DEBUG] [FORECASTER] PAYS: Forecast T+1@11:T+2@11: UP (p=95.86%)
[2025-11-25T23:42:42.046260] [INFO ] [FORECASTER] Completed predict_future for PAYS
[2025-11-25T23:42:42.046408] [INFO ] [sig       ] PAYS: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:42:42.193351] [INFO ] [LOCAL     ] Saved forecast: PAYS	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/PAYS.txt
[2025-11-25T23:42:42.193526] [INFO ] [sig       ] [2487/3639] Completed PAYS in 0.3s | 3.04 sym/s | Total: 13.6m | ETA: 6.3m
[2025-11-25T23:42:42.193582] [INFO ] [sig       ] [2488/3639] Forecasting PAYX...
[2025-11-25T23:42:42.193625] [INFO ] [sig       ] Generating forecast for: PAYX
[2025-11-25T23:42:42.193692] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PAYX' from 'https://tdm.silogroup.org/data/derivative_storage/PAYX.csv'.
[2025-11-25T23:42:42.205430] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PAYX'.
[2025-11-25T23:42:42.205807] [INFO ] [FORECASTER] Starting predict_future for PAYX
[2025-11-25T23:42:42.206633] [DEBUG] [LOCAL     ] No optimal features file found for PAYX: ./output/feature-sets/PAYX.txt
[2025-11-25T23:42:42.206723] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:42:42.206768] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:42:42.206820] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:42:42.206910] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:42:42.265949] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:42:42.266722] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:42:42.266816] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:42:42.266863] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:42:42.357458] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:42:42.357662] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:42:42.357736] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:42:42.357784] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:42:42.361436] [DEBUG] [FORECASTER] PAYX: Forecast T+1@11:T+2@11: DOWN (p=26.10%)
[2025-11-25T23:42:42.361935] [INFO ] [FORECASTER] Completed predict_future for PAYX
[2025-11-25T23:42:42.362097] [INFO ] [sig       ] PAYX: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:42:42.507471] [INFO ] [LOCAL     ] Saved forecast: PAYX	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/PAYX.txt
[2025-11-25T23:42:42.507678] [INFO ] [sig       ] [2488/3639] Completed PAYX in 0.3s | 3.04 sym/s | Total: 13.6m | ETA: 6.3m
[2025-11-25T23:42:42.507737] [INFO ] [sig       ] [2489/3639] Forecasting PB...
[2025-11-25T23:42:42.507785] [INFO ] [sig       ] Generating forecast for: PB
[2025-11-25T23:42:42.507827] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PB' from 'https://tdm.silogroup.org/data/derivative_storage/PB.csv'.
[2025-11-25T23:42:42.520359] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PB'.
[2025-11-25T23:42:42.520718] [INFO ] [FORECASTER] Starting predict_future for PB
[2025-11-25T23:42:42.521509] [DEBUG] [LOCAL     ] No optimal features file found for PB: ./output/feature-sets/PB.txt
[2025-11-25T23:42:42.521580] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:42:42.521625] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:42:42.521688] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:42:42.521760] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:42:42.579952] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:42:42.580682] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:42:42.580779] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:42:42.580847] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:42:42.692696] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:42:42.692874] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:42:42.692919] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:42:42.692953] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:42:42.696391] [DEBUG] [FORECASTER] PB: Forecast T+1@11:T+2@11: UP (p=77.59%)
[2025-11-25T23:42:42.696724] [INFO ] [FORECASTER] Completed predict_future for PB
[2025-11-25T23:42:42.696901] [INFO ] [sig       ] PB: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:42:42.891252] [INFO ] [LOCAL     ] Saved forecast: PB	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/PB.txt
[2025-11-25T23:42:42.891430] [INFO ] [sig       ] [2489/3639] Completed PB in 0.4s | 3.04 sym/s | Total: 13.6m | ETA: 6.3m
[2025-11-25T23:42:42.891487] [INFO ] [sig       ] [2490/3639] Forecasting PBA...
[2025-11-25T23:42:42.891534] [INFO ] [sig       ] Generating forecast for: PBA
[2025-11-25T23:42:42.891619] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PBA' from 'https://tdm.silogroup.org/data/derivative_storage/PBA.csv'.
[2025-11-25T23:42:42.903437] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PBA'.
[2025-11-25T23:42:42.903829] [INFO ] [FORECASTER] Starting predict_future for PBA
[2025-11-25T23:42:42.904661] [DEBUG] [LOCAL     ] No optimal features file found for PBA: ./output/feature-sets/PBA.txt
[2025-11-25T23:42:42.904731] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:42:42.904778] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:42:42.904814] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:42:42.904883] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:42:42.962261] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:42:42.963046] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:42:42.963145] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:42:42.963192] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:42:43.081408] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:42:43.081557] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:42:43.081599] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:42:43.081633] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:42:43.084968] [DEBUG] [FORECASTER] PBA: Forecast T+1@11:T+2@11: DOWN (p=17.17%)
[2025-11-25T23:42:43.085414] [INFO ] [FORECASTER] Completed predict_future for PBA
[2025-11-25T23:42:43.085634] [INFO ] [sig       ] PBA: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:42:43.227777] [INFO ] [LOCAL     ] Saved forecast: PBA	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/PBA.txt
[2025-11-25T23:42:43.227984] [INFO ] [sig       ] [2490/3639] Completed PBA in 0.3s | 3.04 sym/s | Total: 13.6m | ETA: 6.3m
[2025-11-25T23:42:43.228044] [INFO ] [sig       ] [2491/3639] Forecasting PBF...
[2025-11-25T23:42:43.228091] [INFO ] [sig       ] Generating forecast for: PBF
[2025-11-25T23:42:43.228133] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PBF' from 'https://tdm.silogroup.org/data/derivative_storage/PBF.csv'.
[2025-11-25T23:42:43.240569] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PBF'.
[2025-11-25T23:42:43.240985] [INFO ] [FORECASTER] Starting predict_future for PBF
[2025-11-25T23:42:43.241899] [DEBUG] [LOCAL     ] No optimal features file found for PBF: ./output/feature-sets/PBF.txt
[2025-11-25T23:42:43.241971] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:42:43.242031] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:42:43.242093] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:42:43.242211] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:42:43.301313] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:42:43.302318] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:42:43.302426] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:42:43.302489] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:42:43.415854] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:42:43.416051] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:42:43.416098] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:42:43.416133] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:42:43.419853] [DEBUG] [FORECASTER] PBF: Forecast T+1@11:T+2@11: DOWN (p=46.04%)
[2025-11-25T23:42:43.420153] [INFO ] [FORECASTER] Completed predict_future for PBF
[2025-11-25T23:42:43.420300] [INFO ] [sig       ] PBF: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:42:43.564118] [INFO ] [LOCAL     ] Saved forecast: PBF	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/PBF.txt
[2025-11-25T23:42:43.564298] [INFO ] [sig       ] [2491/3639] Completed PBF in 0.3s | 3.04 sym/s | Total: 13.7m | ETA: 6.3m
[2025-11-25T23:42:43.564388] [INFO ] [sig       ] [2492/3639] Forecasting PBFS...
[2025-11-25T23:42:43.564443] [INFO ] [sig       ] Generating forecast for: PBFS
[2025-11-25T23:42:43.564484] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PBFS' from 'https://tdm.silogroup.org/data/derivative_storage/PBFS.csv'.
[2025-11-25T23:42:43.576581] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PBFS'.
[2025-11-25T23:42:43.576948] [INFO ] [FORECASTER] Starting predict_future for PBFS
[2025-11-25T23:42:43.577833] [DEBUG] [LOCAL     ] No optimal features file found for PBFS: ./output/feature-sets/PBFS.txt
[2025-11-25T23:42:43.577905] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:42:43.577954] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:42:43.577998] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:42:43.578121] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:42:43.635989] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:42:43.636735] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:42:43.636833] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:42:43.636895] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:42:43.734901] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:42:43.735098] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:42:43.735147] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:42:43.735182] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:42:43.739001] [DEBUG] [FORECASTER] PBFS: Forecast T+1@11:T+2@11: UP (p=74.78%)
[2025-11-25T23:42:43.739327] [INFO ] [FORECASTER] Completed predict_future for PBFS
[2025-11-25T23:42:43.739516] [INFO ] [sig       ] PBFS: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:42:43.881590] [INFO ] [LOCAL     ] Saved forecast: PBFS	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/PBFS.txt
[2025-11-25T23:42:43.881793] [INFO ] [sig       ] [2492/3639] Completed PBFS in 0.3s | 3.04 sym/s | Total: 13.7m | ETA: 6.3m
[2025-11-25T23:42:43.881877] [INFO ] [sig       ] [2493/3639] Forecasting PBH...
[2025-11-25T23:42:43.881923] [INFO ] [sig       ] Generating forecast for: PBH
[2025-11-25T23:42:43.881965] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PBH' from 'https://tdm.silogroup.org/data/derivative_storage/PBH.csv'.
[2025-11-25T23:42:43.894110] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PBH'.
[2025-11-25T23:42:43.894431] [INFO ] [FORECASTER] Starting predict_future for PBH
[2025-11-25T23:42:43.895265] [DEBUG] [LOCAL     ] No optimal features file found for PBH: ./output/feature-sets/PBH.txt
[2025-11-25T23:42:43.895336] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:42:43.895395] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:42:43.895451] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:42:43.895538] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:42:43.953926] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:42:43.954733] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:42:43.954833] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:42:43.954892] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:42:44.065177] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:42:44.065358] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:42:44.065404] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:42:44.065438] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:42:44.068930] [DEBUG] [FORECASTER] PBH: Forecast T+1@11:T+2@11: DOWN (p=35.21%)
[2025-11-25T23:42:44.069226] [INFO ] [FORECASTER] Completed predict_future for PBH
[2025-11-25T23:42:44.069371] [INFO ] [sig       ] PBH: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:42:44.211813] [INFO ] [LOCAL     ] Saved forecast: PBH	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/PBH.txt
[2025-11-25T23:42:44.211981] [INFO ] [sig       ] [2493/3639] Completed PBH in 0.3s | 3.04 sym/s | Total: 13.7m | ETA: 6.3m
[2025-11-25T23:42:44.212041] [INFO ] [sig       ] [2494/3639] Forecasting PBI...
[2025-11-25T23:42:44.212085] [INFO ] [sig       ] Generating forecast for: PBI
[2025-11-25T23:42:44.212200] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PBI' from 'https://tdm.silogroup.org/data/derivative_storage/PBI.csv'.
[2025-11-25T23:42:44.224219] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PBI'.
[2025-11-25T23:42:44.224546] [INFO ] [FORECASTER] Starting predict_future for PBI
[2025-11-25T23:42:44.225355] [DEBUG] [LOCAL     ] No optimal features file found for PBI: ./output/feature-sets/PBI.txt
[2025-11-25T23:42:44.225428] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:42:44.225485] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:42:44.225537] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:42:44.225629] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:42:44.284008] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:42:44.284892] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:42:44.284991] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:42:44.285039] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:42:44.401563] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:42:44.401752] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:42:44.401825] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:42:44.401871] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:42:44.405252] [DEBUG] [FORECASTER] PBI: Forecast T+1@11:T+2@11: DOWN (p=36.84%)
[2025-11-25T23:42:44.405605] [INFO ] [FORECASTER] Completed predict_future for PBI
[2025-11-25T23:42:44.405799] [INFO ] [sig       ] PBI: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:42:44.548173] [INFO ] [LOCAL     ] Saved forecast: PBI	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/PBI.txt
[2025-11-25T23:42:44.548332] [INFO ] [sig       ] [2494/3639] Completed PBI in 0.3s | 3.04 sym/s | Total: 13.7m | ETA: 6.3m
[2025-11-25T23:42:44.548402] [INFO ] [sig       ] [2495/3639] Forecasting PBM...
[2025-11-25T23:42:44.548463] [INFO ] [sig       ] Generating forecast for: PBM
[2025-11-25T23:42:44.548522] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PBM' from 'https://tdm.silogroup.org/data/derivative_storage/PBM.csv'.
[2025-11-25T23:42:44.561262] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PBM'.
[2025-11-25T23:42:44.561669] [INFO ] [FORECASTER] Starting predict_future for PBM
[2025-11-25T23:42:44.562510] [DEBUG] [LOCAL     ] No optimal features file found for PBM: ./output/feature-sets/PBM.txt
[2025-11-25T23:42:44.562583] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:42:44.562632] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:42:44.562705] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:42:44.562790] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:42:44.620587] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:42:44.621285] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:42:44.621382] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:42:44.621432] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:42:44.730761] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:42:44.730967] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:42:44.731014] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:42:44.731049] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:42:44.734486] [DEBUG] [FORECASTER] PBM: Forecast T+1@11:T+2@11: UP (p=83.34%)
[2025-11-25T23:42:44.734796] [INFO ] [FORECASTER] Completed predict_future for PBM
[2025-11-25T23:42:44.734949] [INFO ] [sig       ] PBM: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:42:44.876215] [INFO ] [LOCAL     ] Saved forecast: PBM	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/PBM.txt
[2025-11-25T23:42:44.876382] [INFO ] [sig       ] [2495/3639] Completed PBM in 0.3s | 3.04 sym/s | Total: 13.7m | ETA: 6.3m
[2025-11-25T23:42:44.876439] [INFO ] [sig       ] [2496/3639] Forecasting PBYI...
[2025-11-25T23:42:44.876497] [INFO ] [sig       ] Generating forecast for: PBYI
[2025-11-25T23:42:44.876543] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PBYI' from 'https://tdm.silogroup.org/data/derivative_storage/PBYI.csv'.
[2025-11-25T23:42:44.888841] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PBYI'.
[2025-11-25T23:42:44.889138] [INFO ] [FORECASTER] Starting predict_future for PBYI
[2025-11-25T23:42:44.889954] [DEBUG] [LOCAL     ] No optimal features file found for PBYI: ./output/feature-sets/PBYI.txt
[2025-11-25T23:42:44.890025] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:42:44.890072] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:42:44.890113] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:42:44.890183] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:42:44.947562] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:42:44.948273] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:42:44.948371] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:42:44.948418] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:42:45.060946] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:42:45.061171] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:42:45.061228] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:42:45.061274] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:42:45.064691] [DEBUG] [FORECASTER] PBYI: Forecast T+1@11:T+2@11: UP (p=98.49%)
[2025-11-25T23:42:45.064994] [INFO ] [FORECASTER] Completed predict_future for PBYI
[2025-11-25T23:42:45.065151] [INFO ] [sig       ] PBYI: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:42:45.206567] [INFO ] [LOCAL     ] Saved forecast: PBYI	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/PBYI.txt
[2025-11-25T23:42:45.206782] [INFO ] [sig       ] [2496/3639] Completed PBYI in 0.3s | 3.04 sym/s | Total: 13.7m | ETA: 6.3m
[2025-11-25T23:42:45.206842] [INFO ] [sig       ] [2497/3639] Forecasting PCB...
[2025-11-25T23:42:45.206889] [INFO ] [sig       ] Generating forecast for: PCB
[2025-11-25T23:42:45.206931] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PCB' from 'https://tdm.silogroup.org/data/derivative_storage/PCB.csv'.
[2025-11-25T23:42:45.219207] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PCB'.
[2025-11-25T23:42:45.219578] [INFO ] [FORECASTER] Starting predict_future for PCB
[2025-11-25T23:42:45.220384] [DEBUG] [LOCAL     ] No optimal features file found for PCB: ./output/feature-sets/PCB.txt
[2025-11-25T23:42:45.220467] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:42:45.220523] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:42:45.220571] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:42:45.220660] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:42:45.278388] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:42:45.279205] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:42:45.279306] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:42:45.279353] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:42:45.382895] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:42:45.383084] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:42:45.383129] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:42:45.383163] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:42:45.386565] [DEBUG] [FORECASTER] PCB: Forecast T+1@11:T+2@11: DOWN (p=44.12%)
[2025-11-25T23:42:45.387020] [INFO ] [FORECASTER] Completed predict_future for PCB
[2025-11-25T23:42:45.387232] [INFO ] [sig       ] PCB: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:42:45.528569] [INFO ] [LOCAL     ] Saved forecast: PCB	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/PCB.txt
[2025-11-25T23:42:45.528762] [INFO ] [sig       ] [2497/3639] Completed PCB in 0.3s | 3.04 sym/s | Total: 13.7m | ETA: 6.3m
[2025-11-25T23:42:45.528820] [INFO ] [sig       ] [2498/3639] Forecasting PCF...
[2025-11-25T23:42:45.528866] [INFO ] [sig       ] Generating forecast for: PCF
[2025-11-25T23:42:45.528931] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PCF' from 'https://tdm.silogroup.org/data/derivative_storage/PCF.csv'.
[2025-11-25T23:42:45.541392] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PCF'.
[2025-11-25T23:42:45.541779] [INFO ] [FORECASTER] Starting predict_future for PCF
[2025-11-25T23:42:45.542551] [DEBUG] [LOCAL     ] No optimal features file found for PCF: ./output/feature-sets/PCF.txt
[2025-11-25T23:42:45.542621] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:42:45.542703] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:42:45.542747] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:42:45.542816] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:42:45.602037] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:42:45.602812] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:42:45.602912] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:42:45.602959] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:42:45.707746] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:42:45.707894] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:42:45.707940] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:42:45.707975] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:42:45.711614] [DEBUG] [FORECASTER] PCF: Forecast T+1@11:T+2@11: UP (p=60.43%)
[2025-11-25T23:42:45.711943] [INFO ] [FORECASTER] Completed predict_future for PCF
[2025-11-25T23:42:45.712092] [INFO ] [sig       ] PCF: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:42:45.854947] [INFO ] [LOCAL     ] Saved forecast: PCF	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/PCF.txt
[2025-11-25T23:42:45.855154] [INFO ] [sig       ] [2498/3639] Completed PCF in 0.3s | 3.04 sym/s | Total: 13.7m | ETA: 6.3m
[2025-11-25T23:42:45.855211] [INFO ] [sig       ] [2499/3639] Forecasting PCG...
[2025-11-25T23:42:45.855254] [INFO ] [sig       ] Generating forecast for: PCG
[2025-11-25T23:42:45.855300] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PCG' from 'https://tdm.silogroup.org/data/derivative_storage/PCG.csv'.
[2025-11-25T23:42:45.868597] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PCG'.
[2025-11-25T23:42:45.869001] [INFO ] [FORECASTER] Starting predict_future for PCG
[2025-11-25T23:42:45.869869] [DEBUG] [LOCAL     ] No optimal features file found for PCG: ./output/feature-sets/PCG.txt
[2025-11-25T23:42:45.869938] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:42:45.869984] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:42:45.870025] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:42:45.870093] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:42:45.927260] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:42:45.928560] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:42:45.928728] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:42:45.928777] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:42:46.047423] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:42:46.047663] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:42:46.047747] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:42:46.047799] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:42:46.051386] [DEBUG] [FORECASTER] PCG: Forecast T+1@11:T+2@11: UP (p=59.68%)
[2025-11-25T23:42:46.051739] [INFO ] [FORECASTER] Completed predict_future for PCG
[2025-11-25T23:42:46.051921] [INFO ] [sig       ] PCG: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:42:46.193350] [INFO ] [LOCAL     ] Saved forecast: PCG	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/PCG.txt
[2025-11-25T23:42:46.193516] [INFO ] [sig       ] [2499/3639] Completed PCG in 0.3s | 3.04 sym/s | Total: 13.7m | ETA: 6.2m
[2025-11-25T23:42:46.193573] [INFO ] [sig       ] [2500/3639] Forecasting PCH...
[2025-11-25T23:42:46.193618] [INFO ] [sig       ] Generating forecast for: PCH
[2025-11-25T23:42:46.193682] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PCH' from 'https://tdm.silogroup.org/data/derivative_storage/PCH.csv'.
[2025-11-25T23:42:46.205439] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PCH'.
[2025-11-25T23:42:46.205780] [INFO ] [FORECASTER] Starting predict_future for PCH
[2025-11-25T23:42:46.206616] [DEBUG] [LOCAL     ] No optimal features file found for PCH: ./output/feature-sets/PCH.txt
[2025-11-25T23:42:46.206708] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:42:46.206757] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:42:46.206797] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:42:46.206869] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:42:46.264004] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:42:46.264820] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:42:46.264920] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:42:46.264968] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:42:46.371830] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:42:46.372056] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:42:46.372104] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:42:46.372139] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:42:46.375584] [DEBUG] [FORECASTER] PCH: Forecast T+1@11:T+2@11: UP (p=86.12%)
[2025-11-25T23:42:46.375895] [INFO ] [FORECASTER] Completed predict_future for PCH
[2025-11-25T23:42:46.376048] [INFO ] [sig       ] PCH: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:42:46.522511] [INFO ] [LOCAL     ] Saved forecast: PCH	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/PCH.txt
[2025-11-25T23:42:46.522694] [INFO ] [sig       ] [2500/3639] Completed PCH in 0.3s | 3.04 sym/s | Total: 13.7m | ETA: 6.2m
[2025-11-25T23:42:46.522751] [INFO ] [sig       ] [2501/3639] Forecasting PCM...
[2025-11-25T23:42:46.522796] [INFO ] [sig       ] Generating forecast for: PCM
[2025-11-25T23:42:46.522837] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PCM' from 'https://tdm.silogroup.org/data/derivative_storage/PCM.csv'.
[2025-11-25T23:42:46.535678] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PCM'.
[2025-11-25T23:42:46.536047] [INFO ] [FORECASTER] Starting predict_future for PCM
[2025-11-25T23:42:46.536885] [DEBUG] [LOCAL     ] No optimal features file found for PCM: ./output/feature-sets/PCM.txt
[2025-11-25T23:42:46.536959] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:42:46.537022] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:42:46.537077] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:42:46.537162] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:42:46.595591] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:42:46.596365] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:42:46.596467] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:42:46.596526] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:42:46.708408] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:42:46.708614] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:42:46.708685] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:42:46.708735] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:42:46.712206] [DEBUG] [FORECASTER] PCM: Forecast T+1@11:T+2@11: UP (p=95.70%)
[2025-11-25T23:42:46.712518] [INFO ] [FORECASTER] Completed predict_future for PCM
[2025-11-25T23:42:46.712686] [INFO ] [sig       ] PCM: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:42:46.855634] [INFO ] [LOCAL     ] Saved forecast: PCM	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/PCM.txt
[2025-11-25T23:42:46.855818] [INFO ] [sig       ] [2501/3639] Completed PCM in 0.3s | 3.04 sym/s | Total: 13.7m | ETA: 6.2m
[2025-11-25T23:42:46.855875] [INFO ] [sig       ] [2502/3639] Forecasting PCN...
[2025-11-25T23:42:46.855918] [INFO ] [sig       ] Generating forecast for: PCN
[2025-11-25T23:42:46.855961] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PCN' from 'https://tdm.silogroup.org/data/derivative_storage/PCN.csv'.
[2025-11-25T23:42:46.868246] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PCN'.
[2025-11-25T23:42:46.868570] [INFO ] [FORECASTER] Starting predict_future for PCN
[2025-11-25T23:42:46.869391] [DEBUG] [LOCAL     ] No optimal features file found for PCN: ./output/feature-sets/PCN.txt
[2025-11-25T23:42:46.869466] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:42:46.869515] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:42:46.869556] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:42:46.869628] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:42:46.926843] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:42:46.927563] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:42:46.927678] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:42:46.927727] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:42:47.023533] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:42:47.023782] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:42:47.023873] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:42:47.023936] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:42:47.027575] [DEBUG] [FORECASTER] PCN: Forecast T+1@11:T+2@11: UP (p=96.27%)
[2025-11-25T23:42:47.027930] [INFO ] [FORECASTER] Completed predict_future for PCN
[2025-11-25T23:42:47.028100] [INFO ] [sig       ] PCN: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:42:47.172778] [INFO ] [LOCAL     ] Saved forecast: PCN	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/PCN.txt
[2025-11-25T23:42:47.172960] [INFO ] [sig       ] [2502/3639] Completed PCN in 0.3s | 3.04 sym/s | Total: 13.7m | ETA: 6.2m
[2025-11-25T23:42:47.173015] [INFO ] [sig       ] [2503/3639] Forecasting PCQ...
[2025-11-25T23:42:47.173058] [INFO ] [sig       ] Generating forecast for: PCQ
[2025-11-25T23:42:47.173179] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PCQ' from 'https://tdm.silogroup.org/data/derivative_storage/PCQ.csv'.
[2025-11-25T23:42:47.186664] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PCQ'.
[2025-11-25T23:42:47.187042] [INFO ] [FORECASTER] Starting predict_future for PCQ
[2025-11-25T23:42:47.187879] [DEBUG] [LOCAL     ] No optimal features file found for PCQ: ./output/feature-sets/PCQ.txt
[2025-11-25T23:42:47.187949] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:42:47.187997] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:42:47.188038] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:42:47.188107] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:42:47.245594] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:42:47.246319] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:42:47.246414] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:42:47.246460] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:42:47.338266] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:42:47.338482] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:42:47.338529] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:42:47.338564] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:42:47.342002] [DEBUG] [FORECASTER] PCQ: Forecast T+1@11:T+2@11: UP (p=98.76%)
[2025-11-25T23:42:47.342338] [INFO ] [FORECASTER] Completed predict_future for PCQ
[2025-11-25T23:42:47.342496] [INFO ] [sig       ] PCQ: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:42:47.487579] [INFO ] [LOCAL     ] Saved forecast: PCQ	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/PCQ.txt
[2025-11-25T23:42:47.487785] [INFO ] [sig       ] [2503/3639] Completed PCQ in 0.3s | 3.04 sym/s | Total: 13.7m | ETA: 6.2m
[2025-11-25T23:42:47.487846] [INFO ] [sig       ] [2504/3639] Forecasting PCRX...
[2025-11-25T23:42:47.487891] [INFO ] [sig       ] Generating forecast for: PCRX
[2025-11-25T23:42:47.487934] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PCRX' from 'https://tdm.silogroup.org/data/derivative_storage/PCRX.csv'.
[2025-11-25T23:42:47.500087] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PCRX'.
[2025-11-25T23:42:47.500400] [INFO ] [FORECASTER] Starting predict_future for PCRX
[2025-11-25T23:42:47.501261] [DEBUG] [LOCAL     ] No optimal features file found for PCRX: ./output/feature-sets/PCRX.txt
[2025-11-25T23:42:47.501331] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:42:47.501391] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:42:47.501435] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:42:47.501504] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:42:47.560549] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:42:47.561362] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:42:47.561473] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:42:47.561526] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:42:47.657028] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:42:47.657213] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:42:47.657261] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:42:47.657297] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:42:47.660914] [DEBUG] [FORECASTER] PCRX: Forecast T+1@11:T+2@11: DOWN (p=28.78%)
[2025-11-25T23:42:47.661221] [INFO ] [FORECASTER] Completed predict_future for PCRX
[2025-11-25T23:42:47.661370] [INFO ] [sig       ] PCRX: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:42:47.809224] [INFO ] [LOCAL     ] Saved forecast: PCRX	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/PCRX.txt
[2025-11-25T23:42:47.809427] [INFO ] [sig       ] [2504/3639] Completed PCRX in 0.3s | 3.04 sym/s | Total: 13.7m | ETA: 6.2m
[2025-11-25T23:42:47.809507] [INFO ] [sig       ] [2505/3639] Forecasting PCTY...
[2025-11-25T23:42:47.809561] [INFO ] [sig       ] Generating forecast for: PCTY
[2025-11-25T23:42:47.809667] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PCTY' from 'https://tdm.silogroup.org/data/derivative_storage/PCTY.csv'.
[2025-11-25T23:42:47.821636] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PCTY'.
[2025-11-25T23:42:47.822006] [INFO ] [FORECASTER] Starting predict_future for PCTY
[2025-11-25T23:42:47.822852] [DEBUG] [LOCAL     ] No optimal features file found for PCTY: ./output/feature-sets/PCTY.txt
[2025-11-25T23:42:47.822920] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:42:47.822966] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:42:47.823005] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:42:47.823074] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:42:47.883833] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:42:47.884716] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:42:47.884819] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:42:47.884868] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:42:47.975496] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:42:47.975691] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:42:47.975744] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:42:47.975779] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:42:47.979306] [DEBUG] [FORECASTER] PCTY: Forecast T+1@11:T+2@11: DOWN (p=15.97%)
[2025-11-25T23:42:47.979594] [INFO ] [FORECASTER] Completed predict_future for PCTY
[2025-11-25T23:42:47.979758] [INFO ] [sig       ] PCTY: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:42:48.124343] [INFO ] [LOCAL     ] Saved forecast: PCTY	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/PCTY.txt
[2025-11-25T23:42:48.124510] [INFO ] [sig       ] [2505/3639] Completed PCTY in 0.3s | 3.04 sym/s | Total: 13.7m | ETA: 6.2m
[2025-11-25T23:42:48.124567] [INFO ] [sig       ] [2506/3639] Forecasting PCVX...
[2025-11-25T23:42:48.124611] [INFO ] [sig       ] Generating forecast for: PCVX
[2025-11-25T23:42:48.124668] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PCVX' from 'https://tdm.silogroup.org/data/derivative_storage/PCVX.csv'.
[2025-11-25T23:42:48.136735] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PCVX'.
[2025-11-25T23:42:48.137058] [INFO ] [FORECASTER] Starting predict_future for PCVX
[2025-11-25T23:42:48.137964] [DEBUG] [LOCAL     ] No optimal features file found for PCVX: ./output/feature-sets/PCVX.txt
[2025-11-25T23:42:48.138034] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:42:48.138086] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:42:48.138132] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:42:48.138207] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:42:48.196255] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:42:48.197010] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:42:48.197106] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:42:48.197153] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:42:48.294999] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:42:48.295188] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:42:48.295233] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:42:48.295267] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:42:48.298938] [DEBUG] [FORECASTER] PCVX: Forecast T+1@11:T+2@11: UP (p=97.80%)
[2025-11-25T23:42:48.299239] [INFO ] [FORECASTER] Completed predict_future for PCVX
[2025-11-25T23:42:48.299379] [INFO ] [sig       ] PCVX: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:42:48.441603] [INFO ] [LOCAL     ] Saved forecast: PCVX	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/PCVX.txt
[2025-11-25T23:42:48.441786] [INFO ] [sig       ] [2506/3639] Completed PCVX in 0.3s | 3.04 sym/s | Total: 13.7m | ETA: 6.2m
[2025-11-25T23:42:48.441841] [INFO ] [sig       ] [2507/3639] Forecasting PCYO...
[2025-11-25T23:42:48.441879] [INFO ] [sig       ] Generating forecast for: PCYO
[2025-11-25T23:42:48.441937] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PCYO' from 'https://tdm.silogroup.org/data/derivative_storage/PCYO.csv'.
[2025-11-25T23:42:48.454290] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PCYO'.
[2025-11-25T23:42:48.454668] [INFO ] [FORECASTER] Starting predict_future for PCYO
[2025-11-25T23:42:48.455478] [DEBUG] [LOCAL     ] No optimal features file found for PCYO: ./output/feature-sets/PCYO.txt
[2025-11-25T23:42:48.455553] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:42:48.455610] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:42:48.455685] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:42:48.455773] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:42:48.514967] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:42:48.515675] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:42:48.515770] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:42:48.515827] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:42:48.612825] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:42:48.613012] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:42:48.613056] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:42:48.613090] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:42:48.616441] [DEBUG] [FORECASTER] PCYO: Forecast T+1@11:T+2@11: UP (p=69.22%)
[2025-11-25T23:42:48.616771] [INFO ] [FORECASTER] Completed predict_future for PCYO
[2025-11-25T23:42:48.616925] [INFO ] [sig       ] PCYO: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:42:48.759742] [INFO ] [LOCAL     ] Saved forecast: PCYO	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/PCYO.txt
[2025-11-25T23:42:48.759907] [INFO ] [sig       ] [2507/3639] Completed PCYO in 0.3s | 3.04 sym/s | Total: 13.7m | ETA: 6.2m
[2025-11-25T23:42:48.759981] [INFO ] [sig       ] [2508/3639] Forecasting PD...
[2025-11-25T23:42:48.760026] [INFO ] [sig       ] Generating forecast for: PD
[2025-11-25T23:42:48.760068] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PD' from 'https://tdm.silogroup.org/data/derivative_storage/PD.csv'.
[2025-11-25T23:42:48.772355] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PD'.
[2025-11-25T23:42:48.772715] [INFO ] [FORECASTER] Starting predict_future for PD
[2025-11-25T23:42:48.773512] [DEBUG] [LOCAL     ] No optimal features file found for PD: ./output/feature-sets/PD.txt
[2025-11-25T23:42:48.773589] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:42:48.773638] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:42:48.773701] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:42:48.773824] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:42:48.833934] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:42:48.834819] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:42:48.834922] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:42:48.834985] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:42:48.944609] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:42:48.944828] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:42:48.944875] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:42:48.944909] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:42:48.948636] [DEBUG] [FORECASTER] PD: Forecast T+1@11:T+2@11: UP (p=79.57%)
[2025-11-25T23:42:48.949077] [INFO ] [FORECASTER] Completed predict_future for PD
[2025-11-25T23:42:48.949242] [INFO ] [sig       ] PD: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:42:49.107603] [INFO ] [LOCAL     ] Saved forecast: PD	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/PD.txt
[2025-11-25T23:42:49.107828] [INFO ] [sig       ] [2508/3639] Completed PD in 0.3s | 3.04 sym/s | Total: 13.7m | ETA: 6.2m
[2025-11-25T23:42:49.107886] [INFO ] [sig       ] [2509/3639] Forecasting PDBC...
[2025-11-25T23:42:49.107933] [INFO ] [sig       ] Generating forecast for: PDBC
[2025-11-25T23:42:49.107978] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PDBC' from 'https://tdm.silogroup.org/data/derivative_storage/PDBC.csv'.
[2025-11-25T23:42:49.120250] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PDBC'.
[2025-11-25T23:42:49.120861] [INFO ] [FORECASTER] Starting predict_future for PDBC
[2025-11-25T23:42:49.121779] [DEBUG] [LOCAL     ] No optimal features file found for PDBC: ./output/feature-sets/PDBC.txt
[2025-11-25T23:42:49.121850] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:42:49.121900] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:42:49.121946] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:42:49.122039] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:42:49.181969] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:42:49.182908] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:42:49.183016] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:42:49.183068] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:42:49.287711] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:42:49.287967] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:42:49.288042] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:42:49.288098] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:42:49.291904] [DEBUG] [FORECASTER] PDBC: Forecast T+1@11:T+2@11: UP (p=72.45%)
[2025-11-25T23:42:49.292318] [INFO ] [FORECASTER] Completed predict_future for PDBC
[2025-11-25T23:42:49.292492] [INFO ] [sig       ] PDBC: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:42:49.439406] [INFO ] [LOCAL     ] Saved forecast: PDBC	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/PDBC.txt
[2025-11-25T23:42:49.439610] [INFO ] [sig       ] [2509/3639] Completed PDBC in 0.3s | 3.04 sym/s | Total: 13.8m | ETA: 6.2m
[2025-11-25T23:42:49.439692] [INFO ] [sig       ] [2510/3639] Forecasting PDD...
[2025-11-25T23:42:49.439733] [INFO ] [sig       ] Generating forecast for: PDD
[2025-11-25T23:42:49.439779] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PDD' from 'https://tdm.silogroup.org/data/derivative_storage/PDD.csv'.
[2025-11-25T23:42:49.452540] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PDD'.
[2025-11-25T23:42:49.453019] [INFO ] [FORECASTER] Starting predict_future for PDD
[2025-11-25T23:42:49.453866] [DEBUG] [LOCAL     ] No optimal features file found for PDD: ./output/feature-sets/PDD.txt
[2025-11-25T23:42:49.453938] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:42:49.453986] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:42:49.454028] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:42:49.454098] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:42:49.514574] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:42:49.515622] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:42:49.515796] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:42:49.515847] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:42:49.629895] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:42:49.630087] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:42:49.630134] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:42:49.630168] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:42:49.633726] [DEBUG] [FORECASTER] PDD: Forecast T+1@11:T+2@11: UP (p=95.26%)
[2025-11-25T23:42:49.634222] [INFO ] [FORECASTER] Completed predict_future for PDD
[2025-11-25T23:42:49.634438] [INFO ] [sig       ] PDD: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:42:49.778703] [INFO ] [LOCAL     ] Saved forecast: PDD	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/PDD.txt
[2025-11-25T23:42:49.778873] [INFO ] [sig       ] [2510/3639] Completed PDD in 0.3s | 3.04 sym/s | Total: 13.8m | ETA: 6.2m
[2025-11-25T23:42:49.778932] [INFO ] [sig       ] [2511/3639] Forecasting PDEX...
[2025-11-25T23:42:49.778979] [INFO ] [sig       ] Generating forecast for: PDEX
[2025-11-25T23:42:49.779023] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PDEX' from 'https://tdm.silogroup.org/data/derivative_storage/PDEX.csv'.
[2025-11-25T23:42:49.791536] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PDEX'.
[2025-11-25T23:42:49.791911] [INFO ] [FORECASTER] Starting predict_future for PDEX
[2025-11-25T23:42:49.792782] [DEBUG] [LOCAL     ] No optimal features file found for PDEX: ./output/feature-sets/PDEX.txt
[2025-11-25T23:42:49.792854] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:42:49.792901] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:42:49.792941] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:42:49.793010] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:42:49.852452] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:42:49.853149] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:42:49.853250] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:42:49.853298] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:42:49.970442] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:42:49.970600] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:42:49.970665] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:42:49.970748] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:42:49.974448] [DEBUG] [FORECASTER] PDEX: Forecast T+1@11:T+2@11: UP (p=56.08%)
[2025-11-25T23:42:49.974811] [INFO ] [FORECASTER] Completed predict_future for PDEX
[2025-11-25T23:42:49.974990] [INFO ] [sig       ] PDEX: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:42:50.118571] [INFO ] [LOCAL     ] Saved forecast: PDEX	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/PDEX.txt
[2025-11-25T23:42:50.118760] [INFO ] [sig       ] [2511/3639] Completed PDEX in 0.3s | 3.04 sym/s | Total: 13.8m | ETA: 6.2m
[2025-11-25T23:42:50.118818] [INFO ] [sig       ] [2512/3639] Forecasting PDFS...
[2025-11-25T23:42:50.118864] [INFO ] [sig       ] Generating forecast for: PDFS
[2025-11-25T23:42:50.118910] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PDFS' from 'https://tdm.silogroup.org/data/derivative_storage/PDFS.csv'.
[2025-11-25T23:42:50.130558] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PDFS'.
[2025-11-25T23:42:50.130883] [INFO ] [FORECASTER] Starting predict_future for PDFS
[2025-11-25T23:42:50.131725] [DEBUG] [LOCAL     ] No optimal features file found for PDFS: ./output/feature-sets/PDFS.txt
[2025-11-25T23:42:50.131795] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:42:50.131845] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:42:50.131886] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:42:50.131960] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:42:50.191099] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:42:50.191819] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:42:50.191919] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:42:50.191968] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:42:50.317552] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:42:50.317799] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:42:50.317865] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:42:50.317902] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:42:50.322374] [DEBUG] [FORECASTER] PDFS: Forecast T+1@11:T+2@11: UP (p=94.78%)
[2025-11-25T23:42:50.322769] [INFO ] [FORECASTER] Completed predict_future for PDFS
[2025-11-25T23:42:50.322964] [INFO ] [sig       ] PDFS: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:42:50.469182] [INFO ] [LOCAL     ] Saved forecast: PDFS	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/PDFS.txt
[2025-11-25T23:42:50.469343] [INFO ] [sig       ] [2512/3639] Completed PDFS in 0.4s | 3.04 sym/s | Total: 13.8m | ETA: 6.2m
[2025-11-25T23:42:50.469400] [INFO ] [sig       ] [2513/3639] Forecasting PDI...
[2025-11-25T23:42:50.469444] [INFO ] [sig       ] Generating forecast for: PDI
[2025-11-25T23:42:50.469488] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PDI' from 'https://tdm.silogroup.org/data/derivative_storage/PDI.csv'.
[2025-11-25T23:42:50.480830] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PDI'.
[2025-11-25T23:42:50.481129] [INFO ] [FORECASTER] Starting predict_future for PDI
[2025-11-25T23:42:50.481935] [DEBUG] [LOCAL     ] No optimal features file found for PDI: ./output/feature-sets/PDI.txt
[2025-11-25T23:42:50.482003] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:42:50.482051] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:42:50.482091] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:42:50.482161] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:42:50.540738] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:42:50.541386] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:42:50.541483] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:42:50.541549] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:42:50.659260] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:42:50.659451] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:42:50.659497] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:42:50.659532] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:42:50.662985] [DEBUG] [FORECASTER] PDI: Forecast T+1@11:T+2@11: UP (p=71.45%)
[2025-11-25T23:42:50.663284] [INFO ] [FORECASTER] Completed predict_future for PDI
[2025-11-25T23:42:50.663426] [INFO ] [sig       ] PDI: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:42:50.807060] [INFO ] [LOCAL     ] Saved forecast: PDI	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/PDI.txt
[2025-11-25T23:42:50.807225] [INFO ] [sig       ] [2513/3639] Completed PDI in 0.3s | 3.04 sym/s | Total: 13.8m | ETA: 6.2m
[2025-11-25T23:42:50.807282] [INFO ] [sig       ] [2514/3639] Forecasting PDLB...
[2025-11-25T23:42:50.807328] [INFO ] [sig       ] Generating forecast for: PDLB
[2025-11-25T23:42:50.807391] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PDLB' from 'https://tdm.silogroup.org/data/derivative_storage/PDLB.csv'.
[2025-11-25T23:42:50.819405] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PDLB'.
[2025-11-25T23:42:50.819774] [INFO ] [FORECASTER] Starting predict_future for PDLB
[2025-11-25T23:42:50.820575] [DEBUG] [LOCAL     ] No optimal features file found for PDLB: ./output/feature-sets/PDLB.txt
[2025-11-25T23:42:50.820669] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:42:50.820719] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:42:50.820762] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:42:50.820833] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:42:50.879004] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:42:50.879748] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:42:50.879843] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:42:50.879892] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:42:50.982892] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:42:50.983062] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:42:50.983109] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:42:50.983143] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:42:50.986632] [DEBUG] [FORECASTER] PDLB: Forecast T+1@11:T+2@11: DOWN (p=4.70%)
[2025-11-25T23:42:50.986968] [INFO ] [FORECASTER] Completed predict_future for PDLB
[2025-11-25T23:42:50.987109] [INFO ] [sig       ] PDLB: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:42:51.131803] [INFO ] [LOCAL     ] Saved forecast: PDLB	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/PDLB.txt
[2025-11-25T23:42:51.131998] [INFO ] [sig       ] [2514/3639] Completed PDLB in 0.3s | 3.04 sym/s | Total: 13.8m | ETA: 6.2m
[2025-11-25T23:42:51.132057] [INFO ] [sig       ] [2515/3639] Forecasting PDM...
[2025-11-25T23:42:51.132101] [INFO ] [sig       ] Generating forecast for: PDM
[2025-11-25T23:42:51.132145] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PDM' from 'https://tdm.silogroup.org/data/derivative_storage/PDM.csv'.
[2025-11-25T23:42:51.143563] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PDM'.
[2025-11-25T23:42:51.143899] [INFO ] [FORECASTER] Starting predict_future for PDM
[2025-11-25T23:42:51.144727] [DEBUG] [LOCAL     ] No optimal features file found for PDM: ./output/feature-sets/PDM.txt
[2025-11-25T23:42:51.144798] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:42:51.144847] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:42:51.144905] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:42:51.144981] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:42:51.206948] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:42:51.207794] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:42:51.207894] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:42:51.207942] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:42:51.317516] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:42:51.317769] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:42:51.317838] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:42:51.317880] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:42:51.322590] [DEBUG] [FORECASTER] PDM: Forecast T+1@11:T+2@11: DOWN (p=31.37%)
[2025-11-25T23:42:51.323068] [INFO ] [FORECASTER] Completed predict_future for PDM
[2025-11-25T23:42:51.323233] [INFO ] [sig       ] PDM: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:42:51.479573] [INFO ] [LOCAL     ] Saved forecast: PDM	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/PDM.txt
[2025-11-25T23:42:51.479786] [INFO ] [sig       ] [2515/3639] Completed PDM in 0.3s | 3.04 sym/s | Total: 13.8m | ETA: 6.2m
[2025-11-25T23:42:51.479861] [INFO ] [sig       ] [2516/3639] Forecasting PDO...
[2025-11-25T23:42:51.479923] [INFO ] [sig       ] Generating forecast for: PDO
[2025-11-25T23:42:51.479973] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PDO' from 'https://tdm.silogroup.org/data/derivative_storage/PDO.csv'.
[2025-11-25T23:42:51.496196] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PDO'.
[2025-11-25T23:42:51.497037] [INFO ] [FORECASTER] Starting predict_future for PDO
[2025-11-25T23:42:51.498338] [DEBUG] [LOCAL     ] No optimal features file found for PDO: ./output/feature-sets/PDO.txt
[2025-11-25T23:42:51.498419] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:42:51.498474] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:42:51.498546] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:42:51.498631] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:42:51.567004] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:42:51.568518] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:42:51.568707] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:42:51.568772] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:42:51.691036] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:42:51.691330] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:42:51.691384] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:42:51.691422] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:42:51.695872] [DEBUG] [FORECASTER] PDO: Forecast T+1@11:T+2@11: DOWN (p=29.72%)
[2025-11-25T23:42:51.696286] [INFO ] [FORECASTER] Completed predict_future for PDO
[2025-11-25T23:42:51.696489] [INFO ] [sig       ] PDO: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:42:51.854370] [INFO ] [LOCAL     ] Saved forecast: PDO	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/PDO.txt
[2025-11-25T23:42:51.854678] [INFO ] [sig       ] [2516/3639] Completed PDO in 0.4s | 3.04 sym/s | Total: 13.8m | ETA: 6.2m
[2025-11-25T23:42:51.854760] [INFO ] [sig       ] [2517/3639] Forecasting PDP...
[2025-11-25T23:42:51.854812] [INFO ] [sig       ] Generating forecast for: PDP
[2025-11-25T23:42:51.854859] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PDP' from 'https://tdm.silogroup.org/data/derivative_storage/PDP.csv'.
[2025-11-25T23:42:51.870459] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PDP'.
[2025-11-25T23:42:51.871127] [INFO ] [FORECASTER] Starting predict_future for PDP
[2025-11-25T23:42:51.872311] [DEBUG] [LOCAL     ] No optimal features file found for PDP: ./output/feature-sets/PDP.txt
[2025-11-25T23:42:51.872384] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:42:51.872434] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:42:51.872479] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:42:51.872553] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:42:51.948447] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:42:51.950024] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:42:51.950203] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:42:51.950264] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:42:52.062968] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:42:52.063282] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:42:52.063363] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:42:52.063405] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:42:52.068807] [DEBUG] [FORECASTER] PDP: Forecast T+1@11:T+2@11: UP (p=73.50%)
[2025-11-25T23:42:52.069348] [INFO ] [FORECASTER] Completed predict_future for PDP
[2025-11-25T23:42:52.069577] [INFO ] [sig       ] PDP: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:42:52.236422] [INFO ] [LOCAL     ] Saved forecast: PDP	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/PDP.txt
[2025-11-25T23:42:52.236729] [INFO ] [sig       ] [2517/3639] Completed PDP in 0.4s | 3.04 sym/s | Total: 13.8m | ETA: 6.2m
[2025-11-25T23:42:52.236806] [INFO ] [sig       ] [2518/3639] Forecasting PDS...
[2025-11-25T23:42:52.236877] [INFO ] [sig       ] Generating forecast for: PDS
[2025-11-25T23:42:52.236927] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PDS' from 'https://tdm.silogroup.org/data/derivative_storage/PDS.csv'.
[2025-11-25T23:42:52.251856] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PDS'.
[2025-11-25T23:42:52.252496] [INFO ] [FORECASTER] Starting predict_future for PDS
[2025-11-25T23:42:52.253677] [DEBUG] [LOCAL     ] No optimal features file found for PDS: ./output/feature-sets/PDS.txt
[2025-11-25T23:42:52.253792] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:42:52.253880] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:42:52.253937] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:42:52.254037] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:42:52.320483] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:42:52.321885] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:42:52.322059] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:42:52.322117] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:42:52.447115] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:42:52.447461] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:42:52.447540] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:42:52.447583] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:42:52.452487] [DEBUG] [FORECASTER] PDS: Forecast T+1@11:T+2@11: DOWN (p=44.80%)
[2025-11-25T23:42:52.452900] [INFO ] [FORECASTER] Completed predict_future for PDS
[2025-11-25T23:42:52.453103] [INFO ] [sig       ] PDS: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:42:52.618170] [INFO ] [LOCAL     ] Saved forecast: PDS	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/PDS.txt
[2025-11-25T23:42:52.618426] [INFO ] [sig       ] [2518/3639] Completed PDS in 0.4s | 3.04 sym/s | Total: 13.8m | ETA: 6.1m
[2025-11-25T23:42:52.618494] [INFO ] [sig       ] [2519/3639] Forecasting PDX...
[2025-11-25T23:42:52.618544] [INFO ] [sig       ] Generating forecast for: PDX
[2025-11-25T23:42:52.618747] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PDX' from 'https://tdm.silogroup.org/data/derivative_storage/PDX.csv'.
[2025-11-25T23:42:52.632929] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PDX'.
[2025-11-25T23:42:52.633607] [INFO ] [FORECASTER] Starting predict_future for PDX
[2025-11-25T23:42:52.634797] [DEBUG] [LOCAL     ] No optimal features file found for PDX: ./output/feature-sets/PDX.txt
[2025-11-25T23:42:52.634895] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:42:52.634975] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:42:52.635023] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:42:52.635099] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:42:52.699685] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:42:52.701027] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:42:52.701157] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:42:52.701229] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:42:52.821069] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:42:52.821341] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:42:52.821398] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:42:52.821436] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:42:52.825531] [DEBUG] [FORECASTER] PDX: Forecast T+1@11:T+2@11: UP (p=93.39%)
[2025-11-25T23:42:52.826094] [INFO ] [FORECASTER] Completed predict_future for PDX
[2025-11-25T23:42:52.826377] [INFO ] [sig       ] PDX: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:42:52.976477] [INFO ] [LOCAL     ] Saved forecast: PDX	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/PDX.txt
[2025-11-25T23:42:52.976750] [INFO ] [sig       ] [2519/3639] Completed PDX in 0.4s | 3.04 sym/s | Total: 13.8m | ETA: 6.1m
[2025-11-25T23:42:52.976853] [INFO ] [sig       ] [2520/3639] Forecasting PDYN...
[2025-11-25T23:42:52.976917] [INFO ] [sig       ] Generating forecast for: PDYN
[2025-11-25T23:42:52.977053] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PDYN' from 'https://tdm.silogroup.org/data/derivative_storage/PDYN.csv'.
[2025-11-25T23:42:52.991076] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PDYN'.
[2025-11-25T23:42:52.991722] [INFO ] [FORECASTER] Starting predict_future for PDYN
[2025-11-25T23:42:52.992861] [DEBUG] [LOCAL     ] No optimal features file found for PDYN: ./output/feature-sets/PDYN.txt
[2025-11-25T23:42:52.992940] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:42:52.992992] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:42:52.993038] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:42:52.993112] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:42:53.054040] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:42:53.055331] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:42:53.055464] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:42:53.055517] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:42:53.174304] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:42:53.174588] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:42:53.174663] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:42:53.174741] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:42:53.178995] [DEBUG] [FORECASTER] PDYN: Forecast T+1@11:T+2@11: DOWN (p=12.50%)
[2025-11-25T23:42:53.179495] [INFO ] [FORECASTER] Completed predict_future for PDYN
[2025-11-25T23:42:53.179716] [INFO ] [sig       ] PDYN: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:42:53.334794] [INFO ] [LOCAL     ] Saved forecast: PDYN	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/PDYN.txt
[2025-11-25T23:42:53.335057] [INFO ] [sig       ] [2520/3639] Completed PDYN in 0.4s | 3.04 sym/s | Total: 13.8m | ETA: 6.1m
[2025-11-25T23:42:53.335262] [INFO ] [sig       ] [2521/3639] Forecasting PEB...
[2025-11-25T23:42:53.335321] [INFO ] [sig       ] Generating forecast for: PEB
[2025-11-25T23:42:53.335393] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PEB' from 'https://tdm.silogroup.org/data/derivative_storage/PEB.csv'.
[2025-11-25T23:42:53.349449] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PEB'.
[2025-11-25T23:42:53.350190] [INFO ] [FORECASTER] Starting predict_future for PEB
[2025-11-25T23:42:53.351392] [DEBUG] [LOCAL     ] No optimal features file found for PEB: ./output/feature-sets/PEB.txt
[2025-11-25T23:42:53.351468] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:42:53.351555] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:42:53.351614] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:42:53.351762] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:42:53.417413] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:42:53.418905] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:42:53.419030] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:42:53.419118] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:42:53.537190] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:42:53.537515] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:42:53.537570] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:42:53.537605] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:42:53.542214] [DEBUG] [FORECASTER] PEB: Forecast T+1@11:T+2@11: UP (p=75.18%)
[2025-11-25T23:42:53.542735] [INFO ] [FORECASTER] Completed predict_future for PEB
[2025-11-25T23:42:53.543034] [INFO ] [sig       ] PEB: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:42:53.696939] [INFO ] [LOCAL     ] Saved forecast: PEB	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/PEB.txt
[2025-11-25T23:42:53.697207] [INFO ] [sig       ] [2521/3639] Completed PEB in 0.4s | 3.04 sym/s | Total: 13.8m | ETA: 6.1m
[2025-11-25T23:42:53.697298] [INFO ] [sig       ] [2522/3639] Forecasting PEBK...
[2025-11-25T23:42:53.697372] [INFO ] [sig       ] Generating forecast for: PEBK
[2025-11-25T23:42:53.697430] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PEBK' from 'https://tdm.silogroup.org/data/derivative_storage/PEBK.csv'.
[2025-11-25T23:42:53.710148] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PEBK'.
[2025-11-25T23:42:53.710757] [INFO ] [FORECASTER] Starting predict_future for PEBK
[2025-11-25T23:42:53.712147] [DEBUG] [LOCAL     ] No optimal features file found for PEBK: ./output/feature-sets/PEBK.txt
[2025-11-25T23:42:53.712222] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:42:53.712270] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:42:53.712313] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:42:53.712387] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:42:53.772354] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:42:53.773577] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:42:53.773735] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:42:53.773788] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:42:53.881957] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:42:53.882259] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:42:53.882313] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:42:53.882351] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:42:53.886667] [DEBUG] [FORECASTER] PEBK: Forecast T+1@11:T+2@11: DOWN (p=8.47%)
[2025-11-25T23:42:53.887067] [INFO ] [FORECASTER] Completed predict_future for PEBK
[2025-11-25T23:42:53.887263] [INFO ] [sig       ] PEBK: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:42:54.036547] [INFO ] [LOCAL     ] Saved forecast: PEBK	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/PEBK.txt
[2025-11-25T23:42:54.036831] [INFO ] [sig       ] [2522/3639] Completed PEBK in 0.3s | 3.04 sym/s | Total: 13.8m | ETA: 6.1m
[2025-11-25T23:42:54.036898] [INFO ] [sig       ] [2523/3639] Forecasting PEBO...
[2025-11-25T23:42:54.036945] [INFO ] [sig       ] Generating forecast for: PEBO
[2025-11-25T23:42:54.036991] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PEBO' from 'https://tdm.silogroup.org/data/derivative_storage/PEBO.csv'.
[2025-11-25T23:42:54.051450] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PEBO'.
[2025-11-25T23:42:54.052016] [INFO ] [FORECASTER] Starting predict_future for PEBO
[2025-11-25T23:42:54.053180] [DEBUG] [LOCAL     ] No optimal features file found for PEBO: ./output/feature-sets/PEBO.txt
[2025-11-25T23:42:54.053251] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:42:54.053298] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:42:54.053338] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:42:54.053407] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:42:54.111079] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:42:54.112154] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:42:54.112264] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:42:54.112312] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:42:54.205167] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:42:54.205378] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:42:54.205424] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:42:54.205459] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:42:54.209030] [DEBUG] [FORECASTER] PEBO: Forecast T+1@11:T+2@11: DOWN (p=9.68%)
[2025-11-25T23:42:54.209384] [INFO ] [FORECASTER] Completed predict_future for PEBO
[2025-11-25T23:42:54.209614] [INFO ] [sig       ] PEBO: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:42:54.359260] [INFO ] [LOCAL     ] Saved forecast: PEBO	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/PEBO.txt
[2025-11-25T23:42:54.359510] [INFO ] [sig       ] [2523/3639] Completed PEBO in 0.3s | 3.04 sym/s | Total: 13.8m | ETA: 6.1m
[2025-11-25T23:42:54.359580] [INFO ] [sig       ] [2524/3639] Forecasting PECO...
[2025-11-25T23:42:54.359660] [INFO ] [sig       ] Generating forecast for: PECO
[2025-11-25T23:42:54.359718] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PECO' from 'https://tdm.silogroup.org/data/derivative_storage/PECO.csv'.
[2025-11-25T23:42:54.372567] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PECO'.
[2025-11-25T23:42:54.372969] [INFO ] [FORECASTER] Starting predict_future for PECO
[2025-11-25T23:42:54.373852] [DEBUG] [LOCAL     ] No optimal features file found for PECO: ./output/feature-sets/PECO.txt
[2025-11-25T23:42:54.373920] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:42:54.373966] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:42:54.374008] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:42:54.374075] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:42:54.431261] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:42:54.432143] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:42:54.432248] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:42:54.432296] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:42:54.544016] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:42:54.544241] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:42:54.544291] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:42:54.544327] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:42:54.547978] [DEBUG] [FORECASTER] PECO: Forecast T+1@11:T+2@11: UP (p=88.74%)
[2025-11-25T23:42:54.548276] [INFO ] [FORECASTER] Completed predict_future for PECO
[2025-11-25T23:42:54.548439] [INFO ] [sig       ] PECO: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:42:54.690698] [INFO ] [LOCAL     ] Saved forecast: PECO	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/PECO.txt
[2025-11-25T23:42:54.690875] [INFO ] [sig       ] [2524/3639] Completed PECO in 0.3s | 3.04 sym/s | Total: 13.8m | ETA: 6.1m
[2025-11-25T23:42:54.690932] [INFO ] [sig       ] [2525/3639] Forecasting PEG...
[2025-11-25T23:42:54.690978] [INFO ] [sig       ] Generating forecast for: PEG
[2025-11-25T23:42:54.691020] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PEG' from 'https://tdm.silogroup.org/data/derivative_storage/PEG.csv'.
[2025-11-25T23:42:54.702452] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PEG'.
[2025-11-25T23:42:54.702870] [INFO ] [FORECASTER] Starting predict_future for PEG
[2025-11-25T23:42:54.703696] [DEBUG] [LOCAL     ] No optimal features file found for PEG: ./output/feature-sets/PEG.txt
[2025-11-25T23:42:54.703778] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:42:54.703826] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:42:54.703866] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:42:54.703939] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:42:54.760956] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:42:54.761767] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:42:54.761869] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:42:54.761916] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:42:54.853843] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:42:54.854030] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:42:54.854079] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:42:54.854113] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:42:54.857551] [DEBUG] [FORECASTER] PEG: Forecast T+1@11:T+2@11: DOWN (p=38.91%)
[2025-11-25T23:42:54.857894] [INFO ] [FORECASTER] Completed predict_future for PEG
[2025-11-25T23:42:54.858049] [INFO ] [sig       ] PEG: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:42:55.001124] [INFO ] [LOCAL     ] Saved forecast: PEG	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/PEG.txt
[2025-11-25T23:42:55.001302] [INFO ] [sig       ] [2525/3639] Completed PEG in 0.3s | 3.04 sym/s | Total: 13.8m | ETA: 6.1m
[2025-11-25T23:42:55.001358] [INFO ] [sig       ] [2526/3639] Forecasting PEGA...
[2025-11-25T23:42:55.001402] [INFO ] [sig       ] Generating forecast for: PEGA
[2025-11-25T23:42:55.001443] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PEGA' from 'https://tdm.silogroup.org/data/derivative_storage/PEGA.csv'.
[2025-11-25T23:42:55.014571] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PEGA'.
[2025-11-25T23:42:55.014958] [INFO ] [FORECASTER] Starting predict_future for PEGA
[2025-11-25T23:42:55.015829] [DEBUG] [LOCAL     ] No optimal features file found for PEGA: ./output/feature-sets/PEGA.txt
[2025-11-25T23:42:55.015901] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:42:55.015960] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:42:55.016005] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:42:55.016073] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:42:55.074527] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:42:55.075362] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:42:55.075461] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:42:55.075508] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:42:55.174133] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:42:55.174282] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:42:55.174325] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:42:55.174359] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:42:55.177684] [DEBUG] [FORECASTER] PEGA: Forecast T+1@11:T+2@11: DOWN (p=13.38%)
[2025-11-25T23:42:55.177991] [INFO ] [FORECASTER] Completed predict_future for PEGA
[2025-11-25T23:42:55.178138] [INFO ] [sig       ] PEGA: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:42:55.321536] [INFO ] [LOCAL     ] Saved forecast: PEGA	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/PEGA.txt
[2025-11-25T23:42:55.321714] [INFO ] [sig       ] [2526/3639] Completed PEGA in 0.3s | 3.04 sym/s | Total: 13.8m | ETA: 6.1m
[2025-11-25T23:42:55.321771] [INFO ] [sig       ] [2527/3639] Forecasting PEN...
[2025-11-25T23:42:55.321816] [INFO ] [sig       ] Generating forecast for: PEN
[2025-11-25T23:42:55.321858] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PEN' from 'https://tdm.silogroup.org/data/derivative_storage/PEN.csv'.
[2025-11-25T23:42:55.333050] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PEN'.
[2025-11-25T23:42:55.333375] [INFO ] [FORECASTER] Starting predict_future for PEN
[2025-11-25T23:42:55.334211] [DEBUG] [LOCAL     ] No optimal features file found for PEN: ./output/feature-sets/PEN.txt
[2025-11-25T23:42:55.334282] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:42:55.334340] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:42:55.334392] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:42:55.334478] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:42:55.391724] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:42:55.392609] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:42:55.392731] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:42:55.392792] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:42:55.489457] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:42:55.489676] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:42:55.489729] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:42:55.489765] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:42:55.493185] [DEBUG] [FORECASTER] PEN: Forecast T+1@11:T+2@11: DOWN (p=32.12%)
[2025-11-25T23:42:55.493479] [INFO ] [FORECASTER] Completed predict_future for PEN
[2025-11-25T23:42:55.493623] [INFO ] [sig       ] PEN: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:42:55.639302] [INFO ] [LOCAL     ] Saved forecast: PEN	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/PEN.txt
[2025-11-25T23:42:55.639498] [INFO ] [sig       ] [2527/3639] Completed PEN in 0.3s | 3.04 sym/s | Total: 13.9m | ETA: 6.1m
[2025-11-25T23:42:55.639581] [INFO ] [sig       ] [2528/3639] Forecasting PENN...
[2025-11-25T23:42:55.639674] [INFO ] [sig       ] Generating forecast for: PENN
[2025-11-25T23:42:55.639744] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PENN' from 'https://tdm.silogroup.org/data/derivative_storage/PENN.csv'.
[2025-11-25T23:42:55.652216] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PENN'.
[2025-11-25T23:42:55.652615] [INFO ] [FORECASTER] Starting predict_future for PENN
[2025-11-25T23:42:55.653482] [DEBUG] [LOCAL     ] No optimal features file found for PENN: ./output/feature-sets/PENN.txt
[2025-11-25T23:42:55.653569] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:42:55.653618] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:42:55.653682] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:42:55.653759] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:42:55.714167] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:42:55.715112] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:42:55.715229] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:42:55.715279] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:42:55.813989] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:42:55.814186] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:42:55.814234] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:42:55.814268] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:42:55.818048] [DEBUG] [FORECASTER] PENN: Forecast T+1@11:T+2@11: UP (p=97.46%)
[2025-11-25T23:42:55.818409] [INFO ] [FORECASTER] Completed predict_future for PENN
[2025-11-25T23:42:55.818576] [INFO ] [sig       ] PENN: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:42:55.971577] [INFO ] [LOCAL     ] Saved forecast: PENN	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/PENN.txt
[2025-11-25T23:42:55.971819] [INFO ] [sig       ] [2528/3639] Completed PENN in 0.3s | 3.04 sym/s | Total: 13.9m | ETA: 6.1m
[2025-11-25T23:42:55.971880] [INFO ] [sig       ] [2529/3639] Forecasting PEO...
[2025-11-25T23:42:55.971927] [INFO ] [sig       ] Generating forecast for: PEO
[2025-11-25T23:42:55.971971] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PEO' from 'https://tdm.silogroup.org/data/derivative_storage/PEO.csv'.
[2025-11-25T23:42:55.983893] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PEO'.
[2025-11-25T23:42:55.984337] [INFO ] [FORECASTER] Starting predict_future for PEO
[2025-11-25T23:42:55.985310] [DEBUG] [LOCAL     ] No optimal features file found for PEO: ./output/feature-sets/PEO.txt
[2025-11-25T23:42:55.985381] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:42:55.985428] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:42:55.985469] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:42:55.985539] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:42:56.044482] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:42:56.045406] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:42:56.045515] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:42:56.045563] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:42:56.138956] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:42:56.139156] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:42:56.139202] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:42:56.139237] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:42:56.142881] [DEBUG] [FORECASTER] PEO: Forecast T+1@11:T+2@11: DOWN (p=21.79%)
[2025-11-25T23:42:56.143221] [INFO ] [FORECASTER] Completed predict_future for PEO
[2025-11-25T23:42:56.143364] [INFO ] [sig       ] PEO: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:42:56.289880] [INFO ] [LOCAL     ] Saved forecast: PEO	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/PEO.txt
[2025-11-25T23:42:56.290064] [INFO ] [sig       ] [2529/3639] Completed PEO in 0.3s | 3.04 sym/s | Total: 13.9m | ETA: 6.1m
[2025-11-25T23:42:56.290120] [INFO ] [sig       ] [2530/3639] Forecasting PEP...
[2025-11-25T23:42:56.290163] [INFO ] [sig       ] Generating forecast for: PEP
[2025-11-25T23:42:56.290205] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PEP' from 'https://tdm.silogroup.org/data/derivative_storage/PEP.csv'.
[2025-11-25T23:42:56.301888] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PEP'.
[2025-11-25T23:42:56.302164] [INFO ] [FORECASTER] Starting predict_future for PEP
[2025-11-25T23:42:56.302992] [DEBUG] [LOCAL     ] No optimal features file found for PEP: ./output/feature-sets/PEP.txt
[2025-11-25T23:42:56.303069] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:42:56.303114] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:42:56.303154] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:42:56.303222] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:42:56.362898] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:42:56.363592] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:42:56.363722] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:42:56.363770] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:42:56.463588] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:42:56.463734] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:42:56.463802] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:42:56.463848] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:42:56.467105] [DEBUG] [FORECASTER] PEP: Forecast T+1@11:T+2@11: DOWN (p=12.68%)
[2025-11-25T23:42:56.467413] [INFO ] [FORECASTER] Completed predict_future for PEP
[2025-11-25T23:42:56.467568] [INFO ] [sig       ] PEP: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:42:56.608362] [INFO ] [LOCAL     ] Saved forecast: PEP	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/PEP.txt
[2025-11-25T23:42:56.608511] [INFO ] [sig       ] [2530/3639] Completed PEP in 0.3s | 3.04 sym/s | Total: 13.9m | ETA: 6.1m
[2025-11-25T23:42:56.608566] [INFO ] [sig       ] [2531/3639] Forecasting PEPG...
[2025-11-25T23:42:56.608609] [INFO ] [sig       ] Generating forecast for: PEPG
[2025-11-25T23:42:56.608806] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PEPG' from 'https://tdm.silogroup.org/data/derivative_storage/PEPG.csv'.
[2025-11-25T23:42:56.620164] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PEPG'.
[2025-11-25T23:42:56.620464] [INFO ] [FORECASTER] Starting predict_future for PEPG
[2025-11-25T23:42:56.621289] [DEBUG] [LOCAL     ] No optimal features file found for PEPG: ./output/feature-sets/PEPG.txt
[2025-11-25T23:42:56.621358] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:42:56.621403] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:42:56.621439] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:42:56.621508] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:42:56.679106] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:42:56.679760] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:42:56.679852] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:42:56.679898] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:42:56.775422] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:42:56.775686] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:42:56.775753] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:42:56.775809] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:42:56.779403] [DEBUG] [FORECASTER] PEPG: Forecast T+1@11:T+2@11: DOWN (p=18.90%)
[2025-11-25T23:42:56.779786] [INFO ] [FORECASTER] Completed predict_future for PEPG
[2025-11-25T23:42:56.779957] [INFO ] [sig       ] PEPG: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:42:56.923683] [INFO ] [LOCAL     ] Saved forecast: PEPG	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/PEPG.txt
[2025-11-25T23:42:56.923832] [INFO ] [sig       ] [2531/3639] Completed PEPG in 0.3s | 3.04 sym/s | Total: 13.9m | ETA: 6.1m
[2025-11-25T23:42:56.923904] [INFO ] [sig       ] [2532/3639] Forecasting PERF...
[2025-11-25T23:42:56.923949] [INFO ] [sig       ] Generating forecast for: PERF
[2025-11-25T23:42:56.923987] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PERF' from 'https://tdm.silogroup.org/data/derivative_storage/PERF.csv'.
[2025-11-25T23:42:56.935680] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PERF'.
[2025-11-25T23:42:56.935948] [INFO ] [FORECASTER] Starting predict_future for PERF
[2025-11-25T23:42:56.936737] [DEBUG] [LOCAL     ] No optimal features file found for PERF: ./output/feature-sets/PERF.txt
[2025-11-25T23:42:56.936806] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:42:56.936852] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:42:56.936891] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:42:56.936960] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:42:56.994320] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:42:56.994942] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:42:56.995036] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:42:56.995077] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:42:57.086722] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:42:57.086826] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:42:57.086866] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:42:57.086900] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:42:57.090079] [DEBUG] [FORECASTER] PERF: Forecast T+1@11:T+2@11: UP (p=66.98%)
[2025-11-25T23:42:57.090348] [INFO ] [FORECASTER] Completed predict_future for PERF
[2025-11-25T23:42:57.090480] [INFO ] [sig       ] PERF: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:42:57.232103] [INFO ] [LOCAL     ] Saved forecast: PERF	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/PERF.txt
[2025-11-25T23:42:57.232233] [INFO ] [sig       ] [2532/3639] Completed PERF in 0.3s | 3.04 sym/s | Total: 13.9m | ETA: 6.1m
[2025-11-25T23:42:57.232287] [INFO ] [sig       ] [2533/3639] Forecasting PERI...
[2025-11-25T23:42:57.232331] [INFO ] [sig       ] Generating forecast for: PERI
[2025-11-25T23:42:57.232369] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PERI' from 'https://tdm.silogroup.org/data/derivative_storage/PERI.csv'.
[2025-11-25T23:42:57.244531] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PERI'.
[2025-11-25T23:42:57.244866] [INFO ] [FORECASTER] Starting predict_future for PERI
[2025-11-25T23:42:57.245678] [DEBUG] [LOCAL     ] No optimal features file found for PERI: ./output/feature-sets/PERI.txt
[2025-11-25T23:42:57.245759] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:42:57.245814] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:42:57.245857] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:42:57.245925] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:42:57.304174] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:42:57.304803] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:42:57.304898] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:42:57.304940] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:42:57.401372] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:42:57.401503] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:42:57.401545] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:42:57.401579] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:42:57.404891] [DEBUG] [FORECASTER] PERI: Forecast T+1@11:T+2@11: DOWN (p=34.56%)
[2025-11-25T23:42:57.405174] [INFO ] [FORECASTER] Completed predict_future for PERI
[2025-11-25T23:42:57.405339] [INFO ] [sig       ] PERI: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:42:57.547467] [INFO ] [LOCAL     ] Saved forecast: PERI	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/PERI.txt
[2025-11-25T23:42:57.547612] [INFO ] [sig       ] [2533/3639] Completed PERI in 0.3s | 3.04 sym/s | Total: 13.9m | ETA: 6.1m
[2025-11-25T23:42:57.547699] [INFO ] [sig       ] [2534/3639] Forecasting PESI...
[2025-11-25T23:42:57.547756] [INFO ] [sig       ] Generating forecast for: PESI
[2025-11-25T23:42:57.547811] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PESI' from 'https://tdm.silogroup.org/data/derivative_storage/PESI.csv'.
[2025-11-25T23:42:57.559518] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PESI'.
[2025-11-25T23:42:57.559916] [INFO ] [FORECASTER] Starting predict_future for PESI
[2025-11-25T23:42:57.560756] [DEBUG] [LOCAL     ] No optimal features file found for PESI: ./output/feature-sets/PESI.txt
[2025-11-25T23:42:57.560838] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:42:57.560885] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:42:57.560925] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:42:57.561053] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:42:57.618613] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:42:57.619260] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:42:57.619355] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:42:57.619411] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:42:57.715578] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:42:57.715723] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:42:57.715780] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:42:57.715821] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:42:57.719020] [DEBUG] [FORECASTER] PESI: Forecast T+1@11:T+2@11: DOWN (p=11.31%)
[2025-11-25T23:42:57.719296] [INFO ] [FORECASTER] Completed predict_future for PESI
[2025-11-25T23:42:57.719429] [INFO ] [sig       ] PESI: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:42:57.861485] [INFO ] [LOCAL     ] Saved forecast: PESI	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/PESI.txt
[2025-11-25T23:42:57.861633] [INFO ] [sig       ] [2534/3639] Completed PESI in 0.3s | 3.04 sym/s | Total: 13.9m | ETA: 6.1m
[2025-11-25T23:42:57.861710] [INFO ] [sig       ] [2535/3639] Forecasting PETS...
[2025-11-25T23:42:57.861755] [INFO ] [sig       ] Generating forecast for: PETS
[2025-11-25T23:42:57.861798] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PETS' from 'https://tdm.silogroup.org/data/derivative_storage/PETS.csv'.
[2025-11-25T23:42:57.873396] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PETS'.
[2025-11-25T23:42:57.873751] [INFO ] [FORECASTER] Starting predict_future for PETS
[2025-11-25T23:42:57.874555] [DEBUG] [LOCAL     ] No optimal features file found for PETS: ./output/feature-sets/PETS.txt
[2025-11-25T23:42:57.874625] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:42:57.874704] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:42:57.874760] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:42:57.874839] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:42:57.933108] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:42:57.933757] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:42:57.933848] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:42:57.933906] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:42:58.025854] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:42:58.025963] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:42:58.026022] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:42:58.026058] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:42:58.029194] [DEBUG] [FORECASTER] PETS: Forecast T+1@11:T+2@11: DOWN (p=26.81%)
[2025-11-25T23:42:58.029475] [INFO ] [FORECASTER] Completed predict_future for PETS
[2025-11-25T23:42:58.029613] [INFO ] [sig       ] PETS: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:42:58.176357] [INFO ] [LOCAL     ] Saved forecast: PETS	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/PETS.txt
[2025-11-25T23:42:58.176553] [INFO ] [sig       ] [2535/3639] Completed PETS in 0.3s | 3.04 sym/s | Total: 13.9m | ETA: 6.1m
[2025-11-25T23:42:58.176608] [INFO ] [sig       ] [2536/3639] Forecasting PEY...
[2025-11-25T23:42:58.176670] [INFO ] [sig       ] Generating forecast for: PEY
[2025-11-25T23:42:58.176715] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PEY' from 'https://tdm.silogroup.org/data/derivative_storage/PEY.csv'.
[2025-11-25T23:42:58.189270] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PEY'.
[2025-11-25T23:42:58.189580] [INFO ] [FORECASTER] Starting predict_future for PEY
[2025-11-25T23:42:58.190386] [DEBUG] [LOCAL     ] No optimal features file found for PEY: ./output/feature-sets/PEY.txt
[2025-11-25T23:42:58.190456] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:42:58.190513] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:42:58.190564] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:42:58.190672] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:42:58.249239] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:42:58.249882] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:42:58.249983] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:42:58.250042] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:42:58.341474] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:42:58.341581] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:42:58.341622] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:42:58.341676] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:42:58.344786] [DEBUG] [FORECASTER] PEY: Forecast T+1@11:T+2@11: UP (p=84.57%)
[2025-11-25T23:42:58.345057] [INFO ] [FORECASTER] Completed predict_future for PEY
[2025-11-25T23:42:58.345195] [INFO ] [sig       ] PEY: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:42:58.485521] [INFO ] [LOCAL     ] Saved forecast: PEY	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/PEY.txt
[2025-11-25T23:42:58.485670] [INFO ] [sig       ] [2536/3639] Completed PEY in 0.3s | 3.04 sym/s | Total: 13.9m | ETA: 6.0m
[2025-11-25T23:42:58.485726] [INFO ] [sig       ] [2537/3639] Forecasting PFBC...
[2025-11-25T23:42:58.485773] [INFO ] [sig       ] Generating forecast for: PFBC
[2025-11-25T23:42:58.485814] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PFBC' from 'https://tdm.silogroup.org/data/derivative_storage/PFBC.csv'.
[2025-11-25T23:42:58.497282] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PFBC'.
[2025-11-25T23:42:58.497599] [INFO ] [FORECASTER] Starting predict_future for PFBC
[2025-11-25T23:42:58.498434] [DEBUG] [LOCAL     ] No optimal features file found for PFBC: ./output/feature-sets/PFBC.txt
[2025-11-25T23:42:58.498508] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:42:58.498570] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:42:58.498621] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:42:58.498732] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:42:58.557224] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:42:58.557944] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:42:58.558043] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:42:58.558105] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:42:58.663810] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:42:58.663918] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:42:58.663959] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:42:58.663993] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:42:58.667102] [DEBUG] [FORECASTER] PFBC: Forecast T+1@11:T+2@11: DOWN (p=9.33%)
[2025-11-25T23:42:58.667420] [INFO ] [FORECASTER] Completed predict_future for PFBC
[2025-11-25T23:42:58.667571] [INFO ] [sig       ] PFBC: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:42:58.808126] [INFO ] [LOCAL     ] Saved forecast: PFBC	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/PFBC.txt
[2025-11-25T23:42:58.808267] [INFO ] [sig       ] [2537/3639] Completed PFBC in 0.3s | 3.04 sym/s | Total: 13.9m | ETA: 6.0m
[2025-11-25T23:42:58.808322] [INFO ] [sig       ] [2538/3639] Forecasting PFD...
[2025-11-25T23:42:58.808364] [INFO ] [sig       ] Generating forecast for: PFD
[2025-11-25T23:42:58.808404] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PFD' from 'https://tdm.silogroup.org/data/derivative_storage/PFD.csv'.
[2025-11-25T23:42:58.819921] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PFD'.
[2025-11-25T23:42:58.820234] [INFO ] [FORECASTER] Starting predict_future for PFD
[2025-11-25T23:42:58.821029] [DEBUG] [LOCAL     ] No optimal features file found for PFD: ./output/feature-sets/PFD.txt
[2025-11-25T23:42:58.821097] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:42:58.821141] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:42:58.821180] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:42:58.821248] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:42:58.881436] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:42:58.882119] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:42:58.882224] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:42:58.882270] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:42:58.975125] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:42:58.975235] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:42:58.975277] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:42:58.975310] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:42:58.978468] [DEBUG] [FORECASTER] PFD: Forecast T+1@11:T+2@11: UP (p=88.36%)
[2025-11-25T23:42:58.978913] [INFO ] [FORECASTER] Completed predict_future for PFD
[2025-11-25T23:42:58.979117] [INFO ] [sig       ] PFD: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:42:59.120214] [INFO ] [LOCAL     ] Saved forecast: PFD	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/PFD.txt
[2025-11-25T23:42:59.120365] [INFO ] [sig       ] [2538/3639] Completed PFD in 0.3s | 3.04 sym/s | Total: 13.9m | ETA: 6.0m
[2025-11-25T23:42:59.120420] [INFO ] [sig       ] [2539/3639] Forecasting PFE...
[2025-11-25T23:42:59.120464] [INFO ] [sig       ] Generating forecast for: PFE
[2025-11-25T23:42:59.120505] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PFE' from 'https://tdm.silogroup.org/data/derivative_storage/PFE.csv'.
[2025-11-25T23:42:59.132147] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PFE'.
[2025-11-25T23:42:59.132434] [INFO ] [FORECASTER] Starting predict_future for PFE
[2025-11-25T23:42:59.133231] [DEBUG] [LOCAL     ] No optimal features file found for PFE: ./output/feature-sets/PFE.txt
[2025-11-25T23:42:59.133301] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:42:59.133365] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:42:59.133408] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:42:59.133478] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:42:59.191403] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:42:59.192055] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:42:59.192148] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:42:59.192195] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:42:59.290212] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:42:59.290342] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:42:59.290383] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:42:59.290417] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:42:59.293568] [DEBUG] [FORECASTER] PFE: Forecast T+1@11:T+2@11: DOWN (p=32.33%)
[2025-11-25T23:42:59.293872] [INFO ] [FORECASTER] Completed predict_future for PFE
[2025-11-25T23:42:59.294016] [INFO ] [sig       ] PFE: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:42:59.434375] [INFO ] [LOCAL     ] Saved forecast: PFE	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/PFE.txt
[2025-11-25T23:42:59.434519] [INFO ] [sig       ] [2539/3639] Completed PFE in 0.3s | 3.04 sym/s | Total: 13.9m | ETA: 6.0m
[2025-11-25T23:42:59.434573] [INFO ] [sig       ] [2540/3639] Forecasting PFF...
[2025-11-25T23:42:59.434616] [INFO ] [sig       ] Generating forecast for: PFF
[2025-11-25T23:42:59.434683] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PFF' from 'https://tdm.silogroup.org/data/derivative_storage/PFF.csv'.
[2025-11-25T23:42:59.445793] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PFF'.
[2025-11-25T23:42:59.446065] [INFO ] [FORECASTER] Starting predict_future for PFF
[2025-11-25T23:42:59.446873] [DEBUG] [LOCAL     ] No optimal features file found for PFF: ./output/feature-sets/PFF.txt
[2025-11-25T23:42:59.446941] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:42:59.446986] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:42:59.447027] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:42:59.447094] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:42:59.505070] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:42:59.505716] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:42:59.505813] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:42:59.505860] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:42:59.612354] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:42:59.612497] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:42:59.612564] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:42:59.612609] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:42:59.615803] [DEBUG] [FORECASTER] PFF: Forecast T+1@11:T+2@11: DOWN (p=31.98%)
[2025-11-25T23:42:59.616098] [INFO ] [FORECASTER] Completed predict_future for PFF
[2025-11-25T23:42:59.616252] [INFO ] [sig       ] PFF: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:42:59.761537] [INFO ] [LOCAL     ] Saved forecast: PFF	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/PFF.txt
[2025-11-25T23:42:59.761716] [INFO ] [sig       ] [2540/3639] Completed PFF in 0.3s | 3.04 sym/s | Total: 13.9m | ETA: 6.0m
[2025-11-25T23:42:59.761772] [INFO ] [sig       ] [2541/3639] Forecasting PFG...
[2025-11-25T23:42:59.761816] [INFO ] [sig       ] Generating forecast for: PFG
[2025-11-25T23:42:59.761857] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PFG' from 'https://tdm.silogroup.org/data/derivative_storage/PFG.csv'.
[2025-11-25T23:42:59.772780] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PFG'.
[2025-11-25T23:42:59.773077] [INFO ] [FORECASTER] Starting predict_future for PFG
[2025-11-25T23:42:59.773887] [DEBUG] [LOCAL     ] No optimal features file found for PFG: ./output/feature-sets/PFG.txt
[2025-11-25T23:42:59.773955] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:42:59.774001] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:42:59.774042] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:42:59.774110] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:42:59.831961] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:42:59.832774] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:42:59.832870] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:42:59.832916] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:42:59.926758] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:42:59.926891] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:42:59.926933] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:42:59.926968] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:42:59.930176] [DEBUG] [FORECASTER] PFG: Forecast T+1@11:T+2@11: DOWN (p=1.26%)
[2025-11-25T23:42:59.930462] [INFO ] [FORECASTER] Completed predict_future for PFG
[2025-11-25T23:42:59.930609] [INFO ] [sig       ] PFG: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:43:00.072793] [INFO ] [LOCAL     ] Saved forecast: PFG	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/PFG.txt
[2025-11-25T23:43:00.072956] [INFO ] [sig       ] [2541/3639] Completed PFG in 0.3s | 3.04 sym/s | Total: 13.9m | ETA: 6.0m
[2025-11-25T23:43:00.073012] [INFO ] [sig       ] [2542/3639] Forecasting PFGC...
[2025-11-25T23:43:00.073054] [INFO ] [sig       ] Generating forecast for: PFGC
[2025-11-25T23:43:00.073097] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PFGC' from 'https://tdm.silogroup.org/data/derivative_storage/PFGC.csv'.
[2025-11-25T23:43:00.084762] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PFGC'.
[2025-11-25T23:43:00.085233] [INFO ] [FORECASTER] Starting predict_future for PFGC
[2025-11-25T23:43:00.086027] [DEBUG] [LOCAL     ] No optimal features file found for PFGC: ./output/feature-sets/PFGC.txt
[2025-11-25T23:43:00.086095] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:43:00.086141] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:43:00.086182] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:43:00.086251] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:43:00.143398] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:43:00.144257] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:43:00.144356] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:43:00.144403] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:43:00.842341] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:43:00.842514] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:43:00.842677] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:43:00.842773] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:43:00.846229] [DEBUG] [FORECASTER] PFGC: Forecast T+1@11:T+2@11: DOWN (p=11.64%)
[2025-11-25T23:43:00.846529] [INFO ] [FORECASTER] Completed predict_future for PFGC
[2025-11-25T23:43:00.846753] [INFO ] [sig       ] PFGC: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:43:00.986570] [INFO ] [LOCAL     ] Saved forecast: PFGC	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/PFGC.txt
[2025-11-25T23:43:00.986748] [INFO ] [sig       ] [2542/3639] Completed PFGC in 0.9s | 3.04 sym/s | Total: 13.9m | ETA: 6.0m
[2025-11-25T23:43:00.986806] [INFO ] [sig       ] [2543/3639] Forecasting PFH...
[2025-11-25T23:43:00.986898] [INFO ] [sig       ] Generating forecast for: PFH
[2025-11-25T23:43:00.986948] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PFH' from 'https://tdm.silogroup.org/data/derivative_storage/PFH.csv'.
[2025-11-25T23:43:00.999762] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PFH'.
[2025-11-25T23:43:01.000103] [INFO ] [FORECASTER] Starting predict_future for PFH
[2025-11-25T23:43:01.000927] [DEBUG] [LOCAL     ] No optimal features file found for PFH: ./output/feature-sets/PFH.txt
[2025-11-25T23:43:01.000996] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:43:01.001052] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:43:01.001102] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:43:01.001192] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:43:01.057858] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:43:01.058729] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:43:01.058829] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:43:01.058876] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:43:01.161972] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:43:01.162166] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:43:01.162213] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:43:01.162248] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:43:01.165609] [DEBUG] [FORECASTER] PFH: Forecast T+1@11:T+2@11: DOWN (p=2.63%)
[2025-11-25T23:43:01.165931] [INFO ] [FORECASTER] Completed predict_future for PFH
[2025-11-25T23:43:01.166086] [INFO ] [sig       ] PFH: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:43:01.311025] [INFO ] [LOCAL     ] Saved forecast: PFH	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/PFH.txt
[2025-11-25T23:43:01.311246] [INFO ] [sig       ] [2543/3639] Completed PFH in 0.3s | 3.04 sym/s | Total: 13.9m | ETA: 6.0m
[2025-11-25T23:43:01.311305] [INFO ] [sig       ] [2544/3639] Forecasting PFIS...
[2025-11-25T23:43:01.311350] [INFO ] [sig       ] Generating forecast for: PFIS
[2025-11-25T23:43:01.311393] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PFIS' from 'https://tdm.silogroup.org/data/derivative_storage/PFIS.csv'.
[2025-11-25T23:43:01.323895] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PFIS'.
[2025-11-25T23:43:01.324342] [INFO ] [FORECASTER] Starting predict_future for PFIS
[2025-11-25T23:43:01.325263] [DEBUG] [LOCAL     ] No optimal features file found for PFIS: ./output/feature-sets/PFIS.txt
[2025-11-25T23:43:01.325337] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:43:01.325382] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:43:01.325441] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:43:01.325526] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:43:01.387682] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:43:01.388737] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:43:01.388857] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:43:01.388922] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:43:01.492512] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:43:01.492719] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:43:01.492773] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:43:01.492809] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:43:01.496293] [DEBUG] [FORECASTER] PFIS: Forecast T+1@11:T+2@11: UP (p=85.82%)
[2025-11-25T23:43:01.496587] [INFO ] [FORECASTER] Completed predict_future for PFIS
[2025-11-25T23:43:01.496779] [INFO ] [sig       ] PFIS: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:43:01.638775] [INFO ] [LOCAL     ] Saved forecast: PFIS	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/PFIS.txt
[2025-11-25T23:43:01.638956] [INFO ] [sig       ] [2544/3639] Completed PFIS in 0.3s | 3.04 sym/s | Total: 14.0m | ETA: 6.0m
[2025-11-25T23:43:01.639011] [INFO ] [sig       ] [2545/3639] Forecasting PFL...
[2025-11-25T23:43:01.639054] [INFO ] [sig       ] Generating forecast for: PFL
[2025-11-25T23:43:01.639096] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PFL' from 'https://tdm.silogroup.org/data/derivative_storage/PFL.csv'.
[2025-11-25T23:43:01.650428] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PFL'.
[2025-11-25T23:43:01.650801] [INFO ] [FORECASTER] Starting predict_future for PFL
[2025-11-25T23:43:01.651604] [DEBUG] [LOCAL     ] No optimal features file found for PFL: ./output/feature-sets/PFL.txt
[2025-11-25T23:43:01.651703] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:43:01.651764] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:43:01.651817] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:43:01.651907] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:43:01.709337] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:43:01.710269] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:43:01.710370] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:43:01.710432] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:43:01.821464] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:43:01.821690] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:43:01.821744] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:43:01.821779] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:43:01.825394] [DEBUG] [FORECASTER] PFL: Forecast T+1@11:T+2@11: DOWN (p=16.37%)
[2025-11-25T23:43:01.825757] [INFO ] [FORECASTER] Completed predict_future for PFL
[2025-11-25T23:43:01.825919] [INFO ] [sig       ] PFL: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:43:02.002276] [INFO ] [LOCAL     ] Saved forecast: PFL	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/PFL.txt
[2025-11-25T23:43:02.002481] [INFO ] [sig       ] [2545/3639] Completed PFL in 0.4s | 3.04 sym/s | Total: 14.0m | ETA: 6.0m
[2025-11-25T23:43:02.002541] [INFO ] [sig       ] [2546/3639] Forecasting PFM...
[2025-11-25T23:43:02.002587] [INFO ] [sig       ] Generating forecast for: PFM
[2025-11-25T23:43:02.002632] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PFM' from 'https://tdm.silogroup.org/data/derivative_storage/PFM.csv'.
[2025-11-25T23:43:02.016671] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PFM'.
[2025-11-25T23:43:02.017104] [INFO ] [FORECASTER] Starting predict_future for PFM
[2025-11-25T23:43:02.018135] [DEBUG] [LOCAL     ] No optimal features file found for PFM: ./output/feature-sets/PFM.txt
[2025-11-25T23:43:02.018209] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:43:02.018257] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:43:02.018297] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:43:02.018369] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:43:02.077835] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:43:02.078822] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:43:02.078938] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:43:02.078990] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:43:02.195012] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:43:02.195232] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:43:02.195287] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:43:02.195346] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:43:02.199171] [DEBUG] [FORECASTER] PFM: Forecast T+1@11:T+2@11: DOWN (p=14.85%)
[2025-11-25T23:43:02.199697] [INFO ] [FORECASTER] Completed predict_future for PFM
[2025-11-25T23:43:02.199928] [INFO ] [sig       ] PFM: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:43:02.391283] [INFO ] [LOCAL     ] Saved forecast: PFM	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/PFM.txt
[2025-11-25T23:43:02.391544] [INFO ] [sig       ] [2546/3639] Completed PFM in 0.4s | 3.04 sym/s | Total: 14.0m | ETA: 6.0m
[2025-11-25T23:43:02.391637] [INFO ] [sig       ] [2547/3639] Forecasting PFN...
[2025-11-25T23:43:02.391739] [INFO ] [sig       ] Generating forecast for: PFN
[2025-11-25T23:43:02.391814] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PFN' from 'https://tdm.silogroup.org/data/derivative_storage/PFN.csv'.
[2025-11-25T23:43:02.408938] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PFN'.
[2025-11-25T23:43:02.411053] [INFO ] [FORECASTER] Starting predict_future for PFN
[2025-11-25T23:43:02.412535] [DEBUG] [LOCAL     ] No optimal features file found for PFN: ./output/feature-sets/PFN.txt
[2025-11-25T23:43:02.412678] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:43:02.412745] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:43:02.412799] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:43:02.412910] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:43:02.503792] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:43:02.505026] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:43:02.505184] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:43:02.505259] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:43:02.644074] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:43:02.644274] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:43:02.644323] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:43:02.644359] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:43:02.648125] [DEBUG] [FORECASTER] PFN: Forecast T+1@11:T+2@11: UP (p=74.20%)
[2025-11-25T23:43:02.648460] [INFO ] [FORECASTER] Completed predict_future for PFN
[2025-11-25T23:43:02.648623] [INFO ] [sig       ] PFN: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:43:02.862087] [INFO ] [LOCAL     ] Saved forecast: PFN	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/PFN.txt
[2025-11-25T23:43:02.862324] [INFO ] [sig       ] [2547/3639] Completed PFN in 0.5s | 3.04 sym/s | Total: 14.0m | ETA: 6.0m
[2025-11-25T23:43:02.862397] [INFO ] [sig       ] [2548/3639] Forecasting PFO...
[2025-11-25T23:43:02.862452] [INFO ] [sig       ] Generating forecast for: PFO
[2025-11-25T23:43:02.862505] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PFO' from 'https://tdm.silogroup.org/data/derivative_storage/PFO.csv'.
[2025-11-25T23:43:02.879158] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PFO'.
[2025-11-25T23:43:02.879753] [INFO ] [FORECASTER] Starting predict_future for PFO
[2025-11-25T23:43:02.880871] [DEBUG] [LOCAL     ] No optimal features file found for PFO: ./output/feature-sets/PFO.txt
[2025-11-25T23:43:02.880957] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:43:02.881027] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:43:02.881080] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:43:02.881183] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:43:02.968118] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:43:02.969154] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:43:02.969276] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:43:02.969328] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:43:03.066362] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:43:03.066554] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:43:03.066602] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:43:03.066637] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:43:03.070219] [DEBUG] [FORECASTER] PFO: Forecast T+1@11:T+2@11: UP (p=97.01%)
[2025-11-25T23:43:03.070555] [INFO ] [FORECASTER] Completed predict_future for PFO
[2025-11-25T23:43:03.070750] [INFO ] [sig       ] PFO: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:43:03.216528] [INFO ] [LOCAL     ] Saved forecast: PFO	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/PFO.txt
[2025-11-25T23:43:03.216741] [INFO ] [sig       ] [2548/3639] Completed PFO in 0.4s | 3.04 sym/s | Total: 14.0m | ETA: 6.0m
[2025-11-25T23:43:03.216800] [INFO ] [sig       ] [2549/3639] Forecasting PFS...
[2025-11-25T23:43:03.216849] [INFO ] [sig       ] Generating forecast for: PFS
[2025-11-25T23:43:03.216893] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PFS' from 'https://tdm.silogroup.org/data/derivative_storage/PFS.csv'.
[2025-11-25T23:43:03.228511] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PFS'.
[2025-11-25T23:43:03.228984] [INFO ] [FORECASTER] Starting predict_future for PFS
[2025-11-25T23:43:03.229880] [DEBUG] [LOCAL     ] No optimal features file found for PFS: ./output/feature-sets/PFS.txt
[2025-11-25T23:43:03.229951] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:43:03.230014] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:43:03.230057] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:43:03.230141] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:43:03.291112] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:43:03.292053] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:43:03.292152] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:43:03.292216] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:43:03.389105] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:43:03.389281] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:43:03.389328] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:43:03.389364] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:43:03.392886] [DEBUG] [FORECASTER] PFS: Forecast T+1@11:T+2@11: UP (p=53.32%)
[2025-11-25T23:43:03.393192] [INFO ] [FORECASTER] Completed predict_future for PFS
[2025-11-25T23:43:03.393334] [INFO ] [sig       ] PFS: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:43:03.534950] [INFO ] [LOCAL     ] Saved forecast: PFS	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/PFS.txt
[2025-11-25T23:43:03.535112] [INFO ] [sig       ] [2549/3639] Completed PFS in 0.3s | 3.04 sym/s | Total: 14.0m | ETA: 6.0m
[2025-11-25T23:43:03.535168] [INFO ] [sig       ] [2550/3639] Forecasting PFSI...
[2025-11-25T23:43:03.535212] [INFO ] [sig       ] Generating forecast for: PFSI
[2025-11-25T23:43:03.535254] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PFSI' from 'https://tdm.silogroup.org/data/derivative_storage/PFSI.csv'.
[2025-11-25T23:43:03.547099] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PFSI'.
[2025-11-25T23:43:03.547492] [INFO ] [FORECASTER] Starting predict_future for PFSI
[2025-11-25T23:43:03.548374] [DEBUG] [LOCAL     ] No optimal features file found for PFSI: ./output/feature-sets/PFSI.txt
[2025-11-25T23:43:03.548456] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:43:03.548528] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:43:03.548598] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:43:03.548761] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:43:03.610107] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:43:03.611185] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:43:03.611303] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:43:03.611366] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:43:03.704891] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:43:03.705084] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:43:03.705131] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:43:03.705167] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:43:03.709031] [DEBUG] [FORECASTER] PFSI: Forecast T+1@11:T+2@11: DOWN (p=33.51%)
[2025-11-25T23:43:03.709402] [INFO ] [FORECASTER] Completed predict_future for PFSI
[2025-11-25T23:43:03.709552] [INFO ] [sig       ] PFSI: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:43:03.856769] [INFO ] [LOCAL     ] Saved forecast: PFSI	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/PFSI.txt
[2025-11-25T23:43:03.856928] [INFO ] [sig       ] [2550/3639] Completed PFSI in 0.3s | 3.04 sym/s | Total: 14.0m | ETA: 6.0m
[2025-11-25T23:43:03.856982] [INFO ] [sig       ] [2551/3639] Forecasting PGC...
[2025-11-25T23:43:03.857025] [INFO ] [sig       ] Generating forecast for: PGC
[2025-11-25T23:43:03.857068] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PGC' from 'https://tdm.silogroup.org/data/derivative_storage/PGC.csv'.
[2025-11-25T23:43:03.868826] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PGC'.
[2025-11-25T23:43:03.869167] [INFO ] [FORECASTER] Starting predict_future for PGC
[2025-11-25T23:43:03.870033] [DEBUG] [LOCAL     ] No optimal features file found for PGC: ./output/feature-sets/PGC.txt
[2025-11-25T23:43:03.870105] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:43:03.870155] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:43:03.870210] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:43:03.870332] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:43:03.932447] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:43:03.933178] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:43:03.933277] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:43:03.933321] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:43:04.023817] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:43:04.024007] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:43:04.024054] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:43:04.024089] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:43:04.027573] [DEBUG] [FORECASTER] PGC: Forecast T+1@11:T+2@11: DOWN (p=17.92%)
[2025-11-25T23:43:04.027890] [INFO ] [FORECASTER] Completed predict_future for PGC
[2025-11-25T23:43:04.028039] [INFO ] [sig       ] PGC: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:43:04.172966] [INFO ] [LOCAL     ] Saved forecast: PGC	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/PGC.txt
[2025-11-25T23:43:04.173140] [INFO ] [sig       ] [2551/3639] Completed PGC in 0.3s | 3.04 sym/s | Total: 14.0m | ETA: 6.0m
[2025-11-25T23:43:04.173204] [INFO ] [sig       ] [2552/3639] Forecasting PGEN...
[2025-11-25T23:43:04.173249] [INFO ] [sig       ] Generating forecast for: PGEN
[2025-11-25T23:43:04.173303] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PGEN' from 'https://tdm.silogroup.org/data/derivative_storage/PGEN.csv'.
[2025-11-25T23:43:04.185416] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PGEN'.
[2025-11-25T23:43:04.185764] [INFO ] [FORECASTER] Starting predict_future for PGEN
[2025-11-25T23:43:04.186614] [DEBUG] [LOCAL     ] No optimal features file found for PGEN: ./output/feature-sets/PGEN.txt
[2025-11-25T23:43:04.186726] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:43:04.186776] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:43:04.186819] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:43:04.186890] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:43:04.246573] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:43:04.247286] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:43:04.247411] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:43:04.247468] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:43:04.340003] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:43:04.340180] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:43:04.340228] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:43:04.340264] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:43:04.343873] [DEBUG] [FORECASTER] PGEN: Forecast T+1@11:T+2@11: DOWN (p=14.73%)
[2025-11-25T23:43:04.344160] [INFO ] [FORECASTER] Completed predict_future for PGEN
[2025-11-25T23:43:04.344296] [INFO ] [sig       ] PGEN: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:43:04.486363] [INFO ] [LOCAL     ] Saved forecast: PGEN	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/PGEN.txt
[2025-11-25T23:43:04.486524] [INFO ] [sig       ] [2552/3639] Completed PGEN in 0.3s | 3.04 sym/s | Total: 14.0m | ETA: 6.0m
[2025-11-25T23:43:04.486579] [INFO ] [sig       ] [2553/3639] Forecasting PGJ...
[2025-11-25T23:43:04.486621] [INFO ] [sig       ] Generating forecast for: PGJ
[2025-11-25T23:43:04.486692] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PGJ' from 'https://tdm.silogroup.org/data/derivative_storage/PGJ.csv'.
[2025-11-25T23:43:04.498003] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PGJ'.
[2025-11-25T23:43:04.498334] [INFO ] [FORECASTER] Starting predict_future for PGJ
[2025-11-25T23:43:04.499246] [DEBUG] [LOCAL     ] No optimal features file found for PGJ: ./output/feature-sets/PGJ.txt
[2025-11-25T23:43:04.499316] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:43:04.499380] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:43:04.499431] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:43:04.499521] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:43:04.558880] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:43:04.559590] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:43:04.559717] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:43:04.559769] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:43:04.651628] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:43:04.651811] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:43:04.651861] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:43:04.651902] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:43:04.655427] [DEBUG] [FORECASTER] PGJ: Forecast T+1@11:T+2@11: DOWN (p=2.10%)
[2025-11-25T23:43:04.655742] [INFO ] [FORECASTER] Completed predict_future for PGJ
[2025-11-25T23:43:04.655893] [INFO ] [sig       ] PGJ: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:43:04.801345] [INFO ] [LOCAL     ] Saved forecast: PGJ	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/PGJ.txt
[2025-11-25T23:43:04.801502] [INFO ] [sig       ] [2553/3639] Completed PGJ in 0.3s | 3.04 sym/s | Total: 14.0m | ETA: 6.0m
[2025-11-25T23:43:04.801570] [INFO ] [sig       ] [2554/3639] Forecasting PGNY...
[2025-11-25T23:43:04.801623] [INFO ] [sig       ] Generating forecast for: PGNY
[2025-11-25T23:43:04.801701] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PGNY' from 'https://tdm.silogroup.org/data/derivative_storage/PGNY.csv'.
[2025-11-25T23:43:04.813990] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PGNY'.
[2025-11-25T23:43:04.814432] [INFO ] [FORECASTER] Starting predict_future for PGNY
[2025-11-25T23:43:04.815297] [DEBUG] [LOCAL     ] No optimal features file found for PGNY: ./output/feature-sets/PGNY.txt
[2025-11-25T23:43:04.815367] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:43:04.815424] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:43:04.815478] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:43:04.815567] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:43:04.875999] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:43:04.876967] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:43:04.877073] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:43:04.877145] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:43:04.968611] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:43:04.968811] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:43:04.968858] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:43:04.968894] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:43:04.972421] [DEBUG] [FORECASTER] PGNY: Forecast T+1@11:T+2@11: DOWN (p=25.84%)
[2025-11-25T23:43:04.972744] [INFO ] [FORECASTER] Completed predict_future for PGNY
[2025-11-25T23:43:04.972890] [INFO ] [sig       ] PGNY: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:43:05.120478] [INFO ] [LOCAL     ] Saved forecast: PGNY	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/PGNY.txt
[2025-11-25T23:43:05.120670] [INFO ] [sig       ] [2554/3639] Completed PGNY in 0.3s | 3.04 sym/s | Total: 14.0m | ETA: 6.0m
[2025-11-25T23:43:05.120726] [INFO ] [sig       ] [2555/3639] Forecasting PGP...
[2025-11-25T23:43:05.120847] [INFO ] [sig       ] Generating forecast for: PGP
[2025-11-25T23:43:05.120891] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PGP' from 'https://tdm.silogroup.org/data/derivative_storage/PGP.csv'.
[2025-11-25T23:43:05.132429] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PGP'.
[2025-11-25T23:43:05.132837] [INFO ] [FORECASTER] Starting predict_future for PGP
[2025-11-25T23:43:05.133662] [DEBUG] [LOCAL     ] No optimal features file found for PGP: ./output/feature-sets/PGP.txt
[2025-11-25T23:43:05.133732] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:43:05.133778] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:43:05.133819] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:43:05.133887] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:43:05.192047] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:43:05.192766] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:43:05.192871] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:43:05.192923] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:43:05.286289] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:43:05.286404] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:43:05.286445] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:43:05.286478] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:43:05.289837] [DEBUG] [FORECASTER] PGP: Forecast T+1@11:T+2@11: UP (p=71.43%)
[2025-11-25T23:43:05.290151] [INFO ] [FORECASTER] Completed predict_future for PGP
[2025-11-25T23:43:05.290305] [INFO ] [sig       ] PGP: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:43:05.433536] [INFO ] [LOCAL     ] Saved forecast: PGP	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/PGP.txt
[2025-11-25T23:43:05.433723] [INFO ] [sig       ] [2555/3639] Completed PGP in 0.3s | 3.04 sym/s | Total: 14.0m | ETA: 5.9m
[2025-11-25T23:43:05.433783] [INFO ] [sig       ] [2556/3639] Forecasting PGRE...
[2025-11-25T23:43:05.433829] [INFO ] [sig       ] Generating forecast for: PGRE
[2025-11-25T23:43:05.433906] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PGRE' from 'https://tdm.silogroup.org/data/derivative_storage/PGRE.csv'.
[2025-11-25T23:43:05.446656] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PGRE'.
[2025-11-25T23:43:05.447074] [INFO ] [FORECASTER] Starting predict_future for PGRE
[2025-11-25T23:43:05.448043] [DEBUG] [LOCAL     ] No optimal features file found for PGRE: ./output/feature-sets/PGRE.txt
[2025-11-25T23:43:05.448117] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:43:05.448167] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:43:05.448208] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:43:05.448278] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:43:05.509922] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:43:05.510698] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:43:05.510806] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:43:05.510877] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:43:05.605554] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:43:05.605724] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:43:05.605793] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:43:05.605839] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:43:05.609506] [DEBUG] [FORECASTER] PGRE: Forecast T+1@11:T+2@11: UP (p=50.76%)
[2025-11-25T23:43:05.609847] [INFO ] [FORECASTER] Completed predict_future for PGRE
[2025-11-25T23:43:05.610036] [INFO ] [sig       ] PGRE: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:43:05.752128] [INFO ] [LOCAL     ] Saved forecast: PGRE	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/PGRE.txt
[2025-11-25T23:43:05.752296] [INFO ] [sig       ] [2556/3639] Completed PGRE in 0.3s | 3.04 sym/s | Total: 14.0m | ETA: 5.9m
[2025-11-25T23:43:05.752353] [INFO ] [sig       ] [2557/3639] Forecasting PGY...
[2025-11-25T23:43:05.752397] [INFO ] [sig       ] Generating forecast for: PGY
[2025-11-25T23:43:05.752463] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PGY' from 'https://tdm.silogroup.org/data/derivative_storage/PGY.csv'.
[2025-11-25T23:43:05.764301] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PGY'.
[2025-11-25T23:43:05.764679] [INFO ] [FORECASTER] Starting predict_future for PGY
[2025-11-25T23:43:05.765538] [DEBUG] [LOCAL     ] No optimal features file found for PGY: ./output/feature-sets/PGY.txt
[2025-11-25T23:43:05.765608] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:43:05.765673] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:43:05.765716] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:43:05.765789] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:43:05.826515] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:43:05.827341] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:43:05.827454] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:43:05.827503] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:43:05.932419] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:43:05.932609] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:43:05.932675] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:43:05.932738] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:43:05.936204] [DEBUG] [FORECASTER] PGY: Forecast T+1@11:T+2@11: UP (p=57.36%)
[2025-11-25T23:43:05.936537] [INFO ] [FORECASTER] Completed predict_future for PGY
[2025-11-25T23:43:05.936711] [INFO ] [sig       ] PGY: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:43:06.082976] [INFO ] [LOCAL     ] Saved forecast: PGY	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/PGY.txt
[2025-11-25T23:43:06.083175] [INFO ] [sig       ] [2557/3639] Completed PGY in 0.3s | 3.04 sym/s | Total: 14.0m | ETA: 5.9m
[2025-11-25T23:43:06.083231] [INFO ] [sig       ] [2558/3639] Forecasting PGZ...
[2025-11-25T23:43:06.083275] [INFO ] [sig       ] Generating forecast for: PGZ
[2025-11-25T23:43:06.083355] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PGZ' from 'https://tdm.silogroup.org/data/derivative_storage/PGZ.csv'.
[2025-11-25T23:43:06.095451] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PGZ'.
[2025-11-25T23:43:06.095839] [INFO ] [FORECASTER] Starting predict_future for PGZ
[2025-11-25T23:43:06.096635] [DEBUG] [LOCAL     ] No optimal features file found for PGZ: ./output/feature-sets/PGZ.txt
[2025-11-25T23:43:06.096723] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:43:06.096769] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:43:06.096815] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:43:06.096884] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:43:06.154340] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:43:06.155099] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:43:06.155196] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:43:06.155243] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:43:06.246341] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:43:06.246525] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:43:06.246570] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:43:06.246604] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:43:06.250062] [DEBUG] [FORECASTER] PGZ: Forecast T+1@11:T+2@11: UP (p=58.81%)
[2025-11-25T23:43:06.250494] [INFO ] [FORECASTER] Completed predict_future for PGZ
[2025-11-25T23:43:06.250718] [INFO ] [sig       ] PGZ: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:43:06.393108] [INFO ] [LOCAL     ] Saved forecast: PGZ	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/PGZ.txt
[2025-11-25T23:43:06.393270] [INFO ] [sig       ] [2558/3639] Completed PGZ in 0.3s | 3.04 sym/s | Total: 14.0m | ETA: 5.9m
[2025-11-25T23:43:06.393325] [INFO ] [sig       ] [2559/3639] Forecasting PH...
[2025-11-25T23:43:06.393419] [INFO ] [sig       ] Generating forecast for: PH
[2025-11-25T23:43:06.393466] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PH' from 'https://tdm.silogroup.org/data/derivative_storage/PH.csv'.
[2025-11-25T23:43:06.405132] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PH'.
[2025-11-25T23:43:06.405543] [INFO ] [FORECASTER] Starting predict_future for PH
[2025-11-25T23:43:06.406375] [DEBUG] [LOCAL     ] No optimal features file found for PH: ./output/feature-sets/PH.txt
[2025-11-25T23:43:06.406445] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:43:06.406492] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:43:06.406532] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:43:06.406601] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:43:06.463949] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:43:06.464717] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:43:06.464816] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:43:06.464863] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:43:06.558562] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:43:06.558771] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:43:06.558848] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:43:06.558887] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:43:06.562434] [DEBUG] [FORECASTER] PH: Forecast T+1@11:T+2@11: DOWN (p=38.10%)
[2025-11-25T23:43:06.562761] [INFO ] [FORECASTER] Completed predict_future for PH
[2025-11-25T23:43:06.562950] [INFO ] [sig       ] PH: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:43:06.706174] [INFO ] [LOCAL     ] Saved forecast: PH	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/PH.txt
[2025-11-25T23:43:06.706329] [INFO ] [sig       ] [2559/3639] Completed PH in 0.3s | 3.04 sym/s | Total: 14.0m | ETA: 5.9m
[2025-11-25T23:43:06.706400] [INFO ] [sig       ] [2560/3639] Forecasting PHG...
[2025-11-25T23:43:06.706454] [INFO ] [sig       ] Generating forecast for: PHG
[2025-11-25T23:43:06.706507] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PHG' from 'https://tdm.silogroup.org/data/derivative_storage/PHG.csv'.
[2025-11-25T23:43:06.721583] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PHG'.
[2025-11-25T23:43:06.721998] [INFO ] [FORECASTER] Starting predict_future for PHG
[2025-11-25T23:43:06.722876] [DEBUG] [LOCAL     ] No optimal features file found for PHG: ./output/feature-sets/PHG.txt
[2025-11-25T23:43:06.722947] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:43:06.722995] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:43:06.723036] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:43:06.723106] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:43:06.782718] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:43:06.783419] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:43:06.783519] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:43:06.783568] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:43:06.878353] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:43:06.878533] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:43:06.878580] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:43:06.878615] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:43:06.882065] [DEBUG] [FORECASTER] PHG: Forecast T+1@11:T+2@11: DOWN (p=17.97%)
[2025-11-25T23:43:06.882360] [INFO ] [FORECASTER] Completed predict_future for PHG
[2025-11-25T23:43:06.882503] [INFO ] [sig       ] PHG: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:43:07.028317] [INFO ] [LOCAL     ] Saved forecast: PHG	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/PHG.txt
[2025-11-25T23:43:07.028593] [INFO ] [sig       ] [2560/3639] Completed PHG in 0.3s | 3.04 sym/s | Total: 14.0m | ETA: 5.9m
[2025-11-25T23:43:07.028668] [INFO ] [sig       ] [2561/3639] Forecasting PHI...
[2025-11-25T23:43:07.028716] [INFO ] [sig       ] Generating forecast for: PHI
[2025-11-25T23:43:07.028787] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PHI' from 'https://tdm.silogroup.org/data/derivative_storage/PHI.csv'.
[2025-11-25T23:43:07.040479] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PHI'.
[2025-11-25T23:43:07.040943] [INFO ] [FORECASTER] Starting predict_future for PHI
[2025-11-25T23:43:07.041781] [DEBUG] [LOCAL     ] No optimal features file found for PHI: ./output/feature-sets/PHI.txt
[2025-11-25T23:43:07.041850] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:43:07.041898] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:43:07.041940] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:43:07.042015] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:43:07.101679] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:43:07.102663] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:43:07.102765] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:43:07.102814] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:43:07.197349] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:43:07.197563] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:43:07.197608] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:43:07.197666] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:43:07.201312] [DEBUG] [FORECASTER] PHI: Forecast T+1@11:T+2@11: DOWN (p=1.56%)
[2025-11-25T23:43:07.201625] [INFO ] [FORECASTER] Completed predict_future for PHI
[2025-11-25T23:43:07.201814] [INFO ] [sig       ] PHI: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:43:07.347088] [INFO ] [LOCAL     ] Saved forecast: PHI	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/PHI.txt
[2025-11-25T23:43:07.347247] [INFO ] [sig       ] [2561/3639] Completed PHI in 0.3s | 3.04 sym/s | Total: 14.0m | ETA: 5.9m
[2025-11-25T23:43:07.347300] [INFO ] [sig       ] [2562/3639] Forecasting PHIN...
[2025-11-25T23:43:07.347344] [INFO ] [sig       ] Generating forecast for: PHIN
[2025-11-25T23:43:07.347410] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PHIN' from 'https://tdm.silogroup.org/data/derivative_storage/PHIN.csv'.
[2025-11-25T23:43:07.359477] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PHIN'.
[2025-11-25T23:43:07.359891] [INFO ] [FORECASTER] Starting predict_future for PHIN
[2025-11-25T23:43:07.360715] [DEBUG] [LOCAL     ] No optimal features file found for PHIN: ./output/feature-sets/PHIN.txt
[2025-11-25T23:43:07.360784] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:43:07.360832] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:43:07.360872] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:43:07.360944] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:43:07.418571] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:43:07.419505] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:43:07.419608] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:43:07.419680] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:43:07.536830] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:43:07.537057] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:43:07.537116] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:43:07.537161] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:43:07.540723] [DEBUG] [FORECASTER] PHIN: Forecast T+1@11:T+2@11: UP (p=66.93%)
[2025-11-25T23:43:07.541063] [INFO ] [FORECASTER] Completed predict_future for PHIN
[2025-11-25T23:43:07.541223] [INFO ] [sig       ] PHIN: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:43:07.687949] [INFO ] [LOCAL     ] Saved forecast: PHIN	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/PHIN.txt
[2025-11-25T23:43:07.688148] [INFO ] [sig       ] [2562/3639] Completed PHIN in 0.3s | 3.04 sym/s | Total: 14.1m | ETA: 5.9m
[2025-11-25T23:43:07.688205] [INFO ] [sig       ] [2563/3639] Forecasting PHIO...
[2025-11-25T23:43:07.688251] [INFO ] [sig       ] Generating forecast for: PHIO
[2025-11-25T23:43:07.688295] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PHIO' from 'https://tdm.silogroup.org/data/derivative_storage/PHIO.csv'.
[2025-11-25T23:43:07.700783] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PHIO'.
[2025-11-25T23:43:07.701178] [INFO ] [FORECASTER] Starting predict_future for PHIO
[2025-11-25T23:43:07.702087] [DEBUG] [LOCAL     ] No optimal features file found for PHIO: ./output/feature-sets/PHIO.txt
[2025-11-25T23:43:07.702162] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:43:07.702258] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:43:07.702308] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:43:07.702399] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:43:07.762725] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:43:07.763806] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:43:07.763930] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:43:07.763979] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:43:07.854365] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:43:07.854548] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:43:07.854595] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:43:07.854631] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:43:07.858228] [DEBUG] [FORECASTER] PHIO: Forecast T+1@11:T+2@11: UP (p=54.84%)
[2025-11-25T23:43:07.858528] [INFO ] [FORECASTER] Completed predict_future for PHIO
[2025-11-25T23:43:07.858685] [INFO ] [sig       ] PHIO: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:43:08.002126] [INFO ] [LOCAL     ] Saved forecast: PHIO	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/PHIO.txt
[2025-11-25T23:43:08.002301] [INFO ] [sig       ] [2563/3639] Completed PHIO in 0.3s | 3.04 sym/s | Total: 14.1m | ETA: 5.9m
[2025-11-25T23:43:08.002395] [INFO ] [sig       ] [2564/3639] Forecasting PHK...
[2025-11-25T23:43:08.002511] [INFO ] [sig       ] Generating forecast for: PHK
[2025-11-25T23:43:08.002560] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PHK' from 'https://tdm.silogroup.org/data/derivative_storage/PHK.csv'.
[2025-11-25T23:43:08.014122] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PHK'.
[2025-11-25T23:43:08.014464] [INFO ] [FORECASTER] Starting predict_future for PHK
[2025-11-25T23:43:08.015276] [DEBUG] [LOCAL     ] No optimal features file found for PHK: ./output/feature-sets/PHK.txt
[2025-11-25T23:43:08.015346] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:43:08.015402] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:43:08.015449] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:43:08.015531] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:43:08.073422] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:43:08.074370] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:43:08.074484] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:43:08.074544] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:43:08.167609] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:43:08.167810] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:43:08.167857] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:43:08.167895] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:43:08.171507] [DEBUG] [FORECASTER] PHK: Forecast T+1@11:T+2@11: DOWN (p=5.76%)
[2025-11-25T23:43:08.171814] [INFO ] [FORECASTER] Completed predict_future for PHK
[2025-11-25T23:43:08.171957] [INFO ] [sig       ] PHK: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:43:08.317712] [INFO ] [LOCAL     ] Saved forecast: PHK	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/PHK.txt
[2025-11-25T23:43:08.317890] [INFO ] [sig       ] [2564/3639] Completed PHK in 0.3s | 3.04 sym/s | Total: 14.1m | ETA: 5.9m
[2025-11-25T23:43:08.317946] [INFO ] [sig       ] [2565/3639] Forecasting PHM...
[2025-11-25T23:43:08.318015] [INFO ] [sig       ] Generating forecast for: PHM
[2025-11-25T23:43:08.318069] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PHM' from 'https://tdm.silogroup.org/data/derivative_storage/PHM.csv'.
[2025-11-25T23:43:08.330501] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PHM'.
[2025-11-25T23:43:08.330899] [INFO ] [FORECASTER] Starting predict_future for PHM
[2025-11-25T23:43:08.331775] [DEBUG] [LOCAL     ] No optimal features file found for PHM: ./output/feature-sets/PHM.txt
[2025-11-25T23:43:08.331845] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:43:08.331892] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:43:08.331943] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:43:08.332024] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:43:08.391404] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:43:08.392134] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:43:08.392232] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:43:08.392293] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:43:08.487677] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:43:08.487852] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:43:08.487898] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:43:08.487940] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:43:08.491446] [DEBUG] [FORECASTER] PHM: Forecast T+1@11:T+2@11: DOWN (p=20.42%)
[2025-11-25T23:43:08.491754] [INFO ] [FORECASTER] Completed predict_future for PHM
[2025-11-25T23:43:08.491897] [INFO ] [sig       ] PHM: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:43:08.635062] [INFO ] [LOCAL     ] Saved forecast: PHM	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/PHM.txt
[2025-11-25T23:43:08.635212] [INFO ] [sig       ] [2565/3639] Completed PHM in 0.3s | 3.04 sym/s | Total: 14.1m | ETA: 5.9m
[2025-11-25T23:43:08.635266] [INFO ] [sig       ] [2566/3639] Forecasting PHO...
[2025-11-25T23:43:08.635373] [INFO ] [sig       ] Generating forecast for: PHO
[2025-11-25T23:43:08.635427] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PHO' from 'https://tdm.silogroup.org/data/derivative_storage/PHO.csv'.
[2025-11-25T23:43:08.647082] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PHO'.
[2025-11-25T23:43:08.647503] [INFO ] [FORECASTER] Starting predict_future for PHO
[2025-11-25T23:43:08.648359] [DEBUG] [LOCAL     ] No optimal features file found for PHO: ./output/feature-sets/PHO.txt
[2025-11-25T23:43:08.648429] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:43:08.648485] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:43:08.648536] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:43:08.648622] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:43:08.705950] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:43:08.706758] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:43:08.706856] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:43:08.706915] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:43:08.792989] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:43:08.793180] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:43:08.793226] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:43:08.793259] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:43:08.796747] [DEBUG] [FORECASTER] PHO: Forecast T+1@11:T+2@11: DOWN (p=45.08%)
[2025-11-25T23:43:08.797038] [INFO ] [FORECASTER] Completed predict_future for PHO
[2025-11-25T23:43:08.797178] [INFO ] [sig       ] PHO: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:43:08.939895] [INFO ] [LOCAL     ] Saved forecast: PHO	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/PHO.txt
[2025-11-25T23:43:08.940049] [INFO ] [sig       ] [2566/3639] Completed PHO in 0.3s | 3.04 sym/s | Total: 14.1m | ETA: 5.9m
[2025-11-25T23:43:08.940103] [INFO ] [sig       ] [2567/3639] Forecasting PHUN...
[2025-11-25T23:43:08.940177] [INFO ] [sig       ] Generating forecast for: PHUN
[2025-11-25T23:43:08.940246] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PHUN' from 'https://tdm.silogroup.org/data/derivative_storage/PHUN.csv'.
[2025-11-25T23:43:08.953014] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PHUN'.
[2025-11-25T23:43:08.953390] [INFO ] [FORECASTER] Starting predict_future for PHUN
[2025-11-25T23:43:08.954317] [DEBUG] [LOCAL     ] No optimal features file found for PHUN: ./output/feature-sets/PHUN.txt
[2025-11-25T23:43:08.954396] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:43:08.954464] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:43:08.954529] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:43:08.954634] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:43:09.014965] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:43:09.015805] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:43:09.015915] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:43:09.015995] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:43:09.119344] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:43:09.119518] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:43:09.119563] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:43:09.119598] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:43:09.124188] [DEBUG] [FORECASTER] PHUN: Forecast T+1@11:T+2@11: UP (p=81.31%)
[2025-11-25T23:43:09.124538] [INFO ] [FORECASTER] Completed predict_future for PHUN
[2025-11-25T23:43:09.124743] [INFO ] [sig       ] PHUN: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:43:09.266803] [INFO ] [LOCAL     ] Saved forecast: PHUN	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/PHUN.txt
[2025-11-25T23:43:09.266948] [INFO ] [sig       ] [2567/3639] Completed PHUN in 0.3s | 3.04 sym/s | Total: 14.1m | ETA: 5.9m
[2025-11-25T23:43:09.267013] [INFO ] [sig       ] [2568/3639] Forecasting PHVS...
[2025-11-25T23:43:09.267065] [INFO ] [sig       ] Generating forecast for: PHVS
[2025-11-25T23:43:09.267116] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PHVS' from 'https://tdm.silogroup.org/data/derivative_storage/PHVS.csv'.
[2025-11-25T23:43:09.278800] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PHVS'.
[2025-11-25T23:43:09.279153] [INFO ] [FORECASTER] Starting predict_future for PHVS
[2025-11-25T23:43:09.279979] [DEBUG] [LOCAL     ] No optimal features file found for PHVS: ./output/feature-sets/PHVS.txt
[2025-11-25T23:43:09.280048] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:43:09.280105] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:43:09.280162] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:43:09.280249] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:43:09.337214] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:43:09.337979] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:43:09.338073] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:43:09.338119] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:43:09.429529] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:43:09.429728] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:43:09.429781] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:43:09.429816] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:43:09.433332] [DEBUG] [FORECASTER] PHVS: Forecast T+1@11:T+2@11: DOWN (p=47.10%)
[2025-11-25T23:43:09.433628] [INFO ] [FORECASTER] Completed predict_future for PHVS
[2025-11-25T23:43:09.433796] [INFO ] [sig       ] PHVS: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:43:09.576139] [INFO ] [LOCAL     ] Saved forecast: PHVS	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/PHVS.txt
[2025-11-25T23:43:09.576294] [INFO ] [sig       ] [2568/3639] Completed PHVS in 0.3s | 3.04 sym/s | Total: 14.1m | ETA: 5.9m
[2025-11-25T23:43:09.576383] [INFO ] [sig       ] [2569/3639] Forecasting PI...
[2025-11-25T23:43:09.576432] [INFO ] [sig       ] Generating forecast for: PI
[2025-11-25T23:43:09.576475] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PI' from 'https://tdm.silogroup.org/data/derivative_storage/PI.csv'.
[2025-11-25T23:43:09.588145] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PI'.
[2025-11-25T23:43:09.588483] [INFO ] [FORECASTER] Starting predict_future for PI
[2025-11-25T23:43:09.589301] [DEBUG] [LOCAL     ] No optimal features file found for PI: ./output/feature-sets/PI.txt
[2025-11-25T23:43:09.589369] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:43:09.589415] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:43:09.589455] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:43:09.589523] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:43:09.646845] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:43:09.647583] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:43:09.647696] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:43:09.647745] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:43:09.753601] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:43:09.753783] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:43:09.753828] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:43:09.753862] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:43:09.757562] [DEBUG] [FORECASTER] PI: Forecast T+1@11:T+2@11: DOWN (p=8.48%)
[2025-11-25T23:43:09.757896] [INFO ] [FORECASTER] Completed predict_future for PI
[2025-11-25T23:43:09.758059] [INFO ] [sig       ] PI: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:43:09.901169] [INFO ] [LOCAL     ] Saved forecast: PI	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/PI.txt
[2025-11-25T23:43:09.901357] [INFO ] [sig       ] [2569/3639] Completed PI in 0.3s | 3.04 sym/s | Total: 14.1m | ETA: 5.9m
[2025-11-25T23:43:09.901413] [INFO ] [sig       ] [2570/3639] Forecasting PID...
[2025-11-25T23:43:09.901492] [INFO ] [sig       ] Generating forecast for: PID
[2025-11-25T23:43:09.901541] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PID' from 'https://tdm.silogroup.org/data/derivative_storage/PID.csv'.
[2025-11-25T23:43:09.915084] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PID'.
[2025-11-25T23:43:09.915505] [INFO ] [FORECASTER] Starting predict_future for PID
[2025-11-25T23:43:09.916496] [DEBUG] [LOCAL     ] No optimal features file found for PID: ./output/feature-sets/PID.txt
[2025-11-25T23:43:09.916573] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:43:09.916636] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:43:09.916710] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:43:09.916784] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:43:09.983010] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:43:09.983907] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:43:09.984012] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:43:09.984064] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:43:10.085457] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:43:10.085674] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:43:10.085749] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:43:10.085822] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:43:10.089491] [DEBUG] [FORECASTER] PID: Forecast T+1@11:T+2@11: UP (p=84.26%)
[2025-11-25T23:43:10.089888] [INFO ] [FORECASTER] Completed predict_future for PID
[2025-11-25T23:43:10.090067] [INFO ] [sig       ] PID: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:43:10.238483] [INFO ] [LOCAL     ] Saved forecast: PID	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/PID.txt
[2025-11-25T23:43:10.238664] [INFO ] [sig       ] [2570/3639] Completed PID in 0.3s | 3.04 sym/s | Total: 14.1m | ETA: 5.9m
[2025-11-25T23:43:10.238721] [INFO ] [sig       ] [2571/3639] Forecasting PIE...
[2025-11-25T23:43:10.238761] [INFO ] [sig       ] Generating forecast for: PIE
[2025-11-25T23:43:10.238804] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PIE' from 'https://tdm.silogroup.org/data/derivative_storage/PIE.csv'.
[2025-11-25T23:43:10.250989] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PIE'.
[2025-11-25T23:43:10.251351] [INFO ] [FORECASTER] Starting predict_future for PIE
[2025-11-25T23:43:10.252196] [DEBUG] [LOCAL     ] No optimal features file found for PIE: ./output/feature-sets/PIE.txt
[2025-11-25T23:43:10.252267] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:43:10.252314] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:43:10.252354] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:43:10.252422] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:43:10.309756] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:43:10.310416] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:43:10.310510] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:43:10.310567] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:43:10.396038] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:43:10.396185] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:43:10.396229] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:43:10.396263] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:43:10.399525] [DEBUG] [FORECASTER] PIE: Forecast T+1@11:T+2@11: UP (p=80.73%)
[2025-11-25T23:43:10.399823] [INFO ] [FORECASTER] Completed predict_future for PIE
[2025-11-25T23:43:10.399965] [INFO ] [sig       ] PIE: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:43:10.541370] [INFO ] [LOCAL     ] Saved forecast: PIE	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/PIE.txt
[2025-11-25T23:43:10.541504] [INFO ] [sig       ] [2571/3639] Completed PIE in 0.3s | 3.04 sym/s | Total: 14.1m | ETA: 5.9m
[2025-11-25T23:43:10.541556] [INFO ] [sig       ] [2572/3639] Forecasting PII...
[2025-11-25T23:43:10.541601] [INFO ] [sig       ] Generating forecast for: PII
[2025-11-25T23:43:10.541661] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PII' from 'https://tdm.silogroup.org/data/derivative_storage/PII.csv'.
[2025-11-25T23:43:10.554681] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PII'.
[2025-11-25T23:43:10.555076] [INFO ] [FORECASTER] Starting predict_future for PII
[2025-11-25T23:43:10.555988] [DEBUG] [LOCAL     ] No optimal features file found for PII: ./output/feature-sets/PII.txt
[2025-11-25T23:43:10.556062] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:43:10.556122] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:43:10.556173] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:43:10.556262] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:43:10.617403] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:43:10.618326] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:43:10.618442] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:43:10.618495] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:43:10.740616] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:43:10.740845] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:43:10.740894] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:43:10.740931] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:43:10.744734] [DEBUG] [FORECASTER] PII: Forecast T+1@11:T+2@11: DOWN (p=16.31%)
[2025-11-25T23:43:10.745206] [INFO ] [FORECASTER] Completed predict_future for PII
[2025-11-25T23:43:10.745450] [INFO ] [sig       ] PII: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:43:10.896266] [INFO ] [LOCAL     ] Saved forecast: PII	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/PII.txt
[2025-11-25T23:43:10.896453] [INFO ] [sig       ] [2572/3639] Completed PII in 0.4s | 3.04 sym/s | Total: 14.1m | ETA: 5.9m
[2025-11-25T23:43:10.896514] [INFO ] [sig       ] [2573/3639] Forecasting PIM...
[2025-11-25T23:43:10.896564] [INFO ] [sig       ] Generating forecast for: PIM
[2025-11-25T23:43:10.896602] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PIM' from 'https://tdm.silogroup.org/data/derivative_storage/PIM.csv'.
[2025-11-25T23:43:10.909045] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PIM'.
[2025-11-25T23:43:10.909439] [INFO ] [FORECASTER] Starting predict_future for PIM
[2025-11-25T23:43:10.910279] [DEBUG] [LOCAL     ] No optimal features file found for PIM: ./output/feature-sets/PIM.txt
[2025-11-25T23:43:10.910355] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:43:10.910404] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:43:10.910447] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:43:10.910518] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:43:10.971012] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:43:10.971877] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:43:10.971997] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:43:10.972056] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:43:11.079104] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:43:11.079311] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:43:11.079367] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:43:11.079410] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:43:11.083394] [DEBUG] [FORECASTER] PIM: Forecast T+1@11:T+2@11: UP (p=73.26%)
[2025-11-25T23:43:11.083900] [INFO ] [FORECASTER] Completed predict_future for PIM
[2025-11-25T23:43:11.084141] [INFO ] [sig       ] PIM: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:43:11.232333] [INFO ] [LOCAL     ] Saved forecast: PIM	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/PIM.txt
[2025-11-25T23:43:11.232530] [INFO ] [sig       ] [2573/3639] Completed PIM in 0.3s | 3.04 sym/s | Total: 14.1m | ETA: 5.8m
[2025-11-25T23:43:11.232591] [INFO ] [sig       ] [2574/3639] Forecasting PINE...
[2025-11-25T23:43:11.232743] [INFO ] [sig       ] Generating forecast for: PINE
[2025-11-25T23:43:11.232799] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PINE' from 'https://tdm.silogroup.org/data/derivative_storage/PINE.csv'.
[2025-11-25T23:43:11.245773] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PINE'.
[2025-11-25T23:43:11.246208] [INFO ] [FORECASTER] Starting predict_future for PINE
[2025-11-25T23:43:11.247109] [DEBUG] [LOCAL     ] No optimal features file found for PINE: ./output/feature-sets/PINE.txt
[2025-11-25T23:43:11.247201] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:43:11.247260] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:43:11.247302] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:43:11.247447] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:43:11.308379] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:43:11.309262] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:43:11.309366] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:43:11.309430] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:43:11.419572] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:43:11.419811] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:43:11.419887] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:43:11.419937] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:43:11.423628] [DEBUG] [FORECASTER] PINE: Forecast T+1@11:T+2@11: UP (p=85.59%)
[2025-11-25T23:43:11.424016] [INFO ] [FORECASTER] Completed predict_future for PINE
[2025-11-25T23:43:11.424242] [INFO ] [sig       ] PINE: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:43:11.575165] [INFO ] [LOCAL     ] Saved forecast: PINE	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/PINE.txt
[2025-11-25T23:43:11.575353] [INFO ] [sig       ] [2574/3639] Completed PINE in 0.3s | 3.04 sym/s | Total: 14.1m | ETA: 5.8m
[2025-11-25T23:43:11.575460] [INFO ] [sig       ] [2575/3639] Forecasting PINS...
[2025-11-25T23:43:11.575513] [INFO ] [sig       ] Generating forecast for: PINS
[2025-11-25T23:43:11.575556] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PINS' from 'https://tdm.silogroup.org/data/derivative_storage/PINS.csv'.
[2025-11-25T23:43:11.589049] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PINS'.
[2025-11-25T23:43:11.589459] [INFO ] [FORECASTER] Starting predict_future for PINS
[2025-11-25T23:43:11.590306] [DEBUG] [LOCAL     ] No optimal features file found for PINS: ./output/feature-sets/PINS.txt
[2025-11-25T23:43:11.590378] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:43:11.590435] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:43:11.590487] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:43:11.590566] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:43:11.648593] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:43:11.649273] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:43:11.649371] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:43:11.649429] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:43:11.753781] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:43:11.753897] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:43:11.753938] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:43:11.753970] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:43:11.757071] [DEBUG] [FORECASTER] PINS: Forecast T+1@11:T+2@11: UP (p=73.06%)
[2025-11-25T23:43:11.757515] [INFO ] [FORECASTER] Completed predict_future for PINS
[2025-11-25T23:43:11.757746] [INFO ] [sig       ] PINS: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:43:11.898328] [INFO ] [LOCAL     ] Saved forecast: PINS	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/PINS.txt
[2025-11-25T23:43:11.898462] [INFO ] [sig       ] [2575/3639] Completed PINS in 0.3s | 3.04 sym/s | Total: 14.1m | ETA: 5.8m
[2025-11-25T23:43:11.898515] [INFO ] [sig       ] [2576/3639] Forecasting PK...
[2025-11-25T23:43:11.898559] [INFO ] [sig       ] Generating forecast for: PK
[2025-11-25T23:43:11.898601] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PK' from 'https://tdm.silogroup.org/data/derivative_storage/PK.csv'.
[2025-11-25T23:43:11.911859] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PK'.
[2025-11-25T23:43:11.912291] [INFO ] [FORECASTER] Starting predict_future for PK
[2025-11-25T23:43:11.913201] [DEBUG] [LOCAL     ] No optimal features file found for PK: ./output/feature-sets/PK.txt
[2025-11-25T23:43:11.913330] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:43:11.913384] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:43:11.913436] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:43:11.913529] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:43:11.972821] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:43:11.973688] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:43:11.973792] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:43:11.973853] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:43:12.078389] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:43:12.078585] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:43:12.078632] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:43:12.078699] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:43:12.082261] [DEBUG] [FORECASTER] PK: Forecast T+1@11:T+2@11: DOWN (p=41.91%)
[2025-11-25T23:43:12.082555] [INFO ] [FORECASTER] Completed predict_future for PK
[2025-11-25T23:43:12.082721] [INFO ] [sig       ] PK: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:43:12.228802] [INFO ] [LOCAL     ] Saved forecast: PK	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/PK.txt
[2025-11-25T23:43:12.228965] [INFO ] [sig       ] [2576/3639] Completed PK in 0.3s | 3.04 sym/s | Total: 14.1m | ETA: 5.8m
[2025-11-25T23:43:12.229022] [INFO ] [sig       ] [2577/3639] Forecasting PKBK...
[2025-11-25T23:43:12.229072] [INFO ] [sig       ] Generating forecast for: PKBK
[2025-11-25T23:43:12.229118] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PKBK' from 'https://tdm.silogroup.org/data/derivative_storage/PKBK.csv'.
[2025-11-25T23:43:12.240858] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PKBK'.
[2025-11-25T23:43:12.241222] [INFO ] [FORECASTER] Starting predict_future for PKBK
[2025-11-25T23:43:12.242055] [DEBUG] [LOCAL     ] No optimal features file found for PKBK: ./output/feature-sets/PKBK.txt
[2025-11-25T23:43:12.242124] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:43:12.242169] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:43:12.242210] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:43:12.242279] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:43:12.301225] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:43:12.302117] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:43:12.302220] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:43:12.302269] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:43:12.402714] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:43:12.402912] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:43:12.402960] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:43:12.402996] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:43:12.406510] [DEBUG] [FORECASTER] PKBK: Forecast T+1@11:T+2@11: DOWN (p=1.30%)
[2025-11-25T23:43:12.406870] [INFO ] [FORECASTER] Completed predict_future for PKBK
[2025-11-25T23:43:12.407064] [INFO ] [sig       ] PKBK: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:43:12.550629] [INFO ] [LOCAL     ] Saved forecast: PKBK	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/PKBK.txt
[2025-11-25T23:43:12.550807] [INFO ] [sig       ] [2577/3639] Completed PKBK in 0.3s | 3.04 sym/s | Total: 14.1m | ETA: 5.8m
[2025-11-25T23:43:12.550861] [INFO ] [sig       ] [2578/3639] Forecasting PKE...
[2025-11-25T23:43:12.550904] [INFO ] [sig       ] Generating forecast for: PKE
[2025-11-25T23:43:12.550946] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PKE' from 'https://tdm.silogroup.org/data/derivative_storage/PKE.csv'.
[2025-11-25T23:43:12.563041] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PKE'.
[2025-11-25T23:43:12.563439] [INFO ] [FORECASTER] Starting predict_future for PKE
[2025-11-25T23:43:12.564245] [DEBUG] [LOCAL     ] No optimal features file found for PKE: ./output/feature-sets/PKE.txt
[2025-11-25T23:43:12.564315] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:43:12.564360] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:43:12.564400] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:43:12.564468] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:43:12.622482] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:43:12.623396] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:43:12.623501] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:43:12.623559] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:43:12.716401] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:43:12.716573] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:43:12.716619] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:43:12.716675] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:43:12.720021] [DEBUG] [FORECASTER] PKE: Forecast T+1@11:T+2@11: DOWN (p=8.97%)
[2025-11-25T23:43:12.720323] [INFO ] [FORECASTER] Completed predict_future for PKE
[2025-11-25T23:43:12.720462] [INFO ] [sig       ] PKE: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:43:12.866783] [INFO ] [LOCAL     ] Saved forecast: PKE	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/PKE.txt
[2025-11-25T23:43:12.866952] [INFO ] [sig       ] [2578/3639] Completed PKE in 0.3s | 3.04 sym/s | Total: 14.1m | ETA: 5.8m
[2025-11-25T23:43:12.867011] [INFO ] [sig       ] [2579/3639] Forecasting PKG...
[2025-11-25T23:43:12.867059] [INFO ] [sig       ] Generating forecast for: PKG
[2025-11-25T23:43:12.867107] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PKG' from 'https://tdm.silogroup.org/data/derivative_storage/PKG.csv'.
[2025-11-25T23:43:12.879150] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PKG'.
[2025-11-25T23:43:12.879565] [INFO ] [FORECASTER] Starting predict_future for PKG
[2025-11-25T23:43:12.880425] [DEBUG] [LOCAL     ] No optimal features file found for PKG: ./output/feature-sets/PKG.txt
[2025-11-25T23:43:12.880509] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:43:12.880587] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:43:12.880636] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:43:12.880735] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:43:12.941688] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:43:12.942536] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:43:12.942639] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:43:12.942709] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:43:13.059366] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:43:13.059565] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:43:13.059616] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:43:13.059675] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:43:13.063177] [DEBUG] [FORECASTER] PKG: Forecast T+1@11:T+2@11: UP (p=65.13%)
[2025-11-25T23:43:13.063489] [INFO ] [FORECASTER] Completed predict_future for PKG
[2025-11-25T23:43:13.063669] [INFO ] [sig       ] PKG: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:43:13.213760] [INFO ] [LOCAL     ] Saved forecast: PKG	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/PKG.txt
[2025-11-25T23:43:13.213936] [INFO ] [sig       ] [2579/3639] Completed PKG in 0.3s | 3.04 sym/s | Total: 14.1m | ETA: 5.8m
[2025-11-25T23:43:13.214001] [INFO ] [sig       ] [2580/3639] Forecasting PKOH...
[2025-11-25T23:43:13.214046] [INFO ] [sig       ] Generating forecast for: PKOH
[2025-11-25T23:43:13.214091] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PKOH' from 'https://tdm.silogroup.org/data/derivative_storage/PKOH.csv'.
[2025-11-25T23:43:13.225464] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PKOH'.
[2025-11-25T23:43:13.225933] [INFO ] [FORECASTER] Starting predict_future for PKOH
[2025-11-25T23:43:13.226758] [DEBUG] [LOCAL     ] No optimal features file found for PKOH: ./output/feature-sets/PKOH.txt
[2025-11-25T23:43:13.226826] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:43:13.226872] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:43:13.226911] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:43:13.226982] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:43:13.285993] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:43:13.286822] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:43:13.286923] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:43:13.286972] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:43:13.400815] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:43:13.400993] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:43:13.401037] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:43:13.401071] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:43:13.404518] [DEBUG] [FORECASTER] PKOH: Forecast T+1@11:T+2@11: DOWN (p=16.35%)
[2025-11-25T23:43:13.404838] [INFO ] [FORECASTER] Completed predict_future for PKOH
[2025-11-25T23:43:13.404997] [INFO ] [sig       ] PKOH: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:43:13.549026] [INFO ] [LOCAL     ] Saved forecast: PKOH	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/PKOH.txt
[2025-11-25T23:43:13.549197] [INFO ] [sig       ] [2580/3639] Completed PKOH in 0.3s | 3.04 sym/s | Total: 14.2m | ETA: 5.8m
[2025-11-25T23:43:13.549256] [INFO ] [sig       ] [2581/3639] Forecasting PKX...
[2025-11-25T23:43:13.549302] [INFO ] [sig       ] Generating forecast for: PKX
[2025-11-25T23:43:13.549346] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PKX' from 'https://tdm.silogroup.org/data/derivative_storage/PKX.csv'.
[2025-11-25T23:43:13.560875] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PKX'.
[2025-11-25T23:43:13.561287] [INFO ] [FORECASTER] Starting predict_future for PKX
[2025-11-25T23:43:13.562177] [DEBUG] [LOCAL     ] No optimal features file found for PKX: ./output/feature-sets/PKX.txt
[2025-11-25T23:43:13.562251] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:43:13.562298] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:43:13.562342] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:43:13.562417] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:43:13.623570] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:43:13.624354] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:43:13.624456] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:43:13.624504] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:43:13.749733] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:43:13.749943] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:43:13.750012] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:43:13.750074] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:43:13.753765] [DEBUG] [FORECASTER] PKX: Forecast T+1@11:T+2@11: DOWN (p=42.32%)
[2025-11-25T23:43:13.754102] [INFO ] [FORECASTER] Completed predict_future for PKX
[2025-11-25T23:43:13.754255] [INFO ] [sig       ] PKX: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:43:13.906436] [INFO ] [LOCAL     ] Saved forecast: PKX	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/PKX.txt
[2025-11-25T23:43:13.906663] [INFO ] [sig       ] [2581/3639] Completed PKX in 0.4s | 3.04 sym/s | Total: 14.2m | ETA: 5.8m
[2025-11-25T23:43:13.906726] [INFO ] [sig       ] [2582/3639] Forecasting PL...
[2025-11-25T23:43:13.906771] [INFO ] [sig       ] Generating forecast for: PL
[2025-11-25T23:43:13.906812] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PL' from 'https://tdm.silogroup.org/data/derivative_storage/PL.csv'.
[2025-11-25T23:43:13.920428] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PL'.
[2025-11-25T23:43:13.920856] [INFO ] [FORECASTER] Starting predict_future for PL
[2025-11-25T23:43:13.921695] [DEBUG] [LOCAL     ] No optimal features file found for PL: ./output/feature-sets/PL.txt
[2025-11-25T23:43:13.921766] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:43:13.921813] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:43:13.921854] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:43:13.921923] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:43:13.982477] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:43:13.983488] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:43:13.983617] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:43:13.983687] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:43:14.083595] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:43:14.083800] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:43:14.083848] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:43:14.083884] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:43:14.087425] [DEBUG] [FORECASTER] PL: Forecast T+1@11:T+2@11: UP (p=68.32%)
[2025-11-25T23:43:14.087750] [INFO ] [FORECASTER] Completed predict_future for PL
[2025-11-25T23:43:14.087907] [INFO ] [sig       ] PL: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:43:14.233116] [INFO ] [LOCAL     ] Saved forecast: PL	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/PL.txt
[2025-11-25T23:43:14.233287] [INFO ] [sig       ] [2582/3639] Completed PL in 0.3s | 3.04 sym/s | Total: 14.2m | ETA: 5.8m
[2025-11-25T23:43:14.233343] [INFO ] [sig       ] [2583/3639] Forecasting PLAB...
[2025-11-25T23:43:14.233386] [INFO ] [sig       ] Generating forecast for: PLAB
[2025-11-25T23:43:14.233428] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PLAB' from 'https://tdm.silogroup.org/data/derivative_storage/PLAB.csv'.
[2025-11-25T23:43:14.245705] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PLAB'.
[2025-11-25T23:43:14.246128] [INFO ] [FORECASTER] Starting predict_future for PLAB
[2025-11-25T23:43:14.247035] [DEBUG] [LOCAL     ] No optimal features file found for PLAB: ./output/feature-sets/PLAB.txt
[2025-11-25T23:43:14.247105] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:43:14.247152] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:43:14.247194] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:43:14.247263] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:43:14.306327] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:43:14.307186] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:43:14.307285] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:43:14.307333] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:43:14.403924] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:43:14.404117] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:43:14.404186] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:43:14.404223] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:43:14.407808] [DEBUG] [FORECASTER] PLAB: Forecast T+1@11:T+2@11: UP (p=88.20%)
[2025-11-25T23:43:14.408155] [INFO ] [FORECASTER] Completed predict_future for PLAB
[2025-11-25T23:43:14.408316] [INFO ] [sig       ] PLAB: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:43:14.551050] [INFO ] [LOCAL     ] Saved forecast: PLAB	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/PLAB.txt
[2025-11-25T23:43:14.551227] [INFO ] [sig       ] [2583/3639] Completed PLAB in 0.3s | 3.04 sym/s | Total: 14.2m | ETA: 5.8m
[2025-11-25T23:43:14.551283] [INFO ] [sig       ] [2584/3639] Forecasting PLAY...
[2025-11-25T23:43:14.551326] [INFO ] [sig       ] Generating forecast for: PLAY
[2025-11-25T23:43:14.551367] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PLAY' from 'https://tdm.silogroup.org/data/derivative_storage/PLAY.csv'.
[2025-11-25T23:43:14.565004] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PLAY'.
[2025-11-25T23:43:14.565527] [INFO ] [FORECASTER] Starting predict_future for PLAY
[2025-11-25T23:43:14.566464] [DEBUG] [LOCAL     ] No optimal features file found for PLAY: ./output/feature-sets/PLAY.txt
[2025-11-25T23:43:14.566537] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:43:14.566586] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:43:14.566629] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:43:14.566779] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:43:14.625232] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:43:14.626367] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:43:14.626484] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:43:14.626552] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:43:14.749377] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:43:14.749658] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:43:14.749742] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:43:14.749792] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:43:14.753742] [DEBUG] [FORECASTER] PLAY: Forecast T+1@11:T+2@11: UP (p=78.90%)
[2025-11-25T23:43:14.754091] [INFO ] [FORECASTER] Completed predict_future for PLAY
[2025-11-25T23:43:14.754262] [INFO ] [sig       ] PLAY: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:43:14.898201] [INFO ] [LOCAL     ] Saved forecast: PLAY	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/PLAY.txt
[2025-11-25T23:43:14.898384] [INFO ] [sig       ] [2584/3639] Completed PLAY in 0.3s | 3.04 sym/s | Total: 14.2m | ETA: 5.8m
[2025-11-25T23:43:14.898441] [INFO ] [sig       ] [2585/3639] Forecasting PLBC...
[2025-11-25T23:43:14.898523] [INFO ] [sig       ] Generating forecast for: PLBC
[2025-11-25T23:43:14.898577] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PLBC' from 'https://tdm.silogroup.org/data/derivative_storage/PLBC.csv'.
[2025-11-25T23:43:14.909890] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PLBC'.
[2025-11-25T23:43:14.910265] [INFO ] [FORECASTER] Starting predict_future for PLBC
[2025-11-25T23:43:14.911163] [DEBUG] [LOCAL     ] No optimal features file found for PLBC: ./output/feature-sets/PLBC.txt
[2025-11-25T23:43:14.911232] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:43:14.911278] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:43:14.911317] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:43:14.911383] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:43:14.968283] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:43:14.968951] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:43:14.969047] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:43:14.969102] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:43:15.049540] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:43:15.049667] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:43:15.049715] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:43:15.049750] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:43:15.052939] [DEBUG] [FORECASTER] PLBC: Forecast T+1@11:T+2@11: DOWN (p=2.38%)
[2025-11-25T23:43:15.053217] [INFO ] [FORECASTER] Completed predict_future for PLBC
[2025-11-25T23:43:15.053356] [INFO ] [sig       ] PLBC: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:43:15.192937] [INFO ] [LOCAL     ] Saved forecast: PLBC	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/PLBC.txt
[2025-11-25T23:43:15.193067] [INFO ] [sig       ] [2585/3639] Completed PLBC in 0.3s | 3.04 sym/s | Total: 14.2m | ETA: 5.8m
[2025-11-25T23:43:15.193122] [INFO ] [sig       ] [2586/3639] Forecasting PLBY...
[2025-11-25T23:43:15.193167] [INFO ] [sig       ] Generating forecast for: PLBY
[2025-11-25T23:43:15.193211] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PLBY' from 'https://tdm.silogroup.org/data/derivative_storage/PLBY.csv'.
[2025-11-25T23:43:15.204633] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PLBY'.
[2025-11-25T23:43:15.204984] [INFO ] [FORECASTER] Starting predict_future for PLBY
[2025-11-25T23:43:15.205866] [DEBUG] [LOCAL     ] No optimal features file found for PLBY: ./output/feature-sets/PLBY.txt
[2025-11-25T23:43:15.205934] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:43:15.205981] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:43:15.206022] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:43:15.206089] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:43:15.263158] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:43:15.263832] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:43:15.263925] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:43:15.263971] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:43:15.350190] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:43:15.350338] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:43:15.350382] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:43:15.350415] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:43:15.353802] [DEBUG] [FORECASTER] PLBY: Forecast T+1@11:T+2@11: DOWN (p=18.04%)
[2025-11-25T23:43:15.354088] [INFO ] [FORECASTER] Completed predict_future for PLBY
[2025-11-25T23:43:15.354223] [INFO ] [sig       ] PLBY: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:43:15.496444] [INFO ] [LOCAL     ] Saved forecast: PLBY	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/PLBY.txt
[2025-11-25T23:43:15.496682] [INFO ] [sig       ] [2586/3639] Completed PLBY in 0.3s | 3.04 sym/s | Total: 14.2m | ETA: 5.8m
[2025-11-25T23:43:15.496742] [INFO ] [sig       ] [2587/3639] Forecasting PLCE...
[2025-11-25T23:43:15.496786] [INFO ] [sig       ] Generating forecast for: PLCE
[2025-11-25T23:43:15.496828] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PLCE' from 'https://tdm.silogroup.org/data/derivative_storage/PLCE.csv'.
[2025-11-25T23:43:15.508856] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PLCE'.
[2025-11-25T23:43:15.509315] [INFO ] [FORECASTER] Starting predict_future for PLCE
[2025-11-25T23:43:15.510220] [DEBUG] [LOCAL     ] No optimal features file found for PLCE: ./output/feature-sets/PLCE.txt
[2025-11-25T23:43:15.510293] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:43:15.510360] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:43:15.510415] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:43:15.510495] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:43:15.569535] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:43:15.570534] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:43:15.570637] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:43:15.570707] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:43:15.668139] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:43:15.668321] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:43:15.668367] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:43:15.668403] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:43:15.671812] [DEBUG] [FORECASTER] PLCE: Forecast T+1@11:T+2@11: UP (p=67.13%)
[2025-11-25T23:43:15.672124] [INFO ] [FORECASTER] Completed predict_future for PLCE
[2025-11-25T23:43:15.672274] [INFO ] [sig       ] PLCE: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:43:15.815499] [INFO ] [LOCAL     ] Saved forecast: PLCE	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/PLCE.txt
[2025-11-25T23:43:15.815688] [INFO ] [sig       ] [2587/3639] Completed PLCE in 0.3s | 3.04 sym/s | Total: 14.2m | ETA: 5.8m
[2025-11-25T23:43:15.815746] [INFO ] [sig       ] [2588/3639] Forecasting PLD...
[2025-11-25T23:43:15.815793] [INFO ] [sig       ] Generating forecast for: PLD
[2025-11-25T23:43:15.815829] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PLD' from 'https://tdm.silogroup.org/data/derivative_storage/PLD.csv'.
[2025-11-25T23:43:15.828242] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PLD'.
[2025-11-25T23:43:15.828603] [INFO ] [FORECASTER] Starting predict_future for PLD
[2025-11-25T23:43:15.829497] [DEBUG] [LOCAL     ] No optimal features file found for PLD: ./output/feature-sets/PLD.txt
[2025-11-25T23:43:15.829570] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:43:15.829630] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:43:15.829699] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:43:15.829790] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:43:15.888543] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:43:15.889391] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:43:15.889494] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:43:15.889558] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:43:15.985278] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:43:15.985474] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:43:15.985520] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:43:15.985555] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:43:15.989027] [DEBUG] [FORECASTER] PLD: Forecast T+1@11:T+2@11: DOWN (p=20.08%)
[2025-11-25T23:43:15.989325] [INFO ] [FORECASTER] Completed predict_future for PLD
[2025-11-25T23:43:15.989470] [INFO ] [sig       ] PLD: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:43:16.135547] [INFO ] [LOCAL     ] Saved forecast: PLD	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/PLD.txt
[2025-11-25T23:43:16.135722] [INFO ] [sig       ] [2588/3639] Completed PLD in 0.3s | 3.04 sym/s | Total: 14.2m | ETA: 5.8m
[2025-11-25T23:43:16.135781] [INFO ] [sig       ] [2589/3639] Forecasting PLPC...
[2025-11-25T23:43:16.135824] [INFO ] [sig       ] Generating forecast for: PLPC
[2025-11-25T23:43:16.135863] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PLPC' from 'https://tdm.silogroup.org/data/derivative_storage/PLPC.csv'.
[2025-11-25T23:43:16.148837] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PLPC'.
[2025-11-25T23:43:16.149292] [INFO ] [FORECASTER] Starting predict_future for PLPC
[2025-11-25T23:43:16.150173] [DEBUG] [LOCAL     ] No optimal features file found for PLPC: ./output/feature-sets/PLPC.txt
[2025-11-25T23:43:16.150271] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:43:16.150354] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:43:16.150422] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:43:16.150532] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:43:16.209557] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:43:16.210538] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:43:16.210674] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:43:16.210751] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:43:16.306217] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:43:16.306410] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:43:16.306456] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:43:16.306491] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:43:16.310058] [DEBUG] [FORECASTER] PLPC: Forecast T+1@11:T+2@11: UP (p=73.64%)
[2025-11-25T23:43:16.310394] [INFO ] [FORECASTER] Completed predict_future for PLPC
[2025-11-25T23:43:16.310537] [INFO ] [sig       ] PLPC: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:43:16.453749] [INFO ] [LOCAL     ] Saved forecast: PLPC	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/PLPC.txt
[2025-11-25T23:43:16.453941] [INFO ] [sig       ] [2589/3639] Completed PLPC in 0.3s | 3.04 sym/s | Total: 14.2m | ETA: 5.8m
[2025-11-25T23:43:16.453999] [INFO ] [sig       ] [2590/3639] Forecasting PLRX...
[2025-11-25T23:43:16.454044] [INFO ] [sig       ] Generating forecast for: PLRX
[2025-11-25T23:43:16.454088] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PLRX' from 'https://tdm.silogroup.org/data/derivative_storage/PLRX.csv'.
[2025-11-25T23:43:16.466173] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PLRX'.
[2025-11-25T23:43:16.466568] [INFO ] [FORECASTER] Starting predict_future for PLRX
[2025-11-25T23:43:16.467422] [DEBUG] [LOCAL     ] No optimal features file found for PLRX: ./output/feature-sets/PLRX.txt
[2025-11-25T23:43:16.467492] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:43:16.467537] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:43:16.467576] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:43:16.467657] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:43:16.525388] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:43:16.526281] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:43:16.526380] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:43:16.526427] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:43:16.616011] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:43:16.616197] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:43:16.616243] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:43:16.616277] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:43:16.619720] [DEBUG] [FORECASTER] PLRX: Forecast T+1@11:T+2@11: UP (p=66.01%)
[2025-11-25T23:43:16.620019] [INFO ] [FORECASTER] Completed predict_future for PLRX
[2025-11-25T23:43:16.620159] [INFO ] [sig       ] PLRX: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:43:16.760419] [INFO ] [LOCAL     ] Saved forecast: PLRX	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/PLRX.txt
[2025-11-25T23:43:16.760571] [INFO ] [sig       ] [2590/3639] Completed PLRX in 0.3s | 3.04 sym/s | Total: 14.2m | ETA: 5.8m
[2025-11-25T23:43:16.760634] [INFO ] [sig       ] [2591/3639] Forecasting PLSE...
[2025-11-25T23:43:16.760700] [INFO ] [sig       ] Generating forecast for: PLSE
[2025-11-25T23:43:16.760740] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PLSE' from 'https://tdm.silogroup.org/data/derivative_storage/PLSE.csv'.
[2025-11-25T23:43:16.772757] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PLSE'.
[2025-11-25T23:43:16.773060] [INFO ] [FORECASTER] Starting predict_future for PLSE
[2025-11-25T23:43:16.773868] [DEBUG] [LOCAL     ] No optimal features file found for PLSE: ./output/feature-sets/PLSE.txt
[2025-11-25T23:43:16.773936] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:43:16.773980] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:43:16.774020] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:43:16.774088] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:43:16.831181] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:43:16.831834] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:43:16.831928] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:43:16.831974] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:43:16.922818] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:43:16.922990] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:43:16.923033] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:43:16.923068] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:43:16.926456] [DEBUG] [FORECASTER] PLSE: Forecast T+1@11:T+2@11: DOWN (p=7.41%)
[2025-11-25T23:43:16.926759] [INFO ] [FORECASTER] Completed predict_future for PLSE
[2025-11-25T23:43:16.926909] [INFO ] [sig       ] PLSE: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:43:17.067916] [INFO ] [LOCAL     ] Saved forecast: PLSE	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/PLSE.txt
[2025-11-25T23:43:17.068043] [INFO ] [sig       ] [2591/3639] Completed PLSE in 0.3s | 3.04 sym/s | Total: 14.2m | ETA: 5.7m
[2025-11-25T23:43:17.068098] [INFO ] [sig       ] [2592/3639] Forecasting PLTK...
[2025-11-25T23:43:17.068141] [INFO ] [sig       ] Generating forecast for: PLTK
[2025-11-25T23:43:17.068182] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PLTK' from 'https://tdm.silogroup.org/data/derivative_storage/PLTK.csv'.
[2025-11-25T23:43:17.078998] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PLTK'.
[2025-11-25T23:43:17.079283] [INFO ] [FORECASTER] Starting predict_future for PLTK
[2025-11-25T23:43:17.080112] [DEBUG] [LOCAL     ] No optimal features file found for PLTK: ./output/feature-sets/PLTK.txt
[2025-11-25T23:43:17.080180] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:43:17.080225] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:43:17.080267] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:43:17.080335] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:43:17.138030] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:43:17.138668] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:43:17.138761] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:43:17.138810] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:43:17.230009] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:43:17.230132] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:43:17.230174] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:43:17.230208] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:43:17.233413] [DEBUG] [FORECASTER] PLTK: Forecast T+1@11:T+2@11: DOWN (p=12.39%)
[2025-11-25T23:43:17.233710] [INFO ] [FORECASTER] Completed predict_future for PLTK
[2025-11-25T23:43:17.233872] [INFO ] [sig       ] PLTK: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:43:17.373773] [INFO ] [LOCAL     ] Saved forecast: PLTK	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/PLTK.txt
[2025-11-25T23:43:17.373901] [INFO ] [sig       ] [2592/3639] Completed PLTK in 0.3s | 3.04 sym/s | Total: 14.2m | ETA: 5.7m
[2025-11-25T23:43:17.373954] [INFO ] [sig       ] [2593/3639] Forecasting PLUG...
[2025-11-25T23:43:17.373997] [INFO ] [sig       ] Generating forecast for: PLUG
[2025-11-25T23:43:17.374037] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PLUG' from 'https://tdm.silogroup.org/data/derivative_storage/PLUG.csv'.
[2025-11-25T23:43:17.385330] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PLUG'.
[2025-11-25T23:43:17.385609] [INFO ] [FORECASTER] Starting predict_future for PLUG
[2025-11-25T23:43:17.386423] [DEBUG] [LOCAL     ] No optimal features file found for PLUG: ./output/feature-sets/PLUG.txt
[2025-11-25T23:43:17.386492] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:43:17.386537] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:43:17.386580] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:43:17.386669] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:43:17.444309] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:43:17.444962] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:43:17.445055] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:43:17.445101] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:43:17.539561] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:43:17.539710] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:43:17.539758] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:43:17.539792] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:43:17.542977] [DEBUG] [FORECASTER] PLUG: Forecast T+1@11:T+2@11: UP (p=85.39%)
[2025-11-25T23:43:17.543264] [INFO ] [FORECASTER] Completed predict_future for PLUG
[2025-11-25T23:43:17.543402] [INFO ] [sig       ] PLUG: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:43:17.684112] [INFO ] [LOCAL     ] Saved forecast: PLUG	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/PLUG.txt
[2025-11-25T23:43:17.684254] [INFO ] [sig       ] [2593/3639] Completed PLUG in 0.3s | 3.04 sym/s | Total: 14.2m | ETA: 5.7m
[2025-11-25T23:43:17.684308] [INFO ] [sig       ] [2594/3639] Forecasting PLUS...
[2025-11-25T23:43:17.684351] [INFO ] [sig       ] Generating forecast for: PLUS
[2025-11-25T23:43:17.684392] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PLUS' from 'https://tdm.silogroup.org/data/derivative_storage/PLUS.csv'.
[2025-11-25T23:43:17.695314] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PLUS'.
[2025-11-25T23:43:17.695634] [INFO ] [FORECASTER] Starting predict_future for PLUS
[2025-11-25T23:43:17.696460] [DEBUG] [LOCAL     ] No optimal features file found for PLUS: ./output/feature-sets/PLUS.txt
[2025-11-25T23:43:17.696530] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:43:17.696576] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:43:17.696618] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:43:17.696709] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:43:17.754389] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:43:17.755028] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:43:17.755120] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:43:17.755165] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:43:17.847573] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:43:17.847728] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:43:17.847777] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:43:17.847834] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:43:17.851114] [DEBUG] [FORECASTER] PLUS: Forecast T+1@11:T+2@11: UP (p=54.91%)
[2025-11-25T23:43:17.851398] [INFO ] [FORECASTER] Completed predict_future for PLUS
[2025-11-25T23:43:17.851528] [INFO ] [sig       ] PLUS: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:43:17.995236] [INFO ] [LOCAL     ] Saved forecast: PLUS	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/PLUS.txt
[2025-11-25T23:43:17.995374] [INFO ] [sig       ] [2594/3639] Completed PLUS in 0.3s | 3.04 sym/s | Total: 14.2m | ETA: 5.7m
[2025-11-25T23:43:17.995428] [INFO ] [sig       ] [2595/3639] Forecasting PLXS...
[2025-11-25T23:43:17.995471] [INFO ] [sig       ] Generating forecast for: PLXS
[2025-11-25T23:43:17.995513] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PLXS' from 'https://tdm.silogroup.org/data/derivative_storage/PLXS.csv'.
[2025-11-25T23:43:18.007696] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PLXS'.
[2025-11-25T23:43:18.008078] [INFO ] [FORECASTER] Starting predict_future for PLXS
[2025-11-25T23:43:18.008932] [DEBUG] [LOCAL     ] No optimal features file found for PLXS: ./output/feature-sets/PLXS.txt
[2025-11-25T23:43:18.009000] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:43:18.009045] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:43:18.009085] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:43:18.009153] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:43:18.066400] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:43:18.067078] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:43:18.067173] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:43:18.067223] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:43:18.160101] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:43:18.160227] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:43:18.160269] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:43:18.160304] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:43:18.163500] [DEBUG] [FORECASTER] PLXS: Forecast T+1@11:T+2@11: DOWN (p=5.90%)
[2025-11-25T23:43:18.163800] [INFO ] [FORECASTER] Completed predict_future for PLXS
[2025-11-25T23:43:18.163945] [INFO ] [sig       ] PLXS: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:43:18.305636] [INFO ] [LOCAL     ] Saved forecast: PLXS	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/PLXS.txt
[2025-11-25T23:43:18.305832] [INFO ] [sig       ] [2595/3639] Completed PLXS in 0.3s | 3.04 sym/s | Total: 14.2m | ETA: 5.7m
[2025-11-25T23:43:18.305887] [INFO ] [sig       ] [2596/3639] Forecasting PLYM...
[2025-11-25T23:43:18.305935] [INFO ] [sig       ] Generating forecast for: PLYM
[2025-11-25T23:43:18.305990] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PLYM' from 'https://tdm.silogroup.org/data/derivative_storage/PLYM.csv'.
[2025-11-25T23:43:18.317819] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PLYM'.
[2025-11-25T23:43:18.318116] [INFO ] [FORECASTER] Starting predict_future for PLYM
[2025-11-25T23:43:18.318924] [DEBUG] [LOCAL     ] No optimal features file found for PLYM: ./output/feature-sets/PLYM.txt
[2025-11-25T23:43:18.318995] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:43:18.319042] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:43:18.319083] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:43:18.319153] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:43:18.376657] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:43:18.377330] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:43:18.377460] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:43:18.377510] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:43:18.488756] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:43:18.488880] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:43:18.488922] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:43:18.488955] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:43:18.492189] [DEBUG] [FORECASTER] PLYM: Forecast T+1@11:T+2@11: DOWN (p=25.96%)
[2025-11-25T23:43:18.492495] [INFO ] [FORECASTER] Completed predict_future for PLYM
[2025-11-25T23:43:18.492660] [INFO ] [sig       ] PLYM: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:43:18.633560] [INFO ] [LOCAL     ] Saved forecast: PLYM	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/PLYM.txt
[2025-11-25T23:43:18.633758] [INFO ] [sig       ] [2596/3639] Completed PLYM in 0.3s | 3.04 sym/s | Total: 14.2m | ETA: 5.7m
[2025-11-25T23:43:18.633817] [INFO ] [sig       ] [2597/3639] Forecasting PM...
[2025-11-25T23:43:18.633864] [INFO ] [sig       ] Generating forecast for: PM
[2025-11-25T23:43:18.633910] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PM' from 'https://tdm.silogroup.org/data/derivative_storage/PM.csv'.
[2025-11-25T23:43:18.645949] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PM'.
[2025-11-25T23:43:18.646266] [INFO ] [FORECASTER] Starting predict_future for PM
[2025-11-25T23:43:18.647072] [DEBUG] [LOCAL     ] No optimal features file found for PM: ./output/feature-sets/PM.txt
[2025-11-25T23:43:18.647144] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:43:18.647190] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:43:18.647233] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:43:18.647303] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:43:18.705589] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:43:18.706251] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:43:18.706360] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:43:18.706407] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:43:18.802959] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:43:18.803104] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:43:18.803147] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:43:18.803181] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:43:18.806411] [DEBUG] [FORECASTER] PM: Forecast T+1@11:T+2@11: UP (p=92.90%)
[2025-11-25T23:43:18.806726] [INFO ] [FORECASTER] Completed predict_future for PM
[2025-11-25T23:43:18.806876] [INFO ] [sig       ] PM: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:43:18.947261] [INFO ] [LOCAL     ] Saved forecast: PM	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/PM.txt
[2025-11-25T23:43:18.947447] [INFO ] [sig       ] [2597/3639] Completed PM in 0.3s | 3.04 sym/s | Total: 14.2m | ETA: 5.7m
[2025-11-25T23:43:18.947503] [INFO ] [sig       ] [2598/3639] Forecasting PMAX...
[2025-11-25T23:43:18.947547] [INFO ] [sig       ] Generating forecast for: PMAX
[2025-11-25T23:43:18.947588] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PMAX' from 'https://tdm.silogroup.org/data/derivative_storage/PMAX.csv'.
[2025-11-25T23:43:18.960294] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PMAX'.
[2025-11-25T23:43:18.960762] [INFO ] [FORECASTER] Starting predict_future for PMAX
[2025-11-25T23:43:18.961606] [DEBUG] [LOCAL     ] No optimal features file found for PMAX: ./output/feature-sets/PMAX.txt
[2025-11-25T23:43:18.961692] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:43:18.961740] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:43:18.961795] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:43:18.961868] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:43:19.022454] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:43:19.023455] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:43:19.023581] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:43:19.023678] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:43:19.119188] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:43:19.119386] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:43:19.119435] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:43:19.119470] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:43:19.123007] [DEBUG] [FORECASTER] PMAX: Forecast T+1@11:T+2@11: UP (p=98.68%)
[2025-11-25T23:43:19.123309] [INFO ] [FORECASTER] Completed predict_future for PMAX
[2025-11-25T23:43:19.123473] [INFO ] [sig       ] PMAX: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:43:19.266497] [INFO ] [LOCAL     ] Saved forecast: PMAX	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/PMAX.txt
[2025-11-25T23:43:19.266720] [INFO ] [sig       ] [2598/3639] Completed PMAX in 0.3s | 3.04 sym/s | Total: 14.2m | ETA: 5.7m
[2025-11-25T23:43:19.266875] [INFO ] [sig       ] [2599/3639] Forecasting PML...
[2025-11-25T23:43:19.266943] [INFO ] [sig       ] Generating forecast for: PML
[2025-11-25T23:43:19.267006] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PML' from 'https://tdm.silogroup.org/data/derivative_storage/PML.csv'.
[2025-11-25T23:43:19.279143] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PML'.
[2025-11-25T23:43:19.279508] [INFO ] [FORECASTER] Starting predict_future for PML
[2025-11-25T23:43:19.280438] [DEBUG] [LOCAL     ] No optimal features file found for PML: ./output/feature-sets/PML.txt
[2025-11-25T23:43:19.280512] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:43:19.280560] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:43:19.280602] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:43:19.280703] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:43:19.340955] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:43:19.341848] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:43:19.341949] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:43:19.341996] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:43:19.443728] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:43:19.443913] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:43:19.443960] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:43:19.443996] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:43:19.447846] [DEBUG] [FORECASTER] PML: Forecast T+1@11:T+2@11: DOWN (p=12.66%)
[2025-11-25T23:43:19.448172] [INFO ] [FORECASTER] Completed predict_future for PML
[2025-11-25T23:43:19.448327] [INFO ] [sig       ] PML: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:43:19.596425] [INFO ] [LOCAL     ] Saved forecast: PML	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/PML.txt
[2025-11-25T23:43:19.596598] [INFO ] [sig       ] [2599/3639] Completed PML in 0.3s | 3.04 sym/s | Total: 14.3m | ETA: 5.7m
[2025-11-25T23:43:19.596676] [INFO ] [sig       ] [2600/3639] Forecasting PMM...
[2025-11-25T23:43:19.596725] [INFO ] [sig       ] Generating forecast for: PMM
[2025-11-25T23:43:19.596768] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PMM' from 'https://tdm.silogroup.org/data/derivative_storage/PMM.csv'.
[2025-11-25T23:43:19.609190] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PMM'.
[2025-11-25T23:43:19.609568] [INFO ] [FORECASTER] Starting predict_future for PMM
[2025-11-25T23:43:19.610419] [DEBUG] [LOCAL     ] No optimal features file found for PMM: ./output/feature-sets/PMM.txt
[2025-11-25T23:43:19.610490] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:43:19.610536] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:43:19.610576] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:43:19.610664] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:43:19.668906] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:43:19.669577] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:43:19.669695] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:43:19.669746] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:43:19.767556] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:43:19.767735] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:43:19.767787] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:43:19.767823] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:43:19.771217] [DEBUG] [FORECASTER] PMM: Forecast T+1@11:T+2@11: UP (p=78.04%)
[2025-11-25T23:43:19.771511] [INFO ] [FORECASTER] Completed predict_future for PMM
[2025-11-25T23:43:19.771674] [INFO ] [sig       ] PMM: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:43:19.914965] [INFO ] [LOCAL     ] Saved forecast: PMM	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/PMM.txt
[2025-11-25T23:43:19.915104] [INFO ] [sig       ] [2600/3639] Completed PMM in 0.3s | 3.04 sym/s | Total: 14.3m | ETA: 5.7m
[2025-11-25T23:43:19.915156] [INFO ] [sig       ] [2601/3639] Forecasting PMO...
[2025-11-25T23:43:19.915199] [INFO ] [sig       ] Generating forecast for: PMO
[2025-11-25T23:43:19.915242] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PMO' from 'https://tdm.silogroup.org/data/derivative_storage/PMO.csv'.
[2025-11-25T23:43:19.928503] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PMO'.
[2025-11-25T23:43:19.928993] [INFO ] [FORECASTER] Starting predict_future for PMO
[2025-11-25T23:43:19.929939] [DEBUG] [LOCAL     ] No optimal features file found for PMO: ./output/feature-sets/PMO.txt
[2025-11-25T23:43:19.930012] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:43:19.930073] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:43:19.930125] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:43:19.930216] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:43:19.991542] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:43:19.992468] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:43:19.992585] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:43:19.992673] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:43:20.089924] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:43:20.090114] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:43:20.090161] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:43:20.090197] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:43:20.093666] [DEBUG] [FORECASTER] PMO: Forecast T+1@11:T+2@11: DOWN (p=7.73%)
[2025-11-25T23:43:20.093982] [INFO ] [FORECASTER] Completed predict_future for PMO
[2025-11-25T23:43:20.094160] [INFO ] [sig       ] PMO: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:43:20.239096] [INFO ] [LOCAL     ] Saved forecast: PMO	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/PMO.txt
[2025-11-25T23:43:20.239286] [INFO ] [sig       ] [2601/3639] Completed PMO in 0.3s | 3.04 sym/s | Total: 14.3m | ETA: 5.7m
[2025-11-25T23:43:20.239355] [INFO ] [sig       ] [2602/3639] Forecasting PMTS...
[2025-11-25T23:43:20.239414] [INFO ] [sig       ] Generating forecast for: PMTS
[2025-11-25T23:43:20.239472] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PMTS' from 'https://tdm.silogroup.org/data/derivative_storage/PMTS.csv'.
[2025-11-25T23:43:20.252566] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PMTS'.
[2025-11-25T23:43:20.252989] [INFO ] [FORECASTER] Starting predict_future for PMTS
[2025-11-25T23:43:20.253884] [DEBUG] [LOCAL     ] No optimal features file found for PMTS: ./output/feature-sets/PMTS.txt
[2025-11-25T23:43:20.253959] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:43:20.254013] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:43:20.254074] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:43:20.254157] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:43:20.315030] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:43:20.315869] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:43:20.315973] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:43:20.316021] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:43:20.418220] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:43:20.418475] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:43:20.418525] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:43:20.418563] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:43:20.422116] [DEBUG] [FORECASTER] PMTS: Forecast T+1@11:T+2@11: DOWN (p=39.11%)
[2025-11-25T23:43:20.422417] [INFO ] [FORECASTER] Completed predict_future for PMTS
[2025-11-25T23:43:20.422568] [INFO ] [sig       ] PMTS: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:43:20.569791] [INFO ] [LOCAL     ] Saved forecast: PMTS	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/PMTS.txt
[2025-11-25T23:43:20.569961] [INFO ] [sig       ] [2602/3639] Completed PMTS in 0.3s | 3.04 sym/s | Total: 14.3m | ETA: 5.7m
[2025-11-25T23:43:20.570017] [INFO ] [sig       ] [2603/3639] Forecasting PMVP...
[2025-11-25T23:43:20.570059] [INFO ] [sig       ] Generating forecast for: PMVP
[2025-11-25T23:43:20.570101] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PMVP' from 'https://tdm.silogroup.org/data/derivative_storage/PMVP.csv'.
[2025-11-25T23:43:20.582550] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PMVP'.
[2025-11-25T23:43:20.582927] [INFO ] [FORECASTER] Starting predict_future for PMVP
[2025-11-25T23:43:20.583864] [DEBUG] [LOCAL     ] No optimal features file found for PMVP: ./output/feature-sets/PMVP.txt
[2025-11-25T23:43:20.583935] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:43:20.583984] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:43:20.584024] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:43:20.584142] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:43:20.643068] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:43:20.643789] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:43:20.643888] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:43:20.643948] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:43:20.740153] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:43:20.740289] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:43:20.740334] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:43:20.740368] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:43:20.743703] [DEBUG] [FORECASTER] PMVP: Forecast T+1@11:T+2@11: UP (p=96.31%)
[2025-11-25T23:43:20.743999] [INFO ] [FORECASTER] Completed predict_future for PMVP
[2025-11-25T23:43:20.744138] [INFO ] [sig       ] PMVP: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:43:20.885981] [INFO ] [LOCAL     ] Saved forecast: PMVP	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/PMVP.txt
[2025-11-25T23:43:20.886138] [INFO ] [sig       ] [2603/3639] Completed PMVP in 0.3s | 3.04 sym/s | Total: 14.3m | ETA: 5.7m
[2025-11-25T23:43:20.886206] [INFO ] [sig       ] [2604/3639] Forecasting PNC...
[2025-11-25T23:43:20.886261] [INFO ] [sig       ] Generating forecast for: PNC
[2025-11-25T23:43:20.886334] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PNC' from 'https://tdm.silogroup.org/data/derivative_storage/PNC.csv'.
[2025-11-25T23:43:20.901702] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PNC'.
[2025-11-25T23:43:20.902039] [INFO ] [FORECASTER] Starting predict_future for PNC
[2025-11-25T23:43:20.902856] [DEBUG] [LOCAL     ] No optimal features file found for PNC: ./output/feature-sets/PNC.txt
[2025-11-25T23:43:20.902934] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:43:20.902983] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:43:20.903025] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:43:20.903124] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:43:20.960768] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:43:20.961427] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:43:20.961531] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:43:20.961592] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:43:21.084710] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:43:21.084894] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:43:21.084939] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:43:21.084973] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:43:21.088410] [DEBUG] [FORECASTER] PNC: Forecast T+1@11:T+2@11: DOWN (p=26.05%)
[2025-11-25T23:43:21.088719] [INFO ] [FORECASTER] Completed predict_future for PNC
[2025-11-25T23:43:21.088871] [INFO ] [sig       ] PNC: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:43:21.230132] [INFO ] [LOCAL     ] Saved forecast: PNC	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/PNC.txt
[2025-11-25T23:43:21.230269] [INFO ] [sig       ] [2604/3639] Completed PNC in 0.3s | 3.04 sym/s | Total: 14.3m | ETA: 5.7m
[2025-11-25T23:43:21.230320] [INFO ] [sig       ] [2605/3639] Forecasting PNFP...
[2025-11-25T23:43:21.230366] [INFO ] [sig       ] Generating forecast for: PNFP
[2025-11-25T23:43:21.230410] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PNFP' from 'https://tdm.silogroup.org/data/derivative_storage/PNFP.csv'.
[2025-11-25T23:43:21.244001] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PNFP'.
[2025-11-25T23:43:21.244476] [INFO ] [FORECASTER] Starting predict_future for PNFP
[2025-11-25T23:43:21.245485] [DEBUG] [LOCAL     ] No optimal features file found for PNFP: ./output/feature-sets/PNFP.txt
[2025-11-25T23:43:21.245569] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:43:21.245665] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:43:21.245724] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:43:21.245814] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:43:21.306327] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:43:21.307087] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:43:21.307192] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:43:21.307255] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:43:21.405014] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:43:21.405207] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:43:21.405255] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:43:21.405294] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:43:21.408994] [DEBUG] [FORECASTER] PNFP: Forecast T+1@11:T+2@11: DOWN (p=36.26%)
[2025-11-25T23:43:21.409341] [INFO ] [FORECASTER] Completed predict_future for PNFP
[2025-11-25T23:43:21.409509] [INFO ] [sig       ] PNFP: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:43:21.557282] [INFO ] [LOCAL     ] Saved forecast: PNFP	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/PNFP.txt
[2025-11-25T23:43:21.557477] [INFO ] [sig       ] [2605/3639] Completed PNFP in 0.3s | 3.04 sym/s | Total: 14.3m | ETA: 5.7m
[2025-11-25T23:43:21.557544] [INFO ] [sig       ] [2606/3639] Forecasting PNI...
[2025-11-25T23:43:21.557592] [INFO ] [sig       ] Generating forecast for: PNI
[2025-11-25T23:43:21.557634] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PNI' from 'https://tdm.silogroup.org/data/derivative_storage/PNI.csv'.
[2025-11-25T23:43:21.569856] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PNI'.
[2025-11-25T23:43:21.570264] [INFO ] [FORECASTER] Starting predict_future for PNI
[2025-11-25T23:43:21.571133] [DEBUG] [LOCAL     ] No optimal features file found for PNI: ./output/feature-sets/PNI.txt
[2025-11-25T23:43:21.571206] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:43:21.571254] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:43:21.571301] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:43:21.571371] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:43:21.633638] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:43:21.634548] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:43:21.634667] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:43:21.634719] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:43:21.716021] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:43:21.716214] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:43:21.716265] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:43:21.716307] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:43:21.720315] [DEBUG] [FORECASTER] PNI: Forecast T+1@11:T+2@11: DOWN (p=2.77%)
[2025-11-25T23:43:21.720664] [INFO ] [FORECASTER] Completed predict_future for PNI
[2025-11-25T23:43:21.720856] [INFO ] [sig       ] PNI: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:43:21.862928] [INFO ] [LOCAL     ] Saved forecast: PNI	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/PNI.txt
[2025-11-25T23:43:21.863116] [INFO ] [sig       ] [2606/3639] Completed PNI in 0.3s | 3.04 sym/s | Total: 14.3m | ETA: 5.7m
[2025-11-25T23:43:21.863174] [INFO ] [sig       ] [2607/3639] Forecasting PNQI...
[2025-11-25T23:43:21.863222] [INFO ] [sig       ] Generating forecast for: PNQI
[2025-11-25T23:43:21.863275] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PNQI' from 'https://tdm.silogroup.org/data/derivative_storage/PNQI.csv'.
[2025-11-25T23:43:21.875564] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PNQI'.
[2025-11-25T23:43:21.875989] [INFO ] [FORECASTER] Starting predict_future for PNQI
[2025-11-25T23:43:21.876904] [DEBUG] [LOCAL     ] No optimal features file found for PNQI: ./output/feature-sets/PNQI.txt
[2025-11-25T23:43:21.876980] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:43:21.877045] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:43:21.877110] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:43:21.877212] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:43:21.936792] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:43:21.937666] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:43:21.937795] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:43:21.937872] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:43:22.052279] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:43:22.052484] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:43:22.052533] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:43:22.052572] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:43:22.056527] [DEBUG] [FORECASTER] PNQI: Forecast T+1@11:T+2@11: UP (p=64.40%)
[2025-11-25T23:43:22.056892] [INFO ] [FORECASTER] Completed predict_future for PNQI
[2025-11-25T23:43:22.057060] [INFO ] [sig       ] PNQI: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:43:22.202941] [INFO ] [LOCAL     ] Saved forecast: PNQI	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/PNQI.txt
[2025-11-25T23:43:22.203096] [INFO ] [sig       ] [2607/3639] Completed PNQI in 0.3s | 3.04 sym/s | Total: 14.3m | ETA: 5.7m
[2025-11-25T23:43:22.203152] [INFO ] [sig       ] [2608/3639] Forecasting PNRG...
[2025-11-25T23:43:22.203198] [INFO ] [sig       ] Generating forecast for: PNRG
[2025-11-25T23:43:22.203240] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PNRG' from 'https://tdm.silogroup.org/data/derivative_storage/PNRG.csv'.
[2025-11-25T23:43:22.219735] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PNRG'.
[2025-11-25T23:43:22.220118] [INFO ] [FORECASTER] Starting predict_future for PNRG
[2025-11-25T23:43:22.220960] [DEBUG] [LOCAL     ] No optimal features file found for PNRG: ./output/feature-sets/PNRG.txt
[2025-11-25T23:43:22.221031] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:43:22.221078] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:43:22.221117] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:43:22.221185] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:43:22.279195] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:43:22.279915] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:43:22.280010] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:43:22.280057] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:43:22.374311] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:43:22.374461] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:43:22.374505] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:43:22.374539] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:43:22.377830] [DEBUG] [FORECASTER] PNRG: Forecast T+1@11:T+2@11: UP (p=94.44%)
[2025-11-25T23:43:22.378112] [INFO ] [FORECASTER] Completed predict_future for PNRG
[2025-11-25T23:43:22.378254] [INFO ] [sig       ] PNRG: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:43:22.520523] [INFO ] [LOCAL     ] Saved forecast: PNRG	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/PNRG.txt
[2025-11-25T23:43:22.520697] [INFO ] [sig       ] [2608/3639] Completed PNRG in 0.3s | 3.04 sym/s | Total: 14.3m | ETA: 5.7m
[2025-11-25T23:43:22.520754] [INFO ] [sig       ] [2609/3639] Forecasting PNTG...
[2025-11-25T23:43:22.520797] [INFO ] [sig       ] Generating forecast for: PNTG
[2025-11-25T23:43:22.520840] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PNTG' from 'https://tdm.silogroup.org/data/derivative_storage/PNTG.csv'.
[2025-11-25T23:43:22.532241] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PNTG'.
[2025-11-25T23:43:22.532536] [INFO ] [FORECASTER] Starting predict_future for PNTG
[2025-11-25T23:43:22.533338] [DEBUG] [LOCAL     ] No optimal features file found for PNTG: ./output/feature-sets/PNTG.txt
[2025-11-25T23:43:22.533408] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:43:22.533453] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:43:22.533493] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:43:22.533576] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:43:22.591687] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:43:22.592379] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:43:22.592487] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:43:22.592534] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:43:22.683587] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:43:22.683762] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:43:22.683812] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:43:22.683847] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:43:22.687154] [DEBUG] [FORECASTER] PNTG: Forecast T+1@11:T+2@11: UP (p=53.64%)
[2025-11-25T23:43:22.687467] [INFO ] [FORECASTER] Completed predict_future for PNTG
[2025-11-25T23:43:22.687600] [INFO ] [sig       ] PNTG: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:43:22.856123] [INFO ] [LOCAL     ] Saved forecast: PNTG	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/PNTG.txt
[2025-11-25T23:43:22.856273] [INFO ] [sig       ] [2609/3639] Completed PNTG in 0.3s | 3.04 sym/s | Total: 14.3m | ETA: 5.6m
[2025-11-25T23:43:22.856328] [INFO ] [sig       ] [2610/3639] Forecasting POAI...
[2025-11-25T23:43:22.856369] [INFO ] [sig       ] Generating forecast for: POAI
[2025-11-25T23:43:22.856410] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'POAI' from 'https://tdm.silogroup.org/data/derivative_storage/POAI.csv'.
[2025-11-25T23:43:22.867797] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'POAI'.
[2025-11-25T23:43:22.868130] [INFO ] [FORECASTER] Starting predict_future for POAI
[2025-11-25T23:43:22.868983] [DEBUG] [LOCAL     ] No optimal features file found for POAI: ./output/feature-sets/POAI.txt
[2025-11-25T23:43:22.869053] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:43:22.869101] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:43:22.869143] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:43:22.869214] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:43:22.927510] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:43:22.928230] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:43:22.928324] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:43:22.928371] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:43:23.024119] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:43:23.024319] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:43:23.024368] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:43:23.024402] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:43:23.028811] [DEBUG] [FORECASTER] POAI: Forecast T+1@11:T+2@11: DOWN (p=3.91%)
[2025-11-25T23:43:23.029311] [INFO ] [FORECASTER] Completed predict_future for POAI
[2025-11-25T23:43:23.029497] [INFO ] [sig       ] POAI: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:43:23.178042] [INFO ] [LOCAL     ] Saved forecast: POAI	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/POAI.txt
[2025-11-25T23:43:23.178237] [INFO ] [sig       ] [2610/3639] Completed POAI in 0.3s | 3.04 sym/s | Total: 14.3m | ETA: 5.6m
[2025-11-25T23:43:23.178305] [INFO ] [sig       ] [2611/3639] Forecasting PODD...
[2025-11-25T23:43:23.178359] [INFO ] [sig       ] Generating forecast for: PODD
[2025-11-25T23:43:23.178412] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PODD' from 'https://tdm.silogroup.org/data/derivative_storage/PODD.csv'.
[2025-11-25T23:43:23.190378] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PODD'.
[2025-11-25T23:43:23.190841] [INFO ] [FORECASTER] Starting predict_future for PODD
[2025-11-25T23:43:23.191716] [DEBUG] [LOCAL     ] No optimal features file found for PODD: ./output/feature-sets/PODD.txt
[2025-11-25T23:43:23.191809] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:43:23.191858] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:43:23.191901] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:43:23.191973] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:43:23.252004] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:43:23.252951] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:43:23.253056] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:43:23.253098] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:43:23.351230] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:43:23.351427] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:43:23.351473] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:43:23.351508] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:43:23.355002] [DEBUG] [FORECASTER] PODD: Forecast T+1@11:T+2@11: DOWN (p=44.10%)
[2025-11-25T23:43:23.355334] [INFO ] [FORECASTER] Completed predict_future for PODD
[2025-11-25T23:43:23.355481] [INFO ] [sig       ] PODD: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:43:23.495867] [INFO ] [LOCAL     ] Saved forecast: PODD	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/PODD.txt
[2025-11-25T23:43:23.496017] [INFO ] [sig       ] [2611/3639] Completed PODD in 0.3s | 3.04 sym/s | Total: 14.3m | ETA: 5.6m
[2025-11-25T23:43:23.496070] [INFO ] [sig       ] [2612/3639] Forecasting POOL...
[2025-11-25T23:43:23.496115] [INFO ] [sig       ] Generating forecast for: POOL
[2025-11-25T23:43:23.496156] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'POOL' from 'https://tdm.silogroup.org/data/derivative_storage/POOL.csv'.
[2025-11-25T23:43:23.508094] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'POOL'.
[2025-11-25T23:43:23.508416] [INFO ] [FORECASTER] Starting predict_future for POOL
[2025-11-25T23:43:23.509224] [DEBUG] [LOCAL     ] No optimal features file found for POOL: ./output/feature-sets/POOL.txt
[2025-11-25T23:43:23.509301] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:43:23.509356] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:43:23.509405] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:43:23.509485] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:43:23.566539] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:43:23.567164] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:43:23.567259] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:43:23.567306] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:43:23.661294] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:43:23.661419] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:43:23.661461] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:43:23.661495] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:43:23.664677] [DEBUG] [FORECASTER] POOL: Forecast T+1@11:T+2@11: UP (p=74.34%)
[2025-11-25T23:43:23.664962] [INFO ] [FORECASTER] Completed predict_future for POOL
[2025-11-25T23:43:23.665110] [INFO ] [sig       ] POOL: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:43:23.809192] [INFO ] [LOCAL     ] Saved forecast: POOL	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/POOL.txt
[2025-11-25T23:43:23.809330] [INFO ] [sig       ] [2612/3639] Completed POOL in 0.3s | 3.04 sym/s | Total: 14.3m | ETA: 5.6m
[2025-11-25T23:43:23.809387] [INFO ] [sig       ] [2613/3639] Forecasting POWI...
[2025-11-25T23:43:23.809430] [INFO ] [sig       ] Generating forecast for: POWI
[2025-11-25T23:43:23.809473] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'POWI' from 'https://tdm.silogroup.org/data/derivative_storage/POWI.csv'.
[2025-11-25T23:43:23.821759] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'POWI'.
[2025-11-25T23:43:23.822142] [INFO ] [FORECASTER] Starting predict_future for POWI
[2025-11-25T23:43:23.823016] [DEBUG] [LOCAL     ] No optimal features file found for POWI: ./output/feature-sets/POWI.txt
[2025-11-25T23:43:23.823086] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:43:23.823126] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:43:23.823165] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:43:23.823242] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:43:23.881072] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:43:23.881906] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:43:23.882009] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:43:23.882055] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:43:23.977295] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:43:23.977497] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:43:23.977544] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:43:23.977578] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:43:23.981020] [DEBUG] [FORECASTER] POWI: Forecast T+1@11:T+2@11: DOWN (p=5.49%)
[2025-11-25T23:43:23.981306] [INFO ] [FORECASTER] Completed predict_future for POWI
[2025-11-25T23:43:23.981458] [INFO ] [sig       ] POWI: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:43:24.123240] [INFO ] [LOCAL     ] Saved forecast: POWI	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/POWI.txt
[2025-11-25T23:43:24.123401] [INFO ] [sig       ] [2613/3639] Completed POWI in 0.3s | 3.04 sym/s | Total: 14.3m | ETA: 5.6m
[2025-11-25T23:43:24.123456] [INFO ] [sig       ] [2614/3639] Forecasting POWL...
[2025-11-25T23:43:24.123498] [INFO ] [sig       ] Generating forecast for: POWL
[2025-11-25T23:43:24.123590] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'POWL' from 'https://tdm.silogroup.org/data/derivative_storage/POWL.csv'.
[2025-11-25T23:43:24.136172] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'POWL'.
[2025-11-25T23:43:24.136517] [INFO ] [FORECASTER] Starting predict_future for POWL
[2025-11-25T23:43:24.137412] [DEBUG] [LOCAL     ] No optimal features file found for POWL: ./output/feature-sets/POWL.txt
[2025-11-25T23:43:24.137483] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:43:24.137734] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:43:24.137782] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:43:24.137869] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:43:24.197847] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:43:24.198638] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:43:24.198757] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:43:24.198813] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:43:24.294619] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:43:24.294817] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:43:24.294864] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:43:24.294899] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:43:24.298397] [DEBUG] [FORECASTER] POWL: Forecast T+1@11:T+2@11: UP (p=98.70%)
[2025-11-25T23:43:24.298716] [INFO ] [FORECASTER] Completed predict_future for POWL
[2025-11-25T23:43:24.298864] [INFO ] [sig       ] POWL: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:43:24.440792] [INFO ] [LOCAL     ] Saved forecast: POWL	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/POWL.txt
[2025-11-25T23:43:24.440954] [INFO ] [sig       ] [2614/3639] Completed POWL in 0.3s | 3.04 sym/s | Total: 14.3m | ETA: 5.6m
[2025-11-25T23:43:24.441011] [INFO ] [sig       ] [2615/3639] Forecasting PPC...
[2025-11-25T23:43:24.441066] [INFO ] [sig       ] Generating forecast for: PPC
[2025-11-25T23:43:24.441121] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PPC' from 'https://tdm.silogroup.org/data/derivative_storage/PPC.csv'.
[2025-11-25T23:43:24.453148] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PPC'.
[2025-11-25T23:43:24.453509] [INFO ] [FORECASTER] Starting predict_future for PPC
[2025-11-25T23:43:24.454325] [DEBUG] [LOCAL     ] No optimal features file found for PPC: ./output/feature-sets/PPC.txt
[2025-11-25T23:43:24.454398] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:43:24.454442] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:43:24.454479] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:43:24.454552] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:43:24.513595] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:43:24.514373] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:43:24.514473] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:43:24.514518] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:43:24.623811] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:43:24.623964] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:43:24.624009] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:43:24.624045] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:43:24.627426] [DEBUG] [FORECASTER] PPC: Forecast T+1@11:T+2@11: UP (p=85.18%)
[2025-11-25T23:43:24.627816] [INFO ] [FORECASTER] Completed predict_future for PPC
[2025-11-25T23:43:24.628030] [INFO ] [sig       ] PPC: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:43:24.770865] [INFO ] [LOCAL     ] Saved forecast: PPC	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/PPC.txt
[2025-11-25T23:43:24.771028] [INFO ] [sig       ] [2615/3639] Completed PPC in 0.3s | 3.04 sym/s | Total: 14.3m | ETA: 5.6m
[2025-11-25T23:43:24.771085] [INFO ] [sig       ] [2616/3639] Forecasting PPG...
[2025-11-25T23:43:24.771131] [INFO ] [sig       ] Generating forecast for: PPG
[2025-11-25T23:43:24.771172] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PPG' from 'https://tdm.silogroup.org/data/derivative_storage/PPG.csv'.
[2025-11-25T23:43:24.784229] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PPG'.
[2025-11-25T23:43:24.784564] [INFO ] [FORECASTER] Starting predict_future for PPG
[2025-11-25T23:43:24.785358] [DEBUG] [LOCAL     ] No optimal features file found for PPG: ./output/feature-sets/PPG.txt
[2025-11-25T23:43:24.785429] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:43:24.785476] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:43:24.785518] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:43:24.785587] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:43:24.844609] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:43:24.845327] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:43:24.845426] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:43:24.845475] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:43:24.952861] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:43:24.953043] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:43:24.953088] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:43:24.953121] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:43:24.956508] [DEBUG] [FORECASTER] PPG: Forecast T+1@11:T+2@11: DOWN (p=10.16%)
[2025-11-25T23:43:24.956866] [INFO ] [FORECASTER] Completed predict_future for PPG
[2025-11-25T23:43:24.957036] [INFO ] [sig       ] PPG: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:43:25.098765] [INFO ] [LOCAL     ] Saved forecast: PPG	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/PPG.txt
[2025-11-25T23:43:25.098921] [INFO ] [sig       ] [2616/3639] Completed PPG in 0.3s | 3.04 sym/s | Total: 14.3m | ETA: 5.6m
[2025-11-25T23:43:25.098976] [INFO ] [sig       ] [2617/3639] Forecasting PPH...
[2025-11-25T23:43:25.099019] [INFO ] [sig       ] Generating forecast for: PPH
[2025-11-25T23:43:25.099086] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PPH' from 'https://tdm.silogroup.org/data/derivative_storage/PPH.csv'.
[2025-11-25T23:43:25.110927] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PPH'.
[2025-11-25T23:43:25.111302] [INFO ] [FORECASTER] Starting predict_future for PPH
[2025-11-25T23:43:25.112126] [DEBUG] [LOCAL     ] No optimal features file found for PPH: ./output/feature-sets/PPH.txt
[2025-11-25T23:43:25.112195] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:43:25.112243] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:43:25.112286] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:43:25.112355] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:43:25.169745] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:43:25.170665] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:43:25.170765] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:43:25.170813] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:43:25.268007] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:43:25.268199] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:43:25.268250] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:43:25.268287] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:43:25.271776] [DEBUG] [FORECASTER] PPH: Forecast T+1@11:T+2@11: DOWN (p=22.73%)
[2025-11-25T23:43:25.272068] [INFO ] [FORECASTER] Completed predict_future for PPH
[2025-11-25T23:43:25.272209] [INFO ] [sig       ] PPH: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:43:25.413557] [INFO ] [LOCAL     ] Saved forecast: PPH	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/PPH.txt
[2025-11-25T23:43:25.413734] [INFO ] [sig       ] [2617/3639] Completed PPH in 0.3s | 3.04 sym/s | Total: 14.4m | ETA: 5.6m
[2025-11-25T23:43:25.413792] [INFO ] [sig       ] [2618/3639] Forecasting PPIH...
[2025-11-25T23:43:25.413837] [INFO ] [sig       ] Generating forecast for: PPIH
[2025-11-25T23:43:25.413882] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PPIH' from 'https://tdm.silogroup.org/data/derivative_storage/PPIH.csv'.
[2025-11-25T23:43:25.425798] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PPIH'.
[2025-11-25T23:43:25.426134] [INFO ] [FORECASTER] Starting predict_future for PPIH
[2025-11-25T23:43:25.426942] [DEBUG] [LOCAL     ] No optimal features file found for PPIH: ./output/feature-sets/PPIH.txt
[2025-11-25T23:43:25.427011] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:43:25.427057] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:43:25.427098] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:43:25.427166] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:43:25.485385] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:43:25.486125] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:43:25.486220] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:43:25.486267] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:43:25.578266] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:43:25.578442] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:43:25.578536] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:43:25.578574] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:43:25.582051] [DEBUG] [FORECASTER] PPIH: Forecast T+1@11:T+2@11: DOWN (p=13.81%)
[2025-11-25T23:43:25.582342] [INFO ] [FORECASTER] Completed predict_future for PPIH
[2025-11-25T23:43:25.582489] [INFO ] [sig       ] PPIH: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:43:25.724213] [INFO ] [LOCAL     ] Saved forecast: PPIH	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/PPIH.txt
[2025-11-25T23:43:25.724371] [INFO ] [sig       ] [2618/3639] Completed PPIH in 0.3s | 3.04 sym/s | Total: 14.4m | ETA: 5.6m
[2025-11-25T23:43:25.724426] [INFO ] [sig       ] [2619/3639] Forecasting PPL...
[2025-11-25T23:43:25.724466] [INFO ] [sig       ] Generating forecast for: PPL
[2025-11-25T23:43:25.724510] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PPL' from 'https://tdm.silogroup.org/data/derivative_storage/PPL.csv'.
[2025-11-25T23:43:25.736599] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PPL'.
[2025-11-25T23:43:25.736980] [INFO ] [FORECASTER] Starting predict_future for PPL
[2025-11-25T23:43:25.737820] [DEBUG] [LOCAL     ] No optimal features file found for PPL: ./output/feature-sets/PPL.txt
[2025-11-25T23:43:25.737890] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:43:25.737935] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:43:25.737975] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:43:25.738042] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:43:25.795886] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:43:25.796629] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:43:25.796742] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:43:25.796791] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:43:25.895225] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:43:25.895397] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:43:25.895443] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:43:25.895478] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:43:25.898882] [DEBUG] [FORECASTER] PPL: Forecast T+1@11:T+2@11: DOWN (p=15.92%)
[2025-11-25T23:43:25.899176] [INFO ] [FORECASTER] Completed predict_future for PPL
[2025-11-25T23:43:25.899315] [INFO ] [sig       ] PPL: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:43:26.041026] [INFO ] [LOCAL     ] Saved forecast: PPL	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/PPL.txt
[2025-11-25T23:43:26.041189] [INFO ] [sig       ] [2619/3639] Completed PPL in 0.3s | 3.04 sym/s | Total: 14.4m | ETA: 5.6m
[2025-11-25T23:43:26.041243] [INFO ] [sig       ] [2620/3639] Forecasting PPSI...
[2025-11-25T23:43:26.041285] [INFO ] [sig       ] Generating forecast for: PPSI
[2025-11-25T23:43:26.041329] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PPSI' from 'https://tdm.silogroup.org/data/derivative_storage/PPSI.csv'.
[2025-11-25T23:43:26.052906] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PPSI'.
[2025-11-25T23:43:26.053264] [INFO ] [FORECASTER] Starting predict_future for PPSI
[2025-11-25T23:43:26.054112] [DEBUG] [LOCAL     ] No optimal features file found for PPSI: ./output/feature-sets/PPSI.txt
[2025-11-25T23:43:26.054181] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:43:26.054229] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:43:26.054271] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:43:26.054340] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:43:26.113391] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:43:26.114297] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:43:26.114397] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:43:26.114445] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:43:26.208436] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:43:26.208626] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:43:26.208704] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:43:26.208745] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:43:26.212177] [DEBUG] [FORECASTER] PPSI: Forecast T+1@11:T+2@11: DOWN (p=26.18%)
[2025-11-25T23:43:26.212476] [INFO ] [FORECASTER] Completed predict_future for PPSI
[2025-11-25T23:43:26.212612] [INFO ] [sig       ] PPSI: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:43:26.399580] [INFO ] [LOCAL     ] Saved forecast: PPSI	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/PPSI.txt
[2025-11-25T23:43:26.399767] [INFO ] [sig       ] [2620/3639] Completed PPSI in 0.4s | 3.04 sym/s | Total: 14.4m | ETA: 5.6m
[2025-11-25T23:43:26.399822] [INFO ] [sig       ] [2621/3639] Forecasting PPTA...
[2025-11-25T23:43:26.399864] [INFO ] [sig       ] Generating forecast for: PPTA
[2025-11-25T23:43:26.399906] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PPTA' from 'https://tdm.silogroup.org/data/derivative_storage/PPTA.csv'.
[2025-11-25T23:43:26.411891] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PPTA'.
[2025-11-25T23:43:26.412341] [INFO ] [FORECASTER] Starting predict_future for PPTA
[2025-11-25T23:43:26.413238] [DEBUG] [LOCAL     ] No optimal features file found for PPTA: ./output/feature-sets/PPTA.txt
[2025-11-25T23:43:26.413310] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:43:26.413370] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:43:26.413423] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:43:26.413515] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:43:26.471475] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:43:26.472417] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:43:26.472525] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:43:26.472586] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:43:26.573023] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:43:26.573206] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:43:26.573254] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:43:26.573289] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:43:26.576832] [DEBUG] [FORECASTER] PPTA: Forecast T+1@11:T+2@11: DOWN (p=5.12%)
[2025-11-25T23:43:26.577142] [INFO ] [FORECASTER] Completed predict_future for PPTA
[2025-11-25T23:43:26.577286] [INFO ] [sig       ] PPTA: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:43:26.720133] [INFO ] [LOCAL     ] Saved forecast: PPTA	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/PPTA.txt
[2025-11-25T23:43:26.720295] [INFO ] [sig       ] [2621/3639] Completed PPTA in 0.3s | 3.04 sym/s | Total: 14.4m | ETA: 5.6m
[2025-11-25T23:43:26.720350] [INFO ] [sig       ] [2622/3639] Forecasting PRA...
[2025-11-25T23:43:26.720394] [INFO ] [sig       ] Generating forecast for: PRA
[2025-11-25T23:43:26.720437] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PRA' from 'https://tdm.silogroup.org/data/derivative_storage/PRA.csv'.
[2025-11-25T23:43:26.732519] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PRA'.
[2025-11-25T23:43:26.732868] [INFO ] [FORECASTER] Starting predict_future for PRA
[2025-11-25T23:43:26.733670] [DEBUG] [LOCAL     ] No optimal features file found for PRA: ./output/feature-sets/PRA.txt
[2025-11-25T23:43:26.733738] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:43:26.733799] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:43:26.733841] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:43:26.733910] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:43:26.792614] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:43:26.793274] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:43:26.793371] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:43:26.793419] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:43:26.889357] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:43:26.889502] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:43:26.889546] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:43:26.889580] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:43:26.892826] [DEBUG] [FORECASTER] PRA: Forecast T+1@11:T+2@11: DOWN (p=32.54%)
[2025-11-25T23:43:26.893109] [INFO ] [FORECASTER] Completed predict_future for PRA
[2025-11-25T23:43:26.893248] [INFO ] [sig       ] PRA: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:43:27.061065] [INFO ] [LOCAL     ] Saved forecast: PRA	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/PRA.txt
[2025-11-25T23:43:27.061227] [INFO ] [sig       ] [2622/3639] Completed PRA in 0.3s | 3.04 sym/s | Total: 14.4m | ETA: 5.6m
[2025-11-25T23:43:27.061282] [INFO ] [sig       ] [2623/3639] Forecasting PRAA...
[2025-11-25T23:43:27.061326] [INFO ] [sig       ] Generating forecast for: PRAA
[2025-11-25T23:43:27.061369] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PRAA' from 'https://tdm.silogroup.org/data/derivative_storage/PRAA.csv'.
[2025-11-25T23:43:27.074022] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PRAA'.
[2025-11-25T23:43:27.074442] [INFO ] [FORECASTER] Starting predict_future for PRAA
[2025-11-25T23:43:27.075369] [DEBUG] [LOCAL     ] No optimal features file found for PRAA: ./output/feature-sets/PRAA.txt
[2025-11-25T23:43:27.075446] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:43:27.075496] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:43:27.075538] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:43:27.075614] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:43:27.135390] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:43:27.136205] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:43:27.136308] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:43:27.136356] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:43:27.229837] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:43:27.230025] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:43:27.230075] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:43:27.230112] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:43:27.233716] [DEBUG] [FORECASTER] PRAA: Forecast T+1@11:T+2@11: UP (p=92.40%)
[2025-11-25T23:43:27.234075] [INFO ] [FORECASTER] Completed predict_future for PRAA
[2025-11-25T23:43:27.234223] [INFO ] [sig       ] PRAA: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:43:27.375782] [INFO ] [LOCAL     ] Saved forecast: PRAA	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/PRAA.txt
[2025-11-25T23:43:27.375945] [INFO ] [sig       ] [2623/3639] Completed PRAA in 0.3s | 3.04 sym/s | Total: 14.4m | ETA: 5.6m
[2025-11-25T23:43:27.375999] [INFO ] [sig       ] [2624/3639] Forecasting PRAX...
[2025-11-25T23:43:27.376045] [INFO ] [sig       ] Generating forecast for: PRAX
[2025-11-25T23:43:27.376084] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PRAX' from 'https://tdm.silogroup.org/data/derivative_storage/PRAX.csv'.
[2025-11-25T23:43:27.388074] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PRAX'.
[2025-11-25T23:43:27.388453] [INFO ] [FORECASTER] Starting predict_future for PRAX
[2025-11-25T23:43:27.389274] [DEBUG] [LOCAL     ] No optimal features file found for PRAX: ./output/feature-sets/PRAX.txt
[2025-11-25T23:43:27.389342] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:43:27.389388] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:43:27.389432] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:43:27.389507] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:43:27.447324] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:43:27.448180] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:43:27.448281] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:43:27.448329] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:43:27.544345] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:43:27.544516] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:43:27.544560] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:43:27.544600] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:43:27.548065] [DEBUG] [FORECASTER] PRAX: Forecast T+1@11:T+2@11: UP (p=99.70%)
[2025-11-25T23:43:27.548377] [INFO ] [FORECASTER] Completed predict_future for PRAX
[2025-11-25T23:43:27.548528] [INFO ] [sig       ] PRAX: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:43:27.693183] [INFO ] [LOCAL     ] Saved forecast: PRAX	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/PRAX.txt
[2025-11-25T23:43:27.693360] [INFO ] [sig       ] [2624/3639] Completed PRAX in 0.3s | 3.04 sym/s | Total: 14.4m | ETA: 5.6m
[2025-11-25T23:43:27.693415] [INFO ] [sig       ] [2625/3639] Forecasting PRCH...
[2025-11-25T23:43:27.693457] [INFO ] [sig       ] Generating forecast for: PRCH
[2025-11-25T23:43:27.693505] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PRCH' from 'https://tdm.silogroup.org/data/derivative_storage/PRCH.csv'.
[2025-11-25T23:43:27.706532] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PRCH'.
[2025-11-25T23:43:27.706918] [INFO ] [FORECASTER] Starting predict_future for PRCH
[2025-11-25T23:43:27.707841] [DEBUG] [LOCAL     ] No optimal features file found for PRCH: ./output/feature-sets/PRCH.txt
[2025-11-25T23:43:27.707910] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:43:27.707970] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:43:27.708021] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:43:27.708111] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:43:27.766421] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:43:27.767157] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:43:27.767255] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:43:27.767317] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:43:27.871090] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:43:27.871265] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:43:27.871312] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:43:27.871348] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:43:27.874901] [DEBUG] [FORECASTER] PRCH: Forecast T+1@11:T+2@11: DOWN (p=28.66%)
[2025-11-25T23:43:27.875200] [INFO ] [FORECASTER] Completed predict_future for PRCH
[2025-11-25T23:43:27.875342] [INFO ] [sig       ] PRCH: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:43:28.019463] [INFO ] [LOCAL     ] Saved forecast: PRCH	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/PRCH.txt
[2025-11-25T23:43:28.019668] [INFO ] [sig       ] [2625/3639] Completed PRCH in 0.3s | 3.04 sym/s | Total: 14.4m | ETA: 5.6m
[2025-11-25T23:43:28.019758] [INFO ] [sig       ] [2626/3639] Forecasting PRDO...
[2025-11-25T23:43:28.019808] [INFO ] [sig       ] Generating forecast for: PRDO
[2025-11-25T23:43:28.019844] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PRDO' from 'https://tdm.silogroup.org/data/derivative_storage/PRDO.csv'.
[2025-11-25T23:43:28.032290] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PRDO'.
[2025-11-25T23:43:28.032742] [INFO ] [FORECASTER] Starting predict_future for PRDO
[2025-11-25T23:43:28.033679] [DEBUG] [LOCAL     ] No optimal features file found for PRDO: ./output/feature-sets/PRDO.txt
[2025-11-25T23:43:28.033750] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:43:28.033796] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:43:28.033833] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:43:28.033904] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:43:28.094152] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:43:28.095046] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:43:28.095147] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:43:28.095196] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:43:28.199216] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:43:28.199366] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:43:28.199410] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:43:28.199444] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:43:28.202826] [DEBUG] [FORECASTER] PRDO: Forecast T+1@11:T+2@11: UP (p=95.55%)
[2025-11-25T23:43:28.203110] [INFO ] [FORECASTER] Completed predict_future for PRDO
[2025-11-25T23:43:28.203248] [INFO ] [sig       ] PRDO: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:43:28.346080] [INFO ] [LOCAL     ] Saved forecast: PRDO	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/PRDO.txt
[2025-11-25T23:43:28.346242] [INFO ] [sig       ] [2626/3639] Completed PRDO in 0.3s | 3.04 sym/s | Total: 14.4m | ETA: 5.6m
[2025-11-25T23:43:28.346294] [INFO ] [sig       ] [2627/3639] Forecasting PRFZ...
[2025-11-25T23:43:28.346338] [INFO ] [sig       ] Generating forecast for: PRFZ
[2025-11-25T23:43:28.346381] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PRFZ' from 'https://tdm.silogroup.org/data/derivative_storage/PRFZ.csv'.
[2025-11-25T23:43:28.358686] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PRFZ'.
[2025-11-25T23:43:28.359006] [INFO ] [FORECASTER] Starting predict_future for PRFZ
[2025-11-25T23:43:28.359850] [DEBUG] [LOCAL     ] No optimal features file found for PRFZ: ./output/feature-sets/PRFZ.txt
[2025-11-25T23:43:28.359919] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:43:28.359963] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:43:28.360005] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:43:28.360080] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:43:28.419427] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:43:28.420165] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:43:28.420261] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:43:28.420309] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:43:28.515660] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:43:28.515819] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:43:28.515864] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:43:28.515899] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:43:28.519315] [DEBUG] [FORECASTER] PRFZ: Forecast T+1@11:T+2@11: DOWN (p=7.14%)
[2025-11-25T23:43:28.519638] [INFO ] [FORECASTER] Completed predict_future for PRFZ
[2025-11-25T23:43:28.519832] [INFO ] [sig       ] PRFZ: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:43:28.663488] [INFO ] [LOCAL     ] Saved forecast: PRFZ	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/PRFZ.txt
[2025-11-25T23:43:28.663682] [INFO ] [sig       ] [2627/3639] Completed PRFZ in 0.3s | 3.04 sym/s | Total: 14.4m | ETA: 5.5m
[2025-11-25T23:43:28.663741] [INFO ] [sig       ] [2628/3639] Forecasting PRG...
[2025-11-25T23:43:28.663784] [INFO ] [sig       ] Generating forecast for: PRG
[2025-11-25T23:43:28.663825] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PRG' from 'https://tdm.silogroup.org/data/derivative_storage/PRG.csv'.
[2025-11-25T23:43:28.675934] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PRG'.
[2025-11-25T23:43:28.676264] [INFO ] [FORECASTER] Starting predict_future for PRG
[2025-11-25T23:43:28.677088] [DEBUG] [LOCAL     ] No optimal features file found for PRG: ./output/feature-sets/PRG.txt
[2025-11-25T23:43:28.677157] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:43:28.677213] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:43:28.677264] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:43:28.677351] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:43:28.737255] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:43:28.738183] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:43:28.738284] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:43:28.738344] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:43:28.840484] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:43:28.840656] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:43:28.840722] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:43:28.840769] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:43:28.844398] [DEBUG] [FORECASTER] PRG: Forecast T+1@11:T+2@11: UP (p=55.36%)
[2025-11-25T23:43:28.844738] [INFO ] [FORECASTER] Completed predict_future for PRG
[2025-11-25T23:43:28.844900] [INFO ] [sig       ] PRG: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:43:28.991658] [INFO ] [LOCAL     ] Saved forecast: PRG	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/PRG.txt
[2025-11-25T23:43:28.991833] [INFO ] [sig       ] [2628/3639] Completed PRG in 0.3s | 3.04 sym/s | Total: 14.4m | ETA: 5.5m
[2025-11-25T23:43:28.991887] [INFO ] [sig       ] [2629/3639] Forecasting PRGO...
[2025-11-25T23:43:28.991945] [INFO ] [sig       ] Generating forecast for: PRGO
[2025-11-25T23:43:28.991997] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PRGO' from 'https://tdm.silogroup.org/data/derivative_storage/PRGO.csv'.
[2025-11-25T23:43:29.004378] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PRGO'.
[2025-11-25T23:43:29.004779] [INFO ] [FORECASTER] Starting predict_future for PRGO
[2025-11-25T23:43:29.005587] [DEBUG] [LOCAL     ] No optimal features file found for PRGO: ./output/feature-sets/PRGO.txt
[2025-11-25T23:43:29.005675] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:43:29.005727] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:43:29.005771] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:43:29.005840] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:43:29.063570] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:43:29.064286] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:43:29.064386] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:43:29.064446] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:43:29.167715] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:43:29.167904] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:43:29.167951] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:43:29.168008] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:43:29.171507] [DEBUG] [FORECASTER] PRGO: Forecast T+1@11:T+2@11: DOWN (p=29.85%)
[2025-11-25T23:43:29.171825] [INFO ] [FORECASTER] Completed predict_future for PRGO
[2025-11-25T23:43:29.171994] [INFO ] [sig       ] PRGO: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:43:29.313812] [INFO ] [LOCAL     ] Saved forecast: PRGO	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/PRGO.txt
[2025-11-25T23:43:29.313993] [INFO ] [sig       ] [2629/3639] Completed PRGO in 0.3s | 3.04 sym/s | Total: 14.4m | ETA: 5.5m
[2025-11-25T23:43:29.314070] [INFO ] [sig       ] [2630/3639] Forecasting PRGS...
[2025-11-25T23:43:29.314126] [INFO ] [sig       ] Generating forecast for: PRGS
[2025-11-25T23:43:29.314173] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PRGS' from 'https://tdm.silogroup.org/data/derivative_storage/PRGS.csv'.
[2025-11-25T23:43:29.326860] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PRGS'.
[2025-11-25T23:43:29.327308] [INFO ] [FORECASTER] Starting predict_future for PRGS
[2025-11-25T23:43:29.328183] [DEBUG] [LOCAL     ] No optimal features file found for PRGS: ./output/feature-sets/PRGS.txt
[2025-11-25T23:43:29.328254] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:43:29.328301] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:43:29.328342] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:43:29.328415] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:43:29.386406] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:43:29.387165] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:43:29.387261] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:43:29.387308] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:43:29.492097] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:43:29.492295] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:43:29.492343] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:43:29.492379] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:43:29.495946] [DEBUG] [FORECASTER] PRGS: Forecast T+1@11:T+2@11: UP (p=93.75%)
[2025-11-25T23:43:29.496276] [INFO ] [FORECASTER] Completed predict_future for PRGS
[2025-11-25T23:43:29.496432] [INFO ] [sig       ] PRGS: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:43:29.641307] [INFO ] [LOCAL     ] Saved forecast: PRGS	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/PRGS.txt
[2025-11-25T23:43:29.641487] [INFO ] [sig       ] [2630/3639] Completed PRGS in 0.3s | 3.04 sym/s | Total: 14.4m | ETA: 5.5m
[2025-11-25T23:43:29.641544] [INFO ] [sig       ] [2631/3639] Forecasting PRH...
[2025-11-25T23:43:29.641588] [INFO ] [sig       ] Generating forecast for: PRH
[2025-11-25T23:43:29.641630] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PRH' from 'https://tdm.silogroup.org/data/derivative_storage/PRH.csv'.
[2025-11-25T23:43:29.653725] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PRH'.
[2025-11-25T23:43:29.654054] [INFO ] [FORECASTER] Starting predict_future for PRH
[2025-11-25T23:43:29.654859] [DEBUG] [LOCAL     ] No optimal features file found for PRH: ./output/feature-sets/PRH.txt
[2025-11-25T23:43:29.654939] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:43:29.655001] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:43:29.655045] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:43:29.655116] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:43:29.714192] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:43:29.715001] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:43:29.715125] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:43:29.715175] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:43:29.816264] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:43:29.816454] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:43:29.816503] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:43:29.816540] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:43:29.819960] [DEBUG] [FORECASTER] PRH: Forecast T+1@11:T+2@11: UP (p=97.11%)
[2025-11-25T23:43:29.820256] [INFO ] [FORECASTER] Completed predict_future for PRH
[2025-11-25T23:43:29.820406] [INFO ] [sig       ] PRH: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:43:29.970863] [INFO ] [LOCAL     ] Saved forecast: PRH	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/PRH.txt
[2025-11-25T23:43:29.971048] [INFO ] [sig       ] [2631/3639] Completed PRH in 0.3s | 3.04 sym/s | Total: 14.4m | ETA: 5.5m
[2025-11-25T23:43:29.971105] [INFO ] [sig       ] [2632/3639] Forecasting PRI...
[2025-11-25T23:43:29.971149] [INFO ] [sig       ] Generating forecast for: PRI
[2025-11-25T23:43:29.971191] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PRI' from 'https://tdm.silogroup.org/data/derivative_storage/PRI.csv'.
[2025-11-25T23:43:29.986533] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PRI'.
[2025-11-25T23:43:29.987233] [INFO ] [FORECASTER] Starting predict_future for PRI
[2025-11-25T23:43:29.988324] [DEBUG] [LOCAL     ] No optimal features file found for PRI: ./output/feature-sets/PRI.txt
[2025-11-25T23:43:29.988399] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:43:29.988462] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:43:29.988517] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:43:29.988610] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:43:30.047742] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:43:30.049013] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:43:30.049162] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:43:30.049216] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:43:30.142543] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:43:30.142776] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:43:30.142833] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:43:30.142872] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:43:30.146598] [DEBUG] [FORECASTER] PRI: Forecast T+1@11:T+2@11: UP (p=75.16%)
[2025-11-25T23:43:30.146948] [INFO ] [FORECASTER] Completed predict_future for PRI
[2025-11-25T23:43:30.147122] [INFO ] [sig       ] PRI: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:43:30.294954] [INFO ] [LOCAL     ] Saved forecast: PRI	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/PRI.txt
[2025-11-25T23:43:30.295122] [INFO ] [sig       ] [2632/3639] Completed PRI in 0.3s | 3.04 sym/s | Total: 14.4m | ETA: 5.5m
[2025-11-25T23:43:30.295178] [INFO ] [sig       ] [2633/3639] Forecasting PRIM...
[2025-11-25T23:43:30.295220] [INFO ] [sig       ] Generating forecast for: PRIM
[2025-11-25T23:43:30.295261] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PRIM' from 'https://tdm.silogroup.org/data/derivative_storage/PRIM.csv'.
[2025-11-25T23:43:30.307127] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PRIM'.
[2025-11-25T23:43:30.307458] [INFO ] [FORECASTER] Starting predict_future for PRIM
[2025-11-25T23:43:30.308286] [DEBUG] [LOCAL     ] No optimal features file found for PRIM: ./output/feature-sets/PRIM.txt
[2025-11-25T23:43:30.308356] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:43:30.308401] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:43:30.308480] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:43:30.308559] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:43:30.365342] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:43:30.365972] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:43:30.366066] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:43:30.366113] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:43:30.463112] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:43:30.463209] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:43:30.463249] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:43:30.463282] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:43:30.466348] [DEBUG] [FORECASTER] PRIM: Forecast T+1@11:T+2@11: UP (p=97.61%)
[2025-11-25T23:43:30.466662] [INFO ] [FORECASTER] Completed predict_future for PRIM
[2025-11-25T23:43:30.466870] [INFO ] [sig       ] PRIM: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:43:30.607832] [INFO ] [LOCAL     ] Saved forecast: PRIM	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/PRIM.txt
[2025-11-25T23:43:30.608009] [INFO ] [sig       ] [2633/3639] Completed PRIM in 0.3s | 3.04 sym/s | Total: 14.4m | ETA: 5.5m
[2025-11-25T23:43:30.608063] [INFO ] [sig       ] [2634/3639] Forecasting PRLB...
[2025-11-25T23:43:30.608098] [INFO ] [sig       ] Generating forecast for: PRLB
[2025-11-25T23:43:30.608142] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PRLB' from 'https://tdm.silogroup.org/data/derivative_storage/PRLB.csv'.
[2025-11-25T23:43:30.620223] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PRLB'.
[2025-11-25T23:43:30.620584] [INFO ] [FORECASTER] Starting predict_future for PRLB
[2025-11-25T23:43:30.621452] [DEBUG] [LOCAL     ] No optimal features file found for PRLB: ./output/feature-sets/PRLB.txt
[2025-11-25T23:43:30.621528] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:43:30.621588] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:43:30.621667] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:43:30.621752] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:43:30.679554] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:43:30.680264] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:43:30.680376] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:43:30.680425] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:43:30.772141] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:43:30.772332] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:43:30.772382] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:43:30.772418] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:43:30.776031] [DEBUG] [FORECASTER] PRLB: Forecast T+1@11:T+2@11: UP (p=76.86%)
[2025-11-25T23:43:30.776344] [INFO ] [FORECASTER] Completed predict_future for PRLB
[2025-11-25T23:43:30.776497] [INFO ] [sig       ] PRLB: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:43:30.917158] [INFO ] [LOCAL     ] Saved forecast: PRLB	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/PRLB.txt
[2025-11-25T23:43:30.917326] [INFO ] [sig       ] [2634/3639] Completed PRLB in 0.3s | 3.04 sym/s | Total: 14.4m | ETA: 5.5m
[2025-11-25T23:43:30.917392] [INFO ] [sig       ] [2635/3639] Forecasting PRM...
[2025-11-25T23:43:30.917438] [INFO ] [sig       ] Generating forecast for: PRM
[2025-11-25T23:43:30.917489] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PRM' from 'https://tdm.silogroup.org/data/derivative_storage/PRM.csv'.
[2025-11-25T23:43:30.930437] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PRM'.
[2025-11-25T23:43:30.930778] [INFO ] [FORECASTER] Starting predict_future for PRM
[2025-11-25T23:43:30.931634] [DEBUG] [LOCAL     ] No optimal features file found for PRM: ./output/feature-sets/PRM.txt
[2025-11-25T23:43:30.931731] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:43:30.931780] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:43:30.931832] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:43:30.931912] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:43:30.989554] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:43:30.990215] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:43:30.990313] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:43:30.990372] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:43:31.109051] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:43:31.109205] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:43:31.109251] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:43:31.109286] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:43:31.112743] [DEBUG] [FORECASTER] PRM: Forecast T+1@11:T+2@11: UP (p=94.20%)
[2025-11-25T23:43:31.113040] [INFO ] [FORECASTER] Completed predict_future for PRM
[2025-11-25T23:43:31.113212] [INFO ] [sig       ] PRM: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:43:31.253345] [INFO ] [LOCAL     ] Saved forecast: PRM	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/PRM.txt
[2025-11-25T23:43:31.253498] [INFO ] [sig       ] [2635/3639] Completed PRM in 0.3s | 3.04 sym/s | Total: 14.4m | ETA: 5.5m
[2025-11-25T23:43:31.253557] [INFO ] [sig       ] [2636/3639] Forecasting PRN...
[2025-11-25T23:43:31.253601] [INFO ] [sig       ] Generating forecast for: PRN
[2025-11-25T23:43:31.253666] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PRN' from 'https://tdm.silogroup.org/data/derivative_storage/PRN.csv'.
[2025-11-25T23:43:31.266964] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PRN'.
[2025-11-25T23:43:31.267298] [INFO ] [FORECASTER] Starting predict_future for PRN
[2025-11-25T23:43:31.268158] [DEBUG] [LOCAL     ] No optimal features file found for PRN: ./output/feature-sets/PRN.txt
[2025-11-25T23:43:31.268228] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:43:31.268274] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:43:31.268314] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:43:31.268393] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:43:31.325202] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:43:31.325954] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:43:31.326052] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:43:31.326101] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:43:31.431098] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:43:31.431278] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:43:31.431324] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:43:31.431360] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:43:31.434867] [DEBUG] [FORECASTER] PRN: Forecast T+1@11:T+2@11: DOWN (p=27.57%)
[2025-11-25T23:43:31.435155] [INFO ] [FORECASTER] Completed predict_future for PRN
[2025-11-25T23:43:31.435304] [INFO ] [sig       ] PRN: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:43:31.576125] [INFO ] [LOCAL     ] Saved forecast: PRN	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/PRN.txt
[2025-11-25T23:43:31.576280] [INFO ] [sig       ] [2636/3639] Completed PRN in 0.3s | 3.04 sym/s | Total: 14.5m | ETA: 5.5m
[2025-11-25T23:43:31.576334] [INFO ] [sig       ] [2637/3639] Forecasting PRO...
[2025-11-25T23:43:31.576414] [INFO ] [sig       ] Generating forecast for: PRO
[2025-11-25T23:43:31.576469] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PRO' from 'https://tdm.silogroup.org/data/derivative_storage/PRO.csv'.
[2025-11-25T23:43:31.589605] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PRO'.
[2025-11-25T23:43:31.590035] [INFO ] [FORECASTER] Starting predict_future for PRO
[2025-11-25T23:43:31.590869] [DEBUG] [LOCAL     ] No optimal features file found for PRO: ./output/feature-sets/PRO.txt
[2025-11-25T23:43:31.590938] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:43:31.590984] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:43:31.591024] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:43:31.591091] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:43:31.648379] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:43:31.649185] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:43:31.649313] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:43:31.649363] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:43:31.762609] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:43:31.762809] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:43:31.762868] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:43:31.762906] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:43:31.766325] [DEBUG] [FORECASTER] PRO: Forecast T+1@11:T+2@11: DOWN (p=3.68%)
[2025-11-25T23:43:31.766620] [INFO ] [FORECASTER] Completed predict_future for PRO
[2025-11-25T23:43:31.766792] [INFO ] [sig       ] PRO: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:43:31.906456] [INFO ] [LOCAL     ] Saved forecast: PRO	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/PRO.txt
[2025-11-25T23:43:31.906611] [INFO ] [sig       ] [2637/3639] Completed PRO in 0.3s | 3.04 sym/s | Total: 14.5m | ETA: 5.5m
[2025-11-25T23:43:31.906688] [INFO ] [sig       ] [2638/3639] Forecasting PROF...
[2025-11-25T23:43:31.906734] [INFO ] [sig       ] Generating forecast for: PROF
[2025-11-25T23:43:31.906776] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PROF' from 'https://tdm.silogroup.org/data/derivative_storage/PROF.csv'.
[2025-11-25T23:43:31.918584] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PROF'.
[2025-11-25T23:43:31.918948] [INFO ] [FORECASTER] Starting predict_future for PROF
[2025-11-25T23:43:31.919791] [DEBUG] [LOCAL     ] No optimal features file found for PROF: ./output/feature-sets/PROF.txt
[2025-11-25T23:43:31.919859] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:43:31.919915] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:43:31.919994] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:43:31.920068] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:43:31.977082] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:43:31.977804] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:43:31.977899] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:43:31.977958] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:43:32.081483] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:43:32.081682] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:43:32.081759] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:43:32.081805] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:43:32.085303] [DEBUG] [FORECASTER] PROF: Forecast T+1@11:T+2@11: DOWN (p=3.16%)
[2025-11-25T23:43:32.085623] [INFO ] [FORECASTER] Completed predict_future for PROF
[2025-11-25T23:43:32.085813] [INFO ] [sig       ] PROF: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:43:32.225241] [INFO ] [LOCAL     ] Saved forecast: PROF	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/PROF.txt
[2025-11-25T23:43:32.225419] [INFO ] [sig       ] [2638/3639] Completed PROF in 0.3s | 3.04 sym/s | Total: 14.5m | ETA: 5.5m
[2025-11-25T23:43:32.225474] [INFO ] [sig       ] [2639/3639] Forecasting PROK...
[2025-11-25T23:43:32.225519] [INFO ] [sig       ] Generating forecast for: PROK
[2025-11-25T23:43:32.225564] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PROK' from 'https://tdm.silogroup.org/data/derivative_storage/PROK.csv'.
[2025-11-25T23:43:32.237741] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PROK'.
[2025-11-25T23:43:32.238117] [INFO ] [FORECASTER] Starting predict_future for PROK
[2025-11-25T23:43:32.238944] [DEBUG] [LOCAL     ] No optimal features file found for PROK: ./output/feature-sets/PROK.txt
[2025-11-25T23:43:32.239013] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:43:32.239062] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:43:32.239103] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:43:32.239174] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:43:32.295821] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:43:32.296440] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:43:32.296537] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:43:32.296584] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:43:32.397921] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:43:32.398057] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:43:32.398099] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:43:32.398133] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:43:32.401327] [DEBUG] [FORECASTER] PROK: Forecast T+1@11:T+2@11: UP (p=81.39%)
[2025-11-25T23:43:32.401607] [INFO ] [FORECASTER] Completed predict_future for PROK
[2025-11-25T23:43:32.401781] [INFO ] [sig       ] PROK: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:43:32.541530] [INFO ] [LOCAL     ] Saved forecast: PROK	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/PROK.txt
[2025-11-25T23:43:32.541711] [INFO ] [sig       ] [2639/3639] Completed PROK in 0.3s | 3.04 sym/s | Total: 14.5m | ETA: 5.5m
[2025-11-25T23:43:32.541768] [INFO ] [sig       ] [2640/3639] Forecasting PRTA...
[2025-11-25T23:43:32.541813] [INFO ] [sig       ] Generating forecast for: PRTA
[2025-11-25T23:43:32.541854] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PRTA' from 'https://tdm.silogroup.org/data/derivative_storage/PRTA.csv'.
[2025-11-25T23:43:32.554021] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PRTA'.
[2025-11-25T23:43:32.554357] [INFO ] [FORECASTER] Starting predict_future for PRTA
[2025-11-25T23:43:32.555183] [DEBUG] [LOCAL     ] No optimal features file found for PRTA: ./output/feature-sets/PRTA.txt
[2025-11-25T23:43:32.555252] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:43:32.555297] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:43:32.555336] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:43:32.555406] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:43:32.614849] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:43:32.615472] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:43:32.615566] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:43:32.615611] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:43:32.711150] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:43:32.711268] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:43:32.711309] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:43:32.711342] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:43:32.714528] [DEBUG] [FORECASTER] PRTA: Forecast T+1@11:T+2@11: DOWN (p=20.27%)
[2025-11-25T23:43:32.714824] [INFO ] [FORECASTER] Completed predict_future for PRTA
[2025-11-25T23:43:32.714975] [INFO ] [sig       ] PRTA: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:43:32.855835] [INFO ] [LOCAL     ] Saved forecast: PRTA	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/PRTA.txt
[2025-11-25T23:43:32.855975] [INFO ] [sig       ] [2640/3639] Completed PRTA in 0.3s | 3.04 sym/s | Total: 14.5m | ETA: 5.5m
[2025-11-25T23:43:32.856029] [INFO ] [sig       ] [2641/3639] Forecasting PRTH...
[2025-11-25T23:43:32.856072] [INFO ] [sig       ] Generating forecast for: PRTH
[2025-11-25T23:43:32.856114] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PRTH' from 'https://tdm.silogroup.org/data/derivative_storage/PRTH.csv'.
[2025-11-25T23:43:32.868077] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PRTH'.
[2025-11-25T23:43:32.868416] [INFO ] [FORECASTER] Starting predict_future for PRTH
[2025-11-25T23:43:32.869287] [DEBUG] [LOCAL     ] No optimal features file found for PRTH: ./output/feature-sets/PRTH.txt
[2025-11-25T23:43:32.869357] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:43:32.869402] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:43:32.869442] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:43:32.869572] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:43:32.926685] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:43:32.927367] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:43:32.927464] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:43:32.927522] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:43:33.019948] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:43:33.020102] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:43:33.020146] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:43:33.020180] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:43:33.023469] [DEBUG] [FORECASTER] PRTH: Forecast T+1@11:T+2@11: UP (p=60.99%)
[2025-11-25T23:43:33.023778] [INFO ] [FORECASTER] Completed predict_future for PRTH
[2025-11-25T23:43:33.023931] [INFO ] [sig       ] PRTH: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:43:33.163819] [INFO ] [LOCAL     ] Saved forecast: PRTH	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/PRTH.txt
[2025-11-25T23:43:33.163978] [INFO ] [sig       ] [2641/3639] Completed PRTH in 0.3s | 3.04 sym/s | Total: 14.5m | ETA: 5.5m
[2025-11-25T23:43:33.164034] [INFO ] [sig       ] [2642/3639] Forecasting PRVA...
[2025-11-25T23:43:33.164078] [INFO ] [sig       ] Generating forecast for: PRVA
[2025-11-25T23:43:33.164120] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PRVA' from 'https://tdm.silogroup.org/data/derivative_storage/PRVA.csv'.
[2025-11-25T23:43:33.175322] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PRVA'.
[2025-11-25T23:43:33.175666] [INFO ] [FORECASTER] Starting predict_future for PRVA
[2025-11-25T23:43:33.176470] [DEBUG] [LOCAL     ] No optimal features file found for PRVA: ./output/feature-sets/PRVA.txt
[2025-11-25T23:43:33.176541] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:43:33.176597] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:43:33.176671] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:43:33.176763] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:43:33.233424] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:43:33.234134] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:43:33.234231] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:43:33.234292] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:43:33.326684] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:43:33.326825] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:43:33.326868] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:43:33.326903] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:43:33.334227] [DEBUG] [FORECASTER] PRVA: Forecast T+1@11:T+2@11: DOWN (p=43.68%)
[2025-11-25T23:43:33.334613] [INFO ] [FORECASTER] Completed predict_future for PRVA
[2025-11-25T23:43:33.334784] [INFO ] [sig       ] PRVA: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:43:33.475314] [INFO ] [LOCAL     ] Saved forecast: PRVA	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/PRVA.txt
[2025-11-25T23:43:33.475483] [INFO ] [sig       ] [2642/3639] Completed PRVA in 0.3s | 3.04 sym/s | Total: 14.5m | ETA: 5.5m
[2025-11-25T23:43:33.475557] [INFO ] [sig       ] [2643/3639] Forecasting PRZO...
[2025-11-25T23:43:33.475605] [INFO ] [sig       ] Generating forecast for: PRZO
[2025-11-25T23:43:33.475683] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PRZO' from 'https://tdm.silogroup.org/data/derivative_storage/PRZO.csv'.
[2025-11-25T23:43:33.489306] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PRZO'.
[2025-11-25T23:43:33.489694] [INFO ] [FORECASTER] Starting predict_future for PRZO
[2025-11-25T23:43:33.490513] [DEBUG] [LOCAL     ] No optimal features file found for PRZO: ./output/feature-sets/PRZO.txt
[2025-11-25T23:43:33.490584] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:43:33.490662] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:43:33.490733] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:43:33.490815] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:43:33.547744] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:43:33.548494] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:43:33.548605] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:43:33.548674] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:43:33.643726] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:43:33.643890] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:43:33.643935] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:43:33.643968] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:43:33.647312] [DEBUG] [FORECASTER] PRZO: Forecast T+1@11:T+2@11: DOWN (p=22.57%)
[2025-11-25T23:43:33.647612] [INFO ] [FORECASTER] Completed predict_future for PRZO
[2025-11-25T23:43:33.647790] [INFO ] [sig       ] PRZO: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:43:33.787991] [INFO ] [LOCAL     ] Saved forecast: PRZO	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/PRZO.txt
[2025-11-25T23:43:33.788142] [INFO ] [sig       ] [2643/3639] Completed PRZO in 0.3s | 3.04 sym/s | Total: 14.5m | ETA: 5.5m
[2025-11-25T23:43:33.788198] [INFO ] [sig       ] [2644/3639] Forecasting PSC...
[2025-11-25T23:43:33.788242] [INFO ] [sig       ] Generating forecast for: PSC
[2025-11-25T23:43:33.788283] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PSC' from 'https://tdm.silogroup.org/data/derivative_storage/PSC.csv'.
[2025-11-25T23:43:33.800816] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PSC'.
[2025-11-25T23:43:33.801170] [INFO ] [FORECASTER] Starting predict_future for PSC
[2025-11-25T23:43:33.802014] [DEBUG] [LOCAL     ] No optimal features file found for PSC: ./output/feature-sets/PSC.txt
[2025-11-25T23:43:33.802084] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:43:33.802129] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:43:33.802172] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:43:33.802266] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:43:33.860273] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:43:33.860936] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:43:33.861030] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:43:33.861076] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:43:33.953214] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:43:33.953376] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:43:33.953423] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:43:33.953457] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:43:33.956789] [DEBUG] [FORECASTER] PSC: Forecast T+1@11:T+2@11: DOWN (p=43.98%)
[2025-11-25T23:43:33.957076] [INFO ] [FORECASTER] Completed predict_future for PSC
[2025-11-25T23:43:33.957220] [INFO ] [sig       ] PSC: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:43:34.099465] [INFO ] [LOCAL     ] Saved forecast: PSC	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/PSC.txt
[2025-11-25T23:43:34.099610] [INFO ] [sig       ] [2644/3639] Completed PSC in 0.3s | 3.04 sym/s | Total: 14.5m | ETA: 5.5m
[2025-11-25T23:43:34.099685] [INFO ] [sig       ] [2645/3639] Forecasting PSCE...
[2025-11-25T23:43:34.099730] [INFO ] [sig       ] Generating forecast for: PSCE
[2025-11-25T23:43:34.099770] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PSCE' from 'https://tdm.silogroup.org/data/derivative_storage/PSCE.csv'.
[2025-11-25T23:43:34.112373] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PSCE'.
[2025-11-25T23:43:34.112783] [INFO ] [FORECASTER] Starting predict_future for PSCE
[2025-11-25T23:43:34.113618] [DEBUG] [LOCAL     ] No optimal features file found for PSCE: ./output/feature-sets/PSCE.txt
[2025-11-25T23:43:34.113720] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:43:34.113768] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:43:34.113808] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:43:34.113870] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:43:34.170573] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:43:34.171324] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:43:34.171422] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:43:34.171468] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:43:34.257274] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:43:34.257461] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:43:34.257507] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:43:34.257541] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:43:34.260892] [DEBUG] [FORECASTER] PSCE: Forecast T+1@11:T+2@11: DOWN (p=1.57%)
[2025-11-25T23:43:34.261185] [INFO ] [FORECASTER] Completed predict_future for PSCE
[2025-11-25T23:43:34.261331] [INFO ] [sig       ] PSCE: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:43:34.400413] [INFO ] [LOCAL     ] Saved forecast: PSCE	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/PSCE.txt
[2025-11-25T23:43:34.400575] [INFO ] [sig       ] [2645/3639] Completed PSCE in 0.3s | 3.04 sym/s | Total: 14.5m | ETA: 5.4m
[2025-11-25T23:43:34.400634] [INFO ] [sig       ] [2646/3639] Forecasting PSCH...
[2025-11-25T23:43:34.400697] [INFO ] [sig       ] Generating forecast for: PSCH
[2025-11-25T23:43:34.400741] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PSCH' from 'https://tdm.silogroup.org/data/derivative_storage/PSCH.csv'.
[2025-11-25T23:43:34.412521] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PSCH'.
[2025-11-25T23:43:34.412886] [INFO ] [FORECASTER] Starting predict_future for PSCH
[2025-11-25T23:43:34.413718] [DEBUG] [LOCAL     ] No optimal features file found for PSCH: ./output/feature-sets/PSCH.txt
[2025-11-25T23:43:34.413811] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:43:34.413858] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:43:34.413898] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:43:34.413966] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:43:34.470672] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:43:34.471362] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:43:34.471460] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:43:34.471507] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:43:34.557772] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:43:34.557929] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:43:34.557975] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:43:34.558009] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:43:34.561435] [DEBUG] [FORECASTER] PSCH: Forecast T+1@11:T+2@11: UP (p=83.74%)
[2025-11-25T23:43:34.561762] [INFO ] [FORECASTER] Completed predict_future for PSCH
[2025-11-25T23:43:34.561920] [INFO ] [sig       ] PSCH: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:43:34.702509] [INFO ] [LOCAL     ] Saved forecast: PSCH	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/PSCH.txt
[2025-11-25T23:43:34.702693] [INFO ] [sig       ] [2646/3639] Completed PSCH in 0.3s | 3.04 sym/s | Total: 14.5m | ETA: 5.4m
[2025-11-25T23:43:34.702752] [INFO ] [sig       ] [2647/3639] Forecasting PSEC...
[2025-11-25T23:43:34.702820] [INFO ] [sig       ] Generating forecast for: PSEC
[2025-11-25T23:43:34.702872] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PSEC' from 'https://tdm.silogroup.org/data/derivative_storage/PSEC.csv'.
[2025-11-25T23:43:34.715081] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PSEC'.
[2025-11-25T23:43:34.715425] [INFO ] [FORECASTER] Starting predict_future for PSEC
[2025-11-25T23:43:34.716260] [DEBUG] [LOCAL     ] No optimal features file found for PSEC: ./output/feature-sets/PSEC.txt
[2025-11-25T23:43:34.716329] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:43:34.716385] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:43:34.716435] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:43:34.716520] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:43:34.773168] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:43:34.773910] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:43:34.774008] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:43:34.774064] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:43:34.871136] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:43:34.871318] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:43:34.871362] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:43:34.871398] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:43:34.874860] [DEBUG] [FORECASTER] PSEC: Forecast T+1@11:T+2@11: DOWN (p=9.19%)
[2025-11-25T23:43:34.875155] [INFO ] [FORECASTER] Completed predict_future for PSEC
[2025-11-25T23:43:34.875300] [INFO ] [sig       ] PSEC: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:43:35.015781] [INFO ] [LOCAL     ] Saved forecast: PSEC	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/PSEC.txt
[2025-11-25T23:43:35.015927] [INFO ] [sig       ] [2647/3639] Completed PSEC in 0.3s | 3.04 sym/s | Total: 14.5m | ETA: 5.4m
[2025-11-25T23:43:35.015981] [INFO ] [sig       ] [2648/3639] Forecasting PSF...
[2025-11-25T23:43:35.016025] [INFO ] [sig       ] Generating forecast for: PSF
[2025-11-25T23:43:35.016086] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PSF' from 'https://tdm.silogroup.org/data/derivative_storage/PSF.csv'.
[2025-11-25T23:43:35.028880] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PSF'.
[2025-11-25T23:43:35.029268] [INFO ] [FORECASTER] Starting predict_future for PSF
[2025-11-25T23:43:35.030095] [DEBUG] [LOCAL     ] No optimal features file found for PSF: ./output/feature-sets/PSF.txt
[2025-11-25T23:43:35.030165] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:43:35.030226] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:43:35.030277] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:43:35.030366] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:43:35.088415] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:43:35.089528] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:43:35.089688] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:43:35.089751] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:43:35.191572] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:43:35.191809] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:43:35.191865] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:43:35.191901] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:43:35.195566] [DEBUG] [FORECASTER] PSF: Forecast T+1@11:T+2@11: UP (p=80.53%)
[2025-11-25T23:43:35.195927] [INFO ] [FORECASTER] Completed predict_future for PSF
[2025-11-25T23:43:35.196090] [INFO ] [sig       ] PSF: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:43:35.342356] [INFO ] [LOCAL     ] Saved forecast: PSF	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/PSF.txt
[2025-11-25T23:43:35.342562] [INFO ] [sig       ] [2648/3639] Completed PSF in 0.3s | 3.04 sym/s | Total: 14.5m | ETA: 5.4m
[2025-11-25T23:43:35.342678] [INFO ] [sig       ] [2649/3639] Forecasting PSFE...
[2025-11-25T23:43:35.342746] [INFO ] [sig       ] Generating forecast for: PSFE
[2025-11-25T23:43:35.342800] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PSFE' from 'https://tdm.silogroup.org/data/derivative_storage/PSFE.csv'.
[2025-11-25T23:43:35.355369] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PSFE'.
[2025-11-25T23:43:35.355755] [INFO ] [FORECASTER] Starting predict_future for PSFE
[2025-11-25T23:43:35.356546] [DEBUG] [LOCAL     ] No optimal features file found for PSFE: ./output/feature-sets/PSFE.txt
[2025-11-25T23:43:35.356617] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:43:35.356687] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:43:35.356729] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:43:35.356799] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:43:35.413625] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:43:35.414276] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:43:35.414373] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:43:35.414414] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:43:35.512800] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:43:35.512977] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:43:35.513021] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:43:35.513055] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:43:35.516557] [DEBUG] [FORECASTER] PSFE: Forecast T+1@11:T+2@11: UP (p=98.92%)
[2025-11-25T23:43:35.516865] [INFO ] [FORECASTER] Completed predict_future for PSFE
[2025-11-25T23:43:35.517024] [INFO ] [sig       ] PSFE: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:43:35.658668] [INFO ] [LOCAL     ] Saved forecast: PSFE	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/PSFE.txt
[2025-11-25T23:43:35.658847] [INFO ] [sig       ] [2649/3639] Completed PSFE in 0.3s | 3.04 sym/s | Total: 14.5m | ETA: 5.4m
[2025-11-25T23:43:35.658903] [INFO ] [sig       ] [2650/3639] Forecasting PSHG...
[2025-11-25T23:43:35.658947] [INFO ] [sig       ] Generating forecast for: PSHG
[2025-11-25T23:43:35.658988] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PSHG' from 'https://tdm.silogroup.org/data/derivative_storage/PSHG.csv'.
[2025-11-25T23:43:35.671337] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PSHG'.
[2025-11-25T23:43:35.671699] [INFO ] [FORECASTER] Starting predict_future for PSHG
[2025-11-25T23:43:35.672501] [DEBUG] [LOCAL     ] No optimal features file found for PSHG: ./output/feature-sets/PSHG.txt
[2025-11-25T23:43:35.672576] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:43:35.672631] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:43:35.672712] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:43:35.672787] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:43:35.730722] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:43:35.731436] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:43:35.731534] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:43:35.731579] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:43:35.822457] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:43:35.822620] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:43:35.822684] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:43:35.822726] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:43:35.826026] [DEBUG] [FORECASTER] PSHG: Forecast T+1@11:T+2@11: DOWN (p=8.77%)
[2025-11-25T23:43:35.826308] [INFO ] [FORECASTER] Completed predict_future for PSHG
[2025-11-25T23:43:35.826450] [INFO ] [sig       ] PSHG: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:43:35.967130] [INFO ] [LOCAL     ] Saved forecast: PSHG	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/PSHG.txt
[2025-11-25T23:43:35.967291] [INFO ] [sig       ] [2650/3639] Completed PSHG in 0.3s | 3.04 sym/s | Total: 14.5m | ETA: 5.4m
[2025-11-25T23:43:35.967346] [INFO ] [sig       ] [2651/3639] Forecasting PSN...
[2025-11-25T23:43:35.967440] [INFO ] [sig       ] Generating forecast for: PSN
[2025-11-25T23:43:35.967491] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PSN' from 'https://tdm.silogroup.org/data/derivative_storage/PSN.csv'.
[2025-11-25T23:43:35.979360] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PSN'.
[2025-11-25T23:43:35.979734] [INFO ] [FORECASTER] Starting predict_future for PSN
[2025-11-25T23:43:35.980543] [DEBUG] [LOCAL     ] No optimal features file found for PSN: ./output/feature-sets/PSN.txt
[2025-11-25T23:43:35.980614] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:43:35.980681] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:43:35.980737] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:43:35.980807] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:43:36.037568] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:43:36.038296] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:43:36.038396] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:43:36.038443] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:43:36.136303] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:43:36.136473] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:43:36.136520] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:43:36.136554] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:43:36.139975] [DEBUG] [FORECASTER] PSN: Forecast T+1@11:T+2@11: UP (p=67.44%)
[2025-11-25T23:43:36.140287] [INFO ] [FORECASTER] Completed predict_future for PSN
[2025-11-25T23:43:36.140434] [INFO ] [sig       ] PSN: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:43:36.279605] [INFO ] [LOCAL     ] Saved forecast: PSN	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/PSN.txt
[2025-11-25T23:43:36.279782] [INFO ] [sig       ] [2651/3639] Completed PSN in 0.3s | 3.04 sym/s | Total: 14.5m | ETA: 5.4m
[2025-11-25T23:43:36.279838] [INFO ] [sig       ] [2652/3639] Forecasting PSNL...
[2025-11-25T23:43:36.279882] [INFO ] [sig       ] Generating forecast for: PSNL
[2025-11-25T23:43:36.279924] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PSNL' from 'https://tdm.silogroup.org/data/derivative_storage/PSNL.csv'.
[2025-11-25T23:43:36.291797] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PSNL'.
[2025-11-25T23:43:36.292225] [INFO ] [FORECASTER] Starting predict_future for PSNL
[2025-11-25T23:43:36.293084] [DEBUG] [LOCAL     ] No optimal features file found for PSNL: ./output/feature-sets/PSNL.txt
[2025-11-25T23:43:36.293155] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:43:36.293201] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:43:36.293257] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:43:36.293379] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:43:36.350147] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:43:36.351007] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:43:36.351107] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:43:36.351165] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:43:36.446939] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:43:36.447098] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:43:36.447141] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:43:36.447176] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:43:36.450477] [DEBUG] [FORECASTER] PSNL: Forecast T+1@11:T+2@11: DOWN (p=32.45%)
[2025-11-25T23:43:36.450787] [INFO ] [FORECASTER] Completed predict_future for PSNL
[2025-11-25T23:43:36.450961] [INFO ] [sig       ] PSNL: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:43:36.595068] [INFO ] [LOCAL     ] Saved forecast: PSNL	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/PSNL.txt
[2025-11-25T23:43:36.595229] [INFO ] [sig       ] [2652/3639] Completed PSNL in 0.3s | 3.04 sym/s | Total: 14.5m | ETA: 5.4m
[2025-11-25T23:43:36.595289] [INFO ] [sig       ] [2653/3639] Forecasting PSO...
[2025-11-25T23:43:36.595332] [INFO ] [sig       ] Generating forecast for: PSO
[2025-11-25T23:43:36.595372] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PSO' from 'https://tdm.silogroup.org/data/derivative_storage/PSO.csv'.
[2025-11-25T23:43:36.608457] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PSO'.
[2025-11-25T23:43:36.608823] [INFO ] [FORECASTER] Starting predict_future for PSO
[2025-11-25T23:43:36.609610] [DEBUG] [LOCAL     ] No optimal features file found for PSO: ./output/feature-sets/PSO.txt
[2025-11-25T23:43:36.609703] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:43:36.609750] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:43:36.609792] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:43:36.609862] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:43:36.666405] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:43:36.667074] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:43:36.667176] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:43:36.667224] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:43:36.761473] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:43:36.761667] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:43:36.761720] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:43:36.761756] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:43:36.765016] [DEBUG] [FORECASTER] PSO: Forecast T+1@11:T+2@11: UP (p=58.18%)
[2025-11-25T23:43:36.765295] [INFO ] [FORECASTER] Completed predict_future for PSO
[2025-11-25T23:43:36.765435] [INFO ] [sig       ] PSO: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:43:36.905497] [INFO ] [LOCAL     ] Saved forecast: PSO	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/PSO.txt
[2025-11-25T23:43:36.905664] [INFO ] [sig       ] [2653/3639] Completed PSO in 0.3s | 3.04 sym/s | Total: 14.5m | ETA: 5.4m
[2025-11-25T23:43:36.905722] [INFO ] [sig       ] [2654/3639] Forecasting PSQH...
[2025-11-25T23:43:36.905766] [INFO ] [sig       ] Generating forecast for: PSQH
[2025-11-25T23:43:36.905808] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PSQH' from 'https://tdm.silogroup.org/data/derivative_storage/PSQH.csv'.
[2025-11-25T23:43:36.918798] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PSQH'.
[2025-11-25T23:43:36.919160] [INFO ] [FORECASTER] Starting predict_future for PSQH
[2025-11-25T23:43:36.920007] [DEBUG] [LOCAL     ] No optimal features file found for PSQH: ./output/feature-sets/PSQH.txt
[2025-11-25T23:43:36.920077] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:43:36.920135] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:43:36.920187] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:43:36.920276] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:43:36.979096] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:43:36.980039] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:43:36.980141] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:43:36.980200] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:43:37.077062] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:43:37.077265] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:43:37.077311] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:43:37.077347] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:43:37.080925] [DEBUG] [FORECASTER] PSQH: Forecast T+1@11:T+2@11: UP (p=72.86%)
[2025-11-25T23:43:37.081227] [INFO ] [FORECASTER] Completed predict_future for PSQH
[2025-11-25T23:43:37.081373] [INFO ] [sig       ] PSQH: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:43:37.226213] [INFO ] [LOCAL     ] Saved forecast: PSQH	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/PSQH.txt
[2025-11-25T23:43:37.226437] [INFO ] [sig       ] [2654/3639] Completed PSQH in 0.3s | 3.04 sym/s | Total: 14.5m | ETA: 5.4m
[2025-11-25T23:43:37.226495] [INFO ] [sig       ] [2655/3639] Forecasting PSTG...
[2025-11-25T23:43:37.226549] [INFO ] [sig       ] Generating forecast for: PSTG
[2025-11-25T23:43:37.226602] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PSTG' from 'https://tdm.silogroup.org/data/derivative_storage/PSTG.csv'.
[2025-11-25T23:43:37.239174] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PSTG'.
[2025-11-25T23:43:37.239526] [INFO ] [FORECASTER] Starting predict_future for PSTG
[2025-11-25T23:43:37.240371] [DEBUG] [LOCAL     ] No optimal features file found for PSTG: ./output/feature-sets/PSTG.txt
[2025-11-25T23:43:37.240440] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:43:37.240485] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:43:37.240525] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:43:37.240593] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:43:37.299507] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:43:37.300378] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:43:37.300479] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:43:37.300526] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:43:37.399659] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:43:37.399854] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:43:37.399899] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:43:37.399934] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:43:37.403325] [DEBUG] [FORECASTER] PSTG: Forecast T+1@11:T+2@11: UP (p=99.37%)
[2025-11-25T23:43:37.403606] [INFO ] [FORECASTER] Completed predict_future for PSTG
[2025-11-25T23:43:37.403765] [INFO ] [sig       ] PSTG: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:43:37.566678] [INFO ] [LOCAL     ] Saved forecast: PSTG	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/PSTG.txt
[2025-11-25T23:43:37.566838] [INFO ] [sig       ] [2655/3639] Completed PSTG in 0.3s | 3.04 sym/s | Total: 14.6m | ETA: 5.4m
[2025-11-25T23:43:37.566892] [INFO ] [sig       ] [2656/3639] Forecasting PSTL...
[2025-11-25T23:43:37.566935] [INFO ] [sig       ] Generating forecast for: PSTL
[2025-11-25T23:43:37.566977] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PSTL' from 'https://tdm.silogroup.org/data/derivative_storage/PSTL.csv'.
[2025-11-25T23:43:37.578726] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PSTL'.
[2025-11-25T23:43:37.579022] [INFO ] [FORECASTER] Starting predict_future for PSTL
[2025-11-25T23:43:37.579829] [DEBUG] [LOCAL     ] No optimal features file found for PSTL: ./output/feature-sets/PSTL.txt
[2025-11-25T23:43:37.579897] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:43:37.579943] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:43:37.579983] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:43:37.580051] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:43:37.637461] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:43:37.638093] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:43:37.638185] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:43:37.638232] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:43:37.739084] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:43:37.739728] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:43:37.739815] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:43:37.739863] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:43:37.743266] [DEBUG] [FORECASTER] PSTL: Forecast T+1@11:T+2@11: DOWN (p=19.70%)
[2025-11-25T23:43:37.743706] [INFO ] [FORECASTER] Completed predict_future for PSTL
[2025-11-25T23:43:37.743923] [INFO ] [sig       ] PSTL: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:43:37.889218] [INFO ] [LOCAL     ] Saved forecast: PSTL	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/PSTL.txt
[2025-11-25T23:43:37.889406] [INFO ] [sig       ] [2656/3639] Completed PSTL in 0.3s | 3.04 sym/s | Total: 14.6m | ETA: 5.4m
[2025-11-25T23:43:37.889462] [INFO ] [sig       ] [2657/3639] Forecasting PSX...
[2025-11-25T23:43:37.889507] [INFO ] [sig       ] Generating forecast for: PSX
[2025-11-25T23:43:37.889548] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PSX' from 'https://tdm.silogroup.org/data/derivative_storage/PSX.csv'.
[2025-11-25T23:43:37.903213] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PSX'.
[2025-11-25T23:43:37.903588] [INFO ] [FORECASTER] Starting predict_future for PSX
[2025-11-25T23:43:37.904437] [DEBUG] [LOCAL     ] No optimal features file found for PSX: ./output/feature-sets/PSX.txt
[2025-11-25T23:43:37.904507] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:43:37.904577] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:43:37.904629] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:43:37.904732] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:43:37.963707] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:43:37.964591] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:43:37.964719] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:43:37.964778] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:43:38.065728] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:43:38.065923] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:43:38.065968] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:43:38.066002] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:43:38.069597] [DEBUG] [FORECASTER] PSX: Forecast T+1@11:T+2@11: DOWN (p=30.84%)
[2025-11-25T23:43:38.069957] [INFO ] [FORECASTER] Completed predict_future for PSX
[2025-11-25T23:43:38.070127] [INFO ] [sig       ] PSX: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:43:38.214811] [INFO ] [LOCAL     ] Saved forecast: PSX	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/PSX.txt
[2025-11-25T23:43:38.214993] [INFO ] [sig       ] [2657/3639] Completed PSX in 0.3s | 3.04 sym/s | Total: 14.6m | ETA: 5.4m
[2025-11-25T23:43:38.215050] [INFO ] [sig       ] [2658/3639] Forecasting PTA...
[2025-11-25T23:43:38.215093] [INFO ] [sig       ] Generating forecast for: PTA
[2025-11-25T23:43:38.215134] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PTA' from 'https://tdm.silogroup.org/data/derivative_storage/PTA.csv'.
[2025-11-25T23:43:38.227174] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PTA'.
[2025-11-25T23:43:38.227580] [INFO ] [FORECASTER] Starting predict_future for PTA
[2025-11-25T23:43:38.228389] [DEBUG] [LOCAL     ] No optimal features file found for PTA: ./output/feature-sets/PTA.txt
[2025-11-25T23:43:38.228460] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:43:38.228507] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:43:38.228547] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:43:38.228622] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:43:38.287471] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:43:38.288370] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:43:38.288469] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:43:38.288516] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:43:38.386938] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:43:38.387138] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:43:38.387189] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:43:38.387225] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:43:38.390800] [DEBUG] [FORECASTER] PTA: Forecast T+1@11:T+2@11: DOWN (p=44.46%)
[2025-11-25T23:43:38.391090] [INFO ] [FORECASTER] Completed predict_future for PTA
[2025-11-25T23:43:38.391225] [INFO ] [sig       ] PTA: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:43:38.553705] [INFO ] [LOCAL     ] Saved forecast: PTA	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/PTA.txt
[2025-11-25T23:43:38.553961] [INFO ] [sig       ] [2658/3639] Completed PTA in 0.3s | 3.04 sym/s | Total: 14.6m | ETA: 5.4m
[2025-11-25T23:43:38.554033] [INFO ] [sig       ] [2659/3639] Forecasting PTC...
[2025-11-25T23:43:38.554094] [INFO ] [sig       ] Generating forecast for: PTC
[2025-11-25T23:43:38.554153] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PTC' from 'https://tdm.silogroup.org/data/derivative_storage/PTC.csv'.
[2025-11-25T23:43:38.567345] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PTC'.
[2025-11-25T23:43:38.567769] [INFO ] [FORECASTER] Starting predict_future for PTC
[2025-11-25T23:43:38.568585] [DEBUG] [LOCAL     ] No optimal features file found for PTC: ./output/feature-sets/PTC.txt
[2025-11-25T23:43:38.568679] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:43:38.568726] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:43:38.568768] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:43:38.568837] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:43:38.627121] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:43:38.628030] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:43:38.628130] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:43:38.628178] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:43:38.725818] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:43:38.726014] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:43:38.726059] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:43:38.726093] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:43:38.729531] [DEBUG] [FORECASTER] PTC: Forecast T+1@11:T+2@11: UP (p=80.12%)
[2025-11-25T23:43:38.729879] [INFO ] [FORECASTER] Completed predict_future for PTC
[2025-11-25T23:43:38.730039] [INFO ] [sig       ] PTC: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:43:38.882725] [INFO ] [LOCAL     ] Saved forecast: PTC	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/PTC.txt
[2025-11-25T23:43:38.882884] [INFO ] [sig       ] [2659/3639] Completed PTC in 0.3s | 3.04 sym/s | Total: 14.6m | ETA: 5.4m
[2025-11-25T23:43:38.882957] [INFO ] [sig       ] [2660/3639] Forecasting PTEN...
[2025-11-25T23:43:38.883009] [INFO ] [sig       ] Generating forecast for: PTEN
[2025-11-25T23:43:38.883053] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PTEN' from 'https://tdm.silogroup.org/data/derivative_storage/PTEN.csv'.
[2025-11-25T23:43:38.894708] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PTEN'.
[2025-11-25T23:43:38.895029] [INFO ] [FORECASTER] Starting predict_future for PTEN
[2025-11-25T23:43:38.895870] [DEBUG] [LOCAL     ] No optimal features file found for PTEN: ./output/feature-sets/PTEN.txt
[2025-11-25T23:43:38.895937] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:43:38.895994] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:43:38.896045] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:43:38.896133] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:43:38.953252] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:43:38.953903] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:43:38.953995] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:43:38.954042] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:43:39.046716] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:43:39.046847] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:43:39.046889] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:43:39.046923] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:43:39.050174] [DEBUG] [FORECASTER] PTEN: Forecast T+1@11:T+2@11: DOWN (p=6.54%)
[2025-11-25T23:43:39.050455] [INFO ] [FORECASTER] Completed predict_future for PTEN
[2025-11-25T23:43:39.050586] [INFO ] [sig       ] PTEN: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:43:39.194907] [INFO ] [LOCAL     ] Saved forecast: PTEN	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/PTEN.txt
[2025-11-25T23:43:39.195114] [INFO ] [sig       ] [2660/3639] Completed PTEN in 0.3s | 3.04 sym/s | Total: 14.6m | ETA: 5.4m
[2025-11-25T23:43:39.195202] [INFO ] [sig       ] [2661/3639] Forecasting PTF...
[2025-11-25T23:43:39.195257] [INFO ] [sig       ] Generating forecast for: PTF
[2025-11-25T23:43:39.195303] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PTF' from 'https://tdm.silogroup.org/data/derivative_storage/PTF.csv'.
[2025-11-25T23:43:39.208611] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PTF'.
[2025-11-25T23:43:39.209106] [INFO ] [FORECASTER] Starting predict_future for PTF
[2025-11-25T23:43:39.210012] [DEBUG] [LOCAL     ] No optimal features file found for PTF: ./output/feature-sets/PTF.txt
[2025-11-25T23:43:39.210081] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:43:39.210127] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:43:39.210165] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:43:39.210228] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:43:39.268596] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:43:39.269492] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:43:39.269594] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:43:39.269661] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:43:39.364626] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:43:39.364840] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:43:39.364886] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:43:39.364921] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:43:39.368507] [DEBUG] [FORECASTER] PTF: Forecast T+1@11:T+2@11: DOWN (p=19.86%)
[2025-11-25T23:43:39.368826] [INFO ] [FORECASTER] Completed predict_future for PTF
[2025-11-25T23:43:39.368982] [INFO ] [sig       ] PTF: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:43:39.512165] [INFO ] [LOCAL     ] Saved forecast: PTF	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/PTF.txt
[2025-11-25T23:43:39.512345] [INFO ] [sig       ] [2661/3639] Completed PTF in 0.3s | 3.04 sym/s | Total: 14.6m | ETA: 5.4m
[2025-11-25T23:43:39.512400] [INFO ] [sig       ] [2662/3639] Forecasting PTGX...
[2025-11-25T23:43:39.512444] [INFO ] [sig       ] Generating forecast for: PTGX
[2025-11-25T23:43:39.512484] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PTGX' from 'https://tdm.silogroup.org/data/derivative_storage/PTGX.csv'.
[2025-11-25T23:43:39.524614] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PTGX'.
[2025-11-25T23:43:39.524915] [INFO ] [FORECASTER] Starting predict_future for PTGX
[2025-11-25T23:43:39.525751] [DEBUG] [LOCAL     ] No optimal features file found for PTGX: ./output/feature-sets/PTGX.txt
[2025-11-25T23:43:39.525819] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:43:39.525864] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:43:39.525905] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:43:39.525973] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:43:39.584169] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:43:39.584830] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:43:39.584924] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:43:39.584971] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:43:39.701032] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:43:39.701201] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:43:39.701248] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:43:39.701283] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:43:39.704772] [DEBUG] [FORECASTER] PTGX: Forecast T+1@11:T+2@11: DOWN (p=16.16%)
[2025-11-25T23:43:39.705066] [INFO ] [FORECASTER] Completed predict_future for PTGX
[2025-11-25T23:43:39.705238] [INFO ] [sig       ] PTGX: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:43:39.846229] [INFO ] [LOCAL     ] Saved forecast: PTGX	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/PTGX.txt
[2025-11-25T23:43:39.846392] [INFO ] [sig       ] [2662/3639] Completed PTGX in 0.3s | 3.04 sym/s | Total: 14.6m | ETA: 5.4m
[2025-11-25T23:43:39.846450] [INFO ] [sig       ] [2663/3639] Forecasting PTH...
[2025-11-25T23:43:39.846495] [INFO ] [sig       ] Generating forecast for: PTH
[2025-11-25T23:43:39.846540] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PTH' from 'https://tdm.silogroup.org/data/derivative_storage/PTH.csv'.
[2025-11-25T23:43:39.861067] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PTH'.
[2025-11-25T23:43:39.861671] [INFO ] [FORECASTER] Starting predict_future for PTH
[2025-11-25T23:43:39.862662] [DEBUG] [LOCAL     ] No optimal features file found for PTH: ./output/feature-sets/PTH.txt
[2025-11-25T23:43:39.862735] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:43:39.862795] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:43:39.862848] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:43:39.862941] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:43:39.923139] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:43:39.924416] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:43:39.924549] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:43:39.924616] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:43:40.036748] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:43:40.037052] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:43:40.037110] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:43:40.037149] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:43:40.042240] [DEBUG] [FORECASTER] PTH: Forecast T+1@11:T+2@11: UP (p=97.72%)
[2025-11-25T23:43:40.042793] [INFO ] [FORECASTER] Completed predict_future for PTH
[2025-11-25T23:43:40.043019] [INFO ] [sig       ] PTH: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:43:40.199777] [INFO ] [LOCAL     ] Saved forecast: PTH	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/PTH.txt
[2025-11-25T23:43:40.200022] [INFO ] [sig       ] [2663/3639] Completed PTH in 0.4s | 3.04 sym/s | Total: 14.6m | ETA: 5.3m
[2025-11-25T23:43:40.200092] [INFO ] [sig       ] [2664/3639] Forecasting PTIX...
[2025-11-25T23:43:40.200132] [INFO ] [sig       ] Generating forecast for: PTIX
[2025-11-25T23:43:40.200218] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PTIX' from 'https://tdm.silogroup.org/data/derivative_storage/PTIX.csv'.
[2025-11-25T23:43:40.214355] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PTIX'.
[2025-11-25T23:43:40.214827] [INFO ] [FORECASTER] Starting predict_future for PTIX
[2025-11-25T23:43:40.215748] [DEBUG] [LOCAL     ] No optimal features file found for PTIX: ./output/feature-sets/PTIX.txt
[2025-11-25T23:43:40.215831] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:43:40.215895] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:43:40.215944] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:43:40.216027] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:43:40.273294] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:43:40.274026] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:43:40.274124] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:43:40.274170] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:43:40.346092] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:43:40.346280] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:43:40.346328] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:43:40.346406] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:43:40.349932] [DEBUG] [FORECASTER] PTIX: Forecast T+1@11:T+2@11: DOWN (p=23.52%)
[2025-11-25T23:43:40.350254] [INFO ] [FORECASTER] Completed predict_future for PTIX
[2025-11-25T23:43:40.350394] [INFO ] [sig       ] PTIX: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:43:40.492385] [INFO ] [LOCAL     ] Saved forecast: PTIX	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/PTIX.txt
[2025-11-25T23:43:40.492528] [INFO ] [sig       ] [2664/3639] Completed PTIX in 0.3s | 3.04 sym/s | Total: 14.6m | ETA: 5.3m
[2025-11-25T23:43:40.492581] [INFO ] [sig       ] [2665/3639] Forecasting PTLO...
[2025-11-25T23:43:40.492624] [INFO ] [sig       ] Generating forecast for: PTLO
[2025-11-25T23:43:40.492689] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PTLO' from 'https://tdm.silogroup.org/data/derivative_storage/PTLO.csv'.
[2025-11-25T23:43:40.503857] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PTLO'.
[2025-11-25T23:43:40.504222] [INFO ] [FORECASTER] Starting predict_future for PTLO
[2025-11-25T23:43:40.505045] [DEBUG] [LOCAL     ] No optimal features file found for PTLO: ./output/feature-sets/PTLO.txt
[2025-11-25T23:43:40.505114] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:43:40.505159] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:43:40.505198] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:43:40.505264] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:43:40.562607] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:43:40.563236] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:43:40.563329] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:43:40.563372] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:43:40.633493] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:43:40.633627] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:43:40.633691] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:43:40.633745] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:43:40.637179] [DEBUG] [FORECASTER] PTLO: Forecast T+1@11:T+2@11: UP (p=60.92%)
[2025-11-25T23:43:40.637490] [INFO ] [FORECASTER] Completed predict_future for PTLO
[2025-11-25T23:43:40.637629] [INFO ] [sig       ] PTLO: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:43:40.783723] [INFO ] [LOCAL     ] Saved forecast: PTLO	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/PTLO.txt
[2025-11-25T23:43:40.783860] [INFO ] [sig       ] [2665/3639] Completed PTLO in 0.3s | 3.04 sym/s | Total: 14.6m | ETA: 5.3m
[2025-11-25T23:43:40.783915] [INFO ] [sig       ] [2666/3639] Forecasting PTNQ...
[2025-11-25T23:43:40.783989] [INFO ] [sig       ] Generating forecast for: PTNQ
[2025-11-25T23:43:40.784041] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PTNQ' from 'https://tdm.silogroup.org/data/derivative_storage/PTNQ.csv'.
[2025-11-25T23:43:40.795442] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PTNQ'.
[2025-11-25T23:43:40.795836] [INFO ] [FORECASTER] Starting predict_future for PTNQ
[2025-11-25T23:43:40.796697] [DEBUG] [LOCAL     ] No optimal features file found for PTNQ: ./output/feature-sets/PTNQ.txt
[2025-11-25T23:43:40.796772] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:43:40.796820] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:43:40.796862] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:43:40.796933] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:43:40.856519] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:43:40.857174] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:43:40.857283] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:43:40.857333] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:43:40.928236] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:43:40.928378] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:43:40.928424] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:43:40.928458] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:43:40.932008] [DEBUG] [FORECASTER] PTNQ: Forecast T+1@11:T+2@11: UP (p=84.32%)
[2025-11-25T23:43:40.932307] [INFO ] [FORECASTER] Completed predict_future for PTNQ
[2025-11-25T23:43:40.932448] [INFO ] [sig       ] PTNQ: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:43:41.083528] [INFO ] [LOCAL     ] Saved forecast: PTNQ	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/PTNQ.txt
[2025-11-25T23:43:41.083705] [INFO ] [sig       ] [2666/3639] Completed PTNQ in 0.3s | 3.04 sym/s | Total: 14.6m | ETA: 5.3m
[2025-11-25T23:43:41.083762] [INFO ] [sig       ] [2667/3639] Forecasting PTON...
[2025-11-25T23:43:41.083804] [INFO ] [sig       ] Generating forecast for: PTON
[2025-11-25T23:43:41.083845] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PTON' from 'https://tdm.silogroup.org/data/derivative_storage/PTON.csv'.
[2025-11-25T23:43:41.094591] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PTON'.
[2025-11-25T23:43:41.094908] [INFO ] [FORECASTER] Starting predict_future for PTON
[2025-11-25T23:43:41.095726] [DEBUG] [LOCAL     ] No optimal features file found for PTON: ./output/feature-sets/PTON.txt
[2025-11-25T23:43:41.095793] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:43:41.095839] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:43:41.095879] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:43:41.095946] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:43:41.153863] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:43:41.154495] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:43:41.154593] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:43:41.154658] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:43:41.223367] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:43:41.223505] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:43:41.223548] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:43:41.223582] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:43:41.226844] [DEBUG] [FORECASTER] PTON: Forecast T+1@11:T+2@11: DOWN (p=3.44%)
[2025-11-25T23:43:41.227121] [INFO ] [FORECASTER] Completed predict_future for PTON
[2025-11-25T23:43:41.227249] [INFO ] [sig       ] PTON: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:43:41.370405] [INFO ] [LOCAL     ] Saved forecast: PTON	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/PTON.txt
[2025-11-25T23:43:41.370551] [INFO ] [sig       ] [2667/3639] Completed PTON in 0.3s | 3.04 sym/s | Total: 14.6m | ETA: 5.3m
[2025-11-25T23:43:41.370604] [INFO ] [sig       ] [2668/3639] Forecasting PTY...
[2025-11-25T23:43:41.370665] [INFO ] [sig       ] Generating forecast for: PTY
[2025-11-25T23:43:41.370710] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PTY' from 'https://tdm.silogroup.org/data/derivative_storage/PTY.csv'.
[2025-11-25T23:43:41.382010] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PTY'.
[2025-11-25T23:43:41.382324] [INFO ] [FORECASTER] Starting predict_future for PTY
[2025-11-25T23:43:41.383163] [DEBUG] [LOCAL     ] No optimal features file found for PTY: ./output/feature-sets/PTY.txt
[2025-11-25T23:43:41.383234] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:43:41.383291] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:43:41.383331] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:43:41.383398] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:43:41.440370] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:43:41.441016] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:43:41.441111] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:43:41.441156] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:43:41.506745] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:43:41.506913] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:43:41.506957] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:43:41.506991] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:43:41.510253] [DEBUG] [FORECASTER] PTY: Forecast T+1@11:T+2@11: UP (p=81.19%)
[2025-11-25T23:43:41.510536] [INFO ] [FORECASTER] Completed predict_future for PTY
[2025-11-25T23:43:41.510686] [INFO ] [sig       ] PTY: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:43:41.654728] [INFO ] [LOCAL     ] Saved forecast: PTY	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/PTY.txt
[2025-11-25T23:43:41.654870] [INFO ] [sig       ] [2668/3639] Completed PTY in 0.3s | 3.04 sym/s | Total: 14.6m | ETA: 5.3m
[2025-11-25T23:43:41.654927] [INFO ] [sig       ] [2669/3639] Forecasting PUBM...
[2025-11-25T23:43:41.655166] [INFO ] [sig       ] Generating forecast for: PUBM
[2025-11-25T23:43:41.655215] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PUBM' from 'https://tdm.silogroup.org/data/derivative_storage/PUBM.csv'.
[2025-11-25T23:43:41.666456] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PUBM'.
[2025-11-25T23:43:41.666774] [INFO ] [FORECASTER] Starting predict_future for PUBM
[2025-11-25T23:43:41.667605] [DEBUG] [LOCAL     ] No optimal features file found for PUBM: ./output/feature-sets/PUBM.txt
[2025-11-25T23:43:41.667695] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:43:41.667741] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:43:41.667786] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:43:41.667853] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:43:41.724951] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:43:41.725637] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:43:41.725755] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:43:41.725813] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:43:41.793078] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:43:41.793224] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:43:41.793269] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:43:41.793306] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:43:41.796613] [DEBUG] [FORECASTER] PUBM: Forecast T+1@11:T+2@11: DOWN (p=31.19%)
[2025-11-25T23:43:41.796918] [INFO ] [FORECASTER] Completed predict_future for PUBM
[2025-11-25T23:43:41.797054] [INFO ] [sig       ] PUBM: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:43:41.939117] [INFO ] [LOCAL     ] Saved forecast: PUBM	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/PUBM.txt
[2025-11-25T23:43:41.939250] [INFO ] [sig       ] [2669/3639] Completed PUBM in 0.3s | 3.04 sym/s | Total: 14.6m | ETA: 5.3m
[2025-11-25T23:43:41.939316] [INFO ] [sig       ] [2670/3639] Forecasting PUK...
[2025-11-25T23:43:41.939369] [INFO ] [sig       ] Generating forecast for: PUK
[2025-11-25T23:43:41.939420] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PUK' from 'https://tdm.silogroup.org/data/derivative_storage/PUK.csv'.
[2025-11-25T23:43:41.950253] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PUK'.
[2025-11-25T23:43:41.950569] [INFO ] [FORECASTER] Starting predict_future for PUK
[2025-11-25T23:43:41.951370] [DEBUG] [LOCAL     ] No optimal features file found for PUK: ./output/feature-sets/PUK.txt
[2025-11-25T23:43:41.951439] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:43:41.951484] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:43:41.951524] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:43:41.951594] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:43:42.009658] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:43:42.010277] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:43:42.010370] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:43:42.010417] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:43:42.076527] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:43:42.076701] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:43:42.076753] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:43:42.076791] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:43:42.080139] [DEBUG] [FORECASTER] PUK: Forecast T+1@11:T+2@11: UP (p=77.05%)
[2025-11-25T23:43:42.080420] [INFO ] [FORECASTER] Completed predict_future for PUK
[2025-11-25T23:43:42.080547] [INFO ] [sig       ] PUK: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:43:42.221410] [INFO ] [LOCAL     ] Saved forecast: PUK	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/PUK.txt
[2025-11-25T23:43:42.221538] [INFO ] [sig       ] [2670/3639] Completed PUK in 0.3s | 3.04 sym/s | Total: 14.6m | ETA: 5.3m
[2025-11-25T23:43:42.221592] [INFO ] [sig       ] [2671/3639] Forecasting PUMP...
[2025-11-25T23:43:42.221635] [INFO ] [sig       ] Generating forecast for: PUMP
[2025-11-25T23:43:42.221698] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PUMP' from 'https://tdm.silogroup.org/data/derivative_storage/PUMP.csv'.
[2025-11-25T23:43:42.232625] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PUMP'.
[2025-11-25T23:43:42.232975] [INFO ] [FORECASTER] Starting predict_future for PUMP
[2025-11-25T23:43:42.233841] [DEBUG] [LOCAL     ] No optimal features file found for PUMP: ./output/feature-sets/PUMP.txt
[2025-11-25T23:43:42.233916] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:43:42.233984] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:43:42.234050] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:43:42.234154] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:43:42.291689] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:43:42.292352] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:43:42.292461] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:43:42.292533] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:43:42.405793] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:43:42.405991] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:43:42.406045] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:43:42.406080] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:43:42.409722] [DEBUG] [FORECASTER] PUMP: Forecast T+1@11:T+2@11: DOWN (p=1.69%)
[2025-11-25T23:43:42.410165] [INFO ] [FORECASTER] Completed predict_future for PUMP
[2025-11-25T23:43:42.410381] [INFO ] [sig       ] PUMP: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:43:42.602840] [INFO ] [LOCAL     ] Saved forecast: PUMP	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/PUMP.txt
[2025-11-25T23:43:42.603102] [INFO ] [sig       ] [2671/3639] Completed PUMP in 0.4s | 3.04 sym/s | Total: 14.6m | ETA: 5.3m
[2025-11-25T23:43:42.603166] [INFO ] [sig       ] [2672/3639] Forecasting PVH...
[2025-11-25T23:43:42.603223] [INFO ] [sig       ] Generating forecast for: PVH
[2025-11-25T23:43:42.603292] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PVH' from 'https://tdm.silogroup.org/data/derivative_storage/PVH.csv'.
[2025-11-25T23:43:42.615926] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PVH'.
[2025-11-25T23:43:42.616377] [INFO ] [FORECASTER] Starting predict_future for PVH
[2025-11-25T23:43:42.617390] [DEBUG] [LOCAL     ] No optimal features file found for PVH: ./output/feature-sets/PVH.txt
[2025-11-25T23:43:42.617478] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:43:42.617546] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:43:42.617593] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:43:42.617685] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:43:42.675322] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:43:42.676122] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:43:42.676221] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:43:42.676269] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:43:42.775873] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:43:42.776063] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:43:42.776109] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:43:42.776143] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:43:42.779587] [DEBUG] [FORECASTER] PVH: Forecast T+1@11:T+2@11: DOWN (p=3.46%)
[2025-11-25T23:43:42.779909] [INFO ] [FORECASTER] Completed predict_future for PVH
[2025-11-25T23:43:42.780064] [INFO ] [sig       ] PVH: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:43:42.920755] [INFO ] [LOCAL     ] Saved forecast: PVH	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/PVH.txt
[2025-11-25T23:43:42.920937] [INFO ] [sig       ] [2672/3639] Completed PVH in 0.3s | 3.04 sym/s | Total: 14.6m | ETA: 5.3m
[2025-11-25T23:43:42.920994] [INFO ] [sig       ] [2673/3639] Forecasting PVL...
[2025-11-25T23:43:42.921039] [INFO ] [sig       ] Generating forecast for: PVL
[2025-11-25T23:43:42.921081] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PVL' from 'https://tdm.silogroup.org/data/derivative_storage/PVL.csv'.
[2025-11-25T23:43:42.933305] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PVL'.
[2025-11-25T23:43:42.933728] [INFO ] [FORECASTER] Starting predict_future for PVL
[2025-11-25T23:43:42.934543] [DEBUG] [LOCAL     ] No optimal features file found for PVL: ./output/feature-sets/PVL.txt
[2025-11-25T23:43:42.934614] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:43:42.934693] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:43:42.934746] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:43:42.934835] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:43:42.991606] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:43:42.992414] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:43:42.992520] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:43:42.992579] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:43:43.084359] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:43:43.084570] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:43:43.084621] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:43:43.084677] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:43:43.088337] [DEBUG] [FORECASTER] PVL: Forecast T+1@11:T+2@11: UP (p=71.97%)
[2025-11-25T23:43:43.088666] [INFO ] [FORECASTER] Completed predict_future for PVL
[2025-11-25T23:43:43.088833] [INFO ] [sig       ] PVL: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:43:43.232286] [INFO ] [LOCAL     ] Saved forecast: PVL	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/PVL.txt
[2025-11-25T23:43:43.232518] [INFO ] [sig       ] [2673/3639] Completed PVL in 0.3s | 3.04 sym/s | Total: 14.6m | ETA: 5.3m
[2025-11-25T23:43:43.232581] [INFO ] [sig       ] [2674/3639] Forecasting PWP...
[2025-11-25T23:43:43.232624] [INFO ] [sig       ] Generating forecast for: PWP
[2025-11-25T23:43:43.232751] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PWP' from 'https://tdm.silogroup.org/data/derivative_storage/PWP.csv'.
[2025-11-25T23:43:43.245174] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PWP'.
[2025-11-25T23:43:43.245709] [INFO ] [FORECASTER] Starting predict_future for PWP
[2025-11-25T23:43:43.246597] [DEBUG] [LOCAL     ] No optimal features file found for PWP: ./output/feature-sets/PWP.txt
[2025-11-25T23:43:43.246685] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:43:43.246759] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:43:43.246818] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:43:43.246907] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:43:43.303894] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:43:43.304823] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:43:43.304960] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:43:43.305010] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:43:43.394981] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:43:43.395171] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:43:43.395218] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:43:43.395253] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:43:43.398734] [DEBUG] [FORECASTER] PWP: Forecast T+1@11:T+2@11: UP (p=62.23%)
[2025-11-25T23:43:43.399059] [INFO ] [FORECASTER] Completed predict_future for PWP
[2025-11-25T23:43:43.399204] [INFO ] [sig       ] PWP: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:43:43.541070] [INFO ] [LOCAL     ] Saved forecast: PWP	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/PWP.txt
[2025-11-25T23:43:43.541239] [INFO ] [sig       ] [2674/3639] Completed PWP in 0.3s | 3.04 sym/s | Total: 14.7m | ETA: 5.3m
[2025-11-25T23:43:43.541314] [INFO ] [sig       ] [2675/3639] Forecasting PX...
[2025-11-25T23:43:43.541359] [INFO ] [sig       ] Generating forecast for: PX
[2025-11-25T23:43:43.541463] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PX' from 'https://tdm.silogroup.org/data/derivative_storage/PX.csv'.
[2025-11-25T23:43:43.553451] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PX'.
[2025-11-25T23:43:43.553819] [INFO ] [FORECASTER] Starting predict_future for PX
[2025-11-25T23:43:43.554615] [DEBUG] [LOCAL     ] No optimal features file found for PX: ./output/feature-sets/PX.txt
[2025-11-25T23:43:43.554710] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:43:43.554768] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:43:43.554811] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:43:43.554923] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:43:43.612701] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:43:43.613454] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:43:43.613553] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:43:43.613609] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:43:43.711677] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:43:43.711878] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:43:43.711925] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:43:43.711959] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:43:43.715392] [DEBUG] [FORECASTER] PX: Forecast T+1@11:T+2@11: UP (p=76.36%)
[2025-11-25T23:43:43.715703] [INFO ] [FORECASTER] Completed predict_future for PX
[2025-11-25T23:43:43.715854] [INFO ] [sig       ] PX: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:43:43.863084] [INFO ] [LOCAL     ] Saved forecast: PX	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/PX.txt
[2025-11-25T23:43:43.863249] [INFO ] [sig       ] [2675/3639] Completed PX in 0.3s | 3.04 sym/s | Total: 14.7m | ETA: 5.3m
[2025-11-25T23:43:43.863305] [INFO ] [sig       ] [2676/3639] Forecasting PXS...
[2025-11-25T23:43:43.863424] [INFO ] [sig       ] Generating forecast for: PXS
[2025-11-25T23:43:43.863469] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PXS' from 'https://tdm.silogroup.org/data/derivative_storage/PXS.csv'.
[2025-11-25T23:43:43.875238] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PXS'.
[2025-11-25T23:43:43.875558] [INFO ] [FORECASTER] Starting predict_future for PXS
[2025-11-25T23:43:43.876380] [DEBUG] [LOCAL     ] No optimal features file found for PXS: ./output/feature-sets/PXS.txt
[2025-11-25T23:43:43.876449] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:43:43.876495] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:43:43.876535] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:43:43.876603] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:43:43.934372] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:43:43.935026] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:43:43.935119] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:43:43.935166] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:43:44.018049] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:43:44.018169] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:43:44.018211] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:43:44.018245] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:43:44.021420] [DEBUG] [FORECASTER] PXS: Forecast T+1@11:T+2@11: DOWN (p=6.09%)
[2025-11-25T23:43:44.021762] [INFO ] [FORECASTER] Completed predict_future for PXS
[2025-11-25T23:43:44.021923] [INFO ] [sig       ] PXS: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:43:44.162712] [INFO ] [LOCAL     ] Saved forecast: PXS	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/PXS.txt
[2025-11-25T23:43:44.162856] [INFO ] [sig       ] [2676/3639] Completed PXS in 0.3s | 3.04 sym/s | Total: 14.7m | ETA: 5.3m
[2025-11-25T23:43:44.162911] [INFO ] [sig       ] [2677/3639] Forecasting PY...
[2025-11-25T23:43:44.162955] [INFO ] [sig       ] Generating forecast for: PY
[2025-11-25T23:43:44.162996] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PY' from 'https://tdm.silogroup.org/data/derivative_storage/PY.csv'.
[2025-11-25T23:43:44.174615] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PY'.
[2025-11-25T23:43:44.174948] [INFO ] [FORECASTER] Starting predict_future for PY
[2025-11-25T23:43:44.175771] [DEBUG] [LOCAL     ] No optimal features file found for PY: ./output/feature-sets/PY.txt
[2025-11-25T23:43:44.175845] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:43:44.175890] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:43:44.175930] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:43:44.175999] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:43:44.232606] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:43:44.233241] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:43:44.233336] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:43:44.233383] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:43:44.321202] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:43:44.321417] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:43:44.321463] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:43:44.321497] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:43:44.324921] [DEBUG] [FORECASTER] PY: Forecast T+1@11:T+2@11: DOWN (p=22.68%)
[2025-11-25T23:43:44.325217] [INFO ] [FORECASTER] Completed predict_future for PY
[2025-11-25T23:43:44.325354] [INFO ] [sig       ] PY: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:43:44.465037] [INFO ] [LOCAL     ] Saved forecast: PY	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/PY.txt
[2025-11-25T23:43:44.465174] [INFO ] [sig       ] [2677/3639] Completed PY in 0.3s | 3.04 sym/s | Total: 14.7m | ETA: 5.3m
[2025-11-25T23:43:44.465230] [INFO ] [sig       ] [2678/3639] Forecasting PYPL...
[2025-11-25T23:43:44.465273] [INFO ] [sig       ] Generating forecast for: PYPL
[2025-11-25T23:43:44.465315] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PYPL' from 'https://tdm.silogroup.org/data/derivative_storage/PYPL.csv'.
[2025-11-25T23:43:44.476195] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PYPL'.
[2025-11-25T23:43:44.476506] [INFO ] [FORECASTER] Starting predict_future for PYPL
[2025-11-25T23:43:44.477335] [DEBUG] [LOCAL     ] No optimal features file found for PYPL: ./output/feature-sets/PYPL.txt
[2025-11-25T23:43:44.477423] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:43:44.477469] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:43:44.477509] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:43:44.477572] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:43:44.537732] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:43:44.538568] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:43:44.538687] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:43:44.538738] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:43:44.635977] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:43:44.636107] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:43:44.636149] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:43:44.636182] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:43:44.639384] [DEBUG] [FORECASTER] PYPL: Forecast T+1@11:T+2@11: UP (p=64.87%)
[2025-11-25T23:43:44.639793] [INFO ] [FORECASTER] Completed predict_future for PYPL
[2025-11-25T23:43:44.640000] [INFO ] [sig       ] PYPL: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:43:44.781109] [INFO ] [LOCAL     ] Saved forecast: PYPL	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/PYPL.txt
[2025-11-25T23:43:44.781243] [INFO ] [sig       ] [2678/3639] Completed PYPL in 0.3s | 3.04 sym/s | Total: 14.7m | ETA: 5.3m
[2025-11-25T23:43:44.781337] [INFO ] [sig       ] [2679/3639] Forecasting PYXS...
[2025-11-25T23:43:44.781384] [INFO ] [sig       ] Generating forecast for: PYXS
[2025-11-25T23:43:44.781426] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PYXS' from 'https://tdm.silogroup.org/data/derivative_storage/PYXS.csv'.
[2025-11-25T23:43:44.792983] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PYXS'.
[2025-11-25T23:43:44.793284] [INFO ] [FORECASTER] Starting predict_future for PYXS
[2025-11-25T23:43:44.794112] [DEBUG] [LOCAL     ] No optimal features file found for PYXS: ./output/feature-sets/PYXS.txt
[2025-11-25T23:43:44.794181] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:43:44.794226] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:43:44.794265] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:43:44.794336] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:43:44.851203] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:43:44.851827] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:43:44.851925] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:43:44.851972] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:43:44.947046] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:43:44.947176] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:43:44.947231] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:43:44.947270] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:43:44.950530] [DEBUG] [FORECASTER] PYXS: Forecast T+1@11:T+2@11: UP (p=87.59%)
[2025-11-25T23:43:44.950835] [INFO ] [FORECASTER] Completed predict_future for PYXS
[2025-11-25T23:43:44.950983] [INFO ] [sig       ] PYXS: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:43:45.092349] [INFO ] [LOCAL     ] Saved forecast: PYXS	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/PYXS.txt
[2025-11-25T23:43:45.092480] [INFO ] [sig       ] [2679/3639] Completed PYXS in 0.3s | 3.04 sym/s | Total: 14.7m | ETA: 5.3m
[2025-11-25T23:43:45.092535] [INFO ] [sig       ] [2680/3639] Forecasting PZZA...
[2025-11-25T23:43:45.092578] [INFO ] [sig       ] Generating forecast for: PZZA
[2025-11-25T23:43:45.092619] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PZZA' from 'https://tdm.silogroup.org/data/derivative_storage/PZZA.csv'.
[2025-11-25T23:43:45.104208] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PZZA'.
[2025-11-25T23:43:45.104569] [INFO ] [FORECASTER] Starting predict_future for PZZA
[2025-11-25T23:43:45.105384] [DEBUG] [LOCAL     ] No optimal features file found for PZZA: ./output/feature-sets/PZZA.txt
[2025-11-25T23:43:45.105453] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:43:45.105498] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:43:45.105538] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:43:45.105605] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:43:45.163704] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:43:45.164428] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:43:45.164528] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:43:45.164577] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:43:45.267086] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:43:45.267317] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:43:45.267377] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:43:45.267416] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:43:45.271046] [DEBUG] [FORECASTER] PZZA: Forecast T+1@11:T+2@11: UP (p=75.61%)
[2025-11-25T23:43:45.271338] [INFO ] [FORECASTER] Completed predict_future for PZZA
[2025-11-25T23:43:45.271482] [INFO ] [sig       ] PZZA: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:43:45.414796] [INFO ] [LOCAL     ] Saved forecast: PZZA	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/PZZA.txt
[2025-11-25T23:43:45.414988] [INFO ] [sig       ] [2680/3639] Completed PZZA in 0.3s | 3.04 sym/s | Total: 14.7m | ETA: 5.3m
[2025-11-25T23:43:45.415044] [INFO ] [sig       ] [2681/3639] Forecasting QABA...
[2025-11-25T23:43:45.415086] [INFO ] [sig       ] Generating forecast for: QABA
[2025-11-25T23:43:45.415127] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QABA' from 'https://tdm.silogroup.org/data/derivative_storage/QABA.csv'.
[2025-11-25T23:43:45.426798] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QABA'.
[2025-11-25T23:43:45.427181] [INFO ] [FORECASTER] Starting predict_future for QABA
[2025-11-25T23:43:45.428056] [DEBUG] [LOCAL     ] No optimal features file found for QABA: ./output/feature-sets/QABA.txt
[2025-11-25T23:43:45.428140] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:43:45.428186] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:43:45.428226] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:43:45.428295] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:43:45.487318] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:43:45.488265] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:43:45.488377] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:43:45.488428] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:43:45.574693] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:43:45.574891] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:43:45.574937] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:43:45.574972] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:43:45.578414] [DEBUG] [FORECASTER] QABA: Forecast T+1@11:T+2@11: UP (p=92.28%)
[2025-11-25T23:43:45.578750] [INFO ] [FORECASTER] Completed predict_future for QABA
[2025-11-25T23:43:45.578901] [INFO ] [sig       ] QABA: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:43:45.733790] [INFO ] [LOCAL     ] Saved forecast: QABA	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/QABA.txt
[2025-11-25T23:43:45.733978] [INFO ] [sig       ] [2681/3639] Completed QABA in 0.3s | 3.04 sym/s | Total: 14.7m | ETA: 5.2m
[2025-11-25T23:43:45.734035] [INFO ] [sig       ] [2682/3639] Forecasting QBTS...
[2025-11-25T23:43:45.734079] [INFO ] [sig       ] Generating forecast for: QBTS
[2025-11-25T23:43:45.734120] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QBTS' from 'https://tdm.silogroup.org/data/derivative_storage/QBTS.csv'.
[2025-11-25T23:43:45.746049] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QBTS'.
[2025-11-25T23:43:45.746483] [INFO ] [FORECASTER] Starting predict_future for QBTS
[2025-11-25T23:43:45.747489] [DEBUG] [LOCAL     ] No optimal features file found for QBTS: ./output/feature-sets/QBTS.txt
[2025-11-25T23:43:45.747570] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:43:45.747624] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:43:45.747704] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:43:45.747791] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:43:45.807802] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:43:45.808761] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:43:45.808865] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:43:45.808917] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:43:45.921134] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:43:45.921312] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:43:45.921359] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:43:45.921395] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:43:45.924909] [DEBUG] [FORECASTER] QBTS: Forecast T+1@11:T+2@11: UP (p=80.13%)
[2025-11-25T23:43:45.925342] [INFO ] [FORECASTER] Completed predict_future for QBTS
[2025-11-25T23:43:45.925598] [INFO ] [sig       ] QBTS: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:43:46.085947] [INFO ] [LOCAL     ] Saved forecast: QBTS	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/QBTS.txt
[2025-11-25T23:43:46.086156] [INFO ] [sig       ] [2682/3639] Completed QBTS in 0.4s | 3.04 sym/s | Total: 14.7m | ETA: 5.2m
[2025-11-25T23:43:46.086216] [INFO ] [sig       ] [2683/3639] Forecasting QCLN...
[2025-11-25T23:43:46.086261] [INFO ] [sig       ] Generating forecast for: QCLN
[2025-11-25T23:43:46.086305] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QCLN' from 'https://tdm.silogroup.org/data/derivative_storage/QCLN.csv'.
[2025-11-25T23:43:46.098411] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QCLN'.
[2025-11-25T23:43:46.098805] [INFO ] [FORECASTER] Starting predict_future for QCLN
[2025-11-25T23:43:46.099668] [DEBUG] [LOCAL     ] No optimal features file found for QCLN: ./output/feature-sets/QCLN.txt
[2025-11-25T23:43:46.099736] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:43:46.099783] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:43:46.099823] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:43:46.099891] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:43:46.157930] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:43:46.158692] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:43:46.158789] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:43:46.158838] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:43:46.250544] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:43:46.250683] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:43:46.250745] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:43:46.250793] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:43:46.254022] [DEBUG] [FORECASTER] QCLN: Forecast T+1@11:T+2@11: DOWN (p=34.51%)
[2025-11-25T23:43:46.254330] [INFO ] [FORECASTER] Completed predict_future for QCLN
[2025-11-25T23:43:46.254498] [INFO ] [sig       ] QCLN: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:43:46.395515] [INFO ] [LOCAL     ] Saved forecast: QCLN	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/QCLN.txt
[2025-11-25T23:43:46.395673] [INFO ] [sig       ] [2683/3639] Completed QCLN in 0.3s | 3.04 sym/s | Total: 14.7m | ETA: 5.2m
[2025-11-25T23:43:46.395731] [INFO ] [sig       ] [2684/3639] Forecasting QCOM...
[2025-11-25T23:43:46.395816] [INFO ] [sig       ] Generating forecast for: QCOM
[2025-11-25T23:43:46.395876] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QCOM' from 'https://tdm.silogroup.org/data/derivative_storage/QCOM.csv'.
[2025-11-25T23:43:46.408053] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QCOM'.
[2025-11-25T23:43:46.408420] [INFO ] [FORECASTER] Starting predict_future for QCOM
[2025-11-25T23:43:46.409254] [DEBUG] [LOCAL     ] No optimal features file found for QCOM: ./output/feature-sets/QCOM.txt
[2025-11-25T23:43:46.409323] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:43:46.409379] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:43:46.409428] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:43:46.409513] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:43:46.466454] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:43:46.467126] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:43:46.467227] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:43:46.467284] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:43:46.561425] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:43:46.561597] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:43:46.561658] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:43:46.561702] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:43:46.565029] [DEBUG] [FORECASTER] QCOM: Forecast T+1@11:T+2@11: UP (p=50.67%)
[2025-11-25T23:43:46.565315] [INFO ] [FORECASTER] Completed predict_future for QCOM
[2025-11-25T23:43:46.565449] [INFO ] [sig       ] QCOM: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:43:46.706394] [INFO ] [LOCAL     ] Saved forecast: QCOM	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/QCOM.txt
[2025-11-25T23:43:46.706534] [INFO ] [sig       ] [2684/3639] Completed QCOM in 0.3s | 3.04 sym/s | Total: 14.7m | ETA: 5.2m
[2025-11-25T23:43:46.706595] [INFO ] [sig       ] [2685/3639] Forecasting QCRH...
[2025-11-25T23:43:46.706660] [INFO ] [sig       ] Generating forecast for: QCRH
[2025-11-25T23:43:46.706710] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QCRH' from 'https://tdm.silogroup.org/data/derivative_storage/QCRH.csv'.
[2025-11-25T23:43:46.717715] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QCRH'.
[2025-11-25T23:43:46.718028] [INFO ] [FORECASTER] Starting predict_future for QCRH
[2025-11-25T23:43:46.718852] [DEBUG] [LOCAL     ] No optimal features file found for QCRH: ./output/feature-sets/QCRH.txt
[2025-11-25T23:43:46.718919] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:43:46.718965] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:43:46.719006] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:43:46.719077] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:43:46.777505] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:43:46.778149] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:43:46.778245] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:43:46.778291] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:43:46.882794] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:43:46.882928] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:43:46.882971] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:43:46.883006] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:43:46.886258] [DEBUG] [FORECASTER] QCRH: Forecast T+1@11:T+2@11: DOWN (p=9.43%)
[2025-11-25T23:43:46.886538] [INFO ] [FORECASTER] Completed predict_future for QCRH
[2025-11-25T23:43:46.886700] [INFO ] [sig       ] QCRH: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:43:47.025819] [INFO ] [LOCAL     ] Saved forecast: QCRH	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/QCRH.txt
[2025-11-25T23:43:47.025965] [INFO ] [sig       ] [2685/3639] Completed QCRH in 0.3s | 3.04 sym/s | Total: 14.7m | ETA: 5.2m
[2025-11-25T23:43:47.026019] [INFO ] [sig       ] [2686/3639] Forecasting QD...
[2025-11-25T23:43:47.026063] [INFO ] [sig       ] Generating forecast for: QD
[2025-11-25T23:43:47.026102] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QD' from 'https://tdm.silogroup.org/data/derivative_storage/QD.csv'.
[2025-11-25T23:43:47.036442] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QD'.
[2025-11-25T23:43:47.036759] [INFO ] [FORECASTER] Starting predict_future for QD
[2025-11-25T23:43:47.037605] [DEBUG] [LOCAL     ] No optimal features file found for QD: ./output/feature-sets/QD.txt
[2025-11-25T23:43:47.037701] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:43:47.037755] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:43:47.037790] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:43:47.037861] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:43:47.095794] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:43:47.096472] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:43:47.096570] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:43:47.096613] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:43:47.185652] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:43:47.185789] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:43:47.185832] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:43:47.185866] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:43:47.192619] [DEBUG] [FORECASTER] QD: Forecast T+1@11:T+2@11: DOWN (p=11.71%)
[2025-11-25T23:43:47.193007] [INFO ] [FORECASTER] Completed predict_future for QD
[2025-11-25T23:43:47.193149] [INFO ] [sig       ] QD: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:43:47.333320] [INFO ] [LOCAL     ] Saved forecast: QD	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/QD.txt
[2025-11-25T23:43:47.333467] [INFO ] [sig       ] [2686/3639] Completed QD in 0.3s | 3.04 sym/s | Total: 14.7m | ETA: 5.2m
[2025-11-25T23:43:47.333521] [INFO ] [sig       ] [2687/3639] Forecasting QDEL...
[2025-11-25T23:43:47.333564] [INFO ] [sig       ] Generating forecast for: QDEL
[2025-11-25T23:43:47.333614] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QDEL' from 'https://tdm.silogroup.org/data/derivative_storage/QDEL.csv'.
[2025-11-25T23:43:47.344980] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QDEL'.
[2025-11-25T23:43:47.345283] [INFO ] [FORECASTER] Starting predict_future for QDEL
[2025-11-25T23:43:47.346102] [DEBUG] [LOCAL     ] No optimal features file found for QDEL: ./output/feature-sets/QDEL.txt
[2025-11-25T23:43:47.346172] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:43:47.346220] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:43:47.346261] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:43:47.346331] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:43:47.403763] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:43:47.404414] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:43:47.404512] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:43:47.404561] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:43:47.505221] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:43:47.505347] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:43:47.505389] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:43:47.505423] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:43:47.508637] [DEBUG] [FORECASTER] QDEL: Forecast T+1@11:T+2@11: DOWN (p=0.91%)
[2025-11-25T23:43:47.508940] [INFO ] [FORECASTER] Completed predict_future for QDEL
[2025-11-25T23:43:47.509077] [INFO ] [sig       ] QDEL: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:43:47.649575] [INFO ] [LOCAL     ] Saved forecast: QDEL	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/QDEL.txt
[2025-11-25T23:43:47.649733] [INFO ] [sig       ] [2687/3639] Completed QDEL in 0.3s | 3.04 sym/s | Total: 14.7m | ETA: 5.2m
[2025-11-25T23:43:47.649789] [INFO ] [sig       ] [2688/3639] Forecasting QFIN...
[2025-11-25T23:43:47.649832] [INFO ] [sig       ] Generating forecast for: QFIN
[2025-11-25T23:43:47.649873] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QFIN' from 'https://tdm.silogroup.org/data/derivative_storage/QFIN.csv'.
[2025-11-25T23:43:47.661196] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QFIN'.
[2025-11-25T23:43:47.661494] [INFO ] [FORECASTER] Starting predict_future for QFIN
[2025-11-25T23:43:47.662320] [DEBUG] [LOCAL     ] No optimal features file found for QFIN: ./output/feature-sets/QFIN.txt
[2025-11-25T23:43:47.662389] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:43:47.662435] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:43:47.662476] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:43:47.662546] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:43:47.720188] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:43:47.720838] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:43:47.720933] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:43:47.720980] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:43:47.817600] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:43:47.817740] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:43:47.817818] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:43:47.817866] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:43:47.821078] [DEBUG] [FORECASTER] QFIN: Forecast T+1@11:T+2@11: UP (p=93.82%)
[2025-11-25T23:43:47.821380] [INFO ] [FORECASTER] Completed predict_future for QFIN
[2025-11-25T23:43:47.821534] [INFO ] [sig       ] QFIN: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:43:47.965447] [INFO ] [LOCAL     ] Saved forecast: QFIN	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/QFIN.txt
[2025-11-25T23:43:47.965597] [INFO ] [sig       ] [2688/3639] Completed QFIN in 0.3s | 3.04 sym/s | Total: 14.7m | ETA: 5.2m
[2025-11-25T23:43:47.965675] [INFO ] [sig       ] [2689/3639] Forecasting QGEN...
[2025-11-25T23:43:47.965765] [INFO ] [sig       ] Generating forecast for: QGEN
[2025-11-25T23:43:47.965820] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QGEN' from 'https://tdm.silogroup.org/data/derivative_storage/QGEN.csv'.
[2025-11-25T23:43:47.977916] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QGEN'.
[2025-11-25T23:43:47.978209] [INFO ] [FORECASTER] Starting predict_future for QGEN
[2025-11-25T23:43:47.979030] [DEBUG] [LOCAL     ] No optimal features file found for QGEN: ./output/feature-sets/QGEN.txt
[2025-11-25T23:43:47.979097] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:43:47.979150] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:43:47.979198] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:43:47.979282] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:43:48.036285] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:43:48.036958] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:43:48.037057] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:43:48.037112] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:43:48.131453] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:43:48.131590] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:43:48.131633] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:43:48.131695] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:43:48.134926] [DEBUG] [FORECASTER] QGEN: Forecast T+1@11:T+2@11: UP (p=78.28%)
[2025-11-25T23:43:48.135208] [INFO ] [FORECASTER] Completed predict_future for QGEN
[2025-11-25T23:43:48.135348] [INFO ] [sig       ] QGEN: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:43:48.275773] [INFO ] [LOCAL     ] Saved forecast: QGEN	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/QGEN.txt
[2025-11-25T23:43:48.275907] [INFO ] [sig       ] [2689/3639] Completed QGEN in 0.3s | 3.04 sym/s | Total: 14.7m | ETA: 5.2m
[2025-11-25T23:43:48.275962] [INFO ] [sig       ] [2690/3639] Forecasting QLYS...
[2025-11-25T23:43:48.276050] [INFO ] [sig       ] Generating forecast for: QLYS
[2025-11-25T23:43:48.276106] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QLYS' from 'https://tdm.silogroup.org/data/derivative_storage/QLYS.csv'.
[2025-11-25T23:43:48.287578] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QLYS'.
[2025-11-25T23:43:48.287904] [INFO ] [FORECASTER] Starting predict_future for QLYS
[2025-11-25T23:43:48.288731] [DEBUG] [LOCAL     ] No optimal features file found for QLYS: ./output/feature-sets/QLYS.txt
[2025-11-25T23:43:48.288803] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:43:48.288851] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:43:48.288892] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:43:48.288963] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:43:48.345710] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:43:48.346358] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:43:48.346454] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:43:48.346501] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:43:48.453387] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:43:48.453502] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:43:48.453544] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:43:48.453577] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:43:48.456779] [DEBUG] [FORECASTER] QLYS: Forecast T+1@11:T+2@11: DOWN (p=8.28%)
[2025-11-25T23:43:48.457062] [INFO ] [FORECASTER] Completed predict_future for QLYS
[2025-11-25T23:43:48.457207] [INFO ] [sig       ] QLYS: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:43:48.596782] [INFO ] [LOCAL     ] Saved forecast: QLYS	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/QLYS.txt
[2025-11-25T23:43:48.596921] [INFO ] [sig       ] [2690/3639] Completed QLYS in 0.3s | 3.04 sym/s | Total: 14.7m | ETA: 5.2m
[2025-11-25T23:43:48.596973] [INFO ] [sig       ] [2691/3639] Forecasting QMCO...
[2025-11-25T23:43:48.597016] [INFO ] [sig       ] Generating forecast for: QMCO
[2025-11-25T23:43:48.597057] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QMCO' from 'https://tdm.silogroup.org/data/derivative_storage/QMCO.csv'.
[2025-11-25T23:43:48.611951] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QMCO'.
[2025-11-25T23:43:48.612601] [INFO ] [FORECASTER] Starting predict_future for QMCO
[2025-11-25T23:43:48.613622] [DEBUG] [LOCAL     ] No optimal features file found for QMCO: ./output/feature-sets/QMCO.txt
[2025-11-25T23:43:48.613739] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:43:48.613824] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:43:48.613897] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:43:48.613999] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:43:48.674214] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:43:48.675348] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:43:48.675461] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:43:48.675523] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:43:48.777856] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:43:48.778076] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:43:48.778135] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:43:48.778171] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:43:48.781818] [DEBUG] [FORECASTER] QMCO: Forecast T+1@11:T+2@11: DOWN (p=24.29%)
[2025-11-25T23:43:48.782123] [INFO ] [FORECASTER] Completed predict_future for QMCO
[2025-11-25T23:43:48.782292] [INFO ] [sig       ] QMCO: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:43:48.925592] [INFO ] [LOCAL     ] Saved forecast: QMCO	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/QMCO.txt
[2025-11-25T23:43:48.925794] [INFO ] [sig       ] [2691/3639] Completed QMCO in 0.3s | 3.04 sym/s | Total: 14.7m | ETA: 5.2m
[2025-11-25T23:43:48.925884] [INFO ] [sig       ] [2692/3639] Forecasting QMOM...
[2025-11-25T23:43:48.925929] [INFO ] [sig       ] Generating forecast for: QMOM
[2025-11-25T23:43:48.925993] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QMOM' from 'https://tdm.silogroup.org/data/derivative_storage/QMOM.csv'.
[2025-11-25T23:43:48.939084] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QMOM'.
[2025-11-25T23:43:48.939500] [INFO ] [FORECASTER] Starting predict_future for QMOM
[2025-11-25T23:43:48.940414] [DEBUG] [LOCAL     ] No optimal features file found for QMOM: ./output/feature-sets/QMOM.txt
[2025-11-25T23:43:48.940483] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:43:48.940546] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:43:48.940588] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:43:48.940678] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:43:48.997707] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:43:48.998679] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:43:48.998786] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:43:48.998834] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:43:49.087188] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:43:49.087514] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:43:49.087750] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:43:49.087807] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:43:49.091665] [DEBUG] [FORECASTER] QMOM: Forecast T+1@11:T+2@11: UP (p=98.39%)
[2025-11-25T23:43:49.091989] [INFO ] [FORECASTER] Completed predict_future for QMOM
[2025-11-25T23:43:49.092139] [INFO ] [sig       ] QMOM: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:43:49.233540] [INFO ] [LOCAL     ] Saved forecast: QMOM	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/QMOM.txt
[2025-11-25T23:43:49.233725] [INFO ] [sig       ] [2692/3639] Completed QMOM in 0.3s | 3.04 sym/s | Total: 14.7m | ETA: 5.2m
[2025-11-25T23:43:49.233782] [INFO ] [sig       ] [2693/3639] Forecasting QNCX...
[2025-11-25T23:43:49.233826] [INFO ] [sig       ] Generating forecast for: QNCX
[2025-11-25T23:43:49.233867] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QNCX' from 'https://tdm.silogroup.org/data/derivative_storage/QNCX.csv'.
[2025-11-25T23:43:49.245434] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QNCX'.
[2025-11-25T23:43:49.245750] [INFO ] [FORECASTER] Starting predict_future for QNCX
[2025-11-25T23:43:49.246561] [DEBUG] [LOCAL     ] No optimal features file found for QNCX: ./output/feature-sets/QNCX.txt
[2025-11-25T23:43:49.246630] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:43:49.246699] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:43:49.246741] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:43:49.246809] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:43:49.303155] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:43:49.303812] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:43:49.303908] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:43:49.303953] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:43:49.392244] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:43:49.392373] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:43:49.392416] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:43:49.392450] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:43:49.395569] [DEBUG] [FORECASTER] QNCX: Forecast T+1@11:T+2@11: DOWN (p=38.19%)
[2025-11-25T23:43:49.395868] [INFO ] [FORECASTER] Completed predict_future for QNCX
[2025-11-25T23:43:49.396020] [INFO ] [sig       ] QNCX: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:43:49.536474] [INFO ] [LOCAL     ] Saved forecast: QNCX	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/QNCX.txt
[2025-11-25T23:43:49.536633] [INFO ] [sig       ] [2693/3639] Completed QNCX in 0.3s | 3.04 sym/s | Total: 14.8m | ETA: 5.2m
[2025-11-25T23:43:49.536717] [INFO ] [sig       ] [2694/3639] Forecasting QNTM...
[2025-11-25T23:43:49.536760] [INFO ] [sig       ] Generating forecast for: QNTM
[2025-11-25T23:43:49.536801] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QNTM' from 'https://tdm.silogroup.org/data/derivative_storage/QNTM.csv'.
[2025-11-25T23:43:49.547629] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QNTM'.
[2025-11-25T23:43:49.547968] [INFO ] [FORECASTER] Starting predict_future for QNTM
[2025-11-25T23:43:49.548792] [DEBUG] [LOCAL     ] No optimal features file found for QNTM: ./output/feature-sets/QNTM.txt
[2025-11-25T23:43:49.548860] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:43:49.548907] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:43:49.548949] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:43:49.549018] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:43:49.606621] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:43:49.607419] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:43:49.607517] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:43:49.607564] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:43:49.709404] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:43:49.709609] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:43:49.709685] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:43:49.709732] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:43:49.713276] [DEBUG] [FORECASTER] QNTM: Forecast T+1@11:T+2@11: DOWN (p=8.27%)
[2025-11-25T23:43:49.713577] [INFO ] [FORECASTER] Completed predict_future for QNTM
[2025-11-25T23:43:49.713739] [INFO ] [sig       ] QNTM: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:43:49.854254] [INFO ] [LOCAL     ] Saved forecast: QNTM	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/QNTM.txt
[2025-11-25T23:43:49.854399] [INFO ] [sig       ] [2694/3639] Completed QNTM in 0.3s | 3.04 sym/s | Total: 14.8m | ETA: 5.2m
[2025-11-25T23:43:49.854452] [INFO ] [sig       ] [2695/3639] Forecasting QQMG...
[2025-11-25T23:43:49.854494] [INFO ] [sig       ] Generating forecast for: QQMG
[2025-11-25T23:43:49.854535] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QQMG' from 'https://tdm.silogroup.org/data/derivative_storage/QQMG.csv'.
[2025-11-25T23:43:49.865970] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QQMG'.
[2025-11-25T23:43:49.866284] [INFO ] [FORECASTER] Starting predict_future for QQMG
[2025-11-25T23:43:49.867115] [DEBUG] [LOCAL     ] No optimal features file found for QQMG: ./output/feature-sets/QQMG.txt
[2025-11-25T23:43:49.867184] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:43:49.867228] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:43:49.867269] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:43:49.867336] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:43:49.925330] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:43:49.926000] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:43:49.926096] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:43:49.926141] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:43:50.013636] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:43:50.013790] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:43:50.013834] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:43:50.013870] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:43:50.017121] [DEBUG] [FORECASTER] QQMG: Forecast T+1@11:T+2@11: DOWN (p=19.25%)
[2025-11-25T23:43:50.017426] [INFO ] [FORECASTER] Completed predict_future for QQMG
[2025-11-25T23:43:50.017560] [INFO ] [sig       ] QQMG: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:43:50.159440] [INFO ] [LOCAL     ] Saved forecast: QQMG	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/QQMG.txt
[2025-11-25T23:43:50.159588] [INFO ] [sig       ] [2695/3639] Completed QQMG in 0.3s | 3.04 sym/s | Total: 14.8m | ETA: 5.2m
[2025-11-25T23:43:50.159677] [INFO ] [sig       ] [2696/3639] Forecasting QQQ...
[2025-11-25T23:43:50.159725] [INFO ] [sig       ] Generating forecast for: QQQ
[2025-11-25T23:43:50.159768] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QQQ' from 'https://tdm.silogroup.org/data/derivative_storage/QQQ.csv'.
[2025-11-25T23:43:50.171289] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QQQ'.
[2025-11-25T23:43:50.171690] [INFO ] [FORECASTER] Starting predict_future for QQQ
[2025-11-25T23:43:50.172489] [DEBUG] [LOCAL     ] No optimal features file found for QQQ: ./output/feature-sets/QQQ.txt
[2025-11-25T23:43:50.172559] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:43:50.172605] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:43:50.172666] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:43:50.172739] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:43:50.230386] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:43:50.231034] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:43:50.231130] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:43:50.231174] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:43:50.331381] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:43:50.331496] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:43:50.331538] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:43:50.331571] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:43:50.334700] [DEBUG] [FORECASTER] QQQ: Forecast T+1@11:T+2@11: UP (p=71.98%)
[2025-11-25T23:43:50.334981] [INFO ] [FORECASTER] Completed predict_future for QQQ
[2025-11-25T23:43:50.335124] [INFO ] [sig       ] QQQ: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:43:50.478605] [INFO ] [LOCAL     ] Saved forecast: QQQ	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/QQQ.txt
[2025-11-25T23:43:50.478760] [INFO ] [sig       ] [2696/3639] Completed QQQ in 0.3s | 3.04 sym/s | Total: 14.8m | ETA: 5.2m
[2025-11-25T23:43:50.478815] [INFO ] [sig       ] [2697/3639] Forecasting QQQE...
[2025-11-25T23:43:50.478857] [INFO ] [sig       ] Generating forecast for: QQQE
[2025-11-25T23:43:50.478897] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QQQE' from 'https://tdm.silogroup.org/data/derivative_storage/QQQE.csv'.
[2025-11-25T23:43:50.491232] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QQQE'.
[2025-11-25T23:43:50.491724] [INFO ] [FORECASTER] Starting predict_future for QQQE
[2025-11-25T23:43:50.492656] [DEBUG] [LOCAL     ] No optimal features file found for QQQE: ./output/feature-sets/QQQE.txt
[2025-11-25T23:43:50.492725] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:43:50.492781] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:43:50.492832] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:43:50.492926] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:43:50.550989] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:43:50.551843] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:43:50.551950] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:43:50.552015] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:43:50.646320] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:43:50.646519] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:43:50.646566] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:43:50.646600] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:43:50.650105] [DEBUG] [FORECASTER] QQQE: Forecast T+1@11:T+2@11: DOWN (p=6.97%)
[2025-11-25T23:43:50.650397] [INFO ] [FORECASTER] Completed predict_future for QQQE
[2025-11-25T23:43:50.650560] [INFO ] [sig       ] QQQE: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:43:50.792072] [INFO ] [LOCAL     ] Saved forecast: QQQE	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/QQQE.txt
[2025-11-25T23:43:50.792277] [INFO ] [sig       ] [2697/3639] Completed QQQE in 0.3s | 3.04 sym/s | Total: 14.8m | ETA: 5.2m
[2025-11-25T23:43:50.792334] [INFO ] [sig       ] [2698/3639] Forecasting QQQI...
[2025-11-25T23:43:50.792379] [INFO ] [sig       ] Generating forecast for: QQQI
[2025-11-25T23:43:50.792506] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QQQI' from 'https://tdm.silogroup.org/data/derivative_storage/QQQI.csv'.
[2025-11-25T23:43:50.805495] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QQQI'.
[2025-11-25T23:43:50.805996] [INFO ] [FORECASTER] Starting predict_future for QQQI
[2025-11-25T23:43:50.806847] [DEBUG] [LOCAL     ] No optimal features file found for QQQI: ./output/feature-sets/QQQI.txt
[2025-11-25T23:43:50.806916] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:43:50.806966] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:43:50.807007] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:43:50.807081] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:43:50.863807] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:43:50.864599] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:43:50.864718] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:43:50.864765] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:43:50.964141] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:43:50.964279] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:43:50.964323] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:43:50.964357] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:43:50.967857] [DEBUG] [FORECASTER] QQQI: Forecast T+1@11:T+2@11: UP (p=53.73%)
[2025-11-25T23:43:50.968159] [INFO ] [FORECASTER] Completed predict_future for QQQI
[2025-11-25T23:43:50.968301] [INFO ] [sig       ] QQQI: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:43:51.109518] [INFO ] [LOCAL     ] Saved forecast: QQQI	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/QQQI.txt
[2025-11-25T23:43:51.109717] [INFO ] [sig       ] [2698/3639] Completed QQQI in 0.3s | 3.04 sym/s | Total: 14.8m | ETA: 5.2m
[2025-11-25T23:43:51.109777] [INFO ] [sig       ] [2699/3639] Forecasting QQQJ...
[2025-11-25T23:43:51.109821] [INFO ] [sig       ] Generating forecast for: QQQJ
[2025-11-25T23:43:51.109863] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QQQJ' from 'https://tdm.silogroup.org/data/derivative_storage/QQQJ.csv'.
[2025-11-25T23:43:51.121042] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QQQJ'.
[2025-11-25T23:43:51.121381] [INFO ] [FORECASTER] Starting predict_future for QQQJ
[2025-11-25T23:43:51.122228] [DEBUG] [LOCAL     ] No optimal features file found for QQQJ: ./output/feature-sets/QQQJ.txt
[2025-11-25T23:43:51.122298] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:43:51.122346] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:43:51.122391] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:43:51.122526] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:43:51.179219] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:43:51.179861] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:43:51.179955] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:43:51.180002] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:43:51.286965] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:43:51.287195] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:43:51.287257] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:43:51.287324] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:43:51.291203] [DEBUG] [FORECASTER] QQQJ: Forecast T+1@11:T+2@11: UP (p=91.43%)
[2025-11-25T23:43:51.291702] [INFO ] [FORECASTER] Completed predict_future for QQQJ
[2025-11-25T23:43:51.291926] [INFO ] [sig       ] QQQJ: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:43:51.436206] [INFO ] [LOCAL     ] Saved forecast: QQQJ	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/QQQJ.txt
[2025-11-25T23:43:51.436384] [INFO ] [sig       ] [2699/3639] Completed QQQJ in 0.3s | 3.04 sym/s | Total: 14.8m | ETA: 5.1m
[2025-11-25T23:43:51.436439] [INFO ] [sig       ] [2700/3639] Forecasting QQQM...
[2025-11-25T23:43:51.436481] [INFO ] [sig       ] Generating forecast for: QQQM
[2025-11-25T23:43:51.436537] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QQQM' from 'https://tdm.silogroup.org/data/derivative_storage/QQQM.csv'.
[2025-11-25T23:43:51.449031] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QQQM'.
[2025-11-25T23:43:51.449433] [INFO ] [FORECASTER] Starting predict_future for QQQM
[2025-11-25T23:43:51.450310] [DEBUG] [LOCAL     ] No optimal features file found for QQQM: ./output/feature-sets/QQQM.txt
[2025-11-25T23:43:51.450382] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:43:51.450429] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:43:51.450469] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:43:51.450538] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:43:51.509846] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:43:51.510783] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:43:51.510885] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:43:51.510935] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:43:51.609336] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:43:51.609539] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:43:51.609588] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:43:51.609624] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:43:51.613220] [DEBUG] [FORECASTER] QQQM: Forecast T+1@11:T+2@11: DOWN (p=7.44%)
[2025-11-25T23:43:51.613555] [INFO ] [FORECASTER] Completed predict_future for QQQM
[2025-11-25T23:43:51.613741] [INFO ] [sig       ] QQQM: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:43:51.760171] [INFO ] [LOCAL     ] Saved forecast: QQQM	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/QQQM.txt
[2025-11-25T23:43:51.760357] [INFO ] [sig       ] [2700/3639] Completed QQQM in 0.3s | 3.04 sym/s | Total: 14.8m | ETA: 5.1m
[2025-11-25T23:43:51.760414] [INFO ] [sig       ] [2701/3639] Forecasting QQQX...
[2025-11-25T23:43:51.760457] [INFO ] [sig       ] Generating forecast for: QQQX
[2025-11-25T23:43:51.760505] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QQQX' from 'https://tdm.silogroup.org/data/derivative_storage/QQQX.csv'.
[2025-11-25T23:43:51.772066] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QQQX'.
[2025-11-25T23:43:51.772415] [INFO ] [FORECASTER] Starting predict_future for QQQX
[2025-11-25T23:43:51.773238] [DEBUG] [LOCAL     ] No optimal features file found for QQQX: ./output/feature-sets/QQQX.txt
[2025-11-25T23:43:51.773308] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:43:51.773355] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:43:51.773395] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:43:51.773464] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:43:51.834834] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:43:51.835609] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:43:51.835747] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:43:51.835799] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:43:51.946997] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:43:51.947170] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:43:51.947215] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:43:51.947249] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:43:51.950718] [DEBUG] [FORECASTER] QQQX: Forecast T+1@11:T+2@11: DOWN (p=1.29%)
[2025-11-25T23:43:51.951026] [INFO ] [FORECASTER] Completed predict_future for QQQX
[2025-11-25T23:43:51.951169] [INFO ] [sig       ] QQQX: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:43:52.092506] [INFO ] [LOCAL     ] Saved forecast: QQQX	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/QQQX.txt
[2025-11-25T23:43:52.092682] [INFO ] [sig       ] [2701/3639] Completed QQQX in 0.3s | 3.04 sym/s | Total: 14.8m | ETA: 5.1m
[2025-11-25T23:43:52.092740] [INFO ] [sig       ] [2702/3639] Forecasting QQQY...
[2025-11-25T23:43:52.092785] [INFO ] [sig       ] Generating forecast for: QQQY
[2025-11-25T23:43:52.092825] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QQQY' from 'https://tdm.silogroup.org/data/derivative_storage/QQQY.csv'.
[2025-11-25T23:43:52.104844] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QQQY'.
[2025-11-25T23:43:52.105139] [INFO ] [FORECASTER] Starting predict_future for QQQY
[2025-11-25T23:43:52.105957] [DEBUG] [LOCAL     ] No optimal features file found for QQQY: ./output/feature-sets/QQQY.txt
[2025-11-25T23:43:52.106032] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:43:52.106079] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:43:52.106120] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:43:52.106192] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:43:52.163850] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:43:52.164597] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:43:52.164714] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:43:52.164763] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:43:52.272710] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:43:52.272905] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:43:52.272953] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:43:52.272987] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:43:52.276410] [DEBUG] [FORECASTER] QQQY: Forecast T+1@11:T+2@11: UP (p=54.47%)
[2025-11-25T23:43:52.276722] [INFO ] [FORECASTER] Completed predict_future for QQQY
[2025-11-25T23:43:52.276877] [INFO ] [sig       ] QQQY: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:43:52.421340] [INFO ] [LOCAL     ] Saved forecast: QQQY	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/QQQY.txt
[2025-11-25T23:43:52.421531] [INFO ] [sig       ] [2702/3639] Completed QQQY in 0.3s | 3.04 sym/s | Total: 14.8m | ETA: 5.1m
[2025-11-25T23:43:52.421588] [INFO ] [sig       ] [2703/3639] Forecasting QRHC...
[2025-11-25T23:43:52.421634] [INFO ] [sig       ] Generating forecast for: QRHC
[2025-11-25T23:43:52.421704] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QRHC' from 'https://tdm.silogroup.org/data/derivative_storage/QRHC.csv'.
[2025-11-25T23:43:52.434485] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QRHC'.
[2025-11-25T23:43:52.434870] [INFO ] [FORECASTER] Starting predict_future for QRHC
[2025-11-25T23:43:52.435690] [DEBUG] [LOCAL     ] No optimal features file found for QRHC: ./output/feature-sets/QRHC.txt
[2025-11-25T23:43:52.435759] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:43:52.435824] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:43:52.435868] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:43:52.435938] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:43:52.493441] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:43:52.494157] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:43:52.494262] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:43:52.494310] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:43:52.603341] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:43:52.603523] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:43:52.603568] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:43:52.603602] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:43:52.607059] [DEBUG] [FORECASTER] QRHC: Forecast T+1@11:T+2@11: UP (p=71.15%)
[2025-11-25T23:43:52.607412] [INFO ] [FORECASTER] Completed predict_future for QRHC
[2025-11-25T23:43:52.607588] [INFO ] [sig       ] QRHC: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:43:52.749866] [INFO ] [LOCAL     ] Saved forecast: QRHC	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/QRHC.txt
[2025-11-25T23:43:52.750065] [INFO ] [sig       ] [2703/3639] Completed QRHC in 0.3s | 3.04 sym/s | Total: 14.8m | ETA: 5.1m
[2025-11-25T23:43:52.750125] [INFO ] [sig       ] [2704/3639] Forecasting QRVO...
[2025-11-25T23:43:52.750169] [INFO ] [sig       ] Generating forecast for: QRVO
[2025-11-25T23:43:52.750212] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QRVO' from 'https://tdm.silogroup.org/data/derivative_storage/QRVO.csv'.
[2025-11-25T23:43:52.762575] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QRVO'.
[2025-11-25T23:43:52.763046] [INFO ] [FORECASTER] Starting predict_future for QRVO
[2025-11-25T23:43:52.763957] [DEBUG] [LOCAL     ] No optimal features file found for QRVO: ./output/feature-sets/QRVO.txt
[2025-11-25T23:43:52.764035] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:43:52.764085] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:43:52.764130] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:43:52.764222] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:43:52.824427] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:43:52.825352] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:43:52.825452] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:43:52.825500] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:43:52.936535] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:43:52.936746] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:43:52.936824] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:43:52.936870] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:43:52.940345] [DEBUG] [FORECASTER] QRVO: Forecast T+1@11:T+2@11: DOWN (p=10.93%)
[2025-11-25T23:43:52.940681] [INFO ] [FORECASTER] Completed predict_future for QRVO
[2025-11-25T23:43:52.940853] [INFO ] [sig       ] QRVO: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:43:53.082047] [INFO ] [LOCAL     ] Saved forecast: QRVO	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/QRVO.txt
[2025-11-25T23:43:53.082200] [INFO ] [sig       ] [2704/3639] Completed QRVO in 0.3s | 3.04 sym/s | Total: 14.8m | ETA: 5.1m
[2025-11-25T23:43:53.082254] [INFO ] [sig       ] [2705/3639] Forecasting QS...
[2025-11-25T23:43:53.082302] [INFO ] [sig       ] Generating forecast for: QS
[2025-11-25T23:43:53.082347] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QS' from 'https://tdm.silogroup.org/data/derivative_storage/QS.csv'.
[2025-11-25T23:43:53.094027] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QS'.
[2025-11-25T23:43:53.094357] [INFO ] [FORECASTER] Starting predict_future for QS
[2025-11-25T23:43:53.095162] [DEBUG] [LOCAL     ] No optimal features file found for QS: ./output/feature-sets/QS.txt
[2025-11-25T23:43:53.095234] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:43:53.095282] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:43:53.095326] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:43:53.095397] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:43:53.155608] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:43:53.156456] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:43:53.156561] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:43:53.156613] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:43:53.278015] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:43:53.278213] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:43:53.278261] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:43:53.278297] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:43:53.282524] [DEBUG] [FORECASTER] QS: Forecast T+1@11:T+2@11: DOWN (p=0.30%)
[2025-11-25T23:43:53.282868] [INFO ] [FORECASTER] Completed predict_future for QS
[2025-11-25T23:43:53.283043] [INFO ] [sig       ] QS: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:43:53.427743] [INFO ] [LOCAL     ] Saved forecast: QS	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/QS.txt
[2025-11-25T23:43:53.427921] [INFO ] [sig       ] [2705/3639] Completed QS in 0.3s | 3.04 sym/s | Total: 14.8m | ETA: 5.1m
[2025-11-25T23:43:53.427981] [INFO ] [sig       ] [2706/3639] Forecasting QSI...
[2025-11-25T23:43:53.428107] [INFO ] [sig       ] Generating forecast for: QSI
[2025-11-25T23:43:53.428156] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QSI' from 'https://tdm.silogroup.org/data/derivative_storage/QSI.csv'.
[2025-11-25T23:43:53.441381] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QSI'.
[2025-11-25T23:43:53.441912] [INFO ] [FORECASTER] Starting predict_future for QSI
[2025-11-25T23:43:53.442885] [DEBUG] [LOCAL     ] No optimal features file found for QSI: ./output/feature-sets/QSI.txt
[2025-11-25T23:43:53.442973] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:43:53.443042] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:43:53.443110] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:43:53.443212] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:43:53.501055] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:43:53.502050] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:43:53.502156] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:43:53.502200] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:43:53.624160] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:43:53.624346] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:43:53.624395] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:43:53.624434] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:43:53.628093] [DEBUG] [FORECASTER] QSI: Forecast T+1@11:T+2@11: DOWN (p=2.61%)
[2025-11-25T23:43:53.628560] [INFO ] [FORECASTER] Completed predict_future for QSI
[2025-11-25T23:43:53.628811] [INFO ] [sig       ] QSI: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:43:53.773009] [INFO ] [LOCAL     ] Saved forecast: QSI	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/QSI.txt
[2025-11-25T23:43:53.773182] [INFO ] [sig       ] [2706/3639] Completed QSI in 0.3s | 3.04 sym/s | Total: 14.8m | ETA: 5.1m
[2025-11-25T23:43:53.773237] [INFO ] [sig       ] [2707/3639] Forecasting QTEC...
[2025-11-25T23:43:53.773282] [INFO ] [sig       ] Generating forecast for: QTEC
[2025-11-25T23:43:53.773334] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QTEC' from 'https://tdm.silogroup.org/data/derivative_storage/QTEC.csv'.
[2025-11-25T23:43:53.785672] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QTEC'.
[2025-11-25T23:43:53.786084] [INFO ] [FORECASTER] Starting predict_future for QTEC
[2025-11-25T23:43:53.786956] [DEBUG] [LOCAL     ] No optimal features file found for QTEC: ./output/feature-sets/QTEC.txt
[2025-11-25T23:43:53.787030] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:43:53.787081] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:43:53.787123] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:43:53.787194] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:43:53.857484] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:43:53.858636] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:43:53.858776] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:43:53.858828] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:43:53.981086] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:43:53.981299] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:43:53.981347] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:43:53.981381] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:43:53.984977] [DEBUG] [FORECASTER] QTEC: Forecast T+1@11:T+2@11: UP (p=86.89%)
[2025-11-25T23:43:53.985329] [INFO ] [FORECASTER] Completed predict_future for QTEC
[2025-11-25T23:43:53.985490] [INFO ] [sig       ] QTEC: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:43:54.129575] [INFO ] [LOCAL     ] Saved forecast: QTEC	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/QTEC.txt
[2025-11-25T23:43:54.129777] [INFO ] [sig       ] [2707/3639] Completed QTEC in 0.4s | 3.04 sym/s | Total: 14.8m | ETA: 5.1m
[2025-11-25T23:43:54.129833] [INFO ] [sig       ] [2708/3639] Forecasting QTRX...
[2025-11-25T23:43:54.129877] [INFO ] [sig       ] Generating forecast for: QTRX
[2025-11-25T23:43:54.129919] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QTRX' from 'https://tdm.silogroup.org/data/derivative_storage/QTRX.csv'.
[2025-11-25T23:43:54.141808] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QTRX'.
[2025-11-25T23:43:54.142242] [INFO ] [FORECASTER] Starting predict_future for QTRX
[2025-11-25T23:43:54.143086] [DEBUG] [LOCAL     ] No optimal features file found for QTRX: ./output/feature-sets/QTRX.txt
[2025-11-25T23:43:54.143156] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:43:54.143203] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:43:54.143243] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:43:54.143315] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:43:54.202063] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:43:54.202940] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:43:54.203039] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:43:54.203091] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:43:54.315860] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:43:54.316066] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:43:54.316113] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:43:54.316148] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:43:54.319788] [DEBUG] [FORECASTER] QTRX: Forecast T+1@11:T+2@11: UP (p=63.73%)
[2025-11-25T23:43:54.320166] [INFO ] [FORECASTER] Completed predict_future for QTRX
[2025-11-25T23:43:54.320326] [INFO ] [sig       ] QTRX: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:43:54.463367] [INFO ] [LOCAL     ] Saved forecast: QTRX	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/QTRX.txt
[2025-11-25T23:43:54.463555] [INFO ] [sig       ] [2708/3639] Completed QTRX in 0.3s | 3.04 sym/s | Total: 14.8m | ETA: 5.1m
[2025-11-25T23:43:54.463610] [INFO ] [sig       ] [2709/3639] Forecasting QTTB...
[2025-11-25T23:43:54.463678] [INFO ] [sig       ] Generating forecast for: QTTB
[2025-11-25T23:43:54.463723] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QTTB' from 'https://tdm.silogroup.org/data/derivative_storage/QTTB.csv'.
[2025-11-25T23:43:54.474555] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QTTB'.
[2025-11-25T23:43:54.474853] [INFO ] [FORECASTER] Starting predict_future for QTTB
[2025-11-25T23:43:54.475677] [DEBUG] [LOCAL     ] No optimal features file found for QTTB: ./output/feature-sets/QTTB.txt
[2025-11-25T23:43:54.475743] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:43:54.475789] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:43:54.475829] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:43:54.475897] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:43:54.534390] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:43:54.535341] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:43:54.535441] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:43:54.535489] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:43:54.660921] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:43:54.661151] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:43:54.661203] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:43:54.661238] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:43:54.664917] [DEBUG] [FORECASTER] QTTB: Forecast T+1@11:T+2@11: DOWN (p=12.59%)
[2025-11-25T23:43:54.665233] [INFO ] [FORECASTER] Completed predict_future for QTTB
[2025-11-25T23:43:54.665418] [INFO ] [sig       ] QTTB: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:43:54.807682] [INFO ] [LOCAL     ] Saved forecast: QTTB	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/QTTB.txt
[2025-11-25T23:43:54.807845] [INFO ] [sig       ] [2709/3639] Completed QTTB in 0.3s | 3.04 sym/s | Total: 14.8m | ETA: 5.1m
[2025-11-25T23:43:54.807899] [INFO ] [sig       ] [2710/3639] Forecasting QTUM...
[2025-11-25T23:43:54.807942] [INFO ] [sig       ] Generating forecast for: QTUM
[2025-11-25T23:43:54.807985] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QTUM' from 'https://tdm.silogroup.org/data/derivative_storage/QTUM.csv'.
[2025-11-25T23:43:54.819960] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QTUM'.
[2025-11-25T23:43:54.820278] [INFO ] [FORECASTER] Starting predict_future for QTUM
[2025-11-25T23:43:54.821156] [DEBUG] [LOCAL     ] No optimal features file found for QTUM: ./output/feature-sets/QTUM.txt
[2025-11-25T23:43:54.821229] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:43:54.821276] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:43:54.821319] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:43:54.821391] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:43:54.878578] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:43:54.879232] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:43:54.879330] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:43:54.879379] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:43:55.000242] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:43:55.000452] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:43:55.000501] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:43:55.000560] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:43:55.004221] [DEBUG] [FORECASTER] QTUM: Forecast T+1@11:T+2@11: UP (p=77.38%)
[2025-11-25T23:43:55.004723] [INFO ] [FORECASTER] Completed predict_future for QTUM
[2025-11-25T23:43:55.005037] [INFO ] [sig       ] QTUM: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:43:55.149033] [INFO ] [LOCAL     ] Saved forecast: QTUM	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/QTUM.txt
[2025-11-25T23:43:55.149214] [INFO ] [sig       ] [2710/3639] Completed QTUM in 0.3s | 3.04 sym/s | Total: 14.8m | ETA: 5.1m
[2025-11-25T23:43:55.149266] [INFO ] [sig       ] [2711/3639] Forecasting QTWO...
[2025-11-25T23:43:55.149314] [INFO ] [sig       ] Generating forecast for: QTWO
[2025-11-25T23:43:55.149357] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QTWO' from 'https://tdm.silogroup.org/data/derivative_storage/QTWO.csv'.
[2025-11-25T23:43:55.159836] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QTWO'.
[2025-11-25T23:43:55.160177] [INFO ] [FORECASTER] Starting predict_future for QTWO
[2025-11-25T23:43:55.161066] [DEBUG] [LOCAL     ] No optimal features file found for QTWO: ./output/feature-sets/QTWO.txt
[2025-11-25T23:43:55.161140] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:43:55.161189] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:43:55.161231] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:43:55.161301] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:43:55.221229] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:43:55.221968] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:43:55.222081] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:43:55.222141] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:43:55.342247] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:43:55.342467] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:43:55.342513] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:43:55.342547] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:43:55.346186] [DEBUG] [FORECASTER] QTWO: Forecast T+1@11:T+2@11: UP (p=56.97%)
[2025-11-25T23:43:55.346526] [INFO ] [FORECASTER] Completed predict_future for QTWO
[2025-11-25T23:43:55.346715] [INFO ] [sig       ] QTWO: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:43:55.492969] [INFO ] [LOCAL     ] Saved forecast: QTWO	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/QTWO.txt
[2025-11-25T23:43:55.493182] [INFO ] [sig       ] [2711/3639] Completed QTWO in 0.3s | 3.04 sym/s | Total: 14.9m | ETA: 5.1m
[2025-11-25T23:43:55.493238] [INFO ] [sig       ] [2712/3639] Forecasting QUAD...
[2025-11-25T23:43:55.493285] [INFO ] [sig       ] Generating forecast for: QUAD
[2025-11-25T23:43:55.493328] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QUAD' from 'https://tdm.silogroup.org/data/derivative_storage/QUAD.csv'.
[2025-11-25T23:43:55.504584] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QUAD'.
[2025-11-25T23:43:55.505050] [INFO ] [FORECASTER] Starting predict_future for QUAD
[2025-11-25T23:43:55.505953] [DEBUG] [LOCAL     ] No optimal features file found for QUAD: ./output/feature-sets/QUAD.txt
[2025-11-25T23:43:55.506034] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:43:55.506109] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:43:55.506174] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:43:55.506270] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:43:55.567046] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:43:55.568016] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:43:55.568125] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:43:55.568191] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:43:55.680074] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:43:55.680267] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:43:55.680315] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:43:55.680350] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:43:55.684004] [DEBUG] [FORECASTER] QUAD: Forecast T+1@11:T+2@11: DOWN (p=9.78%)
[2025-11-25T23:43:55.684299] [INFO ] [FORECASTER] Completed predict_future for QUAD
[2025-11-25T23:43:55.684445] [INFO ] [sig       ] QUAD: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:43:55.828555] [INFO ] [LOCAL     ] Saved forecast: QUAD	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/QUAD.txt
[2025-11-25T23:43:55.828771] [INFO ] [sig       ] [2712/3639] Completed QUAD in 0.3s | 3.04 sym/s | Total: 14.9m | ETA: 5.1m
[2025-11-25T23:43:55.828854] [INFO ] [sig       ] [2713/3639] Forecasting QUIK...
[2025-11-25T23:43:55.828908] [INFO ] [sig       ] Generating forecast for: QUIK
[2025-11-25T23:43:55.828953] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QUIK' from 'https://tdm.silogroup.org/data/derivative_storage/QUIK.csv'.
[2025-11-25T23:43:55.843011] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QUIK'.
[2025-11-25T23:43:55.843572] [INFO ] [FORECASTER] Starting predict_future for QUIK
[2025-11-25T23:43:55.844707] [DEBUG] [LOCAL     ] No optimal features file found for QUIK: ./output/feature-sets/QUIK.txt
[2025-11-25T23:43:55.844785] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:43:55.844840] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:43:55.844886] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:43:55.844962] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:43:55.906458] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:43:55.907568] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:43:55.907708] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:43:55.907762] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:43:56.028308] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:43:56.028597] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:43:56.028677] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:43:56.028725] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:43:56.033099] [DEBUG] [FORECASTER] QUIK: Forecast T+1@11:T+2@11: UP (p=97.99%)
[2025-11-25T23:43:56.033443] [INFO ] [FORECASTER] Completed predict_future for QUIK
[2025-11-25T23:43:56.033617] [INFO ] [sig       ] QUIK: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:43:56.181729] [INFO ] [LOCAL     ] Saved forecast: QUIK	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/QUIK.txt
[2025-11-25T23:43:56.181985] [INFO ] [sig       ] [2713/3639] Completed QUIK in 0.4s | 3.04 sym/s | Total: 14.9m | ETA: 5.1m
[2025-11-25T23:43:56.182048] [INFO ] [sig       ] [2714/3639] Forecasting QURE...
[2025-11-25T23:43:56.182100] [INFO ] [sig       ] Generating forecast for: QURE
[2025-11-25T23:43:56.182145] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QURE' from 'https://tdm.silogroup.org/data/derivative_storage/QURE.csv'.
[2025-11-25T23:43:56.195087] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QURE'.
[2025-11-25T23:43:56.195523] [INFO ] [FORECASTER] Starting predict_future for QURE
[2025-11-25T23:43:56.196518] [DEBUG] [LOCAL     ] No optimal features file found for QURE: ./output/feature-sets/QURE.txt
[2025-11-25T23:43:56.196594] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:43:56.196683] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:43:56.196742] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:43:56.196854] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:43:56.254793] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:43:56.255988] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:43:56.256104] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:43:56.256154] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:43:56.374433] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:43:56.374732] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:43:56.374836] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:43:56.374887] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:43:56.380576] [DEBUG] [FORECASTER] QURE: Forecast T+1@11:T+2@11: DOWN (p=2.57%)
[2025-11-25T23:43:56.381347] [INFO ] [FORECASTER] Completed predict_future for QURE
[2025-11-25T23:43:56.381589] [INFO ] [sig       ] QURE: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:43:56.527245] [INFO ] [LOCAL     ] Saved forecast: QURE	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/QURE.txt
[2025-11-25T23:43:56.527547] [INFO ] [sig       ] [2714/3639] Completed QURE in 0.3s | 3.04 sym/s | Total: 14.9m | ETA: 5.1m
[2025-11-25T23:43:56.527617] [INFO ] [sig       ] [2715/3639] Forecasting QVAL...
[2025-11-25T23:43:56.527689] [INFO ] [sig       ] Generating forecast for: QVAL
[2025-11-25T23:43:56.527740] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QVAL' from 'https://tdm.silogroup.org/data/derivative_storage/QVAL.csv'.
[2025-11-25T23:43:56.541306] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QVAL'.
[2025-11-25T23:43:56.541803] [INFO ] [FORECASTER] Starting predict_future for QVAL
[2025-11-25T23:43:56.542832] [DEBUG] [LOCAL     ] No optimal features file found for QVAL: ./output/feature-sets/QVAL.txt
[2025-11-25T23:43:56.542907] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:43:56.542969] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:43:56.543013] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:43:56.543086] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:43:56.604247] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:43:56.605521] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:43:56.605686] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:43:56.605750] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:43:56.715684] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:43:56.715975] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:43:56.716038] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:43:56.716075] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:43:56.720412] [DEBUG] [FORECASTER] QVAL: Forecast T+1@11:T+2@11: DOWN (p=4.11%)
[2025-11-25T23:43:56.721000] [INFO ] [FORECASTER] Completed predict_future for QVAL
[2025-11-25T23:43:56.721208] [INFO ] [sig       ] QVAL: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:43:56.869398] [INFO ] [LOCAL     ] Saved forecast: QVAL	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/QVAL.txt
[2025-11-25T23:43:56.869609] [INFO ] [sig       ] [2715/3639] Completed QVAL in 0.3s | 3.04 sym/s | Total: 14.9m | ETA: 5.1m
[2025-11-25T23:43:56.869697] [INFO ] [sig       ] [2716/3639] Forecasting QVCC...
[2025-11-25T23:43:56.869748] [INFO ] [sig       ] Generating forecast for: QVCC
[2025-11-25T23:43:56.869795] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QVCC' from 'https://tdm.silogroup.org/data/derivative_storage/QVCC.csv'.
[2025-11-25T23:43:56.881388] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QVCC'.
[2025-11-25T23:43:56.881913] [INFO ] [FORECASTER] Starting predict_future for QVCC
[2025-11-25T23:43:56.882868] [DEBUG] [LOCAL     ] No optimal features file found for QVCC: ./output/feature-sets/QVCC.txt
[2025-11-25T23:43:56.882942] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:43:56.882990] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:43:56.883035] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:43:56.883107] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:43:56.947202] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:43:56.948401] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:43:56.948520] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:43:56.948571] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:43:57.056196] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:43:57.056464] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:43:57.056515] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:43:57.056550] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:43:57.060749] [DEBUG] [FORECASTER] QVCC: Forecast T+1@11:T+2@11: UP (p=63.24%)
[2025-11-25T23:43:57.061218] [INFO ] [FORECASTER] Completed predict_future for QVCC
[2025-11-25T23:43:57.061398] [INFO ] [sig       ] QVCC: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:43:57.210796] [INFO ] [LOCAL     ] Saved forecast: QVCC	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/QVCC.txt
[2025-11-25T23:43:57.211030] [INFO ] [sig       ] [2716/3639] Completed QVCC in 0.3s | 3.04 sym/s | Total: 14.9m | ETA: 5.1m
[2025-11-25T23:43:57.211091] [INFO ] [sig       ] [2717/3639] Forecasting QYLD...
[2025-11-25T23:43:57.211138] [INFO ] [sig       ] Generating forecast for: QYLD
[2025-11-25T23:43:57.211185] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QYLD' from 'https://tdm.silogroup.org/data/derivative_storage/QYLD.csv'.
[2025-11-25T23:43:57.224594] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QYLD'.
[2025-11-25T23:43:57.225089] [INFO ] [FORECASTER] Starting predict_future for QYLD
[2025-11-25T23:43:57.226035] [DEBUG] [LOCAL     ] No optimal features file found for QYLD: ./output/feature-sets/QYLD.txt
[2025-11-25T23:43:57.226107] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:43:57.226158] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:43:57.226200] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:43:57.226270] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:43:57.284087] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:43:57.285280] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:43:57.285406] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:43:57.285461] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:43:57.392639] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:43:57.392926] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:43:57.392979] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:43:57.393017] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:43:57.397080] [DEBUG] [FORECASTER] QYLD: Forecast T+1@11:T+2@11: UP (p=87.44%)
[2025-11-25T23:43:57.397444] [INFO ] [FORECASTER] Completed predict_future for QYLD
[2025-11-25T23:43:57.397615] [INFO ] [sig       ] QYLD: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:43:57.545945] [INFO ] [LOCAL     ] Saved forecast: QYLD	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/QYLD.txt
[2025-11-25T23:43:57.546132] [INFO ] [sig       ] [2717/3639] Completed QYLD in 0.3s | 3.04 sym/s | Total: 14.9m | ETA: 5.1m
[2025-11-25T23:43:57.546189] [INFO ] [sig       ] [2718/3639] Forecasting QYLG...
[2025-11-25T23:43:57.546239] [INFO ] [sig       ] Generating forecast for: QYLG
[2025-11-25T23:43:57.546287] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QYLG' from 'https://tdm.silogroup.org/data/derivative_storage/QYLG.csv'.
[2025-11-25T23:43:57.558448] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QYLG'.
[2025-11-25T23:43:57.558930] [INFO ] [FORECASTER] Starting predict_future for QYLG
[2025-11-25T23:43:57.559885] [DEBUG] [LOCAL     ] No optimal features file found for QYLG: ./output/feature-sets/QYLG.txt
[2025-11-25T23:43:57.559957] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:43:57.560008] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:43:57.560056] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:43:57.560134] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:43:57.619343] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:43:57.620327] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:43:57.620451] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:43:57.620503] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:43:57.726829] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:43:57.727087] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:43:57.727149] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:43:57.727197] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:43:57.731191] [DEBUG] [FORECASTER] QYLG: Forecast T+1@11:T+2@11: UP (p=95.10%)
[2025-11-25T23:43:57.731524] [INFO ] [FORECASTER] Completed predict_future for QYLG
[2025-11-25T23:43:57.731706] [INFO ] [sig       ] QYLG: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:43:57.875554] [INFO ] [LOCAL     ] Saved forecast: QYLG	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/QYLG.txt
[2025-11-25T23:43:57.875841] [INFO ] [sig       ] [2718/3639] Completed QYLG in 0.3s | 3.04 sym/s | Total: 14.9m | ETA: 5.0m
[2025-11-25T23:43:57.875902] [INFO ] [sig       ] [2719/3639] Forecasting RA...
[2025-11-25T23:43:57.875953] [INFO ] [sig       ] Generating forecast for: RA
[2025-11-25T23:43:57.875998] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RA' from 'https://tdm.silogroup.org/data/derivative_storage/RA.csv'.
[2025-11-25T23:43:57.889608] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RA'.
[2025-11-25T23:43:57.890201] [INFO ] [FORECASTER] Starting predict_future for RA
[2025-11-25T23:43:57.891146] [DEBUG] [LOCAL     ] No optimal features file found for RA: ./output/feature-sets/RA.txt
[2025-11-25T23:43:57.891221] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:43:57.891270] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:43:57.891325] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:43:57.891462] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:43:57.950784] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:43:57.951994] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:43:57.952107] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:43:57.952156] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:43:58.070626] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:43:58.070956] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:43:58.071009] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:43:58.071047] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:43:58.075046] [DEBUG] [FORECASTER] RA: Forecast T+1@11:T+2@11: UP (p=76.02%)
[2025-11-25T23:43:58.075438] [INFO ] [FORECASTER] Completed predict_future for RA
[2025-11-25T23:43:58.075604] [INFO ] [sig       ] RA: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:43:58.235781] [INFO ] [LOCAL     ] Saved forecast: RA	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/RA.txt
[2025-11-25T23:43:58.236119] [INFO ] [sig       ] [2719/3639] Completed RA in 0.4s | 3.04 sym/s | Total: 14.9m | ETA: 5.0m
[2025-11-25T23:43:58.236191] [INFO ] [sig       ] [2720/3639] Forecasting RACE...
[2025-11-25T23:43:58.236241] [INFO ] [sig       ] Generating forecast for: RACE
[2025-11-25T23:43:58.236287] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RACE' from 'https://tdm.silogroup.org/data/derivative_storage/RACE.csv'.
[2025-11-25T23:43:58.251046] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RACE'.
[2025-11-25T23:43:58.251712] [INFO ] [FORECASTER] Starting predict_future for RACE
[2025-11-25T23:43:58.252733] [DEBUG] [LOCAL     ] No optimal features file found for RACE: ./output/feature-sets/RACE.txt
[2025-11-25T23:43:58.252806] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:43:58.252871] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:43:58.252909] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:43:58.253048] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:43:58.310406] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:43:58.311609] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:43:58.311751] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:43:58.311804] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:43:58.425519] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:43:58.425795] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:43:58.425877] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:43:58.425924] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:43:58.429833] [DEBUG] [FORECASTER] RACE: Forecast T+1@11:T+2@11: DOWN (p=16.00%)
[2025-11-25T23:43:58.430179] [INFO ] [FORECASTER] Completed predict_future for RACE
[2025-11-25T23:43:58.430399] [INFO ] [sig       ] RACE: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:43:58.573214] [INFO ] [LOCAL     ] Saved forecast: RACE	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/RACE.txt
[2025-11-25T23:43:58.573419] [INFO ] [sig       ] [2720/3639] Completed RACE in 0.3s | 3.04 sym/s | Total: 14.9m | ETA: 5.0m
[2025-11-25T23:43:58.573478] [INFO ] [sig       ] [2721/3639] Forecasting RAIL...
[2025-11-25T23:43:58.573608] [INFO ] [sig       ] Generating forecast for: RAIL
[2025-11-25T23:43:58.573692] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RAIL' from 'https://tdm.silogroup.org/data/derivative_storage/RAIL.csv'.
[2025-11-25T23:43:58.585907] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RAIL'.
[2025-11-25T23:43:58.586406] [INFO ] [FORECASTER] Starting predict_future for RAIL
[2025-11-25T23:43:58.587403] [DEBUG] [LOCAL     ] No optimal features file found for RAIL: ./output/feature-sets/RAIL.txt
[2025-11-25T23:43:58.587479] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:43:58.587545] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:43:58.587611] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:43:58.587732] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:43:58.647794] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:43:58.648726] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:43:58.648845] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:43:58.648914] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:43:58.769042] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:43:58.769311] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:43:58.769362] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:43:58.769400] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:43:58.773465] [DEBUG] [FORECASTER] RAIL: Forecast T+1@11:T+2@11: UP (p=74.68%)
[2025-11-25T23:43:58.773860] [INFO ] [FORECASTER] Completed predict_future for RAIL
[2025-11-25T23:43:58.774058] [INFO ] [sig       ] RAIL: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:43:58.930139] [INFO ] [LOCAL     ] Saved forecast: RAIL	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/RAIL.txt
[2025-11-25T23:43:58.930384] [INFO ] [sig       ] [2721/3639] Completed RAIL in 0.4s | 3.04 sym/s | Total: 14.9m | ETA: 5.0m
[2025-11-25T23:43:58.930470] [INFO ] [sig       ] [2722/3639] Forecasting RAMP...
[2025-11-25T23:43:58.930529] [INFO ] [sig       ] Generating forecast for: RAMP
[2025-11-25T23:43:58.930586] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RAMP' from 'https://tdm.silogroup.org/data/derivative_storage/RAMP.csv'.
[2025-11-25T23:43:58.946100] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RAMP'.
[2025-11-25T23:43:58.946768] [INFO ] [FORECASTER] Starting predict_future for RAMP
[2025-11-25T23:43:58.947728] [DEBUG] [LOCAL     ] No optimal features file found for RAMP: ./output/feature-sets/RAMP.txt
[2025-11-25T23:43:58.947802] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:43:58.947850] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:43:58.947895] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:43:58.947966] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:43:59.005126] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:43:59.005800] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:43:59.005898] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:43:59.005944] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:43:59.120003] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:43:59.120203] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:43:59.120253] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:43:59.120287] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:43:59.123918] [DEBUG] [FORECASTER] RAMP: Forecast T+1@11:T+2@11: UP (p=81.56%)
[2025-11-25T23:43:59.124220] [INFO ] [FORECASTER] Completed predict_future for RAMP
[2025-11-25T23:43:59.124385] [INFO ] [sig       ] RAMP: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:43:59.266279] [INFO ] [LOCAL     ] Saved forecast: RAMP	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/RAMP.txt
[2025-11-25T23:43:59.266446] [INFO ] [sig       ] [2722/3639] Completed RAMP in 0.3s | 3.04 sym/s | Total: 14.9m | ETA: 5.0m
[2025-11-25T23:43:59.266502] [INFO ] [sig       ] [2723/3639] Forecasting RAPP...
[2025-11-25T23:43:59.266546] [INFO ] [sig       ] Generating forecast for: RAPP
[2025-11-25T23:43:59.266587] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RAPP' from 'https://tdm.silogroup.org/data/derivative_storage/RAPP.csv'.
[2025-11-25T23:43:59.279821] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RAPP'.
[2025-11-25T23:43:59.280359] [INFO ] [FORECASTER] Starting predict_future for RAPP
[2025-11-25T23:43:59.281356] [DEBUG] [LOCAL     ] No optimal features file found for RAPP: ./output/feature-sets/RAPP.txt
[2025-11-25T23:43:59.281432] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:43:59.281481] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:43:59.281524] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:43:59.281597] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:43:59.339556] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:43:59.340722] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:43:59.340837] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:43:59.340887] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:43:59.458869] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:43:59.459178] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:43:59.459232] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:43:59.459270] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:43:59.463929] [DEBUG] [FORECASTER] RAPP: Forecast T+1@11:T+2@11: DOWN (p=43.42%)
[2025-11-25T23:43:59.464507] [INFO ] [FORECASTER] Completed predict_future for RAPP
[2025-11-25T23:43:59.464759] [INFO ] [sig       ] RAPP: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:43:59.619167] [INFO ] [LOCAL     ] Saved forecast: RAPP	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/RAPP.txt
[2025-11-25T23:43:59.619435] [INFO ] [sig       ] [2723/3639] Completed RAPP in 0.4s | 3.04 sym/s | Total: 14.9m | ETA: 5.0m
[2025-11-25T23:43:59.619502] [INFO ] [sig       ] [2724/3639] Forecasting RARE...
[2025-11-25T23:43:59.619552] [INFO ] [sig       ] Generating forecast for: RARE
[2025-11-25T23:43:59.619632] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RARE' from 'https://tdm.silogroup.org/data/derivative_storage/RARE.csv'.
[2025-11-25T23:43:59.633188] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RARE'.
[2025-11-25T23:43:59.633733] [INFO ] [FORECASTER] Starting predict_future for RARE
[2025-11-25T23:43:59.634626] [DEBUG] [LOCAL     ] No optimal features file found for RARE: ./output/feature-sets/RARE.txt
[2025-11-25T23:43:59.634718] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:43:59.634768] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:43:59.634810] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:43:59.634881] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:43:59.692368] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:43:59.693046] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:43:59.693148] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:43:59.693200] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:43:59.807860] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:43:59.807997] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:43:59.808041] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:43:59.808074] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:43:59.811414] [DEBUG] [FORECASTER] RARE: Forecast T+1@11:T+2@11: UP (p=64.55%)
[2025-11-25T23:43:59.811736] [INFO ] [FORECASTER] Completed predict_future for RARE
[2025-11-25T23:43:59.811911] [INFO ] [sig       ] RARE: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:43:59.953983] [INFO ] [LOCAL     ] Saved forecast: RARE	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/RARE.txt
[2025-11-25T23:43:59.954136] [INFO ] [sig       ] [2724/3639] Completed RARE in 0.3s | 3.04 sym/s | Total: 14.9m | ETA: 5.0m
[2025-11-25T23:43:59.954197] [INFO ] [sig       ] [2725/3639] Forecasting RAVE...
[2025-11-25T23:43:59.954241] [INFO ] [sig       ] Generating forecast for: RAVE
[2025-11-25T23:43:59.954284] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RAVE' from 'https://tdm.silogroup.org/data/derivative_storage/RAVE.csv'.
[2025-11-25T23:43:59.967007] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RAVE'.
[2025-11-25T23:43:59.967585] [INFO ] [FORECASTER] Starting predict_future for RAVE
[2025-11-25T23:43:59.968583] [DEBUG] [LOCAL     ] No optimal features file found for RAVE: ./output/feature-sets/RAVE.txt
[2025-11-25T23:43:59.968675] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:43:59.968728] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:43:59.968772] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:43:59.968847] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:44:00.027320] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:44:00.028178] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:44:00.028291] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:44:00.028339] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:44:00.842402] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:44:00.842584] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:44:00.842662] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:44:00.842716] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:44:00.846274] [DEBUG] [FORECASTER] RAVE: Forecast T+1@11:T+2@11: DOWN (p=16.04%)
[2025-11-25T23:44:00.846601] [INFO ] [FORECASTER] Completed predict_future for RAVE
[2025-11-25T23:44:00.846789] [INFO ] [sig       ] RAVE: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:44:00.994576] [INFO ] [LOCAL     ] Saved forecast: RAVE	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/RAVE.txt
[2025-11-25T23:44:00.994744] [INFO ] [sig       ] [2725/3639] Completed RAVE in 1.0s | 3.04 sym/s | Total: 14.9m | ETA: 5.0m
[2025-11-25T23:44:00.994804] [INFO ] [sig       ] [2726/3639] Forecasting RAY...
[2025-11-25T23:44:00.994849] [INFO ] [sig       ] Generating forecast for: RAY
[2025-11-25T23:44:00.994894] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RAY' from 'https://tdm.silogroup.org/data/derivative_storage/RAY.csv'.
[2025-11-25T23:44:01.005505] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RAY'.
[2025-11-25T23:44:01.005834] [INFO ] [FORECASTER] Starting predict_future for RAY
[2025-11-25T23:44:01.006708] [DEBUG] [LOCAL     ] No optimal features file found for RAY: ./output/feature-sets/RAY.txt
[2025-11-25T23:44:01.006779] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:44:01.006828] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:44:01.006868] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:44:01.006938] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:44:01.066456] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:44:01.067122] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:44:01.067222] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:44:01.067273] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:44:01.349433] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:44:01.349736] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:44:01.349800] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:44:01.349836] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:44:01.354481] [DEBUG] [FORECASTER] RAY: Forecast T+1@11:T+2@11: UP (p=52.35%)
[2025-11-25T23:44:01.354895] [INFO ] [FORECASTER] Completed predict_future for RAY
[2025-11-25T23:44:01.355081] [INFO ] [sig       ] RAY: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:44:01.506039] [INFO ] [LOCAL     ] Saved forecast: RAY	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/RAY.txt
[2025-11-25T23:44:01.506277] [INFO ] [sig       ] [2726/3639] Completed RAY in 0.5s | 3.04 sym/s | Total: 15.0m | ETA: 5.0m
[2025-11-25T23:44:01.506339] [INFO ] [sig       ] [2727/3639] Forecasting RBA...
[2025-11-25T23:44:01.506386] [INFO ] [sig       ] Generating forecast for: RBA
[2025-11-25T23:44:01.506430] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RBA' from 'https://tdm.silogroup.org/data/derivative_storage/RBA.csv'.
[2025-11-25T23:44:01.519155] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RBA'.
[2025-11-25T23:44:01.519584] [INFO ] [FORECASTER] Starting predict_future for RBA
[2025-11-25T23:44:01.520483] [DEBUG] [LOCAL     ] No optimal features file found for RBA: ./output/feature-sets/RBA.txt
[2025-11-25T23:44:01.520577] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:44:01.520660] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:44:01.520709] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:44:01.520783] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:44:01.580116] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:44:01.581146] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:44:01.581257] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:44:01.581320] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:44:01.708961] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:44:01.709210] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:44:01.709269] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:44:01.709315] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:44:01.712784] [DEBUG] [FORECASTER] RBA: Forecast T+1@11:T+2@11: UP (p=83.70%)
[2025-11-25T23:44:01.713099] [INFO ] [FORECASTER] Completed predict_future for RBA
[2025-11-25T23:44:01.713268] [INFO ] [sig       ] RBA: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:44:01.858297] [INFO ] [LOCAL     ] Saved forecast: RBA	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/RBA.txt
[2025-11-25T23:44:01.858484] [INFO ] [sig       ] [2727/3639] Completed RBA in 0.4s | 3.04 sym/s | Total: 15.0m | ETA: 5.0m
[2025-11-25T23:44:01.858539] [INFO ] [sig       ] [2728/3639] Forecasting RBB...
[2025-11-25T23:44:01.858584] [INFO ] [sig       ] Generating forecast for: RBB
[2025-11-25T23:44:01.858626] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RBB' from 'https://tdm.silogroup.org/data/derivative_storage/RBB.csv'.
[2025-11-25T23:44:01.869627] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RBB'.
[2025-11-25T23:44:01.870035] [INFO ] [FORECASTER] Starting predict_future for RBB
[2025-11-25T23:44:01.870869] [DEBUG] [LOCAL     ] No optimal features file found for RBB: ./output/feature-sets/RBB.txt
[2025-11-25T23:44:01.870939] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:44:01.870998] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:44:01.871050] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:44:01.871140] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:44:01.928747] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:44:01.929601] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:44:01.929719] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:44:01.929782] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:44:02.041635] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:44:02.041835] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:44:02.041880] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:44:02.041915] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:44:02.045394] [DEBUG] [FORECASTER] RBB: Forecast T+1@11:T+2@11: UP (p=84.76%)
[2025-11-25T23:44:02.045705] [INFO ] [FORECASTER] Completed predict_future for RBB
[2025-11-25T23:44:02.045857] [INFO ] [sig       ] RBB: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:44:02.190337] [INFO ] [LOCAL     ] Saved forecast: RBB	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/RBB.txt
[2025-11-25T23:44:02.190706] [INFO ] [sig       ] [2728/3639] Completed RBB in 0.3s | 3.04 sym/s | Total: 15.0m | ETA: 5.0m
[2025-11-25T23:44:02.190768] [INFO ] [sig       ] [2729/3639] Forecasting RBBN...
[2025-11-25T23:44:02.190813] [INFO ] [sig       ] Generating forecast for: RBBN
[2025-11-25T23:44:02.190853] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RBBN' from 'https://tdm.silogroup.org/data/derivative_storage/RBBN.csv'.
[2025-11-25T23:44:02.201686] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RBBN'.
[2025-11-25T23:44:02.202035] [INFO ] [FORECASTER] Starting predict_future for RBBN
[2025-11-25T23:44:02.202881] [DEBUG] [LOCAL     ] No optimal features file found for RBBN: ./output/feature-sets/RBBN.txt
[2025-11-25T23:44:02.202951] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:44:02.203000] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:44:02.203043] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:44:02.203111] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:44:02.260254] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:44:02.260956] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:44:02.261052] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:44:02.261098] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:44:02.364474] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:44:02.364671] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:44:02.364733] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:44:02.364781] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:44:02.368175] [DEBUG] [FORECASTER] RBBN: Forecast T+1@11:T+2@11: DOWN (p=32.76%)
[2025-11-25T23:44:02.368474] [INFO ] [FORECASTER] Completed predict_future for RBBN
[2025-11-25T23:44:02.368635] [INFO ] [sig       ] RBBN: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:44:02.508714] [INFO ] [LOCAL     ] Saved forecast: RBBN	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/RBBN.txt
[2025-11-25T23:44:02.508918] [INFO ] [sig       ] [2729/3639] Completed RBBN in 0.3s | 3.04 sym/s | Total: 15.0m | ETA: 5.0m
[2025-11-25T23:44:02.508979] [INFO ] [sig       ] [2730/3639] Forecasting RBC...
[2025-11-25T23:44:02.509024] [INFO ] [sig       ] Generating forecast for: RBC
[2025-11-25T23:44:02.509067] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RBC' from 'https://tdm.silogroup.org/data/derivative_storage/RBC.csv'.
[2025-11-25T23:44:02.520994] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RBC'.
[2025-11-25T23:44:02.521369] [INFO ] [FORECASTER] Starting predict_future for RBC
[2025-11-25T23:44:02.522216] [DEBUG] [LOCAL     ] No optimal features file found for RBC: ./output/feature-sets/RBC.txt
[2025-11-25T23:44:02.522288] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:44:02.522346] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:44:02.522399] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:44:02.522490] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:44:02.580913] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:44:02.581720] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:44:02.581819] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:44:02.581883] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:44:02.698882] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:44:02.699086] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:44:02.699134] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:44:02.699172] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:44:02.702898] [DEBUG] [FORECASTER] RBC: Forecast T+1@11:T+2@11: DOWN (p=30.91%)
[2025-11-25T23:44:02.703201] [INFO ] [FORECASTER] Completed predict_future for RBC
[2025-11-25T23:44:02.703368] [INFO ] [sig       ] RBC: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:44:02.855244] [INFO ] [LOCAL     ] Saved forecast: RBC	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/RBC.txt
[2025-11-25T23:44:02.855421] [INFO ] [sig       ] [2730/3639] Completed RBC in 0.3s | 3.04 sym/s | Total: 15.0m | ETA: 5.0m
[2025-11-25T23:44:02.855546] [INFO ] [sig       ] [2731/3639] Forecasting RBCAA...
[2025-11-25T23:44:02.855599] [INFO ] [sig       ] Generating forecast for: RBCAA
[2025-11-25T23:44:02.855663] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RBCAA' from 'https://tdm.silogroup.org/data/derivative_storage/RBCAA.csv'.
[2025-11-25T23:44:02.868306] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RBCAA'.
[2025-11-25T23:44:02.868768] [INFO ] [FORECASTER] Starting predict_future for RBCAA
[2025-11-25T23:44:02.869669] [DEBUG] [LOCAL     ] No optimal features file found for RBCAA: ./output/feature-sets/RBCAA.txt
[2025-11-25T23:44:02.869741] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:44:02.869790] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:44:02.869833] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:44:02.869906] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:44:02.929609] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:44:02.930500] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:44:02.930605] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:44:02.930678] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:44:03.048406] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:44:03.048609] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:44:03.048677] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:44:03.048749] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:44:03.052524] [DEBUG] [FORECASTER] RBCAA: Forecast T+1@11:T+2@11: UP (p=82.19%)
[2025-11-25T23:44:03.052865] [INFO ] [FORECASTER] Completed predict_future for RBCAA
[2025-11-25T23:44:03.053043] [INFO ] [sig       ] RBCAA: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:44:03.196201] [INFO ] [LOCAL     ] Saved forecast: RBCAA	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/RBCAA.txt
[2025-11-25T23:44:03.196390] [INFO ] [sig       ] [2731/3639] Completed RBCAA in 0.3s | 3.04 sym/s | Total: 15.0m | ETA: 5.0m
[2025-11-25T23:44:03.196458] [INFO ] [sig       ] [2732/3639] Forecasting RBLX...
[2025-11-25T23:44:03.196497] [INFO ] [sig       ] Generating forecast for: RBLX
[2025-11-25T23:44:03.196541] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RBLX' from 'https://tdm.silogroup.org/data/derivative_storage/RBLX.csv'.
[2025-11-25T23:44:03.208590] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RBLX'.
[2025-11-25T23:44:03.209122] [INFO ] [FORECASTER] Starting predict_future for RBLX
[2025-11-25T23:44:03.210037] [DEBUG] [LOCAL     ] No optimal features file found for RBLX: ./output/feature-sets/RBLX.txt
[2025-11-25T23:44:03.210113] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:44:03.210163] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:44:03.210208] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:44:03.210353] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:44:03.270319] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:44:03.271339] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:44:03.271448] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:44:03.271514] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:44:03.390721] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:44:03.390924] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:44:03.390972] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:44:03.391008] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:44:03.394661] [DEBUG] [FORECASTER] RBLX: Forecast T+1@11:T+2@11: UP (p=99.96%)
[2025-11-25T23:44:03.394985] [INFO ] [FORECASTER] Completed predict_future for RBLX
[2025-11-25T23:44:03.395171] [INFO ] [sig       ] RBLX: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:44:03.539318] [INFO ] [LOCAL     ] Saved forecast: RBLX	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/RBLX.txt
[2025-11-25T23:44:03.539495] [INFO ] [sig       ] [2732/3639] Completed RBLX in 0.3s | 3.04 sym/s | Total: 15.0m | ETA: 5.0m
[2025-11-25T23:44:03.539551] [INFO ] [sig       ] [2733/3639] Forecasting RC...
[2025-11-25T23:44:03.539596] [INFO ] [sig       ] Generating forecast for: RC
[2025-11-25T23:44:03.539659] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RC' from 'https://tdm.silogroup.org/data/derivative_storage/RC.csv'.
[2025-11-25T23:44:03.549866] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RC'.
[2025-11-25T23:44:03.550185] [INFO ] [FORECASTER] Starting predict_future for RC
[2025-11-25T23:44:03.551020] [DEBUG] [LOCAL     ] No optimal features file found for RC: ./output/feature-sets/RC.txt
[2025-11-25T23:44:03.551095] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:44:03.551175] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:44:03.551235] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:44:03.551327] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:44:03.609009] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:44:03.609739] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:44:03.609835] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:44:03.609897] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:44:03.727470] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:44:03.727629] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:44:03.727692] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:44:03.727736] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:44:03.731133] [DEBUG] [FORECASTER] RC: Forecast T+1@11:T+2@11: UP (p=87.77%)
[2025-11-25T23:44:03.731441] [INFO ] [FORECASTER] Completed predict_future for RC
[2025-11-25T23:44:03.731589] [INFO ] [sig       ] RC: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:44:03.872144] [INFO ] [LOCAL     ] Saved forecast: RC	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/RC.txt
[2025-11-25T23:44:03.872300] [INFO ] [sig       ] [2733/3639] Completed RC in 0.3s | 3.04 sym/s | Total: 15.0m | ETA: 5.0m
[2025-11-25T23:44:03.872356] [INFO ] [sig       ] [2734/3639] Forecasting RCEL...
[2025-11-25T23:44:03.872393] [INFO ] [sig       ] Generating forecast for: RCEL
[2025-11-25T23:44:03.872440] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RCEL' from 'https://tdm.silogroup.org/data/derivative_storage/RCEL.csv'.
[2025-11-25T23:44:03.883611] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RCEL'.
[2025-11-25T23:44:03.883939] [INFO ] [FORECASTER] Starting predict_future for RCEL
[2025-11-25T23:44:03.884785] [DEBUG] [LOCAL     ] No optimal features file found for RCEL: ./output/feature-sets/RCEL.txt
[2025-11-25T23:44:03.884855] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:44:03.884905] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:44:03.884944] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:44:03.885016] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:44:03.941671] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:44:03.942333] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:44:03.942429] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:44:03.942478] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:44:04.062074] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:44:04.062248] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:44:04.062317] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:44:04.062352] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:44:04.065743] [DEBUG] [FORECASTER] RCEL: Forecast T+1@11:T+2@11: UP (p=65.56%)
[2025-11-25T23:44:04.066031] [INFO ] [FORECASTER] Completed predict_future for RCEL
[2025-11-25T23:44:04.066185] [INFO ] [sig       ] RCEL: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:44:04.206327] [INFO ] [LOCAL     ] Saved forecast: RCEL	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/RCEL.txt
[2025-11-25T23:44:04.206469] [INFO ] [sig       ] [2734/3639] Completed RCEL in 0.3s | 3.04 sym/s | Total: 15.0m | ETA: 5.0m
[2025-11-25T23:44:04.206518] [INFO ] [sig       ] [2735/3639] Forecasting RCI...
[2025-11-25T23:44:04.206562] [INFO ] [sig       ] Generating forecast for: RCI
[2025-11-25T23:44:04.206604] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RCI' from 'https://tdm.silogroup.org/data/derivative_storage/RCI.csv'.
[2025-11-25T23:44:04.220469] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RCI'.
[2025-11-25T23:44:04.221140] [INFO ] [FORECASTER] Starting predict_future for RCI
[2025-11-25T23:44:04.222188] [DEBUG] [LOCAL     ] No optimal features file found for RCI: ./output/feature-sets/RCI.txt
[2025-11-25T23:44:04.222278] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:44:04.222353] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:44:04.222401] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:44:04.222474] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:44:04.283625] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:44:04.284626] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:44:04.284760] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:44:04.284812] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:44:04.398901] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:44:04.399102] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:44:04.399150] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:44:04.399185] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:44:04.402775] [DEBUG] [FORECASTER] RCI: Forecast T+1@11:T+2@11: DOWN (p=0.70%)
[2025-11-25T23:44:04.403071] [INFO ] [FORECASTER] Completed predict_future for RCI
[2025-11-25T23:44:04.403229] [INFO ] [sig       ] RCI: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:44:04.543303] [INFO ] [LOCAL     ] Saved forecast: RCI	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/RCI.txt
[2025-11-25T23:44:04.543476] [INFO ] [sig       ] [2735/3639] Completed RCI in 0.3s | 3.04 sym/s | Total: 15.0m | ETA: 5.0m
[2025-11-25T23:44:04.543536] [INFO ] [sig       ] [2736/3639] Forecasting RCKY...
[2025-11-25T23:44:04.543581] [INFO ] [sig       ] Generating forecast for: RCKY
[2025-11-25T23:44:04.543624] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RCKY' from 'https://tdm.silogroup.org/data/derivative_storage/RCKY.csv'.
[2025-11-25T23:44:04.555052] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RCKY'.
[2025-11-25T23:44:04.555366] [INFO ] [FORECASTER] Starting predict_future for RCKY
[2025-11-25T23:44:04.556213] [DEBUG] [LOCAL     ] No optimal features file found for RCKY: ./output/feature-sets/RCKY.txt
[2025-11-25T23:44:04.556285] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:44:04.556332] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:44:04.556377] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:44:04.556446] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:44:04.615206] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:44:04.616118] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:44:04.616236] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:44:04.616291] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:44:04.734763] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:44:04.734940] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:44:04.734985] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:44:04.735019] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:44:04.738483] [DEBUG] [FORECASTER] RCKY: Forecast T+1@11:T+2@11: DOWN (p=18.40%)
[2025-11-25T23:44:04.738793] [INFO ] [FORECASTER] Completed predict_future for RCKY
[2025-11-25T23:44:04.738950] [INFO ] [sig       ] RCKY: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:44:04.882103] [INFO ] [LOCAL     ] Saved forecast: RCKY	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/RCKY.txt
[2025-11-25T23:44:04.882271] [INFO ] [sig       ] [2736/3639] Completed RCKY in 0.3s | 3.04 sym/s | Total: 15.0m | ETA: 5.0m
[2025-11-25T23:44:04.882338] [INFO ] [sig       ] [2737/3639] Forecasting RCL...
[2025-11-25T23:44:04.882392] [INFO ] [sig       ] Generating forecast for: RCL
[2025-11-25T23:44:04.882441] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RCL' from 'https://tdm.silogroup.org/data/derivative_storage/RCL.csv'.
[2025-11-25T23:44:04.893868] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RCL'.
[2025-11-25T23:44:04.894167] [INFO ] [FORECASTER] Starting predict_future for RCL
[2025-11-25T23:44:04.894971] [DEBUG] [LOCAL     ] No optimal features file found for RCL: ./output/feature-sets/RCL.txt
[2025-11-25T23:44:04.895041] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:44:04.895087] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:44:04.895130] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:44:04.895198] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:44:04.955055] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:44:04.955933] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:44:04.956034] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:44:04.956083] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:44:05.068884] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:44:05.069067] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:44:05.069114] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:44:05.069147] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:44:05.072762] [DEBUG] [FORECASTER] RCL: Forecast T+1@11:T+2@11: UP (p=89.17%)
[2025-11-25T23:44:05.073064] [INFO ] [FORECASTER] Completed predict_future for RCL
[2025-11-25T23:44:05.073213] [INFO ] [sig       ] RCL: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:44:05.215415] [INFO ] [LOCAL     ] Saved forecast: RCL	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/RCL.txt
[2025-11-25T23:44:05.215587] [INFO ] [sig       ] [2737/3639] Completed RCL in 0.3s | 3.04 sym/s | Total: 15.0m | ETA: 4.9m
[2025-11-25T23:44:05.215662] [INFO ] [sig       ] [2738/3639] Forecasting RCS...
[2025-11-25T23:44:05.215709] [INFO ] [sig       ] Generating forecast for: RCS
[2025-11-25T23:44:05.215753] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RCS' from 'https://tdm.silogroup.org/data/derivative_storage/RCS.csv'.
[2025-11-25T23:44:05.227668] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RCS'.
[2025-11-25T23:44:05.228150] [INFO ] [FORECASTER] Starting predict_future for RCS
[2025-11-25T23:44:05.229104] [DEBUG] [LOCAL     ] No optimal features file found for RCS: ./output/feature-sets/RCS.txt
[2025-11-25T23:44:05.229192] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:44:05.229278] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:44:05.229340] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:44:05.229433] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:44:05.290743] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:44:05.291707] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:44:05.291812] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:44:05.291877] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:44:05.398350] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:44:05.398570] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:44:05.398618] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:44:05.398677] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:44:05.402632] [DEBUG] [FORECASTER] RCS: Forecast T+1@11:T+2@11: UP (p=67.21%)
[2025-11-25T23:44:05.403015] [INFO ] [FORECASTER] Completed predict_future for RCS
[2025-11-25T23:44:05.403199] [INFO ] [sig       ] RCS: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:44:05.557046] [INFO ] [LOCAL     ] Saved forecast: RCS	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/RCS.txt
[2025-11-25T23:44:05.557246] [INFO ] [sig       ] [2738/3639] Completed RCS in 0.3s | 3.04 sym/s | Total: 15.0m | ETA: 4.9m
[2025-11-25T23:44:05.557311] [INFO ] [sig       ] [2739/3639] Forecasting RCUS...
[2025-11-25T23:44:05.557392] [INFO ] [sig       ] Generating forecast for: RCUS
[2025-11-25T23:44:05.557451] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RCUS' from 'https://tdm.silogroup.org/data/derivative_storage/RCUS.csv'.
[2025-11-25T23:44:05.569711] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RCUS'.
[2025-11-25T23:44:05.570085] [INFO ] [FORECASTER] Starting predict_future for RCUS
[2025-11-25T23:44:05.571043] [DEBUG] [LOCAL     ] No optimal features file found for RCUS: ./output/feature-sets/RCUS.txt
[2025-11-25T23:44:05.571116] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:44:05.571177] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:44:05.571232] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:44:05.571325] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:44:05.632304] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:44:05.633038] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:44:05.633139] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:44:05.633199] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:44:05.744826] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:44:05.745001] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:44:05.745051] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:44:05.745088] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:44:05.748897] [DEBUG] [FORECASTER] RCUS: Forecast T+1@11:T+2@11: UP (p=63.00%)
[2025-11-25T23:44:05.749219] [INFO ] [FORECASTER] Completed predict_future for RCUS
[2025-11-25T23:44:05.749395] [INFO ] [sig       ] RCUS: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:44:05.900244] [INFO ] [LOCAL     ] Saved forecast: RCUS	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/RCUS.txt
[2025-11-25T23:44:05.900403] [INFO ] [sig       ] [2739/3639] Completed RCUS in 0.3s | 3.04 sym/s | Total: 15.0m | ETA: 4.9m
[2025-11-25T23:44:05.900461] [INFO ] [sig       ] [2740/3639] Forecasting RDCM...
[2025-11-25T23:44:05.900581] [INFO ] [sig       ] Generating forecast for: RDCM
[2025-11-25T23:44:05.900656] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RDCM' from 'https://tdm.silogroup.org/data/derivative_storage/RDCM.csv'.
[2025-11-25T23:44:05.911764] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RDCM'.
[2025-11-25T23:44:05.912129] [INFO ] [FORECASTER] Starting predict_future for RDCM
[2025-11-25T23:44:05.913028] [DEBUG] [LOCAL     ] No optimal features file found for RDCM: ./output/feature-sets/RDCM.txt
[2025-11-25T23:44:05.913100] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:44:05.913159] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:44:05.913211] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:44:05.913301] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:44:05.972814] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:44:05.973514] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:44:05.973621] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:44:05.973708] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:44:06.091399] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:44:06.091562] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:44:06.091612] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:44:06.091679] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:44:06.095415] [DEBUG] [FORECASTER] RDCM: Forecast T+1@11:T+2@11: UP (p=53.93%)
[2025-11-25T23:44:06.095737] [INFO ] [FORECASTER] Completed predict_future for RDCM
[2025-11-25T23:44:06.095911] [INFO ] [sig       ] RDCM: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:44:06.243869] [INFO ] [LOCAL     ] Saved forecast: RDCM	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/RDCM.txt
[2025-11-25T23:44:06.244041] [INFO ] [sig       ] [2740/3639] Completed RDCM in 0.3s | 3.04 sym/s | Total: 15.0m | ETA: 4.9m
[2025-11-25T23:44:06.244100] [INFO ] [sig       ] [2741/3639] Forecasting RDHL...
[2025-11-25T23:44:06.244228] [INFO ] [sig       ] Generating forecast for: RDHL
[2025-11-25T23:44:06.244276] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RDHL' from 'https://tdm.silogroup.org/data/derivative_storage/RDHL.csv'.
[2025-11-25T23:44:06.255835] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RDHL'.
[2025-11-25T23:44:06.256235] [INFO ] [FORECASTER] Starting predict_future for RDHL
[2025-11-25T23:44:06.257126] [DEBUG] [LOCAL     ] No optimal features file found for RDHL: ./output/feature-sets/RDHL.txt
[2025-11-25T23:44:06.257198] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:44:06.257247] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:44:06.257291] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:44:06.257409] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:44:06.329398] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:44:06.330377] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:44:06.330483] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:44:06.330534] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:44:06.447236] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:44:06.447475] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:44:06.447530] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:44:06.447572] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:44:06.451200] [DEBUG] [FORECASTER] RDHL: Forecast T+1@11:T+2@11: UP (p=62.90%)
[2025-11-25T23:44:06.451510] [INFO ] [FORECASTER] Completed predict_future for RDHL
[2025-11-25T23:44:06.451698] [INFO ] [sig       ] RDHL: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:44:06.595050] [INFO ] [LOCAL     ] Saved forecast: RDHL	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/RDHL.txt
[2025-11-25T23:44:06.595250] [INFO ] [sig       ] [2741/3639] Completed RDHL in 0.4s | 3.04 sym/s | Total: 15.0m | ETA: 4.9m
[2025-11-25T23:44:06.595307] [INFO ] [sig       ] [2742/3639] Forecasting RDN...
[2025-11-25T23:44:06.595363] [INFO ] [sig       ] Generating forecast for: RDN
[2025-11-25T23:44:06.595411] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RDN' from 'https://tdm.silogroup.org/data/derivative_storage/RDN.csv'.
[2025-11-25T23:44:06.607904] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RDN'.
[2025-11-25T23:44:06.608339] [INFO ] [FORECASTER] Starting predict_future for RDN
[2025-11-25T23:44:06.609163] [DEBUG] [LOCAL     ] No optimal features file found for RDN: ./output/feature-sets/RDN.txt
[2025-11-25T23:44:06.609235] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:44:06.609284] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:44:06.609327] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:44:06.609399] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:44:06.667546] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:44:06.668493] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:44:06.668600] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:44:06.668674] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:44:06.790703] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:44:06.791063] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:44:06.791114] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:44:06.791150] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:44:06.794935] [DEBUG] [FORECASTER] RDN: Forecast T+1@11:T+2@11: DOWN (p=11.84%)
[2025-11-25T23:44:06.795301] [INFO ] [FORECASTER] Completed predict_future for RDN
[2025-11-25T23:44:06.795462] [INFO ] [sig       ] RDN: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:44:06.944622] [INFO ] [LOCAL     ] Saved forecast: RDN	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/RDN.txt
[2025-11-25T23:44:06.944853] [INFO ] [sig       ] [2742/3639] Completed RDN in 0.3s | 3.04 sym/s | Total: 15.0m | ETA: 4.9m
[2025-11-25T23:44:06.944914] [INFO ] [sig       ] [2743/3639] Forecasting RDVY...
[2025-11-25T23:44:06.944960] [INFO ] [sig       ] Generating forecast for: RDVY
[2025-11-25T23:44:06.945004] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RDVY' from 'https://tdm.silogroup.org/data/derivative_storage/RDVY.csv'.
[2025-11-25T23:44:06.957688] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RDVY'.
[2025-11-25T23:44:06.958146] [INFO ] [FORECASTER] Starting predict_future for RDVY
[2025-11-25T23:44:06.958999] [DEBUG] [LOCAL     ] No optimal features file found for RDVY: ./output/feature-sets/RDVY.txt
[2025-11-25T23:44:06.959073] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:44:06.959121] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:44:06.959165] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:44:06.959236] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:44:07.018144] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:44:07.019128] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:44:07.019251] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:44:07.019299] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:44:07.134721] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:44:07.134941] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:44:07.134988] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:44:07.135023] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:44:07.138578] [DEBUG] [FORECASTER] RDVY: Forecast T+1@11:T+2@11: DOWN (p=15.48%)
[2025-11-25T23:44:07.138921] [INFO ] [FORECASTER] Completed predict_future for RDVY
[2025-11-25T23:44:07.139089] [INFO ] [sig       ] RDVY: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:44:07.279671] [INFO ] [LOCAL     ] Saved forecast: RDVY	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/RDVY.txt
[2025-11-25T23:44:07.279855] [INFO ] [sig       ] [2743/3639] Completed RDVY in 0.3s | 3.04 sym/s | Total: 15.0m | ETA: 4.9m
[2025-11-25T23:44:07.279913] [INFO ] [sig       ] [2744/3639] Forecasting RDY...
[2025-11-25T23:44:07.279958] [INFO ] [sig       ] Generating forecast for: RDY
[2025-11-25T23:44:07.280004] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RDY' from 'https://tdm.silogroup.org/data/derivative_storage/RDY.csv'.
[2025-11-25T23:44:07.292270] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RDY'.
[2025-11-25T23:44:07.292740] [INFO ] [FORECASTER] Starting predict_future for RDY
[2025-11-25T23:44:07.293571] [DEBUG] [LOCAL     ] No optimal features file found for RDY: ./output/feature-sets/RDY.txt
[2025-11-25T23:44:07.293667] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:44:07.293722] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:44:07.293768] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:44:07.293891] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:44:07.350655] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:44:07.351544] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:44:07.351661] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:44:07.351710] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:44:07.466567] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:44:07.466761] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:44:07.466813] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:44:07.466848] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:44:07.470314] [DEBUG] [FORECASTER] RDY: Forecast T+1@11:T+2@11: DOWN (p=35.85%)
[2025-11-25T23:44:07.470606] [INFO ] [FORECASTER] Completed predict_future for RDY
[2025-11-25T23:44:07.470783] [INFO ] [sig       ] RDY: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:44:07.613027] [INFO ] [LOCAL     ] Saved forecast: RDY	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/RDY.txt
[2025-11-25T23:44:07.613210] [INFO ] [sig       ] [2744/3639] Completed RDY in 0.3s | 3.04 sym/s | Total: 15.1m | ETA: 4.9m
[2025-11-25T23:44:07.613267] [INFO ] [sig       ] [2745/3639] Forecasting REAL...
[2025-11-25T23:44:07.613315] [INFO ] [sig       ] Generating forecast for: REAL
[2025-11-25T23:44:07.613361] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'REAL' from 'https://tdm.silogroup.org/data/derivative_storage/REAL.csv'.
[2025-11-25T23:44:07.625138] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'REAL'.
[2025-11-25T23:44:07.625600] [INFO ] [FORECASTER] Starting predict_future for REAL
[2025-11-25T23:44:07.626428] [DEBUG] [LOCAL     ] No optimal features file found for REAL: ./output/feature-sets/REAL.txt
[2025-11-25T23:44:07.626499] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:44:07.626546] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:44:07.626590] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:44:07.626679] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:44:07.685549] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:44:07.686477] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:44:07.686585] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:44:07.686635] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:44:07.806010] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:44:07.806197] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:44:07.806245] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:44:07.806302] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:44:07.809967] [DEBUG] [FORECASTER] REAL: Forecast T+1@11:T+2@11: DOWN (p=26.22%)
[2025-11-25T23:44:07.810261] [INFO ] [FORECASTER] Completed predict_future for REAL
[2025-11-25T23:44:07.810414] [INFO ] [sig       ] REAL: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:44:07.953845] [INFO ] [LOCAL     ] Saved forecast: REAL	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/REAL.txt
[2025-11-25T23:44:07.954004] [INFO ] [sig       ] [2745/3639] Completed REAL in 0.3s | 3.04 sym/s | Total: 15.1m | ETA: 4.9m
[2025-11-25T23:44:07.954061] [INFO ] [sig       ] [2746/3639] Forecasting REAX...
[2025-11-25T23:44:07.954105] [INFO ] [sig       ] Generating forecast for: REAX
[2025-11-25T23:44:07.954144] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'REAX' from 'https://tdm.silogroup.org/data/derivative_storage/REAX.csv'.
[2025-11-25T23:44:07.966259] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'REAX'.
[2025-11-25T23:44:07.966622] [INFO ] [FORECASTER] Starting predict_future for REAX
[2025-11-25T23:44:07.967488] [DEBUG] [LOCAL     ] No optimal features file found for REAX: ./output/feature-sets/REAX.txt
[2025-11-25T23:44:07.967562] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:44:07.967611] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:44:07.967689] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:44:07.967823] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:44:08.026264] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:44:08.027003] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:44:08.027101] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:44:08.027151] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:44:08.147988] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:44:08.148158] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:44:08.148206] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:44:08.148240] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:44:08.151610] [DEBUG] [FORECASTER] REAX: Forecast T+1@11:T+2@11: UP (p=91.34%)
[2025-11-25T23:44:08.151939] [INFO ] [FORECASTER] Completed predict_future for REAX
[2025-11-25T23:44:08.152111] [INFO ] [sig       ] REAX: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:44:08.295052] [INFO ] [LOCAL     ] Saved forecast: REAX	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/REAX.txt
[2025-11-25T23:44:08.295193] [INFO ] [sig       ] [2746/3639] Completed REAX in 0.3s | 3.04 sym/s | Total: 15.1m | ETA: 4.9m
[2025-11-25T23:44:08.295249] [INFO ] [sig       ] [2747/3639] Forecasting REBN...
[2025-11-25T23:44:08.295292] [INFO ] [sig       ] Generating forecast for: REBN
[2025-11-25T23:44:08.295335] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'REBN' from 'https://tdm.silogroup.org/data/derivative_storage/REBN.csv'.
[2025-11-25T23:44:08.306667] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'REBN'.
[2025-11-25T23:44:08.307026] [INFO ] [FORECASTER] Starting predict_future for REBN
[2025-11-25T23:44:08.307869] [DEBUG] [LOCAL     ] No optimal features file found for REBN: ./output/feature-sets/REBN.txt
[2025-11-25T23:44:08.307941] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:44:08.307991] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:44:08.308033] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:44:08.308102] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:44:08.366870] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:44:08.367794] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:44:08.367897] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:44:08.367972] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:44:08.489857] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:44:08.490060] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:44:08.490109] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:44:08.490144] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:44:08.493765] [DEBUG] [FORECASTER] REBN: Forecast T+1@11:T+2@11: UP (p=70.73%)
[2025-11-25T23:44:08.494225] [INFO ] [FORECASTER] Completed predict_future for REBN
[2025-11-25T23:44:08.494460] [INFO ] [sig       ] REBN: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:44:08.636394] [INFO ] [LOCAL     ] Saved forecast: REBN	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/REBN.txt
[2025-11-25T23:44:08.636554] [INFO ] [sig       ] [2747/3639] Completed REBN in 0.3s | 3.04 sym/s | Total: 15.1m | ETA: 4.9m
[2025-11-25T23:44:08.636619] [INFO ] [sig       ] [2748/3639] Forecasting REFI...
[2025-11-25T23:44:08.636691] [INFO ] [sig       ] Generating forecast for: REFI
[2025-11-25T23:44:08.636736] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'REFI' from 'https://tdm.silogroup.org/data/derivative_storage/REFI.csv'.
[2025-11-25T23:44:08.651265] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'REFI'.
[2025-11-25T23:44:08.652011] [INFO ] [FORECASTER] Starting predict_future for REFI
[2025-11-25T23:44:08.653174] [DEBUG] [LOCAL     ] No optimal features file found for REFI: ./output/feature-sets/REFI.txt
[2025-11-25T23:44:08.653253] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:44:08.653306] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:44:08.653353] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:44:08.653437] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:44:08.723582] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:44:08.724887] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:44:08.725027] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:44:08.725109] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:44:08.846741] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:44:08.847033] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:44:08.847088] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:44:08.847127] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:44:08.852340] [DEBUG] [FORECASTER] REFI: Forecast T+1@11:T+2@11: DOWN (p=20.45%)
[2025-11-25T23:44:08.852890] [INFO ] [FORECASTER] Completed predict_future for REFI
[2025-11-25T23:44:08.853198] [INFO ] [sig       ] REFI: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:44:09.004742] [INFO ] [LOCAL     ] Saved forecast: REFI	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/REFI.txt
[2025-11-25T23:44:09.005012] [INFO ] [sig       ] [2748/3639] Completed REFI in 0.4s | 3.04 sym/s | Total: 15.1m | ETA: 4.9m
[2025-11-25T23:44:09.005077] [INFO ] [sig       ] [2749/3639] Forecasting REG...
[2025-11-25T23:44:09.005123] [INFO ] [sig       ] Generating forecast for: REG
[2025-11-25T23:44:09.005214] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'REG' from 'https://tdm.silogroup.org/data/derivative_storage/REG.csv'.
[2025-11-25T23:44:09.018744] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'REG'.
[2025-11-25T23:44:09.019344] [INFO ] [FORECASTER] Starting predict_future for REG
[2025-11-25T23:44:09.020370] [DEBUG] [LOCAL     ] No optimal features file found for REG: ./output/feature-sets/REG.txt
[2025-11-25T23:44:09.020444] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:44:09.020506] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:44:09.020550] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:44:09.020662] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:44:09.083545] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:44:09.084913] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:44:09.085043] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:44:09.085096] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:44:09.218069] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:44:09.218342] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:44:09.218396] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:44:09.218435] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:44:09.222358] [DEBUG] [FORECASTER] REG: Forecast T+1@11:T+2@11: DOWN (p=18.60%)
[2025-11-25T23:44:09.222749] [INFO ] [FORECASTER] Completed predict_future for REG
[2025-11-25T23:44:09.222946] [INFO ] [sig       ] REG: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:44:09.369770] [INFO ] [LOCAL     ] Saved forecast: REG	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/REG.txt
[2025-11-25T23:44:09.370012] [INFO ] [sig       ] [2749/3639] Completed REG in 0.4s | 3.04 sym/s | Total: 15.1m | ETA: 4.9m
[2025-11-25T23:44:09.370076] [INFO ] [sig       ] [2750/3639] Forecasting REGN...
[2025-11-25T23:44:09.370121] [INFO ] [sig       ] Generating forecast for: REGN
[2025-11-25T23:44:09.370165] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'REGN' from 'https://tdm.silogroup.org/data/derivative_storage/REGN.csv'.
[2025-11-25T23:44:09.383898] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'REGN'.
[2025-11-25T23:44:09.384396] [INFO ] [FORECASTER] Starting predict_future for REGN
[2025-11-25T23:44:09.385368] [DEBUG] [LOCAL     ] No optimal features file found for REGN: ./output/feature-sets/REGN.txt
[2025-11-25T23:44:09.385441] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:44:09.385490] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:44:09.385533] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:44:09.385701] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:44:09.445224] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:44:09.446542] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:44:09.446697] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:44:09.446753] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:44:09.572730] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:44:09.573022] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:44:09.573076] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:44:09.573113] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:44:09.577703] [DEBUG] [FORECASTER] REGN: Forecast T+1@11:T+2@11: DOWN (p=5.35%)
[2025-11-25T23:44:09.578179] [INFO ] [FORECASTER] Completed predict_future for REGN
[2025-11-25T23:44:09.578365] [INFO ] [sig       ] REGN: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:44:09.729736] [INFO ] [LOCAL     ] Saved forecast: REGN	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/REGN.txt
[2025-11-25T23:44:09.730010] [INFO ] [sig       ] [2750/3639] Completed REGN in 0.4s | 3.04 sym/s | Total: 15.1m | ETA: 4.9m
[2025-11-25T23:44:09.730074] [INFO ] [sig       ] [2751/3639] Forecasting RELL...
[2025-11-25T23:44:09.730124] [INFO ] [sig       ] Generating forecast for: RELL
[2025-11-25T23:44:09.730171] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RELL' from 'https://tdm.silogroup.org/data/derivative_storage/RELL.csv'.
[2025-11-25T23:44:09.744600] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RELL'.
[2025-11-25T23:44:09.745287] [INFO ] [FORECASTER] Starting predict_future for RELL
[2025-11-25T23:44:09.746320] [DEBUG] [LOCAL     ] No optimal features file found for RELL: ./output/feature-sets/RELL.txt
[2025-11-25T23:44:09.746424] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:44:09.746477] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:44:09.746521] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:44:09.746602] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:44:09.805452] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:44:09.806677] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:44:09.806798] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:44:09.806850] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:44:09.933094] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:44:09.933373] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:44:09.933423] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:44:09.933458] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:44:09.937402] [DEBUG] [FORECASTER] RELL: Forecast T+1@11:T+2@11: UP (p=61.25%)
[2025-11-25T23:44:09.938024] [INFO ] [FORECASTER] Completed predict_future for RELL
[2025-11-25T23:44:09.938258] [INFO ] [sig       ] RELL: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:44:10.176866] [INFO ] [LOCAL     ] Saved forecast: RELL	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/RELL.txt
[2025-11-25T23:44:10.177123] [INFO ] [sig       ] [2751/3639] Completed RELL in 0.4s | 3.04 sym/s | Total: 15.1m | ETA: 4.9m
[2025-11-25T23:44:10.177185] [INFO ] [sig       ] [2752/3639] Forecasting RELX...
[2025-11-25T23:44:10.177234] [INFO ] [sig       ] Generating forecast for: RELX
[2025-11-25T23:44:10.177318] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RELX' from 'https://tdm.silogroup.org/data/derivative_storage/RELX.csv'.
[2025-11-25T23:44:10.189252] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RELX'.
[2025-11-25T23:44:10.189736] [INFO ] [FORECASTER] Starting predict_future for RELX
[2025-11-25T23:44:10.190585] [DEBUG] [LOCAL     ] No optimal features file found for RELX: ./output/feature-sets/RELX.txt
[2025-11-25T23:44:10.190677] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:44:10.190729] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:44:10.190771] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:44:10.190843] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:44:10.250162] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:44:10.251075] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:44:10.251187] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:44:10.251236] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:44:10.366173] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:44:10.366850] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:44:10.366939] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:44:10.366991] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:44:10.370774] [DEBUG] [FORECASTER] RELX: Forecast T+1@11:T+2@11: DOWN (p=2.28%)
[2025-11-25T23:44:10.371159] [INFO ] [FORECASTER] Completed predict_future for RELX
[2025-11-25T23:44:10.371331] [INFO ] [sig       ] RELX: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:44:10.525456] [INFO ] [LOCAL     ] Saved forecast: RELX	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/RELX.txt
[2025-11-25T23:44:10.525730] [INFO ] [sig       ] [2752/3639] Completed RELX in 0.3s | 3.04 sym/s | Total: 15.1m | ETA: 4.9m
[2025-11-25T23:44:10.525833] [INFO ] [sig       ] [2753/3639] Forecasting RELY...
[2025-11-25T23:44:10.525920] [INFO ] [sig       ] Generating forecast for: RELY
[2025-11-25T23:44:10.525987] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RELY' from 'https://tdm.silogroup.org/data/derivative_storage/RELY.csv'.
[2025-11-25T23:44:10.540270] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RELY'.
[2025-11-25T23:44:10.540814] [INFO ] [FORECASTER] Starting predict_future for RELY
[2025-11-25T23:44:10.541954] [DEBUG] [LOCAL     ] No optimal features file found for RELY: ./output/feature-sets/RELY.txt
[2025-11-25T23:44:10.542029] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:44:10.542078] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:44:10.542139] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:44:10.542240] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:44:10.602998] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:44:10.603987] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:44:10.604091] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:44:10.604158] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:44:10.711688] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:44:10.711889] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:44:10.711964] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:44:10.712018] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:44:10.716458] [DEBUG] [FORECASTER] RELY: Forecast T+1@11:T+2@11: UP (p=53.50%)
[2025-11-25T23:44:10.716928] [INFO ] [FORECASTER] Completed predict_future for RELY
[2025-11-25T23:44:10.717307] [INFO ] [sig       ] RELY: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:44:10.877610] [INFO ] [LOCAL     ] Saved forecast: RELY	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/RELY.txt
[2025-11-25T23:44:10.877820] [INFO ] [sig       ] [2753/3639] Completed RELY in 0.4s | 3.04 sym/s | Total: 15.1m | ETA: 4.9m
[2025-11-25T23:44:10.877877] [INFO ] [sig       ] [2754/3639] Forecasting REPL...
[2025-11-25T23:44:10.877924] [INFO ] [sig       ] Generating forecast for: REPL
[2025-11-25T23:44:10.877977] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'REPL' from 'https://tdm.silogroup.org/data/derivative_storage/REPL.csv'.
[2025-11-25T23:44:10.889984] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'REPL'.
[2025-11-25T23:44:10.890486] [INFO ] [FORECASTER] Starting predict_future for REPL
[2025-11-25T23:44:10.891580] [DEBUG] [LOCAL     ] No optimal features file found for REPL: ./output/feature-sets/REPL.txt
[2025-11-25T23:44:10.891677] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:44:10.891725] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:44:10.891767] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:44:10.891851] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:44:10.979794] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:44:10.981046] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:44:10.981178] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:44:10.981242] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:44:11.086241] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:44:11.086424] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:44:11.086496] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:44:11.086554] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:44:11.091838] [DEBUG] [FORECASTER] REPL: Forecast T+1@11:T+2@11: UP (p=80.48%)
[2025-11-25T23:44:11.092268] [INFO ] [FORECASTER] Completed predict_future for REPL
[2025-11-25T23:44:11.092461] [INFO ] [sig       ] REPL: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:44:11.310059] [INFO ] [LOCAL     ] Saved forecast: REPL	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/REPL.txt
[2025-11-25T23:44:11.310329] [INFO ] [sig       ] [2754/3639] Completed REPL in 0.4s | 3.04 sym/s | Total: 15.1m | ETA: 4.9m
[2025-11-25T23:44:11.310421] [INFO ] [sig       ] [2755/3639] Forecasting RERE...
[2025-11-25T23:44:11.310498] [INFO ] [sig       ] Generating forecast for: RERE
[2025-11-25T23:44:11.310570] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RERE' from 'https://tdm.silogroup.org/data/derivative_storage/RERE.csv'.
[2025-11-25T23:44:11.325469] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RERE'.
[2025-11-25T23:44:11.326016] [INFO ] [FORECASTER] Starting predict_future for RERE
[2025-11-25T23:44:11.327215] [DEBUG] [LOCAL     ] No optimal features file found for RERE: ./output/feature-sets/RERE.txt
[2025-11-25T23:44:11.327311] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:44:11.327400] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:44:11.327465] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:44:11.327585] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:44:11.412770] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:44:11.413805] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:44:11.413918] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:44:11.413982] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:44:11.510122] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:44:11.510344] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:44:11.510420] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:44:11.510482] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:44:11.515884] [DEBUG] [FORECASTER] RERE: Forecast T+1@11:T+2@11: UP (p=79.39%)
[2025-11-25T23:44:11.516331] [INFO ] [FORECASTER] Completed predict_future for RERE
[2025-11-25T23:44:11.516524] [INFO ] [sig       ] RERE: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:44:11.674269] [INFO ] [LOCAL     ] Saved forecast: RERE	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/RERE.txt
[2025-11-25T23:44:11.674468] [INFO ] [sig       ] [2755/3639] Completed RERE in 0.4s | 3.04 sym/s | Total: 15.1m | ETA: 4.9m
[2025-11-25T23:44:11.674526] [INFO ] [sig       ] [2756/3639] Forecasting RES...
[2025-11-25T23:44:11.674568] [INFO ] [sig       ] Generating forecast for: RES
[2025-11-25T23:44:11.674607] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RES' from 'https://tdm.silogroup.org/data/derivative_storage/RES.csv'.
[2025-11-25T23:44:11.684530] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RES'.
[2025-11-25T23:44:11.685073] [INFO ] [FORECASTER] Starting predict_future for RES
[2025-11-25T23:44:11.686057] [DEBUG] [LOCAL     ] No optimal features file found for RES: ./output/feature-sets/RES.txt
[2025-11-25T23:44:11.686137] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:44:11.686185] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:44:11.686226] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:44:11.686295] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:44:11.747195] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:44:11.748242] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:44:11.748369] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:44:11.748436] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:44:11.875983] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:44:11.876158] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:44:11.876204] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:44:11.876238] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:44:11.879705] [DEBUG] [FORECASTER] RES: Forecast T+1@11:T+2@11: DOWN (p=25.11%)
[2025-11-25T23:44:11.879993] [INFO ] [FORECASTER] Completed predict_future for RES
[2025-11-25T23:44:11.880138] [INFO ] [sig       ] RES: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:44:12.023717] [INFO ] [LOCAL     ] Saved forecast: RES	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/RES.txt
[2025-11-25T23:44:12.023877] [INFO ] [sig       ] [2756/3639] Completed RES in 0.3s | 3.04 sym/s | Total: 15.1m | ETA: 4.8m
[2025-11-25T23:44:12.023932] [INFO ] [sig       ] [2757/3639] Forecasting RETO...
[2025-11-25T23:44:12.023975] [INFO ] [sig       ] Generating forecast for: RETO
[2025-11-25T23:44:12.024108] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RETO' from 'https://tdm.silogroup.org/data/derivative_storage/RETO.csv'.
[2025-11-25T23:44:12.034088] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RETO'.
[2025-11-25T23:44:12.034439] [INFO ] [FORECASTER] Starting predict_future for RETO
[2025-11-25T23:44:12.035275] [DEBUG] [LOCAL     ] No optimal features file found for RETO: ./output/feature-sets/RETO.txt
[2025-11-25T23:44:12.035344] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:44:12.035389] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:44:12.035433] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:44:12.035499] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:44:12.092503] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:44:12.093214] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:44:12.093310] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:44:12.093356] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:44:12.182525] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:44:12.182711] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:44:12.182765] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:44:12.182800] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:44:12.186158] [DEBUG] [FORECASTER] RETO: Forecast T+1@11:T+2@11: DOWN (p=21.00%)
[2025-11-25T23:44:12.186454] [INFO ] [FORECASTER] Completed predict_future for RETO
[2025-11-25T23:44:12.186589] [INFO ] [sig       ] RETO: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:44:12.326921] [INFO ] [LOCAL     ] Saved forecast: RETO	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/RETO.txt
[2025-11-25T23:44:12.327081] [INFO ] [sig       ] [2757/3639] Completed RETO in 0.3s | 3.04 sym/s | Total: 15.1m | ETA: 4.8m
[2025-11-25T23:44:12.327135] [INFO ] [sig       ] [2758/3639] Forecasting REVG...
[2025-11-25T23:44:12.327179] [INFO ] [sig       ] Generating forecast for: REVG
[2025-11-25T23:44:12.327221] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'REVG' from 'https://tdm.silogroup.org/data/derivative_storage/REVG.csv'.
[2025-11-25T23:44:12.337486] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'REVG'.
[2025-11-25T23:44:12.337848] [INFO ] [FORECASTER] Starting predict_future for REVG
[2025-11-25T23:44:12.338631] [DEBUG] [LOCAL     ] No optimal features file found for REVG: ./output/feature-sets/REVG.txt
[2025-11-25T23:44:12.338719] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:44:12.338764] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:44:12.338802] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:44:12.338869] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:44:12.396181] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:44:12.396906] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:44:12.397002] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:44:12.397047] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:44:12.487510] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:44:12.487732] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:44:12.487783] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:44:12.487817] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:44:12.491160] [DEBUG] [FORECASTER] REVG: Forecast T+1@11:T+2@11: DOWN (p=0.93%)
[2025-11-25T23:44:12.491445] [INFO ] [FORECASTER] Completed predict_future for REVG
[2025-11-25T23:44:12.491587] [INFO ] [sig       ] REVG: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:44:12.634867] [INFO ] [LOCAL     ] Saved forecast: REVG	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/REVG.txt
[2025-11-25T23:44:12.635021] [INFO ] [sig       ] [2758/3639] Completed REVG in 0.3s | 3.04 sym/s | Total: 15.1m | ETA: 4.8m
[2025-11-25T23:44:12.635074] [INFO ] [sig       ] [2759/3639] Forecasting REX...
[2025-11-25T23:44:12.635118] [INFO ] [sig       ] Generating forecast for: REX
[2025-11-25T23:44:12.635158] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'REX' from 'https://tdm.silogroup.org/data/derivative_storage/REX.csv'.
[2025-11-25T23:44:12.645540] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'REX'.
[2025-11-25T23:44:12.645891] [INFO ] [FORECASTER] Starting predict_future for REX
[2025-11-25T23:44:12.646761] [DEBUG] [LOCAL     ] No optimal features file found for REX: ./output/feature-sets/REX.txt
[2025-11-25T23:44:12.646830] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:44:12.646877] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:44:12.646931] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:44:12.647010] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:44:12.703962] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:44:12.704698] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:44:12.704792] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:44:12.704851] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:44:12.816147] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:44:12.816329] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:44:12.816375] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:44:12.816410] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:44:12.820031] [DEBUG] [FORECASTER] REX: Forecast T+1@11:T+2@11: UP (p=91.23%)
[2025-11-25T23:44:12.820322] [INFO ] [FORECASTER] Completed predict_future for REX
[2025-11-25T23:44:12.820469] [INFO ] [sig       ] REX: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:44:12.963549] [INFO ] [LOCAL     ] Saved forecast: REX	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/REX.txt
[2025-11-25T23:44:12.963766] [INFO ] [sig       ] [2759/3639] Completed REX in 0.3s | 3.04 sym/s | Total: 15.1m | ETA: 4.8m
[2025-11-25T23:44:12.963825] [INFO ] [sig       ] [2760/3639] Forecasting REYN...
[2025-11-25T23:44:12.963870] [INFO ] [sig       ] Generating forecast for: REYN
[2025-11-25T23:44:12.963937] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'REYN' from 'https://tdm.silogroup.org/data/derivative_storage/REYN.csv'.
[2025-11-25T23:44:12.974508] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'REYN'.
[2025-11-25T23:44:12.974915] [INFO ] [FORECASTER] Starting predict_future for REYN
[2025-11-25T23:44:12.975783] [DEBUG] [LOCAL     ] No optimal features file found for REYN: ./output/feature-sets/REYN.txt
[2025-11-25T23:44:12.975853] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:44:12.975898] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:44:12.975938] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:44:12.976015] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:44:13.035549] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:44:13.036458] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:44:13.036557] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:44:13.036605] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:44:13.148856] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:44:13.149037] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:44:13.149084] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:44:13.149119] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:44:13.152554] [DEBUG] [FORECASTER] REYN: Forecast T+1@11:T+2@11: DOWN (p=3.03%)
[2025-11-25T23:44:13.152999] [INFO ] [FORECASTER] Completed predict_future for REYN
[2025-11-25T23:44:13.153166] [INFO ] [sig       ] REYN: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:44:13.294534] [INFO ] [LOCAL     ] Saved forecast: REYN	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/REYN.txt
[2025-11-25T23:44:13.294711] [INFO ] [sig       ] [2760/3639] Completed REYN in 0.3s | 3.04 sym/s | Total: 15.1m | ETA: 4.8m
[2025-11-25T23:44:13.294773] [INFO ] [sig       ] [2761/3639] Forecasting REZI...
[2025-11-25T23:44:13.294814] [INFO ] [sig       ] Generating forecast for: REZI
[2025-11-25T23:44:13.294857] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'REZI' from 'https://tdm.silogroup.org/data/derivative_storage/REZI.csv'.
[2025-11-25T23:44:13.305190] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'REZI'.
[2025-11-25T23:44:13.305461] [INFO ] [FORECASTER] Starting predict_future for REZI
[2025-11-25T23:44:13.306258] [DEBUG] [LOCAL     ] No optimal features file found for REZI: ./output/feature-sets/REZI.txt
[2025-11-25T23:44:13.306329] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:44:13.306377] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:44:13.306417] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:44:13.306487] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:44:13.364693] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:44:13.365452] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:44:13.365568] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:44:13.365624] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:44:13.457101] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:44:13.457247] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:44:13.457290] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:44:13.457325] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:44:13.460681] [DEBUG] [FORECASTER] REZI: Forecast T+1@11:T+2@11: UP (p=58.24%)
[2025-11-25T23:44:13.460990] [INFO ] [FORECASTER] Completed predict_future for REZI
[2025-11-25T23:44:13.461137] [INFO ] [sig       ] REZI: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:44:13.606153] [INFO ] [LOCAL     ] Saved forecast: REZI	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/REZI.txt
[2025-11-25T23:44:13.606319] [INFO ] [sig       ] [2761/3639] Completed REZI in 0.3s | 3.04 sym/s | Total: 15.2m | ETA: 4.8m
[2025-11-25T23:44:13.606372] [INFO ] [sig       ] [2762/3639] Forecasting RF...
[2025-11-25T23:44:13.606412] [INFO ] [sig       ] Generating forecast for: RF
[2025-11-25T23:44:13.606456] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RF' from 'https://tdm.silogroup.org/data/derivative_storage/RF.csv'.
[2025-11-25T23:44:13.617514] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RF'.
[2025-11-25T23:44:13.617878] [INFO ] [FORECASTER] Starting predict_future for RF
[2025-11-25T23:44:13.618738] [DEBUG] [LOCAL     ] No optimal features file found for RF: ./output/feature-sets/RF.txt
[2025-11-25T23:44:13.618825] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:44:13.618870] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:44:13.618911] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:44:13.618976] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:44:13.676951] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:44:13.677853] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:44:13.677951] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:44:13.677997] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:44:13.778261] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:44:13.778461] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:44:13.778509] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:44:13.778548] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:44:13.781940] [DEBUG] [FORECASTER] RF: Forecast T+1@11:T+2@11: DOWN (p=22.42%)
[2025-11-25T23:44:13.782223] [INFO ] [FORECASTER] Completed predict_future for RF
[2025-11-25T23:44:13.782363] [INFO ] [sig       ] RF: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:44:13.926666] [INFO ] [LOCAL     ] Saved forecast: RF	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/RF.txt
[2025-11-25T23:44:13.926820] [INFO ] [sig       ] [2762/3639] Completed RF in 0.3s | 3.04 sym/s | Total: 15.2m | ETA: 4.8m
[2025-11-25T23:44:13.926875] [INFO ] [sig       ] [2763/3639] Forecasting RFI...
[2025-11-25T23:44:13.926918] [INFO ] [sig       ] Generating forecast for: RFI
[2025-11-25T23:44:13.926960] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RFI' from 'https://tdm.silogroup.org/data/derivative_storage/RFI.csv'.
[2025-11-25T23:44:13.938000] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RFI'.
[2025-11-25T23:44:13.938358] [INFO ] [FORECASTER] Starting predict_future for RFI
[2025-11-25T23:44:13.939188] [DEBUG] [LOCAL     ] No optimal features file found for RFI: ./output/feature-sets/RFI.txt
[2025-11-25T23:44:13.939257] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:44:13.939302] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:44:13.939342] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:44:13.939408] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:44:13.997831] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:44:13.998455] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:44:13.998564] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:44:13.998620] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:44:14.086820] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:44:14.086980] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:44:14.087023] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:44:14.087057] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:44:14.090466] [DEBUG] [FORECASTER] RFI: Forecast T+1@11:T+2@11: UP (p=95.20%)
[2025-11-25T23:44:14.090796] [INFO ] [FORECASTER] Completed predict_future for RFI
[2025-11-25T23:44:14.090940] [INFO ] [sig       ] RFI: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:44:14.235909] [INFO ] [LOCAL     ] Saved forecast: RFI	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/RFI.txt
[2025-11-25T23:44:14.236093] [INFO ] [sig       ] [2763/3639] Completed RFI in 0.3s | 3.04 sym/s | Total: 15.2m | ETA: 4.8m
[2025-11-25T23:44:14.236147] [INFO ] [sig       ] [2764/3639] Forecasting RFL...
[2025-11-25T23:44:14.236191] [INFO ] [sig       ] Generating forecast for: RFL
[2025-11-25T23:44:14.236232] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RFL' from 'https://tdm.silogroup.org/data/derivative_storage/RFL.csv'.
[2025-11-25T23:44:14.247081] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RFL'.
[2025-11-25T23:44:14.247503] [INFO ] [FORECASTER] Starting predict_future for RFL
[2025-11-25T23:44:14.248306] [DEBUG] [LOCAL     ] No optimal features file found for RFL: ./output/feature-sets/RFL.txt
[2025-11-25T23:44:14.248375] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:44:14.248420] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:44:14.248465] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:44:14.248550] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:44:14.306520] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:44:14.307427] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:44:14.307525] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:44:14.307573] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:44:14.401343] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:44:14.401489] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:44:14.401532] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:44:14.401570] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:44:14.404827] [DEBUG] [FORECASTER] RFL: Forecast T+1@11:T+2@11: DOWN (p=21.34%)
[2025-11-25T23:44:14.405113] [INFO ] [FORECASTER] Completed predict_future for RFL
[2025-11-25T23:44:14.405249] [INFO ] [sig       ] RFL: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:44:14.551408] [INFO ] [LOCAL     ] Saved forecast: RFL	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/RFL.txt
[2025-11-25T23:44:14.551591] [INFO ] [sig       ] [2764/3639] Completed RFL in 0.3s | 3.04 sym/s | Total: 15.2m | ETA: 4.8m
[2025-11-25T23:44:14.551676] [INFO ] [sig       ] [2765/3639] Forecasting RFM...
[2025-11-25T23:44:14.551722] [INFO ] [sig       ] Generating forecast for: RFM
[2025-11-25T23:44:14.551766] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RFM' from 'https://tdm.silogroup.org/data/derivative_storage/RFM.csv'.
[2025-11-25T23:44:14.562857] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RFM'.
[2025-11-25T23:44:14.563236] [INFO ] [FORECASTER] Starting predict_future for RFM
[2025-11-25T23:44:14.564083] [DEBUG] [LOCAL     ] No optimal features file found for RFM: ./output/feature-sets/RFM.txt
[2025-11-25T23:44:14.564152] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:44:14.564198] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:44:14.564238] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:44:14.564307] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:44:14.622930] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:44:14.623742] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:44:14.623837] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:44:14.623899] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:44:14.713935] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:44:14.714080] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:44:14.714124] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:44:14.714159] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:44:14.717313] [DEBUG] [FORECASTER] RFM: Forecast T+1@11:T+2@11: UP (p=90.70%)
[2025-11-25T23:44:14.717630] [INFO ] [FORECASTER] Completed predict_future for RFM
[2025-11-25T23:44:14.717787] [INFO ] [sig       ] RFM: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:44:14.864718] [INFO ] [LOCAL     ] Saved forecast: RFM	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/RFM.txt
[2025-11-25T23:44:14.864913] [INFO ] [sig       ] [2765/3639] Completed RFM in 0.3s | 3.04 sym/s | Total: 15.2m | ETA: 4.8m
[2025-11-25T23:44:14.864981] [INFO ] [sig       ] [2766/3639] Forecasting RFMZ...
[2025-11-25T23:44:14.865029] [INFO ] [sig       ] Generating forecast for: RFMZ
[2025-11-25T23:44:14.865085] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RFMZ' from 'https://tdm.silogroup.org/data/derivative_storage/RFMZ.csv'.
[2025-11-25T23:44:14.876327] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RFMZ'.
[2025-11-25T23:44:14.876702] [INFO ] [FORECASTER] Starting predict_future for RFMZ
[2025-11-25T23:44:14.877575] [DEBUG] [LOCAL     ] No optimal features file found for RFMZ: ./output/feature-sets/RFMZ.txt
[2025-11-25T23:44:14.877679] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:44:14.877743] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:44:14.877800] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:44:14.877893] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:44:14.936334] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:44:14.937286] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:44:14.937431] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:44:14.937494] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:44:15.071523] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:44:15.071758] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:44:15.071830] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:44:15.071882] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:44:15.075955] [DEBUG] [FORECASTER] RFMZ: Forecast T+1@11:T+2@11: UP (p=92.58%)
[2025-11-25T23:44:15.076318] [INFO ] [FORECASTER] Completed predict_future for RFMZ
[2025-11-25T23:44:15.076485] [INFO ] [sig       ] RFMZ: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:44:15.220459] [INFO ] [LOCAL     ] Saved forecast: RFMZ	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/RFMZ.txt
[2025-11-25T23:44:15.220688] [INFO ] [sig       ] [2766/3639] Completed RFMZ in 0.4s | 3.04 sym/s | Total: 15.2m | ETA: 4.8m
[2025-11-25T23:44:15.220762] [INFO ] [sig       ] [2767/3639] Forecasting RGA...
[2025-11-25T23:44:15.220875] [INFO ] [sig       ] Generating forecast for: RGA
[2025-11-25T23:44:15.220952] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RGA' from 'https://tdm.silogroup.org/data/derivative_storage/RGA.csv'.
[2025-11-25T23:44:15.232051] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RGA'.
[2025-11-25T23:44:15.232446] [INFO ] [FORECASTER] Starting predict_future for RGA
[2025-11-25T23:44:15.233480] [DEBUG] [LOCAL     ] No optimal features file found for RGA: ./output/feature-sets/RGA.txt
[2025-11-25T23:44:15.233556] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:44:15.233605] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:44:15.233679] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:44:15.233762] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:44:15.292230] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:44:15.293169] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:44:15.293276] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:44:15.293326] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:44:15.427911] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:44:15.428099] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:44:15.428147] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:44:15.428182] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:44:15.431626] [DEBUG] [FORECASTER] RGA: Forecast T+1@11:T+2@11: UP (p=74.64%)
[2025-11-25T23:44:15.431945] [INFO ] [FORECASTER] Completed predict_future for RGA
[2025-11-25T23:44:15.432117] [INFO ] [sig       ] RGA: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:44:15.578956] [INFO ] [LOCAL     ] Saved forecast: RGA	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/RGA.txt
[2025-11-25T23:44:15.579128] [INFO ] [sig       ] [2767/3639] Completed RGA in 0.4s | 3.04 sym/s | Total: 15.2m | ETA: 4.8m
[2025-11-25T23:44:15.579185] [INFO ] [sig       ] [2768/3639] Forecasting RGCO...
[2025-11-25T23:44:15.579232] [INFO ] [sig       ] Generating forecast for: RGCO
[2025-11-25T23:44:15.579275] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RGCO' from 'https://tdm.silogroup.org/data/derivative_storage/RGCO.csv'.
[2025-11-25T23:44:15.591599] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RGCO'.
[2025-11-25T23:44:15.592030] [INFO ] [FORECASTER] Starting predict_future for RGCO
[2025-11-25T23:44:15.592923] [DEBUG] [LOCAL     ] No optimal features file found for RGCO: ./output/feature-sets/RGCO.txt
[2025-11-25T23:44:15.593002] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:44:15.593056] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:44:15.593100] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:44:15.593172] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:44:15.663166] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:44:15.664213] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:44:15.664314] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:44:15.664360] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:44:15.765825] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:44:15.766013] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:44:15.766057] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:44:15.766092] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:44:15.769493] [DEBUG] [FORECASTER] RGCO: Forecast T+1@11:T+2@11: UP (p=67.83%)
[2025-11-25T23:44:15.769807] [INFO ] [FORECASTER] Completed predict_future for RGCO
[2025-11-25T23:44:15.769960] [INFO ] [sig       ] RGCO: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:44:15.912460] [INFO ] [LOCAL     ] Saved forecast: RGCO	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/RGCO.txt
[2025-11-25T23:44:15.912681] [INFO ] [sig       ] [2768/3639] Completed RGCO in 0.3s | 3.04 sym/s | Total: 15.2m | ETA: 4.8m
[2025-11-25T23:44:15.912739] [INFO ] [sig       ] [2769/3639] Forecasting RGEN...
[2025-11-25T23:44:15.912790] [INFO ] [sig       ] Generating forecast for: RGEN
[2025-11-25T23:44:15.912833] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RGEN' from 'https://tdm.silogroup.org/data/derivative_storage/RGEN.csv'.
[2025-11-25T23:44:15.926218] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RGEN'.
[2025-11-25T23:44:15.926945] [INFO ] [FORECASTER] Starting predict_future for RGEN
[2025-11-25T23:44:15.928075] [DEBUG] [LOCAL     ] No optimal features file found for RGEN: ./output/feature-sets/RGEN.txt
[2025-11-25T23:44:15.928156] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:44:15.928222] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:44:15.928280] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:44:15.928375] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:44:15.990469] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:44:15.991712] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:44:15.991837] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:44:15.991904] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:44:16.103689] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:44:16.103888] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:44:16.103950] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:44:16.104016] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:44:16.107854] [DEBUG] [FORECASTER] RGEN: Forecast T+1@11:T+2@11: DOWN (p=27.52%)
[2025-11-25T23:44:16.108181] [INFO ] [FORECASTER] Completed predict_future for RGEN
[2025-11-25T23:44:16.108388] [INFO ] [sig       ] RGEN: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:44:16.255021] [INFO ] [LOCAL     ] Saved forecast: RGEN	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/RGEN.txt
[2025-11-25T23:44:16.255205] [INFO ] [sig       ] [2769/3639] Completed RGEN in 0.3s | 3.04 sym/s | Total: 15.2m | ETA: 4.8m
[2025-11-25T23:44:16.255264] [INFO ] [sig       ] [2770/3639] Forecasting RGLD...
[2025-11-25T23:44:16.255308] [INFO ] [sig       ] Generating forecast for: RGLD
[2025-11-25T23:44:16.255429] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RGLD' from 'https://tdm.silogroup.org/data/derivative_storage/RGLD.csv'.
[2025-11-25T23:44:16.266475] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RGLD'.
[2025-11-25T23:44:16.266844] [INFO ] [FORECASTER] Starting predict_future for RGLD
[2025-11-25T23:44:16.267699] [DEBUG] [LOCAL     ] No optimal features file found for RGLD: ./output/feature-sets/RGLD.txt
[2025-11-25T23:44:16.267766] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:44:16.267813] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:44:16.267855] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:44:16.267924] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:44:16.324956] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:44:16.325767] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:44:16.325870] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:44:16.325920] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:44:16.455266] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:44:16.455608] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:44:16.455721] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:44:16.455812] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:44:16.460337] [DEBUG] [FORECASTER] RGLD: Forecast T+1@11:T+2@11: DOWN (p=10.38%)
[2025-11-25T23:44:16.460776] [INFO ] [FORECASTER] Completed predict_future for RGLD
[2025-11-25T23:44:16.461014] [INFO ] [sig       ] RGLD: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:44:16.617869] [INFO ] [LOCAL     ] Saved forecast: RGLD	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/RGLD.txt
[2025-11-25T23:44:16.618120] [INFO ] [sig       ] [2770/3639] Completed RGLD in 0.4s | 3.04 sym/s | Total: 15.2m | ETA: 4.8m
[2025-11-25T23:44:16.618180] [INFO ] [sig       ] [2771/3639] Forecasting RGNX...
[2025-11-25T23:44:16.618334] [INFO ] [sig       ] Generating forecast for: RGNX
[2025-11-25T23:44:16.618382] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RGNX' from 'https://tdm.silogroup.org/data/derivative_storage/RGNX.csv'.
[2025-11-25T23:44:16.631016] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RGNX'.
[2025-11-25T23:44:16.631412] [INFO ] [FORECASTER] Starting predict_future for RGNX
[2025-11-25T23:44:16.632266] [DEBUG] [LOCAL     ] No optimal features file found for RGNX: ./output/feature-sets/RGNX.txt
[2025-11-25T23:44:16.632337] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:44:16.632384] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:44:16.632434] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:44:16.632506] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:44:16.689420] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:44:16.690146] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:44:16.690263] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:44:16.690313] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:44:16.812546] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:44:16.812733] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:44:16.812803] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:44:16.812850] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:44:16.816235] [DEBUG] [FORECASTER] RGNX: Forecast T+1@11:T+2@11: UP (p=57.67%)
[2025-11-25T23:44:16.816562] [INFO ] [FORECASTER] Completed predict_future for RGNX
[2025-11-25T23:44:16.816759] [INFO ] [sig       ] RGNX: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:44:16.956574] [INFO ] [LOCAL     ] Saved forecast: RGNX	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/RGNX.txt
[2025-11-25T23:44:16.956748] [INFO ] [sig       ] [2771/3639] Completed RGNX in 0.3s | 3.04 sym/s | Total: 15.2m | ETA: 4.8m
[2025-11-25T23:44:16.956805] [INFO ] [sig       ] [2772/3639] Forecasting RGP...
[2025-11-25T23:44:16.956847] [INFO ] [sig       ] Generating forecast for: RGP
[2025-11-25T23:44:16.956889] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RGP' from 'https://tdm.silogroup.org/data/derivative_storage/RGP.csv'.
[2025-11-25T23:44:16.968108] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RGP'.
[2025-11-25T23:44:16.968362] [INFO ] [FORECASTER] Starting predict_future for RGP
[2025-11-25T23:44:16.969203] [DEBUG] [LOCAL     ] No optimal features file found for RGP: ./output/feature-sets/RGP.txt
[2025-11-25T23:44:16.969271] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:44:16.969317] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:44:16.969356] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:44:16.969424] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:44:17.026080] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:44:17.026711] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:44:17.026807] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:44:17.026851] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:44:17.138220] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:44:17.138315] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:44:17.138355] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:44:17.138389] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:44:17.141584] [DEBUG] [FORECASTER] RGP: Forecast T+1@11:T+2@11: DOWN (p=3.02%)
[2025-11-25T23:44:17.142186] [INFO ] [FORECASTER] Completed predict_future for RGP
[2025-11-25T23:44:17.142406] [INFO ] [sig       ] RGP: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:44:17.282877] [INFO ] [LOCAL     ] Saved forecast: RGP	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/RGP.txt
[2025-11-25T23:44:17.283009] [INFO ] [sig       ] [2772/3639] Completed RGP in 0.3s | 3.04 sym/s | Total: 15.2m | ETA: 4.8m
[2025-11-25T23:44:17.283062] [INFO ] [sig       ] [2773/3639] Forecasting RGS...
[2025-11-25T23:44:17.283104] [INFO ] [sig       ] Generating forecast for: RGS
[2025-11-25T23:44:17.283144] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RGS' from 'https://tdm.silogroup.org/data/derivative_storage/RGS.csv'.
[2025-11-25T23:44:17.293602] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RGS'.
[2025-11-25T23:44:17.293924] [INFO ] [FORECASTER] Starting predict_future for RGS
[2025-11-25T23:44:17.294764] [DEBUG] [LOCAL     ] No optimal features file found for RGS: ./output/feature-sets/RGS.txt
[2025-11-25T23:44:17.294831] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:44:17.294894] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:44:17.294937] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:44:17.295006] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:44:17.352276] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:44:17.352903] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:44:17.352997] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:44:17.353043] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:44:17.437669] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:44:17.437780] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:44:17.437821] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:44:17.437854] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:44:17.440979] [DEBUG] [FORECASTER] RGS: Forecast T+1@11:T+2@11: UP (p=85.96%)
[2025-11-25T23:44:17.441255] [INFO ] [FORECASTER] Completed predict_future for RGS
[2025-11-25T23:44:17.441393] [INFO ] [sig       ] RGS: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:44:17.582503] [INFO ] [LOCAL     ] Saved forecast: RGS	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/RGS.txt
[2025-11-25T23:44:17.582683] [INFO ] [sig       ] [2773/3639] Completed RGS in 0.3s | 3.04 sym/s | Total: 15.2m | ETA: 4.8m
[2025-11-25T23:44:17.582745] [INFO ] [sig       ] [2774/3639] Forecasting RGTI...
[2025-11-25T23:44:17.582788] [INFO ] [sig       ] Generating forecast for: RGTI
[2025-11-25T23:44:17.582830] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RGTI' from 'https://tdm.silogroup.org/data/derivative_storage/RGTI.csv'.
[2025-11-25T23:44:17.594034] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RGTI'.
[2025-11-25T23:44:17.594363] [INFO ] [FORECASTER] Starting predict_future for RGTI
[2025-11-25T23:44:17.595206] [DEBUG] [LOCAL     ] No optimal features file found for RGTI: ./output/feature-sets/RGTI.txt
[2025-11-25T23:44:17.595274] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:44:17.595319] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:44:17.595360] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:44:17.595429] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:44:17.656748] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:44:17.657536] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:44:17.657640] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:44:17.657707] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:44:17.760589] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:44:17.760809] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:44:17.760858] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:44:17.760894] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:44:17.764365] [DEBUG] [FORECASTER] RGTI: Forecast T+1@11:T+2@11: DOWN (p=22.00%)
[2025-11-25T23:44:17.764694] [INFO ] [FORECASTER] Completed predict_future for RGTI
[2025-11-25T23:44:17.764846] [INFO ] [sig       ] RGTI: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:44:17.906612] [INFO ] [LOCAL     ] Saved forecast: RGTI	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/RGTI.txt
[2025-11-25T23:44:17.906856] [INFO ] [sig       ] [2774/3639] Completed RGTI in 0.3s | 3.04 sym/s | Total: 15.2m | ETA: 4.7m
[2025-11-25T23:44:17.906912] [INFO ] [sig       ] [2775/3639] Forecasting RH...
[2025-11-25T23:44:17.906954] [INFO ] [sig       ] Generating forecast for: RH
[2025-11-25T23:44:17.906999] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RH' from 'https://tdm.silogroup.org/data/derivative_storage/RH.csv'.
[2025-11-25T23:44:17.918396] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RH'.
[2025-11-25T23:44:17.918841] [INFO ] [FORECASTER] Starting predict_future for RH
[2025-11-25T23:44:17.919631] [DEBUG] [LOCAL     ] No optimal features file found for RH: ./output/feature-sets/RH.txt
[2025-11-25T23:44:17.919723] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:44:17.919770] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:44:17.919809] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:44:17.919878] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:44:17.978446] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:44:17.979341] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:44:17.979442] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:44:17.979489] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:44:18.099768] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:44:18.099968] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:44:18.100013] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:44:18.100047] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:44:18.103486] [DEBUG] [FORECASTER] RH: Forecast T+1@11:T+2@11: DOWN (p=39.17%)
[2025-11-25T23:44:18.103815] [INFO ] [FORECASTER] Completed predict_future for RH
[2025-11-25T23:44:18.103969] [INFO ] [sig       ] RH: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:44:18.247492] [INFO ] [LOCAL     ] Saved forecast: RH	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/RH.txt
[2025-11-25T23:44:18.247717] [INFO ] [sig       ] [2775/3639] Completed RH in 0.3s | 3.04 sym/s | Total: 15.2m | ETA: 4.7m
[2025-11-25T23:44:18.247777] [INFO ] [sig       ] [2776/3639] Forecasting RHI...
[2025-11-25T23:44:18.247819] [INFO ] [sig       ] Generating forecast for: RHI
[2025-11-25T23:44:18.247860] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RHI' from 'https://tdm.silogroup.org/data/derivative_storage/RHI.csv'.
[2025-11-25T23:44:18.259305] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RHI'.
[2025-11-25T23:44:18.259691] [INFO ] [FORECASTER] Starting predict_future for RHI
[2025-11-25T23:44:18.260505] [DEBUG] [LOCAL     ] No optimal features file found for RHI: ./output/feature-sets/RHI.txt
[2025-11-25T23:44:18.260583] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:44:18.260661] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:44:18.260727] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:44:18.260799] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:44:18.318619] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:44:18.319297] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:44:18.319391] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:44:18.319447] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:44:18.415572] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:44:18.415789] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:44:18.415860] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:44:18.415908] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:44:18.419410] [DEBUG] [FORECASTER] RHI: Forecast T+1@11:T+2@11: DOWN (p=10.88%)
[2025-11-25T23:44:18.419796] [INFO ] [FORECASTER] Completed predict_future for RHI
[2025-11-25T23:44:18.419970] [INFO ] [sig       ] RHI: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:44:18.567175] [INFO ] [LOCAL     ] Saved forecast: RHI	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/RHI.txt
[2025-11-25T23:44:18.567386] [INFO ] [sig       ] [2776/3639] Completed RHI in 0.3s | 3.04 sym/s | Total: 15.2m | ETA: 4.7m
[2025-11-25T23:44:18.567443] [INFO ] [sig       ] [2777/3639] Forecasting RHP...
[2025-11-25T23:44:18.567487] [INFO ] [sig       ] Generating forecast for: RHP
[2025-11-25T23:44:18.567601] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RHP' from 'https://tdm.silogroup.org/data/derivative_storage/RHP.csv'.
[2025-11-25T23:44:18.579302] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RHP'.
[2025-11-25T23:44:18.579785] [INFO ] [FORECASTER] Starting predict_future for RHP
[2025-11-25T23:44:18.580618] [DEBUG] [LOCAL     ] No optimal features file found for RHP: ./output/feature-sets/RHP.txt
[2025-11-25T23:44:18.580725] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:44:18.580783] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:44:18.580831] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:44:18.580914] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:44:18.639402] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:44:18.640360] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:44:18.640465] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:44:18.640524] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:44:18.735154] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:44:18.735347] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:44:18.735395] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:44:18.735433] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:44:18.739045] [DEBUG] [FORECASTER] RHP: Forecast T+1@11:T+2@11: DOWN (p=14.63%)
[2025-11-25T23:44:18.739349] [INFO ] [FORECASTER] Completed predict_future for RHP
[2025-11-25T23:44:18.739499] [INFO ] [sig       ] RHP: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:44:18.882302] [INFO ] [LOCAL     ] Saved forecast: RHP	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/RHP.txt
[2025-11-25T23:44:18.882468] [INFO ] [sig       ] [2777/3639] Completed RHP in 0.3s | 3.04 sym/s | Total: 15.2m | ETA: 4.7m
[2025-11-25T23:44:18.882524] [INFO ] [sig       ] [2778/3639] Forecasting RICK...
[2025-11-25T23:44:18.882564] [INFO ] [sig       ] Generating forecast for: RICK
[2025-11-25T23:44:18.882607] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RICK' from 'https://tdm.silogroup.org/data/derivative_storage/RICK.csv'.
[2025-11-25T23:44:18.893411] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RICK'.
[2025-11-25T23:44:18.893792] [INFO ] [FORECASTER] Starting predict_future for RICK
[2025-11-25T23:44:18.894602] [DEBUG] [LOCAL     ] No optimal features file found for RICK: ./output/feature-sets/RICK.txt
[2025-11-25T23:44:18.894689] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:44:18.894747] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:44:18.894797] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:44:18.894884] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:44:18.952667] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:44:18.953323] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:44:18.953416] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:44:18.953475] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:44:19.043519] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:44:19.043711] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:44:19.043790] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:44:19.043838] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:44:19.047084] [DEBUG] [FORECASTER] RICK: Forecast T+1@11:T+2@11: UP (p=67.47%)
[2025-11-25T23:44:19.047393] [INFO ] [FORECASTER] Completed predict_future for RICK
[2025-11-25T23:44:19.047541] [INFO ] [sig       ] RICK: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:44:19.192603] [INFO ] [LOCAL     ] Saved forecast: RICK	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/RICK.txt
[2025-11-25T23:44:19.192880] [INFO ] [sig       ] [2778/3639] Completed RICK in 0.3s | 3.04 sym/s | Total: 15.2m | ETA: 4.7m
[2025-11-25T23:44:19.192951] [INFO ] [sig       ] [2779/3639] Forecasting RIG...
[2025-11-25T23:44:19.193006] [INFO ] [sig       ] Generating forecast for: RIG
[2025-11-25T23:44:19.193059] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RIG' from 'https://tdm.silogroup.org/data/derivative_storage/RIG.csv'.
[2025-11-25T23:44:19.204330] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RIG'.
[2025-11-25T23:44:19.204721] [INFO ] [FORECASTER] Starting predict_future for RIG
[2025-11-25T23:44:19.205514] [DEBUG] [LOCAL     ] No optimal features file found for RIG: ./output/feature-sets/RIG.txt
[2025-11-25T23:44:19.205584] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:44:19.205660] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:44:19.205730] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:44:19.205824] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:44:19.263378] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:44:19.264032] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:44:19.264138] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:44:19.264188] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:44:19.368796] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:44:19.368890] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:44:19.368930] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:44:19.368963] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:44:19.372009] [DEBUG] [FORECASTER] RIG: Forecast T+1@11:T+2@11: DOWN (p=3.34%)
[2025-11-25T23:44:19.372396] [INFO ] [FORECASTER] Completed predict_future for RIG
[2025-11-25T23:44:19.372610] [INFO ] [sig       ] RIG: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:44:19.513857] [INFO ] [LOCAL     ] Saved forecast: RIG	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/RIG.txt
[2025-11-25T23:44:19.513994] [INFO ] [sig       ] [2779/3639] Completed RIG in 0.3s | 3.04 sym/s | Total: 15.3m | ETA: 4.7m
[2025-11-25T23:44:19.514047] [INFO ] [sig       ] [2780/3639] Forecasting RIGL...
[2025-11-25T23:44:19.514090] [INFO ] [sig       ] Generating forecast for: RIGL
[2025-11-25T23:44:19.514130] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RIGL' from 'https://tdm.silogroup.org/data/derivative_storage/RIGL.csv'.
[2025-11-25T23:44:19.525479] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RIGL'.
[2025-11-25T23:44:19.525850] [INFO ] [FORECASTER] Starting predict_future for RIGL
[2025-11-25T23:44:19.526677] [DEBUG] [LOCAL     ] No optimal features file found for RIGL: ./output/feature-sets/RIGL.txt
[2025-11-25T23:44:19.526743] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:44:19.526788] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:44:19.526828] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:44:19.526896] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:44:19.583863] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:44:19.584472] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:44:19.584566] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:44:19.584611] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:44:19.680434] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:44:19.680549] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:44:19.680590] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:44:19.680624] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:44:19.683808] [DEBUG] [FORECASTER] RIGL: Forecast T+1@11:T+2@11: DOWN (p=1.53%)
[2025-11-25T23:44:19.684087] [INFO ] [FORECASTER] Completed predict_future for RIGL
[2025-11-25T23:44:19.684226] [INFO ] [sig       ] RIGL: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:44:19.829868] [INFO ] [LOCAL     ] Saved forecast: RIGL	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/RIGL.txt
[2025-11-25T23:44:19.830051] [INFO ] [sig       ] [2780/3639] Completed RIGL in 0.3s | 3.04 sym/s | Total: 15.3m | ETA: 4.7m
[2025-11-25T23:44:19.830107] [INFO ] [sig       ] [2781/3639] Forecasting RILY...
[2025-11-25T23:44:19.830150] [INFO ] [sig       ] Generating forecast for: RILY
[2025-11-25T23:44:19.830191] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RILY' from 'https://tdm.silogroup.org/data/derivative_storage/RILY.csv'.
[2025-11-25T23:44:19.841151] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RILY'.
[2025-11-25T23:44:19.841502] [INFO ] [FORECASTER] Starting predict_future for RILY
[2025-11-25T23:44:19.842340] [DEBUG] [LOCAL     ] No optimal features file found for RILY: ./output/feature-sets/RILY.txt
[2025-11-25T23:44:19.842408] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:44:19.842453] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:44:19.842493] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:44:19.842562] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:44:19.900679] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:44:19.901287] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:44:19.901380] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:44:19.901425] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:44:19.997316] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:44:19.997467] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:44:19.997521] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:44:19.997565] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:44:20.000707] [DEBUG] [FORECASTER] RILY: Forecast T+1@11:T+2@11: DOWN (p=29.49%)
[2025-11-25T23:44:20.001004] [INFO ] [FORECASTER] Completed predict_future for RILY
[2025-11-25T23:44:20.001152] [INFO ] [sig       ] RILY: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:44:20.144838] [INFO ] [LOCAL     ] Saved forecast: RILY	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/RILY.txt
[2025-11-25T23:44:20.144996] [INFO ] [sig       ] [2781/3639] Completed RILY in 0.3s | 3.04 sym/s | Total: 15.3m | ETA: 4.7m
[2025-11-25T23:44:20.145050] [INFO ] [sig       ] [2782/3639] Forecasting RILYN...
[2025-11-25T23:44:20.145090] [INFO ] [sig       ] Generating forecast for: RILYN
[2025-11-25T23:44:20.145133] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RILYN' from 'https://tdm.silogroup.org/data/derivative_storage/RILYN.csv'.
[2025-11-25T23:44:20.155568] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RILYN'.
[2025-11-25T23:44:20.155900] [INFO ] [FORECASTER] Starting predict_future for RILYN
[2025-11-25T23:44:20.156732] [DEBUG] [LOCAL     ] No optimal features file found for RILYN: ./output/feature-sets/RILYN.txt
[2025-11-25T23:44:20.156798] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:44:20.156845] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:44:20.156885] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:44:20.156954] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:44:20.214596] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:44:20.215228] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:44:20.215320] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:44:20.215367] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:44:20.303969] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:44:20.304137] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:44:20.304182] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:44:20.304217] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:44:20.307548] [DEBUG] [FORECASTER] RILYN: Forecast T+1@11:T+2@11: UP (p=85.95%)
[2025-11-25T23:44:20.307888] [INFO ] [FORECASTER] Completed predict_future for RILYN
[2025-11-25T23:44:20.308055] [INFO ] [sig       ] RILYN: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:44:20.448592] [INFO ] [LOCAL     ] Saved forecast: RILYN	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/RILYN.txt
[2025-11-25T23:44:20.448747] [INFO ] [sig       ] [2782/3639] Completed RILYN in 0.3s | 3.04 sym/s | Total: 15.3m | ETA: 4.7m
[2025-11-25T23:44:20.448861] [INFO ] [sig       ] [2783/3639] Forecasting RILYZ...
[2025-11-25T23:44:20.448909] [INFO ] [sig       ] Generating forecast for: RILYZ
[2025-11-25T23:44:20.448951] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RILYZ' from 'https://tdm.silogroup.org/data/derivative_storage/RILYZ.csv'.
[2025-11-25T23:44:20.459847] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RILYZ'.
[2025-11-25T23:44:20.460155] [INFO ] [FORECASTER] Starting predict_future for RILYZ
[2025-11-25T23:44:20.461002] [DEBUG] [LOCAL     ] No optimal features file found for RILYZ: ./output/feature-sets/RILYZ.txt
[2025-11-25T23:44:20.461070] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:44:20.461126] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:44:20.461176] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:44:20.461260] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:44:20.518579] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:44:20.519424] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:44:20.519528] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:44:20.519577] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:44:20.615721] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:44:20.615864] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:44:20.615907] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:44:20.615941] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:44:20.619334] [DEBUG] [FORECASTER] RILYZ: Forecast T+1@11:T+2@11: UP (p=57.12%)
[2025-11-25T23:44:20.619627] [INFO ] [FORECASTER] Completed predict_future for RILYZ
[2025-11-25T23:44:20.619831] [INFO ] [sig       ] RILYZ: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:44:20.761855] [INFO ] [LOCAL     ] Saved forecast: RILYZ	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/RILYZ.txt
[2025-11-25T23:44:20.762012] [INFO ] [sig       ] [2783/3639] Completed RILYZ in 0.3s | 3.04 sym/s | Total: 15.3m | ETA: 4.7m
[2025-11-25T23:44:20.762066] [INFO ] [sig       ] [2784/3639] Forecasting RIME...
[2025-11-25T23:44:20.762109] [INFO ] [sig       ] Generating forecast for: RIME
[2025-11-25T23:44:20.762227] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RIME' from 'https://tdm.silogroup.org/data/derivative_storage/RIME.csv'.
[2025-11-25T23:44:20.773377] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RIME'.
[2025-11-25T23:44:20.773703] [INFO ] [FORECASTER] Starting predict_future for RIME
[2025-11-25T23:44:20.774512] [DEBUG] [LOCAL     ] No optimal features file found for RIME: ./output/feature-sets/RIME.txt
[2025-11-25T23:44:20.774580] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:44:20.774625] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:44:20.774703] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:44:20.774790] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:44:20.832212] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:44:20.832876] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:44:20.832970] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:44:20.833015] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:44:20.925554] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:44:20.925711] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:44:20.925760] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:44:20.925793] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:44:20.929033] [DEBUG] [FORECASTER] RIME: Forecast T+1@11:T+2@11: UP (p=96.39%)
[2025-11-25T23:44:20.929314] [INFO ] [FORECASTER] Completed predict_future for RIME
[2025-11-25T23:44:20.929457] [INFO ] [sig       ] RIME: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:44:21.069272] [INFO ] [LOCAL     ] Saved forecast: RIME	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/RIME.txt
[2025-11-25T23:44:21.069435] [INFO ] [sig       ] [2784/3639] Completed RIME in 0.3s | 3.04 sym/s | Total: 15.3m | ETA: 4.7m
[2025-11-25T23:44:21.069509] [INFO ] [sig       ] [2785/3639] Forecasting RING...
[2025-11-25T23:44:21.069564] [INFO ] [sig       ] Generating forecast for: RING
[2025-11-25T23:44:21.069616] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RING' from 'https://tdm.silogroup.org/data/derivative_storage/RING.csv'.
[2025-11-25T23:44:21.080344] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RING'.
[2025-11-25T23:44:21.080698] [INFO ] [FORECASTER] Starting predict_future for RING
[2025-11-25T23:44:21.081496] [DEBUG] [LOCAL     ] No optimal features file found for RING: ./output/feature-sets/RING.txt
[2025-11-25T23:44:21.081565] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:44:21.081611] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:44:21.081671] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:44:21.081744] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:44:21.138457] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:44:21.139214] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:44:21.139311] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:44:21.139362] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:44:21.240340] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:44:21.240511] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:44:21.240556] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:44:21.240591] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:44:21.243933] [DEBUG] [FORECASTER] RING: Forecast T+1@11:T+2@11: UP (p=64.45%)
[2025-11-25T23:44:21.244361] [INFO ] [FORECASTER] Completed predict_future for RING
[2025-11-25T23:44:21.244574] [INFO ] [sig       ] RING: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:44:21.387829] [INFO ] [LOCAL     ] Saved forecast: RING	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/RING.txt
[2025-11-25T23:44:21.388008] [INFO ] [sig       ] [2785/3639] Completed RING in 0.3s | 3.04 sym/s | Total: 15.3m | ETA: 4.7m
[2025-11-25T23:44:21.388094] [INFO ] [sig       ] [2786/3639] Forecasting RIO...
[2025-11-25T23:44:21.388155] [INFO ] [sig       ] Generating forecast for: RIO
[2025-11-25T23:44:21.388213] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RIO' from 'https://tdm.silogroup.org/data/derivative_storage/RIO.csv'.
[2025-11-25T23:44:21.399395] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RIO'.
[2025-11-25T23:44:21.399811] [INFO ] [FORECASTER] Starting predict_future for RIO
[2025-11-25T23:44:21.400619] [DEBUG] [LOCAL     ] No optimal features file found for RIO: ./output/feature-sets/RIO.txt
[2025-11-25T23:44:21.400756] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:44:21.400805] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:44:21.400844] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:44:21.400933] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:44:21.457525] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:44:21.458296] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:44:21.458392] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:44:21.458438] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:44:21.551140] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:44:21.551321] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:44:21.551366] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:44:21.551400] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:44:21.554822] [DEBUG] [FORECASTER] RIO: Forecast T+1@11:T+2@11: UP (p=87.86%)
[2025-11-25T23:44:21.555111] [INFO ] [FORECASTER] Completed predict_future for RIO
[2025-11-25T23:44:21.555250] [INFO ] [sig       ] RIO: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:44:21.697828] [INFO ] [LOCAL     ] Saved forecast: RIO	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/RIO.txt
[2025-11-25T23:44:21.697988] [INFO ] [sig       ] [2786/3639] Completed RIO in 0.3s | 3.04 sym/s | Total: 15.3m | ETA: 4.7m
[2025-11-25T23:44:21.698063] [INFO ] [sig       ] [2787/3639] Forecasting RITM...
[2025-11-25T23:44:21.698116] [INFO ] [sig       ] Generating forecast for: RITM
[2025-11-25T23:44:21.698168] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RITM' from 'https://tdm.silogroup.org/data/derivative_storage/RITM.csv'.
[2025-11-25T23:44:21.710408] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RITM'.
[2025-11-25T23:44:21.710946] [INFO ] [FORECASTER] Starting predict_future for RITM
[2025-11-25T23:44:21.711790] [DEBUG] [LOCAL     ] No optimal features file found for RITM: ./output/feature-sets/RITM.txt
[2025-11-25T23:44:21.711860] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:44:21.711918] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:44:21.711971] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:44:21.712057] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:44:21.769093] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:44:21.769927] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:44:21.770026] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:44:21.770086] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:44:21.863378] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:44:21.863543] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:44:21.863587] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:44:21.863621] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:44:21.866937] [DEBUG] [FORECASTER] RITM: Forecast T+1@11:T+2@11: DOWN (p=1.77%)
[2025-11-25T23:44:21.867227] [INFO ] [FORECASTER] Completed predict_future for RITM
[2025-11-25T23:44:21.867384] [INFO ] [sig       ] RITM: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:44:22.007032] [INFO ] [LOCAL     ] Saved forecast: RITM	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/RITM.txt
[2025-11-25T23:44:22.007192] [INFO ] [sig       ] [2787/3639] Completed RITM in 0.3s | 3.04 sym/s | Total: 15.3m | ETA: 4.7m
[2025-11-25T23:44:22.007266] [INFO ] [sig       ] [2788/3639] Forecasting RIVN...
[2025-11-25T23:44:22.007320] [INFO ] [sig       ] Generating forecast for: RIVN
[2025-11-25T23:44:22.007387] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RIVN' from 'https://tdm.silogroup.org/data/derivative_storage/RIVN.csv'.
[2025-11-25T23:44:22.018737] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RIVN'.
[2025-11-25T23:44:22.019066] [INFO ] [FORECASTER] Starting predict_future for RIVN
[2025-11-25T23:44:22.019893] [DEBUG] [LOCAL     ] No optimal features file found for RIVN: ./output/feature-sets/RIVN.txt
[2025-11-25T23:44:22.019962] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:44:22.020008] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:44:22.020048] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:44:22.020118] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:44:22.076522] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:44:22.077228] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:44:22.077325] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:44:22.077386] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:44:22.173326] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:44:22.173539] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:44:22.173595] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:44:22.173632] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:44:22.177165] [DEBUG] [FORECASTER] RIVN: Forecast T+1@11:T+2@11: DOWN (p=11.04%)
[2025-11-25T23:44:22.177484] [INFO ] [FORECASTER] Completed predict_future for RIVN
[2025-11-25T23:44:22.177659] [INFO ] [sig       ] RIVN: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:44:22.317454] [INFO ] [LOCAL     ] Saved forecast: RIVN	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/RIVN.txt
[2025-11-25T23:44:22.317612] [INFO ] [sig       ] [2788/3639] Completed RIVN in 0.3s | 3.04 sym/s | Total: 15.3m | ETA: 4.7m
[2025-11-25T23:44:22.317688] [INFO ] [sig       ] [2789/3639] Forecasting RKLB...
[2025-11-25T23:44:22.317736] [INFO ] [sig       ] Generating forecast for: RKLB
[2025-11-25T23:44:22.317778] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RKLB' from 'https://tdm.silogroup.org/data/derivative_storage/RKLB.csv'.
[2025-11-25T23:44:22.328664] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RKLB'.
[2025-11-25T23:44:22.328972] [INFO ] [FORECASTER] Starting predict_future for RKLB
[2025-11-25T23:44:22.329795] [DEBUG] [LOCAL     ] No optimal features file found for RKLB: ./output/feature-sets/RKLB.txt
[2025-11-25T23:44:22.329864] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:44:22.329909] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:44:22.329949] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:44:22.330017] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:44:22.386582] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:44:22.387307] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:44:22.387414] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:44:22.387461] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:44:22.482201] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:44:22.482348] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:44:22.482391] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:44:22.482424] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:44:22.485654] [DEBUG] [FORECASTER] RKLB: Forecast T+1@11:T+2@11: UP (p=99.52%)
[2025-11-25T23:44:22.485975] [INFO ] [FORECASTER] Completed predict_future for RKLB
[2025-11-25T23:44:22.486134] [INFO ] [sig       ] RKLB: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:44:22.626358] [INFO ] [LOCAL     ] Saved forecast: RKLB	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/RKLB.txt
[2025-11-25T23:44:22.626520] [INFO ] [sig       ] [2789/3639] Completed RKLB in 0.3s | 3.04 sym/s | Total: 15.3m | ETA: 4.7m
[2025-11-25T23:44:22.626575] [INFO ] [sig       ] [2790/3639] Forecasting RL...
[2025-11-25T23:44:22.626715] [INFO ] [sig       ] Generating forecast for: RL
[2025-11-25T23:44:22.626763] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RL' from 'https://tdm.silogroup.org/data/derivative_storage/RL.csv'.
[2025-11-25T23:44:22.638088] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RL'.
[2025-11-25T23:44:22.638435] [INFO ] [FORECASTER] Starting predict_future for RL
[2025-11-25T23:44:22.639283] [DEBUG] [LOCAL     ] No optimal features file found for RL: ./output/feature-sets/RL.txt
[2025-11-25T23:44:22.639351] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:44:22.639398] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:44:22.639442] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:44:22.639511] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:44:22.695966] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:44:22.696671] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:44:22.696766] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:44:22.696812] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:44:22.790165] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:44:22.790335] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:44:22.790380] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:44:22.790414] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:44:22.793769] [DEBUG] [FORECASTER] RL: Forecast T+1@11:T+2@11: UP (p=97.20%)
[2025-11-25T23:44:22.794061] [INFO ] [FORECASTER] Completed predict_future for RL
[2025-11-25T23:44:22.794210] [INFO ] [sig       ] RL: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:44:22.934155] [INFO ] [LOCAL     ] Saved forecast: RL	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/RL.txt
[2025-11-25T23:44:22.934312] [INFO ] [sig       ] [2790/3639] Completed RL in 0.3s | 3.04 sym/s | Total: 15.3m | ETA: 4.7m
[2025-11-25T23:44:22.934368] [INFO ] [sig       ] [2791/3639] Forecasting RLAY...
[2025-11-25T23:44:22.934413] [INFO ] [sig       ] Generating forecast for: RLAY
[2025-11-25T23:44:22.934454] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RLAY' from 'https://tdm.silogroup.org/data/derivative_storage/RLAY.csv'.
[2025-11-25T23:44:22.945334] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RLAY'.
[2025-11-25T23:44:22.945691] [INFO ] [FORECASTER] Starting predict_future for RLAY
[2025-11-25T23:44:22.946503] [DEBUG] [LOCAL     ] No optimal features file found for RLAY: ./output/feature-sets/RLAY.txt
[2025-11-25T23:44:22.946572] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:44:22.946630] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:44:22.946693] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:44:22.946782] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:44:23.006459] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:44:23.007401] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:44:23.007514] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:44:23.007575] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:44:23.103247] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:44:23.103419] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:44:23.103465] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:44:23.103500] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:44:23.107097] [DEBUG] [FORECASTER] RLAY: Forecast T+1@11:T+2@11: DOWN (p=22.11%)
[2025-11-25T23:44:23.107507] [INFO ] [FORECASTER] Completed predict_future for RLAY
[2025-11-25T23:44:23.107701] [INFO ] [sig       ] RLAY: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:44:23.248681] [INFO ] [LOCAL     ] Saved forecast: RLAY	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/RLAY.txt
[2025-11-25T23:44:23.248827] [INFO ] [sig       ] [2791/3639] Completed RLAY in 0.3s | 3.04 sym/s | Total: 15.3m | ETA: 4.7m
[2025-11-25T23:44:23.248882] [INFO ] [sig       ] [2792/3639] Forecasting RLI...
[2025-11-25T23:44:23.248926] [INFO ] [sig       ] Generating forecast for: RLI
[2025-11-25T23:44:23.248968] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RLI' from 'https://tdm.silogroup.org/data/derivative_storage/RLI.csv'.
[2025-11-25T23:44:23.259937] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RLI'.
[2025-11-25T23:44:23.260231] [INFO ] [FORECASTER] Starting predict_future for RLI
[2025-11-25T23:44:23.261051] [DEBUG] [LOCAL     ] No optimal features file found for RLI: ./output/feature-sets/RLI.txt
[2025-11-25T23:44:23.261122] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:44:23.261180] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:44:23.261231] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:44:23.261318] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:44:23.318213] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:44:23.318868] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:44:23.318961] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:44:23.319018] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:44:23.411555] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:44:23.411730] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:44:23.411785] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:44:23.411820] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:44:23.415173] [DEBUG] [FORECASTER] RLI: Forecast T+1@11:T+2@11: DOWN (p=22.56%)
[2025-11-25T23:44:23.415473] [INFO ] [FORECASTER] Completed predict_future for RLI
[2025-11-25T23:44:23.415620] [INFO ] [sig       ] RLI: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:44:23.556298] [INFO ] [LOCAL     ] Saved forecast: RLI	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/RLI.txt
[2025-11-25T23:44:23.556453] [INFO ] [sig       ] [2792/3639] Completed RLI in 0.3s | 3.04 sym/s | Total: 15.3m | ETA: 4.6m
[2025-11-25T23:44:23.556508] [INFO ] [sig       ] [2793/3639] Forecasting RLJ...
[2025-11-25T23:44:23.556616] [INFO ] [sig       ] Generating forecast for: RLJ
[2025-11-25T23:44:23.556698] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RLJ' from 'https://tdm.silogroup.org/data/derivative_storage/RLJ.csv'.
[2025-11-25T23:44:23.567235] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RLJ'.
[2025-11-25T23:44:23.567565] [INFO ] [FORECASTER] Starting predict_future for RLJ
[2025-11-25T23:44:23.568385] [DEBUG] [LOCAL     ] No optimal features file found for RLJ: ./output/feature-sets/RLJ.txt
[2025-11-25T23:44:23.568455] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:44:23.568501] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:44:23.568561] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:44:23.568674] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:44:23.624945] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:44:23.625618] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:44:23.625735] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:44:23.625794] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:44:23.725127] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:44:23.725322] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:44:23.725368] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:44:23.725401] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:44:23.728780] [DEBUG] [FORECASTER] RLJ: Forecast T+1@11:T+2@11: DOWN (p=0.27%)
[2025-11-25T23:44:23.729068] [INFO ] [FORECASTER] Completed predict_future for RLJ
[2025-11-25T23:44:23.729267] [INFO ] [sig       ] RLJ: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:44:23.871738] [INFO ] [LOCAL     ] Saved forecast: RLJ	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/RLJ.txt
[2025-11-25T23:44:23.871891] [INFO ] [sig       ] [2793/3639] Completed RLJ in 0.3s | 3.04 sym/s | Total: 15.3m | ETA: 4.6m
[2025-11-25T23:44:23.871999] [INFO ] [sig       ] [2794/3639] Forecasting RLMD...
[2025-11-25T23:44:23.872050] [INFO ] [sig       ] Generating forecast for: RLMD
[2025-11-25T23:44:23.872093] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RLMD' from 'https://tdm.silogroup.org/data/derivative_storage/RLMD.csv'.
[2025-11-25T23:44:23.882714] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RLMD'.
[2025-11-25T23:44:23.883036] [INFO ] [FORECASTER] Starting predict_future for RLMD
[2025-11-25T23:44:23.883920] [DEBUG] [LOCAL     ] No optimal features file found for RLMD: ./output/feature-sets/RLMD.txt
[2025-11-25T23:44:23.883990] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:44:23.884048] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:44:23.884098] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:44:23.884183] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:44:23.943990] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:44:23.944740] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:44:23.944836] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:44:23.944896] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:44:24.039814] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:44:24.039997] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:44:24.040042] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:44:24.040076] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:44:24.043428] [DEBUG] [FORECASTER] RLMD: Forecast T+1@11:T+2@11: DOWN (p=22.50%)
[2025-11-25T23:44:24.043763] [INFO ] [FORECASTER] Completed predict_future for RLMD
[2025-11-25T23:44:24.043931] [INFO ] [sig       ] RLMD: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:44:24.189728] [INFO ] [LOCAL     ] Saved forecast: RLMD	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/RLMD.txt
[2025-11-25T23:44:24.189888] [INFO ] [sig       ] [2794/3639] Completed RLMD in 0.3s | 3.04 sym/s | Total: 15.3m | ETA: 4.6m
[2025-11-25T23:44:24.189943] [INFO ] [sig       ] [2795/3639] Forecasting RLTY...
[2025-11-25T23:44:24.189985] [INFO ] [sig       ] Generating forecast for: RLTY
[2025-11-25T23:44:24.190027] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RLTY' from 'https://tdm.silogroup.org/data/derivative_storage/RLTY.csv'.
[2025-11-25T23:44:24.201599] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RLTY'.
[2025-11-25T23:44:24.202236] [INFO ] [FORECASTER] Starting predict_future for RLTY
[2025-11-25T23:44:24.203076] [DEBUG] [LOCAL     ] No optimal features file found for RLTY: ./output/feature-sets/RLTY.txt
[2025-11-25T23:44:24.203147] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:44:24.203194] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:44:24.203235] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:44:24.203303] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:44:24.262796] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:44:24.263667] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:44:24.263775] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:44:24.263827] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:44:24.364348] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:44:24.364539] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:44:24.364586] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:44:24.364621] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:44:24.368124] [DEBUG] [FORECASTER] RLTY: Forecast T+1@11:T+2@11: UP (p=90.51%)
[2025-11-25T23:44:24.368424] [INFO ] [FORECASTER] Completed predict_future for RLTY
[2025-11-25T23:44:24.368577] [INFO ] [sig       ] RLTY: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:44:24.513280] [INFO ] [LOCAL     ] Saved forecast: RLTY	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/RLTY.txt
[2025-11-25T23:44:24.513447] [INFO ] [sig       ] [2795/3639] Completed RLTY in 0.3s | 3.04 sym/s | Total: 15.3m | ETA: 4.6m
[2025-11-25T23:44:24.513503] [INFO ] [sig       ] [2796/3639] Forecasting RLX...
[2025-11-25T23:44:24.513546] [INFO ] [sig       ] Generating forecast for: RLX
[2025-11-25T23:44:24.513616] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RLX' from 'https://tdm.silogroup.org/data/derivative_storage/RLX.csv'.
[2025-11-25T23:44:24.528160] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RLX'.
[2025-11-25T23:44:24.528589] [INFO ] [FORECASTER] Starting predict_future for RLX
[2025-11-25T23:44:24.529396] [DEBUG] [LOCAL     ] No optimal features file found for RLX: ./output/feature-sets/RLX.txt
[2025-11-25T23:44:24.529467] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:44:24.529523] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:44:24.529574] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:44:24.529678] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:44:24.586339] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:44:24.587120] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:44:24.587223] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:44:24.587282] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:44:24.691115] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:44:24.691328] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:44:24.691374] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:44:24.691409] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:44:24.694944] [DEBUG] [FORECASTER] RLX: Forecast T+1@11:T+2@11: UP (p=80.14%)
[2025-11-25T23:44:24.695280] [INFO ] [FORECASTER] Completed predict_future for RLX
[2025-11-25T23:44:24.695432] [INFO ] [sig       ] RLX: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:44:24.835376] [INFO ] [LOCAL     ] Saved forecast: RLX	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/RLX.txt
[2025-11-25T23:44:24.835536] [INFO ] [sig       ] [2796/3639] Completed RLX in 0.3s | 3.04 sym/s | Total: 15.3m | ETA: 4.6m
[2025-11-25T23:44:24.835604] [INFO ] [sig       ] [2797/3639] Forecasting RM...
[2025-11-25T23:44:24.835682] [INFO ] [sig       ] Generating forecast for: RM
[2025-11-25T23:44:24.835728] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RM' from 'https://tdm.silogroup.org/data/derivative_storage/RM.csv'.
[2025-11-25T23:44:24.846502] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RM'.
[2025-11-25T23:44:24.846858] [INFO ] [FORECASTER] Starting predict_future for RM
[2025-11-25T23:44:24.847700] [DEBUG] [LOCAL     ] No optimal features file found for RM: ./output/feature-sets/RM.txt
[2025-11-25T23:44:24.847784] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:44:24.847878] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:44:24.847923] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:44:24.848002] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:44:24.905159] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:44:24.906060] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:44:24.906160] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:44:24.906220] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:44:25.007707] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:44:25.007868] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:44:25.007912] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:44:25.007946] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:44:25.011410] [DEBUG] [FORECASTER] RM: Forecast T+1@11:T+2@11: UP (p=85.53%)
[2025-11-25T23:44:25.011716] [INFO ] [FORECASTER] Completed predict_future for RM
[2025-11-25T23:44:25.011869] [INFO ] [sig       ] RM: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:44:25.152176] [INFO ] [LOCAL     ] Saved forecast: RM	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/RM.txt
[2025-11-25T23:44:25.152333] [INFO ] [sig       ] [2797/3639] Completed RM in 0.3s | 3.04 sym/s | Total: 15.3m | ETA: 4.6m
[2025-11-25T23:44:25.152388] [INFO ] [sig       ] [2798/3639] Forecasting RMAX...
[2025-11-25T23:44:25.152443] [INFO ] [sig       ] Generating forecast for: RMAX
[2025-11-25T23:44:25.152556] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RMAX' from 'https://tdm.silogroup.org/data/derivative_storage/RMAX.csv'.
[2025-11-25T23:44:25.164114] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RMAX'.
[2025-11-25T23:44:25.164431] [INFO ] [FORECASTER] Starting predict_future for RMAX
[2025-11-25T23:44:25.165252] [DEBUG] [LOCAL     ] No optimal features file found for RMAX: ./output/feature-sets/RMAX.txt
[2025-11-25T23:44:25.165321] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:44:25.165368] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:44:25.165408] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:44:25.165520] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:44:25.222543] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:44:25.223253] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:44:25.223349] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:44:25.223397] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:44:25.324004] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:44:25.324199] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:44:25.324251] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:44:25.324292] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:44:25.327814] [DEBUG] [FORECASTER] RMAX: Forecast T+1@11:T+2@11: UP (p=72.22%)
[2025-11-25T23:44:25.328116] [INFO ] [FORECASTER] Completed predict_future for RMAX
[2025-11-25T23:44:25.328263] [INFO ] [sig       ] RMAX: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:44:25.467808] [INFO ] [LOCAL     ] Saved forecast: RMAX	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/RMAX.txt
[2025-11-25T23:44:25.467984] [INFO ] [sig       ] [2798/3639] Completed RMAX in 0.3s | 3.04 sym/s | Total: 15.4m | ETA: 4.6m
[2025-11-25T23:44:25.468060] [INFO ] [sig       ] [2799/3639] Forecasting RMBI...
[2025-11-25T23:44:25.468104] [INFO ] [sig       ] Generating forecast for: RMBI
[2025-11-25T23:44:25.468220] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RMBI' from 'https://tdm.silogroup.org/data/derivative_storage/RMBI.csv'.
[2025-11-25T23:44:25.479299] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RMBI'.
[2025-11-25T23:44:25.479688] [INFO ] [FORECASTER] Starting predict_future for RMBI
[2025-11-25T23:44:25.480490] [DEBUG] [LOCAL     ] No optimal features file found for RMBI: ./output/feature-sets/RMBI.txt
[2025-11-25T23:44:25.480560] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:44:25.480607] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:44:25.480671] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:44:25.480742] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:44:25.537169] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:44:25.537858] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:44:25.537952] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:44:25.537999] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:44:25.626422] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:44:25.626561] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:44:25.626605] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:44:25.626658] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:44:25.629874] [DEBUG] [FORECASTER] RMBI: Forecast T+1@11:T+2@11: UP (p=90.05%)
[2025-11-25T23:44:25.630150] [INFO ] [FORECASTER] Completed predict_future for RMBI
[2025-11-25T23:44:25.630298] [INFO ] [sig       ] RMBI: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:44:25.770323] [INFO ] [LOCAL     ] Saved forecast: RMBI	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/RMBI.txt
[2025-11-25T23:44:25.770483] [INFO ] [sig       ] [2799/3639] Completed RMBI in 0.3s | 3.04 sym/s | Total: 15.4m | ETA: 4.6m
[2025-11-25T23:44:25.770561] [INFO ] [sig       ] [2800/3639] Forecasting RMBS...
[2025-11-25T23:44:25.770608] [INFO ] [sig       ] Generating forecast for: RMBS
[2025-11-25T23:44:25.770679] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RMBS' from 'https://tdm.silogroup.org/data/derivative_storage/RMBS.csv'.
[2025-11-25T23:44:25.781552] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RMBS'.
[2025-11-25T23:44:25.781892] [INFO ] [FORECASTER] Starting predict_future for RMBS
[2025-11-25T23:44:25.782738] [DEBUG] [LOCAL     ] No optimal features file found for RMBS: ./output/feature-sets/RMBS.txt
[2025-11-25T23:44:25.782804] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:44:25.782860] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:44:25.782911] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:44:25.782990] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:44:25.839294] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:44:25.839947] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:44:25.840039] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:44:25.840096] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:44:25.934099] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:44:25.934239] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:44:25.934281] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:44:25.934315] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:44:25.937572] [DEBUG] [FORECASTER] RMBS: Forecast T+1@11:T+2@11: UP (p=97.59%)
[2025-11-25T23:44:25.937895] [INFO ] [FORECASTER] Completed predict_future for RMBS
[2025-11-25T23:44:25.938056] [INFO ] [sig       ] RMBS: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:44:26.081625] [INFO ] [LOCAL     ] Saved forecast: RMBS	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/RMBS.txt
[2025-11-25T23:44:26.081829] [INFO ] [sig       ] [2800/3639] Completed RMBS in 0.3s | 3.04 sym/s | Total: 15.4m | ETA: 4.6m
[2025-11-25T23:44:26.081893] [INFO ] [sig       ] [2801/3639] Forecasting RMD...
[2025-11-25T23:44:26.081931] [INFO ] [sig       ] Generating forecast for: RMD
[2025-11-25T23:44:26.081975] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RMD' from 'https://tdm.silogroup.org/data/derivative_storage/RMD.csv'.
[2025-11-25T23:44:26.093202] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RMD'.
[2025-11-25T23:44:26.093498] [INFO ] [FORECASTER] Starting predict_future for RMD
[2025-11-25T23:44:26.094369] [DEBUG] [LOCAL     ] No optimal features file found for RMD: ./output/feature-sets/RMD.txt
[2025-11-25T23:44:26.094440] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:44:26.094497] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:44:26.094547] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:44:26.094636] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:44:26.152493] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:44:26.153174] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:44:26.153271] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:44:26.153318] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:44:26.255855] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:44:26.255973] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:44:26.256014] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:44:26.256047] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:44:26.259366] [DEBUG] [FORECASTER] RMD: Forecast T+1@11:T+2@11: UP (p=84.06%)
[2025-11-25T23:44:26.259666] [INFO ] [FORECASTER] Completed predict_future for RMD
[2025-11-25T23:44:26.259838] [INFO ] [sig       ] RMD: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:44:26.399411] [INFO ] [LOCAL     ] Saved forecast: RMD	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/RMD.txt
[2025-11-25T23:44:26.399560] [INFO ] [sig       ] [2801/3639] Completed RMD in 0.3s | 3.04 sym/s | Total: 15.4m | ETA: 4.6m
[2025-11-25T23:44:26.399613] [INFO ] [sig       ] [2802/3639] Forecasting RMI...
[2025-11-25T23:44:26.399675] [INFO ] [sig       ] Generating forecast for: RMI
[2025-11-25T23:44:26.399721] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RMI' from 'https://tdm.silogroup.org/data/derivative_storage/RMI.csv'.
[2025-11-25T23:44:26.410478] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RMI'.
[2025-11-25T23:44:26.411030] [INFO ] [FORECASTER] Starting predict_future for RMI
[2025-11-25T23:44:26.411884] [DEBUG] [LOCAL     ] No optimal features file found for RMI: ./output/feature-sets/RMI.txt
[2025-11-25T23:44:26.411952] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:44:26.412011] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:44:26.412061] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:44:26.412148] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:44:26.469671] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:44:26.470502] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:44:26.470601] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:44:26.470680] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:44:26.568444] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:44:26.568657] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:44:26.568711] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:44:26.568747] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:44:26.572147] [DEBUG] [FORECASTER] RMI: Forecast T+1@11:T+2@11: UP (p=52.98%)
[2025-11-25T23:44:26.572436] [INFO ] [FORECASTER] Completed predict_future for RMI
[2025-11-25T23:44:26.572585] [INFO ] [sig       ] RMI: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:44:26.714228] [INFO ] [LOCAL     ] Saved forecast: RMI	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/RMI.txt
[2025-11-25T23:44:26.714402] [INFO ] [sig       ] [2802/3639] Completed RMI in 0.3s | 3.04 sym/s | Total: 15.4m | ETA: 4.6m
[2025-11-25T23:44:26.714460] [INFO ] [sig       ] [2803/3639] Forecasting RMM...
[2025-11-25T23:44:26.714519] [INFO ] [sig       ] Generating forecast for: RMM
[2025-11-25T23:44:26.714565] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RMM' from 'https://tdm.silogroup.org/data/derivative_storage/RMM.csv'.
[2025-11-25T23:44:26.725445] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RMM'.
[2025-11-25T23:44:26.725813] [INFO ] [FORECASTER] Starting predict_future for RMM
[2025-11-25T23:44:26.726629] [DEBUG] [LOCAL     ] No optimal features file found for RMM: ./output/feature-sets/RMM.txt
[2025-11-25T23:44:26.726719] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:44:26.726766] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:44:26.726804] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:44:26.726873] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:44:26.783739] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:44:26.784360] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:44:26.784456] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:44:26.784505] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:44:26.887404] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:44:26.887571] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:44:26.887618] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:44:26.887672] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:44:26.891051] [DEBUG] [FORECASTER] RMM: Forecast T+1@11:T+2@11: DOWN (p=10.59%)
[2025-11-25T23:44:26.891357] [INFO ] [FORECASTER] Completed predict_future for RMM
[2025-11-25T23:44:26.891516] [INFO ] [sig       ] RMM: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:44:27.031173] [INFO ] [LOCAL     ] Saved forecast: RMM	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/RMM.txt
[2025-11-25T23:44:27.031318] [INFO ] [sig       ] [2803/3639] Completed RMM in 0.3s | 3.04 sym/s | Total: 15.4m | ETA: 4.6m
[2025-11-25T23:44:27.031371] [INFO ] [sig       ] [2804/3639] Forecasting RMMZ...
[2025-11-25T23:44:27.031413] [INFO ] [sig       ] Generating forecast for: RMMZ
[2025-11-25T23:44:27.031454] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RMMZ' from 'https://tdm.silogroup.org/data/derivative_storage/RMMZ.csv'.
[2025-11-25T23:44:27.042044] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RMMZ'.
[2025-11-25T23:44:27.042349] [INFO ] [FORECASTER] Starting predict_future for RMMZ
[2025-11-25T23:44:27.043172] [DEBUG] [LOCAL     ] No optimal features file found for RMMZ: ./output/feature-sets/RMMZ.txt
[2025-11-25T23:44:27.043241] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:44:27.043287] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:44:27.043328] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:44:27.043396] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:44:27.100332] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:44:27.100976] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:44:27.101069] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:44:27.101115] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:44:27.197133] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:44:27.197312] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:44:27.197377] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:44:27.197440] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:44:27.201446] [DEBUG] [FORECASTER] RMMZ: Forecast T+1@11:T+2@11: UP (p=55.13%)
[2025-11-25T23:44:27.201828] [INFO ] [FORECASTER] Completed predict_future for RMMZ
[2025-11-25T23:44:27.202007] [INFO ] [sig       ] RMMZ: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:44:27.343836] [INFO ] [LOCAL     ] Saved forecast: RMMZ	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/RMMZ.txt
[2025-11-25T23:44:27.343974] [INFO ] [sig       ] [2804/3639] Completed RMMZ in 0.3s | 3.04 sym/s | Total: 15.4m | ETA: 4.6m
[2025-11-25T23:44:27.344027] [INFO ] [sig       ] [2805/3639] Forecasting RMNI...
[2025-11-25T23:44:27.344070] [INFO ] [sig       ] Generating forecast for: RMNI
[2025-11-25T23:44:27.344120] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RMNI' from 'https://tdm.silogroup.org/data/derivative_storage/RMNI.csv'.
[2025-11-25T23:44:27.355709] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RMNI'.
[2025-11-25T23:44:27.355998] [INFO ] [FORECASTER] Starting predict_future for RMNI
[2025-11-25T23:44:27.356846] [DEBUG] [LOCAL     ] No optimal features file found for RMNI: ./output/feature-sets/RMNI.txt
[2025-11-25T23:44:27.356913] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:44:27.356958] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:44:27.356997] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:44:27.357065] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:44:27.413822] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:44:27.414447] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:44:27.414541] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:44:27.414588] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:44:27.502611] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:44:27.502779] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:44:27.502825] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:44:27.502860] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:44:27.506346] [DEBUG] [FORECASTER] RMNI: Forecast T+1@11:T+2@11: DOWN (p=46.06%)
[2025-11-25T23:44:27.506664] [INFO ] [FORECASTER] Completed predict_future for RMNI
[2025-11-25T23:44:27.506816] [INFO ] [sig       ] RMNI: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:44:27.649916] [INFO ] [LOCAL     ] Saved forecast: RMNI	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/RMNI.txt
[2025-11-25T23:44:27.650073] [INFO ] [sig       ] [2805/3639] Completed RMNI in 0.3s | 3.04 sym/s | Total: 15.4m | ETA: 4.6m
[2025-11-25T23:44:27.650127] [INFO ] [sig       ] [2806/3639] Forecasting RNA...
[2025-11-25T23:44:27.650171] [INFO ] [sig       ] Generating forecast for: RNA
[2025-11-25T23:44:27.650212] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RNA' from 'https://tdm.silogroup.org/data/derivative_storage/RNA.csv'.
[2025-11-25T23:44:27.660796] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RNA'.
[2025-11-25T23:44:27.661106] [INFO ] [FORECASTER] Starting predict_future for RNA
[2025-11-25T23:44:27.661952] [DEBUG] [LOCAL     ] No optimal features file found for RNA: ./output/feature-sets/RNA.txt
[2025-11-25T23:44:27.662020] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:44:27.662065] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:44:27.662104] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:44:27.662173] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:44:27.719838] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:44:27.720469] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:44:27.720565] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:44:27.720628] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:44:27.810333] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:44:27.810465] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:44:27.810511] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:44:27.810547] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:44:27.813946] [DEBUG] [FORECASTER] RNA: Forecast T+1@11:T+2@11: UP (p=75.81%)
[2025-11-25T23:44:27.814244] [INFO ] [FORECASTER] Completed predict_future for RNA
[2025-11-25T23:44:27.814382] [INFO ] [sig       ] RNA: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:44:27.960778] [INFO ] [LOCAL     ] Saved forecast: RNA	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/RNA.txt
[2025-11-25T23:44:27.960938] [INFO ] [sig       ] [2806/3639] Completed RNA in 0.3s | 3.04 sym/s | Total: 15.4m | ETA: 4.6m
[2025-11-25T23:44:27.960994] [INFO ] [sig       ] [2807/3639] Forecasting RNAC...
[2025-11-25T23:44:27.961036] [INFO ] [sig       ] Generating forecast for: RNAC
[2025-11-25T23:44:27.961076] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RNAC' from 'https://tdm.silogroup.org/data/derivative_storage/RNAC.csv'.
[2025-11-25T23:44:27.971664] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RNAC'.
[2025-11-25T23:44:27.971973] [INFO ] [FORECASTER] Starting predict_future for RNAC
[2025-11-25T23:44:27.972807] [DEBUG] [LOCAL     ] No optimal features file found for RNAC: ./output/feature-sets/RNAC.txt
[2025-11-25T23:44:27.972876] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:44:27.972922] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:44:27.972962] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:44:27.973032] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:44:28.029585] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:44:28.030268] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:44:28.030362] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:44:28.030411] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:44:28.106120] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:44:28.106259] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:44:28.106302] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:44:28.106336] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:44:28.109601] [DEBUG] [FORECASTER] RNAC: Forecast T+1@11:T+2@11: UP (p=96.79%)
[2025-11-25T23:44:28.109915] [INFO ] [FORECASTER] Completed predict_future for RNAC
[2025-11-25T23:44:28.110055] [INFO ] [sig       ] RNAC: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:44:28.255852] [INFO ] [LOCAL     ] Saved forecast: RNAC	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/RNAC.txt
[2025-11-25T23:44:28.256034] [INFO ] [sig       ] [2807/3639] Completed RNAC in 0.3s | 3.04 sym/s | Total: 15.4m | ETA: 4.6m
[2025-11-25T23:44:28.256092] [INFO ] [sig       ] [2808/3639] Forecasting RNAZ...
[2025-11-25T23:44:28.256135] [INFO ] [sig       ] Generating forecast for: RNAZ
[2025-11-25T23:44:28.256197] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RNAZ' from 'https://tdm.silogroup.org/data/derivative_storage/RNAZ.csv'.
[2025-11-25T23:44:28.266586] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RNAZ'.
[2025-11-25T23:44:28.266984] [INFO ] [FORECASTER] Starting predict_future for RNAZ
[2025-11-25T23:44:28.267890] [DEBUG] [LOCAL     ] No optimal features file found for RNAZ: ./output/feature-sets/RNAZ.txt
[2025-11-25T23:44:28.267959] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:44:28.268013] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:44:28.268080] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:44:28.268167] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:44:28.326782] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:44:28.327475] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:44:28.327580] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:44:28.327657] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:44:28.412190] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:44:28.412337] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:44:28.412380] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:44:28.412415] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:44:28.415907] [DEBUG] [FORECASTER] RNAZ: Forecast T+1@11:T+2@11: UP (p=80.60%)
[2025-11-25T23:44:28.416206] [INFO ] [FORECASTER] Completed predict_future for RNAZ
[2025-11-25T23:44:28.416343] [INFO ] [sig       ] RNAZ: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:44:28.565454] [INFO ] [LOCAL     ] Saved forecast: RNAZ	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/RNAZ.txt
[2025-11-25T23:44:28.565628] [INFO ] [sig       ] [2808/3639] Completed RNAZ in 0.3s | 3.04 sym/s | Total: 15.4m | ETA: 4.6m
[2025-11-25T23:44:28.565715] [INFO ] [sig       ] [2809/3639] Forecasting RNG...
[2025-11-25T23:44:28.565764] [INFO ] [sig       ] Generating forecast for: RNG
[2025-11-25T23:44:28.565816] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RNG' from 'https://tdm.silogroup.org/data/derivative_storage/RNG.csv'.
[2025-11-25T23:44:28.577116] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RNG'.
[2025-11-25T23:44:28.577551] [INFO ] [FORECASTER] Starting predict_future for RNG
[2025-11-25T23:44:28.578411] [DEBUG] [LOCAL     ] No optimal features file found for RNG: ./output/feature-sets/RNG.txt
[2025-11-25T23:44:28.578486] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:44:28.578535] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:44:28.578578] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:44:28.578671] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:44:28.639535] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:44:28.640292] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:44:28.640394] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:44:28.640445] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:44:28.739352] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:44:28.739518] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:44:28.739575] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:44:28.739621] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:44:28.743160] [DEBUG] [FORECASTER] RNG: Forecast T+1@11:T+2@11: UP (p=68.37%)
[2025-11-25T23:44:28.743467] [INFO ] [FORECASTER] Completed predict_future for RNG
[2025-11-25T23:44:28.743630] [INFO ] [sig       ] RNG: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:44:28.890362] [INFO ] [LOCAL     ] Saved forecast: RNG	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/RNG.txt
[2025-11-25T23:44:28.890527] [INFO ] [sig       ] [2809/3639] Completed RNG in 0.3s | 3.04 sym/s | Total: 15.4m | ETA: 4.6m
[2025-11-25T23:44:28.890587] [INFO ] [sig       ] [2810/3639] Forecasting RNP...
[2025-11-25T23:44:28.890634] [INFO ] [sig       ] Generating forecast for: RNP
[2025-11-25T23:44:28.890700] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RNP' from 'https://tdm.silogroup.org/data/derivative_storage/RNP.csv'.
[2025-11-25T23:44:28.901788] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RNP'.
[2025-11-25T23:44:28.902207] [INFO ] [FORECASTER] Starting predict_future for RNP
[2025-11-25T23:44:28.903211] [DEBUG] [LOCAL     ] No optimal features file found for RNP: ./output/feature-sets/RNP.txt
[2025-11-25T23:44:28.903285] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:44:28.903335] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:44:28.903393] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:44:28.903500] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:44:28.964097] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:44:28.964868] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:44:28.964973] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:44:28.965025] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:44:29.059311] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:44:29.059531] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:44:29.059589] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:44:29.059654] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:44:29.063823] [DEBUG] [FORECASTER] RNP: Forecast T+1@11:T+2@11: UP (p=91.31%)
[2025-11-25T23:44:29.064179] [INFO ] [FORECASTER] Completed predict_future for RNP
[2025-11-25T23:44:29.064337] [INFO ] [sig       ] RNP: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:44:29.209960] [INFO ] [LOCAL     ] Saved forecast: RNP	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/RNP.txt
[2025-11-25T23:44:29.210124] [INFO ] [sig       ] [2810/3639] Completed RNP in 0.3s | 3.04 sym/s | Total: 15.4m | ETA: 4.5m
[2025-11-25T23:44:29.210179] [INFO ] [sig       ] [2811/3639] Forecasting ROAD...
[2025-11-25T23:44:29.210223] [INFO ] [sig       ] Generating forecast for: ROAD
[2025-11-25T23:44:29.210262] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ROAD' from 'https://tdm.silogroup.org/data/derivative_storage/ROAD.csv'.
[2025-11-25T23:44:29.220475] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ROAD'.
[2025-11-25T23:44:29.220802] [INFO ] [FORECASTER] Starting predict_future for ROAD
[2025-11-25T23:44:29.221625] [DEBUG] [LOCAL     ] No optimal features file found for ROAD: ./output/feature-sets/ROAD.txt
[2025-11-25T23:44:29.221712] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:44:29.221769] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:44:29.221819] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:44:29.221909] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:44:29.279412] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:44:29.280081] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:44:29.280176] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:44:29.280252] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:44:29.356869] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:44:29.357015] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:44:29.357059] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:44:29.357093] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:44:29.360365] [DEBUG] [FORECASTER] ROAD: Forecast T+1@11:T+2@11: DOWN (p=29.94%)
[2025-11-25T23:44:29.360672] [INFO ] [FORECASTER] Completed predict_future for ROAD
[2025-11-25T23:44:29.360816] [INFO ] [sig       ] ROAD: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:44:29.501031] [INFO ] [LOCAL     ] Saved forecast: ROAD	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/ROAD.txt
[2025-11-25T23:44:29.501171] [INFO ] [sig       ] [2811/3639] Completed ROAD in 0.3s | 3.04 sym/s | Total: 15.4m | ETA: 4.5m
[2025-11-25T23:44:29.501226] [INFO ] [sig       ] [2812/3639] Forecasting ROCK...
[2025-11-25T23:44:29.501269] [INFO ] [sig       ] Generating forecast for: ROCK
[2025-11-25T23:44:29.501321] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ROCK' from 'https://tdm.silogroup.org/data/derivative_storage/ROCK.csv'.
[2025-11-25T23:44:29.511354] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ROCK'.
[2025-11-25T23:44:29.511670] [INFO ] [FORECASTER] Starting predict_future for ROCK
[2025-11-25T23:44:29.512465] [DEBUG] [LOCAL     ] No optimal features file found for ROCK: ./output/feature-sets/ROCK.txt
[2025-11-25T23:44:29.512534] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:44:29.512578] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:44:29.512618] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:44:29.512706] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:44:29.569203] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:44:29.569840] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:44:29.569933] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:44:29.569980] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:44:29.635847] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:44:29.636004] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:44:29.636048] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:44:29.636082] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:44:29.639402] [DEBUG] [FORECASTER] ROCK: Forecast T+1@11:T+2@11: DOWN (p=16.86%)
[2025-11-25T23:44:29.639712] [INFO ] [FORECASTER] Completed predict_future for ROCK
[2025-11-25T23:44:29.639852] [INFO ] [sig       ] ROCK: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:44:29.781156] [INFO ] [LOCAL     ] Saved forecast: ROCK	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/ROCK.txt
[2025-11-25T23:44:29.781301] [INFO ] [sig       ] [2812/3639] Completed ROCK in 0.3s | 3.04 sym/s | Total: 15.4m | ETA: 4.5m
[2025-11-25T23:44:29.781351] [INFO ] [sig       ] [2813/3639] Forecasting ROE...
[2025-11-25T23:44:29.781395] [INFO ] [sig       ] Generating forecast for: ROE
[2025-11-25T23:44:29.781436] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ROE' from 'https://tdm.silogroup.org/data/derivative_storage/ROE.csv'.
[2025-11-25T23:44:29.791219] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ROE'.
[2025-11-25T23:44:29.791513] [INFO ] [FORECASTER] Starting predict_future for ROE
[2025-11-25T23:44:29.792329] [DEBUG] [LOCAL     ] No optimal features file found for ROE: ./output/feature-sets/ROE.txt
[2025-11-25T23:44:29.792400] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:44:29.792444] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:44:29.792484] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:44:29.792551] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:44:29.853633] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:44:29.854359] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:44:29.854462] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:44:29.854509] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:44:29.918360] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:44:29.918498] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:44:29.918545] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:44:29.918581] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:44:29.922022] [DEBUG] [FORECASTER] ROE: Forecast T+1@11:T+2@11: UP (p=83.31%)
[2025-11-25T23:44:29.922339] [INFO ] [FORECASTER] Completed predict_future for ROE
[2025-11-25T23:44:29.922487] [INFO ] [sig       ] ROE: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:44:30.066934] [INFO ] [LOCAL     ] Saved forecast: ROE	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/ROE.txt
[2025-11-25T23:44:30.067107] [INFO ] [sig       ] [2813/3639] Completed ROE in 0.3s | 3.04 sym/s | Total: 15.4m | ETA: 4.5m
[2025-11-25T23:44:30.067171] [INFO ] [sig       ] [2814/3639] Forecasting ROP...
[2025-11-25T23:44:30.067217] [INFO ] [sig       ] Generating forecast for: ROP
[2025-11-25T23:44:30.067258] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ROP' from 'https://tdm.silogroup.org/data/derivative_storage/ROP.csv'.
[2025-11-25T23:44:30.077455] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ROP'.
[2025-11-25T23:44:30.077762] [INFO ] [FORECASTER] Starting predict_future for ROP
[2025-11-25T23:44:30.078572] [DEBUG] [LOCAL     ] No optimal features file found for ROP: ./output/feature-sets/ROP.txt
[2025-11-25T23:44:30.078663] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:44:30.078710] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:44:30.078754] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:44:30.078828] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:44:30.138774] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:44:30.139572] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:44:30.139681] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:44:30.139731] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:44:30.209491] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:44:30.209672] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:44:30.209839] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:44:30.209891] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:44:30.213298] [DEBUG] [FORECASTER] ROP: Forecast T+1@11:T+2@11: UP (p=90.62%)
[2025-11-25T23:44:30.213588] [INFO ] [FORECASTER] Completed predict_future for ROP
[2025-11-25T23:44:30.213750] [INFO ] [sig       ] ROP: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:44:30.354241] [INFO ] [LOCAL     ] Saved forecast: ROP	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/ROP.txt
[2025-11-25T23:44:30.354385] [INFO ] [sig       ] [2814/3639] Completed ROP in 0.3s | 3.04 sym/s | Total: 15.4m | ETA: 4.5m
[2025-11-25T23:44:30.354438] [INFO ] [sig       ] [2815/3639] Forecasting RPAY...
[2025-11-25T23:44:30.354482] [INFO ] [sig       ] Generating forecast for: RPAY
[2025-11-25T23:44:30.354522] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RPAY' from 'https://tdm.silogroup.org/data/derivative_storage/RPAY.csv'.
[2025-11-25T23:44:30.364951] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RPAY'.
[2025-11-25T23:44:30.365232] [INFO ] [FORECASTER] Starting predict_future for RPAY
[2025-11-25T23:44:30.366049] [DEBUG] [LOCAL     ] No optimal features file found for RPAY: ./output/feature-sets/RPAY.txt
[2025-11-25T23:44:30.366118] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:44:30.366165] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:44:30.366204] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:44:30.366272] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:44:30.423639] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:44:30.424299] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:44:30.424392] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:44:30.424437] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:44:30.513018] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:44:30.513185] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:44:30.513231] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:44:30.513268] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:44:30.516678] [DEBUG] [FORECASTER] RPAY: Forecast T+1@11:T+2@11: DOWN (p=34.64%)
[2025-11-25T23:44:30.517010] [INFO ] [FORECASTER] Completed predict_future for RPAY
[2025-11-25T23:44:30.517176] [INFO ] [sig       ] RPAY: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:44:30.658273] [INFO ] [LOCAL     ] Saved forecast: RPAY	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/RPAY.txt
[2025-11-25T23:44:30.658436] [INFO ] [sig       ] [2815/3639] Completed RPAY in 0.3s | 3.04 sym/s | Total: 15.4m | ETA: 4.5m
[2025-11-25T23:44:30.658493] [INFO ] [sig       ] [2816/3639] Forecasting RPD...
[2025-11-25T23:44:30.658533] [INFO ] [sig       ] Generating forecast for: RPD
[2025-11-25T23:44:30.658572] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RPD' from 'https://tdm.silogroup.org/data/derivative_storage/RPD.csv'.
[2025-11-25T23:44:30.669110] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RPD'.
[2025-11-25T23:44:30.669442] [INFO ] [FORECASTER] Starting predict_future for RPD
[2025-11-25T23:44:30.670299] [DEBUG] [LOCAL     ] No optimal features file found for RPD: ./output/feature-sets/RPD.txt
[2025-11-25T23:44:30.670370] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:44:30.670438] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:44:30.670504] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:44:30.670595] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:44:30.728389] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:44:30.729103] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:44:30.729256] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:44:30.729309] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:44:30.814687] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:44:30.814824] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:44:30.814867] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:44:30.814906] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:44:30.818141] [DEBUG] [FORECASTER] RPD: Forecast T+1@11:T+2@11: DOWN (p=18.84%)
[2025-11-25T23:44:30.818448] [INFO ] [FORECASTER] Completed predict_future for RPD
[2025-11-25T23:44:30.818603] [INFO ] [sig       ] RPD: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:44:30.958542] [INFO ] [LOCAL     ] Saved forecast: RPD	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/RPD.txt
[2025-11-25T23:44:30.958712] [INFO ] [sig       ] [2816/3639] Completed RPD in 0.3s | 3.04 sym/s | Total: 15.4m | ETA: 4.5m
[2025-11-25T23:44:30.958768] [INFO ] [sig       ] [2817/3639] Forecasting RPID...
[2025-11-25T23:44:30.958813] [INFO ] [sig       ] Generating forecast for: RPID
[2025-11-25T23:44:30.958853] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RPID' from 'https://tdm.silogroup.org/data/derivative_storage/RPID.csv'.
[2025-11-25T23:44:30.969275] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RPID'.
[2025-11-25T23:44:30.969615] [INFO ] [FORECASTER] Starting predict_future for RPID
[2025-11-25T23:44:30.970457] [DEBUG] [LOCAL     ] No optimal features file found for RPID: ./output/feature-sets/RPID.txt
[2025-11-25T23:44:30.970525] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:44:30.970571] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:44:30.970613] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:44:30.970701] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:44:31.027030] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:44:31.027728] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:44:31.027823] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:44:31.027868] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:44:31.116775] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:44:31.116914] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:44:31.116962] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:44:31.116998] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:44:31.120396] [DEBUG] [FORECASTER] RPID: Forecast T+1@11:T+2@11: DOWN (p=4.85%)
[2025-11-25T23:44:31.120718] [INFO ] [FORECASTER] Completed predict_future for RPID
[2025-11-25T23:44:31.120895] [INFO ] [sig       ] RPID: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:44:31.266781] [INFO ] [LOCAL     ] Saved forecast: RPID	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/RPID.txt
[2025-11-25T23:44:31.266971] [INFO ] [sig       ] [2817/3639] Completed RPID in 0.3s | 3.04 sym/s | Total: 15.4m | ETA: 4.5m
[2025-11-25T23:44:31.267026] [INFO ] [sig       ] [2818/3639] Forecasting RPRX...
[2025-11-25T23:44:31.267072] [INFO ] [sig       ] Generating forecast for: RPRX
[2025-11-25T23:44:31.267113] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RPRX' from 'https://tdm.silogroup.org/data/derivative_storage/RPRX.csv'.
[2025-11-25T23:44:31.278255] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RPRX'.
[2025-11-25T23:44:31.278623] [INFO ] [FORECASTER] Starting predict_future for RPRX
[2025-11-25T23:44:31.279449] [DEBUG] [LOCAL     ] No optimal features file found for RPRX: ./output/feature-sets/RPRX.txt
[2025-11-25T23:44:31.279518] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:44:31.279563] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:44:31.279603] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:44:31.279694] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:44:31.337735] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:44:31.338589] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:44:31.338706] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:44:31.338754] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:44:31.429969] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:44:31.430154] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:44:31.430202] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:44:31.430238] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:44:31.433674] [DEBUG] [FORECASTER] RPRX: Forecast T+1@11:T+2@11: DOWN (p=2.65%)
[2025-11-25T23:44:31.433962] [INFO ] [FORECASTER] Completed predict_future for RPRX
[2025-11-25T23:44:31.434102] [INFO ] [sig       ] RPRX: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:44:31.575358] [INFO ] [LOCAL     ] Saved forecast: RPRX	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/RPRX.txt
[2025-11-25T23:44:31.575514] [INFO ] [sig       ] [2818/3639] Completed RPRX in 0.3s | 3.04 sym/s | Total: 15.5m | ETA: 4.5m
[2025-11-25T23:44:31.575568] [INFO ] [sig       ] [2819/3639] Forecasting RPTX...
[2025-11-25T23:44:31.575611] [INFO ] [sig       ] Generating forecast for: RPTX
[2025-11-25T23:44:31.575671] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RPTX' from 'https://tdm.silogroup.org/data/derivative_storage/RPTX.csv'.
[2025-11-25T23:44:31.586186] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RPTX'.
[2025-11-25T23:44:31.586472] [INFO ] [FORECASTER] Starting predict_future for RPTX
[2025-11-25T23:44:31.587293] [DEBUG] [LOCAL     ] No optimal features file found for RPTX: ./output/feature-sets/RPTX.txt
[2025-11-25T23:44:31.587396] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:44:31.587441] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:44:31.587484] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:44:31.587551] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:44:31.644940] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:44:31.645588] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:44:31.645700] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:44:31.645746] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:44:31.734974] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:44:31.735120] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:44:31.735164] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:44:31.735198] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:44:31.738550] [DEBUG] [FORECASTER] RPTX: Forecast T+1@11:T+2@11: DOWN (p=19.26%)
[2025-11-25T23:44:31.738859] [INFO ] [FORECASTER] Completed predict_future for RPTX
[2025-11-25T23:44:31.739010] [INFO ] [sig       ] RPTX: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:44:31.879589] [INFO ] [LOCAL     ] Saved forecast: RPTX	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/RPTX.txt
[2025-11-25T23:44:31.879747] [INFO ] [sig       ] [2819/3639] Completed RPTX in 0.3s | 3.04 sym/s | Total: 15.5m | ETA: 4.5m
[2025-11-25T23:44:31.879801] [INFO ] [sig       ] [2820/3639] Forecasting RQI...
[2025-11-25T23:44:31.879842] [INFO ] [sig       ] Generating forecast for: RQI
[2025-11-25T23:44:31.879884] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RQI' from 'https://tdm.silogroup.org/data/derivative_storage/RQI.csv'.
[2025-11-25T23:44:31.889679] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RQI'.
[2025-11-25T23:44:31.889968] [INFO ] [FORECASTER] Starting predict_future for RQI
[2025-11-25T23:44:31.890788] [DEBUG] [LOCAL     ] No optimal features file found for RQI: ./output/feature-sets/RQI.txt
[2025-11-25T23:44:31.890856] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:44:31.890902] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:44:31.890940] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:44:31.891008] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:44:31.948054] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:44:31.948738] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:44:31.948832] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:44:31.948879] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:44:32.026380] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:44:32.026516] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:44:32.026566] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:44:32.026602] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:44:32.029885] [DEBUG] [FORECASTER] RQI: Forecast T+1@11:T+2@11: DOWN (p=11.66%)
[2025-11-25T23:44:32.030166] [INFO ] [FORECASTER] Completed predict_future for RQI
[2025-11-25T23:44:32.030296] [INFO ] [sig       ] RQI: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:44:32.170695] [INFO ] [LOCAL     ] Saved forecast: RQI	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/RQI.txt
[2025-11-25T23:44:32.170847] [INFO ] [sig       ] [2820/3639] Completed RQI in 0.3s | 3.04 sym/s | Total: 15.5m | ETA: 4.5m
[2025-11-25T23:44:32.170900] [INFO ] [sig       ] [2821/3639] Forecasting RRBI...
[2025-11-25T23:44:32.170949] [INFO ] [sig       ] Generating forecast for: RRBI
[2025-11-25T23:44:32.170990] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RRBI' from 'https://tdm.silogroup.org/data/derivative_storage/RRBI.csv'.
[2025-11-25T23:44:32.180763] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RRBI'.
[2025-11-25T23:44:32.181093] [INFO ] [FORECASTER] Starting predict_future for RRBI
[2025-11-25T23:44:32.181947] [DEBUG] [LOCAL     ] No optimal features file found for RRBI: ./output/feature-sets/RRBI.txt
[2025-11-25T23:44:32.182037] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:44:32.182100] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:44:32.182148] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:44:32.182217] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:44:32.239572] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:44:32.240369] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:44:32.240466] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:44:32.240511] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:44:32.313884] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:44:32.314044] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:44:32.314093] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:44:32.314129] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:44:32.317548] [DEBUG] [FORECASTER] RRBI: Forecast T+1@11:T+2@11: UP (p=87.27%)
[2025-11-25T23:44:32.317864] [INFO ] [FORECASTER] Completed predict_future for RRBI
[2025-11-25T23:44:32.318009] [INFO ] [sig       ] RRBI: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:44:32.459868] [INFO ] [LOCAL     ] Saved forecast: RRBI	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/RRBI.txt
[2025-11-25T23:44:32.460033] [INFO ] [sig       ] [2821/3639] Completed RRBI in 0.3s | 3.04 sym/s | Total: 15.5m | ETA: 4.5m
[2025-11-25T23:44:32.460088] [INFO ] [sig       ] [2822/3639] Forecasting RRC...
[2025-11-25T23:44:32.460129] [INFO ] [sig       ] Generating forecast for: RRC
[2025-11-25T23:44:32.460169] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RRC' from 'https://tdm.silogroup.org/data/derivative_storage/RRC.csv'.
[2025-11-25T23:44:32.470845] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RRC'.
[2025-11-25T23:44:32.471136] [INFO ] [FORECASTER] Starting predict_future for RRC
[2025-11-25T23:44:32.471947] [DEBUG] [LOCAL     ] No optimal features file found for RRC: ./output/feature-sets/RRC.txt
[2025-11-25T23:44:32.472016] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:44:32.472063] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:44:32.472104] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:44:32.472171] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:44:32.529487] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:44:32.530185] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:44:32.530280] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:44:32.530324] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:44:32.609613] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:44:32.609793] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:44:32.609838] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:44:32.609872] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:44:32.613188] [DEBUG] [FORECASTER] RRC: Forecast T+1@11:T+2@11: UP (p=84.12%)
[2025-11-25T23:44:32.613473] [INFO ] [FORECASTER] Completed predict_future for RRC
[2025-11-25T23:44:32.613603] [INFO ] [sig       ] RRC: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:44:32.753665] [INFO ] [LOCAL     ] Saved forecast: RRC	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/RRC.txt
[2025-11-25T23:44:32.753829] [INFO ] [sig       ] [2822/3639] Completed RRC in 0.3s | 3.04 sym/s | Total: 15.5m | ETA: 4.5m
[2025-11-25T23:44:32.753882] [INFO ] [sig       ] [2823/3639] Forecasting RRGB...
[2025-11-25T23:44:32.753925] [INFO ] [sig       ] Generating forecast for: RRGB
[2025-11-25T23:44:32.753970] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RRGB' from 'https://tdm.silogroup.org/data/derivative_storage/RRGB.csv'.
[2025-11-25T23:44:32.764054] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RRGB'.
[2025-11-25T23:44:32.764355] [INFO ] [FORECASTER] Starting predict_future for RRGB
[2025-11-25T23:44:32.765178] [DEBUG] [LOCAL     ] No optimal features file found for RRGB: ./output/feature-sets/RRGB.txt
[2025-11-25T23:44:32.765247] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:44:32.765292] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:44:32.765334] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:44:32.765400] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:44:32.821790] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:44:32.822433] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:44:32.822527] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:44:32.822570] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:44:32.897702] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:44:32.897866] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:44:32.897911] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:44:32.897948] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:44:32.901220] [DEBUG] [FORECASTER] RRGB: Forecast T+1@11:T+2@11: UP (p=80.55%)
[2025-11-25T23:44:32.901501] [INFO ] [FORECASTER] Completed predict_future for RRGB
[2025-11-25T23:44:32.901631] [INFO ] [sig       ] RRGB: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:44:33.041741] [INFO ] [LOCAL     ] Saved forecast: RRGB	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/RRGB.txt
[2025-11-25T23:44:33.041886] [INFO ] [sig       ] [2823/3639] Completed RRGB in 0.3s | 3.04 sym/s | Total: 15.5m | ETA: 4.5m
[2025-11-25T23:44:33.041942] [INFO ] [sig       ] [2824/3639] Forecasting RRX...
[2025-11-25T23:44:33.041988] [INFO ] [sig       ] Generating forecast for: RRX
[2025-11-25T23:44:33.042080] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RRX' from 'https://tdm.silogroup.org/data/derivative_storage/RRX.csv'.
[2025-11-25T23:44:33.052606] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RRX'.
[2025-11-25T23:44:33.052933] [INFO ] [FORECASTER] Starting predict_future for RRX
[2025-11-25T23:44:33.053758] [DEBUG] [LOCAL     ] No optimal features file found for RRX: ./output/feature-sets/RRX.txt
[2025-11-25T23:44:33.053828] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:44:33.053875] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:44:33.053916] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:44:33.053985] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:44:33.112379] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:44:33.113051] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:44:33.113147] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:44:33.113196] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:44:33.198663] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:44:33.198797] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:44:33.198841] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:44:33.198876] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:44:33.202091] [DEBUG] [FORECASTER] RRX: Forecast T+1@11:T+2@11: DOWN (p=5.02%)
[2025-11-25T23:44:33.202390] [INFO ] [FORECASTER] Completed predict_future for RRX
[2025-11-25T23:44:33.202539] [INFO ] [sig       ] RRX: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:44:33.344110] [INFO ] [LOCAL     ] Saved forecast: RRX	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/RRX.txt
[2025-11-25T23:44:33.344256] [INFO ] [sig       ] [2824/3639] Completed RRX in 0.3s | 3.04 sym/s | Total: 15.5m | ETA: 4.5m
[2025-11-25T23:44:33.344319] [INFO ] [sig       ] [2825/3639] Forecasting RS...
[2025-11-25T23:44:33.344364] [INFO ] [sig       ] Generating forecast for: RS
[2025-11-25T23:44:33.344406] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RS' from 'https://tdm.silogroup.org/data/derivative_storage/RS.csv'.
[2025-11-25T23:44:33.355035] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RS'.
[2025-11-25T23:44:33.355308] [INFO ] [FORECASTER] Starting predict_future for RS
[2025-11-25T23:44:33.356115] [DEBUG] [LOCAL     ] No optimal features file found for RS: ./output/feature-sets/RS.txt
[2025-11-25T23:44:33.356186] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:44:33.356243] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:44:33.356300] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:44:33.356384] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:44:33.413233] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:44:33.413873] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:44:33.413966] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:44:33.414013] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:44:33.508173] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:44:33.508316] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:44:33.508358] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:44:33.508393] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:44:33.511695] [DEBUG] [FORECASTER] RS: Forecast T+1@11:T+2@11: UP (p=99.79%)
[2025-11-25T23:44:33.511996] [INFO ] [FORECASTER] Completed predict_future for RS
[2025-11-25T23:44:33.512149] [INFO ] [sig       ] RS: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:44:33.654750] [INFO ] [LOCAL     ] Saved forecast: RS	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/RS.txt
[2025-11-25T23:44:33.654893] [INFO ] [sig       ] [2825/3639] Completed RS in 0.3s | 3.04 sym/s | Total: 15.5m | ETA: 4.5m
[2025-11-25T23:44:33.654948] [INFO ] [sig       ] [2826/3639] Forecasting RSG...
[2025-11-25T23:44:33.655007] [INFO ] [sig       ] Generating forecast for: RSG
[2025-11-25T23:44:33.655088] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RSG' from 'https://tdm.silogroup.org/data/derivative_storage/RSG.csv'.
[2025-11-25T23:44:33.665689] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RSG'.
[2025-11-25T23:44:33.665961] [INFO ] [FORECASTER] Starting predict_future for RSG
[2025-11-25T23:44:33.666769] [DEBUG] [LOCAL     ] No optimal features file found for RSG: ./output/feature-sets/RSG.txt
[2025-11-25T23:44:33.666838] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:44:33.666884] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:44:33.666924] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:44:33.666994] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:44:33.723925] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:44:33.724540] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:44:33.724631] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:44:33.724692] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:44:33.806222] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:44:33.806345] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:44:33.806389] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:44:33.806423] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:44:33.809772] [DEBUG] [FORECASTER] RSG: Forecast T+1@11:T+2@11: DOWN (p=3.54%)
[2025-11-25T23:44:33.810080] [INFO ] [FORECASTER] Completed predict_future for RSG
[2025-11-25T23:44:33.810233] [INFO ] [sig       ] RSG: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:44:33.953194] [INFO ] [LOCAL     ] Saved forecast: RSG	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/RSG.txt
[2025-11-25T23:44:33.953338] [INFO ] [sig       ] [2826/3639] Completed RSG in 0.3s | 3.04 sym/s | Total: 15.5m | ETA: 4.5m
[2025-11-25T23:44:33.953392] [INFO ] [sig       ] [2827/3639] Forecasting RSI...
[2025-11-25T23:44:33.953434] [INFO ] [sig       ] Generating forecast for: RSI
[2025-11-25T23:44:33.953475] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RSI' from 'https://tdm.silogroup.org/data/derivative_storage/RSI.csv'.
[2025-11-25T23:44:33.964089] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RSI'.
[2025-11-25T23:44:33.964370] [INFO ] [FORECASTER] Starting predict_future for RSI
[2025-11-25T23:44:33.965202] [DEBUG] [LOCAL     ] No optimal features file found for RSI: ./output/feature-sets/RSI.txt
[2025-11-25T23:44:33.965271] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:44:33.965328] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:44:33.965379] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:44:33.965468] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:44:34.023189] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:44:34.023839] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:44:34.023932] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:44:34.023990] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:44:34.114077] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:44:34.114192] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:44:34.114234] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:44:34.114268] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:44:34.117550] [DEBUG] [FORECASTER] RSI: Forecast T+1@11:T+2@11: DOWN (p=23.37%)
[2025-11-25T23:44:34.117853] [INFO ] [FORECASTER] Completed predict_future for RSI
[2025-11-25T23:44:34.118005] [INFO ] [sig       ] RSI: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:44:34.260077] [INFO ] [LOCAL     ] Saved forecast: RSI	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/RSI.txt
[2025-11-25T23:44:34.260225] [INFO ] [sig       ] [2827/3639] Completed RSI in 0.3s | 3.04 sym/s | Total: 15.5m | ETA: 4.5m
[2025-11-25T23:44:34.260278] [INFO ] [sig       ] [2828/3639] Forecasting RSKD...
[2025-11-25T23:44:34.260321] [INFO ] [sig       ] Generating forecast for: RSKD
[2025-11-25T23:44:34.260428] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RSKD' from 'https://tdm.silogroup.org/data/derivative_storage/RSKD.csv'.
[2025-11-25T23:44:34.270894] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RSKD'.
[2025-11-25T23:44:34.271171] [INFO ] [FORECASTER] Starting predict_future for RSKD
[2025-11-25T23:44:34.271972] [DEBUG] [LOCAL     ] No optimal features file found for RSKD: ./output/feature-sets/RSKD.txt
[2025-11-25T23:44:34.272041] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:44:34.272098] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:44:34.272148] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:44:34.272234] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:44:34.329285] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:44:34.329924] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:44:34.330020] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:44:34.330080] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:44:34.414386] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:44:34.414506] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:44:34.414566] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:44:34.414601] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:44:34.417864] [DEBUG] [FORECASTER] RSKD: Forecast T+1@11:T+2@11: UP (p=82.48%)
[2025-11-25T23:44:34.418146] [INFO ] [FORECASTER] Completed predict_future for RSKD
[2025-11-25T23:44:34.418277] [INFO ] [sig       ] RSKD: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:44:34.558218] [INFO ] [LOCAL     ] Saved forecast: RSKD	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/RSKD.txt
[2025-11-25T23:44:34.558362] [INFO ] [sig       ] [2828/3639] Completed RSKD in 0.3s | 3.04 sym/s | Total: 15.5m | ETA: 4.4m
[2025-11-25T23:44:34.558416] [INFO ] [sig       ] [2829/3639] Forecasting RSSS...
[2025-11-25T23:44:34.558460] [INFO ] [sig       ] Generating forecast for: RSSS
[2025-11-25T23:44:34.558501] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RSSS' from 'https://tdm.silogroup.org/data/derivative_storage/RSSS.csv'.
[2025-11-25T23:44:34.568974] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RSSS'.
[2025-11-25T23:44:34.569293] [INFO ] [FORECASTER] Starting predict_future for RSSS
[2025-11-25T23:44:34.570107] [DEBUG] [LOCAL     ] No optimal features file found for RSSS: ./output/feature-sets/RSSS.txt
[2025-11-25T23:44:34.570175] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:44:34.570221] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:44:34.570261] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:44:34.570327] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:44:34.628386] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:44:34.629061] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:44:34.629156] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:44:34.629202] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:44:34.705589] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:44:34.705729] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:44:34.705777] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:44:34.705811] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:44:34.709007] [DEBUG] [FORECASTER] RSSS: Forecast T+1@11:T+2@11: DOWN (p=5.32%)
[2025-11-25T23:44:34.709302] [INFO ] [FORECASTER] Completed predict_future for RSSS
[2025-11-25T23:44:34.709429] [INFO ] [sig       ] RSSS: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:44:34.850825] [INFO ] [LOCAL     ] Saved forecast: RSSS	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/RSSS.txt
[2025-11-25T23:44:34.850957] [INFO ] [sig       ] [2829/3639] Completed RSSS in 0.3s | 3.04 sym/s | Total: 15.5m | ETA: 4.4m
[2025-11-25T23:44:34.851007] [INFO ] [sig       ] [2830/3639] Forecasting RTO...
[2025-11-25T23:44:34.851051] [INFO ] [sig       ] Generating forecast for: RTO
[2025-11-25T23:44:34.851092] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RTO' from 'https://tdm.silogroup.org/data/derivative_storage/RTO.csv'.
[2025-11-25T23:44:34.860276] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RTO'.
[2025-11-25T23:44:34.860551] [INFO ] [FORECASTER] Starting predict_future for RTO
[2025-11-25T23:44:34.861345] [DEBUG] [LOCAL     ] No optimal features file found for RTO: ./output/feature-sets/RTO.txt
[2025-11-25T23:44:34.861415] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:44:34.861461] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:44:34.861500] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:44:34.861567] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:44:34.918918] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:44:34.919635] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:44:34.919765] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:44:34.919811] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:44:35.009513] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:44:35.009671] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:44:35.009721] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:44:35.009757] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:44:35.013070] [DEBUG] [FORECASTER] RTO: Forecast T+1@11:T+2@11: DOWN (p=5.14%)
[2025-11-25T23:44:35.013352] [INFO ] [FORECASTER] Completed predict_future for RTO
[2025-11-25T23:44:35.013483] [INFO ] [sig       ] RTO: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:44:35.155185] [INFO ] [LOCAL     ] Saved forecast: RTO	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/RTO.txt
[2025-11-25T23:44:35.155317] [INFO ] [sig       ] [2830/3639] Completed RTO in 0.3s | 3.04 sym/s | Total: 15.5m | ETA: 4.4m
[2025-11-25T23:44:35.155371] [INFO ] [sig       ] [2831/3639] Forecasting RUM...
[2025-11-25T23:44:35.155415] [INFO ] [sig       ] Generating forecast for: RUM
[2025-11-25T23:44:35.155457] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RUM' from 'https://tdm.silogroup.org/data/derivative_storage/RUM.csv'.
[2025-11-25T23:44:35.165878] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RUM'.
[2025-11-25T23:44:35.166148] [INFO ] [FORECASTER] Starting predict_future for RUM
[2025-11-25T23:44:35.166974] [DEBUG] [LOCAL     ] No optimal features file found for RUM: ./output/feature-sets/RUM.txt
[2025-11-25T23:44:35.167046] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:44:35.167092] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:44:35.167131] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:44:35.167199] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:44:35.225914] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:44:35.226666] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:44:35.226762] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:44:35.226808] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:44:35.308303] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:44:35.308430] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:44:35.308473] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:44:35.308507] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:44:35.311798] [DEBUG] [FORECASTER] RUM: Forecast T+1@11:T+2@11: DOWN (p=9.46%)
[2025-11-25T23:44:35.312079] [INFO ] [FORECASTER] Completed predict_future for RUM
[2025-11-25T23:44:35.312211] [INFO ] [sig       ] RUM: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:44:35.455708] [INFO ] [LOCAL     ] Saved forecast: RUM	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/RUM.txt
[2025-11-25T23:44:35.455852] [INFO ] [sig       ] [2831/3639] Completed RUM in 0.3s | 3.04 sym/s | Total: 15.5m | ETA: 4.4m
[2025-11-25T23:44:35.455906] [INFO ] [sig       ] [2832/3639] Forecasting RUN...
[2025-11-25T23:44:35.455949] [INFO ] [sig       ] Generating forecast for: RUN
[2025-11-25T23:44:35.455988] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RUN' from 'https://tdm.silogroup.org/data/derivative_storage/RUN.csv'.
[2025-11-25T23:44:35.466674] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RUN'.
[2025-11-25T23:44:35.466937] [INFO ] [FORECASTER] Starting predict_future for RUN
[2025-11-25T23:44:35.467775] [DEBUG] [LOCAL     ] No optimal features file found for RUN: ./output/feature-sets/RUN.txt
[2025-11-25T23:44:35.467844] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:44:35.467904] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:44:35.467945] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:44:35.468013] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:44:35.526781] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:44:35.527605] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:44:35.527717] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:44:35.527761] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:44:35.641546] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:44:35.641687] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:44:35.641752] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:44:35.641799] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:44:35.645072] [DEBUG] [FORECASTER] RUN: Forecast T+1@11:T+2@11: UP (p=68.82%)
[2025-11-25T23:44:35.645373] [INFO ] [FORECASTER] Completed predict_future for RUN
[2025-11-25T23:44:35.645526] [INFO ] [sig       ] RUN: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:44:35.786780] [INFO ] [LOCAL     ] Saved forecast: RUN	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/RUN.txt
[2025-11-25T23:44:35.786912] [INFO ] [sig       ] [2832/3639] Completed RUN in 0.3s | 3.04 sym/s | Total: 15.5m | ETA: 4.4m
[2025-11-25T23:44:35.786966] [INFO ] [sig       ] [2833/3639] Forecasting RUNN...
[2025-11-25T23:44:35.787013] [INFO ] [sig       ] Generating forecast for: RUNN
[2025-11-25T23:44:35.787053] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RUNN' from 'https://tdm.silogroup.org/data/derivative_storage/RUNN.csv'.
[2025-11-25T23:44:35.798413] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RUNN'.
[2025-11-25T23:44:35.798717] [INFO ] [FORECASTER] Starting predict_future for RUNN
[2025-11-25T23:44:35.799526] [DEBUG] [LOCAL     ] No optimal features file found for RUNN: ./output/feature-sets/RUNN.txt
[2025-11-25T23:44:35.799596] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:44:35.799660] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:44:35.799706] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:44:35.799775] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:44:35.858052] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:44:35.858694] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:44:35.858789] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:44:35.858835] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:44:35.949895] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:44:35.950022] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:44:35.950064] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:44:35.950098] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:44:35.953244] [DEBUG] [FORECASTER] RUNN: Forecast T+1@11:T+2@11: DOWN (p=0.18%)
[2025-11-25T23:44:35.953526] [INFO ] [FORECASTER] Completed predict_future for RUNN
[2025-11-25T23:44:35.953682] [INFO ] [sig       ] RUNN: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:44:36.095027] [INFO ] [LOCAL     ] Saved forecast: RUNN	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/RUNN.txt
[2025-11-25T23:44:36.095166] [INFO ] [sig       ] [2833/3639] Completed RUNN in 0.3s | 3.04 sym/s | Total: 15.5m | ETA: 4.4m
[2025-11-25T23:44:36.095219] [INFO ] [sig       ] [2834/3639] Forecasting RUSHA...
[2025-11-25T23:44:36.095261] [INFO ] [sig       ] Generating forecast for: RUSHA
[2025-11-25T23:44:36.095302] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RUSHA' from 'https://tdm.silogroup.org/data/derivative_storage/RUSHA.csv'.
[2025-11-25T23:44:36.109032] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RUSHA'.
[2025-11-25T23:44:36.109575] [INFO ] [FORECASTER] Starting predict_future for RUSHA
[2025-11-25T23:44:36.110622] [DEBUG] [LOCAL     ] No optimal features file found for RUSHA: ./output/feature-sets/RUSHA.txt
[2025-11-25T23:44:36.110727] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:44:36.110783] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:44:36.110832] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:44:36.110919] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:44:36.175352] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:44:36.176315] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:44:36.176415] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:44:36.176461] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:44:36.279544] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:44:36.279761] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:44:36.279831] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:44:36.279878] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:44:36.283392] [DEBUG] [FORECASTER] RUSHA: Forecast T+1@11:T+2@11: UP (p=95.80%)
[2025-11-25T23:44:36.283734] [INFO ] [FORECASTER] Completed predict_future for RUSHA
[2025-11-25T23:44:36.283910] [INFO ] [sig       ] RUSHA: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:44:36.425365] [INFO ] [LOCAL     ] Saved forecast: RUSHA	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/RUSHA.txt
[2025-11-25T23:44:36.425521] [INFO ] [sig       ] [2834/3639] Completed RUSHA in 0.3s | 3.04 sym/s | Total: 15.5m | ETA: 4.4m
[2025-11-25T23:44:36.425575] [INFO ] [sig       ] [2835/3639] Forecasting RUSHB...
[2025-11-25T23:44:36.425705] [INFO ] [sig       ] Generating forecast for: RUSHB
[2025-11-25T23:44:36.425755] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RUSHB' from 'https://tdm.silogroup.org/data/derivative_storage/RUSHB.csv'.
[2025-11-25T23:44:36.436052] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RUSHB'.
[2025-11-25T23:44:36.436368] [INFO ] [FORECASTER] Starting predict_future for RUSHB
[2025-11-25T23:44:36.437187] [DEBUG] [LOCAL     ] No optimal features file found for RUSHB: ./output/feature-sets/RUSHB.txt
[2025-11-25T23:44:36.437256] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:44:36.437301] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:44:36.437341] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:44:36.437448] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:44:36.495216] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:44:36.495850] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:44:36.495942] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:44:36.495989] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:44:36.580379] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:44:36.580505] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:44:36.580546] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:44:36.580579] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:44:36.583864] [DEBUG] [FORECASTER] RUSHB: Forecast T+1@11:T+2@11: UP (p=97.56%)
[2025-11-25T23:44:36.584138] [INFO ] [FORECASTER] Completed predict_future for RUSHB
[2025-11-25T23:44:36.584277] [INFO ] [sig       ] RUSHB: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:44:36.724877] [INFO ] [LOCAL     ] Saved forecast: RUSHB	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/RUSHB.txt
[2025-11-25T23:44:36.725020] [INFO ] [sig       ] [2835/3639] Completed RUSHB in 0.3s | 3.04 sym/s | Total: 15.5m | ETA: 4.4m
[2025-11-25T23:44:36.725074] [INFO ] [sig       ] [2836/3639] Forecasting RVMD...
[2025-11-25T23:44:36.725135] [INFO ] [sig       ] Generating forecast for: RVMD
[2025-11-25T23:44:36.725181] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RVMD' from 'https://tdm.silogroup.org/data/derivative_storage/RVMD.csv'.
[2025-11-25T23:44:36.736306] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RVMD'.
[2025-11-25T23:44:36.736585] [INFO ] [FORECASTER] Starting predict_future for RVMD
[2025-11-25T23:44:36.737437] [DEBUG] [LOCAL     ] No optimal features file found for RVMD: ./output/feature-sets/RVMD.txt
[2025-11-25T23:44:36.737516] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:44:36.737562] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:44:36.737602] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:44:36.737694] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:44:36.794820] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:44:36.795438] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:44:36.795532] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:44:36.795576] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:44:36.890990] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:44:36.891180] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:44:36.891225] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:44:36.891260] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:44:36.894668] [DEBUG] [FORECASTER] RVMD: Forecast T+1@11:T+2@11: UP (p=86.76%)
[2025-11-25T23:44:36.894953] [INFO ] [FORECASTER] Completed predict_future for RVMD
[2025-11-25T23:44:36.895115] [INFO ] [sig       ] RVMD: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:44:37.035488] [INFO ] [LOCAL     ] Saved forecast: RVMD	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/RVMD.txt
[2025-11-25T23:44:37.035619] [INFO ] [sig       ] [2836/3639] Completed RVMD in 0.3s | 3.04 sym/s | Total: 15.5m | ETA: 4.4m
[2025-11-25T23:44:37.035695] [INFO ] [sig       ] [2837/3639] Forecasting RVSB...
[2025-11-25T23:44:37.035740] [INFO ] [sig       ] Generating forecast for: RVSB
[2025-11-25T23:44:37.035783] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RVSB' from 'https://tdm.silogroup.org/data/derivative_storage/RVSB.csv'.
[2025-11-25T23:44:37.047131] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RVSB'.
[2025-11-25T23:44:37.047534] [INFO ] [FORECASTER] Starting predict_future for RVSB
[2025-11-25T23:44:37.048452] [DEBUG] [LOCAL     ] No optimal features file found for RVSB: ./output/feature-sets/RVSB.txt
[2025-11-25T23:44:37.048524] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:44:37.048570] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:44:37.048612] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:44:37.048701] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:44:37.105382] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:44:37.106053] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:44:37.106152] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:44:37.106201] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:44:37.191929] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:44:37.192046] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:44:37.192088] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:44:37.192121] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:44:37.195239] [DEBUG] [FORECASTER] RVSB: Forecast T+1@11:T+2@11: DOWN (p=0.83%)
[2025-11-25T23:44:37.195530] [INFO ] [FORECASTER] Completed predict_future for RVSB
[2025-11-25T23:44:37.195702] [INFO ] [sig       ] RVSB: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:44:37.336289] [INFO ] [LOCAL     ] Saved forecast: RVSB	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/RVSB.txt
[2025-11-25T23:44:37.336435] [INFO ] [sig       ] [2837/3639] Completed RVSB in 0.3s | 3.04 sym/s | Total: 15.5m | ETA: 4.4m
[2025-11-25T23:44:37.336489] [INFO ] [sig       ] [2838/3639] Forecasting RVTY...
[2025-11-25T23:44:37.336533] [INFO ] [sig       ] Generating forecast for: RVTY
[2025-11-25T23:44:37.336574] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RVTY' from 'https://tdm.silogroup.org/data/derivative_storage/RVTY.csv'.
[2025-11-25T23:44:37.348337] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RVTY'.
[2025-11-25T23:44:37.348831] [INFO ] [FORECASTER] Starting predict_future for RVTY
[2025-11-25T23:44:37.349709] [DEBUG] [LOCAL     ] No optimal features file found for RVTY: ./output/feature-sets/RVTY.txt
[2025-11-25T23:44:37.349778] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:44:37.349823] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:44:37.349862] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:44:37.349931] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:44:37.411244] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:44:37.412245] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:44:37.412351] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:44:37.412400] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:44:37.508874] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:44:37.509093] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:44:37.509142] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:44:37.509178] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:44:37.512845] [DEBUG] [FORECASTER] RVTY: Forecast T+1@11:T+2@11: DOWN (p=41.66%)
[2025-11-25T23:44:37.513161] [INFO ] [FORECASTER] Completed predict_future for RVTY
[2025-11-25T23:44:37.513310] [INFO ] [sig       ] RVTY: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:44:37.659422] [INFO ] [LOCAL     ] Saved forecast: RVTY	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/RVTY.txt
[2025-11-25T23:44:37.659615] [INFO ] [sig       ] [2838/3639] Completed RVTY in 0.3s | 3.04 sym/s | Total: 15.6m | ETA: 4.4m
[2025-11-25T23:44:37.659692] [INFO ] [sig       ] [2839/3639] Forecasting RWAY...
[2025-11-25T23:44:37.659740] [INFO ] [sig       ] Generating forecast for: RWAY
[2025-11-25T23:44:37.659781] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RWAY' from 'https://tdm.silogroup.org/data/derivative_storage/RWAY.csv'.
[2025-11-25T23:44:37.671116] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RWAY'.
[2025-11-25T23:44:37.671494] [INFO ] [FORECASTER] Starting predict_future for RWAY
[2025-11-25T23:44:37.672320] [DEBUG] [LOCAL     ] No optimal features file found for RWAY: ./output/feature-sets/RWAY.txt
[2025-11-25T23:44:37.672392] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:44:37.672444] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:44:37.672485] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:44:37.672558] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:44:37.730591] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:44:37.731496] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:44:37.731597] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:44:37.731663] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:44:37.826787] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:44:37.826999] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:44:37.827045] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:44:37.827107] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:44:37.830731] [DEBUG] [FORECASTER] RWAY: Forecast T+1@11:T+2@11: UP (p=92.36%)
[2025-11-25T23:44:37.831111] [INFO ] [FORECASTER] Completed predict_future for RWAY
[2025-11-25T23:44:37.831279] [INFO ] [sig       ] RWAY: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:44:37.977016] [INFO ] [LOCAL     ] Saved forecast: RWAY	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/RWAY.txt
[2025-11-25T23:44:37.977222] [INFO ] [sig       ] [2839/3639] Completed RWAY in 0.3s | 3.04 sym/s | Total: 15.6m | ETA: 4.4m
[2025-11-25T23:44:37.977277] [INFO ] [sig       ] [2840/3639] Forecasting RXO...
[2025-11-25T23:44:37.977322] [INFO ] [sig       ] Generating forecast for: RXO
[2025-11-25T23:44:37.977524] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RXO' from 'https://tdm.silogroup.org/data/derivative_storage/RXO.csv'.
[2025-11-25T23:44:37.988827] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RXO'.
[2025-11-25T23:44:37.989243] [INFO ] [FORECASTER] Starting predict_future for RXO
[2025-11-25T23:44:37.990055] [DEBUG] [LOCAL     ] No optimal features file found for RXO: ./output/feature-sets/RXO.txt
[2025-11-25T23:44:37.990124] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:44:37.990168] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:44:37.990208] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:44:37.990276] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:44:38.047862] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:44:38.048775] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:44:38.048874] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:44:38.048921] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:44:38.145498] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:44:38.145719] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:44:38.145792] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:44:38.145839] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:44:38.149364] [DEBUG] [FORECASTER] RXO: Forecast T+1@11:T+2@11: DOWN (p=17.41%)
[2025-11-25T23:44:38.149735] [INFO ] [FORECASTER] Completed predict_future for RXO
[2025-11-25T23:44:38.149909] [INFO ] [sig       ] RXO: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:44:38.292508] [INFO ] [LOCAL     ] Saved forecast: RXO	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/RXO.txt
[2025-11-25T23:44:38.292706] [INFO ] [sig       ] [2840/3639] Completed RXO in 0.3s | 3.04 sym/s | Total: 15.6m | ETA: 4.4m
[2025-11-25T23:44:38.292779] [INFO ] [sig       ] [2841/3639] Forecasting RXRX...
[2025-11-25T23:44:38.292817] [INFO ] [sig       ] Generating forecast for: RXRX
[2025-11-25T23:44:38.292855] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RXRX' from 'https://tdm.silogroup.org/data/derivative_storage/RXRX.csv'.
[2025-11-25T23:44:38.303661] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RXRX'.
[2025-11-25T23:44:38.304011] [INFO ] [FORECASTER] Starting predict_future for RXRX
[2025-11-25T23:44:38.304856] [DEBUG] [LOCAL     ] No optimal features file found for RXRX: ./output/feature-sets/RXRX.txt
[2025-11-25T23:44:38.304924] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:44:38.304962] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:44:38.305004] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:44:38.305095] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:44:38.362412] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:44:38.363300] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:44:38.363398] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:44:38.363485] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:44:38.459161] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:44:38.459347] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:44:38.459393] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:44:38.459427] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:44:38.462803] [DEBUG] [FORECASTER] RXRX: Forecast T+1@11:T+2@11: UP (p=81.40%)
[2025-11-25T23:44:38.463096] [INFO ] [FORECASTER] Completed predict_future for RXRX
[2025-11-25T23:44:38.463230] [INFO ] [sig       ] RXRX: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:44:38.606410] [INFO ] [LOCAL     ] Saved forecast: RXRX	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/RXRX.txt
[2025-11-25T23:44:38.606550] [INFO ] [sig       ] [2841/3639] Completed RXRX in 0.3s | 3.04 sym/s | Total: 15.6m | ETA: 4.4m
[2025-11-25T23:44:38.606603] [INFO ] [sig       ] [2842/3639] Forecasting RY...
[2025-11-25T23:44:38.606665] [INFO ] [sig       ] Generating forecast for: RY
[2025-11-25T23:44:38.606718] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RY' from 'https://tdm.silogroup.org/data/derivative_storage/RY.csv'.
[2025-11-25T23:44:38.617464] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RY'.
[2025-11-25T23:44:38.617779] [INFO ] [FORECASTER] Starting predict_future for RY
[2025-11-25T23:44:38.618588] [DEBUG] [LOCAL     ] No optimal features file found for RY: ./output/feature-sets/RY.txt
[2025-11-25T23:44:38.618679] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:44:38.618726] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:44:38.618767] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:44:38.618835] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:44:38.676969] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:44:38.677675] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:44:38.677772] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:44:38.677821] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:44:38.772414] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:44:38.772570] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:44:38.772617] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:44:38.772674] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:44:38.776140] [DEBUG] [FORECASTER] RY: Forecast T+1@11:T+2@11: DOWN (p=23.67%)
[2025-11-25T23:44:38.776446] [INFO ] [FORECASTER] Completed predict_future for RY
[2025-11-25T23:44:38.776601] [INFO ] [sig       ] RY: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:44:38.930283] [INFO ] [LOCAL     ] Saved forecast: RY	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/RY.txt
[2025-11-25T23:44:38.930492] [INFO ] [sig       ] [2842/3639] Completed RY in 0.3s | 3.04 sym/s | Total: 15.6m | ETA: 4.4m
[2025-11-25T23:44:38.930578] [INFO ] [sig       ] [2843/3639] Forecasting RYAAY...
[2025-11-25T23:44:38.930664] [INFO ] [sig       ] Generating forecast for: RYAAY
[2025-11-25T23:44:38.930740] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RYAAY' from 'https://tdm.silogroup.org/data/derivative_storage/RYAAY.csv'.
[2025-11-25T23:44:38.943556] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RYAAY'.
[2025-11-25T23:44:38.943921] [INFO ] [FORECASTER] Starting predict_future for RYAAY
[2025-11-25T23:44:38.944952] [DEBUG] [LOCAL     ] No optimal features file found for RYAAY: ./output/feature-sets/RYAAY.txt
[2025-11-25T23:44:38.945024] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:44:38.945071] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:44:38.945131] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:44:38.945204] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:44:39.011578] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:44:39.012556] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:44:39.012694] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:44:39.012758] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:44:39.119469] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:44:39.119711] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:44:39.119814] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:44:39.119881] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:44:39.124315] [DEBUG] [FORECASTER] RYAAY: Forecast T+1@11:T+2@11: UP (p=84.71%)
[2025-11-25T23:44:39.124741] [INFO ] [FORECASTER] Completed predict_future for RYAAY
[2025-11-25T23:44:39.125057] [INFO ] [sig       ] RYAAY: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:44:39.279804] [INFO ] [LOCAL     ] Saved forecast: RYAAY	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/RYAAY.txt
[2025-11-25T23:44:39.279965] [INFO ] [sig       ] [2843/3639] Completed RYAAY in 0.3s | 3.04 sym/s | Total: 15.6m | ETA: 4.4m
[2025-11-25T23:44:39.280020] [INFO ] [sig       ] [2844/3639] Forecasting RYAM...
[2025-11-25T23:44:39.280064] [INFO ] [sig       ] Generating forecast for: RYAM
[2025-11-25T23:44:39.280108] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RYAM' from 'https://tdm.silogroup.org/data/derivative_storage/RYAM.csv'.
[2025-11-25T23:44:39.290883] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RYAM'.
[2025-11-25T23:44:39.291167] [INFO ] [FORECASTER] Starting predict_future for RYAM
[2025-11-25T23:44:39.291972] [DEBUG] [LOCAL     ] No optimal features file found for RYAM: ./output/feature-sets/RYAM.txt
[2025-11-25T23:44:39.292042] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:44:39.292087] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:44:39.292128] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:44:39.292196] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:44:39.349916] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:44:39.350770] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:44:39.350867] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:44:39.350913] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:44:39.447397] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:44:39.447631] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:44:39.447722] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:44:39.447769] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:44:39.451211] [DEBUG] [FORECASTER] RYAM: Forecast T+1@11:T+2@11: UP (p=96.09%)
[2025-11-25T23:44:39.451512] [INFO ] [FORECASTER] Completed predict_future for RYAM
[2025-11-25T23:44:39.451688] [INFO ] [sig       ] RYAM: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:44:39.592774] [INFO ] [LOCAL     ] Saved forecast: RYAM	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/RYAM.txt
[2025-11-25T23:44:39.592917] [INFO ] [sig       ] [2844/3639] Completed RYAM in 0.3s | 3.04 sym/s | Total: 15.6m | ETA: 4.4m
[2025-11-25T23:44:39.592972] [INFO ] [sig       ] [2845/3639] Forecasting RYAN...
[2025-11-25T23:44:39.593022] [INFO ] [sig       ] Generating forecast for: RYAN
[2025-11-25T23:44:39.593057] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RYAN' from 'https://tdm.silogroup.org/data/derivative_storage/RYAN.csv'.
[2025-11-25T23:44:39.604367] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RYAN'.
[2025-11-25T23:44:39.604632] [INFO ] [FORECASTER] Starting predict_future for RYAN
[2025-11-25T23:44:39.605467] [DEBUG] [LOCAL     ] No optimal features file found for RYAN: ./output/feature-sets/RYAN.txt
[2025-11-25T23:44:39.605538] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:44:39.605583] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:44:39.605635] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:44:39.605737] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:44:39.663574] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:44:39.664246] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:44:39.664340] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:44:39.664397] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:44:39.762081] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:44:39.762268] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:44:39.762312] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:44:39.762346] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:44:39.765789] [DEBUG] [FORECASTER] RYAN: Forecast T+1@11:T+2@11: UP (p=88.59%)
[2025-11-25T23:44:39.766226] [INFO ] [FORECASTER] Completed predict_future for RYAN
[2025-11-25T23:44:39.766442] [INFO ] [sig       ] RYAN: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:44:39.908051] [INFO ] [LOCAL     ] Saved forecast: RYAN	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/RYAN.txt
[2025-11-25T23:44:39.908265] [INFO ] [sig       ] [2845/3639] Completed RYAN in 0.3s | 3.04 sym/s | Total: 15.6m | ETA: 4.4m
[2025-11-25T23:44:39.908321] [INFO ] [sig       ] [2846/3639] Forecasting RYI...
[2025-11-25T23:44:39.908368] [INFO ] [sig       ] Generating forecast for: RYI
[2025-11-25T23:44:39.908409] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RYI' from 'https://tdm.silogroup.org/data/derivative_storage/RYI.csv'.
[2025-11-25T23:44:39.919044] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RYI'.
[2025-11-25T23:44:39.919356] [INFO ] [FORECASTER] Starting predict_future for RYI
[2025-11-25T23:44:39.920206] [DEBUG] [LOCAL     ] No optimal features file found for RYI: ./output/feature-sets/RYI.txt
[2025-11-25T23:44:39.920275] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:44:39.920321] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:44:39.920360] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:44:39.920429] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:44:39.978135] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:44:39.978946] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:44:39.979043] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:44:39.979092] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:44:40.083432] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:44:40.083667] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:44:40.083750] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:44:40.083802] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:44:40.088245] [DEBUG] [FORECASTER] RYI: Forecast T+1@11:T+2@11: UP (p=53.74%)
[2025-11-25T23:44:40.088859] [INFO ] [FORECASTER] Completed predict_future for RYI
[2025-11-25T23:44:40.089132] [INFO ] [sig       ] RYI: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:44:40.238750] [INFO ] [LOCAL     ] Saved forecast: RYI	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/RYI.txt
[2025-11-25T23:44:40.238958] [INFO ] [sig       ] [2846/3639] Completed RYI in 0.3s | 3.04 sym/s | Total: 15.6m | ETA: 4.3m
[2025-11-25T23:44:40.239035] [INFO ] [sig       ] [2847/3639] Forecasting RYN...
[2025-11-25T23:44:40.239092] [INFO ] [sig       ] Generating forecast for: RYN
[2025-11-25T23:44:40.239157] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RYN' from 'https://tdm.silogroup.org/data/derivative_storage/RYN.csv'.
[2025-11-25T23:44:40.250896] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RYN'.
[2025-11-25T23:44:40.251364] [INFO ] [FORECASTER] Starting predict_future for RYN
[2025-11-25T23:44:40.252275] [DEBUG] [LOCAL     ] No optimal features file found for RYN: ./output/feature-sets/RYN.txt
[2025-11-25T23:44:40.252349] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:44:40.252394] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:44:40.252435] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:44:40.252504] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:44:40.314100] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:44:40.315039] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:44:40.315150] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:44:40.315200] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:44:40.419237] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:44:40.419433] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:44:40.419479] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:44:40.419514] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:44:40.422987] [DEBUG] [FORECASTER] RYN: Forecast T+1@11:T+2@11: DOWN (p=21.35%)
[2025-11-25T23:44:40.423277] [INFO ] [FORECASTER] Completed predict_future for RYN
[2025-11-25T23:44:40.423413] [INFO ] [sig       ] RYN: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:44:40.569941] [INFO ] [LOCAL     ] Saved forecast: RYN	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/RYN.txt
[2025-11-25T23:44:40.570128] [INFO ] [sig       ] [2847/3639] Completed RYN in 0.3s | 3.04 sym/s | Total: 15.6m | ETA: 4.3m
[2025-11-25T23:44:40.570186] [INFO ] [sig       ] [2848/3639] Forecasting RYTM...
[2025-11-25T23:44:40.570230] [INFO ] [sig       ] Generating forecast for: RYTM
[2025-11-25T23:44:40.570272] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RYTM' from 'https://tdm.silogroup.org/data/derivative_storage/RYTM.csv'.
[2025-11-25T23:44:40.581625] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RYTM'.
[2025-11-25T23:44:40.581963] [INFO ] [FORECASTER] Starting predict_future for RYTM
[2025-11-25T23:44:40.582838] [DEBUG] [LOCAL     ] No optimal features file found for RYTM: ./output/feature-sets/RYTM.txt
[2025-11-25T23:44:40.582910] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:44:40.582957] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:44:40.582996] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:44:40.583065] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:44:40.642614] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:44:40.643372] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:44:40.643478] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:44:40.643541] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:44:40.743040] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:44:40.743225] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:44:40.743270] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:44:40.743305] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:44:40.746996] [DEBUG] [FORECASTER] RYTM: Forecast T+1@11:T+2@11: DOWN (p=17.28%)
[2025-11-25T23:44:40.747298] [INFO ] [FORECASTER] Completed predict_future for RYTM
[2025-11-25T23:44:40.747464] [INFO ] [sig       ] RYTM: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:44:40.889055] [INFO ] [LOCAL     ] Saved forecast: RYTM	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/RYTM.txt
[2025-11-25T23:44:40.889251] [INFO ] [sig       ] [2848/3639] Completed RYTM in 0.3s | 3.04 sym/s | Total: 15.6m | ETA: 4.3m
[2025-11-25T23:44:40.889316] [INFO ] [sig       ] [2849/3639] Forecasting RZB...
[2025-11-25T23:44:40.889360] [INFO ] [sig       ] Generating forecast for: RZB
[2025-11-25T23:44:40.889402] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RZB' from 'https://tdm.silogroup.org/data/derivative_storage/RZB.csv'.
[2025-11-25T23:44:40.900124] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RZB'.
[2025-11-25T23:44:40.900500] [INFO ] [FORECASTER] Starting predict_future for RZB
[2025-11-25T23:44:40.901304] [DEBUG] [LOCAL     ] No optimal features file found for RZB: ./output/feature-sets/RZB.txt
[2025-11-25T23:44:40.901375] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:44:40.901420] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:44:40.901460] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:44:40.901528] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:44:40.959499] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:44:40.960382] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:44:40.960484] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:44:40.960534] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:44:41.059116] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:44:41.059305] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:44:41.059349] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:44:41.059383] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:44:41.062755] [DEBUG] [FORECASTER] RZB: Forecast T+1@11:T+2@11: UP (p=63.73%)
[2025-11-25T23:44:41.063048] [INFO ] [FORECASTER] Completed predict_future for RZB
[2025-11-25T23:44:41.063196] [INFO ] [sig       ] RZB: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:44:41.204223] [INFO ] [LOCAL     ] Saved forecast: RZB	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/RZB.txt
[2025-11-25T23:44:41.204399] [INFO ] [sig       ] [2849/3639] Completed RZB in 0.3s | 3.04 sym/s | Total: 15.6m | ETA: 4.3m
[2025-11-25T23:44:41.204453] [INFO ] [sig       ] [2850/3639] Forecasting RZC...
[2025-11-25T23:44:41.204498] [INFO ] [sig       ] Generating forecast for: RZC
[2025-11-25T23:44:41.204540] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RZC' from 'https://tdm.silogroup.org/data/derivative_storage/RZC.csv'.
[2025-11-25T23:44:41.216035] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RZC'.
[2025-11-25T23:44:41.216360] [INFO ] [FORECASTER] Starting predict_future for RZC
[2025-11-25T23:44:41.217230] [DEBUG] [LOCAL     ] No optimal features file found for RZC: ./output/feature-sets/RZC.txt
[2025-11-25T23:44:41.217301] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:44:41.217349] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:44:41.217424] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:44:41.217496] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:44:41.279027] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:44:41.279903] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:44:41.280003] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:44:41.280051] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:44:41.386669] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:44:41.386872] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:44:41.386919] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:44:41.386956] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:44:41.390615] [DEBUG] [FORECASTER] RZC: Forecast T+1@11:T+2@11: DOWN (p=11.31%)
[2025-11-25T23:44:41.390962] [INFO ] [FORECASTER] Completed predict_future for RZC
[2025-11-25T23:44:41.391183] [INFO ] [sig       ] RZC: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:44:41.541319] [INFO ] [LOCAL     ] Saved forecast: RZC	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/RZC.txt
[2025-11-25T23:44:41.541484] [INFO ] [sig       ] [2850/3639] Completed RZC in 0.3s | 3.04 sym/s | Total: 15.6m | ETA: 4.3m
[2025-11-25T23:44:41.541538] [INFO ] [sig       ] [2851/3639] Forecasting S...
[2025-11-25T23:44:41.541583] [INFO ] [sig       ] Generating forecast for: S
[2025-11-25T23:44:41.541624] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'S' from 'https://tdm.silogroup.org/data/derivative_storage/S.csv'.
[2025-11-25T23:44:41.553182] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'S'.
[2025-11-25T23:44:41.553526] [INFO ] [FORECASTER] Starting predict_future for S
[2025-11-25T23:44:41.554420] [DEBUG] [LOCAL     ] No optimal features file found for S: ./output/feature-sets/S.txt
[2025-11-25T23:44:41.554493] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:44:41.554540] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:44:41.554580] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:44:41.554668] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:44:41.615350] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:44:41.616359] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:44:41.616461] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:44:41.616509] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:44:41.737743] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:44:41.737894] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:44:41.737940] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:44:41.737973] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:44:41.741293] [DEBUG] [FORECASTER] S: Forecast T+1@11:T+2@11: DOWN (p=20.25%)
[2025-11-25T23:44:41.741585] [INFO ] [FORECASTER] Completed predict_future for S
[2025-11-25T23:44:41.741764] [INFO ] [sig       ] S: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:44:41.884280] [INFO ] [LOCAL     ] Saved forecast: S	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/S.txt
[2025-11-25T23:44:41.884435] [INFO ] [sig       ] [2851/3639] Completed S in 0.3s | 3.04 sym/s | Total: 15.6m | ETA: 4.3m
[2025-11-25T23:44:41.884488] [INFO ] [sig       ] [2852/3639] Forecasting SA...
[2025-11-25T23:44:41.884531] [INFO ] [sig       ] Generating forecast for: SA
[2025-11-25T23:44:41.884574] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SA' from 'https://tdm.silogroup.org/data/derivative_storage/SA.csv'.
[2025-11-25T23:44:41.896097] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SA'.
[2025-11-25T23:44:41.896369] [INFO ] [FORECASTER] Starting predict_future for SA
[2025-11-25T23:44:41.897200] [DEBUG] [LOCAL     ] No optimal features file found for SA: ./output/feature-sets/SA.txt
[2025-11-25T23:44:41.897283] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:44:41.897332] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:44:41.897387] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:44:41.897456] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:44:41.955999] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:44:41.956681] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:44:41.956774] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:44:41.956821] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:44:42.054874] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:44:42.055062] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:44:42.055107] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:44:42.055141] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:44:42.058604] [DEBUG] [FORECASTER] SA: Forecast T+1@11:T+2@11: UP (p=73.66%)
[2025-11-25T23:44:42.059061] [INFO ] [FORECASTER] Completed predict_future for SA
[2025-11-25T23:44:42.059313] [INFO ] [sig       ] SA: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:44:42.198186] [INFO ] [LOCAL     ] Saved forecast: SA	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/SA.txt
[2025-11-25T23:44:42.198348] [INFO ] [sig       ] [2852/3639] Completed SA in 0.3s | 3.04 sym/s | Total: 15.6m | ETA: 4.3m
[2025-11-25T23:44:42.198403] [INFO ] [sig       ] [2853/3639] Forecasting SAFE...
[2025-11-25T23:44:42.198445] [INFO ] [sig       ] Generating forecast for: SAFE
[2025-11-25T23:44:42.198486] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SAFE' from 'https://tdm.silogroup.org/data/derivative_storage/SAFE.csv'.
[2025-11-25T23:44:42.211405] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SAFE'.
[2025-11-25T23:44:42.211756] [INFO ] [FORECASTER] Starting predict_future for SAFE
[2025-11-25T23:44:42.212559] [DEBUG] [LOCAL     ] No optimal features file found for SAFE: ./output/feature-sets/SAFE.txt
[2025-11-25T23:44:42.212628] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:44:42.212691] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:44:42.212732] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:44:42.212800] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:44:42.273438] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:44:42.274279] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:44:42.274375] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:44:42.274421] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:44:42.368029] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:44:42.368166] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:44:42.368217] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:44:42.368259] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:44:42.371544] [DEBUG] [FORECASTER] SAFE: Forecast T+1@11:T+2@11: DOWN (p=23.52%)
[2025-11-25T23:44:42.371871] [INFO ] [FORECASTER] Completed predict_future for SAFE
[2025-11-25T23:44:42.372053] [INFO ] [sig       ] SAFE: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:44:42.519160] [INFO ] [LOCAL     ] Saved forecast: SAFE	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/SAFE.txt
[2025-11-25T23:44:42.519345] [INFO ] [sig       ] [2853/3639] Completed SAFE in 0.3s | 3.04 sym/s | Total: 15.6m | ETA: 4.3m
[2025-11-25T23:44:42.519403] [INFO ] [sig       ] [2854/3639] Forecasting SAH...
[2025-11-25T23:44:42.519449] [INFO ] [sig       ] Generating forecast for: SAH
[2025-11-25T23:44:42.519506] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SAH' from 'https://tdm.silogroup.org/data/derivative_storage/SAH.csv'.
[2025-11-25T23:44:42.531382] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SAH'.
[2025-11-25T23:44:42.531748] [INFO ] [FORECASTER] Starting predict_future for SAH
[2025-11-25T23:44:42.532561] [DEBUG] [LOCAL     ] No optimal features file found for SAH: ./output/feature-sets/SAH.txt
[2025-11-25T23:44:42.532631] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:44:42.532701] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:44:42.532744] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:44:42.532814] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:44:42.594256] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:44:42.595219] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:44:42.595325] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:44:42.595392] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:44:42.688227] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:44:42.688409] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:44:42.688476] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:44:42.688533] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:44:42.692353] [DEBUG] [FORECASTER] SAH: Forecast T+1@11:T+2@11: DOWN (p=43.29%)
[2025-11-25T23:44:42.692679] [INFO ] [FORECASTER] Completed predict_future for SAH
[2025-11-25T23:44:42.692826] [INFO ] [sig       ] SAH: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:44:42.840413] [INFO ] [LOCAL     ] Saved forecast: SAH	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/SAH.txt
[2025-11-25T23:44:42.840576] [INFO ] [sig       ] [2854/3639] Completed SAH in 0.3s | 3.04 sym/s | Total: 15.6m | ETA: 4.3m
[2025-11-25T23:44:42.840630] [INFO ] [sig       ] [2855/3639] Forecasting SAIA...
[2025-11-25T23:44:42.840694] [INFO ] [sig       ] Generating forecast for: SAIA
[2025-11-25T23:44:42.840736] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SAIA' from 'https://tdm.silogroup.org/data/derivative_storage/SAIA.csv'.
[2025-11-25T23:44:42.851946] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SAIA'.
[2025-11-25T23:44:42.852283] [INFO ] [FORECASTER] Starting predict_future for SAIA
[2025-11-25T23:44:42.853165] [DEBUG] [LOCAL     ] No optimal features file found for SAIA: ./output/feature-sets/SAIA.txt
[2025-11-25T23:44:42.853234] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:44:42.853290] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:44:42.853340] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:44:42.853427] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:44:42.912900] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:44:42.913699] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:44:42.913830] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:44:42.913893] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:44:43.009608] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:44:43.009801] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:44:43.009848] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:44:43.009884] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:44:43.013264] [DEBUG] [FORECASTER] SAIA: Forecast T+1@11:T+2@11: UP (p=76.23%)
[2025-11-25T23:44:43.013568] [INFO ] [FORECASTER] Completed predict_future for SAIA
[2025-11-25T23:44:43.013727] [INFO ] [sig       ] SAIA: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:44:43.156795] [INFO ] [LOCAL     ] Saved forecast: SAIA	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/SAIA.txt
[2025-11-25T23:44:43.156956] [INFO ] [sig       ] [2855/3639] Completed SAIA in 0.3s | 3.04 sym/s | Total: 15.6m | ETA: 4.3m
[2025-11-25T23:44:43.157010] [INFO ] [sig       ] [2856/3639] Forecasting SAIC...
[2025-11-25T23:44:43.157146] [INFO ] [sig       ] Generating forecast for: SAIC
[2025-11-25T23:44:43.157193] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SAIC' from 'https://tdm.silogroup.org/data/derivative_storage/SAIC.csv'.
[2025-11-25T23:44:43.168463] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SAIC'.
[2025-11-25T23:44:43.168898] [INFO ] [FORECASTER] Starting predict_future for SAIC
[2025-11-25T23:44:43.169776] [DEBUG] [LOCAL     ] No optimal features file found for SAIC: ./output/feature-sets/SAIC.txt
[2025-11-25T23:44:43.169845] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:44:43.169924] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:44:43.169969] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:44:43.170038] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:44:43.229983] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:44:43.230835] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:44:43.230947] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:44:43.230997] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:44:43.323724] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:44:43.323928] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:44:43.323988] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:44:43.324024] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:44:43.328831] [DEBUG] [FORECASTER] SAIC: Forecast T+1@11:T+2@11: UP (p=88.66%)
[2025-11-25T23:44:43.329439] [INFO ] [FORECASTER] Completed predict_future for SAIC
[2025-11-25T23:44:43.329663] [INFO ] [sig       ] SAIC: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:44:43.476092] [INFO ] [LOCAL     ] Saved forecast: SAIC	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/SAIC.txt
[2025-11-25T23:44:43.476272] [INFO ] [sig       ] [2856/3639] Completed SAIC in 0.3s | 3.04 sym/s | Total: 15.7m | ETA: 4.3m
[2025-11-25T23:44:43.476341] [INFO ] [sig       ] [2857/3639] Forecasting SAM...
[2025-11-25T23:44:43.476386] [INFO ] [sig       ] Generating forecast for: SAM
[2025-11-25T23:44:43.476430] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SAM' from 'https://tdm.silogroup.org/data/derivative_storage/SAM.csv'.
[2025-11-25T23:44:43.487463] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SAM'.
[2025-11-25T23:44:43.487797] [INFO ] [FORECASTER] Starting predict_future for SAM
[2025-11-25T23:44:43.488624] [DEBUG] [LOCAL     ] No optimal features file found for SAM: ./output/feature-sets/SAM.txt
[2025-11-25T23:44:43.488720] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:44:43.488767] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:44:43.488806] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:44:43.488874] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:44:43.547621] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:44:43.548419] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:44:43.548517] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:44:43.548564] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:44:43.640460] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:44:43.640668] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:44:43.640723] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:44:43.640760] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:44:43.644260] [DEBUG] [FORECASTER] SAM: Forecast T+1@11:T+2@11: DOWN (p=4.56%)
[2025-11-25T23:44:43.644588] [INFO ] [FORECASTER] Completed predict_future for SAM
[2025-11-25T23:44:43.644776] [INFO ] [sig       ] SAM: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:44:43.788313] [INFO ] [LOCAL     ] Saved forecast: SAM	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/SAM.txt
[2025-11-25T23:44:43.788462] [INFO ] [sig       ] [2857/3639] Completed SAM in 0.3s | 3.04 sym/s | Total: 15.7m | ETA: 4.3m
[2025-11-25T23:44:43.788515] [INFO ] [sig       ] [2858/3639] Forecasting SAMG...
[2025-11-25T23:44:43.788559] [INFO ] [sig       ] Generating forecast for: SAMG
[2025-11-25T23:44:43.788602] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SAMG' from 'https://tdm.silogroup.org/data/derivative_storage/SAMG.csv'.
[2025-11-25T23:44:43.799093] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SAMG'.
[2025-11-25T23:44:43.799407] [INFO ] [FORECASTER] Starting predict_future for SAMG
[2025-11-25T23:44:43.800218] [DEBUG] [LOCAL     ] No optimal features file found for SAMG: ./output/feature-sets/SAMG.txt
[2025-11-25T23:44:43.800286] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:44:43.800332] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:44:43.800372] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:44:43.800440] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:44:43.858015] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:44:43.858681] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:44:43.858776] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:44:43.858823] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:44:43.960070] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:44:43.960248] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:44:43.960298] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:44:43.960334] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:44:43.963782] [DEBUG] [FORECASTER] SAMG: Forecast T+1@11:T+2@11: DOWN (p=32.04%)
[2025-11-25T23:44:43.964084] [INFO ] [FORECASTER] Completed predict_future for SAMG
[2025-11-25T23:44:43.964236] [INFO ] [sig       ] SAMG: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:44:44.107625] [INFO ] [LOCAL     ] Saved forecast: SAMG	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/SAMG.txt
[2025-11-25T23:44:44.107789] [INFO ] [sig       ] [2858/3639] Completed SAMG in 0.3s | 3.04 sym/s | Total: 15.7m | ETA: 4.3m
[2025-11-25T23:44:44.107844] [INFO ] [sig       ] [2859/3639] Forecasting SAN...
[2025-11-25T23:44:44.107888] [INFO ] [sig       ] Generating forecast for: SAN
[2025-11-25T23:44:44.107929] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SAN' from 'https://tdm.silogroup.org/data/derivative_storage/SAN.csv'.
[2025-11-25T23:44:44.118975] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SAN'.
[2025-11-25T23:44:44.119280] [INFO ] [FORECASTER] Starting predict_future for SAN
[2025-11-25T23:44:44.120094] [DEBUG] [LOCAL     ] No optimal features file found for SAN: ./output/feature-sets/SAN.txt
[2025-11-25T23:44:44.120163] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:44:44.120219] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:44:44.120282] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:44:44.120362] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:44:44.179050] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:44:44.179818] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:44:44.179915] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:44:44.179975] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:44:44.284043] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:44:44.284218] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:44:44.284268] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:44:44.284302] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:44:44.287696] [DEBUG] [FORECASTER] SAN: Forecast T+1@11:T+2@11: DOWN (p=5.12%)
[2025-11-25T23:44:44.288139] [INFO ] [FORECASTER] Completed predict_future for SAN
[2025-11-25T23:44:44.288379] [INFO ] [sig       ] SAN: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:44:44.429096] [INFO ] [LOCAL     ] Saved forecast: SAN	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/SAN.txt
[2025-11-25T23:44:44.429246] [INFO ] [sig       ] [2859/3639] Completed SAN in 0.3s | 3.04 sym/s | Total: 15.7m | ETA: 4.3m
[2025-11-25T23:44:44.429308] [INFO ] [sig       ] [2860/3639] Forecasting SANA...
[2025-11-25T23:44:44.429353] [INFO ] [sig       ] Generating forecast for: SANA
[2025-11-25T23:44:44.429394] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SANA' from 'https://tdm.silogroup.org/data/derivative_storage/SANA.csv'.
[2025-11-25T23:44:44.440337] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SANA'.
[2025-11-25T23:44:44.440634] [INFO ] [FORECASTER] Starting predict_future for SANA
[2025-11-25T23:44:44.441511] [DEBUG] [LOCAL     ] No optimal features file found for SANA: ./output/feature-sets/SANA.txt
[2025-11-25T23:44:44.441584] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:44:44.441632] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:44:44.441698] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:44:44.441769] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:44:44.499905] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:44:44.500515] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:44:44.500608] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:44:44.500675] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:44:44.595830] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:44:44.595944] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:44:44.595989] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:44:44.596025] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:44:44.599295] [DEBUG] [FORECASTER] SANA: Forecast T+1@11:T+2@11: UP (p=97.92%)
[2025-11-25T23:44:44.599580] [INFO ] [FORECASTER] Completed predict_future for SANA
[2025-11-25T23:44:44.599742] [INFO ] [sig       ] SANA: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:44:44.744065] [INFO ] [LOCAL     ] Saved forecast: SANA	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/SANA.txt
[2025-11-25T23:44:44.744241] [INFO ] [sig       ] [2860/3639] Completed SANA in 0.3s | 3.04 sym/s | Total: 15.7m | ETA: 4.3m
[2025-11-25T23:44:44.744305] [INFO ] [sig       ] [2861/3639] Forecasting SANM...
[2025-11-25T23:44:44.744353] [INFO ] [sig       ] Generating forecast for: SANM
[2025-11-25T23:44:44.744402] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SANM' from 'https://tdm.silogroup.org/data/derivative_storage/SANM.csv'.
[2025-11-25T23:44:44.756100] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SANM'.
[2025-11-25T23:44:44.756406] [INFO ] [FORECASTER] Starting predict_future for SANM
[2025-11-25T23:44:44.757268] [DEBUG] [LOCAL     ] No optimal features file found for SANM: ./output/feature-sets/SANM.txt
[2025-11-25T23:44:44.757341] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:44:44.757421] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:44:44.757469] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:44:44.757540] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:44:44.815081] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:44:44.815736] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:44:44.815836] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:44:44.815884] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:44:44.914146] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:44:44.914333] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:44:44.914381] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:44:44.914420] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:44:44.917918] [DEBUG] [FORECASTER] SANM: Forecast T+1@11:T+2@11: UP (p=70.89%)
[2025-11-25T23:44:44.918215] [INFO ] [FORECASTER] Completed predict_future for SANM
[2025-11-25T23:44:44.918388] [INFO ] [sig       ] SANM: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:44:45.063575] [INFO ] [LOCAL     ] Saved forecast: SANM	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/SANM.txt
[2025-11-25T23:44:45.063741] [INFO ] [sig       ] [2861/3639] Completed SANM in 0.3s | 3.04 sym/s | Total: 15.7m | ETA: 4.3m
[2025-11-25T23:44:45.063800] [INFO ] [sig       ] [2862/3639] Forecasting SAP...
[2025-11-25T23:44:45.063845] [INFO ] [sig       ] Generating forecast for: SAP
[2025-11-25T23:44:45.063887] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SAP' from 'https://tdm.silogroup.org/data/derivative_storage/SAP.csv'.
[2025-11-25T23:44:45.075222] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SAP'.
[2025-11-25T23:44:45.075545] [INFO ] [FORECASTER] Starting predict_future for SAP
[2025-11-25T23:44:45.076410] [DEBUG] [LOCAL     ] No optimal features file found for SAP: ./output/feature-sets/SAP.txt
[2025-11-25T23:44:45.076482] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:44:45.076531] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:44:45.076575] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:44:45.076668] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:44:45.134535] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:44:45.135188] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:44:45.135293] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:44:45.135344] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:44:45.256495] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:44:45.256713] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:44:45.256789] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:44:45.256839] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:44:45.260426] [DEBUG] [FORECASTER] SAP: Forecast T+1@11:T+2@11: DOWN (p=26.98%)
[2025-11-25T23:44:45.260776] [INFO ] [FORECASTER] Completed predict_future for SAP
[2025-11-25T23:44:45.260968] [INFO ] [sig       ] SAP: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:44:45.402584] [INFO ] [LOCAL     ] Saved forecast: SAP	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/SAP.txt
[2025-11-25T23:44:45.402749] [INFO ] [sig       ] [2862/3639] Completed SAP in 0.3s | 3.04 sym/s | Total: 15.7m | ETA: 4.3m
[2025-11-25T23:44:45.402807] [INFO ] [sig       ] [2863/3639] Forecasting SARK...
[2025-11-25T23:44:45.402850] [INFO ] [sig       ] Generating forecast for: SARK
[2025-11-25T23:44:45.402892] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SARK' from 'https://tdm.silogroup.org/data/derivative_storage/SARK.csv'.
[2025-11-25T23:44:45.414517] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SARK'.
[2025-11-25T23:44:45.414891] [INFO ] [FORECASTER] Starting predict_future for SARK
[2025-11-25T23:44:45.415770] [DEBUG] [LOCAL     ] No optimal features file found for SARK: ./output/feature-sets/SARK.txt
[2025-11-25T23:44:45.415838] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:44:45.415887] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:44:45.415929] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:44:45.415999] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:44:45.472812] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:44:45.473444] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:44:45.473542] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:44:45.473589] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:44:45.586362] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:44:45.586480] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:44:45.586521] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:44:45.586580] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:44:45.589877] [DEBUG] [FORECASTER] SARK: Forecast T+1@11:T+2@11: UP (p=73.59%)
[2025-11-25T23:44:45.590169] [INFO ] [FORECASTER] Completed predict_future for SARK
[2025-11-25T23:44:45.590321] [INFO ] [sig       ] SARK: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:44:45.730537] [INFO ] [LOCAL     ] Saved forecast: SARK	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/SARK.txt
[2025-11-25T23:44:45.730687] [INFO ] [sig       ] [2863/3639] Completed SARK in 0.3s | 3.04 sym/s | Total: 15.7m | ETA: 4.3m
[2025-11-25T23:44:45.730743] [INFO ] [sig       ] [2864/3639] Forecasting SATL...
[2025-11-25T23:44:45.730784] [INFO ] [sig       ] Generating forecast for: SATL
[2025-11-25T23:44:45.730825] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SATL' from 'https://tdm.silogroup.org/data/derivative_storage/SATL.csv'.
[2025-11-25T23:44:45.741556] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SATL'.
[2025-11-25T23:44:45.741856] [INFO ] [FORECASTER] Starting predict_future for SATL
[2025-11-25T23:44:45.742725] [DEBUG] [LOCAL     ] No optimal features file found for SATL: ./output/feature-sets/SATL.txt
[2025-11-25T23:44:45.742793] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:44:45.742851] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:44:45.742902] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:44:45.742988] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:44:45.800754] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:44:45.801408] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:44:45.801502] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:44:45.801560] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:44:45.906323] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:44:45.906429] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:44:45.906470] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:44:45.906504] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:44:45.909587] [DEBUG] [FORECASTER] SATL: Forecast T+1@11:T+2@11: DOWN (p=5.65%)
[2025-11-25T23:44:45.909884] [INFO ] [FORECASTER] Completed predict_future for SATL
[2025-11-25T23:44:45.910053] [INFO ] [sig       ] SATL: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:44:46.050164] [INFO ] [LOCAL     ] Saved forecast: SATL	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/SATL.txt
[2025-11-25T23:44:46.050298] [INFO ] [sig       ] [2864/3639] Completed SATL in 0.3s | 3.04 sym/s | Total: 15.7m | ETA: 4.2m
[2025-11-25T23:44:46.050353] [INFO ] [sig       ] [2865/3639] Forecasting SATS...
[2025-11-25T23:44:46.050398] [INFO ] [sig       ] Generating forecast for: SATS
[2025-11-25T23:44:46.050440] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SATS' from 'https://tdm.silogroup.org/data/derivative_storage/SATS.csv'.
[2025-11-25T23:44:46.060950] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SATS'.
[2025-11-25T23:44:46.061230] [INFO ] [FORECASTER] Starting predict_future for SATS
[2025-11-25T23:44:46.062080] [DEBUG] [LOCAL     ] No optimal features file found for SATS: ./output/feature-sets/SATS.txt
[2025-11-25T23:44:46.062149] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:44:46.062195] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:44:46.062236] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:44:46.062309] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:44:46.119764] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:44:46.120373] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:44:46.120484] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:44:46.120531] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:44:46.224004] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:44:46.224109] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:44:46.224150] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:44:46.224182] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:44:46.227510] [DEBUG] [FORECASTER] SATS: Forecast T+1@11:T+2@11: DOWN (p=21.02%)
[2025-11-25T23:44:46.227848] [INFO ] [FORECASTER] Completed predict_future for SATS
[2025-11-25T23:44:46.227992] [INFO ] [sig       ] SATS: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:44:46.370175] [INFO ] [LOCAL     ] Saved forecast: SATS	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/SATS.txt
[2025-11-25T23:44:46.370313] [INFO ] [sig       ] [2865/3639] Completed SATS in 0.3s | 3.04 sym/s | Total: 15.7m | ETA: 4.2m
[2025-11-25T23:44:46.370368] [INFO ] [sig       ] [2866/3639] Forecasting SAVA...
[2025-11-25T23:44:46.370409] [INFO ] [sig       ] Generating forecast for: SAVA
[2025-11-25T23:44:46.370450] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SAVA' from 'https://tdm.silogroup.org/data/derivative_storage/SAVA.csv'.
[2025-11-25T23:44:46.381316] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SAVA'.
[2025-11-25T23:44:46.381611] [INFO ] [FORECASTER] Starting predict_future for SAVA
[2025-11-25T23:44:46.382480] [DEBUG] [LOCAL     ] No optimal features file found for SAVA: ./output/feature-sets/SAVA.txt
[2025-11-25T23:44:46.382551] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:44:46.382597] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:44:46.382657] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:44:46.382733] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:44:46.440491] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:44:46.441138] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:44:46.441239] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:44:46.441294] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:44:46.542973] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:44:46.543084] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:44:46.543125] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:44:46.543160] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:44:46.546725] [DEBUG] [FORECASTER] SAVA: Forecast T+1@11:T+2@11: UP (p=70.99%)
[2025-11-25T23:44:46.547005] [INFO ] [FORECASTER] Completed predict_future for SAVA
[2025-11-25T23:44:46.547143] [INFO ] [sig       ] SAVA: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:44:46.688304] [INFO ] [LOCAL     ] Saved forecast: SAVA	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/SAVA.txt
[2025-11-25T23:44:46.688434] [INFO ] [sig       ] [2866/3639] Completed SAVA in 0.3s | 3.04 sym/s | Total: 15.7m | ETA: 4.2m
[2025-11-25T23:44:46.688487] [INFO ] [sig       ] [2867/3639] Forecasting SB...
[2025-11-25T23:44:46.688528] [INFO ] [sig       ] Generating forecast for: SB
[2025-11-25T23:44:46.688569] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SB' from 'https://tdm.silogroup.org/data/derivative_storage/SB.csv'.
[2025-11-25T23:44:46.700183] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SB'.
[2025-11-25T23:44:46.700495] [INFO ] [FORECASTER] Starting predict_future for SB
[2025-11-25T23:44:46.701408] [DEBUG] [LOCAL     ] No optimal features file found for SB: ./output/feature-sets/SB.txt
[2025-11-25T23:44:46.701486] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:44:46.701546] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:44:46.701618] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:44:46.701731] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:44:46.760786] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:44:46.761829] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:44:46.761930] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:44:46.761979] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:44:46.857793] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:44:46.857983] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:44:46.858029] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:44:46.858065] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:44:46.861550] [DEBUG] [FORECASTER] SB: Forecast T+1@11:T+2@11: UP (p=61.13%)
[2025-11-25T23:44:46.861900] [INFO ] [FORECASTER] Completed predict_future for SB
[2025-11-25T23:44:46.862068] [INFO ] [sig       ] SB: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:44:47.010002] [INFO ] [LOCAL     ] Saved forecast: SB	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/SB.txt
[2025-11-25T23:44:47.010254] [INFO ] [sig       ] [2867/3639] Completed SB in 0.3s | 3.04 sym/s | Total: 15.7m | ETA: 4.2m
[2025-11-25T23:44:47.010321] [INFO ] [sig       ] [2868/3639] Forecasting SBAC...
[2025-11-25T23:44:47.010367] [INFO ] [sig       ] Generating forecast for: SBAC
[2025-11-25T23:44:47.010415] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SBAC' from 'https://tdm.silogroup.org/data/derivative_storage/SBAC.csv'.
[2025-11-25T23:44:47.022933] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SBAC'.
[2025-11-25T23:44:47.023292] [INFO ] [FORECASTER] Starting predict_future for SBAC
[2025-11-25T23:44:47.024157] [DEBUG] [LOCAL     ] No optimal features file found for SBAC: ./output/feature-sets/SBAC.txt
[2025-11-25T23:44:47.024228] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:44:47.024273] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:44:47.024317] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:44:47.024387] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:44:47.081269] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:44:47.081924] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:44:47.082027] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:44:47.082072] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:44:47.190701] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:44:47.190810] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:44:47.190852] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:44:47.190884] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:44:47.194042] [DEBUG] [FORECASTER] SBAC: Forecast T+1@11:T+2@11: UP (p=95.34%)
[2025-11-25T23:44:47.194335] [INFO ] [FORECASTER] Completed predict_future for SBAC
[2025-11-25T23:44:47.194477] [INFO ] [sig       ] SBAC: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:44:47.336283] [INFO ] [LOCAL     ] Saved forecast: SBAC	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/SBAC.txt
[2025-11-25T23:44:47.336419] [INFO ] [sig       ] [2868/3639] Completed SBAC in 0.3s | 3.04 sym/s | Total: 15.7m | ETA: 4.2m
[2025-11-25T23:44:47.336471] [INFO ] [sig       ] [2869/3639] Forecasting SBCF...
[2025-11-25T23:44:47.336512] [INFO ] [sig       ] Generating forecast for: SBCF
[2025-11-25T23:44:47.336552] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SBCF' from 'https://tdm.silogroup.org/data/derivative_storage/SBCF.csv'.
[2025-11-25T23:44:47.347700] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SBCF'.
[2025-11-25T23:44:47.347985] [INFO ] [FORECASTER] Starting predict_future for SBCF
[2025-11-25T23:44:47.348833] [DEBUG] [LOCAL     ] No optimal features file found for SBCF: ./output/feature-sets/SBCF.txt
[2025-11-25T23:44:47.348902] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:44:47.348947] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:44:47.348988] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:44:47.349055] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:44:47.406464] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:44:47.407113] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:44:47.407205] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:44:47.407253] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:44:47.505556] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:44:47.505675] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:44:47.505723] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:44:47.505757] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:44:47.508849] [DEBUG] [FORECASTER] SBCF: Forecast T+1@11:T+2@11: DOWN (p=9.23%)
[2025-11-25T23:44:47.509133] [INFO ] [FORECASTER] Completed predict_future for SBCF
[2025-11-25T23:44:47.509277] [INFO ] [sig       ] SBCF: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:44:47.650868] [INFO ] [LOCAL     ] Saved forecast: SBCF	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/SBCF.txt
[2025-11-25T23:44:47.651000] [INFO ] [sig       ] [2869/3639] Completed SBCF in 0.3s | 3.04 sym/s | Total: 15.7m | ETA: 4.2m
[2025-11-25T23:44:47.651053] [INFO ] [sig       ] [2870/3639] Forecasting SBFM...
[2025-11-25T23:44:47.651095] [INFO ] [sig       ] Generating forecast for: SBFM
[2025-11-25T23:44:47.651135] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SBFM' from 'https://tdm.silogroup.org/data/derivative_storage/SBFM.csv'.
[2025-11-25T23:44:47.662770] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SBFM'.
[2025-11-25T23:44:47.663173] [INFO ] [FORECASTER] Starting predict_future for SBFM
[2025-11-25T23:44:47.664074] [DEBUG] [LOCAL     ] No optimal features file found for SBFM: ./output/feature-sets/SBFM.txt
[2025-11-25T23:44:47.664143] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:44:47.664188] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:44:47.664239] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:44:47.664330] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:44:47.724114] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:44:47.725061] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:44:47.725168] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:44:47.725224] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:44:47.822913] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:44:47.823125] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:44:47.823177] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:44:47.823214] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:44:47.826916] [DEBUG] [FORECASTER] SBFM: Forecast T+1@11:T+2@11: DOWN (p=36.42%)
[2025-11-25T23:44:47.827214] [INFO ] [FORECASTER] Completed predict_future for SBFM
[2025-11-25T23:44:47.827386] [INFO ] [sig       ] SBFM: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:44:47.969961] [INFO ] [LOCAL     ] Saved forecast: SBFM	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/SBFM.txt
[2025-11-25T23:44:47.970181] [INFO ] [sig       ] [2870/3639] Completed SBFM in 0.3s | 3.04 sym/s | Total: 15.7m | ETA: 4.2m
[2025-11-25T23:44:47.970240] [INFO ] [sig       ] [2871/3639] Forecasting SBGI...
[2025-11-25T23:44:47.970285] [INFO ] [sig       ] Generating forecast for: SBGI
[2025-11-25T23:44:47.970389] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SBGI' from 'https://tdm.silogroup.org/data/derivative_storage/SBGI.csv'.
[2025-11-25T23:44:47.981900] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SBGI'.
[2025-11-25T23:44:47.982309] [INFO ] [FORECASTER] Starting predict_future for SBGI
[2025-11-25T23:44:47.983181] [DEBUG] [LOCAL     ] No optimal features file found for SBGI: ./output/feature-sets/SBGI.txt
[2025-11-25T23:44:47.983252] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:44:47.983299] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:44:47.983341] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:44:47.983413] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:44:48.041565] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:44:48.042439] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:44:48.042543] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:44:48.042590] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:44:48.131852] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:44:48.132043] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:44:48.132089] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:44:48.132123] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:44:48.135606] [DEBUG] [FORECASTER] SBGI: Forecast T+1@11:T+2@11: DOWN (p=24.13%)
[2025-11-25T23:44:48.135924] [INFO ] [FORECASTER] Completed predict_future for SBGI
[2025-11-25T23:44:48.136063] [INFO ] [sig       ] SBGI: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:44:48.278956] [INFO ] [LOCAL     ] Saved forecast: SBGI	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/SBGI.txt
[2025-11-25T23:44:48.279148] [INFO ] [sig       ] [2871/3639] Completed SBGI in 0.3s | 3.04 sym/s | Total: 15.7m | ETA: 4.2m
[2025-11-25T23:44:48.279205] [INFO ] [sig       ] [2872/3639] Forecasting SBH...
[2025-11-25T23:44:48.279250] [INFO ] [sig       ] Generating forecast for: SBH
[2025-11-25T23:44:48.279302] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SBH' from 'https://tdm.silogroup.org/data/derivative_storage/SBH.csv'.
[2025-11-25T23:44:48.290230] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SBH'.
[2025-11-25T23:44:48.290582] [INFO ] [FORECASTER] Starting predict_future for SBH
[2025-11-25T23:44:48.291432] [DEBUG] [LOCAL     ] No optimal features file found for SBH: ./output/feature-sets/SBH.txt
[2025-11-25T23:44:48.291502] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:44:48.291547] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:44:48.291588] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:44:48.291674] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:44:48.349603] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:44:48.350289] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:44:48.350400] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:44:48.350453] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:44:48.440089] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:44:48.440259] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:44:48.440303] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:44:48.440338] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:44:48.443686] [DEBUG] [FORECASTER] SBH: Forecast T+1@11:T+2@11: DOWN (p=35.77%)
[2025-11-25T23:44:48.444014] [INFO ] [FORECASTER] Completed predict_future for SBH
[2025-11-25T23:44:48.444148] [INFO ] [sig       ] SBH: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:44:48.587417] [INFO ] [LOCAL     ] Saved forecast: SBH	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/SBH.txt
[2025-11-25T23:44:48.587588] [INFO ] [sig       ] [2872/3639] Completed SBH in 0.3s | 3.04 sym/s | Total: 15.7m | ETA: 4.2m
[2025-11-25T23:44:48.587661] [INFO ] [sig       ] [2873/3639] Forecasting SBI...
[2025-11-25T23:44:48.587712] [INFO ] [sig       ] Generating forecast for: SBI
[2025-11-25T23:44:48.587755] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SBI' from 'https://tdm.silogroup.org/data/derivative_storage/SBI.csv'.
[2025-11-25T23:44:48.598668] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SBI'.
[2025-11-25T23:44:48.599078] [INFO ] [FORECASTER] Starting predict_future for SBI
[2025-11-25T23:44:48.599936] [DEBUG] [LOCAL     ] No optimal features file found for SBI: ./output/feature-sets/SBI.txt
[2025-11-25T23:44:48.600006] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:44:48.600064] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:44:48.600115] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:44:48.600211] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:44:48.657829] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:44:48.658596] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:44:48.658720] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:44:48.658769] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:44:48.746591] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:44:48.746785] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:44:48.746830] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:44:48.746864] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:44:48.750222] [DEBUG] [FORECASTER] SBI: Forecast T+1@11:T+2@11: DOWN (p=1.49%)
[2025-11-25T23:44:48.750583] [INFO ] [FORECASTER] Completed predict_future for SBI
[2025-11-25T23:44:48.750747] [INFO ] [sig       ] SBI: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:44:48.893900] [INFO ] [LOCAL     ] Saved forecast: SBI	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/SBI.txt
[2025-11-25T23:44:48.894067] [INFO ] [sig       ] [2873/3639] Completed SBI in 0.3s | 3.04 sym/s | Total: 15.7m | ETA: 4.2m
[2025-11-25T23:44:48.894122] [INFO ] [sig       ] [2874/3639] Forecasting SBLK...
[2025-11-25T23:44:48.894165] [INFO ] [sig       ] Generating forecast for: SBLK
[2025-11-25T23:44:48.894206] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SBLK' from 'https://tdm.silogroup.org/data/derivative_storage/SBLK.csv'.
[2025-11-25T23:44:48.905893] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SBLK'.
[2025-11-25T23:44:48.906270] [INFO ] [FORECASTER] Starting predict_future for SBLK
[2025-11-25T23:44:48.907166] [DEBUG] [LOCAL     ] No optimal features file found for SBLK: ./output/feature-sets/SBLK.txt
[2025-11-25T23:44:48.907236] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:44:48.907284] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:44:48.907327] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:44:48.907421] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:44:48.966949] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:44:48.967734] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:44:48.967832] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:44:48.967880] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:44:49.060921] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:44:49.061112] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:44:49.061158] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:44:49.061217] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:44:49.064714] [DEBUG] [FORECASTER] SBLK: Forecast T+1@11:T+2@11: DOWN (p=12.24%)
[2025-11-25T23:44:49.065007] [INFO ] [FORECASTER] Completed predict_future for SBLK
[2025-11-25T23:44:49.065150] [INFO ] [sig       ] SBLK: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:44:49.208914] [INFO ] [LOCAL     ] Saved forecast: SBLK	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/SBLK.txt
[2025-11-25T23:44:49.209104] [INFO ] [sig       ] [2874/3639] Completed SBLK in 0.3s | 3.04 sym/s | Total: 15.7m | ETA: 4.2m
[2025-11-25T23:44:49.209159] [INFO ] [sig       ] [2875/3639] Forecasting SBRA...
[2025-11-25T23:44:49.209205] [INFO ] [sig       ] Generating forecast for: SBRA
[2025-11-25T23:44:49.209247] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SBRA' from 'https://tdm.silogroup.org/data/derivative_storage/SBRA.csv'.
[2025-11-25T23:44:49.220755] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SBRA'.
[2025-11-25T23:44:49.221154] [INFO ] [FORECASTER] Starting predict_future for SBRA
[2025-11-25T23:44:49.222162] [DEBUG] [LOCAL     ] No optimal features file found for SBRA: ./output/feature-sets/SBRA.txt
[2025-11-25T23:44:49.222247] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:44:49.222319] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:44:49.222390] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:44:49.222497] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:44:49.282122] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:44:49.283218] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:44:49.283351] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:44:49.283425] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:44:49.381153] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:44:49.381342] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:44:49.381389] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:44:49.381424] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:44:49.384866] [DEBUG] [FORECASTER] SBRA: Forecast T+1@11:T+2@11: DOWN (p=34.74%)
[2025-11-25T23:44:49.385184] [INFO ] [FORECASTER] Completed predict_future for SBRA
[2025-11-25T23:44:49.385335] [INFO ] [sig       ] SBRA: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:44:49.531971] [INFO ] [LOCAL     ] Saved forecast: SBRA	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/SBRA.txt
[2025-11-25T23:44:49.532155] [INFO ] [sig       ] [2875/3639] Completed SBRA in 0.3s | 3.04 sym/s | Total: 15.8m | ETA: 4.2m
[2025-11-25T23:44:49.532210] [INFO ] [sig       ] [2876/3639] Forecasting SBS...
[2025-11-25T23:44:49.532256] [INFO ] [sig       ] Generating forecast for: SBS
[2025-11-25T23:44:49.532299] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SBS' from 'https://tdm.silogroup.org/data/derivative_storage/SBS.csv'.
[2025-11-25T23:44:49.543569] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SBS'.
[2025-11-25T23:44:49.543904] [INFO ] [FORECASTER] Starting predict_future for SBS
[2025-11-25T23:44:49.544767] [DEBUG] [LOCAL     ] No optimal features file found for SBS: ./output/feature-sets/SBS.txt
[2025-11-25T23:44:49.544838] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:44:49.544886] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:44:49.544927] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:44:49.544997] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:44:49.606617] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:44:49.607417] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:44:49.607517] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:44:49.607565] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:44:49.709147] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:44:49.709340] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:44:49.709397] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:44:49.709440] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:44:49.712936] [DEBUG] [FORECASTER] SBS: Forecast T+1@11:T+2@11: DOWN (p=19.96%)
[2025-11-25T23:44:49.713261] [INFO ] [FORECASTER] Completed predict_future for SBS
[2025-11-25T23:44:49.713420] [INFO ] [sig       ] SBS: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:44:49.858173] [INFO ] [LOCAL     ] Saved forecast: SBS	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/SBS.txt
[2025-11-25T23:44:49.858330] [INFO ] [sig       ] [2876/3639] Completed SBS in 0.3s | 3.04 sym/s | Total: 15.8m | ETA: 4.2m
[2025-11-25T23:44:49.858385] [INFO ] [sig       ] [2877/3639] Forecasting SBSI...
[2025-11-25T23:44:49.858429] [INFO ] [sig       ] Generating forecast for: SBSI
[2025-11-25T23:44:49.858474] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SBSI' from 'https://tdm.silogroup.org/data/derivative_storage/SBSI.csv'.
[2025-11-25T23:44:49.869184] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SBSI'.
[2025-11-25T23:44:49.869530] [INFO ] [FORECASTER] Starting predict_future for SBSI
[2025-11-25T23:44:49.870358] [DEBUG] [LOCAL     ] No optimal features file found for SBSI: ./output/feature-sets/SBSI.txt
[2025-11-25T23:44:49.870429] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:44:49.870476] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:44:49.870517] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:44:49.870588] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:44:49.930554] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:44:49.931416] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:44:49.931518] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:44:49.931567] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:44:50.026870] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:44:50.027020] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:44:50.027065] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:44:50.027100] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:44:50.030503] [DEBUG] [FORECASTER] SBSI: Forecast T+1@11:T+2@11: UP (p=73.43%)
[2025-11-25T23:44:50.030802] [INFO ] [FORECASTER] Completed predict_future for SBSI
[2025-11-25T23:44:50.030943] [INFO ] [sig       ] SBSI: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:44:50.177958] [INFO ] [LOCAL     ] Saved forecast: SBSI	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/SBSI.txt
[2025-11-25T23:44:50.178160] [INFO ] [sig       ] [2877/3639] Completed SBSI in 0.3s | 3.04 sym/s | Total: 15.8m | ETA: 4.2m
[2025-11-25T23:44:50.178216] [INFO ] [sig       ] [2878/3639] Forecasting SBUX...
[2025-11-25T23:44:50.178260] [INFO ] [sig       ] Generating forecast for: SBUX
[2025-11-25T23:44:50.178301] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SBUX' from 'https://tdm.silogroup.org/data/derivative_storage/SBUX.csv'.
[2025-11-25T23:44:50.193425] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SBUX'.
[2025-11-25T23:44:50.193989] [INFO ] [FORECASTER] Starting predict_future for SBUX
[2025-11-25T23:44:50.195162] [DEBUG] [LOCAL     ] No optimal features file found for SBUX: ./output/feature-sets/SBUX.txt
[2025-11-25T23:44:50.195248] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:44:50.195310] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:44:50.195370] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:44:50.195509] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:44:50.264115] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:44:50.265048] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:44:50.265155] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:44:50.265203] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:44:50.373564] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:44:50.373745] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:44:50.373797] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:44:50.373832] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:44:50.377297] [DEBUG] [FORECASTER] SBUX: Forecast T+1@11:T+2@11: DOWN (p=6.96%)
[2025-11-25T23:44:50.378161] [INFO ] [FORECASTER] Completed predict_future for SBUX
[2025-11-25T23:44:50.378507] [INFO ] [sig       ] SBUX: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:44:50.521264] [INFO ] [LOCAL     ] Saved forecast: SBUX	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/SBUX.txt
[2025-11-25T23:44:50.521428] [INFO ] [sig       ] [2878/3639] Completed SBUX in 0.3s | 3.04 sym/s | Total: 15.8m | ETA: 4.2m
[2025-11-25T23:44:50.521484] [INFO ] [sig       ] [2879/3639] Forecasting SCD...
[2025-11-25T23:44:50.521530] [INFO ] [sig       ] Generating forecast for: SCD
[2025-11-25T23:44:50.521570] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SCD' from 'https://tdm.silogroup.org/data/derivative_storage/SCD.csv'.
[2025-11-25T23:44:50.533090] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SCD'.
[2025-11-25T23:44:50.533411] [INFO ] [FORECASTER] Starting predict_future for SCD
[2025-11-25T23:44:50.534248] [DEBUG] [LOCAL     ] No optimal features file found for SCD: ./output/feature-sets/SCD.txt
[2025-11-25T23:44:50.534317] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:44:50.534364] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:44:50.534405] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:44:50.534476] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:44:50.592614] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:44:50.593501] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:44:50.593600] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:44:50.593666] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:44:50.698120] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:44:50.698315] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:44:50.698363] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:44:50.698398] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:44:50.701979] [DEBUG] [FORECASTER] SCD: Forecast T+1@11:T+2@11: UP (p=80.45%)
[2025-11-25T23:44:50.702309] [INFO ] [FORECASTER] Completed predict_future for SCD
[2025-11-25T23:44:50.702468] [INFO ] [sig       ] SCD: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:44:50.846352] [INFO ] [LOCAL     ] Saved forecast: SCD	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/SCD.txt
[2025-11-25T23:44:50.846546] [INFO ] [sig       ] [2879/3639] Completed SCD in 0.3s | 3.04 sym/s | Total: 15.8m | ETA: 4.2m
[2025-11-25T23:44:50.846602] [INFO ] [sig       ] [2880/3639] Forecasting SCHL...
[2025-11-25T23:44:50.846669] [INFO ] [sig       ] Generating forecast for: SCHL
[2025-11-25T23:44:50.846708] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SCHL' from 'https://tdm.silogroup.org/data/derivative_storage/SCHL.csv'.
[2025-11-25T23:44:50.857662] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SCHL'.
[2025-11-25T23:44:50.858097] [INFO ] [FORECASTER] Starting predict_future for SCHL
[2025-11-25T23:44:50.858936] [DEBUG] [LOCAL     ] No optimal features file found for SCHL: ./output/feature-sets/SCHL.txt
[2025-11-25T23:44:50.859025] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:44:50.859071] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:44:50.859112] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:44:50.859181] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:44:50.918924] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:44:50.920024] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:44:50.920167] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:44:50.920231] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:44:51.028316] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:44:51.028543] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:44:51.028601] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:44:51.028675] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:44:51.033960] [DEBUG] [FORECASTER] SCHL: Forecast T+1@11:T+2@11: DOWN (p=13.29%)
[2025-11-25T23:44:51.034612] [INFO ] [FORECASTER] Completed predict_future for SCHL
[2025-11-25T23:44:51.034995] [INFO ] [sig       ] SCHL: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:44:51.190829] [INFO ] [LOCAL     ] Saved forecast: SCHL	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/SCHL.txt
[2025-11-25T23:44:51.191021] [INFO ] [sig       ] [2880/3639] Completed SCHL in 0.3s | 3.04 sym/s | Total: 15.8m | ETA: 4.2m
[2025-11-25T23:44:51.191176] [INFO ] [sig       ] [2881/3639] Forecasting SCI...
[2025-11-25T23:44:51.191227] [INFO ] [sig       ] Generating forecast for: SCI
[2025-11-25T23:44:51.191270] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SCI' from 'https://tdm.silogroup.org/data/derivative_storage/SCI.csv'.
[2025-11-25T23:44:51.202595] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SCI'.
[2025-11-25T23:44:51.203059] [INFO ] [FORECASTER] Starting predict_future for SCI
[2025-11-25T23:44:51.203905] [DEBUG] [LOCAL     ] No optimal features file found for SCI: ./output/feature-sets/SCI.txt
[2025-11-25T23:44:51.203977] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:44:51.204025] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:44:51.204100] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:44:51.204225] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:44:51.264131] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:44:51.265083] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:44:51.265186] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:44:51.265251] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:44:51.369525] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:44:51.369725] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:44:51.369787] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:44:51.369834] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:44:51.373358] [DEBUG] [FORECASTER] SCI: Forecast T+1@11:T+2@11: UP (p=75.24%)
[2025-11-25T23:44:51.373696] [INFO ] [FORECASTER] Completed predict_future for SCI
[2025-11-25T23:44:51.373853] [INFO ] [sig       ] SCI: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:44:51.533830] [INFO ] [LOCAL     ] Saved forecast: SCI	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/SCI.txt
[2025-11-25T23:44:51.533994] [INFO ] [sig       ] [2881/3639] Completed SCI in 0.3s | 3.04 sym/s | Total: 15.8m | ETA: 4.2m
[2025-11-25T23:44:51.534049] [INFO ] [sig       ] [2882/3639] Forecasting SCL...
[2025-11-25T23:44:51.534093] [INFO ] [sig       ] Generating forecast for: SCL
[2025-11-25T23:44:51.534135] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SCL' from 'https://tdm.silogroup.org/data/derivative_storage/SCL.csv'.
[2025-11-25T23:44:51.545582] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SCL'.
[2025-11-25T23:44:51.546031] [INFO ] [FORECASTER] Starting predict_future for SCL
[2025-11-25T23:44:51.546937] [DEBUG] [LOCAL     ] No optimal features file found for SCL: ./output/feature-sets/SCL.txt
[2025-11-25T23:44:51.547011] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:44:51.547061] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:44:51.547104] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:44:51.547178] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:44:51.608892] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:44:51.609770] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:44:51.609872] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:44:51.609923] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:44:51.717657] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:44:51.717854] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:44:51.717899] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:44:51.717934] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:44:51.721444] [DEBUG] [FORECASTER] SCL: Forecast T+1@11:T+2@11: DOWN (p=7.13%)
[2025-11-25T23:44:51.721760] [INFO ] [FORECASTER] Completed predict_future for SCL
[2025-11-25T23:44:51.721911] [INFO ] [sig       ] SCL: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:44:51.907741] [INFO ] [LOCAL     ] Saved forecast: SCL	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/SCL.txt
[2025-11-25T23:44:51.907901] [INFO ] [sig       ] [2882/3639] Completed SCL in 0.4s | 3.04 sym/s | Total: 15.8m | ETA: 4.1m
[2025-11-25T23:44:51.907955] [INFO ] [sig       ] [2883/3639] Forecasting SCLX...
[2025-11-25T23:44:51.907999] [INFO ] [sig       ] Generating forecast for: SCLX
[2025-11-25T23:44:51.908040] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SCLX' from 'https://tdm.silogroup.org/data/derivative_storage/SCLX.csv'.
[2025-11-25T23:44:51.919377] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SCLX'.
[2025-11-25T23:44:51.919699] [INFO ] [FORECASTER] Starting predict_future for SCLX
[2025-11-25T23:44:51.920519] [DEBUG] [LOCAL     ] No optimal features file found for SCLX: ./output/feature-sets/SCLX.txt
[2025-11-25T23:44:51.920589] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:44:51.920662] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:44:51.920715] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:44:51.920803] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:44:51.977904] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:44:51.978575] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:44:51.978691] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:44:51.978755] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:44:52.085539] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:44:52.085703] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:44:52.085753] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:44:52.085788] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:44:52.089143] [DEBUG] [FORECASTER] SCLX: Forecast T+1@11:T+2@11: UP (p=58.64%)
[2025-11-25T23:44:52.089428] [INFO ] [FORECASTER] Completed predict_future for SCLX
[2025-11-25T23:44:52.089571] [INFO ] [sig       ] SCLX: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:44:52.230842] [INFO ] [LOCAL     ] Saved forecast: SCLX	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/SCLX.txt
[2025-11-25T23:44:52.231014] [INFO ] [sig       ] [2883/3639] Completed SCLX in 0.3s | 3.04 sym/s | Total: 15.8m | ETA: 4.1m
[2025-11-25T23:44:52.231070] [INFO ] [sig       ] [2884/3639] Forecasting SCM...
[2025-11-25T23:44:52.231115] [INFO ] [sig       ] Generating forecast for: SCM
[2025-11-25T23:44:52.231158] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SCM' from 'https://tdm.silogroup.org/data/derivative_storage/SCM.csv'.
[2025-11-25T23:44:52.242475] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SCM'.
[2025-11-25T23:44:52.242830] [INFO ] [FORECASTER] Starting predict_future for SCM
[2025-11-25T23:44:52.243623] [DEBUG] [LOCAL     ] No optimal features file found for SCM: ./output/feature-sets/SCM.txt
[2025-11-25T23:44:52.243721] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:44:52.243769] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:44:52.243811] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:44:52.243880] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:44:52.304733] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:44:52.305530] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:44:52.305629] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:44:52.305697] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:44:52.407318] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:44:52.407539] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:44:52.407587] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:44:52.407623] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:44:52.411240] [DEBUG] [FORECASTER] SCM: Forecast T+1@11:T+2@11: UP (p=98.42%)
[2025-11-25T23:44:52.411772] [INFO ] [FORECASTER] Completed predict_future for SCM
[2025-11-25T23:44:52.412005] [INFO ] [sig       ] SCM: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:44:52.555735] [INFO ] [LOCAL     ] Saved forecast: SCM	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/SCM.txt
[2025-11-25T23:44:52.555898] [INFO ] [sig       ] [2884/3639] Completed SCM in 0.3s | 3.04 sym/s | Total: 15.8m | ETA: 4.1m
[2025-11-25T23:44:52.555952] [INFO ] [sig       ] [2885/3639] Forecasting SCS...
[2025-11-25T23:44:52.555996] [INFO ] [sig       ] Generating forecast for: SCS
[2025-11-25T23:44:52.556036] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SCS' from 'https://tdm.silogroup.org/data/derivative_storage/SCS.csv'.
[2025-11-25T23:44:52.568777] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SCS'.
[2025-11-25T23:44:52.569308] [INFO ] [FORECASTER] Starting predict_future for SCS
[2025-11-25T23:44:52.570190] [DEBUG] [LOCAL     ] No optimal features file found for SCS: ./output/feature-sets/SCS.txt
[2025-11-25T23:44:52.570262] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:44:52.570310] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:44:52.570351] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:44:52.570423] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:44:52.629294] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:44:52.630248] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:44:52.630352] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:44:52.630400] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:44:52.743721] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:44:52.743968] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:44:52.744026] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:44:52.744072] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:44:52.747673] [DEBUG] [FORECASTER] SCS: Forecast T+1@11:T+2@11: DOWN (p=25.13%)
[2025-11-25T23:44:52.748032] [INFO ] [FORECASTER] Completed predict_future for SCS
[2025-11-25T23:44:52.748210] [INFO ] [sig       ] SCS: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:44:52.895979] [INFO ] [LOCAL     ] Saved forecast: SCS	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/SCS.txt
[2025-11-25T23:44:52.896184] [INFO ] [sig       ] [2885/3639] Completed SCS in 0.3s | 3.04 sym/s | Total: 15.8m | ETA: 4.1m
[2025-11-25T23:44:52.896243] [INFO ] [sig       ] [2886/3639] Forecasting SCSC...
[2025-11-25T23:44:52.896288] [INFO ] [sig       ] Generating forecast for: SCSC
[2025-11-25T23:44:52.896332] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SCSC' from 'https://tdm.silogroup.org/data/derivative_storage/SCSC.csv'.
[2025-11-25T23:44:52.908215] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SCSC'.
[2025-11-25T23:44:52.908694] [INFO ] [FORECASTER] Starting predict_future for SCSC
[2025-11-25T23:44:52.909548] [DEBUG] [LOCAL     ] No optimal features file found for SCSC: ./output/feature-sets/SCSC.txt
[2025-11-25T23:44:52.909621] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:44:52.909693] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:44:52.909736] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:44:52.909810] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:44:52.970413] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:44:52.971315] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:44:52.971427] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:44:52.971484] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:44:53.090091] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:44:53.090301] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:44:53.090349] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:44:53.090384] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:44:53.093829] [DEBUG] [FORECASTER] SCSC: Forecast T+1@11:T+2@11: UP (p=54.65%)
[2025-11-25T23:44:53.094124] [INFO ] [FORECASTER] Completed predict_future for SCSC
[2025-11-25T23:44:53.094266] [INFO ] [sig       ] SCSC: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:44:53.246088] [INFO ] [LOCAL     ] Saved forecast: SCSC	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/SCSC.txt
[2025-11-25T23:44:53.246268] [INFO ] [sig       ] [2886/3639] Completed SCSC in 0.3s | 3.04 sym/s | Total: 15.8m | ETA: 4.1m
[2025-11-25T23:44:53.246325] [INFO ] [sig       ] [2887/3639] Forecasting SCVL...
[2025-11-25T23:44:53.246371] [INFO ] [sig       ] Generating forecast for: SCVL
[2025-11-25T23:44:53.246412] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SCVL' from 'https://tdm.silogroup.org/data/derivative_storage/SCVL.csv'.
[2025-11-25T23:44:53.258557] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SCVL'.
[2025-11-25T23:44:53.258857] [INFO ] [FORECASTER] Starting predict_future for SCVL
[2025-11-25T23:44:53.259708] [DEBUG] [LOCAL     ] No optimal features file found for SCVL: ./output/feature-sets/SCVL.txt
[2025-11-25T23:44:53.259774] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:44:53.259820] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:44:53.259859] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:44:53.259928] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:44:53.317401] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:44:53.318061] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:44:53.318154] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:44:53.318201] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:44:53.423487] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:44:53.423678] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:44:53.423752] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:44:53.423789] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:44:53.427173] [DEBUG] [FORECASTER] SCVL: Forecast T+1@11:T+2@11: UP (p=50.31%)
[2025-11-25T23:44:53.427490] [INFO ] [FORECASTER] Completed predict_future for SCVL
[2025-11-25T23:44:53.427635] [INFO ] [sig       ] SCVL: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:44:53.574056] [INFO ] [LOCAL     ] Saved forecast: SCVL	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/SCVL.txt
[2025-11-25T23:44:53.574283] [INFO ] [sig       ] [2887/3639] Completed SCVL in 0.3s | 3.04 sym/s | Total: 15.8m | ETA: 4.1m
[2025-11-25T23:44:53.574341] [INFO ] [sig       ] [2888/3639] Forecasting SCZ...
[2025-11-25T23:44:53.574385] [INFO ] [sig       ] Generating forecast for: SCZ
[2025-11-25T23:44:53.574428] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SCZ' from 'https://tdm.silogroup.org/data/derivative_storage/SCZ.csv'.
[2025-11-25T23:44:53.585838] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SCZ'.
[2025-11-25T23:44:53.586262] [INFO ] [FORECASTER] Starting predict_future for SCZ
[2025-11-25T23:44:53.587126] [DEBUG] [LOCAL     ] No optimal features file found for SCZ: ./output/feature-sets/SCZ.txt
[2025-11-25T23:44:53.587196] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:44:53.587243] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:44:53.587285] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:44:53.587371] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:44:53.645368] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:44:53.646191] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:44:53.646293] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:44:53.646340] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:44:53.749384] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:44:53.749576] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:44:53.749621] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:44:53.749678] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:44:53.753073] [DEBUG] [FORECASTER] SCZ: Forecast T+1@11:T+2@11: UP (p=95.49%)
[2025-11-25T23:44:53.753364] [INFO ] [FORECASTER] Completed predict_future for SCZ
[2025-11-25T23:44:53.753517] [INFO ] [sig       ] SCZ: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:44:53.895018] [INFO ] [LOCAL     ] Saved forecast: SCZ	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/SCZ.txt
[2025-11-25T23:44:53.895152] [INFO ] [sig       ] [2888/3639] Completed SCZ in 0.3s | 3.04 sym/s | Total: 15.8m | ETA: 4.1m
[2025-11-25T23:44:53.895205] [INFO ] [sig       ] [2889/3639] Forecasting SD...
[2025-11-25T23:44:53.895249] [INFO ] [sig       ] Generating forecast for: SD
[2025-11-25T23:44:53.895290] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SD' from 'https://tdm.silogroup.org/data/derivative_storage/SD.csv'.
[2025-11-25T23:44:53.905883] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SD'.
[2025-11-25T23:44:53.906191] [INFO ] [FORECASTER] Starting predict_future for SD
[2025-11-25T23:44:53.907006] [DEBUG] [LOCAL     ] No optimal features file found for SD: ./output/feature-sets/SD.txt
[2025-11-25T23:44:53.907076] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:44:53.907121] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:44:53.907162] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:44:53.907229] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:44:53.965064] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:44:53.965762] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:44:53.965855] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:44:53.965904] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:44:54.056360] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:44:54.056533] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:44:54.056578] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:44:54.056612] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:44:54.059956] [DEBUG] [FORECASTER] SD: Forecast T+1@11:T+2@11: UP (p=69.11%)
[2025-11-25T23:44:54.060245] [INFO ] [FORECASTER] Completed predict_future for SD
[2025-11-25T23:44:54.060384] [INFO ] [sig       ] SD: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:44:54.203743] [INFO ] [LOCAL     ] Saved forecast: SD	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/SD.txt
[2025-11-25T23:44:54.203883] [INFO ] [sig       ] [2889/3639] Completed SD in 0.3s | 3.04 sym/s | Total: 15.8m | ETA: 4.1m
[2025-11-25T23:44:54.203980] [INFO ] [sig       ] [2890/3639] Forecasting SDA...
[2025-11-25T23:44:54.204019] [INFO ] [sig       ] Generating forecast for: SDA
[2025-11-25T23:44:54.204058] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SDA' from 'https://tdm.silogroup.org/data/derivative_storage/SDA.csv'.
[2025-11-25T23:44:54.214898] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SDA'.
[2025-11-25T23:44:54.215207] [INFO ] [FORECASTER] Starting predict_future for SDA
[2025-11-25T23:44:54.216087] [DEBUG] [LOCAL     ] No optimal features file found for SDA: ./output/feature-sets/SDA.txt
[2025-11-25T23:44:54.216157] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:44:54.216212] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:44:54.216260] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:44:54.216343] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:44:54.274978] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:44:54.275867] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:44:54.275968] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:44:54.276027] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:44:54.357140] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:44:54.357309] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:44:54.357375] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:44:54.357417] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:44:54.360882] [DEBUG] [FORECASTER] SDA: Forecast T+1@11:T+2@11: DOWN (p=16.80%)
[2025-11-25T23:44:54.361195] [INFO ] [FORECASTER] Completed predict_future for SDA
[2025-11-25T23:44:54.361337] [INFO ] [sig       ] SDA: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:44:54.507115] [INFO ] [LOCAL     ] Saved forecast: SDA	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/SDA.txt
[2025-11-25T23:44:54.507300] [INFO ] [sig       ] [2890/3639] Completed SDA in 0.3s | 3.04 sym/s | Total: 15.8m | ETA: 4.1m
[2025-11-25T23:44:54.507376] [INFO ] [sig       ] [2891/3639] Forecasting SDHY...
[2025-11-25T23:44:54.507452] [INFO ] [sig       ] Generating forecast for: SDHY
[2025-11-25T23:44:54.507521] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SDHY' from 'https://tdm.silogroup.org/data/derivative_storage/SDHY.csv'.
[2025-11-25T23:44:54.518774] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SDHY'.
[2025-11-25T23:44:54.519110] [INFO ] [FORECASTER] Starting predict_future for SDHY
[2025-11-25T23:44:54.519968] [DEBUG] [LOCAL     ] No optimal features file found for SDHY: ./output/feature-sets/SDHY.txt
[2025-11-25T23:44:54.520040] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:44:54.520116] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:44:54.520170] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:44:54.520257] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:44:54.579258] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:44:54.580000] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:44:54.580112] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:44:54.580172] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:44:54.669813] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:44:54.669993] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:44:54.670039] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:44:54.670072] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:44:54.673572] [DEBUG] [FORECASTER] SDHY: Forecast T+1@11:T+2@11: DOWN (p=34.35%)
[2025-11-25T23:44:54.673937] [INFO ] [FORECASTER] Completed predict_future for SDHY
[2025-11-25T23:44:54.674092] [INFO ] [sig       ] SDHY: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:44:54.818248] [INFO ] [LOCAL     ] Saved forecast: SDHY	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/SDHY.txt
[2025-11-25T23:44:54.818422] [INFO ] [sig       ] [2891/3639] Completed SDHY in 0.3s | 3.04 sym/s | Total: 15.8m | ETA: 4.1m
[2025-11-25T23:44:54.818483] [INFO ] [sig       ] [2892/3639] Forecasting SDRL...
[2025-11-25T23:44:54.818528] [INFO ] [sig       ] Generating forecast for: SDRL
[2025-11-25T23:44:54.818571] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SDRL' from 'https://tdm.silogroup.org/data/derivative_storage/SDRL.csv'.
[2025-11-25T23:44:54.829385] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SDRL'.
[2025-11-25T23:44:54.829769] [INFO ] [FORECASTER] Starting predict_future for SDRL
[2025-11-25T23:44:54.830573] [DEBUG] [LOCAL     ] No optimal features file found for SDRL: ./output/feature-sets/SDRL.txt
[2025-11-25T23:44:54.830666] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:44:54.830717] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:44:54.830760] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:44:54.830832] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:44:54.888789] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:44:54.889513] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:44:54.889610] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:44:54.889678] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:44:55.001705] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:44:55.001883] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:44:55.001928] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:44:55.001963] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:44:55.005350] [DEBUG] [FORECASTER] SDRL: Forecast T+1@11:T+2@11: UP (p=74.04%)
[2025-11-25T23:44:55.005671] [INFO ] [FORECASTER] Completed predict_future for SDRL
[2025-11-25T23:44:55.005930] [INFO ] [sig       ] SDRL: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:44:55.148729] [INFO ] [LOCAL     ] Saved forecast: SDRL	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/SDRL.txt
[2025-11-25T23:44:55.148897] [INFO ] [sig       ] [2892/3639] Completed SDRL in 0.3s | 3.04 sym/s | Total: 15.8m | ETA: 4.1m
[2025-11-25T23:44:55.148956] [INFO ] [sig       ] [2893/3639] Forecasting SDVY...
[2025-11-25T23:44:55.149003] [INFO ] [sig       ] Generating forecast for: SDVY
[2025-11-25T23:44:55.149072] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SDVY' from 'https://tdm.silogroup.org/data/derivative_storage/SDVY.csv'.
[2025-11-25T23:44:55.160158] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SDVY'.
[2025-11-25T23:44:55.160509] [INFO ] [FORECASTER] Starting predict_future for SDVY
[2025-11-25T23:44:55.161348] [DEBUG] [LOCAL     ] No optimal features file found for SDVY: ./output/feature-sets/SDVY.txt
[2025-11-25T23:44:55.161423] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:44:55.161469] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:44:55.161509] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:44:55.161581] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:44:55.219875] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:44:55.220516] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:44:55.220611] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:44:55.220692] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:44:55.323956] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:44:55.324102] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:44:55.324151] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:44:55.324186] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:44:55.327483] [DEBUG] [FORECASTER] SDVY: Forecast T+1@11:T+2@11: DOWN (p=4.44%)
[2025-11-25T23:44:55.327944] [INFO ] [FORECASTER] Completed predict_future for SDVY
[2025-11-25T23:44:55.328140] [INFO ] [sig       ] SDVY: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:44:55.470762] [INFO ] [LOCAL     ] Saved forecast: SDVY	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/SDVY.txt
[2025-11-25T23:44:55.470953] [INFO ] [sig       ] [2893/3639] Completed SDVY in 0.3s | 3.04 sym/s | Total: 15.9m | ETA: 4.1m
[2025-11-25T23:44:55.471007] [INFO ] [sig       ] [2894/3639] Forecasting SE...
[2025-11-25T23:44:55.471051] [INFO ] [sig       ] Generating forecast for: SE
[2025-11-25T23:44:55.471142] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SE' from 'https://tdm.silogroup.org/data/derivative_storage/SE.csv'.
[2025-11-25T23:44:55.482723] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SE'.
[2025-11-25T23:44:55.483158] [INFO ] [FORECASTER] Starting predict_future for SE
[2025-11-25T23:44:55.484012] [DEBUG] [LOCAL     ] No optimal features file found for SE: ./output/feature-sets/SE.txt
[2025-11-25T23:44:55.484082] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:44:55.484138] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:44:55.484187] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:44:55.484272] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:44:55.541693] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:44:55.542440] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:44:55.542544] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:44:55.542602] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:44:55.655530] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:44:55.655720] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:44:55.655804] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:44:55.655861] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:44:55.659462] [DEBUG] [FORECASTER] SE: Forecast T+1@11:T+2@11: UP (p=79.96%)
[2025-11-25T23:44:55.659827] [INFO ] [FORECASTER] Completed predict_future for SE
[2025-11-25T23:44:55.660000] [INFO ] [sig       ] SE: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:44:55.807975] [INFO ] [LOCAL     ] Saved forecast: SE	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/SE.txt
[2025-11-25T23:44:55.808163] [INFO ] [sig       ] [2894/3639] Completed SE in 0.3s | 3.04 sym/s | Total: 15.9m | ETA: 4.1m
[2025-11-25T23:44:55.808225] [INFO ] [sig       ] [2895/3639] Forecasting SEDG...
[2025-11-25T23:44:55.808284] [INFO ] [sig       ] Generating forecast for: SEDG
[2025-11-25T23:44:55.808333] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SEDG' from 'https://tdm.silogroup.org/data/derivative_storage/SEDG.csv'.
[2025-11-25T23:44:55.820042] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SEDG'.
[2025-11-25T23:44:55.820385] [INFO ] [FORECASTER] Starting predict_future for SEDG
[2025-11-25T23:44:55.821253] [DEBUG] [LOCAL     ] No optimal features file found for SEDG: ./output/feature-sets/SEDG.txt
[2025-11-25T23:44:55.821325] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:44:55.821372] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:44:55.821415] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:44:55.821492] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:44:55.880697] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:44:55.881465] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:44:55.881571] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:44:55.881621] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:44:55.975188] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:44:55.975372] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:44:55.975421] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:44:55.975457] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:44:55.979083] [DEBUG] [FORECASTER] SEDG: Forecast T+1@11:T+2@11: DOWN (p=9.02%)
[2025-11-25T23:44:55.979382] [INFO ] [FORECASTER] Completed predict_future for SEDG
[2025-11-25T23:44:55.979523] [INFO ] [sig       ] SEDG: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:44:56.121107] [INFO ] [LOCAL     ] Saved forecast: SEDG	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/SEDG.txt
[2025-11-25T23:44:56.121289] [INFO ] [sig       ] [2895/3639] Completed SEDG in 0.3s | 3.04 sym/s | Total: 15.9m | ETA: 4.1m
[2025-11-25T23:44:56.121349] [INFO ] [sig       ] [2896/3639] Forecasting SEE...
[2025-11-25T23:44:56.121395] [INFO ] [sig       ] Generating forecast for: SEE
[2025-11-25T23:44:56.121431] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SEE' from 'https://tdm.silogroup.org/data/derivative_storage/SEE.csv'.
[2025-11-25T23:44:56.132091] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SEE'.
[2025-11-25T23:44:56.132423] [INFO ] [FORECASTER] Starting predict_future for SEE
[2025-11-25T23:44:56.133250] [DEBUG] [LOCAL     ] No optimal features file found for SEE: ./output/feature-sets/SEE.txt
[2025-11-25T23:44:56.133321] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:44:56.133377] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:44:56.133426] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:44:56.133511] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:44:56.192164] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:44:56.193110] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:44:56.193223] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:44:56.193274] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:44:56.288550] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:44:56.288759] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:44:56.288810] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:44:56.288847] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:44:56.292340] [DEBUG] [FORECASTER] SEE: Forecast T+1@11:T+2@11: UP (p=88.98%)
[2025-11-25T23:44:56.292659] [INFO ] [FORECASTER] Completed predict_future for SEE
[2025-11-25T23:44:56.292870] [INFO ] [sig       ] SEE: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:44:56.436257] [INFO ] [LOCAL     ] Saved forecast: SEE	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/SEE.txt
[2025-11-25T23:44:56.436424] [INFO ] [sig       ] [2896/3639] Completed SEE in 0.3s | 3.04 sym/s | Total: 15.9m | ETA: 4.1m
[2025-11-25T23:44:56.436480] [INFO ] [sig       ] [2897/3639] Forecasting SEIC...
[2025-11-25T23:44:56.436526] [INFO ] [sig       ] Generating forecast for: SEIC
[2025-11-25T23:44:56.436570] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SEIC' from 'https://tdm.silogroup.org/data/derivative_storage/SEIC.csv'.
[2025-11-25T23:44:56.447192] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SEIC'.
[2025-11-25T23:44:56.447505] [INFO ] [FORECASTER] Starting predict_future for SEIC
[2025-11-25T23:44:56.448326] [DEBUG] [LOCAL     ] No optimal features file found for SEIC: ./output/feature-sets/SEIC.txt
[2025-11-25T23:44:56.448397] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:44:56.448445] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:44:56.448487] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:44:56.448560] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:44:56.507191] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:44:56.508062] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:44:56.508168] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:44:56.508219] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:44:56.622262] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:44:56.622454] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:44:56.622501] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:44:56.622537] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:44:56.626271] [DEBUG] [FORECASTER] SEIC: Forecast T+1@11:T+2@11: DOWN (p=47.24%)
[2025-11-25T23:44:56.626609] [INFO ] [FORECASTER] Completed predict_future for SEIC
[2025-11-25T23:44:56.626805] [INFO ] [sig       ] SEIC: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:44:56.774392] [INFO ] [LOCAL     ] Saved forecast: SEIC	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/SEIC.txt
[2025-11-25T23:44:56.774599] [INFO ] [sig       ] [2897/3639] Completed SEIC in 0.3s | 3.04 sym/s | Total: 15.9m | ETA: 4.1m
[2025-11-25T23:44:56.774679] [INFO ] [sig       ] [2898/3639] Forecasting SELF...
[2025-11-25T23:44:56.774726] [INFO ] [sig       ] Generating forecast for: SELF
[2025-11-25T23:44:56.774767] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SELF' from 'https://tdm.silogroup.org/data/derivative_storage/SELF.csv'.
[2025-11-25T23:44:56.786604] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SELF'.
[2025-11-25T23:44:56.787125] [INFO ] [FORECASTER] Starting predict_future for SELF
[2025-11-25T23:44:56.788060] [DEBUG] [LOCAL     ] No optimal features file found for SELF: ./output/feature-sets/SELF.txt
[2025-11-25T23:44:56.788132] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:44:56.788179] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:44:56.788222] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:44:56.788293] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:44:56.849181] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:44:56.850166] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:44:56.850272] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:44:56.850317] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:44:56.939002] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:44:56.939184] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:44:56.939232] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:44:56.939322] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:44:56.943009] [DEBUG] [FORECASTER] SELF: Forecast T+1@11:T+2@11: UP (p=67.30%)
[2025-11-25T23:44:56.943351] [INFO ] [FORECASTER] Completed predict_future for SELF
[2025-11-25T23:44:56.943503] [INFO ] [sig       ] SELF: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:44:57.090168] [INFO ] [LOCAL     ] Saved forecast: SELF	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/SELF.txt
[2025-11-25T23:44:57.090372] [INFO ] [sig       ] [2898/3639] Completed SELF in 0.3s | 3.04 sym/s | Total: 15.9m | ETA: 4.1m
[2025-11-25T23:44:57.090452] [INFO ] [sig       ] [2899/3639] Forecasting SEM...
[2025-11-25T23:44:57.090521] [INFO ] [sig       ] Generating forecast for: SEM
[2025-11-25T23:44:57.090596] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SEM' from 'https://tdm.silogroup.org/data/derivative_storage/SEM.csv'.
[2025-11-25T23:44:57.102896] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SEM'.
[2025-11-25T23:44:57.103238] [INFO ] [FORECASTER] Starting predict_future for SEM
[2025-11-25T23:44:57.104102] [DEBUG] [LOCAL     ] No optimal features file found for SEM: ./output/feature-sets/SEM.txt
[2025-11-25T23:44:57.104181] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:44:57.104232] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:44:57.104276] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:44:57.104347] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:44:57.165427] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:44:57.166398] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:44:57.166517] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:44:57.166567] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:44:57.274788] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:44:57.274987] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:44:57.275034] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:44:57.275069] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:44:57.278736] [DEBUG] [FORECASTER] SEM: Forecast T+1@11:T+2@11: DOWN (p=10.94%)
[2025-11-25T23:44:57.279101] [INFO ] [FORECASTER] Completed predict_future for SEM
[2025-11-25T23:44:57.279272] [INFO ] [sig       ] SEM: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:44:57.425993] [INFO ] [LOCAL     ] Saved forecast: SEM	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/SEM.txt
[2025-11-25T23:44:57.426190] [INFO ] [sig       ] [2899/3639] Completed SEM in 0.3s | 3.04 sym/s | Total: 15.9m | ETA: 4.1m
[2025-11-25T23:44:57.426248] [INFO ] [sig       ] [2900/3639] Forecasting SENEA...
[2025-11-25T23:44:57.426294] [INFO ] [sig       ] Generating forecast for: SENEA
[2025-11-25T23:44:57.426345] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SENEA' from 'https://tdm.silogroup.org/data/derivative_storage/SENEA.csv'.
[2025-11-25T23:44:57.437684] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SENEA'.
[2025-11-25T23:44:57.438055] [INFO ] [FORECASTER] Starting predict_future for SENEA
[2025-11-25T23:44:57.438914] [DEBUG] [LOCAL     ] No optimal features file found for SENEA: ./output/feature-sets/SENEA.txt
[2025-11-25T23:44:57.438986] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:44:57.439035] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:44:57.439079] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:44:57.439150] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:44:57.499720] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:44:57.500718] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:44:57.500821] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:44:57.500911] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:44:57.595596] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:44:57.595814] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:44:57.595870] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:44:57.595917] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:44:57.600147] [DEBUG] [FORECASTER] SENEA: Forecast T+1@11:T+2@11: DOWN (p=33.02%)
[2025-11-25T23:44:57.600581] [INFO ] [FORECASTER] Completed predict_future for SENEA
[2025-11-25T23:44:57.600803] [INFO ] [sig       ] SENEA: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:44:57.749151] [INFO ] [LOCAL     ] Saved forecast: SENEA	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/SENEA.txt
[2025-11-25T23:44:57.749325] [INFO ] [sig       ] [2900/3639] Completed SENEA in 0.3s | 3.04 sym/s | Total: 15.9m | ETA: 4.0m
[2025-11-25T23:44:57.749379] [INFO ] [sig       ] [2901/3639] Forecasting SENS...
[2025-11-25T23:44:57.749423] [INFO ] [sig       ] Generating forecast for: SENS
[2025-11-25T23:44:57.749464] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SENS' from 'https://tdm.silogroup.org/data/derivative_storage/SENS.csv'.
[2025-11-25T23:44:57.761576] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SENS'.
[2025-11-25T23:44:57.761925] [INFO ] [FORECASTER] Starting predict_future for SENS
[2025-11-25T23:44:57.762798] [DEBUG] [LOCAL     ] No optimal features file found for SENS: ./output/feature-sets/SENS.txt
[2025-11-25T23:44:57.762866] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:44:57.762923] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:44:57.762973] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:44:57.763058] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:44:57.821346] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:44:57.821994] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:44:57.822093] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:44:57.822150] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:44:57.917330] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:44:57.917497] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:44:57.917542] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:44:57.917577] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:44:57.920864] [DEBUG] [FORECASTER] SENS: Forecast T+1@11:T+2@11: UP (p=83.26%)
[2025-11-25T23:44:57.921148] [INFO ] [FORECASTER] Completed predict_future for SENS
[2025-11-25T23:44:57.921287] [INFO ] [sig       ] SENS: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:44:58.067911] [INFO ] [LOCAL     ] Saved forecast: SENS	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/SENS.txt
[2025-11-25T23:44:58.068105] [INFO ] [sig       ] [2901/3639] Completed SENS in 0.3s | 3.04 sym/s | Total: 15.9m | ETA: 4.0m
[2025-11-25T23:44:58.068162] [INFO ] [sig       ] [2902/3639] Forecasting SERA...
[2025-11-25T23:44:58.068206] [INFO ] [sig       ] Generating forecast for: SERA
[2025-11-25T23:44:58.068247] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SERA' from 'https://tdm.silogroup.org/data/derivative_storage/SERA.csv'.
[2025-11-25T23:44:58.083283] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SERA'.
[2025-11-25T23:44:58.083851] [INFO ] [FORECASTER] Starting predict_future for SERA
[2025-11-25T23:44:58.085106] [DEBUG] [LOCAL     ] No optimal features file found for SERA: ./output/feature-sets/SERA.txt
[2025-11-25T23:44:58.085198] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:44:58.085272] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:44:58.085375] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:44:58.085556] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:44:58.155353] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:44:58.156369] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:44:58.156486] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:44:58.156552] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:44:58.284234] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:44:58.284433] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:44:58.284481] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:44:58.284516] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:44:58.288117] [DEBUG] [FORECASTER] SERA: Forecast T+1@11:T+2@11: DOWN (p=15.29%)
[2025-11-25T23:44:58.288431] [INFO ] [FORECASTER] Completed predict_future for SERA
[2025-11-25T23:44:58.288586] [INFO ] [sig       ] SERA: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:44:58.457243] [INFO ] [LOCAL     ] Saved forecast: SERA	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/SERA.txt
[2025-11-25T23:44:58.457529] [INFO ] [sig       ] [2902/3639] Completed SERA in 0.4s | 3.04 sym/s | Total: 15.9m | ETA: 4.0m
[2025-11-25T23:44:58.457607] [INFO ] [sig       ] [2903/3639] Forecasting SES...
[2025-11-25T23:44:58.457688] [INFO ] [sig       ] Generating forecast for: SES
[2025-11-25T23:44:58.457740] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SES' from 'https://tdm.silogroup.org/data/derivative_storage/SES.csv'.
[2025-11-25T23:44:58.472098] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SES'.
[2025-11-25T23:44:58.472628] [INFO ] [FORECASTER] Starting predict_future for SES
[2025-11-25T23:44:58.473804] [DEBUG] [LOCAL     ] No optimal features file found for SES: ./output/feature-sets/SES.txt
[2025-11-25T23:44:58.473898] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:44:58.473960] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:44:58.474008] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:44:58.474103] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:44:58.549343] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:44:58.550412] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:44:58.550533] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:44:58.550583] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:44:58.655832] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:44:58.656066] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:44:58.656131] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:44:58.656178] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:44:58.660961] [DEBUG] [FORECASTER] SES: Forecast T+1@11:T+2@11: DOWN (p=1.10%)
[2025-11-25T23:44:58.661450] [INFO ] [FORECASTER] Completed predict_future for SES
[2025-11-25T23:44:58.661686] [INFO ] [sig       ] SES: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:44:58.840434] [INFO ] [LOCAL     ] Saved forecast: SES	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/SES.txt
[2025-11-25T23:44:58.840737] [INFO ] [sig       ] [2903/3639] Completed SES in 0.4s | 3.04 sym/s | Total: 15.9m | ETA: 4.0m
[2025-11-25T23:44:58.840815] [INFO ] [sig       ] [2904/3639] Forecasting SEVN...
[2025-11-25T23:44:58.840877] [INFO ] [sig       ] Generating forecast for: SEVN
[2025-11-25T23:44:58.840933] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SEVN' from 'https://tdm.silogroup.org/data/derivative_storage/SEVN.csv'.
[2025-11-25T23:44:58.855004] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SEVN'.
[2025-11-25T23:44:58.855528] [INFO ] [FORECASTER] Starting predict_future for SEVN
[2025-11-25T23:44:58.856578] [DEBUG] [LOCAL     ] No optimal features file found for SEVN: ./output/feature-sets/SEVN.txt
[2025-11-25T23:44:58.856693] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:44:58.856745] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:44:58.856787] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:44:58.856884] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:44:58.920404] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:44:58.921690] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:44:58.921832] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:44:58.921920] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:44:59.030678] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:44:59.030848] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:44:59.030895] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:44:59.030931] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:44:59.034632] [DEBUG] [FORECASTER] SEVN: Forecast T+1@11:T+2@11: DOWN (p=29.91%)
[2025-11-25T23:44:59.034979] [INFO ] [FORECASTER] Completed predict_future for SEVN
[2025-11-25T23:44:59.035127] [INFO ] [sig       ] SEVN: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:44:59.187095] [INFO ] [LOCAL     ] Saved forecast: SEVN	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/SEVN.txt
[2025-11-25T23:44:59.187310] [INFO ] [sig       ] [2904/3639] Completed SEVN in 0.3s | 3.04 sym/s | Total: 15.9m | ETA: 4.0m
[2025-11-25T23:44:59.187395] [INFO ] [sig       ] [2905/3639] Forecasting SEZL...
[2025-11-25T23:44:59.187443] [INFO ] [sig       ] Generating forecast for: SEZL
[2025-11-25T23:44:59.187486] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SEZL' from 'https://tdm.silogroup.org/data/derivative_storage/SEZL.csv'.
[2025-11-25T23:44:59.199550] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SEZL'.
[2025-11-25T23:44:59.200013] [INFO ] [FORECASTER] Starting predict_future for SEZL
[2025-11-25T23:44:59.200986] [DEBUG] [LOCAL     ] No optimal features file found for SEZL: ./output/feature-sets/SEZL.txt
[2025-11-25T23:44:59.201060] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:44:59.201117] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:44:59.201164] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:44:59.201236] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:44:59.266714] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:44:59.267790] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:44:59.267906] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:44:59.267970] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:44:59.365938] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:44:59.366142] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:44:59.366203] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:44:59.366259] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:44:59.370297] [DEBUG] [FORECASTER] SEZL: Forecast T+1@11:T+2@11: UP (p=56.26%)
[2025-11-25T23:44:59.370680] [INFO ] [FORECASTER] Completed predict_future for SEZL
[2025-11-25T23:44:59.370848] [INFO ] [sig       ] SEZL: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:44:59.526771] [INFO ] [LOCAL     ] Saved forecast: SEZL	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/SEZL.txt
[2025-11-25T23:44:59.526998] [INFO ] [sig       ] [2905/3639] Completed SEZL in 0.3s | 3.04 sym/s | Total: 15.9m | ETA: 4.0m
[2025-11-25T23:44:59.527091] [INFO ] [sig       ] [2906/3639] Forecasting SF...
[2025-11-25T23:44:59.527148] [INFO ] [sig       ] Generating forecast for: SF
[2025-11-25T23:44:59.527217] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SF' from 'https://tdm.silogroup.org/data/derivative_storage/SF.csv'.
[2025-11-25T23:44:59.539889] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SF'.
[2025-11-25T23:44:59.540338] [INFO ] [FORECASTER] Starting predict_future for SF
[2025-11-25T23:44:59.541222] [DEBUG] [LOCAL     ] No optimal features file found for SF: ./output/feature-sets/SF.txt
[2025-11-25T23:44:59.541312] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:44:59.541379] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:44:59.541441] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:44:59.541543] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:44:59.599508] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:44:59.600404] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:44:59.600504] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:44:59.600554] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:44:59.706977] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:44:59.707117] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:44:59.707162] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:44:59.707197] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:44:59.710531] [DEBUG] [FORECASTER] SF: Forecast T+1@11:T+2@11: DOWN (p=17.50%)
[2025-11-25T23:44:59.710877] [INFO ] [FORECASTER] Completed predict_future for SF
[2025-11-25T23:44:59.711050] [INFO ] [sig       ] SF: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:44:59.853910] [INFO ] [LOCAL     ] Saved forecast: SF	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/SF.txt
[2025-11-25T23:44:59.854052] [INFO ] [sig       ] [2906/3639] Completed SF in 0.3s | 3.04 sym/s | Total: 15.9m | ETA: 4.0m
[2025-11-25T23:44:59.854109] [INFO ] [sig       ] [2907/3639] Forecasting SFB...
[2025-11-25T23:44:59.854154] [INFO ] [sig       ] Generating forecast for: SFB
[2025-11-25T23:44:59.854197] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SFB' from 'https://tdm.silogroup.org/data/derivative_storage/SFB.csv'.
[2025-11-25T23:44:59.863528] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SFB'.
[2025-11-25T23:44:59.863894] [INFO ] [FORECASTER] Starting predict_future for SFB
[2025-11-25T23:44:59.864726] [DEBUG] [LOCAL     ] No optimal features file found for SFB: ./output/feature-sets/SFB.txt
[2025-11-25T23:44:59.864794] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:44:59.864840] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:44:59.864881] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:44:59.864949] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:44:59.924279] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:44:59.924968] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:44:59.925065] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:44:59.925112] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:45:00.021886] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:45:00.021996] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:45:00.022038] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:45:00.022072] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:45:00.025320] [DEBUG] [FORECASTER] SFB: Forecast T+1@11:T+2@11: DOWN (p=20.95%)
[2025-11-25T23:45:00.025600] [INFO ] [FORECASTER] Completed predict_future for SFB
[2025-11-25T23:45:00.025770] [INFO ] [sig       ] SFB: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:45:00.171403] [INFO ] [LOCAL     ] Saved forecast: SFB	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/SFB.txt
[2025-11-25T23:45:00.171556] [INFO ] [sig       ] [2907/3639] Completed SFB in 0.3s | 3.04 sym/s | Total: 15.9m | ETA: 4.0m
[2025-11-25T23:45:00.172551] [INFO ] [sig       ] [2908/3639] Forecasting SFBS...
[2025-11-25T23:45:00.172610] [INFO ] [sig       ] Generating forecast for: SFBS
[2025-11-25T23:45:00.172676] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SFBS' from 'https://tdm.silogroup.org/data/derivative_storage/SFBS.csv'.
[2025-11-25T23:45:00.183743] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SFBS'.
[2025-11-25T23:45:00.184016] [INFO ] [FORECASTER] Starting predict_future for SFBS
[2025-11-25T23:45:00.184824] [DEBUG] [LOCAL     ] No optimal features file found for SFBS: ./output/feature-sets/SFBS.txt
[2025-11-25T23:45:00.184896] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:45:00.184946] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:45:00.184990] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:45:00.185063] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:45:00.241937] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:45:00.242601] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:45:00.242722] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:45:00.242769] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:45:01.030927] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:45:01.031101] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:45:01.031158] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:45:01.031204] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:45:01.034625] [DEBUG] [FORECASTER] SFBS: Forecast T+1@11:T+2@11: UP (p=74.48%)
[2025-11-25T23:45:01.034951] [INFO ] [FORECASTER] Completed predict_future for SFBS
[2025-11-25T23:45:01.035107] [INFO ] [sig       ] SFBS: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:45:01.176218] [INFO ] [LOCAL     ] Saved forecast: SFBS	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/SFBS.txt
[2025-11-25T23:45:01.176449] [INFO ] [sig       ] [2908/3639] Completed SFBS in 1.0s | 3.04 sym/s | Total: 15.9m | ETA: 4.0m
[2025-11-25T23:45:01.176512] [INFO ] [sig       ] [2909/3639] Forecasting SFIX...
[2025-11-25T23:45:01.176556] [INFO ] [sig       ] Generating forecast for: SFIX
[2025-11-25T23:45:01.176593] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SFIX' from 'https://tdm.silogroup.org/data/derivative_storage/SFIX.csv'.
[2025-11-25T23:45:01.188762] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SFIX'.
[2025-11-25T23:45:01.189243] [INFO ] [FORECASTER] Starting predict_future for SFIX
[2025-11-25T23:45:01.190178] [DEBUG] [LOCAL     ] No optimal features file found for SFIX: ./output/feature-sets/SFIX.txt
[2025-11-25T23:45:01.190251] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:45:01.190299] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:45:01.190339] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:45:01.190407] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:45:01.250172] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:45:01.251107] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:45:01.251206] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:45:01.251262] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:45:01.353433] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:45:01.353630] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:45:01.353709] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:45:01.353750] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:45:01.357324] [DEBUG] [FORECASTER] SFIX: Forecast T+1@11:T+2@11: UP (p=99.69%)
[2025-11-25T23:45:01.357676] [INFO ] [FORECASTER] Completed predict_future for SFIX
[2025-11-25T23:45:01.357870] [INFO ] [sig       ] SFIX: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:45:01.501766] [INFO ] [LOCAL     ] Saved forecast: SFIX	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/SFIX.txt
[2025-11-25T23:45:01.501957] [INFO ] [sig       ] [2909/3639] Completed SFIX in 0.3s | 3.04 sym/s | Total: 16.0m | ETA: 4.0m
[2025-11-25T23:45:01.502061] [INFO ] [sig       ] [2910/3639] Forecasting SFL...
[2025-11-25T23:45:01.502168] [INFO ] [sig       ] Generating forecast for: SFL
[2025-11-25T23:45:01.502215] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SFL' from 'https://tdm.silogroup.org/data/derivative_storage/SFL.csv'.
[2025-11-25T23:45:01.513543] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SFL'.
[2025-11-25T23:45:01.514073] [INFO ] [FORECASTER] Starting predict_future for SFL
[2025-11-25T23:45:01.514924] [DEBUG] [LOCAL     ] No optimal features file found for SFL: ./output/feature-sets/SFL.txt
[2025-11-25T23:45:01.514999] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:45:01.515051] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:45:01.515095] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:45:01.515166] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:45:01.573879] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:45:01.574730] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:45:01.574833] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:45:01.574882] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:45:01.709000] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:45:01.709192] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:45:01.709240] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:45:01.709283] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:45:01.712950] [DEBUG] [FORECASTER] SFL: Forecast T+1@11:T+2@11: UP (p=78.67%)
[2025-11-25T23:45:01.713254] [INFO ] [FORECASTER] Completed predict_future for SFL
[2025-11-25T23:45:01.713415] [INFO ] [sig       ] SFL: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:45:01.865333] [INFO ] [LOCAL     ] Saved forecast: SFL	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/SFL.txt
[2025-11-25T23:45:01.865500] [INFO ] [sig       ] [2910/3639] Completed SFL in 0.4s | 3.04 sym/s | Total: 16.0m | ETA: 4.0m
[2025-11-25T23:45:01.865557] [INFO ] [sig       ] [2911/3639] Forecasting SFLO...
[2025-11-25T23:45:01.865609] [INFO ] [sig       ] Generating forecast for: SFLO
[2025-11-25T23:45:01.865713] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SFLO' from 'https://tdm.silogroup.org/data/derivative_storage/SFLO.csv'.
[2025-11-25T23:45:01.876265] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SFLO'.
[2025-11-25T23:45:01.876586] [INFO ] [FORECASTER] Starting predict_future for SFLO
[2025-11-25T23:45:01.877451] [DEBUG] [LOCAL     ] No optimal features file found for SFLO: ./output/feature-sets/SFLO.txt
[2025-11-25T23:45:01.877520] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:45:01.877577] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:45:01.877628] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:45:01.877736] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:45:01.934326] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:45:01.935061] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:45:01.935157] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:45:01.935204] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:45:02.035984] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:45:02.036222] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:45:02.036278] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:45:02.036314] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:45:02.040284] [DEBUG] [FORECASTER] SFLO: Forecast T+1@11:T+2@11: UP (p=84.42%)
[2025-11-25T23:45:02.040636] [INFO ] [FORECASTER] Completed predict_future for SFLO
[2025-11-25T23:45:02.040821] [INFO ] [sig       ] SFLO: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:45:02.188301] [INFO ] [LOCAL     ] Saved forecast: SFLO	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/SFLO.txt
[2025-11-25T23:45:02.188502] [INFO ] [sig       ] [2911/3639] Completed SFLO in 0.3s | 3.04 sym/s | Total: 16.0m | ETA: 4.0m
[2025-11-25T23:45:02.188565] [INFO ] [sig       ] [2912/3639] Forecasting SFM...
[2025-11-25T23:45:02.188610] [INFO ] [sig       ] Generating forecast for: SFM
[2025-11-25T23:45:02.188673] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SFM' from 'https://tdm.silogroup.org/data/derivative_storage/SFM.csv'.
[2025-11-25T23:45:02.200025] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SFM'.
[2025-11-25T23:45:02.200393] [INFO ] [FORECASTER] Starting predict_future for SFM
[2025-11-25T23:45:02.201255] [DEBUG] [LOCAL     ] No optimal features file found for SFM: ./output/feature-sets/SFM.txt
[2025-11-25T23:45:02.201336] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:45:02.201386] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:45:02.201427] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:45:02.201498] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:45:02.261923] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:45:02.262784] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:45:02.262886] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:45:02.262933] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:45:02.358873] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:45:02.359065] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:45:02.359111] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:45:02.359147] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:45:02.362662] [DEBUG] [FORECASTER] SFM: Forecast T+1@11:T+2@11: DOWN (p=7.81%)
[2025-11-25T23:45:02.362963] [INFO ] [FORECASTER] Completed predict_future for SFM
[2025-11-25T23:45:02.363102] [INFO ] [sig       ] SFM: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:45:02.508758] [INFO ] [LOCAL     ] Saved forecast: SFM	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/SFM.txt
[2025-11-25T23:45:02.508938] [INFO ] [sig       ] [2912/3639] Completed SFM in 0.3s | 3.04 sym/s | Total: 16.0m | ETA: 4.0m
[2025-11-25T23:45:02.508994] [INFO ] [sig       ] [2913/3639] Forecasting SFNC...
[2025-11-25T23:45:02.509041] [INFO ] [sig       ] Generating forecast for: SFNC
[2025-11-25T23:45:02.509086] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SFNC' from 'https://tdm.silogroup.org/data/derivative_storage/SFNC.csv'.
[2025-11-25T23:45:02.520304] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SFNC'.
[2025-11-25T23:45:02.520660] [INFO ] [FORECASTER] Starting predict_future for SFNC
[2025-11-25T23:45:02.521508] [DEBUG] [LOCAL     ] No optimal features file found for SFNC: ./output/feature-sets/SFNC.txt
[2025-11-25T23:45:02.521580] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:45:02.521637] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:45:02.521709] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:45:02.521797] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:45:02.584672] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:45:02.585639] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:45:02.585794] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:45:02.585856] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:45:02.681719] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:45:02.681913] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:45:02.681960] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:45:02.681996] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:45:02.685500] [DEBUG] [FORECASTER] SFNC: Forecast T+1@11:T+2@11: UP (p=60.81%)
[2025-11-25T23:45:02.686006] [INFO ] [FORECASTER] Completed predict_future for SFNC
[2025-11-25T23:45:02.686221] [INFO ] [sig       ] SFNC: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:45:02.832261] [INFO ] [LOCAL     ] Saved forecast: SFNC	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/SFNC.txt
[2025-11-25T23:45:02.832404] [INFO ] [sig       ] [2913/3639] Completed SFNC in 0.3s | 3.04 sym/s | Total: 16.0m | ETA: 4.0m
[2025-11-25T23:45:02.832457] [INFO ] [sig       ] [2914/3639] Forecasting SG...
[2025-11-25T23:45:02.832500] [INFO ] [sig       ] Generating forecast for: SG
[2025-11-25T23:45:02.832542] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SG' from 'https://tdm.silogroup.org/data/derivative_storage/SG.csv'.
[2025-11-25T23:45:02.844378] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SG'.
[2025-11-25T23:45:02.844761] [INFO ] [FORECASTER] Starting predict_future for SG
[2025-11-25T23:45:02.845589] [DEBUG] [LOCAL     ] No optimal features file found for SG: ./output/feature-sets/SG.txt
[2025-11-25T23:45:02.845678] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:45:02.845727] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:45:02.845768] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:45:02.845837] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:45:02.904056] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:45:02.904743] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:45:02.904844] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:45:02.904891] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:45:03.002914] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:45:03.003110] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:45:03.003157] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:45:03.003192] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:45:03.006667] [DEBUG] [FORECASTER] SG: Forecast T+1@11:T+2@11: DOWN (p=6.87%)
[2025-11-25T23:45:03.006960] [INFO ] [FORECASTER] Completed predict_future for SG
[2025-11-25T23:45:03.007111] [INFO ] [sig       ] SG: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:45:03.147768] [INFO ] [LOCAL     ] Saved forecast: SG	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/SG.txt
[2025-11-25T23:45:03.147930] [INFO ] [sig       ] [2914/3639] Completed SG in 0.3s | 3.04 sym/s | Total: 16.0m | ETA: 4.0m
[2025-11-25T23:45:03.147986] [INFO ] [sig       ] [2915/3639] Forecasting SGBX...
[2025-11-25T23:45:03.148030] [INFO ] [sig       ] Generating forecast for: SGBX
[2025-11-25T23:45:03.148074] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SGBX' from 'https://tdm.silogroup.org/data/derivative_storage/SGBX.csv'.
[2025-11-25T23:45:03.159188] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SGBX'.
[2025-11-25T23:45:03.159486] [INFO ] [FORECASTER] Starting predict_future for SGBX
[2025-11-25T23:45:03.160328] [DEBUG] [LOCAL     ] No optimal features file found for SGBX: ./output/feature-sets/SGBX.txt
[2025-11-25T23:45:03.160414] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:45:03.160473] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:45:03.160523] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:45:03.160609] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:45:03.218126] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:45:03.218850] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:45:03.218948] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:45:03.218997] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:45:03.337507] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:45:03.337730] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:45:03.337812] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:45:03.337861] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:45:03.341533] [DEBUG] [FORECASTER] SGBX: Forecast T+1@11:T+2@11: UP (p=98.54%)
[2025-11-25T23:45:03.341875] [INFO ] [FORECASTER] Completed predict_future for SGBX
[2025-11-25T23:45:03.342062] [INFO ] [sig       ] SGBX: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:45:03.481978] [INFO ] [LOCAL     ] Saved forecast: SGBX	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/SGBX.txt
[2025-11-25T23:45:03.482120] [INFO ] [sig       ] [2915/3639] Completed SGBX in 0.3s | 3.04 sym/s | Total: 16.0m | ETA: 4.0m
[2025-11-25T23:45:03.482174] [INFO ] [sig       ] [2916/3639] Forecasting SGC...
[2025-11-25T23:45:03.482218] [INFO ] [sig       ] Generating forecast for: SGC
[2025-11-25T23:45:03.482260] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SGC' from 'https://tdm.silogroup.org/data/derivative_storage/SGC.csv'.
[2025-11-25T23:45:03.493946] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SGC'.
[2025-11-25T23:45:03.494322] [INFO ] [FORECASTER] Starting predict_future for SGC
[2025-11-25T23:45:03.495189] [DEBUG] [LOCAL     ] No optimal features file found for SGC: ./output/feature-sets/SGC.txt
[2025-11-25T23:45:03.495260] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:45:03.495320] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:45:03.495372] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:45:03.495459] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:45:03.558894] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:45:03.559907] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:45:03.560006] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:45:03.560054] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:45:03.653527] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:45:03.653686] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:45:03.653741] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:45:03.653780] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:45:03.657313] [DEBUG] [FORECASTER] SGC: Forecast T+1@11:T+2@11: UP (p=72.31%)
[2025-11-25T23:45:03.657633] [INFO ] [FORECASTER] Completed predict_future for SGC
[2025-11-25T23:45:03.657805] [INFO ] [sig       ] SGC: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:45:03.800973] [INFO ] [LOCAL     ] Saved forecast: SGC	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/SGC.txt
[2025-11-25T23:45:03.801131] [INFO ] [sig       ] [2916/3639] Completed SGC in 0.3s | 3.04 sym/s | Total: 16.0m | ETA: 4.0m
[2025-11-25T23:45:03.801186] [INFO ] [sig       ] [2917/3639] Forecasting SGHC...
[2025-11-25T23:45:03.801228] [INFO ] [sig       ] Generating forecast for: SGHC
[2025-11-25T23:45:03.801316] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SGHC' from 'https://tdm.silogroup.org/data/derivative_storage/SGHC.csv'.
[2025-11-25T23:45:03.812172] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SGHC'.
[2025-11-25T23:45:03.812490] [INFO ] [FORECASTER] Starting predict_future for SGHC
[2025-11-25T23:45:03.813327] [DEBUG] [LOCAL     ] No optimal features file found for SGHC: ./output/feature-sets/SGHC.txt
[2025-11-25T23:45:03.813397] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:45:03.813444] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:45:03.813484] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:45:03.813550] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:45:03.871573] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:45:03.872239] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:45:03.872334] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:45:03.872381] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:45:03.970989] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:45:03.971173] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:45:03.971221] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:45:03.971256] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:45:03.974734] [DEBUG] [FORECASTER] SGHC: Forecast T+1@11:T+2@11: UP (p=72.32%)
[2025-11-25T23:45:03.975029] [INFO ] [FORECASTER] Completed predict_future for SGHC
[2025-11-25T23:45:03.975173] [INFO ] [sig       ] SGHC: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:45:04.116978] [INFO ] [LOCAL     ] Saved forecast: SGHC	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/SGHC.txt
[2025-11-25T23:45:04.117125] [INFO ] [sig       ] [2917/3639] Completed SGHC in 0.3s | 3.04 sym/s | Total: 16.0m | ETA: 4.0m
[2025-11-25T23:45:04.117181] [INFO ] [sig       ] [2918/3639] Forecasting SGML...
[2025-11-25T23:45:04.117224] [INFO ] [sig       ] Generating forecast for: SGML
[2025-11-25T23:45:04.117265] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SGML' from 'https://tdm.silogroup.org/data/derivative_storage/SGML.csv'.
[2025-11-25T23:45:04.128535] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SGML'.
[2025-11-25T23:45:04.128877] [INFO ] [FORECASTER] Starting predict_future for SGML
[2025-11-25T23:45:04.129731] [DEBUG] [LOCAL     ] No optimal features file found for SGML: ./output/feature-sets/SGML.txt
[2025-11-25T23:45:04.129812] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:45:04.129868] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:45:04.129917] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:45:04.130011] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:45:04.189192] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:45:04.189880] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:45:04.189975] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:45:04.190032] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:45:04.295542] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:45:04.295780] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:45:04.295865] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:45:04.295913] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:45:04.299542] [DEBUG] [FORECASTER] SGML: Forecast T+1@11:T+2@11: DOWN (p=7.12%)
[2025-11-25T23:45:04.299918] [INFO ] [FORECASTER] Completed predict_future for SGML
[2025-11-25T23:45:04.300084] [INFO ] [sig       ] SGML: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:45:04.443680] [INFO ] [LOCAL     ] Saved forecast: SGML	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/SGML.txt
[2025-11-25T23:45:04.443891] [INFO ] [sig       ] [2918/3639] Completed SGML in 0.3s | 3.04 sym/s | Total: 16.0m | ETA: 4.0m
[2025-11-25T23:45:04.444043] [INFO ] [sig       ] [2919/3639] Forecasting SGRY...
[2025-11-25T23:45:04.444094] [INFO ] [sig       ] Generating forecast for: SGRY
[2025-11-25T23:45:04.444137] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SGRY' from 'https://tdm.silogroup.org/data/derivative_storage/SGRY.csv'.
[2025-11-25T23:45:04.455727] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SGRY'.
[2025-11-25T23:45:04.456072] [INFO ] [FORECASTER] Starting predict_future for SGRY
[2025-11-25T23:45:04.456903] [DEBUG] [LOCAL     ] No optimal features file found for SGRY: ./output/feature-sets/SGRY.txt
[2025-11-25T23:45:04.456974] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:45:04.457021] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:45:04.457063] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:45:04.457133] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:45:04.515029] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:45:04.515744] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:45:04.515851] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:45:04.515898] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:45:04.617881] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:45:04.618075] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:45:04.618122] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:45:04.618157] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:45:04.621700] [DEBUG] [FORECASTER] SGRY: Forecast T+1@11:T+2@11: UP (p=99.89%)
[2025-11-25T23:45:04.622007] [INFO ] [FORECASTER] Completed predict_future for SGRY
[2025-11-25T23:45:04.622169] [INFO ] [sig       ] SGRY: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:45:04.764812] [INFO ] [LOCAL     ] Saved forecast: SGRY	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/SGRY.txt
[2025-11-25T23:45:04.764981] [INFO ] [sig       ] [2919/3639] Completed SGRY in 0.3s | 3.04 sym/s | Total: 16.0m | ETA: 3.9m
[2025-11-25T23:45:04.765036] [INFO ] [sig       ] [2920/3639] Forecasting SHAK...
[2025-11-25T23:45:04.765080] [INFO ] [sig       ] Generating forecast for: SHAK
[2025-11-25T23:45:04.765120] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SHAK' from 'https://tdm.silogroup.org/data/derivative_storage/SHAK.csv'.
[2025-11-25T23:45:04.776992] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SHAK'.
[2025-11-25T23:45:04.777410] [INFO ] [FORECASTER] Starting predict_future for SHAK
[2025-11-25T23:45:04.778247] [DEBUG] [LOCAL     ] No optimal features file found for SHAK: ./output/feature-sets/SHAK.txt
[2025-11-25T23:45:04.778322] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:45:04.778379] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:45:04.778429] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:45:04.778517] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:45:04.838259] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:45:04.839188] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:45:04.839290] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:45:04.839340] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:45:04.940668] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:45:04.940874] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:45:04.940922] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:45:04.940958] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:45:04.944491] [DEBUG] [FORECASTER] SHAK: Forecast T+1@11:T+2@11: UP (p=96.86%)
[2025-11-25T23:45:04.944948] [INFO ] [FORECASTER] Completed predict_future for SHAK
[2025-11-25T23:45:04.945148] [INFO ] [sig       ] SHAK: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:45:05.088611] [INFO ] [LOCAL     ] Saved forecast: SHAK	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/SHAK.txt
[2025-11-25T23:45:05.088857] [INFO ] [sig       ] [2920/3639] Completed SHAK in 0.3s | 3.04 sym/s | Total: 16.0m | ETA: 3.9m
[2025-11-25T23:45:05.088917] [INFO ] [sig       ] [2921/3639] Forecasting SHBI...
[2025-11-25T23:45:05.088962] [INFO ] [sig       ] Generating forecast for: SHBI
[2025-11-25T23:45:05.089043] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SHBI' from 'https://tdm.silogroup.org/data/derivative_storage/SHBI.csv'.
[2025-11-25T23:45:05.100560] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SHBI'.
[2025-11-25T23:45:05.100916] [INFO ] [FORECASTER] Starting predict_future for SHBI
[2025-11-25T23:45:05.101754] [DEBUG] [LOCAL     ] No optimal features file found for SHBI: ./output/feature-sets/SHBI.txt
[2025-11-25T23:45:05.101821] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:45:05.101867] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:45:05.101906] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:45:05.101975] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:45:05.160254] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:45:05.160896] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:45:05.160988] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:45:05.161034] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:45:05.255129] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:45:05.255280] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:45:05.255325] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:45:05.255359] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:45:05.258808] [DEBUG] [FORECASTER] SHBI: Forecast T+1@11:T+2@11: DOWN (p=1.01%)
[2025-11-25T23:45:05.259094] [INFO ] [FORECASTER] Completed predict_future for SHBI
[2025-11-25T23:45:05.259226] [INFO ] [sig       ] SHBI: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:45:05.403239] [INFO ] [LOCAL     ] Saved forecast: SHBI	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/SHBI.txt
[2025-11-25T23:45:05.403441] [INFO ] [sig       ] [2921/3639] Completed SHBI in 0.3s | 3.04 sym/s | Total: 16.0m | ETA: 3.9m
[2025-11-25T23:45:05.403496] [INFO ] [sig       ] [2922/3639] Forecasting SHC...
[2025-11-25T23:45:05.403541] [INFO ] [sig       ] Generating forecast for: SHC
[2025-11-25T23:45:05.403576] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SHC' from 'https://tdm.silogroup.org/data/derivative_storage/SHC.csv'.
[2025-11-25T23:45:05.414556] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SHC'.
[2025-11-25T23:45:05.414957] [INFO ] [FORECASTER] Starting predict_future for SHC
[2025-11-25T23:45:05.415811] [DEBUG] [LOCAL     ] No optimal features file found for SHC: ./output/feature-sets/SHC.txt
[2025-11-25T23:45:05.415882] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:45:05.415938] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:45:05.416018] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:45:05.416089] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:45:05.475378] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:45:05.476279] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:45:05.476378] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:45:05.476426] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:45:05.575317] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:45:05.575504] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:45:05.575577] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:45:05.575620] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:45:05.579203] [DEBUG] [FORECASTER] SHC: Forecast T+1@11:T+2@11: UP (p=87.25%)
[2025-11-25T23:45:05.579489] [INFO ] [FORECASTER] Completed predict_future for SHC
[2025-11-25T23:45:05.579624] [INFO ] [sig       ] SHC: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:45:05.721972] [INFO ] [LOCAL     ] Saved forecast: SHC	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/SHC.txt
[2025-11-25T23:45:05.722122] [INFO ] [sig       ] [2922/3639] Completed SHC in 0.3s | 3.04 sym/s | Total: 16.0m | ETA: 3.9m
[2025-11-25T23:45:05.722176] [INFO ] [sig       ] [2923/3639] Forecasting SHCO...
[2025-11-25T23:45:05.722218] [INFO ] [sig       ] Generating forecast for: SHCO
[2025-11-25T23:45:05.722260] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SHCO' from 'https://tdm.silogroup.org/data/derivative_storage/SHCO.csv'.
[2025-11-25T23:45:05.733313] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SHCO'.
[2025-11-25T23:45:05.733684] [INFO ] [FORECASTER] Starting predict_future for SHCO
[2025-11-25T23:45:05.734475] [DEBUG] [LOCAL     ] No optimal features file found for SHCO: ./output/feature-sets/SHCO.txt
[2025-11-25T23:45:05.734545] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:45:05.734591] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:45:05.734631] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:45:05.734720] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:45:05.793279] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:45:05.794040] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:45:05.794134] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:45:05.794182] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:45:05.882185] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:45:05.882340] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:45:05.882384] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:45:05.882418] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:45:05.885679] [DEBUG] [FORECASTER] SHCO: Forecast T+1@11:T+2@11: UP (p=97.77%)
[2025-11-25T23:45:05.885963] [INFO ] [FORECASTER] Completed predict_future for SHCO
[2025-11-25T23:45:05.886098] [INFO ] [sig       ] SHCO: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:45:06.042799] [INFO ] [LOCAL     ] Saved forecast: SHCO	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/SHCO.txt
[2025-11-25T23:45:06.042951] [INFO ] [sig       ] [2923/3639] Completed SHCO in 0.3s | 3.04 sym/s | Total: 16.0m | ETA: 3.9m
[2025-11-25T23:45:06.043004] [INFO ] [sig       ] [2924/3639] Forecasting SHEL...
[2025-11-25T23:45:06.043047] [INFO ] [sig       ] Generating forecast for: SHEL
[2025-11-25T23:45:06.043087] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SHEL' from 'https://tdm.silogroup.org/data/derivative_storage/SHEL.csv'.
[2025-11-25T23:45:06.053572] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SHEL'.
[2025-11-25T23:45:06.053883] [INFO ] [FORECASTER] Starting predict_future for SHEL
[2025-11-25T23:45:06.054702] [DEBUG] [LOCAL     ] No optimal features file found for SHEL: ./output/feature-sets/SHEL.txt
[2025-11-25T23:45:06.054772] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:45:06.054827] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:45:06.054877] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:45:06.054964] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:45:06.113010] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:45:06.113741] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:45:06.113863] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:45:06.113913] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:45:06.202293] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:45:06.202449] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:45:06.202494] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:45:06.202529] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:45:06.205855] [DEBUG] [FORECASTER] SHEL: Forecast T+1@11:T+2@11: DOWN (p=0.32%)
[2025-11-25T23:45:06.206138] [INFO ] [FORECASTER] Completed predict_future for SHEL
[2025-11-25T23:45:06.206275] [INFO ] [sig       ] SHEL: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:45:06.349574] [INFO ] [LOCAL     ] Saved forecast: SHEL	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/SHEL.txt
[2025-11-25T23:45:06.349761] [INFO ] [sig       ] [2924/3639] Completed SHEL in 0.3s | 3.04 sym/s | Total: 16.0m | ETA: 3.9m
[2025-11-25T23:45:06.349819] [INFO ] [sig       ] [2925/3639] Forecasting SHEN...
[2025-11-25T23:45:06.349863] [INFO ] [sig       ] Generating forecast for: SHEN
[2025-11-25T23:45:06.349903] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SHEN' from 'https://tdm.silogroup.org/data/derivative_storage/SHEN.csv'.
[2025-11-25T23:45:06.361414] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SHEN'.
[2025-11-25T23:45:06.361741] [INFO ] [FORECASTER] Starting predict_future for SHEN
[2025-11-25T23:45:06.362549] [DEBUG] [LOCAL     ] No optimal features file found for SHEN: ./output/feature-sets/SHEN.txt
[2025-11-25T23:45:06.362621] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:45:06.362699] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:45:06.362783] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:45:06.362861] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:45:06.426848] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:45:06.428484] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:45:06.428678] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:45:06.428734] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:45:06.524853] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:45:06.524972] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:45:06.525015] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:45:06.525049] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:45:06.528463] [DEBUG] [FORECASTER] SHEN: Forecast T+1@11:T+2@11: UP (p=67.91%)
[2025-11-25T23:45:06.528775] [INFO ] [FORECASTER] Completed predict_future for SHEN
[2025-11-25T23:45:06.528923] [INFO ] [sig       ] SHEN: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:45:06.670293] [INFO ] [LOCAL     ] Saved forecast: SHEN	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/SHEN.txt
[2025-11-25T23:45:06.670449] [INFO ] [sig       ] [2925/3639] Completed SHEN in 0.3s | 3.04 sym/s | Total: 16.0m | ETA: 3.9m
[2025-11-25T23:45:06.670503] [INFO ] [sig       ] [2926/3639] Forecasting SHFS...
[2025-11-25T23:45:06.670547] [INFO ] [sig       ] Generating forecast for: SHFS
[2025-11-25T23:45:06.670587] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SHFS' from 'https://tdm.silogroup.org/data/derivative_storage/SHFS.csv'.
[2025-11-25T23:45:06.681354] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SHFS'.
[2025-11-25T23:45:06.681741] [INFO ] [FORECASTER] Starting predict_future for SHFS
[2025-11-25T23:45:06.682572] [DEBUG] [LOCAL     ] No optimal features file found for SHFS: ./output/feature-sets/SHFS.txt
[2025-11-25T23:45:06.682665] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:45:06.682740] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:45:06.682793] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:45:06.682862] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:45:06.739662] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:45:06.740307] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:45:06.740404] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:45:06.740465] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:45:06.825715] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:45:06.825879] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:45:06.825923] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:45:06.825957] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:45:06.830617] [DEBUG] [FORECASTER] SHFS: Forecast T+1@11:T+2@11: DOWN (p=35.39%)
[2025-11-25T23:45:06.831085] [INFO ] [FORECASTER] Completed predict_future for SHFS
[2025-11-25T23:45:06.831246] [INFO ] [sig       ] SHFS: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:45:06.972498] [INFO ] [LOCAL     ] Saved forecast: SHFS	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/SHFS.txt
[2025-11-25T23:45:06.972705] [INFO ] [sig       ] [2926/3639] Completed SHFS in 0.3s | 3.04 sym/s | Total: 16.0m | ETA: 3.9m
[2025-11-25T23:45:06.972766] [INFO ] [sig       ] [2927/3639] Forecasting SHG...
[2025-11-25T23:45:06.972811] [INFO ] [sig       ] Generating forecast for: SHG
[2025-11-25T23:45:06.972853] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SHG' from 'https://tdm.silogroup.org/data/derivative_storage/SHG.csv'.
[2025-11-25T23:45:06.983634] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SHG'.
[2025-11-25T23:45:06.983963] [INFO ] [FORECASTER] Starting predict_future for SHG
[2025-11-25T23:45:06.984781] [DEBUG] [LOCAL     ] No optimal features file found for SHG: ./output/feature-sets/SHG.txt
[2025-11-25T23:45:06.984849] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:45:06.984895] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:45:06.984935] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:45:06.985003] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:45:07.043301] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:45:07.043982] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:45:07.044082] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:45:07.044129] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:45:07.160410] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:45:07.160591] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:45:07.160656] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:45:07.160696] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:45:07.164235] [DEBUG] [FORECASTER] SHG: Forecast T+1@11:T+2@11: DOWN (p=21.10%)
[2025-11-25T23:45:07.164547] [INFO ] [FORECASTER] Completed predict_future for SHG
[2025-11-25T23:45:07.164734] [INFO ] [sig       ] SHG: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:45:07.310935] [INFO ] [LOCAL     ] Saved forecast: SHG	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/SHG.txt
[2025-11-25T23:45:07.311094] [INFO ] [sig       ] [2927/3639] Completed SHG in 0.3s | 3.04 sym/s | Total: 16.0m | ETA: 3.9m
[2025-11-25T23:45:07.311148] [INFO ] [sig       ] [2928/3639] Forecasting SHIP...
[2025-11-25T23:45:07.311191] [INFO ] [sig       ] Generating forecast for: SHIP
[2025-11-25T23:45:07.311233] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SHIP' from 'https://tdm.silogroup.org/data/derivative_storage/SHIP.csv'.
[2025-11-25T23:45:07.322198] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SHIP'.
[2025-11-25T23:45:07.322518] [INFO ] [FORECASTER] Starting predict_future for SHIP
[2025-11-25T23:45:07.323367] [DEBUG] [LOCAL     ] No optimal features file found for SHIP: ./output/feature-sets/SHIP.txt
[2025-11-25T23:45:07.323437] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:45:07.323483] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:45:07.323524] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:45:07.323593] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:45:07.383297] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:45:07.384076] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:45:07.384170] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:45:07.384217] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:45:07.482371] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:45:07.482522] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:45:07.482565] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:45:07.482600] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:45:07.485951] [DEBUG] [FORECASTER] SHIP: Forecast T+1@11:T+2@11: UP (p=95.65%)
[2025-11-25T23:45:07.486256] [INFO ] [FORECASTER] Completed predict_future for SHIP
[2025-11-25T23:45:07.486405] [INFO ] [sig       ] SHIP: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:45:07.628189] [INFO ] [LOCAL     ] Saved forecast: SHIP	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/SHIP.txt
[2025-11-25T23:45:07.628339] [INFO ] [sig       ] [2928/3639] Completed SHIP in 0.3s | 3.04 sym/s | Total: 16.1m | ETA: 3.9m
[2025-11-25T23:45:07.628396] [INFO ] [sig       ] [2929/3639] Forecasting SHLS...
[2025-11-25T23:45:07.628439] [INFO ] [sig       ] Generating forecast for: SHLS
[2025-11-25T23:45:07.628479] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SHLS' from 'https://tdm.silogroup.org/data/derivative_storage/SHLS.csv'.
[2025-11-25T23:45:07.639790] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SHLS'.
[2025-11-25T23:45:07.640153] [INFO ] [FORECASTER] Starting predict_future for SHLS
[2025-11-25T23:45:07.641006] [DEBUG] [LOCAL     ] No optimal features file found for SHLS: ./output/feature-sets/SHLS.txt
[2025-11-25T23:45:07.641076] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:45:07.641141] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:45:07.641193] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:45:07.641282] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:45:07.700517] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:45:07.701426] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:45:07.701527] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:45:07.701587] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:45:07.792850] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:45:07.793036] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:45:07.793082] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:45:07.793116] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:45:07.796474] [DEBUG] [FORECASTER] SHLS: Forecast T+1@11:T+2@11: UP (p=62.51%)
[2025-11-25T23:45:07.796781] [INFO ] [FORECASTER] Completed predict_future for SHLS
[2025-11-25T23:45:07.796925] [INFO ] [sig       ] SHLS: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:45:07.938955] [INFO ] [LOCAL     ] Saved forecast: SHLS	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/SHLS.txt
[2025-11-25T23:45:07.939114] [INFO ] [sig       ] [2929/3639] Completed SHLS in 0.3s | 3.04 sym/s | Total: 16.1m | ETA: 3.9m
[2025-11-25T23:45:07.939169] [INFO ] [sig       ] [2930/3639] Forecasting SHO...
[2025-11-25T23:45:07.939221] [INFO ] [sig       ] Generating forecast for: SHO
[2025-11-25T23:45:07.939265] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SHO' from 'https://tdm.silogroup.org/data/derivative_storage/SHO.csv'.
[2025-11-25T23:45:07.949771] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SHO'.
[2025-11-25T23:45:07.950083] [INFO ] [FORECASTER] Starting predict_future for SHO
[2025-11-25T23:45:07.950907] [DEBUG] [LOCAL     ] No optimal features file found for SHO: ./output/feature-sets/SHO.txt
[2025-11-25T23:45:07.950976] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:45:07.951022] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:45:07.951085] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:45:07.951171] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:45:08.008805] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:45:08.009504] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:45:08.009602] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:45:08.009677] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:45:08.105049] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:45:08.105237] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:45:08.105281] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:45:08.105315] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:45:08.108734] [DEBUG] [FORECASTER] SHO: Forecast T+1@11:T+2@11: DOWN (p=19.77%)
[2025-11-25T23:45:08.109055] [INFO ] [FORECASTER] Completed predict_future for SHO
[2025-11-25T23:45:08.109199] [INFO ] [sig       ] SHO: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:45:08.250818] [INFO ] [LOCAL     ] Saved forecast: SHO	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/SHO.txt
[2025-11-25T23:45:08.250963] [INFO ] [sig       ] [2930/3639] Completed SHO in 0.3s | 3.04 sym/s | Total: 16.1m | ETA: 3.9m
[2025-11-25T23:45:08.251017] [INFO ] [sig       ] [2931/3639] Forecasting SHOC...
[2025-11-25T23:45:08.251060] [INFO ] [sig       ] Generating forecast for: SHOC
[2025-11-25T23:45:08.251100] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SHOC' from 'https://tdm.silogroup.org/data/derivative_storage/SHOC.csv'.
[2025-11-25T23:45:08.261445] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SHOC'.
[2025-11-25T23:45:08.261838] [INFO ] [FORECASTER] Starting predict_future for SHOC
[2025-11-25T23:45:08.262856] [DEBUG] [LOCAL     ] No optimal features file found for SHOC: ./output/feature-sets/SHOC.txt
[2025-11-25T23:45:08.262936] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:45:08.262982] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:45:08.263237] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:45:08.263316] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:45:08.321213] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:45:08.321852] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:45:08.321943] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:45:08.321999] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:45:08.413634] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:45:08.413788] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:45:08.413839] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:45:08.413882] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:45:08.417094] [DEBUG] [FORECASTER] SHOC: Forecast T+1@11:T+2@11: DOWN (p=32.80%)
[2025-11-25T23:45:08.417413] [INFO ] [FORECASTER] Completed predict_future for SHOC
[2025-11-25T23:45:08.417565] [INFO ] [sig       ] SHOC: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:45:08.558495] [INFO ] [LOCAL     ] Saved forecast: SHOC	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/SHOC.txt
[2025-11-25T23:45:08.558635] [INFO ] [sig       ] [2931/3639] Completed SHOC in 0.3s | 3.04 sym/s | Total: 16.1m | ETA: 3.9m
[2025-11-25T23:45:08.558708] [INFO ] [sig       ] [2932/3639] Forecasting SHOO...
[2025-11-25T23:45:08.558752] [INFO ] [sig       ] Generating forecast for: SHOO
[2025-11-25T23:45:08.558799] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SHOO' from 'https://tdm.silogroup.org/data/derivative_storage/SHOO.csv'.
[2025-11-25T23:45:08.569713] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SHOO'.
[2025-11-25T23:45:08.570058] [INFO ] [FORECASTER] Starting predict_future for SHOO
[2025-11-25T23:45:08.570883] [DEBUG] [LOCAL     ] No optimal features file found for SHOO: ./output/feature-sets/SHOO.txt
[2025-11-25T23:45:08.570951] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:45:08.571005] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:45:08.571055] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:45:08.571137] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:45:08.628575] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:45:08.629230] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:45:08.629325] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:45:08.629381] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:45:08.703722] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:45:08.703881] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:45:08.703926] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:45:08.703960] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:45:08.707259] [DEBUG] [FORECASTER] SHOO: Forecast T+1@11:T+2@11: DOWN (p=40.97%)
[2025-11-25T23:45:08.708019] [INFO ] [FORECASTER] Completed predict_future for SHOO
[2025-11-25T23:45:08.708423] [INFO ] [sig       ] SHOO: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:45:08.851311] [INFO ] [LOCAL     ] Saved forecast: SHOO	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/SHOO.txt
[2025-11-25T23:45:08.851498] [INFO ] [sig       ] [2932/3639] Completed SHOO in 0.3s | 3.04 sym/s | Total: 16.1m | ETA: 3.9m
[2025-11-25T23:45:08.851555] [INFO ] [sig       ] [2933/3639] Forecasting SHPH...
[2025-11-25T23:45:08.851599] [INFO ] [sig       ] Generating forecast for: SHPH
[2025-11-25T23:45:08.851656] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SHPH' from 'https://tdm.silogroup.org/data/derivative_storage/SHPH.csv'.
[2025-11-25T23:45:08.863450] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SHPH'.
[2025-11-25T23:45:08.863871] [INFO ] [FORECASTER] Starting predict_future for SHPH
[2025-11-25T23:45:08.864738] [DEBUG] [LOCAL     ] No optimal features file found for SHPH: ./output/feature-sets/SHPH.txt
[2025-11-25T23:45:08.864815] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:45:08.864867] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:45:08.864912] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:45:08.864992] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:45:08.924281] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:45:08.924946] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:45:08.925044] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:45:08.925096] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:45:09.019926] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:45:09.020167] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:45:09.020216] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:45:09.020292] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:45:09.024071] [DEBUG] [FORECASTER] SHPH: Forecast T+1@11:T+2@11: DOWN (p=0.23%)
[2025-11-25T23:45:09.024410] [INFO ] [FORECASTER] Completed predict_future for SHPH
[2025-11-25T23:45:09.024571] [INFO ] [sig       ] SHPH: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:45:09.175417] [INFO ] [LOCAL     ] Saved forecast: SHPH	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/SHPH.txt
[2025-11-25T23:45:09.175585] [INFO ] [sig       ] [2933/3639] Completed SHPH in 0.3s | 3.04 sym/s | Total: 16.1m | ETA: 3.9m
[2025-11-25T23:45:09.175662] [INFO ] [sig       ] [2934/3639] Forecasting SHY...
[2025-11-25T23:45:09.175709] [INFO ] [sig       ] Generating forecast for: SHY
[2025-11-25T23:45:09.175755] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SHY' from 'https://tdm.silogroup.org/data/derivative_storage/SHY.csv'.
[2025-11-25T23:45:09.187048] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SHY'.
[2025-11-25T23:45:09.187596] [INFO ] [FORECASTER] Starting predict_future for SHY
[2025-11-25T23:45:09.188672] [DEBUG] [LOCAL     ] No optimal features file found for SHY: ./output/feature-sets/SHY.txt
[2025-11-25T23:45:09.188740] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:45:09.188788] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:45:09.188829] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:45:09.188943] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:45:09.249190] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:45:09.250174] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:45:09.250300] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:45:09.250366] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:45:09.357536] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:45:09.357746] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:45:09.357820] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:45:09.357866] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:45:09.361329] [DEBUG] [FORECASTER] SHY: Forecast T+1@11:T+2@11: UP (p=85.31%)
[2025-11-25T23:45:09.361639] [INFO ] [FORECASTER] Completed predict_future for SHY
[2025-11-25T23:45:09.361839] [INFO ] [sig       ] SHY: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:45:09.503798] [INFO ] [LOCAL     ] Saved forecast: SHY	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/SHY.txt
[2025-11-25T23:45:09.503987] [INFO ] [sig       ] [2934/3639] Completed SHY in 0.3s | 3.04 sym/s | Total: 16.1m | ETA: 3.9m
[2025-11-25T23:45:09.504044] [INFO ] [sig       ] [2935/3639] Forecasting SIBN...
[2025-11-25T23:45:09.504180] [INFO ] [sig       ] Generating forecast for: SIBN
[2025-11-25T23:45:09.504222] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SIBN' from 'https://tdm.silogroup.org/data/derivative_storage/SIBN.csv'.
[2025-11-25T23:45:09.517091] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SIBN'.
[2025-11-25T23:45:09.517586] [INFO ] [FORECASTER] Starting predict_future for SIBN
[2025-11-25T23:45:09.518471] [DEBUG] [LOCAL     ] No optimal features file found for SIBN: ./output/feature-sets/SIBN.txt
[2025-11-25T23:45:09.518554] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:45:09.518627] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:45:09.518720] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:45:09.518829] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:45:09.578508] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:45:09.579461] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:45:09.579576] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:45:09.579692] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:45:09.696896] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:45:09.697092] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:45:09.697138] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:45:09.697173] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:45:09.700707] [DEBUG] [FORECASTER] SIBN: Forecast T+1@11:T+2@11: DOWN (p=6.52%)
[2025-11-25T23:45:09.701009] [INFO ] [FORECASTER] Completed predict_future for SIBN
[2025-11-25T23:45:09.701156] [INFO ] [sig       ] SIBN: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:45:09.845267] [INFO ] [LOCAL     ] Saved forecast: SIBN	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/SIBN.txt
[2025-11-25T23:45:09.845455] [INFO ] [sig       ] [2935/3639] Completed SIBN in 0.3s | 3.04 sym/s | Total: 16.1m | ETA: 3.9m
[2025-11-25T23:45:09.845537] [INFO ] [sig       ] [2936/3639] Forecasting SID...
[2025-11-25T23:45:09.845592] [INFO ] [sig       ] Generating forecast for: SID
[2025-11-25T23:45:09.845637] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SID' from 'https://tdm.silogroup.org/data/derivative_storage/SID.csv'.
[2025-11-25T23:45:09.859487] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SID'.
[2025-11-25T23:45:09.859832] [INFO ] [FORECASTER] Starting predict_future for SID
[2025-11-25T23:45:09.860626] [DEBUG] [LOCAL     ] No optimal features file found for SID: ./output/feature-sets/SID.txt
[2025-11-25T23:45:09.860720] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:45:09.860776] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:45:09.860830] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:45:09.860918] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:45:09.919394] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:45:09.920298] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:45:09.920410] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:45:09.920459] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:45:10.014930] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:45:10.015068] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:45:10.015109] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:45:10.015142] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:45:10.018449] [DEBUG] [FORECASTER] SID: Forecast T+1@11:T+2@11: UP (p=97.01%)
[2025-11-25T23:45:10.018753] [INFO ] [FORECASTER] Completed predict_future for SID
[2025-11-25T23:45:10.018928] [INFO ] [sig       ] SID: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:45:10.159989] [INFO ] [LOCAL     ] Saved forecast: SID	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/SID.txt
[2025-11-25T23:45:10.160137] [INFO ] [sig       ] [2936/3639] Completed SID in 0.3s | 3.04 sym/s | Total: 16.1m | ETA: 3.9m
[2025-11-25T23:45:10.160190] [INFO ] [sig       ] [2937/3639] Forecasting SIEB...
[2025-11-25T23:45:10.160235] [INFO ] [sig       ] Generating forecast for: SIEB
[2025-11-25T23:45:10.160276] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SIEB' from 'https://tdm.silogroup.org/data/derivative_storage/SIEB.csv'.
[2025-11-25T23:45:10.171582] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SIEB'.
[2025-11-25T23:45:10.172024] [INFO ] [FORECASTER] Starting predict_future for SIEB
[2025-11-25T23:45:10.172895] [DEBUG] [LOCAL     ] No optimal features file found for SIEB: ./output/feature-sets/SIEB.txt
[2025-11-25T23:45:10.172970] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:45:10.173021] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:45:10.173083] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:45:10.173157] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:45:10.230959] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:45:10.231900] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:45:10.232005] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:45:10.232052] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:45:10.319508] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:45:10.319724] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:45:10.319777] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:45:10.319813] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:45:10.323228] [DEBUG] [FORECASTER] SIEB: Forecast T+1@11:T+2@11: DOWN (p=46.62%)
[2025-11-25T23:45:10.323539] [INFO ] [FORECASTER] Completed predict_future for SIEB
[2025-11-25T23:45:10.323697] [INFO ] [sig       ] SIEB: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:45:10.468082] [INFO ] [LOCAL     ] Saved forecast: SIEB	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/SIEB.txt
[2025-11-25T23:45:10.468256] [INFO ] [sig       ] [2937/3639] Completed SIEB in 0.3s | 3.04 sym/s | Total: 16.1m | ETA: 3.8m
[2025-11-25T23:45:10.468310] [INFO ] [sig       ] [2938/3639] Forecasting SIFY...
[2025-11-25T23:45:10.468356] [INFO ] [sig       ] Generating forecast for: SIFY
[2025-11-25T23:45:10.468397] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SIFY' from 'https://tdm.silogroup.org/data/derivative_storage/SIFY.csv'.
[2025-11-25T23:45:10.479295] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SIFY'.
[2025-11-25T23:45:10.479665] [INFO ] [FORECASTER] Starting predict_future for SIFY
[2025-11-25T23:45:10.480487] [DEBUG] [LOCAL     ] No optimal features file found for SIFY: ./output/feature-sets/SIFY.txt
[2025-11-25T23:45:10.480568] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:45:10.480630] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:45:10.480720] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:45:10.480794] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:45:10.539616] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:45:10.540533] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:45:10.540660] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:45:10.540712] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:45:10.633939] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:45:10.634175] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:45:10.634225] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:45:10.634261] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:45:10.637831] [DEBUG] [FORECASTER] SIFY: Forecast T+1@11:T+2@11: DOWN (p=43.25%)
[2025-11-25T23:45:10.638157] [INFO ] [FORECASTER] Completed predict_future for SIFY
[2025-11-25T23:45:10.638302] [INFO ] [sig       ] SIFY: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:45:10.782990] [INFO ] [LOCAL     ] Saved forecast: SIFY	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/SIFY.txt
[2025-11-25T23:45:10.783161] [INFO ] [sig       ] [2938/3639] Completed SIFY in 0.3s | 3.04 sym/s | Total: 16.1m | ETA: 3.8m
[2025-11-25T23:45:10.783217] [INFO ] [sig       ] [2939/3639] Forecasting SIG...
[2025-11-25T23:45:10.783261] [INFO ] [sig       ] Generating forecast for: SIG
[2025-11-25T23:45:10.783303] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SIG' from 'https://tdm.silogroup.org/data/derivative_storage/SIG.csv'.
[2025-11-25T23:45:10.795662] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SIG'.
[2025-11-25T23:45:10.796118] [INFO ] [FORECASTER] Starting predict_future for SIG
[2025-11-25T23:45:10.797041] [DEBUG] [LOCAL     ] No optimal features file found for SIG: ./output/feature-sets/SIG.txt
[2025-11-25T23:45:10.797112] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:45:10.797171] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:45:10.797223] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:45:10.797313] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:45:10.855962] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:45:10.857061] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:45:10.857181] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:45:10.857244] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:45:10.950697] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:45:10.950886] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:45:10.950942] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:45:10.950980] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:45:10.954359] [DEBUG] [FORECASTER] SIG: Forecast T+1@11:T+2@11: DOWN (p=18.94%)
[2025-11-25T23:45:10.954666] [INFO ] [FORECASTER] Completed predict_future for SIG
[2025-11-25T23:45:10.954807] [INFO ] [sig       ] SIG: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:45:11.096679] [INFO ] [LOCAL     ] Saved forecast: SIG	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/SIG.txt
[2025-11-25T23:45:11.096829] [INFO ] [sig       ] [2939/3639] Completed SIG in 0.3s | 3.04 sym/s | Total: 16.1m | ETA: 3.8m
[2025-11-25T23:45:11.096887] [INFO ] [sig       ] [2940/3639] Forecasting SIGA...
[2025-11-25T23:45:11.096932] [INFO ] [sig       ] Generating forecast for: SIGA
[2025-11-25T23:45:11.096973] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SIGA' from 'https://tdm.silogroup.org/data/derivative_storage/SIGA.csv'.
[2025-11-25T23:45:11.110202] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SIGA'.
[2025-11-25T23:45:11.110814] [INFO ] [FORECASTER] Starting predict_future for SIGA
[2025-11-25T23:45:11.111944] [DEBUG] [LOCAL     ] No optimal features file found for SIGA: ./output/feature-sets/SIGA.txt
[2025-11-25T23:45:11.112021] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:45:11.112074] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:45:11.112117] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:45:11.112190] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:45:11.175966] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:45:11.177503] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:45:11.177630] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:45:11.177704] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:45:11.291526] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:45:11.291787] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:45:11.291867] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:45:11.291919] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:45:11.295917] [DEBUG] [FORECASTER] SIGA: Forecast T+1@11:T+2@11: UP (p=65.55%)
[2025-11-25T23:45:11.296271] [INFO ] [FORECASTER] Completed predict_future for SIGA
[2025-11-25T23:45:11.296469] [INFO ] [sig       ] SIGA: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:45:11.438111] [INFO ] [LOCAL     ] Saved forecast: SIGA	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/SIGA.txt
[2025-11-25T23:45:11.438320] [INFO ] [sig       ] [2940/3639] Completed SIGA in 0.3s | 3.04 sym/s | Total: 16.1m | ETA: 3.8m
[2025-11-25T23:45:11.438380] [INFO ] [sig       ] [2941/3639] Forecasting SIGI...
[2025-11-25T23:45:11.438422] [INFO ] [sig       ] Generating forecast for: SIGI
[2025-11-25T23:45:11.438478] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SIGI' from 'https://tdm.silogroup.org/data/derivative_storage/SIGI.csv'.
[2025-11-25T23:45:11.450970] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SIGI'.
[2025-11-25T23:45:11.451373] [INFO ] [FORECASTER] Starting predict_future for SIGI
[2025-11-25T23:45:11.452270] [DEBUG] [LOCAL     ] No optimal features file found for SIGI: ./output/feature-sets/SIGI.txt
[2025-11-25T23:45:11.452340] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:45:11.452387] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:45:11.452428] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:45:11.452496] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:45:11.510941] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:45:11.511889] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:45:11.511995] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:45:11.512044] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:45:11.612129] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:45:11.612334] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:45:11.612381] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:45:11.612415] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:45:11.615841] [DEBUG] [FORECASTER] SIGI: Forecast T+1@11:T+2@11: DOWN (p=23.76%)
[2025-11-25T23:45:11.616136] [INFO ] [FORECASTER] Completed predict_future for SIGI
[2025-11-25T23:45:11.616287] [INFO ] [sig       ] SIGI: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:45:11.762030] [INFO ] [LOCAL     ] Saved forecast: SIGI	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/SIGI.txt
[2025-11-25T23:45:11.762199] [INFO ] [sig       ] [2941/3639] Completed SIGI in 0.3s | 3.04 sym/s | Total: 16.1m | ETA: 3.8m
[2025-11-25T23:45:11.762255] [INFO ] [sig       ] [2942/3639] Forecasting SII...
[2025-11-25T23:45:11.762299] [INFO ] [sig       ] Generating forecast for: SII
[2025-11-25T23:45:11.762337] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SII' from 'https://tdm.silogroup.org/data/derivative_storage/SII.csv'.
[2025-11-25T23:45:11.774364] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SII'.
[2025-11-25T23:45:11.774766] [INFO ] [FORECASTER] Starting predict_future for SII
[2025-11-25T23:45:11.775592] [DEBUG] [LOCAL     ] No optimal features file found for SII: ./output/feature-sets/SII.txt
[2025-11-25T23:45:11.775684] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:45:11.775732] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:45:11.775773] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:45:11.775856] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:45:11.833621] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:45:11.834294] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:45:11.834401] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:45:11.834442] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:45:11.925170] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:45:11.925301] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:45:11.925345] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:45:11.925379] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:45:11.928659] [DEBUG] [FORECASTER] SII: Forecast T+1@11:T+2@11: UP (p=72.46%)
[2025-11-25T23:45:11.928946] [INFO ] [FORECASTER] Completed predict_future for SII
[2025-11-25T23:45:11.929083] [INFO ] [sig       ] SII: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:45:12.069793] [INFO ] [LOCAL     ] Saved forecast: SII	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/SII.txt
[2025-11-25T23:45:12.069986] [INFO ] [sig       ] [2942/3639] Completed SII in 0.3s | 3.04 sym/s | Total: 16.1m | ETA: 3.8m
[2025-11-25T23:45:12.070044] [INFO ] [sig       ] [2943/3639] Forecasting SIMO...
[2025-11-25T23:45:12.070086] [INFO ] [sig       ] Generating forecast for: SIMO
[2025-11-25T23:45:12.070125] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SIMO' from 'https://tdm.silogroup.org/data/derivative_storage/SIMO.csv'.
[2025-11-25T23:45:12.080540] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SIMO'.
[2025-11-25T23:45:12.080883] [INFO ] [FORECASTER] Starting predict_future for SIMO
[2025-11-25T23:45:12.081755] [DEBUG] [LOCAL     ] No optimal features file found for SIMO: ./output/feature-sets/SIMO.txt
[2025-11-25T23:45:12.081826] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:45:12.081873] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:45:12.081915] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:45:12.081983] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:45:12.142814] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:45:12.143666] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:45:12.143764] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:45:12.143810] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:45:12.225809] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:45:12.225937] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:45:12.225981] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:45:12.226015] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:45:12.229198] [DEBUG] [FORECASTER] SIMO: Forecast T+1@11:T+2@11: UP (p=96.78%)
[2025-11-25T23:45:12.229482] [INFO ] [FORECASTER] Completed predict_future for SIMO
[2025-11-25T23:45:12.229616] [INFO ] [sig       ] SIMO: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:45:12.369249] [INFO ] [LOCAL     ] Saved forecast: SIMO	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/SIMO.txt
[2025-11-25T23:45:12.369386] [INFO ] [sig       ] [2943/3639] Completed SIMO in 0.3s | 3.04 sym/s | Total: 16.1m | ETA: 3.8m
[2025-11-25T23:45:12.369440] [INFO ] [sig       ] [2944/3639] Forecasting SIRI...
[2025-11-25T23:45:12.369682] [INFO ] [sig       ] Generating forecast for: SIRI
[2025-11-25T23:45:12.369726] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SIRI' from 'https://tdm.silogroup.org/data/derivative_storage/SIRI.csv'.
[2025-11-25T23:45:12.380504] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SIRI'.
[2025-11-25T23:45:12.380829] [INFO ] [FORECASTER] Starting predict_future for SIRI
[2025-11-25T23:45:12.381686] [DEBUG] [LOCAL     ] No optimal features file found for SIRI: ./output/feature-sets/SIRI.txt
[2025-11-25T23:45:12.381757] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:45:12.381819] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:45:12.381891] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:45:12.381977] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:45:12.441326] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:45:12.442262] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:45:12.442375] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:45:12.442425] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:45:12.531350] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:45:12.531530] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:45:12.531575] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:45:12.531609] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:45:12.535024] [DEBUG] [FORECASTER] SIRI: Forecast T+1@11:T+2@11: UP (p=73.70%)
[2025-11-25T23:45:12.535308] [INFO ] [FORECASTER] Completed predict_future for SIRI
[2025-11-25T23:45:12.535441] [INFO ] [sig       ] SIRI: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:45:12.679114] [INFO ] [LOCAL     ] Saved forecast: SIRI	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/SIRI.txt
[2025-11-25T23:45:12.679304] [INFO ] [sig       ] [2944/3639] Completed SIRI in 0.3s | 3.04 sym/s | Total: 16.1m | ETA: 3.8m
[2025-11-25T23:45:12.679374] [INFO ] [sig       ] [2945/3639] Forecasting SITC...
[2025-11-25T23:45:12.679438] [INFO ] [sig       ] Generating forecast for: SITC
[2025-11-25T23:45:12.679493] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SITC' from 'https://tdm.silogroup.org/data/derivative_storage/SITC.csv'.
[2025-11-25T23:45:12.690256] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SITC'.
[2025-11-25T23:45:12.690602] [INFO ] [FORECASTER] Starting predict_future for SITC
[2025-11-25T23:45:12.691423] [DEBUG] [LOCAL     ] No optimal features file found for SITC: ./output/feature-sets/SITC.txt
[2025-11-25T23:45:12.691494] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:45:12.691541] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:45:12.691582] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:45:12.691728] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:45:12.749492] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:45:12.750230] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:45:12.750332] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:45:12.750387] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:45:12.848354] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:45:12.848549] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:45:12.848595] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:45:12.848629] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:45:12.852231] [DEBUG] [FORECASTER] SITC: Forecast T+1@11:T+2@11: UP (p=91.25%)
[2025-11-25T23:45:12.852534] [INFO ] [FORECASTER] Completed predict_future for SITC
[2025-11-25T23:45:12.852706] [INFO ] [sig       ] SITC: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:45:12.993997] [INFO ] [LOCAL     ] Saved forecast: SITC	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/SITC.txt
[2025-11-25T23:45:12.994206] [INFO ] [sig       ] [2945/3639] Completed SITC in 0.3s | 3.04 sym/s | Total: 16.1m | ETA: 3.8m
[2025-11-25T23:45:12.994268] [INFO ] [sig       ] [2946/3639] Forecasting SITE...
[2025-11-25T23:45:12.994314] [INFO ] [sig       ] Generating forecast for: SITE
[2025-11-25T23:45:12.994352] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SITE' from 'https://tdm.silogroup.org/data/derivative_storage/SITE.csv'.
[2025-11-25T23:45:13.005318] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SITE'.
[2025-11-25T23:45:13.005699] [INFO ] [FORECASTER] Starting predict_future for SITE
[2025-11-25T23:45:13.006505] [DEBUG] [LOCAL     ] No optimal features file found for SITE: ./output/feature-sets/SITE.txt
[2025-11-25T23:45:13.006576] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:45:13.006664] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:45:13.006709] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:45:13.006792] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:45:13.064990] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:45:13.065898] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:45:13.066010] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:45:13.066060] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:45:13.158768] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:45:13.158951] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:45:13.159000] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:45:13.159037] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:45:13.162616] [DEBUG] [FORECASTER] SITE: Forecast T+1@11:T+2@11: UP (p=58.88%)
[2025-11-25T23:45:13.162929] [INFO ] [FORECASTER] Completed predict_future for SITE
[2025-11-25T23:45:13.163077] [INFO ] [sig       ] SITE: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:45:13.302299] [INFO ] [LOCAL     ] Saved forecast: SITE	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/SITE.txt
[2025-11-25T23:45:13.302480] [INFO ] [sig       ] [2946/3639] Completed SITE in 0.3s | 3.04 sym/s | Total: 16.1m | ETA: 3.8m
[2025-11-25T23:45:13.302538] [INFO ] [sig       ] [2947/3639] Forecasting SITM...
[2025-11-25T23:45:13.302684] [INFO ] [sig       ] Generating forecast for: SITM
[2025-11-25T23:45:13.302733] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SITM' from 'https://tdm.silogroup.org/data/derivative_storage/SITM.csv'.
[2025-11-25T23:45:13.313436] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SITM'.
[2025-11-25T23:45:13.313861] [INFO ] [FORECASTER] Starting predict_future for SITM
[2025-11-25T23:45:13.314695] [DEBUG] [LOCAL     ] No optimal features file found for SITM: ./output/feature-sets/SITM.txt
[2025-11-25T23:45:13.314764] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:45:13.314810] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:45:13.314850] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:45:13.314922] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:45:13.371673] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:45:13.372624] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:45:13.372759] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:45:13.372806] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:45:13.464122] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:45:13.464327] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:45:13.464373] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:45:13.464408] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:45:13.467953] [DEBUG] [FORECASTER] SITM: Forecast T+1@11:T+2@11: DOWN (p=2.75%)
[2025-11-25T23:45:13.468331] [INFO ] [FORECASTER] Completed predict_future for SITM
[2025-11-25T23:45:13.468495] [INFO ] [sig       ] SITM: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:45:13.613103] [INFO ] [LOCAL     ] Saved forecast: SITM	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/SITM.txt
[2025-11-25T23:45:13.613272] [INFO ] [sig       ] [2947/3639] Completed SITM in 0.3s | 3.04 sym/s | Total: 16.2m | ETA: 3.8m
[2025-11-25T23:45:13.613328] [INFO ] [sig       ] [2948/3639] Forecasting SIXG...
[2025-11-25T23:45:13.613388] [INFO ] [sig       ] Generating forecast for: SIXG
[2025-11-25T23:45:13.613457] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SIXG' from 'https://tdm.silogroup.org/data/derivative_storage/SIXG.csv'.
[2025-11-25T23:45:13.624060] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SIXG'.
[2025-11-25T23:45:13.624363] [INFO ] [FORECASTER] Starting predict_future for SIXG
[2025-11-25T23:45:13.625207] [DEBUG] [LOCAL     ] No optimal features file found for SIXG: ./output/feature-sets/SIXG.txt
[2025-11-25T23:45:13.625275] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:45:13.625321] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:45:13.625361] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:45:13.625447] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:45:13.687310] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:45:13.691316] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:45:13.691420] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:45:13.691471] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:45:13.793302] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:45:13.793525] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:45:13.793583] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:45:13.793622] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:45:13.797473] [DEBUG] [FORECASTER] SIXG: Forecast T+1@11:T+2@11: UP (p=92.51%)
[2025-11-25T23:45:13.797801] [INFO ] [FORECASTER] Completed predict_future for SIXG
[2025-11-25T23:45:13.797981] [INFO ] [sig       ] SIXG: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:45:13.951212] [INFO ] [LOCAL     ] Saved forecast: SIXG	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/SIXG.txt
[2025-11-25T23:45:13.951412] [INFO ] [sig       ] [2948/3639] Completed SIXG in 0.3s | 3.04 sym/s | Total: 16.2m | ETA: 3.8m
[2025-11-25T23:45:13.951470] [INFO ] [sig       ] [2949/3639] Forecasting SJM...
[2025-11-25T23:45:13.951516] [INFO ] [sig       ] Generating forecast for: SJM
[2025-11-25T23:45:13.951558] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SJM' from 'https://tdm.silogroup.org/data/derivative_storage/SJM.csv'.
[2025-11-25T23:45:13.962724] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SJM'.
[2025-11-25T23:45:13.963079] [INFO ] [FORECASTER] Starting predict_future for SJM
[2025-11-25T23:45:13.963918] [DEBUG] [LOCAL     ] No optimal features file found for SJM: ./output/feature-sets/SJM.txt
[2025-11-25T23:45:13.963988] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:45:13.964033] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:45:13.964073] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:45:13.964142] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:45:14.022530] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:45:14.023431] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:45:14.023530] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:45:14.023578] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:45:14.123162] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:45:14.123354] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:45:14.123400] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:45:14.123434] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:45:14.126854] [DEBUG] [FORECASTER] SJM: Forecast T+1@11:T+2@11: DOWN (p=26.96%)
[2025-11-25T23:45:14.127148] [INFO ] [FORECASTER] Completed predict_future for SJM
[2025-11-25T23:45:14.127286] [INFO ] [sig       ] SJM: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:45:14.272456] [INFO ] [LOCAL     ] Saved forecast: SJM	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/SJM.txt
[2025-11-25T23:45:14.272674] [INFO ] [sig       ] [2949/3639] Completed SJM in 0.3s | 3.04 sym/s | Total: 16.2m | ETA: 3.8m
[2025-11-25T23:45:14.272735] [INFO ] [sig       ] [2950/3639] Forecasting SKE...
[2025-11-25T23:45:14.272784] [INFO ] [sig       ] Generating forecast for: SKE
[2025-11-25T23:45:14.272827] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SKE' from 'https://tdm.silogroup.org/data/derivative_storage/SKE.csv'.
[2025-11-25T23:45:14.283995] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SKE'.
[2025-11-25T23:45:14.284443] [INFO ] [FORECASTER] Starting predict_future for SKE
[2025-11-25T23:45:14.285315] [DEBUG] [LOCAL     ] No optimal features file found for SKE: ./output/feature-sets/SKE.txt
[2025-11-25T23:45:14.285408] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:45:14.285457] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:45:14.285500] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:45:14.285570] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:45:14.347042] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:45:14.347920] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:45:14.348028] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:45:14.348077] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:45:14.446388] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:45:14.446582] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:45:14.446630] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:45:14.446714] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:45:14.450189] [DEBUG] [FORECASTER] SKE: Forecast T+1@11:T+2@11: DOWN (p=13.84%)
[2025-11-25T23:45:14.450637] [INFO ] [FORECASTER] Completed predict_future for SKE
[2025-11-25T23:45:14.450867] [INFO ] [sig       ] SKE: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:45:14.596321] [INFO ] [LOCAL     ] Saved forecast: SKE	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/SKE.txt
[2025-11-25T23:45:14.596504] [INFO ] [sig       ] [2950/3639] Completed SKE in 0.3s | 3.04 sym/s | Total: 16.2m | ETA: 3.8m
[2025-11-25T23:45:14.596588] [INFO ] [sig       ] [2951/3639] Forecasting SKIL...
[2025-11-25T23:45:14.596662] [INFO ] [sig       ] Generating forecast for: SKIL
[2025-11-25T23:45:14.596707] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SKIL' from 'https://tdm.silogroup.org/data/derivative_storage/SKIL.csv'.
[2025-11-25T23:45:14.607971] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SKIL'.
[2025-11-25T23:45:14.608332] [INFO ] [FORECASTER] Starting predict_future for SKIL
[2025-11-25T23:45:14.609193] [DEBUG] [LOCAL     ] No optimal features file found for SKIL: ./output/feature-sets/SKIL.txt
[2025-11-25T23:45:14.609263] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:45:14.609322] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:45:14.609374] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:45:14.609465] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:45:14.671105] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:45:14.672106] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:45:14.672240] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:45:14.672312] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:45:14.767389] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:45:14.767590] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:45:14.767657] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:45:14.767727] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:45:14.771265] [DEBUG] [FORECASTER] SKIL: Forecast T+1@11:T+2@11: UP (p=55.10%)
[2025-11-25T23:45:14.771589] [INFO ] [FORECASTER] Completed predict_future for SKIL
[2025-11-25T23:45:14.771773] [INFO ] [sig       ] SKIL: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:45:14.919401] [INFO ] [LOCAL     ] Saved forecast: SKIL	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/SKIL.txt
[2025-11-25T23:45:14.919614] [INFO ] [sig       ] [2951/3639] Completed SKIL in 0.3s | 3.04 sym/s | Total: 16.2m | ETA: 3.8m
[2025-11-25T23:45:14.919692] [INFO ] [sig       ] [2952/3639] Forecasting SKIN...
[2025-11-25T23:45:14.919748] [INFO ] [sig       ] Generating forecast for: SKIN
[2025-11-25T23:45:14.919800] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SKIN' from 'https://tdm.silogroup.org/data/derivative_storage/SKIN.csv'.
[2025-11-25T23:45:14.931888] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SKIN'.
[2025-11-25T23:45:14.932399] [INFO ] [FORECASTER] Starting predict_future for SKIN
[2025-11-25T23:45:14.933336] [DEBUG] [LOCAL     ] No optimal features file found for SKIN: ./output/feature-sets/SKIN.txt
[2025-11-25T23:45:14.933410] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:45:14.933470] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:45:14.933522] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:45:14.933612] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:45:14.994835] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:45:14.995782] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:45:14.995890] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:45:14.995952] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:45:15.096072] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:45:15.096302] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:45:15.096364] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:45:15.096415] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:45:15.100274] [DEBUG] [FORECASTER] SKIN: Forecast T+1@11:T+2@11: DOWN (p=38.33%)
[2025-11-25T23:45:15.100608] [INFO ] [FORECASTER] Completed predict_future for SKIN
[2025-11-25T23:45:15.100780] [INFO ] [sig       ] SKIN: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:45:15.242525] [INFO ] [LOCAL     ] Saved forecast: SKIN	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/SKIN.txt
[2025-11-25T23:45:15.242720] [INFO ] [sig       ] [2952/3639] Completed SKIN in 0.3s | 3.04 sym/s | Total: 16.2m | ETA: 3.8m
[2025-11-25T23:45:15.242779] [INFO ] [sig       ] [2953/3639] Forecasting SKLZ...
[2025-11-25T23:45:15.242823] [INFO ] [sig       ] Generating forecast for: SKLZ
[2025-11-25T23:45:15.242864] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SKLZ' from 'https://tdm.silogroup.org/data/derivative_storage/SKLZ.csv'.
[2025-11-25T23:45:15.253772] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SKLZ'.
[2025-11-25T23:45:15.254189] [INFO ] [FORECASTER] Starting predict_future for SKLZ
[2025-11-25T23:45:15.255039] [DEBUG] [LOCAL     ] No optimal features file found for SKLZ: ./output/feature-sets/SKLZ.txt
[2025-11-25T23:45:15.255123] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:45:15.255169] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:45:15.255210] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:45:15.255280] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:45:15.318315] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:45:15.319216] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:45:15.319320] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:45:15.319368] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:45:15.412238] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:45:15.412418] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:45:15.412467] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:45:15.412503] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:45:15.416143] [DEBUG] [FORECASTER] SKLZ: Forecast T+1@11:T+2@11: UP (p=94.43%)
[2025-11-25T23:45:15.416464] [INFO ] [FORECASTER] Completed predict_future for SKLZ
[2025-11-25T23:45:15.416611] [INFO ] [sig       ] SKLZ: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:45:15.564975] [INFO ] [LOCAL     ] Saved forecast: SKLZ	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/SKLZ.txt
[2025-11-25T23:45:15.565174] [INFO ] [sig       ] [2953/3639] Completed SKLZ in 0.3s | 3.04 sym/s | Total: 16.2m | ETA: 3.8m
[2025-11-25T23:45:15.565236] [INFO ] [sig       ] [2954/3639] Forecasting SKM...
[2025-11-25T23:45:15.565288] [INFO ] [sig       ] Generating forecast for: SKM
[2025-11-25T23:45:15.565351] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SKM' from 'https://tdm.silogroup.org/data/derivative_storage/SKM.csv'.
[2025-11-25T23:45:15.576815] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SKM'.
[2025-11-25T23:45:15.577165] [INFO ] [FORECASTER] Starting predict_future for SKM
[2025-11-25T23:45:15.578068] [DEBUG] [LOCAL     ] No optimal features file found for SKM: ./output/feature-sets/SKM.txt
[2025-11-25T23:45:15.578138] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:45:15.578195] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:45:15.578246] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:45:15.578332] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:45:15.635303] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:45:15.635974] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:45:15.636084] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:45:15.636131] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:45:15.744114] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:45:15.744270] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:45:15.744315] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:45:15.744349] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:45:15.747632] [DEBUG] [FORECASTER] SKM: Forecast T+1@11:T+2@11: UP (p=86.12%)
[2025-11-25T23:45:15.747969] [INFO ] [FORECASTER] Completed predict_future for SKM
[2025-11-25T23:45:15.748126] [INFO ] [sig       ] SKM: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:45:15.889326] [INFO ] [LOCAL     ] Saved forecast: SKM	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/SKM.txt
[2025-11-25T23:45:15.889470] [INFO ] [sig       ] [2954/3639] Completed SKM in 0.3s | 3.04 sym/s | Total: 16.2m | ETA: 3.8m
[2025-11-25T23:45:15.889524] [INFO ] [sig       ] [2955/3639] Forecasting SKRE...
[2025-11-25T23:45:15.889566] [INFO ] [sig       ] Generating forecast for: SKRE
[2025-11-25T23:45:15.889606] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SKRE' from 'https://tdm.silogroup.org/data/derivative_storage/SKRE.csv'.
[2025-11-25T23:45:15.901108] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SKRE'.
[2025-11-25T23:45:15.901563] [INFO ] [FORECASTER] Starting predict_future for SKRE
[2025-11-25T23:45:15.902445] [DEBUG] [LOCAL     ] No optimal features file found for SKRE: ./output/feature-sets/SKRE.txt
[2025-11-25T23:45:15.902517] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:45:15.902564] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:45:15.902604] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:45:15.902692] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:45:15.961117] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:45:15.961812] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:45:15.961911] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:45:15.961958] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:45:16.070037] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:45:16.070198] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:45:16.070243] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:45:16.070277] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:45:16.073726] [DEBUG] [FORECASTER] SKRE: Forecast T+1@11:T+2@11: DOWN (p=0.73%)
[2025-11-25T23:45:16.074106] [INFO ] [FORECASTER] Completed predict_future for SKRE
[2025-11-25T23:45:16.074277] [INFO ] [sig       ] SKRE: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:45:16.216270] [INFO ] [LOCAL     ] Saved forecast: SKRE	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/SKRE.txt
[2025-11-25T23:45:16.216434] [INFO ] [sig       ] [2955/3639] Completed SKRE in 0.3s | 3.04 sym/s | Total: 16.2m | ETA: 3.7m
[2025-11-25T23:45:16.216489] [INFO ] [sig       ] [2956/3639] Forecasting SKWD...
[2025-11-25T23:45:16.216533] [INFO ] [sig       ] Generating forecast for: SKWD
[2025-11-25T23:45:16.216574] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SKWD' from 'https://tdm.silogroup.org/data/derivative_storage/SKWD.csv'.
[2025-11-25T23:45:16.228634] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SKWD'.
[2025-11-25T23:45:16.228988] [INFO ] [FORECASTER] Starting predict_future for SKWD
[2025-11-25T23:45:16.229815] [DEBUG] [LOCAL     ] No optimal features file found for SKWD: ./output/feature-sets/SKWD.txt
[2025-11-25T23:45:16.229883] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:45:16.229930] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:45:16.229969] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:45:16.230037] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:45:16.290794] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:45:16.291635] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:45:16.291770] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:45:16.291835] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:45:16.389409] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:45:16.389609] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:45:16.389672] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:45:16.389716] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:45:16.393245] [DEBUG] [FORECASTER] SKWD: Forecast T+1@11:T+2@11: UP (p=64.36%)
[2025-11-25T23:45:16.393546] [INFO ] [FORECASTER] Completed predict_future for SKWD
[2025-11-25T23:45:16.393718] [INFO ] [sig       ] SKWD: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:45:16.533584] [INFO ] [LOCAL     ] Saved forecast: SKWD	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/SKWD.txt
[2025-11-25T23:45:16.533770] [INFO ] [sig       ] [2956/3639] Completed SKWD in 0.3s | 3.04 sym/s | Total: 16.2m | ETA: 3.7m
[2025-11-25T23:45:16.533827] [INFO ] [sig       ] [2957/3639] Forecasting SKY...
[2025-11-25T23:45:16.533872] [INFO ] [sig       ] Generating forecast for: SKY
[2025-11-25T23:45:16.533915] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SKY' from 'https://tdm.silogroup.org/data/derivative_storage/SKY.csv'.
[2025-11-25T23:45:16.544582] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SKY'.
[2025-11-25T23:45:16.544942] [INFO ] [FORECASTER] Starting predict_future for SKY
[2025-11-25T23:45:16.545786] [DEBUG] [LOCAL     ] No optimal features file found for SKY: ./output/feature-sets/SKY.txt
[2025-11-25T23:45:16.545855] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:45:16.545912] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:45:16.545963] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:45:16.546050] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:45:16.605043] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:45:16.606004] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:45:16.606194] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:45:16.606252] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:45:16.703629] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:45:16.703830] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:45:16.703911] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:45:16.703950] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:45:16.707487] [DEBUG] [FORECASTER] SKY: Forecast T+1@11:T+2@11: DOWN (p=9.41%)
[2025-11-25T23:45:16.707806] [INFO ] [FORECASTER] Completed predict_future for SKY
[2025-11-25T23:45:16.707958] [INFO ] [sig       ] SKY: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:45:16.853029] [INFO ] [LOCAL     ] Saved forecast: SKY	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/SKY.txt
[2025-11-25T23:45:16.853218] [INFO ] [sig       ] [2957/3639] Completed SKY in 0.3s | 3.04 sym/s | Total: 16.2m | ETA: 3.7m
[2025-11-25T23:45:16.853276] [INFO ] [sig       ] [2958/3639] Forecasting SKYE...
[2025-11-25T23:45:16.853319] [INFO ] [sig       ] Generating forecast for: SKYE
[2025-11-25T23:45:16.853362] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SKYE' from 'https://tdm.silogroup.org/data/derivative_storage/SKYE.csv'.
[2025-11-25T23:45:16.864555] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SKYE'.
[2025-11-25T23:45:16.864922] [INFO ] [FORECASTER] Starting predict_future for SKYE
[2025-11-25T23:45:16.865764] [DEBUG] [LOCAL     ] No optimal features file found for SKYE: ./output/feature-sets/SKYE.txt
[2025-11-25T23:45:16.865832] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:45:16.865878] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:45:16.865917] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:45:16.865986] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:45:16.924489] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:45:16.925432] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:45:16.925542] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:45:16.925592] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:45:17.021437] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:45:17.021631] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:45:17.021705] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:45:17.021747] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:45:17.025247] [DEBUG] [FORECASTER] SKYE: Forecast T+1@11:T+2@11: DOWN (p=9.42%)
[2025-11-25T23:45:17.025548] [INFO ] [FORECASTER] Completed predict_future for SKYE
[2025-11-25T23:45:17.025713] [INFO ] [sig       ] SKYE: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:45:17.174702] [INFO ] [LOCAL     ] Saved forecast: SKYE	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/SKYE.txt
[2025-11-25T23:45:17.174879] [INFO ] [sig       ] [2958/3639] Completed SKYE in 0.3s | 3.04 sym/s | Total: 16.2m | ETA: 3.7m
[2025-11-25T23:45:17.174935] [INFO ] [sig       ] [2959/3639] Forecasting SKYH...
[2025-11-25T23:45:17.174978] [INFO ] [sig       ] Generating forecast for: SKYH
[2025-11-25T23:45:17.175020] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SKYH' from 'https://tdm.silogroup.org/data/derivative_storage/SKYH.csv'.
[2025-11-25T23:45:17.186874] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SKYH'.
[2025-11-25T23:45:17.187251] [INFO ] [FORECASTER] Starting predict_future for SKYH
[2025-11-25T23:45:17.188123] [DEBUG] [LOCAL     ] No optimal features file found for SKYH: ./output/feature-sets/SKYH.txt
[2025-11-25T23:45:17.188194] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:45:17.188241] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:45:17.188285] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:45:17.188353] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:45:17.246133] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:45:17.246884] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:45:17.246982] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:45:17.247029] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:45:17.343358] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:45:17.343557] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:45:17.343605] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:45:17.343661] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:45:17.347281] [DEBUG] [FORECASTER] SKYH: Forecast T+1@11:T+2@11: UP (p=81.70%)
[2025-11-25T23:45:17.347639] [INFO ] [FORECASTER] Completed predict_future for SKYH
[2025-11-25T23:45:17.347853] [INFO ] [sig       ] SKYH: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:45:17.503925] [INFO ] [LOCAL     ] Saved forecast: SKYH	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/SKYH.txt
[2025-11-25T23:45:17.504127] [INFO ] [sig       ] [2959/3639] Completed SKYH in 0.3s | 3.04 sym/s | Total: 16.2m | ETA: 3.7m
[2025-11-25T23:45:17.504206] [INFO ] [sig       ] [2960/3639] Forecasting SKYX...
[2025-11-25T23:45:17.504329] [INFO ] [sig       ] Generating forecast for: SKYX
[2025-11-25T23:45:17.504374] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SKYX' from 'https://tdm.silogroup.org/data/derivative_storage/SKYX.csv'.
[2025-11-25T23:45:17.517303] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SKYX'.
[2025-11-25T23:45:17.517860] [INFO ] [FORECASTER] Starting predict_future for SKYX
[2025-11-25T23:45:17.518805] [DEBUG] [LOCAL     ] No optimal features file found for SKYX: ./output/feature-sets/SKYX.txt
[2025-11-25T23:45:17.518877] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:45:17.518926] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:45:17.518976] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:45:17.519062] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:45:17.581430] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:45:17.582385] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:45:17.582498] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:45:17.582547] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:45:17.676756] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:45:17.676962] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:45:17.677010] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:45:17.677047] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:45:17.680710] [DEBUG] [FORECASTER] SKYX: Forecast T+1@11:T+2@11: UP (p=55.78%)
[2025-11-25T23:45:17.681013] [INFO ] [FORECASTER] Completed predict_future for SKYX
[2025-11-25T23:45:17.681164] [INFO ] [sig       ] SKYX: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:45:17.833056] [INFO ] [LOCAL     ] Saved forecast: SKYX	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/SKYX.txt
[2025-11-25T23:45:17.833250] [INFO ] [sig       ] [2960/3639] Completed SKYX in 0.3s | 3.04 sym/s | Total: 16.2m | ETA: 3.7m
[2025-11-25T23:45:17.833308] [INFO ] [sig       ] [2961/3639] Forecasting SKYY...
[2025-11-25T23:45:17.833353] [INFO ] [sig       ] Generating forecast for: SKYY
[2025-11-25T23:45:17.833396] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SKYY' from 'https://tdm.silogroup.org/data/derivative_storage/SKYY.csv'.
[2025-11-25T23:45:17.845574] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SKYY'.
[2025-11-25T23:45:17.845998] [INFO ] [FORECASTER] Starting predict_future for SKYY
[2025-11-25T23:45:17.846874] [DEBUG] [LOCAL     ] No optimal features file found for SKYY: ./output/feature-sets/SKYY.txt
[2025-11-25T23:45:17.846945] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:45:17.847011] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:45:17.847055] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:45:17.847125] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:45:17.907010] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:45:17.907812] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:45:17.907914] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:45:17.907967] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:45:18.004908] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:45:18.005096] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:45:18.005143] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:45:18.005177] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:45:18.008743] [DEBUG] [FORECASTER] SKYY: Forecast T+1@11:T+2@11: UP (p=90.38%)
[2025-11-25T23:45:18.009067] [INFO ] [FORECASTER] Completed predict_future for SKYY
[2025-11-25T23:45:18.009227] [INFO ] [sig       ] SKYY: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:45:18.154254] [INFO ] [LOCAL     ] Saved forecast: SKYY	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/SKYY.txt
[2025-11-25T23:45:18.154410] [INFO ] [sig       ] [2961/3639] Completed SKYY in 0.3s | 3.04 sym/s | Total: 16.2m | ETA: 3.7m
[2025-11-25T23:45:18.154465] [INFO ] [sig       ] [2962/3639] Forecasting SLAB...
[2025-11-25T23:45:18.154509] [INFO ] [sig       ] Generating forecast for: SLAB
[2025-11-25T23:45:18.154552] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SLAB' from 'https://tdm.silogroup.org/data/derivative_storage/SLAB.csv'.
[2025-11-25T23:45:18.166620] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SLAB'.
[2025-11-25T23:45:18.167042] [INFO ] [FORECASTER] Starting predict_future for SLAB
[2025-11-25T23:45:18.167907] [DEBUG] [LOCAL     ] No optimal features file found for SLAB: ./output/feature-sets/SLAB.txt
[2025-11-25T23:45:18.167976] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:45:18.168022] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:45:18.168064] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:45:18.168133] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:45:18.226187] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:45:18.226953] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:45:18.227054] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:45:18.227102] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:45:18.322999] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:45:18.323174] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:45:18.323220] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:45:18.323255] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:45:18.326632] [DEBUG] [FORECASTER] SLAB: Forecast T+1@11:T+2@11: UP (p=53.16%)
[2025-11-25T23:45:18.326932] [INFO ] [FORECASTER] Completed predict_future for SLAB
[2025-11-25T23:45:18.327067] [INFO ] [sig       ] SLAB: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:45:18.468166] [INFO ] [LOCAL     ] Saved forecast: SLAB	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/SLAB.txt
[2025-11-25T23:45:18.468318] [INFO ] [sig       ] [2962/3639] Completed SLAB in 0.3s | 3.04 sym/s | Total: 16.2m | ETA: 3.7m
[2025-11-25T23:45:18.468374] [INFO ] [sig       ] [2963/3639] Forecasting SLB...
[2025-11-25T23:45:18.468415] [INFO ] [sig       ] Generating forecast for: SLB
[2025-11-25T23:45:18.468450] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SLB' from 'https://tdm.silogroup.org/data/derivative_storage/SLB.csv'.
[2025-11-25T23:45:18.479203] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SLB'.
[2025-11-25T23:45:18.479547] [INFO ] [FORECASTER] Starting predict_future for SLB
[2025-11-25T23:45:18.480383] [DEBUG] [LOCAL     ] No optimal features file found for SLB: ./output/feature-sets/SLB.txt
[2025-11-25T23:45:18.480453] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:45:18.480500] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:45:18.480541] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:45:18.480608] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:45:18.538245] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:45:18.538916] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:45:18.539010] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:45:18.539056] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:45:18.630168] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:45:18.630347] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:45:18.630392] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:45:18.630427] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:45:18.633800] [DEBUG] [FORECASTER] SLB: Forecast T+1@11:T+2@11: UP (p=51.34%)
[2025-11-25T23:45:18.634089] [INFO ] [FORECASTER] Completed predict_future for SLB
[2025-11-25T23:45:18.634233] [INFO ] [sig       ] SLB: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:45:18.775441] [INFO ] [LOCAL     ] Saved forecast: SLB	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/SLB.txt
[2025-11-25T23:45:18.775595] [INFO ] [sig       ] [2963/3639] Completed SLB in 0.3s | 3.04 sym/s | Total: 16.2m | ETA: 3.7m
[2025-11-25T23:45:18.775670] [INFO ] [sig       ] [2964/3639] Forecasting SLDB...
[2025-11-25T23:45:18.775714] [INFO ] [sig       ] Generating forecast for: SLDB
[2025-11-25T23:45:18.775778] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SLDB' from 'https://tdm.silogroup.org/data/derivative_storage/SLDB.csv'.
[2025-11-25T23:45:18.788283] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SLDB'.
[2025-11-25T23:45:18.788816] [INFO ] [FORECASTER] Starting predict_future for SLDB
[2025-11-25T23:45:18.789729] [DEBUG] [LOCAL     ] No optimal features file found for SLDB: ./output/feature-sets/SLDB.txt
[2025-11-25T23:45:18.789801] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:45:18.789859] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:45:18.789910] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:45:18.790008] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:45:18.859078] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:45:18.860261] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:45:18.860398] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:45:18.860487] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:45:18.973074] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:45:18.973301] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:45:18.973360] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:45:18.973406] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:45:18.976929] [DEBUG] [FORECASTER] SLDB: Forecast T+1@11:T+2@11: UP (p=97.83%)
[2025-11-25T23:45:18.977262] [INFO ] [FORECASTER] Completed predict_future for SLDB
[2025-11-25T23:45:18.977446] [INFO ] [sig       ] SLDB: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:45:19.121448] [INFO ] [LOCAL     ] Saved forecast: SLDB	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/SLDB.txt
[2025-11-25T23:45:19.121670] [INFO ] [sig       ] [2964/3639] Completed SLDB in 0.3s | 3.04 sym/s | Total: 16.2m | ETA: 3.7m
[2025-11-25T23:45:19.121764] [INFO ] [sig       ] [2965/3639] Forecasting SLDP...
[2025-11-25T23:45:19.121823] [INFO ] [sig       ] Generating forecast for: SLDP
[2025-11-25T23:45:19.121866] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SLDP' from 'https://tdm.silogroup.org/data/derivative_storage/SLDP.csv'.
[2025-11-25T23:45:19.135607] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SLDP'.
[2025-11-25T23:45:19.136214] [INFO ] [FORECASTER] Starting predict_future for SLDP
[2025-11-25T23:45:19.137416] [DEBUG] [LOCAL     ] No optimal features file found for SLDP: ./output/feature-sets/SLDP.txt
[2025-11-25T23:45:19.137510] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:45:19.137591] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:45:19.137682] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:45:19.137816] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:45:19.210121] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:45:19.211114] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:45:19.211218] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:45:19.211279] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:45:19.308368] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:45:19.308565] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:45:19.308613] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:45:19.308668] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:45:19.312156] [DEBUG] [FORECASTER] SLDP: Forecast T+1@11:T+2@11: DOWN (p=18.13%)
[2025-11-25T23:45:19.312465] [INFO ] [FORECASTER] Completed predict_future for SLDP
[2025-11-25T23:45:19.312625] [INFO ] [sig       ] SLDP: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:45:19.458130] [INFO ] [LOCAL     ] Saved forecast: SLDP	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/SLDP.txt
[2025-11-25T23:45:19.458327] [INFO ] [sig       ] [2965/3639] Completed SLDP in 0.3s | 3.04 sym/s | Total: 16.3m | ETA: 3.7m
[2025-11-25T23:45:19.458386] [INFO ] [sig       ] [2966/3639] Forecasting SLF...
[2025-11-25T23:45:19.458430] [INFO ] [sig       ] Generating forecast for: SLF
[2025-11-25T23:45:19.458472] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SLF' from 'https://tdm.silogroup.org/data/derivative_storage/SLF.csv'.
[2025-11-25T23:45:19.470069] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SLF'.
[2025-11-25T23:45:19.470524] [INFO ] [FORECASTER] Starting predict_future for SLF
[2025-11-25T23:45:19.471361] [DEBUG] [LOCAL     ] No optimal features file found for SLF: ./output/feature-sets/SLF.txt
[2025-11-25T23:45:19.471432] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:45:19.471478] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:45:19.471520] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:45:19.471590] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:45:19.530637] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:45:19.531562] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:45:19.531681] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:45:19.531732] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:45:19.627729] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:45:19.627819] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:45:19.627860] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:45:19.627894] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:45:19.630939] [DEBUG] [FORECASTER] SLF: Forecast T+1@11:T+2@11: DOWN (p=43.49%)
[2025-11-25T23:45:19.631206] [INFO ] [FORECASTER] Completed predict_future for SLF
[2025-11-25T23:45:19.631374] [INFO ] [sig       ] SLF: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:45:19.774059] [INFO ] [LOCAL     ] Saved forecast: SLF	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/SLF.txt
[2025-11-25T23:45:19.774208] [INFO ] [sig       ] [2966/3639] Completed SLF in 0.3s | 3.04 sym/s | Total: 16.3m | ETA: 3.7m
[2025-11-25T23:45:19.774262] [INFO ] [sig       ] [2967/3639] Forecasting SLG...
[2025-11-25T23:45:19.774304] [INFO ] [sig       ] Generating forecast for: SLG
[2025-11-25T23:45:19.774346] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SLG' from 'https://tdm.silogroup.org/data/derivative_storage/SLG.csv'.
[2025-11-25T23:45:19.785620] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SLG'.
[2025-11-25T23:45:19.785970] [INFO ] [FORECASTER] Starting predict_future for SLG
[2025-11-25T23:45:19.786773] [DEBUG] [LOCAL     ] No optimal features file found for SLG: ./output/feature-sets/SLG.txt
[2025-11-25T23:45:19.786841] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:45:19.786888] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:45:19.786928] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:45:19.786997] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:45:19.844262] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:45:19.844900] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:45:19.844995] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:45:19.845041] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:45:19.942922] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:45:19.943043] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:45:19.943087] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:45:19.943122] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:45:19.946279] [DEBUG] [FORECASTER] SLG: Forecast T+1@11:T+2@11: DOWN (p=8.46%)
[2025-11-25T23:45:19.946722] [INFO ] [FORECASTER] Completed predict_future for SLG
[2025-11-25T23:45:19.946927] [INFO ] [sig       ] SLG: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:45:20.088909] [INFO ] [LOCAL     ] Saved forecast: SLG	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/SLG.txt
[2025-11-25T23:45:20.089034] [INFO ] [sig       ] [2967/3639] Completed SLG in 0.3s | 3.04 sym/s | Total: 16.3m | ETA: 3.7m
[2025-11-25T23:45:20.089092] [INFO ] [sig       ] [2968/3639] Forecasting SLGN...
[2025-11-25T23:45:20.089134] [INFO ] [sig       ] Generating forecast for: SLGN
[2025-11-25T23:45:20.089175] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SLGN' from 'https://tdm.silogroup.org/data/derivative_storage/SLGN.csv'.
[2025-11-25T23:45:20.103300] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SLGN'.
[2025-11-25T23:45:20.104227] [INFO ] [FORECASTER] Starting predict_future for SLGN
[2025-11-25T23:45:20.105671] [DEBUG] [LOCAL     ] No optimal features file found for SLGN: ./output/feature-sets/SLGN.txt
[2025-11-25T23:45:20.105751] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:45:20.105805] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:45:20.105848] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:45:20.105929] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:45:20.168230] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:45:20.169458] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:45:20.169582] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:45:20.169634] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:45:20.286613] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:45:20.286911] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:45:20.286963] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:45:20.287034] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:45:20.291109] [DEBUG] [FORECASTER] SLGN: Forecast T+1@11:T+2@11: DOWN (p=47.38%)
[2025-11-25T23:45:20.291475] [INFO ] [FORECASTER] Completed predict_future for SLGN
[2025-11-25T23:45:20.291680] [INFO ] [sig       ] SLGN: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:45:20.445835] [INFO ] [LOCAL     ] Saved forecast: SLGN	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/SLGN.txt
[2025-11-25T23:45:20.446078] [INFO ] [sig       ] [2968/3639] Completed SLGN in 0.4s | 3.04 sym/s | Total: 16.3m | ETA: 3.7m
[2025-11-25T23:45:20.446143] [INFO ] [sig       ] [2969/3639] Forecasting SLM...
[2025-11-25T23:45:20.446194] [INFO ] [sig       ] Generating forecast for: SLM
[2025-11-25T23:45:20.446238] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SLM' from 'https://tdm.silogroup.org/data/derivative_storage/SLM.csv'.
[2025-11-25T23:45:20.459630] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SLM'.
[2025-11-25T23:45:20.460057] [INFO ] [FORECASTER] Starting predict_future for SLM
[2025-11-25T23:45:20.461021] [DEBUG] [LOCAL     ] No optimal features file found for SLM: ./output/feature-sets/SLM.txt
[2025-11-25T23:45:20.461096] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:45:20.461147] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:45:20.461193] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:45:20.461266] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:45:20.521090] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:45:20.522208] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:45:20.522321] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:45:20.522370] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:45:20.624382] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:45:20.624693] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:45:20.624767] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:45:20.624815] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:45:20.628771] [DEBUG] [FORECASTER] SLM: Forecast T+1@11:T+2@11: DOWN (p=18.86%)
[2025-11-25T23:45:20.629109] [INFO ] [FORECASTER] Completed predict_future for SLM
[2025-11-25T23:45:20.629288] [INFO ] [sig       ] SLM: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:45:20.775096] [INFO ] [LOCAL     ] Saved forecast: SLM	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/SLM.txt
[2025-11-25T23:45:20.775266] [INFO ] [sig       ] [2969/3639] Completed SLM in 0.3s | 3.04 sym/s | Total: 16.3m | ETA: 3.7m
[2025-11-25T23:45:20.775324] [INFO ] [sig       ] [2970/3639] Forecasting SLN...
[2025-11-25T23:45:20.775367] [INFO ] [sig       ] Generating forecast for: SLN
[2025-11-25T23:45:20.775410] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SLN' from 'https://tdm.silogroup.org/data/derivative_storage/SLN.csv'.
[2025-11-25T23:45:20.788455] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SLN'.
[2025-11-25T23:45:20.788978] [INFO ] [FORECASTER] Starting predict_future for SLN
[2025-11-25T23:45:20.789948] [DEBUG] [LOCAL     ] No optimal features file found for SLN: ./output/feature-sets/SLN.txt
[2025-11-25T23:45:20.790017] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:45:20.790064] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:45:20.790106] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:45:20.790177] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:45:20.848721] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:45:20.849659] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:45:20.849790] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:45:20.849839] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:45:20.947502] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:45:20.947758] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:45:20.947841] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:45:20.947895] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:45:20.952044] [DEBUG] [FORECASTER] SLN: Forecast T+1@11:T+2@11: DOWN (p=19.91%)
[2025-11-25T23:45:20.952449] [INFO ] [FORECASTER] Completed predict_future for SLN
[2025-11-25T23:45:20.952675] [INFO ] [sig       ] SLN: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:45:21.096820] [INFO ] [LOCAL     ] Saved forecast: SLN	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/SLN.txt
[2025-11-25T23:45:21.097040] [INFO ] [sig       ] [2970/3639] Completed SLN in 0.3s | 3.04 sym/s | Total: 16.3m | ETA: 3.7m
[2025-11-25T23:45:21.097099] [INFO ] [sig       ] [2971/3639] Forecasting SLNO...
[2025-11-25T23:45:21.097142] [INFO ] [sig       ] Generating forecast for: SLNO
[2025-11-25T23:45:21.097185] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SLNO' from 'https://tdm.silogroup.org/data/derivative_storage/SLNO.csv'.
[2025-11-25T23:45:21.109185] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SLNO'.
[2025-11-25T23:45:21.109584] [INFO ] [FORECASTER] Starting predict_future for SLNO
[2025-11-25T23:45:21.110530] [DEBUG] [LOCAL     ] No optimal features file found for SLNO: ./output/feature-sets/SLNO.txt
[2025-11-25T23:45:21.110601] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:45:21.110669] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:45:21.110714] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:45:21.110790] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:45:21.167533] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:45:21.168214] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:45:21.168322] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:45:21.168369] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:45:21.264079] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:45:21.264193] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:45:21.264235] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:45:21.264269] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:45:21.267479] [DEBUG] [FORECASTER] SLNO: Forecast T+1@11:T+2@11: UP (p=60.76%)
[2025-11-25T23:45:21.267809] [INFO ] [FORECASTER] Completed predict_future for SLNO
[2025-11-25T23:45:21.267991] [INFO ] [sig       ] SLNO: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:45:21.408574] [INFO ] [LOCAL     ] Saved forecast: SLNO	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/SLNO.txt
[2025-11-25T23:45:21.408748] [INFO ] [sig       ] [2971/3639] Completed SLNO in 0.3s | 3.04 sym/s | Total: 16.3m | ETA: 3.7m
[2025-11-25T23:45:21.408806] [INFO ] [sig       ] [2972/3639] Forecasting SLP...
[2025-11-25T23:45:21.408850] [INFO ] [sig       ] Generating forecast for: SLP
[2025-11-25T23:45:21.408893] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SLP' from 'https://tdm.silogroup.org/data/derivative_storage/SLP.csv'.
[2025-11-25T23:45:21.420849] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SLP'.
[2025-11-25T23:45:21.421373] [INFO ] [FORECASTER] Starting predict_future for SLP
[2025-11-25T23:45:21.422346] [DEBUG] [LOCAL     ] No optimal features file found for SLP: ./output/feature-sets/SLP.txt
[2025-11-25T23:45:21.422424] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:45:21.422494] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:45:21.422579] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:45:21.422704] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:45:21.480431] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:45:21.481531] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:45:21.481691] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:45:21.481797] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:45:21.586723] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:45:21.587000] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:45:21.587059] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:45:21.587098] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:45:21.591605] [DEBUG] [FORECASTER] SLP: Forecast T+1@11:T+2@11: UP (p=52.23%)
[2025-11-25T23:45:21.592027] [INFO ] [FORECASTER] Completed predict_future for SLP
[2025-11-25T23:45:21.592208] [INFO ] [sig       ] SLP: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:45:21.737807] [INFO ] [LOCAL     ] Saved forecast: SLP	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/SLP.txt
[2025-11-25T23:45:21.738005] [INFO ] [sig       ] [2972/3639] Completed SLP in 0.3s | 3.04 sym/s | Total: 16.3m | ETA: 3.7m
[2025-11-25T23:45:21.738061] [INFO ] [sig       ] [2973/3639] Forecasting SLQD...
[2025-11-25T23:45:21.738104] [INFO ] [sig       ] Generating forecast for: SLQD
[2025-11-25T23:45:21.738147] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SLQD' from 'https://tdm.silogroup.org/data/derivative_storage/SLQD.csv'.
[2025-11-25T23:45:21.749294] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SLQD'.
[2025-11-25T23:45:21.749611] [INFO ] [FORECASTER] Starting predict_future for SLQD
[2025-11-25T23:45:21.750523] [DEBUG] [LOCAL     ] No optimal features file found for SLQD: ./output/feature-sets/SLQD.txt
[2025-11-25T23:45:21.750592] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:45:21.750663] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:45:21.750708] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:45:21.750781] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:45:21.807747] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:45:21.808401] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:45:21.808499] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:45:21.808547] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:45:21.910110] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:45:21.910362] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:45:21.910411] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:45:21.910447] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:45:21.914238] [DEBUG] [FORECASTER] SLQD: Forecast T+1@11:T+2@11: UP (p=59.67%)
[2025-11-25T23:45:21.914550] [INFO ] [FORECASTER] Completed predict_future for SLQD
[2025-11-25T23:45:21.914735] [INFO ] [sig       ] SLQD: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:45:22.054925] [INFO ] [LOCAL     ] Saved forecast: SLQD	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/SLQD.txt
[2025-11-25T23:45:22.055064] [INFO ] [sig       ] [2973/3639] Completed SLQD in 0.3s | 3.04 sym/s | Total: 16.3m | ETA: 3.7m
[2025-11-25T23:45:22.055120] [INFO ] [sig       ] [2974/3639] Forecasting SLRC...
[2025-11-25T23:45:22.055162] [INFO ] [sig       ] Generating forecast for: SLRC
[2025-11-25T23:45:22.055204] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SLRC' from 'https://tdm.silogroup.org/data/derivative_storage/SLRC.csv'.
[2025-11-25T23:45:22.066414] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SLRC'.
[2025-11-25T23:45:22.066748] [INFO ] [FORECASTER] Starting predict_future for SLRC
[2025-11-25T23:45:22.067669] [DEBUG] [LOCAL     ] No optimal features file found for SLRC: ./output/feature-sets/SLRC.txt
[2025-11-25T23:45:22.067739] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:45:22.067787] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:45:22.067828] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:45:22.067899] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:45:22.125215] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:45:22.126233] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:45:22.126345] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:45:22.126392] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:45:22.220559] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:45:22.220811] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:45:22.220868] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:45:22.220904] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:45:22.224717] [DEBUG] [FORECASTER] SLRC: Forecast T+1@11:T+2@11: UP (p=80.09%)
[2025-11-25T23:45:22.225071] [INFO ] [FORECASTER] Completed predict_future for SLRC
[2025-11-25T23:45:22.225230] [INFO ] [sig       ] SLRC: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:45:22.366909] [INFO ] [LOCAL     ] Saved forecast: SLRC	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/SLRC.txt
[2025-11-25T23:45:22.367125] [INFO ] [sig       ] [2974/3639] Completed SLRC in 0.3s | 3.04 sym/s | Total: 16.3m | ETA: 3.6m
[2025-11-25T23:45:22.367188] [INFO ] [sig       ] [2975/3639] Forecasting SLS...
[2025-11-25T23:45:22.367238] [INFO ] [sig       ] Generating forecast for: SLS
[2025-11-25T23:45:22.367277] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SLS' from 'https://tdm.silogroup.org/data/derivative_storage/SLS.csv'.
[2025-11-25T23:45:22.379404] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SLS'.
[2025-11-25T23:45:22.379930] [INFO ] [FORECASTER] Starting predict_future for SLS
[2025-11-25T23:45:22.380888] [DEBUG] [LOCAL     ] No optimal features file found for SLS: ./output/feature-sets/SLS.txt
[2025-11-25T23:45:22.380958] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:45:22.381016] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:45:22.381066] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:45:22.381154] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:45:22.439426] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:45:22.440516] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:45:22.440627] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:45:22.440710] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:45:22.544530] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:45:22.544801] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:45:22.544857] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:45:22.544892] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:45:22.548887] [DEBUG] [FORECASTER] SLS: Forecast T+1@11:T+2@11: DOWN (p=10.15%)
[2025-11-25T23:45:22.549251] [INFO ] [FORECASTER] Completed predict_future for SLS
[2025-11-25T23:45:22.549417] [INFO ] [sig       ] SLS: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:45:22.692395] [INFO ] [LOCAL     ] Saved forecast: SLS	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/SLS.txt
[2025-11-25T23:45:22.692631] [INFO ] [sig       ] [2975/3639] Completed SLS in 0.3s | 3.04 sym/s | Total: 16.3m | ETA: 3.6m
[2025-11-25T23:45:22.692725] [INFO ] [sig       ] [2976/3639] Forecasting SLVM...
[2025-11-25T23:45:22.692782] [INFO ] [sig       ] Generating forecast for: SLVM
[2025-11-25T23:45:22.692847] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SLVM' from 'https://tdm.silogroup.org/data/derivative_storage/SLVM.csv'.
[2025-11-25T23:45:22.706962] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SLVM'.
[2025-11-25T23:45:22.707533] [INFO ] [FORECASTER] Starting predict_future for SLVM
[2025-11-25T23:45:22.708500] [DEBUG] [LOCAL     ] No optimal features file found for SLVM: ./output/feature-sets/SLVM.txt
[2025-11-25T23:45:22.708574] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:45:22.708619] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:45:22.708705] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:45:22.708816] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:45:22.769822] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:45:22.770974] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:45:22.771092] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:45:22.771157] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:45:22.867493] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:45:22.867757] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:45:22.867812] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:45:22.867848] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:45:22.871722] [DEBUG] [FORECASTER] SLVM: Forecast T+1@11:T+2@11: UP (p=89.69%)
[2025-11-25T23:45:22.872114] [INFO ] [FORECASTER] Completed predict_future for SLVM
[2025-11-25T23:45:22.872277] [INFO ] [sig       ] SLVM: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:45:23.024584] [INFO ] [LOCAL     ] Saved forecast: SLVM	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/SLVM.txt
[2025-11-25T23:45:23.024889] [INFO ] [sig       ] [2976/3639] Completed SLVM in 0.3s | 3.04 sym/s | Total: 16.3m | ETA: 3.6m
[2025-11-25T23:45:23.024985] [INFO ] [sig       ] [2977/3639] Forecasting SLVO...
[2025-11-25T23:45:23.025049] [INFO ] [sig       ] Generating forecast for: SLVO
[2025-11-25T23:45:23.025182] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SLVO' from 'https://tdm.silogroup.org/data/derivative_storage/SLVO.csv'.
[2025-11-25T23:45:23.037119] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SLVO'.
[2025-11-25T23:45:23.037800] [INFO ] [FORECASTER] Starting predict_future for SLVO
[2025-11-25T23:45:23.038821] [DEBUG] [LOCAL     ] No optimal features file found for SLVO: ./output/feature-sets/SLVO.txt
[2025-11-25T23:45:23.038896] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:45:23.038966] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:45:23.039026] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:45:23.039128] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:45:23.097267] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:45:23.098427] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:45:23.098558] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:45:23.098614] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:45:23.192531] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:45:23.192797] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:45:23.192877] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:45:23.192926] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:45:23.196712] [DEBUG] [FORECASTER] SLVO: Forecast T+1@11:T+2@11: DOWN (p=19.22%)
[2025-11-25T23:45:23.197055] [INFO ] [FORECASTER] Completed predict_future for SLVO
[2025-11-25T23:45:23.197226] [INFO ] [sig       ] SLVO: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:45:23.343564] [INFO ] [LOCAL     ] Saved forecast: SLVO	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/SLVO.txt
[2025-11-25T23:45:23.343836] [INFO ] [sig       ] [2977/3639] Completed SLVO in 0.3s | 3.04 sym/s | Total: 16.3m | ETA: 3.6m
[2025-11-25T23:45:23.343908] [INFO ] [sig       ] [2978/3639] Forecasting SLXN...
[2025-11-25T23:45:23.344057] [INFO ] [sig       ] Generating forecast for: SLXN
[2025-11-25T23:45:23.344123] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SLXN' from 'https://tdm.silogroup.org/data/derivative_storage/SLXN.csv'.
[2025-11-25T23:45:23.356234] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SLXN'.
[2025-11-25T23:45:23.356734] [INFO ] [FORECASTER] Starting predict_future for SLXN
[2025-11-25T23:45:23.357694] [DEBUG] [LOCAL     ] No optimal features file found for SLXN: ./output/feature-sets/SLXN.txt
[2025-11-25T23:45:23.357765] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:45:23.357814] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:45:23.357855] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:45:23.357928] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:45:23.414815] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:45:23.415756] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:45:23.415857] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:45:23.415905] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:45:23.504615] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:45:23.504720] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:45:23.504761] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:45:23.504795] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:45:23.510816] [DEBUG] [FORECASTER] SLXN: Forecast T+1@11:T+2@11: DOWN (p=44.17%)
[2025-11-25T23:45:23.511154] [INFO ] [FORECASTER] Completed predict_future for SLXN
[2025-11-25T23:45:23.511324] [INFO ] [sig       ] SLXN: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:45:23.650410] [INFO ] [LOCAL     ] Saved forecast: SLXN	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/SLXN.txt
[2025-11-25T23:45:23.650539] [INFO ] [sig       ] [2978/3639] Completed SLXN in 0.3s | 3.04 sym/s | Total: 16.3m | ETA: 3.6m
[2025-11-25T23:45:23.650592] [INFO ] [sig       ] [2979/3639] Forecasting SM...
[2025-11-25T23:45:23.650635] [INFO ] [sig       ] Generating forecast for: SM
[2025-11-25T23:45:23.650694] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SM' from 'https://tdm.silogroup.org/data/derivative_storage/SM.csv'.
[2025-11-25T23:45:23.661330] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SM'.
[2025-11-25T23:45:23.661632] [INFO ] [FORECASTER] Starting predict_future for SM
[2025-11-25T23:45:23.662451] [DEBUG] [LOCAL     ] No optimal features file found for SM: ./output/feature-sets/SM.txt
[2025-11-25T23:45:23.662521] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:45:23.662568] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:45:23.662609] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:45:23.662725] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:45:23.719110] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:45:23.719781] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:45:23.719878] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:45:23.719919] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:45:23.815045] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:45:23.815127] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:45:23.815168] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:45:23.815200] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:45:23.818255] [DEBUG] [FORECASTER] SM: Forecast T+1@11:T+2@11: DOWN (p=27.27%)
[2025-11-25T23:45:23.818527] [INFO ] [FORECASTER] Completed predict_future for SM
[2025-11-25T23:45:23.818697] [INFO ] [sig       ] SM: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:45:23.957579] [INFO ] [LOCAL     ] Saved forecast: SM	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/SM.txt
[2025-11-25T23:45:23.957720] [INFO ] [sig       ] [2979/3639] Completed SM in 0.3s | 3.04 sym/s | Total: 16.3m | ETA: 3.6m
[2025-11-25T23:45:23.957776] [INFO ] [sig       ] [2980/3639] Forecasting SMBC...
[2025-11-25T23:45:23.957818] [INFO ] [sig       ] Generating forecast for: SMBC
[2025-11-25T23:45:23.957858] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SMBC' from 'https://tdm.silogroup.org/data/derivative_storage/SMBC.csv'.
[2025-11-25T23:45:23.968286] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SMBC'.
[2025-11-25T23:45:23.968598] [INFO ] [FORECASTER] Starting predict_future for SMBC
[2025-11-25T23:45:23.969448] [DEBUG] [LOCAL     ] No optimal features file found for SMBC: ./output/feature-sets/SMBC.txt
[2025-11-25T23:45:23.969518] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:45:23.969564] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:45:23.969626] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:45:23.969736] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:45:24.025955] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:45:24.026595] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:45:24.026711] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:45:24.026769] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:45:24.120685] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:45:24.120768] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:45:24.120809] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:45:24.120842] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:45:24.123794] [DEBUG] [FORECASTER] SMBC: Forecast T+1@11:T+2@11: DOWN (p=3.22%)
[2025-11-25T23:45:24.124071] [INFO ] [FORECASTER] Completed predict_future for SMBC
[2025-11-25T23:45:24.124221] [INFO ] [sig       ] SMBC: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:45:24.263081] [INFO ] [LOCAL     ] Saved forecast: SMBC	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/SMBC.txt
[2025-11-25T23:45:24.263206] [INFO ] [sig       ] [2980/3639] Completed SMBC in 0.3s | 3.04 sym/s | Total: 16.3m | ETA: 3.6m
[2025-11-25T23:45:24.263261] [INFO ] [sig       ] [2981/3639] Forecasting SMBK...
[2025-11-25T23:45:24.263303] [INFO ] [sig       ] Generating forecast for: SMBK
[2025-11-25T23:45:24.263343] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SMBK' from 'https://tdm.silogroup.org/data/derivative_storage/SMBK.csv'.
[2025-11-25T23:45:24.273789] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SMBK'.
[2025-11-25T23:45:24.274052] [INFO ] [FORECASTER] Starting predict_future for SMBK
[2025-11-25T23:45:24.274891] [DEBUG] [LOCAL     ] No optimal features file found for SMBK: ./output/feature-sets/SMBK.txt
[2025-11-25T23:45:24.274959] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:45:24.275005] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:45:24.275046] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:45:24.275167] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:45:24.331638] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:45:24.332296] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:45:24.332393] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:45:24.332449] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:45:24.426577] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:45:24.426679] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:45:24.426726] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:45:24.426760] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:45:24.429733] [DEBUG] [FORECASTER] SMBK: Forecast T+1@11:T+2@11: UP (p=99.33%)
[2025-11-25T23:45:24.430001] [INFO ] [FORECASTER] Completed predict_future for SMBK
[2025-11-25T23:45:24.430144] [INFO ] [sig       ] SMBK: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:45:24.574743] [INFO ] [LOCAL     ] Saved forecast: SMBK	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/SMBK.txt
[2025-11-25T23:45:24.574931] [INFO ] [sig       ] [2981/3639] Completed SMBK in 0.3s | 3.04 sym/s | Total: 16.3m | ETA: 3.6m
[2025-11-25T23:45:24.574986] [INFO ] [sig       ] [2982/3639] Forecasting SMCX...
[2025-11-25T23:45:24.575028] [INFO ] [sig       ] Generating forecast for: SMCX
[2025-11-25T23:45:24.575069] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SMCX' from 'https://tdm.silogroup.org/data/derivative_storage/SMCX.csv'.
[2025-11-25T23:45:24.586581] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SMCX'.
[2025-11-25T23:45:24.586896] [INFO ] [FORECASTER] Starting predict_future for SMCX
[2025-11-25T23:45:24.587769] [DEBUG] [LOCAL     ] No optimal features file found for SMCX: ./output/feature-sets/SMCX.txt
[2025-11-25T23:45:24.587837] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:45:24.587893] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:45:24.587944] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:45:24.588028] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:45:24.644288] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:45:24.644932] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:45:24.645048] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:45:24.645097] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:45:24.747322] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:45:24.747425] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:45:24.747466] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:45:24.747499] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:45:24.750500] [DEBUG] [FORECASTER] SMCX: Forecast T+1@11:T+2@11: UP (p=71.44%)
[2025-11-25T23:45:24.750785] [INFO ] [FORECASTER] Completed predict_future for SMCX
[2025-11-25T23:45:24.750927] [INFO ] [sig       ] SMCX: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:45:24.890141] [INFO ] [LOCAL     ] Saved forecast: SMCX	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/SMCX.txt
[2025-11-25T23:45:24.890273] [INFO ] [sig       ] [2982/3639] Completed SMCX in 0.3s | 3.04 sym/s | Total: 16.3m | ETA: 3.6m
[2025-11-25T23:45:24.890336] [INFO ] [sig       ] [2983/3639] Forecasting SMFG...
[2025-11-25T23:45:24.890389] [INFO ] [sig       ] Generating forecast for: SMFG
[2025-11-25T23:45:24.890440] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SMFG' from 'https://tdm.silogroup.org/data/derivative_storage/SMFG.csv'.
[2025-11-25T23:45:24.900931] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SMFG'.
[2025-11-25T23:45:24.901199] [INFO ] [FORECASTER] Starting predict_future for SMFG
[2025-11-25T23:45:24.902035] [DEBUG] [LOCAL     ] No optimal features file found for SMFG: ./output/feature-sets/SMFG.txt
[2025-11-25T23:45:24.902103] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:45:24.902149] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:45:24.902190] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:45:24.902276] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:45:24.959155] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:45:24.959804] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:45:24.959903] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:45:24.959949] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:45:25.057027] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:45:25.057115] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:45:25.057155] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:45:25.057188] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:45:25.060228] [DEBUG] [FORECASTER] SMFG: Forecast T+1@11:T+2@11: DOWN (p=31.04%)
[2025-11-25T23:45:25.060512] [INFO ] [FORECASTER] Completed predict_future for SMFG
[2025-11-25T23:45:25.060692] [INFO ] [sig       ] SMFG: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:45:25.201655] [INFO ] [LOCAL     ] Saved forecast: SMFG	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/SMFG.txt
[2025-11-25T23:45:25.201782] [INFO ] [sig       ] [2983/3639] Completed SMFG in 0.3s | 3.04 sym/s | Total: 16.3m | ETA: 3.6m
[2025-11-25T23:45:25.201835] [INFO ] [sig       ] [2984/3639] Forecasting SMH...
[2025-11-25T23:45:25.201877] [INFO ] [sig       ] Generating forecast for: SMH
[2025-11-25T23:45:25.201917] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SMH' from 'https://tdm.silogroup.org/data/derivative_storage/SMH.csv'.
[2025-11-25T23:45:25.212348] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SMH'.
[2025-11-25T23:45:25.212704] [INFO ] [FORECASTER] Starting predict_future for SMH
[2025-11-25T23:45:25.213522] [DEBUG] [LOCAL     ] No optimal features file found for SMH: ./output/feature-sets/SMH.txt
[2025-11-25T23:45:25.213590] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:45:25.213635] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:45:25.213704] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:45:25.213785] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:45:25.269987] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:45:25.270621] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:45:25.270743] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:45:25.270790] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:45:25.377089] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:45:25.377221] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:45:25.377271] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:45:25.377309] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:45:25.380471] [DEBUG] [FORECASTER] SMH: Forecast T+1@11:T+2@11: UP (p=98.23%)
[2025-11-25T23:45:25.380793] [INFO ] [FORECASTER] Completed predict_future for SMH
[2025-11-25T23:45:25.380963] [INFO ] [sig       ] SMH: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:45:25.521274] [INFO ] [LOCAL     ] Saved forecast: SMH	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/SMH.txt
[2025-11-25T23:45:25.521403] [INFO ] [sig       ] [2984/3639] Completed SMH in 0.3s | 3.04 sym/s | Total: 16.4m | ETA: 3.6m
[2025-11-25T23:45:25.521459] [INFO ] [sig       ] [2985/3639] Forecasting SMHI...
[2025-11-25T23:45:25.521504] [INFO ] [sig       ] Generating forecast for: SMHI
[2025-11-25T23:45:25.521545] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SMHI' from 'https://tdm.silogroup.org/data/derivative_storage/SMHI.csv'.
[2025-11-25T23:45:25.532471] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SMHI'.
[2025-11-25T23:45:25.532768] [INFO ] [FORECASTER] Starting predict_future for SMHI
[2025-11-25T23:45:25.533565] [DEBUG] [LOCAL     ] No optimal features file found for SMHI: ./output/feature-sets/SMHI.txt
[2025-11-25T23:45:25.533671] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:45:25.533722] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:45:25.533762] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:45:25.533829] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:45:25.591155] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:45:25.591814] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:45:25.591909] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:45:25.591949] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:45:25.688377] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:45:25.688469] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:45:25.688508] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:45:25.688541] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:45:25.691593] [DEBUG] [FORECASTER] SMHI: Forecast T+1@11:T+2@11: DOWN (p=0.25%)
[2025-11-25T23:45:25.691906] [INFO ] [FORECASTER] Completed predict_future for SMHI
[2025-11-25T23:45:25.692086] [INFO ] [sig       ] SMHI: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:45:25.831145] [INFO ] [LOCAL     ] Saved forecast: SMHI	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/SMHI.txt
[2025-11-25T23:45:25.831272] [INFO ] [sig       ] [2985/3639] Completed SMHI in 0.3s | 3.04 sym/s | Total: 16.4m | ETA: 3.6m
[2025-11-25T23:45:25.831325] [INFO ] [sig       ] [2986/3639] Forecasting SMHX...
[2025-11-25T23:45:25.831369] [INFO ] [sig       ] Generating forecast for: SMHX
[2025-11-25T23:45:25.831410] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SMHX' from 'https://tdm.silogroup.org/data/derivative_storage/SMHX.csv'.
[2025-11-25T23:45:25.842689] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SMHX'.
[2025-11-25T23:45:25.843004] [INFO ] [FORECASTER] Starting predict_future for SMHX
[2025-11-25T23:45:25.843848] [DEBUG] [LOCAL     ] No optimal features file found for SMHX: ./output/feature-sets/SMHX.txt
[2025-11-25T23:45:25.843917] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:45:25.843963] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:45:25.844004] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:45:25.844074] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:45:25.900599] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:45:25.901241] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:45:25.901341] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:45:25.901391] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:45:25.992704] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:45:25.992809] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:45:25.992851] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:45:25.992884] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:45:25.995988] [DEBUG] [FORECASTER] SMHX: Forecast T+1@11:T+2@11: DOWN (p=48.20%)
[2025-11-25T23:45:25.996270] [INFO ] [FORECASTER] Completed predict_future for SMHX
[2025-11-25T23:45:25.996425] [INFO ] [sig       ] SMHX: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:45:26.136590] [INFO ] [LOCAL     ] Saved forecast: SMHX	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/SMHX.txt
[2025-11-25T23:45:26.137081] [INFO ] [sig       ] [2986/3639] Completed SMHX in 0.3s | 3.04 sym/s | Total: 16.4m | ETA: 3.6m
[2025-11-25T23:45:26.137146] [INFO ] [sig       ] [2987/3639] Forecasting SMID...
[2025-11-25T23:45:26.137195] [INFO ] [sig       ] Generating forecast for: SMID
[2025-11-25T23:45:26.137241] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SMID' from 'https://tdm.silogroup.org/data/derivative_storage/SMID.csv'.
[2025-11-25T23:45:26.150124] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SMID'.
[2025-11-25T23:45:26.150615] [INFO ] [FORECASTER] Starting predict_future for SMID
[2025-11-25T23:45:26.151675] [DEBUG] [LOCAL     ] No optimal features file found for SMID: ./output/feature-sets/SMID.txt
[2025-11-25T23:45:26.151749] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:45:26.151801] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:45:26.151845] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:45:26.151919] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:45:26.211961] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:45:26.213176] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:45:26.213298] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:45:26.213370] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:45:26.322081] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:45:26.322368] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:45:26.322420] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:45:26.322457] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:45:26.326566] [DEBUG] [FORECASTER] SMID: Forecast T+1@11:T+2@11: UP (p=67.86%)
[2025-11-25T23:45:26.326930] [INFO ] [FORECASTER] Completed predict_future for SMID
[2025-11-25T23:45:26.327135] [INFO ] [sig       ] SMID: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:45:26.485952] [INFO ] [LOCAL     ] Saved forecast: SMID	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/SMID.txt
[2025-11-25T23:45:26.486212] [INFO ] [sig       ] [2987/3639] Completed SMID in 0.3s | 3.04 sym/s | Total: 16.4m | ETA: 3.6m
[2025-11-25T23:45:26.486279] [INFO ] [sig       ] [2988/3639] Forecasting SMPL...
[2025-11-25T23:45:26.486327] [INFO ] [sig       ] Generating forecast for: SMPL
[2025-11-25T23:45:26.486375] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SMPL' from 'https://tdm.silogroup.org/data/derivative_storage/SMPL.csv'.
[2025-11-25T23:45:26.500526] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SMPL'.
[2025-11-25T23:45:26.501058] [INFO ] [FORECASTER] Starting predict_future for SMPL
[2025-11-25T23:45:26.502123] [DEBUG] [LOCAL     ] No optimal features file found for SMPL: ./output/feature-sets/SMPL.txt
[2025-11-25T23:45:26.502199] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:45:26.502253] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:45:26.502298] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:45:26.502375] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:45:26.563598] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:45:26.565189] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:45:26.565393] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:45:26.565451] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:45:26.692354] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:45:26.692621] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:45:26.692697] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:45:26.692744] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:45:26.696878] [DEBUG] [FORECASTER] SMPL: Forecast T+1@11:T+2@11: DOWN (p=0.96%)
[2025-11-25T23:45:26.697259] [INFO ] [FORECASTER] Completed predict_future for SMPL
[2025-11-25T23:45:26.697479] [INFO ] [sig       ] SMPL: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:45:26.844634] [INFO ] [LOCAL     ] Saved forecast: SMPL	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/SMPL.txt
[2025-11-25T23:45:26.844842] [INFO ] [sig       ] [2988/3639] Completed SMPL in 0.4s | 3.04 sym/s | Total: 16.4m | ETA: 3.6m
[2025-11-25T23:45:26.844900] [INFO ] [sig       ] [2989/3639] Forecasting SMTI...
[2025-11-25T23:45:26.844943] [INFO ] [sig       ] Generating forecast for: SMTI
[2025-11-25T23:45:26.845068] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SMTI' from 'https://tdm.silogroup.org/data/derivative_storage/SMTI.csv'.
[2025-11-25T23:45:26.856835] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SMTI'.
[2025-11-25T23:45:26.857345] [INFO ] [FORECASTER] Starting predict_future for SMTI
[2025-11-25T23:45:26.858336] [DEBUG] [LOCAL     ] No optimal features file found for SMTI: ./output/feature-sets/SMTI.txt
[2025-11-25T23:45:26.858411] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:45:26.858459] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:45:26.858499] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:45:26.858586] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:45:26.916751] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:45:26.917742] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:45:26.917848] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:45:26.917907] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:45:27.015953] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:45:27.016154] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:45:27.016201] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:45:27.016240] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:45:27.019808] [DEBUG] [FORECASTER] SMTI: Forecast T+1@11:T+2@11: DOWN (p=4.96%)
[2025-11-25T23:45:27.020146] [INFO ] [FORECASTER] Completed predict_future for SMTI
[2025-11-25T23:45:27.020286] [INFO ] [sig       ] SMTI: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:45:27.170805] [INFO ] [LOCAL     ] Saved forecast: SMTI	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/SMTI.txt
[2025-11-25T23:45:27.170977] [INFO ] [sig       ] [2989/3639] Completed SMTI in 0.3s | 3.04 sym/s | Total: 16.4m | ETA: 3.6m
[2025-11-25T23:45:27.171034] [INFO ] [sig       ] [2990/3639] Forecasting SMWB...
[2025-11-25T23:45:27.171078] [INFO ] [sig       ] Generating forecast for: SMWB
[2025-11-25T23:45:27.171120] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SMWB' from 'https://tdm.silogroup.org/data/derivative_storage/SMWB.csv'.
[2025-11-25T23:45:27.181872] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SMWB'.
[2025-11-25T23:45:27.182181] [INFO ] [FORECASTER] Starting predict_future for SMWB
[2025-11-25T23:45:27.183100] [DEBUG] [LOCAL     ] No optimal features file found for SMWB: ./output/feature-sets/SMWB.txt
[2025-11-25T23:45:27.183186] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:45:27.183250] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:45:27.183295] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:45:27.183378] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:45:27.241984] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:45:27.242984] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:45:27.243086] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:45:27.243133] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:45:27.360768] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:45:27.360920] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:45:27.360965] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:45:27.361000] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:45:27.364287] [DEBUG] [FORECASTER] SMWB: Forecast T+1@11:T+2@11: DOWN (p=3.94%)
[2025-11-25T23:45:27.364608] [INFO ] [FORECASTER] Completed predict_future for SMWB
[2025-11-25T23:45:27.364778] [INFO ] [sig       ] SMWB: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:45:27.504566] [INFO ] [LOCAL     ] Saved forecast: SMWB	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/SMWB.txt
[2025-11-25T23:45:27.504718] [INFO ] [sig       ] [2990/3639] Completed SMWB in 0.3s | 3.04 sym/s | Total: 16.4m | ETA: 3.6m
[2025-11-25T23:45:27.504785] [INFO ] [sig       ] [2991/3639] Forecasting SMX...
[2025-11-25T23:45:27.504829] [INFO ] [sig       ] Generating forecast for: SMX
[2025-11-25T23:45:27.504872] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SMX' from 'https://tdm.silogroup.org/data/derivative_storage/SMX.csv'.
[2025-11-25T23:45:27.516246] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SMX'.
[2025-11-25T23:45:27.516820] [INFO ] [FORECASTER] Starting predict_future for SMX
[2025-11-25T23:45:27.517739] [DEBUG] [LOCAL     ] No optimal features file found for SMX: ./output/feature-sets/SMX.txt
[2025-11-25T23:45:27.517810] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:45:27.517861] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:45:27.517912] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:45:27.517987] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:45:27.578444] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:45:27.579502] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:45:27.579625] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:45:27.579717] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:45:27.669955] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:45:27.670171] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:45:27.670219] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:45:27.670254] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:45:27.673862] [DEBUG] [FORECASTER] SMX: Forecast T+1@11:T+2@11: DOWN (p=32.82%)
[2025-11-25T23:45:27.674248] [INFO ] [FORECASTER] Completed predict_future for SMX
[2025-11-25T23:45:27.674402] [INFO ] [sig       ] SMX: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:45:27.820367] [INFO ] [LOCAL     ] Saved forecast: SMX	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/SMX.txt
[2025-11-25T23:45:27.820562] [INFO ] [sig       ] [2991/3639] Completed SMX in 0.3s | 3.04 sym/s | Total: 16.4m | ETA: 3.6m
[2025-11-25T23:45:27.820618] [INFO ] [sig       ] [2992/3639] Forecasting SN...
[2025-11-25T23:45:27.820682] [INFO ] [sig       ] Generating forecast for: SN
[2025-11-25T23:45:27.820726] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SN' from 'https://tdm.silogroup.org/data/derivative_storage/SN.csv'.
[2025-11-25T23:45:27.834568] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SN'.
[2025-11-25T23:45:27.835074] [INFO ] [FORECASTER] Starting predict_future for SN
[2025-11-25T23:45:27.836075] [DEBUG] [LOCAL     ] No optimal features file found for SN: ./output/feature-sets/SN.txt
[2025-11-25T23:45:27.836149] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:45:27.836200] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:45:27.836245] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:45:27.836319] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:45:27.893880] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:45:27.894902] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:45:27.895016] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:45:27.895066] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:45:28.021422] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:45:28.021733] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:45:28.021849] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:45:28.021899] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:45:28.025906] [DEBUG] [FORECASTER] SN: Forecast T+1@11:T+2@11: DOWN (p=4.78%)
[2025-11-25T23:45:28.026262] [INFO ] [FORECASTER] Completed predict_future for SN
[2025-11-25T23:45:28.026435] [INFO ] [sig       ] SN: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:45:28.172001] [INFO ] [LOCAL     ] Saved forecast: SN	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/SN.txt
[2025-11-25T23:45:28.172244] [INFO ] [sig       ] [2992/3639] Completed SN in 0.4s | 3.04 sym/s | Total: 16.4m | ETA: 3.5m
[2025-11-25T23:45:28.172332] [INFO ] [sig       ] [2993/3639] Forecasting SNA...
[2025-11-25T23:45:28.172379] [INFO ] [sig       ] Generating forecast for: SNA
[2025-11-25T23:45:28.172616] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SNA' from 'https://tdm.silogroup.org/data/derivative_storage/SNA.csv'.
[2025-11-25T23:45:28.185244] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SNA'.
[2025-11-25T23:45:28.185781] [INFO ] [FORECASTER] Starting predict_future for SNA
[2025-11-25T23:45:28.186757] [DEBUG] [LOCAL     ] No optimal features file found for SNA: ./output/feature-sets/SNA.txt
[2025-11-25T23:45:28.186831] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:45:28.186881] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:45:28.186924] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:45:28.186999] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:45:28.248304] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:45:28.249755] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:45:28.249889] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:45:28.249943] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:45:28.346346] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:45:28.346568] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:45:28.346615] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:45:28.346671] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:45:28.350419] [DEBUG] [FORECASTER] SNA: Forecast T+1@11:T+2@11: UP (p=73.51%)
[2025-11-25T23:45:28.350748] [INFO ] [FORECASTER] Completed predict_future for SNA
[2025-11-25T23:45:28.350909] [INFO ] [sig       ] SNA: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:45:28.497095] [INFO ] [LOCAL     ] Saved forecast: SNA	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/SNA.txt
[2025-11-25T23:45:28.497286] [INFO ] [sig       ] [2993/3639] Completed SNA in 0.3s | 3.04 sym/s | Total: 16.4m | ETA: 3.5m
[2025-11-25T23:45:28.497347] [INFO ] [sig       ] [2994/3639] Forecasting SNAP...
[2025-11-25T23:45:28.497418] [INFO ] [sig       ] Generating forecast for: SNAP
[2025-11-25T23:45:28.497463] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SNAP' from 'https://tdm.silogroup.org/data/derivative_storage/SNAP.csv'.
[2025-11-25T23:45:28.509189] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SNAP'.
[2025-11-25T23:45:28.509557] [INFO ] [FORECASTER] Starting predict_future for SNAP
[2025-11-25T23:45:28.510384] [DEBUG] [LOCAL     ] No optimal features file found for SNAP: ./output/feature-sets/SNAP.txt
[2025-11-25T23:45:28.510455] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:45:28.510502] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:45:28.510543] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:45:28.510614] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:45:28.569836] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:45:28.570824] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:45:28.570928] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:45:28.570989] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:45:28.678946] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:45:28.679145] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:45:28.679192] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:45:28.679228] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:45:28.682899] [DEBUG] [FORECASTER] SNAP: Forecast T+1@11:T+2@11: DOWN (p=39.51%)
[2025-11-25T23:45:28.683211] [INFO ] [FORECASTER] Completed predict_future for SNAP
[2025-11-25T23:45:28.683366] [INFO ] [sig       ] SNAP: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:45:28.848688] [INFO ] [LOCAL     ] Saved forecast: SNAP	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/SNAP.txt
[2025-11-25T23:45:28.848950] [INFO ] [sig       ] [2994/3639] Completed SNAP in 0.4s | 3.04 sym/s | Total: 16.4m | ETA: 3.5m
[2025-11-25T23:45:28.849016] [INFO ] [sig       ] [2995/3639] Forecasting SNCY...
[2025-11-25T23:45:28.849109] [INFO ] [sig       ] Generating forecast for: SNCY
[2025-11-25T23:45:28.849161] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SNCY' from 'https://tdm.silogroup.org/data/derivative_storage/SNCY.csv'.
[2025-11-25T23:45:28.862410] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SNCY'.
[2025-11-25T23:45:28.862975] [INFO ] [FORECASTER] Starting predict_future for SNCY
[2025-11-25T23:45:28.863966] [DEBUG] [LOCAL     ] No optimal features file found for SNCY: ./output/feature-sets/SNCY.txt
[2025-11-25T23:45:28.864039] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:45:28.864102] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:45:28.864159] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:45:28.864253] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:45:28.922684] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:45:28.923765] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:45:28.923877] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:45:28.923938] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:45:29.044348] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:45:29.044670] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:45:29.044734] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:45:29.044781] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:45:29.048798] [DEBUG] [FORECASTER] SNCY: Forecast T+1@11:T+2@11: DOWN (p=22.08%)
[2025-11-25T23:45:29.049260] [INFO ] [FORECASTER] Completed predict_future for SNCY
[2025-11-25T23:45:29.049495] [INFO ] [sig       ] SNCY: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:45:29.194731] [INFO ] [LOCAL     ] Saved forecast: SNCY	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/SNCY.txt
[2025-11-25T23:45:29.194978] [INFO ] [sig       ] [2995/3639] Completed SNCY in 0.3s | 3.04 sym/s | Total: 16.4m | ETA: 3.5m
[2025-11-25T23:45:29.195049] [INFO ] [sig       ] [2996/3639] Forecasting SND...
[2025-11-25T23:45:29.195096] [INFO ] [sig       ] Generating forecast for: SND
[2025-11-25T23:45:29.195140] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SND' from 'https://tdm.silogroup.org/data/derivative_storage/SND.csv'.
[2025-11-25T23:45:29.208470] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SND'.
[2025-11-25T23:45:29.209140] [INFO ] [FORECASTER] Starting predict_future for SND
[2025-11-25T23:45:29.210173] [DEBUG] [LOCAL     ] No optimal features file found for SND: ./output/feature-sets/SND.txt
[2025-11-25T23:45:29.210249] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:45:29.210349] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:45:29.210400] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:45:29.210479] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:45:29.270821] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:45:29.272086] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:45:29.272222] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:45:29.272276] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:45:29.407605] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:45:29.407899] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:45:29.407951] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:45:29.407988] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:45:29.412160] [DEBUG] [FORECASTER] SND: Forecast T+1@11:T+2@11: DOWN (p=38.56%)
[2025-11-25T23:45:29.412507] [INFO ] [FORECASTER] Completed predict_future for SND
[2025-11-25T23:45:29.412706] [INFO ] [sig       ] SND: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:45:29.562056] [INFO ] [LOCAL     ] Saved forecast: SND	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/SND.txt
[2025-11-25T23:45:29.562303] [INFO ] [sig       ] [2996/3639] Completed SND in 0.4s | 3.04 sym/s | Total: 16.4m | ETA: 3.5m
[2025-11-25T23:45:29.562442] [INFO ] [sig       ] [2997/3639] Forecasting SNDL...
[2025-11-25T23:45:29.562495] [INFO ] [sig       ] Generating forecast for: SNDL
[2025-11-25T23:45:29.562539] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SNDL' from 'https://tdm.silogroup.org/data/derivative_storage/SNDL.csv'.
[2025-11-25T23:45:29.575680] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SNDL'.
[2025-11-25T23:45:29.576276] [INFO ] [FORECASTER] Starting predict_future for SNDL
[2025-11-25T23:45:29.577287] [DEBUG] [LOCAL     ] No optimal features file found for SNDL: ./output/feature-sets/SNDL.txt
[2025-11-25T23:45:29.577388] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:45:29.577455] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:45:29.577506] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:45:29.577606] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:45:29.638544] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:45:29.639633] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:45:29.639779] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:45:29.639884] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:45:29.749235] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:45:29.749712] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:45:29.749840] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:45:29.749890] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:45:29.754149] [DEBUG] [FORECASTER] SNDL: Forecast T+1@11:T+2@11: UP (p=81.42%)
[2025-11-25T23:45:29.754546] [INFO ] [FORECASTER] Completed predict_future for SNDL
[2025-11-25T23:45:29.754782] [INFO ] [sig       ] SNDL: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:45:29.901120] [INFO ] [LOCAL     ] Saved forecast: SNDL	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/SNDL.txt
[2025-11-25T23:45:29.901374] [INFO ] [sig       ] [2997/3639] Completed SNDL in 0.3s | 3.04 sym/s | Total: 16.4m | ETA: 3.5m
[2025-11-25T23:45:29.901437] [INFO ] [sig       ] [2998/3639] Forecasting SNDX...
[2025-11-25T23:45:29.901495] [INFO ] [sig       ] Generating forecast for: SNDX
[2025-11-25T23:45:29.901552] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SNDX' from 'https://tdm.silogroup.org/data/derivative_storage/SNDX.csv'.
[2025-11-25T23:45:29.914428] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SNDX'.
[2025-11-25T23:45:29.914890] [INFO ] [FORECASTER] Starting predict_future for SNDX
[2025-11-25T23:45:29.915744] [DEBUG] [LOCAL     ] No optimal features file found for SNDX: ./output/feature-sets/SNDX.txt
[2025-11-25T23:45:29.915815] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:45:29.915870] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:45:29.915921] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:45:29.916001] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:45:29.974791] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:45:29.975882] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:45:29.976015] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:45:29.976124] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:45:30.077748] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:45:30.077945] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:45:30.077992] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:45:30.078027] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:45:30.081567] [DEBUG] [FORECASTER] SNDX: Forecast T+1@11:T+2@11: UP (p=84.93%)
[2025-11-25T23:45:30.081946] [INFO ] [FORECASTER] Completed predict_future for SNDX
[2025-11-25T23:45:30.082102] [INFO ] [sig       ] SNDX: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:45:30.226897] [INFO ] [LOCAL     ] Saved forecast: SNDX	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/SNDX.txt
[2025-11-25T23:45:30.227083] [INFO ] [sig       ] [2998/3639] Completed SNDX in 0.3s | 3.04 sym/s | Total: 16.4m | ETA: 3.5m
[2025-11-25T23:45:30.227139] [INFO ] [sig       ] [2999/3639] Forecasting SNES...
[2025-11-25T23:45:30.227182] [INFO ] [sig       ] Generating forecast for: SNES
[2025-11-25T23:45:30.227224] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SNES' from 'https://tdm.silogroup.org/data/derivative_storage/SNES.csv'.
[2025-11-25T23:45:30.238508] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SNES'.
[2025-11-25T23:45:30.238938] [INFO ] [FORECASTER] Starting predict_future for SNES
[2025-11-25T23:45:30.239813] [DEBUG] [LOCAL     ] No optimal features file found for SNES: ./output/feature-sets/SNES.txt
[2025-11-25T23:45:30.239883] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:45:30.239939] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:45:30.239989] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:45:30.240074] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:45:30.299876] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:45:30.300829] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:45:30.300940] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:45:30.300997] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:45:30.397807] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:45:30.398003] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:45:30.398051] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:45:30.398086] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:45:30.401577] [DEBUG] [FORECASTER] SNES: Forecast T+1@11:T+2@11: UP (p=63.94%)
[2025-11-25T23:45:30.402027] [INFO ] [FORECASTER] Completed predict_future for SNES
[2025-11-25T23:45:30.402185] [INFO ] [sig       ] SNES: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:45:30.547784] [INFO ] [LOCAL     ] Saved forecast: SNES	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/SNES.txt
[2025-11-25T23:45:30.547973] [INFO ] [sig       ] [2999/3639] Completed SNES in 0.3s | 3.04 sym/s | Total: 16.4m | ETA: 3.5m
[2025-11-25T23:45:30.548040] [INFO ] [sig       ] [3000/3639] Forecasting SNEX...
[2025-11-25T23:45:30.548087] [INFO ] [sig       ] Generating forecast for: SNEX
[2025-11-25T23:45:30.548137] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SNEX' from 'https://tdm.silogroup.org/data/derivative_storage/SNEX.csv'.
[2025-11-25T23:45:30.559744] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SNEX'.
[2025-11-25T23:45:30.560193] [INFO ] [FORECASTER] Starting predict_future for SNEX
[2025-11-25T23:45:30.561135] [DEBUG] [LOCAL     ] No optimal features file found for SNEX: ./output/feature-sets/SNEX.txt
[2025-11-25T23:45:30.561214] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:45:30.561286] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:45:30.561348] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:45:30.561451] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:45:30.620833] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:45:30.621771] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:45:30.621872] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:45:30.621932] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:45:30.723606] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:45:30.723818] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:45:30.723864] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:45:30.723907] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:45:30.727488] [DEBUG] [FORECASTER] SNEX: Forecast T+1@11:T+2@11: DOWN (p=5.33%)
[2025-11-25T23:45:30.728043] [INFO ] [FORECASTER] Completed predict_future for SNEX
[2025-11-25T23:45:30.728185] [INFO ] [sig       ] SNEX: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:45:30.873848] [INFO ] [LOCAL     ] Saved forecast: SNEX	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/SNEX.txt
[2025-11-25T23:45:30.874033] [INFO ] [sig       ] [3000/3639] Completed SNEX in 0.3s | 3.04 sym/s | Total: 16.4m | ETA: 3.5m
[2025-11-25T23:45:30.874085] [INFO ] [sig       ] [3001/3639] Forecasting SNFCA...
[2025-11-25T23:45:30.874132] [INFO ] [sig       ] Generating forecast for: SNFCA
[2025-11-25T23:45:30.874176] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SNFCA' from 'https://tdm.silogroup.org/data/derivative_storage/SNFCA.csv'.
[2025-11-25T23:45:30.886335] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SNFCA'.
[2025-11-25T23:45:30.886817] [INFO ] [FORECASTER] Starting predict_future for SNFCA
[2025-11-25T23:45:30.887717] [DEBUG] [LOCAL     ] No optimal features file found for SNFCA: ./output/feature-sets/SNFCA.txt
[2025-11-25T23:45:30.887788] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:45:30.887844] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:45:30.887896] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:45:30.887977] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:45:30.946497] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:45:30.947407] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:45:30.947515] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:45:30.947571] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:45:31.056180] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:45:31.056388] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:45:31.056435] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:45:31.056470] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:45:31.060237] [DEBUG] [FORECASTER] SNFCA: Forecast T+1@11:T+2@11: UP (p=65.90%)
[2025-11-25T23:45:31.060697] [INFO ] [FORECASTER] Completed predict_future for SNFCA
[2025-11-25T23:45:31.060894] [INFO ] [sig       ] SNFCA: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:45:31.208265] [INFO ] [LOCAL     ] Saved forecast: SNFCA	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/SNFCA.txt
[2025-11-25T23:45:31.208464] [INFO ] [sig       ] [3001/3639] Completed SNFCA in 0.3s | 3.04 sym/s | Total: 16.4m | ETA: 3.5m
[2025-11-25T23:45:31.208535] [INFO ] [sig       ] [3002/3639] Forecasting SNGX...
[2025-11-25T23:45:31.208582] [INFO ] [sig       ] Generating forecast for: SNGX
[2025-11-25T23:45:31.208635] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SNGX' from 'https://tdm.silogroup.org/data/derivative_storage/SNGX.csv'.
[2025-11-25T23:45:31.219827] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SNGX'.
[2025-11-25T23:45:31.220290] [INFO ] [FORECASTER] Starting predict_future for SNGX
[2025-11-25T23:45:31.221160] [DEBUG] [LOCAL     ] No optimal features file found for SNGX: ./output/feature-sets/SNGX.txt
[2025-11-25T23:45:31.221230] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:45:31.221286] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:45:31.221339] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:45:31.221427] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:45:31.279467] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:45:31.280400] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:45:31.280513] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:45:31.280568] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:45:31.382923] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:45:31.383128] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:45:31.383177] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:45:31.383213] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:45:31.386814] [DEBUG] [FORECASTER] SNGX: Forecast T+1@11:T+2@11: UP (p=53.93%)
[2025-11-25T23:45:31.387179] [INFO ] [FORECASTER] Completed predict_future for SNGX
[2025-11-25T23:45:31.387326] [INFO ] [sig       ] SNGX: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:45:31.536863] [INFO ] [LOCAL     ] Saved forecast: SNGX	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/SNGX.txt
[2025-11-25T23:45:31.537122] [INFO ] [sig       ] [3002/3639] Completed SNGX in 0.3s | 3.04 sym/s | Total: 16.5m | ETA: 3.5m
[2025-11-25T23:45:31.537187] [INFO ] [sig       ] [3003/3639] Forecasting SNN...
[2025-11-25T23:45:31.537243] [INFO ] [sig       ] Generating forecast for: SNN
[2025-11-25T23:45:31.537306] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SNN' from 'https://tdm.silogroup.org/data/derivative_storage/SNN.csv'.
[2025-11-25T23:45:31.548671] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SNN'.
[2025-11-25T23:45:31.549163] [INFO ] [FORECASTER] Starting predict_future for SNN
[2025-11-25T23:45:31.550017] [DEBUG] [LOCAL     ] No optimal features file found for SNN: ./output/feature-sets/SNN.txt
[2025-11-25T23:45:31.550088] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:45:31.550148] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:45:31.550199] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:45:31.550288] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:45:31.609455] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:45:31.610363] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:45:31.610466] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:45:31.610515] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:45:31.717952] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:45:31.718155] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:45:31.718252] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:45:31.718292] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:45:31.721924] [DEBUG] [FORECASTER] SNN: Forecast T+1@11:T+2@11: DOWN (p=30.14%)
[2025-11-25T23:45:31.722295] [INFO ] [FORECASTER] Completed predict_future for SNN
[2025-11-25T23:45:31.722453] [INFO ] [sig       ] SNN: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:45:31.870036] [INFO ] [LOCAL     ] Saved forecast: SNN	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/SNN.txt
[2025-11-25T23:45:31.870223] [INFO ] [sig       ] [3003/3639] Completed SNN in 0.3s | 3.04 sym/s | Total: 16.5m | ETA: 3.5m
[2025-11-25T23:45:31.870275] [INFO ] [sig       ] [3004/3639] Forecasting SNOA...
[2025-11-25T23:45:31.870321] [INFO ] [sig       ] Generating forecast for: SNOA
[2025-11-25T23:45:31.870362] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SNOA' from 'https://tdm.silogroup.org/data/derivative_storage/SNOA.csv'.
[2025-11-25T23:45:31.881444] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SNOA'.
[2025-11-25T23:45:31.882009] [INFO ] [FORECASTER] Starting predict_future for SNOA
[2025-11-25T23:45:31.882912] [DEBUG] [LOCAL     ] No optimal features file found for SNOA: ./output/feature-sets/SNOA.txt
[2025-11-25T23:45:31.882982] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:45:31.883041] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:45:31.883093] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:45:31.883182] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:45:31.941087] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:45:31.942054] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:45:31.942155] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:45:31.942203] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:45:32.029764] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:45:32.029978] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:45:32.030024] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:45:32.030060] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:45:32.033698] [DEBUG] [FORECASTER] SNOA: Forecast T+1@11:T+2@11: DOWN (p=35.43%)
[2025-11-25T23:45:32.034111] [INFO ] [FORECASTER] Completed predict_future for SNOA
[2025-11-25T23:45:32.034266] [INFO ] [sig       ] SNOA: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:45:32.181694] [INFO ] [LOCAL     ] Saved forecast: SNOA	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/SNOA.txt
[2025-11-25T23:45:32.181886] [INFO ] [sig       ] [3004/3639] Completed SNOA in 0.3s | 3.04 sym/s | Total: 16.5m | ETA: 3.5m
[2025-11-25T23:45:32.181954] [INFO ] [sig       ] [3005/3639] Forecasting SNPS...
[2025-11-25T23:45:32.182010] [INFO ] [sig       ] Generating forecast for: SNPS
[2025-11-25T23:45:32.182063] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SNPS' from 'https://tdm.silogroup.org/data/derivative_storage/SNPS.csv'.
[2025-11-25T23:45:32.193369] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SNPS'.
[2025-11-25T23:45:32.193725] [INFO ] [FORECASTER] Starting predict_future for SNPS
[2025-11-25T23:45:32.194548] [DEBUG] [LOCAL     ] No optimal features file found for SNPS: ./output/feature-sets/SNPS.txt
[2025-11-25T23:45:32.194623] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:45:32.194702] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:45:32.194745] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:45:32.194814] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:45:32.251600] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:45:32.252256] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:45:32.252368] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:45:32.252416] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:45:32.362956] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:45:32.363108] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:45:32.363152] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:45:32.363186] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:45:32.366488] [DEBUG] [FORECASTER] SNPS: Forecast T+1@11:T+2@11: UP (p=59.25%)
[2025-11-25T23:45:32.366798] [INFO ] [FORECASTER] Completed predict_future for SNPS
[2025-11-25T23:45:32.366957] [INFO ] [sig       ] SNPS: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:45:32.513462] [INFO ] [LOCAL     ] Saved forecast: SNPS	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/SNPS.txt
[2025-11-25T23:45:32.513611] [INFO ] [sig       ] [3005/3639] Completed SNPS in 0.3s | 3.04 sym/s | Total: 16.5m | ETA: 3.5m
[2025-11-25T23:45:32.513687] [INFO ] [sig       ] [3006/3639] Forecasting SNTI...
[2025-11-25T23:45:32.513733] [INFO ] [sig       ] Generating forecast for: SNTI
[2025-11-25T23:45:32.513774] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SNTI' from 'https://tdm.silogroup.org/data/derivative_storage/SNTI.csv'.
[2025-11-25T23:45:32.525350] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SNTI'.
[2025-11-25T23:45:32.525887] [INFO ] [FORECASTER] Starting predict_future for SNTI
[2025-11-25T23:45:32.526808] [DEBUG] [LOCAL     ] No optimal features file found for SNTI: ./output/feature-sets/SNTI.txt
[2025-11-25T23:45:32.526880] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:45:32.526929] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:45:32.526970] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:45:32.527039] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:45:32.585297] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:45:32.586322] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:45:32.586441] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:45:32.586490] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:45:32.693445] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:45:32.693676] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:45:32.693744] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:45:32.693790] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:45:32.697431] [DEBUG] [FORECASTER] SNTI: Forecast T+1@11:T+2@11: DOWN (p=3.63%)
[2025-11-25T23:45:32.697842] [INFO ] [FORECASTER] Completed predict_future for SNTI
[2025-11-25T23:45:32.698015] [INFO ] [sig       ] SNTI: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:45:32.845227] [INFO ] [LOCAL     ] Saved forecast: SNTI	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/SNTI.txt
[2025-11-25T23:45:32.845436] [INFO ] [sig       ] [3006/3639] Completed SNTI in 0.3s | 3.04 sym/s | Total: 16.5m | ETA: 3.5m
[2025-11-25T23:45:32.845494] [INFO ] [sig       ] [3007/3639] Forecasting SNX...
[2025-11-25T23:45:32.845538] [INFO ] [sig       ] Generating forecast for: SNX
[2025-11-25T23:45:32.845578] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SNX' from 'https://tdm.silogroup.org/data/derivative_storage/SNX.csv'.
[2025-11-25T23:45:32.857280] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SNX'.
[2025-11-25T23:45:32.857839] [INFO ] [FORECASTER] Starting predict_future for SNX
[2025-11-25T23:45:32.858721] [DEBUG] [LOCAL     ] No optimal features file found for SNX: ./output/feature-sets/SNX.txt
[2025-11-25T23:45:32.858804] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:45:32.858917] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:45:32.858978] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:45:32.859082] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:45:32.917507] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:45:32.918434] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:45:32.918538] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:45:32.918585] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:45:33.018521] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:45:33.018735] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:45:33.018783] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:45:33.018819] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:45:33.022434] [DEBUG] [FORECASTER] SNX: Forecast T+1@11:T+2@11: UP (p=69.26%)
[2025-11-25T23:45:33.022770] [INFO ] [FORECASTER] Completed predict_future for SNX
[2025-11-25T23:45:33.022920] [INFO ] [sig       ] SNX: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:45:33.165204] [INFO ] [LOCAL     ] Saved forecast: SNX	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/SNX.txt
[2025-11-25T23:45:33.165363] [INFO ] [sig       ] [3007/3639] Completed SNX in 0.3s | 3.04 sym/s | Total: 16.5m | ETA: 3.5m
[2025-11-25T23:45:33.165420] [INFO ] [sig       ] [3008/3639] Forecasting SNY...
[2025-11-25T23:45:33.165464] [INFO ] [sig       ] Generating forecast for: SNY
[2025-11-25T23:45:33.165505] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SNY' from 'https://tdm.silogroup.org/data/derivative_storage/SNY.csv'.
[2025-11-25T23:45:33.176879] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SNY'.
[2025-11-25T23:45:33.177404] [INFO ] [FORECASTER] Starting predict_future for SNY
[2025-11-25T23:45:33.178312] [DEBUG] [LOCAL     ] No optimal features file found for SNY: ./output/feature-sets/SNY.txt
[2025-11-25T23:45:33.178386] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:45:33.178446] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:45:33.178500] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:45:33.178590] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:45:33.238328] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:45:33.239280] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:45:33.239401] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:45:33.239450] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:45:33.341751] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:45:33.341989] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:45:33.342037] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:45:33.342074] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:45:33.345805] [DEBUG] [FORECASTER] SNY: Forecast T+1@11:T+2@11: UP (p=98.31%)
[2025-11-25T23:45:33.346181] [INFO ] [FORECASTER] Completed predict_future for SNY
[2025-11-25T23:45:33.346322] [INFO ] [sig       ] SNY: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:45:33.492928] [INFO ] [LOCAL     ] Saved forecast: SNY	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/SNY.txt
[2025-11-25T23:45:33.493157] [INFO ] [sig       ] [3008/3639] Completed SNY in 0.3s | 3.04 sym/s | Total: 16.5m | ETA: 3.5m
[2025-11-25T23:45:33.493247] [INFO ] [sig       ] [3009/3639] Forecasting SO...
[2025-11-25T23:45:33.493356] [INFO ] [sig       ] Generating forecast for: SO
[2025-11-25T23:45:33.493455] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SO' from 'https://tdm.silogroup.org/data/derivative_storage/SO.csv'.
[2025-11-25T23:45:33.504502] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SO'.
[2025-11-25T23:45:33.505034] [INFO ] [FORECASTER] Starting predict_future for SO
[2025-11-25T23:45:33.505976] [DEBUG] [LOCAL     ] No optimal features file found for SO: ./output/feature-sets/SO.txt
[2025-11-25T23:45:33.506051] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:45:33.506108] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:45:33.506160] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:45:33.506246] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:45:33.566072] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:45:33.567035] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:45:33.567149] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:45:33.567204] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:45:33.657927] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:45:33.658128] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:45:33.658174] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:45:33.658209] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:45:33.661812] [DEBUG] [FORECASTER] SO: Forecast T+1@11:T+2@11: UP (p=54.88%)
[2025-11-25T23:45:33.662151] [INFO ] [FORECASTER] Completed predict_future for SO
[2025-11-25T23:45:33.662298] [INFO ] [sig       ] SO: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:45:33.808907] [INFO ] [LOCAL     ] Saved forecast: SO	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/SO.txt
[2025-11-25T23:45:33.809090] [INFO ] [sig       ] [3009/3639] Completed SO in 0.3s | 3.04 sym/s | Total: 16.5m | ETA: 3.5m
[2025-11-25T23:45:33.809145] [INFO ] [sig       ] [3010/3639] Forecasting SOCL...
[2025-11-25T23:45:33.809192] [INFO ] [sig       ] Generating forecast for: SOCL
[2025-11-25T23:45:33.809235] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SOCL' from 'https://tdm.silogroup.org/data/derivative_storage/SOCL.csv'.
[2025-11-25T23:45:33.821924] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SOCL'.
[2025-11-25T23:45:33.822380] [INFO ] [FORECASTER] Starting predict_future for SOCL
[2025-11-25T23:45:33.823729] [DEBUG] [LOCAL     ] No optimal features file found for SOCL: ./output/feature-sets/SOCL.txt
[2025-11-25T23:45:33.823817] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:45:33.823886] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:45:33.823948] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:45:33.824049] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:45:33.887385] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:45:33.888337] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:45:33.888465] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:45:33.888521] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:45:33.993358] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:45:33.993557] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-11-25T23:45:33.993605] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:45:33.993661] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:45:33.997249] [DEBUG] [FORECASTER] SOCL: Forecast T+1@11:T+2@11: DOWN (p=7.29%)
[2025-11-25T23:45:33.997608] [INFO ] [FORECASTER] Completed predict_future for SOCL
[2025-11-25T23:45:33.997807] [INFO ] [sig       ] SOCL: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:45:34.141541] [INFO ] [LOCAL     ] Saved forecast: SOCL	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/SOCL.txt
[2025-11-25T23:45:34.141732] [INFO ] [sig       ] [3010/3639] Completed SOCL in 0.3s | 3.04 sym/s | Total: 16.5m | ETA: 3.4m
[2025-11-25T23:45:34.141793] [INFO ] [sig       ] [3011/3639] Forecasting SOGP...
[2025-11-25T23:45:34.141836] [INFO ] [sig       ] Generating forecast for: SOGP
[2025-11-25T23:45:34.141888] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SOGP' from 'https://tdm.silogroup.org/data/derivative_storage/SOGP.csv'.
[2025-11-25T23:45:34.152889] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SOGP'.
[2025-11-25T23:45:34.153278] [INFO ] [FORECASTER] Starting predict_future for SOGP
[2025-11-25T23:45:34.154135] [DEBUG] [LOCAL     ] No optimal features file found for SOGP: ./output/feature-sets/SOGP.txt
[2025-11-25T23:45:34.154205] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:45:34.154254] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:45:34.154296] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:45:34.154368] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:45:34.213470] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:45:34.214131] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:45:34.214226] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:45:34.214268] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:45:34.315542] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:45:34.315748] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:45:34.315801] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:45:34.315837] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:45:34.319298] [DEBUG] [FORECASTER] SOGP: Forecast T+1@11:T+2@11: DOWN (p=49.30%)
[2025-11-25T23:45:34.319680] [INFO ] [FORECASTER] Completed predict_future for SOGP
[2025-11-25T23:45:34.319847] [INFO ] [sig       ] SOGP: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:45:34.463161] [INFO ] [LOCAL     ] Saved forecast: SOGP	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/SOGP.txt
[2025-11-25T23:45:34.463347] [INFO ] [sig       ] [3011/3639] Completed SOGP in 0.3s | 3.04 sym/s | Total: 16.5m | ETA: 3.4m
[2025-11-25T23:45:34.463405] [INFO ] [sig       ] [3012/3639] Forecasting SOJC...
[2025-11-25T23:45:34.463454] [INFO ] [sig       ] Generating forecast for: SOJC
[2025-11-25T23:45:34.463504] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SOJC' from 'https://tdm.silogroup.org/data/derivative_storage/SOJC.csv'.
[2025-11-25T23:45:34.474830] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SOJC'.
[2025-11-25T23:45:34.475334] [INFO ] [FORECASTER] Starting predict_future for SOJC
[2025-11-25T23:45:34.476164] [DEBUG] [LOCAL     ] No optimal features file found for SOJC: ./output/feature-sets/SOJC.txt
[2025-11-25T23:45:34.476235] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:45:34.476282] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:45:34.476324] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:45:34.476393] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:45:34.535036] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:45:34.535969] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:45:34.536078] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:45:34.536126] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:45:34.622479] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:45:34.622705] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:45:34.622759] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:45:34.622795] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:45:34.626301] [DEBUG] [FORECASTER] SOJC: Forecast T+1@11:T+2@11: DOWN (p=1.52%)
[2025-11-25T23:45:34.626662] [INFO ] [FORECASTER] Completed predict_future for SOJC
[2025-11-25T23:45:34.626922] [INFO ] [sig       ] SOJC: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:45:34.775748] [INFO ] [LOCAL     ] Saved forecast: SOJC	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/SOJC.txt
[2025-11-25T23:45:34.775953] [INFO ] [sig       ] [3012/3639] Completed SOJC in 0.3s | 3.04 sym/s | Total: 16.5m | ETA: 3.4m
[2025-11-25T23:45:34.776014] [INFO ] [sig       ] [3013/3639] Forecasting SOJD...
[2025-11-25T23:45:34.776065] [INFO ] [sig       ] Generating forecast for: SOJD
[2025-11-25T23:45:34.776106] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SOJD' from 'https://tdm.silogroup.org/data/derivative_storage/SOJD.csv'.
[2025-11-25T23:45:34.787387] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SOJD'.
[2025-11-25T23:45:34.787818] [INFO ] [FORECASTER] Starting predict_future for SOJD
[2025-11-25T23:45:34.788636] [DEBUG] [LOCAL     ] No optimal features file found for SOJD: ./output/feature-sets/SOJD.txt
[2025-11-25T23:45:34.788726] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:45:34.788772] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:45:34.788811] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:45:34.788881] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:45:34.847775] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:45:34.848790] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:45:34.848906] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:45:34.848956] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:45:34.947931] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:45:34.948119] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:45:34.948164] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:45:34.948198] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:45:34.951679] [DEBUG] [FORECASTER] SOJD: Forecast T+1@11:T+2@11: UP (p=93.57%)
[2025-11-25T23:45:34.952029] [INFO ] [FORECASTER] Completed predict_future for SOJD
[2025-11-25T23:45:34.952169] [INFO ] [sig       ] SOJD: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:45:35.147276] [INFO ] [LOCAL     ] Saved forecast: SOJD	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/SOJD.txt
[2025-11-25T23:45:35.147482] [INFO ] [sig       ] [3013/3639] Completed SOJD in 0.4s | 3.04 sym/s | Total: 16.5m | ETA: 3.4m
[2025-11-25T23:45:35.147540] [INFO ] [sig       ] [3014/3639] Forecasting SOJE...
[2025-11-25T23:45:35.147583] [INFO ] [sig       ] Generating forecast for: SOJE
[2025-11-25T23:45:35.147626] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SOJE' from 'https://tdm.silogroup.org/data/derivative_storage/SOJE.csv'.
[2025-11-25T23:45:35.158683] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SOJE'.
[2025-11-25T23:45:35.159081] [INFO ] [FORECASTER] Starting predict_future for SOJE
[2025-11-25T23:45:35.159932] [DEBUG] [LOCAL     ] No optimal features file found for SOJE: ./output/feature-sets/SOJE.txt
[2025-11-25T23:45:35.160006] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:45:35.160053] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:45:35.160094] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:45:35.160163] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:45:35.219168] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:45:35.220081] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:45:35.220186] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:45:35.220235] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:45:35.321542] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:45:35.321769] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:45:35.321817] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:45:35.321874] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:45:35.325478] [DEBUG] [FORECASTER] SOJE: Forecast T+1@11:T+2@11: DOWN (p=26.30%)
[2025-11-25T23:45:35.325876] [INFO ] [FORECASTER] Completed predict_future for SOJE
[2025-11-25T23:45:35.326038] [INFO ] [sig       ] SOJE: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:45:35.473735] [INFO ] [LOCAL     ] Saved forecast: SOJE	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/SOJE.txt
[2025-11-25T23:45:35.473933] [INFO ] [sig       ] [3014/3639] Completed SOJE in 0.3s | 3.04 sym/s | Total: 16.5m | ETA: 3.4m
[2025-11-25T23:45:35.473989] [INFO ] [sig       ] [3015/3639] Forecasting SOL...
[2025-11-25T23:45:35.474035] [INFO ] [sig       ] Generating forecast for: SOL
[2025-11-25T23:45:35.474077] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SOL' from 'https://tdm.silogroup.org/data/derivative_storage/SOL.csv'.
[2025-11-25T23:45:35.484952] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SOL'.
[2025-11-25T23:45:35.485403] [INFO ] [FORECASTER] Starting predict_future for SOL
[2025-11-25T23:45:35.486305] [DEBUG] [LOCAL     ] No optimal features file found for SOL: ./output/feature-sets/SOL.txt
[2025-11-25T23:45:35.486384] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:45:35.486452] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:45:35.486511] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:45:35.486613] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:45:35.549278] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:45:35.550376] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:45:35.550532] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:45:35.550602] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:45:35.660117] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:45:35.660314] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:45:35.660360] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:45:35.660395] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:45:35.664010] [DEBUG] [FORECASTER] SOL: Forecast T+1@11:T+2@11: DOWN (p=2.05%)
[2025-11-25T23:45:35.664356] [INFO ] [FORECASTER] Completed predict_future for SOL
[2025-11-25T23:45:35.664522] [INFO ] [sig       ] SOL: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:45:35.812134] [INFO ] [LOCAL     ] Saved forecast: SOL	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/SOL.txt
[2025-11-25T23:45:35.812354] [INFO ] [sig       ] [3015/3639] Completed SOL in 0.3s | 3.04 sym/s | Total: 16.5m | ETA: 3.4m
[2025-11-25T23:45:35.812432] [INFO ] [sig       ] [3016/3639] Forecasting SON...
[2025-11-25T23:45:35.812499] [INFO ] [sig       ] Generating forecast for: SON
[2025-11-25T23:45:35.812574] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SON' from 'https://tdm.silogroup.org/data/derivative_storage/SON.csv'.
[2025-11-25T23:45:35.825468] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SON'.
[2025-11-25T23:45:35.826074] [INFO ] [FORECASTER] Starting predict_future for SON
[2025-11-25T23:45:35.827114] [DEBUG] [LOCAL     ] No optimal features file found for SON: ./output/feature-sets/SON.txt
[2025-11-25T23:45:35.827190] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:45:35.827241] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:45:35.827284] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:45:35.827412] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:45:35.888092] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:45:35.889337] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:45:35.889453] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:45:35.889502] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:45:36.003065] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:45:36.003341] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:45:36.003393] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:45:36.003449] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:45:36.007564] [DEBUG] [FORECASTER] SON: Forecast T+1@11:T+2@11: DOWN (p=30.38%)
[2025-11-25T23:45:36.007967] [INFO ] [FORECASTER] Completed predict_future for SON
[2025-11-25T23:45:36.008149] [INFO ] [sig       ] SON: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:45:36.155634] [INFO ] [LOCAL     ] Saved forecast: SON	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/SON.txt
[2025-11-25T23:45:36.155913] [INFO ] [sig       ] [3016/3639] Completed SON in 0.3s | 3.04 sym/s | Total: 16.5m | ETA: 3.4m
[2025-11-25T23:45:36.155979] [INFO ] [sig       ] [3017/3639] Forecasting SONN...
[2025-11-25T23:45:36.156027] [INFO ] [sig       ] Generating forecast for: SONN
[2025-11-25T23:45:36.156074] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SONN' from 'https://tdm.silogroup.org/data/derivative_storage/SONN.csv'.
[2025-11-25T23:45:36.169708] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SONN'.
[2025-11-25T23:45:36.170279] [INFO ] [FORECASTER] Starting predict_future for SONN
[2025-11-25T23:45:36.171287] [DEBUG] [LOCAL     ] No optimal features file found for SONN: ./output/feature-sets/SONN.txt
[2025-11-25T23:45:36.171366] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:45:36.171415] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:45:36.171478] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:45:36.171615] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:45:36.234928] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:45:36.236210] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:45:36.236342] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:45:36.236399] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:45:36.357614] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:45:36.357937] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:45:36.358003] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:45:36.358043] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:45:36.362326] [DEBUG] [FORECASTER] SONN: Forecast T+1@11:T+2@11: DOWN (p=47.83%)
[2025-11-25T23:45:36.362765] [INFO ] [FORECASTER] Completed predict_future for SONN
[2025-11-25T23:45:36.362951] [INFO ] [sig       ] SONN: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:45:36.508118] [INFO ] [LOCAL     ] Saved forecast: SONN	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/SONN.txt
[2025-11-25T23:45:36.508376] [INFO ] [sig       ] [3017/3639] Completed SONN in 0.4s | 3.04 sym/s | Total: 16.5m | ETA: 3.4m
[2025-11-25T23:45:36.508438] [INFO ] [sig       ] [3018/3639] Forecasting SONO...
[2025-11-25T23:45:36.508485] [INFO ] [sig       ] Generating forecast for: SONO
[2025-11-25T23:45:36.508533] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SONO' from 'https://tdm.silogroup.org/data/derivative_storage/SONO.csv'.
[2025-11-25T23:45:36.521699] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SONO'.
[2025-11-25T23:45:36.522237] [INFO ] [FORECASTER] Starting predict_future for SONO
[2025-11-25T23:45:36.523265] [DEBUG] [LOCAL     ] No optimal features file found for SONO: ./output/feature-sets/SONO.txt
[2025-11-25T23:45:36.523340] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:45:36.523402] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:45:36.523457] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:45:36.523582] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:45:36.583225] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:45:36.584456] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:45:36.584588] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:45:36.584672] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:45:36.710975] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:45:36.711247] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:45:36.711297] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:45:36.711333] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:45:36.715448] [DEBUG] [FORECASTER] SONO: Forecast T+1@11:T+2@11: DOWN (p=9.46%)
[2025-11-25T23:45:36.715998] [INFO ] [FORECASTER] Completed predict_future for SONO
[2025-11-25T23:45:36.716232] [INFO ] [sig       ] SONO: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:45:36.865331] [INFO ] [LOCAL     ] Saved forecast: SONO	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/SONO.txt
[2025-11-25T23:45:36.865606] [INFO ] [sig       ] [3018/3639] Completed SONO in 0.4s | 3.04 sym/s | Total: 16.5m | ETA: 3.4m
[2025-11-25T23:45:36.865733] [INFO ] [sig       ] [3019/3639] Forecasting SOPA...
[2025-11-25T23:45:36.865794] [INFO ] [sig       ] Generating forecast for: SOPA
[2025-11-25T23:45:36.865855] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SOPA' from 'https://tdm.silogroup.org/data/derivative_storage/SOPA.csv'.
[2025-11-25T23:45:36.878552] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SOPA'.
[2025-11-25T23:45:36.879173] [INFO ] [FORECASTER] Starting predict_future for SOPA
[2025-11-25T23:45:36.880168] [DEBUG] [LOCAL     ] No optimal features file found for SOPA: ./output/feature-sets/SOPA.txt
[2025-11-25T23:45:36.880242] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:45:36.880308] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:45:36.880364] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:45:36.880457] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:45:36.940158] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:45:36.941412] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:45:36.941560] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:45:36.941636] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:45:37.058001] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:45:37.058280] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:45:37.058332] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:45:37.058367] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:45:37.062379] [DEBUG] [FORECASTER] SOPA: Forecast T+1@11:T+2@11: UP (p=70.26%)
[2025-11-25T23:45:37.063001] [INFO ] [FORECASTER] Completed predict_future for SOPA
[2025-11-25T23:45:37.063276] [INFO ] [sig       ] SOPA: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:45:37.213633] [INFO ] [LOCAL     ] Saved forecast: SOPA	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/SOPA.txt
[2025-11-25T23:45:37.213899] [INFO ] [sig       ] [3019/3639] Completed SOPA in 0.3s | 3.04 sym/s | Total: 16.5m | ETA: 3.4m
[2025-11-25T23:45:37.213960] [INFO ] [sig       ] [3020/3639] Forecasting SOPH...
[2025-11-25T23:45:37.214097] [INFO ] [sig       ] Generating forecast for: SOPH
[2025-11-25T23:45:37.214146] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SOPH' from 'https://tdm.silogroup.org/data/derivative_storage/SOPH.csv'.
[2025-11-25T23:45:37.226564] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SOPH'.
[2025-11-25T23:45:37.227101] [INFO ] [FORECASTER] Starting predict_future for SOPH
[2025-11-25T23:45:37.228098] [DEBUG] [LOCAL     ] No optimal features file found for SOPH: ./output/feature-sets/SOPH.txt
[2025-11-25T23:45:37.228235] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:45:37.228290] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:45:37.228333] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:45:37.228408] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:45:37.287095] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:45:37.288133] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:45:37.288247] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:45:37.288303] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:45:37.400290] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:45:37.400559] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:45:37.400612] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:45:37.400668] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:45:37.404631] [DEBUG] [FORECASTER] SOPH: Forecast T+1@11:T+2@11: DOWN (p=10.80%)
[2025-11-25T23:45:37.404984] [INFO ] [FORECASTER] Completed predict_future for SOPH
[2025-11-25T23:45:37.405143] [INFO ] [sig       ] SOPH: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:45:37.550825] [INFO ] [LOCAL     ] Saved forecast: SOPH	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/SOPH.txt
[2025-11-25T23:45:37.551032] [INFO ] [sig       ] [3020/3639] Completed SOPH in 0.3s | 3.04 sym/s | Total: 16.6m | ETA: 3.4m
[2025-11-25T23:45:37.551090] [INFO ] [sig       ] [3021/3639] Forecasting SOXQ...
[2025-11-25T23:45:37.551133] [INFO ] [sig       ] Generating forecast for: SOXQ
[2025-11-25T23:45:37.551174] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SOXQ' from 'https://tdm.silogroup.org/data/derivative_storage/SOXQ.csv'.
[2025-11-25T23:45:37.562660] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SOXQ'.
[2025-11-25T23:45:37.563077] [INFO ] [FORECASTER] Starting predict_future for SOXQ
[2025-11-25T23:45:37.563986] [DEBUG] [LOCAL     ] No optimal features file found for SOXQ: ./output/feature-sets/SOXQ.txt
[2025-11-25T23:45:37.564069] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:45:37.564133] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:45:37.564188] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:45:37.564293] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:45:37.622427] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:45:37.623327] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:45:37.623428] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:45:37.623476] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:45:37.718517] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:45:37.718712] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:45:37.718765] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:45:37.718799] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:45:37.722129] [DEBUG] [FORECASTER] SOXQ: Forecast T+1@11:T+2@11: DOWN (p=25.69%)
[2025-11-25T23:45:37.722428] [INFO ] [FORECASTER] Completed predict_future for SOXQ
[2025-11-25T23:45:37.722567] [INFO ] [sig       ] SOXQ: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:45:37.864459] [INFO ] [LOCAL     ] Saved forecast: SOXQ	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/SOXQ.txt
[2025-11-25T23:45:37.864625] [INFO ] [sig       ] [3021/3639] Completed SOXQ in 0.3s | 3.04 sym/s | Total: 16.6m | ETA: 3.4m
[2025-11-25T23:45:37.864706] [INFO ] [sig       ] [3022/3639] Forecasting SOXX...
[2025-11-25T23:45:37.864750] [INFO ] [sig       ] Generating forecast for: SOXX
[2025-11-25T23:45:37.864790] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SOXX' from 'https://tdm.silogroup.org/data/derivative_storage/SOXX.csv'.
[2025-11-25T23:45:37.875536] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SOXX'.
[2025-11-25T23:45:37.875862] [INFO ] [FORECASTER] Starting predict_future for SOXX
[2025-11-25T23:45:37.876693] [DEBUG] [LOCAL     ] No optimal features file found for SOXX: ./output/feature-sets/SOXX.txt
[2025-11-25T23:45:37.876760] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:45:37.876806] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:45:37.876847] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:45:37.876915] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:45:37.934455] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:45:37.935297] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:45:37.935396] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:45:37.935442] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:45:38.034505] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:45:38.034729] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:45:38.034782] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:45:38.034817] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:45:38.038311] [DEBUG] [FORECASTER] SOXX: Forecast T+1@11:T+2@11: UP (p=96.32%)
[2025-11-25T23:45:38.038616] [INFO ] [FORECASTER] Completed predict_future for SOXX
[2025-11-25T23:45:38.038778] [INFO ] [sig       ] SOXX: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:45:38.180862] [INFO ] [LOCAL     ] Saved forecast: SOXX	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/SOXX.txt
[2025-11-25T23:45:38.181026] [INFO ] [sig       ] [3022/3639] Completed SOXX in 0.3s | 3.04 sym/s | Total: 16.6m | ETA: 3.4m
[2025-11-25T23:45:38.181081] [INFO ] [sig       ] [3023/3639] Forecasting SPAI...
[2025-11-25T23:45:38.181125] [INFO ] [sig       ] Generating forecast for: SPAI
[2025-11-25T23:45:38.181167] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SPAI' from 'https://tdm.silogroup.org/data/derivative_storage/SPAI.csv'.
[2025-11-25T23:45:38.191856] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SPAI'.
[2025-11-25T23:45:38.192156] [INFO ] [FORECASTER] Starting predict_future for SPAI
[2025-11-25T23:45:38.192997] [DEBUG] [LOCAL     ] No optimal features file found for SPAI: ./output/feature-sets/SPAI.txt
[2025-11-25T23:45:38.193074] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:45:38.193131] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:45:38.193181] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:45:38.193268] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:45:38.252074] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:45:38.252803] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:45:38.252911] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:45:38.252960] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:45:38.346372] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:45:38.346551] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:45:38.346594] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:45:38.346630] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:45:38.350013] [DEBUG] [FORECASTER] SPAI: Forecast T+1@11:T+2@11: DOWN (p=34.41%)
[2025-11-25T23:45:38.350299] [INFO ] [FORECASTER] Completed predict_future for SPAI
[2025-11-25T23:45:38.350441] [INFO ] [sig       ] SPAI: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:45:38.492664] [INFO ] [LOCAL     ] Saved forecast: SPAI	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/SPAI.txt
[2025-11-25T23:45:38.492841] [INFO ] [sig       ] [3023/3639] Completed SPAI in 0.3s | 3.04 sym/s | Total: 16.6m | ETA: 3.4m
[2025-11-25T23:45:38.492898] [INFO ] [sig       ] [3024/3639] Forecasting SPB...
[2025-11-25T23:45:38.492940] [INFO ] [sig       ] Generating forecast for: SPB
[2025-11-25T23:45:38.492983] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SPB' from 'https://tdm.silogroup.org/data/derivative_storage/SPB.csv'.
[2025-11-25T23:45:38.503701] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SPB'.
[2025-11-25T23:45:38.504150] [INFO ] [FORECASTER] Starting predict_future for SPB
[2025-11-25T23:45:38.504980] [DEBUG] [LOCAL     ] No optimal features file found for SPB: ./output/feature-sets/SPB.txt
[2025-11-25T23:45:38.505050] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:45:38.505098] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:45:38.505140] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:45:38.505209] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:45:38.563598] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:45:38.564488] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:45:38.564590] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:45:38.564639] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:45:38.663787] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:45:38.663973] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:45:38.664020] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:45:38.664055] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:45:38.667747] [DEBUG] [FORECASTER] SPB: Forecast T+1@11:T+2@11: DOWN (p=0.37%)
[2025-11-25T23:45:38.668042] [INFO ] [FORECASTER] Completed predict_future for SPB
[2025-11-25T23:45:38.668182] [INFO ] [sig       ] SPB: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:45:38.813863] [INFO ] [LOCAL     ] Saved forecast: SPB	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/SPB.txt
[2025-11-25T23:45:38.814059] [INFO ] [sig       ] [3024/3639] Completed SPB in 0.3s | 3.04 sym/s | Total: 16.6m | ETA: 3.4m
[2025-11-25T23:45:38.814115] [INFO ] [sig       ] [3025/3639] Forecasting SPCB...
[2025-11-25T23:45:38.814158] [INFO ] [sig       ] Generating forecast for: SPCB
[2025-11-25T23:45:38.814200] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SPCB' from 'https://tdm.silogroup.org/data/derivative_storage/SPCB.csv'.
[2025-11-25T23:45:38.825264] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SPCB'.
[2025-11-25T23:45:38.825722] [INFO ] [FORECASTER] Starting predict_future for SPCB
[2025-11-25T23:45:38.826572] [DEBUG] [LOCAL     ] No optimal features file found for SPCB: ./output/feature-sets/SPCB.txt
[2025-11-25T23:45:38.826663] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:45:38.826723] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:45:38.826772] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:45:38.826858] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:45:38.884727] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:45:38.885565] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:45:38.885678] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:45:38.885765] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:45:38.984755] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:45:38.984942] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:45:38.984986] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:45:38.985021] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:45:38.988458] [DEBUG] [FORECASTER] SPCB: Forecast T+1@11:T+2@11: UP (p=88.08%)
[2025-11-25T23:45:38.988791] [INFO ] [FORECASTER] Completed predict_future for SPCB
[2025-11-25T23:45:38.988942] [INFO ] [sig       ] SPCB: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:45:39.131708] [INFO ] [LOCAL     ] Saved forecast: SPCB	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/SPCB.txt
[2025-11-25T23:45:39.131898] [INFO ] [sig       ] [3025/3639] Completed SPCB in 0.3s | 3.04 sym/s | Total: 16.6m | ETA: 3.4m
[2025-11-25T23:45:39.131953] [INFO ] [sig       ] [3026/3639] Forecasting SPCE...
[2025-11-25T23:45:39.132086] [INFO ] [sig       ] Generating forecast for: SPCE
[2025-11-25T23:45:39.132129] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SPCE' from 'https://tdm.silogroup.org/data/derivative_storage/SPCE.csv'.
[2025-11-25T23:45:39.143150] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SPCE'.
[2025-11-25T23:45:39.143608] [INFO ] [FORECASTER] Starting predict_future for SPCE
[2025-11-25T23:45:39.144437] [DEBUG] [LOCAL     ] No optimal features file found for SPCE: ./output/feature-sets/SPCE.txt
[2025-11-25T23:45:39.144508] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:45:39.144573] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:45:39.144623] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:45:39.144732] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:45:39.205812] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:45:39.206782] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:45:39.206883] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:45:39.206943] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:45:39.307634] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:45:39.307840] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:45:39.307889] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:45:39.307925] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:45:39.311429] [DEBUG] [FORECASTER] SPCE: Forecast T+1@11:T+2@11: DOWN (p=1.54%)
[2025-11-25T23:45:39.311742] [INFO ] [FORECASTER] Completed predict_future for SPCE
[2025-11-25T23:45:39.311893] [INFO ] [sig       ] SPCE: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:45:39.459538] [INFO ] [LOCAL     ] Saved forecast: SPCE	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/SPCE.txt
[2025-11-25T23:45:39.459724] [INFO ] [sig       ] [3026/3639] Completed SPCE in 0.3s | 3.04 sym/s | Total: 16.6m | ETA: 3.4m
[2025-11-25T23:45:39.459781] [INFO ] [sig       ] [3027/3639] Forecasting SPE...
[2025-11-25T23:45:39.459911] [INFO ] [sig       ] Generating forecast for: SPE
[2025-11-25T23:45:39.459955] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SPE' from 'https://tdm.silogroup.org/data/derivative_storage/SPE.csv'.
[2025-11-25T23:45:39.470604] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SPE'.
[2025-11-25T23:45:39.470942] [INFO ] [FORECASTER] Starting predict_future for SPE
[2025-11-25T23:45:39.471768] [DEBUG] [LOCAL     ] No optimal features file found for SPE: ./output/feature-sets/SPE.txt
[2025-11-25T23:45:39.471837] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:45:39.471895] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:45:39.471945] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:45:39.472031] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:45:39.528710] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:45:39.529430] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:45:39.529531] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:45:39.529590] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:45:39.632814] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:45:39.633069] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:45:39.633125] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:45:39.633163] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:45:39.636988] [DEBUG] [FORECASTER] SPE: Forecast T+1@11:T+2@11: DOWN (p=31.88%)
[2025-11-25T23:45:39.637299] [INFO ] [FORECASTER] Completed predict_future for SPE
[2025-11-25T23:45:39.637506] [INFO ] [sig       ] SPE: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:45:39.783894] [INFO ] [LOCAL     ] Saved forecast: SPE	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/SPE.txt
[2025-11-25T23:45:39.784054] [INFO ] [sig       ] [3027/3639] Completed SPE in 0.3s | 3.04 sym/s | Total: 16.6m | ETA: 3.4m
[2025-11-25T23:45:39.784111] [INFO ] [sig       ] [3028/3639] Forecasting SPFI...
[2025-11-25T23:45:39.784205] [INFO ] [sig       ] Generating forecast for: SPFI
[2025-11-25T23:45:39.784276] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SPFI' from 'https://tdm.silogroup.org/data/derivative_storage/SPFI.csv'.
[2025-11-25T23:45:39.795106] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SPFI'.
[2025-11-25T23:45:39.795478] [INFO ] [FORECASTER] Starting predict_future for SPFI
[2025-11-25T23:45:39.796343] [DEBUG] [LOCAL     ] No optimal features file found for SPFI: ./output/feature-sets/SPFI.txt
[2025-11-25T23:45:39.796414] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:45:39.796472] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:45:39.796526] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:45:39.796618] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:45:39.854454] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:45:39.855409] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:45:39.855521] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:45:39.855572] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:45:39.957184] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:45:39.957314] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:45:39.957374] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:45:39.957456] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:45:39.960793] [DEBUG] [FORECASTER] SPFI: Forecast T+1@11:T+2@11: DOWN (p=1.21%)
[2025-11-25T23:45:39.961094] [INFO ] [FORECASTER] Completed predict_future for SPFI
[2025-11-25T23:45:39.961246] [INFO ] [sig       ] SPFI: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:45:40.102702] [INFO ] [LOCAL     ] Saved forecast: SPFI	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/SPFI.txt
[2025-11-25T23:45:40.102834] [INFO ] [sig       ] [3028/3639] Completed SPFI in 0.3s | 3.04 sym/s | Total: 16.6m | ETA: 3.3m
[2025-11-25T23:45:40.102890] [INFO ] [sig       ] [3029/3639] Forecasting SPG...
[2025-11-25T23:45:40.102935] [INFO ] [sig       ] Generating forecast for: SPG
[2025-11-25T23:45:40.102976] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SPG' from 'https://tdm.silogroup.org/data/derivative_storage/SPG.csv'.
[2025-11-25T23:45:40.208354] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SPG'.
[2025-11-25T23:45:40.208845] [INFO ] [FORECASTER] Starting predict_future for SPG
[2025-11-25T23:45:40.209718] [DEBUG] [LOCAL     ] No optimal features file found for SPG: ./output/feature-sets/SPG.txt
[2025-11-25T23:45:40.209788] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:45:40.209836] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:45:40.209877] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:45:40.209947] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:45:40.268330] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:45:40.269352] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:45:40.269465] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:45:40.269516] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:45:40.412797] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:45:40.413055] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:45:40.413265] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:45:40.413364] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:45:40.417270] [DEBUG] [FORECASTER] SPG: Forecast T+1@11:T+2@11: DOWN (p=14.28%)
[2025-11-25T23:45:40.417716] [INFO ] [FORECASTER] Completed predict_future for SPG
[2025-11-25T23:45:40.417945] [INFO ] [sig       ] SPG: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:45:40.562631] [INFO ] [LOCAL     ] Saved forecast: SPG	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/SPG.txt
[2025-11-25T23:45:40.562853] [INFO ] [sig       ] [3029/3639] Completed SPG in 0.5s | 3.04 sym/s | Total: 16.6m | ETA: 3.3m
[2025-11-25T23:45:40.562913] [INFO ] [sig       ] [3030/3639] Forecasting SPGI...
[2025-11-25T23:45:40.562961] [INFO ] [sig       ] Generating forecast for: SPGI
[2025-11-25T23:45:40.563006] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SPGI' from 'https://tdm.silogroup.org/data/derivative_storage/SPGI.csv'.
[2025-11-25T23:45:40.574319] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SPGI'.
[2025-11-25T23:45:40.574753] [INFO ] [FORECASTER] Starting predict_future for SPGI
[2025-11-25T23:45:40.575566] [DEBUG] [LOCAL     ] No optimal features file found for SPGI: ./output/feature-sets/SPGI.txt
[2025-11-25T23:45:40.575677] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:45:40.575727] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:45:40.575769] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:45:40.575840] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:45:40.633682] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:45:40.634536] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:45:40.634665] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:45:40.634717] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:45:40.749283] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:45:40.749478] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:45:40.749536] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:45:40.749586] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:45:40.753062] [DEBUG] [FORECASTER] SPGI: Forecast T+1@11:T+2@11: UP (p=84.83%)
[2025-11-25T23:45:40.753359] [INFO ] [FORECASTER] Completed predict_future for SPGI
[2025-11-25T23:45:40.753517] [INFO ] [sig       ] SPGI: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:45:40.896348] [INFO ] [LOCAL     ] Saved forecast: SPGI	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/SPGI.txt
[2025-11-25T23:45:40.896509] [INFO ] [sig       ] [3030/3639] Completed SPGI in 0.3s | 3.04 sym/s | Total: 16.6m | ETA: 3.3m
[2025-11-25T23:45:40.896566] [INFO ] [sig       ] [3031/3639] Forecasting SPH...
[2025-11-25T23:45:40.896608] [INFO ] [sig       ] Generating forecast for: SPH
[2025-11-25T23:45:40.896663] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SPH' from 'https://tdm.silogroup.org/data/derivative_storage/SPH.csv'.
[2025-11-25T23:45:40.907762] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SPH'.
[2025-11-25T23:45:40.908089] [INFO ] [FORECASTER] Starting predict_future for SPH
[2025-11-25T23:45:40.908912] [DEBUG] [LOCAL     ] No optimal features file found for SPH: ./output/feature-sets/SPH.txt
[2025-11-25T23:45:40.909000] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:45:40.909048] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:45:40.909089] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:45:40.909163] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:45:40.966827] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:45:40.967620] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:45:40.967739] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:45:40.967788] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:45:41.075257] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:45:41.075479] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:45:41.075541] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:45:41.075586] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:45:41.079200] [DEBUG] [FORECASTER] SPH: Forecast T+1@11:T+2@11: DOWN (p=8.58%)
[2025-11-25T23:45:41.079629] [INFO ] [FORECASTER] Completed predict_future for SPH
[2025-11-25T23:45:41.079835] [INFO ] [sig       ] SPH: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:45:41.223477] [INFO ] [LOCAL     ] Saved forecast: SPH	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/SPH.txt
[2025-11-25T23:45:41.223695] [INFO ] [sig       ] [3031/3639] Completed SPH in 0.3s | 3.04 sym/s | Total: 16.6m | ETA: 3.3m
[2025-11-25T23:45:41.223755] [INFO ] [sig       ] [3032/3639] Forecasting SPNS...
[2025-11-25T23:45:41.223799] [INFO ] [sig       ] Generating forecast for: SPNS
[2025-11-25T23:45:41.223841] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SPNS' from 'https://tdm.silogroup.org/data/derivative_storage/SPNS.csv'.
[2025-11-25T23:45:41.239729] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SPNS'.
[2025-11-25T23:45:41.240114] [INFO ] [FORECASTER] Starting predict_future for SPNS
[2025-11-25T23:45:41.240978] [DEBUG] [LOCAL     ] No optimal features file found for SPNS: ./output/feature-sets/SPNS.txt
[2025-11-25T23:45:41.241049] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:45:41.241095] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:45:41.241137] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:45:41.241206] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:45:41.299012] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:45:41.299948] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:45:41.300049] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:45:41.300097] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:45:41.415403] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:45:41.415600] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:45:41.415668] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:45:41.415736] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:45:41.419224] [DEBUG] [FORECASTER] SPNS: Forecast T+1@11:T+2@11: UP (p=98.16%)
[2025-11-25T23:45:41.419732] [INFO ] [FORECASTER] Completed predict_future for SPNS
[2025-11-25T23:45:41.419958] [INFO ] [sig       ] SPNS: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:45:41.563419] [INFO ] [LOCAL     ] Saved forecast: SPNS	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/SPNS.txt
[2025-11-25T23:45:41.563610] [INFO ] [sig       ] [3032/3639] Completed SPNS in 0.3s | 3.04 sym/s | Total: 16.6m | ETA: 3.3m
[2025-11-25T23:45:41.563689] [INFO ] [sig       ] [3033/3639] Forecasting SPOK...
[2025-11-25T23:45:41.563734] [INFO ] [sig       ] Generating forecast for: SPOK
[2025-11-25T23:45:41.563858] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SPOK' from 'https://tdm.silogroup.org/data/derivative_storage/SPOK.csv'.
[2025-11-25T23:45:41.575527] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SPOK'.
[2025-11-25T23:45:41.575998] [INFO ] [FORECASTER] Starting predict_future for SPOK
[2025-11-25T23:45:41.577051] [DEBUG] [LOCAL     ] No optimal features file found for SPOK: ./output/feature-sets/SPOK.txt
[2025-11-25T23:45:41.577130] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:45:41.577200] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:45:41.577259] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:45:41.577347] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:45:41.640104] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:45:41.641065] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:45:41.641169] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:45:41.641229] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:45:41.763066] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:45:41.763285] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:45:41.763348] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:45:41.763386] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:45:41.767336] [DEBUG] [FORECASTER] SPOK: Forecast T+1@11:T+2@11: DOWN (p=28.84%)
[2025-11-25T23:45:41.767703] [INFO ] [FORECASTER] Completed predict_future for SPOK
[2025-11-25T23:45:41.768064] [INFO ] [sig       ] SPOK: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:45:41.917474] [INFO ] [LOCAL     ] Saved forecast: SPOK	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/SPOK.txt
[2025-11-25T23:45:41.917705] [INFO ] [sig       ] [3033/3639] Completed SPOK in 0.4s | 3.04 sym/s | Total: 16.6m | ETA: 3.3m
[2025-11-25T23:45:41.917768] [INFO ] [sig       ] [3034/3639] Forecasting SPRC...
[2025-11-25T23:45:41.917813] [INFO ] [sig       ] Generating forecast for: SPRC
[2025-11-25T23:45:41.917950] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SPRC' from 'https://tdm.silogroup.org/data/derivative_storage/SPRC.csv'.
[2025-11-25T23:45:41.929489] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SPRC'.
[2025-11-25T23:45:41.929916] [INFO ] [FORECASTER] Starting predict_future for SPRC
[2025-11-25T23:45:41.930755] [DEBUG] [LOCAL     ] No optimal features file found for SPRC: ./output/feature-sets/SPRC.txt
[2025-11-25T23:45:41.930823] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:45:41.930868] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:45:41.930907] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:45:41.930978] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:45:41.990687] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:45:41.991598] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:45:41.991722] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:45:41.991772] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:45:42.107566] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:45:42.107974] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:45:42.108051] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:45:42.108101] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:45:42.111624] [DEBUG] [FORECASTER] SPRC: Forecast T+1@11:T+2@11: DOWN (p=7.35%)
[2025-11-25T23:45:42.112151] [INFO ] [FORECASTER] Completed predict_future for SPRC
[2025-11-25T23:45:42.112324] [INFO ] [sig       ] SPRC: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:45:42.255233] [INFO ] [LOCAL     ] Saved forecast: SPRC	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/SPRC.txt
[2025-11-25T23:45:42.255390] [INFO ] [sig       ] [3034/3639] Completed SPRC in 0.3s | 3.04 sym/s | Total: 16.6m | ETA: 3.3m
[2025-11-25T23:45:42.255456] [INFO ] [sig       ] [3035/3639] Forecasting SPRO...
[2025-11-25T23:45:42.255503] [INFO ] [sig       ] Generating forecast for: SPRO
[2025-11-25T23:45:42.255545] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SPRO' from 'https://tdm.silogroup.org/data/derivative_storage/SPRO.csv'.
[2025-11-25T23:45:42.266035] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SPRO'.
[2025-11-25T23:45:42.266327] [INFO ] [FORECASTER] Starting predict_future for SPRO
[2025-11-25T23:45:42.267140] [DEBUG] [LOCAL     ] No optimal features file found for SPRO: ./output/feature-sets/SPRO.txt
[2025-11-25T23:45:42.267209] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:45:42.267256] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:45:42.267297] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:45:42.267388] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:45:42.328669] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:45:42.329436] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:45:42.329546] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:45:42.329602] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:45:42.450843] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:45:42.451036] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:45:42.451083] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:45:42.451117] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:45:42.454732] [DEBUG] [FORECASTER] SPRO: Forecast T+1@11:T+2@11: DOWN (p=2.74%)
[2025-11-25T23:45:42.455043] [INFO ] [FORECASTER] Completed predict_future for SPRO
[2025-11-25T23:45:42.455207] [INFO ] [sig       ] SPRO: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:45:42.598349] [INFO ] [LOCAL     ] Saved forecast: SPRO	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/SPRO.txt
[2025-11-25T23:45:42.598497] [INFO ] [sig       ] [3035/3639] Completed SPRO in 0.3s | 3.04 sym/s | Total: 16.6m | ETA: 3.3m
[2025-11-25T23:45:42.598552] [INFO ] [sig       ] [3036/3639] Forecasting SPRX...
[2025-11-25T23:45:42.598599] [INFO ] [sig       ] Generating forecast for: SPRX
[2025-11-25T23:45:42.598658] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SPRX' from 'https://tdm.silogroup.org/data/derivative_storage/SPRX.csv'.
[2025-11-25T23:45:42.609356] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SPRX'.
[2025-11-25T23:45:42.609678] [INFO ] [FORECASTER] Starting predict_future for SPRX
[2025-11-25T23:45:42.610480] [DEBUG] [LOCAL     ] No optimal features file found for SPRX: ./output/feature-sets/SPRX.txt
[2025-11-25T23:45:42.610549] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:45:42.610595] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:45:42.610635] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:45:42.610723] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:45:42.670251] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:45:42.670933] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:45:42.671035] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:45:42.671085] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:45:42.789663] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:45:42.789821] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:45:42.789865] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:45:42.789899] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:45:42.793279] [DEBUG] [FORECASTER] SPRX: Forecast T+1@11:T+2@11: DOWN (p=0.75%)
[2025-11-25T23:45:42.793592] [INFO ] [FORECASTER] Completed predict_future for SPRX
[2025-11-25T23:45:42.793778] [INFO ] [sig       ] SPRX: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:45:42.937214] [INFO ] [LOCAL     ] Saved forecast: SPRX	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/SPRX.txt
[2025-11-25T23:45:42.937380] [INFO ] [sig       ] [3036/3639] Completed SPRX in 0.3s | 3.04 sym/s | Total: 16.6m | ETA: 3.3m
[2025-11-25T23:45:42.937443] [INFO ] [sig       ] [3037/3639] Forecasting SPRY...
[2025-11-25T23:45:42.937488] [INFO ] [sig       ] Generating forecast for: SPRY
[2025-11-25T23:45:42.937533] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SPRY' from 'https://tdm.silogroup.org/data/derivative_storage/SPRY.csv'.
[2025-11-25T23:45:42.949293] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SPRY'.
[2025-11-25T23:45:42.949728] [INFO ] [FORECASTER] Starting predict_future for SPRY
[2025-11-25T23:45:42.950631] [DEBUG] [LOCAL     ] No optimal features file found for SPRY: ./output/feature-sets/SPRY.txt
[2025-11-25T23:45:42.950720] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:45:42.950767] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:45:42.950806] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:45:42.950873] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:45:43.009146] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:45:43.009903] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:45:43.010005] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:45:43.010052] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:45:43.124230] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:45:43.124403] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:45:43.124449] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:45:43.124485] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:45:43.128235] [DEBUG] [FORECASTER] SPRY: Forecast T+1@11:T+2@11: UP (p=85.72%)
[2025-11-25T23:45:43.128538] [INFO ] [FORECASTER] Completed predict_future for SPRY
[2025-11-25T23:45:43.128720] [INFO ] [sig       ] SPRY: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:45:43.269004] [INFO ] [LOCAL     ] Saved forecast: SPRY	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/SPRY.txt
[2025-11-25T23:45:43.269156] [INFO ] [sig       ] [3037/3639] Completed SPRY in 0.3s | 3.04 sym/s | Total: 16.6m | ETA: 3.3m
[2025-11-25T23:45:43.269213] [INFO ] [sig       ] [3038/3639] Forecasting SPSC...
[2025-11-25T23:45:43.269257] [INFO ] [sig       ] Generating forecast for: SPSC
[2025-11-25T23:45:43.269302] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SPSC' from 'https://tdm.silogroup.org/data/derivative_storage/SPSC.csv'.
[2025-11-25T23:45:43.280294] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SPSC'.
[2025-11-25T23:45:43.280569] [INFO ] [FORECASTER] Starting predict_future for SPSC
[2025-11-25T23:45:43.281441] [DEBUG] [LOCAL     ] No optimal features file found for SPSC: ./output/feature-sets/SPSC.txt
[2025-11-25T23:45:43.281511] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:45:43.281556] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:45:43.281595] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:45:43.281683] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:45:43.339061] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:45:43.339739] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:45:43.339833] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:45:43.339878] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:45:43.456121] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:45:43.456309] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:45:43.456404] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:45:43.456442] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:45:43.459947] [DEBUG] [FORECASTER] SPSC: Forecast T+1@11:T+2@11: UP (p=97.12%)
[2025-11-25T23:45:43.460383] [INFO ] [FORECASTER] Completed predict_future for SPSC
[2025-11-25T23:45:43.460595] [INFO ] [sig       ] SPSC: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:45:43.602567] [INFO ] [LOCAL     ] Saved forecast: SPSC	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/SPSC.txt
[2025-11-25T23:45:43.602743] [INFO ] [sig       ] [3038/3639] Completed SPSC in 0.3s | 3.04 sym/s | Total: 16.7m | ETA: 3.3m
[2025-11-25T23:45:43.602803] [INFO ] [sig       ] [3039/3639] Forecasting SPWH...
[2025-11-25T23:45:43.602846] [INFO ] [sig       ] Generating forecast for: SPWH
[2025-11-25T23:45:43.602887] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SPWH' from 'https://tdm.silogroup.org/data/derivative_storage/SPWH.csv'.
[2025-11-25T23:45:43.613917] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SPWH'.
[2025-11-25T23:45:43.614204] [INFO ] [FORECASTER] Starting predict_future for SPWH
[2025-11-25T23:45:43.615063] [DEBUG] [LOCAL     ] No optimal features file found for SPWH: ./output/feature-sets/SPWH.txt
[2025-11-25T23:45:43.615131] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:45:43.615188] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:45:43.615239] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:45:43.615318] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:45:43.673981] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:45:43.674688] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:45:43.674780] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:45:43.674837] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:45:43.772911] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:45:43.773058] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:45:43.773104] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:45:43.773139] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:45:43.776435] [DEBUG] [FORECASTER] SPWH: Forecast T+1@11:T+2@11: DOWN (p=10.31%)
[2025-11-25T23:45:43.776750] [INFO ] [FORECASTER] Completed predict_future for SPWH
[2025-11-25T23:45:43.776900] [INFO ] [sig       ] SPWH: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:45:43.920710] [INFO ] [LOCAL     ] Saved forecast: SPWH	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/SPWH.txt
[2025-11-25T23:45:43.920890] [INFO ] [sig       ] [3039/3639] Completed SPWH in 0.3s | 3.04 sym/s | Total: 16.7m | ETA: 3.3m
[2025-11-25T23:45:43.920944] [INFO ] [sig       ] [3040/3639] Forecasting SPXC...
[2025-11-25T23:45:43.920986] [INFO ] [sig       ] Generating forecast for: SPXC
[2025-11-25T23:45:43.921027] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SPXC' from 'https://tdm.silogroup.org/data/derivative_storage/SPXC.csv'.
[2025-11-25T23:45:43.932184] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SPXC'.
[2025-11-25T23:45:43.932476] [INFO ] [FORECASTER] Starting predict_future for SPXC
[2025-11-25T23:45:43.933332] [DEBUG] [LOCAL     ] No optimal features file found for SPXC: ./output/feature-sets/SPXC.txt
[2025-11-25T23:45:43.933401] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:45:43.933448] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:45:43.933488] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:45:43.933555] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:45:43.991405] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:45:43.992089] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:45:43.992185] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:45:43.992225] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:45:44.089700] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:45:44.089818] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:45:44.089860] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:45:44.089894] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:45:44.092992] [DEBUG] [FORECASTER] SPXC: Forecast T+1@11:T+2@11: DOWN (p=3.96%)
[2025-11-25T23:45:44.093272] [INFO ] [FORECASTER] Completed predict_future for SPXC
[2025-11-25T23:45:44.093411] [INFO ] [sig       ] SPXC: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:45:44.233267] [INFO ] [LOCAL     ] Saved forecast: SPXC	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/SPXC.txt
[2025-11-25T23:45:44.233460] [INFO ] [sig       ] [3040/3639] Completed SPXC in 0.3s | 3.04 sym/s | Total: 16.7m | ETA: 3.3m
[2025-11-25T23:45:44.233518] [INFO ] [sig       ] [3041/3639] Forecasting SPXX...
[2025-11-25T23:45:44.233561] [INFO ] [sig       ] Generating forecast for: SPXX
[2025-11-25T23:45:44.233602] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SPXX' from 'https://tdm.silogroup.org/data/derivative_storage/SPXX.csv'.
[2025-11-25T23:45:44.244277] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SPXX'.
[2025-11-25T23:45:44.244681] [INFO ] [FORECASTER] Starting predict_future for SPXX
[2025-11-25T23:45:44.245472] [DEBUG] [LOCAL     ] No optimal features file found for SPXX: ./output/feature-sets/SPXX.txt
[2025-11-25T23:45:44.245542] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:45:44.245587] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:45:44.245628] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:45:44.245714] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:45:44.302618] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:45:44.303253] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:45:44.303347] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:45:44.303393] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:45:44.391758] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:45:44.391928] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:45:44.391973] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:45:44.392008] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:45:44.395366] [DEBUG] [FORECASTER] SPXX: Forecast T+1@11:T+2@11: DOWN (p=2.56%)
[2025-11-25T23:45:44.395664] [INFO ] [FORECASTER] Completed predict_future for SPXX
[2025-11-25T23:45:44.395809] [INFO ] [sig       ] SPXX: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:45:44.537173] [INFO ] [LOCAL     ] Saved forecast: SPXX	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/SPXX.txt
[2025-11-25T23:45:44.537313] [INFO ] [sig       ] [3041/3639] Completed SPXX in 0.3s | 3.04 sym/s | Total: 16.7m | ETA: 3.3m
[2025-11-25T23:45:44.537382] [INFO ] [sig       ] [3042/3639] Forecasting SQM...
[2025-11-25T23:45:44.537427] [INFO ] [sig       ] Generating forecast for: SQM
[2025-11-25T23:45:44.537468] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SQM' from 'https://tdm.silogroup.org/data/derivative_storage/SQM.csv'.
[2025-11-25T23:45:44.547771] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SQM'.
[2025-11-25T23:45:44.548053] [INFO ] [FORECASTER] Starting predict_future for SQM
[2025-11-25T23:45:44.548841] [DEBUG] [LOCAL     ] No optimal features file found for SQM: ./output/feature-sets/SQM.txt
[2025-11-25T23:45:44.548910] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:45:44.548971] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:45:44.549013] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:45:44.549083] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:45:44.607766] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:45:44.608387] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:45:44.608479] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:45:44.608525] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:45:44.696800] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:45:44.696945] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:45:44.696988] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:45:44.697022] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:45:44.700326] [DEBUG] [FORECASTER] SQM: Forecast T+1@11:T+2@11: UP (p=83.12%)
[2025-11-25T23:45:44.700606] [INFO ] [FORECASTER] Completed predict_future for SQM
[2025-11-25T23:45:44.700761] [INFO ] [sig       ] SQM: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:45:44.841690] [INFO ] [LOCAL     ] Saved forecast: SQM	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/SQM.txt
[2025-11-25T23:45:44.841834] [INFO ] [sig       ] [3042/3639] Completed SQM in 0.3s | 3.04 sym/s | Total: 16.7m | ETA: 3.3m
[2025-11-25T23:45:44.841889] [INFO ] [sig       ] [3043/3639] Forecasting SQNS...
[2025-11-25T23:45:44.841931] [INFO ] [sig       ] Generating forecast for: SQNS
[2025-11-25T23:45:44.841974] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SQNS' from 'https://tdm.silogroup.org/data/derivative_storage/SQNS.csv'.
[2025-11-25T23:45:44.852421] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SQNS'.
[2025-11-25T23:45:44.852726] [INFO ] [FORECASTER] Starting predict_future for SQNS
[2025-11-25T23:45:44.853503] [DEBUG] [LOCAL     ] No optimal features file found for SQNS: ./output/feature-sets/SQNS.txt
[2025-11-25T23:45:44.853575] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:45:44.853636] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:45:44.853728] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:45:44.853807] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:45:44.911542] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:45:44.912221] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:45:44.912316] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:45:44.912362] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:45:45.003918] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:45:45.004051] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:45:45.004095] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:45:45.004129] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:45:45.007470] [DEBUG] [FORECASTER] SQNS: Forecast T+1@11:T+2@11: DOWN (p=14.74%)
[2025-11-25T23:45:45.007778] [INFO ] [FORECASTER] Completed predict_future for SQNS
[2025-11-25T23:45:45.007920] [INFO ] [sig       ] SQNS: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:45:45.150264] [INFO ] [LOCAL     ] Saved forecast: SQNS	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/SQNS.txt
[2025-11-25T23:45:45.150408] [INFO ] [sig       ] [3043/3639] Completed SQNS in 0.3s | 3.04 sym/s | Total: 16.7m | ETA: 3.3m
[2025-11-25T23:45:45.150464] [INFO ] [sig       ] [3044/3639] Forecasting SQQQ...
[2025-11-25T23:45:45.150506] [INFO ] [sig       ] Generating forecast for: SQQQ
[2025-11-25T23:45:45.150550] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SQQQ' from 'https://tdm.silogroup.org/data/derivative_storage/SQQQ.csv'.
[2025-11-25T23:45:45.161053] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SQQQ'.
[2025-11-25T23:45:45.161359] [INFO ] [FORECASTER] Starting predict_future for SQQQ
[2025-11-25T23:45:45.162183] [DEBUG] [LOCAL     ] No optimal features file found for SQQQ: ./output/feature-sets/SQQQ.txt
[2025-11-25T23:45:45.162252] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:45:45.162298] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:45:45.162338] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:45:45.162407] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:45:45.221045] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:45:45.221694] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:45:45.221788] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:45:45.221835] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:45:45.315866] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:45:45.316019] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:45:45.316064] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:45:45.316098] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:45:45.319547] [DEBUG] [FORECASTER] SQQQ: Forecast T+1@11:T+2@11: DOWN (p=1.19%)
[2025-11-25T23:45:45.319893] [INFO ] [FORECASTER] Completed predict_future for SQQQ
[2025-11-25T23:45:45.320033] [INFO ] [sig       ] SQQQ: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:45:45.462965] [INFO ] [LOCAL     ] Saved forecast: SQQQ	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/SQQQ.txt
[2025-11-25T23:45:45.463115] [INFO ] [sig       ] [3044/3639] Completed SQQQ in 0.3s | 3.04 sym/s | Total: 16.7m | ETA: 3.3m
[2025-11-25T23:45:45.463172] [INFO ] [sig       ] [3045/3639] Forecasting SRAD...
[2025-11-25T23:45:45.463216] [INFO ] [sig       ] Generating forecast for: SRAD
[2025-11-25T23:45:45.463259] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SRAD' from 'https://tdm.silogroup.org/data/derivative_storage/SRAD.csv'.
[2025-11-25T23:45:45.473825] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SRAD'.
[2025-11-25T23:45:45.474106] [INFO ] [FORECASTER] Starting predict_future for SRAD
[2025-11-25T23:45:45.474932] [DEBUG] [LOCAL     ] No optimal features file found for SRAD: ./output/feature-sets/SRAD.txt
[2025-11-25T23:45:45.475002] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:45:45.475048] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:45:45.475088] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:45:45.475157] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:45:45.533582] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:45:45.534229] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:45:45.534322] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:45:45.534369] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:45:45.654993] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:45:45.655122] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:45:45.655165] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:45:45.655199] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:45:45.658453] [DEBUG] [FORECASTER] SRAD: Forecast T+1@11:T+2@11: UP (p=94.68%)
[2025-11-25T23:45:45.658890] [INFO ] [FORECASTER] Completed predict_future for SRAD
[2025-11-25T23:45:45.659099] [INFO ] [sig       ] SRAD: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:45:45.803820] [INFO ] [LOCAL     ] Saved forecast: SRAD	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/SRAD.txt
[2025-11-25T23:45:45.803993] [INFO ] [sig       ] [3045/3639] Completed SRAD in 0.3s | 3.04 sym/s | Total: 16.7m | ETA: 3.3m
[2025-11-25T23:45:45.804076] [INFO ] [sig       ] [3046/3639] Forecasting SRBK...
[2025-11-25T23:45:45.804125] [INFO ] [sig       ] Generating forecast for: SRBK
[2025-11-25T23:45:45.804164] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SRBK' from 'https://tdm.silogroup.org/data/derivative_storage/SRBK.csv'.
[2025-11-25T23:45:45.815623] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SRBK'.
[2025-11-25T23:45:45.816021] [INFO ] [FORECASTER] Starting predict_future for SRBK
[2025-11-25T23:45:45.816952] [DEBUG] [LOCAL     ] No optimal features file found for SRBK: ./output/feature-sets/SRBK.txt
[2025-11-25T23:45:45.817025] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:45:45.817073] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:45:45.817116] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:45:45.817186] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:45:45.876246] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:45:45.876949] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:45:45.877054] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:45:45.877105] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:45:45.986947] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:45:45.987115] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:45:45.987163] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:45:45.987199] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:45:45.990773] [DEBUG] [FORECASTER] SRBK: Forecast T+1@11:T+2@11: DOWN (p=34.22%)
[2025-11-25T23:45:45.991228] [INFO ] [FORECASTER] Completed predict_future for SRBK
[2025-11-25T23:45:45.991455] [INFO ] [sig       ] SRBK: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:45:46.137114] [INFO ] [LOCAL     ] Saved forecast: SRBK	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/SRBK.txt
[2025-11-25T23:45:46.137275] [INFO ] [sig       ] [3046/3639] Completed SRBK in 0.3s | 3.04 sym/s | Total: 16.7m | ETA: 3.3m
[2025-11-25T23:45:46.137327] [INFO ] [sig       ] [3047/3639] Forecasting SRCE...
[2025-11-25T23:45:46.137389] [INFO ] [sig       ] Generating forecast for: SRCE
[2025-11-25T23:45:46.137474] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SRCE' from 'https://tdm.silogroup.org/data/derivative_storage/SRCE.csv'.
[2025-11-25T23:45:46.148542] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SRCE'.
[2025-11-25T23:45:46.148888] [INFO ] [FORECASTER] Starting predict_future for SRCE
[2025-11-25T23:45:46.149808] [DEBUG] [LOCAL     ] No optimal features file found for SRCE: ./output/feature-sets/SRCE.txt
[2025-11-25T23:45:46.149879] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:45:46.149928] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:45:46.149980] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:45:46.150071] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:45:46.210184] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:45:46.210903] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:45:46.211000] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:45:46.211050] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:45:46.304594] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:45:46.304810] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:45:46.304856] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:45:46.304891] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:45:46.308406] [DEBUG] [FORECASTER] SRCE: Forecast T+1@11:T+2@11: UP (p=76.93%)
[2025-11-25T23:45:46.308762] [INFO ] [FORECASTER] Completed predict_future for SRCE
[2025-11-25T23:45:46.308934] [INFO ] [sig       ] SRCE: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:45:46.457544] [INFO ] [LOCAL     ] Saved forecast: SRCE	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/SRCE.txt
[2025-11-25T23:45:46.457729] [INFO ] [sig       ] [3047/3639] Completed SRCE in 0.3s | 3.04 sym/s | Total: 16.7m | ETA: 3.2m
[2025-11-25T23:45:46.457800] [INFO ] [sig       ] [3048/3639] Forecasting SRE...
[2025-11-25T23:45:46.457852] [INFO ] [sig       ] Generating forecast for: SRE
[2025-11-25T23:45:46.457904] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SRE' from 'https://tdm.silogroup.org/data/derivative_storage/SRE.csv'.
[2025-11-25T23:45:46.468556] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SRE'.
[2025-11-25T23:45:46.468888] [INFO ] [FORECASTER] Starting predict_future for SRE
[2025-11-25T23:45:46.469685] [DEBUG] [LOCAL     ] No optimal features file found for SRE: ./output/feature-sets/SRE.txt
[2025-11-25T23:45:46.469754] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:45:46.469800] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:45:46.469839] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:45:46.469910] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:45:46.530129] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:45:46.530993] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:45:46.531095] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:45:46.531144] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:45:46.629878] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:45:46.630041] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:45:46.630085] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:45:46.630119] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:45:46.633613] [DEBUG] [FORECASTER] SRE: Forecast T+1@11:T+2@11: DOWN (p=8.12%)
[2025-11-25T23:45:46.633984] [INFO ] [FORECASTER] Completed predict_future for SRE
[2025-11-25T23:45:46.634146] [INFO ] [sig       ] SRE: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:45:46.777325] [INFO ] [LOCAL     ] Saved forecast: SRE	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/SRE.txt
[2025-11-25T23:45:46.777568] [INFO ] [sig       ] [3048/3639] Completed SRE in 0.3s | 3.04 sym/s | Total: 16.7m | ETA: 3.2m
[2025-11-25T23:45:46.777627] [INFO ] [sig       ] [3049/3639] Forecasting SREA...
[2025-11-25T23:45:46.777708] [INFO ] [sig       ] Generating forecast for: SREA
[2025-11-25T23:45:46.777822] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SREA' from 'https://tdm.silogroup.org/data/derivative_storage/SREA.csv'.
[2025-11-25T23:45:46.788613] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SREA'.
[2025-11-25T23:45:46.788989] [INFO ] [FORECASTER] Starting predict_future for SREA
[2025-11-25T23:45:46.789814] [DEBUG] [LOCAL     ] No optimal features file found for SREA: ./output/feature-sets/SREA.txt
[2025-11-25T23:45:46.789883] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:45:46.789928] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:45:46.789968] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:45:46.790037] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:45:46.848608] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:45:46.849456] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:45:46.849554] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:45:46.849600] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:45:46.946717] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:45:46.946872] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:45:46.946918] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:45:46.946974] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:45:46.950427] [DEBUG] [FORECASTER] SREA: Forecast T+1@11:T+2@11: DOWN (p=22.10%)
[2025-11-25T23:45:46.950786] [INFO ] [FORECASTER] Completed predict_future for SREA
[2025-11-25T23:45:46.950952] [INFO ] [sig       ] SREA: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:45:47.091836] [INFO ] [LOCAL     ] Saved forecast: SREA	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/SREA.txt
[2025-11-25T23:45:47.091997] [INFO ] [sig       ] [3049/3639] Completed SREA in 0.3s | 3.04 sym/s | Total: 16.7m | ETA: 3.2m
[2025-11-25T23:45:47.092051] [INFO ] [sig       ] [3050/3639] Forecasting SRFM...
[2025-11-25T23:45:47.092094] [INFO ] [sig       ] Generating forecast for: SRFM
[2025-11-25T23:45:47.092136] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SRFM' from 'https://tdm.silogroup.org/data/derivative_storage/SRFM.csv'.
[2025-11-25T23:45:47.103121] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SRFM'.
[2025-11-25T23:45:47.103455] [INFO ] [FORECASTER] Starting predict_future for SRFM
[2025-11-25T23:45:47.104302] [DEBUG] [LOCAL     ] No optimal features file found for SRFM: ./output/feature-sets/SRFM.txt
[2025-11-25T23:45:47.104372] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:45:47.104421] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:45:47.104477] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:45:47.104574] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:45:47.162323] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:45:47.163081] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:45:47.163177] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:45:47.163223] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:45:47.262690] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:45:47.262867] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:45:47.262911] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:45:47.262944] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:45:47.266404] [DEBUG] [FORECASTER] SRFM: Forecast T+1@11:T+2@11: DOWN (p=6.62%)
[2025-11-25T23:45:47.266708] [INFO ] [FORECASTER] Completed predict_future for SRFM
[2025-11-25T23:45:47.266850] [INFO ] [sig       ] SRFM: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:45:47.409473] [INFO ] [LOCAL     ] Saved forecast: SRFM	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/SRFM.txt
[2025-11-25T23:45:47.409709] [INFO ] [sig       ] [3050/3639] Completed SRFM in 0.3s | 3.04 sym/s | Total: 16.7m | ETA: 3.2m
[2025-11-25T23:45:47.409778] [INFO ] [sig       ] [3051/3639] Forecasting SRG...
[2025-11-25T23:45:47.409817] [INFO ] [sig       ] Generating forecast for: SRG
[2025-11-25T23:45:47.409861] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SRG' from 'https://tdm.silogroup.org/data/derivative_storage/SRG.csv'.
[2025-11-25T23:45:47.420810] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SRG'.
[2025-11-25T23:45:47.421236] [INFO ] [FORECASTER] Starting predict_future for SRG
[2025-11-25T23:45:47.422127] [DEBUG] [LOCAL     ] No optimal features file found for SRG: ./output/feature-sets/SRG.txt
[2025-11-25T23:45:47.422202] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:45:47.422250] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:45:47.422294] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:45:47.422367] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:45:47.482349] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:45:47.483291] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:45:47.483418] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:45:47.483474] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:45:47.602274] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:45:47.602477] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:45:47.602524] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:45:47.602559] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:45:47.606439] [DEBUG] [FORECASTER] SRG: Forecast T+1@11:T+2@11: UP (p=91.57%)
[2025-11-25T23:45:47.606967] [INFO ] [FORECASTER] Completed predict_future for SRG
[2025-11-25T23:45:47.607191] [INFO ] [sig       ] SRG: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:45:47.750961] [INFO ] [LOCAL     ] Saved forecast: SRG	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/SRG.txt
[2025-11-25T23:45:47.751143] [INFO ] [sig       ] [3051/3639] Completed SRG in 0.3s | 3.04 sym/s | Total: 16.7m | ETA: 3.2m
[2025-11-25T23:45:47.751202] [INFO ] [sig       ] [3052/3639] Forecasting SRI...
[2025-11-25T23:45:47.751247] [INFO ] [sig       ] Generating forecast for: SRI
[2025-11-25T23:45:47.751324] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SRI' from 'https://tdm.silogroup.org/data/derivative_storage/SRI.csv'.
[2025-11-25T23:45:47.762847] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SRI'.
[2025-11-25T23:45:47.763190] [INFO ] [FORECASTER] Starting predict_future for SRI
[2025-11-25T23:45:47.764058] [DEBUG] [LOCAL     ] No optimal features file found for SRI: ./output/feature-sets/SRI.txt
[2025-11-25T23:45:47.764128] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:45:47.764174] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:45:47.764214] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:45:47.764297] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:45:47.824237] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:45:47.825151] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:45:47.825255] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:45:47.825303] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:45:47.931132] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:45:47.931325] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:45:47.931379] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:45:47.931449] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:45:47.935121] [DEBUG] [FORECASTER] SRI: Forecast T+1@11:T+2@11: DOWN (p=14.24%)
[2025-11-25T23:45:47.935605] [INFO ] [FORECASTER] Completed predict_future for SRI
[2025-11-25T23:45:47.935851] [INFO ] [sig       ] SRI: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:45:48.080390] [INFO ] [LOCAL     ] Saved forecast: SRI	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/SRI.txt
[2025-11-25T23:45:48.080572] [INFO ] [sig       ] [3052/3639] Completed SRI in 0.3s | 3.04 sym/s | Total: 16.7m | ETA: 3.2m
[2025-11-25T23:45:48.080671] [INFO ] [sig       ] [3053/3639] Forecasting SRRK...
[2025-11-25T23:45:48.080726] [INFO ] [sig       ] Generating forecast for: SRRK
[2025-11-25T23:45:48.080778] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SRRK' from 'https://tdm.silogroup.org/data/derivative_storage/SRRK.csv'.
[2025-11-25T23:45:48.092376] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SRRK'.
[2025-11-25T23:45:48.092747] [INFO ] [FORECASTER] Starting predict_future for SRRK
[2025-11-25T23:45:48.093568] [DEBUG] [LOCAL     ] No optimal features file found for SRRK: ./output/feature-sets/SRRK.txt
[2025-11-25T23:45:48.093638] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:45:48.093719] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:45:48.093788] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:45:48.093869] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:45:48.153734] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:45:48.154579] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:45:48.154703] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:45:48.154766] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:45:48.253546] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:45:48.253730] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:45:48.253809] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:45:48.253856] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:45:48.257394] [DEBUG] [FORECASTER] SRRK: Forecast T+1@11:T+2@11: DOWN (p=6.33%)
[2025-11-25T23:45:48.257891] [INFO ] [FORECASTER] Completed predict_future for SRRK
[2025-11-25T23:45:48.258118] [INFO ] [sig       ] SRRK: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:45:48.401890] [INFO ] [LOCAL     ] Saved forecast: SRRK	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/SRRK.txt
[2025-11-25T23:45:48.402053] [INFO ] [sig       ] [3053/3639] Completed SRRK in 0.3s | 3.04 sym/s | Total: 16.7m | ETA: 3.2m
[2025-11-25T23:45:48.402107] [INFO ] [sig       ] [3054/3639] Forecasting SRTS...
[2025-11-25T23:45:48.402152] [INFO ] [sig       ] Generating forecast for: SRTS
[2025-11-25T23:45:48.402187] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SRTS' from 'https://tdm.silogroup.org/data/derivative_storage/SRTS.csv'.
[2025-11-25T23:45:48.413142] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SRTS'.
[2025-11-25T23:45:48.413490] [INFO ] [FORECASTER] Starting predict_future for SRTS
[2025-11-25T23:45:48.414314] [DEBUG] [LOCAL     ] No optimal features file found for SRTS: ./output/feature-sets/SRTS.txt
[2025-11-25T23:45:48.414384] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:45:48.414430] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:45:48.414471] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:45:48.414539] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:45:48.472750] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:45:48.473624] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:45:48.473769] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:45:48.473827] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:45:48.585272] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:45:48.585456] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:45:48.585517] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:45:48.585559] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:45:48.589117] [DEBUG] [FORECASTER] SRTS: Forecast T+1@11:T+2@11: DOWN (p=26.77%)
[2025-11-25T23:45:48.589414] [INFO ] [FORECASTER] Completed predict_future for SRTS
[2025-11-25T23:45:48.589567] [INFO ] [sig       ] SRTS: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:45:48.733778] [INFO ] [LOCAL     ] Saved forecast: SRTS	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/SRTS.txt
[2025-11-25T23:45:48.733969] [INFO ] [sig       ] [3054/3639] Completed SRTS in 0.3s | 3.04 sym/s | Total: 16.7m | ETA: 3.2m
[2025-11-25T23:45:48.734028] [INFO ] [sig       ] [3055/3639] Forecasting SSB...
[2025-11-25T23:45:48.734075] [INFO ] [sig       ] Generating forecast for: SSB
[2025-11-25T23:45:48.734135] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SSB' from 'https://tdm.silogroup.org/data/derivative_storage/SSB.csv'.
[2025-11-25T23:45:48.747741] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SSB'.
[2025-11-25T23:45:48.748275] [INFO ] [FORECASTER] Starting predict_future for SSB
[2025-11-25T23:45:48.749330] [DEBUG] [LOCAL     ] No optimal features file found for SSB: ./output/feature-sets/SSB.txt
[2025-11-25T23:45:48.749405] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:45:48.749457] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:45:48.749500] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:45:48.749573] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:45:48.810543] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:45:48.811763] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:45:48.811881] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:45:48.811931] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:45:48.939935] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:45:48.940257] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:45:48.940332] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:45:48.940387] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:45:48.944917] [DEBUG] [FORECASTER] SSB: Forecast T+1@11:T+2@11: DOWN (p=1.41%)
[2025-11-25T23:45:48.945470] [INFO ] [FORECASTER] Completed predict_future for SSB
[2025-11-25T23:45:48.945706] [INFO ] [sig       ] SSB: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:45:49.097395] [INFO ] [LOCAL     ] Saved forecast: SSB	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/SSB.txt
[2025-11-25T23:45:49.097632] [INFO ] [sig       ] [3055/3639] Completed SSB in 0.4s | 3.04 sym/s | Total: 16.7m | ETA: 3.2m
[2025-11-25T23:45:49.097716] [INFO ] [sig       ] [3056/3639] Forecasting SSD...
[2025-11-25T23:45:49.097772] [INFO ] [sig       ] Generating forecast for: SSD
[2025-11-25T23:45:49.097818] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SSD' from 'https://tdm.silogroup.org/data/derivative_storage/SSD.csv'.
[2025-11-25T23:45:49.111481] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SSD'.
[2025-11-25T23:45:49.112055] [INFO ] [FORECASTER] Starting predict_future for SSD
[2025-11-25T23:45:49.113047] [DEBUG] [LOCAL     ] No optimal features file found for SSD: ./output/feature-sets/SSD.txt
[2025-11-25T23:45:49.113122] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:45:49.113172] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:45:49.113215] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:45:49.113288] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:45:49.175133] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:45:49.176179] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:45:49.176287] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:45:49.176336] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:45:49.272589] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:45:49.272826] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:45:49.272888] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:45:49.272924] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:45:49.276480] [DEBUG] [FORECASTER] SSD: Forecast T+1@11:T+2@11: UP (p=84.00%)
[2025-11-25T23:45:49.276803] [INFO ] [FORECASTER] Completed predict_future for SSD
[2025-11-25T23:45:49.276958] [INFO ] [sig       ] SSD: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:45:49.422796] [INFO ] [LOCAL     ] Saved forecast: SSD	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/SSD.txt
[2025-11-25T23:45:49.422984] [INFO ] [sig       ] [3056/3639] Completed SSD in 0.3s | 3.04 sym/s | Total: 16.8m | ETA: 3.2m
[2025-11-25T23:45:49.423042] [INFO ] [sig       ] [3057/3639] Forecasting SSL...
[2025-11-25T23:45:49.423087] [INFO ] [sig       ] Generating forecast for: SSL
[2025-11-25T23:45:49.423141] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SSL' from 'https://tdm.silogroup.org/data/derivative_storage/SSL.csv'.
[2025-11-25T23:45:49.434335] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SSL'.
[2025-11-25T23:45:49.434691] [INFO ] [FORECASTER] Starting predict_future for SSL
[2025-11-25T23:45:49.435513] [DEBUG] [LOCAL     ] No optimal features file found for SSL: ./output/feature-sets/SSL.txt
[2025-11-25T23:45:49.435586] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:45:49.435666] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:45:49.435720] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:45:49.435809] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:45:49.498684] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:45:49.499593] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:45:49.499727] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:45:49.499780] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:45:49.596059] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:45:49.596247] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:45:49.596293] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:45:49.596328] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:45:49.601428] [DEBUG] [FORECASTER] SSL: Forecast T+1@11:T+2@11: UP (p=56.39%)
[2025-11-25T23:45:49.601786] [INFO ] [FORECASTER] Completed predict_future for SSL
[2025-11-25T23:45:49.601941] [INFO ] [sig       ] SSL: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:45:49.744135] [INFO ] [LOCAL     ] Saved forecast: SSL	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/SSL.txt
[2025-11-25T23:45:49.744331] [INFO ] [sig       ] [3057/3639] Completed SSL in 0.3s | 3.04 sym/s | Total: 16.8m | ETA: 3.2m
[2025-11-25T23:45:49.744388] [INFO ] [sig       ] [3058/3639] Forecasting SSNC...
[2025-11-25T23:45:49.744442] [INFO ] [sig       ] Generating forecast for: SSNC
[2025-11-25T23:45:49.744495] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SSNC' from 'https://tdm.silogroup.org/data/derivative_storage/SSNC.csv'.
[2025-11-25T23:45:49.755509] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SSNC'.
[2025-11-25T23:45:49.755896] [INFO ] [FORECASTER] Starting predict_future for SSNC
[2025-11-25T23:45:49.756763] [DEBUG] [LOCAL     ] No optimal features file found for SSNC: ./output/feature-sets/SSNC.txt
[2025-11-25T23:45:49.756846] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:45:49.756902] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:45:49.756941] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:45:49.757010] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:45:49.816171] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:45:49.817088] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:45:49.817190] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:45:49.817241] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:45:49.891318] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:45:49.891465] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:45:49.891510] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:45:49.891546] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:45:49.895075] [DEBUG] [FORECASTER] SSNC: Forecast T+1@11:T+2@11: UP (p=92.19%)
[2025-11-25T23:45:49.895362] [INFO ] [FORECASTER] Completed predict_future for SSNC
[2025-11-25T23:45:49.895496] [INFO ] [sig       ] SSNC: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:45:50.040921] [INFO ] [LOCAL     ] Saved forecast: SSNC	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/SSNC.txt
[2025-11-25T23:45:50.041117] [INFO ] [sig       ] [3058/3639] Completed SSNC in 0.3s | 3.04 sym/s | Total: 16.8m | ETA: 3.2m
[2025-11-25T23:45:50.041176] [INFO ] [sig       ] [3059/3639] Forecasting SSP...
[2025-11-25T23:45:50.041236] [INFO ] [sig       ] Generating forecast for: SSP
[2025-11-25T23:45:50.041287] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SSP' from 'https://tdm.silogroup.org/data/derivative_storage/SSP.csv'.
[2025-11-25T23:45:50.051331] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SSP'.
[2025-11-25T23:45:50.051660] [INFO ] [FORECASTER] Starting predict_future for SSP
[2025-11-25T23:45:50.052480] [DEBUG] [LOCAL     ] No optimal features file found for SSP: ./output/feature-sets/SSP.txt
[2025-11-25T23:45:50.052550] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:45:50.052597] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:45:50.052655] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:45:50.052728] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:45:50.110231] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:45:50.110880] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:45:50.110974] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:45:50.111022] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:45:50.209757] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:45:50.209885] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:45:50.209926] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:45:50.209960] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:45:50.213158] [DEBUG] [FORECASTER] SSP: Forecast T+1@11:T+2@11: DOWN (p=11.62%)
[2025-11-25T23:45:50.213437] [INFO ] [FORECASTER] Completed predict_future for SSP
[2025-11-25T23:45:50.213579] [INFO ] [sig       ] SSP: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:45:50.355636] [INFO ] [LOCAL     ] Saved forecast: SSP	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/SSP.txt
[2025-11-25T23:45:50.355786] [INFO ] [sig       ] [3059/3639] Completed SSP in 0.3s | 3.04 sym/s | Total: 16.8m | ETA: 3.2m
[2025-11-25T23:45:50.355840] [INFO ] [sig       ] [3060/3639] Forecasting SSRM...
[2025-11-25T23:45:50.355885] [INFO ] [sig       ] Generating forecast for: SSRM
[2025-11-25T23:45:50.355927] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SSRM' from 'https://tdm.silogroup.org/data/derivative_storage/SSRM.csv'.
[2025-11-25T23:45:50.367242] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SSRM'.
[2025-11-25T23:45:50.367573] [INFO ] [FORECASTER] Starting predict_future for SSRM
[2025-11-25T23:45:50.368443] [DEBUG] [LOCAL     ] No optimal features file found for SSRM: ./output/feature-sets/SSRM.txt
[2025-11-25T23:45:50.368515] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:45:50.368572] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:45:50.368622] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:45:50.368740] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:45:50.427150] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:45:50.427832] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:45:50.427927] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:45:50.427985] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:45:50.529801] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:45:50.529931] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:45:50.529972] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:45:50.530007] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:45:50.533233] [DEBUG] [FORECASTER] SSRM: Forecast T+1@11:T+2@11: UP (p=58.30%)
[2025-11-25T23:45:50.533513] [INFO ] [FORECASTER] Completed predict_future for SSRM
[2025-11-25T23:45:50.533675] [INFO ] [sig       ] SSRM: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:45:50.677433] [INFO ] [LOCAL     ] Saved forecast: SSRM	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/SSRM.txt
[2025-11-25T23:45:50.677588] [INFO ] [sig       ] [3060/3639] Completed SSRM in 0.3s | 3.04 sym/s | Total: 16.8m | ETA: 3.2m
[2025-11-25T23:45:50.677658] [INFO ] [sig       ] [3061/3639] Forecasting SSSS...
[2025-11-25T23:45:50.677705] [INFO ] [sig       ] Generating forecast for: SSSS
[2025-11-25T23:45:50.677747] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SSSS' from 'https://tdm.silogroup.org/data/derivative_storage/SSSS.csv'.
[2025-11-25T23:45:50.689229] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SSSS'.
[2025-11-25T23:45:50.689665] [INFO ] [FORECASTER] Starting predict_future for SSSS
[2025-11-25T23:45:50.690555] [DEBUG] [LOCAL     ] No optimal features file found for SSSS: ./output/feature-sets/SSSS.txt
[2025-11-25T23:45:50.690627] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:45:50.690699] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:45:50.690742] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:45:50.690814] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:45:50.752860] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:45:50.753710] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:45:50.753816] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:45:50.753865] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:45:50.853561] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:45:50.853772] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:45:50.853847] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:45:50.853896] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:45:50.857506] [DEBUG] [FORECASTER] SSSS: Forecast T+1@11:T+2@11: DOWN (p=30.00%)
[2025-11-25T23:45:50.857884] [INFO ] [FORECASTER] Completed predict_future for SSSS
[2025-11-25T23:45:50.858065] [INFO ] [sig       ] SSSS: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:45:51.006173] [INFO ] [LOCAL     ] Saved forecast: SSSS	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/SSSS.txt
[2025-11-25T23:45:51.006389] [INFO ] [sig       ] [3061/3639] Completed SSSS in 0.3s | 3.04 sym/s | Total: 16.8m | ETA: 3.2m
[2025-11-25T23:45:51.006535] [INFO ] [sig       ] [3062/3639] Forecasting SSTI...
[2025-11-25T23:45:51.006586] [INFO ] [sig       ] Generating forecast for: SSTI
[2025-11-25T23:45:51.006628] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SSTI' from 'https://tdm.silogroup.org/data/derivative_storage/SSTI.csv'.
[2025-11-25T23:45:51.018063] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SSTI'.
[2025-11-25T23:45:51.018443] [INFO ] [FORECASTER] Starting predict_future for SSTI
[2025-11-25T23:45:51.019293] [DEBUG] [LOCAL     ] No optimal features file found for SSTI: ./output/feature-sets/SSTI.txt
[2025-11-25T23:45:51.019362] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:45:51.019408] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:45:51.019447] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:45:51.019516] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:45:51.076982] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:45:51.077735] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:45:51.077842] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:45:51.077890] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:45:51.174293] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:45:51.174450] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:45:51.174493] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:45:51.174527] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:45:51.177872] [DEBUG] [FORECASTER] SSTI: Forecast T+1@11:T+2@11: UP (p=82.34%)
[2025-11-25T23:45:51.178153] [INFO ] [FORECASTER] Completed predict_future for SSTI
[2025-11-25T23:45:51.178307] [INFO ] [sig       ] SSTI: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:45:51.319608] [INFO ] [LOCAL     ] Saved forecast: SSTI	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/SSTI.txt
[2025-11-25T23:45:51.319787] [INFO ] [sig       ] [3062/3639] Completed SSTI in 0.3s | 3.04 sym/s | Total: 16.8m | ETA: 3.2m
[2025-11-25T23:45:51.319862] [INFO ] [sig       ] [3063/3639] Forecasting SSTK...
[2025-11-25T23:45:51.319915] [INFO ] [sig       ] Generating forecast for: SSTK
[2025-11-25T23:45:51.319956] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SSTK' from 'https://tdm.silogroup.org/data/derivative_storage/SSTK.csv'.
[2025-11-25T23:45:51.331233] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SSTK'.
[2025-11-25T23:45:51.331541] [INFO ] [FORECASTER] Starting predict_future for SSTK
[2025-11-25T23:45:51.332348] [DEBUG] [LOCAL     ] No optimal features file found for SSTK: ./output/feature-sets/SSTK.txt
[2025-11-25T23:45:51.332418] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:45:51.332464] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:45:51.332503] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:45:51.332573] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:45:51.390216] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:45:51.390911] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:45:51.391007] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:45:51.391055] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:45:51.484571] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:45:51.484765] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:45:51.484817] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:45:51.484853] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:45:51.488387] [DEBUG] [FORECASTER] SSTK: Forecast T+1@11:T+2@11: DOWN (p=1.78%)
[2025-11-25T23:45:51.488702] [INFO ] [FORECASTER] Completed predict_future for SSTK
[2025-11-25T23:45:51.488865] [INFO ] [sig       ] SSTK: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:45:51.640444] [INFO ] [LOCAL     ] Saved forecast: SSTK	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/SSTK.txt
[2025-11-25T23:45:51.640637] [INFO ] [sig       ] [3063/3639] Completed SSTK in 0.3s | 3.04 sym/s | Total: 16.8m | ETA: 3.2m
[2025-11-25T23:45:51.640734] [INFO ] [sig       ] [3064/3639] Forecasting SSYS...
[2025-11-25T23:45:51.640790] [INFO ] [sig       ] Generating forecast for: SSYS
[2025-11-25T23:45:51.640853] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SSYS' from 'https://tdm.silogroup.org/data/derivative_storage/SSYS.csv'.
[2025-11-25T23:45:51.652535] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SSYS'.
[2025-11-25T23:45:51.652985] [INFO ] [FORECASTER] Starting predict_future for SSYS
[2025-11-25T23:45:51.653872] [DEBUG] [LOCAL     ] No optimal features file found for SSYS: ./output/feature-sets/SSYS.txt
[2025-11-25T23:45:51.653943] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:45:51.653991] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:45:51.654033] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:45:51.654141] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:45:51.713506] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:45:51.714410] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:45:51.714510] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:45:51.714557] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:45:51.810406] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:45:51.810603] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:45:51.810668] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:45:51.810726] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:45:51.814513] [DEBUG] [FORECASTER] SSYS: Forecast T+1@11:T+2@11: UP (p=93.71%)
[2025-11-25T23:45:51.814843] [INFO ] [FORECASTER] Completed predict_future for SSYS
[2025-11-25T23:45:51.815198] [INFO ] [sig       ] SSYS: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:45:51.961736] [INFO ] [LOCAL     ] Saved forecast: SSYS	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/SSYS.txt
[2025-11-25T23:45:51.961905] [INFO ] [sig       ] [3064/3639] Completed SSYS in 0.3s | 3.04 sym/s | Total: 16.8m | ETA: 3.2m
[2025-11-25T23:45:51.961978] [INFO ] [sig       ] [3065/3639] Forecasting STAA...
[2025-11-25T23:45:51.962028] [INFO ] [sig       ] Generating forecast for: STAA
[2025-11-25T23:45:51.962132] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STAA' from 'https://tdm.silogroup.org/data/derivative_storage/STAA.csv'.
[2025-11-25T23:45:51.973498] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'STAA'.
[2025-11-25T23:45:51.973812] [INFO ] [FORECASTER] Starting predict_future for STAA
[2025-11-25T23:45:51.974622] [DEBUG] [LOCAL     ] No optimal features file found for STAA: ./output/feature-sets/STAA.txt
[2025-11-25T23:45:51.974713] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:45:51.974774] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:45:51.974828] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:45:51.974916] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:45:52.032765] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:45:52.033435] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:45:52.033534] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:45:52.033596] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:45:52.152348] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:45:52.152559] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:45:52.152607] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:45:52.152665] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:45:52.156228] [DEBUG] [FORECASTER] STAA: Forecast T+1@11:T+2@11: DOWN (p=18.61%)
[2025-11-25T23:45:52.156703] [INFO ] [FORECASTER] Completed predict_future for STAA
[2025-11-25T23:45:52.156936] [INFO ] [sig       ] STAA: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:45:52.298633] [INFO ] [LOCAL     ] Saved forecast: STAA	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/STAA.txt
[2025-11-25T23:45:52.298856] [INFO ] [sig       ] [3065/3639] Completed STAA in 0.3s | 3.04 sym/s | Total: 16.8m | ETA: 3.1m
[2025-11-25T23:45:52.298915] [INFO ] [sig       ] [3066/3639] Forecasting STAG...
[2025-11-25T23:45:52.298962] [INFO ] [sig       ] Generating forecast for: STAG
[2025-11-25T23:45:52.299095] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STAG' from 'https://tdm.silogroup.org/data/derivative_storage/STAG.csv'.
[2025-11-25T23:45:52.310808] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'STAG'.
[2025-11-25T23:45:52.311263] [INFO ] [FORECASTER] Starting predict_future for STAG
[2025-11-25T23:45:52.312203] [DEBUG] [LOCAL     ] No optimal features file found for STAG: ./output/feature-sets/STAG.txt
[2025-11-25T23:45:52.312312] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:45:52.312373] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:45:52.312417] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:45:52.312489] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:45:52.370334] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:45:52.371227] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:45:52.371324] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:45:52.371373] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:45:52.497577] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:45:52.497793] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:45:52.497848] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:45:52.497887] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:45:52.501430] [DEBUG] [FORECASTER] STAG: Forecast T+1@11:T+2@11: UP (p=62.19%)
[2025-11-25T23:45:52.501755] [INFO ] [FORECASTER] Completed predict_future for STAG
[2025-11-25T23:45:52.501950] [INFO ] [sig       ] STAG: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:45:52.642778] [INFO ] [LOCAL     ] Saved forecast: STAG	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/STAG.txt
[2025-11-25T23:45:52.642951] [INFO ] [sig       ] [3066/3639] Completed STAG in 0.3s | 3.04 sym/s | Total: 16.8m | ETA: 3.1m
[2025-11-25T23:45:52.643010] [INFO ] [sig       ] [3067/3639] Forecasting STBA...
[2025-11-25T23:45:52.643055] [INFO ] [sig       ] Generating forecast for: STBA
[2025-11-25T23:45:52.643097] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STBA' from 'https://tdm.silogroup.org/data/derivative_storage/STBA.csv'.
[2025-11-25T23:45:52.654561] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'STBA'.
[2025-11-25T23:45:52.655041] [INFO ] [FORECASTER] Starting predict_future for STBA
[2025-11-25T23:45:52.655922] [DEBUG] [LOCAL     ] No optimal features file found for STBA: ./output/feature-sets/STBA.txt
[2025-11-25T23:45:52.655996] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:45:52.656045] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:45:52.656088] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:45:52.656163] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:45:52.718413] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:45:52.719272] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:45:52.719376] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:45:52.719427] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:45:52.829290] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:45:52.829491] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:45:52.829539] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:45:52.829574] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:45:52.833156] [DEBUG] [FORECASTER] STBA: Forecast T+1@11:T+2@11: DOWN (p=11.36%)
[2025-11-25T23:45:52.833628] [INFO ] [FORECASTER] Completed predict_future for STBA
[2025-11-25T23:45:52.833873] [INFO ] [sig       ] STBA: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:45:52.996001] [INFO ] [LOCAL     ] Saved forecast: STBA	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/STBA.txt
[2025-11-25T23:45:52.996198] [INFO ] [sig       ] [3067/3639] Completed STBA in 0.4s | 3.04 sym/s | Total: 16.8m | ETA: 3.1m
[2025-11-25T23:45:52.996261] [INFO ] [sig       ] [3068/3639] Forecasting STC...
[2025-11-25T23:45:52.996308] [INFO ] [sig       ] Generating forecast for: STC
[2025-11-25T23:45:52.996351] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STC' from 'https://tdm.silogroup.org/data/derivative_storage/STC.csv'.
[2025-11-25T23:45:53.010193] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'STC'.
[2025-11-25T23:45:53.010614] [INFO ] [FORECASTER] Starting predict_future for STC
[2025-11-25T23:45:53.011484] [DEBUG] [LOCAL     ] No optimal features file found for STC: ./output/feature-sets/STC.txt
[2025-11-25T23:45:53.011559] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:45:53.011609] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:45:53.011675] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:45:53.011750] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:45:53.073241] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:45:53.074219] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:45:53.074324] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:45:53.074374] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:45:53.184787] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:45:53.184991] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:45:53.185036] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:45:53.185070] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:45:53.189117] [DEBUG] [FORECASTER] STC: Forecast T+1@11:T+2@11: DOWN (p=9.33%)
[2025-11-25T23:45:53.189478] [INFO ] [FORECASTER] Completed predict_future for STC
[2025-11-25T23:45:53.189672] [INFO ] [sig       ] STC: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:45:53.340515] [INFO ] [LOCAL     ] Saved forecast: STC	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/STC.txt
[2025-11-25T23:45:53.340733] [INFO ] [sig       ] [3068/3639] Completed STC in 0.3s | 3.04 sym/s | Total: 16.8m | ETA: 3.1m
[2025-11-25T23:45:53.340797] [INFO ] [sig       ] [3069/3639] Forecasting STE...
[2025-11-25T23:45:53.340836] [INFO ] [sig       ] Generating forecast for: STE
[2025-11-25T23:45:53.340879] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STE' from 'https://tdm.silogroup.org/data/derivative_storage/STE.csv'.
[2025-11-25T23:45:53.354538] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'STE'.
[2025-11-25T23:45:53.355075] [INFO ] [FORECASTER] Starting predict_future for STE
[2025-11-25T23:45:53.356023] [DEBUG] [LOCAL     ] No optimal features file found for STE: ./output/feature-sets/STE.txt
[2025-11-25T23:45:53.356114] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:45:53.356178] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:45:53.356222] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:45:53.356306] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:45:53.421586] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:45:53.422578] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:45:53.422711] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:45:53.422763] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:45:53.556828] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:45:53.557079] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:45:53.557161] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:45:53.557228] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:45:53.561271] [DEBUG] [FORECASTER] STE: Forecast T+1@11:T+2@11: UP (p=79.60%)
[2025-11-25T23:45:53.561617] [INFO ] [FORECASTER] Completed predict_future for STE
[2025-11-25T23:45:53.561808] [INFO ] [sig       ] STE: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:45:53.740964] [INFO ] [LOCAL     ] Saved forecast: STE	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/STE.txt
[2025-11-25T23:45:53.741184] [INFO ] [sig       ] [3069/3639] Completed STE in 0.4s | 3.04 sym/s | Total: 16.8m | ETA: 3.1m
[2025-11-25T23:45:53.741244] [INFO ] [sig       ] [3070/3639] Forecasting STEL...
[2025-11-25T23:45:53.741292] [INFO ] [sig       ] Generating forecast for: STEL
[2025-11-25T23:45:53.741337] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STEL' from 'https://tdm.silogroup.org/data/derivative_storage/STEL.csv'.
[2025-11-25T23:45:53.755300] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'STEL'.
[2025-11-25T23:45:53.755887] [INFO ] [FORECASTER] Starting predict_future for STEL
[2025-11-25T23:45:53.757095] [DEBUG] [LOCAL     ] No optimal features file found for STEL: ./output/feature-sets/STEL.txt
[2025-11-25T23:45:53.757182] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:45:53.757240] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:45:53.757306] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:45:53.757439] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:45:53.839815] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:45:53.841134] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:45:53.841292] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:45:53.841375] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:45:53.936577] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:45:53.936773] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:45:53.936826] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:45:53.936863] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:45:53.940401] [DEBUG] [FORECASTER] STEL: Forecast T+1@11:T+2@11: DOWN (p=1.14%)
[2025-11-25T23:45:53.940720] [INFO ] [FORECASTER] Completed predict_future for STEL
[2025-11-25T23:45:53.940861] [INFO ] [sig       ] STEL: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:45:54.105494] [INFO ] [LOCAL     ] Saved forecast: STEL	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/STEL.txt
[2025-11-25T23:45:54.105751] [INFO ] [sig       ] [3070/3639] Completed STEL in 0.4s | 3.04 sym/s | Total: 16.8m | ETA: 3.1m
[2025-11-25T23:45:54.105819] [INFO ] [sig       ] [3071/3639] Forecasting STEM...
[2025-11-25T23:45:54.105865] [INFO ] [sig       ] Generating forecast for: STEM
[2025-11-25T23:45:54.105910] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STEM' from 'https://tdm.silogroup.org/data/derivative_storage/STEM.csv'.
[2025-11-25T23:45:54.119884] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'STEM'.
[2025-11-25T23:45:54.120399] [INFO ] [FORECASTER] Starting predict_future for STEM
[2025-11-25T23:45:54.121487] [DEBUG] [LOCAL     ] No optimal features file found for STEM: ./output/feature-sets/STEM.txt
[2025-11-25T23:45:54.121583] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:45:54.121638] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:45:54.121719] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:45:54.121810] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:45:54.202011] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:45:54.203107] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:45:54.203241] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:45:54.203320] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:45:54.340153] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:45:54.340471] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:45:54.340523] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:45:54.340561] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:45:54.344780] [DEBUG] [FORECASTER] STEM: Forecast T+1@11:T+2@11: UP (p=74.78%)
[2025-11-25T23:45:54.345406] [INFO ] [FORECASTER] Completed predict_future for STEM
[2025-11-25T23:45:54.345681] [INFO ] [sig       ] STEM: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:45:54.492210] [INFO ] [LOCAL     ] Saved forecast: STEM	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/STEM.txt
[2025-11-25T23:45:54.492436] [INFO ] [sig       ] [3071/3639] Completed STEM in 0.4s | 3.04 sym/s | Total: 16.8m | ETA: 3.1m
[2025-11-25T23:45:54.492525] [INFO ] [sig       ] [3072/3639] Forecasting STEP...
[2025-11-25T23:45:54.492590] [INFO ] [sig       ] Generating forecast for: STEP
[2025-11-25T23:45:54.492680] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STEP' from 'https://tdm.silogroup.org/data/derivative_storage/STEP.csv'.
[2025-11-25T23:45:54.505844] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'STEP'.
[2025-11-25T23:45:54.506323] [INFO ] [FORECASTER] Starting predict_future for STEP
[2025-11-25T23:45:54.507238] [DEBUG] [LOCAL     ] No optimal features file found for STEP: ./output/feature-sets/STEP.txt
[2025-11-25T23:45:54.507318] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:45:54.507393] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:45:54.507455] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:45:54.507531] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:45:54.566105] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:45:54.567083] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:45:54.567190] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:45:54.567255] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:45:54.668503] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:45:54.668735] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:45:54.668810] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:45:54.668854] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:45:54.673489] [DEBUG] [FORECASTER] STEP: Forecast T+1@11:T+2@11: DOWN (p=29.10%)
[2025-11-25T23:45:54.673947] [INFO ] [FORECASTER] Completed predict_future for STEP
[2025-11-25T23:45:54.674151] [INFO ] [sig       ] STEP: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:45:54.821520] [INFO ] [LOCAL     ] Saved forecast: STEP	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/STEP.txt
[2025-11-25T23:45:54.821699] [INFO ] [sig       ] [3072/3639] Completed STEP in 0.3s | 3.04 sym/s | Total: 16.8m | ETA: 3.1m
[2025-11-25T23:45:54.821759] [INFO ] [sig       ] [3073/3639] Forecasting STHO...
[2025-11-25T23:45:54.821804] [INFO ] [sig       ] Generating forecast for: STHO
[2025-11-25T23:45:54.821876] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STHO' from 'https://tdm.silogroup.org/data/derivative_storage/STHO.csv'.
[2025-11-25T23:45:54.832120] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'STHO'.
[2025-11-25T23:45:54.832434] [INFO ] [FORECASTER] Starting predict_future for STHO
[2025-11-25T23:45:54.833295] [DEBUG] [LOCAL     ] No optimal features file found for STHO: ./output/feature-sets/STHO.txt
[2025-11-25T23:45:54.833367] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:45:54.833411] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:45:54.833451] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:45:54.833518] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:45:54.890764] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:45:54.891399] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:45:54.891493] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:45:54.891540] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:45:54.984722] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:45:54.984878] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:45:54.984924] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:45:54.984959] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:45:54.988395] [DEBUG] [FORECASTER] STHO: Forecast T+1@11:T+2@11: UP (p=87.87%)
[2025-11-25T23:45:54.988699] [INFO ] [FORECASTER] Completed predict_future for STHO
[2025-11-25T23:45:54.988846] [INFO ] [sig       ] STHO: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:45:55.129700] [INFO ] [LOCAL     ] Saved forecast: STHO	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/STHO.txt
[2025-11-25T23:45:55.129847] [INFO ] [sig       ] [3073/3639] Completed STHO in 0.3s | 3.04 sym/s | Total: 16.8m | ETA: 3.1m
[2025-11-25T23:45:55.129902] [INFO ] [sig       ] [3074/3639] Forecasting STI...
[2025-11-25T23:45:55.129946] [INFO ] [sig       ] Generating forecast for: STI
[2025-11-25T23:45:55.130006] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STI' from 'https://tdm.silogroup.org/data/derivative_storage/STI.csv'.
[2025-11-25T23:45:55.141284] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'STI'.
[2025-11-25T23:45:55.141564] [INFO ] [FORECASTER] Starting predict_future for STI
[2025-11-25T23:45:55.142411] [DEBUG] [LOCAL     ] No optimal features file found for STI: ./output/feature-sets/STI.txt
[2025-11-25T23:45:55.142483] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:45:55.142530] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:45:55.142583] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:45:55.142684] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:45:55.199841] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:45:55.200503] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:45:55.200596] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:45:55.200672] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:45:55.279634] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:45:55.279790] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:45:55.279836] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:45:55.279872] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:45:55.283347] [DEBUG] [FORECASTER] STI: Forecast T+1@11:T+2@11: DOWN (p=44.74%)
[2025-11-25T23:45:55.283639] [INFO ] [FORECASTER] Completed predict_future for STI
[2025-11-25T23:45:55.283801] [INFO ] [sig       ] STI: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:45:55.432535] [INFO ] [LOCAL     ] Saved forecast: STI	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/STI.txt
[2025-11-25T23:45:55.432709] [INFO ] [sig       ] [3074/3639] Completed STI in 0.3s | 3.04 sym/s | Total: 16.9m | ETA: 3.1m
[2025-11-25T23:45:55.432772] [INFO ] [sig       ] [3075/3639] Forecasting STIM...
[2025-11-25T23:45:55.432815] [INFO ] [sig       ] Generating forecast for: STIM
[2025-11-25T23:45:55.432855] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STIM' from 'https://tdm.silogroup.org/data/derivative_storage/STIM.csv'.
[2025-11-25T23:45:55.443578] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'STIM'.
[2025-11-25T23:45:55.443913] [INFO ] [FORECASTER] Starting predict_future for STIM
[2025-11-25T23:45:55.444783] [DEBUG] [LOCAL     ] No optimal features file found for STIM: ./output/feature-sets/STIM.txt
[2025-11-25T23:45:55.444854] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:45:55.444903] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:45:55.444944] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:45:55.445015] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:45:55.504556] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:45:55.505288] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:45:55.505386] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:45:55.505434] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:45:55.607333] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:45:55.607489] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:45:55.607533] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:45:55.607568] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:45:55.610941] [DEBUG] [FORECASTER] STIM: Forecast T+1@11:T+2@11: UP (p=68.97%)
[2025-11-25T23:45:55.611232] [INFO ] [FORECASTER] Completed predict_future for STIM
[2025-11-25T23:45:55.611375] [INFO ] [sig       ] STIM: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:45:55.757795] [INFO ] [LOCAL     ] Saved forecast: STIM	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/STIM.txt
[2025-11-25T23:45:55.757952] [INFO ] [sig       ] [3075/3639] Completed STIM in 0.3s | 3.04 sym/s | Total: 16.9m | ETA: 3.1m
[2025-11-25T23:45:55.758009] [INFO ] [sig       ] [3076/3639] Forecasting STK...
[2025-11-25T23:45:55.758054] [INFO ] [sig       ] Generating forecast for: STK
[2025-11-25T23:45:55.758097] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STK' from 'https://tdm.silogroup.org/data/derivative_storage/STK.csv'.
[2025-11-25T23:45:55.768707] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'STK'.
[2025-11-25T23:45:55.769004] [INFO ] [FORECASTER] Starting predict_future for STK
[2025-11-25T23:45:55.769831] [DEBUG] [LOCAL     ] No optimal features file found for STK: ./output/feature-sets/STK.txt
[2025-11-25T23:45:55.769903] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:45:55.769950] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:45:55.769992] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:45:55.770061] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:45:55.827907] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:45:55.828521] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:45:55.828614] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:45:55.828681] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:45:55.937349] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:45:55.937506] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:45:55.937549] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:45:55.937582] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:45:55.940832] [DEBUG] [FORECASTER] STK: Forecast T+1@11:T+2@11: UP (p=61.82%)
[2025-11-25T23:45:55.941112] [INFO ] [FORECASTER] Completed predict_future for STK
[2025-11-25T23:45:55.941250] [INFO ] [sig       ] STK: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:45:56.085460] [INFO ] [LOCAL     ] Saved forecast: STK	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/STK.txt
[2025-11-25T23:45:56.085613] [INFO ] [sig       ] [3076/3639] Completed STK in 0.3s | 3.04 sym/s | Total: 16.9m | ETA: 3.1m
[2025-11-25T23:45:56.085688] [INFO ] [sig       ] [3077/3639] Forecasting STKH...
[2025-11-25T23:45:56.085734] [INFO ] [sig       ] Generating forecast for: STKH
[2025-11-25T23:45:56.085776] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STKH' from 'https://tdm.silogroup.org/data/derivative_storage/STKH.csv'.
[2025-11-25T23:45:56.096356] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'STKH'.
[2025-11-25T23:45:56.096694] [INFO ] [FORECASTER] Starting predict_future for STKH
[2025-11-25T23:45:56.097538] [DEBUG] [LOCAL     ] No optimal features file found for STKH: ./output/feature-sets/STKH.txt
[2025-11-25T23:45:56.097608] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:45:56.097693] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:45:56.097738] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:45:56.097807] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:45:56.155714] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:45:56.156483] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:45:56.156579] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:45:56.156625] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:45:56.242487] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:45:56.242606] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:45:56.242666] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:45:56.242708] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:45:56.245893] [DEBUG] [FORECASTER] STKH: Forecast T+1@11:T+2@11: UP (p=88.76%)
[2025-11-25T23:45:56.246177] [INFO ] [FORECASTER] Completed predict_future for STKH
[2025-11-25T23:45:56.246316] [INFO ] [sig       ] STKH: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:45:56.392095] [INFO ] [LOCAL     ] Saved forecast: STKH	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/STKH.txt
[2025-11-25T23:45:56.392237] [INFO ] [sig       ] [3077/3639] Completed STKH in 0.3s | 3.04 sym/s | Total: 16.9m | ETA: 3.1m
[2025-11-25T23:45:56.392291] [INFO ] [sig       ] [3078/3639] Forecasting STKL...
[2025-11-25T23:45:56.392334] [INFO ] [sig       ] Generating forecast for: STKL
[2025-11-25T23:45:56.392373] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STKL' from 'https://tdm.silogroup.org/data/derivative_storage/STKL.csv'.
[2025-11-25T23:45:56.402743] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'STKL'.
[2025-11-25T23:45:56.403029] [INFO ] [FORECASTER] Starting predict_future for STKL
[2025-11-25T23:45:56.403844] [DEBUG] [LOCAL     ] No optimal features file found for STKL: ./output/feature-sets/STKL.txt
[2025-11-25T23:45:56.403911] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:45:56.403955] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:45:56.403993] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:45:56.404061] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:45:56.461481] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:45:56.462143] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:45:56.462237] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:45:56.462284] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:45:56.555036] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:45:56.555187] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:45:56.555232] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:45:56.555267] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:45:56.558757] [DEBUG] [FORECASTER] STKL: Forecast T+1@11:T+2@11: DOWN (p=12.84%)
[2025-11-25T23:45:56.559078] [INFO ] [FORECASTER] Completed predict_future for STKL
[2025-11-25T23:45:56.559223] [INFO ] [sig       ] STKL: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:45:56.701526] [INFO ] [LOCAL     ] Saved forecast: STKL	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/STKL.txt
[2025-11-25T23:45:56.701711] [INFO ] [sig       ] [3078/3639] Completed STKL in 0.3s | 3.04 sym/s | Total: 16.9m | ETA: 3.1m
[2025-11-25T23:45:56.701781] [INFO ] [sig       ] [3079/3639] Forecasting STKS...
[2025-11-25T23:45:56.701833] [INFO ] [sig       ] Generating forecast for: STKS
[2025-11-25T23:45:56.701908] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STKS' from 'https://tdm.silogroup.org/data/derivative_storage/STKS.csv'.
[2025-11-25T23:45:56.712274] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'STKS'.
[2025-11-25T23:45:56.712589] [INFO ] [FORECASTER] Starting predict_future for STKS
[2025-11-25T23:45:56.713460] [DEBUG] [LOCAL     ] No optimal features file found for STKS: ./output/feature-sets/STKS.txt
[2025-11-25T23:45:56.713531] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:45:56.713576] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:45:56.713612] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:45:56.713706] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:45:56.772813] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:45:56.773630] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:45:56.773747] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:45:56.773789] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:45:56.842670] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:45:56.842837] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:45:56.842890] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:45:56.842934] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:45:56.846465] [DEBUG] [FORECASTER] STKS: Forecast T+1@11:T+2@11: UP (p=52.00%)
[2025-11-25T23:45:56.846780] [INFO ] [FORECASTER] Completed predict_future for STKS
[2025-11-25T23:45:56.846928] [INFO ] [sig       ] STKS: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:45:56.988866] [INFO ] [LOCAL     ] Saved forecast: STKS	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/STKS.txt
[2025-11-25T23:45:56.989054] [INFO ] [sig       ] [3079/3639] Completed STKS in 0.3s | 3.04 sym/s | Total: 16.9m | ETA: 3.1m
[2025-11-25T23:45:56.989115] [INFO ] [sig       ] [3080/3639] Forecasting STLA...
[2025-11-25T23:45:56.989158] [INFO ] [sig       ] Generating forecast for: STLA
[2025-11-25T23:45:56.989197] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STLA' from 'https://tdm.silogroup.org/data/derivative_storage/STLA.csv'.
[2025-11-25T23:45:56.999750] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'STLA'.
[2025-11-25T23:45:57.000083] [INFO ] [FORECASTER] Starting predict_future for STLA
[2025-11-25T23:45:57.000888] [DEBUG] [LOCAL     ] No optimal features file found for STLA: ./output/feature-sets/STLA.txt
[2025-11-25T23:45:57.000962] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:45:57.001006] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:45:57.001046] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:45:57.001114] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:45:57.058825] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:45:57.059734] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:45:57.059836] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:45:57.059888] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:45:57.158039] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:45:57.158229] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:45:57.158276] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:45:57.158311] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:45:57.162047] [DEBUG] [FORECASTER] STLA: Forecast T+1@11:T+2@11: DOWN (p=33.93%)
[2025-11-25T23:45:57.162338] [INFO ] [FORECASTER] Completed predict_future for STLA
[2025-11-25T23:45:57.162484] [INFO ] [sig       ] STLA: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:45:57.304980] [INFO ] [LOCAL     ] Saved forecast: STLA	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/STLA.txt
[2025-11-25T23:45:57.305109] [INFO ] [sig       ] [3080/3639] Completed STLA in 0.3s | 3.04 sym/s | Total: 16.9m | ETA: 3.1m
[2025-11-25T23:45:57.305172] [INFO ] [sig       ] [3081/3639] Forecasting STLD...
[2025-11-25T23:45:57.305217] [INFO ] [sig       ] Generating forecast for: STLD
[2025-11-25T23:45:57.305259] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STLD' from 'https://tdm.silogroup.org/data/derivative_storage/STLD.csv'.
[2025-11-25T23:45:57.315956] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'STLD'.
[2025-11-25T23:45:57.316234] [INFO ] [FORECASTER] Starting predict_future for STLD
[2025-11-25T23:45:57.317052] [DEBUG] [LOCAL     ] No optimal features file found for STLD: ./output/feature-sets/STLD.txt
[2025-11-25T23:45:57.317120] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:45:57.317165] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:45:57.317205] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:45:57.317273] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:45:57.374781] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:45:57.375388] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:45:57.375480] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:45:57.375527] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:45:57.470321] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:45:57.470437] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:45:57.470482] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:45:57.470516] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:45:57.473722] [DEBUG] [FORECASTER] STLD: Forecast T+1@11:T+2@11: UP (p=61.55%)
[2025-11-25T23:45:57.474037] [INFO ] [FORECASTER] Completed predict_future for STLD
[2025-11-25T23:45:57.474191] [INFO ] [sig       ] STLD: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:45:57.619307] [INFO ] [LOCAL     ] Saved forecast: STLD	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/STLD.txt
[2025-11-25T23:45:57.619439] [INFO ] [sig       ] [3081/3639] Completed STLD in 0.3s | 3.04 sym/s | Total: 16.9m | ETA: 3.1m
[2025-11-25T23:45:57.619499] [INFO ] [sig       ] [3082/3639] Forecasting STM...
[2025-11-25T23:45:57.619542] [INFO ] [sig       ] Generating forecast for: STM
[2025-11-25T23:45:57.619584] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STM' from 'https://tdm.silogroup.org/data/derivative_storage/STM.csv'.
[2025-11-25T23:45:57.630981] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'STM'.
[2025-11-25T23:45:57.631360] [INFO ] [FORECASTER] Starting predict_future for STM
[2025-11-25T23:45:57.632221] [DEBUG] [LOCAL     ] No optimal features file found for STM: ./output/feature-sets/STM.txt
[2025-11-25T23:45:57.632291] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:45:57.632338] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:45:57.632378] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:45:57.632441] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:45:57.691617] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:45:57.692491] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:45:57.692602] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:45:57.692669] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:45:57.783982] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:45:57.784163] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:45:57.784208] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:45:57.784244] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:45:57.787882] [DEBUG] [FORECASTER] STM: Forecast T+1@11:T+2@11: UP (p=93.30%)
[2025-11-25T23:45:57.788279] [INFO ] [FORECASTER] Completed predict_future for STM
[2025-11-25T23:45:57.788473] [INFO ] [sig       ] STM: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:45:57.933416] [INFO ] [LOCAL     ] Saved forecast: STM	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/STM.txt
[2025-11-25T23:45:57.933599] [INFO ] [sig       ] [3082/3639] Completed STM in 0.3s | 3.04 sym/s | Total: 16.9m | ETA: 3.1m
[2025-11-25T23:45:57.933677] [INFO ] [sig       ] [3083/3639] Forecasting STN...
[2025-11-25T23:45:57.933741] [INFO ] [sig       ] Generating forecast for: STN
[2025-11-25T23:45:57.933791] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STN' from 'https://tdm.silogroup.org/data/derivative_storage/STN.csv'.
[2025-11-25T23:45:57.944291] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'STN'.
[2025-11-25T23:45:57.944614] [INFO ] [FORECASTER] Starting predict_future for STN
[2025-11-25T23:45:57.945485] [DEBUG] [LOCAL     ] No optimal features file found for STN: ./output/feature-sets/STN.txt
[2025-11-25T23:45:57.945557] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:45:57.945606] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:45:57.945711] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:45:57.945796] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:45:58.005122] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:45:58.005995] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:45:58.006094] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:45:58.006154] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:45:58.111554] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:45:58.111763] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:45:58.111816] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:45:58.111853] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:45:58.115503] [DEBUG] [FORECASTER] STN: Forecast T+1@11:T+2@11: UP (p=98.01%)
[2025-11-25T23:45:58.115849] [INFO ] [FORECASTER] Completed predict_future for STN
[2025-11-25T23:45:58.116029] [INFO ] [sig       ] STN: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:45:58.264206] [INFO ] [LOCAL     ] Saved forecast: STN	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/STN.txt
[2025-11-25T23:45:58.264384] [INFO ] [sig       ] [3083/3639] Completed STN in 0.3s | 3.04 sym/s | Total: 16.9m | ETA: 3.0m
[2025-11-25T23:45:58.264449] [INFO ] [sig       ] [3084/3639] Forecasting STNE...
[2025-11-25T23:45:58.264504] [INFO ] [sig       ] Generating forecast for: STNE
[2025-11-25T23:45:58.264550] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STNE' from 'https://tdm.silogroup.org/data/derivative_storage/STNE.csv'.
[2025-11-25T23:45:58.275631] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'STNE'.
[2025-11-25T23:45:58.276002] [INFO ] [FORECASTER] Starting predict_future for STNE
[2025-11-25T23:45:58.276858] [DEBUG] [LOCAL     ] No optimal features file found for STNE: ./output/feature-sets/STNE.txt
[2025-11-25T23:45:58.276944] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:45:58.277002] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:45:58.277071] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:45:58.277184] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:45:58.338889] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:45:58.339812] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:45:58.339913] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:45:58.339976] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:45:58.456693] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:45:58.456893] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:45:58.456945] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:45:58.457001] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:45:58.465205] [DEBUG] [FORECASTER] STNE: Forecast T+1@11:T+2@11: DOWN (p=14.59%)
[2025-11-25T23:45:58.465987] [INFO ] [FORECASTER] Completed predict_future for STNE
[2025-11-25T23:45:58.466187] [INFO ] [sig       ] STNE: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:45:58.612784] [INFO ] [LOCAL     ] Saved forecast: STNE	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/STNE.txt
[2025-11-25T23:45:58.612946] [INFO ] [sig       ] [3084/3639] Completed STNE in 0.3s | 3.04 sym/s | Total: 16.9m | ETA: 3.0m
[2025-11-25T23:45:58.613000] [INFO ] [sig       ] [3085/3639] Forecasting STOK...
[2025-11-25T23:45:58.613043] [INFO ] [sig       ] Generating forecast for: STOK
[2025-11-25T23:45:58.613085] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STOK' from 'https://tdm.silogroup.org/data/derivative_storage/STOK.csv'.
[2025-11-25T23:45:58.625751] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'STOK'.
[2025-11-25T23:45:58.626172] [INFO ] [FORECASTER] Starting predict_future for STOK
[2025-11-25T23:45:58.627064] [DEBUG] [LOCAL     ] No optimal features file found for STOK: ./output/feature-sets/STOK.txt
[2025-11-25T23:45:58.627136] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:45:58.627196] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:45:58.627240] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:45:58.627385] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:45:58.688914] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:45:58.689789] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:45:58.689896] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:45:58.690021] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:45:58.809577] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:45:58.809797] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:45:58.809862] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:45:58.809911] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:45:58.813553] [DEBUG] [FORECASTER] STOK: Forecast T+1@11:T+2@11: DOWN (p=46.88%)
[2025-11-25T23:45:58.813886] [INFO ] [FORECASTER] Completed predict_future for STOK
[2025-11-25T23:45:58.814055] [INFO ] [sig       ] STOK: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:45:58.962443] [INFO ] [LOCAL     ] Saved forecast: STOK	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/STOK.txt
[2025-11-25T23:45:58.962617] [INFO ] [sig       ] [3085/3639] Completed STOK in 0.3s | 3.04 sym/s | Total: 16.9m | ETA: 3.0m
[2025-11-25T23:45:58.962722] [INFO ] [sig       ] [3086/3639] Forecasting STRA...
[2025-11-25T23:45:58.962778] [INFO ] [sig       ] Generating forecast for: STRA
[2025-11-25T23:45:58.962825] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STRA' from 'https://tdm.silogroup.org/data/derivative_storage/STRA.csv'.
[2025-11-25T23:45:58.974624] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'STRA'.
[2025-11-25T23:45:58.975120] [INFO ] [FORECASTER] Starting predict_future for STRA
[2025-11-25T23:45:58.976081] [DEBUG] [LOCAL     ] No optimal features file found for STRA: ./output/feature-sets/STRA.txt
[2025-11-25T23:45:58.976154] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:45:58.976203] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:45:58.976301] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:45:58.976379] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:45:59.036327] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:45:59.037155] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:45:59.037278] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:45:59.037342] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:45:59.154752] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:45:59.154942] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:45:59.155020] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:45:59.155078] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:45:59.158697] [DEBUG] [FORECASTER] STRA: Forecast T+1@11:T+2@11: DOWN (p=48.88%)
[2025-11-25T23:45:59.159059] [INFO ] [FORECASTER] Completed predict_future for STRA
[2025-11-25T23:45:59.159233] [INFO ] [sig       ] STRA: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:45:59.307832] [INFO ] [LOCAL     ] Saved forecast: STRA	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/STRA.txt
[2025-11-25T23:45:59.308008] [INFO ] [sig       ] [3086/3639] Completed STRA in 0.3s | 3.04 sym/s | Total: 16.9m | ETA: 3.0m
[2025-11-25T23:45:59.308069] [INFO ] [sig       ] [3087/3639] Forecasting STRL...
[2025-11-25T23:45:59.308118] [INFO ] [sig       ] Generating forecast for: STRL
[2025-11-25T23:45:59.308164] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STRL' from 'https://tdm.silogroup.org/data/derivative_storage/STRL.csv'.
[2025-11-25T23:45:59.320204] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'STRL'.
[2025-11-25T23:45:59.320690] [INFO ] [FORECASTER] Starting predict_future for STRL
[2025-11-25T23:45:59.321695] [DEBUG] [LOCAL     ] No optimal features file found for STRL: ./output/feature-sets/STRL.txt
[2025-11-25T23:45:59.321767] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:45:59.321817] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:45:59.321857] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:45:59.321928] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:45:59.381512] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:45:59.382416] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:45:59.382516] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:45:59.382564] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:45:59.477775] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:45:59.477943] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:45:59.477991] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:45:59.478030] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:45:59.481515] [DEBUG] [FORECASTER] STRL: Forecast T+1@11:T+2@11: UP (p=60.69%)
[2025-11-25T23:45:59.481866] [INFO ] [FORECASTER] Completed predict_future for STRL
[2025-11-25T23:45:59.482049] [INFO ] [sig       ] STRL: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:45:59.624126] [INFO ] [LOCAL     ] Saved forecast: STRL	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/STRL.txt
[2025-11-25T23:45:59.624283] [INFO ] [sig       ] [3087/3639] Completed STRL in 0.3s | 3.04 sym/s | Total: 16.9m | ETA: 3.0m
[2025-11-25T23:45:59.624337] [INFO ] [sig       ] [3088/3639] Forecasting STRS...
[2025-11-25T23:45:59.624380] [INFO ] [sig       ] Generating forecast for: STRS
[2025-11-25T23:45:59.624421] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STRS' from 'https://tdm.silogroup.org/data/derivative_storage/STRS.csv'.
[2025-11-25T23:45:59.635017] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'STRS'.
[2025-11-25T23:45:59.635409] [INFO ] [FORECASTER] Starting predict_future for STRS
[2025-11-25T23:45:59.636318] [DEBUG] [LOCAL     ] No optimal features file found for STRS: ./output/feature-sets/STRS.txt
[2025-11-25T23:45:59.636392] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:45:59.636471] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:45:59.636525] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:45:59.636634] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:45:59.698009] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:45:59.698897] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:45:59.699017] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:45:59.699092] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:45:59.799987] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:45:59.800206] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:45:59.800262] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:45:59.800297] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:45:59.804013] [DEBUG] [FORECASTER] STRS: Forecast T+1@11:T+2@11: DOWN (p=0.46%)
[2025-11-25T23:45:59.804327] [INFO ] [FORECASTER] Completed predict_future for STRS
[2025-11-25T23:45:59.804482] [INFO ] [sig       ] STRS: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:45:59.952511] [INFO ] [LOCAL     ] Saved forecast: STRS	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/STRS.txt
[2025-11-25T23:45:59.952712] [INFO ] [sig       ] [3088/3639] Completed STRS in 0.3s | 3.04 sym/s | Total: 16.9m | ETA: 3.0m
[2025-11-25T23:45:59.952776] [INFO ] [sig       ] [3089/3639] Forecasting STSS...
[2025-11-25T23:45:59.952826] [INFO ] [sig       ] Generating forecast for: STSS
[2025-11-25T23:45:59.952872] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STSS' from 'https://tdm.silogroup.org/data/derivative_storage/STSS.csv'.
[2025-11-25T23:45:59.964109] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'STSS'.
[2025-11-25T23:45:59.964491] [INFO ] [FORECASTER] Starting predict_future for STSS
[2025-11-25T23:45:59.965391] [DEBUG] [LOCAL     ] No optimal features file found for STSS: ./output/feature-sets/STSS.txt
[2025-11-25T23:45:59.965472] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:45:59.965530] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:45:59.965579] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:45:59.965674] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:46:00.026168] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:46:00.026965] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:46:00.027086] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:46:00.027138] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:46:00.144425] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:46:00.144615] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:46:00.144682] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:46:00.144752] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:46:00.149182] [DEBUG] [FORECASTER] STSS: Forecast T+1@11:T+2@11: DOWN (p=14.28%)
[2025-11-25T23:46:00.149513] [INFO ] [FORECASTER] Completed predict_future for STSS
[2025-11-25T23:46:00.149713] [INFO ] [sig       ] STSS: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:46:00.299456] [INFO ] [LOCAL     ] Saved forecast: STSS	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/STSS.txt
[2025-11-25T23:46:00.299626] [INFO ] [sig       ] [3089/3639] Completed STSS in 0.3s | 3.04 sym/s | Total: 16.9m | ETA: 3.0m
[2025-11-25T23:46:00.299704] [INFO ] [sig       ] [3090/3639] Forecasting STVN...
[2025-11-25T23:46:00.299751] [INFO ] [sig       ] Generating forecast for: STVN
[2025-11-25T23:46:00.299816] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STVN' from 'https://tdm.silogroup.org/data/derivative_storage/STVN.csv'.
[2025-11-25T23:46:00.311618] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'STVN'.
[2025-11-25T23:46:00.312036] [INFO ] [FORECASTER] Starting predict_future for STVN
[2025-11-25T23:46:00.312871] [DEBUG] [LOCAL     ] No optimal features file found for STVN: ./output/feature-sets/STVN.txt
[2025-11-25T23:46:00.312941] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:46:00.312987] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:46:00.313027] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:46:00.313094] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:46:00.370807] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:46:00.371683] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:46:00.371781] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:46:00.371822] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:46:01.031613] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:46:01.031775] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:46:01.031820] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:46:01.031854] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:46:01.035242] [DEBUG] [FORECASTER] STVN: Forecast T+1@11:T+2@11: UP (p=71.41%)
[2025-11-25T23:46:01.035530] [INFO ] [FORECASTER] Completed predict_future for STVN
[2025-11-25T23:46:01.035688] [INFO ] [sig       ] STVN: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:46:01.176107] [INFO ] [LOCAL     ] Saved forecast: STVN	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/STVN.txt
[2025-11-25T23:46:01.176250] [INFO ] [sig       ] [3090/3639] Completed STVN in 0.9s | 3.04 sym/s | Total: 16.9m | ETA: 3.0m
[2025-11-25T23:46:01.176311] [INFO ] [sig       ] [3091/3639] Forecasting STWD...
[2025-11-25T23:46:01.176348] [INFO ] [sig       ] Generating forecast for: STWD
[2025-11-25T23:46:01.176387] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STWD' from 'https://tdm.silogroup.org/data/derivative_storage/STWD.csv'.
[2025-11-25T23:46:01.187055] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'STWD'.
[2025-11-25T23:46:01.187386] [INFO ] [FORECASTER] Starting predict_future for STWD
[2025-11-25T23:46:01.188221] [DEBUG] [LOCAL     ] No optimal features file found for STWD: ./output/feature-sets/STWD.txt
[2025-11-25T23:46:01.188290] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:46:01.188336] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:46:01.188376] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:46:01.188443] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:46:01.245064] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:46:01.245710] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:46:01.245808] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:46:01.245855] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:46:01.489413] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:46:01.489712] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:46:01.489802] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:46:01.489850] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:46:01.493912] [DEBUG] [FORECASTER] STWD: Forecast T+1@11:T+2@11: UP (p=57.28%)
[2025-11-25T23:46:01.494259] [INFO ] [FORECASTER] Completed predict_future for STWD
[2025-11-25T23:46:01.494458] [INFO ] [sig       ] STWD: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:46:01.639340] [INFO ] [LOCAL     ] Saved forecast: STWD	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/STWD.txt
[2025-11-25T23:46:01.639607] [INFO ] [sig       ] [3091/3639] Completed STWD in 0.5s | 3.04 sym/s | Total: 17.0m | ETA: 3.0m
[2025-11-25T23:46:01.639697] [INFO ] [sig       ] [3092/3639] Forecasting STX...
[2025-11-25T23:46:01.639786] [INFO ] [sig       ] Generating forecast for: STX
[2025-11-25T23:46:01.639850] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STX' from 'https://tdm.silogroup.org/data/derivative_storage/STX.csv'.
[2025-11-25T23:46:01.652731] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'STX'.
[2025-11-25T23:46:01.653328] [INFO ] [FORECASTER] Starting predict_future for STX
[2025-11-25T23:46:01.654425] [DEBUG] [LOCAL     ] No optimal features file found for STX: ./output/feature-sets/STX.txt
[2025-11-25T23:46:01.654501] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:46:01.654559] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:46:01.654603] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:46:01.654698] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:46:01.718630] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:46:01.719946] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:46:01.720107] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:46:01.720161] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:46:01.854061] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:46:01.854365] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:46:01.854463] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:46:01.854514] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:46:01.859059] [DEBUG] [FORECASTER] STX: Forecast T+1@11:T+2@11: DOWN (p=21.86%)
[2025-11-25T23:46:01.859478] [INFO ] [FORECASTER] Completed predict_future for STX
[2025-11-25T23:46:01.859694] [INFO ] [sig       ] STX: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:46:02.018079] [INFO ] [LOCAL     ] Saved forecast: STX	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/STX.txt
[2025-11-25T23:46:02.018330] [INFO ] [sig       ] [3092/3639] Completed STX in 0.4s | 3.04 sym/s | Total: 17.0m | ETA: 3.0m
[2025-11-25T23:46:02.018393] [INFO ] [sig       ] [3093/3639] Forecasting STXE...
[2025-11-25T23:46:02.018444] [INFO ] [sig       ] Generating forecast for: STXE
[2025-11-25T23:46:02.018517] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STXE' from 'https://tdm.silogroup.org/data/derivative_storage/STXE.csv'.
[2025-11-25T23:46:02.031086] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'STXE'.
[2025-11-25T23:46:02.031591] [INFO ] [FORECASTER] Starting predict_future for STXE
[2025-11-25T23:46:02.032530] [DEBUG] [LOCAL     ] No optimal features file found for STXE: ./output/feature-sets/STXE.txt
[2025-11-25T23:46:02.032607] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:46:02.032679] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:46:02.032738] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:46:02.032860] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:46:02.092587] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:46:02.093761] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:46:02.093888] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:46:02.093955] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:46:02.202806] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:46:02.203114] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:46:02.203168] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:46:02.203205] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:46:02.207661] [DEBUG] [FORECASTER] STXE: Forecast T+1@11:T+2@11: DOWN (p=33.54%)
[2025-11-25T23:46:02.208052] [INFO ] [FORECASTER] Completed predict_future for STXE
[2025-11-25T23:46:02.208223] [INFO ] [sig       ] STXE: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:46:02.359552] [INFO ] [LOCAL     ] Saved forecast: STXE	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/STXE.txt
[2025-11-25T23:46:02.359775] [INFO ] [sig       ] [3093/3639] Completed STXE in 0.3s | 3.04 sym/s | Total: 17.0m | ETA: 3.0m
[2025-11-25T23:46:02.359835] [INFO ] [sig       ] [3094/3639] Forecasting STXG...
[2025-11-25T23:46:02.359881] [INFO ] [sig       ] Generating forecast for: STXG
[2025-11-25T23:46:02.359965] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STXG' from 'https://tdm.silogroup.org/data/derivative_storage/STXG.csv'.
[2025-11-25T23:46:02.372884] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'STXG'.
[2025-11-25T23:46:02.373464] [INFO ] [FORECASTER] Starting predict_future for STXG
[2025-11-25T23:46:02.374369] [DEBUG] [LOCAL     ] No optimal features file found for STXG: ./output/feature-sets/STXG.txt
[2025-11-25T23:46:02.374444] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:46:02.374495] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:46:02.374539] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:46:02.374609] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:46:02.432337] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:46:02.433330] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:46:02.433433] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:46:02.433483] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:46:02.546252] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:46:02.546411] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:46:02.546456] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:46:02.546490] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:46:02.549988] [DEBUG] [FORECASTER] STXG: Forecast T+1@11:T+2@11: UP (p=93.26%)
[2025-11-25T23:46:02.550317] [INFO ] [FORECASTER] Completed predict_future for STXG
[2025-11-25T23:46:02.550544] [INFO ] [sig       ] STXG: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:46:02.690691] [INFO ] [LOCAL     ] Saved forecast: STXG	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/STXG.txt
[2025-11-25T23:46:02.690849] [INFO ] [sig       ] [3094/3639] Completed STXG in 0.3s | 3.04 sym/s | Total: 17.0m | ETA: 3.0m
[2025-11-25T23:46:02.690900] [INFO ] [sig       ] [3095/3639] Forecasting STZ...
[2025-11-25T23:46:02.690946] [INFO ] [sig       ] Generating forecast for: STZ
[2025-11-25T23:46:02.690991] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STZ' from 'https://tdm.silogroup.org/data/derivative_storage/STZ.csv'.
[2025-11-25T23:46:02.704331] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'STZ'.
[2025-11-25T23:46:02.704946] [INFO ] [FORECASTER] Starting predict_future for STZ
[2025-11-25T23:46:02.706046] [DEBUG] [LOCAL     ] No optimal features file found for STZ: ./output/feature-sets/STZ.txt
[2025-11-25T23:46:02.706127] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:46:02.706192] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:46:02.706248] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:46:02.706345] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:46:02.766556] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:46:02.767825] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:46:02.767952] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:46:02.768017] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:46:02.884943] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:46:02.885218] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:46:02.885268] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:46:02.885336] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:46:02.889372] [DEBUG] [FORECASTER] STZ: Forecast T+1@11:T+2@11: DOWN (p=8.41%)
[2025-11-25T23:46:02.889722] [INFO ] [FORECASTER] Completed predict_future for STZ
[2025-11-25T23:46:02.889907] [INFO ] [sig       ] STZ: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:46:03.036181] [INFO ] [LOCAL     ] Saved forecast: STZ	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/STZ.txt
[2025-11-25T23:46:03.036449] [INFO ] [sig       ] [3095/3639] Completed STZ in 0.3s | 3.04 sym/s | Total: 17.0m | ETA: 3.0m
[2025-11-25T23:46:03.036536] [INFO ] [sig       ] [3096/3639] Forecasting SUI...
[2025-11-25T23:46:03.036588] [INFO ] [sig       ] Generating forecast for: SUI
[2025-11-25T23:46:03.036733] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SUI' from 'https://tdm.silogroup.org/data/derivative_storage/SUI.csv'.
[2025-11-25T23:46:03.049956] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SUI'.
[2025-11-25T23:46:03.050519] [INFO ] [FORECASTER] Starting predict_future for SUI
[2025-11-25T23:46:03.051541] [DEBUG] [LOCAL     ] No optimal features file found for SUI: ./output/feature-sets/SUI.txt
[2025-11-25T23:46:03.051617] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:46:03.051694] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:46:03.051740] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:46:03.051822] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:46:03.111526] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:46:03.112747] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:46:03.112870] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:46:03.112923] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:46:03.219158] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:46:03.219810] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:46:03.219955] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:46:03.219994] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:46:03.226104] [DEBUG] [FORECASTER] SUI: Forecast T+1@11:T+2@11: DOWN (p=4.67%)
[2025-11-25T23:46:03.226712] [INFO ] [FORECASTER] Completed predict_future for SUI
[2025-11-25T23:46:03.226964] [INFO ] [sig       ] SUI: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:46:03.387699] [INFO ] [LOCAL     ] Saved forecast: SUI	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/SUI.txt
[2025-11-25T23:46:03.387968] [INFO ] [sig       ] [3096/3639] Completed SUI in 0.4s | 3.04 sym/s | Total: 17.0m | ETA: 3.0m
[2025-11-25T23:46:03.388033] [INFO ] [sig       ] [3097/3639] Forecasting SUN...
[2025-11-25T23:46:03.388083] [INFO ] [sig       ] Generating forecast for: SUN
[2025-11-25T23:46:03.388142] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SUN' from 'https://tdm.silogroup.org/data/derivative_storage/SUN.csv'.
[2025-11-25T23:46:03.401585] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SUN'.
[2025-11-25T23:46:03.402053] [INFO ] [FORECASTER] Starting predict_future for SUN
[2025-11-25T23:46:03.402931] [DEBUG] [LOCAL     ] No optimal features file found for SUN: ./output/feature-sets/SUN.txt
[2025-11-25T23:46:03.403003] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:46:03.403051] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:46:03.403089] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:46:03.403159] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:46:03.463039] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:46:03.463858] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:46:03.463967] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:46:03.464038] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:46:03.567696] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:46:03.567881] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:46:03.567928] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:46:03.567963] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:46:03.571498] [DEBUG] [FORECASTER] SUN: Forecast T+1@11:T+2@11: UP (p=59.84%)
[2025-11-25T23:46:03.571842] [INFO ] [FORECASTER] Completed predict_future for SUN
[2025-11-25T23:46:03.572038] [INFO ] [sig       ] SUN: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:46:03.716600] [INFO ] [LOCAL     ] Saved forecast: SUN	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/SUN.txt
[2025-11-25T23:46:03.716793] [INFO ] [sig       ] [3097/3639] Completed SUN in 0.3s | 3.04 sym/s | Total: 17.0m | ETA: 3.0m
[2025-11-25T23:46:03.716851] [INFO ] [sig       ] [3098/3639] Forecasting SUNS...
[2025-11-25T23:46:03.716896] [INFO ] [sig       ] Generating forecast for: SUNS
[2025-11-25T23:46:03.716941] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SUNS' from 'https://tdm.silogroup.org/data/derivative_storage/SUNS.csv'.
[2025-11-25T23:46:03.728073] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SUNS'.
[2025-11-25T23:46:03.728447] [INFO ] [FORECASTER] Starting predict_future for SUNS
[2025-11-25T23:46:03.729324] [DEBUG] [LOCAL     ] No optimal features file found for SUNS: ./output/feature-sets/SUNS.txt
[2025-11-25T23:46:03.729397] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:46:03.729446] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:46:03.729490] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:46:03.729571] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:46:03.788599] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:46:03.789585] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:46:03.789718] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:46:03.789780] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:46:03.902306] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:46:03.902497] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:46:03.902545] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:46:03.902579] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:46:03.906151] [DEBUG] [FORECASTER] SUNS: Forecast T+1@11:T+2@11: DOWN (p=22.74%)
[2025-11-25T23:46:03.906521] [INFO ] [FORECASTER] Completed predict_future for SUNS
[2025-11-25T23:46:03.906762] [INFO ] [sig       ] SUNS: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:46:04.045864] [INFO ] [LOCAL     ] Saved forecast: SUNS	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/SUNS.txt
[2025-11-25T23:46:04.046027] [INFO ] [sig       ] [3098/3639] Completed SUNS in 0.3s | 3.04 sym/s | Total: 17.0m | ETA: 3.0m
[2025-11-25T23:46:04.046081] [INFO ] [sig       ] [3099/3639] Forecasting SUPN...
[2025-11-25T23:46:04.046124] [INFO ] [sig       ] Generating forecast for: SUPN
[2025-11-25T23:46:04.046168] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SUPN' from 'https://tdm.silogroup.org/data/derivative_storage/SUPN.csv'.
[2025-11-25T23:46:04.056969] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SUPN'.
[2025-11-25T23:46:04.057395] [INFO ] [FORECASTER] Starting predict_future for SUPN
[2025-11-25T23:46:04.058254] [DEBUG] [LOCAL     ] No optimal features file found for SUPN: ./output/feature-sets/SUPN.txt
[2025-11-25T23:46:04.058324] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:46:04.058372] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:46:04.058414] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:46:04.058498] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:46:04.117623] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:46:04.118448] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:46:04.118552] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:46:04.118600] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:46:04.225195] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:46:04.225371] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:46:04.225415] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:46:04.225449] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:46:04.228931] [DEBUG] [FORECASTER] SUPN: Forecast T+1@11:T+2@11: UP (p=51.64%)
[2025-11-25T23:46:04.229225] [INFO ] [FORECASTER] Completed predict_future for SUPN
[2025-11-25T23:46:04.229369] [INFO ] [sig       ] SUPN: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:46:04.373979] [INFO ] [LOCAL     ] Saved forecast: SUPN	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/SUPN.txt
[2025-11-25T23:46:04.374182] [INFO ] [sig       ] [3099/3639] Completed SUPN in 0.3s | 3.04 sym/s | Total: 17.0m | ETA: 3.0m
[2025-11-25T23:46:04.374245] [INFO ] [sig       ] [3100/3639] Forecasting SURG...
[2025-11-25T23:46:04.374290] [INFO ] [sig       ] Generating forecast for: SURG
[2025-11-25T23:46:04.374332] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SURG' from 'https://tdm.silogroup.org/data/derivative_storage/SURG.csv'.
[2025-11-25T23:46:04.385094] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SURG'.
[2025-11-25T23:46:04.385488] [INFO ] [FORECASTER] Starting predict_future for SURG
[2025-11-25T23:46:04.386357] [DEBUG] [LOCAL     ] No optimal features file found for SURG: ./output/feature-sets/SURG.txt
[2025-11-25T23:46:04.386432] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:46:04.386479] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:46:04.386520] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:46:04.386588] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:46:04.444203] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:46:04.444954] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:46:04.445064] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:46:04.445123] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:46:04.533023] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:46:04.533209] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:46:04.533257] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:46:04.533292] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:46:04.536758] [DEBUG] [FORECASTER] SURG: Forecast T+1@11:T+2@11: UP (p=87.77%)
[2025-11-25T23:46:04.537050] [INFO ] [FORECASTER] Completed predict_future for SURG
[2025-11-25T23:46:04.537194] [INFO ] [sig       ] SURG: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:46:04.678598] [INFO ] [LOCAL     ] Saved forecast: SURG	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/SURG.txt
[2025-11-25T23:46:04.678783] [INFO ] [sig       ] [3100/3639] Completed SURG in 0.3s | 3.04 sym/s | Total: 17.0m | ETA: 3.0m
[2025-11-25T23:46:04.678852] [INFO ] [sig       ] [3101/3639] Forecasting SUSB...
[2025-11-25T23:46:04.678906] [INFO ] [sig       ] Generating forecast for: SUSB
[2025-11-25T23:46:04.678958] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SUSB' from 'https://tdm.silogroup.org/data/derivative_storage/SUSB.csv'.
[2025-11-25T23:46:04.689797] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SUSB'.
[2025-11-25T23:46:04.690144] [INFO ] [FORECASTER] Starting predict_future for SUSB
[2025-11-25T23:46:04.690987] [DEBUG] [LOCAL     ] No optimal features file found for SUSB: ./output/feature-sets/SUSB.txt
[2025-11-25T23:46:04.691056] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:46:04.691102] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:46:04.691144] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:46:04.691239] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:46:04.749416] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:46:04.750173] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:46:04.750270] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:46:04.750318] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:46:04.843553] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:46:04.843759] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:46:04.843829] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:46:04.843876] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:46:04.847434] [DEBUG] [FORECASTER] SUSB: Forecast T+1@11:T+2@11: UP (p=65.86%)
[2025-11-25T23:46:04.847785] [INFO ] [FORECASTER] Completed predict_future for SUSB
[2025-11-25T23:46:04.847957] [INFO ] [sig       ] SUSB: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:46:04.989571] [INFO ] [LOCAL     ] Saved forecast: SUSB	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/SUSB.txt
[2025-11-25T23:46:04.989736] [INFO ] [sig       ] [3101/3639] Completed SUSB in 0.3s | 3.04 sym/s | Total: 17.0m | ETA: 3.0m
[2025-11-25T23:46:04.989793] [INFO ] [sig       ] [3102/3639] Forecasting SUSC...
[2025-11-25T23:46:04.989837] [INFO ] [sig       ] Generating forecast for: SUSC
[2025-11-25T23:46:04.989878] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SUSC' from 'https://tdm.silogroup.org/data/derivative_storage/SUSC.csv'.
[2025-11-25T23:46:05.000733] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SUSC'.
[2025-11-25T23:46:05.001012] [INFO ] [FORECASTER] Starting predict_future for SUSC
[2025-11-25T23:46:05.001865] [DEBUG] [LOCAL     ] No optimal features file found for SUSC: ./output/feature-sets/SUSC.txt
[2025-11-25T23:46:05.001938] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:46:05.001987] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:46:05.002030] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:46:05.002100] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:46:05.060613] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:46:05.061526] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:46:05.061634] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:46:05.061704] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:46:05.177974] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:46:05.178200] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:46:05.178252] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:46:05.178295] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:46:05.181994] [DEBUG] [FORECASTER] SUSC: Forecast T+1@11:T+2@11: UP (p=72.27%)
[2025-11-25T23:46:05.182316] [INFO ] [FORECASTER] Completed predict_future for SUSC
[2025-11-25T23:46:05.182474] [INFO ] [sig       ] SUSC: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:46:05.328430] [INFO ] [LOCAL     ] Saved forecast: SUSC	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/SUSC.txt
[2025-11-25T23:46:05.328588] [INFO ] [sig       ] [3102/3639] Completed SUSC in 0.3s | 3.04 sym/s | Total: 17.0m | ETA: 2.9m
[2025-11-25T23:46:05.328663] [INFO ] [sig       ] [3103/3639] Forecasting SUSL...
[2025-11-25T23:46:05.328711] [INFO ] [sig       ] Generating forecast for: SUSL
[2025-11-25T23:46:05.328767] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SUSL' from 'https://tdm.silogroup.org/data/derivative_storage/SUSL.csv'.
[2025-11-25T23:46:05.339519] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SUSL'.
[2025-11-25T23:46:05.339841] [INFO ] [FORECASTER] Starting predict_future for SUSL
[2025-11-25T23:46:05.340666] [DEBUG] [LOCAL     ] No optimal features file found for SUSL: ./output/feature-sets/SUSL.txt
[2025-11-25T23:46:05.340734] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:46:05.340779] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:46:05.340815] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:46:05.340887] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:46:05.399259] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:46:05.399920] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:46:05.400012] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:46:05.400071] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:46:05.489918] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:46:05.490028] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:46:05.490068] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:46:05.490102] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:46:05.493223] [DEBUG] [FORECASTER] SUSL: Forecast T+1@11:T+2@11: UP (p=92.56%)
[2025-11-25T23:46:05.493502] [INFO ] [FORECASTER] Completed predict_future for SUSL
[2025-11-25T23:46:05.493636] [INFO ] [sig       ] SUSL: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:46:05.636550] [INFO ] [LOCAL     ] Saved forecast: SUSL	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/SUSL.txt
[2025-11-25T23:46:05.636699] [INFO ] [sig       ] [3103/3639] Completed SUSL in 0.3s | 3.04 sym/s | Total: 17.0m | ETA: 2.9m
[2025-11-25T23:46:05.636756] [INFO ] [sig       ] [3104/3639] Forecasting SUUN...
[2025-11-25T23:46:05.636844] [INFO ] [sig       ] Generating forecast for: SUUN
[2025-11-25T23:46:05.636889] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SUUN' from 'https://tdm.silogroup.org/data/derivative_storage/SUUN.csv'.
[2025-11-25T23:46:05.647545] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SUUN'.
[2025-11-25T23:46:05.647888] [INFO ] [FORECASTER] Starting predict_future for SUUN
[2025-11-25T23:46:05.648767] [DEBUG] [LOCAL     ] No optimal features file found for SUUN: ./output/feature-sets/SUUN.txt
[2025-11-25T23:46:05.648834] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:46:05.648890] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:46:05.648939] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:46:05.649022] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:46:05.707256] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:46:05.707935] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:46:05.708029] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:46:05.708081] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:46:05.802749] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:46:05.802868] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:46:05.802909] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:46:05.802942] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:46:05.806049] [DEBUG] [FORECASTER] SUUN: Forecast T+1@11:T+2@11: UP (p=62.67%)
[2025-11-25T23:46:05.806340] [INFO ] [FORECASTER] Completed predict_future for SUUN
[2025-11-25T23:46:05.806495] [INFO ] [sig       ] SUUN: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:46:05.951529] [INFO ] [LOCAL     ] Saved forecast: SUUN	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/SUUN.txt
[2025-11-25T23:46:05.951717] [INFO ] [sig       ] [3104/3639] Completed SUUN in 0.3s | 3.04 sym/s | Total: 17.0m | ETA: 2.9m
[2025-11-25T23:46:05.951787] [INFO ] [sig       ] [3105/3639] Forecasting SUZ...
[2025-11-25T23:46:05.951840] [INFO ] [sig       ] Generating forecast for: SUZ
[2025-11-25T23:46:05.951893] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SUZ' from 'https://tdm.silogroup.org/data/derivative_storage/SUZ.csv'.
[2025-11-25T23:46:05.962779] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SUZ'.
[2025-11-25T23:46:05.963081] [INFO ] [FORECASTER] Starting predict_future for SUZ
[2025-11-25T23:46:05.963894] [DEBUG] [LOCAL     ] No optimal features file found for SUZ: ./output/feature-sets/SUZ.txt
[2025-11-25T23:46:05.963965] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:46:05.964012] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:46:05.964059] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:46:05.964134] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:46:06.021807] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:46:06.022814] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:46:06.022923] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:46:06.022972] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:46:06.110015] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:46:06.110215] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:46:06.110263] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:46:06.110298] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:46:06.113840] [DEBUG] [FORECASTER] SUZ: Forecast T+1@11:T+2@11: UP (p=90.21%)
[2025-11-25T23:46:06.114140] [INFO ] [FORECASTER] Completed predict_future for SUZ
[2025-11-25T23:46:06.114287] [INFO ] [sig       ] SUZ: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:46:06.256447] [INFO ] [LOCAL     ] Saved forecast: SUZ	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/SUZ.txt
[2025-11-25T23:46:06.256665] [INFO ] [sig       ] [3105/3639] Completed SUZ in 0.3s | 3.04 sym/s | Total: 17.0m | ETA: 2.9m
[2025-11-25T23:46:06.256723] [INFO ] [sig       ] [3106/3639] Forecasting SVC...
[2025-11-25T23:46:06.256768] [INFO ] [sig       ] Generating forecast for: SVC
[2025-11-25T23:46:06.256810] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SVC' from 'https://tdm.silogroup.org/data/derivative_storage/SVC.csv'.
[2025-11-25T23:46:06.267828] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SVC'.
[2025-11-25T23:46:06.268128] [INFO ] [FORECASTER] Starting predict_future for SVC
[2025-11-25T23:46:06.268988] [DEBUG] [LOCAL     ] No optimal features file found for SVC: ./output/feature-sets/SVC.txt
[2025-11-25T23:46:06.269058] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:46:06.269107] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:46:06.269155] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:46:06.269237] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:46:06.327198] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:46:06.328004] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:46:06.328103] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:46:06.328157] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:46:06.442887] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:46:06.443084] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:46:06.443134] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:46:06.443169] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:46:06.446633] [DEBUG] [FORECASTER] SVC: Forecast T+1@11:T+2@11: UP (p=91.42%)
[2025-11-25T23:46:06.446943] [INFO ] [FORECASTER] Completed predict_future for SVC
[2025-11-25T23:46:06.447087] [INFO ] [sig       ] SVC: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:46:06.589138] [INFO ] [LOCAL     ] Saved forecast: SVC	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/SVC.txt
[2025-11-25T23:46:06.589297] [INFO ] [sig       ] [3106/3639] Completed SVC in 0.3s | 3.04 sym/s | Total: 17.0m | ETA: 2.9m
[2025-11-25T23:46:06.589351] [INFO ] [sig       ] [3107/3639] Forecasting SVCO...
[2025-11-25T23:46:06.589396] [INFO ] [sig       ] Generating forecast for: SVCO
[2025-11-25T23:46:06.589432] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SVCO' from 'https://tdm.silogroup.org/data/derivative_storage/SVCO.csv'.
[2025-11-25T23:46:06.601415] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SVCO'.
[2025-11-25T23:46:06.601865] [INFO ] [FORECASTER] Starting predict_future for SVCO
[2025-11-25T23:46:06.602787] [DEBUG] [LOCAL     ] No optimal features file found for SVCO: ./output/feature-sets/SVCO.txt
[2025-11-25T23:46:06.602858] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:46:06.602919] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:46:06.602973] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:46:06.603066] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:46:06.663147] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:46:06.664036] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:46:06.664155] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:46:06.664246] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:46:06.790397] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:46:06.790588] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:46:06.790635] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:46:06.790700] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:46:06.794312] [DEBUG] [FORECASTER] SVCO: Forecast T+1@11:T+2@11: DOWN (p=15.59%)
[2025-11-25T23:46:06.794629] [INFO ] [FORECASTER] Completed predict_future for SVCO
[2025-11-25T23:46:06.794968] [INFO ] [sig       ] SVCO: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:46:06.941608] [INFO ] [LOCAL     ] Saved forecast: SVCO	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/SVCO.txt
[2025-11-25T23:46:06.941845] [INFO ] [sig       ] [3107/3639] Completed SVCO in 0.4s | 3.04 sym/s | Total: 17.0m | ETA: 2.9m
[2025-11-25T23:46:06.941907] [INFO ] [sig       ] [3108/3639] Forecasting SVRA...
[2025-11-25T23:46:06.941995] [INFO ] [sig       ] Generating forecast for: SVRA
[2025-11-25T23:46:06.942049] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SVRA' from 'https://tdm.silogroup.org/data/derivative_storage/SVRA.csv'.
[2025-11-25T23:46:06.952804] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SVRA'.
[2025-11-25T23:46:06.953104] [INFO ] [FORECASTER] Starting predict_future for SVRA
[2025-11-25T23:46:06.954049] [DEBUG] [LOCAL     ] No optimal features file found for SVRA: ./output/feature-sets/SVRA.txt
[2025-11-25T23:46:06.954120] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:46:06.954178] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:46:06.954230] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:46:06.954317] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:46:07.011976] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:46:07.012692] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:46:07.012793] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:46:07.012856] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:46:07.119717] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:46:07.119898] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:46:07.119944] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:46:07.119977] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:46:07.123416] [DEBUG] [FORECASTER] SVRA: Forecast T+1@11:T+2@11: DOWN (p=33.30%)
[2025-11-25T23:46:07.123728] [INFO ] [FORECASTER] Completed predict_future for SVRA
[2025-11-25T23:46:07.123886] [INFO ] [sig       ] SVRA: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:46:07.268971] [INFO ] [LOCAL     ] Saved forecast: SVRA	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/SVRA.txt
[2025-11-25T23:46:07.269132] [INFO ] [sig       ] [3108/3639] Completed SVRA in 0.3s | 3.04 sym/s | Total: 17.0m | ETA: 2.9m
[2025-11-25T23:46:07.269196] [INFO ] [sig       ] [3109/3639] Forecasting SWBI...
[2025-11-25T23:46:07.269250] [INFO ] [sig       ] Generating forecast for: SWBI
[2025-11-25T23:46:07.269296] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SWBI' from 'https://tdm.silogroup.org/data/derivative_storage/SWBI.csv'.
[2025-11-25T23:46:07.279901] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SWBI'.
[2025-11-25T23:46:07.280204] [INFO ] [FORECASTER] Starting predict_future for SWBI
[2025-11-25T23:46:07.281059] [DEBUG] [LOCAL     ] No optimal features file found for SWBI: ./output/feature-sets/SWBI.txt
[2025-11-25T23:46:07.281127] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:46:07.281172] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:46:07.281210] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:46:07.281278] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:46:07.339031] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:46:07.339711] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:46:07.339811] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:46:07.339858] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:46:07.449887] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:46:07.450033] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:46:07.450077] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:46:07.450111] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:46:07.453448] [DEBUG] [FORECASTER] SWBI: Forecast T+1@11:T+2@11: DOWN (p=30.27%)
[2025-11-25T23:46:07.453786] [INFO ] [FORECASTER] Completed predict_future for SWBI
[2025-11-25T23:46:07.453963] [INFO ] [sig       ] SWBI: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:46:07.598804] [INFO ] [LOCAL     ] Saved forecast: SWBI	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/SWBI.txt
[2025-11-25T23:46:07.599007] [INFO ] [sig       ] [3109/3639] Completed SWBI in 0.3s | 3.04 sym/s | Total: 17.1m | ETA: 2.9m
[2025-11-25T23:46:07.599062] [INFO ] [sig       ] [3110/3639] Forecasting SWIM...
[2025-11-25T23:46:07.599109] [INFO ] [sig       ] Generating forecast for: SWIM
[2025-11-25T23:46:07.599251] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SWIM' from 'https://tdm.silogroup.org/data/derivative_storage/SWIM.csv'.
[2025-11-25T23:46:07.610239] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SWIM'.
[2025-11-25T23:46:07.610573] [INFO ] [FORECASTER] Starting predict_future for SWIM
[2025-11-25T23:46:07.611420] [DEBUG] [LOCAL     ] No optimal features file found for SWIM: ./output/feature-sets/SWIM.txt
[2025-11-25T23:46:07.611492] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:46:07.611546] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:46:07.611589] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:46:07.611675] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:46:07.669559] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:46:07.670220] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:46:07.670316] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:46:07.670361] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:46:07.762787] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:46:07.762933] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:46:07.762976] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:46:07.763009] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:46:07.766281] [DEBUG] [FORECASTER] SWIM: Forecast T+1@11:T+2@11: DOWN (p=49.99%)
[2025-11-25T23:46:07.766577] [INFO ] [FORECASTER] Completed predict_future for SWIM
[2025-11-25T23:46:07.766743] [INFO ] [sig       ] SWIM: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:46:07.911004] [INFO ] [LOCAL     ] Saved forecast: SWIM	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/SWIM.txt
[2025-11-25T23:46:07.911140] [INFO ] [sig       ] [3110/3639] Completed SWIM in 0.3s | 3.04 sym/s | Total: 17.1m | ETA: 2.9m
[2025-11-25T23:46:07.911195] [INFO ] [sig       ] [3111/3639] Forecasting SWK...
[2025-11-25T23:46:07.911238] [INFO ] [sig       ] Generating forecast for: SWK
[2025-11-25T23:46:07.911280] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SWK' from 'https://tdm.silogroup.org/data/derivative_storage/SWK.csv'.
[2025-11-25T23:46:07.922628] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SWK'.
[2025-11-25T23:46:07.922939] [INFO ] [FORECASTER] Starting predict_future for SWK
[2025-11-25T23:46:07.923746] [DEBUG] [LOCAL     ] No optimal features file found for SWK: ./output/feature-sets/SWK.txt
[2025-11-25T23:46:07.923816] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:46:07.923862] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:46:07.923902] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:46:07.923970] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:46:07.983215] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:46:07.983919] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:46:07.984019] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:46:07.984069] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:46:08.103183] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:46:08.103376] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:46:08.103423] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:46:08.103457] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:46:08.106919] [DEBUG] [FORECASTER] SWK: Forecast T+1@11:T+2@11: DOWN (p=6.13%)
[2025-11-25T23:46:08.107352] [INFO ] [FORECASTER] Completed predict_future for SWK
[2025-11-25T23:46:08.107590] [INFO ] [sig       ] SWK: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:46:08.250365] [INFO ] [LOCAL     ] Saved forecast: SWK	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/SWK.txt
[2025-11-25T23:46:08.250521] [INFO ] [sig       ] [3111/3639] Completed SWK in 0.3s | 3.04 sym/s | Total: 17.1m | ETA: 2.9m
[2025-11-25T23:46:08.250574] [INFO ] [sig       ] [3112/3639] Forecasting SWKH...
[2025-11-25T23:46:08.250619] [INFO ] [sig       ] Generating forecast for: SWKH
[2025-11-25T23:46:08.250683] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SWKH' from 'https://tdm.silogroup.org/data/derivative_storage/SWKH.csv'.
[2025-11-25T23:46:08.262218] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SWKH'.
[2025-11-25T23:46:08.262530] [INFO ] [FORECASTER] Starting predict_future for SWKH
[2025-11-25T23:46:08.263563] [DEBUG] [LOCAL     ] No optimal features file found for SWKH: ./output/feature-sets/SWKH.txt
[2025-11-25T23:46:08.263680] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:46:08.263741] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:46:08.263791] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:46:08.263884] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:46:08.321510] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:46:08.322198] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:46:08.322298] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:46:08.322358] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:46:08.411810] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:46:08.411954] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:46:08.411997] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:46:08.412029] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:46:08.415436] [DEBUG] [FORECASTER] SWKH: Forecast T+1@11:T+2@11: DOWN (p=0.23%)
[2025-11-25T23:46:08.415763] [INFO ] [FORECASTER] Completed predict_future for SWKH
[2025-11-25T23:46:08.415920] [INFO ] [sig       ] SWKH: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:46:08.562903] [INFO ] [LOCAL     ] Saved forecast: SWKH	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/SWKH.txt
[2025-11-25T23:46:08.563049] [INFO ] [sig       ] [3112/3639] Completed SWKH in 0.3s | 3.04 sym/s | Total: 17.1m | ETA: 2.9m
[2025-11-25T23:46:08.563102] [INFO ] [sig       ] [3113/3639] Forecasting SWKS...
[2025-11-25T23:46:08.563187] [INFO ] [sig       ] Generating forecast for: SWKS
[2025-11-25T23:46:08.563233] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SWKS' from 'https://tdm.silogroup.org/data/derivative_storage/SWKS.csv'.
[2025-11-25T23:46:08.574707] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SWKS'.
[2025-11-25T23:46:08.575003] [INFO ] [FORECASTER] Starting predict_future for SWKS
[2025-11-25T23:46:08.575846] [DEBUG] [LOCAL     ] No optimal features file found for SWKS: ./output/feature-sets/SWKS.txt
[2025-11-25T23:46:08.575914] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:46:08.575969] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:46:08.576019] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:46:08.576106] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:46:08.634977] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:46:08.635680] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:46:08.635777] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:46:08.635837] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:46:08.726489] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:46:08.726613] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:46:08.726675] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:46:08.726733] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:46:08.729919] [DEBUG] [FORECASTER] SWKS: Forecast T+1@11:T+2@11: DOWN (p=35.00%)
[2025-11-25T23:46:08.730215] [INFO ] [FORECASTER] Completed predict_future for SWKS
[2025-11-25T23:46:08.730372] [INFO ] [sig       ] SWKS: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:46:08.875774] [INFO ] [LOCAL     ] Saved forecast: SWKS	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/SWKS.txt
[2025-11-25T23:46:08.875959] [INFO ] [sig       ] [3113/3639] Completed SWKS in 0.3s | 3.04 sym/s | Total: 17.1m | ETA: 2.9m
[2025-11-25T23:46:08.876022] [INFO ] [sig       ] [3114/3639] Forecasting SWVL...
[2025-11-25T23:46:08.876066] [INFO ] [sig       ] Generating forecast for: SWVL
[2025-11-25T23:46:08.876107] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SWVL' from 'https://tdm.silogroup.org/data/derivative_storage/SWVL.csv'.
[2025-11-25T23:46:08.886795] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SWVL'.
[2025-11-25T23:46:08.887039] [INFO ] [FORECASTER] Starting predict_future for SWVL
[2025-11-25T23:46:08.887918] [DEBUG] [LOCAL     ] No optimal features file found for SWVL: ./output/feature-sets/SWVL.txt
[2025-11-25T23:46:08.887986] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:46:08.888032] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:46:08.888071] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:46:08.888140] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:46:08.947255] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:46:08.947968] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:46:08.948066] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:46:08.948114] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:46:09.034110] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:46:09.034247] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:46:09.034290] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:46:09.034324] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:46:09.037562] [DEBUG] [FORECASTER] SWVL: Forecast T+1@11:T+2@11: UP (p=56.67%)
[2025-11-25T23:46:09.037872] [INFO ] [FORECASTER] Completed predict_future for SWVL
[2025-11-25T23:46:09.038021] [INFO ] [sig       ] SWVL: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:46:09.179156] [INFO ] [LOCAL     ] Saved forecast: SWVL	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/SWVL.txt
[2025-11-25T23:46:09.179308] [INFO ] [sig       ] [3114/3639] Completed SWVL in 0.3s | 3.04 sym/s | Total: 17.1m | ETA: 2.9m
[2025-11-25T23:46:09.179377] [INFO ] [sig       ] [3115/3639] Forecasting SWX...
[2025-11-25T23:46:09.179434] [INFO ] [sig       ] Generating forecast for: SWX
[2025-11-25T23:46:09.179490] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SWX' from 'https://tdm.silogroup.org/data/derivative_storage/SWX.csv'.
[2025-11-25T23:46:09.190290] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SWX'.
[2025-11-25T23:46:09.190596] [INFO ] [FORECASTER] Starting predict_future for SWX
[2025-11-25T23:46:09.191412] [DEBUG] [LOCAL     ] No optimal features file found for SWX: ./output/feature-sets/SWX.txt
[2025-11-25T23:46:09.191481] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:46:09.191528] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:46:09.191568] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:46:09.191654] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:46:09.250413] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:46:09.251085] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:46:09.251183] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:46:09.251232] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:46:09.347167] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:46:09.347375] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:46:09.347426] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:46:09.347461] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:46:09.350909] [DEBUG] [FORECASTER] SWX: Forecast T+1@11:T+2@11: UP (p=51.49%)
[2025-11-25T23:46:09.351198] [INFO ] [FORECASTER] Completed predict_future for SWX
[2025-11-25T23:46:09.351352] [INFO ] [sig       ] SWX: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:46:09.495183] [INFO ] [LOCAL     ] Saved forecast: SWX	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/SWX.txt
[2025-11-25T23:46:09.495340] [INFO ] [sig       ] [3115/3639] Completed SWX in 0.3s | 3.04 sym/s | Total: 17.1m | ETA: 2.9m
[2025-11-25T23:46:09.495405] [INFO ] [sig       ] [3116/3639] Forecasting SWZ...
[2025-11-25T23:46:09.495451] [INFO ] [sig       ] Generating forecast for: SWZ
[2025-11-25T23:46:09.495492] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SWZ' from 'https://tdm.silogroup.org/data/derivative_storage/SWZ.csv'.
[2025-11-25T23:46:09.505987] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SWZ'.
[2025-11-25T23:46:09.506324] [INFO ] [FORECASTER] Starting predict_future for SWZ
[2025-11-25T23:46:09.507146] [DEBUG] [LOCAL     ] No optimal features file found for SWZ: ./output/feature-sets/SWZ.txt
[2025-11-25T23:46:09.507219] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:46:09.507267] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:46:09.507308] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:46:09.507401] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:46:09.564546] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:46:09.565200] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:46:09.565310] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:46:09.565364] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:46:09.654041] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:46:09.654204] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:46:09.654256] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:46:09.654291] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:46:09.657682] [DEBUG] [FORECASTER] SWZ: Forecast T+1@11:T+2@11: UP (p=73.25%)
[2025-11-25T23:46:09.657980] [INFO ] [FORECASTER] Completed predict_future for SWZ
[2025-11-25T23:46:09.658135] [INFO ] [sig       ] SWZ: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:46:09.804697] [INFO ] [LOCAL     ] Saved forecast: SWZ	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/SWZ.txt
[2025-11-25T23:46:09.804847] [INFO ] [sig       ] [3116/3639] Completed SWZ in 0.3s | 3.04 sym/s | Total: 17.1m | ETA: 2.9m
[2025-11-25T23:46:09.804901] [INFO ] [sig       ] [3117/3639] Forecasting SXC...
[2025-11-25T23:46:09.804945] [INFO ] [sig       ] Generating forecast for: SXC
[2025-11-25T23:46:09.804986] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SXC' from 'https://tdm.silogroup.org/data/derivative_storage/SXC.csv'.
[2025-11-25T23:46:09.816571] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SXC'.
[2025-11-25T23:46:09.816940] [INFO ] [FORECASTER] Starting predict_future for SXC
[2025-11-25T23:46:09.817908] [DEBUG] [LOCAL     ] No optimal features file found for SXC: ./output/feature-sets/SXC.txt
[2025-11-25T23:46:09.817986] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:46:09.818036] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:46:09.818078] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:46:09.818147] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:46:09.876077] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:46:09.876768] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:46:09.876865] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:46:09.876911] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:46:09.969107] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:46:09.969284] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:46:09.969330] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:46:09.969365] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:46:09.972845] [DEBUG] [FORECASTER] SXC: Forecast T+1@11:T+2@11: DOWN (p=28.18%)
[2025-11-25T23:46:09.973133] [INFO ] [FORECASTER] Completed predict_future for SXC
[2025-11-25T23:46:09.973306] [INFO ] [sig       ] SXC: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:46:10.114198] [INFO ] [LOCAL     ] Saved forecast: SXC	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/SXC.txt
[2025-11-25T23:46:10.114364] [INFO ] [sig       ] [3117/3639] Completed SXC in 0.3s | 3.04 sym/s | Total: 17.1m | ETA: 2.9m
[2025-11-25T23:46:10.114419] [INFO ] [sig       ] [3118/3639] Forecasting SXI...
[2025-11-25T23:46:10.114461] [INFO ] [sig       ] Generating forecast for: SXI
[2025-11-25T23:46:10.114503] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SXI' from 'https://tdm.silogroup.org/data/derivative_storage/SXI.csv'.
[2025-11-25T23:46:10.125192] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SXI'.
[2025-11-25T23:46:10.125604] [INFO ] [FORECASTER] Starting predict_future for SXI
[2025-11-25T23:46:10.126421] [DEBUG] [LOCAL     ] No optimal features file found for SXI: ./output/feature-sets/SXI.txt
[2025-11-25T23:46:10.126490] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:46:10.126536] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:46:10.126577] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:46:10.126670] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:46:10.186776] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:46:10.187709] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:46:10.187809] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:46:10.187856] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:46:10.283816] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:46:10.283971] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:46:10.284015] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:46:10.284049] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:46:10.287307] [DEBUG] [FORECASTER] SXI: Forecast T+1@11:T+2@11: DOWN (p=45.34%)
[2025-11-25T23:46:10.287615] [INFO ] [FORECASTER] Completed predict_future for SXI
[2025-11-25T23:46:10.287775] [INFO ] [sig       ] SXI: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:46:10.437171] [INFO ] [LOCAL     ] Saved forecast: SXI	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/SXI.txt
[2025-11-25T23:46:10.437407] [INFO ] [sig       ] [3118/3639] Completed SXI in 0.3s | 3.04 sym/s | Total: 17.1m | ETA: 2.9m
[2025-11-25T23:46:10.437481] [INFO ] [sig       ] [3119/3639] Forecasting SXTC...
[2025-11-25T23:46:10.437528] [INFO ] [sig       ] Generating forecast for: SXTC
[2025-11-25T23:46:10.437571] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SXTC' from 'https://tdm.silogroup.org/data/derivative_storage/SXTC.csv'.
[2025-11-25T23:46:10.448983] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SXTC'.
[2025-11-25T23:46:10.449289] [INFO ] [FORECASTER] Starting predict_future for SXTC
[2025-11-25T23:46:10.450122] [DEBUG] [LOCAL     ] No optimal features file found for SXTC: ./output/feature-sets/SXTC.txt
[2025-11-25T23:46:10.450193] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:46:10.450243] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:46:10.450285] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:46:10.450354] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:46:10.507926] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:46:10.508886] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:46:10.508991] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:46:10.509039] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:46:10.597384] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:46:10.597586] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:46:10.597679] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:46:10.597724] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:46:10.601128] [DEBUG] [FORECASTER] SXTC: Forecast T+1@11:T+2@11: UP (p=69.77%)
[2025-11-25T23:46:10.601411] [INFO ] [FORECASTER] Completed predict_future for SXTC
[2025-11-25T23:46:10.601550] [INFO ] [sig       ] SXTC: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:46:10.743282] [INFO ] [LOCAL     ] Saved forecast: SXTC	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/SXTC.txt
[2025-11-25T23:46:10.743477] [INFO ] [sig       ] [3119/3639] Completed SXTC in 0.3s | 3.04 sym/s | Total: 17.1m | ETA: 2.9m
[2025-11-25T23:46:10.743533] [INFO ] [sig       ] [3120/3639] Forecasting SY...
[2025-11-25T23:46:10.743576] [INFO ] [sig       ] Generating forecast for: SY
[2025-11-25T23:46:10.743619] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SY' from 'https://tdm.silogroup.org/data/derivative_storage/SY.csv'.
[2025-11-25T23:46:10.754146] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SY'.
[2025-11-25T23:46:10.754545] [INFO ] [FORECASTER] Starting predict_future for SY
[2025-11-25T23:46:10.755368] [DEBUG] [LOCAL     ] No optimal features file found for SY: ./output/feature-sets/SY.txt
[2025-11-25T23:46:10.755437] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:46:10.755484] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:46:10.755524] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:46:10.755598] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:46:10.812907] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:46:10.813822] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:46:10.813926] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:46:10.813974] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:46:10.908777] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:46:10.908960] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:46:10.909005] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:46:10.909039] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:46:10.912423] [DEBUG] [FORECASTER] SY: Forecast T+1@11:T+2@11: DOWN (p=47.74%)
[2025-11-25T23:46:10.912731] [INFO ] [FORECASTER] Completed predict_future for SY
[2025-11-25T23:46:10.912878] [INFO ] [sig       ] SY: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:46:11.052548] [INFO ] [LOCAL     ] Saved forecast: SY	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/SY.txt
[2025-11-25T23:46:11.052734] [INFO ] [sig       ] [3120/3639] Completed SY in 0.3s | 3.04 sym/s | Total: 17.1m | ETA: 2.8m
[2025-11-25T23:46:11.052791] [INFO ] [sig       ] [3121/3639] Forecasting SYF...
[2025-11-25T23:46:11.052836] [INFO ] [sig       ] Generating forecast for: SYF
[2025-11-25T23:46:11.052878] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SYF' from 'https://tdm.silogroup.org/data/derivative_storage/SYF.csv'.
[2025-11-25T23:46:11.063902] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SYF'.
[2025-11-25T23:46:11.064211] [INFO ] [FORECASTER] Starting predict_future for SYF
[2025-11-25T23:46:11.065016] [DEBUG] [LOCAL     ] No optimal features file found for SYF: ./output/feature-sets/SYF.txt
[2025-11-25T23:46:11.065084] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:46:11.065131] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:46:11.065172] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:46:11.065243] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:46:11.122670] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:46:11.123562] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:46:11.123716] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:46:11.123769] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:46:11.235827] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:46:11.236059] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:46:11.236112] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:46:11.236149] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:46:11.239772] [DEBUG] [FORECASTER] SYF: Forecast T+1@11:T+2@11: DOWN (p=14.17%)
[2025-11-25T23:46:11.240086] [INFO ] [FORECASTER] Completed predict_future for SYF
[2025-11-25T23:46:11.240231] [INFO ] [sig       ] SYF: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:46:11.382177] [INFO ] [LOCAL     ] Saved forecast: SYF	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/SYF.txt
[2025-11-25T23:46:11.382353] [INFO ] [sig       ] [3121/3639] Completed SYF in 0.3s | 3.04 sym/s | Total: 17.1m | ETA: 2.8m
[2025-11-25T23:46:11.382410] [INFO ] [sig       ] [3122/3639] Forecasting SYK...
[2025-11-25T23:46:11.382456] [INFO ] [sig       ] Generating forecast for: SYK
[2025-11-25T23:46:11.382499] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SYK' from 'https://tdm.silogroup.org/data/derivative_storage/SYK.csv'.
[2025-11-25T23:46:11.393516] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SYK'.
[2025-11-25T23:46:11.393893] [INFO ] [FORECASTER] Starting predict_future for SYK
[2025-11-25T23:46:11.394744] [DEBUG] [LOCAL     ] No optimal features file found for SYK: ./output/feature-sets/SYK.txt
[2025-11-25T23:46:11.394814] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:46:11.394860] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:46:11.394902] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:46:11.394972] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:46:11.453037] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:46:11.453886] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:46:11.453988] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:46:11.454030] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:46:11.549350] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:46:11.549559] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:46:11.549605] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:46:11.549662] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:46:11.553405] [DEBUG] [FORECASTER] SYK: Forecast T+1@11:T+2@11: UP (p=78.62%)
[2025-11-25T23:46:11.553884] [INFO ] [FORECASTER] Completed predict_future for SYK
[2025-11-25T23:46:11.554070] [INFO ] [sig       ] SYK: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:46:11.702565] [INFO ] [LOCAL     ] Saved forecast: SYK	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/SYK.txt
[2025-11-25T23:46:11.702790] [INFO ] [sig       ] [3122/3639] Completed SYK in 0.3s | 3.04 sym/s | Total: 17.1m | ETA: 2.8m
[2025-11-25T23:46:11.702849] [INFO ] [sig       ] [3123/3639] Forecasting SYM...
[2025-11-25T23:46:11.702918] [INFO ] [sig       ] Generating forecast for: SYM
[2025-11-25T23:46:11.702974] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SYM' from 'https://tdm.silogroup.org/data/derivative_storage/SYM.csv'.
[2025-11-25T23:46:11.714247] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SYM'.
[2025-11-25T23:46:11.714795] [INFO ] [FORECASTER] Starting predict_future for SYM
[2025-11-25T23:46:11.715716] [DEBUG] [LOCAL     ] No optimal features file found for SYM: ./output/feature-sets/SYM.txt
[2025-11-25T23:46:11.715792] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:46:11.715841] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:46:11.715902] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:46:11.715984] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:46:11.783534] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:46:11.784430] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:46:11.784532] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:46:11.784579] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:46:11.893385] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:46:11.893590] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:46:11.893657] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:46:11.893723] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:46:11.897234] [DEBUG] [FORECASTER] SYM: Forecast T+1@11:T+2@11: DOWN (p=23.59%)
[2025-11-25T23:46:11.897616] [INFO ] [FORECASTER] Completed predict_future for SYM
[2025-11-25T23:46:11.897803] [INFO ] [sig       ] SYM: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:46:12.045917] [INFO ] [LOCAL     ] Saved forecast: SYM	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/SYM.txt
[2025-11-25T23:46:12.046140] [INFO ] [sig       ] [3123/3639] Completed SYM in 0.3s | 3.04 sym/s | Total: 17.1m | ETA: 2.8m
[2025-11-25T23:46:12.046199] [INFO ] [sig       ] [3124/3639] Forecasting SYNA...
[2025-11-25T23:46:12.046253] [INFO ] [sig       ] Generating forecast for: SYNA
[2025-11-25T23:46:12.046306] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SYNA' from 'https://tdm.silogroup.org/data/derivative_storage/SYNA.csv'.
[2025-11-25T23:46:12.057088] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SYNA'.
[2025-11-25T23:46:12.057565] [INFO ] [FORECASTER] Starting predict_future for SYNA
[2025-11-25T23:46:12.058412] [DEBUG] [LOCAL     ] No optimal features file found for SYNA: ./output/feature-sets/SYNA.txt
[2025-11-25T23:46:12.058483] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:46:12.058530] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:46:12.058571] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:46:12.058665] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:46:12.116625] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:46:12.117541] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:46:12.117664] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:46:12.117715] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:46:12.210113] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:46:12.210304] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:46:12.210350] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:46:12.210384] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:46:12.213828] [DEBUG] [FORECASTER] SYNA: Forecast T+1@11:T+2@11: DOWN (p=29.11%)
[2025-11-25T23:46:12.214138] [INFO ] [FORECASTER] Completed predict_future for SYNA
[2025-11-25T23:46:12.214290] [INFO ] [sig       ] SYNA: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:46:12.354608] [INFO ] [LOCAL     ] Saved forecast: SYNA	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/SYNA.txt
[2025-11-25T23:46:12.354790] [INFO ] [sig       ] [3124/3639] Completed SYNA in 0.3s | 3.04 sym/s | Total: 17.1m | ETA: 2.8m
[2025-11-25T23:46:12.354862] [INFO ] [sig       ] [3125/3639] Forecasting SYRE...
[2025-11-25T23:46:12.354915] [INFO ] [sig       ] Generating forecast for: SYRE
[2025-11-25T23:46:12.354966] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SYRE' from 'https://tdm.silogroup.org/data/derivative_storage/SYRE.csv'.
[2025-11-25T23:46:12.366128] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SYRE'.
[2025-11-25T23:46:12.366479] [INFO ] [FORECASTER] Starting predict_future for SYRE
[2025-11-25T23:46:12.367337] [DEBUG] [LOCAL     ] No optimal features file found for SYRE: ./output/feature-sets/SYRE.txt
[2025-11-25T23:46:12.367442] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:46:12.367500] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:46:12.367546] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:46:12.367632] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:46:12.424496] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:46:12.425217] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:46:12.425317] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:46:12.425374] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:46:12.522331] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:46:12.522467] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:46:12.522510] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:46:12.522544] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:46:12.525813] [DEBUG] [FORECASTER] SYRE: Forecast T+1@11:T+2@11: DOWN (p=30.01%)
[2025-11-25T23:46:12.526095] [INFO ] [FORECASTER] Completed predict_future for SYRE
[2025-11-25T23:46:12.526229] [INFO ] [sig       ] SYRE: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:46:12.666119] [INFO ] [LOCAL     ] Saved forecast: SYRE	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/SYRE.txt
[2025-11-25T23:46:12.666259] [INFO ] [sig       ] [3125/3639] Completed SYRE in 0.3s | 3.04 sym/s | Total: 17.1m | ETA: 2.8m
[2025-11-25T23:46:12.666312] [INFO ] [sig       ] [3126/3639] Forecasting SYY...
[2025-11-25T23:46:12.666353] [INFO ] [sig       ] Generating forecast for: SYY
[2025-11-25T23:46:12.666389] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SYY' from 'https://tdm.silogroup.org/data/derivative_storage/SYY.csv'.
[2025-11-25T23:46:12.677392] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SYY'.
[2025-11-25T23:46:12.677703] [INFO ] [FORECASTER] Starting predict_future for SYY
[2025-11-25T23:46:12.678489] [DEBUG] [LOCAL     ] No optimal features file found for SYY: ./output/feature-sets/SYY.txt
[2025-11-25T23:46:12.678560] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:46:12.678607] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:46:12.678667] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:46:12.678742] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:46:12.735735] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:46:12.736380] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:46:12.736473] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:46:12.736521] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:46:12.850483] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:46:12.850672] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:46:12.850743] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:46:12.850797] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:46:12.854146] [DEBUG] [FORECASTER] SYY: Forecast T+1@11:T+2@11: DOWN (p=12.69%)
[2025-11-25T23:46:12.854441] [INFO ] [FORECASTER] Completed predict_future for SYY
[2025-11-25T23:46:12.854593] [INFO ] [sig       ] SYY: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:46:12.995911] [INFO ] [LOCAL     ] Saved forecast: SYY	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/SYY.txt
[2025-11-25T23:46:12.996048] [INFO ] [sig       ] [3126/3639] Completed SYY in 0.3s | 3.04 sym/s | Total: 17.1m | ETA: 2.8m
[2025-11-25T23:46:12.996102] [INFO ] [sig       ] [3127/3639] Forecasting TAC...
[2025-11-25T23:46:12.996160] [INFO ] [sig       ] Generating forecast for: TAC
[2025-11-25T23:46:12.996205] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TAC' from 'https://tdm.silogroup.org/data/derivative_storage/TAC.csv'.
[2025-11-25T23:46:13.006934] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TAC'.
[2025-11-25T23:46:13.007250] [INFO ] [FORECASTER] Starting predict_future for TAC
[2025-11-25T23:46:13.008102] [DEBUG] [LOCAL     ] No optimal features file found for TAC: ./output/feature-sets/TAC.txt
[2025-11-25T23:46:13.008180] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:46:13.008226] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:46:13.008265] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:46:13.008334] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:46:13.065470] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:46:13.066121] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:46:13.066214] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:46:13.066262] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:46:13.158097] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:46:13.158240] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:46:13.158283] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:46:13.158317] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:46:13.161588] [DEBUG] [FORECASTER] TAC: Forecast T+1@11:T+2@11: UP (p=96.96%)
[2025-11-25T23:46:13.161923] [INFO ] [FORECASTER] Completed predict_future for TAC
[2025-11-25T23:46:13.162082] [INFO ] [sig       ] TAC: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:46:13.302892] [INFO ] [LOCAL     ] Saved forecast: TAC	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/TAC.txt
[2025-11-25T23:46:13.303034] [INFO ] [sig       ] [3127/3639] Completed TAC in 0.3s | 3.04 sym/s | Total: 17.1m | ETA: 2.8m
[2025-11-25T23:46:13.303087] [INFO ] [sig       ] [3128/3639] Forecasting TAK...
[2025-11-25T23:46:13.303132] [INFO ] [sig       ] Generating forecast for: TAK
[2025-11-25T23:46:13.303174] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TAK' from 'https://tdm.silogroup.org/data/derivative_storage/TAK.csv'.
[2025-11-25T23:46:13.313997] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TAK'.
[2025-11-25T23:46:13.314270] [INFO ] [FORECASTER] Starting predict_future for TAK
[2025-11-25T23:46:13.315070] [DEBUG] [LOCAL     ] No optimal features file found for TAK: ./output/feature-sets/TAK.txt
[2025-11-25T23:46:13.315139] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:46:13.315185] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:46:13.315226] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:46:13.315296] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:46:13.373218] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:46:13.373850] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:46:13.373941] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:46:13.373988] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:46:13.474162] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:46:13.474294] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:46:13.474336] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:46:13.474371] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:46:13.477578] [DEBUG] [FORECASTER] TAK: Forecast T+1@11:T+2@11: UP (p=53.78%)
[2025-11-25T23:46:13.477914] [INFO ] [FORECASTER] Completed predict_future for TAK
[2025-11-25T23:46:13.478073] [INFO ] [sig       ] TAK: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:46:13.619366] [INFO ] [LOCAL     ] Saved forecast: TAK	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/TAK.txt
[2025-11-25T23:46:13.619519] [INFO ] [sig       ] [3128/3639] Completed TAK in 0.3s | 3.04 sym/s | Total: 17.2m | ETA: 2.8m
[2025-11-25T23:46:13.619575] [INFO ] [sig       ] [3129/3639] Forecasting TAL...
[2025-11-25T23:46:13.619619] [INFO ] [sig       ] Generating forecast for: TAL
[2025-11-25T23:46:13.619680] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TAL' from 'https://tdm.silogroup.org/data/derivative_storage/TAL.csv'.
[2025-11-25T23:46:13.630353] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TAL'.
[2025-11-25T23:46:13.630684] [INFO ] [FORECASTER] Starting predict_future for TAL
[2025-11-25T23:46:13.631468] [DEBUG] [LOCAL     ] No optimal features file found for TAL: ./output/feature-sets/TAL.txt
[2025-11-25T23:46:13.631537] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:46:13.631584] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:46:13.631624] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:46:13.631714] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:46:13.689594] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:46:13.690262] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:46:13.690360] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:46:13.690418] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:46:13.780102] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:46:13.780236] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:46:13.780278] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:46:13.780311] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:46:13.783507] [DEBUG] [FORECASTER] TAL: Forecast T+1@11:T+2@11: DOWN (p=47.40%)
[2025-11-25T23:46:13.783822] [INFO ] [FORECASTER] Completed predict_future for TAL
[2025-11-25T23:46:13.783967] [INFO ] [sig       ] TAL: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:46:13.924768] [INFO ] [LOCAL     ] Saved forecast: TAL	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/TAL.txt
[2025-11-25T23:46:13.924903] [INFO ] [sig       ] [3129/3639] Completed TAL in 0.3s | 3.04 sym/s | Total: 17.2m | ETA: 2.8m
[2025-11-25T23:46:13.924957] [INFO ] [sig       ] [3130/3639] Forecasting TALK...
[2025-11-25T23:46:13.925000] [INFO ] [sig       ] Generating forecast for: TALK
[2025-11-25T23:46:13.925042] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TALK' from 'https://tdm.silogroup.org/data/derivative_storage/TALK.csv'.
[2025-11-25T23:46:13.935431] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TALK'.
[2025-11-25T23:46:13.935724] [INFO ] [FORECASTER] Starting predict_future for TALK
[2025-11-25T23:46:13.936519] [DEBUG] [LOCAL     ] No optimal features file found for TALK: ./output/feature-sets/TALK.txt
[2025-11-25T23:46:13.936588] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:46:13.936634] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:46:13.936703] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:46:13.936773] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:46:13.997071] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:46:13.997889] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:46:13.997988] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:46:13.998036] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:46:14.090653] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:46:14.090787] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:46:14.090829] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:46:14.090863] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:46:14.094047] [DEBUG] [FORECASTER] TALK: Forecast T+1@11:T+2@11: DOWN (p=4.60%)
[2025-11-25T23:46:14.094327] [INFO ] [FORECASTER] Completed predict_future for TALK
[2025-11-25T23:46:14.094465] [INFO ] [sig       ] TALK: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:46:14.236177] [INFO ] [LOCAL     ] Saved forecast: TALK	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/TALK.txt
[2025-11-25T23:46:14.236316] [INFO ] [sig       ] [3130/3639] Completed TALK in 0.3s | 3.04 sym/s | Total: 17.2m | ETA: 2.8m
[2025-11-25T23:46:14.236370] [INFO ] [sig       ] [3131/3639] Forecasting TALO...
[2025-11-25T23:46:14.236414] [INFO ] [sig       ] Generating forecast for: TALO
[2025-11-25T23:46:14.236455] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TALO' from 'https://tdm.silogroup.org/data/derivative_storage/TALO.csv'.
[2025-11-25T23:46:14.247183] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TALO'.
[2025-11-25T23:46:14.247567] [INFO ] [FORECASTER] Starting predict_future for TALO
[2025-11-25T23:46:14.248385] [DEBUG] [LOCAL     ] No optimal features file found for TALO: ./output/feature-sets/TALO.txt
[2025-11-25T23:46:14.248467] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:46:14.248512] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:46:14.248553] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:46:14.248624] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:46:14.306462] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:46:14.307089] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:46:14.307182] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:46:14.307227] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:46:14.395773] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:46:14.395917] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:46:14.395970] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:46:14.396015] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:46:14.399192] [DEBUG] [FORECASTER] TALO: Forecast T+1@11:T+2@11: UP (p=95.67%)
[2025-11-25T23:46:14.399491] [INFO ] [FORECASTER] Completed predict_future for TALO
[2025-11-25T23:46:14.399657] [INFO ] [sig       ] TALO: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:46:14.541185] [INFO ] [LOCAL     ] Saved forecast: TALO	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/TALO.txt
[2025-11-25T23:46:14.541336] [INFO ] [sig       ] [3131/3639] Completed TALO in 0.3s | 3.04 sym/s | Total: 17.2m | ETA: 2.8m
[2025-11-25T23:46:14.541400] [INFO ] [sig       ] [3132/3639] Forecasting TAOP...
[2025-11-25T23:46:14.541444] [INFO ] [sig       ] Generating forecast for: TAOP
[2025-11-25T23:46:14.541485] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TAOP' from 'https://tdm.silogroup.org/data/derivative_storage/TAOP.csv'.
[2025-11-25T23:46:14.553917] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TAOP'.
[2025-11-25T23:46:14.554418] [INFO ] [FORECASTER] Starting predict_future for TAOP
[2025-11-25T23:46:14.555448] [DEBUG] [LOCAL     ] No optimal features file found for TAOP: ./output/feature-sets/TAOP.txt
[2025-11-25T23:46:14.555524] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:46:14.555575] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:46:14.555617] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:46:14.555711] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:46:14.614367] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:46:14.615678] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:46:14.615835] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:46:14.615888] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:46:14.729556] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:46:14.729892] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:46:14.729981] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:46:14.730032] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:46:14.734245] [DEBUG] [FORECASTER] TAOP: Forecast T+1@11:T+2@11: UP (p=88.92%)
[2025-11-25T23:46:14.734606] [INFO ] [FORECASTER] Completed predict_future for TAOP
[2025-11-25T23:46:14.734826] [INFO ] [sig       ] TAOP: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:46:14.884631] [INFO ] [LOCAL     ] Saved forecast: TAOP	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/TAOP.txt
[2025-11-25T23:46:14.884878] [INFO ] [sig       ] [3132/3639] Completed TAOP in 0.3s | 3.04 sym/s | Total: 17.2m | ETA: 2.8m
[2025-11-25T23:46:14.884941] [INFO ] [sig       ] [3133/3639] Forecasting TAP...
[2025-11-25T23:46:14.884998] [INFO ] [sig       ] Generating forecast for: TAP
[2025-11-25T23:46:14.885055] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TAP' from 'https://tdm.silogroup.org/data/derivative_storage/TAP.csv'.
[2025-11-25T23:46:14.902021] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TAP'.
[2025-11-25T23:46:14.902613] [INFO ] [FORECASTER] Starting predict_future for TAP
[2025-11-25T23:46:14.903706] [DEBUG] [LOCAL     ] No optimal features file found for TAP: ./output/feature-sets/TAP.txt
[2025-11-25T23:46:14.903781] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:46:14.903833] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:46:14.903876] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:46:14.903952] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:46:14.962629] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:46:14.963525] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:46:14.963659] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:46:14.963716] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:46:15.081475] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:46:15.081749] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:46:15.081830] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:46:15.081876] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:46:15.085771] [DEBUG] [FORECASTER] TAP: Forecast T+1@11:T+2@11: UP (p=96.92%)
[2025-11-25T23:46:15.086104] [INFO ] [FORECASTER] Completed predict_future for TAP
[2025-11-25T23:46:15.086274] [INFO ] [sig       ] TAP: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:46:15.236810] [INFO ] [LOCAL     ] Saved forecast: TAP	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/TAP.txt
[2025-11-25T23:46:15.237009] [INFO ] [sig       ] [3133/3639] Completed TAP in 0.4s | 3.04 sym/s | Total: 17.2m | ETA: 2.8m
[2025-11-25T23:46:15.237069] [INFO ] [sig       ] [3134/3639] Forecasting TARA...
[2025-11-25T23:46:15.237130] [INFO ] [sig       ] Generating forecast for: TARA
[2025-11-25T23:46:15.237189] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TARA' from 'https://tdm.silogroup.org/data/derivative_storage/TARA.csv'.
[2025-11-25T23:46:15.250003] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TARA'.
[2025-11-25T23:46:15.250449] [INFO ] [FORECASTER] Starting predict_future for TARA
[2025-11-25T23:46:15.251410] [DEBUG] [LOCAL     ] No optimal features file found for TARA: ./output/feature-sets/TARA.txt
[2025-11-25T23:46:15.251482] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:46:15.251531] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:46:15.251573] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:46:15.251720] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:46:15.310843] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:46:15.311742] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:46:15.311858] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:46:15.311910] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:46:15.430880] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:46:15.431142] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:46:15.431198] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:46:15.431234] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:46:15.435220] [DEBUG] [FORECASTER] TARA: Forecast T+1@11:T+2@11: DOWN (p=34.97%)
[2025-11-25T23:46:15.435669] [INFO ] [FORECASTER] Completed predict_future for TARA
[2025-11-25T23:46:15.435854] [INFO ] [sig       ] TARA: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:46:15.580701] [INFO ] [LOCAL     ] Saved forecast: TARA	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/TARA.txt
[2025-11-25T23:46:15.580914] [INFO ] [sig       ] [3134/3639] Completed TARA in 0.3s | 3.04 sym/s | Total: 17.2m | ETA: 2.8m
[2025-11-25T23:46:15.580974] [INFO ] [sig       ] [3135/3639] Forecasting TARK...
[2025-11-25T23:46:15.581023] [INFO ] [sig       ] Generating forecast for: TARK
[2025-11-25T23:46:15.581074] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TARK' from 'https://tdm.silogroup.org/data/derivative_storage/TARK.csv'.
[2025-11-25T23:46:15.594032] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TARK'.
[2025-11-25T23:46:15.594457] [INFO ] [FORECASTER] Starting predict_future for TARK
[2025-11-25T23:46:15.595380] [DEBUG] [LOCAL     ] No optimal features file found for TARK: ./output/feature-sets/TARK.txt
[2025-11-25T23:46:15.595452] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:46:15.595500] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:46:15.595540] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:46:15.595610] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:46:15.652861] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:46:15.653535] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:46:15.653633] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:46:15.653711] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:46:15.772087] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:46:15.772322] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:46:15.772369] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:46:15.772404] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:46:15.775976] [DEBUG] [FORECASTER] TARK: Forecast T+1@11:T+2@11: DOWN (p=0.59%)
[2025-11-25T23:46:15.776261] [INFO ] [FORECASTER] Completed predict_future for TARK
[2025-11-25T23:46:15.776432] [INFO ] [sig       ] TARK: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:46:15.915985] [INFO ] [LOCAL     ] Saved forecast: TARK	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/TARK.txt
[2025-11-25T23:46:15.916119] [INFO ] [sig       ] [3135/3639] Completed TARK in 0.3s | 3.04 sym/s | Total: 17.2m | ETA: 2.8m
[2025-11-25T23:46:15.916175] [INFO ] [sig       ] [3136/3639] Forecasting TARS...
[2025-11-25T23:46:15.916219] [INFO ] [sig       ] Generating forecast for: TARS
[2025-11-25T23:46:15.916261] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TARS' from 'https://tdm.silogroup.org/data/derivative_storage/TARS.csv'.
[2025-11-25T23:46:15.926685] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TARS'.
[2025-11-25T23:46:15.926990] [INFO ] [FORECASTER] Starting predict_future for TARS
[2025-11-25T23:46:15.927861] [DEBUG] [LOCAL     ] No optimal features file found for TARS: ./output/feature-sets/TARS.txt
[2025-11-25T23:46:15.927958] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:46:15.928008] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:46:15.928062] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:46:15.928143] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:46:15.984602] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:46:15.985240] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:46:15.985338] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:46:15.985396] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:46:16.100019] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:46:16.100215] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:46:16.100261] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:46:16.100296] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:46:16.103760] [DEBUG] [FORECASTER] TARS: Forecast T+1@11:T+2@11: DOWN (p=13.15%)
[2025-11-25T23:46:16.104063] [INFO ] [FORECASTER] Completed predict_future for TARS
[2025-11-25T23:46:16.104208] [INFO ] [sig       ] TARS: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:46:16.249017] [INFO ] [LOCAL     ] Saved forecast: TARS	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/TARS.txt
[2025-11-25T23:46:16.249189] [INFO ] [sig       ] [3136/3639] Completed TARS in 0.3s | 3.04 sym/s | Total: 17.2m | ETA: 2.8m
[2025-11-25T23:46:16.249245] [INFO ] [sig       ] [3137/3639] Forecasting TASK...
[2025-11-25T23:46:16.249292] [INFO ] [sig       ] Generating forecast for: TASK
[2025-11-25T23:46:16.249355] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TASK' from 'https://tdm.silogroup.org/data/derivative_storage/TASK.csv'.
[2025-11-25T23:46:16.262814] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TASK'.
[2025-11-25T23:46:16.263473] [INFO ] [FORECASTER] Starting predict_future for TASK
[2025-11-25T23:46:16.264454] [DEBUG] [LOCAL     ] No optimal features file found for TASK: ./output/feature-sets/TASK.txt
[2025-11-25T23:46:16.264528] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:46:16.264579] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:46:16.264621] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:46:16.264713] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:46:16.323015] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:46:16.324097] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:46:16.324216] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:46:16.324265] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:46:16.438934] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:46:16.439213] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:46:16.439268] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:46:16.439306] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:46:16.443186] [DEBUG] [FORECASTER] TASK: Forecast T+1@11:T+2@11: DOWN (p=38.42%)
[2025-11-25T23:46:16.443541] [INFO ] [FORECASTER] Completed predict_future for TASK
[2025-11-25T23:46:16.443726] [INFO ] [sig       ] TASK: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:46:16.589602] [INFO ] [LOCAL     ] Saved forecast: TASK	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/TASK.txt
[2025-11-25T23:46:16.589891] [INFO ] [sig       ] [3137/3639] Completed TASK in 0.3s | 3.04 sym/s | Total: 17.2m | ETA: 2.8m
[2025-11-25T23:46:16.589977] [INFO ] [sig       ] [3138/3639] Forecasting TAYD...
[2025-11-25T23:46:16.590035] [INFO ] [sig       ] Generating forecast for: TAYD
[2025-11-25T23:46:16.590094] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TAYD' from 'https://tdm.silogroup.org/data/derivative_storage/TAYD.csv'.
[2025-11-25T23:46:16.602218] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TAYD'.
[2025-11-25T23:46:16.602754] [INFO ] [FORECASTER] Starting predict_future for TAYD
[2025-11-25T23:46:16.603723] [DEBUG] [LOCAL     ] No optimal features file found for TAYD: ./output/feature-sets/TAYD.txt
[2025-11-25T23:46:16.603796] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:46:16.603844] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:46:16.603888] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:46:16.603962] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:46:16.664738] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:46:16.666070] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:46:16.666204] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:46:16.666257] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:46:16.774991] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:46:16.775271] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:46:16.775478] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:46:16.775574] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:46:16.782633] [DEBUG] [FORECASTER] TAYD: Forecast T+1@11:T+2@11: DOWN (p=41.24%)
[2025-11-25T23:46:16.783102] [INFO ] [FORECASTER] Completed predict_future for TAYD
[2025-11-25T23:46:16.783406] [INFO ] [sig       ] TAYD: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:46:16.928010] [INFO ] [LOCAL     ] Saved forecast: TAYD	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/TAYD.txt
[2025-11-25T23:46:16.928210] [INFO ] [sig       ] [3138/3639] Completed TAYD in 0.3s | 3.04 sym/s | Total: 17.2m | ETA: 2.7m
[2025-11-25T23:46:16.928269] [INFO ] [sig       ] [3139/3639] Forecasting TBB...
[2025-11-25T23:46:16.928315] [INFO ] [sig       ] Generating forecast for: TBB
[2025-11-25T23:46:16.928376] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TBB' from 'https://tdm.silogroup.org/data/derivative_storage/TBB.csv'.
[2025-11-25T23:46:16.941373] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TBB'.
[2025-11-25T23:46:16.941796] [INFO ] [FORECASTER] Starting predict_future for TBB
[2025-11-25T23:46:16.942796] [DEBUG] [LOCAL     ] No optimal features file found for TBB: ./output/feature-sets/TBB.txt
[2025-11-25T23:46:16.942867] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:46:16.942917] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:46:16.942970] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:46:16.943052] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:46:17.000845] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:46:17.002007] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:46:17.002125] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:46:17.002186] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:46:17.116101] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:46:17.116369] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:46:17.116420] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:46:17.116455] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:46:17.120340] [DEBUG] [FORECASTER] TBB: Forecast T+1@11:T+2@11: DOWN (p=27.47%)
[2025-11-25T23:46:17.121025] [INFO ] [FORECASTER] Completed predict_future for TBB
[2025-11-25T23:46:17.121270] [INFO ] [sig       ] TBB: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:46:17.264247] [INFO ] [LOCAL     ] Saved forecast: TBB	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/TBB.txt
[2025-11-25T23:46:17.264472] [INFO ] [sig       ] [3139/3639] Completed TBB in 0.3s | 3.04 sym/s | Total: 17.2m | ETA: 2.7m
[2025-11-25T23:46:17.264535] [INFO ] [sig       ] [3140/3639] Forecasting TBBK...
[2025-11-25T23:46:17.264582] [INFO ] [sig       ] Generating forecast for: TBBK
[2025-11-25T23:46:17.264681] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TBBK' from 'https://tdm.silogroup.org/data/derivative_storage/TBBK.csv'.
[2025-11-25T23:46:17.276888] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TBBK'.
[2025-11-25T23:46:17.277385] [INFO ] [FORECASTER] Starting predict_future for TBBK
[2025-11-25T23:46:17.278450] [DEBUG] [LOCAL     ] No optimal features file found for TBBK: ./output/feature-sets/TBBK.txt
[2025-11-25T23:46:17.278535] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:46:17.278595] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:46:17.278669] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:46:17.278765] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:46:17.336679] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:46:17.338017] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:46:17.338137] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:46:17.338199] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:46:17.457533] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:46:17.457893] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:46:17.458021] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:46:17.458101] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:46:17.464118] [DEBUG] [FORECASTER] TBBK: Forecast T+1@11:T+2@11: UP (p=52.69%)
[2025-11-25T23:46:17.464765] [INFO ] [FORECASTER] Completed predict_future for TBBK
[2025-11-25T23:46:17.465011] [INFO ] [sig       ] TBBK: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:46:17.614778] [INFO ] [LOCAL     ] Saved forecast: TBBK	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/TBBK.txt
[2025-11-25T23:46:17.614999] [INFO ] [sig       ] [3140/3639] Completed TBBK in 0.4s | 3.04 sym/s | Total: 17.2m | ETA: 2.7m
[2025-11-25T23:46:17.615058] [INFO ] [sig       ] [3141/3639] Forecasting TBI...
[2025-11-25T23:46:17.615104] [INFO ] [sig       ] Generating forecast for: TBI
[2025-11-25T23:46:17.615149] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TBI' from 'https://tdm.silogroup.org/data/derivative_storage/TBI.csv'.
[2025-11-25T23:46:17.628765] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TBI'.
[2025-11-25T23:46:17.629140] [INFO ] [FORECASTER] Starting predict_future for TBI
[2025-11-25T23:46:17.630020] [DEBUG] [LOCAL     ] No optimal features file found for TBI: ./output/feature-sets/TBI.txt
[2025-11-25T23:46:17.630088] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:46:17.630146] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:46:17.630196] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:46:17.630280] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:46:17.687945] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:46:17.688982] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:46:17.689086] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:46:17.689147] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:46:17.785383] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:46:17.785608] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:46:17.785676] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:46:17.785743] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:46:17.789310] [DEBUG] [FORECASTER] TBI: Forecast T+1@11:T+2@11: DOWN (p=3.48%)
[2025-11-25T23:46:17.789687] [INFO ] [FORECASTER] Completed predict_future for TBI
[2025-11-25T23:46:17.789862] [INFO ] [sig       ] TBI: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:46:17.931806] [INFO ] [LOCAL     ] Saved forecast: TBI	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/TBI.txt
[2025-11-25T23:46:17.931988] [INFO ] [sig       ] [3141/3639] Completed TBI in 0.3s | 3.04 sym/s | Total: 17.2m | ETA: 2.7m
[2025-11-25T23:46:17.932046] [INFO ] [sig       ] [3142/3639] Forecasting TBIL...
[2025-11-25T23:46:17.932090] [INFO ] [sig       ] Generating forecast for: TBIL
[2025-11-25T23:46:17.932132] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TBIL' from 'https://tdm.silogroup.org/data/derivative_storage/TBIL.csv'.
[2025-11-25T23:46:17.943348] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TBIL'.
[2025-11-25T23:46:17.943745] [INFO ] [FORECASTER] Starting predict_future for TBIL
[2025-11-25T23:46:17.944593] [DEBUG] [LOCAL     ] No optimal features file found for TBIL: ./output/feature-sets/TBIL.txt
[2025-11-25T23:46:17.944686] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:46:17.944744] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:46:17.944795] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:46:17.944911] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:46:18.002475] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:46:18.003426] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:46:18.003530] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:46:18.003588] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:46:18.061740] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:46:18.061909] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:46:18.061954] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:46:18.061990] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:46:18.065330] [DEBUG] [FORECASTER] TBIL: Forecast T+1@11:T+2@11: UP (p=99.90%)
[2025-11-25T23:46:18.065621] [INFO ] [FORECASTER] Completed predict_future for TBIL
[2025-11-25T23:46:18.065782] [INFO ] [sig       ] TBIL: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:46:18.212112] [INFO ] [LOCAL     ] Saved forecast: TBIL	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/TBIL.txt
[2025-11-25T23:46:18.212314] [INFO ] [sig       ] [3142/3639] Completed TBIL in 0.3s | 3.04 sym/s | Total: 17.2m | ETA: 2.7m
[2025-11-25T23:46:18.212371] [INFO ] [sig       ] [3143/3639] Forecasting TBLA...
[2025-11-25T23:46:18.212504] [INFO ] [sig       ] Generating forecast for: TBLA
[2025-11-25T23:46:18.212551] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TBLA' from 'https://tdm.silogroup.org/data/derivative_storage/TBLA.csv'.
[2025-11-25T23:46:18.223045] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TBLA'.
[2025-11-25T23:46:18.223427] [INFO ] [FORECASTER] Starting predict_future for TBLA
[2025-11-25T23:46:18.224299] [DEBUG] [LOCAL     ] No optimal features file found for TBLA: ./output/feature-sets/TBLA.txt
[2025-11-25T23:46:18.224369] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:46:18.224421] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:46:18.224462] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:46:18.224564] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:46:18.281666] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:46:18.282294] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:46:18.282388] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:46:18.282441] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:46:18.377870] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:46:18.378037] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:46:18.378081] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:46:18.378114] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:46:18.381334] [DEBUG] [FORECASTER] TBLA: Forecast T+1@11:T+2@11: DOWN (p=3.24%)
[2025-11-25T23:46:18.381612] [INFO ] [FORECASTER] Completed predict_future for TBLA
[2025-11-25T23:46:18.381780] [INFO ] [sig       ] TBLA: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:46:18.522223] [INFO ] [LOCAL     ] Saved forecast: TBLA	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/TBLA.txt
[2025-11-25T23:46:18.522376] [INFO ] [sig       ] [3143/3639] Completed TBLA in 0.3s | 3.04 sym/s | Total: 17.2m | ETA: 2.7m
[2025-11-25T23:46:18.522435] [INFO ] [sig       ] [3144/3639] Forecasting TBLD...
[2025-11-25T23:46:18.522480] [INFO ] [sig       ] Generating forecast for: TBLD
[2025-11-25T23:46:18.522558] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TBLD' from 'https://tdm.silogroup.org/data/derivative_storage/TBLD.csv'.
[2025-11-25T23:46:18.533770] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TBLD'.
[2025-11-25T23:46:18.534083] [INFO ] [FORECASTER] Starting predict_future for TBLD
[2025-11-25T23:46:18.534934] [DEBUG] [LOCAL     ] No optimal features file found for TBLD: ./output/feature-sets/TBLD.txt
[2025-11-25T23:46:18.535004] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:46:18.535062] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:46:18.535113] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:46:18.535204] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:46:18.593267] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:46:18.594024] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:46:18.594128] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:46:18.594185] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:46:18.682194] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:46:18.682362] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:46:18.682405] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:46:18.682444] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:46:18.685591] [DEBUG] [FORECASTER] TBLD: Forecast T+1@11:T+2@11: DOWN (p=44.18%)
[2025-11-25T23:46:18.685890] [INFO ] [FORECASTER] Completed predict_future for TBLD
[2025-11-25T23:46:18.686040] [INFO ] [sig       ] TBLD: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:46:18.873930] [INFO ] [LOCAL     ] Saved forecast: TBLD	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/TBLD.txt
[2025-11-25T23:46:18.874105] [INFO ] [sig       ] [3144/3639] Completed TBLD in 0.4s | 3.04 sym/s | Total: 17.2m | ETA: 2.7m
[2025-11-25T23:46:18.874160] [INFO ] [sig       ] [3145/3639] Forecasting TBPH...
[2025-11-25T23:46:18.874205] [INFO ] [sig       ] Generating forecast for: TBPH
[2025-11-25T23:46:18.874287] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TBPH' from 'https://tdm.silogroup.org/data/derivative_storage/TBPH.csv'.
[2025-11-25T23:46:18.884786] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TBPH'.
[2025-11-25T23:46:18.885234] [INFO ] [FORECASTER] Starting predict_future for TBPH
[2025-11-25T23:46:18.886145] [DEBUG] [LOCAL     ] No optimal features file found for TBPH: ./output/feature-sets/TBPH.txt
[2025-11-25T23:46:18.886217] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:46:18.886276] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:46:18.886328] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:46:18.886416] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:46:18.944054] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:46:18.945094] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:46:18.945196] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:46:18.945245] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:46:19.055294] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:46:19.055484] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:46:19.055537] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:46:19.055573] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:46:19.059091] [DEBUG] [FORECASTER] TBPH: Forecast T+1@11:T+2@11: UP (p=92.60%)
[2025-11-25T23:46:19.059386] [INFO ] [FORECASTER] Completed predict_future for TBPH
[2025-11-25T23:46:19.059556] [INFO ] [sig       ] TBPH: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:46:19.201843] [INFO ] [LOCAL     ] Saved forecast: TBPH	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/TBPH.txt
[2025-11-25T23:46:19.202007] [INFO ] [sig       ] [3145/3639] Completed TBPH in 0.3s | 3.04 sym/s | Total: 17.2m | ETA: 2.7m
[2025-11-25T23:46:19.202109] [INFO ] [sig       ] [3146/3639] Forecasting TBRG...
[2025-11-25T23:46:19.202158] [INFO ] [sig       ] Generating forecast for: TBRG
[2025-11-25T23:46:19.202201] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TBRG' from 'https://tdm.silogroup.org/data/derivative_storage/TBRG.csv'.
[2025-11-25T23:46:19.212948] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TBRG'.
[2025-11-25T23:46:19.213252] [INFO ] [FORECASTER] Starting predict_future for TBRG
[2025-11-25T23:46:19.214115] [DEBUG] [LOCAL     ] No optimal features file found for TBRG: ./output/feature-sets/TBRG.txt
[2025-11-25T23:46:19.214184] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:46:19.214242] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:46:19.214292] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:46:19.214376] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:46:19.272017] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:46:19.272710] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:46:19.272804] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:46:19.272860] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:46:19.379727] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:46:19.379915] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:46:19.379962] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:46:19.379997] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:46:19.383447] [DEBUG] [FORECASTER] TBRG: Forecast T+1@11:T+2@11: UP (p=69.81%)
[2025-11-25T23:46:19.383902] [INFO ] [FORECASTER] Completed predict_future for TBRG
[2025-11-25T23:46:19.384117] [INFO ] [sig       ] TBRG: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:46:19.526091] [INFO ] [LOCAL     ] Saved forecast: TBRG	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/TBRG.txt
[2025-11-25T23:46:19.526244] [INFO ] [sig       ] [3146/3639] Completed TBRG in 0.3s | 3.04 sym/s | Total: 17.3m | ETA: 2.7m
[2025-11-25T23:46:19.526300] [INFO ] [sig       ] [3147/3639] Forecasting TCBI...
[2025-11-25T23:46:19.526344] [INFO ] [sig       ] Generating forecast for: TCBI
[2025-11-25T23:46:19.526390] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TCBI' from 'https://tdm.silogroup.org/data/derivative_storage/TCBI.csv'.
[2025-11-25T23:46:19.536692] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TCBI'.
[2025-11-25T23:46:19.536969] [INFO ] [FORECASTER] Starting predict_future for TCBI
[2025-11-25T23:46:19.537862] [DEBUG] [LOCAL     ] No optimal features file found for TCBI: ./output/feature-sets/TCBI.txt
[2025-11-25T23:46:19.537952] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:46:19.538001] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:46:19.538042] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:46:19.538110] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:46:19.595851] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:46:19.596629] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:46:19.596743] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:46:19.596791] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:46:19.692090] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:46:19.692248] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:46:19.692293] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:46:19.692328] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:46:19.695882] [DEBUG] [FORECASTER] TCBI: Forecast T+1@11:T+2@11: DOWN (p=6.81%)
[2025-11-25T23:46:19.696173] [INFO ] [FORECASTER] Completed predict_future for TCBI
[2025-11-25T23:46:19.696317] [INFO ] [sig       ] TCBI: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:46:19.838339] [INFO ] [LOCAL     ] Saved forecast: TCBI	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/TCBI.txt
[2025-11-25T23:46:19.838516] [INFO ] [sig       ] [3147/3639] Completed TCBI in 0.3s | 3.04 sym/s | Total: 17.3m | ETA: 2.7m
[2025-11-25T23:46:19.838580] [INFO ] [sig       ] [3148/3639] Forecasting TCBIO...
[2025-11-25T23:46:19.838623] [INFO ] [sig       ] Generating forecast for: TCBIO
[2025-11-25T23:46:19.838686] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TCBIO' from 'https://tdm.silogroup.org/data/derivative_storage/TCBIO.csv'.
[2025-11-25T23:46:19.849554] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TCBIO'.
[2025-11-25T23:46:19.849883] [INFO ] [FORECASTER] Starting predict_future for TCBIO
[2025-11-25T23:46:19.850728] [DEBUG] [LOCAL     ] No optimal features file found for TCBIO: ./output/feature-sets/TCBIO.txt
[2025-11-25T23:46:19.850795] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:46:19.850841] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:46:19.850882] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:46:19.850950] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:46:19.908536] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:46:19.909270] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:46:19.909369] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:46:19.909416] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:46:19.994263] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:46:19.994421] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:46:19.994467] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:46:19.994501] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:46:19.997873] [DEBUG] [FORECASTER] TCBIO: Forecast T+1@11:T+2@11: UP (p=54.45%)
[2025-11-25T23:46:19.998186] [INFO ] [FORECASTER] Completed predict_future for TCBIO
[2025-11-25T23:46:19.998346] [INFO ] [sig       ] TCBIO: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:46:20.139232] [INFO ] [LOCAL     ] Saved forecast: TCBIO	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/TCBIO.txt
[2025-11-25T23:46:20.139385] [INFO ] [sig       ] [3148/3639] Completed TCBIO in 0.3s | 3.04 sym/s | Total: 17.3m | ETA: 2.7m
[2025-11-25T23:46:20.139440] [INFO ] [sig       ] [3149/3639] Forecasting TCBK...
[2025-11-25T23:46:20.139488] [INFO ] [sig       ] Generating forecast for: TCBK
[2025-11-25T23:46:20.139550] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TCBK' from 'https://tdm.silogroup.org/data/derivative_storage/TCBK.csv'.
[2025-11-25T23:46:20.151229] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TCBK'.
[2025-11-25T23:46:20.151707] [INFO ] [FORECASTER] Starting predict_future for TCBK
[2025-11-25T23:46:20.152572] [DEBUG] [LOCAL     ] No optimal features file found for TCBK: ./output/feature-sets/TCBK.txt
[2025-11-25T23:46:20.152672] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:46:20.152728] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:46:20.152770] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:46:20.152840] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:46:20.213464] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:46:20.214371] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:46:20.214478] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:46:20.214528] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:46:20.299309] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:46:20.299460] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:46:20.299504] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:46:20.299538] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:46:20.302846] [DEBUG] [FORECASTER] TCBK: Forecast T+1@11:T+2@11: DOWN (p=14.57%)
[2025-11-25T23:46:20.303149] [INFO ] [FORECASTER] Completed predict_future for TCBK
[2025-11-25T23:46:20.303290] [INFO ] [sig       ] TCBK: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:46:20.443494] [INFO ] [LOCAL     ] Saved forecast: TCBK	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/TCBK.txt
[2025-11-25T23:46:20.443695] [INFO ] [sig       ] [3149/3639] Completed TCBK in 0.3s | 3.04 sym/s | Total: 17.3m | ETA: 2.7m
[2025-11-25T23:46:20.443753] [INFO ] [sig       ] [3150/3639] Forecasting TCBX...
[2025-11-25T23:46:20.443796] [INFO ] [sig       ] Generating forecast for: TCBX
[2025-11-25T23:46:20.443842] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TCBX' from 'https://tdm.silogroup.org/data/derivative_storage/TCBX.csv'.
[2025-11-25T23:46:20.454361] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TCBX'.
[2025-11-25T23:46:20.454796] [INFO ] [FORECASTER] Starting predict_future for TCBX
[2025-11-25T23:46:20.455624] [DEBUG] [LOCAL     ] No optimal features file found for TCBX: ./output/feature-sets/TCBX.txt
[2025-11-25T23:46:20.455711] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:46:20.455768] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:46:20.455820] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:46:20.455901] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:46:20.514120] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:46:20.515052] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:46:20.515158] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:46:20.515213] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:46:20.604146] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:46:20.604317] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:46:20.604362] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:46:20.604499] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:46:20.608119] [DEBUG] [FORECASTER] TCBX: Forecast T+1@11:T+2@11: DOWN (p=49.31%)
[2025-11-25T23:46:20.608407] [INFO ] [FORECASTER] Completed predict_future for TCBX
[2025-11-25T23:46:20.608543] [INFO ] [sig       ] TCBX: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:46:20.753745] [INFO ] [LOCAL     ] Saved forecast: TCBX	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/TCBX.txt
[2025-11-25T23:46:20.753894] [INFO ] [sig       ] [3150/3639] Completed TCBX in 0.3s | 3.04 sym/s | Total: 17.3m | ETA: 2.7m
[2025-11-25T23:46:20.753965] [INFO ] [sig       ] [3151/3639] Forecasting TCMD...
[2025-11-25T23:46:20.754011] [INFO ] [sig       ] Generating forecast for: TCMD
[2025-11-25T23:46:20.754051] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TCMD' from 'https://tdm.silogroup.org/data/derivative_storage/TCMD.csv'.
[2025-11-25T23:46:20.764465] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TCMD'.
[2025-11-25T23:46:20.764766] [INFO ] [FORECASTER] Starting predict_future for TCMD
[2025-11-25T23:46:20.765589] [DEBUG] [LOCAL     ] No optimal features file found for TCMD: ./output/feature-sets/TCMD.txt
[2025-11-25T23:46:20.765678] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:46:20.765725] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:46:20.765764] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:46:20.765832] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:46:20.822913] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:46:20.823531] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:46:20.823625] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:46:20.823693] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:46:20.916044] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:46:20.916163] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:46:20.916204] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:46:20.916238] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:46:20.919422] [DEBUG] [FORECASTER] TCMD: Forecast T+1@11:T+2@11: UP (p=67.42%)
[2025-11-25T23:46:20.919734] [INFO ] [FORECASTER] Completed predict_future for TCMD
[2025-11-25T23:46:20.919998] [INFO ] [sig       ] TCMD: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:46:21.060092] [INFO ] [LOCAL     ] Saved forecast: TCMD	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/TCMD.txt
[2025-11-25T23:46:21.060221] [INFO ] [sig       ] [3151/3639] Completed TCMD in 0.3s | 3.04 sym/s | Total: 17.3m | ETA: 2.7m
[2025-11-25T23:46:21.060273] [INFO ] [sig       ] [3152/3639] Forecasting TCOM...
[2025-11-25T23:46:21.060339] [INFO ] [sig       ] Generating forecast for: TCOM
[2025-11-25T23:46:21.060391] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TCOM' from 'https://tdm.silogroup.org/data/derivative_storage/TCOM.csv'.
[2025-11-25T23:46:21.070794] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TCOM'.
[2025-11-25T23:46:21.071095] [INFO ] [FORECASTER] Starting predict_future for TCOM
[2025-11-25T23:46:21.071923] [DEBUG] [LOCAL     ] No optimal features file found for TCOM: ./output/feature-sets/TCOM.txt
[2025-11-25T23:46:21.071991] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:46:21.072036] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:46:21.072076] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:46:21.072143] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:46:21.129277] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:46:21.129910] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:46:21.130002] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:46:21.130049] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:46:21.220902] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:46:21.221013] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:46:21.221054] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:46:21.221088] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:46:21.224248] [DEBUG] [FORECASTER] TCOM: Forecast T+1@11:T+2@11: DOWN (p=25.35%)
[2025-11-25T23:46:21.224545] [INFO ] [FORECASTER] Completed predict_future for TCOM
[2025-11-25T23:46:21.224705] [INFO ] [sig       ] TCOM: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:46:21.365128] [INFO ] [LOCAL     ] Saved forecast: TCOM	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/TCOM.txt
[2025-11-25T23:46:21.365261] [INFO ] [sig       ] [3152/3639] Completed TCOM in 0.3s | 3.04 sym/s | Total: 17.3m | ETA: 2.7m
[2025-11-25T23:46:21.365315] [INFO ] [sig       ] [3153/3639] Forecasting TCPC...
[2025-11-25T23:46:21.365359] [INFO ] [sig       ] Generating forecast for: TCPC
[2025-11-25T23:46:21.365399] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TCPC' from 'https://tdm.silogroup.org/data/derivative_storage/TCPC.csv'.
[2025-11-25T23:46:21.375551] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TCPC'.
[2025-11-25T23:46:21.375855] [INFO ] [FORECASTER] Starting predict_future for TCPC
[2025-11-25T23:46:21.376680] [DEBUG] [LOCAL     ] No optimal features file found for TCPC: ./output/feature-sets/TCPC.txt
[2025-11-25T23:46:21.376750] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:46:21.376797] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:46:21.376837] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:46:21.376908] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:46:21.434468] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:46:21.435246] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:46:21.435344] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:46:21.435392] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:46:21.538887] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:46:21.539019] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:46:21.539061] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:46:21.539095] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:46:21.542272] [DEBUG] [FORECASTER] TCPC: Forecast T+1@11:T+2@11: UP (p=66.12%)
[2025-11-25T23:46:21.542551] [INFO ] [FORECASTER] Completed predict_future for TCPC
[2025-11-25T23:46:21.542713] [INFO ] [sig       ] TCPC: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:46:21.684911] [INFO ] [LOCAL     ] Saved forecast: TCPC	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/TCPC.txt
[2025-11-25T23:46:21.685067] [INFO ] [sig       ] [3153/3639] Completed TCPC in 0.3s | 3.04 sym/s | Total: 17.3m | ETA: 2.7m
[2025-11-25T23:46:21.685124] [INFO ] [sig       ] [3154/3639] Forecasting TCX...
[2025-11-25T23:46:21.685163] [INFO ] [sig       ] Generating forecast for: TCX
[2025-11-25T23:46:21.685206] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TCX' from 'https://tdm.silogroup.org/data/derivative_storage/TCX.csv'.
[2025-11-25T23:46:21.695936] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TCX'.
[2025-11-25T23:46:21.696224] [INFO ] [FORECASTER] Starting predict_future for TCX
[2025-11-25T23:46:21.697238] [DEBUG] [LOCAL     ] No optimal features file found for TCX: ./output/feature-sets/TCX.txt
[2025-11-25T23:46:21.697308] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:46:21.697354] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:46:21.697410] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:46:21.697492] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:46:21.754817] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:46:21.755431] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:46:21.755524] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:46:21.755569] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:46:21.855125] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:46:21.855227] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:46:21.855287] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:46:21.855322] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:46:21.858411] [DEBUG] [FORECASTER] TCX: Forecast T+1@11:T+2@11: DOWN (p=4.12%)
[2025-11-25T23:46:21.858748] [INFO ] [FORECASTER] Completed predict_future for TCX
[2025-11-25T23:46:21.858916] [INFO ] [sig       ] TCX: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:46:22.000197] [INFO ] [LOCAL     ] Saved forecast: TCX	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/TCX.txt
[2025-11-25T23:46:22.000388] [INFO ] [sig       ] [3154/3639] Completed TCX in 0.3s | 3.04 sym/s | Total: 17.3m | ETA: 2.7m
[2025-11-25T23:46:22.000448] [INFO ] [sig       ] [3155/3639] Forecasting TD...
[2025-11-25T23:46:22.000577] [INFO ] [sig       ] Generating forecast for: TD
[2025-11-25T23:46:22.000623] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TD' from 'https://tdm.silogroup.org/data/derivative_storage/TD.csv'.
[2025-11-25T23:46:22.011567] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TD'.
[2025-11-25T23:46:22.012099] [INFO ] [FORECASTER] Starting predict_future for TD
[2025-11-25T23:46:22.012939] [DEBUG] [LOCAL     ] No optimal features file found for TD: ./output/feature-sets/TD.txt
[2025-11-25T23:46:22.013011] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:46:22.013060] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:46:22.013103] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:46:22.013174] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:46:22.071222] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:46:22.072137] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:46:22.072242] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:46:22.072292] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:46:22.202685] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:46:22.202922] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:46:22.202970] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:46:22.203005] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:46:22.206512] [DEBUG] [FORECASTER] TD: Forecast T+1@11:T+2@11: UP (p=97.63%)
[2025-11-25T23:46:22.207038] [INFO ] [FORECASTER] Completed predict_future for TD
[2025-11-25T23:46:22.207270] [INFO ] [sig       ] TD: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:46:22.348744] [INFO ] [LOCAL     ] Saved forecast: TD	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/TD.txt
[2025-11-25T23:46:22.348895] [INFO ] [sig       ] [3155/3639] Completed TD in 0.3s | 3.04 sym/s | Total: 17.3m | ETA: 2.7m
[2025-11-25T23:46:22.348955] [INFO ] [sig       ] [3156/3639] Forecasting TDC...
[2025-11-25T23:46:22.348999] [INFO ] [sig       ] Generating forecast for: TDC
[2025-11-25T23:46:22.349085] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TDC' from 'https://tdm.silogroup.org/data/derivative_storage/TDC.csv'.
[2025-11-25T23:46:22.360052] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TDC'.
[2025-11-25T23:46:22.360350] [INFO ] [FORECASTER] Starting predict_future for TDC
[2025-11-25T23:46:22.361154] [DEBUG] [LOCAL     ] No optimal features file found for TDC: ./output/feature-sets/TDC.txt
[2025-11-25T23:46:22.361226] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:46:22.361275] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:46:22.361319] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:46:22.361388] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:46:22.418504] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:46:22.419165] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:46:22.419260] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:46:22.419309] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:46:22.542173] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:46:22.542282] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:46:22.542324] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:46:22.542357] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:46:22.545500] [DEBUG] [FORECASTER] TDC: Forecast T+1@11:T+2@11: DOWN (p=48.13%)
[2025-11-25T23:46:22.545906] [INFO ] [FORECASTER] Completed predict_future for TDC
[2025-11-25T23:46:22.546116] [INFO ] [sig       ] TDC: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:46:22.687010] [INFO ] [LOCAL     ] Saved forecast: TDC	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/TDC.txt
[2025-11-25T23:46:22.687201] [INFO ] [sig       ] [3156/3639] Completed TDC in 0.3s | 3.04 sym/s | Total: 17.3m | ETA: 2.6m
[2025-11-25T23:46:22.687257] [INFO ] [sig       ] [3157/3639] Forecasting TDF...
[2025-11-25T23:46:22.687304] [INFO ] [sig       ] Generating forecast for: TDF
[2025-11-25T23:46:22.687350] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TDF' from 'https://tdm.silogroup.org/data/derivative_storage/TDF.csv'.
[2025-11-25T23:46:22.698979] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TDF'.
[2025-11-25T23:46:22.699405] [INFO ] [FORECASTER] Starting predict_future for TDF
[2025-11-25T23:46:22.700254] [DEBUG] [LOCAL     ] No optimal features file found for TDF: ./output/feature-sets/TDF.txt
[2025-11-25T23:46:22.700326] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:46:22.700375] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:46:22.700417] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:46:22.700487] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:46:22.759825] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:46:22.760597] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:46:22.760721] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:46:22.760771] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:46:22.869628] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:46:22.869827] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:46:22.869874] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:46:22.869909] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:46:22.873480] [DEBUG] [FORECASTER] TDF: Forecast T+1@11:T+2@11: UP (p=90.29%)
[2025-11-25T23:46:22.873814] [INFO ] [FORECASTER] Completed predict_future for TDF
[2025-11-25T23:46:22.873979] [INFO ] [sig       ] TDF: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:46:23.017763] [INFO ] [LOCAL     ] Saved forecast: TDF	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/TDF.txt
[2025-11-25T23:46:23.017948] [INFO ] [sig       ] [3157/3639] Completed TDF in 0.3s | 3.04 sym/s | Total: 17.3m | ETA: 2.6m
[2025-11-25T23:46:23.018010] [INFO ] [sig       ] [3158/3639] Forecasting TDG...
[2025-11-25T23:46:23.018058] [INFO ] [sig       ] Generating forecast for: TDG
[2025-11-25T23:46:23.018104] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TDG' from 'https://tdm.silogroup.org/data/derivative_storage/TDG.csv'.
[2025-11-25T23:46:23.030582] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TDG'.
[2025-11-25T23:46:23.030994] [INFO ] [FORECASTER] Starting predict_future for TDG
[2025-11-25T23:46:23.031860] [DEBUG] [LOCAL     ] No optimal features file found for TDG: ./output/feature-sets/TDG.txt
[2025-11-25T23:46:23.031932] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:46:23.032000] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:46:23.032043] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:46:23.032115] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:46:23.093968] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:46:23.094779] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:46:23.094880] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:46:23.094932] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:46:23.204314] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:46:23.204500] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:46:23.204551] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:46:23.204585] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:46:23.208002] [DEBUG] [FORECASTER] TDG: Forecast T+1@11:T+2@11: UP (p=78.17%)
[2025-11-25T23:46:23.208294] [INFO ] [FORECASTER] Completed predict_future for TDG
[2025-11-25T23:46:23.208434] [INFO ] [sig       ] TDG: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:46:23.348882] [INFO ] [LOCAL     ] Saved forecast: TDG	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/TDG.txt
[2025-11-25T23:46:23.349049] [INFO ] [sig       ] [3158/3639] Completed TDG in 0.3s | 3.04 sym/s | Total: 17.3m | ETA: 2.6m
[2025-11-25T23:46:23.349105] [INFO ] [sig       ] [3159/3639] Forecasting TDOC...
[2025-11-25T23:46:23.349149] [INFO ] [sig       ] Generating forecast for: TDOC
[2025-11-25T23:46:23.349191] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TDOC' from 'https://tdm.silogroup.org/data/derivative_storage/TDOC.csv'.
[2025-11-25T23:46:23.360279] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TDOC'.
[2025-11-25T23:46:23.360615] [INFO ] [FORECASTER] Starting predict_future for TDOC
[2025-11-25T23:46:23.361601] [DEBUG] [LOCAL     ] No optimal features file found for TDOC: ./output/feature-sets/TDOC.txt
[2025-11-25T23:46:23.361692] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:46:23.361744] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:46:23.361786] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:46:23.361856] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:46:23.419921] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:46:23.420826] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:46:23.420929] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:46:23.420976] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:46:23.540780] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:46:23.540975] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:46:23.541021] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:46:23.541056] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:46:23.544469] [DEBUG] [FORECASTER] TDOC: Forecast T+1@11:T+2@11: UP (p=62.72%)
[2025-11-25T23:46:23.544933] [INFO ] [FORECASTER] Completed predict_future for TDOC
[2025-11-25T23:46:23.545149] [INFO ] [sig       ] TDOC: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:46:23.686708] [INFO ] [LOCAL     ] Saved forecast: TDOC	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/TDOC.txt
[2025-11-25T23:46:23.686867] [INFO ] [sig       ] [3159/3639] Completed TDOC in 0.3s | 3.04 sym/s | Total: 17.3m | ETA: 2.6m
[2025-11-25T23:46:23.686927] [INFO ] [sig       ] [3160/3639] Forecasting TDS...
[2025-11-25T23:46:23.686975] [INFO ] [sig       ] Generating forecast for: TDS
[2025-11-25T23:46:23.687019] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TDS' from 'https://tdm.silogroup.org/data/derivative_storage/TDS.csv'.
[2025-11-25T23:46:23.698281] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TDS'.
[2025-11-25T23:46:23.698677] [INFO ] [FORECASTER] Starting predict_future for TDS
[2025-11-25T23:46:23.699481] [DEBUG] [LOCAL     ] No optimal features file found for TDS: ./output/feature-sets/TDS.txt
[2025-11-25T23:46:23.699552] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:46:23.699610] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:46:23.699694] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:46:23.699777] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:46:23.757289] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:46:23.758135] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:46:23.758237] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:46:23.758296] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:46:23.871705] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:46:23.871897] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:46:23.871943] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:46:23.871978] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:46:23.875473] [DEBUG] [FORECASTER] TDS: Forecast T+1@11:T+2@11: DOWN (p=1.83%)
[2025-11-25T23:46:23.875785] [INFO ] [FORECASTER] Completed predict_future for TDS
[2025-11-25T23:46:23.875942] [INFO ] [sig       ] TDS: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:46:24.015953] [INFO ] [LOCAL     ] Saved forecast: TDS	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/TDS.txt
[2025-11-25T23:46:24.016142] [INFO ] [sig       ] [3160/3639] Completed TDS in 0.3s | 3.04 sym/s | Total: 17.3m | ETA: 2.6m
[2025-11-25T23:46:24.016198] [INFO ] [sig       ] [3161/3639] Forecasting TDSC...
[2025-11-25T23:46:24.016284] [INFO ] [sig       ] Generating forecast for: TDSC
[2025-11-25T23:46:24.016338] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TDSC' from 'https://tdm.silogroup.org/data/derivative_storage/TDSC.csv'.
[2025-11-25T23:46:24.026758] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TDSC'.
[2025-11-25T23:46:24.027124] [INFO ] [FORECASTER] Starting predict_future for TDSC
[2025-11-25T23:46:24.027992] [DEBUG] [LOCAL     ] No optimal features file found for TDSC: ./output/feature-sets/TDSC.txt
[2025-11-25T23:46:24.028063] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:46:24.028118] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:46:24.028168] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:46:24.028250] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:46:24.086234] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:46:24.087123] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:46:24.087237] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:46:24.087310] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:46:24.182388] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:46:24.182575] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:46:24.182622] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:46:24.182680] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:46:24.186161] [DEBUG] [FORECASTER] TDSC: Forecast T+1@11:T+2@11: DOWN (p=3.13%)
[2025-11-25T23:46:24.186488] [INFO ] [FORECASTER] Completed predict_future for TDSC
[2025-11-25T23:46:24.186665] [INFO ] [sig       ] TDSC: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:46:24.327887] [INFO ] [LOCAL     ] Saved forecast: TDSC	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/TDSC.txt
[2025-11-25T23:46:24.328053] [INFO ] [sig       ] [3161/3639] Completed TDSC in 0.3s | 3.04 sym/s | Total: 17.3m | ETA: 2.6m
[2025-11-25T23:46:24.328111] [INFO ] [sig       ] [3162/3639] Forecasting TDUP...
[2025-11-25T23:46:24.328190] [INFO ] [sig       ] Generating forecast for: TDUP
[2025-11-25T23:46:24.328272] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TDUP' from 'https://tdm.silogroup.org/data/derivative_storage/TDUP.csv'.
[2025-11-25T23:46:24.338573] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TDUP'.
[2025-11-25T23:46:24.338972] [INFO ] [FORECASTER] Starting predict_future for TDUP
[2025-11-25T23:46:24.339815] [DEBUG] [LOCAL     ] No optimal features file found for TDUP: ./output/feature-sets/TDUP.txt
[2025-11-25T23:46:24.339884] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:46:24.339940] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:46:24.339989] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:46:24.340072] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:46:24.397484] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:46:24.398226] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:46:24.398327] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:46:24.398387] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:46:24.519455] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:46:24.519660] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:46:24.519717] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:46:24.519776] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:46:24.523186] [DEBUG] [FORECASTER] TDUP: Forecast T+1@11:T+2@11: UP (p=57.49%)
[2025-11-25T23:46:24.523474] [INFO ] [FORECASTER] Completed predict_future for TDUP
[2025-11-25T23:46:24.523624] [INFO ] [sig       ] TDUP: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:46:24.665040] [INFO ] [LOCAL     ] Saved forecast: TDUP	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/TDUP.txt
[2025-11-25T23:46:24.665200] [INFO ] [sig       ] [3162/3639] Completed TDUP in 0.3s | 3.04 sym/s | Total: 17.3m | ETA: 2.6m
[2025-11-25T23:46:24.665262] [INFO ] [sig       ] [3163/3639] Forecasting TDY...
[2025-11-25T23:46:24.665306] [INFO ] [sig       ] Generating forecast for: TDY
[2025-11-25T23:46:24.665350] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TDY' from 'https://tdm.silogroup.org/data/derivative_storage/TDY.csv'.
[2025-11-25T23:46:24.676816] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TDY'.
[2025-11-25T23:46:24.677139] [INFO ] [FORECASTER] Starting predict_future for TDY
[2025-11-25T23:46:24.677996] [DEBUG] [LOCAL     ] No optimal features file found for TDY: ./output/feature-sets/TDY.txt
[2025-11-25T23:46:24.678070] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:46:24.678117] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:46:24.678161] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:46:24.678269] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:46:24.737257] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:46:24.738124] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:46:24.738224] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:46:24.738290] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:46:24.844715] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:46:24.844897] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:46:24.844945] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:46:24.844980] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:46:24.848438] [DEBUG] [FORECASTER] TDY: Forecast T+1@11:T+2@11: DOWN (p=29.83%)
[2025-11-25T23:46:24.848772] [INFO ] [FORECASTER] Completed predict_future for TDY
[2025-11-25T23:46:24.848996] [INFO ] [sig       ] TDY: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:46:24.991919] [INFO ] [LOCAL     ] Saved forecast: TDY	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/TDY.txt
[2025-11-25T23:46:24.992078] [INFO ] [sig       ] [3163/3639] Completed TDY in 0.3s | 3.04 sym/s | Total: 17.3m | ETA: 2.6m
[2025-11-25T23:46:24.992132] [INFO ] [sig       ] [3164/3639] Forecasting TEAM...
[2025-11-25T23:46:24.992178] [INFO ] [sig       ] Generating forecast for: TEAM
[2025-11-25T23:46:24.992214] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TEAM' from 'https://tdm.silogroup.org/data/derivative_storage/TEAM.csv'.
[2025-11-25T23:46:25.002710] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TEAM'.
[2025-11-25T23:46:25.003031] [INFO ] [FORECASTER] Starting predict_future for TEAM
[2025-11-25T23:46:25.003922] [DEBUG] [LOCAL     ] No optimal features file found for TEAM: ./output/feature-sets/TEAM.txt
[2025-11-25T23:46:25.003996] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:46:25.004043] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:46:25.004085] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:46:25.004156] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:46:25.062319] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:46:25.063048] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:46:25.063145] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:46:25.063194] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:46:25.169686] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:46:25.169876] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:46:25.169922] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:46:25.169958] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:46:25.173432] [DEBUG] [FORECASTER] TEAM: Forecast T+1@11:T+2@11: DOWN (p=24.76%)
[2025-11-25T23:46:25.173769] [INFO ] [FORECASTER] Completed predict_future for TEAM
[2025-11-25T23:46:25.173950] [INFO ] [sig       ] TEAM: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:46:25.318605] [INFO ] [LOCAL     ] Saved forecast: TEAM	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/TEAM.txt
[2025-11-25T23:46:25.318796] [INFO ] [sig       ] [3164/3639] Completed TEAM in 0.3s | 3.04 sym/s | Total: 17.3m | ETA: 2.6m
[2025-11-25T23:46:25.318854] [INFO ] [sig       ] [3165/3639] Forecasting TECH...
[2025-11-25T23:46:25.318898] [INFO ] [sig       ] Generating forecast for: TECH
[2025-11-25T23:46:25.318940] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TECH' from 'https://tdm.silogroup.org/data/derivative_storage/TECH.csv'.
[2025-11-25T23:46:25.330609] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TECH'.
[2025-11-25T23:46:25.331178] [INFO ] [FORECASTER] Starting predict_future for TECH
[2025-11-25T23:46:25.332382] [DEBUG] [LOCAL     ] No optimal features file found for TECH: ./output/feature-sets/TECH.txt
[2025-11-25T23:46:25.332473] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:46:25.332547] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:46:25.332621] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:46:25.332763] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:46:25.400568] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:46:25.401456] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:46:25.401557] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:46:25.401606] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:46:25.514386] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:46:25.514530] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:46:25.514575] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:46:25.514621] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:46:25.518082] [DEBUG] [FORECASTER] TECH: Forecast T+1@11:T+2@11: DOWN (p=23.67%)
[2025-11-25T23:46:25.518377] [INFO ] [FORECASTER] Completed predict_future for TECH
[2025-11-25T23:46:25.518519] [INFO ] [sig       ] TECH: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:46:25.665193] [INFO ] [LOCAL     ] Saved forecast: TECH	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/TECH.txt
[2025-11-25T23:46:25.665362] [INFO ] [sig       ] [3165/3639] Completed TECH in 0.3s | 3.04 sym/s | Total: 17.4m | ETA: 2.6m
[2025-11-25T23:46:25.665418] [INFO ] [sig       ] [3166/3639] Forecasting TECK...
[2025-11-25T23:46:25.665462] [INFO ] [sig       ] Generating forecast for: TECK
[2025-11-25T23:46:25.665502] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TECK' from 'https://tdm.silogroup.org/data/derivative_storage/TECK.csv'.
[2025-11-25T23:46:25.675933] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TECK'.
[2025-11-25T23:46:25.676221] [INFO ] [FORECASTER] Starting predict_future for TECK
[2025-11-25T23:46:25.677031] [DEBUG] [LOCAL     ] No optimal features file found for TECK: ./output/feature-sets/TECK.txt
[2025-11-25T23:46:25.677102] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:46:25.677148] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:46:25.677189] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:46:25.677257] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:46:25.735524] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:46:25.736268] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:46:25.736368] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:46:25.736416] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:46:25.829683] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:46:25.829830] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:46:25.829875] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:46:25.829908] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:46:25.833227] [DEBUG] [FORECASTER] TECK: Forecast T+1@11:T+2@11: UP (p=74.81%)
[2025-11-25T23:46:25.833512] [INFO ] [FORECASTER] Completed predict_future for TECK
[2025-11-25T23:46:25.833671] [INFO ] [sig       ] TECK: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:46:25.980657] [INFO ] [LOCAL     ] Saved forecast: TECK	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/TECK.txt
[2025-11-25T23:46:25.980859] [INFO ] [sig       ] [3166/3639] Completed TECK in 0.3s | 3.04 sym/s | Total: 17.4m | ETA: 2.6m
[2025-11-25T23:46:25.980914] [INFO ] [sig       ] [3167/3639] Forecasting TECX...
[2025-11-25T23:46:25.980966] [INFO ] [sig       ] Generating forecast for: TECX
[2025-11-25T23:46:25.981017] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TECX' from 'https://tdm.silogroup.org/data/derivative_storage/TECX.csv'.
[2025-11-25T23:46:25.992188] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TECX'.
[2025-11-25T23:46:25.992481] [INFO ] [FORECASTER] Starting predict_future for TECX
[2025-11-25T23:46:25.993315] [DEBUG] [LOCAL     ] No optimal features file found for TECX: ./output/feature-sets/TECX.txt
[2025-11-25T23:46:25.993386] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:46:25.993444] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:46:25.993495] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:46:25.993585] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:46:26.051284] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:46:26.052151] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:46:26.052259] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:46:26.052367] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:46:26.152725] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:46:26.152890] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:46:26.152936] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:46:26.152970] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:46:26.156474] [DEBUG] [FORECASTER] TECX: Forecast T+1@11:T+2@11: DOWN (p=12.00%)
[2025-11-25T23:46:26.156946] [INFO ] [FORECASTER] Completed predict_future for TECX
[2025-11-25T23:46:26.157155] [INFO ] [sig       ] TECX: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:46:26.298947] [INFO ] [LOCAL     ] Saved forecast: TECX	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/TECX.txt
[2025-11-25T23:46:26.299096] [INFO ] [sig       ] [3167/3639] Completed TECX in 0.3s | 3.04 sym/s | Total: 17.4m | ETA: 2.6m
[2025-11-25T23:46:26.299161] [INFO ] [sig       ] [3168/3639] Forecasting TEF...
[2025-11-25T23:46:26.299216] [INFO ] [sig       ] Generating forecast for: TEF
[2025-11-25T23:46:26.299268] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TEF' from 'https://tdm.silogroup.org/data/derivative_storage/TEF.csv'.
[2025-11-25T23:46:26.309418] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TEF'.
[2025-11-25T23:46:26.309765] [INFO ] [FORECASTER] Starting predict_future for TEF
[2025-11-25T23:46:26.310542] [DEBUG] [LOCAL     ] No optimal features file found for TEF: ./output/feature-sets/TEF.txt
[2025-11-25T23:46:26.310611] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:46:26.310678] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:46:26.310722] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:46:26.310792] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:46:26.371712] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:46:26.372565] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:46:26.372681] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:46:26.372731] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:46:26.476581] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:46:26.476768] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:46:26.476837] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:46:26.476885] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:46:26.480246] [DEBUG] [FORECASTER] TEF: Forecast T+1@11:T+2@11: UP (p=99.38%)
[2025-11-25T23:46:26.480549] [INFO ] [FORECASTER] Completed predict_future for TEF
[2025-11-25T23:46:26.480866] [INFO ] [sig       ] TEF: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:46:26.621774] [INFO ] [LOCAL     ] Saved forecast: TEF	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/TEF.txt
[2025-11-25T23:46:26.621934] [INFO ] [sig       ] [3168/3639] Completed TEF in 0.3s | 3.04 sym/s | Total: 17.4m | ETA: 2.6m
[2025-11-25T23:46:26.621988] [INFO ] [sig       ] [3169/3639] Forecasting TEI...
[2025-11-25T23:46:26.622033] [INFO ] [sig       ] Generating forecast for: TEI
[2025-11-25T23:46:26.622075] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TEI' from 'https://tdm.silogroup.org/data/derivative_storage/TEI.csv'.
[2025-11-25T23:46:26.632604] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TEI'.
[2025-11-25T23:46:26.632942] [INFO ] [FORECASTER] Starting predict_future for TEI
[2025-11-25T23:46:26.633765] [DEBUG] [LOCAL     ] No optimal features file found for TEI: ./output/feature-sets/TEI.txt
[2025-11-25T23:46:26.633833] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:46:26.633890] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:46:26.633940] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:46:26.634042] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:46:26.692750] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:46:26.693690] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:46:26.693791] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:46:26.693840] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:46:26.783362] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:46:26.783554] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:46:26.783600] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:46:26.783636] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:46:26.787010] [DEBUG] [FORECASTER] TEI: Forecast T+1@11:T+2@11: UP (p=86.55%)
[2025-11-25T23:46:26.787295] [INFO ] [FORECASTER] Completed predict_future for TEI
[2025-11-25T23:46:26.787450] [INFO ] [sig       ] TEI: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:46:26.928496] [INFO ] [LOCAL     ] Saved forecast: TEI	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/TEI.txt
[2025-11-25T23:46:26.928680] [INFO ] [sig       ] [3169/3639] Completed TEI in 0.3s | 3.04 sym/s | Total: 17.4m | ETA: 2.6m
[2025-11-25T23:46:26.928738] [INFO ] [sig       ] [3170/3639] Forecasting TEL...
[2025-11-25T23:46:26.928781] [INFO ] [sig       ] Generating forecast for: TEL
[2025-11-25T23:46:26.928823] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TEL' from 'https://tdm.silogroup.org/data/derivative_storage/TEL.csv'.
[2025-11-25T23:46:26.939416] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TEL'.
[2025-11-25T23:46:26.939726] [INFO ] [FORECASTER] Starting predict_future for TEL
[2025-11-25T23:46:26.940504] [DEBUG] [LOCAL     ] No optimal features file found for TEL: ./output/feature-sets/TEL.txt
[2025-11-25T23:46:26.940574] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:46:26.940620] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:46:26.940682] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:46:26.940754] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:46:26.997684] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:46:26.998375] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:46:26.998469] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:46:26.998515] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:46:27.099601] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:46:27.099798] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:46:27.099854] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:46:27.099900] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:46:27.103339] [DEBUG] [FORECASTER] TEL: Forecast T+1@11:T+2@11: UP (p=82.62%)
[2025-11-25T23:46:27.103711] [INFO ] [FORECASTER] Completed predict_future for TEL
[2025-11-25T23:46:27.103998] [INFO ] [sig       ] TEL: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:46:27.246887] [INFO ] [LOCAL     ] Saved forecast: TEL	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/TEL.txt
[2025-11-25T23:46:27.247039] [INFO ] [sig       ] [3170/3639] Completed TEL in 0.3s | 3.04 sym/s | Total: 17.4m | ETA: 2.6m
[2025-11-25T23:46:27.247094] [INFO ] [sig       ] [3171/3639] Forecasting TELO...
[2025-11-25T23:46:27.247139] [INFO ] [sig       ] Generating forecast for: TELO
[2025-11-25T23:46:27.247246] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TELO' from 'https://tdm.silogroup.org/data/derivative_storage/TELO.csv'.
[2025-11-25T23:46:27.257830] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TELO'.
[2025-11-25T23:46:27.258135] [INFO ] [FORECASTER] Starting predict_future for TELO
[2025-11-25T23:46:27.258969] [DEBUG] [LOCAL     ] No optimal features file found for TELO: ./output/feature-sets/TELO.txt
[2025-11-25T23:46:27.259055] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:46:27.259101] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:46:27.259143] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:46:27.259213] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:46:27.316231] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:46:27.316889] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:46:27.316981] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:46:27.317030] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:46:27.412240] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:46:27.412413] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:46:27.412457] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:46:27.412491] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:46:27.415881] [DEBUG] [FORECASTER] TELO: Forecast T+1@11:T+2@11: UP (p=56.08%)
[2025-11-25T23:46:27.416164] [INFO ] [FORECASTER] Completed predict_future for TELO
[2025-11-25T23:46:27.416301] [INFO ] [sig       ] TELO: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:46:27.565842] [INFO ] [LOCAL     ] Saved forecast: TELO	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/TELO.txt
[2025-11-25T23:46:27.566010] [INFO ] [sig       ] [3171/3639] Completed TELO in 0.3s | 3.04 sym/s | Total: 17.4m | ETA: 2.6m
[2025-11-25T23:46:27.566064] [INFO ] [sig       ] [3172/3639] Forecasting TEM...
[2025-11-25T23:46:27.566109] [INFO ] [sig       ] Generating forecast for: TEM
[2025-11-25T23:46:27.566151] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TEM' from 'https://tdm.silogroup.org/data/derivative_storage/TEM.csv'.
[2025-11-25T23:46:27.577991] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TEM'.
[2025-11-25T23:46:27.578374] [INFO ] [FORECASTER] Starting predict_future for TEM
[2025-11-25T23:46:27.579244] [DEBUG] [LOCAL     ] No optimal features file found for TEM: ./output/feature-sets/TEM.txt
[2025-11-25T23:46:27.579315] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:46:27.579362] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:46:27.579402] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:46:27.579472] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:46:27.635777] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:46:27.636525] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:46:27.636621] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:46:27.636688] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:46:27.728862] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:46:27.729019] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:46:27.729064] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:46:27.729098] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:46:27.732390] [DEBUG] [FORECASTER] TEM: Forecast T+1@11:T+2@11: UP (p=86.21%)
[2025-11-25T23:46:27.732729] [INFO ] [FORECASTER] Completed predict_future for TEM
[2025-11-25T23:46:27.732896] [INFO ] [sig       ] TEM: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:46:27.873482] [INFO ] [LOCAL     ] Saved forecast: TEM	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/TEM.txt
[2025-11-25T23:46:27.873628] [INFO ] [sig       ] [3172/3639] Completed TEM in 0.3s | 3.04 sym/s | Total: 17.4m | ETA: 2.6m
[2025-11-25T23:46:27.873702] [INFO ] [sig       ] [3173/3639] Forecasting TENB...
[2025-11-25T23:46:27.873746] [INFO ] [sig       ] Generating forecast for: TENB
[2025-11-25T23:46:27.873788] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TENB' from 'https://tdm.silogroup.org/data/derivative_storage/TENB.csv'.
[2025-11-25T23:46:27.884356] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TENB'.
[2025-11-25T23:46:27.884667] [INFO ] [FORECASTER] Starting predict_future for TENB
[2025-11-25T23:46:27.885462] [DEBUG] [LOCAL     ] No optimal features file found for TENB: ./output/feature-sets/TENB.txt
[2025-11-25T23:46:27.885531] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:46:27.885577] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:46:27.885618] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:46:27.885721] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:46:27.943564] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:46:27.944211] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:46:27.944304] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:46:27.944350] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:46:28.027743] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:46:28.027902] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:46:28.027946] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:46:28.027980] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:46:28.031279] [DEBUG] [FORECASTER] TENB: Forecast T+1@11:T+2@11: DOWN (p=49.21%)
[2025-11-25T23:46:28.031560] [INFO ] [FORECASTER] Completed predict_future for TENB
[2025-11-25T23:46:28.031713] [INFO ] [sig       ] TENB: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:46:28.177416] [INFO ] [LOCAL     ] Saved forecast: TENB	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/TENB.txt
[2025-11-25T23:46:28.177577] [INFO ] [sig       ] [3173/3639] Completed TENB in 0.3s | 3.04 sym/s | Total: 17.4m | ETA: 2.6m
[2025-11-25T23:46:28.177632] [INFO ] [sig       ] [3174/3639] Forecasting TENX...
[2025-11-25T23:46:28.177698] [INFO ] [sig       ] Generating forecast for: TENX
[2025-11-25T23:46:28.177741] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TENX' from 'https://tdm.silogroup.org/data/derivative_storage/TENX.csv'.
[2025-11-25T23:46:28.188313] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TENX'.
[2025-11-25T23:46:28.188672] [INFO ] [FORECASTER] Starting predict_future for TENX
[2025-11-25T23:46:28.189493] [DEBUG] [LOCAL     ] No optimal features file found for TENX: ./output/feature-sets/TENX.txt
[2025-11-25T23:46:28.189562] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:46:28.189616] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:46:28.189682] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:46:28.189757] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:46:28.247186] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:46:28.247861] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:46:28.247965] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:46:28.248013] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:46:28.322676] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:46:28.322805] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:46:28.322847] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:46:28.322882] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:46:28.326073] [DEBUG] [FORECASTER] TENX: Forecast T+1@11:T+2@11: DOWN (p=13.02%)
[2025-11-25T23:46:28.326352] [INFO ] [FORECASTER] Completed predict_future for TENX
[2025-11-25T23:46:28.326481] [INFO ] [sig       ] TENX: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:46:28.468172] [INFO ] [LOCAL     ] Saved forecast: TENX	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/TENX.txt
[2025-11-25T23:46:28.468323] [INFO ] [sig       ] [3174/3639] Completed TENX in 0.3s | 3.04 sym/s | Total: 17.4m | ETA: 2.5m
[2025-11-25T23:46:28.468378] [INFO ] [sig       ] [3175/3639] Forecasting TEO...
[2025-11-25T23:46:28.468421] [INFO ] [sig       ] Generating forecast for: TEO
[2025-11-25T23:46:28.468464] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TEO' from 'https://tdm.silogroup.org/data/derivative_storage/TEO.csv'.
[2025-11-25T23:46:28.478805] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TEO'.
[2025-11-25T23:46:28.479063] [INFO ] [FORECASTER] Starting predict_future for TEO
[2025-11-25T23:46:28.479866] [DEBUG] [LOCAL     ] No optimal features file found for TEO: ./output/feature-sets/TEO.txt
[2025-11-25T23:46:28.479934] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:46:28.479980] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:46:28.480021] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:46:28.480090] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:46:28.537918] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:46:28.538535] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:46:28.538629] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:46:28.538692] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:46:28.625874] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:46:28.626008] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:46:28.626050] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:46:28.626084] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:46:28.629305] [DEBUG] [FORECASTER] TEO: Forecast T+1@11:T+2@11: DOWN (p=29.77%)
[2025-11-25T23:46:28.629586] [INFO ] [FORECASTER] Completed predict_future for TEO
[2025-11-25T23:46:28.629779] [INFO ] [sig       ] TEO: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:46:28.771144] [INFO ] [LOCAL     ] Saved forecast: TEO	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/TEO.txt
[2025-11-25T23:46:28.771305] [INFO ] [sig       ] [3175/3639] Completed TEO in 0.3s | 3.04 sym/s | Total: 17.4m | ETA: 2.5m
[2025-11-25T23:46:28.771360] [INFO ] [sig       ] [3176/3639] Forecasting TERN...
[2025-11-25T23:46:28.771402] [INFO ] [sig       ] Generating forecast for: TERN
[2025-11-25T23:46:28.771443] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TERN' from 'https://tdm.silogroup.org/data/derivative_storage/TERN.csv'.
[2025-11-25T23:46:28.781895] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TERN'.
[2025-11-25T23:46:28.782224] [INFO ] [FORECASTER] Starting predict_future for TERN
[2025-11-25T23:46:28.783051] [DEBUG] [LOCAL     ] No optimal features file found for TERN: ./output/feature-sets/TERN.txt
[2025-11-25T23:46:28.783120] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:46:28.783168] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:46:28.783208] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:46:28.783277] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:46:28.840708] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:46:28.841355] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:46:28.841449] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:46:28.841496] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:46:28.929976] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:46:28.930096] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:46:28.930137] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:46:28.930171] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:46:28.933321] [DEBUG] [FORECASTER] TERN: Forecast T+1@11:T+2@11: UP (p=96.22%)
[2025-11-25T23:46:28.933658] [INFO ] [FORECASTER] Completed predict_future for TERN
[2025-11-25T23:46:28.933864] [INFO ] [sig       ] TERN: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:46:29.076437] [INFO ] [LOCAL     ] Saved forecast: TERN	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/TERN.txt
[2025-11-25T23:46:29.076590] [INFO ] [sig       ] [3176/3639] Completed TERN in 0.3s | 3.04 sym/s | Total: 17.4m | ETA: 2.5m
[2025-11-25T23:46:29.076680] [INFO ] [sig       ] [3177/3639] Forecasting TEVA...
[2025-11-25T23:46:29.076737] [INFO ] [sig       ] Generating forecast for: TEVA
[2025-11-25T23:46:29.076789] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TEVA' from 'https://tdm.silogroup.org/data/derivative_storage/TEVA.csv'.
[2025-11-25T23:46:29.087840] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TEVA'.
[2025-11-25T23:46:29.088181] [INFO ] [FORECASTER] Starting predict_future for TEVA
[2025-11-25T23:46:29.089012] [DEBUG] [LOCAL     ] No optimal features file found for TEVA: ./output/feature-sets/TEVA.txt
[2025-11-25T23:46:29.089082] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:46:29.089140] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:46:29.089191] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:46:29.089278] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:46:29.146461] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:46:29.147131] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:46:29.147225] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:46:29.147284] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:46:29.237075] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:46:29.237228] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:46:29.237271] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:46:29.237306] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:46:29.240612] [DEBUG] [FORECASTER] TEVA: Forecast T+1@11:T+2@11: DOWN (p=16.46%)
[2025-11-25T23:46:29.240921] [INFO ] [FORECASTER] Completed predict_future for TEVA
[2025-11-25T23:46:29.241062] [INFO ] [sig       ] TEVA: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:46:29.382304] [INFO ] [LOCAL     ] Saved forecast: TEVA	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/TEVA.txt
[2025-11-25T23:46:29.382468] [INFO ] [sig       ] [3177/3639] Completed TEVA in 0.3s | 3.04 sym/s | Total: 17.4m | ETA: 2.5m
[2025-11-25T23:46:29.382525] [INFO ] [sig       ] [3178/3639] Forecasting TEX...
[2025-11-25T23:46:29.382571] [INFO ] [sig       ] Generating forecast for: TEX
[2025-11-25T23:46:29.382611] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TEX' from 'https://tdm.silogroup.org/data/derivative_storage/TEX.csv'.
[2025-11-25T23:46:29.394280] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TEX'.
[2025-11-25T23:46:29.394607] [INFO ] [FORECASTER] Starting predict_future for TEX
[2025-11-25T23:46:29.395452] [DEBUG] [LOCAL     ] No optimal features file found for TEX: ./output/feature-sets/TEX.txt
[2025-11-25T23:46:29.395522] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:46:29.395570] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:46:29.395623] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:46:29.395764] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:46:29.453163] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:46:29.453875] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:46:29.453970] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:46:29.454019] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:46:29.552620] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:46:29.552800] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:46:29.552845] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:46:29.552879] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:46:29.556181] [DEBUG] [FORECASTER] TEX: Forecast T+1@11:T+2@11: UP (p=54.60%)
[2025-11-25T23:46:29.556519] [INFO ] [FORECASTER] Completed predict_future for TEX
[2025-11-25T23:46:29.556698] [INFO ] [sig       ] TEX: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:46:29.698394] [INFO ] [LOCAL     ] Saved forecast: TEX	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/TEX.txt
[2025-11-25T23:46:29.698555] [INFO ] [sig       ] [3178/3639] Completed TEX in 0.3s | 3.04 sym/s | Total: 17.4m | ETA: 2.5m
[2025-11-25T23:46:29.698608] [INFO ] [sig       ] [3179/3639] Forecasting TFC...
[2025-11-25T23:46:29.698739] [INFO ] [sig       ] Generating forecast for: TFC
[2025-11-25T23:46:29.698787] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TFC' from 'https://tdm.silogroup.org/data/derivative_storage/TFC.csv'.
[2025-11-25T23:46:29.709234] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TFC'.
[2025-11-25T23:46:29.709595] [INFO ] [FORECASTER] Starting predict_future for TFC
[2025-11-25T23:46:29.710398] [DEBUG] [LOCAL     ] No optimal features file found for TFC: ./output/feature-sets/TFC.txt
[2025-11-25T23:46:29.710466] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:46:29.710511] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:46:29.710552] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:46:29.710621] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:46:29.767912] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:46:29.768560] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:46:29.768673] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:46:29.768727] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:46:29.861507] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:46:29.861677] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:46:29.861729] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:46:29.861764] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:46:29.865065] [DEBUG] [FORECASTER] TFC: Forecast T+1@11:T+2@11: UP (p=94.84%)
[2025-11-25T23:46:29.865349] [INFO ] [FORECASTER] Completed predict_future for TFC
[2025-11-25T23:46:29.865485] [INFO ] [sig       ] TFC: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:46:30.008020] [INFO ] [LOCAL     ] Saved forecast: TFC	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/TFC.txt
[2025-11-25T23:46:30.008192] [INFO ] [sig       ] [3179/3639] Completed TFC in 0.3s | 3.04 sym/s | Total: 17.4m | ETA: 2.5m
[2025-11-25T23:46:30.008266] [INFO ] [sig       ] [3180/3639] Forecasting TFII...
[2025-11-25T23:46:30.008319] [INFO ] [sig       ] Generating forecast for: TFII
[2025-11-25T23:46:30.008371] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TFII' from 'https://tdm.silogroup.org/data/derivative_storage/TFII.csv'.
[2025-11-25T23:46:30.019376] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TFII'.
[2025-11-25T23:46:30.019710] [INFO ] [FORECASTER] Starting predict_future for TFII
[2025-11-25T23:46:30.020516] [DEBUG] [LOCAL     ] No optimal features file found for TFII: ./output/feature-sets/TFII.txt
[2025-11-25T23:46:30.020584] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:46:30.020630] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:46:30.020691] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:46:30.020761] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:46:30.079085] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:46:30.079915] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:46:30.080021] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:46:30.080071] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:46:30.175932] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:46:30.176122] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:46:30.176167] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:46:30.176202] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:46:30.179638] [DEBUG] [FORECASTER] TFII: Forecast T+1@11:T+2@11: DOWN (p=29.61%)
[2025-11-25T23:46:30.179949] [INFO ] [FORECASTER] Completed predict_future for TFII
[2025-11-25T23:46:30.180088] [INFO ] [sig       ] TFII: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:46:30.324223] [INFO ] [LOCAL     ] Saved forecast: TFII	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/TFII.txt
[2025-11-25T23:46:30.324386] [INFO ] [sig       ] [3180/3639] Completed TFII in 0.3s | 3.04 sym/s | Total: 17.4m | ETA: 2.5m
[2025-11-25T23:46:30.324449] [INFO ] [sig       ] [3181/3639] Forecasting TFIN...
[2025-11-25T23:46:30.324492] [INFO ] [sig       ] Generating forecast for: TFIN
[2025-11-25T23:46:30.324534] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TFIN' from 'https://tdm.silogroup.org/data/derivative_storage/TFIN.csv'.
[2025-11-25T23:46:30.335743] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TFIN'.
[2025-11-25T23:46:30.336116] [INFO ] [FORECASTER] Starting predict_future for TFIN
[2025-11-25T23:46:30.336957] [DEBUG] [LOCAL     ] No optimal features file found for TFIN: ./output/feature-sets/TFIN.txt
[2025-11-25T23:46:30.337026] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:46:30.337072] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:46:30.337113] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:46:30.337192] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:46:30.398134] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:46:30.399149] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:46:30.399262] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:46:30.399312] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:46:30.498629] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:46:30.498824] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:46:30.498873] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:46:30.498907] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:46:30.502459] [DEBUG] [FORECASTER] TFIN: Forecast T+1@11:T+2@11: UP (p=93.85%)
[2025-11-25T23:46:30.502951] [INFO ] [FORECASTER] Completed predict_future for TFIN
[2025-11-25T23:46:30.503272] [INFO ] [sig       ] TFIN: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:46:30.646564] [INFO ] [LOCAL     ] Saved forecast: TFIN	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/TFIN.txt
[2025-11-25T23:46:30.646749] [INFO ] [sig       ] [3181/3639] Completed TFIN in 0.3s | 3.04 sym/s | Total: 17.4m | ETA: 2.5m
[2025-11-25T23:46:30.646822] [INFO ] [sig       ] [3182/3639] Forecasting TFPM...
[2025-11-25T23:46:30.646870] [INFO ] [sig       ] Generating forecast for: TFPM
[2025-11-25T23:46:30.646930] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TFPM' from 'https://tdm.silogroup.org/data/derivative_storage/TFPM.csv'.
[2025-11-25T23:46:30.658093] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TFPM'.
[2025-11-25T23:46:30.658402] [INFO ] [FORECASTER] Starting predict_future for TFPM
[2025-11-25T23:46:30.659217] [DEBUG] [LOCAL     ] No optimal features file found for TFPM: ./output/feature-sets/TFPM.txt
[2025-11-25T23:46:30.659288] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:46:30.659354] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:46:30.659397] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:46:30.659468] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:46:30.716861] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:46:30.717507] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:46:30.717603] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:46:30.717670] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:46:30.820663] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:46:30.820833] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:46:30.820878] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:46:30.820912] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:46:30.824272] [DEBUG] [FORECASTER] TFPM: Forecast T+1@11:T+2@11: DOWN (p=13.45%)
[2025-11-25T23:46:30.824560] [INFO ] [FORECASTER] Completed predict_future for TFPM
[2025-11-25T23:46:30.824724] [INFO ] [sig       ] TFPM: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:46:30.971194] [INFO ] [LOCAL     ] Saved forecast: TFPM	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/TFPM.txt
[2025-11-25T23:46:30.971537] [INFO ] [sig       ] [3182/3639] Completed TFPM in 0.3s | 3.04 sym/s | Total: 17.4m | ETA: 2.5m
[2025-11-25T23:46:30.971609] [INFO ] [sig       ] [3183/3639] Forecasting TFSL...
[2025-11-25T23:46:30.971681] [INFO ] [sig       ] Generating forecast for: TFSL
[2025-11-25T23:46:30.971729] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TFSL' from 'https://tdm.silogroup.org/data/derivative_storage/TFSL.csv'.
[2025-11-25T23:46:30.984299] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TFSL'.
[2025-11-25T23:46:30.984685] [INFO ] [FORECASTER] Starting predict_future for TFSL
[2025-11-25T23:46:30.985494] [DEBUG] [LOCAL     ] No optimal features file found for TFSL: ./output/feature-sets/TFSL.txt
[2025-11-25T23:46:30.985562] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:46:30.985608] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:46:30.985669] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:46:30.985741] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:46:31.042921] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:46:31.043779] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:46:31.043880] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:46:31.043927] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:46:31.136544] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:46:31.136760] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:46:31.136815] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:46:31.136851] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:46:31.140408] [DEBUG] [FORECASTER] TFSL: Forecast T+1@11:T+2@11: UP (p=57.59%)
[2025-11-25T23:46:31.140746] [INFO ] [FORECASTER] Completed predict_future for TFSL
[2025-11-25T23:46:31.140902] [INFO ] [sig       ] TFSL: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:46:31.285615] [INFO ] [LOCAL     ] Saved forecast: TFSL	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/TFSL.txt
[2025-11-25T23:46:31.285797] [INFO ] [sig       ] [3183/3639] Completed TFSL in 0.3s | 3.04 sym/s | Total: 17.4m | ETA: 2.5m
[2025-11-25T23:46:31.285853] [INFO ] [sig       ] [3184/3639] Forecasting TG...
[2025-11-25T23:46:31.285897] [INFO ] [sig       ] Generating forecast for: TG
[2025-11-25T23:46:31.285941] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TG' from 'https://tdm.silogroup.org/data/derivative_storage/TG.csv'.
[2025-11-25T23:46:31.296407] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TG'.
[2025-11-25T23:46:31.296809] [INFO ] [FORECASTER] Starting predict_future for TG
[2025-11-25T23:46:31.297623] [DEBUG] [LOCAL     ] No optimal features file found for TG: ./output/feature-sets/TG.txt
[2025-11-25T23:46:31.297712] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:46:31.297772] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:46:31.297817] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:46:31.297887] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:46:31.355215] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:46:31.355970] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:46:31.356065] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:46:31.356112] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:46:31.448721] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:46:31.448885] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:46:31.448929] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:46:31.448962] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:46:31.452279] [DEBUG] [FORECASTER] TG: Forecast T+1@11:T+2@11: UP (p=96.63%)
[2025-11-25T23:46:31.452566] [INFO ] [FORECASTER] Completed predict_future for TG
[2025-11-25T23:46:31.452739] [INFO ] [sig       ] TG: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:46:31.594173] [INFO ] [LOCAL     ] Saved forecast: TG	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/TG.txt
[2025-11-25T23:46:31.594334] [INFO ] [sig       ] [3184/3639] Completed TG in 0.3s | 3.04 sym/s | Total: 17.5m | ETA: 2.5m
[2025-11-25T23:46:31.594390] [INFO ] [sig       ] [3185/3639] Forecasting TGLS...
[2025-11-25T23:46:31.594434] [INFO ] [sig       ] Generating forecast for: TGLS
[2025-11-25T23:46:31.594475] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TGLS' from 'https://tdm.silogroup.org/data/derivative_storage/TGLS.csv'.
[2025-11-25T23:46:31.604965] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TGLS'.
[2025-11-25T23:46:31.605265] [INFO ] [FORECASTER] Starting predict_future for TGLS
[2025-11-25T23:46:31.606089] [DEBUG] [LOCAL     ] No optimal features file found for TGLS: ./output/feature-sets/TGLS.txt
[2025-11-25T23:46:31.606158] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:46:31.606203] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:46:31.606242] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:46:31.606310] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:46:31.663985] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:46:31.664871] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:46:31.664972] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:46:31.665020] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:46:31.765611] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:46:31.765823] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:46:31.765879] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:46:31.765916] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:46:31.769382] [DEBUG] [FORECASTER] TGLS: Forecast T+1@11:T+2@11: DOWN (p=8.99%)
[2025-11-25T23:46:31.769698] [INFO ] [FORECASTER] Completed predict_future for TGLS
[2025-11-25T23:46:31.769864] [INFO ] [sig       ] TGLS: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:46:31.912323] [INFO ] [LOCAL     ] Saved forecast: TGLS	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/TGLS.txt
[2025-11-25T23:46:31.912481] [INFO ] [sig       ] [3185/3639] Completed TGLS in 0.3s | 3.04 sym/s | Total: 17.5m | ETA: 2.5m
[2025-11-25T23:46:31.912544] [INFO ] [sig       ] [3186/3639] Forecasting TGNA...
[2025-11-25T23:46:31.912589] [INFO ] [sig       ] Generating forecast for: TGNA
[2025-11-25T23:46:31.912630] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TGNA' from 'https://tdm.silogroup.org/data/derivative_storage/TGNA.csv'.
[2025-11-25T23:46:31.923339] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TGNA'.
[2025-11-25T23:46:31.923665] [INFO ] [FORECASTER] Starting predict_future for TGNA
[2025-11-25T23:46:31.924449] [DEBUG] [LOCAL     ] No optimal features file found for TGNA: ./output/feature-sets/TGNA.txt
[2025-11-25T23:46:31.924519] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:46:31.924565] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:46:31.924627] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:46:31.924736] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:46:31.982393] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:46:31.983257] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:46:31.983354] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:46:31.983412] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:46:32.080350] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:46:32.080521] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:46:32.080565] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:46:32.080600] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:46:32.083978] [DEBUG] [FORECASTER] TGNA: Forecast T+1@11:T+2@11: DOWN (p=26.84%)
[2025-11-25T23:46:32.084265] [INFO ] [FORECASTER] Completed predict_future for TGNA
[2025-11-25T23:46:32.084404] [INFO ] [sig       ] TGNA: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:46:32.226818] [INFO ] [LOCAL     ] Saved forecast: TGNA	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/TGNA.txt
[2025-11-25T23:46:32.226972] [INFO ] [sig       ] [3186/3639] Completed TGNA in 0.3s | 3.04 sym/s | Total: 17.5m | ETA: 2.5m
[2025-11-25T23:46:32.227026] [INFO ] [sig       ] [3187/3639] Forecasting TGS...
[2025-11-25T23:46:32.227070] [INFO ] [sig       ] Generating forecast for: TGS
[2025-11-25T23:46:32.227112] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TGS' from 'https://tdm.silogroup.org/data/derivative_storage/TGS.csv'.
[2025-11-25T23:46:32.238259] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TGS'.
[2025-11-25T23:46:32.238624] [INFO ] [FORECASTER] Starting predict_future for TGS
[2025-11-25T23:46:32.239482] [DEBUG] [LOCAL     ] No optimal features file found for TGS: ./output/feature-sets/TGS.txt
[2025-11-25T23:46:32.239554] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:46:32.239614] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:46:32.239688] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:46:32.239780] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:46:32.299065] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:46:32.300096] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:46:32.300203] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:46:32.300266] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:46:32.388020] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:46:32.388170] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:46:32.388215] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:46:32.388250] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:46:32.391552] [DEBUG] [FORECASTER] TGS: Forecast T+1@11:T+2@11: UP (p=93.85%)
[2025-11-25T23:46:32.391877] [INFO ] [FORECASTER] Completed predict_future for TGS
[2025-11-25T23:46:32.392064] [INFO ] [sig       ] TGS: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:46:32.547553] [INFO ] [LOCAL     ] Saved forecast: TGS	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/TGS.txt
[2025-11-25T23:46:32.547863] [INFO ] [sig       ] [3187/3639] Completed TGS in 0.3s | 3.04 sym/s | Total: 17.5m | ETA: 2.5m
[2025-11-25T23:46:32.547955] [INFO ] [sig       ] [3188/3639] Forecasting TGTX...
[2025-11-25T23:46:32.548026] [INFO ] [sig       ] Generating forecast for: TGTX
[2025-11-25T23:46:32.548082] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TGTX' from 'https://tdm.silogroup.org/data/derivative_storage/TGTX.csv'.
[2025-11-25T23:46:32.560237] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TGTX'.
[2025-11-25T23:46:32.560695] [INFO ] [FORECASTER] Starting predict_future for TGTX
[2025-11-25T23:46:32.561591] [DEBUG] [LOCAL     ] No optimal features file found for TGTX: ./output/feature-sets/TGTX.txt
[2025-11-25T23:46:32.561688] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:46:32.561738] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:46:32.561781] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:46:32.561850] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:46:32.628153] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:46:32.629237] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:46:32.629348] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:46:32.629398] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:46:32.729598] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:46:32.729826] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:46:32.729882] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:46:32.729924] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:46:32.733559] [DEBUG] [FORECASTER] TGTX: Forecast T+1@11:T+2@11: DOWN (p=36.72%)
[2025-11-25T23:46:32.733973] [INFO ] [FORECASTER] Completed predict_future for TGTX
[2025-11-25T23:46:32.734148] [INFO ] [sig       ] TGTX: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:46:32.879591] [INFO ] [LOCAL     ] Saved forecast: TGTX	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/TGTX.txt
[2025-11-25T23:46:32.879841] [INFO ] [sig       ] [3188/3639] Completed TGTX in 0.3s | 3.04 sym/s | Total: 17.5m | ETA: 2.5m
[2025-11-25T23:46:32.879911] [INFO ] [sig       ] [3189/3639] Forecasting TH...
[2025-11-25T23:46:32.879957] [INFO ] [sig       ] Generating forecast for: TH
[2025-11-25T23:46:32.879998] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TH' from 'https://tdm.silogroup.org/data/derivative_storage/TH.csv'.
[2025-11-25T23:46:32.891216] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TH'.
[2025-11-25T23:46:32.891677] [INFO ] [FORECASTER] Starting predict_future for TH
[2025-11-25T23:46:32.892534] [DEBUG] [LOCAL     ] No optimal features file found for TH: ./output/feature-sets/TH.txt
[2025-11-25T23:46:32.892604] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:46:32.892680] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:46:32.892732] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:46:32.892826] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:46:32.954424] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:46:32.955351] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:46:32.955465] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:46:32.955517] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:46:33.067219] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:46:33.067435] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:46:33.067483] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:46:33.067542] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:46:33.070974] [DEBUG] [FORECASTER] TH: Forecast T+1@11:T+2@11: DOWN (p=41.91%)
[2025-11-25T23:46:33.071267] [INFO ] [FORECASTER] Completed predict_future for TH
[2025-11-25T23:46:33.071405] [INFO ] [sig       ] TH: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:46:33.221602] [INFO ] [LOCAL     ] Saved forecast: TH	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/TH.txt
[2025-11-25T23:46:33.221801] [INFO ] [sig       ] [3189/3639] Completed TH in 0.3s | 3.04 sym/s | Total: 17.5m | ETA: 2.5m
[2025-11-25T23:46:33.221859] [INFO ] [sig       ] [3190/3639] Forecasting THC...
[2025-11-25T23:46:33.221905] [INFO ] [sig       ] Generating forecast for: THC
[2025-11-25T23:46:33.221948] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'THC' from 'https://tdm.silogroup.org/data/derivative_storage/THC.csv'.
[2025-11-25T23:46:33.233938] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'THC'.
[2025-11-25T23:46:33.234354] [INFO ] [FORECASTER] Starting predict_future for THC
[2025-11-25T23:46:33.235419] [DEBUG] [LOCAL     ] No optimal features file found for THC: ./output/feature-sets/THC.txt
[2025-11-25T23:46:33.235496] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:46:33.235597] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:46:33.235667] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:46:33.235754] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:46:33.296238] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:46:33.296996] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:46:33.297097] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:46:33.297158] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:46:33.404656] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:46:33.404826] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:46:33.404873] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:46:33.404909] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:46:33.408551] [DEBUG] [FORECASTER] THC: Forecast T+1@11:T+2@11: UP (p=88.78%)
[2025-11-25T23:46:33.408874] [INFO ] [FORECASTER] Completed predict_future for THC
[2025-11-25T23:46:33.409039] [INFO ] [sig       ] THC: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:46:33.559715] [INFO ] [LOCAL     ] Saved forecast: THC	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/THC.txt
[2025-11-25T23:46:33.559905] [INFO ] [sig       ] [3190/3639] Completed THC in 0.3s | 3.04 sym/s | Total: 17.5m | ETA: 2.5m
[2025-11-25T23:46:33.560040] [INFO ] [sig       ] [3191/3639] Forecasting THFF...
[2025-11-25T23:46:33.560090] [INFO ] [sig       ] Generating forecast for: THFF
[2025-11-25T23:46:33.560133] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'THFF' from 'https://tdm.silogroup.org/data/derivative_storage/THFF.csv'.
[2025-11-25T23:46:33.571341] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'THFF'.
[2025-11-25T23:46:33.571811] [INFO ] [FORECASTER] Starting predict_future for THFF
[2025-11-25T23:46:33.572695] [DEBUG] [LOCAL     ] No optimal features file found for THFF: ./output/feature-sets/THFF.txt
[2025-11-25T23:46:33.572782] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:46:33.572839] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:46:33.572881] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:46:33.572965] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:46:33.639246] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:46:33.640159] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:46:33.640305] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:46:33.640358] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:46:33.753588] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:46:33.753804] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:46:33.753851] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:46:33.753886] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:46:33.757433] [DEBUG] [FORECASTER] THFF: Forecast T+1@11:T+2@11: UP (p=57.14%)
[2025-11-25T23:46:33.757756] [INFO ] [FORECASTER] Completed predict_future for THFF
[2025-11-25T23:46:33.757909] [INFO ] [sig       ] THFF: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:46:33.904786] [INFO ] [LOCAL     ] Saved forecast: THFF	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/THFF.txt
[2025-11-25T23:46:33.904971] [INFO ] [sig       ] [3191/3639] Completed THFF in 0.3s | 3.04 sym/s | Total: 17.5m | ETA: 2.5m
[2025-11-25T23:46:33.905030] [INFO ] [sig       ] [3192/3639] Forecasting THG...
[2025-11-25T23:46:33.905076] [INFO ] [sig       ] Generating forecast for: THG
[2025-11-25T23:46:33.905118] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'THG' from 'https://tdm.silogroup.org/data/derivative_storage/THG.csv'.
[2025-11-25T23:46:33.916303] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'THG'.
[2025-11-25T23:46:33.916757] [INFO ] [FORECASTER] Starting predict_future for THG
[2025-11-25T23:46:33.917639] [DEBUG] [LOCAL     ] No optimal features file found for THG: ./output/feature-sets/THG.txt
[2025-11-25T23:46:33.917734] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:46:33.917784] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:46:33.917830] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:46:33.917961] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:46:33.978042] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:46:33.978944] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:46:33.979046] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:46:33.979110] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:46:34.103087] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:46:34.103247] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:46:34.103292] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:46:34.103328] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:46:34.106717] [DEBUG] [FORECASTER] THG: Forecast T+1@11:T+2@11: DOWN (p=20.47%)
[2025-11-25T23:46:34.107013] [INFO ] [FORECASTER] Completed predict_future for THG
[2025-11-25T23:46:34.107162] [INFO ] [sig       ] THG: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:46:34.253282] [INFO ] [LOCAL     ] Saved forecast: THG	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/THG.txt
[2025-11-25T23:46:34.253436] [INFO ] [sig       ] [3192/3639] Completed THG in 0.3s | 3.04 sym/s | Total: 17.5m | ETA: 2.5m
[2025-11-25T23:46:34.253492] [INFO ] [sig       ] [3193/3639] Forecasting THO...
[2025-11-25T23:46:34.253537] [INFO ] [sig       ] Generating forecast for: THO
[2025-11-25T23:46:34.253595] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'THO' from 'https://tdm.silogroup.org/data/derivative_storage/THO.csv'.
[2025-11-25T23:46:34.264297] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'THO'.
[2025-11-25T23:46:34.264620] [INFO ] [FORECASTER] Starting predict_future for THO
[2025-11-25T23:46:34.265432] [DEBUG] [LOCAL     ] No optimal features file found for THO: ./output/feature-sets/THO.txt
[2025-11-25T23:46:34.265504] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:46:34.265553] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:46:34.265612] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:46:34.265709] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:46:34.325867] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:46:34.326752] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:46:34.326855] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:46:34.326906] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:46:34.439884] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:46:34.440079] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:46:34.440124] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:46:34.440159] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:46:34.443620] [DEBUG] [FORECASTER] THO: Forecast T+1@11:T+2@11: DOWN (p=5.41%)
[2025-11-25T23:46:34.443974] [INFO ] [FORECASTER] Completed predict_future for THO
[2025-11-25T23:46:34.444124] [INFO ] [sig       ] THO: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:46:34.593561] [INFO ] [LOCAL     ] Saved forecast: THO	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/THO.txt
[2025-11-25T23:46:34.593785] [INFO ] [sig       ] [3193/3639] Completed THO in 0.3s | 3.04 sym/s | Total: 17.5m | ETA: 2.4m
[2025-11-25T23:46:34.593847] [INFO ] [sig       ] [3194/3639] Forecasting THQ...
[2025-11-25T23:46:34.593889] [INFO ] [sig       ] Generating forecast for: THQ
[2025-11-25T23:46:34.593930] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'THQ' from 'https://tdm.silogroup.org/data/derivative_storage/THQ.csv'.
[2025-11-25T23:46:34.605048] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'THQ'.
[2025-11-25T23:46:34.605391] [INFO ] [FORECASTER] Starting predict_future for THQ
[2025-11-25T23:46:34.606247] [DEBUG] [LOCAL     ] No optimal features file found for THQ: ./output/feature-sets/THQ.txt
[2025-11-25T23:46:34.606316] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:46:34.606363] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:46:34.606421] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:46:34.606536] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:46:34.666057] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:46:34.666762] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:46:34.666855] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:46:34.666912] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:46:34.782625] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:46:34.782785] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:46:34.782845] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:46:34.782886] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:46:34.786224] [DEBUG] [FORECASTER] THQ: Forecast T+1@11:T+2@11: DOWN (p=3.57%)
[2025-11-25T23:46:34.786513] [INFO ] [FORECASTER] Completed predict_future for THQ
[2025-11-25T23:46:34.786676] [INFO ] [sig       ] THQ: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:46:34.929812] [INFO ] [LOCAL     ] Saved forecast: THQ	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/THQ.txt
[2025-11-25T23:46:34.930001] [INFO ] [sig       ] [3194/3639] Completed THQ in 0.3s | 3.04 sym/s | Total: 17.5m | ETA: 2.4m
[2025-11-25T23:46:34.930060] [INFO ] [sig       ] [3195/3639] Forecasting THRM...
[2025-11-25T23:46:34.930105] [INFO ] [sig       ] Generating forecast for: THRM
[2025-11-25T23:46:34.930249] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'THRM' from 'https://tdm.silogroup.org/data/derivative_storage/THRM.csv'.
[2025-11-25T23:46:34.943063] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'THRM'.
[2025-11-25T23:46:34.943711] [INFO ] [FORECASTER] Starting predict_future for THRM
[2025-11-25T23:46:34.944726] [DEBUG] [LOCAL     ] No optimal features file found for THRM: ./output/feature-sets/THRM.txt
[2025-11-25T23:46:34.944798] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:46:34.944848] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:46:34.944891] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:46:34.944968] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:46:35.005563] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:46:35.006773] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:46:35.006891] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:46:35.006943] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:46:35.132348] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:46:35.132612] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:46:35.132685] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:46:35.132733] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:46:35.136890] [DEBUG] [FORECASTER] THRM: Forecast T+1@11:T+2@11: DOWN (p=0.72%)
[2025-11-25T23:46:35.137373] [INFO ] [FORECASTER] Completed predict_future for THRM
[2025-11-25T23:46:35.137554] [INFO ] [sig       ] THRM: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:46:35.287581] [INFO ] [LOCAL     ] Saved forecast: THRM	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/THRM.txt
[2025-11-25T23:46:35.287864] [INFO ] [sig       ] [3195/3639] Completed THRM in 0.4s | 3.04 sym/s | Total: 17.5m | ETA: 2.4m
[2025-11-25T23:46:35.287925] [INFO ] [sig       ] [3196/3639] Forecasting THRY...
[2025-11-25T23:46:35.287975] [INFO ] [sig       ] Generating forecast for: THRY
[2025-11-25T23:46:35.288020] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'THRY' from 'https://tdm.silogroup.org/data/derivative_storage/THRY.csv'.
[2025-11-25T23:46:35.300800] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'THRY'.
[2025-11-25T23:46:35.301430] [INFO ] [FORECASTER] Starting predict_future for THRY
[2025-11-25T23:46:35.302503] [DEBUG] [LOCAL     ] No optimal features file found for THRY: ./output/feature-sets/THRY.txt
[2025-11-25T23:46:35.302579] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:46:35.302631] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:46:35.302703] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:46:35.302780] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:46:35.362229] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:46:35.363328] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:46:35.363450] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:46:35.363501] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:46:35.485295] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:46:35.485561] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:46:35.485614] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:46:35.485672] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:46:35.489586] [DEBUG] [FORECASTER] THRY: Forecast T+1@11:T+2@11: DOWN (p=24.55%)
[2025-11-25T23:46:35.489955] [INFO ] [FORECASTER] Completed predict_future for THRY
[2025-11-25T23:46:35.490131] [INFO ] [sig       ] THRY: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:46:35.637700] [INFO ] [LOCAL     ] Saved forecast: THRY	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/THRY.txt
[2025-11-25T23:46:35.637946] [INFO ] [sig       ] [3196/3639] Completed THRY in 0.3s | 3.04 sym/s | Total: 17.5m | ETA: 2.4m
[2025-11-25T23:46:35.638006] [INFO ] [sig       ] [3197/3639] Forecasting THS...
[2025-11-25T23:46:35.638057] [INFO ] [sig       ] Generating forecast for: THS
[2025-11-25T23:46:35.638118] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'THS' from 'https://tdm.silogroup.org/data/derivative_storage/THS.csv'.
[2025-11-25T23:46:35.650977] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'THS'.
[2025-11-25T23:46:35.651443] [INFO ] [FORECASTER] Starting predict_future for THS
[2025-11-25T23:46:35.652370] [DEBUG] [LOCAL     ] No optimal features file found for THS: ./output/feature-sets/THS.txt
[2025-11-25T23:46:35.652445] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:46:35.652496] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:46:35.652539] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:46:35.652612] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:46:35.716841] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:46:35.718051] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:46:35.718171] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:46:35.718223] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:46:35.836792] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:46:35.837067] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:46:35.837119] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:46:35.837160] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:46:35.841542] [DEBUG] [FORECASTER] THS: Forecast T+1@11:T+2@11: DOWN (p=48.73%)
[2025-11-25T23:46:35.841908] [INFO ] [FORECASTER] Completed predict_future for THS
[2025-11-25T23:46:35.842148] [INFO ] [sig       ] THS: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:46:35.992390] [INFO ] [LOCAL     ] Saved forecast: THS	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/THS.txt
[2025-11-25T23:46:35.992663] [INFO ] [sig       ] [3197/3639] Completed THS in 0.4s | 3.04 sym/s | Total: 17.5m | ETA: 2.4m
[2025-11-25T23:46:35.992731] [INFO ] [sig       ] [3198/3639] Forecasting TIGO...
[2025-11-25T23:46:35.992778] [INFO ] [sig       ] Generating forecast for: TIGO
[2025-11-25T23:46:35.992821] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TIGO' from 'https://tdm.silogroup.org/data/derivative_storage/TIGO.csv'.
[2025-11-25T23:46:36.005968] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TIGO'.
[2025-11-25T23:46:36.006747] [INFO ] [FORECASTER] Starting predict_future for TIGO
[2025-11-25T23:46:36.007694] [DEBUG] [LOCAL     ] No optimal features file found for TIGO: ./output/feature-sets/TIGO.txt
[2025-11-25T23:46:36.007771] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:46:36.007824] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:46:36.007867] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:46:36.007959] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:46:36.066108] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:46:36.067094] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:46:36.067205] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:46:36.067270] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:46:36.183393] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:46:36.183589] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:46:36.183636] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:46:36.183702] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:46:36.187190] [DEBUG] [FORECASTER] TIGO: Forecast T+1@11:T+2@11: DOWN (p=9.03%)
[2025-11-25T23:46:36.187517] [INFO ] [FORECASTER] Completed predict_future for TIGO
[2025-11-25T23:46:36.187709] [INFO ] [sig       ] TIGO: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:46:36.328803] [INFO ] [LOCAL     ] Saved forecast: TIGO	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/TIGO.txt
[2025-11-25T23:46:36.328971] [INFO ] [sig       ] [3198/3639] Completed TIGO in 0.3s | 3.04 sym/s | Total: 17.5m | ETA: 2.4m
[2025-11-25T23:46:36.329029] [INFO ] [sig       ] [3199/3639] Forecasting TIL...
[2025-11-25T23:46:36.329073] [INFO ] [sig       ] Generating forecast for: TIL
[2025-11-25T23:46:36.329114] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TIL' from 'https://tdm.silogroup.org/data/derivative_storage/TIL.csv'.
[2025-11-25T23:46:36.340160] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TIL'.
[2025-11-25T23:46:36.340457] [INFO ] [FORECASTER] Starting predict_future for TIL
[2025-11-25T23:46:36.341275] [DEBUG] [LOCAL     ] No optimal features file found for TIL: ./output/feature-sets/TIL.txt
[2025-11-25T23:46:36.341345] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:46:36.341391] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:46:36.341433] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:46:36.341500] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:46:36.399128] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:46:36.399810] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:46:36.399906] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:46:36.399951] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:46:36.497802] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:46:36.497974] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:46:36.498019] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:46:36.498059] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:46:36.501481] [DEBUG] [FORECASTER] TIL: Forecast T+1@11:T+2@11: DOWN (p=45.23%)
[2025-11-25T23:46:36.501796] [INFO ] [FORECASTER] Completed predict_future for TIL
[2025-11-25T23:46:36.501945] [INFO ] [sig       ] TIL: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:46:36.643101] [INFO ] [LOCAL     ] Saved forecast: TIL	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/TIL.txt
[2025-11-25T23:46:36.643260] [INFO ] [sig       ] [3199/3639] Completed TIL in 0.3s | 3.04 sym/s | Total: 17.5m | ETA: 2.4m
[2025-11-25T23:46:36.643313] [INFO ] [sig       ] [3200/3639] Forecasting TILE...
[2025-11-25T23:46:36.643358] [INFO ] [sig       ] Generating forecast for: TILE
[2025-11-25T23:46:36.643402] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TILE' from 'https://tdm.silogroup.org/data/derivative_storage/TILE.csv'.
[2025-11-25T23:46:36.654745] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TILE'.
[2025-11-25T23:46:36.655064] [INFO ] [FORECASTER] Starting predict_future for TILE
[2025-11-25T23:46:36.655902] [DEBUG] [LOCAL     ] No optimal features file found for TILE: ./output/feature-sets/TILE.txt
[2025-11-25T23:46:36.655971] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:46:36.656017] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:46:36.656056] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:46:36.656127] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:46:36.713573] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:46:36.714371] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:46:36.714469] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:46:36.714517] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:46:36.806844] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:46:36.807018] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:46:36.807063] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:46:36.807097] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:46:36.810631] [DEBUG] [FORECASTER] TILE: Forecast T+1@11:T+2@11: UP (p=88.93%)
[2025-11-25T23:46:36.810943] [INFO ] [FORECASTER] Completed predict_future for TILE
[2025-11-25T23:46:36.811085] [INFO ] [sig       ] TILE: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:46:36.959542] [INFO ] [LOCAL     ] Saved forecast: TILE	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/TILE.txt
[2025-11-25T23:46:36.959768] [INFO ] [sig       ] [3200/3639] Completed TILE in 0.3s | 3.04 sym/s | Total: 17.5m | ETA: 2.4m
[2025-11-25T23:46:36.959839] [INFO ] [sig       ] [3201/3639] Forecasting TIMB...
[2025-11-25T23:46:36.959893] [INFO ] [sig       ] Generating forecast for: TIMB
[2025-11-25T23:46:36.959930] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TIMB' from 'https://tdm.silogroup.org/data/derivative_storage/TIMB.csv'.
[2025-11-25T23:46:36.970520] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TIMB'.
[2025-11-25T23:46:36.970877] [INFO ] [FORECASTER] Starting predict_future for TIMB
[2025-11-25T23:46:36.971736] [DEBUG] [LOCAL     ] No optimal features file found for TIMB: ./output/feature-sets/TIMB.txt
[2025-11-25T23:46:36.971809] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:46:36.971863] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:46:36.971914] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:46:36.972002] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:46:37.033043] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:46:37.033996] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:46:37.034104] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:46:37.034164] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:46:37.128085] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:46:37.128291] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:46:37.128339] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:46:37.128375] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:46:37.132005] [DEBUG] [FORECASTER] TIMB: Forecast T+1@11:T+2@11: DOWN (p=1.88%)
[2025-11-25T23:46:37.132310] [INFO ] [FORECASTER] Completed predict_future for TIMB
[2025-11-25T23:46:37.132453] [INFO ] [sig       ] TIMB: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:46:37.287467] [INFO ] [LOCAL     ] Saved forecast: TIMB	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/TIMB.txt
[2025-11-25T23:46:37.287682] [INFO ] [sig       ] [3201/3639] Completed TIMB in 0.3s | 3.04 sym/s | Total: 17.5m | ETA: 2.4m
[2025-11-25T23:46:37.287739] [INFO ] [sig       ] [3202/3639] Forecasting TITN...
[2025-11-25T23:46:37.287785] [INFO ] [sig       ] Generating forecast for: TITN
[2025-11-25T23:46:37.287828] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TITN' from 'https://tdm.silogroup.org/data/derivative_storage/TITN.csv'.
[2025-11-25T23:46:37.301717] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TITN'.
[2025-11-25T23:46:37.302256] [INFO ] [FORECASTER] Starting predict_future for TITN
[2025-11-25T23:46:37.303350] [DEBUG] [LOCAL     ] No optimal features file found for TITN: ./output/feature-sets/TITN.txt
[2025-11-25T23:46:37.303441] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:46:37.303505] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:46:37.303566] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:46:37.303694] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:46:37.376424] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:46:37.377949] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:46:37.378087] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:46:37.378141] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:46:37.495935] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:46:37.496245] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:46:37.496301] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:46:37.496339] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:46:37.501353] [DEBUG] [FORECASTER] TITN: Forecast T+1@11:T+2@11: DOWN (p=21.68%)
[2025-11-25T23:46:37.501876] [INFO ] [FORECASTER] Completed predict_future for TITN
[2025-11-25T23:46:37.502080] [INFO ] [sig       ] TITN: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:46:37.652724] [INFO ] [LOCAL     ] Saved forecast: TITN	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/TITN.txt
[2025-11-25T23:46:37.652983] [INFO ] [sig       ] [3202/3639] Completed TITN in 0.4s | 3.04 sym/s | Total: 17.6m | ETA: 2.4m
[2025-11-25T23:46:37.653048] [INFO ] [sig       ] [3203/3639] Forecasting TIVC...
[2025-11-25T23:46:37.653097] [INFO ] [sig       ] Generating forecast for: TIVC
[2025-11-25T23:46:37.653140] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TIVC' from 'https://tdm.silogroup.org/data/derivative_storage/TIVC.csv'.
[2025-11-25T23:46:37.664617] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TIVC'.
[2025-11-25T23:46:37.665067] [INFO ] [FORECASTER] Starting predict_future for TIVC
[2025-11-25T23:46:37.666017] [DEBUG] [LOCAL     ] No optimal features file found for TIVC: ./output/feature-sets/TIVC.txt
[2025-11-25T23:46:37.666090] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:46:37.666146] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:46:37.666190] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:46:37.666260] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:46:37.745440] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:46:37.746425] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:46:37.746533] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:46:37.746582] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:46:37.845980] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:46:37.846181] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:46:37.846228] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:46:37.846264] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:46:37.849811] [DEBUG] [FORECASTER] TIVC: Forecast T+1@11:T+2@11: DOWN (p=2.77%)
[2025-11-25T23:46:37.850111] [INFO ] [FORECASTER] Completed predict_future for TIVC
[2025-11-25T23:46:37.850251] [INFO ] [sig       ] TIVC: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:46:37.996403] [INFO ] [LOCAL     ] Saved forecast: TIVC	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/TIVC.txt
[2025-11-25T23:46:37.996595] [INFO ] [sig       ] [3203/3639] Completed TIVC in 0.3s | 3.04 sym/s | Total: 17.6m | ETA: 2.4m
[2025-11-25T23:46:37.996673] [INFO ] [sig       ] [3204/3639] Forecasting TJX...
[2025-11-25T23:46:37.996720] [INFO ] [sig       ] Generating forecast for: TJX
[2025-11-25T23:46:37.996762] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TJX' from 'https://tdm.silogroup.org/data/derivative_storage/TJX.csv'.
[2025-11-25T23:46:38.007851] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TJX'.
[2025-11-25T23:46:38.008245] [INFO ] [FORECASTER] Starting predict_future for TJX
[2025-11-25T23:46:38.009088] [DEBUG] [LOCAL     ] No optimal features file found for TJX: ./output/feature-sets/TJX.txt
[2025-11-25T23:46:38.009159] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:46:38.009208] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:46:38.009249] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:46:38.009345] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:46:38.071209] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:46:38.072139] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:46:38.072243] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:46:38.072292] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:46:38.168786] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:46:38.168986] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:46:38.169033] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:46:38.169070] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:46:38.172551] [DEBUG] [FORECASTER] TJX: Forecast T+1@11:T+2@11: DOWN (p=17.42%)
[2025-11-25T23:46:38.172879] [INFO ] [FORECASTER] Completed predict_future for TJX
[2025-11-25T23:46:38.173038] [INFO ] [sig       ] TJX: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:46:38.321460] [INFO ] [LOCAL     ] Saved forecast: TJX	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/TJX.txt
[2025-11-25T23:46:38.321676] [INFO ] [sig       ] [3204/3639] Completed TJX in 0.3s | 3.04 sym/s | Total: 17.6m | ETA: 2.4m
[2025-11-25T23:46:38.321735] [INFO ] [sig       ] [3205/3639] Forecasting TK...
[2025-11-25T23:46:38.321779] [INFO ] [sig       ] Generating forecast for: TK
[2025-11-25T23:46:38.321823] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TK' from 'https://tdm.silogroup.org/data/derivative_storage/TK.csv'.
[2025-11-25T23:46:38.332422] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TK'.
[2025-11-25T23:46:38.332758] [INFO ] [FORECASTER] Starting predict_future for TK
[2025-11-25T23:46:38.333530] [DEBUG] [LOCAL     ] No optimal features file found for TK: ./output/feature-sets/TK.txt
[2025-11-25T23:46:38.333599] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:46:38.333663] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:46:38.333706] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:46:38.333774] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:46:38.394112] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:46:38.394948] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:46:38.395053] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:46:38.395108] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:46:38.496466] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:46:38.496682] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:46:38.496759] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:46:38.496808] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:46:38.500564] [DEBUG] [FORECASTER] TK: Forecast T+1@11:T+2@11: UP (p=92.54%)
[2025-11-25T23:46:38.500913] [INFO ] [FORECASTER] Completed predict_future for TK
[2025-11-25T23:46:38.501259] [INFO ] [sig       ] TK: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:46:38.649144] [INFO ] [LOCAL     ] Saved forecast: TK	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/TK.txt
[2025-11-25T23:46:38.649305] [INFO ] [sig       ] [3205/3639] Completed TK in 0.3s | 3.04 sym/s | Total: 17.6m | ETA: 2.4m
[2025-11-25T23:46:38.649362] [INFO ] [sig       ] [3206/3639] Forecasting TKC...
[2025-11-25T23:46:38.649407] [INFO ] [sig       ] Generating forecast for: TKC
[2025-11-25T23:46:38.649450] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TKC' from 'https://tdm.silogroup.org/data/derivative_storage/TKC.csv'.
[2025-11-25T23:46:38.660189] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TKC'.
[2025-11-25T23:46:38.660491] [INFO ] [FORECASTER] Starting predict_future for TKC
[2025-11-25T23:46:38.661340] [DEBUG] [LOCAL     ] No optimal features file found for TKC: ./output/feature-sets/TKC.txt
[2025-11-25T23:46:38.661442] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:46:38.661505] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:46:38.661557] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:46:38.661663] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:46:38.720398] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:46:38.721346] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:46:38.721451] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:46:38.721520] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:46:38.823016] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:46:38.823213] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:46:38.823258] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:46:38.823293] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:46:38.826687] [DEBUG] [FORECASTER] TKC: Forecast T+1@11:T+2@11: UP (p=92.52%)
[2025-11-25T23:46:38.826997] [INFO ] [FORECASTER] Completed predict_future for TKC
[2025-11-25T23:46:38.827157] [INFO ] [sig       ] TKC: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:46:38.991697] [INFO ] [LOCAL     ] Saved forecast: TKC	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/TKC.txt
[2025-11-25T23:46:38.991883] [INFO ] [sig       ] [3206/3639] Completed TKC in 0.3s | 3.04 sym/s | Total: 17.6m | ETA: 2.4m
[2025-11-25T23:46:38.991943] [INFO ] [sig       ] [3207/3639] Forecasting TKNO...
[2025-11-25T23:46:38.991988] [INFO ] [sig       ] Generating forecast for: TKNO
[2025-11-25T23:46:38.992029] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TKNO' from 'https://tdm.silogroup.org/data/derivative_storage/TKNO.csv'.
[2025-11-25T23:46:39.002706] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TKNO'.
[2025-11-25T23:46:39.003120] [INFO ] [FORECASTER] Starting predict_future for TKNO
[2025-11-25T23:46:39.003982] [DEBUG] [LOCAL     ] No optimal features file found for TKNO: ./output/feature-sets/TKNO.txt
[2025-11-25T23:46:39.004054] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:46:39.004102] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:46:39.004144] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:46:39.004234] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:46:39.063238] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:46:39.064140] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:46:39.064244] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:46:39.064293] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:46:39.155014] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:46:39.155204] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:46:39.155250] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:46:39.155285] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:46:39.158705] [DEBUG] [FORECASTER] TKNO: Forecast T+1@11:T+2@11: UP (p=72.86%)
[2025-11-25T23:46:39.159098] [INFO ] [FORECASTER] Completed predict_future for TKNO
[2025-11-25T23:46:39.159263] [INFO ] [sig       ] TKNO: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:46:39.300858] [INFO ] [LOCAL     ] Saved forecast: TKNO	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/TKNO.txt
[2025-11-25T23:46:39.301016] [INFO ] [sig       ] [3207/3639] Completed TKNO in 0.3s | 3.04 sym/s | Total: 17.6m | ETA: 2.4m
[2025-11-25T23:46:39.301071] [INFO ] [sig       ] [3208/3639] Forecasting TKO...
[2025-11-25T23:46:39.301116] [INFO ] [sig       ] Generating forecast for: TKO
[2025-11-25T23:46:39.301157] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TKO' from 'https://tdm.silogroup.org/data/derivative_storage/TKO.csv'.
[2025-11-25T23:46:39.311607] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TKO'.
[2025-11-25T23:46:39.311909] [INFO ] [FORECASTER] Starting predict_future for TKO
[2025-11-25T23:46:39.312791] [DEBUG] [LOCAL     ] No optimal features file found for TKO: ./output/feature-sets/TKO.txt
[2025-11-25T23:46:39.312860] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:46:39.312906] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:46:39.312946] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:46:39.313014] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:46:39.370868] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:46:39.371566] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:46:39.371681] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:46:39.371732] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:46:39.474221] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:46:39.474412] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:46:39.474458] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:46:39.474493] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:46:39.478000] [DEBUG] [FORECASTER] TKO: Forecast T+1@11:T+2@11: DOWN (p=24.27%)
[2025-11-25T23:46:39.478313] [INFO ] [FORECASTER] Completed predict_future for TKO
[2025-11-25T23:46:39.478468] [INFO ] [sig       ] TKO: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:46:39.623581] [INFO ] [LOCAL     ] Saved forecast: TKO	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/TKO.txt
[2025-11-25T23:46:39.623755] [INFO ] [sig       ] [3208/3639] Completed TKO in 0.3s | 3.04 sym/s | Total: 17.6m | ETA: 2.4m
[2025-11-25T23:46:39.623811] [INFO ] [sig       ] [3209/3639] Forecasting TLK...
[2025-11-25T23:46:39.623854] [INFO ] [sig       ] Generating forecast for: TLK
[2025-11-25T23:46:39.623897] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TLK' from 'https://tdm.silogroup.org/data/derivative_storage/TLK.csv'.
[2025-11-25T23:46:39.634927] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TLK'.
[2025-11-25T23:46:39.635209] [INFO ] [FORECASTER] Starting predict_future for TLK
[2025-11-25T23:46:39.636063] [DEBUG] [LOCAL     ] No optimal features file found for TLK: ./output/feature-sets/TLK.txt
[2025-11-25T23:46:39.636133] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:46:39.636179] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:46:39.636220] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:46:39.636288] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:46:39.695514] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:46:39.696199] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:46:39.696300] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:46:39.696350] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:46:39.794899] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:46:39.795057] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:46:39.795101] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:46:39.795135] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:46:39.798449] [DEBUG] [FORECASTER] TLK: Forecast T+1@11:T+2@11: UP (p=80.60%)
[2025-11-25T23:46:39.798786] [INFO ] [FORECASTER] Completed predict_future for TLK
[2025-11-25T23:46:39.798952] [INFO ] [sig       ] TLK: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:46:39.942118] [INFO ] [LOCAL     ] Saved forecast: TLK	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/TLK.txt
[2025-11-25T23:46:39.942277] [INFO ] [sig       ] [3209/3639] Completed TLK in 0.3s | 3.04 sym/s | Total: 17.6m | ETA: 2.4m
[2025-11-25T23:46:39.942355] [INFO ] [sig       ] [3210/3639] Forecasting TLN...
[2025-11-25T23:46:39.942401] [INFO ] [sig       ] Generating forecast for: TLN
[2025-11-25T23:46:39.942444] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TLN' from 'https://tdm.silogroup.org/data/derivative_storage/TLN.csv'.
[2025-11-25T23:46:39.953293] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TLN'.
[2025-11-25T23:46:39.953622] [INFO ] [FORECASTER] Starting predict_future for TLN
[2025-11-25T23:46:39.954540] [DEBUG] [LOCAL     ] No optimal features file found for TLN: ./output/feature-sets/TLN.txt
[2025-11-25T23:46:39.954609] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:46:39.954688] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:46:39.954742] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:46:39.954830] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:46:40.017585] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:46:40.018521] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:46:40.018622] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:46:40.018699] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:46:40.125590] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:46:40.125823] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:46:40.125876] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:46:40.125913] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:46:40.129496] [DEBUG] [FORECASTER] TLN: Forecast T+1@11:T+2@11: UP (p=53.41%)
[2025-11-25T23:46:40.129816] [INFO ] [FORECASTER] Completed predict_future for TLN
[2025-11-25T23:46:40.129966] [INFO ] [sig       ] TLN: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:46:40.270958] [INFO ] [LOCAL     ] Saved forecast: TLN	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/TLN.txt
[2025-11-25T23:46:40.271111] [INFO ] [sig       ] [3210/3639] Completed TLN in 0.3s | 3.04 sym/s | Total: 17.6m | ETA: 2.4m
[2025-11-25T23:46:40.271170] [INFO ] [sig       ] [3211/3639] Forecasting TLS...
[2025-11-25T23:46:40.271212] [INFO ] [sig       ] Generating forecast for: TLS
[2025-11-25T23:46:40.271253] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TLS' from 'https://tdm.silogroup.org/data/derivative_storage/TLS.csv'.
[2025-11-25T23:46:40.281858] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TLS'.
[2025-11-25T23:46:40.282162] [INFO ] [FORECASTER] Starting predict_future for TLS
[2025-11-25T23:46:40.282991] [DEBUG] [LOCAL     ] No optimal features file found for TLS: ./output/feature-sets/TLS.txt
[2025-11-25T23:46:40.283061] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:46:40.283106] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:46:40.283157] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:46:40.283243] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:46:40.340631] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:46:40.341366] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:46:40.341462] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:46:40.341504] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:46:40.435802] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:46:40.435961] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:46:40.436008] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:46:40.436046] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:46:40.439418] [DEBUG] [FORECASTER] TLS: Forecast T+1@11:T+2@11: UP (p=73.89%)
[2025-11-25T23:46:40.439719] [INFO ] [FORECASTER] Completed predict_future for TLS
[2025-11-25T23:46:40.439882] [INFO ] [sig       ] TLS: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:46:40.580573] [INFO ] [LOCAL     ] Saved forecast: TLS	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/TLS.txt
[2025-11-25T23:46:40.580756] [INFO ] [sig       ] [3211/3639] Completed TLS in 0.3s | 3.04 sym/s | Total: 17.6m | ETA: 2.3m
[2025-11-25T23:46:40.580822] [INFO ] [sig       ] [3212/3639] Forecasting TLSA...
[2025-11-25T23:46:40.580880] [INFO ] [sig       ] Generating forecast for: TLSA
[2025-11-25T23:46:40.580936] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TLSA' from 'https://tdm.silogroup.org/data/derivative_storage/TLSA.csv'.
[2025-11-25T23:46:40.592439] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TLSA'.
[2025-11-25T23:46:40.592810] [INFO ] [FORECASTER] Starting predict_future for TLSA
[2025-11-25T23:46:40.593676] [DEBUG] [LOCAL     ] No optimal features file found for TLSA: ./output/feature-sets/TLSA.txt
[2025-11-25T23:46:40.593766] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:46:40.593817] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:46:40.593860] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:46:40.593933] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:46:40.653923] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:46:40.654836] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:46:40.654945] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:46:40.654998] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:46:40.761621] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:46:40.761842] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:46:40.761889] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:46:40.761925] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:46:40.765453] [DEBUG] [FORECASTER] TLSA: Forecast T+1@11:T+2@11: DOWN (p=7.38%)
[2025-11-25T23:46:40.765788] [INFO ] [FORECASTER] Completed predict_future for TLSA
[2025-11-25T23:46:40.765950] [INFO ] [sig       ] TLSA: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:46:40.920662] [INFO ] [LOCAL     ] Saved forecast: TLSA	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/TLSA.txt
[2025-11-25T23:46:40.920858] [INFO ] [sig       ] [3212/3639] Completed TLSA in 0.3s | 3.04 sym/s | Total: 17.6m | ETA: 2.3m
[2025-11-25T23:46:40.920924] [INFO ] [sig       ] [3213/3639] Forecasting TLSI...
[2025-11-25T23:46:40.921006] [INFO ] [sig       ] Generating forecast for: TLSI
[2025-11-25T23:46:40.921054] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TLSI' from 'https://tdm.silogroup.org/data/derivative_storage/TLSI.csv'.
[2025-11-25T23:46:40.934212] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TLSI'.
[2025-11-25T23:46:40.934657] [INFO ] [FORECASTER] Starting predict_future for TLSI
[2025-11-25T23:46:40.935504] [DEBUG] [LOCAL     ] No optimal features file found for TLSI: ./output/feature-sets/TLSI.txt
[2025-11-25T23:46:40.935576] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:46:40.935623] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:46:40.935686] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:46:40.935757] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:46:41.010370] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:46:41.011607] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:46:41.011783] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:46:41.011863] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:46:41.152242] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:46:41.152476] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:46:41.152705] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:46:41.152807] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:46:41.156969] [DEBUG] [FORECASTER] TLSI: Forecast T+1@11:T+2@11: DOWN (p=15.83%)
[2025-11-25T23:46:41.157412] [INFO ] [FORECASTER] Completed predict_future for TLSI
[2025-11-25T23:46:41.157726] [INFO ] [sig       ] TLSI: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:46:41.356503] [INFO ] [LOCAL     ] Saved forecast: TLSI	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/TLSI.txt
[2025-11-25T23:46:41.356780] [INFO ] [sig       ] [3213/3639] Completed TLSI in 0.4s | 3.04 sym/s | Total: 17.6m | ETA: 2.3m
[2025-11-25T23:46:41.356960] [INFO ] [sig       ] [3214/3639] Forecasting TLYS...
[2025-11-25T23:46:41.357048] [INFO ] [sig       ] Generating forecast for: TLYS
[2025-11-25T23:46:41.357137] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TLYS' from 'https://tdm.silogroup.org/data/derivative_storage/TLYS.csv'.
[2025-11-25T23:46:41.370443] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TLYS'.
[2025-11-25T23:46:41.370946] [INFO ] [FORECASTER] Starting predict_future for TLYS
[2025-11-25T23:46:41.371861] [DEBUG] [LOCAL     ] No optimal features file found for TLYS: ./output/feature-sets/TLYS.txt
[2025-11-25T23:46:41.371934] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:46:41.371980] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:46:41.372032] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:46:41.372168] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:46:41.461223] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:46:41.462523] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:46:41.462711] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:46:41.462804] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:46:41.584201] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:46:41.584435] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:46:41.584495] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:46:41.584533] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:46:41.588457] [DEBUG] [FORECASTER] TLYS: Forecast T+1@11:T+2@11: DOWN (p=7.04%)
[2025-11-25T23:46:41.588867] [INFO ] [FORECASTER] Completed predict_future for TLYS
[2025-11-25T23:46:41.589043] [INFO ] [sig       ] TLYS: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:46:41.818935] [INFO ] [LOCAL     ] Saved forecast: TLYS	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/TLYS.txt
[2025-11-25T23:46:41.819126] [INFO ] [sig       ] [3214/3639] Completed TLYS in 0.5s | 3.04 sym/s | Total: 17.6m | ETA: 2.3m
[2025-11-25T23:46:41.819182] [INFO ] [sig       ] [3215/3639] Forecasting TM...
[2025-11-25T23:46:41.819227] [INFO ] [sig       ] Generating forecast for: TM
[2025-11-25T23:46:41.819270] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TM' from 'https://tdm.silogroup.org/data/derivative_storage/TM.csv'.
[2025-11-25T23:46:41.834114] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TM'.
[2025-11-25T23:46:41.834594] [INFO ] [FORECASTER] Starting predict_future for TM
[2025-11-25T23:46:41.835511] [DEBUG] [LOCAL     ] No optimal features file found for TM: ./output/feature-sets/TM.txt
[2025-11-25T23:46:41.835613] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:46:41.835706] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:46:41.835754] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:46:41.835820] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:46:41.898852] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:46:41.899861] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:46:41.899965] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:46:41.900014] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:46:41.982019] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:46:41.982204] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:46:41.982252] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:46:41.982287] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:46:41.986006] [DEBUG] [FORECASTER] TM: Forecast T+1@11:T+2@11: UP (p=50.42%)
[2025-11-25T23:46:41.986322] [INFO ] [FORECASTER] Completed predict_future for TM
[2025-11-25T23:46:41.986463] [INFO ] [sig       ] TM: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:46:42.131518] [INFO ] [LOCAL     ] Saved forecast: TM	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/TM.txt
[2025-11-25T23:46:42.131763] [INFO ] [sig       ] [3215/3639] Completed TM in 0.3s | 3.04 sym/s | Total: 17.6m | ETA: 2.3m
[2025-11-25T23:46:42.131852] [INFO ] [sig       ] [3216/3639] Forecasting TMC...
[2025-11-25T23:46:42.131913] [INFO ] [sig       ] Generating forecast for: TMC
[2025-11-25T23:46:42.131968] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TMC' from 'https://tdm.silogroup.org/data/derivative_storage/TMC.csv'.
[2025-11-25T23:46:42.144232] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TMC'.
[2025-11-25T23:46:42.144679] [INFO ] [FORECASTER] Starting predict_future for TMC
[2025-11-25T23:46:42.145519] [DEBUG] [LOCAL     ] No optimal features file found for TMC: ./output/feature-sets/TMC.txt
[2025-11-25T23:46:42.145590] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:46:42.145636] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:46:42.145697] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:46:42.145765] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:46:42.206920] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:46:42.207972] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:46:42.208111] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:46:42.208182] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:46:42.318042] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:46:42.318232] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:46:42.318292] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:46:42.318342] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:46:42.322137] [DEBUG] [FORECASTER] TMC: Forecast T+1@11:T+2@11: DOWN (p=19.08%)
[2025-11-25T23:46:42.322488] [INFO ] [FORECASTER] Completed predict_future for TMC
[2025-11-25T23:46:42.322676] [INFO ] [sig       ] TMC: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:46:42.472539] [INFO ] [LOCAL     ] Saved forecast: TMC	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/TMC.txt
[2025-11-25T23:46:42.472763] [INFO ] [sig       ] [3216/3639] Completed TMC in 0.3s | 3.04 sym/s | Total: 17.6m | ETA: 2.3m
[2025-11-25T23:46:42.472830] [INFO ] [sig       ] [3217/3639] Forecasting TMCI...
[2025-11-25T23:46:42.472875] [INFO ] [sig       ] Generating forecast for: TMCI
[2025-11-25T23:46:42.472917] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TMCI' from 'https://tdm.silogroup.org/data/derivative_storage/TMCI.csv'.
[2025-11-25T23:46:42.485584] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TMCI'.
[2025-11-25T23:46:42.486082] [INFO ] [FORECASTER] Starting predict_future for TMCI
[2025-11-25T23:46:42.487169] [DEBUG] [LOCAL     ] No optimal features file found for TMCI: ./output/feature-sets/TMCI.txt
[2025-11-25T23:46:42.487253] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:46:42.487331] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:46:42.487407] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:46:42.487512] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:46:42.551543] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:46:42.552445] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:46:42.552548] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:46:42.552592] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:46:42.638065] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:46:42.638266] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:46:42.638315] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:46:42.638349] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:46:42.641864] [DEBUG] [FORECASTER] TMCI: Forecast T+1@11:T+2@11: UP (p=95.90%)
[2025-11-25T23:46:42.642197] [INFO ] [FORECASTER] Completed predict_future for TMCI
[2025-11-25T23:46:42.642331] [INFO ] [sig       ] TMCI: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:46:42.789499] [INFO ] [LOCAL     ] Saved forecast: TMCI	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/TMCI.txt
[2025-11-25T23:46:42.789676] [INFO ] [sig       ] [3217/3639] Completed TMCI in 0.3s | 3.04 sym/s | Total: 17.6m | ETA: 2.3m
[2025-11-25T23:46:42.789733] [INFO ] [sig       ] [3218/3639] Forecasting TMDX...
[2025-11-25T23:46:42.789779] [INFO ] [sig       ] Generating forecast for: TMDX
[2025-11-25T23:46:42.789849] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TMDX' from 'https://tdm.silogroup.org/data/derivative_storage/TMDX.csv'.
[2025-11-25T23:46:42.801133] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TMDX'.
[2025-11-25T23:46:42.801527] [INFO ] [FORECASTER] Starting predict_future for TMDX
[2025-11-25T23:46:42.802443] [DEBUG] [LOCAL     ] No optimal features file found for TMDX: ./output/feature-sets/TMDX.txt
[2025-11-25T23:46:42.802516] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:46:42.802575] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:46:42.802627] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:46:42.802773] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:46:42.863456] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:46:42.864203] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:46:42.864314] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:46:42.864380] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:46:42.959847] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:46:42.960034] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:46:42.960083] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:46:42.960120] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:46:42.963606] [DEBUG] [FORECASTER] TMDX: Forecast T+1@11:T+2@11: DOWN (p=6.83%)
[2025-11-25T23:46:42.963926] [INFO ] [FORECASTER] Completed predict_future for TMDX
[2025-11-25T23:46:42.964070] [INFO ] [sig       ] TMDX: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:46:43.106231] [INFO ] [LOCAL     ] Saved forecast: TMDX	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/TMDX.txt
[2025-11-25T23:46:43.106403] [INFO ] [sig       ] [3218/3639] Completed TMDX in 0.3s | 3.04 sym/s | Total: 17.6m | ETA: 2.3m
[2025-11-25T23:46:43.106459] [INFO ] [sig       ] [3219/3639] Forecasting TME...
[2025-11-25T23:46:43.106537] [INFO ] [sig       ] Generating forecast for: TME
[2025-11-25T23:46:43.106635] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TME' from 'https://tdm.silogroup.org/data/derivative_storage/TME.csv'.
[2025-11-25T23:46:43.117264] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TME'.
[2025-11-25T23:46:43.117716] [INFO ] [FORECASTER] Starting predict_future for TME
[2025-11-25T23:46:43.118546] [DEBUG] [LOCAL     ] No optimal features file found for TME: ./output/feature-sets/TME.txt
[2025-11-25T23:46:43.118616] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:46:43.118682] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:46:43.118725] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:46:43.118792] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:46:43.176612] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:46:43.177289] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:46:43.177402] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:46:43.177453] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:46:43.267034] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:46:43.267166] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:46:43.267209] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:46:43.267243] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:46:43.270531] [DEBUG] [FORECASTER] TME: Forecast T+1@11:T+2@11: UP (p=90.97%)
[2025-11-25T23:46:43.270833] [INFO ] [FORECASTER] Completed predict_future for TME
[2025-11-25T23:46:43.270974] [INFO ] [sig       ] TME: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:46:43.412127] [INFO ] [LOCAL     ] Saved forecast: TME	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/TME.txt
[2025-11-25T23:46:43.412265] [INFO ] [sig       ] [3219/3639] Completed TME in 0.3s | 3.04 sym/s | Total: 17.7m | ETA: 2.3m
[2025-11-25T23:46:43.412318] [INFO ] [sig       ] [3220/3639] Forecasting TMHC...
[2025-11-25T23:46:43.412362] [INFO ] [sig       ] Generating forecast for: TMHC
[2025-11-25T23:46:43.412406] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TMHC' from 'https://tdm.silogroup.org/data/derivative_storage/TMHC.csv'.
[2025-11-25T23:46:43.422601] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TMHC'.
[2025-11-25T23:46:43.422908] [INFO ] [FORECASTER] Starting predict_future for TMHC
[2025-11-25T23:46:43.423758] [DEBUG] [LOCAL     ] No optimal features file found for TMHC: ./output/feature-sets/TMHC.txt
[2025-11-25T23:46:43.423830] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:46:43.423885] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:46:43.423934] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:46:43.424020] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:46:43.482038] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:46:43.482687] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:46:43.482781] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:46:43.482828] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:46:43.561434] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:46:43.561563] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:46:43.561606] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:46:43.561659] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:46:43.564940] [DEBUG] [FORECASTER] TMHC: Forecast T+1@11:T+2@11: UP (p=76.79%)
[2025-11-25T23:46:43.565220] [INFO ] [FORECASTER] Completed predict_future for TMHC
[2025-11-25T23:46:43.565350] [INFO ] [sig       ] TMHC: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:46:43.708199] [INFO ] [LOCAL     ] Saved forecast: TMHC	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/TMHC.txt
[2025-11-25T23:46:43.708336] [INFO ] [sig       ] [3220/3639] Completed TMHC in 0.3s | 3.04 sym/s | Total: 17.7m | ETA: 2.3m
[2025-11-25T23:46:43.708401] [INFO ] [sig       ] [3221/3639] Forecasting TMUS...
[2025-11-25T23:46:43.708459] [INFO ] [sig       ] Generating forecast for: TMUS
[2025-11-25T23:46:43.708504] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TMUS' from 'https://tdm.silogroup.org/data/derivative_storage/TMUS.csv'.
[2025-11-25T23:46:43.718899] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TMUS'.
[2025-11-25T23:46:43.719236] [INFO ] [FORECASTER] Starting predict_future for TMUS
[2025-11-25T23:46:43.720062] [DEBUG] [LOCAL     ] No optimal features file found for TMUS: ./output/feature-sets/TMUS.txt
[2025-11-25T23:46:43.720133] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:46:43.720188] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:46:43.720239] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:46:43.720327] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:46:43.778404] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:46:43.779049] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:46:43.779150] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:46:43.779205] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:46:43.861711] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:46:43.861850] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:46:43.861893] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:46:43.861928] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:46:43.865274] [DEBUG] [FORECASTER] TMUS: Forecast T+1@11:T+2@11: UP (p=86.76%)
[2025-11-25T23:46:43.865561] [INFO ] [FORECASTER] Completed predict_future for TMUS
[2025-11-25T23:46:43.865717] [INFO ] [sig       ] TMUS: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:46:44.007725] [INFO ] [LOCAL     ] Saved forecast: TMUS	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/TMUS.txt
[2025-11-25T23:46:44.007856] [INFO ] [sig       ] [3221/3639] Completed TMUS in 0.3s | 3.04 sym/s | Total: 17.7m | ETA: 2.3m
[2025-11-25T23:46:44.007909] [INFO ] [sig       ] [3222/3639] Forecasting TNC...
[2025-11-25T23:46:44.007958] [INFO ] [sig       ] Generating forecast for: TNC
[2025-11-25T23:46:44.008026] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TNC' from 'https://tdm.silogroup.org/data/derivative_storage/TNC.csv'.
[2025-11-25T23:46:44.018272] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TNC'.
[2025-11-25T23:46:44.018573] [INFO ] [FORECASTER] Starting predict_future for TNC
[2025-11-25T23:46:44.019410] [DEBUG] [LOCAL     ] No optimal features file found for TNC: ./output/feature-sets/TNC.txt
[2025-11-25T23:46:44.019479] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:46:44.019525] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:46:44.019563] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:46:44.019657] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:46:44.078271] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:46:44.079146] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:46:44.079243] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:46:44.079291] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:46:44.155060] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:46:44.155199] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:46:44.155244] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:46:44.155279] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:46:44.158743] [DEBUG] [FORECASTER] TNC: Forecast T+1@11:T+2@11: UP (p=59.86%)
[2025-11-25T23:46:44.159024] [INFO ] [FORECASTER] Completed predict_future for TNC
[2025-11-25T23:46:44.159153] [INFO ] [sig       ] TNC: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:46:44.301280] [INFO ] [LOCAL     ] Saved forecast: TNC	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/TNC.txt
[2025-11-25T23:46:44.301421] [INFO ] [sig       ] [3222/3639] Completed TNC in 0.3s | 3.04 sym/s | Total: 17.7m | ETA: 2.3m
[2025-11-25T23:46:44.301472] [INFO ] [sig       ] [3223/3639] Forecasting TNDM...
[2025-11-25T23:46:44.301516] [INFO ] [sig       ] Generating forecast for: TNDM
[2025-11-25T23:46:44.301555] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TNDM' from 'https://tdm.silogroup.org/data/derivative_storage/TNDM.csv'.
[2025-11-25T23:46:44.311702] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TNDM'.
[2025-11-25T23:46:44.312005] [INFO ] [FORECASTER] Starting predict_future for TNDM
[2025-11-25T23:46:44.312841] [DEBUG] [LOCAL     ] No optimal features file found for TNDM: ./output/feature-sets/TNDM.txt
[2025-11-25T23:46:44.312910] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:46:44.312966] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:46:44.313015] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:46:44.313105] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:46:44.370962] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:46:44.371727] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:46:44.371824] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:46:44.371883] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:46:44.445906] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:46:44.446066] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:46:44.446112] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:46:44.446146] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:46:44.449565] [DEBUG] [FORECASTER] TNDM: Forecast T+1@11:T+2@11: UP (p=62.32%)
[2025-11-25T23:46:44.449870] [INFO ] [FORECASTER] Completed predict_future for TNDM
[2025-11-25T23:46:44.450018] [INFO ] [sig       ] TNDM: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:46:44.592841] [INFO ] [LOCAL     ] Saved forecast: TNDM	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/TNDM.txt
[2025-11-25T23:46:44.592972] [INFO ] [sig       ] [3223/3639] Completed TNDM in 0.3s | 3.04 sym/s | Total: 17.7m | ETA: 2.3m
[2025-11-25T23:46:44.593046] [INFO ] [sig       ] [3224/3639] Forecasting TNGX...
[2025-11-25T23:46:44.593110] [INFO ] [sig       ] Generating forecast for: TNGX
[2025-11-25T23:46:44.593172] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TNGX' from 'https://tdm.silogroup.org/data/derivative_storage/TNGX.csv'.
[2025-11-25T23:46:44.603507] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TNGX'.
[2025-11-25T23:46:44.603827] [INFO ] [FORECASTER] Starting predict_future for TNGX
[2025-11-25T23:46:44.604630] [DEBUG] [LOCAL     ] No optimal features file found for TNGX: ./output/feature-sets/TNGX.txt
[2025-11-25T23:46:44.604721] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:46:44.604781] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:46:44.604831] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:46:44.604923] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:46:44.662547] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:46:44.663185] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:46:44.663286] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:46:44.663334] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:46:44.749402] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:46:44.749522] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:46:44.749564] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:46:44.749617] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:46:44.752856] [DEBUG] [FORECASTER] TNGX: Forecast T+1@11:T+2@11: UP (p=92.20%)
[2025-11-25T23:46:44.753132] [INFO ] [FORECASTER] Completed predict_future for TNGX
[2025-11-25T23:46:44.753263] [INFO ] [sig       ] TNGX: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:46:44.896177] [INFO ] [LOCAL     ] Saved forecast: TNGX	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/TNGX.txt
[2025-11-25T23:46:44.896313] [INFO ] [sig       ] [3224/3639] Completed TNGX in 0.3s | 3.04 sym/s | Total: 17.7m | ETA: 2.3m
[2025-11-25T23:46:44.896378] [INFO ] [sig       ] [3225/3639] Forecasting TNK...
[2025-11-25T23:46:44.896432] [INFO ] [sig       ] Generating forecast for: TNK
[2025-11-25T23:46:44.896484] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TNK' from 'https://tdm.silogroup.org/data/derivative_storage/TNK.csv'.
[2025-11-25T23:46:44.906464] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TNK'.
[2025-11-25T23:46:44.906780] [INFO ] [FORECASTER] Starting predict_future for TNK
[2025-11-25T23:46:44.907587] [DEBUG] [LOCAL     ] No optimal features file found for TNK: ./output/feature-sets/TNK.txt
[2025-11-25T23:46:44.907678] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:46:44.907735] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:46:44.907784] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:46:44.907868] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:46:44.964798] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:46:44.965419] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:46:44.965523] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:46:44.965571] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:46:45.045615] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:46:45.045757] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:46:45.045800] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:46:45.045834] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:46:45.049149] [DEBUG] [FORECASTER] TNK: Forecast T+1@11:T+2@11: DOWN (p=37.01%)
[2025-11-25T23:46:45.049436] [INFO ] [FORECASTER] Completed predict_future for TNK
[2025-11-25T23:46:45.049573] [INFO ] [sig       ] TNK: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:46:45.193446] [INFO ] [LOCAL     ] Saved forecast: TNK	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/TNK.txt
[2025-11-25T23:46:45.193595] [INFO ] [sig       ] [3225/3639] Completed TNK in 0.3s | 3.04 sym/s | Total: 17.7m | ETA: 2.3m
[2025-11-25T23:46:45.193667] [INFO ] [sig       ] [3226/3639] Forecasting TNL...
[2025-11-25T23:46:45.193714] [INFO ] [sig       ] Generating forecast for: TNL
[2025-11-25T23:46:45.193759] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TNL' from 'https://tdm.silogroup.org/data/derivative_storage/TNL.csv'.
[2025-11-25T23:46:45.204689] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TNL'.
[2025-11-25T23:46:45.205010] [INFO ] [FORECASTER] Starting predict_future for TNL
[2025-11-25T23:46:45.205847] [DEBUG] [LOCAL     ] No optimal features file found for TNL: ./output/feature-sets/TNL.txt
[2025-11-25T23:46:45.205918] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:46:45.205975] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:46:45.206029] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:46:45.206119] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:46:45.265154] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:46:45.265824] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:46:45.265921] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:46:45.265995] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:46:45.376320] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:46:45.376429] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:46:45.376471] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:46:45.376512] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:46:45.379859] [DEBUG] [FORECASTER] TNL: Forecast T+1@11:T+2@11: DOWN (p=28.58%)
[2025-11-25T23:46:45.380200] [INFO ] [FORECASTER] Completed predict_future for TNL
[2025-11-25T23:46:45.380401] [INFO ] [sig       ] TNL: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:46:45.523148] [INFO ] [LOCAL     ] Saved forecast: TNL	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/TNL.txt
[2025-11-25T23:46:45.523286] [INFO ] [sig       ] [3226/3639] Completed TNL in 0.3s | 3.04 sym/s | Total: 17.7m | ETA: 2.3m
[2025-11-25T23:46:45.523342] [INFO ] [sig       ] [3227/3639] Forecasting TNON...
[2025-11-25T23:46:45.523398] [INFO ] [sig       ] Generating forecast for: TNON
[2025-11-25T23:46:45.523454] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TNON' from 'https://tdm.silogroup.org/data/derivative_storage/TNON.csv'.
[2025-11-25T23:46:45.533949] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TNON'.
[2025-11-25T23:46:45.534263] [INFO ] [FORECASTER] Starting predict_future for TNON
[2025-11-25T23:46:45.535102] [DEBUG] [LOCAL     ] No optimal features file found for TNON: ./output/feature-sets/TNON.txt
[2025-11-25T23:46:45.535173] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:46:45.535220] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:46:45.535261] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:46:45.535365] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:46:45.592535] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:46:45.593187] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:46:45.593290] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:46:45.593347] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:46:45.703970] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:46:45.704115] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:46:45.704157] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:46:45.704192] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:46:45.707511] [DEBUG] [FORECASTER] TNON: Forecast T+1@11:T+2@11: DOWN (p=19.61%)
[2025-11-25T23:46:45.707818] [INFO ] [FORECASTER] Completed predict_future for TNON
[2025-11-25T23:46:45.707976] [INFO ] [sig       ] TNON: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:46:45.849764] [INFO ] [LOCAL     ] Saved forecast: TNON	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/TNON.txt
[2025-11-25T23:46:45.849959] [INFO ] [sig       ] [3227/3639] Completed TNON in 0.3s | 3.04 sym/s | Total: 17.7m | ETA: 2.3m
[2025-11-25T23:46:45.850055] [INFO ] [sig       ] [3228/3639] Forecasting TNXP...
[2025-11-25T23:46:45.850115] [INFO ] [sig       ] Generating forecast for: TNXP
[2025-11-25T23:46:45.850160] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TNXP' from 'https://tdm.silogroup.org/data/derivative_storage/TNXP.csv'.
[2025-11-25T23:46:45.860873] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TNXP'.
[2025-11-25T23:46:45.861219] [INFO ] [FORECASTER] Starting predict_future for TNXP
[2025-11-25T23:46:45.862069] [DEBUG] [LOCAL     ] No optimal features file found for TNXP: ./output/feature-sets/TNXP.txt
[2025-11-25T23:46:45.862138] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:46:45.862195] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:46:45.862247] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:46:45.862351] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:46:45.919425] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:46:45.920139] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:46:45.920233] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:46:45.920288] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:46:46.010585] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:46:46.010747] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:46:46.010807] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:46:46.010853] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:46:46.014156] [DEBUG] [FORECASTER] TNXP: Forecast T+1@11:T+2@11: DOWN (p=1.19%)
[2025-11-25T23:46:46.014455] [INFO ] [FORECASTER] Completed predict_future for TNXP
[2025-11-25T23:46:46.014609] [INFO ] [sig       ] TNXP: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:46:46.157294] [INFO ] [LOCAL     ] Saved forecast: TNXP	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/TNXP.txt
[2025-11-25T23:46:46.157465] [INFO ] [sig       ] [3228/3639] Completed TNXP in 0.3s | 3.04 sym/s | Total: 17.7m | ETA: 2.3m
[2025-11-25T23:46:46.157521] [INFO ] [sig       ] [3229/3639] Forecasting TNYA...
[2025-11-25T23:46:46.157562] [INFO ] [sig       ] Generating forecast for: TNYA
[2025-11-25T23:46:46.157614] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TNYA' from 'https://tdm.silogroup.org/data/derivative_storage/TNYA.csv'.
[2025-11-25T23:46:46.167985] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TNYA'.
[2025-11-25T23:46:46.168308] [INFO ] [FORECASTER] Starting predict_future for TNYA
[2025-11-25T23:46:46.169182] [DEBUG] [LOCAL     ] No optimal features file found for TNYA: ./output/feature-sets/TNYA.txt
[2025-11-25T23:46:46.169254] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:46:46.169309] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:46:46.169358] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:46:46.169441] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:46:46.227398] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:46:46.228137] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:46:46.228234] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:46:46.228291] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:46:46.338290] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:46:46.338476] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:46:46.338522] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:46:46.338556] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:46:46.341993] [DEBUG] [FORECASTER] TNYA: Forecast T+1@11:T+2@11: DOWN (p=2.11%)
[2025-11-25T23:46:46.342281] [INFO ] [FORECASTER] Completed predict_future for TNYA
[2025-11-25T23:46:46.342429] [INFO ] [sig       ] TNYA: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:46:46.483714] [INFO ] [LOCAL     ] Saved forecast: TNYA	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/TNYA.txt
[2025-11-25T23:46:46.483862] [INFO ] [sig       ] [3229/3639] Completed TNYA in 0.3s | 3.04 sym/s | Total: 17.7m | ETA: 2.2m
[2025-11-25T23:46:46.483916] [INFO ] [sig       ] [3230/3639] Forecasting TOI...
[2025-11-25T23:46:46.483958] [INFO ] [sig       ] Generating forecast for: TOI
[2025-11-25T23:46:46.484003] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TOI' from 'https://tdm.silogroup.org/data/derivative_storage/TOI.csv'.
[2025-11-25T23:46:46.494753] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TOI'.
[2025-11-25T23:46:46.495092] [INFO ] [FORECASTER] Starting predict_future for TOI
[2025-11-25T23:46:46.495988] [DEBUG] [LOCAL     ] No optimal features file found for TOI: ./output/feature-sets/TOI.txt
[2025-11-25T23:46:46.496059] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:46:46.496116] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:46:46.496169] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:46:46.496256] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:46:46.555047] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:46:46.555764] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:46:46.555866] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:46:46.555922] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:46:46.661861] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:46:46.662020] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:46:46.662066] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:46:46.662104] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:46:46.665517] [DEBUG] [FORECASTER] TOI: Forecast T+1@11:T+2@11: DOWN (p=1.74%)
[2025-11-25T23:46:46.665868] [INFO ] [FORECASTER] Completed predict_future for TOI
[2025-11-25T23:46:46.666030] [INFO ] [sig       ] TOI: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:46:46.805509] [INFO ] [LOCAL     ] Saved forecast: TOI	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/TOI.txt
[2025-11-25T23:46:46.805695] [INFO ] [sig       ] [3230/3639] Completed TOI in 0.3s | 3.04 sym/s | Total: 17.7m | ETA: 2.2m
[2025-11-25T23:46:46.805757] [INFO ] [sig       ] [3231/3639] Forecasting TOL...
[2025-11-25T23:46:46.805796] [INFO ] [sig       ] Generating forecast for: TOL
[2025-11-25T23:46:46.805839] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TOL' from 'https://tdm.silogroup.org/data/derivative_storage/TOL.csv'.
[2025-11-25T23:46:46.819328] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TOL'.
[2025-11-25T23:46:46.819976] [INFO ] [FORECASTER] Starting predict_future for TOL
[2025-11-25T23:46:46.821003] [DEBUG] [LOCAL     ] No optimal features file found for TOL: ./output/feature-sets/TOL.txt
[2025-11-25T23:46:46.821081] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:46:46.821132] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:46:46.821199] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:46:46.821294] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:46:46.883382] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:46:46.884607] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:46:46.884761] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:46:46.884830] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:46:47.004123] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:46:47.004357] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:46:47.004414] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:46:47.004458] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:46:47.009295] [DEBUG] [FORECASTER] TOL: Forecast T+1@11:T+2@11: UP (p=61.00%)
[2025-11-25T23:46:47.009787] [INFO ] [FORECASTER] Completed predict_future for TOL
[2025-11-25T23:46:47.010012] [INFO ] [sig       ] TOL: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:46:47.165696] [INFO ] [LOCAL     ] Saved forecast: TOL	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/TOL.txt
[2025-11-25T23:46:47.165891] [INFO ] [sig       ] [3231/3639] Completed TOL in 0.4s | 3.04 sym/s | Total: 17.7m | ETA: 2.2m
[2025-11-25T23:46:47.166035] [INFO ] [sig       ] [3232/3639] Forecasting TORO...
[2025-11-25T23:46:47.166087] [INFO ] [sig       ] Generating forecast for: TORO
[2025-11-25T23:46:47.166131] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TORO' from 'https://tdm.silogroup.org/data/derivative_storage/TORO.csv'.
[2025-11-25T23:46:47.177035] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TORO'.
[2025-11-25T23:46:47.177541] [INFO ] [FORECASTER] Starting predict_future for TORO
[2025-11-25T23:46:47.178393] [DEBUG] [LOCAL     ] No optimal features file found for TORO: ./output/feature-sets/TORO.txt
[2025-11-25T23:46:47.178463] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:46:47.178510] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:46:47.178550] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:46:47.178623] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:46:47.236040] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:46:47.236903] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:46:47.237007] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:46:47.237053] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:46:47.343046] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:46:47.343260] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:46:47.343308] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:46:47.343342] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:46:47.346898] [DEBUG] [FORECASTER] TORO: Forecast T+1@11:T+2@11: UP (p=81.30%)
[2025-11-25T23:46:47.347375] [INFO ] [FORECASTER] Completed predict_future for TORO
[2025-11-25T23:46:47.347597] [INFO ] [sig       ] TORO: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:46:47.492706] [INFO ] [LOCAL     ] Saved forecast: TORO	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/TORO.txt
[2025-11-25T23:46:47.492895] [INFO ] [sig       ] [3232/3639] Completed TORO in 0.3s | 3.04 sym/s | Total: 17.7m | ETA: 2.2m
[2025-11-25T23:46:47.492977] [INFO ] [sig       ] [3233/3639] Forecasting TOWN...
[2025-11-25T23:46:47.493034] [INFO ] [sig       ] Generating forecast for: TOWN
[2025-11-25T23:46:47.493140] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TOWN' from 'https://tdm.silogroup.org/data/derivative_storage/TOWN.csv'.
[2025-11-25T23:46:47.505159] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TOWN'.
[2025-11-25T23:46:47.505575] [INFO ] [FORECASTER] Starting predict_future for TOWN
[2025-11-25T23:46:47.506431] [DEBUG] [LOCAL     ] No optimal features file found for TOWN: ./output/feature-sets/TOWN.txt
[2025-11-25T23:46:47.506506] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:46:47.506565] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:46:47.506618] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:46:47.506738] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:46:47.564534] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:46:47.565574] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:46:47.565707] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:46:47.565809] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:46:47.688743] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:46:47.688927] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:46:47.688976] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:46:47.689010] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:46:47.692525] [DEBUG] [FORECASTER] TOWN: Forecast T+1@11:T+2@11: DOWN (p=8.66%)
[2025-11-25T23:46:47.693005] [INFO ] [FORECASTER] Completed predict_future for TOWN
[2025-11-25T23:46:47.693295] [INFO ] [sig       ] TOWN: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:46:47.839827] [INFO ] [LOCAL     ] Saved forecast: TOWN	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/TOWN.txt
[2025-11-25T23:46:47.839998] [INFO ] [sig       ] [3233/3639] Completed TOWN in 0.3s | 3.04 sym/s | Total: 17.7m | ETA: 2.2m
[2025-11-25T23:46:47.840055] [INFO ] [sig       ] [3234/3639] Forecasting TOYO...
[2025-11-25T23:46:47.840102] [INFO ] [sig       ] Generating forecast for: TOYO
[2025-11-25T23:46:47.840144] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TOYO' from 'https://tdm.silogroup.org/data/derivative_storage/TOYO.csv'.
[2025-11-25T23:46:47.851330] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TOYO'.
[2025-11-25T23:46:47.851693] [INFO ] [FORECASTER] Starting predict_future for TOYO
[2025-11-25T23:46:47.852567] [DEBUG] [LOCAL     ] No optimal features file found for TOYO: ./output/feature-sets/TOYO.txt
[2025-11-25T23:46:47.852661] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:46:47.852705] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:46:47.852756] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:46:47.852846] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:46:47.913111] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:46:47.914050] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:46:47.914153] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:46:47.914219] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:46:48.023480] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:46:48.023684] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:46:48.023740] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:46:48.023775] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:46:48.027240] [DEBUG] [FORECASTER] TOYO: Forecast T+1@11:T+2@11: UP (p=53.20%)
[2025-11-25T23:46:48.027553] [INFO ] [FORECASTER] Completed predict_future for TOYO
[2025-11-25T23:46:48.027724] [INFO ] [sig       ] TOYO: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:46:48.169485] [INFO ] [LOCAL     ] Saved forecast: TOYO	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/TOYO.txt
[2025-11-25T23:46:48.169637] [INFO ] [sig       ] [3234/3639] Completed TOYO in 0.3s | 3.04 sym/s | Total: 17.7m | ETA: 2.2m
[2025-11-25T23:46:48.169725] [INFO ] [sig       ] [3235/3639] Forecasting TPB...
[2025-11-25T23:46:48.169773] [INFO ] [sig       ] Generating forecast for: TPB
[2025-11-25T23:46:48.169817] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TPB' from 'https://tdm.silogroup.org/data/derivative_storage/TPB.csv'.
[2025-11-25T23:46:48.182732] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TPB'.
[2025-11-25T23:46:48.183292] [INFO ] [FORECASTER] Starting predict_future for TPB
[2025-11-25T23:46:48.184262] [DEBUG] [LOCAL     ] No optimal features file found for TPB: ./output/feature-sets/TPB.txt
[2025-11-25T23:46:48.184336] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:46:48.184387] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:46:48.184431] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:46:48.184503] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:46:48.250111] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:46:48.251363] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:46:48.251515] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:46:48.251584] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:46:48.362289] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:46:48.362495] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:46:48.362544] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:46:48.362580] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:46:48.366289] [DEBUG] [FORECASTER] TPB: Forecast T+1@11:T+2@11: DOWN (p=1.17%)
[2025-11-25T23:46:48.366626] [INFO ] [FORECASTER] Completed predict_future for TPB
[2025-11-25T23:46:48.366865] [INFO ] [sig       ] TPB: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:46:48.518245] [INFO ] [LOCAL     ] Saved forecast: TPB	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/TPB.txt
[2025-11-25T23:46:48.518424] [INFO ] [sig       ] [3235/3639] Completed TPB in 0.3s | 3.04 sym/s | Total: 17.7m | ETA: 2.2m
[2025-11-25T23:46:48.518483] [INFO ] [sig       ] [3236/3639] Forecasting TPC...
[2025-11-25T23:46:48.518526] [INFO ] [sig       ] Generating forecast for: TPC
[2025-11-25T23:46:48.518568] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TPC' from 'https://tdm.silogroup.org/data/derivative_storage/TPC.csv'.
[2025-11-25T23:46:48.531040] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TPC'.
[2025-11-25T23:46:48.531516] [INFO ] [FORECASTER] Starting predict_future for TPC
[2025-11-25T23:46:48.532367] [DEBUG] [LOCAL     ] No optimal features file found for TPC: ./output/feature-sets/TPC.txt
[2025-11-25T23:46:48.532438] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:46:48.532486] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:46:48.532527] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:46:48.532597] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:46:48.589863] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:46:48.590796] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:46:48.590903] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:46:48.590952] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:46:48.691126] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:46:48.691324] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:46:48.691372] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:46:48.691407] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:46:48.694985] [DEBUG] [FORECASTER] TPC: Forecast T+1@11:T+2@11: UP (p=84.80%)
[2025-11-25T23:46:48.695332] [INFO ] [FORECASTER] Completed predict_future for TPC
[2025-11-25T23:46:48.695485] [INFO ] [sig       ] TPC: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:46:48.845348] [INFO ] [LOCAL     ] Saved forecast: TPC	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/TPC.txt
[2025-11-25T23:46:48.845532] [INFO ] [sig       ] [3236/3639] Completed TPC in 0.3s | 3.04 sym/s | Total: 17.7m | ETA: 2.2m
[2025-11-25T23:46:48.845590] [INFO ] [sig       ] [3237/3639] Forecasting TPCS...
[2025-11-25T23:46:48.845636] [INFO ] [sig       ] Generating forecast for: TPCS
[2025-11-25T23:46:48.845701] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TPCS' from 'https://tdm.silogroup.org/data/derivative_storage/TPCS.csv'.
[2025-11-25T23:46:48.856952] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TPCS'.
[2025-11-25T23:46:48.857406] [INFO ] [FORECASTER] Starting predict_future for TPCS
[2025-11-25T23:46:48.858341] [DEBUG] [LOCAL     ] No optimal features file found for TPCS: ./output/feature-sets/TPCS.txt
[2025-11-25T23:46:48.858415] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:46:48.858475] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:46:48.858527] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:46:48.858614] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:46:48.918937] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:46:48.919659] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:46:48.919757] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:46:48.919819] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:46:49.013193] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:46:49.013398] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:46:49.013446] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:46:49.013481] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:46:49.016985] [DEBUG] [FORECASTER] TPCS: Forecast T+1@11:T+2@11: DOWN (p=4.46%)
[2025-11-25T23:46:49.017293] [INFO ] [FORECASTER] Completed predict_future for TPCS
[2025-11-25T23:46:49.017465] [INFO ] [sig       ] TPCS: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:46:49.163236] [INFO ] [LOCAL     ] Saved forecast: TPCS	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/TPCS.txt
[2025-11-25T23:46:49.163398] [INFO ] [sig       ] [3237/3639] Completed TPCS in 0.3s | 3.04 sym/s | Total: 17.7m | ETA: 2.2m
[2025-11-25T23:46:49.163453] [INFO ] [sig       ] [3238/3639] Forecasting TPG...
[2025-11-25T23:46:49.163537] [INFO ] [sig       ] Generating forecast for: TPG
[2025-11-25T23:46:49.163584] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TPG' from 'https://tdm.silogroup.org/data/derivative_storage/TPG.csv'.
[2025-11-25T23:46:49.173923] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TPG'.
[2025-11-25T23:46:49.174261] [INFO ] [FORECASTER] Starting predict_future for TPG
[2025-11-25T23:46:49.175122] [DEBUG] [LOCAL     ] No optimal features file found for TPG: ./output/feature-sets/TPG.txt
[2025-11-25T23:46:49.175194] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:46:49.175250] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:46:49.175316] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:46:49.175447] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:46:49.234193] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:46:49.234943] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:46:49.235042] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:46:49.235101] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:46:49.326148] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:46:49.326341] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:46:49.326386] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:46:49.326421] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:46:49.329888] [DEBUG] [FORECASTER] TPG: Forecast T+1@11:T+2@11: DOWN (p=1.00%)
[2025-11-25T23:46:49.330184] [INFO ] [FORECASTER] Completed predict_future for TPG
[2025-11-25T23:46:49.330323] [INFO ] [sig       ] TPG: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:46:49.474497] [INFO ] [LOCAL     ] Saved forecast: TPG	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/TPG.txt
[2025-11-25T23:46:49.474682] [INFO ] [sig       ] [3238/3639] Completed TPG in 0.3s | 3.04 sym/s | Total: 17.8m | ETA: 2.2m
[2025-11-25T23:46:49.474741] [INFO ] [sig       ] [3239/3639] Forecasting TPGXL...
[2025-11-25T23:46:49.474784] [INFO ] [sig       ] Generating forecast for: TPGXL
[2025-11-25T23:46:49.474825] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TPGXL' from 'https://tdm.silogroup.org/data/derivative_storage/TPGXL.csv'.
[2025-11-25T23:46:49.485579] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TPGXL'.
[2025-11-25T23:46:49.485954] [INFO ] [FORECASTER] Starting predict_future for TPGXL
[2025-11-25T23:46:49.486805] [DEBUG] [LOCAL     ] No optimal features file found for TPGXL: ./output/feature-sets/TPGXL.txt
[2025-11-25T23:46:49.486875] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:46:49.486923] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:46:49.486963] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:46:49.487031] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:46:49.546121] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:46:49.546854] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:46:49.546949] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:46:49.546994] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:46:49.626597] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:46:49.626802] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:46:49.626850] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:46:49.626885] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:46:49.630418] [DEBUG] [FORECASTER] TPGXL: Forecast T+1@11:T+2@11: DOWN (p=3.05%)
[2025-11-25T23:46:49.630733] [INFO ] [FORECASTER] Completed predict_future for TPGXL
[2025-11-25T23:46:49.630877] [INFO ] [sig       ] TPGXL: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:46:49.775128] [INFO ] [LOCAL     ] Saved forecast: TPGXL	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/TPGXL.txt
[2025-11-25T23:46:49.775313] [INFO ] [sig       ] [3239/3639] Completed TPGXL in 0.3s | 3.04 sym/s | Total: 17.8m | ETA: 2.2m
[2025-11-25T23:46:49.775369] [INFO ] [sig       ] [3240/3639] Forecasting TPH...
[2025-11-25T23:46:49.775412] [INFO ] [sig       ] Generating forecast for: TPH
[2025-11-25T23:46:49.775491] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TPH' from 'https://tdm.silogroup.org/data/derivative_storage/TPH.csv'.
[2025-11-25T23:46:49.786241] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TPH'.
[2025-11-25T23:46:49.786667] [INFO ] [FORECASTER] Starting predict_future for TPH
[2025-11-25T23:46:49.787537] [DEBUG] [LOCAL     ] No optimal features file found for TPH: ./output/feature-sets/TPH.txt
[2025-11-25T23:46:49.787608] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:46:49.787673] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:46:49.787717] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:46:49.787784] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:46:49.845989] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:46:49.846721] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:46:49.846816] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:46:49.846863] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:46:49.940533] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:46:49.940756] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:46:49.940815] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:46:49.940852] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:46:49.944405] [DEBUG] [FORECASTER] TPH: Forecast T+1@11:T+2@11: UP (p=96.23%)
[2025-11-25T23:46:49.944743] [INFO ] [FORECASTER] Completed predict_future for TPH
[2025-11-25T23:46:49.944895] [INFO ] [sig       ] TPH: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:46:50.093175] [INFO ] [LOCAL     ] Saved forecast: TPH	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/TPH.txt
[2025-11-25T23:46:50.093439] [INFO ] [sig       ] [3240/3639] Completed TPH in 0.3s | 3.04 sym/s | Total: 17.8m | ETA: 2.2m
[2025-11-25T23:46:50.093529] [INFO ] [sig       ] [3241/3639] Forecasting TPL...
[2025-11-25T23:46:50.093599] [INFO ] [sig       ] Generating forecast for: TPL
[2025-11-25T23:46:50.093704] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TPL' from 'https://tdm.silogroup.org/data/derivative_storage/TPL.csv'.
[2025-11-25T23:46:50.106409] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TPL'.
[2025-11-25T23:46:50.106871] [INFO ] [FORECASTER] Starting predict_future for TPL
[2025-11-25T23:46:50.108335] [DEBUG] [LOCAL     ] No optimal features file found for TPL: ./output/feature-sets/TPL.txt
[2025-11-25T23:46:50.108518] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:46:50.108591] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:46:50.108635] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:46:50.108742] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:46:50.169328] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:46:50.170187] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:46:50.170290] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:46:50.170342] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:46:50.264814] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:46:50.264985] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:46:50.265031] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:46:50.265066] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:46:50.268503] [DEBUG] [FORECASTER] TPL: Forecast T+1@11:T+2@11: UP (p=96.43%)
[2025-11-25T23:46:50.268824] [INFO ] [FORECASTER] Completed predict_future for TPL
[2025-11-25T23:46:50.268980] [INFO ] [sig       ] TPL: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:46:50.410732] [INFO ] [LOCAL     ] Saved forecast: TPL	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/TPL.txt
[2025-11-25T23:46:50.410896] [INFO ] [sig       ] [3241/3639] Completed TPL in 0.3s | 3.04 sym/s | Total: 17.8m | ETA: 2.2m
[2025-11-25T23:46:50.410952] [INFO ] [sig       ] [3242/3639] Forecasting TPVG...
[2025-11-25T23:46:50.410998] [INFO ] [sig       ] Generating forecast for: TPVG
[2025-11-25T23:46:50.411040] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TPVG' from 'https://tdm.silogroup.org/data/derivative_storage/TPVG.csv'.
[2025-11-25T23:46:50.421532] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TPVG'.
[2025-11-25T23:46:50.421875] [INFO ] [FORECASTER] Starting predict_future for TPVG
[2025-11-25T23:46:50.422696] [DEBUG] [LOCAL     ] No optimal features file found for TPVG: ./output/feature-sets/TPVG.txt
[2025-11-25T23:46:50.422764] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:46:50.422810] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:46:50.422851] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:46:50.422920] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:46:50.480592] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:46:50.481576] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:46:50.481693] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:46:50.481744] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:46:50.578164] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:46:50.578341] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:46:50.578388] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:46:50.578422] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:46:50.581954] [DEBUG] [FORECASTER] TPVG: Forecast T+1@11:T+2@11: DOWN (p=31.40%)
[2025-11-25T23:46:50.582268] [INFO ] [FORECASTER] Completed predict_future for TPVG
[2025-11-25T23:46:50.582420] [INFO ] [sig       ] TPVG: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:46:50.731832] [INFO ] [LOCAL     ] Saved forecast: TPVG	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/TPVG.txt
[2025-11-25T23:46:50.732048] [INFO ] [sig       ] [3242/3639] Completed TPVG in 0.3s | 3.04 sym/s | Total: 17.8m | ETA: 2.2m
[2025-11-25T23:46:50.732121] [INFO ] [sig       ] [3243/3639] Forecasting TPYP...
[2025-11-25T23:46:50.732168] [INFO ] [sig       ] Generating forecast for: TPYP
[2025-11-25T23:46:50.732210] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TPYP' from 'https://tdm.silogroup.org/data/derivative_storage/TPYP.csv'.
[2025-11-25T23:46:50.743543] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TPYP'.
[2025-11-25T23:46:50.743982] [INFO ] [FORECASTER] Starting predict_future for TPYP
[2025-11-25T23:46:50.744850] [DEBUG] [LOCAL     ] No optimal features file found for TPYP: ./output/feature-sets/TPYP.txt
[2025-11-25T23:46:50.744920] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:46:50.744967] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:46:50.745007] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:46:50.745077] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:46:50.802611] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:46:50.803340] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:46:50.803435] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:46:50.803483] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:46:50.888406] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:46:50.888582] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:46:50.888629] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:46:50.888692] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:46:50.892115] [DEBUG] [FORECASTER] TPYP: Forecast T+1@11:T+2@11: DOWN (p=15.17%)
[2025-11-25T23:46:50.892410] [INFO ] [FORECASTER] Completed predict_future for TPYP
[2025-11-25T23:46:50.892547] [INFO ] [sig       ] TPYP: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:46:51.035039] [INFO ] [LOCAL     ] Saved forecast: TPYP	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/TPYP.txt
[2025-11-25T23:46:51.035203] [INFO ] [sig       ] [3243/3639] Completed TPYP in 0.3s | 3.04 sym/s | Total: 17.8m | ETA: 2.2m
[2025-11-25T23:46:51.035259] [INFO ] [sig       ] [3244/3639] Forecasting TPZ...
[2025-11-25T23:46:51.035302] [INFO ] [sig       ] Generating forecast for: TPZ
[2025-11-25T23:46:51.035344] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TPZ' from 'https://tdm.silogroup.org/data/derivative_storage/TPZ.csv'.
[2025-11-25T23:46:51.045914] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TPZ'.
[2025-11-25T23:46:51.046239] [INFO ] [FORECASTER] Starting predict_future for TPZ
[2025-11-25T23:46:51.047071] [DEBUG] [LOCAL     ] No optimal features file found for TPZ: ./output/feature-sets/TPZ.txt
[2025-11-25T23:46:51.047143] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:46:51.047194] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:46:51.047235] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:46:51.047306] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:46:51.106073] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:46:51.106838] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:46:51.106935] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:46:51.106983] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:46:51.194875] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:46:51.195251] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:46:51.195322] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:46:51.195359] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:46:51.198887] [DEBUG] [FORECASTER] TPZ: Forecast T+1@11:T+2@11: UP (p=99.28%)
[2025-11-25T23:46:51.199186] [INFO ] [FORECASTER] Completed predict_future for TPZ
[2025-11-25T23:46:51.199325] [INFO ] [sig       ] TPZ: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:46:51.341759] [INFO ] [LOCAL     ] Saved forecast: TPZ	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/TPZ.txt
[2025-11-25T23:46:51.341907] [INFO ] [sig       ] [3244/3639] Completed TPZ in 0.3s | 3.04 sym/s | Total: 17.8m | ETA: 2.2m
[2025-11-25T23:46:51.341972] [INFO ] [sig       ] [3245/3639] Forecasting TQQQ...
[2025-11-25T23:46:51.342017] [INFO ] [sig       ] Generating forecast for: TQQQ
[2025-11-25T23:46:51.342059] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TQQQ' from 'https://tdm.silogroup.org/data/derivative_storage/TQQQ.csv'.
[2025-11-25T23:46:51.352593] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TQQQ'.
[2025-11-25T23:46:51.352929] [INFO ] [FORECASTER] Starting predict_future for TQQQ
[2025-11-25T23:46:51.354074] [DEBUG] [LOCAL     ] No optimal features file found for TQQQ: ./output/feature-sets/TQQQ.txt
[2025-11-25T23:46:51.354167] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:46:51.354249] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:46:51.354305] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:46:51.354384] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:46:51.412775] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:46:51.413563] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:46:51.413687] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:46:51.413741] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:46:51.511990] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:46:51.512189] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:46:51.512235] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:46:51.512270] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:46:51.515687] [DEBUG] [FORECASTER] TQQQ: Forecast T+1@11:T+2@11: UP (p=57.42%)
[2025-11-25T23:46:51.516135] [INFO ] [FORECASTER] Completed predict_future for TQQQ
[2025-11-25T23:46:51.516342] [INFO ] [sig       ] TQQQ: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:46:51.658228] [INFO ] [LOCAL     ] Saved forecast: TQQQ	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/TQQQ.txt
[2025-11-25T23:46:51.658407] [INFO ] [sig       ] [3245/3639] Completed TQQQ in 0.3s | 3.04 sym/s | Total: 17.8m | ETA: 2.2m
[2025-11-25T23:46:51.658465] [INFO ] [sig       ] [3246/3639] Forecasting TRC...
[2025-11-25T23:46:51.658520] [INFO ] [sig       ] Generating forecast for: TRC
[2025-11-25T23:46:51.658601] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TRC' from 'https://tdm.silogroup.org/data/derivative_storage/TRC.csv'.
[2025-11-25T23:46:51.669086] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TRC'.
[2025-11-25T23:46:51.669515] [INFO ] [FORECASTER] Starting predict_future for TRC
[2025-11-25T23:46:51.670343] [DEBUG] [LOCAL     ] No optimal features file found for TRC: ./output/feature-sets/TRC.txt
[2025-11-25T23:46:51.670413] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:46:51.670459] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:46:51.670501] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:46:51.670596] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:46:51.729369] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:46:51.730220] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:46:51.730417] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:46:51.730470] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:46:51.819661] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:46:51.819853] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:46:51.819900] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:46:51.819935] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:46:51.823384] [DEBUG] [FORECASTER] TRC: Forecast T+1@11:T+2@11: UP (p=77.82%)
[2025-11-25T23:46:51.823688] [INFO ] [FORECASTER] Completed predict_future for TRC
[2025-11-25T23:46:51.823856] [INFO ] [sig       ] TRC: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:46:51.970082] [INFO ] [LOCAL     ] Saved forecast: TRC	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/TRC.txt
[2025-11-25T23:46:51.970250] [INFO ] [sig       ] [3246/3639] Completed TRC in 0.3s | 3.04 sym/s | Total: 17.8m | ETA: 2.2m
[2025-11-25T23:46:51.970309] [INFO ] [sig       ] [3247/3639] Forecasting TRDA...
[2025-11-25T23:46:51.970399] [INFO ] [sig       ] Generating forecast for: TRDA
[2025-11-25T23:46:51.970461] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TRDA' from 'https://tdm.silogroup.org/data/derivative_storage/TRDA.csv'.
[2025-11-25T23:46:51.981404] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TRDA'.
[2025-11-25T23:46:51.981814] [INFO ] [FORECASTER] Starting predict_future for TRDA
[2025-11-25T23:46:51.982664] [DEBUG] [LOCAL     ] No optimal features file found for TRDA: ./output/feature-sets/TRDA.txt
[2025-11-25T23:46:51.982734] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:46:51.982802] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:46:51.982864] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:46:51.982966] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:46:52.040924] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:46:52.041769] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:46:52.041872] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:46:52.041940] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:46:52.147123] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:46:52.147309] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:46:52.147370] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:46:52.147407] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:46:52.150843] [DEBUG] [FORECASTER] TRDA: Forecast T+1@11:T+2@11: DOWN (p=17.68%)
[2025-11-25T23:46:52.151140] [INFO ] [FORECASTER] Completed predict_future for TRDA
[2025-11-25T23:46:52.151283] [INFO ] [sig       ] TRDA: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:46:52.292898] [INFO ] [LOCAL     ] Saved forecast: TRDA	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/TRDA.txt
[2025-11-25T23:46:52.293058] [INFO ] [sig       ] [3247/3639] Completed TRDA in 0.3s | 3.04 sym/s | Total: 17.8m | ETA: 2.1m
[2025-11-25T23:46:52.293115] [INFO ] [sig       ] [3248/3639] Forecasting TREE...
[2025-11-25T23:46:52.293158] [INFO ] [sig       ] Generating forecast for: TREE
[2025-11-25T23:46:52.293208] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TREE' from 'https://tdm.silogroup.org/data/derivative_storage/TREE.csv'.
[2025-11-25T23:46:52.304084] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TREE'.
[2025-11-25T23:46:52.304456] [INFO ] [FORECASTER] Starting predict_future for TREE
[2025-11-25T23:46:52.305386] [DEBUG] [LOCAL     ] No optimal features file found for TREE: ./output/feature-sets/TREE.txt
[2025-11-25T23:46:52.305458] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:46:52.305505] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:46:52.305548] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:46:52.305618] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:46:52.363605] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:46:52.364396] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:46:52.364497] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:46:52.364548] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:46:52.463475] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:46:52.463669] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:46:52.463763] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:46:52.463811] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:46:52.467150] [DEBUG] [FORECASTER] TREE: Forecast T+1@11:T+2@11: UP (p=92.11%)
[2025-11-25T23:46:52.467487] [INFO ] [FORECASTER] Completed predict_future for TREE
[2025-11-25T23:46:52.467640] [INFO ] [sig       ] TREE: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:46:52.612343] [INFO ] [LOCAL     ] Saved forecast: TREE	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/TREE.txt
[2025-11-25T23:46:52.612556] [INFO ] [sig       ] [3248/3639] Completed TREE in 0.3s | 3.04 sym/s | Total: 17.8m | ETA: 2.1m
[2025-11-25T23:46:52.612660] [INFO ] [sig       ] [3249/3639] Forecasting TREX...
[2025-11-25T23:46:52.612724] [INFO ] [sig       ] Generating forecast for: TREX
[2025-11-25T23:46:52.612828] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TREX' from 'https://tdm.silogroup.org/data/derivative_storage/TREX.csv'.
[2025-11-25T23:46:52.623461] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TREX'.
[2025-11-25T23:46:52.623841] [INFO ] [FORECASTER] Starting predict_future for TREX
[2025-11-25T23:46:52.624688] [DEBUG] [LOCAL     ] No optimal features file found for TREX: ./output/feature-sets/TREX.txt
[2025-11-25T23:46:52.624756] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:46:52.624823] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:46:52.624885] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:46:52.624987] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:46:52.682656] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:46:52.683401] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:46:52.683506] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:46:52.683572] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:46:52.783011] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:46:52.783193] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:46:52.783238] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:46:52.783277] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:46:52.786659] [DEBUG] [FORECASTER] TREX: Forecast T+1@11:T+2@11: DOWN (p=48.40%)
[2025-11-25T23:46:52.786956] [INFO ] [FORECASTER] Completed predict_future for TREX
[2025-11-25T23:46:52.787093] [INFO ] [sig       ] TREX: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:46:52.927718] [INFO ] [LOCAL     ] Saved forecast: TREX	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/TREX.txt
[2025-11-25T23:46:52.927895] [INFO ] [sig       ] [3249/3639] Completed TREX in 0.3s | 3.04 sym/s | Total: 17.8m | ETA: 2.1m
[2025-11-25T23:46:52.927951] [INFO ] [sig       ] [3250/3639] Forecasting TRGP...
[2025-11-25T23:46:52.927988] [INFO ] [sig       ] Generating forecast for: TRGP
[2025-11-25T23:46:52.928032] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TRGP' from 'https://tdm.silogroup.org/data/derivative_storage/TRGP.csv'.
[2025-11-25T23:46:52.939377] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TRGP'.
[2025-11-25T23:46:52.939803] [INFO ] [FORECASTER] Starting predict_future for TRGP
[2025-11-25T23:46:52.940625] [DEBUG] [LOCAL     ] No optimal features file found for TRGP: ./output/feature-sets/TRGP.txt
[2025-11-25T23:46:52.940720] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:46:52.940767] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:46:52.940807] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:46:52.940875] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:46:52.998829] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:46:52.999695] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:46:52.999837] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:46:52.999887] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:46:53.091896] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:46:53.092082] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:46:53.092128] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:46:53.092164] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:46:53.095674] [DEBUG] [FORECASTER] TRGP: Forecast T+1@11:T+2@11: UP (p=50.47%)
[2025-11-25T23:46:53.095976] [INFO ] [FORECASTER] Completed predict_future for TRGP
[2025-11-25T23:46:53.096118] [INFO ] [sig       ] TRGP: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:46:53.237588] [INFO ] [LOCAL     ] Saved forecast: TRGP	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/TRGP.txt
[2025-11-25T23:46:53.237761] [INFO ] [sig       ] [3250/3639] Completed TRGP in 0.3s | 3.04 sym/s | Total: 17.8m | ETA: 2.1m
[2025-11-25T23:46:53.237815] [INFO ] [sig       ] [3251/3639] Forecasting TRI...
[2025-11-25T23:46:53.237860] [INFO ] [sig       ] Generating forecast for: TRI
[2025-11-25T23:46:53.237904] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TRI' from 'https://tdm.silogroup.org/data/derivative_storage/TRI.csv'.
[2025-11-25T23:46:53.249551] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TRI'.
[2025-11-25T23:46:53.249995] [INFO ] [FORECASTER] Starting predict_future for TRI
[2025-11-25T23:46:53.250978] [DEBUG] [LOCAL     ] No optimal features file found for TRI: ./output/feature-sets/TRI.txt
[2025-11-25T23:46:53.251051] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:46:53.251099] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:46:53.251151] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:46:53.251231] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:46:53.310900] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:46:53.311879] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:46:53.311987] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:46:53.312046] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:46:53.413329] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:46:53.413553] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:46:53.413600] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:46:53.413635] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:46:53.417393] [DEBUG] [FORECASTER] TRI: Forecast T+1@11:T+2@11: DOWN (p=36.69%)
[2025-11-25T23:46:53.417761] [INFO ] [FORECASTER] Completed predict_future for TRI
[2025-11-25T23:46:53.417971] [INFO ] [sig       ] TRI: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:46:53.562817] [INFO ] [LOCAL     ] Saved forecast: TRI	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/TRI.txt
[2025-11-25T23:46:53.563011] [INFO ] [sig       ] [3251/3639] Completed TRI in 0.3s | 3.04 sym/s | Total: 17.8m | ETA: 2.1m
[2025-11-25T23:46:53.563070] [INFO ] [sig       ] [3252/3639] Forecasting TRIN...
[2025-11-25T23:46:53.563114] [INFO ] [sig       ] Generating forecast for: TRIN
[2025-11-25T23:46:53.563157] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TRIN' from 'https://tdm.silogroup.org/data/derivative_storage/TRIN.csv'.
[2025-11-25T23:46:53.574461] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TRIN'.
[2025-11-25T23:46:53.574823] [INFO ] [FORECASTER] Starting predict_future for TRIN
[2025-11-25T23:46:53.575715] [DEBUG] [LOCAL     ] No optimal features file found for TRIN: ./output/feature-sets/TRIN.txt
[2025-11-25T23:46:53.575791] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:46:53.575879] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:46:53.575949] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:46:53.576060] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:46:53.633420] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:46:53.634393] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:46:53.634510] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:46:53.634584] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:46:53.723961] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:46:53.724095] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:46:53.724139] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:46:53.724175] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:46:53.727423] [DEBUG] [FORECASTER] TRIN: Forecast T+1@11:T+2@11: DOWN (p=6.99%)
[2025-11-25T23:46:53.727729] [INFO ] [FORECASTER] Completed predict_future for TRIN
[2025-11-25T23:46:53.727880] [INFO ] [sig       ] TRIN: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:46:53.869988] [INFO ] [LOCAL     ] Saved forecast: TRIN	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/TRIN.txt
[2025-11-25T23:46:53.870122] [INFO ] [sig       ] [3252/3639] Completed TRIN in 0.3s | 3.04 sym/s | Total: 17.8m | ETA: 2.1m
[2025-11-25T23:46:53.870177] [INFO ] [sig       ] [3253/3639] Forecasting TRIP...
[2025-11-25T23:46:53.870228] [INFO ] [sig       ] Generating forecast for: TRIP
[2025-11-25T23:46:53.870278] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TRIP' from 'https://tdm.silogroup.org/data/derivative_storage/TRIP.csv'.
[2025-11-25T23:46:53.880923] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TRIP'.
[2025-11-25T23:46:53.881279] [INFO ] [FORECASTER] Starting predict_future for TRIP
[2025-11-25T23:46:53.882126] [DEBUG] [LOCAL     ] No optimal features file found for TRIP: ./output/feature-sets/TRIP.txt
[2025-11-25T23:46:53.882195] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:46:53.882251] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:46:53.882301] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:46:53.882381] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:46:53.940319] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:46:53.941015] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:46:53.941117] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:46:53.941164] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:46:54.020740] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:46:54.020859] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:46:54.020901] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:46:54.020935] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:46:54.024061] [DEBUG] [FORECASTER] TRIP: Forecast T+1@11:T+2@11: UP (p=83.23%)
[2025-11-25T23:46:54.024341] [INFO ] [FORECASTER] Completed predict_future for TRIP
[2025-11-25T23:46:54.024471] [INFO ] [sig       ] TRIP: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:46:54.165719] [INFO ] [LOCAL     ] Saved forecast: TRIP	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/TRIP.txt
[2025-11-25T23:46:54.165853] [INFO ] [sig       ] [3253/3639] Completed TRIP in 0.3s | 3.04 sym/s | Total: 17.8m | ETA: 2.1m
[2025-11-25T23:46:54.165903] [INFO ] [sig       ] [3254/3639] Forecasting TRMB...
[2025-11-25T23:46:54.165950] [INFO ] [sig       ] Generating forecast for: TRMB
[2025-11-25T23:46:54.166010] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TRMB' from 'https://tdm.silogroup.org/data/derivative_storage/TRMB.csv'.
[2025-11-25T23:46:54.179057] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TRMB'.
[2025-11-25T23:46:54.179554] [INFO ] [FORECASTER] Starting predict_future for TRMB
[2025-11-25T23:46:54.180489] [DEBUG] [LOCAL     ] No optimal features file found for TRMB: ./output/feature-sets/TRMB.txt
[2025-11-25T23:46:54.180569] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:46:54.180635] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:46:54.180725] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:46:54.180830] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:46:54.248465] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:46:54.249349] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:46:54.249450] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:46:54.249501] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:46:54.343654] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:46:54.343773] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:46:54.343817] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:46:54.343854] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:46:54.347548] [DEBUG] [FORECASTER] TRMB: Forecast T+1@11:T+2@11: DOWN (p=21.58%)
[2025-11-25T23:46:54.347984] [INFO ] [FORECASTER] Completed predict_future for TRMB
[2025-11-25T23:46:54.348188] [INFO ] [sig       ] TRMB: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:46:54.502528] [INFO ] [LOCAL     ] Saved forecast: TRMB	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/TRMB.txt
[2025-11-25T23:46:54.502730] [INFO ] [sig       ] [3254/3639] Completed TRMB in 0.3s | 3.04 sym/s | Total: 17.8m | ETA: 2.1m
[2025-11-25T23:46:54.502788] [INFO ] [sig       ] [3255/3639] Forecasting TRMD...
[2025-11-25T23:46:54.502832] [INFO ] [sig       ] Generating forecast for: TRMD
[2025-11-25T23:46:54.502873] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TRMD' from 'https://tdm.silogroup.org/data/derivative_storage/TRMD.csv'.
[2025-11-25T23:46:54.513487] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TRMD'.
[2025-11-25T23:46:54.513797] [INFO ] [FORECASTER] Starting predict_future for TRMD
[2025-11-25T23:46:54.514602] [DEBUG] [LOCAL     ] No optimal features file found for TRMD: ./output/feature-sets/TRMD.txt
[2025-11-25T23:46:54.514687] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:46:54.514735] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:46:54.514777] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:46:54.514845] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:46:54.572726] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:46:54.573333] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:46:54.573426] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:46:54.573472] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:46:54.662522] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:46:54.662653] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:46:54.662702] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:46:54.662738] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:46:54.665967] [DEBUG] [FORECASTER] TRMD: Forecast T+1@11:T+2@11: UP (p=55.97%)
[2025-11-25T23:46:54.666259] [INFO ] [FORECASTER] Completed predict_future for TRMD
[2025-11-25T23:46:54.666411] [INFO ] [sig       ] TRMD: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:46:54.806843] [INFO ] [LOCAL     ] Saved forecast: TRMD	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/TRMD.txt
[2025-11-25T23:46:54.806977] [INFO ] [sig       ] [3255/3639] Completed TRMD in 0.3s | 3.04 sym/s | Total: 17.8m | ETA: 2.1m
[2025-11-25T23:46:54.807030] [INFO ] [sig       ] [3256/3639] Forecasting TRMK...
[2025-11-25T23:46:54.807093] [INFO ] [sig       ] Generating forecast for: TRMK
[2025-11-25T23:46:54.807139] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TRMK' from 'https://tdm.silogroup.org/data/derivative_storage/TRMK.csv'.
[2025-11-25T23:46:54.817221] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TRMK'.
[2025-11-25T23:46:54.817539] [INFO ] [FORECASTER] Starting predict_future for TRMK
[2025-11-25T23:46:54.818365] [DEBUG] [LOCAL     ] No optimal features file found for TRMK: ./output/feature-sets/TRMK.txt
[2025-11-25T23:46:54.818434] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:46:54.818490] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:46:54.818546] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:46:54.818626] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:46:54.877117] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:46:54.877806] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:46:54.877900] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:46:54.877956] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:46:54.972155] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:46:54.972287] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:46:54.972340] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:46:54.972382] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:46:54.975548] [DEBUG] [FORECASTER] TRMK: Forecast T+1@11:T+2@11: UP (p=79.38%)
[2025-11-25T23:46:54.975855] [INFO ] [FORECASTER] Completed predict_future for TRMK
[2025-11-25T23:46:54.976003] [INFO ] [sig       ] TRMK: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:46:55.117902] [INFO ] [LOCAL     ] Saved forecast: TRMK	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/TRMK.txt
[2025-11-25T23:46:55.118040] [INFO ] [sig       ] [3256/3639] Completed TRMK in 0.3s | 3.04 sym/s | Total: 17.8m | ETA: 2.1m
[2025-11-25T23:46:55.118093] [INFO ] [sig       ] [3257/3639] Forecasting TRN...
[2025-11-25T23:46:55.118138] [INFO ] [sig       ] Generating forecast for: TRN
[2025-11-25T23:46:55.118179] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TRN' from 'https://tdm.silogroup.org/data/derivative_storage/TRN.csv'.
[2025-11-25T23:46:55.128297] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TRN'.
[2025-11-25T23:46:55.128601] [INFO ] [FORECASTER] Starting predict_future for TRN
[2025-11-25T23:46:55.129448] [DEBUG] [LOCAL     ] No optimal features file found for TRN: ./output/feature-sets/TRN.txt
[2025-11-25T23:46:55.129516] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:46:55.129562] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:46:55.129603] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:46:55.129689] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:46:55.188296] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:46:55.188994] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:46:55.189089] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:46:55.189136] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:46:55.271186] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:46:55.271382] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:46:55.271428] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:46:55.271463] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:46:55.274837] [DEBUG] [FORECASTER] TRN: Forecast T+1@11:T+2@11: DOWN (p=2.62%)
[2025-11-25T23:46:55.275124] [INFO ] [FORECASTER] Completed predict_future for TRN
[2025-11-25T23:46:55.275256] [INFO ] [sig       ] TRN: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:46:55.417264] [INFO ] [LOCAL     ] Saved forecast: TRN	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/TRN.txt
[2025-11-25T23:46:55.417483] [INFO ] [sig       ] [3257/3639] Completed TRN in 0.3s | 3.04 sym/s | Total: 17.9m | ETA: 2.1m
[2025-11-25T23:46:55.417539] [INFO ] [sig       ] [3258/3639] Forecasting TRNO...
[2025-11-25T23:46:55.417584] [INFO ] [sig       ] Generating forecast for: TRNO
[2025-11-25T23:46:55.417625] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TRNO' from 'https://tdm.silogroup.org/data/derivative_storage/TRNO.csv'.
[2025-11-25T23:46:55.428622] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TRNO'.
[2025-11-25T23:46:55.429003] [INFO ] [FORECASTER] Starting predict_future for TRNO
[2025-11-25T23:46:55.429859] [DEBUG] [LOCAL     ] No optimal features file found for TRNO: ./output/feature-sets/TRNO.txt
[2025-11-25T23:46:55.429928] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:46:55.429967] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:46:55.430004] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:46:55.430074] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:46:55.487858] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:46:55.488711] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:46:55.488807] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:46:55.488855] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:46:55.576609] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:46:55.576755] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:46:55.576799] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:46:55.576834] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:46:55.580263] [DEBUG] [FORECASTER] TRNO: Forecast T+1@11:T+2@11: UP (p=72.81%)
[2025-11-25T23:46:55.580602] [INFO ] [FORECASTER] Completed predict_future for TRNO
[2025-11-25T23:46:55.580766] [INFO ] [sig       ] TRNO: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:46:55.731015] [INFO ] [LOCAL     ] Saved forecast: TRNO	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/TRNO.txt
[2025-11-25T23:46:55.731181] [INFO ] [sig       ] [3258/3639] Completed TRNO in 0.3s | 3.04 sym/s | Total: 17.9m | ETA: 2.1m
[2025-11-25T23:46:55.731249] [INFO ] [sig       ] [3259/3639] Forecasting TRNS...
[2025-11-25T23:46:55.731310] [INFO ] [sig       ] Generating forecast for: TRNS
[2025-11-25T23:46:55.731362] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TRNS' from 'https://tdm.silogroup.org/data/derivative_storage/TRNS.csv'.
[2025-11-25T23:46:55.741619] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TRNS'.
[2025-11-25T23:46:55.741977] [INFO ] [FORECASTER] Starting predict_future for TRNS
[2025-11-25T23:46:55.742813] [DEBUG] [LOCAL     ] No optimal features file found for TRNS: ./output/feature-sets/TRNS.txt
[2025-11-25T23:46:55.742880] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:46:55.742926] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:46:55.742966] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:46:55.743034] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:46:55.801862] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:46:55.802489] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:46:55.802582] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:46:55.802628] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:46:55.886835] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:46:55.886954] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:46:55.886996] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:46:55.887066] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:46:55.890342] [DEBUG] [FORECASTER] TRNS: Forecast T+1@11:T+2@11: UP (p=88.55%)
[2025-11-25T23:46:55.890631] [INFO ] [FORECASTER] Completed predict_future for TRNS
[2025-11-25T23:46:55.890821] [INFO ] [sig       ] TRNS: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:46:56.033752] [INFO ] [LOCAL     ] Saved forecast: TRNS	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/TRNS.txt
[2025-11-25T23:46:56.033893] [INFO ] [sig       ] [3259/3639] Completed TRNS in 0.3s | 3.04 sym/s | Total: 17.9m | ETA: 2.1m
[2025-11-25T23:46:56.033947] [INFO ] [sig       ] [3260/3639] Forecasting TROX...
[2025-11-25T23:46:56.033993] [INFO ] [sig       ] Generating forecast for: TROX
[2025-11-25T23:46:56.034034] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TROX' from 'https://tdm.silogroup.org/data/derivative_storage/TROX.csv'.
[2025-11-25T23:46:56.045264] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TROX'.
[2025-11-25T23:46:56.045539] [INFO ] [FORECASTER] Starting predict_future for TROX
[2025-11-25T23:46:56.046344] [DEBUG] [LOCAL     ] No optimal features file found for TROX: ./output/feature-sets/TROX.txt
[2025-11-25T23:46:56.046413] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:46:56.046460] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:46:56.046501] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:46:56.046570] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:46:56.104321] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:46:56.104987] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:46:56.105083] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:46:56.105128] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:46:56.197262] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:46:56.197413] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:46:56.197459] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:46:56.197493] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:46:56.200847] [DEBUG] [FORECASTER] TROX: Forecast T+1@11:T+2@11: DOWN (p=6.15%)
[2025-11-25T23:46:56.201130] [INFO ] [FORECASTER] Completed predict_future for TROX
[2025-11-25T23:46:56.201262] [INFO ] [sig       ] TROX: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:46:56.346005] [INFO ] [LOCAL     ] Saved forecast: TROX	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/TROX.txt
[2025-11-25T23:46:56.346167] [INFO ] [sig       ] [3260/3639] Completed TROX in 0.3s | 3.04 sym/s | Total: 17.9m | ETA: 2.1m
[2025-11-25T23:46:56.346223] [INFO ] [sig       ] [3261/3639] Forecasting TRP...
[2025-11-25T23:46:56.346267] [INFO ] [sig       ] Generating forecast for: TRP
[2025-11-25T23:46:56.346315] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TRP' from 'https://tdm.silogroup.org/data/derivative_storage/TRP.csv'.
[2025-11-25T23:46:56.357559] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TRP'.
[2025-11-25T23:46:56.357872] [INFO ] [FORECASTER] Starting predict_future for TRP
[2025-11-25T23:46:56.358700] [DEBUG] [LOCAL     ] No optimal features file found for TRP: ./output/feature-sets/TRP.txt
[2025-11-25T23:46:56.358769] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:46:56.358813] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:46:56.358854] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:46:56.358922] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:46:56.415891] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:46:56.416516] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:46:56.416609] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:46:56.416691] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:46:56.511792] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:46:56.511895] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:46:56.511936] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:46:56.511969] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:46:56.515032] [DEBUG] [FORECASTER] TRP: Forecast T+1@11:T+2@11: DOWN (p=15.77%)
[2025-11-25T23:46:56.515327] [INFO ] [FORECASTER] Completed predict_future for TRP
[2025-11-25T23:46:56.515476] [INFO ] [sig       ] TRP: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:46:56.654568] [INFO ] [LOCAL     ] Saved forecast: TRP	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/TRP.txt
[2025-11-25T23:46:56.654713] [INFO ] [sig       ] [3261/3639] Completed TRP in 0.3s | 3.04 sym/s | Total: 17.9m | ETA: 2.1m
[2025-11-25T23:46:56.654782] [INFO ] [sig       ] [3262/3639] Forecasting TRS...
[2025-11-25T23:46:56.654836] [INFO ] [sig       ] Generating forecast for: TRS
[2025-11-25T23:46:56.654889] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TRS' from 'https://tdm.silogroup.org/data/derivative_storage/TRS.csv'.
[2025-11-25T23:46:56.665740] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TRS'.
[2025-11-25T23:46:56.666035] [INFO ] [FORECASTER] Starting predict_future for TRS
[2025-11-25T23:46:56.666858] [DEBUG] [LOCAL     ] No optimal features file found for TRS: ./output/feature-sets/TRS.txt
[2025-11-25T23:46:56.666926] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:46:56.666972] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:46:56.667012] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:46:56.667079] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:46:56.723427] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:46:56.724061] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:46:56.724156] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:46:56.724203] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:46:56.817814] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:46:56.817919] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:46:56.817962] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:46:56.817996] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:46:56.821125] [DEBUG] [FORECASTER] TRS: Forecast T+1@11:T+2@11: UP (p=88.56%)
[2025-11-25T23:46:56.821412] [INFO ] [FORECASTER] Completed predict_future for TRS
[2025-11-25T23:46:56.821555] [INFO ] [sig       ] TRS: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:46:56.961957] [INFO ] [LOCAL     ] Saved forecast: TRS	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/TRS.txt
[2025-11-25T23:46:56.962138] [INFO ] [sig       ] [3262/3639] Completed TRS in 0.3s | 3.04 sym/s | Total: 17.9m | ETA: 2.1m
[2025-11-25T23:46:56.962204] [INFO ] [sig       ] [3263/3639] Forecasting TRTX...
[2025-11-25T23:46:56.962239] [INFO ] [sig       ] Generating forecast for: TRTX
[2025-11-25T23:46:56.962273] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TRTX' from 'https://tdm.silogroup.org/data/derivative_storage/TRTX.csv'.
[2025-11-25T23:46:56.973244] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TRTX'.
[2025-11-25T23:46:56.973601] [INFO ] [FORECASTER] Starting predict_future for TRTX
[2025-11-25T23:46:56.974438] [DEBUG] [LOCAL     ] No optimal features file found for TRTX: ./output/feature-sets/TRTX.txt
[2025-11-25T23:46:56.974508] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:46:56.974556] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:46:56.974596] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:46:56.974706] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:46:57.032158] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:46:57.032798] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:46:57.032895] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:46:57.032943] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:46:57.121310] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:46:57.121430] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:46:57.121472] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:46:57.121506] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:46:57.124633] [DEBUG] [FORECASTER] TRTX: Forecast T+1@11:T+2@11: UP (p=51.60%)
[2025-11-25T23:46:57.124942] [INFO ] [FORECASTER] Completed predict_future for TRTX
[2025-11-25T23:46:57.125082] [INFO ] [sig       ] TRTX: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:46:57.265520] [INFO ] [LOCAL     ] Saved forecast: TRTX	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/TRTX.txt
[2025-11-25T23:46:57.265814] [INFO ] [sig       ] [3263/3639] Completed TRTX in 0.3s | 3.04 sym/s | Total: 17.9m | ETA: 2.1m
[2025-11-25T23:46:57.265883] [INFO ] [sig       ] [3264/3639] Forecasting TRUE...
[2025-11-25T23:46:57.265931] [INFO ] [sig       ] Generating forecast for: TRUE
[2025-11-25T23:46:57.265977] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TRUE' from 'https://tdm.silogroup.org/data/derivative_storage/TRUE.csv'.
[2025-11-25T23:46:57.276333] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TRUE'.
[2025-11-25T23:46:57.276615] [INFO ] [FORECASTER] Starting predict_future for TRUE
[2025-11-25T23:46:57.277501] [DEBUG] [LOCAL     ] No optimal features file found for TRUE: ./output/feature-sets/TRUE.txt
[2025-11-25T23:46:57.277571] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:46:57.277618] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:46:57.277680] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:46:57.277794] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:46:57.343107] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:46:57.344183] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:46:57.344300] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:46:57.344378] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:46:57.437962] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:46:57.438097] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:46:57.438143] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:46:57.438178] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:46:57.441550] [DEBUG] [FORECASTER] TRUE: Forecast T+1@11:T+2@11: DOWN (p=5.69%)
[2025-11-25T23:46:57.441942] [INFO ] [FORECASTER] Completed predict_future for TRUE
[2025-11-25T23:46:57.442115] [INFO ] [sig       ] TRUE: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:46:57.605958] [INFO ] [LOCAL     ] Saved forecast: TRUE	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/TRUE.txt
[2025-11-25T23:46:57.606129] [INFO ] [sig       ] [3264/3639] Completed TRUE in 0.3s | 3.04 sym/s | Total: 17.9m | ETA: 2.1m
[2025-11-25T23:46:57.606183] [INFO ] [sig       ] [3265/3639] Forecasting TRUP...
[2025-11-25T23:46:57.606225] [INFO ] [sig       ] Generating forecast for: TRUP
[2025-11-25T23:46:57.606265] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TRUP' from 'https://tdm.silogroup.org/data/derivative_storage/TRUP.csv'.
[2025-11-25T23:46:57.616680] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TRUP'.
[2025-11-25T23:46:57.617033] [INFO ] [FORECASTER] Starting predict_future for TRUP
[2025-11-25T23:46:57.617992] [DEBUG] [LOCAL     ] No optimal features file found for TRUP: ./output/feature-sets/TRUP.txt
[2025-11-25T23:46:57.618066] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:46:57.618119] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:46:57.618172] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:46:57.618259] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:46:57.678128] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:46:57.678858] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:46:57.678955] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:46:57.679002] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:46:57.756830] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:46:57.756977] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:46:57.757021] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:46:57.757056] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:46:57.760358] [DEBUG] [FORECASTER] TRUP: Forecast T+1@11:T+2@11: UP (p=97.14%)
[2025-11-25T23:46:57.760659] [INFO ] [FORECASTER] Completed predict_future for TRUP
[2025-11-25T23:46:57.760809] [INFO ] [sig       ] TRUP: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:46:57.900947] [INFO ] [LOCAL     ] Saved forecast: TRUP	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/TRUP.txt
[2025-11-25T23:46:57.901079] [INFO ] [sig       ] [3265/3639] Completed TRUP in 0.3s | 3.04 sym/s | Total: 17.9m | ETA: 2.0m
[2025-11-25T23:46:57.901133] [INFO ] [sig       ] [3266/3639] Forecasting TRVG...
[2025-11-25T23:46:57.901177] [INFO ] [sig       ] Generating forecast for: TRVG
[2025-11-25T23:46:57.901216] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TRVG' from 'https://tdm.silogroup.org/data/derivative_storage/TRVG.csv'.
[2025-11-25T23:46:57.911054] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TRVG'.
[2025-11-25T23:46:57.911370] [INFO ] [FORECASTER] Starting predict_future for TRVG
[2025-11-25T23:46:57.912212] [DEBUG] [LOCAL     ] No optimal features file found for TRVG: ./output/feature-sets/TRVG.txt
[2025-11-25T23:46:57.912281] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:46:57.912338] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:46:57.912390] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:46:57.912478] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:46:57.969430] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:46:57.970077] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:46:57.970179] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:46:57.970233] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:46:58.036226] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:46:58.036346] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:46:58.036388] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:46:58.036422] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:46:58.039606] [DEBUG] [FORECASTER] TRVG: Forecast T+1@11:T+2@11: DOWN (p=36.00%)
[2025-11-25T23:46:58.039922] [INFO ] [FORECASTER] Completed predict_future for TRVG
[2025-11-25T23:46:58.040058] [INFO ] [sig       ] TRVG: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:46:58.183234] [INFO ] [LOCAL     ] Saved forecast: TRVG	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/TRVG.txt
[2025-11-25T23:46:58.183377] [INFO ] [sig       ] [3266/3639] Completed TRVG in 0.3s | 3.04 sym/s | Total: 17.9m | ETA: 2.0m
[2025-11-25T23:46:58.183444] [INFO ] [sig       ] [3267/3639] Forecasting TRVI...
[2025-11-25T23:46:58.183499] [INFO ] [sig       ] Generating forecast for: TRVI
[2025-11-25T23:46:58.183562] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TRVI' from 'https://tdm.silogroup.org/data/derivative_storage/TRVI.csv'.
[2025-11-25T23:46:58.194160] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TRVI'.
[2025-11-25T23:46:58.194489] [INFO ] [FORECASTER] Starting predict_future for TRVI
[2025-11-25T23:46:58.195346] [DEBUG] [LOCAL     ] No optimal features file found for TRVI: ./output/feature-sets/TRVI.txt
[2025-11-25T23:46:58.195434] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:46:58.195501] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:46:58.195552] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:46:58.195637] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:46:58.254567] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:46:58.255223] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:46:58.255328] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:46:58.255398] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:46:58.324373] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:46:58.324507] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:46:58.324553] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:46:58.324588] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:46:58.327871] [DEBUG] [FORECASTER] TRVI: Forecast T+1@11:T+2@11: UP (p=60.17%)
[2025-11-25T23:46:58.328153] [INFO ] [FORECASTER] Completed predict_future for TRVI
[2025-11-25T23:46:58.328286] [INFO ] [sig       ] TRVI: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:46:58.488393] [INFO ] [LOCAL     ] Saved forecast: TRVI	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/TRVI.txt
[2025-11-25T23:46:58.488545] [INFO ] [sig       ] [3267/3639] Completed TRVI in 0.3s | 3.04 sym/s | Total: 17.9m | ETA: 2.0m
[2025-11-25T23:46:58.488599] [INFO ] [sig       ] [3268/3639] Forecasting TS...
[2025-11-25T23:46:58.488661] [INFO ] [sig       ] Generating forecast for: TS
[2025-11-25T23:46:58.488708] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TS' from 'https://tdm.silogroup.org/data/derivative_storage/TS.csv'.
[2025-11-25T23:46:58.498958] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TS'.
[2025-11-25T23:46:58.499257] [INFO ] [FORECASTER] Starting predict_future for TS
[2025-11-25T23:46:58.500127] [DEBUG] [LOCAL     ] No optimal features file found for TS: ./output/feature-sets/TS.txt
[2025-11-25T23:46:58.500200] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:46:58.500249] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:46:58.500294] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:46:58.500384] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:46:58.565566] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:46:58.566487] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:46:58.566591] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:46:58.566659] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:46:58.638748] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:46:58.638920] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:46:58.638965] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:46:58.638999] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:46:58.642337] [DEBUG] [FORECASTER] TS: Forecast T+1@11:T+2@11: DOWN (p=10.00%)
[2025-11-25T23:46:58.642621] [INFO ] [FORECASTER] Completed predict_future for TS
[2025-11-25T23:46:58.642770] [INFO ] [sig       ] TS: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:46:58.783683] [INFO ] [LOCAL     ] Saved forecast: TS	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/TS.txt
[2025-11-25T23:46:58.783827] [INFO ] [sig       ] [3268/3639] Completed TS in 0.3s | 3.04 sym/s | Total: 17.9m | ETA: 2.0m
[2025-11-25T23:46:58.783881] [INFO ] [sig       ] [3269/3639] Forecasting TSBK...
[2025-11-25T23:46:58.783924] [INFO ] [sig       ] Generating forecast for: TSBK
[2025-11-25T23:46:58.783964] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TSBK' from 'https://tdm.silogroup.org/data/derivative_storage/TSBK.csv'.
[2025-11-25T23:46:58.793623] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TSBK'.
[2025-11-25T23:46:58.793936] [INFO ] [FORECASTER] Starting predict_future for TSBK
[2025-11-25T23:46:58.794881] [DEBUG] [LOCAL     ] No optimal features file found for TSBK: ./output/feature-sets/TSBK.txt
[2025-11-25T23:46:58.794949] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:46:58.794994] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:46:58.795034] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:46:58.795100] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:46:58.852716] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:46:58.853342] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:46:58.853437] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:46:58.853486] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:46:58.931856] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:46:58.931973] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-11-25T23:46:58.932016] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:46:58.932050] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:46:58.935207] [DEBUG] [FORECASTER] TSBK: Forecast T+1@11:T+2@11: DOWN (p=14.65%)
[2025-11-25T23:46:58.935493] [INFO ] [FORECASTER] Completed predict_future for TSBK
[2025-11-25T23:46:58.935620] [INFO ] [sig       ] TSBK: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:46:59.080138] [INFO ] [LOCAL     ] Saved forecast: TSBK	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/TSBK.txt
[2025-11-25T23:46:59.080278] [INFO ] [sig       ] [3269/3639] Completed TSBK in 0.3s | 3.04 sym/s | Total: 17.9m | ETA: 2.0m
[2025-11-25T23:46:59.080332] [INFO ] [sig       ] [3270/3639] Forecasting TSCO...
[2025-11-25T23:46:59.080375] [INFO ] [sig       ] Generating forecast for: TSCO
[2025-11-25T23:46:59.080417] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TSCO' from 'https://tdm.silogroup.org/data/derivative_storage/TSCO.csv'.
[2025-11-25T23:46:59.091339] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TSCO'.
[2025-11-25T23:46:59.091629] [INFO ] [FORECASTER] Starting predict_future for TSCO
[2025-11-25T23:46:59.092491] [DEBUG] [LOCAL     ] No optimal features file found for TSCO: ./output/feature-sets/TSCO.txt
[2025-11-25T23:46:59.092564] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:46:59.092609] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:46:59.092669] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:46:59.092740] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:46:59.152526] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:46:59.153180] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:46:59.153276] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:46:59.153330] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:46:59.226593] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:46:59.226760] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:46:59.226809] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:46:59.226843] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:46:59.230178] [DEBUG] [FORECASTER] TSCO: Forecast T+1@11:T+2@11: DOWN (p=7.06%)
[2025-11-25T23:46:59.230466] [INFO ] [FORECASTER] Completed predict_future for TSCO
[2025-11-25T23:46:59.230594] [INFO ] [sig       ] TSCO: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:46:59.373759] [INFO ] [LOCAL     ] Saved forecast: TSCO	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/TSCO.txt
[2025-11-25T23:46:59.373894] [INFO ] [sig       ] [3270/3639] Completed TSCO in 0.3s | 3.04 sym/s | Total: 17.9m | ETA: 2.0m
[2025-11-25T23:46:59.373947] [INFO ] [sig       ] [3271/3639] Forecasting TSDD...
[2025-11-25T23:46:59.373989] [INFO ] [sig       ] Generating forecast for: TSDD
[2025-11-25T23:46:59.374030] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TSDD' from 'https://tdm.silogroup.org/data/derivative_storage/TSDD.csv'.
[2025-11-25T23:46:59.384447] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TSDD'.
[2025-11-25T23:46:59.384779] [INFO ] [FORECASTER] Starting predict_future for TSDD
[2025-11-25T23:46:59.385632] [DEBUG] [LOCAL     ] No optimal features file found for TSDD: ./output/feature-sets/TSDD.txt
[2025-11-25T23:46:59.385722] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:46:59.385771] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:46:59.385812] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:46:59.385883] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:46:59.457200] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:46:59.458193] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:46:59.458298] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:46:59.458358] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:46:59.528901] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:46:59.529035] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:46:59.529078] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:46:59.529112] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:46:59.532291] [DEBUG] [FORECASTER] TSDD: Forecast T+1@11:T+2@11: DOWN (p=35.75%)
[2025-11-25T23:46:59.532589] [INFO ] [FORECASTER] Completed predict_future for TSDD
[2025-11-25T23:46:59.532750] [INFO ] [sig       ] TSDD: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:46:59.674831] [INFO ] [LOCAL     ] Saved forecast: TSDD	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/TSDD.txt
[2025-11-25T23:46:59.674989] [INFO ] [sig       ] [3271/3639] Completed TSDD in 0.3s | 3.04 sym/s | Total: 17.9m | ETA: 2.0m
[2025-11-25T23:46:59.675053] [INFO ] [sig       ] [3272/3639] Forecasting TSEM...
[2025-11-25T23:46:59.675104] [INFO ] [sig       ] Generating forecast for: TSEM
[2025-11-25T23:46:59.675155] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TSEM' from 'https://tdm.silogroup.org/data/derivative_storage/TSEM.csv'.
[2025-11-25T23:46:59.685030] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TSEM'.
[2025-11-25T23:46:59.685316] [INFO ] [FORECASTER] Starting predict_future for TSEM
[2025-11-25T23:46:59.686141] [DEBUG] [LOCAL     ] No optimal features file found for TSEM: ./output/feature-sets/TSEM.txt
[2025-11-25T23:46:59.686210] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:46:59.686272] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:46:59.686321] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:46:59.686403] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:46:59.743501] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:46:59.744129] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:46:59.744229] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:46:59.744277] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:46:59.814921] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:46:59.815106] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:46:59.815151] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:46:59.815185] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:46:59.818611] [DEBUG] [FORECASTER] TSEM: Forecast T+1@11:T+2@11: UP (p=58.88%)
[2025-11-25T23:46:59.818916] [INFO ] [FORECASTER] Completed predict_future for TSEM
[2025-11-25T23:46:59.819052] [INFO ] [sig       ] TSEM: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:46:59.961830] [INFO ] [LOCAL     ] Saved forecast: TSEM	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/TSEM.txt
[2025-11-25T23:46:59.961979] [INFO ] [sig       ] [3272/3639] Completed TSEM in 0.3s | 3.04 sym/s | Total: 17.9m | ETA: 2.0m
[2025-11-25T23:46:59.962041] [INFO ] [sig       ] [3273/3639] Forecasting TSHA...
[2025-11-25T23:46:59.962092] [INFO ] [sig       ] Generating forecast for: TSHA
[2025-11-25T23:46:59.962142] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TSHA' from 'https://tdm.silogroup.org/data/derivative_storage/TSHA.csv'.
[2025-11-25T23:46:59.972365] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TSHA'.
[2025-11-25T23:46:59.972685] [INFO ] [FORECASTER] Starting predict_future for TSHA
[2025-11-25T23:46:59.973491] [DEBUG] [LOCAL     ] No optimal features file found for TSHA: ./output/feature-sets/TSHA.txt
[2025-11-25T23:46:59.973559] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:46:59.973605] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:46:59.973666] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:46:59.973736] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:47:00.032720] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:47:00.033361] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:47:00.033459] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:47:00.033508] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:47:00.101139] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:47:00.101263] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:47:00.101305] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:47:00.101340] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:47:00.104558] [DEBUG] [FORECASTER] TSHA: Forecast T+1@11:T+2@11: DOWN (p=2.12%)
[2025-11-25T23:47:00.104857] [INFO ] [FORECASTER] Completed predict_future for TSHA
[2025-11-25T23:47:00.104991] [INFO ] [sig       ] TSHA: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:47:00.246483] [INFO ] [LOCAL     ] Saved forecast: TSHA	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/TSHA.txt
[2025-11-25T23:47:00.246617] [INFO ] [sig       ] [3273/3639] Completed TSHA in 0.3s | 3.04 sym/s | Total: 17.9m | ETA: 2.0m
[2025-11-25T23:47:00.246688] [INFO ] [sig       ] [3274/3639] Forecasting TSI...
[2025-11-25T23:47:00.246731] [INFO ] [sig       ] Generating forecast for: TSI
[2025-11-25T23:47:00.246775] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TSI' from 'https://tdm.silogroup.org/data/derivative_storage/TSI.csv'.
[2025-11-25T23:47:00.256571] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TSI'.
[2025-11-25T23:47:00.256898] [INFO ] [FORECASTER] Starting predict_future for TSI
[2025-11-25T23:47:00.257736] [DEBUG] [LOCAL     ] No optimal features file found for TSI: ./output/feature-sets/TSI.txt
[2025-11-25T23:47:00.257806] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:47:00.257868] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:47:00.257917] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:47:00.258000] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:47:00.315141] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:47:00.315779] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:47:00.315880] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:47:00.315928] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:47:00.379970] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:47:00.380094] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:47:00.380136] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:47:00.380170] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:47:00.383303] [DEBUG] [FORECASTER] TSI: Forecast T+1@11:T+2@11: UP (p=89.36%)
[2025-11-25T23:47:00.383585] [INFO ] [FORECASTER] Completed predict_future for TSI
[2025-11-25T23:47:00.383730] [INFO ] [sig       ] TSI: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:47:00.529598] [INFO ] [LOCAL     ] Saved forecast: TSI	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/TSI.txt
[2025-11-25T23:47:00.529819] [INFO ] [sig       ] [3274/3639] Completed TSI in 0.3s | 3.04 sym/s | Total: 17.9m | ETA: 2.0m
[2025-11-25T23:47:00.529876] [INFO ] [sig       ] [3275/3639] Forecasting TSL...
[2025-11-25T23:47:00.529929] [INFO ] [sig       ] Generating forecast for: TSL
[2025-11-25T23:47:00.529980] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TSL' from 'https://tdm.silogroup.org/data/derivative_storage/TSL.csv'.
[2025-11-25T23:47:00.540235] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TSL'.
[2025-11-25T23:47:00.540535] [INFO ] [FORECASTER] Starting predict_future for TSL
[2025-11-25T23:47:00.541343] [DEBUG] [LOCAL     ] No optimal features file found for TSL: ./output/feature-sets/TSL.txt
[2025-11-25T23:47:00.541412] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:47:00.541468] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:47:00.541517] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:47:00.541600] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:47:00.599362] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:47:00.600007] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:47:00.600107] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:47:00.600156] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:47:01.226130] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:47:01.226302] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:47:01.226349] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:47:01.226399] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:47:01.229953] [DEBUG] [FORECASTER] TSL: Forecast T+1@11:T+2@11: DOWN (p=5.70%)
[2025-11-25T23:47:01.230268] [INFO ] [FORECASTER] Completed predict_future for TSL
[2025-11-25T23:47:01.230426] [INFO ] [sig       ] TSL: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:47:01.421380] [INFO ] [LOCAL     ] Saved forecast: TSL	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/TSL.txt
[2025-11-25T23:47:01.421556] [INFO ] [sig       ] [3275/3639] Completed TSL in 0.9s | 3.04 sym/s | Total: 18.0m | ETA: 2.0m
[2025-11-25T23:47:01.421612] [INFO ] [sig       ] [3276/3639] Forecasting TSLA...
[2025-11-25T23:47:01.421679] [INFO ] [sig       ] Generating forecast for: TSLA
[2025-11-25T23:47:01.421796] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TSLA' from 'https://tdm.silogroup.org/data/derivative_storage/TSLA.csv'.
[2025-11-25T23:47:01.432449] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TSLA'.
[2025-11-25T23:47:01.432842] [INFO ] [FORECASTER] Starting predict_future for TSLA
[2025-11-25T23:47:01.433687] [DEBUG] [LOCAL     ] No optimal features file found for TSLA: ./output/feature-sets/TSLA.txt
[2025-11-25T23:47:01.433769] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:47:01.433811] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:47:01.433847] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:47:01.433922] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:47:01.493489] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:47:01.494317] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:47:01.494414] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:47:01.494461] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:47:01.602218] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:47:01.602416] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:47:01.602463] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:47:01.602502] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:47:01.606166] [DEBUG] [FORECASTER] TSLA: Forecast T+1@11:T+2@11: DOWN (p=22.31%)
[2025-11-25T23:47:01.606522] [INFO ] [FORECASTER] Completed predict_future for TSLA
[2025-11-25T23:47:01.606695] [INFO ] [sig       ] TSLA: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:47:01.769923] [INFO ] [LOCAL     ] Saved forecast: TSLA	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/TSLA.txt
[2025-11-25T23:47:01.770097] [INFO ] [sig       ] [3276/3639] Completed TSLA in 0.3s | 3.04 sym/s | Total: 18.0m | ETA: 2.0m
[2025-11-25T23:47:01.770152] [INFO ] [sig       ] [3277/3639] Forecasting TSLL...
[2025-11-25T23:47:01.770194] [INFO ] [sig       ] Generating forecast for: TSLL
[2025-11-25T23:47:01.770270] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TSLL' from 'https://tdm.silogroup.org/data/derivative_storage/TSLL.csv'.
[2025-11-25T23:47:01.780542] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TSLL'.
[2025-11-25T23:47:01.780864] [INFO ] [FORECASTER] Starting predict_future for TSLL
[2025-11-25T23:47:01.781705] [DEBUG] [LOCAL     ] No optimal features file found for TSLL: ./output/feature-sets/TSLL.txt
[2025-11-25T23:47:01.781772] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:47:01.781816] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:47:01.781856] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:47:01.781924] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:47:01.840208] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:47:01.841004] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:47:01.841100] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:47:01.841144] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:47:01.911877] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:47:01.912008] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:47:01.912052] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:47:01.912086] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:47:01.915360] [DEBUG] [FORECASTER] TSLL: Forecast T+1@11:T+2@11: DOWN (p=1.02%)
[2025-11-25T23:47:01.915672] [INFO ] [FORECASTER] Completed predict_future for TSLL
[2025-11-25T23:47:01.915807] [INFO ] [sig       ] TSLL: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:47:02.061276] [INFO ] [LOCAL     ] Saved forecast: TSLL	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/TSLL.txt
[2025-11-25T23:47:02.061466] [INFO ] [sig       ] [3277/3639] Completed TSLL in 0.3s | 3.04 sym/s | Total: 18.0m | ETA: 2.0m
[2025-11-25T23:47:02.061523] [INFO ] [sig       ] [3278/3639] Forecasting TSLQ...
[2025-11-25T23:47:02.061569] [INFO ] [sig       ] Generating forecast for: TSLQ
[2025-11-25T23:47:02.061612] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TSLQ' from 'https://tdm.silogroup.org/data/derivative_storage/TSLQ.csv'.
[2025-11-25T23:47:02.072507] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TSLQ'.
[2025-11-25T23:47:02.072971] [INFO ] [FORECASTER] Starting predict_future for TSLQ
[2025-11-25T23:47:02.073835] [DEBUG] [LOCAL     ] No optimal features file found for TSLQ: ./output/feature-sets/TSLQ.txt
[2025-11-25T23:47:02.073907] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:47:02.073952] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:47:02.073993] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:47:02.074062] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:47:02.135851] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:47:02.136793] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:47:02.136902] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:47:02.136951] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:47:02.239089] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:47:02.239291] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:47:02.239340] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:47:02.239376] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:47:02.243182] [DEBUG] [FORECASTER] TSLQ: Forecast T+1@11:T+2@11: UP (p=52.38%)
[2025-11-25T23:47:02.243584] [INFO ] [FORECASTER] Completed predict_future for TSLQ
[2025-11-25T23:47:02.243762] [INFO ] [sig       ] TSLQ: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:47:02.394105] [INFO ] [LOCAL     ] Saved forecast: TSLQ	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/TSLQ.txt
[2025-11-25T23:47:02.394307] [INFO ] [sig       ] [3278/3639] Completed TSLQ in 0.3s | 3.04 sym/s | Total: 18.0m | ETA: 2.0m
[2025-11-25T23:47:02.394361] [INFO ] [sig       ] [3279/3639] Forecasting TSLS...
[2025-11-25T23:47:02.394404] [INFO ] [sig       ] Generating forecast for: TSLS
[2025-11-25T23:47:02.394447] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TSLS' from 'https://tdm.silogroup.org/data/derivative_storage/TSLS.csv'.
[2025-11-25T23:47:02.404860] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TSLS'.
[2025-11-25T23:47:02.405225] [INFO ] [FORECASTER] Starting predict_future for TSLS
[2025-11-25T23:47:02.406093] [DEBUG] [LOCAL     ] No optimal features file found for TSLS: ./output/feature-sets/TSLS.txt
[2025-11-25T23:47:02.406162] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:47:02.406209] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:47:02.406261] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:47:02.406340] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:47:02.464012] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:47:02.465147] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:47:02.465261] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:47:02.465308] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:47:02.569426] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:47:02.569691] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:47:02.569756] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:47:02.569824] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:47:02.573562] [DEBUG] [FORECASTER] TSLS: Forecast T+1@11:T+2@11: DOWN (p=13.72%)
[2025-11-25T23:47:02.573919] [INFO ] [FORECASTER] Completed predict_future for TSLS
[2025-11-25T23:47:02.574087] [INFO ] [sig       ] TSLS: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:47:02.717495] [INFO ] [LOCAL     ] Saved forecast: TSLS	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/TSLS.txt
[2025-11-25T23:47:02.717705] [INFO ] [sig       ] [3279/3639] Completed TSLS in 0.3s | 3.04 sym/s | Total: 18.0m | ETA: 2.0m
[2025-11-25T23:47:02.717774] [INFO ] [sig       ] [3280/3639] Forecasting TSLX...
[2025-11-25T23:47:02.717820] [INFO ] [sig       ] Generating forecast for: TSLX
[2025-11-25T23:47:02.717889] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TSLX' from 'https://tdm.silogroup.org/data/derivative_storage/TSLX.csv'.
[2025-11-25T23:47:02.728522] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TSLX'.
[2025-11-25T23:47:02.729104] [INFO ] [FORECASTER] Starting predict_future for TSLX
[2025-11-25T23:47:02.730097] [DEBUG] [LOCAL     ] No optimal features file found for TSLX: ./output/feature-sets/TSLX.txt
[2025-11-25T23:47:02.730170] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:47:02.730217] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:47:02.730257] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:47:02.730327] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:47:02.791305] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:47:02.792093] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:47:02.792189] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:47:02.792237] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:47:02.892175] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:47:02.892362] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:47:02.892408] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:47:02.892442] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:47:02.895862] [DEBUG] [FORECASTER] TSLX: Forecast T+1@11:T+2@11: DOWN (p=24.53%)
[2025-11-25T23:47:02.896158] [INFO ] [FORECASTER] Completed predict_future for TSLX
[2025-11-25T23:47:02.896297] [INFO ] [sig       ] TSLX: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:47:03.043528] [INFO ] [LOCAL     ] Saved forecast: TSLX	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/TSLX.txt
[2025-11-25T23:47:03.043739] [INFO ] [sig       ] [3280/3639] Completed TSLX in 0.3s | 3.04 sym/s | Total: 18.0m | ETA: 2.0m
[2025-11-25T23:47:03.043798] [INFO ] [sig       ] [3281/3639] Forecasting TSM...
[2025-11-25T23:47:03.043842] [INFO ] [sig       ] Generating forecast for: TSM
[2025-11-25T23:47:03.043883] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TSM' from 'https://tdm.silogroup.org/data/derivative_storage/TSM.csv'.
[2025-11-25T23:47:03.055373] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TSM'.
[2025-11-25T23:47:03.055951] [INFO ] [FORECASTER] Starting predict_future for TSM
[2025-11-25T23:47:03.056946] [DEBUG] [LOCAL     ] No optimal features file found for TSM: ./output/feature-sets/TSM.txt
[2025-11-25T23:47:03.057021] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:47:03.057070] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:47:03.057135] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:47:03.057218] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:47:03.117954] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:47:03.118930] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:47:03.119034] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:47:03.119096] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:47:03.220747] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:47:03.220934] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:47:03.220980] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:47:03.221015] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:47:03.224411] [DEBUG] [FORECASTER] TSM: Forecast T+1@11:T+2@11: DOWN (p=22.41%)
[2025-11-25T23:47:03.224766] [INFO ] [FORECASTER] Completed predict_future for TSM
[2025-11-25T23:47:03.224916] [INFO ] [sig       ] TSM: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:47:03.365029] [INFO ] [LOCAL     ] Saved forecast: TSM	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/TSM.txt
[2025-11-25T23:47:03.365214] [INFO ] [sig       ] [3281/3639] Completed TSM in 0.3s | 3.04 sym/s | Total: 18.0m | ETA: 2.0m
[2025-11-25T23:47:03.365273] [INFO ] [sig       ] [3282/3639] Forecasting TSN...
[2025-11-25T23:47:03.365318] [INFO ] [sig       ] Generating forecast for: TSN
[2025-11-25T23:47:03.365363] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TSN' from 'https://tdm.silogroup.org/data/derivative_storage/TSN.csv'.
[2025-11-25T23:47:03.375789] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TSN'.
[2025-11-25T23:47:03.376200] [INFO ] [FORECASTER] Starting predict_future for TSN
[2025-11-25T23:47:03.377029] [DEBUG] [LOCAL     ] No optimal features file found for TSN: ./output/feature-sets/TSN.txt
[2025-11-25T23:47:03.377098] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:47:03.377156] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:47:03.377207] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:47:03.377296] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:47:03.434700] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:47:03.435412] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:47:03.435509] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:47:03.435567] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:47:03.535799] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:47:03.535981] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:47:03.536026] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:47:03.536061] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:47:03.539458] [DEBUG] [FORECASTER] TSN: Forecast T+1@11:T+2@11: UP (p=50.60%)
[2025-11-25T23:47:03.539771] [INFO ] [FORECASTER] Completed predict_future for TSN
[2025-11-25T23:47:03.539920] [INFO ] [sig       ] TSN: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:47:03.697301] [INFO ] [LOCAL     ] Saved forecast: TSN	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/TSN.txt
[2025-11-25T23:47:03.697509] [INFO ] [sig       ] [3282/3639] Completed TSN in 0.3s | 3.04 sym/s | Total: 18.0m | ETA: 2.0m
[2025-11-25T23:47:03.697567] [INFO ] [sig       ] [3283/3639] Forecasting TSQ...
[2025-11-25T23:47:03.697613] [INFO ] [sig       ] Generating forecast for: TSQ
[2025-11-25T23:47:03.697679] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TSQ' from 'https://tdm.silogroup.org/data/derivative_storage/TSQ.csv'.
[2025-11-25T23:47:03.708579] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TSQ'.
[2025-11-25T23:47:03.708968] [INFO ] [FORECASTER] Starting predict_future for TSQ
[2025-11-25T23:47:03.709803] [DEBUG] [LOCAL     ] No optimal features file found for TSQ: ./output/feature-sets/TSQ.txt
[2025-11-25T23:47:03.709874] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:47:03.709921] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:47:03.709964] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:47:03.710042] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:47:03.769852] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:47:03.770752] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:47:03.770853] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:47:03.770902] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:47:03.877500] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:47:03.877726] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:47:03.877848] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:47:03.877888] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:47:03.881845] [DEBUG] [FORECASTER] TSQ: Forecast T+1@11:T+2@11: UP (p=93.55%)
[2025-11-25T23:47:03.882258] [INFO ] [FORECASTER] Completed predict_future for TSQ
[2025-11-25T23:47:03.882426] [INFO ] [sig       ] TSQ: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:47:04.035724] [INFO ] [LOCAL     ] Saved forecast: TSQ	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/TSQ.txt
[2025-11-25T23:47:04.035882] [INFO ] [sig       ] [3283/3639] Completed TSQ in 0.3s | 3.04 sym/s | Total: 18.0m | ETA: 2.0m
[2025-11-25T23:47:04.035935] [INFO ] [sig       ] [3284/3639] Forecasting TTC...
[2025-11-25T23:47:04.035980] [INFO ] [sig       ] Generating forecast for: TTC
[2025-11-25T23:47:04.036021] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TTC' from 'https://tdm.silogroup.org/data/derivative_storage/TTC.csv'.
[2025-11-25T23:47:04.045721] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TTC'.
[2025-11-25T23:47:04.046014] [INFO ] [FORECASTER] Starting predict_future for TTC
[2025-11-25T23:47:04.046828] [DEBUG] [LOCAL     ] No optimal features file found for TTC: ./output/feature-sets/TTC.txt
[2025-11-25T23:47:04.046897] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:47:04.046944] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:47:04.046984] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:47:04.047098] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:47:04.106190] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:47:04.106865] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:47:04.106960] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:47:04.107008] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:47:04.205614] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:47:04.205810] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:47:04.205855] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:47:04.205889] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:47:04.209382] [DEBUG] [FORECASTER] TTC: Forecast T+1@11:T+2@11: UP (p=62.09%)
[2025-11-25T23:47:04.209695] [INFO ] [FORECASTER] Completed predict_future for TTC
[2025-11-25T23:47:04.209848] [INFO ] [sig       ] TTC: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:47:04.352558] [INFO ] [LOCAL     ] Saved forecast: TTC	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/TTC.txt
[2025-11-25T23:47:04.352726] [INFO ] [sig       ] [3284/3639] Completed TTC in 0.3s | 3.04 sym/s | Total: 18.0m | ETA: 1.9m
[2025-11-25T23:47:04.352794] [INFO ] [sig       ] [3285/3639] Forecasting TTD...
[2025-11-25T23:47:04.352848] [INFO ] [sig       ] Generating forecast for: TTD
[2025-11-25T23:47:04.352898] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TTD' from 'https://tdm.silogroup.org/data/derivative_storage/TTD.csv'.
[2025-11-25T23:47:04.362748] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TTD'.
[2025-11-25T23:47:04.363139] [INFO ] [FORECASTER] Starting predict_future for TTD
[2025-11-25T23:47:04.364053] [DEBUG] [LOCAL     ] No optimal features file found for TTD: ./output/feature-sets/TTD.txt
[2025-11-25T23:47:04.364132] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:47:04.364181] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:47:04.364220] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:47:04.364290] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:47:04.434131] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:47:04.435077] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:47:04.435183] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:47:04.435240] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:47:04.550591] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:47:04.550799] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:47:04.550847] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:47:04.550881] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:47:04.554349] [DEBUG] [FORECASTER] TTD: Forecast T+1@11:T+2@11: DOWN (p=0.46%)
[2025-11-25T23:47:04.554696] [INFO ] [FORECASTER] Completed predict_future for TTD
[2025-11-25T23:47:04.554853] [INFO ] [sig       ] TTD: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:47:04.699133] [INFO ] [LOCAL     ] Saved forecast: TTD	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/TTD.txt
[2025-11-25T23:47:04.699318] [INFO ] [sig       ] [3285/3639] Completed TTD in 0.3s | 3.04 sym/s | Total: 18.0m | ETA: 1.9m
[2025-11-25T23:47:04.699375] [INFO ] [sig       ] [3286/3639] Forecasting TTE...
[2025-11-25T23:47:04.699420] [INFO ] [sig       ] Generating forecast for: TTE
[2025-11-25T23:47:04.699462] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TTE' from 'https://tdm.silogroup.org/data/derivative_storage/TTE.csv'.
[2025-11-25T23:47:04.709860] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TTE'.
[2025-11-25T23:47:04.710271] [INFO ] [FORECASTER] Starting predict_future for TTE
[2025-11-25T23:47:04.711109] [DEBUG] [LOCAL     ] No optimal features file found for TTE: ./output/feature-sets/TTE.txt
[2025-11-25T23:47:04.711179] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:47:04.711226] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:47:04.711268] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:47:04.711339] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:47:04.770009] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:47:04.770917] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:47:04.771021] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:47:04.771068] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:47:04.874452] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:47:04.874678] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:47:04.874732] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:47:04.874767] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:47:04.878501] [DEBUG] [FORECASTER] TTE: Forecast T+1@11:T+2@11: DOWN (p=42.70%)
[2025-11-25T23:47:04.879026] [INFO ] [FORECASTER] Completed predict_future for TTE
[2025-11-25T23:47:04.879188] [INFO ] [sig       ] TTE: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:47:05.034195] [INFO ] [LOCAL     ] Saved forecast: TTE	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/TTE.txt
[2025-11-25T23:47:05.034382] [INFO ] [sig       ] [3286/3639] Completed TTE in 0.3s | 3.04 sym/s | Total: 18.0m | ETA: 1.9m
[2025-11-25T23:47:05.034437] [INFO ] [sig       ] [3287/3639] Forecasting TTEC...
[2025-11-25T23:47:05.034482] [INFO ] [sig       ] Generating forecast for: TTEC
[2025-11-25T23:47:05.034526] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TTEC' from 'https://tdm.silogroup.org/data/derivative_storage/TTEC.csv'.
[2025-11-25T23:47:05.044427] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TTEC'.
[2025-11-25T23:47:05.044815] [INFO ] [FORECASTER] Starting predict_future for TTEC
[2025-11-25T23:47:05.045621] [DEBUG] [LOCAL     ] No optimal features file found for TTEC: ./output/feature-sets/TTEC.txt
[2025-11-25T23:47:05.045717] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:47:05.045782] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:47:05.045823] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:47:05.045892] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:47:05.105673] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:47:05.106607] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:47:05.106753] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:47:05.106809] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:47:05.201904] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:47:05.202074] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:47:05.202121] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:47:05.202157] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:47:05.205545] [DEBUG] [FORECASTER] TTEC: Forecast T+1@11:T+2@11: DOWN (p=23.39%)
[2025-11-25T23:47:05.205871] [INFO ] [FORECASTER] Completed predict_future for TTEC
[2025-11-25T23:47:05.206021] [INFO ] [sig       ] TTEC: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:47:05.347174] [INFO ] [LOCAL     ] Saved forecast: TTEC	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/TTEC.txt
[2025-11-25T23:47:05.347350] [INFO ] [sig       ] [3287/3639] Completed TTEC in 0.3s | 3.04 sym/s | Total: 18.0m | ETA: 1.9m
[2025-11-25T23:47:05.347421] [INFO ] [sig       ] [3288/3639] Forecasting TTEK...
[2025-11-25T23:47:05.347469] [INFO ] [sig       ] Generating forecast for: TTEK
[2025-11-25T23:47:05.347511] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TTEK' from 'https://tdm.silogroup.org/data/derivative_storage/TTEK.csv'.
[2025-11-25T23:47:05.357494] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TTEK'.
[2025-11-25T23:47:05.357807] [INFO ] [FORECASTER] Starting predict_future for TTEK
[2025-11-25T23:47:05.358661] [DEBUG] [LOCAL     ] No optimal features file found for TTEK: ./output/feature-sets/TTEK.txt
[2025-11-25T23:47:05.358729] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:47:05.358784] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:47:05.358836] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:47:05.358923] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:47:05.417611] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:47:05.418401] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:47:05.418505] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:47:05.418567] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:47:05.520314] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:47:05.520462] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:47:05.520518] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:47:05.520561] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:47:05.523917] [DEBUG] [FORECASTER] TTEK: Forecast T+1@11:T+2@11: UP (p=81.73%)
[2025-11-25T23:47:05.524217] [INFO ] [FORECASTER] Completed predict_future for TTEK
[2025-11-25T23:47:05.524365] [INFO ] [sig       ] TTEK: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:47:05.664913] [INFO ] [LOCAL     ] Saved forecast: TTEK	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/TTEK.txt
[2025-11-25T23:47:05.665053] [INFO ] [sig       ] [3288/3639] Completed TTEK in 0.3s | 3.04 sym/s | Total: 18.0m | ETA: 1.9m
[2025-11-25T23:47:05.665107] [INFO ] [sig       ] [3289/3639] Forecasting TTI...
[2025-11-25T23:47:05.665150] [INFO ] [sig       ] Generating forecast for: TTI
[2025-11-25T23:47:05.665204] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TTI' from 'https://tdm.silogroup.org/data/derivative_storage/TTI.csv'.
[2025-11-25T23:47:05.675376] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TTI'.
[2025-11-25T23:47:05.675863] [INFO ] [FORECASTER] Starting predict_future for TTI
[2025-11-25T23:47:05.676720] [DEBUG] [LOCAL     ] No optimal features file found for TTI: ./output/feature-sets/TTI.txt
[2025-11-25T23:47:05.676790] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:47:05.676837] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:47:05.676878] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:47:05.676954] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:47:05.736382] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:47:05.737329] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:47:05.737467] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:47:05.737519] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:47:05.845738] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:47:05.845943] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:47:05.845992] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:47:05.846029] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:47:05.849787] [DEBUG] [FORECASTER] TTI: Forecast T+1@11:T+2@11: UP (p=60.13%)
[2025-11-25T23:47:05.850156] [INFO ] [FORECASTER] Completed predict_future for TTI
[2025-11-25T23:47:05.850310] [INFO ] [sig       ] TTI: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:47:06.000356] [INFO ] [LOCAL     ] Saved forecast: TTI	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/TTI.txt
[2025-11-25T23:47:06.000569] [INFO ] [sig       ] [3289/3639] Completed TTI in 0.3s | 3.04 sym/s | Total: 18.0m | ETA: 1.9m
[2025-11-25T23:47:06.000635] [INFO ] [sig       ] [3290/3639] Forecasting TTMI...
[2025-11-25T23:47:06.000708] [INFO ] [sig       ] Generating forecast for: TTMI
[2025-11-25T23:47:06.000755] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TTMI' from 'https://tdm.silogroup.org/data/derivative_storage/TTMI.csv'.
[2025-11-25T23:47:06.010875] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TTMI'.
[2025-11-25T23:47:06.011261] [INFO ] [FORECASTER] Starting predict_future for TTMI
[2025-11-25T23:47:06.012200] [DEBUG] [LOCAL     ] No optimal features file found for TTMI: ./output/feature-sets/TTMI.txt
[2025-11-25T23:47:06.012276] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:47:06.012316] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:47:06.012360] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:47:06.012488] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:47:06.074378] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:47:06.075301] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:47:06.075421] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:47:06.075488] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:47:06.180393] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:47:06.180603] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:47:06.180682] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:47:06.180728] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:47:06.185703] [DEBUG] [FORECASTER] TTMI: Forecast T+1@11:T+2@11: DOWN (p=44.00%)
[2025-11-25T23:47:06.186120] [INFO ] [FORECASTER] Completed predict_future for TTMI
[2025-11-25T23:47:06.186288] [INFO ] [sig       ] TTMI: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:47:06.342696] [INFO ] [LOCAL     ] Saved forecast: TTMI	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/TTMI.txt
[2025-11-25T23:47:06.342887] [INFO ] [sig       ] [3290/3639] Completed TTMI in 0.3s | 3.04 sym/s | Total: 18.0m | ETA: 1.9m
[2025-11-25T23:47:06.342944] [INFO ] [sig       ] [3291/3639] Forecasting TTSH...
[2025-11-25T23:47:06.342999] [INFO ] [sig       ] Generating forecast for: TTSH
[2025-11-25T23:47:06.343048] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TTSH' from 'https://tdm.silogroup.org/data/derivative_storage/TTSH.csv'.
[2025-11-25T23:47:06.352637] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TTSH'.
[2025-11-25T23:47:06.353094] [INFO ] [FORECASTER] Starting predict_future for TTSH
[2025-11-25T23:47:06.353932] [DEBUG] [LOCAL     ] No optimal features file found for TTSH: ./output/feature-sets/TTSH.txt
[2025-11-25T23:47:06.354002] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:47:06.354048] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:47:06.354089] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:47:06.354158] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:47:06.414608] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:47:06.415519] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:47:06.415625] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:47:06.415696] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:47:06.526427] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:47:06.526624] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:47:06.526690] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:47:06.526731] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:47:06.530240] [DEBUG] [FORECASTER] TTSH: Forecast T+1@11:T+2@11: UP (p=85.95%)
[2025-11-25T23:47:06.530542] [INFO ] [FORECASTER] Completed predict_future for TTSH
[2025-11-25T23:47:06.530711] [INFO ] [sig       ] TTSH: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:47:06.674850] [INFO ] [LOCAL     ] Saved forecast: TTSH	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/TTSH.txt
[2025-11-25T23:47:06.675044] [INFO ] [sig       ] [3291/3639] Completed TTSH in 0.3s | 3.04 sym/s | Total: 18.0m | ETA: 1.9m
[2025-11-25T23:47:06.675103] [INFO ] [sig       ] [3292/3639] Forecasting TTWO...
[2025-11-25T23:47:06.675146] [INFO ] [sig       ] Generating forecast for: TTWO
[2025-11-25T23:47:06.675187] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TTWO' from 'https://tdm.silogroup.org/data/derivative_storage/TTWO.csv'.
[2025-11-25T23:47:06.685320] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TTWO'.
[2025-11-25T23:47:06.685702] [INFO ] [FORECASTER] Starting predict_future for TTWO
[2025-11-25T23:47:06.686533] [DEBUG] [LOCAL     ] No optimal features file found for TTWO: ./output/feature-sets/TTWO.txt
[2025-11-25T23:47:06.686603] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:47:06.686703] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:47:06.686749] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:47:06.686822] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:47:06.744791] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:47:06.745715] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:47:06.745817] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:47:06.745866] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:47:06.858974] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:47:06.859155] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:47:06.859202] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:47:06.859237] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:47:06.862675] [DEBUG] [FORECASTER] TTWO: Forecast T+1@11:T+2@11: UP (p=89.40%)
[2025-11-25T23:47:06.862965] [INFO ] [FORECASTER] Completed predict_future for TTWO
[2025-11-25T23:47:06.863104] [INFO ] [sig       ] TTWO: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:47:07.004106] [INFO ] [LOCAL     ] Saved forecast: TTWO	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/TTWO.txt
[2025-11-25T23:47:07.004237] [INFO ] [sig       ] [3292/3639] Completed TTWO in 0.3s | 3.04 sym/s | Total: 18.0m | ETA: 1.9m
[2025-11-25T23:47:07.004292] [INFO ] [sig       ] [3293/3639] Forecasting TUGN...
[2025-11-25T23:47:07.004339] [INFO ] [sig       ] Generating forecast for: TUGN
[2025-11-25T23:47:07.004378] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TUGN' from 'https://tdm.silogroup.org/data/derivative_storage/TUGN.csv'.
[2025-11-25T23:47:07.016952] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TUGN'.
[2025-11-25T23:47:07.017561] [INFO ] [FORECASTER] Starting predict_future for TUGN
[2025-11-25T23:47:07.018906] [DEBUG] [LOCAL     ] No optimal features file found for TUGN: ./output/feature-sets/TUGN.txt
[2025-11-25T23:47:07.018980] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:47:07.019031] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:47:07.019098] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:47:07.019191] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:47:07.080466] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:47:07.081729] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:47:07.081847] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:47:07.081909] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:47:07.177950] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:47:07.178232] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:47:07.178289] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:47:07.178329] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:47:07.182988] [DEBUG] [FORECASTER] TUGN: Forecast T+1@11:T+2@11: UP (p=91.11%)
[2025-11-25T23:47:07.183365] [INFO ] [FORECASTER] Completed predict_future for TUGN
[2025-11-25T23:47:07.183547] [INFO ] [sig       ] TUGN: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:47:07.330945] [INFO ] [LOCAL     ] Saved forecast: TUGN	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/TUGN.txt
[2025-11-25T23:47:07.331144] [INFO ] [sig       ] [3293/3639] Completed TUGN in 0.3s | 3.04 sym/s | Total: 18.0m | ETA: 1.9m
[2025-11-25T23:47:07.331202] [INFO ] [sig       ] [3294/3639] Forecasting TUSK...
[2025-11-25T23:47:07.331245] [INFO ] [sig       ] Generating forecast for: TUSK
[2025-11-25T23:47:07.331334] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TUSK' from 'https://tdm.silogroup.org/data/derivative_storage/TUSK.csv'.
[2025-11-25T23:47:07.341787] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TUSK'.
[2025-11-25T23:47:07.342150] [INFO ] [FORECASTER] Starting predict_future for TUSK
[2025-11-25T23:47:07.343112] [DEBUG] [LOCAL     ] No optimal features file found for TUSK: ./output/feature-sets/TUSK.txt
[2025-11-25T23:47:07.343181] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:47:07.343254] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:47:07.343308] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:47:07.343395] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:47:07.401189] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:47:07.401997] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:47:07.402100] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:47:07.402150] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:47:07.496012] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:47:07.496198] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:47:07.496248] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:47:07.496303] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:47:07.500065] [DEBUG] [FORECASTER] TUSK: Forecast T+1@11:T+2@11: DOWN (p=33.12%)
[2025-11-25T23:47:07.500503] [INFO ] [FORECASTER] Completed predict_future for TUSK
[2025-11-25T23:47:07.500761] [INFO ] [sig       ] TUSK: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:47:07.642115] [INFO ] [LOCAL     ] Saved forecast: TUSK	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/TUSK.txt
[2025-11-25T23:47:07.642273] [INFO ] [sig       ] [3294/3639] Completed TUSK in 0.3s | 3.04 sym/s | Total: 18.1m | ETA: 1.9m
[2025-11-25T23:47:07.642339] [INFO ] [sig       ] [3295/3639] Forecasting TVC...
[2025-11-25T23:47:07.642393] [INFO ] [sig       ] Generating forecast for: TVC
[2025-11-25T23:47:07.642439] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TVC' from 'https://tdm.silogroup.org/data/derivative_storage/TVC.csv'.
[2025-11-25T23:47:07.652083] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TVC'.
[2025-11-25T23:47:07.652437] [INFO ] [FORECASTER] Starting predict_future for TVC
[2025-11-25T23:47:07.653321] [DEBUG] [LOCAL     ] No optimal features file found for TVC: ./output/feature-sets/TVC.txt
[2025-11-25T23:47:07.653390] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:47:07.653435] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:47:07.653521] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:47:07.653594] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:47:07.710942] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:47:07.711578] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:47:07.711704] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:47:07.711756] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:47:07.811959] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:47:07.812126] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:47:07.812172] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:47:07.812207] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:47:07.815613] [DEBUG] [FORECASTER] TVC: Forecast T+1@11:T+2@11: UP (p=67.93%)
[2025-11-25T23:47:07.815916] [INFO ] [FORECASTER] Completed predict_future for TVC
[2025-11-25T23:47:07.816071] [INFO ] [sig       ] TVC: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:47:07.955940] [INFO ] [LOCAL     ] Saved forecast: TVC	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/TVC.txt
[2025-11-25T23:47:07.956085] [INFO ] [sig       ] [3295/3639] Completed TVC in 0.3s | 3.04 sym/s | Total: 18.1m | ETA: 1.9m
[2025-11-25T23:47:07.956179] [INFO ] [sig       ] [3296/3639] Forecasting TVE...
[2025-11-25T23:47:07.956229] [INFO ] [sig       ] Generating forecast for: TVE
[2025-11-25T23:47:07.956272] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TVE' from 'https://tdm.silogroup.org/data/derivative_storage/TVE.csv'.
[2025-11-25T23:47:07.966734] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TVE'.
[2025-11-25T23:47:07.967228] [INFO ] [FORECASTER] Starting predict_future for TVE
[2025-11-25T23:47:07.968171] [DEBUG] [LOCAL     ] No optimal features file found for TVE: ./output/feature-sets/TVE.txt
[2025-11-25T23:47:07.968246] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:47:07.968299] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:47:07.968343] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:47:07.968448] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:47:08.028710] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:47:08.029751] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:47:08.029862] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:47:08.029946] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:47:08.133575] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:47:08.133775] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:47:08.133847] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:47:08.133895] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:47:08.137446] [DEBUG] [FORECASTER] TVE: Forecast T+1@11:T+2@11: DOWN (p=36.39%)
[2025-11-25T23:47:08.137795] [INFO ] [FORECASTER] Completed predict_future for TVE
[2025-11-25T23:47:08.137983] [INFO ] [sig       ] TVE: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:47:08.280056] [INFO ] [LOCAL     ] Saved forecast: TVE	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/TVE.txt
[2025-11-25T23:47:08.280222] [INFO ] [sig       ] [3296/3639] Completed TVE in 0.3s | 3.04 sym/s | Total: 18.1m | ETA: 1.9m
[2025-11-25T23:47:08.280279] [INFO ] [sig       ] [3297/3639] Forecasting TVTX...
[2025-11-25T23:47:08.280325] [INFO ] [sig       ] Generating forecast for: TVTX
[2025-11-25T23:47:08.280411] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TVTX' from 'https://tdm.silogroup.org/data/derivative_storage/TVTX.csv'.
[2025-11-25T23:47:08.291055] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TVTX'.
[2025-11-25T23:47:08.291374] [INFO ] [FORECASTER] Starting predict_future for TVTX
[2025-11-25T23:47:08.292260] [DEBUG] [LOCAL     ] No optimal features file found for TVTX: ./output/feature-sets/TVTX.txt
[2025-11-25T23:47:08.292329] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:47:08.292375] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:47:08.292414] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:47:08.292505] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:47:08.350747] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:47:08.351541] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:47:08.351665] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:47:08.351721] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:47:08.451368] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:47:08.451558] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:47:08.451608] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:47:08.451660] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:47:08.455073] [DEBUG] [FORECASTER] TVTX: Forecast T+1@11:T+2@11: DOWN (p=25.76%)
[2025-11-25T23:47:08.455371] [INFO ] [FORECASTER] Completed predict_future for TVTX
[2025-11-25T23:47:08.455519] [INFO ] [sig       ] TVTX: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:47:08.598629] [INFO ] [LOCAL     ] Saved forecast: TVTX	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/TVTX.txt
[2025-11-25T23:47:08.598819] [INFO ] [sig       ] [3297/3639] Completed TVTX in 0.3s | 3.04 sym/s | Total: 18.1m | ETA: 1.9m
[2025-11-25T23:47:08.598874] [INFO ] [sig       ] [3298/3639] Forecasting TWFG...
[2025-11-25T23:47:08.598986] [INFO ] [sig       ] Generating forecast for: TWFG
[2025-11-25T23:47:08.599030] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TWFG' from 'https://tdm.silogroup.org/data/derivative_storage/TWFG.csv'.
[2025-11-25T23:47:08.608708] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TWFG'.
[2025-11-25T23:47:08.609027] [INFO ] [FORECASTER] Starting predict_future for TWFG
[2025-11-25T23:47:08.609896] [DEBUG] [LOCAL     ] No optimal features file found for TWFG: ./output/feature-sets/TWFG.txt
[2025-11-25T23:47:08.609964] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:47:08.610010] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:47:08.610084] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:47:08.610168] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:47:08.667737] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:47:08.668590] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:47:08.668732] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:47:08.668796] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:47:08.763674] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:47:08.763857] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:47:08.763901] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:47:08.763935] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:47:08.767324] [DEBUG] [FORECASTER] TWFG: Forecast T+1@11:T+2@11: UP (p=61.39%)
[2025-11-25T23:47:08.767661] [INFO ] [FORECASTER] Completed predict_future for TWFG
[2025-11-25T23:47:08.767815] [INFO ] [sig       ] TWFG: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:47:08.912175] [INFO ] [LOCAL     ] Saved forecast: TWFG	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/TWFG.txt
[2025-11-25T23:47:08.912334] [INFO ] [sig       ] [3298/3639] Completed TWFG in 0.3s | 3.04 sym/s | Total: 18.1m | ETA: 1.9m
[2025-11-25T23:47:08.912388] [INFO ] [sig       ] [3299/3639] Forecasting TWG...
[2025-11-25T23:47:08.912431] [INFO ] [sig       ] Generating forecast for: TWG
[2025-11-25T23:47:08.912506] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TWG' from 'https://tdm.silogroup.org/data/derivative_storage/TWG.csv'.
[2025-11-25T23:47:08.922288] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TWG'.
[2025-11-25T23:47:08.922624] [INFO ] [FORECASTER] Starting predict_future for TWG
[2025-11-25T23:47:08.923461] [DEBUG] [LOCAL     ] No optimal features file found for TWG: ./output/feature-sets/TWG.txt
[2025-11-25T23:47:08.923529] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:47:08.923567] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:47:08.923615] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:47:08.923704] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:47:08.981241] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:47:08.982021] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:47:08.982116] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:47:08.982158] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:47:09.078420] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:47:09.078786] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:47:09.078876] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:47:09.078942] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:47:09.082572] [DEBUG] [FORECASTER] TWG: Forecast T+1@11:T+2@11: DOWN (p=17.40%)
[2025-11-25T23:47:09.082906] [INFO ] [FORECASTER] Completed predict_future for TWG
[2025-11-25T23:47:09.083069] [INFO ] [sig       ] TWG: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:47:09.228515] [INFO ] [LOCAL     ] Saved forecast: TWG	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/TWG.txt
[2025-11-25T23:47:09.228696] [INFO ] [sig       ] [3299/3639] Completed TWG in 0.3s | 3.04 sym/s | Total: 18.1m | ETA: 1.9m
[2025-11-25T23:47:09.228753] [INFO ] [sig       ] [3300/3639] Forecasting TWI...
[2025-11-25T23:47:09.228853] [INFO ] [sig       ] Generating forecast for: TWI
[2025-11-25T23:47:09.228902] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TWI' from 'https://tdm.silogroup.org/data/derivative_storage/TWI.csv'.
[2025-11-25T23:47:09.239010] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TWI'.
[2025-11-25T23:47:09.239329] [INFO ] [FORECASTER] Starting predict_future for TWI
[2025-11-25T23:47:09.240194] [DEBUG] [LOCAL     ] No optimal features file found for TWI: ./output/feature-sets/TWI.txt
[2025-11-25T23:47:09.240264] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:47:09.240311] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:47:09.240351] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:47:09.240418] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:47:09.298035] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:47:09.298724] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:47:09.298821] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:47:09.298873] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:47:09.383088] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:47:09.383231] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:47:09.383273] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:47:09.383307] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:47:09.386512] [DEBUG] [FORECASTER] TWI: Forecast T+1@11:T+2@11: UP (p=98.77%)
[2025-11-25T23:47:09.386810] [INFO ] [FORECASTER] Completed predict_future for TWI
[2025-11-25T23:47:09.386950] [INFO ] [sig       ] TWI: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:47:09.529302] [INFO ] [LOCAL     ] Saved forecast: TWI	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/TWI.txt
[2025-11-25T23:47:09.529443] [INFO ] [sig       ] [3300/3639] Completed TWI in 0.3s | 3.04 sym/s | Total: 18.1m | ETA: 1.9m
[2025-11-25T23:47:09.529496] [INFO ] [sig       ] [3301/3639] Forecasting TWIN...
[2025-11-25T23:47:09.529537] [INFO ] [sig       ] Generating forecast for: TWIN
[2025-11-25T23:47:09.529584] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TWIN' from 'https://tdm.silogroup.org/data/derivative_storage/TWIN.csv'.
[2025-11-25T23:47:09.539149] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TWIN'.
[2025-11-25T23:47:09.539466] [INFO ] [FORECASTER] Starting predict_future for TWIN
[2025-11-25T23:47:09.540300] [DEBUG] [LOCAL     ] No optimal features file found for TWIN: ./output/feature-sets/TWIN.txt
[2025-11-25T23:47:09.540369] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:47:09.540415] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:47:09.540456] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:47:09.540526] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:47:09.597736] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:47:09.598387] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:47:09.598481] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:47:09.598527] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:47:09.684632] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:47:09.684785] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:47:09.684827] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:47:09.684861] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:47:09.688132] [DEBUG] [FORECASTER] TWIN: Forecast T+1@11:T+2@11: DOWN (p=11.23%)
[2025-11-25T23:47:09.688422] [INFO ] [FORECASTER] Completed predict_future for TWIN
[2025-11-25T23:47:09.688556] [INFO ] [sig       ] TWIN: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:47:09.831785] [INFO ] [LOCAL     ] Saved forecast: TWIN	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/TWIN.txt
[2025-11-25T23:47:09.831962] [INFO ] [sig       ] [3301/3639] Completed TWIN in 0.3s | 3.04 sym/s | Total: 18.1m | ETA: 1.9m
[2025-11-25T23:47:09.832021] [INFO ] [sig       ] [3302/3639] Forecasting TWLO...
[2025-11-25T23:47:09.832064] [INFO ] [sig       ] Generating forecast for: TWLO
[2025-11-25T23:47:09.832113] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TWLO' from 'https://tdm.silogroup.org/data/derivative_storage/TWLO.csv'.
[2025-11-25T23:47:09.845899] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TWLO'.
[2025-11-25T23:47:09.846430] [INFO ] [FORECASTER] Starting predict_future for TWLO
[2025-11-25T23:47:09.847720] [DEBUG] [LOCAL     ] No optimal features file found for TWLO: ./output/feature-sets/TWLO.txt
[2025-11-25T23:47:09.847804] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:47:09.847868] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:47:09.847926] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:47:09.848029] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:47:09.906761] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:47:09.907706] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:47:09.907809] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:47:09.907868] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:47:10.005440] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:47:10.005567] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:47:10.005619] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:47:10.005685] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:47:10.008959] [DEBUG] [FORECASTER] TWLO: Forecast T+1@11:T+2@11: DOWN (p=29.00%)
[2025-11-25T23:47:10.009257] [INFO ] [FORECASTER] Completed predict_future for TWLO
[2025-11-25T23:47:10.009413] [INFO ] [sig       ] TWLO: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:47:10.151247] [INFO ] [LOCAL     ] Saved forecast: TWLO	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/TWLO.txt
[2025-11-25T23:47:10.151401] [INFO ] [sig       ] [3302/3639] Completed TWLO in 0.3s | 3.04 sym/s | Total: 18.1m | ETA: 1.8m
[2025-11-25T23:47:10.151466] [INFO ] [sig       ] [3303/3639] Forecasting TWO...
[2025-11-25T23:47:10.151516] [INFO ] [sig       ] Generating forecast for: TWO
[2025-11-25T23:47:10.151566] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TWO' from 'https://tdm.silogroup.org/data/derivative_storage/TWO.csv'.
[2025-11-25T23:47:10.161538] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TWO'.
[2025-11-25T23:47:10.161916] [INFO ] [FORECASTER] Starting predict_future for TWO
[2025-11-25T23:47:10.162735] [DEBUG] [LOCAL     ] No optimal features file found for TWO: ./output/feature-sets/TWO.txt
[2025-11-25T23:47:10.162803] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:47:10.162850] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:47:10.162890] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:47:10.162966] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:47:10.221272] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:47:10.221953] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:47:10.222047] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:47:10.222094] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:47:10.311757] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:47:10.311889] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:47:10.311932] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:47:10.311966] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:47:10.315173] [DEBUG] [FORECASTER] TWO: Forecast T+1@11:T+2@11: UP (p=98.62%)
[2025-11-25T23:47:10.315451] [INFO ] [FORECASTER] Completed predict_future for TWO
[2025-11-25T23:47:10.315585] [INFO ] [sig       ] TWO: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:47:10.459112] [INFO ] [LOCAL     ] Saved forecast: TWO	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/TWO.txt
[2025-11-25T23:47:10.459302] [INFO ] [sig       ] [3303/3639] Completed TWO in 0.3s | 3.04 sym/s | Total: 18.1m | ETA: 1.8m
[2025-11-25T23:47:10.459358] [INFO ] [sig       ] [3304/3639] Forecasting TX...
[2025-11-25T23:47:10.459404] [INFO ] [sig       ] Generating forecast for: TX
[2025-11-25T23:47:10.459444] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TX' from 'https://tdm.silogroup.org/data/derivative_storage/TX.csv'.
[2025-11-25T23:47:10.469849] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TX'.
[2025-11-25T23:47:10.470206] [INFO ] [FORECASTER] Starting predict_future for TX
[2025-11-25T23:47:10.471034] [DEBUG] [LOCAL     ] No optimal features file found for TX: ./output/feature-sets/TX.txt
[2025-11-25T23:47:10.471103] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:47:10.471157] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:47:10.471207] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:47:10.471297] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:47:10.530530] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:47:10.531192] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:47:10.531286] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:47:10.531341] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:47:10.623774] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:47:10.623904] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:47:10.623948] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:47:10.623981] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:47:10.627218] [DEBUG] [FORECASTER] TX: Forecast T+1@11:T+2@11: DOWN (p=2.78%)
[2025-11-25T23:47:10.627514] [INFO ] [FORECASTER] Completed predict_future for TX
[2025-11-25T23:47:10.627662] [INFO ] [sig       ] TX: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:47:10.771625] [INFO ] [LOCAL     ] Saved forecast: TX	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/TX.txt
[2025-11-25T23:47:10.771800] [INFO ] [sig       ] [3304/3639] Completed TX in 0.3s | 3.04 sym/s | Total: 18.1m | ETA: 1.8m
[2025-11-25T23:47:10.771867] [INFO ] [sig       ] [3305/3639] Forecasting TXG...
[2025-11-25T23:47:10.771918] [INFO ] [sig       ] Generating forecast for: TXG
[2025-11-25T23:47:10.771971] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TXG' from 'https://tdm.silogroup.org/data/derivative_storage/TXG.csv'.
[2025-11-25T23:47:10.782709] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TXG'.
[2025-11-25T23:47:10.783037] [INFO ] [FORECASTER] Starting predict_future for TXG
[2025-11-25T23:47:10.783877] [DEBUG] [LOCAL     ] No optimal features file found for TXG: ./output/feature-sets/TXG.txt
[2025-11-25T23:47:10.783945] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:47:10.783992] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:47:10.784033] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:47:10.784102] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:47:10.842922] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:47:10.843551] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:47:10.843663] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:47:10.843713] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:47:10.932441] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:47:10.932614] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:47:10.932683] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:47:10.932730] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:47:10.936103] [DEBUG] [FORECASTER] TXG: Forecast T+1@11:T+2@11: UP (p=78.01%)
[2025-11-25T23:47:10.936413] [INFO ] [FORECASTER] Completed predict_future for TXG
[2025-11-25T23:47:10.936546] [INFO ] [sig       ] TXG: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:47:11.079864] [INFO ] [LOCAL     ] Saved forecast: TXG	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/TXG.txt
[2025-11-25T23:47:11.080024] [INFO ] [sig       ] [3305/3639] Completed TXG in 0.3s | 3.04 sym/s | Total: 18.1m | ETA: 1.8m
[2025-11-25T23:47:11.080087] [INFO ] [sig       ] [3306/3639] Forecasting TXMD...
[2025-11-25T23:47:11.080132] [INFO ] [sig       ] Generating forecast for: TXMD
[2025-11-25T23:47:11.080186] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TXMD' from 'https://tdm.silogroup.org/data/derivative_storage/TXMD.csv'.
[2025-11-25T23:47:11.090781] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TXMD'.
[2025-11-25T23:47:11.091154] [INFO ] [FORECASTER] Starting predict_future for TXMD
[2025-11-25T23:47:11.092009] [DEBUG] [LOCAL     ] No optimal features file found for TXMD: ./output/feature-sets/TXMD.txt
[2025-11-25T23:47:11.092078] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:47:11.092143] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:47:11.092200] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:47:11.092281] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:47:11.150591] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:47:11.151280] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:47:11.151377] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:47:11.151424] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:47:11.238342] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:47:11.238512] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:47:11.238559] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:47:11.238594] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:47:11.242222] [DEBUG] [FORECASTER] TXMD: Forecast T+1@11:T+2@11: UP (p=93.97%)
[2025-11-25T23:47:11.242526] [INFO ] [FORECASTER] Completed predict_future for TXMD
[2025-11-25T23:47:11.242688] [INFO ] [sig       ] TXMD: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:47:11.385330] [INFO ] [LOCAL     ] Saved forecast: TXMD	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/TXMD.txt
[2025-11-25T23:47:11.385517] [INFO ] [sig       ] [3306/3639] Completed TXMD in 0.3s | 3.04 sym/s | Total: 18.1m | ETA: 1.8m
[2025-11-25T23:47:11.385573] [INFO ] [sig       ] [3307/3639] Forecasting TXN...
[2025-11-25T23:47:11.385617] [INFO ] [sig       ] Generating forecast for: TXN
[2025-11-25T23:47:11.385678] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TXN' from 'https://tdm.silogroup.org/data/derivative_storage/TXN.csv'.
[2025-11-25T23:47:11.395713] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TXN'.
[2025-11-25T23:47:11.395998] [INFO ] [FORECASTER] Starting predict_future for TXN
[2025-11-25T23:47:11.396823] [DEBUG] [LOCAL     ] No optimal features file found for TXN: ./output/feature-sets/TXN.txt
[2025-11-25T23:47:11.396892] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:47:11.396938] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:47:11.396976] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:47:11.397043] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:47:11.454099] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:47:11.454728] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:47:11.454822] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:47:11.454867] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:47:11.543945] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:47:11.544108] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:47:11.544153] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:47:11.544187] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:47:11.547435] [DEBUG] [FORECASTER] TXN: Forecast T+1@11:T+2@11: DOWN (p=0.72%)
[2025-11-25T23:47:11.547753] [INFO ] [FORECASTER] Completed predict_future for TXN
[2025-11-25T23:47:11.547911] [INFO ] [sig       ] TXN: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:47:11.688494] [INFO ] [LOCAL     ] Saved forecast: TXN	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/TXN.txt
[2025-11-25T23:47:11.688635] [INFO ] [sig       ] [3307/3639] Completed TXN in 0.3s | 3.04 sym/s | Total: 18.1m | ETA: 1.8m
[2025-11-25T23:47:11.688708] [INFO ] [sig       ] [3308/3639] Forecasting TXO...
[2025-11-25T23:47:11.688752] [INFO ] [sig       ] Generating forecast for: TXO
[2025-11-25T23:47:11.688812] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TXO' from 'https://tdm.silogroup.org/data/derivative_storage/TXO.csv'.
[2025-11-25T23:47:11.698522] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TXO'.
[2025-11-25T23:47:11.698887] [INFO ] [FORECASTER] Starting predict_future for TXO
[2025-11-25T23:47:11.699710] [DEBUG] [LOCAL     ] No optimal features file found for TXO: ./output/feature-sets/TXO.txt
[2025-11-25T23:47:11.699791] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:47:11.699837] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:47:11.699879] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:47:11.699946] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:47:11.759351] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:47:11.760029] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:47:11.760124] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:47:11.760169] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:47:11.854010] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:47:11.854151] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:47:11.854196] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:47:11.854231] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:47:11.857541] [DEBUG] [FORECASTER] TXO: Forecast T+1@11:T+2@11: UP (p=59.44%)
[2025-11-25T23:47:11.857847] [INFO ] [FORECASTER] Completed predict_future for TXO
[2025-11-25T23:47:11.857991] [INFO ] [sig       ] TXO: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:47:12.003246] [INFO ] [LOCAL     ] Saved forecast: TXO	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/TXO.txt
[2025-11-25T23:47:12.003394] [INFO ] [sig       ] [3308/3639] Completed TXO in 0.3s | 3.04 sym/s | Total: 18.1m | ETA: 1.8m
[2025-11-25T23:47:12.003456] [INFO ] [sig       ] [3309/3639] Forecasting TXRH...
[2025-11-25T23:47:12.003499] [INFO ] [sig       ] Generating forecast for: TXRH
[2025-11-25T23:47:12.003540] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TXRH' from 'https://tdm.silogroup.org/data/derivative_storage/TXRH.csv'.
[2025-11-25T23:47:12.013329] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TXRH'.
[2025-11-25T23:47:12.013622] [INFO ] [FORECASTER] Starting predict_future for TXRH
[2025-11-25T23:47:12.014444] [DEBUG] [LOCAL     ] No optimal features file found for TXRH: ./output/feature-sets/TXRH.txt
[2025-11-25T23:47:12.014513] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:47:12.014558] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:47:12.014599] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:47:12.014685] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:47:12.072183] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:47:12.072877] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:47:12.072971] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:47:12.073017] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:47:12.164895] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:47:12.165042] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:47:12.165089] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:47:12.165124] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:47:12.168487] [DEBUG] [FORECASTER] TXRH: Forecast T+1@11:T+2@11: DOWN (p=5.54%)
[2025-11-25T23:47:12.168802] [INFO ] [FORECASTER] Completed predict_future for TXRH
[2025-11-25T23:47:12.168951] [INFO ] [sig       ] TXRH: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:47:12.309748] [INFO ] [LOCAL     ] Saved forecast: TXRH	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/TXRH.txt
[2025-11-25T23:47:12.309904] [INFO ] [sig       ] [3309/3639] Completed TXRH in 0.3s | 3.04 sym/s | Total: 18.1m | ETA: 1.8m
[2025-11-25T23:47:12.309959] [INFO ] [sig       ] [3310/3639] Forecasting TY...
[2025-11-25T23:47:12.310002] [INFO ] [sig       ] Generating forecast for: TY
[2025-11-25T23:47:12.310037] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TY' from 'https://tdm.silogroup.org/data/derivative_storage/TY.csv'.
[2025-11-25T23:47:12.319436] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TY'.
[2025-11-25T23:47:12.319769] [INFO ] [FORECASTER] Starting predict_future for TY
[2025-11-25T23:47:12.320570] [DEBUG] [LOCAL     ] No optimal features file found for TY: ./output/feature-sets/TY.txt
[2025-11-25T23:47:12.320668] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:47:12.320728] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:47:12.320777] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:47:12.320861] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:47:12.377989] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:47:12.378869] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:47:12.378968] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:47:12.379032] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:47:12.482247] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:47:12.482411] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:47:12.482457] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:47:12.482494] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:47:12.486109] [DEBUG] [FORECASTER] TY: Forecast T+1@11:T+2@11: DOWN (p=13.01%)
[2025-11-25T23:47:12.486662] [INFO ] [FORECASTER] Completed predict_future for TY
[2025-11-25T23:47:12.486887] [INFO ] [sig       ] TY: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:47:12.633594] [INFO ] [LOCAL     ] Saved forecast: TY	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/TY.txt
[2025-11-25T23:47:12.633849] [INFO ] [sig       ] [3310/3639] Completed TY in 0.3s | 3.04 sym/s | Total: 18.1m | ETA: 1.8m
[2025-11-25T23:47:12.633908] [INFO ] [sig       ] [3311/3639] Forecasting TYG...
[2025-11-25T23:47:12.633951] [INFO ] [sig       ] Generating forecast for: TYG
[2025-11-25T23:47:12.633992] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TYG' from 'https://tdm.silogroup.org/data/derivative_storage/TYG.csv'.
[2025-11-25T23:47:12.645270] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TYG'.
[2025-11-25T23:47:12.645780] [INFO ] [FORECASTER] Starting predict_future for TYG
[2025-11-25T23:47:12.646691] [DEBUG] [LOCAL     ] No optimal features file found for TYG: ./output/feature-sets/TYG.txt
[2025-11-25T23:47:12.646772] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:47:12.646867] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:47:12.646927] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:47:12.647023] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:47:12.705459] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:47:12.706381] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:47:12.706515] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:47:12.706580] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:47:12.797213] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:47:12.797396] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:47:12.797443] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:47:12.797478] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:47:12.800853] [DEBUG] [FORECASTER] TYG: Forecast T+1@11:T+2@11: DOWN (p=24.74%)
[2025-11-25T23:47:12.801136] [INFO ] [FORECASTER] Completed predict_future for TYG
[2025-11-25T23:47:12.801266] [INFO ] [sig       ] TYG: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:47:12.942190] [INFO ] [LOCAL     ] Saved forecast: TYG	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/TYG.txt
[2025-11-25T23:47:12.942325] [INFO ] [sig       ] [3311/3639] Completed TYG in 0.3s | 3.04 sym/s | Total: 18.1m | ETA: 1.8m
[2025-11-25T23:47:12.942378] [INFO ] [sig       ] [3312/3639] Forecasting TYGO...
[2025-11-25T23:47:12.942424] [INFO ] [sig       ] Generating forecast for: TYGO
[2025-11-25T23:47:12.942465] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TYGO' from 'https://tdm.silogroup.org/data/derivative_storage/TYGO.csv'.
[2025-11-25T23:47:12.951855] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TYGO'.
[2025-11-25T23:47:12.952168] [INFO ] [FORECASTER] Starting predict_future for TYGO
[2025-11-25T23:47:12.953027] [DEBUG] [LOCAL     ] No optimal features file found for TYGO: ./output/feature-sets/TYGO.txt
[2025-11-25T23:47:12.953095] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:47:12.953141] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:47:12.953192] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:47:12.953298] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:47:13.010572] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:47:13.011487] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:47:13.011619] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:47:13.011713] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:47:13.091920] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:47:13.092102] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:47:13.092149] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:47:13.092184] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:47:13.095521] [DEBUG] [FORECASTER] TYGO: Forecast T+1@11:T+2@11: UP (p=53.47%)
[2025-11-25T23:47:13.095827] [INFO ] [FORECASTER] Completed predict_future for TYGO
[2025-11-25T23:47:13.095961] [INFO ] [sig       ] TYGO: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:47:13.236869] [INFO ] [LOCAL     ] Saved forecast: TYGO	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/TYGO.txt
[2025-11-25T23:47:13.237049] [INFO ] [sig       ] [3312/3639] Completed TYGO in 0.3s | 3.04 sym/s | Total: 18.1m | ETA: 1.8m
[2025-11-25T23:47:13.237105] [INFO ] [sig       ] [3313/3639] Forecasting TYL...
[2025-11-25T23:47:13.237148] [INFO ] [sig       ] Generating forecast for: TYL
[2025-11-25T23:47:13.237188] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TYL' from 'https://tdm.silogroup.org/data/derivative_storage/TYL.csv'.
[2025-11-25T23:47:13.246789] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TYL'.
[2025-11-25T23:47:13.247138] [INFO ] [FORECASTER] Starting predict_future for TYL
[2025-11-25T23:47:13.248002] [DEBUG] [LOCAL     ] No optimal features file found for TYL: ./output/feature-sets/TYL.txt
[2025-11-25T23:47:13.248072] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:47:13.248126] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:47:13.248175] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:47:13.248258] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:47:13.305070] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:47:13.305716] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:47:13.305819] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:47:13.305867] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:47:13.374309] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:47:13.374445] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:47:13.374488] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:47:13.374522] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:47:13.377767] [DEBUG] [FORECASTER] TYL: Forecast T+1@11:T+2@11: DOWN (p=21.08%)
[2025-11-25T23:47:13.378058] [INFO ] [FORECASTER] Completed predict_future for TYL
[2025-11-25T23:47:13.378189] [INFO ] [sig       ] TYL: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:47:13.520118] [INFO ] [LOCAL     ] Saved forecast: TYL	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/TYL.txt
[2025-11-25T23:47:13.520261] [INFO ] [sig       ] [3313/3639] Completed TYL in 0.3s | 3.04 sym/s | Total: 18.2m | ETA: 1.8m
[2025-11-25T23:47:13.520324] [INFO ] [sig       ] [3314/3639] Forecasting TYRA...
[2025-11-25T23:47:13.520376] [INFO ] [sig       ] Generating forecast for: TYRA
[2025-11-25T23:47:13.520427] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TYRA' from 'https://tdm.silogroup.org/data/derivative_storage/TYRA.csv'.
[2025-11-25T23:47:13.530041] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TYRA'.
[2025-11-25T23:47:13.530381] [INFO ] [FORECASTER] Starting predict_future for TYRA
[2025-11-25T23:47:13.531253] [DEBUG] [LOCAL     ] No optimal features file found for TYRA: ./output/feature-sets/TYRA.txt
[2025-11-25T23:47:13.531321] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:47:13.531383] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:47:13.531433] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:47:13.531516] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:47:13.589240] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:47:13.590004] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:47:13.590111] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:47:13.590159] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:47:13.660099] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:47:13.660235] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:47:13.660279] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:47:13.660314] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:47:13.663562] [DEBUG] [FORECASTER] TYRA: Forecast T+1@11:T+2@11: UP (p=72.79%)
[2025-11-25T23:47:13.663868] [INFO ] [FORECASTER] Completed predict_future for TYRA
[2025-11-25T23:47:13.664004] [INFO ] [sig       ] TYRA: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:47:13.805580] [INFO ] [LOCAL     ] Saved forecast: TYRA	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/TYRA.txt
[2025-11-25T23:47:13.805765] [INFO ] [sig       ] [3314/3639] Completed TYRA in 0.3s | 3.04 sym/s | Total: 18.2m | ETA: 1.8m
[2025-11-25T23:47:13.805847] [INFO ] [sig       ] [3315/3639] Forecasting TZOO...
[2025-11-25T23:47:13.805895] [INFO ] [sig       ] Generating forecast for: TZOO
[2025-11-25T23:47:13.805943] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TZOO' from 'https://tdm.silogroup.org/data/derivative_storage/TZOO.csv'.
[2025-11-25T23:47:13.815240] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TZOO'.
[2025-11-25T23:47:13.815550] [INFO ] [FORECASTER] Starting predict_future for TZOO
[2025-11-25T23:47:13.816370] [DEBUG] [LOCAL     ] No optimal features file found for TZOO: ./output/feature-sets/TZOO.txt
[2025-11-25T23:47:13.816439] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:47:13.816485] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:47:13.816525] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:47:13.816596] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:47:13.874170] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:47:13.874813] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:47:13.874906] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:47:13.874952] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:47:13.950478] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:47:13.950630] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:47:13.950700] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:47:13.950747] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:47:13.954014] [DEBUG] [FORECASTER] TZOO: Forecast T+1@11:T+2@11: DOWN (p=20.61%)
[2025-11-25T23:47:13.954294] [INFO ] [FORECASTER] Completed predict_future for TZOO
[2025-11-25T23:47:13.954418] [INFO ] [sig       ] TZOO: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:47:14.097391] [INFO ] [LOCAL     ] Saved forecast: TZOO	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/TZOO.txt
[2025-11-25T23:47:14.097554] [INFO ] [sig       ] [3315/3639] Completed TZOO in 0.3s | 3.04 sym/s | Total: 18.2m | ETA: 1.8m
[2025-11-25T23:47:14.097610] [INFO ] [sig       ] [3316/3639] Forecasting UAA...
[2025-11-25T23:47:14.097678] [INFO ] [sig       ] Generating forecast for: UAA
[2025-11-25T23:47:14.097732] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UAA' from 'https://tdm.silogroup.org/data/derivative_storage/UAA.csv'.
[2025-11-25T23:47:14.107249] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UAA'.
[2025-11-25T23:47:14.107551] [INFO ] [FORECASTER] Starting predict_future for UAA
[2025-11-25T23:47:14.108380] [DEBUG] [LOCAL     ] No optimal features file found for UAA: ./output/feature-sets/UAA.txt
[2025-11-25T23:47:14.108451] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:47:14.108507] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:47:14.108557] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:47:14.108667] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:47:14.166061] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:47:14.166751] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:47:14.166846] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:47:14.166904] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:47:14.264772] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:47:14.264925] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:47:14.264970] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:47:14.265003] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:47:14.268333] [DEBUG] [FORECASTER] UAA: Forecast T+1@11:T+2@11: UP (p=64.46%)
[2025-11-25T23:47:14.268666] [INFO ] [FORECASTER] Completed predict_future for UAA
[2025-11-25T23:47:14.268851] [INFO ] [sig       ] UAA: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:47:14.412448] [INFO ] [LOCAL     ] Saved forecast: UAA	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/UAA.txt
[2025-11-25T23:47:14.412627] [INFO ] [sig       ] [3316/3639] Completed UAA in 0.3s | 3.04 sym/s | Total: 18.2m | ETA: 1.8m
[2025-11-25T23:47:14.412706] [INFO ] [sig       ] [3317/3639] Forecasting UAE...
[2025-11-25T23:47:14.412752] [INFO ] [sig       ] Generating forecast for: UAE
[2025-11-25T23:47:14.412798] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UAE' from 'https://tdm.silogroup.org/data/derivative_storage/UAE.csv'.
[2025-11-25T23:47:14.423422] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UAE'.
[2025-11-25T23:47:14.423791] [INFO ] [FORECASTER] Starting predict_future for UAE
[2025-11-25T23:47:14.424659] [DEBUG] [LOCAL     ] No optimal features file found for UAE: ./output/feature-sets/UAE.txt
[2025-11-25T23:47:14.424731] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:47:14.424778] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:47:14.424818] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:47:14.424886] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:47:14.482399] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:47:14.483059] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:47:14.483154] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:47:14.483199] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:47:14.562965] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:47:14.563126] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:47:14.563169] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:47:14.563203] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:47:14.566544] [DEBUG] [FORECASTER] UAE: Forecast T+1@11:T+2@11: UP (p=94.32%)
[2025-11-25T23:47:14.566880] [INFO ] [FORECASTER] Completed predict_future for UAE
[2025-11-25T23:47:14.567018] [INFO ] [sig       ] UAE: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:47:14.709009] [INFO ] [LOCAL     ] Saved forecast: UAE	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/UAE.txt
[2025-11-25T23:47:14.709172] [INFO ] [sig       ] [3317/3639] Completed UAE in 0.3s | 3.04 sym/s | Total: 18.2m | ETA: 1.8m
[2025-11-25T23:47:14.709227] [INFO ] [sig       ] [3318/3639] Forecasting UAL...
[2025-11-25T23:47:14.709269] [INFO ] [sig       ] Generating forecast for: UAL
[2025-11-25T23:47:14.709304] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UAL' from 'https://tdm.silogroup.org/data/derivative_storage/UAL.csv'.
[2025-11-25T23:47:14.718944] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UAL'.
[2025-11-25T23:47:14.719273] [INFO ] [FORECASTER] Starting predict_future for UAL
[2025-11-25T23:47:14.720125] [DEBUG] [LOCAL     ] No optimal features file found for UAL: ./output/feature-sets/UAL.txt
[2025-11-25T23:47:14.720195] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:47:14.720253] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:47:14.720303] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:47:14.720389] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:47:14.778383] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:47:14.779077] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:47:14.779170] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:47:14.779228] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:47:14.862526] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:47:14.862714] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:47:14.862776] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:47:14.862841] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:47:14.866175] [DEBUG] [FORECASTER] UAL: Forecast T+1@11:T+2@11: UP (p=57.90%)
[2025-11-25T23:47:14.866545] [INFO ] [FORECASTER] Completed predict_future for UAL
[2025-11-25T23:47:14.866698] [INFO ] [sig       ] UAL: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:47:15.007731] [INFO ] [LOCAL     ] Saved forecast: UAL	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/UAL.txt
[2025-11-25T23:47:15.007905] [INFO ] [sig       ] [3318/3639] Completed UAL in 0.3s | 3.04 sym/s | Total: 18.2m | ETA: 1.8m
[2025-11-25T23:47:15.007960] [INFO ] [sig       ] [3319/3639] Forecasting UBFO...
[2025-11-25T23:47:15.008003] [INFO ] [sig       ] Generating forecast for: UBFO
[2025-11-25T23:47:15.008046] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UBFO' from 'https://tdm.silogroup.org/data/derivative_storage/UBFO.csv'.
[2025-11-25T23:47:15.017711] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UBFO'.
[2025-11-25T23:47:15.018073] [INFO ] [FORECASTER] Starting predict_future for UBFO
[2025-11-25T23:47:15.018984] [DEBUG] [LOCAL     ] No optimal features file found for UBFO: ./output/feature-sets/UBFO.txt
[2025-11-25T23:47:15.019056] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:47:15.019104] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:47:15.019145] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:47:15.019218] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:47:15.078215] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:47:15.079301] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:47:15.079440] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:47:15.079501] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:47:15.166466] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:47:15.166673] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:47:15.166725] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:47:15.166759] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:47:15.170260] [DEBUG] [FORECASTER] UBFO: Forecast T+1@11:T+2@11: UP (p=91.22%)
[2025-11-25T23:47:15.170555] [INFO ] [FORECASTER] Completed predict_future for UBFO
[2025-11-25T23:47:15.170705] [INFO ] [sig       ] UBFO: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:47:15.320466] [INFO ] [LOCAL     ] Saved forecast: UBFO	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/UBFO.txt
[2025-11-25T23:47:15.320720] [INFO ] [sig       ] [3319/3639] Completed UBFO in 0.3s | 3.04 sym/s | Total: 18.2m | ETA: 1.8m
[2025-11-25T23:47:15.320807] [INFO ] [sig       ] [3320/3639] Forecasting UBND...
[2025-11-25T23:47:15.320873] [INFO ] [sig       ] Generating forecast for: UBND
[2025-11-25T23:47:15.320933] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UBND' from 'https://tdm.silogroup.org/data/derivative_storage/UBND.csv'.
[2025-11-25T23:47:15.331988] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UBND'.
[2025-11-25T23:47:15.332347] [INFO ] [FORECASTER] Starting predict_future for UBND
[2025-11-25T23:47:15.333205] [DEBUG] [LOCAL     ] No optimal features file found for UBND: ./output/feature-sets/UBND.txt
[2025-11-25T23:47:15.333277] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:47:15.333326] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:47:15.333368] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:47:15.333439] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:47:15.391272] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:47:15.392004] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:47:15.392098] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:47:15.392165] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:47:15.483172] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:47:15.483310] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:47:15.483353] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:47:15.483387] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:47:15.486624] [DEBUG] [FORECASTER] UBND: Forecast T+1@11:T+2@11: UP (p=73.19%)
[2025-11-25T23:47:15.487012] [INFO ] [FORECASTER] Completed predict_future for UBND
[2025-11-25T23:47:15.487173] [INFO ] [sig       ] UBND: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:47:15.631228] [INFO ] [LOCAL     ] Saved forecast: UBND	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/UBND.txt
[2025-11-25T23:47:15.631416] [INFO ] [sig       ] [3320/3639] Completed UBND in 0.3s | 3.04 sym/s | Total: 18.2m | ETA: 1.7m
[2025-11-25T23:47:15.631473] [INFO ] [sig       ] [3321/3639] Forecasting UBRL...
[2025-11-25T23:47:15.631519] [INFO ] [sig       ] Generating forecast for: UBRL
[2025-11-25T23:47:15.631562] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UBRL' from 'https://tdm.silogroup.org/data/derivative_storage/UBRL.csv'.
[2025-11-25T23:47:15.641510] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UBRL'.
[2025-11-25T23:47:15.641947] [INFO ] [FORECASTER] Starting predict_future for UBRL
[2025-11-25T23:47:15.642780] [DEBUG] [LOCAL     ] No optimal features file found for UBRL: ./output/feature-sets/UBRL.txt
[2025-11-25T23:47:15.642848] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:47:15.642894] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:47:15.642934] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:47:15.643004] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:47:15.700720] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:47:15.701578] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:47:15.701698] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:47:15.701746] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:47:15.802513] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:47:15.802714] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:47:15.802781] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:47:15.802827] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:47:15.806241] [DEBUG] [FORECASTER] UBRL: Forecast T+1@11:T+2@11: UP (p=53.06%)
[2025-11-25T23:47:15.806540] [INFO ] [FORECASTER] Completed predict_future for UBRL
[2025-11-25T23:47:15.806714] [INFO ] [sig       ] UBRL: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:47:15.950492] [INFO ] [LOCAL     ] Saved forecast: UBRL	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/UBRL.txt
[2025-11-25T23:47:15.950704] [INFO ] [sig       ] [3321/3639] Completed UBRL in 0.3s | 3.04 sym/s | Total: 18.2m | ETA: 1.7m
[2025-11-25T23:47:15.950773] [INFO ] [sig       ] [3322/3639] Forecasting UBS...
[2025-11-25T23:47:15.950828] [INFO ] [sig       ] Generating forecast for: UBS
[2025-11-25T23:47:15.950881] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UBS' from 'https://tdm.silogroup.org/data/derivative_storage/UBS.csv'.
[2025-11-25T23:47:15.961073] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UBS'.
[2025-11-25T23:47:15.961497] [INFO ] [FORECASTER] Starting predict_future for UBS
[2025-11-25T23:47:15.962326] [DEBUG] [LOCAL     ] No optimal features file found for UBS: ./output/feature-sets/UBS.txt
[2025-11-25T23:47:15.962396] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:47:15.962443] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:47:15.962504] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:47:15.962575] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:47:16.019892] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:47:16.020783] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:47:16.020881] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:47:16.020931] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:47:16.122840] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:47:16.123041] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:47:16.123110] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:47:16.123172] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:47:16.127308] [DEBUG] [FORECASTER] UBS: Forecast T+1@11:T+2@11: UP (p=76.92%)
[2025-11-25T23:47:16.127800] [INFO ] [FORECASTER] Completed predict_future for UBS
[2025-11-25T23:47:16.127997] [INFO ] [sig       ] UBS: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:47:16.280911] [INFO ] [LOCAL     ] Saved forecast: UBS	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/UBS.txt
[2025-11-25T23:47:16.281065] [INFO ] [sig       ] [3322/3639] Completed UBS in 0.3s | 3.04 sym/s | Total: 18.2m | ETA: 1.7m
[2025-11-25T23:47:16.281120] [INFO ] [sig       ] [3323/3639] Forecasting UBSI...
[2025-11-25T23:47:16.281168] [INFO ] [sig       ] Generating forecast for: UBSI
[2025-11-25T23:47:16.281212] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UBSI' from 'https://tdm.silogroup.org/data/derivative_storage/UBSI.csv'.
[2025-11-25T23:47:16.290678] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UBSI'.
[2025-11-25T23:47:16.290949] [INFO ] [FORECASTER] Starting predict_future for UBSI
[2025-11-25T23:47:16.291812] [DEBUG] [LOCAL     ] No optimal features file found for UBSI: ./output/feature-sets/UBSI.txt
[2025-11-25T23:47:16.291895] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:47:16.291940] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:47:16.291979] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:47:16.292077] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:47:16.349790] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:47:16.350693] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:47:16.350864] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:47:16.350928] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:47:16.462251] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:47:16.462438] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:47:16.462484] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:47:16.462518] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:47:16.465986] [DEBUG] [FORECASTER] UBSI: Forecast T+1@11:T+2@11: DOWN (p=11.03%)
[2025-11-25T23:47:16.466276] [INFO ] [FORECASTER] Completed predict_future for UBSI
[2025-11-25T23:47:16.466424] [INFO ] [sig       ] UBSI: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:47:16.607252] [INFO ] [LOCAL     ] Saved forecast: UBSI	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/UBSI.txt
[2025-11-25T23:47:16.607426] [INFO ] [sig       ] [3323/3639] Completed UBSI in 0.3s | 3.04 sym/s | Total: 18.2m | ETA: 1.7m
[2025-11-25T23:47:16.607494] [INFO ] [sig       ] [3324/3639] Forecasting UDMY...
[2025-11-25T23:47:16.607542] [INFO ] [sig       ] Generating forecast for: UDMY
[2025-11-25T23:47:16.607586] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UDMY' from 'https://tdm.silogroup.org/data/derivative_storage/UDMY.csv'.
[2025-11-25T23:47:16.617977] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UDMY'.
[2025-11-25T23:47:16.618445] [INFO ] [FORECASTER] Starting predict_future for UDMY
[2025-11-25T23:47:16.619336] [DEBUG] [LOCAL     ] No optimal features file found for UDMY: ./output/feature-sets/UDMY.txt
[2025-11-25T23:47:16.619411] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:47:16.619457] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:47:16.619498] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:47:16.619569] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:47:16.677851] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:47:16.678759] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:47:16.678859] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:47:16.678906] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:47:16.792124] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:47:16.792332] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:47:16.792379] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:47:16.792415] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:47:16.795963] [DEBUG] [FORECASTER] UDMY: Forecast T+1@11:T+2@11: DOWN (p=4.64%)
[2025-11-25T23:47:16.796427] [INFO ] [FORECASTER] Completed predict_future for UDMY
[2025-11-25T23:47:16.796664] [INFO ] [sig       ] UDMY: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:47:16.947728] [INFO ] [LOCAL     ] Saved forecast: UDMY	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/UDMY.txt
[2025-11-25T23:47:16.947920] [INFO ] [sig       ] [3324/3639] Completed UDMY in 0.3s | 3.04 sym/s | Total: 18.2m | ETA: 1.7m
[2025-11-25T23:47:16.947980] [INFO ] [sig       ] [3325/3639] Forecasting UE...
[2025-11-25T23:47:16.948025] [INFO ] [sig       ] Generating forecast for: UE
[2025-11-25T23:47:16.948069] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UE' from 'https://tdm.silogroup.org/data/derivative_storage/UE.csv'.
[2025-11-25T23:47:16.965311] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UE'.
[2025-11-25T23:47:16.966162] [INFO ] [FORECASTER] Starting predict_future for UE
[2025-11-25T23:47:16.967462] [DEBUG] [LOCAL     ] No optimal features file found for UE: ./output/feature-sets/UE.txt
[2025-11-25T23:47:16.967550] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:47:16.967617] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:47:16.967705] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:47:16.967811] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:47:17.034155] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:47:17.035402] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:47:17.035521] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:47:17.035582] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:47:17.157449] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:47:17.157753] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:47:17.157843] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:47:17.157892] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:47:17.162889] [DEBUG] [FORECASTER] UE: Forecast T+1@11:T+2@11: UP (p=94.51%)
[2025-11-25T23:47:17.163436] [INFO ] [FORECASTER] Completed predict_future for UE
[2025-11-25T23:47:17.163686] [INFO ] [sig       ] UE: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:47:17.313029] [INFO ] [LOCAL     ] Saved forecast: UE	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/UE.txt
[2025-11-25T23:47:17.313246] [INFO ] [sig       ] [3325/3639] Completed UE in 0.4s | 3.04 sym/s | Total: 18.2m | ETA: 1.7m
[2025-11-25T23:47:17.313305] [INFO ] [sig       ] [3326/3639] Forecasting UEIC...
[2025-11-25T23:47:17.313351] [INFO ] [sig       ] Generating forecast for: UEIC
[2025-11-25T23:47:17.313408] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UEIC' from 'https://tdm.silogroup.org/data/derivative_storage/UEIC.csv'.
[2025-11-25T23:47:17.325173] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UEIC'.
[2025-11-25T23:47:17.325661] [INFO ] [FORECASTER] Starting predict_future for UEIC
[2025-11-25T23:47:17.326580] [DEBUG] [LOCAL     ] No optimal features file found for UEIC: ./output/feature-sets/UEIC.txt
[2025-11-25T23:47:17.326673] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:47:17.326733] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:47:17.326785] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:47:17.326874] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:47:17.392412] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:47:17.393631] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:47:17.393806] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:47:17.393873] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:47:17.494302] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:47:17.494463] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:47:17.494510] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:47:17.494544] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:47:17.498045] [DEBUG] [FORECASTER] UEIC: Forecast T+1@11:T+2@11: UP (p=79.04%)
[2025-11-25T23:47:17.498370] [INFO ] [FORECASTER] Completed predict_future for UEIC
[2025-11-25T23:47:17.498512] [INFO ] [sig       ] UEIC: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:47:17.648526] [INFO ] [LOCAL     ] Saved forecast: UEIC	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/UEIC.txt
[2025-11-25T23:47:17.648904] [INFO ] [sig       ] [3326/3639] Completed UEIC in 0.3s | 3.04 sym/s | Total: 18.2m | ETA: 1.7m
[2025-11-25T23:47:17.648975] [INFO ] [sig       ] [3327/3639] Forecasting UFCS...
[2025-11-25T23:47:17.649021] [INFO ] [sig       ] Generating forecast for: UFCS
[2025-11-25T23:47:17.649089] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UFCS' from 'https://tdm.silogroup.org/data/derivative_storage/UFCS.csv'.
[2025-11-25T23:47:17.658889] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UFCS'.
[2025-11-25T23:47:17.659168] [INFO ] [FORECASTER] Starting predict_future for UFCS
[2025-11-25T23:47:17.660027] [DEBUG] [LOCAL     ] No optimal features file found for UFCS: ./output/feature-sets/UFCS.txt
[2025-11-25T23:47:17.660098] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:47:17.660146] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:47:17.660188] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:47:17.660260] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:47:17.717352] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:47:17.718035] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:47:17.718130] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:47:17.718176] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:47:17.814026] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:47:17.814161] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:47:17.814204] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:47:17.814238] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:47:17.817442] [DEBUG] [FORECASTER] UFCS: Forecast T+1@11:T+2@11: DOWN (p=1.04%)
[2025-11-25T23:47:17.817750] [INFO ] [FORECASTER] Completed predict_future for UFCS
[2025-11-25T23:47:17.817899] [INFO ] [sig       ] UFCS: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:47:17.958886] [INFO ] [LOCAL     ] Saved forecast: UFCS	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/UFCS.txt
[2025-11-25T23:47:17.959037] [INFO ] [sig       ] [3327/3639] Completed UFCS in 0.3s | 3.04 sym/s | Total: 18.2m | ETA: 1.7m
[2025-11-25T23:47:17.959092] [INFO ] [sig       ] [3328/3639] Forecasting UFI...
[2025-11-25T23:47:17.959137] [INFO ] [sig       ] Generating forecast for: UFI
[2025-11-25T23:47:17.959179] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UFI' from 'https://tdm.silogroup.org/data/derivative_storage/UFI.csv'.
[2025-11-25T23:47:17.969663] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UFI'.
[2025-11-25T23:47:17.970017] [INFO ] [FORECASTER] Starting predict_future for UFI
[2025-11-25T23:47:17.970872] [DEBUG] [LOCAL     ] No optimal features file found for UFI: ./output/feature-sets/UFI.txt
[2025-11-25T23:47:17.970943] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:47:17.970990] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:47:17.971030] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:47:17.971098] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:47:18.027797] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:47:18.028497] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:47:18.028599] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:47:18.028676] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:47:18.129179] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:47:18.129298] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:47:18.129341] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:47:18.129375] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:47:18.132539] [DEBUG] [FORECASTER] UFI: Forecast T+1@11:T+2@11: DOWN (p=2.77%)
[2025-11-25T23:47:18.132855] [INFO ] [FORECASTER] Completed predict_future for UFI
[2025-11-25T23:47:18.133003] [INFO ] [sig       ] UFI: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:47:18.274804] [INFO ] [LOCAL     ] Saved forecast: UFI	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/UFI.txt
[2025-11-25T23:47:18.274963] [INFO ] [sig       ] [3328/3639] Completed UFI in 0.3s | 3.04 sym/s | Total: 18.2m | ETA: 1.7m
[2025-11-25T23:47:18.275020] [INFO ] [sig       ] [3329/3639] Forecasting UFO...
[2025-11-25T23:47:18.275057] [INFO ] [sig       ] Generating forecast for: UFO
[2025-11-25T23:47:18.275099] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UFO' from 'https://tdm.silogroup.org/data/derivative_storage/UFO.csv'.
[2025-11-25T23:47:18.284914] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UFO'.
[2025-11-25T23:47:18.285233] [INFO ] [FORECASTER] Starting predict_future for UFO
[2025-11-25T23:47:18.286073] [DEBUG] [LOCAL     ] No optimal features file found for UFO: ./output/feature-sets/UFO.txt
[2025-11-25T23:47:18.286142] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:47:18.286186] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:47:18.286225] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:47:18.286292] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:47:18.344108] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:47:18.344789] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:47:18.344883] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:47:18.344929] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:47:18.431241] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:47:18.431402] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:47:18.431452] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:47:18.431488] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:47:18.434919] [DEBUG] [FORECASTER] UFO: Forecast T+1@11:T+2@11: UP (p=89.19%)
[2025-11-25T23:47:18.435201] [INFO ] [FORECASTER] Completed predict_future for UFO
[2025-11-25T23:47:18.435339] [INFO ] [sig       ] UFO: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:47:18.580063] [INFO ] [LOCAL     ] Saved forecast: UFO	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/UFO.txt
[2025-11-25T23:47:18.580269] [INFO ] [sig       ] [3329/3639] Completed UFO in 0.3s | 3.04 sym/s | Total: 18.2m | ETA: 1.7m
[2025-11-25T23:47:18.580344] [INFO ] [sig       ] [3330/3639] Forecasting UFPI...
[2025-11-25T23:47:18.580402] [INFO ] [sig       ] Generating forecast for: UFPI
[2025-11-25T23:47:18.580454] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UFPI' from 'https://tdm.silogroup.org/data/derivative_storage/UFPI.csv'.
[2025-11-25T23:47:18.591544] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UFPI'.
[2025-11-25T23:47:18.592056] [INFO ] [FORECASTER] Starting predict_future for UFPI
[2025-11-25T23:47:18.593019] [DEBUG] [LOCAL     ] No optimal features file found for UFPI: ./output/feature-sets/UFPI.txt
[2025-11-25T23:47:18.593091] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:47:18.593138] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:47:18.593180] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:47:18.593250] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:47:18.652507] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:47:18.653467] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:47:18.653575] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:47:18.653624] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:47:18.749582] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:47:18.749807] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:47:18.749855] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:47:18.749890] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:47:18.753485] [DEBUG] [FORECASTER] UFPI: Forecast T+1@11:T+2@11: UP (p=78.76%)
[2025-11-25T23:47:18.753852] [INFO ] [FORECASTER] Completed predict_future for UFPI
[2025-11-25T23:47:18.754013] [INFO ] [sig       ] UFPI: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:47:18.900141] [INFO ] [LOCAL     ] Saved forecast: UFPI	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/UFPI.txt
[2025-11-25T23:47:18.900293] [INFO ] [sig       ] [3330/3639] Completed UFPI in 0.3s | 3.04 sym/s | Total: 18.2m | ETA: 1.7m
[2025-11-25T23:47:18.900347] [INFO ] [sig       ] [3331/3639] Forecasting UGI...
[2025-11-25T23:47:18.900392] [INFO ] [sig       ] Generating forecast for: UGI
[2025-11-25T23:47:18.900433] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UGI' from 'https://tdm.silogroup.org/data/derivative_storage/UGI.csv'.
[2025-11-25T23:47:18.911209] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UGI'.
[2025-11-25T23:47:18.911576] [INFO ] [FORECASTER] Starting predict_future for UGI
[2025-11-25T23:47:18.912431] [DEBUG] [LOCAL     ] No optimal features file found for UGI: ./output/feature-sets/UGI.txt
[2025-11-25T23:47:18.912503] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:47:18.912551] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:47:18.912592] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:47:18.912679] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:47:18.972440] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:47:18.973334] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:47:18.973436] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:47:18.973485] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:47:19.066899] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:47:19.067156] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:47:19.067207] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:47:19.067243] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:47:19.071388] [DEBUG] [FORECASTER] UGI: Forecast T+1@11:T+2@11: DOWN (p=1.26%)
[2025-11-25T23:47:19.071873] [INFO ] [FORECASTER] Completed predict_future for UGI
[2025-11-25T23:47:19.072049] [INFO ] [sig       ] UGI: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:47:19.214558] [INFO ] [LOCAL     ] Saved forecast: UGI	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/UGI.txt
[2025-11-25T23:47:19.214742] [INFO ] [sig       ] [3331/3639] Completed UGI in 0.3s | 3.04 sym/s | Total: 18.2m | ETA: 1.7m
[2025-11-25T23:47:19.214802] [INFO ] [sig       ] [3332/3639] Forecasting UGP...
[2025-11-25T23:47:19.214858] [INFO ] [sig       ] Generating forecast for: UGP
[2025-11-25T23:47:19.214901] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UGP' from 'https://tdm.silogroup.org/data/derivative_storage/UGP.csv'.
[2025-11-25T23:47:19.224747] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UGP'.
[2025-11-25T23:47:19.225058] [INFO ] [FORECASTER] Starting predict_future for UGP
[2025-11-25T23:47:19.225851] [DEBUG] [LOCAL     ] No optimal features file found for UGP: ./output/feature-sets/UGP.txt
[2025-11-25T23:47:19.225924] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:47:19.225969] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:47:19.226009] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:47:19.226079] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:47:19.283953] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:47:19.284762] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:47:19.284863] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:47:19.284911] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:47:19.375510] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:47:19.375727] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:47:19.375780] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:47:19.375820] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:47:19.379329] [DEBUG] [FORECASTER] UGP: Forecast T+1@11:T+2@11: DOWN (p=17.92%)
[2025-11-25T23:47:19.379620] [INFO ] [FORECASTER] Completed predict_future for UGP
[2025-11-25T23:47:19.379807] [INFO ] [sig       ] UGP: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:47:19.520056] [INFO ] [LOCAL     ] Saved forecast: UGP	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/UGP.txt
[2025-11-25T23:47:19.520216] [INFO ] [sig       ] [3332/3639] Completed UGP in 0.3s | 3.04 sym/s | Total: 18.3m | ETA: 1.7m
[2025-11-25T23:47:19.520269] [INFO ] [sig       ] [3333/3639] Forecasting UHAL...
[2025-11-25T23:47:19.520314] [INFO ] [sig       ] Generating forecast for: UHAL
[2025-11-25T23:47:19.520356] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UHAL' from 'https://tdm.silogroup.org/data/derivative_storage/UHAL.csv'.
[2025-11-25T23:47:19.530502] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UHAL'.
[2025-11-25T23:47:19.530878] [INFO ] [FORECASTER] Starting predict_future for UHAL
[2025-11-25T23:47:19.531686] [DEBUG] [LOCAL     ] No optimal features file found for UHAL: ./output/feature-sets/UHAL.txt
[2025-11-25T23:47:19.531753] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:47:19.531797] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:47:19.531838] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:47:19.531910] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:47:19.589099] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:47:19.589780] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:47:19.589873] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:47:19.589920] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:47:19.684412] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:47:19.684584] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:47:19.684628] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:47:19.684704] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:47:19.688099] [DEBUG] [FORECASTER] UHAL: Forecast T+1@11:T+2@11: UP (p=54.91%)
[2025-11-25T23:47:19.688503] [INFO ] [FORECASTER] Completed predict_future for UHAL
[2025-11-25T23:47:19.688733] [INFO ] [sig       ] UHAL: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:47:19.831751] [INFO ] [LOCAL     ] Saved forecast: UHAL	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/UHAL.txt
[2025-11-25T23:47:19.831934] [INFO ] [sig       ] [3333/3639] Completed UHAL in 0.3s | 3.04 sym/s | Total: 18.3m | ETA: 1.7m
[2025-11-25T23:47:19.831993] [INFO ] [sig       ] [3334/3639] Forecasting UHG...
[2025-11-25T23:47:19.832128] [INFO ] [sig       ] Generating forecast for: UHG
[2025-11-25T23:47:19.832187] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UHG' from 'https://tdm.silogroup.org/data/derivative_storage/UHG.csv'.
[2025-11-25T23:47:19.845678] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UHG'.
[2025-11-25T23:47:19.846128] [INFO ] [FORECASTER] Starting predict_future for UHG
[2025-11-25T23:47:19.847035] [DEBUG] [LOCAL     ] No optimal features file found for UHG: ./output/feature-sets/UHG.txt
[2025-11-25T23:47:19.847105] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:47:19.847165] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:47:19.847218] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:47:19.847307] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:47:19.906225] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:47:19.906990] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:47:19.907104] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:47:19.907153] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:47:19.999897] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:47:20.000077] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:47:20.000120] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:47:20.000155] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:47:20.003595] [DEBUG] [FORECASTER] UHG: Forecast T+1@11:T+2@11: UP (p=89.46%)
[2025-11-25T23:47:20.003920] [INFO ] [FORECASTER] Completed predict_future for UHG
[2025-11-25T23:47:20.004070] [INFO ] [sig       ] UHG: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:47:20.147401] [INFO ] [LOCAL     ] Saved forecast: UHG	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/UHG.txt
[2025-11-25T23:47:20.147569] [INFO ] [sig       ] [3334/3639] Completed UHG in 0.3s | 3.04 sym/s | Total: 18.3m | ETA: 1.7m
[2025-11-25T23:47:20.147625] [INFO ] [sig       ] [3335/3639] Forecasting UHS...
[2025-11-25T23:47:20.147736] [INFO ] [sig       ] Generating forecast for: UHS
[2025-11-25T23:47:20.147781] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UHS' from 'https://tdm.silogroup.org/data/derivative_storage/UHS.csv'.
[2025-11-25T23:47:20.159063] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UHS'.
[2025-11-25T23:47:20.159450] [INFO ] [FORECASTER] Starting predict_future for UHS
[2025-11-25T23:47:20.160303] [DEBUG] [LOCAL     ] No optimal features file found for UHS: ./output/feature-sets/UHS.txt
[2025-11-25T23:47:20.160387] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:47:20.160469] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:47:20.160524] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:47:20.160596] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:47:20.220852] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:47:20.221540] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:47:20.221678] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:47:20.221731] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:47:20.320260] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:47:20.320434] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:47:20.320494] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:47:20.320531] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:47:20.324147] [DEBUG] [FORECASTER] UHS: Forecast T+1@11:T+2@11: UP (p=92.38%)
[2025-11-25T23:47:20.324446] [INFO ] [FORECASTER] Completed predict_future for UHS
[2025-11-25T23:47:20.324595] [INFO ] [sig       ] UHS: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:47:20.468845] [INFO ] [LOCAL     ] Saved forecast: UHS	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/UHS.txt
[2025-11-25T23:47:20.469001] [INFO ] [sig       ] [3335/3639] Completed UHS in 0.3s | 3.04 sym/s | Total: 18.3m | ETA: 1.7m
[2025-11-25T23:47:20.469057] [INFO ] [sig       ] [3336/3639] Forecasting UI...
[2025-11-25T23:47:20.469099] [INFO ] [sig       ] Generating forecast for: UI
[2025-11-25T23:47:20.469141] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UI' from 'https://tdm.silogroup.org/data/derivative_storage/UI.csv'.
[2025-11-25T23:47:20.480634] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UI'.
[2025-11-25T23:47:20.481016] [INFO ] [FORECASTER] Starting predict_future for UI
[2025-11-25T23:47:20.481868] [DEBUG] [LOCAL     ] No optimal features file found for UI: ./output/feature-sets/UI.txt
[2025-11-25T23:47:20.481939] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:47:20.481986] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:47:20.482026] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:47:20.482093] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:47:20.540081] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:47:20.540820] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:47:20.540921] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:47:20.540968] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:47:20.625108] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:47:20.625319] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:47:20.625367] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:47:20.625408] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:47:20.629078] [DEBUG] [FORECASTER] UI: Forecast T+1@11:T+2@11: UP (p=89.21%)
[2025-11-25T23:47:20.629381] [INFO ] [FORECASTER] Completed predict_future for UI
[2025-11-25T23:47:20.629516] [INFO ] [sig       ] UI: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:47:20.773071] [INFO ] [LOCAL     ] Saved forecast: UI	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/UI.txt
[2025-11-25T23:47:20.773222] [INFO ] [sig       ] [3336/3639] Completed UI in 0.3s | 3.04 sym/s | Total: 18.3m | ETA: 1.7m
[2025-11-25T23:47:20.773276] [INFO ] [sig       ] [3337/3639] Forecasting UIS...
[2025-11-25T23:47:20.773365] [INFO ] [sig       ] Generating forecast for: UIS
[2025-11-25T23:47:20.773412] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UIS' from 'https://tdm.silogroup.org/data/derivative_storage/UIS.csv'.
[2025-11-25T23:47:20.783702] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UIS'.
[2025-11-25T23:47:20.784102] [INFO ] [FORECASTER] Starting predict_future for UIS
[2025-11-25T23:47:20.784926] [DEBUG] [LOCAL     ] No optimal features file found for UIS: ./output/feature-sets/UIS.txt
[2025-11-25T23:47:20.784995] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:47:20.785041] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:47:20.785080] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:47:20.785151] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:47:20.843427] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:47:20.844132] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:47:20.844226] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:47:20.844273] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:47:20.926335] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:47:20.926511] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:47:20.926556] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:47:20.926590] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:47:20.930081] [DEBUG] [FORECASTER] UIS: Forecast T+1@11:T+2@11: DOWN (p=6.36%)
[2025-11-25T23:47:20.930365] [INFO ] [FORECASTER] Completed predict_future for UIS
[2025-11-25T23:47:20.930497] [INFO ] [sig       ] UIS: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:47:21.071674] [INFO ] [LOCAL     ] Saved forecast: UIS	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/UIS.txt
[2025-11-25T23:47:21.071845] [INFO ] [sig       ] [3337/3639] Completed UIS in 0.3s | 3.04 sym/s | Total: 18.3m | ETA: 1.7m
[2025-11-25T23:47:21.071900] [INFO ] [sig       ] [3338/3639] Forecasting UITB...
[2025-11-25T23:47:21.071982] [INFO ] [sig       ] Generating forecast for: UITB
[2025-11-25T23:47:21.072029] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UITB' from 'https://tdm.silogroup.org/data/derivative_storage/UITB.csv'.
[2025-11-25T23:47:21.082169] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UITB'.
[2025-11-25T23:47:21.082487] [INFO ] [FORECASTER] Starting predict_future for UITB
[2025-11-25T23:47:21.083300] [DEBUG] [LOCAL     ] No optimal features file found for UITB: ./output/feature-sets/UITB.txt
[2025-11-25T23:47:21.083368] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:47:21.083414] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:47:21.083453] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:47:21.083521] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:47:21.141111] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:47:21.141872] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:47:21.141970] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:47:21.142017] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:47:21.227652] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:47:21.227856] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:47:21.227905] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:47:21.227943] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:47:21.231569] [DEBUG] [FORECASTER] UITB: Forecast T+1@11:T+2@11: DOWN (p=8.70%)
[2025-11-25T23:47:21.231956] [INFO ] [FORECASTER] Completed predict_future for UITB
[2025-11-25T23:47:21.232144] [INFO ] [sig       ] UITB: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:47:21.379268] [INFO ] [LOCAL     ] Saved forecast: UITB	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/UITB.txt
[2025-11-25T23:47:21.379434] [INFO ] [sig       ] [3338/3639] Completed UITB in 0.3s | 3.04 sym/s | Total: 18.3m | ETA: 1.6m
[2025-11-25T23:47:21.379520] [INFO ] [sig       ] [3339/3639] Forecasting UL...
[2025-11-25T23:47:21.379576] [INFO ] [sig       ] Generating forecast for: UL
[2025-11-25T23:47:21.379630] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UL' from 'https://tdm.silogroup.org/data/derivative_storage/UL.csv'.
[2025-11-25T23:47:21.390715] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UL'.
[2025-11-25T23:47:21.391068] [INFO ] [FORECASTER] Starting predict_future for UL
[2025-11-25T23:47:21.391932] [DEBUG] [LOCAL     ] No optimal features file found for UL: ./output/feature-sets/UL.txt
[2025-11-25T23:47:21.392005] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:47:21.392054] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:47:21.392096] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:47:21.392169] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:47:21.456158] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:47:21.457029] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:47:21.457133] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:47:21.457180] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:47:21.555889] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:47:21.556053] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:47:21.556099] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:47:21.556133] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:47:21.559562] [DEBUG] [FORECASTER] UL: Forecast T+1@11:T+2@11: UP (p=92.17%)
[2025-11-25T23:47:21.559886] [INFO ] [FORECASTER] Completed predict_future for UL
[2025-11-25T23:47:21.560036] [INFO ] [sig       ] UL: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:47:21.702716] [INFO ] [LOCAL     ] Saved forecast: UL	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/UL.txt
[2025-11-25T23:47:21.702878] [INFO ] [sig       ] [3339/3639] Completed UL in 0.3s | 3.04 sym/s | Total: 18.3m | ETA: 1.6m
[2025-11-25T23:47:21.702934] [INFO ] [sig       ] [3340/3639] Forecasting ULBI...
[2025-11-25T23:47:21.702977] [INFO ] [sig       ] Generating forecast for: ULBI
[2025-11-25T23:47:21.703018] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ULBI' from 'https://tdm.silogroup.org/data/derivative_storage/ULBI.csv'.
[2025-11-25T23:47:21.713907] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ULBI'.
[2025-11-25T23:47:21.714308] [INFO ] [FORECASTER] Starting predict_future for ULBI
[2025-11-25T23:47:21.715179] [DEBUG] [LOCAL     ] No optimal features file found for ULBI: ./output/feature-sets/ULBI.txt
[2025-11-25T23:47:21.715247] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:47:21.715302] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:47:21.715352] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:47:21.715437] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:47:21.772744] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:47:21.773489] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:47:21.773596] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:47:21.773662] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:47:21.864941] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:47:21.865110] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:47:21.865157] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:47:21.865191] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:47:21.868799] [DEBUG] [FORECASTER] ULBI: Forecast T+1@11:T+2@11: UP (p=69.95%)
[2025-11-25T23:47:21.869112] [INFO ] [FORECASTER] Completed predict_future for ULBI
[2025-11-25T23:47:21.869312] [INFO ] [sig       ] ULBI: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:47:22.013244] [INFO ] [LOCAL     ] Saved forecast: ULBI	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/ULBI.txt
[2025-11-25T23:47:22.013408] [INFO ] [sig       ] [3340/3639] Completed ULBI in 0.3s | 3.04 sym/s | Total: 18.3m | ETA: 1.6m
[2025-11-25T23:47:22.013471] [INFO ] [sig       ] [3341/3639] Forecasting ULCC...
[2025-11-25T23:47:22.013525] [INFO ] [sig       ] Generating forecast for: ULCC
[2025-11-25T23:47:22.013575] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ULCC' from 'https://tdm.silogroup.org/data/derivative_storage/ULCC.csv'.
[2025-11-25T23:47:22.024773] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ULCC'.
[2025-11-25T23:47:22.025211] [INFO ] [FORECASTER] Starting predict_future for ULCC
[2025-11-25T23:47:22.026108] [DEBUG] [LOCAL     ] No optimal features file found for ULCC: ./output/feature-sets/ULCC.txt
[2025-11-25T23:47:22.026178] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:47:22.026235] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:47:22.026287] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:47:22.026375] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:47:22.083628] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:47:22.084537] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:47:22.084672] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:47:22.084724] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:47:22.185462] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:47:22.185681] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:47:22.185756] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:47:22.185804] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:47:22.189541] [DEBUG] [FORECASTER] ULCC: Forecast T+1@11:T+2@11: UP (p=82.38%)
[2025-11-25T23:47:22.189979] [INFO ] [FORECASTER] Completed predict_future for ULCC
[2025-11-25T23:47:22.190197] [INFO ] [sig       ] ULCC: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:47:22.333333] [INFO ] [LOCAL     ] Saved forecast: ULCC	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/ULCC.txt
[2025-11-25T23:47:22.333511] [INFO ] [sig       ] [3341/3639] Completed ULCC in 0.3s | 3.04 sym/s | Total: 18.3m | ETA: 1.6m
[2025-11-25T23:47:22.333567] [INFO ] [sig       ] [3342/3639] Forecasting ULH...
[2025-11-25T23:47:22.333663] [INFO ] [sig       ] Generating forecast for: ULH
[2025-11-25T23:47:22.333775] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ULH' from 'https://tdm.silogroup.org/data/derivative_storage/ULH.csv'.
[2025-11-25T23:47:22.344290] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ULH'.
[2025-11-25T23:47:22.344607] [INFO ] [FORECASTER] Starting predict_future for ULH
[2025-11-25T23:47:22.345475] [DEBUG] [LOCAL     ] No optimal features file found for ULH: ./output/feature-sets/ULH.txt
[2025-11-25T23:47:22.345544] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:47:22.345601] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:47:22.345671] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:47:22.345758] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:47:22.403698] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:47:22.404725] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:47:22.404828] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:47:22.404890] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:47:22.497952] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:47:22.498121] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:47:22.498165] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:47:22.498241] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:47:22.501585] [DEBUG] [FORECASTER] ULH: Forecast T+1@11:T+2@11: DOWN (p=8.05%)
[2025-11-25T23:47:22.501900] [INFO ] [FORECASTER] Completed predict_future for ULH
[2025-11-25T23:47:22.502050] [INFO ] [sig       ] ULH: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:47:22.647538] [INFO ] [LOCAL     ] Saved forecast: ULH	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/ULH.txt
[2025-11-25T23:47:22.647728] [INFO ] [sig       ] [3342/3639] Completed ULH in 0.3s | 3.04 sym/s | Total: 18.3m | ETA: 1.6m
[2025-11-25T23:47:22.647802] [INFO ] [sig       ] [3343/3639] Forecasting ULTA...
[2025-11-25T23:47:22.647912] [INFO ] [sig       ] Generating forecast for: ULTA
[2025-11-25T23:47:22.647970] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ULTA' from 'https://tdm.silogroup.org/data/derivative_storage/ULTA.csv'.
[2025-11-25T23:47:22.659411] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ULTA'.
[2025-11-25T23:47:22.659880] [INFO ] [FORECASTER] Starting predict_future for ULTA
[2025-11-25T23:47:22.660757] [DEBUG] [LOCAL     ] No optimal features file found for ULTA: ./output/feature-sets/ULTA.txt
[2025-11-25T23:47:22.660827] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:47:22.660876] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:47:22.660936] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:47:22.661018] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:47:22.724096] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:47:22.724983] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:47:22.725090] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:47:22.725164] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:47:22.824804] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:47:22.824984] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:47:22.825031] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:47:22.825066] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:47:22.828920] [DEBUG] [FORECASTER] ULTA: Forecast T+1@11:T+2@11: UP (p=86.12%)
[2025-11-25T23:47:22.829216] [INFO ] [FORECASTER] Completed predict_future for ULTA
[2025-11-25T23:47:22.829362] [INFO ] [sig       ] ULTA: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:47:22.980298] [INFO ] [LOCAL     ] Saved forecast: ULTA	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/ULTA.txt
[2025-11-25T23:47:22.980481] [INFO ] [sig       ] [3343/3639] Completed ULTA in 0.3s | 3.04 sym/s | Total: 18.3m | ETA: 1.6m
[2025-11-25T23:47:22.980553] [INFO ] [sig       ] [3344/3639] Forecasting ULY...
[2025-11-25T23:47:22.980609] [INFO ] [sig       ] Generating forecast for: ULY
[2025-11-25T23:47:22.980681] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ULY' from 'https://tdm.silogroup.org/data/derivative_storage/ULY.csv'.
[2025-11-25T23:47:22.990682] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ULY'.
[2025-11-25T23:47:22.991030] [INFO ] [FORECASTER] Starting predict_future for ULY
[2025-11-25T23:47:22.991870] [DEBUG] [LOCAL     ] No optimal features file found for ULY: ./output/feature-sets/ULY.txt
[2025-11-25T23:47:22.991946] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:47:22.991993] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:47:22.992031] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:47:22.992162] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:47:23.049519] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:47:23.050475] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:47:23.050634] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:47:23.050705] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:47:23.147657] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:47:23.147857] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:47:23.147902] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:47:23.147936] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:47:23.151464] [DEBUG] [FORECASTER] ULY: Forecast T+1@11:T+2@11: DOWN (p=4.35%)
[2025-11-25T23:47:23.151777] [INFO ] [FORECASTER] Completed predict_future for ULY
[2025-11-25T23:47:23.151939] [INFO ] [sig       ] ULY: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:47:23.298665] [INFO ] [LOCAL     ] Saved forecast: ULY	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/ULY.txt
[2025-11-25T23:47:23.298849] [INFO ] [sig       ] [3344/3639] Completed ULY in 0.3s | 3.04 sym/s | Total: 18.3m | ETA: 1.6m
[2025-11-25T23:47:23.298934] [INFO ] [sig       ] [3345/3639] Forecasting UMBF...
[2025-11-25T23:47:23.299001] [INFO ] [sig       ] Generating forecast for: UMBF
[2025-11-25T23:47:23.299074] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UMBF' from 'https://tdm.silogroup.org/data/derivative_storage/UMBF.csv'.
[2025-11-25T23:47:23.310582] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UMBF'.
[2025-11-25T23:47:23.311077] [INFO ] [FORECASTER] Starting predict_future for UMBF
[2025-11-25T23:47:23.311955] [DEBUG] [LOCAL     ] No optimal features file found for UMBF: ./output/feature-sets/UMBF.txt
[2025-11-25T23:47:23.312027] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:47:23.312073] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:47:23.312134] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:47:23.312214] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:47:23.370626] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:47:23.371592] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:47:23.371724] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:47:23.371785] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:47:23.474549] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:47:23.474780] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:47:23.474854] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:47:23.474902] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:47:23.478584] [DEBUG] [FORECASTER] UMBF: Forecast T+1@11:T+2@11: UP (p=76.27%)
[2025-11-25T23:47:23.478998] [INFO ] [FORECASTER] Completed predict_future for UMBF
[2025-11-25T23:47:23.479192] [INFO ] [sig       ] UMBF: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:47:23.628420] [INFO ] [LOCAL     ] Saved forecast: UMBF	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/UMBF.txt
[2025-11-25T23:47:23.628622] [INFO ] [sig       ] [3345/3639] Completed UMBF in 0.3s | 3.04 sym/s | Total: 18.3m | ETA: 1.6m
[2025-11-25T23:47:23.628719] [INFO ] [sig       ] [3346/3639] Forecasting UMC...
[2025-11-25T23:47:23.628845] [INFO ] [sig       ] Generating forecast for: UMC
[2025-11-25T23:47:23.628886] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UMC' from 'https://tdm.silogroup.org/data/derivative_storage/UMC.csv'.
[2025-11-25T23:47:23.640093] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UMC'.
[2025-11-25T23:47:23.640562] [INFO ] [FORECASTER] Starting predict_future for UMC
[2025-11-25T23:47:23.641444] [DEBUG] [LOCAL     ] No optimal features file found for UMC: ./output/feature-sets/UMC.txt
[2025-11-25T23:47:23.641515] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:47:23.641576] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:47:23.641671] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:47:23.641757] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:47:23.700677] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:47:23.701665] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:47:23.701771] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:47:23.701837] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:47:23.799944] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:47:23.800163] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:47:23.800226] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:47:23.800268] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:47:23.804019] [DEBUG] [FORECASTER] UMC: Forecast T+1@11:T+2@11: UP (p=96.69%)
[2025-11-25T23:47:23.804404] [INFO ] [FORECASTER] Completed predict_future for UMC
[2025-11-25T23:47:23.804559] [INFO ] [sig       ] UMC: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:47:23.952094] [INFO ] [LOCAL     ] Saved forecast: UMC	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/UMC.txt
[2025-11-25T23:47:23.952286] [INFO ] [sig       ] [3346/3639] Completed UMC in 0.3s | 3.04 sym/s | Total: 18.3m | ETA: 1.6m
[2025-11-25T23:47:23.952376] [INFO ] [sig       ] [3347/3639] Forecasting UMH...
[2025-11-25T23:47:23.952420] [INFO ] [sig       ] Generating forecast for: UMH
[2025-11-25T23:47:23.952474] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UMH' from 'https://tdm.silogroup.org/data/derivative_storage/UMH.csv'.
[2025-11-25T23:47:23.964108] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UMH'.
[2025-11-25T23:47:23.964535] [INFO ] [FORECASTER] Starting predict_future for UMH
[2025-11-25T23:47:23.965605] [DEBUG] [LOCAL     ] No optimal features file found for UMH: ./output/feature-sets/UMH.txt
[2025-11-25T23:47:23.965695] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:47:23.965753] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:47:23.965796] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:47:23.965875] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:47:24.024260] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:47:24.025197] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:47:24.025306] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:47:24.025366] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:47:24.123272] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:47:24.123468] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:47:24.123515] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:47:24.123550] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:47:24.127537] [DEBUG] [FORECASTER] UMH: Forecast T+1@11:T+2@11: DOWN (p=39.94%)
[2025-11-25T23:47:24.127849] [INFO ] [FORECASTER] Completed predict_future for UMH
[2025-11-25T23:47:24.127995] [INFO ] [sig       ] UMH: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:47:24.280522] [INFO ] [LOCAL     ] Saved forecast: UMH	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/UMH.txt
[2025-11-25T23:47:24.280725] [INFO ] [sig       ] [3347/3639] Completed UMH in 0.3s | 3.04 sym/s | Total: 18.3m | ETA: 1.6m
[2025-11-25T23:47:24.280784] [INFO ] [sig       ] [3348/3639] Forecasting UMMA...
[2025-11-25T23:47:24.280827] [INFO ] [sig       ] Generating forecast for: UMMA
[2025-11-25T23:47:24.280868] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UMMA' from 'https://tdm.silogroup.org/data/derivative_storage/UMMA.csv'.
[2025-11-25T23:47:24.291755] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UMMA'.
[2025-11-25T23:47:24.292322] [INFO ] [FORECASTER] Starting predict_future for UMMA
[2025-11-25T23:47:24.293206] [DEBUG] [LOCAL     ] No optimal features file found for UMMA: ./output/feature-sets/UMMA.txt
[2025-11-25T23:47:24.293279] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:47:24.293324] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:47:24.293386] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:47:24.293465] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:47:24.351298] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:47:24.352267] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:47:24.352403] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:47:24.352454] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:47:24.442463] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:47:24.442692] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:47:24.442746] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:47:24.442781] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:47:24.446292] [DEBUG] [FORECASTER] UMMA: Forecast T+1@11:T+2@11: DOWN (p=19.42%)
[2025-11-25T23:47:24.446597] [INFO ] [FORECASTER] Completed predict_future for UMMA
[2025-11-25T23:47:24.446762] [INFO ] [sig       ] UMMA: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:47:24.591615] [INFO ] [LOCAL     ] Saved forecast: UMMA	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/UMMA.txt
[2025-11-25T23:47:24.591831] [INFO ] [sig       ] [3348/3639] Completed UMMA in 0.3s | 3.04 sym/s | Total: 18.3m | ETA: 1.6m
[2025-11-25T23:47:24.591887] [INFO ] [sig       ] [3349/3639] Forecasting UNCY...
[2025-11-25T23:47:24.592015] [INFO ] [sig       ] Generating forecast for: UNCY
[2025-11-25T23:47:24.592061] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UNCY' from 'https://tdm.silogroup.org/data/derivative_storage/UNCY.csv'.
[2025-11-25T23:47:24.602906] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UNCY'.
[2025-11-25T23:47:24.603320] [INFO ] [FORECASTER] Starting predict_future for UNCY
[2025-11-25T23:47:24.604160] [DEBUG] [LOCAL     ] No optimal features file found for UNCY: ./output/feature-sets/UNCY.txt
[2025-11-25T23:47:24.604230] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:47:24.604287] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:47:24.604338] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:47:24.604425] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:47:24.663575] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:47:24.664543] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:47:24.664684] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:47:24.664740] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:47:24.772066] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:47:24.772246] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:47:24.772293] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:47:24.772328] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:47:24.775937] [DEBUG] [FORECASTER] UNCY: Forecast T+1@11:T+2@11: UP (p=96.02%)
[2025-11-25T23:47:24.776232] [INFO ] [FORECASTER] Completed predict_future for UNCY
[2025-11-25T23:47:24.776376] [INFO ] [sig       ] UNCY: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:47:24.924537] [INFO ] [LOCAL     ] Saved forecast: UNCY	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/UNCY.txt
[2025-11-25T23:47:24.924764] [INFO ] [sig       ] [3349/3639] Completed UNCY in 0.3s | 3.04 sym/s | Total: 18.3m | ETA: 1.6m
[2025-11-25T23:47:24.924831] [INFO ] [sig       ] [3350/3639] Forecasting UNF...
[2025-11-25T23:47:24.924885] [INFO ] [sig       ] Generating forecast for: UNF
[2025-11-25T23:47:24.924953] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UNF' from 'https://tdm.silogroup.org/data/derivative_storage/UNF.csv'.
[2025-11-25T23:47:24.936485] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UNF'.
[2025-11-25T23:47:24.936885] [INFO ] [FORECASTER] Starting predict_future for UNF
[2025-11-25T23:47:24.937836] [DEBUG] [LOCAL     ] No optimal features file found for UNF: ./output/feature-sets/UNF.txt
[2025-11-25T23:47:24.937906] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:47:24.937966] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:47:24.938008] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:47:24.938101] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:47:25.001962] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:47:25.002928] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:47:25.003053] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:47:25.003108] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:47:25.105152] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:47:25.105337] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:47:25.105381] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:47:25.105417] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:47:25.108866] [DEBUG] [FORECASTER] UNF: Forecast T+1@11:T+2@11: UP (p=86.12%)
[2025-11-25T23:47:25.109174] [INFO ] [FORECASTER] Completed predict_future for UNF
[2025-11-25T23:47:25.109317] [INFO ] [sig       ] UNF: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:47:25.251571] [INFO ] [LOCAL     ] Saved forecast: UNF	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/UNF.txt
[2025-11-25T23:47:25.251774] [INFO ] [sig       ] [3350/3639] Completed UNF in 0.3s | 3.04 sym/s | Total: 18.3m | ETA: 1.6m
[2025-11-25T23:47:25.251844] [INFO ] [sig       ] [3351/3639] Forecasting UNFI...
[2025-11-25T23:47:25.251896] [INFO ] [sig       ] Generating forecast for: UNFI
[2025-11-25T23:47:25.251947] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UNFI' from 'https://tdm.silogroup.org/data/derivative_storage/UNFI.csv'.
[2025-11-25T23:47:25.262968] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UNFI'.
[2025-11-25T23:47:25.263271] [INFO ] [FORECASTER] Starting predict_future for UNFI
[2025-11-25T23:47:25.264106] [DEBUG] [LOCAL     ] No optimal features file found for UNFI: ./output/feature-sets/UNFI.txt
[2025-11-25T23:47:25.264175] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:47:25.264232] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:47:25.264283] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:47:25.264370] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:47:25.322231] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:47:25.322908] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:47:25.323012] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:47:25.323060] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:47:25.418752] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:47:25.418930] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:47:25.418984] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:47:25.419027] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:47:25.422518] [DEBUG] [FORECASTER] UNFI: Forecast T+1@11:T+2@11: UP (p=83.83%)
[2025-11-25T23:47:25.422826] [INFO ] [FORECASTER] Completed predict_future for UNFI
[2025-11-25T23:47:25.422976] [INFO ] [sig       ] UNFI: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:47:25.563897] [INFO ] [LOCAL     ] Saved forecast: UNFI	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/UNFI.txt
[2025-11-25T23:47:25.564064] [INFO ] [sig       ] [3351/3639] Completed UNFI in 0.3s | 3.04 sym/s | Total: 18.4m | ETA: 1.6m
[2025-11-25T23:47:25.564125] [INFO ] [sig       ] [3352/3639] Forecasting UNH...
[2025-11-25T23:47:25.564229] [INFO ] [sig       ] Generating forecast for: UNH
[2025-11-25T23:47:25.564276] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UNH' from 'https://tdm.silogroup.org/data/derivative_storage/UNH.csv'.
[2025-11-25T23:47:25.575042] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UNH'.
[2025-11-25T23:47:25.575347] [INFO ] [FORECASTER] Starting predict_future for UNH
[2025-11-25T23:47:25.576159] [DEBUG] [LOCAL     ] No optimal features file found for UNH: ./output/feature-sets/UNH.txt
[2025-11-25T23:47:25.576228] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:47:25.576284] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:47:25.576336] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:47:25.576423] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:47:25.638285] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:47:25.639481] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:47:25.639613] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:47:25.639686] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:47:25.742522] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:47:25.742735] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:47:25.742810] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:47:25.742859] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:47:25.746398] [DEBUG] [FORECASTER] UNH: Forecast T+1@11:T+2@11: UP (p=62.85%)
[2025-11-25T23:47:25.746727] [INFO ] [FORECASTER] Completed predict_future for UNH
[2025-11-25T23:47:25.746891] [INFO ] [sig       ] UNH: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:47:25.892558] [INFO ] [LOCAL     ] Saved forecast: UNH	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/UNH.txt
[2025-11-25T23:47:25.892757] [INFO ] [sig       ] [3352/3639] Completed UNH in 0.3s | 3.04 sym/s | Total: 18.4m | ETA: 1.6m
[2025-11-25T23:47:25.892813] [INFO ] [sig       ] [3353/3639] Forecasting UNM...
[2025-11-25T23:47:25.892860] [INFO ] [sig       ] Generating forecast for: UNM
[2025-11-25T23:47:25.892898] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UNM' from 'https://tdm.silogroup.org/data/derivative_storage/UNM.csv'.
[2025-11-25T23:47:25.903666] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UNM'.
[2025-11-25T23:47:25.904115] [INFO ] [FORECASTER] Starting predict_future for UNM
[2025-11-25T23:47:25.905006] [DEBUG] [LOCAL     ] No optimal features file found for UNM: ./output/feature-sets/UNM.txt
[2025-11-25T23:47:25.905079] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:47:25.905137] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:47:25.905190] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:47:25.905277] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:47:25.963280] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:47:25.964248] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:47:25.964351] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:47:25.964411] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:47:26.059033] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:47:26.059213] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:47:26.059259] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:47:26.059294] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:47:26.062751] [DEBUG] [FORECASTER] UNM: Forecast T+1@11:T+2@11: DOWN (p=4.32%)
[2025-11-25T23:47:26.063046] [INFO ] [FORECASTER] Completed predict_future for UNM
[2025-11-25T23:47:26.063224] [INFO ] [sig       ] UNM: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:47:26.204816] [INFO ] [LOCAL     ] Saved forecast: UNM	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/UNM.txt
[2025-11-25T23:47:26.204973] [INFO ] [sig       ] [3353/3639] Completed UNM in 0.3s | 3.04 sym/s | Total: 18.4m | ETA: 1.6m
[2025-11-25T23:47:26.205026] [INFO ] [sig       ] [3354/3639] Forecasting UNMA...
[2025-11-25T23:47:26.205070] [INFO ] [sig       ] Generating forecast for: UNMA
[2025-11-25T23:47:26.205111] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UNMA' from 'https://tdm.silogroup.org/data/derivative_storage/UNMA.csv'.
[2025-11-25T23:47:26.216273] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UNMA'.
[2025-11-25T23:47:26.216704] [INFO ] [FORECASTER] Starting predict_future for UNMA
[2025-11-25T23:47:26.217673] [DEBUG] [LOCAL     ] No optimal features file found for UNMA: ./output/feature-sets/UNMA.txt
[2025-11-25T23:47:26.217753] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:47:26.217813] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:47:26.217869] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:47:26.217959] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:47:26.278115] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:47:26.278916] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:47:26.279025] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:47:26.279091] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:47:26.377085] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:47:26.377277] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:47:26.377329] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:47:26.377397] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:47:26.384265] [DEBUG] [FORECASTER] UNMA: Forecast T+1@11:T+2@11: UP (p=99.13%)
[2025-11-25T23:47:26.384665] [INFO ] [FORECASTER] Completed predict_future for UNMA
[2025-11-25T23:47:26.384852] [INFO ] [sig       ] UNMA: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:47:26.531186] [INFO ] [LOCAL     ] Saved forecast: UNMA	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/UNMA.txt
[2025-11-25T23:47:26.531371] [INFO ] [sig       ] [3354/3639] Completed UNMA in 0.3s | 3.04 sym/s | Total: 18.4m | ETA: 1.6m
[2025-11-25T23:47:26.531426] [INFO ] [sig       ] [3355/3639] Forecasting UNP...
[2025-11-25T23:47:26.531470] [INFO ] [sig       ] Generating forecast for: UNP
[2025-11-25T23:47:26.531527] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UNP' from 'https://tdm.silogroup.org/data/derivative_storage/UNP.csv'.
[2025-11-25T23:47:26.542403] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UNP'.
[2025-11-25T23:47:26.542828] [INFO ] [FORECASTER] Starting predict_future for UNP
[2025-11-25T23:47:26.543702] [DEBUG] [LOCAL     ] No optimal features file found for UNP: ./output/feature-sets/UNP.txt
[2025-11-25T23:47:26.543774] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:47:26.543822] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:47:26.543864] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:47:26.543936] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:47:26.603233] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:47:26.604201] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:47:26.604305] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:47:26.604356] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:47:26.720258] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:47:26.720448] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:47:26.720499] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:47:26.720537] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:47:26.724477] [DEBUG] [FORECASTER] UNP: Forecast T+1@11:T+2@11: DOWN (p=8.61%)
[2025-11-25T23:47:26.724958] [INFO ] [FORECASTER] Completed predict_future for UNP
[2025-11-25T23:47:26.725187] [INFO ] [sig       ] UNP: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:47:26.865999] [INFO ] [LOCAL     ] Saved forecast: UNP	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/UNP.txt
[2025-11-25T23:47:26.866199] [INFO ] [sig       ] [3355/3639] Completed UNP in 0.3s | 3.04 sym/s | Total: 18.4m | ETA: 1.6m
[2025-11-25T23:47:26.866272] [INFO ] [sig       ] [3356/3639] Forecasting UNTY...
[2025-11-25T23:47:26.866332] [INFO ] [sig       ] Generating forecast for: UNTY
[2025-11-25T23:47:26.866393] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UNTY' from 'https://tdm.silogroup.org/data/derivative_storage/UNTY.csv'.
[2025-11-25T23:47:26.877168] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UNTY'.
[2025-11-25T23:47:26.877596] [INFO ] [FORECASTER] Starting predict_future for UNTY
[2025-11-25T23:47:26.878476] [DEBUG] [LOCAL     ] No optimal features file found for UNTY: ./output/feature-sets/UNTY.txt
[2025-11-25T23:47:26.878547] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:47:26.878594] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:47:26.878636] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:47:26.878752] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:47:26.938740] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:47:26.939670] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:47:26.939777] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:47:26.939836] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:47:27.042049] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:47:27.042221] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:47:27.042266] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:47:27.042300] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:47:27.045780] [DEBUG] [FORECASTER] UNTY: Forecast T+1@11:T+2@11: UP (p=62.22%)
[2025-11-25T23:47:27.046075] [INFO ] [FORECASTER] Completed predict_future for UNTY
[2025-11-25T23:47:27.046209] [INFO ] [sig       ] UNTY: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:47:27.186735] [INFO ] [LOCAL     ] Saved forecast: UNTY	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/UNTY.txt
[2025-11-25T23:47:27.186887] [INFO ] [sig       ] [3356/3639] Completed UNTY in 0.3s | 3.04 sym/s | Total: 18.4m | ETA: 1.5m
[2025-11-25T23:47:27.186964] [INFO ] [sig       ] [3357/3639] Forecasting UONE...
[2025-11-25T23:47:27.187028] [INFO ] [sig       ] Generating forecast for: UONE
[2025-11-25T23:47:27.187098] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UONE' from 'https://tdm.silogroup.org/data/derivative_storage/UONE.csv'.
[2025-11-25T23:47:27.197715] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UONE'.
[2025-11-25T23:47:27.198071] [INFO ] [FORECASTER] Starting predict_future for UONE
[2025-11-25T23:47:27.198946] [DEBUG] [LOCAL     ] No optimal features file found for UONE: ./output/feature-sets/UONE.txt
[2025-11-25T23:47:27.199021] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:47:27.199088] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:47:27.199153] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:47:27.199259] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:47:27.258864] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:47:27.259576] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:47:27.259700] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:47:27.259768] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:47:27.364409] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:47:27.364628] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:47:27.364706] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:47:27.364776] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:47:27.368385] [DEBUG] [FORECASTER] UONE: Forecast T+1@11:T+2@11: DOWN (p=31.47%)
[2025-11-25T23:47:27.368710] [INFO ] [FORECASTER] Completed predict_future for UONE
[2025-11-25T23:47:27.368884] [INFO ] [sig       ] UONE: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:47:27.513507] [INFO ] [LOCAL     ] Saved forecast: UONE	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/UONE.txt
[2025-11-25T23:47:27.513710] [INFO ] [sig       ] [3357/3639] Completed UONE in 0.3s | 3.04 sym/s | Total: 18.4m | ETA: 1.5m
[2025-11-25T23:47:27.513791] [INFO ] [sig       ] [3358/3639] Forecasting UPBD...
[2025-11-25T23:47:27.513850] [INFO ] [sig       ] Generating forecast for: UPBD
[2025-11-25T23:47:27.513941] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UPBD' from 'https://tdm.silogroup.org/data/derivative_storage/UPBD.csv'.
[2025-11-25T23:47:27.524620] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UPBD'.
[2025-11-25T23:47:27.524975] [INFO ] [FORECASTER] Starting predict_future for UPBD
[2025-11-25T23:47:27.525835] [DEBUG] [LOCAL     ] No optimal features file found for UPBD: ./output/feature-sets/UPBD.txt
[2025-11-25T23:47:27.525913] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:47:27.525977] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:47:27.526035] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:47:27.526127] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:47:27.583239] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:47:27.583921] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:47:27.584028] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:47:27.584092] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:47:27.705852] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:47:27.706008] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:47:27.706058] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:47:27.706093] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:47:27.710123] [DEBUG] [FORECASTER] UPBD: Forecast T+1@11:T+2@11: DOWN (p=26.42%)
[2025-11-25T23:47:27.710440] [INFO ] [FORECASTER] Completed predict_future for UPBD
[2025-11-25T23:47:27.710602] [INFO ] [sig       ] UPBD: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:47:27.852929] [INFO ] [LOCAL     ] Saved forecast: UPBD	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/UPBD.txt
[2025-11-25T23:47:27.853110] [INFO ] [sig       ] [3358/3639] Completed UPBD in 0.3s | 3.04 sym/s | Total: 18.4m | ETA: 1.5m
[2025-11-25T23:47:27.853167] [INFO ] [sig       ] [3359/3639] Forecasting UPC...
[2025-11-25T23:47:27.853209] [INFO ] [sig       ] Generating forecast for: UPC
[2025-11-25T23:47:27.853244] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UPC' from 'https://tdm.silogroup.org/data/derivative_storage/UPC.csv'.
[2025-11-25T23:47:27.864111] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UPC'.
[2025-11-25T23:47:27.864527] [INFO ] [FORECASTER] Starting predict_future for UPC
[2025-11-25T23:47:27.865377] [DEBUG] [LOCAL     ] No optimal features file found for UPC: ./output/feature-sets/UPC.txt
[2025-11-25T23:47:27.865464] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:47:27.865511] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:47:27.865552] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:47:27.865620] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:47:27.923214] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:47:27.923922] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:47:27.924018] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:47:27.924068] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:47:28.040436] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:47:28.040707] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:47:28.040804] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:47:28.040855] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:47:28.044523] [DEBUG] [FORECASTER] UPC: Forecast T+1@11:T+2@11: UP (p=97.84%)
[2025-11-25T23:47:28.044865] [INFO ] [FORECASTER] Completed predict_future for UPC
[2025-11-25T23:47:28.045043] [INFO ] [sig       ] UPC: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:47:28.185704] [INFO ] [LOCAL     ] Saved forecast: UPC	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/UPC.txt
[2025-11-25T23:47:28.185885] [INFO ] [sig       ] [3359/3639] Completed UPC in 0.3s | 3.04 sym/s | Total: 18.4m | ETA: 1.5m
[2025-11-25T23:47:28.185966] [INFO ] [sig       ] [3360/3639] Forecasting UPLD...
[2025-11-25T23:47:28.186020] [INFO ] [sig       ] Generating forecast for: UPLD
[2025-11-25T23:47:28.186125] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UPLD' from 'https://tdm.silogroup.org/data/derivative_storage/UPLD.csv'.
[2025-11-25T23:47:28.197563] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UPLD'.
[2025-11-25T23:47:28.197968] [INFO ] [FORECASTER] Starting predict_future for UPLD
[2025-11-25T23:47:28.198856] [DEBUG] [LOCAL     ] No optimal features file found for UPLD: ./output/feature-sets/UPLD.txt
[2025-11-25T23:47:28.198933] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:47:28.199002] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:47:28.199062] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:47:28.199167] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:47:28.257182] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:47:28.257899] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:47:28.258005] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:47:28.258075] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:47:28.385191] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:47:28.385394] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:47:28.385440] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:47:28.385475] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:47:28.388937] [DEBUG] [FORECASTER] UPLD: Forecast T+1@11:T+2@11: UP (p=88.26%)
[2025-11-25T23:47:28.389260] [INFO ] [FORECASTER] Completed predict_future for UPLD
[2025-11-25T23:47:28.389414] [INFO ] [sig       ] UPLD: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:47:28.532778] [INFO ] [LOCAL     ] Saved forecast: UPLD	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/UPLD.txt
[2025-11-25T23:47:28.532965] [INFO ] [sig       ] [3360/3639] Completed UPLD in 0.3s | 3.04 sym/s | Total: 18.4m | ETA: 1.5m
[2025-11-25T23:47:28.533022] [INFO ] [sig       ] [3361/3639] Forecasting UPS...
[2025-11-25T23:47:28.533066] [INFO ] [sig       ] Generating forecast for: UPS
[2025-11-25T23:47:28.533119] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UPS' from 'https://tdm.silogroup.org/data/derivative_storage/UPS.csv'.
[2025-11-25T23:47:28.543945] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UPS'.
[2025-11-25T23:47:28.544354] [INFO ] [FORECASTER] Starting predict_future for UPS
[2025-11-25T23:47:28.545159] [DEBUG] [LOCAL     ] No optimal features file found for UPS: ./output/feature-sets/UPS.txt
[2025-11-25T23:47:28.545230] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:47:28.545277] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:47:28.545320] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:47:28.545390] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:47:28.603348] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:47:28.604137] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:47:28.604234] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:47:28.604284] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:47:28.723978] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:47:28.724147] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:47:28.724193] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:47:28.724226] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:47:28.727580] [DEBUG] [FORECASTER] UPS: Forecast T+1@11:T+2@11: DOWN (p=23.73%)
[2025-11-25T23:47:28.727884] [INFO ] [FORECASTER] Completed predict_future for UPS
[2025-11-25T23:47:28.728044] [INFO ] [sig       ] UPS: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:47:28.869166] [INFO ] [LOCAL     ] Saved forecast: UPS	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/UPS.txt
[2025-11-25T23:47:28.869349] [INFO ] [sig       ] [3361/3639] Completed UPS in 0.3s | 3.04 sym/s | Total: 18.4m | ETA: 1.5m
[2025-11-25T23:47:28.869405] [INFO ] [sig       ] [3362/3639] Forecasting UPWK...
[2025-11-25T23:47:28.869449] [INFO ] [sig       ] Generating forecast for: UPWK
[2025-11-25T23:47:28.869490] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UPWK' from 'https://tdm.silogroup.org/data/derivative_storage/UPWK.csv'.
[2025-11-25T23:47:28.880515] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UPWK'.
[2025-11-25T23:47:28.881059] [INFO ] [FORECASTER] Starting predict_future for UPWK
[2025-11-25T23:47:28.881901] [DEBUG] [LOCAL     ] No optimal features file found for UPWK: ./output/feature-sets/UPWK.txt
[2025-11-25T23:47:28.881969] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:47:28.882014] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:47:28.882054] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:47:28.882127] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:47:28.939863] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:47:28.940743] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:47:28.940841] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:47:28.940888] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:47:29.055505] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:47:29.055807] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:47:29.055926] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:47:29.056001] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:47:29.061167] [DEBUG] [FORECASTER] UPWK: Forecast T+1@11:T+2@11: DOWN (p=24.43%)
[2025-11-25T23:47:29.061607] [INFO ] [FORECASTER] Completed predict_future for UPWK
[2025-11-25T23:47:29.061876] [INFO ] [sig       ] UPWK: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:47:29.229248] [INFO ] [LOCAL     ] Saved forecast: UPWK	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/UPWK.txt
[2025-11-25T23:47:29.229448] [INFO ] [sig       ] [3362/3639] Completed UPWK in 0.4s | 3.04 sym/s | Total: 18.4m | ETA: 1.5m
[2025-11-25T23:47:29.229540] [INFO ] [sig       ] [3363/3639] Forecasting UPXI...
[2025-11-25T23:47:29.229586] [INFO ] [sig       ] Generating forecast for: UPXI
[2025-11-25T23:47:29.229681] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UPXI' from 'https://tdm.silogroup.org/data/derivative_storage/UPXI.csv'.
[2025-11-25T23:47:29.241461] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UPXI'.
[2025-11-25T23:47:29.241865] [INFO ] [FORECASTER] Starting predict_future for UPXI
[2025-11-25T23:47:29.242775] [DEBUG] [LOCAL     ] No optimal features file found for UPXI: ./output/feature-sets/UPXI.txt
[2025-11-25T23:47:29.242846] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:47:29.242902] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:47:29.242942] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:47:29.243012] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:47:29.301695] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:47:29.302476] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:47:29.302577] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:47:29.302624] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:47:29.430330] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:47:29.430526] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:47:29.430572] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:47:29.430607] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:47:29.434054] [DEBUG] [FORECASTER] UPXI: Forecast T+1@11:T+2@11: DOWN (p=23.15%)
[2025-11-25T23:47:29.434344] [INFO ] [FORECASTER] Completed predict_future for UPXI
[2025-11-25T23:47:29.434512] [INFO ] [sig       ] UPXI: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:47:29.577318] [INFO ] [LOCAL     ] Saved forecast: UPXI	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/UPXI.txt
[2025-11-25T23:47:29.577508] [INFO ] [sig       ] [3363/3639] Completed UPXI in 0.3s | 3.04 sym/s | Total: 18.4m | ETA: 1.5m
[2025-11-25T23:47:29.577564] [INFO ] [sig       ] [3364/3639] Forecasting URBN...
[2025-11-25T23:47:29.577607] [INFO ] [sig       ] Generating forecast for: URBN
[2025-11-25T23:47:29.577670] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'URBN' from 'https://tdm.silogroup.org/data/derivative_storage/URBN.csv'.
[2025-11-25T23:47:29.588462] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'URBN'.
[2025-11-25T23:47:29.588772] [INFO ] [FORECASTER] Starting predict_future for URBN
[2025-11-25T23:47:29.589574] [DEBUG] [LOCAL     ] No optimal features file found for URBN: ./output/feature-sets/URBN.txt
[2025-11-25T23:47:29.589664] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:47:29.589713] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:47:29.589754] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:47:29.589824] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:47:29.647628] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:47:29.648369] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:47:29.648468] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:47:29.648515] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:47:29.773445] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:47:29.773721] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:47:29.773822] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:47:29.773875] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:47:29.778712] [DEBUG] [FORECASTER] URBN: Forecast T+1@11:T+2@11: UP (p=95.56%)
[2025-11-25T23:47:29.779192] [INFO ] [FORECASTER] Completed predict_future for URBN
[2025-11-25T23:47:29.779435] [INFO ] [sig       ] URBN: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:47:29.934848] [INFO ] [LOCAL     ] Saved forecast: URBN	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/URBN.txt
[2025-11-25T23:47:29.935037] [INFO ] [sig       ] [3364/3639] Completed URBN in 0.4s | 3.04 sym/s | Total: 18.4m | ETA: 1.5m
[2025-11-25T23:47:29.935092] [INFO ] [sig       ] [3365/3639] Forecasting URGN...
[2025-11-25T23:47:29.935139] [INFO ] [sig       ] Generating forecast for: URGN
[2025-11-25T23:47:29.935182] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'URGN' from 'https://tdm.silogroup.org/data/derivative_storage/URGN.csv'.
[2025-11-25T23:47:29.946325] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'URGN'.
[2025-11-25T23:47:29.946743] [INFO ] [FORECASTER] Starting predict_future for URGN
[2025-11-25T23:47:29.947571] [DEBUG] [LOCAL     ] No optimal features file found for URGN: ./output/feature-sets/URGN.txt
[2025-11-25T23:47:29.947659] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:47:29.947708] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:47:29.947746] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:47:29.947813] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:47:30.007030] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:47:30.008033] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:47:30.008137] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:47:30.008187] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:47:30.128880] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:47:30.129070] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:47:30.129117] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:47:30.129153] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:47:30.132724] [DEBUG] [FORECASTER] URGN: Forecast T+1@11:T+2@11: DOWN (p=22.96%)
[2025-11-25T23:47:30.133190] [INFO ] [FORECASTER] Completed predict_future for URGN
[2025-11-25T23:47:30.133418] [INFO ] [sig       ] URGN: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:47:30.276588] [INFO ] [LOCAL     ] Saved forecast: URGN	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/URGN.txt
[2025-11-25T23:47:30.276799] [INFO ] [sig       ] [3365/3639] Completed URGN in 0.3s | 3.04 sym/s | Total: 18.4m | ETA: 1.5m
[2025-11-25T23:47:30.276868] [INFO ] [sig       ] [3366/3639] Forecasting URI...
[2025-11-25T23:47:30.276920] [INFO ] [sig       ] Generating forecast for: URI
[2025-11-25T23:47:30.276965] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'URI' from 'https://tdm.silogroup.org/data/derivative_storage/URI.csv'.
[2025-11-25T23:47:30.289075] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'URI'.
[2025-11-25T23:47:30.289522] [INFO ] [FORECASTER] Starting predict_future for URI
[2025-11-25T23:47:30.290540] [DEBUG] [LOCAL     ] No optimal features file found for URI: ./output/feature-sets/URI.txt
[2025-11-25T23:47:30.290627] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:47:30.290709] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:47:30.290763] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:47:30.290860] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:47:30.353910] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:47:30.354884] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:47:30.354988] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:47:30.355039] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:47:30.483153] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:47:30.483422] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:47:30.483525] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:47:30.483572] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:47:30.487522] [DEBUG] [FORECASTER] URI: Forecast T+1@11:T+2@11: DOWN (p=2.88%)
[2025-11-25T23:47:30.487887] [INFO ] [FORECASTER] Completed predict_future for URI
[2025-11-25T23:47:30.488062] [INFO ] [sig       ] URI: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:47:30.631717] [INFO ] [LOCAL     ] Saved forecast: URI	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/URI.txt
[2025-11-25T23:47:30.631901] [INFO ] [sig       ] [3366/3639] Completed URI in 0.4s | 3.04 sym/s | Total: 18.4m | ETA: 1.5m
[2025-11-25T23:47:30.631955] [INFO ] [sig       ] [3367/3639] Forecasting URNJ...
[2025-11-25T23:47:30.631999] [INFO ] [sig       ] Generating forecast for: URNJ
[2025-11-25T23:47:30.632039] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'URNJ' from 'https://tdm.silogroup.org/data/derivative_storage/URNJ.csv'.
[2025-11-25T23:47:30.643375] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'URNJ'.
[2025-11-25T23:47:30.643806] [INFO ] [FORECASTER] Starting predict_future for URNJ
[2025-11-25T23:47:30.644634] [DEBUG] [LOCAL     ] No optimal features file found for URNJ: ./output/feature-sets/URNJ.txt
[2025-11-25T23:47:30.644732] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:47:30.644780] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:47:30.644819] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:47:30.644887] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:47:30.702357] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:47:30.703227] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:47:30.703331] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:47:30.703378] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:47:30.822604] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:47:30.822824] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:47:30.822871] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:47:30.822905] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:47:30.826431] [DEBUG] [FORECASTER] URNJ: Forecast T+1@11:T+2@11: UP (p=96.56%)
[2025-11-25T23:47:30.826894] [INFO ] [FORECASTER] Completed predict_future for URNJ
[2025-11-25T23:47:30.827108] [INFO ] [sig       ] URNJ: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:47:30.970568] [INFO ] [LOCAL     ] Saved forecast: URNJ	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/URNJ.txt
[2025-11-25T23:47:30.970793] [INFO ] [sig       ] [3367/3639] Completed URNJ in 0.3s | 3.04 sym/s | Total: 18.4m | ETA: 1.5m
[2025-11-25T23:47:30.970856] [INFO ] [sig       ] [3368/3639] Forecasting UROY...
[2025-11-25T23:47:30.970903] [INFO ] [sig       ] Generating forecast for: UROY
[2025-11-25T23:47:30.970940] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UROY' from 'https://tdm.silogroup.org/data/derivative_storage/UROY.csv'.
[2025-11-25T23:47:30.982882] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UROY'.
[2025-11-25T23:47:30.983280] [INFO ] [FORECASTER] Starting predict_future for UROY
[2025-11-25T23:47:30.984146] [DEBUG] [LOCAL     ] No optimal features file found for UROY: ./output/feature-sets/UROY.txt
[2025-11-25T23:47:30.984216] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:47:30.984275] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:47:30.984327] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:47:30.984419] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:47:31.042154] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:47:31.043100] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:47:31.043204] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:47:31.043263] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:47:31.145304] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:47:31.145458] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:47:31.145503] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:47:31.145536] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:47:31.148870] [DEBUG] [FORECASTER] UROY: Forecast T+1@11:T+2@11: UP (p=60.09%)
[2025-11-25T23:47:31.149308] [INFO ] [FORECASTER] Completed predict_future for UROY
[2025-11-25T23:47:31.149519] [INFO ] [sig       ] UROY: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:47:31.291892] [INFO ] [LOCAL     ] Saved forecast: UROY	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/UROY.txt
[2025-11-25T23:47:31.292059] [INFO ] [sig       ] [3368/3639] Completed UROY in 0.3s | 3.04 sym/s | Total: 18.4m | ETA: 1.5m
[2025-11-25T23:47:31.292116] [INFO ] [sig       ] [3369/3639] Forecasting USA...
[2025-11-25T23:47:31.292178] [INFO ] [sig       ] Generating forecast for: USA
[2025-11-25T23:47:31.292235] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'USA' from 'https://tdm.silogroup.org/data/derivative_storage/USA.csv'.
[2025-11-25T23:47:31.305242] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'USA'.
[2025-11-25T23:47:31.305726] [INFO ] [FORECASTER] Starting predict_future for USA
[2025-11-25T23:47:31.306670] [DEBUG] [LOCAL     ] No optimal features file found for USA: ./output/feature-sets/USA.txt
[2025-11-25T23:47:31.306742] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:47:31.306792] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:47:31.306833] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:47:31.306904] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:47:31.367201] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:47:31.368347] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:47:31.368470] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:47:31.368519] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:47:31.488485] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:47:31.488763] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:47:31.488827] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:47:31.488881] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:47:31.492502] [DEBUG] [FORECASTER] USA: Forecast T+1@11:T+2@11: UP (p=73.17%)
[2025-11-25T23:47:31.492857] [INFO ] [FORECASTER] Completed predict_future for USA
[2025-11-25T23:47:31.493050] [INFO ] [sig       ] USA: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:47:31.635478] [INFO ] [LOCAL     ] Saved forecast: USA	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/USA.txt
[2025-11-25T23:47:31.635668] [INFO ] [sig       ] [3369/3639] Completed USA in 0.3s | 3.04 sym/s | Total: 18.5m | ETA: 1.5m
[2025-11-25T23:47:31.635730] [INFO ] [sig       ] [3370/3639] Forecasting USAC...
[2025-11-25T23:47:31.635775] [INFO ] [sig       ] Generating forecast for: USAC
[2025-11-25T23:47:31.635818] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'USAC' from 'https://tdm.silogroup.org/data/derivative_storage/USAC.csv'.
[2025-11-25T23:47:31.647738] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'USAC'.
[2025-11-25T23:47:31.648134] [INFO ] [FORECASTER] Starting predict_future for USAC
[2025-11-25T23:47:31.649055] [DEBUG] [LOCAL     ] No optimal features file found for USAC: ./output/feature-sets/USAC.txt
[2025-11-25T23:47:31.649143] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:47:31.649218] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:47:31.649283] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:47:31.649375] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:47:31.708877] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:47:31.709855] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:47:31.709958] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:47:31.710009] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:47:31.804304] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:47:31.804478] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:47:31.804524] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:47:31.804559] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:47:31.807945] [DEBUG] [FORECASTER] USAC: Forecast T+1@11:T+2@11: DOWN (p=27.66%)
[2025-11-25T23:47:31.808263] [INFO ] [FORECASTER] Completed predict_future for USAC
[2025-11-25T23:47:31.808426] [INFO ] [sig       ] USAC: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:47:31.955410] [INFO ] [LOCAL     ] Saved forecast: USAC	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/USAC.txt
[2025-11-25T23:47:31.955595] [INFO ] [sig       ] [3370/3639] Completed USAC in 0.3s | 3.04 sym/s | Total: 18.5m | ETA: 1.5m
[2025-11-25T23:47:31.955672] [INFO ] [sig       ] [3371/3639] Forecasting USB...
[2025-11-25T23:47:31.955719] [INFO ] [sig       ] Generating forecast for: USB
[2025-11-25T23:47:31.955762] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'USB' from 'https://tdm.silogroup.org/data/derivative_storage/USB.csv'.
[2025-11-25T23:47:31.967171] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'USB'.
[2025-11-25T23:47:31.967598] [INFO ] [FORECASTER] Starting predict_future for USB
[2025-11-25T23:47:31.968462] [DEBUG] [LOCAL     ] No optimal features file found for USB: ./output/feature-sets/USB.txt
[2025-11-25T23:47:31.968535] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:47:31.968583] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:47:31.968635] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:47:31.968775] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:47:32.027397] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:47:32.028373] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:47:32.028479] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:47:32.028539] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:47:32.124692] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:47:32.124895] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:47:32.124942] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:47:32.124977] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:47:32.128549] [DEBUG] [FORECASTER] USB: Forecast T+1@11:T+2@11: UP (p=54.68%)
[2025-11-25T23:47:32.128903] [INFO ] [FORECASTER] Completed predict_future for USB
[2025-11-25T23:47:32.129079] [INFO ] [sig       ] USB: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:47:32.270514] [INFO ] [LOCAL     ] Saved forecast: USB	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/USB.txt
[2025-11-25T23:47:32.270725] [INFO ] [sig       ] [3371/3639] Completed USB in 0.3s | 3.04 sym/s | Total: 18.5m | ETA: 1.5m
[2025-11-25T23:47:32.270785] [INFO ] [sig       ] [3372/3639] Forecasting USCB...
[2025-11-25T23:47:32.270828] [INFO ] [sig       ] Generating forecast for: USCB
[2025-11-25T23:47:32.270870] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'USCB' from 'https://tdm.silogroup.org/data/derivative_storage/USCB.csv'.
[2025-11-25T23:47:32.281951] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'USCB'.
[2025-11-25T23:47:32.282383] [INFO ] [FORECASTER] Starting predict_future for USCB
[2025-11-25T23:47:32.283271] [DEBUG] [LOCAL     ] No optimal features file found for USCB: ./output/feature-sets/USCB.txt
[2025-11-25T23:47:32.283343] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:47:32.283389] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:47:32.283430] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:47:32.283500] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:47:32.343711] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:47:32.344890] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:47:32.345008] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:47:32.345057] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:47:32.461561] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:47:32.461774] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:47:32.461828] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:47:32.461863] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:47:32.466063] [DEBUG] [FORECASTER] USCB: Forecast T+1@11:T+2@11: UP (p=83.36%)
[2025-11-25T23:47:32.466473] [INFO ] [FORECASTER] Completed predict_future for USCB
[2025-11-25T23:47:32.466668] [INFO ] [sig       ] USCB: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:47:32.615816] [INFO ] [LOCAL     ] Saved forecast: USCB	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/USCB.txt
[2025-11-25T23:47:32.616006] [INFO ] [sig       ] [3372/3639] Completed USCB in 0.3s | 3.04 sym/s | Total: 18.5m | ETA: 1.5m
[2025-11-25T23:47:32.616064] [INFO ] [sig       ] [3373/3639] Forecasting USDX...
[2025-11-25T23:47:32.616114] [INFO ] [sig       ] Generating forecast for: USDX
[2025-11-25T23:47:32.616169] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'USDX' from 'https://tdm.silogroup.org/data/derivative_storage/USDX.csv'.
[2025-11-25T23:47:32.628159] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'USDX'.
[2025-11-25T23:47:32.628749] [INFO ] [FORECASTER] Starting predict_future for USDX
[2025-11-25T23:47:32.629766] [DEBUG] [LOCAL     ] No optimal features file found for USDX: ./output/feature-sets/USDX.txt
[2025-11-25T23:47:32.629846] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:47:32.629901] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:47:32.629950] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:47:32.630038] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:47:32.687758] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:47:32.688713] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:47:32.688816] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:47:32.688866] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:47:32.803826] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:47:32.803979] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:47:32.804026] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:47:32.804060] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:47:32.807582] [DEBUG] [FORECASTER] USDX: Forecast T+1@11:T+2@11: UP (p=87.70%)
[2025-11-25T23:47:32.807913] [INFO ] [FORECASTER] Completed predict_future for USDX
[2025-11-25T23:47:32.808074] [INFO ] [sig       ] USDX: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:47:32.951695] [INFO ] [LOCAL     ] Saved forecast: USDX	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/USDX.txt
[2025-11-25T23:47:32.951869] [INFO ] [sig       ] [3373/3639] Completed USDX in 0.3s | 3.04 sym/s | Total: 18.5m | ETA: 1.5m
[2025-11-25T23:47:32.951927] [INFO ] [sig       ] [3374/3639] Forecasting USEA...
[2025-11-25T23:47:32.951983] [INFO ] [sig       ] Generating forecast for: USEA
[2025-11-25T23:47:32.952029] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'USEA' from 'https://tdm.silogroup.org/data/derivative_storage/USEA.csv'.
[2025-11-25T23:47:32.963961] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'USEA'.
[2025-11-25T23:47:32.964398] [INFO ] [FORECASTER] Starting predict_future for USEA
[2025-11-25T23:47:32.965265] [DEBUG] [LOCAL     ] No optimal features file found for USEA: ./output/feature-sets/USEA.txt
[2025-11-25T23:47:32.965340] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:47:32.965387] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:47:32.965429] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:47:32.965509] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:47:33.022206] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:47:33.023028] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:47:33.023131] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:47:33.023194] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:47:33.141816] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:47:33.142039] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:47:33.142088] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:47:33.142122] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:47:33.145615] [DEBUG] [FORECASTER] USEA: Forecast T+1@11:T+2@11: UP (p=67.45%)
[2025-11-25T23:47:33.146047] [INFO ] [FORECASTER] Completed predict_future for USEA
[2025-11-25T23:47:33.146214] [INFO ] [sig       ] USEA: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:47:33.287066] [INFO ] [LOCAL     ] Saved forecast: USEA	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/USEA.txt
[2025-11-25T23:47:33.287256] [INFO ] [sig       ] [3374/3639] Completed USEA in 0.3s | 3.04 sym/s | Total: 18.5m | ETA: 1.5m
[2025-11-25T23:47:33.287314] [INFO ] [sig       ] [3375/3639] Forecasting USFD...
[2025-11-25T23:47:33.287371] [INFO ] [sig       ] Generating forecast for: USFD
[2025-11-25T23:47:33.287422] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'USFD' from 'https://tdm.silogroup.org/data/derivative_storage/USFD.csv'.
[2025-11-25T23:47:33.299072] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'USFD'.
[2025-11-25T23:47:33.299463] [INFO ] [FORECASTER] Starting predict_future for USFD
[2025-11-25T23:47:33.300305] [DEBUG] [LOCAL     ] No optimal features file found for USFD: ./output/feature-sets/USFD.txt
[2025-11-25T23:47:33.300373] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:47:33.300422] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:47:33.300467] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:47:33.300593] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:47:33.359221] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:47:33.360147] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:47:33.360287] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:47:33.360339] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:47:33.491331] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:47:33.491532] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:47:33.491578] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:47:33.491613] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:47:33.495174] [DEBUG] [FORECASTER] USFD: Forecast T+1@11:T+2@11: UP (p=66.17%)
[2025-11-25T23:47:33.495478] [INFO ] [FORECASTER] Completed predict_future for USFD
[2025-11-25T23:47:33.495634] [INFO ] [sig       ] USFD: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:47:33.640211] [INFO ] [LOCAL     ] Saved forecast: USFD	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/USFD.txt
[2025-11-25T23:47:33.640412] [INFO ] [sig       ] [3375/3639] Completed USFD in 0.4s | 3.04 sym/s | Total: 18.5m | ETA: 1.4m
[2025-11-25T23:47:33.640495] [INFO ] [sig       ] [3376/3639] Forecasting USGO...
[2025-11-25T23:47:33.640551] [INFO ] [sig       ] Generating forecast for: USGO
[2025-11-25T23:47:33.640598] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'USGO' from 'https://tdm.silogroup.org/data/derivative_storage/USGO.csv'.
[2025-11-25T23:47:33.654209] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'USGO'.
[2025-11-25T23:47:33.654783] [INFO ] [FORECASTER] Starting predict_future for USGO
[2025-11-25T23:47:33.655808] [DEBUG] [LOCAL     ] No optimal features file found for USGO: ./output/feature-sets/USGO.txt
[2025-11-25T23:47:33.655888] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:47:33.655940] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:47:33.655985] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:47:33.656057] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:47:33.719128] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:47:33.720473] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:47:33.720620] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:47:33.720715] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:47:33.839893] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:47:33.840197] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:47:33.840253] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:47:33.840289] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:47:33.844601] [DEBUG] [FORECASTER] USGO: Forecast T+1@11:T+2@11: UP (p=76.26%)
[2025-11-25T23:47:33.844966] [INFO ] [FORECASTER] Completed predict_future for USGO
[2025-11-25T23:47:33.845137] [INFO ] [sig       ] USGO: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:47:34.001335] [INFO ] [LOCAL     ] Saved forecast: USGO	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/USGO.txt
[2025-11-25T23:47:34.001532] [INFO ] [sig       ] [3376/3639] Completed USGO in 0.4s | 3.04 sym/s | Total: 18.5m | ETA: 1.4m
[2025-11-25T23:47:34.001592] [INFO ] [sig       ] [3377/3639] Forecasting USIG...
[2025-11-25T23:47:34.001666] [INFO ] [sig       ] Generating forecast for: USIG
[2025-11-25T23:47:34.001715] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'USIG' from 'https://tdm.silogroup.org/data/derivative_storage/USIG.csv'.
[2025-11-25T23:47:34.013889] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'USIG'.
[2025-11-25T23:47:34.014271] [INFO ] [FORECASTER] Starting predict_future for USIG
[2025-11-25T23:47:34.015205] [DEBUG] [LOCAL     ] No optimal features file found for USIG: ./output/feature-sets/USIG.txt
[2025-11-25T23:47:34.015278] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:47:34.015327] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:47:34.015368] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:47:34.015441] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:47:34.072864] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:47:34.073635] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:47:34.073766] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:47:34.073815] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:47:34.210978] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:47:34.211186] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:47:34.211235] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:47:34.211292] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:47:34.214944] [DEBUG] [FORECASTER] USIG: Forecast T+1@11:T+2@11: DOWN (p=40.43%)
[2025-11-25T23:47:34.215340] [INFO ] [FORECASTER] Completed predict_future for USIG
[2025-11-25T23:47:34.215769] [INFO ] [sig       ] USIG: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:47:34.367810] [INFO ] [LOCAL     ] Saved forecast: USIG	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/USIG.txt
[2025-11-25T23:47:34.368011] [INFO ] [sig       ] [3377/3639] Completed USIG in 0.4s | 3.04 sym/s | Total: 18.5m | ETA: 1.4m
[2025-11-25T23:47:34.368072] [INFO ] [sig       ] [3378/3639] Forecasting USIO...
[2025-11-25T23:47:34.368120] [INFO ] [sig       ] Generating forecast for: USIO
[2025-11-25T23:47:34.368173] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'USIO' from 'https://tdm.silogroup.org/data/derivative_storage/USIO.csv'.
[2025-11-25T23:47:34.381459] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'USIO'.
[2025-11-25T23:47:34.382056] [INFO ] [FORECASTER] Starting predict_future for USIO
[2025-11-25T23:47:34.383263] [DEBUG] [LOCAL     ] No optimal features file found for USIO: ./output/feature-sets/USIO.txt
[2025-11-25T23:47:34.383340] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:47:34.383392] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:47:34.383472] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:47:34.383554] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:47:34.443034] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:47:34.444347] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:47:34.444464] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:47:34.444534] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:47:34.557895] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:47:34.558188] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:47:34.558243] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:47:34.558280] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:47:34.562418] [DEBUG] [FORECASTER] USIO: Forecast T+1@11:T+2@11: DOWN (p=7.65%)
[2025-11-25T23:47:34.562805] [INFO ] [FORECASTER] Completed predict_future for USIO
[2025-11-25T23:47:34.563011] [INFO ] [sig       ] USIO: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:47:34.713140] [INFO ] [LOCAL     ] Saved forecast: USIO	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/USIO.txt
[2025-11-25T23:47:34.713368] [INFO ] [sig       ] [3378/3639] Completed USIO in 0.3s | 3.04 sym/s | Total: 18.5m | ETA: 1.4m
[2025-11-25T23:47:34.713430] [INFO ] [sig       ] [3379/3639] Forecasting USLM...
[2025-11-25T23:47:34.713478] [INFO ] [sig       ] Generating forecast for: USLM
[2025-11-25T23:47:34.713514] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'USLM' from 'https://tdm.silogroup.org/data/derivative_storage/USLM.csv'.
[2025-11-25T23:47:34.727343] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'USLM'.
[2025-11-25T23:47:34.728109] [INFO ] [FORECASTER] Starting predict_future for USLM
[2025-11-25T23:47:34.729428] [DEBUG] [LOCAL     ] No optimal features file found for USLM: ./output/feature-sets/USLM.txt
[2025-11-25T23:47:34.729521] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:47:34.729593] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:47:34.729685] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:47:34.729801] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:47:34.794148] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:47:34.795231] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:47:34.795377] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:47:34.795430] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:47:34.907881] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:47:34.908140] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:47:34.908192] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:47:34.908229] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:47:34.912299] [DEBUG] [FORECASTER] USLM: Forecast T+1@11:T+2@11: UP (p=92.01%)
[2025-11-25T23:47:34.912778] [INFO ] [FORECASTER] Completed predict_future for USLM
[2025-11-25T23:47:34.913020] [INFO ] [sig       ] USLM: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:47:35.071438] [INFO ] [LOCAL     ] Saved forecast: USLM	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/USLM.txt
[2025-11-25T23:47:35.071721] [INFO ] [sig       ] [3379/3639] Completed USLM in 0.4s | 3.04 sym/s | Total: 18.5m | ETA: 1.4m
[2025-11-25T23:47:35.071786] [INFO ] [sig       ] [3380/3639] Forecasting USMC...
[2025-11-25T23:47:35.071833] [INFO ] [sig       ] Generating forecast for: USMC
[2025-11-25T23:47:35.071879] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'USMC' from 'https://tdm.silogroup.org/data/derivative_storage/USMC.csv'.
[2025-11-25T23:47:35.084608] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'USMC'.
[2025-11-25T23:47:35.085051] [INFO ] [FORECASTER] Starting predict_future for USMC
[2025-11-25T23:47:35.085959] [DEBUG] [LOCAL     ] No optimal features file found for USMC: ./output/feature-sets/USMC.txt
[2025-11-25T23:47:35.086032] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:47:35.086081] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:47:35.086124] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:47:35.086194] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:47:35.143393] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:47:35.144082] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:47:35.144182] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:47:35.144229] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:47:35.256868] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:47:35.257053] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:47:35.257100] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:47:35.257134] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:47:35.260611] [DEBUG] [FORECASTER] USMC: Forecast T+1@11:T+2@11: DOWN (p=12.73%)
[2025-11-25T23:47:35.260923] [INFO ] [FORECASTER] Completed predict_future for USMC
[2025-11-25T23:47:35.261086] [INFO ] [sig       ] USMC: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:47:35.402845] [INFO ] [LOCAL     ] Saved forecast: USMC	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/USMC.txt
[2025-11-25T23:47:35.402980] [INFO ] [sig       ] [3380/3639] Completed USMC in 0.3s | 3.04 sym/s | Total: 18.5m | ETA: 1.4m
[2025-11-25T23:47:35.403037] [INFO ] [sig       ] [3381/3639] Forecasting USOI...
[2025-11-25T23:47:35.403083] [INFO ] [sig       ] Generating forecast for: USOI
[2025-11-25T23:47:35.403127] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'USOI' from 'https://tdm.silogroup.org/data/derivative_storage/USOI.csv'.
[2025-11-25T23:47:35.414339] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'USOI'.
[2025-11-25T23:47:35.414631] [INFO ] [FORECASTER] Starting predict_future for USOI
[2025-11-25T23:47:35.415516] [DEBUG] [LOCAL     ] No optimal features file found for USOI: ./output/feature-sets/USOI.txt
[2025-11-25T23:47:35.415587] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:47:35.415634] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:47:35.415760] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:47:35.415841] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:47:35.472707] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:47:35.473369] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:47:35.473469] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:47:35.473527] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:47:35.586252] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:47:35.586403] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:47:35.586447] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:47:35.586481] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:47:35.589970] [DEBUG] [FORECASTER] USOI: Forecast T+1@11:T+2@11: UP (p=90.17%)
[2025-11-25T23:47:35.590379] [INFO ] [FORECASTER] Completed predict_future for USOI
[2025-11-25T23:47:35.590600] [INFO ] [sig       ] USOI: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:47:35.731544] [INFO ] [LOCAL     ] Saved forecast: USOI	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/USOI.txt
[2025-11-25T23:47:35.731699] [INFO ] [sig       ] [3381/3639] Completed USOI in 0.3s | 3.04 sym/s | Total: 18.5m | ETA: 1.4m
[2025-11-25T23:47:35.731755] [INFO ] [sig       ] [3382/3639] Forecasting USOY...
[2025-11-25T23:47:35.731802] [INFO ] [sig       ] Generating forecast for: USOY
[2025-11-25T23:47:35.731885] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'USOY' from 'https://tdm.silogroup.org/data/derivative_storage/USOY.csv'.
[2025-11-25T23:47:35.743673] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'USOY'.
[2025-11-25T23:47:35.743965] [INFO ] [FORECASTER] Starting predict_future for USOY
[2025-11-25T23:47:35.745005] [DEBUG] [LOCAL     ] No optimal features file found for USOY: ./output/feature-sets/USOY.txt
[2025-11-25T23:47:35.745075] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:47:35.745133] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:47:35.745184] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:47:35.745282] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:47:35.803528] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:47:35.804352] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:47:35.804454] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:47:35.804516] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:47:35.921356] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:47:35.921513] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:47:35.921557] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:47:35.921592] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:47:35.924973] [DEBUG] [FORECASTER] USOY: Forecast T+1@11:T+2@11: UP (p=87.10%)
[2025-11-25T23:47:35.925271] [INFO ] [FORECASTER] Completed predict_future for USOY
[2025-11-25T23:47:35.925432] [INFO ] [sig       ] USOY: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:47:36.066608] [INFO ] [LOCAL     ] Saved forecast: USOY	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/USOY.txt
[2025-11-25T23:47:36.066788] [INFO ] [sig       ] [3382/3639] Completed USOY in 0.3s | 3.04 sym/s | Total: 18.5m | ETA: 1.4m
[2025-11-25T23:47:36.066845] [INFO ] [sig       ] [3383/3639] Forecasting USTB...
[2025-11-25T23:47:36.066904] [INFO ] [sig       ] Generating forecast for: USTB
[2025-11-25T23:47:36.066985] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'USTB' from 'https://tdm.silogroup.org/data/derivative_storage/USTB.csv'.
[2025-11-25T23:47:36.080568] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'USTB'.
[2025-11-25T23:47:36.081299] [INFO ] [FORECASTER] Starting predict_future for USTB
[2025-11-25T23:47:36.082351] [DEBUG] [LOCAL     ] No optimal features file found for USTB: ./output/feature-sets/USTB.txt
[2025-11-25T23:47:36.082427] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:47:36.082491] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:47:36.082549] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:47:36.082701] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:47:36.143723] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:47:36.144978] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:47:36.145101] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:47:36.145164] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:47:36.252383] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:47:36.252663] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:47:36.252750] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:47:36.252798] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:47:36.256771] [DEBUG] [FORECASTER] USTB: Forecast T+1@11:T+2@11: UP (p=97.20%)
[2025-11-25T23:47:36.257110] [INFO ] [FORECASTER] Completed predict_future for USTB
[2025-11-25T23:47:36.257284] [INFO ] [sig       ] USTB: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:47:36.402845] [INFO ] [LOCAL     ] Saved forecast: USTB	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/USTB.txt
[2025-11-25T23:47:36.403099] [INFO ] [sig       ] [3383/3639] Completed USTB in 0.3s | 3.04 sym/s | Total: 18.5m | ETA: 1.4m
[2025-11-25T23:47:36.403194] [INFO ] [sig       ] [3384/3639] Forecasting USVM...
[2025-11-25T23:47:36.403247] [INFO ] [sig       ] Generating forecast for: USVM
[2025-11-25T23:47:36.403301] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'USVM' from 'https://tdm.silogroup.org/data/derivative_storage/USVM.csv'.
[2025-11-25T23:47:36.415801] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'USVM'.
[2025-11-25T23:47:36.416295] [INFO ] [FORECASTER] Starting predict_future for USVM
[2025-11-25T23:47:36.417300] [DEBUG] [LOCAL     ] No optimal features file found for USVM: ./output/feature-sets/USVM.txt
[2025-11-25T23:47:36.417399] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:47:36.417463] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:47:36.417519] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:47:36.417613] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:47:36.478370] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:47:36.479999] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:47:36.480138] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:47:36.480199] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:47:36.595132] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:47:36.595389] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:47:36.595445] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:47:36.595482] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:47:36.599593] [DEBUG] [FORECASTER] USVM: Forecast T+1@11:T+2@11: UP (p=61.10%)
[2025-11-25T23:47:36.599949] [INFO ] [FORECASTER] Completed predict_future for USVM
[2025-11-25T23:47:36.600136] [INFO ] [sig       ] USVM: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:47:36.746831] [INFO ] [LOCAL     ] Saved forecast: USVM	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/USVM.txt
[2025-11-25T23:47:36.747120] [INFO ] [sig       ] [3384/3639] Completed USVM in 0.3s | 3.04 sym/s | Total: 18.5m | ETA: 1.4m
[2025-11-25T23:47:36.747193] [INFO ] [sig       ] [3385/3639] Forecasting USXF...
[2025-11-25T23:47:36.747305] [INFO ] [sig       ] Generating forecast for: USXF
[2025-11-25T23:47:36.747391] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'USXF' from 'https://tdm.silogroup.org/data/derivative_storage/USXF.csv'.
[2025-11-25T23:47:36.760535] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'USXF'.
[2025-11-25T23:47:36.761068] [INFO ] [FORECASTER] Starting predict_future for USXF
[2025-11-25T23:47:36.762118] [DEBUG] [LOCAL     ] No optimal features file found for USXF: ./output/feature-sets/USXF.txt
[2025-11-25T23:47:36.762193] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:47:36.762258] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:47:36.762315] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:47:36.762412] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:47:36.821992] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:47:36.823145] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:47:36.823277] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:47:36.823334] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:47:36.941184] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:47:36.941439] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:47:36.941489] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:47:36.941525] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:47:36.945608] [DEBUG] [FORECASTER] USXF: Forecast T+1@11:T+2@11: UP (p=98.82%)
[2025-11-25T23:47:36.945965] [INFO ] [FORECASTER] Completed predict_future for USXF
[2025-11-25T23:47:36.946148] [INFO ] [sig       ] USXF: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:47:37.090451] [INFO ] [LOCAL     ] Saved forecast: USXF	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/USXF.txt
[2025-11-25T23:47:37.090765] [INFO ] [sig       ] [3385/3639] Completed USXF in 0.3s | 3.04 sym/s | Total: 18.5m | ETA: 1.4m
[2025-11-25T23:47:37.090840] [INFO ] [sig       ] [3386/3639] Forecasting UTEN...
[2025-11-25T23:47:37.090896] [INFO ] [sig       ] Generating forecast for: UTEN
[2025-11-25T23:47:37.091048] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UTEN' from 'https://tdm.silogroup.org/data/derivative_storage/UTEN.csv'.
[2025-11-25T23:47:37.104233] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UTEN'.
[2025-11-25T23:47:37.104867] [INFO ] [FORECASTER] Starting predict_future for UTEN
[2025-11-25T23:47:37.105892] [DEBUG] [LOCAL     ] No optimal features file found for UTEN: ./output/feature-sets/UTEN.txt
[2025-11-25T23:47:37.105965] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:47:37.106014] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:47:37.106058] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:47:37.106129] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:47:37.166443] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:47:37.167815] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:47:37.167925] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:47:37.167972] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:47:37.288888] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:47:37.289176] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:47:37.289229] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:47:37.289266] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:47:37.293321] [DEBUG] [FORECASTER] UTEN: Forecast T+1@11:T+2@11: UP (p=90.78%)
[2025-11-25T23:47:37.293700] [INFO ] [FORECASTER] Completed predict_future for UTEN
[2025-11-25T23:47:37.293880] [INFO ] [sig       ] UTEN: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:47:37.441188] [INFO ] [LOCAL     ] Saved forecast: UTEN	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/UTEN.txt
[2025-11-25T23:47:37.441448] [INFO ] [sig       ] [3386/3639] Completed UTEN in 0.4s | 3.04 sym/s | Total: 18.6m | ETA: 1.4m
[2025-11-25T23:47:37.441522] [INFO ] [sig       ] [3387/3639] Forecasting UTF...
[2025-11-25T23:47:37.441571] [INFO ] [sig       ] Generating forecast for: UTF
[2025-11-25T23:47:37.441621] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UTF' from 'https://tdm.silogroup.org/data/derivative_storage/UTF.csv'.
[2025-11-25T23:47:37.455414] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UTF'.
[2025-11-25T23:47:37.455901] [INFO ] [FORECASTER] Starting predict_future for UTF
[2025-11-25T23:47:37.456892] [DEBUG] [LOCAL     ] No optimal features file found for UTF: ./output/feature-sets/UTF.txt
[2025-11-25T23:47:37.456969] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:47:37.457022] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:47:37.457068] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:47:37.457145] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:47:37.518248] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:47:37.519360] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:47:37.519479] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:47:37.519531] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:47:37.640457] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:47:37.640786] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:47:37.640864] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:47:37.640914] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:47:37.645113] [DEBUG] [FORECASTER] UTF: Forecast T+1@11:T+2@11: UP (p=82.26%)
[2025-11-25T23:47:37.645474] [INFO ] [FORECASTER] Completed predict_future for UTF
[2025-11-25T23:47:37.645735] [INFO ] [sig       ] UTF: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:47:37.793749] [INFO ] [LOCAL     ] Saved forecast: UTF	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/UTF.txt
[2025-11-25T23:47:37.794028] [INFO ] [sig       ] [3387/3639] Completed UTF in 0.4s | 3.04 sym/s | Total: 18.6m | ETA: 1.4m
[2025-11-25T23:47:37.794100] [INFO ] [sig       ] [3388/3639] Forecasting UTI...
[2025-11-25T23:47:37.794160] [INFO ] [sig       ] Generating forecast for: UTI
[2025-11-25T23:47:37.794221] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UTI' from 'https://tdm.silogroup.org/data/derivative_storage/UTI.csv'.
[2025-11-25T23:47:37.809363] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UTI'.
[2025-11-25T23:47:37.809953] [INFO ] [FORECASTER] Starting predict_future for UTI
[2025-11-25T23:47:37.810964] [DEBUG] [LOCAL     ] No optimal features file found for UTI: ./output/feature-sets/UTI.txt
[2025-11-25T23:47:37.811039] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:47:37.811090] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:47:37.811135] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:47:37.811263] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:47:37.872490] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:47:37.873722] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:47:37.873846] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:47:37.873918] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:47:37.996370] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:47:37.996698] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:47:37.996765] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:47:37.996859] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:47:38.001212] [DEBUG] [FORECASTER] UTI: Forecast T+1@11:T+2@11: UP (p=95.94%)
[2025-11-25T23:47:38.001751] [INFO ] [FORECASTER] Completed predict_future for UTI
[2025-11-25T23:47:38.001992] [INFO ] [sig       ] UTI: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:47:38.153234] [INFO ] [LOCAL     ] Saved forecast: UTI	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/UTI.txt
[2025-11-25T23:47:38.153467] [INFO ] [sig       ] [3388/3639] Completed UTI in 0.4s | 3.04 sym/s | Total: 18.6m | ETA: 1.4m
[2025-11-25T23:47:38.153570] [INFO ] [sig       ] [3389/3639] Forecasting UTL...
[2025-11-25T23:47:38.153627] [INFO ] [sig       ] Generating forecast for: UTL
[2025-11-25T23:47:38.153710] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UTL' from 'https://tdm.silogroup.org/data/derivative_storage/UTL.csv'.
[2025-11-25T23:47:38.166574] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UTL'.
[2025-11-25T23:47:38.167017] [INFO ] [FORECASTER] Starting predict_future for UTL
[2025-11-25T23:47:38.168048] [DEBUG] [LOCAL     ] No optimal features file found for UTL: ./output/feature-sets/UTL.txt
[2025-11-25T23:47:38.168124] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:47:38.168188] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:47:38.168245] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:47:38.168331] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:47:38.227196] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:47:38.228174] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:47:38.228291] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:47:38.228357] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:47:38.340404] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:47:38.340663] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:47:38.340723] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:47:38.340784] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:47:38.344531] [DEBUG] [FORECASTER] UTL: Forecast T+1@11:T+2@11: DOWN (p=21.14%)
[2025-11-25T23:47:38.344860] [INFO ] [FORECASTER] Completed predict_future for UTL
[2025-11-25T23:47:38.345023] [INFO ] [sig       ] UTL: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:47:38.494687] [INFO ] [LOCAL     ] Saved forecast: UTL	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/UTL.txt
[2025-11-25T23:47:38.494936] [INFO ] [sig       ] [3389/3639] Completed UTL in 0.3s | 3.04 sym/s | Total: 18.6m | ETA: 1.4m
[2025-11-25T23:47:38.495001] [INFO ] [sig       ] [3390/3639] Forecasting UTMD...
[2025-11-25T23:47:38.495050] [INFO ] [sig       ] Generating forecast for: UTMD
[2025-11-25T23:47:38.495094] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UTMD' from 'https://tdm.silogroup.org/data/derivative_storage/UTMD.csv'.
[2025-11-25T23:47:38.508156] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UTMD'.
[2025-11-25T23:47:38.508989] [INFO ] [FORECASTER] Starting predict_future for UTMD
[2025-11-25T23:47:38.510069] [DEBUG] [LOCAL     ] No optimal features file found for UTMD: ./output/feature-sets/UTMD.txt
[2025-11-25T23:47:38.510142] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:47:38.510204] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:47:38.510257] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:47:38.510331] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:47:38.570384] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:47:38.571611] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:47:38.571758] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:47:38.571824] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:47:38.683444] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:47:38.683719] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:47:38.683776] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:47:38.683811] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:47:38.687778] [DEBUG] [FORECASTER] UTMD: Forecast T+1@11:T+2@11: DOWN (p=47.62%)
[2025-11-25T23:47:38.688117] [INFO ] [FORECASTER] Completed predict_future for UTMD
[2025-11-25T23:47:38.688465] [INFO ] [sig       ] UTMD: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:47:38.832085] [INFO ] [LOCAL     ] Saved forecast: UTMD	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/UTMD.txt
[2025-11-25T23:47:38.832311] [INFO ] [sig       ] [3390/3639] Completed UTMD in 0.3s | 3.04 sym/s | Total: 18.6m | ETA: 1.4m
[2025-11-25T23:47:38.832375] [INFO ] [sig       ] [3391/3639] Forecasting UTWO...
[2025-11-25T23:47:38.832423] [INFO ] [sig       ] Generating forecast for: UTWO
[2025-11-25T23:47:38.832507] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UTWO' from 'https://tdm.silogroup.org/data/derivative_storage/UTWO.csv'.
[2025-11-25T23:47:38.844540] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UTWO'.
[2025-11-25T23:47:38.845127] [INFO ] [FORECASTER] Starting predict_future for UTWO
[2025-11-25T23:47:38.846107] [DEBUG] [LOCAL     ] No optimal features file found for UTWO: ./output/feature-sets/UTWO.txt
[2025-11-25T23:47:38.846180] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:47:38.846240] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:47:38.846295] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:47:38.846388] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:47:38.903462] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:47:38.904686] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:47:38.904798] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:47:38.904861] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:47:39.024860] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:47:39.025126] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:47:39.025174] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:47:39.025208] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:47:39.029221] [DEBUG] [FORECASTER] UTWO: Forecast T+1@11:T+2@11: UP (p=95.77%)
[2025-11-25T23:47:39.029778] [INFO ] [FORECASTER] Completed predict_future for UTWO
[2025-11-25T23:47:39.030014] [INFO ] [sig       ] UTWO: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:47:39.192869] [INFO ] [LOCAL     ] Saved forecast: UTWO	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/UTWO.txt
[2025-11-25T23:47:39.193126] [INFO ] [sig       ] [3391/3639] Completed UTWO in 0.4s | 3.04 sym/s | Total: 18.6m | ETA: 1.4m
[2025-11-25T23:47:39.193207] [INFO ] [sig       ] [3392/3639] Forecasting UTZ...
[2025-11-25T23:47:39.193258] [INFO ] [sig       ] Generating forecast for: UTZ
[2025-11-25T23:47:39.193303] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UTZ' from 'https://tdm.silogroup.org/data/derivative_storage/UTZ.csv'.
[2025-11-25T23:47:39.206175] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UTZ'.
[2025-11-25T23:47:39.206776] [INFO ] [FORECASTER] Starting predict_future for UTZ
[2025-11-25T23:47:39.207811] [DEBUG] [LOCAL     ] No optimal features file found for UTZ: ./output/feature-sets/UTZ.txt
[2025-11-25T23:47:39.207888] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:47:39.207938] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:47:39.207996] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:47:39.208126] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:47:39.267533] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:47:39.268740] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:47:39.268855] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:47:39.268907] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:47:39.384011] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:47:39.384266] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:47:39.384318] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:47:39.384354] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:47:39.388326] [DEBUG] [FORECASTER] UTZ: Forecast T+1@11:T+2@11: DOWN (p=25.32%)
[2025-11-25T23:47:39.388709] [INFO ] [FORECASTER] Completed predict_future for UTZ
[2025-11-25T23:47:39.388890] [INFO ] [sig       ] UTZ: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:47:39.532885] [INFO ] [LOCAL     ] Saved forecast: UTZ	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/UTZ.txt
[2025-11-25T23:47:39.533098] [INFO ] [sig       ] [3392/3639] Completed UTZ in 0.3s | 3.04 sym/s | Total: 18.6m | ETA: 1.4m
[2025-11-25T23:47:39.533184] [INFO ] [sig       ] [3393/3639] Forecasting UVE...
[2025-11-25T23:47:39.533240] [INFO ] [sig       ] Generating forecast for: UVE
[2025-11-25T23:47:39.533288] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UVE' from 'https://tdm.silogroup.org/data/derivative_storage/UVE.csv'.
[2025-11-25T23:47:39.545549] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UVE'.
[2025-11-25T23:47:39.546031] [INFO ] [FORECASTER] Starting predict_future for UVE
[2025-11-25T23:47:39.546998] [DEBUG] [LOCAL     ] No optimal features file found for UVE: ./output/feature-sets/UVE.txt
[2025-11-25T23:47:39.547072] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:47:39.547138] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:47:39.547196] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:47:39.547292] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:47:39.607689] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:47:39.608792] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:47:39.608906] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:47:39.608960] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:47:39.724818] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:47:39.725083] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:47:39.725134] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:47:39.725195] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:47:39.729136] [DEBUG] [FORECASTER] UVE: Forecast T+1@11:T+2@11: DOWN (p=5.72%)
[2025-11-25T23:47:39.729491] [INFO ] [FORECASTER] Completed predict_future for UVE
[2025-11-25T23:47:39.729784] [INFO ] [sig       ] UVE: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:47:39.875542] [INFO ] [LOCAL     ] Saved forecast: UVE	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/UVE.txt
[2025-11-25T23:47:39.875813] [INFO ] [sig       ] [3393/3639] Completed UVE in 0.3s | 3.04 sym/s | Total: 18.6m | ETA: 1.3m
[2025-11-25T23:47:39.875881] [INFO ] [sig       ] [3394/3639] Forecasting UVSP...
[2025-11-25T23:47:39.875929] [INFO ] [sig       ] Generating forecast for: UVSP
[2025-11-25T23:47:39.875976] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UVSP' from 'https://tdm.silogroup.org/data/derivative_storage/UVSP.csv'.
[2025-11-25T23:47:39.888374] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UVSP'.
[2025-11-25T23:47:39.888823] [INFO ] [FORECASTER] Starting predict_future for UVSP
[2025-11-25T23:47:39.889797] [DEBUG] [LOCAL     ] No optimal features file found for UVSP: ./output/feature-sets/UVSP.txt
[2025-11-25T23:47:39.889893] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:47:39.889955] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:47:39.890009] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:47:39.890099] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:47:39.952415] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:47:39.953557] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:47:39.953690] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:47:39.953757] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:47:40.071275] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:47:40.071542] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:47:40.071593] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:47:40.071628] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:47:40.075538] [DEBUG] [FORECASTER] UVSP: Forecast T+1@11:T+2@11: UP (p=96.48%)
[2025-11-25T23:47:40.075946] [INFO ] [FORECASTER] Completed predict_future for UVSP
[2025-11-25T23:47:40.076121] [INFO ] [sig       ] UVSP: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:47:40.218999] [INFO ] [LOCAL     ] Saved forecast: UVSP	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/UVSP.txt
[2025-11-25T23:47:40.219202] [INFO ] [sig       ] [3394/3639] Completed UVSP in 0.3s | 3.04 sym/s | Total: 18.6m | ETA: 1.3m
[2025-11-25T23:47:40.219263] [INFO ] [sig       ] [3395/3639] Forecasting UWMC...
[2025-11-25T23:47:40.219308] [INFO ] [sig       ] Generating forecast for: UWMC
[2025-11-25T23:47:40.219409] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UWMC' from 'https://tdm.silogroup.org/data/derivative_storage/UWMC.csv'.
[2025-11-25T23:47:40.231801] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UWMC'.
[2025-11-25T23:47:40.232188] [INFO ] [FORECASTER] Starting predict_future for UWMC
[2025-11-25T23:47:40.233195] [DEBUG] [LOCAL     ] No optimal features file found for UWMC: ./output/feature-sets/UWMC.txt
[2025-11-25T23:47:40.233267] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:47:40.233316] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:47:40.233360] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:47:40.233431] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:47:40.292345] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:47:40.293437] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:47:40.293563] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:47:40.293613] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:47:40.410180] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:47:40.410456] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:47:40.410512] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:47:40.410551] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:47:40.414561] [DEBUG] [FORECASTER] UWMC: Forecast T+1@11:T+2@11: UP (p=97.01%)
[2025-11-25T23:47:40.415150] [INFO ] [FORECASTER] Completed predict_future for UWMC
[2025-11-25T23:47:40.415407] [INFO ] [sig       ] UWMC: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:47:40.559810] [INFO ] [LOCAL     ] Saved forecast: UWMC	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/UWMC.txt
[2025-11-25T23:47:40.560022] [INFO ] [sig       ] [3395/3639] Completed UWMC in 0.3s | 3.04 sym/s | Total: 18.6m | ETA: 1.3m
[2025-11-25T23:47:40.560084] [INFO ] [sig       ] [3396/3639] Forecasting UXIN...
[2025-11-25T23:47:40.560129] [INFO ] [sig       ] Generating forecast for: UXIN
[2025-11-25T23:47:40.560175] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UXIN' from 'https://tdm.silogroup.org/data/derivative_storage/UXIN.csv'.
[2025-11-25T23:47:40.573069] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UXIN'.
[2025-11-25T23:47:40.573436] [INFO ] [FORECASTER] Starting predict_future for UXIN
[2025-11-25T23:47:40.574412] [DEBUG] [LOCAL     ] No optimal features file found for UXIN: ./output/feature-sets/UXIN.txt
[2025-11-25T23:47:40.574485] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:47:40.574535] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:47:40.574579] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:47:40.574728] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:47:40.634481] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:47:40.635901] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:47:40.636087] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:47:40.636145] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:47:40.756629] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:47:40.757068] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:47:40.757121] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:47:40.757157] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:47:40.761483] [DEBUG] [FORECASTER] UXIN: Forecast T+1@11:T+2@11: UP (p=88.59%)
[2025-11-25T23:47:40.761894] [INFO ] [FORECASTER] Completed predict_future for UXIN
[2025-11-25T23:47:40.762073] [INFO ] [sig       ] UXIN: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:47:40.908538] [INFO ] [LOCAL     ] Saved forecast: UXIN	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/UXIN.txt
[2025-11-25T23:47:40.908786] [INFO ] [sig       ] [3396/3639] Completed UXIN in 0.3s | 3.04 sym/s | Total: 18.6m | ETA: 1.3m
[2025-11-25T23:47:40.908865] [INFO ] [sig       ] [3397/3639] Forecasting UYLD...
[2025-11-25T23:47:40.908922] [INFO ] [sig       ] Generating forecast for: UYLD
[2025-11-25T23:47:40.908978] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UYLD' from 'https://tdm.silogroup.org/data/derivative_storage/UYLD.csv'.
[2025-11-25T23:47:40.923328] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UYLD'.
[2025-11-25T23:47:40.923848] [INFO ] [FORECASTER] Starting predict_future for UYLD
[2025-11-25T23:47:40.924842] [DEBUG] [LOCAL     ] No optimal features file found for UYLD: ./output/feature-sets/UYLD.txt
[2025-11-25T23:47:40.924915] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:47:40.924972] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:47:40.925030] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:47:40.925161] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:47:40.986101] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:47:40.987480] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:47:40.987718] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:47:40.987777] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:47:41.100459] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:47:41.100765] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:47:41.100825] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:47:41.100862] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:47:41.105164] [DEBUG] [FORECASTER] UYLD: Forecast T+1@11:T+2@11: UP (p=82.58%)
[2025-11-25T23:47:41.105804] [INFO ] [FORECASTER] Completed predict_future for UYLD
[2025-11-25T23:47:41.106046] [INFO ] [sig       ] UYLD: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:47:41.257858] [INFO ] [LOCAL     ] Saved forecast: UYLD	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/UYLD.txt
[2025-11-25T23:47:41.258157] [INFO ] [sig       ] [3397/3639] Completed UYLD in 0.3s | 3.04 sym/s | Total: 18.6m | ETA: 1.3m
[2025-11-25T23:47:41.258241] [INFO ] [sig       ] [3398/3639] Forecasting UZE...
[2025-11-25T23:47:41.258303] [INFO ] [sig       ] Generating forecast for: UZE
[2025-11-25T23:47:41.258360] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UZE' from 'https://tdm.silogroup.org/data/derivative_storage/UZE.csv'.
[2025-11-25T23:47:41.271344] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UZE'.
[2025-11-25T23:47:41.271817] [INFO ] [FORECASTER] Starting predict_future for UZE
[2025-11-25T23:47:41.272802] [DEBUG] [LOCAL     ] No optimal features file found for UZE: ./output/feature-sets/UZE.txt
[2025-11-25T23:47:41.272874] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:47:41.272933] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:47:41.272986] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:47:41.273077] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:47:41.334181] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:47:41.335338] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:47:41.335464] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:47:41.335515] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:47:41.451218] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:47:41.451476] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:47:41.451528] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:47:41.451564] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:47:41.455457] [DEBUG] [FORECASTER] UZE: Forecast T+1@11:T+2@11: DOWN (p=13.28%)
[2025-11-25T23:47:41.455863] [INFO ] [FORECASTER] Completed predict_future for UZE
[2025-11-25T23:47:41.456047] [INFO ] [sig       ] UZE: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:47:41.604966] [INFO ] [LOCAL     ] Saved forecast: UZE	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/UZE.txt
[2025-11-25T23:47:41.605166] [INFO ] [sig       ] [3398/3639] Completed UZE in 0.3s | 3.04 sym/s | Total: 18.6m | ETA: 1.3m
[2025-11-25T23:47:41.605225] [INFO ] [sig       ] [3399/3639] Forecasting VAC...
[2025-11-25T23:47:41.605275] [INFO ] [sig       ] Generating forecast for: VAC
[2025-11-25T23:47:41.605403] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VAC' from 'https://tdm.silogroup.org/data/derivative_storage/VAC.csv'.
[2025-11-25T23:47:41.617018] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VAC'.
[2025-11-25T23:47:41.617481] [INFO ] [FORECASTER] Starting predict_future for VAC
[2025-11-25T23:47:41.618307] [DEBUG] [LOCAL     ] No optimal features file found for VAC: ./output/feature-sets/VAC.txt
[2025-11-25T23:47:41.618396] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:47:41.618454] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:47:41.618501] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:47:41.618587] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:47:41.676485] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:47:41.677445] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:47:41.677554] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:47:41.677603] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:47:41.797706] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:47:41.797910] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:47:41.797958] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:47:41.797994] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:47:41.801611] [DEBUG] [FORECASTER] VAC: Forecast T+1@11:T+2@11: UP (p=99.68%)
[2025-11-25T23:47:41.802012] [INFO ] [FORECASTER] Completed predict_future for VAC
[2025-11-25T23:47:41.802191] [INFO ] [sig       ] VAC: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:47:41.947186] [INFO ] [LOCAL     ] Saved forecast: VAC	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/VAC.txt
[2025-11-25T23:47:41.947350] [INFO ] [sig       ] [3399/3639] Completed VAC in 0.3s | 3.04 sym/s | Total: 18.6m | ETA: 1.3m
[2025-11-25T23:47:41.947424] [INFO ] [sig       ] [3400/3639] Forecasting VAL...
[2025-11-25T23:47:41.947462] [INFO ] [sig       ] Generating forecast for: VAL
[2025-11-25T23:47:41.947510] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VAL' from 'https://tdm.silogroup.org/data/derivative_storage/VAL.csv'.
[2025-11-25T23:47:41.958839] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VAL'.
[2025-11-25T23:47:41.959296] [INFO ] [FORECASTER] Starting predict_future for VAL
[2025-11-25T23:47:41.960147] [DEBUG] [LOCAL     ] No optimal features file found for VAL: ./output/feature-sets/VAL.txt
[2025-11-25T23:47:41.960220] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:47:41.960268] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:47:41.960309] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:47:41.960384] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:47:42.018858] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:47:42.019742] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:47:42.019842] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:47:42.019892] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:47:42.136733] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:47:42.136945] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:47:42.136996] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:47:42.137034] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:47:42.141064] [DEBUG] [FORECASTER] VAL: Forecast T+1@11:T+2@11: DOWN (p=9.19%)
[2025-11-25T23:47:42.141460] [INFO ] [FORECASTER] Completed predict_future for VAL
[2025-11-25T23:47:42.141635] [INFO ] [sig       ] VAL: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:47:42.288884] [INFO ] [LOCAL     ] Saved forecast: VAL	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/VAL.txt
[2025-11-25T23:47:42.289074] [INFO ] [sig       ] [3400/3639] Completed VAL in 0.3s | 3.04 sym/s | Total: 18.6m | ETA: 1.3m
[2025-11-25T23:47:42.289130] [INFO ] [sig       ] [3401/3639] Forecasting VALE...
[2025-11-25T23:47:42.289180] [INFO ] [sig       ] Generating forecast for: VALE
[2025-11-25T23:47:42.289227] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VALE' from 'https://tdm.silogroup.org/data/derivative_storage/VALE.csv'.
[2025-11-25T23:47:42.301996] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VALE'.
[2025-11-25T23:47:42.302488] [INFO ] [FORECASTER] Starting predict_future for VALE
[2025-11-25T23:47:42.303471] [DEBUG] [LOCAL     ] No optimal features file found for VALE: ./output/feature-sets/VALE.txt
[2025-11-25T23:47:42.303544] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:47:42.303593] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:47:42.303634] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:47:42.303737] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:47:42.364328] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:47:42.365359] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:47:42.365469] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:47:42.365519] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:47:42.475226] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:47:42.475494] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:47:42.475576] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:47:42.475614] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:47:42.479569] [DEBUG] [FORECASTER] VALE: Forecast T+1@11:T+2@11: UP (p=82.02%)
[2025-11-25T23:47:42.479932] [INFO ] [FORECASTER] Completed predict_future for VALE
[2025-11-25T23:47:42.480113] [INFO ] [sig       ] VALE: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:47:42.626990] [INFO ] [LOCAL     ] Saved forecast: VALE	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/VALE.txt
[2025-11-25T23:47:42.627233] [INFO ] [sig       ] [3401/3639] Completed VALE in 0.3s | 3.04 sym/s | Total: 18.6m | ETA: 1.3m
[2025-11-25T23:47:42.627296] [INFO ] [sig       ] [3402/3639] Forecasting VALN...
[2025-11-25T23:47:42.627339] [INFO ] [sig       ] Generating forecast for: VALN
[2025-11-25T23:47:42.627398] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VALN' from 'https://tdm.silogroup.org/data/derivative_storage/VALN.csv'.
[2025-11-25T23:47:42.640231] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VALN'.
[2025-11-25T23:47:42.640762] [INFO ] [FORECASTER] Starting predict_future for VALN
[2025-11-25T23:47:42.641792] [DEBUG] [LOCAL     ] No optimal features file found for VALN: ./output/feature-sets/VALN.txt
[2025-11-25T23:47:42.641862] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:47:42.641929] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:47:42.641982] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:47:42.642071] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:47:42.703239] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:47:42.704409] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:47:42.704578] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:47:42.704691] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:47:42.821605] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:47:42.821901] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:47:42.821952] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:47:42.821987] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:47:42.826665] [DEBUG] [FORECASTER] VALN: Forecast T+1@11:T+2@11: DOWN (p=12.07%)
[2025-11-25T23:47:42.827114] [INFO ] [FORECASTER] Completed predict_future for VALN
[2025-11-25T23:47:42.827294] [INFO ] [sig       ] VALN: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:47:42.976231] [INFO ] [LOCAL     ] Saved forecast: VALN	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/VALN.txt
[2025-11-25T23:47:42.976456] [INFO ] [sig       ] [3402/3639] Completed VALN in 0.3s | 3.04 sym/s | Total: 18.6m | ETA: 1.3m
[2025-11-25T23:47:42.976518] [INFO ] [sig       ] [3403/3639] Forecasting VANI...
[2025-11-25T23:47:42.976565] [INFO ] [sig       ] Generating forecast for: VANI
[2025-11-25T23:47:42.976610] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VANI' from 'https://tdm.silogroup.org/data/derivative_storage/VANI.csv'.
[2025-11-25T23:47:42.991031] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VANI'.
[2025-11-25T23:47:42.991679] [INFO ] [FORECASTER] Starting predict_future for VANI
[2025-11-25T23:47:42.992692] [DEBUG] [LOCAL     ] No optimal features file found for VANI: ./output/feature-sets/VANI.txt
[2025-11-25T23:47:42.992767] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:47:42.992819] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:47:42.992863] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:47:42.992934] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:47:43.053311] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:47:43.054302] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:47:43.054409] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:47:43.054462] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:47:43.176069] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:47:43.176265] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:47:43.176313] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:47:43.176350] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:47:43.180129] [DEBUG] [FORECASTER] VANI: Forecast T+1@11:T+2@11: DOWN (p=4.72%)
[2025-11-25T23:47:43.180614] [INFO ] [FORECASTER] Completed predict_future for VANI
[2025-11-25T23:47:43.180873] [INFO ] [sig       ] VANI: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:47:43.324316] [INFO ] [LOCAL     ] Saved forecast: VANI	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/VANI.txt
[2025-11-25T23:47:43.324478] [INFO ] [sig       ] [3403/3639] Completed VANI in 0.3s | 3.04 sym/s | Total: 18.6m | ETA: 1.3m
[2025-11-25T23:47:43.324537] [INFO ] [sig       ] [3404/3639] Forecasting VBF...
[2025-11-25T23:47:43.324582] [INFO ] [sig       ] Generating forecast for: VBF
[2025-11-25T23:47:43.324623] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VBF' from 'https://tdm.silogroup.org/data/derivative_storage/VBF.csv'.
[2025-11-25T23:47:43.336229] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VBF'.
[2025-11-25T23:47:43.336572] [INFO ] [FORECASTER] Starting predict_future for VBF
[2025-11-25T23:47:43.337471] [DEBUG] [LOCAL     ] No optimal features file found for VBF: ./output/feature-sets/VBF.txt
[2025-11-25T23:47:43.337555] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:47:43.337616] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:47:43.337691] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:47:43.337783] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:47:43.395060] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:47:43.395757] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:47:43.395876] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:47:43.395938] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:47:43.515390] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:47:43.515581] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:47:43.515627] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:47:43.515686] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:47:43.519237] [DEBUG] [FORECASTER] VBF: Forecast T+1@11:T+2@11: DOWN (p=47.24%)
[2025-11-25T23:47:43.519596] [INFO ] [FORECASTER] Completed predict_future for VBF
[2025-11-25T23:47:43.519789] [INFO ] [sig       ] VBF: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:47:43.667031] [INFO ] [LOCAL     ] Saved forecast: VBF	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/VBF.txt
[2025-11-25T23:47:43.667274] [INFO ] [sig       ] [3404/3639] Completed VBF in 0.3s | 3.04 sym/s | Total: 18.7m | ETA: 1.3m
[2025-11-25T23:47:43.667353] [INFO ] [sig       ] [3405/3639] Forecasting VBNK...
[2025-11-25T23:47:43.667436] [INFO ] [sig       ] Generating forecast for: VBNK
[2025-11-25T23:47:43.667497] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VBNK' from 'https://tdm.silogroup.org/data/derivative_storage/VBNK.csv'.
[2025-11-25T23:47:43.679551] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VBNK'.
[2025-11-25T23:47:43.679893] [INFO ] [FORECASTER] Starting predict_future for VBNK
[2025-11-25T23:47:43.680795] [DEBUG] [LOCAL     ] No optimal features file found for VBNK: ./output/feature-sets/VBNK.txt
[2025-11-25T23:47:43.680869] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:47:43.680940] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:47:43.680997] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:47:43.681091] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:47:43.740658] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:47:43.741430] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:47:43.741539] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:47:43.741619] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:47:43.858268] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:47:43.858480] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:47:43.858529] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:47:43.858563] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:47:43.862065] [DEBUG] [FORECASTER] VBNK: Forecast T+1@11:T+2@11: DOWN (p=8.56%)
[2025-11-25T23:47:43.862517] [INFO ] [FORECASTER] Completed predict_future for VBNK
[2025-11-25T23:47:43.862754] [INFO ] [sig       ] VBNK: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:47:44.005057] [INFO ] [LOCAL     ] Saved forecast: VBNK	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/VBNK.txt
[2025-11-25T23:47:44.005222] [INFO ] [sig       ] [3405/3639] Completed VBNK in 0.3s | 3.04 sym/s | Total: 18.7m | ETA: 1.3m
[2025-11-25T23:47:44.005278] [INFO ] [sig       ] [3406/3639] Forecasting VC...
[2025-11-25T23:47:44.005326] [INFO ] [sig       ] Generating forecast for: VC
[2025-11-25T23:47:44.005373] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VC' from 'https://tdm.silogroup.org/data/derivative_storage/VC.csv'.
[2025-11-25T23:47:44.017154] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VC'.
[2025-11-25T23:47:44.017525] [INFO ] [FORECASTER] Starting predict_future for VC
[2025-11-25T23:47:44.018360] [DEBUG] [LOCAL     ] No optimal features file found for VC: ./output/feature-sets/VC.txt
[2025-11-25T23:47:44.018442] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:47:44.018500] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:47:44.018550] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:47:44.018620] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:47:44.077430] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:47:44.078191] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:47:44.078291] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:47:44.078339] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:47:44.198949] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:47:44.199116] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:47:44.199160] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:47:44.199195] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:47:44.202559] [DEBUG] [FORECASTER] VC: Forecast T+1@11:T+2@11: UP (p=94.52%)
[2025-11-25T23:47:44.203028] [INFO ] [FORECASTER] Completed predict_future for VC
[2025-11-25T23:47:44.203246] [INFO ] [sig       ] VC: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:47:44.395081] [INFO ] [LOCAL     ] Saved forecast: VC	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/VC.txt
[2025-11-25T23:47:44.395333] [INFO ] [sig       ] [3406/3639] Completed VC in 0.4s | 3.04 sym/s | Total: 18.7m | ETA: 1.3m
[2025-11-25T23:47:44.395473] [INFO ] [sig       ] [3407/3639] Forecasting VCEL...
[2025-11-25T23:47:44.395534] [INFO ] [sig       ] Generating forecast for: VCEL
[2025-11-25T23:47:44.395582] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VCEL' from 'https://tdm.silogroup.org/data/derivative_storage/VCEL.csv'.
[2025-11-25T23:47:44.407761] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VCEL'.
[2025-11-25T23:47:44.408164] [INFO ] [FORECASTER] Starting predict_future for VCEL
[2025-11-25T23:47:44.409114] [DEBUG] [LOCAL     ] No optimal features file found for VCEL: ./output/feature-sets/VCEL.txt
[2025-11-25T23:47:44.409188] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:47:44.409251] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:47:44.409310] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:47:44.409416] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:47:44.468996] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:47:44.469902] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:47:44.470001] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:47:44.470062] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:47:44.587217] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:47:44.587467] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:47:44.587515] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:47:44.587553] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:47:44.591057] [DEBUG] [FORECASTER] VCEL: Forecast T+1@11:T+2@11: DOWN (p=0.67%)
[2025-11-25T23:47:44.591345] [INFO ] [FORECASTER] Completed predict_future for VCEL
[2025-11-25T23:47:44.591508] [INFO ] [sig       ] VCEL: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:47:44.733416] [INFO ] [LOCAL     ] Saved forecast: VCEL	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/VCEL.txt
[2025-11-25T23:47:44.733611] [INFO ] [sig       ] [3407/3639] Completed VCEL in 0.3s | 3.04 sym/s | Total: 18.7m | ETA: 1.3m
[2025-11-25T23:47:44.733693] [INFO ] [sig       ] [3408/3639] Forecasting VCIG...
[2025-11-25T23:47:44.733741] [INFO ] [sig       ] Generating forecast for: VCIG
[2025-11-25T23:47:44.733784] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VCIG' from 'https://tdm.silogroup.org/data/derivative_storage/VCIG.csv'.
[2025-11-25T23:47:44.745160] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VCIG'.
[2025-11-25T23:47:44.745529] [INFO ] [FORECASTER] Starting predict_future for VCIG
[2025-11-25T23:47:44.746381] [DEBUG] [LOCAL     ] No optimal features file found for VCIG: ./output/feature-sets/VCIG.txt
[2025-11-25T23:47:44.746457] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:47:44.746505] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:47:44.746546] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:47:44.746617] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:47:44.804717] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:47:44.805373] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:47:44.805472] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:47:44.805521] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:47:44.919546] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:47:44.919760] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:47:44.919824] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:47:44.919871] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:47:44.923297] [DEBUG] [FORECASTER] VCIG: Forecast T+1@11:T+2@11: UP (p=62.83%)
[2025-11-25T23:47:44.923614] [INFO ] [FORECASTER] Completed predict_future for VCIG
[2025-11-25T23:47:44.923799] [INFO ] [sig       ] VCIG: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:47:45.065931] [INFO ] [LOCAL     ] Saved forecast: VCIG	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/VCIG.txt
[2025-11-25T23:47:45.066097] [INFO ] [sig       ] [3408/3639] Completed VCIG in 0.3s | 3.04 sym/s | Total: 18.7m | ETA: 1.3m
[2025-11-25T23:47:45.066162] [INFO ] [sig       ] [3409/3639] Forecasting VCRB...
[2025-11-25T23:47:45.066210] [INFO ] [sig       ] Generating forecast for: VCRB
[2025-11-25T23:47:45.066253] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VCRB' from 'https://tdm.silogroup.org/data/derivative_storage/VCRB.csv'.
[2025-11-25T23:47:45.076734] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VCRB'.
[2025-11-25T23:47:45.077021] [INFO ] [FORECASTER] Starting predict_future for VCRB
[2025-11-25T23:47:45.077893] [DEBUG] [LOCAL     ] No optimal features file found for VCRB: ./output/feature-sets/VCRB.txt
[2025-11-25T23:47:45.077964] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:47:45.078011] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:47:45.078055] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:47:45.078125] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:47:45.139239] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:47:45.140045] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:47:45.140164] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:47:45.140214] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:47:45.264969] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:47:45.265171] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:47:45.265222] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:47:45.265258] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:47:45.269108] [DEBUG] [FORECASTER] VCRB: Forecast T+1@11:T+2@11: UP (p=83.58%)
[2025-11-25T23:47:45.269473] [INFO ] [FORECASTER] Completed predict_future for VCRB
[2025-11-25T23:47:45.269628] [INFO ] [sig       ] VCRB: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:47:45.413225] [INFO ] [LOCAL     ] Saved forecast: VCRB	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/VCRB.txt
[2025-11-25T23:47:45.413425] [INFO ] [sig       ] [3409/3639] Completed VCRB in 0.3s | 3.04 sym/s | Total: 18.7m | ETA: 1.3m
[2025-11-25T23:47:45.413489] [INFO ] [sig       ] [3410/3639] Forecasting VCSH...
[2025-11-25T23:47:45.413538] [INFO ] [sig       ] Generating forecast for: VCSH
[2025-11-25T23:47:45.413579] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VCSH' from 'https://tdm.silogroup.org/data/derivative_storage/VCSH.csv'.
[2025-11-25T23:47:45.427696] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VCSH'.
[2025-11-25T23:47:45.428355] [INFO ] [FORECASTER] Starting predict_future for VCSH
[2025-11-25T23:47:45.429699] [DEBUG] [LOCAL     ] No optimal features file found for VCSH: ./output/feature-sets/VCSH.txt
[2025-11-25T23:47:45.429793] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:47:45.429873] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:47:45.429944] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:47:45.430069] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:47:45.489630] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:47:45.490828] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:47:45.490954] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:47:45.491019] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:47:45.618116] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:47:45.618394] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:47:45.618450] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:47:45.618487] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:47:45.622577] [DEBUG] [FORECASTER] VCSH: Forecast T+1@11:T+2@11: UP (p=64.46%)
[2025-11-25T23:47:45.622986] [INFO ] [FORECASTER] Completed predict_future for VCSH
[2025-11-25T23:47:45.623217] [INFO ] [sig       ] VCSH: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:47:45.775757] [INFO ] [LOCAL     ] Saved forecast: VCSH	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/VCSH.txt
[2025-11-25T23:47:45.775991] [INFO ] [sig       ] [3410/3639] Completed VCSH in 0.4s | 3.04 sym/s | Total: 18.7m | ETA: 1.3m
[2025-11-25T23:47:45.776053] [INFO ] [sig       ] [3411/3639] Forecasting VECO...
[2025-11-25T23:47:45.776099] [INFO ] [sig       ] Generating forecast for: VECO
[2025-11-25T23:47:45.776144] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VECO' from 'https://tdm.silogroup.org/data/derivative_storage/VECO.csv'.
[2025-11-25T23:47:45.788764] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VECO'.
[2025-11-25T23:47:45.789333] [INFO ] [FORECASTER] Starting predict_future for VECO
[2025-11-25T23:47:45.790349] [DEBUG] [LOCAL     ] No optimal features file found for VECO: ./output/feature-sets/VECO.txt
[2025-11-25T23:47:45.790422] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:47:45.790472] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:47:45.790546] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:47:45.790658] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:47:45.848373] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:47:45.849598] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:47:45.849768] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:47:45.849821] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:47:45.963530] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:47:45.963813] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:47:45.963900] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:47:45.963951] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:47:45.967934] [DEBUG] [FORECASTER] VECO: Forecast T+1@11:T+2@11: DOWN (p=13.76%)
[2025-11-25T23:47:45.968274] [INFO ] [FORECASTER] Completed predict_future for VECO
[2025-11-25T23:47:45.968450] [INFO ] [sig       ] VECO: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:47:46.112820] [INFO ] [LOCAL     ] Saved forecast: VECO	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/VECO.txt
[2025-11-25T23:47:46.113023] [INFO ] [sig       ] [3411/3639] Completed VECO in 0.3s | 3.04 sym/s | Total: 18.7m | ETA: 1.2m
[2025-11-25T23:47:46.113082] [INFO ] [sig       ] [3412/3639] Forecasting VEEE...
[2025-11-25T23:47:46.113129] [INFO ] [sig       ] Generating forecast for: VEEE
[2025-11-25T23:47:46.113176] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VEEE' from 'https://tdm.silogroup.org/data/derivative_storage/VEEE.csv'.
[2025-11-25T23:47:46.125901] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VEEE'.
[2025-11-25T23:47:46.126386] [INFO ] [FORECASTER] Starting predict_future for VEEE
[2025-11-25T23:47:46.127351] [DEBUG] [LOCAL     ] No optimal features file found for VEEE: ./output/feature-sets/VEEE.txt
[2025-11-25T23:47:46.127455] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:47:46.127511] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:47:46.127562] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:47:46.127663] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:47:46.186269] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:47:46.187480] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:47:46.187600] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:47:46.187670] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:47:46.294489] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:47:46.294780] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:47:46.294839] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:47:46.294905] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:47:46.299355] [DEBUG] [FORECASTER] VEEE: Forecast T+1@11:T+2@11: DOWN (p=46.01%)
[2025-11-25T23:47:46.299831] [INFO ] [FORECASTER] Completed predict_future for VEEE
[2025-11-25T23:47:46.300021] [INFO ] [sig       ] VEEE: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:47:46.468169] [INFO ] [LOCAL     ] Saved forecast: VEEE	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/VEEE.txt
[2025-11-25T23:47:46.468437] [INFO ] [sig       ] [3412/3639] Completed VEEE in 0.4s | 3.04 sym/s | Total: 18.7m | ETA: 1.2m
[2025-11-25T23:47:46.468527] [INFO ] [sig       ] [3413/3639] Forecasting VEL...
[2025-11-25T23:47:46.468589] [INFO ] [sig       ] Generating forecast for: VEL
[2025-11-25T23:47:46.468658] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VEL' from 'https://tdm.silogroup.org/data/derivative_storage/VEL.csv'.
[2025-11-25T23:47:46.481298] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VEL'.
[2025-11-25T23:47:46.481905] [INFO ] [FORECASTER] Starting predict_future for VEL
[2025-11-25T23:47:46.482945] [DEBUG] [LOCAL     ] No optimal features file found for VEL: ./output/feature-sets/VEL.txt
[2025-11-25T23:47:46.483020] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:47:46.483072] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:47:46.483116] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:47:46.483191] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:47:46.549249] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:47:46.550591] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:47:46.550768] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:47:46.550840] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:47:46.680560] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:47:46.680870] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:47:46.680926] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:47:46.680963] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:47:46.686061] [DEBUG] [FORECASTER] VEL: Forecast T+1@11:T+2@11: UP (p=57.55%)
[2025-11-25T23:47:46.686573] [INFO ] [FORECASTER] Completed predict_future for VEL
[2025-11-25T23:47:46.686838] [INFO ] [sig       ] VEL: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:47:46.865798] [INFO ] [LOCAL     ] Saved forecast: VEL	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/VEL.txt
[2025-11-25T23:47:46.866048] [INFO ] [sig       ] [3413/3639] Completed VEL in 0.4s | 3.04 sym/s | Total: 18.7m | ETA: 1.2m
[2025-11-25T23:47:46.866110] [INFO ] [sig       ] [3414/3639] Forecasting VEON...
[2025-11-25T23:47:46.866159] [INFO ] [sig       ] Generating forecast for: VEON
[2025-11-25T23:47:46.866204] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VEON' from 'https://tdm.silogroup.org/data/derivative_storage/VEON.csv'.
[2025-11-25T23:47:46.879533] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VEON'.
[2025-11-25T23:47:46.880328] [INFO ] [FORECASTER] Starting predict_future for VEON
[2025-11-25T23:47:46.881712] [DEBUG] [LOCAL     ] No optimal features file found for VEON: ./output/feature-sets/VEON.txt
[2025-11-25T23:47:46.881788] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:47:46.881840] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:47:46.881893] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:47:46.881978] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:47:46.948533] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:47:46.950057] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:47:46.950238] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:47:46.950298] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:47:47.076803] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:47:47.077079] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:47:47.077129] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:47:47.077165] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:47:47.081808] [DEBUG] [FORECASTER] VEON: Forecast T+1@11:T+2@11: UP (p=66.60%)
[2025-11-25T23:47:47.082328] [INFO ] [FORECASTER] Completed predict_future for VEON
[2025-11-25T23:47:47.082544] [INFO ] [sig       ] VEON: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:47:47.234325] [INFO ] [LOCAL     ] Saved forecast: VEON	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/VEON.txt
[2025-11-25T23:47:47.234606] [INFO ] [sig       ] [3414/3639] Completed VEON in 0.4s | 3.04 sym/s | Total: 18.7m | ETA: 1.2m
[2025-11-25T23:47:47.234717] [INFO ] [sig       ] [3415/3639] Forecasting VERA...
[2025-11-25T23:47:47.234778] [INFO ] [sig       ] Generating forecast for: VERA
[2025-11-25T23:47:47.234827] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VERA' from 'https://tdm.silogroup.org/data/derivative_storage/VERA.csv'.
[2025-11-25T23:47:47.247335] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VERA'.
[2025-11-25T23:47:47.247933] [INFO ] [FORECASTER] Starting predict_future for VERA
[2025-11-25T23:47:47.248927] [DEBUG] [LOCAL     ] No optimal features file found for VERA: ./output/feature-sets/VERA.txt
[2025-11-25T23:47:47.248998] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:47:47.249046] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:47:47.249111] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:47:47.249202] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:47:47.306965] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:47:47.308295] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:47:47.308448] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:47:47.308500] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:47:47.419758] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:47:47.420035] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:47:47.420088] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:47:47.420125] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:47:47.424220] [DEBUG] [FORECASTER] VERA: Forecast T+1@11:T+2@11: DOWN (p=44.21%)
[2025-11-25T23:47:47.424635] [INFO ] [FORECASTER] Completed predict_future for VERA
[2025-11-25T23:47:47.424910] [INFO ] [sig       ] VERA: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:47:47.571739] [INFO ] [LOCAL     ] Saved forecast: VERA	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/VERA.txt
[2025-11-25T23:47:47.571979] [INFO ] [sig       ] [3415/3639] Completed VERA in 0.3s | 3.04 sym/s | Total: 18.7m | ETA: 1.2m
[2025-11-25T23:47:47.572064] [INFO ] [sig       ] [3416/3639] Forecasting VERI...
[2025-11-25T23:47:47.572114] [INFO ] [sig       ] Generating forecast for: VERI
[2025-11-25T23:47:47.572172] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VERI' from 'https://tdm.silogroup.org/data/derivative_storage/VERI.csv'.
[2025-11-25T23:47:47.585606] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VERI'.
[2025-11-25T23:47:47.586287] [INFO ] [FORECASTER] Starting predict_future for VERI
[2025-11-25T23:47:47.587302] [DEBUG] [LOCAL     ] No optimal features file found for VERI: ./output/feature-sets/VERI.txt
[2025-11-25T23:47:47.587401] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:47:47.587508] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:47:47.587556] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:47:47.587660] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:47:47.647292] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:47:47.648497] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:47:47.648621] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:47:47.648793] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:47:47.778248] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:47:47.778627] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:47:47.778706] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:47:47.778772] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:47:47.783012] [DEBUG] [FORECASTER] VERI: Forecast T+1@11:T+2@11: UP (p=92.27%)
[2025-11-25T23:47:47.783386] [INFO ] [FORECASTER] Completed predict_future for VERI
[2025-11-25T23:47:47.783577] [INFO ] [sig       ] VERI: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:47:47.936179] [INFO ] [LOCAL     ] Saved forecast: VERI	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/VERI.txt
[2025-11-25T23:47:47.936352] [INFO ] [sig       ] [3416/3639] Completed VERI in 0.4s | 3.04 sym/s | Total: 18.7m | ETA: 1.2m
[2025-11-25T23:47:47.936425] [INFO ] [sig       ] [3417/3639] Forecasting VERO...
[2025-11-25T23:47:47.936497] [INFO ] [sig       ] Generating forecast for: VERO
[2025-11-25T23:47:47.936563] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VERO' from 'https://tdm.silogroup.org/data/derivative_storage/VERO.csv'.
[2025-11-25T23:47:47.948272] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VERO'.
[2025-11-25T23:47:47.948713] [INFO ] [FORECASTER] Starting predict_future for VERO
[2025-11-25T23:47:47.949568] [DEBUG] [LOCAL     ] No optimal features file found for VERO: ./output/feature-sets/VERO.txt
[2025-11-25T23:47:47.949658] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:47:47.949709] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:47:47.949749] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:47:47.949818] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:47:48.007798] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:47:48.008735] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:47:48.008838] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:47:48.008885] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:47:48.108353] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:47:48.108572] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:47:48.108619] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:47:48.108674] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:47:48.112257] [DEBUG] [FORECASTER] VERO: Forecast T+1@11:T+2@11: DOWN (p=12.35%)
[2025-11-25T23:47:48.112559] [INFO ] [FORECASTER] Completed predict_future for VERO
[2025-11-25T23:47:48.112737] [INFO ] [sig       ] VERO: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:47:48.255489] [INFO ] [LOCAL     ] Saved forecast: VERO	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/VERO.txt
[2025-11-25T23:47:48.255636] [INFO ] [sig       ] [3417/3639] Completed VERO in 0.3s | 3.04 sym/s | Total: 18.7m | ETA: 1.2m
[2025-11-25T23:47:48.255712] [INFO ] [sig       ] [3418/3639] Forecasting VERX...
[2025-11-25T23:47:48.255756] [INFO ] [sig       ] Generating forecast for: VERX
[2025-11-25T23:47:48.255799] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VERX' from 'https://tdm.silogroup.org/data/derivative_storage/VERX.csv'.
[2025-11-25T23:47:48.266528] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VERX'.
[2025-11-25T23:47:48.267042] [INFO ] [FORECASTER] Starting predict_future for VERX
[2025-11-25T23:47:48.267893] [DEBUG] [LOCAL     ] No optimal features file found for VERX: ./output/feature-sets/VERX.txt
[2025-11-25T23:47:48.267962] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:47:48.268007] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:47:48.268048] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:47:48.268117] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:47:48.326537] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:47:48.327453] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:47:48.327559] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:47:48.327616] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:47:48.407511] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:47:48.407657] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:47:48.407708] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:47:48.407747] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:47:48.411031] [DEBUG] [FORECASTER] VERX: Forecast T+1@11:T+2@11: UP (p=94.41%)
[2025-11-25T23:47:48.411359] [INFO ] [FORECASTER] Completed predict_future for VERX
[2025-11-25T23:47:48.411503] [INFO ] [sig       ] VERX: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:47:48.553898] [INFO ] [LOCAL     ] Saved forecast: VERX	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/VERX.txt
[2025-11-25T23:47:48.554059] [INFO ] [sig       ] [3418/3639] Completed VERX in 0.3s | 3.04 sym/s | Total: 18.7m | ETA: 1.2m
[2025-11-25T23:47:48.554126] [INFO ] [sig       ] [3419/3639] Forecasting VFC...
[2025-11-25T23:47:48.554178] [INFO ] [sig       ] Generating forecast for: VFC
[2025-11-25T23:47:48.554222] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VFC' from 'https://tdm.silogroup.org/data/derivative_storage/VFC.csv'.
[2025-11-25T23:47:48.564666] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VFC'.
[2025-11-25T23:47:48.564979] [INFO ] [FORECASTER] Starting predict_future for VFC
[2025-11-25T23:47:48.565793] [DEBUG] [LOCAL     ] No optimal features file found for VFC: ./output/feature-sets/VFC.txt
[2025-11-25T23:47:48.565861] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:47:48.565906] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:47:48.565945] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:47:48.566012] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:47:48.623311] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:47:48.623949] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:47:48.624041] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:47:48.624088] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:47:48.705241] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:47:48.705389] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:47:48.705435] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:47:48.705473] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:47:48.708989] [DEBUG] [FORECASTER] VFC: Forecast T+1@11:T+2@11: UP (p=51.58%)
[2025-11-25T23:47:48.709272] [INFO ] [FORECASTER] Completed predict_future for VFC
[2025-11-25T23:47:48.709404] [INFO ] [sig       ] VFC: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:47:48.852706] [INFO ] [LOCAL     ] Saved forecast: VFC	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/VFC.txt
[2025-11-25T23:47:48.852853] [INFO ] [sig       ] [3419/3639] Completed VFC in 0.3s | 3.04 sym/s | Total: 18.7m | ETA: 1.2m
[2025-11-25T23:47:48.852909] [INFO ] [sig       ] [3420/3639] Forecasting VFF...
[2025-11-25T23:47:48.852952] [INFO ] [sig       ] Generating forecast for: VFF
[2025-11-25T23:47:48.853003] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VFF' from 'https://tdm.silogroup.org/data/derivative_storage/VFF.csv'.
[2025-11-25T23:47:48.863316] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VFF'.
[2025-11-25T23:47:48.863611] [INFO ] [FORECASTER] Starting predict_future for VFF
[2025-11-25T23:47:48.864443] [DEBUG] [LOCAL     ] No optimal features file found for VFF: ./output/feature-sets/VFF.txt
[2025-11-25T23:47:48.864512] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:47:48.864576] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:47:48.864626] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:47:48.864715] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:47:48.923873] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:47:48.924833] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:47:48.924945] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:47:48.925007] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:47:49.027557] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:47:49.027786] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:47:49.027864] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:47:49.027914] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:47:49.031587] [DEBUG] [FORECASTER] VFF: Forecast T+1@11:T+2@11: DOWN (p=15.69%)
[2025-11-25T23:47:49.031944] [INFO ] [FORECASTER] Completed predict_future for VFF
[2025-11-25T23:47:49.032116] [INFO ] [sig       ] VFF: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:47:49.178625] [INFO ] [LOCAL     ] Saved forecast: VFF	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/VFF.txt
[2025-11-25T23:47:49.178839] [INFO ] [sig       ] [3420/3639] Completed VFF in 0.3s | 3.04 sym/s | Total: 18.7m | ETA: 1.2m
[2025-11-25T23:47:49.178894] [INFO ] [sig       ] [3421/3639] Forecasting VFLO...
[2025-11-25T23:47:49.178945] [INFO ] [sig       ] Generating forecast for: VFLO
[2025-11-25T23:47:49.178997] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VFLO' from 'https://tdm.silogroup.org/data/derivative_storage/VFLO.csv'.
[2025-11-25T23:47:49.190001] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VFLO'.
[2025-11-25T23:47:49.190454] [INFO ] [FORECASTER] Starting predict_future for VFLO
[2025-11-25T23:47:49.191353] [DEBUG] [LOCAL     ] No optimal features file found for VFLO: ./output/feature-sets/VFLO.txt
[2025-11-25T23:47:49.191426] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:47:49.191487] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:47:49.191545] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:47:49.191633] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:47:49.251694] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:47:49.252618] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:47:49.252755] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:47:49.252807] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:47:49.383285] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:47:49.383480] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:47:49.383526] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:47:49.383562] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:47:49.387023] [DEBUG] [FORECASTER] VFLO: Forecast T+1@11:T+2@11: DOWN (p=26.46%)
[2025-11-25T23:47:49.387323] [INFO ] [FORECASTER] Completed predict_future for VFLO
[2025-11-25T23:47:49.387490] [INFO ] [sig       ] VFLO: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:47:49.537533] [INFO ] [LOCAL     ] Saved forecast: VFLO	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/VFLO.txt
[2025-11-25T23:47:49.537748] [INFO ] [sig       ] [3421/3639] Completed VFLO in 0.4s | 3.04 sym/s | Total: 18.8m | ETA: 1.2m
[2025-11-25T23:47:49.537807] [INFO ] [sig       ] [3422/3639] Forecasting VFS...
[2025-11-25T23:47:49.537852] [INFO ] [sig       ] Generating forecast for: VFS
[2025-11-25T23:47:49.537895] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VFS' from 'https://tdm.silogroup.org/data/derivative_storage/VFS.csv'.
[2025-11-25T23:47:49.549046] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VFS'.
[2025-11-25T23:47:49.549526] [INFO ] [FORECASTER] Starting predict_future for VFS
[2025-11-25T23:47:49.550400] [DEBUG] [LOCAL     ] No optimal features file found for VFS: ./output/feature-sets/VFS.txt
[2025-11-25T23:47:49.550474] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:47:49.550523] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:47:49.550558] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:47:49.550699] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:47:49.611067] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:47:49.612085] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:47:49.612203] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:47:49.612263] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:47:49.736787] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:47:49.737019] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:47:49.737100] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:47:49.737150] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:47:49.741191] [DEBUG] [FORECASTER] VFS: Forecast T+1@11:T+2@11: UP (p=95.04%)
[2025-11-25T23:47:49.741596] [INFO ] [FORECASTER] Completed predict_future for VFS
[2025-11-25T23:47:49.741778] [INFO ] [sig       ] VFS: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:47:49.926730] [INFO ] [LOCAL     ] Saved forecast: VFS	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/VFS.txt
[2025-11-25T23:47:49.926932] [INFO ] [sig       ] [3422/3639] Completed VFS in 0.4s | 3.04 sym/s | Total: 18.8m | ETA: 1.2m
[2025-11-25T23:47:49.927003] [INFO ] [sig       ] [3423/3639] Forecasting VGI...
[2025-11-25T23:47:49.927054] [INFO ] [sig       ] Generating forecast for: VGI
[2025-11-25T23:47:49.927098] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VGI' from 'https://tdm.silogroup.org/data/derivative_storage/VGI.csv'.
[2025-11-25T23:47:49.939121] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VGI'.
[2025-11-25T23:47:49.939678] [INFO ] [FORECASTER] Starting predict_future for VGI
[2025-11-25T23:47:49.940597] [DEBUG] [LOCAL     ] No optimal features file found for VGI: ./output/feature-sets/VGI.txt
[2025-11-25T23:47:49.940699] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:47:49.940782] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:47:49.940849] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:47:49.940923] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:47:50.006516] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:47:50.007823] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:47:50.007968] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:47:50.008035] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:47:50.117109] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:47:50.117300] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:47:50.117347] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:47:50.117436] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:47:50.121039] [DEBUG] [FORECASTER] VGI: Forecast T+1@11:T+2@11: UP (p=82.36%)
[2025-11-25T23:47:50.121573] [INFO ] [FORECASTER] Completed predict_future for VGI
[2025-11-25T23:47:50.121824] [INFO ] [sig       ] VGI: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:47:50.271101] [INFO ] [LOCAL     ] Saved forecast: VGI	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/VGI.txt
[2025-11-25T23:47:50.271309] [INFO ] [sig       ] [3423/3639] Completed VGI in 0.3s | 3.04 sym/s | Total: 18.8m | ETA: 1.2m
[2025-11-25T23:47:50.271399] [INFO ] [sig       ] [3424/3639] Forecasting VGM...
[2025-11-25T23:47:50.271463] [INFO ] [sig       ] Generating forecast for: VGM
[2025-11-25T23:47:50.271523] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VGM' from 'https://tdm.silogroup.org/data/derivative_storage/VGM.csv'.
[2025-11-25T23:47:50.283967] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VGM'.
[2025-11-25T23:47:50.284426] [INFO ] [FORECASTER] Starting predict_future for VGM
[2025-11-25T23:47:50.285338] [DEBUG] [LOCAL     ] No optimal features file found for VGM: ./output/feature-sets/VGM.txt
[2025-11-25T23:47:50.285413] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:47:50.285463] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:47:50.285504] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:47:50.285576] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:47:50.347789] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:47:50.348732] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:47:50.348836] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:47:50.348887] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:47:50.478132] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:47:50.478304] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:47:50.478351] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:47:50.478385] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:47:50.481929] [DEBUG] [FORECASTER] VGM: Forecast T+1@11:T+2@11: UP (p=93.52%)
[2025-11-25T23:47:50.482367] [INFO ] [FORECASTER] Completed predict_future for VGM
[2025-11-25T23:47:50.482575] [INFO ] [sig       ] VGM: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:47:50.630546] [INFO ] [LOCAL     ] Saved forecast: VGM	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/VGM.txt
[2025-11-25T23:47:50.630733] [INFO ] [sig       ] [3424/3639] Completed VGM in 0.4s | 3.04 sym/s | Total: 18.8m | ETA: 1.2m
[2025-11-25T23:47:50.630820] [INFO ] [sig       ] [3425/3639] Forecasting VGSH...
[2025-11-25T23:47:50.630868] [INFO ] [sig       ] Generating forecast for: VGSH
[2025-11-25T23:47:50.630911] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VGSH' from 'https://tdm.silogroup.org/data/derivative_storage/VGSH.csv'.
[2025-11-25T23:47:50.641624] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VGSH'.
[2025-11-25T23:47:50.641987] [INFO ] [FORECASTER] Starting predict_future for VGSH
[2025-11-25T23:47:50.642883] [DEBUG] [LOCAL     ] No optimal features file found for VGSH: ./output/feature-sets/VGSH.txt
[2025-11-25T23:47:50.642952] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:47:50.643009] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:47:50.643058] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:47:50.643144] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:47:50.700669] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:47:50.701352] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:47:50.701470] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:47:50.701522] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:47:50.795391] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:47:50.795596] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:47:50.795669] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:47:50.795714] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:47:50.799516] [DEBUG] [FORECASTER] VGSH: Forecast T+1@11:T+2@11: UP (p=61.56%)
[2025-11-25T23:47:50.799898] [INFO ] [FORECASTER] Completed predict_future for VGSH
[2025-11-25T23:47:50.800062] [INFO ] [sig       ] VGSH: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:47:50.949329] [INFO ] [LOCAL     ] Saved forecast: VGSH	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/VGSH.txt
[2025-11-25T23:47:50.949510] [INFO ] [sig       ] [3425/3639] Completed VGSH in 0.3s | 3.04 sym/s | Total: 18.8m | ETA: 1.2m
[2025-11-25T23:47:50.949567] [INFO ] [sig       ] [3426/3639] Forecasting VICI...
[2025-11-25T23:47:50.949614] [INFO ] [sig       ] Generating forecast for: VICI
[2025-11-25T23:47:50.949741] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VICI' from 'https://tdm.silogroup.org/data/derivative_storage/VICI.csv'.
[2025-11-25T23:47:50.960191] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VICI'.
[2025-11-25T23:47:50.960585] [INFO ] [FORECASTER] Starting predict_future for VICI
[2025-11-25T23:47:50.961419] [DEBUG] [LOCAL     ] No optimal features file found for VICI: ./output/feature-sets/VICI.txt
[2025-11-25T23:47:50.961490] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:47:50.961537] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:47:50.961579] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:47:50.961669] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:47:51.019943] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:47:51.020691] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:47:51.020788] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:47:51.020836] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:47:51.128470] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:47:51.128672] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:47:51.128744] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:47:51.128791] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:47:51.132224] [DEBUG] [FORECASTER] VICI: Forecast T+1@11:T+2@11: UP (p=81.04%)
[2025-11-25T23:47:51.132528] [INFO ] [FORECASTER] Completed predict_future for VICI
[2025-11-25T23:47:51.132721] [INFO ] [sig       ] VICI: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:47:51.275734] [INFO ] [LOCAL     ] Saved forecast: VICI	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/VICI.txt
[2025-11-25T23:47:51.275936] [INFO ] [sig       ] [3426/3639] Completed VICI in 0.3s | 3.04 sym/s | Total: 18.8m | ETA: 1.2m
[2025-11-25T23:47:51.275996] [INFO ] [sig       ] [3427/3639] Forecasting VIGI...
[2025-11-25T23:47:51.276039] [INFO ] [sig       ] Generating forecast for: VIGI
[2025-11-25T23:47:51.276081] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VIGI' from 'https://tdm.silogroup.org/data/derivative_storage/VIGI.csv'.
[2025-11-25T23:47:51.286893] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VIGI'.
[2025-11-25T23:47:51.287185] [INFO ] [FORECASTER] Starting predict_future for VIGI
[2025-11-25T23:47:51.288046] [DEBUG] [LOCAL     ] No optimal features file found for VIGI: ./output/feature-sets/VIGI.txt
[2025-11-25T23:47:51.288116] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:47:51.288165] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:47:51.288208] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:47:51.288315] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:47:51.346139] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:47:51.346784] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:47:51.346879] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:47:51.346932] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:47:51.467572] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:47:51.467808] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:47:51.467984] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:47:51.468080] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:47:51.471607] [DEBUG] [FORECASTER] VIGI: Forecast T+1@11:T+2@11: DOWN (p=26.94%)
[2025-11-25T23:47:51.471926] [INFO ] [FORECASTER] Completed predict_future for VIGI
[2025-11-25T23:47:51.472158] [INFO ] [sig       ] VIGI: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:47:51.615814] [INFO ] [LOCAL     ] Saved forecast: VIGI	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/VIGI.txt
[2025-11-25T23:47:51.615975] [INFO ] [sig       ] [3427/3639] Completed VIGI in 0.3s | 3.04 sym/s | Total: 18.8m | ETA: 1.2m
[2025-11-25T23:47:51.616023] [INFO ] [sig       ] [3428/3639] Forecasting VINP...
[2025-11-25T23:47:51.616068] [INFO ] [sig       ] Generating forecast for: VINP
[2025-11-25T23:47:51.616109] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VINP' from 'https://tdm.silogroup.org/data/derivative_storage/VINP.csv'.
[2025-11-25T23:47:51.627664] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VINP'.
[2025-11-25T23:47:51.627982] [INFO ] [FORECASTER] Starting predict_future for VINP
[2025-11-25T23:47:51.628842] [DEBUG] [LOCAL     ] No optimal features file found for VINP: ./output/feature-sets/VINP.txt
[2025-11-25T23:47:51.628910] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:47:51.628953] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:47:51.628994] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:47:51.629094] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:47:51.686979] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:47:51.687784] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:47:51.687893] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:47:51.687977] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:47:51.826676] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:47:51.826858] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:47:51.826911] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:47:51.826957] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:47:51.831380] [DEBUG] [FORECASTER] VINP: Forecast T+1@11:T+2@11: DOWN (p=22.80%)
[2025-11-25T23:47:51.831768] [INFO ] [FORECASTER] Completed predict_future for VINP
[2025-11-25T23:47:51.832131] [INFO ] [sig       ] VINP: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:47:51.976817] [INFO ] [LOCAL     ] Saved forecast: VINP	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/VINP.txt
[2025-11-25T23:47:51.977094] [INFO ] [sig       ] [3428/3639] Completed VINP in 0.4s | 3.04 sym/s | Total: 18.8m | ETA: 1.2m
[2025-11-25T23:47:51.977196] [INFO ] [sig       ] [3429/3639] Forecasting VIPS...
[2025-11-25T23:47:51.977317] [INFO ] [sig       ] Generating forecast for: VIPS
[2025-11-25T23:47:51.977433] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VIPS' from 'https://tdm.silogroup.org/data/derivative_storage/VIPS.csv'.
[2025-11-25T23:47:51.989702] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VIPS'.
[2025-11-25T23:47:51.990143] [INFO ] [FORECASTER] Starting predict_future for VIPS
[2025-11-25T23:47:51.990972] [DEBUG] [LOCAL     ] No optimal features file found for VIPS: ./output/feature-sets/VIPS.txt
[2025-11-25T23:47:51.991075] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:47:51.991139] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:47:51.991196] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:47:51.991293] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:47:52.049941] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:47:52.050877] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:47:52.050991] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:47:52.051055] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:47:52.160867] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:47:52.161050] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:47:52.161098] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:47:52.161133] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:47:52.164633] [DEBUG] [FORECASTER] VIPS: Forecast T+1@11:T+2@11: DOWN (p=23.21%)
[2025-11-25T23:47:52.164951] [INFO ] [FORECASTER] Completed predict_future for VIPS
[2025-11-25T23:47:52.165094] [INFO ] [sig       ] VIPS: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:47:52.306022] [INFO ] [LOCAL     ] Saved forecast: VIPS	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/VIPS.txt
[2025-11-25T23:47:52.306168] [INFO ] [sig       ] [3429/3639] Completed VIPS in 0.3s | 3.04 sym/s | Total: 18.8m | ETA: 1.2m
[2025-11-25T23:47:52.306229] [INFO ] [sig       ] [3430/3639] Forecasting VIRC...
[2025-11-25T23:47:52.306273] [INFO ] [sig       ] Generating forecast for: VIRC
[2025-11-25T23:47:52.306315] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VIRC' from 'https://tdm.silogroup.org/data/derivative_storage/VIRC.csv'.
[2025-11-25T23:47:52.317524] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VIRC'.
[2025-11-25T23:47:52.317839] [INFO ] [FORECASTER] Starting predict_future for VIRC
[2025-11-25T23:47:52.318688] [DEBUG] [LOCAL     ] No optimal features file found for VIRC: ./output/feature-sets/VIRC.txt
[2025-11-25T23:47:52.318758] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:47:52.318806] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:47:52.318846] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:47:52.318915] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:47:52.376578] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:47:52.377237] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:47:52.377331] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:47:52.377397] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:47:52.486196] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:47:52.486344] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:47:52.486388] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:47:52.486422] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:47:52.489836] [DEBUG] [FORECASTER] VIRC: Forecast T+1@11:T+2@11: DOWN (p=30.82%)
[2025-11-25T23:47:52.490137] [INFO ] [FORECASTER] Completed predict_future for VIRC
[2025-11-25T23:47:52.490291] [INFO ] [sig       ] VIRC: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:47:52.632499] [INFO ] [LOCAL     ] Saved forecast: VIRC	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/VIRC.txt
[2025-11-25T23:47:52.632671] [INFO ] [sig       ] [3430/3639] Completed VIRC in 0.3s | 3.04 sym/s | Total: 18.8m | ETA: 1.1m
[2025-11-25T23:47:52.632724] [INFO ] [sig       ] [3431/3639] Forecasting VITL...
[2025-11-25T23:47:52.632769] [INFO ] [sig       ] Generating forecast for: VITL
[2025-11-25T23:47:52.632811] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VITL' from 'https://tdm.silogroup.org/data/derivative_storage/VITL.csv'.
[2025-11-25T23:47:52.643134] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VITL'.
[2025-11-25T23:47:52.643423] [INFO ] [FORECASTER] Starting predict_future for VITL
[2025-11-25T23:47:52.644270] [DEBUG] [LOCAL     ] No optimal features file found for VITL: ./output/feature-sets/VITL.txt
[2025-11-25T23:47:52.644338] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:47:52.644383] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:47:52.644424] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:47:52.644495] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:47:52.701685] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:47:52.702350] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:47:52.702445] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:47:52.702492] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:47:52.798041] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:47:52.798206] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:47:52.798250] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:47:52.798285] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:47:52.801825] [DEBUG] [FORECASTER] VITL: Forecast T+1@11:T+2@11: DOWN (p=2.84%)
[2025-11-25T23:47:52.802109] [INFO ] [FORECASTER] Completed predict_future for VITL
[2025-11-25T23:47:52.802242] [INFO ] [sig       ] VITL: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:47:52.944631] [INFO ] [LOCAL     ] Saved forecast: VITL	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/VITL.txt
[2025-11-25T23:47:52.944805] [INFO ] [sig       ] [3431/3639] Completed VITL in 0.3s | 3.04 sym/s | Total: 18.8m | ETA: 1.1m
[2025-11-25T23:47:52.944860] [INFO ] [sig       ] [3432/3639] Forecasting VKQ...
[2025-11-25T23:47:52.944904] [INFO ] [sig       ] Generating forecast for: VKQ
[2025-11-25T23:47:52.944945] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VKQ' from 'https://tdm.silogroup.org/data/derivative_storage/VKQ.csv'.
[2025-11-25T23:47:52.955611] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VKQ'.
[2025-11-25T23:47:52.955899] [INFO ] [FORECASTER] Starting predict_future for VKQ
[2025-11-25T23:47:52.956705] [DEBUG] [LOCAL     ] No optimal features file found for VKQ: ./output/feature-sets/VKQ.txt
[2025-11-25T23:47:52.956776] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:47:52.956821] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:47:52.956862] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:47:52.956930] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:47:53.014250] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:47:53.014952] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:47:53.015048] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:47:53.015090] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:47:53.125686] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:47:53.125816] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:47:53.125859] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:47:53.125893] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:47:53.129206] [DEBUG] [FORECASTER] VKQ: Forecast T+1@11:T+2@11: UP (p=98.63%)
[2025-11-25T23:47:53.129488] [INFO ] [FORECASTER] Completed predict_future for VKQ
[2025-11-25T23:47:53.129629] [INFO ] [sig       ] VKQ: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:47:53.271293] [INFO ] [LOCAL     ] Saved forecast: VKQ	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/VKQ.txt
[2025-11-25T23:47:53.271443] [INFO ] [sig       ] [3432/3639] Completed VKQ in 0.3s | 3.04 sym/s | Total: 18.8m | ETA: 1.1m
[2025-11-25T23:47:53.271500] [INFO ] [sig       ] [3433/3639] Forecasting VKTX...
[2025-11-25T23:47:53.271544] [INFO ] [sig       ] Generating forecast for: VKTX
[2025-11-25T23:47:53.271587] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VKTX' from 'https://tdm.silogroup.org/data/derivative_storage/VKTX.csv'.
[2025-11-25T23:47:53.283298] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VKTX'.
[2025-11-25T23:47:53.283675] [INFO ] [FORECASTER] Starting predict_future for VKTX
[2025-11-25T23:47:53.284551] [DEBUG] [LOCAL     ] No optimal features file found for VKTX: ./output/feature-sets/VKTX.txt
[2025-11-25T23:47:53.284622] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:47:53.284700] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:47:53.284754] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:47:53.284835] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:47:53.342933] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:47:53.343854] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:47:53.343959] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:47:53.344015] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:47:53.456832] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:47:53.457141] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:47:53.457199] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:47:53.457237] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:47:53.461470] [DEBUG] [FORECASTER] VKTX: Forecast T+1@11:T+2@11: UP (p=94.89%)
[2025-11-25T23:47:53.461830] [INFO ] [FORECASTER] Completed predict_future for VKTX
[2025-11-25T23:47:53.462000] [INFO ] [sig       ] VKTX: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:47:53.608593] [INFO ] [LOCAL     ] Saved forecast: VKTX	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/VKTX.txt
[2025-11-25T23:47:53.608875] [INFO ] [sig       ] [3433/3639] Completed VKTX in 0.3s | 3.04 sym/s | Total: 18.8m | ETA: 1.1m
[2025-11-25T23:47:53.608935] [INFO ] [sig       ] [3434/3639] Forecasting VLGEA...
[2025-11-25T23:47:53.608984] [INFO ] [sig       ] Generating forecast for: VLGEA
[2025-11-25T23:47:53.609039] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VLGEA' from 'https://tdm.silogroup.org/data/derivative_storage/VLGEA.csv'.
[2025-11-25T23:47:53.622035] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VLGEA'.
[2025-11-25T23:47:53.622577] [INFO ] [FORECASTER] Starting predict_future for VLGEA
[2025-11-25T23:47:53.623557] [DEBUG] [LOCAL     ] No optimal features file found for VLGEA: ./output/feature-sets/VLGEA.txt
[2025-11-25T23:47:53.623632] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:47:53.623718] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:47:53.623762] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:47:53.623851] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:47:53.682600] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:47:53.683748] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:47:53.683864] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:47:53.683913] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:47:53.799462] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:47:53.799732] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:47:53.799995] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:47:53.800045] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:47:53.804281] [DEBUG] [FORECASTER] VLGEA: Forecast T+1@11:T+2@11: DOWN (p=27.54%)
[2025-11-25T23:47:53.804696] [INFO ] [FORECASTER] Completed predict_future for VLGEA
[2025-11-25T23:47:53.804878] [INFO ] [sig       ] VLGEA: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:47:53.949379] [INFO ] [LOCAL     ] Saved forecast: VLGEA	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/VLGEA.txt
[2025-11-25T23:47:53.949577] [INFO ] [sig       ] [3434/3639] Completed VLGEA in 0.3s | 3.04 sym/s | Total: 18.8m | ETA: 1.1m
[2025-11-25T23:47:53.949631] [INFO ] [sig       ] [3435/3639] Forecasting VLN...
[2025-11-25T23:47:53.949699] [INFO ] [sig       ] Generating forecast for: VLN
[2025-11-25T23:47:53.949751] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VLN' from 'https://tdm.silogroup.org/data/derivative_storage/VLN.csv'.
[2025-11-25T23:47:53.962184] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VLN'.
[2025-11-25T23:47:53.962665] [INFO ] [FORECASTER] Starting predict_future for VLN
[2025-11-25T23:47:53.963590] [DEBUG] [LOCAL     ] No optimal features file found for VLN: ./output/feature-sets/VLN.txt
[2025-11-25T23:47:53.963679] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:47:53.963741] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:47:53.963792] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:47:53.963885] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:47:54.021793] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:47:54.023126] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:47:54.023247] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:47:54.023312] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:47:54.155679] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:47:54.156006] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:47:54.156091] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:47:54.156145] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:47:54.160332] [DEBUG] [FORECASTER] VLN: Forecast T+1@11:T+2@11: DOWN (p=29.62%)
[2025-11-25T23:47:54.160908] [INFO ] [FORECASTER] Completed predict_future for VLN
[2025-11-25T23:47:54.161152] [INFO ] [sig       ] VLN: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:47:54.319907] [INFO ] [LOCAL     ] Saved forecast: VLN	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/VLN.txt
[2025-11-25T23:47:54.320389] [INFO ] [sig       ] [3435/3639] Completed VLN in 0.4s | 3.04 sym/s | Total: 18.8m | ETA: 1.1m
[2025-11-25T23:47:54.320504] [INFO ] [sig       ] [3436/3639] Forecasting VLO...
[2025-11-25T23:47:54.320602] [INFO ] [sig       ] Generating forecast for: VLO
[2025-11-25T23:47:54.320735] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VLO' from 'https://tdm.silogroup.org/data/derivative_storage/VLO.csv'.
[2025-11-25T23:47:54.333951] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VLO'.
[2025-11-25T23:47:54.334379] [INFO ] [FORECASTER] Starting predict_future for VLO
[2025-11-25T23:47:54.335376] [DEBUG] [LOCAL     ] No optimal features file found for VLO: ./output/feature-sets/VLO.txt
[2025-11-25T23:47:54.335447] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:47:54.335496] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:47:54.335541] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:47:54.335635] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:47:54.394362] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:47:54.395590] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:47:54.395742] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:47:54.395799] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:47:54.513425] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:47:54.513758] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:47:54.513847] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:47:54.513896] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:47:54.517798] [DEBUG] [FORECASTER] VLO: Forecast T+1@11:T+2@11: DOWN (p=7.06%)
[2025-11-25T23:47:54.518158] [INFO ] [FORECASTER] Completed predict_future for VLO
[2025-11-25T23:47:54.518327] [INFO ] [sig       ] VLO: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:47:54.662985] [INFO ] [LOCAL     ] Saved forecast: VLO	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/VLO.txt
[2025-11-25T23:47:54.663221] [INFO ] [sig       ] [3436/3639] Completed VLO in 0.3s | 3.04 sym/s | Total: 18.8m | ETA: 1.1m
[2025-11-25T23:47:54.663292] [INFO ] [sig       ] [3437/3639] Forecasting VLRS...
[2025-11-25T23:47:54.663431] [INFO ] [sig       ] Generating forecast for: VLRS
[2025-11-25T23:47:54.663496] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VLRS' from 'https://tdm.silogroup.org/data/derivative_storage/VLRS.csv'.
[2025-11-25T23:47:54.676398] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VLRS'.
[2025-11-25T23:47:54.677056] [INFO ] [FORECASTER] Starting predict_future for VLRS
[2025-11-25T23:47:54.678093] [DEBUG] [LOCAL     ] No optimal features file found for VLRS: ./output/feature-sets/VLRS.txt
[2025-11-25T23:47:54.678169] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:47:54.678222] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:47:54.678268] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:47:54.678343] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:47:54.738563] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:47:54.739734] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:47:54.739845] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:47:54.739897] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:47:54.853720] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:47:54.853993] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:47:54.854045] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:47:54.854081] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:47:54.857972] [DEBUG] [FORECASTER] VLRS: Forecast T+1@11:T+2@11: UP (p=56.34%)
[2025-11-25T23:47:54.858292] [INFO ] [FORECASTER] Completed predict_future for VLRS
[2025-11-25T23:47:54.858454] [INFO ] [sig       ] VLRS: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:47:55.004663] [INFO ] [LOCAL     ] Saved forecast: VLRS	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/VLRS.txt
[2025-11-25T23:47:55.004910] [INFO ] [sig       ] [3437/3639] Completed VLRS in 0.3s | 3.04 sym/s | Total: 18.8m | ETA: 1.1m
[2025-11-25T23:47:55.004988] [INFO ] [sig       ] [3438/3639] Forecasting VLTO...
[2025-11-25T23:47:55.005046] [INFO ] [sig       ] Generating forecast for: VLTO
[2025-11-25T23:47:55.005095] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VLTO' from 'https://tdm.silogroup.org/data/derivative_storage/VLTO.csv'.
[2025-11-25T23:47:55.017885] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VLTO'.
[2025-11-25T23:47:55.018514] [INFO ] [FORECASTER] Starting predict_future for VLTO
[2025-11-25T23:47:55.019442] [DEBUG] [LOCAL     ] No optimal features file found for VLTO: ./output/feature-sets/VLTO.txt
[2025-11-25T23:47:55.019521] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:47:55.019572] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:47:55.019615] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:47:55.019719] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:47:55.081331] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:47:55.082611] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:47:55.082753] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:47:55.082802] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:47:55.201739] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:47:55.202013] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:47:55.202065] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:47:55.202100] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:47:55.206062] [DEBUG] [FORECASTER] VLTO: Forecast T+1@11:T+2@11: UP (p=54.42%)
[2025-11-25T23:47:55.206438] [INFO ] [FORECASTER] Completed predict_future for VLTO
[2025-11-25T23:47:55.206668] [INFO ] [sig       ] VLTO: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:47:55.351603] [INFO ] [LOCAL     ] Saved forecast: VLTO	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/VLTO.txt
[2025-11-25T23:47:55.351841] [INFO ] [sig       ] [3438/3639] Completed VLTO in 0.3s | 3.04 sym/s | Total: 18.8m | ETA: 1.1m
[2025-11-25T23:47:55.351902] [INFO ] [sig       ] [3439/3639] Forecasting VLY...
[2025-11-25T23:47:55.352015] [INFO ] [sig       ] Generating forecast for: VLY
[2025-11-25T23:47:55.352080] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VLY' from 'https://tdm.silogroup.org/data/derivative_storage/VLY.csv'.
[2025-11-25T23:47:55.365409] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VLY'.
[2025-11-25T23:47:55.365882] [INFO ] [FORECASTER] Starting predict_future for VLY
[2025-11-25T23:47:55.366782] [DEBUG] [LOCAL     ] No optimal features file found for VLY: ./output/feature-sets/VLY.txt
[2025-11-25T23:47:55.366854] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:47:55.366902] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:47:55.366944] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:47:55.367015] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:47:55.424525] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:47:55.425544] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:47:55.425677] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:47:55.425737] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:47:55.541034] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:47:55.541224] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:47:55.541271] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:47:55.541305] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:47:55.544944] [DEBUG] [FORECASTER] VLY: Forecast T+1@11:T+2@11: UP (p=52.68%)
[2025-11-25T23:47:55.545245] [INFO ] [FORECASTER] Completed predict_future for VLY
[2025-11-25T23:47:55.545412] [INFO ] [sig       ] VLY: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:47:55.688143] [INFO ] [LOCAL     ] Saved forecast: VLY	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/VLY.txt
[2025-11-25T23:47:55.688319] [INFO ] [sig       ] [3439/3639] Completed VLY in 0.3s | 3.04 sym/s | Total: 18.9m | ETA: 1.1m
[2025-11-25T23:47:55.688377] [INFO ] [sig       ] [3440/3639] Forecasting VMBS...
[2025-11-25T23:47:55.688423] [INFO ] [sig       ] Generating forecast for: VMBS
[2025-11-25T23:47:55.688468] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VMBS' from 'https://tdm.silogroup.org/data/derivative_storage/VMBS.csv'.
[2025-11-25T23:47:55.699839] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VMBS'.
[2025-11-25T23:47:55.700145] [INFO ] [FORECASTER] Starting predict_future for VMBS
[2025-11-25T23:47:55.700996] [DEBUG] [LOCAL     ] No optimal features file found for VMBS: ./output/feature-sets/VMBS.txt
[2025-11-25T23:47:55.701066] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:47:55.701153] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:47:55.701201] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:47:55.701272] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:47:55.759780] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:47:55.760537] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:47:55.760637] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:47:55.760707] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:47:55.872275] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:47:55.872453] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:47:55.872497] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:47:55.872532] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:47:55.876060] [DEBUG] [FORECASTER] VMBS: Forecast T+1@11:T+2@11: UP (p=60.94%)
[2025-11-25T23:47:55.876368] [INFO ] [FORECASTER] Completed predict_future for VMBS
[2025-11-25T23:47:55.876523] [INFO ] [sig       ] VMBS: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:47:56.018235] [INFO ] [LOCAL     ] Saved forecast: VMBS	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/VMBS.txt
[2025-11-25T23:47:56.018404] [INFO ] [sig       ] [3440/3639] Completed VMBS in 0.3s | 3.04 sym/s | Total: 18.9m | ETA: 1.1m
[2025-11-25T23:47:56.018461] [INFO ] [sig       ] [3441/3639] Forecasting VMD...
[2025-11-25T23:47:56.018508] [INFO ] [sig       ] Generating forecast for: VMD
[2025-11-25T23:47:56.018550] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VMD' from 'https://tdm.silogroup.org/data/derivative_storage/VMD.csv'.
[2025-11-25T23:47:56.030131] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VMD'.
[2025-11-25T23:47:56.030477] [INFO ] [FORECASTER] Starting predict_future for VMD
[2025-11-25T23:47:56.031313] [DEBUG] [LOCAL     ] No optimal features file found for VMD: ./output/feature-sets/VMD.txt
[2025-11-25T23:47:56.031383] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:47:56.031429] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:47:56.031469] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:47:56.031537] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:47:56.089618] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:47:56.090275] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:47:56.090370] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:47:56.090416] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:47:56.199720] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:47:56.199921] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:47:56.199967] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:47:56.200002] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:47:56.203391] [DEBUG] [FORECASTER] VMD: Forecast T+1@11:T+2@11: DOWN (p=0.78%)
[2025-11-25T23:47:56.203725] [INFO ] [FORECASTER] Completed predict_future for VMD
[2025-11-25T23:47:56.203971] [INFO ] [sig       ] VMD: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:47:56.350034] [INFO ] [LOCAL     ] Saved forecast: VMD	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/VMD.txt
[2025-11-25T23:47:56.350212] [INFO ] [sig       ] [3441/3639] Completed VMD in 0.3s | 3.04 sym/s | Total: 18.9m | ETA: 1.1m
[2025-11-25T23:47:56.350277] [INFO ] [sig       ] [3442/3639] Forecasting VMI...
[2025-11-25T23:47:56.350322] [INFO ] [sig       ] Generating forecast for: VMI
[2025-11-25T23:47:56.350365] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VMI' from 'https://tdm.silogroup.org/data/derivative_storage/VMI.csv'.
[2025-11-25T23:47:56.363751] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VMI'.
[2025-11-25T23:47:56.364352] [INFO ] [FORECASTER] Starting predict_future for VMI
[2025-11-25T23:47:56.365402] [DEBUG] [LOCAL     ] No optimal features file found for VMI: ./output/feature-sets/VMI.txt
[2025-11-25T23:47:56.365479] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:47:56.365531] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:47:56.365577] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:47:56.365671] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:47:56.423836] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:47:56.425096] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:47:56.425218] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:47:56.425268] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:47:56.549772] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:47:56.550009] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:47:56.550059] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:47:56.550095] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:47:56.554224] [DEBUG] [FORECASTER] VMI: Forecast T+1@11:T+2@11: UP (p=66.15%)
[2025-11-25T23:47:56.554566] [INFO ] [FORECASTER] Completed predict_future for VMI
[2025-11-25T23:47:56.554758] [INFO ] [sig       ] VMI: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:47:56.702076] [INFO ] [LOCAL     ] Saved forecast: VMI	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/VMI.txt
[2025-11-25T23:47:56.702331] [INFO ] [sig       ] [3442/3639] Completed VMI in 0.4s | 3.04 sym/s | Total: 18.9m | ETA: 1.1m
[2025-11-25T23:47:56.702392] [INFO ] [sig       ] [3443/3639] Forecasting VMO...
[2025-11-25T23:47:56.702439] [INFO ] [sig       ] Generating forecast for: VMO
[2025-11-25T23:47:56.702485] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VMO' from 'https://tdm.silogroup.org/data/derivative_storage/VMO.csv'.
[2025-11-25T23:47:56.714872] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VMO'.
[2025-11-25T23:47:56.715455] [INFO ] [FORECASTER] Starting predict_future for VMO
[2025-11-25T23:47:56.716433] [DEBUG] [LOCAL     ] No optimal features file found for VMO: ./output/feature-sets/VMO.txt
[2025-11-25T23:47:56.716508] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:47:56.716561] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:47:56.716612] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:47:56.716705] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:47:56.774833] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:47:56.776045] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:47:56.776217] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:47:56.776266] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:47:56.899392] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:47:56.899679] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:47:56.899738] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:47:56.899774] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:47:56.903715] [DEBUG] [FORECASTER] VMO: Forecast T+1@11:T+2@11: UP (p=99.15%)
[2025-11-25T23:47:56.904050] [INFO ] [FORECASTER] Completed predict_future for VMO
[2025-11-25T23:47:56.904227] [INFO ] [sig       ] VMO: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:47:57.052737] [INFO ] [LOCAL     ] Saved forecast: VMO	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/VMO.txt
[2025-11-25T23:47:57.053023] [INFO ] [sig       ] [3443/3639] Completed VMO in 0.4s | 3.04 sym/s | Total: 18.9m | ETA: 1.1m
[2025-11-25T23:47:57.053101] [INFO ] [sig       ] [3444/3639] Forecasting VNDA...
[2025-11-25T23:47:57.053155] [INFO ] [sig       ] Generating forecast for: VNDA
[2025-11-25T23:47:57.053203] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VNDA' from 'https://tdm.silogroup.org/data/derivative_storage/VNDA.csv'.
[2025-11-25T23:47:57.066379] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VNDA'.
[2025-11-25T23:47:57.067029] [INFO ] [FORECASTER] Starting predict_future for VNDA
[2025-11-25T23:47:57.068071] [DEBUG] [LOCAL     ] No optimal features file found for VNDA: ./output/feature-sets/VNDA.txt
[2025-11-25T23:47:57.068143] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:47:57.068193] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:47:57.068235] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:47:57.068308] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:47:57.127740] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:47:57.128871] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:47:57.128983] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:47:57.129031] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:47:57.239792] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:47:57.240059] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:47:57.240128] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:47:57.240173] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:47:57.244251] [DEBUG] [FORECASTER] VNDA: Forecast T+1@11:T+2@11: DOWN (p=11.07%)
[2025-11-25T23:47:57.244601] [INFO ] [FORECASTER] Completed predict_future for VNDA
[2025-11-25T23:47:57.244806] [INFO ] [sig       ] VNDA: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:47:57.390322] [INFO ] [LOCAL     ] Saved forecast: VNDA	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/VNDA.txt
[2025-11-25T23:47:57.390537] [INFO ] [sig       ] [3444/3639] Completed VNDA in 0.3s | 3.04 sym/s | Total: 18.9m | ETA: 1.1m
[2025-11-25T23:47:57.390600] [INFO ] [sig       ] [3445/3639] Forecasting VNO...
[2025-11-25T23:47:57.390670] [INFO ] [sig       ] Generating forecast for: VNO
[2025-11-25T23:47:57.390720] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VNO' from 'https://tdm.silogroup.org/data/derivative_storage/VNO.csv'.
[2025-11-25T23:47:57.403602] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VNO'.
[2025-11-25T23:47:57.404056] [INFO ] [FORECASTER] Starting predict_future for VNO
[2025-11-25T23:47:57.405023] [DEBUG] [LOCAL     ] No optimal features file found for VNO: ./output/feature-sets/VNO.txt
[2025-11-25T23:47:57.405097] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:47:57.405147] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:47:57.405190] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:47:57.405263] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:47:57.463022] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:47:57.464150] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:47:57.464265] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:47:57.464314] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:47:57.582164] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:47:57.582419] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:47:57.582468] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:47:57.582505] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:47:57.586504] [DEBUG] [FORECASTER] VNO: Forecast T+1@11:T+2@11: UP (p=61.20%)
[2025-11-25T23:47:57.587018] [INFO ] [FORECASTER] Completed predict_future for VNO
[2025-11-25T23:47:57.587331] [INFO ] [sig       ] VNO: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:47:57.729765] [INFO ] [LOCAL     ] Saved forecast: VNO	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/VNO.txt
[2025-11-25T23:47:57.729974] [INFO ] [sig       ] [3445/3639] Completed VNO in 0.3s | 3.04 sym/s | Total: 18.9m | ETA: 1.1m
[2025-11-25T23:47:57.730036] [INFO ] [sig       ] [3446/3639] Forecasting VNOM...
[2025-11-25T23:47:57.730083] [INFO ] [sig       ] Generating forecast for: VNOM
[2025-11-25T23:47:57.730126] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VNOM' from 'https://tdm.silogroup.org/data/derivative_storage/VNOM.csv'.
[2025-11-25T23:47:57.743365] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VNOM'.
[2025-11-25T23:47:57.743813] [INFO ] [FORECASTER] Starting predict_future for VNOM
[2025-11-25T23:47:57.744802] [DEBUG] [LOCAL     ] No optimal features file found for VNOM: ./output/feature-sets/VNOM.txt
[2025-11-25T23:47:57.744873] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:47:57.744924] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:47:57.744968] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:47:57.745112] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:47:57.803047] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:47:57.804143] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:47:57.804255] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:47:57.804316] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:47:57.929366] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:47:57.929653] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:47:57.929736] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:47:57.929792] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:47:57.933886] [DEBUG] [FORECASTER] VNOM: Forecast T+1@11:T+2@11: DOWN (p=17.00%)
[2025-11-25T23:47:57.934250] [INFO ] [FORECASTER] Completed predict_future for VNOM
[2025-11-25T23:47:57.934435] [INFO ] [sig       ] VNOM: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:47:58.082655] [INFO ] [LOCAL     ] Saved forecast: VNOM	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/VNOM.txt
[2025-11-25T23:47:58.082902] [INFO ] [sig       ] [3446/3639] Completed VNOM in 0.4s | 3.04 sym/s | Total: 18.9m | ETA: 1.1m
[2025-11-25T23:47:58.082978] [INFO ] [sig       ] [3447/3639] Forecasting VNQI...
[2025-11-25T23:47:58.083025] [INFO ] [sig       ] Generating forecast for: VNQI
[2025-11-25T23:47:58.083070] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VNQI' from 'https://tdm.silogroup.org/data/derivative_storage/VNQI.csv'.
[2025-11-25T23:47:58.095779] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VNQI'.
[2025-11-25T23:47:58.096226] [INFO ] [FORECASTER] Starting predict_future for VNQI
[2025-11-25T23:47:58.097165] [DEBUG] [LOCAL     ] No optimal features file found for VNQI: ./output/feature-sets/VNQI.txt
[2025-11-25T23:47:58.097237] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:47:58.097288] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:47:58.097332] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:47:58.097428] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:47:58.156028] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:47:58.157189] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:47:58.157302] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:47:58.157352] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:47:58.280631] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:47:58.280903] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:47:58.280953] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:47:58.281021] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:47:58.284947] [DEBUG] [FORECASTER] VNQI: Forecast T+1@11:T+2@11: UP (p=56.43%)
[2025-11-25T23:47:58.285311] [INFO ] [FORECASTER] Completed predict_future for VNQI
[2025-11-25T23:47:58.285485] [INFO ] [sig       ] VNQI: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:47:58.436755] [INFO ] [LOCAL     ] Saved forecast: VNQI	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/VNQI.txt
[2025-11-25T23:47:58.436989] [INFO ] [sig       ] [3447/3639] Completed VNQI in 0.4s | 3.04 sym/s | Total: 18.9m | ETA: 1.1m
[2025-11-25T23:47:58.437050] [INFO ] [sig       ] [3448/3639] Forecasting VOC...
[2025-11-25T23:47:58.437150] [INFO ] [sig       ] Generating forecast for: VOC
[2025-11-25T23:47:58.437211] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VOC' from 'https://tdm.silogroup.org/data/derivative_storage/VOC.csv'.
[2025-11-25T23:47:58.449360] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VOC'.
[2025-11-25T23:47:58.449841] [INFO ] [FORECASTER] Starting predict_future for VOC
[2025-11-25T23:47:58.450830] [DEBUG] [LOCAL     ] No optimal features file found for VOC: ./output/feature-sets/VOC.txt
[2025-11-25T23:47:58.450902] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:47:58.450951] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:47:58.450994] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:47:58.451067] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:47:58.509032] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:47:58.510115] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:47:58.510236] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:47:58.510288] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:47:58.612322] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:47:58.612603] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:47:58.612675] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:47:58.612727] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:47:58.616634] [DEBUG] [FORECASTER] VOC: Forecast T+1@11:T+2@11: UP (p=82.65%)
[2025-11-25T23:47:58.617029] [INFO ] [FORECASTER] Completed predict_future for VOC
[2025-11-25T23:47:58.617202] [INFO ] [sig       ] VOC: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:47:58.769923] [INFO ] [LOCAL     ] Saved forecast: VOC	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/VOC.txt
[2025-11-25T23:47:58.770223] [INFO ] [sig       ] [3448/3639] Completed VOC in 0.3s | 3.04 sym/s | Total: 18.9m | ETA: 1.0m
[2025-11-25T23:47:58.770302] [INFO ] [sig       ] [3449/3639] Forecasting VOD...
[2025-11-25T23:47:58.770455] [INFO ] [sig       ] Generating forecast for: VOD
[2025-11-25T23:47:58.770515] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VOD' from 'https://tdm.silogroup.org/data/derivative_storage/VOD.csv'.
[2025-11-25T23:47:58.783681] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VOD'.
[2025-11-25T23:47:58.784177] [INFO ] [FORECASTER] Starting predict_future for VOD
[2025-11-25T23:47:58.785296] [DEBUG] [LOCAL     ] No optimal features file found for VOD: ./output/feature-sets/VOD.txt
[2025-11-25T23:47:58.785376] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:47:58.785447] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:47:58.785506] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:47:58.785611] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:47:58.847286] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:47:58.848561] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:47:58.848773] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:47:58.848834] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:47:58.966878] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:47:58.967149] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:47:58.967204] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:47:58.967243] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:47:58.971240] [DEBUG] [FORECASTER] VOD: Forecast T+1@11:T+2@11: DOWN (p=6.86%)
[2025-11-25T23:47:58.971589] [INFO ] [FORECASTER] Completed predict_future for VOD
[2025-11-25T23:47:58.971792] [INFO ] [sig       ] VOD: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:47:59.117281] [INFO ] [LOCAL     ] Saved forecast: VOD	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/VOD.txt
[2025-11-25T23:47:59.117480] [INFO ] [sig       ] [3449/3639] Completed VOD in 0.3s | 3.04 sym/s | Total: 18.9m | ETA: 1.0m
[2025-11-25T23:47:59.117540] [INFO ] [sig       ] [3450/3639] Forecasting VONE...
[2025-11-25T23:47:59.117586] [INFO ] [sig       ] Generating forecast for: VONE
[2025-11-25T23:47:59.117630] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VONE' from 'https://tdm.silogroup.org/data/derivative_storage/VONE.csv'.
[2025-11-25T23:47:59.129118] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VONE'.
[2025-11-25T23:47:59.129469] [INFO ] [FORECASTER] Starting predict_future for VONE
[2025-11-25T23:47:59.130377] [DEBUG] [LOCAL     ] No optimal features file found for VONE: ./output/feature-sets/VONE.txt
[2025-11-25T23:47:59.130448] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:47:59.130494] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:47:59.130534] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:47:59.130602] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:47:59.189706] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:47:59.190604] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:47:59.190726] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:47:59.190776] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:47:59.282829] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:47:59.283025] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:47:59.283074] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:47:59.283109] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:47:59.286741] [DEBUG] [FORECASTER] VONE: Forecast T+1@11:T+2@11: DOWN (p=11.85%)
[2025-11-25T23:47:59.287067] [INFO ] [FORECASTER] Completed predict_future for VONE
[2025-11-25T23:47:59.287213] [INFO ] [sig       ] VONE: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:47:59.449516] [INFO ] [LOCAL     ] Saved forecast: VONE	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/VONE.txt
[2025-11-25T23:47:59.449700] [INFO ] [sig       ] [3450/3639] Completed VONE in 0.3s | 3.04 sym/s | Total: 18.9m | ETA: 1.0m
[2025-11-25T23:47:59.449759] [INFO ] [sig       ] [3451/3639] Forecasting VONG...
[2025-11-25T23:47:59.449803] [INFO ] [sig       ] Generating forecast for: VONG
[2025-11-25T23:47:59.449849] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VONG' from 'https://tdm.silogroup.org/data/derivative_storage/VONG.csv'.
[2025-11-25T23:47:59.461209] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VONG'.
[2025-11-25T23:47:59.461534] [INFO ] [FORECASTER] Starting predict_future for VONG
[2025-11-25T23:47:59.462398] [DEBUG] [LOCAL     ] No optimal features file found for VONG: ./output/feature-sets/VONG.txt
[2025-11-25T23:47:59.462471] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:47:59.462519] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:47:59.462579] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:47:59.462677] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:47:59.526381] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:47:59.527257] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:47:59.527380] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:47:59.527434] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:47:59.633235] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:47:59.633419] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:47:59.633465] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:47:59.633502] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:47:59.637267] [DEBUG] [FORECASTER] VONG: Forecast T+1@11:T+2@11: UP (p=53.55%)
[2025-11-25T23:47:59.637635] [INFO ] [FORECASTER] Completed predict_future for VONG
[2025-11-25T23:47:59.637816] [INFO ] [sig       ] VONG: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:47:59.781306] [INFO ] [LOCAL     ] Saved forecast: VONG	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/VONG.txt
[2025-11-25T23:47:59.781480] [INFO ] [sig       ] [3451/3639] Completed VONG in 0.3s | 3.04 sym/s | Total: 18.9m | ETA: 1.0m
[2025-11-25T23:47:59.781538] [INFO ] [sig       ] [3452/3639] Forecasting VOTE...
[2025-11-25T23:47:59.781583] [INFO ] [sig       ] Generating forecast for: VOTE
[2025-11-25T23:47:59.781625] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VOTE' from 'https://tdm.silogroup.org/data/derivative_storage/VOTE.csv'.
[2025-11-25T23:47:59.794462] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VOTE'.
[2025-11-25T23:47:59.795021] [INFO ] [FORECASTER] Starting predict_future for VOTE
[2025-11-25T23:47:59.796040] [DEBUG] [LOCAL     ] No optimal features file found for VOTE: ./output/feature-sets/VOTE.txt
[2025-11-25T23:47:59.796123] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:47:59.796184] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:47:59.796231] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:47:59.796311] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:47:59.854322] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:47:59.855400] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:47:59.855515] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:47:59.855565] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:47:59.969710] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:47:59.969983] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:47:59.970035] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:47:59.970069] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:47:59.974084] [DEBUG] [FORECASTER] VOTE: Forecast T+1@11:T+2@11: DOWN (p=12.63%)
[2025-11-25T23:47:59.974634] [INFO ] [FORECASTER] Completed predict_future for VOTE
[2025-11-25T23:47:59.974899] [INFO ] [sig       ] VOTE: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:48:00.117847] [INFO ] [LOCAL     ] Saved forecast: VOTE	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/VOTE.txt
[2025-11-25T23:48:00.118105] [INFO ] [sig       ] [3452/3639] Completed VOTE in 0.3s | 3.04 sym/s | Total: 18.9m | ETA: 1.0m
[2025-11-25T23:48:00.118171] [INFO ] [sig       ] [3453/3639] Forecasting VPG...
[2025-11-25T23:48:00.118217] [INFO ] [sig       ] Generating forecast for: VPG
[2025-11-25T23:48:00.118263] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VPG' from 'https://tdm.silogroup.org/data/derivative_storage/VPG.csv'.
[2025-11-25T23:48:00.130957] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VPG'.
[2025-11-25T23:48:00.131487] [INFO ] [FORECASTER] Starting predict_future for VPG
[2025-11-25T23:48:00.132496] [DEBUG] [LOCAL     ] No optimal features file found for VPG: ./output/feature-sets/VPG.txt
[2025-11-25T23:48:00.132570] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:48:00.132620] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:48:00.132684] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:48:00.132759] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:48:00.192352] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:48:00.193564] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:48:00.193698] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:48:00.193750] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:48:00.314458] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:48:00.314780] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:48:00.314862] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:48:00.314915] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:48:00.319557] [DEBUG] [FORECASTER] VPG: Forecast T+1@11:T+2@11: DOWN (p=2.42%)
[2025-11-25T23:48:00.320110] [INFO ] [FORECASTER] Completed predict_future for VPG
[2025-11-25T23:48:00.320322] [INFO ] [sig       ] VPG: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:48:00.472010] [INFO ] [LOCAL     ] Saved forecast: VPG	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/VPG.txt
[2025-11-25T23:48:00.472228] [INFO ] [sig       ] [3453/3639] Completed VPG in 0.4s | 3.04 sym/s | Total: 18.9m | ETA: 1.0m
[2025-11-25T23:48:00.472287] [INFO ] [sig       ] [3454/3639] Forecasting VPLS...
[2025-11-25T23:48:00.472333] [INFO ] [sig       ] Generating forecast for: VPLS
[2025-11-25T23:48:00.472383] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VPLS' from 'https://tdm.silogroup.org/data/derivative_storage/VPLS.csv'.
[2025-11-25T23:48:00.484363] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VPLS'.
[2025-11-25T23:48:00.484982] [INFO ] [FORECASTER] Starting predict_future for VPLS
[2025-11-25T23:48:00.486001] [DEBUG] [LOCAL     ] No optimal features file found for VPLS: ./output/feature-sets/VPLS.txt
[2025-11-25T23:48:00.486098] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:48:00.486151] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:48:00.486194] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:48:00.486269] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:48:00.545424] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:48:00.546714] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:48:00.546841] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:48:00.546892] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:48:01.254837] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:48:01.254995] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:48:01.255142] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:48:01.255236] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:48:01.258811] [DEBUG] [FORECASTER] VPLS: Forecast T+1@11:T+2@11: DOWN (p=13.30%)
[2025-11-25T23:48:01.259126] [INFO ] [FORECASTER] Completed predict_future for VPLS
[2025-11-25T23:48:01.259350] [INFO ] [sig       ] VPLS: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:48:01.409017] [INFO ] [LOCAL     ] Saved forecast: VPLS	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/VPLS.txt
[2025-11-25T23:48:01.409202] [INFO ] [sig       ] [3454/3639] Completed VPLS in 0.9s | 3.04 sym/s | Total: 19.0m | ETA: 1.0m
[2025-11-25T23:48:01.409258] [INFO ] [sig       ] [3455/3639] Forecasting VRA...
[2025-11-25T23:48:01.409305] [INFO ] [sig       ] Generating forecast for: VRA
[2025-11-25T23:48:01.409360] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VRA' from 'https://tdm.silogroup.org/data/derivative_storage/VRA.csv'.
[2025-11-25T23:48:01.421550] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VRA'.
[2025-11-25T23:48:01.422025] [INFO ] [FORECASTER] Starting predict_future for VRA
[2025-11-25T23:48:01.422938] [DEBUG] [LOCAL     ] No optimal features file found for VRA: ./output/feature-sets/VRA.txt
[2025-11-25T23:48:01.423009] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:48:01.423067] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:48:01.423118] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:48:01.423205] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:48:01.485706] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:48:01.486614] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:48:01.486739] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:48:01.486788] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:48:01.597171] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:48:01.597348] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:48:01.597418] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:48:01.597454] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:48:01.600938] [DEBUG] [FORECASTER] VRA: Forecast T+1@11:T+2@11: DOWN (p=2.95%)
[2025-11-25T23:48:01.601265] [INFO ] [FORECASTER] Completed predict_future for VRA
[2025-11-25T23:48:01.601412] [INFO ] [sig       ] VRA: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:48:01.744895] [INFO ] [LOCAL     ] Saved forecast: VRA	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/VRA.txt
[2025-11-25T23:48:01.745058] [INFO ] [sig       ] [3455/3639] Completed VRA in 0.3s | 3.04 sym/s | Total: 19.0m | ETA: 1.0m
[2025-11-25T23:48:01.745116] [INFO ] [sig       ] [3456/3639] Forecasting VRCA...
[2025-11-25T23:48:01.745163] [INFO ] [sig       ] Generating forecast for: VRCA
[2025-11-25T23:48:01.745262] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VRCA' from 'https://tdm.silogroup.org/data/derivative_storage/VRCA.csv'.
[2025-11-25T23:48:01.756736] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VRCA'.
[2025-11-25T23:48:01.757211] [INFO ] [FORECASTER] Starting predict_future for VRCA
[2025-11-25T23:48:01.758162] [DEBUG] [LOCAL     ] No optimal features file found for VRCA: ./output/feature-sets/VRCA.txt
[2025-11-25T23:48:01.758237] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:48:01.758289] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:48:01.758331] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:48:01.758404] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:48:01.816479] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:48:01.817203] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:48:01.817307] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:48:01.817380] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:48:01.927195] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:48:01.927395] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:48:01.927446] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:48:01.927483] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:48:01.931150] [DEBUG] [FORECASTER] VRCA: Forecast T+1@11:T+2@11: UP (p=78.10%)
[2025-11-25T23:48:01.931459] [INFO ] [FORECASTER] Completed predict_future for VRCA
[2025-11-25T23:48:01.931616] [INFO ] [sig       ] VRCA: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:48:02.074211] [INFO ] [LOCAL     ] Saved forecast: VRCA	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/VRCA.txt
[2025-11-25T23:48:02.074366] [INFO ] [sig       ] [3456/3639] Completed VRCA in 0.3s | 3.04 sym/s | Total: 19.0m | ETA: 1.0m
[2025-11-25T23:48:02.074422] [INFO ] [sig       ] [3457/3639] Forecasting VRDN...
[2025-11-25T23:48:02.074468] [INFO ] [sig       ] Generating forecast for: VRDN
[2025-11-25T23:48:02.074511] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VRDN' from 'https://tdm.silogroup.org/data/derivative_storage/VRDN.csv'.
[2025-11-25T23:48:02.086098] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VRDN'.
[2025-11-25T23:48:02.086384] [INFO ] [FORECASTER] Starting predict_future for VRDN
[2025-11-25T23:48:02.087256] [DEBUG] [LOCAL     ] No optimal features file found for VRDN: ./output/feature-sets/VRDN.txt
[2025-11-25T23:48:02.087330] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:48:02.087404] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:48:02.087448] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:48:02.087520] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:48:02.147668] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:48:02.148587] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:48:02.148713] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:48:02.148768] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:48:02.262318] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:48:02.262498] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:48:02.262550] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:48:02.262587] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:48:02.266179] [DEBUG] [FORECASTER] VRDN: Forecast T+1@11:T+2@11: UP (p=89.13%)
[2025-11-25T23:48:02.266475] [INFO ] [FORECASTER] Completed predict_future for VRDN
[2025-11-25T23:48:02.266632] [INFO ] [sig       ] VRDN: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:48:02.408438] [INFO ] [LOCAL     ] Saved forecast: VRDN	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/VRDN.txt
[2025-11-25T23:48:02.408665] [INFO ] [sig       ] [3457/3639] Completed VRDN in 0.3s | 3.04 sym/s | Total: 19.0m | ETA: 59.9s
[2025-11-25T23:48:02.408723] [INFO ] [sig       ] [3458/3639] Forecasting VRE...
[2025-11-25T23:48:02.408769] [INFO ] [sig       ] Generating forecast for: VRE
[2025-11-25T23:48:02.408810] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VRE' from 'https://tdm.silogroup.org/data/derivative_storage/VRE.csv'.
[2025-11-25T23:48:02.420776] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VRE'.
[2025-11-25T23:48:02.421174] [INFO ] [FORECASTER] Starting predict_future for VRE
[2025-11-25T23:48:02.422030] [DEBUG] [LOCAL     ] No optimal features file found for VRE: ./output/feature-sets/VRE.txt
[2025-11-25T23:48:02.422100] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:48:02.422146] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:48:02.422189] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:48:02.422260] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:48:02.481173] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:48:02.481852] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:48:02.481950] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:48:02.482001] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:48:02.590501] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:48:02.590664] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:48:02.590719] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:48:02.590797] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:48:02.594119] [DEBUG] [FORECASTER] VRE: Forecast T+1@11:T+2@11: DOWN (p=25.41%)
[2025-11-25T23:48:02.594419] [INFO ] [FORECASTER] Completed predict_future for VRE
[2025-11-25T23:48:02.594580] [INFO ] [sig       ] VRE: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:48:02.736118] [INFO ] [LOCAL     ] Saved forecast: VRE	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/VRE.txt
[2025-11-25T23:48:02.736259] [INFO ] [sig       ] [3458/3639] Completed VRE in 0.3s | 3.04 sym/s | Total: 19.0m | ETA: 59.6s
[2025-11-25T23:48:02.736308] [INFO ] [sig       ] [3459/3639] Forecasting VREX...
[2025-11-25T23:48:02.736354] [INFO ] [sig       ] Generating forecast for: VREX
[2025-11-25T23:48:02.736434] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VREX' from 'https://tdm.silogroup.org/data/derivative_storage/VREX.csv'.
[2025-11-25T23:48:02.747751] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VREX'.
[2025-11-25T23:48:02.748071] [INFO ] [FORECASTER] Starting predict_future for VREX
[2025-11-25T23:48:02.748900] [DEBUG] [LOCAL     ] No optimal features file found for VREX: ./output/feature-sets/VREX.txt
[2025-11-25T23:48:02.748968] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:48:02.749015] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:48:02.749057] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:48:02.749125] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:48:02.807437] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:48:02.808125] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:48:02.808222] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:48:02.808270] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:48:02.928103] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:48:02.928233] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:48:02.928278] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:48:02.928312] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:48:02.931629] [DEBUG] [FORECASTER] VREX: Forecast T+1@11:T+2@11: UP (p=70.84%)
[2025-11-25T23:48:02.931933] [INFO ] [FORECASTER] Completed predict_future for VREX
[2025-11-25T23:48:02.932088] [INFO ] [sig       ] VREX: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:48:03.072193] [INFO ] [LOCAL     ] Saved forecast: VREX	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/VREX.txt
[2025-11-25T23:48:03.072327] [INFO ] [sig       ] [3459/3639] Completed VREX in 0.3s | 3.04 sym/s | Total: 19.0m | ETA: 59.3s
[2025-11-25T23:48:03.072381] [INFO ] [sig       ] [3460/3639] Forecasting VRIG...
[2025-11-25T23:48:03.072425] [INFO ] [sig       ] Generating forecast for: VRIG
[2025-11-25T23:48:03.072469] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VRIG' from 'https://tdm.silogroup.org/data/derivative_storage/VRIG.csv'.
[2025-11-25T23:48:03.083080] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VRIG'.
[2025-11-25T23:48:03.083392] [INFO ] [FORECASTER] Starting predict_future for VRIG
[2025-11-25T23:48:03.084239] [DEBUG] [LOCAL     ] No optimal features file found for VRIG: ./output/feature-sets/VRIG.txt
[2025-11-25T23:48:03.084309] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:48:03.084358] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:48:03.084402] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:48:03.084471] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:48:03.142610] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:48:03.143263] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:48:03.143365] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:48:03.143413] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:48:03.241305] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:48:03.241484] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:48:03.241532] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:48:03.241566] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:48:03.244983] [DEBUG] [FORECASTER] VRIG: Forecast T+1@11:T+2@11: UP (p=89.20%)
[2025-11-25T23:48:03.245303] [INFO ] [FORECASTER] Completed predict_future for VRIG
[2025-11-25T23:48:03.245459] [INFO ] [sig       ] VRIG: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:48:03.389661] [INFO ] [LOCAL     ] Saved forecast: VRIG	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/VRIG.txt
[2025-11-25T23:48:03.389799] [INFO ] [sig       ] [3460/3639] Completed VRIG in 0.3s | 3.04 sym/s | Total: 19.0m | ETA: 58.9s
[2025-11-25T23:48:03.389854] [INFO ] [sig       ] [3461/3639] Forecasting VRNS...
[2025-11-25T23:48:03.389899] [INFO ] [sig       ] Generating forecast for: VRNS
[2025-11-25T23:48:03.389941] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VRNS' from 'https://tdm.silogroup.org/data/derivative_storage/VRNS.csv'.
[2025-11-25T23:48:03.400764] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VRNS'.
[2025-11-25T23:48:03.401060] [INFO ] [FORECASTER] Starting predict_future for VRNS
[2025-11-25T23:48:03.401892] [DEBUG] [LOCAL     ] No optimal features file found for VRNS: ./output/feature-sets/VRNS.txt
[2025-11-25T23:48:03.401963] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:48:03.402011] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:48:03.402052] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:48:03.402119] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:48:03.460056] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:48:03.461016] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:48:03.461124] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:48:03.461171] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:48:03.556386] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:48:03.556509] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:48:03.556554] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:48:03.556589] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:48:03.559937] [DEBUG] [FORECASTER] VRNS: Forecast T+1@11:T+2@11: DOWN (p=44.95%)
[2025-11-25T23:48:03.560241] [INFO ] [FORECASTER] Completed predict_future for VRNS
[2025-11-25T23:48:03.560398] [INFO ] [sig       ] VRNS: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:48:03.702186] [INFO ] [LOCAL     ] Saved forecast: VRNS	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/VRNS.txt
[2025-11-25T23:48:03.702318] [INFO ] [sig       ] [3461/3639] Completed VRNS in 0.3s | 3.04 sym/s | Total: 19.0m | ETA: 58.6s
[2025-11-25T23:48:03.702370] [INFO ] [sig       ] [3462/3639] Forecasting VRRM...
[2025-11-25T23:48:03.702414] [INFO ] [sig       ] Generating forecast for: VRRM
[2025-11-25T23:48:03.702455] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VRRM' from 'https://tdm.silogroup.org/data/derivative_storage/VRRM.csv'.
[2025-11-25T23:48:03.715860] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VRRM'.
[2025-11-25T23:48:03.716428] [INFO ] [FORECASTER] Starting predict_future for VRRM
[2025-11-25T23:48:03.717534] [DEBUG] [LOCAL     ] No optimal features file found for VRRM: ./output/feature-sets/VRRM.txt
[2025-11-25T23:48:03.717613] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:48:03.717685] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:48:03.717741] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:48:03.717909] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:48:03.777275] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:48:03.778497] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:48:03.778620] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:48:03.778715] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:48:03.896925] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:48:03.897192] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:48:03.897243] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:48:03.897281] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:48:03.901570] [DEBUG] [FORECASTER] VRRM: Forecast T+1@11:T+2@11: DOWN (p=26.87%)
[2025-11-25T23:48:03.902050] [INFO ] [FORECASTER] Completed predict_future for VRRM
[2025-11-25T23:48:03.902248] [INFO ] [sig       ] VRRM: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:48:04.050859] [INFO ] [LOCAL     ] Saved forecast: VRRM	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/VRRM.txt
[2025-11-25T23:48:04.051102] [INFO ] [sig       ] [3462/3639] Completed VRRM in 0.3s | 3.04 sym/s | Total: 19.0m | ETA: 58.3s
[2025-11-25T23:48:04.051165] [INFO ] [sig       ] [3463/3639] Forecasting VRSK...
[2025-11-25T23:48:04.051211] [INFO ] [sig       ] Generating forecast for: VRSK
[2025-11-25T23:48:04.051331] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VRSK' from 'https://tdm.silogroup.org/data/derivative_storage/VRSK.csv'.
[2025-11-25T23:48:04.064194] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VRSK'.
[2025-11-25T23:48:04.064639] [INFO ] [FORECASTER] Starting predict_future for VRSK
[2025-11-25T23:48:04.065594] [DEBUG] [LOCAL     ] No optimal features file found for VRSK: ./output/feature-sets/VRSK.txt
[2025-11-25T23:48:04.065683] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:48:04.065733] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:48:04.065775] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:48:04.065848] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:48:04.124726] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:48:04.125940] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:48:04.126056] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:48:04.126132] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:48:04.279385] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:48:04.279786] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:48:04.280026] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:48:04.280152] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:48:04.285834] [DEBUG] [FORECASTER] VRSK: Forecast T+1@11:T+2@11: DOWN (p=33.02%)
[2025-11-25T23:48:04.286493] [INFO ] [FORECASTER] Completed predict_future for VRSK
[2025-11-25T23:48:04.286767] [INFO ] [sig       ] VRSK: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:48:04.445443] [INFO ] [LOCAL     ] Saved forecast: VRSK	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/VRSK.txt
[2025-11-25T23:48:04.445627] [INFO ] [sig       ] [3463/3639] Completed VRSK in 0.4s | 3.04 sym/s | Total: 19.0m | ETA: 57.9s
[2025-11-25T23:48:04.445702] [INFO ] [sig       ] [3464/3639] Forecasting VRSN...
[2025-11-25T23:48:04.445813] [INFO ] [sig       ] Generating forecast for: VRSN
[2025-11-25T23:48:04.445860] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VRSN' from 'https://tdm.silogroup.org/data/derivative_storage/VRSN.csv'.
[2025-11-25T23:48:04.457954] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VRSN'.
[2025-11-25T23:48:04.458268] [INFO ] [FORECASTER] Starting predict_future for VRSN
[2025-11-25T23:48:04.459146] [DEBUG] [LOCAL     ] No optimal features file found for VRSN: ./output/feature-sets/VRSN.txt
[2025-11-25T23:48:04.459231] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:48:04.459279] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:48:04.459342] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:48:04.459432] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:48:04.515723] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:48:04.516362] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:48:04.516459] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:48:04.516519] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:48:04.648077] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:48:04.648197] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:48:04.648239] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:48:04.648273] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:48:04.651485] [DEBUG] [FORECASTER] VRSN: Forecast T+1@11:T+2@11: DOWN (p=15.60%)
[2025-11-25T23:48:04.651789] [INFO ] [FORECASTER] Completed predict_future for VRSN
[2025-11-25T23:48:04.651948] [INFO ] [sig       ] VRSN: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:48:04.792818] [INFO ] [LOCAL     ] Saved forecast: VRSN	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/VRSN.txt
[2025-11-25T23:48:04.792965] [INFO ] [sig       ] [3464/3639] Completed VRSN in 0.3s | 3.04 sym/s | Total: 19.0m | ETA: 57.6s
[2025-11-25T23:48:04.793022] [INFO ] [sig       ] [3465/3639] Forecasting VRTS...
[2025-11-25T23:48:04.793067] [INFO ] [sig       ] Generating forecast for: VRTS
[2025-11-25T23:48:04.793110] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VRTS' from 'https://tdm.silogroup.org/data/derivative_storage/VRTS.csv'.
[2025-11-25T23:48:04.804433] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VRTS'.
[2025-11-25T23:48:04.804760] [INFO ] [FORECASTER] Starting predict_future for VRTS
[2025-11-25T23:48:04.805580] [DEBUG] [LOCAL     ] No optimal features file found for VRTS: ./output/feature-sets/VRTS.txt
[2025-11-25T23:48:04.805673] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:48:04.805724] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:48:04.805765] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:48:04.805884] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:48:04.863218] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:48:04.863939] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:48:04.864052] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:48:04.864115] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:48:04.976793] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:48:04.976969] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:48:04.977014] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:48:04.977048] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:48:04.982507] [DEBUG] [FORECASTER] VRTS: Forecast T+1@11:T+2@11: UP (p=85.86%)
[2025-11-25T23:48:04.982839] [INFO ] [FORECASTER] Completed predict_future for VRTS
[2025-11-25T23:48:04.983037] [INFO ] [sig       ] VRTS: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:48:05.124454] [INFO ] [LOCAL     ] Saved forecast: VRTS	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/VRTS.txt
[2025-11-25T23:48:05.124600] [INFO ] [sig       ] [3465/3639] Completed VRTS in 0.3s | 3.04 sym/s | Total: 19.0m | ETA: 57.3s
[2025-11-25T23:48:05.124680] [INFO ] [sig       ] [3466/3639] Forecasting VRTX...
[2025-11-25T23:48:05.124728] [INFO ] [sig       ] Generating forecast for: VRTX
[2025-11-25T23:48:05.124770] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VRTX' from 'https://tdm.silogroup.org/data/derivative_storage/VRTX.csv'.
[2025-11-25T23:48:05.136377] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VRTX'.
[2025-11-25T23:48:05.136722] [INFO ] [FORECASTER] Starting predict_future for VRTX
[2025-11-25T23:48:05.137671] [DEBUG] [LOCAL     ] No optimal features file found for VRTX: ./output/feature-sets/VRTX.txt
[2025-11-25T23:48:05.137739] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:48:05.137789] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:48:05.137841] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:48:05.137920] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:48:05.195371] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:48:05.196031] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:48:05.196126] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:48:05.196187] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:48:05.311320] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:48:05.311459] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:48:05.311502] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:48:05.311536] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:48:05.314844] [DEBUG] [FORECASTER] VRTX: Forecast T+1@11:T+2@11: DOWN (p=11.18%)
[2025-11-25T23:48:05.315129] [INFO ] [FORECASTER] Completed predict_future for VRTX
[2025-11-25T23:48:05.315329] [INFO ] [sig       ] VRTX: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:48:05.455854] [INFO ] [LOCAL     ] Saved forecast: VRTX	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/VRTX.txt
[2025-11-25T23:48:05.455990] [INFO ] [sig       ] [3466/3639] Completed VRTX in 0.3s | 3.04 sym/s | Total: 19.0m | ETA: 57.0s
[2025-11-25T23:48:05.456044] [INFO ] [sig       ] [3467/3639] Forecasting VS...
[2025-11-25T23:48:05.456088] [INFO ] [sig       ] Generating forecast for: VS
[2025-11-25T23:48:05.456132] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VS' from 'https://tdm.silogroup.org/data/derivative_storage/VS.csv'.
[2025-11-25T23:48:05.467383] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VS'.
[2025-11-25T23:48:05.467741] [INFO ] [FORECASTER] Starting predict_future for VS
[2025-11-25T23:48:05.468607] [DEBUG] [LOCAL     ] No optimal features file found for VS: ./output/feature-sets/VS.txt
[2025-11-25T23:48:05.468697] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:48:05.468743] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:48:05.468784] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:48:05.468853] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:48:05.525980] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:48:05.526617] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:48:05.526742] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:48:05.526787] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:48:05.639795] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:48:05.639933] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:48:05.639988] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:48:05.640029] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:48:05.643295] [DEBUG] [FORECASTER] VS: Forecast T+1@11:T+2@11: UP (p=90.35%)
[2025-11-25T23:48:05.643597] [INFO ] [FORECASTER] Completed predict_future for VS
[2025-11-25T23:48:05.643781] [INFO ] [sig       ] VS: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:48:05.785477] [INFO ] [LOCAL     ] Saved forecast: VS	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/VS.txt
[2025-11-25T23:48:05.785629] [INFO ] [sig       ] [3467/3639] Completed VS in 0.3s | 3.04 sym/s | Total: 19.0m | ETA: 56.6s
[2025-11-25T23:48:05.785699] [INFO ] [sig       ] [3468/3639] Forecasting VSCO...
[2025-11-25T23:48:05.785746] [INFO ] [sig       ] Generating forecast for: VSCO
[2025-11-25T23:48:05.785793] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VSCO' from 'https://tdm.silogroup.org/data/derivative_storage/VSCO.csv'.
[2025-11-25T23:48:05.797615] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VSCO'.
[2025-11-25T23:48:05.797938] [INFO ] [FORECASTER] Starting predict_future for VSCO
[2025-11-25T23:48:05.798803] [DEBUG] [LOCAL     ] No optimal features file found for VSCO: ./output/feature-sets/VSCO.txt
[2025-11-25T23:48:05.798876] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:48:05.798934] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:48:05.798985] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:48:05.799072] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:48:05.856670] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:48:05.857282] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:48:05.857397] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:48:05.857451] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:48:05.972168] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:48:05.972295] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:48:05.972337] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:48:05.972370] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:48:05.975607] [DEBUG] [FORECASTER] VSCO: Forecast T+1@11:T+2@11: DOWN (p=30.34%)
[2025-11-25T23:48:05.975917] [INFO ] [FORECASTER] Completed predict_future for VSCO
[2025-11-25T23:48:05.976092] [INFO ] [sig       ] VSCO: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:48:06.116938] [INFO ] [LOCAL     ] Saved forecast: VSCO	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/VSCO.txt
[2025-11-25T23:48:06.117087] [INFO ] [sig       ] [3468/3639] Completed VSCO in 0.3s | 3.04 sym/s | Total: 19.0m | ETA: 56.3s
[2025-11-25T23:48:06.117140] [INFO ] [sig       ] [3469/3639] Forecasting VSDA...
[2025-11-25T23:48:06.117182] [INFO ] [sig       ] Generating forecast for: VSDA
[2025-11-25T23:48:06.117225] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VSDA' from 'https://tdm.silogroup.org/data/derivative_storage/VSDA.csv'.
[2025-11-25T23:48:06.128438] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VSDA'.
[2025-11-25T23:48:06.128779] [INFO ] [FORECASTER] Starting predict_future for VSDA
[2025-11-25T23:48:06.129685] [DEBUG] [LOCAL     ] No optimal features file found for VSDA: ./output/feature-sets/VSDA.txt
[2025-11-25T23:48:06.129751] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:48:06.129796] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:48:06.129836] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:48:06.129905] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:48:06.187917] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:48:06.188534] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:48:06.188628] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:48:06.188696] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:48:06.287087] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:48:06.287486] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:48:06.287534] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:48:06.287571] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:48:06.291097] [DEBUG] [FORECASTER] VSDA: Forecast T+1@11:T+2@11: DOWN (p=8.01%)
[2025-11-25T23:48:06.291447] [INFO ] [FORECASTER] Completed predict_future for VSDA
[2025-11-25T23:48:06.291624] [INFO ] [sig       ] VSDA: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:48:06.434452] [INFO ] [LOCAL     ] Saved forecast: VSDA	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/VSDA.txt
[2025-11-25T23:48:06.434627] [INFO ] [sig       ] [3469/3639] Completed VSDA in 0.3s | 3.04 sym/s | Total: 19.0m | ETA: 56.0s
[2025-11-25T23:48:06.434703] [INFO ] [sig       ] [3470/3639] Forecasting VSEC...
[2025-11-25T23:48:06.434794] [INFO ] [sig       ] Generating forecast for: VSEC
[2025-11-25T23:48:06.434840] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VSEC' from 'https://tdm.silogroup.org/data/derivative_storage/VSEC.csv'.
[2025-11-25T23:48:06.446209] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VSEC'.
[2025-11-25T23:48:06.446658] [INFO ] [FORECASTER] Starting predict_future for VSEC
[2025-11-25T23:48:06.447555] [DEBUG] [LOCAL     ] No optimal features file found for VSEC: ./output/feature-sets/VSEC.txt
[2025-11-25T23:48:06.447625] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:48:06.447754] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:48:06.447801] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:48:06.447893] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:48:06.510582] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:48:06.511774] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:48:06.511910] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:48:06.511970] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:48:06.623598] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:48:06.623843] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:48:06.623893] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:48:06.623928] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:48:06.627611] [DEBUG] [FORECASTER] VSEC: Forecast T+1@11:T+2@11: UP (p=71.41%)
[2025-11-25T23:48:06.627975] [INFO ] [FORECASTER] Completed predict_future for VSEC
[2025-11-25T23:48:06.628123] [INFO ] [sig       ] VSEC: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:48:06.773630] [INFO ] [LOCAL     ] Saved forecast: VSEC	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/VSEC.txt
[2025-11-25T23:48:06.773857] [INFO ] [sig       ] [3470/3639] Completed VSEC in 0.3s | 3.04 sym/s | Total: 19.0m | ETA: 55.6s
[2025-11-25T23:48:06.773918] [INFO ] [sig       ] [3471/3639] Forecasting VSH...
[2025-11-25T23:48:06.773971] [INFO ] [sig       ] Generating forecast for: VSH
[2025-11-25T23:48:06.774025] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VSH' from 'https://tdm.silogroup.org/data/derivative_storage/VSH.csv'.
[2025-11-25T23:48:06.785238] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VSH'.
[2025-11-25T23:48:06.785582] [INFO ] [FORECASTER] Starting predict_future for VSH
[2025-11-25T23:48:06.786469] [DEBUG] [LOCAL     ] No optimal features file found for VSH: ./output/feature-sets/VSH.txt
[2025-11-25T23:48:06.786541] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:48:06.786586] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:48:06.786625] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:48:06.786718] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:48:06.845313] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:48:06.846170] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:48:06.846267] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:48:06.846314] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:48:06.936068] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:48:06.936253] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:48:06.936299] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:48:06.936334] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:48:06.939718] [DEBUG] [FORECASTER] VSH: Forecast T+1@11:T+2@11: DOWN (p=12.06%)
[2025-11-25T23:48:06.940009] [INFO ] [FORECASTER] Completed predict_future for VSH
[2025-11-25T23:48:06.940150] [INFO ] [sig       ] VSH: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:48:07.082240] [INFO ] [LOCAL     ] Saved forecast: VSH	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/VSH.txt
[2025-11-25T23:48:07.082397] [INFO ] [sig       ] [3471/3639] Completed VSH in 0.3s | 3.04 sym/s | Total: 19.0m | ETA: 55.3s
[2025-11-25T23:48:07.082446] [INFO ] [sig       ] [3472/3639] Forecasting VSTM...
[2025-11-25T23:48:07.082494] [INFO ] [sig       ] Generating forecast for: VSTM
[2025-11-25T23:48:07.082538] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VSTM' from 'https://tdm.silogroup.org/data/derivative_storage/VSTM.csv'.
[2025-11-25T23:48:07.093854] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VSTM'.
[2025-11-25T23:48:07.094195] [INFO ] [FORECASTER] Starting predict_future for VSTM
[2025-11-25T23:48:07.095035] [DEBUG] [LOCAL     ] No optimal features file found for VSTM: ./output/feature-sets/VSTM.txt
[2025-11-25T23:48:07.095105] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:48:07.095153] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:48:07.095194] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:48:07.095265] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:48:07.153583] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:48:07.154349] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:48:07.154446] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:48:07.154494] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:48:07.283086] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:48:07.283288] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:48:07.283334] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:48:07.283369] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:48:07.287059] [DEBUG] [FORECASTER] VSTM: Forecast T+1@11:T+2@11: DOWN (p=26.68%)
[2025-11-25T23:48:07.287379] [INFO ] [FORECASTER] Completed predict_future for VSTM
[2025-11-25T23:48:07.287561] [INFO ] [sig       ] VSTM: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:48:07.431187] [INFO ] [LOCAL     ] Saved forecast: VSTM	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/VSTM.txt
[2025-11-25T23:48:07.431392] [INFO ] [sig       ] [3472/3639] Completed VSTM in 0.3s | 3.04 sym/s | Total: 19.1m | ETA: 55.0s
[2025-11-25T23:48:07.431451] [INFO ] [sig       ] [3473/3639] Forecasting VSTS...
[2025-11-25T23:48:07.431497] [INFO ] [sig       ] Generating forecast for: VSTS
[2025-11-25T23:48:07.431539] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VSTS' from 'https://tdm.silogroup.org/data/derivative_storage/VSTS.csv'.
[2025-11-25T23:48:07.443137] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VSTS'.
[2025-11-25T23:48:07.443583] [INFO ] [FORECASTER] Starting predict_future for VSTS
[2025-11-25T23:48:07.444422] [DEBUG] [LOCAL     ] No optimal features file found for VSTS: ./output/feature-sets/VSTS.txt
[2025-11-25T23:48:07.444495] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:48:07.444544] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:48:07.444585] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:48:07.444689] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:48:07.503596] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:48:07.504483] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:48:07.504584] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:48:07.504636] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:48:07.614718] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:48:07.614910] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:48:07.614955] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:48:07.614990] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:48:07.618404] [DEBUG] [FORECASTER] VSTS: Forecast T+1@11:T+2@11: UP (p=51.29%)
[2025-11-25T23:48:07.618712] [INFO ] [FORECASTER] Completed predict_future for VSTS
[2025-11-25T23:48:07.618867] [INFO ] [sig       ] VSTS: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:48:07.761026] [INFO ] [LOCAL     ] Saved forecast: VSTS	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/VSTS.txt
[2025-11-25T23:48:07.761197] [INFO ] [sig       ] [3473/3639] Completed VSTS in 0.3s | 3.04 sym/s | Total: 19.1m | ETA: 54.7s
[2025-11-25T23:48:07.761252] [INFO ] [sig       ] [3474/3639] Forecasting VTC...
[2025-11-25T23:48:07.761299] [INFO ] [sig       ] Generating forecast for: VTC
[2025-11-25T23:48:07.761344] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VTC' from 'https://tdm.silogroup.org/data/derivative_storage/VTC.csv'.
[2025-11-25T23:48:07.771901] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VTC'.
[2025-11-25T23:48:07.772286] [INFO ] [FORECASTER] Starting predict_future for VTC
[2025-11-25T23:48:07.773128] [DEBUG] [LOCAL     ] No optimal features file found for VTC: ./output/feature-sets/VTC.txt
[2025-11-25T23:48:07.773197] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:48:07.773243] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:48:07.773283] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:48:07.773351] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:48:07.831786] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:48:07.832777] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:48:07.832880] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:48:07.832929] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:48:07.957232] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:48:07.957431] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:48:07.957478] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:48:07.957512] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:48:07.961153] [DEBUG] [FORECASTER] VTC: Forecast T+1@11:T+2@11: DOWN (p=30.65%)
[2025-11-25T23:48:07.961465] [INFO ] [FORECASTER] Completed predict_future for VTC
[2025-11-25T23:48:07.961839] [INFO ] [sig       ] VTC: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:48:08.108462] [INFO ] [LOCAL     ] Saved forecast: VTC	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/VTC.txt
[2025-11-25T23:48:08.108633] [INFO ] [sig       ] [3474/3639] Completed VTC in 0.3s | 3.04 sym/s | Total: 19.1m | ETA: 54.3s
[2025-11-25T23:48:08.108707] [INFO ] [sig       ] [3475/3639] Forecasting VTEX...
[2025-11-25T23:48:08.108752] [INFO ] [sig       ] Generating forecast for: VTEX
[2025-11-25T23:48:08.108794] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VTEX' from 'https://tdm.silogroup.org/data/derivative_storage/VTEX.csv'.
[2025-11-25T23:48:08.123014] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VTEX'.
[2025-11-25T23:48:08.123701] [INFO ] [FORECASTER] Starting predict_future for VTEX
[2025-11-25T23:48:08.124836] [DEBUG] [LOCAL     ] No optimal features file found for VTEX: ./output/feature-sets/VTEX.txt
[2025-11-25T23:48:08.124943] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:48:08.125005] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:48:08.125051] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:48:08.125128] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:48:08.189196] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:48:08.190630] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:48:08.190784] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:48:08.190839] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:48:08.318432] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:48:08.318737] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:48:08.318832] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:48:08.318881] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:48:08.323537] [DEBUG] [FORECASTER] VTEX: Forecast T+1@11:T+2@11: UP (p=50.22%)
[2025-11-25T23:48:08.324029] [INFO ] [FORECASTER] Completed predict_future for VTEX
[2025-11-25T23:48:08.324256] [INFO ] [sig       ] VTEX: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:48:08.500725] [INFO ] [LOCAL     ] Saved forecast: VTEX	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/VTEX.txt
[2025-11-25T23:48:08.500985] [INFO ] [sig       ] [3475/3639] Completed VTEX in 0.4s | 3.04 sym/s | Total: 19.1m | ETA: 54.0s
[2025-11-25T23:48:08.501069] [INFO ] [sig       ] [3476/3639] Forecasting VTGN...
[2025-11-25T23:48:08.501126] [INFO ] [sig       ] Generating forecast for: VTGN
[2025-11-25T23:48:08.501183] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VTGN' from 'https://tdm.silogroup.org/data/derivative_storage/VTGN.csv'.
[2025-11-25T23:48:08.514631] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VTGN'.
[2025-11-25T23:48:08.515191] [INFO ] [FORECASTER] Starting predict_future for VTGN
[2025-11-25T23:48:08.516295] [DEBUG] [LOCAL     ] No optimal features file found for VTGN: ./output/feature-sets/VTGN.txt
[2025-11-25T23:48:08.516382] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:48:08.516451] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:48:08.516520] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:48:08.516618] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:48:08.577583] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:48:08.578845] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:48:08.578964] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:48:08.579027] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:48:08.699618] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:48:08.699957] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:48:08.700056] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:48:08.700119] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:48:08.705104] [DEBUG] [FORECASTER] VTGN: Forecast T+1@11:T+2@11: DOWN (p=10.24%)
[2025-11-25T23:48:08.705626] [INFO ] [FORECASTER] Completed predict_future for VTGN
[2025-11-25T23:48:08.705869] [INFO ] [sig       ] VTGN: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:48:08.857676] [INFO ] [LOCAL     ] Saved forecast: VTGN	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/VTGN.txt
[2025-11-25T23:48:08.857914] [INFO ] [sig       ] [3476/3639] Completed VTGN in 0.4s | 3.04 sym/s | Total: 19.1m | ETA: 53.7s
[2025-11-25T23:48:08.857973] [INFO ] [sig       ] [3477/3639] Forecasting VTIP...
[2025-11-25T23:48:08.858021] [INFO ] [sig       ] Generating forecast for: VTIP
[2025-11-25T23:48:08.858068] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VTIP' from 'https://tdm.silogroup.org/data/derivative_storage/VTIP.csv'.
[2025-11-25T23:48:08.870460] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VTIP'.
[2025-11-25T23:48:08.870951] [INFO ] [FORECASTER] Starting predict_future for VTIP
[2025-11-25T23:48:08.871900] [DEBUG] [LOCAL     ] No optimal features file found for VTIP: ./output/feature-sets/VTIP.txt
[2025-11-25T23:48:08.871971] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:48:08.872019] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:48:08.872121] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:48:08.872201] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:48:08.933610] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:48:08.934807] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:48:08.934919] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:48:08.934981] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:48:09.043302] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:48:09.043583] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:48:09.043635] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:48:09.043708] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:48:09.047794] [DEBUG] [FORECASTER] VTIP: Forecast T+1@11:T+2@11: DOWN (p=3.30%)
[2025-11-25T23:48:09.048176] [INFO ] [FORECASTER] Completed predict_future for VTIP
[2025-11-25T23:48:09.048347] [INFO ] [sig       ] VTIP: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:48:09.200574] [INFO ] [LOCAL     ] Saved forecast: VTIP	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/VTIP.txt
[2025-11-25T23:48:09.200923] [INFO ] [sig       ] [3477/3639] Completed VTIP in 0.3s | 3.04 sym/s | Total: 19.1m | ETA: 53.3s
[2025-11-25T23:48:09.201001] [INFO ] [sig       ] [3478/3639] Forecasting VTLE...
[2025-11-25T23:48:09.201053] [INFO ] [sig       ] Generating forecast for: VTLE
[2025-11-25T23:48:09.201102] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VTLE' from 'https://tdm.silogroup.org/data/derivative_storage/VTLE.csv'.
[2025-11-25T23:48:09.214486] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VTLE'.
[2025-11-25T23:48:09.215137] [INFO ] [FORECASTER] Starting predict_future for VTLE
[2025-11-25T23:48:09.216117] [DEBUG] [LOCAL     ] No optimal features file found for VTLE: ./output/feature-sets/VTLE.txt
[2025-11-25T23:48:09.216206] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:48:09.216267] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:48:09.216330] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:48:09.216417] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:48:09.278459] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:48:09.279741] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:48:09.279893] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:48:09.279948] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:48:09.396871] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:48:09.397156] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:48:09.397221] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:48:09.397262] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:48:09.401822] [DEBUG] [FORECASTER] VTLE: Forecast T+1@11:T+2@11: DOWN (p=15.79%)
[2025-11-25T23:48:09.402229] [INFO ] [FORECASTER] Completed predict_future for VTLE
[2025-11-25T23:48:09.402422] [INFO ] [sig       ] VTLE: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:48:09.555204] [INFO ] [LOCAL     ] Saved forecast: VTLE	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/VTLE.txt
[2025-11-25T23:48:09.555487] [INFO ] [sig       ] [3478/3639] Completed VTLE in 0.4s | 3.04 sym/s | Total: 19.1m | ETA: 53.0s
[2025-11-25T23:48:09.555564] [INFO ] [sig       ] [3479/3639] Forecasting VTMX...
[2025-11-25T23:48:09.555657] [INFO ] [sig       ] Generating forecast for: VTMX
[2025-11-25T23:48:09.555719] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VTMX' from 'https://tdm.silogroup.org/data/derivative_storage/VTMX.csv'.
[2025-11-25T23:48:09.568353] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VTMX'.
[2025-11-25T23:48:09.568821] [INFO ] [FORECASTER] Starting predict_future for VTMX
[2025-11-25T23:48:09.569676] [DEBUG] [LOCAL     ] No optimal features file found for VTMX: ./output/feature-sets/VTMX.txt
[2025-11-25T23:48:09.569748] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:48:09.569796] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:48:09.569835] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:48:09.569903] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:48:09.626798] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:48:09.627557] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:48:09.627682] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:48:09.627733] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:48:09.746720] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:48:09.746939] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:48:09.747000] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:48:09.747045] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:48:09.750744] [DEBUG] [FORECASTER] VTMX: Forecast T+1@11:T+2@11: UP (p=97.20%)
[2025-11-25T23:48:09.751072] [INFO ] [FORECASTER] Completed predict_future for VTMX
[2025-11-25T23:48:09.751234] [INFO ] [sig       ] VTMX: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:48:09.904756] [INFO ] [LOCAL     ] Saved forecast: VTMX	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/VTMX.txt
[2025-11-25T23:48:09.904963] [INFO ] [sig       ] [3479/3639] Completed VTMX in 0.3s | 3.04 sym/s | Total: 19.1m | ETA: 52.7s
[2025-11-25T23:48:09.905022] [INFO ] [sig       ] [3480/3639] Forecasting VTN...
[2025-11-25T23:48:09.905070] [INFO ] [sig       ] Generating forecast for: VTN
[2025-11-25T23:48:09.905111] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VTN' from 'https://tdm.silogroup.org/data/derivative_storage/VTN.csv'.
[2025-11-25T23:48:09.915788] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VTN'.
[2025-11-25T23:48:09.916129] [INFO ] [FORECASTER] Starting predict_future for VTN
[2025-11-25T23:48:09.917042] [DEBUG] [LOCAL     ] No optimal features file found for VTN: ./output/feature-sets/VTN.txt
[2025-11-25T23:48:09.917112] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:48:09.917169] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:48:09.917219] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:48:09.917305] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:48:09.974518] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:48:09.975232] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:48:09.975336] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:48:09.975396] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:48:10.048034] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:48:10.048168] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:48:10.048214] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:48:10.048249] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:48:10.051565] [DEBUG] [FORECASTER] VTN: Forecast T+1@11:T+2@11: UP (p=95.48%)
[2025-11-25T23:48:10.051892] [INFO ] [FORECASTER] Completed predict_future for VTN
[2025-11-25T23:48:10.052032] [INFO ] [sig       ] VTN: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:48:10.194058] [INFO ] [LOCAL     ] Saved forecast: VTN	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/VTN.txt
[2025-11-25T23:48:10.194255] [INFO ] [sig       ] [3480/3639] Completed VTN in 0.3s | 3.04 sym/s | Total: 19.1m | ETA: 52.4s
[2025-11-25T23:48:10.194312] [INFO ] [sig       ] [3481/3639] Forecasting VTOL...
[2025-11-25T23:48:10.194368] [INFO ] [sig       ] Generating forecast for: VTOL
[2025-11-25T23:48:10.194420] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VTOL' from 'https://tdm.silogroup.org/data/derivative_storage/VTOL.csv'.
[2025-11-25T23:48:10.204770] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VTOL'.
[2025-11-25T23:48:10.205071] [INFO ] [FORECASTER] Starting predict_future for VTOL
[2025-11-25T23:48:10.205901] [DEBUG] [LOCAL     ] No optimal features file found for VTOL: ./output/feature-sets/VTOL.txt
[2025-11-25T23:48:10.205972] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:48:10.206017] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:48:10.206056] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:48:10.206129] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:48:10.263731] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:48:10.264362] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:48:10.264456] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:48:10.264503] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:48:10.349287] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:48:10.349425] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:48:10.349467] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:48:10.349502] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:48:10.352814] [DEBUG] [FORECASTER] VTOL: Forecast T+1@11:T+2@11: DOWN (p=24.59%)
[2025-11-25T23:48:10.353100] [INFO ] [FORECASTER] Completed predict_future for VTOL
[2025-11-25T23:48:10.353235] [INFO ] [sig       ] VTOL: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:48:10.495366] [INFO ] [LOCAL     ] Saved forecast: VTOL	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/VTOL.txt
[2025-11-25T23:48:10.495550] [INFO ] [sig       ] [3481/3639] Completed VTOL in 0.3s | 3.04 sym/s | Total: 19.1m | ETA: 52.0s
[2025-11-25T23:48:10.495607] [INFO ] [sig       ] [3482/3639] Forecasting VTRS...
[2025-11-25T23:48:10.495671] [INFO ] [sig       ] Generating forecast for: VTRS
[2025-11-25T23:48:10.495717] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VTRS' from 'https://tdm.silogroup.org/data/derivative_storage/VTRS.csv'.
[2025-11-25T23:48:10.506087] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VTRS'.
[2025-11-25T23:48:10.506387] [INFO ] [FORECASTER] Starting predict_future for VTRS
[2025-11-25T23:48:10.507241] [DEBUG] [LOCAL     ] No optimal features file found for VTRS: ./output/feature-sets/VTRS.txt
[2025-11-25T23:48:10.507312] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:48:10.507383] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:48:10.507435] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:48:10.507519] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:48:10.565424] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:48:10.566067] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:48:10.566159] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:48:10.566218] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:48:10.651997] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:48:10.652149] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:48:10.652212] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:48:10.652248] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:48:10.655446] [DEBUG] [FORECASTER] VTRS: Forecast T+1@11:T+2@11: DOWN (p=25.17%)
[2025-11-25T23:48:10.655757] [INFO ] [FORECASTER] Completed predict_future for VTRS
[2025-11-25T23:48:10.655907] [INFO ] [sig       ] VTRS: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:48:10.798289] [INFO ] [LOCAL     ] Saved forecast: VTRS	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/VTRS.txt
[2025-11-25T23:48:10.798460] [INFO ] [sig       ] [3482/3639] Completed VTRS in 0.3s | 3.04 sym/s | Total: 19.1m | ETA: 51.7s
[2025-11-25T23:48:10.798540] [INFO ] [sig       ] [3483/3639] Forecasting VTS...
[2025-11-25T23:48:10.798610] [INFO ] [sig       ] Generating forecast for: VTS
[2025-11-25T23:48:10.798708] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VTS' from 'https://tdm.silogroup.org/data/derivative_storage/VTS.csv'.
[2025-11-25T23:48:10.809546] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VTS'.
[2025-11-25T23:48:10.809901] [INFO ] [FORECASTER] Starting predict_future for VTS
[2025-11-25T23:48:10.810779] [DEBUG] [LOCAL     ] No optimal features file found for VTS: ./output/feature-sets/VTS.txt
[2025-11-25T23:48:10.810850] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:48:10.810898] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:48:10.810947] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:48:10.811049] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:48:10.869761] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:48:10.870864] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:48:10.870975] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:48:10.871024] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:48:10.965431] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:48:10.965624] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:48:10.965693] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:48:10.965756] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:48:10.969514] [DEBUG] [FORECASTER] VTS: Forecast T+1@11:T+2@11: UP (p=88.59%)
[2025-11-25T23:48:10.969870] [INFO ] [FORECASTER] Completed predict_future for VTS
[2025-11-25T23:48:10.970041] [INFO ] [sig       ] VTS: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:48:11.110426] [INFO ] [LOCAL     ] Saved forecast: VTS	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/VTS.txt
[2025-11-25T23:48:11.110598] [INFO ] [sig       ] [3483/3639] Completed VTS in 0.3s | 3.04 sym/s | Total: 19.1m | ETA: 51.4s
[2025-11-25T23:48:11.110676] [INFO ] [sig       ] [3484/3639] Forecasting VTSI...
[2025-11-25T23:48:11.110722] [INFO ] [sig       ] Generating forecast for: VTSI
[2025-11-25T23:48:11.110765] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VTSI' from 'https://tdm.silogroup.org/data/derivative_storage/VTSI.csv'.
[2025-11-25T23:48:11.122298] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VTSI'.
[2025-11-25T23:48:11.122624] [INFO ] [FORECASTER] Starting predict_future for VTSI
[2025-11-25T23:48:11.123460] [DEBUG] [LOCAL     ] No optimal features file found for VTSI: ./output/feature-sets/VTSI.txt
[2025-11-25T23:48:11.123529] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:48:11.123575] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:48:11.123616] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:48:11.123718] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:48:11.186128] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:48:11.187037] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:48:11.187143] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:48:11.187205] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:48:11.280308] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:48:11.280487] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:48:11.280531] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:48:11.280565] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:48:11.284038] [DEBUG] [FORECASTER] VTSI: Forecast T+1@11:T+2@11: UP (p=84.33%)
[2025-11-25T23:48:11.284336] [INFO ] [FORECASTER] Completed predict_future for VTSI
[2025-11-25T23:48:11.284476] [INFO ] [sig       ] VTSI: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:48:11.426431] [INFO ] [LOCAL     ] Saved forecast: VTSI	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/VTSI.txt
[2025-11-25T23:48:11.426631] [INFO ] [sig       ] [3484/3639] Completed VTSI in 0.3s | 3.04 sym/s | Total: 19.1m | ETA: 51.0s
[2025-11-25T23:48:11.426716] [INFO ] [sig       ] [3485/3639] Forecasting VTWG...
[2025-11-25T23:48:11.426763] [INFO ] [sig       ] Generating forecast for: VTWG
[2025-11-25T23:48:11.426803] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VTWG' from 'https://tdm.silogroup.org/data/derivative_storage/VTWG.csv'.
[2025-11-25T23:48:11.437656] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VTWG'.
[2025-11-25T23:48:11.438025] [INFO ] [FORECASTER] Starting predict_future for VTWG
[2025-11-25T23:48:11.438903] [DEBUG] [LOCAL     ] No optimal features file found for VTWG: ./output/feature-sets/VTWG.txt
[2025-11-25T23:48:11.438971] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:48:11.439029] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:48:11.439084] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:48:11.439169] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:48:11.498181] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:48:11.499132] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:48:11.499248] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:48:11.499300] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:48:11.598225] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:48:11.598419] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:48:11.598466] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:48:11.598501] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:48:11.601996] [DEBUG] [FORECASTER] VTWG: Forecast T+1@11:T+2@11: DOWN (p=9.89%)
[2025-11-25T23:48:11.602307] [INFO ] [FORECASTER] Completed predict_future for VTWG
[2025-11-25T23:48:11.602457] [INFO ] [sig       ] VTWG: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:48:11.745317] [INFO ] [LOCAL     ] Saved forecast: VTWG	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/VTWG.txt
[2025-11-25T23:48:11.745496] [INFO ] [sig       ] [3485/3639] Completed VTWG in 0.3s | 3.04 sym/s | Total: 19.1m | ETA: 50.7s
[2025-11-25T23:48:11.745549] [INFO ] [sig       ] [3486/3639] Forecasting VTWO...
[2025-11-25T23:48:11.745593] [INFO ] [sig       ] Generating forecast for: VTWO
[2025-11-25T23:48:11.745630] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VTWO' from 'https://tdm.silogroup.org/data/derivative_storage/VTWO.csv'.
[2025-11-25T23:48:11.756847] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VTWO'.
[2025-11-25T23:48:11.757192] [INFO ] [FORECASTER] Starting predict_future for VTWO
[2025-11-25T23:48:11.758139] [DEBUG] [LOCAL     ] No optimal features file found for VTWO: ./output/feature-sets/VTWO.txt
[2025-11-25T23:48:11.758222] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:48:11.758291] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:48:11.758335] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:48:11.758407] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:48:11.820322] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:48:11.821285] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:48:11.821391] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:48:11.821442] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:48:11.925584] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:48:11.925841] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:48:11.925914] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:48:11.925973] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:48:11.930881] [DEBUG] [FORECASTER] VTWO: Forecast T+1@11:T+2@11: DOWN (p=31.90%)
[2025-11-25T23:48:11.931283] [INFO ] [FORECASTER] Completed predict_future for VTWO
[2025-11-25T23:48:11.931467] [INFO ] [sig       ] VTWO: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:48:12.076623] [INFO ] [LOCAL     ] Saved forecast: VTWO	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/VTWO.txt
[2025-11-25T23:48:12.076814] [INFO ] [sig       ] [3486/3639] Completed VTWO in 0.3s | 3.04 sym/s | Total: 19.1m | ETA: 50.4s
[2025-11-25T23:48:12.076869] [INFO ] [sig       ] [3487/3639] Forecasting VTYX...
[2025-11-25T23:48:12.076914] [INFO ] [sig       ] Generating forecast for: VTYX
[2025-11-25T23:48:12.076955] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VTYX' from 'https://tdm.silogroup.org/data/derivative_storage/VTYX.csv'.
[2025-11-25T23:48:12.087729] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VTYX'.
[2025-11-25T23:48:12.088044] [INFO ] [FORECASTER] Starting predict_future for VTYX
[2025-11-25T23:48:12.088978] [DEBUG] [LOCAL     ] No optimal features file found for VTYX: ./output/feature-sets/VTYX.txt
[2025-11-25T23:48:12.089052] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:48:12.089099] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:48:12.089143] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:48:12.089212] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:48:12.149594] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:48:12.150353] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:48:12.150452] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:48:12.150505] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:48:12.245873] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:48:12.246056] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:48:12.246103] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:48:12.246138] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:48:12.249686] [DEBUG] [FORECASTER] VTYX: Forecast T+1@11:T+2@11: UP (p=58.07%)
[2025-11-25T23:48:12.250062] [INFO ] [FORECASTER] Completed predict_future for VTYX
[2025-11-25T23:48:12.250238] [INFO ] [sig       ] VTYX: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:48:12.396518] [INFO ] [LOCAL     ] Saved forecast: VTYX	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/VTYX.txt
[2025-11-25T23:48:12.396696] [INFO ] [sig       ] [3487/3639] Completed VTYX in 0.3s | 3.04 sym/s | Total: 19.1m | ETA: 50.0s
[2025-11-25T23:48:12.396767] [INFO ] [sig       ] [3488/3639] Forecasting VUZI...
[2025-11-25T23:48:12.396821] [INFO ] [sig       ] Generating forecast for: VUZI
[2025-11-25T23:48:12.396869] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VUZI' from 'https://tdm.silogroup.org/data/derivative_storage/VUZI.csv'.
[2025-11-25T23:48:12.407826] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VUZI'.
[2025-11-25T23:48:12.408193] [INFO ] [FORECASTER] Starting predict_future for VUZI
[2025-11-25T23:48:12.409073] [DEBUG] [LOCAL     ] No optimal features file found for VUZI: ./output/feature-sets/VUZI.txt
[2025-11-25T23:48:12.409161] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:48:12.409212] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:48:12.409271] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:48:12.409363] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:48:12.471076] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:48:12.472063] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:48:12.472186] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:48:12.472248] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:48:12.571774] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:48:12.571964] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:48:12.572012] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:48:12.572048] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:48:12.575558] [DEBUG] [FORECASTER] VUZI: Forecast T+1@11:T+2@11: UP (p=86.53%)
[2025-11-25T23:48:12.575923] [INFO ] [FORECASTER] Completed predict_future for VUZI
[2025-11-25T23:48:12.576102] [INFO ] [sig       ] VUZI: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:48:12.719989] [INFO ] [LOCAL     ] Saved forecast: VUZI	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/VUZI.txt
[2025-11-25T23:48:12.720162] [INFO ] [sig       ] [3488/3639] Completed VUZI in 0.3s | 3.04 sym/s | Total: 19.1m | ETA: 49.7s
[2025-11-25T23:48:12.720218] [INFO ] [sig       ] [3489/3639] Forecasting VVOS...
[2025-11-25T23:48:12.720262] [INFO ] [sig       ] Generating forecast for: VVOS
[2025-11-25T23:48:12.720304] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VVOS' from 'https://tdm.silogroup.org/data/derivative_storage/VVOS.csv'.
[2025-11-25T23:48:12.731079] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VVOS'.
[2025-11-25T23:48:12.731416] [INFO ] [FORECASTER] Starting predict_future for VVOS
[2025-11-25T23:48:12.732252] [DEBUG] [LOCAL     ] No optimal features file found for VVOS: ./output/feature-sets/VVOS.txt
[2025-11-25T23:48:12.732320] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:48:12.732366] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:48:12.732407] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:48:12.732475] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:48:12.792087] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:48:12.792948] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:48:12.793049] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:48:12.793108] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:48:12.894867] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:48:12.895045] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:48:12.895095] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:48:12.895132] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:48:12.898633] [DEBUG] [FORECASTER] VVOS: Forecast T+1@11:T+2@11: UP (p=93.28%)
[2025-11-25T23:48:12.898965] [INFO ] [FORECASTER] Completed predict_future for VVOS
[2025-11-25T23:48:12.899116] [INFO ] [sig       ] VVOS: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:48:13.043436] [INFO ] [LOCAL     ] Saved forecast: VVOS	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/VVOS.txt
[2025-11-25T23:48:13.043631] [INFO ] [sig       ] [3489/3639] Completed VVOS in 0.3s | 3.04 sym/s | Total: 19.1m | ETA: 49.4s
[2025-11-25T23:48:13.043723] [INFO ] [sig       ] [3490/3639] Forecasting VVX...
[2025-11-25T23:48:13.043773] [INFO ] [sig       ] Generating forecast for: VVX
[2025-11-25T23:48:13.043817] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VVX' from 'https://tdm.silogroup.org/data/derivative_storage/VVX.csv'.
[2025-11-25T23:48:13.054715] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VVX'.
[2025-11-25T23:48:13.055115] [INFO ] [FORECASTER] Starting predict_future for VVX
[2025-11-25T23:48:13.055974] [DEBUG] [LOCAL     ] No optimal features file found for VVX: ./output/feature-sets/VVX.txt
[2025-11-25T23:48:13.056046] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:48:13.056105] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:48:13.056159] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:48:13.056249] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:48:13.115725] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:48:13.116685] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:48:13.116790] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:48:13.116852] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:48:13.212880] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:48:13.213071] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:48:13.213117] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:48:13.213152] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:48:13.216618] [DEBUG] [FORECASTER] VVX: Forecast T+1@11:T+2@11: DOWN (p=39.95%)
[2025-11-25T23:48:13.216937] [INFO ] [FORECASTER] Completed predict_future for VVX
[2025-11-25T23:48:13.217076] [INFO ] [sig       ] VVX: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:48:13.363178] [INFO ] [LOCAL     ] Saved forecast: VVX	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/VVX.txt
[2025-11-25T23:48:13.363408] [INFO ] [sig       ] [3490/3639] Completed VVX in 0.3s | 3.04 sym/s | Total: 19.1m | ETA: 49.1s
[2025-11-25T23:48:13.363468] [INFO ] [sig       ] [3491/3639] Forecasting VWOB...
[2025-11-25T23:48:13.363519] [INFO ] [sig       ] Generating forecast for: VWOB
[2025-11-25T23:48:13.363571] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VWOB' from 'https://tdm.silogroup.org/data/derivative_storage/VWOB.csv'.
[2025-11-25T23:48:13.374808] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VWOB'.
[2025-11-25T23:48:13.375259] [INFO ] [FORECASTER] Starting predict_future for VWOB
[2025-11-25T23:48:13.376142] [DEBUG] [LOCAL     ] No optimal features file found for VWOB: ./output/feature-sets/VWOB.txt
[2025-11-25T23:48:13.376211] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:48:13.376269] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:48:13.376319] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:48:13.376406] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:48:13.434807] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:48:13.435829] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:48:13.435953] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:48:13.436004] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:48:13.529981] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:48:13.530181] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:48:13.530227] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:48:13.530261] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:48:13.533877] [DEBUG] [FORECASTER] VWOB: Forecast T+1@11:T+2@11: DOWN (p=20.34%)
[2025-11-25T23:48:13.534231] [INFO ] [FORECASTER] Completed predict_future for VWOB
[2025-11-25T23:48:13.534411] [INFO ] [sig       ] VWOB: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:48:13.681842] [INFO ] [LOCAL     ] Saved forecast: VWOB	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/VWOB.txt
[2025-11-25T23:48:13.682029] [INFO ] [sig       ] [3491/3639] Completed VWOB in 0.3s | 3.04 sym/s | Total: 19.2m | ETA: 48.7s
[2025-11-25T23:48:13.682088] [INFO ] [sig       ] [3492/3639] Forecasting VXUS...
[2025-11-25T23:48:13.682131] [INFO ] [sig       ] Generating forecast for: VXUS
[2025-11-25T23:48:13.682174] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VXUS' from 'https://tdm.silogroup.org/data/derivative_storage/VXUS.csv'.
[2025-11-25T23:48:13.693090] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VXUS'.
[2025-11-25T23:48:13.693385] [INFO ] [FORECASTER] Starting predict_future for VXUS
[2025-11-25T23:48:13.694211] [DEBUG] [LOCAL     ] No optimal features file found for VXUS: ./output/feature-sets/VXUS.txt
[2025-11-25T23:48:13.694283] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:48:13.694330] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:48:13.694371] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:48:13.694441] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:48:13.754087] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:48:13.754995] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:48:13.755100] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:48:13.755149] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:48:13.870023] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:48:13.870210] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:48:13.870256] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:48:13.870290] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:48:13.873717] [DEBUG] [FORECASTER] VXUS: Forecast T+1@11:T+2@11: DOWN (p=0.47%)
[2025-11-25T23:48:13.874028] [INFO ] [FORECASTER] Completed predict_future for VXUS
[2025-11-25T23:48:13.874183] [INFO ] [sig       ] VXUS: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:48:14.016487] [INFO ] [LOCAL     ] Saved forecast: VXUS	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/VXUS.txt
[2025-11-25T23:48:14.016818] [INFO ] [sig       ] [3492/3639] Completed VXUS in 0.3s | 3.04 sym/s | Total: 19.2m | ETA: 48.4s
[2025-11-25T23:48:14.016884] [INFO ] [sig       ] [3493/3639] Forecasting VYMI...
[2025-11-25T23:48:14.016930] [INFO ] [sig       ] Generating forecast for: VYMI
[2025-11-25T23:48:14.016964] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VYMI' from 'https://tdm.silogroup.org/data/derivative_storage/VYMI.csv'.
[2025-11-25T23:48:14.032136] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VYMI'.
[2025-11-25T23:48:14.032666] [INFO ] [FORECASTER] Starting predict_future for VYMI
[2025-11-25T23:48:14.033841] [DEBUG] [LOCAL     ] No optimal features file found for VYMI: ./output/feature-sets/VYMI.txt
[2025-11-25T23:48:14.033932] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:48:14.034043] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:48:14.034117] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:48:14.034251] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:48:14.108674] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:48:14.109634] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:48:14.109755] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:48:14.109814] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:48:14.206232] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:48:14.206416] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:48:14.206462] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:48:14.206520] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:48:14.209959] [DEBUG] [FORECASTER] VYMI: Forecast T+1@11:T+2@11: UP (p=98.73%)
[2025-11-25T23:48:14.210284] [INFO ] [FORECASTER] Completed predict_future for VYMI
[2025-11-25T23:48:14.210424] [INFO ] [sig       ] VYMI: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:48:14.353265] [INFO ] [LOCAL     ] Saved forecast: VYMI	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/VYMI.txt
[2025-11-25T23:48:14.353425] [INFO ] [sig       ] [3493/3639] Completed VYMI in 0.3s | 3.04 sym/s | Total: 19.2m | ETA: 48.1s
[2025-11-25T23:48:14.353504] [INFO ] [sig       ] [3494/3639] Forecasting VYX...
[2025-11-25T23:48:14.353556] [INFO ] [sig       ] Generating forecast for: VYX
[2025-11-25T23:48:14.353609] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VYX' from 'https://tdm.silogroup.org/data/derivative_storage/VYX.csv'.
[2025-11-25T23:48:14.364625] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VYX'.
[2025-11-25T23:48:14.364972] [INFO ] [FORECASTER] Starting predict_future for VYX
[2025-11-25T23:48:14.365805] [DEBUG] [LOCAL     ] No optimal features file found for VYX: ./output/feature-sets/VYX.txt
[2025-11-25T23:48:14.365874] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:48:14.365920] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:48:14.365960] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:48:14.366028] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:48:14.424179] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:48:14.424823] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:48:14.424916] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:48:14.424969] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:48:14.526989] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:48:14.527166] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:48:14.527212] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:48:14.527246] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:48:14.530749] [DEBUG] [FORECASTER] VYX: Forecast T+1@11:T+2@11: UP (p=90.95%)
[2025-11-25T23:48:14.531050] [INFO ] [FORECASTER] Completed predict_future for VYX
[2025-11-25T23:48:14.531192] [INFO ] [sig       ] VYX: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:48:14.672558] [INFO ] [LOCAL     ] Saved forecast: VYX	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/VYX.txt
[2025-11-25T23:48:14.672726] [INFO ] [sig       ] [3494/3639] Completed VYX in 0.3s | 3.04 sym/s | Total: 19.2m | ETA: 47.7s
[2025-11-25T23:48:14.672803] [INFO ] [sig       ] [3495/3639] Forecasting VZ...
[2025-11-25T23:48:14.672858] [INFO ] [sig       ] Generating forecast for: VZ
[2025-11-25T23:48:14.672909] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VZ' from 'https://tdm.silogroup.org/data/derivative_storage/VZ.csv'.
[2025-11-25T23:48:14.684520] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VZ'.
[2025-11-25T23:48:14.684934] [INFO ] [FORECASTER] Starting predict_future for VZ
[2025-11-25T23:48:14.685783] [DEBUG] [LOCAL     ] No optimal features file found for VZ: ./output/feature-sets/VZ.txt
[2025-11-25T23:48:14.685853] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:48:14.685900] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:48:14.685938] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:48:14.686005] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:48:14.743398] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:48:14.744185] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:48:14.744305] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:48:14.744355] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:48:14.844479] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:48:14.844845] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:48:14.844916] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:48:14.844963] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:48:14.848598] [DEBUG] [FORECASTER] VZ: Forecast T+1@11:T+2@11: UP (p=59.96%)
[2025-11-25T23:48:14.848971] [INFO ] [FORECASTER] Completed predict_future for VZ
[2025-11-25T23:48:14.849133] [INFO ] [sig       ] VZ: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:48:15.000979] [INFO ] [LOCAL     ] Saved forecast: VZ	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/VZ.txt
[2025-11-25T23:48:15.001157] [INFO ] [sig       ] [3495/3639] Completed VZ in 0.3s | 3.04 sym/s | Total: 19.2m | ETA: 47.4s
[2025-11-25T23:48:15.001214] [INFO ] [sig       ] [3496/3639] Forecasting WAB...
[2025-11-25T23:48:15.001256] [INFO ] [sig       ] Generating forecast for: WAB
[2025-11-25T23:48:15.001298] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WAB' from 'https://tdm.silogroup.org/data/derivative_storage/WAB.csv'.
[2025-11-25T23:48:15.013983] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WAB'.
[2025-11-25T23:48:15.014427] [INFO ] [FORECASTER] Starting predict_future for WAB
[2025-11-25T23:48:15.015250] [DEBUG] [LOCAL     ] No optimal features file found for WAB: ./output/feature-sets/WAB.txt
[2025-11-25T23:48:15.015320] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:48:15.015368] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:48:15.015408] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:48:15.015477] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:48:15.072945] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:48:15.073599] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:48:15.073713] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:48:15.073759] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:48:15.168938] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:48:15.169122] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:48:15.169169] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:48:15.169202] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:48:15.172621] [DEBUG] [FORECASTER] WAB: Forecast T+1@11:T+2@11: UP (p=84.15%)
[2025-11-25T23:48:15.172933] [INFO ] [FORECASTER] Completed predict_future for WAB
[2025-11-25T23:48:15.173081] [INFO ] [sig       ] WAB: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:48:15.314336] [INFO ] [LOCAL     ] Saved forecast: WAB	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/WAB.txt
[2025-11-25T23:48:15.314487] [INFO ] [sig       ] [3496/3639] Completed WAB in 0.3s | 3.04 sym/s | Total: 19.2m | ETA: 47.1s
[2025-11-25T23:48:15.314544] [INFO ] [sig       ] [3497/3639] Forecasting WABC...
[2025-11-25T23:48:15.314587] [INFO ] [sig       ] Generating forecast for: WABC
[2025-11-25T23:48:15.314622] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WABC' from 'https://tdm.silogroup.org/data/derivative_storage/WABC.csv'.
[2025-11-25T23:48:15.325427] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WABC'.
[2025-11-25T23:48:15.325723] [INFO ] [FORECASTER] Starting predict_future for WABC
[2025-11-25T23:48:15.326524] [DEBUG] [LOCAL     ] No optimal features file found for WABC: ./output/feature-sets/WABC.txt
[2025-11-25T23:48:15.326593] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:48:15.326663] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:48:15.326741] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:48:15.326815] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:48:15.384165] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:48:15.384911] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:48:15.385008] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:48:15.385050] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:48:15.476567] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:48:15.476734] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:48:15.476801] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:48:15.476848] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:48:15.480138] [DEBUG] [FORECASTER] WABC: Forecast T+1@11:T+2@11: DOWN (p=46.66%)
[2025-11-25T23:48:15.480444] [INFO ] [FORECASTER] Completed predict_future for WABC
[2025-11-25T23:48:15.480592] [INFO ] [sig       ] WABC: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:48:15.621784] [INFO ] [LOCAL     ] Saved forecast: WABC	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/WABC.txt
[2025-11-25T23:48:15.621931] [INFO ] [sig       ] [3497/3639] Completed WABC in 0.3s | 3.04 sym/s | Total: 19.2m | ETA: 46.7s
[2025-11-25T23:48:15.621985] [INFO ] [sig       ] [3498/3639] Forecasting WAFD...
[2025-11-25T23:48:15.622028] [INFO ] [sig       ] Generating forecast for: WAFD
[2025-11-25T23:48:15.622070] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WAFD' from 'https://tdm.silogroup.org/data/derivative_storage/WAFD.csv'.
[2025-11-25T23:48:15.632796] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WAFD'.
[2025-11-25T23:48:15.633138] [INFO ] [FORECASTER] Starting predict_future for WAFD
[2025-11-25T23:48:15.633965] [DEBUG] [LOCAL     ] No optimal features file found for WAFD: ./output/feature-sets/WAFD.txt
[2025-11-25T23:48:15.634033] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:48:15.634080] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:48:15.634119] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:48:15.634198] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:48:15.692905] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:48:15.693858] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:48:15.693962] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:48:15.694011] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:48:15.787191] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:48:15.787442] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:48:15.787490] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:48:15.787525] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:48:15.790923] [DEBUG] [FORECASTER] WAFD: Forecast T+1@11:T+2@11: DOWN (p=35.22%)
[2025-11-25T23:48:15.791205] [INFO ] [FORECASTER] Completed predict_future for WAFD
[2025-11-25T23:48:15.791341] [INFO ] [sig       ] WAFD: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:48:15.932175] [INFO ] [LOCAL     ] Saved forecast: WAFD	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/WAFD.txt
[2025-11-25T23:48:15.932326] [INFO ] [sig       ] [3498/3639] Completed WAFD in 0.3s | 3.04 sym/s | Total: 19.2m | ETA: 46.4s
[2025-11-25T23:48:15.932379] [INFO ] [sig       ] [3499/3639] Forecasting WAFDP...
[2025-11-25T23:48:15.932424] [INFO ] [sig       ] Generating forecast for: WAFDP
[2025-11-25T23:48:15.932468] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WAFDP' from 'https://tdm.silogroup.org/data/derivative_storage/WAFDP.csv'.
[2025-11-25T23:48:15.943077] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WAFDP'.
[2025-11-25T23:48:15.943486] [INFO ] [FORECASTER] Starting predict_future for WAFDP
[2025-11-25T23:48:15.944373] [DEBUG] [LOCAL     ] No optimal features file found for WAFDP: ./output/feature-sets/WAFDP.txt
[2025-11-25T23:48:15.944445] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:48:15.944503] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:48:15.944554] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:48:15.944663] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:48:16.001961] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:48:16.002870] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:48:16.002970] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:48:16.003027] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:48:16.090125] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:48:16.090284] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:48:16.090328] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:48:16.090363] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:48:16.093638] [DEBUG] [FORECASTER] WAFDP: Forecast T+1@11:T+2@11: UP (p=88.90%)
[2025-11-25T23:48:16.093948] [INFO ] [FORECASTER] Completed predict_future for WAFDP
[2025-11-25T23:48:16.094086] [INFO ] [sig       ] WAFDP: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:48:16.234811] [INFO ] [LOCAL     ] Saved forecast: WAFDP	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/WAFDP.txt
[2025-11-25T23:48:16.234958] [INFO ] [sig       ] [3499/3639] Completed WAFDP in 0.3s | 3.04 sym/s | Total: 19.2m | ETA: 46.1s
[2025-11-25T23:48:16.235013] [INFO ] [sig       ] [3500/3639] Forecasting WAL...
[2025-11-25T23:48:16.235056] [INFO ] [sig       ] Generating forecast for: WAL
[2025-11-25T23:48:16.235097] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WAL' from 'https://tdm.silogroup.org/data/derivative_storage/WAL.csv'.
[2025-11-25T23:48:16.246587] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WAL'.
[2025-11-25T23:48:16.247036] [INFO ] [FORECASTER] Starting predict_future for WAL
[2025-11-25T23:48:16.247940] [DEBUG] [LOCAL     ] No optimal features file found for WAL: ./output/feature-sets/WAL.txt
[2025-11-25T23:48:16.248012] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:48:16.248063] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:48:16.248103] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:48:16.248174] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:48:16.309845] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:48:16.310680] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:48:16.310791] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:48:16.310842] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:48:16.419351] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:48:16.419544] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:48:16.419589] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:48:16.419624] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:48:16.423176] [DEBUG] [FORECASTER] WAL: Forecast T+1@11:T+2@11: DOWN (p=0.72%)
[2025-11-25T23:48:16.423524] [INFO ] [FORECASTER] Completed predict_future for WAL
[2025-11-25T23:48:16.423698] [INFO ] [sig       ] WAL: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:48:16.568938] [INFO ] [LOCAL     ] Saved forecast: WAL	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/WAL.txt
[2025-11-25T23:48:16.569094] [INFO ] [sig       ] [3500/3639] Completed WAL in 0.3s | 3.04 sym/s | Total: 19.2m | ETA: 45.8s
[2025-11-25T23:48:16.569147] [INFO ] [sig       ] [3501/3639] Forecasting WALD...
[2025-11-25T23:48:16.569192] [INFO ] [sig       ] Generating forecast for: WALD
[2025-11-25T23:48:16.569245] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WALD' from 'https://tdm.silogroup.org/data/derivative_storage/WALD.csv'.
[2025-11-25T23:48:16.579708] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WALD'.
[2025-11-25T23:48:16.580014] [INFO ] [FORECASTER] Starting predict_future for WALD
[2025-11-25T23:48:16.580844] [DEBUG] [LOCAL     ] No optimal features file found for WALD: ./output/feature-sets/WALD.txt
[2025-11-25T23:48:16.580913] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:48:16.580960] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:48:16.581000] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:48:16.581068] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:48:16.637987] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:48:16.638862] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:48:16.638965] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:48:16.639010] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:48:16.731985] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:48:16.732168] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:48:16.732214] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:48:16.732249] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:48:16.735684] [DEBUG] [FORECASTER] WALD: Forecast T+1@11:T+2@11: DOWN (p=2.13%)
[2025-11-25T23:48:16.735968] [INFO ] [FORECASTER] Completed predict_future for WALD
[2025-11-25T23:48:16.736106] [INFO ] [sig       ] WALD: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:48:16.877859] [INFO ] [LOCAL     ] Saved forecast: WALD	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/WALD.txt
[2025-11-25T23:48:16.878021] [INFO ] [sig       ] [3501/3639] Completed WALD in 0.3s | 3.04 sym/s | Total: 19.2m | ETA: 45.4s
[2025-11-25T23:48:16.878076] [INFO ] [sig       ] [3502/3639] Forecasting WASH...
[2025-11-25T23:48:16.878118] [INFO ] [sig       ] Generating forecast for: WASH
[2025-11-25T23:48:16.878159] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WASH' from 'https://tdm.silogroup.org/data/derivative_storage/WASH.csv'.
[2025-11-25T23:48:16.888830] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WASH'.
[2025-11-25T23:48:16.889120] [INFO ] [FORECASTER] Starting predict_future for WASH
[2025-11-25T23:48:16.889959] [DEBUG] [LOCAL     ] No optimal features file found for WASH: ./output/feature-sets/WASH.txt
[2025-11-25T23:48:16.890028] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:48:16.890068] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:48:16.890109] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:48:16.890171] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:48:16.947873] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:48:16.948784] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:48:16.948884] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:48:16.948926] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:48:17.043295] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:48:17.043484] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:48:17.043535] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:48:17.043571] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:48:17.047520] [DEBUG] [FORECASTER] WASH: Forecast T+1@11:T+2@11: DOWN (p=9.38%)
[2025-11-25T23:48:17.047890] [INFO ] [FORECASTER] Completed predict_future for WASH
[2025-11-25T23:48:17.048045] [INFO ] [sig       ] WASH: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:48:17.193016] [INFO ] [LOCAL     ] Saved forecast: WASH	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/WASH.txt
[2025-11-25T23:48:17.193214] [INFO ] [sig       ] [3502/3639] Completed WASH in 0.3s | 3.04 sym/s | Total: 19.2m | ETA: 45.1s
[2025-11-25T23:48:17.193279] [INFO ] [sig       ] [3503/3639] Forecasting WAVE...
[2025-11-25T23:48:17.193335] [INFO ] [sig       ] Generating forecast for: WAVE
[2025-11-25T23:48:17.193376] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WAVE' from 'https://tdm.silogroup.org/data/derivative_storage/WAVE.csv'.
[2025-11-25T23:48:17.207214] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WAVE'.
[2025-11-25T23:48:17.207630] [INFO ] [FORECASTER] Starting predict_future for WAVE
[2025-11-25T23:48:17.208485] [DEBUG] [LOCAL     ] No optimal features file found for WAVE: ./output/feature-sets/WAVE.txt
[2025-11-25T23:48:17.208553] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:48:17.208608] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:48:17.208671] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:48:17.208744] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:48:17.268259] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:48:17.269111] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:48:17.269221] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:48:17.269270] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:48:17.360349] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:48:17.360549] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:48:17.360596] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:48:17.360632] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:48:17.364776] [DEBUG] [FORECASTER] WAVE: Forecast T+1@11:T+2@11: DOWN (p=48.86%)
[2025-11-25T23:48:17.365173] [INFO ] [FORECASTER] Completed predict_future for WAVE
[2025-11-25T23:48:17.365355] [INFO ] [sig       ] WAVE: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:48:17.516944] [INFO ] [LOCAL     ] Saved forecast: WAVE	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/WAVE.txt
[2025-11-25T23:48:17.517121] [INFO ] [sig       ] [3503/3639] Completed WAVE in 0.3s | 3.04 sym/s | Total: 19.2m | ETA: 44.8s
[2025-11-25T23:48:17.517177] [INFO ] [sig       ] [3504/3639] Forecasting WAY...
[2025-11-25T23:48:17.517220] [INFO ] [sig       ] Generating forecast for: WAY
[2025-11-25T23:48:17.517261] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WAY' from 'https://tdm.silogroup.org/data/derivative_storage/WAY.csv'.
[2025-11-25T23:48:17.528192] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WAY'.
[2025-11-25T23:48:17.528552] [INFO ] [FORECASTER] Starting predict_future for WAY
[2025-11-25T23:48:17.529381] [DEBUG] [LOCAL     ] No optimal features file found for WAY: ./output/feature-sets/WAY.txt
[2025-11-25T23:48:17.529452] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:48:17.529500] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:48:17.529541] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:48:17.529612] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:48:17.587249] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:48:17.588122] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:48:17.588219] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:48:17.588271] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:48:17.689755] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:48:17.689934] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:48:17.689981] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:48:17.690039] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:48:17.693407] [DEBUG] [FORECASTER] WAY: Forecast T+1@11:T+2@11: UP (p=88.06%)
[2025-11-25T23:48:17.693715] [INFO ] [FORECASTER] Completed predict_future for WAY
[2025-11-25T23:48:17.693859] [INFO ] [sig       ] WAY: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:48:17.843936] [INFO ] [LOCAL     ] Saved forecast: WAY	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/WAY.txt
[2025-11-25T23:48:17.844117] [INFO ] [sig       ] [3504/3639] Completed WAY in 0.3s | 3.04 sym/s | Total: 19.2m | ETA: 44.4s
[2025-11-25T23:48:17.844171] [INFO ] [sig       ] [3505/3639] Forecasting WB...
[2025-11-25T23:48:17.844215] [INFO ] [sig       ] Generating forecast for: WB
[2025-11-25T23:48:17.844257] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WB' from 'https://tdm.silogroup.org/data/derivative_storage/WB.csv'.
[2025-11-25T23:48:17.854724] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WB'.
[2025-11-25T23:48:17.855022] [INFO ] [FORECASTER] Starting predict_future for WB
[2025-11-25T23:48:17.855848] [DEBUG] [LOCAL     ] No optimal features file found for WB: ./output/feature-sets/WB.txt
[2025-11-25T23:48:17.855917] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:48:17.855963] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:48:17.856004] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:48:17.856072] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:48:17.915054] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:48:17.915875] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:48:17.915973] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:48:17.916023] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:48:18.016270] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:48:18.016453] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:48:18.016501] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:48:18.016537] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:48:18.020177] [DEBUG] [FORECASTER] WB: Forecast T+1@11:T+2@11: UP (p=80.62%)
[2025-11-25T23:48:18.020485] [INFO ] [FORECASTER] Completed predict_future for WB
[2025-11-25T23:48:18.020628] [INFO ] [sig       ] WB: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:48:18.163381] [INFO ] [LOCAL     ] Saved forecast: WB	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/WB.txt
[2025-11-25T23:48:18.163543] [INFO ] [sig       ] [3505/3639] Completed WB in 0.3s | 3.04 sym/s | Total: 19.2m | ETA: 44.1s
[2025-11-25T23:48:18.163597] [INFO ] [sig       ] [3506/3639] Forecasting WBD...
[2025-11-25T23:48:18.163660] [INFO ] [sig       ] Generating forecast for: WBD
[2025-11-25T23:48:18.163708] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WBD' from 'https://tdm.silogroup.org/data/derivative_storage/WBD.csv'.
[2025-11-25T23:48:18.174857] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WBD'.
[2025-11-25T23:48:18.175240] [INFO ] [FORECASTER] Starting predict_future for WBD
[2025-11-25T23:48:18.176223] [DEBUG] [LOCAL     ] No optimal features file found for WBD: ./output/feature-sets/WBD.txt
[2025-11-25T23:48:18.176293] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:48:18.176339] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:48:18.176379] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:48:18.176449] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:48:18.236435] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:48:18.237229] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:48:18.237328] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:48:18.237400] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:48:18.335297] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:48:18.335483] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:48:18.335530] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:48:18.335565] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:48:18.339099] [DEBUG] [FORECASTER] WBD: Forecast T+1@11:T+2@11: DOWN (p=6.64%)
[2025-11-25T23:48:18.339451] [INFO ] [FORECASTER] Completed predict_future for WBD
[2025-11-25T23:48:18.339607] [INFO ] [sig       ] WBD: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:48:18.482909] [INFO ] [LOCAL     ] Saved forecast: WBD	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/WBD.txt
[2025-11-25T23:48:18.483073] [INFO ] [sig       ] [3506/3639] Completed WBD in 0.3s | 3.04 sym/s | Total: 19.2m | ETA: 43.8s
[2025-11-25T23:48:18.483146] [INFO ] [sig       ] [3507/3639] Forecasting WBS...
[2025-11-25T23:48:18.483205] [INFO ] [sig       ] Generating forecast for: WBS
[2025-11-25T23:48:18.483259] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WBS' from 'https://tdm.silogroup.org/data/derivative_storage/WBS.csv'.
[2025-11-25T23:48:18.493993] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WBS'.
[2025-11-25T23:48:18.494313] [INFO ] [FORECASTER] Starting predict_future for WBS
[2025-11-25T23:48:18.495120] [DEBUG] [LOCAL     ] No optimal features file found for WBS: ./output/feature-sets/WBS.txt
[2025-11-25T23:48:18.495191] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:48:18.495237] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:48:18.495283] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:48:18.495358] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:48:18.554161] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:48:18.554869] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:48:18.554965] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:48:18.555013] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:48:18.649586] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:48:18.649779] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:48:18.649831] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:48:18.649868] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:48:18.653278] [DEBUG] [FORECASTER] WBS: Forecast T+1@11:T+2@11: DOWN (p=29.91%)
[2025-11-25T23:48:18.653573] [INFO ] [FORECASTER] Completed predict_future for WBS
[2025-11-25T23:48:18.653739] [INFO ] [sig       ] WBS: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:48:18.799810] [INFO ] [LOCAL     ] Saved forecast: WBS	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/WBS.txt
[2025-11-25T23:48:18.800042] [INFO ] [sig       ] [3507/3639] Completed WBS in 0.3s | 3.04 sym/s | Total: 19.2m | ETA: 43.5s
[2025-11-25T23:48:18.800101] [INFO ] [sig       ] [3508/3639] Forecasting WBTN...
[2025-11-25T23:48:18.800146] [INFO ] [sig       ] Generating forecast for: WBTN
[2025-11-25T23:48:18.800190] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WBTN' from 'https://tdm.silogroup.org/data/derivative_storage/WBTN.csv'.
[2025-11-25T23:48:18.812215] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WBTN'.
[2025-11-25T23:48:18.812586] [INFO ] [FORECASTER] Starting predict_future for WBTN
[2025-11-25T23:48:18.813460] [DEBUG] [LOCAL     ] No optimal features file found for WBTN: ./output/feature-sets/WBTN.txt
[2025-11-25T23:48:18.813533] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:48:18.813615] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:48:18.813695] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:48:18.813809] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:48:18.873341] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:48:18.874208] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:48:18.874307] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:48:18.874367] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:48:18.973754] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:48:18.973945] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:48:18.973993] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:48:18.974027] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:48:18.977603] [DEBUG] [FORECASTER] WBTN: Forecast T+1@11:T+2@11: UP (p=79.99%)
[2025-11-25T23:48:18.977963] [INFO ] [FORECASTER] Completed predict_future for WBTN
[2025-11-25T23:48:18.978121] [INFO ] [sig       ] WBTN: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:48:19.121882] [INFO ] [LOCAL     ] Saved forecast: WBTN	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/WBTN.txt
[2025-11-25T23:48:19.122052] [INFO ] [sig       ] [3508/3639] Completed WBTN in 0.3s | 3.04 sym/s | Total: 19.2m | ETA: 43.1s
[2025-11-25T23:48:19.122108] [INFO ] [sig       ] [3509/3639] Forecasting WBX...
[2025-11-25T23:48:19.122153] [INFO ] [sig       ] Generating forecast for: WBX
[2025-11-25T23:48:19.122195] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WBX' from 'https://tdm.silogroup.org/data/derivative_storage/WBX.csv'.
[2025-11-25T23:48:19.132906] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WBX'.
[2025-11-25T23:48:19.133260] [INFO ] [FORECASTER] Starting predict_future for WBX
[2025-11-25T23:48:19.134128] [DEBUG] [LOCAL     ] No optimal features file found for WBX: ./output/feature-sets/WBX.txt
[2025-11-25T23:48:19.134207] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:48:19.134269] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:48:19.134323] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:48:19.134395] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:48:19.193862] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:48:19.194743] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:48:19.194842] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:48:19.194891] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:48:19.292595] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:48:19.292796] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:48:19.292844] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:48:19.292896] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:48:19.296276] [DEBUG] [FORECASTER] WBX: Forecast T+1@11:T+2@11: UP (p=52.30%)
[2025-11-25T23:48:19.296561] [INFO ] [FORECASTER] Completed predict_future for WBX
[2025-11-25T23:48:19.296716] [INFO ] [sig       ] WBX: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:48:19.444000] [INFO ] [LOCAL     ] Saved forecast: WBX	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/WBX.txt
[2025-11-25T23:48:19.444162] [INFO ] [sig       ] [3509/3639] Completed WBX in 0.3s | 3.04 sym/s | Total: 19.3m | ETA: 42.8s
[2025-11-25T23:48:19.444223] [INFO ] [sig       ] [3510/3639] Forecasting WCC...
[2025-11-25T23:48:19.444266] [INFO ] [sig       ] Generating forecast for: WCC
[2025-11-25T23:48:19.444307] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WCC' from 'https://tdm.silogroup.org/data/derivative_storage/WCC.csv'.
[2025-11-25T23:48:19.455327] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WCC'.
[2025-11-25T23:48:19.455716] [INFO ] [FORECASTER] Starting predict_future for WCC
[2025-11-25T23:48:19.456522] [DEBUG] [LOCAL     ] No optimal features file found for WCC: ./output/feature-sets/WCC.txt
[2025-11-25T23:48:19.456609] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:48:19.456675] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:48:19.456718] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:48:19.456806] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:48:19.515572] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:48:19.516384] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:48:19.516496] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:48:19.516545] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:48:19.611533] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:48:19.611734] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:48:19.611807] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:48:19.611856] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:48:19.615403] [DEBUG] [FORECASTER] WCC: Forecast T+1@11:T+2@11: DOWN (p=3.88%)
[2025-11-25T23:48:19.615746] [INFO ] [FORECASTER] Completed predict_future for WCC
[2025-11-25T23:48:19.615909] [INFO ] [sig       ] WCC: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:48:19.761387] [INFO ] [LOCAL     ] Saved forecast: WCC	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/WCC.txt
[2025-11-25T23:48:19.761547] [INFO ] [sig       ] [3510/3639] Completed WCC in 0.3s | 3.04 sym/s | Total: 19.3m | ETA: 42.5s
[2025-11-25T23:48:19.761602] [INFO ] [sig       ] [3511/3639] Forecasting WCLD...
[2025-11-25T23:48:19.761665] [INFO ] [sig       ] Generating forecast for: WCLD
[2025-11-25T23:48:19.761709] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WCLD' from 'https://tdm.silogroup.org/data/derivative_storage/WCLD.csv'.
[2025-11-25T23:48:19.772453] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WCLD'.
[2025-11-25T23:48:19.772783] [INFO ] [FORECASTER] Starting predict_future for WCLD
[2025-11-25T23:48:19.773588] [DEBUG] [LOCAL     ] No optimal features file found for WCLD: ./output/feature-sets/WCLD.txt
[2025-11-25T23:48:19.773684] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:48:19.773731] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:48:19.773771] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:48:19.773839] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:48:19.832184] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:48:19.833000] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:48:19.833096] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:48:19.833143] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:48:19.925530] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:48:19.925728] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:48:19.925779] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:48:19.925814] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:48:19.929323] [DEBUG] [FORECASTER] WCLD: Forecast T+1@11:T+2@11: DOWN (p=29.26%)
[2025-11-25T23:48:19.929624] [INFO ] [FORECASTER] Completed predict_future for WCLD
[2025-11-25T23:48:19.929790] [INFO ] [sig       ] WCLD: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:48:20.078619] [INFO ] [LOCAL     ] Saved forecast: WCLD	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/WCLD.txt
[2025-11-25T23:48:20.078826] [INFO ] [sig       ] [3511/3639] Completed WCLD in 0.3s | 3.04 sym/s | Total: 19.3m | ETA: 42.1s
[2025-11-25T23:48:20.078885] [INFO ] [sig       ] [3512/3639] Forecasting WD...
[2025-11-25T23:48:20.078930] [INFO ] [sig       ] Generating forecast for: WD
[2025-11-25T23:48:20.078973] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WD' from 'https://tdm.silogroup.org/data/derivative_storage/WD.csv'.
[2025-11-25T23:48:20.090664] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WD'.
[2025-11-25T23:48:20.090971] [INFO ] [FORECASTER] Starting predict_future for WD
[2025-11-25T23:48:20.091817] [DEBUG] [LOCAL     ] No optimal features file found for WD: ./output/feature-sets/WD.txt
[2025-11-25T23:48:20.091891] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:48:20.091939] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:48:20.091981] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:48:20.092052] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:48:20.165887] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:48:20.166856] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:48:20.166953] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:48:20.166997] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:48:20.259036] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:48:20.259195] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:48:20.259238] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:48:20.259273] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:48:20.262573] [DEBUG] [FORECASTER] WD: Forecast T+1@11:T+2@11: UP (p=96.26%)
[2025-11-25T23:48:20.262887] [INFO ] [FORECASTER] Completed predict_future for WD
[2025-11-25T23:48:20.263030] [INFO ] [sig       ] WD: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:48:20.402787] [INFO ] [LOCAL     ] Saved forecast: WD	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/WD.txt
[2025-11-25T23:48:20.402947] [INFO ] [sig       ] [3512/3639] Completed WD in 0.3s | 3.04 sym/s | Total: 19.3m | ETA: 41.8s
[2025-11-25T23:48:20.403001] [INFO ] [sig       ] [3513/3639] Forecasting WDAY...
[2025-11-25T23:48:20.403045] [INFO ] [sig       ] Generating forecast for: WDAY
[2025-11-25T23:48:20.403088] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WDAY' from 'https://tdm.silogroup.org/data/derivative_storage/WDAY.csv'.
[2025-11-25T23:48:20.414079] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WDAY'.
[2025-11-25T23:48:20.414383] [INFO ] [FORECASTER] Starting predict_future for WDAY
[2025-11-25T23:48:20.415201] [DEBUG] [LOCAL     ] No optimal features file found for WDAY: ./output/feature-sets/WDAY.txt
[2025-11-25T23:48:20.415271] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:48:20.415316] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:48:20.415355] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:48:20.415424] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:48:20.474133] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:48:20.474972] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:48:20.475069] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:48:20.475115] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:48:20.576043] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:48:20.576230] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:48:20.576276] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:48:20.576311] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:48:20.579754] [DEBUG] [FORECASTER] WDAY: Forecast T+1@11:T+2@11: DOWN (p=3.50%)
[2025-11-25T23:48:20.580034] [INFO ] [FORECASTER] Completed predict_future for WDAY
[2025-11-25T23:48:20.580177] [INFO ] [sig       ] WDAY: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:48:20.720488] [INFO ] [LOCAL     ] Saved forecast: WDAY	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/WDAY.txt
[2025-11-25T23:48:20.720677] [INFO ] [sig       ] [3513/3639] Completed WDAY in 0.3s | 3.04 sym/s | Total: 19.3m | ETA: 41.5s
[2025-11-25T23:48:20.720742] [INFO ] [sig       ] [3514/3639] Forecasting WDC...
[2025-11-25T23:48:20.720787] [INFO ] [sig       ] Generating forecast for: WDC
[2025-11-25T23:48:20.720829] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WDC' from 'https://tdm.silogroup.org/data/derivative_storage/WDC.csv'.
[2025-11-25T23:48:20.731604] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WDC'.
[2025-11-25T23:48:20.731953] [INFO ] [FORECASTER] Starting predict_future for WDC
[2025-11-25T23:48:20.732767] [DEBUG] [LOCAL     ] No optimal features file found for WDC: ./output/feature-sets/WDC.txt
[2025-11-25T23:48:20.732835] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:48:20.732881] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:48:20.732921] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:48:20.732990] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:48:20.790088] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:48:20.790751] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:48:20.790846] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:48:20.790893] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:48:20.898387] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:48:20.898575] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:48:20.898621] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:48:20.898676] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:48:20.902213] [DEBUG] [FORECASTER] WDC: Forecast T+1@11:T+2@11: DOWN (p=13.65%)
[2025-11-25T23:48:20.902526] [INFO ] [FORECASTER] Completed predict_future for WDC
[2025-11-25T23:48:20.902700] [INFO ] [sig       ] WDC: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:48:21.043294] [INFO ] [LOCAL     ] Saved forecast: WDC	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/WDC.txt
[2025-11-25T23:48:21.043453] [INFO ] [sig       ] [3514/3639] Completed WDC in 0.3s | 3.04 sym/s | Total: 19.3m | ETA: 41.1s
[2025-11-25T23:48:21.043507] [INFO ] [sig       ] [3515/3639] Forecasting WDFC...
[2025-11-25T23:48:21.043550] [INFO ] [sig       ] Generating forecast for: WDFC
[2025-11-25T23:48:21.043591] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WDFC' from 'https://tdm.silogroup.org/data/derivative_storage/WDFC.csv'.
[2025-11-25T23:48:21.054339] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WDFC'.
[2025-11-25T23:48:21.054655] [INFO ] [FORECASTER] Starting predict_future for WDFC
[2025-11-25T23:48:21.055455] [DEBUG] [LOCAL     ] No optimal features file found for WDFC: ./output/feature-sets/WDFC.txt
[2025-11-25T23:48:21.055524] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:48:21.055580] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:48:21.055630] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:48:21.055734] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:48:21.112655] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:48:21.113295] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:48:21.113389] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:48:21.113436] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:48:21.210865] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:48:21.210989] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:48:21.211032] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:48:21.211066] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:48:21.214226] [DEBUG] [FORECASTER] WDFC: Forecast T+1@11:T+2@11: UP (p=86.54%)
[2025-11-25T23:48:21.214522] [INFO ] [FORECASTER] Completed predict_future for WDFC
[2025-11-25T23:48:21.214678] [INFO ] [sig       ] WDFC: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:48:21.354532] [INFO ] [LOCAL     ] Saved forecast: WDFC	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/WDFC.txt
[2025-11-25T23:48:21.354697] [INFO ] [sig       ] [3515/3639] Completed WDFC in 0.3s | 3.04 sym/s | Total: 19.3m | ETA: 40.8s
[2025-11-25T23:48:21.354754] [INFO ] [sig       ] [3516/3639] Forecasting WDH...
[2025-11-25T23:48:21.354799] [INFO ] [sig       ] Generating forecast for: WDH
[2025-11-25T23:48:21.354842] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WDH' from 'https://tdm.silogroup.org/data/derivative_storage/WDH.csv'.
[2025-11-25T23:48:21.365276] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WDH'.
[2025-11-25T23:48:21.365560] [INFO ] [FORECASTER] Starting predict_future for WDH
[2025-11-25T23:48:21.366357] [DEBUG] [LOCAL     ] No optimal features file found for WDH: ./output/feature-sets/WDH.txt
[2025-11-25T23:48:21.366427] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:48:21.366472] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:48:21.366512] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:48:21.366579] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:48:21.423584] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:48:21.424210] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:48:21.424304] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:48:21.424349] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:48:21.517583] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:48:21.517711] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:48:21.517758] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:48:21.517791] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:48:21.520868] [DEBUG] [FORECASTER] WDH: Forecast T+1@11:T+2@11: UP (p=63.71%)
[2025-11-25T23:48:21.521139] [INFO ] [FORECASTER] Completed predict_future for WDH
[2025-11-25T23:48:21.521271] [INFO ] [sig       ] WDH: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:48:21.666198] [INFO ] [LOCAL     ] Saved forecast: WDH	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/WDH.txt
[2025-11-25T23:48:21.666382] [INFO ] [sig       ] [3516/3639] Completed WDH in 0.3s | 3.04 sym/s | Total: 19.3m | ETA: 40.5s
[2025-11-25T23:48:21.666442] [INFO ] [sig       ] [3517/3639] Forecasting WDI...
[2025-11-25T23:48:21.666484] [INFO ] [sig       ] Generating forecast for: WDI
[2025-11-25T23:48:21.666527] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WDI' from 'https://tdm.silogroup.org/data/derivative_storage/WDI.csv'.
[2025-11-25T23:48:21.677989] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WDI'.
[2025-11-25T23:48:21.678389] [INFO ] [FORECASTER] Starting predict_future for WDI
[2025-11-25T23:48:21.679247] [DEBUG] [LOCAL     ] No optimal features file found for WDI: ./output/feature-sets/WDI.txt
[2025-11-25T23:48:21.679332] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:48:21.679389] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:48:21.679448] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:48:21.679528] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:48:21.738212] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:48:21.739043] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:48:21.739140] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:48:21.739187] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:48:21.837004] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:48:21.837166] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:48:21.837252] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:48:21.837291] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:48:21.840862] [DEBUG] [FORECASTER] WDI: Forecast T+1@11:T+2@11: UP (p=88.32%)
[2025-11-25T23:48:21.841147] [INFO ] [FORECASTER] Completed predict_future for WDI
[2025-11-25T23:48:21.841287] [INFO ] [sig       ] WDI: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:48:21.981551] [INFO ] [LOCAL     ] Saved forecast: WDI	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/WDI.txt
[2025-11-25T23:48:21.981720] [INFO ] [sig       ] [3517/3639] Completed WDI in 0.3s | 3.04 sym/s | Total: 19.3m | ETA: 40.2s
[2025-11-25T23:48:21.981778] [INFO ] [sig       ] [3518/3639] Forecasting WDS...
[2025-11-25T23:48:21.981823] [INFO ] [sig       ] Generating forecast for: WDS
[2025-11-25T23:48:21.981866] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WDS' from 'https://tdm.silogroup.org/data/derivative_storage/WDS.csv'.
[2025-11-25T23:48:21.993382] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WDS'.
[2025-11-25T23:48:21.993795] [INFO ] [FORECASTER] Starting predict_future for WDS
[2025-11-25T23:48:21.994632] [DEBUG] [LOCAL     ] No optimal features file found for WDS: ./output/feature-sets/WDS.txt
[2025-11-25T23:48:21.994732] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:48:21.994779] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:48:21.994821] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:48:21.994894] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:48:22.054365] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:48:22.055275] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:48:22.055381] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:48:22.055431] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:48:22.158590] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:48:22.158807] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:48:22.158856] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:48:22.158893] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:48:22.162435] [DEBUG] [FORECASTER] WDS: Forecast T+1@11:T+2@11: UP (p=87.16%)
[2025-11-25T23:48:22.162776] [INFO ] [FORECASTER] Completed predict_future for WDS
[2025-11-25T23:48:22.162933] [INFO ] [sig       ] WDS: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:48:22.304265] [INFO ] [LOCAL     ] Saved forecast: WDS	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/WDS.txt
[2025-11-25T23:48:22.304432] [INFO ] [sig       ] [3518/3639] Completed WDS in 0.3s | 3.04 sym/s | Total: 19.3m | ETA: 39.8s
[2025-11-25T23:48:22.304486] [INFO ] [sig       ] [3519/3639] Forecasting WEA...
[2025-11-25T23:48:22.304532] [INFO ] [sig       ] Generating forecast for: WEA
[2025-11-25T23:48:22.304574] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WEA' from 'https://tdm.silogroup.org/data/derivative_storage/WEA.csv'.
[2025-11-25T23:48:22.315767] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WEA'.
[2025-11-25T23:48:22.316154] [INFO ] [FORECASTER] Starting predict_future for WEA
[2025-11-25T23:48:22.317009] [DEBUG] [LOCAL     ] No optimal features file found for WEA: ./output/feature-sets/WEA.txt
[2025-11-25T23:48:22.317081] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:48:22.317138] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:48:22.317189] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:48:22.317277] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:48:22.375292] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:48:22.376091] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:48:22.376216] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:48:22.376273] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:48:22.466194] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:48:22.466373] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:48:22.466427] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:48:22.466463] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:48:22.470013] [DEBUG] [FORECASTER] WEA: Forecast T+1@11:T+2@11: UP (p=80.92%)
[2025-11-25T23:48:22.470310] [INFO ] [FORECASTER] Completed predict_future for WEA
[2025-11-25T23:48:22.470451] [INFO ] [sig       ] WEA: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:48:22.615897] [INFO ] [LOCAL     ] Saved forecast: WEA	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/WEA.txt
[2025-11-25T23:48:22.616069] [INFO ] [sig       ] [3519/3639] Completed WEA in 0.3s | 3.04 sym/s | Total: 19.3m | ETA: 39.5s
[2025-11-25T23:48:22.616125] [INFO ] [sig       ] [3520/3639] Forecasting WEC...
[2025-11-25T23:48:22.616166] [INFO ] [sig       ] Generating forecast for: WEC
[2025-11-25T23:48:22.616201] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WEC' from 'https://tdm.silogroup.org/data/derivative_storage/WEC.csv'.
[2025-11-25T23:48:22.627750] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WEC'.
[2025-11-25T23:48:22.628145] [INFO ] [FORECASTER] Starting predict_future for WEC
[2025-11-25T23:48:22.628992] [DEBUG] [LOCAL     ] No optimal features file found for WEC: ./output/feature-sets/WEC.txt
[2025-11-25T23:48:22.629061] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:48:22.629109] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:48:22.629150] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:48:22.629219] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:48:22.686325] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:48:22.687267] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:48:22.687392] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:48:22.687444] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:48:22.798625] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:48:22.798833] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:48:22.798880] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:48:22.798916] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:48:22.802329] [DEBUG] [FORECASTER] WEC: Forecast T+1@11:T+2@11: UP (p=51.66%)
[2025-11-25T23:48:22.802623] [INFO ] [FORECASTER] Completed predict_future for WEC
[2025-11-25T23:48:22.802802] [INFO ] [sig       ] WEC: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:48:22.966430] [INFO ] [LOCAL     ] Saved forecast: WEC	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/WEC.txt
[2025-11-25T23:48:22.966621] [INFO ] [sig       ] [3520/3639] Completed WEC in 0.4s | 3.04 sym/s | Total: 19.3m | ETA: 39.2s
[2025-11-25T23:48:22.966706] [INFO ] [sig       ] [3521/3639] Forecasting WEN...
[2025-11-25T23:48:22.966751] [INFO ] [sig       ] Generating forecast for: WEN
[2025-11-25T23:48:22.966794] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WEN' from 'https://tdm.silogroup.org/data/derivative_storage/WEN.csv'.
[2025-11-25T23:48:22.978348] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WEN'.
[2025-11-25T23:48:22.978829] [INFO ] [FORECASTER] Starting predict_future for WEN
[2025-11-25T23:48:22.979848] [DEBUG] [LOCAL     ] No optimal features file found for WEN: ./output/feature-sets/WEN.txt
[2025-11-25T23:48:22.979932] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:48:22.980003] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:48:22.980058] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:48:22.980148] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:48:23.040089] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:48:23.041020] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:48:23.041125] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:48:23.041182] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:48:23.132176] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:48:23.132351] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:48:23.132404] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:48:23.132442] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:48:23.136336] [DEBUG] [FORECASTER] WEN: Forecast T+1@11:T+2@11: DOWN (p=15.11%)
[2025-11-25T23:48:23.136688] [INFO ] [FORECASTER] Completed predict_future for WEN
[2025-11-25T23:48:23.136871] [INFO ] [sig       ] WEN: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:48:23.280401] [INFO ] [LOCAL     ] Saved forecast: WEN	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/WEN.txt
[2025-11-25T23:48:23.280569] [INFO ] [sig       ] [3521/3639] Completed WEN in 0.3s | 3.04 sym/s | Total: 19.3m | ETA: 38.8s
[2025-11-25T23:48:23.280670] [INFO ] [sig       ] [3522/3639] Forecasting WERN...
[2025-11-25T23:48:23.280784] [INFO ] [sig       ] Generating forecast for: WERN
[2025-11-25T23:48:23.280857] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WERN' from 'https://tdm.silogroup.org/data/derivative_storage/WERN.csv'.
[2025-11-25T23:48:23.292281] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WERN'.
[2025-11-25T23:48:23.292774] [INFO ] [FORECASTER] Starting predict_future for WERN
[2025-11-25T23:48:23.293590] [DEBUG] [LOCAL     ] No optimal features file found for WERN: ./output/feature-sets/WERN.txt
[2025-11-25T23:48:23.293677] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:48:23.293727] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:48:23.293767] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:48:23.293836] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:48:23.352156] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:48:23.352998] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:48:23.353096] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:48:23.353141] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:48:23.446392] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:48:23.446536] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:48:23.446580] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:48:23.446616] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:48:23.454675] [DEBUG] [FORECASTER] WERN: Forecast T+1@11:T+2@11: DOWN (p=32.92%)
[2025-11-25T23:48:23.455191] [INFO ] [FORECASTER] Completed predict_future for WERN
[2025-11-25T23:48:23.455406] [INFO ] [sig       ] WERN: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:48:23.611735] [INFO ] [LOCAL     ] Saved forecast: WERN	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/WERN.txt
[2025-11-25T23:48:23.611935] [INFO ] [sig       ] [3522/3639] Completed WERN in 0.3s | 3.04 sym/s | Total: 19.3m | ETA: 38.5s
[2025-11-25T23:48:23.611994] [INFO ] [sig       ] [3523/3639] Forecasting WES...
[2025-11-25T23:48:23.612036] [INFO ] [sig       ] Generating forecast for: WES
[2025-11-25T23:48:23.612076] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WES' from 'https://tdm.silogroup.org/data/derivative_storage/WES.csv'.
[2025-11-25T23:48:23.623908] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WES'.
[2025-11-25T23:48:23.624265] [INFO ] [FORECASTER] Starting predict_future for WES
[2025-11-25T23:48:23.625067] [DEBUG] [LOCAL     ] No optimal features file found for WES: ./output/feature-sets/WES.txt
[2025-11-25T23:48:23.625137] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:48:23.625182] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:48:23.625221] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:48:23.625290] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:48:23.683901] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:48:23.684793] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:48:23.684889] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:48:23.684934] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:48:23.781398] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:48:23.781548] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:48:23.781590] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:48:23.781625] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:48:23.784894] [DEBUG] [FORECASTER] WES: Forecast T+1@11:T+2@11: UP (p=54.94%)
[2025-11-25T23:48:23.785181] [INFO ] [FORECASTER] Completed predict_future for WES
[2025-11-25T23:48:23.785321] [INFO ] [sig       ] WES: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:48:23.935387] [INFO ] [LOCAL     ] Saved forecast: WES	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/WES.txt
[2025-11-25T23:48:23.935563] [INFO ] [sig       ] [3523/3639] Completed WES in 0.3s | 3.04 sym/s | Total: 19.3m | ETA: 38.2s
[2025-11-25T23:48:23.935618] [INFO ] [sig       ] [3524/3639] Forecasting WEX...
[2025-11-25T23:48:23.935684] [INFO ] [sig       ] Generating forecast for: WEX
[2025-11-25T23:48:23.935729] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WEX' from 'https://tdm.silogroup.org/data/derivative_storage/WEX.csv'.
[2025-11-25T23:48:23.946399] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WEX'.
[2025-11-25T23:48:23.946727] [INFO ] [FORECASTER] Starting predict_future for WEX
[2025-11-25T23:48:23.947555] [DEBUG] [LOCAL     ] No optimal features file found for WEX: ./output/feature-sets/WEX.txt
[2025-11-25T23:48:23.947624] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:48:23.947703] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:48:23.947755] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:48:23.947841] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:48:24.007177] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:48:24.007999] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:48:24.008107] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:48:24.008156] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:48:24.103000] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:48:24.103191] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:48:24.103239] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:48:24.103276] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:48:24.106839] [DEBUG] [FORECASTER] WEX: Forecast T+1@11:T+2@11: UP (p=97.80%)
[2025-11-25T23:48:24.107144] [INFO ] [FORECASTER] Completed predict_future for WEX
[2025-11-25T23:48:24.107291] [INFO ] [sig       ] WEX: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:48:24.258750] [INFO ] [LOCAL     ] Saved forecast: WEX	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/WEX.txt
[2025-11-25T23:48:24.258952] [INFO ] [sig       ] [3524/3639] Completed WEX in 0.3s | 3.04 sym/s | Total: 19.3m | ETA: 37.9s
[2025-11-25T23:48:24.259009] [INFO ] [sig       ] [3525/3639] Forecasting WEYS...
[2025-11-25T23:48:24.259053] [INFO ] [sig       ] Generating forecast for: WEYS
[2025-11-25T23:48:24.259098] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WEYS' from 'https://tdm.silogroup.org/data/derivative_storage/WEYS.csv'.
[2025-11-25T23:48:24.269809] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WEYS'.
[2025-11-25T23:48:24.270142] [INFO ] [FORECASTER] Starting predict_future for WEYS
[2025-11-25T23:48:24.271148] [DEBUG] [LOCAL     ] No optimal features file found for WEYS: ./output/feature-sets/WEYS.txt
[2025-11-25T23:48:24.271219] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:48:24.271276] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:48:24.271327] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:48:24.271412] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:48:24.329147] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:48:24.329948] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:48:24.330067] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:48:24.330119] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:48:24.415834] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:48:24.415968] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-11-25T23:48:24.416009] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:48:24.416045] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:48:24.419490] [DEBUG] [FORECASTER] WEYS: Forecast T+1@11:T+2@11: UP (p=59.80%)
[2025-11-25T23:48:24.419809] [INFO ] [FORECASTER] Completed predict_future for WEYS
[2025-11-25T23:48:24.419958] [INFO ] [sig       ] WEYS: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:48:24.561768] [INFO ] [LOCAL     ] Saved forecast: WEYS	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/WEYS.txt
[2025-11-25T23:48:24.561919] [INFO ] [sig       ] [3525/3639] Completed WEYS in 0.3s | 3.04 sym/s | Total: 19.3m | ETA: 37.5s
[2025-11-25T23:48:24.561975] [INFO ] [sig       ] [3526/3639] Forecasting WF...
[2025-11-25T23:48:24.562097] [INFO ] [sig       ] Generating forecast for: WF
[2025-11-25T23:48:24.562141] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WF' from 'https://tdm.silogroup.org/data/derivative_storage/WF.csv'.
[2025-11-25T23:48:24.572760] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WF'.
[2025-11-25T23:48:24.573048] [INFO ] [FORECASTER] Starting predict_future for WF
[2025-11-25T23:48:24.573950] [DEBUG] [LOCAL     ] No optimal features file found for WF: ./output/feature-sets/WF.txt
[2025-11-25T23:48:24.574019] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:48:24.574077] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:48:24.574128] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:48:24.574206] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:48:24.632420] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:48:24.633078] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:48:24.633173] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:48:24.633231] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:48:24.737231] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:48:24.737436] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:48:24.737483] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:48:24.737520] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:48:24.740951] [DEBUG] [FORECASTER] WF: Forecast T+1@11:T+2@11: UP (p=55.39%)
[2025-11-25T23:48:24.741242] [INFO ] [FORECASTER] Completed predict_future for WF
[2025-11-25T23:48:24.741384] [INFO ] [sig       ] WF: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:48:24.885092] [INFO ] [LOCAL     ] Saved forecast: WF	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/WF.txt
[2025-11-25T23:48:24.885251] [INFO ] [sig       ] [3526/3639] Completed WF in 0.3s | 3.04 sym/s | Total: 19.3m | ETA: 37.2s
[2025-11-25T23:48:24.885305] [INFO ] [sig       ] [3527/3639] Forecasting WFC...
[2025-11-25T23:48:24.885426] [INFO ] [sig       ] Generating forecast for: WFC
[2025-11-25T23:48:24.885488] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WFC' from 'https://tdm.silogroup.org/data/derivative_storage/WFC.csv'.
[2025-11-25T23:48:24.896125] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WFC'.
[2025-11-25T23:48:24.896422] [INFO ] [FORECASTER] Starting predict_future for WFC
[2025-11-25T23:48:24.897261] [DEBUG] [LOCAL     ] No optimal features file found for WFC: ./output/feature-sets/WFC.txt
[2025-11-25T23:48:24.897332] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:48:24.900392] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:48:24.900460] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:48:24.900560] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:48:24.958656] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:48:24.959403] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:48:24.959527] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:48:24.959585] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:48:25.055926] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:48:25.056093] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:48:25.056137] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:48:25.056172] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:48:25.059513] [DEBUG] [FORECASTER] WFC: Forecast T+1@11:T+2@11: DOWN (p=23.00%)
[2025-11-25T23:48:25.059817] [INFO ] [FORECASTER] Completed predict_future for WFC
[2025-11-25T23:48:25.059961] [INFO ] [sig       ] WFC: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:48:25.200473] [INFO ] [LOCAL     ] Saved forecast: WFC	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/WFC.txt
[2025-11-25T23:48:25.200625] [INFO ] [sig       ] [3527/3639] Completed WFC in 0.3s | 3.04 sym/s | Total: 19.3m | ETA: 36.9s
[2025-11-25T23:48:25.200701] [INFO ] [sig       ] [3528/3639] Forecasting WFG...
[2025-11-25T23:48:25.200750] [INFO ] [sig       ] Generating forecast for: WFG
[2025-11-25T23:48:25.200803] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WFG' from 'https://tdm.silogroup.org/data/derivative_storage/WFG.csv'.
[2025-11-25T23:48:25.212254] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WFG'.
[2025-11-25T23:48:25.212581] [INFO ] [FORECASTER] Starting predict_future for WFG
[2025-11-25T23:48:25.213406] [DEBUG] [LOCAL     ] No optimal features file found for WFG: ./output/feature-sets/WFG.txt
[2025-11-25T23:48:25.213478] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:48:25.213515] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:48:25.213557] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:48:25.213694] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:48:25.271273] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:48:25.272026] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:48:25.272119] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:48:25.272162] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:48:25.368299] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:48:25.368450] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:48:25.368503] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:48:25.368537] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:48:25.371806] [DEBUG] [FORECASTER] WFG: Forecast T+1@11:T+2@11: DOWN (p=0.76%)
[2025-11-25T23:48:25.372087] [INFO ] [FORECASTER] Completed predict_future for WFG
[2025-11-25T23:48:25.372222] [INFO ] [sig       ] WFG: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:48:25.513264] [INFO ] [LOCAL     ] Saved forecast: WFG	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/WFG.txt
[2025-11-25T23:48:25.513422] [INFO ] [sig       ] [3528/3639] Completed WFG in 0.3s | 3.04 sym/s | Total: 19.4m | ETA: 36.5s
[2025-11-25T23:48:25.513477] [INFO ] [sig       ] [3529/3639] Forecasting WFRD...
[2025-11-25T23:48:25.513519] [INFO ] [sig       ] Generating forecast for: WFRD
[2025-11-25T23:48:25.513561] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WFRD' from 'https://tdm.silogroup.org/data/derivative_storage/WFRD.csv'.
[2025-11-25T23:48:25.523856] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WFRD'.
[2025-11-25T23:48:25.524133] [INFO ] [FORECASTER] Starting predict_future for WFRD
[2025-11-25T23:48:25.524969] [DEBUG] [LOCAL     ] No optimal features file found for WFRD: ./output/feature-sets/WFRD.txt
[2025-11-25T23:48:25.525038] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:48:25.525084] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:48:25.525124] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:48:25.525194] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:48:25.581975] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:48:25.582575] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:48:25.582687] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:48:25.582735] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:48:25.676704] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:48:25.676839] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:48:25.676882] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:48:25.676916] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:48:25.680253] [DEBUG] [FORECASTER] WFRD: Forecast T+1@11:T+2@11: DOWN (p=11.54%)
[2025-11-25T23:48:25.680531] [INFO ] [FORECASTER] Completed predict_future for WFRD
[2025-11-25T23:48:25.680682] [INFO ] [sig       ] WFRD: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:48:25.821479] [INFO ] [LOCAL     ] Saved forecast: WFRD	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/WFRD.txt
[2025-11-25T23:48:25.821621] [INFO ] [sig       ] [3529/3639] Completed WFRD in 0.3s | 3.04 sym/s | Total: 19.4m | ETA: 36.2s
[2025-11-25T23:48:25.821701] [INFO ] [sig       ] [3530/3639] Forecasting WGMI...
[2025-11-25T23:48:25.821746] [INFO ] [sig       ] Generating forecast for: WGMI
[2025-11-25T23:48:25.821787] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WGMI' from 'https://tdm.silogroup.org/data/derivative_storage/WGMI.csv'.
[2025-11-25T23:48:25.832389] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WGMI'.
[2025-11-25T23:48:25.832699] [INFO ] [FORECASTER] Starting predict_future for WGMI
[2025-11-25T23:48:25.833527] [DEBUG] [LOCAL     ] No optimal features file found for WGMI: ./output/feature-sets/WGMI.txt
[2025-11-25T23:48:25.833597] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:48:25.833662] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:48:25.833707] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:48:25.833777] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:48:25.890711] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:48:25.891342] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:48:25.891442] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:48:25.891489] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:48:25.986434] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:48:25.986616] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:48:25.986682] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:48:25.986725] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:48:25.990091] [DEBUG] [FORECASTER] WGMI: Forecast T+1@11:T+2@11: UP (p=67.89%)
[2025-11-25T23:48:25.990379] [INFO ] [FORECASTER] Completed predict_future for WGMI
[2025-11-25T23:48:25.990517] [INFO ] [sig       ] WGMI: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:48:26.131171] [INFO ] [LOCAL     ] Saved forecast: WGMI	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/WGMI.txt
[2025-11-25T23:48:26.131363] [INFO ] [sig       ] [3530/3639] Completed WGMI in 0.3s | 3.04 sym/s | Total: 19.4m | ETA: 35.9s
[2025-11-25T23:48:26.131425] [INFO ] [sig       ] [3531/3639] Forecasting WGO...
[2025-11-25T23:48:26.131469] [INFO ] [sig       ] Generating forecast for: WGO
[2025-11-25T23:48:26.131509] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WGO' from 'https://tdm.silogroup.org/data/derivative_storage/WGO.csv'.
[2025-11-25T23:48:26.172126] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WGO'.
[2025-11-25T23:48:26.172470] [INFO ] [FORECASTER] Starting predict_future for WGO
[2025-11-25T23:48:26.173288] [DEBUG] [LOCAL     ] No optimal features file found for WGO: ./output/feature-sets/WGO.txt
[2025-11-25T23:48:26.173357] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:48:26.173414] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:48:26.173463] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:48:26.173549] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:48:26.231047] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:48:26.231800] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:48:26.231894] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:48:26.231951] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:48:26.324367] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:48:26.324551] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:48:26.324596] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:48:26.324631] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:48:26.328082] [DEBUG] [FORECASTER] WGO: Forecast T+1@11:T+2@11: DOWN (p=45.80%)
[2025-11-25T23:48:26.328392] [INFO ] [FORECASTER] Completed predict_future for WGO
[2025-11-25T23:48:26.328552] [INFO ] [sig       ] WGO: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:48:26.473830] [INFO ] [LOCAL     ] Saved forecast: WGO	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/WGO.txt
[2025-11-25T23:48:26.473994] [INFO ] [sig       ] [3531/3639] Completed WGO in 0.3s | 3.04 sym/s | Total: 19.4m | ETA: 35.5s
[2025-11-25T23:48:26.474075] [INFO ] [sig       ] [3532/3639] Forecasting WGS...
[2025-11-25T23:48:26.474127] [INFO ] [sig       ] Generating forecast for: WGS
[2025-11-25T23:48:26.474180] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WGS' from 'https://tdm.silogroup.org/data/derivative_storage/WGS.csv'.
[2025-11-25T23:48:26.485220] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WGS'.
[2025-11-25T23:48:26.485554] [INFO ] [FORECASTER] Starting predict_future for WGS
[2025-11-25T23:48:26.486368] [DEBUG] [LOCAL     ] No optimal features file found for WGS: ./output/feature-sets/WGS.txt
[2025-11-25T23:48:26.486442] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:48:26.486488] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:48:26.486528] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:48:26.486632] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:48:26.543805] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:48:26.544439] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:48:26.544533] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:48:26.544579] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:48:26.643941] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:48:26.644088] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:48:26.644132] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:48:26.644165] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:48:26.647436] [DEBUG] [FORECASTER] WGS: Forecast T+1@11:T+2@11: DOWN (p=25.16%)
[2025-11-25T23:48:26.647739] [INFO ] [FORECASTER] Completed predict_future for WGS
[2025-11-25T23:48:26.647883] [INFO ] [sig       ] WGS: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:48:26.790395] [INFO ] [LOCAL     ] Saved forecast: WGS	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/WGS.txt
[2025-11-25T23:48:26.790552] [INFO ] [sig       ] [3532/3639] Completed WGS in 0.3s | 3.04 sym/s | Total: 19.4m | ETA: 35.2s
[2025-11-25T23:48:26.790606] [INFO ] [sig       ] [3533/3639] Forecasting WH...
[2025-11-25T23:48:26.790674] [INFO ] [sig       ] Generating forecast for: WH
[2025-11-25T23:48:26.790718] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WH' from 'https://tdm.silogroup.org/data/derivative_storage/WH.csv'.
[2025-11-25T23:48:26.801338] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WH'.
[2025-11-25T23:48:26.801698] [INFO ] [FORECASTER] Starting predict_future for WH
[2025-11-25T23:48:26.802471] [DEBUG] [LOCAL     ] No optimal features file found for WH: ./output/feature-sets/WH.txt
[2025-11-25T23:48:26.802540] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:48:26.802585] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:48:26.802621] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:48:26.802718] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:48:26.859370] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:48:26.860081] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:48:26.860176] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:48:26.860221] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:48:26.961985] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:48:26.962173] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:48:26.962218] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:48:26.962253] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:48:26.965625] [DEBUG] [FORECASTER] WH: Forecast T+1@11:T+2@11: DOWN (p=6.49%)
[2025-11-25T23:48:26.965929] [INFO ] [FORECASTER] Completed predict_future for WH
[2025-11-25T23:48:26.966069] [INFO ] [sig       ] WH: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:48:27.107346] [INFO ] [LOCAL     ] Saved forecast: WH	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/WH.txt
[2025-11-25T23:48:27.110551] [INFO ] [sig       ] [3533/3639] Completed WH in 0.3s | 3.04 sym/s | Total: 19.4m | ETA: 34.9s
[2025-11-25T23:48:27.110613] [INFO ] [sig       ] [3534/3639] Forecasting WHD...
[2025-11-25T23:48:27.110674] [INFO ] [sig       ] Generating forecast for: WHD
[2025-11-25T23:48:27.110719] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WHD' from 'https://tdm.silogroup.org/data/derivative_storage/WHD.csv'.
[2025-11-25T23:48:27.122001] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WHD'.
[2025-11-25T23:48:27.122333] [INFO ] [FORECASTER] Starting predict_future for WHD
[2025-11-25T23:48:27.123170] [DEBUG] [LOCAL     ] No optimal features file found for WHD: ./output/feature-sets/WHD.txt
[2025-11-25T23:48:27.123257] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:48:27.123314] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:48:27.123364] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:48:27.123458] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:48:27.181782] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:48:27.182515] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:48:27.182620] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:48:27.182686] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:48:27.282129] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:48:27.282306] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:48:27.282350] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:48:27.282385] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:48:27.285746] [DEBUG] [FORECASTER] WHD: Forecast T+1@11:T+2@11: UP (p=95.81%)
[2025-11-25T23:48:27.286035] [INFO ] [FORECASTER] Completed predict_future for WHD
[2025-11-25T23:48:27.286171] [INFO ] [sig       ] WHD: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:48:27.426539] [INFO ] [LOCAL     ] Saved forecast: WHD	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/WHD.txt
[2025-11-25T23:48:27.426743] [INFO ] [sig       ] [3534/3639] Completed WHD in 0.3s | 3.04 sym/s | Total: 19.4m | ETA: 34.6s
[2025-11-25T23:48:27.426803] [INFO ] [sig       ] [3535/3639] Forecasting WHF...
[2025-11-25T23:48:27.426848] [INFO ] [sig       ] Generating forecast for: WHF
[2025-11-25T23:48:27.426883] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WHF' from 'https://tdm.silogroup.org/data/derivative_storage/WHF.csv'.
[2025-11-25T23:48:27.439016] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WHF'.
[2025-11-25T23:48:27.439633] [INFO ] [FORECASTER] Starting predict_future for WHF
[2025-11-25T23:48:27.440940] [DEBUG] [LOCAL     ] No optimal features file found for WHF: ./output/feature-sets/WHF.txt
[2025-11-25T23:48:27.441212] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:48:27.441269] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:48:27.441323] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:48:27.441458] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:48:27.500818] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:48:27.501973] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:48:27.502084] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:48:27.502127] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:48:27.610028] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:48:27.610177] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:48:27.610221] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:48:27.610256] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:48:27.613670] [DEBUG] [FORECASTER] WHF: Forecast T+1@11:T+2@11: UP (p=50.82%)
[2025-11-25T23:48:27.613988] [INFO ] [FORECASTER] Completed predict_future for WHF
[2025-11-25T23:48:27.614165] [INFO ] [sig       ] WHF: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:48:27.756168] [INFO ] [LOCAL     ] Saved forecast: WHF	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/WHF.txt
[2025-11-25T23:48:27.756329] [INFO ] [sig       ] [3535/3639] Completed WHF in 0.3s | 3.04 sym/s | Total: 19.4m | ETA: 34.2s
[2025-11-25T23:48:27.756386] [INFO ] [sig       ] [3536/3639] Forecasting WHG...
[2025-11-25T23:48:27.756431] [INFO ] [sig       ] Generating forecast for: WHG
[2025-11-25T23:48:27.756476] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WHG' from 'https://tdm.silogroup.org/data/derivative_storage/WHG.csv'.
[2025-11-25T23:48:27.767597] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WHG'.
[2025-11-25T23:48:27.768040] [INFO ] [FORECASTER] Starting predict_future for WHG
[2025-11-25T23:48:27.768978] [DEBUG] [LOCAL     ] No optimal features file found for WHG: ./output/feature-sets/WHG.txt
[2025-11-25T23:48:27.769051] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:48:27.769101] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:48:27.769144] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:48:27.769217] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:48:27.828849] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:48:27.829916] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:48:27.830025] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:48:27.830075] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:48:27.923919] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:48:27.924158] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:48:27.924220] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:48:27.924258] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:48:27.928185] [DEBUG] [FORECASTER] WHG: Forecast T+1@11:T+2@11: DOWN (p=46.60%)
[2025-11-25T23:48:27.928547] [INFO ] [FORECASTER] Completed predict_future for WHG
[2025-11-25T23:48:27.928755] [INFO ] [sig       ] WHG: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:48:28.075023] [INFO ] [LOCAL     ] Saved forecast: WHG	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/WHG.txt
[2025-11-25T23:48:28.075236] [INFO ] [sig       ] [3536/3639] Completed WHG in 0.3s | 3.04 sym/s | Total: 19.4m | ETA: 33.9s
[2025-11-25T23:48:28.075300] [INFO ] [sig       ] [3537/3639] Forecasting WIA...
[2025-11-25T23:48:28.075346] [INFO ] [sig       ] Generating forecast for: WIA
[2025-11-25T23:48:28.075392] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WIA' from 'https://tdm.silogroup.org/data/derivative_storage/WIA.csv'.
[2025-11-25T23:48:28.086737] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WIA'.
[2025-11-25T23:48:28.087104] [INFO ] [FORECASTER] Starting predict_future for WIA
[2025-11-25T23:48:28.087956] [DEBUG] [LOCAL     ] No optimal features file found for WIA: ./output/feature-sets/WIA.txt
[2025-11-25T23:48:28.088028] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:48:28.088075] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:48:28.088114] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:48:28.088185] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:48:28.146387] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:48:28.147035] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:48:28.147128] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:48:28.147174] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:48:28.239061] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:48:28.239187] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:48:28.239229] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:48:28.239263] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:48:28.242499] [DEBUG] [FORECASTER] WIA: Forecast T+1@11:T+2@11: UP (p=93.64%)
[2025-11-25T23:48:28.242805] [INFO ] [FORECASTER] Completed predict_future for WIA
[2025-11-25T23:48:28.242952] [INFO ] [sig       ] WIA: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:48:28.429909] [INFO ] [LOCAL     ] Saved forecast: WIA	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/WIA.txt
[2025-11-25T23:48:28.430075] [INFO ] [sig       ] [3537/3639] Completed WIA in 0.4s | 3.04 sym/s | Total: 19.4m | ETA: 33.6s
[2025-11-25T23:48:28.430138] [INFO ] [sig       ] [3538/3639] Forecasting WIMI...
[2025-11-25T23:48:28.430184] [INFO ] [sig       ] Generating forecast for: WIMI
[2025-11-25T23:48:28.430226] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WIMI' from 'https://tdm.silogroup.org/data/derivative_storage/WIMI.csv'.
[2025-11-25T23:48:28.440813] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WIMI'.
[2025-11-25T23:48:28.441242] [INFO ] [FORECASTER] Starting predict_future for WIMI
[2025-11-25T23:48:28.442107] [DEBUG] [LOCAL     ] No optimal features file found for WIMI: ./output/feature-sets/WIMI.txt
[2025-11-25T23:48:28.442177] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:48:28.442225] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:48:28.442267] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:48:28.442335] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:48:28.500842] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:48:28.501743] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:48:28.501843] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:48:28.501891] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:48:28.599141] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:48:28.599346] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:48:28.599395] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:48:28.599437] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:48:28.603186] [DEBUG] [FORECASTER] WIMI: Forecast T+1@11:T+2@11: DOWN (p=5.93%)
[2025-11-25T23:48:28.603495] [INFO ] [FORECASTER] Completed predict_future for WIMI
[2025-11-25T23:48:28.603665] [INFO ] [sig       ] WIMI: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:48:28.747230] [INFO ] [LOCAL     ] Saved forecast: WIMI	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/WIMI.txt
[2025-11-25T23:48:28.747400] [INFO ] [sig       ] [3538/3639] Completed WIMI in 0.3s | 3.04 sym/s | Total: 19.4m | ETA: 33.2s
[2025-11-25T23:48:28.747459] [INFO ] [sig       ] [3539/3639] Forecasting WINA...
[2025-11-25T23:48:28.747503] [INFO ] [sig       ] Generating forecast for: WINA
[2025-11-25T23:48:28.747547] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WINA' from 'https://tdm.silogroup.org/data/derivative_storage/WINA.csv'.
[2025-11-25T23:48:28.759076] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WINA'.
[2025-11-25T23:48:28.759428] [INFO ] [FORECASTER] Starting predict_future for WINA
[2025-11-25T23:48:28.760328] [DEBUG] [LOCAL     ] No optimal features file found for WINA: ./output/feature-sets/WINA.txt
[2025-11-25T23:48:28.760398] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:48:28.760453] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:48:28.760513] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:48:28.760607] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:48:28.818703] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:48:28.819336] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:48:28.819431] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:48:28.819491] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:48:28.909248] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:48:28.909401] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:48:28.909453] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:48:28.909494] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:48:28.912773] [DEBUG] [FORECASTER] WINA: Forecast T+1@11:T+2@11: UP (p=99.29%)
[2025-11-25T23:48:28.913055] [INFO ] [FORECASTER] Completed predict_future for WINA
[2025-11-25T23:48:28.913224] [INFO ] [sig       ] WINA: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:48:29.054946] [INFO ] [LOCAL     ] Saved forecast: WINA	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/WINA.txt
[2025-11-25T23:48:29.055094] [INFO ] [sig       ] [3539/3639] Completed WINA in 0.3s | 3.04 sym/s | Total: 19.4m | ETA: 32.9s
[2025-11-25T23:48:29.055149] [INFO ] [sig       ] [3540/3639] Forecasting WING...
[2025-11-25T23:48:29.055193] [INFO ] [sig       ] Generating forecast for: WING
[2025-11-25T23:48:29.055228] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WING' from 'https://tdm.silogroup.org/data/derivative_storage/WING.csv'.
[2025-11-25T23:48:29.066474] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WING'.
[2025-11-25T23:48:29.066780] [INFO ] [FORECASTER] Starting predict_future for WING
[2025-11-25T23:48:29.067595] [DEBUG] [LOCAL     ] No optimal features file found for WING: ./output/feature-sets/WING.txt
[2025-11-25T23:48:29.067684] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:48:29.067731] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:48:29.067772] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:48:29.067840] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:48:29.126006] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:48:29.126618] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:48:29.126731] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:48:29.126777] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:48:29.224336] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:48:29.224496] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:48:29.224550] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:48:29.224586] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:48:29.228091] [DEBUG] [FORECASTER] WING: Forecast T+1@11:T+2@11: UP (p=51.72%)
[2025-11-25T23:48:29.228388] [INFO ] [FORECASTER] Completed predict_future for WING
[2025-11-25T23:48:29.228555] [INFO ] [sig       ] WING: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:48:29.387412] [INFO ] [LOCAL     ] Saved forecast: WING	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/WING.txt
[2025-11-25T23:48:29.387596] [INFO ] [sig       ] [3540/3639] Completed WING in 0.3s | 3.04 sym/s | Total: 19.4m | ETA: 32.6s
[2025-11-25T23:48:29.387671] [INFO ] [sig       ] [3541/3639] Forecasting WINN...
[2025-11-25T23:48:29.387717] [INFO ] [sig       ] Generating forecast for: WINN
[2025-11-25T23:48:29.387758] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WINN' from 'https://tdm.silogroup.org/data/derivative_storage/WINN.csv'.
[2025-11-25T23:48:29.398031] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WINN'.
[2025-11-25T23:48:29.398314] [INFO ] [FORECASTER] Starting predict_future for WINN
[2025-11-25T23:48:29.399244] [DEBUG] [LOCAL     ] No optimal features file found for WINN: ./output/feature-sets/WINN.txt
[2025-11-25T23:48:29.399315] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:48:29.399361] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:48:29.399414] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:48:29.399521] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:48:29.460004] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:48:29.460793] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:48:29.460893] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:48:29.460952] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:48:29.552687] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:48:29.552881] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:48:29.552951] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:48:29.552989] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:48:29.556446] [DEBUG] [FORECASTER] WINN: Forecast T+1@11:T+2@11: DOWN (p=37.97%)
[2025-11-25T23:48:29.556795] [INFO ] [FORECASTER] Completed predict_future for WINN
[2025-11-25T23:48:29.556949] [INFO ] [sig       ] WINN: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:48:29.699154] [INFO ] [LOCAL     ] Saved forecast: WINN	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/WINN.txt
[2025-11-25T23:48:29.699317] [INFO ] [sig       ] [3541/3639] Completed WINN in 0.3s | 3.04 sym/s | Total: 19.4m | ETA: 32.3s
[2025-11-25T23:48:29.699372] [INFO ] [sig       ] [3542/3639] Forecasting WIX...
[2025-11-25T23:48:29.699415] [INFO ] [sig       ] Generating forecast for: WIX
[2025-11-25T23:48:29.699465] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WIX' from 'https://tdm.silogroup.org/data/derivative_storage/WIX.csv'.
[2025-11-25T23:48:29.710765] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WIX'.
[2025-11-25T23:48:29.711224] [INFO ] [FORECASTER] Starting predict_future for WIX
[2025-11-25T23:48:29.712059] [DEBUG] [LOCAL     ] No optimal features file found for WIX: ./output/feature-sets/WIX.txt
[2025-11-25T23:48:29.712129] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:48:29.712175] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:48:29.712217] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:48:29.712286] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:48:29.771346] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:48:29.772121] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:48:29.772234] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:48:29.772284] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:48:29.868189] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:48:29.868359] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:48:29.868404] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:48:29.868442] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:48:29.871835] [DEBUG] [FORECASTER] WIX: Forecast T+1@11:T+2@11: UP (p=83.72%)
[2025-11-25T23:48:29.872115] [INFO ] [FORECASTER] Completed predict_future for WIX
[2025-11-25T23:48:29.872280] [INFO ] [sig       ] WIX: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:48:30.017976] [INFO ] [LOCAL     ] Saved forecast: WIX	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/WIX.txt
[2025-11-25T23:48:30.018132] [INFO ] [sig       ] [3542/3639] Completed WIX in 0.3s | 3.04 sym/s | Total: 19.4m | ETA: 31.9s
[2025-11-25T23:48:30.018188] [INFO ] [sig       ] [3543/3639] Forecasting WK...
[2025-11-25T23:48:30.018232] [INFO ] [sig       ] Generating forecast for: WK
[2025-11-25T23:48:30.018274] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WK' from 'https://tdm.silogroup.org/data/derivative_storage/WK.csv'.
[2025-11-25T23:48:30.029859] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WK'.
[2025-11-25T23:48:30.030190] [INFO ] [FORECASTER] Starting predict_future for WK
[2025-11-25T23:48:30.031103] [DEBUG] [LOCAL     ] No optimal features file found for WK: ./output/feature-sets/WK.txt
[2025-11-25T23:48:30.031174] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:48:30.031222] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:48:30.031265] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:48:30.031334] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:48:30.092430] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:48:30.093145] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:48:30.093265] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:48:30.093316] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:48:30.186428] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:48:30.186620] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:48:30.186691] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:48:30.186733] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:48:30.190168] [DEBUG] [FORECASTER] WK: Forecast T+1@11:T+2@11: DOWN (p=27.84%)
[2025-11-25T23:48:30.190452] [INFO ] [FORECASTER] Completed predict_future for WK
[2025-11-25T23:48:30.190596] [INFO ] [sig       ] WK: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:48:30.336968] [INFO ] [LOCAL     ] Saved forecast: WK	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/WK.txt
[2025-11-25T23:48:30.337129] [INFO ] [sig       ] [3543/3639] Completed WK in 0.3s | 3.04 sym/s | Total: 19.4m | ETA: 31.6s
[2025-11-25T23:48:30.337183] [INFO ] [sig       ] [3544/3639] Forecasting WKC...
[2025-11-25T23:48:30.337226] [INFO ] [sig       ] Generating forecast for: WKC
[2025-11-25T23:48:30.337271] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WKC' from 'https://tdm.silogroup.org/data/derivative_storage/WKC.csv'.
[2025-11-25T23:48:30.349780] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WKC'.
[2025-11-25T23:48:30.350172] [INFO ] [FORECASTER] Starting predict_future for WKC
[2025-11-25T23:48:30.350994] [DEBUG] [LOCAL     ] No optimal features file found for WKC: ./output/feature-sets/WKC.txt
[2025-11-25T23:48:30.351063] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:48:30.351118] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:48:30.351169] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:48:30.351259] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:48:30.410025] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:48:30.410946] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:48:30.411046] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:48:30.411105] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:48:30.506780] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:48:30.506958] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:48:30.507002] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:48:30.507037] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:48:30.510456] [DEBUG] [FORECASTER] WKC: Forecast T+1@11:T+2@11: DOWN (p=22.75%)
[2025-11-25T23:48:30.510770] [INFO ] [FORECASTER] Completed predict_future for WKC
[2025-11-25T23:48:30.510917] [INFO ] [sig       ] WKC: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:48:30.658419] [INFO ] [LOCAL     ] Saved forecast: WKC	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/WKC.txt
[2025-11-25T23:48:30.658621] [INFO ] [sig       ] [3544/3639] Completed WKC in 0.3s | 3.04 sym/s | Total: 19.4m | ETA: 31.3s
[2025-11-25T23:48:30.658720] [INFO ] [sig       ] [3545/3639] Forecasting WKEY...
[2025-11-25T23:48:30.658804] [INFO ] [sig       ] Generating forecast for: WKEY
[2025-11-25T23:48:30.658848] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WKEY' from 'https://tdm.silogroup.org/data/derivative_storage/WKEY.csv'.
[2025-11-25T23:48:30.669919] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WKEY'.
[2025-11-25T23:48:30.670268] [INFO ] [FORECASTER] Starting predict_future for WKEY
[2025-11-25T23:48:30.671127] [DEBUG] [LOCAL     ] No optimal features file found for WKEY: ./output/feature-sets/WKEY.txt
[2025-11-25T23:48:30.671198] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:48:30.671284] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:48:30.671331] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:48:30.671418] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:48:30.731943] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:48:30.732791] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:48:30.732893] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:48:30.732952] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:48:30.837039] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:48:30.837228] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:48:30.837274] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:48:30.837310] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:48:30.840855] [DEBUG] [FORECASTER] WKEY: Forecast T+1@11:T+2@11: DOWN (p=12.28%)
[2025-11-25T23:48:30.841144] [INFO ] [FORECASTER] Completed predict_future for WKEY
[2025-11-25T23:48:30.841283] [INFO ] [sig       ] WKEY: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:48:30.984294] [INFO ] [LOCAL     ] Saved forecast: WKEY	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/WKEY.txt
[2025-11-25T23:48:30.984452] [INFO ] [sig       ] [3545/3639] Completed WKEY in 0.3s | 3.04 sym/s | Total: 19.4m | ETA: 30.9s
[2025-11-25T23:48:30.984592] [INFO ] [sig       ] [3546/3639] Forecasting WKSP...
[2025-11-25T23:48:30.984665] [INFO ] [sig       ] Generating forecast for: WKSP
[2025-11-25T23:48:30.984711] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WKSP' from 'https://tdm.silogroup.org/data/derivative_storage/WKSP.csv'.
[2025-11-25T23:48:30.995328] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WKSP'.
[2025-11-25T23:48:30.995721] [INFO ] [FORECASTER] Starting predict_future for WKSP
[2025-11-25T23:48:30.996543] [DEBUG] [LOCAL     ] No optimal features file found for WKSP: ./output/feature-sets/WKSP.txt
[2025-11-25T23:48:30.996613] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:48:30.996681] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:48:30.996727] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:48:30.996799] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:48:31.057132] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:48:31.057996] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:48:31.058096] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:48:31.058145] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:48:31.148147] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:48:31.148319] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:48:31.148363] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:48:31.148398] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:48:31.151846] [DEBUG] [FORECASTER] WKSP: Forecast T+1@11:T+2@11: UP (p=54.23%)
[2025-11-25T23:48:31.152133] [INFO ] [FORECASTER] Completed predict_future for WKSP
[2025-11-25T23:48:31.152270] [INFO ] [sig       ] WKSP: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:48:31.294687] [INFO ] [LOCAL     ] Saved forecast: WKSP	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/WKSP.txt
[2025-11-25T23:48:31.294840] [INFO ] [sig       ] [3546/3639] Completed WKSP in 0.3s | 3.04 sym/s | Total: 19.4m | ETA: 30.6s
[2025-11-25T23:48:31.294894] [INFO ] [sig       ] [3547/3639] Forecasting WLDN...
[2025-11-25T23:48:31.294939] [INFO ] [sig       ] Generating forecast for: WLDN
[2025-11-25T23:48:31.295017] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WLDN' from 'https://tdm.silogroup.org/data/derivative_storage/WLDN.csv'.
[2025-11-25T23:48:31.304870] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WLDN'.
[2025-11-25T23:48:31.305212] [INFO ] [FORECASTER] Starting predict_future for WLDN
[2025-11-25T23:48:31.306071] [DEBUG] [LOCAL     ] No optimal features file found for WLDN: ./output/feature-sets/WLDN.txt
[2025-11-25T23:48:31.306143] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:48:31.306202] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:48:31.306255] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:48:31.306343] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:48:31.369526] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:48:31.370489] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:48:31.370606] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:48:31.370684] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:48:31.464882] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:48:31.465069] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:48:31.465118] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:48:31.465153] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:48:31.468554] [DEBUG] [FORECASTER] WLDN: Forecast T+1@11:T+2@11: DOWN (p=2.53%)
[2025-11-25T23:48:31.468859] [INFO ] [FORECASTER] Completed predict_future for WLDN
[2025-11-25T23:48:31.469006] [INFO ] [sig       ] WLDN: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:48:31.613898] [INFO ] [LOCAL     ] Saved forecast: WLDN	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/WLDN.txt
[2025-11-25T23:48:31.614076] [INFO ] [sig       ] [3547/3639] Completed WLDN in 0.3s | 3.04 sym/s | Total: 19.5m | ETA: 30.3s
[2025-11-25T23:48:31.614133] [INFO ] [sig       ] [3548/3639] Forecasting WLDS...
[2025-11-25T23:48:31.614177] [INFO ] [sig       ] Generating forecast for: WLDS
[2025-11-25T23:48:31.614244] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WLDS' from 'https://tdm.silogroup.org/data/derivative_storage/WLDS.csv'.
[2025-11-25T23:48:31.624545] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WLDS'.
[2025-11-25T23:48:31.625008] [INFO ] [FORECASTER] Starting predict_future for WLDS
[2025-11-25T23:48:31.625935] [DEBUG] [LOCAL     ] No optimal features file found for WLDS: ./output/feature-sets/WLDS.txt
[2025-11-25T23:48:31.626008] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:48:31.626058] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:48:31.626102] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:48:31.626171] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:48:31.686364] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:48:31.687275] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:48:31.687407] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:48:31.687458] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:48:31.785262] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:48:31.785433] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:48:31.785478] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:48:31.785513] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:48:31.788990] [DEBUG] [FORECASTER] WLDS: Forecast T+1@11:T+2@11: DOWN (p=37.07%)
[2025-11-25T23:48:31.789284] [INFO ] [FORECASTER] Completed predict_future for WLDS
[2025-11-25T23:48:31.789426] [INFO ] [sig       ] WLDS: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:48:31.933602] [INFO ] [LOCAL     ] Saved forecast: WLDS	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/WLDS.txt
[2025-11-25T23:48:31.933774] [INFO ] [sig       ] [3548/3639] Completed WLDS in 0.3s | 3.04 sym/s | Total: 19.5m | ETA: 29.9s
[2025-11-25T23:48:31.933830] [INFO ] [sig       ] [3549/3639] Forecasting WLFC...
[2025-11-25T23:48:31.933885] [INFO ] [sig       ] Generating forecast for: WLFC
[2025-11-25T23:48:31.933929] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WLFC' from 'https://tdm.silogroup.org/data/derivative_storage/WLFC.csv'.
[2025-11-25T23:48:31.944246] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WLFC'.
[2025-11-25T23:48:31.944597] [INFO ] [FORECASTER] Starting predict_future for WLFC
[2025-11-25T23:48:31.945434] [DEBUG] [LOCAL     ] No optimal features file found for WLFC: ./output/feature-sets/WLFC.txt
[2025-11-25T23:48:31.945504] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:48:31.945557] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:48:31.945598] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:48:31.945684] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:48:32.005700] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:48:32.006447] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:48:32.006547] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:48:32.006599] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:48:32.104246] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:48:32.104468] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:48:32.104521] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:48:32.104560] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:48:32.108301] [DEBUG] [FORECASTER] WLFC: Forecast T+1@11:T+2@11: DOWN (p=46.01%)
[2025-11-25T23:48:32.108686] [INFO ] [FORECASTER] Completed predict_future for WLFC
[2025-11-25T23:48:32.108836] [INFO ] [sig       ] WLFC: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:48:32.253937] [INFO ] [LOCAL     ] Saved forecast: WLFC	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/WLFC.txt
[2025-11-25T23:48:32.254101] [INFO ] [sig       ] [3549/3639] Completed WLFC in 0.3s | 3.04 sym/s | Total: 19.5m | ETA: 29.6s
[2025-11-25T23:48:32.254156] [INFO ] [sig       ] [3550/3639] Forecasting WLK...
[2025-11-25T23:48:32.254203] [INFO ] [sig       ] Generating forecast for: WLK
[2025-11-25T23:48:32.254251] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WLK' from 'https://tdm.silogroup.org/data/derivative_storage/WLK.csv'.
[2025-11-25T23:48:32.264625] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WLK'.
[2025-11-25T23:48:32.265092] [INFO ] [FORECASTER] Starting predict_future for WLK
[2025-11-25T23:48:32.265931] [DEBUG] [LOCAL     ] No optimal features file found for WLK: ./output/feature-sets/WLK.txt
[2025-11-25T23:48:32.266002] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:48:32.266048] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:48:32.266089] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:48:32.266156] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:48:32.324039] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:48:32.324956] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:48:32.325059] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:48:32.325106] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:48:32.416371] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:48:32.416569] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:48:32.416615] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:48:32.416672] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:48:32.420128] [DEBUG] [FORECASTER] WLK: Forecast T+1@11:T+2@11: UP (p=57.87%)
[2025-11-25T23:48:32.420424] [INFO ] [FORECASTER] Completed predict_future for WLK
[2025-11-25T23:48:32.420578] [INFO ] [sig       ] WLK: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:48:32.564169] [INFO ] [LOCAL     ] Saved forecast: WLK	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/WLK.txt
[2025-11-25T23:48:32.564322] [INFO ] [sig       ] [3550/3639] Completed WLK in 0.3s | 3.04 sym/s | Total: 19.5m | ETA: 29.3s
[2025-11-25T23:48:32.564386] [INFO ] [sig       ] [3551/3639] Forecasting WLKP...
[2025-11-25T23:48:32.564427] [INFO ] [sig       ] Generating forecast for: WLKP
[2025-11-25T23:48:32.564466] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WLKP' from 'https://tdm.silogroup.org/data/derivative_storage/WLKP.csv'.
[2025-11-25T23:48:32.574024] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WLKP'.
[2025-11-25T23:48:32.574294] [INFO ] [FORECASTER] Starting predict_future for WLKP
[2025-11-25T23:48:32.575080] [DEBUG] [LOCAL     ] No optimal features file found for WLKP: ./output/feature-sets/WLKP.txt
[2025-11-25T23:48:32.575149] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:48:32.575194] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:48:32.575233] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:48:32.575302] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:48:32.632950] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:48:32.633601] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:48:32.633727] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:48:32.633774] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:48:32.745796] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:48:32.745924] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:48:32.745968] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:48:32.746002] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:48:32.749243] [DEBUG] [FORECASTER] WLKP: Forecast T+1@11:T+2@11: DOWN (p=22.37%)
[2025-11-25T23:48:32.749544] [INFO ] [FORECASTER] Completed predict_future for WLKP
[2025-11-25T23:48:32.749733] [INFO ] [sig       ] WLKP: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:48:32.890904] [INFO ] [LOCAL     ] Saved forecast: WLKP	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/WLKP.txt
[2025-11-25T23:48:32.891056] [INFO ] [sig       ] [3551/3639] Completed WLKP in 0.3s | 3.04 sym/s | Total: 19.5m | ETA: 29.0s
[2025-11-25T23:48:32.891112] [INFO ] [sig       ] [3552/3639] Forecasting WMG...
[2025-11-25T23:48:32.891152] [INFO ] [sig       ] Generating forecast for: WMG
[2025-11-25T23:48:32.891217] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WMG' from 'https://tdm.silogroup.org/data/derivative_storage/WMG.csv'.
[2025-11-25T23:48:32.900764] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WMG'.
[2025-11-25T23:48:32.901069] [INFO ] [FORECASTER] Starting predict_future for WMG
[2025-11-25T23:48:32.901896] [DEBUG] [LOCAL     ] No optimal features file found for WMG: ./output/feature-sets/WMG.txt
[2025-11-25T23:48:32.901965] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:48:32.902011] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:48:32.902051] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:48:32.902118] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:48:32.960313] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:48:32.960996] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:48:32.961090] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:48:32.961137] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:48:33.051408] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:48:33.051559] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:48:33.051602] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:48:33.051681] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:48:33.054926] [DEBUG] [FORECASTER] WMG: Forecast T+1@11:T+2@11: UP (p=73.36%)
[2025-11-25T23:48:33.055212] [INFO ] [FORECASTER] Completed predict_future for WMG
[2025-11-25T23:48:33.055345] [INFO ] [sig       ] WMG: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:48:33.196481] [INFO ] [LOCAL     ] Saved forecast: WMG	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/WMG.txt
[2025-11-25T23:48:33.196630] [INFO ] [sig       ] [3552/3639] Completed WMG in 0.3s | 3.04 sym/s | Total: 19.5m | ETA: 28.6s
[2025-11-25T23:48:33.196703] [INFO ] [sig       ] [3553/3639] Forecasting WMK...
[2025-11-25T23:48:33.196744] [INFO ] [sig       ] Generating forecast for: WMK
[2025-11-25T23:48:33.196782] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WMK' from 'https://tdm.silogroup.org/data/derivative_storage/WMK.csv'.
[2025-11-25T23:48:33.209517] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WMK'.
[2025-11-25T23:48:33.209855] [INFO ] [FORECASTER] Starting predict_future for WMK
[2025-11-25T23:48:33.210679] [DEBUG] [LOCAL     ] No optimal features file found for WMK: ./output/feature-sets/WMK.txt
[2025-11-25T23:48:33.210747] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:48:33.210792] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:48:33.210832] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:48:33.210900] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:48:33.267783] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:48:33.268403] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:48:33.268497] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:48:33.268542] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:48:33.356884] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:48:33.357007] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:48:33.357049] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:48:33.357084] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:48:33.360254] [DEBUG] [FORECASTER] WMK: Forecast T+1@11:T+2@11: UP (p=83.64%)
[2025-11-25T23:48:33.360549] [INFO ] [FORECASTER] Completed predict_future for WMK
[2025-11-25T23:48:33.360717] [INFO ] [sig       ] WMK: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:48:33.502801] [INFO ] [LOCAL     ] Saved forecast: WMK	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/WMK.txt
[2025-11-25T23:48:33.502946] [INFO ] [sig       ] [3553/3639] Completed WMK in 0.3s | 3.04 sym/s | Total: 19.5m | ETA: 28.3s
[2025-11-25T23:48:33.503000] [INFO ] [sig       ] [3554/3639] Forecasting WMS...
[2025-11-25T23:48:33.503042] [INFO ] [sig       ] Generating forecast for: WMS
[2025-11-25T23:48:33.503083] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WMS' from 'https://tdm.silogroup.org/data/derivative_storage/WMS.csv'.
[2025-11-25T23:48:33.513511] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WMS'.
[2025-11-25T23:48:33.513818] [INFO ] [FORECASTER] Starting predict_future for WMS
[2025-11-25T23:48:33.514634] [DEBUG] [LOCAL     ] No optimal features file found for WMS: ./output/feature-sets/WMS.txt
[2025-11-25T23:48:33.514726] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:48:33.514774] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:48:33.514815] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:48:33.514887] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:48:33.572962] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:48:33.573594] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:48:33.573704] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:48:33.573792] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:48:33.661598] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:48:33.661732] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:48:33.661780] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:48:33.661815] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:48:33.664952] [DEBUG] [FORECASTER] WMS: Forecast T+1@11:T+2@11: DOWN (p=3.55%)
[2025-11-25T23:48:33.665233] [INFO ] [FORECASTER] Completed predict_future for WMS
[2025-11-25T23:48:33.665368] [INFO ] [sig       ] WMS: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:48:33.809590] [INFO ] [LOCAL     ] Saved forecast: WMS	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/WMS.txt
[2025-11-25T23:48:33.809790] [INFO ] [sig       ] [3554/3639] Completed WMS in 0.3s | 3.04 sym/s | Total: 19.5m | ETA: 28.0s
[2025-11-25T23:48:33.809847] [INFO ] [sig       ] [3555/3639] Forecasting WNC...
[2025-11-25T23:48:33.809903] [INFO ] [sig       ] Generating forecast for: WNC
[2025-11-25T23:48:33.809956] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WNC' from 'https://tdm.silogroup.org/data/derivative_storage/WNC.csv'.
[2025-11-25T23:48:33.819818] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WNC'.
[2025-11-25T23:48:33.820120] [INFO ] [FORECASTER] Starting predict_future for WNC
[2025-11-25T23:48:33.820913] [DEBUG] [LOCAL     ] No optimal features file found for WNC: ./output/feature-sets/WNC.txt
[2025-11-25T23:48:33.820982] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:48:33.821028] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:48:33.821068] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:48:33.821138] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:48:33.879292] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:48:33.880002] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:48:33.880102] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:48:33.880151] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:48:33.971690] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:48:33.971844] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:48:33.971890] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:48:33.971927] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:48:33.975296] [DEBUG] [FORECASTER] WNC: Forecast T+1@11:T+2@11: UP (p=95.74%)
[2025-11-25T23:48:33.975595] [INFO ] [FORECASTER] Completed predict_future for WNC
[2025-11-25T23:48:33.975774] [INFO ] [sig       ] WNC: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:48:34.119485] [INFO ] [LOCAL     ] Saved forecast: WNC	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/WNC.txt
[2025-11-25T23:48:34.119662] [INFO ] [sig       ] [3555/3639] Completed WNC in 0.3s | 3.04 sym/s | Total: 19.5m | ETA: 27.6s
[2025-11-25T23:48:34.119718] [INFO ] [sig       ] [3556/3639] Forecasting WNEB...
[2025-11-25T23:48:34.119826] [INFO ] [sig       ] Generating forecast for: WNEB
[2025-11-25T23:48:34.119872] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WNEB' from 'https://tdm.silogroup.org/data/derivative_storage/WNEB.csv'.
[2025-11-25T23:48:34.129689] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WNEB'.
[2025-11-25T23:48:34.130018] [INFO ] [FORECASTER] Starting predict_future for WNEB
[2025-11-25T23:48:34.130842] [DEBUG] [LOCAL     ] No optimal features file found for WNEB: ./output/feature-sets/WNEB.txt
[2025-11-25T23:48:34.130910] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:48:34.130956] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:48:34.130996] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:48:34.131081] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:48:34.188496] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:48:34.189137] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:48:34.189230] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:48:34.189276] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:48:34.280212] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:48:34.280390] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:48:34.280434] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:48:34.280467] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:48:34.283878] [DEBUG] [FORECASTER] WNEB: Forecast T+1@11:T+2@11: UP (p=96.85%)
[2025-11-25T23:48:34.284177] [INFO ] [FORECASTER] Completed predict_future for WNEB
[2025-11-25T23:48:34.284322] [INFO ] [sig       ] WNEB: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:48:34.425947] [INFO ] [LOCAL     ] Saved forecast: WNEB	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/WNEB.txt
[2025-11-25T23:48:34.426100] [INFO ] [sig       ] [3556/3639] Completed WNEB in 0.3s | 3.04 sym/s | Total: 19.5m | ETA: 27.3s
[2025-11-25T23:48:34.426153] [INFO ] [sig       ] [3557/3639] Forecasting WOK...
[2025-11-25T23:48:34.426197] [INFO ] [sig       ] Generating forecast for: WOK
[2025-11-25T23:48:34.426239] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WOK' from 'https://tdm.silogroup.org/data/derivative_storage/WOK.csv'.
[2025-11-25T23:48:34.435667] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WOK'.
[2025-11-25T23:48:34.435987] [INFO ] [FORECASTER] Starting predict_future for WOK
[2025-11-25T23:48:34.436806] [DEBUG] [LOCAL     ] No optimal features file found for WOK: ./output/feature-sets/WOK.txt
[2025-11-25T23:48:34.436873] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:48:34.436919] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:48:34.436960] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:48:34.437027] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:48:34.493750] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:48:34.494393] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:48:34.494487] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:48:34.494534] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:48:34.577142] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:48:34.577276] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:48:34.577319] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:48:34.577354] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:48:34.580599] [DEBUG] [FORECASTER] WOK: Forecast T+1@11:T+2@11: DOWN (p=0.07%)
[2025-11-25T23:48:34.580920] [INFO ] [FORECASTER] Completed predict_future for WOK
[2025-11-25T23:48:34.581062] [INFO ] [sig       ] WOK: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:48:34.722504] [INFO ] [LOCAL     ] Saved forecast: WOK	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/WOK.txt
[2025-11-25T23:48:34.722684] [INFO ] [sig       ] [3557/3639] Completed WOK in 0.3s | 3.04 sym/s | Total: 19.5m | ETA: 27.0s
[2025-11-25T23:48:34.722750] [INFO ] [sig       ] [3558/3639] Forecasting WOOD...
[2025-11-25T23:48:34.722793] [INFO ] [sig       ] Generating forecast for: WOOD
[2025-11-25T23:48:34.722833] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WOOD' from 'https://tdm.silogroup.org/data/derivative_storage/WOOD.csv'.
[2025-11-25T23:48:34.731770] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WOOD'.
[2025-11-25T23:48:34.732070] [INFO ] [FORECASTER] Starting predict_future for WOOD
[2025-11-25T23:48:34.732875] [DEBUG] [LOCAL     ] No optimal features file found for WOOD: ./output/feature-sets/WOOD.txt
[2025-11-25T23:48:34.732962] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:48:34.733008] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:48:34.733048] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:48:34.733117] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:48:34.790632] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:48:34.791267] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:48:34.791359] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:48:34.791405] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:48:34.879531] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:48:34.879697] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:48:34.879754] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:48:34.879789] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:48:34.883049] [DEBUG] [FORECASTER] WOOD: Forecast T+1@11:T+2@11: UP (p=82.28%)
[2025-11-25T23:48:34.883330] [INFO ] [FORECASTER] Completed predict_future for WOOD
[2025-11-25T23:48:34.883465] [INFO ] [sig       ] WOOD: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:48:35.025282] [INFO ] [LOCAL     ] Saved forecast: WOOD	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/WOOD.txt
[2025-11-25T23:48:35.025424] [INFO ] [sig       ] [3558/3639] Completed WOOD in 0.3s | 3.04 sym/s | Total: 19.5m | ETA: 26.7s
[2025-11-25T23:48:35.025475] [INFO ] [sig       ] [3559/3639] Forecasting WOOF...
[2025-11-25T23:48:35.025540] [INFO ] [sig       ] Generating forecast for: WOOF
[2025-11-25T23:48:35.025586] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WOOF' from 'https://tdm.silogroup.org/data/derivative_storage/WOOF.csv'.
[2025-11-25T23:48:35.035316] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WOOF'.
[2025-11-25T23:48:35.035603] [INFO ] [FORECASTER] Starting predict_future for WOOF
[2025-11-25T23:48:35.036431] [DEBUG] [LOCAL     ] No optimal features file found for WOOF: ./output/feature-sets/WOOF.txt
[2025-11-25T23:48:35.036500] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:48:35.036546] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:48:35.036587] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:48:35.036682] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:48:35.093991] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:48:35.094608] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:48:35.094719] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:48:35.094775] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:48:35.182059] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:48:35.182191] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:48:35.182234] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:48:35.182268] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:48:35.185481] [DEBUG] [FORECASTER] WOOF: Forecast T+1@11:T+2@11: UP (p=56.84%)
[2025-11-25T23:48:35.185802] [INFO ] [FORECASTER] Completed predict_future for WOOF
[2025-11-25T23:48:35.185946] [INFO ] [sig       ] WOOF: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:48:35.331733] [INFO ] [LOCAL     ] Saved forecast: WOOF	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/WOOF.txt
[2025-11-25T23:48:35.331887] [INFO ] [sig       ] [3559/3639] Completed WOOF in 0.3s | 3.04 sym/s | Total: 19.5m | ETA: 26.3s
[2025-11-25T23:48:35.331942] [INFO ] [sig       ] [3560/3639] Forecasting WPC...
[2025-11-25T23:48:35.331986] [INFO ] [sig       ] Generating forecast for: WPC
[2025-11-25T23:48:35.332027] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WPC' from 'https://tdm.silogroup.org/data/derivative_storage/WPC.csv'.
[2025-11-25T23:48:35.342578] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WPC'.
[2025-11-25T23:48:35.342911] [INFO ] [FORECASTER] Starting predict_future for WPC
[2025-11-25T23:48:35.343730] [DEBUG] [LOCAL     ] No optimal features file found for WPC: ./output/feature-sets/WPC.txt
[2025-11-25T23:48:35.343799] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:48:35.343844] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:48:35.343884] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:48:35.343953] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:48:35.401151] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:48:35.401796] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:48:35.401887] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:48:35.401934] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:48:35.487819] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:48:35.488156] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:48:35.488201] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:48:35.488234] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:48:35.491686] [DEBUG] [FORECASTER] WPC: Forecast T+1@11:T+2@11: UP (p=62.44%)
[2025-11-25T23:48:35.491969] [INFO ] [FORECASTER] Completed predict_future for WPC
[2025-11-25T23:48:35.492109] [INFO ] [sig       ] WPC: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:48:35.635095] [INFO ] [LOCAL     ] Saved forecast: WPC	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/WPC.txt
[2025-11-25T23:48:35.635233] [INFO ] [sig       ] [3560/3639] Completed WPC in 0.3s | 3.04 sym/s | Total: 19.5m | ETA: 26.0s
[2025-11-25T23:48:35.635287] [INFO ] [sig       ] [3561/3639] Forecasting WPP...
[2025-11-25T23:48:35.635331] [INFO ] [sig       ] Generating forecast for: WPP
[2025-11-25T23:48:35.635377] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WPP' from 'https://tdm.silogroup.org/data/derivative_storage/WPP.csv'.
[2025-11-25T23:48:35.645245] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WPP'.
[2025-11-25T23:48:35.645525] [INFO ] [FORECASTER] Starting predict_future for WPP
[2025-11-25T23:48:35.646357] [DEBUG] [LOCAL     ] No optimal features file found for WPP: ./output/feature-sets/WPP.txt
[2025-11-25T23:48:35.646434] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:48:35.646478] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:48:35.646518] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:48:35.646593] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:48:35.705070] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:48:35.705716] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:48:35.705810] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:48:35.705857] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:48:35.796415] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:48:35.796545] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:48:35.796590] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:48:35.796624] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:48:35.799884] [DEBUG] [FORECASTER] WPP: Forecast T+1@11:T+2@11: DOWN (p=37.41%)
[2025-11-25T23:48:35.800162] [INFO ] [FORECASTER] Completed predict_future for WPP
[2025-11-25T23:48:35.800297] [INFO ] [sig       ] WPP: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:48:35.942037] [INFO ] [LOCAL     ] Saved forecast: WPP	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/WPP.txt
[2025-11-25T23:48:35.942192] [INFO ] [sig       ] [3561/3639] Completed WPP in 0.3s | 3.04 sym/s | Total: 19.5m | ETA: 25.7s
[2025-11-25T23:48:35.942249] [INFO ] [sig       ] [3562/3639] Forecasting WRAP...
[2025-11-25T23:48:35.942294] [INFO ] [sig       ] Generating forecast for: WRAP
[2025-11-25T23:48:35.942340] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WRAP' from 'https://tdm.silogroup.org/data/derivative_storage/WRAP.csv'.
[2025-11-25T23:48:35.953689] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WRAP'.
[2025-11-25T23:48:35.953997] [INFO ] [FORECASTER] Starting predict_future for WRAP
[2025-11-25T23:48:35.954832] [DEBUG] [LOCAL     ] No optimal features file found for WRAP: ./output/feature-sets/WRAP.txt
[2025-11-25T23:48:35.954901] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:48:35.954947] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:48:35.954987] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:48:35.955055] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:48:36.013046] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:48:36.013711] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:48:36.013812] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:48:36.013859] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:48:36.109768] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:48:36.109899] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:48:36.109942] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:48:36.109976] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:48:36.113148] [DEBUG] [FORECASTER] WRAP: Forecast T+1@11:T+2@11: DOWN (p=42.92%)
[2025-11-25T23:48:36.113446] [INFO ] [FORECASTER] Completed predict_future for WRAP
[2025-11-25T23:48:36.113595] [INFO ] [sig       ] WRAP: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:48:36.253893] [INFO ] [LOCAL     ] Saved forecast: WRAP	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/WRAP.txt
[2025-11-25T23:48:36.254031] [INFO ] [sig       ] [3562/3639] Completed WRAP in 0.3s | 3.04 sym/s | Total: 19.5m | ETA: 25.3s
[2025-11-25T23:48:36.254086] [INFO ] [sig       ] [3563/3639] Forecasting WRB...
[2025-11-25T23:48:36.254128] [INFO ] [sig       ] Generating forecast for: WRB
[2025-11-25T23:48:36.254168] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WRB' from 'https://tdm.silogroup.org/data/derivative_storage/WRB.csv'.
[2025-11-25T23:48:36.265880] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WRB'.
[2025-11-25T23:48:36.266286] [INFO ] [FORECASTER] Starting predict_future for WRB
[2025-11-25T23:48:36.267169] [DEBUG] [LOCAL     ] No optimal features file found for WRB: ./output/feature-sets/WRB.txt
[2025-11-25T23:48:36.267241] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:48:36.267287] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:48:36.267327] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:48:36.267424] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:48:36.324526] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:48:36.325202] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:48:36.325298] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:48:36.325346] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:48:36.434309] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:48:36.434506] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:48:36.434577] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:48:36.434620] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:48:36.438292] [DEBUG] [FORECASTER] WRB: Forecast T+1@11:T+2@11: DOWN (p=2.52%)
[2025-11-25T23:48:36.438667] [INFO ] [FORECASTER] Completed predict_future for WRB
[2025-11-25T23:48:36.438854] [INFO ] [sig       ] WRB: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:48:36.587814] [INFO ] [LOCAL     ] Saved forecast: WRB	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/WRB.txt
[2025-11-25T23:48:36.587982] [INFO ] [sig       ] [3563/3639] Completed WRB in 0.3s | 3.04 sym/s | Total: 19.5m | ETA: 25.0s
[2025-11-25T23:48:36.588040] [INFO ] [sig       ] [3564/3639] Forecasting WRBY...
[2025-11-25T23:48:36.588087] [INFO ] [sig       ] Generating forecast for: WRBY
[2025-11-25T23:48:36.588131] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WRBY' from 'https://tdm.silogroup.org/data/derivative_storage/WRBY.csv'.
[2025-11-25T23:48:36.599103] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WRBY'.
[2025-11-25T23:48:36.599438] [INFO ] [FORECASTER] Starting predict_future for WRBY
[2025-11-25T23:48:36.600255] [DEBUG] [LOCAL     ] No optimal features file found for WRBY: ./output/feature-sets/WRBY.txt
[2025-11-25T23:48:36.600326] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:48:36.600372] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:48:36.600411] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:48:36.600481] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:48:36.662361] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:48:36.663249] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:48:36.663352] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:48:36.663404] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:48:36.769554] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:48:36.769763] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:48:36.769836] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:48:36.769883] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:48:36.773419] [DEBUG] [FORECASTER] WRBY: Forecast T+1@11:T+2@11: DOWN (p=5.73%)
[2025-11-25T23:48:36.773769] [INFO ] [FORECASTER] Completed predict_future for WRBY
[2025-11-25T23:48:36.773950] [INFO ] [sig       ] WRBY: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:48:36.928262] [INFO ] [LOCAL     ] Saved forecast: WRBY	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/WRBY.txt
[2025-11-25T23:48:36.928669] [INFO ] [sig       ] [3564/3639] Completed WRBY in 0.3s | 3.04 sym/s | Total: 19.5m | ETA: 24.7s
[2025-11-25T23:48:36.928750] [INFO ] [sig       ] [3565/3639] Forecasting WRLD...
[2025-11-25T23:48:36.928799] [INFO ] [sig       ] Generating forecast for: WRLD
[2025-11-25T23:48:36.928848] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WRLD' from 'https://tdm.silogroup.org/data/derivative_storage/WRLD.csv'.
[2025-11-25T23:48:36.940592] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WRLD'.
[2025-11-25T23:48:36.941046] [INFO ] [FORECASTER] Starting predict_future for WRLD
[2025-11-25T23:48:36.941973] [DEBUG] [LOCAL     ] No optimal features file found for WRLD: ./output/feature-sets/WRLD.txt
[2025-11-25T23:48:36.942047] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:48:36.942094] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:48:36.942139] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:48:36.942219] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:48:37.005183] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:48:37.006202] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:48:37.006328] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:48:37.006420] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:48:37.115003] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:48:37.115218] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:48:37.115269] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:48:37.115309] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:48:37.119291] [DEBUG] [FORECASTER] WRLD: Forecast T+1@11:T+2@11: DOWN (p=48.13%)
[2025-11-25T23:48:37.119612] [INFO ] [FORECASTER] Completed predict_future for WRLD
[2025-11-25T23:48:37.119789] [INFO ] [sig       ] WRLD: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:48:37.331177] [INFO ] [LOCAL     ] Saved forecast: WRLD	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/WRLD.txt
[2025-11-25T23:48:37.331420] [INFO ] [sig       ] [3565/3639] Completed WRLD in 0.4s | 3.04 sym/s | Total: 19.5m | ETA: 24.3s
[2025-11-25T23:48:37.331490] [INFO ] [sig       ] [3566/3639] Forecasting WSBC...
[2025-11-25T23:48:37.331547] [INFO ] [sig       ] Generating forecast for: WSBC
[2025-11-25T23:48:37.331602] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WSBC' from 'https://tdm.silogroup.org/data/derivative_storage/WSBC.csv'.
[2025-11-25T23:48:37.345924] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WSBC'.
[2025-11-25T23:48:37.346469] [INFO ] [FORECASTER] Starting predict_future for WSBC
[2025-11-25T23:48:37.347749] [DEBUG] [LOCAL     ] No optimal features file found for WSBC: ./output/feature-sets/WSBC.txt
[2025-11-25T23:48:37.347843] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:48:37.347912] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:48:37.347964] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:48:37.348062] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:48:37.429689] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:48:37.430986] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:48:37.431125] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:48:37.431205] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:48:37.568004] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:48:37.568233] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:48:37.568309] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:48:37.568372] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:48:37.573591] [DEBUG] [FORECASTER] WSBC: Forecast T+1@11:T+2@11: DOWN (p=26.54%)
[2025-11-25T23:48:37.574122] [INFO ] [FORECASTER] Completed predict_future for WSBC
[2025-11-25T23:48:37.574358] [INFO ] [sig       ] WSBC: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:48:37.765604] [INFO ] [LOCAL     ] Saved forecast: WSBC	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/WSBC.txt
[2025-11-25T23:48:37.765812] [INFO ] [sig       ] [3566/3639] Completed WSBC in 0.4s | 3.04 sym/s | Total: 19.6m | ETA: 24.0s
[2025-11-25T23:48:37.765869] [INFO ] [sig       ] [3567/3639] Forecasting WSBF...
[2025-11-25T23:48:37.765912] [INFO ] [sig       ] Generating forecast for: WSBF
[2025-11-25T23:48:37.765953] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WSBF' from 'https://tdm.silogroup.org/data/derivative_storage/WSBF.csv'.
[2025-11-25T23:48:37.775937] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WSBF'.
[2025-11-25T23:48:37.776316] [INFO ] [FORECASTER] Starting predict_future for WSBF
[2025-11-25T23:48:37.777166] [DEBUG] [LOCAL     ] No optimal features file found for WSBF: ./output/feature-sets/WSBF.txt
[2025-11-25T23:48:37.777235] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:48:37.777281] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:48:37.777321] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:48:37.777434] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:48:37.835789] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:48:37.836794] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:48:37.836905] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:48:37.836956] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:48:37.933232] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:48:37.933429] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:48:37.933476] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:48:37.933514] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:48:37.937389] [DEBUG] [FORECASTER] WSBF: Forecast T+1@11:T+2@11: DOWN (p=22.19%)
[2025-11-25T23:48:37.937742] [INFO ] [FORECASTER] Completed predict_future for WSBF
[2025-11-25T23:48:37.937914] [INFO ] [sig       ] WSBF: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:48:38.112100] [INFO ] [LOCAL     ] Saved forecast: WSBF	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/WSBF.txt
[2025-11-25T23:48:38.112256] [INFO ] [sig       ] [3567/3639] Completed WSBF in 0.3s | 3.04 sym/s | Total: 19.6m | ETA: 23.7s
[2025-11-25T23:48:38.112312] [INFO ] [sig       ] [3568/3639] Forecasting WSC...
[2025-11-25T23:48:38.112357] [INFO ] [sig       ] Generating forecast for: WSC
[2025-11-25T23:48:38.112398] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WSC' from 'https://tdm.silogroup.org/data/derivative_storage/WSC.csv'.
[2025-11-25T23:48:38.127145] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WSC'.
[2025-11-25T23:48:38.127864] [INFO ] [FORECASTER] Starting predict_future for WSC
[2025-11-25T23:48:38.129342] [DEBUG] [LOCAL     ] No optimal features file found for WSC: ./output/feature-sets/WSC.txt
[2025-11-25T23:48:38.129420] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:48:38.129472] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:48:38.129515] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:48:38.129601] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:48:38.189389] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:48:38.190497] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:48:38.190604] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:48:38.190674] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:48:38.288936] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:48:38.289133] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:48:38.289179] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:48:38.289215] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:48:38.292616] [DEBUG] [FORECASTER] WSC: Forecast T+1@11:T+2@11: DOWN (p=35.48%)
[2025-11-25T23:48:38.292925] [INFO ] [FORECASTER] Completed predict_future for WSC
[2025-11-25T23:48:38.293074] [INFO ] [sig       ] WSC: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:48:38.435288] [INFO ] [LOCAL     ] Saved forecast: WSC	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/WSC.txt
[2025-11-25T23:48:38.435439] [INFO ] [sig       ] [3568/3639] Completed WSC in 0.3s | 3.04 sym/s | Total: 19.6m | ETA: 23.4s
[2025-11-25T23:48:38.435502] [INFO ] [sig       ] [3569/3639] Forecasting WSFS...
[2025-11-25T23:48:38.435560] [INFO ] [sig       ] Generating forecast for: WSFS
[2025-11-25T23:48:38.435617] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WSFS' from 'https://tdm.silogroup.org/data/derivative_storage/WSFS.csv'.
[2025-11-25T23:48:38.446416] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WSFS'.
[2025-11-25T23:48:38.446735] [INFO ] [FORECASTER] Starting predict_future for WSFS
[2025-11-25T23:48:38.447606] [DEBUG] [LOCAL     ] No optimal features file found for WSFS: ./output/feature-sets/WSFS.txt
[2025-11-25T23:48:38.447725] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:48:38.447776] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:48:38.447826] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:48:38.447914] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:48:38.506240] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:48:38.507136] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:48:38.507233] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:48:38.507294] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:48:38.599009] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:48:38.599150] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:48:38.599193] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:48:38.599229] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:48:38.602516] [DEBUG] [FORECASTER] WSFS: Forecast T+1@11:T+2@11: DOWN (p=26.06%)
[2025-11-25T23:48:38.602818] [INFO ] [FORECASTER] Completed predict_future for WSFS
[2025-11-25T23:48:38.602966] [INFO ] [sig       ] WSFS: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:48:38.742948] [INFO ] [LOCAL     ] Saved forecast: WSFS	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/WSFS.txt
[2025-11-25T23:48:38.743109] [INFO ] [sig       ] [3569/3639] Completed WSFS in 0.3s | 3.04 sym/s | Total: 19.6m | ETA: 23.0s
[2025-11-25T23:48:38.743163] [INFO ] [sig       ] [3570/3639] Forecasting WSM...
[2025-11-25T23:48:38.743208] [INFO ] [sig       ] Generating forecast for: WSM
[2025-11-25T23:48:38.743249] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WSM' from 'https://tdm.silogroup.org/data/derivative_storage/WSM.csv'.
[2025-11-25T23:48:38.754194] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WSM'.
[2025-11-25T23:48:38.754573] [INFO ] [FORECASTER] Starting predict_future for WSM
[2025-11-25T23:48:38.755386] [DEBUG] [LOCAL     ] No optimal features file found for WSM: ./output/feature-sets/WSM.txt
[2025-11-25T23:48:38.755455] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:48:38.755501] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:48:38.755541] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:48:38.755615] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:48:38.813289] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:48:38.814028] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:48:38.814122] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:48:38.814170] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:48:38.910856] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:48:38.911033] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:48:38.911079] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:48:38.911112] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:48:38.914507] [DEBUG] [FORECASTER] WSM: Forecast T+1@11:T+2@11: DOWN (p=32.01%)
[2025-11-25T23:48:38.914815] [INFO ] [FORECASTER] Completed predict_future for WSM
[2025-11-25T23:48:38.914960] [INFO ] [sig       ] WSM: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:48:39.064968] [INFO ] [LOCAL     ] Saved forecast: WSM	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/WSM.txt
[2025-11-25T23:48:39.065215] [INFO ] [sig       ] [3570/3639] Completed WSM in 0.3s | 3.04 sym/s | Total: 19.6m | ETA: 22.7s
[2025-11-25T23:48:39.065302] [INFO ] [sig       ] [3571/3639] Forecasting WSO...
[2025-11-25T23:48:39.065371] [INFO ] [sig       ] Generating forecast for: WSO
[2025-11-25T23:48:39.065439] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WSO' from 'https://tdm.silogroup.org/data/derivative_storage/WSO.csv'.
[2025-11-25T23:48:39.079593] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WSO'.
[2025-11-25T23:48:39.079977] [INFO ] [FORECASTER] Starting predict_future for WSO
[2025-11-25T23:48:39.080866] [DEBUG] [LOCAL     ] No optimal features file found for WSO: ./output/feature-sets/WSO.txt
[2025-11-25T23:48:39.080937] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:48:39.080983] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:48:39.081024] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:48:39.081144] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:48:39.138892] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:48:39.139705] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:48:39.139820] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:48:39.139888] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:48:39.242221] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:48:39.242407] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:48:39.242456] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:48:39.242489] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:48:39.245933] [DEBUG] [FORECASTER] WSO: Forecast T+1@11:T+2@11: DOWN (p=30.98%)
[2025-11-25T23:48:39.246220] [INFO ] [FORECASTER] Completed predict_future for WSO
[2025-11-25T23:48:39.246360] [INFO ] [sig       ] WSO: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:48:39.389527] [INFO ] [LOCAL     ] Saved forecast: WSO	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/WSO.txt
[2025-11-25T23:48:39.389720] [INFO ] [sig       ] [3571/3639] Completed WSO in 0.3s | 3.04 sym/s | Total: 19.6m | ETA: 22.4s
[2025-11-25T23:48:39.389778] [INFO ] [sig       ] [3572/3639] Forecasting WTBA...
[2025-11-25T23:48:39.389822] [INFO ] [sig       ] Generating forecast for: WTBA
[2025-11-25T23:48:39.389880] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WTBA' from 'https://tdm.silogroup.org/data/derivative_storage/WTBA.csv'.
[2025-11-25T23:48:39.400177] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WTBA'.
[2025-11-25T23:48:39.400529] [INFO ] [FORECASTER] Starting predict_future for WTBA
[2025-11-25T23:48:39.401365] [DEBUG] [LOCAL     ] No optimal features file found for WTBA: ./output/feature-sets/WTBA.txt
[2025-11-25T23:48:39.401437] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:48:39.401483] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:48:39.401528] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:48:39.401597] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:48:39.459161] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:48:39.459858] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:48:39.459953] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:48:39.460000] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:48:39.548461] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:48:39.548608] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:48:39.548670] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:48:39.548714] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:48:39.551949] [DEBUG] [FORECASTER] WTBA: Forecast T+1@11:T+2@11: UP (p=95.22%)
[2025-11-25T23:48:39.552235] [INFO ] [FORECASTER] Completed predict_future for WTBA
[2025-11-25T23:48:39.552371] [INFO ] [sig       ] WTBA: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:48:39.695800] [INFO ] [LOCAL     ] Saved forecast: WTBA	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/WTBA.txt
[2025-11-25T23:48:39.695959] [INFO ] [sig       ] [3572/3639] Completed WTBA in 0.3s | 3.04 sym/s | Total: 19.6m | ETA: 22.0s
[2025-11-25T23:48:39.696024] [INFO ] [sig       ] [3573/3639] Forecasting WTFC...
[2025-11-25T23:48:39.696069] [INFO ] [sig       ] Generating forecast for: WTFC
[2025-11-25T23:48:39.696141] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WTFC' from 'https://tdm.silogroup.org/data/derivative_storage/WTFC.csv'.
[2025-11-25T23:48:39.706725] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WTFC'.
[2025-11-25T23:48:39.707075] [INFO ] [FORECASTER] Starting predict_future for WTFC
[2025-11-25T23:48:39.708011] [DEBUG] [LOCAL     ] No optimal features file found for WTFC: ./output/feature-sets/WTFC.txt
[2025-11-25T23:48:39.708080] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:48:39.708126] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:48:39.708167] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:48:39.708234] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:48:39.765914] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:48:39.766558] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:48:39.766667] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:48:39.766717] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:48:39.855461] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:48:39.855658] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:48:39.855712] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:48:39.855747] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:48:39.859221] [DEBUG] [FORECASTER] WTFC: Forecast T+1@11:T+2@11: UP (p=85.96%)
[2025-11-25T23:48:39.859513] [INFO ] [FORECASTER] Completed predict_future for WTFC
[2025-11-25T23:48:39.859673] [INFO ] [sig       ] WTFC: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:48:40.002390] [INFO ] [LOCAL     ] Saved forecast: WTFC	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/WTFC.txt
[2025-11-25T23:48:40.002542] [INFO ] [sig       ] [3573/3639] Completed WTFC in 0.3s | 3.04 sym/s | Total: 19.6m | ETA: 21.7s
[2025-11-25T23:48:40.002606] [INFO ] [sig       ] [3574/3639] Forecasting WTI...
[2025-11-25T23:48:40.002682] [INFO ] [sig       ] Generating forecast for: WTI
[2025-11-25T23:48:40.002738] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WTI' from 'https://tdm.silogroup.org/data/derivative_storage/WTI.csv'.
[2025-11-25T23:48:40.012783] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WTI'.
[2025-11-25T23:48:40.013113] [INFO ] [FORECASTER] Starting predict_future for WTI
[2025-11-25T23:48:40.013974] [DEBUG] [LOCAL     ] No optimal features file found for WTI: ./output/feature-sets/WTI.txt
[2025-11-25T23:48:40.014044] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:48:40.014101] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:48:40.014150] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:48:40.014235] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:48:40.072468] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:48:40.073194] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:48:40.073290] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:48:40.073350] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:48:40.164719] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:48:40.164888] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:48:40.164933] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:48:40.164968] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:48:40.168302] [DEBUG] [FORECASTER] WTI: Forecast T+1@11:T+2@11: DOWN (p=36.55%)
[2025-11-25T23:48:40.168586] [INFO ] [FORECASTER] Completed predict_future for WTI
[2025-11-25T23:48:40.168774] [INFO ] [sig       ] WTI: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:48:40.311136] [INFO ] [LOCAL     ] Saved forecast: WTI	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/WTI.txt
[2025-11-25T23:48:40.311301] [INFO ] [sig       ] [3574/3639] Completed WTI in 0.3s | 3.04 sym/s | Total: 19.6m | ETA: 21.4s
[2025-11-25T23:48:40.311356] [INFO ] [sig       ] [3575/3639] Forecasting WTO...
[2025-11-25T23:48:40.311399] [INFO ] [sig       ] Generating forecast for: WTO
[2025-11-25T23:48:40.311469] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WTO' from 'https://tdm.silogroup.org/data/derivative_storage/WTO.csv'.
[2025-11-25T23:48:40.321310] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WTO'.
[2025-11-25T23:48:40.321671] [INFO ] [FORECASTER] Starting predict_future for WTO
[2025-11-25T23:48:40.322512] [DEBUG] [LOCAL     ] No optimal features file found for WTO: ./output/feature-sets/WTO.txt
[2025-11-25T23:48:40.322582] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:48:40.322656] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:48:40.322707] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:48:40.322800] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:48:40.380971] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:48:40.381761] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:48:40.381855] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:48:40.381912] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:48:40.466192] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:48:40.466397] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:48:40.466445] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:48:40.466479] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:48:40.470071] [DEBUG] [FORECASTER] WTO: Forecast T+1@11:T+2@11: DOWN (p=7.10%)
[2025-11-25T23:48:40.470383] [INFO ] [FORECASTER] Completed predict_future for WTO
[2025-11-25T23:48:40.470527] [INFO ] [sig       ] WTO: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:48:40.613463] [INFO ] [LOCAL     ] Saved forecast: WTO	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/WTO.txt
[2025-11-25T23:48:40.613683] [INFO ] [sig       ] [3575/3639] Completed WTO in 0.3s | 3.04 sym/s | Total: 19.6m | ETA: 21.1s
[2025-11-25T23:48:40.613819] [INFO ] [sig       ] [3576/3639] Forecasting WTRG...
[2025-11-25T23:48:40.613876] [INFO ] [sig       ] Generating forecast for: WTRG
[2025-11-25T23:48:40.613984] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WTRG' from 'https://tdm.silogroup.org/data/derivative_storage/WTRG.csv'.
[2025-11-25T23:48:40.625980] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WTRG'.
[2025-11-25T23:48:40.626373] [INFO ] [FORECASTER] Starting predict_future for WTRG
[2025-11-25T23:48:40.627263] [DEBUG] [LOCAL     ] No optimal features file found for WTRG: ./output/feature-sets/WTRG.txt
[2025-11-25T23:48:40.627336] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:48:40.627406] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:48:40.627449] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:48:40.627517] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:48:40.689325] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:48:40.690058] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:48:40.690156] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:48:40.690203] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:48:40.794527] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:48:40.794732] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:48:40.794821] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:48:40.794871] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:48:40.798387] [DEBUG] [FORECASTER] WTRG: Forecast T+1@11:T+2@11: UP (p=76.01%)
[2025-11-25T23:48:40.798729] [INFO ] [FORECASTER] Completed predict_future for WTRG
[2025-11-25T23:48:40.798904] [INFO ] [sig       ] WTRG: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:48:40.944915] [INFO ] [LOCAL     ] Saved forecast: WTRG	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/WTRG.txt
[2025-11-25T23:48:40.945079] [INFO ] [sig       ] [3576/3639] Completed WTRG in 0.3s | 3.04 sym/s | Total: 19.6m | ETA: 20.7s
[2025-11-25T23:48:40.945137] [INFO ] [sig       ] [3577/3639] Forecasting WTS...
[2025-11-25T23:48:40.945183] [INFO ] [sig       ] Generating forecast for: WTS
[2025-11-25T23:48:40.945225] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WTS' from 'https://tdm.silogroup.org/data/derivative_storage/WTS.csv'.
[2025-11-25T23:48:40.956133] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WTS'.
[2025-11-25T23:48:40.956523] [INFO ] [FORECASTER] Starting predict_future for WTS
[2025-11-25T23:48:40.957350] [DEBUG] [LOCAL     ] No optimal features file found for WTS: ./output/feature-sets/WTS.txt
[2025-11-25T23:48:40.957454] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:48:40.957502] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:48:40.957562] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:48:40.957636] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:48:41.017841] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:48:41.018581] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:48:41.018700] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:48:41.018764] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:48:41.112996] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:48:41.113181] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:48:41.113228] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:48:41.113263] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:48:41.116847] [DEBUG] [FORECASTER] WTS: Forecast T+1@11:T+2@11: UP (p=93.50%)
[2025-11-25T23:48:41.117148] [INFO ] [FORECASTER] Completed predict_future for WTS
[2025-11-25T23:48:41.117290] [INFO ] [sig       ] WTS: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:48:41.262074] [INFO ] [LOCAL     ] Saved forecast: WTS	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/WTS.txt
[2025-11-25T23:48:41.262243] [INFO ] [sig       ] [3577/3639] Completed WTS in 0.3s | 3.04 sym/s | Total: 19.6m | ETA: 20.4s
[2025-11-25T23:48:41.262300] [INFO ] [sig       ] [3578/3639] Forecasting WULF...
[2025-11-25T23:48:41.262340] [INFO ] [sig       ] Generating forecast for: WULF
[2025-11-25T23:48:41.262384] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WULF' from 'https://tdm.silogroup.org/data/derivative_storage/WULF.csv'.
[2025-11-25T23:48:41.274539] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WULF'.
[2025-11-25T23:48:41.274928] [INFO ] [FORECASTER] Starting predict_future for WULF
[2025-11-25T23:48:41.275823] [DEBUG] [LOCAL     ] No optimal features file found for WULF: ./output/feature-sets/WULF.txt
[2025-11-25T23:48:41.275895] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:48:41.275939] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:48:41.275978] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:48:41.276046] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:48:41.336708] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:48:41.337469] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:48:41.337599] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:48:41.337668] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:48:41.423454] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:48:41.423639] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:48:41.423711] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:48:41.423748] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:48:41.427264] [DEBUG] [FORECASTER] WULF: Forecast T+1@11:T+2@11: DOWN (p=33.46%)
[2025-11-25T23:48:41.427623] [INFO ] [FORECASTER] Completed predict_future for WULF
[2025-11-25T23:48:41.427819] [INFO ] [sig       ] WULF: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:48:41.574366] [INFO ] [LOCAL     ] Saved forecast: WULF	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/WULF.txt
[2025-11-25T23:48:41.574552] [INFO ] [sig       ] [3578/3639] Completed WULF in 0.3s | 3.04 sym/s | Total: 19.6m | ETA: 20.1s
[2025-11-25T23:48:41.574620] [INFO ] [sig       ] [3579/3639] Forecasting WVE...
[2025-11-25T23:48:41.574697] [INFO ] [sig       ] Generating forecast for: WVE
[2025-11-25T23:48:41.574740] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WVE' from 'https://tdm.silogroup.org/data/derivative_storage/WVE.csv'.
[2025-11-25T23:48:41.586183] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WVE'.
[2025-11-25T23:48:41.586546] [INFO ] [FORECASTER] Starting predict_future for WVE
[2025-11-25T23:48:41.587487] [DEBUG] [LOCAL     ] No optimal features file found for WVE: ./output/feature-sets/WVE.txt
[2025-11-25T23:48:41.587567] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:48:41.587637] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:48:41.587712] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:48:41.587831] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:48:41.648766] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:48:41.649596] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:48:41.649733] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:48:41.649788] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:48:41.760481] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:48:41.760693] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:48:41.760774] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:48:41.760826] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:48:41.764492] [DEBUG] [FORECASTER] WVE: Forecast T+1@11:T+2@11: DOWN (p=2.17%)
[2025-11-25T23:48:41.764841] [INFO ] [FORECASTER] Completed predict_future for WVE
[2025-11-25T23:48:41.765023] [INFO ] [sig       ] WVE: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:48:41.912014] [INFO ] [LOCAL     ] Saved forecast: WVE	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/WVE.txt
[2025-11-25T23:48:41.912185] [INFO ] [sig       ] [3579/3639] Completed WVE in 0.3s | 3.04 sym/s | Total: 19.6m | ETA: 19.7s
[2025-11-25T23:48:41.912244] [INFO ] [sig       ] [3580/3639] Forecasting WWD...
[2025-11-25T23:48:41.912290] [INFO ] [sig       ] Generating forecast for: WWD
[2025-11-25T23:48:41.912333] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WWD' from 'https://tdm.silogroup.org/data/derivative_storage/WWD.csv'.
[2025-11-25T23:48:41.924768] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WWD'.
[2025-11-25T23:48:41.925106] [INFO ] [FORECASTER] Starting predict_future for WWD
[2025-11-25T23:48:41.926005] [DEBUG] [LOCAL     ] No optimal features file found for WWD: ./output/feature-sets/WWD.txt
[2025-11-25T23:48:41.926075] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:48:41.926141] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:48:41.926196] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:48:41.926286] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:48:41.986170] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:48:41.986990] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:48:41.987090] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:48:41.987151] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:48:42.086701] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:48:42.086878] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:48:42.086924] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:48:42.086960] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:48:42.090394] [DEBUG] [FORECASTER] WWD: Forecast T+1@11:T+2@11: DOWN (p=14.31%)
[2025-11-25T23:48:42.090714] [INFO ] [FORECASTER] Completed predict_future for WWD
[2025-11-25T23:48:42.090872] [INFO ] [sig       ] WWD: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:48:42.235237] [INFO ] [LOCAL     ] Saved forecast: WWD	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/WWD.txt
[2025-11-25T23:48:42.235431] [INFO ] [sig       ] [3580/3639] Completed WWD in 0.3s | 3.04 sym/s | Total: 19.6m | ETA: 19.4s
[2025-11-25T23:48:42.235493] [INFO ] [sig       ] [3581/3639] Forecasting WY...
[2025-11-25T23:48:42.235557] [INFO ] [sig       ] Generating forecast for: WY
[2025-11-25T23:48:42.235682] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WY' from 'https://tdm.silogroup.org/data/derivative_storage/WY.csv'.
[2025-11-25T23:48:42.246995] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WY'.
[2025-11-25T23:48:42.247432] [INFO ] [FORECASTER] Starting predict_future for WY
[2025-11-25T23:48:42.248342] [DEBUG] [LOCAL     ] No optimal features file found for WY: ./output/feature-sets/WY.txt
[2025-11-25T23:48:42.248415] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:48:42.248463] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:48:42.248509] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:48:42.248588] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:48:42.307463] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:48:42.308228] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:48:42.308343] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:48:42.308398] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:48:42.399676] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:48:42.399860] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:48:42.399907] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:48:42.399942] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:48:42.403425] [DEBUG] [FORECASTER] WY: Forecast T+1@11:T+2@11: DOWN (p=17.07%)
[2025-11-25T23:48:42.403765] [INFO ] [FORECASTER] Completed predict_future for WY
[2025-11-25T23:48:42.403921] [INFO ] [sig       ] WY: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:48:42.555166] [INFO ] [LOCAL     ] Saved forecast: WY	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/WY.txt
[2025-11-25T23:48:42.555352] [INFO ] [sig       ] [3581/3639] Completed WY in 0.3s | 3.04 sym/s | Total: 19.6m | ETA: 19.1s
[2025-11-25T23:48:42.555411] [INFO ] [sig       ] [3582/3639] Forecasting WYNN...
[2025-11-25T23:48:42.555455] [INFO ] [sig       ] Generating forecast for: WYNN
[2025-11-25T23:48:42.555496] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WYNN' from 'https://tdm.silogroup.org/data/derivative_storage/WYNN.csv'.
[2025-11-25T23:48:42.567340] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WYNN'.
[2025-11-25T23:48:42.567907] [INFO ] [FORECASTER] Starting predict_future for WYNN
[2025-11-25T23:48:42.568808] [DEBUG] [LOCAL     ] No optimal features file found for WYNN: ./output/feature-sets/WYNN.txt
[2025-11-25T23:48:42.568880] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:48:42.568931] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:48:42.568976] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:48:42.569051] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:48:42.629135] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:48:42.629902] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:48:42.630002] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:48:42.630051] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:48:42.734897] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:48:42.735103] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:48:42.735153] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:48:42.735190] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:48:42.738924] [DEBUG] [FORECASTER] WYNN: Forecast T+1@11:T+2@11: DOWN (p=16.05%)
[2025-11-25T23:48:42.739242] [INFO ] [FORECASTER] Completed predict_future for WYNN
[2025-11-25T23:48:42.739396] [INFO ] [sig       ] WYNN: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:48:42.883592] [INFO ] [LOCAL     ] Saved forecast: WYNN	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/WYNN.txt
[2025-11-25T23:48:42.883789] [INFO ] [sig       ] [3582/3639] Completed WYNN in 0.3s | 3.04 sym/s | Total: 19.6m | ETA: 18.8s
[2025-11-25T23:48:42.883847] [INFO ] [sig       ] [3583/3639] Forecasting XBIL...
[2025-11-25T23:48:42.883891] [INFO ] [sig       ] Generating forecast for: XBIL
[2025-11-25T23:48:42.883932] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'XBIL' from 'https://tdm.silogroup.org/data/derivative_storage/XBIL.csv'.
[2025-11-25T23:48:42.894351] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'XBIL'.
[2025-11-25T23:48:42.894713] [INFO ] [FORECASTER] Starting predict_future for XBIL
[2025-11-25T23:48:42.895537] [DEBUG] [LOCAL     ] No optimal features file found for XBIL: ./output/feature-sets/XBIL.txt
[2025-11-25T23:48:42.895605] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:48:42.895670] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:48:42.895714] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:48:42.895793] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:48:42.953919] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:48:42.954524] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:48:42.954617] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:48:42.954683] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:48:43.035604] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:48:43.035795] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:48:43.035841] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:48:43.035875] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:48:43.039120] [DEBUG] [FORECASTER] XBIL: Forecast T+1@11:T+2@11: UP (p=97.83%)
[2025-11-25T23:48:43.039400] [INFO ] [FORECASTER] Completed predict_future for XBIL
[2025-11-25T23:48:43.039537] [INFO ] [sig       ] XBIL: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:48:43.181075] [INFO ] [LOCAL     ] Saved forecast: XBIL	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/XBIL.txt
[2025-11-25T23:48:43.181220] [INFO ] [sig       ] [3583/3639] Completed XBIL in 0.3s | 3.04 sym/s | Total: 19.6m | ETA: 18.4s
[2025-11-25T23:48:43.181283] [INFO ] [sig       ] [3584/3639] Forecasting XEL...
[2025-11-25T23:48:43.181337] [INFO ] [sig       ] Generating forecast for: XEL
[2025-11-25T23:48:43.181373] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'XEL' from 'https://tdm.silogroup.org/data/derivative_storage/XEL.csv'.
[2025-11-25T23:48:43.191832] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'XEL'.
[2025-11-25T23:48:43.192114] [INFO ] [FORECASTER] Starting predict_future for XEL
[2025-11-25T23:48:43.192969] [DEBUG] [LOCAL     ] No optimal features file found for XEL: ./output/feature-sets/XEL.txt
[2025-11-25T23:48:43.193039] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:48:43.193104] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:48:43.193147] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:48:43.193256] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:48:43.250857] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:48:43.251507] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:48:43.251602] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:48:43.251678] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:48:43.351867] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:48:43.351988] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:48:43.352030] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:48:43.352064] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:48:43.355226] [DEBUG] [FORECASTER] XEL: Forecast T+1@11:T+2@11: DOWN (p=11.75%)
[2025-11-25T23:48:43.355502] [INFO ] [FORECASTER] Completed predict_future for XEL
[2025-11-25T23:48:43.355686] [INFO ] [sig       ] XEL: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:48:43.498363] [INFO ] [LOCAL     ] Saved forecast: XEL	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/XEL.txt
[2025-11-25T23:48:43.498509] [INFO ] [sig       ] [3584/3639] Completed XEL in 0.3s | 3.04 sym/s | Total: 19.7m | ETA: 18.1s
[2025-11-25T23:48:43.498563] [INFO ] [sig       ] [3585/3639] Forecasting XENE...
[2025-11-25T23:48:43.498617] [INFO ] [sig       ] Generating forecast for: XENE
[2025-11-25T23:48:43.498717] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'XENE' from 'https://tdm.silogroup.org/data/derivative_storage/XENE.csv'.
[2025-11-25T23:48:43.510087] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'XENE'.
[2025-11-25T23:48:43.510454] [INFO ] [FORECASTER] Starting predict_future for XENE
[2025-11-25T23:48:43.511375] [DEBUG] [LOCAL     ] No optimal features file found for XENE: ./output/feature-sets/XENE.txt
[2025-11-25T23:48:43.511447] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:48:43.511494] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:48:43.511535] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:48:43.511602] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:48:43.570058] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:48:43.570967] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:48:43.571068] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:48:43.571116] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:48:43.664212] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:48:43.664400] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:48:43.664446] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:48:43.664481] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:48:43.668114] [DEBUG] [FORECASTER] XENE: Forecast T+1@11:T+2@11: DOWN (p=9.63%)
[2025-11-25T23:48:43.668425] [INFO ] [FORECASTER] Completed predict_future for XENE
[2025-11-25T23:48:43.668572] [INFO ] [sig       ] XENE: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:48:43.812989] [INFO ] [LOCAL     ] Saved forecast: XENE	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/XENE.txt
[2025-11-25T23:48:43.813194] [INFO ] [sig       ] [3585/3639] Completed XENE in 0.3s | 3.04 sym/s | Total: 19.7m | ETA: 17.8s
[2025-11-25T23:48:43.813249] [INFO ] [sig       ] [3586/3639] Forecasting XERS...
[2025-11-25T23:48:43.813294] [INFO ] [sig       ] Generating forecast for: XERS
[2025-11-25T23:48:43.813334] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'XERS' from 'https://tdm.silogroup.org/data/derivative_storage/XERS.csv'.
[2025-11-25T23:48:43.824446] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'XERS'.
[2025-11-25T23:48:43.824790] [INFO ] [FORECASTER] Starting predict_future for XERS
[2025-11-25T23:48:43.825611] [DEBUG] [LOCAL     ] No optimal features file found for XERS: ./output/feature-sets/XERS.txt
[2025-11-25T23:48:43.825705] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:48:43.825747] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:48:43.825802] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:48:43.825888] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:48:43.884966] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:48:43.885639] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:48:43.885756] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:48:43.885805] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:48:43.977398] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:48:43.978399] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:48:43.978596] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:48:43.978655] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:48:43.982736] [DEBUG] [FORECASTER] XERS: Forecast T+1@11:T+2@11: UP (p=96.80%)
[2025-11-25T23:48:43.983061] [INFO ] [FORECASTER] Completed predict_future for XERS
[2025-11-25T23:48:43.983220] [INFO ] [sig       ] XERS: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:48:44.125000] [INFO ] [LOCAL     ] Saved forecast: XERS	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/XERS.txt
[2025-11-25T23:48:44.125169] [INFO ] [sig       ] [3586/3639] Completed XERS in 0.3s | 3.04 sym/s | Total: 19.7m | ETA: 17.4s
[2025-11-25T23:48:44.125223] [INFO ] [sig       ] [3587/3639] Forecasting XGN...
[2025-11-25T23:48:44.125268] [INFO ] [sig       ] Generating forecast for: XGN
[2025-11-25T23:48:44.125310] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'XGN' from 'https://tdm.silogroup.org/data/derivative_storage/XGN.csv'.
[2025-11-25T23:48:44.137195] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'XGN'.
[2025-11-25T23:48:44.137558] [INFO ] [FORECASTER] Starting predict_future for XGN
[2025-11-25T23:48:44.138474] [DEBUG] [LOCAL     ] No optimal features file found for XGN: ./output/feature-sets/XGN.txt
[2025-11-25T23:48:44.138544] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:48:44.138599] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:48:44.138666] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:48:44.138753] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:48:44.196850] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:48:44.197496] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:48:44.197591] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:48:44.197638] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:48:44.294584] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:48:44.294781] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:48:44.294835] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:48:44.294891] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:48:44.298558] [DEBUG] [FORECASTER] XGN: Forecast T+1@11:T+2@11: UP (p=79.98%)
[2025-11-25T23:48:44.298886] [INFO ] [FORECASTER] Completed predict_future for XGN
[2025-11-25T23:48:44.299039] [INFO ] [sig       ] XGN: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:48:44.441710] [INFO ] [LOCAL     ] Saved forecast: XGN	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/XGN.txt
[2025-11-25T23:48:44.441877] [INFO ] [sig       ] [3587/3639] Completed XGN in 0.3s | 3.04 sym/s | Total: 19.7m | ETA: 17.1s
[2025-11-25T23:48:44.441935] [INFO ] [sig       ] [3588/3639] Forecasting XOM...
[2025-11-25T23:48:44.442012] [INFO ] [sig       ] Generating forecast for: XOM
[2025-11-25T23:48:44.442084] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'XOM' from 'https://tdm.silogroup.org/data/derivative_storage/XOM.csv'.
[2025-11-25T23:48:44.453456] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'XOM'.
[2025-11-25T23:48:44.453852] [INFO ] [FORECASTER] Starting predict_future for XOM
[2025-11-25T23:48:44.454695] [DEBUG] [LOCAL     ] No optimal features file found for XOM: ./output/feature-sets/XOM.txt
[2025-11-25T23:48:44.454764] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:48:44.454809] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:48:44.454854] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:48:44.454922] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:48:44.512493] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:48:44.513389] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:48:44.513488] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:48:44.513535] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:48:44.619361] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:48:44.619502] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:48:44.619545] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:48:44.619580] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:48:44.622926] [DEBUG] [FORECASTER] XOM: Forecast T+1@11:T+2@11: UP (p=77.11%)
[2025-11-25T23:48:44.623222] [INFO ] [FORECASTER] Completed predict_future for XOM
[2025-11-25T23:48:44.623371] [INFO ] [sig       ] XOM: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:48:44.765129] [INFO ] [LOCAL     ] Saved forecast: XOM	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/XOM.txt
[2025-11-25T23:48:44.765304] [INFO ] [sig       ] [3588/3639] Completed XOM in 0.3s | 3.04 sym/s | Total: 19.7m | ETA: 16.8s
[2025-11-25T23:48:44.765361] [INFO ] [sig       ] [3589/3639] Forecasting XOMA...
[2025-11-25T23:48:44.765407] [INFO ] [sig       ] Generating forecast for: XOMA
[2025-11-25T23:48:44.765448] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'XOMA' from 'https://tdm.silogroup.org/data/derivative_storage/XOMA.csv'.
[2025-11-25T23:48:44.776556] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'XOMA'.
[2025-11-25T23:48:44.776945] [INFO ] [FORECASTER] Starting predict_future for XOMA
[2025-11-25T23:48:44.777820] [DEBUG] [LOCAL     ] No optimal features file found for XOMA: ./output/feature-sets/XOMA.txt
[2025-11-25T23:48:44.777900] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:48:44.777956] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:48:44.777999] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:48:44.778066] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:48:44.835261] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:48:44.835936] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:48:44.836037] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:48:44.836102] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:48:44.924678] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:48:44.924875] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:48:44.924925] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:48:44.924960] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:48:44.928618] [DEBUG] [FORECASTER] XOMA: Forecast T+1@11:T+2@11: DOWN (p=39.26%)
[2025-11-25T23:48:44.928961] [INFO ] [FORECASTER] Completed predict_future for XOMA
[2025-11-25T23:48:44.929120] [INFO ] [sig       ] XOMA: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:48:45.070325] [INFO ] [LOCAL     ] Saved forecast: XOMA	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/XOMA.txt
[2025-11-25T23:48:45.070482] [INFO ] [sig       ] [3589/3639] Completed XOMA in 0.3s | 3.04 sym/s | Total: 19.7m | ETA: 16.4s
[2025-11-25T23:48:45.070536] [INFO ] [sig       ] [3590/3639] Forecasting XOS...
[2025-11-25T23:48:45.070577] [INFO ] [sig       ] Generating forecast for: XOS
[2025-11-25T23:48:45.070616] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'XOS' from 'https://tdm.silogroup.org/data/derivative_storage/XOS.csv'.
[2025-11-25T23:48:45.081201] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'XOS'.
[2025-11-25T23:48:45.081529] [INFO ] [FORECASTER] Starting predict_future for XOS
[2025-11-25T23:48:45.082401] [DEBUG] [LOCAL     ] No optimal features file found for XOS: ./output/feature-sets/XOS.txt
[2025-11-25T23:48:45.082470] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:48:45.082516] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:48:45.082557] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:48:45.082628] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:48:45.140189] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:48:45.140922] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:48:45.141019] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:48:45.141066] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:48:45.231441] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:48:45.231600] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:48:45.231662] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:48:45.231706] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:48:45.235126] [DEBUG] [FORECASTER] XOS: Forecast T+1@11:T+2@11: DOWN (p=36.92%)
[2025-11-25T23:48:45.235418] [INFO ] [FORECASTER] Completed predict_future for XOS
[2025-11-25T23:48:45.235555] [INFO ] [sig       ] XOS: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:48:45.378201] [INFO ] [LOCAL     ] Saved forecast: XOS	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/XOS.txt
[2025-11-25T23:48:45.378361] [INFO ] [sig       ] [3590/3639] Completed XOS in 0.3s | 3.04 sym/s | Total: 19.7m | ETA: 16.1s
[2025-11-25T23:48:45.378416] [INFO ] [sig       ] [3591/3639] Forecasting XP...
[2025-11-25T23:48:45.378460] [INFO ] [sig       ] Generating forecast for: XP
[2025-11-25T23:48:45.378501] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'XP' from 'https://tdm.silogroup.org/data/derivative_storage/XP.csv'.
[2025-11-25T23:48:45.389967] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'XP'.
[2025-11-25T23:48:45.390265] [INFO ] [FORECASTER] Starting predict_future for XP
[2025-11-25T23:48:45.391120] [DEBUG] [LOCAL     ] No optimal features file found for XP: ./output/feature-sets/XP.txt
[2025-11-25T23:48:45.391190] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:48:45.391236] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:48:45.391276] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:48:45.391362] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:48:45.449375] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:48:45.450081] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:48:45.450179] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:48:45.450226] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:48:45.549329] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:48:45.549489] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:48:45.549534] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:48:45.549568] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:48:45.552977] [DEBUG] [FORECASTER] XP: Forecast T+1@11:T+2@11: DOWN (p=4.43%)
[2025-11-25T23:48:45.553269] [INFO ] [FORECASTER] Completed predict_future for XP
[2025-11-25T23:48:45.553405] [INFO ] [sig       ] XP: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:48:45.698755] [INFO ] [LOCAL     ] Saved forecast: XP	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/XP.txt
[2025-11-25T23:48:45.698935] [INFO ] [sig       ] [3591/3639] Completed XP in 0.3s | 3.04 sym/s | Total: 19.7m | ETA: 15.8s
[2025-11-25T23:48:45.698991] [INFO ] [sig       ] [3592/3639] Forecasting XPEL...
[2025-11-25T23:48:45.699036] [INFO ] [sig       ] Generating forecast for: XPEL
[2025-11-25T23:48:45.699080] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'XPEL' from 'https://tdm.silogroup.org/data/derivative_storage/XPEL.csv'.
[2025-11-25T23:48:45.710426] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'XPEL'.
[2025-11-25T23:48:45.710761] [INFO ] [FORECASTER] Starting predict_future for XPEL
[2025-11-25T23:48:45.711567] [DEBUG] [LOCAL     ] No optimal features file found for XPEL: ./output/feature-sets/XPEL.txt
[2025-11-25T23:48:45.711638] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:48:45.711712] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:48:45.711757] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:48:45.711827] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:48:45.769959] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:48:45.770680] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:48:45.770775] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:48:45.770824] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:48:45.881821] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:48:45.882008] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:48:45.882058] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:48:45.882094] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:48:45.885535] [DEBUG] [FORECASTER] XPEL: Forecast T+1@11:T+2@11: UP (p=99.33%)
[2025-11-25T23:48:45.885855] [INFO ] [FORECASTER] Completed predict_future for XPEL
[2025-11-25T23:48:45.886033] [INFO ] [sig       ] XPEL: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:48:46.028988] [INFO ] [LOCAL     ] Saved forecast: XPEL	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/XPEL.txt
[2025-11-25T23:48:46.029143] [INFO ] [sig       ] [3592/3639] Completed XPEL in 0.3s | 3.04 sym/s | Total: 19.7m | ETA: 15.5s
[2025-11-25T23:48:46.029198] [INFO ] [sig       ] [3593/3639] Forecasting XPO...
[2025-11-25T23:48:46.029241] [INFO ] [sig       ] Generating forecast for: XPO
[2025-11-25T23:48:46.029282] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'XPO' from 'https://tdm.silogroup.org/data/derivative_storage/XPO.csv'.
[2025-11-25T23:48:46.040664] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'XPO'.
[2025-11-25T23:48:46.040972] [INFO ] [FORECASTER] Starting predict_future for XPO
[2025-11-25T23:48:46.041815] [DEBUG] [LOCAL     ] No optimal features file found for XPO: ./output/feature-sets/XPO.txt
[2025-11-25T23:48:46.041911] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:48:46.041962] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:48:46.042005] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:48:46.042078] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:48:46.101112] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:48:46.101848] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:48:46.101949] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:48:46.102000] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:48:46.210370] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:48:46.210560] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:48:46.210605] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:48:46.210639] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:48:46.214239] [DEBUG] [FORECASTER] XPO: Forecast T+1@11:T+2@11: DOWN (p=2.59%)
[2025-11-25T23:48:46.214593] [INFO ] [FORECASTER] Completed predict_future for XPO
[2025-11-25T23:48:46.214781] [INFO ] [sig       ] XPO: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:48:46.360357] [INFO ] [LOCAL     ] Saved forecast: XPO	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/XPO.txt
[2025-11-25T23:48:46.360622] [INFO ] [sig       ] [3593/3639] Completed XPO in 0.3s | 3.04 sym/s | Total: 19.7m | ETA: 15.1s
[2025-11-25T23:48:46.360814] [INFO ] [sig       ] [3594/3639] Forecasting XPOF...
[2025-11-25T23:48:46.360884] [INFO ] [sig       ] Generating forecast for: XPOF
[2025-11-25T23:48:46.360947] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'XPOF' from 'https://tdm.silogroup.org/data/derivative_storage/XPOF.csv'.
[2025-11-25T23:48:46.372996] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'XPOF'.
[2025-11-25T23:48:46.373336] [INFO ] [FORECASTER] Starting predict_future for XPOF
[2025-11-25T23:48:46.374163] [DEBUG] [LOCAL     ] No optimal features file found for XPOF: ./output/feature-sets/XPOF.txt
[2025-11-25T23:48:46.374233] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:48:46.374281] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:48:46.374324] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:48:46.374395] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:48:46.437708] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:48:46.438612] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:48:46.438733] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:48:46.438784] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:48:46.535261] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:48:46.535445] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:48:46.535490] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:48:46.535526] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:48:46.539179] [DEBUG] [FORECASTER] XPOF: Forecast T+1@11:T+2@11: DOWN (p=33.69%)
[2025-11-25T23:48:46.539507] [INFO ] [FORECASTER] Completed predict_future for XPOF
[2025-11-25T23:48:46.539693] [INFO ] [sig       ] XPOF: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:48:46.684212] [INFO ] [LOCAL     ] Saved forecast: XPOF	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/XPOF.txt
[2025-11-25T23:48:46.684395] [INFO ] [sig       ] [3594/3639] Completed XPOF in 0.3s | 3.04 sym/s | Total: 19.7m | ETA: 14.8s
[2025-11-25T23:48:46.684449] [INFO ] [sig       ] [3595/3639] Forecasting XPON...
[2025-11-25T23:48:46.684494] [INFO ] [sig       ] Generating forecast for: XPON
[2025-11-25T23:48:46.684536] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'XPON' from 'https://tdm.silogroup.org/data/derivative_storage/XPON.csv'.
[2025-11-25T23:48:46.694512] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'XPON'.
[2025-11-25T23:48:46.694847] [INFO ] [FORECASTER] Starting predict_future for XPON
[2025-11-25T23:48:46.695681] [DEBUG] [LOCAL     ] No optimal features file found for XPON: ./output/feature-sets/XPON.txt
[2025-11-25T23:48:46.695755] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:48:46.695802] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:48:46.695843] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:48:46.695914] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:48:46.753856] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:48:46.754789] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:48:46.754885] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:48:46.754933] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:48:46.860287] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:48:46.860474] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:48:46.860519] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:48:46.860554] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:48:46.863978] [DEBUG] [FORECASTER] XPON: Forecast T+1@11:T+2@11: UP (p=91.84%)
[2025-11-25T23:48:46.864281] [INFO ] [FORECASTER] Completed predict_future for XPON
[2025-11-25T23:48:46.864428] [INFO ] [sig       ] XPON: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:48:47.005438] [INFO ] [LOCAL     ] Saved forecast: XPON	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/XPON.txt
[2025-11-25T23:48:47.005618] [INFO ] [sig       ] [3595/3639] Completed XPON in 0.3s | 3.04 sym/s | Total: 19.7m | ETA: 14.5s
[2025-11-25T23:48:47.005697] [INFO ] [sig       ] [3596/3639] Forecasting XPRO...
[2025-11-25T23:48:47.005741] [INFO ] [sig       ] Generating forecast for: XPRO
[2025-11-25T23:48:47.005781] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'XPRO' from 'https://tdm.silogroup.org/data/derivative_storage/XPRO.csv'.
[2025-11-25T23:48:47.016040] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'XPRO'.
[2025-11-25T23:48:47.016345] [INFO ] [FORECASTER] Starting predict_future for XPRO
[2025-11-25T23:48:47.017166] [DEBUG] [LOCAL     ] No optimal features file found for XPRO: ./output/feature-sets/XPRO.txt
[2025-11-25T23:48:47.017236] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:48:47.017292] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:48:47.017343] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:48:47.017449] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:48:47.077717] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:48:47.078463] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:48:47.078560] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:48:47.078619] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:48:47.175234] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:48:47.175395] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:48:47.175440] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:48:47.175474] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:48:47.178839] [DEBUG] [FORECASTER] XPRO: Forecast T+1@11:T+2@11: DOWN (p=16.44%)
[2025-11-25T23:48:47.179169] [INFO ] [FORECASTER] Completed predict_future for XPRO
[2025-11-25T23:48:47.179309] [INFO ] [sig       ] XPRO: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:48:47.323893] [INFO ] [LOCAL     ] Saved forecast: XPRO	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/XPRO.txt
[2025-11-25T23:48:47.324094] [INFO ] [sig       ] [3596/3639] Completed XPRO in 0.3s | 3.04 sym/s | Total: 19.7m | ETA: 14.1s
[2025-11-25T23:48:47.324153] [INFO ] [sig       ] [3597/3639] Forecasting XRAY...
[2025-11-25T23:48:47.324281] [INFO ] [sig       ] Generating forecast for: XRAY
[2025-11-25T23:48:47.324342] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'XRAY' from 'https://tdm.silogroup.org/data/derivative_storage/XRAY.csv'.
[2025-11-25T23:48:47.335251] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'XRAY'.
[2025-11-25T23:48:47.335558] [INFO ] [FORECASTER] Starting predict_future for XRAY
[2025-11-25T23:48:47.336413] [DEBUG] [LOCAL     ] No optimal features file found for XRAY: ./output/feature-sets/XRAY.txt
[2025-11-25T23:48:47.336482] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:48:47.336527] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:48:47.336569] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:48:47.336639] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:48:47.394327] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:48:47.395007] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:48:47.395102] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:48:47.395149] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:48:47.492176] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:48:47.492346] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:48:47.492391] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:48:47.492425] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:48:47.495808] [DEBUG] [FORECASTER] XRAY: Forecast T+1@11:T+2@11: DOWN (p=36.51%)
[2025-11-25T23:48:47.496111] [INFO ] [FORECASTER] Completed predict_future for XRAY
[2025-11-25T23:48:47.496250] [INFO ] [sig       ] XRAY: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:48:47.640153] [INFO ] [LOCAL     ] Saved forecast: XRAY	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/XRAY.txt
[2025-11-25T23:48:47.640330] [INFO ] [sig       ] [3597/3639] Completed XRAY in 0.3s | 3.04 sym/s | Total: 19.7m | ETA: 13.8s
[2025-11-25T23:48:47.640425] [INFO ] [sig       ] [3598/3639] Forecasting XRX...
[2025-11-25T23:48:47.640474] [INFO ] [sig       ] Generating forecast for: XRX
[2025-11-25T23:48:47.640516] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'XRX' from 'https://tdm.silogroup.org/data/derivative_storage/XRX.csv'.
[2025-11-25T23:48:47.651132] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'XRX'.
[2025-11-25T23:48:47.651514] [INFO ] [FORECASTER] Starting predict_future for XRX
[2025-11-25T23:48:47.652398] [DEBUG] [LOCAL     ] No optimal features file found for XRX: ./output/feature-sets/XRX.txt
[2025-11-25T23:48:47.652468] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:48:47.652513] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:48:47.652554] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:48:47.652623] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:48:47.710034] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:48:47.710691] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:48:47.710784] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:48:47.710832] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:48:47.817934] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:48:47.818064] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:48:47.818106] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:48:47.818141] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:48:47.821356] [DEBUG] [FORECASTER] XRX: Forecast T+1@11:T+2@11: DOWN (p=2.29%)
[2025-11-25T23:48:47.821710] [INFO ] [FORECASTER] Completed predict_future for XRX
[2025-11-25T23:48:47.821883] [INFO ] [sig       ] XRX: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:48:47.963412] [INFO ] [LOCAL     ] Saved forecast: XRX	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/XRX.txt
[2025-11-25T23:48:47.963555] [INFO ] [sig       ] [3598/3639] Completed XRX in 0.3s | 3.04 sym/s | Total: 19.7m | ETA: 13.5s
[2025-11-25T23:48:47.963618] [INFO ] [sig       ] [3599/3639] Forecasting XTIA...
[2025-11-25T23:48:47.963681] [INFO ] [sig       ] Generating forecast for: XTIA
[2025-11-25T23:48:47.963736] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'XTIA' from 'https://tdm.silogroup.org/data/derivative_storage/XTIA.csv'.
[2025-11-25T23:48:47.974988] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'XTIA'.
[2025-11-25T23:48:47.975372] [INFO ] [FORECASTER] Starting predict_future for XTIA
[2025-11-25T23:48:47.976244] [DEBUG] [LOCAL     ] No optimal features file found for XTIA: ./output/feature-sets/XTIA.txt
[2025-11-25T23:48:47.976316] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:48:47.976375] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:48:47.976428] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:48:47.976503] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:48:48.033625] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:48:48.034358] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:48:48.034458] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:48:48.034507] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:48:48.141687] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:48:48.141854] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:48:48.141899] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:48:48.141938] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:48:48.145292] [DEBUG] [FORECASTER] XTIA: Forecast T+1@11:T+2@11: DOWN (p=4.68%)
[2025-11-25T23:48:48.145592] [INFO ] [FORECASTER] Completed predict_future for XTIA
[2025-11-25T23:48:48.145764] [INFO ] [sig       ] XTIA: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:48:48.290151] [INFO ] [LOCAL     ] Saved forecast: XTIA	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/XTIA.txt
[2025-11-25T23:48:48.290335] [INFO ] [sig       ] [3599/3639] Completed XTIA in 0.3s | 3.04 sym/s | Total: 19.7m | ETA: 13.2s
[2025-11-25T23:48:48.290390] [INFO ] [sig       ] [3600/3639] Forecasting XTKG...
[2025-11-25T23:48:48.290433] [INFO ] [sig       ] Generating forecast for: XTKG
[2025-11-25T23:48:48.290477] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'XTKG' from 'https://tdm.silogroup.org/data/derivative_storage/XTKG.csv'.
[2025-11-25T23:48:48.300483] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'XTKG'.
[2025-11-25T23:48:48.300899] [INFO ] [FORECASTER] Starting predict_future for XTKG
[2025-11-25T23:48:48.301748] [DEBUG] [LOCAL     ] No optimal features file found for XTKG: ./output/feature-sets/XTKG.txt
[2025-11-25T23:48:48.301816] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:48:48.301861] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:48:48.301902] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:48:48.301972] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:48:48.359542] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:48:48.360266] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:48:48.360361] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:48:48.360408] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:48:48.456257] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:48:48.456431] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:48:48.456475] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:48:48.456508] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:48:48.459838] [DEBUG] [FORECASTER] XTKG: Forecast T+1@11:T+2@11: UP (p=66.18%)
[2025-11-25T23:48:48.460120] [INFO ] [FORECASTER] Completed predict_future for XTKG
[2025-11-25T23:48:48.460261] [INFO ] [sig       ] XTKG: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:48:48.602823] [INFO ] [LOCAL     ] Saved forecast: XTKG	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/XTKG.txt
[2025-11-25T23:48:48.603003] [INFO ] [sig       ] [3600/3639] Completed XTKG in 0.3s | 3.04 sym/s | Total: 19.7m | ETA: 12.8s
[2025-11-25T23:48:48.603058] [INFO ] [sig       ] [3601/3639] Forecasting XYF...
[2025-11-25T23:48:48.603103] [INFO ] [sig       ] Generating forecast for: XYF
[2025-11-25T23:48:48.603145] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'XYF' from 'https://tdm.silogroup.org/data/derivative_storage/XYF.csv'.
[2025-11-25T23:48:48.613668] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'XYF'.
[2025-11-25T23:48:48.614017] [INFO ] [FORECASTER] Starting predict_future for XYF
[2025-11-25T23:48:48.614861] [DEBUG] [LOCAL     ] No optimal features file found for XYF: ./output/feature-sets/XYF.txt
[2025-11-25T23:48:48.614932] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:48:48.614989] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:48:48.615038] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:48:48.615123] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:48:48.672299] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:48:48.672993] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:48:48.673088] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:48:48.673145] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:48:48.772352] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:48:48.772514] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:48:48.772559] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:48:48.772593] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:48:48.775940] [DEBUG] [FORECASTER] XYF: Forecast T+1@11:T+2@11: DOWN (p=4.64%)
[2025-11-25T23:48:48.776253] [INFO ] [FORECASTER] Completed predict_future for XYF
[2025-11-25T23:48:48.776406] [INFO ] [sig       ] XYF: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:48:48.918020] [INFO ] [LOCAL     ] Saved forecast: XYF	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/XYF.txt
[2025-11-25T23:48:48.918181] [INFO ] [sig       ] [3601/3639] Completed XYF in 0.3s | 3.04 sym/s | Total: 19.7m | ETA: 12.5s
[2025-11-25T23:48:48.918236] [INFO ] [sig       ] [3602/3639] Forecasting XYL...
[2025-11-25T23:48:48.918339] [INFO ] [sig       ] Generating forecast for: XYL
[2025-11-25T23:48:48.918382] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'XYL' from 'https://tdm.silogroup.org/data/derivative_storage/XYL.csv'.
[2025-11-25T23:48:48.929348] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'XYL'.
[2025-11-25T23:48:48.929742] [INFO ] [FORECASTER] Starting predict_future for XYL
[2025-11-25T23:48:48.930559] [DEBUG] [LOCAL     ] No optimal features file found for XYL: ./output/feature-sets/XYL.txt
[2025-11-25T23:48:48.930628] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:48:48.930696] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:48:48.930738] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:48:48.930806] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:48:48.991553] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:48:48.992576] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:48:48.992707] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:48:48.992758] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:48:49.089742] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:48:49.089938] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:48:49.089984] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:48:49.090019] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:48:49.093506] [DEBUG] [FORECASTER] XYL: Forecast T+1@11:T+2@11: UP (p=53.02%)
[2025-11-25T23:48:49.093829] [INFO ] [FORECASTER] Completed predict_future for XYL
[2025-11-25T23:48:49.093991] [INFO ] [sig       ] XYL: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:48:49.237766] [INFO ] [LOCAL     ] Saved forecast: XYL	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/XYL.txt
[2025-11-25T23:48:49.237969] [INFO ] [sig       ] [3602/3639] Completed XYL in 0.3s | 3.04 sym/s | Total: 19.7m | ETA: 12.2s
[2025-11-25T23:48:49.238034] [INFO ] [sig       ] [3603/3639] Forecasting YALA...
[2025-11-25T23:48:49.238086] [INFO ] [sig       ] Generating forecast for: YALA
[2025-11-25T23:48:49.238136] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'YALA' from 'https://tdm.silogroup.org/data/derivative_storage/YALA.csv'.
[2025-11-25T23:48:49.250762] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'YALA'.
[2025-11-25T23:48:49.251166] [INFO ] [FORECASTER] Starting predict_future for YALA
[2025-11-25T23:48:49.252186] [DEBUG] [LOCAL     ] No optimal features file found for YALA: ./output/feature-sets/YALA.txt
[2025-11-25T23:48:49.252265] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:48:49.252320] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:48:49.252367] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:48:49.252454] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:48:49.319196] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:48:49.320146] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:48:49.320245] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:48:49.320293] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:48:49.413937] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:48:49.414171] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:48:49.414220] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:48:49.414255] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:48:49.417718] [DEBUG] [FORECASTER] YALA: Forecast T+1@11:T+2@11: UP (p=88.00%)
[2025-11-25T23:48:49.418015] [INFO ] [FORECASTER] Completed predict_future for YALA
[2025-11-25T23:48:49.418165] [INFO ] [sig       ] YALA: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:48:49.560813] [INFO ] [LOCAL     ] Saved forecast: YALA	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/YALA.txt
[2025-11-25T23:48:49.560969] [INFO ] [sig       ] [3603/3639] Completed YALA in 0.3s | 3.04 sym/s | Total: 19.8m | ETA: 11.8s
[2025-11-25T23:48:49.561035] [INFO ] [sig       ] [3604/3639] Forecasting YELP...
[2025-11-25T23:48:49.561086] [INFO ] [sig       ] Generating forecast for: YELP
[2025-11-25T23:48:49.561128] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'YELP' from 'https://tdm.silogroup.org/data/derivative_storage/YELP.csv'.
[2025-11-25T23:48:49.571340] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'YELP'.
[2025-11-25T23:48:49.571674] [INFO ] [FORECASTER] Starting predict_future for YELP
[2025-11-25T23:48:49.572462] [DEBUG] [LOCAL     ] No optimal features file found for YELP: ./output/feature-sets/YELP.txt
[2025-11-25T23:48:49.572530] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:48:49.572595] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:48:49.572638] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:48:49.572731] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:48:49.635163] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:48:49.635885] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:48:49.635992] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:48:49.636049] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:48:49.733707] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:48:49.733867] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:48:49.733913] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:48:49.733949] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:48:49.737418] [DEBUG] [FORECASTER] YELP: Forecast T+1@11:T+2@11: UP (p=96.89%)
[2025-11-25T23:48:49.737736] [INFO ] [FORECASTER] Completed predict_future for YELP
[2025-11-25T23:48:49.737894] [INFO ] [sig       ] YELP: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:48:49.883082] [INFO ] [LOCAL     ] Saved forecast: YELP	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/YELP.txt
[2025-11-25T23:48:49.883282] [INFO ] [sig       ] [3604/3639] Completed YELP in 0.3s | 3.04 sym/s | Total: 19.8m | ETA: 11.5s
[2025-11-25T23:48:49.883348] [INFO ] [sig       ] [3605/3639] Forecasting YETI...
[2025-11-25T23:48:49.883393] [INFO ] [sig       ] Generating forecast for: YETI
[2025-11-25T23:48:49.883438] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'YETI' from 'https://tdm.silogroup.org/data/derivative_storage/YETI.csv'.
[2025-11-25T23:48:49.894218] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'YETI'.
[2025-11-25T23:48:49.894684] [INFO ] [FORECASTER] Starting predict_future for YETI
[2025-11-25T23:48:49.895522] [DEBUG] [LOCAL     ] No optimal features file found for YETI: ./output/feature-sets/YETI.txt
[2025-11-25T23:48:49.895598] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:48:49.895682] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:48:49.895732] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:48:49.895806] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:48:49.956195] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:48:49.957106] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:48:49.957202] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:48:49.957250] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:48:50.054227] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:48:50.054336] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:48:50.054377] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:48:50.054411] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:48:50.057546] [DEBUG] [FORECASTER] YETI: Forecast T+1@11:T+2@11: DOWN (p=30.95%)
[2025-11-25T23:48:50.057851] [INFO ] [FORECASTER] Completed predict_future for YETI
[2025-11-25T23:48:50.058015] [INFO ] [sig       ] YETI: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:48:50.199260] [INFO ] [LOCAL     ] Saved forecast: YETI	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/YETI.txt
[2025-11-25T23:48:50.199437] [INFO ] [sig       ] [3605/3639] Completed YETI in 0.3s | 3.04 sym/s | Total: 19.8m | ETA: 11.2s
[2025-11-25T23:48:50.199492] [INFO ] [sig       ] [3606/3639] Forecasting YMM...
[2025-11-25T23:48:50.199536] [INFO ] [sig       ] Generating forecast for: YMM
[2025-11-25T23:48:50.199578] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'YMM' from 'https://tdm.silogroup.org/data/derivative_storage/YMM.csv'.
[2025-11-25T23:48:50.209681] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'YMM'.
[2025-11-25T23:48:50.209963] [INFO ] [FORECASTER] Starting predict_future for YMM
[2025-11-25T23:48:50.210777] [DEBUG] [LOCAL     ] No optimal features file found for YMM: ./output/feature-sets/YMM.txt
[2025-11-25T23:48:50.210845] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:48:50.210892] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:48:50.210933] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:48:50.211003] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:48:50.268322] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:48:50.268958] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:48:50.269057] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:48:50.269104] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:48:50.364697] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:48:50.365033] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:48:50.365098] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:48:50.365140] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:48:50.368610] [DEBUG] [FORECASTER] YMM: Forecast T+1@11:T+2@11: UP (p=72.08%)
[2025-11-25T23:48:50.368921] [INFO ] [FORECASTER] Completed predict_future for YMM
[2025-11-25T23:48:50.369086] [INFO ] [sig       ] YMM: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:48:50.510316] [INFO ] [LOCAL     ] Saved forecast: YMM	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/YMM.txt
[2025-11-25T23:48:50.510500] [INFO ] [sig       ] [3606/3639] Completed YMM in 0.3s | 3.04 sym/s | Total: 19.8m | ETA: 10.9s
[2025-11-25T23:48:50.510556] [INFO ] [sig       ] [3607/3639] Forecasting YPF...
[2025-11-25T23:48:50.510602] [INFO ] [sig       ] Generating forecast for: YPF
[2025-11-25T23:48:50.510666] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'YPF' from 'https://tdm.silogroup.org/data/derivative_storage/YPF.csv'.
[2025-11-25T23:48:50.521359] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'YPF'.
[2025-11-25T23:48:50.521713] [INFO ] [FORECASTER] Starting predict_future for YPF
[2025-11-25T23:48:50.522494] [DEBUG] [LOCAL     ] No optimal features file found for YPF: ./output/feature-sets/YPF.txt
[2025-11-25T23:48:50.522563] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:48:50.522608] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:48:50.522671] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:48:50.522742] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:48:50.580001] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:48:50.580618] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:48:50.580730] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:48:50.580778] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:48:50.674890] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:48:50.674995] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:48:50.675036] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:48:50.675070] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:48:50.678212] [DEBUG] [FORECASTER] YPF: Forecast T+1@11:T+2@11: UP (p=98.84%)
[2025-11-25T23:48:50.678489] [INFO ] [FORECASTER] Completed predict_future for YPF
[2025-11-25T23:48:50.678622] [INFO ] [sig       ] YPF: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:48:50.819544] [INFO ] [LOCAL     ] Saved forecast: YPF	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/YPF.txt
[2025-11-25T23:48:50.819699] [INFO ] [sig       ] [3607/3639] Completed YPF in 0.3s | 3.04 sym/s | Total: 19.8m | ETA: 10.5s
[2025-11-25T23:48:50.819779] [INFO ] [sig       ] [3608/3639] Forecasting YQQQ...
[2025-11-25T23:48:50.819825] [INFO ] [sig       ] Generating forecast for: YQQQ
[2025-11-25T23:48:50.819867] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'YQQQ' from 'https://tdm.silogroup.org/data/derivative_storage/YQQQ.csv'.
[2025-11-25T23:48:50.829957] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'YQQQ'.
[2025-11-25T23:48:50.830242] [INFO ] [FORECASTER] Starting predict_future for YQQQ
[2025-11-25T23:48:50.831063] [DEBUG] [LOCAL     ] No optimal features file found for YQQQ: ./output/feature-sets/YQQQ.txt
[2025-11-25T23:48:50.831132] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:48:50.831177] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:48:50.831217] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:48:50.831287] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:48:50.888780] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:48:50.889431] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:48:50.889524] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:48:50.889570] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:48:50.980278] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:48:50.980393] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:48:50.980434] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:48:50.980468] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:48:50.983626] [DEBUG] [FORECASTER] YQQQ: Forecast T+1@11:T+2@11: DOWN (p=1.68%)
[2025-11-25T23:48:50.983922] [INFO ] [FORECASTER] Completed predict_future for YQQQ
[2025-11-25T23:48:50.984069] [INFO ] [sig       ] YQQQ: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:48:51.134194] [INFO ] [LOCAL     ] Saved forecast: YQQQ	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/YQQQ.txt
[2025-11-25T23:48:51.134355] [INFO ] [sig       ] [3608/3639] Completed YQQQ in 0.3s | 3.04 sym/s | Total: 19.8m | ETA: 10.2s
[2025-11-25T23:48:51.134410] [INFO ] [sig       ] [3609/3639] Forecasting YRD...
[2025-11-25T23:48:51.134454] [INFO ] [sig       ] Generating forecast for: YRD
[2025-11-25T23:48:51.134497] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'YRD' from 'https://tdm.silogroup.org/data/derivative_storage/YRD.csv'.
[2025-11-25T23:48:51.144410] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'YRD'.
[2025-11-25T23:48:51.144720] [INFO ] [FORECASTER] Starting predict_future for YRD
[2025-11-25T23:48:51.145524] [DEBUG] [LOCAL     ] No optimal features file found for YRD: ./output/feature-sets/YRD.txt
[2025-11-25T23:48:51.145595] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:48:51.145663] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:48:51.145707] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:48:51.145780] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:48:51.202882] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:48:51.203585] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:48:51.203720] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:48:51.203789] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:48:51.302369] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:48:51.302562] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:48:51.302608] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:48:51.302663] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:48:51.306097] [DEBUG] [FORECASTER] YRD: Forecast T+1@11:T+2@11: UP (p=93.16%)
[2025-11-25T23:48:51.306389] [INFO ] [FORECASTER] Completed predict_future for YRD
[2025-11-25T23:48:51.306550] [INFO ] [sig       ] YRD: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:48:51.450972] [INFO ] [LOCAL     ] Saved forecast: YRD	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/YRD.txt
[2025-11-25T23:48:51.451174] [INFO ] [sig       ] [3609/3639] Completed YRD in 0.3s | 3.04 sym/s | Total: 19.8m | ETA: 9.9s
[2025-11-25T23:48:51.451233] [INFO ] [sig       ] [3610/3639] Forecasting YSG...
[2025-11-25T23:48:51.451277] [INFO ] [sig       ] Generating forecast for: YSG
[2025-11-25T23:48:51.451319] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'YSG' from 'https://tdm.silogroup.org/data/derivative_storage/YSG.csv'.
[2025-11-25T23:48:51.461571] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'YSG'.
[2025-11-25T23:48:51.461977] [INFO ] [FORECASTER] Starting predict_future for YSG
[2025-11-25T23:48:51.462798] [DEBUG] [LOCAL     ] No optimal features file found for YSG: ./output/feature-sets/YSG.txt
[2025-11-25T23:48:51.462867] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:48:51.462913] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:48:51.462953] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:48:51.463023] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:48:51.521393] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:48:51.522245] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:48:51.522345] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:48:51.522393] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:48:51.613754] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:48:51.613899] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:48:51.613949] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:48:51.613997] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:48:51.617381] [DEBUG] [FORECASTER] YSG: Forecast T+1@11:T+2@11: DOWN (p=0.61%)
[2025-11-25T23:48:51.617720] [INFO ] [FORECASTER] Completed predict_future for YSG
[2025-11-25T23:48:51.617894] [INFO ] [sig       ] YSG: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:48:51.762380] [INFO ] [LOCAL     ] Saved forecast: YSG	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/YSG.txt
[2025-11-25T23:48:51.762533] [INFO ] [sig       ] [3610/3639] Completed YSG in 0.3s | 3.04 sym/s | Total: 19.8m | ETA: 9.5s
[2025-11-25T23:48:51.762600] [INFO ] [sig       ] [3611/3639] Forecasting YTRA...
[2025-11-25T23:48:51.762674] [INFO ] [sig       ] Generating forecast for: YTRA
[2025-11-25T23:48:51.762731] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'YTRA' from 'https://tdm.silogroup.org/data/derivative_storage/YTRA.csv'.
[2025-11-25T23:48:51.772497] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'YTRA'.
[2025-11-25T23:48:51.772909] [INFO ] [FORECASTER] Starting predict_future for YTRA
[2025-11-25T23:48:51.773769] [DEBUG] [LOCAL     ] No optimal features file found for YTRA: ./output/feature-sets/YTRA.txt
[2025-11-25T23:48:51.773839] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:48:51.773887] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:48:51.773929] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:48:51.774000] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:48:51.832564] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:48:51.833474] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:48:51.833573] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:48:51.833621] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:48:51.927400] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:48:51.927543] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:48:51.927586] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:48:51.927658] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:48:51.930953] [DEBUG] [FORECASTER] YTRA: Forecast T+1@11:T+2@11: DOWN (p=28.50%)
[2025-11-25T23:48:51.931273] [INFO ] [FORECASTER] Completed predict_future for YTRA
[2025-11-25T23:48:51.931428] [INFO ] [sig       ] YTRA: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:48:52.071923] [INFO ] [LOCAL     ] Saved forecast: YTRA	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/YTRA.txt
[2025-11-25T23:48:52.072079] [INFO ] [sig       ] [3611/3639] Completed YTRA in 0.3s | 3.04 sym/s | Total: 19.8m | ETA: 9.2s
[2025-11-25T23:48:52.072148] [INFO ] [sig       ] [3612/3639] Forecasting YUM...
[2025-11-25T23:48:52.072203] [INFO ] [sig       ] Generating forecast for: YUM
[2025-11-25T23:48:52.072254] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'YUM' from 'https://tdm.silogroup.org/data/derivative_storage/YUM.csv'.
[2025-11-25T23:48:52.082240] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'YUM'.
[2025-11-25T23:48:52.082535] [INFO ] [FORECASTER] Starting predict_future for YUM
[2025-11-25T23:48:52.083347] [DEBUG] [LOCAL     ] No optimal features file found for YUM: ./output/feature-sets/YUM.txt
[2025-11-25T23:48:52.083417] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:48:52.083474] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:48:52.083524] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:48:52.083611] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:48:52.140963] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:48:52.141578] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:48:52.141700] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:48:52.141752] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:48:52.236447] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:48:52.236608] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:48:52.236669] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:48:52.236711] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:48:52.240112] [DEBUG] [FORECASTER] YUM: Forecast T+1@11:T+2@11: DOWN (p=4.54%)
[2025-11-25T23:48:52.240392] [INFO ] [FORECASTER] Completed predict_future for YUM
[2025-11-25T23:48:52.240532] [INFO ] [sig       ] YUM: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:48:52.381730] [INFO ] [LOCAL     ] Saved forecast: YUM	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/YUM.txt
[2025-11-25T23:48:52.381882] [INFO ] [sig       ] [3612/3639] Completed YUM in 0.3s | 3.04 sym/s | Total: 19.8m | ETA: 8.9s
[2025-11-25T23:48:52.381956] [INFO ] [sig       ] [3613/3639] Forecasting YUMC...
[2025-11-25T23:48:52.382011] [INFO ] [sig       ] Generating forecast for: YUMC
[2025-11-25T23:48:52.382054] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'YUMC' from 'https://tdm.silogroup.org/data/derivative_storage/YUMC.csv'.
[2025-11-25T23:48:52.392100] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'YUMC'.
[2025-11-25T23:48:52.392395] [INFO ] [FORECASTER] Starting predict_future for YUMC
[2025-11-25T23:48:52.393227] [DEBUG] [LOCAL     ] No optimal features file found for YUMC: ./output/feature-sets/YUMC.txt
[2025-11-25T23:48:52.393297] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:48:52.393355] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:48:52.393406] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:48:52.393493] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:48:52.450827] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:48:52.451463] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:48:52.451587] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:48:52.451638] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:48:52.549027] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:48:52.549157] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:48:52.549200] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:48:52.549237] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:48:52.552451] [DEBUG] [FORECASTER] YUMC: Forecast T+1@11:T+2@11: UP (p=51.70%)
[2025-11-25T23:48:52.552765] [INFO ] [FORECASTER] Completed predict_future for YUMC
[2025-11-25T23:48:52.552941] [INFO ] [sig       ] YUMC: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:48:52.694229] [INFO ] [LOCAL     ] Saved forecast: YUMC	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/YUMC.txt
[2025-11-25T23:48:52.694359] [INFO ] [sig       ] [3613/3639] Completed YUMC in 0.3s | 3.04 sym/s | Total: 19.8m | ETA: 8.6s
[2025-11-25T23:48:52.694413] [INFO ] [sig       ] [3614/3639] Forecasting Z...
[2025-11-25T23:48:52.694507] [INFO ] [sig       ] Generating forecast for: Z
[2025-11-25T23:48:52.694552] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'Z' from 'https://tdm.silogroup.org/data/derivative_storage/Z.csv'.
[2025-11-25T23:48:52.704508] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'Z'.
[2025-11-25T23:48:52.704952] [INFO ] [FORECASTER] Starting predict_future for Z
[2025-11-25T23:48:52.705814] [DEBUG] [LOCAL     ] No optimal features file found for Z: ./output/feature-sets/Z.txt
[2025-11-25T23:48:52.705883] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:48:52.705929] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:48:52.705989] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:48:52.706068] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:48:52.763159] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:48:52.763806] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:48:52.763898] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:48:52.763945] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:48:52.860738] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:48:52.860916] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:48:52.860962] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:48:52.860997] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:48:52.864343] [DEBUG] [FORECASTER] Z: Forecast T+1@11:T+2@11: DOWN (p=47.43%)
[2025-11-25T23:48:52.864635] [INFO ] [FORECASTER] Completed predict_future for Z
[2025-11-25T23:48:52.864833] [INFO ] [sig       ] Z: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:48:53.006495] [INFO ] [LOCAL     ] Saved forecast: Z	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/Z.txt
[2025-11-25T23:48:53.006678] [INFO ] [sig       ] [3614/3639] Completed Z in 0.3s | 3.04 sym/s | Total: 19.8m | ETA: 8.2s
[2025-11-25T23:48:53.006735] [INFO ] [sig       ] [3615/3639] Forecasting ZBH...
[2025-11-25T23:48:53.006779] [INFO ] [sig       ] Generating forecast for: ZBH
[2025-11-25T23:48:53.006845] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ZBH' from 'https://tdm.silogroup.org/data/derivative_storage/ZBH.csv'.
[2025-11-25T23:48:53.016944] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ZBH'.
[2025-11-25T23:48:53.017337] [INFO ] [FORECASTER] Starting predict_future for ZBH
[2025-11-25T23:48:53.018178] [DEBUG] [LOCAL     ] No optimal features file found for ZBH: ./output/feature-sets/ZBH.txt
[2025-11-25T23:48:53.018249] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:48:53.018295] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:48:53.018358] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:48:53.018483] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:48:53.075751] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:48:53.076606] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:48:53.076730] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:48:53.076781] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:48:53.179308] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:48:53.179412] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:48:53.179454] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:48:53.179488] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:48:53.182599] [DEBUG] [FORECASTER] ZBH: Forecast T+1@11:T+2@11: UP (p=66.47%)
[2025-11-25T23:48:53.182903] [INFO ] [FORECASTER] Completed predict_future for ZBH
[2025-11-25T23:48:53.183055] [INFO ] [sig       ] ZBH: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:48:53.326619] [INFO ] [LOCAL     ] Saved forecast: ZBH	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/ZBH.txt
[2025-11-25T23:48:53.326782] [INFO ] [sig       ] [3615/3639] Completed ZBH in 0.3s | 3.04 sym/s | Total: 19.8m | ETA: 7.9s
[2025-11-25T23:48:53.326841] [INFO ] [sig       ] [3616/3639] Forecasting ZBIO...
[2025-11-25T23:48:53.326883] [INFO ] [sig       ] Generating forecast for: ZBIO
[2025-11-25T23:48:53.326927] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ZBIO' from 'https://tdm.silogroup.org/data/derivative_storage/ZBIO.csv'.
[2025-11-25T23:48:53.336325] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ZBIO'.
[2025-11-25T23:48:53.336599] [INFO ] [FORECASTER] Starting predict_future for ZBIO
[2025-11-25T23:48:53.337460] [DEBUG] [LOCAL     ] No optimal features file found for ZBIO: ./output/feature-sets/ZBIO.txt
[2025-11-25T23:48:53.337530] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:48:53.337589] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:48:53.337623] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:48:53.337712] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:48:53.394935] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:48:53.395568] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:48:53.395686] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:48:53.395731] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:48:53.494928] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:48:53.495021] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:48:53.495063] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:48:53.495097] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:48:53.498218] [DEBUG] [FORECASTER] ZBIO: Forecast T+1@11:T+2@11: DOWN (p=48.72%)
[2025-11-25T23:48:53.498491] [INFO ] [FORECASTER] Completed predict_future for ZBIO
[2025-11-25T23:48:53.498633] [INFO ] [sig       ] ZBIO: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:48:53.640054] [INFO ] [LOCAL     ] Saved forecast: ZBIO	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/ZBIO.txt
[2025-11-25T23:48:53.640186] [INFO ] [sig       ] [3616/3639] Completed ZBIO in 0.3s | 3.04 sym/s | Total: 19.8m | ETA: 7.6s
[2025-11-25T23:48:53.640241] [INFO ] [sig       ] [3617/3639] Forecasting ZBRA...
[2025-11-25T23:48:53.640287] [INFO ] [sig       ] Generating forecast for: ZBRA
[2025-11-25T23:48:53.640328] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ZBRA' from 'https://tdm.silogroup.org/data/derivative_storage/ZBRA.csv'.
[2025-11-25T23:48:53.650268] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ZBRA'.
[2025-11-25T23:48:53.650538] [INFO ] [FORECASTER] Starting predict_future for ZBRA
[2025-11-25T23:48:53.651397] [DEBUG] [LOCAL     ] No optimal features file found for ZBRA: ./output/feature-sets/ZBRA.txt
[2025-11-25T23:48:53.651467] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:48:53.651524] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:48:53.651577] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:48:53.651682] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:48:53.708746] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:48:53.709356] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:48:53.709448] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:48:53.709498] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:48:53.818767] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:48:53.818873] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:48:53.818913] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:48:53.818946] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:48:53.822038] [DEBUG] [FORECASTER] ZBRA: Forecast T+1@11:T+2@11: UP (p=87.11%)
[2025-11-25T23:48:53.822341] [INFO ] [FORECASTER] Completed predict_future for ZBRA
[2025-11-25T23:48:53.822523] [INFO ] [sig       ] ZBRA: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:48:53.967624] [INFO ] [LOCAL     ] Saved forecast: ZBRA	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/ZBRA.txt
[2025-11-25T23:48:53.967833] [INFO ] [sig       ] [3617/3639] Completed ZBRA in 0.3s | 3.04 sym/s | Total: 19.8m | ETA: 7.2s
[2025-11-25T23:48:53.967889] [INFO ] [sig       ] [3618/3639] Forecasting ZD...
[2025-11-25T23:48:53.967932] [INFO ] [sig       ] Generating forecast for: ZD
[2025-11-25T23:48:53.967976] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ZD' from 'https://tdm.silogroup.org/data/derivative_storage/ZD.csv'.
[2025-11-25T23:48:53.979338] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ZD'.
[2025-11-25T23:48:53.979762] [INFO ] [FORECASTER] Starting predict_future for ZD
[2025-11-25T23:48:53.980698] [DEBUG] [LOCAL     ] No optimal features file found for ZD: ./output/feature-sets/ZD.txt
[2025-11-25T23:48:53.980767] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:48:53.980814] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:48:53.980855] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:48:53.980926] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:48:54.038370] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:48:54.039155] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:48:54.039273] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:48:54.039320] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:48:54.133700] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:48:54.133831] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:48:54.133875] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:48:54.133909] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:48:54.137213] [DEBUG] [FORECASTER] ZD: Forecast T+1@11:T+2@11: UP (p=56.60%)
[2025-11-25T23:48:54.137537] [INFO ] [FORECASTER] Completed predict_future for ZD
[2025-11-25T23:48:54.137720] [INFO ] [sig       ] ZD: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:48:54.281360] [INFO ] [LOCAL     ] Saved forecast: ZD	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/ZD.txt
[2025-11-25T23:48:54.281592] [INFO ] [sig       ] [3618/3639] Completed ZD in 0.3s | 3.04 sym/s | Total: 19.8m | ETA: 6.9s
[2025-11-25T23:48:54.281682] [INFO ] [sig       ] [3619/3639] Forecasting ZEPP...
[2025-11-25T23:48:54.281729] [INFO ] [sig       ] Generating forecast for: ZEPP
[2025-11-25T23:48:54.281790] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ZEPP' from 'https://tdm.silogroup.org/data/derivative_storage/ZEPP.csv'.
[2025-11-25T23:48:54.292364] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ZEPP'.
[2025-11-25T23:48:54.292733] [INFO ] [FORECASTER] Starting predict_future for ZEPP
[2025-11-25T23:48:54.293609] [DEBUG] [LOCAL     ] No optimal features file found for ZEPP: ./output/feature-sets/ZEPP.txt
[2025-11-25T23:48:54.293695] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:48:54.293741] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:48:54.293783] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:48:54.293852] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:48:54.354545] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:48:54.355781] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:48:54.355906] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:48:54.355969] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:48:54.453887] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:48:54.454100] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:48:54.454155] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:48:54.454197] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:48:54.457792] [DEBUG] [FORECASTER] ZEPP: Forecast T+1@11:T+2@11: UP (p=55.03%)
[2025-11-25T23:48:54.458099] [INFO ] [FORECASTER] Completed predict_future for ZEPP
[2025-11-25T23:48:54.458282] [INFO ] [sig       ] ZEPP: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:48:54.606958] [INFO ] [LOCAL     ] Saved forecast: ZEPP	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/ZEPP.txt
[2025-11-25T23:48:54.607147] [INFO ] [sig       ] [3619/3639] Completed ZEPP in 0.3s | 3.04 sym/s | Total: 19.8m | ETA: 6.6s
[2025-11-25T23:48:54.607203] [INFO ] [sig       ] [3620/3639] Forecasting ZETA...
[2025-11-25T23:48:54.607247] [INFO ] [sig       ] Generating forecast for: ZETA
[2025-11-25T23:48:54.607290] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ZETA' from 'https://tdm.silogroup.org/data/derivative_storage/ZETA.csv'.
[2025-11-25T23:48:54.619565] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ZETA'.
[2025-11-25T23:48:54.620120] [INFO ] [FORECASTER] Starting predict_future for ZETA
[2025-11-25T23:48:54.621244] [DEBUG] [LOCAL     ] No optimal features file found for ZETA: ./output/feature-sets/ZETA.txt
[2025-11-25T23:48:54.621333] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:48:54.621403] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:48:54.621466] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:48:54.621570] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:48:54.681388] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:48:54.682250] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:48:54.682357] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:48:54.682406] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:48:54.781113] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:48:54.781283] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:48:54.781327] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:48:54.781362] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:48:54.784957] [DEBUG] [FORECASTER] ZETA: Forecast T+1@11:T+2@11: UP (p=84.27%)
[2025-11-25T23:48:54.785286] [INFO ] [FORECASTER] Completed predict_future for ZETA
[2025-11-25T23:48:54.785432] [INFO ] [sig       ] ZETA: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:48:54.926707] [INFO ] [LOCAL     ] Saved forecast: ZETA	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/ZETA.txt
[2025-11-25T23:48:54.926879] [INFO ] [sig       ] [3620/3639] Completed ZETA in 0.3s | 3.04 sym/s | Total: 19.8m | ETA: 6.2s
[2025-11-25T23:48:54.926936] [INFO ] [sig       ] [3621/3639] Forecasting ZEUS...
[2025-11-25T23:48:54.927051] [INFO ] [sig       ] Generating forecast for: ZEUS
[2025-11-25T23:48:54.927100] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ZEUS' from 'https://tdm.silogroup.org/data/derivative_storage/ZEUS.csv'.
[2025-11-25T23:48:54.937407] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ZEUS'.
[2025-11-25T23:48:54.937815] [INFO ] [FORECASTER] Starting predict_future for ZEUS
[2025-11-25T23:48:54.938634] [DEBUG] [LOCAL     ] No optimal features file found for ZEUS: ./output/feature-sets/ZEUS.txt
[2025-11-25T23:48:54.938724] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:48:54.938771] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:48:54.938812] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:48:54.938880] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:48:55.000425] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:48:55.001351] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:48:55.001464] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:48:55.001510] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:48:55.096934] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:48:55.097121] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:48:55.097168] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:48:55.097204] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:48:55.100769] [DEBUG] [FORECASTER] ZEUS: Forecast T+1@11:T+2@11: UP (p=74.12%)
[2025-11-25T23:48:55.101072] [INFO ] [FORECASTER] Completed predict_future for ZEUS
[2025-11-25T23:48:55.101223] [INFO ] [sig       ] ZEUS: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:48:55.245344] [INFO ] [LOCAL     ] Saved forecast: ZEUS	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/ZEUS.txt
[2025-11-25T23:48:55.245512] [INFO ] [sig       ] [3621/3639] Completed ZEUS in 0.3s | 3.04 sym/s | Total: 19.8m | ETA: 5.9s
[2025-11-25T23:48:55.245574] [INFO ] [sig       ] [3622/3639] Forecasting ZG...
[2025-11-25T23:48:55.245621] [INFO ] [sig       ] Generating forecast for: ZG
[2025-11-25T23:48:55.245686] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ZG' from 'https://tdm.silogroup.org/data/derivative_storage/ZG.csv'.
[2025-11-25T23:48:55.256054] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ZG'.
[2025-11-25T23:48:55.256389] [INFO ] [FORECASTER] Starting predict_future for ZG
[2025-11-25T23:48:55.257225] [DEBUG] [LOCAL     ] No optimal features file found for ZG: ./output/feature-sets/ZG.txt
[2025-11-25T23:48:55.257294] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:48:55.257341] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:48:55.257409] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:48:55.257527] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:48:55.316526] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:48:55.317302] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:48:55.317423] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:48:55.317487] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:48:55.421777] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:48:55.421978] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:48:55.422028] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:48:55.422065] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:48:55.426591] [DEBUG] [FORECASTER] ZG: Forecast T+1@11:T+2@11: DOWN (p=36.52%)
[2025-11-25T23:48:55.427018] [INFO ] [FORECASTER] Completed predict_future for ZG
[2025-11-25T23:48:55.427211] [INFO ] [sig       ] ZG: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:48:55.576319] [INFO ] [LOCAL     ] Saved forecast: ZG	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/ZG.txt
[2025-11-25T23:48:55.576501] [INFO ] [sig       ] [3622/3639] Completed ZG in 0.3s | 3.04 sym/s | Total: 19.9m | ETA: 5.6s
[2025-11-25T23:48:55.576556] [INFO ] [sig       ] [3623/3639] Forecasting ZGN...
[2025-11-25T23:48:55.576600] [INFO ] [sig       ] Generating forecast for: ZGN
[2025-11-25T23:48:55.576746] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ZGN' from 'https://tdm.silogroup.org/data/derivative_storage/ZGN.csv'.
[2025-11-25T23:48:55.587052] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ZGN'.
[2025-11-25T23:48:55.587410] [INFO ] [FORECASTER] Starting predict_future for ZGN
[2025-11-25T23:48:55.588265] [DEBUG] [LOCAL     ] No optimal features file found for ZGN: ./output/feature-sets/ZGN.txt
[2025-11-25T23:48:55.588336] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:48:55.588382] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:48:55.588423] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:48:55.588492] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:48:55.645781] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:48:55.646430] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:48:55.646523] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:48:55.646570] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:48:55.739887] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:48:55.739978] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:48:55.740019] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:48:55.740052] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:48:55.743045] [DEBUG] [FORECASTER] ZGN: Forecast T+1@11:T+2@11: DOWN (p=36.28%)
[2025-11-25T23:48:55.743314] [INFO ] [FORECASTER] Completed predict_future for ZGN
[2025-11-25T23:48:55.743447] [INFO ] [sig       ] ZGN: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:48:55.883923] [INFO ] [LOCAL     ] Saved forecast: ZGN	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/ZGN.txt
[2025-11-25T23:48:55.884049] [INFO ] [sig       ] [3623/3639] Completed ZGN in 0.3s | 3.04 sym/s | Total: 19.9m | ETA: 5.3s
[2025-11-25T23:48:55.884102] [INFO ] [sig       ] [3624/3639] Forecasting ZH...
[2025-11-25T23:48:55.884146] [INFO ] [sig       ] Generating forecast for: ZH
[2025-11-25T23:48:55.884187] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ZH' from 'https://tdm.silogroup.org/data/derivative_storage/ZH.csv'.
[2025-11-25T23:48:55.893989] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ZH'.
[2025-11-25T23:48:55.894260] [INFO ] [FORECASTER] Starting predict_future for ZH
[2025-11-25T23:48:55.895058] [DEBUG] [LOCAL     ] No optimal features file found for ZH: ./output/feature-sets/ZH.txt
[2025-11-25T23:48:55.895141] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:48:55.895198] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:48:55.895245] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:48:55.895314] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:48:55.952728] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:48:55.953361] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:48:55.953458] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:48:55.953504] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:48:56.048980] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:48:56.049147] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:48:56.049200] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:48:56.049241] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:48:56.052451] [DEBUG] [FORECASTER] ZH: Forecast T+1@11:T+2@11: DOWN (p=6.96%)
[2025-11-25T23:48:56.052751] [INFO ] [FORECASTER] Completed predict_future for ZH
[2025-11-25T23:48:56.052895] [INFO ] [sig       ] ZH: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:48:56.194693] [INFO ] [LOCAL     ] Saved forecast: ZH	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/ZH.txt
[2025-11-25T23:48:56.194872] [INFO ] [sig       ] [3624/3639] Completed ZH in 0.3s | 3.04 sym/s | Total: 19.9m | ETA: 4.9s
[2025-11-25T23:48:56.194927] [INFO ] [sig       ] [3625/3639] Forecasting ZIM...
[2025-11-25T23:48:56.194969] [INFO ] [sig       ] Generating forecast for: ZIM
[2025-11-25T23:48:56.195011] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ZIM' from 'https://tdm.silogroup.org/data/derivative_storage/ZIM.csv'.
[2025-11-25T23:48:56.205589] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ZIM'.
[2025-11-25T23:48:56.205982] [INFO ] [FORECASTER] Starting predict_future for ZIM
[2025-11-25T23:48:56.206799] [DEBUG] [LOCAL     ] No optimal features file found for ZIM: ./output/feature-sets/ZIM.txt
[2025-11-25T23:48:56.206866] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:48:56.206912] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:48:56.206952] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:48:56.207022] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:48:56.264617] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:48:56.265257] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:48:56.265350] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:48:56.265397] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:48:56.357028] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:48:56.357153] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:48:56.357193] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:48:56.357226] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:48:56.360414] [DEBUG] [FORECASTER] ZIM: Forecast T+1@11:T+2@11: DOWN (p=24.43%)
[2025-11-25T23:48:56.360720] [INFO ] [FORECASTER] Completed predict_future for ZIM
[2025-11-25T23:48:56.360863] [INFO ] [sig       ] ZIM: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:48:56.500952] [INFO ] [LOCAL     ] Saved forecast: ZIM	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/ZIM.txt
[2025-11-25T23:48:56.501095] [INFO ] [sig       ] [3625/3639] Completed ZIM in 0.3s | 3.04 sym/s | Total: 19.9m | ETA: 4.6s
[2025-11-25T23:48:56.501144] [INFO ] [sig       ] [3626/3639] Forecasting ZION...
[2025-11-25T23:48:56.501188] [INFO ] [sig       ] Generating forecast for: ZION
[2025-11-25T23:48:56.501229] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ZION' from 'https://tdm.silogroup.org/data/derivative_storage/ZION.csv'.
[2025-11-25T23:48:56.510861] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ZION'.
[2025-11-25T23:48:56.511135] [INFO ] [FORECASTER] Starting predict_future for ZION
[2025-11-25T23:48:56.511971] [DEBUG] [LOCAL     ] No optimal features file found for ZION: ./output/feature-sets/ZION.txt
[2025-11-25T23:48:56.512039] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:48:56.512084] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:48:56.512129] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:48:56.512199] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:48:56.568550] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:48:56.569187] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:48:56.569280] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:48:56.569326] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:48:56.665860] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:48:56.665971] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:48:56.666013] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:48:56.666047] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:48:56.669197] [DEBUG] [FORECASTER] ZION: Forecast T+1@11:T+2@11: DOWN (p=3.01%)
[2025-11-25T23:48:56.669474] [INFO ] [FORECASTER] Completed predict_future for ZION
[2025-11-25T23:48:56.669613] [INFO ] [sig       ] ZION: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:48:56.809233] [INFO ] [LOCAL     ] Saved forecast: ZION	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/ZION.txt
[2025-11-25T23:48:56.809377] [INFO ] [sig       ] [3626/3639] Completed ZION in 0.3s | 3.04 sym/s | Total: 19.9m | ETA: 4.3s
[2025-11-25T23:48:56.809431] [INFO ] [sig       ] [3627/3639] Forecasting ZIP...
[2025-11-25T23:48:56.809474] [INFO ] [sig       ] Generating forecast for: ZIP
[2025-11-25T23:48:56.809516] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ZIP' from 'https://tdm.silogroup.org/data/derivative_storage/ZIP.csv'.
[2025-11-25T23:48:56.818749] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ZIP'.
[2025-11-25T23:48:56.819025] [INFO ] [FORECASTER] Starting predict_future for ZIP
[2025-11-25T23:48:56.819824] [DEBUG] [LOCAL     ] No optimal features file found for ZIP: ./output/feature-sets/ZIP.txt
[2025-11-25T23:48:56.819893] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:48:56.819938] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:48:56.819978] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:48:56.820048] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:48:56.877479] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:48:56.878111] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:48:56.878208] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:48:56.878254] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:48:56.976832] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:48:56.976954] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:48:56.976995] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:48:56.977029] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:48:56.980279] [DEBUG] [FORECASTER] ZIP: Forecast T+1@11:T+2@11: DOWN (p=1.87%)
[2025-11-25T23:48:56.980561] [INFO ] [FORECASTER] Completed predict_future for ZIP
[2025-11-25T23:48:56.980749] [INFO ] [sig       ] ZIP: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:48:57.125188] [INFO ] [LOCAL     ] Saved forecast: ZIP	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/ZIP.txt
[2025-11-25T23:48:57.125349] [INFO ] [sig       ] [3627/3639] Completed ZIP in 0.3s | 3.04 sym/s | Total: 19.9m | ETA: 3.9s
[2025-11-25T23:48:57.125405] [INFO ] [sig       ] [3628/3639] Forecasting ZLAB...
[2025-11-25T23:48:57.125448] [INFO ] [sig       ] Generating forecast for: ZLAB
[2025-11-25T23:48:57.125490] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ZLAB' from 'https://tdm.silogroup.org/data/derivative_storage/ZLAB.csv'.
[2025-11-25T23:48:57.135561] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ZLAB'.
[2025-11-25T23:48:57.135868] [INFO ] [FORECASTER] Starting predict_future for ZLAB
[2025-11-25T23:48:57.136698] [DEBUG] [LOCAL     ] No optimal features file found for ZLAB: ./output/feature-sets/ZLAB.txt
[2025-11-25T23:48:57.136765] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:48:57.136827] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:48:57.136870] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:48:57.136938] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:48:57.193790] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:48:57.194409] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:48:57.194502] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:48:57.194548] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:48:57.287084] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:48:57.287209] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:48:57.287259] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:48:57.287293] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:48:57.290508] [DEBUG] [FORECASTER] ZLAB: Forecast T+1@11:T+2@11: UP (p=87.16%)
[2025-11-25T23:48:57.290805] [INFO ] [FORECASTER] Completed predict_future for ZLAB
[2025-11-25T23:48:57.290949] [INFO ] [sig       ] ZLAB: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:48:57.432584] [INFO ] [LOCAL     ] Saved forecast: ZLAB	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/ZLAB.txt
[2025-11-25T23:48:57.432744] [INFO ] [sig       ] [3628/3639] Completed ZLAB in 0.3s | 3.04 sym/s | Total: 19.9m | ETA: 3.6s
[2025-11-25T23:48:57.432799] [INFO ] [sig       ] [3629/3639] Forecasting ZM...
[2025-11-25T23:48:57.432842] [INFO ] [sig       ] Generating forecast for: ZM
[2025-11-25T23:48:57.432884] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ZM' from 'https://tdm.silogroup.org/data/derivative_storage/ZM.csv'.
[2025-11-25T23:48:57.442765] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ZM'.
[2025-11-25T23:48:57.443035] [INFO ] [FORECASTER] Starting predict_future for ZM
[2025-11-25T23:48:57.443860] [DEBUG] [LOCAL     ] No optimal features file found for ZM: ./output/feature-sets/ZM.txt
[2025-11-25T23:48:57.443929] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:48:57.443974] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:48:57.444014] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:48:57.444082] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:48:57.501283] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:48:57.501960] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:48:57.502053] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:48:57.502100] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:48:57.596006] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:48:57.596172] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:48:57.596220] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:48:57.596254] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:48:57.599619] [DEBUG] [FORECASTER] ZM: Forecast T+1@11:T+2@11: DOWN (p=49.53%)
[2025-11-25T23:48:57.599937] [INFO ] [FORECASTER] Completed predict_future for ZM
[2025-11-25T23:48:57.600078] [INFO ] [sig       ] ZM: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:48:57.741612] [INFO ] [LOCAL     ] Saved forecast: ZM	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/ZM.txt
[2025-11-25T23:48:57.741820] [INFO ] [sig       ] [3629/3639] Completed ZM in 0.3s | 3.04 sym/s | Total: 19.9m | ETA: 3.3s
[2025-11-25T23:48:57.741876] [INFO ] [sig       ] [3630/3639] Forecasting ZNTL...
[2025-11-25T23:48:57.741918] [INFO ] [sig       ] Generating forecast for: ZNTL
[2025-11-25T23:48:57.741959] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ZNTL' from 'https://tdm.silogroup.org/data/derivative_storage/ZNTL.csv'.
[2025-11-25T23:48:57.752014] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ZNTL'.
[2025-11-25T23:48:57.752342] [INFO ] [FORECASTER] Starting predict_future for ZNTL
[2025-11-25T23:48:57.753221] [DEBUG] [LOCAL     ] No optimal features file found for ZNTL: ./output/feature-sets/ZNTL.txt
[2025-11-25T23:48:57.753299] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:48:57.753345] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:48:57.753384] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:48:57.753455] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:48:57.811227] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:48:57.812138] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:48:57.812239] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:48:57.812285] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:48:57.900694] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:48:57.900876] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:48:57.900930] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:48:57.900965] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:48:57.904445] [DEBUG] [FORECASTER] ZNTL: Forecast T+1@11:T+2@11: UP (p=60.39%)
[2025-11-25T23:48:57.904889] [INFO ] [FORECASTER] Completed predict_future for ZNTL
[2025-11-25T23:48:57.905045] [INFO ] [sig       ] ZNTL: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:48:58.049027] [INFO ] [LOCAL     ] Saved forecast: ZNTL	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/ZNTL.txt
[2025-11-25T23:48:58.049182] [INFO ] [sig       ] [3630/3639] Completed ZNTL in 0.3s | 3.04 sym/s | Total: 19.9m | ETA: 3.0s
[2025-11-25T23:48:58.049236] [INFO ] [sig       ] [3631/3639] Forecasting ZS...
[2025-11-25T23:48:58.049278] [INFO ] [sig       ] Generating forecast for: ZS
[2025-11-25T23:48:58.049319] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ZS' from 'https://tdm.silogroup.org/data/derivative_storage/ZS.csv'.
[2025-11-25T23:48:58.058990] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ZS'.
[2025-11-25T23:48:58.059311] [INFO ] [FORECASTER] Starting predict_future for ZS
[2025-11-25T23:48:58.060191] [DEBUG] [LOCAL     ] No optimal features file found for ZS: ./output/feature-sets/ZS.txt
[2025-11-25T23:48:58.060261] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:48:58.060308] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:48:58.060349] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:48:58.060421] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:48:58.118594] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:48:58.119340] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:48:58.119436] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:48:58.119483] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:48:58.210188] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:48:58.210338] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:48:58.210393] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:48:58.210434] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:48:58.213888] [DEBUG] [FORECASTER] ZS: Forecast T+1@11:T+2@11: UP (p=97.79%)
[2025-11-25T23:48:58.214201] [INFO ] [FORECASTER] Completed predict_future for ZS
[2025-11-25T23:48:58.214349] [INFO ] [sig       ] ZS: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:48:58.357577] [INFO ] [LOCAL     ] Saved forecast: ZS	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/ZS.txt
[2025-11-25T23:48:58.357737] [INFO ] [sig       ] [3631/3639] Completed ZS in 0.3s | 3.04 sym/s | Total: 19.9m | ETA: 2.6s
[2025-11-25T23:48:58.357802] [INFO ] [sig       ] [3632/3639] Forecasting ZTO...
[2025-11-25T23:48:58.357846] [INFO ] [sig       ] Generating forecast for: ZTO
[2025-11-25T23:48:58.357887] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ZTO' from 'https://tdm.silogroup.org/data/derivative_storage/ZTO.csv'.
[2025-11-25T23:48:58.367478] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ZTO'.
[2025-11-25T23:48:58.367784] [INFO ] [FORECASTER] Starting predict_future for ZTO
[2025-11-25T23:48:58.368576] [DEBUG] [LOCAL     ] No optimal features file found for ZTO: ./output/feature-sets/ZTO.txt
[2025-11-25T23:48:58.368664] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:48:58.368709] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:48:58.368750] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:48:58.368830] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:48:58.426814] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:48:58.427478] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:48:58.427571] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:48:58.427616] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:48:58.514562] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:48:58.514766] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:48:58.514818] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:48:58.514854] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:48:58.518356] [DEBUG] [FORECASTER] ZTO: Forecast T+1@11:T+2@11: DOWN (p=6.28%)
[2025-11-25T23:48:58.518669] [INFO ] [FORECASTER] Completed predict_future for ZTO
[2025-11-25T23:48:58.518821] [INFO ] [sig       ] ZTO: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:48:58.663669] [INFO ] [LOCAL     ] Saved forecast: ZTO	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/ZTO.txt
[2025-11-25T23:48:58.663819] [INFO ] [sig       ] [3632/3639] Completed ZTO in 0.3s | 3.04 sym/s | Total: 19.9m | ETA: 2.3s
[2025-11-25T23:48:58.663872] [INFO ] [sig       ] [3633/3639] Forecasting ZTS...
[2025-11-25T23:48:58.663915] [INFO ] [sig       ] Generating forecast for: ZTS
[2025-11-25T23:48:58.663956] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ZTS' from 'https://tdm.silogroup.org/data/derivative_storage/ZTS.csv'.
[2025-11-25T23:48:58.673901] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ZTS'.
[2025-11-25T23:48:58.674207] [INFO ] [FORECASTER] Starting predict_future for ZTS
[2025-11-25T23:48:58.675082] [DEBUG] [LOCAL     ] No optimal features file found for ZTS: ./output/feature-sets/ZTS.txt
[2025-11-25T23:48:58.675160] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:48:58.675230] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:48:58.675292] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:48:58.675381] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:48:58.736295] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:48:58.737404] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:48:58.737507] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:48:58.737568] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:48:58.824614] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:48:58.824762] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:48:58.824811] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:48:58.824849] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:48:58.828264] [DEBUG] [FORECASTER] ZTS: Forecast T+1@11:T+2@11: UP (p=96.41%)
[2025-11-25T23:48:58.828555] [INFO ] [FORECASTER] Completed predict_future for ZTS
[2025-11-25T23:48:58.828710] [INFO ] [sig       ] ZTS: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:48:58.976813] [INFO ] [LOCAL     ] Saved forecast: ZTS	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/ZTS.txt
[2025-11-25T23:48:58.976966] [INFO ] [sig       ] [3633/3639] Completed ZTS in 0.3s | 3.04 sym/s | Total: 19.9m | ETA: 2.0s
[2025-11-25T23:48:58.977053] [INFO ] [sig       ] [3634/3639] Forecasting ZUMZ...
[2025-11-25T23:48:58.977106] [INFO ] [sig       ] Generating forecast for: ZUMZ
[2025-11-25T23:48:58.977147] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ZUMZ' from 'https://tdm.silogroup.org/data/derivative_storage/ZUMZ.csv'.
[2025-11-25T23:48:58.989821] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ZUMZ'.
[2025-11-25T23:48:58.990168] [INFO ] [FORECASTER] Starting predict_future for ZUMZ
[2025-11-25T23:48:58.991028] [DEBUG] [LOCAL     ] No optimal features file found for ZUMZ: ./output/feature-sets/ZUMZ.txt
[2025-11-25T23:48:58.991096] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:48:58.991151] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:48:58.991200] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:48:58.991285] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:48:59.051511] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:48:59.052240] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:48:59.052336] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:48:59.052396] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:48:59.139192] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:48:59.139334] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:48:59.139381] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:48:59.139415] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:48:59.142695] [DEBUG] [FORECASTER] ZUMZ: Forecast T+1@11:T+2@11: DOWN (p=3.85%)
[2025-11-25T23:48:59.142987] [INFO ] [FORECASTER] Completed predict_future for ZUMZ
[2025-11-25T23:48:59.143118] [INFO ] [sig       ] ZUMZ: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:48:59.290098] [INFO ] [LOCAL     ] Saved forecast: ZUMZ	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/ZUMZ.txt
[2025-11-25T23:48:59.290263] [INFO ] [sig       ] [3634/3639] Completed ZUMZ in 0.3s | 3.04 sym/s | Total: 19.9m | ETA: 1.6s
[2025-11-25T23:48:59.290336] [INFO ] [sig       ] [3635/3639] Forecasting ZURA...
[2025-11-25T23:48:59.290389] [INFO ] [sig       ] Generating forecast for: ZURA
[2025-11-25T23:48:59.290441] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ZURA' from 'https://tdm.silogroup.org/data/derivative_storage/ZURA.csv'.
[2025-11-25T23:48:59.300289] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ZURA'.
[2025-11-25T23:48:59.300576] [INFO ] [FORECASTER] Starting predict_future for ZURA
[2025-11-25T23:48:59.301411] [DEBUG] [LOCAL     ] No optimal features file found for ZURA: ./output/feature-sets/ZURA.txt
[2025-11-25T23:48:59.301479] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:48:59.301524] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:48:59.301565] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:48:59.301634] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:48:59.361729] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:48:59.362384] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:48:59.362480] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:48:59.362532] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:48:59.447672] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:48:59.447803] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:48:59.447847] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:48:59.447905] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:48:59.451179] [DEBUG] [FORECASTER] ZURA: Forecast T+1@11:T+2@11: UP (p=77.25%)
[2025-11-25T23:48:59.451495] [INFO ] [FORECASTER] Completed predict_future for ZURA
[2025-11-25T23:48:59.451638] [INFO ] [sig       ] ZURA: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:48:59.595173] [INFO ] [LOCAL     ] Saved forecast: ZURA	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/ZURA.txt
[2025-11-25T23:48:59.595385] [INFO ] [sig       ] [3635/3639] Completed ZURA in 0.3s | 3.04 sym/s | Total: 19.9m | ETA: 1.3s
[2025-11-25T23:48:59.595441] [INFO ] [sig       ] [3636/3639] Forecasting ZVIA...
[2025-11-25T23:48:59.595486] [INFO ] [sig       ] Generating forecast for: ZVIA
[2025-11-25T23:48:59.595528] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ZVIA' from 'https://tdm.silogroup.org/data/derivative_storage/ZVIA.csv'.
[2025-11-25T23:48:59.605867] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ZVIA'.
[2025-11-25T23:48:59.606201] [INFO ] [FORECASTER] Starting predict_future for ZVIA
[2025-11-25T23:48:59.607030] [DEBUG] [LOCAL     ] No optimal features file found for ZVIA: ./output/feature-sets/ZVIA.txt
[2025-11-25T23:48:59.607100] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:48:59.607155] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:48:59.607205] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:48:59.607291] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:48:59.665352] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:48:59.666019] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:48:59.666114] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:48:59.666174] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:48:59.758169] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:48:59.758302] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:48:59.758345] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:48:59.758380] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:48:59.761565] [DEBUG] [FORECASTER] ZVIA: Forecast T+1@11:T+2@11: UP (p=84.41%)
[2025-11-25T23:48:59.761878] [INFO ] [FORECASTER] Completed predict_future for ZVIA
[2025-11-25T23:48:59.762040] [INFO ] [sig       ] ZVIA: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:48:59.903714] [INFO ] [LOCAL     ] Saved forecast: ZVIA	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/ZVIA.txt
[2025-11-25T23:48:59.903861] [INFO ] [sig       ] [3636/3639] Completed ZVIA in 0.3s | 3.04 sym/s | Total: 19.9m | ETA: 1.0s
[2025-11-25T23:48:59.903915] [INFO ] [sig       ] [3637/3639] Forecasting ZVRA...
[2025-11-25T23:48:59.903957] [INFO ] [sig       ] Generating forecast for: ZVRA
[2025-11-25T23:48:59.903998] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ZVRA' from 'https://tdm.silogroup.org/data/derivative_storage/ZVRA.csv'.
[2025-11-25T23:48:59.913468] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ZVRA'.
[2025-11-25T23:48:59.913801] [INFO ] [FORECASTER] Starting predict_future for ZVRA
[2025-11-25T23:48:59.914612] [DEBUG] [LOCAL     ] No optimal features file found for ZVRA: ./output/feature-sets/ZVRA.txt
[2025-11-25T23:48:59.914699] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:48:59.914745] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:48:59.914786] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:48:59.914853] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:48:59.972657] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:48:59.973307] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:48:59.973419] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:48:59.973467] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:49:00.068837] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:49:00.068990] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:49:00.069034] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:49:00.069068] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:49:00.072414] [DEBUG] [FORECASTER] ZVRA: Forecast T+1@11:T+2@11: UP (p=50.71%)
[2025-11-25T23:49:00.072731] [INFO ] [FORECASTER] Completed predict_future for ZVRA
[2025-11-25T23:49:00.072890] [INFO ] [sig       ] ZVRA: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:49:00.215266] [INFO ] [LOCAL     ] Saved forecast: ZVRA	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/ZVRA.txt
[2025-11-25T23:49:00.215441] [INFO ] [sig       ] [3637/3639] Completed ZVRA in 0.3s | 3.04 sym/s | Total: 19.9m | ETA: 0.7s
[2025-11-25T23:49:00.215495] [INFO ] [sig       ] [3638/3639] Forecasting ZWS...
[2025-11-25T23:49:00.215539] [INFO ] [sig       ] Generating forecast for: ZWS
[2025-11-25T23:49:00.215586] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ZWS' from 'https://tdm.silogroup.org/data/derivative_storage/ZWS.csv'.
[2025-11-25T23:49:00.226186] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ZWS'.
[2025-11-25T23:49:00.226570] [INFO ] [FORECASTER] Starting predict_future for ZWS
[2025-11-25T23:49:00.227467] [DEBUG] [LOCAL     ] No optimal features file found for ZWS: ./output/feature-sets/ZWS.txt
[2025-11-25T23:49:00.227537] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:49:00.227583] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:49:00.227624] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:49:00.227720] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:49:00.285375] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:49:00.286036] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:49:00.286128] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:49:00.286184] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:49:00.379970] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:49:00.380178] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:49:00.380227] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:49:00.380265] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:49:00.383882] [DEBUG] [FORECASTER] ZWS: Forecast T+1@11:T+2@11: DOWN (p=15.55%)
[2025-11-25T23:49:00.384191] [INFO ] [FORECASTER] Completed predict_future for ZWS
[2025-11-25T23:49:00.384371] [INFO ] [sig       ] ZWS: Forecast for 2025-11-25: DOWN (sign=0.00)
[2025-11-25T23:49:00.528287] [INFO ] [LOCAL     ] Saved forecast: ZWS	2025-11-26	0 -> ./output/forecasts/individual/2025-11-26/ZWS.txt
[2025-11-25T23:49:00.528440] [INFO ] [sig       ] [3638/3639] Completed ZWS in 0.3s | 3.04 sym/s | Total: 19.9m | ETA: 0.3s
[2025-11-25T23:49:00.528495] [INFO ] [sig       ] [3639/3639] Forecasting ZYME...
[2025-11-25T23:49:00.528539] [INFO ] [sig       ] Generating forecast for: ZYME
[2025-11-25T23:49:00.528580] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ZYME' from 'https://tdm.silogroup.org/data/derivative_storage/ZYME.csv'.
[2025-11-25T23:49:00.538489] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ZYME'.
[2025-11-25T23:49:00.538819] [INFO ] [FORECASTER] Starting predict_future for ZYME
[2025-11-25T23:49:00.539613] [DEBUG] [LOCAL     ] No optimal features file found for ZYME: ./output/feature-sets/ZYME.txt
[2025-11-25T23:49:00.539706] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-25T23:49:00.539753] [DEBUG] [FORECASTER] Starting train method
[2025-11-25T23:49:00.539814] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-25T23:49:00.539886] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-25T23:49:00.599038] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-25T23:49:00.599730] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-25T23:49:00.599825] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-25T23:49:00.599873] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-25T23:49:00.963428] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-25T23:49:00.963666] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-25T23:49:00.963858] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-25T23:49:00.963952] [INFO ] [FORECASTER] Training complete
[2025-11-25T23:49:00.974825] [DEBUG] [FORECASTER] ZYME: Forecast T+1@11:T+2@11: UP (p=95.75%)
[2025-11-25T23:49:00.980347] [INFO ] [FORECASTER] Completed predict_future for ZYME
[2025-11-25T23:49:00.980679] [INFO ] [sig       ] ZYME: Forecast for 2025-11-25: UP (sign=1.00)
[2025-11-25T23:49:01.125609] [INFO ] [LOCAL     ] Saved forecast: ZYME	2025-11-26	1 -> ./output/forecasts/individual/2025-11-26/ZYME.txt
[2025-11-25T23:49:01.125800] [INFO ] [sig       ] [3639/3639] Completed ZYME in 0.6s | 3.04 sym/s | Total: 19.9m | ETA: 0.0s
[2025-11-25T23:49:01.125865] [INFO ] [sig       ] ==================================================
[2025-11-25T23:49:01.125910] [INFO ] [sig       ] Forecasts complete: 3639/3639 symbols succeeded
[2025-11-25T23:49:01.125985] [INFO ] [sig       ] Automatically generating consolidated reports...
[2025-11-25T23:49:01.126102] [INFO ] [sig       ] Generating consolidated forecast reports
[2025-11-25T23:49:01.126533] [INFO ] [sig       ] Found 32 forecast dates to process
[2025-11-25T23:49:01.126608] [INFO ] [sig       ] [1/32] Processing report for 2025-10-10...
[2025-11-25T23:49:01.126700] [INFO ] [sig       ] [1/32] Report for 2025-10-10 already exists, skipping...
[2025-11-25T23:49:01.126765] [INFO ] [sig       ] [2/32] Processing report for 2025-10-13...
[2025-11-25T23:49:01.126823] [INFO ] [sig       ] [2/32] Report for 2025-10-13 already exists, skipping...
[2025-11-25T23:49:01.126884] [INFO ] [sig       ] [3/32] Processing report for 2025-10-14...
[2025-11-25T23:49:01.126946] [INFO ] [sig       ] [3/32] Report for 2025-10-14 already exists, skipping...
[2025-11-25T23:49:01.126999] [INFO ] [sig       ] [4/32] Processing report for 2025-10-15...
[2025-11-25T23:49:01.127054] [INFO ] [sig       ] [4/32] Report for 2025-10-15 already exists, skipping...
[2025-11-25T23:49:01.127113] [INFO ] [sig       ] [5/32] Processing report for 2025-10-16...
[2025-11-25T23:49:01.127212] [INFO ] [sig       ] [5/32] Report for 2025-10-16 already exists, skipping...
[2025-11-25T23:49:01.127272] [INFO ] [sig       ] [6/32] Processing report for 2025-10-17...
[2025-11-25T23:49:01.127382] [INFO ] [sig       ] [6/32] Report for 2025-10-17 already exists, skipping...
[2025-11-25T23:49:01.127446] [INFO ] [sig       ] [7/32] Processing report for 2025-10-20...
[2025-11-25T23:49:01.127515] [INFO ] [sig       ] [7/32] Report for 2025-10-20 already exists, skipping...
[2025-11-25T23:49:01.127580] [INFO ] [sig       ] [8/32] Processing report for 2025-10-21...
[2025-11-25T23:49:01.127709] [INFO ] [sig       ] [8/32] Report for 2025-10-21 already exists, skipping...
[2025-11-25T23:49:01.127769] [INFO ] [sig       ] [9/32] Processing report for 2025-10-22...
[2025-11-25T23:49:01.127865] [INFO ] [sig       ] [9/32] Report for 2025-10-22 already exists, skipping...
[2025-11-25T23:49:01.127924] [INFO ] [sig       ] [10/32] Processing report for 2025-10-23...
[2025-11-25T23:49:01.128002] [INFO ] [sig       ] [10/32] Report for 2025-10-23 already exists, skipping...
[2025-11-25T23:49:01.128058] [INFO ] [sig       ] [11/32] Processing report for 2025-10-24...
[2025-11-25T23:49:01.128128] [INFO ] [sig       ] [11/32] Report for 2025-10-24 already exists, skipping...
[2025-11-25T23:49:01.128198] [INFO ] [sig       ] [12/32] Processing report for 2025-10-27...
[2025-11-25T23:49:01.128285] [INFO ] [sig       ] [12/32] Report for 2025-10-27 already exists, skipping...
[2025-11-25T23:49:01.128343] [INFO ] [sig       ] [13/32] Processing report for 2025-10-28...
[2025-11-25T23:49:01.128404] [INFO ] [sig       ] [13/32] Report for 2025-10-28 already exists, skipping...
[2025-11-25T23:49:01.128456] [INFO ] [sig       ] [14/32] Processing report for 2025-10-30...
[2025-11-25T23:49:01.128516] [INFO ] [sig       ] [14/32] Report for 2025-10-30 already exists, skipping...
[2025-11-25T23:49:01.128569] [INFO ] [sig       ] [15/32] Processing report for 2025-10-31...
[2025-11-25T23:49:01.128630] [INFO ] [sig       ] [15/32] Report for 2025-10-31 already exists, skipping...
[2025-11-25T23:49:01.128707] [INFO ] [sig       ] [16/32] Processing report for 2025-11-03...
[2025-11-25T23:49:01.128769] [INFO ] [sig       ] [16/32] Report for 2025-11-03 already exists, skipping...
[2025-11-25T23:49:01.128822] [INFO ] [sig       ] [17/32] Processing report for 2025-11-04...
[2025-11-25T23:49:01.128882] [INFO ] [sig       ] [17/32] Report for 2025-11-04 already exists, skipping...
[2025-11-25T23:49:01.128934] [INFO ] [sig       ] [18/32] Processing report for 2025-11-05...
[2025-11-25T23:49:01.128995] [INFO ] [sig       ] [18/32] Report for 2025-11-05 already exists, skipping...
[2025-11-25T23:49:01.129048] [INFO ] [sig       ] [19/32] Processing report for 2025-11-06...
[2025-11-25T23:49:01.129109] [INFO ] [sig       ] [19/32] Report for 2025-11-06 already exists, skipping...
[2025-11-25T23:49:01.129161] [INFO ] [sig       ] [20/32] Processing report for 2025-11-07...
[2025-11-25T23:49:01.129231] [INFO ] [sig       ] [20/32] Report for 2025-11-07 already exists, skipping...
[2025-11-25T23:49:01.129290] [INFO ] [sig       ] [21/32] Processing report for 2025-11-10...
[2025-11-25T23:49:01.129351] [INFO ] [sig       ] [21/32] Report for 2025-11-10 already exists, skipping...
[2025-11-25T23:49:01.129401] [INFO ] [sig       ] [22/32] Processing report for 2025-11-11...
[2025-11-25T23:49:01.129459] [INFO ] [sig       ] [22/32] Report for 2025-11-11 already exists, skipping...
[2025-11-25T23:49:01.129500] [INFO ] [sig       ] [23/32] Processing report for 2025-11-12...
[2025-11-25T23:49:01.129544] [INFO ] [sig       ] [23/32] Report for 2025-11-12 already exists, skipping...
[2025-11-25T23:49:01.129581] [INFO ] [sig       ] [24/32] Processing report for 2025-11-13...
[2025-11-25T23:49:01.129625] [INFO ] [sig       ] [24/32] Report for 2025-11-13 already exists, skipping...
[2025-11-25T23:49:01.129686] [INFO ] [sig       ] [25/32] Processing report for 2025-11-17...
[2025-11-25T23:49:01.129731] [INFO ] [sig       ] [25/32] Report for 2025-11-17 already exists, skipping...
[2025-11-25T23:49:01.129771] [INFO ] [sig       ] [26/32] Processing report for 2025-11-18...
[2025-11-25T23:49:01.129854] [INFO ] [sig       ] [26/32] Report for 2025-11-18 already exists, skipping...
[2025-11-25T23:49:01.129900] [INFO ] [sig       ] [27/32] Processing report for 2025-11-19...
[2025-11-25T23:49:01.129955] [INFO ] [sig       ] [27/32] Report for 2025-11-19 already exists, skipping...
[2025-11-25T23:49:01.130004] [INFO ] [sig       ] [28/32] Processing report for 2025-11-20...
[2025-11-25T23:49:01.130059] [INFO ] [sig       ] [28/32] Report for 2025-11-20 already exists, skipping...
[2025-11-25T23:49:01.130129] [INFO ] [sig       ] [29/32] Processing report for 2025-11-21...
[2025-11-25T23:49:01.130176] [INFO ] [sig       ] [29/32] Report for 2025-11-21 already exists, skipping...
[2025-11-25T23:49:01.130223] [INFO ] [sig       ] [30/32] Processing report for 2025-11-24...
[2025-11-25T23:49:01.130301] [INFO ] [sig       ] [30/32] Report for 2025-11-24 already exists, skipping...
[2025-11-25T23:49:01.130343] [INFO ] [sig       ] [31/32] Processing report for 2025-11-25...
[2025-11-25T23:49:01.130388] [INFO ] [sig       ] [31/32] Report for 2025-11-25 already exists, skipping...
[2025-11-25T23:49:01.130426] [INFO ] [sig       ] [32/32] Processing report for 2025-11-26...
[2025-11-25T23:49:01.198616] [DEBUG] [LOCAL     ] Loaded configuration for GATX: 1 features, 70.0% accuracy
[2025-11-25T23:49:01.198739] [DEBUG] [LOCAL     ] No configuration file found for NVAX
[2025-11-25T23:49:01.198800] [DEBUG] [LOCAL     ] No configuration file found for NTRS
[2025-11-25T23:49:01.198882] [DEBUG] [LOCAL     ] Loaded configuration for RMD: 3 features, 60.0% accuracy
[2025-11-25T23:49:01.198950] [DEBUG] [LOCAL     ] No configuration file found for LTRN
[2025-11-25T23:49:01.199029] [DEBUG] [LOCAL     ] Loaded configuration for PFL: 2 features, 90.0% accuracy
[2025-11-25T23:49:01.199092] [DEBUG] [LOCAL     ] No configuration file found for OBIL
[2025-11-25T23:49:01.199173] [DEBUG] [LOCAL     ] No configuration file found for PWP
[2025-11-25T23:49:01.199233] [DEBUG] [LOCAL     ] No configuration file found for TILE
[2025-11-25T23:49:01.199350] [DEBUG] [LOCAL     ] Loaded configuration for FHI: 1 features, 80.0% accuracy
[2025-11-25T23:49:01.199432] [DEBUG] [LOCAL     ] Loaded configuration for MP: 1 features, 60.0% accuracy
[2025-11-25T23:49:01.199539] [DEBUG] [LOCAL     ] Loaded configuration for WK: 3 features, 60.0% accuracy
[2025-11-25T23:49:01.199636] [DEBUG] [LOCAL     ] Loaded configuration for FIX: 4 features, 80.0% accuracy
[2025-11-25T23:49:01.199722] [DEBUG] [LOCAL     ] No configuration file found for COEP
[2025-11-25T23:49:01.199792] [DEBUG] [LOCAL     ] No configuration file found for SLXN
[2025-11-25T23:49:01.199856] [DEBUG] [LOCAL     ] No configuration file found for RGLD
[2025-11-25T23:49:01.199921] [DEBUG] [LOCAL     ] No configuration file found for WSC
[2025-11-25T23:49:01.200012] [DEBUG] [LOCAL     ] Loaded configuration for FNF: 3 features, 70.0% accuracy
[2025-11-25T23:49:01.200099] [DEBUG] [LOCAL     ] Loaded configuration for BXC: 0 features, 60.0% accuracy
[2025-11-25T23:49:01.200162] [DEBUG] [LOCAL     ] No configuration file found for SEDG
[2025-11-25T23:49:01.200232] [DEBUG] [LOCAL     ] No configuration file found for NGNE
[2025-11-25T23:49:01.200324] [DEBUG] [LOCAL     ] Loaded configuration for NMCO: 1 features, 80.0% accuracy
[2025-11-25T23:49:01.200411] [DEBUG] [LOCAL     ] Loaded configuration for LOMA: 2 features, 80.0% accuracy
[2025-11-25T23:49:01.200473] [DEBUG] [LOCAL     ] No configuration file found for CCBG
[2025-11-25T23:49:01.200540] [DEBUG] [LOCAL     ] No configuration file found for TRS
[2025-11-25T23:49:01.200604] [DEBUG] [LOCAL     ] No configuration file found for GOSS
[2025-11-25T23:49:01.200693] [DEBUG] [LOCAL     ] No configuration file found for TCBI
[2025-11-25T23:49:01.200778] [DEBUG] [LOCAL     ] Loaded configuration for INSP: 0 features, 70.0% accuracy
[2025-11-25T23:49:01.200853] [DEBUG] [LOCAL     ] No configuration file found for IBEX
[2025-11-25T23:49:01.200912] [DEBUG] [LOCAL     ] No configuration file found for HUBG
[2025-11-25T23:49:01.200975] [DEBUG] [LOCAL     ] No configuration file found for ADTX
[2025-11-25T23:49:01.201043] [DEBUG] [LOCAL     ] No configuration file found for BPYPO
[2025-11-25T23:49:01.201127] [DEBUG] [LOCAL     ] Loaded configuration for IX: 3 features, 70.0% accuracy
[2025-11-25T23:49:01.201203] [DEBUG] [LOCAL     ] Loaded configuration for AVAL: 2 features, 80.0% accuracy
[2025-11-25T23:49:01.201264] [DEBUG] [LOCAL     ] No configuration file found for SKYY
[2025-11-25T23:49:01.201318] [DEBUG] [LOCAL     ] No configuration file found for TNGX
[2025-11-25T23:49:01.201389] [DEBUG] [LOCAL     ] Loaded configuration for LEG: 2 features, 70.0% accuracy
[2025-11-25T23:49:01.201448] [DEBUG] [LOCAL     ] No configuration file found for INTZ
[2025-11-25T23:49:01.201521] [DEBUG] [LOCAL     ] Loaded configuration for NMAI: 1 features, 90.0% accuracy
[2025-11-25T23:49:01.201596] [DEBUG] [LOCAL     ] Loaded configuration for J: 2 features, 60.0% accuracy
[2025-11-25T23:49:01.201673] [DEBUG] [LOCAL     ] No configuration file found for GFS
[2025-11-25T23:49:01.201731] [DEBUG] [LOCAL     ] No configuration file found for FJP
[2025-11-25T23:49:01.201786] [DEBUG] [LOCAL     ] No configuration file found for CMCO
[2025-11-25T23:49:01.201848] [DEBUG] [LOCAL     ] No configuration file found for MGIC
[2025-11-25T23:49:01.202480] [DEBUG] [LOCAL     ] Loaded configuration for ABUS: 3 features, 70.0% accuracy
[2025-11-25T23:49:01.202556] [DEBUG] [LOCAL     ] No configuration file found for FFIN
[2025-11-25T23:49:01.202615] [DEBUG] [LOCAL     ] No configuration file found for CTLP
[2025-11-25T23:49:01.202691] [DEBUG] [LOCAL     ] No configuration file found for MTCH
[2025-11-25T23:49:01.202768] [DEBUG] [LOCAL     ] Loaded configuration for LEO: 3 features, 80.0% accuracy
[2025-11-25T23:49:01.202831] [DEBUG] [LOCAL     ] No configuration file found for BILI
[2025-11-25T23:49:01.202887] [DEBUG] [LOCAL     ] No configuration file found for MBX
[2025-11-25T23:49:01.203304] [DEBUG] [LOCAL     ] Loaded configuration for AAXJ: 1 features, 70.0% accuracy
[2025-11-25T23:49:01.203378] [DEBUG] [LOCAL     ] No configuration file found for NWSA
[2025-11-25T23:49:01.203437] [DEBUG] [LOCAL     ] No configuration file found for PEP
[2025-11-25T23:49:01.203512] [DEBUG] [LOCAL     ] Loaded configuration for KKRS: 2 features, 90.0% accuracy
[2025-11-25T23:49:01.203575] [DEBUG] [LOCAL     ] No configuration file found for SCHL
[2025-11-25T23:49:01.203636] [DEBUG] [LOCAL     ] No configuration file found for KROS
[2025-11-25T23:49:01.203719] [DEBUG] [LOCAL     ] No configuration file found for UPC
[2025-11-25T23:49:01.203793] [DEBUG] [LOCAL     ] Loaded configuration for NXG: 3 features, 70.0% accuracy
[2025-11-25T23:49:01.203869] [DEBUG] [LOCAL     ] Loaded configuration for FLS: 1 features, 80.0% accuracy
[2025-11-25T23:49:01.203931] [DEBUG] [LOCAL     ] No configuration file found for XBIL
[2025-11-25T23:49:01.203989] [DEBUG] [LOCAL     ] No configuration file found for ASND
[2025-11-25T23:49:01.204044] [DEBUG] [LOCAL     ] No configuration file found for FTGC
[2025-11-25T23:49:01.204118] [DEBUG] [LOCAL     ] Loaded configuration for HCI: 3 features, 80.0% accuracy
[2025-11-25T23:49:01.204179] [DEBUG] [LOCAL     ] No configuration file found for ALGM
[2025-11-25T23:49:01.204254] [DEBUG] [LOCAL     ] Loaded configuration for RY: 2 features, 70.0% accuracy
[2025-11-25T23:49:01.204329] [DEBUG] [LOCAL     ] Loaded configuration for CMRE: 0 features, 80.0% accuracy
[2025-11-25T23:49:01.204392] [DEBUG] [LOCAL     ] No configuration file found for TSHA
[2025-11-25T23:49:01.204484] [DEBUG] [LOCAL     ] Loaded configuration for LPL: 2 features, 70.0% accuracy
[2025-11-25T23:49:01.204575] [DEBUG] [LOCAL     ] Loaded configuration for BABA: 1 features, 70.0% accuracy
[2025-11-25T23:49:01.204632] [DEBUG] [LOCAL     ] No configuration file found for BYRN
[2025-11-25T23:49:01.204731] [DEBUG] [LOCAL     ] Loaded configuration for ACP: 1 features, 70.0% accuracy
[2025-11-25T23:49:01.204830] [DEBUG] [LOCAL     ] No configuration file found for ERII
[2025-11-25T23:49:01.204914] [DEBUG] [LOCAL     ] Loaded configuration for SCL: 3 features, 90.0% accuracy
[2025-11-25T23:49:01.204991] [DEBUG] [LOCAL     ] Loaded configuration for NGVC: 2 features, 70.0% accuracy
[2025-11-25T23:49:01.205066] [DEBUG] [LOCAL     ] Loaded configuration for PVH: 5 features, 90.0% accuracy
[2025-11-25T23:49:01.205127] [DEBUG] [LOCAL     ] No configuration file found for FARM
[2025-11-25T23:49:01.205183] [DEBUG] [LOCAL     ] No configuration file found for VRRM
[2025-11-25T23:49:01.205256] [DEBUG] [LOCAL     ] Loaded configuration for ACRE: 1 features, 60.0% accuracy
[2025-11-25T23:49:01.205331] [DEBUG] [LOCAL     ] Loaded configuration for CLX: 2 features, 80.0% accuracy
[2025-11-25T23:49:01.205391] [DEBUG] [LOCAL     ] No configuration file found for SKWD
[2025-11-25T23:49:01.205465] [DEBUG] [LOCAL     ] Loaded configuration for GL: 2 features, 90.0% accuracy
[2025-11-25T23:49:01.205538] [DEBUG] [LOCAL     ] Loaded configuration for NQP: 2 features, 60.0% accuracy
[2025-11-25T23:49:01.205866] [DEBUG] [LOCAL     ] Loaded configuration for AAOI: 3 features, 80.0% accuracy
[2025-11-25T23:49:01.205943] [DEBUG] [LOCAL     ] No configuration file found for KURA
[2025-11-25T23:49:01.206001] [DEBUG] [LOCAL     ] No configuration file found for SVCO
[2025-11-25T23:49:01.206085] [DEBUG] [LOCAL     ] Loaded configuration for TIMB: 1 features, 60.0% accuracy
[2025-11-25T23:49:01.206163] [DEBUG] [LOCAL     ] Loaded configuration for NRK: 1 features, 70.0% accuracy
[2025-11-25T23:49:01.206225] [DEBUG] [LOCAL     ] No configuration file found for EPSN
[2025-11-25T23:49:01.206284] [DEBUG] [LOCAL     ] No configuration file found for IDN
[2025-11-25T23:49:01.206357] [DEBUG] [LOCAL     ] Loaded configuration for PRG: 2 features, 80.0% accuracy
[2025-11-25T23:49:01.206431] [DEBUG] [LOCAL     ] Loaded configuration for CMS: 1 features, 60.0% accuracy
[2025-11-25T23:49:01.206505] [DEBUG] [LOCAL     ] Loaded configuration for BGY: 1 features, 80.0% accuracy
[2025-11-25T23:49:01.206565] [DEBUG] [LOCAL     ] No configuration file found for CCEC
[2025-11-25T23:49:01.206659] [DEBUG] [LOCAL     ] Loaded configuration for GMED: 4 features, 60.0% accuracy
[2025-11-25T23:49:01.206720] [DEBUG] [LOCAL     ] No configuration file found for SKYX
[2025-11-25T23:49:01.206776] [DEBUG] [LOCAL     ] No configuration file found for CCRN
[2025-11-25T23:49:01.206851] [DEBUG] [LOCAL     ] Loaded configuration for IGA: 3 features, 60.0% accuracy
[2025-11-25T23:49:01.206926] [DEBUG] [LOCAL     ] Loaded configuration for ARE: 5 features, 80.0% accuracy
[2025-11-25T23:49:01.207001] [DEBUG] [LOCAL     ] Loaded configuration for BRX: 5 features, 90.0% accuracy
[2025-11-25T23:49:01.207075] [DEBUG] [LOCAL     ] Loaded configuration for RXO: 0 features, 70.0% accuracy
[2025-11-25T23:49:01.207135] [DEBUG] [LOCAL     ] No configuration file found for LZ
[2025-11-25T23:49:01.207192] [DEBUG] [LOCAL     ] No configuration file found for ELTX
[2025-11-25T23:49:01.207247] [DEBUG] [LOCAL     ] No configuration file found for ADP
[2025-11-25T23:49:01.207304] [DEBUG] [LOCAL     ] No configuration file found for APRE
[2025-11-25T23:49:01.207387] [DEBUG] [LOCAL     ] No configuration file found for FOLD
[2025-11-25T23:49:01.207467] [DEBUG] [LOCAL     ] Loaded configuration for AZO: 2 features, 90.0% accuracy
[2025-11-25T23:49:01.207527] [DEBUG] [LOCAL     ] No configuration file found for CTMX
[2025-11-25T23:49:01.207583] [DEBUG] [LOCAL     ] No configuration file found for PDP
[2025-11-25T23:49:01.207678] [DEBUG] [LOCAL     ] Loaded configuration for AMX: 1 features, 80.0% accuracy
[2025-11-25T23:49:01.207765] [DEBUG] [LOCAL     ] Loaded configuration for PAC: 1 features, 70.0% accuracy
[2025-11-25T23:49:01.207827] [DEBUG] [LOCAL     ] No configuration file found for AIMD
[2025-11-25T23:49:01.207901] [DEBUG] [LOCAL     ] Loaded configuration for NLY: 1 features, 70.0% accuracy
[2025-11-25T23:49:01.207959] [DEBUG] [LOCAL     ] No configuration file found for LINE
[2025-11-25T23:49:01.208015] [DEBUG] [LOCAL     ] No configuration file found for KDP
[2025-11-25T23:49:01.208070] [DEBUG] [LOCAL     ] No configuration file found for OGI
[2025-11-25T23:49:01.208121] [DEBUG] [LOCAL     ] No configuration file found for GLAD
[2025-11-25T23:49:01.208192] [DEBUG] [LOCAL     ] Loaded configuration for CMA: 1 features, 70.0% accuracy
[2025-11-25T23:49:01.208271] [DEBUG] [LOCAL     ] Loaded configuration for CARS: 3 features, 90.0% accuracy
[2025-11-25T23:49:01.208331] [DEBUG] [LOCAL     ] No configuration file found for CCSI
[2025-11-25T23:49:01.208386] [DEBUG] [LOCAL     ] No configuration file found for TDSC
[2025-11-25T23:49:01.208457] [DEBUG] [LOCAL     ] Loaded configuration for AQNB: 0 features, 80.0% accuracy
[2025-11-25T23:49:01.208807] [DEBUG] [LOCAL     ] Loaded configuration for AAPD: 1 features, 80.0% accuracy
[2025-11-25T23:49:01.208896] [DEBUG] [LOCAL     ] Loaded configuration for EPC: 3 features, 80.0% accuracy
[2025-11-25T23:49:01.208957] [DEBUG] [LOCAL     ] No configuration file found for APOG
[2025-11-25T23:49:01.209015] [DEBUG] [LOCAL     ] No configuration file found for FIP
[2025-11-25T23:49:01.209087] [DEBUG] [LOCAL     ] Loaded configuration for CATO: 2 features, 70.0% accuracy
[2025-11-25T23:49:01.209147] [DEBUG] [LOCAL     ] No configuration file found for DGRE
[2025-11-25T23:49:01.209210] [DEBUG] [LOCAL     ] No configuration file found for GNMA
[2025-11-25T23:49:01.209268] [DEBUG] [LOCAL     ] No configuration file found for PBM
[2025-11-25T23:49:01.209341] [DEBUG] [LOCAL     ] Loaded configuration for CWH: 3 features, 90.0% accuracy
[2025-11-25T23:49:01.209414] [DEBUG] [LOCAL     ] Loaded configuration for PCN: 3 features, 100.0% accuracy
[2025-11-25T23:49:01.209473] [DEBUG] [LOCAL     ] No configuration file found for AGZD
[2025-11-25T23:49:01.209531] [DEBUG] [LOCAL     ] No configuration file found for SSP
[2025-11-25T23:49:01.209583] [DEBUG] [LOCAL     ] No configuration file found for FCFS
[2025-11-25T23:49:01.209657] [DEBUG] [LOCAL     ] No configuration file found for OTLY
[2025-11-25T23:49:01.209711] [DEBUG] [LOCAL     ] No configuration file found for DWAS
[2025-11-25T23:49:01.209784] [DEBUG] [LOCAL     ] Loaded configuration for NPFD: 5 features, 80.0% accuracy
[2025-11-25T23:49:01.209844] [DEBUG] [LOCAL     ] No configuration file found for NVEC
[2025-11-25T23:49:01.209918] [DEBUG] [LOCAL     ] Loaded configuration for SXC: 3 features, 80.0% accuracy
[2025-11-25T23:49:01.209979] [DEBUG] [LOCAL     ] No configuration file found for SIBN
[2025-11-25T23:49:01.210035] [DEBUG] [LOCAL     ] No configuration file found for GPIX
[2025-11-25T23:49:01.210109] [DEBUG] [LOCAL     ] Loaded configuration for MA: 2 features, 70.0% accuracy
[2025-11-25T23:49:01.210184] [DEBUG] [LOCAL     ] Loaded configuration for KNF: 2 features, 90.0% accuracy
[2025-11-25T23:49:01.210242] [DEBUG] [LOCAL     ] No configuration file found for WING
[2025-11-25T23:49:01.210319] [DEBUG] [LOCAL     ] Loaded configuration for YMM: 0 features, 60.0% accuracy
[2025-11-25T23:49:01.210378] [DEBUG] [LOCAL     ] No configuration file found for FRPH
[2025-11-25T23:49:01.210450] [DEBUG] [LOCAL     ] Loaded configuration for RLX: 3 features, 100.0% accuracy
[2025-11-25T23:49:01.210510] [DEBUG] [LOCAL     ] No configuration file found for JMSB
[2025-11-25T23:49:01.210566] [DEBUG] [LOCAL     ] No configuration file found for FRME
[2025-11-25T23:49:01.210659] [DEBUG] [LOCAL     ] Loaded configuration for OBK: 1 features, 90.0% accuracy
[2025-11-25T23:49:01.210724] [DEBUG] [LOCAL     ] No configuration file found for LASE
[2025-11-25T23:49:01.210780] [DEBUG] [LOCAL     ] No configuration file found for OABI
[2025-11-25T23:49:01.210856] [DEBUG] [LOCAL     ] Loaded configuration for CTRA: 0 features, 90.0% accuracy
[2025-11-25T23:49:01.210933] [DEBUG] [LOCAL     ] Loaded configuration for PHK: 4 features, 90.0% accuracy
[2025-11-25T23:49:01.211006] [DEBUG] [LOCAL     ] Loaded configuration for BHC: 3 features, 70.0% accuracy
[2025-11-25T23:49:01.211065] [DEBUG] [LOCAL     ] No configuration file found for SLDP
[2025-11-25T23:49:01.211140] [DEBUG] [LOCAL     ] Loaded configuration for WHD: 2 features, 90.0% accuracy
[2025-11-25T23:49:01.211223] [DEBUG] [LOCAL     ] Loaded configuration for BKN: 0 features, 70.0% accuracy
[2025-11-25T23:49:01.211302] [DEBUG] [LOCAL     ] Loaded configuration for ELF: 2 features, 60.0% accuracy
[2025-11-25T23:49:01.211380] [DEBUG] [LOCAL     ] Loaded configuration for STEL: 4 features, 60.0% accuracy
[2025-11-25T23:49:01.211440] [DEBUG] [LOCAL     ] No configuration file found for ESGD
[2025-11-25T23:49:01.211517] [DEBUG] [LOCAL     ] Loaded configuration for TOL: 2 features, 60.0% accuracy
[2025-11-25T23:49:01.211575] [DEBUG] [LOCAL     ] No configuration file found for LQDA
[2025-11-25T23:49:01.211630] [DEBUG] [LOCAL     ] No configuration file found for ACNB
[2025-11-25T23:49:01.211726] [DEBUG] [LOCAL     ] Loaded configuration for RERE: 3 features, 70.0% accuracy
[2025-11-25T23:49:01.211785] [DEBUG] [LOCAL     ] No configuration file found for BITF
[2025-11-25T23:49:01.211867] [DEBUG] [LOCAL     ] Loaded configuration for KIM: 3 features, 80.0% accuracy
[2025-11-25T23:49:01.211925] [DEBUG] [LOCAL     ] No configuration file found for CLRB
[2025-11-25T23:49:01.211999] [DEBUG] [LOCAL     ] Loaded configuration for TSN: 2 features, 60.0% accuracy
[2025-11-25T23:49:01.212057] [DEBUG] [LOCAL     ] No configuration file found for ZUMZ
[2025-11-25T23:49:01.212119] [DEBUG] [LOCAL     ] No configuration file found for ISSC
[2025-11-25T23:49:01.212175] [DEBUG] [LOCAL     ] No configuration file found for PRGS
[2025-11-25T23:49:01.212231] [DEBUG] [LOCAL     ] No configuration file found for ANGI
[2025-11-25T23:49:01.212288] [DEBUG] [LOCAL     ] No configuration file found for AXTI
[2025-11-25T23:49:01.212339] [DEBUG] [LOCAL     ] No configuration file found for MYGN
[2025-11-25T23:49:01.212393] [DEBUG] [LOCAL     ] No configuration file found for NEO
[2025-11-25T23:49:01.212446] [DEBUG] [LOCAL     ] No configuration file found for FUND
[2025-11-25T23:49:01.212498] [DEBUG] [LOCAL     ] No configuration file found for GPRE
[2025-11-25T23:49:01.212569] [DEBUG] [LOCAL     ] Loaded configuration for TGLS: 2 features, 90.0% accuracy
[2025-11-25T23:49:01.212660] [DEBUG] [LOCAL     ] Loaded configuration for VSCO: 0 features, 70.0% accuracy
[2025-11-25T23:49:01.212721] [DEBUG] [LOCAL     ] No configuration file found for ZD
[2025-11-25T23:49:01.212794] [DEBUG] [LOCAL     ] Loaded configuration for EIC: 1 features, 60.0% accuracy
[2025-11-25T23:49:01.212868] [DEBUG] [LOCAL     ] Loaded configuration for CB: 5 features, 70.0% accuracy
[2025-11-25T23:49:01.212927] [DEBUG] [LOCAL     ] No configuration file found for SMPL
[2025-11-25T23:49:01.213000] [DEBUG] [LOCAL     ] Loaded configuration for IEX: 0 features, 70.0% accuracy
[2025-11-25T23:49:01.213060] [DEBUG] [LOCAL     ] No configuration file found for CTRM
[2025-11-25T23:49:01.213132] [DEBUG] [LOCAL     ] Loaded configuration for AXL: 5 features, 80.0% accuracy
[2025-11-25T23:49:01.213207] [DEBUG] [LOCAL     ] Loaded configuration for UBS: 6 features, 100.0% accuracy
[2025-11-25T23:49:01.213285] [DEBUG] [LOCAL     ] Loaded configuration for RLJ: 2 features, 60.0% accuracy
[2025-11-25T23:49:01.213344] [DEBUG] [LOCAL     ] No configuration file found for DRVN
[2025-11-25T23:49:01.213417] [DEBUG] [LOCAL     ] Loaded configuration for HRL: 1 features, 70.0% accuracy
[2025-11-25T23:49:01.213478] [DEBUG] [LOCAL     ] No configuration file found for FFBC
[2025-11-25T23:49:01.213551] [DEBUG] [LOCAL     ] Loaded configuration for BSX: 2 features, 90.0% accuracy
[2025-11-25T23:49:01.213611] [DEBUG] [LOCAL     ] No configuration file found for MFIN
[2025-11-25T23:49:01.213704] [DEBUG] [LOCAL     ] Loaded configuration for CCK: 2 features, 70.0% accuracy
[2025-11-25T23:49:01.213764] [DEBUG] [LOCAL     ] No configuration file found for LIN
[2025-11-25T23:49:01.213819] [DEBUG] [LOCAL     ] No configuration file found for PFF
[2025-11-25T23:49:01.213872] [DEBUG] [LOCAL     ] No configuration file found for OFIX
[2025-11-25T23:49:01.213926] [DEBUG] [LOCAL     ] No configuration file found for JEPQ
[2025-11-25T23:49:01.213997] [DEBUG] [LOCAL     ] Loaded configuration for BTZ: 4 features, 70.0% accuracy
[2025-11-25T23:49:01.214056] [DEBUG] [LOCAL     ] No configuration file found for ALTS
[2025-11-25T23:49:01.214111] [DEBUG] [LOCAL     ] No configuration file found for ALAB
[2025-11-25T23:49:01.214163] [DEBUG] [LOCAL     ] No configuration file found for IDCC
[2025-11-25T23:49:01.214239] [DEBUG] [LOCAL     ] Loaded configuration for DOUG: 1 features, 90.0% accuracy
[2025-11-25T23:49:01.214297] [DEBUG] [LOCAL     ] No configuration file found for ACON
[2025-11-25T23:49:01.214351] [DEBUG] [LOCAL     ] No configuration file found for LMBS
[2025-11-25T23:49:01.214405] [DEBUG] [LOCAL     ] No configuration file found for GDHG
[2025-11-25T23:49:01.214457] [DEBUG] [LOCAL     ] No configuration file found for BTMD
[2025-11-25T23:49:01.214509] [DEBUG] [LOCAL     ] No configuration file found for COFS
[2025-11-25T23:49:01.214580] [DEBUG] [LOCAL     ] Loaded configuration for NXE: 3 features, 90.0% accuracy
[2025-11-25T23:49:01.214658] [DEBUG] [LOCAL     ] No configuration file found for NTNX
[2025-11-25T23:49:01.214717] [DEBUG] [LOCAL     ] No configuration file found for AIRJ
[2025-11-25T23:49:01.214771] [DEBUG] [LOCAL     ] No configuration file found for AFRM
[2025-11-25T23:49:01.214823] [DEBUG] [LOCAL     ] No configuration file found for REGN
[2025-11-25T23:49:01.214884] [DEBUG] [LOCAL     ] No configuration file found for CACC
[2025-11-25T23:49:01.214936] [DEBUG] [LOCAL     ] No configuration file found for TMCI
[2025-11-25T23:49:01.215008] [DEBUG] [LOCAL     ] Loaded configuration for DX: 2 features, 80.0% accuracy
[2025-11-25T23:49:01.215083] [DEBUG] [LOCAL     ] Loaded configuration for CION: 3 features, 70.0% accuracy
[2025-11-25T23:49:01.215156] [DEBUG] [LOCAL     ] Loaded configuration for IHG: 1 features, 80.0% accuracy
[2025-11-25T23:49:01.215229] [DEBUG] [LOCAL     ] Loaded configuration for TNK: 2 features, 60.0% accuracy
[2025-11-25T23:49:01.215289] [DEBUG] [LOCAL     ] No configuration file found for PRCH
[2025-11-25T23:49:01.215363] [DEBUG] [LOCAL     ] Loaded configuration for BNJ: 2 features, 60.0% accuracy
[2025-11-25T23:49:01.215436] [DEBUG] [LOCAL     ] Loaded configuration for WCC: 3 features, 80.0% accuracy
[2025-11-25T23:49:01.215494] [DEBUG] [LOCAL     ] No configuration file found for DVAX
[2025-11-25T23:49:01.215548] [DEBUG] [LOCAL     ] No configuration file found for CECO
[2025-11-25T23:49:01.215620] [DEBUG] [LOCAL     ] Loaded configuration for LYG: 1 features, 70.0% accuracy
[2025-11-25T23:49:01.215700] [DEBUG] [LOCAL     ] No configuration file found for CADL
[2025-11-25T23:49:01.215776] [DEBUG] [LOCAL     ] Loaded configuration for DG: 3 features, 70.0% accuracy
[2025-11-25T23:49:01.215837] [DEBUG] [LOCAL     ] No configuration file found for OSIS
[2025-11-25T23:49:01.215892] [DEBUG] [LOCAL     ] No configuration file found for DKNG
[2025-11-25T23:49:01.215948] [DEBUG] [LOCAL     ] No configuration file found for NWE
[2025-11-25T23:49:01.216001] [DEBUG] [LOCAL     ] No configuration file found for CODA
[2025-11-25T23:49:01.216055] [DEBUG] [LOCAL     ] No configuration file found for TTEC
[2025-11-25T23:49:01.216127] [DEBUG] [LOCAL     ] Loaded configuration for KOS: 3 features, 90.0% accuracy
[2025-11-25T23:49:01.216207] [DEBUG] [LOCAL     ] Loaded configuration for NATL: 2 features, 90.0% accuracy
[2025-11-25T23:49:01.216284] [DEBUG] [LOCAL     ] Loaded configuration for VTEX: 2 features, 90.0% accuracy
[2025-11-25T23:49:01.216355] [DEBUG] [LOCAL     ] No configuration file found for ORGO
[2025-11-25T23:49:01.216431] [DEBUG] [LOCAL     ] Loaded configuration for LZB: 2 features, 80.0% accuracy
[2025-11-25T23:49:01.216491] [DEBUG] [LOCAL     ] No configuration file found for MPB
[2025-11-25T23:49:01.216548] [DEBUG] [LOCAL     ] No configuration file found for RICK
[2025-11-25T23:49:01.216620] [DEBUG] [LOCAL     ] Loaded configuration for IDE: 1 features, 60.0% accuracy
[2025-11-25T23:49:01.216701] [DEBUG] [LOCAL     ] No configuration file found for CTNM
[2025-11-25T23:49:01.216759] [DEBUG] [LOCAL     ] No configuration file found for GOOG
[2025-11-25T23:49:01.216833] [DEBUG] [LOCAL     ] Loaded configuration for JBL: 5 features, 70.0% accuracy
[2025-11-25T23:49:01.216892] [DEBUG] [LOCAL     ] No configuration file found for IRDM
[2025-11-25T23:49:01.216951] [DEBUG] [LOCAL     ] No configuration file found for AIP
[2025-11-25T23:49:01.217007] [DEBUG] [LOCAL     ] No configuration file found for EDAP
[2025-11-25T23:49:01.217080] [DEBUG] [LOCAL     ] Loaded configuration for FUN: 3 features, 80.0% accuracy
[2025-11-25T23:49:01.217154] [DEBUG] [LOCAL     ] Loaded configuration for CTO: 3 features, 70.0% accuracy
[2025-11-25T23:49:01.217218] [DEBUG] [LOCAL     ] No configuration file found for CPSS
[2025-11-25T23:49:01.217274] [DEBUG] [LOCAL     ] No configuration file found for HIFS
[2025-11-25T23:49:01.217327] [DEBUG] [LOCAL     ] No configuration file found for ASPS
[2025-11-25T23:49:01.217418] [DEBUG] [LOCAL     ] No configuration file found for ALXO
[2025-11-25T23:49:01.217504] [DEBUG] [LOCAL     ] Loaded configuration for ECC: 3 features, 50.0% accuracy
[2025-11-25T23:49:01.217565] [DEBUG] [LOCAL     ] No configuration file found for HUMA
[2025-11-25T23:49:01.217665] [DEBUG] [LOCAL     ] Loaded configuration for BG: 3 features, 70.0% accuracy
[2025-11-25T23:49:01.217727] [DEBUG] [LOCAL     ] No configuration file found for CMPX
[2025-11-25T23:49:01.217791] [DEBUG] [LOCAL     ] No configuration file found for ORMP
[2025-11-25T23:49:01.217846] [DEBUG] [LOCAL     ] No configuration file found for ORKA
[2025-11-25T23:49:01.217900] [DEBUG] [LOCAL     ] No configuration file found for THFF
[2025-11-25T23:49:01.217973] [DEBUG] [LOCAL     ] Loaded configuration for KTF: 3 features, 80.0% accuracy
[2025-11-25T23:49:01.218033] [DEBUG] [LOCAL     ] No configuration file found for TBLD
[2025-11-25T23:49:01.218509] [DEBUG] [LOCAL     ] Loaded configuration for ACAD: 3 features, 100.0% accuracy
[2025-11-25T23:49:01.218592] [DEBUG] [LOCAL     ] No configuration file found for INMB
[2025-11-25T23:49:01.218692] [DEBUG] [LOCAL     ] Loaded configuration for TSQ: 3 features, 100.0% accuracy
[2025-11-25T23:49:01.218772] [DEBUG] [LOCAL     ] Loaded configuration for CNC: 2 features, 70.0% accuracy
[2025-11-25T23:49:01.218848] [DEBUG] [LOCAL     ] Loaded configuration for LZM: 3 features, 80.0% accuracy
[2025-11-25T23:49:01.218922] [DEBUG] [LOCAL     ] Loaded configuration for ATGE: 0 features, 60.0% accuracy
[2025-11-25T23:49:01.218998] [DEBUG] [LOCAL     ] Loaded configuration for BXMX: 6 features, 80.0% accuracy
[2025-11-25T23:49:01.219073] [DEBUG] [LOCAL     ] Loaded configuration for AQN: 4 features, 70.0% accuracy
[2025-11-25T23:49:01.219136] [DEBUG] [LOCAL     ] No configuration file found for SPAI
[2025-11-25T23:49:01.219192] [DEBUG] [LOCAL     ] No configuration file found for KLIC
[2025-11-25T23:49:01.219250] [DEBUG] [LOCAL     ] No configuration file found for MBB
[2025-11-25T23:49:01.219323] [DEBUG] [LOCAL     ] Loaded configuration for RYI: 4 features, 70.0% accuracy
[2025-11-25T23:49:01.219396] [DEBUG] [LOCAL     ] Loaded configuration for HPE: 0 features, 90.0% accuracy
[2025-11-25T23:49:01.219470] [DEBUG] [LOCAL     ] Loaded configuration for MSGS: 2 features, 90.0% accuracy
[2025-11-25T23:49:01.219530] [DEBUG] [LOCAL     ] No configuration file found for LYEL
[2025-11-25T23:49:01.219584] [DEBUG] [LOCAL     ] No configuration file found for FBIZ
[2025-11-25T23:49:01.219682] [DEBUG] [LOCAL     ] Loaded configuration for VTLE: 2 features, 60.0% accuracy
[2025-11-25T23:49:01.219761] [DEBUG] [LOCAL     ] Loaded configuration for CRH: 0 features, 70.0% accuracy
[2025-11-25T23:49:01.219822] [DEBUG] [LOCAL     ] No configuration file found for TELO
[2025-11-25T23:49:01.219904] [DEBUG] [LOCAL     ] Loaded configuration for GHM: 1 features, 80.0% accuracy
[2025-11-25T23:49:01.219964] [DEBUG] [LOCAL     ] No configuration file found for FTLF
[2025-11-25T23:49:01.220020] [DEBUG] [LOCAL     ] No configuration file found for OXLC
[2025-11-25T23:49:01.220072] [DEBUG] [LOCAL     ] No configuration file found for HSII
[2025-11-25T23:49:01.220144] [DEBUG] [LOCAL     ] Loaded configuration for AFL: 5 features, 70.0% accuracy
[2025-11-25T23:49:01.220205] [DEBUG] [LOCAL     ] No configuration file found for FEMS
[2025-11-25T23:49:01.220279] [DEBUG] [LOCAL     ] Loaded configuration for LMND: 3 features, 80.0% accuracy
[2025-11-25T23:49:01.220353] [DEBUG] [LOCAL     ] Loaded configuration for BIPH: 2 features, 90.0% accuracy
[2025-11-25T23:49:01.220428] [DEBUG] [LOCAL     ] Loaded configuration for BJ: 4 features, 80.0% accuracy
[2025-11-25T23:49:01.220490] [DEBUG] [LOCAL     ] No configuration file found for ODP
[2025-11-25T23:49:01.220558] [DEBUG] [LOCAL     ] No configuration file found for BLBD
[2025-11-25T23:49:01.220622] [DEBUG] [LOCAL     ] No configuration file found for PMAX
[2025-11-25T23:49:01.220718] [DEBUG] [LOCAL     ] Loaded configuration for SQNS: 5 features, 90.0% accuracy
[2025-11-25T23:49:01.220794] [DEBUG] [LOCAL     ] Loaded configuration for CNK: 3 features, 90.0% accuracy
[2025-11-25T23:49:01.220856] [DEBUG] [LOCAL     ] No configuration file found for TSLQ
[2025-11-25T23:49:01.220930] [DEBUG] [LOCAL     ] Loaded configuration for STEM: 3 features, 100.0% accuracy
[2025-11-25T23:49:01.221005] [DEBUG] [LOCAL     ] Loaded configuration for FIHL: 3 features, 60.0% accuracy
[2025-11-25T23:49:01.221064] [DEBUG] [LOCAL     ] No configuration file found for ACHC
[2025-11-25T23:49:01.221150] [DEBUG] [LOCAL     ] Loaded configuration for HLF: 2 features, 70.0% accuracy
[2025-11-25T23:49:01.221210] [DEBUG] [LOCAL     ] No configuration file found for PAA
[2025-11-25T23:49:01.221284] [DEBUG] [LOCAL     ] Loaded configuration for BDN: 1 features, 80.0% accuracy
[2025-11-25T23:49:01.221342] [DEBUG] [LOCAL     ] No configuration file found for CTBI
[2025-11-25T23:49:01.221397] [DEBUG] [LOCAL     ] No configuration file found for RRGB
[2025-11-25T23:49:01.221469] [DEBUG] [LOCAL     ] Loaded configuration for VOC: 2 features, 90.0% accuracy
[2025-11-25T23:49:01.221530] [DEBUG] [LOCAL     ] No configuration file found for HWH
[2025-11-25T23:49:01.221586] [DEBUG] [LOCAL     ] No configuration file found for IMMP
[2025-11-25T23:49:01.221679] [DEBUG] [LOCAL     ] Loaded configuration for HLIO: 2 features, 60.0% accuracy
[2025-11-25T23:49:01.221742] [DEBUG] [LOCAL     ] No configuration file found for SGBX
[2025-11-25T23:49:01.221797] [DEBUG] [LOCAL     ] No configuration file found for KBWY
[2025-11-25T23:49:01.221849] [DEBUG] [LOCAL     ] No configuration file found for JKHY
[2025-11-25T23:49:01.221909] [DEBUG] [LOCAL     ] No configuration file found for AXON
[2025-11-25T23:49:01.221964] [DEBUG] [LOCAL     ] No configuration file found for MOB
[2025-11-25T23:49:01.222016] [DEBUG] [LOCAL     ] No configuration file found for RDVY
[2025-11-25T23:49:01.222066] [DEBUG] [LOCAL     ] No configuration file found for PAYS
[2025-11-25T23:49:01.222117] [DEBUG] [LOCAL     ] No configuration file found for RIME
[2025-11-25T23:49:01.222168] [DEBUG] [LOCAL     ] No configuration file found for NTRA
[2025-11-25T23:49:01.222219] [DEBUG] [LOCAL     ] No configuration file found for OLMA
[2025-11-25T23:49:01.222291] [DEBUG] [LOCAL     ] Loaded configuration for XOM: 0 features, 70.0% accuracy
[2025-11-25T23:49:01.222355] [DEBUG] [LOCAL     ] No configuration file found for BUG
[2025-11-25T23:49:01.222430] [DEBUG] [LOCAL     ] Loaded configuration for UAA: 4 features, 80.0% accuracy
[2025-11-25T23:49:01.222505] [DEBUG] [LOCAL     ] Loaded configuration for DCO: 2 features, 60.0% accuracy
[2025-11-25T23:49:01.222579] [DEBUG] [LOCAL     ] Loaded configuration for BGS: 3 features, 80.0% accuracy
[2025-11-25T23:49:01.222639] [DEBUG] [LOCAL     ] No configuration file found for SNY
[2025-11-25T23:49:01.222715] [DEBUG] [LOCAL     ] No configuration file found for GWRS
[2025-11-25T23:49:01.222789] [DEBUG] [LOCAL     ] Loaded configuration for PSTG: 3 features, 70.0% accuracy
[2025-11-25T23:49:01.222865] [DEBUG] [LOCAL     ] Loaded configuration for HUN: 2 features, 70.0% accuracy
[2025-11-25T23:49:01.222940] [DEBUG] [LOCAL     ] Loaded configuration for ALEX: 4 features, 70.0% accuracy
[2025-11-25T23:49:01.223014] [DEBUG] [LOCAL     ] Loaded configuration for BE: 0 features, 80.0% accuracy
[2025-11-25T23:49:01.223076] [DEBUG] [LOCAL     ] No configuration file found for ULY
[2025-11-25T23:49:01.223149] [DEBUG] [LOCAL     ] Loaded configuration for PATH: 0 features, 60.0% accuracy
[2025-11-25T23:49:01.223222] [DEBUG] [LOCAL     ] Loaded configuration for VEL: 3 features, 70.0% accuracy
[2025-11-25T23:49:01.223281] [DEBUG] [LOCAL     ] No configuration file found for PFM
[2025-11-25T23:49:01.223336] [DEBUG] [LOCAL     ] No configuration file found for AGNCL
[2025-11-25T23:49:01.223389] [DEBUG] [LOCAL     ] No configuration file found for CTRN
[2025-11-25T23:49:01.223445] [DEBUG] [LOCAL     ] No configuration file found for ACWX
[2025-11-25T23:49:01.223496] [DEBUG] [LOCAL     ] No configuration file found for VERX
[2025-11-25T23:49:01.223549] [DEBUG] [LOCAL     ] No configuration file found for NB
[2025-11-25T23:49:01.223620] [DEBUG] [LOCAL     ] Loaded configuration for GUG: 1 features, 60.0% accuracy
[2025-11-25T23:49:01.223715] [DEBUG] [LOCAL     ] Loaded configuration for TX: 3 features, 80.0% accuracy
[2025-11-25T23:49:01.223790] [DEBUG] [LOCAL     ] Loaded configuration for KN: 1 features, 80.0% accuracy
[2025-11-25T23:49:01.223864] [DEBUG] [LOCAL     ] Loaded configuration for EVC: 1 features, 70.0% accuracy
[2025-11-25T23:49:01.223945] [DEBUG] [LOCAL     ] Loaded configuration for RSKD: 4 features, 80.0% accuracy
[2025-11-25T23:49:01.224020] [DEBUG] [LOCAL     ] Loaded configuration for ARES: 4 features, 90.0% accuracy
[2025-11-25T23:49:01.224092] [DEBUG] [LOCAL     ] Loaded configuration for BMY: 2 features, 90.0% accuracy
[2025-11-25T23:49:01.224152] [DEBUG] [LOCAL     ] No configuration file found for GGLS
[2025-11-25T23:49:01.224233] [DEBUG] [LOCAL     ] Loaded configuration for BBD: 1 features, 60.0% accuracy
[2025-11-25T23:49:01.224292] [DEBUG] [LOCAL     ] No configuration file found for GLBE
[2025-11-25T23:49:01.224346] [DEBUG] [LOCAL     ] No configuration file found for ESTA
[2025-11-25T23:49:01.224399] [DEBUG] [LOCAL     ] No configuration file found for TOI
[2025-11-25T23:49:01.224451] [DEBUG] [LOCAL     ] No configuration file found for NUVL
[2025-11-25T23:49:01.224505] [DEBUG] [LOCAL     ] No configuration file found for JAMF
[2025-11-25T23:49:01.224578] [DEBUG] [LOCAL     ] Loaded configuration for EDN: 4 features, 90.0% accuracy
[2025-11-25T23:49:01.224684] [DEBUG] [LOCAL     ] Loaded configuration for SPCE: 1 features, 80.0% accuracy
[2025-11-25T23:49:01.224750] [DEBUG] [LOCAL     ] No configuration file found for ATRO
[2025-11-25T23:49:01.224807] [DEBUG] [LOCAL     ] No configuration file found for CRON
[2025-11-25T23:49:01.224859] [DEBUG] [LOCAL     ] No configuration file found for GLRE
[2025-11-25T23:49:01.224931] [DEBUG] [LOCAL     ] Loaded configuration for TS: 2 features, 100.0% accuracy
[2025-11-25T23:49:01.224991] [DEBUG] [LOCAL     ] No configuration file found for VSTM
[2025-11-25T23:49:01.225045] [DEBUG] [LOCAL     ] No configuration file found for KIDS
[2025-11-25T23:49:01.225116] [DEBUG] [LOCAL     ] Loaded configuration for GTES: 1 features, 70.0% accuracy
[2025-11-25T23:49:01.225177] [DEBUG] [LOCAL     ] No configuration file found for GRFS
[2025-11-25T23:49:01.225233] [DEBUG] [LOCAL     ] No configuration file found for RELL
[2025-11-25T23:49:01.225305] [DEBUG] [LOCAL     ] Loaded configuration for WDH: 4 features, 80.0% accuracy
[2025-11-25T23:49:01.225363] [DEBUG] [LOCAL     ] No configuration file found for FITBP
[2025-11-25T23:49:01.225419] [DEBUG] [LOCAL     ] No configuration file found for LILA
[2025-11-25T23:49:01.225490] [DEBUG] [LOCAL     ] Loaded configuration for HIG: 2 features, 80.0% accuracy
[2025-11-25T23:49:01.225564] [DEBUG] [LOCAL     ] Loaded configuration for NOTE: 1 features, 80.0% accuracy
[2025-11-25T23:49:01.225637] [DEBUG] [LOCAL     ] Loaded configuration for TPZ: 3 features, 80.0% accuracy
[2025-11-25T23:49:01.225716] [DEBUG] [LOCAL     ] No configuration file found for APLD
[2025-11-25T23:49:01.225773] [DEBUG] [LOCAL     ] No configuration file found for FWRG
[2025-11-25T23:49:01.225828] [DEBUG] [LOCAL     ] No configuration file found for UPXI
[2025-11-25T23:49:01.225900] [DEBUG] [LOCAL     ] Loaded configuration for ALE: 2 features, 80.0% accuracy
[2025-11-25T23:49:01.225958] [DEBUG] [LOCAL     ] No configuration file found for USXF
[2025-11-25T23:49:01.226031] [DEBUG] [LOCAL     ] Loaded configuration for ANF: 4 features, 100.0% accuracy
[2025-11-25T23:49:01.226105] [DEBUG] [LOCAL     ] Loaded configuration for ICE: 4 features, 90.0% accuracy
[2025-11-25T23:49:01.226164] [DEBUG] [LOCAL     ] No configuration file found for ESGE
[2025-11-25T23:49:01.226218] [DEBUG] [LOCAL     ] No configuration file found for TBIL
[2025-11-25T23:49:01.226271] [DEBUG] [LOCAL     ] No configuration file found for FITBO
[2025-11-25T23:49:01.226343] [DEBUG] [LOCAL     ] Loaded configuration for IHS: 1 features, 90.0% accuracy
[2025-11-25T23:49:01.226400] [DEBUG] [LOCAL     ] No configuration file found for RYAAY
[2025-11-25T23:49:01.226455] [DEBUG] [LOCAL     ] No configuration file found for AUID
[2025-11-25T23:49:01.226526] [DEBUG] [LOCAL     ] Loaded configuration for ZETA: 1 features, 90.0% accuracy
[2025-11-25T23:49:01.226584] [DEBUG] [LOCAL     ] No configuration file found for VPLS
[2025-11-25T23:49:01.226656] [DEBUG] [LOCAL     ] No configuration file found for MEDP
[2025-11-25T23:49:01.226724] [DEBUG] [LOCAL     ] No configuration file found for BWB
[2025-11-25T23:49:01.226781] [DEBUG] [LOCAL     ] No configuration file found for DMAC
[2025-11-25T23:49:01.226834] [DEBUG] [LOCAL     ] No configuration file found for PACB
[2025-11-25T23:49:01.226886] [DEBUG] [LOCAL     ] No configuration file found for NXTG
[2025-11-25T23:49:01.226957] [DEBUG] [LOCAL     ] Loaded configuration for ABG: 1 features, 80.0% accuracy
[2025-11-25T23:49:01.227016] [DEBUG] [LOCAL     ] No configuration file found for WASH
[2025-11-25T23:49:01.227070] [DEBUG] [LOCAL     ] No configuration file found for NFLX
[2025-11-25T23:49:01.227142] [DEBUG] [LOCAL     ] Loaded configuration for DRD: 4 features, 80.0% accuracy
[2025-11-25T23:49:01.227216] [DEBUG] [LOCAL     ] Loaded configuration for FIGS: 5 features, 90.0% accuracy
[2025-11-25T23:49:01.227277] [DEBUG] [LOCAL     ] No configuration file found for KPRX
[2025-11-25T23:49:01.227351] [DEBUG] [LOCAL     ] Loaded configuration for FNB: 2 features, 70.0% accuracy
[2025-11-25T23:49:01.227423] [DEBUG] [LOCAL     ] No configuration file found for AMCX
[2025-11-25T23:49:01.227479] [DEBUG] [LOCAL     ] No configuration file found for CCD
[2025-11-25T23:49:01.227550] [DEBUG] [LOCAL     ] Loaded configuration for TVC: 1 features, 80.0% accuracy
[2025-11-25T23:49:01.227611] [DEBUG] [LOCAL     ] No configuration file found for SKYE
[2025-11-25T23:49:01.227691] [DEBUG] [LOCAL     ] No configuration file found for SPRC
[2025-11-25T23:49:01.227748] [DEBUG] [LOCAL     ] No configuration file found for LRCX
[2025-11-25T23:49:01.227802] [DEBUG] [LOCAL     ] No configuration file found for RPTX
[2025-11-25T23:49:01.227874] [DEBUG] [LOCAL     ] Loaded configuration for ETG: 3 features, 90.0% accuracy
[2025-11-25T23:49:01.228118] [DEBUG] [LOCAL     ] No configuration file found for DSP
[2025-11-25T23:49:01.228193] [DEBUG] [LOCAL     ] Loaded configuration for LII: 2 features, 90.0% accuracy
[2025-11-25T23:49:01.228268] [DEBUG] [LOCAL     ] Loaded configuration for SYY: 3 features, 80.0% accuracy
[2025-11-25T23:49:01.228325] [DEBUG] [LOCAL     ] No configuration file found for ZBIO
[2025-11-25T23:49:01.228379] [DEBUG] [LOCAL     ] No configuration file found for CGO
[2025-11-25T23:49:01.228432] [DEBUG] [LOCAL     ] No configuration file found for FGEN
[2025-11-25T23:49:01.228485] [DEBUG] [LOCAL     ] No configuration file found for AKRO
[2025-11-25T23:49:01.228555] [DEBUG] [LOCAL     ] Loaded configuration for HESM: 3 features, 70.0% accuracy
[2025-11-25T23:49:01.228629] [DEBUG] [LOCAL     ] Loaded configuration for PCF: 1 features, 60.0% accuracy
[2025-11-25T23:49:01.228919] [DEBUG] [LOCAL     ] Loaded configuration for F: 0 features, 70.0% accuracy
[2025-11-25T23:49:01.228982] [DEBUG] [LOCAL     ] No configuration file found for FEX
[2025-11-25T23:49:01.229056] [DEBUG] [LOCAL     ] Loaded configuration for ASBA: 4 features, 80.0% accuracy
[2025-11-25T23:49:01.229131] [DEBUG] [LOCAL     ] Loaded configuration for CTRE: 6 features, 90.0% accuracy
[2025-11-25T23:49:01.229204] [DEBUG] [LOCAL     ] Loaded configuration for THG: 2 features, 60.0% accuracy
[2025-11-25T23:49:01.229263] [DEBUG] [LOCAL     ] No configuration file found for LCID
[2025-11-25T23:49:01.229340] [DEBUG] [LOCAL     ] Loaded configuration for ORC: 0 features, 80.0% accuracy
[2025-11-25T23:49:01.229414] [DEBUG] [LOCAL     ] Loaded configuration for PH: 5 features, 60.0% accuracy
[2025-11-25T23:49:01.229488] [DEBUG] [LOCAL     ] Loaded configuration for BTI: 1 features, 80.0% accuracy
[2025-11-25T23:49:01.229561] [DEBUG] [LOCAL     ] Loaded configuration for DTM: 1 features, 60.0% accuracy
[2025-11-25T23:49:01.229635] [DEBUG] [LOCAL     ] Loaded configuration for BBVA: 2 features, 80.0% accuracy
[2025-11-25T23:49:01.229696] [DEBUG] [LOCAL     ] No configuration file found for AFYA
[2025-11-25T23:49:01.229752] [DEBUG] [LOCAL     ] No configuration file found for QVAL
[2025-11-25T23:49:01.229824] [DEBUG] [LOCAL     ] Loaded configuration for SCS: 1 features, 60.0% accuracy
[2025-11-25T23:49:01.229910] [DEBUG] [LOCAL     ] No configuration file found for SNGX
[2025-11-25T23:49:01.229967] [DEBUG] [LOCAL     ] No configuration file found for SMX
[2025-11-25T23:49:01.230039] [DEBUG] [LOCAL     ] Loaded configuration for IIM: 3 features, 70.0% accuracy
[2025-11-25T23:49:01.230098] [DEBUG] [LOCAL     ] No configuration file found for CETY
[2025-11-25T23:49:01.230152] [DEBUG] [LOCAL     ] No configuration file found for WKSP
[2025-11-25T23:49:01.230205] [DEBUG] [LOCAL     ] No configuration file found for BCML
[2025-11-25T23:49:01.230259] [DEBUG] [LOCAL     ] No configuration file found for BJDX
[2025-11-25T23:49:01.230312] [DEBUG] [LOCAL     ] No configuration file found for FTQI
[2025-11-25T23:49:01.230363] [DEBUG] [LOCAL     ] No configuration file found for CBNK
[2025-11-25T23:49:01.230415] [DEBUG] [LOCAL     ] No configuration file found for PROK
[2025-11-25T23:49:01.230902] [DEBUG] [LOCAL     ] Loaded configuration for ABVX: 0 features, 80.0% accuracy
[2025-11-25T23:49:01.230983] [DEBUG] [LOCAL     ] No configuration file found for KSPI
[2025-11-25T23:49:01.231039] [DEBUG] [LOCAL     ] No configuration file found for FRSX
[2025-11-25T23:49:01.231113] [DEBUG] [LOCAL     ] Loaded configuration for AEFC: 1 features, 80.0% accuracy
[2025-11-25T23:49:01.231172] [DEBUG] [LOCAL     ] No configuration file found for AMDL
[2025-11-25T23:49:01.231232] [DEBUG] [LOCAL     ] No configuration file found for ENTO
[2025-11-25T23:49:01.231304] [DEBUG] [LOCAL     ] Loaded configuration for BRSP: 2 features, 80.0% accuracy
[2025-11-25T23:49:01.231379] [DEBUG] [LOCAL     ] Loaded configuration for SEM: 3 features, 80.0% accuracy
[2025-11-25T23:49:01.231453] [DEBUG] [LOCAL     ] Loaded configuration for SOJC: 3 features, 100.0% accuracy
[2025-11-25T23:49:01.231512] [DEBUG] [LOCAL     ] No configuration file found for GBIO
[2025-11-25T23:49:01.231584] [DEBUG] [LOCAL     ] Loaded configuration for ARDC: 2 features, 60.0% accuracy
[2025-11-25T23:49:01.231661] [DEBUG] [LOCAL     ] No configuration file found for SVRA
[2025-11-25T23:49:01.231739] [DEBUG] [LOCAL     ] Loaded configuration for VSH: 4 features, 80.0% accuracy
[2025-11-25T23:49:01.231813] [DEBUG] [LOCAL     ] Loaded configuration for BCSF: 1 features, 60.0% accuracy
[2025-11-25T23:49:01.231872] [DEBUG] [LOCAL     ] No configuration file found for SURG
[2025-11-25T23:49:01.231927] [DEBUG] [LOCAL     ] No configuration file found for GAMB
[2025-11-25T23:49:01.231999] [DEBUG] [LOCAL     ] Loaded configuration for NVO: 3 features, 100.0% accuracy
[2025-11-25T23:49:01.232073] [DEBUG] [LOCAL     ] Loaded configuration for AES: 3 features, 80.0% accuracy
[2025-11-25T23:49:01.232131] [DEBUG] [LOCAL     ] No configuration file found for SLNO
[2025-11-25T23:49:01.232204] [DEBUG] [LOCAL     ] Loaded configuration for BEPH: 0 features, 80.0% accuracy
[2025-11-25T23:49:01.232267] [DEBUG] [LOCAL     ] No configuration file found for LINC
[2025-11-25T23:49:01.232339] [DEBUG] [LOCAL     ] Loaded configuration for IAE: 2 features, 60.0% accuracy
[2025-11-25T23:49:01.232414] [DEBUG] [LOCAL     ] Loaded configuration for NGG: 0 features, 80.0% accuracy
[2025-11-25T23:49:01.232474] [DEBUG] [LOCAL     ] No configuration file found for QLYS
[2025-11-25T23:49:01.232548] [DEBUG] [LOCAL     ] Loaded configuration for DFH: 2 features, 60.0% accuracy
[2025-11-25T23:49:01.232608] [DEBUG] [LOCAL     ] No configuration file found for HCTI
[2025-11-25T23:49:01.232715] [DEBUG] [LOCAL     ] No configuration file found for TPG
[2025-11-25T23:49:01.232796] [DEBUG] [LOCAL     ] Loaded configuration for VPG: 2 features, 80.0% accuracy
[2025-11-25T23:49:01.232856] [DEBUG] [LOCAL     ] No configuration file found for PHIO
[2025-11-25T23:49:01.232929] [DEBUG] [LOCAL     ] Loaded configuration for CHMI: 4 features, 80.0% accuracy
[2025-11-25T23:49:01.233004] [DEBUG] [LOCAL     ] Loaded configuration for UTI: 1 features, 70.0% accuracy
[2025-11-25T23:49:01.233062] [DEBUG] [LOCAL     ] No configuration file found for GPRO
[2025-11-25T23:49:01.233117] [DEBUG] [LOCAL     ] No configuration file found for STRA
[2025-11-25T23:49:01.233200] [DEBUG] [LOCAL     ] Loaded configuration for QS: 2 features, 80.0% accuracy
[2025-11-25T23:49:01.233260] [DEBUG] [LOCAL     ] No configuration file found for FOX
[2025-11-25T23:49:01.233334] [DEBUG] [LOCAL     ] Loaded configuration for VTOL: 2 features, 70.0% accuracy
[2025-11-25T23:49:01.233398] [DEBUG] [LOCAL     ] No configuration file found for PAHC
[2025-11-25T23:49:01.233472] [DEBUG] [LOCAL     ] Loaded configuration for MPC: 1 features, 80.0% accuracy
[2025-11-25T23:49:01.233531] [DEBUG] [LOCAL     ] No configuration file found for FINX
[2025-11-25T23:49:01.233604] [DEBUG] [LOCAL     ] Loaded configuration for GEF: 1 features, 60.0% accuracy
[2025-11-25T23:49:01.233699] [DEBUG] [LOCAL     ] Loaded configuration for CHD: 4 features, 60.0% accuracy
[2025-11-25T23:49:01.233759] [DEBUG] [LOCAL     ] No configuration file found for GDYN
[2025-11-25T23:49:01.233832] [DEBUG] [LOCAL     ] Loaded configuration for PVL: 1 features, 100.0% accuracy
[2025-11-25T23:49:01.233891] [DEBUG] [LOCAL     ] No configuration file found for TAOP
[2025-11-25T23:49:01.233964] [DEBUG] [LOCAL     ] Loaded configuration for PINE: 3 features, 80.0% accuracy
[2025-11-25T23:49:01.234025] [DEBUG] [LOCAL     ] No configuration file found for LTRX
[2025-11-25T23:49:01.234079] [DEBUG] [LOCAL     ] No configuration file found for ACTG
[2025-11-25T23:49:01.234133] [DEBUG] [LOCAL     ] No configuration file found for AURA
[2025-11-25T23:49:01.234212] [DEBUG] [LOCAL     ] Loaded configuration for GBAB: 4 features, 90.0% accuracy
[2025-11-25T23:49:01.234271] [DEBUG] [LOCAL     ] No configuration file found for DRUG
[2025-11-25T23:49:01.234328] [DEBUG] [LOCAL     ] No configuration file found for CSGS
[2025-11-25T23:49:01.234410] [DEBUG] [LOCAL     ] Loaded configuration for FDS: 4 features, 80.0% accuracy
[2025-11-25T23:49:01.234485] [DEBUG] [LOCAL     ] Loaded configuration for PINS: 2 features, 60.0% accuracy
[2025-11-25T23:49:01.234560] [DEBUG] [LOCAL     ] Loaded configuration for FUBO: 2 features, 70.0% accuracy
[2025-11-25T23:49:01.234621] [DEBUG] [LOCAL     ] No configuration file found for MURA
[2025-11-25T23:49:01.234697] [DEBUG] [LOCAL     ] No configuration file found for ZEUS
[2025-11-25T23:49:01.234751] [DEBUG] [LOCAL     ] No configuration file found for BLMN
[2025-11-25T23:49:01.234806] [DEBUG] [LOCAL     ] No configuration file found for CATY
[2025-11-25T23:49:01.234861] [DEBUG] [LOCAL     ] No configuration file found for VRSK
[2025-11-25T23:49:01.234933] [DEBUG] [LOCAL     ] Loaded configuration for IGI: 2 features, 60.0% accuracy
[2025-11-25T23:49:01.234992] [DEBUG] [LOCAL     ] No configuration file found for MBIO
[2025-11-25T23:49:01.235064] [DEBUG] [LOCAL     ] Loaded configuration for TAL: 3 features, 80.0% accuracy
[2025-11-25T23:49:01.235122] [DEBUG] [LOCAL     ] No configuration file found for TBRG
[2025-11-25T23:49:01.235176] [DEBUG] [LOCAL     ] No configuration file found for CDNS
[2025-11-25T23:49:01.235231] [DEBUG] [LOCAL     ] No configuration file found for SERA
[2025-11-25T23:49:01.235303] [DEBUG] [LOCAL     ] Loaded configuration for SIG: 3 features, 70.0% accuracy
[2025-11-25T23:49:01.235363] [DEBUG] [LOCAL     ] No configuration file found for FTXL
[2025-11-25T23:49:01.235437] [DEBUG] [LOCAL     ] Loaded configuration for AB: 2 features, 80.0% accuracy
[2025-11-25T23:49:01.235510] [DEBUG] [LOCAL     ] Loaded configuration for CBZ: 2 features, 80.0% accuracy
[2025-11-25T23:49:01.235583] [DEBUG] [LOCAL     ] Loaded configuration for SN: 2 features, 70.0% accuracy
[2025-11-25T23:49:01.235661] [DEBUG] [LOCAL     ] No configuration file found for GECC
[2025-11-25T23:49:01.236095] [DEBUG] [LOCAL     ] Loaded configuration for ABCL: 2 features, 90.0% accuracy
[2025-11-25T23:49:01.236168] [DEBUG] [LOCAL     ] No configuration file found for SPXX
[2025-11-25T23:49:01.236225] [DEBUG] [LOCAL     ] No configuration file found for CELZ
[2025-11-25T23:49:01.236282] [DEBUG] [LOCAL     ] No configuration file found for SHOO
[2025-11-25T23:49:01.236356] [DEBUG] [LOCAL     ] Loaded configuration for FND: 3 features, 70.0% accuracy
[2025-11-25T23:49:01.236425] [DEBUG] [LOCAL     ] No configuration file found for KTOS
[2025-11-25T23:49:01.236480] [DEBUG] [LOCAL     ] No configuration file found for SMTI
[2025-11-25T23:49:01.236551] [DEBUG] [LOCAL     ] Loaded configuration for PACK: 3 features, 80.0% accuracy
[2025-11-25T23:49:01.236609] [DEBUG] [LOCAL     ] No configuration file found for TBPH
[2025-11-25T23:49:01.236684] [DEBUG] [LOCAL     ] No configuration file found for WCLD
[2025-11-25T23:49:01.236739] [DEBUG] [LOCAL     ] No configuration file found for OVID
[2025-11-25T23:49:01.236792] [DEBUG] [LOCAL     ] No configuration file found for SOPH
[2025-11-25T23:49:01.236844] [DEBUG] [LOCAL     ] No configuration file found for PAX
[2025-11-25T23:49:01.236917] [DEBUG] [LOCAL     ] Loaded configuration for GRX: 6 features, 90.0% accuracy
[2025-11-25T23:49:01.236976] [DEBUG] [LOCAL     ] No configuration file found for ACRS
[2025-11-25T23:49:01.237049] [DEBUG] [LOCAL     ] Loaded configuration for EIG: 2 features, 80.0% accuracy
[2025-11-25T23:49:01.237122] [DEBUG] [LOCAL     ] Loaded configuration for HCA: 2 features, 70.0% accuracy
[2025-11-25T23:49:01.237182] [DEBUG] [LOCAL     ] No configuration file found for ENVB
[2025-11-25T23:49:01.237243] [DEBUG] [LOCAL     ] No configuration file found for STSS
[2025-11-25T23:49:01.237315] [DEBUG] [LOCAL     ] Loaded configuration for CMSD: 6 features, 100.0% accuracy
[2025-11-25T23:49:01.237386] [DEBUG] [LOCAL     ] No configuration file found for PLUS
[2025-11-25T23:49:01.237444] [DEBUG] [LOCAL     ] No configuration file found for FCBC
[2025-11-25T23:49:01.237516] [DEBUG] [LOCAL     ] Loaded configuration for TEF: 1 features, 70.0% accuracy
[2025-11-25T23:49:01.237575] [DEBUG] [LOCAL     ] No configuration file found for GRAL
[2025-11-25T23:49:01.237670] [DEBUG] [LOCAL     ] Loaded configuration for CI: 2 features, 80.0% accuracy
[2025-11-25T23:49:01.237748] [DEBUG] [LOCAL     ] Loaded configuration for CPRI: 2 features, 70.0% accuracy
[2025-11-25T23:49:01.237822] [DEBUG] [LOCAL     ] Loaded configuration for KIO: 2 features, 60.0% accuracy
[2025-11-25T23:49:01.237883] [DEBUG] [LOCAL     ] No configuration file found for TVTX
[2025-11-25T23:49:01.237956] [DEBUG] [LOCAL     ] Loaded configuration for PNC: 3 features, 60.0% accuracy
[2025-11-25T23:49:01.238029] [DEBUG] [LOCAL     ] Loaded configuration for AEG: 1 features, 60.0% accuracy
[2025-11-25T23:49:01.238089] [DEBUG] [LOCAL     ] No configuration file found for TRNS
[2025-11-25T23:49:01.238143] [DEBUG] [LOCAL     ] No configuration file found for ALGN
[2025-11-25T23:49:01.238222] [DEBUG] [LOCAL     ] Loaded configuration for CAAP: 0 features, 70.0% accuracy
[2025-11-25T23:49:01.238281] [DEBUG] [LOCAL     ] No configuration file found for MLCO
[2025-11-25T23:49:01.238355] [DEBUG] [LOCAL     ] Loaded configuration for JPC: 3 features, 70.0% accuracy
[2025-11-25T23:49:01.238616] [DEBUG] [LOCAL     ] Loaded configuration for FSS: 5 features, 70.0% accuracy
[2025-11-25T23:49:01.238694] [DEBUG] [LOCAL     ] No configuration file found for RGEN
[2025-11-25T23:49:01.238751] [DEBUG] [LOCAL     ] No configuration file found for SMBC
[2025-11-25T23:49:01.238800] [DEBUG] [LOCAL     ] No configuration file found for CONL
[2025-11-25T23:49:01.238857] [DEBUG] [LOCAL     ] No configuration file found for PAL
[2025-11-25T23:49:01.238909] [DEBUG] [LOCAL     ] No configuration file found for ELAB
[2025-11-25T23:49:01.238962] [DEBUG] [LOCAL     ] No configuration file found for UNCY
[2025-11-25T23:49:01.239033] [DEBUG] [LOCAL     ] Loaded configuration for SHO: 1 features, 70.0% accuracy
[2025-11-25T23:49:01.239091] [DEBUG] [LOCAL     ] No configuration file found for BELFA
[2025-11-25T23:49:01.239164] [DEBUG] [LOCAL     ] Loaded configuration for HI: 4 features, 70.0% accuracy
[2025-11-25T23:49:01.239222] [DEBUG] [LOCAL     ] No configuration file found for SRBK
[2025-11-25T23:49:01.239299] [DEBUG] [LOCAL     ] Loaded configuration for MXF: 3 features, 80.0% accuracy
[2025-11-25T23:49:01.239356] [DEBUG] [LOCAL     ] No configuration file found for ADUS
[2025-11-25T23:49:01.239628] [DEBUG] [LOCAL     ] Loaded configuration for VIPS: 2 features, 60.0% accuracy
[2025-11-25T23:49:01.239714] [DEBUG] [LOCAL     ] No configuration file found for QABA
[2025-11-25T23:49:01.239771] [DEBUG] [LOCAL     ] No configuration file found for QFIN
[2025-11-25T23:49:01.239825] [DEBUG] [LOCAL     ] No configuration file found for DVY
[2025-11-25T23:49:01.239897] [DEBUG] [LOCAL     ] Loaded configuration for FMX: 6 features, 80.0% accuracy
[2025-11-25T23:49:01.239956] [DEBUG] [LOCAL     ] No configuration file found for CDXS
[2025-11-25T23:49:01.240028] [DEBUG] [LOCAL     ] Loaded configuration for BFH: 3 features, 80.0% accuracy
[2025-11-25T23:49:01.240103] [DEBUG] [LOCAL     ] Loaded configuration for OBDC: 3 features, 90.0% accuracy
[2025-11-25T23:49:01.240162] [DEBUG] [LOCAL     ] No configuration file found for CSTL
[2025-11-25T23:49:01.240217] [DEBUG] [LOCAL     ] No configuration file found for ROE
[2025-11-25T23:49:01.240287] [DEBUG] [LOCAL     ] Loaded configuration for SUZ: 5 features, 90.0% accuracy
[2025-11-25T23:49:01.240371] [DEBUG] [LOCAL     ] Loaded configuration for MKC: 2 features, 80.0% accuracy
[2025-11-25T23:49:01.240431] [DEBUG] [LOCAL     ] No configuration file found for ARCB
[2025-11-25T23:49:01.240488] [DEBUG] [LOCAL     ] No configuration file found for TECH
[2025-11-25T23:49:01.240561] [DEBUG] [LOCAL     ] Loaded configuration for LYB: 6 features, 90.0% accuracy
[2025-11-25T23:49:01.240636] [DEBUG] [LOCAL     ] Loaded configuration for AN: 2 features, 80.0% accuracy
[2025-11-25T23:49:01.240734] [DEBUG] [LOCAL     ] Loaded configuration for TFII: 2 features, 100.0% accuracy
[2025-11-25T23:49:01.240794] [DEBUG] [LOCAL     ] No configuration file found for UITB
[2025-11-25T23:49:01.240849] [DEBUG] [LOCAL     ] No configuration file found for APM
[2025-11-25T23:49:01.240920] [DEBUG] [LOCAL     ] Loaded configuration for OFG: 1 features, 70.0% accuracy
[2025-11-25T23:49:01.240978] [DEBUG] [LOCAL     ] No configuration file found for DGICA
[2025-11-25T23:49:01.241034] [DEBUG] [LOCAL     ] No configuration file found for NNE
[2025-11-25T23:49:01.241087] [DEBUG] [LOCAL     ] No configuration file found for NKSH
[2025-11-25T23:49:01.241140] [DEBUG] [LOCAL     ] No configuration file found for FMHI
[2025-11-25T23:49:01.241194] [DEBUG] [LOCAL     ] No configuration file found for WDFC
[2025-11-25T23:49:01.241248] [DEBUG] [LOCAL     ] No configuration file found for QMOM
[2025-11-25T23:49:01.241321] [DEBUG] [LOCAL     ] Loaded configuration for CYH: 1 features, 70.0% accuracy
[2025-11-25T23:49:01.241380] [DEBUG] [LOCAL     ] No configuration file found for GGLL
[2025-11-25T23:49:01.241435] [DEBUG] [LOCAL     ] No configuration file found for MSEX
[2025-11-25T23:49:01.241489] [DEBUG] [LOCAL     ] No configuration file found for ULH
[2025-11-25T23:49:01.241559] [DEBUG] [LOCAL     ] Loaded configuration for AAP: 0 features, 70.0% accuracy
[2025-11-25T23:49:01.241617] [DEBUG] [LOCAL     ] No configuration file found for TNYA
[2025-11-25T23:49:01.241691] [DEBUG] [LOCAL     ] No configuration file found for CRVS
[2025-11-25T23:49:01.241764] [DEBUG] [LOCAL     ] Loaded configuration for WNC: 1 features, 70.0% accuracy
[2025-11-25T23:49:01.241824] [DEBUG] [LOCAL     ] No configuration file found for BSSX
[2025-11-25T23:49:01.241897] [DEBUG] [LOCAL     ] Loaded configuration for HNI: 1 features, 60.0% accuracy
[2025-11-25T23:49:01.241956] [DEBUG] [LOCAL     ] No configuration file found for ENTX
[2025-11-25T23:49:01.242013] [DEBUG] [LOCAL     ] No configuration file found for SWKH
[2025-11-25T23:49:01.242066] [DEBUG] [LOCAL     ] No configuration file found for IQQQ
[2025-11-25T23:49:01.242138] [DEBUG] [LOCAL     ] Loaded configuration for LHX: 4 features, 90.0% accuracy
[2025-11-25T23:49:01.242211] [DEBUG] [LOCAL     ] Loaded configuration for AM: 2 features, 80.0% accuracy
[2025-11-25T23:49:01.242269] [DEBUG] [LOCAL     ] No configuration file found for RVMD
[2025-11-25T23:49:01.242325] [DEBUG] [LOCAL     ] No configuration file found for BABX
[2025-11-25T23:49:01.242385] [DEBUG] [LOCAL     ] No configuration file found for QQQ
[2025-11-25T23:49:01.242438] [DEBUG] [LOCAL     ] No configuration file found for STBA
[2025-11-25T23:49:01.242490] [DEBUG] [LOCAL     ] No configuration file found for ALTI
[2025-11-25T23:49:01.242542] [DEBUG] [LOCAL     ] No configuration file found for PCVX
[2025-11-25T23:49:01.242614] [DEBUG] [LOCAL     ] Loaded configuration for SBSI: 2 features, 80.0% accuracy
[2025-11-25T23:49:01.242694] [DEBUG] [LOCAL     ] No configuration file found for IAS
[2025-11-25T23:49:01.242772] [DEBUG] [LOCAL     ] Loaded configuration for ENS: 2 features, 70.0% accuracy
[2025-11-25T23:49:01.242847] [DEBUG] [LOCAL     ] Loaded configuration for YALA: 2 features, 80.0% accuracy
[2025-11-25T23:49:01.242908] [DEBUG] [LOCAL     ] No configuration file found for BSJS
[2025-11-25T23:49:01.242964] [DEBUG] [LOCAL     ] No configuration file found for VFF
[2025-11-25T23:49:01.243037] [DEBUG] [LOCAL     ] Loaded configuration for WSM: 1 features, 60.0% accuracy
[2025-11-25T23:49:01.243096] [DEBUG] [LOCAL     ] No configuration file found for SRAD
[2025-11-25T23:49:01.243153] [DEBUG] [LOCAL     ] No configuration file found for FELE
[2025-11-25T23:49:01.243225] [DEBUG] [LOCAL     ] Loaded configuration for NOA: 3 features, 80.0% accuracy
[2025-11-25T23:49:01.243288] [DEBUG] [LOCAL     ] No configuration file found for CNXC
[2025-11-25T23:49:01.243361] [DEBUG] [LOCAL     ] Loaded configuration for YUMC: 2 features, 90.0% accuracy
[2025-11-25T23:49:01.243420] [DEBUG] [LOCAL     ] No configuration file found for TBLA
[2025-11-25T23:49:01.243475] [DEBUG] [LOCAL     ] No configuration file found for COCO
[2025-11-25T23:49:01.243527] [DEBUG] [LOCAL     ] No configuration file found for DOOO
[2025-11-25T23:49:01.243581] [DEBUG] [LOCAL     ] No configuration file found for CAAS
[2025-11-25T23:49:01.243671] [DEBUG] [LOCAL     ] Loaded configuration for GES: 1 features, 70.0% accuracy
[2025-11-25T23:49:01.243733] [DEBUG] [LOCAL     ] No configuration file found for SANA
[2025-11-25T23:49:01.243788] [DEBUG] [LOCAL     ] No configuration file found for VTIP
[2025-11-25T23:49:01.243859] [DEBUG] [LOCAL     ] Loaded configuration for ALB: 3 features, 90.0% accuracy
[2025-11-25T23:49:01.243919] [DEBUG] [LOCAL     ] No configuration file found for HCSG
[2025-11-25T23:49:01.243991] [DEBUG] [LOCAL     ] Loaded configuration for REVG: 4 features, 90.0% accuracy
[2025-11-25T23:49:01.244065] [DEBUG] [LOCAL     ] Loaded configuration for TEX: 3 features, 90.0% accuracy
[2025-11-25T23:49:01.244139] [DEBUG] [LOCAL     ] Loaded configuration for NOAH: 3 features, 80.0% accuracy
[2025-11-25T23:49:01.244198] [DEBUG] [LOCAL     ] No configuration file found for FTAI
[2025-11-25T23:49:01.244252] [DEBUG] [LOCAL     ] No configuration file found for FDBC
[2025-11-25T23:49:01.244306] [DEBUG] [LOCAL     ] No configuration file found for INVZ
[2025-11-25T23:49:01.244359] [DEBUG] [LOCAL     ] No configuration file found for WULF
[2025-11-25T23:49:01.244430] [DEBUG] [LOCAL     ] Loaded configuration for ASG: 3 features, 80.0% accuracy
[2025-11-25T23:49:01.244488] [DEBUG] [LOCAL     ] No configuration file found for CLDX
[2025-11-25T23:49:01.244562] [DEBUG] [LOCAL     ] Loaded configuration for APOS: 1 features, 70.0% accuracy
[2025-11-25T23:49:01.244621] [DEBUG] [LOCAL     ] No configuration file found for BTF
[2025-11-25T23:49:01.244694] [DEBUG] [LOCAL     ] No configuration file found for BIVI
[2025-11-25T23:49:01.244768] [DEBUG] [LOCAL     ] Loaded configuration for BB: 1 features, 80.0% accuracy
[2025-11-25T23:49:01.244826] [DEBUG] [LOCAL     ] No configuration file found for IMPP
[2025-11-25T23:49:01.244882] [DEBUG] [LOCAL     ] No configuration file found for IESC
[2025-11-25T23:49:01.244935] [DEBUG] [LOCAL     ] No configuration file found for ANGO
[2025-11-25T23:49:01.245007] [DEBUG] [LOCAL     ] Loaded configuration for RRC: 4 features, 70.0% accuracy
[2025-11-25T23:49:01.245065] [DEBUG] [LOCAL     ] No configuration file found for RUSHB
[2025-11-25T23:49:01.245138] [DEBUG] [LOCAL     ] Loaded configuration for DSX: 4 features, 80.0% accuracy
[2025-11-25T23:49:01.245220] [DEBUG] [LOCAL     ] Loaded configuration for BCS: 2 features, 80.0% accuracy
[2025-11-25T23:49:01.245294] [DEBUG] [LOCAL     ] Loaded configuration for AGRO: 1 features, 80.0% accuracy
[2025-11-25T23:49:01.245367] [DEBUG] [LOCAL     ] Loaded configuration for MTX: 3 features, 60.0% accuracy
[2025-11-25T23:49:01.245440] [DEBUG] [LOCAL     ] Loaded configuration for DPG: 2 features, 70.0% accuracy
[2025-11-25T23:49:01.245503] [DEBUG] [LOCAL     ] No configuration file found for IMNM
[2025-11-25T23:49:01.245563] [DEBUG] [LOCAL     ] No configuration file found for BLFY
[2025-11-25T23:49:01.245618] [DEBUG] [LOCAL     ] No configuration file found for PLTK
[2025-11-25T23:49:01.245714] [DEBUG] [LOCAL     ] Loaded configuration for CWK: 2 features, 70.0% accuracy
[2025-11-25T23:49:01.245793] [DEBUG] [LOCAL     ] Loaded configuration for FSK: 1 features, 70.0% accuracy
[2025-11-25T23:49:01.245852] [DEBUG] [LOCAL     ] No configuration file found for AMZN
[2025-11-25T23:49:01.245907] [DEBUG] [LOCAL     ] No configuration file found for IUSG
[2025-11-25T23:49:01.245961] [DEBUG] [LOCAL     ] No configuration file found for SLVO
[2025-11-25T23:49:01.246013] [DEBUG] [LOCAL     ] No configuration file found for XOS
[2025-11-25T23:49:01.246064] [DEBUG] [LOCAL     ] No configuration file found for GOOD
[2025-11-25T23:49:01.246116] [DEBUG] [LOCAL     ] No configuration file found for VKTX
[2025-11-25T23:49:01.246167] [DEBUG] [LOCAL     ] No configuration file found for INBK
[2025-11-25T23:49:01.246218] [DEBUG] [LOCAL     ] No configuration file found for IRTC
[2025-11-25T23:49:01.246273] [DEBUG] [LOCAL     ] No configuration file found for HLAL
[2025-11-25T23:49:01.246324] [DEBUG] [LOCAL     ] No configuration file found for LI
[2025-11-25T23:49:01.246397] [DEBUG] [LOCAL     ] Loaded configuration for PNI: 7 features, 80.0% accuracy
[2025-11-25T23:49:01.246472] [DEBUG] [LOCAL     ] Loaded configuration for RAMP: 4 features, 70.0% accuracy
[2025-11-25T23:49:01.246531] [DEBUG] [LOCAL     ] No configuration file found for CHCI
[2025-11-25T23:49:01.246604] [DEBUG] [LOCAL     ] Loaded configuration for FBK: 5 features, 80.0% accuracy
[2025-11-25T23:49:01.246682] [DEBUG] [LOCAL     ] No configuration file found for EXC
[2025-11-25T23:49:01.246742] [DEBUG] [LOCAL     ] No configuration file found for CPZ
[2025-11-25T23:49:01.246814] [DEBUG] [LOCAL     ] Loaded configuration for MUFG: 2 features, 80.0% accuracy
[2025-11-25T23:49:01.246872] [DEBUG] [LOCAL     ] No configuration file found for PRTA
[2025-11-25T23:49:01.246947] [DEBUG] [LOCAL     ] Loaded configuration for RBA: 3 features, 70.0% accuracy
[2025-11-25T23:49:01.247022] [DEBUG] [LOCAL     ] Loaded configuration for RH: 2 features, 80.0% accuracy
[2025-11-25T23:49:01.247098] [DEBUG] [LOCAL     ] Loaded configuration for JXN: 2 features, 70.0% accuracy
[2025-11-25T23:49:01.247172] [DEBUG] [LOCAL     ] Loaded configuration for EVEX: 4 features, 80.0% accuracy
[2025-11-25T23:49:01.247237] [DEBUG] [LOCAL     ] No configuration file found for LMB
[2025-11-25T23:49:01.247665] [DEBUG] [LOCAL     ] Loaded configuration for AAPL: 0 features, 80.0% accuracy
[2025-11-25T23:49:01.247743] [DEBUG] [LOCAL     ] No configuration file found for MCRB
[2025-11-25T23:49:01.247822] [DEBUG] [LOCAL     ] Loaded configuration for WLK: 5 features, 80.0% accuracy
[2025-11-25T23:49:01.247910] [DEBUG] [LOCAL     ] Loaded configuration for TNL: 1 features, 90.0% accuracy
[2025-11-25T23:49:01.247986] [DEBUG] [LOCAL     ] Loaded configuration for PBA: 4 features, 70.0% accuracy
[2025-11-25T23:49:01.248060] [DEBUG] [LOCAL     ] Loaded configuration for EVN: 1 features, 90.0% accuracy
[2025-11-25T23:49:01.248140] [DEBUG] [LOCAL     ] Loaded configuration for DDS: 2 features, 80.0% accuracy
[2025-11-25T23:49:01.248213] [DEBUG] [LOCAL     ] Loaded configuration for KD: 6 features, 80.0% accuracy
[2025-11-25T23:49:01.248292] [DEBUG] [LOCAL     ] Loaded configuration for RHI: 2 features, 90.0% accuracy
[2025-11-25T23:49:01.248365] [DEBUG] [LOCAL     ] Loaded configuration for VALE: 3 features, 100.0% accuracy
[2025-11-25T23:49:01.248430] [DEBUG] [LOCAL     ] No configuration file found for INVE
[2025-11-25T23:49:01.248487] [DEBUG] [LOCAL     ] No configuration file found for EWZS
[2025-11-25T23:49:01.248540] [DEBUG] [LOCAL     ] No configuration file found for NSSC
[2025-11-25T23:49:01.248613] [DEBUG] [LOCAL     ] Loaded configuration for KBH: 1 features, 80.0% accuracy
[2025-11-25T23:49:01.248691] [DEBUG] [LOCAL     ] No configuration file found for DCTH
[2025-11-25T23:49:01.248750] [DEBUG] [LOCAL     ] No configuration file found for BBSI
[2025-11-25T23:49:01.248804] [DEBUG] [LOCAL     ] No configuration file found for CLBK
[2025-11-25T23:49:01.248857] [DEBUG] [LOCAL     ] No configuration file found for PFG
[2025-11-25T23:49:01.248911] [DEBUG] [LOCAL     ] No configuration file found for TTD
[2025-11-25T23:49:01.248983] [DEBUG] [LOCAL     ] Loaded configuration for LAD: 2 features, 70.0% accuracy
[2025-11-25T23:49:01.249058] [DEBUG] [LOCAL     ] Loaded configuration for KMI: 2 features, 70.0% accuracy
[2025-11-25T23:49:01.249132] [DEBUG] [LOCAL     ] Loaded configuration for PRM: 2 features, 70.0% accuracy
[2025-11-25T23:49:01.249192] [DEBUG] [LOCAL     ] No configuration file found for CRGO
[2025-11-25T23:49:01.249265] [DEBUG] [LOCAL     ] Loaded configuration for MUJ: 1 features, 70.0% accuracy
[2025-11-25T23:49:01.249322] [DEBUG] [LOCAL     ] No configuration file found for PLCE
[2025-11-25T23:49:01.249395] [DEBUG] [LOCAL     ] Loaded configuration for MAX: 1 features, 70.0% accuracy
[2025-11-25T23:49:01.249453] [DEBUG] [LOCAL     ] No configuration file found for LAKE
[2025-11-25T23:49:01.249526] [DEBUG] [LOCAL     ] Loaded configuration for PSO: 3 features, 70.0% accuracy
[2025-11-25T23:49:01.249598] [DEBUG] [LOCAL     ] Loaded configuration for AMBP: 1 features, 80.0% accuracy
[2025-11-25T23:49:01.249692] [DEBUG] [LOCAL     ] Loaded configuration for CDE: 2 features, 80.0% accuracy
[2025-11-25T23:49:01.249752] [DEBUG] [LOCAL     ] No configuration file found for TRIN
[2025-11-25T23:49:01.249808] [DEBUG] [LOCAL     ] No configuration file found for FUNC
[2025-11-25T23:49:01.249860] [DEBUG] [LOCAL     ] No configuration file found for NHTC
[2025-11-25T23:49:01.249912] [DEBUG] [LOCAL     ] No configuration file found for MDB
[2025-11-25T23:49:01.249984] [DEBUG] [LOCAL     ] Loaded configuration for MFA: 2 features, 80.0% accuracy
[2025-11-25T23:49:01.250058] [DEBUG] [LOCAL     ] Loaded configuration for ATI: 1 features, 80.0% accuracy
[2025-11-25T23:49:01.250116] [DEBUG] [LOCAL     ] No configuration file found for STLD
[2025-11-25T23:49:01.250189] [DEBUG] [LOCAL     ] Loaded configuration for CMP: 1 features, 80.0% accuracy
[2025-11-25T23:49:01.250247] [DEBUG] [LOCAL     ] No configuration file found for ADBE
[2025-11-25T23:49:01.250301] [DEBUG] [LOCAL     ] No configuration file found for HAIN
[2025-11-25T23:49:01.250374] [DEBUG] [LOCAL     ] Loaded configuration for ONON: 4 features, 80.0% accuracy
[2025-11-25T23:49:01.250435] [DEBUG] [LOCAL     ] No configuration file found for RBCAA
[2025-11-25T23:49:01.250490] [DEBUG] [LOCAL     ] No configuration file found for NDSN
[2025-11-25T23:49:01.250542] [DEBUG] [LOCAL     ] No configuration file found for RRBI
[2025-11-25T23:49:01.250592] [DEBUG] [LOCAL     ] No configuration file found for FCNCP
[2025-11-25T23:49:01.250662] [DEBUG] [LOCAL     ] No configuration file found for SHLS
[2025-11-25T23:49:01.250717] [DEBUG] [LOCAL     ] No configuration file found for ALZN
[2025-11-25T23:49:01.250769] [DEBUG] [LOCAL     ] No configuration file found for LYTS
[2025-11-25T23:49:01.250822] [DEBUG] [LOCAL     ] No configuration file found for GDRX
[2025-11-25T23:49:01.250875] [DEBUG] [LOCAL     ] No configuration file found for MDXG
[2025-11-25T23:49:01.250955] [DEBUG] [LOCAL     ] Loaded configuration for NEA: 3 features, 60.0% accuracy
[2025-11-25T23:49:01.251014] [DEBUG] [LOCAL     ] No configuration file found for PNFP
[2025-11-25T23:49:01.251068] [DEBUG] [LOCAL     ] No configuration file found for AIPI
[2025-11-25T23:49:01.251128] [DEBUG] [LOCAL     ] No configuration file found for SNTI
[2025-11-25T23:49:01.251200] [DEBUG] [LOCAL     ] Loaded configuration for MAN: 1 features, 60.0% accuracy
[2025-11-25T23:49:01.251259] [DEBUG] [LOCAL     ] No configuration file found for COO
[2025-11-25T23:49:01.251331] [DEBUG] [LOCAL     ] Loaded configuration for TAC: 1 features, 70.0% accuracy
[2025-11-25T23:49:01.251389] [DEBUG] [LOCAL     ] No configuration file found for FBIO
[2025-11-25T23:49:01.251462] [DEBUG] [LOCAL     ] Loaded configuration for MATX: 1 features, 90.0% accuracy
[2025-11-25T23:49:01.251519] [DEBUG] [LOCAL     ] No configuration file found for GO
[2025-11-25T23:49:01.251573] [DEBUG] [LOCAL     ] No configuration file found for SARK
[2025-11-25T23:49:01.251664] [DEBUG] [LOCAL     ] Loaded configuration for VSTS: 3 features, 90.0% accuracy
[2025-11-25T23:49:01.251725] [DEBUG] [LOCAL     ] No configuration file found for CRVO
[2025-11-25T23:49:01.251779] [DEBUG] [LOCAL     ] No configuration file found for AGIO
[2025-11-25T23:49:01.251833] [DEBUG] [LOCAL     ] No configuration file found for COLL
[2025-11-25T23:49:01.251884] [DEBUG] [LOCAL     ] No configuration file found for EFSC
[2025-11-25T23:49:01.251959] [DEBUG] [LOCAL     ] Loaded configuration for SLG: 4 features, 80.0% accuracy
[2025-11-25T23:49:01.252019] [DEBUG] [LOCAL     ] No configuration file found for XTKG
[2025-11-25T23:49:01.252078] [DEBUG] [LOCAL     ] No configuration file found for ICFI
[2025-11-25T23:49:01.252154] [DEBUG] [LOCAL     ] Loaded configuration for EQBK: 2 features, 80.0% accuracy
[2025-11-25T23:49:01.252216] [DEBUG] [LOCAL     ] No configuration file found for CZNC
[2025-11-25T23:49:01.252290] [DEBUG] [LOCAL     ] Loaded configuration for HGTY: 2 features, 80.0% accuracy
[2025-11-25T23:49:01.252348] [DEBUG] [LOCAL     ] No configuration file found for PCH
[2025-11-25T23:49:01.252420] [DEBUG] [LOCAL     ] Loaded configuration for OLN: 1 features, 70.0% accuracy
[2025-11-25T23:49:01.252494] [DEBUG] [LOCAL     ] Loaded configuration for DAN: 3 features, 70.0% accuracy
[2025-11-25T23:49:01.252552] [DEBUG] [LOCAL     ] No configuration file found for INDB
[2025-11-25T23:49:01.252626] [DEBUG] [LOCAL     ] Loaded configuration for USA: 5 features, 80.0% accuracy
[2025-11-25T23:49:01.252706] [DEBUG] [LOCAL     ] No configuration file found for BBLG
[2025-11-25T23:49:01.252761] [DEBUG] [LOCAL     ] No configuration file found for PSCH
[2025-11-25T23:49:01.252807] [DEBUG] [LOCAL     ] No configuration file found for FMNB
[2025-11-25T23:49:01.252855] [DEBUG] [LOCAL     ] No configuration file found for MDAI
[2025-11-25T23:49:01.252932] [DEBUG] [LOCAL     ] Loaded configuration for HUBB: 1 features, 70.0% accuracy
[2025-11-25T23:49:01.253011] [DEBUG] [LOCAL     ] Loaded configuration for BFK: 2 features, 90.0% accuracy
[2025-11-25T23:49:01.253088] [DEBUG] [LOCAL     ] Loaded configuration for GRC: 3 features, 60.0% accuracy
[2025-11-25T23:49:01.253164] [DEBUG] [LOCAL     ] Loaded configuration for GNRC: 1 features, 90.0% accuracy
[2025-11-25T23:49:01.253241] [DEBUG] [LOCAL     ] Loaded configuration for BTA: 0 features, 60.0% accuracy
[2025-11-25T23:49:01.253315] [DEBUG] [LOCAL     ] Loaded configuration for IIIN: 2 features, 90.0% accuracy
[2025-11-25T23:49:01.253376] [DEBUG] [LOCAL     ] No configuration file found for MDGL
[2025-11-25T23:49:01.253432] [DEBUG] [LOCAL     ] No configuration file found for RWAY
[2025-11-25T23:49:01.253485] [DEBUG] [LOCAL     ] No configuration file found for TUGN
[2025-11-25T23:49:01.253537] [DEBUG] [LOCAL     ] No configuration file found for TSLA
[2025-11-25T23:49:01.253590] [DEBUG] [LOCAL     ] No configuration file found for ANIP
[2025-11-25T23:49:01.253679] [DEBUG] [LOCAL     ] Loaded configuration for AOS: 5 features, 70.0% accuracy
[2025-11-25T23:49:01.253755] [DEBUG] [LOCAL     ] Loaded configuration for KODK: 1 features, 80.0% accuracy
[2025-11-25T23:49:01.253817] [DEBUG] [LOCAL     ] No configuration file found for FTCS
[2025-11-25T23:49:01.253871] [DEBUG] [LOCAL     ] No configuration file found for LITE
[2025-11-25T23:49:01.253932] [DEBUG] [LOCAL     ] No configuration file found for DAPP
[2025-11-25T23:49:01.254006] [DEBUG] [LOCAL     ] Loaded configuration for PBF: 3 features, 70.0% accuracy
[2025-11-25T23:49:01.254066] [DEBUG] [LOCAL     ] No configuration file found for BFC
[2025-11-25T23:49:01.254121] [DEBUG] [LOCAL     ] No configuration file found for SLQD
[2025-11-25T23:49:01.254192] [DEBUG] [LOCAL     ] Loaded configuration for IIF: 2 features, 80.0% accuracy
[2025-11-25T23:49:01.254266] [DEBUG] [LOCAL     ] Loaded configuration for BME: 4 features, 80.0% accuracy
[2025-11-25T23:49:01.254341] [DEBUG] [LOCAL     ] Loaded configuration for OHI: 3 features, 90.0% accuracy
[2025-11-25T23:49:01.254400] [DEBUG] [LOCAL     ] No configuration file found for VXUS
[2025-11-25T23:49:01.254456] [DEBUG] [LOCAL     ] No configuration file found for HOTH
[2025-11-25T23:49:01.254529] [DEBUG] [LOCAL     ] Loaded configuration for BNS: 7 features, 90.0% accuracy
[2025-11-25T23:49:01.254589] [DEBUG] [LOCAL     ] No configuration file found for AMPH
[2025-11-25T23:49:01.254663] [DEBUG] [LOCAL     ] No configuration file found for CLOA
[2025-11-25T23:49:01.254720] [DEBUG] [LOCAL     ] No configuration file found for CDRO
[2025-11-25T23:49:01.254791] [DEBUG] [LOCAL     ] Loaded configuration for OII: 1 features, 80.0% accuracy
[2025-11-25T23:49:01.254851] [DEBUG] [LOCAL     ] No configuration file found for REYN
[2025-11-25T23:49:01.254935] [DEBUG] [LOCAL     ] Loaded configuration for TPB: 3 features, 80.0% accuracy
[2025-11-25T23:49:01.255009] [DEBUG] [LOCAL     ] Loaded configuration for FFWM: 1 features, 70.0% accuracy
[2025-11-25T23:49:01.255069] [DEBUG] [LOCAL     ] No configuration file found for OCSL
[2025-11-25T23:49:01.255142] [DEBUG] [LOCAL     ] Loaded configuration for OXM: 1 features, 90.0% accuracy
[2025-11-25T23:49:01.255202] [DEBUG] [LOCAL     ] No configuration file found for LIVN
[2025-11-25T23:49:01.255280] [DEBUG] [LOCAL     ] Loaded configuration for MBC: 5 features, 90.0% accuracy
[2025-11-25T23:49:01.255341] [DEBUG] [LOCAL     ] No configuration file found for MBS
[2025-11-25T23:49:01.255395] [DEBUG] [LOCAL     ] No configuration file found for IMMX
[2025-11-25T23:49:01.255450] [DEBUG] [LOCAL     ] No configuration file found for BWMN
[2025-11-25T23:49:01.255504] [DEBUG] [LOCAL     ] No configuration file found for ARRY
[2025-11-25T23:49:01.255555] [DEBUG] [LOCAL     ] No configuration file found for FITB
[2025-11-25T23:49:01.255626] [DEBUG] [LOCAL     ] Loaded configuration for ALTG: 4 features, 60.0% accuracy
[2025-11-25T23:49:01.255708] [DEBUG] [LOCAL     ] No configuration file found for CING
[2025-11-25T23:49:01.255784] [DEBUG] [LOCAL     ] Loaded configuration for SE: 2 features, 90.0% accuracy
[2025-11-25T23:49:01.255843] [DEBUG] [LOCAL     ] No configuration file found for PANL
[2025-11-25T23:49:01.255915] [DEBUG] [LOCAL     ] Loaded configuration for PD: 1 features, 60.0% accuracy
[2025-11-25T23:49:01.255989] [DEBUG] [LOCAL     ] Loaded configuration for HIMS: 4 features, 70.0% accuracy
[2025-11-25T23:49:01.256048] [DEBUG] [LOCAL     ] No configuration file found for KRMD
[2025-11-25T23:49:01.256127] [DEBUG] [LOCAL     ] Loaded configuration for LPG: 0 features, 70.0% accuracy
[2025-11-25T23:49:01.256186] [DEBUG] [LOCAL     ] No configuration file found for BIIB
[2025-11-25T23:49:01.256259] [DEBUG] [LOCAL     ] Loaded configuration for PDI: 2 features, 70.0% accuracy
[2025-11-25T23:49:01.256318] [DEBUG] [LOCAL     ] No configuration file found for APGE
[2025-11-25T23:49:01.256392] [DEBUG] [LOCAL     ] Loaded configuration for XPOF: 3 features, 70.0% accuracy
[2025-11-25T23:49:01.256465] [DEBUG] [LOCAL     ] Loaded configuration for JHX: 2 features, 90.0% accuracy
[2025-11-25T23:49:01.256524] [DEBUG] [LOCAL     ] No configuration file found for CYTK
[2025-11-25T23:49:01.256597] [DEBUG] [LOCAL     ] Loaded configuration for HFRO: 2 features, 80.0% accuracy
[2025-11-25T23:49:01.256678] [DEBUG] [LOCAL     ] No configuration file found for PNQI
[2025-11-25T23:49:01.256755] [DEBUG] [LOCAL     ] Loaded configuration for COP: 5 features, 100.0% accuracy
[2025-11-25T23:49:01.256838] [DEBUG] [LOCAL     ] Loaded configuration for COLD: 2 features, 80.0% accuracy
[2025-11-25T23:49:01.256898] [DEBUG] [LOCAL     ] No configuration file found for ATXS
[2025-11-25T23:49:01.256954] [DEBUG] [LOCAL     ] No configuration file found for BCAL
[2025-11-25T23:49:01.257007] [DEBUG] [LOCAL     ] No configuration file found for HTLD
[2025-11-25T23:49:01.257059] [DEBUG] [LOCAL     ] No configuration file found for PBYI
[2025-11-25T23:49:01.257110] [DEBUG] [LOCAL     ] No configuration file found for ZLAB
[2025-11-25T23:49:01.257182] [DEBUG] [LOCAL     ] Loaded configuration for UNFI: 2 features, 60.0% accuracy
[2025-11-25T23:49:01.257260] [DEBUG] [LOCAL     ] Loaded configuration for KVYO: 2 features, 80.0% accuracy
[2025-11-25T23:49:01.257319] [DEBUG] [LOCAL     ] No configuration file found for CASI
[2025-11-25T23:49:01.257387] [DEBUG] [LOCAL     ] No configuration file found for PAYX
[2025-11-25T23:49:01.257445] [DEBUG] [LOCAL     ] No configuration file found for BATRA
[2025-11-25T23:49:01.257495] [DEBUG] [LOCAL     ] No configuration file found for LUNG
[2025-11-25T23:49:01.257566] [DEBUG] [LOCAL     ] Loaded configuration for PAY: 5 features, 70.0% accuracy
[2025-11-25T23:49:01.257660] [DEBUG] [LOCAL     ] Loaded configuration for VMO: 1 features, 60.0% accuracy
[2025-11-25T23:49:01.257739] [DEBUG] [LOCAL     ] Loaded configuration for BEPI: 4 features, 90.0% accuracy
[2025-11-25T23:49:01.257813] [DEBUG] [LOCAL     ] Loaded configuration for BALL: 3 features, 60.0% accuracy
[2025-11-25T23:49:01.257872] [DEBUG] [LOCAL     ] No configuration file found for RYTM
[2025-11-25T23:49:01.257946] [DEBUG] [LOCAL     ] Loaded configuration for TRP: 1 features, 60.0% accuracy
[2025-11-25T23:49:01.258021] [DEBUG] [LOCAL     ] Loaded configuration for JBND: 2 features, 70.0% accuracy
[2025-11-25T23:49:01.258081] [DEBUG] [LOCAL     ] No configuration file found for NCNO
[2025-11-25T23:49:01.258140] [DEBUG] [LOCAL     ] No configuration file found for KLXE
[2025-11-25T23:49:01.258213] [DEBUG] [LOCAL     ] Loaded configuration for SF: 5 features, 90.0% accuracy
[2025-11-25T23:49:01.258271] [DEBUG] [LOCAL     ] No configuration file found for GOVI
[2025-11-25T23:49:01.258344] [DEBUG] [LOCAL     ] Loaded configuration for GPK: 3 features, 80.0% accuracy
[2025-11-25T23:49:01.258403] [DEBUG] [LOCAL     ] No configuration file found for CTAS
[2025-11-25T23:49:01.258457] [DEBUG] [LOCAL     ] No configuration file found for ATRA
[2025-11-25T23:49:01.258511] [DEBUG] [LOCAL     ] No configuration file found for VOTE
[2025-11-25T23:49:01.258563] [DEBUG] [LOCAL     ] No configuration file found for RSSS
[2025-11-25T23:49:01.258634] [DEBUG] [LOCAL     ] Loaded configuration for DGX: 0 features, 60.0% accuracy
[2025-11-25T23:49:01.258728] [DEBUG] [LOCAL     ] Loaded configuration for PM: 4 features, 60.0% accuracy
[2025-11-25T23:49:01.258788] [DEBUG] [LOCAL     ] No configuration file found for MANH
[2025-11-25T23:49:01.258845] [DEBUG] [LOCAL     ] No configuration file found for GLPG
[2025-11-25T23:49:01.258900] [DEBUG] [LOCAL     ] No configuration file found for ODD
[2025-11-25T23:49:01.258955] [DEBUG] [LOCAL     ] No configuration file found for JSM
[2025-11-25T23:49:01.259009] [DEBUG] [LOCAL     ] No configuration file found for LLYVA
[2025-11-25T23:49:01.259081] [DEBUG] [LOCAL     ] Loaded configuration for VGI: 4 features, 80.0% accuracy
[2025-11-25T23:49:01.259156] [DEBUG] [LOCAL     ] Loaded configuration for JKS: 2 features, 90.0% accuracy
[2025-11-25T23:49:01.259215] [DEBUG] [LOCAL     ] No configuration file found for TBBK
[2025-11-25T23:49:01.259269] [DEBUG] [LOCAL     ] No configuration file found for RXRX
[2025-11-25T23:49:01.259323] [DEBUG] [LOCAL     ] No configuration file found for CNTA
[2025-11-25T23:49:01.259376] [DEBUG] [LOCAL     ] No configuration file found for HNRG
[2025-11-25T23:49:01.259781] [DEBUG] [LOCAL     ] Loaded configuration for ACB: 3 features, 60.0% accuracy
[2025-11-25T23:49:01.259958] [DEBUG] [LOCAL     ] No configuration file found for VMD
[2025-11-25T23:49:01.260098] [DEBUG] [LOCAL     ] No configuration file found for GOCO
[2025-11-25T23:49:01.260208] [DEBUG] [LOCAL     ] No configuration file found for NRXP
[2025-11-25T23:49:01.260269] [DEBUG] [LOCAL     ] No configuration file found for AFCG
[2025-11-25T23:49:01.260346] [DEBUG] [LOCAL     ] Loaded configuration for PAAS: 1 features, 60.0% accuracy
[2025-11-25T23:49:01.260426] [DEBUG] [LOCAL     ] Loaded configuration for CPS: 5 features, 60.0% accuracy
[2025-11-25T23:49:01.260503] [DEBUG] [LOCAL     ] Loaded configuration for CVS: 1 features, 80.0% accuracy
[2025-11-25T23:49:01.260564] [DEBUG] [LOCAL     ] No configuration file found for BGC
[2025-11-25T23:49:01.260622] [DEBUG] [LOCAL     ] No configuration file found for CROX
[2025-11-25T23:49:01.260698] [DEBUG] [LOCAL     ] No configuration file found for HTOO
[2025-11-25T23:49:01.260753] [DEBUG] [LOCAL     ] No configuration file found for NEON
[2025-11-25T23:49:01.260806] [DEBUG] [LOCAL     ] No configuration file found for JACK
[2025-11-25T23:49:01.260860] [DEBUG] [LOCAL     ] No configuration file found for BRAG
[2025-11-25T23:49:01.260933] [DEBUG] [LOCAL     ] Loaded configuration for CUBI: 4 features, 80.0% accuracy
[2025-11-25T23:49:01.261008] [DEBUG] [LOCAL     ] Loaded configuration for ASB: 4 features, 90.0% accuracy
[2025-11-25T23:49:01.261083] [DEBUG] [LOCAL     ] Loaded configuration for BCO: 1 features, 90.0% accuracy
[2025-11-25T23:49:01.261143] [DEBUG] [LOCAL     ] No configuration file found for ENTG
[2025-11-25T23:49:01.261199] [DEBUG] [LOCAL     ] No configuration file found for SYM
[2025-11-25T23:49:01.261271] [DEBUG] [LOCAL     ] Loaded configuration for HP: 1 features, 70.0% accuracy
[2025-11-25T23:49:01.261330] [DEBUG] [LOCAL     ] No configuration file found for CGTX
[2025-11-25T23:49:01.261387] [DEBUG] [LOCAL     ] No configuration file found for IQ
[2025-11-25T23:49:01.261440] [DEBUG] [LOCAL     ] No configuration file found for UDMY
[2025-11-25T23:49:01.261513] [DEBUG] [LOCAL     ] Loaded configuration for BBWI: 1 features, 70.0% accuracy
[2025-11-25T23:49:01.261573] [DEBUG] [LOCAL     ] No configuration file found for FLUX
[2025-11-25T23:49:01.261628] [DEBUG] [LOCAL     ] No configuration file found for IOVA
[2025-11-25T23:49:01.261726] [DEBUG] [LOCAL     ] Loaded configuration for MCY: 1 features, 80.0% accuracy
[2025-11-25T23:49:01.261788] [DEBUG] [LOCAL     ] No configuration file found for MREO
[2025-11-25T23:49:01.261862] [DEBUG] [LOCAL     ] Loaded configuration for JCE: 2 features, 70.0% accuracy
[2025-11-25T23:49:01.261936] [DEBUG] [LOCAL     ] Loaded configuration for MYE: 2 features, 80.0% accuracy
[2025-11-25T23:49:01.261994] [DEBUG] [LOCAL     ] No configuration file found for BSCY
[2025-11-25T23:49:01.262051] [DEBUG] [LOCAL     ] No configuration file found for USIO
[2025-11-25T23:49:01.262124] [DEBUG] [LOCAL     ] Loaded configuration for BLCO: 3 features, 80.0% accuracy
[2025-11-25T23:49:01.262183] [DEBUG] [LOCAL     ] No configuration file found for PFIS
[2025-11-25T23:49:01.262240] [DEBUG] [LOCAL     ] No configuration file found for BZUN
[2025-11-25T23:49:01.262293] [DEBUG] [LOCAL     ] No configuration file found for META
[2025-11-25T23:49:01.262345] [DEBUG] [LOCAL     ] No configuration file found for CRVL
[2025-11-25T23:49:01.262396] [DEBUG] [LOCAL     ] No configuration file found for EUDA
[2025-11-25T23:49:01.262468] [DEBUG] [LOCAL     ] Loaded configuration for FRGE: 1 features, 60.0% accuracy
[2025-11-25T23:49:01.262526] [DEBUG] [LOCAL     ] No configuration file found for KLAC
[2025-11-25T23:49:01.262582] [DEBUG] [LOCAL     ] No configuration file found for NBN
[2025-11-25T23:49:01.262638] [DEBUG] [LOCAL     ] No configuration file found for SEIC
[2025-11-25T23:49:01.262730] [DEBUG] [LOCAL     ] Loaded configuration for ETO: 4 features, 90.0% accuracy
[2025-11-25T23:49:01.262789] [DEBUG] [LOCAL     ] No configuration file found for MTRX
[2025-11-25T23:49:01.262845] [DEBUG] [LOCAL     ] No configuration file found for MDLZ
[2025-11-25T23:49:01.262917] [DEBUG] [LOCAL     ] Loaded configuration for AXP: 2 features, 70.0% accuracy
[2025-11-25T23:49:01.262983] [DEBUG] [LOCAL     ] No configuration file found for MIGI
[2025-11-25T23:49:01.263059] [DEBUG] [LOCAL     ] Loaded configuration for RMI: 3 features, 90.0% accuracy
[2025-11-25T23:49:01.263133] [DEBUG] [LOCAL     ] Loaded configuration for JBI: 3 features, 80.0% accuracy
[2025-11-25T23:49:01.263208] [DEBUG] [LOCAL     ] Loaded configuration for NAD: 4 features, 80.0% accuracy
[2025-11-25T23:49:01.263268] [DEBUG] [LOCAL     ] No configuration file found for FMB
[2025-11-25T23:49:01.263324] [DEBUG] [LOCAL     ] No configuration file found for ULBI
[2025-11-25T23:49:01.263395] [DEBUG] [LOCAL     ] Loaded configuration for IBN: 4 features, 80.0% accuracy
[2025-11-25T23:49:01.263469] [DEBUG] [LOCAL     ] Loaded configuration for BCX: 2 features, 70.0% accuracy
[2025-11-25T23:49:01.263529] [DEBUG] [LOCAL     ] No configuration file found for IBTH
[2025-11-25T23:49:01.263585] [DEBUG] [LOCAL     ] No configuration file found for PTH
[2025-11-25T23:49:01.263657] [DEBUG] [LOCAL     ] No configuration file found for BPRN
[2025-11-25T23:49:01.263734] [DEBUG] [LOCAL     ] Loaded configuration for XYL: 3 features, 100.0% accuracy
[2025-11-25T23:49:01.263810] [DEBUG] [LOCAL     ] Loaded configuration for GGG: 2 features, 70.0% accuracy
[2025-11-25T23:49:01.263884] [DEBUG] [LOCAL     ] Loaded configuration for AMN: 2 features, 90.0% accuracy
[2025-11-25T23:49:01.263943] [DEBUG] [LOCAL     ] No configuration file found for SSRM
[2025-11-25T23:49:01.264000] [DEBUG] [LOCAL     ] No configuration file found for TORO
[2025-11-25T23:49:01.264053] [DEBUG] [LOCAL     ] No configuration file found for IBRX
[2025-11-25T23:49:01.264125] [DEBUG] [LOCAL     ] Loaded configuration for ETD: 1 features, 60.0% accuracy
[2025-11-25T23:49:01.264200] [DEBUG] [LOCAL     ] Loaded configuration for BGSF: 4 features, 60.0% accuracy
[2025-11-25T23:49:01.264274] [DEBUG] [LOCAL     ] Loaded configuration for TEI: 2 features, 60.0% accuracy
[2025-11-25T23:49:01.264333] [DEBUG] [LOCAL     ] No configuration file found for GRVY
[2025-11-25T23:49:01.264389] [DEBUG] [LOCAL     ] No configuration file found for VRA
[2025-11-25T23:49:01.264462] [DEBUG] [LOCAL     ] Loaded configuration for LDI: 2 features, 60.0% accuracy
[2025-11-25T23:49:01.264520] [DEBUG] [LOCAL     ] No configuration file found for FTEK
[2025-11-25T23:49:01.264594] [DEBUG] [LOCAL     ] Loaded configuration for RLTY: 1 features, 60.0% accuracy
[2025-11-25T23:49:01.264692] [DEBUG] [LOCAL     ] Loaded configuration for AGI: 3 features, 60.0% accuracy
[2025-11-25T23:49:01.264768] [DEBUG] [LOCAL     ] Loaded configuration for WEC: 3 features, 70.0% accuracy
[2025-11-25T23:49:01.264841] [DEBUG] [LOCAL     ] Loaded configuration for PBI: 1 features, 70.0% accuracy
[2025-11-25T23:49:01.264914] [DEBUG] [LOCAL     ] Loaded configuration for HCC: 4 features, 80.0% accuracy
[2025-11-25T23:49:01.264973] [DEBUG] [LOCAL     ] No configuration file found for USTB
[2025-11-25T23:49:01.265047] [DEBUG] [LOCAL     ] Loaded configuration for CIB: 2 features, 80.0% accuracy
[2025-11-25T23:49:01.265121] [DEBUG] [LOCAL     ] Loaded configuration for USAC: 2 features, 70.0% accuracy
[2025-11-25T23:49:01.265179] [DEBUG] [LOCAL     ] No configuration file found for FBNC
[2025-11-25T23:49:01.265234] [DEBUG] [LOCAL     ] No configuration file found for VEON
[2025-11-25T23:49:01.265307] [DEBUG] [LOCAL     ] Loaded configuration for WDI: 2 features, 60.0% accuracy
[2025-11-25T23:49:01.265381] [DEBUG] [LOCAL     ] Loaded configuration for AGD: 1 features, 70.0% accuracy
[2025-11-25T23:49:01.265441] [DEBUG] [LOCAL     ] No configuration file found for LFVN
[2025-11-25T23:49:01.265516] [DEBUG] [LOCAL     ] Loaded configuration for KYN: 1 features, 80.0% accuracy
[2025-11-25T23:49:01.265574] [DEBUG] [LOCAL     ] No configuration file found for RLMD
[2025-11-25T23:49:01.265632] [DEBUG] [LOCAL     ] No configuration file found for BLDP
[2025-11-25T23:49:01.265713] [DEBUG] [LOCAL     ] No configuration file found for CHRD
[2025-11-25T23:49:01.265789] [DEBUG] [LOCAL     ] Loaded configuration for CSTM: 1 features, 70.0% accuracy
[2025-11-25T23:49:01.265880] [DEBUG] [LOCAL     ] Loaded configuration for BIPI: 1 features, 70.0% accuracy
[2025-11-25T23:49:01.265940] [DEBUG] [LOCAL     ] No configuration file found for VONE
[2025-11-25T23:49:01.266014] [DEBUG] [LOCAL     ] Loaded configuration for RDY: 4 features, 90.0% accuracy
[2025-11-25T23:49:01.266088] [DEBUG] [LOCAL     ] Loaded configuration for SHCO: 0 features, 70.0% accuracy
[2025-11-25T23:49:01.266162] [DEBUG] [LOCAL     ] Loaded configuration for BILL: 4 features, 90.0% accuracy
[2025-11-25T23:49:01.266239] [DEBUG] [LOCAL     ] Loaded configuration for THC: 1 features, 80.0% accuracy
[2025-11-25T23:49:01.266313] [DEBUG] [LOCAL     ] Loaded configuration for SUI: 2 features, 60.0% accuracy
[2025-11-25T23:49:01.266386] [DEBUG] [LOCAL     ] Loaded configuration for PAXS: 2 features, 60.0% accuracy
[2025-11-25T23:49:01.266444] [DEBUG] [LOCAL     ] No configuration file found for HFWA
[2025-11-25T23:49:01.266518] [DEBUG] [LOCAL     ] Loaded configuration for UHS: 0 features, 70.0% accuracy
[2025-11-25T23:49:01.266578] [DEBUG] [LOCAL     ] No configuration file found for DRS
[2025-11-25T23:49:01.266668] [DEBUG] [LOCAL     ] Loaded configuration for MEGI: 2 features, 60.0% accuracy
[2025-11-25T23:49:01.266745] [DEBUG] [LOCAL     ] Loaded configuration for BIRK: 0 features, 70.0% accuracy
[2025-11-25T23:49:01.266818] [DEBUG] [LOCAL     ] Loaded configuration for BHK: 1 features, 60.0% accuracy
[2025-11-25T23:49:01.266880] [DEBUG] [LOCAL     ] No configuration file found for AREC
[2025-11-25T23:49:01.266935] [DEBUG] [LOCAL     ] No configuration file found for NDAQ
[2025-11-25T23:49:01.267007] [DEBUG] [LOCAL     ] Loaded configuration for INVH: 2 features, 90.0% accuracy
[2025-11-25T23:49:01.267082] [DEBUG] [LOCAL     ] Loaded configuration for FICO: 2 features, 70.0% accuracy
[2025-11-25T23:49:01.267142] [DEBUG] [LOCAL     ] No configuration file found for PENN
[2025-11-25T23:49:01.267217] [DEBUG] [LOCAL     ] Loaded configuration for GPI: 3 features, 90.0% accuracy
[2025-11-25T23:49:01.267297] [DEBUG] [LOCAL     ] Loaded configuration for GGB: 1 features, 90.0% accuracy
[2025-11-25T23:49:01.267376] [DEBUG] [LOCAL     ] No configuration file found for CFFN
[2025-11-25T23:49:01.267455] [DEBUG] [LOCAL     ] Loaded configuration for WD: 3 features, 80.0% accuracy
[2025-11-25T23:49:01.267517] [DEBUG] [LOCAL     ] No configuration file found for SOXX
[2025-11-25T23:49:01.267594] [DEBUG] [LOCAL     ] Loaded configuration for PSX: 1 features, 90.0% accuracy
[2025-11-25T23:49:01.267687] [DEBUG] [LOCAL     ] Loaded configuration for IBM: 1 features, 100.0% accuracy
[2025-11-25T23:49:01.267750] [DEBUG] [LOCAL     ] No configuration file found for CERS
[2025-11-25T23:49:01.267806] [DEBUG] [LOCAL     ] No configuration file found for RAIL
[2025-11-25T23:49:01.267880] [DEBUG] [LOCAL     ] Loaded configuration for NIO: 3 features, 70.0% accuracy
[2025-11-25T23:49:01.267957] [DEBUG] [LOCAL     ] Loaded configuration for TSLX: 5 features, 90.0% accuracy
[2025-11-25T23:49:01.268017] [DEBUG] [LOCAL     ] No configuration file found for PNRG
[2025-11-25T23:49:01.268093] [DEBUG] [LOCAL     ] Loaded configuration for VLO: 4 features, 100.0% accuracy
[2025-11-25T23:49:01.268153] [DEBUG] [LOCAL     ] No configuration file found for ALGS
[2025-11-25T23:49:01.268229] [DEBUG] [LOCAL     ] Loaded configuration for MSA: 4 features, 100.0% accuracy
[2025-11-25T23:49:01.268305] [DEBUG] [LOCAL     ] Loaded configuration for PFE: 2 features, 60.0% accuracy
[2025-11-25T23:49:01.268385] [DEBUG] [LOCAL     ] Loaded configuration for QTWO: 2 features, 60.0% accuracy
[2025-11-25T23:49:01.268444] [DEBUG] [LOCAL     ] No configuration file found for IEF
[2025-11-25T23:49:01.268518] [DEBUG] [LOCAL     ] Loaded configuration for TXO: 5 features, 80.0% accuracy
[2025-11-25T23:49:01.268577] [DEBUG] [LOCAL     ] No configuration file found for KSCP
[2025-11-25T23:49:01.268633] [DEBUG] [LOCAL     ] No configuration file found for QQQX
[2025-11-25T23:49:01.268707] [DEBUG] [LOCAL     ] No configuration file found for AKBA
[2025-11-25T23:49:01.268767] [DEBUG] [LOCAL     ] No configuration file found for HOLX
[2025-11-25T23:49:01.268842] [DEBUG] [LOCAL     ] Loaded configuration for MUE: 3 features, 70.0% accuracy
[2025-11-25T23:49:01.268900] [DEBUG] [LOCAL     ] No configuration file found for PODD
[2025-11-25T23:49:01.268956] [DEBUG] [LOCAL     ] No configuration file found for BSCQ
[2025-11-25T23:49:01.269030] [DEBUG] [LOCAL     ] Loaded configuration for EHAB: 3 features, 100.0% accuracy
[2025-11-25T23:49:01.269088] [DEBUG] [LOCAL     ] No configuration file found for SIMO
[2025-11-25T23:49:01.269145] [DEBUG] [LOCAL     ] No configuration file found for PDFS
[2025-11-25T23:49:01.269201] [DEBUG] [LOCAL     ] No configuration file found for CGBD
[2025-11-25T23:49:01.269256] [DEBUG] [LOCAL     ] No configuration file found for TEM
[2025-11-25T23:49:01.269308] [DEBUG] [LOCAL     ] No configuration file found for EA
[2025-11-25T23:49:01.269380] [DEBUG] [LOCAL     ] Loaded configuration for EMD: 5 features, 70.0% accuracy
[2025-11-25T23:49:01.269456] [DEBUG] [LOCAL     ] Loaded configuration for NX: 3 features, 60.0% accuracy
[2025-11-25T23:49:01.269516] [DEBUG] [LOCAL     ] No configuration file found for ARTNA
[2025-11-25T23:49:01.269571] [DEBUG] [LOCAL     ] No configuration file found for NTES
[2025-11-25T23:49:01.269627] [DEBUG] [LOCAL     ] No configuration file found for CIGI
[2025-11-25T23:49:01.269724] [DEBUG] [LOCAL     ] Loaded configuration for HMC: 3 features, 90.0% accuracy
[2025-11-25T23:49:01.269783] [DEBUG] [LOCAL     ] No configuration file found for CHSCL
[2025-11-25T23:49:01.269839] [DEBUG] [LOCAL     ] No configuration file found for NMIH
[2025-11-25T23:49:01.269894] [DEBUG] [LOCAL     ] No configuration file found for MIND
[2025-11-25T23:49:01.269946] [DEBUG] [LOCAL     ] No configuration file found for POWI
[2025-11-25T23:49:01.270019] [DEBUG] [LOCAL     ] Loaded configuration for EC: 4 features, 80.0% accuracy
[2025-11-25T23:49:01.270078] [DEBUG] [LOCAL     ] No configuration file found for ATLC
[2025-11-25T23:49:01.270133] [DEBUG] [LOCAL     ] No configuration file found for RING
[2025-11-25T23:49:01.270206] [DEBUG] [LOCAL     ] Loaded configuration for NPO: 1 features, 70.0% accuracy
[2025-11-25T23:49:01.270266] [DEBUG] [LOCAL     ] No configuration file found for ISRG
[2025-11-25T23:49:01.270320] [DEBUG] [LOCAL     ] No configuration file found for BPYPM
[2025-11-25T23:49:01.270373] [DEBUG] [LOCAL     ] No configuration file found for TCPC
[2025-11-25T23:49:01.270426] [DEBUG] [LOCAL     ] No configuration file found for QQQJ
[2025-11-25T23:49:01.270482] [DEBUG] [LOCAL     ] No configuration file found for FOSL
[2025-11-25T23:49:01.270555] [DEBUG] [LOCAL     ] Loaded configuration for ACVA: 2 features, 70.0% accuracy
[2025-11-25T23:49:01.270614] [DEBUG] [LOCAL     ] No configuration file found for GLDD
[2025-11-25T23:49:01.270687] [DEBUG] [LOCAL     ] No configuration file found for BWAY
[2025-11-25T23:49:01.270741] [DEBUG] [LOCAL     ] No configuration file found for USOY
[2025-11-25T23:49:01.270814] [DEBUG] [LOCAL     ] Loaded configuration for PTA: 3 features, 70.0% accuracy
[2025-11-25T23:49:01.270877] [DEBUG] [LOCAL     ] No configuration file found for SCZ
[2025-11-25T23:49:01.270935] [DEBUG] [LOCAL     ] No configuration file found for TCOM
[2025-11-25T23:49:01.270987] [DEBUG] [LOCAL     ] No configuration file found for LPSN
[2025-11-25T23:49:01.271039] [DEBUG] [LOCAL     ] No configuration file found for FLEX
[2025-11-25T23:49:01.271092] [DEBUG] [LOCAL     ] No configuration file found for RPAY
[2025-11-25T23:49:01.271145] [DEBUG] [LOCAL     ] No configuration file found for IGF
[2025-11-25T23:49:01.271199] [DEBUG] [LOCAL     ] No configuration file found for PSC
[2025-11-25T23:49:01.271271] [DEBUG] [LOCAL     ] Loaded configuration for SQM: 1 features, 60.0% accuracy
[2025-11-25T23:49:01.271346] [DEBUG] [LOCAL     ] Loaded configuration for AME: 3 features, 70.0% accuracy
[2025-11-25T23:49:01.271421] [DEBUG] [LOCAL     ] Loaded configuration for PRIM: 0 features, 70.0% accuracy
[2025-11-25T23:49:01.271505] [DEBUG] [LOCAL     ] Loaded configuration for FSCO: 5 features, 80.0% accuracy
[2025-11-25T23:49:01.271566] [DEBUG] [LOCAL     ] No configuration file found for BTSG
[2025-11-25T23:49:01.271658] [DEBUG] [LOCAL     ] Loaded configuration for DD: 2 features, 80.0% accuracy
[2025-11-25T23:49:01.271721] [DEBUG] [LOCAL     ] No configuration file found for SHFS
[2025-11-25T23:49:01.271777] [DEBUG] [LOCAL     ] No configuration file found for VVOS
[2025-11-25T23:49:01.271830] [DEBUG] [LOCAL     ] No configuration file found for GNTX
[2025-11-25T23:49:01.271883] [DEBUG] [LOCAL     ] No configuration file found for FPXI
[2025-11-25T23:49:01.271935] [DEBUG] [LOCAL     ] No configuration file found for FISI
[2025-11-25T23:49:01.272245] [DEBUG] [LOCAL     ] Loaded configuration for AAL: 1 features, 70.0% accuracy
[2025-11-25T23:49:01.272341] [DEBUG] [LOCAL     ] No configuration file found for TTEK
[2025-11-25T23:49:01.272406] [DEBUG] [LOCAL     ] No configuration file found for MILN
[2025-11-25T23:49:01.272463] [DEBUG] [LOCAL     ] No configuration file found for BANF
[2025-11-25T23:49:01.272541] [DEBUG] [LOCAL     ] Loaded configuration for RZC: 3 features, 70.0% accuracy
[2025-11-25T23:49:01.272619] [DEBUG] [LOCAL     ] Loaded configuration for SA: 3 features, 70.0% accuracy
[2025-11-25T23:49:01.272728] [DEBUG] [LOCAL     ] Loaded configuration for EXPD: 1 features, 90.0% accuracy
[2025-11-25T23:49:01.272789] [DEBUG] [LOCAL     ] No configuration file found for LGCL
[2025-11-25T23:49:01.272846] [DEBUG] [LOCAL     ] No configuration file found for DDOG
[2025-11-25T23:49:01.272918] [DEBUG] [LOCAL     ] Loaded configuration for STM: 4 features, 70.0% accuracy
[2025-11-25T23:49:01.272978] [DEBUG] [LOCAL     ] No configuration file found for CLSD
[2025-11-25T23:49:01.273033] [DEBUG] [LOCAL     ] No configuration file found for CDL
[2025-11-25T23:49:01.273085] [DEBUG] [LOCAL     ] No configuration file found for CORZZ
[2025-11-25T23:49:01.273156] [DEBUG] [LOCAL     ] Loaded configuration for HASI: 3 features, 60.0% accuracy
[2025-11-25T23:49:01.273219] [DEBUG] [LOCAL     ] No configuration file found for ORLY
[2025-11-25T23:49:01.273275] [DEBUG] [LOCAL     ] No configuration file found for TERN
[2025-11-25T23:49:01.273328] [DEBUG] [LOCAL     ] No configuration file found for ITIC
[2025-11-25T23:49:01.273399] [DEBUG] [LOCAL     ] Loaded configuration for MEC: 2 features, 70.0% accuracy
[2025-11-25T23:49:01.273457] [DEBUG] [LOCAL     ] No configuration file found for KOD
[2025-11-25T23:49:01.273530] [DEBUG] [LOCAL     ] Loaded configuration for TLK: 1 features, 60.0% accuracy
[2025-11-25T23:49:01.273602] [DEBUG] [LOCAL     ] Loaded configuration for KRP: 1 features, 80.0% accuracy
[2025-11-25T23:49:01.273682] [DEBUG] [LOCAL     ] No configuration file found for APP
[2025-11-25T23:49:01.273740] [DEBUG] [LOCAL     ] No configuration file found for IRWD
[2025-11-25T23:49:01.273814] [DEBUG] [LOCAL     ] Loaded configuration for ECL: 2 features, 60.0% accuracy
[2025-11-25T23:49:01.273873] [DEBUG] [LOCAL     ] No configuration file found for LOCO
[2025-11-25T23:49:01.273929] [DEBUG] [LOCAL     ] No configuration file found for BCTX
[2025-11-25T23:49:01.273982] [DEBUG] [LOCAL     ] No configuration file found for FEPI
[2025-11-25T23:49:01.274053] [DEBUG] [LOCAL     ] Loaded configuration for KRO: 1 features, 60.0% accuracy
[2025-11-25T23:49:01.274113] [DEBUG] [LOCAL     ] No configuration file found for FDUS
[2025-11-25T23:49:01.274186] [DEBUG] [LOCAL     ] Loaded configuration for MLP: 2 features, 70.0% accuracy
[2025-11-25T23:49:01.274249] [DEBUG] [LOCAL     ] No configuration file found for WSBF
[2025-11-25T23:49:01.274305] [DEBUG] [LOCAL     ] No configuration file found for SWIM
[2025-11-25T23:49:01.274358] [DEBUG] [LOCAL     ] No configuration file found for NTAP
[2025-11-25T23:49:01.274409] [DEBUG] [LOCAL     ] No configuration file found for OLLI
[2025-11-25T23:49:01.274463] [DEBUG] [LOCAL     ] No configuration file found for PRZO
[2025-11-25T23:49:01.274516] [DEBUG] [LOCAL     ] No configuration file found for AMD
[2025-11-25T23:49:01.274597] [DEBUG] [LOCAL     ] Loaded configuration for WHG: 1 features, 80.0% accuracy
[2025-11-25T23:49:01.274675] [DEBUG] [LOCAL     ] No configuration file found for BOOM
[2025-11-25T23:49:01.274751] [DEBUG] [LOCAL     ] Loaded configuration for MD: 1 features, 60.0% accuracy
[2025-11-25T23:49:01.274826] [DEBUG] [LOCAL     ] Loaded configuration for BFAM: 3 features, 70.0% accuracy
[2025-11-25T23:49:01.274885] [DEBUG] [LOCAL     ] No configuration file found for CMTL
[2025-11-25T23:49:01.274958] [DEBUG] [LOCAL     ] Loaded configuration for ASGI: 3 features, 80.0% accuracy
[2025-11-25T23:49:01.275019] [DEBUG] [LOCAL     ] No configuration file found for NBBK
[2025-11-25T23:49:01.275092] [DEBUG] [LOCAL     ] Loaded configuration for ASH: 3 features, 90.0% accuracy
[2025-11-25T23:49:01.275166] [DEBUG] [LOCAL     ] Loaded configuration for LEA: 3 features, 90.0% accuracy
[2025-11-25T23:49:01.275228] [DEBUG] [LOCAL     ] No configuration file found for NWBI
[2025-11-25T23:49:01.275282] [DEBUG] [LOCAL     ] No configuration file found for TARK
[2025-11-25T23:49:01.275341] [DEBUG] [LOCAL     ] No configuration file found for OPBK
[2025-11-25T23:49:01.275396] [DEBUG] [LOCAL     ] No configuration file found for AUTL
[2025-11-25T23:49:01.275448] [DEBUG] [LOCAL     ] No configuration file found for AEI
[2025-11-25T23:49:01.275500] [DEBUG] [LOCAL     ] No configuration file found for HQY
[2025-11-25T23:49:01.275573] [DEBUG] [LOCAL     ] Loaded configuration for EXP: 5 features, 90.0% accuracy
[2025-11-25T23:49:01.275666] [DEBUG] [LOCAL     ] Loaded configuration for ONL: 1 features, 80.0% accuracy
[2025-11-25T23:49:01.275727] [DEBUG] [LOCAL     ] No configuration file found for UFO
[2025-11-25T23:49:01.275782] [DEBUG] [LOCAL     ] No configuration file found for POAI
[2025-11-25T23:49:01.275834] [DEBUG] [LOCAL     ] No configuration file found for MLYS
[2025-11-25T23:49:01.275884] [DEBUG] [LOCAL     ] No configuration file found for LBRDA
[2025-11-25T23:49:01.275955] [DEBUG] [LOCAL     ] Loaded configuration for SHEL: 2 features, 90.0% accuracy
[2025-11-25T23:49:01.276013] [DEBUG] [LOCAL     ] No configuration file found for MGNI
[2025-11-25T23:49:01.276068] [DEBUG] [LOCAL     ] No configuration file found for TXG
[2025-11-25T23:49:01.276139] [DEBUG] [LOCAL     ] Loaded configuration for STXE: 2 features, 70.0% accuracy
[2025-11-25T23:49:01.276213] [DEBUG] [LOCAL     ] Loaded configuration for CM: 4 features, 80.0% accuracy
[2025-11-25T23:49:01.276287] [DEBUG] [LOCAL     ] Loaded configuration for MS: 1 features, 80.0% accuracy
[2025-11-25T23:49:01.276345] [DEBUG] [LOCAL     ] No configuration file found for COKE
[2025-11-25T23:49:01.276401] [DEBUG] [LOCAL     ] No configuration file found for HIMX
[2025-11-25T23:49:01.276455] [DEBUG] [LOCAL     ] No configuration file found for AVGO
[2025-11-25T23:49:01.276526] [DEBUG] [LOCAL     ] Loaded configuration for NNY: 2 features, 70.0% accuracy
[2025-11-25T23:49:01.276599] [DEBUG] [LOCAL     ] Loaded configuration for EE: 0 features, 70.0% accuracy
[2025-11-25T23:49:01.276692] [DEBUG] [LOCAL     ] Loaded configuration for AGCO: 3 features, 80.0% accuracy
[2025-11-25T23:49:01.276767] [DEBUG] [LOCAL     ] Loaded configuration for OPFI: 2 features, 80.0% accuracy
[2025-11-25T23:49:01.276827] [DEBUG] [LOCAL     ] No configuration file found for ADSK
[2025-11-25T23:49:01.276900] [DEBUG] [LOCAL     ] Loaded configuration for FF: 4 features, 70.0% accuracy
[2025-11-25T23:49:01.276973] [DEBUG] [LOCAL     ] Loaded configuration for FDX: 1 features, 60.0% accuracy
[2025-11-25T23:49:01.277032] [DEBUG] [LOCAL     ] No configuration file found for ARKO
[2025-11-25T23:49:01.277086] [DEBUG] [LOCAL     ] No configuration file found for SWBI
[2025-11-25T23:49:01.277141] [DEBUG] [LOCAL     ] No configuration file found for PERI
[2025-11-25T23:49:01.277193] [DEBUG] [LOCAL     ] No configuration file found for WLDS
[2025-11-25T23:49:01.277263] [DEBUG] [LOCAL     ] Loaded configuration for NSP: 4 features, 80.0% accuracy
[2025-11-25T23:49:01.277336] [DEBUG] [LOCAL     ] Loaded configuration for WES: 2 features, 70.0% accuracy
[2025-11-25T23:49:01.277423] [DEBUG] [LOCAL     ] No configuration file found for CHY
[2025-11-25T23:49:01.277499] [DEBUG] [LOCAL     ] Loaded configuration for HIPO: 1 features, 60.0% accuracy
[2025-11-25T23:49:01.277573] [DEBUG] [LOCAL     ] Loaded configuration for FHN: 4 features, 80.0% accuracy
[2025-11-25T23:49:01.277633] [DEBUG] [LOCAL     ] No configuration file found for PAGP
[2025-11-25T23:49:01.277711] [DEBUG] [LOCAL     ] No configuration file found for INSG
[2025-11-25T23:49:01.277786] [DEBUG] [LOCAL     ] Loaded configuration for LH: 6 features, 70.0% accuracy
[2025-11-25T23:49:01.277847] [DEBUG] [LOCAL     ] No configuration file found for AIRG
[2025-11-25T23:49:01.277905] [DEBUG] [LOCAL     ] No configuration file found for CETX
[2025-11-25T23:49:01.277958] [DEBUG] [LOCAL     ] No configuration file found for LITM
[2025-11-25T23:49:01.278011] [DEBUG] [LOCAL     ] No configuration file found for API
[2025-11-25T23:49:01.278062] [DEBUG] [LOCAL     ] No configuration file found for UEIC
[2025-11-25T23:49:01.278114] [DEBUG] [LOCAL     ] No configuration file found for MSFL
[2025-11-25T23:49:01.278166] [DEBUG] [LOCAL     ] No configuration file found for BIRD
[2025-11-25T23:49:01.278239] [DEBUG] [LOCAL     ] Loaded configuration for EVF: 0 features, 90.0% accuracy
[2025-11-25T23:49:01.278315] [DEBUG] [LOCAL     ] Loaded configuration for RMAX: 1 features, 70.0% accuracy
[2025-11-25T23:49:01.278374] [DEBUG] [LOCAL     ] No configuration file found for JDZG
[2025-11-25T23:49:01.278447] [DEBUG] [LOCAL     ] Loaded configuration for KEP: 5 features, 80.0% accuracy
[2025-11-25T23:49:01.278508] [DEBUG] [LOCAL     ] No configuration file found for PCTY
[2025-11-25T23:49:01.278562] [DEBUG] [LOCAL     ] No configuration file found for OPXS
[2025-11-25T23:49:01.278614] [DEBUG] [LOCAL     ] No configuration file found for NVDA
[2025-11-25T23:49:01.278688] [DEBUG] [LOCAL     ] No configuration file found for RAVE
[2025-11-25T23:49:01.278761] [DEBUG] [LOCAL     ] Loaded configuration for CIF: 2 features, 90.0% accuracy
[2025-11-25T23:49:01.278846] [DEBUG] [LOCAL     ] Loaded configuration for ENVA: 2 features, 70.0% accuracy
[2025-11-25T23:49:01.278905] [DEBUG] [LOCAL     ] No configuration file found for MCHI
[2025-11-25T23:49:01.278960] [DEBUG] [LOCAL     ] No configuration file found for VREX
[2025-11-25T23:49:01.279032] [DEBUG] [LOCAL     ] Loaded configuration for SHAK: 2 features, 70.0% accuracy
[2025-11-25T23:49:01.279092] [DEBUG] [LOCAL     ] No configuration file found for VC
[2025-11-25T23:49:01.279165] [DEBUG] [LOCAL     ] Loaded configuration for H: 1 features, 70.0% accuracy
[2025-11-25T23:49:01.279243] [DEBUG] [LOCAL     ] Loaded configuration for BLD: 3 features, 60.0% accuracy
[2025-11-25T23:49:01.279303] [DEBUG] [LOCAL     ] No configuration file found for FENC
[2025-11-25T23:49:01.279377] [DEBUG] [LOCAL     ] Loaded configuration for TSM: 6 features, 70.0% accuracy
[2025-11-25T23:49:01.279451] [DEBUG] [LOCAL     ] Loaded configuration for CMPO: 1 features, 80.0% accuracy
[2025-11-25T23:49:01.279510] [DEBUG] [LOCAL     ] No configuration file found for TRVG
[2025-11-25T23:49:01.279566] [DEBUG] [LOCAL     ] No configuration file found for PLAB
[2025-11-25T23:49:01.279621] [DEBUG] [LOCAL     ] No configuration file found for DGII
[2025-11-25T23:49:01.279695] [DEBUG] [LOCAL     ] No configuration file found for INCY
[2025-11-25T23:49:01.279750] [DEBUG] [LOCAL     ] No configuration file found for CGABL
[2025-11-25T23:49:01.279822] [DEBUG] [LOCAL     ] Loaded configuration for SO: 3 features, 100.0% accuracy
[2025-11-25T23:49:01.279895] [DEBUG] [LOCAL     ] Loaded configuration for JOF: 2 features, 80.0% accuracy
[2025-11-25T23:49:01.279958] [DEBUG] [LOCAL     ] No configuration file found for EBON
[2025-11-25T23:49:01.280031] [DEBUG] [LOCAL     ] Loaded configuration for AWF: 4 features, 70.0% accuracy
[2025-11-25T23:49:01.280104] [DEBUG] [LOCAL     ] Loaded configuration for M: 3 features, 80.0% accuracy
[2025-11-25T23:49:01.280165] [DEBUG] [LOCAL     ] No configuration file found for TREE
[2025-11-25T23:49:01.280251] [DEBUG] [LOCAL     ] Loaded configuration for PRGO: 5 features, 90.0% accuracy
[2025-11-25T23:49:01.280326] [DEBUG] [LOCAL     ] Loaded configuration for DSM: 3 features, 80.0% accuracy
[2025-11-25T23:49:01.280398] [DEBUG] [LOCAL     ] Loaded configuration for FMN: 3 features, 90.0% accuracy
[2025-11-25T23:49:01.280472] [DEBUG] [LOCAL     ] Loaded configuration for MTB: 4 features, 60.0% accuracy
[2025-11-25T23:49:01.280554] [DEBUG] [LOCAL     ] Loaded configuration for DNP: 3 features, 70.0% accuracy
[2025-11-25T23:49:01.280628] [DEBUG] [LOCAL     ] Loaded configuration for EAF: 3 features, 90.0% accuracy
[2025-11-25T23:49:01.280723] [DEBUG] [LOCAL     ] Loaded configuration for JNJ: 5 features, 80.0% accuracy
[2025-11-25T23:49:01.280785] [DEBUG] [LOCAL     ] No configuration file found for CELC
[2025-11-25T23:49:01.280842] [DEBUG] [LOCAL     ] No configuration file found for MFI
[2025-11-25T23:49:01.280897] [DEBUG] [LOCAL     ] No configuration file found for INM
[2025-11-25T23:49:01.280952] [DEBUG] [LOCAL     ] No configuration file found for BEEM
[2025-11-25T23:49:01.281003] [DEBUG] [LOCAL     ] No configuration file found for PLUG
[2025-11-25T23:49:01.281054] [DEBUG] [LOCAL     ] No configuration file found for CHSCN
[2025-11-25T23:49:01.281107] [DEBUG] [LOCAL     ] No configuration file found for PGJ
[2025-11-25T23:49:01.281159] [DEBUG] [LOCAL     ] No configuration file found for RGS
[2025-11-25T23:49:01.281210] [DEBUG] [LOCAL     ] No configuration file found for GDS
[2025-11-25T23:49:01.281281] [DEBUG] [LOCAL     ] Loaded configuration for HE: 3 features, 60.0% accuracy
[2025-11-25T23:49:01.281340] [DEBUG] [LOCAL     ] No configuration file found for CHI
[2025-11-25T23:49:01.281413] [DEBUG] [LOCAL     ] Loaded configuration for BAH: 4 features, 70.0% accuracy
[2025-11-25T23:49:01.281483] [DEBUG] [LOCAL     ] No configuration file found for FEIM
[2025-11-25T23:49:01.281539] [DEBUG] [LOCAL     ] No configuration file found for OPEN
[2025-11-25T23:49:01.281592] [DEBUG] [LOCAL     ] No configuration file found for LYRA
[2025-11-25T23:49:01.281662] [DEBUG] [LOCAL     ] No configuration file found for SNCY
[2025-11-25T23:49:01.281717] [DEBUG] [LOCAL     ] No configuration file found for ARGX
[2025-11-25T23:49:01.281768] [DEBUG] [LOCAL     ] No configuration file found for CDNA
[2025-11-25T23:49:01.281819] [DEBUG] [LOCAL     ] No configuration file found for URNJ
[2025-11-25T23:49:01.281869] [DEBUG] [LOCAL     ] No configuration file found for MARA
[2025-11-25T23:49:01.281939] [DEBUG] [LOCAL     ] Loaded configuration for MTD: 1 features, 70.0% accuracy
[2025-11-25T23:49:01.281998] [DEBUG] [LOCAL     ] No configuration file found for OBIO
[2025-11-25T23:49:01.282057] [DEBUG] [LOCAL     ] No configuration file found for CRDF
[2025-11-25T23:49:01.282111] [DEBUG] [LOCAL     ] No configuration file found for WAY
[2025-11-25T23:49:01.282172] [DEBUG] [LOCAL     ] No configuration file found for COWG
[2025-11-25T23:49:01.282226] [DEBUG] [LOCAL     ] No configuration file found for CRDO
[2025-11-25T23:49:01.282297] [DEBUG] [LOCAL     ] Loaded configuration for SMWB: 3 features, 70.0% accuracy
[2025-11-25T23:49:01.282356] [DEBUG] [LOCAL     ] No configuration file found for AGYS
[2025-11-25T23:49:01.282429] [DEBUG] [LOCAL     ] Loaded configuration for BMO: 4 features, 80.0% accuracy
[2025-11-25T23:49:01.282500] [DEBUG] [LOCAL     ] No configuration file found for ARQQ
[2025-11-25T23:49:01.282557] [DEBUG] [LOCAL     ] No configuration file found for BNDX
[2025-11-25T23:49:01.282628] [DEBUG] [LOCAL     ] Loaded configuration for CMTG: 3 features, 60.0% accuracy
[2025-11-25T23:49:01.282709] [DEBUG] [LOCAL     ] No configuration file found for CAC
[2025-11-25T23:49:01.282990] [DEBUG] [LOCAL     ] Loaded configuration for ABVE: 2 features, 50.0% accuracy
[2025-11-25T23:49:01.283065] [DEBUG] [LOCAL     ] No configuration file found for GPIQ
[2025-11-25T23:49:01.283121] [DEBUG] [LOCAL     ] No configuration file found for AMTX
[2025-11-25T23:49:01.283181] [DEBUG] [LOCAL     ] No configuration file found for CEVA
[2025-11-25T23:49:01.283254] [DEBUG] [LOCAL     ] Loaded configuration for CPK: 1 features, 60.0% accuracy
[2025-11-25T23:49:01.283313] [DEBUG] [LOCAL     ] No configuration file found for IBCP
[2025-11-25T23:49:01.283385] [DEBUG] [LOCAL     ] Loaded configuration for PFS: 1 features, 70.0% accuracy
[2025-11-25T23:49:01.283442] [DEBUG] [LOCAL     ] No configuration file found for ROCK
[2025-11-25T23:49:01.283495] [DEBUG] [LOCAL     ] No configuration file found for IMRX
[2025-11-25T23:49:01.283547] [DEBUG] [LOCAL     ] No configuration file found for NRC
[2025-11-25T23:49:01.283619] [DEBUG] [LOCAL     ] Loaded configuration for WDS: 1 features, 70.0% accuracy
[2025-11-25T23:49:01.283715] [DEBUG] [LOCAL     ] Loaded configuration for NIC: 5 features, 100.0% accuracy
[2025-11-25T23:49:01.283790] [DEBUG] [LOCAL     ] Loaded configuration for WPC: 0 features, 60.0% accuracy
[2025-11-25T23:49:01.283853] [DEBUG] [LOCAL     ] No configuration file found for UAL
[2025-11-25T23:49:01.283936] [DEBUG] [LOCAL     ] Loaded configuration for NOMD: 1 features, 90.0% accuracy
[2025-11-25T23:49:01.284009] [DEBUG] [LOCAL     ] Loaded configuration for CAPL: 1 features, 70.0% accuracy
[2025-11-25T23:49:01.284067] [DEBUG] [LOCAL     ] No configuration file found for INGN
[2025-11-25T23:49:01.284141] [DEBUG] [LOCAL     ] Loaded configuration for BOC: 2 features, 60.0% accuracy
[2025-11-25T23:49:01.284214] [DEBUG] [LOCAL     ] Loaded configuration for PKG: 0 features, 80.0% accuracy
[2025-11-25T23:49:01.284287] [DEBUG] [LOCAL     ] Loaded configuration for CE: 3 features, 80.0% accuracy
[2025-11-25T23:49:01.284347] [DEBUG] [LOCAL     ] No configuration file found for TWFG
[2025-11-25T23:49:01.284401] [DEBUG] [LOCAL     ] No configuration file found for MGTX
[2025-11-25T23:49:01.284473] [DEBUG] [LOCAL     ] Loaded configuration for BBN: 4 features, 80.0% accuracy
[2025-11-25T23:49:01.284530] [DEBUG] [LOCAL     ] No configuration file found for RILYZ
[2025-11-25T23:49:01.284585] [DEBUG] [LOCAL     ] No configuration file found for FTHM
[2025-11-25T23:49:01.284661] [DEBUG] [LOCAL     ] No configuration file found for VSDA
[2025-11-25T23:49:01.284718] [DEBUG] [LOCAL     ] No configuration file found for DSGN
[2025-11-25T23:49:01.284772] [DEBUG] [LOCAL     ] No configuration file found for VONG
[2025-11-25T23:49:01.284844] [DEBUG] [LOCAL     ] Loaded configuration for NRP: 1 features, 80.0% accuracy
[2025-11-25T23:49:01.284918] [DEBUG] [LOCAL     ] Loaded configuration for KFY: 2 features, 90.0% accuracy
[2025-11-25T23:49:01.284991] [DEBUG] [LOCAL     ] Loaded configuration for GPJA: 4 features, 90.0% accuracy
[2025-11-25T23:49:01.285064] [DEBUG] [LOCAL     ] Loaded configuration for EARN: 3 features, 60.0% accuracy
[2025-11-25T23:49:01.285136] [DEBUG] [LOCAL     ] Loaded configuration for PRO: 4 features, 80.0% accuracy
[2025-11-25T23:49:01.285208] [DEBUG] [LOCAL     ] Loaded configuration for OTIS: 2 features, 60.0% accuracy
[2025-11-25T23:49:01.285280] [DEBUG] [LOCAL     ] Loaded configuration for RYN: 2 features, 80.0% accuracy
[2025-11-25T23:49:01.285339] [DEBUG] [LOCAL     ] No configuration file found for CRML
[2025-11-25T23:49:01.285412] [DEBUG] [LOCAL     ] Loaded configuration for UGI: 2 features, 90.0% accuracy
[2025-11-25T23:49:01.285470] [DEBUG] [LOCAL     ] No configuration file found for XEL
[2025-11-25T23:49:01.285542] [DEBUG] [LOCAL     ] Loaded configuration for MCK: 3 features, 90.0% accuracy
[2025-11-25T23:49:01.285616] [DEBUG] [LOCAL     ] Loaded configuration for MG: 2 features, 60.0% accuracy
[2025-11-25T23:49:01.285693] [DEBUG] [LOCAL     ] No configuration file found for RGCO
[2025-11-25T23:49:01.285768] [DEBUG] [LOCAL     ] Loaded configuration for PTY: 3 features, 70.0% accuracy
[2025-11-25T23:49:01.285826] [DEBUG] [LOCAL     ] No configuration file found for ASLE
[2025-11-25T23:49:01.285880] [DEBUG] [LOCAL     ] No configuration file found for TECX
[2025-11-25T23:49:01.285932] [DEBUG] [LOCAL     ] No configuration file found for ECPG
[2025-11-25T23:49:01.285990] [DEBUG] [LOCAL     ] No configuration file found for SONO
[2025-11-25T23:49:01.286064] [DEBUG] [LOCAL     ] Loaded configuration for SKM: 0 features, 80.0% accuracy
[2025-11-25T23:49:01.286138] [DEBUG] [LOCAL     ] Loaded configuration for AEO: 3 features, 90.0% accuracy
[2025-11-25T23:49:01.286211] [DEBUG] [LOCAL     ] Loaded configuration for FSLY: 2 features, 90.0% accuracy
[2025-11-25T23:49:01.286269] [DEBUG] [LOCAL     ] No configuration file found for PETS
[2025-11-25T23:49:01.286323] [DEBUG] [LOCAL     ] No configuration file found for CVRX
[2025-11-25T23:49:01.286393] [DEBUG] [LOCAL     ] Loaded configuration for RACE: 1 features, 70.0% accuracy
[2025-11-25T23:49:01.286467] [DEBUG] [LOCAL     ] Loaded configuration for BHVN: 3 features, 80.0% accuracy
[2025-11-25T23:49:01.286539] [DEBUG] [LOCAL     ] Loaded configuration for AVD: 2 features, 70.0% accuracy
[2025-11-25T23:49:01.286597] [DEBUG] [LOCAL     ] No configuration file found for LVO
[2025-11-25T23:49:01.286670] [DEBUG] [LOCAL     ] No configuration file found for FDIF
[2025-11-25T23:49:01.286726] [DEBUG] [LOCAL     ] No configuration file found for ODFL
[2025-11-25T23:49:01.286777] [DEBUG] [LOCAL     ] No configuration file found for DGLY
[2025-11-25T23:49:01.286828] [DEBUG] [LOCAL     ] No configuration file found for BMBL
[2025-11-25T23:49:01.286898] [DEBUG] [LOCAL     ] Loaded configuration for CTBB: 2 features, 90.0% accuracy
[2025-11-25T23:49:01.286971] [DEBUG] [LOCAL     ] Loaded configuration for MIY: 1 features, 60.0% accuracy
[2025-11-25T23:49:01.287045] [DEBUG] [LOCAL     ] Loaded configuration for EVTC: 4 features, 90.0% accuracy
[2025-11-25T23:49:01.287117] [DEBUG] [LOCAL     ] Loaded configuration for HXL: 2 features, 60.0% accuracy
[2025-11-25T23:49:01.287189] [DEBUG] [LOCAL     ] Loaded configuration for PEO: 2 features, 70.0% accuracy
[2025-11-25T23:49:01.287263] [DEBUG] [LOCAL     ] Loaded configuration for WIA: 3 features, 70.0% accuracy
[2025-11-25T23:49:01.287323] [DEBUG] [LOCAL     ] No configuration file found for BDTX
[2025-11-25T23:49:01.287401] [DEBUG] [LOCAL     ] No configuration file found for BLCN
[2025-11-25T23:49:01.287476] [DEBUG] [LOCAL     ] Loaded configuration for HIO: 4 features, 60.0% accuracy
[2025-11-25T23:49:01.287534] [DEBUG] [LOCAL     ] No configuration file found for GASS
[2025-11-25T23:49:01.287608] [DEBUG] [LOCAL     ] Loaded configuration for GSBD: 5 features, 90.0% accuracy
[2025-11-25T23:49:01.287688] [DEBUG] [LOCAL     ] No configuration file found for MSBI
[2025-11-25T23:49:01.287748] [DEBUG] [LOCAL     ] No configuration file found for BHFAO
[2025-11-25T23:49:01.287801] [DEBUG] [LOCAL     ] No configuration file found for RNA
[2025-11-25T23:49:01.287853] [DEBUG] [LOCAL     ] No configuration file found for PTLO
[2025-11-25T23:49:01.287924] [DEBUG] [LOCAL     ] Loaded configuration for ALC: 1 features, 90.0% accuracy
[2025-11-25T23:49:01.287983] [DEBUG] [LOCAL     ] No configuration file found for TSL
[2025-11-25T23:49:01.288056] [DEBUG] [LOCAL     ] Loaded configuration for BZH: 2 features, 80.0% accuracy
[2025-11-25T23:49:01.288130] [DEBUG] [LOCAL     ] Loaded configuration for SOJE: 2 features, 80.0% accuracy
[2025-11-25T23:49:01.288203] [DEBUG] [LOCAL     ] Loaded configuration for BAM: 3 features, 70.0% accuracy
[2025-11-25T23:49:01.288262] [DEBUG] [LOCAL     ] No configuration file found for TMUS
[2025-11-25T23:49:01.288335] [DEBUG] [LOCAL     ] Loaded configuration for CCI: 2 features, 70.0% accuracy
[2025-11-25T23:49:01.288408] [DEBUG] [LOCAL     ] Loaded configuration for NMG: 2 features, 70.0% accuracy
[2025-11-25T23:49:01.288480] [DEBUG] [LOCAL     ] Loaded configuration for YETI: 0 features, 60.0% accuracy
[2025-11-25T23:49:01.288552] [DEBUG] [LOCAL     ] Loaded configuration for PHI: 2 features, 60.0% accuracy
[2025-11-25T23:49:01.288612] [DEBUG] [LOCAL     ] No configuration file found for UHG
[2025-11-25T23:49:01.288705] [DEBUG] [LOCAL     ] Loaded configuration for SNA: 2 features, 80.0% accuracy
[2025-11-25T23:49:01.288768] [DEBUG] [LOCAL     ] No configuration file found for WWD
[2025-11-25T23:49:01.288849] [DEBUG] [LOCAL     ] Loaded configuration for GTN: 2 features, 80.0% accuracy
[2025-11-25T23:49:01.288923] [DEBUG] [LOCAL     ] Loaded configuration for HEI: 2 features, 90.0% accuracy
[2025-11-25T23:49:01.288982] [DEBUG] [LOCAL     ] No configuration file found for XTIA
[2025-11-25T23:49:01.289055] [DEBUG] [LOCAL     ] Loaded configuration for RMM: 1 features, 90.0% accuracy
[2025-11-25T23:49:01.289113] [DEBUG] [LOCAL     ] No configuration file found for DIOD
[2025-11-25T23:49:01.289167] [DEBUG] [LOCAL     ] No configuration file found for WEN
[2025-11-25T23:49:01.289221] [DEBUG] [LOCAL     ] No configuration file found for QQQY
[2025-11-25T23:49:01.289293] [DEBUG] [LOCAL     ] Loaded configuration for DBI: 3 features, 90.0% accuracy
[2025-11-25T23:49:01.289354] [DEBUG] [LOCAL     ] No configuration file found for OPK
[2025-11-25T23:49:01.289408] [DEBUG] [LOCAL     ] No configuration file found for MCRI
[2025-11-25T23:49:01.289479] [DEBUG] [LOCAL     ] Loaded configuration for LAC: 1 features, 70.0% accuracy
[2025-11-25T23:49:01.289552] [DEBUG] [LOCAL     ] Loaded configuration for FBP: 2 features, 60.0% accuracy
[2025-11-25T23:49:01.289625] [DEBUG] [LOCAL     ] Loaded configuration for TTE: 2 features, 70.0% accuracy
[2025-11-25T23:49:01.289728] [DEBUG] [LOCAL     ] Loaded configuration for TALO: 1 features, 60.0% accuracy
[2025-11-25T23:49:01.289787] [DEBUG] [LOCAL     ] No configuration file found for LUCD
[2025-11-25T23:49:01.289842] [DEBUG] [LOCAL     ] No configuration file found for EVGN
[2025-11-25T23:49:01.289894] [DEBUG] [LOCAL     ] No configuration file found for CG
[2025-11-25T23:49:01.289945] [DEBUG] [LOCAL     ] No configuration file found for AXGN
[2025-11-25T23:49:01.290015] [DEBUG] [LOCAL     ] Loaded configuration for DHF: 3 features, 90.0% accuracy
[2025-11-25T23:49:01.290090] [DEBUG] [LOCAL     ] Loaded configuration for BC: 2 features, 70.0% accuracy
[2025-11-25T23:49:01.290163] [DEBUG] [LOCAL     ] Loaded configuration for ESAB: 3 features, 100.0% accuracy
[2025-11-25T23:49:01.290221] [DEBUG] [LOCAL     ] No configuration file found for IDAI
[2025-11-25T23:49:01.290295] [DEBUG] [LOCAL     ] Loaded configuration for MGM: 5 features, 80.0% accuracy
[2025-11-25T23:49:01.290353] [DEBUG] [LOCAL     ] No configuration file found for DOGZ
[2025-11-25T23:49:01.290409] [DEBUG] [LOCAL     ] No configuration file found for SVC
[2025-11-25T23:49:01.290461] [DEBUG] [LOCAL     ] No configuration file found for OPTX
[2025-11-25T23:49:01.290532] [DEBUG] [LOCAL     ] Loaded configuration for NBHC: 1 features, 80.0% accuracy
[2025-11-25T23:49:01.290594] [DEBUG] [LOCAL     ] No configuration file found for KBWB
[2025-11-25T23:49:01.290687] [DEBUG] [LOCAL     ] Loaded configuration for CPF: 4 features, 70.0% accuracy
[2025-11-25T23:49:01.290762] [DEBUG] [LOCAL     ] Loaded configuration for NIE: 1 features, 60.0% accuracy
[2025-11-25T23:49:01.290835] [DEBUG] [LOCAL     ] Loaded configuration for STN: 2 features, 80.0% accuracy
[2025-11-25T23:49:01.290896] [DEBUG] [LOCAL     ] No configuration file found for FCNCO
[2025-11-25T23:49:01.290968] [DEBUG] [LOCAL     ] Loaded configuration for BLE: 3 features, 90.0% accuracy
[2025-11-25T23:49:01.291042] [DEBUG] [LOCAL     ] Loaded configuration for MCS: 4 features, 70.0% accuracy
[2025-11-25T23:49:01.291101] [DEBUG] [LOCAL     ] No configuration file found for PGNY
[2025-11-25T23:49:01.291174] [DEBUG] [LOCAL     ] Loaded configuration for TTI: 2 features, 60.0% accuracy
[2025-11-25T23:49:01.291234] [DEBUG] [LOCAL     ] No configuration file found for ETHA
[2025-11-25T23:49:01.291293] [DEBUG] [LOCAL     ] No configuration file found for MNRO
[2025-11-25T23:49:01.291366] [DEBUG] [LOCAL     ] Loaded configuration for ZGN: 4 features, 60.0% accuracy
[2025-11-25T23:49:01.291441] [DEBUG] [LOCAL     ] Loaded configuration for AESI: 4 features, 70.0% accuracy
[2025-11-25T23:49:01.291515] [DEBUG] [LOCAL     ] Loaded configuration for IQI: 1 features, 80.0% accuracy
[2025-11-25T23:49:01.291576] [DEBUG] [LOCAL     ] No configuration file found for DNLI
[2025-11-25T23:49:01.291663] [DEBUG] [LOCAL     ] No configuration file found for SOPA
[2025-11-25T23:49:01.291721] [DEBUG] [LOCAL     ] No configuration file found for BHFAL
[2025-11-25T23:49:01.291775] [DEBUG] [LOCAL     ] No configuration file found for SPRY
[2025-11-25T23:49:01.291848] [DEBUG] [LOCAL     ] Loaded configuration for ADM: 5 features, 70.0% accuracy
[2025-11-25T23:49:01.291908] [DEBUG] [LOCAL     ] No configuration file found for TRUP
[2025-11-25T23:49:01.291981] [DEBUG] [LOCAL     ] Loaded configuration for MHK: 0 features, 90.0% accuracy
[2025-11-25T23:49:01.292055] [DEBUG] [LOCAL     ] Loaded configuration for AJG: 1 features, 80.0% accuracy
[2025-11-25T23:49:01.292129] [DEBUG] [LOCAL     ] Loaded configuration for MTZ: 4 features, 70.0% accuracy
[2025-11-25T23:49:01.292202] [DEBUG] [LOCAL     ] Loaded configuration for CTVA: 3 features, 70.0% accuracy
[2025-11-25T23:49:01.292275] [DEBUG] [LOCAL     ] Loaded configuration for NC: 3 features, 80.0% accuracy
[2025-11-25T23:49:01.292341] [DEBUG] [LOCAL     ] No configuration file found for USOI
[2025-11-25T23:49:01.292395] [DEBUG] [LOCAL     ] No configuration file found for ALKS
[2025-11-25T23:49:01.292466] [DEBUG] [LOCAL     ] Loaded configuration for TREX: 3 features, 80.0% accuracy
[2025-11-25T23:49:01.292540] [DEBUG] [LOCAL     ] Loaded configuration for TPYP: 1 features, 60.0% accuracy
[2025-11-25T23:49:01.292614] [DEBUG] [LOCAL     ] Loaded configuration for AOD: 1 features, 80.0% accuracy
[2025-11-25T23:49:01.292690] [DEBUG] [LOCAL     ] No configuration file found for SNES
[2025-11-25T23:49:01.292747] [DEBUG] [LOCAL     ] No configuration file found for ALCO
[2025-11-25T23:49:01.292802] [DEBUG] [LOCAL     ] No configuration file found for IMOS
[2025-11-25T23:49:01.292874] [DEBUG] [LOCAL     ] Loaded configuration for CYD: 4 features, 80.0% accuracy
[2025-11-25T23:49:01.292948] [DEBUG] [LOCAL     ] Loaded configuration for MRK: 2 features, 90.0% accuracy
[2025-11-25T23:49:01.293008] [DEBUG] [LOCAL     ] No configuration file found for DGCB
[2025-11-25T23:49:01.293080] [DEBUG] [LOCAL     ] Loaded configuration for MUA: 1 features, 70.0% accuracy
[2025-11-25T23:49:01.293153] [DEBUG] [LOCAL     ] Loaded configuration for GNL: 2 features, 90.0% accuracy
[2025-11-25T23:49:01.293226] [DEBUG] [LOCAL     ] Loaded configuration for JOE: 2 features, 80.0% accuracy
[2025-11-25T23:49:01.293285] [DEBUG] [LOCAL     ] No configuration file found for LBTYK
[2025-11-25T23:49:01.293339] [DEBUG] [LOCAL     ] No configuration file found for BFIN
[2025-11-25T23:49:01.293411] [DEBUG] [LOCAL     ] Loaded configuration for ACCO: 2 features, 80.0% accuracy
[2025-11-25T23:49:01.293483] [DEBUG] [LOCAL     ] Loaded configuration for TME: 3 features, 80.0% accuracy
[2025-11-25T23:49:01.293543] [DEBUG] [LOCAL     ] No configuration file found for BVS
[2025-11-25T23:49:01.293598] [DEBUG] [LOCAL     ] No configuration file found for MAMA
[2025-11-25T23:49:01.293671] [DEBUG] [LOCAL     ] No configuration file found for FCCO
[2025-11-25T23:49:01.293747] [DEBUG] [LOCAL     ] Loaded configuration for PLYM: 3 features, 80.0% accuracy
[2025-11-25T23:49:01.293808] [DEBUG] [LOCAL     ] No configuration file found for ESCA
[2025-11-25T23:49:01.293882] [DEBUG] [LOCAL     ] Loaded configuration for TROX: 2 features, 90.0% accuracy
[2025-11-25T23:49:01.293955] [DEBUG] [LOCAL     ] Loaded configuration for WFC: 2 features, 70.0% accuracy
[2025-11-25T23:49:01.294028] [DEBUG] [LOCAL     ] Loaded configuration for MTH: 3 features, 80.0% accuracy
[2025-11-25T23:49:01.294101] [DEBUG] [LOCAL     ] Loaded configuration for SWK: 0 features, 70.0% accuracy
[2025-11-25T23:49:01.294175] [DEBUG] [LOCAL     ] Loaded configuration for HL: 6 features, 90.0% accuracy
[2025-11-25T23:49:01.294234] [DEBUG] [LOCAL     ] No configuration file found for IRON
[2025-11-25T23:49:01.294289] [DEBUG] [LOCAL     ] No configuration file found for BL
[2025-11-25T23:49:01.294343] [DEBUG] [LOCAL     ] No configuration file found for INO
[2025-11-25T23:49:01.294395] [DEBUG] [LOCAL     ] No configuration file found for INDP
[2025-11-25T23:49:01.294474] [DEBUG] [LOCAL     ] Loaded configuration for PDM: 2 features, 60.0% accuracy
[2025-11-25T23:49:01.294550] [DEBUG] [LOCAL     ] Loaded configuration for RDN: 3 features, 80.0% accuracy
[2025-11-25T23:49:01.294611] [DEBUG] [LOCAL     ] No configuration file found for STEP
[2025-11-25T23:49:01.294705] [DEBUG] [LOCAL     ] Loaded configuration for PLD: 1 features, 90.0% accuracy
[2025-11-25T23:49:01.294781] [DEBUG] [LOCAL     ] Loaded configuration for EPD: 4 features, 100.0% accuracy
[2025-11-25T23:49:01.294840] [DEBUG] [LOCAL     ] No configuration file found for URBN
[2025-11-25T23:49:01.294895] [DEBUG] [LOCAL     ] No configuration file found for TPCS
[2025-11-25T23:49:01.294947] [DEBUG] [LOCAL     ] No configuration file found for AEVA
[2025-11-25T23:49:01.295018] [DEBUG] [LOCAL     ] Loaded configuration for DQ: 0 features, 80.0% accuracy
[2025-11-25T23:49:01.295077] [DEBUG] [LOCAL     ] No configuration file found for ERNA
[2025-11-25T23:49:01.295130] [DEBUG] [LOCAL     ] No configuration file found for COPP
[2025-11-25T23:49:01.295183] [DEBUG] [LOCAL     ] No configuration file found for OFLX
[2025-11-25T23:49:01.295234] [DEBUG] [LOCAL     ] No configuration file found for AUPH
[2025-11-25T23:49:01.295285] [DEBUG] [LOCAL     ] No configuration file found for VTYX
[2025-11-25T23:49:01.295336] [DEBUG] [LOCAL     ] No configuration file found for GREE
[2025-11-25T23:49:01.295388] [DEBUG] [LOCAL     ] No configuration file found for AEMD
[2025-11-25T23:49:01.295460] [DEBUG] [LOCAL     ] Loaded configuration for RSI: 3 features, 90.0% accuracy
[2025-11-25T23:49:01.295535] [DEBUG] [LOCAL     ] Loaded configuration for HBM: 1 features, 80.0% accuracy
[2025-11-25T23:49:01.295610] [DEBUG] [LOCAL     ] Loaded configuration for SREA: 5 features, 90.0% accuracy
[2025-11-25T23:49:01.295704] [DEBUG] [LOCAL     ] Loaded configuration for YELP: 3 features, 80.0% accuracy
[2025-11-25T23:49:01.295780] [DEBUG] [LOCAL     ] Loaded configuration for NHI: 1 features, 70.0% accuracy
[2025-11-25T23:49:01.295853] [DEBUG] [LOCAL     ] Loaded configuration for CABO: 2 features, 70.0% accuracy
[2025-11-25T23:49:01.295914] [DEBUG] [LOCAL     ] No configuration file found for BPOP
[2025-11-25T23:49:01.295970] [DEBUG] [LOCAL     ] No configuration file found for EBC
[2025-11-25T23:49:01.296042] [DEBUG] [LOCAL     ] Loaded configuration for BNED: 2 features, 80.0% accuracy
[2025-11-25T23:49:01.296117] [DEBUG] [LOCAL     ] Loaded configuration for BSM: 2 features, 80.0% accuracy
[2025-11-25T23:49:01.296198] [DEBUG] [LOCAL     ] Loaded configuration for SMBK: 1 features, 60.0% accuracy
[2025-11-25T23:49:01.296268] [DEBUG] [LOCAL     ] No configuration file found for PMTS
[2025-11-25T23:49:01.296356] [DEBUG] [LOCAL     ] Loaded configuration for STC: 3 features, 70.0% accuracy
[2025-11-25T23:49:01.296429] [DEBUG] [LOCAL     ] Loaded configuration for GRBK: 1 features, 80.0% accuracy
[2025-11-25T23:49:01.296501] [DEBUG] [LOCAL     ] Loaded configuration for UPS: 2 features, 60.0% accuracy
[2025-11-25T23:49:01.296558] [DEBUG] [LOCAL     ] No configuration file found for CMCSA
[2025-11-25T23:49:01.296631] [DEBUG] [LOCAL     ] Loaded configuration for SDRL: 2 features, 90.0% accuracy
[2025-11-25T23:49:01.296712] [DEBUG] [LOCAL     ] No configuration file found for HBAN
[2025-11-25T23:49:01.296804] [DEBUG] [LOCAL     ] No configuration file found for WKEY
[2025-11-25T23:49:01.296866] [DEBUG] [LOCAL     ] No configuration file found for TYGO
[2025-11-25T23:49:01.296919] [DEBUG] [LOCAL     ] No configuration file found for BSMS
[2025-11-25T23:49:01.296994] [DEBUG] [LOCAL     ] Loaded configuration for CNX: 4 features, 70.0% accuracy
[2025-11-25T23:49:01.297068] [DEBUG] [LOCAL     ] Loaded configuration for SD: 1 features, 80.0% accuracy
[2025-11-25T23:49:01.297141] [DEBUG] [LOCAL     ] Loaded configuration for TEVA: 1 features, 60.0% accuracy
[2025-11-25T23:49:01.297205] [DEBUG] [LOCAL     ] No configuration file found for RILYN
[2025-11-25T23:49:01.297293] [DEBUG] [LOCAL     ] Loaded configuration for MVO: 3 features, 80.0% accuracy
[2025-11-25T23:49:01.297390] [DEBUG] [LOCAL     ] No configuration file found for AGNCO
[2025-11-25T23:49:01.297469] [DEBUG] [LOCAL     ] Loaded configuration for WAB: 2 features, 80.0% accuracy
[2025-11-25T23:49:01.297543] [DEBUG] [LOCAL     ] Loaded configuration for PPG: 4 features, 60.0% accuracy
[2025-11-25T23:49:01.297615] [DEBUG] [LOCAL     ] Loaded configuration for PHG: 1 features, 70.0% accuracy
[2025-11-25T23:49:01.297695] [DEBUG] [LOCAL     ] No configuration file found for OPAL
[2025-11-25T23:49:01.297751] [DEBUG] [LOCAL     ] No configuration file found for AVTX
[2025-11-25T23:49:01.297805] [DEBUG] [LOCAL     ] No configuration file found for FTRI
[2025-11-25T23:49:01.297857] [DEBUG] [LOCAL     ] No configuration file found for AZ
[2025-11-25T23:49:01.297928] [DEBUG] [LOCAL     ] Loaded configuration for DXC: 3 features, 80.0% accuracy
[2025-11-25T23:49:01.297990] [DEBUG] [LOCAL     ] No configuration file found for CSQ
[2025-11-25T23:49:01.298063] [DEBUG] [LOCAL     ] Loaded configuration for TG: 2 features, 70.0% accuracy
[2025-11-25T23:49:01.298138] [DEBUG] [LOCAL     ] Loaded configuration for KGS: 4 features, 80.0% accuracy
[2025-11-25T23:49:01.298197] [DEBUG] [LOCAL     ] No configuration file found for EQIX
[2025-11-25T23:49:01.298253] [DEBUG] [LOCAL     ] No configuration file found for HYMC
[2025-11-25T23:49:01.298306] [DEBUG] [LOCAL     ] No configuration file found for URGN
[2025-11-25T23:49:01.298359] [DEBUG] [LOCAL     ] No configuration file found for SWVL
[2025-11-25T23:49:01.298412] [DEBUG] [LOCAL     ] No configuration file found for DAIO
[2025-11-25T23:49:01.298464] [DEBUG] [LOCAL     ] No configuration file found for TALK
[2025-11-25T23:49:01.298536] [DEBUG] [LOCAL     ] Loaded configuration for MOS: 3 features, 60.0% accuracy
[2025-11-25T23:49:01.298595] [DEBUG] [LOCAL     ] No configuration file found for FWRD
[2025-11-25T23:49:01.298688] [DEBUG] [LOCAL     ] Loaded configuration for BIP: 3 features, 80.0% accuracy
[2025-11-25T23:49:01.298748] [DEBUG] [LOCAL     ] No configuration file found for EGBN
[2025-11-25T23:49:01.298822] [DEBUG] [LOCAL     ] Loaded configuration for PEN: 2 features, 90.0% accuracy
[2025-11-25T23:49:01.298897] [DEBUG] [LOCAL     ] Loaded configuration for BFS: 1 features, 80.0% accuracy
[2025-11-25T23:49:01.298971] [DEBUG] [LOCAL     ] Loaded configuration for HLN: 1 features, 70.0% accuracy
[2025-11-25T23:49:01.299030] [DEBUG] [LOCAL     ] No configuration file found for ARCC
[2025-11-25T23:49:01.299086] [DEBUG] [LOCAL     ] No configuration file found for LICN
[2025-11-25T23:49:01.299169] [DEBUG] [LOCAL     ] Loaded configuration for BEP: 1 features, 80.0% accuracy
[2025-11-25T23:49:01.299233] [DEBUG] [LOCAL     ] No configuration file found for PTGX
[2025-11-25T23:49:01.299292] [DEBUG] [LOCAL     ] No configuration file found for EMXC
[2025-11-25T23:49:01.299347] [DEBUG] [LOCAL     ] No configuration file found for HAS
[2025-11-25T23:49:01.299419] [DEBUG] [LOCAL     ] Loaded configuration for NEM: 4 features, 90.0% accuracy
[2025-11-25T23:49:01.299478] [DEBUG] [LOCAL     ] No configuration file found for JBSS
[2025-11-25T23:49:01.299534] [DEBUG] [LOCAL     ] No configuration file found for SYNA
[2025-11-25T23:49:01.299606] [DEBUG] [LOCAL     ] Loaded configuration for TAP: 1 features, 90.0% accuracy
[2025-11-25T23:49:01.299701] [DEBUG] [LOCAL     ] Loaded configuration for OMI: 4 features, 60.0% accuracy
[2025-11-25T23:49:01.299777] [DEBUG] [LOCAL     ] Loaded configuration for PKE: 2 features, 60.0% accuracy
[2025-11-25T23:49:01.299837] [DEBUG] [LOCAL     ] No configuration file found for MYRG
[2025-11-25T23:49:01.299911] [DEBUG] [LOCAL     ] Loaded configuration for PHM: 2 features, 60.0% accuracy
[2025-11-25T23:49:01.299985] [DEBUG] [LOCAL     ] Loaded configuration for HOUS: 1 features, 60.0% accuracy
[2025-11-25T23:49:01.300059] [DEBUG] [LOCAL     ] Loaded configuration for PEB: 2 features, 90.0% accuracy
[2025-11-25T23:49:01.300120] [DEBUG] [LOCAL     ] No configuration file found for JAZZ
[2025-11-25T23:49:01.300176] [DEBUG] [LOCAL     ] No configuration file found for IGIB
[2025-11-25T23:49:01.300256] [DEBUG] [LOCAL     ] Loaded configuration for BBAI: 1 features, 60.0% accuracy
[2025-11-25T23:49:01.300316] [DEBUG] [LOCAL     ] No configuration file found for VRTX
[2025-11-25T23:49:01.300391] [DEBUG] [LOCAL     ] Loaded configuration for FMS: 1 features, 60.0% accuracy
[2025-11-25T23:49:01.300451] [DEBUG] [LOCAL     ] No configuration file found for AOSL
[2025-11-25T23:49:01.300506] [DEBUG] [LOCAL     ] No configuration file found for AMSF
[2025-11-25T23:49:01.300559] [DEBUG] [LOCAL     ] No configuration file found for AEHL
[2025-11-25T23:49:01.300632] [DEBUG] [LOCAL     ] Loaded configuration for GHY: 4 features, 70.0% accuracy
[2025-11-25T23:49:01.300730] [DEBUG] [LOCAL     ] Loaded configuration for IPI: 2 features, 60.0% accuracy
[2025-11-25T23:49:01.300790] [DEBUG] [LOCAL     ] No configuration file found for RKLB
[2025-11-25T23:49:01.300865] [DEBUG] [LOCAL     ] Loaded configuration for PSFE: 2 features, 70.0% accuracy
[2025-11-25T23:49:01.300940] [DEBUG] [LOCAL     ] Loaded configuration for LEVI: 1 features, 80.0% accuracy
[2025-11-25T23:49:01.301015] [DEBUG] [LOCAL     ] Loaded configuration for ALX: 3 features, 80.0% accuracy
[2025-11-25T23:49:01.301089] [DEBUG] [LOCAL     ] Loaded configuration for ASC: 4 features, 80.0% accuracy
[2025-11-25T23:49:01.301173] [DEBUG] [LOCAL     ] Loaded configuration for SM: 1 features, 80.0% accuracy
[2025-11-25T23:49:01.301236] [DEBUG] [LOCAL     ] No configuration file found for QQQI
[2025-11-25T23:49:01.301310] [DEBUG] [LOCAL     ] Loaded configuration for BP: 2 features, 70.0% accuracy
[2025-11-25T23:49:01.301384] [DEBUG] [LOCAL     ] Loaded configuration for RL: 1 features, 70.0% accuracy
[2025-11-25T23:49:01.301459] [DEBUG] [LOCAL     ] Loaded configuration for BLK: 3 features, 90.0% accuracy
[2025-11-25T23:49:01.301532] [DEBUG] [LOCAL     ] Loaded configuration for CAVA: 2 features, 80.0% accuracy
[2025-11-25T23:49:01.301605] [DEBUG] [LOCAL     ] Loaded configuration for SG: 1 features, 60.0% accuracy
[2025-11-25T23:49:01.301684] [DEBUG] [LOCAL     ] No configuration file found for COYA
[2025-11-25T23:49:01.301743] [DEBUG] [LOCAL     ] No configuration file found for ACIC
[2025-11-25T23:49:01.301796] [DEBUG] [LOCAL     ] No configuration file found for WALD
[2025-11-25T23:49:01.301849] [DEBUG] [LOCAL     ] No configuration file found for FTXO
[2025-11-25T23:49:01.301902] [DEBUG] [LOCAL     ] No configuration file found for CRMD
[2025-11-25T23:49:01.301976] [DEBUG] [LOCAL     ] Loaded configuration for INN: 6 features, 80.0% accuracy
[2025-11-25T23:49:01.302036] [DEBUG] [LOCAL     ] No configuration file found for GNSS
[2025-11-25T23:49:01.302090] [DEBUG] [LOCAL     ] No configuration file found for CBRL
[2025-11-25T23:49:01.302142] [DEBUG] [LOCAL     ] No configuration file found for QQMG
[2025-11-25T23:49:01.302200] [DEBUG] [LOCAL     ] No configuration file found for DHC
[2025-11-25T23:49:01.302257] [DEBUG] [LOCAL     ] No configuration file found for BLTE
[2025-11-25T23:49:01.302308] [DEBUG] [LOCAL     ] No configuration file found for TNON
[2025-11-25T23:49:01.302380] [DEBUG] [LOCAL     ] Loaded configuration for NNN: 1 features, 70.0% accuracy
[2025-11-25T23:49:01.302440] [DEBUG] [LOCAL     ] No configuration file found for WTBA
[2025-11-25T23:49:01.302496] [DEBUG] [LOCAL     ] No configuration file found for CTSH
[2025-11-25T23:49:01.302569] [DEBUG] [LOCAL     ] Loaded configuration for KVUE: 2 features, 60.0% accuracy
[2025-11-25T23:49:01.302665] [DEBUG] [LOCAL     ] Loaded configuration for WRB: 2 features, 70.0% accuracy
[2025-11-25T23:49:01.302727] [DEBUG] [LOCAL     ] No configuration file found for CCCC
[2025-11-25T23:49:01.302783] [DEBUG] [LOCAL     ] No configuration file found for IVAL
[2025-11-25T23:49:01.302836] [DEBUG] [LOCAL     ] No configuration file found for WINA
[2025-11-25T23:49:01.302887] [DEBUG] [LOCAL     ] No configuration file found for PTON
[2025-11-25T23:49:01.302941] [DEBUG] [LOCAL     ] No configuration file found for MBIN
[2025-11-25T23:49:01.302993] [DEBUG] [LOCAL     ] No configuration file found for SSTI
[2025-11-25T23:49:01.303053] [DEBUG] [LOCAL     ] No configuration file found for LPRO
[2025-11-25T23:49:01.303127] [DEBUG] [LOCAL     ] Loaded configuration for SKIL: 2 features, 80.0% accuracy
[2025-11-25T23:49:01.303188] [DEBUG] [LOCAL     ] No configuration file found for ACGLO
[2025-11-25T23:49:01.303245] [DEBUG] [LOCAL     ] No configuration file found for IBTF
[2025-11-25T23:49:01.303298] [DEBUG] [LOCAL     ] No configuration file found for NXGL
[2025-11-25T23:49:01.303371] [DEBUG] [LOCAL     ] Loaded configuration for BDC: 2 features, 60.0% accuracy
[2025-11-25T23:49:01.303432] [DEBUG] [LOCAL     ] No configuration file found for IUSB
[2025-11-25T23:49:01.303490] [DEBUG] [LOCAL     ] No configuration file found for AMZZ
[2025-11-25T23:49:01.303544] [DEBUG] [LOCAL     ] No configuration file found for PTF
[2025-11-25T23:49:01.303596] [DEBUG] [LOCAL     ] No configuration file found for DPRO
[2025-11-25T23:49:01.303670] [DEBUG] [LOCAL     ] No configuration file found for PCRX
[2025-11-25T23:49:01.303725] [DEBUG] [LOCAL     ] No configuration file found for MIRA
[2025-11-25T23:49:01.303788] [DEBUG] [LOCAL     ] No configuration file found for AZN
[2025-11-25T23:49:01.303863] [DEBUG] [LOCAL     ] Loaded configuration for SYK: 2 features, 70.0% accuracy
[2025-11-25T23:49:01.303938] [DEBUG] [LOCAL     ] Loaded configuration for ORA: 2 features, 70.0% accuracy
[2025-11-25T23:49:01.304000] [DEBUG] [LOCAL     ] No configuration file found for CLRO
[2025-11-25T23:49:01.304074] [DEBUG] [LOCAL     ] Loaded configuration for CVE: 2 features, 80.0% accuracy
[2025-11-25T23:49:01.304148] [DEBUG] [LOCAL     ] Loaded configuration for ELC: 2 features, 80.0% accuracy
[2025-11-25T23:49:01.304222] [DEBUG] [LOCAL     ] Loaded configuration for CAH: 1 features, 100.0% accuracy
[2025-11-25T23:49:01.304297] [DEBUG] [LOCAL     ] Loaded configuration for TTC: 3 features, 60.0% accuracy
[2025-11-25T23:49:01.304357] [DEBUG] [LOCAL     ] No configuration file found for FCTE
[2025-11-25T23:49:01.304431] [DEBUG] [LOCAL     ] Loaded configuration for EGY: 2 features, 90.0% accuracy
[2025-11-25T23:49:01.304490] [DEBUG] [LOCAL     ] No configuration file found for EBAY
[2025-11-25T23:49:01.304545] [DEBUG] [LOCAL     ] No configuration file found for SITM
[2025-11-25T23:49:01.304599] [DEBUG] [LOCAL     ] No configuration file found for INTA
[2025-11-25T23:49:01.304691] [DEBUG] [LOCAL     ] Loaded configuration for ARCO: 1 features, 90.0% accuracy
[2025-11-25T23:49:01.304768] [DEBUG] [LOCAL     ] Loaded configuration for ONTO: 2 features, 100.0% accuracy
[2025-11-25T23:49:01.304827] [DEBUG] [LOCAL     ] No configuration file found for TCBK
[2025-11-25T23:49:01.304900] [DEBUG] [LOCAL     ] Loaded configuration for DVA: 2 features, 80.0% accuracy
[2025-11-25T23:49:01.304958] [DEBUG] [LOCAL     ] No configuration file found for ONDS
[2025-11-25T23:49:01.305011] [DEBUG] [LOCAL     ] No configuration file found for PSEC
[2025-11-25T23:49:01.305083] [DEBUG] [LOCAL     ] Loaded configuration for CPA: 3 features, 70.0% accuracy
[2025-11-25T23:49:01.305141] [DEBUG] [LOCAL     ] No configuration file found for AMPG
[2025-11-25T23:49:01.305196] [DEBUG] [LOCAL     ] No configuration file found for ESQ
[2025-11-25T23:49:01.305247] [DEBUG] [LOCAL     ] No configuration file found for DXPE
[2025-11-25T23:49:01.305298] [DEBUG] [LOCAL     ] No configuration file found for DMXF
[2025-11-25T23:49:01.305353] [DEBUG] [LOCAL     ] No configuration file found for HSTM
[2025-11-25T23:49:01.305404] [DEBUG] [LOCAL     ] No configuration file found for FLGC
[2025-11-25T23:49:01.305475] [DEBUG] [LOCAL     ] Loaded configuration for K: 3 features, 80.0% accuracy
[2025-11-25T23:49:01.305533] [DEBUG] [LOCAL     ] No configuration file found for IGSB
[2025-11-25T23:49:01.305588] [DEBUG] [LOCAL     ] No configuration file found for LNTH
[2025-11-25T23:49:01.305657] [DEBUG] [LOCAL     ] No configuration file found for MCBS
[2025-11-25T23:49:01.305732] [DEBUG] [LOCAL     ] Loaded configuration for BVN: 2 features, 80.0% accuracy
[2025-11-25T23:49:01.305800] [DEBUG] [LOCAL     ] No configuration file found for BBIO
[2025-11-25T23:49:01.305875] [DEBUG] [LOCAL     ] Loaded configuration for THS: 4 features, 80.0% accuracy
[2025-11-25T23:49:01.306246] [DEBUG] [LOCAL     ] Loaded configuration for ABL: 2 features, 90.0% accuracy
[2025-11-25T23:49:01.306356] [DEBUG] [LOCAL     ] Loaded configuration for BGB: 4 features, 90.0% accuracy
[2025-11-25T23:49:01.306423] [DEBUG] [LOCAL     ] No configuration file found for WRAP
[2025-11-25T23:49:01.306478] [DEBUG] [LOCAL     ] No configuration file found for HYZD
[2025-11-25T23:49:01.306534] [DEBUG] [LOCAL     ] No configuration file found for FNY
[2025-11-25T23:49:01.306588] [DEBUG] [LOCAL     ] No configuration file found for ALRM
[2025-11-25T23:49:01.306658] [DEBUG] [LOCAL     ] No configuration file found for NFTY
[2025-11-25T23:49:01.306736] [DEBUG] [LOCAL     ] Loaded configuration for AGO: 5 features, 80.0% accuracy
[2025-11-25T23:49:01.306811] [DEBUG] [LOCAL     ] Loaded configuration for OGE: 5 features, 70.0% accuracy
[2025-11-25T23:49:01.306870] [DEBUG] [LOCAL     ] No configuration file found for ASTE
[2025-11-25T23:49:01.306926] [DEBUG] [LOCAL     ] No configuration file found for NRDS
[2025-11-25T23:49:01.306980] [DEBUG] [LOCAL     ] No configuration file found for FSBC
[2025-11-25T23:49:01.307051] [DEBUG] [LOCAL     ] Loaded configuration for TECK: 2 features, 60.0% accuracy
[2025-11-25T23:49:01.307109] [DEBUG] [LOCAL     ] No configuration file found for LGND
[2025-11-25T23:49:01.307183] [DEBUG] [LOCAL     ] Loaded configuration for COTY: 5 features, 80.0% accuracy
[2025-11-25T23:49:01.307254] [DEBUG] [LOCAL     ] No configuration file found for CZFS
[2025-11-25T23:49:01.307341] [DEBUG] [LOCAL     ] Loaded configuration for CF: 3 features, 70.0% accuracy
[2025-11-25T23:49:01.307432] [DEBUG] [LOCAL     ] No configuration file found for QTTB
[2025-11-25T23:49:01.307488] [DEBUG] [LOCAL     ] No configuration file found for FVCB
[2025-11-25T23:49:01.307556] [DEBUG] [LOCAL     ] Loaded configuration for UTL: 2 features, 70.0% accuracy
[2025-11-25T23:49:01.307616] [DEBUG] [LOCAL     ] No configuration file found for PID
[2025-11-25T23:49:01.307708] [DEBUG] [LOCAL     ] Loaded configuration for LLY: 0 features, 60.0% accuracy
[2025-11-25T23:49:01.307767] [DEBUG] [LOCAL     ] No configuration file found for PKBK
[2025-11-25T23:49:01.307822] [DEBUG] [LOCAL     ] No configuration file found for GERN
[2025-11-25T23:49:01.307876] [DEBUG] [LOCAL     ] No configuration file found for PRTH
[2025-11-25T23:49:01.307929] [DEBUG] [LOCAL     ] No configuration file found for LKFN
[2025-11-25T23:49:01.307982] [DEBUG] [LOCAL     ] No configuration file found for CME
[2025-11-25T23:49:01.308052] [DEBUG] [LOCAL     ] Loaded configuration for HTD: 0 features, 80.0% accuracy
[2025-11-25T23:49:01.308110] [DEBUG] [LOCAL     ] No configuration file found for BMRC
[2025-11-25T23:49:01.308164] [DEBUG] [LOCAL     ] No configuration file found for IONS
[2025-11-25T23:49:01.308235] [DEBUG] [LOCAL     ] Loaded configuration for NFG: 4 features, 70.0% accuracy
[2025-11-25T23:49:01.308295] [DEBUG] [LOCAL     ] No configuration file found for GLPI
[2025-11-25T23:49:01.308367] [DEBUG] [LOCAL     ] Loaded configuration for RGA: 1 features, 70.0% accuracy
[2025-11-25T23:49:01.308426] [DEBUG] [LOCAL     ] No configuration file found for OZK
[2025-11-25T23:49:01.308482] [DEBUG] [LOCAL     ] No configuration file found for KE
[2025-11-25T23:49:01.308536] [DEBUG] [LOCAL     ] No configuration file found for CGEN
[2025-11-25T23:49:01.308590] [DEBUG] [LOCAL     ] No configuration file found for MGEE
[2025-11-25T23:49:01.308680] [DEBUG] [LOCAL     ] Loaded configuration for PHIN: 4 features, 90.0% accuracy
[2025-11-25T23:49:01.308742] [DEBUG] [LOCAL     ] No configuration file found for INDY
[2025-11-25T23:49:01.308815] [DEBUG] [LOCAL     ] Loaded configuration for ZVIA: 2 features, 70.0% accuracy
[2025-11-25T23:49:01.308889] [DEBUG] [LOCAL     ] Loaded configuration for CII: 1 features, 80.0% accuracy
[2025-11-25T23:49:01.308949] [DEBUG] [LOCAL     ] No configuration file found for APYX
[2025-11-25T23:49:01.309014] [DEBUG] [LOCAL     ] No configuration file found for ESOA
[2025-11-25T23:49:01.309068] [DEBUG] [LOCAL     ] No configuration file found for ICLN
[2025-11-25T23:49:01.309120] [DEBUG] [LOCAL     ] No configuration file found for SEVN
[2025-11-25T23:49:01.309192] [DEBUG] [LOCAL     ] Loaded configuration for JHG: 3 features, 80.0% accuracy
[2025-11-25T23:49:01.309266] [DEBUG] [LOCAL     ] Loaded configuration for CNP: 4 features, 70.0% accuracy
[2025-11-25T23:49:01.309339] [DEBUG] [LOCAL     ] Loaded configuration for DKS: 4 features, 90.0% accuracy
[2025-11-25T23:49:01.309412] [DEBUG] [LOCAL     ] Loaded configuration for RIO: 2 features, 60.0% accuracy
[2025-11-25T23:49:01.309484] [DEBUG] [LOCAL     ] Loaded configuration for DIS: 1 features, 70.0% accuracy
[2025-11-25T23:49:01.309543] [DEBUG] [LOCAL     ] No configuration file found for PLXS
[2025-11-25T23:49:01.309598] [DEBUG] [LOCAL     ] No configuration file found for BLRX
[2025-11-25T23:49:01.309695] [DEBUG] [LOCAL     ] Loaded configuration for GS: 4 features, 70.0% accuracy
[2025-11-25T23:49:01.309755] [DEBUG] [LOCAL     ] No configuration file found for NRIX
[2025-11-25T23:49:01.309828] [DEBUG] [LOCAL     ] Loaded configuration for KEN: 3 features, 90.0% accuracy
[2025-11-25T23:49:01.309886] [DEBUG] [LOCAL     ] No configuration file found for TSEM
[2025-11-25T23:49:01.309959] [DEBUG] [LOCAL     ] Loaded configuration for PGRE: 3 features, 80.0% accuracy
[2025-11-25T23:49:01.310017] [DEBUG] [LOCAL     ] No configuration file found for APPS
[2025-11-25T23:49:01.310070] [DEBUG] [LOCAL     ] No configuration file found for KC
[2025-11-25T23:49:01.310142] [DEBUG] [LOCAL     ] Loaded configuration for MBI: 1 features, 60.0% accuracy
[2025-11-25T23:49:01.310216] [DEBUG] [LOCAL     ] Loaded configuration for NUVB: 2 features, 80.0% accuracy
[2025-11-25T23:49:01.310274] [DEBUG] [LOCAL     ] No configuration file found for AGEN
[2025-11-25T23:49:01.310347] [DEBUG] [LOCAL     ] Loaded configuration for CNMD: 3 features, 80.0% accuracy
[2025-11-25T23:49:01.310405] [DEBUG] [LOCAL     ] No configuration file found for QURE
[2025-11-25T23:49:01.310478] [DEBUG] [LOCAL     ] Loaded configuration for AP: 4 features, 80.0% accuracy
[2025-11-25T23:49:01.310537] [DEBUG] [LOCAL     ] No configuration file found for KRYS
[2025-11-25T23:49:01.310592] [DEBUG] [LOCAL     ] No configuration file found for EML
[2025-11-25T23:49:01.310663] [DEBUG] [LOCAL     ] No configuration file found for RILY
[2025-11-25T23:49:01.310738] [DEBUG] [LOCAL     ] Loaded configuration for CHE: 4 features, 70.0% accuracy
[2025-11-25T23:49:01.310812] [DEBUG] [LOCAL     ] Loaded configuration for KSS: 3 features, 70.0% accuracy
[2025-11-25T23:49:01.310872] [DEBUG] [LOCAL     ] No configuration file found for DAVE
[2025-11-25T23:49:01.310944] [DEBUG] [LOCAL     ] Loaded configuration for HLI: 3 features, 100.0% accuracy
[2025-11-25T23:49:01.311018] [DEBUG] [LOCAL     ] Loaded configuration for MPX: 4 features, 80.0% accuracy
[2025-11-25T23:49:01.311077] [DEBUG] [LOCAL     ] No configuration file found for TCBIO
[2025-11-25T23:49:01.311150] [DEBUG] [LOCAL     ] Loaded configuration for CNO: 3 features, 70.0% accuracy
[2025-11-25T23:49:01.311223] [DEBUG] [LOCAL     ] Loaded configuration for VTMX: 2 features, 100.0% accuracy
[2025-11-25T23:49:01.311296] [DEBUG] [LOCAL     ] Loaded configuration for BNH: 1 features, 70.0% accuracy
[2025-11-25T23:49:01.311369] [DEBUG] [LOCAL     ] Loaded configuration for HD: 3 features, 80.0% accuracy
[2025-11-25T23:49:01.311427] [DEBUG] [LOCAL     ] No configuration file found for CGNX
[2025-11-25T23:49:01.311484] [DEBUG] [LOCAL     ] No configuration file found for VTWG
[2025-11-25T23:49:01.311538] [DEBUG] [LOCAL     ] No configuration file found for DFGX
[2025-11-25T23:49:01.311591] [DEBUG] [LOCAL     ] No configuration file found for OPCH
[2025-11-25T23:49:01.311684] [DEBUG] [LOCAL     ] Loaded configuration for HTH: 2 features, 70.0% accuracy
[2025-11-25T23:49:01.311760] [DEBUG] [LOCAL     ] Loaded configuration for REZI: 1 features, 80.0% accuracy
[2025-11-25T23:49:01.311829] [DEBUG] [LOCAL     ] No configuration file found for NVX
[2025-11-25T23:49:01.311885] [DEBUG] [LOCAL     ] No configuration file found for NEOG
[2025-11-25T23:49:01.311957] [DEBUG] [LOCAL     ] Loaded configuration for CANG: 2 features, 90.0% accuracy
[2025-11-25T23:49:01.312016] [DEBUG] [LOCAL     ] No configuration file found for NVDS
[2025-11-25T23:49:01.312071] [DEBUG] [LOCAL     ] No configuration file found for RUSHA
[2025-11-25T23:49:01.312124] [DEBUG] [LOCAL     ] No configuration file found for GYRE
[2025-11-25T23:49:01.312178] [DEBUG] [LOCAL     ] No configuration file found for JANX
[2025-11-25T23:49:01.312243] [DEBUG] [LOCAL     ] No configuration file found for HWC
[2025-11-25T23:49:01.312305] [DEBUG] [LOCAL     ] No configuration file found for AUDC
[2025-11-25T23:49:01.312382] [DEBUG] [LOCAL     ] Loaded configuration for WEA: 2 features, 60.0% accuracy
[2025-11-25T23:49:01.312440] [DEBUG] [LOCAL     ] No configuration file found for MLGO
[2025-11-25T23:49:01.312523] [DEBUG] [LOCAL     ] Loaded configuration for KEYS: 4 features, 90.0% accuracy
[2025-11-25T23:49:01.312598] [DEBUG] [LOCAL     ] Loaded configuration for FOA: 1 features, 90.0% accuracy
[2025-11-25T23:49:01.312676] [DEBUG] [LOCAL     ] No configuration file found for KPTI
[2025-11-25T23:49:01.312733] [DEBUG] [LOCAL     ] No configuration file found for CEG
[2025-11-25T23:49:01.312787] [DEBUG] [LOCAL     ] No configuration file found for RUM
[2025-11-25T23:49:01.312859] [DEBUG] [LOCAL     ] Loaded configuration for BHE: 3 features, 70.0% accuracy
[2025-11-25T23:49:01.312918] [DEBUG] [LOCAL     ] No configuration file found for NUKK
[2025-11-25T23:49:01.312991] [DEBUG] [LOCAL     ] Loaded configuration for SRFM: 1 features, 90.0% accuracy
[2025-11-25T23:49:01.313051] [DEBUG] [LOCAL     ] No configuration file found for INVA
[2025-11-25T23:49:01.313123] [DEBUG] [LOCAL     ] Loaded configuration for DLB: 1 features, 70.0% accuracy
[2025-11-25T23:49:01.313182] [DEBUG] [LOCAL     ] No configuration file found for QQQE
[2025-11-25T23:49:01.313271] [DEBUG] [LOCAL     ] Loaded configuration for GHI: 4 features, 70.0% accuracy
[2025-11-25T23:49:01.313341] [DEBUG] [LOCAL     ] No configuration file found for MRVL
[2025-11-25T23:49:01.313407] [DEBUG] [LOCAL     ] No configuration file found for VIRC
[2025-11-25T23:49:01.313480] [DEBUG] [LOCAL     ] Loaded configuration for SSD: 0 features, 70.0% accuracy
[2025-11-25T23:49:01.313554] [DEBUG] [LOCAL     ] Loaded configuration for SID: 5 features, 70.0% accuracy
[2025-11-25T23:49:01.313613] [DEBUG] [LOCAL     ] No configuration file found for MIDD
[2025-11-25T23:49:01.313708] [DEBUG] [LOCAL     ] Loaded configuration for TDY: 2 features, 80.0% accuracy
[2025-11-25T23:49:01.313772] [DEBUG] [LOCAL     ] No configuration file found for RCKY
[2025-11-25T23:49:01.313845] [DEBUG] [LOCAL     ] Loaded configuration for NAC: 2 features, 80.0% accuracy
[2025-11-25T23:49:01.313903] [DEBUG] [LOCAL     ] No configuration file found for MOGO
[2025-11-25T23:49:01.313959] [DEBUG] [LOCAL     ] No configuration file found for DARE
[2025-11-25T23:49:01.314032] [DEBUG] [LOCAL     ] Loaded configuration for FE: 4 features, 80.0% accuracy
[2025-11-25T23:49:01.314090] [DEBUG] [LOCAL     ] No configuration file found for WSBC
[2025-11-25T23:49:01.314145] [DEBUG] [LOCAL     ] No configuration file found for SBCF
[2025-11-25T23:49:01.314199] [DEBUG] [LOCAL     ] No configuration file found for GANX
[2025-11-25T23:49:01.314269] [DEBUG] [LOCAL     ] Loaded configuration for HMY: 2 features, 80.0% accuracy
[2025-11-25T23:49:01.314328] [DEBUG] [LOCAL     ] No configuration file found for PDEX
[2025-11-25T23:49:01.314401] [DEBUG] [LOCAL     ] Loaded configuration for EOD: 3 features, 90.0% accuracy
[2025-11-25T23:49:01.314473] [DEBUG] [LOCAL     ] Loaded configuration for LSPD: 1 features, 60.0% accuracy
[2025-11-25T23:49:01.314546] [DEBUG] [LOCAL     ] Loaded configuration for AFB: 1 features, 80.0% accuracy
[2025-11-25T23:49:01.314618] [DEBUG] [LOCAL     ] Loaded configuration for ZIP: 2 features, 80.0% accuracy
[2025-11-25T23:49:01.314720] [DEBUG] [LOCAL     ] Loaded configuration for CLB: 4 features, 80.0% accuracy
[2025-11-25T23:49:01.314781] [DEBUG] [LOCAL     ] No configuration file found for JSML
[2025-11-25T23:49:01.314838] [DEBUG] [LOCAL     ] No configuration file found for AXSM
[2025-11-25T23:49:01.314892] [DEBUG] [LOCAL     ] No configuration file found for LXEO
[2025-11-25T23:49:01.314963] [DEBUG] [LOCAL     ] Loaded configuration for HPP: 2 features, 80.0% accuracy
[2025-11-25T23:49:01.315022] [DEBUG] [LOCAL     ] No configuration file found for PNTG
[2025-11-25T23:49:01.315076] [DEBUG] [LOCAL     ] No configuration file found for IBTL
[2025-11-25T23:49:01.315147] [DEBUG] [LOCAL     ] Loaded configuration for RRX: 1 features, 80.0% accuracy
[2025-11-25T23:49:01.315220] [DEBUG] [LOCAL     ] Loaded configuration for ARLO: 0 features, 60.0% accuracy
[2025-11-25T23:49:01.315304] [DEBUG] [LOCAL     ] Loaded configuration for NXP: 1 features, 60.0% accuracy
[2025-11-25T23:49:01.315378] [DEBUG] [LOCAL     ] Loaded configuration for GVA: 5 features, 70.0% accuracy
[2025-11-25T23:49:01.315436] [DEBUG] [LOCAL     ] No configuration file found for VLGEA
[2025-11-25T23:49:01.315509] [DEBUG] [LOCAL     ] Loaded configuration for ARI: 2 features, 100.0% accuracy
[2025-11-25T23:49:01.315583] [DEBUG] [LOCAL     ] Loaded configuration for QBTS: 4 features, 100.0% accuracy
[2025-11-25T23:49:01.315661] [DEBUG] [LOCAL     ] No configuration file found for AGMH
[2025-11-25T23:49:01.315721] [DEBUG] [LOCAL     ] No configuration file found for MEOH
[2025-11-25T23:49:01.315775] [DEBUG] [LOCAL     ] No configuration file found for TMC
[2025-11-25T23:49:01.315845] [DEBUG] [LOCAL     ] Loaded configuration for AA: 0 features, 60.0% accuracy
[2025-11-25T23:49:01.315919] [DEBUG] [LOCAL     ] Loaded configuration for GLOB: 3 features, 80.0% accuracy
[2025-11-25T23:49:01.315993] [DEBUG] [LOCAL     ] Loaded configuration for CDRE: 2 features, 80.0% accuracy
[2025-11-25T23:49:01.316053] [DEBUG] [LOCAL     ] No configuration file found for VIGI
[2025-11-25T23:49:01.316108] [DEBUG] [LOCAL     ] No configuration file found for SPNS
[2025-11-25T23:49:01.316160] [DEBUG] [LOCAL     ] No configuration file found for DERM
[2025-11-25T23:49:01.316211] [DEBUG] [LOCAL     ] No configuration file found for VWOB
[2025-11-25T23:49:01.316283] [DEBUG] [LOCAL     ] Loaded configuration for CCS: 0 features, 80.0% accuracy
[2025-11-25T23:49:01.316342] [DEBUG] [LOCAL     ] No configuration file found for PROF
[2025-11-25T23:49:01.316403] [DEBUG] [LOCAL     ] No configuration file found for EVSD
[2025-11-25T23:49:01.316457] [DEBUG] [LOCAL     ] No configuration file found for THRY
[2025-11-25T23:49:01.316510] [DEBUG] [LOCAL     ] No configuration file found for MRCY
[2025-11-25T23:49:01.316581] [DEBUG] [LOCAL     ] Loaded configuration for SRE: 2 features, 70.0% accuracy
[2025-11-25T23:49:01.316673] [DEBUG] [LOCAL     ] Loaded configuration for FFA: 2 features, 60.0% accuracy
[2025-11-25T23:49:01.316735] [DEBUG] [LOCAL     ] No configuration file found for MOMO
[2025-11-25T23:49:01.316790] [DEBUG] [LOCAL     ] No configuration file found for QRVO
[2025-11-25T23:49:01.316861] [DEBUG] [LOCAL     ] Loaded configuration for STE: 3 features, 90.0% accuracy
[2025-11-25T23:49:01.316919] [DEBUG] [LOCAL     ] No configuration file found for TH
[2025-11-25T23:49:01.316974] [DEBUG] [LOCAL     ] No configuration file found for FANG
[2025-11-25T23:49:01.317027] [DEBUG] [LOCAL     ] No configuration file found for PRFZ
[2025-11-25T23:49:01.317101] [DEBUG] [LOCAL     ] Loaded configuration for ALG: 1 features, 90.0% accuracy
[2025-11-25T23:49:01.317160] [DEBUG] [LOCAL     ] No configuration file found for ULTA
[2025-11-25T23:49:01.317217] [DEBUG] [LOCAL     ] No configuration file found for HTZ
[2025-11-25T23:49:01.317270] [DEBUG] [LOCAL     ] No configuration file found for ETON
[2025-11-25T23:49:01.317321] [DEBUG] [LOCAL     ] No configuration file found for ANAB
[2025-11-25T23:49:01.317384] [DEBUG] [LOCAL     ] No configuration file found for BCAX
[2025-11-25T23:49:01.317464] [DEBUG] [LOCAL     ] Loaded configuration for PKX: 1 features, 90.0% accuracy
[2025-11-25T23:49:01.317528] [DEBUG] [LOCAL     ] No configuration file found for ADI
[2025-11-25T23:49:01.317585] [DEBUG] [LOCAL     ] No configuration file found for TWG
[2025-11-25T23:49:01.317655] [DEBUG] [LOCAL     ] No configuration file found for AMGN
[2025-11-25T23:49:01.317731] [DEBUG] [LOCAL     ] Loaded configuration for CIG: 6 features, 90.0% accuracy
[2025-11-25T23:49:01.317790] [DEBUG] [LOCAL     ] No configuration file found for DRIO
[2025-11-25T23:49:01.317863] [DEBUG] [LOCAL     ] Loaded configuration for UZE: 2 features, 80.0% accuracy
[2025-11-25T23:49:01.317920] [DEBUG] [LOCAL     ] No configuration file found for TPGXL
[2025-11-25T23:49:01.317993] [DEBUG] [LOCAL     ] Loaded configuration for SBI: 3 features, 90.0% accuracy
[2025-11-25T23:49:01.318066] [DEBUG] [LOCAL     ] Loaded configuration for GBX: 2 features, 90.0% accuracy
[2025-11-25T23:49:01.318138] [DEBUG] [LOCAL     ] Loaded configuration for AIZN: 1 features, 90.0% accuracy
[2025-11-25T23:49:01.318196] [DEBUG] [LOCAL     ] No configuration file found for VANI
[2025-11-25T23:49:01.318270] [DEBUG] [LOCAL     ] Loaded configuration for TPC: 5 features, 60.0% accuracy
[2025-11-25T23:49:01.318330] [DEBUG] [LOCAL     ] No configuration file found for HALO
[2025-11-25T23:49:01.318402] [DEBUG] [LOCAL     ] Loaded configuration for EHI: 2 features, 60.0% accuracy
[2025-11-25T23:49:01.318476] [DEBUG] [LOCAL     ] Loaded configuration for TYG: 3 features, 70.0% accuracy
[2025-11-25T23:49:01.318534] [DEBUG] [LOCAL     ] No configuration file found for NNOX
[2025-11-25T23:49:01.318607] [DEBUG] [LOCAL     ] Loaded configuration for VLRS: 2 features, 90.0% accuracy
[2025-11-25T23:49:01.318688] [DEBUG] [LOCAL     ] No configuration file found for PZZA
[2025-11-25T23:49:01.318745] [DEBUG] [LOCAL     ] No configuration file found for BIOX
[2025-11-25T23:49:01.318798] [DEBUG] [LOCAL     ] No configuration file found for ESEA
[2025-11-25T23:49:01.318850] [DEBUG] [LOCAL     ] No configuration file found for CPSH
[2025-11-25T23:49:01.318904] [DEBUG] [LOCAL     ] No configuration file found for MGX
[2025-11-25T23:49:01.318952] [DEBUG] [LOCAL     ] No configuration file found for FEMB
[2025-11-25T23:49:01.319025] [DEBUG] [LOCAL     ] Loaded configuration for UTF: 4 features, 80.0% accuracy
[2025-11-25T23:49:01.319086] [DEBUG] [LOCAL     ] No configuration file found for NCTY
[2025-11-25T23:49:01.319161] [DEBUG] [LOCAL     ] Loaded configuration for WBS: 4 features, 70.0% accuracy
[2025-11-25T23:49:01.319220] [DEBUG] [LOCAL     ] No configuration file found for CPRX
[2025-11-25T23:49:01.319274] [DEBUG] [LOCAL     ] No configuration file found for PLAY
[2025-11-25T23:49:01.319328] [DEBUG] [LOCAL     ] No configuration file found for VTRS
[2025-11-25T23:49:01.319399] [DEBUG] [LOCAL     ] Loaded configuration for HAL: 2 features, 80.0% accuracy
[2025-11-25T23:49:01.319459] [DEBUG] [LOCAL     ] No configuration file found for CSB
[2025-11-25T23:49:01.319515] [DEBUG] [LOCAL     ] No configuration file found for PKOH
[2025-11-25T23:49:01.319588] [DEBUG] [LOCAL     ] Loaded configuration for AHH: 5 features, 80.0% accuracy
[2025-11-25T23:49:01.319667] [DEBUG] [LOCAL     ] No configuration file found for CRWD
[2025-11-25T23:49:01.319727] [DEBUG] [LOCAL     ] No configuration file found for WAFD
[2025-11-25T23:49:01.319780] [DEBUG] [LOCAL     ] No configuration file found for MAXI
[2025-11-25T23:49:01.319852] [DEBUG] [LOCAL     ] Loaded configuration for TDG: 0 features, 80.0% accuracy
[2025-11-25T23:49:01.319927] [DEBUG] [LOCAL     ] Loaded configuration for PDO: 2 features, 70.0% accuracy
[2025-11-25T23:49:01.320003] [DEBUG] [LOCAL     ] Loaded configuration for BBDO: 4 features, 70.0% accuracy
[2025-11-25T23:49:01.320062] [DEBUG] [LOCAL     ] No configuration file found for ZM
[2025-11-25T23:49:01.320118] [DEBUG] [LOCAL     ] No configuration file found for MSFD
[2025-11-25T23:49:01.320181] [DEBUG] [LOCAL     ] No configuration file found for PRAX
[2025-11-25T23:49:01.320242] [DEBUG] [LOCAL     ] No configuration file found for TOWN
[2025-11-25T23:49:01.320296] [DEBUG] [LOCAL     ] No configuration file found for AVAH
[2025-11-25T23:49:01.320349] [DEBUG] [LOCAL     ] No configuration file found for VMBS
[2025-11-25T23:49:01.320404] [DEBUG] [LOCAL     ] No configuration file found for APLS
[2025-11-25T23:49:01.320456] [DEBUG] [LOCAL     ] No configuration file found for OVLY
[2025-11-25T23:49:01.320507] [DEBUG] [LOCAL     ] No configuration file found for JIVE
[2025-11-25T23:49:01.320559] [DEBUG] [LOCAL     ] No configuration file found for SUSL
[2025-11-25T23:49:01.320629] [DEBUG] [LOCAL     ] No configuration file found for TRI
[2025-11-25T23:49:01.320724] [DEBUG] [LOCAL     ] Loaded configuration for RYAN: 1 features, 80.0% accuracy
[2025-11-25T23:49:01.320800] [DEBUG] [LOCAL     ] Loaded configuration for UIS: 4 features, 60.0% accuracy
[2025-11-25T23:49:01.320861] [DEBUG] [LOCAL     ] No configuration file found for EWTX
[2025-11-25T23:49:01.320936] [DEBUG] [LOCAL     ] Loaded configuration for CWAN: 3 features, 90.0% accuracy
[2025-11-25T23:49:01.320996] [DEBUG] [LOCAL     ] No configuration file found for PRAA
[2025-11-25T23:49:01.321052] [DEBUG] [LOCAL     ] No configuration file found for HBNC
[2025-11-25T23:49:01.321126] [DEBUG] [LOCAL     ] Loaded configuration for DLNG: 5 features, 70.0% accuracy
[2025-11-25T23:49:01.321200] [DEBUG] [LOCAL     ] Loaded configuration for CAE: 4 features, 90.0% accuracy
[2025-11-25T23:49:01.321284] [DEBUG] [LOCAL     ] Loaded configuration for LNC: 2 features, 70.0% accuracy
[2025-11-25T23:49:01.321359] [DEBUG] [LOCAL     ] Loaded configuration for TKO: 6 features, 100.0% accuracy
[2025-11-25T23:49:01.321418] [DEBUG] [LOCAL     ] No configuration file found for LKQ
[2025-11-25T23:49:01.321476] [DEBUG] [LOCAL     ] No configuration file found for SATL
[2025-11-25T23:49:01.321529] [DEBUG] [LOCAL     ] No configuration file found for STX
[2025-11-25T23:49:01.321584] [DEBUG] [LOCAL     ] No configuration file found for SONN
[2025-11-25T23:49:01.321677] [DEBUG] [LOCAL     ] Loaded configuration for GTY: 2 features, 80.0% accuracy
[2025-11-25T23:49:01.321753] [DEBUG] [LOCAL     ] Loaded configuration for WEX: 1 features, 100.0% accuracy
[2025-11-25T23:49:01.321825] [DEBUG] [LOCAL     ] Loaded configuration for SCI: 0 features, 60.0% accuracy
[2025-11-25T23:49:01.321899] [DEBUG] [LOCAL     ] Loaded configuration for PEG: 1 features, 80.0% accuracy
[2025-11-25T23:49:01.322264] [DEBUG] [LOCAL     ] Loaded configuration for ABSI: 2 features, 90.0% accuracy
[2025-11-25T23:49:01.322365] [DEBUG] [LOCAL     ] Loaded configuration for BCH: 1 features, 60.0% accuracy
[2025-11-25T23:49:01.322429] [DEBUG] [LOCAL     ] No configuration file found for LOAN
[2025-11-25T23:49:01.322486] [DEBUG] [LOCAL     ] No configuration file found for BSCX
[2025-11-25T23:49:01.322541] [DEBUG] [LOCAL     ] No configuration file found for PPTA
[2025-11-25T23:49:01.322594] [DEBUG] [LOCAL     ] No configuration file found for CDZI
[2025-11-25T23:49:01.322667] [DEBUG] [LOCAL     ] No configuration file found for SPCB
[2025-11-25T23:49:01.322746] [DEBUG] [LOCAL     ] Loaded configuration for MGA: 1 features, 90.0% accuracy
[2025-11-25T23:49:01.322808] [DEBUG] [LOCAL     ] No configuration file found for TENB
[2025-11-25T23:49:01.322863] [DEBUG] [LOCAL     ] No configuration file found for LOPE
[2025-11-25T23:49:01.322918] [DEBUG] [LOCAL     ] No configuration file found for TIVC
[2025-11-25T23:49:01.322971] [DEBUG] [LOCAL     ] No configuration file found for ATNI
[2025-11-25T23:49:01.323025] [DEBUG] [LOCAL     ] No configuration file found for OMEX
[2025-11-25T23:49:01.323078] [DEBUG] [LOCAL     ] No configuration file found for RNAZ
[2025-11-25T23:49:01.323130] [DEBUG] [LOCAL     ] No configuration file found for VNQI
[2025-11-25T23:49:01.323189] [DEBUG] [LOCAL     ] No configuration file found for VCSH
[2025-11-25T23:49:01.323255] [DEBUG] [LOCAL     ] No configuration file found for FNKO
[2025-11-25T23:49:01.323319] [DEBUG] [LOCAL     ] No configuration file found for AEYE
[2025-11-25T23:49:01.323386] [DEBUG] [LOCAL     ] No configuration file found for SPRX
[2025-11-25T23:49:01.323460] [DEBUG] [LOCAL     ] Loaded configuration for BIO: 3 features, 70.0% accuracy
[2025-11-25T23:49:01.323535] [DEBUG] [LOCAL     ] Loaded configuration for HSY: 1 features, 70.0% accuracy
[2025-11-25T23:49:01.323595] [DEBUG] [LOCAL     ] No configuration file found for RGTI
[2025-11-25T23:49:01.323689] [DEBUG] [LOCAL     ] Loaded configuration for OMF: 1 features, 90.0% accuracy
[2025-11-25T23:49:01.323750] [DEBUG] [LOCAL     ] No configuration file found for SEZL
[2025-11-25T23:49:01.323807] [DEBUG] [LOCAL     ] No configuration file found for BHFAN
[2025-11-25T23:49:01.323861] [DEBUG] [LOCAL     ] No configuration file found for KTCC
[2025-11-25T23:49:01.323914] [DEBUG] [LOCAL     ] No configuration file found for HRZN
[2025-11-25T23:49:01.323966] [DEBUG] [LOCAL     ] No configuration file found for XP
[2025-11-25T23:49:01.324018] [DEBUG] [LOCAL     ] No configuration file found for UXIN
[2025-11-25T23:49:01.324090] [DEBUG] [LOCAL     ] Loaded configuration for DCI: 2 features, 80.0% accuracy
[2025-11-25T23:49:01.324150] [DEBUG] [LOCAL     ] No configuration file found for GMAB
[2025-11-25T23:49:01.324205] [DEBUG] [LOCAL     ] No configuration file found for SAIC
[2025-11-25T23:49:01.324277] [DEBUG] [LOCAL     ] Loaded configuration for VTN: 2 features, 70.0% accuracy
[2025-11-25T23:49:01.324337] [DEBUG] [LOCAL     ] No configuration file found for BOLD
[2025-11-25T23:49:01.324394] [DEBUG] [LOCAL     ] No configuration file found for NBIX
[2025-11-25T23:49:01.324466] [DEBUG] [LOCAL     ] Loaded configuration for OIA: 2 features, 80.0% accuracy
[2025-11-25T23:49:01.324525] [DEBUG] [LOCAL     ] No configuration file found for UBRL
[2025-11-25T23:49:01.324580] [DEBUG] [LOCAL     ] No configuration file found for QDEL
[2025-11-25T23:49:01.324673] [DEBUG] [LOCAL     ] Loaded configuration for MHD: 3 features, 70.0% accuracy
[2025-11-25T23:49:01.324734] [DEBUG] [LOCAL     ] No configuration file found for PUBM
[2025-11-25T23:49:01.324793] [DEBUG] [LOCAL     ] No configuration file found for AFRI
[2025-11-25T23:49:01.324865] [DEBUG] [LOCAL     ] Loaded configuration for EHC: 1 features, 80.0% accuracy
[2025-11-25T23:49:01.324924] [DEBUG] [LOCAL     ] No configuration file found for IEP
[2025-11-25T23:49:01.324980] [DEBUG] [LOCAL     ] No configuration file found for VTC
[2025-11-25T23:49:01.325034] [DEBUG] [LOCAL     ] No configuration file found for NFBK
[2025-11-25T23:49:01.325088] [DEBUG] [LOCAL     ] No configuration file found for KOSS
[2025-11-25T23:49:01.325159] [DEBUG] [LOCAL     ] Loaded configuration for LTH: 5 features, 80.0% accuracy
[2025-11-25T23:49:01.325234] [DEBUG] [LOCAL     ] Loaded configuration for SAM: 1 features, 70.0% accuracy
[2025-11-25T23:49:01.325292] [DEBUG] [LOCAL     ] No configuration file found for MRAM
[2025-11-25T23:49:01.325347] [DEBUG] [LOCAL     ] No configuration file found for PDD
[2025-11-25T23:49:01.325419] [DEBUG] [LOCAL     ] Loaded configuration for HWM: 2 features, 90.0% accuracy
[2025-11-25T23:49:01.325493] [DEBUG] [LOCAL     ] Loaded configuration for NXC: 2 features, 90.0% accuracy
[2025-11-25T23:49:01.325567] [DEBUG] [LOCAL     ] Loaded configuration for VVX: 2 features, 70.0% accuracy
[2025-11-25T23:49:01.325659] [DEBUG] [LOCAL     ] Loaded configuration for CLS: 1 features, 70.0% accuracy
[2025-11-25T23:49:01.325737] [DEBUG] [LOCAL     ] Loaded configuration for HOMB: 1 features, 90.0% accuracy
[2025-11-25T23:49:01.325810] [DEBUG] [LOCAL     ] Loaded configuration for LCII: 1 features, 90.0% accuracy
[2025-11-25T23:49:01.325883] [DEBUG] [LOCAL     ] Loaded configuration for BDX: 2 features, 80.0% accuracy
[2025-11-25T23:49:01.325956] [DEBUG] [LOCAL     ] Loaded configuration for HBB: 1 features, 80.0% accuracy
[2025-11-25T23:49:01.326017] [DEBUG] [LOCAL     ] No configuration file found for NAAS
[2025-11-25T23:49:01.326073] [DEBUG] [LOCAL     ] No configuration file found for TSBK
[2025-11-25T23:49:01.326126] [DEBUG] [LOCAL     ] No configuration file found for SKIN
[2025-11-25T23:49:01.326186] [DEBUG] [LOCAL     ] No configuration file found for KRNY
[2025-11-25T23:49:01.326240] [DEBUG] [LOCAL     ] No configuration file found for TFSL
[2025-11-25T23:49:01.326292] [DEBUG] [LOCAL     ] No configuration file found for KINS
[2025-11-25T23:49:01.326364] [DEBUG] [LOCAL     ] Loaded configuration for GE: 3 features, 90.0% accuracy
[2025-11-25T23:49:01.326422] [DEBUG] [LOCAL     ] No configuration file found for ANIX
[2025-11-25T23:49:01.326477] [DEBUG] [LOCAL     ] No configuration file found for CFO
[2025-11-25T23:49:01.326549] [DEBUG] [LOCAL     ] Loaded configuration for BCC: 1 features, 70.0% accuracy
[2025-11-25T23:49:01.326608] [DEBUG] [LOCAL     ] No configuration file found for LCNB
[2025-11-25T23:49:01.326701] [DEBUG] [LOCAL     ] Loaded configuration for EL: 4 features, 80.0% accuracy
[2025-11-25T23:49:01.326764] [DEBUG] [LOCAL     ] No configuration file found for FFIC
[2025-11-25T23:49:01.326821] [DEBUG] [LOCAL     ] No configuration file found for ATOM
[2025-11-25T23:49:01.326874] [DEBUG] [LOCAL     ] No configuration file found for LLYVK
[2025-11-25T23:49:01.326947] [DEBUG] [LOCAL     ] Loaded configuration for TMHC: 1 features, 70.0% accuracy
[2025-11-25T23:49:01.327021] [DEBUG] [LOCAL     ] Loaded configuration for MFM: 3 features, 80.0% accuracy
[2025-11-25T23:49:01.327080] [DEBUG] [LOCAL     ] No configuration file found for GRID
[2025-11-25T23:49:01.327154] [DEBUG] [LOCAL     ] Loaded configuration for MCI: 5 features, 90.0% accuracy
[2025-11-25T23:49:01.327213] [DEBUG] [LOCAL     ] No configuration file found for SUNS
[2025-11-25T23:49:01.327306] [DEBUG] [LOCAL     ] No configuration file found for FTXG
[2025-11-25T23:49:01.327411] [DEBUG] [LOCAL     ] No configuration file found for SND
[2025-11-25T23:49:01.327468] [DEBUG] [LOCAL     ] No configuration file found for GTX
[2025-11-25T23:49:01.327521] [DEBUG] [LOCAL     ] No configuration file found for BNRG
[2025-11-25T23:49:01.327574] [DEBUG] [LOCAL     ] No configuration file found for SENS
[2025-11-25T23:49:01.327670] [DEBUG] [LOCAL     ] Loaded configuration for WBX: 0 features, 90.0% accuracy
[2025-11-25T23:49:01.327731] [DEBUG] [LOCAL     ] No configuration file found for PTNQ
[2025-11-25T23:49:01.327788] [DEBUG] [LOCAL     ] No configuration file found for QYLG
[2025-11-25T23:49:01.327859] [DEBUG] [LOCAL     ] Loaded configuration for YRD: 0 features, 70.0% accuracy
[2025-11-25T23:49:01.327933] [DEBUG] [LOCAL     ] Loaded configuration for SHOC: 2 features, 70.0% accuracy
[2025-11-25T23:49:01.328008] [DEBUG] [LOCAL     ] Loaded configuration for MQY: 3 features, 70.0% accuracy
[2025-11-25T23:49:01.328082] [DEBUG] [LOCAL     ] Loaded configuration for GPC: 4 features, 90.0% accuracy
[2025-11-25T23:49:01.328143] [DEBUG] [LOCAL     ] No configuration file found for WFRD
[2025-11-25T23:49:01.328216] [DEBUG] [LOCAL     ] Loaded configuration for NABL: 0 features, 90.0% accuracy
[2025-11-25T23:49:01.328293] [DEBUG] [LOCAL     ] Loaded configuration for AWI: 3 features, 90.0% accuracy
[2025-11-25T23:49:01.328367] [DEBUG] [LOCAL     ] Loaded configuration for GNE: 1 features, 80.0% accuracy
[2025-11-25T23:49:01.328426] [DEBUG] [LOCAL     ] No configuration file found for HQI
[2025-11-25T23:49:01.328483] [DEBUG] [LOCAL     ] No configuration file found for WDC
[2025-11-25T23:49:01.328555] [DEBUG] [LOCAL     ] Loaded configuration for MWA: 1 features, 60.0% accuracy
[2025-11-25T23:49:01.328615] [DEBUG] [LOCAL     ] No configuration file found for CPB
[2025-11-25T23:49:01.328690] [DEBUG] [LOCAL     ] No configuration file found for LAB
[2025-11-25T23:49:01.328744] [DEBUG] [LOCAL     ] No configuration file found for CNSP
[2025-11-25T23:49:01.328797] [DEBUG] [LOCAL     ] No configuration file found for ILMN
[2025-11-25T23:49:01.328868] [DEBUG] [LOCAL     ] Loaded configuration for DKL: 1 features, 100.0% accuracy
[2025-11-25T23:49:01.328927] [DEBUG] [LOCAL     ] No configuration file found for RPID
[2025-11-25T23:49:01.328981] [DEBUG] [LOCAL     ] No configuration file found for TSDD
[2025-11-25T23:49:01.329053] [DEBUG] [LOCAL     ] Loaded configuration for GPN: 2 features, 70.0% accuracy
[2025-11-25T23:49:01.329119] [DEBUG] [LOCAL     ] No configuration file found for LBTYA
[2025-11-25T23:49:01.329175] [DEBUG] [LOCAL     ] No configuration file found for ARBB
[2025-11-25T23:49:01.329252] [DEBUG] [LOCAL     ] Loaded configuration for NLOP: 4 features, 90.0% accuracy
[2025-11-25T23:49:01.329310] [DEBUG] [LOCAL     ] No configuration file found for QCLN
[2025-11-25T23:49:01.329382] [DEBUG] [LOCAL     ] Loaded configuration for TRGP: 2 features, 80.0% accuracy
[2025-11-25T23:49:01.329441] [DEBUG] [LOCAL     ] No configuration file found for SHY
[2025-11-25T23:49:01.329496] [DEBUG] [LOCAL     ] No configuration file found for BND
[2025-11-25T23:49:01.329562] [DEBUG] [LOCAL     ] No configuration file found for WBTN
[2025-11-25T23:49:01.329618] [DEBUG] [LOCAL     ] No configuration file found for DMLP
[2025-11-25T23:49:01.329717] [DEBUG] [LOCAL     ] Loaded configuration for INFY: 1 features, 80.0% accuracy
[2025-11-25T23:49:01.329779] [DEBUG] [LOCAL     ] No configuration file found for GAIA
[2025-11-25T23:49:01.329834] [DEBUG] [LOCAL     ] No configuration file found for FTSL
[2025-11-25T23:49:01.329907] [DEBUG] [LOCAL     ] Loaded configuration for DFP: 1 features, 60.0% accuracy
[2025-11-25T23:49:01.329966] [DEBUG] [LOCAL     ] No configuration file found for PTC
[2025-11-25T23:49:01.330039] [DEBUG] [LOCAL     ] Loaded configuration for KMX: 2 features, 90.0% accuracy
[2025-11-25T23:49:01.330114] [DEBUG] [LOCAL     ] Loaded configuration for TM: 4 features, 90.0% accuracy
[2025-11-25T23:49:01.330186] [DEBUG] [LOCAL     ] Loaded configuration for SMHI: 1 features, 70.0% accuracy
[2025-11-25T23:49:01.330246] [DEBUG] [LOCAL     ] No configuration file found for BWEN
[2025-11-25T23:49:01.330300] [DEBUG] [LOCAL     ] No configuration file found for SIEB
[2025-11-25T23:49:01.330352] [DEBUG] [LOCAL     ] No configuration file found for INMD
[2025-11-25T23:49:01.330423] [DEBUG] [LOCAL     ] Loaded configuration for AROC: 2 features, 70.0% accuracy
[2025-11-25T23:49:01.330497] [DEBUG] [LOCAL     ] Loaded configuration for MTN: 2 features, 80.0% accuracy
[2025-11-25T23:49:01.330556] [DEBUG] [LOCAL     ] No configuration file found for MRM
[2025-11-25T23:49:01.330924] [DEBUG] [LOCAL     ] Loaded configuration for ABEO: 2 features, 80.0% accuracy
[2025-11-25T23:49:01.331022] [DEBUG] [LOCAL     ] Loaded configuration for ESTC: 2 features, 80.0% accuracy
[2025-11-25T23:49:01.331084] [DEBUG] [LOCAL     ] No configuration file found for CGEM
[2025-11-25T23:49:01.331160] [DEBUG] [LOCAL     ] Loaded configuration for ZH: 4 features, 80.0% accuracy
[2025-11-25T23:49:01.331219] [DEBUG] [LOCAL     ] No configuration file found for ARBE
[2025-11-25T23:49:01.331275] [DEBUG] [LOCAL     ] No configuration file found for PDLB
[2025-11-25T23:49:01.331328] [DEBUG] [LOCAL     ] No configuration file found for SIFY
[2025-11-25T23:49:01.331382] [DEBUG] [LOCAL     ] No configuration file found for FA
[2025-11-25T23:49:01.331434] [DEBUG] [LOCAL     ] No configuration file found for STI
[2025-11-25T23:49:01.331486] [DEBUG] [LOCAL     ] No configuration file found for STKS
[2025-11-25T23:49:01.331537] [DEBUG] [LOCAL     ] No configuration file found for IFRX
[2025-11-25T23:49:01.331610] [DEBUG] [LOCAL     ] Loaded configuration for DRH: 1 features, 80.0% accuracy
[2025-11-25T23:49:01.331705] [DEBUG] [LOCAL     ] Loaded configuration for SFB: 1 features, 80.0% accuracy
[2025-11-25T23:49:01.331782] [DEBUG] [LOCAL     ] Loaded configuration for FAF: 2 features, 80.0% accuracy
[2025-11-25T23:49:01.331843] [DEBUG] [LOCAL     ] No configuration file found for ONB
[2025-11-25T23:49:01.331917] [DEBUG] [LOCAL     ] Loaded configuration for TFC: 1 features, 70.0% accuracy
[2025-11-25T23:49:01.331992] [DEBUG] [LOCAL     ] Loaded configuration for NVS: 2 features, 90.0% accuracy
[2025-11-25T23:49:01.332067] [DEBUG] [LOCAL     ] Loaded configuration for NDMO: 6 features, 80.0% accuracy
[2025-11-25T23:49:01.332142] [DEBUG] [LOCAL     ] Loaded configuration for BOH: 1 features, 100.0% accuracy
[2025-11-25T23:49:01.332224] [DEBUG] [LOCAL     ] Loaded configuration for MMC: 2 features, 70.0% accuracy
[2025-11-25T23:49:01.332284] [DEBUG] [LOCAL     ] No configuration file found for VEEE
[2025-11-25T23:49:01.332358] [DEBUG] [LOCAL     ] Loaded configuration for STK: 3 features, 90.0% accuracy
[2025-11-25T23:49:01.332432] [DEBUG] [LOCAL     ] Loaded configuration for DEO: 1 features, 80.0% accuracy
[2025-11-25T23:49:01.332506] [DEBUG] [LOCAL     ] Loaded configuration for FERG: 3 features, 70.0% accuracy
[2025-11-25T23:49:01.332580] [DEBUG] [LOCAL     ] Loaded configuration for JILL: 3 features, 60.0% accuracy
[2025-11-25T23:49:01.332659] [DEBUG] [LOCAL     ] No configuration file found for GNPX
[2025-11-25T23:49:01.332718] [DEBUG] [LOCAL     ] No configuration file found for INTC
[2025-11-25T23:49:01.332776] [DEBUG] [LOCAL     ] No configuration file found for PPIH
[2025-11-25T23:49:01.332831] [DEBUG] [LOCAL     ] No configuration file found for UBSI
[2025-11-25T23:49:01.332884] [DEBUG] [LOCAL     ] No configuration file found for OCGN
[2025-11-25T23:49:01.332958] [DEBUG] [LOCAL     ] Loaded configuration for CIA: 0 features, 70.0% accuracy
[2025-11-25T23:49:01.333035] [DEBUG] [LOCAL     ] Loaded configuration for IFS: 4 features, 80.0% accuracy
[2025-11-25T23:49:01.333095] [DEBUG] [LOCAL     ] No configuration file found for VTWO
[2025-11-25T23:49:01.333147] [DEBUG] [LOCAL     ] No configuration file found for DSGX
[2025-11-25T23:49:01.333220] [DEBUG] [LOCAL     ] Loaded configuration for SPB: 2 features, 100.0% accuracy
[2025-11-25T23:49:01.333294] [DEBUG] [LOCAL     ] Loaded configuration for UMC: 1 features, 90.0% accuracy
[2025-11-25T23:49:01.333353] [DEBUG] [LOCAL     ] No configuration file found for HOLO
[2025-11-25T23:49:01.333428] [DEBUG] [LOCAL     ] Loaded configuration for TWI: 1 features, 80.0% accuracy
[2025-11-25T23:49:01.333486] [DEBUG] [LOCAL     ] No configuration file found for LEGN
[2025-11-25T23:49:01.333555] [DEBUG] [LOCAL     ] Loaded configuration for MLM: 0 features, 60.0% accuracy
[2025-11-25T23:49:01.333616] [DEBUG] [LOCAL     ] No configuration file found for MASS
[2025-11-25T23:49:01.333695] [DEBUG] [LOCAL     ] No configuration file found for GCBC
[2025-11-25T23:49:01.333770] [DEBUG] [LOCAL     ] Loaded configuration for ACM: 1 features, 90.0% accuracy
[2025-11-25T23:49:01.333830] [DEBUG] [LOCAL     ] No configuration file found for TXRH
[2025-11-25T23:49:01.333886] [DEBUG] [LOCAL     ] No configuration file found for XPON
[2025-11-25T23:49:01.333959] [DEBUG] [LOCAL     ] Loaded configuration for TPVG: 4 features, 60.0% accuracy
[2025-11-25T23:49:01.334033] [DEBUG] [LOCAL     ] Loaded configuration for TDOC: 3 features, 90.0% accuracy
[2025-11-25T23:49:01.334091] [DEBUG] [LOCAL     ] No configuration file found for AIRS
[2025-11-25T23:49:01.334148] [DEBUG] [LOCAL     ] No configuration file found for TDUP
[2025-11-25T23:49:01.334203] [DEBUG] [LOCAL     ] No configuration file found for SOXQ
[2025-11-25T23:49:01.334256] [DEBUG] [LOCAL     ] No configuration file found for ICOP
[2025-11-25T23:49:01.334308] [DEBUG] [LOCAL     ] No configuration file found for HNDL
[2025-11-25T23:49:01.334360] [DEBUG] [LOCAL     ] No configuration file found for CLLS
[2025-11-25T23:49:01.334741] [DEBUG] [LOCAL     ] Loaded configuration for AAON: 0 features, 90.0% accuracy
[2025-11-25T23:49:01.334821] [DEBUG] [LOCAL     ] No configuration file found for BGLC
[2025-11-25T23:49:01.334879] [DEBUG] [LOCAL     ] No configuration file found for HBANL
[2025-11-25T23:49:01.334935] [DEBUG] [LOCAL     ] No configuration file found for EYE
[2025-11-25T23:49:01.335010] [DEBUG] [LOCAL     ] Loaded configuration for TCBX: 2 features, 70.0% accuracy
[2025-11-25T23:49:01.335070] [DEBUG] [LOCAL     ] No configuration file found for PPH
[2025-11-25T23:49:01.335146] [DEBUG] [LOCAL     ] Loaded configuration for KAI: 2 features, 60.0% accuracy
[2025-11-25T23:49:01.335211] [DEBUG] [LOCAL     ] No configuration file found for GDEN
[2025-11-25T23:49:01.335268] [DEBUG] [LOCAL     ] No configuration file found for ATLO
[2025-11-25T23:49:01.335328] [DEBUG] [LOCAL     ] No configuration file found for NCNA
[2025-11-25T23:49:01.335386] [DEBUG] [LOCAL     ] No configuration file found for MKSI
[2025-11-25T23:49:01.335441] [DEBUG] [LOCAL     ] No configuration file found for SLM
[2025-11-25T23:49:01.335513] [DEBUG] [LOCAL     ] Loaded configuration for MUC: 3 features, 90.0% accuracy
[2025-11-25T23:49:01.335575] [DEBUG] [LOCAL     ] No configuration file found for FICS
[2025-11-25T23:49:01.335631] [DEBUG] [LOCAL     ] No configuration file found for JVA
[2025-11-25T23:49:01.335706] [DEBUG] [LOCAL     ] No configuration file found for REFI
[2025-11-25T23:49:01.335779] [DEBUG] [LOCAL     ] Loaded configuration for ALLY: 4 features, 80.0% accuracy
[2025-11-25T23:49:01.335854] [DEBUG] [LOCAL     ] Loaded configuration for TWO: 2 features, 80.0% accuracy
[2025-11-25T23:49:01.335907] [DEBUG] [LOCAL     ] No configuration file found for PCQ
[2025-11-25T23:49:01.335979] [DEBUG] [LOCAL     ] Loaded configuration for ATEN: 1 features, 80.0% accuracy
[2025-11-25T23:49:01.336038] [DEBUG] [LOCAL     ] No configuration file found for CNOB
[2025-11-25T23:49:01.336096] [DEBUG] [LOCAL     ] No configuration file found for OTEX
[2025-11-25T23:49:01.336149] [DEBUG] [LOCAL     ] No configuration file found for ICUI
[2025-11-25T23:49:01.336202] [DEBUG] [LOCAL     ] No configuration file found for FLYE
[2025-11-25T23:49:01.336274] [DEBUG] [LOCAL     ] Loaded configuration for FIS: 3 features, 80.0% accuracy
[2025-11-25T23:49:01.336333] [DEBUG] [LOCAL     ] No configuration file found for JD
[2025-11-25T23:49:01.336390] [DEBUG] [LOCAL     ] No configuration file found for GRI
[2025-11-25T23:49:01.336474] [DEBUG] [LOCAL     ] Loaded configuration for OLP: 2 features, 70.0% accuracy
[2025-11-25T23:49:01.336549] [DEBUG] [LOCAL     ] Loaded configuration for C: 2 features, 90.0% accuracy
[2025-11-25T23:49:01.336610] [DEBUG] [LOCAL     ] No configuration file found for VNOM
[2025-11-25T23:49:01.336700] [DEBUG] [LOCAL     ] No configuration file found for NISN
[2025-11-25T23:49:01.336756] [DEBUG] [LOCAL     ] No configuration file found for AVXL
[2025-11-25T23:49:01.336809] [DEBUG] [LOCAL     ] No configuration file found for TRMB
[2025-11-25T23:49:01.336862] [DEBUG] [LOCAL     ] No configuration file found for GOGO
[2025-11-25T23:49:01.336915] [DEBUG] [LOCAL     ] No configuration file found for SCLX
[2025-11-25T23:49:01.336987] [DEBUG] [LOCAL     ] Loaded configuration for EOG: 1 features, 90.0% accuracy
[2025-11-25T23:49:01.337047] [DEBUG] [LOCAL     ] No configuration file found for LCFY
[2025-11-25T23:49:01.337142] [DEBUG] [LOCAL     ] Loaded configuration for ORN: 2 features, 60.0% accuracy
[2025-11-25T23:49:01.337227] [DEBUG] [LOCAL     ] No configuration file found for QNCX
[2025-11-25T23:49:01.337327] [DEBUG] [LOCAL     ] Loaded configuration for SFBS: 3 features, 80.0% accuracy
[2025-11-25T23:49:01.337445] [DEBUG] [LOCAL     ] No configuration file found for SCVL
[2025-11-25T23:49:01.337536] [DEBUG] [LOCAL     ] Loaded configuration for BOE: 4 features, 70.0% accuracy
[2025-11-25T23:49:01.337621] [DEBUG] [LOCAL     ] Loaded configuration for LC: 4 features, 80.0% accuracy
[2025-11-25T23:49:01.337722] [DEBUG] [LOCAL     ] Loaded configuration for SB: 1 features, 80.0% accuracy
[2025-11-25T23:49:01.337786] [DEBUG] [LOCAL     ] No configuration file found for UTWO
[2025-11-25T23:49:01.337863] [DEBUG] [LOCAL     ] Loaded configuration for VAC: 6 features, 90.0% accuracy
[2025-11-25T23:49:01.337922] [DEBUG] [LOCAL     ] No configuration file found for CIVB
[2025-11-25T23:49:01.337990] [DEBUG] [LOCAL     ] No configuration file found for HYFM
[2025-11-25T23:49:01.338077] [DEBUG] [LOCAL     ] Loaded configuration for SLVM: 4 features, 70.0% accuracy
[2025-11-25T23:49:01.338141] [DEBUG] [LOCAL     ] No configuration file found for DDI
[2025-11-25T23:49:01.338216] [DEBUG] [LOCAL     ] Loaded configuration for GD: 0 features, 90.0% accuracy
[2025-11-25T23:49:01.338277] [DEBUG] [LOCAL     ] No configuration file found for STHO
[2025-11-25T23:49:01.338333] [DEBUG] [LOCAL     ] No configuration file found for BANX
[2025-11-25T23:49:01.338395] [DEBUG] [LOCAL     ] No configuration file found for SBUX
[2025-11-25T23:49:01.338452] [DEBUG] [LOCAL     ] No configuration file found for PHVS
[2025-11-25T23:49:01.338527] [DEBUG] [LOCAL     ] Loaded configuration for AL: 2 features, 70.0% accuracy
[2025-11-25T23:49:01.338587] [DEBUG] [LOCAL     ] No configuration file found for RDHL
[2025-11-25T23:49:01.338663] [DEBUG] [LOCAL     ] No configuration file found for MASI
[2025-11-25T23:49:01.338740] [DEBUG] [LOCAL     ] Loaded configuration for OOMA: 0 features, 70.0% accuracy
[2025-11-25T23:49:01.338800] [DEBUG] [LOCAL     ] No configuration file found for NVTS
[2025-11-25T23:49:01.338856] [DEBUG] [LOCAL     ] No configuration file found for IBTO
[2025-11-25T23:49:01.338910] [DEBUG] [LOCAL     ] No configuration file found for BOKF
[2025-11-25T23:49:01.338993] [DEBUG] [LOCAL     ] Loaded configuration for LVS: 3 features, 80.0% accuracy
[2025-11-25T23:49:01.339059] [DEBUG] [LOCAL     ] No configuration file found for BHFAM
[2025-11-25T23:49:01.339115] [DEBUG] [LOCAL     ] No configuration file found for DTSS
[2025-11-25T23:49:01.339169] [DEBUG] [LOCAL     ] No configuration file found for BHF
[2025-11-25T23:49:01.339243] [DEBUG] [LOCAL     ] Loaded configuration for NMM: 1 features, 80.0% accuracy
[2025-11-25T23:49:01.339302] [DEBUG] [LOCAL     ] No configuration file found for ATHA
[2025-11-25T23:49:01.339380] [DEBUG] [LOCAL     ] Loaded configuration for THQ: 5 features, 90.0% accuracy
[2025-11-25T23:49:01.339440] [DEBUG] [LOCAL     ] No configuration file found for TRMD
[2025-11-25T23:49:01.339515] [DEBUG] [LOCAL     ] Loaded configuration for SJM: 1 features, 70.0% accuracy
[2025-11-25T23:49:01.339591] [DEBUG] [LOCAL     ] Loaded configuration for ALLE: 6 features, 100.0% accuracy
[2025-11-25T23:49:01.339687] [DEBUG] [LOCAL     ] Loaded configuration for HGLB: 2 features, 60.0% accuracy
[2025-11-25T23:49:01.339750] [DEBUG] [LOCAL     ] No configuration file found for ZURA
[2025-11-25T23:49:01.339824] [DEBUG] [LOCAL     ] Loaded configuration for PFGC: 4 features, 100.0% accuracy
[2025-11-25T23:49:01.339889] [DEBUG] [LOCAL     ] No configuration file found for ACLS
[2025-11-25T23:49:01.339948] [DEBUG] [LOCAL     ] No configuration file found for LNZA
[2025-11-25T23:49:01.340034] [DEBUG] [LOCAL     ] Loaded configuration for IDA: 3 features, 70.0% accuracy
[2025-11-25T23:49:01.340096] [DEBUG] [LOCAL     ] No configuration file found for HIVE
[2025-11-25T23:49:01.340172] [DEBUG] [LOCAL     ] Loaded configuration for BKH: 5 features, 90.0% accuracy
[2025-11-25T23:49:01.340231] [DEBUG] [LOCAL     ] No configuration file found for CLNN
[2025-11-25T23:49:01.340305] [DEBUG] [LOCAL     ] Loaded configuration for BGH: 3 features, 80.0% accuracy
[2025-11-25T23:49:01.340366] [DEBUG] [LOCAL     ] No configuration file found for ALHC
[2025-11-25T23:49:01.340610] [DEBUG] [LOCAL     ] No configuration file found for LOGI
[2025-11-25T23:49:01.340689] [DEBUG] [LOCAL     ] No configuration file found for DYN
[2025-11-25T23:49:01.340747] [DEBUG] [LOCAL     ] No configuration file found for TRMK
[2025-11-25T23:49:01.340804] [DEBUG] [LOCAL     ] No configuration file found for LIND
[2025-11-25T23:49:01.340882] [DEBUG] [LOCAL     ] Loaded configuration for VLTO: 2 features, 60.0% accuracy
[2025-11-25T23:49:01.340962] [DEBUG] [LOCAL     ] Loaded configuration for OMC: 3 features, 80.0% accuracy
[2025-11-25T23:49:01.341032] [DEBUG] [LOCAL     ] No configuration file found for WERN
[2025-11-25T23:49:01.341108] [DEBUG] [LOCAL     ] Loaded configuration for BXSL: 2 features, 90.0% accuracy
[2025-11-25T23:49:01.341185] [DEBUG] [LOCAL     ] Loaded configuration for FN: 2 features, 80.0% accuracy
[2025-11-25T23:49:01.341246] [DEBUG] [LOCAL     ] No configuration file found for MGPI
[2025-11-25T23:49:01.341321] [DEBUG] [LOCAL     ] Loaded configuration for SON: 0 features, 60.0% accuracy
[2025-11-25T23:49:01.341381] [DEBUG] [LOCAL     ] No configuration file found for SQQQ
[2025-11-25T23:49:01.341457] [DEBUG] [LOCAL     ] Loaded configuration for ASGN: 2 features, 70.0% accuracy
[2025-11-25T23:49:01.341543] [DEBUG] [LOCAL     ] Loaded configuration for FLNG: 2 features, 70.0% accuracy
[2025-11-25T23:49:01.341622] [DEBUG] [LOCAL     ] Loaded configuration for BN: 3 features, 60.0% accuracy
[2025-11-25T23:49:01.341713] [DEBUG] [LOCAL     ] No configuration file found for VCRB
[2025-11-25T23:49:01.341771] [DEBUG] [LOCAL     ] No configuration file found for DH
[2025-11-25T23:49:01.341847] [DEBUG] [LOCAL     ] Loaded configuration for RVTY: 3 features, 80.0% accuracy
[2025-11-25T23:49:01.341908] [DEBUG] [LOCAL     ] No configuration file found for BSMP
[2025-11-25T23:49:01.341971] [DEBUG] [LOCAL     ] No configuration file found for MDXH
[2025-11-25T23:49:01.342054] [DEBUG] [LOCAL     ] Loaded configuration for ACEL: 1 features, 70.0% accuracy
[2025-11-25T23:49:01.342118] [DEBUG] [LOCAL     ] No configuration file found for LE
[2025-11-25T23:49:01.342195] [DEBUG] [LOCAL     ] Loaded configuration for MODG: 3 features, 90.0% accuracy
[2025-11-25T23:49:01.342256] [DEBUG] [LOCAL     ] No configuration file found for TLN
[2025-11-25T23:49:01.342335] [DEBUG] [LOCAL     ] Loaded configuration for DB: 4 features, 70.0% accuracy
[2025-11-25T23:49:01.342584] [DEBUG] [LOCAL     ] No configuration file found for SPSC
[2025-11-25T23:49:01.342660] [DEBUG] [LOCAL     ] No configuration file found for METCB
[2025-11-25T23:49:01.342721] [DEBUG] [LOCAL     ] No configuration file found for INDI
[2025-11-25T23:49:01.342800] [DEBUG] [LOCAL     ] Loaded configuration for RHP: 3 features, 80.0% accuracy
[2025-11-25T23:49:01.342865] [DEBUG] [LOCAL     ] No configuration file found for BNTC
[2025-11-25T23:49:01.342943] [DEBUG] [LOCAL     ] Loaded configuration for CLF: 4 features, 80.0% accuracy
[2025-11-25T23:49:01.343013] [DEBUG] [LOCAL     ] No configuration file found for MTLS
[2025-11-25T23:49:01.343071] [DEBUG] [LOCAL     ] No configuration file found for ENSC
[2025-11-25T23:49:01.343145] [DEBUG] [LOCAL     ] Loaded configuration for JMIA: 3 features, 80.0% accuracy
[2025-11-25T23:49:01.343219] [DEBUG] [LOCAL     ] Loaded configuration for QD: 3 features, 90.0% accuracy
[2025-11-25T23:49:01.343281] [DEBUG] [LOCAL     ] No configuration file found for USEA
[2025-11-25T23:49:01.343337] [DEBUG] [LOCAL     ] No configuration file found for LX
[2025-11-25T23:49:01.343411] [DEBUG] [LOCAL     ] Loaded configuration for BCE: 3 features, 80.0% accuracy
[2025-11-25T23:49:01.343470] [DEBUG] [LOCAL     ] No configuration file found for CSWC
[2025-11-25T23:49:01.343526] [DEBUG] [LOCAL     ] No configuration file found for DXCM
[2025-11-25T23:49:01.343599] [DEBUG] [LOCAL     ] Loaded configuration for TNC: 2 features, 70.0% accuracy
[2025-11-25T23:49:01.343680] [DEBUG] [LOCAL     ] No configuration file found for CDC
[2025-11-25T23:49:01.343738] [DEBUG] [LOCAL     ] No configuration file found for DGRS
[2025-11-25T23:49:01.343792] [DEBUG] [LOCAL     ] No configuration file found for FRHC
[2025-11-25T23:49:01.343846] [DEBUG] [LOCAL     ] No configuration file found for ASNS
[2025-11-25T23:49:01.343899] [DEBUG] [LOCAL     ] No configuration file found for SUSB
[2025-11-25T23:49:01.343953] [DEBUG] [LOCAL     ] No configuration file found for DLTH
[2025-11-25T23:49:01.344036] [DEBUG] [LOCAL     ] Loaded configuration for BKE: 5 features, 80.0% accuracy
[2025-11-25T23:49:01.344113] [DEBUG] [LOCAL     ] Loaded configuration for BAX: 1 features, 70.0% accuracy
[2025-11-25T23:49:01.344189] [DEBUG] [LOCAL     ] Loaded configuration for LND: 1 features, 90.0% accuracy
[2025-11-25T23:49:01.344250] [DEBUG] [LOCAL     ] No configuration file found for FCNCA
[2025-11-25T23:49:01.344305] [DEBUG] [LOCAL     ] No configuration file found for WOOD
[2025-11-25T23:49:01.344360] [DEBUG] [LOCAL     ] No configuration file found for CVGI
[2025-11-25T23:49:01.344415] [DEBUG] [LOCAL     ] No configuration file found for PDBC
[2025-11-25T23:49:01.344471] [DEBUG] [LOCAL     ] No configuration file found for ITRI
[2025-11-25T23:49:01.344527] [DEBUG] [LOCAL     ] No configuration file found for CELH
[2025-11-25T23:49:01.344610] [DEBUG] [LOCAL     ] Loaded configuration for PK: 1 features, 70.0% accuracy
[2025-11-25T23:49:01.344714] [DEBUG] [LOCAL     ] Loaded configuration for BRO: 3 features, 80.0% accuracy
[2025-11-25T23:49:01.344792] [DEBUG] [LOCAL     ] Loaded configuration for SEE: 2 features, 70.0% accuracy
[2025-11-25T23:49:01.344854] [DEBUG] [LOCAL     ] No configuration file found for REAL
[2025-11-25T23:49:01.344932] [DEBUG] [LOCAL     ] Loaded configuration for OGN: 3 features, 80.0% accuracy
[2025-11-25T23:49:01.345003] [DEBUG] [LOCAL     ] No configuration file found for SGC
[2025-11-25T23:49:01.345084] [DEBUG] [LOCAL     ] Loaded configuration for LGI: 3 features, 70.0% accuracy
[2025-11-25T23:49:01.345163] [DEBUG] [LOCAL     ] Loaded configuration for GFI: 3 features, 80.0% accuracy
[2025-11-25T23:49:01.345229] [DEBUG] [LOCAL     ] No configuration file found for ALLO
[2025-11-25T23:49:01.345308] [DEBUG] [LOCAL     ] Loaded configuration for MMD: 2 features, 80.0% accuracy
[2025-11-25T23:49:01.345369] [DEBUG] [LOCAL     ] No configuration file found for VRNS
[2025-11-25T23:49:01.345447] [DEBUG] [LOCAL     ] Loaded configuration for NBB: 2 features, 70.0% accuracy
[2025-11-25T23:49:01.345508] [DEBUG] [LOCAL     ] No configuration file found for QQQM
[2025-11-25T23:49:01.345565] [DEBUG] [LOCAL     ] No configuration file found for POOL
[2025-11-25T23:49:01.345621] [DEBUG] [LOCAL     ] No configuration file found for TTWO
[2025-11-25T23:49:01.345720] [DEBUG] [LOCAL     ] Loaded configuration for DMB: 4 features, 80.0% accuracy
[2025-11-25T23:49:01.345799] [DEBUG] [LOCAL     ] Loaded configuration for PII: 3 features, 70.0% accuracy
[2025-11-25T23:49:01.345876] [DEBUG] [LOCAL     ] Loaded configuration for DVN: 1 features, 80.0% accuracy
[2025-11-25T23:49:01.345938] [DEBUG] [LOCAL     ] No configuration file found for MNKD
[2025-11-25T23:49:01.346025] [DEBUG] [LOCAL     ] Loaded configuration for ETB: 2 features, 80.0% accuracy
[2025-11-25T23:49:01.346091] [DEBUG] [LOCAL     ] No configuration file found for BEAM
[2025-11-25T23:49:01.346151] [DEBUG] [LOCAL     ] No configuration file found for ORIC
[2025-11-25T23:49:01.346208] [DEBUG] [LOCAL     ] No configuration file found for POWL
[2025-11-25T23:49:01.346282] [DEBUG] [LOCAL     ] Loaded configuration for FPI: 1 features, 80.0% accuracy
[2025-11-25T23:49:01.346358] [DEBUG] [LOCAL     ] Loaded configuration for PMO: 2 features, 70.0% accuracy
[2025-11-25T23:49:01.346419] [DEBUG] [LOCAL     ] No configuration file found for PAYO
[2025-11-25T23:49:01.346474] [DEBUG] [LOCAL     ] No configuration file found for KYTX
[2025-11-25T23:49:01.346548] [DEBUG] [LOCAL     ] Loaded configuration for EGP: 4 features, 80.0% accuracy
[2025-11-25T23:49:01.346608] [DEBUG] [LOCAL     ] No configuration file found for SBAC
[2025-11-25T23:49:01.346687] [DEBUG] [LOCAL     ] No configuration file found for ISPO
[2025-11-25T23:49:01.346763] [DEBUG] [LOCAL     ] Loaded configuration for SDHY: 0 features, 80.0% accuracy
[2025-11-25T23:49:01.346823] [DEBUG] [LOCAL     ] No configuration file found for EXPI
[2025-11-25T23:49:01.346898] [DEBUG] [LOCAL     ] Loaded configuration for USFD: 3 features, 70.0% accuracy
[2025-11-25T23:49:01.346982] [DEBUG] [LOCAL     ] Loaded configuration for CCIF: 1 features, 80.0% accuracy
[2025-11-25T23:49:01.347049] [DEBUG] [LOCAL     ] No configuration file found for LDSF
[2025-11-25T23:49:01.347124] [DEBUG] [LOCAL     ] Loaded configuration for FDP: 3 features, 70.0% accuracy
[2025-11-25T23:49:01.347200] [DEBUG] [LOCAL     ] Loaded configuration for BSAC: 4 features, 90.0% accuracy
[2025-11-25T23:49:01.347262] [DEBUG] [LOCAL     ] No configuration file found for MNY
[2025-11-25T23:49:01.347318] [DEBUG] [LOCAL     ] No configuration file found for FITBI
[2025-11-25T23:49:01.347390] [DEBUG] [LOCAL     ] No configuration file found for ANTX
[2025-11-25T23:49:01.347467] [DEBUG] [LOCAL     ] Loaded configuration for NCA: 3 features, 80.0% accuracy
[2025-11-25T23:49:01.347546] [DEBUG] [LOCAL     ] Loaded configuration for SGHC: 2 features, 80.0% accuracy
[2025-11-25T23:49:01.347613] [DEBUG] [LOCAL     ] No configuration file found for PTIX
[2025-11-25T23:49:01.347710] [DEBUG] [LOCAL     ] Loaded configuration for RFI: 4 features, 80.0% accuracy
[2025-11-25T23:49:01.347788] [DEBUG] [LOCAL     ] Loaded configuration for HUM: 3 features, 100.0% accuracy
[2025-11-25T23:49:01.347849] [DEBUG] [LOCAL     ] No configuration file found for OPRX
[2025-11-25T23:49:01.347908] [DEBUG] [LOCAL     ] No configuration file found for FIVE
[2025-11-25T23:49:01.347971] [DEBUG] [LOCAL     ] No configuration file found for SDVY
[2025-11-25T23:49:01.348061] [DEBUG] [LOCAL     ] Loaded configuration for SPE: 2 features, 70.0% accuracy
[2025-11-25T23:49:01.348137] [DEBUG] [LOCAL     ] Loaded configuration for PCG: 2 features, 60.0% accuracy
[2025-11-25T23:49:01.348199] [DEBUG] [LOCAL     ] No configuration file found for SFM
[2025-11-25T23:49:01.348256] [DEBUG] [LOCAL     ] No configuration file found for PASG
[2025-11-25T23:49:01.348310] [DEBUG] [LOCAL     ] No configuration file found for XENE
[2025-11-25T23:49:01.348385] [DEBUG] [LOCAL     ] Loaded configuration for NRG: 4 features, 70.0% accuracy
[2025-11-25T23:49:01.348445] [DEBUG] [LOCAL     ] No configuration file found for INSM
[2025-11-25T23:49:01.348502] [DEBUG] [LOCAL     ] No configuration file found for UPLD
[2025-11-25T23:49:01.348575] [DEBUG] [LOCAL     ] Loaded configuration for WAL: 1 features, 70.0% accuracy
[2025-11-25T23:49:01.348671] [DEBUG] [LOCAL     ] Loaded configuration for THO: 4 features, 80.0% accuracy
[2025-11-25T23:49:01.348764] [DEBUG] [LOCAL     ] Loaded configuration for SOJD: 4 features, 80.0% accuracy
[2025-11-25T23:49:01.348840] [DEBUG] [LOCAL     ] Loaded configuration for OPAD: 2 features, 90.0% accuracy
[2025-11-25T23:49:01.348914] [DEBUG] [LOCAL     ] Loaded configuration for ABCB: 2 features, 80.0% accuracy
[2025-11-25T23:49:01.348999] [DEBUG] [LOCAL     ] Loaded configuration for AEM: 3 features, 80.0% accuracy
[2025-11-25T23:49:01.349080] [DEBUG] [LOCAL     ] Loaded configuration for FMC: 4 features, 80.0% accuracy
[2025-11-25T23:49:01.349156] [DEBUG] [LOCAL     ] Loaded configuration for UNMA: 4 features, 90.0% accuracy
[2025-11-25T23:49:01.349231] [DEBUG] [LOCAL     ] Loaded configuration for GIS: 5 features, 90.0% accuracy
[2025-11-25T23:49:01.349312] [DEBUG] [LOCAL     ] Loaded configuration for AFGC: 2 features, 70.0% accuracy
[2025-11-25T23:49:01.349366] [DEBUG] [LOCAL     ] No configuration file found for FHB
[2025-11-25T23:49:01.349417] [DEBUG] [LOCAL     ] No configuration file found for USGO
[2025-11-25T23:49:01.349491] [DEBUG] [LOCAL     ] Loaded configuration for SWZ: 1 features, 90.0% accuracy
[2025-11-25T23:49:01.349549] [DEBUG] [LOCAL     ] No configuration file found for FRBA
[2025-11-25T23:49:01.349605] [DEBUG] [LOCAL     ] No configuration file found for LENZ
[2025-11-25T23:49:01.349700] [DEBUG] [LOCAL     ] Loaded configuration for EBF: 3 features, 80.0% accuracy
[2025-11-25T23:49:01.349777] [DEBUG] [LOCAL     ] Loaded configuration for DBRG: 4 features, 90.0% accuracy
[2025-11-25T23:49:01.349839] [DEBUG] [LOCAL     ] No configuration file found for OMCL
[2025-11-25T23:49:01.349915] [DEBUG] [LOCAL     ] Loaded configuration for DAO: 2 features, 80.0% accuracy
[2025-11-25T23:49:01.349981] [DEBUG] [LOCAL     ] No configuration file found for FTCI
[2025-11-25T23:49:01.350067] [DEBUG] [LOCAL     ] Loaded configuration for VTS: 4 features, 90.0% accuracy
[2025-11-25T23:49:01.350128] [DEBUG] [LOCAL     ] No configuration file found for OLPX
[2025-11-25T23:49:01.350202] [DEBUG] [LOCAL     ] Loaded configuration for AIO: 3 features, 90.0% accuracy
[2025-11-25T23:49:01.350275] [DEBUG] [LOCAL     ] Loaded configuration for GTLS: 2 features, 60.0% accuracy
[2025-11-25T23:49:01.350350] [DEBUG] [LOCAL     ] Loaded configuration for BMEZ: 3 features, 70.0% accuracy
[2025-11-25T23:49:01.350410] [DEBUG] [LOCAL     ] No configuration file found for BNGO
[2025-11-25T23:49:01.350485] [DEBUG] [LOCAL     ] Loaded configuration for PSTL: 3 features, 90.0% accuracy
[2025-11-25T23:49:01.350559] [DEBUG] [LOCAL     ] Loaded configuration for GRMN: 1 features, 70.0% accuracy
[2025-11-25T23:49:01.350664] [DEBUG] [LOCAL     ] Loaded configuration for AXS: 2 features, 80.0% accuracy
[2025-11-25T23:49:01.350729] [DEBUG] [LOCAL     ] No configuration file found for SPWH
[2025-11-25T23:49:01.350807] [DEBUG] [LOCAL     ] Loaded configuration for S: 5 features, 90.0% accuracy
[2025-11-25T23:49:01.350869] [DEBUG] [LOCAL     ] No configuration file found for KBWP
[2025-11-25T23:49:01.350925] [DEBUG] [LOCAL     ] No configuration file found for TNXP
[2025-11-25T23:49:01.350988] [DEBUG] [LOCAL     ] No configuration file found for QYLD
[2025-11-25T23:49:01.351067] [DEBUG] [LOCAL     ] Loaded configuration for VKQ: 1 features, 80.0% accuracy
[2025-11-25T23:49:01.351128] [DEBUG] [LOCAL     ] No configuration file found for BSMQ
[2025-11-25T23:49:01.351184] [DEBUG] [LOCAL     ] No configuration file found for ARM
[2025-11-25T23:49:01.351238] [DEBUG] [LOCAL     ] No configuration file found for VS
[2025-11-25T23:49:01.351316] [DEBUG] [LOCAL     ] Loaded configuration for NE: 0 features, 60.0% accuracy
[2025-11-25T23:49:01.351392] [DEBUG] [LOCAL     ] Loaded configuration for FTS: 0 features, 60.0% accuracy
[2025-11-25T23:49:01.351456] [DEBUG] [LOCAL     ] No configuration file found for IBB
[2025-11-25T23:49:01.351532] [DEBUG] [LOCAL     ] Loaded configuration for CCO: 4 features, 70.0% accuracy
[2025-11-25T23:49:01.351595] [DEBUG] [LOCAL     ] No configuration file found for SSYS
[2025-11-25T23:49:01.351670] [DEBUG] [LOCAL     ] No configuration file found for VRIG
[2025-11-25T23:49:01.351728] [DEBUG] [LOCAL     ] No configuration file found for VOD
[2025-11-25T23:49:01.351803] [DEBUG] [LOCAL     ] Loaded configuration for RELX: 0 features, 60.0% accuracy
[2025-11-25T23:49:01.351863] [DEBUG] [LOCAL     ] No configuration file found for HSCS
[2025-11-25T23:49:01.351919] [DEBUG] [LOCAL     ] No configuration file found for HITI
[2025-11-25T23:49:01.351980] [DEBUG] [LOCAL     ] No configuration file found for FDIG
[2025-11-25T23:49:01.352041] [DEBUG] [LOCAL     ] No configuration file found for HAFC
[2025-11-25T23:49:01.352095] [DEBUG] [LOCAL     ] No configuration file found for BCPC
[2025-11-25T23:49:01.352174] [DEBUG] [LOCAL     ] Loaded configuration for CBL: 3 features, 80.0% accuracy
[2025-11-25T23:49:01.352247] [DEBUG] [LOCAL     ] No configuration file found for FRSH
[2025-11-25T23:49:01.352338] [DEBUG] [LOCAL     ] Loaded configuration for WPP: 0 features, 60.0% accuracy
[2025-11-25T23:49:01.352403] [DEBUG] [LOCAL     ] No configuration file found for QTUM
[2025-11-25T23:49:01.352459] [DEBUG] [LOCAL     ] No configuration file found for PECO
[2025-11-25T23:49:01.352532] [DEBUG] [LOCAL     ] Loaded configuration for CVX: 3 features, 70.0% accuracy
[2025-11-25T23:49:01.352609] [DEBUG] [LOCAL     ] Loaded configuration for LAZ: 1 features, 70.0% accuracy
[2025-11-25T23:49:01.352691] [DEBUG] [LOCAL     ] No configuration file found for ADEA
[2025-11-25T23:49:01.352769] [DEBUG] [LOCAL     ] Loaded configuration for IPG: 2 features, 70.0% accuracy
[2025-11-25T23:49:01.352828] [DEBUG] [LOCAL     ] No configuration file found for NEGG
[2025-11-25T23:49:01.352904] [DEBUG] [LOCAL     ] Loaded configuration for ICL: 0 features, 70.0% accuracy
[2025-11-25T23:49:01.352990] [DEBUG] [LOCAL     ] Loaded configuration for CRM: 2 features, 80.0% accuracy
[2025-11-25T23:49:01.353072] [DEBUG] [LOCAL     ] Loaded configuration for CNM: 4 features, 70.0% accuracy
[2025-11-25T23:49:01.353134] [DEBUG] [LOCAL     ] No configuration file found for MTEN
[2025-11-25T23:49:01.353192] [DEBUG] [LOCAL     ] No configuration file found for TEAM
[2025-11-25T23:49:01.353248] [DEBUG] [LOCAL     ] No configuration file found for TCX
[2025-11-25T23:49:01.353321] [DEBUG] [LOCAL     ] Loaded configuration for DTG: 2 features, 80.0% accuracy
[2025-11-25T23:49:01.353381] [DEBUG] [LOCAL     ] No configuration file found for STNE
[2025-11-25T23:49:01.353458] [DEBUG] [LOCAL     ] Loaded configuration for DEI: 4 features, 90.0% accuracy
[2025-11-25T23:49:01.353518] [DEBUG] [LOCAL     ] No configuration file found for ARLP
[2025-11-25T23:49:01.353602] [DEBUG] [LOCAL     ] Loaded configuration for DTB: 5 features, 100.0% accuracy
[2025-11-25T23:49:01.353700] [DEBUG] [LOCAL     ] Loaded configuration for MSM: 2 features, 80.0% accuracy
[2025-11-25T23:49:01.353778] [DEBUG] [LOCAL     ] Loaded configuration for HSHP: 3 features, 80.0% accuracy
[2025-11-25T23:49:01.353840] [DEBUG] [LOCAL     ] No configuration file found for IBTJ
[2025-11-25T23:49:01.353917] [DEBUG] [LOCAL     ] Loaded configuration for COF: 3 features, 60.0% accuracy
[2025-11-25T23:49:01.353983] [DEBUG] [LOCAL     ] No configuration file found for UNTY
[2025-11-25T23:49:01.354048] [DEBUG] [LOCAL     ] No configuration file found for NPCE
[2025-11-25T23:49:01.354104] [DEBUG] [LOCAL     ] No configuration file found for WSFS
[2025-11-25T23:49:01.354178] [DEBUG] [LOCAL     ] Loaded configuration for WTI: 2 features, 90.0% accuracy
[2025-11-25T23:49:01.354238] [DEBUG] [LOCAL     ] No configuration file found for OXSQ
[2025-11-25T23:49:01.354294] [DEBUG] [LOCAL     ] No configuration file found for SLAB
[2025-11-25T23:49:01.354346] [DEBUG] [LOCAL     ] No configuration file found for BMRA
[2025-11-25T23:49:01.354402] [DEBUG] [LOCAL     ] No configuration file found for AISP
[2025-11-25T23:49:01.354473] [DEBUG] [LOCAL     ] Loaded configuration for TSI: 0 features, 70.0% accuracy
[2025-11-25T23:49:01.354533] [DEBUG] [LOCAL     ] No configuration file found for MOFG
[2025-11-25T23:49:01.354608] [DEBUG] [LOCAL     ] Loaded configuration for MFG: 2 features, 70.0% accuracy
[2025-11-25T23:49:01.354705] [DEBUG] [LOCAL     ] Loaded configuration for EMN: 1 features, 90.0% accuracy
[2025-11-25T23:49:01.354768] [DEBUG] [LOCAL     ] No configuration file found for MRUS
[2025-11-25T23:49:01.354824] [DEBUG] [LOCAL     ] No configuration file found for RDCM
[2025-11-25T23:49:01.354879] [DEBUG] [LOCAL     ] No configuration file found for NXPI
[2025-11-25T23:49:01.354955] [DEBUG] [LOCAL     ] Loaded configuration for JOBY: 2 features, 60.0% accuracy
[2025-11-25T23:49:01.355044] [DEBUG] [LOCAL     ] Loaded configuration for UHAL: 4 features, 80.0% accuracy
[2025-11-25T23:49:01.355122] [DEBUG] [LOCAL     ] Loaded configuration for ZBH: 4 features, 90.0% accuracy
[2025-11-25T23:49:01.355182] [DEBUG] [LOCAL     ] No configuration file found for INOD
[2025-11-25T23:49:01.355256] [DEBUG] [LOCAL     ] Loaded configuration for EMO: 5 features, 70.0% accuracy
[2025-11-25T23:49:01.355329] [DEBUG] [LOCAL     ] Loaded configuration for MHN: 2 features, 70.0% accuracy
[2025-11-25T23:49:01.355389] [DEBUG] [LOCAL     ] No configuration file found for ULCC
[2025-11-25T23:49:01.355444] [DEBUG] [LOCAL     ] No configuration file found for FHTX
[2025-11-25T23:49:01.355498] [DEBUG] [LOCAL     ] No configuration file found for KVHI
[2025-11-25T23:49:01.355550] [DEBUG] [LOCAL     ] No configuration file found for CBUS
[2025-11-25T23:49:01.355602] [DEBUG] [LOCAL     ] No configuration file found for DNTH
[2025-11-25T23:49:01.355678] [DEBUG] [LOCAL     ] No configuration file found for QCRH
[2025-11-25T23:49:01.355733] [DEBUG] [LOCAL     ] No configuration file found for BLFS
[2025-11-25T23:49:01.355805] [DEBUG] [LOCAL     ] Loaded configuration for NRUC: 3 features, 100.0% accuracy
[2025-11-25T23:49:01.355863] [DEBUG] [LOCAL     ] No configuration file found for CALM
[2025-11-25T23:49:01.355937] [DEBUG] [LOCAL     ] Loaded configuration for SSTK: 2 features, 80.0% accuracy
[2025-11-25T23:49:01.355996] [DEBUG] [LOCAL     ] No configuration file found for ERIC
[2025-11-25T23:49:01.356051] [DEBUG] [LOCAL     ] No configuration file found for EZGO
[2025-11-25T23:49:01.356106] [DEBUG] [LOCAL     ] No configuration file found for KNSA
[2025-11-25T23:49:01.356159] [DEBUG] [LOCAL     ] No configuration file found for MPAA
[2025-11-25T23:49:01.356218] [DEBUG] [LOCAL     ] No configuration file found for UBFO
[2025-11-25T23:49:01.356271] [DEBUG] [LOCAL     ] No configuration file found for RETO
[2025-11-25T23:49:01.356346] [DEBUG] [LOCAL     ] Loaded configuration for HRB: 4 features, 80.0% accuracy
[2025-11-25T23:49:01.356439] [DEBUG] [LOCAL     ] No configuration file found for XGN
[2025-11-25T23:49:01.356515] [DEBUG] [LOCAL     ] Loaded configuration for MOD: 1 features, 90.0% accuracy
[2025-11-25T23:49:01.356589] [DEBUG] [LOCAL     ] Loaded configuration for VYX: 3 features, 80.0% accuracy
[2025-11-25T23:49:01.356684] [DEBUG] [LOCAL     ] Loaded configuration for EIX: 3 features, 70.0% accuracy
[2025-11-25T23:49:01.356760] [DEBUG] [LOCAL     ] Loaded configuration for PUMP: 3 features, 80.0% accuracy
[2025-11-25T23:49:01.356820] [DEBUG] [LOCAL     ] No configuration file found for NITO
[2025-11-25T23:49:01.356874] [DEBUG] [LOCAL     ] No configuration file found for NAMS
[2025-11-25T23:49:01.356946] [DEBUG] [LOCAL     ] Loaded configuration for ETY: 5 features, 90.0% accuracy
[2025-11-25T23:49:01.357020] [DEBUG] [LOCAL     ] Loaded configuration for A: 2 features, 80.0% accuracy
[2025-11-25T23:49:01.357093] [DEBUG] [LOCAL     ] Loaded configuration for LOB: 3 features, 60.0% accuracy
[2025-11-25T23:49:01.357152] [DEBUG] [LOCAL     ] No configuration file found for WOK
[2025-11-25T23:49:01.357209] [DEBUG] [LOCAL     ] No configuration file found for KOPN
[2025-11-25T23:49:01.357281] [DEBUG] [LOCAL     ] Loaded configuration for NPK: 4 features, 70.0% accuracy
[2025-11-25T23:49:01.357368] [DEBUG] [LOCAL     ] Loaded configuration for IMAX: 2 features, 70.0% accuracy
[2025-11-25T23:49:01.357429] [DEBUG] [LOCAL     ] No configuration file found for TSLS
[2025-11-25T23:49:01.357501] [DEBUG] [LOCAL     ] Loaded configuration for ZIM: 0 features, 70.0% accuracy
[2025-11-25T23:49:01.357559] [DEBUG] [LOCAL     ] No configuration file found for BSJQ
[2025-11-25T23:49:01.357616] [DEBUG] [LOCAL     ] No configuration file found for WAVE
[2025-11-25T23:49:01.357695] [DEBUG] [LOCAL     ] No configuration file found for HURC
[2025-11-25T23:49:01.357750] [DEBUG] [LOCAL     ] No configuration file found for CWD
[2025-11-25T23:49:01.357825] [DEBUG] [LOCAL     ] Loaded configuration for BRC: 2 features, 70.0% accuracy
[2025-11-25T23:49:01.357899] [DEBUG] [LOCAL     ] Loaded configuration for BA: 3 features, 80.0% accuracy
[2025-11-25T23:49:01.357959] [DEBUG] [LOCAL     ] No configuration file found for MSTX
[2025-11-25T23:49:01.358033] [DEBUG] [LOCAL     ] Loaded configuration for PFN: 3 features, 90.0% accuracy
[2025-11-25T23:49:01.358106] [DEBUG] [LOCAL     ] Loaded configuration for KNSL: 2 features, 80.0% accuracy
[2025-11-25T23:49:01.358179] [DEBUG] [LOCAL     ] Loaded configuration for KOF: 3 features, 80.0% accuracy
[2025-11-25T23:49:01.358252] [DEBUG] [LOCAL     ] Loaded configuration for EQH: 3 features, 70.0% accuracy
[2025-11-25T23:49:01.358324] [DEBUG] [LOCAL     ] Loaded configuration for BSL: 3 features, 70.0% accuracy
[2025-11-25T23:49:01.358383] [DEBUG] [LOCAL     ] No configuration file found for KELYA
[2025-11-25T23:49:01.358456] [DEBUG] [LOCAL     ] Loaded configuration for RITM: 2 features, 80.0% accuracy
[2025-11-25T23:49:01.358529] [DEBUG] [LOCAL     ] Loaded configuration for FRA: 1 features, 70.0% accuracy
[2025-11-25T23:49:01.358602] [DEBUG] [LOCAL     ] Loaded configuration for STLA: 3 features, 80.0% accuracy
[2025-11-25T23:49:01.358683] [DEBUG] [LOCAL     ] No configuration file found for HPK
[2025-11-25T23:49:01.358740] [DEBUG] [LOCAL     ] No configuration file found for OM
[2025-11-25T23:49:01.358793] [DEBUG] [LOCAL     ] No configuration file found for ACGLN
[2025-11-25T23:49:01.358866] [DEBUG] [LOCAL     ] Loaded configuration for RCI: 2 features, 90.0% accuracy
[2025-11-25T23:49:01.358926] [DEBUG] [LOCAL     ] No configuration file found for RGP
[2025-11-25T23:49:01.358982] [DEBUG] [LOCAL     ] No configuration file found for NYXH
[2025-11-25T23:49:01.359037] [DEBUG] [LOCAL     ] No configuration file found for AIFF
[2025-11-25T23:49:01.359111] [DEBUG] [LOCAL     ] Loaded configuration for MCN: 4 features, 70.0% accuracy
[2025-11-25T23:49:01.359169] [DEBUG] [LOCAL     ] No configuration file found for SWKS
[2025-11-25T23:49:01.359227] [DEBUG] [LOCAL     ] No configuration file found for CSGP
[2025-11-25T23:49:01.359286] [DEBUG] [LOCAL     ] No configuration file found for NBTB
[2025-11-25T23:49:01.359360] [DEBUG] [LOCAL     ] Loaded configuration for HYI: 1 features, 90.0% accuracy
[2025-11-25T23:49:01.359419] [DEBUG] [LOCAL     ] No configuration file found for TRDA
[2025-11-25T23:49:01.359492] [DEBUG] [LOCAL     ] Loaded configuration for SKE: 1 features, 70.0% accuracy
[2025-11-25T23:49:01.359565] [DEBUG] [LOCAL     ] Loaded configuration for MAC: 2 features, 60.0% accuracy
[2025-11-25T23:49:01.359661] [DEBUG] [LOCAL     ] Loaded configuration for OKE: 3 features, 80.0% accuracy
[2025-11-25T23:49:01.359723] [DEBUG] [LOCAL     ] No configuration file found for ZS
[2025-11-25T23:49:01.359777] [DEBUG] [LOCAL     ] No configuration file found for XPEL
[2025-11-25T23:49:01.359831] [DEBUG] [LOCAL     ] No configuration file found for BIB
[2025-11-25T23:49:01.359903] [DEBUG] [LOCAL     ] Loaded configuration for SPG: 0 features, 70.0% accuracy
[2025-11-25T23:49:01.359964] [DEBUG] [LOCAL     ] No configuration file found for JFIN
[2025-11-25T23:49:01.360018] [DEBUG] [LOCAL     ] No configuration file found for BLKB
[2025-11-25T23:49:01.360070] [DEBUG] [LOCAL     ] No configuration file found for ROAD
[2025-11-25T23:49:01.360142] [DEBUG] [LOCAL     ] Loaded configuration for CBRE: 3 features, 80.0% accuracy
[2025-11-25T23:49:01.360201] [DEBUG] [LOCAL     ] No configuration file found for SHIP
[2025-11-25T23:49:01.360256] [DEBUG] [LOCAL     ] No configuration file found for IMXI
[2025-11-25T23:49:01.360328] [DEBUG] [LOCAL     ] Loaded configuration for SBS: 1 features, 70.0% accuracy
[2025-11-25T23:49:01.360402] [DEBUG] [LOCAL     ] Loaded configuration for PFH: 3 features, 100.0% accuracy
[2025-11-25T23:49:01.360460] [DEBUG] [LOCAL     ] No configuration file found for EDBL
[2025-11-25T23:49:01.360514] [DEBUG] [LOCAL     ] No configuration file found for PBFS
[2025-11-25T23:49:01.360586] [DEBUG] [LOCAL     ] Loaded configuration for SNAP: 2 features, 70.0% accuracy
[2025-11-25T23:49:01.360665] [DEBUG] [LOCAL     ] No configuration file found for SOGP
[2025-11-25T23:49:01.360725] [DEBUG] [LOCAL     ] No configuration file found for PEBO
[2025-11-25T23:49:01.360797] [DEBUG] [LOCAL     ] Loaded configuration for RTO: 3 features, 80.0% accuracy
[2025-11-25T23:49:01.360872] [DEBUG] [LOCAL     ] Loaded configuration for PSF: 3 features, 80.0% accuracy
[2025-11-25T23:49:01.360930] [DEBUG] [LOCAL     ] No configuration file found for ALNY
[2025-11-25T23:49:01.361002] [DEBUG] [LOCAL     ] Loaded configuration for PSN: 0 features, 90.0% accuracy
[2025-11-25T23:49:01.361060] [DEBUG] [LOCAL     ] No configuration file found for GEOS
[2025-11-25T23:49:01.361113] [DEBUG] [LOCAL     ] No configuration file found for COLB
[2025-11-25T23:49:01.361183] [DEBUG] [LOCAL     ] Loaded configuration for SNN: 3 features, 90.0% accuracy
[2025-11-25T23:49:01.361243] [DEBUG] [LOCAL     ] No configuration file found for DIBS
[2025-11-25T23:49:01.361301] [DEBUG] [LOCAL     ] No configuration file found for ACWI
[2025-11-25T23:49:01.361372] [DEBUG] [LOCAL     ] Loaded configuration for PDS: 2 features, 70.0% accuracy
[2025-11-25T23:49:01.361430] [DEBUG] [LOCAL     ] No configuration file found for STRL
[2025-11-25T23:49:01.361503] [DEBUG] [LOCAL     ] Loaded configuration for FTI: 4 features, 90.0% accuracy
[2025-11-25T23:49:01.361576] [DEBUG] [LOCAL     ] Loaded configuration for DHX: 3 features, 90.0% accuracy
[2025-11-25T23:49:01.361634] [DEBUG] [LOCAL     ] No configuration file found for CHEF
[2025-11-25T23:49:01.361729] [DEBUG] [LOCAL     ] Loaded configuration for LNG: 2 features, 80.0% accuracy
[2025-11-25T23:49:01.361789] [DEBUG] [LOCAL     ] No configuration file found for ANNX
[2025-11-25T23:49:01.361862] [DEBUG] [LOCAL     ] Loaded configuration for WSO: 1 features, 80.0% accuracy
[2025-11-25T23:49:01.361935] [DEBUG] [LOCAL     ] Loaded configuration for CNS: 2 features, 90.0% accuracy
[2025-11-25T23:49:01.362009] [DEBUG] [LOCAL     ] Loaded configuration for BWG: 2 features, 80.0% accuracy
[2025-11-25T23:49:01.362071] [DEBUG] [LOCAL     ] No configuration file found for FNX
[2025-11-25T23:49:01.362132] [DEBUG] [LOCAL     ] No configuration file found for NEXN
[2025-11-25T23:49:01.362217] [DEBUG] [LOCAL     ] Loaded configuration for LXP: 6 features, 90.0% accuracy
[2025-11-25T23:49:01.362306] [DEBUG] [LOCAL     ] Loaded configuration for PAYC: 1 features, 70.0% accuracy
[2025-11-25T23:49:01.362373] [DEBUG] [LOCAL     ] No configuration file found for AGNCM
[2025-11-25T23:49:01.362447] [DEBUG] [LOCAL     ] Loaded configuration for SNX: 3 features, 80.0% accuracy
[2025-11-25T23:49:01.362505] [DEBUG] [LOCAL     ] No configuration file found for LESL
[2025-11-25T23:49:01.362578] [DEBUG] [LOCAL     ] Loaded configuration for ABM: 2 features, 90.0% accuracy
[2025-11-25T23:49:01.362670] [DEBUG] [LOCAL     ] Loaded configuration for AZZ: 4 features, 80.0% accuracy
[2025-11-25T23:49:01.362731] [DEBUG] [LOCAL     ] No configuration file found for PRDO
[2025-11-25T23:49:01.362786] [DEBUG] [LOCAL     ] No configuration file found for BSLK
[2025-11-25T23:49:01.362859] [DEBUG] [LOCAL     ] Loaded configuration for AIG: 5 features, 80.0% accuracy
[2025-11-25T23:49:01.362919] [DEBUG] [LOCAL     ] No configuration file found for SIRI
[2025-11-25T23:49:01.362991] [DEBUG] [LOCAL     ] Loaded configuration for TEL: 1 features, 100.0% accuracy
[2025-11-25T23:49:01.363064] [DEBUG] [LOCAL     ] Loaded configuration for GAB: 1 features, 90.0% accuracy
[2025-11-25T23:49:01.363137] [DEBUG] [LOCAL     ] Loaded configuration for HIX: 1 features, 70.0% accuracy
[2025-11-25T23:49:01.363223] [DEBUG] [LOCAL     ] Loaded configuration for DINO: 2 features, 80.0% accuracy
[2025-11-25T23:49:01.363312] [DEBUG] [LOCAL     ] Loaded configuration for AMPX: 3 features, 70.0% accuracy
[2025-11-25T23:49:01.363397] [DEBUG] [LOCAL     ] Loaded configuration for OC: 4 features, 70.0% accuracy
[2025-11-25T23:49:01.363458] [DEBUG] [LOCAL     ] No configuration file found for NNDM
[2025-11-25T23:49:01.363532] [DEBUG] [LOCAL     ] Loaded configuration for UVE: 2 features, 80.0% accuracy
[2025-11-25T23:49:01.363593] [DEBUG] [LOCAL     ] No configuration file found for GABC
[2025-11-25T23:49:01.363665] [DEBUG] [LOCAL     ] No configuration file found for RMNI
[2025-11-25T23:49:01.363721] [DEBUG] [LOCAL     ] No configuration file found for HWKN
[2025-11-25T23:49:01.363776] [DEBUG] [LOCAL     ] No configuration file found for ZNTL
[2025-11-25T23:49:01.363828] [DEBUG] [LOCAL     ] No configuration file found for GNOM
[2025-11-25T23:49:01.363900] [DEBUG] [LOCAL     ] Loaded configuration for MSI: 4 features, 70.0% accuracy
[2025-11-25T23:49:01.363975] [DEBUG] [LOCAL     ] Loaded configuration for CACI: 1 features, 70.0% accuracy
[2025-11-25T23:49:01.364036] [DEBUG] [LOCAL     ] No configuration file found for LVHD
[2025-11-25T23:49:01.364092] [DEBUG] [LOCAL     ] No configuration file found for EGAN
[2025-11-25T23:49:01.364177] [DEBUG] [LOCAL     ] Loaded configuration for MPA: 3 features, 80.0% accuracy
[2025-11-25T23:49:01.364237] [DEBUG] [LOCAL     ] No configuration file found for HRTX
[2025-11-25T23:49:01.364311] [DEBUG] [LOCAL     ] Loaded configuration for RMMZ: 3 features, 70.0% accuracy
[2025-11-25T23:49:01.364369] [DEBUG] [LOCAL     ] No configuration file found for FTXN
[2025-11-25T23:49:01.364428] [DEBUG] [LOCAL     ] No configuration file found for DCBO
[2025-11-25T23:49:01.364482] [DEBUG] [LOCAL     ] No configuration file found for SFNC
[2025-11-25T23:49:01.364535] [DEBUG] [LOCAL     ] No configuration file found for CRNX
[2025-11-25T23:49:01.364607] [DEBUG] [LOCAL     ] Loaded configuration for GWRE: 2 features, 70.0% accuracy
[2025-11-25T23:49:01.364686] [DEBUG] [LOCAL     ] No configuration file found for NIKL
[2025-11-25T23:49:01.364743] [DEBUG] [LOCAL     ] No configuration file found for SPFI
[2025-11-25T23:49:01.364799] [DEBUG] [LOCAL     ] No configuration file found for FMBH
[2025-11-25T23:49:01.364872] [DEBUG] [LOCAL     ] Loaded configuration for IHD: 2 features, 80.0% accuracy
[2025-11-25T23:49:01.364934] [DEBUG] [LOCAL     ] No configuration file found for RVSB
[2025-11-25T23:49:01.364996] [DEBUG] [LOCAL     ] No configuration file found for PSCE
[2025-11-25T23:49:01.365052] [DEBUG] [LOCAL     ] No configuration file found for IBTG
[2025-11-25T23:49:01.365127] [DEBUG] [LOCAL     ] Loaded configuration for NNI: 2 features, 90.0% accuracy
[2025-11-25T23:49:01.365190] [DEBUG] [LOCAL     ] No configuration file found for EOLS
[2025-11-25T23:49:01.365245] [DEBUG] [LOCAL     ] No configuration file found for BSVO
[2025-11-25T23:49:01.365318] [DEBUG] [LOCAL     ] Loaded configuration for MEI: 4 features, 90.0% accuracy
[2025-11-25T23:49:01.365393] [DEBUG] [LOCAL     ] Loaded configuration for URI: 2 features, 80.0% accuracy
[2025-11-25T23:49:01.365452] [DEBUG] [LOCAL     ] No configuration file found for CWBC
[2025-11-25T23:49:01.365507] [DEBUG] [LOCAL     ] No configuration file found for IOSP
[2025-11-25T23:49:01.365562] [DEBUG] [LOCAL     ] No configuration file found for NMRA
[2025-11-25T23:49:01.365632] [DEBUG] [LOCAL     ] Loaded configuration for SPH: 1 features, 80.0% accuracy
[2025-11-25T23:49:01.365713] [DEBUG] [LOCAL     ] No configuration file found for SBRA
[2025-11-25T23:49:01.365768] [DEBUG] [LOCAL     ] No configuration file found for ATPC
[2025-11-25T23:49:01.365840] [DEBUG] [LOCAL     ] Loaded configuration for SBH: 3 features, 70.0% accuracy
[2025-11-25T23:49:01.365915] [DEBUG] [LOCAL     ] Loaded configuration for FTHY: 3 features, 100.0% accuracy
[2025-11-25T23:49:01.365973] [DEBUG] [LOCAL     ] No configuration file found for SHPH
[2025-11-25T23:49:01.366030] [DEBUG] [LOCAL     ] No configuration file found for NVDL
[2025-11-25T23:49:01.366102] [DEBUG] [LOCAL     ] Loaded configuration for CLCO: 3 features, 90.0% accuracy
[2025-11-25T23:49:01.366160] [DEBUG] [LOCAL     ] No configuration file found for QMCO
[2025-11-25T23:49:01.366213] [DEBUG] [LOCAL     ] No configuration file found for AGNC
[2025-11-25T23:49:01.366285] [DEBUG] [LOCAL     ] Loaded configuration for BOND: 3 features, 60.0% accuracy
[2025-11-25T23:49:01.366358] [DEBUG] [LOCAL     ] Loaded configuration for MHO: 1 features, 60.0% accuracy
[2025-11-25T23:49:01.366432] [DEBUG] [LOCAL     ] Loaded configuration for EME: 2 features, 70.0% accuracy
[2025-11-25T23:49:01.366504] [DEBUG] [LOCAL     ] Loaded configuration for AMC: 3 features, 80.0% accuracy
[2025-11-25T23:49:01.366578] [DEBUG] [LOCAL     ] Loaded configuration for TDF: 6 features, 90.0% accuracy
[2025-11-25T23:49:01.366653] [DEBUG] [LOCAL     ] No configuration file found for XERS
[2025-11-25T23:49:01.366732] [DEBUG] [LOCAL     ] Loaded configuration for ALK: 2 features, 80.0% accuracy
[2025-11-25T23:49:01.366794] [DEBUG] [LOCAL     ] No configuration file found for BNTX
[2025-11-25T23:49:01.366850] [DEBUG] [LOCAL     ] No configuration file found for CATH
[2025-11-25T23:49:01.366921] [DEBUG] [LOCAL     ] Loaded configuration for WY: 0 features, 90.0% accuracy
[2025-11-25T23:49:01.366994] [DEBUG] [LOCAL     ] Loaded configuration for PPL: 3 features, 90.0% accuracy
[2025-11-25T23:49:01.367053] [DEBUG] [LOCAL     ] No configuration file found for IMKTA
[2025-11-25T23:49:01.367108] [DEBUG] [LOCAL     ] No configuration file found for MCHP
[2025-11-25T23:49:01.367180] [DEBUG] [LOCAL     ] Loaded configuration for FBIN: 5 features, 90.0% accuracy
[2025-11-25T23:49:01.367254] [DEBUG] [LOCAL     ] Loaded configuration for JRS: 2 features, 60.0% accuracy
[2025-11-25T23:49:01.367327] [DEBUG] [LOCAL     ] Loaded configuration for AMG: 3 features, 90.0% accuracy
[2025-11-25T23:49:01.367396] [DEBUG] [LOCAL     ] No configuration file found for TQQQ
[2025-11-25T23:49:01.367455] [DEBUG] [LOCAL     ] No configuration file found for KMDA
[2025-11-25T23:49:01.367508] [DEBUG] [LOCAL     ] No configuration file found for BWFG
[2025-11-25T23:49:01.367562] [DEBUG] [LOCAL     ] No configuration file found for PFBC
[2025-11-25T23:49:01.367614] [DEBUG] [LOCAL     ] No configuration file found for ADTN
[2025-11-25T23:49:01.367707] [DEBUG] [LOCAL     ] Loaded configuration for GOLF: 2 features, 90.0% accuracy
[2025-11-25T23:49:01.367767] [DEBUG] [LOCAL     ] No configuration file found for WDAY
[2025-11-25T23:49:01.367840] [DEBUG] [LOCAL     ] No configuration file found for CASY
[2025-11-25T23:49:01.367895] [DEBUG] [LOCAL     ] No configuration file found for CENTA
[2025-11-25T23:49:01.367948] [DEBUG] [LOCAL     ] No configuration file found for APPF
[2025-11-25T23:49:01.368002] [DEBUG] [LOCAL     ] No configuration file found for ASTH
[2025-11-25T23:49:01.368073] [DEBUG] [LOCAL     ] Loaded configuration for FRO: 4 features, 80.0% accuracy
[2025-11-25T23:49:01.368148] [DEBUG] [LOCAL     ] Loaded configuration for GWH: 2 features, 80.0% accuracy
[2025-11-25T23:49:01.368208] [DEBUG] [LOCAL     ] No configuration file found for BOTZ
[2025-11-25T23:49:01.368264] [DEBUG] [LOCAL     ] No configuration file found for COLM
[2025-11-25T23:49:01.368335] [DEBUG] [LOCAL     ] Loaded configuration for IRM: 1 features, 70.0% accuracy
[2025-11-25T23:49:01.368396] [DEBUG] [LOCAL     ] No configuration file found for CHDN
[2025-11-25T23:49:01.368453] [DEBUG] [LOCAL     ] No configuration file found for EXLS
[2025-11-25T23:49:01.368524] [DEBUG] [LOCAL     ] Loaded configuration for GDDY: 3 features, 80.0% accuracy
[2025-11-25T23:49:01.368583] [DEBUG] [LOCAL     ] No configuration file found for CRAI
[2025-11-25T23:49:01.368655] [DEBUG] [LOCAL     ] No configuration file found for SELF
[2025-11-25T23:49:01.368711] [DEBUG] [LOCAL     ] No configuration file found for MMSI
[2025-11-25T23:49:01.368766] [DEBUG] [LOCAL     ] No configuration file found for KARO
[2025-11-25T23:49:01.368819] [DEBUG] [LOCAL     ] No configuration file found for DLO
[2025-11-25T23:49:01.368891] [DEBUG] [LOCAL     ] Loaded configuration for GENI: 3 features, 80.0% accuracy
[2025-11-25T23:49:01.368965] [DEBUG] [LOCAL     ] Loaded configuration for WKC: 3 features, 70.0% accuracy
[2025-11-25T23:49:01.369039] [DEBUG] [LOCAL     ] Loaded configuration for NEE: 3 features, 80.0% accuracy
[2025-11-25T23:49:01.369098] [DEBUG] [LOCAL     ] No configuration file found for BEEP
[2025-11-25T23:49:01.369153] [DEBUG] [LOCAL     ] No configuration file found for ARQ
[2025-11-25T23:49:01.369205] [DEBUG] [LOCAL     ] No configuration file found for MITK
[2025-11-25T23:49:01.369255] [DEBUG] [LOCAL     ] No configuration file found for VRSN
[2025-11-25T23:49:01.369305] [DEBUG] [LOCAL     ] No configuration file found for PGEN
[2025-11-25T23:49:01.369359] [DEBUG] [LOCAL     ] No configuration file found for HGBL
[2025-11-25T23:49:01.369430] [DEBUG] [LOCAL     ] Loaded configuration for DDD: 1 features, 70.0% accuracy
[2025-11-25T23:49:01.369503] [DEBUG] [LOCAL     ] Loaded configuration for JCI: 4 features, 90.0% accuracy
[2025-11-25T23:49:01.369562] [DEBUG] [LOCAL     ] No configuration file found for GNLX
[2025-11-25T23:49:01.369617] [DEBUG] [LOCAL     ] No configuration file found for VTGN
[2025-11-25T23:49:01.369690] [DEBUG] [LOCAL     ] No configuration file found for CHSCM
[2025-11-25T23:49:01.369745] [DEBUG] [LOCAL     ] No configuration file found for TZOO
[2025-11-25T23:49:01.369796] [DEBUG] [LOCAL     ] No configuration file found for ASMB
[2025-11-25T23:49:01.369868] [DEBUG] [LOCAL     ] Loaded configuration for MUSA: 3 features, 80.0% accuracy
[2025-11-25T23:49:01.369942] [DEBUG] [LOCAL     ] Loaded configuration for VRTS: 2 features, 80.0% accuracy
[2025-11-25T23:49:01.370000] [DEBUG] [LOCAL     ] No configuration file found for TWIN
[2025-11-25T23:49:01.370057] [DEBUG] [LOCAL     ] No configuration file found for FDTX
[2025-11-25T23:49:01.370504] [DEBUG] [LOCAL     ] Loaded configuration for AAPB: 2 features, 70.0% accuracy
[2025-11-25T23:49:01.370603] [DEBUG] [LOCAL     ] Loaded configuration for BFLY: 2 features, 100.0% accuracy
[2025-11-25T23:49:01.370701] [DEBUG] [LOCAL     ] Loaded configuration for KB: 3 features, 70.0% accuracy
[2025-11-25T23:49:01.370765] [DEBUG] [LOCAL     ] No configuration file found for JPEF
[2025-11-25T23:49:01.370838] [DEBUG] [LOCAL     ] Loaded configuration for ETJ: 2 features, 60.0% accuracy
[2025-11-25T23:49:01.370925] [DEBUG] [LOCAL     ] Loaded configuration for ZWS: 1 features, 70.0% accuracy
[2025-11-25T23:49:01.371010] [DEBUG] [LOCAL     ] Loaded configuration for ACA: 4 features, 80.0% accuracy
[2025-11-25T23:49:01.371071] [DEBUG] [LOCAL     ] No configuration file found for NWS
[2025-11-25T23:49:01.371145] [DEBUG] [LOCAL     ] Loaded configuration for CAL: 2 features, 80.0% accuracy
[2025-11-25T23:49:01.371221] [DEBUG] [LOCAL     ] Loaded configuration for DELL: 6 features, 80.0% accuracy
[2025-11-25T23:49:01.371294] [DEBUG] [LOCAL     ] Loaded configuration for IAG: 3 features, 80.0% accuracy
[2025-11-25T23:49:01.371353] [DEBUG] [LOCAL     ] No configuration file found for CDTX
[2025-11-25T23:49:01.371427] [DEBUG] [LOCAL     ] Loaded configuration for MEG: 5 features, 80.0% accuracy
[2025-11-25T23:49:01.371487] [DEBUG] [LOCAL     ] No configuration file found for IREN
[2025-11-25T23:49:01.371545] [DEBUG] [LOCAL     ] No configuration file found for ISTB
[2025-11-25T23:49:01.371618] [DEBUG] [LOCAL     ] Loaded configuration for KFS: 2 features, 60.0% accuracy
[2025-11-25T23:49:01.371717] [DEBUG] [LOCAL     ] Loaded configuration for RIG: 2 features, 70.0% accuracy
[2025-11-25T23:49:01.371805] [DEBUG] [LOCAL     ] Loaded configuration for MC: 2 features, 70.0% accuracy
[2025-11-25T23:49:01.371866] [DEBUG] [LOCAL     ] No configuration file found for FIVN
[2025-11-25T23:49:01.371940] [DEBUG] [LOCAL     ] Loaded configuration for MED: 2 features, 70.0% accuracy
[2025-11-25T23:49:01.372003] [DEBUG] [LOCAL     ] No configuration file found for VALN
[2025-11-25T23:49:01.372078] [DEBUG] [LOCAL     ] Loaded configuration for BUI: 6 features, 70.0% accuracy
[2025-11-25T23:49:01.372152] [DEBUG] [LOCAL     ] Loaded configuration for SWX: 1 features, 70.0% accuracy
[2025-11-25T23:49:01.372214] [DEBUG] [LOCAL     ] No configuration file found for FCAL
[2025-11-25T23:49:01.372271] [DEBUG] [LOCAL     ] No configuration file found for JAKK
[2025-11-25T23:49:01.372344] [DEBUG] [LOCAL     ] Loaded configuration for BXP: 2 features, 80.0% accuracy
[2025-11-25T23:49:01.372404] [DEBUG] [LOCAL     ] No configuration file found for IEI
[2025-11-25T23:49:01.372460] [DEBUG] [LOCAL     ] No configuration file found for MMLP
[2025-11-25T23:49:01.372533] [DEBUG] [LOCAL     ] Loaded configuration for APLE: 0 features, 70.0% accuracy
[2025-11-25T23:49:01.372608] [DEBUG] [LOCAL     ] Loaded configuration for ZTS: 3 features, 70.0% accuracy
[2025-11-25T23:49:01.372690] [DEBUG] [LOCAL     ] No configuration file found for PXS
[2025-11-25T23:49:01.372767] [DEBUG] [LOCAL     ] Loaded configuration for ZTO: 1 features, 70.0% accuracy
[2025-11-25T23:49:01.372844] [DEBUG] [LOCAL     ] Loaded configuration for MUX: 5 features, 70.0% accuracy
[2025-11-25T23:49:01.372919] [DEBUG] [LOCAL     ] Loaded configuration for GIL: 4 features, 70.0% accuracy
[2025-11-25T23:49:01.372996] [DEBUG] [LOCAL     ] Loaded configuration for COMP: 7 features, 90.0% accuracy
[2025-11-25T23:49:01.373056] [DEBUG] [LOCAL     ] No configuration file found for BHFAP
[2025-11-25T23:49:01.373113] [DEBUG] [LOCAL     ] No configuration file found for SIXG
[2025-11-25T23:49:01.373187] [DEBUG] [LOCAL     ] Loaded configuration for ADC: 0 features, 60.0% accuracy
[2025-11-25T23:49:01.373261] [DEBUG] [LOCAL     ] Loaded configuration for BUD: 3 features, 100.0% accuracy
[2025-11-25T23:49:01.373320] [DEBUG] [LOCAL     ] No configuration file found for PLPC
[2025-11-25T23:49:01.373375] [DEBUG] [LOCAL     ] No configuration file found for ALMS
[2025-11-25T23:49:01.373428] [DEBUG] [LOCAL     ] No configuration file found for KRRO
[2025-11-25T23:49:01.373500] [DEBUG] [LOCAL     ] Loaded configuration for AI: 2 features, 80.0% accuracy
[2025-11-25T23:49:01.373559] [DEBUG] [LOCAL     ] No configuration file found for GH
[2025-11-25T23:49:01.373616] [DEBUG] [LOCAL     ] No configuration file found for AVO
[2025-11-25T23:49:01.373692] [DEBUG] [LOCAL     ] No configuration file found for PLBC
[2025-11-25T23:49:01.373747] [DEBUG] [LOCAL     ] No configuration file found for ORRF
[2025-11-25T23:49:01.373799] [DEBUG] [LOCAL     ] No configuration file found for CRBP
[2025-11-25T23:49:01.373872] [DEBUG] [LOCAL     ] Loaded configuration for CRGY: 3 features, 60.0% accuracy
[2025-11-25T23:49:01.373938] [DEBUG] [LOCAL     ] No configuration file found for SFIX
[2025-11-25T23:49:01.374014] [DEBUG] [LOCAL     ] Loaded configuration for BHP: 2 features, 80.0% accuracy
[2025-11-25T23:49:01.374075] [DEBUG] [LOCAL     ] No configuration file found for FIXD
[2025-11-25T23:49:01.374148] [DEBUG] [LOCAL     ] Loaded configuration for MSGE: 3 features, 60.0% accuracy
[2025-11-25T23:49:01.374206] [DEBUG] [LOCAL     ] No configuration file found for ENPH
[2025-11-25T23:49:01.374280] [DEBUG] [LOCAL     ] Loaded configuration for BTE: 3 features, 90.0% accuracy
[2025-11-25T23:49:01.374338] [DEBUG] [LOCAL     ] No configuration file found for SRTS
[2025-11-25T23:49:01.374393] [DEBUG] [LOCAL     ] No configuration file found for VRCA
[2025-11-25T23:49:01.374464] [DEBUG] [LOCAL     ] Loaded configuration for SII: 2 features, 70.0% accuracy
[2025-11-25T23:49:01.374537] [DEBUG] [LOCAL     ] Loaded configuration for FOF: 2 features, 100.0% accuracy
[2025-11-25T23:49:01.374600] [DEBUG] [LOCAL     ] No configuration file found for BSCP
[2025-11-25T23:49:01.374674] [DEBUG] [LOCAL     ] No configuration file found for DCOM
[2025-11-25T23:49:01.374749] [DEBUG] [LOCAL     ] Loaded configuration for RLI: 0 features, 90.0% accuracy
[2025-11-25T23:49:01.374807] [DEBUG] [LOCAL     ] No configuration file found for MQ
[2025-11-25T23:49:01.374863] [DEBUG] [LOCAL     ] No configuration file found for TENX
[2025-11-25T23:49:01.374916] [DEBUG] [LOCAL     ] No configuration file found for QTRX
[2025-11-25T23:49:01.374970] [DEBUG] [LOCAL     ] No configuration file found for HSIC
[2025-11-25T23:49:01.375042] [DEBUG] [LOCAL     ] Loaded configuration for UNP: 4 features, 90.0% accuracy
[2025-11-25T23:49:01.375099] [DEBUG] [LOCAL     ] No configuration file found for VBNK
[2025-11-25T23:49:01.375171] [DEBUG] [LOCAL     ] Loaded configuration for TRC: 2 features, 90.0% accuracy
[2025-11-25T23:49:01.375233] [DEBUG] [LOCAL     ] No configuration file found for BIAF
[2025-11-25T23:49:01.375288] [DEBUG] [LOCAL     ] No configuration file found for AMRN
[2025-11-25T23:49:01.375359] [DEBUG] [LOCAL     ] Loaded configuration for HZO: 2 features, 70.0% accuracy
[2025-11-25T23:49:01.375419] [DEBUG] [LOCAL     ] No configuration file found for ENSG
[2025-11-25T23:49:01.375474] [DEBUG] [LOCAL     ] No configuration file found for GLSI
[2025-11-25T23:49:01.375525] [DEBUG] [LOCAL     ] No configuration file found for RMBI
[2025-11-25T23:49:01.375579] [DEBUG] [LOCAL     ] No configuration file found for BOF
[2025-11-25T23:49:01.375630] [DEBUG] [LOCAL     ] No configuration file found for FROG
[2025-11-25T23:49:01.375704] [DEBUG] [LOCAL     ] No configuration file found for JAGX
[2025-11-25T23:49:01.375777] [DEBUG] [LOCAL     ] Loaded configuration for DSL: 2 features, 70.0% accuracy
[2025-11-25T23:49:01.375850] [DEBUG] [LOCAL     ] Loaded configuration for GSK: 1 features, 80.0% accuracy
[2025-11-25T23:49:01.375908] [DEBUG] [LOCAL     ] No configuration file found for NTRSO
[2025-11-25T23:49:01.375981] [DEBUG] [LOCAL     ] Loaded configuration for NIM: 0 features, 70.0% accuracy
[2025-11-25T23:49:01.376041] [DEBUG] [LOCAL     ] No configuration file found for XRAY
[2025-11-25T23:49:01.376095] [DEBUG] [LOCAL     ] No configuration file found for AMWD
[2025-11-25T23:49:01.376166] [DEBUG] [LOCAL     ] Loaded configuration for VICI: 4 features, 80.0% accuracy
[2025-11-25T23:49:01.376254] [DEBUG] [LOCAL     ] Loaded configuration for DK: 1 features, 70.0% accuracy
[2025-11-25T23:49:01.376344] [DEBUG] [LOCAL     ] Loaded configuration for DDL: 1 features, 80.0% accuracy
[2025-11-25T23:49:01.376411] [DEBUG] [LOCAL     ] No configuration file found for HFFG
[2025-11-25T23:49:01.376469] [DEBUG] [LOCAL     ] No configuration file found for TIL
[2025-11-25T23:49:01.376522] [DEBUG] [LOCAL     ] No configuration file found for GHRS
[2025-11-25T23:49:01.376577] [DEBUG] [LOCAL     ] No configuration file found for LWLG
[2025-11-25T23:49:01.376629] [DEBUG] [LOCAL     ] No configuration file found for SAIA
[2025-11-25T23:49:01.376741] [DEBUG] [LOCAL     ] Loaded configuration for PBH: 1 features, 80.0% accuracy
[2025-11-25T23:49:01.376819] [DEBUG] [LOCAL     ] Loaded configuration for PRI: 3 features, 80.0% accuracy
[2025-11-25T23:49:01.376893] [DEBUG] [LOCAL     ] Loaded configuration for BBUC: 2 features, 80.0% accuracy
[2025-11-25T23:49:01.376967] [DEBUG] [LOCAL     ] Loaded configuration for AWP: 3 features, 80.0% accuracy
[2025-11-25T23:49:01.377026] [DEBUG] [LOCAL     ] No configuration file found for AHCO
[2025-11-25T23:49:01.377099] [DEBUG] [LOCAL     ] Loaded configuration for ESE: 3 features, 60.0% accuracy
[2025-11-25T23:49:01.377157] [DEBUG] [LOCAL     ] No configuration file found for STOK
[2025-11-25T23:49:01.377222] [DEBUG] [LOCAL     ] No configuration file found for HOOD
[2025-11-25T23:49:01.377309] [DEBUG] [LOCAL     ] Loaded configuration for WRBY: 3 features, 70.0% accuracy
[2025-11-25T23:49:01.377404] [DEBUG] [LOCAL     ] No configuration file found for WGMI
[2025-11-25T23:49:01.377481] [DEBUG] [LOCAL     ] Loaded configuration for FCN: 5 features, 90.0% accuracy
[2025-11-25T23:49:01.377544] [DEBUG] [LOCAL     ] No configuration file found for GTLB
[2025-11-25T23:49:01.377599] [DEBUG] [LOCAL     ] No configuration file found for WNEB
[2025-11-25T23:49:01.377693] [DEBUG] [LOCAL     ] Loaded configuration for GAM: 2 features, 80.0% accuracy
[2025-11-25T23:49:01.377755] [DEBUG] [LOCAL     ] No configuration file found for LILAK
[2025-11-25T23:49:01.377809] [DEBUG] [LOCAL     ] No configuration file found for ZBRA
[2025-11-25T23:49:01.377862] [DEBUG] [LOCAL     ] No configuration file found for SSNC
[2025-11-25T23:49:01.377915] [DEBUG] [LOCAL     ] No configuration file found for RUN
[2025-11-25T23:49:01.377986] [DEBUG] [LOCAL     ] Loaded configuration for GFL: 1 features, 80.0% accuracy
[2025-11-25T23:49:01.378044] [DEBUG] [LOCAL     ] No configuration file found for YTRA
[2025-11-25T23:49:01.378117] [DEBUG] [LOCAL     ] Loaded configuration for RSG: 1 features, 80.0% accuracy
[2025-11-25T23:49:01.378177] [DEBUG] [LOCAL     ] No configuration file found for NVMI
[2025-11-25T23:49:01.378233] [DEBUG] [LOCAL     ] No configuration file found for SKRE
[2025-11-25T23:49:01.378292] [DEBUG] [LOCAL     ] No configuration file found for MVBF
[2025-11-25T23:49:01.378363] [DEBUG] [LOCAL     ] Loaded configuration for HTGC: 1 features, 60.0% accuracy
[2025-11-25T23:49:01.378422] [DEBUG] [LOCAL     ] No configuration file found for CSIQ
[2025-11-25T23:49:01.378492] [DEBUG] [LOCAL     ] Loaded configuration for IFN: 3 features, 70.0% accuracy
[2025-11-25T23:49:01.378551] [DEBUG] [LOCAL     ] No configuration file found for SFLO
[2025-11-25T23:49:01.378623] [DEBUG] [LOCAL     ] Loaded configuration for MYN: 1 features, 100.0% accuracy
[2025-11-25T23:49:01.378709] [DEBUG] [LOCAL     ] No configuration file found for HELE
[2025-11-25T23:49:01.378783] [DEBUG] [LOCAL     ] Loaded configuration for ATHM: 3 features, 80.0% accuracy
[2025-11-25T23:49:01.378858] [DEBUG] [LOCAL     ] Loaded configuration for DECK: 2 features, 80.0% accuracy
[2025-11-25T23:49:01.378916] [DEBUG] [LOCAL     ] No configuration file found for HRMY
[2025-11-25T23:49:01.378971] [DEBUG] [LOCAL     ] No configuration file found for EMBC
[2025-11-25T23:49:01.379026] [DEBUG] [LOCAL     ] No configuration file found for WB
[2025-11-25T23:49:01.379098] [DEBUG] [LOCAL     ] Loaded configuration for GNK: 3 features, 70.0% accuracy
[2025-11-25T23:49:01.379172] [DEBUG] [LOCAL     ] Loaded configuration for SMFG: 1 features, 90.0% accuracy
[2025-11-25T23:49:01.379250] [DEBUG] [LOCAL     ] Loaded configuration for VBF: 4 features, 90.0% accuracy
[2025-11-25T23:49:01.379310] [DEBUG] [LOCAL     ] No configuration file found for ASML
[2025-11-25T23:49:01.379367] [DEBUG] [LOCAL     ] No configuration file found for APPN
[2025-11-25T23:49:01.379422] [DEBUG] [LOCAL     ] No configuration file found for USIG
[2025-11-25T23:49:01.379474] [DEBUG] [LOCAL     ] No configuration file found for NRIM
[2025-11-25T23:49:01.379526] [DEBUG] [LOCAL     ] No configuration file found for MGRC
[2025-11-25T23:49:01.379605] [DEBUG] [LOCAL     ] Loaded configuration for DNA: 3 features, 80.0% accuracy
[2025-11-25T23:49:01.379685] [DEBUG] [LOCAL     ] No configuration file found for MODL
[2025-11-25T23:49:01.379763] [DEBUG] [LOCAL     ] Loaded configuration for KMPB: 5 features, 80.0% accuracy
[2025-11-25T23:49:01.379824] [DEBUG] [LOCAL     ] No configuration file found for TNDM
[2025-11-25T23:49:01.379878] [DEBUG] [LOCAL     ] No configuration file found for FTGS
[2025-11-25T23:49:01.379931] [DEBUG] [LOCAL     ] No configuration file found for GCMG
[2025-11-25T23:49:01.379986] [DEBUG] [LOCAL     ] No configuration file found for SMH
[2025-11-25T23:49:01.380057] [DEBUG] [LOCAL     ] Loaded configuration for OEC: 0 features, 80.0% accuracy
[2025-11-25T23:49:01.380117] [DEBUG] [LOCAL     ] No configuration file found for FALN
[2025-11-25T23:49:01.380176] [DEBUG] [LOCAL     ] No configuration file found for HLMN
[2025-11-25T23:49:01.380241] [DEBUG] [LOCAL     ] No configuration file found for REPL
[2025-11-25T23:49:01.380305] [DEBUG] [LOCAL     ] No configuration file found for NFE
[2025-11-25T23:49:01.380369] [DEBUG] [LOCAL     ] No configuration file found for TCMD
[2025-11-25T23:49:01.380426] [DEBUG] [LOCAL     ] No configuration file found for CCB
[2025-11-25T23:49:01.380477] [DEBUG] [LOCAL     ] No configuration file found for MSGM
[2025-11-25T23:49:01.380549] [DEBUG] [LOCAL     ] Loaded configuration for ALSN: 2 features, 70.0% accuracy
[2025-11-25T23:49:01.380607] [DEBUG] [LOCAL     ] No configuration file found for NTRB
[2025-11-25T23:49:01.380702] [DEBUG] [LOCAL     ] Loaded configuration for NTB: 2 features, 90.0% accuracy
[2025-11-25T23:49:01.380762] [DEBUG] [LOCAL     ] No configuration file found for STKL
[2025-11-25T23:49:01.380817] [DEBUG] [LOCAL     ] No configuration file found for EWCZ
[2025-11-25T23:49:01.380872] [DEBUG] [LOCAL     ] No configuration file found for EVRG
[2025-11-25T23:49:01.380927] [DEBUG] [LOCAL     ] No configuration file found for UTEN
[2025-11-25T23:49:01.380980] [DEBUG] [LOCAL     ] No configuration file found for EXAS
[2025-11-25T23:49:01.381052] [DEBUG] [LOCAL     ] Loaded configuration for SPGI: 3 features, 80.0% accuracy
[2025-11-25T23:49:01.381109] [DEBUG] [LOCAL     ] No configuration file found for PI
[2025-11-25T23:49:01.381165] [DEBUG] [LOCAL     ] No configuration file found for OSBC
[2025-11-25T23:49:01.381252] [DEBUG] [LOCAL     ] Loaded configuration for SCD: 1 features, 70.0% accuracy
[2025-11-25T23:49:01.381342] [DEBUG] [LOCAL     ] Loaded configuration for KTB: 5 features, 90.0% accuracy
[2025-11-25T23:49:01.381403] [DEBUG] [LOCAL     ] No configuration file found for MELI
[2025-11-25T23:49:01.381477] [DEBUG] [LOCAL     ] Loaded configuration for EOI: 3 features, 80.0% accuracy
[2025-11-25T23:49:01.381550] [DEBUG] [LOCAL     ] Loaded configuration for NCZ: 3 features, 80.0% accuracy
[2025-11-25T23:49:01.381624] [DEBUG] [LOCAL     ] Loaded configuration for LNN: 1 features, 60.0% accuracy
[2025-11-25T23:49:01.381716] [DEBUG] [LOCAL     ] Loaded configuration for GKOS: 2 features, 60.0% accuracy
[2025-11-25T23:49:01.381790] [DEBUG] [LOCAL     ] Loaded configuration for TBI: 4 features, 90.0% accuracy
[2025-11-25T23:49:01.381850] [DEBUG] [LOCAL     ] No configuration file found for NVA
[2025-11-25T23:49:01.381924] [DEBUG] [LOCAL     ] Loaded configuration for JLL: 5 features, 90.0% accuracy
[2025-11-25T23:49:01.381982] [DEBUG] [LOCAL     ] No configuration file found for NICE
[2025-11-25T23:49:01.382057] [DEBUG] [LOCAL     ] Loaded configuration for HPQ: 2 features, 90.0% accuracy
[2025-11-25T23:49:01.382117] [DEBUG] [LOCAL     ] No configuration file found for CHCO
[2025-11-25T23:49:01.382197] [DEBUG] [LOCAL     ] Loaded configuration for AON: 0 features, 70.0% accuracy
[2025-11-25T23:49:01.382273] [DEBUG] [LOCAL     ] Loaded configuration for NCLH: 5 features, 90.0% accuracy
[2025-11-25T23:49:01.382347] [DEBUG] [LOCAL     ] Loaded configuration for UL: 3 features, 80.0% accuracy
[2025-11-25T23:49:01.382406] [DEBUG] [LOCAL     ] No configuration file found for FEP
[2025-11-25T23:49:01.382468] [DEBUG] [LOCAL     ] No configuration file found for CHKP
[2025-11-25T23:49:01.382523] [DEBUG] [LOCAL     ] No configuration file found for PSNL
[2025-11-25T23:49:01.382575] [DEBUG] [LOCAL     ] No configuration file found for CRNC
[2025-11-25T23:49:01.382665] [DEBUG] [LOCAL     ] Loaded configuration for FCF: 3 features, 90.0% accuracy
[2025-11-25T23:49:01.382742] [DEBUG] [LOCAL     ] Loaded configuration for CQP: 0 features, 80.0% accuracy
[2025-11-25T23:49:01.382816] [DEBUG] [LOCAL     ] Loaded configuration for SOL: 2 features, 70.0% accuracy
[2025-11-25T23:49:01.382875] [DEBUG] [LOCAL     ] No configuration file found for OZKAP
[2025-11-25T23:49:01.382930] [DEBUG] [LOCAL     ] No configuration file found for VFS
[2025-11-25T23:49:01.382983] [DEBUG] [LOCAL     ] No configuration file found for MRVI
[2025-11-25T23:49:01.383055] [DEBUG] [LOCAL     ] Loaded configuration for BEKE: 3 features, 80.0% accuracy
[2025-11-25T23:49:01.383114] [DEBUG] [LOCAL     ] No configuration file found for FATBP
[2025-11-25T23:49:01.383169] [DEBUG] [LOCAL     ] No configuration file found for WIX
[2025-11-25T23:49:01.383245] [DEBUG] [LOCAL     ] Loaded configuration for CVI: 2 features, 70.0% accuracy
[2025-11-25T23:49:01.383304] [DEBUG] [LOCAL     ] No configuration file found for DMRC
[2025-11-25T23:49:01.383360] [DEBUG] [LOCAL     ] No configuration file found for IZEA
[2025-11-25T23:49:01.383431] [DEBUG] [LOCAL     ] Loaded configuration for NBXG: 4 features, 60.0% accuracy
[2025-11-25T23:49:01.383489] [DEBUG] [LOCAL     ] No configuration file found for ZYME
[2025-11-25T23:49:01.383545] [DEBUG] [LOCAL     ] No configuration file found for QCOM
[2025-11-25T23:49:01.383618] [DEBUG] [LOCAL     ] Loaded configuration for CNQ: 1 features, 80.0% accuracy
[2025-11-25T23:49:01.383696] [DEBUG] [LOCAL     ] No configuration file found for APVO
[2025-11-25T23:49:01.383771] [DEBUG] [LOCAL     ] Loaded configuration for VZ: 3 features, 60.0% accuracy
[2025-11-25T23:49:01.383844] [DEBUG] [LOCAL     ] Loaded configuration for AMH: 3 features, 80.0% accuracy
[2025-11-25T23:49:01.383917] [DEBUG] [LOCAL     ] Loaded configuration for DOCS: 2 features, 80.0% accuracy
[2025-11-25T23:49:01.383991] [DEBUG] [LOCAL     ] Loaded configuration for DTE: 0 features, 70.0% accuracy
[2025-11-25T23:49:01.384050] [DEBUG] [LOCAL     ] No configuration file found for ERIE
[2025-11-25T23:49:01.384106] [DEBUG] [LOCAL     ] No configuration file found for SNPS
[2025-11-25T23:49:01.384179] [DEBUG] [LOCAL     ] Loaded configuration for NGS: 2 features, 70.0% accuracy
[2025-11-25T23:49:01.384254] [DEBUG] [LOCAL     ] Loaded configuration for BAC: 3 features, 70.0% accuracy
[2025-11-25T23:49:01.384331] [DEBUG] [LOCAL     ] Loaded configuration for TPH: 2 features, 70.0% accuracy
[2025-11-25T23:49:01.384404] [DEBUG] [LOCAL     ] Loaded configuration for HEQ: 3 features, 70.0% accuracy
[2025-11-25T23:49:01.384463] [DEBUG] [LOCAL     ] No configuration file found for MORN
[2025-11-25T23:49:01.384518] [DEBUG] [LOCAL     ] No configuration file found for MBWM
[2025-11-25T23:49:01.384570] [DEBUG] [LOCAL     ] No configuration file found for HBANP
[2025-11-25T23:49:01.384661] [DEBUG] [LOCAL     ] Loaded configuration for SSB: 3 features, 80.0% accuracy
[2025-11-25T23:49:01.384740] [DEBUG] [LOCAL     ] Loaded configuration for TK: 3 features, 70.0% accuracy
[2025-11-25T23:49:01.384814] [DEBUG] [LOCAL     ] Loaded configuration for NVGS: 2 features, 80.0% accuracy
[2025-11-25T23:49:01.384887] [DEBUG] [LOCAL     ] Loaded configuration for ISD: 3 features, 70.0% accuracy
[2025-11-25T23:49:01.384947] [DEBUG] [LOCAL     ] No configuration file found for FLXS
[2025-11-25T23:49:01.385004] [DEBUG] [LOCAL     ] No configuration file found for SLP
[2025-11-25T23:49:01.385061] [DEBUG] [LOCAL     ] No configuration file found for III
[2025-11-25T23:49:01.385133] [DEBUG] [LOCAL     ] Loaded configuration for PMM: 4 features, 70.0% accuracy
[2025-11-25T23:49:01.385208] [DEBUG] [LOCAL     ] Loaded configuration for WFG: 3 features, 80.0% accuracy
[2025-11-25T23:49:01.385290] [DEBUG] [LOCAL     ] Loaded configuration for AVY: 3 features, 60.0% accuracy
[2025-11-25T23:49:01.385364] [DEBUG] [LOCAL     ] Loaded configuration for HG: 2 features, 70.0% accuracy
[2025-11-25T23:49:01.385422] [DEBUG] [LOCAL     ] No configuration file found for MNTK
[2025-11-25T23:49:01.385478] [DEBUG] [LOCAL     ] No configuration file found for SENEA
[2025-11-25T23:49:01.385532] [DEBUG] [LOCAL     ] No configuration file found for CRTO
[2025-11-25T23:49:01.385585] [DEBUG] [LOCAL     ] No configuration file found for CALC
[2025-11-25T23:49:01.385638] [DEBUG] [LOCAL     ] No configuration file found for SPOK
[2025-11-25T23:49:01.385733] [DEBUG] [LOCAL     ] Loaded configuration for AXTA: 5 features, 80.0% accuracy
[2025-11-25T23:49:01.385791] [DEBUG] [LOCAL     ] No configuration file found for NMFC
[2025-11-25T23:49:01.385864] [DEBUG] [LOCAL     ] Loaded configuration for MYI: 4 features, 70.0% accuracy
[2025-11-25T23:49:01.385938] [DEBUG] [LOCAL     ] Loaded configuration for LDP: 2 features, 80.0% accuracy
[2025-11-25T23:49:01.386011] [DEBUG] [LOCAL     ] Loaded configuration for CXE: 2 features, 70.0% accuracy
[2025-11-25T23:49:01.386085] [DEBUG] [LOCAL     ] Loaded configuration for DY: 4 features, 70.0% accuracy
[2025-11-25T23:49:01.386144] [DEBUG] [LOCAL     ] No configuration file found for FORM
[2025-11-25T23:49:01.386200] [DEBUG] [LOCAL     ] No configuration file found for CENX
[2025-11-25T23:49:01.386252] [DEBUG] [LOCAL     ] No configuration file found for WLDN
[2025-11-25T23:49:01.386325] [DEBUG] [LOCAL     ] Loaded configuration for DBL: 1 features, 70.0% accuracy
[2025-11-25T23:49:01.386383] [DEBUG] [LOCAL     ] No configuration file found for CASH
[2025-11-25T23:49:01.386439] [DEBUG] [LOCAL     ] No configuration file found for CRUS
[2025-11-25T23:49:01.386495] [DEBUG] [LOCAL     ] No configuration file found for ADSE
[2025-11-25T23:49:01.386547] [DEBUG] [LOCAL     ] No configuration file found for LECO
[2025-11-25T23:49:01.386619] [DEBUG] [LOCAL     ] Loaded configuration for STAG: 0 features, 60.0% accuracy
[2025-11-25T23:49:01.386697] [DEBUG] [LOCAL     ] No configuration file found for BTCS
[2025-11-25T23:49:01.386772] [DEBUG] [LOCAL     ] Loaded configuration for BLX: 5 features, 70.0% accuracy
[2025-11-25T23:49:01.386833] [DEBUG] [LOCAL     ] No configuration file found for LIF
[2025-11-25T23:49:01.386888] [DEBUG] [LOCAL     ] No configuration file found for LBRDK
[2025-11-25T23:49:01.386941] [DEBUG] [LOCAL     ] No configuration file found for TAYD
[2025-11-25T23:49:01.386993] [DEBUG] [LOCAL     ] No configuration file found for IMTX
[2025-11-25T23:49:01.387045] [DEBUG] [LOCAL     ] No configuration file found for EVCM
[2025-11-25T23:49:01.387098] [DEBUG] [LOCAL     ] No configuration file found for EMB
[2025-11-25T23:49:01.387170] [DEBUG] [LOCAL     ] Loaded configuration for BYM: 4 features, 70.0% accuracy
[2025-11-25T23:49:01.387231] [DEBUG] [LOCAL     ] No configuration file found for PHO
[2025-11-25T23:49:01.387318] [DEBUG] [LOCAL     ] Loaded configuration for DAL: 3 features, 70.0% accuracy
[2025-11-25T23:49:01.387406] [DEBUG] [LOCAL     ] No configuration file found for AMBA
[2025-11-25T23:49:01.387484] [DEBUG] [LOCAL     ] Loaded configuration for SAH: 2 features, 70.0% accuracy
[2025-11-25T23:49:01.387543] [DEBUG] [LOCAL     ] No configuration file found for CPIX
[2025-11-25T23:49:01.387597] [DEBUG] [LOCAL     ] No configuration file found for ATLCZ
[2025-11-25T23:49:01.387689] [DEBUG] [LOCAL     ] Loaded configuration for BROS: 1 features, 100.0% accuracy
[2025-11-25T23:49:01.387749] [DEBUG] [LOCAL     ] No configuration file found for CRESY
[2025-11-25T23:49:01.387823] [DEBUG] [LOCAL     ] Loaded configuration for CC: 3 features, 90.0% accuracy
[2025-11-25T23:49:01.387898] [DEBUG] [LOCAL     ] Loaded configuration for DEA: 2 features, 90.0% accuracy
[2025-11-25T23:49:01.387957] [DEBUG] [LOCAL     ] No configuration file found for EXFY
[2025-11-25T23:49:01.388032] [DEBUG] [LOCAL     ] Loaded configuration for PCM: 3 features, 80.0% accuracy
[2025-11-25T23:49:01.388115] [DEBUG] [LOCAL     ] Loaded configuration for CMSA: 2 features, 80.0% accuracy
[2025-11-25T23:49:01.388175] [DEBUG] [LOCAL     ] No configuration file found for ONEQ
[2025-11-25T23:49:01.388248] [DEBUG] [LOCAL     ] Loaded configuration for UTZ: 0 features, 70.0% accuracy
[2025-11-25T23:49:01.388324] [DEBUG] [LOCAL     ] Loaded configuration for CBAN: 1 features, 80.0% accuracy
[2025-11-25T23:49:01.388398] [DEBUG] [LOCAL     ] Loaded configuration for SLB: 3 features, 70.0% accuracy
[2025-11-25T23:49:01.388459] [DEBUG] [LOCAL     ] No configuration file found for BRY
[2025-11-25T23:49:01.388518] [DEBUG] [LOCAL     ] No configuration file found for DPZ
[2025-11-25T23:49:01.388592] [DEBUG] [LOCAL     ] Loaded configuration for VGM: 1 features, 80.0% accuracy
[2025-11-25T23:49:01.388670] [DEBUG] [LOCAL     ] No configuration file found for MRCC
[2025-11-25T23:49:01.388747] [DEBUG] [LOCAL     ] Loaded configuration for SPXC: 1 features, 70.0% accuracy
[2025-11-25T23:49:01.388823] [DEBUG] [LOCAL     ] Loaded configuration for HSBC: 2 features, 90.0% accuracy
[2025-11-25T23:49:01.388882] [DEBUG] [LOCAL     ] No configuration file found for GLUE
[2025-11-25T23:49:01.389004] [DEBUG] [LOCAL     ] Loaded configuration for NOG: 1 features, 70.0% accuracy
[2025-11-25T23:49:01.389082] [DEBUG] [LOCAL     ] Loaded configuration for TRTX: 3 features, 80.0% accuracy
[2025-11-25T23:49:01.389144] [DEBUG] [LOCAL     ] No configuration file found for GGAL
[2025-11-25T23:49:01.389203] [DEBUG] [LOCAL     ] No configuration file found for PESI
[2025-11-25T23:49:01.389277] [DEBUG] [LOCAL     ] Loaded configuration for SHG: 4 features, 80.0% accuracy
[2025-11-25T23:49:01.389353] [DEBUG] [LOCAL     ] Loaded configuration for SLF: 2 features, 70.0% accuracy
[2025-11-25T23:49:01.389428] [DEBUG] [LOCAL     ] Loaded configuration for KRC: 1 features, 70.0% accuracy
[2025-11-25T23:49:01.389502] [DEBUG] [LOCAL     ] Loaded configuration for SKY: 2 features, 70.0% accuracy
[2025-11-25T23:49:01.389564] [DEBUG] [LOCAL     ] No configuration file found for GMM
[2025-11-25T23:49:01.389622] [DEBUG] [LOCAL     ] No configuration file found for NATH
[2025-11-25T23:49:01.389715] [DEBUG] [LOCAL     ] Loaded configuration for BDJ: 2 features, 70.0% accuracy
[2025-11-25T23:49:01.389776] [DEBUG] [LOCAL     ] No configuration file found for TLS
[2025-11-25T23:49:01.389834] [DEBUG] [LOCAL     ] No configuration file found for MTSI
[2025-11-25T23:49:01.389886] [DEBUG] [LOCAL     ] No configuration file found for ALEC
[2025-11-25T23:49:01.389959] [DEBUG] [LOCAL     ] Loaded configuration for MAS: 0 features, 80.0% accuracy
[2025-11-25T23:49:01.390034] [DEBUG] [LOCAL     ] Loaded configuration for SITC: 3 features, 80.0% accuracy
[2025-11-25T23:49:01.390108] [DEBUG] [LOCAL     ] Loaded configuration for CUBE: 1 features, 70.0% accuracy
[2025-11-25T23:49:01.390168] [DEBUG] [LOCAL     ] No configuration file found for SGRY
[2025-11-25T23:49:01.390228] [DEBUG] [LOCAL     ] No configuration file found for GEVO
[2025-11-25T23:49:01.390316] [DEBUG] [LOCAL     ] Loaded configuration for WLKP: 0 features, 80.0% accuracy
[2025-11-25T23:49:01.390396] [DEBUG] [LOCAL     ] Loaded configuration for PERF: 3 features, 80.0% accuracy
[2025-11-25T23:49:01.390470] [DEBUG] [LOCAL     ] Loaded configuration for SSL: 2 features, 60.0% accuracy
[2025-11-25T23:49:01.390532] [DEBUG] [LOCAL     ] No configuration file found for RAY
[2025-11-25T23:49:01.390587] [DEBUG] [LOCAL     ] No configuration file found for VERA
[2025-11-25T23:49:01.390660] [DEBUG] [LOCAL     ] No configuration file found for CORZ
[2025-11-25T23:49:01.390718] [DEBUG] [LOCAL     ] No configuration file found for CCNE
[2025-11-25T23:49:01.390771] [DEBUG] [LOCAL     ] No configuration file found for PYXS
[2025-11-25T23:49:01.390844] [DEBUG] [LOCAL     ] Loaded configuration for IBP: 3 features, 80.0% accuracy
[2025-11-25T23:49:01.390904] [DEBUG] [LOCAL     ] No configuration file found for EHTH
[2025-11-25T23:49:01.390978] [DEBUG] [LOCAL     ] Loaded configuration for UGP: 4 features, 70.0% accuracy
[2025-11-25T23:49:01.391060] [DEBUG] [LOCAL     ] Loaded configuration for FUL: 4 features, 70.0% accuracy
[2025-11-25T23:49:01.391134] [DEBUG] [LOCAL     ] Loaded configuration for YSG: 1 features, 90.0% accuracy
[2025-11-25T23:49:01.391189] [DEBUG] [LOCAL     ] No configuration file found for FNLC
[2025-11-25T23:49:01.391256] [DEBUG] [LOCAL     ] Loaded configuration for DLY: 4 features, 60.0% accuracy
[2025-11-25T23:49:01.391329] [DEBUG] [LOCAL     ] Loaded configuration for CSAN: 0 features, 70.0% accuracy
[2025-11-25T23:49:01.391387] [DEBUG] [LOCAL     ] No configuration file found for BCYC
[2025-11-25T23:49:01.391442] [DEBUG] [LOCAL     ] No configuration file found for METD
[2025-11-25T23:49:01.391494] [DEBUG] [LOCAL     ] No configuration file found for BUSE
[2025-11-25T23:49:01.391546] [DEBUG] [LOCAL     ] No configuration file found for KHC
[2025-11-25T23:49:01.391598] [DEBUG] [LOCAL     ] No configuration file found for PEGA
[2025-11-25T23:49:01.391667] [DEBUG] [LOCAL     ] No configuration file found for PMVP
[2025-11-25T23:49:01.391726] [DEBUG] [LOCAL     ] No configuration file found for GLNG
[2025-11-25T23:49:01.391799] [DEBUG] [LOCAL     ] Loaded configuration for VFC: 4 features, 90.0% accuracy
[2025-11-25T23:49:01.392236] [DEBUG] [LOCAL     ] Loaded configuration for ABVC: 2 features, 80.0% accuracy
[2025-11-25T23:49:01.392333] [DEBUG] [LOCAL     ] Loaded configuration for CDP: 1 features, 80.0% accuracy
[2025-11-25T23:49:01.392396] [DEBUG] [LOCAL     ] No configuration file found for MRX
[2025-11-25T23:49:01.392452] [DEBUG] [LOCAL     ] No configuration file found for SAMG
[2025-11-25T23:49:01.392526] [DEBUG] [LOCAL     ] Loaded configuration for NVRI: 3 features, 80.0% accuracy
[2025-11-25T23:49:01.392585] [DEBUG] [LOCAL     ] No configuration file found for USMC
[2025-11-25T23:49:01.392635] [DEBUG] [LOCAL     ] No configuration file found for EVGO
[2025-11-25T23:49:01.392732] [DEBUG] [LOCAL     ] Loaded configuration for TKC: 3 features, 70.0% accuracy
[2025-11-25T23:49:01.392807] [DEBUG] [LOCAL     ] Loaded configuration for BMA: 2 features, 50.0% accuracy
[2025-11-25T23:49:01.392880] [DEBUG] [LOCAL     ] Loaded configuration for SLGN: 3 features, 70.0% accuracy
[2025-11-25T23:49:01.392952] [DEBUG] [LOCAL     ] Loaded configuration for BKD: 1 features, 70.0% accuracy
[2025-11-25T23:49:01.393026] [DEBUG] [LOCAL     ] Loaded configuration for PAM: 2 features, 80.0% accuracy
[2025-11-25T23:49:01.393098] [DEBUG] [LOCAL     ] Loaded configuration for SRG: 0 features, 80.0% accuracy
[2025-11-25T23:49:01.393176] [DEBUG] [LOCAL     ] Loaded configuration for MNSO: 3 features, 90.0% accuracy
[2025-11-25T23:49:01.393249] [DEBUG] [LOCAL     ] No configuration file found for ENTA
[2025-11-25T23:49:01.393317] [DEBUG] [LOCAL     ] No configuration file found for VITL
[2025-11-25T23:49:01.393396] [DEBUG] [LOCAL     ] Loaded configuration for DOCN: 2 features, 70.0% accuracy
[2025-11-25T23:49:01.393456] [DEBUG] [LOCAL     ] No configuration file found for ONCO
[2025-11-25T23:49:01.393530] [DEBUG] [LOCAL     ] Loaded configuration for NI: 3 features, 70.0% accuracy
[2025-11-25T23:49:01.393591] [DEBUG] [LOCAL     ] No configuration file found for CMPS
[2025-11-25T23:49:01.393661] [DEBUG] [LOCAL     ] No configuration file found for VUZI
[2025-11-25T23:49:01.393719] [DEBUG] [LOCAL     ] No configuration file found for BYSI
[2025-11-25T23:49:01.393772] [DEBUG] [LOCAL     ] No configuration file found for SNDX
[2025-11-25T23:49:01.393844] [DEBUG] [LOCAL     ] Loaded configuration for CNA: 2 features, 30.0% accuracy
[2025-11-25T23:49:01.393918] [DEBUG] [LOCAL     ] Loaded configuration for UI: 2 features, 80.0% accuracy
[2025-11-25T23:49:01.393978] [DEBUG] [LOCAL     ] No configuration file found for IBTM
[2025-11-25T23:49:01.394034] [DEBUG] [LOCAL     ] No configuration file found for ZION
[2025-11-25T23:49:01.394090] [DEBUG] [LOCAL     ] No configuration file found for MRTN
[2025-11-25T23:49:01.394163] [DEBUG] [LOCAL     ] Loaded configuration for PFSI: 5 features, 80.0% accuracy
[2025-11-25T23:49:01.394237] [DEBUG] [LOCAL     ] Loaded configuration for PDX: 4 features, 80.0% accuracy
[2025-11-25T23:49:01.394305] [DEBUG] [LOCAL     ] No configuration file found for BSVN
[2025-11-25T23:49:01.394362] [DEBUG] [LOCAL     ] No configuration file found for OKYO
[2025-11-25T23:49:01.394416] [DEBUG] [LOCAL     ] No configuration file found for AIQ
[2025-11-25T23:49:01.394492] [DEBUG] [LOCAL     ] Loaded configuration for RFM: 2 features, 80.0% accuracy
[2025-11-25T23:49:01.394552] [DEBUG] [LOCAL     ] No configuration file found for GSM
[2025-11-25T23:49:01.394608] [DEBUG] [LOCAL     ] No configuration file found for DLPN
[2025-11-25T23:49:01.394681] [DEBUG] [LOCAL     ] No configuration file found for WABC
[2025-11-25T23:49:01.394738] [DEBUG] [LOCAL     ] No configuration file found for EEMA
[2025-11-25T23:49:01.394791] [DEBUG] [LOCAL     ] No configuration file found for IBBQ
[2025-11-25T23:49:01.394864] [DEBUG] [LOCAL     ] Loaded configuration for FTK: 1 features, 80.0% accuracy
[2025-11-25T23:49:01.394939] [DEBUG] [LOCAL     ] Loaded configuration for CPNG: 3 features, 60.0% accuracy
[2025-11-25T23:49:01.395014] [DEBUG] [LOCAL     ] Loaded configuration for WINN: 3 features, 70.0% accuracy
[2025-11-25T23:49:01.395087] [DEBUG] [LOCAL     ] Loaded configuration for CMG: 3 features, 90.0% accuracy
[2025-11-25T23:49:01.395161] [DEBUG] [LOCAL     ] Loaded configuration for MSCI: 2 features, 80.0% accuracy
[2025-11-25T23:49:01.395222] [DEBUG] [LOCAL     ] No configuration file found for ALRS
[2025-11-25T23:49:01.395301] [DEBUG] [LOCAL     ] Loaded configuration for EEX: 2 features, 70.0% accuracy
[2025-11-25T23:49:01.395359] [DEBUG] [LOCAL     ] No configuration file found for LPTH
[2025-11-25T23:49:01.395433] [DEBUG] [LOCAL     ] Loaded configuration for GOOS: 3 features, 70.0% accuracy
[2025-11-25T23:49:01.395507] [DEBUG] [LOCAL     ] Loaded configuration for WTS: 2 features, 70.0% accuracy
[2025-11-25T23:49:01.395568] [DEBUG] [LOCAL     ] No configuration file found for UFCS
[2025-11-25T23:49:01.395624] [DEBUG] [LOCAL     ] No configuration file found for EWBC
[2025-11-25T23:49:01.395700] [DEBUG] [LOCAL     ] No configuration file found for BTAI
[2025-11-25T23:49:01.395754] [DEBUG] [LOCAL     ] No configuration file found for AMRK
[2025-11-25T23:49:01.395828] [DEBUG] [LOCAL     ] Loaded configuration for JRI: 2 features, 60.0% accuracy
[2025-11-25T23:49:01.395903] [DEBUG] [LOCAL     ] Loaded configuration for KOP: 4 features, 90.0% accuracy
[2025-11-25T23:49:01.395977] [DEBUG] [LOCAL     ] Loaded configuration for JBGS: 2 features, 80.0% accuracy
[2025-11-25T23:49:01.396051] [DEBUG] [LOCAL     ] Loaded configuration for ASIX: 4 features, 90.0% accuracy
[2025-11-25T23:49:01.396125] [DEBUG] [LOCAL     ] Loaded configuration for DE: 2 features, 90.0% accuracy
[2025-11-25T23:49:01.396185] [DEBUG] [LOCAL     ] No configuration file found for USVM
[2025-11-25T23:49:01.396243] [DEBUG] [LOCAL     ] No configuration file found for ECX
[2025-11-25T23:49:01.396315] [DEBUG] [LOCAL     ] Loaded configuration for TPL: 1 features, 90.0% accuracy
[2025-11-25T23:49:01.396389] [DEBUG] [LOCAL     ] Loaded configuration for PIM: 1 features, 70.0% accuracy
[2025-11-25T23:49:01.396449] [DEBUG] [LOCAL     ] No configuration file found for SBGI
[2025-11-25T23:49:01.396523] [DEBUG] [LOCAL     ] Loaded configuration for GBCI: 1 features, 80.0% accuracy
[2025-11-25T23:49:01.396582] [DEBUG] [LOCAL     ] No configuration file found for SSSS
[2025-11-25T23:49:01.396655] [DEBUG] [LOCAL     ] No configuration file found for FYC
[2025-11-25T23:49:01.396731] [DEBUG] [LOCAL     ] Loaded configuration for EB: 3 features, 80.0% accuracy
[2025-11-25T23:49:01.396793] [DEBUG] [LOCAL     ] No configuration file found for VYMI
[2025-11-25T23:49:01.396866] [DEBUG] [LOCAL     ] Loaded configuration for FSM: 3 features, 80.0% accuracy
[2025-11-25T23:49:01.396927] [DEBUG] [LOCAL     ] No configuration file found for SIGA
[2025-11-25T23:49:01.396983] [DEBUG] [LOCAL     ] No configuration file found for GLBS
[2025-11-25T23:49:01.397037] [DEBUG] [LOCAL     ] No configuration file found for METC
[2025-11-25T23:49:01.397098] [DEBUG] [LOCAL     ] No configuration file found for LRGE
[2025-11-25T23:49:01.397153] [DEBUG] [LOCAL     ] No configuration file found for EM
[2025-11-25T23:49:01.397239] [DEBUG] [LOCAL     ] Loaded configuration for GPRK: 1 features, 100.0% accuracy
[2025-11-25T23:49:01.397331] [DEBUG] [LOCAL     ] Loaded configuration for UNM: 2 features, 80.0% accuracy
[2025-11-25T23:49:01.397428] [DEBUG] [LOCAL     ] Loaded configuration for LDOS: 1 features, 60.0% accuracy
[2025-11-25T23:49:01.397489] [DEBUG] [LOCAL     ] No configuration file found for TSCO
[2025-11-25T23:49:01.397562] [DEBUG] [LOCAL     ] Loaded configuration for PL: 3 features, 70.0% accuracy
[2025-11-25T23:49:01.397620] [DEBUG] [LOCAL     ] No configuration file found for Z
[2025-11-25T23:49:01.397700] [DEBUG] [LOCAL     ] No configuration file found for CMMB
[2025-11-25T23:49:01.397755] [DEBUG] [LOCAL     ] No configuration file found for AMAL
[2025-11-25T23:49:01.397828] [DEBUG] [LOCAL     ] Loaded configuration for BK: 2 features, 80.0% accuracy
[2025-11-25T23:49:01.397887] [DEBUG] [LOCAL     ] No configuration file found for TUSK
[2025-11-25T23:49:01.397942] [DEBUG] [LOCAL     ] No configuration file found for STRS
[2025-11-25T23:49:01.398013] [DEBUG] [LOCAL     ] Loaded configuration for STZ: 0 features, 70.0% accuracy
[2025-11-25T23:49:01.398070] [DEBUG] [LOCAL     ] No configuration file found for CARE
[2025-11-25T23:49:01.398124] [DEBUG] [LOCAL     ] No configuration file found for UMBF
[2025-11-25T23:49:01.398179] [DEBUG] [LOCAL     ] No configuration file found for NDRA
[2025-11-25T23:49:01.398231] [DEBUG] [LOCAL     ] No configuration file found for TARS
[2025-11-25T23:49:01.398302] [DEBUG] [LOCAL     ] Loaded configuration for LTC: 2 features, 80.0% accuracy
[2025-11-25T23:49:01.398360] [DEBUG] [LOCAL     ] No configuration file found for USLM
[2025-11-25T23:49:01.398416] [DEBUG] [LOCAL     ] No configuration file found for LWAY
[2025-11-25T23:49:01.398469] [DEBUG] [LOCAL     ] No configuration file found for DORM
[2025-11-25T23:49:01.398540] [DEBUG] [LOCAL     ] Loaded configuration for TJX: 2 features, 70.0% accuracy
[2025-11-25T23:49:01.398598] [DEBUG] [LOCAL     ] No configuration file found for CREG
[2025-11-25T23:49:01.398669] [DEBUG] [LOCAL     ] No configuration file found for ASPI
[2025-11-25T23:49:01.398724] [DEBUG] [LOCAL     ] No configuration file found for FLWS
[2025-11-25T23:49:01.398778] [DEBUG] [LOCAL     ] No configuration file found for WYNN
[2025-11-25T23:49:01.398832] [DEBUG] [LOCAL     ] No configuration file found for FMAO
[2025-11-25T23:49:01.398888] [DEBUG] [LOCAL     ] No configuration file found for ASTS
[2025-11-25T23:49:01.398940] [DEBUG] [LOCAL     ] No configuration file found for USCB
[2025-11-25T23:49:01.398991] [DEBUG] [LOCAL     ] No configuration file found for GIFI
[2025-11-25T23:49:01.399042] [DEBUG] [LOCAL     ] No configuration file found for LRHC
[2025-11-25T23:49:01.399114] [DEBUG] [LOCAL     ] Loaded configuration for GBTG: 1 features, 60.0% accuracy
[2025-11-25T23:49:01.399198] [DEBUG] [LOCAL     ] Loaded configuration for RC: 2 features, 60.0% accuracy
[2025-11-25T23:49:01.399268] [DEBUG] [LOCAL     ] No configuration file found for JGLO
[2025-11-25T23:49:01.399336] [DEBUG] [LOCAL     ] No configuration file found for FWONK
[2025-11-25T23:49:01.399411] [DEBUG] [LOCAL     ] Loaded configuration for HBI: 3 features, 70.0% accuracy
[2025-11-25T23:49:01.399470] [DEBUG] [LOCAL     ] No configuration file found for OFS
[2025-11-25T23:49:01.399525] [DEBUG] [LOCAL     ] No configuration file found for CNEY
[2025-11-25T23:49:01.399597] [DEBUG] [LOCAL     ] Loaded configuration for STWD: 3 features, 60.0% accuracy
[2025-11-25T23:49:01.399676] [DEBUG] [LOCAL     ] No configuration file found for IAC
[2025-11-25T23:49:01.399753] [DEBUG] [LOCAL     ] Loaded configuration for RCL: 1 features, 70.0% accuracy
[2025-11-25T23:49:01.399811] [DEBUG] [LOCAL     ] No configuration file found for ANIK
[2025-11-25T23:49:01.399865] [DEBUG] [LOCAL     ] No configuration file found for HDSN
[2025-11-25T23:49:01.399927] [DEBUG] [LOCAL     ] No configuration file found for DRMA
[2025-11-25T23:49:01.399980] [DEBUG] [LOCAL     ] No configuration file found for EVOK
[2025-11-25T23:49:01.400032] [DEBUG] [LOCAL     ] No configuration file found for BLNK
[2025-11-25T23:49:01.400084] [DEBUG] [LOCAL     ] No configuration file found for MRSN
[2025-11-25T23:49:01.400136] [DEBUG] [LOCAL     ] No configuration file found for IXUS
[2025-11-25T23:49:01.400211] [DEBUG] [LOCAL     ] Loaded configuration for APH: 3 features, 90.0% accuracy
[2025-11-25T23:49:01.400271] [DEBUG] [LOCAL     ] No configuration file found for GRWG
[2025-11-25T23:49:01.400344] [DEBUG] [LOCAL     ] Loaded configuration for CNNE: 2 features, 50.0% accuracy
[2025-11-25T23:49:01.400417] [DEBUG] [LOCAL     ] Loaded configuration for CMCM: 1 features, 70.0% accuracy
[2025-11-25T23:49:01.400477] [DEBUG] [LOCAL     ] No configuration file found for MLAB
[2025-11-25T23:49:01.400550] [DEBUG] [LOCAL     ] Loaded configuration for PRLB: 0 features, 70.0% accuracy
[2025-11-25T23:49:01.400624] [DEBUG] [LOCAL     ] Loaded configuration for PGZ: 3 features, 80.0% accuracy
[2025-11-25T23:49:01.400701] [DEBUG] [LOCAL     ] No configuration file found for MERC
[2025-11-25T23:49:01.400751] [DEBUG] [LOCAL     ] No configuration file found for BUFC
[2025-11-25T23:49:01.400807] [DEBUG] [LOCAL     ] No configuration file found for SUSC
[2025-11-25T23:49:01.400860] [DEBUG] [LOCAL     ] No configuration file found for LSCC
[2025-11-25T23:49:01.400913] [DEBUG] [LOCAL     ] No configuration file found for GAIN
[2025-11-25T23:49:01.400965] [DEBUG] [LOCAL     ] No configuration file found for SLRC
[2025-11-25T23:49:01.401039] [DEBUG] [LOCAL     ] Loaded configuration for YUM: 3 features, 70.0% accuracy
[2025-11-25T23:49:01.401099] [DEBUG] [LOCAL     ] No configuration file found for KRUS
[2025-11-25T23:49:01.401154] [DEBUG] [LOCAL     ] No configuration file found for NTIC
[2025-11-25T23:49:01.401211] [DEBUG] [LOCAL     ] No configuration file found for SPRO
[2025-11-25T23:49:01.401285] [DEBUG] [LOCAL     ] Loaded configuration for BRCC: 0 features, 60.0% accuracy
[2025-11-25T23:49:01.401360] [DEBUG] [LOCAL     ] Loaded configuration for OI: 3 features, 60.0% accuracy
[2025-11-25T23:49:01.401421] [DEBUG] [LOCAL     ] No configuration file found for PCYO
[2025-11-25T23:49:01.401476] [DEBUG] [LOCAL     ] No configuration file found for ANDE
[2025-11-25T23:49:01.401531] [DEBUG] [LOCAL     ] No configuration file found for CSX
[2025-11-25T23:49:01.401604] [DEBUG] [LOCAL     ] Loaded configuration for VNO: 1 features, 80.0% accuracy
[2025-11-25T23:49:01.401682] [DEBUG] [LOCAL     ] No configuration file found for FBL
[2025-11-25T23:49:01.401757] [DEBUG] [LOCAL     ] Loaded configuration for PAGS: 2 features, 90.0% accuracy
[2025-11-25T23:49:01.401818] [DEBUG] [LOCAL     ] No configuration file found for CHSCP
[2025-11-25T23:49:01.401892] [DEBUG] [LOCAL     ] Loaded configuration for AGX: 2 features, 70.0% accuracy
[2025-11-25T23:49:01.401967] [DEBUG] [LOCAL     ] Loaded configuration for SUN: 4 features, 70.0% accuracy
[2025-11-25T23:49:01.402043] [DEBUG] [LOCAL     ] Loaded configuration for GIB: 5 features, 80.0% accuracy
[2025-11-25T23:49:01.402119] [DEBUG] [LOCAL     ] Loaded configuration for DUK: 4 features, 80.0% accuracy
[2025-11-25T23:49:01.402179] [DEBUG] [LOCAL     ] No configuration file found for SLDB
[2025-11-25T23:49:01.402239] [DEBUG] [LOCAL     ] No configuration file found for GDC
[2025-11-25T23:49:01.402292] [DEBUG] [LOCAL     ] No configuration file found for SY
[2025-11-25T23:49:01.402345] [DEBUG] [LOCAL     ] No configuration file found for IRMD
[2025-11-25T23:49:01.402417] [DEBUG] [LOCAL     ] Loaded configuration for CWEN: 3 features, 70.0% accuracy
[2025-11-25T23:49:01.402475] [DEBUG] [LOCAL     ] No configuration file found for FIZZ
[2025-11-25T23:49:01.402531] [DEBUG] [LOCAL     ] No configuration file found for AMRX
[2025-11-25T23:49:01.402602] [DEBUG] [LOCAL     ] Loaded configuration for HLX: 2 features, 80.0% accuracy
[2025-11-25T23:49:01.402679] [DEBUG] [LOCAL     ] No configuration file found for OMAB
[2025-11-25T23:49:01.402742] [DEBUG] [LOCAL     ] No configuration file found for OS
[2025-11-25T23:49:01.402817] [DEBUG] [LOCAL     ] Loaded configuration for ASX: 3 features, 60.0% accuracy
[2025-11-25T23:49:01.402894] [DEBUG] [LOCAL     ] Loaded configuration for AEE: 1 features, 60.0% accuracy
[2025-11-25T23:49:01.402970] [DEBUG] [LOCAL     ] Loaded configuration for RBLX: 2 features, 90.0% accuracy
[2025-11-25T23:49:01.403032] [DEBUG] [LOCAL     ] No configuration file found for ADMA
[2025-11-25T23:49:01.403087] [DEBUG] [LOCAL     ] No configuration file found for CSCO
[2025-11-25T23:49:01.403163] [DEBUG] [LOCAL     ] Loaded configuration for CNI: 3 features, 90.0% accuracy
[2025-11-25T23:49:01.403233] [DEBUG] [LOCAL     ] No configuration file found for AMLX
[2025-11-25T23:49:01.403301] [DEBUG] [LOCAL     ] No configuration file found for TXN
[2025-11-25T23:49:01.403382] [DEBUG] [LOCAL     ] Loaded configuration for EVG: 1 features, 70.0% accuracy
[2025-11-25T23:49:01.403458] [DEBUG] [LOCAL     ] Loaded configuration for MHF: 3 features, 80.0% accuracy
[2025-11-25T23:49:01.403517] [DEBUG] [LOCAL     ] No configuration file found for AWRE
[2025-11-25T23:49:01.403573] [DEBUG] [LOCAL     ] No configuration file found for FID
[2025-11-25T23:49:01.403662] [DEBUG] [LOCAL     ] Loaded configuration for ENIC: 2 features, 60.0% accuracy
[2025-11-25T23:49:01.403726] [DEBUG] [LOCAL     ] No configuration file found for AVDL
[2025-11-25T23:49:01.403786] [DEBUG] [LOCAL     ] No configuration file found for PCB
[2025-11-25T23:49:01.403857] [DEBUG] [LOCAL     ] Loaded configuration for TDC: 2 features, 60.0% accuracy
[2025-11-25T23:49:01.403917] [DEBUG] [LOCAL     ] No configuration file found for MFIC
[2025-11-25T23:49:01.403971] [DEBUG] [LOCAL     ] No configuration file found for TRUE
[2025-11-25T23:49:01.404044] [DEBUG] [LOCAL     ] Loaded configuration for GOF: 3 features, 70.0% accuracy
[2025-11-25T23:49:01.404118] [DEBUG] [LOCAL     ] Loaded configuration for UE: 1 features, 60.0% accuracy
[2025-11-25T23:49:01.404178] [DEBUG] [LOCAL     ] No configuration file found for PHUN
[2025-11-25T23:49:01.404233] [DEBUG] [LOCAL     ] No configuration file found for WTFC
[2025-11-25T23:49:01.404286] [DEBUG] [LOCAL     ] No configuration file found for SIGI
[2025-11-25T23:49:01.404358] [DEBUG] [LOCAL     ] Loaded configuration for APAM: 3 features, 80.0% accuracy
[2025-11-25T23:49:01.404417] [DEBUG] [LOCAL     ] No configuration file found for NWL
[2025-11-25T23:49:01.404472] [DEBUG] [LOCAL     ] No configuration file found for AEIS
[2025-11-25T23:49:01.404526] [DEBUG] [LOCAL     ] No configuration file found for BGRN
[2025-11-25T23:49:01.404598] [DEBUG] [LOCAL     ] Loaded configuration for AVA: 1 features, 70.0% accuracy
[2025-11-25T23:49:01.404675] [DEBUG] [LOCAL     ] No configuration file found for BMRN
[2025-11-25T23:49:01.404751] [DEBUG] [LOCAL     ] Loaded configuration for DFIN: 2 features, 80.0% accuracy
[2025-11-25T23:49:01.404811] [DEBUG] [LOCAL     ] No configuration file found for CNTY
[2025-11-25T23:49:01.404866] [DEBUG] [LOCAL     ] No configuration file found for UBND
[2025-11-25T23:49:01.404919] [DEBUG] [LOCAL     ] No configuration file found for GP
[2025-11-25T23:49:01.404972] [DEBUG] [LOCAL     ] No configuration file found for PLSE
[2025-11-25T23:49:01.405046] [DEBUG] [LOCAL     ] Loaded configuration for HMN: 0 features, 80.0% accuracy
[2025-11-25T23:49:01.405106] [DEBUG] [LOCAL     ] No configuration file found for MEGL
[2025-11-25T23:49:01.405161] [DEBUG] [LOCAL     ] No configuration file found for IPGP
[2025-11-25T23:49:01.405225] [DEBUG] [LOCAL     ] No configuration file found for CDIO
[2025-11-25T23:49:01.405312] [DEBUG] [LOCAL     ] Loaded configuration for ADX: 0 features, 80.0% accuracy
[2025-11-25T23:49:01.405379] [DEBUG] [LOCAL     ] No configuration file found for QTEC
[2025-11-25T23:49:01.405435] [DEBUG] [LOCAL     ] No configuration file found for DAWN
[2025-11-25T23:49:01.405488] [DEBUG] [LOCAL     ] No configuration file found for RGNX
[2025-11-25T23:49:01.405562] [DEBUG] [LOCAL     ] Loaded configuration for WTRG: 1 features, 70.0% accuracy
[2025-11-25T23:49:01.405624] [DEBUG] [LOCAL     ] No configuration file found for CVBF
[2025-11-25T23:49:01.405707] [DEBUG] [LOCAL     ] No configuration file found for BBCP
[2025-11-25T23:49:01.405783] [DEBUG] [LOCAL     ] Loaded configuration for CRL: 0 features, 80.0% accuracy
[2025-11-25T23:49:01.405842] [DEBUG] [LOCAL     ] No configuration file found for CARG
[2025-11-25T23:49:01.405915] [DEBUG] [LOCAL     ] Loaded configuration for JPM: 3 features, 90.0% accuracy
[2025-11-25T23:49:01.405974] [DEBUG] [LOCAL     ] No configuration file found for SUUN
[2025-11-25T23:49:01.406032] [DEBUG] [LOCAL     ] No configuration file found for BSY
[2025-11-25T23:49:01.406087] [DEBUG] [LOCAL     ] No configuration file found for NWFL
[2025-11-25T23:49:01.406140] [DEBUG] [LOCAL     ] No configuration file found for KMB
[2025-11-25T23:49:01.406223] [DEBUG] [LOCAL     ] Loaded configuration for XPRO: 1 features, 90.0% accuracy
[2025-11-25T23:49:01.406298] [DEBUG] [LOCAL     ] No configuration file found for IGIC
[2025-11-25T23:49:01.406383] [DEBUG] [LOCAL     ] Loaded configuration for ATO: 7 features, 100.0% accuracy
[2025-11-25T23:49:01.406444] [DEBUG] [LOCAL     ] No configuration file found for UPWK
[2025-11-25T23:49:01.406501] [DEBUG] [LOCAL     ] No configuration file found for CLMB
[2025-11-25T23:49:01.406557] [DEBUG] [LOCAL     ] No configuration file found for ESPO
[2025-11-25T23:49:01.406631] [DEBUG] [LOCAL     ] Loaded configuration for MOH: 2 features, 90.0% accuracy
[2025-11-25T23:49:01.406726] [DEBUG] [LOCAL     ] Loaded configuration for FC: 2 features, 90.0% accuracy
[2025-11-25T23:49:01.406788] [DEBUG] [LOCAL     ] No configuration file found for SAVA
[2025-11-25T23:49:01.406843] [DEBUG] [LOCAL     ] No configuration file found for SHEN
[2025-11-25T23:49:01.406915] [DEBUG] [LOCAL     ] Loaded configuration for TAK: 1 features, 80.0% accuracy
[2025-11-25T23:49:01.406989] [DEBUG] [LOCAL     ] Loaded configuration for TD: 1 features, 90.0% accuracy
[2025-11-25T23:49:01.407048] [DEBUG] [LOCAL     ] No configuration file found for NUWE
[2025-11-25T23:49:01.407106] [DEBUG] [LOCAL     ] No configuration file found for SANM
[2025-11-25T23:49:01.407161] [DEBUG] [LOCAL     ] No configuration file found for AQMS
[2025-11-25T23:49:01.407216] [DEBUG] [LOCAL     ] No configuration file found for BCBP
[2025-11-25T23:49:01.407292] [DEBUG] [LOCAL     ] Loaded configuration for KRG: 2 features, 70.0% accuracy
[2025-11-25T23:49:01.407354] [DEBUG] [LOCAL     ] No configuration file found for NVD
[2025-11-25T23:49:01.407422] [DEBUG] [LOCAL     ] No configuration file found for CTKB
[2025-11-25T23:49:01.407495] [DEBUG] [LOCAL     ] Loaded configuration for KNTK: 1 features, 80.0% accuracy
[2025-11-25T23:49:01.407559] [DEBUG] [LOCAL     ] No configuration file found for INSE
[2025-11-25T23:49:01.407614] [DEBUG] [LOCAL     ] No configuration file found for ATEC
[2025-11-25T23:49:01.407686] [DEBUG] [LOCAL     ] No configuration file found for UFPI
[2025-11-25T23:49:01.407741] [DEBUG] [LOCAL     ] No configuration file found for YQQQ
[2025-11-25T23:49:01.407793] [DEBUG] [LOCAL     ] No configuration file found for SBFM
[2025-11-25T23:49:01.407866] [DEBUG] [LOCAL     ] Loaded configuration for TFPM: 5 features, 60.0% accuracy
[2025-11-25T23:49:01.407925] [DEBUG] [LOCAL     ] No configuration file found for RIVN
[2025-11-25T23:49:01.407979] [DEBUG] [LOCAL     ] No configuration file found for ASTI
[2025-11-25T23:49:01.408050] [DEBUG] [LOCAL     ] Loaded configuration for G: 2 features, 80.0% accuracy
[2025-11-25T23:49:01.408109] [DEBUG] [LOCAL     ] No configuration file found for FLNC
[2025-11-25T23:49:01.408165] [DEBUG] [LOCAL     ] No configuration file found for ROP
[2025-11-25T23:49:01.408217] [DEBUG] [LOCAL     ] No configuration file found for SNFCA
[2025-11-25T23:49:01.408269] [DEBUG] [LOCAL     ] No configuration file found for DJCO
[2025-11-25T23:49:01.408325] [DEBUG] [LOCAL     ] No configuration file found for WHF
[2025-11-25T23:49:01.408405] [DEBUG] [LOCAL     ] Loaded configuration for AUB: 3 features, 60.0% accuracy
[2025-11-25T23:49:01.408480] [DEBUG] [LOCAL     ] Loaded configuration for BYD: 5 features, 60.0% accuracy
[2025-11-25T23:49:01.408538] [DEBUG] [LOCAL     ] No configuration file found for WIMI
[2025-11-25T23:49:01.408611] [DEBUG] [LOCAL     ] Loaded configuration for BWA: 3 features, 80.0% accuracy
[2025-11-25T23:49:01.408689] [DEBUG] [LOCAL     ] No configuration file found for EXPO
[2025-11-25T23:49:01.408766] [DEBUG] [LOCAL     ] Loaded configuration for ING: 1 features, 90.0% accuracy
[2025-11-25T23:49:01.408825] [DEBUG] [LOCAL     ] No configuration file found for CYN
[2025-11-25T23:49:01.408881] [DEBUG] [LOCAL     ] No configuration file found for PTEN
[2025-11-25T23:49:01.408953] [DEBUG] [LOCAL     ] Loaded configuration for APD: 5 features, 80.0% accuracy
[2025-11-25T23:49:01.409027] [DEBUG] [LOCAL     ] Loaded configuration for BEN: 1 features, 80.0% accuracy
[2025-11-25T23:49:01.409101] [DEBUG] [LOCAL     ] Loaded configuration for CAG: 4 features, 70.0% accuracy
[2025-11-25T23:49:01.409175] [DEBUG] [LOCAL     ] Loaded configuration for DLX: 1 features, 90.0% accuracy
[2025-11-25T23:49:01.409248] [DEBUG] [LOCAL     ] Loaded configuration for CNF: 3 features, 80.0% accuracy
[2025-11-25T23:49:01.409312] [DEBUG] [LOCAL     ] No configuration file found for WAFDP
[2025-11-25T23:49:01.409388] [DEBUG] [LOCAL     ] Loaded configuration for ACGL: 5 features, 60.0% accuracy
[2025-11-25T23:49:01.409446] [DEBUG] [LOCAL     ] No configuration file found for NTLA
[2025-11-25T23:49:01.409515] [DEBUG] [LOCAL     ] Loaded configuration for PFO: 2 features, 80.0% accuracy
[2025-11-25T23:49:01.409589] [DEBUG] [LOCAL     ] Loaded configuration for TFIN: 4 features, 90.0% accuracy
[2025-11-25T23:49:01.409679] [DEBUG] [LOCAL     ] Loaded configuration for CALX: 3 features, 60.0% accuracy
[2025-11-25T23:49:01.409740] [DEBUG] [LOCAL     ] No configuration file found for OPRA
[2025-11-25T23:49:01.409810] [DEBUG] [LOCAL     ] Loaded configuration for ERO: 3 features, 100.0% accuracy
[2025-11-25T23:49:01.409884] [DEBUG] [LOCAL     ] Loaded configuration for NFJ: 4 features, 70.0% accuracy
[2025-11-25T23:49:01.409943] [DEBUG] [LOCAL     ] No configuration file found for SYRE
[2025-11-25T23:49:01.410016] [DEBUG] [LOCAL     ] Loaded configuration for UNF: 1 features, 60.0% accuracy
[2025-11-25T23:49:01.410074] [DEBUG] [LOCAL     ] No configuration file found for JTEK
[2025-11-25T23:49:01.410128] [DEBUG] [LOCAL     ] No configuration file found for JSMD
[2025-11-25T23:49:01.410200] [DEBUG] [LOCAL     ] Loaded configuration for MKL: 5 features, 90.0% accuracy
[2025-11-25T23:49:01.410260] [DEBUG] [LOCAL     ] No configuration file found for HURN
[2025-11-25T23:49:01.410312] [DEBUG] [LOCAL     ] No configuration file found for VSEC
[2025-11-25T23:49:01.410369] [DEBUG] [LOCAL     ] No configuration file found for ACLX
[2025-11-25T23:49:01.410424] [DEBUG] [LOCAL     ] No configuration file found for KZIA
[2025-11-25T23:49:01.410477] [DEBUG] [LOCAL     ] No configuration file found for WRLD
[2025-11-25T23:49:01.410550] [DEBUG] [LOCAL     ] Loaded configuration for BNY: 3 features, 80.0% accuracy
[2025-11-25T23:49:01.410656] [DEBUG] [LOCAL     ] Loaded configuration for GCO: 2 features, 80.0% accuracy
[2025-11-25T23:49:01.410732] [DEBUG] [LOCAL     ] Loaded configuration for SRI: 4 features, 90.0% accuracy
[2025-11-25T23:49:01.410795] [DEBUG] [LOCAL     ] No configuration file found for IBOC
[2025-11-25T23:49:01.410853] [DEBUG] [LOCAL     ] No configuration file found for BWIN
[2025-11-25T23:49:01.410908] [DEBUG] [LOCAL     ] No configuration file found for BJRI
[2025-11-25T23:49:01.410961] [DEBUG] [LOCAL     ] No configuration file found for TASK
[2025-11-25T23:49:01.411014] [DEBUG] [LOCAL     ] No configuration file found for RLAY
[2025-11-25T23:49:01.411087] [DEBUG] [LOCAL     ] Loaded configuration for FG: 3 features, 100.0% accuracy
[2025-11-25T23:49:01.411148] [DEBUG] [LOCAL     ] No configuration file found for MXL
[2025-11-25T23:49:01.411204] [DEBUG] [LOCAL     ] No configuration file found for DTIL
[2025-11-25T23:49:01.411266] [DEBUG] [LOCAL     ] No configuration file found for SHBI
[2025-11-25T23:49:01.411321] [DEBUG] [LOCAL     ] No configuration file found for EXPE
[2025-11-25T23:49:01.411376] [DEBUG] [LOCAL     ] No configuration file found for SMCX
[2025-11-25T23:49:01.411428] [DEBUG] [LOCAL     ] No configuration file found for OLED
[2025-11-25T23:49:01.411502] [DEBUG] [LOCAL     ] Loaded configuration for AGM: 3 features, 80.0% accuracy
[2025-11-25T23:49:01.411577] [DEBUG] [LOCAL     ] Loaded configuration for GRND: 1 features, 70.0% accuracy
[2025-11-25T23:49:01.411675] [DEBUG] [LOCAL     ] Loaded configuration for BBY: 3 features, 90.0% accuracy
[2025-11-25T23:49:01.411752] [DEBUG] [LOCAL     ] Loaded configuration for GFF: 1 features, 80.0% accuracy
[2025-11-25T23:49:01.411828] [DEBUG] [LOCAL     ] Loaded configuration for BURL: 7 features, 80.0% accuracy
[2025-11-25T23:49:01.411905] [DEBUG] [LOCAL     ] Loaded configuration for AVB: 1 features, 70.0% accuracy
[2025-11-25T23:49:01.411966] [DEBUG] [LOCAL     ] No configuration file found for SNEX
[2025-11-25T23:49:01.412022] [DEBUG] [LOCAL     ] No configuration file found for VECO
[2025-11-25T23:49:01.412095] [DEBUG] [LOCAL     ] Loaded configuration for RBC: 1 features, 80.0% accuracy
[2025-11-25T23:49:01.412155] [DEBUG] [LOCAL     ] No configuration file found for WTO
[2025-11-25T23:49:01.412211] [DEBUG] [LOCAL     ] No configuration file found for CXSE
[2025-11-25T23:49:01.412284] [DEBUG] [LOCAL     ] Loaded configuration for HLLY: 1 features, 60.0% accuracy
[2025-11-25T23:49:01.412359] [DEBUG] [LOCAL     ] Loaded configuration for PML: 1 features, 80.0% accuracy
[2025-11-25T23:49:01.412421] [DEBUG] [LOCAL     ] No configuration file found for FTA
[2025-11-25T23:49:01.412477] [DEBUG] [LOCAL     ] No configuration file found for JJSF
[2025-11-25T23:49:01.412531] [DEBUG] [LOCAL     ] No configuration file found for DASH
[2025-11-25T23:49:01.412604] [DEBUG] [LOCAL     ] Loaded configuration for MFC: 2 features, 80.0% accuracy
[2025-11-25T23:49:01.412686] [DEBUG] [LOCAL     ] No configuration file found for SGML
[2025-11-25T23:49:01.412765] [DEBUG] [LOCAL     ] Loaded configuration for CIM: 1 features, 60.0% accuracy
[2025-11-25T23:49:01.412824] [DEBUG] [LOCAL     ] No configuration file found for BNZI
[2025-11-25T23:49:01.412879] [DEBUG] [LOCAL     ] No configuration file found for QNTM
[2025-11-25T23:49:01.412933] [DEBUG] [LOCAL     ] No configuration file found for CRIS
[2025-11-25T23:49:01.413005] [DEBUG] [LOCAL     ] Loaded configuration for AMTB: 2 features, 80.0% accuracy
[2025-11-25T23:49:01.413064] [DEBUG] [LOCAL     ] No configuration file found for ARHS
[2025-11-25T23:49:01.413122] [DEBUG] [LOCAL     ] No configuration file found for WGS
[2025-11-25T23:49:01.413183] [DEBUG] [LOCAL     ] No configuration file found for SOCL
[2025-11-25T23:49:01.413271] [DEBUG] [LOCAL     ] Loaded configuration for HY: 3 features, 100.0% accuracy
[2025-11-25T23:49:01.413343] [DEBUG] [LOCAL     ] No configuration file found for IDXX
[2025-11-25T23:49:01.413400] [DEBUG] [LOCAL     ] No configuration file found for ATAI
[2025-11-25T23:49:01.413454] [DEBUG] [LOCAL     ] No configuration file found for UPBD
[2025-11-25T23:49:01.413508] [DEBUG] [LOCAL     ] No configuration file found for BKCH
[2025-11-25T23:49:01.413560] [DEBUG] [LOCAL     ] No configuration file found for CLFD
[2025-11-25T23:49:01.413613] [DEBUG] [LOCAL     ] No configuration file found for PATK
[2025-11-25T23:49:01.413684] [DEBUG] [LOCAL     ] No configuration file found for CWCO
[2025-11-25T23:49:01.413738] [DEBUG] [LOCAL     ] No configuration file found for TLSI
[2025-11-25T23:49:01.413812] [DEBUG] [LOCAL     ] Loaded configuration for TY: 3 features, 60.0% accuracy
[2025-11-25T23:49:01.413887] [DEBUG] [LOCAL     ] Loaded configuration for RNG: 2 features, 70.0% accuracy
[2025-11-25T23:49:01.413946] [DEBUG] [LOCAL     ] No configuration file found for CVKD
[2025-11-25T23:49:01.414021] [DEBUG] [LOCAL     ] Loaded configuration for L: 1 features, 80.0% accuracy
[2025-11-25T23:49:01.414105] [DEBUG] [LOCAL     ] Loaded configuration for E: 2 features, 80.0% accuracy
[2025-11-25T23:49:01.414180] [DEBUG] [LOCAL     ] Loaded configuration for CRBG: 3 features, 100.0% accuracy
[2025-11-25T23:49:01.414254] [DEBUG] [LOCAL     ] Loaded configuration for RCUS: 2 features, 80.0% accuracy
[2025-11-25T23:49:01.414314] [DEBUG] [LOCAL     ] No configuration file found for TMDX
[2025-11-25T23:49:01.414369] [DEBUG] [LOCAL     ] No configuration file found for UONE
[2025-11-25T23:49:01.414442] [DEBUG] [LOCAL     ] Loaded configuration for AMRC: 2 features, 100.0% accuracy
[2025-11-25T23:49:01.414500] [DEBUG] [LOCAL     ] No configuration file found for MNDO
[2025-11-25T23:49:01.414572] [DEBUG] [LOCAL     ] Loaded configuration for RFMZ: 1 features, 70.0% accuracy
[2025-11-25T23:49:01.414630] [DEBUG] [LOCAL     ] No configuration file found for FWONA
[2025-11-25T23:49:01.414730] [DEBUG] [LOCAL     ] Loaded configuration for RES: 4 features, 90.0% accuracy
[2025-11-25T23:49:01.414791] [DEBUG] [LOCAL     ] No configuration file found for SBLK
[2025-11-25T23:49:01.414864] [DEBUG] [LOCAL     ] Loaded configuration for BAK: 4 features, 90.0% accuracy
[2025-11-25T23:49:01.414940] [DEBUG] [LOCAL     ] Loaded configuration for EOS: 1 features, 70.0% accuracy
[2025-11-25T23:49:01.415013] [DEBUG] [LOCAL     ] Loaded configuration for CRC: 5 features, 60.0% accuracy
[2025-11-25T23:49:01.415074] [DEBUG] [LOCAL     ] No configuration file found for GILD
[2025-11-25T23:49:01.415130] [DEBUG] [LOCAL     ] No configuration file found for OBLG
[2025-11-25T23:49:01.415202] [DEBUG] [LOCAL     ] Loaded configuration for AMWL: 4 features, 90.0% accuracy
[2025-11-25T23:49:01.415275] [DEBUG] [LOCAL     ] Loaded configuration for NAZ: 1 features, 80.0% accuracy
[2025-11-25T23:49:01.415333] [DEBUG] [LOCAL     ] No configuration file found for FTRE
[2025-11-25T23:49:01.415389] [DEBUG] [LOCAL     ] No configuration file found for LINK
[2025-11-25T23:49:01.415461] [DEBUG] [LOCAL     ] Loaded configuration for FINS: 1 features, 70.0% accuracy
[2025-11-25T23:49:01.415521] [DEBUG] [LOCAL     ] No configuration file found for HCM
[2025-11-25T23:49:01.415577] [DEBUG] [LOCAL     ] No configuration file found for CLNE
[2025-11-25T23:49:01.415665] [DEBUG] [LOCAL     ] Loaded configuration for RQI: 4 features, 60.0% accuracy
[2025-11-25T23:49:01.415742] [DEBUG] [LOCAL     ] Loaded configuration for MSD: 2 features, 80.0% accuracy
[2025-11-25T23:49:01.415801] [DEBUG] [LOCAL     ] No configuration file found for NIPG
[2025-11-25T23:49:01.415856] [DEBUG] [LOCAL     ] No configuration file found for SXTC
[2025-11-25T23:49:01.415927] [DEBUG] [LOCAL     ] Loaded configuration for UNH: 1 features, 80.0% accuracy
[2025-11-25T23:49:01.415985] [DEBUG] [LOCAL     ] No configuration file found for USDX
[2025-11-25T23:49:01.416059] [DEBUG] [LOCAL     ] Loaded configuration for VLN: 4 features, 70.0% accuracy
[2025-11-25T23:49:01.416134] [DEBUG] [LOCAL     ] Loaded configuration for AFG: 2 features, 70.0% accuracy
[2025-11-25T23:49:01.416200] [DEBUG] [LOCAL     ] No configuration file found for REG
[2025-11-25T23:49:01.416268] [DEBUG] [LOCAL     ] No configuration file found for TSLL
[2025-11-25T23:49:01.416335] [DEBUG] [LOCAL     ] No configuration file found for LOVE
[2025-11-25T23:49:01.416392] [DEBUG] [LOCAL     ] No configuration file found for HBCP
[2025-11-25T23:49:01.416443] [DEBUG] [LOCAL     ] No configuration file found for OCUL
[2025-11-25T23:49:01.416514] [DEBUG] [LOCAL     ] Loaded configuration for BSTZ: 1 features, 60.0% accuracy
[2025-11-25T23:49:01.416576] [DEBUG] [LOCAL     ] No configuration file found for SNOA
[2025-11-25T23:49:01.416667] [DEBUG] [LOCAL     ] Loaded configuration for TYL: 3 features, 80.0% accuracy
[2025-11-25T23:49:01.416731] [DEBUG] [LOCAL     ] No configuration file found for DWSH
[2025-11-25T23:49:01.416807] [DEBUG] [LOCAL     ] Loaded configuration for TBB: 1 features, 90.0% accuracy
[2025-11-25T23:49:01.416881] [DEBUG] [LOCAL     ] Loaded configuration for RM: 2 features, 80.0% accuracy
[2025-11-25T23:49:01.416951] [DEBUG] [LOCAL     ] No configuration file found for NKTX
[2025-11-25T23:49:01.417027] [DEBUG] [LOCAL     ] Loaded configuration for BANC: 0 features, 90.0% accuracy
[2025-11-25T23:49:01.417092] [DEBUG] [LOCAL     ] No configuration file found for IUS
[2025-11-25T23:49:01.417170] [DEBUG] [LOCAL     ] Loaded configuration for CADE: 2 features, 80.0% accuracy
[2025-11-25T23:49:01.417264] [DEBUG] [LOCAL     ] Loaded configuration for APO: 2 features, 90.0% accuracy
[2025-11-25T23:49:01.417336] [DEBUG] [LOCAL     ] No configuration file found for AMZD
[2025-11-25T23:49:01.417438] [DEBUG] [LOCAL     ] Loaded configuration for HAE: 2 features, 80.0% accuracy
[2025-11-25T23:49:01.417516] [DEBUG] [LOCAL     ] Loaded configuration for SAN: 2 features, 60.0% accuracy
[2025-11-25T23:49:01.417578] [DEBUG] [LOCAL     ] No configuration file found for RBB
[2025-11-25T23:49:01.417683] [DEBUG] [LOCAL     ] Loaded configuration for SAFE: 1 features, 90.0% accuracy
[2025-11-25T23:49:01.417771] [DEBUG] [LOCAL     ] Loaded configuration for NUS: 3 features, 80.0% accuracy
[2025-11-25T23:49:01.417847] [DEBUG] [LOCAL     ] Loaded configuration for FPF: 3 features, 80.0% accuracy
[2025-11-25T23:49:01.417922] [DEBUG] [LOCAL     ] Loaded configuration for QVCC: 3 features, 90.0% accuracy
[2025-11-25T23:49:01.417996] [DEBUG] [LOCAL     ] Loaded configuration for ONTF: 1 features, 70.0% accuracy
[2025-11-25T23:49:01.418070] [DEBUG] [LOCAL     ] Loaded configuration for LUMN: 2 features, 70.0% accuracy
[2025-11-25T23:49:01.418129] [DEBUG] [LOCAL     ] No configuration file found for RMBS
[2025-11-25T23:49:01.418187] [DEBUG] [LOCAL     ] No configuration file found for TLSA
[2025-11-25T23:49:01.418242] [DEBUG] [LOCAL     ] No configuration file found for CCLD
[2025-11-25T23:49:01.418314] [DEBUG] [LOCAL     ] Loaded configuration for RYAM: 3 features, 70.0% accuracy
[2025-11-25T23:49:01.418374] [DEBUG] [LOCAL     ] No configuration file found for EOSE
[2025-11-25T23:49:01.418449] [DEBUG] [LOCAL     ] Loaded configuration for TGS: 1 features, 70.0% accuracy
[2025-11-25T23:49:01.418508] [DEBUG] [LOCAL     ] No configuration file found for MAXN
[2025-11-25T23:49:01.418563] [DEBUG] [LOCAL     ] No configuration file found for HSAI
[2025-11-25T23:49:01.418617] [DEBUG] [LOCAL     ] No configuration file found for PEY
[2025-11-25T23:49:01.418690] [DEBUG] [LOCAL     ] No configuration file found for ADVM
[2025-11-25T23:49:01.418763] [DEBUG] [LOCAL     ] Loaded configuration for APG: 0 features, 50.0% accuracy
[2025-11-25T23:49:01.418838] [DEBUG] [LOCAL     ] Loaded configuration for NSC: 1 features, 80.0% accuracy
[2025-11-25T23:49:01.418898] [DEBUG] [LOCAL     ] No configuration file found for EKSO
[2025-11-25T23:49:01.418955] [DEBUG] [LOCAL     ] No configuration file found for ZVRA
[2025-11-25T23:49:01.419008] [DEBUG] [LOCAL     ] No configuration file found for FOXF
[2025-11-25T23:49:01.419062] [DEBUG] [LOCAL     ] No configuration file found for DBX
[2025-11-25T23:49:01.419134] [DEBUG] [LOCAL     ] Loaded configuration for USB: 3 features, 80.0% accuracy
[2025-11-25T23:49:01.419201] [DEBUG] [LOCAL     ] No configuration file found for CLSM
[2025-11-25T23:49:01.419269] [DEBUG] [LOCAL     ] No configuration file found for MNMD
[2025-11-25T23:49:01.419333] [DEBUG] [LOCAL     ] No configuration file found for CVAC
[2025-11-25T23:49:01.419409] [DEBUG] [LOCAL     ] Loaded configuration for AYI: 4 features, 90.0% accuracy
[2025-11-25T23:49:01.419470] [DEBUG] [LOCAL     ] No configuration file found for PPSI
[2025-11-25T23:49:01.419544] [DEBUG] [LOCAL     ] Loaded configuration for CLH: 4 features, 80.0% accuracy
[2025-11-25T23:49:01.419603] [DEBUG] [LOCAL     ] No configuration file found for AMPL
[2025-11-25T23:49:01.419678] [DEBUG] [LOCAL     ] No configuration file found for SMHX
[2025-11-25T23:49:01.419753] [DEBUG] [LOCAL     ] Loaded configuration for DUKB: 2 features, 90.0% accuracy
[2025-11-25T23:49:01.419829] [DEBUG] [LOCAL     ] Loaded configuration for JELD: 2 features, 90.0% accuracy
[2025-11-25T23:49:01.419889] [DEBUG] [LOCAL     ] No configuration file found for BRZE
[2025-11-25T23:49:01.419953] [DEBUG] [LOCAL     ] No configuration file found for PEBK
[2025-11-25T23:49:01.420007] [DEBUG] [LOCAL     ] No configuration file found for TRIP
[2025-11-25T23:49:01.420061] [DEBUG] [LOCAL     ] No configuration file found for NWPX
[2025-11-25T23:49:01.420135] [DEBUG] [LOCAL     ] Loaded configuration for EG: 2 features, 90.0% accuracy
[2025-11-25T23:49:01.420196] [DEBUG] [LOCAL     ] No configuration file found for STKH
[2025-11-25T23:49:01.420252] [DEBUG] [LOCAL     ] No configuration file found for SUPN
[2025-11-25T23:49:01.420329] [DEBUG] [LOCAL     ] Loaded configuration for CP: 3 features, 70.0% accuracy
[2025-11-25T23:49:01.420388] [DEBUG] [LOCAL     ] No configuration file found for ERAS
[2025-11-25T23:49:01.420444] [DEBUG] [LOCAL     ] No configuration file found for BTM
[2025-11-25T23:49:01.420519] [DEBUG] [LOCAL     ] Loaded configuration for ES: 3 features, 70.0% accuracy
[2025-11-25T23:49:01.420597] [DEBUG] [LOCAL     ] Loaded configuration for PFD: 3 features, 90.0% accuracy
[2025-11-25T23:49:01.420675] [DEBUG] [LOCAL     ] No configuration file found for BVFL
[2025-11-25T23:49:01.420736] [DEBUG] [LOCAL     ] No configuration file found for CCAP
[2025-11-25T23:49:01.420809] [DEBUG] [LOCAL     ] Loaded configuration for MTG: 1 features, 80.0% accuracy
[2025-11-25T23:49:01.420871] [DEBUG] [LOCAL     ] No configuration file found for XRX
[2025-11-25T23:49:01.420927] [DEBUG] [LOCAL     ] No configuration file found for TXMD
[2025-11-25T23:49:01.420980] [DEBUG] [LOCAL     ] No configuration file found for NODK
[2025-11-25T23:49:01.421053] [DEBUG] [LOCAL     ] Loaded configuration for EDD: 2 features, 70.0% accuracy
[2025-11-25T23:49:01.421112] [DEBUG] [LOCAL     ] No configuration file found for LUCY
[2025-11-25T23:49:01.421169] [DEBUG] [LOCAL     ] No configuration file found for LPLA
[2025-11-25T23:49:01.421242] [DEBUG] [LOCAL     ] Loaded configuration for CVNA: 4 features, 80.0% accuracy
[2025-11-25T23:49:01.421316] [DEBUG] [LOCAL     ] Loaded configuration for DHI: 2 features, 100.0% accuracy
[2025-11-25T23:49:01.421374] [DEBUG] [LOCAL     ] No configuration file found for RNAC
[2025-11-25T23:49:01.421426] [DEBUG] [LOCAL     ] No configuration file found for ARVN
[2025-11-25T23:49:01.421477] [DEBUG] [LOCAL     ] No configuration file found for ENGN
[2025-11-25T23:49:01.421548] [DEBUG] [LOCAL     ] Loaded configuration for JQC: 0 features, 60.0% accuracy
[2025-11-25T23:49:01.421623] [DEBUG] [LOCAL     ] Loaded configuration for SKLZ: 3 features, 90.0% accuracy
[2025-11-25T23:49:01.421721] [DEBUG] [LOCAL     ] Loaded configuration for WMS: 8 features, 100.0% accuracy
[2025-11-25T23:49:01.421782] [DEBUG] [LOCAL     ] No configuration file found for CYRX
[2025-11-25T23:49:01.421836] [DEBUG] [LOCAL     ] No configuration file found for BELFB
[2025-11-25T23:49:01.421909] [DEBUG] [LOCAL     ] Loaded configuration for BLND: 3 features, 80.0% accuracy
[2025-11-25T23:49:01.421968] [DEBUG] [LOCAL     ] No configuration file found for CREX
[2025-11-25T23:49:01.422026] [DEBUG] [LOCAL     ] No configuration file found for UAE
[2025-11-25T23:49:01.422081] [DEBUG] [LOCAL     ] No configuration file found for GIII
[2025-11-25T23:49:01.422135] [DEBUG] [LOCAL     ] No configuration file found for GNLN
[2025-11-25T23:49:01.422208] [DEBUG] [LOCAL     ] Loaded configuration for WF: 2 features, 80.0% accuracy
[2025-11-25T23:49:01.422268] [DEBUG] [LOCAL     ] No configuration file found for LAES
[2025-11-25T23:49:01.422342] [DEBUG] [LOCAL     ] Loaded configuration for NVG: 1 features, 60.0% accuracy
[2025-11-25T23:49:01.422404] [DEBUG] [LOCAL     ] No configuration file found for ON
[2025-11-25T23:49:01.422460] [DEBUG] [LOCAL     ] No configuration file found for EUFN
[2025-11-25T23:49:01.422514] [DEBUG] [LOCAL     ] No configuration file found for MRNA
[2025-11-25T23:49:01.422568] [DEBUG] [LOCAL     ] No configuration file found for TRVI
[2025-11-25T23:49:01.422622] [DEBUG] [LOCAL     ] No configuration file found for GENK
[2025-11-25T23:49:01.422714] [DEBUG] [LOCAL     ] Loaded configuration for ETN: 3 features, 80.0% accuracy
[2025-11-25T23:49:01.422799] [DEBUG] [LOCAL     ] Loaded configuration for CRK: 4 features, 100.0% accuracy
[2025-11-25T23:49:01.422874] [DEBUG] [LOCAL     ] Loaded configuration for RZB: 3 features, 60.0% accuracy
[2025-11-25T23:49:01.422935] [DEBUG] [LOCAL     ] No configuration file found for RPD
[2025-11-25T23:49:01.423008] [DEBUG] [LOCAL     ] Loaded configuration for QGEN: 3 features, 80.0% accuracy
[2025-11-25T23:49:01.423067] [DEBUG] [LOCAL     ] No configuration file found for CNVS
[2025-11-25T23:49:01.423123] [DEBUG] [LOCAL     ] No configuration file found for COMM
[2025-11-25T23:49:01.423196] [DEBUG] [LOCAL     ] Loaded configuration for UWMC: 1 features, 80.0% accuracy
[2025-11-25T23:49:01.423260] [DEBUG] [LOCAL     ] No configuration file found for DRTS
[2025-11-25T23:49:01.423320] [DEBUG] [LOCAL     ] No configuration file found for CGON
[2025-11-25T23:49:01.423373] [DEBUG] [LOCAL     ] No configuration file found for WOOF
[2025-11-25T23:49:01.423427] [DEBUG] [LOCAL     ] No configuration file found for SHC
[2025-11-25T23:49:01.423499] [DEBUG] [LOCAL     ] Loaded configuration for PRA: 3 features, 80.0% accuracy
[2025-11-25T23:49:01.423567] [DEBUG] [LOCAL     ] Loaded configuration for ELP: 3 features, 80.0% accuracy
[2025-11-25T23:49:01.423634] [DEBUG] [LOCAL     ] Loaded configuration for REX: 1 features, 70.0% accuracy
[2025-11-25T23:49:01.423713] [DEBUG] [LOCAL     ] No configuration file found for AVBP
[2025-11-25T23:49:01.423790] [DEBUG] [LOCAL     ] Loaded configuration for MMS: 3 features, 70.0% accuracy
[2025-11-25T23:49:01.423865] [DEBUG] [LOCAL     ] Loaded configuration for KEX: 1 features, 70.0% accuracy
[2025-11-25T23:49:01.423939] [DEBUG] [LOCAL     ] Loaded configuration for IGD: 2 features, 60.0% accuracy
[2025-11-25T23:49:01.424012] [DEBUG] [LOCAL     ] Loaded configuration for HOG: 3 features, 90.0% accuracy
[2025-11-25T23:49:01.424087] [DEBUG] [LOCAL     ] Loaded configuration for EMF: 4 features, 70.0% accuracy
[2025-11-25T23:49:01.424148] [DEBUG] [LOCAL     ] No configuration file found for ELDN
[2025-11-25T23:49:01.424232] [DEBUG] [LOCAL     ] Loaded configuration for FFC: 3 features, 70.0% accuracy
[2025-11-25T23:49:01.424304] [DEBUG] [LOCAL     ] No configuration file found for VERO
[2025-11-25T23:49:01.424371] [DEBUG] [LOCAL     ] No configuration file found for CGC
[2025-11-25T23:49:01.424443] [DEBUG] [LOCAL     ] Loaded configuration for BKSY: 3 features, 70.0% accuracy
[2025-11-25T23:49:01.424501] [DEBUG] [LOCAL     ] No configuration file found for PIE
[2025-11-25T23:49:01.424556] [DEBUG] [LOCAL     ] No configuration file found for EH
[2025-11-25T23:49:01.424628] [DEBUG] [LOCAL     ] Loaded configuration for ASA: 2 features, 70.0% accuracy
[2025-11-25T23:49:01.424706] [DEBUG] [LOCAL     ] No configuration file found for NVDD
[2025-11-25T23:49:01.424781] [DEBUG] [LOCAL     ] Loaded configuration for NZF: 1 features, 60.0% accuracy
[2025-11-25T23:49:01.424840] [DEBUG] [LOCAL     ] No configuration file found for MDWD
[2025-11-25T23:49:01.424914] [DEBUG] [LOCAL     ] Loaded configuration for CVEO: 5 features, 70.0% accuracy
[2025-11-25T23:49:01.425001] [DEBUG] [LOCAL     ] Loaded configuration for ED: 3 features, 90.0% accuracy
[2025-11-25T23:49:01.425078] [DEBUG] [LOCAL     ] Loaded configuration for BNL: 4 features, 80.0% accuracy
[2025-11-25T23:49:01.425151] [DEBUG] [LOCAL     ] Loaded configuration for TWLO: 1 features, 70.0% accuracy
[2025-11-25T23:49:01.425225] [DEBUG] [LOCAL     ] Loaded configuration for SES: 1 features, 60.0% accuracy
[2025-11-25T23:49:01.425298] [DEBUG] [LOCAL     ] Loaded configuration for WMK: 4 features, 70.0% accuracy
[2025-11-25T23:49:01.425371] [DEBUG] [LOCAL     ] Loaded configuration for EXG: 2 features, 90.0% accuracy
[2025-11-25T23:49:01.425432] [DEBUG] [LOCAL     ] No configuration file found for RAPP
[2025-11-25T23:49:01.425490] [DEBUG] [LOCAL     ] No configuration file found for DENN
[2025-11-25T23:49:01.425560] [DEBUG] [LOCAL     ] Loaded configuration for RA: 2 features, 80.0% accuracy
[2025-11-25T23:49:01.425663] [DEBUG] [LOCAL     ] Loaded configuration for MX: 1 features, 70.0% accuracy
[2025-11-25T23:49:01.425727] [DEBUG] [LOCAL     ] No configuration file found for UYLD
[2025-11-25T23:49:01.425784] [DEBUG] [LOCAL     ] No configuration file found for BBH
[2025-11-25T23:49:01.425858] [DEBUG] [LOCAL     ] Loaded configuration for EPAC: 3 features, 60.0% accuracy
[2025-11-25T23:49:01.425917] [DEBUG] [LOCAL     ] No configuration file found for GSHD
[2025-11-25T23:49:01.425991] [DEBUG] [LOCAL     ] Loaded configuration for RS: 2 features, 80.0% accuracy
[2025-11-25T23:49:01.426067] [DEBUG] [LOCAL     ] Loaded configuration for YPF: 3 features, 70.0% accuracy
[2025-11-25T23:49:01.426142] [DEBUG] [LOCAL     ] Loaded configuration for IFF: 2 features, 70.0% accuracy
[2025-11-25T23:49:01.426202] [DEBUG] [LOCAL     ] No configuration file found for PLBY
[2025-11-25T23:49:01.426271] [DEBUG] [LOCAL     ] No configuration file found for RBBN
[2025-11-25T23:49:01.426336] [DEBUG] [LOCAL     ] No configuration file found for ASYS
[2025-11-25T23:49:01.426390] [DEBUG] [LOCAL     ] No configuration file found for EVO
[2025-11-25T23:49:01.426442] [DEBUG] [LOCAL     ] No configuration file found for NA
[2025-11-25T23:49:01.426497] [DEBUG] [LOCAL     ] No configuration file found for FEM
[2025-11-25T23:49:01.426569] [DEBUG] [LOCAL     ] Loaded configuration for IVZ: 3 features, 70.0% accuracy
[2025-11-25T23:49:01.426629] [DEBUG] [LOCAL     ] No configuration file found for NAVI
[2025-11-25T23:49:01.426730] [DEBUG] [LOCAL     ] Loaded configuration for EBS: 4 features, 70.0% accuracy
[2025-11-25T23:49:01.426806] [DEBUG] [LOCAL     ] Loaded configuration for TVE: 2 features, 70.0% accuracy
[2025-11-25T23:49:01.426866] [DEBUG] [LOCAL     ] No configuration file found for MRBK
[2025-11-25T23:49:01.426922] [DEBUG] [LOCAL     ] No configuration file found for SLN
[2025-11-25T23:49:01.426977] [DEBUG] [LOCAL     ] No configuration file found for HLNE
[2025-11-25T23:49:01.427050] [DEBUG] [LOCAL     ] Loaded configuration for HHH: 3 features, 60.0% accuracy
[2025-11-25T23:49:01.427109] [DEBUG] [LOCAL     ] No configuration file found for VGSH
[2025-11-25T23:49:01.427166] [DEBUG] [LOCAL     ] No configuration file found for PGC
[2025-11-25T23:49:01.427216] [DEBUG] [LOCAL     ] No configuration file found for BHRB
[2025-11-25T23:49:01.427269] [DEBUG] [LOCAL     ] No configuration file found for STIM
[2025-11-25T23:49:01.427324] [DEBUG] [LOCAL     ] No configuration file found for ELVA
[2025-11-25T23:49:01.427420] [DEBUG] [LOCAL     ] Loaded configuration for AG: 2 features, 80.0% accuracy
[2025-11-25T23:49:01.427478] [DEBUG] [LOCAL     ] No configuration file found for SRCE
[2025-11-25T23:49:01.427552] [DEBUG] [LOCAL     ] Loaded configuration for UMH: 2 features, 60.0% accuracy
[2025-11-25T23:49:01.427626] [DEBUG] [LOCAL     ] Loaded configuration for CAF: 5 features, 80.0% accuracy
[2025-11-25T23:49:01.427708] [DEBUG] [LOCAL     ] No configuration file found for HTBK
[2025-11-25T23:49:01.427783] [DEBUG] [LOCAL     ] Loaded configuration for MGY: 2 features, 80.0% accuracy
[2025-11-25T23:49:01.427855] [DEBUG] [LOCAL     ] No configuration file found for LFUS
[2025-11-25T23:49:01.427915] [DEBUG] [LOCAL     ] No configuration file found for MCHX
[2025-11-25T23:49:01.427987] [DEBUG] [LOCAL     ] Loaded configuration for WGO: 3 features, 90.0% accuracy
[2025-11-25T23:49:01.428045] [DEBUG] [LOCAL     ] No configuration file found for LFMD
[2025-11-25T23:49:01.428100] [DEBUG] [LOCAL     ] No configuration file found for MIRM
[2025-11-25T23:49:01.428172] [DEBUG] [LOCAL     ] Loaded configuration for PB: 3 features, 80.0% accuracy
[2025-11-25T23:49:01.428230] [DEBUG] [LOCAL     ] No configuration file found for VTSI
[2025-11-25T23:49:01.428291] [DEBUG] [LOCAL     ] No configuration file found for SDA
[2025-11-25T23:49:01.428344] [DEBUG] [LOCAL     ] No configuration file found for AGNCN
[2025-11-25T23:49:01.428416] [DEBUG] [LOCAL     ] Loaded configuration for VMI: 3 features, 70.0% accuracy
[2025-11-25T23:49:01.428574] [DEBUG] [LOCAL     ] Loaded configuration for HPI: 2 features, 90.0% accuracy
[2025-11-25T23:49:01.428670] [DEBUG] [LOCAL     ] Loaded configuration for ELME: 4 features, 90.0% accuracy
[2025-11-25T23:49:01.428745] [DEBUG] [LOCAL     ] Loaded configuration for PX: 2 features, 90.0% accuracy
[2025-11-25T23:49:01.428807] [DEBUG] [LOCAL     ] No configuration file found for CXDO
[2025-11-25T23:49:01.428879] [DEBUG] [LOCAL     ] Loaded configuration for BAP: 2 features, 80.0% accuracy
[2025-11-25T23:49:01.428953] [DEBUG] [LOCAL     ] Loaded configuration for VRE: 1 features, 70.0% accuracy
[2025-11-25T23:49:01.429025] [DEBUG] [LOCAL     ] Loaded configuration for SCM: 5 features, 90.0% accuracy
[2025-11-25T23:49:01.429083] [DEBUG] [LOCAL     ] No configuration file found for DOX
[2025-11-25T23:49:01.429138] [DEBUG] [LOCAL     ] No configuration file found for TITN
[2025-11-25T23:49:01.429191] [DEBUG] [LOCAL     ] No configuration file found for ASTL
[2025-11-25T23:49:01.429267] [DEBUG] [LOCAL     ] Loaded configuration for CIEN: 2 features, 60.0% accuracy
[2025-11-25T23:49:01.429327] [DEBUG] [LOCAL     ] No configuration file found for CASS
[2025-11-25T23:49:01.429384] [DEBUG] [LOCAL     ] No configuration file found for RELY
[2025-11-25T23:49:01.429438] [DEBUG] [LOCAL     ] No configuration file found for VINP
[2025-11-25T23:49:01.429489] [DEBUG] [LOCAL     ] No configuration file found for RARE
[2025-11-25T23:49:01.429544] [DEBUG] [LOCAL     ] No configuration file found for FYX
[2025-11-25T23:49:01.429595] [DEBUG] [LOCAL     ] No configuration file found for KBWD
[2025-11-25T23:49:01.429662] [DEBUG] [LOCAL     ] No configuration file found for FOXA
[2025-11-25T23:49:01.429737] [DEBUG] [LOCAL     ] Loaded configuration for CUZ: 0 features, 70.0% accuracy
[2025-11-25T23:49:01.429813] [DEBUG] [LOCAL     ] Loaded configuration for TEO: 1 features, 80.0% accuracy
[2025-11-25T23:49:01.429873] [DEBUG] [LOCAL     ] No configuration file found for FULC
[2025-11-25T23:49:01.429929] [DEBUG] [LOCAL     ] No configuration file found for PYPL
[2025-11-25T23:49:01.430002] [DEBUG] [LOCAL     ] Loaded configuration for DIN: 3 features, 90.0% accuracy
[2025-11-25T23:49:01.430076] [DEBUG] [LOCAL     ] Loaded configuration for CHH: 2 features, 100.0% accuracy
[2025-11-25T23:49:01.430137] [DEBUG] [LOCAL     ] No configuration file found for GRAB
[2025-11-25T23:49:01.430196] [DEBUG] [LOCAL     ] No configuration file found for LNKB
[2025-11-25T23:49:01.430249] [DEBUG] [LOCAL     ] No configuration file found for AVGX
[2025-11-25T23:49:01.430302] [DEBUG] [LOCAL     ] No configuration file found for BCDA
[2025-11-25T23:49:01.430807] [DEBUG] [LOCAL     ] Loaded configuration for ACDC: 2 features, 70.0% accuracy
[2025-11-25T23:49:01.430885] [DEBUG] [LOCAL     ] No configuration file found for PDYN
[2025-11-25T23:49:01.430962] [DEBUG] [LOCAL     ] Loaded configuration for GLP: 3 features, 80.0% accuracy
[2025-11-25T23:49:01.431038] [DEBUG] [LOCAL     ] Loaded configuration for EPAM: 4 features, 60.0% accuracy
[2025-11-25T23:49:01.431098] [DEBUG] [LOCAL     ] No configuration file found for GLTO
[2025-11-25T23:49:01.431164] [DEBUG] [LOCAL     ] Loaded configuration for TGNA: 1 features, 60.0% accuracy
[2025-11-25T23:49:01.431217] [DEBUG] [LOCAL     ] No configuration file found for HYXF
[2025-11-25T23:49:01.431279] [DEBUG] [LOCAL     ] No configuration file found for NUTX
[2025-11-25T23:49:01.431352] [DEBUG] [LOCAL     ] Loaded configuration for HII: 1 features, 60.0% accuracy
[2025-11-25T23:49:01.431412] [DEBUG] [LOCAL     ] No configuration file found for CISS
[2025-11-25T23:49:01.431484] [DEBUG] [LOCAL     ] Loaded configuration for ACI: 2 features, 80.0% accuracy
[2025-11-25T23:49:01.431558] [DEBUG] [LOCAL     ] Loaded configuration for EXK: 1 features, 60.0% accuracy
[2025-11-25T23:49:01.431630] [DEBUG] [LOCAL     ] Loaded configuration for ELS: 2 features, 70.0% accuracy
[2025-11-25T23:49:01.431730] [DEBUG] [LOCAL     ] Loaded configuration for BUXX: 5 features, 80.0% accuracy
[2025-11-25T23:49:01.431804] [DEBUG] [LOCAL     ] Loaded configuration for CMI: 2 features, 70.0% accuracy
[2025-11-25T23:49:01.431886] [DEBUG] [LOCAL     ] Loaded configuration for TLYS: 1 features, 80.0% accuracy
[2025-11-25T23:49:01.431946] [DEBUG] [LOCAL     ] No configuration file found for FLL
[2025-11-25T23:49:01.432019] [DEBUG] [LOCAL     ] Loaded configuration for DRLL: 2 features, 80.0% accuracy
[2025-11-25T23:49:01.432078] [DEBUG] [LOCAL     ] No configuration file found for UVSP
[2025-11-25T23:49:01.432150] [DEBUG] [LOCAL     ] Loaded configuration for GSL: 1 features, 80.0% accuracy
[2025-11-25T23:49:01.432224] [DEBUG] [LOCAL     ] Loaded configuration for STXG: 2 features, 80.0% accuracy
[2025-11-25T23:49:01.432283] [DEBUG] [LOCAL     ] No configuration file found for AMSC
[2025-11-25T23:49:01.432338] [DEBUG] [LOCAL     ] No configuration file found for UTMD
[2025-11-25T23:49:01.432409] [DEBUG] [LOCAL     ] Loaded configuration for TRN: 1 features, 70.0% accuracy
[2025-11-25T23:49:01.432485] [DEBUG] [LOCAL     ] Loaded configuration for NKX: 5 features, 80.0% accuracy
[2025-11-25T23:49:01.432559] [DEBUG] [LOCAL     ] Loaded configuration for GME: 4 features, 90.0% accuracy
[2025-11-25T23:49:01.432632] [DEBUG] [LOCAL     ] Loaded configuration for STVN: 3 features, 70.0% accuracy
[2025-11-25T23:49:01.432724] [DEBUG] [LOCAL     ] Loaded configuration for BMI: 3 features, 90.0% accuracy
[2025-11-25T23:49:01.432783] [DEBUG] [LOCAL     ] No configuration file found for BPYPP
[2025-11-25T23:49:01.432856] [DEBUG] [LOCAL     ] Loaded configuration for HDB: 3 features, 80.0% accuracy
[2025-11-25T23:49:01.432915] [DEBUG] [LOCAL     ] No configuration file found for ENVX
[2025-11-25T23:49:01.432988] [DEBUG] [LOCAL     ] Loaded configuration for HPF: 3 features, 90.0% accuracy
[2025-11-25T23:49:01.433047] [DEBUG] [LOCAL     ] No configuration file found for BCRX
[2025-11-25T23:49:01.433102] [DEBUG] [LOCAL     ] No configuration file found for PY
[2025-11-25T23:49:01.433154] [DEBUG] [LOCAL     ] No configuration file found for PSHG
[2025-11-25T23:49:01.433213] [DEBUG] [LOCAL     ] No configuration file found for LANDO
[2025-11-25T23:49:01.433278] [DEBUG] [LOCAL     ] No configuration file found for NMRK
[2025-11-25T23:49:01.433343] [DEBUG] [LOCAL     ] No configuration file found for MBCN
[2025-11-25T23:49:01.433397] [DEBUG] [LOCAL     ] No configuration file found for GSBC
[2025-11-25T23:49:01.433451] [DEBUG] [LOCAL     ] No configuration file found for CAKE
[2025-11-25T23:49:01.433502] [DEBUG] [LOCAL     ] No configuration file found for ACXP
[2025-11-25T23:49:01.433555] [DEBUG] [LOCAL     ] No configuration file found for FTHI
[2025-11-25T23:49:01.433627] [DEBUG] [LOCAL     ] Loaded configuration for HUYA: 0 features, 70.0% accuracy
[2025-11-25T23:49:01.433721] [DEBUG] [LOCAL     ] Loaded configuration for RNP: 4 features, 70.0% accuracy
[2025-11-25T23:49:01.433783] [DEBUG] [LOCAL     ] No configuration file found for GEHC
[2025-11-25T23:49:01.433839] [DEBUG] [LOCAL     ] No configuration file found for VFLO
[2025-11-25T23:49:01.433891] [DEBUG] [LOCAL     ] No configuration file found for IBTK
[2025-11-25T23:49:01.433947] [DEBUG] [LOCAL     ] No configuration file found for OSS
[2025-11-25T23:49:01.434001] [DEBUG] [LOCAL     ] No configuration file found for WVE
[2025-11-25T23:49:01.434052] [DEBUG] [LOCAL     ] No configuration file found for BSJP
[2025-11-25T23:49:01.434102] [DEBUG] [LOCAL     ] No configuration file found for ZG
[2025-11-25T23:49:01.434173] [DEBUG] [LOCAL     ] Loaded configuration for SITE: 2 features, 100.0% accuracy
[2025-11-25T23:49:01.434252] [DEBUG] [LOCAL     ] Loaded configuration for AVK: 3 features, 70.0% accuracy
[2025-11-25T23:49:01.434326] [DEBUG] [LOCAL     ] Loaded configuration for CFG: 2 features, 80.0% accuracy
[2025-11-25T23:49:01.434399] [DEBUG] [LOCAL     ] Loaded configuration for ELAN: 2 features, 80.0% accuracy
[2025-11-25T23:49:01.434473] [DEBUG] [LOCAL     ] Loaded configuration for TDS: 2 features, 80.0% accuracy
[2025-11-25T23:49:01.434532] [DEBUG] [LOCAL     ] No configuration file found for BDSX
[2025-11-25T23:49:01.434587] [DEBUG] [LOCAL     ] No configuration file found for FTC
[2025-11-25T23:49:01.434661] [DEBUG] [LOCAL     ] No configuration file found for ALVO
[2025-11-25T23:49:01.434718] [DEBUG] [LOCAL     ] No configuration file found for OSPN
[2025-11-25T23:49:01.434771] [DEBUG] [LOCAL     ] No configuration file found for GAUZ
[2025-11-25T23:49:01.434823] [DEBUG] [LOCAL     ] No configuration file found for DUOL
[2025-11-25T23:49:01.434876] [DEBUG] [LOCAL     ] No configuration file found for REBN
[2025-11-25T23:49:01.434928] [DEBUG] [LOCAL     ] No configuration file found for TARA
[2025-11-25T23:49:01.434978] [DEBUG] [LOCAL     ] No configuration file found for CABA
[2025-11-25T23:49:01.435051] [DEBUG] [LOCAL     ] Loaded configuration for SKYH: 2 features, 70.0% accuracy
[2025-11-25T23:49:01.435127] [DEBUG] [LOCAL     ] Loaded configuration for CIVI: 2 features, 90.0% accuracy
[2025-11-25T23:49:01.435188] [DEBUG] [LOCAL     ] No configuration file found for TTSH
[2025-11-25T23:49:01.435245] [DEBUG] [LOCAL     ] No configuration file found for STAA
[2025-11-25T23:49:01.435313] [DEBUG] [LOCAL     ] Loaded configuration for DMO: 3 features, 80.0% accuracy
[2025-11-25T23:49:01.435374] [DEBUG] [LOCAL     ] No configuration file found for CINF
[2025-11-25T23:49:01.435449] [DEBUG] [LOCAL     ] Loaded configuration for CMSC: 5 features, 80.0% accuracy
[2025-11-25T23:49:01.435524] [DEBUG] [LOCAL     ] Loaded configuration for EDF: 3 features, 100.0% accuracy
[2025-11-25T23:49:01.435599] [DEBUG] [LOCAL     ] Loaded configuration for ACN: 5 features, 80.0% accuracy
[2025-11-25T23:49:01.435675] [DEBUG] [LOCAL     ] No configuration file found for OKTA
[2025-11-25T23:49:01.435753] [DEBUG] [LOCAL     ] Loaded configuration for CRI: 2 features, 80.0% accuracy
[2025-11-25T23:49:01.435819] [DEBUG] [LOCAL     ] No configuration file found for GRPN
[2025-11-25T23:49:01.435875] [DEBUG] [LOCAL     ] No configuration file found for BKNG
[2025-11-25T23:49:01.435927] [DEBUG] [LOCAL     ] No configuration file found for GEN
[2025-11-25T23:49:01.435981] [DEBUG] [LOCAL     ] No configuration file found for SATS
[2025-11-25T23:49:01.436053] [DEBUG] [LOCAL     ] Loaded configuration for DOLE: 3 features, 60.0% accuracy
[2025-11-25T23:49:01.436127] [DEBUG] [LOCAL     ] Loaded configuration for PSQH: 6 features, 90.0% accuracy
[2025-11-25T23:49:01.436201] [DEBUG] [LOCAL     ] Loaded configuration for KNOP: 2 features, 80.0% accuracy
[2025-11-25T23:49:01.436260] [DEBUG] [LOCAL     ] No configuration file found for PRN
[2025-11-25T23:49:01.436315] [DEBUG] [LOCAL     ] No configuration file found for SMID
[2025-11-25T23:49:01.436390] [DEBUG] [LOCAL     ] Loaded configuration for CCJ: 2 features, 80.0% accuracy
[2025-11-25T23:49:01.436448] [DEBUG] [LOCAL     ] No configuration file found for THRM
[2025-11-25T23:49:01.436502] [DEBUG] [LOCAL     ] No configuration file found for BSCS
[2025-11-25T23:49:01.436575] [DEBUG] [LOCAL     ] Loaded configuration for ITUB: 4 features, 80.0% accuracy
[2025-11-25T23:49:01.436667] [DEBUG] [LOCAL     ] Loaded configuration for ENB: 3 features, 90.0% accuracy
[2025-11-25T23:49:01.436743] [DEBUG] [LOCAL     ] Loaded configuration for HPS: 2 features, 80.0% accuracy
[2025-11-25T23:49:01.436803] [DEBUG] [LOCAL     ] No configuration file found for INAB
[2025-11-25T23:49:01.436860] [DEBUG] [LOCAL     ] No configuration file found for HYLS
[2025-11-25T23:49:01.436913] [DEBUG] [LOCAL     ] No configuration file found for OESX
[2025-11-25T23:49:01.436986] [DEBUG] [LOCAL     ] Loaded configuration for JLS: 2 features, 60.0% accuracy
[2025-11-25T23:49:01.437061] [DEBUG] [LOCAL     ] Loaded configuration for JEF: 1 features, 70.0% accuracy
[2025-11-25T23:49:01.437121] [DEBUG] [LOCAL     ] No configuration file found for ASO
[2025-11-25T23:49:01.437175] [DEBUG] [LOCAL     ] No configuration file found for NECB
[2025-11-25T23:49:01.437241] [DEBUG] [LOCAL     ] Loaded configuration for HRTG: 0 features, 80.0% accuracy
[2025-11-25T23:49:01.437292] [DEBUG] [LOCAL     ] No configuration file found for EVAX
[2025-11-25T23:49:01.437404] [DEBUG] [LOCAL     ] Loaded configuration for PUK: 5 features, 90.0% accuracy
[2025-11-25T23:49:01.437489] [DEBUG] [LOCAL     ] Loaded configuration for XPO: 3 features, 60.0% accuracy
[2025-11-25T23:49:01.437565] [DEBUG] [LOCAL     ] Loaded configuration for MVF: 2 features, 70.0% accuracy
[2025-11-25T23:49:01.437656] [DEBUG] [LOCAL     ] Loaded configuration for ARMK: 1 features, 80.0% accuracy
[2025-11-25T23:49:01.437719] [DEBUG] [LOCAL     ] No configuration file found for BAND
[2025-11-25T23:49:01.437793] [DEBUG] [LOCAL     ] Loaded configuration for MTRN: 2 features, 70.0% accuracy
[2025-11-25T23:49:01.437853] [DEBUG] [LOCAL     ] No configuration file found for VNDA
[2025-11-25T23:49:01.437910] [DEBUG] [LOCAL     ] No configuration file found for CNXN
[2025-11-25T23:49:01.437963] [DEBUG] [LOCAL     ] No configuration file found for ITRN
[2025-11-25T23:49:01.438015] [DEBUG] [LOCAL     ] No configuration file found for WEYS
[2025-11-25T23:49:01.438071] [DEBUG] [LOCAL     ] No configuration file found for AZTA
[2025-11-25T23:49:01.438122] [DEBUG] [LOCAL     ] No configuration file found for CCOI
[2025-11-25T23:49:01.438203] [DEBUG] [LOCAL     ] Loaded configuration for RCS: 3 features, 90.0% accuracy
[2025-11-25T23:49:01.438289] [DEBUG] [LOCAL     ] Loaded configuration for SXI: 1 features, 70.0% accuracy
[2025-11-25T23:49:01.438358] [DEBUG] [LOCAL     ] No configuration file found for GXAI
[2025-11-25T23:49:01.438412] [DEBUG] [LOCAL     ] No configuration file found for CHSCO
[2025-11-25T23:49:01.438466] [DEBUG] [LOCAL     ] No configuration file found for HERO
[2025-11-25T23:49:01.438519] [DEBUG] [LOCAL     ] No configuration file found for JTAI
[2025-11-25T23:49:01.438574] [DEBUG] [LOCAL     ] No configuration file found for AEP
[2025-11-25T23:49:01.438661] [DEBUG] [LOCAL     ] Loaded configuration for DRI: 2 features, 70.0% accuracy
[2025-11-25T23:49:01.438739] [DEBUG] [LOCAL     ] Loaded configuration for HUBS: 3 features, 80.0% accuracy
[2025-11-25T23:49:01.438799] [DEBUG] [LOCAL     ] No configuration file found for RUNN
[2025-11-25T23:49:01.438856] [DEBUG] [LOCAL     ] No configuration file found for AIA
[2025-11-25T23:49:01.438928] [DEBUG] [LOCAL     ] Loaded configuration for KNX: 3 features, 90.0% accuracy
[2025-11-25T23:49:01.439002] [DEBUG] [LOCAL     ] Loaded configuration for CTDD: 1 features, 80.0% accuracy
[2025-11-25T23:49:01.439063] [DEBUG] [LOCAL     ] No configuration file found for QSI
[2025-11-25T23:49:01.439136] [DEBUG] [LOCAL     ] Loaded configuration for DAVA: 2 features, 70.0% accuracy
[2025-11-25T23:49:01.439222] [DEBUG] [LOCAL     ] Loaded configuration for ESI: 1 features, 80.0% accuracy
[2025-11-25T23:49:01.439311] [DEBUG] [LOCAL     ] Loaded configuration for FCX: 4 features, 90.0% accuracy
[2025-11-25T23:49:01.439377] [DEBUG] [LOCAL     ] No configuration file found for BATRK
[2025-11-25T23:49:01.439450] [DEBUG] [LOCAL     ] Loaded configuration for MLI: 2 features, 90.0% accuracy
[2025-11-25T23:49:01.439510] [DEBUG] [LOCAL     ] No configuration file found for RPRX
[2025-11-25T23:49:01.439564] [DEBUG] [LOCAL     ] No configuration file found for UROY
[2025-11-25T23:49:01.439632] [DEBUG] [LOCAL     ] Loaded configuration for PRH: 2 features, 70.0% accuracy
[2025-11-25T23:49:01.439711] [DEBUG] [LOCAL     ] No configuration file found for CCEP
[2025-11-25T23:49:01.439765] [DEBUG] [LOCAL     ] No configuration file found for IBTI
[2025-11-25T23:49:01.439838] [DEBUG] [LOCAL     ] Loaded configuration for HQL: 4 features, 80.0% accuracy
[2025-11-25T23:49:01.439896] [DEBUG] [LOCAL     ] No configuration file found for IMNN
[2025-11-25T23:49:01.439969] [DEBUG] [LOCAL     ] Loaded configuration for ZEPP: 1 features, 90.0% accuracy
[2025-11-25T23:49:01.440043] [DEBUG] [LOCAL     ] Loaded configuration for FLO: 3 features, 80.0% accuracy
[2025-11-25T23:49:01.440116] [DEBUG] [LOCAL     ] Loaded configuration for CCL: 2 features, 100.0% accuracy
[2025-11-25T23:49:01.440189] [DEBUG] [LOCAL     ] Loaded configuration for MSB: 1 features, 80.0% accuracy
[2025-11-25T23:49:01.440247] [DEBUG] [LOCAL     ] No configuration file found for UMMA
[2025-11-25T23:49:01.440330] [DEBUG] [LOCAL     ] Loaded configuration for ALL: 2 features, 80.0% accuracy
[2025-11-25T23:49:01.440393] [DEBUG] [LOCAL     ] No configuration file found for XOMA
[2025-11-25T23:49:01.440466] [DEBUG] [LOCAL     ] Loaded configuration for KREF: 1 features, 90.0% accuracy
[2025-11-25T23:49:01.440526] [DEBUG] [LOCAL     ] No configuration file found for HEPS
[2025-11-25T23:49:01.440599] [DEBUG] [LOCAL     ] Loaded configuration for WH: 5 features, 90.0% accuracy
[2025-11-25T23:49:01.440691] [DEBUG] [LOCAL     ] Loaded configuration for SFL: 4 features, 70.0% accuracy
[2025-11-25T23:49:01.440753] [DEBUG] [LOCAL     ] No configuration file found for TKNO
[2025-11-25T23:49:01.440811] [DEBUG] [LOCAL     ] No configuration file found for PEPG
[2025-11-25T23:49:01.440867] [DEBUG] [LOCAL     ] No configuration file found for TTMI
[2025-11-25T23:49:01.440940] [DEBUG] [LOCAL     ] Loaded configuration for FPH: 2 features, 90.0% accuracy
[2025-11-25T23:49:01.440999] [DEBUG] [LOCAL     ] No configuration file found for QRHC
[2025-11-25T23:49:01.441072] [DEBUG] [LOCAL     ] Loaded configuration for SYF: 1 features, 80.0% accuracy
[2025-11-25T23:49:01.441130] [DEBUG] [LOCAL     ] No configuration file found for DLHC
[2025-11-25T23:49:01.441187] [DEBUG] [LOCAL     ] No configuration file found for TOYO
[2025-11-25T23:49:01.441259] [DEBUG] [LOCAL     ] Loaded configuration for OWL: 2 features, 80.0% accuracy
[2025-11-25T23:49:01.441317] [DEBUG] [LOCAL     ] No configuration file found for CZWI
[2025-11-25T23:49:01.441372] [DEBUG] [LOCAL     ] No configuration file found for FCEL
[2025-11-25T23:49:01.441444] [DEBUG] [LOCAL     ] Loaded configuration for CMC: 3 features, 90.0% accuracy
[2025-11-25T23:49:01.441503] [DEBUG] [LOCAL     ] No configuration file found for TYRA
[2025-11-25T23:49:01.441576] [DEBUG] [LOCAL     ] Loaded configuration for AWK: 2 features, 80.0% accuracy
[2025-11-25T23:49:01.441670] [DEBUG] [LOCAL     ] Loaded configuration for CTS: 1 features, 70.0% accuracy
[2025-11-25T23:49:01.441748] [DEBUG] [LOCAL     ] Loaded configuration for CULP: 4 features, 80.0% accuracy
[2025-11-25T23:49:01.441808] [DEBUG] [LOCAL     ] No configuration file found for WMG
[2025-11-25T23:49:01.441882] [DEBUG] [LOCAL     ] Loaded configuration for NGL: 2 features, 70.0% accuracy
[2025-11-25T23:49:01.441942] [DEBUG] [LOCAL     ] No configuration file found for INBX
[2025-11-25T23:49:01.442015] [DEBUG] [LOCAL     ] Loaded configuration for PGP: 3 features, 70.0% accuracy
[2025-11-25T23:49:01.442089] [DEBUG] [LOCAL     ] Loaded configuration for OIS: 3 features, 60.0% accuracy
[2025-11-25T23:49:01.442148] [DEBUG] [LOCAL     ] No configuration file found for PPC
[2025-11-25T23:49:01.442221] [DEBUG] [LOCAL     ] Loaded configuration for BOX: 1 features, 70.0% accuracy
[2025-11-25T23:49:01.442280] [DEBUG] [LOCAL     ] No configuration file found for VCEL
[2025-11-25T23:49:01.442334] [DEBUG] [LOCAL     ] No configuration file found for ARTL
[2025-11-25T23:49:01.442708] [DEBUG] [LOCAL     ] Loaded configuration for ABNB: 4 features, 70.0% accuracy
[2025-11-25T23:49:01.442789] [DEBUG] [LOCAL     ] No configuration file found for VCIG
[2025-11-25T23:49:01.442845] [DEBUG] [LOCAL     ] No configuration file found for NCMI
[2025-11-25T23:49:01.442917] [DEBUG] [LOCAL     ] Loaded configuration for EVH: 1 features, 90.0% accuracy
[2025-11-25T23:49:01.442975] [DEBUG] [LOCAL     ] No configuration file found for MGNX
[2025-11-25T23:49:01.443030] [DEBUG] [LOCAL     ] No configuration file found for VLY
[2025-11-25T23:49:01.443103] [DEBUG] [LOCAL     ] Loaded configuration for TRNO: 1 features, 70.0% accuracy
[2025-11-25T23:49:01.443183] [DEBUG] [LOCAL     ] Loaded configuration for NWG: 0 features, 70.0% accuracy
[2025-11-25T23:49:01.443257] [DEBUG] [LOCAL     ] No configuration file found for AOHY
[2025-11-25T23:49:01.443325] [DEBUG] [LOCAL     ] No configuration file found for CRSP
[2025-11-25T23:49:01.443381] [DEBUG] [LOCAL     ] No configuration file found for PGY
[2025-11-25T23:49:01.443432] [DEBUG] [LOCAL     ] No configuration file found for LPCN
[2025-11-25T23:49:01.443492] [DEBUG] [LOCAL     ] No configuration file found for RIGL
[2025-11-25T23:49:01.443548] [DEBUG] [LOCAL     ] No configuration file found for CHRS
[2025-11-25T23:49:01.443599] [DEBUG] [LOCAL     ] No configuration file found for SRRK
[2025-11-25T23:49:01.443693] [DEBUG] [LOCAL     ] Loaded configuration for CHWY: 1 features, 90.0% accuracy
[2025-11-25T23:49:01.443768] [DEBUG] [LOCAL     ] Loaded configuration for ODC: 2 features, 80.0% accuracy
[2025-11-25T23:49:01.443828] [DEBUG] [LOCAL     ] No configuration file found for BDRX
[2025-11-25T23:49:01.443885] [DEBUG] [LOCAL     ] No configuration file found for APA
[2025-11-25T23:49:01.443940] [DEBUG] [LOCAL     ] No configuration file found for SCSC
[2025-11-25T23:49:01.444010] [DEBUG] [LOCAL     ] Loaded configuration for EVTL: 3 features, 70.0% accuracy
[2025-11-25T23:49:01.444084] [DEBUG] [LOCAL     ] Loaded configuration for BFZ: 0 features, 80.0% accuracy
[2025-11-25T23:49:01.444144] [DEBUG] [LOCAL     ] No configuration file found for IDYA
[2025-11-25T23:49:01.444201] [DEBUG] [LOCAL     ] No configuration file found for PRVA
[2025-11-25T23:49:01.444252] [DEBUG] [LOCAL     ] No configuration file found for MGRX
[2025-11-25T23:49:01.444303] [DEBUG] [LOCAL     ] No configuration file found for MBLY
[2025-11-25T23:49:01.444373] [DEBUG] [LOCAL     ] Loaded configuration for ANVS: 2 features, 70.0% accuracy
[2025-11-25T23:49:01.444447] [DEBUG] [LOCAL     ] Loaded configuration for CUK: 3 features, 70.0% accuracy
[2025-11-25T23:49:01.444521] [DEBUG] [LOCAL     ] Loaded configuration for RFL: 4 features, 70.0% accuracy
[2025-11-25T23:49:01.444579] [DEBUG] [LOCAL     ] No configuration file found for PLRX
[2025-11-25T23:49:01.444672] [DEBUG] [LOCAL     ] Loaded configuration for SAP: 2 features, 70.0% accuracy
[2025-11-25T23:49:01.444750] [DEBUG] [LOCAL     ] Loaded configuration for ETSY: 2 features, 90.0% accuracy
[2025-11-25T23:49:01.444811] [DEBUG] [LOCAL     ] No configuration file found for VERI
[2025-11-25T23:49:01.444868] [DEBUG] [LOCAL     ] No configuration file found for FIBK
[2025-11-25T23:49:01.444939] [DEBUG] [LOCAL     ] Loaded configuration for VAL: 2 features, 80.0% accuracy
[2025-11-25T23:49:01.444998] [DEBUG] [LOCAL     ] No configuration file found for LAND
[2025-11-25T23:49:01.445055] [DEBUG] [LOCAL     ] No configuration file found for MNDY
[2025-11-25T23:49:01.445109] [DEBUG] [LOCAL     ] No configuration file found for AKAM
[2025-11-25T23:49:01.445181] [DEBUG] [LOCAL     ] Loaded configuration for MAA: 3 features, 90.0% accuracy
[2025-11-25T23:49:01.445267] [DEBUG] [LOCAL     ] Loaded configuration for NREF: 0 features, 60.0% accuracy
[2025-11-25T23:49:01.445339] [DEBUG] [LOCAL     ] No configuration file found for ICMB
[2025-11-25T23:49:01.445414] [DEBUG] [LOCAL     ] Loaded configuration for XYF: 5 features, 70.0% accuracy
[2025-11-25T23:49:01.445473] [DEBUG] [LOCAL     ] No configuration file found for OZEM
[2025-11-25T23:49:01.445528] [DEBUG] [LOCAL     ] No configuration file found for SNDL
[2025-11-25T23:49:01.445580] [DEBUG] [LOCAL     ] No configuration file found for MLTX
[2025-11-25T23:49:01.445632] [DEBUG] [LOCAL     ] No configuration file found for DOMO
[2025-11-25T23:49:01.445706] [DEBUG] [LOCAL     ] No configuration file found for ALTY
[2025-11-25T23:49:01.445779] [DEBUG] [LOCAL     ] Loaded configuration for NMI: 3 features, 80.0% accuracy
[2025-11-25T23:49:01.445854] [DEBUG] [LOCAL     ] Loaded configuration for UFI: 2 features, 90.0% accuracy
[2025-11-25T23:49:01.445915] [DEBUG] [LOCAL     ] No configuration file found for LEGH
[2025-11-25T23:49:01.445969] [DEBUG] [LOCAL     ] No configuration file found for MLKN
[2025-11-25T23:49:01.446021] [DEBUG] [LOCAL     ] No configuration file found for DFGP
[2025-11-25T23:49:01.446093] [DEBUG] [LOCAL     ] Loaded configuration for RF: 5 features, 90.0% accuracy
[2025-11-25T23:49:01.446167] [DEBUG] [LOCAL     ] Loaded configuration for GMRE: 6 features, 80.0% accuracy
[2025-11-25T23:49:01.446235] [DEBUG] [LOCAL     ] No configuration file found for ELWS
[2025-11-25T23:49:01.446333] [DEBUG] [LOCAL     ] Loaded configuration for NEXA: 3 features, 60.0% accuracy
[2025-11-25T23:49:01.446395] [DEBUG] [LOCAL     ] No configuration file found for QUIK
[2025-11-25T23:49:01.446448] [DEBUG] [LOCAL     ] No configuration file found for GOOGL
[2025-11-25T23:49:01.446520] [DEBUG] [LOCAL     ] Loaded configuration for GEL: 4 features, 100.0% accuracy
[2025-11-25T23:49:01.446581] [DEBUG] [LOCAL     ] No configuration file found for WBD
[2025-11-25T23:49:01.446652] [DEBUG] [LOCAL     ] No configuration file found for TIGO
[2025-11-25T23:49:01.446729] [DEBUG] [LOCAL     ] Loaded configuration for LPX: 2 features, 70.0% accuracy
[2025-11-25T23:49:01.446787] [DEBUG] [LOCAL     ] No configuration file found for OCFC
[2025-11-25T23:49:01.446843] [DEBUG] [LOCAL     ] No configuration file found for TGTX
[2025-11-25T23:49:01.446895] [DEBUG] [LOCAL     ] No configuration file found for CVCO
[2025-11-25T23:49:01.446946] [DEBUG] [LOCAL     ] No configuration file found for RCEL
[2025-11-25T23:49:01.446998] [DEBUG] [LOCAL     ] No configuration file found for SLS
[2025-11-25T23:49:01.447049] [DEBUG] [LOCAL     ] No configuration file found for CURI
[2025-11-25T23:49:01.447103] [DEBUG] [LOCAL     ] No configuration file found for HON
[2025-11-25T23:49:01.447153] [DEBUG] [LOCAL     ] No configuration file found for COIN
[2025-11-25T23:49:01.447205] [DEBUG] [LOCAL     ] No configuration file found for CRWS
[2025-11-25T23:49:01.447256] [DEBUG] [LOCAL     ] No configuration file found for CSPI
[2025-11-25T23:49:01.447307] [DEBUG] [LOCAL     ] No configuration file found for ATEX
[2025-11-25T23:49:01.447369] [DEBUG] [LOCAL     ] No configuration file found for VRDN
[2025-11-25T23:49:01.447442] [DEBUG] [LOCAL     ] Loaded configuration for EFX: 2 features, 70.0% accuracy
[2025-11-25T23:49:01.447500] [DEBUG] [LOCAL     ] No configuration file found for EXEL
[2025-11-25T23:49:01.447557] [DEBUG] [LOCAL     ] No configuration file found for REAX
[2025-11-25T23:49:01.447609] [DEBUG] [LOCAL     ] No configuration file found for LANDP
[2025-11-25T23:49:01.447701] [DEBUG] [LOCAL     ] Loaded configuration for JHI: 0 features, 70.0% accuracy
[2025-11-25T23:49:01.447777] [DEBUG] [LOCAL     ] Loaded configuration for MCO: 3 features, 90.0% accuracy
[2025-11-25T23:49:01.447850] [DEBUG] [LOCAL     ] Loaded configuration for CODI: 2 features, 70.0% accuracy
[2025-11-25T23:49:01.447922] [DEBUG] [LOCAL     ] Loaded configuration for LEN: 4 features, 70.0% accuracy
[2025-11-25T23:49:01.447981] [DEBUG] [LOCAL     ] No configuration file found for MKTX
[2025-11-25T23:49:01.448053] [DEBUG] [LOCAL     ] Loaded configuration for CIO: 0 features, 70.0% accuracy
[2025-11-25T23:49:01.448127] [DEBUG] [LOCAL     ] Loaded configuration for QUAD: 1 features, 80.0% accuracy
[2025-11-25T23:49:01.448200] [DEBUG] [LOCAL     ] Loaded configuration for CRS: 1 features, 80.0% accuracy
[2025-11-25T23:49:01.448272] [DEBUG] [LOCAL     ] Loaded configuration for EFC: 1 features, 90.0% accuracy
[2025-11-25T23:49:01.448331] [DEBUG] [LOCAL     ] No configuration file found for WLFC
[2025-11-25T23:49:01.448386] [DEBUG] [LOCAL     ] No configuration file found for NN
[2025-11-25T23:49:01.448439] [DEBUG] [LOCAL     ] No configuration file found for HOPE
[2025-11-25T23:49:01.448521] [DEBUG] [LOCAL     ] Loaded configuration for EAI: 2 features, 70.0% accuracy
[2025-11-25T23:49:01.448596] [DEBUG] [LOCAL     ] Loaded configuration for OPP: 5 features, 90.0% accuracy
[2025-11-25T23:49:01.448672] [DEBUG] [LOCAL     ] No configuration file found for GBDC
[2025-11-25T23:49:01.448728] [DEBUG] [LOCAL     ] No configuration file found for ELVN
[2025-11-25T23:49:01.449497] [INFO ] [LOCAL     ] Saved consolidated report: 3639 forecasts -> ./output/forecasts/full/2025-11-26.txt
[2025-11-25T23:49:01.449554] [INFO ] [sig       ] [32/32] Successfully generated report for 2025-11-26: 3639 entries
[2025-11-25T23:49:01.449598] [INFO ] [sig       ] ==================================================
[2025-11-25T23:49:01.449658] [INFO ] [sig       ] Report generation complete: 32/32 reports succeeded
[2025-11-25T23:49:02.159244] [DEBUG] [EMAIL     ] Email sent to 'chris.punches@silogroup.org' with subject: 'COMPLETE_OK: SIGR FORECAST'
[2025-11-25T23:49:02.159736] [INFO ] [sig       ] Email notification sent
[2025-11-25T23:49:02.160240] [WARN ] [STATE     ] State set to: COMPLETED_OK
[2025-11-25T23:49:02.160400] [INFO ] [STATE     ] Last completion updated: 2025-11-25T23:49:02.160297